{
"cells": [
{
"cell_type": "markdown",
"id": "b5da5710",
"metadata": {},
"source": [
"# Modeling River Runoff Using Precipitation data"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "bbb87c6a",
"metadata": {},
"source": [
"Author of this document: Maya Gong [](https://github.com)"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "4bce3371",
"metadata": {},
"source": [
"[](https://colab.research.google.com/github/ridatadiscoverycenter/riddc-jbook/blob/main/riddc/notebooks/fox-kemper/modeling_river_runoff_using_precipitation_data_in_narragansett_bay.ipynb)\n",
"\n",
"\n",
"**Introduction**\n",
"\n",
"In this study, we model river runoff into Narragansett Bay and nearby waterways from gridded weather model precipitation data from the North American Mesoscale Model (NAMM) from 2006-2022. This model would allow us to approximate river flow projections based on precipitation projections, based on approximating the present day hydrological relationship between both. We approximate each major river basin emptying into the bay as a collection of grid cells of NAMM precipitation and sum the precipitation into each river basin. The precipitation data within each basin was compared against the respective river gauge data from the United States Geological Survey (USGS), using a simple cumulative time-lagged correlation approach. This comparison results in a simple model of river runoff in the bay that approximates runoff as the accumulated precipitation data weighted with an exponentially decreasing contribution with respect to time. This model explains a large fraction of the rivers’ flow and variability. "
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "8a12d54f",
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"source": [
"**The Narragansett Bay**\n",
"\n",
"The Narragansett Bay is an estuary in Rhode Island with multiple major river basins. The river basins we used in our model are shown in the map below and each star represents the location of the corresponding river gauge. \n",
"\n",
"This map was created by Dr. Arin Nelson [](https://github.com/ArinNelson)\n",
"\n",
"- We superimposed the precipitation grid cells on top of the map to determine which precipitation grid cell corresponds to which river basin. \n",
"- We did not divide grid cells i.e. if over half of a grid cell was within one river basin, we counted that as the entire grid cell belonging to that river basin.\n",
"To process the precipitation data, we can use the following function."
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "4ec423e4",
"metadata": {},
"outputs": [],
"source": [
"# function that takes in a precipitation netcdf file and returns an xarray of gridded precip data for every three hours\n",
"def data_process(file_path,grid_data,year,month,day):\n",
" \n",
" \n",
" # making array of hours that we have precip data for\n",
" date_array = [None] * 9\n",
" hour = 0\n",
" for x in range(0,8):\n",
" date_array[x] = [datetime(year,month,day,hour)]\n",
" hour = hour + 3\n",
" \n",
" date_array[8] = [date_array[7][0] + timedelta(hours = 3)]\n",
" \n",
" # extracting lon and lat data from grid file\n",
" grid = xr.open_dataset(grid_data)\n",
" lon = grid['lon']\n",
" lat = grid['lat']\n",
" \n",
" # reading in precip data\n",
" ds = xr.open_dataset(file_path, decode_times=False)\n",
" #print(ds)\n",
" \n",
" # determining if precipitation units are 'Total precipitation (3_Hour Accumulation) @ Ground or water surface'\n",
" # or 'Total precipitation (Mixed_intervals Accumulation) @ Ground or water surface'. This code is assuming that\n",
" # the precipitaiton is 3_hour accumulation so if it's mixed_intervals accumulation, this code will not know how\n",
" # to process that\n",
" #if chr(ds['rain_type'][23][1][0]) != 'H':\n",
" # print(file + 'precip units are weird')\n",
" \n",
" if year < 2019:\n",
" rain_0 = ds['rain'][0,0,:,:]/(3*86400)\n",
" rain_0 = rain_0.expand_dims(['time'],2)\n",
"\n",
" rain_6 = ds['rain'][0,1,:,:]/(3*86400)\n",
" rain_6 = rain_6.expand_dims(['time'],2)\n",
"\n",
" rain_12 = ds['rain'][0,2,:,:]/(3*86400)\n",
" rain_12 = rain_12.expand_dims(['time'],2)\n",
"\n",
" rain_18 = ds['rain'][0,3,:,:]/(3*86400)\n",
" rain_18 = rain_18.expand_dims(['time'],2)\n",
"\n",
" rain_3 = ds['rain'][1,0,:,:]/(3*86400)\n",
" rain_3 = rain_3.expand_dims(['time'],2)\n",
"\n",
" rain_9 = ds['rain'][1,1,:,:]/(3*86400)\n",
" rain_9 = rain_9.expand_dims(['time'],2)\n",
"\n",
" rain_15 = ds['rain'][1,2,:,:]/(3*86400)\n",
" rain_15 = rain_15.expand_dims(['time'],2)\n",
"\n",
" rain_21 = ds['rain'][1,3,:,:]/(3*86400)\n",
" rain_21 = rain_21.expand_dims(['time'],2)\n",
" else:\n",
" #try:\n",
" rain_6 = ds['rain'][4,0,:,:]/(3*86400)\n",
" rain_6 = rain_6.expand_dims(['time'],2)\n",
" #print(rain_6)\n",
"\n",
" rain_12 = ds['rain'][4,1,:,:]/(3*86400)\n",
" rain_12 = rain_12.expand_dims(['time'],2)\n",
"\n",
" rain_18 = ds['rain'][4,2,:,:]/(3*86400)\n",
" rain_18 = rain_18.expand_dims(['time'],2)\n",
"\n",
" rain_24 = ds['rain'][4,3,:,:]/(3*86400)\n",
" rain_24 = rain_24.expand_dims(['time'],2)\n",
"\n",
" rain_3 = ds['rain'][3,0,:,:]/(3*86400)\n",
" rain_3 = rain_3.expand_dims(['time'],2)\n",
"\n",
" rain_9 = ds['rain'][3,1,:,:]/(3*86400)\n",
" rain_9 = rain_9.expand_dims(['time'],2)\n",
"\n",
" rain_15 = ds['rain'][3,2,:,:]/(3*86400)\n",
" rain_15 = rain_15.expand_dims(['time'],2)\n",
"\n",
" rain_21 = ds['rain'][3,3,:,:]/(3*86400)\n",
" rain_21 = rain_21.expand_dims(['time'],2)\n",
" #except:\n",
" \n",
"\n",
" ds_3 = xr.Dataset(\n",
" {'rain': (['x','y','time'], rain_3.data)},\n",
" coords={'lon': (['x','y'], lon.data),\n",
" 'lat': (['x','y'], lat.data),\n",
" 'time': (['time'], date_array[1])},\n",
" )\n",
" ds_3.attrs['units'] = 'mm/s' # i.e. kg/(m^2*s)\n",
" \n",
" ds_6 = xr.Dataset(\n",
" {'rain': (['x','y','time'], rain_6.data)},\n",
" coords={'lon': (['x','y'], lon.data),\n",
" 'lat': (['x','y'], lat.data),\n",
" 'time': (['time'], date_array[2])},\n",
" )\n",
" ds_6.attrs['units'] = 'mm/s' \n",
" \n",
" ds_9 = xr.Dataset(\n",
" {'rain': (['x','y','time'], rain_9.data)},\n",
" coords={'lon': (['x','y'], lon.data),\n",
" 'lat': (['x','y'], lat.data),\n",
" 'time': (['time'], date_array[3])},\n",
" )\n",
" ds_9.attrs['units'] = 'mm/s'\n",
" \n",
" ds_12 = xr.Dataset(\n",
" {'rain': (['x','y','time'], rain_12.data)},\n",
" coords={'lon': (['x','y'], lon.data),\n",
" 'lat': (['x','y'], lat.data),\n",
" 'time': (['time'], date_array[4])},\n",
" )\n",
" ds_12.attrs['units'] = 'mm/s'\n",
"\n",
" ds_15 = xr.Dataset(\n",
" {'rain': (['x','y','time'], rain_15.data)},\n",
" coords={'lon': (['x','y'], lon.data),\n",
" 'lat': (['x','y'], lat.data),\n",
" 'time': (['time'], date_array[5])},\n",
" )\n",
" ds_15.attrs['units'] = 'mm/s'\n",
" \n",
" ds_18 = xr.Dataset(\n",
" {'rain': (['x','y','time'], rain_18.data)},\n",
" coords={'lon': (['x','y'], lon.data),\n",
" 'lat': (['x','y'], lat.data),\n",
" 'time': (['time'], date_array[6])},\n",
" )\n",
" ds_18.attrs['units'] = 'mm/s'\n",
" \n",
" ds_21 = xr.Dataset(\n",
" {'rain': (['x','y','time'], rain_21.data)},\n",
" coords={'lon': (['x','y'], lon.data),\n",
" 'lat': (['x','y'], lat.data),\n",
" 'time': (['time'], date_array[7])},\n",
" )\n",
" ds_21.attrs['units'] = 'mm/s'\n",
" \n",
" if year < 2019:\n",
" ds_0 = xr.Dataset(\n",
" {'rain': (['x','y','time'], rain_0.data)},\n",
" coords={'lon': (['x','y'], lon.data),\n",
" 'lat': (['x','y'], lat.data),\n",
" 'time': (['time'], date_array[0])},\n",
" )\n",
" ds_0.attrs['units'] = 'mm/s'\n",
" # combining each three hour precip xarray into one\n",
" daily_precip = xr.combine_by_coords([ds_0, ds_3, ds_6, ds_9, ds_12, ds_15, ds_18, ds_21])\n",
" else:\n",
" ds_24 = xr.Dataset(\n",
" {'rain': (['x','y','time'], rain_24.data)},\n",
" coords={'lon': (['x','y'], lon.data),\n",
" 'lat': (['x','y'], lat.data),\n",
" 'time': (['time'], date_array[8])},\n",
" )\n",
" ds_24.attrs['units'] = 'mm/s'\n",
" # combining each three hour precip xarray into one\n",
" daily_precip = xr.combine_by_coords([ds_3, ds_6, ds_9, ds_12, ds_15, ds_18, ds_21, ds_24])\n",
"\n",
" return daily_precip"
]
},
{
"cell_type": "markdown",
"id": "d63dbaa7",
"metadata": {},
"source": [
"To superimpose the precipitation grid cells on top of Narragansett Bay, we first have to import geopandas. We can then use the following code. Note that this code creates a map of Narragansett Bay that only includes the major river basins. The smaller river basins in the bay are not included, however, since the precipitation grid cells are relatively big, it is easy to estimate which grid cells belong to which river basin."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "09c80fd0",
"metadata": {},
"outputs": [],
"source": [
"## RUN ONLY IF YOU ARE IN GOOGLE-COLLAB\n",
"! pip install geopandas"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "ea566eb3",
"metadata": {},
"outputs": [],
"source": [
"import geopandas as gp\n",
"from datetime import datetime\n",
"from datetime import timedelta\n",
"import xarray as xr\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "10dff5fd",
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"if os.getenv(\"COLAB_RELEASE_TAG\"):\n",
" # Running in G-COLLAB\n",
" from google.colab import drive\n",
" from pathlib import Path\n",
" drive.mount('/content/gdrive/', force_remount=True)\n",
" print(\"RNNING IN COLLAB\")\n",
" # Running in G-COLLAB\n",
" %mkdir ./gdrive/MyDrive/riddc-datasets \n",
" ! wget -P ./gdrive/MyDrive/riddc-datasets https://github.com/ridatadiscoverycenter/riddc-jbook-data/releases/download/v0.1.0/modeling_river_runoff_using_precipitation_data_in_narragansett_bay.zip\n",
" ! unzip ./gdrive/MyDrive/riddc-datasets/modeling_river_runoff_using_precipitation_data_in_narragansett_bay.zip -d ./gdrive/MyDrive/riddc-datasets\n",
" dst_path = Path(\"./gdrive/MyDrive/riddc-datasets/\")\n",
" raw_data_path = dst_path / \"modeling_river_runoff_using_precipitation_data_in_narragansett_bay/\"\n",
"else:\n",
" # NOT Running in G-COLLAB\n",
" import urllib.request\n",
" from pathlib import Path\n",
" from zipfile import ZipFile\n",
" ## Download large zip file\n",
" url = \"https://github.com/ridatadiscoverycenter/riddc-jbook-data/releases/download/v0.1.0/modeling_river_runoff_using_precipitation_data_in_narragansett_bay.zip\"\n",
" path = Path(\"../../../notebooks_data/modeling_river_runoff_using_precipitation_data_in_narragansett_bay.zip\")\n",
" resultFilePath, responseHeaders = urllib.request.urlretrieve(url,path) \n",
" ## Unzip File\n",
" data_path = Path(\"../../../notebooks_data/\")\n",
" with ZipFile(path, 'r') as zObject:\n",
" zObject.extractall( path= data_path)\n",
" zObject.close()\n",
" ## assign path \n",
" raw_data_path = data_path / \"modeling_river_runoff_using_precipitation_data_in_narragansett_bay/\""
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "15e48991",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Precipitation Grid on Narragansett Bay')"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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5dOmSctn8+fOZPn063333HXPmzKFQoUJIpVImTJiQ4px8++23LFmyhIMHD9K3b1927txJx44dMTc3zxF7RWHSEkqVKsWZM2do0KBBmjdy4tv348eP1b4ZpsfLly9TLHN3d083SkRq3YT79u1j0KBBLFu2TLksKioqxYTAzESScHBw4OHDh8jlchUBT+wicnBwyHBdadGxY0du3LjBgQMH6NWrl0bqTI6DgwNyuZzXr1+rtJJevHiR4e1z4zyoY8KECaxcuZJZs2Ypu60SuXDhAoGBgezfv5/GjRsrlyd6nmaXffv2UbJkSfbv369y3fz+++8q5RwcHDh//nwK9/NXr16plAsKCuLs2bPMmjWLGTNmKJeruxcyg1QqpUWLFrRo0YLly5czf/58pk6dyvnz52nZsiWlSpXiwYMHtGjRIt3rP7X1mozAEhcXp9JDsG/fPpo1a8bff/+tUi44OFjpaJFIxYoVqVatGjt27KBYsWK8ffuWNWvWaMy2LxG78rSEXr16ER8fz5w5c1Ksi4uLUz7oW7dujampKQsWLCAqKkqlXEbejA8ePMj79++V32/dusXNmzdp165dmtsZGxurnX0uk8lS7HfNmjUp3IYT52llZAZ7+/bt8fX1Zc+ePcplcXFxrFmzBhMTE5o0aZJuHRlh1KhR2Nra8uOPP6r0vSeS2ZbGlySe09WrV6ssX7lyZYa2z63zoI7EVtOhQ4e4f/++yrrE1kTy8xMTE8O6des0sm919d+8eZPr16+rlGvTpg2xsbFs2rRJuUwul/PHH3+kWx9k/HdQx6dPn1IsS/QWTHQF79WrF+/fv1exL5HIyEg+f/6s/J7a/ZWZ+yYt3N3defHiBVWqVFEuU3fv7t27V+X5kJyBAwdy+vRpVq5ciZWVVbrPjOwgtpi0hCZNmjBixAgWLFjA/fv3ad26Nbq6urx8+ZK9e/eyatUqvvnmG8zMzFixYgXDhg2jVq1ayrk0Dx48ICIiIsUcly9xdnamYcOGjBo1iujoaOVFNnHixDS3q1GjBmfOnGH58uXY29vj5OREnTp16NixI9u2bcPc3BwXFxeuX7/OmTNnVNzjQXHTymQyFi1aREhICPr6+jRv3pzChQun2Nfw4cPZsGEDgwcP5u7duzg6OrJv3z6uXr3KypUrMTU1zfwJVkOhQoU4cOAAnTp1okqVKvTp04datWqhq6uLt7c3e/fuBVKON2SUqlWr0rdvX9atW0dISAj169fn7NmzKd7oUyO3zkNqjB8/nhUrVvDgwQOVCeD169fH0tKSQYMGMW7cOCQSCdu2bcu2kCfSsWNH9u/fT7du3ejQoQMeHh6sX78eFxcXlTf+rl27Urt2bX7++WdevXpFuXLlOHz4sFI0ElsbZmZmNG7cmMWLFxMbG0vRokU5ffp0tlp4s2fP5tKlS3To0AEHBwf8/PxYt24dxYoVU85rGzhwIP/++y8jR47k/PnzNGjQgPj4eJ4/f86///7LqVOnlN3+qd1fNWrUAGDq1Kn06dMHXV1dOnXqlOaE/Li4OLZv3w4ohNrT05P169cjl8tVWp0dO3Zk9uzZDBkyhPr16/Po0SN27NhByZIl1dbbr18/Jk6cyIEDBxg1alS2JvGnS474+n2FJLqL3759O81y6YV32bhxo1CjRg3B0NBQMDU1FSpVqiRMnDhR8PHxUSl3+PBhoX79+oKhoaFgZmYm1K5dW9i1a5fKftS5iy9ZskRYtmyZULx4cUFfX19o1KiR8ODBA5W61bmLP3/+XGjcuLFgaGgoAErX1qCgIGHIkCGCtbW1YGJiIrRp00Z4/vy54ODgkML9ddOmTULJkiUFmUym4jr+pbu4IAjCx48flfXq6ekJlSpVUnH//fKYvoRMhPz58OGD8OuvvwouLi6CoaGhoK+vL5QsWVL49ttvVVyJk58bdW7C6s5bZGSkMG7cOMHKykowNjYWOnXqJHh7e2fYvtw4D8ndxVM7pi+v2atXrwp169YVDA0NBXt7e2HixIlKt+LkUwKaNGkiVKhQIUW9adksl8uF+fPnCw4ODoK+vr5QrVo14ejRoymuaUEQBH9/f6Ffv36CqampYG5uLgwePFi4evWqAAi7d+9Wlnv37p3QrVs3wcLCQjA3Nxd69uwp+Pj4pDg/qf2+ifd3otv22bNnhS5dugj29vaCnp6eYG9vL/Tt21dwd3dX2S4mJkZYtGiRUKFCBUFfX1+wtLQUatSoIcyaNUsICQlRlkvt/hIEQZgzZ45QtGhRQSqVpus6rs5d3MzMTGjRooVw5swZlbJRUVHCzz//LBQpUkQwNDQUGjRoIFy/fl3t/ZhI+/btBUC4du1aqjZoAokgaOg1R0Sr8fT0xMnJiSVLlvDLL7/ktTkiIjnGwYMH6datG1euXKFBgwZ5bU6Bolu3bjx69CjDrf6sIo4xiYiI5FsiIyNVvsfHx7NmzRrMzMxyNN7f18iHDx84duwYAwcOzPF9iWNMIiIi+ZaxY8cSGRlJvXr1iI6OZv/+/Vy7do358+drpUt/fsTDw4OrV6/y119/oaury4gRI3J8n6IwiYiI5FuaN2/OsmXLOHr0KFFRUTg7O7NmzRp++OGHvDatwHDx4kWGDBlCiRIl2Lp1qzIgbE4ijjGJiIiIiGgV4hiTiIiIiIhWIQqTiIiIiIhWIY4xqUEul+Pj44OpqalGQ4KIiIiIfM0IgkBYWBj29vYp4oUmRxQmNfj4+ORqgEURERGRrwlvb+8UGRaSIwqTGhJDvXh7e2NmZpbH1ojAVmAO0BDYBORgKBQREZEcIzQ0lOLFi6cbTksUJjUkj7FVEIWplTQph4qrfG8eWpIeB4AdwH+AVcL3+oAYuUJEJD+T3hCJKExfOclFKjl5L1h/Ad8n+z4EWAp8yBtzREREcg1RmES+QKB2e19GVmvF6wcWKmsyL1YC8BQoD3wEBgISoBywCEieedQf8AZsgZcoRKkbsA+QA4cSyqlmAxYRESl4iMIkokKnUW8Y98c9woJ0GeDUnojQpPEcda2rlGIVTZKI6KEQl25AO+AsUAo4A7QFzIErKERJXZbPPShmNEiB5wnLYrJ0XCIiIvkHUZhElFjaRjHuj3u8f2lC0dLhNO3tzfFNTsh0BOLjUrp29pvyjO1zXNi7tAx1On6g4/A3VGwUQEov0AMJn8T/KwO9gIgvyn2LQtjsgQokOTnEAFeB0kBLDRypiIiINiOGJFJDaGgo5ubmhISEFDjnh+StHqlMTvthHugZxnN6iyNlagax6PRlxtRuzoBpz6jX+QM+r42xKR6B6z+OrBheQ2XbU7H7Vep+fMWKiDAdts9xITJchxqtPvLosjUymcDKq+eRSqsBd4EBwDEUXXk7AQOgGqCfitWdgKPAzyjGmURERPIjGX22isKkhq9FmAbNekK/qc+Ij5OgqycQGa5IQd3DujNm1jFsfnESQ+N4/N8ZIpUK9CnWUaUuV/k+AFaMqM7Diza8c0/bBTSx2+/LLsH0x65KJXxOALJ0j1FEREQ7yeizVezK+0qp2NCfnr+8YP/K0uxdWobm/bwpVjaM45uciI2REehjSFfzrsh05UzedotiZcJVtpdIBOLjYffCchzfpD4Vc0ZJzTMQEkXLAvBBFCURka8DUZi+MgrZRWJsHsvkbbeRSGDztIrERMnYt7xMirJyuQQrm2gadPXh0B+lVNYJgoQLu4tTv7MPW6ZXzDF7W0m/YYfnM+JipQwqnV/mX4mIiGQHUZi+Gl4DPdjj8wCA64eL4FxdID4u7YluTft4ExcrYee88irLdfXjcawQikOFUAyM4oiKSPtSyrqQSHh2wwpzm2iVpdo7/0pERCS7iML01TAGeMDhdaXoPPo19TorJqrq6svVetwB6OjKGTr/MRKpQEiAqmNCi/5vKVU1hE2TKqUrStnB1DIGe+dwYiIz1o2XfregiIiItiMK01fDW965m7Dmh2qc3upA/2nPCPxgQNRn9ZeARCKw8sp5ZDoCF/9NGWzR3CaaqAgZ/60onaNWN+zxjtLVg5nds67G6sy884WIiEhuIgrTV0NfipSaQcnKwby4XYgZXRqkWdrW8TNlawXxzt2Ew+tK0XHka94+M+XhxcKUrxtI39+eY2AUT1HncN4+z7jnYlotGnW8faaoOzxIF2PzGD6H6GVq++zaJIqWiEjuIwrTV8MgZLIZLHK9xPeVWhPsZ5Bm6UAfQ+6csqV6q48su3ARgNcPzNk5vxwTt9zG57UJG3+pzNvnabuIZ5f37iZEhOmw+Mxl4uOhe6EuRITlXnRxcSxLRCT3EYWpwCMAfwOjAbCwyVhIn9hoGb+1a4SRWSxVmvhTonwowxY+Zvqem9w/b8Psb+oRFqT51suXBPsbsHthWb6b9wSZDIqXC+PF7UKZrkfTQiIKlohIziEKU4EngMQo3ZsmVcLrqWm6raXkRITqcv2IPW8emjNs4WPi42Fiy8YIQsYz+2b3Yb1rQXlkugLdx7/kzQPzbNWV04jdgiIi2UcUpgKPFSBl+9wy/LukbJZr+ehlzL4Vpbl+uEimRElT6BnEExstJTYm9XTM+YX8kw9LRCRvEIWpwCMFTGnQxYfL+4rx5qFFlmva8HMVjVmVWR6ct6Hv5BfUauvL7ZNF8swOTSN2CYqIpEQUpq+CwThVWsWaG+f4tlQ7Aj8Y5rVBmeauqy13TxdmzOr7DClrl+VWW2a9AvOKjKUYEREpmOT/fhGRDLCSPsU6oGcgp+VArzyzInuiIOH8nuIUdf5MycohGrMpt9CEqLSS9kzxEREpiIgtpq+EQB9DYqKkSPLxq8jTa1YAtB/+hjVjqmd4u4Lc0hC7AkUKIqIwfQW0kvakaOkw9AwUIYZe3LLk3jnbXNm3Jh+QMVGKsESOLqE07P6OZ9et8mW3ZG4gdgWK5Gfy8fuzSGZ4/9KUSa0b4edtyDc/uyOR5L80XB+9jPh3aRksCkfz+74b/Ol2BqlMntdm5TvE7kARbUdsMX1FuJ2x5ez2EvT97QUu9QN5ctU6r03KJBI2TazMpomVaDnwLZO23qZhNx8u7UsZy09b0UYhEOdeiWgbojB9RUhlcvr+9oK3z021fqJq2kjw8zICwKJwFDq6cuJi02/8a6MoaDviGJZIXiAK01fEkLlPADi0thSR4bkXbw40Kwqlqwex8PQlAPr+9pzu41/xfeVWxEZrZ4ZbbXiI51ZIppzYl8jXhyhMXxFWRSJ5cduSw+uc89qUbBEbI0VXTzFGZl00CoDjkQf4sXETHl+xyUvTRBBFSyT7iM4PBZzkD4nHV60pXSOIATOe5kvnh0Q8H5szsGQ7ZnavR3uDbjy5qnAjf/8yZaRz8UGonYjOFyJpIbaYviJO/u2EddFIBs54SrVmfkzt2DDVRIGaICdFwdfTGF9PY8rXDaR0zSAiP8sI+qif/oYiWoc4jiXyJaIwfUXI5RL+mVmB++dtmHv0KrMOXOO3to2Qy3M/KKummHP4Kjq6cn5u0gzQ7uPQhtZBXtqQWaER52J9vYjCVMBJ/UY+QfWW7anROn8HRX1w3oaGPd7TYsBbXtwulGoMPW0QBZHsI4rV14EoTF8tbYCKzD/uBSwG6qus1eSDPCdFYV7fuvSb+oxBs55SunoQq0ZVx+ORRY7tLz9S0B/cYldgwUMUpgLMlzes6o0qBU4AjYFmwAegUCplU68zr5HLJWyf44KxeSzf/PSSjQ/O0MmkK1ER2nFpiw/HlOTWNSS2rvIv2nH3iuQK6m5UK3sXdnh5IJMdAoakW0daN3ZeitaGX6ogl0vo9Ys7VvaRvH9lqtZWqUyOPF50Rv3aEZM1ajeiMH3lBPoY4vfWiEt7F/LX5OMp1mfmps3rG3zvkjL0+sWd8vU+8f6Vquu4vmEcP226S5Ne7zi/uzhrfqhGRGjuTjIW0U7ErkDtQxQmET59MKB8nU+AwJeebZqYLKmuXE60roL9DYj8LOOX/93G/bZlsjXvmX/iCuXqfOLg2lK0G+pJ0dJhTGjQPNc8ErWhCzQ/eeRpgw1iV2DeIQqTCPuWleX3/65Tqmowr+9bpr9BAtkRrZwaw5rRuQFTd99g40NX4AmgBzTDuVow0zo04N45W0pXD8a+VHi29iPydSKKVe4gCpMIUpkiCoQ0B4ZeMtuXn93W1f3zhfmufBt2vzuGTKciAEF++kzr2Bj3OwrnDl8PY0qUD2XAjKfIdAT2LStDWJBehvchIpIcsStQ84jCJEK9zj4AeL9IGdJHk2T1Bs6sWIV90mfp0JpM2fENUJ6hLhsJ+5QUFWLztApUb/mRgTOeAdB6kCebp1WkQoNAIkJ12PBLlXSPRSIRKFLyMy71Arn4bzFiY1IGkNWGB5M22JCcr6lLU2xdZR1RmAoombn5vJ6aAVC1mR83jtpne9+50ZefXlfg+V0lmLLjVwDCPm1VKRPw3oi+xTtgYRNNsbJh/LbjFr9uvgPA+5cm6QqTjq6c3/+7Rt2OvgCUrBLMxl/TFzMRkUTSnsohIgqTCB89FbmN3r80yWNLksjq22bGb3AJwf4GBPsbcGqzIwNnPMPjsRlWRaKQSIRUI0iAQP/pT6nb0ZcLe4oRHyeh/TAPNk+tqLbVJCI+dDOCGJFdFVGYRJSCZOsYgfcLszy2JnU02RWYvM5/F5fl3tnCxMVIWX39PN3Gv2T/yjJqyxcvG8aAac+5dqgI8/rWxbFiCC36e7PhgSvDKrTR2riD2tCFlpdow8M9qzZ8jWNYWjPTcOHChUgkEiZMmADAp0+fGDt2LGXLlsXQ0JASJUowbtw4QkJCUq0jNjaWSZMmUalSJYyNjbG3t+fbb7/Fx8cnl44if9J2qCcA8XGafajmZl/+l5+M4irfy5HwAyy/eIHV188BFRm1/CGmhaJTlJVIBJr38wZg9ejqgCIFx/Y55SleNhxzm5TbJNonIqJp1F33BeVa04oW0+3bt9mwYQOVK1dWLvPx8cHHx4elS5fi4uKCl5cXI0eOxMfHh3379qmtJyIiAjc3N6ZPn06VKlUICgpi/PjxdO7cmTt37uTW4eQrjMxiaf/9Gw6vK8W9s7Z5bY7GyXxf/lSgL/sD3IAygAHQAKgGzAaecfjPkgR+MFRuYWAcR+gnXTHtRjoUlIemtlMQugXzXJjCw8Pp378/mzZtYu7cucrlFStW5L///lN+L1WqFPPmzWPAgAHExcWho5PSdHNzc1xdXVWWrV27ltq1a/P27VtKlCiRcweST5l/7AoyGdw7WzivTckV0r9p+wC6wM/AU6AiMC2hhB5whs6jWtB5VPItuwKGaFvajfzyEMpNtEEctc0GbbxO8lyYxowZQ4cOHWjZsqWKMKkjJCQEMzMztaKU1jYSiQQLC4tsWpp/yMyFXyRhomm1lh+5etA+jUH/jKENF7lm+vJrJavPH0iMjFFWzZaOwDVc5dcA4yztu6CiDdeDSNpo4xhWngrT7t27cXNz4/bt2+mWDQgIYM6cOQwfPjzD9UdFRTFp0iT69u2LmVnqg/rR0dFERyeND4SGhmZ4H/mdlSNqMPvQNTqPesOeRWXxeys+WL+klXSU2uVJN+4YYBVQFXDny5ZTboVkElGPKI4K8lNIpjwTJm9vb8aPH4+rqysGBgZplg0NDaVDhw64uLgwc+bMDNUfGxtLr169EASBP//8M82yCxYsYNasWRk1vUBx/Yg9718Z4/HQXBSlTJL8xj0ZI0Gm84qull35HKKXZyGZRLSTgiKOuSVWeSZMd+/exc/Pj+rVqyuXxcfHc+nSJdauXUt0dDQymYywsDDatm2LqakpBw4cQFc3/YjQiaLk5eXFuXPn0mwtAfz222/89NNPyu+hoaEUL1486weXjzAwiqOo82f0DOTpzN/JHNrwgM0tG6q3/IhMR8DP25DYaNW5TLkdkkkdX9NvIZL75ERXYJ4JU4sWLXj06JHKsiFDhlCuXDkmTZqETCYjNDSUNm3aoK+vz+HDh9NtWUGSKL18+ZLz589jZWWV7jb6+vro63+dHlXRkTL2r3Km+/hXVGrsz8OLX4cThKaQSAS6j38JwFCXNsREpT7JNrdCMomoRzxnCvIyJNN/wX9naNs8EyZTU1MqVqyosszY2BgrKysqVqxIaGgorVu3JiIigu3btxMaGqoc+7GxsUEmUzwAypUrx4IFC+jWrRuxsbF88803uLm5cfToUeLj4/H1VYSNKVSoEHp6YqDOLxEECZf2FqP7+FfEx2ZvWltB6a7IDA27v6dOB1/O7SxO1GfF7aQNIZlEtBPx98kYee6Vlxpubm7cvHkTAGdnZ5V1Hh4eODo6AvDixQvlpNv3799z+PBhAKpWraqyzfnz52natGmO2qwNZOXCT4ysbWwRq2lzcp3cFsfiZcMAeHEn4+lCMkLOh2TKebTBFm2wQSTzaJUwXbhwQfl/06ZNEQQh3W2Sl3F0dMzQNiKqvH1mitdTU+YdvYrXU1OuH7Hn2IaS+HqKzhDpsX9VafpMfk7Xsa9SDWOkKXIqJJNIzqIN4qgtNmTU41mrhEkkr5CwZUYFft93A9NCMfSZ9IKSlUKY2rFhlmr7mh52UZ918HtrhPfzlClD8kN6BbFLUEQbEYVJBIAr+4vRp2gHgvz0WXL2EhUaBFDILpJPvobpb6yF5NaDtXjZUBxcwrh6sGiu7C+zZDW9giYFSxtEThtsEMk4ojCJKEmM/zazez02PXLlx413WfNDNXpPdAeJwOV9xRAExbiK+11LZUZY0I6ugrzAxFIxLhcRlj9upezGURO7BbOONpwfbbAhI+SPu0kkVwn7pM+K4dWZe+QadTueIMhPn8gwHTqPeqMsE/DegL7FO+ahlSnJC3F8dqMQDy5YU6f9B/YsKqcVAp1X6RW04dhFCgaiMImo5eYxe2b1qEfJKsGc/J8jfm+NqNQoACOzWL5f9AgHlzCMzWP4HPK1u+BLePPIghqtPua1ITlGTghWbry5a4NQijZkDVGYChCavtmvHCjKlQNJYyePLtsA4FwtmH5TnvO/Z6f4vWt9nt9KmsScX7oKNInHQ3O6jX1FudqBeW1KrpKdbsGC4nRRqZE/3y9+yL+Ly6ncKyKqZFYcRWESyTQ75rpw8n9OLLtwga5jX7FwYPrRNXKT3H24CfSb+gxIGm/KfRvUo2025FVIppygQv0All+6QFyMFD0DORP/ucUjp/aEBHydEWQ0jShMIlki0MeQwPeGmFnF5LUpeY6uvpxbJ2y5c8our03RavIqJFNOCFtooB5SKegZyPmhTnPmn7jMhA13mdWjHurycmmDuGqDDRlFFCaRLGFkFkvFRgF4PDLHVb4kr83Jw350CXsWl2X0ige4yrfmkQ3ahTaHZJLK5Ng6RPDhjTEOLqF4PTUjKwkevV+YsWthWbqMeY3XEzOWD6vJzP3X6TLmNYf+cE6/ApE0EYWpAJGbrrxR4Tqc+NuJDt97AA2BdxqtPz/h8yoxQsYbFBlv8478ONCtjpwKyTTn8FVqt0tyVNnwayX2LVOX/DF9jm8sSd/JL6jXxYfzu0pwbJMTQ+Y9JjpSxsn/OSWUEoDr9JvyjIt7i/H+ZcqJ2DlJfr0eRGH6StD0YLNcLmHliBqYFYqhUY8wIACwzrqB+Zi7p+0I+qiPpW1/4A6K1OwimkYzXYEdgWMARH6WMWLJI57fLMTjKzaZtsfX05hX9yxoM9iT87uKs2liJRwrhDBunRv3zxVm25sjQCXgCUPmQsnKIcztUzfT+8nvZEUcRWEqIOTVDH/3u5Y06vEe6EEbHRuy0i2iSfKiHz0uVsqCAbVZ7HoZuEwradqJKb8WtDMkU+I4oBxDYw+gNCsuXQSqA0doJR2fqX0f3VCSCevdKF/nE89uWjG5TWM2Pz/J5hcnAWMgGpjAX7+d4duZT+k35Rkvblty11Ucj0wLUZgKKLk1w3/3wrIMnW8FXGT5pUL83LQp8XHZS5+RH7l3tjDgDPwB5P3x56eB7pxE1StwBJCYD0gClAQ+AzuA34B+uMrPAqkne/ySWycUAtOg23ue3bQi6rMOiwfVYvGZyyhEaQUwnlP/68ywBY8ZMvcJ/u8M6Veig4aOMGPkt+tBFKavEM1PmIwA/qZcnXHMPXKV39o1JK9bTrmNq3wfsBr4BeuirQh4b5TXJokko1Ijf6AVXk9N2TKjAlf2f+nG7gw0BTYCvYDNwDpgEK7y7YCqG3jiPVSrrSLf28OLSV2B987Z8muLxiw5uxKollDWgGmd6tO4x3taD/bCwDhOmb9LJCXimRFRknXBMgLGIpPdomab7bjKZwEV0qxTk2jPAO8AYDzj/rjHjK4Ncn3v2nAetNUGO6fPAOxeVI4r+4uprEu8Rn/d7EDrQaOJix2Djq6AokU1E1gKtAOCUQiXY7J9/AS4Me/YeKCnsq775wsD1VT2c/OYPaaFYmk92Iv42K/rxS2ziMIkki4Z6xb8DCS+WTqrWZ/xOvMviqC2to4ROFYIwfOJeR7bIwJgaRvF6JUPAIiNTr2bdcuMCrQe5MXnEF1+adYEr6dmVGtRlEqN/Wnc4yQlyocBC4ANybY6CvQDFNdzesKsoysHyJXubm19ScgIojCJaITvK3Vj0yN4fMWEig3Tn/2eX2b4Z5bzu4vRrM87Nj1yZWrHBtw6XiSvTfrqkcdLMLGI5coBey7+WzzVcv7eRvS274ChaZzSrdvtjC1uZ2zZOqMiu7yPYl10I2PrvuT5rUKAhE2PPuJY4QggJ7WxRdVr/SZQj1NxNsA6Wkl7aegoCxaiMIloBM8n5jy/ZYlz9WA6GncjOjLlpZUfZ/hnliWDa3HX1ZZf/r7LvKNX6Vu8fa6PN2nDedAmG0IC9Dn0Rym6jHmNnePnNDMzf/I1BF/163w9jLEuGsWaG+d5+8yUQ3+Uwr5UOF5Pjfm+Ui8EIal7LvVrvQ6wCRgGFMNVvhpI+fKiDecvLxGFqQCgDRexiUUMDhVCMTCKx6FCqEqupkRyc4Z/XhEbI+PUZidMLGIZuewhnUe/5n9TK+W1WV811kUjaDnAC1CEEsoqPzdtSvFyoZSsHEKL/m8Zu/Y+AAfXOquIUnLUT+MYCjwBpgEzUHhyjlRTLv36MoK23itpIQqTSJZJfvO41A/E0DiepUNrqBWl1MipGf65iTpbDqwqTaeRb+j72wvunLLj4SVrctJTURvOR0ZtsLKPpGH391zZX5RAn5zLkPz94odUbeZHqarByGTw+oF5thI6yuUSvJ6a4/XUnPO7S/DvhyNY2kbz5GrGgxgnv95tHdrRf/ozmvb+gT72JzkUcjDd7b+WRI2iMIloBF8PRfeIJlxgNRnsM706cwq5XMKqUdVYfOYyyy5c5My2Eqz5oRoRYV9vVAjTQtH8vu86ZWoGYWgSzw+r73N+V3Hc3SywKhJFbIyUhxdsuHM645NPi5QMRyoVMDCOJ+C9Ifv8DivXNen5DluHCLbNLs++ZWU0fu5/bNyUnr+4J8TbyzwfvYwJDdBD3zAeI7NYMVFjMkRhEtEIgsLZKEejjWe1dZVWuZwUrHvnbOlXoj3bPI7TcuBb9AzjmdOrXo7tT9sxMIqnStMA/N8Zsv7n8jTu8Y5mfb1p1tebj15GGJvH0nviCyY0bMazG+m3QoYueESfSS+U32OipcAVFLEbwf2OJRFhOvwz04WcaK2+f2nKyhE1UizPjEDU6/yBM/84pDkO+TUmahSFSUQjfHhjAiQJVG6TVyGZ0tvG/50R7fR60G6YBz9ucMO0UDRhn3IuZ482dOeos6F+l/dKl+3N0yrg+o8jxzeVRFcvHlCMzenqxbPP/whtv/NMU5h09eJpMeAtfSa94NYJW2wdIji3qwQdvn9D4RLfANuAyQmhskjoNiyWan15ifttSyo18UcqkyOPz5wLeUFO1CgKk0i2UVzMUp5cK0TLgV4c3VAqr03KtZBMGUEQJDy9rnjQOlUK4eHFwpnaviDQbdwrbB0iWDuuKq7/OCqXx8Ykhf8pVjYMI9M43rmbpFnX94sf0W3cKwBWjaqO31tFN/KJv5z498N9oDUAB9eWwtgslhe3Mj7mmdvsXVaGlgPf0nviC3YtKK/x+vNrokZRmPI52vKG032CO44VQ7l1TPvn7eRFX77XEzM+h+pQrbl/gRSm9M7Ju5cmVG3mz6G1qb+0jFjyEADTQml3BztVCgHgm8KdVDLGBn00AJYAffF+YcIf46qpryCXyMi9+eahBbsWluW7eU+o2syfv6dUzJTzkCbsyelpHFlBFCaRLJH8Yq1QP4BRyx8S5KfPylHV88QGTZCTffmCIOHhBRsq1A/IuoGZ2G9uYFUkkqCPBsjlaY/fOFYMoeNwjwRXbfVlza2jqdHaD4C+k1/gfrsQVw4UVVtWEBR/JRJBZXnSeSjB711nZfg48pr/TanEy7uW9J/2jJVXzjO6RstcjRqijdM4RGESyTbVWigeKJaFo2n8zbtkSdIKBprry18EzMFVvodW0t6aMS6PKOocxhb3U1z+ryize6bt0PHd3McA/PlTlVTLhAbqsW6CYv3olQ8SHBnUs3JEDba+PMnYtfeY01vdvuvj/SJrnnJ5xeX/inH9sD3bPY/TafRr1ozJ+gueJl5U8noahyhMItlm+5zynN1Rgn9enaRMzaACJ0wZIWN9+RVQxBR8rzV9+Vmlw4g3ADTq8Z46HXyUy9UdQ4WGAVw/UoQz2xxSrU8QJBxYXRo7x8+MWPqQOh0+qA3nVLmJH5O23k6oNzC7h6FxsvNgjouVcuIvJ3r86M4f46pm2hkip8luj0JmEIVJJJuEM3rVA0pXCwLg/cu0B66/BlK/gf9I+G8psErN+rwPyaSjK0ffKI6YKBkVGwZgYBTP9SP2KmWkMjk123zk3jkbbB0iGLH0YZp1/jOzAj+svk+F+gE8uZZ2lmNfT2NOb3Wg86g3rP+xiopzBEDDbj4ULhHJkiE1cTujfqwuPwn8l7idKcyA6c9o3tebM9sdsLKPpNW3Xhxc46y1aTKyM40jNbTzSEXyDUNdevD3U4WH1F3Xwhxa65zOFponvzyIWknHcOCTLmd3HGPtWEUrI+UN7IkiL9AeoE6uuvW61Atgxr4bCZNdJejqKcZw2ht2IzY6SSCa9n6HU8VQTm9xoFpzf/zeGpJWENPDf5Ri6PxHuNQPTFeYAPYtL0O7oZ4cjzrA1YP2xETKKOESytPrVphaKhwjPn0wKJA5rx5fsebM9hKMX+/GRy8jZu6/jplVDLXa+DKnV12C/Q3y2sRcQbvaiiKZQhseyBUaJHWnTO/UgLjYr+eSyuxboYNLCCYWsTTu+Q7rohFY2EQxtEIbWkl7Jny+4eaxeoAXUBfYheKBr37fiR9NULejD6uuXiD4oz5LhtRk6++KfFoej82IjZYhkQhUqB9Au2FvKFU1GABdA8UcpMIl9qNwariRwiEBFGknYqNllK4WnCFb3j4zY92PivGmBl19aNbXG9NCMXQa+Yamvd8B4H7XUmWbghL1QBAkrB5djfhYCcsvXsTAOI75/WtTsVEAjb55n6m6tOH5kFXEFpNItmjW9y0f3hgzrn6zFN0uOUl+fhBZFo5ml/dx5fcHF6zRN4rH55UJdTr4cmC1c8I8nX5cPfgLM7vXB3I2JFNiBIUrB4pyeqsjAIWLR9J59GsOfDoEgIlFrLL8Ry8jds4rT8Pu79HV6wZEAdB5dFUO/aFoNfee+JzqLf2o3tKPz6E6HFqX8fltB1aV5sAqZ6o09SfYTx+vp+YUsouk7XeeHP/LidDAnJukrAmyIwqR4bps/b0C3/zkzuX9RTm/qwSjVjygRquPvHlgnqFWZ35HFCaRTJP8Afj8ZiEqNQrAyDSOYL88NCof4PXUnNE1W9Cg23s6jnjDnsVlGb74EVWaKlzIy9UO4sBqZ9ZNqMqV/UUZveo+Dbr6sPr6Wf6ZWSFHQzLdO1eYCg0CuXc2adxmzQ9V+eBhRMOuPrx+aM7zm4W4ccQe5+pBfHhjjK+HCT82asbam3bAMSCEnr+4c2FPcao082PYQoU33pYZLhzbUDIL3VASHlxIsueTryE752t+Eqo2cmB1aQ6sLq38fmFPcbqNfUWDrj6Mq9eMZzfVR8bQhhc2TdggEQQhZdv7Kyc0NBRzc3NCQkIwM9Net9O8aqonv/C6W3Vhf+Bhnl4vxI+NmqU7pyUnbNCG85BVG6yLRlC4RAQSKQyY9oxlw2oox05kOnK6jn1F70kviI2S8q1zuxSZTxNtyGpIpiSCAUugG7A/U8ej2FcsA0t2Yf09V4zN45Truph3yZXAtamdh9wkJ69JfcM4ytf9xPwTl9k8rSJ7l5bNdRsySlrXXkafrWKLSSRbWNopunBc6n2isMNnfD2+Pq+87DwAAt4bKYXot3aNVNbFx0n5b0UZXt2zYOm5SxQvF4bn44xNvMz83CuLhL8HgPAsdAvq4utpzPgGzRi1/AFBHw3Yv6r0Vx1NXZNER+rw6LI1unpCtnJK5RdEYRLJMq2kPWn8Tajy+7AFj1k0qJaKB1du2FDQMTZXjO2YWUVnqLxMR876e2cI9DFgcpvGKdan7s6+GhgHNAKuAepzJaUlWl5PzZncNuU+RTRDfJwEPYM8ipSci3w9LlQiOcKlfcUYV68Z/610pkmvd/Sb8jyvTcoVcrMv/5f/3QHg4UWbDNnQepAXjhVCqdHKj6LOYRneTyvpJSa3aQjcZ8MvdZXeghkluaegJj0GM7Lfr4H4OCmv7llQpYl/umXz+wub2GLKp2jThffsphU+r03oMuY1xsk8t0Q0Q3SEDFPLWAxN4ogMT79rrMPwN0RHSomPk/Ld/MfM7V031dTfX3LX1Y7HV6xo//0b9i0vAxTs9Ao5QU4em9dTM+p2/JBj9WsLojCJZIrUHjRVmvqjoyvw9FrG00xr2oaCyrldJej1iztmVjEZEqaytYLYs7gM8XFS+k15TuUm/irebakhkQiMX+9GxYaBnN+dufxF+TW9Qn7DplgEz25obxoPTSEKk4hGkOko+r3DgxQPTjOraCxsoqnYKADHiqG8vGvBmW0OGX5zF0li1/xydBr5msY936XqjZVIrbaKt2nropEsGVKLWm19+XGDGxt+qUyRUuHsX1kadRG+TS1jmLr7BjVa+eF2prCKq3Jmyav0Cl+DsPm8MaFSQ/UR6rXhhU0M4iqiVby+bwHAjxvvcmxTSYbMeaJcFxqoR7exr4iOlHFpb/E8sjBnyI2HYXiwLlKZgFSqfmZHchu6jn2FxyMzFg+qjVwuYV7fOqy4fIHZh64BYGAcz855qnOBzK2j+d+zU+joyZnYqhH3ztrmyHFoY3oFTZFbonD9cBE6fO+Bc7UgXt2zTH+DfIooTPkUTWZY1QRvn5vx+IoVFRsGMmTOEy7sKUZ4iC5X9xclwMeQTQ9dMbWMRSIRcKkfSJCvAT6vs+darm0Pp5zA0CQWx4qh6BvKef8q/fMVGy0j4L2hcj7Z+5emDHVpzbTdN6ne0o9ytT6l2Gbzi5OYWsYytWODTIlSQUivkN+4d9aWkAA92g315Mx2OZO23sbrqSn7V5UG5gIHgSJUbRbK/fP5NyGlKEwFkNx4y1RX19LvalK2dhAej8zweGShXF695UcAGvV4x4T1bsrla8dVzZOgr/mFep18mLTtFsZmcQR+MODOKTvlOnW/sVQqYGQWizxetavOplgk1Vv6ERMlZfHgWgCUKBeKVEfA87E5OnpyPnoZqU0zkRdosiswvTrzGzFRMi7/V4zOo1/TefRrAIqWDqd+lw/AJQD83xky73g0g8u0pXoLP+p29OHfpWV5diPnx381hShM+ZCszvLPacF6/8qU969MUyz3SXjTr9HKj3tnbTA0jaNc7SAqNgjIl8KUW2/rTXp5Y2wWx/Y55Tm+yUlN2oN9wHUG/v6ERt3fY2UfhYllDPP61lEpldh60jOQY2AcR8kqwSw7f4moCBkX/y2GoXE8+1eWyJVjyg45EZIptXqzSm4I4JbpFajR2hdL22gmtmycMLcpnhWXFgLODK88lD0+R9n4wFUZ37B6Kz+6mHchtQzC2oYoTAWA7LjzpldGEzear6cx0zvXx9A0jvO7SmBTLIKdb4/TtPc7Dq/z59Flm/QryYCtBY2zO0rQor83lnZR+L8zxM4pnJptPmJgHAeEAIrfpt8UCTq6Aic3O3JuR3HunVPtjvN+bsrRjU50HO5BvS4+jFt7HwADo3jaDPYCYPtsl1w8Ms2TnZBM+WUcK5GQAH0GObdDIuGLEGB1AQgP1mNaxwbUbu/Li9uFMDaPZcJ6N+yc8k9kFlGYCjjZzTqpKSG4cTQp2Zz/OyNGVm/B7/tu0PY7z0wJ09fEnVN2PLtpSYfvPejwvccXa6sm/D1He4M/sC4Wib+3+vxEg+c8oeNwD17fN8cnIZHjrRO2rB1bjS3uJ0EgW+lKtPEBnt2XtfTK5fUxC4KE5FFOv7T13jlb5QtK59GKfGnBH3M2l5MmXxpFYfpKyQnByujNal00gkJ2Udw6YUeTXt6AQH7pYkhOTj+cBEHCr82b0G6YB2NWPcD7hQlLBtei72/Pqdf5LVCFDkZrEARZqqIEICREsHn/2oSFp64AsGdROT68MUEigejI3AshpQ1oIkV4fmq5127nC4C5TTRRXvnjkZ8/rBTJNXJ6lr+hSaxKLiKAQnZRfPJVH5ftayc6UoeDa0pz+A9n5HIACTO6NlCe65io9MVx87SK9P3tBY17vMfjsRmX/yvK4yuKnD7xsZIUzhIZQRsezJq2IadaWXnZurIqEkmdDr6c2uyA39v8k/FXFKZ8Rl53IXxpQ+bHsA4Ch1TWWxSOzrQwacN5yE2yk07EplgEAJHhMkbXaKnSbff0hhWVGgXQe+Jz9iwul6H6qrfwBfoAk0nqUizY5NewTJEJDjP3LxTOV5PbRWESyRaZ6xa5jiLfT1lgC3AfeM6G+8sAWb4Qm/zYUqjbyQeAV/csUowlTWrZmD0fjjB0wWPunrHllVvqkzbL1grkx41ulKwckrDkIImZa0W0IyzTl9tHhOoSHSmlVNVgzmxzyFbduYkoTCIZIrMPQ/Wuvb0T/tsJVCfRiyi9feQHwdJmjm8sxeA5T6nUKJDx6++yamQN5bq4OCmja7bgn9cnmbztFsMqtFFbR532Psw8cB2ZjsDjK1ZUaiQF/AE9tnvoMLhsG+JixMdJInkVlkkd53aV4JsfX2JkGse68VWIjtT+30lr0l4sXLgQiUTChAkTAPj06RNjx46lbNmyGBoaUqJECcaNG0dISEia9QiCwIwZMyhSpAiGhoa0bNmSly9f5sIRiKTHme0/E+yvRxeL2ZlKqZDbaRQKGnFxUr4t1Q5/bwM6fO+BiUWMyvqPXibcOWVLiXJhNOnpnWJ7I7MYZh+6hjxewoSGTfmpSTPgNKALxGLrEEmNln65cizq0JastRkh8bpP/snIPrKTUmT5sBr89VtF2g/zYMCMZ5myN6No+t7UCum8ffs2GzZsoHLlysplPj4++Pj4sHTpUlxcXPDy8mLkyJH4+Piwb9++VOtavHgxq1evZuvWrTg5OTF9+nTatGnD06dPMTDIWXdJkdQxNImleb+3bJvtQkRoUoRscZZ/1snMcTbo9g6b4opuN7uSn3nlppoF9fdu9Tgafohx69x4dNmKT75JA+W/77uBVAZrR1Tl6XXrhKVVgRgu7i1Gk57veX6r4Ee8zilyPiyThH3LytC4x3v6THqB11MzLu0tRkyU9npj5rkwhYeH079/fzZt2sTcuXOVyytWrMh///2n/F6qVCnmzZvHgAEDiIuLQ0cnpemCILBy5UqmTZtGly5dAPjnn3+wtbXl4MGD9OnTJ+cPqICT1Yd+ZLgOIQH6yGTqA5FmZD/aEuFC03XlNBXq+/PzX4pQUG8emqkdR4qL0WHH3HIM/P0Zfz89Tb8S7YkM12PWgatUb+nHs5uWnPifY4rtfD2MAShWJoyQgNx78SvorWdNdwXGx0kZ36AZ/3t+kklbb9NmsCe/tmiiEVtzgjwXpjFjxtChQwdatmypIkzqCAkJwczMTK0oAXh4eODr60vLli2Vy8zNzalTpw7Xr1/P98KUnx6G6jArFEOlRuln30wPbQ3JpK007euNRALHNjmydmzVVMttm12BwA8GTFh/jz0fjrF4UE2si0YCMLlNIxJ7/pOfR0OTOAC1oai+JnLrGsp+hPYjQGeqNqunWcM0TJ4K0+7du3Fzc+P27dvplg0ICGDOnDkMHz481TK+voqJZLa2qiFZbG1tlevUER0dTXR0tPJ7aGhouvaIZBYJIQF6REdo/pLT9pBMmiQrLYWt0yvSYZgn9Tt/YOWImmmWPb6pFLXafqRBVx9+33dTubxcrU+4nbVLUd66aCSCAMF+einWieQuGfMKfJHw9xdc5Y3SrCMvyTNh8vb2Zvz48bi6uqY79hMaGkqHDh1wcXFh5syZGrdlwYIFzJo1S+P1FhQ01W1y83gR2n3nya+bb7P1dxf83hrnuA3aEpIpLwkP1sPX0wg7p88ZKj+rR30K2UUw8+B1pFKBcztLqBUlgIoNA5BIoGH391zZX7BybeVnUr/u9YAyKLxi1a3XjgnCeSZMd+/exc/Pj+rVk05QfHw8ly5dYu3atURHRyOTyQgLC6Nt27aYmppy4MABdHVTTy1tZ6e4eT5+/EiRIkkh/D9+/EjVqlVT3e63337jp59+Un4PDQ2leHHxJtM0O+aUp0EXH1oP8sKlXiBDXdpka+JodsjLkEx5QViQHsXKhGNlH0GgT/oRAD75GjGubos0y7SS9mTjQ0PMrGL5Yc2DPBGm/OSRpw02eL84zO2Tdvz54+AM15EXXeB5JkwtWrTg0aNHKsuGDBlCuXLlmDRpEjKZjNDQUNq0aYO+vj6HDx9Ot2Xl5OSEnZ0dZ8+eVQpRaGgoN2/eZNSoUalup6+vj76+fraPSSRtPnoZ08OmM/OOXaZqc39kOnLkMdrlGZRfZ/inho5eHOvvnaVEuTA+h+oQEqDZLrfRNZtzLOIgunrxGq1XJGeI+qyDnoFcZZk2JmvMM2EyNTWlYsWKKsuMjY2xsrKiYsWKhIaG0rp1ayIiIti+fTuhoaHKsR8bGxtkMsUDrVy5cixYsIBu3bop50HNnTuX0qVLK93F7e3t6dq1a24fokbRhrdxTdggkQhY2MTg9cSM2CyIkradB22Z4Z8a3/7+DIfyYfi/M+Bb57YanwTbtNc7pFLQNxKFKT8QGqCHmVV0uuU0Eeg2O+S5V15quLm5cfOmYvDV2Vk1mZyHhweOjo4AvHjxQmXS7cSJE/n8+TPDhw8nODiYhg0bcvLkSXEOk5ZQvFwYZWoGsWKE+j7u/IY2zfBXx11XW/r+9oKbx4toRJS+tFumq3j7vnVc/RhUTqANXWjJ0baXpbR4ec+SjiPeoKsXr7EXw5z4PbRKmC5cuKD8v2nTpghC+nNeviwjkUiYPXs2s2fP1rR5XyUav+gSfi5Ty5i0y2kZmgnJlPtdgQ8uFCYyXEargV788UM14uI0G+zl1GZHftroRrEy4RqtVyRn8HpqholFLHqGWROm3EKrhEmkYFOkZDjLL13A/50hJ//nlOHttO0NORETixjK1PqEm2vGWgt51Zfv+o8DnUe/oYRLCG8eph6kNWtIkcogNPDrchfX1msyPcrUDOKduwmfQ7T79xKFSSTXcHAJxdw6hhld6hMSkB+dTTYAx+k4wpsRSx9iYKwYVxlVs0WaUbnTIjdCMrluc6DTqDcMmP6M2T3rZ97INNDRUXTlFS4RodF6M4I2dKHlJVkRR59XxhQbG06H4W84trFkntiQEURhygdoww2oCRsSY3MVLZ0fu33+BUYCMP5P1TX9pz5jVg/NPvA1H5LJgfpdvNHRkWukOy/Rvm9+VkzYDMrhtN0imuH0Fkc6jXzDhPVuvHSzwP2OdsY4FIVJJNf4HKKYgzZi6UPunbPh9f3MtTLyVqD3A7Dmhyo06PqBPYvK4HbWjtPx+3CokLuRQrIWkmkOMp1BnIgpBSxOs77M0P57DwDc3SyyXEd+RhteGjNDRJgu2+eUZ8rOW+gbaq8npShMIqmi6Wb6i9uFmNS6EYtOX6blwLeZFqa8xQOQcnhdaQ6vKw2AVKroxkoU3LwiY3OvBgBjgRUoMs8WUlMmc3UDnN9dgn5TnuPx0DzD9maH/Dq2k5NkVhwTeyzMbdJ3G88rtCYfk8jXwaPLirQJzXqnzPujDm14EClseAioDhjL5SDIFZG1c8eGzJOU96c30zpWRBDiuH60Qqb2m1YOoK0zXBAEqNM+9ViUBQ1tuCazw8555Xn9wJzf992gVtsPyuW6+vHUaOWLnWPK0FV2jp+ZffAqx6P+w1W+j7lHrjBj73WgMmAOVAHuaMxGscUkkqsMXaCI9uH3Nv2wONpDMBADFPtiuZQn16yo1CgQPYM4YqK0+3a6edwez8dm1O3gy0+Nm/Loik2KMlkbxzKjfpcAdPTixCy2uUR2xFEul7BsaE1Gr7zPrIPXGFunBR6PzajX6QPT/70BwJltJdg604W4GClRn3XY8MAVmY6cR5dsMC0Ug2mhGJwqhwBOQGtgHzAPOKCBoxOFSSQDaLIfvUQ5ReuifN1PtP3OI1Nu43lHX0COIvilKs9uFKJSo0BWXz/P/H61qdXWl1ObnQgP1k533Fnf1OXvJ65M33eDXnadUqzPWkimysBVTkRtAApnqk6RvOGlmyUTWzZmzY1zrL93hmB/PSQJYSuvHylCk97etBz4VmWbyW0acjfZ1Iik6+EcCmEqpzH7xK48Laeg3dRTOzRkUmtFuP2f/7rL7INXM7Rd3p6HBgDsXvQ2xZpNkyrx6LIVpaqE8PcTV0Yue8Tu90dRCJnmye55eP/SjFsnbbEsHI2RWdYmOadMC34DMEKdKIH61ODZRRvuC22wITvExshYOrQmb5+bEh6kR6CPIYPLtmFGlwYsHFCHN8nGDfevclYRJVV2J/ztpTHbRGESyVUEQYLbGVt+atKE2BgJ9Tp/YOzae3ltVjpMBHRoPchLzTopPzVpxtGNTlw/asfN43boG8oZMvdpbhuZLmtvneFE9H/U66gYDypTIyjbdX5bqh0Qz7ldhdQIVurkhFh9jWRXHF/ds2SoSxuGlGvLiKqteP9SkfDx0r5ijKjaCvc7lsTGSDi91UG5jYFxHDq6chRhXIYCm4DVQLVs2ZIcsStPRC05/aB4dNmGHtad2fTIlc6jX3P9SBHunFJ9I9OGh1WSDZUoZHePCvX9eXIt5djMqpE1APjTzRWA8CBtu7XklKkRDIIik+2H1yY8vJjyOFIjtd/CurhiYm2NVn4qy7UlJJNI9vi5qSL9elRCgs+ytT6x6PQlpDoCSe2aZcAPGt2vtt09Il+Qn7KrZpbIcF22zXLhl//doXY73xTCpD0YAlGEBury4pZVmiVLVQkhPk7C3mUpx6OyimYEWkqgjwHGFrHpZrHNDI8uFeb9K2PsS33G0CSGyPDUx9a0Mb1CZtEGW3LThqhkGafrdvRh8rZb+Lw24cUdSzoOj0XRffcjoNm8aqIw5WMKwhum25nCBLw3oNu4V9w4WgS3M7Z5bdIXyIEoAFaNqp5u1ITYGCl6+nJOx+8nLlaC1xMz7py25b8VZQj2SxkdwcAojlXXzlHILgp9o3g++RoQEapDUefPBPnpM7xyK40diddTM6q38Eu/YCbZNKkSM/+7wdi191k8uHamts2NkEwi2UNHV06fyc8ZNOspVw7Ys/z7GuwPOJyz+8zR2kWyRdZm+GtWsHL6Jvd/Z8TAku3Z/+kQi05fZsmQmpze6pirNqgiR0dPnsztWSFEVw8W4dK+9DO0Lv62Fp3HvMbcJpqizuE4VwvBuVoIfSa5Exaky/Lvq6tkem037A0lKysiRwgC2DlGIJEKBH00oKjzZ7a+PAkcB9pn+8iMzGORSGHQrMds/b1i+huoQd1vcfVAMXxeG9Hq27c07vmOW8ftsh2TT/MhmUTBygq6evHM2Heduh192TrThR1zyiMIOZ91WhSmfER2squmVyYvb9r4OAlRn3UwNI7H2Dw2z+woZBfB5henMDSJJyJUh/O7igMlAQnl6mTMUeDi3uJc3JskPN0nuDNq+UMATC1jmbT1DjeOKnIjSaVyarRWtGAEObQ36J7QIpMDUn7bcYMmPd8DHYEdtJLuz/KxjVj6gPK1FccwYPpztv7ugiZ9nya3bcTqa+eR6Qg07O6DS70Anl631lj9yfkaXti0xYb+059Ro/VHZnStz/XD9jm+v0REYSogZDfjZF72nY9ZfR/LwtFM7dCAWyeK5Jkdo1c9wMg0nk+++hSyi6bjSA/lOgOjuCzVeXZ7CYYtfIRMJvD4qjWVGwew9NwlJjRsTvN+b5URE+LjJSBVCFKiYCzoX5dNkyLY9fYs8C3QmayKiY5ukvv66wfmWa4nNT68NqWnbWcsCkfx74ejjFz+gHH1Wmh0H6lRUF/Y8gqpVKBMzU84Vw+m/9TnbJ5WIVdFCURhKvDkhGBp+mZt3PMdb5+Zcud00vhSXgjluZ0laNLzPRIJrBpdlfHrTIHLAFw7lLUbMyTAgI5G3TAyiyM8WI//PT9J+bqfAKidIEprx1bhwp7iaqMm7Hp7DIW7+hL6THrB7kXls2TH379VossPr7l90papHRplatvM/BbBfgb4ehjhUF6zYZqyE5IpO/Vpg7NDbtNn8nOGzH0CwKPLVuycr7mJsxlFFKavlOy8ZWq6D//tU1Osi0ahoysQk4cBj6PCFWk5LG2juX3CDjgBHALiWDx4Z5brlculykgQH94YU7xMOINmPaZGq49EhMk49EfpdGqYAixh8Jyn7F5Ulqy0dqIidAj6qI9LvcBMb5sZevz4AptikcREa/cUyfzwwpbR/WoaSzuFs8+GXypzfJMTX3rc5YYNojCJpEryGy2rXSIZuVm3zKjAiksXqd3+A1f2fxmPLvf59EGfj14mCd+6JByDZh60c3vVYevLU/Sf9hyJBO6cVh8tQRUL4EdkOitYfOYyE1s2ydQ+KzX059tZTzEtFIM8PmcHrgfNegoSWDggc9552oI2vbDlBe2GvaH9MA/2LS/NvuWam/KQWURhEskQmnTr/bIuHV0h0/vNCbr88BpAI4n0UiMyXI9+Du2YuOUOlRoF4PqPQ/obAW10vPgvQIcqTfwZs+oeZWt/YvfCcri52qrMNVHHrEPXMLWM5ZOvPut/rpxl2zP6WwT76XP9SNEs70cTNuQkufXCltuUqhrETxvdOLnZkf9NzZrXpqYQhUlL0cYLVx3Zn+H/DoXnG7mS06dSYz+e3SiUYjyn5UBP6nf5wOsH5vxQK2cH7eNidJjfr26mtpHLpRz6w5n+U5/TdaxCQGcduE5EqA7fOrclJCD1DLJR4TL0DePpbZ8yaKsmKVsrEAPjeGQ6SS8aA6Y/ofOYN0gkAqaFYlgxvDqnNmc/pbe2kJMvbFnZb3rUbOPLlJ03WTmyOpf2qk5/cKn3CbkcNvxcmdhoWZbq1xSiMImokFMBNtXXGws0T/g7iS3uC7O979TQM4jjwKfD6BnIkcthQf/aXNhTAluHcH7++y5Vm/kDcGlvMeLipFox6P2lDVumV8SlXiDVmvsTHSnl2iF7mvZ+x6pr5xlcpl2q9UikSeNn2bUhLfQSMqK+c1d0g3Yd+5JBs56plPlh9QNObXYkv4XpzOz1oF0hmQQSx4n6T32GqWUsE7fc5slVa8ysopHKBF7ft8TO6TNSqcIZ6fimvH15EIVJJFdQd3NVaBDAyssvgcOA+rd5Tbnyth7siZ6BnJgoKXoGcqbuukW3cS8pX1d1flKdjh/YOT9rnm+5wZT2Deg90Z0Dq52JCNXD2Pwytdp+RCqVI5erf9h/DtXFvFQ0ifOjcopHlwojyCE6SiGCbmcU42dxsRJ6F+lA5zGvGTTrGfOOXWXVyOr4eRtnqF5NvyToGcQj05FzOPQQgHKOTo8f3Rky9zEH1zrz16Ssd3mmRm6HZDIwiuOnv+7QoJsPi76thZ6+nIoNA/l3aRla9HvL6mvnKFwiEoA/f6pMr1/cObK+JOd2lsjS/jSJKEwieYavh+LBtHToLE5t/ke5PCcmTEaE6iIIEBqox/z+tVl+4RIu9RSi9OK2Bed3F2fkskdEhWv3LREXo8OOuS7K78XLhiHIFdl0U+PWcTt6/vwSl3qfcmzSayKR4TqUrx3E6fh9yvw+l/YVJfSTATvnladJr3fUavuR7Z4nEBJ6/GKiZAyr0CqZw0nO4Srfl2LZ7IPXVL73/tWdR5esuXks5+fu5GRX4Oob53CqGIqvpxGTt91CV0/gzilb/ppUiaPrS/Lr5ttEhutgXSySUcsfcuuELatHVyOtuHe51ZOg3XehSIHGzkmRwjnQx1Dtes3O8L9DSEADrItGYW4dja+HEcEB+ljYRFOqSgg/1GmO61YHQj+pBiHVhrG+tGwoXCKS6EgZabWEEtNbxGRj3CCj52HRt7Vo970HMZEyijh9RkDRbQqKcbLvK7XBuXoQI5Y8JC5Wgn3Jz9g7f2bOkWsMr9wyzePQJLExEnbOK8+RP0sx68A1KjRQuNGf2uxA3U4fsLKPUrtdbl0P2e8KHACEAhP4qbE7Mw9co0yNYA6uLYUgSPjwxoSfmjQDQCIRsLKP5NMHQzQdjDWriMIkopbcuAHNrBSJ6ryfm2aofNZceY8DPwPPMbcGkPD7vtOAGXZOAG2A09Tr9CHHPMlykpvH7KjX+UOq6TgAKjUOAGDksgf80qxpjtpz/UjRdM/jKzdLfm2hcHkvVyeQ1dfO41QxlLlHrzGtY8NUt9PkNTm/b12uHFDYOaGR4gFtXTSCgPdGGttHTpExr8ATgB0wk51vzVGMM71k7pEyKeoQBInWHbcoTFqINryl5wYSiaIvp/uEl/z5Y1UqNfQnNjYpVlxmUHfOOo54zfg/7wEyFJ5/3wIdALNkpRSx+WYf6g2Mz/Qx5DXrJlShXucPrLh8kbm966gJNCtHIlEEiN27JHPzUnKj2+b5TStay75h97ujVGwQkOP7W/djFUaveIBjpRClMCWibQ/njKD+WSHgKi8EVAcSPV0lQNLvr+0u7KIwiSjJbU+0l26WxMZA9/GvqN/FB1uHiIRxCT3AnCFzC7N5WlbmU8jp8eNLxZjRZxlDyrch4J0R8Djhk/xYl6PIvDkddcKk7TP8P3qZMLl1QxacvMKkbYoxg9snk8cblBIbLeX9SxNuHs/deGeZITxYV20AX01fkw4uikjur+9ZZHgbbfTQTAvnasHAK+b1teLCnozPudKmCcKiMInkGXaOn5HHK1pIdo4RvH1mSonyI4D/AZ/oNCosS8I0Y+8NGvXwITJcxtT2DRNESZXEm00qlXMyFt4+h2EVFMvy0w0M4HbWjjm96/D7vpv8sPo+g8rYYusQkeRMIFFEcNdWXOoFULhEBEIaDhzZRSIROB3/n/L7nVPalvdLc3QYrgg+/OiSqqNLfkrUKAqTSJ7Rdogn+oZyAt4b8OGNMRNbNOFEzBJgCdAaEwtX9vgc4f65wridtcnQxMxvZz6mUQ8ffD2NGOTcNlUX6kTkckU3l65eyiB9+WmG/5X9xQn2v0eRUp/5z/8IZlaKSA+97TshkwlEfc76rZ7Tx/D9okcYmsRz5UDOteh6/fpC+f/AUm2JjcnbCaQ5RfGyoXQc8Ybtc8oT+EG9U1FyshszMKcQhUkkzzC1iiEyXEa/Eh3UJB/bx8OLpShTM4hmfb1p3s+b5n3fMal14zTr9HmlaCW8umeRrigpkHJuZwlaDnjLqBX3+fPHqmpL5YcZ/mt/qMZPf91B10DR9DC3jqZWGx9kOgKxMdo7oVXPIJ74OAmzeqSeXDC74jhsoaILt61ed+KzGHJKG8Zg0rOhSlPFRPH/VqQXGDjz+8lNsRKFSSQFuXEDDpn7mNrtP3D9sL3ajJitpEOBpoAiasOaG+eo3tIPB5cQvJ6mHrro3M4STNxyB8cKoRm2ZcngmlRq5E+3ca8IeGdAZpwvtGmGf/IkhUvPn6dKk0Dmn1DM0TG3js5W3TmKhBwNLps8F1VWRSk/YG4dTWGHCAB09HKwXzQXyLIwRUdHc/PmTby8vIiIiMDGxoZq1arh5OSkSfu+OrThrSznEfjmZ3dkMtgyvUK6pWOidNg0qTLzj19h4anLDCrdlpgo9ZeuXC7l1kk7arfzxco+gkCf9D2t5HIpv7VtxMaHrgxf8hgoDdRg1oGrLBxYi8hwvfSqUEEb+vLvnralSpNAYqKkPL5qxaKBtTK1fa535UhSBvLVhA2lqgax6up5ADwem6VTOiV53aWVGabuvkG15v6c3uJAsF/qsRPzA5kWpqtXr7Jq1SqOHDlCbGws5ubmGBoa8unTJ6KjoylZsiTDhw9n5MiRmJpmbH6KyNeGhAOrnOk90Z0yNYOULaC0HgJ3TtlxfldxmvfzZs2Nc4yo2jrVstERMiQSMDKNI6PZh7xfmNHBsBun4i4Db4A31O8CY1Y/YOl3mXuoq0OTXYHp1QkQHam4te+dLcy0TqnPDdIGwoP00NEV0NGLU5ssMavUbveBeceuKr+/eZDzQYJzgoyIo0QiUKlRAHuWlMmRcEq5LdCZatd27tyZ3r174+joyOnTpwkLCyMwMJB3794RERHBy5cvmTZtGmfPnqVMmTK4urrmlN0iGia3L7y/Jlci9JMuNVt/zPA2CwYoBEIqSz1NRonyITTo+p6A9wZ4v8jcG7JiTMoPxdymuQC0GezFn3ddUXTvaZ5W0p4pPhnFVb5X7Qdg/8rS+Lw2ok4HXxxcQnLEdk1x4d9iSCTQcYRH+oXVIrDlxUlc5ftoNzSpjjGr7wMwrVN92ht2Y+HAOtk3VksRBAnyeAkB79J3eMgPZOr1pEOHDvz333/o6uqqXV+yZElKlizJoEGDePr0KR8+fNCIkSIFj+FLHmJWKJbTWzOWj0iBlOhIKY4Vwug69iV2jp+JDNeh5YC3WBSOJvCDAZaFo5FIFKFxso4OMJUxtc7y65Y7OFcL4WDQYa4cKKqR1lNGyX5Ipj+AH/jrsTOwLkvdxLnRtXzqf478sPo+fSa94OCalIP26dsg4drhIvT8+SU/bbrLib8Vwwn2pRQhr17cKpTtNA75oYvd760RFeoHqj2H+Y1MCdOIESMyXNbFxQUXF5f0C4p8dUgkAq0HeXFwbSnuutplats/xlflp41ujFn1QLlMLlckp7Mv9RmJBHw9jbh/PnvzVBQPIiu+r9SGYQsf0nHEG9oM9iLys4w/xlZPdbuytQIZtvAxS7+rofGgpJkPyaSf8PcEEK+xSO2aRi6X8viKNdVa+KGjI89SosaNv1ah588vld+l0qRWdUiAvrpN8h3p/UaX/ytK5zGvc8manKXguqiIZInceEDV6+yDuXUMZ7apby2lZcOp/zny0cuIyHAZCwbU4uh6JwaXbktv+05EJuQcsnWIwMo+QmP2/jW5Ml0tuxIdKaVBF580y846eJ2qzfzZ9NgVE4sYjdmQHuq6BP/8aU3CWk/gzzS3V9cdmJtc/q8oEgl0Gv0q23W5yvfRe9Jz5Xch9Z7fdOrJP44PAMXKhH+dXXkATk5OSCRpu3ZKJBJevy4Yyi2iWYzMYuk/7RlRETJe3C6U6e3lcikDnNorv5/bmSRu+5aV4duZz5BIwKZ4ZIY88pKT3oPo9X0Lytf9RN/fnrFrQVLOpkJ2EXzyVezL0lYRldrQOJ7J22+lGZQ0KzZkhocXFUFd42Il6OiOZVz9/Ty7YZWp/eTWpGHrYoq8QK/uW6S63/T4vnIrNj1UjGt/N+9JsjXaG/UiPTJzHh5esqZ+Fx9KlA/l7bPMeyBqE5kWpgkTJqS6ztPTkw0bNhAdrcVzJrSY/NCPnR16/OjO8CUPiQjVZd34qhqvf9vsClgUjub1A3Oe37TSeP1TOzRkn99h+k97xp5FZZHLpfzv+UmKlwnnrqsiKZ5UCpHhMgxN4rEpprlWW1YI8Vd0YZ3424lOI98w79gVult1AbIaqT3t9dm5fmu3+0B8nCRFGJ3M4PnYnFbSb/hp0x3aDfXMcj35laPrS9F9/CuGL36oUU/MfBGSaPz4lIEuP336xJw5c/jzzz+pU6cOixYt0ohxIrlDbl14jhVDkUphfP1mvH2u+kanKRvW/JD6+E92CQ/WY+24qoz74z4rr53n7LYSFCsdDkCNVn7KcjIdRd+RIk9S3pEYhqhCQtRuU8uUQVLTIjdDMhV1/kzAe0M0MbpQNOE3Aeht3yHb9eWXF8a4WCn/zHJh0tbbWBWJzFBIIm0lW5MGIiMjWb58OUuXLsXBwYH9+/fTvn379DcU+erQ1YtPyruUf3tWOLremRFLHlG+dhBFS4UjyGFQuTaUr/OJ6EgZ3s9NiQrXYdubE5SvE0SZGoG439V86y0jyBIiHng+NqNkpdBsBS7N6ZBMwf56FCkZwcJTlzA0iQO8AIcsiULxsmEArB1XlU+++ffhnJyMnofnNxXd48XKhn19whQfH8+mTZuYNWsWBgYGrF69mgEDBqQ79iTy9dJx5Bu+X/QIAF0tD5eS3kMgMdyLmVUs79xN+PDalA+vVSeTH1jtTI8fX/HH7fMsH1admm0/4v3ClC3TMxYtXRNv6aEJ3mhWRRTjXiEBeujqxWs0gKnmQjJ9C2xL1vJ0RJE7K/MP14cXbWjS6x09f3bn0FrnTG+fn/F7qxjrLFLyMw8u5K0t2SHTwvTvv/8ybdo0goODmTp1KqNGjUJPL3MhW0TUo63uvJrgo5fihnl1zwLvF6lHBMkPxzm3Tx2m7LiFnoGciDD1t9D6n6sSEabDwBnP+ekvN0DhHZZRYdIElRorAnomtlBb9PemaR9v2ht0T0g3khJNdKlmLSTTFqAHcAF4BxwAjrH0nDW/NG+aqf3/+WMVmvR6h61DBJa2UQR9zHx4Hm3wyMuKDTFRMjyfmFG6ejAn/5cDRuUSmRamPn36YGhoSN++ffHy8mLy5Mlqyy1fvjzbxokkkRs5gHJSFNzO2BIfr/AcionK3ykHrh4oRgcjezqPfs3Vg6mnEf9nZkVe3bOkZmtfGn/zHjPrGPQM4lKN85eVB5GOrhx9ozg+h6R8OUwcY3p6zYoqTRTjTDIZtP3Ok+Ob0k8hoknS7wqUAl0SPgARgDFVmgbgKr8DVAZ2AElzw1KrM3kX1sQtt/mtXaPsGZ/P0NGVI9XRTK9EXgl0poWpcePG6bqDi116mSf7s/zTri+vifqsw9X9RWnR/y1nt5fA/W7mXcVzkszfgFIOr0t/hv21Q0W5dqgoQR8NGPj7Mw4EHcb/rSEbJ1bm2qHURS2j/Lr5Ng4VQhlZrVWKdS/vWgLQecxr/N8ZsmtBObqMecWNI0VSlM0rUm9dGQHOwCvgLYq5WD8Cm74ol5IbR5OO7/ltS80Zm08oVCSKyFRa8vmFTFt/4cKFHDBD5Euy486bXpm8Eq2NEyuz6dFpmvR+pyJM2tBtktNsm12B969MGLbgEfbOn5n+7w2GV26VqXh+nUe/Yuza+xkuX6O1LwDGZnFsnlqRI3+W4sifpTJrep7R2cyF4mWL437XihNR/6Gjdy8DW32kbkdf5bcB0x4zYJqiha6tIZk0bcP+laXpNfEFZ3eU4PX9/CnM+VtWv1Kym3Uyr4TA39uI8GA9ZBrqZshvnNvpwLmdDlRt9pElZy8zbt09fm3RJEPb/ut7BMvCqc8PXH39LOPqtVB+r9nal/nHFZG1z+8uxuF1mRMkbXggR4brKT0ag/z0MTJ9QFfL1K59CYqW1c2EJTWA2yR3AdXGl7WcYNeCctRu/4FlFy4yq0c97p3Nf2nkMyVMCxcuZNy4cRgZpT+j/ubNmwQEBNChQ/bnEYhkjJwQLE3esDJdOSaWMYQHaa+zTG48oO6ftyEmSkqVJv5sdT/BvL61VVzKv7RhxLIHSlFqp9+duFiF44KBURytB3sydu19ytcJQt8wjuhIHYo6h7Hg5BUAgv30WDigjtpkjPkF64SJykZmcWmUUr121/0Yx4FVPXGV78vQPgpSqz0mSsaJv50Yv+4ei10v09msC5Hh6gNvayuZEqanT5/i4OBAz5496dSpEzVr1sTGJiHsSVwcT58+5cqVK2zfvh0fHx/++eefHDFaJHNoyyz/2GgZ791NaTnQi+1zvuYAv1L+/KkyY9fex975M3/cPs+NY6kHs3123Qp+fMnVg/ZKUQKIitDh8DpnmvR6R+XGASw8dZkdc8vzw9qkLq8Nv1ZBLs+YKGnDw1mdDevdzmBuHYP7HYtUt2ur152TMfuV30eveMDoFQ+Y368O53eXyNB+MmpPbry8ZPW3MDSJpWH394xfd49nNy15fMVa5ZrJDRs0QaaE6Z9//uHBgwesXbuWfv36ERoaikwmQ19fn4gIxVtNtWrVGDZsGIMHD8bAIH9nUfyayK1Z/q/vm1OthR9SqZDigVmQulPS4+h6Z46ud6bz6JcMW/iYOu19ga7AfqRSOcXKhvH2mSKx3aV9xWgl/SbVutb8UI1ND12p2DBQ2VICRYy81ALl5if83hpiWiiGMbVbplomPk5KJ5OulKwSzKqrF5TLp+y8pVaYtOVlTVMYmcYybp0bTXu/Q6Yj8M7dhHH1mpNfZ7NneoypSpUqbNq0iQ0bNvDw4UO8vLyIjIzE2tqaqlWrYm2d9VhXItpBTs7yP/6XE22GeNGwxzsu7S2edSM1SF6+GR5eV5rbJ4rwz+uXwCHAjCOfI9HVk7N9Tjn+mZn+vCfPx0mZWZ/dsKR83SAABji1yyGrc5d37qY4VwtBKpUnJHNMiU3xCHZ6HU+xfM/iMoDA4dCDnN7iyLofq6Q6h+tLcjMkU3YxsYyhRX9vXj8wZ/O0Cng/NyO/ihJkw/lBKpVStWpVqlatqhFDFi5cyG+//cb48eNZuXIlABs3bmTnzp24ubkRFhZGUFAQFhYWadYTHx/PzJkz2b59O76+vtjb2zN48GCmTZumtW7sefWmldkHsuZm+Vdk9MoH3DlpR0RY/ur7zgk+eJgA7oAVEEKAtxHWxSLpPdE9hTCtuHyeCvUC8XljzLLvavLoio3K+kRRun64CMF+Odtj0aK/F5O33WZGl/pcP2KfY/uJDNdBIlFE3IiJUi8q6tI9/PVbRfYsKkf9Lu8xNImnyw+v6fLDa45udGLVyBqZsiGnQzJldr9f4vfWGPe7Frx9asbNYzn3W+QW2YqY+Pr1a6ZNm0bfvn3x81OEEjlx4gRPnjxJZ0tVbt++zYYNG6hcWTVXfUREBG3btmXKlCkZrmvRokX8+eefrF27lmfPnrFo0SIWL17MmjVr0t9YJNNkLTX4N1gVieJQyBKtGNfQDqRAIBDDoDLtOLXZAT0DOWPXulGpsR8u9QKYc+QKFeoHEh8voUjJzyy7eBGLwopwQ39PURWwep0/0GH4G8rU+MT4P92U5TJCRh+GRRIyxM4+dC3DdWfFBp9Xikm1v/93PdXygiDhu/Ktld+ntG/AnkXlAJh1QHW7jsOzmsJdvZ2Zvf4VOa/+xFVuhqt8vkZyYDlXC8KxQije7qlHVclPZLnFdPHiRdq1a0eDBg24dOkS8+bNo3Dhwjx48IC///6bffsy5g0THh5O//792bRpE3PnzlVZl5hiIzNzp65du0aXLl2U3oCOjo7s2rWLW7duZbgOkeyR9tulAFwBigD2atZnrs6ChZRW0t4A6OorIpR3Hv2GTqPeACiz846o2pJhCx7RaZQHrQZ6sndZOXYvLMvQ+Y8BmN6lHkPmPFWZ83T3tC1XDmR/Qm9yts8uz6CZTxWWqxkz1BR7Fpdh0KynOFUMSbNchxFvlP8nxowzMksZUT21MFKQmyGZTgP/A9yAe5net51TOKWrB3PzWBEcK4YwdddN3j4zY9+yMlm2W5vIsjBNnjyZuXPn8tNPP2FqmqTSzZs3Z+3atRmuZ8yYMXTo0IGWLVumEKasUL9+fTZu3Ii7uztlypThwYMHXLlyJc0QSdHR0So5pEJDQ7NtR34itx76raQ9sS4awS7vs2ycWIm9SwdrVYQLbRK/rTNdCPbX4+Le4vy44S4hAfqsGllNma7d0i7helVqgYQnV62o0CCQOYeuM6d3Habvuamsz++t5iNNS2VJqWHlGpialvq1ICXgvQHmNurncdkUj8DINBavJ0ljbYPnPGFWj/rERid1Cj28ZE3lxgEYmcZhYByXELJJwLlaMG8eWOSYsELKa8vO8TPb3gDcT/hUVbudunPSVq8Hi10vU6TkZ6IiZBgYxfP6vjnz+9XWWLivvO7JyLIwPXr0iJ07d6ZYXrhwYQICAjJUx+7du3Fzc+P27dtZNSMFkydPJjQ0lHLlyiGTyYiPj2fevHn0798/1W0WLFjArFmzNGaDSOpIEp4Tdk6fVZYX9JBMmSXgnRF//6bo2h5TK6U32saJlajV1pfvFz3G0jaajb9WYXrnBuwPPAzAz3/dxf2uBWVqBAPwOSTtsbysPIhOxe5P9i3nHuo6OnL0jeIxNIlPEWvQ0CRW6fSwb0VSiKjEcEwNu79XLqvcOOm5tOzCBX5t3oSZB65Rrbk/vzRvzIMLhXPsGL7E19OYqwftadDVh/O7OjO/fx3luvR+i5MxK4ESQDcMjGoDBpSqOgLvF9/mpMm5SpaFycLCgg8fPuDk5KSy/N69exQtmn6Xgbe3N+PHj8fV1VWjbuX//vsvO3bsYOfOnVSoUIH79+8zYcIE7O3tGTRokNptfvvtN3766Sfl99DQUIoX1w6PsYKGv7cRDy9a03nUG9oP8wBGAz+lKFcQQzKlRlZE4cNrU7qad2Xzi5N889NLCtlFsXBgHVpJv8HAKI7FZy5RtEyYsvySc5foVyJnJrtfOZCzg+3Dlz6kkF00gqBI5+D1NKll1KCbj/L/b358qfz/4BpnLG2jmLJDfRd+mRrBHAo5pPyemIY+N0kUpmZ9vdk604X3L1XHh1L3CkxsqVoAk1Mpk7KO/ESWhalPnz5MmjSJvXv3IpFIkMvlXL16lV9++YVvv01fue/evYufnx/VqydlHI2Pj+fSpUusXbuW6OhoZLLMN0t//fVXJk+eTJ8+fQCoVKkSXl5eLFiwIFVh0tfXR19fP9P70gT5xSNPkywZUouev76g86g3KIJy7qJRj3Jc/q9YhrbPryGZNE1cnJShFVpzJPwgzft5Ex0pY8XwmkRF6DCtUwP+vHuGj57GlK4ejE2xSHr+8oK9S8tqaO9J3Xibp+ZsKg+JRLGvcfWbqYgSwOV9RZm0NWWPS7GyYTTr652h+ie2bJQiMkZu3JcRoUmt2DodPrB/ZcbSwTTt7c3UXbB27D1+SMenK7+KVZaFaf78+YwZM4bixYsTHx+Pi4sL8fHx9OvXj2nTpqW7fYsWLXj06JHKsiFDhlCuXDkmTZqUJVEChSefVKrqbCiTyZBrohNcRCP4ehqzZkw1Oo+6hCJ6dFNm7L3BwFJt8fUwSW/zVNH2kEw5QUyUDqe3OtBmsBfthnqyYnhNAIzNY9E3iqd09WBl2SDf9HsmMnq8JhYxyv99Xmf9N8uIDYmxFRWp11WJjtThr8kVGbZQ4fixY145+k99zh+3zinLDK3Qmub93lK/sw9OlUIT9tEDfcN4oiPzLlzo22dJQmRpm3ocxC/pOvYlT65acXqrA4f+0NQUDu261rP8q+jp6bFp0yamT5/O48ePCQ8Pp1q1apQunX4qAABTU1MqVlR90zI2NsbKykq53NfXF19fX169egUoxrVMTU0pUaIEhQopolO3aNGCbt268cMPPwDQqVMn5s2bR4kSJahQoQL37t1j+fLlfPfdd1k9VJEcQQIUTfiE4vO6CAtPXeb7iq01mmEVCt4s/y9ZNrQWsVFSOo3yoIhTODP23cC5WrBy/a75Zek75QXRkemd135sfn6SIeXaprvP5C2MYmXC8Hxinkbp7GFmHYMgKMbd1LFncTlObXFkr+9RipYOJy5Wgo6uopV1fncx3j4zY8v0irxys0zmci5JIUq53ZL2fmFK6CddzArFUrp6EFKZnFOxk1DkpDrJ/kABiQSmd67P42Tz1ZyrBfO/qRVTjX+XtUSN2tWTkO3XhRIlSlCiRMqQH5pg/fr1Kk4JjRs3BmDz5s0MHjwYUMylSu5ssWbNGqZPn87o0aPx8/PD3t6eESNGMGPGjByxMb+jDQ/YVtLvcKxQnz/dzjB97w1mdq+X4dn5mrMh72f5Z2f7V/ctAJh79AolyocD0Ld4e2KiZDTopnAAmLH3Bu0NuqUh/LsoVgbK1wnk2U2rVMoo2Od3RPm/ddHIHBUmHd30ezuC/Qy4ddyO6i38OL3VgfbDPAFYPKi2skzlJoqMvnP71FFXRZ6goyvw0s2CGq38+H7RI6AX4AWAoYlCYIfMfcLPTZuqbBOfyfh32e1NyG0yJUzJHQTSIysZbL+crzRz5kxmzpyZ5jaenp4q301NTVm5cqUyeoRI/sDziTm/d63PvGNX2R9wmGB/fW4eK4KOrsCjy9ZcPWhPbHTuZL7Nq1n+2eHKf0UZMveJUpQAPvkaII+XcuYfB76b+xiLwjE06+vN6a2OKtsm2T0FmM/q6+e5d9aGia3Up+QoWjpM2SIBuHM69QC0GSWtc5s4FqOjIycuLvUH8h1XW2q39+XMtiRhqtTYX5n2Yd2EKmyaVCnXrqP0KFE+DCPTOLbPKU/zvt5889NLoBDwGKhAO/2eNP7mHdP/vYGDSwheT80xMI5DpiPwOVR9aymzZLV1ldNkSpju3VNN1OXm5kZcXBxlyyoGVN3d3ZHJZNSokblwHyK5izZceOq4daIIuxeVpXnftxR1/kz38a/we2tI59GviQjTYeGA2hoNfZN3IZk0L1ihnwzoaduZAdOfMGjWMwCKOH3m/StTYmNk/Lu0NMMXP8HYPOWE0yTmMbXjReYdvUq1Fv7Kh+GXJB+0Xz68eor1mqZMTUWYpfSGiUuUV4wfzT+RFMi2bscPyfIRSfJclCo38aOQXTRuZwozedstfD2NcHO15fZJOw7/WZJl54+RPH389SNF+OhlxJC5T5jZPWleln2p8FT2UDDIlDCdP39e+f/y5csxNTVl69atWFoq5gwEBQUxZMgQGjVqpFkrCyja0I2WV6T2wP77t0r8u6QMM/bewNfTmGVDa+JSL4CFpy8z+9A1vq/UKke7jTKLtvXnP72W1AWXPN3B5f+KM3zxE0ID086F5eaalFTuhzX3+bVFE8rU+MTnEF3ev1IM1ocEJNVx70zOJ6GLj5MgkcAPa+6xeoz6l15z62hlqKFF39bi9303AEUA2MySc/elwLLzl5Tf4mIlTGrdiKgIxWP44cXCJIpSog2x0TI2T6vA5G23KVUlmDodPwDw+ErBDpad5TGmZcuWcfr0aaUoAVhaWjJ37lxat27Nzz//rBEDRb4+wj7pq2R2fXrdmhXf12DKzltUa+GnVcKkDk12BaZX55f4J3MQWHXtPH2KdgSgYcJ8n/vnCjP74FVCA/VYOrRWiu2Ti1nVZv7KRHunNjsoy1dv6acs4+tpnCG7Moq64xxbtzk7PI/T6tu3KYSpdPUgmvbxxto+UrnMOFlCwfQmFucWJcqHMnrlfQBe3bOgUJFIdi0olyBGaXNhT3GGLXxEn8nPeemmeN4+uJD7865ykywLU2hoKP7+/imW+/v7ExYWpmYLEW0jP7XYEt/0Xz/QvCjlZkimL9F0hAvvF2bK/62KJAVuHTxH4U7dYsBb6nVWvHV/KUyJdfm/M8CmmGrQ1yIlPwMCpaqEsCChqyzQJ3fyrcVE6XD1kD0dvvekSKkwPrxOagWtvn5OZbwL4Jf/3QHg8LpSnNuZM45ZmaVeJx9qtPJj87QKHN1QktDAlPMmU/uN4+Ok/D2lEpO23ubFbYU3cpkaQek6qGQFbenmz7IwdevWjSFDhrBs2TJq11Z4vty8eZNff/2V7t27a8xAkYJNRkTB0jaKiVtv4/PamFdulumWz49oLiRTOJAygPL8fnVo0MWH7+Y9Vi5zrvaJV/cKpSjr99ZIRZhO/M+Rdt95YloohvX3ziiXq5tXlBMYmcXQ6tu3AFRr7qciTE+vW6mEGgJFaKKDq5356JXx1lxGznflxv54vzAl6GPmBdkjWc4sdaKUHme2lWDksgd0GJ4QqFY7M/hojCwL0/r16/nll1/o168fsbGKAVUdHR2GDh3KkiVLNGagiGbRljeizFC+biCF7KIZWa3RV5O/Ketzr4K/KNsJSIzEEgUkicmwhY+Z3KZxihoq1P+k8r3dd55EhsuIiZQxqkYL/rx7FoCytYJQRIDI3lMyvWty8rbb6OrJOfhHSU5vVg2B9vCiDZUbB3DvrA3VWvgT7K/Hhp+rZMsedVgUjmLZhYu8umfBqBqpZ9JNjVvH7di7rDTfznqC6z8OKl2uGUPC8u9r0H/aM/6aXJFnN1K+UBQksixMRkZGrFu3jiVLlvD69WsASpUqhbGxZvucRQoemRXHpr3eEfpJl49emb2ZNWdDTpBVG5KLlqFJDLp6cib+c4c67T8BMV+UHkSSMKlSo5Vfuja8czchNkbK379VJDpSB109Vdc400IxhH3K2XBejhVDiIuR8sfYqnyZQs6qqGJsqVoLf7bNLs8/MytkcS/hwFJASo1Wvtx1VXWBT/REdK4WTOESn/F7m9nnnIR/Zlag/fcetPnOk+2zXTJt4bVDRbl2SLOpS7SVbE+wNTY2TpHgT0REkzhXD8L1HwfCg9P2KPvacK4exKor59EzUIhF1GcZPq/N8HhkzvG/nJJ5gCW2atKO+p8kUoUBxfjxkHJtSN4i6vmLu8o2Qg6milAgx7ZEBIKgyGAbF6MqTFWbJo1zf8yWI8YxQDGZf+EpaC3rkSy6hcCUnUkpRKo19+fUlszvK+qzDlf3F6VZb+80hSk/jf3mFFkWpmbNmqWZqvzcuXOprhPJ+4svr/efGUID9DG3+rIlIDJt9w30DOQIcrh9ypa5vesQGa4Q7ypNFZ5zH98aMtCpB4Igo5BdJHt8vqzlH1K2qH4FJgLgKj8A3AISveGmAAuUJYuXDdPAIHwEii7GlM8Ti8IxSGVwdKMTcTGqjyt9wziKlPzM6wfmlKoSQo+f3Dm1xREAHb04ev78kpptPlKqSjA6enJG12zB22epOc80QPE4VHj0Td52C3ObaCwKR1OqiiJB4c755Wj8zTvaDfVQ7iezvHtpoozEIZI6WY77UrVqVapUqaL8uLi4EBMTg5ubG5UqVdKkjSIFlIyK4zt3E8rXC0RXLz7PbMhJsmpDTKSMuFgJXQt1ZmqHRkpR+n3fNZaeU7SWbEtEMm23IvXDJ19Dnlz9UkQGARFfpAbvl2y9HKgJdAUigcSWwkAAVl8fl63U4NZFIxLqnMCwiq1Zff0sDbomPbjjYqQIAhiZxKXYdsZexVylWycU3W5vknlsrr15nu/mPVEkBjSLQ99QTrfxr9Kw5CWgx66FZTm/uxjN+3ljbh2D+x1Lgv312D63HJunVWDf8jKUq/MJY/OsvSgVdojA10Mc7kiPLLeYVqxYoXb5zJkzCQ8v2LOSRXKXA2ucaTPEi/pdfbj479edJ0tHR45croiCEB+viKU2//gVJjRsrizj+dSMht198H5hQvGy4VgXS5rj879pFRi94gGlqiZPU67qZbZ4cFcmbvlyz4cAI2BzwvfEsZwLKEQrKyGZBBp0TWzCrabLDyUpXyeImfuv00r6DYCi+1YAE0tVIajb0Yfa7X15dc+CvpNfAPDHuGrK9RYJ2W5n9qjL1QP2nIw5QMfhHlSoF8iT61YcWVeSNw8tk9ltC1ixe2E5IkJ1WTY0LinI6/dJ+71xtAhj/3Cjcc93nPirZBrHpp73L01o950nNsUj8PdOGjPNz2OeOYHGI2UOGDCA//3vf5quVkQDaMOFlxUbXt+3wPOJGXUTZr3nhQ3aQJcxLzkUdpBjkQc4FnkQ56ohxEZLlXNbEjm9xZGgj/oUL6t4QZzds55y3cOLhRlZvRVtdHokLLFIsZ8z2xz4uVljuhXqzNpxX3q4DUn4m5igLoq0SGxNffmp3+U9rvL/GLHsgbJsm8Geyv8TA7daF4sACfh5qzq+tPpWEeh014JyAHzwMCIsKGkM0sw6Gnk83DxiD0iZ1qkBsTESnCqF0nG4B+vvnWXpuQsJpeOAT0APpZNDaukwAn0MuX+uMC36vU3zuFPj7VMzZDoCMpmQfuGvGI0nI7l+/bpGM9IWVPJDOgVtQSJR5K4pVSU4r03RGJkVx6KlQxm96gGCXELUZxnBfvqc+NuJPYvLqZQzNInln1cnVZYF+qScbySXS4AjQCfgGyAphpwgSJQRCQ6tLc2htaXpMPwNE9a7pagnPm4jPe18VDzz0j+2EGYdUKSf0NVLfEA3Rs8gKVyPnmE8cbFSuv7wCokEZRekrcNnWg/2pGH390SGy5j+r6I776fGTVX2IMglfHxnqAz6eueUHb3sOtG8nxeGJvEMnv2EKk0DGLXiPnADhTjZAe/SsR2ObSzJjL03GLboIQdWlVZ7fhOsoET5MCo39uf0VkdiomREfVY8cg1N04pZKJJlYfpyEq0gCHz48IE7d+4wffr0bBv2tZKfUoLnFqNWPqDxN+85uLZUXpuSZyw8dQWJBMY3asrzNJwN+iR0ayWy5oeqadTaEYUn2u/M2FuUOb3qpsjkmsixjU5qhUmmo0jLsHp0UjDX1EMyLU3Y32Y1a3cCiRmMnTgUfBDwAEoBJtxICN47cvkDZXglQxPFmGNv+w60+taLmCgpB1aXASAyTAfTLxxmwoP1OLxOkS9uz+Iy7P14lI4j3gB9Ekq0BO6otT05l/8ryuZpFeg39Rm9f3XnwBpn/ltempgoGfU6+3B5XzG++dmdflOeK7dp0NWHaZ0a8PxWIeLjJFRqFIDHI4sUdX+t9/iXZFmYzMzMVLzypFIpZcuWZfbs2bRu3VojxhVUNDfLX319md1/XpAZG0pXC+LWcTv+GFc1z2zISyZvu4mdYwReT03TFCWA45uc6DjiDWYJD+X0Y9kFA9Cox3ukMoH4uNQ8bSVMbNWIxa6XlUsWfVuLb352Z9f8chiZxfLn3TPsnFc+VY+1yPBSSjFR2OpI++/foPDG25CsZKKTQmcUru6XOfCpasKyUkBtFJ6C8HPTJnQe85r+U58jCHBgtTMmFnGYWcfwzj2tzLpSDqwqzZC5T4D3QGdaSRemUV71XOycX54Tfzvx2/abdBv7im5jkxwrftygEPCgj/r8b2pFwoP0mLr7BotdL7Hw29p89DJSZtIVUU+WhWnLli0aNOPrJidSgqdVb37jyXUrWg/yQioTkMcXrFgs6f1GegZxNOvjja+nEaNrtki3vo9exvSw6YyRWSzzjl5h2u4b9LDunEZywInACsKCdPnl7zvo6MkRBEX3n9uZwtw7a6sM7HrvbGHm9a3D1F2KOT1ntjtwZrsDAP+8Pk4Rpwh++d8dHl22VptuPbkoAbT/3hM4BbTl36XL6fVL4jnpnRCx4jHQDaiasMVC4E3CxxZYwLIL7YAigKLL11W+X1n/ib8d0zxX/y4tzaDZT5BKAUYDf6VZ/kuCPhowsVUTipUJo1iZMGwdIyjqHE6zvm9ZN6Eq53cVJ9EF/tcWjZmy8xZ/3DqLvlE8hewi0678KyfLwlSyZElu376NlZXqG1xwcDDVq1fnzZs32TbuayenBCu/YWEdjWXhaCxto9Poz88Y+e2ctP3OA6kMtv7uQkxUxm/XiFBdVo6szob7Z5iw3o3lw2sQrzbJnh1HNzrRcbgHJVxCCQ/So3zdQAxN4vnmp5f4vzPkj3FVkekIyvGcRHT14pWC9/q+BUWcIgCYf+IyiwbWTjG/KdFLUJXOwMukGHCAkUkskZ+/QyqV0tVSIC6mJw27vU+WFt0ChTdgOSAxeekR4AcSs7/CSIYv/pPhi1MeceJ9FRejw7kdxWk50Bsorf5EZoB37qbJ0msIrJtQhS/nZD2+YsMPtZuz8up54uMkbPw1KSiBNlyT2mBDcrIsTJ6ensTHp5xXEh0dzfv34gSynCTrcdRSL5MbrausXPy6evG0GuTFpb1Fsy1K2kJmzsPHhNA3VZv5c2abY6b24/XUnJUjq/PzX3dp+a0X0zo24JOvAWVqBPPTpqTcaqtG1mDVyC/zHAk4VQphyJwnTNp2i/CglFE3CjtE8P6l4oG8eVpF5dhPUefPrL5+nrZ63VXE8JWbJYYmcfQt3pFytQNZc+M8EAu4q6Sq2Pr6BIbG8WyZ4UJcjA7thnrw06a7yvUDS9bD13M6JhYx/BdwmM8hunS32oyr3DOhRAyQepSQpPP/AcW4ljEKxwdNkHqL/pOvIUPKtgVI5SVBJJFMC9Phw4eV/586dQpz86RJbfHx8Zw9exZHR0eNGCeSeTSdCyivuwNjY2Rc2F2ccnU+UbvdB6I+6/DwUsHJRSOVyqnXxYceE15iaBrH4bWl0DOMx3WbAxGhepQopxiL8HqS+YR3ACf/54SOrpzxf95j/vGrydbcAtLqGpTg8ciC7XPLU6/zBwyNU3Y9GRgnicnbZ2a8fW5KiXJJKW9Oxuxn8/QK7JxXHgBdg3iMzOLQ1Y9nys5byWrao1KvmVUMj69asWdhOQrZRaqIEiSNmy05dxGpFGZ/UxeQZuHatwZMUXglGuXKC5soSBlDIghCphzqpYoOWSQSCV9uqquri6OjI8uWLaNjx46aszKXCQ0NxdzcnJCQEMzMzNLfIBPk1YM+8aZLvn9NBBHNig2ZraNa848sPqMYdI8MlzG2bnO1Kb8zY0NeCq7ChkvAYGKivJSx7pIjCPDkmhUOLqHoGcTT0bgrWZl2WLONrzJ/UiKntzjQevArEt9L0zoX3817RKdRbwj7pJeQk0nB2+emDHVpTfIWQt/fnvHdvCc8u1GIA6udleKTOFnWVb6P96+MiQjVpXT14IStQoGU91h/x3bU7fiB7xc/Qh4v4eK/xWg31FNZ36BZjxkw/TnhwTp0K9Q1M6dEBVe5HgqPwFgy856uyesnq/eFJsmtrryMPlsz3WKSyxU3kZOTE7dv38baumCn+C3IaLJ1lZkbKrM3371ztmz4tRLtvvPEqmgkGx64MsCxPQHvNRdtPCep1fYDEaE6PLmW2NKTA+2Rx3/mc6g+F/bYcXyTI5HhOpSsEkJMpIxvfnanYoNAAG4csyOrc+G/X/RI5fuNo3Ys+a4WrQenL0qgyLlkYhGLiYVi3o3bGRucqwfzY6OmfNlttWtBObqNf0X5up+Y09uaBxesqdI0ACOzWOXEVT0DOUf+LJFMmNS3fnd4ngDg7unCLPy2Ng26+iiFaZHrRao19yc8WIce1p0zdiK+QCoV+G3HTRLnLfUp1lXZVZxX3eF53TuhTWR5jMnDw0OTdohoEVnJtJrTXYH7lpVl37KyFHUOY+MjV7qOe8Vfk7Q/qr2OXhzzjl1FIlEEWi1eNozEyaz/zHJhx1zVKNOJYXIu7StOpYb+lKn1if9WZH1gfn6/2tg6ROB2xpYT0fu5njAfKKNc2FOcsWvvK79HfdbB46F5KsnuJAwt34b9gYeZ8Keb0oOyzRBPTm12BMDf25D/VpTB7UxhNj5wB3xZO7YqP6xJ2sf5XcX5HKbDuxem/LeiNL0mPmfYgicAXNpXlMbfvOf9K2NG12yBXJ41wXasGELT3u+AVsBWAn3GKdfl1QubSBKZEqbVq1czfPhwDAwMWL16dZplx40bl+Z6kdxDE830rKYF13QXwftXpuxdWoZev77g/M4SvH5gkeFt88LzqGE3HyQSiI+TUKvNx4SlOsA8dsy9nea2j67Y8OhK9sbTvJ6aK7s9P/nqU6pqcKbOQ2igPrO+qcvv+27Q274DM/dfp3zdT6mWDwvS4+8pFRk6PylT7ugVDxi94gFRETLWjlXEs1NMLvUAJBz6oxcyXTkdR7xhYsvGKi3hDsPf8P3CJ8rvjb95jyDA9E4NiAjNfBoUXf14uk94Sf+pz4CywN8kupunhza+sGkCbfPIg0yOMTk5OXHnzh2srKxwcnJKtZxEIsnX7uIFbYwpt/uws3OhZ8Q+Xb141tw4h1XRSE7+z4m/f6tIRrKo5kVf/j+vj2PnGMEAx3Z0GOFBvyndgPnp2CBQuEQEFjbRuN9NPVNp17EvKVQkim2zXIiNVp2n1KzPWzqPfs3fUyry+IoNIHAw+BCH15Wi7+SkiASZPQ+u8n34eRvS36FDqmV09eM5HnkgxfJJrRvhdsY2oZ70fguBpr3fKedMzepZByOTWEqUD+fmcTseXSqcKbsBmvb2ZuiCR1gXjeTwulJ0H3+fxGjpOTVmlBkK+vgS5NAYU/LuO7ErTyQ1stq6Sqtc8jpjY2RM79KAnzbepc+kF+yYW14Zg0y7kGNlH8VHTyP8vI3ZPK0i/abMT3erUSse0D0hRUN8PPzYqBnPbqSM+DBmlSIAat/JL4gMlzGkbFt+/vsOtdp+VKlrTK2WmFvHYGwWh58GsgAH+qQdCzM2WoZcTsLEVXh02YrVY6rj+ThjDiuKvFHHAHh1z4JF39bC80nWnF0ScawQwtRdN7l1wpbJbRrx/qUp3cfnTPoJsSsw+2T5bp49eza//PILRkaqF3pkZCRLlixhxowZ2TauoPG1XmTJ0Ww4pkXA5ExHg8it36Hvby/Q05dz/3zKt/u0bDi7o4RSmGQyWHT6EsOrtMLXQzWawti6zRLmAimiKpSuEaQiSgBLBtcCQCJVdIzYJfOsy+x5SIz4feNo+uNUC/orIkSsGlWNoxtKkpEWbSITtyq6OE9vcWDJd7UyZWNqlKkZBMD8fnX4HKLaBZhb10NB7QrMCbIsTLNmzWLkyJEphCkiIoJZs2aJwqSFaOPFnL3JwscAK45F7Fe7Nq+P18ElFEEg0zH+3O8UYvWYqoz74z6gEJ2Z+68zslorlXJVmvlz/7wNVZsp0ovPOXxNZf3Iai2VLY1gP4WzQu9fVVOjZwZ9I8W8pfAg3XTLXtpXlKm7oHm/txzdkBR816VeADbFk+ZEffkbFXUOo1oLPy7sKaYxUQKUXoHG5rEphEkbyOw0joLeusqyMAmCoDa1+oMHDyhUKPV+cRGRjJJ+l4gTigF0OercqfN6UDdxAqo85TSldHl4UdXpoVSVEBafucjDSzZEfZYRFqhPlzGvsSmWesy1RMcQmY6c4UseJiz9Mr9Sxkl0evB5lVZwVAXyeCn3ztlQrbk/VkUiCfygcMVu2vsdlRr5A2dQRPNOwtg8hkWulwkPVoRT0iQhAQoxsrCJxu+tdmeQFbsCsyBMlpaWSCQSJBIJZcqUURGn+Ph4wsP/3955h0VxfX/43aV3kCKIoNh7L1GJHbuxJMYYE2tM06gxRU2zRKPx+4vRxFhjNEaNSSyxxBLsNYodGyqKIsVCRzo7vz8GFpZd+gIL3Pd59mF35s6ds8vMfG4595x43n33Xb0aKSg6Zf1wLgkbMm+2Di+FMvfvR7xeYyBPg3Wv3C+oPSVxA0c9MUehAEf3RMICbQr1O2RfQPz0kQWPAqxJT1Py+mc3SU02wswyDaPc4rLmoM+4IAZNustvcxvy5lf/5X9ADpRKiQbtI9QLdR/dtqHpi0/xP5G3x+DS91qxPuAAs7afZnIHOcrEL583YXdcCvA3OYXpg2WXqFojgS8GdtRbr8bIWEWHgWFUcZMF3CpjPVZ5vC8q01BgoYVpyZIlSJLEuHHjmDNnjkZIIlNTU2rWrEmHDh3yqEFQWRg69XZGfqBmwHagjl7qtXdJos+4IEbNlt2IM+c+ijMsWBI38JUjzgx4+z5te4eza3nhQwotfa8lU1Zc4soRZ74d3Q6QRUKlAnuXZLqNCMazQRzPY4yxsElDoYC2fcJxrZlAQlzWrf3iy4+4dsKJDbMb8+ZXhU/i+dqMWxnpIWR+uycvfr151oFpnbupo4/nJDOOXsP2UVjZpfA8xjTDSWUxcnTwLNr0DqfHyGBWftSMs/8Ubq2VLl4YEMpL7wdSvV68OmJFepqCqPCKlcTUUJZx6JtCC9Po0aMB2XW8Y8eOmJjkP94sMPwWij55YUAowz6+TbPOzwi6bouDSxCwCFhd7Lrrt43k692ncHBJ5uw/ruxfV5Owe/kPLWVSmmP5V485IUnQvOszdYK6wnBkiwdTVlwi+mnWYlY58yxEPzFnx1Ldda4P2M+Th1kBbz3qx+F3QDNIaWGux4YvROje3j6KF19+xJEtnrke+4rLQLY+2c0rH93m16+aZGzVXmrSutdjHj+wZNv39QpsV15MW3MBh6rJ/PtrDb5+9QVSkpREhptrZNqtqBQ3K4EhUOQ5pi5duqjfJyUlkZKimS1S3+t/BOWHD5ZdwshYYvWnTdmxtC77klXI6auLh7lVGt/6Hic+ypR3WvTk3lX7YtVX0mP5keGyY1DLHk8KdN6cPI8xJeqxGa9Mu0PtFtF82rNL/gchB0s1t84KsGpulc6zkKJFZrewTuWFAeHcvmBPvdbR6u3ysOBNvIeG5ClMMc9kIcgMaZSd7L9D9xEPURoVKmxnnqjSFfz1XV1Wf5L3nJohNBgN2SuwrCiyMCUkJPDpp5/y559/EhGh3aLSlRJDUHbo4+K3dUzm7UVXadr5GSunNc81vE3gZXssbVP56//qZ2xpBuyjn8VQMsPxFAXXms+xsk1j94raxRalvNDfWP6vwFYSYou+xsqhajIArjUTMrZIfLHlLHcv27NlYQOdx7h4JOLikciwjwPYtrgeaakKrO1TdJbNj0yHh9/mNOLD1Re4csSFbiOCadBO3t75ldxT3Lh4PlevZXqcZyZdiSquyWxbop+hXoBLh11o4v1Mb/UJSpcix2D/5JNPOHz4MCtWrMDMzIyff/6ZOXPmUK1aNTZs2KBPGwUGwv8dPkbHwaHER5vw/tLLmJilU691JFZ2KXR77SH2zkkARIRZYFMlewu5MZDMtDUXsHNKLvL5g67b8td3dXltegBdhwcX+Dh9hWTK+dLNIyDzgSgvgK1aY16Rbbh0yJmoJ2ac/7cqA94JZJHvcbq8+ojx31yjXb8wncdMaOrDxYMuvLXQnwNp26jimsyxPz20bHCunsDA9wIxNc+9EfngujzyYWQsMbzaQM7slsP3/DanUa7HgMQHP11kU9A+9XzUub3yUKKu38F7qCxu+kwJcfu8A3VaRmNumaa1z1B7CYIsityU2717Nxs2bKBr166MHTuWF198kTp16lCjRg02bdrEyJEj9WmnwABwqp7I1u/qcWa3G6uvHFSHnUlLVWBsInFmtxtfDeqEuWUaqcnyQ0Z+CEQBtvR84yHdRjzk3F43Ht22xv+4M5ePOJMYX9B5Sjnzp71zMtM3nCPsnhUBfmW3NCGnOI2b789rMwJQKFyBQCAzLM9BsjKt5v1gzFlnsy7PMDKWGPiuHOIrwM+BL1/qSN/x95m/5xTn9rpyZrcbh3/3VK/VCbpux2f9vBm/wJ/BH9xl2/f1tCJHKBQSv93fi5ERPLptzaVDms4ImcQ8MyMx3ohqdeTMsy26y2um7l3Ncnran7qVPiavqD9/seUsXV59RGS4GVVck4kINdeZaj2Tzq/IEb43zMpL7ApH+H0rTEwlzK3SSEowvKgghiCOhmBDbhT5PxYZGUmtWrUAeT4pMlLu2nt7e/Pee+/px7oKQkWJgSWpFKCQA3DGRphi65jCyR3ViHlmRtJzI16eepd2fcPoNDSEf1bVynakAxBC9FNH7J1T6DAwjPQ0BcM+usONM1WY6t0NSSpoZAAF/ze+DY06RPLy1Dt8M7K9Xr9jUZm+4Rw9Rj5EXj0RTkqSDabmKqKfmDKiugX7CjiSpv0/MwfkXuYgu0EkxMnic26vGwPfD2TSD5dp1y8cEzMVO37IcoZIT1Oy+pPm6jkWG4cU4APgOWBK865P1O7m7fqFc+mQC7qiM6SlKngeY0L1evH8cnM/HvXjOb7VneREY4Y6DWT7s90YGcGXf5zh6+EdAIkur8pCM7zaAFw8E0iMM8nVc897SAjdXnvE8g+bk5yoPwHJnK/KdBYRlC+KfCXUqlWL+/fv4+npSYMGDfjzzz9p164du3fv1nAhF1QMajSKwdYxRR1BYEJTH1TpCqKfyu63xibyepH5/8hZUk/vzDn/ZM2bXv2wcUwhNUlJbIQZ7QeEMffv0/yTuJ2dy+qw6uPcJ6qVRiocqiYT9diMDgPDMLdKpetrwexZ5cXVIgT01CcD3gmk5xsPSYwz4g2vvkz88TLdXpMfzvvX1SQt2xBV4UIySWSKEpiyM+bvbNsfAWcBub67l+zztNGlxnNgmfrz/w7Jf68ed+KVD+9gZCSxfGoLrePMLNJxck/CzSsej/rxPLxpw9qZTQGIizTj21Ftmb7Bj87DQjAbk4Z7XblntfT9loAil8WsEj7KVwEYMvkOsZEm7FlRS0e5opPp7OFeNz6XFB2G4fgg0E2RhWns2LFcuXKFLl26MGPGDAYOHMiyZctITU1l8eLF+rRRYABkZlm975+ZQkHTyystVcm3o9oybv41kp4b8/SRthdYUoKxxrDKmV3VmPNyB2ZtO8Mr0+6QnGjEr181VveezK3SaNAuEsdqiUz41h/HaknqY2/+VwV7lxQW/nuCQxtr8N1bbfL9DiXxIHLzimfy8ktIEoxr3JvYSHMWjHyBA7+EU6NxLDt+yHtCP++1V9WzfXo5428c0AfQDD+0+NhoYGyudQdetgd6Acn47b+ljqnXrLM8H1a7RbROG5IT5f9lyx5PSYw3Ynxjzay1BzfWoEW3J/Qe+4DUZCOquMr/o2sncksg+i3wGQ5V+2FulUazLs/439g2pKYU3SlGF8G35DVULp4JOgPgGgpCHHVTZGH68MMP1e979uzJrVu3uHDhAk5OTmzcuFEvxgn0gz4u/uAA+Ub3bBCX641+44wTH3fvWigbTu5w5+PunRk1+wYjZt6i6YvP8GgQx4F1NRk08S4W1ukZ57dm15eNae3zmI1zG3LlqAtt+4Uxb9dpeo0JKpAwlQTz98rREE7vdOPZo6y4kRcPuXLxkGtuh+WLc/UEYAkAsZEm/G/MA77elduw1BCgh9ZW7d7YYuAjGnU0VocLyiQvB4iDGz0ZMSMAC+t0FAo57Xt2eo99wIMbNqhUClr5yIKX2bPOjhyiaQYADlWTeGuhnF1XHkbUL4nxxqSng62j5hiqIc+rCLLQmxtMjRo1GDp0KHZ2dqxdu1Zf1QoMhExnBn2uNcnkylEXPuralb/+rx7NOj/DwSWZ16bLD8LZQzswpn5v3mnhw+b5Dfmoa1cuHa6KSqXg7J5qSBIEnHfIte6SfhBVqx1PcoIRs4d20qMNEpsf7lV/+rhbF60Arb8vrI+P8mU2zW8A7GDnT90LUO9QoApWtrU0RAmgQbuojBh22mRmn40MN0OSoE7LKIZ/epNPfvGjer04AvwciI+W5746vhTGsT+rq4d4s7M7rrX6fVqKUi1iqSn688bLxNhEpU7QaGgIccwfw3NXERgk6WlKHt60oVnnp+xbm3uSyOLw61eNCbpmx8NbNizYf4Jze9049bd7ruUbtI9AoYCAs2XnmZf03BgL6zRyCyRbFLLHRg4NtGL1lYPqz5M7duPJA0t1UNT1Xzah6/Bg0lIVBQjJVBN4CIQCmREW2gDnAVh87Bjy/FUWPsphhNyx4b3WPdRef4t8jwEKbKqk4l4vjv2/1GTKikv4jArCvW48v+rwrmvQLgKYq/689sa/AFz414XoJ/oPE5SaYkR8tEmG04cgJ4YujkKYSpiK4pEH4HegKr3HPEB+eBUuY2xBSE0x4uDGGgC85j6AtHxa0pnzGY7Vco+wXdKc2FadPuOCqN82igA//cxlSJICH+XLWNqmUb1uHD/5HQbAR/ky2r+7hHud50Q9LtjD3Uc5BqVS4kAawA/AVxl16u4Ja/8P05FUxigy/jWNO0Yya3BH+k24z6frZYHz2685hOnZIFadNwp+Bt5S7zv6p0eB7C4KiXEm6qCtORFzO4aNECZBgXlwwxZr+1SWnDjKtiV1kVQKkhOVXPjXVe9uuTlThevi9E53HtywwXtoKMM/vcUfi3RHQihJHN1lUdQ1p1I8FCTEmmBkLBEcYM3OZXXQ3RhQkBhvhGf9uALXbGQsO7J8/8563l8Si5mFRESoObtW1Gbz/GH5NCiMUCiHIgfldQPC2PpEop9FN7q9FkxshCljvr5O/7fvYWwicfwvd6q4ZTqtNEZe35WFVILu3Hcu2tOy+5P8C5YRQhxzp9DCNHTo0Dz3R0dHF9UWgYGz72cvosLNefe7q3z1V1bsu1vnHDi7142IEAv2/1KzEGuSis+clzuw8tJB3lp4DY8GcfxfLsnlSuIh0LTzE9r2fkxaioLHD/IPJFsUG26edWRcwz55lrGwTqdG49gC15maYkTQdVsad4zgwxe7sfz8IRyrJRF2zypXOzXFqg+yMGX20o6zNzEG8Af+ADLTx3fAo+F1vJpk2nY945VFeiGzDxeG41ur89mmc9g7J+mc8xIYLoUWpvzWKNnZ2TFq1KgiG1TRKMwqf8NHwX97qnHxYFWc3BNJjDfGo34cY+ddY8A793B0S6Jtn3CehVpweFPWEE1Jfs/gAFsG2b/Envi/6T4imCVvt9ZYN1SSzNjghyTB7FfKNs3L8a3udH4lJCMlhvaDXtc1eOmwC0M+uEuD9pHqbZ9tOkff8fep1yaKJw8t+eb19gRdk+/37P9DhULCznkAf4XvBtKBWOTe3HFkUaoBXAAc8WqyFJiqdf6Qu1a413lO+H1LrX05URqpkFSKQjd4bp6Rh1brtIrm/AFXg5hXMQQbygOFFqZ169aVhB2VktJI4lUSopCSZKQOMRP12JwPO3cD5Kji/d8J5NkjS/q9dQ+4BjTJvSI9kZZizNE/POgxMpgFB07wSY+CReEuDr1GB+HimcjFgy6c3ZN7/qCSfhApFBJ++13p/EoINZvEFDi47fovGuPZIJb0NAWeDbKGATO99byaxLLmqi8ja/bVWiQrSQqin5hrXVufrPOj12iAO0BmmKl/cpzZDEjGvY6cI+n740vJnlVX1/W63O8QphbpTPfpzNNH+QtZJo8fWBIfbUK91lGcP1B01/2KRnkQRzHHVIIUbpV//uUMvYf146QW/PJ5Y1KTjfjJ7xA1G48DzpTKuRe+2Z6Og0Jp0D4Sp+oJPHtU8Iy2eTHm62v0n3CPyHBzpnTsrl4gPOlHeVHtDxNbFPscReX1z24ydt51fvm8MbERprw89Q7/y2UoMycJcSbM6N1Z/XnW1tN4Dw0lOVGJmUVWLvj1t/ez7osm2SLFa+NeN44J3/rTaXAo675szOb5r6v3teuXwPw92UvnDOKr2XDR/T+Te0qbH+5lxbRm/P1D3QLNaVavF4e5VRouNRLyLSswLIQwlSLFybCaXxnDEC2FOiV2zca/AK8AAaV2dt8NNRj43j0++eU803t1zv+AAjB06h0srNKxd0nhg58u8e+vNRg99zoW1umc+tuNkDtlk3fMo36sOqvsuPny3/vXi27LnFc6YmWXwoqLB4kMtWDtZ40JvmXLxB8uM/zTALYvqasz+vcLA0LVa6we3rThr//TTPR3/kBVZg3pwJwduTVQ0sk/FYo10BE4yHuLr/Le4gVAPyDv637QpECSE4zYs1Iz3JEh3CuGYIMhI4TJQChu1knD6p5LwI/IwVudS+2sP05qRZdXH2VkXFXlWz4/Zm07jbllOilJSlTpCnqNfkCv0Q/U+x3dkmjQPoJbZ0s/5E1mxInsbP0u7+yv+T0Mn8eYkppsROBVO/xPyNEYNs1vSNfhj/AZ9YD9v+RcvyYx8YfLBF62Y0afF3WsR5JY5Huc5l2fAZ6AMZHhIfw0uSWqdAWztp0BzDh/oCoz+3qT0+sw65p2B+oC+4HawB4yhSn3696fR7c7EnLHhruXcl+ALTBMSmeWWFBkdOUBKkxry1f1l9arpLGySwWOIS+oLD1hAti5rDYW1ukM+/i2eltRWqdrrx/Ae0goSfFGbJrXkFmDO3D0T3f2/lyTNdMbk5aqoEH7KBYfPaYz509O9N1CHtegD1eOasajm7W1eMOmSiMVVVyTePIwax4n6Jod96/Z0qST7qR79i7JuNZ6rnORrJGxRPOuz1j7WRMgCAhkUrseeDWLpnWvcHW5Nr0fM3XVRa3jfZTDGOY6kNSU26yYdgIf5avsWysBR5B7WnnxLtXrxVOvzVuldt0L9IfoMZVTijMsWNJzWPJwXmvkWG+5R24oCTbNa8iwj28zYmbRhxB/OncQz4ZxnP/XhZl9soYEs8e++/dXL16bfouhU++y6rIvo+v1pjTbeWmpSj7u3oV6baL46Zy8ANd7aKhWucI8kH1GPcDaPpUrRzQbE+H3rbB10hVBQcG+n70YMvkuSiMVqnTN729TRT5m/DdzyOwNNWgfSc1GscRFmWqU7T/hPleOOnPkd8007U28n2FiKnF0i+zleWiTJ73HHue78S/w7681c/muzwE/5GjqE7Ws1vWblMbQmiGIoyHYUBAMpse0cOFCFAoFU6dOVW9bvXo1Xbt2xdbWFoVCUeA1UiEhIbzxxhs4OjpiYWFB06ZNOX/+fMkYbsAUtoel397VBsAVGErdVlHFqKdwqFRKLh91xto+lcIO51nbp7A7bgf12kQTF2XCrMEdcy0b/cSclR+14OxeV6rVeU6HgbqzyZYk1vapzP07K4be1sV18yidP91HBPPkoQW3zmkOTRrlER8xJUnJ81hjVHmuR8pq/57Y5s7GrxsRGih7+h3/K6vh8tmmc9qHZriIZ85vXTnqwkXfqgydekeraOa1Pr7xUCCVj7v/WeDrX9e1X14e4hURg+gx+fn5sWrVKpo1a6axPSEhgT59+tCnTx9mzpxZoLqioqLo1KkT3bp1Y9++fTg7O3Pnzh0cHCr3OHNR57CK3rpsBBwh5E4VXv7wNgvfLL2EftdPOtFhQDgwE1hQ4OPsnJMws5SHiC4dciElKf/bY8cPdWjfL5zZ289w82wVpnpnBVMt6Qfbyx/ewcImja8Gd+TsP65aPRZNHjP/nxPsXlGb/3S4t7fo9oRWPZ9wYpt2D7ddv3AC/HTfPy27PyU+yhRdUSksbTKHOLPbpSDwir06YsbJHe54vxyCMhfT5YjkWdEqQF44O23NBWo2iVGvs8pO1GM5CkejDhFcOaoZuTz7tVtUhyPhuFDylLkwxcfHM3LkSNasWcO8efM09mX2no4ePVrg+r799ls8PDw01lt5eZVM0NG8KC8Xb/6r/LUp+FCgMU+CLXCtWbruutsW1+OthaHAImAz8EKBjgu5Y8vdS3bUbRVDYnzBbo2Lvq4s+6A5Y+ddp1GHSD7fcoaIEAse3rIBksiKjqB/WvZ4jJlFOrWaRePVJIajf3jkkcJ8Ie36PqZd38f4KF/R2jtz01kA1n/ZWGO70kgWhMxhueyYmKXjVjse3w01dJ6xftvMxbvaSQCvn3IkJUlJnVbRuYoSQFKC7LFnaZtGZMa01MGNnrz17VVmbz/Nk4eW1GkZzZ//q8+hTZ48Dbak95gHJCcqObGteu4VUxaNtcKXrayUuTBNnDiR/v3707NnTy1hKgq7du2id+/eDBs2jGPHjuHu7s7777/PhAkTcj0mOTmZ5OSs9RWxsQUP72Jo6KOVXhSx0l3mNC27P2XhmwVbW6Mv5MgPAUAz4BETvr3Cmum5Z8fNzqVDLtRtFcN/ewq+IHPX8roc3lyDDYH76PpqSLY9dsBjwL7AdRWG9V824ZP1fgx8716Gh2AkXw3SlX7jDJm5nTJ7EzlJTTbCd4MnD29pupy36S2npvh2lPb/cNjHt7FxSGXXT7V11mnvkkxqigIT04aA5nX1PMaU/b948erHt/njf/UY/slt1kxvqlXHw5uyPa5ez3l020Zt667ltXnji1u413nO1WNOjP/mGt5DQvi/cW1o1uUpYfes1eULS8k21gQFoUyFacuWLVy8eBE/Pz+91Xnv3j1WrFjBtGnT+Oyzz/Dz82Py5MmYmpoyevRonccsWLCAOXPm6M2GikjRWpfyZPyM335ixm9tyDncU7I3rRNyigc3hk65W2BhyszU+zS44BEGAOKjTRnqOAhj0zTsXVIY/kkAgz8IBHbho9xdONMzMDJW4V43Xv1wzsnlIy6MrNEfgN/u7dXwptNEXvCakqzkDa9+WnsdqiZRtUYClw5rJ+yb8K0/YfesdCSHlOjx+kNO7qhGyF3dAuDZMI6k58aYmOqef/rzf/Xo/04gwz+5zSsuA4l5pi2awbdsSE1RUL9tpEb0ho1zG6FQwO3zDpzeWY3Rc6/zxhe3WOPvC8Cu5VliaViNNUFBKDNhCg4OZsqUKfj6+mJurr/hDpVKRZs2bfjmGzmQZMuWLbl27RorV67MVZhmzpzJtGnT1J9jY2Px8Ci5cPwVibxv2MxJ83ZAdWANcgDQnOXyr7NoGBN+PwH7qgX38Qm5Kw+FdXgprEhpLNJSjHn2yJi4qMyQPNrDWAVlf8p2ACa2687t83nnnFIoyHbOnKzj2J9vsmhMW1KStBezZsbLu3JU0xuvZuMYajaOZdkHLTTi1FWvF8fIL27i2TCOn2do93Iyadc3DBuH3IfRN97fp37/7uIrfDuqnVYZEzMVJqaSlt3paUrWf5kVNeLE1uq06fWYkzvcObCuZglEe9emrIYCi0p5EskyE6YLFy7w5MkTWrVqpd6Wnp7O8ePHWbZsGcnJyRgZ5Z/6ICdubm40aqSZqKxhw4Zs27Yt12PMzMwwMyv5C7my0cf0D9r164i1fQpv/+8q9s4ryS5MuaFPwXLxTECVrmD11X/ZsaQOp/6uRmxk7g2hCYv8kSS44Fu8dN/12kRnvNNeCFtYnjzIr/cmYa0jIV7W79iVea/lPs9mbCL3EnM+/H1GPyA20oR/VmuK67pbB9TvdfWyMrlz0QEXT93zPDkT+O1eoVvAU5KMMoYD8/awvHfVng9e0E4vXxaIocDiU2bC1KNHD/z9/TW2jR07lgYNGjB9+vQiiRJAp06dCAjQXMNy+/ZtatTQPUFbUTGECzo9TcmZXbIHWLU68bzxxU4+6tqVq8e1F92WVEim6CdmVHFLxqtJLNN+vsiHay6yfGpz/v5R27W6qfdTTM1U3Lloh//x4glT+37dgN+Bl5EjbRed8QuvYWmdyh+L6nP7QhXMLdOo1yYKn9EP6DM2SF0u8LJ9keqPjZDXFNk4pKgXyjpWS+TVj2+ze2Ut0lKV2LskERdpqhGW6PP+nUh6nvsjxNo+BTloqzbbI3YBcOR3Dxa+2S7P2Hehd63p8FIom79pWNivZnAIr8CCUWbCZGNjQ5MmmgEcrayscHR0VG8PDw8nPDycu3fvAuDv74+NjQ2enp5UqSIPbfTo0YMhQ4YwadIkAD788EM6duzIN998w6uvvsq5c+dYvXo1q1evLrXvVhkunMKyYVZjXnrvHsM+DtApTCUVkunbUW15cVgIO5bWobXPY977/ioD372nFiY3r3hmbDpHzFMz9VqkrwbrciAoLDOQhekljE0bkJZS8FvN1jGZJSePqD9nis+pne70HhdEn7FB6rmwTB7esuHk9ry90HLjvr8dqSkKBrx7jxUftkChkJj04yUS4434eUZTTMzS+St8DwF+Dkxqn9UrObcvbweRBzdtad71IhAHZM1DZe8tmVqkcyBtG++36cGdi7pd0k/vrEavMQ907isMhnZflrehwNKkzL3y8mLlypUaTgmdO8ur8NetW8eYMWMACAwM5NmzrHApbdu2ZceOHcycOZO5c+fi5eXFkiVLGDlyZKnaXhYYwhhybjZIkoJt39flzVk3cKiaVIhU4MUTrG99TwAw4G2AjcCb2DsnMWr2NW7+58js7Wc0HvKpyUqeFSK1Qu40A+RMr9+feMwH7Qs+zOQ9NASP+vFa22duPEdKspLfFzTAb58r8VEmhN2zBoWU5wLX/B5asRFm/PJ5EyZ860/gZXs+WScvRt+1ohYJsSbqob76baNwqJrE1WNONOvyDCNjifS03M+7/fu6vPTeceBrfJT31duzR33oNFh2kBn4/l0Wv6XbezM8yApHtyRsHFK0IkaUBwp7X4qhQAMTppzrlWbPns3s2bPzPCYoKEhr24ABAxgwYID+DBPohX9/rcHYedfp8cYDtn6XexqFglC0kExyT8jWKZU3v7qVsc0YGALs4ZfP6/D7An0OF40GtnPrXOEWdycn5D6M/eXATlw8WDXH1uJngd2+pC4tuz1Vi9Lfy2rz0+QWgBz+6J81XtRpEU1aipKNXzdkUZcTVKsdT3BA7hHNZW+9t4ClvDCgjcbCXh/lK2x++A/O1eWFtn3HPWDZpFY6nTNa+zwmOMCa5zG5OXfkjiE01vRBZfMKNChhElRsnoVYcnqnG298cZPdy2uTnFiyl5/2eL4XEIwcAHQREIYcaFYeOh43X37lVkfhkYOqWtnkH+Q1O3kltdMWpfyp2yqKFt2fcHaPm9Y6pUxU6Uq+GNiJJt7PePLQkscPNJMDLnmnNQBKpcTk5ZdIiDMmItSiAGefDPxI1+HBWhEnLh100Riiq+KWSPh97QXCqvTCZ6+tDBR3NMGQEcIkKFWObPGk46AwPll3Pk9PMX2j+yY2wleVd4bd4o3nfwAsxGfUQy4ecuHgbzULdFTMMzPS06GI/j9Adrv9WX7+EABvL/JnxbRmbF+iOz2GJCnwP5F7NPg2vcP5/PezWNunMntoBxLi8u7ByDbISwZyhgYCMDJRcf2UI7/Nbcicv0+z+Ngx/v6xDn/+T7M37buhBvP/OUWdVlH5us0bMqU1rFbU3pUhIYSpAmII48q6bHByT+Dz3+XQN1GlsM6kIJTseH5WaoduI4ILLEwg6RSlbd/XKeDxWfXAFEIDrZjWpSvj5l1j7Lzr7Fhat9A9EIVCYsSMW8Q8NeOjrl0KnMI9r0C6L74cQuAVO+5dtcfIWMK5eiITvvXn1N/VCLmT5Sxx7aSc3qN6vfhyLUyCgiOESc8YgigYGvYuSZiYqfAeIofruXnWgRVTW5TIuQxrlb8rkiRH4P76lQ4FPv+M37SjbEeGm+WZ3lw3l4AjrJ35AhGhFlw6Ig+dWdikkRBbuPma95deplmXZ8x7rX0hRAkgAoDnsVmPGnvnJJKeG2NqrkKVrqBFtycYm0iEBlpRrfZzrXVbSQlGpKUqqOKaVCibsyPuy/KFECaB3sj5YHZ0S6R2y2jm/n2a9HQFpmYqUpKUTPfpnOe6FUOkaOP51VAoXsfMYjO7450BzSULudXZY2QwAFePO/Fxty68t+QKQz64y5aQf/jypY46o4PrZjPgwumdcvmHN+ReSKMOEXnOY+XE3jmJ3mOCOL3TjeN/FdYl/TgAt/3knk6bXuEs2C8vOk5PU3BiW3Xio2WRrFb7OSe2uZOaotldVKUrOfqHByO/uMmR3z2ICCvI3JZhYAhDaIZgQ2ERwlRBMIyL7w5yqol4pv0cQN9xQeo9z2ONOf5ndf74X30S4wvvXWWo5N+7ysyX1DifclkMtBlCr9FB7F5RG0lSsHe1F0M+kNfyfb3rNEvfb8melboDp2YRCPzF1eMq0lLlRbG3LzgQ/dSUxp2eFUqY3lroT3qaku/fbl0EJ4Q7pKcpiAiVlwe4181ygzcylrC0TcXYJCvf05J3W2nVALB8anN6vvGQ/u/cY8Ns7d9SULEQwiTQIxsAOfRT33HylpM7qhEXacqPk1qSmlyM2fxyyHtterLifBC+GzxZNOYkvqopBTpud9wOAD5YlrlFQo5UHgfAlOWXCDhXhVc/CWDTvIYEXdfOSQQ7gIds/PrFbNsUhAVa41qj4GlI3GrF03vsA84fqEr006LEtKyBkbGER4M47l21Z+/PXqSnKZiy4hIg95KyB5/NbYgxPUNcY54WfG7SMBprgqIghElQbBQKiSkrLwJbkV2y1/P1q9MJvGJHyB1r9LHOprAYwpyCtZ0c4SA4QB5CK9raK5B/v7XAqxmfG7D8vDfgT9fh44HhOur2B1px6ZCme3lEmDkOhZir8R4qzwuu+7JwvZSs7yOvHVv47wledR1IarIRt8/L67oS44344f2WrLx0UH1cZu8uJwlxJtw650DbPuHs/KmwTiBljyFcj+UJIUwVjLK4Acws0+k/4T4wAliPj3IkcjTxykd2gbl6zJn0NAVvfHmT6vXi+X5C64xcUdrkP4f1arat94FrwE2gitZ5ZcaimTlWxsRURWpywaKtGxmrGDL5Loc3exTDG64GsRGmmFtmreXKHM6zsE5nV+xO9fabZ3NfiGxpk4p73Xju++vqHQoqGgXPByAQ5ELSc6OMCewaQNmFjDG0oRuVSsmyyc1RpSvoNfoB7y+9VOg6fJTD8FEOY84r2dd8JSMPmdrnceRtoBq+qr+yvTbQvn9yLkN/2rTpHY5z9UR2rchvPisvVNg6pmgsDM4t8OvkDrmHbXKr9Rwbh1TO7XUrtAVl1VsxtOuxPCGESY9U1u66V9MYzK3SgIJPqFcW9qysw0CbISTGG+H9cmiR6zm5vTqXj2Qtfj3/rws+yuFq4cr+klEAOVNhjAaieG36zmxi9af6fU6iHpuTng7DPwnQ2ldwZBtunMnKbXVmt5tWRtw3vPrmWUuX4bKnYtLzyjVPWVzKqzgKYaoAlOXFZ26VxtLTRzA2qQL4lJkdhkbORsrzGBMcXJLZGbODRh2e0aB9hMbwVkGY7tOZ3iZDuXLUifpto7BzSs6jdBpRj4/kEKtdQP2MF8B05EdANECO3tVf/HTuS4L87bCvWpz1Q2+QmqJAoZSybVVwcGMNehu/DMClw85aIZBysmVBAwCavPgsz3KCioEQJkGxsbBKB/4HNMqvaKXlneY92fZ9HUzNVSw5eZQfzxxhY9DeQtWhUilQpStZ+ZGcJn7Tg3+oVls7Cjk8Ac5q+Jz4KIfhf8KaU3/HqcUq8PKqjL3rsx0rAQORD+5G7RYxNGy/XUOwCoOr13NMTKUMJxhN7F1kwfPdkH+utKTnxjyPMcbOOS8xzsKQegqVdSSlOAhhEhSLVj0fZ7zTzqBaVhjigyA20pyVH7Xg836dCL1rhSSBrWMKFtaF/93uXnLgmxHtMbNQ4VZLU5jkB/ImACa20ZyzOX/Alfb9w7CwTgVg3y9y2vNjf36nFqvf5jYG9uQ4Y1etc+h66SIyzILYSBM6vhSq1cOr3SIaQO2llxcqlYKg67Z4NY7Nt6yg/COESY/kdsMaUutN33R7LTjj3XDAMEWhtCjI//niIVfG1O/LmulNUCig66uPinSuh7dkF/RJP17WsdcPaMbTHHml7l+zw9hEwqGqLBCZi17dsvW6rp104ugfWR6VsRGmBf6f6rreU5KM2Dy/IT6jHrL1yW68mkar9zXqGEF6moIHN+SI5yam6Uz68RJTV10gM/hrJs4eCTTuGMn967mn2TAkKvI9XxoId/FSojQSeZWFKNRQt2DTS/3c5Zlze914e9E16rWJYt8vhT/+yUMrggOseXgz54NaBfgC45GjP2QRkJEXqk3vcHYtr8O1E07sX1eTUzuyQhxdPFiVOxft6TpcFkxbR7lHV/xsq+2Bc6y+8jmZPbCN8xpiZCxhbZ9KfLQp7/9wmQFvywkFj/zuoRGRvEkneW5p8/zyn169tCjP4iiESU/kvHGLmxK8vPQ8/E844dUkFvkh6Jhf8RKjvN2E3/57AkmCw1s8ilyHi2eCjuR5gcAzZvY5RU4vySpu8pxOZrqK6KfmfDe+jUaZvm/do/foB/zfuDZ8/Mv5fG0oeMBbH+AckBVy6I0v/gUasCOyFvA9cnSLD3kWsoJXP75NrWYxmFmmExdpyuTlFwkPsuRpcOGyC5eX+0igiRCmEqLoq/zzL2NIN5ucPvseIMb+M8nv/1OrWRSO1WSRmPv3aa4cdWbD7Ebcu6o919LhpVC8msbo7Ckc3FiDji/ldEGXezgpOhbRjp13DYCz/+h26+/wUijTVl8EwMax+HOGmb+DUimxJ2E7JqZGQPYengfQArgLPEIOudQcJ/dmOLmfo12/8Gxla3Hbr2COD4aEId2r5QkhTGVAcTNPGlLvoF6bqIx3+XtWVW5UTP7pEq16PsG97nN5iwqs7NLoNDiMToPDOLevKp/3z4ptV612PHP/loPAbl9SV2thqqlZOg5VkzExTc8WkVvuDZlZaA+ttuv7GP8TjsRF6o43l3kugKhwM87sduOPhQ2K/I0zadblKSamEpcOVeFTH81r/8PVYfR76zTgjDyvNAhoBoQCbYGfgDbAQDoPA99cnvNCACoWQpgMiJIQrOLesDYOKbw28xaNXojgm5HtNYZSFAqJ8QuuAU2BusU6j74w1FX+dVrFMPA9ef7k9gV7Fo1uy4MbcgSGRh2eseTkUVr1fKJxzBd//Kd+3/CFCK24dz6jHgKoU4jINqgAJ96cdYM7Fx2IfiI7ODhWS5TL/JZ7A+LvZbUZPEmel3pw05afpzfL8zvpQtfv8L9DcuqLNTrqWzmtGf3eug+sA2Co06hswrm+XDbWBMVHCFM5oDjDgsWdw3rlo9u8Mu02SiUsPXWEzd804MjvHtRqFoODaxJVayQArxeorsrM3YsOpCYrMTFTMbFtT419N844EfPUFHsXzeGzuq2i1e9vnc0Zqy7La01pJJGuXqurBP6hao3OLD52lKne3ejy6iMm/3SJxHgjPlh2iV6jHvBx9y6k54jb1/ONh+r3L713jx8ntqS4AXgzBRHgzkV7rf3NujwFYMcPdRj4XiD/O3Scb15vr3bqMMTGWlHOWdoYgg3FQQiTHjCEYYTsNhR1DkvX97CwSSMq3JzFE1rT9637TFl+iSnLc8Z8G5Pr8QKo4prAp7+ex8RMRXy07lvu0R0b7F0iOJC6laePLPm0Z9aQ3pZvtXNY1czwhvx2VFtSk41wrfkceRisGrCMqd7d2HB3P9ue7lYfs3ZmU4ZMuUMT7wg8G8Zy399eo05r+1T1+7+X1UYfUeEX+cq9pU96dNZZX4P2kQD8OqsRB3/zZPpvfszaeoaJbXuQlJD740nfjTVx7RoWQpgqIEV37e0HzAcsgMFAPLCV43+5c26fG377Xfnt3j6cPRLwP+6EvUsyvhtq8NbCqnlVW+IYUusw528/dt41Rsy8BUByopKp3t10Hvfhi934bPN/1G4eg2fDOA2PuIc3bbTKtx8QRkqykrP/yEFNv/zzP0Ce7/u4+w3C7rmwdXFdXpl2B4CLB13Ytbw29dpE4VbrOY8CtOs8+JsnPd+Ue0269hcGH+UwLG1T8WwYh/8JRy4fcdFZrtvwR+xZ7cXzGFNuX6jCnKEdWHnZl15jgti1vHjpLQrTWCvv3rEVDSFM5ZjCPpDzd+1dQdbal2sZf1+m87AN+A7LnFt6Dpjycfes4bu3FpavNOmlSYeXQpFUMLljNwL88nan/+Z1OYL4/pRtNH0xQr3dwlo7pl73EcEc/6s6cVFyNPcsJxRjHj+wxNI2ld5jgzj7jytzXu5AaoqSuTtP02FgGFsX11U7S7h5xTN+wTUWjWnLkndboTRW0X3EI9r0Ln7eI/c68sLdf3+tqXO/0khF1ZrPSUvJatiYmKcjqRQYm6qKde6cFNytPf8yBRUrIWpFRwhTJSfz5rF3SeKvcD8Ob/ag++trkSejP0T2jMqOHGzTkHopZU1ev0W12vGE3bPKV5Syc2aXG95Ds9zAm3d5qtV7cPFM4NifunJeHSb8/g+8Mu02Ng6prPiwOakpRjRsH0GHgWH8OrsRG+dmxTQc940/XV4NYfdKL64crcq3b7an+4hHvDAgXEfdhWPmprMAnPq7ms79RsYSkWHmDJ4USPQTMzbNa8QbX94kOdGIvatrFemchbkuy0KsBAVDCFMlw8Q0nXELrhH7zJTAy/b47XdFkhQMnZox5HPIhQVvrM4ovUjj2KIOh0DlvHHdasdhaq7iyjHn/Atn49TOangPDSUx3ggL63SinminNDcyUWFTJbuzhBUwAOhHzzca8s7/XQXkRbUhd23oMEgWOoVCM9RPFTd5bVBivAkmZum8/vnNQtmanez//w4vheJRP57VnzbN1T09NdmIN2v35YOfLvH6Z7fYNK8RFw9WpeOgULnHVPAM8Hqj+BEuBPpACFMFoKAP/UYdnjHpx8sa3l7LpzbH3CqN4Z8GcG6vK4c25u5OXNQWZl7lyntIprx4fWYACgX8s8qrUMdFhstClJaiBNLpMDCUZR+01CiTmmREn3FBrPq4ecaWaDLXME3f4Kcut/jYMXyUr7BlQQNGzAjA2SNRo55ZgztSt1UUjwJs6P76Q9744pZ6n6NbIhFhFlr22TikUMUtMSPGnQKQMq6py8hLB4x4YUAYYfct2fpdvTy/qypdyb0r9pia36fDwFBO76zGhG+vMnTqHTbMLlw695KkKNd+WfWsKoJICmEqJob2MMyNBu0iWHrqKABL329JU+9ndH89mPeXXAHg3lU7Fo5qS1pq0eL6VtaQTNnJbrO1fQq9RgfxLMSc2xcKF6op0+Pu11mNmPTjFVw8E7XKXD3uhIuGyGQtqFWpQJnt32hilk5CnAm/zmrE6Dk3OLLZg0uH5Xmd+GhT9XtVuuZc4ZaQf/BRvqL+XKtZNGPnXaNN78cYm0gEXrHj3ZY+tO0Tzjd7TwEtkb0Cx+DolkhqkhG1mkdTrfZzTmzTNewos/+XmngPCeHjdX580r0LV48502lwKNuX1CU+umgZkUvj+tGXWOVWV2VGCFMl4PXPbzL26+skJRjxWV9v/E84s2dlbc7tc2XAO/fYvrQuJ7e7I0n6c2KoLCGZcqNt3zCURrB9SeEdCOwzcg7ZOeceFsh7SGhGOvtMzIBXgT8ZYDmERQeP08RbdqDoMDCM41urs2t5bUbPucHnW/7j4kFHVk5rRWR41oJp97qys8Kdi3bUbRWTw6Yklp07xNNgS1Z93IxmnZ/x4sshvDnrOqNmZQ7/HQS2kxC3iPb9ZYeNlRcPATCsan+in2r3vkAe0lvwRjvm/3OSb/adZM7QDiw4cIIJi/z5/u3WBfvRDIySWr5RWRDCVE4paI9EaaRi7NfXARhVuy9Rj7PmKw5tqsGhTUUPJVTUIYOKFJIpN5Iz1uCYWRY+6nrMM7mXMOyj21r77J2T1PNF1vap1G8bybKzhzL2vg78iXu9eI7+4aEWpr7j73N8a3ViI+S5HjunVNr1e8Kpv59w7M+aLDl5mMYdI/nm9XYA7P/Fi7qtLmfUKQEKFEowMZX45fMmHPvTgwPravLiyyHZRAmgB9CDcQ0fMGvbaRq2j+LuZTvqtIihTd9wDm7IfUgz+ok5p/52Z+zX17FxTCHktg1teoWrz1+e0ee8VWURKyFMFRxVupKYZ6bYOaWQnGCU/wFlSEVa5d//nXtIEuxeUbvQdZ7YWp13v/PH3Epb1P56rJnELzNiuIy8psncMo2UpKz/dZvej/FVbdU4zspWhd++ajhUTaJxR3mRq5V9KgveaMu4b65lKymLQua1Y54htInxJvzxv3oM/+Q29/1t8Woapj4iItSCrd/V58s//6NOixiexxpni0yRO1GPZeGcv+eUelvjjhFcP+2U/8GUjwZLdsRQYO4IYaoEnN3jRq8xD7C0TVWnPChPlMdV/gqF/Kpa4zkxz7S96vIiM7PrxYPOtOr5lPVf5Z6yvl7rqGyf5J7U00eWOtc+ZWfusPYkJxrz9e7j6m2NXohQx98D2L0yy2W7UUe59/XkYdZw3M/Tm/HnovrERpjiq9JMR9G2b5a7+R/f1ufI5vwdQF7oL4vbH4vqYeuUQru+4TmGKw0bfQijPl3YyzNCmIqBIbRSCmJDSKA1KhXqoZyysKGkMaRV/oMm3qFNr8eE3rXi9oX804bnxK22HH28VU85jty9K/YZeyStskHZMrrO6P0dCw/Ia9JyRlr4bW5DDS8376GPWHLyCA3aZQlbpiidP1CVz/t7q4PDAphkLHhNz+Egkds1VbeVXO/2pXXY9n3ennmZdBwkC9PpndW4caZgvaTKQHFHEsojQpgqAbWbRyOpFBgZqwDDHs7TB2W1yt/UPI2ZG8/RaUgocZEmvNemB3JQ1cIxeNJdUlMUPLxhQ+0WsXg2iuXM7mpY2six7OIiTTC3TiMi1IITW7O83a4edyYuyoRurwWrxez+NVvebtZLo/5uIx7y2aZzACx+uxWObkmMnnMDgAnNfAi6ZqdRXqGQaPiC3GNy1Bg61P07ACx9rxW2jsmc/Uf34tqcuHjGqd9HhOp2kigohtBQKg2Ks3zD0BHCVA4pzMVnap5O51dCOLevqlYg0PKOoa3yn7XtDO36PuZ5jDHjGvYmIbbwrs4tuj3G1SuBq8edaN5FTieeFC/fpg5usnv4zf+qsH1pXe5csNfo1Ti5JxL7zIzhn95m+Key48TFg1k9J6VS4q/Hu7F1TOG+vy2f+nQm+ok5Jmbp+J9wwv+4M7WaR6NQSBoemr1GP2DEzAAe3rTh2smCub7f/K9wLvKbgg6o3z95WLgstYKKhxCmCo5HA3lNzNVCRh/Ij4rQMtP3Kn9LG3lex9I2jfeXXGHBG+0LZY9b7TgWHTyBpIL9v9RQC5OVndxTCr0jD9u16/eYzwe8mMMWFcvOHsbCJpXHDyypWiOB8CBLjWG03uPuY5uRmfbDzl15HiMLZ2qyETdOO3IgbZu67CC7Qer5yI6DQoh6bMasoR14+siqwL9HUSnKsgVDuh4rS4+tJCnaakpBuSHomh13L9nz1sJr2DgUP112ZcBHOUzrlR++qr9o4v0MCEahcKb764/wVf1VqAfmWwtkb7iJ7XsQEZLVaziyxQOQH9jRT+Q5nWZdHuc4+jC2jinsWVmbZyGys8WbtfppJHZsmJFiAuB5TFbv2cI6lZ/8DpGdnTE7cfWKR6GQaNr5GXbOydRvG0lJM9RpYImfQ2D4CGEqIobQKiqIDelpStZ9IU96V3HTjiBQESitVf4FE6vqyE4KWZ54mQKV85WTNr3DiQo34+5FB6KfZjkVxDzLer9vrbzuTI60kB15jsimSora/TsnS95tpX4vJ+iT+OQXP3bF7sSraax6nyojsPdvgftZdvYQNg6pPA6y5MF1O0qKfzd4ApoRK8oThtBjMwQb9IUYyqvg2FRJxqupvIq/XpsodTpvfWEIAl3WaIdjskROD5I3mg+SUGArljb9sbBOZfWVg+o9mXNMJqbpjJgpzx2d2e2qUddU7x0sOZmVhTZJx5o1VbqSN2v34bfA/Uz/1U9nqCPQFId6baIBiHpizt1LeXsYFudauHLEhXN7XTVEuCiI67FiIISpnFGYVlGNRjH8fM0XgJM7qnHh37JN6FdZuOCbRGufRL5/pxV712gusNX9/1MBbTLef8KuWE0vugNpGwBLYBuwg3VfNWTzPM0Ap7fPZ4nGwjfbcmiTp07bYjJ6Ypmi9Oi2FdXrZYno9dMObP2uPid3VGfzw904V08m4Lw90zp3zedbF4/ccjYJKidCmCowpubymMzyD5uzY2ldvdVrCEMGhmCDLj7b/B+tej4BYMjku1rCpKtF/973lxk6JQyYCfgBOXsyVkAy8AkAY+d+w9i5JkB/dYnUFCN2/FCHwMv2eYaZSow3YXqvF/EeGsKhjZ5cP+1E/baRfHf0KO+29OHR7azMtV++1BHHagmc2+tR8B+gDDDUa0FQdIQwVWACL9sTds9KPZQn0B+5PQy9M9YwXT/txK7l+YcjqtMqit5jglCpYO/PWxjw9n31vuypzuUgrZm4ACeAfmSGDMpuz8e/yH9zG9a6eLAqFw9m9Z4D/KowwGqoVrnAy44EXs7b7VuIgiZiKFE/CGEqpxTkBlCpFDwLMefFoSGsndG02OP3gvxJTVaCBF8N6lSg8p9vPoulbRoKBRqitPX7upzfXzWbMMnMfrk9Z3Z9h4V1Gn9H5e1WXVniqgkqHuXUB6ZsKU839trPmmJqkc5rM27lX7iQGMLvYAg2ZOfkDndsHFNxrxurtW/amvP8dm+v+rO5ZRrudeO5ftqRXStqcd/flg87d8FH+Qont7vz5Z//EXjFjlWfNOHqcQe+fKk9p3Z4oEpXqtcgAYVyawfdXoIVAUO7FgRFR/SYKjjXTznx+zcNGPnFTfb97MXDW7b5HyQoMjt+rIPPqAcs2HeSUXX6aezrOz5I47NrrXgUCqjdLJoPX+ym3m5ils6sbWd48tCSaZ27khBnwtbvGhTo/GWVYqEyi4IhCLsh2KBPhDCVI4p68f2xqD49Rj7kg58u8UmPLmVigz4xBBsyyflAvnvRgfQ0BXZO2ouZH96ywbNBHL6qrdy5aM/kDt0JvWuFW+3n2FZJIjZSXvtkYqrC2ERF0DU7vUWDFykWBOUJIUxFoLxlV01NNuK3uY2YufEcrX3CueDrmv9BgiKjVEokPddeR7RyWjP1wti6raIxt0rD2EyFpEIjhXhCnAlPHliSEJ/77SlSLMgYki0C/SGESc8YaivzyO8e9HvrHuO+ucYF36qU96ygZUl+D0NVugLjjDQRAO8vvcygiXe1ohrER5tiZp6O0ghWX/XlrSa91ftqt4ihilsSS94p3dTi+o4fmFedFY3K8j1LAyFMhUR7lX/x0oEX5WIuyjGSpGDLtw1YsO8kqy4f5Lc5jTi5w73Q9RTHBn1jCDaAis0P9uLgmozSSCIh1hhjU4mIsKzUDUM+uKvzSBPTdOa83IHFx49h55ysse/xA0ucqidgbKIiLbXsfZSKk2LBUBtrAsNFCFMxKU521fzK6PvGPX+gKse3utP5lRDenHWjWMJUWXHxeA4sBnyB/fybLmeqzcTaPg1Jgs3zs5wVFk9ozbQ1F7TqatcvnMad5AjimfEMM1n6Xku+2XuK+u0iuX7KsJPmldfGmsBwEcJUghQ386T+x88VfP1qBzoPC+bLP85SvV6cxkr/8kBhfpP6bSN4d/FVDm3yYM/KOsU+t7V9Ct/sPwnsU29TqeTYcrOHdiAuwpTEBGPsnZM5fyBrHm/cfH+d9QVdsyUizJxhH93BrZbu2Hq1m0fnKUyG+EAuT4214mIIc1yGYIO+MRhhWrhwITNnzmTKlCksWbIEgNWrV7N582YuXrxIXFwcUVFR2NvbF6tOQ6AkBKswN6wqIz220kg7VXdhz2vIfPqrH54N4mncMQITUxU7ftCd4rtGoxge3LAh57K+XqOD+HDVBZISjLC0SUOZw59h3vD2XDrkjIVNGo8fWOdqxy2/KrzQP1xr+ysf3eHXWY0AMLNQaeyr4ioP7fmfMOzeUmExvMaawBAxCGHy8/Nj1apVNGvWTGN7QkICffr0oU+fPsycOVMvdRoyxWlpFmZYpONLoUBGlIIKgrFpGj6jHnL1mBMD372Hz6gH2Dqmcu2kI/XaRPH+kqu8v+QqAJIEt845YFslBZsqKdg6pnLqbzeWvNua744epXrdeJRGcjlJBSZmKsLuW1Gt9vOMYbu+wN8c+2skALH5pClq3uUpAInxRphZpqudIAa8c4/HQfJcVFxkdrdwiY9/OQ/objwYwsNZ3zaUdWNNYFiUuTDFx8czcuRI1qxZw7x58zT2TZ06FYCjR4/qrc7yTvabrajDIjt/qsOTYAvC7uXeyjd0sv8OH/18Hp9RDzAyznqIpyQpObPHla9e6siEb/159ZM7gCw2CgU0bB+FJGX1HjsNDqPT4D1IEgQHWGNkJJH43Ji1M5uqh+W6v/6AsV9fx9VrKVCwtOkKhYSFdToASiOVhmfe8b/cMbWQ953ZU029fdKPlwFY+1kTAi/nnWqiolNajTWBYVHmwjRx4kT69+9Pz5499SYiha0zOTmZ5OQsr6jYWO1wMoZIUVuZgyYuBQbgq3oReB0ww0c5rtjnLSu8hz7CyFgiPQ2Ob63O1eNO7P+lJmkp8uW9ZnpzNs1vSEKsLCYjZt7E1DydTfMbgEqJrVMSq68exM4phfD7loxv1EfneQ5vrsHMjed07rN3SaK1z2MuHXIhMtwi23b5urp4yJnaLaIws0hT7/t6eAfeX3IZQJ2Ztl3fMAZNDOT2eQf2rKxVvB+mkqCPxlpxr2lDuyfKO2UqTFu2bOHixYv4+fmVaZ0LFixgzpw5+ZYrLxdf/q69fYBewJSMVz18VbfQtbapPHzn2UM78r9Dxwm7Z803r7+gs0ymKAH8vqChxr7IcEvGN+rFBz9d0vKOKyh/he9Rvx9oM5ik5/Kt9e53lwE5PXpCnBHeg7Pmmhp1eIZnQ7kR5OKRwLNHlnR7LRiASe27I0lirVlhKauQTAL9UmbCFBwczJQpU/D19cXc3Dz/A0qwzpkzZzJt2jT159jYWDw8DCcHTUms8jc2sWZf8gZgR8brAlnJ6vR7bn2Rmy1XjroQF2mCa838s8bmRswzc+YN71Dk47OzO+5vfJSvANDhpTAAgvxt+GiNpgPE0lNHkTJGH+u1iaL768H0fPMhEWHmBRIlQ3hwlpUNhb0uK2pIJkO6P/VJmQnThQsXePLkCa1atVJvS09P5/jx4yxbtozk5GSMjLTDupREnWZmZpiZVa6UEGmpSnyUu1AaKdgRacxf/zeajV/LHmLlcZV/0nNjTMxU+RfUEzm/54SmPqzx91V/rt0iisDLDlhYpxMXZcKP/x3TWY9CAT9Oas6NM05MXHqFPatqsWF2oxK1XSBTEUIyVVTKTJh69OiBv7/m+o6xY8fSoEEDpk+fXmhRKqk6KzqqdCUnt7vjM+oBG79uCCjK5Sr/8CArXDwTmb/3BJ/3e7FEz6ULB9ckTmxz58WXQwBYefEQ/zdeDidk45Cq85jYCBNMzFTs/6UWP/kdIvCKHT9NbmEQkR7yoiI/mMVQoGFQZsJkY2NDkyZNNLZZWVnh6Oio3h4eHk54eDh378ohXfz9/bGxscHT05MqVaoAshgNGTKESZMmFahOgTYHN3rSa/QDWvZ4wqVDVfMsa6ir/Gf28WZH5C7a9XlMvwmBWinNS5p3/u8qtZtrZgr+eK0c7SE9HTLbRKGBllSrnQCArWMq/6ypyfDpt6jZOJbxjXvlK0oVWRSKQmk9/CvqUKChUuZeeXmxcuVKDaeEzp07A7Bu3TrGjBkDQGBgIM+ePSsL80od/V/QEt5DQ+jxupwlNbeWfVFtKs1V/ilJxmxdXI/XP7vFKx/dUQtTrWbRfPXXfzhVT2DfWi9+mtyywHUWxtaqNRJy3Ze9o54pSonxRpiaq1jyTmt+D/6HiFBzHt4sX1E4BDKG4BVY0TAoYcq5Xmn27NnMnj07z2OCgoIKVWdRqYgXzvx/TtKu72MCL9ux48c6nP2ncOkwfFVbmdHbO9c0GqW7yl/F0CnyWqWze9zUW91qPce9bjwAgycFsmF2I+IiNecTOw1+xOzt/wEwwqMfz0Is1fuGTr3Ne4uv8t1bmVG+jwAzMbdyU3veAVjbF1zUU1MUWFinkxBrjGfDOJzck/h2VFtExPfyjxgK1A8GJUyC0sO9Thzt+j7mnzVe+aZW0HXTeNSX3ZwnL7/E6Lp9C3Vu/QtWGiF37DG3Smf9V43YNC/LeSAlSXNozN45WUOY5u0+Sfts4YJ+D96r9qhr4v2U9xbL0SI++vkCUB2Q55B2x8Hyqc3xaBBHelrBBMV3gyf120ZRrY4slN+/04rRc66TEGfMiW2FC6hrCA+t8uKRZwg2iKHAwiGEycApqZvwrW/9eR5rzI6lRQtuGhEqLyK1tC388F9uFG1Y8DjwEu51nwOtGTP3HGPmZonRX/+nGR9v7s7TbJrXkNO7qrE+YD8OVTXTTQD4jArCd0NNvj+e05MuROPT+0uu8Oi2Nabm6RrbxzfqRXCADVZ2qeyI3AXA6Z1u+Ix6qC5zwdeF+/52fP77ORa/3YrkRHErVjaEV2DuiLuhknLxYFW8h4RqpGwoOBILD5yQ35XyItDMm9ncMo3d8ebAlow9M4GeQBxgpy4/7OM7GsdXrxfP9A2ai68fB1lQtWai+vNr0wP4b3c18mL/LzVZ/WlTde/L0S0R+6pJPLhup3ZgyJ6VdtaQTtg4JLM9YjcAR7ZUp37bKABObK1ekK8uqAQUdzShoiCEqZISdM0WAJWq8MLSe8wDGr4gRy4d36iXXu3KjxqNYpj/z0mq1sgSkruX7Diwfi8Tly7I2HII6K7j6EzB0vSeyy5KAJ4N4/jt/t5s9dvj+5sn7y0+CjjofHhEhFloJAfMJDMtBkBclBmj6/Zh8bGjfLz2Iuf2ynNzdVpGc/mISx7fWsYQHk6GYEMmhjCkZchegeUZw14wISgx0lLkf72VneZQnJGxCmv7FJ3HZN4ck3+6CMCu5bW1HAn0i4px8/0Z8O5d4Azgy8/XfNWiFHbfkhm9vXH2SKTv+CD1UYvf/oT+lkPZOK9hjvpiyClKujHCyrYZsJteRi/zXuuebF9SDyh8QNV3W/Zk0/z6KJVyiIewe1aMa9gLlUpOFAjw5lc3Cl2vQFCRET2mAlARW2YB5x1ITVFQv20kN/9zBORI2PtTtnP/mi1vN8u9J5SSrMTUQkXYfctcyxQXpVLFwn9P0LL704wtHdX7noWY817rnqSnKvnt/l6sbNOwc8oS02mrLzJt9cUCnqkjMAZoDtQF7MnuHfdv+oDifA2ex5gw8vMAajSKY9O8hqy4cIhb5xzUvaiEOGMS4sRtWFAqci9BkIW4IyopqnQl967Y06hDBH//WBeAPuOCALCwzoqAretBcOeCAy17POWNL26yd00tEmJNtMoUFTunJPqOv8/IL29hbpnpVNAWCAaecepvZ2YP7YSlbSo7o3cCsO7Lxjh7JDDg7fsFPs+6Lxqze2WtjB7fvxkvGX2GZHry0AoA7yGheA+R82Cd/ccNE1MV679qzOXDLiQllL+IJIbQWCsrDEEcDcGGkkQIkwFT0hdfZJg5Vnap2DklU7XGc6atkSMVLHyjXZ7HXT7qQsseT7GyS2PZ2UOMa6g7TURhqNMqiu+PH80mRhDz1JR9v9TktemnkNOZDyI1WX6IZ4rSgxs2bJ4vD9ktfbc1RsYqOg0J4cs/zuZ6rg87d+HaSedc9+s/JFNbQE78926rHgRedlDHJSwKlVkUBJUDIUyVGHPrNKrWSODz3/+jZY+n6u3XT+edzvvQRk/Gfn0dAI/68Yxf4M/amU21ylnbp2BmmcY7/3eV9v3DuHPRAc8GcQResePUDnfeX3KFxw8sMTFLV88bhQZa4n/CmYsHXTi8uQbdRjwke1K+rsMfsWh0lnjNGtwRYxMVbXqH02lIKH3GBmnYEBthyrovG3N2jxtPHxV/6LFoIZn8gFjAipUXNXtHQmSKhvjdKjZCmCoxT4Mtadn9KdVqa6aLMDJWkZ6Wu1/M4wdW7FtbU+1w8Nr0AC1hatzxKYuPHUOZ7TncvIscOqpNrye06fUEkN23Mzm5vRpzXpHnksws0vgzfDcOLpnrjFoB8rxRaobjxr2rdrQfEKZeBJud1Z82Zf9aL+KiCpZptqgUfO2VbQHKFLzusqCiDx8VFkP7/1QkhDBVYlKSdYtP9XpxPLhhp7Et50245J3WGp5wTV98iv8JZ0DFO//nzyvTstYP7f+lJjuX1ea9JVeo0yKa+BgTVOkKVn7UjLsX7YkIsSQthxB+tPZ8NlFqAcju6fev2QIKFo1pw6frz2uI0pZv63P8r+rcuWiPPsP7FPWBXLohmSo+4veoPAhhKgeURMvMxDSd5l2eakS+zmTV5YMYGWdksGMX8JLW8e98d0Xjc7+37/H1rlOoVAp1MFi/A1X5rO+LOLkn0GdcEP/+WoOT293Z8UNdXL3iMTKSePzAWqMeR7dEhky9Q7fXHmVscQIuq/cvfKMddk7JDHwvEICIUHN+nNSS//a45dnLMyRKQrBE6710EOJYOghhyoeKeMNbWKey6vJB3GrpzviaJUoAg4AfeOPLGxz7szrBAba07x/K0Cl3NY7pOVJOCZ6WquDuZTs+eKEbaSny5fV78F6Nsu8vyRK1gdaDURpLameG7KQkKTE114wcb22fyuwdp7G2T2Valy4ZvbSKQXEitVfmuGqVjcogjkKYKiFWdqk6RelJsAUb5zai24iH2dYPAUxm9ByoVjueKm5JtPZ5onXs4wcWvOHVl8w1265e8bTvH45nw9g8bbF1SsbYRNK5z9RcOyPt3J1yr+z91j0JD7LKs259YwgPeUNIsVDWv0NZn19Q8ghhMlBKslWU6XINWSFzngZbMLpOX9JSlexb68WERVd59ePbGsdlD0IK8Hn/TngPDaHv+CA2f9MAUGJTJZkfzxxRp5rIL/L2pqB9DK/Wv0B2Rz815cD6muxb41XqomSIiBQLZYf4vUoWIUyVkJhnWZ5qB9bJ3nXOHoks2H+CT3p0AaBarfhsR9QDNEXq3/U1MLdKo8fIh0gquPCvnPn2za9uqkUJcg4L6uaP0H80Pu/7pSandlTD/4QzO6P/Bv7ju7cmcWZXNWKelWQIJMNEpFgQVDaEMOVDxWxdKpjR25v7/nZEhluw7osm/Bm2hxbdnvLWwqusndmUr4e/wIHUYcAocooSQK8xD/AZ9QCFEv76ri6qdHkIr0V37WG+TPasqoX/CSeun3Lk8QNL+o4Pwtw6jW7Dg2n4QiSf9euE335XtD3qXmD/L156+/aFoaKM55f3FAuGYIch2FBZEMJUBCpC6zJ71tmox+YMsh/EzuidDP/0Nt5DQxhbvw/wGnAS+ElnHYoMJ7hhH91h2Ed3uHnWAa8m8pxSYrwRR//0IOiaLVePOXP3kj05BWffWllsdiyti0IhlXoKjcqOPocC86pPoD8qizgKYdIj5XmiOSHWhJdsB/Hpr34kPTdGUo/AaScSlCR05nEKv2/F/l+8uHjQhfD71toF8kCXKFWWm7CgGHqKhfK0WFhg2AhhKmHK01BgYrwJc16WIy/4qjYAd4BftMqlJis1PObmDnuBUzvci5TbqbxgqP+z0qZoIZn018syhP+DIdhQ0RHCVAYY6lDI9A3n6PlGpufdVq39/66vQa8xD3gabMkfi+pzcKOnhoefoPJRUtEtyvpeEJQtQpgMiLIcuuo8LDibKGXSFjkAqUy7/mH8MLEl/6z2Ujs7lAZl9ZAyhKHE8mqDCMckKA5CmAyc0hq3t7TJysE0sW13fvI7lPHpFiCnlRhdpy8JcfrLvSSofBQnukVuZUqj4WIIQmkINpQWQpjKMfocBtn/ixf/7XYj+qkZ2b3nhjp9yoJ9Dix5t5UQJUGJIrwEBZkIYaqAFPVGjX5qrrUtLtKMSe176MWuwmBIrUNDeMAJGwwjHJOgdBDCVIkQ7ryCikJZhWMS90npIIRJABhWD8UQMITfwxBsKG+IcEwVAyFMgjwRvazKTVmLoz7OX97DMVVGhDAJikxptDSF+AlKgvIWmb2yiaQQJoHeqUhDI4ZgsyHYUFkQQ4GGgRAmQakhhgXLL+L/I7wCSxMhTAKDoLINVeSH+D00MbQHenkbCixvCGESGDRlcSMLUZARv0PhEUOB+kEIk6DcIVqdlQNDEEbhFVg2CGESVAgqaquzvNsv0E1xg9xWdIQwCSo0xeldCVGQEb9D6VHU3lVFQwiToNIhhgIFAsNGCJNAgGG1Sg3BFkOwIRNDaDQYgg2VCSFMAkEuiHVXgrLGkBoIpYkQJoGgCFRUZwtBFpVVFAwBIUwCgR7Rp2AZgshV5rT2grJDCJNAUAqIYUGBoOAIYRIIyhjROxAINBHCJBAYKCLFgmH0Jg3BhsqGECaBoBwhnC4qD4bUQChthDAJBBUAsWhYUJEQwiQQVFCKK1aV2SPPEGyozAhhEggqEWIoUFAeEMIkEAhED0FgUAhhEggEOhFrryr3cGZZIoRJIBAUmtIYEqws4ifQRlnWBmSycOFCFAoFU6dOVW9bvXo1Xbt2xdbWFoVCQXR0dL71LFiwgLZt22JjY4OLiwuDBw8mICCg5AwXCARqfFV/6XwJBIXBIHpMfn5+rFq1imbNmmlsT0hIoE+fPvTp04eZM2cWqK5jx44xceJE2rZtS1paGp999hm9evXixo0bWFlZlYT5AoEgH8rTsKAQ0rKnzIUpPj6ekSNHsmbNGubNm6exL7P3dPTo0QLXt3//fo3P69evx8XFhQsXLtC5c+fimisQCPSMEAJBTspcmCZOnEj//v3p2bOnljDpg5iYGACqVKmSa5nk5GSSk5PVn2NjY/Vuh0AgKByVddGwEOoyFqYtW7Zw8eJF/Pz8SqR+lUrF1KlT6dSpE02aNMm13IIFC5gzZ06J2CAQCPSHWIdVOSgzYQoODmbKlCn4+vpibm5eIueYOHEi165d4+TJk3mWmzlzJtOmTVN/jo2NxcPDo0RsEggE+qckeldC7MqOMhOmCxcu8OTJE1q1aqXelp6ezvHjx1m2bBnJyckYGRkVuf5JkyaxZ88ejh8/TvXq1fMsa2ZmhpmZWZHPJRAIDI/KOhRYESgzYerRowf+/v4a28aOHUuDBg2YPn16kUVJkiQ++OADduzYwdGjR/Hy8tKHuQKBoAIghgLLB2UmTDY2NlrzPlZWVjg6Oqq3h4eHEx4ezt27dwHw9/fHxsYGT09PtTNDjx49GDJkCJMmTQLk4bvNmzezc+dObGxsCA8PB8DOzg4LC4vS+noCgaAcIRwODIsy98rLi5UrV2o4JWS6e69bt44xY8YAEBgYyLNnz9RlVqxYAUDXrl016sp+jEAgEORHWQwFCoGUUUiSJJW1EYZGbGwsdnZ2xMTEYGtrW9bmCAQCA0afYlXRhamgz1aD7jEJBAKBoSPmrfSPECaBQCAoAYRXYNERwiQQCASlhBCrgiGESQeZ024iNJFAIChptkWvVb+v6M+czO+Xn2uDECYdxMXFAYjoDwKBQFACxMXFYWdnl+t+4ZWnA5VKRWhoKDY2NigUijK1JTM8UnBwcLnyEBR2lz7l1XZhd+lTVrZLkkRcXBzVqlVDqcw9HaDoMelAqVTmG8aotLG1tS13Fz8Iu8uC8mq7sLv0KQvb8+opZWIwGWwFAoFAIAAhTAKBQCAwMIQwGThmZmbMmjWr3EU/F3aXPuXVdmF36WPotgvnB4FAIBAYFKLHJBAIBAKDQgiTQCAQCAwKIUwCgUAgMCiEMAkEAoHAoBDCVIYcPXoUhUKh8+Xn56cuM2jQINzc3LCysqJFixZs2rQp37ofPnxI//79sbS0xMXFhU8++YS0tLRSszspKYkxY8bQtGlTjI2NGTx4cIHqvn37NoMGDcLJyQlbW1u8vb05cuSIXuwuadsB/vnnH9q3b4+FhQUODg6FOrYs7QZITk6mRYsWKBQKLl++bNB2BwUFMX78eLy8vLCwsKB27drMmjWLlJQUvdhdkrYDREZGMnLkSGxtbbG3t2f8+PHEx8eXmt0AV69e5cUXX8Tc3BwPDw8WLVqUb91+fn706NEDe3t7HBwc6N27N1euXNGL3dkRwlSGdOzYkbCwMI3XW2+9hZeXF23atAHg9OnTNGvWjG3btnH16lXGjh3LqFGj2LNnT671pqen079/f1JSUjh9+jS//vor69ev56uvvio1u9PT07GwsGDy5Mn07NmzwHUPGDCAtLQ0Dh8+zIULF2jevDkDBgwgPDzc4G3ftm0bb775JmPHjuXKlSucOnWK119/3eDtzuTTTz+lWrVqerG3pO2+desWKpWKVatWcf36db7//ntWrlzJZ599ZvC2A4wcOZLr16/j6+vLnj17OH78OG+//Xap2R0bG0uvXr2oUaMGFy5c4H//+x+zZ89m9erVudYbHx9Pnz598PT05OzZs5w8eRIbGxt69+5NamqqXmxXIwkMhpSUFMnZ2VmaO3dunuX69esnjR07Ntf9e/fulZRKpRQeHq7etmLFCsnW1lZKTk7Wm72Z5Gf36NGjpUGDBuVbz9OnTyVAOn78uHpbbGysBEi+vr76MlcDfdmempoqubu7Sz///LOeLdSNvuzOZO/evVKDBg2k69evS4B06dIl/RiaA33bnZ1FixZJXl5exbAub/Rl+40bNyRA8vPzU2/bt2+fpFAopJCQEH2Zq0aX3cuXL5ccHBw0ngfTp0+X6tevn2s9fn5+EiA9fPhQve3q1asSIN25c0evNosekwGxa9cuIiIiGDt2bJ7lYmJiqFKlSq77z5w5Q9OmTalatap6W+/evYmNjeX69et6szeTgtqdH46OjtSvX58NGzbw/Plz0tLSWLVqFS4uLrRu3VpP1mqiL9svXrxISEgISqWSli1b4ubmRt++fbl27ZqeLNVEX3YDPH78mAkTJvDbb79haWmpB+tyR5925yS/+6K46Mv2M2fOYG9vr+69APTs2ROlUsnZs2eLa6YWuuw+c+YMnTt3xtTUVL2td+/eBAQEEBUVpbOe+vXr4+joyNq1a0lJSSExMZG1a9fSsGFDatasqVebhTAZEGvXrqV37955BpD9888/8fPzy/PmCA8P1xAlQP1ZX0Ni2SmI3QVBoVBw8OBBLl26hI2NDebm5ixevJj9+/fj4OCgJ2s10Zft9+7dA2D27Nl88cUX7NmzBwcHB7p27UpkZKQ+TNVAX3ZLksSYMWN49913NR6UJYW+7M7J3bt3+fHHH3nnnXf0Wm929GV7eHg4Li4uGtuMjY2pUqVKqd2fRXlG2NjYcPToUTZu3IiFhQXW1tbs37+fffv2YWys33jgQphKgBkzZuQ6+Zj5unXrlsYxjx494sCBA4wfPz7Xeo8cOcLYsWNZs2YNjRs3Ljd2FxRJkpg4cSIuLi6cOHGCc+fOMXjwYAYOHEhYWJhB265SqQD4/PPPefnll2ndujXr1q1DoVDw11/aWUsNxe4ff/yRuLg4Zs6cWajjytru7ISEhNCnTx+GDRvGhAkTypXthaGs7U5MTGT8+PF06tSJ//77j1OnTtGkSRP69+9PYmJisevPjkh7UQJ89NFHjBkzJs8ytWrV0vi8bt06HB0deemll3SWP3bsGAMHDuT7779n1KhRedbt6urKuXPnNLY9fvxYva807S4Mhw8fZs+ePURFRalD8S9fvhxfX19+/fVXZsyYYbC2u7m5AdCoUSP1NjMzM2rVqsXDhw9zPa6s7T58+DBnzpzRipnWpk0bRo4cya+//qrzuLK2O5PQ0FC6detGx44d85y4z05Z2+7q6sqTJ080tqWlpREZGVlq96erq6v6mZBJfs+IzZs3ExQUxJkzZ9S5lDZv3oyDgwM7d+7ktddey9O2wiCEqQRwdnbG2dm5wOUlSWLdunWMGjUKExMTrf1Hjx5lwIABfPvttwXy3OnQoQPz58/nyZMn6iEDX19fbG1tNR6cJW13YUlISADQSiCmVCrVPZLcKGvbW7dujZmZGQEBAXh7ewOQmppKUFAQNWrUMFi7f/jhB+bNm6f+HBoaSu/evfnjjz9o3759rseVtd0g95S6deum7p3mlXguO2Vte4cOHYiOjubChQvqudPDhw+jUqlK7Tfv0KEDn3/+Oampqep9vr6+1K9fP9dh84SEBJRKpUby1MzP+d2fhUavrhSCInHw4EEJkG7evKm17/Dhw5KlpaU0c+ZMKSwsTP2KiIhQl9m+fbuGN01aWprUpEkTqVevXtLly5el/fv3S87OztLMmTNLzW5JkqTr169Lly5dkgYOHCh17dpVunTpkoa319mzZ6X69etLjx49kiRJ9spzdHSUhg4dKl2+fFkKCAiQPv74Y8nExES6fPmyQdsuSZI0ZcoUyd3dXTpw4IB069Ytafz48ZKLi4sUGRlp0HZn5/79+yXiladvux89eiTVqVNH6tGjh/To0SONe0PflMRv3qdPH6lly5bS2bNnpZMnT0p169aVRowYUWp2R0dHS1WrVpXefPNN6dq1a9KWLVskS0tLadWqVeoyOZ8rN2/elMzMzKT33ntPunHjhnTt2jXpjTfekOzs7KTQ0FC92i6EyQAYMWKE1LFjR537Ro8eLQFary5duqjLrFu3TsrZxggKCpL69u0rWVhYSE5OTtJHH30kpaamlprdkiRJNWrU0Gl7JkeOHJEA6f79++ptfn5+Uq9evaQqVapINjY20gsvvCDt3btXr3aXlO0pKSnSRx99JLm4uEg2NjZSz549pWvXrhm83dkpKWHSt92Z13xexxiq7ZIkSREREdKIESMka2trydbWVho7dqwUFxdXqnZfuXJF8vb2lszMzCR3d3dp4cKFGvt1PVf+/fdfqVOnTpKdnZ3k4OAgde/eXTpz5oxe7ZYkSRJpLwQCgUBgUAivPIFAIBAYFEKYBAKBQGBQCGESCAQCgUEhhEkgEAgEBoUQJoFAIBAYFEKYBAKBQGBQCGESCAQCgUEhhEkgMFCCgoL0mk02JwqFgr///rtQx6SkpFCnTh1Onz5d4GP2799PixYt9B+2RlBhEcIkEOTCmDFj9JYavSh4eHgQFhZGkyZNgKyU2dHR0WVm08qVK/Hy8qJjx47qbblFut6yZQsAffr0wcTEhE2bNpWV2YJyhhAmgcBAMTIywtXVVe+5boqKJEksW7ZMZwqFdevWaaXzzi7qY8aM4YcffihFawXlGSFMAkEROHbsGO3atcPMzAw3NzdmzJhBWlqaen/Xrl2ZPHkyn376KVWqVMHV1ZXZs2dr1HHr1i28vb0xNzenUaNGHDx4UGN4LftQXlBQEN26dQPAwcEBhUKhToFQs2ZNlixZolF3ixYtNM53584dOnfurD6Xr6+v1ncKDg7m1Vdfxd7enipVqjBo0CCCgoLU+y9cuEBgYCD9+/fXOtbe3h5XV1eNl7m5uXr/wIEDOX/+PIGBgQX4dQWVHSFMAkEhCQkJoV+/frRt25YrV66wYsUK1q5dq5E+AuDXX3/FysqKs2fPsmjRIubOnasWhPT0dAYPHoylpSVnz55l9erVfP7557me08PDg23btgEQEBBAWFgYS5cuLZC9KpWKoUOHYmpqytmzZ1m5ciXTp0/XKJOamkrv3r2xsbHhxIkTnDp1Cmtra/r06UNKSgoAJ06coF69etjY2BT4t8rE09OTqlWrcuLEiUIfK6h8GMYYgUBQjli+fDkeHh4sW7YMhUJBgwYNCA0NZfr06Xz11VfqvEDNmjVj1qxZANStW5dly5Zx6NAhfHx88PX1JTAwkKNHj6oTs82fPx8fHx+d5zQyMqJKlSoAuLi4YG9vX2B7Dx48yK1btzhw4ADVqlUD4JtvvqFv377qMn/88QcqlYqff/5ZnW9n3bp12Nvbc/ToUXr16sWDBw/Ux+dkxIgRGBkZaWy7ceMGnp6e6s/VqlXjwYMHBbZbUHkRwiQQFJKbN2/SoUMHjYRpnTp1Ij4+nkePHqkfxs2aNdM4zs3NTZ25NCAgAA8PD41soe3atSsxez08PDREpUOHDhplrly5wt27d7V6Q0lJSerht8TERI3huex8//339OzZU2NbThGzsLBQJ4MUCPJCCJNAUELkzBpaIpk+kbOI5sxek5qaWqg64uPjad26tU7PucysqU5OTvj7++s83tXVlTp16uR5jsjIyEJlYBVUXsQck0BQSBo2bMiZM2c0xODUqVPY2NhQvXr1AtVRv359goODefz4sXqbn59fnseYmpoC8vxUdpydnQkLC1N/jo2N5f79+xr2BgcHa5T577//NOpo1aoVd+7cwcXFhTp16mi87OzsAGjZsiW3bt3SEsGCkNnzatmyZaGPFVQ+hDAJBHkQExPD5cuXNV5vv/02wcHBfPDBB9y6dYudO3cya9Yspk2bpp5fyg8fHx9q167N6NGjuXr1KqdOneKLL74A0BgizE6NGjVQKBTs2bOHp0+fEh8fD0D37t357bffOHHiBP7+/owePVpjvqdnz57Uq1eP0aNHc+XKFU6cOKHlaDFy5EicnJwYNGgQJ06c4P79+xw9epTJkyfz6NEjALp160Z8fDzXr1/Xsi06Oprw8HCN1/Pnz9X7//vvP8zMzLSGEAUCneg9J65AUEHILa39+PHjpaNHj0pt27aVTE1NJVdXV2n69Okaqeu7dOkiTZkyRaO+QYMGSaNHj1Z/vnnzptSpUyfJ1NRUatCggbR7924JkPbv3y9Jku4053PnzpVcXV0lhUKhrismJkYaPny4ZGtrK3l4eEjr16+XmjdvLs2aNUt9XEBAgOTt7S2ZmppK9erVk/bv3y8B0o4dO9RlwsLCpFGjRklOTk6SmZmZVKtWLWnChAlSTEyMusyrr74qzZgxQ+N76fqNAGnBggXqMm+//bb0zjvvFPI/IKisiNTqAoGBcOrUKby9vbl79y61a9cua3N0cvXqVXx8fAgMDMTa2rpAxzx79oz69etz/vx5vLy8SthCQUVACJNAUEbs2LEDa2tr6taty927d5kyZQoODg6cPHmyrE3Lk/Xr19O6dWuaNm1aoPKZC2uHDx9ewpYJKgpCmASCMmLDhg3MmzePhw8f4uTkRM+ePfnuu+9wdHQsa9MEgjJFCJNAIBAIDArhlScQCAQCg0IIk0AgEAgMCiFMAoFAIDAohDAJBAKBwKAQwiQQCAQCg0IIk0AgEAgMCiFMAoFAIDAohDAJBAKBwKAQwiQQCAQCg+L/AbjJl8SLuP6sAAAAAElFTkSuQmCC",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# reading in the basins of the Narragansett Bay\n",
"river_basins_huc12 = gp.read_file(raw_data_path / 'river_basins/BASINS_NBEP2017.shp')\n",
"river_basins_huc12.plot(column='Basins')\n",
"\n",
"# parse date from file name\n",
"file_name = 'rain_2006_01_11.nc'\n",
"year = int(file_name[5:9])\n",
"if file_name[10] == '0':\n",
" month = int(file_name[11])\n",
"else:\n",
" month = int(file_name[10:12])\n",
"if file_name[13] == '0':\n",
" day = int(file_name[14])\n",
"else:\n",
" day = int(file_name[13:15])\n",
"\n",
"grid_data = raw_data_path / 'precipitation_data/namanl_grid-Copy1.nc'\n",
"precipitation_data = raw_data_path / 'precipitation_data/rain_2006_01_11.nc'\n",
"# cleaning up the precipitation data\n",
"ds = data_process(precipitation_data,grid_data,year,month,day)\n",
"\n",
"# extracting longitude and latitude data from the precipitation data\n",
"lon = ds['lon'][15:25,16:25]\n",
"lat = ds['lat'][15:25,16:25]\n",
"rain = ds['rain'][15:25,16:25,0]\n",
"\n",
"# plotting precipitation data on top of Narragansett Bay\n",
"fig, ax = plt.subplots()\n",
"ax.set_aspect('equal')\n",
"ax.pcolormesh(lon,lat,rain,edgecolors='white', cmap = 'viridis')#,label='s')#,transform=rotated_pole)\n",
"river_basins_huc12.plot(ax=ax, column='Basins', facecolor=\"none\", edgecolor=\"yellow\")\n",
"plt.xlabel('Longitude(E)')\n",
"plt.ylabel('Latitude(N)')\n",
"plt.title('Precipitation Grid on Narragansett Bay')"
]
},
{
"cell_type": "markdown",
"id": "562a382a",
"metadata": {},
"source": [
"**Building the Model**\n",
"\n",
"To calculate the river runoff at a certain time point, we summed the previous two weeks of precipitation data for that corresponding river basin according to a decay parameter, λ, between 0 and 1. Since our precipitation data was recorded every three hours, the modeled runoff at a certain time is equal to λ multiplied by the precipitation datapoint three hours earlier added with λ2 multiplied by the precipitation datapoint three hours before that added with λ3 multiplied by the precipitation datapoint three hours before that and so on until we have added all of the precipitation data for the previous two weeks. To do this, we first have to import the following packages:"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "3b8c3d99",
"metadata": {},
"outputs": [],
"source": [
"## RUN ONLY ON GOOGLE-COLLAB\n",
"! pip install netCDF4"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "f3927213",
"metadata": {},
"outputs": [],
"source": [
"import netCDF4 as nc\n",
"import numpy as np\n",
"import csv\n",
"import math\n",
"import xarray as xr\n",
"import datetime\n",
"from datetime import timedelta\n",
"from datetime import datetime\n",
"import matplotlib.pyplot as plt\n",
"from scipy.io import netcdf\n",
"from scipy.interpolate import griddata\n",
"import pandas as pd\n",
"from scipy.stats import linregress\n",
"from matplotlib import figure"
]
},
{
"cell_type": "markdown",
"id": "bf6f369b",
"metadata": {},
"source": [
"These are the functions that you will need to use to process the precipitation data and calculate our approximated river runoff:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "cb3288da",
"metadata": {
"tags": [
"data_process"
]
},
"outputs": [],
"source": [
"# function that processes and merges precip data from one date to another\n",
"# returns data with precip units of m^3/s\n",
"# start_date and end_date should be datetime objects\n",
"grid_data = raw_data_path / 'precipitation_data/namanl_grid-Copy1.nc'\n",
"precipitation_data = raw_data_path / 'precipitation_data/'\n",
"\n",
"def merge_precip_data(start_date, end_date):\n",
" \n",
" temp_start = start_date - timedelta(1)\n",
" temp_end = end_date + timedelta(1)\n",
" \n",
" num_days = (temp_end - temp_start).days # total number of days that are being merged together\n",
" \n",
" processed_data = [None] * num_days # array that will contain all of the cleaned datasets for each day that will be merged\n",
" date = temp_start\n",
" for x in range(0, num_days):\n",
" \n",
" year = date.year\n",
" month = date.month\n",
" day = date.day\n",
" \n",
" # constructing name of file\n",
" if len(str(month)) == 1:\n",
" file_month = '0' + str(month)\n",
" else:\n",
" file_month = str(month)\n",
" if len(str(day)) == 1:\n",
" file_day = '0' + str(day)\n",
" else:\n",
" file_day = str(day)\n",
" precipitation_date = 'rain_' + str(year) + '_' + file_month + '_' + file_day + '.nc'\n",
" file_name = precipitation_data / precipitation_date\n",
" \n",
" try:\n",
" clean_data = data_process(file_name,grid_data,year,month,day) # converts precip to units of mm/s\n",
" #print(clean_data)\n",
" except:\n",
" print (file_name + ' does not have data')\n",
" pass\n",
" \n",
" #print(processed_data[x])\n",
" \n",
" processed_data[x] = sum_riverbasins(clean_data) # converts precip to units of m^3/s\n",
" \n",
" date = date + timedelta(1)\n",
" \n",
" merged_data = pd.concat(processed_data)\n",
" \n",
" for x in range(0,16):\n",
" if merged_data.index[0] == start_date:\n",
" break\n",
" else:\n",
" merged_data = merged_data.drop(merged_data.index[0])\n",
" \n",
" for x in range(0,16):\n",
" if merged_data.index[len(merged_data)-1] == end_date: # len(merged_data)-1 refers to index of last row\n",
" break\n",
" else:\n",
" merged_data = merged_data.drop(merged_data.index[len(merged_data)-1])\n",
" \n",
" return merged_data\n",
"\n",
"# function that takes in an xarray dataset of one day precip and takes the precip grid cells in each river basin and puts them \n",
"# in one array and then sums each element in every array up to determine total precip in one river basin\n",
"# function returns a pandas dataframe of the precipitation within each river basin in one day\n",
"# units of precip are: m^3/(s)\n",
"\n",
"def sum_riverbasins(ds):\n",
" \n",
" # making array of hours that we have precip data for\n",
" date_array = [None] * 8\n",
" try:\n",
" for x in range(0,8):\n",
" date_array[x] = ds['time'].values[x]\n",
" except:\n",
" return\n",
"\n",
" daily_basin_precip = [None]*8\n",
" \n",
" for x in range(0,8):\n",
" blackstone_array = np.concatenate((ds['rain'][24:25,16:18,x].to_numpy(),ds['rain'][23:24,17:19,x].to_numpy(),\n",
" ds['rain'][22:23,17:20,x].to_numpy(), ds['rain'][21:22,18:19,x].to_numpy()), axis = 1)\n",
" blackstone_precip = np.sum(blackstone_array) * 12.19058**2 * 10**3 # multiplying by area of each grid cell\n",
" # original precip units are mm/s but we are now converting to m^3/s\n",
" # grid cell dimensions are 12.19058 km by 12.19058 km\n",
"\n",
" pawtuxet_array = np.concatenate((ds['rain'][20:21,18:20,x].to_numpy(), ds['rain'][19:20,18:20,x].to_numpy(),\n",
" ds['rain'][18:19,19:20,x].to_numpy()), axis = 1)\n",
" pawtuxet_precip = np.sum(pawtuxet_array) * 12.19058**2 * 10**3\n",
"\n",
" pawcatuck_array = np.concatenate((ds['rain'][18:19,18:19,x].to_numpy(), ds['rain'][17:18,18:20,x].to_numpy(),\n",
" ds['rain'][16:17,17:20,x].to_numpy()), axis = 1)\n",
" pawcatuck_precip = np.sum(pawcatuck_array) * 12.19058**2 * 10**3\n",
"\n",
" woon_array = ds['rain'][21:22,19:20,x].to_numpy()\n",
" woon_precip = np.sum(woon_array) * 12.19058**2 * 10**3\n",
"\n",
" hunt_array = ds['rain'][19:20,20:21,x].to_numpy()\n",
" hunt_precip = np.sum(hunt_array) * 12.19058**2 * 10**3\n",
"\n",
" mosh_array = ds['rain'][20:21,20:21,x].to_numpy()\n",
" mosh_precip = np.sum(mosh_array) * 12.19058**2 * 10**3\n",
"\n",
" tenmile_array = np.concatenate((ds['rain'][22:23,20:21,x].to_numpy(), ds['rain'][21:22,20:21,x].to_numpy()), axis = 1)\n",
" tenmile_precip = np.sum(tenmile_array) * 12.19058**2 * 10**3\n",
"\n",
" threemile_array = np.concatenate((ds['rain'][22:23,21:22,x].to_numpy(), ds['rain'][21:22,22:23,x].to_numpy()), axis = 1)\n",
" threemile_precip = np.sum(threemile_array) * 12.19058**2 * 10**3\n",
"\n",
" palmer_array = np.concatenate((ds['rain'][21:22,21:22,x].to_numpy(), ds['rain'][20:21,21:22,x].to_numpy()), axis = 1)\n",
" palmer_precip = np.sum(palmer_array) * 12.19058**2 * 10**3\n",
"\n",
" mill_array = ds['rain'][22:23,22:23,x].to_numpy()\n",
" mill_precip = np.sum(mill_array) * 12.19058**2 * 10**3\n",
"\n",
" taunton_array = np.concatenate((ds['rain'][23:24,22:24,x].to_numpy(),ds['rain'][22:23,23:25,x].to_numpy(),\n",
" ds['rain'][21:22,23:24,x].to_numpy(), ds['rain'][20:21,23:24,x].to_numpy()), axis = 1)\n",
" taunton_precip = np.sum(taunton_array) * 12.19058**2 * 10**3\n",
" \n",
" time = [date_array[x]]\n",
" \n",
" threehr_basin_precip = [{'blackstone': blackstone_precip, 'pawtuxet': pawtuxet_precip, 'pawcatuck': pawcatuck_precip,\n",
" 'woon': woon_precip, 'hunt': hunt_precip, 'mosh': mosh_precip, 'tenmile': tenmile_precip,\n",
" 'threemile': threemile_precip, 'palmer': palmer_precip, 'mill': mill_precip, 'taunton': taunton_precip}]\n",
"\n",
" daily_basin_precip[x] = pd.DataFrame(threehr_basin_precip, index = time)\n",
" \n",
" daily_basin_precip_df = pd.concat([daily_basin_precip[0], daily_basin_precip[1], daily_basin_precip[2], daily_basin_precip[3], \n",
" daily_basin_precip[4], daily_basin_precip[5], daily_basin_precip[6], daily_basin_precip[7]])\n",
" \n",
" return daily_basin_precip_df\n",
"\n",
"# takes in a dataframe and parameter value and calculates a weighted sum that exponentially decreases(by param) with respect to time\n",
"def approx_one_datapoint_river_runoff(file, param):\n",
" sum = 0\n",
" c = param # parameter value\n",
" current_index = len(file) - 1 # index number of last row in file\n",
" for x in range(0, len(file)):\n",
" if np.isnan(file.iloc[current_index]):\n",
" file.iloc[current_index] = 0\n",
" #print(file.iloc[current_index])\n",
" sum = file.iloc[current_index] * c**(x+1) + sum\n",
" current_index = current_index - 1\n",
" return sum\n",
"\n",
"# function that calculates an approximated river runoff from one date to another\n",
"# start_date, end_date: start and end date of the river runoff approximation that you want to be calculated\n",
"# start_date and end date should be in the form: year_month_day (e.g. January 1, 2006 = '2006_01_01')\n",
"\n",
"def approx_river_runoff(basin, start_date, end_date, param):\n",
" \n",
" # converting start date and end date time from type string to type datetime\n",
" start_year = start_date[0:4]\n",
" if start_date[5] == '0':\n",
" start_month = start_date[6]\n",
" else:\n",
" start_month = start_date[5:7]\n",
" if start_date[8] == '0':\n",
" start_day = start_date[9]\n",
" else:\n",
" start_day = start_date[8:10]\n",
"\n",
" end_year = end_date[0:4]\n",
" if end_date[5] == '0':\n",
" end_month = end_date[6]\n",
" else:\n",
" end_month = end_date[5:7]\n",
" if end_date[8] == '0':\n",
" end_day = end_date[9]\n",
" else:\n",
" end_day = end_date[8:10]\n",
" start_datetime = datetime(int(start_year), int(start_month), int(start_day), 0)\n",
" end_datetime = datetime(int(end_year), int(end_month), int(end_day), 21)\n",
"\n",
" # determining what precipitation dates will be needed to calculate river runoff\n",
" precip_start = start_datetime - timedelta(14)\n",
" precip_end = end_datetime\n",
" num_datapoints = (end_datetime - start_datetime).days * 8 # multiply by 8 because there are 8 datapoints taken each day\n",
" all_precip = merge_precip_data(precip_start, precip_end)\n",
" basin_precip = all_precip[basin]\n",
" #print(len(basin_precip))\n",
" runoff_approx = [None] * num_datapoints\n",
" date_array = [None] * num_datapoints # array that will hold all of the dates of runoff that we are approximating\n",
" current_date = start_datetime\n",
" \n",
" # calculating river runoff and keeping track of the dates of the calculated river runoff\n",
" for x in range(0,num_datapoints):\n",
" #print(x+14*8)\n",
" #print(basin_precip.iloc[x:x+14*8])\n",
" runoff_approx[x] = approx_one_datapoint_river_runoff(basin_precip.iloc[x:x+14*8], param) #14*8 is the index of the datapoint 14 days after x\n",
" #print('sum: ')\n",
" #print(runoff_approx[x])\n",
" date_array[x] = current_date\n",
" #print(current_date)\n",
" current_date = current_date + timedelta(hours = 3)\n",
" \n",
" #print(runoff_approx)\n",
" #print(date_array)\n",
" data = {'datetime': date_array,\n",
" 'runoff_approx': runoff_approx}\n",
" #print(data)\n",
" \n",
" runoff_approx_df = pd.DataFrame(data)\n",
" \n",
" return runoff_approx_df"
]
},
{
"cell_type": "markdown",
"id": "e9d4d0c1",
"metadata": {},
"source": [
"To use these functions to calculate the approximated river runoff for one river basin for a certain point in time, we will use the function, approx_river_runoff. This function calls the other functions listed above and will output a dataframe of the calculated river runoff for a certain amount of time. The syntax of the function is: approx_river_runoff(river basin name, start date, end date, parameter value). When inputting the river basin name into the function, they must be in the following forms:\n",
"- 'taunton'\n",
"- 'threemile'\n",
"- 'tenmile'\n",
"- 'blackstone'\n",
"- 'mosh'\n",
"- 'woon'\n",
"- 'pawtuxet'\n",
"- 'hunt'\n",
"- 'pawcatuck'\n",
"The start and end date must be in the form year_month_day(xxxx_xx_xx) with leading zeros in front of month and day if necessary. For instance, June 20, 2020 should be inputted as 2020_06_20. The parameter value should be a value between 0 and 1. I found that 0.98 worked well for the years 2019 and 2020 but it may be slightly different for other years. In the code below, we are using the function to calculate the river runoff for the Three Mile river basin between the dates June 6, 2020 and September 9, 2022 and the dates December 31, 2019 and March 3, 2019 both with a parameter value of 0.98. The code usually takes several minutes to run but will take longer if you input a longer time window."
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "fa1abe22",
"metadata": {},
"outputs": [],
"source": [
"# approx_river_runoff(river basin name, start date, end date, parameter value)\n",
"approx_summer = approx_river_runoff('threemile', '2020_06_20', '2020_09_22', 0.98)\n",
"approx_winter = approx_river_runoff('threemile', '2019_12_31', '2020_03_19', 0.98)"
]
},
{
"cell_type": "markdown",
"id": "767bd360",
"metadata": {},
"source": [
"To plot the modeled river runoff with respect to time, we can use the following piece of code."
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "1b424e2d",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'Runoff (m^3/s)')"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = approx_summer.plot(x='datetime', y='runoff_approx', title='Modeled Summer Runoff')\n",
"ax.set_xlabel('Date')\n",
"ax.set_ylabel('Runoff (m^3/s)')\n",
"ax = approx_winter.plot(x='datetime', y='runoff_approx', title='Modeled Winter Runoff')\n",
"ax.set_xlabel('Date')\n",
"ax.set_ylabel('Runoff (m^3/s)')"
]
},
{
"cell_type": "markdown",
"id": "e2f0b68a",
"metadata": {},
"source": [
"To determine how accurate our model is, we can compare it against observed river gage data from the USGS. We can use the function streamflow_year_month to process the USGS river gage data. Note that this function takes in a parameter labeled as header_row_number. header_row_number represents the line number in the csv file where the data actually begins. The names of the river gage csv files are numbered and are the following:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "dca6246b",
"metadata": {},
"outputs": [],
"source": [
"taunton = '01108000.csv' # header = 29\n",
"threemile = '01109060.csv' # header = 29\n",
"tenmile = '01109403.csv' # header = 29\n",
"blackstone1 = '01112500.csv' # header = 31 # Woonsocket, RI (this one is farther inland)\n",
"blackstone2 = '01113895.csv' # header = 31 # Roosevelt St. at Pawtucket, RI (this one is closer to the bay)\n",
"moshassuck = '01114000.csv' # header = 29\n",
"woonasquatucket = '01114500.csv' # header = 30\n",
"pawtuxet = '1116500.csv'# header = 29\n",
"hunt = '01117000.csv' # header = 29\n",
"pawcatuck1 = '01117500.csv' # Wood River Junction, RI (this one is further inland)\n",
"pawcatuck2 = '01118500.csv' # header = 29 # Westerly, RI (this one is closer to the bay)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "7d0450e7",
"metadata": {},
"outputs": [],
"source": [
"# function that takes in streamflow file, start date, end date, and the line number of the header of the streamflow file and \n",
"# parses the streamflow data to be every three hours and between the start and end date\n",
"# start_date and end date should be in the form: month/day/year with no leading zeros(e.g. January 1, 2006 = '1/1/2006')\n",
"\n",
"def streamflow_year_month(file, start_date, end_date, header_row_number):\n",
" streamflow_file = raw_data_path / ('rivergage_data/'+file)\n",
" df = pd.read_csv(streamflow_file, header = header_row_number)\n",
" \n",
" # deleting empty/NaN rows\n",
" for x in range(0,df.shape[0]):\n",
" try:\n",
" float(df['streamflow (ft^3/s)'][x])\n",
" except ValueError:\n",
" df = df.drop(x) \n",
" \n",
" df['streamflow (ft^3/s)'] = pd.Series(df['streamflow (ft^3/s)'], dtype='float') # converting streamflow data to type float\n",
" \n",
" start_index = df.index[df['datetime'] == start_date + ' 0:00']\n",
" end_index = df.index[df['datetime'] == end_date + ' 21:00']\n",
" \n",
" parsed_data = df.iloc[start_index[0]:end_index[0]+1]\n",
" \n",
" # creating new dataframe that only has data from 0:00, 3:00, 6:00, 9:00, 12:00, 15:00, 18:00, 21:00, 24:00\n",
" num_of_rows_threehr_df = math.floor((end_index[0]-start_index[0]+1)/12)\n",
" threehr_df = pd.DataFrame()\n",
" threehr_list = []\n",
" for x in range(0,end_index[0]-start_index[0]+1): \n",
" one_datapoint = parsed_data.iloc[x]\n",
" if ' 0:00' in one_datapoint['datetime']:\n",
" threehr_list.append(one_datapoint)\n",
" elif ' 3:00' in one_datapoint['datetime']:\n",
" threehr_list.append(one_datapoint)\n",
" elif ' 6:00' in one_datapoint['datetime']:\n",
" threehr_list.append(one_datapoint)\n",
" elif ' 9:00' in one_datapoint['datetime']:\n",
" threehr_list.append(one_datapoint)\n",
" elif '12:00' in one_datapoint['datetime']:\n",
" threehr_list.append(one_datapoint)\n",
" elif '15:00' in one_datapoint['datetime']:\n",
" threehr_list.append(one_datapoint)\n",
" elif '18:00' in one_datapoint['datetime']:\n",
" threehr_list.append(one_datapoint)\n",
" elif '21:00' in one_datapoint['datetime']:\n",
" threehr_list.append(one_datapoint)\n",
" threehr_df = pd.concat(threehr_list, axis = 1)\n",
" threehr_df = threehr_df.transpose()\n",
"\n",
" # changing values in 'datetime' column to be of type datetime instead of string\n",
" date_array = [None] * len(threehr_df)\n",
" for x in range(0,len(threehr_df)):\n",
" date = datetime.strptime(threehr_df['datetime'].iloc[x], '%m/%d/%Y %H:%M')\n",
" date_array[x] = date \n",
" threehr_df['datetime'] = date_array\n",
" \n",
" # converting from ft^3/s to m^3/s\n",
" threehr_df = threehr_df.rename(columns={'streamflow (ft^3/s)':'streamflow (m^3/s)'})\n",
" threehr_df['streamflow (m^3/s)'] = threehr_df['streamflow (m^3/s)']*(.305**3)\n",
" \n",
" threehr_df['streamflow (m^3/s)'] = pd.to_numeric(threehr_df['streamflow (m^3/s)'])\n",
"\n",
" return threehr_df"
]
},
{
"cell_type": "markdown",
"id": "769c3e53",
"metadata": {},
"source": [
"To compare our modeled runoff against the observed runoff, we can create scatterplots with modeled runoff on one axis and observed runoff on another. The following piece of code calculates modeled runoff during winter 2019/2020 and summer 2020 and creates a scatter plot for each of the river basins. It uses a parameter value of 0.98 to calculate our modeled runoff. For each of the scatter plots, the code will divide the modeled runoff by the original slope of line of best fit so that that the printed scatter plot will have a line of best fit with a slope of 1. This code also keeps tracks of the original line of best fit slopes which can be later plotted and compared. This code will take a while to run."
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "462e8f32",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"taunton\n",
"Original summer slope: 2.7034597024833604\n"
]
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Original winter slope: 2.9958837858503866\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"threemile\n",
"Original summer slope: 5.464389918523077\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Original winter slope: 4.332873504361957\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"tenmile\n",
"Original summer slope: 22.78216242381617\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Original winter slope: 6.9453056529254305\n"
]
},
{
"data": {
"image/png": 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NNZYxvv/+ewFAvPnmm6pjrVu3FrVq1RIFBQWqY1u2bBEANH73du7cKQCIVatWaYxv06ZNOsfNWaLq0aOHyM3NFbm5ueLQoUOqXAf1JQdDy9DS74v6dPywYcNUeXXqkpKSRNu2bVVfr1+/XgAQ06ZN0zjvySefFAqFQpw6dUrj/ehbXtK3xGaIvmuYMwZDvyfmePjhh0VoaKjIz89XHcvIyBDe3t56z4+OjhaDBg3S+5ixJarZs2cLADq/k1KuzOOPP65x/I033jC5HFpaWiqaNm0q4uPjRXl5uep4r169NP4eSG7fvi0AiNdee83odW35mUiOHDkiAKhybcrLy0VwcLBYvny5EEKI++67T3zyySdCCCGKioqEt7e3eP7551XP1/fzLvcea2iJypz7ovT3JC0tzej7NMRlZnCMWbduHZRKJZ566incuHFD9a9mzZpITEzUyQQPCQnBM888o/raz88PycnJOHPmjM6109PT4evrq/r6/vvvhxACzz77rMZ5999/Py5cuIB79+7JHvfBgwdx8uRJDB48GHl5eapx3759Gw899BB27NihMT0IAA8//DCio6MRExODJ598EsHBwfjuu+9Qt25do681YMAA+Pj44KuvvlIdO3z4MI4ePaoxe7B27Vp07twZERERGp/lww8/jIqKCuzYsUPjuk888YTe/xoUQpjcOnjr1i0AMDmVLD1eVFSkcTwjI0Pj6zFjxgAAfvzxRwBAeHg4gMqpYe3PUbJ27Vo0adIEjRs31ni/Dz74IADo/Ox07doVTZs21Tj24IMPIioqSuOzzc/Px9atW3U+WzmvJY1/7NixGq9jbGuvOrnf6/DwcBw5cgQnT56UdV25IiIi8Oijj6p2h3zxxRfo2LEjYmNjdc7dv38/rl+/jpdffhkBAQGq47169ULjxo1VM3dXrlzBwYMHMWzYMISFhanOe+SRR3S+H2vXrkVYWBgeeeQRjc+5bdu2CAkJ0bszRI4tW7YgOjoa0dHRaNGiBVauXIkRI0Zg5syZFl1PMmrUKI2vO3furPG36Mcff4S3t7fOz8Mrr7wCIYTemWdbM3cM+n5P5Jo+fTp++uknvPfee6rfYQC4c+eOzkyLJCAgQGOZRa7BgwcjLCwMzz77LLZu3YqcnBwsWrQI8+fPV72muh9//NHkTOro0aNx9OhRzJs3Dz4+Phrj9/f31zt2fa+lzl6fSZMmTRAZGYldu3YBAH7//Xfcvn1btUTWsWNH1Yz33r17UVFRIWsJyJx7rDZL7ovav0Ny+Zg+xflOnjwJIQQSExP1Pq4eoABA3bp1oVAoNI5FRETgjz/+0HluvXr1NL6W/rjGxMToHFcqlSgsLDQ5fac+bgAYNmyYwXMKCws1psA/+eQTNGzYEIWFhfjPf/6DHTt26P2l0RYVFYWHHnoIa9aswTvvvAOgcsnCx8cHAwYM0BjTH3/8oTdoAYDr169rfB0fH2/ytQ2RAhcp0DHEUCCk/f1u0KABvLy8VMt2Tz/9NBYvXoznnnsOr732Gh566CEMGDAATz75JLy8KmP3kydP4tixY1a9Xx8fHzzxxBP44osvUFpaCn9/f6xbtw7l5eUaAYXc1zp37hy8vLzQoEEDjccbNWqk93na5H6v3377bfTt2xcNGzZE8+bN8eijj2Lo0KFo2bKlrNcxZvDgwRg6dCjOnz+P9evX682hAirfK6D/vTVu3Fj1h1c6T9/veKNGjTSW1U6ePInCwkLUqFFD72tqf0/luv/++zFt2jRUVFTg8OHDmDZtGvLz8w3eYOQICAjQ+XmIiIjQyBU6d+4cateurfPzLy11SJ+NPZk7Bkv/Lnz11Vf417/+hZEjR+Kll17SeCwwMFBnGVhy9+5dBAYGmv16NWvWxHfffYehQ4eiR48eAIDQ0FDMnTsXw4YNQ0hIiOrcq1evIjs7W7W0os/MmTPx2Wef4Z133tFZxgoMDNTJtZPGLj2ujz0/E4VCgY4dO6qCht27d6NGjRpISEgAUBngSDl7UqAjJ8Ax5x6rzZL7oqU/b24R4CiVSigUCmzcuBHe3t46j6v/kALQew4AnWQ5Y+eacw1DpCh05syZaN26td5ztMeenJysWm/t168fOnXqhMGDB+P48eM652obNGgQRowYgYMHD6J169ZYs2YNHnroIY01XaVSiUceeQT//Oc/9V6jYcOGGl9b8kdFEhYWhlq1apn8of/jjz9Qp04dhIaGGj1P+xcqMDAQO3bsQGZmJn744Qds2rQJX331FR588EFs2bIF3t7eUCqVaNGiBebMmaP3mtqBrKH3O2jQIHz66afYuHEj+vXrhzVr1qBx48Zo1aqV6hxzX8sacr7XXbp0wenTp/Htt99iy5YtWLx4MT788EMsXLjQYC0bufr06QN/f38MGzYMpaWleOqpp6x9S7IplUrUqFEDq1at0vu4oQDTlKioKDz88MMAgNTUVDRu3BiPP/44Pv74Y1UeivbPoERfTRTA8N8Rd2fJ34WtW7ciPT0dvXr1wsKFC3Uer1WrFioqKnD9+nWN4LWsrAx5eXmoXbu2RWPt0qULzpw5g0OHDuH27dto1aoVLl++DEDz793GjRsREBCA7t27673OsmXL8Oqrr2LUqFH417/+pXf8mZmZEEJo/JxcuXIFAPSO3xGfSadOnbBhwwYcOnRIlX8j6dixIyZNmoRLly5h165dqF27NurXr2/ymtbcHy25L1p6H3KpAMfQH48GDRpACIH4+HidG7Ark/4LPTQ0VPWH0xxSUqaUJPraa68ZPb9fv3548cUXVUsXJ06cwOTJk3XGVFxcbNF4LPH444/js88+w65du/T+l8HOnTuRk5ODF198UeexkydPakTup06dglKp1Eho9PLywkMPPYSHHnoIc+bMwfTp0/H6668jMzMTDz/8MBo0aIDff/8dDz30kMGfLzm6dOmCWrVq4auvvkKnTp3wv//9D6+//rrGOXJfKzY2FkqlEqdPn9aY2Th+/Ljs8cj5XgNQ7QAbMWIEiouL0aVLF0yZMsXqACcwMBD9+vXD559/jp49e2oEVuqkZavjx4+rluokx48fVz0u/a++5TTtz6VBgwb46aefkJKSYlUAbkqvXr3QtWtXTJ8+HS+++CKCg4NV/1WpvbHBmlmW2NhY/PTTT7h165bGDMqff/6petze7D2GX3/9Ff3790e7du2wZs0ajaUdiXSz279/v8bsyP79+6FUKg3eDOXw9vbWeP5PP/0EABp/B3/44Qd0795d78/Ut99+i+eeew4DBgzAJ598ovc1WrdujcWLF+PYsWMay3dSgq/2+B31mUh/d3ft2oXdu3drLIW3bdsW/v7+2LZtG3799VeTydXmMHY/Byy/L5rDpXJwgoODAej+8RgwYAC8vb0xdepUnQhRCIG8vDxHDdEsbdu2RYMGDTBr1izVjhN1ubm5Jq/RrVs3JCcn46OPPjJY5VISHh6O1NRUrFmzBl9++SX8/Px0yrA/9dRT2Lt3LzZv3qzz/IKCAtk5RnK3iU+aNAmBgYF48cUXdb5PN2/exKhRoxAUFKQqEaBO+w+JVL2zZ8+equdrk37hpanip556CpcuXcJnn32mc+6dO3dw+/Ztk+8BqAyknnzySWzYsAErV67EvXv3dHZGyX0tafz//ve/Nc756KOPZI0FkPe91v68Q0JCkJCQoDGNXlhYiD///BOFhYWyX1syceJEvPXWW3jjjTcMntOuXTvUqFEDCxcu1HjdjRs34tixY6p8h1q1aqF169ZYvny5xli2bt2qKk0geeqpp1BRUaFanlN37949m1ZCf/XVV5GXl6f6nsbGxsLb21snV03K6bDEY489hoqKCo1SDkDlblKFQqH6ebEne45B+j7HxcXh+++/NxiUPvjgg6hevbpOleEFCxYgKChI1i5DOXJzc/H++++jZcuWqhtseXk5tm7dqvc1duzYgUGDBqFLly5YtWqVavlbW9++feHr66vxsyCEwMKFC1GnTh2NmRNHfibt2rVDQEAAVq1ahUuXLmmMw9/fH23atMEnn3yC27dvm7UF2xRD93Nb3BflcqkZnLZt2wKoLPk+aNAg+Pr6onfv3mjQoAGmTZuGyZMnIycnB/369UO1atVw9uxZfPPNN3jhhRc0apG4Ci8vLyxevBg9e/ZEs2bNMGLECNSpUweXLl1CZmYmQkNDsWHDBpPXmTRpEgYOHIhly5aZTLZ6+umn8cwzz2D+/PlITU3VSFiTrvXdd9/h8ccfx/Dhw9G2bVvcvn0bhw4dwtdff42cnByD/zWurkmTJujatavJROPExEQsX74cQ4YMQYsWLTBy5EjEx8cjJycHS5YswY0bN7B69WqdfBQAOHv2LPr06YNHH30Ue/fuxeeff47BgwerloXefvtt7NixA7169UJsbCyuX7+O+fPno27duqpf1KFDh2LNmjUYNWoUMjMzkZKSgoqKCvz5559Ys2YNNm/erLMF09hnO3fuXLz11lto0aKFznZQua/VunVrpKWlYf78+SgsLETHjh3x888/49SpU7LGoT4eY9/rpk2bolu3bmjbti2qV6+O/fv34+uvv8bo0aNV53zzzTcYMWIEli5dKqumk7pWrVppLNHp4+vri/fffx8jRoxA165dkZaWhmvXrqm2Fqu3CZgxYwZ69eqFTp064dlnn8XNmzcxd+5cNGvWTOMPYdeuXfHiiy9ixowZOHjwIHr06AFfX1+cPHkSa9euxccff4wnn3zSrPdiSM+ePdG8eXPMmTMHGRkZCAsLw8CBAzF37lwoFAo0aNAA33//vcV5PwDQu3dvdO/eHa+//jpycnLQqlUrbNmyBd9++y3GjRun93fD1uw1hlu3biE1NRX5+fmYNGmSTjmIBg0aoEOHDgAqZwXfeecdZGRkYODAgUhNTcXOnTvx+eef491331WVqAAqA3PpP3ik3JF58+YhPDwc4eHhGj/jXbt2RYcOHZCQkICrV69i0aJFKC4uxvfff68KVnbt2oWioiKdgOHcuXPo06cPFAoFnnzySaxdu1bj8ZYtW6py2urWrYtx48Zh5syZKC8vR/v27bF+/Xrs3LkTq1atUi3r2OszMcTPzw/t27fHzp074e/vr7rPSjp27IjZs2cDkJd/I1eDBg0QHh6OhQsXolq1aggODsb999+P+Ph4m9wXZbFo75UdvfPOO6JOnTrCy8tLZ+vff//7X9GpUycRHBwsgoODRePGjUVGRoY4fvy46hxD2yi1q6FK29/Wrl2rcZ6hisL6quua2iYuOXDggBgwYICIjIwU/v7+IjY2Vjz11FPi559/Nvm6QlRWCm3QoIFo0KCBqhqmoe2vRUVFIjAwUAAQn3/+uc7jQlSWCp88ebJISEgQfn5+IioqSnTs2FHMmjVLtWVe2vY6c+ZMvdeAjG3i6v744w+RlpYmatWqJXx9fUXNmjVFWlqazlZnIf7+rI8ePSqefPJJUa1aNRERESFGjx6tsdX4559/Fn379hW1a9cWfn5+onbt2iItLU1nC3xZWZl4//33RbNmzYS/v7+IiIgQbdu2FVOnThWFhYUa70l9S7A2pVIpYmJi9G6nNfe17ty5I8aOHSsiIyNFcHCw6N27t7hw4YJZlYxNfa+nTZsmkpOTRXh4uAgMDBSNGzcW7777rkZZBOnnTk61UVOfjxCGq1B/9dVXIikpSfj7+4vq1auLIUOGiIsXL+o8/7///a9o0qSJ8Pf3F02bNhXr1q0zWMl40aJFom3btiIwMFBUq1ZNtGjRQvzzn/8Uly9fVp1jTSVjybJlyzQ+o9zcXPHEE0+IoKAgERERIV588UVx+PBhvdvEg4ODDX5G6m7duiXGjx8vateuLXx9fUViYqKYOXOmTtl+e20TN2cMcn4OJNLfEUP/1P9+ShYtWiQaNWok/Pz8RIMGDcSHH36oMwZj19X+WRk/fryoX7++8Pf3F9HR0WLw4MEaldOFEGLixImiadOmOmOR/qYb+qf9u1pRUSGmT58uYmNjhZ+fn2jWrJnO76a9PhNjJk+eLACIjh076jy2bt06AUBUq1ZNdX/Rfv/a28Tl3GOFEOLbb78VTZs2FT4+Pjq/H3Lui9ZWtVcIYUbWLBERkYdp2rQpHn/8cYO7Ack9udQSFRERkSOVlZXh6aefduhOQHIMzuAQERGRx3GpXVREREREtsAAh4iIiDwOAxwiIiLyOAxwiIiIyOO49S4qpVKJy5cvo1q1alaV4SciIiLHEULg1q1bqF27tsHq0NZy6wDn8uXLNm1gSERERI5z4cIF1K1b1y7XdusAR2oKd+HCBZOdqImIiMg1FBUVISYmRqO5q625dYAjLUuFhoYywCEiInIz9kwvYZIxEREReRwGOERERORxGOAQERGRx3HrHBy5KioqUF5e7uxhUBXn6+sLb29vZw+DiKhK8OgARwiBq1evoqCgwNlDIQIAhIeHo2bNmqzbRERkZx4d4EjBTY0aNRAUFMSbCjmNEAIlJSW4fv06AKBWrVpOHhERkWfz2ACnoqJCFdxERkY6ezhECAwMBABcv34dNWrU4HIVEZEdeWySsZRzExQU5OSREP1N+nlkThgRkX15bIAj4bIUuRL+PBIROYbHBzhERERU9XhsDg4RERHJdya3GOduliAuMhjxUcHOHo7VOINDDhEXF4ePPvrIaa+/bds2tGnTBv7+/khISMCyZctMPmfNmjVo3bo1goKCEBsbi5kzZ+qcs2rVKrRq1QpBQUGoVasWnn32WeTl5dnhHRAR2UdBSRnSl+zDg7O3Y8TSLHSftQ3pS/ahsMS9cwUZ4FQBQgjcu3fP2cOwibKyMrOfc/bsWfTq1Qvdu3fHwYMHMW7cODz33HPYvHmzweds3LgRQ4YMwahRo3D48GHMnz8fH374IebNm6c6Z/fu3UhPT8fIkSNx5MgRrF27Fvv27cPzzz9v0XsjInKGsasPYvepGxrHdp+6gTGrDzhpRLbBAEemM7nFyDx+HWdv3Lb7a3Xr1g2jR4/G6NGjERYWhqioKLzxxhsQQgAAVq5ciXbt2qFatWqoWbMmBg8erKqvAlTOVigUCmzcuBFt27aFv78/du3ahdOnT6Nv37647777EBISgvbt2+Onn37SeO24uDhMmzYN6enpCAkJQWxsLL777jvk5uaib9++CAkJQcuWLbF//36N5+3atQudO3dGYGAgYmJiMHbsWNy+fVv1fs6dO4fx48dDoVBoJNoae540nnfeeQfp6ekIDQ3FCy+8YPbnuXDhQsTHx2P27Nlo0qQJRo8ejSeffBIffvihweesXLkS/fr1w6hRo1C/fn306tULkydPxvvvv6/6PuzduxdxcXEYO3Ys4uPj0alTJ7z44ovYt2+f2WMkInKGM7nF2HEyFxV//V2TVAiBHSdzHXLPsxcGOCY4a+pu+fLl8PHxwb59+/Dxxx9jzpw5WLx4MYDKLcbvvPMOfv/9d6xfvx45OTkYPny4zjVee+01vPfeezh27BhatmyJ4uJiPPbYY/j5559x4MABPProo+jduzfOnz+v8bwPP/wQKSkpOHDgAHr16oWhQ4ciPT0dzzzzDLKzs9GgQQOkp6erbvSnT5/Go48+iieeeAJ//PEHvvrqK+zatQujR48GAKxbtw5169bF22+/jStXruDKlSuynieZNWsWWrVqhQMHDuCNN94AADRr1gwhISEG//Xs2VP1/L179+Lhhx/WuGZqair27t1r8PMvLS1FQECAxrHAwEBcvHgR586dAwB06NABFy5cwI8//gghBK5du4avv/4ajz32mMHrEhG5knM3S4w+npPnvgEOhBsrLCwUAERhYaHOY3fu3BFHjx4Vd+7cseo1hi7+VdR/7QcR++r3qn/1X/tBDF38q1XXNaZr166iSZMmQqlUqo69+uqrokmTJnrPz8rKEgDErVu3hBBCZGZmCgBi/fr1Jl+rWbNmYu7cuaqvY2NjxTPPPKP6+sqVKwKAeOONN1TH9u7dKwCIK1euCCGEGDlypHjhhRc0rrtz507h5eWl+vxjY2PFhx9+qHGO3Of169dPZ9w5OTni5MmTBv9dvHhRdW5iYqKYPn26xvN/+OEHAUCUlJTo/Vw+/fRTERQUJH766SdRUVEhjh8/Lho3biwAiD179qjOW7NmjQgJCRE+Pj4CgOjdu7coKyvTe00hbPdzSURkC6ev39K4v2n/O5NbbJfXNXb/thXO4BjhzKm7Bx54QGMpp0OHDjh58iQqKirw22+/oXfv3qhXrx6qVauGrl27AoDOTEy7du00vi4uLsbEiRPRpEkThIeHIyQkBMeOHdN5XsuWLVX//7777gMAtGjRQueYtCz2+++/Y9myZRozKKmpqVAqlTh79qzB9yj3edrvAwBiY2ORkJBg8F+dOnUMvq4czz//PEaPHo3HH38cfn5+eOCBBzBo0CAAgJdX5a/N0aNH8Y9//ANvvvkmfvvtN2zatAk5OTkYNWqUVa9NROQo9aND0CUxGt5aNbq8FQp0SYx2691U3CZuhJypO0d/8+/evYvU1FSkpqZi1apViI6Oxvnz55GamqqTgBscrDm2iRMnYuvWrZg1axYSEhIQGBiIJ598Uud5vr6+qv8vBVn6jimVSgCVgdOLL76IsWPH6oy3Xr16Bt+L3Odpvw+gcolKWirSp3Pnzti4cSMAoGbNmrh27ZrG49euXUNoaKiqfYI2hUKB999/H9OnT8fVq1cRHR2Nn3/+GQBQv359AMCMGTOQkpKCSZMmAagMDIODg9G5c2dMmzaN/aaIyC3MTUvCmNUHsONkrupYSkIU5qYlOXFU1mOAY0RsdeNtHuIi7Rfc/Prrrxpf//LLL0hMTMSff/6JvLw8vPfee4iJiQEAnYRfQ3bv3o3hw4ejf//+ACoDjJycHKvH2qZNGxw9ehQJCQkGz/Hz80NFRYXZzzPkxx9/NNruQD1w6dChA3788UeNx7du3YoOHTqYfB1vb2/VbNDq1avRoUMHREdHAwBKSkrg4+Ojcz4AVX4SEZGrCwvyxYqRyTh74zZy8m5r1MFx59o4DHCMkKbudp+6obFM5a1QICUhyq7f7PPnz2PChAl48cUXkZ2djblz52L27NmoV68e/Pz8MHfuXNUW5nfeeUfWNRMTE7Fu3Tr07t0bCoUCb7zxhmoWxhqvvvoqHnjgAYwePRrPPfccgoODcfToUWzdulW1rTouLg47duzAoEGD4O/vj6ioKFnPMyQ2Nlb2+EaNGoV58+bhn//8J5599ln873//w5o1a/DDDz+ozpk3bx6++eYb1SzNjRs38PXXX6Nbt264e/culi5dirVr12L79u2q5/Tu3RvPP/88FixYgNTUVFy5cgXjxo1DcnIyateubc5HSETkdPFRfwcxBSVlGLv6oMasTpfEaMxNS0JYkK+hS7gU5uCYMDctCSkJURrHHDF1l56ejjt37iA5ORkZGRn4xz/+gRdeeAHR0dFYtmwZ1q5di6ZNm+K9997DrFmzZF1zzpw5iIiIQMeOHdG7d2+kpqaiTZs2Vo+1ZcuW2L59O06cOIHOnTsjKSkJb775psZN/u2330ZOTg4aNGigmgGR8zxbiI+Pxw8//ICtW7eiVatWmD17NhYvXozU1FTVOTdu3MDp06c1nrd8+XK0a9cOKSkpOHLkCLZt24bk5GTV48OHD8ecOXMwb948NG/eHAMHDkSjRo2wbt06m46fiMie9JVB8YTaOArhxnPpRUVFCAsLQ2FhIUJDQzUeu3v3Ls6ePYv4+Hid7b6W0Dd1Zy/dunVD69atnVr5l+zD1j+XRESWMjRL80qPhuj7yW6Dz8uc2M3q+6Cx+7etcIlKJvWpOyIiIndnaJbm5u1So89zxgYbSzDAISIiqmKkMijaKoTA4ctFRp9rzw02tsQAxwVt27bN2UMgIiIPZqoMSvM6oTh2+ZbDN9jYEpOMiYiIqhhTZVCm92/hlA02tuTxMzhunENNHog/j0TkCkyVQWlZN9xgbRx34bEzOFLl3ZIS49NwRI4k/TyqV4YmInIGOWVQ4qOC0b1RDbcLbgAPnsHx9vZGeHi4ql9SUFCQRm8nIkcSQqCkpATXr19HeHi4quIxEZGjqVcndvdZGmM8NsABKnsQAX83hSRytvDwcNXPJRGRIxmrTuxJgY3EYwv9qauoqDDat4jIEXx9fTlzQ0ROk75kn8GcmxUjk4080/ZY6M9GvL29eWMhIqIqy1jdmx0nc3H2hnsU7zOHxyYZExERUSVTdW9y8m4bfdwdMcAhIiLycKbq3rhLdWJzMMAhIiLycFLdG2+t3cTeCgW6JEZ73PIUwACHiIioSpBT98aTVIkkYyIioqpCvc6N+sxMWJCvR9e90cYAh4iIyAMYq3MTFvR39fT4KM8ObCRcoiIiIvIAY1cfxO5TNzSO7T51A2NWH3DSiJyLAQ4REZGbk+rcVGjV7lWvc1PVMMAhIiJyc1Wxzo0pTg9wLl26hGeeeQaRkZEIDAxEixYtsH//fmcPi4iIyG1UxTo3pjg1yTg/Px8pKSno3r07Nm7ciOjoaJw8eRIRERHOHBYREZFbkercGOo1VRWSirU5NcB5//33ERMTg6VLl6qOxcfHO3FERERErk/fVvC5aUkYs/qAxi4qT65zY4pTu4k3bdoUqampuHjxIrZv3446derg5ZdfxvPPPy/r+Y7oRkpEROQq5GwFd4c6N464fzs1B+fMmTNYsGABEhMTsXnzZrz00ksYO3Ysli9frvf80tJSFBUVafwjIiKqKuRsBXfivIVLceoSlVKpRLt27TB9+nQAQFJSEg4fPoyFCxdi2LBhOufPmDEDU6dOdfQwiYiInE7aCq5N2gr++4V8zN5y0mShv6rCqTM4tWrVQtOmTTWONWnSBOfPn9d7/uTJk1FYWKj6d+HCBUcMk4iIyOlMbQV//ZvDLPSnxqkzOCkpKTh+/LjGsRMnTiA2Nlbv+f7+/vD393fE0IiIiFyKqa3ghy/rpm2oF/pz1Xwce3HqDM748ePxyy+/YPr06Th16hS++OILLFq0CBkZGc4cFhERkcuRtoJ7KxQax70VCjSvYzxRl4X+HKx9+/b45ptvsHr1ajRv3hzvvPMOPvroIwwZMsSZwyIiIrKbM7nFyDx+3aL2CXPTkpCSEKVxLCUhCu/2a270eVWx0J9Tt4lbi9vEiYjIXcjt9i2Hvq3g6Uv2GSz0t2Jksm3ehI14/DZxIiKiqsKW3b7jo4LRvVENjbwaQ7M7VbXQn1OTjImIiKoCU1u8bZEEHBbkixUjk92i0J8jMMAhIiKyMzndvm0VjMRHVe3ARsIlKiIiIjtjt2/HY4BDRERkZ8a2eHdJjOaMix0wwCEiInIAJgE7FnNwiIiIzHAmtxjnbpaYncTLJGDHYoBDREQkg63q2DAJ2DG4REVERCSDLevYkP0xwCEiIjJBqmNToVX8X72ODbkWBjhEREQmyKljQ66FAQ4REZEJrGPjfhjgEBFRlWeqwzfr2Lgf7qIiIqIqy5ydUXPTkjBm9QGNc1nHxnUphNDKmHIjjmi3TkREnit9yT7sPnVDI3nYW6FASkIUVoxM1vsc1rGxniPu35zBISKiKsnSDt+sY+MemINDRERVEndGeTYGOEREVCVxZ5RnY4BDREQey9juKO6M8mzMwSEiIo8jd3cUd0Z5Lu6iIiIij2Pu7ijujHIs7qIiIiIykyW7o7gzyvMwB4eIiDwKd0cRwACHiIg8DHdHEcAAh4iIXICpXlDm4O4oApiDQ0RETmROLyhzcHcUcRcVERE5jSW9oMzB3VGuibuoiIjIY1naC8oc3B1VdTEHh4iInIK7ncieOINDRERmOZNbjHM3S6xe9uFuJ7InBjhERCSLrROCpd1OhnJwuLRE1uASFRERyTJ29UHsPnVD49juUzcwZvUBi685Ny0JKQlRGse424lsgTM4RERkkr0SgsOCfLFiZDJ3O5HNMcAhIiKT5CQEWxOYcLcT2RqXqIiIyCQmBJO7YYBDREQa9LVNYPsDcjdcoiIiIgCmd0mx/QG5E7ZqICIiAPLbJjAhmKzFVg1EROQQ5uySYkIwuQPm4BAREdsmkMfhDA4RkQeT21aBu6TI0zh1BmfKlClQKBQa/xo3buzMIREReYSCkjKkL9mHB2dvx4ilWeg+axvSl+xDYUm53vO5S4o8jdOXqJo1a4YrV66o/u3atcvZQyIicnuWtFVg2wTyJE5fovLx8UHNmjWdPQwiIo9haVsFtk0gT+L0GZyTJ0+idu3aqF+/PoYMGYLz588bPLe0tBRFRUUa/4iISJO1CcPxUcHo3qgGgxtya04NcO6//34sW7YMmzZtwoIFC3D27Fl07twZt27d0nv+jBkzEBYWpvoXExPj4BETETmXvirD2pgwTORihf4KCgoQGxuLOXPmYOTIkTqPl5aWorS0VPV1UVERYmJiWOiPiDyeqSrD2uQW7SNyBkcU+nP6EpW68PBwNGzYEKdOndL7uL+/P0JDQzX+ERFVBeYmDTNh2LPImbkjTU5PMlZXXFyM06dPY+jQoc4eChGRy7AkaZgJw57B3Jk7+ptTZ3AmTpyI7du3IycnB3v27EH//v3h7e2NtLQ0Zw6LiMilWJM0zIRh92bJdn+q5NQZnIsXLyItLQ15eXmIjo5Gp06d8MsvvyA6OtqZwyLyKHIr2ZLjmPs9YdJw1WTpdn+q5NQA58svv3TmyxN5NE5tux5LvydSlWFDScO8yXkmOTN3/N4b5lJJxkRkO5zadj3WfE+YNFz1cObOOi6VZExEtsGpbddj7feEScNVD2furMMZHCIPZG0lW7I9W31PmDRctXDmznKcwSHyQJzadg3qycT8npAlOHNnOQY4RHbizN1LnNp2LkPJxB3qR2Lf2Zv8npDZ4qMY2JiLAQ6RjbnK7qVp/Zqj7ye7kF9SrjoWGuiDd/s1d9gYqipDycT316+OlIQojZ8NLjcQ2QcDHCIbM7ZTxpE9gP61/jCK7tzTOFZ05x5eX3+YvYjsyFgy8Z7Tecic2A0AuNxAZGdMMiayIenmVqHVw1Z9p0xVGkdVJLd2CROFieyLAQ6RDbnC7qUzucXY8Mdlp4/D08htdshkYiLXwCUqIhuy1c3NkgRlfbk/1o6DzM+pYoI3kWvgDA6RDUk3N2+FQuO4t0KBLonRJm9uBSVlSF+yDw/O3o4RS7PQfdY2pC/Zh0K1RGFD9OX+aJM7DvqbJdWHWbuEyPkUQmgt0ruRoqIihIWFobCwEKGhoc4eDhEAoLCkHGNWH7BoF1X6kn0G/8vfWGLwmdxiPDh7u8mxsReVeUx9rpkTuxkNFlm7hEg/R9y/uURFZGOWFuayppS/qdyf8Y8kok+rOrzJmsnaZoesXULkPAxwiOzE3JubJTdTKVfHW2HgSX9hcCMfqw8TeQYGOEQuQs7NVLr5Vg/yw+wtJzRmfCKCfFFYUg6l2nOY2Cofqw8TeRYGOEQuwtjum+T46njr2yNGd0gV3SlHWJCvRuViJrbKx+rDZCvObNNCf2OAQ+RC5qYl6SQopyRE4Z5SaXKHVIUA8kvKsXJkMu4pBf+4moHVhz2XI4MNV2nTQpUY4BC5EH0JykIIWTukJPeUAt0b1bDjKN2PqZucnPwnVh52L84INlylTQtVYoBD5IKkBGU5VYm1MfH1b3Jvckwm9jyODjas2QVJ9sFCf0QuSL3g34dbT8p6Dov46ZJbpM/aAo3kWpzRi80V2rSQJgY4RC5ITlVibUx81WTuTY7Vhz2HM4INzgK6Hi5REbkYQ1PdhngBaBsbwTV+LebWFbK0QCO5HmcEG+xB5no4g0PkAtQ7VZu6MWtTAsg6l2+XaXd3ZulNLj4qmAnFbs5ZS46cBXQtnMEhciJ9SbDt4yIsupaptgFVTf3oEHSoH4m9Z/J0HutQP5KflYczVHLBnsEGZwFdCwMcIifSl2uTfa4AEUG+KLpzT2Oq20sBKI20xuUavy6FgRYWho6T53BmsMEeZK6BS1RETmIsCTa/pBxt6oVrHO+UEI2wQP3/TRIR5Ms/qFrO5BZjz2nd2RsA2HM6j0t6VQSXHKsuzuAQOYmpXJuXH0xAXGSwrIJ/+SXlrLOhxdpO4ETk3jiDQ+Qg6onEgLwkWPX/+mSdDfNw2y5R1cYZHCI7M1ZN15xtpaZu2PMzT6FNTAR73vylfnQIIrSaj0q4pEfk+TiDQ2RnxqrpmrOtVLphG5J9rkCnQm9Vdia3WG9wA/y9pEdEnoszOER2ZKo/zc2SMtk7PYzdsNWvyVycSszBIaraGOAQ2Yi+jtVyb7JytpXKLQDIG3fl9+Jq4R2j5zAHh8izMcAhspKxHBtrE13VgyZT15J7TU+m73uhjaXziaoGBjhEVjKWY7NiZLJF/WkMBU0d6kdi39mbOrVz5FyzKpDTpJSl84mqBiYZE1lBTsdqS/rTGAqaFAroXEvuNT2doe+FZMaAFsic2A0rRiZzpxlRFcAZHCILncktxoY/Lhs9R8qHMadkvLHE5D2n85A5sZvq2j5eCtxTiirf80bO96JmWECV/oyIqhoGOERmkpPnIVHPh5Hbn0ZOYjJLz1ey9HtBRJ6PAQ6RmeTkeViTD8MKvPLZ+3tBRO6LOThEZjCV5yGxJh/GWEE/VuD9myO+F0TkvjiDQ2QGU8tH4x9JRJ9WdawKQuRU4K2KQY52nSFHfC+IyH25zAzOe++9B4VCgXHjxjl7KEQGmVo+MnZD1W62aQibamoqKClD+pJ9eHD2doxYmoXus7Yhfck+VDexE4rBDVHV5hIzOFlZWfj000/RsmVLZw+FyKCCkjJM+e6o3seM5XkYKwSob7syc3A0GdoyD8CiGkNEVDU4fQanuLgYQ4YMwWeffYaIiAhnD4fIIGMJrcbyPIwVAtSnfnQIuiRGw1uh0DjurVCgS2J0lbpxm6ozNLFHQ7NrDBFR1eD0GZyMjAz06tULDz/8MKZNm2b03NLSUpSWlqq+LioqsvfwiAAYrk0jmdq3md7ZGFPNNg3l08xNS8KY1Qc0nlvVbtxyatvkmdGslIiqFqcGOF9++SWys7ORlZUl6/wZM2Zg6tSpdh4VkfkJreoNLtWfa2lH67Ag3yp747akto3cGkNEVHU4LcC5cOEC/vGPf2Dr1q0ICAiQ9ZzJkydjwoQJqq+LiooQExNjryFSFWQoX+aVHolGnxcXGaz3ue3jjC+7msqnqYo3bta2ISJbcFqA89tvv+H69eto06aN6lhFRQV27NiBefPmobS0FN7e3hrP8ff3h7+/v6OHSlWINQmt6Uv26Tw3+1wBIoJ8UXTnHhNhZTC1FCipast1RGQ+pwU4Dz30EA4dOqRxbMSIEWjcuDFeffVVneCGyN5M5ct8l5ECAHrzYow9N7+kHO1jI5B1Ll/neaSJtW2IyFacFuBUq1YNzZs31zgWHByMyMhIneNE9mJOvoyxhNbsC/lGn/vygwmIiwyucvk05igoKcP8zFNGz2FwQ0RyOX0XFZEzWJMvo50XI+fGLAU1vDkbNnb1QWSfK9D7GJf0iMhcLhXgbNu2zdlDoCpCX66NpfkyvDFbz1TuTZt64RiUHIOPfz6BNvUi0Dkx2oGjIyJ3JDvA+e6772RftE+fPhYNhsgRbJkvI+fGzFwb00wtDx67WoSXV2Wrvo4I8sV3GZ0QE2m86jMRVV2yA5x+/fppfK1QKCDU/itXoVZ1taKiwvqREdmQObk25uTLyLmWvgKA9Dc5S3zFpZp/U/JLytHnk1048GYPew6NiNyY7FYNSqVS9W/Lli1o3bo1Nm7ciIKCAhQUFODHH39EmzZtsGnTJnuOl8gs+ho1ys2X6d6ohtHgRm7uDRlnbIlPofdopfyScuyUsaWciKomi3Jwxo0bh4ULF6JTp06qY6mpqQgKCsILL7yAY8eO2WyARNawZa6Nvmsz98Y6ppb4aoUF4HLhXYOPZ5/PZz4OEellUbPN06dPIzw8XOd4WFgYcnJyrBwSkWXO5BYj8/h1nL1xW/W1oUaN+SXlaFMvXOO4ObVpDF1bwtwb0+T0mhqUXM/o4z8dvYbCknJbDouIPIRFMzjt27fHhAkTsHLlStx3330AgGvXrmHSpElITk626QCJTDHUXuGp9nWNPk9Oro12TyoJc28sZ06vqd6tamPp7rPINxDEHL18C2NWH8CKkfy7Q0SaLApw/vOf/6B///6oV6+eqhfUhQsXkJiYiPXr19tyfEQmGWqvcKf8ntHnGatNYyhompuWhLAgX8RWN757h7k3hpnba+q7jE7oNXcniu7qfj9NdWUnoqrLoiWqhIQE/PHHH9iwYQPGjh2LsWPH4vvvv8ehQ4eQkJBg6zESGWRsGSorJx/tYyPgrdBMVfVWKNAlMdroDdFQ0DRm9QEAQP3oEHRJjLbo2lWZqaU9SUpCFF7p0RCZx6/jnhD42MRyX07ebVsOk4g8gMWF/hQKBXr06IEuXbrA399fY5s4kaOYWioa3jEOgX4X9faPMsRUTypptmBuWhLGrD5g1rWNvaa+pTBPI6fXVLeGNTB7ywn0/WS36ri1XdmJqOqxKMBRKpV49913sXDhQly7dg0nTpxA/fr18cYbbyAuLg4jR4609TiJdMjZpt20ThhWtKqtt3+UIaZuwjl5lQFOWJCvwd5U5rwHY0thnkRur6m3vj3CruxEZDWLlqimTZuGZcuW4YMPPoCfn5/qePPmzbF48WKbDY7IGFPbtNWXiuTUtQEsq20j99r6mFoK8yRyvl/ir1kye+x8I6KqxaIZnBUrVmDRokV46KGHMGrUKNXxVq1a4c8//7TZ4IgMsVeLBEfWtpG7FOYJ5H6/2JWdiGzFogDn0qVLepOJlUolystZk4JsS19+ij22aTu6r5TcpTBPIOf7JSDYlZ2IbMaiAKdp06bYuXMnYmNjNY5//fXXSEridDHZhrH8FHts03Z0bZuqstVc7rIfK0MTkS1ZFOC8+eabGDZsGC5dugSlUol169bh+PHjWLFiBb7//ntbj5GqKGP5KStGJqNLYjR2n7phk6RTZ/SVkraa2+o9uCo5gYuUe2MIK0MTkbksSjLu27cvNmzYgJ9++gnBwcF48803cezYMWzYsAGPPPKIrcdIVZCx+jZSfsrctCSkJERpPG5p0qk5Ccu2ZMv34Iq2H79usqXFKz0ammzZwMrQRGQui+vgdO7cGVu3brXlWIhU5OanWLtNG3B87o06W2w1d0Vy2zHcuVehUe/GEE9ZriMix7E4wCGyF3OXi6xJOpXT8NERsweeljgrpx0DABy9XOSA0RBRVSQ7wImIiJBdrfjmzZsWD4jIEcmm5jR85OyBeUzNiAGVa+NKAErjHRtUPGlHGRE5huwA56OPPrLjMKiqk7aCeyvgkOUicxs+knymlhcBIMjfG8WlFbKvySCTiMwlO8AZNmyYPcdBVZQ5MymAbZaL5MwwAJ6V7OsocpYXAaCkTF5wwyCTiCxlcQ7O6dOnsXTpUpw+fRoff/wxatSogY0bN6JevXpo1qyZLcdIHkxurobE2v+SLygpw9gvjbdBGP9IIvq0qsObqh6mmoIaW15UJ3dpikEmEVnKogBn+/bt6NmzJ1JSUrBjxw68++67qFGjBn7//XcsWbIEX3/9ta3HSR5I7kwKYLv/kh+7+qDJxFYGN7rkNAU15/tpynsDWuD++pH8PhCRxSyqg/Paa69h2rRp2Lp1q0azzQcffBC//PKLzQZHnk1OrobEFv8lL92ADc0eeAF2q3fj7gwVXXxuRRYyj1/H2Ru3zfp+mnLt1l2bXYuIqiaLZnAOHTqEL774Qud4jRo1cOOG/OUGqrrk5GqsHJmMe0phs9owpm7ATWuHcjlED2NNQbNy8jFiaRYAoH1chM1e88OtJ/Hh1pM6s0RERHJZNIMTHh6OK1eu6Bw/cOAA6tSpY/WgyPPJqRzcOTEa3RvVsNmMiqneT3MHt/HoG+mZ3GLVbIs55M7M/HbOeCdwS0itOYiIzGXRDM6gQYPw6quvYu3atVAoFFAqldi9ezcmTpyI9PR0W4+R3Jx2YqqzKgfXjw5BRJAv8kt0O95HBPl67NKUnPwZY0wFhhK5icPmUG/N4anfHyKyD4sCnOnTpyMjIwMxMTGoqKhA06ZNUVFRgcGDB+Nf//qXrcdIbsrQjfWp9nWNPs8elYPP5Bbj17N5eoMbAMgvKffYm6ippqWmGGoK6kgs9EdE5rIowPHz88Nnn32GN954A4cPH0ZxcTGSkpKQmJho6/GRGzN0Y71Tfs/o82xZ1M2cOjvufBM1tH3bWP6MOTMjc9OSMGb1AZvtkjKXj5e8KupERBKrelHVq1cP9erVs9VYyAOYqkgsJaa2j41A9vkCjRkBexR1M6fOjjtWyzW1/CS3aakp2k1B5//vlM73z0thn2UqALhnrwsTkceSHeBMmDBB9kXnzJlj0WDIfZlbkXh4xzgE+l3UON/SreDmzl5oc3S1XFPF8sxhavnJVP6MuUGd1BS0TUyEzoxO29gIZOXYPtEYcM/gk4icS3aAc+CA5k6G7Oxs3Lt3D40aNQIAnDhxAt7e3mjbtq1tR0huwdyKxE3rhGFFq9qqGQFLbvbWzl5IHFUt19pkX21ylp8M5c9YG9Rpz+hI37+kt7cYzHNS561QIDm+Ony9vYwGoWzVQESWkh3gZGZmqv7/nDlzUK1aNSxfvhwREZW1L/Lz8zFixAh07tzZ9qMkl2ZNRWJpRsAS1s5ezBjQAg84sFquJcm+xmZ75C4/6cufsVVQp/79O5NbLCu4UX/9sCBfVZAUGeSHWVtO2GWcRFT1WJSDM3v2bGzZskUV3ABAREQEpk2bhh49euCVV16x2QDJ9Tm6IjFgm9mLtGTH5I9JO7jMSfaVM9sjd/nJ0GyLrZn6OUisEYJ/PJyIZrXDNF5fPUhyxDiJqGqwKMApKipCbq7uH+vc3FzcunXL6kGRezF1o7V1RWLANWYvTLFmB5ec2R5zl5+smS2Tw9TPwencYqzJuogVI2sbPc/e4ySiqsGiAKd///4YMWIEZs+ejeTkyj+2v/76KyZNmoQBAwbYdIDk+kwV0OucGG3z13S12Qt9LN3BZc7WbmcGcNrqR4egXWwEfjuXD317npQCLNpHRA5jUYCzcOFCTJw4EYMHD0Z5eeVNzcfHByNHjsTMmTNtOkBybc4qoGduVWJHzgoYW5LSp4NWHpA5W7udGcCpk2ar9sto1+DO9YaIyH1YFOAEBQVh/vz5mDlzJk6fPg0AaNCgAYKD+UerqnB2AT1jCa3Oqkps7lZ5iUKrhp0lW7udvazj6fWGiMj9WNRsUxIcHIzq1aujevXqDG6qGGff0OTMcjiauVvlJXtO52k0wJRya7y1Ih+pCamrzX5IS2qm2ji46viJyDNZFOAolUq8/fbbCAsLQ2xsLGJjYxEeHo533nkHSqXS1mMkJ9PuQu0KNzRbF7CzhPrnIvczMUQ7IJubloSUhCiNY66wZVpfR3JXqzdERARYuET1+uuvY8mSJXjvvfeQkpICANi1axemTJmCu3fv4t1335V1nQULFmDBggXIyckBADRr1gxvvvkmevbsacmwyMYsbZYp0b6h2bKCrzPp+1ya1wm16praAZmr5NZIjG1bd7V6Q0REgIUBzvLly7F48WL06dNHdaxly5aoU6cOXn75ZdkBTt26dfHee+8hMTERQggsX74cffv2xYEDB9CsWTNLhkY2ZGmzTO0bmq0r+BaUlGHslweMnmPPRFZ9n8uRS0UWXctLAXRKMDzL5ezcGompbeuuUG+IiEidRUtUN2/eROPGjXWON27cGDdv3pR9nd69e+Oxxx5DYmIiGjZsiHfffRchISH45ZdfLBkW2ciZ3GKs3ndO75KLerNMQzkiacn1ZNd0scTY1Qdx9LLxgMJWS1Ryl+csbQXZNjbC5ZdtDL1n9W3rrrqkRkRVl0UzOK1atcK8efPw73//W+P4vHnz0KpVK4sGUlFRgbVr1+L27dvo0KGD3nNKS0tRWlqq+rqoyLL/aib9zNkFJLdZpjk1XUyRs/3aC0AnG+T9WLs8Z4oXKoObtaM62uR69iR327orLakREVkU4HzwwQfo1asXfvrpJ1UwsnfvXpw/fx4bN24061qHDh1Chw4dcPfuXYSEhOCbb75B06ZN9Z47Y8YMTJ061ZIhkwzm7AKS0yzTVktJ5gReTWuH2mTWwNLlOYkCxmd1Ov21ROcOzEnodpUlNSIiiwKcrl274vjx41iwYAGOHTsGABgwYABefvll1K5tvAy7tkaNGuHgwYMoLCzE119/jWHDhmH79u16g5zJkydjwoQJqq+LiooQExNjyVsgLXIbZprTLNNWS0nmBF5zB7exKK9HYqpvlLQ899u5fBjbL9isdigOq733LonRmJjaEHm3y1x+dsNTksGJqGqzKMABgMjISPTp0wcPPPCAamv4/v37AUAj+dgUPz8/JCQkAADatm2LrKwsfPzxx/j00091zvX394e/v7+lQyYD5My0SOTmVZgKmOQuJVkaeJnL3OU5ARit2jt3cBsAcKvlGkuX5ViZmIhckUUBzqZNm5Ceno68vDwIrcRDhUKBiooKiwekVCo18mzI/uTMtJi71ddU3obcpSRH1VgxZ5YoNMgXX7/UEQMX7qmcyVH7FdA3w+UuLF2WY2ViInJFFu2iGjNmDAYOHIjLly9DqVRq/DMnuJk8eTJ27NiBnJwcHDp0CJMnT8a2bdswZMgQS4ZFFpBmSJQGEka8AL07o0wxlbchdylJTo2VzIndsGJkssVLU+YW6bv314e1OL09OiVoNhJ1151DxnZKmdo1505BHBFVHRbN4Fy7dg0TJkzAfffdZ9WLX79+Henp6bhy5QrCwsLQsmVLbN68GY888ohV1yX5bDXTYq5fz+QBMD3DYaqpprU1VsxZnpO4QqdyW5LzGcjdNUdE5CosCnCefPJJbNu2DQ0aNLDqxZcsWWLV88l6tppp0WYqcHpt3SEAhgv+SYmu3grYtanm2NUHZRfpM5Tn4+47h+QsUcrZNUdE5EosCnDmzZuHgQMHYufOnWjRogV8fTVvTmPHjrXJ4Mh9mQqcJOrVcAHzO3Jbk+AqN4FZ4ikzFuq7pMRf9YgM0U4Gd/dgjoiqDosCnNWrV2PLli0ICAjAtm3boFBbm1coFAxw3IipmZYxq7OxauQDZs/iSB2xtcv3a9Mu+GduR25zE1zVb+5yE5g9hSU9tOy1RElEZG8Kob0NSoaaNWti7NixeO211+DlZVGesk0UFRUhLCwMhYWFCA21rtlhVXUmtxgPzt5u8HGpV5I0w2KOwpJyjFl9QNYsSfPaoXi3f3P0/WSPrGtLy0Vyx6Xv5t4+LgJZOYa3elv7mq5CCurm/+8Uss8XaAScXgoYTDAHgMyJ3ThjQ0Q254j7t0UzOGVlZXj66aedGtyQbUgzLbtO5uotXKcUMLulgkQ9CfeXM3mY/FfejT5HLxfh9fWHZV87JSEKr/RoiMzj12Xlg+ibGco+V4CIIF8UlpQbLdonsaS9hDPJWe6TghsvQOMzsLauEBGRs1kUoQwbNgxfffWVrcdCTjKtX3ME+XsbPScn77bF14+PCkZacj10SYyGl0L/OUoAh83oyH2n/B76frIbI5ZmofusbUhfsg+FBpKRjW2Bzi8pR7Pa5v3XgzWfhSOZ1XpD6zPwlHwjIqq6LJrBqaiowAcffIDNmzejZcuWOknGc+bMscngyDH+tf4wSsqM1y+yRTG3af2a4bF/70RxqeHXal47FMeu3DJZk+Y3rSrC2snKEjlboAc/EGt0dkmbOxS2MzeB2h0rLxMRGWNRgHPo0CEkJVX+193hw5rLCgqFgf9EJ5eg3WfIVi0V5PjX+iMmA6np/Vtg1pYTJm/O2nkjhpaP5GyBlvsT6y7LNubU9nHnystERMZYFOBkZmbaehxkZ5b2GbLVLprtx6/LCqRaxoSr8nbGrM7G0ctFGsGMdq6INvVt43KDt+T46rLeg7ss28gJ6iTu8p6IiMxlcbNNci+W9hmytju33Lo22oFUfFQwVo18QGcXVpvYCKNNLq8W3lXN4sip0jwoOQYr9p4zep65fbicSU5Q1zYuAi93T+BSFBF5NAY4VYChm57UZyipbhgOXCzUebyDDW7qchNd9QVShlohpC/ZZ7C+zmS1CsmDkk13wX55VbbJsdUMC3CbQEBOULc4vb1VQSsRkTtggFMFmLrp3b2nf9HHmnSqM7nF+PVsnsmZGzl5LdrVc+emJZmsr7P71A3cvG28K72xZGd1rpxUrJ1TZWpb5Ks9GzO4IaIqgQFOFWCqbcKxq7f0Ht9zOs/smi/mtlqwJAdEs77ODUxep1s/p0IIHJaZh+KOLM2pumesqh8RkQdhpb4qQCrm5601JeOtUKC5iRowY1ZnG6wvo485tVdWjkzGipHJFs8oxEcFo2ZYoNFzmtcJ1Xnf5nLFujeGcqqW78kx+jxXno0iIrIlBjhVxNy0JKQkRGkcS0mIwrv9Wxh93tHLRRizWt6WY0MF9bR5KxTokhiNzonRsq5rjKnZqen9WyCpXrhVrzE/85RZQZ69GStcmJWTj/axEXqD2S422u5PROQOuERVRRhK2AVgs1YNcptX2nJrsqGmnlJuT73qQbh7T16ujSHZ5wr0FhF0Bjk1boZ3jEOg30WN5StuByeiqoYBThWjnbALVM7uDFn8i9GcFTldxU3Npkim9m1m00RXfUnH0g19zOoDsmvCGOJKPaieW74fR0y0tGhaJwwrWtVWBbPeCgUqhMDNkjImGBNRlcEAhxAW5It/pyUZ7SouLVUZm8Uw1bhTol6MzxYMzU7JKS4Y5O+N26UVkJN6a+txm6OgpAzPr9hvtAaQdtXpiCBfvPVtjk4i8ty0JAY6ROTxmINDACqDkw71Iw0+rr5UZcwrPRqiQY0Qo+fYK9E1PioY3RvVQESQL9KX7MOwpVlGz29aOxQbx3aRnQvkzATdsasP6vTf0qZdLNFQIrLcnCoiInfGAIdU5Gw2MrSjqKCkDOlL9qHvJ7tx8nqxjUdmHnOKC8ZEBmFKn6Ymz7VF0UNLSUnFpnZ4qxdLNJaILCdQJSJydwxwCEDlDXHP6TyT5xmaxTBne7i1267P5BYj8/h1vTdpuTu51AMWOcnRzuohKyep2AvQ2SFl6j254tZ3IiJbYg4OATB9Q1QAaBcXoXcWw1T/I22WLvUYKm6nnlMidydXhfLvLCE5ydGWFD20BTmNM9vGRujskDL1nlgPh4g8HWdwCIDpG6IAkJWTj/Ql+3RqwsgNKqytxSInp0TuTq59OfmqGSBT+UeS736/5NClHVNLUwoA7eMisPaljjpJw8aKO7IeDhFVBQxwCAUlZXj1v3/IOldfkqrcoMKaWixyc0oM3dj1Wb7nrOp5cpagPtx6Et1nbdMb5NmDqcCx2V+NMw0xVNyR9XCIqCrgEhXJ2qEj0VcTxlCxPS8AzeqEYkKPRhqFBS0hJ6dEur6cZpwAsGzPOSzbcw7t4yKQlSPv/QN/B3n2LvxnbeNMY8UdiYg8HWdwqrAzucVYve+crB062rSTVPXNFigBHLpUhKW7clA9yM+qsZqTUyLd2N9/wngbConc4E7iqJ1IxmoJAcD7m/6UNZMkbZ9ncENEVQkDnCpI2tL94Oztejtxy6GdpCoFFe3jIuCltdxji9orluSUXCu6K+valjbYtvdOJFNB3dHLRRi5PMvgjjIioqqMAU4Vcya3GM8s/hW7zNj1pM5YQHEmtxhZOfk6AYOtZjzk5pRIAdycrSfNur72L4N2oKbN3juRpKDO0C+pUgD7z+VjxNIsh+YGERG5A+bgVBH6tlhb4v761Q0mqZqTJ2MJuTklzy3fj2wzl52AyqTdQ2pbsjslRKO8Qol9Z2/qbeTpiCUfOX3CJI7KDSIicgcMcDzMmdxinLtZonPzN6cQnyFeAHy8vAwmtjqq9orUMFQq+Ce9Vzn9mowZ8kAs7q8fqRE8FZaUG2zk6Qhy+oRJXKkpKBGRszHA8RDGiuDl3S61euYGqEx6NXYDNbSbytYzHobe66275Th4ocDi6+47m4f760eie6MaqmOusBNJqtOz94zpStOAc5uCEhG5CubgeAhjRfDkFuKTa8zqbIO5Ho6ovaLvve44mYsDFwpkdQU3ZN2BywZzWfTtRDLWMsJWpNe4W14h+zmsUkxExBkcj2CoVYK0ZNE+Ltymr3f0cpHBXA97z3iY2xbCEqZyWeS0jLCWJTlTjswNIiJydZzB8QCmZmhmm7mbyBSlgMldUbasvaI+U2Lr2Sh9TO36ktMywlzas0GW5EyxSjER0d84g+MB5LZKMEdogA+K7t4zek5O3m0IIfQmNduCvlmM9nERNn0NY/TlspiaLTM3wdfQezSnsvKMAS3wgFp3dCIiYoDjEQwl9xoyvGMslu05Z/QcU8ENAMzPPKVxIzZ3mcbQji+JvlmM7HMFiAjyRWFJuclKv9bSl8ti663w+t7jfpnBjbdCgaR64agZFiD79YiIqgouUXkIfcm9hjSqWc2q1/ICEBHki+xzBRrH5S7TqFdSNlSkzlhzzfyScjSoEWLVe5DjYr5uMGPLrfCG3qPcROnQQB8W+iMiMoABjoeQknszJ3bDjAHGezA9UD8KHepHWvxaCTWCkV9SbrKztzYpz+T55ftN5rCYmil5tlO8haOXL/u87kyKJS0jDDE3n8hboUD7uAgsHdEe7eMiUHRHc5bNUIDpiN1eRESuhktUHkYqgrfx0FWj9WgUJtoQGNOrVW2cMJK4rL1MI2dHkHYOi6mZkgfqR5q1LGeJNvX05/vo61ZuSYKvublT0mvk3S7Vm6Oj/Rk6YrcXEZGrYoDjoYzdhM/kFmPPaXlF4/RJijGe6Ku9TPPyqmzZrycFR8aKBibVC0dO3m1M7NEQACzeNu6lALwUCtzT020zIsgXnROj9T7PVlvh5RbwG/9IIvq0qqN6jewLxnN0pM/Q2G4vtnMgIk/HAMdDGbsJm7pBGuIFoFNiNLo0jDY6e/LWt0dUswTbj183K5hSD470BWnqeSeAdbuqmtYOxQcDWmLIkl+Rr5a7EhHki+8yOpl8vjRbZg05M2nqwQ0gLw/I1ru9iIjcjVMDnBkzZmDdunX4888/ERgYiI4dO+L9999Ho0aNnDksj6J9Ey4oKcPsLcctulbb2AjVMoy+4EOy+9QNvLTqNwgB2e0FACDE3xu37v4daGgHaXO2HMeRS5pNJ3+zsO9U5Xtog/ioYBx4swd2nsxF9vl8tKkXYXDmxtZMzaRJAaV2ICKnJUbm8etGX5vtHIjI0zk1yXj79u3IyMjAL7/8gq1bt6K8vBw9evTA7dtMhrQ19QTfozI6U+sT6Pd3PBwW5IspfZrqPa9CCOw5nWdWcAMAxaUV6DNvt85uoIggX8zPPIVDl4p0tobrWV0ySV9CcOfEaPzjoYZ2DW60k31NJRk3rR1qMK/HVEsMRzU+JSJyVU6dwdm0aZPG18uWLUONGjXw22+/oUuXLk4alWexpOS/Idr5G/aqKrzrZK7G64xdfdCqmRptjq74ayjZd1D7ukaf92rPxgaTgU3lATmq8SkRkatyqRycwsJCAED16tX1Pl5aWorS0lLV10VFls1EVCWWlPw3xNydTpZS71ou/npNa703oAXuCwtwSjdwQ8m+N0tKDTyjkr7kZ23G8oBstduLiMgduUyAo1QqMW7cOKSkpKB58+Z6z5kxYwamTp3q4JG5L3s1ptTe6bTrZK5dqgrn5JleqlRAXmG8/2ZfxOL09g7fHm0s2ffwJeMBurXLSPZufEpE5MpcptBfRkYGDh8+jC+//NLgOZMnT0ZhYaHq34ULFxw4QvdjryUk6cZ7JrcYXRtFWdQqICLIF6Y2EMVFmp4lSrhP3g07+1yBVc0wLWXqe9C8dqhNigYaY8vGp0RE7sIlApzRo0fj+++/R2ZmJurWNZyX4O/vj9DQUI1/pJ81u6UM8UJl7khEkC/SFv2CB2dvxzvfH8PlwrtmXWfhM22wbWJ3gwm90g1eauTZPjZCJwjwUlRuEf/0mXayXtNUlWV7MfULNrp7gtFkYSIisoxTl6iEEBgzZgy++eYbbNu2DfHx9i+/X1WMXX3Q4t1ShkjbxMesPmD2DilJ89qheLR5LQDAipHJ+ONCAf7vm0M4rDbW++tXR3mFEg/O3q46FhHkq1GrplPC3xV5tR8zxp7bo/U1DzW1dOfv581lJCIiO3BqgJORkYEvvvgC3377LapVq4arV68CAMLCwhAYGOjMobk1W+feeCkqg5u1ozri4Pl8q649vb9mn6yWMeH4fmxnjRv8W98e0UnKLbpzD+3jIvBy9wSNIOBMbrHs4AaonB3KPH7dpoGEsZYIpmZwfLwqZ6ZsUTSQiIj+5tQAZ8GCBQCAbt26aRxfunQphg8f7vgBeQhb595IsyUA8K9vD1t0DS9F5XVaxoTrfVy6wRtLys3KycfVwrsaybdy36sXKpNu0/+zT3XM2r5M0ozN/P+dQvb5Ao3HpC31IzrFGb2GnJ1SRERkPqcvUZHtWbN9W6qeO7VvM50lkzO5xSZ3/hiiHiTpIwUL10zk80xedwiA/BkSSViQL4ruaM70mNOXSX35KSLIV3bz0Oc6xxm9LgvuERHZh8tsEyfbqR8dYlZeijopzyYsyFdnycTcmaEZA1qgponaM5YWIpQ7QzL+kUQkxURozNxI5PRl0je+iCBfjUrLxlQIsOAeEZETuMQuKrItc/NSgMp6Mu3jIrD2pY4Gl2zM/WF5oH6kye3JlhYilIITbxN7zfu0qqO3Iag6ffV21FtbaI8vv6Rcdt2fuMhgk20ViIjI9jiD44EsycFpFxuBxentNY5p7wqSe1OXOzthi2ToCgF0qB+pd1dXh/qRiI8KNrkUqr5MZKvWFtqfAXdKERE5FgMcD2RuDk77uModUhJLeydJ5M5O2CIZ2sdLAYWBWRzpeP3oELSPi8Bv5/I1mnPqC8Rs1dpC32fAnVJERI7DAMcDSS0U5MxCBPl568zcPLd8P7K1mlvK6Z0UExGIFSPvl30Tt0Uvq4v5d7DntP6aPHtO5+H3CwWYveUEsnJ0m3VqByHWzCh5KxRoExuus42diIicgwGOhzmTW4yjl4twtVDe7EhJWQVulpQhLMgXBSVleH7FfuzX07lbTu+kTwa3MevGbqjjtTlMtXt4ff0hHLt8S+OYFyqTqbV3T8mdUfJWAKGBmkncUrDk6F5XRESkHwMcD2FN7sgvZ/IQHxWMsasP4jc9wY265rVDcezKLY2AxFSNG2Om9WuOx+fuRNHde2Y9T1peSo7X33leoi8oUwLIOpevsXvKnNYWKX9teb9ZUsacGiIiF8VdVB7CmtyRyesOYeDCPdhxMhem6s5N799CZ0eQqRo3xvxr/WEUlxoPbt56vCm6aPWtkmZMpFkgfQ0rm9c23qtMffeUnNYW4x9JRObEblgxMlm1jZ5NLImIXBNncDyALXYjmZq5kQoAtowJt9mOILnj7ta4BkZ0ijf4mlJ/LPVrpSRE4ZUeDdH3k90Gr6veFV3OOPq0qsNghojITTDAcXNncovx2c4zVl/H1MyNVABQYs2OIGn7+VUTVYuloEp6HUOvGRbkazDoMlVkr6CkDGO/PGByzBF6Ch8SEZHrYoDjpgpKyvDyqmyDO4gs5QXNDtjqjTatZW6eULPaoWYtfekLgAzN7kjXldt1Pb+k3GjFYyIici0McNzU2NUHbR7cAJXBTJbacpU1+TXazM0TmpDayOpdScZmd8xd2svJY4BDROQuGOC4od8v5FuVcxPs54275Uq9yzb2qrhrSZ7Q/MxTaBMTYZOt1/pmd8wtNMjGmERE7oO7qNzQq/89ZNXzM7o1MNobyda7g87kFmPDH5fNfl72uQKMWW06P8YSv1/Ix5TvDss611uhQBe1XCAiInJ9nMFxI2dyi/Hr2Tz8efWW6ZONqB7i75DeSNb2dZLT7dsRY2JjTCIi98MAxw3YqgGk5P76kQDM3wml3XzTFDk5N94KBZrUqobDRhJ9bZn7Mnb1Qew6Je9znDGgBR74q2EnERG5FwY4bsBWDSABoGMD82/YhppvGmtNIDfnJjTQB5N7NsGQJb8aPMdWuS9yxyRtT09LrmeT1yUiIsdjDo6Lk27KlvZqUtc+NgILhrQ1+3n6Aqzdp24YzY+Rm8BbdOcePt1xxmA1Ylvmvsgdk3bNHyIicj8McFyY3CJ0cgX6mT9hZyjAUs+P0Udup3DpOhNTGxpNfLYFOT/soQE+WPtSRzbNJCJyc1yicmFyi9DJJc26aHfRNsbUrIeh/BhzO4Xn3S6ze+Kz0vQpKLp7jwX9iIg8AGdwXNT249dlNb80h6lZF31M/YD4eCkMPjY3LUlnVsYQKc/Gng0s5c4qqTfhJCIi98QZHBdj6x1T+mjPuhjbHWVq1uOekQhMu4rw/P+dQvb5AoN9oVwFC/oREbk/Bjgu5qXPs7H3jO1bMKiTbuBydkeZmvWQEwxI29HbxEQY7Qtlb7+evWnynA7cFk5E5BEY4LiQM7nFVgU3Ex5piDlbTxh8XLs7t7HdUVKejqFcGktmXoz1hXIM0+t9FUo5mTpEROTqmIPjQuTMMOgjbaduUTfM6HlN1bpzm9od9eW+86pcnWn9miM0UDMWDg30wbv9mls0Xnvm2RhyJrdY1nn7cvLNylEiIiLXxBkcF1FQUob/7Dpr8jwFgGB/bxSXVqiOScs8ebdLjT537uA2qqUnU7ujXltX2e+qS2I0yiuUKLpzT+PxwjvleOmL3zA3rY3LLemo5xRFBPmandP0y5k8l3tPRERkHgY4LmLs6oM4LWOWofNfOTI3S8p0lnnCgnwRGuCDorv39D53wPzd+C6jE2Iig2RP3e06pX8nl1IAhy8VofusbSarGjuKvpyiiCBfFJaUm3Udw/vCiIjIXXCJygVIy0WmtoS/N6AFVoxMRliQr84yT0FJGQYu3GMwuAGA/JJy9PlkFwB5NWEAyNqmbqqqsaPoyynKLymX/V4lUq8uIiJyXwxwnMzcasWG8kOG/ycLWTn5Jp+fX1KOnSdzZdeEkcOS+jq2ZquWFkkx4cjJu23VezmTW4zM49eZy0NE5ERconKylz7PxuFL8qoVq+fFSEtCBSVleH7Ffhy8WCD7NbPP56NzYrRZlYblsGXXb3PJ7TNlTGiADw5cKMCIpVkATDcU1WZJU1IiIrIPzuA4kaXbwtWXhF76PFvWzI26NvUiAMirNGxOPoozC+TZYkZKe3nP3KU3S5qSEhGRfXAGxwmkXT6HLxVa9HxpSWjHietmB0gRQb7onBgNQLcuTWSwH2ZtPqExAyFnbscVqhEbrtcDhAb6It/MRGNAc+nN1HuTlsisuQYREdkOAxwH+v1CPl7/5jAO26iB5v/+NK+dQ2iAD77L6KRzXKo0DAArRibj8X/vxJHLRbKCG8Cx1YiNmZuWpKdS8t+7zn45k4fJfy3zmWPM6mysGvmA0WUmS5uSEhGRfTDAcQB79ZeKDJGX16EA0LxOKDaM6Wz0PCmfx5wAbGKPhhj9YKLs8+3JWKXksCBfCAtzjY5eLtLbhV293o6pJbL5/zuFNjERCAvyNdr7i4iIbIMBjgPYur+UtCTUsk64rPOl2jmmjF19EL+dMy+fp1fL2mad7wjqM1LqLE1EVgpoLDMZSibu2CASv565qTdp+7fz+Ri+9FdUC/BjEjIRkQMwydjOrO0vpY+0JHS58K7Jc9vHRqhq5xgjtxaPuo4N3KsxpbWJyDl5ldu+DSUTCwG0iQ3X+1ylAA5cKNSZxWMSMhGRfTDAsTNL+0tpax8XgXmDk5A5sRtWjEyGgJDV2iHrnLzeSubObnRJjMaCIW3Neo6zSYnI3gr9e8PaxUYYfX5cZLDRHl57z+ThiTZ1zRqTK9QQIiLyRFyisjvLa8yMTIlDp4bRenM1Xvo8Gyevy2sgKSfBVe7sxvCOsRjWMd6lZm7MyWnRl4jcvE4opvdvgZZ1w5G+ZJ/RzumZx68bvf6C7acteg9MQiYisi0GOHZ2f7zlZf8jgv3QvVENjWNncovx69k8s5a95NSnqR8dgg71I01eNyrE32VuxJYU1jOWiAwY2on19y4xU4HgeQvzfJxZQ4iIyBMxwLGz+tEh6NggEntOm5+Hk1dcZjSx1RQvAJ0So2UHJMWl5teKcSZjhfW0dzxpM5SIbCoAqh8dgrBAHxTe0d/zy9yNWq5QQ4iIyBM5NQdnx44d6N27N2rXrg2FQoH169c7czh2s2BIW3T5q7ieOZbuyUH3WduQvmQfnl+x3+xt5p2M7J5S75ckNeo8JKNlRFSIv1ljsBdjuTC2yGnRbmaq/rqGght1cn+xXKWGEBGRp3HqDM7t27fRqlUrPPvssxgwYIAzh2JX0qxA//m7ceB8gdnPNzewSbwvGLMHtkbLuuE6j+mbCYoIkl/p11U6bTursJ7cpPG2sRHI0rPlvktiNCb2aIi8kjLWwSEisiOnBjg9e/ZEz549nTkEhzmTW2xRcGOuagE+2Dq+m8HH9dXkkRvcmLMt3N7F7Ezlwtgvp8X4GpQClXWH1Je5fLwUuKcUDGiIiBzIrXJwSktLUVpaqvq6qMg2LQ/sraCkDGO/dEytk1t37xnse2RNTZ72sRGytoU7qqO24d5Tts1p0Q7UTCWNt4uNUC05GcrzISIi+3OrOjgzZsxAWFiY6l9MTIyzhyTLS59n47CM/BZbkQrSabO0Jk9SvXCsfamjrADFkR219XVDt1VOS0FJGdKX7MODs7djxNIsVS5UZLA/OjbQH+SY8zkREZF9udUMzuTJkzFhwgTV10VFRS4f5NijkrEphpZncm+ZrnysrYvMNg+A4ztqm9rxZA1jgdqCIW11tpKb8zkREZH9uVWA4+/vD39/19jFI9fKvecc9lpS/oehm3x0NfM/u6l9m8mekXBW4q+tl4JMBWo3S8rsFlgREZFtuFWA407O5d1Gv092y07gtQX1/A99LCk6+MuZPNk3b+cl/trOmdxibPjjstFzpECNOTZERK7LqQFOcXExTp06pfr67NmzOHjwIKpXr4569eo5cWTWc3RwI+V/GGNJ0cG84lLTJ6ld3xGJv/ZgTiFFdwjUiIiqOqcmGe/fvx9JSUlISqqcdZgwYQKSkpLw5ptvOnNYVtt+/LpDg5suidFYNtx45V7JgiFtTTaVVGduYT97Jv7ag1Tw8Pnl+3VybrR5KxToYkZlaCIich6nzuB069YNwtza9m7g4MUCh77eoUsFKLpTrjdXRnubc1iQL55oWxf79RSh08fcwn72Svy1dV0dS1pfuHKgRkREmpiDYwet9VQQtqf8knI8Pm8Xfn+rh+qYsXo0cjucJ8WEmx1MqAci2o1CLaHvfTSv/Vf375hwi6+rb5eUIeMfSUSfVnU4c0NE5Ebcqg6OO9h+/DoOXixAkK9jP9rCO+XYqRYEGNrmPHJ5luxrHrhQgPQl+1AoY7nNUN0YOc/Vpt4n66XPs3VmWQ5fLkKfT3ZbdX19fawMkRvcqI+biIicizM4NnAmtxhZOTfx7g/HUHTXdCNGe/n52HV0Tow2us15/7l82ctTgPzu3NZ09pb8fiEfr39zGIcvyyuKuOtUrtHrG1rWMrWdXSI3OdpR1ZuJiEg+BjhWsCSPQ5t0EwWAnSdzZS4e6RcV4gdA/g1cDqn2y+p95/FAff29qKwt8Gfp56gU0Ht9UwGHqe3sErk5N7YI7oiIyLa4RGUFc/I4DJFuonPTktDWjN1N+vRqWRuA6Xo0lpi87pDGspP6csxREzMuhlpHSPQtQ5lD+/qm2kVI29m9FQq91/NSAO3jIrBiZLLJGRhDy13qwR0RETkeZ3AsZGjWQq464QF474mW6JwYrTr29Usd0X/+bou6jifHRahmMQzVo7GFXadykfL+zygurVAdCw0w/mPk46U/kABs08pCvS6N3NmkuWlJGLk8S+9ynVIAWTn5slpLOKt6MxERGccZHAtZuwx0qeAuhi7Zp5Mou2x4MrqoBT1yJNYIwWfp7TWO6atHYwtKAY3gBoDJvCN971NiaQNQQH9dGjkBB1C5nT3jwQRZ5xrjCdWbiYg8EQMcC9lqGUi707ZUR+a70SloXidU1jUWpbfTWUqRrpM5sRvGP5Jok7Faw3BHceMzTAoAEQaWifTlyJgTcNgiODG03MWigEREzsUlKgvZahnIUCJuy7rh+H5MZ1XBvH//fFLv0lXHBvoTfyXxUcHo3bI2Ptx60uIx2oKh92mqP1a72AgsHtYeN0vKkJN3Gz5eCtxTCsRFBkMIgewL+Rq7pMxpF2Gr1hJz05J0uouzKCARkXMphBuXEi4qKkJYWBgKCwsRGipvtsOWCkvKdW5sQb5eKClXmn2tpSPaGy2Mp++1zNmKnL5kH3adzIX5I7Mtfe9z8Ge/6O2PlVQvHN+8nKJz3NQuKXM+K2s/V3XsLk5EJI8j7t8McKxgi23iksyJ3WTdFC29iRaWlGPQor04dvWWNcPUywuVS2Jy+m/pe5/mBhnpS/YZnHVR35ZtzmfF4ISIyHEccf/mEpUVXvo82+odQOYuh8RHVd6Atx+/ju9+v4Q29SI0dmIZEhbki2B/+3y7O/0VjEjLSPMzTyH7XIHsZR9z+leZU3NH+qwMXefczRJcL7yLq7fuok29CJu0liAiItfAAMdCttjeDBjP1ZBuwt4KoEJUJr16KYB+n+zWmC2JCPLFdxmdEBNpOGn2TG6xWRWM5Whe56+eUH/13sq7XQoAeOPxppi1+YTZOSnGAhKJtduyjc26yfkciYjIPTDAsZA125slK0cma8y+SAFN9SBfzN5yUu9NWEqyVZdfUo4+n+zCgTd76JwvsWV1Yy8F0DY2AmtHdQRgOCfmu4wU5JWU2XTZx9qdT8aKM8r5HImIyD0wwLGY5alL0nKNFNyYk8ujHdxI8ksqm20aWq6yZXVj7UJ4hioHA7B5qwJrdj7JKc5o6nMkIiL3wDo4FjK1vdkY7eUaW7R8AIDs84aXoOpHh6Cdla0gtOXk3XZKqwJ9RQxNLYEVlJRh7Jf66vDoMvY5EhGRe+AMjoXqR4egY4NIvdubDRn/SCL6tKqjmmU4k1uMX8/m2WQXFgC0qWc8gFkyrD26zcqUtdtJjrjIYJPVfu3RqsCcpGTJ2NUHTfbMkpj6HImIyPUxwLFCRrcE/HGxQKd1gSFScPP7hXy8/s1hHJZ5w5UjIsjX5LJKWJAvtk3sjudWZCErx/JZCvXlIFNVBuzZqkBOUjJgXt8wOZ8jERG5PgY4FjC3/o0XgDaxEThyqRD/XPs7sqzYzaQA4K2VaCzt/pEjLMgXa0d1xB8XC/B/3xzC4Ut/B1kh/t64XVphMrtIfTnIVtWAbUlK1pZmduQmWJvzORIRkWtjoT8TtG+WANBv3m4cvFgg+xr6dj5Zqv1frQv+uFSA7PP5suvgGKK+zFM9yE+n4J66JrWqYf6QtlYX6rMXQ7u5XumRiL6f7DH4vOEdY/FQk/s4c0NE5CCsZGyCPT8gfTfLpJhwFN4pw5kbtttyLZf21mx70je7IydgcXY1YGMVjgHIqn5MRET2x0rGTqRvZ9OBCwXOGQyATgnRDmveqN3oU27AIjcnxh5MVTj+LqOyp5X6OU1qVcPEHg0dNkYiInIcBjh6mJOUai8h/t6Y2qcZqof4O21GxJkBi7lM5dnklZRhxchk/H6hAK+vr5ydOny5CH0+2e2U5TQiIrIvBjhazuXdRp95u5z2+rXDA/Dm403xaPNaThuDuzmTW4yrhXeNniPt5pq95QSOXdZsOLr71A2MWX2AS1VERB6EAY6Wfp/slr3t29aa1qqGSY82tuvWaneiL8Fb3cHz+fjXt4c1coW0qe/mMqdRJxERuTcGOGq2H79usyJ46kL8vTWCpqR64bhbXoFjV/6eSYgI8sXRK7cwYmkWAOfsQnIV+hK8m9cORZfEKMRFByPI1wfL9+TI2m4vbWmXU8nYHkUJiYjIORjgqDFn67c5NozpDAA6CbtSEu/8/51C9nnN167Kyyb6ErwPXy6yqDDi1L7NEBbki/Ql+0xWMubMGRGR52CAo6Z13XCbX7N9XIQqoNGeHZAqAeubiaiqyya2TvD+7vdLSIoJN3pNLwCdEqOr1OdMROTpGOCo6dqoBiKCfG26TDWsY5zRx03t/qlqyyZyqw7L9eHWkybPaVo71GFb8ImIyDHYTVzLdxmdEGHDvJdmtcOMPh5bPcjo41Vt2cTU52EPcwe3qZK5TkREnowzOFpiIoNw4M0e2HkyV9UKIa56MLrNzkSFUv51tHsxGdoR5Iq9nJzJ0OdhD1X1MyYiqgrYqkGmwpJyPLPkFxwysiVZnbQLSkDo7Y+kvkPKVXo5uQp9n4c9VOXPmIjImdiLygRHBjiSgQv24Ldz+VCfzPFCZR7Hqz0b455SaMzSGOuPpL1Dytm9nFzN2Ru38eLK/Thxrdhm11w5Mlnne0RERI7FXlQu5kxusd4dT0pUbmOuGxGkcdM0t7CcO7VGcIT4qGCsfbGjzmxOk1rVEODrjQNaW+uNkXZKsWM4EVHVwADHDObueOIOKeuFBflixchkvbNb0rGZG//E0au3jF6nU6LjmpUSEZHzMcAxg7k7nrhDynb0zW5Jx9rERBjM2WleJxTT+7dASzvUOCIiItfFAMcM9aNDDNbJiQjy1bkBc4eUY2jP8vh4KZhnQ0RUxTHAMcOZ3GKDRQDzS8r1Vh2em5akM7sg9Uci22IOExERSRjgmMFUTs0vZ/IghNCod2Msh4SIiIjsgwGOGUzl1Exed0jja/U6K5xdICIichyXaNXwySefIC4uDgEBAbj//vuxb98+Zw9Jr/rRIWadL3UEJyIiIsdyeoDz1VdfYcKECXjrrbeQnZ2NVq1aITU1FdevX3f20HR8te+8Weer17shIiIix3F6gDNnzhw8//zzGDFiBJo2bYqFCxciKCgI//nPf5w9NB17z+ZZ9LycPAY4REREjuTUAKesrAy//fYbHn74YdUxLy8vPPzww9i7d6/O+aWlpSgqKtL450gd4iMteh7r3RARETmWUwOcGzduoKKiAvfdd5/G8fvuuw9Xr17VOX/GjBkICwtT/YuJiXHUUAEATyfXg4+XQvb53goFuiRGM7mYiIjIwZy+RGWOyZMno7CwUPXvwoULDh/Ddxkp8JH5qbHeDRERkXM4dZt4VFQUvL29ce3aNY3j165dQ82aNXXO9/f3h7+/v6OGp1fTOmE4Nb0X1u6/gM1HriK2ehC6Na6hqpwLgPVuiIiInMypAY6fnx/atm2Ln3/+Gf369QMAKJVK/Pzzzxg9erQzh2bSwHYxGNhO/xIZAxsiIiLncnqhvwkTJmDYsGFo164dkpOT8dFHH+H27dsYMWKEs4dGREREbsrpAc7TTz+N3NxcvPnmm7h69Spat26NTZs26SQeExEREcmlEEKtzbWbKSoqQlhYGAoLCxEaGurs4RAREZEMjrh/u9UuKiIiIiI5GOAQERGRx2GAQ0RERB6HAQ4RERF5HAY4RERE5HEY4BAREZHHYYBDREREHsfphf6sIZXwKSoqcvJIiIiISC7pvm3PUnxuHeDcunULABATo78nFBEREbmuW7duISwszC7XdutKxkqlEpcvX0a1atWgUCicPRyHKyoqQkxMDC5cuMBKzkbwc5KHn5N8/Kzk4eckT1X8nIQQuHXrFmrXrg0vL/tky7j1DI6Xlxfq1q3r7GE4XWhoaJX5pbAGPyd5+DnJx89KHn5O8lS1z8leMzcSJhkTERGRx2GAQ0RERB6HAY4b8/f3x1tvvQV/f39nD8Wl8XOSh5+TfPys5OHnJA8/J/tw6yRjIiIiIn04g0NEREQehwEOEREReRwGOERERORxGOAQERGRx2GA42ZmzJiB9u3bo1q1aqhRowb69euH48ePO3tYLmnBggVo2bKlqnhWhw4dsHHjRmcPy+W99957UCgUGDdunLOH4lKmTJkChUKh8a9x48bOHpZLunTpEp555hlERkYiMDAQLVq0wP79+509LJcTFxen8zOlUCiQkZHh7KF5BLeuZFwVbd++HRkZGWjfvj3u3buH//u//0OPHj1w9OhRBAcHO3t4LqVu3bp47733kJiYCCEEli9fjr59++LAgQNo1qyZs4fnkrKysvDpp5+iZcuWzh6KS2rWrBl++ukn1dc+PvwTqi0/Px8pKSno3r07Nm7ciOjoaJw8eRIRERHOHprLycrKQkVFherrw4cP45FHHsHAgQOdOCrPwW3ibi43Nxc1atTA9u3b0aVLF2cPx+VVr14dM2fOxMiRI509FJdTXFyMNm3aYP78+Zg2bRpat26Njz76yNnDchlTpkzB+vXrcfDgQWcPxaW99tpr2L17N3bu3OnsobidcePG4fvvv8fJkyerZH9FW+MSlZsrLCwEUHnjJsMqKirw5Zdf4vbt2+jQoYOzh+OSMjIy0KtXLzz88MPOHorLOnnyJGrXro369etjyJAhOH/+vLOH5HK+++47tGvXDgMHDkSNGjWQlJSEzz77zNnDcnllZWX4/PPP8eyzzzK4sRHOr7oxpVKJcePGISUlBc2bN3f2cFzSoUOH0KFDB9y9exchISH45ptv0LRpU2cPy+V8+eWXyM7ORlZWlrOH4rLuv/9+LFu2DI0aNcKVK1cwdepUdO7cGYcPH0a1atWcPTyXcebMGSxYsAATJkzA//3f/yErKwtjx46Fn58fhg0b5uzhuaz169ejoKAAw4cPd/ZQPAaXqNzYSy+9hI0bN2LXrl3sqm5AWVkZzp8/j8LCQnz99ddYvHgxtm/fziBHzYULF9CuXTts3bpVlXvTrVs3LlGZUFBQgNjYWMyZM4dLnmr8/PzQrl077NmzR3Vs7NixyMrKwt69e504MteWmpoKPz8/bNiwwdlD8RhconJTo0ePxvfff4/MzEwGN0b4+fkhISEBbdu2xYwZM9CqVSt8/PHHzh6WS/ntt99w/fp1tGnTBj4+PvDx8cH27dvx73//Gz4+PhpJkPS38PBwNGzYEKdOnXL2UFxKrVq1dP4DokmTJlzOM+LcuXP46aef8Nxzzzl7KB6FS1RuRgiBMWPG4JtvvsG2bdsQHx/v7CG5FaVSidLSUmcPw6U89NBDOHTokMaxESNGoHHjxnj11Vfh7e3tpJG5tuLiYpw+fRpDhw519lBcSkpKik7pihMnTiA2NtZJI3J9S5cuRY0aNdCrVy9nD8WjMMBxMxkZGfjiiy/w7bffolq1arh69SoAICwsDIGBgU4enWuZPHkyevbsiXr16uHWrVv44osvsG3bNmzevNnZQ3Mp1apV08nhCg4ORmRkJHO71EycOBG9e/dGbGwsLl++jLfeegve3t5IS0tz9tBcyvjx49GxY0dMnz4dTz31FPbt24dFixZh0aJFzh6aS1IqlVi6dCmGDRvGsgM2xk/TzSxYsABAZY6EuqVLlzI5Tcv169eRnp6OK1euICwsDC1btsTmzZvxyCOPOHto5IYuXryItLQ05OXlITo6Gp06dcIvv/yC6OhoZw/NpbRv3x7ffPMNJk+ejLfffhvx8fH46KOPMGTIEGcPzSX99NNPOH/+PJ599llnD8XjMMmYiIiIPA6TjImIiMjjMMAhIiIij8MAh4iIiDwOAxwiIiLyOAxwiIiIyOMwwCEiIiKPwwCHiIiIPA4DHCKyyrZt26BQKFBQUODsodiEp70foqqKAQ4RERF5HAY4ROR2ysrKnD0EInJxDHCIyKTS0lKMHTsWNWrUQEBAADp16oSsrCyNc3bv3o2WLVsiICAADzzwAA4fPqx67Ny5c+jduzciIiIQHByMZs2a4ccff1Q9fvjwYfTs2RMhISG47777MHToUNy4cUP1eLdu3TB69GiMGzcOUVFRSE1NxeDBg/H0009rjKG8vBxRUVFYsWIFgMpGhjNmzEB8fDwCAwPRqlUrfP311xrP+fHHH9GwYUMEBgaie/fuyMnJsdXHRkROxACHiEz65z//if/+979Yvnw5srOzkZCQgNTUVNy8eVN1zqRJkzB79mxkZWUhOjoavXv3Rnl5OQAgIyMDpaWl2LFjBw4dOoT3338fISEhAICCggI8+OCDSEpKwv79+7Fp0yZcu3YNTz31lMYYli9fDj8/P+zevRsLFy7EkCFDsGHDBhQXF6vO2bx5M0pKStC/f38AwIwZM7BixQosXLgQR44cwfjx4/HMM89g+/btAIALFy5gwIAB6N27Nw4ePIjnnnsOr732ml0/SyJyEEFEZERxcbHw9fUVq1atUh0rKysTtWvXFh988IHIzMwUAMSXX36pejwvL08EBgaKr776SgghRIsWLcSUKVP0Xv+dd94RPXr00Dh24cIFAUAcP35cCCFE165dRVJSksY55eXlIioqSqxYsUJ1LC0tTTz99NNCCCHu3r0rgoKCxJ49ezSeN3LkSJGWliaEEGLy5MmiadOmGo+/+uqrAoDIz883+dkQkeviDA4RGXX69GmUl5cjJSVFdczX1xfJyck4duyY6liHDh1U/7969epo1KiR6vGxY8di2rRpSElJwVtvvYU//vhDde7vv/+OzMxMhISEqP41btxY9dqStm3baozLx8cHTz31FFatWgUAuH37Nr799lsMGTIEAHDq1CmUlJTgkUce0bj2ihUrVNc9duwY7r//fo3rqr8PInJfPs4eABF5vueeew6pqan44YcfsGXLFsyYMQOzZ8/GmDFjUFxcjN69e+P999/XeV6tWrVU/z84OFjn8SFDhqBr1664fv06tm7disDAQDz66KMAoFq6+uGHH1CnTh2N5/n7+9vy7RGRC+IMDhEZ1aBBA1Xui6S8vBxZWVlo2rSp6tgvv/yi+v/5+fk4ceIEmjRpojoWExODUaNGYd26dXjllVfw2WefAQDatGmDI0eOIC4uDgkJCRr/9AU16jp27IiYmBh89dVXWLVqFQYOHAhfX18AQNOmTeHv74/z58/rXDcmJgYA0KRJE+zbt0/jmurvg4jcFwMcIjIqODgYL730EiZNmoRNmzbh6NGjeP7551FSUoKRI0eqznv77bfx888/4/Dhwxg+fDiioqLQr18/AMC4ceOwefNmnD17FtnZ2cjMzFQFPxkZGbh58ybS0tKQlZWF06dPY/PmzRgxYgQqKipMjm/w4MFYuHAhtm7dqlqeAoBq1aph4sSJGD9+PJYvX47Tp08jOzsbc+fOxfLlywEAo0aNwsmTJzFp0iQcP34cX3zxBZYtW2a7D4+InMfZSUBE5Pru3LkjxowZI6KiooS/v79ISUkR+/btE0IIVZLxhg0bRLNmzYSfn59ITk4Wv//+u+r5o0ePFg0aNBD+/v4iOjpaDB06VNy4cUP1+IkTJ0T//v1FeHi4CAwMFI0bNxbjxo0TSqVSCFGZZPyPf/xD79iOHj0qAIjY2FjV+RKlUik++ugj0ahRI+Hr6yuio6NFamqq2L59u+qcDRs2iISEBOHv7y86d+4s/vOf/zDJmMgDKIQQwskxFhEREZFNcYmKiIiIPA4DHCIiIvI4DHCIiIjI4zDAISIiIo/DAIeIiIg8DgMcIiIi8jgMcIiIiMjjMMAhIiIij8MAh4iIiDwOAxwiIiLyOAxwiIiIyOMwwCEiIiKP8/8eJTohaRr+EgAAAABJRU5ErkJggg==",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"blackstone\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\cdiaz8\\AppData\\Local\\Temp\\ipykernel_47888\\1181395139.py:7: DtypeWarning: Columns (4) have mixed types. Specify dtype option on import or set low_memory=False.\n",
" df = pd.read_csv(streamflow_file, header = header_row_number)\n",
"C:\\Users\\cdiaz8\\AppData\\Local\\Temp\\ipykernel_47888\\1181395139.py:7: DtypeWarning: Columns (4) have mixed types. Specify dtype option on import or set low_memory=False.\n",
" df = pd.read_csv(streamflow_file, header = header_row_number)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Original summer slope: 3.826320918845616\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Original winter slope: 3.2847899510960525\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"mosh\n",
"Original summer slope: 4.490842852595694\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Original winter slope: 6.71204888062569\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"woon\n",
"Original summer slope: 21.046399709015347\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Original winter slope: 3.613480579914141\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"pawtuxet\n",
"Original summer slope: 15.023838411800073\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Original winter slope: 3.8914238132419956\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"hunt\n",
"Original summer slope: 11.819342384136727\n"
]
},
{
"data": {
"image/png": 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/YMiQIXBycgIAbN68GR4eHnj44YeRm5ureHTu3Bmurq7Yu3ev6LzBwcGIjo5Wer2kpCRJfxHduXMHbm5uGsvI91e/d3FxcaJjn376afj7+2PHjh0AHrQeAcCuXbtE3Y9VbdmyBZWVlRg+fLjoev38/BAWFqZ0vQ4ODhgzZoxom7u7OwYNGoTvv/9edM2bNm1Cjx49FE3rUl/r+PHjyM7OxksvvSRqxh89erTimjSR+rP29PREcXEx9uzZo/Wcunr22WexZcsWlJWV4YcffoCtra2iZaGqiooK7N69GzExMaJuRH9/fzz77LM4cOCA4ue+Y8cO9OjRQ5Rc7ePjg5EjR4rOuWfPHuTn5yM2NlZ0n21tbdG9e3eln6lUxcXF8PHxgY+PD0JDQzFt2jRERETg559/rtFQ+vHjx4uO79OnDyoqKnD58mUAwO+//46ysjJMnTpV1FU0btw4uLu7Y/v27Xq/tlS61kHV74lU+/fvx+zZszF8+HAMGDBAsV3esuvg4KB0jKOjo2K/KufPn8fEiRPRs2dPjBo1SvI5q5ZRxcnJCUePHsXrr78O4EGXUHx8PPz9/TF58mSUlpZqulSNhg0bJvp9l6cIPPfcc6hXr55oe1lZGa5fvy46vnXr1ujZs6fS8QMGDBB198m3y7txb926hT/++EPRiyH//cnLy0N0dDRSU1OVXmvcuHGwtbXV+1qlYgBkBFXfDMB/zdnVc17MfU7gwYflnj17sG3bNrz66qu4e/cuKioqJB07YsQIHDx4UPHmTUpKQnZ2NkaMGKEok5qaioKCAvj6+io+7OWPoqIiZGdni84ZHBxco+txc3PDnTt3NJaR768eKFUfbi2TyRAaGqrolggODkZCQgK+/vpreHt7Izo6GsuXLxfl/6SmpkIQBISFhSld77lz55Sut1GjRipHhYwYMQJXr15VTElw8eJFnDhxQuneSnkt+Rdf9euzs7NTm2ukqj7aftYvv/wymjdvjkGDBqFx48Z44YUXsHPnTknn10aeZ/Xbb79h/fr1eOyxx1QGujk5OSgpKUGLFi2U9rVq1QqVlZWKbr/Lly+rHGJf/djU1FQADz7oq9/n3bt3K/1MpXJ0dMSePXuwZ88erFq1Cq1atUJ2drYioNSXts8K+fuh+nXa29sjJCREsd+YdK2Dut8Tbc6fP4+hQ4eibdu2ihF3cvL7rCqouHfvntqfQ2ZmJgYPHgwPDw9FMC71nFXLqOPh4YEFCxbg0qVLuHTpElauXIkWLVpg2bJlmDNnjsZjNan+vpAHQ4GBgSq3V/9u0ff4tLQ0CIKAd955R+n3R54fZujvAak4DN4I1EWu8r/m1f11pynw0HZOfYWFhSEqKgoA8Nhjj8HW1hbTp09HZGSkyn7sqkaMGIEZM2Zg8+bNmDp1Kr7//nt4eHjgkUceUZSprKyEr6+v2mG9Pj4+ouc1/fBv1aoVUlJScOXKFaVfWLm//voLwIO/aHS1aNEijB49Gj///DN2796NKVOmYN68eThy5AgaN26MyspKyGQy/Pbbbyp/Zq6urqLn6q53yJAhcHZ2xvfff49evXrh+++/h42NDYYNG6Yoo+tr1YSUn7Wvry9SUlKwa9cu/Pbbb/jtt9+watUqxMXFYc2aNTV6fX9/f/Tv3x+LFi3CwYMH8eOPP9b0kiST5zKsW7dONIRarupfz7qwtbVV/O4BQHR0NFq2bIkXX3xRKTlUFXWfF8b6rDAnfT4Xrl69ioEDB8LDwwM7duxQCpj9/f0BQOX8QDdv3lQ53LygoACDBg1Cfn4+/vzzT6Uy2s5Zv359la1D6gQFBeGFF17A0KFDERISgvXr12Pu3LkAHnyPqPqZ6vq+kPp+0fd4+e/PtGnTVLbuA1CaHqGm3wNSMQAyA/lfZNUTYmv6l5chZqD93//+h6+++kqRGKdJcHAwunXrhk2bNmHSpEnYsmULYmJiRL/gzZo1w++//46IiAiTvKkfe+wxbNiwAWvXrsXbb7+ttL+wsBA///wzWrZsqfRLJ/9LX04QBKSlpaF9+/ai7e3atUO7du3w9ttv49ChQ4iIiMCKFSswd+5cNGvWDIIgIDg4GM2bN9f7OlxcXPDYY49h8+bNWLx4MTZt2oQ+ffqIPnClvpY8sTI1NVXUBVBeXo6MjAx06NBBa32k/KyBB3/BDxkyBEOGDEFlZSVefvllfPHFF3jnnXdqPAfMs88+i7Fjx8LT0xOPPvqoyjI+Pj5wdnbGhQsXlPadP38eNjY2ir9Yg4KClH7mAJSObdasGYAHAV7VgMXQ/P398eqrr2L27Nk4cuQIevToAeDB50X1z4qysjK1E/tpI38/XLhwQdQCWFZWhoyMDKNeo6nqkJeXh4EDB6K0tBSJiYmKwKSqtm3bol69ejh+/LhoNGFZWRlSUlKURhjeu3cPQ4YMwb///ovff/9d5R9QjRo1go+PD44fP660Lzk5WeuM2ep4eXmhWbNmOHPmjGhb1dGCcqZowdOF/OdrZ2dnkveWLtgFZgbu7u7w9vbG/v37Rds/++yzGp3XxcVF6YNSV56ennjxxRexa9cupKSkaC0/YsQIHDlyBN988w1yc3NFXSLAg9FrFRUVKptu79+/L7m+UofBP/3002jdujXmz5+v9CFUWVmJCRMm4Pbt24qm16rWrl0r6j774YcfcPPmTQwaNAjAg+Dp/v37omPatWsHGxsbRZP3k08+CVtbW8yePVvpLyhBEJCXlyfpeoEH9/bGjRv4+uuvcfr0aaV7K/W1unTpAh8fH6xYsQJlZWWKMqtXr9bp/aLtZ1392mxsbBTBo/z+lJeX4/z583p9eT/99NOYNWsWPvvsM7XdIba2thg4cCB+/vln0eisrKwsfPfdd+jdu7diKPGjjz6KI0eOIDk5WVEuJydHqbUyOjoa7u7u+OCDD5RGJ8mPMZTJkyfD2dkZ8+fPV2xr1qyZ0mfFl19+KbmrurqoqCjY29vj008/Fb1vVq5ciYKCAgwePFi/yltIHYqLi/Hoo4/i+vXr2LFjh9qZxD08PBAVFYVvv/1W9Hu/bt06FBUViVpbKyoqMGLECBw+fBibN28W5cJU99RTT+HXX38VjbBMTEzEv//+KzqnKqdPn1a5lNLly5fxzz//iLoMmzVrhvPnz4vef6dPn67xqEtD8/X1Rf/+/fHFF1+o/L035O+PrtgCZCZjx47F/PnzMXbsWHTp0gX79+9XO626VJ07d8bvv/+OxYsXIyAgAMHBwUpz4UjxyiuvYMmSJZg/fz42btyosezw4cMxbdo0TJs2DfXr11eK8Pv164cXX3wR8+bNQ0pKCgYOHAg7OzukpqZi8+bN+OSTT7QmXAMPEpT37duntRnf3t4eP/zwAx566CH07t1bNBP0d999h5MnT+K1114TDSWXq1+/vuKYrKwsLFmyBKGhoRg3bhyAB7PfTpo0CcOGDUPz5s1x//59rFu3Dra2tnjqqacAPPhQmjt3LmbMmIFLly4hJiYGbm5uyMjIwE8//YTx48erHGKqyqOPPgo3NzdMmzZN9BpyUl/Lzs4Oc+fOxYsvvogBAwYohtmvWrVKcg4QoP1nPXbsWNy6dQsDBgxA48aNcfnyZSxduhTh4eGKKQyuX7+OVq1aYdSoUWrnjlHHw8ND5Xw41c2dOxd79uxB79698fLLL6NevXr44osvUFpaigULFijKvfHGG1i3bh0eeeQRvPLKK3BxccGXX36JoKAgRTcp8OAPls8//xzPP/88OnXqhGeeeQY+Pj64cuUKtm/fjoiICCxbtkyna1GnQYMGGDNmDD777DOcO3cOrVq1wtixY/HSSy/hqaeewsMPP4zTp09j165douHXuvDx8cGMGTMwe/ZsPPLII3j88cdx4cIFfPbZZ+jatSuee+45g1yLueowcuRIJCcn44UXXsC5c+dE8/S4urqKZsp///330atXL/Tr1w/jx4/HtWvXsGjRIgwcOFDUvfvaa6/hl19+wZAhQ3Dr1i18++23otesWt+33noLmzdvRmRkJF555RUUFRXho48+Qrt27bQmcu/ZswezZs3C448/jh49esDV1RXp6en45ptvUFpaKnr/v/DCC1i8eDGio6MRHx+P7OxsrFixAm3atKnx4BhDW758OXr37o127dph3LhxCAkJQVZWFg4fPoxr167h9OnT5qmY0ceZWRF1Q0ZVzSxbUlIixMfHCx4eHoKbm5swfPhwITs7W+0weCnnPH/+vNC3b1/ByclJAKBxSLy6maDlRo8eLdja2gppaWmieqgSEREhABDGjh2r9vW+/PJLoXPnzoKTk5Pg5uYmtGvXTnjjjTeEGzduKMoEBQUJgwcPVnm81GHwctnZ2UJCQoIQGhoqODg4CJ6enkJUVJRi6HtV8qHUGzZsEGbMmCH4+voKTk5OwuDBg0XDO9PT04UXXnhBaNasmeDo6CjUr19fiIyMFH7//Xelc/74449C7969BRcXF8HFxUVo2bKlMHHiROHChQuia5IP81Zn5MiRiqHN6kh5LUEQhM8++0wIDg4WHBwchC5dugj79+/XeSZoTT/rH374QRg4cKDg6+sr2NvbC02aNBFefPFF4ebNm4oy8vedlOkapNwfdbN4nzx5UoiOjhZcXV0FZ2dnITIyUjSEV+6vv/4S+vXrJzg6OgqNGjUS5syZI6xcuVLlTNB79+4VoqOjBQ8PD8HR0VFo1qyZMHr0aOH48eOKMjWZCVru4sWLgq2treIeVVRUCG+++abg7e0tODs7C9HR0UJaWpraYfDHjh1TeY+qDksWhAdDzlu2bCnY2dkJDRs2FCZMmCDcvn1bVMZYw+B1qYOU90FV8iHbqh5Vh4fL/fnnn0KvXr0ER0dHwcfHR5g4caJoOgx5HdSdU9XP+8yZM8LAgQMFZ2dnwdPTUxg5cqSk2b3T09OFmTNnCj169BB8fX2FevXqCT4+PsLgwYOFP/74Q6n8t99+K4SEhAj29vZCeHi4sGvXLrXD4Kt/1qv73VH1PlL32QxAmDhxomibute7ePGiEBcXJ/j5+Ql2dnZCo0aNhMcee0z44YcfNL62MckEoRZnxhERERHpgTlAREREZHUYABEREZHVYQBEREREVocBEBEREVkdswZA8+bNQ9euXeHm5gZfX1/ExMSonMCsus2bN6Nly5ZwdHREu3btFGs1yQmCgJkzZ8Lf3x9OTk6IiopSOeEZERERWSezBkD79u3DxIkTceTIEezZswfl5eUYOHAgiouL1R5z6NAhxMbGIj4+HqdOnUJMTAxiYmJEM2QuWLAAn376KVasWIGjR4/CxcUF0dHRirVYiIiIyLpZ1DD4nJwc+Pr6Yt++fejbt6/KMiNGjEBxcTF+/fVXxbYePXogPDwcK1asgCAICAgIwGuvvaaYcK6goAANGzbE6tWrVU6AV11lZSVu3LgBNzc3gywvQURERMYnCALu3LmDgIAA2NhobuOxqJmg5atq169fX22Zw4cPIyEhQbQtOjoaW7duBQBkZGQgMzNTNEuth4cHunfvjsOHD6sMgEpLS0Wr916/fl2vhTKJiIjI/K5evYrGjRtrLGMxAVBlZSWmTp2KiIgItG3bVm25zMxMNGzYULStYcOGyMzMVOyXb1NXprp58+Zh9uzZStuvXr2qWDeIiIiILFthYSECAwPh5uamtazFBEATJ07EmTNncODAAZO/9owZM0StSvIb6O7uzgCIiIiolpGSvmIRAdCkSZPw66+/Yv/+/VqbrPz8/JCVlSXalpWVBT8/P8V++TZ/f39RmfDwcJXndHBwgIODQw2ugIiIiGoTs44CEwQBkyZNwk8//YQ//vgDwcHBWo/p2bMnEhMTRdv27NmDnj17AgCCg4Ph5+cnKlNYWIijR48qyhAREZF1M2sL0MSJE/Hdd9/h559/hpubmyJHx8PDA05OTgCAuLg4NGrUCPPmzQMAvPLKK+jXrx8WLVqEwYMHY+PGjTh+/Di+/PJLAA+avaZOnYq5c+ciLCwMwcHBeOeddxAQEICYmBizXCcRERFZFrMGQJ9//jkAoH///qLtq1atwujRowEAV65cEQ1l69WrF7777ju8/fbbeOuttxAWFoatW7eKEqffeOMNFBcXY/z48cjPz0fv3r2xc+dOODo6GrT+FRUVKC8vN+g5iXRlZ2cHW1tbc1eDiKhWsah5gCxFYWEhPDw8UFBQoDIJWhAEZGZmIj8/3/SVI1LB09MTfn5+nLeKiKyatu/vqiwiCbq2kQc/vr6+cHZ25pcOmY0gCCgpKUF2djYAiBL/iYhIPQZAOqqoqFAEPw0aNDB3dYgU+XLZ2dnw9fVldxgRkQRcDV5H8pwfZ2dnM9eE6D/y9yNz0oiIpGEApCd2e5El4fuRiEg3DICIiIjI6jAHiIgkS88pwuVbJWjawAXB3i7mrg4Rkd7YAkS1WtOmTbFkyRKzvX5SUhI6deoEBwcHhIaGYvXq1VqP+f777xEeHg5nZ2cEBQXho48+Uiqzfv16dOjQAc7OzvD398cLL7yAvLw8I1yBNPklZYhbmYwBi/ZhzKpjiFyYhLiVySgoYc4REdVODIBIb4Ig4P79++auhkGUlZXpfExGRgYGDx6MyMhIpKSkYOrUqRg7dix27dql9pjffvsNI0eOxEsvvYQzZ87gs88+w8cff4xly5Ypyhw8eBBxcXGIj4/H2bNnsXnzZiQnJ2PcuHF6XZshTNmQgoNpuaJtB9NyMXnDKTPViIioZhgAmVF6ThH2XshGRm6xSV6vf//+mDRpEiZNmgQPDw94e3vjnXfegXwuzHXr1qFLly5wc3ODn58fnn32WcX8MsCD1g6ZTIbffvsNnTt3hoODAw4cOICLFy/iiSeeQMOGDeHq6oquXbvi999/F71206ZNMXfuXMTFxcHV1RVBQUH45ZdfkJOTgyeeeAKurq5o3749jh8/LjruwIED6NOnD5ycnBAYGIgpU6aguLhYcT2XL1/Gq6++CplMJkoE1nScvD5z5sxBXFwc3N3dMX78eJ3v54oVKxAcHIxFixahVatWmDRpEp5++ml8/PHHao9Zt24dYmJi8NJLLyEkJASDBw/GjBkz8OGHHyp+DocPH0bTpk0xZcoUBAcHo3fv3njxxReRnJyscx0NIT2nCPtTc1BRbc7UCkHA/tQck71/iYgMiQGQGZizO2HNmjWoV68ekpOT8cknn2Dx4sX4+uuvATwYQj1nzhycPn0aW7duxaVLlxRLklQ1ffp0zJ8/H+fOnUP79u1RVFSERx99FImJiTh16hQeeeQRDBkyBFeuXBEd9/HHHyMiIgKnTp3C4MGD8fzzzyMuLg7PPfccTp48iWbNmiEuLk4RCFy8eBGPPPIInnrqKfz111/YtGkTDhw4gEmTJgEAtmzZgsaNG+O9997DzZs3cfPmTUnHyS1cuBAdOnTAqVOn8M477wAA2rRpA1dXV7WPQYMGKY4/fPgwoqKiROeMjo7G4cOH1d7/0tJSpSVZnJyccO3aNVy+fBnAgwV/r169ih07dkAQBGRlZeGHH37Ao48+qva8xnT5VonG/ZfyGAARUS0kkJKCggIBgFBQUKC07+7du8I///wj3L17V+/zP//1USFk+nYh6M1fFY+Q6duF578+WpNqa9WvXz+hVatWQmVlpWLbm2++KbRq1Upl+WPHjgkAhDt37giCIAh79+4VAAhbt27V+lpt2rQRli5dqngeFBQkPPfcc4rnN2/eFAAI77zzjmLb4cOHBQDCzZs3BUEQhPj4eGH8+PGi8/7555+CjY2N4v4HBQUJH3/8saiM1ONiYmKU6n3p0iUhNTVV7ePatWuKsmFhYcIHH3wgOn779u0CAKGkpETlffniiy8EZ2dn4ffffxcqKiqECxcuCC1bthQACIcOHVKU+/777wVXV1ehXr16AgBhyJAhQllZmcpzCoJh3pfqXMy+I3qvVn+k5xQZ/DWJiPSh6fu7OrYAmZi5uxN69Ogh6irq2bMnUlNTUVFRgRMnTmDIkCFo0qQJ3Nzc0K9fPwBQasnp0qWL6HlRURGmTZuGVq1awdPTE66urjh37pzSce3bt1f8v2HDhgCAdu3aKW2Td7udPn0aq1evFrXAREdHo7KyEhkZGWqvUepx1a8DAIKCghAaGqr20ahRI7WvK8W4ceMwadIkPPbYY7C3t0ePHj3wzDPPAIBi0d9//vkHr7zyCmbOnIkTJ05g586duHTpEl566aUavbYUqrplQ3xc0TfMB7bV5hqylcnQN8yHo8GIqFbiMHgTk9KdYI4vlHv37iE6OhrR0dFYv349fHx8cOXKFURHRyslCLu4iOs3bdo07NmzBwsXLkRoaCicnJzw9NNPKx1nZ2en+L88CFO1rbKyEsCDwOrFF1/ElClTlOrbpEkTtdci9bjq1wE86AKTd0Wp0qdPH/z2228AAD8/P2RlZYn2Z2Vlwd3dXbE8RXUymQwffvghPvjgA2RmZsLHxweJiYkAgJCQEADAvHnzEBERgddffx3Ag8DRxcUFffr0wdy5c42y3ld+SRmmbEjB/tQcxba+YT5YGtsRHs52WBrbEZM3nBLtjwj1xtLYjgavCxE9wGknjIsBkIkF1de8hEbTBsZ9kx89elT0/MiRIwgLC8P58+eRl5eH+fPnIzAwEACUEpLVOXjwIEaPHo2hQ4cCeBCAXLp0qcZ17dSpE/755x+EhoaqLWNvb4+Kigqdj1Nnx44dGpeTqBrY9OzZEzt27BDt37NnD3r27Kn1dWxtbRWtSRs2bEDPnj3h4+MDACgpKUG9evWUygNQ5EcZmqZRXmvju8HD2Q5r47shI7cYl/KK+YFMZETa/iAhw2AXmImZuzvhypUrSEhIwIULF7BhwwYsXboUr7zyCpo0aQJ7e3ssXboU6enp+OWXXzBnzhxJ5wwLC8OWLVuQkpKC06dP49lnn1W04tTEm2++iUOHDmHSpElISUlBamoqfv75Z1Eyc9OmTbF//35cv34dubm5ko9TR5cusJdeegnp6el44403cP78eXz22Wf4/vvv8eqrryrKLFu2DA899JDieW5uLlasWIHz588jJSUFr7zyCjZv3iyay2jIkCHYsmULPv/8c6Snp+PgwYOYMmUKunXrhoCAgJrcUpV06ZY1VgBGRP8x5LQTph5tXJuwBcgMzNmdEBcXh7t376Jbt26wtbXFK6+8gvHjx0Mmk2H16tV466238Omnn6JTp05YuHAhHn/8ca3nXLx4MV544QX06tUL3t7eePPNN1FYWFjjurZv3x779u3D//73P/Tp0weCIKBZs2YYMWKEosx7772HF198Ec2aNUNpaSkEQZB0nCEEBwdj+/btePXVV/HJJ5+gcePG+PrrrxEdHa0ok5ubi4sXL4qOW7NmDaZNmwZBENCzZ08kJSWhW7duiv2jR4/GnTt3sGzZMrz22mvw9PTEgAED8OGHHxq0/nJSumW9nO34FymRCcj/IKmu6h8kUv5QZiuSdjKBf9IpKSwshIeHBwoKCuDu7i7ad+/ePWRkZCA4OFhpOLOuTN2d0L9/f4SHh5t15mQyjpq8L9NzijBg0T61+/dO649ZP5/FwbRcUSuRrUyGiFBvrI3vpvZYItLN3gvZGLPqmNr9q8Z0RWQLX63niVuZbJW/s5q+v6tjF5gZBXu7ILKFL3MpyKy0dcsK//+XJydCrPusvbvEEq7fEHmi5h5tXFuwC4yIMDemLZ5YfgC3q0zG6e5UD+/HtEVabpHGY801cpEMx9q7Syzp+uV/kKhrvZHyu2apo40tDVuArEhSUhK7v0ilt7eeQeFd8bpuhXfv439bz5h95CIZn7Wv9WZp1780tiMiQr1F23TJE7X031lLaGkD2AJEZPW0JV3K/r8rrCZ/kZLlMlTSbW1liddf02knDNGKZAyW1NIGsAVIb8wdJ0tSk/ejlObymv5FSpbL2td6s+Trr0meqCX+zlpaSxtbgHQkn7m4pKRE7Wy/RKZWUvLgQ7zqzNpSSWku50SIdZe2v4Lr2ci0lNCdJc1wbOndRfqytN9ZS2xpYwCkI1tbW3h6eirWq3J2dhatrUVkSoIgoKSkBNnZ2fD09FTMGK2LEB9X9AxpgMPpeUr7eoY0EH0oBXub/wuLDEvblKX3Kw3X2m1pXSCA5XYXGYql/M5aYmI2AyA9+Pn5Afhv0U4ic/P09FS8L/WhLoZnbF/3mbIFRNuSK+oYu8VI38lpLakly9JZYksbAyA9yGQy+Pv7w9fXV+O6UUSmYGdnp1fLj1x6ThEOXVRu/QGAQxfz6nwSrLUL8XGFl7OdaAoEOS9nO4P97PXpAjFVi5Gu3UWW2JJl6SyxpY0BUA3Y2trW6IuHyBJYYtM0mU56TpHK4AcAbpeUGywA1ud9pm+Lkb6kdheZul51hTmXgVKFo8CIrJwlNk2T6ZhqFJSu7zNLnc3YUutVGwiwrNHTDICIrJy2pTDY+lO3mSoA1vV9ZqnD0y21XrWBpQ2DZwBERJgb0xbuTuIecflSGFS3mTIA1mVuGkttmbTUelk6S2w5YwBERBqXwqC6z1ST5smTjfdO649VY7pi77T+WBvfTWXisKW2TFpqvSydJbacMQmayMpZ4gRlZBhSh2mbetI8qcnGlpY0K2ep9bJklthyxgCIyMpxFFjdo+8wbUuZNE/O0mYztvR6GVNN5zziMHgisjiW+JcZJ5irmbo2TNvSAjM5S62XIRlyziNLazljAERk5SzpLzNOMFdz7NIkQzJkMG1pLWdmTYLev38/hgwZgoCAAMhkMmzdulVj+dGjR0Mmkyk92rRpoyjz7rvvKu1v2bKlka+EqHazlJWjLW2YbG1kicmmVDsZa+RWTVa5NySztgAVFxejQ4cOeOGFF/Dkk09qLf/JJ59g/vz5iuf3799Hhw4dMGzYMFG5Nm3a4Pfff1c8r1ePDV1EmljCX2ZsuTAMS+zSpNqprucHmjUyGDRoEAYNGiS5vIeHBzw8PBTPt27ditu3b2PMmDGicvXq1avRwpBE1sqcOQ11/cPWVCypS5Nqt7oeTNfqeYBWrlyJqKgoBAUFibanpqYiICAAISEhGDlyJK5cuaLxPKWlpSgsLBQ9iMi06vqHrSlZSpcm1Ux6ThH2Xsg22/IadX3Oo1rbN3Tjxg389ttv+O6770Tbu3fvjtWrV6NFixa4efMmZs+ejT59+uDMmTNwc3NTea558+Zh9uzZpqg2EanBlgvDsYQuTdKfJQ0GsLSRW4YkEwTBIlYnk8lk+OmnnxATEyOp/Lx587Bo0SLcuHED9vb2asvl5+cjKCgIixcvRnx8vMoypaWlKC0tVTwvLCxEYGAgCgoK4O7urtN1EJH+CkrKlT5sOQqMrE3cymS1fwiYaxqD2hJMFxYWwsPDQ9L3d61sARIEAd988w2ef/55jcEPAHh6eqJ58+ZIS0tTW8bBwQEODg6GriYR6YgtF2TtLHUwQF2c86hW5gDt27cPaWlpalt0qioqKsLFixfh7+9vgpoRkSFYyjBZIlPjNAamY9YAqKioCCkpKUhJSQEAZGRkICUlRZG0PGPGDMTFxSkdt3LlSnTv3h1t2yqvVD1t2jTs27cPly5dwqFDhzB06FDY2toiNjbWqNdCRERUUxwMYDpm7QI7fvw4IiMjFc8TEhIAAKNGjcLq1atx8+ZNpRFcBQUF+PHHH/HJJ5+oPOe1a9cQGxuLvLw8+Pj4oHfv3jhy5Ah8fHyMdyFERERaSFnihYMBTMdikqAtiS5JVERERJroOqqLgwH0p8v3NwMgFRgAERGRoeg7qouDAXRX50eBERER1QY1GdVVF0deWZJaOQqMiIioNuCoLsvFAIiIiMhIOKrLcjEAIiIiq2esdbfq+npatRlzgIiIyGqZYt2turyeVm3GUWAqcBQYEZF1MOW6WxzVZXwcBUZERKSFqdfd4qguy8IcICIiskocoWXd2AJEREQApC3VUJdwhJZ1YwBERGTlTJEIbEpSAzmuu2XdmAStApOgiVSzthYCa2HKRGBj0ieQ47pbdQuToInIoOpaCwH9x9SJwMY0ZUMKDqblirYdTMvF5A2n1AZyHs52WBvfjSO0rBCToIlIK01fLFS71ZVEYHkgV1GtU6NqIKdJsLcLIlv4MvixIgyAiEijmn6xkGWrK4nAdSWQI9NhAEREGvGLpXaSurRDXVmqoa4EcmQ6zAEiIo34xVK76JOvZelLNUhJvueILtIVR4GpwFFgRGJ1ZZSQNajJz8rSEoF1DeY4oot0+f5mAKQCAyAiMX6x1A7pOUUYsGif2v17p/U3eGBjzKkR9A3mLC2QI9PhMHgiMigOFa4dpORrGernZuypEWoyPJ9rbpEUTIImIsk4VNiymTJfy9hTIzD5noyNARARkRlIHaWlC1ON6DLF1AhMvidjYxcYEZEJGbvryBQjumra1cZRXWQJGAAREZmQPss16MIU+Vr6ts7oGvxZ+vB8qt0YABERmYgp190yZiKwvq0zugZ/TL4nY2IOEBGRidSlxN6lsR0REeot2qapdaYmeUNMvidjYAsQEZGBaMttqUuJvbq2zphyiD6RFAyAiIhqSGpuS11M7JXa1VaXgj+qG9gFRkRUQ7rMiaNr11FdUVcWXaW6gy1AREQ1oGtiszUn9nJUF1kSBkBERDWgb26LNS7XYM3BH1keBkBERDXA3BbdWWPwR5aHOUBERDUQ4uMKLzUzOHs52/GLnshCMQAiIqqB9Jwi3C4pV7nvdkm5Qdf6IiLDYQBERFQDdWlyQyJrYtYAaP/+/RgyZAgCAgIgk8mwdetWjeWTkpIgk8mUHpmZmaJyy5cvR9OmTeHo6Iju3bsjOTnZiFdBRNaMOUBEtZNZA6Di4mJ06NABy5cv1+m4Cxcu4ObNm4qHr6+vYt+mTZuQkJCAWbNm4eTJk+jQoQOio6ORnZ1t6OoTkZVIzynC3gvZKruzOL8NUe0kE4RqC7OYiUwmw08//YSYmBi1ZZKSkhAZGYnbt2/D09NTZZnu3buja9euWLZsGQCgsrISgYGBmDx5MqZPny6pLoWFhfDw8EBBQQHc3d11vRQiqiOkzvBcUFKuNL+NplXOicg4dPn+rpXD4MPDw1FaWoq2bdvi3XffRUREBACgrKwMJ06cwIwZMxRlbWxsEBUVhcOHD6s9X2lpKUpLSxXPCwsLjVd5Iqo1pK5ezvltiGqfWpUE7e/vjxUrVuDHH3/Ejz/+iMDAQPTv3x8nT54EAOTm5qKiogINGzYUHdewYUOlPKGq5s2bBw8PD8UjMDDQqNdBRJZPn9XLuWo5Ue1Rq1qAWrRogRYtWiie9+rVCxcvXsTHH3+MdevW6X3eGTNmICEhQfG8sLCQQRCRlePq5UR1W60KgFTp1q0bDhw4AADw9vaGra0tsrKyRGWysrLg5+en9hwODg5wcHAwaj2J6EGryuVbJRbTRaSpPhzdRVS31foAKCUlBf7+/gAAe3t7dO7cGYmJiYpk6srKSiQmJmLSpElmrCWRdZOaTGxJ9ZGP7jqYlivqBrOVyRAR6m0RARwR6c+sOUBFRUVISUlBSkoKACAjIwMpKSm4cuUKgAddU3FxcYryS5Yswc8//4y0tDScOXMGU6dOxR9//IGJEycqyiQkJOCrr77CmjVrcO7cOUyYMAHFxcUYM2aMSa+NyBqpGy6uKZnYHKTWZ2lsR0SEeou2cfVyorrBrC1Ax48fR2RkpOK5PA9n1KhRWL16NW7evKkIhoAHo7xee+01XL9+Hc7Ozmjfvj1+//130TlGjBiBnJwczJw5E5mZmQgPD8fOnTuVEqOJyHA0tajkFZeKtstVTSY2ZWuKPLlZSn04uouo7rKYeYAsCecBItJN3MpktV1FY3o3xZhVx9Qeu2pMV0S28FW739D2Xsi2qPoQkeHo8v1dq4bBE5Hl0TZc3Fam5sD/Z+pkYiY3ExHAAIiIakjbcPEKAWZZKkJdPhKXriAigAEQEdWQlBaVuTFt4e4kTjl0d6qH92PaGrw++SVliFuZjAGL9mHMqmOIXJiEuJXJKCgpV5RhcjMR1fph8ERkXlKGi8etTEbh3fui4wrv3sf/tp4RLSlhCFKWr2ByMxGxBYiIakxTi4o+S0roS9fX4tIVRNaLLUBEVGOaWlROXr2t8VhDLinB5SuISCoGQERkMMHeyl1J2pqZ69loGSamgrolLDjCi4ikYgBEREZVqWX//UrpU5FpW8KCy1cQkVTMASIiozJkq4yUJSw4wouIpGALEBEZlaFaZaQuYcERXkQkBVuAiMjoDNEqIyXBuSqO8CIiTdgCRERGZ4hWGSY4E5EhMQAiIpNRNUpMqhAfV9SzkalMmq5nI2NLDxHphF1gRGRxVK3jte9CttoRY/crBfypIj+IiEgdtgARkcXQNMw95Vq+xmNPXrmNPmE+Rq4hEdUVbAEiIosxds1xHKjWkiMf5h7e2FPjsZ2aeBmxZkRU1zAAIiKzyy8pw7AVh3D88m2liRPlw9ybNHCBl7OdyuO9nO3Y+kNEOmEARERmN2VDCk5c1r5m2C8TeysFQV7OdvhlYm9jVo+I6iDmABGRWamb4LC6pg1cENjAGadmDsSfqTk4eeU2OjXxYssPEemFARARmYyqRUy1TXBoA6B3mI9omHufMB8GPkRUIwyAiMjoNI3u0jbBYecgL67jRUQGxxwgIjI6TYuYytcKs5XJRPttZEDXpl7YPKEXPNQkPxMR6YsBEBEZlTzHp+pCqIB4EVNVa4X1DvXB13FdTVlVIrIi7AIjIqOSsohpsLcLV3AnIpNiAEREBqEqwRnQbRHTmqwVRkSkCwZARFQjmhKcPZztFDk+B9NyRd1gtjIZIkK9GfAQkVkwB4iIakRTgrOcqhyfiFBvju4iIrNhCxAR6U3dJIZVE5yDvV3g4WzHHB8isigMgIhIb1ITnOWY40NEloJdYESkN10SnImILAkDICLSW4iPq8YV2tnaQ0SWigEQEektPacIt0vKVe67XVKOjNxiE9eIiEgaBkBEpDcpOUBERJaIARAR6Y05QERUWzEAIiK9hfi4omdIA5X7eoY0YA4QEVksswZA+/fvx5AhQxAQEACZTIatW7dqLL9lyxY8/PDD8PHxgbu7O3r27Ildu3aJyrz77ruQyWSiR8uWLY14FUTWrdoi7lq3ExFZArMGQMXFxejQoQOWL18uqfz+/fvx8MMPY8eOHThx4gQiIyMxZMgQnDp1SlSuTZs2uHnzpuJx4MABY1SfyOql5xTh0MU8lfsOXcxjEjQRWSyzToQ4aNAgDBo0SHL5JUuWiJ5/8MEH+Pnnn7Ft2zZ07PjflPr16tWDn5+foapJRGroOhEiEZGlqNU5QJWVlbhz5w7q168v2p6amoqAgACEhIRg5MiRuHLlisbzlJaWorCwUPQgImXpOUXYeyFb0bLDJGgiqq1q9VIYCxcuRFFREYYPH67Y1r17d6xevRotWrTAzZs3MXv2bPTp0wdnzpyBm5ubyvPMmzcPs2fPNlW1iWodTSu+c6V3IqqNZIJQ5VPLjGQyGX766SfExMRIKv/dd99h3Lhx+PnnnxEVFaW2XH5+PoKCgrB48WLEx8erLFNaWorS0lLF88LCQgQGBqKgoADu7u46XQdRXRS3MlltkLM0tiMmbzilMjjyUDNLNBGRMRQWFsLDw0PS93etbAHauHEjxo4di82bN2sMfgDA09MTzZs3R1pamtoyDg4OcHBwMHQ1ieoEbSu+3yop40rvRFTr1LocoA0bNmDMmDHYsGEDBg8erLV8UVERLl68CH9/fxPUjqjukTrbc7C3CyJb+DL4IaJawawtQEVFRaKWmYyMDKSkpKB+/fpo0qQJZsyYgevXr2Pt2rUAHnR7jRo1Cp988gm6d++OzMxMAICTkxM8PDwAANOmTcOQIUMQFBSEGzduYNasWbC1tUVsbKzpL5CoDvBy0tyNxURnIqqNzNoCdPz4cXTs2FExhD0hIQEdO3bEzJkzAQA3b94UjeD68ssvcf/+fUycOBH+/v6KxyuvvKIoc+3aNcTGxqJFixYYPnw4GjRogCNHjsDHx8e0F0dURyzek6p2X98wH7b4EFGtZDFJ0JZElyQqorosPacIAxbtU7v/l4kRaB/oaboKERFpoMv3d63LASIi09GW/5NXUmaimhARGRYDICJSixMdElFdxQCIiNQK8XGFl5q5fLyc7Zj/Q0S1FgMgIlIrPacIt0vKVe67XVLOxU6JqNZiAEREakmdA4iIqLaplTNBE5FxpOcU4fKtEsVszswBIqK6igEQEXGxUyKyOuwCIyJM2ZCCg2m5om0H03IxecMpLI3tiIhQb9E++SKoRES1FVuAiKwcFzslImvEAIjIiuy7kI2Ua/no1MQLfcIeLA8jJdE52NtF8SAiqgsYABFZgct5xYhZflA0pN3L2Q6/TOzNRGciskrMASKyAtWDH+DBPD6PLz+AEB9X9A3zga1MJtpvK5NxsVMiqrMktwD98ssvkk/6+OOP61UZIjK8fReyNU5m+GdqDpbGdsTkDadEuUBMdCaiukxyABQTEyN6LpPJUHUheVmVvx4rKipqXjMiMoiUa/ka95+8cht9wnyY6ExEVkVyF1hlZaXisXv3boSHh+O3335Dfn4+8vPzsWPHDnTq1Ak7d+40Zn2JSEfhjT017u/UxEvx/2BvF0S28GXwQ0R1nl5J0FOnTsWKFSvQu3dvxbbo6Gg4Oztj/PjxOHfunMEqSEQ106+Fr8b98tFgRETWRK8k6IsXL8LT01Npu4eHBy5dulTDKhGRIW1KvqJx/+bjV01UEyIiy6FXANS1a1ckJCQgKytLsS0rKwuvv/46unXrZrDKEZFu0nOKsPdCtmiV9sMZeRqPOXgxV+N+IqK6SK8usG+++QZDhw5FkyZNEBgYCAC4evUqwsLCsHXrVkPWj4gk0LSWV8/gBth66obaYyOaeavdR0RUV8mEqkO5dCAIAvbs2YPz588DAFq1aoWoqCjRaLDaqrCwEB4eHigoKIC7u7u5q0OkVdzKZLULlq6N74bQt3bgfqXyr3o9GxnSPnjUlFUlIjIaXb6/9Z4JWiaTYeDAgejbty8cHBzqROBDVBtpW8srI7cYv0yMwOPLD4qCoHo2MvwyMcKUVSUishh65QBVVlZizpw5aNSoEVxdXZGRkQEAeOedd7By5UqDVpCINJOyllfrRh5I++BRfPR0e8R0DMBHT7dH2gePonUjDxPVkojIsugVAM2dOxerV6/GggULYG9vr9jetm1bfP311warHBFpp8taXsO6BGLJiI4Y1iXQ2NUiIrJoegVAa9euxZdffomRI0fC1tZWsb1Dhw6KnCAiMo0QH1d4Odup3OflbMdJDYmIVNArALp+/TpCQ0OVtldWVqK8XPWaQ0RkHOk5RRrX+qo6JJ6IiB7QKwBq3bo1/vzzT6XtP/zwAzp25OKJRMaiap4fKTlAREQkptcosJkzZ2LUqFG4fv06KisrsWXLFly4cAFr167Fr7/+aug6Elk9TfP86JIDRERED+jVAvTEE09g27Zt+P333+Hi4oKZM2fi3Llz2LZtGx5++GFD15HI6k3ZkIKDaeIZmw+m5WLyhlMI8XFF3zAf2FabisJWJkPfMB/mABERqaD3RIh1GSdCJEuSnlOEAYv2qd2/d1p/1He2x+QNp1S2EHmoSZAmIqprTDIRIhGZhpQcn2BvF6yN74aM3GJcyitG0wYubPkhItJAcgDk5eUlebbnW7du6V0hIhLTJccn2JuBDxGRFJIDoCVLlhixGkSkjnyeH1VD3TnPDxGRfiQHQKNGjTJmPYhIDSnz/DAIIiLSjV6jwADg4sWLePvttxEbG4vs7GwAwG+//YazZ88arHJE1qj6XD+c54eIyPD0CoD27duHdu3a4ejRo9iyZQuKiooAAKdPn8asWbMMWkEia5FfUoa4lckYsGgfxqw6hsiFSYhbmYz6WkZxcZ4fIiLd6RUATZ8+HXPnzsWePXtEi6EOGDAAR44ckXye/fv3Y8iQIQgICIBMJsPWrVu1HpOUlIROnTrBwcEBoaGhWL16tVKZ5cuXo2nTpnB0dET37t2RnJwsuU5E5qJurp9Fu1M5zw8RkYHpFQD9/fffGDp0qNJ2X19f5ObmqjhCteLiYnTo0AHLly+XVD4jIwODBw9GZGQkUlJSMHXqVIwdOxa7du1SlNm0aRMSEhIwa9YsnDx5Eh06dEB0dLSim47IEqXnFGF/ag4qqk3LVSEI2J+ag2kDmyMi1Fu0LyLUG0tjufQMEZE+9JoHyNPTEzdv3kRwcLBo+6lTp9CoUSPJ5xk0aBAGDRokufyKFSsQHByMRYsWAQBatWqFAwcO4OOPP0Z0dDQAYPHixRg3bhzGjBmjOGb79u345ptvMH36dMmvRWRK2vJ88krKOM8PEZEB6dUC9Mwzz+DNN99EZmYmZDIZKisrcfDgQUybNg1xcXGGrqPC4cOHERUVJdoWHR2Nw4cPAwDKyspw4sQJURkbGxtERUUpyqhSWlqKwsJC0YPIlKTO9RPs7YLIFr4MfoiIakivAOiDDz5Ay5YtERgYiKKiIrRu3Rp9+/ZFr1698Pbbbxu6jgqZmZlo2LChaFvDhg1RWFiIu3fvIjc3FxUVFSrLZGZmqj3vvHnz4OHhoXgEBgYapf5ERERkGfQKgOzt7fHVV1/h4sWL+PXXX/Htt9/i/PnzWLduHWxtbQ1dR6ObMWMGCgoKFI+rV6+au0pkZTjUnYjItGq0FliTJk3QpEkTQ9VFKz8/P2RlZYm2ZWVlwd3dHU5OTrC1tYWtra3KMn5+fmrP6+DgAAcHB6PUmUgKXZa7ICKimpMcACUkJEg+6eLFi/WqjDY9e/bEjh07RNv27NmDnj17AnjQMtW5c2ckJiYiJiYGAFBZWYnExERMmjTJKHUiMgQud0FEZFqSA6BTp06Jnp88eRL3799HixYtAAD//vsvbG1t0blzZ8kvXlRUhLS0NMXzjIwMpKSkoH79+mjSpAlmzJiB69evY+3atQCAl156CcuWLcMbb7yBF154AX/88Qe+//57bN++XXGOhIQEjBo1Cl26dEG3bt2wZMkSFBcXK0aFEelr34VspFzLR6cmXugT5mPQc3O5CyIi05IcAO3du1fx/8WLF8PNzQ1r1qyBl5cXAOD27dsYM2YM+vTpI/nFjx8/jsjISMVzeSvTqFGjsHr1aty8eRNXrlxR7A8ODsb27dvx6quv4pNPPkHjxo3x9ddfK4bAA8CIESOQk5ODmTNnIjMzE+Hh4di5c6dSYjSRKuk5Rbh8q0Q0zPxyXjFilh8UBSheznb4ZWJvBDbQ3HUllZQcIAZARESGIxOEajOvSdCoUSPs3r0bbdq0EW0/c+YMBg4ciBs3bhisguZQWFgIDw8PFBQUwN3d3dzVIRPILynDlA0p2J+ao9jWN8wHS2M7ov/CvWq7pk7NHGiQ10/PKcKARfvU7t87rT8DICIiLXT5/tZrFFhhYSFycnKUtufk5ODOnTv6nJLIrCZ8e1IU/ADA/tQcjPjisMauqT9TlX8P9CHPAVKFOUBERIanVwA0dOhQjBkzBlu2bMG1a9dw7do1/Pjjj4iPj8eTTz5p6DoSGVV6ThEOp+ep3Hc+S3NAf/LKbYPVQVsOEBERGY5ew+BXrFiBadOm4dlnn0V5+YMP7Xr16iE+Ph4fffSRQStoTVTln5DxHc24pfexnZp4GaQOzAEiIjItvQIgZ2dnfPbZZ/joo49w8eJFAECzZs3g4sIPaH1oyj/xUNMtQoakOQ3ORgZUqihSz0ZmsNFgnAeIiMi09OoCk3NxcUH9+vVRv359Bj81MGVDCg6m5Yq2HUzLxeQNp9QcQYbUPbiBxv2qgh8AuF8psGuKiKiW0isAqqysxHvvvQcPDw8EBQUhKCgInp6emDNnDiorKw1dxzotPacI+1NzUFFtMF6FIGB/ag6/YE0gxMcVXZuq7spq7uuq8VhDLVHBpTCIiExLry6w//3vf1i5ciXmz5+PiIgIAMCBAwfw7rvv4t69e3j//fcNWsm6jLkflsHOVvXfAvXUbFfst5EZ5PXZBUZEZFp6BUBr1qzB119/jccff1yxrX379mjUqBFefvllBkA60NYEd6uozCT1sGbpOUU4dFH1KLB/bhZqPPa+uv4xHXEpDCIi09KrC+zWrVto2bKl0vaWLVvi1i39R9RYoxsF9zTuf2fr3yaqifXS1gqnib4tM+k5Rdh7IVvRxWmKYfDVX9NUxxIRWSK9WoA6dOiAZcuW4dNPPxVtX7ZsGTp06GCQilmLnDuaA6CS8kr8mZpj8LWn6D/aup+6Bnnh5JV8UZ6WrUyGiFBvnVtm1I34G961scbjatIVWpNRhhyhSER1lV4tQAsWLMA333yD1q1bIz4+HvHx8WjdujVWrVrFeYB05OPmoLWMoSbbI9W0zcL89aiuiAj1Fm2PCPXG0tiOOr+WuhF/aw5d0nhcTXKAajLKkCMUiaiu0qsFqF+/frhw4QI+//xznDt3DgDw5JNP4uWXX0ZAQIBBK1jXaRuCDRhusj1STVv3062SMqyN74aM3GJcyiuWPFFl9Ykt5SP+qqsQBBy7dFtrS5M+E2Vqek35KEN156rJsURElk6vAAgAGjRogMcffxw9evRQDH0/fvw4AIiSo6nmGnsZZsVxUk3qSDz5Qxt9u7lG92oKJ/trouMiQr0xN6Yt4lYm69UNVZNRhhyhSER1mV4B0M6dOxEXF4e8vDxUX0xeJpOhoqLCIJWzBlIScPlFY1za+oF1Hequrtvobvl9jce1buSBtR0ClFqa4lYmq+2GWhvfTeM5azK8nkPziagu0ysHaPLkyRg2bBhu3LiByspK0YPBj260fckAhptrhlTTNnWnLkPdNU1sKe/mspWJf562Mhn6hvkourmqBj81nSgzxMcVfcN8NL6mMY4lIrJ0erUAZWVlISEhAQ0bNjR0fUgFQ801Q6oZsqVDW4uert1chhgdtjS2IyZvOKX0mlKSuGtyLBGRJdMrAHr66aeRlJSEZs2aGbo+VkdKFxi7GoxL3tJxMC23xgnI2ppU3Z3tVCZUq+vm0tZtJuW94aHmNaWoybFERJZMrwBo2bJlGDZsGP7880+0a9cOdnbiRMwpU6YYpHLWQMocNPzCMT51LR26JiBL7U6rmlBd09FhUklN4jb0sURElkivAGjDhg3YvXs3HB0dkZSUBFmVHAGZTMYASAealkCoZyPD16O6mqFW1kddS4euCcjZWmb2zr1TqrRN324zdkMREelP78VQZ8+ejenTp8PGRq88avp/muaguV8p4FZJGWfcNSGpLTPq5sE5l6l57bCzNwowDIGibdpaAdWNDiMiIv3pFQCVlZVhxIgRDH4MgHOtWC59fjb1Xew1HuPt6qDXhIYAu6GIiAxJrwBo1KhR2LRpE9566y1D18fqcK4Vy1I1ONHnZ9OhsafGY3adzcTC3f8qnht7HTAiIlJNrwCooqICCxYswK5du9C+fXulJOjFixcbpHJEpqJq9uYuQdKWIKkaNN3QkgN05oa4i8xQI72IiEg3egVAf//9Nzp2fJCAeebMGdE+mYyT9umCXWCWYcK3J3E4PU+07fhlzYvQnr1egNc3nxaVC/N11XhMtfkMDT7Si4iIpNErANq7d6+h62G1tHWzNHDWnFNCNZeeU6QU/Ejx1k9/o/CeuPUmLbtIrzpwpBcRkWnpvRgqmcacX//B5gm9lLbrm0hLyo5m3NLruOrBDwDoO2c3R3oREZkWAyAz09YFduzybdFw6/ySMoxbexzHLv3X7SJ1ZXBSLeeO5rwdQ7KRAVVXNqnezcWRXkREpsFx7GYmZTHUS3kPFrzMLylD5MIkUfADAAfTcjB5wymj1M8a+Lg5muy1OldLrGY3FxGRebAFyMxCfFzh7lhPZXeKnHwU0Ng1x1VOmlghQO3EfKRdgIfmAKh6q40M+nd1PdmpMRY83YHdXEREZsYAyMzSc4o0Bj/ytcDSc4q0jkriiDHtVOVOaRu6HtzABRdzixXP9Q1+gAfBU13s5mJOGhHVNgyAzEzKOlBSygGcL0Zu34VspFzLR6cmXugT5gNA9Tw/8twpbSHNzULD5Qh1D2lgsHNZAk33lTlpRGTJGACZmZR1oKSUI+ByXjFilh8UdRN6Odvhl4m98b+tZ9Quahrfu6nG85aUVRijunXClA0pOi0WS0RkKZgEbWYhPq7oG+YD22oTSNrKZOgb5qPoTgjxcUXbAHeN55InS1ur6sEPANwuKcfgpX9if2qOaJJB4L9FTbV1genC1cFW4/669DOSLxar7r5m5NadayWiuocBkAVYGtsREaHeom2qRge9P7SdxvNYcxfYvgvZKhPEAdXz9YjVJKvnP12bemH92O4ay9Sln5GUWcyJiCwVu8AsgCDxC9jNkT8udVKu5et9bGMvZ/QN88GB1BxUVtluA4ieq7IuvhvuVwqK5N/0HP1mgq6NuJAvEdVmFtECtHz5cjRt2hSOjo7o3r07kpOT1Zbt378/ZDKZ0mPw4MGKMqNHj1ba/8gjj5jiUvSiKY+iKv7FrV64llXYNcm/W477lZVKwU77xh5aj71fKSCyha+iq/LXv25qLP/rXzf0rabFkdp9S0RkicweAG3atAkJCQmYNWsWTp48iQ4dOiA6OhrZ2dkqy2/ZsgU3b95UPM6cOQNbW1sMGzZMVO6RRx4RlduwYYMpLkdnuuRR8C9u9fq18IWHk+oWMjcteTlrD13C0XTxchg2MuB+9ZVLVah+z28Vl2osf6uoTOs5axOp3bdERJbG7H0qixcvxrhx4zBmzBgAwIoVK7B9+3Z88803mD59ulL5+vXri55v3LgRzs7OSgGQg4MD/Pz8jFdxA+Fq8IbToqE7ki8pr+vVyt8DtjYylQuehjf2VJpZG3gw8eGZ64U61yGyhS9WH7qsdv+AVr46n9OSeTjbYW18N65hRkS1jllbgMrKynDixAlERUUpttnY2CAqKgqHDx+WdI6VK1fimWeegYuL+EM3KSkJvr6+aNGiBSZMmIC8PPWrfZeWlqKwsFD0MBVdWnXYBaZeek6RyuAHAJIv3cK9ctVD2Uvvax7iHtTASeP+6ve8XwtfeDqpnv/G08lOMS9RXRPs7SLqCiQisnRmDYByc3NRUVGBhg0birY3bNgQmZmZWo9PTk7GmTNnMHbsWNH2Rx55BGvXrkViYiI+/PBD7Nu3D4MGDUJFheovu3nz5sHDw0PxCAwM1P+idBTi44qeaibH6xnSQPSFou2HVc9GpqVE3aUtODx1NV/l9nOZdzQeN6ZnU437Vd3zbZN6w6vaJIBeznbYNqm3xnMREZHpmL0LrCZWrlyJdu3aoVs38YRrzzzzjOL/7dq1Q/v27dGsWTMkJSXhoYceUjrPjBkzkJCQoHheWFho0iBIpiZuqb5d24ik+5WGGc5dGxlrokgHe82/IqrueWADZ5yaORB/pubg5JXbohmpiYjIMpi1Bcjb2xu2trbIysoSbc/KytKav1NcXIyNGzciPj5e6+uEhITA29sbaWlpKvc7ODjA3d1d9DCV9JwiHLqounvu0MU8q02CTs8pwt4L2RYwmZ7moNJWJlNbzz5hPnjloeYMfoiILJBZW4Ds7e3RuXNnJCYmIiYmBgBQWVmJxMRETJo0SeOxmzdvRmlpKZ577jmtr3Pt2jXk5eXB39/fENU2KCZBi+m7ttTRDPU5Xpp0CfLSuMhsI0/NOUBx3/w3ZQPXwCIiqj3MPgw+ISEBX331FdasWYNz585hwoQJKC4uVowKi4uLw4wZM5SOW7lyJWJiYtCggTh/pqioCK+//jqOHDmCS5cuITExEU888QRCQ0MRHR1tkmvShS6tOmdvak7OtpQk6Jq03kz49qQo+AGA/ak5eOnbE1qO1C//aeZjrTXOZVOhQ6+iqrmbiIjIMpk9B2jEiBHIycnBzJkzkZmZifDwcOzcuVORGH3lyhXY2IjjtAsXLuDAgQPYvXu30vlsbW3x119/Yc2aNcjPz0dAQAAGDhyIOXPmwMHBwSTXZCxrD13SuN/cXWA1XRk8PadI5VB1ADic/qA7UF1rWICHo151zispw9LYjpi84ZSo3vK5bPK0zOtTVdW5m6yp1Y6IqDYyewAEAJMmTVLb5ZWUlKS0rUWLFhDUTFLn5OSEXbt2GbJ6RiW1Cyw9p0jlfDVyXYO8zP6lW9OVwY9mqB7GLnckPU/tNWpLEFenaQMXjXPZ6BIAyRmr2zI9pwiXb5Vwrh0iIgOwiADImkntAtMWKI3u1dRQVdKLfEbr6nRrFdHc31S9k6tqQJCtZUV3WbWz28pkiAj1FtUp2NsFgiAouhKDvV203ndVDN0SV9OWNSIiUsYAqJbQFii1bqR93SpjMkQyd/dg1fMhKfb//3xJqgICbRMWNmnghMt5dxXPqy/XoC7IeKZrY43nrUpVUGUINW1ZIyIiZQyAzExKYnNt6O4wxRD9o/+fHzTr57NKAUHV4EaVSZFh6NK0vtrlGtQFGbdKpHeBGWMNLMO0rBkfu+eIqLZhAGRmUhObLTlQyi8pw5s//lXj82hrRZq+5W+9z+3t5oBgb9VfzpqCDG3rga2L74b7lYLRvvgtfZoEds8RUW1l9mHw1kyXxGZLHgE2ZUMKTmiYSweQNkTfWLM5A5rvj7Ygo22Au9ph8n3CfIy6BpalT36pqXuOiMiSMQAyI6mJzdoCJXfHemZrBZC3nmhbhSP3ju6jqfRRfWkueaCi6f5o+yWYFBmKiFBv0TZjdHepEuLjqnGeourXZcoZtOU/+4pqIzKrds8REVkqdoGZkbYvXvf/70LQFigV3rtvtlwQqaOkbhRoztHR5VyadA7yEgWLUgIVbUPoHext1Q6TNwVN8xTJmaMrytK754iINGEAZEZSFzeV0jVkri8bqd1WnZp4GexcmrwcGQpb2YPV36UuQiq1m0ldDpGxaZqnSM4cI8UsvXuOiEgTBkBmZMgvEHN82UhNfvZytjPZgqCf/ZGGY1XykepSQq4+SdzGHCkm7547mJYr6gYz1nQARESGxBygWkBKkq45vmykJD+7Otjil4m9JZ2vJl1gtjIZvJztcPJKvmi7lIRcKV05lsyc9V8a29Fs+VFERDXBFiAzkppDoa2l6IOh7QxZLUnUtTpUt21yHwQ2kNa1VZNovFOQp8pEcSmtILW9K8ec9ZfSPUdEZIkYAJmRti/8ev8/pKm+iz3q2cgUOUFVuTrYws1JuXvH2BPTaQvebAD01jL6qjpd1/OqOgfPpbxijFl1TG1ZTTlStb0rxxLqb678KCIifTEAMiOpSdDPrzyqMvgBgKLSCkQuTFLkuggQTDIaSFurQ+cgL527QXRNgr5fKSCyhS8AqF0cV05bK4iUkVaWrLbXn4jI1BgAmZGUrov0nCL8rWU2YkCc62KK0UDqWh1sZA+Cn80v9TLYa6lTNagJ8XFFr2YNcOhinlK5Xs0aaG2dqO1dObW9/kREpsYAyIyuaulGuna7BKeuaE4ylpPnumjaZ+jRQKpaHXqH+ujd6nA045akcuq6dtQ1AmlpHBKp7V05tb3+RESmwgDIjFKu5Wvcf/LKbdwuLjPY6xl6riBDtzrk3LknqZyqrp30nCIcTldu/QGAw+l5FrNoKBERWQYOgzcjPzdHjfsDPJwUOS6GsHj3BRSUlBvsfHLa8m+kk2nc+2THAOyd1h9r47sp5TPV9qHsRERkWmwBMiMpSdAeKkZ4qRPUwAmX89QvOXH2RqFBc4HULb/w2sAw3Copl9wiJB+xJpNpDqS6BavP5ZE6oo6IiAhgAGRW2rp88opK8fbPlyWf74VeTTFr2zm1+ysFGDQXSNXyC/tTcySPQFMVQGnSyMtJ7T6pI+qIiIgAdoGZ1d1yzV/bt4pLcUbCCDC5Jt4PRmZp+6EaojtI3Urg1R1Iy8HYtarn51EVQGly+mq+2n21fTJDMrz0nCLsvZDNVemJSCUGQGa04++bGvfnl9zX6Xz1bGRYGtsRnYI0LzxqiGBA6rIVlQJw7NJtDPv8kCj/SGoAVVVukTghvOoXXIiPK3qGNFB5XM8Q7cPgqe7ILylD3MpkDFi0D2NWHUPkwiTErUw2Sv4bEdVeDIDMJD2nCJfzNAcRwT66TQx47fZdeDjbYcHT7WtSNUl0feMcv3xbtCaX1CHvVT3U6kFCuLovuIpK1S1qMqb/WBVVLYtS1oQjIuvCHCAzkdKCsvtslk7nlH/PS11jrCZ0XbZCwIP8oINpOfhiX4bkvB85D6f/VpRX9QV3IC0H6tJ8Dl3kMHjA+MujWAJ1a9QZay4sIqq9GACZiZQWlLM3pOf/AP8lCWvLh2ngYq/TeVXRt+nwxXUncLdMt/DJy9lOsaK8ui84bTnOhp4DqTZRN1rP0MujWAJTBP9EVDewC8xMCku15/foOnDp2u0HQ+Dly1Sos3DXv7qdWAVdW4DkikorJOX9fPR0e7z6cBjWxXfDqZkDFSvKS809qs6ah8FbU5cQk+GJSCoGQGay9tAlg5+z6lf8awObqy0n7wqoCV0XLpXKViZD3zAfDOsSiFceaq7o9gIetP5kFkibLbo6ax0Gry7ZvGqXUF0iD/5tqyV+yd9Xqlp/OFqMyDqxC8wM0nOKcOyStDW+dFF1npxbJZqX0LDUrgBVy1zoOl+QKtb6l781dgmpWqNO6vuqrnYNEpEyBkBmoG83jjZVWzmM3RVgjGuY/2Q7PNOtidJ2XeYLsoG4e07dwqnWwhq7hKSuUaepa9BQs6UTkeViF5gZGOuml5ZXKP4f4uMKLzV/xXo529U4IPDSYYkOqbqrmMdH1/mCOlebA0nVX/7WRJ8uoboi2NsFkS181XZ7WVPXIBEpYwuQGeibQKzNsr1peKStP4AHH/C31Uz8drukvMbDgd/foX7JDUOS2tIkb+kx5Or0dYXULiFrYo1dg0QkxgDIDIzVAnTmeqEisDHmB7yxcphU1UlqsnXVL/RgbwY+VUntErIm1tg1SERiDIDMwFgtQMB/QYQxP+CNlcOkqk7yLpyDabmi7gpbmQydgjzxcmQov9AlYmD4H03vK2vOGSOyJswBMoMSCXMA6Us+342x1sbKLynDot0XNJYJ1LBquzptA9zV1mlpbEdEhHqLtkWEeuPruK5qczyItFH3vrLmrkEia8IWIDP4fN9Fo5276kgwdWtg1WRtrCkbUvCPjjNUSzEpMlTtPnbhkDHwfUVk3RgAmVh6ThHOXDd8ACEn70ZKzynCoYt5KsvouzaWumUoqrv6/zNS68LB3lZrGXbhkDHwfUVknSyiC2z58uVo2rQpHB0d0b17dyQnJ6stu3r1ashkMtHD0dFRVEYQBMycORP+/v5wcnJCVFQUUlNTjX0Zkhgrf6b6sGYpSdC60nZOGwBtG7nrfF6ASadERGRaZg+ANm3ahISEBMyaNQsnT55Ehw4dEB0djezsbLXHuLu74+bNm4rH5cuXRfsXLFiATz/9FCtWrMDRo0fh4uKC6Oho3Lun3zIKhmSsG149d0FbnpE+a2Npq3ubAHe83K+Zzues6/PREBGR5TF7F9jixYsxbtw4jBkzBgCwYsUKbN++Hd988w2mT5+u8hiZTAY/Pz+V+wRBwJIlS/D222/jiSeeAACsXbsWDRs2xNatW/HMM88Y50IkMuQIsBcimqJPcx+VuQva8oz0WRtLW90TolvofM7OQV5MOiUiIpMzawtQWVkZTpw4gaioKMU2GxsbREVF4fDhw2qPKyoqQlBQEAIDA/HEE0/g7Nmzin0ZGRnIzMwUndPDwwPdu3dXe87S0lIUFhaKHsZiyBvevKGbylFQUvKM9Oly0lb3ejYynRZJbdfIHZsn9OK6S0REZHJmDYByc3NRUVGBhg0birY3bNgQmZmZKo9p0aIFvvnmG/z888/49ttvUVlZiV69euHatWsAoDhOl3POmzcPHh4eikdgYGBNL02tG3quZq5KIzXDzbXl6mgacq6Jthag+5UCQnxc4eqgPaHZy9kO38b30LkORGR50nOKsPdCNpcQoVrF7F1guurZsyd69uypeN6rVy+0atUKX3zxBebMmaPXOWfMmIGEhATF88LCQiMGQZq7nuIjmiKvpAxbT93QeiZ13VjaotoxvZpqPbc+561nI0N6ThGKSis0lmvXyB3fxvdgyw+RBUrPKcLlWyWSpgXILynDlA0potGhfcN8sDS2I3+/yeKZNQDy9vaGra0tsrKyRNuzsrLU5vhUZ2dnh44dOyItLQ0AFMdlZWXB399fdM7w8HCV53BwcICDg4MeV6C7AA/NkwT2b+mLykpBUgCkLpFZW0vNiv3pqO/moPO8J1JagLS1PoV4u2Db5D6SX5OI9GfsYGbKhhQcTMsVbTuYlovJG05hbXy3ml8AkRGZtQvM3t4enTt3RmJiomJbZWUlEhMTRa08mlRUVODvv/9WBDvBwcHw8/MTnbOwsBBHjx6VfE5jkhJESE2U/nDneRSoWPBUWx5OanYRxqw6hsiFSYhbmazyHNVJmQG6no1M6xvK0U579xgR1Ux+SRniViZjwKJ9kn/XNQUzqsjnBau6lAgAVAgC9qfmsDuMLJ7Zh8EnJCTgq6++wpo1a3Du3DlMmDABxcXFilFhcXFxmDFjhqL8e++9h927dyM9PR0nT57Ec889h8uXL2Ps2LEAHowQmzp1KubOnYtffvkFf//9N+Li4hAQEICYmBhzXKKIlG4kqT+Uf24UqvxwCvFxRdsAafPxaPqAq0rKDNAFJeX4SEuQ9M/NQn4wEulJaq6NKYIZY8w1RmRKZs8BGjFiBHJycjBz5kxkZmYiPDwcO3fuVCQxX7lyBTY2/4UEt2/fxrhx45CZmQkvLy907twZhw4dQuvWrRVl3njjDRQXF2P8+PHIz89H7969sXPnTqUJE81BSgtQpsRE6UoBig+n6s3bL0eG4uX1J7Weo+oHnLomcqkzQK85dEnSMhk1WYmeyBykdiXp0uWkC126p9T9vmr6XZcSzFQ/xpgLLhOZgtkDIACYNGkSJk2apHJfUlKS6PnHH3+Mjz/+WOP5ZDIZ3nvvPbz33nuGqqLBSGkB0pYoXZ2qD6ebBbotR6EuKMkvKcOUjZpbiGwAdG7qhWOXbkt6LX4wUm0hNfAwdjKwLrk2pgpmQnxc0TfMBwfTckUtR7YyGSJCvflHDlk8s3eBWRttw+Cv3b6rNVG6OlUfThuTr+p0DnUJ1WPXHMdZLXMKtQlwxyiJI8u6NvXiByPVGlK7knTtctKFrt1TNQlmbKutlFx9iZ3qlsZ2RESot2hb9VnpiSyVRbQAWRfNrTsy6DZbtKqAIj2nCKnZRTrV6lq1BUzzS8owbu1xHL+svVUnIbqF5AkQX41qrlO9iMxFaleSPl1OutC1RUfflpmlsR0xecMp0bVoC2Y8nO2wNr4bMnKLcSmv2OBdf0TGxADIxLS17jTyckKlxGUqXB1s8XVcV6Xt+iy4mldUKno+ZUMKTkgIfgAoPvT6hvngQGqOxgBu1rYz2PNqf53rR2RqUgMPfbqcdKFPi46pg5lgbwY+VPswADIxKUnQf18rkHSuhIebq8wv0Kdfc+Huf5GccRtLYzsir7hUUtKzDYDeVZrHl8Z2RPyaYxpbjVKzijFsxSF8HdeVE6WRRZMaeBg7GVifFh0GM0TaMQfIxKSs0p6RK637qqRMecbl/JIyzN1+Tq+67U/NwUvfnpDcgtT7/5M85Tyc7fDDhF4I83XVeNyJy7cNkhtBZExS82L0zZ/Rhb65NsHeLirXCyQitgCZnJRV2v08pA3Xb+CqPHv1lA0pSMvRLf+nqsPpeWjppzmACWrghKWxndC+safK/QuHdcATyw+qPV7T8H0iSyK1K0mfLiddMNeGyPAYAJmQ1FXatc24LNfGXzzZodT5erRZdeiyxv0v9QtVG/wAQIdAT/QN88GfqTkaU745HxBZOqmBh6kCFHZPERkOu8BMSMoq7YIgaA2S5Bbu/len8xuK6gHzYktjO6JzkJfGMpwPiGoLqV1J7HIiqj0YAJmQtmTJD4a20ymIqT4HiKl+mN1DGmgtI88H6trUC9WnGDJkbgQREZE+GACZUIiPK3qqCR56hjRA+0BPnX8gVdfb0TbJoiH0atZAp8Dl67iu6B3qI9rGidKIiMjcmANkYjI1/Ufy7bpMgggAi3ddQKdAr/8fUq7bEhq66ltt1JcUTN4kIiJLxADIhNJzinDoYp7KfYcu5iEjt1jnFqC/bxTipW9PYMP4HjovoaGNrUyGTkGeeDkytMaBC5M3iYjIkjAAMiEpM8YWaZknSJXD6Q+Cp9PX8vWsmWryripOWEhERHUNAyATkrIS/PK9aXqd+0h6HjJyaz4KrJmPM159uAXaBHiwxYaIiOosJkGbkLb8nmu3S3D+5h29zi0DEOwtbUFSTS7mlOD7Y9dQeLccey9kK600TUREVBewBciEtEWbqVn6z+DcyMsJ/hJnkNZmf2qOaEJFefIzu8KIiKiuYAuQCWkbpp59567e5752+y5OS1xEVVcH03K5dhcREdUpDIBMKOeO5gAoOeOW3ufOKyqVvIiqrioEQWnSRSIiotqMAZAJ+bgpL15aVfadcr3P7e3qgPL7us4ipJuqky4SERHVZgyATMjQ8/RU1cjLCYfSVc8xZCj1qq9pQUREVEsxADIhYy5VMf3H07hVrH8LkhT3K4070zQREZGpMAAyKeMFENfzS2t0/OfPdUJQA83D6NkCREREdQUDIBMyZhdYTS3fm4arWmaqZgsQERHVFZwHyIRMsVq7vs5cL9RapmkDzgxNRER1AwMgE9I2DN5S2QDoHebDpTGIiKjOYBcYadU5yAtLYzuauxpEREQGwwDIhLTNA2SpFgzrwGUwiIioTmEAZEKWnAStCSdAJCKiuoYBkAlZchK0Jkx+JiKiuoZJ0CZVu4aRywD0YfIzERHVQWwBMqHuwQ3MXQWdtA1wZ/IzERHVSQyArMCQ9n6Y9nBznY9LiG7B5GciIqqTGACZ0N4L2WZ53ZSrBajQo/uNuT9ERFRXMQfIhFYdvGSW1716+y5+OnldcnlOfEhERHUdW4BMJD2nCNdu3zXb61/K07zOV1W9w3yY+0NERHWaRQRAy5cvR9OmTeHo6Iju3bsjOTlZbdmvvvoKffr0gZeXF7y8vBAVFaVUfvTo0ZDJZKLHI488YuzL0Ohoxi29j/VzN80Eiq4OtvhlUgTWxndj7g8REdVpZg+ANm3ahISEBMyaNQsnT55Ehw4dEB0djexs1fkySUlJiI2Nxd69e3H48GEEBgZi4MCBuH5d3MXzyCOP4ObNm4rHhg0bTHE5atVkHTAPp3roG+ZjwNqo9t3YHmjf2NPor0NERGRuZg+AFi9ejHHjxmHMmDFo3bo1VqxYAWdnZ3zzzTcqy69fvx4vv/wywsPD0bJlS3z99deorKxEYmKiqJyDgwP8/PwUDy8vL1NcjlHYyGRYG98Ne6f1RwNXe6O9zr7UHKOdm4iIyJKYNQAqKyvDiRMnEBUVpdhmY2ODqKgoHD58WNI5SkpKUF5ejvr164u2JyUlwdfXFy1atMCECROQl5en9hylpaUoLCwUPQztbnmF3se2CfAAAAiCgLyiMkNVScktI56biIjIkpg1AMrNzUVFRQUaNmwo2t6wYUNkZmZKOsebb76JgIAAURD1yCOPYO3atUhMTMSHH36Iffv2YdCgQaioUB2EzJs3Dx4eHopHYGCg/helxrbTN/U+1sPpQT6O1DyiJzs2wjuPtdL5dQa08tX5GCIiotqoVg+Dnz9/PjZu3IikpCQ4Ojoqtj/zzDOK/7dr1w7t27dHs2bNkJSUhIceekjpPDNmzEBCQoLieWFhoUGDoJqOAKv8/yl8pOYRDe3UCB9s/0en13CqZ4M+JsgzIiIisgRmbQHy9vaGra0tsrKyRNuzsrLg5+en8diFCxdi/vz52L17N9q3b6+xbEhICLy9vZGWlqZyv4ODA9zd3UUPQ6rJCDDgv5YZHzfto8Ec6tng08RUnMss0uk1Vo7uqlfdiIiIaiOzBkD29vbo3LmzKIFZntDcs2dPtcctWLAAc+bMwc6dO9GlSxetr3Pt2jXk5eXB39/fIPXW1b+ZmnOK/Nwd4Omketi5p5OdomVGylpiIQ2ccezSbZ3q16tZA/QK9dbpGCIiotrM7KPAEhIS8NVXX2HNmjU4d+4cJkyYgOLiYowZMwYAEBcXhxkzZijKf/jhh3jnnXfwzTffoGnTpsjMzERmZiaKih60eBQVFeH111/HkSNHcOnSJSQmJuKJJ55AaGgooqOjzXKN+XfLNe7v0tQL2yb1hle1uXe8nO2wbVJvxfMQH1d0DPTUeK5zWbq1/PQN88HnIzvrdAxZtvScIuy9kI2M3GJzV4WIyGKZPQdoxIgRyMnJwcyZM5GZmYnw8HDs3LlTkRh95coV2Nj8F6d9/vnnKCsrw9NPPy06z6xZs/Duu+/C1tYWf/31F9asWYP8/HwEBARg4MCBmDNnDhwcTDOhYHXqWnfkGro5IrCBM07NHIg/U3Nw8sptdGripTInJ75PMCZ9d6pG9VkxshMc7G3RtIELl7uoQ/JLyjBlQwr2V5nOoO//z+rNiS2JiMRkgiDovkpmHVdYWAgPDw8UFBQYJB/o08R/sXhPqtr90wY2x6QBYVrPk19ShtivjuDczTt616VXswb4blwPvY8ny/X054dw/LJy92fXIC9sntDLDDUiIjItXb6/zd4FZg1uF2ueX0fbfrmX15+sUfAT5uvK7q46QFUXV3pOkcrgBwCOXb7N7jAiomrM3gVmDbTlAN0u0bwfePAFd+ii+skcpfgyrgu7QmqJ9JwiXL5VIuqm1NTF9etfmueZ+vWvG5gsoZWRiMhaMAAyAW05QNWTn1U5mlGz4KeVnxvzfWoBTUHOhG9P4nC6+H2wPzUHL317An4emvPbMnLYAkREVBW7wGoNWY2O3jhe/bQCZDkmfHtSFPwAD4Kc0auOKgU/cofT87QG2SE+DH6JiKpiAGQChugC6x5cX2sZTc7eKKjR8WR86TlFaoOcU1c1//zqa1kkd3D7AL3rRURUFzEAMgFDdIGF+LiiZ4j2iRDVGbf2mOL/nCfGMtVkxnAfV0d0a6o6SO7WtD67P4mIqmEOUC2y4rnOmLD+hF7J0MVllfjtzE1sOHqV88RYLP1npOge0gCD2vpj8oZTKn++hqQqQZuIqLZhAGQCV7UshHr1lrSFUj2c7fDduB7461o+Xvv+NFKzdZv1ec6v/yCroFS07WBaLiZvOIW18d10OhcZXoCHk8b9rfzccC5TeRqEXs0aKAKRtfHdkJFbjEt5xQYPUDjRIhHVJewCMwE3R81xpquW/dW1b+yJPQn9sPYF3RYwvZF/DxXV5r2sEATsT81hd5gFqNSyf1JkKPpWmx1c1VImwd4uiGzha/DWmbFrjqtM0B675piaI4iILBdbgEwgJrwRfjp1Q+3+oZ0a6XXeFC2Jsbq4lFfM7gwzC6rvrHF/60YeWNshwGgtPJpImWiR7x8iqk3YAmQC/Vr4wl1NK4+7Yz2Va35J8de1/BrUSqxpA355mVuIjyv6hvnAViae8sBWJkPfMB9FgFHTFp59F7LxSeK/+LNaa46m/VImWiQiqk3YAmQi2yf3wePLD4iGvHs52+GXib01HKWZtq41qbyc7fjXu4VYGttRKZE5ItTbIInMl/OKEbP8oMr3YGADZ437M3I155txokUiqm0YAJmI1NXepUrPKTJY0HK7pJxdGBYi/24Z/r6eL9r29/V8FN4t1ynRWNVIrceW/ok79ypE5W6XlGPw0v34691HlIIf+f7Hlx9AZAvN71Wbms3TSURkcgyATKxPmE+NAh9VI3EMgTlAluHxZQdQcPe+aNvtknI8tuxPnJ4VDUDzMHR1I7We6dpYKfiRK7xXgeV/pKqdkPN2STmK7t1XuU/OzbH2jgLjsH4i68QAqJYZsypZ66zA+mAOkPntu5CtFPzIFdy9L2kep7FrjislK+9PzcGZG/kaX1tbDo+Llu7WAa18Ne43F32CRXXD+hkoEdUtDIBqkfScIoMHP7YyGSJCvfmBbgH2XsjWuF/bPE6aRmrdKta83IqTneaPgic7Ncbe8zkql3XxdLJTtGoaKkio6XmkBDeaFpfdML6HTuciotqHAVAtsu7wJYOf01AJtlRz9V00r+d1I/+e0raq8zhpG6mlyYBWvjh9LR8VKiajtpU96LrdNqk3Bi/9E4VVusPkSdKGChIMdZ4pG1JwMC1XtK16sKhpcdmqOXHazkVEtRMDoFrk1JV8vY9dMbITWvi741JeMerZyHC/UmBTvoV5rH0AFu9J1evYS3nF2H1W/wCofWMPlcEPAFQIwOmr+Vi0+19R8NOukTu+je8BD2c7xK1MNkiQYIhgIz2nSGWOXNVgUdu6a0fS8xDs7SLpXOZs6SIi/TEAqkV83Bz0PraFvzuCvfkha8lCfFzRrWl9JF9S/nIObuCMjLwStcfm3ilFmpalURzqyVB6XznK6da0Pq6raF2qatrm00ivNtT9nxt3MHnDKbz7eGuDBAmGCjYu31J/n4AHwaK2ddfkg9qknMtYXXSGwACLSD1OhFiLPNcjSO9jH3zok6X7Kq6LyuUuXBw0/62y6kA67qkIbqqKbOELr2pfrl7Odlg0rAOOZWheYDc1u0jtMiraWlOkvvekBS7aaZtRu2kDF3QPbqCxTPeQBpLPpQ9NLV2GkF9ShriVyRiwaB/GrDqGyIVJiFuZjAI1I/2IrBEDoFqkXwtfuDjY6nUsR3nVDh7Odlgb3w17p/XHqjFdsXdaf6yN74bcO6Uaj7umZcFdeRlV8/wkfJ9Sw7XgNAdeUt972j6M6kmcbEjKjNohPq7o1Ux1EFR1cVmps3PrQt7SZcx1+YwdYBHVBQyAapmdU/rCVodJ52ryQU3mU325i3aNPTSWb+yluaWioZsDztwoVLnv2OXb2mIYjXqEeBskSNC2GOz9SumVXBrbERGh3qJt1RP+Px/ZWdLislLOpQtDtXSpY4oAi6guYA5QLRPYwBkn3xmIZ748jHOZd5T2ezrZiYYqc5RX3TDj0VbYc079MPnpj7ZC3DfJavc/1MoX3yVfVbvfSUvLYtMGzrh6667oS7XqFAqGWMLDkN1N8pY0TQvHSimjSzmpjNWtJmesvCWiuoYBUC3k4WyH36b2fTCaJT0POUWl8HF1QPeQB0335lgtnIwrxMcVrQPc8M8N5aC3dYAb+jb3Qa9mDXDoonIuT69mDWBfT3Njr5+7o8b9n8Z2xMJd/6oNcAwRJMi7mw6m5aoNtHQlJfFf6uAAQw0iMMZ1VmXsAIuorpAJglCDxu+6qbCwEB4eHigoKIC7u7u5q0MEACgoKVdqZak6ckjT/pSrtzFq1TG1514X3w1LE9NUjkDr1rQ+vn+pJwAYPbjWdo11hbGvUz4tgaoAi3MXUV2my/c3AyAVGACRJdMWhKjbHz57t9qZnFNmDbSo4MNaWjGNdZ2W9LMkMiUGQDXEAIjqoqt5JXh8+QHRSDD5TM6BDf7rNrGW4MMa8GdJ1oYBUA0xAKK67M/UHJy8chudmngp1vAiIqoLdPn+ZhI0kZXpE+bDwIeIrB7nASIiIiKrwwCIiIiIrA4DICIiIrI6DICIiIjI6jAAIiIiIqvDAIiIiIisjkUEQMuXL0fTpk3h6OiI7t27IzlZ/aKOALB582a0bNkSjo6OaNeuHXbs2CHaLwgCZs6cCX9/fzg5OSEqKgqpqanGvAQiIiKqRcweAG3atAkJCQmYNWsWTp48iQ4dOiA6OhrZ2apXvj506BBiY2MRHx+PU6dOISYmBjExMThz5oyizIIFC/Dpp59ixYoVOHr0KFxcXBAdHY179+6Z6rKIiIjIgpl9Juju3buja9euWLZsGQCgsrISgYGBmDx5MqZPn65UfsSIESguLsavv/6q2NajRw+Eh4djxYoVEAQBAQEBeO211zBt2jQAQEFBARo2bIjVq1fjmWee0VonzgRNRERU++jy/W3WFqCysjKcOHECUVFRim02NjaIiorC4cOHVR5z+PBhUXkAiI6OVpTPyMhAZmamqIyHhwe6d++u9pylpaUoLCwUPYiIiKjuMutSGLm5uaioqEDDhg1F2xs2bIjz58+rPCYzM1Nl+czMTMV++TZ1ZaqbN28eZs+erbSdgRAREVHtIf/eltK5xbXAAMyYMQMJCQmK59evX0fr1q0RGBhoxloRERGRPu7cuQMPDw+NZcwaAHl7e8PW1hZZWVmi7VlZWfDz81N5jJ+fn8by8n+zsrLg7+8vKhMeHq7ynA4ODnBwcFA8d3V1xdWrV+Hm5gaZTKbzddUlhYWFCAwMxNWrV5kPpQLvj2a8P5rx/mjG+6Me741qgiDgzp07CAgI0FrWrAGQvb09OnfujMTERMTExAB4kASdmJiISZMmqTymZ8+eSExMxNSpUxXb9uzZg549ewIAgoOD4efnh8TEREXAU1hYiKNHj2LChAmS6mVjY4PGjRvrfV11kbu7O3/JNOD90Yz3RzPeH814f9TjvVGmreVHzuxdYAkJCRg1ahS6dOmCbt26YcmSJSguLsaYMWMAAHFxcWjUqBHmzZsHAHjllVfQr18/LFq0CIMHD8bGjRtx/PhxfPnllwAAmUyGqVOnYu7cuQgLC0NwcDDeeecdBAQEKIIsIiIism5mD4BGjBiBnJwczJw5E5mZmQgPD8fOnTsVScxXrlyBjc1/g9V69eqF7777Dm+//TbeeusthIWFYevWrWjbtq2izBtvvIHi4mKMHz8e+fn56N27N3bu3AlHR0eTXx8RERFZHrPPA0SWrbS0FPPmzcOMGTNEeVL0AO+PZrw/mvH+aMb7ox7vTc0xACIiIiKrY/alMIiIiIhMjQEQERERWR0GQERERGR1GAARERGR1WEARFi+fDmaNm0KR0dHdO/eHcnJyWrLfvXVV+jTpw+8vLzg5eWFqKgojeXrAl3uT1UbN26ETCar8/NP6Xp/8vPzMXHiRPj7+8PBwQHNmzfHjh07TFRb09P1/ixZsgQtWrSAk5MTAgMD8eqrr+LevXsmqq3p7N+/H0OGDEFAQABkMhm2bt2q9ZikpCR06tQJDg4OCA0NxerVq41eT3PR9f5s2bIFDz/8MHx8fODu7o6ePXti165dpqlsLcUAyMpt2rQJCQkJmDVrFk6ePIkOHTogOjoa2dnZKssnJSUhNjYWe/fuxeHDhxEYGIiBAwfi+vXrJq65aeh6f+QuXbqEadOmoU+fPiaqqXnoen/Kysrw8MMP49KlS/jhhx9w4cIFfPXVV2jUqJGJa24aut6f7777DtOnT8esWbNw7tw5rFy5Eps2bcJbb71l4pobX3FxMTp06IDly5dLKp+RkYHBgwcjMjISKSkpmDp1KsaOHVtnv+R1vT/79+/Hww8/jB07duDEiROIjIzEkCFDcOrUKSPXtBYTyKp169ZNmDhxouJ5RUWFEBAQIMybN0/S8ffv3xfc3NyENWvWGKuKZqXP/bl//77Qq1cv4euvvxZGjRolPPHEEyaoqXnoen8+//xzISQkRCgrKzNVFc1K1/szceJEYcCAAaJtCQkJQkREhFHraW4AhJ9++kljmTfeeENo06aNaNuIESOE6OhoI9bMMki5P6q0bt1amD17tuErVEewBciKlZWV4cSJE4iKilJss7GxQVRUFA4fPizpHCUlJSgvL0f9+vWNVU2z0ff+vPfee/D19UV8fLwpqmk2+tyfX375BT179sTEiRPRsGFDtG3bFh988AEqKipMVW2T0ef+9OrVCydOnFB0k6Wnp2PHjh149NFHTVJnS3b48GHRvQSA6OhoyZ9V1qayshJ37typk5/NhmL2pTDIfHJzc1FRUaFYdkSuYcOGOH/+vKRzvPnmmwgICFD6YKoL9Lk/Bw4cwMqVK5GSkmKCGpqXPvcnPT0df/zxB0aOHIkdO3YgLS0NL7/8MsrLyzFr1ixTVNtk9Lk/zz77LHJzc9G7d28IgoD79+/jpZdeqpNdYLrKzMxUeS8LCwtx9+5dODk5malmlmnhwoUoKirC8OHDzV0Vi8UWINLb/PnzsXHjRvz0009cZw3AnTt38Pzzz+Orr76Ct7e3uatjkSorK+Hr64svv/wSnTt3xogRI/C///0PK1asMHfVLEJSUhI++OADfPbZZzh58iS2bNmC7du3Y86cOeauGtUi3333HWbPno3vv/8evr6+5q6OxWILkBXz9vaGra0tsrKyRNuzsrLg5+en8diFCxdi/vz5+P3339G+fXtjVtNsdL0/Fy9exKVLlzBkyBDFtsrKSgBAvXr1cOHCBTRr1sy4lTYhfd4//v7+sLOzg62trWJbq1atkJmZibKyMtjb2xu1zqakz/1555138Pzzz2Ps2LEAgHbt2ikWdv7f//4nWhja2vj5+am8l+7u7mz9qWLjxo0YO3YsNm/eXCdb5g3Jen+bCPb29ujcuTMSExMV2yorK5GYmIiePXuqPW7BggWYM2cOdu7ciS5dupiiqmah6/1p2bIl/v77b6SkpCgejz/+uGLUSmBgoCmrb3T6vH8iIiKQlpamCAwB4N9//4W/v3+dCn4A/e5PSUmJUpAjDxYFK1+2sWfPnqJ7CQB79uzR+FllbTZs2IAxY8Zgw4YNGDx4sLmrY/nMnYVN5rVx40bBwcFBWL16tfDPP/8I48ePFzw9PYXMzExBEATh+eefF6ZPn64oP3/+fMHe3l744YcfhJs3byoed+7cMdclGJWu96e6uj4KTNf7c+XKFcHNzU2YNGmScOHCBeHXX38VfH19hblz55rrEoxK1/sza9Yswc3NTdiwYYOQnp4u7N69W2jWrJkwfPhwc12C0dy5c0c4deqUcOrUKQGAsHjxYuHUqVPC5cuXBUEQhOnTpwvPP/+8onx6errg7OwsvP7668K5c+eE5cuXC7a2tsLOnTvNdQlGpev9Wb9+vVCvXj1h+fLlos/m/Px8c12CxWMARMLSpUuFJk2aCPb29kK3bt2EI0eOKPb169dPGDVqlOJ5UFCQAEDpMWvWLNNX3ER0uT/V1fUASBB0vz+HDh0SunfvLjg4OAghISHC+++/L9y/f9/EtTYdXe5PeXm58O677wrNmjUTHB0dhcDAQOHll18Wbt++bfqKG9nevXtVfpbI78eoUaOEfv36KR0THh4u2NvbCyEhIcKqVatMXm9T0fX+9OvXT2N5UiYTBCtvVyUiIiKrwxwgIiIisjoMgIiIiMjqMAAiIiIiq8MAiIiIiKwOAyAiIiKyOgyAiIiIyOowACIiIiKrwwCIiCxSUlISZDIZ8vPzzV0Vg6hr10NU2zEAIiIiIqvDAIiI6P+VlZWZuwpEZCIMgIjIbEpLSzFlyhT4+vrC0dERvXv3xrFjx0RlDh48iPbt28PR0RE9evTAmTNnFPsuX76MIUOGwMvLCy4uLmjTpg127Nih2H/mzBkMGjQIrq6uaNiwIZ5//nnk5uYq9vfv3x+TJk3C1KlT4e3tjejoaDz77LMYMWKEqA7l5eXw9vbG2rVrATxY1X3evHkIDg6Gk5MTOnTogB9++EF0zI4dO9C8eXM4OTkhMjISly5dMtRtIyIDYABERGbzxhtv4Mcff8SaNWtw8uRJhIaGIjo6Grdu3VKUef3117Fo0SIcO3YMPj4+GDJkCMrLywEAEydORGlpKfbv34+///4bH374IVxdXQEA+fn5GDBgADp27Ijjx49j586dyMrKwvDhw0V1WLNmDezt7XHw4EGsWLECI0eOxLZt21BUVKQos2vXLpSUlGDo0KEAgHnz5mHt2rVYsWIFzp49i1dffRXPPfcc9u3bBwC4evUqnnzySQwZMgQpKSkYO3Yspk+fbtR7SUQ6MvdqrERknYqKigQ7Ozth/fr1im1lZWVCQECAsGDBAsVq2Bs3blTsz8vLE5ycnIRNmzYJgiAI7dq1E959912V558zZ44wcOBA0barV68KAIQLFy4IgvBgBe2OHTuKypSXlwve3t7C2rVrFdtiY2OFESNGCIIgCPfu3ROcnZ2FQ4cOiY6Lj48XYmNjBUEQhBkzZgitW7cW7X/zzTcFAHVyZXei2ogtQERkFhcvXkR5eTkiIiIU2+zs7NCtWzecO3dOsa1nz56K/9evXx8tWrRQ7J8yZQrmzp2LiIgIzJo1C3/99Zei7OnTp7F37164uroqHi1btlS8tlznzp1F9apXrx6GDx+O9evXAwCKi4vx888/Y+TIkQCAtLQ0lJSU4OGHHxade+3atYrznjt3Dt27dxedt+p1EJH51TN3BYiI9DV27FhER0dj+/bt2L17N+bNm4dFixZh8uTJKCoqwpAhQ/Dhhx8qHefv76/4v4uLi9L+kSNHol+/fsjOzsaePXvg5OSERx55BAAUXWPbt29Ho0aNRMc5ODgY8vKIyIjYAkREZtGsWTNF7o1ceXk5jh07htatWyu2HTlyRPH/27dv499//0WrVq0U2wIDA/HSSy9hy5YteO211/DVV18BADp16oSzZ8+iadOmCA0NFT1UBT1V9erVC4GBgdi0aRPWr1+PYcOGwc7ODgDQunVrODg44MqVK0rnDQwMBAC0atUKycnJonNWvQ4iMj8GQERkFi4uLpgwYQJef/117Ny5E//88w/GjRuHkpISxMfHK8q99957SExMxJkzZzB69Gh4e3sjJiYGADB16lTs2rULGRkZOHnyJPbu3asIjiZOnIhbt24hNjYWx44dw8WLF7Fr1y6MGTMGFRUVWuv37LPPYsWKFdizZ4+i+wsA3NzcMG3aNLz66qtYs2YNLl68iJMnT2Lp0qVYs2YNAOCll15CamoqXn/9dVy4cAHfffcdVq9ebbibR0Q1Z+4kJCKyXnfv3hUmT54seHt7Cw4ODkJERISQnJwsCIKgSILetm2b0KZNG8He3l7o1q2bcPr0acXxkyZNEpo1ayY4ODgIPj4+wvPPPy/k5uYq9v/777/C0KFDBU9PT8HJyUlo2bKlMHXqVKGyslIQhAdJ0K+88orKuv3zzz8CACEoKEhRXq6yslJYsmSJ0KJFC8HOzk7w8fERoqOjhX379inKbNu2TQgNDRUcHByEPn36CN988w2ToIksiEwQBMHMMRgRERGRSbELjIiIiKwOAyAiIiKyOgyAiIiIyOowACIiIiKrwwCIiIiIrA4DICIiIrI6DICIiIjI6jAAIiIiIqvDAIiIiIisDgMgIiIisjoMgIiIiMjqMAAiIiIiq/N/oRcUd6gJDcgAAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Original winter slope: 5.155108655697857\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"pawcatuck\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\cdiaz8\\AppData\\Local\\Temp\\ipykernel_47888\\1181395139.py:7: DtypeWarning: Columns (4) have mixed types. Specify dtype option on import or set low_memory=False.\n",
" df = pd.read_csv(streamflow_file, header = header_row_number)\n",
"C:\\Users\\cdiaz8\\AppData\\Local\\Temp\\ipykernel_47888\\1181395139.py:7: DtypeWarning: Columns (4) have mixed types. Specify dtype option on import or set low_memory=False.\n",
" df = pd.read_csv(streamflow_file, header = header_row_number)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Original summer slope: 6.114916370630197\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Original winter slope: 3.8649388687915245\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[2.9958837858503866, 4.332873504361957, 6.9453056529254305, 3.2847899510960525, 6.71204888062569, 3.613480579914141, 3.8914238132419956, 5.155108655697857, 3.8649388687915245]\n"
]
}
],
"source": [
"rivers = [taunton, threemile, tenmile, blackstone2, moshassuck, woonasquatucket, pawtuxet, hunt, pawcatuck2]\n",
"headers = [29, 29, 29, 31, 29, 30, 29, 29, 29]\n",
"basins = ['taunton', 'threemile', 'tenmile', 'blackstone', 'mosh', 'woon', 'pawtuxet', 'hunt', 'pawcatuck']\n",
"\n",
"slopes = [0] * 9\n",
"for x in range(0,9):\n",
" \n",
" name = basins[x]\n",
" print(name)\n",
" summer_river_data = streamflow_year_month(rivers[x], '6/20/2020', '9/22/2020', headers[x])\n",
" winter_river_data = streamflow_year_month(rivers[x], '12/31/2019', '3/19/2020', headers[x])\n",
" approx_summer = approx_river_runoff(basins[x], '2020_06_20', '2020_09_22', 0.98)\n",
" approx_winter = approx_river_runoff(basins[x], '2019_12_31', '2020_03_19', 0.98)\n",
" \n",
" combined_summer = pd.merge(approx_summer, summer_river_data, on='datetime')\n",
" x_summer = combined_summer['streamflow (m^3/s)'].to_numpy()\n",
" y_summer = combined_summer['runoff_approx'].to_numpy()\n",
" fit_summer = np.polyfit(x_summer,y_summer,1)\n",
" print('Original summer slope: ' + str(fit_summer[0]))\n",
" combined_summer['runoff_approx'] = combined_summer['runoff_approx'] * 1/fit_summer[0]\n",
" ax_summer = combined_summer.plot.scatter(x='streamflow (m^3/s)', y='runoff_approx', title = name + ' River: Observed vs. Model Runoff for 2020 Summer')\n",
" ax_summer.set_xlabel('observed')\n",
" ax_summer.set_ylabel('modeled')\n",
" ax_summer.legend(['parameter=0.98'])\n",
" plt.show()\n",
" \n",
" combined_winter = pd.merge(approx_winter, winter_river_data, on='datetime')\n",
" x_winter = combined_winter['streamflow (m^3/s)'].to_numpy()\n",
" y_winter = combined_winter['runoff_approx'].to_numpy()\n",
" fit_winter = np.polyfit(x_winter,y_winter,1)\n",
" print('Original winter slope: ' + str(fit_winter[0]))\n",
" slopes[x] = fit_winter[0]\n",
" combined_winter['runoff_approx'] = combined_winter['runoff_approx'] * 1/fit_winter[0]\n",
" ax_winter = combined_winter.plot.scatter(x='streamflow (m^3/s)', y='runoff_approx', title= name + 'River: Observed vs. Model Runoff for 2019/2020 Winter')\n",
" ax_winter.set_xlabel('observed')\n",
" ax_winter.set_ylabel('modeled')\n",
" ax_winter.legend(['parameter=0.98'])\n",
" plt.plot()\n",
" plt.show()\n",
" \n",
"print(slopes)"
]
},
{
"cell_type": "markdown",
"id": "c52cda3e",
"metadata": {},
"source": [
"The following section of code is an example of how to create a scatter plot for only one of the river basins and also adds a line of regression."
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "a871353b",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[5.46438992 9.17486009]\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"summer_river_data = streamflow_year_month(threemile, '6/20/2020', '9/22/2020', 29)\n",
"approx_summer = approx_river_runoff('threemile', '2020_06_20', '2020_09_22', 0.98)\n",
"\n",
"combined = pd.merge(approx_summer, summer_river_data, on='datetime')\n",
"x = combined['streamflow (m^3/s)'].to_numpy()\n",
"y = combined['runoff_approx'].to_numpy()\n",
"fit = np.polyfit(x,y,1)\n",
"print(fit)\n",
"combined['runoff_approx'] = combined['runoff_approx'] * 1/fit[0]\n",
"\n",
"x_after = combined['streamflow (m^3/s)'].to_numpy()\n",
"y_after = combined['runoff_approx'].to_numpy()\n",
"fit_after = np.polyfit(x_after,y_after,1)\n",
"x_fit = np.linspace(0,6.1,1000)\n",
"y_fit = fit_after[0]*x_fit+fit_after[1]\n",
"\n",
"markersize = [80] * len(x_after)\n",
"ax = combined.plot.scatter(x='streamflow (m^3/s)', y='runoff_approx', s=markersize)\n",
"ax.set_title('Three Mile River: Observed vs. Model Runoff, 2020 Summer', fontsize = 20)\n",
"regression = linregress(x_after, y_after)\n",
"rvalue = str(round(regression.rvalue, 2))\n",
"ax.plot(x_fit,y_fit, 'r')\n",
"ax.set_xlabel('observed', fontsize = 20)\n",
"ax.set_ylabel('modeled', fontsize = 20)\n",
"plt.rcParams[\"figure.figsize\"] = (15,12)#plt.rcParamsDefault[\"figure.figsize\"]\n",
"ax.legend(['decay parameter=0.98', 'R^2 value=' + rvalue], loc = 'lower right', prop={'size': 20})\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "6755cc8c",
"metadata": {},
"source": [
"To create a bar graph that compares all of the slopes of line of best fits for each of the river basins, we can use the following code."
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "3bdbedff",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 0, 'Slope')"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"basin = ['Taunton', 'Three Mile', 'Ten Mile', 'Blackstone', 'Moshassuck', 'Woonasquatucket', 'Pawtuxet', 'Hunt', 'Pawcatuck']\n",
"data = {'River Basin': basin,\n",
" 'Slope': slopes}\n",
"df = pd.DataFrame(data)\n",
"ax = df.plot.barh(x = 'River Basin', y = 'Slope', title = 'Line of Best Fit Slopes for Observed vs. Modeled Runoff in 2019/2020 Winter', legend=False, fontsize = 20)\n",
"ax.set_ylabel('River Basin', fontsize = 20)\n",
"ax.set_xlabel('Slope', fontsize = 20)"
]
}
],
"metadata": {
"celltoolbar": "Tags",
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.9"
}
},
"nbformat": 4,
"nbformat_minor": 5
}