conococheague-huc-8-test-2.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Conococheague-Opequon Test\n",
    "\n",
    "Attempts to identify the correct CRS to reproject the tiles into before doing the counting.\n",
    "\n",
    "This one classifies NLCD 81 Pasture / Hay as 11 IO Rangeland instead."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Imports\n",
    "\n",
    "from matplotlib import colors as mplc\n",
    "from matplotlib import pyplot as plt\n",
    "from pprint import pprint\n",
    "from pystac_client import Client\n",
    "from rasterio.coords import BoundingBox\n",
    "from rasterio.enums import Resampling\n",
    "from rasterio.mask import mask\n",
    "from rasterio.merge import merge\n",
    "from rasterio.warp import transform_geom, calculate_default_transform, reproject\n",
    "from shapely.geometry import shape, box\n",
    "import geopandas as gpd\n",
    "import json\n",
    "import numpy as np\n",
    "import os\n",
    "import rasterio as rio\n",
    "import requests\n",
    "import tempfile\n",
    "import time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
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40.229430365], [-77.605433244, 40.228812188], [-77.605791792, 40.228182566], [-77.606104525, 40.227603521], [-77.606768224, 40.22686793], [-77.607149747, 40.226435963], [-77.60750095, 40.226027195], [-77.607935783, 40.225472408], [-77.608416279, 40.22507424], [-77.608782333, 40.224507496], [-77.608767207, 40.223845758], [-77.608935138, 40.223274473], [-77.609369863, 40.222755721], [-77.609881173, 40.222271271], [-77.610460871, 40.221875353], [-77.610781296, 40.22143124], [-77.611117051, 40.220937235], [-77.611216234, 40.220259405], [-77.611437661, 40.219628358], [-77.611544364, 40.21902242], [-77.611582564, 40.218458553]]]]}}]}'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "aoi = gpd.read_file('conococheague.geojson')\n",
    "aoi_json = aoi.to_json()\n",
    "\n",
    "ax = aoi.plot()\n",
    "ax.set_title('Conococheague-Opequon HUC-8 02070004')\n",
    "plt.show()\n",
    "\n",
    "aoi_dict = json.loads(aoi_json)['features'][0]['geometry']\n",
    "\n",
    "aoi_json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "URL = \"https://api.impactobservatory.com/stac-aws\"\n",
    "COLLECTION = \"io-10m-annual-lulc\"\n",
    "ASSET = \"supercell\"\n",
    "SQKM_PER_SQM = 0.000001\n",
    "\n",
    "def to_year(year):\n",
    "    \"\"\"\n",
    "    Convert a year to a STAC query.\n",
    "    \"\"\"\n",
    "    return {\n",
    "        \"op\": \"like\",\n",
    "        \"args\": [{\"property\": \"id\"}, f\"%-{year}\"],\n",
    "    }\n",
    "\n",
    "def get_crs_for_aoi(aoi):\n",
    "    # Determine the appropriate Albers Equal Area CRS based on the AoI's location\n",
    "    if aoi.within(box(-170, 15, -50, 75)):  # North America\n",
    "        return 'EPSG:5070'\n",
    "    elif aoi.within(box(-10, 34, 40, 72)):  # Europe\n",
    "        return 'EPSG:3035'\n",
    "    elif aoi.within(box(25, -10, 180, 60)):  # Asia\n",
    "        return 'EPSG:102025'\n",
    "    elif aoi.within(box(-20, -35, 55, 38)):  # Africa\n",
    "        return 'EPSG:102022'\n",
    "    elif aoi.within(box(-90, -60, -30, 15)):  # South America\n",
    "        return 'EPSG:102033'\n",
    "    elif aoi.within(box(112, -45, 155, -10)):  # Australia\n",
    "        return 'EPSG:102034'\n",
    "    else:  # Global\n",
    "        return 'EPSG:54017'  # Behrmann Equal Area Cylindrical"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{0: 'No Data', 1: 'Water', 2: 'Trees', 4: 'Flooded vegetation', 5: 'Crops', 7: 'Built area', 8: 'Bare ground', 9: 'Snow/ice', 10: 'Clouds', 11: 'Rangeland'}\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/html": [
       "<div style=\"vertical-align: middle;\"><strong>from_list</strong> </div><div class=\"cmap\"><img alt=\"from_list colormap\" title=\"from_list\" style=\"border: 1px solid #555;\" src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAgAAAABACAYAAABsv8+/AAAAGHRFWHRUaXRsZQBmcm9tX2xpc3QgY29sb3JtYXBDL89FAAAAHnRFWHREZXNjcmlwdGlvbgBmcm9tX2xpc3QgY29sb3JtYXABtCnOAAAAMHRFWHRBdXRob3IATWF0cGxvdGxpYiB2My44LjQsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmdkzrK0AAAAMnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHYzLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZ0poLZMAAAGBSURBVHic7da9LQVgGEBhPwMYgAGsYQMzKG9D4kahQ2EIg4heKAwhTKFjha/y5uY8zwSnPPt7O+Ts6fN3umHVz/dmOmHJ+8PzdMKy28e36YQlm6PL6YRlJ5uP6YRlr6fH0wlLvq630wnLDs+vphOWvNxcTCcsu7/bndaD6QAA4P8ZAAAIMgAAEGQAACDIAABAkAEAgCADAABBBgAAggwAAAQZAAAIMgAAEGQAACDIAABAkAEAgCADAABBBgAAggwAAAQZAAAIMgAAEGQAACDIAABAkAEAgCADAABBBgAAggwAAAQZAAAIMgAAEGQAACDIAABAkAEAgCADAABBBgAAggwAAAQZAAAIMgAAEGQAACDIAABAkAEAgCADAABBBgAAggwAAAQZAAAIMgAAEGQAACDIAABAkAEAgCADAABBBgAAggwAAAQZAAAIMgAAEGQAACDIAABAkAEAgCADAABBBgAAggwAAAQZAAAIMgAAEGQAACDIAABAkAEAgCADAABBf/NwEgd2BWoMAAAAAElFTkSuQmCC\"></div><div style=\"vertical-align: middle; max-width: 514px; display: flex; justify-content: space-between;\"><div style=\"float: left;\"><div title=\"#00000000\" style=\"display: inline-block; width: 1em; height: 1em; margin: 0; vertical-align: middle; border: 1px solid #555; background-color: #00000000;\"></div> under</div><div style=\"margin: 0 auto; display: inline-block;\">bad <div title=\"#00000000\" style=\"display: inline-block; width: 1em; height: 1em; margin: 0; vertical-align: middle; border: 1px solid #555; background-color: #00000000;\"></div></div><div style=\"float: right;\">over <div title=\"#e3e2c3ff\" style=\"display: inline-block; width: 1em; height: 1em; margin: 0; vertical-align: middle; border: 1px solid #555; background-color: #e3e2c3ff;\"></div></div>"
      ],
      "text/plain": [
       "<matplotlib.colors.ListedColormap at 0x16d523d10>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "client = Client.open(URL)\n",
    "\n",
    "search = client.search(\n",
    "    collections=COLLECTION,\n",
    "    intersects=aoi_dict,\n",
    "    filter=to_year(2019),\n",
    ")\n",
    "\n",
    "assets = [item.assets[ASSET] for item in search.items()]\n",
    "tiffs = [asset.href for asset in assets]\n",
    "\n",
    "nodata = assets[0].extra_fields[\"raster:bands\"][0][\"nodata\"]\n",
    "class_names = {c[\"values\"][0]: c[\"summary\"]  for c in assets[0].extra_fields[\"file:values\"]}\n",
    "max_class = max(class_names.keys())\n",
    "\n",
    "with rio.open(tiffs[0]) as src:\n",
    "    colormap = src.colormap(1)\n",
    "    colormap = [np.array(colormap[i]) / 255 for i in range(max_class + 1)]\n",
    "\n",
    "cmap = mplc.ListedColormap(colormap)\n",
    "print(class_names)\n",
    "cmap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://s3.us-west-2.amazonaws.com/io-10m-annual-lulc/18T_2019.tif CRS: EPSG:32618\n",
      "https://s3.us-west-2.amazonaws.com/io-10m-annual-lulc/18S_2019.tif CRS: EPSG:32618\n",
      "https://s3.us-west-2.amazonaws.com/io-10m-annual-lulc/17T_2019.tif CRS: EPSG:32617\n",
      "https://s3.us-west-2.amazonaws.com/io-10m-annual-lulc/17S_2019.tif CRS: EPSG:32617\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/zc/3dt2wcf15kx0pxmf60s2rthc0000gn/T/ipykernel_22946/3652203141.py:19: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
      "  fig.show()\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting Helpers\n",
    "vmin = 0\n",
    "vmax = cmap.N\n",
    "ticks = np.linspace(start=vmin + 0.5, stop=vmax - 0.5, num=vmax)\n",
    "labels = [class_names.get(i, \"No Data\") for i in range(vmax)]\n",
    "\n",
    "fig, axs = plt.subplots(2, 2)\n",
    "\n",
    "for idx, tiff in enumerate(tiffs):\n",
    "    with rio.open(tiff) as src:\n",
    "        oview = src.overviews(1)[-1]\n",
    "        thumbnail = src.read(1, out_shape=(1, int(src.height // oview), int(src.width // oview)))\n",
    "        axs[idx % 2][idx // 2].imshow(thumbnail, cmap=cmap)\n",
    "        axs[idx % 2][idx // 2].axis('off')\n",
    "        print(f\"{src.name} CRS: {src.crs}\")\n",
    "\n",
    "tiffs = sorted(tiffs)\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function to clip and reproject the AoI\n",
    "def clip_and_reproject_tile(tile_path, aoi, dst_crs='EPSG:3857'):\n",
    "    with rio.open(tile_path) as src:\n",
    "        reprojected_aoi = transform_geom(aoi.crs, src.crs, aoi.geometry[0])\n",
    "        # reprojected_aoi_bbox = BoundingBox(*box(*shape(reprojected_aoi).bounds).bounds)\n",
    "        reprojected_aoi_bbox = BoundingBox(*shape(reprojected_aoi).bounds)\n",
    "        clip_data, clip_transform = mask(src, [reprojected_aoi], crop=True)\n",
    "\n",
    "        # Define the output metadata for the reprojected clip\n",
    "        dst_transform, width, height = calculate_default_transform(\n",
    "            src.crs, dst_crs, clip_data.shape[2], clip_data.shape[1], *reprojected_aoi_bbox)\n",
    "        dst_meta = src.meta.copy()\n",
    "        dst_meta.update({\n",
    "            'crs': dst_crs,\n",
    "            'transform': dst_transform,\n",
    "            'width': width,\n",
    "            'height': height\n",
    "        })\n",
    "        \n",
    "        # Reproject the clipped data to the destination CRS\n",
    "        reprojected_clip_data = np.empty((src.count, height, width), dtype=src.dtypes[0])\n",
    "        reproject(\n",
    "            source=clip_data,\n",
    "            destination=reprojected_clip_data,\n",
    "            src_transform=clip_transform,\n",
    "            src_crs=src.crs,\n",
    "            dst_transform=dst_transform,\n",
    "            dst_crs=dst_crs,\n",
    "            resampling=Resampling.nearest\n",
    "        )\n",
    "        \n",
    "        return reprojected_clip_data, dst_transform, dst_meta"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "dst_crs = get_crs_for_aoi(aoi.geometry[0])\n",
    "\n",
    "clips = []\n",
    "for tiff in tiffs:\n",
    "    clip_data, clip_transform, clip_meta = clip_and_reproject_tile(tiff, aoi, dst_crs)\n",
    "    temp_file = tempfile.NamedTemporaryFile(delete=False, suffix='.tif')\n",
    "    with rio.open(temp_file.name, 'w', **clip_meta) as dst:\n",
    "        dst.write(clip_data)\n",
    "    clips.append(temp_file.name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x1500 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot individual clipped masks\n",
    "fig, axs = plt.subplots(nrows=1, ncols=len(clips), figsize=(15, 15))\n",
    "if len(clips) == 1:\n",
    "    axs = [axs]  # Ensure axs is iterable\n",
    "for ax, clip_path in zip(axs, clips):\n",
    "    with rio.open(clip_path) as src:\n",
    "        clip_data = src.read(1)\n",
    "        ax.imshow(clip_data, cmap=cmap, vmin=vmin, vmax=vmax)\n",
    "        ax.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Merge the clipped rasters\n",
    "datasets = [rio.open(clip_path) for clip_path in clips]\n",
    "merged_data, merged_transform = merge(datasets)\n",
    "\n",
    "pixel_size = datasets[0].res[0] * datasets[0].res[1] * SQKM_PER_SQM\n",
    "\n",
    "# Close datasets\n",
    "for ds in datasets:\n",
    "    ds.close()\n",
    "\n",
    "# Plot the final merged mask\n",
    "plt.figure(figsize=(10, 10))\n",
    "plt.imshow(merged_data[0], cmap=cmap, vmin=vmin, vmax=vmax)\n",
    "plt.title('Merged Masked Data')\n",
    "plt.colorbar()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/zc/3dt2wcf15kx0pxmf60s2rthc0000gn/T/ipykernel_22946/1667465426.py:23: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
      "  fig.show()\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "values, counts = np.unique(merged_data, return_counts=True)\n",
    "\n",
    "io_data = list(zip(values, counts))\n",
    "\n",
    "# Ignore No Data values, so start from 1\n",
    "labels = [class_names[v] for v in values[1:]]\n",
    "areas = [round(c * pixel_size, 2) for c in counts[1:]]\n",
    "color = [cmap.colors[v] for v in values[1:]]\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "barh = ax.barh(\n",
    "    labels,\n",
    "    areas,\n",
    "    color=color,\n",
    "    edgecolor=\"black\",\n",
    ")\n",
    "ax.set_title(\"Impact Observatory Global 10m LULC 2019\")\n",
    "ax.set_xlabel(\"Area (sq km)\")\n",
    "ax.set_xlim(right=max(areas) + 100)\n",
    "ax.bar_label(barh, fmt=\"{:,.0f}\", padding=5)\n",
    "ax.invert_yaxis()\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'List(0)': 67632098,\n",
      " 'List(1)': 222214,\n",
      " 'List(11)': 3254862,\n",
      " 'List(2)': 17959993,\n",
      " 'List(4)': 80,\n",
      " 'List(5)': 7711368,\n",
      " 'List(7)': 5313618,\n",
      " 'List(8)': 14176}\n"
     ]
    }
   ],
   "source": [
    "# Expected GeoTrellis Output\n",
    "\n",
    "expected_geotrellis_output = {\n",
    "    f\"List({v})\": c\n",
    "    for v, c in io_data\n",
    "}\n",
    "\n",
    "pprint(expected_geotrellis_output)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Clean up temporary files\n",
    "for temp_file in clips:\n",
    "    os.remove(temp_file)\n",
    "\n",
    "# Close datasets\n",
    "for ds in datasets:\n",
    "    ds.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "with open(\"secrets.json\", \"r\") as f:\n",
    "    secrets = json.load(f)\n",
    "    MMW_API_KEY = secrets[\"MMW_API_KEY\"]\n",
    "\n",
    "res = requests.post(\n",
    "    \"https://modelmywatershed.org/api/analyze/land/2019_2019/\",\n",
    "    json={\"wkaoi\": \"huc8__1784\"}, # Conococheague-Opequon HUC-8\n",
    "    headers={\"Authorization\": \"Token \" + MMW_API_KEY},\n",
    ")\n",
    "\n",
    "job_uuid = res.json()[\"job_uuid\"]\n",
    "\n",
    "job_status = \"started\"\n",
    "\n",
    "while job_status == \"started\":\n",
    "    time.sleep(5)\n",
    "    res = requests.get(\n",
    "        f\"https://modelmywatershed.org/api/jobs/{job_uuid}/\",\n",
    "        headers={\"Authorization\": \"Token \" + MMW_API_KEY},\n",
    "    )\n",
    "    job_status = res.json()[\"status\"]\n",
    "\n",
    "if job_status == \"failed\":\n",
    "    print(\"Analysis failed\")\n",
    "else:\n",
    "    result = res.json()[\"result\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/zc/3dt2wcf15kx0pxmf60s2rthc0000gn/T/ipykernel_22946/2182955586.py:42: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
      "  fig.show()\n"
     ]
    },
    {
     "data": {
      "image/png": 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5s0jjMzU1pU6dOkRGRmqVR0ZGYmdnp1V+4cIFLl68iI+Pz2uN8dGjR69lOwEBAbRu3RonJyecnZ2ZMGECpqamHDx4kBIlSmBjY6O1bNiwgY4dO+b7FCQhhBBCvF0kMRCvVL9+/dDX12f79u14eXlRoUIF/P392blzJ1euXGHEiBFqWwcHB8aPH0+XLl0wMTGhfPny/Pjjj1r93b59m169elG6dGnMzc3x8fEhISFBrR8zZgxubm4sW7YMBwcHLCws6Ny5M3fv3s03xmbNmmklAImJiTx8+JC+fftqlUdGRmJgYICnpyfnzp2jbdu2lC1bFlNTU+rWrcvOnTvVtt7e3ly8eJHBgwerU25y7Nu3jyZNmmBkZISdnR0DBgzg3r17uY5DYGAg5ubm9OnTp1DH/GXIyspi5cqV3Lt3D09Pz1z1cXFxxMfH07Nnz9cemxBCCCFeDUkMxCtz8+ZNtm3bxmeffYaRkZFWnY2NDd26dWPVqlUoiqKWT5s2DVdXV/744w++/vprBg4cyI4dO9T6Dh06cO3aNSIiIoiLi8PDw4PmzZtrjTycO3eOjRs3smnTJjZt2kRUVBSTJ0/ON85mzZqRlJRESkoKALt376Zx48b4+PhoJQa7d+/G09MTQ0ND0tLSaN26Nbt27eKPP/7Az8+PgIAALl26BMD69et55513GDdunDr1Jic2Pz8/PvjgA44ePcqqVavYt28f/fv314pp+vTp6nHIa+pSeno6d+7c0VpehmPHjmFqaoqBgQGffvopGzZsoFq1arna/fzzz7i4uNCwYcOXsl0hhBBCFD1JDMQrc+bMGRRFwcXFJc96FxcXbt26xT///KOWNWrUiK+//hpnZ2c+//xzPvzwQ2bOnAk8vtJ++PBh1qxZQ506dXBycmL69OlYWlqydu1atY/s7GxCQ0OpUaMGTZo0oXv37uzatSvfOBs1aoS+vr6aBERGRuLl5UXt2rW5fv06Fy5cACAqKopmzZoB4OrqyieffEKNGjVwcnJi/PjxVK5cmfDwcABKlixJiRIlMDMzU6feAEyaNIlu3boxaNAgnJycaNiwIXPmzGHp0qU8fPhQjcnHx4cvv/ySypUrU7ly5VwxT5o0CQsLC3Wxs7N75vdREFWqVCE+Pp5Dhw7Rt29fgoKCOHnypFabBw8esGLFChktEEIIIYoZSQzEK/fkiMCz/HvaiqenJ4mJiQAkJCSQlpaGtbU1pqam6nLhwgXOnTunruPg4ICZmZn62dbWlmvXruW7TWNjY+rWrasmBlFRUXh7e6Orq0vDhg2JjIzk/PnzXLp0SU0M0tLSGDJkCC4uLlhaWmJqakpiYqI6YpCfhIQEQkNDteL39fUlOztbTUAA6tSp89R+hg8fTmpqqrpcvnz5qe0LSl9fH0dHR2rXrs2kSZNwdXVl9uzZWm3Wrl3L/fv3CQwMfCnbFEIIIcSbQd5jIF4ZR0dHNBoNiYmJvP/++7nqExMTsbKyonTp0gXqLy0tDVtb21w3CgNYWlqq/9bT09Oq02g0ZGdnP7XvZs2asWrVKk6cOMGDBw/w8PAAHr9JePfu3WRnZ2NsbEz9+vUBGDJkCDt27GD69Ok4OjpiZGTEhx9++MwbhdPS0vjkk08YMGBArronXzxmYmLy1H4MDAwwMDB4apuXITs7m/T0dK2yn3/+mffee6/A35sQQggh3g6SGIhXxtrampYtW/K///2PwYMHa91ncPXqVZYvX05gYKDWjbkHDx7U6uPgwYPqVCQPDw+uXr2Krq4uDg4OLzXWZs2a8d1337FixQoaN25MiRIlAGjatCk//fQTiqKoU44AoqOjCQ4OVhOetLS0XI821dfXJysrS6vMw8ODkydP4ujo+FLjfxmGDx+Ov78/FSpU4O7du6xYsYLIyEi2bdumtjl79ix79uxhy5YtRRipEEIIIV4FmUokXqm5c+eSnp6Or68ve/bs4fLly2zdupWWLVtSvnx5JkyYoNU+OjqaqVOncvr0aX788UfWrFnDwIEDAWjRogWenp60a9eO7du3k5yczP79+xkxYgSxsbEvFGfDhg0xMDDghx9+wMvLSy2vV68e165dIywsTJ1GBODk5MT69euJj48nISGBrl275hqVcHBwYM+ePVy5coXr168DMGzYMPbv30///v2Jj4/nzJkzhIWF5br5uChcu3aNwMBAqlSpQvPmzYmJiWHbtm20bNlSbbN48WLeeecdWrVqVYSRCiGEEOJVkMRAvFJOTk7ExsZSqVIlOnbsSOXKlenTpw/NmjXjwIEDlCxZUqv9l19+SWxsLO7u7nz33Xd8//33+Pr6Ao+nBG3ZsoWmTZvSo0cPnJ2d6dy5MxcvXqRs2bIvFKehoSENGjTg7t27eHt7q+UGBgZq+ZOJwffff4+VlRUNGzYkICAAX19fdfpRjnHjxpGcnEzlypXVaTe1atUiKiqK06dP06RJE9zd3Rk1ahTlypV7ofhfhp9//pnk5GTS09O5du0aO3fu1EoKACZOnMilS5fQ0ZH/dQghhBDFjUYpzJ2hQrxCDg4ODBo0iEGDBhV1KG+dO3fuYGFhgVfn0ZS2y/0UqFt/X2DX0uHqI16FEEIIUfRy/n6npqZibm5e1OHIiIEQQgghhBBCbj4WolhJu5mCrr5hrvK7N64UQTRCCCGEeJtIYiDeGP9+qo8ovLjtP+VbZ2RkRKlSpV5jNEIIIYR4m0hiIEQxEhUVhampaZ51pUqV0npXghBCCCHEkyQxEKIYcXNzeyNuXhJCCCHE20duPhZCCCGEEEJIYiBEcXL16tWiDkEIIYQQbylJDIQoRiQxEEIIIcTzksRACCGEEEIIIYmBEP81P/74Iw4ODhgaGlK/fn0OHz5c1CEJIYQQ4g0giYF4pRwcHJg1a1aB24eGhmJpafnK4vmvW7VqFV988QWjR4/myJEjuLq64uvry7Vr14o6NCGEEEIUMUkM3nDBwcFoNBo0Gg36+vo4Ojoybtw4MjMzizq0AomJiaFPnz4vtU+NRsPGjRtfap8AFStWZOfOnQAsXLgQV1dXTE1NsbS0xN3dnUmTJr30bb5u33//Pb1796ZHjx5Uq1aN+fPnY2xszOLFi4s6NCGEEEIUMXmPwVvAz8+PkJAQ0tPT2bJlC/369UNPT4/hw4cXuq+srCw0Gg06Oq8nJyxduvRr2c6LOnr0KLdu3cLLy4vFixczaNAg5syZg5eXF+np6Rw9epTjx48XdZgv5NGjR8TFxWn9bnR0dGjRogUHDhwowsiEEEII8SaQEYO3gIGBATY2Ntjb29O3b19atGhBeHg4AOnp6QwZMoTy5ctjYmJC/fr1iYyMVNfNmZoTHh5OtWrVMDAw4NKlSwVeb9u2bbi4uGBqaoqfnx8pKSlqm+DgYNq1a8f06dOxtbXF2tqafv36kZGRobb591Si77//npo1a2JiYoKdnR2fffYZaWlpL3R8/vzzT7p06ULJkiUxMTGhTp06HDp0SK0PCwvDw8MDQ0NDKlWqxNixY3ONuISFheHn54eenh7h4eF07NiRnj174ujoSPXq1enSpQsTJkwo1L7funWLwMBArKysMDY2xt/fnzNnzgCgKAqlS5dm7dq1ans3NzdsbW3Vz/v27cPAwID79++/0PHJcf36dbKysihbtqxWedmyZeVpRkIIIYSQxOBtZGRkxKNHjwDo378/Bw4cYOXKlRw9epQOHTrg5+ennoAC3L9/nylTprBo0SJOnDhBmTJlCrze9OnTWbZsGXv27OHSpUsMGTJEK5bdu3dz7tw5du/ezZIlSwgNDSU0NDTf2HV0dJgzZw4nTpxgyZIl/P777wwdOvS5j0VaWhpeXl5cuXKF8PBwEhISGDp0KNnZ2QDs3buXwMBABg4cyMmTJ1mwYAGhoaFaJ/kA4eHhtG3bFgAbGxsOHjzIxYsXn7rtZ+17cHAwsbGxhIeHc+DAARRFoXXr1mRkZKDRaGjatKmajN26dYvExEQePHjAqVOnAIiKiqJu3boYGxvn2nZ6ejp37tzRWoQQQgghXogi3mhBQUFK27ZtFUVRlOzsbGXHjh2KgYGBMmTIEOXixYtKiRIllCtXrmit07x5c2X48OGKoihKSEiIAijx8fFqfWHWO3v2rFr/448/KmXLltWKzd7eXsnMzFTLOnTooHTq1En9bG9vr8ycOTPf/VuzZo1ibW2tfg4JCVEsLCyeekwAZcOGDYqiKMqCBQsUMzMz5caNG3m2bd68uTJx4kStsmXLlim2trbq5z///FPR19dXbt26pSiKovz1119KgwYNFEBxdnZWgoKClFWrVilZWVkF3vfTp08rgBIdHa3WX79+XTEyMlJWr16tKIqizJkzR6levbqiKIqyceNGpX79+krbtm2VefPmKYqiKC1atFC++eabPPdr9OjRCpBriYqKyve4paenKyVKlFCPXY7AwEDlvffey3c9IYQQQrwaqampCqCkpqYWdSiKoiiKjBi8BTZt2oSpqSmGhob4+/vTqVMnxowZw7Fjx8jKysLZ2RlTU1N1iYqK4ty5c+r6+vr61KpVS/1c0PWMjY2pXLmy+tnW1jbX02uqV69OiRIlntrmSTt37qR58+aUL18eMzMzunfvzo0bN557ukx8fDzu7u6ULFkyz/qEhATGjRuntZ+9e/cmJSVF3WZ4eDiNGzdWn4Zka2vLgQMHOHbsGAMHDiQzM5OgoCD8/PzUkYhn7XtiYiK6urrUr19frbe2tqZKlSokJiYC4OXlxcmTJ/nnn3+IiorC29sbb29vIiMjycjIYP/+/Xh7e+e5X8OHDyc1NVVdLl++/Mxjpa+vT+3atdm1a5dalp2dza5du/D09Hzm+kIIIYQo3uTm47dAs2bNmDdvHvr6+pQrVw5d3cdfW1paGiVKlCAuLk7rBBXA1NRU/beRkREajUb9XND19PT0tOo0Gg2KomiV5dXmyZPnJyUnJ9OmTRv69u3LhAkTKFmyJPv27aNnz548evQozykzz2JkZPTU+rS0NMaOHUv79u1z1RkaGgKPE4P33nsvV32NGjWoUaMGn332GZ9++ilNmjQhKiqKZs2aAYXb97zUrFmTkiVLEhUVRVRUFBMmTMDGxoYpU6YQExNDRkYGDRs2zHNdAwMDDAwMCrytHF988QVBQUHUqVOHevXqMWvWLO7du0ePHj0K3ZcQQgghihdJDN4CJiYmODo65ip3d3cnKyuLa9eu0aRJkwL397zrvai4uDiys7OZMWOG+lSk1atXv1CftWrVYtGiRdy8eTPPUQMPDw+SkpLyPH7wOHHYvXs38+bNe+p2qlWrBsC9e/cKFJeLiwuZmZkcOnRIPbm/ceMGSUlJal8ajYYmTZoQFhbGiRMnaNy4McbGxqSnp7NgwQLq1KmDiYlJgbZXUJ06deKff/5h1KhRXL16FTc3N7Zu3ZrrhmQhhBBC/PfIVKK3mLOzM926dSMwMJD169dz4cIFDh8+zKRJk9i8efNLX+9FOTo6kpGRwQ8//MD58+dZtmwZ8+fPf6E+u3Tpgo2NDe3atSM6Oprz58+zbt069fGbo0aNYunSpYwdO5YTJ06QmJjIypUrGTlyJABbt27F2dkZBwcHtc++ffsyfvx4oqOjuXjxIgcPHiQwMJDSpUsXeMqNk5MTbdu2pXfv3uzbt4+EhAQ++ugjypcvr97kDODt7c2vv/6Km5sbpqam6Ojo0LRpU5YvX46Xl9cLHZv89O/fn4sXL5Kens6hQ4e0pjsJIYQQ4r9LEoO3XEhICIGBgXz55ZdUqVKFdu3aERMTQ4UKFV7Jei/C1dWV77//nilTplCjRg2WL1/+wi8N09fXZ/v27ZQpU4bWrVtTs2ZNJk+erE6R8vX1ZdOmTWzfvp26devSoEEDZs6cib29PfD4MaX/nkbUokULDh48SIcOHXB2duaDDz7A0NCQXbt2YW1tXeDYQkJCqF27Nm3atMHT0xNFUdiyZYvWFCQvLy+ysrK07iXw9vbOVSaEEEII8applH9PGhfiPyIzM5OyZcsSERFBvXr1ijqcF3Lnzh0sLCyIioqiadOmRR2OEEIIIQog5+93amoq5ubmRR2OjBiI/66bN28yePBg6tatW9ShCCGEEEIUORkxEKIYyLnikJSUhLOzc1GHI4QQQogCkBEDIcQrY2NjU9QhCCGEEOItJYmBEEIIIYQQQt5jIERxEh8fr/WSOlF4pUqVeqVP5xJCCCHeVJIYCFGMvKp3H/yXGBsbk5iYKMmBEEKI/xxJDIQoRqaPGkWt/3uzsii8M+fP0++bb7h+/bokBkIIIf5zJDEQohip7OBALReXog5DCCGEEG8huflYCCEKYd68edSqVQtzc3PMzc3x9PQkIiJCrb969Srdu3fHxsYGExMTPDw8WLduXa5+Nm/eTP369TEyMsLKyop27dq9xr0QQgghcpPE4A3m7e3NoEGDijoMADQaDRs3bizqMIQocu+88w6TJ08mLi6O2NhYfHx8aNu2LSdOnAAgMDCQpKQkwsPDOXbsGO3bt6djx4788ccfah/r1q2je/fu9OjRg4SEBKKjo+natWtR7ZIQQggBSGKgJTg4GI1Gg0ajQU9Pj7Jly9KyZUsWL15MdnZ2UYf31snKymLmzJnUrFkTQ0NDrKys8Pf3Jzo6uqhDUyUkJPDee+9RpkwZDA0NcXBwoFOnTly7dq2oQxNvqICAAFq3bo2TkxPOzs5MmDABU1NTDh48CMD+/fv5/PPPqVevHpUqVWLkyJFYWloSFxcHQGZmJgMHDmTatGl8+umnODs7U61aNTp27FiUuyWEEEJIYvBvfn5+pKSkkJycTEREBM2aNWPgwIG0adOGzMzMog7vraEoCp07d2bcuHEMHDiQxMREIiMjsbOzw9vb+40Yffjnn39o3rw5JUuWZNu2bSQmJhISEkK5cuW4d+9eUYcn3gJZWVmsXLmSe/fu4enpCUDDhg1ZtWoVN2/eJDs7m5UrV/Lw4UO8vb0BOHLkCFeuXEFHRwd3d3dsbW3x9/fn+PHjRbgnQgghhCQGuRgYGGBjY0P58uXx8PDgm2++ISwsjIiICEJDQ9V2t2/fplevXpQuXRpzc3N8fHxISEgA4PTp02g0Gk6dOqXV98yZM6lcubL6+fjx4/j7+2NqakrZsmXp3r07169fzze2W7duERgYiJWVFcbGxvj7+3PmzBm1PjQ0FEtLSzZu3IiTkxOGhob4+vpy+fJlrX7CwsLw8PDA0NCQSpUqMXbsWK2k58yZMzRt2hRDQ0OqVavGjh07Cn0cV69ezdq1a1m6dCm9evWiYsWKuLq68tNPP/Hee+/Rq1cv9eR7zJgxuLm5sWDBAuzs7DA2NqZjx46kpqZq9blo0SJcXFwwNDSkatWq/O9//1PrkpOT0Wg0rF+/nmbNmmFsbIyrqysHDhzIN8bo6GhSU1NZtGgR7u7uVKxYkWbNmjFz5kwqVqwIQGRkJBqNhs2bN1OrVi0MDQ1p0KCB1kncjRs36NKlC+XLl8fY2JiaNWvy66+/am0rOzubqVOn4ujoiIGBARUqVGDChAlq/eXLl+nYsSOWlpaULFmStm3bkpycXOjjLl6PY8eOYWpqioGBAZ9++ikbNmyg2v89DWr16tVkZGRgbW2NgYEBn3zyCRs2bMDR0RGA8+fPA49/9yNHjmTTpk1YWVnh7e3NzZs3i2yfhBBCCEkMCsDHxwdXV1fWr1+vlnXo0IFr164RERFBXFwcHh4eNG/enJs3b+Ls7EydOnVYvny5Vj/Lly9X5xHfvn0bHx8f3N3diY2NZevWrfz9999PnU4QHBxMbGws4eHhHDhwAEVRaN26NRkZGWqb+/fvM2HCBJYuXUp0dDS3b9+mc+fOav3evXsJDAxk4MCBnDx5kgULFhAaGqqepGZnZ9O+fXv09fU5dOgQ8+fPZ9iwYYU+ZitWrMDZ2ZmAgIBcdV9++SU3btzQSjjOnj3L6tWr+e2339i6dSt//PEHn332mdaxGzVqFBMmTCAxMZGJEyfy7bffsmTJEq2+R4wYwZAhQ4iPj8fZ2ZkuXbrkO9JjY2NDZmYmGzZsQFGUp+7PV199xYwZM4iJiaF06dIEBASox/3hw4fUrl2bzZs3c/z4cfr06UP37t05fPiwuv7w4cOZPHky3377LSdPnmTFihWULVsWgIyMDHx9fTEzM2Pv3r1ER0djamqKn58fjx49yjOe9PR07ty5o7WI16dKlSrEx8dz6NAh+vbtS1BQECdPngTg22+/5fbt2+zcuZPY2Fi++OILOnbsyLFjxwDUaYkjRozggw8+oHbt2oSEhKDRaFizZk2R7ZMQQgghiUEBVa1aVb2Cu2/fPg4fPsyaNWuoU6cOTk5OTJ8+HUtLS9auXQtAt27dtK4anz59mri4OLp16wbA3LlzcXd3Z+LEiVStWhV3d3cWL17M7t27OX36dK7tnzlzhvDwcBYtWkSTJk1wdXVl+fLlXLlyRWtaTkZGBnPnzsXT05PatWuzZMkS9u/fr56kjh07lq+//pqgoCAqVapEy5YtGT9+PAsWLABg586dnDp1iqVLl+Lq6krTpk2ZOHFioY/X6dOnccnnsZk55U/u58OHD1m6dClubm40bdqUH374gZUrV3L16lUARo8ezYwZM2jfvj0VK1akffv2DB48WI07x5AhQ3j33XdxdnZm7NixXLx4kbNnz+YZR4MGDfjmm2/o2rUrpUqVwt/fn2nTpvH333/najt69GhatmxJzZo1WbJkCX///TcbNmwAoHz58gwZMgQ3NzcqVarE559/jp+fH6tXrwbg7t27zJ49m6lTpxIUFETlypVp3LgxvXr1AmDVqlVkZ2ezaNEiatasiYuLCyEhIVy6dInIyMg8Y580aRIWFhbqYmdnl99XIV4BfX19HB0dqV27NpMmTcLV1ZXZs2dz7tw55s6dy+LFi2nevDmurq6MHj2aOnXq8OOPPwJga2sLoI4wwOORykqVKnHp0qUi2R8hhBACJDEoMEVR0Gg0wOMbVtPS0rC2tsbU1FRdLly4wLlz5wDo3LkzycnJ6g2Jy5cvx8PDg6pVq6p97N69W2v9nLqcPp6UmJiIrq4u9evXV8usra2pUqUKiYmJapmuri5169ZVP1etWhVLS0u1TUJCAuPGjdPabu/evUlJSeH+/fskJiZiZ2dHuXLl1D5y5k4/zzErqAoVKlC+fHmtbWZnZ5OUlMS9e/c4d+4cPXv21Ir7u+++y3WsatWqpf475wTsaTcST5gwgatXrzJ//nyqV6/O/PnzqVq1qnp198l4cpQsWVLruGdlZTF+/Hhq1qxJyZIlMTU1Zdu2bepJXmJiIunp6TRv3jzPGBISEjh79ixmZmbqvpUsWZKHDx/m+VuAxyMQqamp6vLv6WLi9crOziY9PZ379+8DoKOj/b/WEiVKqCMFtWvXxsDAgKSkJLU+IyOD5ORk7O3tX1/QQgghxL/IC84KKDExUZ13npaWhq2tbZ5Xcy0tLYHH01R8fHxYsWIFDRo0YMWKFfTt21dtl5aWRkBAAFOmTMnVR84J7auQlpbG2LFjad++fa46Q0PDl7YdZ2dnrYTlSTnlzs7OBeorLS0NgIULF2olRvD4hOtJenp66r9zErlnPVHK2tqaDh060KFDByZOnIi7uzvTp0/PNU0pP9OmTWP27NnMmjWLmjVrYmJiwqBBg9RpQEZGRs/cv9q1a+eaegZQunTpPNcxMDDAwMCgQPGJl2v48OH4+/tToUIF7t69y4oVK4iMjGTbtm1UrVoVR0dHPvnkE6ZPn461tTUbN25kx44dbNq0CQBzc3M+/fRTRo8ejZ2dHfb29kybNg14PEVRCCGEKCqSGBTA77//zrFjxxg8eDAAHh4eXL16FV1dXRwcHPJdr1u3bgwdOpQuXbpw/vx5rbn+OS89cnBwQFf32V+Di4sLmZmZHDp0iIYNGwKPb3pNSkrSmpKQmZlJbGws9erVAyApKYnbt2+r03c8PDxISkpSb4TMazuXL18mJSVFTVByRj0Ko3PnznTt2pXffvst130GM2bMwNrampYtW6plly5d4q+//lJHKg4ePIiOjg5VqlShbNmylCtXjvPnz6tTsV4VfX19KleunOupRAcPHqRChQrA45vAn5wqFR0dTdu2bfnoo4+Ax4nI6dOn1e/FyckJIyMjdu3apU4fepKHhwerVq2iTJkymJubv8rdEy/BtWvXCAwMJCUlBQsLC2rVqsW2bdvU3/OWLVv4+uuvCQgIIC0tDUdHR5YsWULr1q3VPqZNm4auri7du3fnwYMH1K9fn99//x0rK6ui2i0hhBBCEoN/S09P5+rVq2RlZfH333+zdetWJk2aRJs2bQgMDASgRYsWeHp60q5dO6ZOnYqzszN//fUXmzdv5v3336dOnToAtG/fnr59+9K3b1+aNWumNT2nX79+LFy4kC5dujB06FBKlizJ2bNnWblyJYsWLcp1JdzJyYm2bdvSu3dvFixYgJmZGV9//TXly5enbdu2ajs9PT0+//xz5syZg66uLv3796dBgwZqojBq1CjatGlDhQoV+PDDD9HR0SEhIYHjx4/z3Xff0aJFC5ydnQkKCmLatGncuXOHESNGFPo4du7cmTVr1qj9NG/enDt37vDjjz8SHh7OmjVrMDExUdsbGhoSFBTE9OnTuXPnDgMGDKBjx47Y2NgAj++NGDBgABYWFvj5+ZGenk5sbCy3bt3iiy++KHR8AJs2bWLlypV07twZZ2dnFEXht99+Y8uWLYSEhGi1HTduHNbW1pQtW5YRI0ZQqlQp9U21Tk5OrF27lv3792NlZcX333/P33//rSYGhoaGDBs2jKFDh6Kvr0+jRo34559/OHHiBD179qRbt25MmzaNtm3bMm7cON555x0uXrzI+vXrGTp0KO+8885z7Z94NX7++een1js5OeX5puMn6enpMX36dKZPn/4yQxNCCCFeiNxj8C9bt27F1tYWBwcH/Pz82L17N3PmzCEsLEw9WddoNGzZsoWmTZvSo0cPnJ2d6dy5MxcvXlSfNANgZmZGQEAACQkJua50lytXjujoaLKysmjVqhU1a9Zk0KBBWFpa5pqfnCMkJITatWvTpk0bPD09URSFLVu2aE2fMTY2ZtiwYXTt2pVGjRphamrKqlWr1HpfX182bdrE9u3bqVu3Lg0aNGDmzJnq3GYdHR02bNjAgwcPqFevHr169dJ6rGYOb29vgoOD8z2OGo2G1atX88033zBz5kyqVKlCkyZNuHjxIpGRkepJdQ5HR0fat29P69atadWqFbVq1dJ6HGmvXr1YtGgRISEh1KxZEy8vL0JDQ9XpXc+jWrVqGBsb8+WXX+Lm5kaDBg1YvXo1ixYtonv37lptJ0+ezMCBA6lduzZXr17lt99+Q19fH4CRI0fi4eGBr68v3t7e2NjY5Nq/b7/9li+//JJRo0bh4uKi9RI1Y2Nj9uzZQ4UKFWjfvj0uLi707NmThw8fygiCEEIIIV4bjVKYO0TFGy00NJRBgwZx+/btV74te3t7xo4d+9TkoKDGjBnDxo0biY+Pf+G+XrbIyEiaNWvGrVu31PtH3kR37tzBwsKCDYsX41m7dlGH89Y6mphIq86d1UcQCyGEEK9Szt/v1NTUN+JioEwlEoV24sQJLCws1KlV4s1xLjkZE2Pjog7jrXXm/14+JoQQQvwXSWIgCq169eocPXq0qMMQeRgyblxRh/DWMzY2plSpUkUdhhBCCPHayVQiIYqBnKHIqKgoTE1Nizqct1qpUqXUJ1AJIYQQr5JMJRJCvDJubm5vxP9YhBBCCPH2kacSCSGEEEIIIWTEQIjiJD4+vthOJZIpPkIIIcSrJYmBEMWIl5dXUYfwyhgbGZF46pQkB0IIIcQrIomBEMXIlKAO1HAoX9RhvHRn/7rGwIUruH79uiQGQgghxCsiiYEQxUgl21LUtH+nqMMoEpMmTWL9+vWcOnUKIyMjGjZsyJQpU6hSpYpWuwMHDjBixAgOHTpEiRIlcHNzY9u2bRgZGaltNm/ezLhx4zh69CiGhoZ4eXmxcePG17xHQgghxOslNx8XIW9vbwYNGlTUYQCg0WjkxOcVkWP7ekRFRdGvXz8OHjzIjh07yMjIoFWrVty7d09tc+DAAfz8/GjVqhWHDx8mJiaG/v37o6Pz//9XuG7dOrp3706PHj1ISEggOjqarl27FsUuCSGEEK/VfyoxCA4ORqPRoNFo0NPTo2zZsrRs2ZLFixeTnZ1d1OG9VSIjI9FoNNy+fbtItj9mzBjc3NwKtY6DgwOzZs16JfE8TUpKCv7+/gAkJyej0WiIj49/7XEUd1u3biU4OJjq1avj6upKaGgoly5dIi4uTm0zePBgBgwYwNdff0316tWpUqUKHTt2xMDAAIDMzEwGDhzItGnT+PTTT3F2dqZatWp07NixqHZLCCGEeG3+U4kBgJ+fHykpKSQnJxMREUGzZs0YOHAgbdq0ITMzs6jDE8WQjY2NeuIpXp/U1FQASpYsCcC1a9c4dOgQZcqUoWHDhpQtWxYvLy/27dunrnPkyBGuXLmCjo4O7u7u2Nra4u/vz/Hjx4tkH4QQQojX6T+XGBgYGGBjY0P58uXx8PDgm2++ISwsjIiICEJDQ9V2t2/fplevXpQuXRpzc3N8fHxISEgA4PTp02g0Gk6dOqXV98yZM6lcubL6+fjx4/j7+2NqakrZsmXp3r07169fzze2W7duERgYiJWVFcbGxvj7+3PmzBm1PjQ0FEtLSzZu3IiTkxOGhob4+vpy+fJlrX7CwsLw8PDA0NCQSpUqMXbsWK2k58yZMzRt2hRDQ0OqVavGjh07nutYPs3T9kVRFEqXLs3atWvV9m5ubtja2qqf9+3bh4GBAffv3y/Q9oKDg2nXrh3Tp0/H1tYWa2tr+vXrR0ZGBvB42tbFixcZPHiwOmr05LaaNGmCkZERdnZ2DBgwQGv6iYODAxMnTuTjjz/GzMyMChUq8NNPP6n1jx49on///tja2mJoaIi9vT2TJk1S65+cSlSxYkUA3N3d0Wg0eHt7s2fPHvT09Lh69arWPg0aNIgmTZoUaP+FtuzsbAYNGkSjRo2oUaMGAOfPnwcejzb17t2brVu34uHhQfPmzdXf5pNtRo4cyaZNm7CyssLb25ubN28Wzc4IIYQQr8l/LjHIi4+PD66urqxfv14t69ChA9euXSMiIoK4uDj1BOLmzZs4OztTp04dli9frtXP8uXL1bnIt2/fxsfHB3d3d2JjY9m6dSt///33U6ckBAcHExsbS3h4OAcOHEBRFFq3bq2e3ALcv3+fCRMmsHTpUqKjo7l9+zadO3dW6/fu3UtgYCADBw7k5MmTLFiwgNDQUCZMmAA8PmFq3749+vr6HDp0iPnz5zNs2LCXchwLui8ajYamTZsSGRkJPE4iEhMTefDggZpsRUVFUbduXYyNjQu8zd27d3Pu3Dl2797NkiVLCA0NVZO99evX88477zBu3DhSUlJISUkB4Ny5c/j5+fHBBx9w9OhRVq1axb59++jfv79W3zNmzKBOnTr88ccffPbZZ/Tt25ekpCQA5syZQ3h4OKtXryYpKYnly5fj4OCQZ4yHDx8GYOfOnaSkpLB+/XqaNm1KpUqVWLZsmdouIyOD5cuX8/HHH+fZT3p6Onfu3NFaxP/Xr18/jh8/zsqVK9WynOmCn3zyCT169MDd3Z2ZM2dSpUoVFi9erNVmxIgRfPDBB9SuXZuQkBA0Gg1r1qx5/TsihBBCvEaSGPyfqlWrkpycDDy+gnz48GHWrFlDnTp1cHJyYvr06VhaWqpXubt168avv/6qrn/69Gni4uLo1q0bAHPnzsXd3Z2JEydStWpV3N3dWbx4Mbt37+b06dO5tn/mzBnCw8NZtGgRTZo0wdXVleXLl3PlyhWtG1czMjKYO3cunp6e1K5dmyVLlrB//371hHPs2LF8/fXXBAUFUalSJVq2bMn48eNZsGAB8PiE9NSpUyxduhRXV1eaNm3KxIkTX+qxLMi+eHt7q4nBnj17cHd31yqLjIws9DP5raysmDt3LlWrVqVNmza8++677Nq1C3g8naREiRKYmZlhY2ODjY0N8PhJNt26dWPQoEE4OTnRsGFD5syZw9KlS3n48KHad+vWrfnss89wdHRk2LBhlCpVit27dwNw6dIlnJycaNy4Mfb29jRu3JguXbrkGWPp0qUBsLa2xsbGRp3m0rNnT0JCQtR2v/32Gw8fPsw3kZw0aRIWFhbqYmdnV6hjVZz179+fTZs2sXv3bt555/8/oSlnRKpatWpa7V1cXLh06VK+bQwMDKhUqZLaRgghhCiuJDH4P4qiqNNLEhISSEtLw9raGlNTU3W5cOEC586dA6Bz584kJydz8OBB4PFogYeHB1WrVlX72L17t9b6OXU5fTwpMTERXV1d6tevr5ZZW1tTpUoVEhMT1TJdXV3q1q2rfq5atSqWlpZqm4SEBMaNG6e13d69e5OSksL9+/dJTEzEzs6OcuXKqX14enq+lGNYmH3x8vLi5MmT/PPPP0RFReHt7a0mBhkZGezfvx9vb+9Cbbd69eqUKFFC/Wxra8u1a9eeuk5CQgKhoaFax8vX15fs7GwuXLigtqtVq5b6b41Gg42Njdp3cHAw8fHxVKlShQEDBrB9+/ZCxZ3Tx9mzZ9XfU2hoKB07dsTExCTP9sOHDyc1NVVd/j2d7L9IURT69+/Phg0b+P3339VpWzkcHBwoV66cOtKT4/Tp09jb2wNQu3ZtDAwMtNpkZGSQnJysthFCCCGKK3mPwf9JTExUTyTS0tKwtbVVr14/ydLSEnh8Q6mPjw8rVqygQYMGrFixgr59+6rt0tLSCAgIYMqUKbn6eHIu/cuWlpbG2LFjad++fa46Q0PDV7bdwqpZsyYlS5YkKiqKqKgoJkyYgI2NDVOmTCEmJoaMjAwaNmxYqD719PS0Pms0mmc+bSotLY1PPvmEAQMG5Kp78kVaT+vbw8ODCxcuEBERwc6dO+nYsSMtWrTQuofiWcqUKUNAQAAhISFUrFiRiIiIPH9/OQwMDOSG5n/p168fK1asICwsDDMzM/WeDQsLC4yMjNBoNHz11VeMHj0aV1dX3NzcWLJkCadOnVK/K3Nzcz799FNGjx6NnZ0d9vb2TJs2DXg8vVAIIYQoziQxAH7//XeOHTvG4MGDgccnelevXkVXVzffueLweDrR0KFD6dKlC+fPn9ea6+/h4cG6detwcHBAV/fZh9nFxYXMzEwOHTqknhDfuHGDpKQkrWkNmZmZxMbGUq9ePQCSkpK4ffs2Li4u6naTkpJwdHTMdzuXL18mJSVFTVByrlK/LAXZF41GQ5MmTQgLC+PEiRM0btwYY2Nj0tPTWbBgAXXq1Mn3avnz0tfXJysrS6vMw8ODkydP5nu8Csrc3JxOnTrRqVMnPvzwQ/z8/Lh586Y6VejJGIBccQD06tWLLl268M4771C5cmUaNWr0QjH918ybNw8g10hTSEgIwcHBwOMbuh8+fMjgwYO5efMmrq6u7NixQ+uhAdOmTUNXV5fu3bvz4MED6tevz++//46VldXr2hUhhBCiSPznphKlp6dz9epVrly5wpEjR5g4cSJt27alTZs2BAYGAtCiRQs8PT1p164d27dvJzk5mf379zNixAhiY2PVvtq3b8/du3fp27cvzZo105qe069fP27evEmXLl2IiYnh3LlzbNu2jR49euR5Uujk5ETbtm3p3bs3+/btIyEhgY8++ojy5cvTtm1btZ2enh6ff/45hw4dIi4ujuDgYBo0aKAmCqNGjWLp0qWMHTuWEydOkJiYyMqVKxk5cqS6b87OzgQFBZGQkMDevXsZMWLEcx/PY8eOER8fry4JCQkF3hdvb29+/fVX3NzcMDU1RUdHh6ZNm7J8+fJC319QEA4ODuzZs4crV66oT4caNmwY+/fvp3///sTHx3PmzBnCwsJy3Xz8NN9//z2//vorp06d4vTp06xZswYbGxt1dOlJZcqUwcjISL0ZPeeRmgC+vr6Ym5vz3Xff0aNHjxfe3/8aRVHyXHKSghxff/01ly9f5t69e+zfv5/GjRtr1evp6TF9+nT+/vtv7ty5w44dO6hevfpr3BMhhBCiaPznEoOtW7dia2uLg4MDfn5+7N69mzlz5hAWFqbOT9doNGzZsoWmTZvSo0cPnJ2d6dy5MxcvXqRs2bJqX2ZmZgQEBJCQkKDedJyjXLlyREdHk5WVRatWrahZsyaDBg3C0tJS6y2rTwoJCaF27dq0adMGT09PFEVhy5YtWtNYjI2NGTZsGF27dqVRo0aYmpqyatUqtd7X15dNmzaxfft26tatS4MGDZg5c6Y6P1pHR4cNGzbw4MED6tWrR69evdQnFj3J29s71wlVXpo2bYq7u7u61K5du8D74uXlRVZWltYVXm9v71xlL8u4ceNITk6mcuXK6k3AtWrVIioqitOnT9OkSRPc3d0ZNWqUVpL3LGZmZkydOpU6depQt25dkpOT2bJlS57fs66uLnPmzGHBggWUK1dOK1HS0dEhODiYrKwsNUkVQgghhHhdNIqiKEUdhCiY0NBQBg0a9FreNmxvb8/YsWMLlByIl6dnz578888/hIeHF2q9O3fuYGFhwZqv+1LfufKzV3jLHLv4J++OnaU+OlgIIYQoDnL+fqempmJubl7U4cg9BiK3EydOYGFhIVetX6PU1FSOHTvGihUrCp0UCCGEEEK8DJIYiFyqV6/O0aNHizqM/5S2bdty+PBhPv30U1q2bPnc/ZxPuY5xMXxa0dm/nv7YWSGEEEK8OJlKJEQxkDMUWZwZGxmReOqU1mNkhRBCiLeZTCUSQrwyUVFRmJqaFnUYr0SpUqUkKRBCCCFeIUkMhChG3Nzc3ogrDkIIIYR4+0hiIEQxEh8f/8pGDOSKvRBCCFG8SWIgRDHyKl4Ml8PY0JDEpCRJDoQQQohiShIDIYqRn4Dar6DfROCjhw+5fv26JAZCCCFEMSWJgRDFSBVAXv8lhBBCiOehU9QBvEm8vb0ZNGhQUYcBgEajYePGjUUdRi4ODg7MmjVL/fymxvkm+fcxK8727NlDQEAA5cqVy/O3sX79elq1aoW1tTUajYb4+Ph8+1IUBX9/f/mNCSGEEK9JkSYGwcHBaDQaNBoNenp6lC1blpYtW7J48WKys7OLMrS3TmRkJBqNBisrKx4+fKhVFxMTox7nly0lJQV/f/+X3u+zhIaGYmlpWah1iirxi4mJoU+fPurn4nyie+/ePVxdXfnxxx/zrW/cuDFTpkx5Zl+zZs16Jb9ZIYQQQuStyKcS+fn5ERISQlZWFn///Tdbt25l4MCBrF27lvDwcHR1izzEt4qZmRkbNmygS5cuatnPP/9MhQoVuHTp0kvfno2NzUvvs7gpXbp0UYfw2vj7+z81UezevTsAycnJT+0nPj6eGTNmEBsbi62t7csMUQghhBD5KPKpRAYGBtjY2FC+fHk8PDz45ptvCAsLIyIigtDQULXd7du36dWrF6VLl8bc3BwfHx8SEhIAOH36NBqNhlOnTmn1PXPmTCpXrqx+Pn78OP7+/piamlK2bFm6d+/O9evX843t1q1bBAYGYmVlhbGxMf7+/pw5c0atz7lqvXHjRpycnDA0NMTX15fLly9r9RMWFoaHhweGhoZUqlSJsWPHkpmZqdafOXOGpk2bYmhoSLVq1dixY8dzHUuAoKAgFi9erH5+8OABK1euJCgoKFfbffv20aRJE4yMjLCzs2PAgAHcu3dPrb927RoBAQEYGRlRsWJFli9fnquPJ69+54xa3L59W62Pj49Ho9GoJ4I5x2zTpk1UqVIFY2NjPvzwQ+7fv8+SJUtwcHDAysqKAQMGkJWVVeD9HjNmDG5ubixbtgwHBwcsLCzo3Lkzd+/eBR6PTkVFRTF79mx19CQnpmf9Lry9vRkwYABDhw6lZMmS2NjYMGbMGLVeURTGjBlDhQoVMDAwoFy5cgwYMECtf3IqkYODAwDvv/8+Go0GBwcHkpOT0dHRITY2VmufZs2ahb29/X9u9Oz+/ft07dqVH3/8URJPIYQQ4jUq8sQgLz4+Pri6urJ+/Xq1rEOHDly7do2IiAji4uLw8PCgefPm3Lx5E2dnZ+rUqZPrxHX58uV07doVeJxY+Pj44O7uTmxsLFu3buXvv/+mY8eO+cYRHBxMbGws4eHhHDhwAEVRaN26NRkZGWqb+/fvM2HCBJYuXUp0dDS3b9+mc+fOav3evXsJDAxk4MCBnDx5kgULFhAaGsqECRMAyM7Opn379ujr63Po0CHmz5/PsGHDnvvYde/enb1796qjA+vWrcPBwQEPD+1bUs+dO4efnx8ffPABR48eZdWqVezbt4/+/ftr7f/ly5fZvXs3a9eu5X//+x/Xrl177thy3L9/nzlz5rBy5Uq2bt1KZGQk77//Plu2bGHLli0sW7aMBQsWsHbt2kL1e+7cOTZu3MimTZvYtGkTUVFRTJ48GYDZs2fj6elJ7969SUlJISUlBTs7uwL/LpYsWYKJiQmHDh1i6tSpjBs3Tk3g1q1bx8yZM1mwYAFnzpxh48aN1KxZM88YY2JiAAgJCSElJYWYmBgcHBxo0aIFISEhWm1DQkIIDg5GRyf3f6bp6encuXNHaykuBg8eTMOGDWnbtm1RhyKEEEL8tyhFKCgoSGnbtm2edZ06dVJcXFwURVGUvXv3Kubm5srDhw+12lSuXFlZsGCBoiiKMnPmTKVy5cpqXVJSkgIoiYmJiqIoyvjx45VWrVpprX/58mUFUJKSkhRFURQvLy9l4MCBiqIoyunTpxVAiY6OVttfv35dMTIyUlavXq0oiqKEhIQogHLw4EG1TWJiogIohw4dUhRFUZo3b65MnDhRa7vLli1TbG1tFUVRlG3btim6urrKlStX1PqIiAgFUDZs2JDPkctt9+7dCqDcunVLadeunTJ27FhFURSlWbNmyuzZs5UNGzYoT37dPXv2VPr06aPVx969exUdHR3lwYMH6vE7fPhwrn2bOXOmWvZknE/GkOOPP/5QAOXChQtax+zs2bNqm08++UQxNjZW7t69q5b5+voqn3zySb77GxISolhYWKifR48erRgbGyt37txRy7766iulfv366ucnv98cBf1dNG7cWKtN3bp1lWHDhimKoigzZsxQnJ2dlUePHuUZq729fb7HLMeqVasUKysr9TceFxenaDQa9bj92+jRoxUg1xIFivIKlrj/6z8uLi7PePLytN/whQsXFED5448/tMrDwsIUR0dHrd9CYf9bEEIIId4WqampCqCkpqYWdSiKoijKGzliAI+nZ+TceJiQkEBaWhrW1taYmpqqy4ULFzh37hwAnTt3Jjk5mYMHDwKPRws8PDyoWrWq2sfu3bu11s+py+njSYmJiejq6lK/fn21zNramipVqpCYmKiW6erqUrduXfVz1apVsbS0VNskJCQwbtw4re3mXLW+f/8+iYmJ2NnZUa5cObUPT0/PFzp2H3/8MaGhoZw/f54DBw7QrVu3XG0SEhIIDQ3VisvX15fs7GwuXLig7n/t2v//qfg5+/aijI2NtaZ4lS1bFgcHB6039pYtW7bQoxMODg6YmZmpn21tbZ/ZR0F/F7Vq1dJa78m+O3TowIMHD6hUqRK9e/dmw4YNWlPFCqJdu3aUKFGCDRs2AI+nXDVr1kydevRvw4cPJzU1VV3+PX3tbfX7779z7tw5LC0t0dXVVe8x+uCDD/D29i7a4IQQQohi7o29szcxMZGKFSsCkJaWhq2tLZGRkbna5Zyo2tjY4OPjw4oVK2jQoAErVqygb9++aru0tDQCAgLyfBrKq7y5MS0tjbFjx9K+fftcdYaGhq9km/7+/vTp04eePXsSEBCAtbV1nnF98sknWnPhc1SoUIHTp08Xers5U14URVHLnpx2lUNPT0/rc85Tqf5dVti59c/TR0F/F0/r287OjqSkJHbu3MmOHTv47LPPmDZtGlFRUbnWy4++vj6BgYGEhITQvn17VqxYwezZs/Ntb2BggIGBQYH6fpt8/fXX9OrVS6usZs2azJw5k4CAgCKKSgghhPhveCMTg99//51jx44xePBgADw8PLh69Sq6urr5XkEF6NatG0OHDqVLly6cP39ea66/h4eHOt++IE86cnFxITMzk0OHDtGwYUMAbty4QVJSEtWqVVPbZWZmEhsbS7169QBISkri9u3buLi4qNtNSkrC0dEx3+1cvnyZlJQU9UQ0Z9Tjeenq6hIYGMjUqVOJiIjIs42HhwcnT57MN66qVauSmZlJXFycOiKSs2/5yXn6TkpKClZWVgBPfU7966avr5/rhubC/i7yY2RkREBAAAEBAfTr14+qVaty7NixXPd2wOMkI68bq3v16kWNGjX43//+R2ZmZp7J5JsuLS2Ns2fPqp8vXLhAfHw8JUuWpEKFCty8eZNLly7x119/AY9/U/A4sX9y+bcKFSqoFwqEEEII8WoU+VSi9PR0rl69ypUrVzhy5AgTJ06kbdu2tGnThsDAQABatGiBp6cn7dq1Y/v27SQnJ7N//35GjBih9SSX9u3bc/fuXfr27UuzZs20puf069ePmzdv0qVLF2JiYjh37hzbtm2jR48eeZ6kOTk50bZtW3r37s2+fftISEjgo48+onz58lo3Rerp6fH5559z6NAh4uLiCA4OpkGDBmqiMGrUKJYuXcrYsWM5ceIEiYmJrFy5kpEjR6r75uzsTFBQEAkJCezdu5cRI0a88HEdP348//zzD76+vnnWDxs2jP3799O/f3/i4+M5c+YMYWFh6s3HVapUwc/Pj08++UTdt169emFkZJTvNh0dHbGzs2PMmDGcOXOGzZs3M2PGjBfel5fFwcGBQ4cOkZyczPXr18nOzi707yIvoaGh/Pzzzxw/fpzz58/zyy+/YGRkhL29fb5x7Nq1i6tXr3Lr1i213MXFhQYNGjBs2DC6dOny1GP9poqNjcXd3R13d3cAvvjiC9zd3Rk1ahQA4eHhuLu78+677wKPpwC6u7szf/78IotZCCGEEI8VeWKwdetWbG1tcXBwwM/Pj927dzNnzhzCwsIoUaIE8HjaxpYtW2jatCk9evTA2dmZzp07c/HiRcqWLav2ZWZmRkBAAAkJCbnm1ZcrV47o6GiysrJo1aoVNWvWZNCgQVhaWub51Bd4/FSY2rVr06ZNGzw9PVEUhS1btmhNDzE2NmbYsGF07dqVRo0aYWpqyqpVq9R6X19fNm3axPbt26lbty4NGjRg5syZ6kmjjo4OGzZs4MGDB9SrV49evXqpTyx6kre3N8HBwQU+rvr6+pQqVSrfF0TVqlWLqKgoTp8+TZMmTdSTtyeTqZCQEMqVK4eXlxft27enT58+lClTJt9t6unp8euvv3Lq1Clq1arFlClT+O677woc86s2ZMgQSpQoQbVq1ShdujSXLl16rt/Fv1laWrJw4UIaNWpErVq12LlzJ7/99lueU7gAZsyYwY4dO7Czs1NPoHP07NmTR48e8fHHH7/w/hYFb29vFEXJteQ8ejg4ODjP+icf//pviqLQrl271xK/EEII8V+mUZ6cEC4KJTQ0lEGDBj11es3LYm9vz9ixYwuVHIi3z/jx41mzZg1Hjx4t1Hp37tzBwsKCKKDpK4jrCFAb1EcFCyGEEOLF5fz9Tk1NxdzcvKjDKfoRA/FsJ06cwMLCQp1aJYqftLQ0jh8/zty5c/n888+LOhwhhBBC/Ae9kTcfC23Vq1cv9BVk8Xbp378/v/76K+3atXuhaURJgOkzWxVe4rObCCGEEOItJ1OJhCgGcoYiXyVjQ0MSk5KoUKHCK92OEEII8V/xpk0lkhEDIYqRqKgorRfFvUylSpWSpEAIIYQoxiQxEKIYcXNzeyOuOAghhBDi7SOJgRDFSHx8/DNHDOTKvxBCCCHyIomBEMWIl5fXM9vIvQJCCCGEyIskBkIUI58Djk+pvwxMf/iQ69evS2IghBBCCC2SGAhRjLzD0xMDIYQQQoj8yAvOXiNvb28GDRpU1GEAoNFo2Lhx4xvRd2RkJBqN5rW8QboojBkzBjc3t6IO47lMnjwZjUaT5+9WURT8/f1f6W9JCCGEEK9PsU4MgoOD0Wg0aDQa9PT0KFu2LC1btmTx4sVkZ2cXdXhvlaedvDs4ODBr1iz1c0pKCv7+/q88psKekIaGhmJpafnK4snPkCFD2LVrl/o5ODiYdu3avfY4CismJoYFCxZQq1atPOtnzZqFRqN5zVEJIYQQ4lUp1okBgJ+fHykpKSQnJxMREUGzZs0YOHAgbdq0ITMzs6jDK5ZsbGwwMDAo6jDeGKamplhbWxd1GIWSlpZGt27dWLhwIVZWVrnq4+PjmTFjBosXLy6C6IQQQgjxKhT7xMDAwAAbGxvKly+Ph4cH33zzDWFhYURERBAaGqq2u337Nr169aJ06dKYm5vj4+NDQkICAKdPn0aj0XDq1CmtvmfOnEnlypXVz8ePH8ff3x9TU1PKli1L9+7duX79er6x3bp1i8DAQKysrDA2Nsbf358zZ86o9TlXuDdu3IiTkxOGhob4+vpy+fJlrX7CwsLw8PDA0NCQSpUqMXbsWK2k58yZMzRt2hRDQ0OqVavGjh07nutYFtS/r+Tv378fNzc3DA0NqVOnDhs3bkSj0RAfH6+1XlxcHHXq1MHY2JiGDRuSlJRU4G0mJyej0WhYv349zZo1w9jYGFdXVw4cOAA8HvHo0aMHqamp6ijSmDFjAEhPT2fIkCGUL18eExMT6tevT2RkpNp3zvewbds2XFxcMDU1VRPOHJGRkdSrVw8TExMsLS1p1KgRFy9eBLSnEo0ZM4YlS5YQFhamxhEZGYmPjw/9+/fX2qd//vkHfX19rdGG16Vfv368++67tGjRIlfd/fv36dq1Kz/++CM2NjavPTYhhBBCvBrFPjHIi4+PD66urqxfv14t69ChA9euXSMiIoK4uDg8PDxo3rw5N2/exNnZmTp16rB8+XKtfpYvX07Xrl2Bx4mFj48P7u7uxMbGsnXrVv7++286duyYbxzBwcHExsYSHh7OgQMHUBSF1q1bk5GRoba5f/8+EyZMYOnSpURHR3P79m06d+6s1u/du5fAwEAGDhzIyZMnWbBgAaGhoUyYMAGA7Oxs2rdvj76+PocOHWL+/PkMGzbspRzHgrhz5w4BAQHUrFmTI0eOMH78+Hy3P2LECGbMmEFsbCy6urp8/PHHhd7eiBEjGDJkCPHx8Tg7O9OlSxcyMzNp2LAhs2bNwtzcnJSUFFJSUhgyZAgA/fv358CBA6xcuZKjR4/SoUMH/Pz8tJK0+/fvM336dJYtW8aePXu4dOmSun5mZibt2rXDy8uLo0ePcuDAAfr06ZPnNJshQ4bQsWNHNbFISUmhYcOG9OrVixUrVpCenq62/eWXXyhfvjw+Pj6FPg4vYuXKlRw5coRJkyblWT948GAaNmxI27ZtX2tcQgghhHjFlGIsKChIadu2bZ51nTp1UlxcXBRFUZS9e/cq5ubmysOHD7XaVK5cWVmwYIGiKIoyc+ZMpXLlympdUlKSAiiJiYmKoijK+PHjlVatWmmtf/nyZQVQkpKSFEVRFC8vL2XgwIGKoijK6dOnFUCJjo5W21+/fl0xMjJSVq9erSiKooSEhCiAcvDgQbVNYmKiAiiHDh1SFEVRmjdvrkycOFFru8uWLVNsbW0VRVGUbdu2Kbq6usqVK1fU+oiICAVQNmzYkM+Ry2337t0KoJiYmORaNBqNMnPmTLXtk33PmzdPsba2Vh48eKDWL1y4UAGUP/74Q6vvnTt3qm02b96sAFrr/duT27lw4YICKIsWLVLrT5w4ofUdhYSEKBYWFlp9XLx4USlRooTW8VGUx8d1+PDh6nqAcvbsWbX+xx9/VMqWLasoiqLcuHFDAZTIyMg84xw9erTi6uqqfs7rd/ngwQPFyspKWbVqlVpWq1YtZcyYMXn2+fDhQyU1NVVdcn5rU0DZ/JRlNiiAEhcXl2e/ly5dUsqUKaMkJCSoZU/+bsPCwhRHR0fl7t27an1hf0tCCCGEeCw1NVUBlNTU1KIORVEURflPjhjA4yeq5FzRTUhIIC0tDWtra0xNTdXlwoULnDt3DoDOnTuTnJzMwYMHgcejBR4eHlStWlXtY/fu3Vrr59Tl9PGkxMREdHV1qV+/vlpmbW1NlSpVSExMVMt0dXWpW7eu+rlq1apYWlqqbRISEhg3bpzWdnv37k1KSgr3798nMTEROzs7ypUrp/bh6en53Mdt7969xMfHay1P9v1vSUlJ1KpVC0NDQ7WsXr16ebZ98iZXW1tbAK5du1ao+Arbx7Fjx8jKysLZ2VnrGEZFRWl9b8bGxlrTxmxtbdV+S5YsSXBwML6+vgQEBDB79mytaUYFYWhoSPfu3dU5+0eOHOH48eMEBwfn2X7SpElYWFioi52dXaG2l5+4uDiuXbuGh4cHurq66OrqEhUVxZw5c9DV1WXHjh2cO3cOS0tLtR7ggw8+wNvb+6XEIIQQQoii8Z99j0FiYiIVK1YEHt9oaWtrqzWvPEfOU2xsbGzw8fFhxYoVNGjQgBUrVtC3b1+1XVpaGgEBAUyZMiVXHzknqK9CWloaY8eOpX379rnqnjwZf1kqVqyY68k+OSeHL0pPT0/9d07SVtinRxW2j7S0NEqUKEFcXBwlSpTQqjM1Nc2z35y+FUVRP4eEhDBgwAC2bt3KqlWrGDlyJDt27KBBgwYFjr1Xr164ubnx559/EhISgo+PD/b29nm2HT58OF988YX6+c6dOy8lOWjevDnHjh3TKuvRowdVq1Zl2LBhlCpVik8++USrvmbNmsycOZOAgIAX3r4QQgghis5/MjH4/fffOXbsGIMHDwbAw8ODq1evoquri4ODQ77rdevWjaFDh9KlSxfOnz+vNdffw8ODdevW4eDgUKATZRcXFzIzMzl06BANGzYE4MaNGyQlJVGtWjW1XWZmJrGxsepV9qSkJG7fvo2Li4u63aSkJBwd836tlYuLC5cvXyYlJUVNUHJGPV6HKlWq8Msvv5Cenq4+qSgmJua1bf9J+vr6ZGVlaZW5u7uTlZXFtWvXaNKkyQv17+7ujru7O8OHD8fT01NNIgsSBzw+wa5Tpw4LFy5kxYoVzJ07N99tGRgYvJInP5mZmVGjRg2tMhMTE6ytrdXyvG44rlChgppoCyGEEOLtVOynEqWnp3P16lWuXLnCkSNHmDhxIm3btqVNmzYEBgYC0KJFCzw9PWnXrh3bt28nOTmZ/fv3M2LECGJjY9W+2rdvz927d+nbty/NmjXTmkLTr18/bt68SZcuXYiJieHcuXNs27aNHj165HkS6OTkRNu2benduzf79u0jISGBjz76iPLly2vd1Kmnp8fnn3/OoUOHiIuLIzg4mAYNGqiJwqhRo1i6dCljx47lxIkTJCYmsnLlSkaOHKnum7OzM0FBQSQkJLB3715GjBjxSo51Xrp27Up2djZ9+vQhMTGRbdu2MX36dIDX/gx8BwcH0tLS2LVrF9evX+f+/fs4OzvTrVs3AgMDWb9+PRcuXODw4cNMmjSJzZs3F6jfCxcuMHz4cA4cOMDFixfZvn07Z86cUZO3vOI4evQoSUlJXL9+Xetm8169ejF58mQUReH9999/KfsthBBCCFEQxT4x2Lp1K7a2tjg4OODn58fu3buZM2cOYWFh6tQRjUbDli1baNq0KT169MDZ2ZnOnTtz8eJFypYtq/ZlZmZGQEAACQkJdOvWTWs75cqVIzo6mqysLFq1akXNmjUZNGgQlpaW6OjkfZhDQkKoXbs2bdq0wdPTE0VR2LJli9a0FWNjY4YNG0bXrl1p1KgRpqamrFq1Sq339fVl06ZNbN++nbp169KgQQNmzpypTkHR0dFhw4YNPHjwgHr16tGrVy/1iUVP8vb2znc++4swNzfnt99+Iz4+Hjc3N0aMGMGoUaOAVzPV6WkaNmzIp59+SqdOnShdujRTp04FHn8PgYGBfPnll1SpUoV27doRExNDhQoVCtSvsbExp06d4oMPPsDZ2Zk+ffrQr1+/XFNucvTu3ZsqVapQp04dSpcuTXR0tFrXpUsXdHV16dKly2s/PvmJjIzUeoHdvymK8la8sE0IIYQQT6dRnpwoLd4ooaGhDBo0KM+3Db9s9vb2jB079pUkB/+2fPly9Z0CRkZGr3x7b5Pk5GQqV65MTEwMHh4eBV7vzp07WFhYMAWo8ZR2Z4GBoD6SVwghhBBFJ+fvd2pqKubm5kUdzn/zHgOh7cSJE1hYWKhTq162pUuXUqlSJcqXL09CQgLDhg2jY8eOkhQ8ISMjgxs3bjBy5EgaNGggJ+1CCCGEeO0kMRBUr16do0ePvrL+r169yqhRo7h69Sq2trZ06NAhz+lM/2XR0dE0a9YMZ2dn1q5d+9z9/Ak8bQLS5afUCSGEEOK/TaYSCVEM5AxFFoSxoSGJSUkFvodCCCGEEK+GTCUSQrwyUVFRWu9fyEupUqUkKRBCCCFELpIYCFGMuLm5vRFXHIQQQgjx9in2jysVQgghhBBCPJskBkIUI/Hx8Vy6dKmowxBCCCHEW0gSAyGKES8vL1xcXCQ5EEIIIUShSWIgRDES3L0T9+/f5/r160UdihBCCCHeMpIYCFGM2NiUeWYbBwcHNBpNrqVfv36vIUIhhBBCvKkkMXiLeHt7M2jQoGe2a9q0KStWrHj1AT3BwcGBWbNmvdZtvgiNRsPGjRtfuJ+CficF9ejRIxwcHIiNjX1pff5bTEwMKSkp6rJjxw4AOnTo8Mq2KYQQQog332tLDIKDg7WuTlpbW+Pn5/dK37j7qrzsk8GXKTw8nL///pvOnTurZU9eITY2NqZmzZosWrSoSOLr0aMHI0eOBB4/c9/Hx4eSJUtibGyMk5MTQUFBPHr0qEhie/DgASYmJpw9exZ4fJI+depUXF1dMTY2plSpUjRq1IiQkBAyMjJeSQz6+voMGTKEYcOGvZL+AUqXLo2NjY26bNq0icqVK+Pl5fXKtimEEEKIN99rHTHw8/NTr1Lu2rULXV1d2rRp80J95ncS+apO3N50c+bMoUePHujoaH+148aNIyUlhePHj/PRRx/Ru3dvIiIiXmtsWVlZbNq0iffee4+TJ0/i5+dHnTp12LNnD8eOHeOHH35AX1+frKys1xpXjh07dmBvb4+joyOPHj3C19eXyZMn06dPH/bv38/hw4fp168fP/zwAydOnHhlcXTr1o19+/a90m3kePToEb/88gsff/wxGo3mlW9PCCGEEG+u15oYGBgYqFcp3dzc+Prrr7l8+TL//POP2mbYsGE4OztjbGxMpUqV+Pbbb7VO8seMGYObmxuLFi2iYsWKGBoaAo+nhsybN4/33nsPExMTJkyYAEBYWBgeHh4YGhpSqVIlxo4dS2ZmptqfRqNh0aJFvP/+++pV6/Dw8Bfaz4Luw7Jly3BwcMDCwoLOnTtz9+5dtc29e/cIDAzE1NQUW1tbZsyY8czt/vPPP/z+++8EBATkqjMzM8PGxoZKlSoxbNgwSpYsqU4hAbh06RJt27bF1NQUc3NzOnbsyN9//63Vx2+//UbdunUxNDSkVKlSvP/++/nGsmjRIiwtLdm1a5datn//fvT09Khbty7bt2/HxsaGqVOnUqNGDSpXroyfnx8LFy7EyMgIgBs3btClSxfKly+vjnT8+uuvWtvx9vZmwIABDB06lJIlS2JjY8OYMWO02pw5c4amTZtiaGhItWrVtPb7SWFhYbz33nsAzJo1iz179rBr1y769euHm5sblSpVomvXrhw6dAgnJ6c8+1i2bBl16tRRj3fXrl25du0aAIqi4OjoyPTp07XWiY+PR6PRqCMVVlZWNGrUiJUrV+Z7fF+WjRs3cvv2bYKDg1/5toQQQgjxZiuyewzS0tL45ZdfcHR0xNraWi03MzMjNDSUkydPMnv2bBYuXMjMmTO11j179izr1q1j/fr1xMfHq+Vjxozh/fff59ixY3z88cfs3buXwMBABg4cyMmTJ1mwYAGhoaFq0pBj7NixdOzYkaNHj9K6dWu6devGzZs3n3vfCrIP586dY+PGjWzatIlNmzYRFRXF5MmT1fqvvvqKqKgowsLC2L59O5GRkRw5cuSp2923bx/Gxsa4uLjk2yY7O5t169Zx69Yt9PX11bK2bdty8+ZNoqKi2LFjB+fPn6dTp07qeps3b+b999+ndevW/PHHH+zatYt69erluY2pU6fy9ddfs337dpo3b66Wh4eHExAQgEajwcbGhpSUFPbs2ZNvrA8fPqR27dps3ryZ48eP06dPH7p3787hw4e12i1ZsgQTExMOHTrE1KlTGTdunHryn52dTfv27dHX1+fQoUPMnz8/z2k62dnZbNq0ibZt2wKwfPlyWrRogbu7e662enp6mJiY5BlzRkYG48ePJyEhgY0bN5KcnKyedGs0Gj7++GNCQkK01gkJCaFp06Y4OjqqZfXq1WPv3r35Hpv09HTu3LmjtTyPn3/+GX9/f8qVK/dc6wshhBCiGFFek6CgIKVEiRKKiYmJYmJiogCKra2tEhcX99T1pk2bptSuXVv9PHr0aEVPT0+5du2aVjtAGTRokFZZ8+bNlYkTJ2qVLVu2TLG1tdVab+TIkerntLQ0BVAiIiLyjcnLy0sZOHDgU+N+1j4YGxsrd+7cUcu++uorpX79+oqiKMrdu3cVfX19ZfXq1Wr9jRs3FCMjo6dud+bMmUqlSpVyldvb2yv6+vqKiYmJoqurqwBKyZIllTNnziiKoijbt29XSpQooVy6dEld58SJEwqgHD58WFEURfH09FS6deuW77bt7e2VmTNnKkOHDlVsbW2V48eP52rj5OSkbNq0SVEURcnMzFSCg4MVQLGxsVHatWun/PDDD0pqamq+21AURXn33XeVL7/8Uv3s5eWlNG7cWKtN3bp1lWHDhimKoijbtm1TdHV1lStXrqj1ERERCqBs2LBBLYuOjlbKlCmjZGVlKYqiKEZGRsqAAQOeGkvO9p/2ncTExCiAcvfuXUVRFOXKlStKiRIllEOHDimKoiiPHj1SSpUqpYSGhmqtN3v2bMXBwSHffkePHq0AuZavv/pcAZ7535WiKEpycrKio6OjbNy48ZlthRBCCPHypaamKsAzz39el9c6YtCsWTPi4+OJj4/n8OHD+Pr64u/vz8WLF9U2q1atolGjRtjY2GBqasrIkSNzvazJ3t6e0qVL5+q/Tp06Wp8TEhIYN24cpqam6tK7d29SUlK4f/++2q5WrVrqv01MTDA3N1enfzyPguyDg4MDZmZm6mdbW1t1m+fOnePRo0fUr19frS9ZsiRVqlR56nYfPHigTq36t6+++or4+Hh+//136tevz8yZM9Ur1ImJidjZ2WFnZ6e2r1atGpaWliQmJgKPp7s8efU/LzNmzGDhwoXs27eP6tWra9UlJiby119/qX2UKFGCkJAQ/vzzT6ZOnUr58uWZOHEi1atXJyUlBXh8T8L48eOpWbMmJUuWxNTUlG3btuU6lk9+f6B9LHP27ckr4p6enrliDwsLo02bNuq9GYqiPHVf8xMXF0dAQAAVKlTAzMxMvaE3J+Zy5crx7rvvsnjxYuDx9Kz09PRcTwQyMjLS+o3+2/Dhw0lNTVWXy5cvFzrWkJAQypQpw7vvvlvodYUQQghR/LzWxMDExARHR0ccHR2pW7cuixYt4t69eyxcuBCAAwcO0K1bN1q3bs2mTZv4448/GDFiRK4bjPObxvHv8rS0NMaOHasmI/Hx8Rw7dowzZ85onUDr6elprafRaMjOzn6ufSzoPrzMbeYoVaoUt27dyrfO0dGRJk2asGbNGgYMGMDJkycL3HfOvP+nadKkCVlZWaxevTpXXXh4OC1btsyVuJQvX57u3bszd+5cTpw4wcOHD5k/fz4A06ZNY/bs2QwbNozdu3cTHx+Pr6/vKzmW4eHh6v0FAM7Ozpw6dapQfdy7dw9fX1/Mzc1Zvnw5MTExbNiwAdC+Sb5Xr16sXLmSBw8eEBISQqdOnTA2Ntbq6+bNm3kmvzkMDAwwNzfXWgojOzubkJAQgoKC0NXVLdS6QgghhCieivQ9BhqNBh0dHR48eAA8vjnV3t6eESNGUKdOHZycnLRGEwrLw8ODpKQkNRl5cvn3U3telpexD5UrV0ZPT49Dhw6pZbdu3eL06dNPXc/d3Z2rV6/mmxzksLOzo1OnTgwfPhwAFxcXLl++rHXV+eTJk9y+fZtq1aoBj6/KP3kjcV7q1atHREQEEydOzHWDbVhYmDp/Pz9WVlbY2tpy7949AKKjo2nbti0fffQRrq6uVKpU6ZnH4N9y9i1nFALg4MGDWm3OnDnDxYsXadmypVrWtWtXdu7cyR9//JGrz4yMDDXGJ506dYobN24wefJkmjRpQtWqVfMceWrdujUmJibMmzePrVu38vHHH+dqc/z48Tzvb3hZdu7cyaVLl/LcthBCCCH+m17rpcL09HSuXr0KPD7RnTt3LmlpaepTdJycnLh06RIrV66kbt26bN68Wb3i+jxGjRpFmzZtqFChAh9++CE6OjokJCRw/Phxvvvuuxfal3/++Ufrxmd4PIXlZeyDqakpPXv25KuvvsLa2poyZcowYsSIZyYz7u7ulCpViujo6Gc+BnbgwIHUqFGD2NhYWrRoQc2aNenWrRuzZs0iMzOTzz77DC8vL3V61ujRo2nevDmVK1emc+fOZGZmsmXLllw38jZs2JAtW7bg7++Prq4ugwYN4tq1a8TGxmo97WnBggXEx8fz/vvvU7lyZR4+fMjSpUs5ceIEP/zwA/D497B27Vr279+PlZUV33//PX///bearBREixYtcHZ2JigoiGnTpnHnzh1GjBih1SYsLIwWLVpoXbUfNGgQmzdvpnnz5owfP57GjRtjZmZGbGwsU6ZM4eeff8bNzU2rnwoVKqCvr88PP/zAp59+yvHjxxk/fnyumEqUKEFwcDDDhw/Hyckpz6lNe/fuzXPdl6VVq1bPPV1KCCGEEMXTax0x2Lp1K7a2ttja2lK/fn1iYmJYs2YN3t7eALz33nsMHjyY/v374+bmxv79+/n222+fe3u+vr5s2rSJ7du3U7duXRo0aMDMmTOxt7d/4X1ZsWIF7u7uWsvChQtf2j5MmzaNJk2aEBAQQIsWLWjcuDG1a9d+6jolSpSgR48eLF++/Jn9V6tWjVatWjFq1Cg0Gg1hYWFYWVnRtGlTWrRoQaVKlVi1apXa3tvbmzVr1hAeHo6bmxs+Pj65ng6Uo3HjxmzevJmRI0fyww8/8Ntvv1GvXj1KlSqltqlXrx5paWl8+umnVK9eHS8vLw4ePMjGjRvVefkjR47Ew8MDX19fvL29sbGxoV27dgU4ev+fjo4OGzZs4MGDB9SrV49evXrleirVk48pzWFgYMCOHTsYOnQoCxYsoEGDBtStW5c5c+YwYMAAatSokWtbpUuXJjQ0lDVr1lCtWjUmT56ca+QkR8+ePXn06BE9evTIVXfgwAFSU1P58MMPC7WvQgghhBAvQqPIZcNi5erVq1SvXp0jR468lAToZXjvvfdo3LgxQ4cOLepQcrl+/Tq2trb8+eeflC1b9rVtd+/evTRv3pzLly/n2m6nTp1wdXXlm2++KXB/d+7cwcLCgq+/+pzJ034gLi4ODw+Plx22EEIIIV6inL/fqamphb5f8FUo0nsMxMtnY2PDzz//nOvJPUWpcePGdOnSpajDyNPNmzf5/vvvX1tSkJ6ezp9//smYMWPo0KFDru0+evSImjVrMnjw4NcSjxBCCCFEDhkxEOI1Cg0NpWfPnri5uREeHk758uVfSr85VxyCu3cidNkqGTEQQggh3gJv2oiBJAZCFAM5/2MBMDY2JjExkQoVKhRxVEIIIYR4mjctMZAHmAtRjERFReHg4CBJgRBCCCEKTRIDIYoRNze3N+KKgxBCCCHePpIYCFGMxMfHY2pqWtRhCCGEEMVSqVKlivWovCQGQhQjOe+AEEIIIcTLZ2RsxKnEU8U2OZDEQIhipN3XbShX1baowxBCCCGKnX+Sr7NmzAauX78uiYEQ4s1Xyt6a8lUkMRBCCCFE4ckLzsRzcXBwYNasWU9to9Fo2Lhx42uJRwghhBCiqE2aNIm6detiZmZGmTJlaNeuHUlJSc9cz8/PDysrK6ysrGjRogWHDx/Ot+2nn36KRqPJdR723nvvUaFCBQwNDbG1taV79+789ddfhYpfEoNiJDg4GI1Gg0ajQU9Pj7Jly9KyZUsWL15Mdnb2S91WTEwMffr0eal9FoUxY8aox+zJZefOnUUak5ubW5FtXwghhBDPJyoqin79+nHw4EF27NhBRkYGrVq14t69e09d74MPPmD37t0cOHAAOzs7WrVqxZUrV3K127BhAwcPHqRcuXK56po1a8bq1atJSkpi3bp1nDt3jg8//LBQ8ctUomLGz8+PkJAQsrKy+Pvvv9m6dSsDBw5k7dq1hIeHo6v7cr7y0qVLv5R+3gTVq1fPlQiULFnyufp69OgR+vr6LyMsIYQQQrxltm7dqvU5NDSUMmXKEBcXR9OmTfNdr3fv3urjxhctWsS6devYtWsXgYGBapsrV67w+eefs23bNt59991cfQwePFj9t729PV9//TXt2rUjIyMDPT29AsUvIwbFjIGBATY2NpQvXx4PDw+++eYbwsLCiIiIIDQ0VG13+/ZtevXqRenSpTE3N8fHx4eEhAStvn777Tfq1q2LoaEhpUqV4v3331fr/j2V6MyZMzRt2hRDQ0OqVavGjh07tPqKjIxEo9Fw+/ZttSw+Ph6NRkNycrJatm7dOqpXr46BgQEODg7MmDFDq5+8pidZWlqq+/bo0SP69++Pra0thoaG2NvbM2nSpKceM11dXWxsbLSWnJP7Y8eO4ePjg5GREdbW1vTp04e0tDR13eDgYNq1a8eECRMoV64cVapUAeDy5ct07NgRS0tLSpYsSdu2bbX2MzIyknr16mFiYoKlpSWNGjXi4sWLhIaGMnbsWBISEtTRiye/NyGEEEK8PVJTU4HCXXC8f/8+GRkZWutkZ2fTvXt3vvrqK6pXr/7MPm7evMny5ctp2LBhgZMCkMTgP8HHxwdXV1fWr1+vlnXo0IFr164RERFBXFwcHh4eNG/enJs3bwKwefNm3n//fVq3bs0ff/zBrl27qFevXp79Z2dn0759e/T19Tl06BDz589n2LBhhY4zLi6Ojh070rlzZ44dO8aYMWP49ttvC3ViPGfOHMLDw9WhtOXLl+Pg4FDoWADu3buHr68vVlZWxMTEsGbNGnbu3En//v212u3atYukpCR27NjBpk2byMjIwNfXFzMzM/bu3Ut0dDSmpqb4+fnx6NEjMjMzadeuHV5eXhw9epQDBw7Qp08fNBoNnTp14ssvv6R69eqkpKSQkpJCp06dcsWWnp7OnTt3tBYhhBBCvDmys7MZNGgQjRo1okaNGgVeb9iwYZQrV44WLVqoZVOmTEFXV5cBAwY8c10TExOsra25dOkSYWFhhYpZphL9R1StWpWjR48CsG/fPg4fPsy1a9cwMDAAYPr06WzcuJG1a9fSp08fJkyYQOfOnRk7dqzah6ura55979y5k1OnTrFt2zZ1ztvEiRPx9/cvVIzff/89zZs359tvvwXA2dmZkydPMm3aNIKDgwvUx6VLl3BycqJx48ZoNBrs7e2fuc6xY8e0XgpWrVo1Dh8+zIoVK3j48CFLly7FxMQEgLlz5xIQEMCUKVMoW7YsACYmJixatEgdZfjll1/Izs5m0aJFaDQaAEJCQrC0tCQyMpI6deqQmppKmzZtqFy5MgAuLi7q9k1NTdVRjPxMmjRJ67sRQgghxJulX79+HD9+nH379hV4ncmTJ7Ny5UoiIyMxNDQEHl84nT17NkeOHFHPK/Lz1Vdf0bNnTy5evMjYsWMJDAxk06ZNz1wvh4wY/EcoiqL+KBISEkhLS8Pa2hpTU1N1uXDhAufOnQMeT/Np3rx5gfpOTEzEzs5O60YYT0/PQseYmJhIo0aNtMoaNWrEmTNnyMrKKlAfwcHBxMfHU6VKFQYMGMD27dufuU6VKlWIj49Xl3Xr1qnxuLq6qklBTjzZ2dlaTxioWbOm1n0FCQkJnD17FjMzM/XYlixZkocPH3Lu3DlKlixJcHAwvr6+BAQEMHv2bFJSUgq0fzmGDx9Oamqquly+fLlQ6wshhBDi1enfvz+bNm1i9+7dvPPOOwVaZ/r06UyePJnt27dTq1YttXzv3r1cu3aNChUqoKuri66uLhcvXuTLL7/MNSuiVKlSODs707JlS1auXMmWLVs4ePBggeOWEYP/iMTERCpWrAhAWloatra2REZG5mpnaWkJgJGR0Uvdvo7O4xxUURS1LCMjo9D9aDQarT7+3Y+HhwcXLlwgIiKCnTt30rFjR1q0aMHatWvz7VNfXx9HR8dCx5LjycQBHh/f2rVrs3z58lxtc27aDgkJYcCAAWzdupVVq1YxcuRIduzYQYMGDQq0TQMDA3W0RwghhBBvBkVR+Pzzz9mwYQORkZHqudezzJo1ixkzZrBt2zbq1KmjVde9e3etaUUAvr6+dO/enR49euTbZ84TKdPT0wscvyQG/wG///47x44dU+9W9/Dw4OrVq+jq6uY7/75WrVrs2rXrqT+4HC4uLly+fJmUlBRsbR+/XOvf2WnOCXFKSgpWVlbA41GJf/cTHR2tVRYdHY2zszMlSpRQ+3ny6vqZM2e4f/++1jrm5uZ06tSJTp068eGHH+Ln58fNmzcL/aQhFxcXQkNDuXfvnnryHx0djY6OjnqTcV48PDxYtWoVZcqUUZ8wkBd3d3fc3d0ZPnw4np6erFixggYNGqCvr1/gERIhhBBCvDn69evHihUrCAsLw8zMjKtXrwJgYWHx1IuuEyZMYMWKFTg4OKjr5Mw6sLa2xtraWqu9np4eNjY26vnIoUOHiImJoXHjxlhZWXHu3Dm+/fZbKleuXKhZHDKVqJhJT0/n6tWrXLlyhSNHjjBx4kTatm1LmzZt1EdetWjRAk9PT9q1a8f27dtJTk5m//79jBgxgtjYWABGjx7Nr7/+yujRo0lMTOTYsWNMmTIlz222aNECZ2dngoKCSEhIYO/evYwYMUKrjaOjI3Z2dowZM4YzZ86wefPmXE8c+vLLL9m1axfjx4/n9OnTLFmyhLlz5zJkyBC1jY+PD3PnzuWPP/4gNjaWTz/9VOtu+++//55ff/2VU6dOcfr0adasWYONjY06ElIY3bp1w9DQkKCgII4fP87u3bv5/PPP6d69u3p/QX7rlSpVirZt27J3714uXLhAZGQkAwYM4M8//+TChQsMHz6cAwcOcPHiRbZv386ZM2fU+wwcHBy4cOEC8fHxXL9+vVCZvhBCCCGKzrx580hNTcXb2xtbW1t1WbVqldomODgYb29vrfUePXrEhx9+qLXO9OnTC7xdY2Nj1q9fT/PmzalSpQo9e/akVq1aREVFFWqGgYwYFDNbt27F1tYWXV1drKyscHV1Zc6cOQQFBanTeTQaDVu2bGHEiBH06NGDf/75BxsbG5o2baqe8Hp7e7NmzRrGjx/P5MmTMTc3z/f5uzo6OmzYsIGePXtSr149HBwcmDNnDn5+fmobPT09fv31V/r27UutWrWoW7cu3333HR06dFDbeHh4sHr1akaNGsX48eOxtbVl3LhxWjcez5gxgx49etCkSRPKlSvH7NmziYuLU+vNzMyYOnUqZ86coUSJEtStW5ctW7ao+14YxsbGbNu2jYEDB1K3bl2MjY354IMP+P7775+53p49exg2bBjt27fn7t27lC9fnubNm2Nubs6DBw84deoUS5Ys4caNG9ja2tKvXz8++eQT4PFLTtavX0+zZs24ffs2ISEhBb75WgghhBBF59/TnfNy4cIFmjVrplWWmpr61FkG//bkI9Dh8f2Ov//+e4HXz49GKcgeCCHeaHfu3MHCwoJe84Ko6PbsJzEJIYQQonCuJKXwv+CF6mPen0dqairVq1fn1KlTmJqaqn+/C5sYvCoyYiCEEEIIIcRrYGFhwZ9//lnUYeRLEgMhipHrF2+gb6T/7IZCCCGEKJR/kq8XdQivnCQGQhQjGydvKuoQhBBCiGLLyNiIUqVKFXUYr4wkBkIUI1FRUVpvcRZCCCHEy1OqVCkqVKhQ1GG8MpIYCFGMuLm5vRE3LwkhhBDi7SOJgRDFSHx8/HONGBT3KyBCCCGEeDZJDIQoRry8vJ5rPUMjQ5JOJUlyIIQQQvyHSWIgRDFS6T1XTGwtCrXOg+tpnF13hOvXr0tiIIQQQvyHSWIgRDFiaG2CSTnLog5DCCGEEG8hnaIOQAjx5nNwcECj0eRa+vXrB8BPP/2Et7c35ubmaDQabt++XbQBCyGEEKLQJDEoZoKDg/M8gfPz8yvq0N44ycnJeR6rjz76qMhjio+PL7IY8hITE0NKSoq67NixA4AOHToAcP/+ffz8/Pjmm2+KMkwhhBBCvACZSlQM+fn5ERISolVmYGDwyranKApZWVno6hb+5/To0SP09Yv2Tb07d+6kevXq6mcjI6Pn6udFjsObrnTp0lqfJ0+eTOXKldWbnQcNGgRAZGTka45MCCGEEC+LjBgUQwYGBtjY2GgtVlZWAHTt2pVOnTpptc/IyKBUqVIsXboUgOzsbCZNmkTFihUxMjLC1dWVtWvXqu0jIyPRaDRERERQu3ZtDAwM2LdvH3fv3qVbt26YmJhga2vLzJkz8fb2Vk8a4fGUlPHjxxMYGIi5uTl9+vQBYN++fTRp0gQjIyPs7OwYMGAA9+7dU9dLT09nyJAhlC9fHhMTE+rXr691EhoaGoqlpSXbtm3DxcUFU1NT/Pz8SElJeebxsra21jpWFhYW6jYHDBhAmTJlMDQ0pHHjxsTExDzzODzr+N26dYtu3bpRunRpjIyMcHJyUhO5ihUrAuDu7o5Go8Hb2/uZ8b9ujx494pdffuHjjz9Go9EUdThCCCGEeEkkMfiP6datG7/99htpaWlq2bZt27h//z7vv/8+AJMmTWLp0qXMnz+fEydOMHjwYD766COioqK0+vr666+ZPHkyiYmJ1KpViy+++ILo6GjCw8PZsWMHe/fu5ciRI7limD59Oq6urvzxxx98++23nDt3Dj8/Pz744AOOHj3KqlWr2LdvH/3791fX6d+/PwcOHGDlypUcPXqUDh064Ofnx5kzZ9Q29+/fZ/r06Sxbtow9e/Zw6dIlhgwZ8tzHaujQoaxbt44lS5Zw5MgRHB0d8fX15ebNm089Ds86ft9++y0nT54kIiKCxMRE5s2bp75e/fDhw8DjUYyUlBTWr1//3PG/Khs3buT27dsEBwcXdShCCCGEeImK35wHwaZNm3K95Oqbb77hm2++wdfXFxMTEzZs2ED37t0BWLFiBe+99x5mZmakp6czceJEdu7ciaenJwCVKlVi3759LFiwQOs5+ePGjaNly5YA3L17lyVLlrBixQqaN28OQEhICOXKlcsVn4+PD19++aX6uVevXnTr1k0dWXBycmLOnDl4eXkxb948rl27RkhICJcuXVL7GzJkCFu3biUkJISJEycCj0c+5s+fT+XKlYHHycS4ceOeebwaNmyIjs7/z5H37t2Ls7Mz8+bNIzQ0FH9/fwAWLlzIjh07+Pnnn/nqq6/yPA4FOX6XLl3C3d2dOnXqAI9HUXLkTNnJGcXIT3p6Ounp6ernO3fuPHM/X5aff/4Zf3//PL9bIYQQQry9JDEohpo1a8a8efO0ykqWLAmArq4uHTt2ZPny5XTv3p179+4RFhbGypUrATh79iz3799XT3RzPHr0CHd3d62ynBNbgPPnz5ORkUG9evXUMgsLC6pUqZIrvifXA0hISODo0aMsX75cLVMUhezsbC5cuMD58+fJysrC2dlZa7309HSsra3Vz8bGxmpSAGBra8u1a9fyOELaVq1ahYuLi/rZzs6OpKQkMjIyaNSokVqup6dHvXr1SExMzHd/CnL8+vbtywcffMCRI0do1aoV7dq1o2HDhs+M80mTJk1i7NixhVrnZbh48SI7d+58I0cyhBBCCPFiJDEohkxMTHB0dMy3vlu3bnh5eXHt2jV27NiBkZGR+tSinClGmzdvpnz58lrr/fsGZhMTk+eO70lpaWl88sknDBgwIFfbChUqcPToUUqUKEFcXBwlSpTQqn9yZERPT0+rTqPRoCjKM+Oxs7N76vF6lif3pyDHz9/fn4sXL7JlyxZ27NhB8+bN6devH9OnTy/wNocPH84XX3yhfr5z5w52dnbPvQ8FFRISQpkyZXj33Xdf+baEEEII8XpJYvAf1LBhQ+zs7Fi1ahURERF06NBBPamuVq0aBgYGXLp0SWva0LNUqlQJPT09YmJi1Lfnpqamcvr0aZo2bfrUdT08PDh58mS+J+fu7u5kZWVx7do1mjRpUuCYXkTlypXR19cnOjoae3t74PFUpZiYGK2bqf+toMevdOnSBAUFERQURJMmTfjqq6+YPn26+oSmrKysp8ZnYGDwSp80lZfs7GxCQkIICgrK9eSlq1evcvXqVc6ePQvAsWPHMDMzo0KFCupolRBCCCHebJIYFEPp6elcvXpVq0xXV1e9wRUeP51o/vz5nD59mt27d6vlZmZmDBkyhMGDB5OdnU3jxo1JTU0lOjoac3NzgoKC8tymmZkZQUFBfPXVV5QsWZIyZcowevRodHR0nvnkmmHDhtGgQQP69+9Pr169MDEx4eTJk+zYsYO5c+fi7OxMt27dCAwMZMaMGbi7u/PPP/+wa9cuatWq9UquXpuYmNC3b191fypUqMDUqVO5f/8+PXv2zHe9ghy/UaNGUbt2bapXr056ejqbNm1SpzKVKVMGIyMjtm7dyjvvvIOhoaH6lKSitnPnTi5dusTHH3+cq27+/PlaU5tyksGQkBC5SVkIIYR4S0hiUAxt3boVW1tbrbIqVapw6tQp9XO3bt2YMGEC9vb2WvPoAcaPH0/p0qWZNGkS58+fx9LSEg8Pj2e+vOr777/n008/pU2bNpibmzN06FAuX76MoaHhU9erVasWUVFRjBgxgiZNmqAoCpUrV9Z6rGpISAjfffcdX375JVeuXKFUqVI0aNCANm3aFPSwFNrkyZPJzs6me/fu3L17lzp16rBt2zb10a/5edbx09fXZ/jw4SQnJ2NkZESTJk3Uezx0dXWZM2cO48aNY9SoUTRp0uSNeTdAq1at8p2aNWbMGMaMGfN6AxJCCCHES6VRCjIJW4jncO/ePcqXL8+MGTOeepVdvLg7d+5gYWFBtR4NMXco9ewVnnDvr9scW7CHuLg4PDw8XlGEQgghhPi3nL/fqampmJubF3U4MmIgXp4//viDU6dOUa9ePVJTU9VHhbZt27aIIxNCCCGEEM8iiYF4qaZPn05SUhL6+vrUrl2bvXv3at3bIF6thzfuUUK/cP9ZP7ie9uxGQgghhCj2ZCqREMVAzlDk8zI0MiTpVJL6RCkhhBBCvHoylUgI8cpERUXleut1QZQqVUqSAiGEEOI/ThIDIYoRN7f/196dx+WU/v8Df92V7upuQyva92iVJaEiLUzWGVtD2ZdC9hpbtsk+ljFZhmIGYexbJBWSpRQhIZLPiMZSad+u3x9+na8zFTEtyvv5eJzHw7nOda7zvs5J3e9zruvcll/FHQdCCCGEND6UGBDShCQmJn7REwNSu+gJDCGEkMaIEgNCmpDP+bZqUndkZGSQnJxMyQEhhJBGhRIDQpqQgNWTYWqu19BhfNMeP/wf/Hx+watXrygxIIQQ0qhQYkBIE6Kt15oSA0IIIYR8EbGGDoAQQr5lK1asgEAggK+vL688NjYWPXr0gEgkgry8PLp3746CggJenVOnTqFTp06QlpZG8+bN0b9///oLnBBCSJNDiQFpEA4ODpU+CNW2gIAAWFpa1ukxCPkvbty4ga1bt8Lc3JxXHhsbC1dXVzg7O+P69eu4ceMGfHx8ICb2f7+yDx06hBEjRmDUqFG4desWYmJiMHz48PruAiGEkCaEEgNSK7y8vCAQCDBx4sRK27y9vSEQCODl5cWVHT58GEuXLq3HCCtLS0uDQCCotPz4448NHlNiYmKDxUDqR25uLjw8PLB9+3Y0b96ct2369OmYOnUq/Pz80LZtWxgZGWHw4MEQCoUAgNLSUkybNg2rV6/GxIkTYWhoCFNTUwwePLghukIIIaSJoMSA1BoNDQ2EhobyhjsUFhZi7969lSZhtmjRAnJycvUdYpXOnz+PjIwMbtm8efMXtcMYQ2lpaS1HR5oqb29v9OnTB05OTrzyzMxMXLt2DSoqKujSpQtUVVVhb2+Py5cvc3Vu3ryJv//+G2JiYrCysoK6ujrc3Nxw586d+u4GIYSQJoQSA1JrrK2toaGhgcOHD3Nlhw8fhqamJqysrHh1PxxKdP/+fcjIyGDv3r3c9gMHDkBaWhr37t0DAGRlZWHs2LFQVlaGvLw8evTogVu3bvHaXLFiBVRVVSEnJ4cxY8agsLCwRnG3bNkSampq3KKgoAAAKCoqwtSpU6GiogIpKSl07doVN27c4PaLioqCQCDAmTNn0L59ewiFQly+fBnl5eUIDAyEjo4OpKWlYWFhgb/++ovb7+3bt/Dw8ICysjKkpaVhYGCA4OBgAICOjg4AwMrKCgKBAA4ODjXqA2lcQkNDcfPmTQQGBlba9vjxYwDvh8KNGzcOYWFhsLa2Rs+ePfHw4cNKdebPn4+TJ0+iefPmcHBwwJs3b+qvI4QQQpoUSgxIrRo9ejT3IRcAdu7ciVGjRn10H2NjY6xZswaTJ09Geno6/ve//2HixIlYuXIlTE1NAQA//PADMjMzcebMGcTHx3MflCo+BB04cAABAQH4+eefERcXB3V1dfz222//qS9z5szBoUOHsGvXLty8eRP6+vpwcXGp9MHLz88PK1asQHJyMszNzREYGIjdu3djy5YtuHv3LqZPn44ff/wR0dHRAIAFCxbg3r17OHPmDJKTkxEUFAQlJSUAwPXr1wH831OMD5OsDxUVFSEnJ4e3kMbh2bNnmDZtGvbs2QMpKalK28vLywEAEyZMwKhRo2BlZYVffvkFRkZG2LlzJ6/OvHnzMGjQILRv3x7BwcEQCAQ4ePBg/XWGEEJIk0KvKyW16scff4S/vz+ePn0KAIiJiUFoaCiioqI+ut/kyZNx+vRp/Pjjj5CUlESHDh0wZcoUAMDly5dx/fp1ZGZmcmOs16xZg6NHj+Kvv/7C+PHjsX79eowZMwZjxowBACxbtgznz5+v0VODLl268CZ1Xrp0CYaGhggKCkJISAjc3NwAANu3b0d4eDh27NiB2bNnc/WXLFmCXr16AXj/gf3nn3/G+fPnYWtrCwDQ1dXF5cuXsXXrVtjb2yM9PR1WVlawsbEBAGhra3NtKSsrA/i/pxjVCQwMxOLFiz/ZN/L1iY+PR2ZmJqytrbmysrIyXLx4Eb/++itSUlIAgEuKK5iYmCA9PR0AoK6uXqmOUCiErq4uV4cQQgj5XJQYkFqlrKyMPn36ICQkBIwx9OnTh7sb/ik7d+6EoaEhxMTEcPfuXQgEAgDArVu3kJubi5YtW/LqFxQUIDU1FQCQnJxcaeKzra0tIiMjP3nc/fv3w8TEhFvX0NBASkoKSkpKYGdnx5U3a9YMHTt2RHJyMm//ig/4APDo0SPk5+dziUKF4uJibjjVpEmTMGjQINy8eRPOzs7o378/unTp8sk4P+Tv748ZM2Zw6zk5OdDQ0PisNkjD6NmzJ5KSknhlo0aNgrGxMebOnQtdXV20atWKSxAqPHjwgEtSK4aupaSkoGvXrgCAkpISpKWlQUtLq346QgghpMmhxIDUutGjR8PHxwcAPmsi761bt5CXlwcxMTFkZGRwd0Vzc3Ohrq5e5VMHRUXF/xyvhoYG9PX1v3h/kUjE/Ts3NxfA+/fLt27dmlev4mmHm5sbnj59itOnTyM8PBw9e/aEt7c31qxZU+NjCoVCrj3SuMjJyaFdu3a8MpFIhJYtW3Lls2fPxqJFi2BhYQFLS0vs2rUL9+/f5+aqyMvLY+LEiVi0aBE0NDSgpaWF1atXA3g/7I4QQgj5EpQYkFrn6uqK4uJiCAQCuLi41GifN2/ewMvLC/PmzUNGRgY8PDxw8+ZNSEtLw9raGi9evICEhARv2M2HTExMcO3aNYwcOZIru3r16hf3QU9PD5KSkoiJieHuwJaUlODGjRsf/f4FU1NTCIVCpKenw97evtp6ysrK8PT0hKenJ7p164bZs2djzZo1kJSUBPB+aAn5dvn6+qKwsBDTp0/HmzdvYGFhgfDwcOjp/d+3Wq9evRoSEhIYMWIECgoK0KlTJ1y4cKHSq08JIYSQmqLEgNQ6cXFxbriNuLh4jfaZOHEiNDQ0MH/+fBQVFcHKygqzZs3C5s2b4eTkBFtbW/Tv3x+rVq2CoaEhnj9/jlOnTmHAgAGwsbHBtGnT4OXlBRsbG9jZ2WHPnj24e/cudHV1v6gPIpEIkyZNwuzZs9GiRQtoampi1apVyM/P5+YxVEVOTg6zZs3C9OnTUV5ejq5duyI7OxsxMTGQl5eHp6cnFi5ciPbt26Nt27YoKirCyZMnuaFMKioqkJaWRlhYGNq0aQMpKSnuLUmk6arqaZifnx/8/Pyq3adZs2ZYs2bNZz1pIoQQQj6GEgNSJ+Tl5Wtcd/fu3Th9+jQSEhIgISEBCQkJ/Pnnn+jatSu+++47uLm54fTp05g3bx5GjRqFf/75B2pqaujevTtUVVUBAEOGDEFqairmzJmDwsJCDBo0CJMmTcLZs2e/uA8rVqxAeXk5RowYgXfv3sHGxgZnz5795B3ZpUuXQllZGYGBgXj8+DEUFRVhbW2Nn376CQAgKSkJf39/pKWlQVpaGt26dUNoaCgAQEJCAhs3bsSSJUuwcOFCdOvW7ZMTtwkhhBBCaoOAMcYaOghCyH+Tk5MDBQUFhBxeDhvbtg0dzjft3u1UDHaZyb1WlxBCCKlOxd/v7Ozsz7qpWlfoiQEhTUha6t+QEVV+Nz6pP48f/q+hQyCEEEK+CCUGhDQhAbP/25e6kdohIyNT49f0EkIIIV8LSgwIaUKio6MhKyvb0GF885SUlKCpqdnQYRBCCCGfhRIDQpoQS0vLr2KMIiGEEEIaH7GGDoAQQgghhBDS8OiJASFNSGJiIm8oEQ1pIYQQQkhNUWJASBPy729blpGRRnLyfUoOCCGEEPJJlBgQ0oQs/2kw2hq3AQCkpmVi5sI/8erVK0oMCCGEEPJJNMeAkCZER0sZ7Yw10M5YA3raKp+sHxgYiA4dOkBOTg4qKiro378/UlJSeHW2bdsGBwcHyMvLQyAQICsrq46iJ4QQQkhDosSANAiBQICjR4/WSdsODg7w9fWtk7brQkhICBQVFRvk2NHR0fD29sbVq1cRHh6OkpISODs7Iy8vj6uTn58PV1dX/PTTTw0SIyGEEELqByUGpE78888/mDRpEjQ1NSEUCqGmpgYXFxfExMQ0dGg8jo6O+P333wEAR44cQefOnaGgoAA5OTm0bdu2USUYXyIsLAxeXl5o27YtLCwsEBISgvT0dMTHx3N1fH194efnh86dOzdgpIQQQgipazTHgNSJQYMGobi4GLt27YKuri5evnyJiIgIvH79+ovaY4yhrKwMEhK19yP75s0bxMTEIDQ0FBERERgyZAiWL1+Ovn37QiAQ4N69ewgPD//i9ouLiyEpKVlr8daH7OxsAECLFi0aOBJCCCGE1Dd6YkBqXVZWFi5duoSVK1fC0dERWlpa6NixI/z9/dG3b1+u3qtXrzBgwADIyMjAwMAAx48f57ZFRUVBIBDgzJkzaN++PYRCIS5fvgwvLy/079+fdzxfX184ODjwykpLS+Hj4wMFBQUoKSlhwYIFYIzx6pw6dQrW1tZQVVXFiRMnYGdnh9mzZ8PIyAiGhobo378/Nm/ezNvnxIkT6NChA6SkpKCkpIQBAwZw27S1tbF06VKMHDkS8vLyGD9+PNePD8flJyYmQiAQIC0tjdf20aNHYWBgACkpKbi4uODZs2efcdb/u/Lycvj6+sLOzg7t2rWr12MTQgghpOFRYkBqnaysLGRlZXH06FEUFRVVW2/x4sUYPHgwbt++jd69e8PDwwNv3rzh1fHz88OKFSuQnJwMc3PzGsewa9cuSEhI4Pr169iwYQPWrVvHDRmqcPz4cfTr1w8AoKamhrt37+LOnTvVtnnq1CkMGDAAvXv3RkJCAiIiItCxY0denTVr1sDCwgIJCQlYsGBBjePNz8/H8uXLsXv3bsTExCArKwtDhw6ttn5RURFycnJ4y3/l7e2NO3fuIDQ09D+3RQghhJDGhxIDUuskJCQQEhKCXbt2QVFREXZ2dvjpp59w+/ZtXj0vLy8MGzYM+vr6+Pnnn5Gbm4vr16/z6ixZsgS9evWCnp7eZw1v0dDQwC+//AIjIyN4eHhgypQp+OWXX7jtRUVFCAsL455gTJkyBR06dICZmRm0tbUxdOhQ7Ny5k5fYLF++HEOHDsXixYthYmICCwsL+Pv7847bo0cPzJw5E3p6etDT06txvCUlJfj1119ha2uL9u3bY9euXbhy5Uql81EhMDAQCgoK3KKhoVHjY1XFx8cHJ0+eRGRkJNq0afOf2iKEEEJI40SJAakTgwYNwvPnz3H8+HG4uroiKioK1tbWCAkJ4ep8+ARAJBJBXl4emZmZvHZsbGy+6PidO3eGQCDg1m1tbfHw4UOUlZUBAC5cuAAVFRW0bduWO/6pU6fw6NEjzJ8/H7Kyspg5cyY6duyI/Px8AO+HAPXs2fOjx/3SeCUkJNChQwdu3djYGIqKikhOTq6yvr+/P7Kzs7nlS4cdMcbg4+ODI0eO4MKFC9DR0fmidgghhBDS+FFiQOqMlJQUevXqhQULFuDKlSvw8vLCokWLuO3NmjXj1RcIBCgvL+eViUQi3rqYmFiluQIlJSWfHdvx48d58x0q6OnpYezYsfj9999x8+ZN3Lt3D/v37wcASEtLf7LdquIFwIv5S+L9N6FQCHl5ed7yJby9vfHnn39i7969kJOTw4sXL/DixQsUFBRwdV68eIHExEQ8evQIAJCUlITExMRKw74IIYQQ0rhRYkDqjampKe/9+F9CWVkZGRkZvLLExMRK9a5du8Zbv3r1KgwMDCAuLg7GGE6cOMHNL6iOtrY2ZGRkuJjNzc0RERHx2fEC4MVcVbylpaWIi4vj1lNSUpCVlQUTE5PPOt7nCgoKQnZ2NhwcHKCurs4tFckQAGzZsgVWVlYYN24cAKB79+6wsrLiTRYnhBBCSONHryslte7169f44YcfMHr0aJibm0NOTg5xcXFYtWrVJz+Mf0qPHj2wevVq7N69G7a2tvjzzz9x584dWFlZ8eqlp6djxowZmDBhAm7evIlNmzZh7dq1AID4+Hjk5+eja9euXP2AgADk5+ejd+/e0NLSQlZWFjZu3IiSkhL06tULALBo0SL07NkTenp6GDp0KEpLS3H69GnMnTu32nj19fWhoaGBgIAALF++HA8ePODi+FCzZs0wZcoUbNy4ERISEvDx8UHnzp0rTW6ubf9++lKVgIAABAQE1GkchBBCCGl49MSA1DpZWVl06tQJv/zyC7p374527dphwYIFGDduHH799df/1LaLiwsWLFiAOXPmoEOHDnj37h1GjhxZqd7IkSNRUFCAjh07wtvbG9OmTcP48eMBAMeOHUPv3r1534lgb2+Px48fY+TIkTA2NoabmxtevHiBc+fOwcjICMD7b1Q+ePAgjh8/DktLS/To0aPaycEVmjVrhn379uH+/fswNzfHypUrsWzZskr1ZGRkMHfuXAwfPhx2dnaQlZXl3bUnhBBCCKlrAlaTW4aENCHm5uaYP38+Bg8e3NCh1JqcnBwoKChg71ZvdLTSBwDcuf8M/UeuQ3x8PKytrRs4QkIIIYT8W8Xf7+zs7C+eL1ib6IkB+aYUFxdj0KBBcHNza+hQCCGEEEK+KjTHgHxTJCUleW9GamqePP0HMtJCAEBqWuYnahNCCCGE/B9KDAhpQub9fIC3LiMjDSUlpQaKhhBCCCGNCSUGhDQh0dHRkJWV5daVlJSgqanZgBERQgghpLGgxICQJsTS0vKrmLxECCGEkMaHEgNCmpDExETeEwOAnhoQQgghpGYoMSCkCbG3t69UJiMjjeTk+5QcEEIIIeSjKDEgpAnZumYCrC10uPXkB39jpPcmvHr1ihIDQgghhHwUJQaENCGG+uqwNtdt6DAIIYQQ0gjRF5wR8o0LDAxEhw4dICcnBxUVFfTv3x8pKSm8Oi9evMCIESOgpqYGkUgEa2trHDp0qIEiJoQQQkhdoMSgCQoJCYGiomKdHyctLQ0CgQCJiYl1fqyPEQgEOHr0aIPG0JhFR0fD29sbV69eRXh4OEpKSuDs7Iy8vDyuzsiRI5GSkoLjx48jKSkJAwcOxODBg5GQkNCAkRNCCCGkNlFi8B+9ePEC06ZNg76+PqSkpKCqqgo7OzsEBQUhPz+/ocNrEE+fPoW0tDRyc3MREBAAS0vLSnW+lqSCAGFhYfDy8kLbtm1hYWGBkJAQpKenIz4+nqtz5coVTJkyBR07doSuri7mz58PRUVFXh1CCCGENG40x+A/ePz4Mezs7KCoqIiff/4ZZmZmEAqFSEpKwrZt29C6dWv07du30n4lJSVo1qxZA0RcP44dOwZHR8dKr82sbcXFxZCUlKzTY3yLsrOzAQAtWrTgyrp06YL9+/ejT58+UFRUxIEDB1BYWAgHB4cGipIQQgghtY2eGPwHkydPhoSEBOLi4jB48GCYmJhAV1cX/fr1w6lTp+Du7g7g/VCXoKAg9O3bFyKRCMuXL0dZWRnGjBkDHR0dSEtLw8jICBs2bOC1HxUVhY4dO0IkEkFRURF2dnZ4+vQpAODWrVtwdHSEnJwc5OXl0b59e8TFxVUZZ2pqKvr16wdVVVXIysqiQ4cOOH/+PK+OtrY2fv75Z4wePRpycnLQ1NTEtm3beHWuX78OKysrSElJwcbGptphJMeOHasyIfqUO3fuwM3NDbKyslBVVcWIESPw6tUrbruDgwN8fHzg6+sLJSUluLi4cNsyMjLg5uYGaWlp6Orq4q+//uK1PXfuXBgaGkJGRga6urpYsGABSkpKeHVOnDiBDh06QEpKCkpKShgwYAC3raioCLNmzULr1q0hEonQqVMnREVF8fY/dOgQ2rZtC6FQCG1tbaxdu5a3vaohT4qKiggJCQHwPtHx8fGBuro6pKSkoKWlhcDAwCrPVVFREXJycnhLbSgvL4evry/s7OzQrl07rvzAgQMoKSlBy5YtIRQKMWHCBBw5cgT6+vq1clxCCCGENDxKDL7Q69evce7cOXh7e0MkElVZRyAQcP8OCAjAgAEDkJSUhNGjR6O8vBxt2rTBwYMHce/ePSxcuBA//fQTDhw4AAAoLS1F//79YW9vj9u3byM2Nhbjx4/n2vTw8ECbNm1w48YNxMfHw8/Pr9qnELm5uejduzciIiKQkJAAV1dXuLu7Iz09nVdv7dq13Af+yZMnY9KkSdwk1NzcXHz33XcwNTVFfHw8AgICMGvWrErHysrKwuXLlz87McjKykKPHj1gZWWFuLg4hIWF4eXLlxg8eDCv3q5duyApKYmYmBhs2bKFK1+wYAEGDRqEW7duwcPDA0OHDkVycjK3XU5ODiEhIbh37x42bNiA7du345dffuG2nzp1CgMGDEDv3r2RkJCAiIgIdOzYkdvu4+OD2NhYhIaG4vbt2/jhhx/g6uqKhw8fAgDi4+MxePBgDB06FElJSQgICMCCBQu4D/01sXHjRhw/fhwHDhxASkoK9uzZA21t7SrrBgYGQkFBgVs0NDRqfJyP8fb2xp07dxAaGsorX7BgAbKysnD+/HnExcVhxowZGDx4MJKSkmrluIQQQgj5CjDyRa5evcoAsMOHD/PKW7ZsyUQiEROJRGzOnDmMMcYAMF9f30+26e3tzQYNGsQYY+z169cMAIuKiqqyrpycHAsJCalyW3BwMFNQUPjosdq2bcs2bdrErWtpabEff/yRWy8vL2cqKiosKCiIMcbY1q1bWcuWLVlBQQFXJygoiAFgCQkJXNmePXuYjY0Nt75o0SImJibGnZOKRUZGhrfv0qVLmbOzMy/GZ8+eMQAsJSWFMcaYvb09s7KyqtQXAGzixIm8sk6dOrFJkyZV2//Vq1ez9u3bc+u2trbMw8OjyrpPnz5l4uLi7O+//+aV9+zZk/n7+zPGGBs+fDjr1asXb/vs2bOZqakpL84jR47w6igoKLDg4GDGGGNTpkxhPXr0YOXl5dXGXaGwsJBlZ2dzS8W5ijwawMpeHuCWG+ErGAAWHx//yTa9vb1ZmzZt2OPHj3nljx49YgDYnTt3KvV/woQJn2yXEEIIIVXLzs5mAFh2dnZDh8IYY4zmGNSy69evo7y8HB4eHigqKuLKbWxsKtXdvHkzdu7cifT0dBQUFKC4uJibqNuiRQt4eXnBxcUFvXr1gpOTEwYPHgx1dXUAwIwZMzB27Fj88ccfcHJywg8//AA9Pb0qY6qYBHzq1ClkZGSgtLQUBQUFlZ4YmJubc/8WCARQU1NDZmYmACA5ORnm5uaQkpLi6tja2lY6VlXDiIyMjHD8+HFe2d9//80bn37r1i1ERkZWOS8hNTUVhoaGAID27dtX2cd/x2Jra8ub2Lx//35s3LgRqampyM3NRWlpKeTl5bntiYmJGDduXJVtJyUloaysjIuhQlFREVq2bAng/fnp168fb7udnR3Wr1+PsrIyiIuLV9n2h7y8vNCrVy8YGRnB1dUV3333HZydnausKxQKIRQKP9lmTTDGMGXKFBw5cgRRUVHQ0dHhba+YRC8mxn/AKC4ujvLy8lqJgRBCCCENj4YSfSF9fX0IBIJK73vX1dWFvr4+pKWleeX/Hm4UGhqKWbNmYcyYMTh37hwSExMxatQoFBcXc3WCg4MRGxvLTfw0NDTE1atXAbwfmnT37l306dMHFy5cgKmpKY4cOVJlrLNmzcKRI0fw888/49KlS0hMTISZmRnvWAAqDUUSCASf9cGvuLgYYWFhlRIDSUlJ6Ovr8xYtLS1endzcXLi7uyMxMZG3PHz4EN27d+fqVTds62NiY2Ph4eGB3r174+TJk0hISMC8efN4/f/39fp3bOLi4oiPj+fFlpycXGleyMcIBAIwxnhlH85zsLa2xpMnT7B06VIUFBRg8ODB+P777z+jp1/G29sbf/75J/bu3Qs5OTm8ePECL168QEFBAQDA2NgY+vr6mDBhAq5fv47U1FSsXbsW4eHh6N+/f53HRwghhJD6QYnBF2rZsiV69eqFX3/9lfe+95qKiYlBly5dMHnyZFhZWUFfXx+pqamV6llZWcHf3x9XrlxBu3btsHfvXm6boaEhpk+fjnPnzmHgwIEIDg6u9lheXl4YMGAAzMzMoKamhrS0tM+K18TEBLdv30ZhYSFXVpGkVIiKikLz5s1hYWHxWW0D7z8U3717F9ra2pWSiJokA/+O5erVqzAxMQHw/lWbWlpamDdvHmxsbGBgYMBN4q5gbm6OiIiIKtu2srJCWVkZMjMzK8WmpqYG4P35iYmJ4e0XExMDQ0ND7mmBsrIyMjIyuO0PHz6s9EpbeXl5DBkyBNu3b8f+/ftx6NAhvHnz5pP9/y+CgoKQnZ0NBwcHqKurc8v+/fsBvE8YT58+DWVlZbi7u8Pc3By7d+/Grl270Lt37zqNjRBCCCH1hxKD/+C3335DaWkpbGxssH//fiQnJyMlJQV//vkn7t+//9HhIwYGBoiLi8PZs2fx4MEDLFiwADdu3OC2P3nyBP7+/oiNjcXTp09x7tw5PHz4ECYmJigoKICPjw+ioqLw9OlTxMTE4MaNG9wH4aqOdfjwYSQmJuLWrVsYPnz4Zw8BGT58OAQCAcaNG4d79+7h9OnTWLNmDa/O8ePHv+htRMD7u9Zv3rzBsGHDcOPGDaSmpuLs2bMYNWoUysrKPrn/wYMHsXPnTjx48ACLFi3C9evX4ePjA+B9/9PT0xEaGorU1FRs3Lix0tOVRYsWYd++fVi0aBGSk5ORlJSElStXAnifgHl4eGDkyJE4fPgwnjx5guvXryMwMBCnTp0CAMycORMRERFYunQpHjx4gF27duHXX3/lTdDu0aMHfv31VyQkJCAuLg4TJ07kPaVZt24d9u3bh/v37+PBgwc4ePAg1NTU6vzL6hhjVS5eXl5cHQMDAxw6dAgvX75EXl4ebt26hREjRtRpXIQQQgipX5QY/Ad6enpISEiAk5MT/P39YWFhARsbG2zatAmzZs3C0qVLq913woQJGDhwIIYMGYJOnTrh9evXmDx5MrddRkYG9+/fx6BBg2BoaIjx48fD29sbEyZMgLi4OF6/fo2RI0fC0NAQgwcPhpubGxYvXlzlsdatW4fmzZujS5cucHd3h4uLC6ytrT+rr7Kysjhx4gSSkpJgZWWFefPmcR+cK/yXxKBVq1aIiYlBWVkZnJ2dYWZmBl9fXygqKlYa216VxYsXIzQ0lLubvW/fPpiamgIA+vbti+nTp8PHxweWlpa4cuUKFixYwNvfwcEBBw8exPHjx2FpaYkePXrg+vXr3Pbg4GCMHDkSM2fOhJGREfr3748bN25AU1MTwPsnHgcOHEBoaCjatWuHhQsXYsmSJbwP12vXroWGhga6deuG4cOHY9asWZCRkeG2y8nJYdWqVbCxsUGHDh2QlpaG06dP16j/hBBCCCH/lYD9e9AzIV/g5s2b6NGjB/75558m/eVtX6ucnBwoKCgg8mgAutuacuU3bz9Gh15+iI+P/+xkkBBCCCF1q+Lvd3Z2Nu+lKA2F3kpEakVpaSk2bdpESUEDe/AoA7Ki/3tzVPKDvxswGkIIIYQ0JvTEgJAmoOKOQ1VkZKSRnHyfG/ZECCGEkK8DPTEghNSZ6OjoSt8FoaSkREkBIYQQQj6JEgNCmhBLS8uv4o4DIYQQQhofSgwIaUISExOr/PZoQgipbfQ0kpCmhxIDQpoQe3v7hg6BEPKNoPlLhDQ9lBgQ0oRs2dwJVpYtGzoMQkgTdz8lG56jY/Dq1StKDAhpQigxIKQJMTCQh7UVJQaEEEII+Xz0laqEEEIIqRMXL16Eu7s7WrVqBYFAgKNHj360/uXLl2FnZ4eWLVtCWloaxsbG+OWXX6qtv2LFCggEAvj6+lbaFhsbix49ekAkEkFeXh7du3dHQUHBf+wRIU0bJQakznh5eUEgEEAgEEBSUhL6+vpYsmQJSktL/1O7UVFREAgEyMrKqp1AP4OOjg7Onz//0Ri0tbWxfv36eo+NEEK+Nnl5ebCwsMDmzZtrVF8kEsHHxwcXL15EcnIy5s+fj/nz52Pbtm2V6t64cQNbt26Fubl5pW2xsbFwdXWFs7Mzrl+/jhs3bsDHxwdiYvSxh5CPoaFEpE65uroiODgYRUVFOH36NLy9vdGsWTP4+/s3dGgAgJKSkhp/W/Pt27fx9u1b2NvbIyYmpo4jI4SQxs/NzQ1ubm41rm9lZQUrKytuXVtbG4cPH8alS5cwfvx4rjw3NxceHh7Yvn07li1bVqmd6dOnY+rUqfDz8+PKjIyMvrAXhHw7KHUmdUooFEJNTQ1aWlqYNGkSnJyccPz4caxbtw5mZmYQiUTQ0NDA5MmTkZuby+339OlTuLu7o3nz5hCJRGjbti1Onz6NtLQ0ODo6AgCaN28OgUAALy8vAFXfqbe0tERAQAC3LhAIEBQUhL59+0IkEmH58uUAgGPHjsHa2hpSUlLQ1dXF4sWLKz3ZOHbsGFxdXWucSFT4WF/z8vIgLy+Pv/76i7fP0aNHIRKJ8O7du886FiGENCUJCQm4cuVKpTeueXt7o0+fPnBycqq0T2ZmJq5duwYVFRV06dIFqqqqsLe3x+XLl+srbEIaLUoMSL2SlpZGcXExxMTEsHHjRty9exe7du3ChQsXMGfOHK6et7c3ioqKcPHiRSQlJWHlypWQlZWFhoYGDh06BABISUlBRkYGNmzY8FkxBAQEYMCAAUhKSsLo0aNx6dIljBw5EtOmTcO9e/ewdetWhISEcElDhePHj6Nfv36f3eeP9VUkEmHo0KEIDg7m7RMcHIzvv/8ecnJyn308Qghp7Nq0aQOhUAgbGxt4e3tj7Nix3LbQ0FDcvHkTgYGBVe77+PFjAO9/148bNw5hYWGwtrZGz5498fDhw3qJn5DGioYSkXrBGENERATOnj2LKVOm8CaKaWtrY9myZZg4cSJ+++03AEB6ejoGDRoEMzMzAICuri5Xv0WLFgAAFRUVKCoqfnYsw4cPx6hRo7j10aNHw8/PD56entyxli5dijlz5mDRokUAgL///hu3b9+u9Ei8TZs2ldrPz8/nrX+qr2PHjkWXLl2QkZEBdXV1ZGZm4vTp0zh//ny1fSgqKkJRURG3npOTU8PeE0LI1+/SpUvIzc3F1atX4efnB319fQwbNgzPnj3DtGnTEB4eDikpqSr3LS8vBwBMmDCB+11vZWWFiIgI7Ny5s9qEghBCiQGpYydPnoSsrCxKSkpQXl6O4cOHIyAgAOfPn0dgYCDu37+PnJwclJaWorCwEPn5+ZCRkcHUqVMxadIknDt3Dk5OThg0aFCVE8y+hI2NDW/91q1biImJ4T0hKCsr48Vz/PhxdO3atVIicunSpUp39R0cHHjrn+prx44d0bZtW+zatQt+fn74888/oaWlhe7du1fbh8DAQCxevPjLTgAhhHzldHR0AABmZmZ4+fIlAgICMGzYMMTHxyMzMxPW1tZc3bKyMly8eBG//vorioqKoK6uDgAwNTXltWliYoL09PT66wQhjRANJSJ1ytHREYmJiXj48CEKCgqwa9cu/PPPP/juu+9gbm6OQ4cOIT4+nntjRXFxMYD3d9EfP36MESNGICkpCTY2Nti0adNHjyUmJgbGGK+spKSkUj2RSMRbz83NxeLFi5GYmMgtSUlJePjwIXdH6vjx4+jbt2+ltnR0dKCvr89bJCT+L99OS0v7ZF8r+hsSEgLg/TCiUaNGQSAQVNtXf39/ZGdnc8uzZ88+em4IIaSxKi8v556Q9uzZE0lJSbzf1zY2NvDw8EBiYiLExcWhra2NVq1aISUlhdfOgwcPoKWl1RBdIKTRoCcGpE6JRCLo6+vzyuLj41FeXo61a9dyr447cOBApX01NDQwceJETJw4Ef7+/ti+fTumTJkCSUlJAO/vEn1IWVkZGRkZ3HpOTg6ePHnyyRitra2RkpJSKc4Kubm5iIyMRFBQ0Cfb+rea9vXHH3/EnDlzsHHjRty7d48b1lQdoVAIoVD42fEQQkh9ys3NxaNHj7j1J0+eIDExES1atKjyG5M3b94MTU1NGBsbA3j/PQhr1qzB1KlTAQBycnJo164dbx+RSISWLVty5QKBALNnz8aiRYtgYWEBS0tL7Nq1C/fv36/0ogdCCB8lBqTe6evro6SkBJs2bYK7uztiYmKwZcsWXh1fX1+4ubnB0NAQb9++RWRkJExMTAAAWlpaEAgEOHnyJHr37g1paWnIysqiR48eCAkJgbu7OxQVFbFw4UKIi4t/Mp6FCxfiu+++g6amJr7//nuIiYnh1q1buHPnDpYtW4awsDAYGhpCW1u7TvoKvH/D0sCBAzF79mw4OztXOXeBEEIam7i4OO5NcgAwY8YMAICnpydCQkIQEBCAkJAQpKWlAXj/dMDf3x9PnjyBhIQE9PT0sHLlSkyYMOGzjuvr64vCwkJMnz4db968gYWFBcLDw6Gnp1drfSOkKaKhRKTeWVhYYN26dVi5ciXatWuHPXv2VJoMVlZWBm9vb5iYmMDV1RWGhobcZN3WrVtj8eLF8PPzg6qqKnx8fAC8H15jb2+P7777Dn369EH//v1r9EfAxcUFJ0+exLlz59ChQwd07twZv/zyC/fI+dixY1UOI6qtvlYYM2YMiouLMXr06C86FiGEfG0cHBzAGKu0VAydfPLkCW9e1pQpU3Dnzh3k5eUhOzsbN2/exKRJkz76xWRRUVFVfqmkn58fnj17hry8PFy5cgVdu3at5d4R0vQI2L8HZRNCOKWlpVBVVcWZM2fQsWPHOj3WH3/8genTp+P58+fccKmaysnJgYKCAiLO9UL3rmp1FCEhhLx3M+E1OtmdRnx8PG8i8OdgjEFbWxuXL1+GhoZGLUdISONQ8fc7Ozsb8vLyDR0ODSUi5GPevHmD6dOno0OHDnV2jPz8fGRkZGDFihWYMGHCZycFhBDSGAkEAjx9+rShwyCEfIASA0I+QkVFBfPnz6/TY6xatQrLly9H9+7d4e/v/5/aevgwB7Kiz/tmZkII+Vz3U7IbOgRCSB2goUSENAEVjyIJIaS+yMhIIzn5fpVvFyKE1AwNJSKE1Jno6GjIyso2dBiEkG+AkpISJQWENDGUGBDShFhaWn4VdxwIIYQQ0vhQYkBIE5KYmEhPDEijQnedCSHk60GJASFNiL29fUOHQMhnkZGWQvL9FEoOCCHkK0CJASFNyE9DTGGsQUOJSOOQ9jIPC/9IwqtXrygxIISQrwAlBoQ0IVoqMpQYEEIIIeSLVP8d44QQQkgDKysrw4IFC6CjowNpaWno6elh6dKl+PBN24cPH4azszNatmwJgUCAxMTESu2kpqZiwIABUFZWhry8PAYPHoyXL1/WY08IIeTrR4kB+aSoqCgIBAJkZWV9tJ62tjbWr19fLzF9rrS0tGo/MBBCvl4rV65EUFAQfv31VyQnJ2PlypVYtWoVNm3axNXJy8tD165dsXLlyirbyMvLg7OzMwQCAS5cuICYmBgUFxfD3d0d5eXl9dUVQgj56lFi0MS9ePECU6ZMga6uLoRCITQ0NODu7o6IiIgvbjMkJASKioqVym/cuIHx48f/h2j5GuLD/KNHjzBq1Ci0adMGQqEQOjo6GDZsGOLi4uotBkLI/7ly5Qr69euHPn36QFtbG99//z2cnZ1x/fp1rs6IESOwcOFCODk5VdlGTEwM0tLSEBISAjMzM5iZmWHXrl2Ii4vDhQsX6qsrhBDy1aPEoAlLS0tD+/btceHCBaxevRpJSUkICwuDo6MjvL29a/14ysrKkJGRqfV260tcXBzat2+PBw8eYOvWrbh37x6OHDkCY2NjzJw5s9r9SkpK6jFKQr4tXbp0QUREBB48eAAAuHXrFi5fvgw3N7cat1FUVASBQAChUMiVSUlJQUxMDJcvX671mAkhpLGixKAJmzx5MgQCAa5fv45BgwbB0NAQbdu2xYwZM3D16lUAVd+Vz8rKgkAgQFRUVKU2o6KiMGrUKGRnZ0MgEEAgECAgIAAAfyjR8OHDMWTIEN6+JSUlUFJSwu7duwEAYWFh6Nq1KxQVFdGyZUt89913SE1N5err6OgAAKysrCAQCODg4MBt+/3332FiYgIpKSkYGxvjt99+4x3r+vXrsLKygpSUFGxsbJCQkPDRc8UYg5eXFwwMDHDp0iX06dMHenp6sLS0xKJFi3Ds2DHe+dq/fz/s7e0hJSWFPXv2oLy8HEuWLOGeNFhaWiIsLIxrv2K/0NBQdOnSBVJSUmjXrh2io6O5Om/fvoWHhweUlZUhLS0NAwMDBAcHfzRuQpo6Pz8/DB06FMbGxmjWrBmsrKzg6+sLDw+PGrfRuXNniEQizJ07F/n5+cjLy8OsWbNQVlaGjIyMOoyeEEIaF0oMmqg3b94gLCwM3t7eEIlElbZXNRSoJrp06YL169dDXl4eGRkZyMjIwKxZsyrV8/DwwIkTJ5Cbm8uVnT17Fvn5+RgwYACA9+N+Z8yYgbi4OEREREBMTAwDBgzgxvxWDBU4f/48MjIycPjwYQDAnj17sHDhQixfvhzJycn4+eefsWDBAuzatQsAkJubi++++w6mpqaIj49HQEBAlTF+KDExEXfv3sXMmTMhJlb5v8W/z5efnx+mTZuG5ORkuLi4YMOGDVi7di3WrFmD27dvw8XFBX379sXDhw95+82ePRszZ85EQkICbG1t4e7ujtevXwMAFixYgHv37uHMmTNITk5GUFAQlJSUqoy3qKgIOTk5vIWQpujAgQPYs2cP9u7di5s3b2LXrl1Ys2YN9/+9JpSVlXHw4EGcOHECsrKyUFBQQFZWFqytrav8/04IId8qel1pE/Xo0SMwxmBsbFyr7UpKSkJBQQECgQBqamrV1nNxcYFIJMKRI0cwYsQIAMDevXvRt29fyMnJAQAGDRrE22fnzp1QVlbGvXv30K5dOygrKwMAWrZsyTvWokWLsHbtWgwcOBDA+ycL9+7dw9atW+Hp6Ym9e/eivLwcO3bsgJSUFNq2bYv//e9/mDRpUrXxVnyAr+n58vX15Y4PAGvWrMHcuXMxdOhQAO8nTEZGRmL9+vXYvHkzV8/Hx4frd1BQEMLCwrBjxw7MmTMH6enpsLKygo2NDYD3T2CqExgYiMWLF9coVkIas9mzZ3NPDQDAzMwMT58+RWBgIDw9PWvcjrOzM1JTU/Hq1StISEhAUVERampq0NXVravQCSGk0aFbJU3Uh6/yawgSEhIYPHgw9uzZA+D904Fjx47xHv8/fPgQw4YNg66uLuTl5bkPwunp6dW2m5eXh9TUVIwZMwaysrLcsmzZMm4YUnJyMszNzSElJcXtZ2tr+9F4P/d8VXx4B4CcnBw8f/4cdnZ2vDp2dnZITk7mlX0Yh4SEBGxsbLg6kyZNQmhoKCwtLTFnzhxcuXKl2uP7+/sjOzubW549e/ZZ8RPSWOTn51e6qy8uLv7FbxNSUlKCoqIiLly4gMzMTPTt27c2wiSEkCaBnhg0UQYGBhAIBLh///5H61X8wf3wg3FtTab18PCAvb09MjMzER4eDmlpabi6unLb3d3doaWlhe3bt6NVq1YoLy9Hu3btUFxcXG2bFUOTtm/fjk6dOvG2iYuLf3GshoaGAID79+/Dysrqk/WrGp71X7m5ueHp06c4ffo0wsPD0bNnT3h7e2PNmjWV6gqFQt5ESkKaKnd3dyxfvhyamppo27YtEhISsG7dOowePZqr8+bNG6Snp+P58+cAgJSUFACAmpoa97QxODgYJiYmUFZWRmxsLKZNm4bp06fDyMio/jtFCCFfKXpi0ES1aNECLi4u2Lx5M/Ly8iptr/hOgorhOh9OwPvU60ElJSVRVlb2yRi6dOkCDQ0N7N+/H3v27MEPP/yAZs2aAQBev36NlJQUzJ8/Hz179oSJiQnevn1b6TgAeMdSVVVFq1at8PjxY+jr6/OWisnKJiYmuH37NgoLC7n9KiZbV8fS0hKmpqZYu3ZtlXciP/YdDvLy8mjVqhViYmJ45TExMTA1NeWVfRhHaWkp4uPjYWJiwpUpKyvD09MTf/75J9avX49t27Z9NG5CmrpNmzbh+++/x+TJk2FiYoJZs2ZhwoQJWLp0KVfn+PHjsLKyQp8+fQAAQ4cOhZWVFbZs2cLVSUlJQf/+/WFiYoIlS5Zg3rx5VSbdhBDyLaMnBk3Y5s2bYWdnh44dO2LJkiUwNzdHaWkpwsPDERQUhOTkZEhLS6Nz585YsWIFdHR0kJmZifnz53+0XW1tbeTm5iIiIgIWFhaQkZGp9jWlw4cPx5YtW/DgwQNERkZy5c2bN0fLli2xbds2qKurIz09HX5+frx9VVRUIC0tjbCwMLRp0wZSUlJQUFDA4sWLMXXqVCgoKMDV1RVFRUWIi4vD27dvMWPGDAwfPhzz5s3DuHHj4O/vj7S0tE9+ABAIBAgODoaTkxO6deuGefPmwdjYGLm5uThx4gTOnTvHe4PQv82ePRuLFi3i3mQUHByMxMREbijVh9fEwMAAJiYm+OWXX/D27VvuzufChQvRvn17tG3bFkVFRTh58iQvaSDkWyQnJ4f169d/9MsTvby84OXl9dF2VqxYgRUrVtRucIQQ0sTQE4MmTFdXFzdv3oSjoyNmzpyJdu3aoVevXoiIiEBQUBBXb+fOnSgtLUX79u3h6+uLZcuWfbTdLl26YOLEiRgyZAiUlZWxatWqaut6eHjg3r17aN26NW8MvpiYGEJDQxEfH4927dph+vTpWL16NW9fCQkJbNy4EVu3bkWrVq3Qr18/AMDYsWPx+++/Izg4GGZmZrC3t0dISAj3xEBWVhYnTpxAUlISrKysMG/evGq/EfVDHTt2RFxcHPT19TFu3DiYmJigb9++uHv37ie/0Xnq1KmYMWMGZs6cCTMzM4SFheH48eMwMDDg1av4cGJhYYHLly/j+PHj3JuHJCUl4e/vD3Nzc3Tv3h3i4uIIDQ39ZNyEEEIIIbVBwBp6lioh34C0tDTo6OggISEBlpaWtd5+Tk4OFBQUsHWKDaz0W9R6+4TUhfvPcjByzVXEx8fD2tq6ocMhhJB6V/H3Ozs7G/Ly8g0dDg0lIqQpeZqZD2kh/bcmjUPay8rznwghhDQc+gRBSBPy8/57DR0CIZ9FRlqq2i/yI4QQUr8oMSCkHmhra9fLd0tER0dDVla2zo9DSG1RUlKCpqZmQ4dBCCEElBgQ0qRYWlp+FWMUCSGEENL40FuJCCGEEEIIIfTEgJCmJDExkTeUiIZpEEIIIaSmKDEgpAmxt7fnrcvIyCA5OZmSA0IIIYR8EiUGhDQhfqt/g7GZFQAg7dF9BPiMwqtXrygxIIQQQsgn0RwDQpoQLV1DGJtbwdjcCtr6xp+sHxgYiA4dOkBOTg4qKiro378/UlJSuO1v3rzBlClTYGRkBGlpaWhqamLq1KnIzs6uy24QQgghpAFQYkDqhYODA3x9fRs6jBqJioqCQCBAVlZWnR9LIBDg6NGjdX6c6kRHR8Pb2xtXr15FeHg4SkpK4OzsjLy891889fz5czx//hxr1qzBnTt3EBISgrCwMIwZM6bBYiaEEEJI3aDEoInasmUL5OTkUFpaypXl5uaiWbNmcHBw4NWt+CCcmppaz1HWnLq6OlasWMEr8/Pzg0AgQFRUFK/cwcEBI0aMqFG7jSlhqQthYWHw8vJC27ZtYWFhgZCQEKSnpyM+Ph4A0K5dOxw6dAju7u7Q09NDjx49sHz5cpw4cYL3s0UIIYSQxo8SgybK0dERubm5iIuL48ouXboENTU1XLt2DYWFhVx5ZGQkNDU1oaen1xCh1oiDg0OlBCAyMhIaGhq88sLCQly9ehU9evSo3wCbiIohQi1atPhoHXl5eUhI0BQlQgghpCmhxKCJMjIygrq6Ou9Dc1RUFPr16wcdHR1cvXqVV+7o6AgAKCoqwtSpU6GiogIpKSl07doVN27c4LUdHR2Njh07QigUQl1dHX5+fry7x3l5eRg5ciRkZWWhrq6OtWvX8vZfsmQJ2rVrVylmS0tLLFiwoMr+ODo6IiYmhjvOu3fvkJCQgLlz5/L6GBsbi6KiIq4/d+7cgZubG2RlZaGqqooRI0bg1atXAAAvLy9ER0djw4YNEAgEEAgESEtLq3Ts169fY9iwYWjdujVkZGRgZmaGffv28eo4ODhg6tSpmDNnDlq0aAE1NTUEBATw6jx8+BDdu3eHlJQUTE1NER4eztteXFwMHx8fqKurQ0pKClpaWggMDKzyfNSF8vJy+Pr6ws7OrsrrAwCvXr3C0qVLMX78+HqLixBCCCH1gxKDJszR0RGRkZHcemRkJBwcHGBvb8+VFxQU4Nq1a9wH6Tlz5uDQoUPYtWsXbt68CX19fbi4uODNmzcAgL///hu9e/dGhw4dcOvWLQQFBWHHjh1YtmwZd5zZs2cjOjoax44dw7lz5xAVFYWbN29y20ePHo3k5GRewpGQkIDbt29j1KhR1fYlNzeX2+fSpUswNDTEoEGDeE9AIiMjoa2tDW1tbWRlZaFHjx6wsrJCXFwcwsLC8PLlSwwePBgAsGHDBtja2mLcuHHIyMhARkYGNDQ0Kh27sLAQ7du3x6lTp3Dnzh2MHz8eI0aMwPXr13n1du3aBZFIhGvXrmHVqlVYsmQJ9+G/vLwcAwcOhKSkJK5du4YtW7Zg7ty5vP03btyI48eP48CBA0hJScGePXugra1d5fkoKipCTk4Ob/mvvL29cefOHYSGhla5PScnB3369IGpqWmlpIcQQgghTQAjTdb27duZSCRiJSUlLCcnh0lISLDMzEy2d+9e1r17d8YYYxEREQwAe/r0KcvNzWXNmjVje/bs4dooLi5mrVq1YqtWrWKMMfbTTz8xIyMjVl5eztXZvHkzk5WVZWVlZezdu3dMUlKSHThwgNv++vVrJi0tzaZNm8aVubm5sUmTJnHrU6ZMYQ4ODh/tT+vWrdnPP//MGGNs9uzZbPLkyYwxxgwNDdmFCxcYY4x169aNjRo1ijHG2NKlS5mzszOvjWfPnjEALCUlhTHGmL29PS8uxhiLjIxkANjbt2+rjaVPnz5s5syZ3Lq9vT3r2rUrr06HDh3Y3LlzGWOMnT17lklISLC///6b237mzBkGgB05coQ7Bz169OCd2+osWrSIAai0BB06z64+L2RXnxeykLBYBoDFx8d/sj1vb2/Wpk0b9vjx4yq35+TkMFtbW9azZ09WUFDwyfYIIYQQ8mnZ2dkMAMvOzm7oUBhjjNETgybMwcEBeXl5uHHjBneHXVlZGfb29txd9qioKOjq6kJTUxOpqakoKSmBnZ0d10azZs3QsWNHJCcnAwCSk5Nha2sLgUDA1bGzs0Nubi7+97//ITU1FcXFxejUqRO3vUWLFjAyMuLFNm7cOOzbtw+FhYUoLi7G3r17MXr06E/2p2LYUFRUFDeJ2t7eHlFRUZWefty6dQuRkZGQlZXlFmPj96/w/JyJ1mVlZVi6dCnMzMzQokULyMrK4uzZs0hPT+fVMzc3562rq6sjMzMTwPvzpqGhgVatWnHbbW1tefW9vLyQmJgIIyMjTJ06FefOnas2Jn9/f2RnZ3PLs2fPatyfDzHG4OPjgyNHjuDChQvQ0dGpVCcnJwfOzs6QlJTE8ePHISUl9UXHIoQQQsjXjWYPNmH6+vpo06YNIiMj8fbtW+5bcVu1agUNDQ1cuXIFkZGRDTJR193dHUKhEEeOHIGkpCRKSkrw/ffff3QfR0dHTJs2Da9fv0ZCQgLXH3t7e2zduhXdu3dHcXEx15/c3Fy4u7tj5cqVldpSV1evcayrV6/Ghg0bsH79epiZmUEkEsHX1xfFxcW8es2aNeOtCwQClJeX1/g41tbWePLkCc6cOYPz589j8ODBcHJywl9//VWprlAohFAorHHb1fH29sbevXtx7NgxyMnJ4cWLFwAABQUFSEtLc0lBfn4+/vzzT96wJWVlZYiLi//nGAghhBDydaAnBk2co6MjoqKieHfYAaB79+44c+YMrl+/zt1h19PTg6SkJGJiYrh6JSUluHHjBkxNTQEAJiYmiI2NBWOMqxMTEwM5OTm0adMGenp6aNasGa5du8Ztf/v2LR48eMCLS0JCAp6enggODkZwcDCGDh0KaWnpT/YlLy8P69atg4GBAVRUVLi+XL9+HWfOnIGBgQFat24N4P0H7bt370JbWxv6+vq8RSQSAQAkJSVRVlb20ePGxMSgX79++PHHH2FhYQFdXd1K/fkUExMTPHv2DBkZGVzZhxPAK8jLy2PIkCHYvn079u/fj0OHDnHzO+pCUFAQsrOz4eDgAHV1dW7Zv38/AODmzZu4du0akpKSoK+vz6vzpU8pCCGEEPJ1oicGTZyjoyO8vb1RUlLC3WEH3t9l9/HxQXFxMZcYiEQiTJo0CbNnz0aLFi2gqamJVatWIT8/n/tCq8mTJ2P9+vWYMmUKfHx8kJKSgkWLFmHGjBkQExODrKwsxowZg9mzZ6Nly5ZQUVHBvHnzICZWOQcdO3YsTExMAICXjFSnYsjTpk2b4OHhwZVXDNHZtm0bhg0bxpV7e3tj+/btGDZsGPe2oEePHiE0NBS///47xMXFoa2tjWvXriEtLQ2ysrJVvqbTwMAAf/31F65cuYLmzZtj3bp1ePnyJZcs1YSTkxMMDQ3h6emJ1atXIycnB/PmzePVWbduHdTV1WFlZQUxMTEcPHgQampqUFRUrPFxPteHCV5VHBwcPlmHEEIIIU0DPTFo4hwdHVFQUAB9fX2oqqpy5fb29nj37h33WtMKK1aswKBBgzBixAhYW1vj0aNHOHv2LJo3bw4AaN26NU6fPo3r16/DwsICEydOxJgxYzB//nyujdWrV6Nbt25wd3eHk5MTunbtivbt21eKzcDAAF26dIGxsTFvTsKn+vPu3btKX9JW0Z+KJAd4P2QqJiYGZWVlcHZ2hpmZGXx9faGoqMglKrNmzYK4uDhMTU2hrKxcad4AAMyfPx/W1tZwcXGBg4MD1NTU0L9//xrFW0FMTAxHjhxBQUEBOnbsiLFjx2L58uW8OnJycli1ahVsbGzQoUMHpKWl4fTp01UmVYQQQgghtU3A6HYgaSCMMRgYGGDy5MmYMWNGQ4fTqOXk5EBBQQFBh87DyrYrAOD+7QR4udoiPj4e1tbWDRwhIYQQQv6t4u93xZeHNjQaSkQaxD///IPQ0FC8ePGi2u8uIIQQQggh9YcSA9IgVFRUoKSkhG3btnHDlMh/9/TxA0j//4nVaY/uN3A0hBBCCGlMKDEgDYJGsNWNFbMn89ZlZGSgpKTUQNEQQgghpDGhxICQJiQ6OhqysrLcupKSEjQ1NRswIkIIIYQ0FpQYENKEWFpafhWTlwghhBDS+NB7EAlpQhITE6t85SohhBBCyKdQYkBIE2Jvbw9jExNKDgghhBDy2SgxIKQJMRs4CgX5+Xj16lVDh0IIIYSQRoYSA0KaEJGSWkOHQAghhJBGihKDRkZbWxvr169v6DCatICAAFhaWtb5caKioiAQCJCVlVXnx/q3ixcvwt3dHa1atYJAIMDRo0d52xljWLhwIdTV1SEtLQ0nJyc8fPiw3uMkhBBCSP35rMTAy8sLAoGg0uLq6lpX8X0VQkJCoKio+J/qVfXhi9TM/fv3IRAIcPXqVV55586dISUlhcLCQq6ssLAQUlJS2LFjR43a/lavS15eHiwsLLB58+Yqt69atQobN27Eli1bcO3aNYhEIri4uPDONSGEEEKals9+XamrqyuCg4N5ZUKhsNYCqqmSkhI0a9as3o/bUIqLiyEpKdnQYTQIY2NjqKmpISoqCp07dwYAvHv3Djdv3oSqqiquXr0KBwcHAEBsbCyKiorQo0ePBoz46+fm5gY3N7cqtzHGsH79esyfPx/9+vUDAOzevRuqqqo4evQohg4dWp+hEkIIIaSefPZQIqFQCDU1Nd7SvHlzbrtAIMDWrVvx3XffQUZGBiYmJoiNjcWjR4/g4OAAkUiELl26IDU1ldfusWPHYG1tDSkpKejq6mLx4sUoLS3ltRsUFIS+fftCJBJh+fLlAIBly5ZBRUUFcnJyGDt2LPz8/CoNA/n9999hYmICKSkpGBsb47fffuO2paWlQSAQ4PDhw3B0dISMjAwsLCwQGxsL4P1wj1GjRiE7O5t7QhIQEPC5p62SZ8+eYfDgwVBUVESLFi3Qr18/pKWlcdu9vLzQv39/LF++HK1atYKRkRG37d27dxg2bBhEIhFat25d6a7vunXrYGZmBpFIBA0NDUyePBm5ubm8OjExMXBwcICMjAyaN28OFxcXvH37FgBQXl6OwMBA6OjoQFpaGhYWFvjrr794+0dHR6Njx44QCoVQV1eHn58f73pVNeTJ0tKSO3eMMQQEBEBTUxNCoRCtWrXC1KlTqz1fjo6OiIqK4tYvX74MQ0NDuLu788qjoqKgpaUFHR0dAB//udLW1gYADBgwAAKBgFv/txs3bqBXr15QUlKCgoIC7O3tcfPmTV4dgUCA33//HQMGDICMjAwMDAxw/PhxXp3Tp0/D0NAQ0tLScHR05F1vAHj69Cnc3d3RvHlziEQitG3bFqdPn672nNSVJ0+e4MWLF3BycuLKFBQU0KlTJ+7/BSGEEEKanjqZY7B06VKMHDkSiYmJMDY2xvDhwzFhwgT4+/sjLi4OjDH4+Phw9S9duoSRI0di2rRpuHfvHrZu3YqQkBDuw3+FgIAADBgwAElJSRg9ejT27NmD5cuXY+XKlYiPj4empiaCgoJ4++zZswcLFy7E8uXLkZycjJ9//hkLFizArl27ePXmzZuHWbNmITExEYaGhhg2bBhKS0vRpUsXrF+/HvLy8sjIyEBGRgZmzZr1n85PSUkJXFxcICcnh0uXLiEmJgaysrJwdXVFcXExVy8iIgIpKSkIDw/HyZMnufLVq1fDwsICCQkJ8PPzw7Rp0xAeHs5tFxMTw8aNG3H37l3s2rULFy5cwJw5c7jtiYmJ6NmzJ0xNTREbG4vLly/D3d0dZWVlAIDAwEDs3r0bW7Zswd27dzF9+nT8+OOPiI6OBgD8/fff6N27Nzp06IBbt24hKCgIO3bswLJly2p8Dg4dOoRffvkFW7duxcOHD3H06FGYmZlVW9/R0RGXL1/mPtRHRkbCwcEB9vb2iIyM5OpFRkbC0dERwKd/rm7cuAEACA4ORkZGBrf+b+/evYOnpycuX76Mq1evwsDAAL1798a7d+949RYvXozBgwfj9u3b6N27Nzw8PPDmzRsA7xPBgQMHwt3dHYmJiVwS+yFvb28UFRXh4sWLSEpKwsqVK3nfYvyhoqIi5OTk8Jba8uLFCwCAqqoqr1xVVZXbRgghhJAmiH0GT09PJi4uzkQiEW9Zvnw5VwcAmz9/PrceGxvLALAdO3ZwZfv27WNSUlLces+ePdnPP//MO9Yff/zB1NXVee36+vry6nTq1Il5e3vzyuzs7JiFhQW3rqenx/bu3curs3TpUmZra8sYY+zJkycMAPv999+57Xfv3mUAWHJyMmOMseDgYKagoPDRc1NRD0Cl8yMSiRgAduTIEa5vRkZGrLy8nNu3qKiISUtLs7NnzzLG3p9rVVVVVlRUxDuGlpYWc3V15ZUNGTKEubm5VRvXwYMHWcuWLbn1YcOGMTs7uyrrFhYWMhkZGXblyhVe+ZgxY9iwYcMYY4z99NNPleLfvHkzk5WVZWVlZVycv/zyC68NCwsLtmjRIsYYY2vXrmWGhoasuLi42rg/9PDhQwaAi6tDhw7swIED7Pnz50woFLKCggKWn5/PhEIh27VrF2Os5j9XFdelwqJFi3g/Q/9WVlbG5OTk2IkTJ3jtfPhzn5ubywCwM2fOMMYY8/f3Z6amprx25s6dywCwt2/fMsYYMzMzYwEBATU6H4sWLWIAKi2dx/szACw+Pr5G7VTE/uE5iImJYQDY8+fPefV++OEHNnjw4Bq3SwghhJCPy87OZgBYdnZ2Q4fCGGPss+cYODo6Vror36JFC966ubk59++Ku44f3g1WVVVFYWEhcnJyIC8vj1u3biEmJob3hKCsrAyFhYXIz8+HjIwMAMDGxoZ3nJSUFEyePJlX1rFjR1y4cAHA+wmWqampGDNmDMaNG8fVKS0thYKCQrUxq6urAwAyMzNhbGz8sdNRiZycXKVhJgBgYGDA/fvWrVt49OgR5OTkeHUKCwt5Q6zMzMyqnFdga2tbaf3DYTvnz59HYGAg7t+/j5ycHJSWlvLOZWJiIn744Ycq43/06BHy8/PRq1cvXnlxcTGsrKwAAMnJybC1tYVAIOC229nZITc3F//73/+gqalZZdsf+uGHH7B+/Xro6urC1dUVvXv3hru7OyQkqv6R1NfXR5s2bRAVFYW2bdsiISEB9vb2UFFRgaamJmJjY8EYQ1FREffEoKY/V5/y8uVLzJ8/H1FRUcjMzERZWRny8/MrfYnYhz9DIpEI8vLyyMzM5M5Zp06dePX/fR2nTp2KSZMm4dy5c3BycsKgQYN4bX7I398fM2bM4NZzcnKgoaFRo/58ipra+1eevnz5kvu/ULFeH29rIoQQQkjD+OzEQCQSQV9f/6N1PpwUXPHhsaqy8vJyAEBubi4WL16MgQMHVmpLSkqKd+zPUTGufvv27ZU+lImLi38y5or4PoeYmNgnz09ubi7at2+PPXv2VNqmrKzM/ftz+wu8nzPx3XffYdKkSVi+fDlatGiBy5cvY8yYMSguLoaMjAykpaU/GhsAnDp1Cq1bt+Zt+5xJ5mJiYmCM8cpKSkq4f2toaCAlJQXnz59HeHg4Jk+ejNWrVyM6OrraSeUODg6IjIyEubk5DAwMoKKiAgDccCLGGPT19bkPyDX9ufoUT09PvH79Ghs2bICWlhaEQiFsbW15w74AVIpbIBB81s/Q2LFj4eLiglOnTuHcuXMIDAzE2rVrMWXKlEp1hUJhnU3619HRgZqaGiIiIrhEICcnB9euXcOkSZPq5JiEEEIIaXifnRjUBWtra6SkpHzyA/W/GRkZ4caNGxg5ciRX9uE4cVVVVbRq1QqPHz+Gh4fHF8cnKSnJjb+vDdbW1ti/fz9UVFQgLy//2fv/+7WdV69ehYmJCQAgPj4e5eXlWLt2LcTE3k8hOXDgAK++ubk5IiIisHjx4kptm5qaQigUIj09Hfb29lUe38TEBIcOHQJjjEuiYmJiICcnhzZt2gB4n+BkZGRw++Tk5ODJkye8dqSlpeHu7g53d3d4e3vD2NgYSUlJsLa2rvK4jo6OmDp1KkxNTbm3EAFA9+7dsX37djDGuKcFQM1+rpo1a/bJaxsTE4PffvsNvXv3BvB+vsDnfrOwiYlJpcnI/76OwPuEaeLEiZg4cSL8/f2xffv2KhOD/yo3NxePHj3i1p88eYLExES0aNECmpqa8PX1xbJly2BgYAAdHR0sWLAArVq1Qv/+/Ws9FkIIIYR8HT47MSgqKqo0AVFCQgJKSkpfHMTChQvx3XffQVNTE99//z3ExMRw69Yt3Llz56MTWqdMmYJx48bBxsYGXbp0wf79+3H79m3o6upydRYvXoypU6dCQUEBrq6uKCoqQlxcHN6+fcsbivEx2trayM3NRUREBCwsLCAjI1PjYShV8fDwwOrVq9GvXz8sWbIEbdq0wdOnT3H48GHMmTOH+3BdnZiYGKxatQr9+/dHeHg4Dh48iFOnTgF4P+SmpKQEmzZtgru7O2JiYrBlyxbe/v7+/jAzM8PkyZMxceJESEpKIjIyEj/88AOUlJQwa9YsTJ8+HeXl5ejatSuys7MRExMDeXl5eHp6YvLkyVi/fj2mTJkCHx8fpKSkYNGiRZgxYwaXjPTo0QMhISFwd3eHoqIiFi5cyHtKExISgrKyMnTq1AkyMjL4888/IS0tDS0trWr77ejoiLy8POzcuRPbt2/nyu3t7TF27FgA4A0tq8nPlba2NiIiImBnZwehUMh7w1YFAwMD/PHHH7CxsUFOTg5mz5790acuVZk4cSLWrl2L2bNnY+zYsYiPj0dISAivjq+vL9zc3GBoaIi3b98iMjKSS/hqW1xcHC+Jqvi/4OnpiZCQEMyZMwd5eXkYP348srKy0LVrV4SFhX3WkxZCCCGENDKfMyHB09OzygmPRkZGXB38ayJjxeTehIQEriwyMpI36ZIxxsLCwliXLl2YtLQ0k5eXZx07dmTbtm2rtt0KS5YsYUpKSkxWVpaNHj2aTZ06lXXu3JlXZ8+ePczS0pJJSkqy5s2bs+7du7PDhw9XG9/bt28ZABYZGcmVTZw4kbVs2ZIB4CbQ/tvHJin/O/6MjAw2cuRIpqSkxIRCIdPV1WXjxo3jJp94enqyfv36VWpHS0uLLV68mP3www9MRkaGqampsQ0bNvDqrFu3jqmrqzNpaWnm4uLCdu/eXel8R0VFsS5dujChUMgUFRWZi4sLt728vJytX7+eGRkZsWbNmjFlZWXm4uLCoqOjeft36NCBSUpKMjU1NTZ37lxWUlLCbc/OzmZDhgxh8vLyTENDg4WEhPAmHx85coR16tSJycvLM5FIxDp37szOnz9f5bn7d/8BsIyMDF65trZ2lRNmP/Vzdfz4caavr88kJCSYlpYWY6zy5OObN28yGxsbJiUlxQwMDNjBgwcrTa6u6udTQUGBBQcHc+snTpxg+vr6TCgUsm7durGdO3fyrouPjw/T09NjQqGQKSsrsxEjRrBXr1598pww9n+Tl75k8jEhhBBCGsbXNvlYwNi/BoI3cr169YKamhr++OOPhg6FkHqTk5MDBQUFdB7vj6vbAhEfH1/tkCxCCCGEfB0q/n5nZ2d/0fDy2vZVzDH4Uvn5+diyZQtcXFwgLi6Offv2cZNZCSGEEEIIITXXqBMDgUCA06dPY/ny5SgsLISRkREOHTrE+8ZWQr4lea/oC8gIIYQQ8mWa3FAiQr5FFY8iAUBaRgb3k5Nr9H0ShBBCCGk4NJSIEFJnoqOjoa2tTUkBIYQQQj4bJQaENCGWlpZfxR0HQgghhDQ+Yg0dACGEEEIIIaThUWJACCGEEEIIocSAEEIIIYQQQokBIYQQQgghBJQYEEIIIYQQQkCJASGEEEIIIQSUGBBCCCGEEEJAiQEhhBBCCCEElBgQQgghhBBCQIkBIYQQQgghBJQYEEIIIYQQQkCJASGEEEIIIQSUGBBCCCGEEEIASDR0AISQ/44xBgDIyclp4EgIIYQQUlMVf7cr/o43NEoMCGkCXr9+DQDQ0NBo4EgIIYQQ8rnevXsHBQWFhg6DEgNCmoIWLVoAANLT07+KXyykajk5OdDQ0MCzZ88gLy/f0OGQatB1ahzoOjUOdJ0+jjGGd+/eoVWrVg0dCgBKDAhpEsTE3k8XUlBQoF+8jYC8vDxdp0aArlPjQNepcaDrVL2v6YYeTT4mhBBCCCGEUGJACCGEEEIIocSAkCZBKBRi0aJFEAqFDR0K+Qi6To0DXafGga5T40DXqXERsK/l/UiEEEIIIYSQBkNPDAghhBBCCCGUGBBCCCGEEEIoMSCEEEIIIYSAEgNCCCGEEEIIKDEgpEnYvHkztLW1ISUlhU6dOuH69esNHdI3IyAgAAKBgLcYGxtz2wsLC+Ht7Y2WLVtCVlYWgwYNwsuXL3ltpKeno0+fPpCRkYGKigpmz56N0tLS+u5Kk3Lx4kW4u7ujVatWEAgEOHr0KG87YwwLFy6Euro6pKWl4eTkhIcPH/LqvHnzBh4eHpCXl4eioiLGjBmD3NxcXp3bt2+jW7dukJKSgoaGBlatWlXXXWtSPnWdvLy8Kv3/cnV15dWh61S3AgMD0aFDB8jJyUFFRQX9+/dHSkoKr05t/Z6LioqCtbU1hEIh9PX1ERISUtfdI/9CiQEhjdz+/fsxY8YMLFq0CDdv3oSFhQVcXFyQmZnZ0KF9M9q2bYuMjAxuuXz5Mrdt+vTpOHHiBA4ePIjo6Gg8f/4cAwcO5LaXlZWhT58+KC4uxpUrV7Br1y6EhIRg4cKFDdGVJiMvLw8WFhbYvHlzldtXrVqFjRs3YsuWLbh27RpEIhFcXFxQWFjI1fHw8MDdu3cRHh6OkydP4uLFixg/fjy3PScnB87OztDS0kJ8fDxWr16NgIAAbNu2rc7711R86joBgKurK+//1759+3jb6TrVrejoaHh7e+Pq1asIDw9HSUkJnJ2dkZeXx9Wpjd9zT548QZ8+feDo6IjExET4+vpi7NixOHv2bL3295vHCCGNWseOHZm3tze3XlZWxlq1asUCAwMbMKpvx6JFi5iFhUWV27KyslizZs3YwYMHubLk5GQGgMXGxjLGGDt9+jQTExNjL1684OoEBQUxeXl5VlRUVKexfysAsCNHjnDr5eXlTE1Nja1evZory8rKYkKhkO3bt48xxti9e/cYAHbjxg2uzpkzZ5hAIGB///03Y4yx3377jTVv3px3nebOncuMjIzquEdN07+vE2OMeXp6sn79+lW7D12n+peZmckAsOjoaMZY7f2emzNnDmvbti3vWEOGDGEuLi513SXyAXpiQEgjVlxcjPj4eDg5OXFlYmJicHJyQmxsbANG9m15+PAhWrVqBV1dXXh4eCA9PR0AEB8fj5KSEt71MTY2hqamJnd9YmNjYWZmBlVVVa6Oi4sLcnJycPfu3frtyDfiyZMnePHiBe+6KCgooFOnTrzroqioCBsbG66Ok5MTxMTEcO3aNa5O9+7dISkpydVxcXFBSkoK3r59W0+9afqioqKgoqICIyMjTJo0Ca9fv+a20XWqf9nZ2QCAFi1aAKi933OxsbG8Nirq0N+y+kWJASGN2KtXr1BWVsb7ZQsAqqqqePHiRQNF9W3p1KkTQkJCEBYWhqCgIDx58gTdunXDu3fv8OLFC0hKSkJRUZG3z4fX58WLF1Vev4ptpPZVnNeP/b958eIFVFRUeNslJCTQokULunb1yNXVFbt370ZERARWrlyJ6OhouLm5oaysDABdp/pWXl4OX19f2NnZoV27dgBQa7/nqquTk5ODgoKCuugOqYJEQwdACCGNmZubG/dvc3NzdOrUCVpaWjhw4ACkpaUbMDJCGr+hQ4dy/zYzM4O5uTn09PQQFRWFnj17NmBk3yZvb2/cuXOHN4+KNC30xICQRkxJSQni4uKV3v7w8uVLqKmpNVBU3zZFRUUYGhri0aNHUFNTQ3FxMbKysnh1Prw+ampqVV6/im2k9lWc14/9v1FTU6s0gb+0tBRv3ryha9eAdHV1oaSkhEePHgGg61SffHx8cPLkSURGRqJNmzZceW39nquujry8PN1kqUeUGBDSiElKSqJ9+/aIiIjgysrLyxEREQFbW9sGjOzblZubi9TUVKirq6N9+/Zo1qwZ7/qkpKQgPT2duz62trZISkrifbgJDw+HvLw8TE1N6z3+b4GOjg7U1NR41yUnJwfXrl3jXZesrCzEx8dzdS5cuIDy8nJ06tSJq3Px4kWUlJRwdcLDw2FkZITmzZvXU2++Lf/73//w+vVrqKurA6DrVB8YY/Dx8cGRI0dw4cIF6Ojo8LbX1u85W1tbXhsVdehvWT1r6NnPhJD/JjQ0lAmFQhYSEsLu3bvHxo8fzxQVFXlvfyB1Z+bMmSwqKoo9efKExcTEMCcnJ6akpMQyMzMZY4xNnDiRaWpqsgsXLrC4uDhma2vLbG1tuf1LS0tZu3btmLOzM0tMTGRhYWFMWVmZ+fv7N1SXmoR3796xhIQElpCQwACwdevWsYSEBPb06VPGGGMrVqxgioqK7NixY+z27dusX79+TEdHhxUUFHBtuLq6MisrK3bt2jV2+fJlZmBgwIYNG8Ztz8rKYqqqqmzEiBHszp07LDQ0lMnIyLCtW7fWe38bq49dp3fv3rFZs2ax2NhY9uTJE3b+/HlmbW3NDAwMWGFhIdcGXae6NWnSJKagoMCioqJYRkYGt+Tn53N1auP33OPHj5mMjAybPXs2S05OZps3b2bi4uIsLCysXvv7raPEgJAmYNOmTUxTU5NJSkqyjh07sqtXrzZ0SN+MIUOGMHV1dSYpKclat27NhgwZwh49esRtLygoYJMnT2bNmzdnMjIybMCAASwjI4PXRlpaGnNzc2PS0tJMSUmJzZw5k5WUlNR3V5qUyMhIBqDS4unpyRh7/8rSBQsWMFVVVSYUClnPnj1ZSkoKr43Xr1+zYcOGMVlZWSYvL89GjRrF3r17x6tz69Yt1rVrVyYUClnr1q3ZihUr6quLTcLHrlN+fj5zdnZmysrKrFmzZkxLS4uNGzeu0k0Puk51q6rrA4AFBwdzdWrr91xkZCSztLRkkpKSTFdXl3cMUj8EjDFW308pCCGEEEIIIV8XmmNACCGEEEIIocSAEEIIIYQQQokBIYQQQgghBJQYEEIIIYQQQkCJASGEEEIIIQSUGBBCCCGEEEJAiQEhhBBCCCEElBgQQgghX5UFCxZg/PjxddZ+SEgIFBUVa73doUOHYu3atbXeLiGk/lBiQAgh5JsWGxsLcXFx9OnTp6FDwYsXL7BhwwbMmzevoUP5bPPnz8fy5cuRnZ3d0KEQQr4QJQaEEEK+aTt27MCUKVNw8eJFPH/+/KN1GWMoLS2ts1h+//13dOnSBVpaWnV2jLrSrl076Onp4c8//2zoUAghX4gSA0IIId+s3Nxc7N+/H5MmTUKfPn0QEhLC2x4VFQWBQIAzZ86gffv2EAqFuHz5MsrLyxEYGAgdHR1IS0vDwsICf/31F7dfWVkZxowZw203MjLChg0bPhlPaGgo3N3deWV//fUXzMzMIC0tjZYtW8LJyQl5eXnccWbMmAFFRUW0bNkSc+bMgaenJ/r371/jc/DPP//AxsYGAwYMQFFREdfns2fPwsrKCtLS0ujRowcyMzNx5swZmJiYQF5eHsOHD0d+fj6vLXd3d4SGhtb42ISQrwslBoQQQr5ZBw4cgLGxMYyMjPDjjz9i586dYIxVqufn54cVK1YgOTkZ5ubmCAwMxO7du7FlyxbcvXsX06dPx48//ojo6GgAQHl5Odq0aYODBw/i3r17WLhwIX766SccOHCg2ljevHmDe/fuwcbGhivLyMjAsGHDMHr0aCQnJyMqKgoDBw7kYly7di1CQkKwc+dOXL58GW/evMGRI0dq3P9nz56hW7duaNeuHf766y8IhUJuW0BAAH799VdcuXIFz549w+DBg7F+/Xrs3bsXp06dwrlz57Bp0yZeex07dsT169dRVFRU4xgIIV8RRgghhHyjunTpwtavX88YY6ykpIQpKSmxyMhIbntkZCQDwI4ePcqVFRYWMhkZGXblyhVeW2PGjGHDhg2r9lje3t5s0KBB1W5PSEhgAFh6ejpXFh8fzwCwtLS0KvdRV1dnq1at4tZLSkpYmzZtWL9+/ao9TnBwMFNQUGD3799nGhoabOrUqay8vLxSn8+fP8+VBQYGMgAsNTWVK5swYQJzcXHhtX3r1q2PxksI+brREwNCCCHfpJSUFFy/fh3Dhg0DAEhISGDIkCHYsWNHpbof3sV/9OgR8vPz0atXL8jKynLL7t27kZqaytXbvHkz2rdvD2VlZcjKymLbtm1IT0+vNp6CggIAgJSUFFdmYWGBnj17wszMDD/88AO2b9+Ot2/fAgCys7ORkZGBTp06cfUlJCR4sX7sWN26dcPAgQOxYcMGCASCSnXMzc25f6uqqkJGRga6urq8sszMTN4+0tLSAFBpiBEhpHGQaOgACCGEkIawY8cOlJaWolWrVlwZYwxCoRC//vorFBQUuHKRSMT9Ozc3FwBw6tQptG7dmtdmxVCc0NBQzJo1C2vXroWtrS3k5OSwevVqXLt2rdp4lJSUAABv376FsrIyAEBcXBzh4eG4cuUKN3Rn3rx5uHbtGlq0aPHFfRcKhXBycsLJkycxe/bsSv0AgGbNmnH/FggEvPWKsvLycl7ZmzdvAICLnxDSuNATA0IIId+c0tJS7N69G2vXrkViYiK33Lp1C61atcK+ffuq3dfU1BRCoRDp6enQ19fnLRoaGgCAmJgYdOnSBZMnT4aVlRX09fV5TxOqoqenB3l5edy7d49XLhAIYGdnh8WLFyMhIQGSkpI4cuQIFBQUoK6uzks2SktLER8f/8n+i4mJ4Y8//kD79u3h6Oj4ybcx1dSdO3fQpk0bLskhhDQu9MSAEELIN+fkyZN4+/YtxowZw3syAACDBg3Cjh07MHHixCr3lZOTw6xZszB9+nSUl5eja9euyM7ORkxMDOTl5eHp6QkDAwPs3r0bZ8+ehY6ODv744w/cuHEDOjo61cYkJiYGJycnXL58mXur0LVr1xAREQFnZ2eoqKjg2rVr+Oeff2BiYgIAmDZtGlasWAEDAwMYGxtj3bp1yMrKqtE5EBcXx549ezBs2DD06NEDUVFRUFNTq9G+1bl06RKcnZ3/UxuEkIZDTwwIIYR8c3bs2AEnJ6dKSQHwPjGIi4vD7du3q91/6dKlWLBgAQIDA2FiYgJXV1ecOnWK++A/YcIEDBw4EEOGDEGnTp3w+vVrTJ48+ZNxjR07FqGhodwQHXl5eVy8eBG9e/eGoaEh5s+fj7Vr18LNzQ0AMHPmTIwYMQKenp7ckKUBAwbU+DxISEhg3759aNu2LfdK0i9VWFiIo0ePYty4cV/cBiGkYQkYq+K9bIQQQgipd4wxdOrUCdOnT+cmRX8uLy8vZGVl4ejRo7Ub3CcEBQXhyJEjOHfuXL0elxBSe+iJASGEEPKVEAgE2LZtW51+u3JdadasWaXvNSCENC70xIAQQghpQhrqiQEhpPGjxIAQQgghhBBCQ4kIIYQQQgghlBgQQgghhBBCQIkBIYQQQgghBJQYEEIIIYQQQkCJASGEEEIIIQSUGBBCCCGEEEJAiQEhhBBCCCEElBgQQgghhBBCQIkBIYQQQgghBMD/AxCBaLSPtNkpAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "NLCD_COLORS = {\n",
    "    11: \"#5475A8\",\n",
    "    12: \"#FFFFFF\",\n",
    "    21: \"#E8D1D1\",\n",
    "    22: \"#E29E8C\",\n",
    "    23: \"#ff0000\",\n",
    "    24: \"#B50000\",\n",
    "    31: \"#D2CDC0\",\n",
    "    41: \"#85C77E\",\n",
    "    42: \"#38814E\",\n",
    "    43: \"#D4E7B0\",\n",
    "    52: \"#DCCA8F\",\n",
    "    71: \"#FDE9AA\",\n",
    "    81: \"#FBF65D\",\n",
    "    82: \"#CA9146\",\n",
    "    90: \"#C8E6F8\",\n",
    "    95: \"#64B3D5\",\n",
    "}\n",
    "\n",
    "mmw_data = [\n",
    "    {\"label\": c[\"type\"], \"area_sqkm\": c[\"area\"] * SQKM_PER_SQM, \"nlcd\": c[\"nlcd\"]}\n",
    "    for c in result[\"survey\"][\"categories\"]\n",
    "]\n",
    "\n",
    "labels = [v[\"label\"] for v in mmw_data]\n",
    "areas = [v[\"area_sqkm\"] for v in mmw_data]\n",
    "color = [NLCD_COLORS[v[\"nlcd\"]] for v in mmw_data]\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "barh = ax.barh(\n",
    "    labels,\n",
    "    areas,\n",
    "    color=color,\n",
    "    edgecolor=\"black\",\n",
    ")\n",
    "ax.set_title(\"MMW NLCD 2019\")\n",
    "ax.set_xlabel(\"Area (sq km)\")\n",
    "ax.set_xlim(right=max(areas) + 100)\n",
    "ax.bar_label(barh, fmt=\"{:,.0f}\", padding=5)\n",
    "ax.invert_yaxis()\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/zc/3dt2wcf15kx0pxmf60s2rthc0000gn/T/ipykernel_22946/3515006362.py:49: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
      "  fig.show()\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from collections import defaultdict\n",
    "NLCD_TO_IO = {\n",
    "    11: 1, # NLCD Open Water to IO Water\n",
    "    12: 9, # NLCD Perennial Ice/Snow to IO Snow/Ice\n",
    "    21: 7, # NLCD Developed, Open Space to IO Built area\n",
    "    22: 7, # NLCD Developed, Low Intensity to IO Built area\n",
    "    23: 7, # NLCD Developed, Medium Intensity to IO Built area\n",
    "    24: 7, # NLCD Developed, High Intensity to IO Built area\n",
    "    31: 8, # NLCD Barren Land (Rock/Sand/Clay) to IO Bare ground\n",
    "    41: 2, # NLCD Deciduous Forest to IO Trees\n",
    "    42: 2, # NLCD Evergreen Forest to IO Trees\n",
    "    43: 2, # NLCD Mixed Forest to IO Trees\n",
    "    52: 11, # NLCD Shrub/Scrub to IO Rangeland\n",
    "    71: 11, # NLCD Grassland/Herbaceous to IO Rangeland\n",
    "    81: 11, # NLCD Pasture/Hay to IO Rangeland\n",
    "    82: 5, # NLCD Cultivated Crops to IO Crops\n",
    "    90: 4, # NLCD Woody Wetlands to IO Flooded vegetation\n",
    "    95: 4, # NLCD Emergent Herbaceous Wetlands to IO Flooded vegetation\n",
    "}\n",
    "\n",
    "mmw_io_data_1 = [\n",
    "    {\"area_sqkm\": c[\"area_sqkm\"], \"value\": NLCD_TO_IO[c[\"nlcd\"]]}\n",
    "    for c in mmw_data\n",
    "]\n",
    "\n",
    "mmw_io_data_2 = defaultdict(float)\n",
    "for c in mmw_io_data_1:\n",
    "    mmw_io_data_2[c[\"value\"]] += c[\"area_sqkm\"]\n",
    "\n",
    "mmw_io_data_2 = sorted(mmw_io_data_2.items(), key=lambda x: x[0])\n",
    "\n",
    "labels = [class_names[k] for k, v in mmw_io_data_2]\n",
    "areas = [v for k, v in mmw_io_data_2]\n",
    "color = [cmap.colors[k] for k, v in mmw_io_data_2]\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "barh = ax.barh(\n",
    "    labels,\n",
    "    areas,\n",
    "    color=color,\n",
    "    edgecolor=\"black\",\n",
    ")\n",
    "ax.set_title(\"MMW NLCD 2019 translated to IO Classes\")\n",
    "ax.set_xlabel(\"Area (sq km)\")\n",
    "ax.set_xlim(right=max(areas) + 100)\n",
    "ax.bar_label(barh, fmt=\"{:,.0f}\", padding=5)\n",
    "ax.invert_yaxis()\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Compare the two datasets\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "mmw_dict = {k: v for k, v in mmw_io_data_2}\n",
    "io_dict = {k: round(v * pixel_size, 2) for k, v in io_data}\n",
    "keys = sorted(mmw_dict.keys())\n",
    "bar_width = 0.35\n",
    "bar_positions = range(len(keys))\n",
    "\n",
    "mmw_values = [mmw_dict[k] for k in keys]\n",
    "io_values = [io_dict.get(k, 0) for k in keys]\n",
    "max_value = max(mmw_values + io_values)\n",
    "\n",
    "bars_mmw = ax.barh(\n",
    "    [pos for pos in bar_positions],\n",
    "    mmw_values,\n",
    "    bar_width,\n",
    "    color=color,\n",
    "    edgecolor=\"teal\",\n",
    "    label=\"MMW\",\n",
    ")\n",
    "bars_io = ax.barh(\n",
    "    [pos + bar_width for pos in bar_positions],\n",
    "    io_values,\n",
    "    bar_width,\n",
    "    color=color,\n",
    "    edgecolor=\"black\",\n",
    "    label=\"IO\",\n",
    ")\n",
    "\n",
    "ax.set(\n",
    "    yticks=[pos + bar_width / 2 for pos in bar_positions],\n",
    "    yticklabels=labels,\n",
    "    xlabel=\"Area (sq km)\",\n",
    "    xlim=[0, max_value + 100],\n",
    "    title=\"Land Use Classification Areas\",\n",
    ")\n",
    "ax.bar_label(bars_mmw, fmt=\"{:,.0f}\", padding=5)\n",
    "ax.bar_label(bars_io, fmt=\"{:,.0f}\", padding=5)\n",
    "ax.legend()\n",
    "ax.invert_yaxis()\n",
    "\n",
    "plt.show()"
   ]
  }
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lower-schuylkill-huc-10-test-2.ipynb