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@hevgyrt
Last active November 20, 2019 09:04
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Calculating sea ice concentration in overlapping, aligned areas for Sentinel-1 and Sentinel-2 data in NetCDF/CF from satellittdata.no
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Aligning Sentinel 1 and 2 data in Python\n",
"\n",
"This script is a tutorial for aligning, in terms of collocating, two products in different projections to the same projection. This is carried out on the NetCDF/CF versions of the Sentinel-1 GRD and Sentinel-2 L1C from satellittdata.no. In addition, this tutorial covers:\n",
"- streaming of data using OPeNDAP (i.e no downloads involved)\n",
"- subsetting of data by means of OPeNDAP and slicing\n",
"- basic feature extraction using e.g. the skimage and scipy modules\n",
"\n",
"The __\"scientific\" motivation__ is measuring the temporal change in sea ice concentration over a particular area in a multi sensor context. Please note that this tutorial is made as __show-case__ and thus the scientific value of the output should not be considered as optimal.\n",
"\n",
"You can inspect the products using the visualization in satellittdata.no here (Note: you have to be logged in): \n",
"https://satellittdata.no/en/metsis/map/wms?dataset=S1B_EW_GRDM_1SDH_20190827T052357_20190827T052457_017767_0216F4_E6FA%2CS2A_MSIL1C_20190827T123701_N0208_R095_T39XVL_20190827T143509&solr_core=nbs-l1&calling_results_page=basket\n",
"\n",
"To create a conda environment with all the necessary packages, use the following command:\n",
"\n",
"- *conda create -n s1_s2_sic python=3.7 netCDF4=1.4.0 matplotlib cartopy numpy scikit-image scipy pyproj jupyter pyresample -c conda-forge*\n",
"\n",
"In your terminal, activate the environment and run the jupyter-notebook:\n",
"\n",
"- *conda activate s1_s2_sic*\n",
"- *jupyter-notebook*"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"\"\"\"\n",
"=======================================================\n",
"Author(s): Trygve Halsne 27.10.2019 (dd.mm.YYYY)\n",
"Institution: Norwegian Meteorological Institute, 2017\n",
"\n",
"Credits: Norwegian Space Agency, Copernicus, ESA\n",
"=======================================================\n",
"\"\"\"\n",
"\n",
"from netCDF4 import Dataset\n",
"import matplotlib.pyplot as plt\n",
"import cartopy.crs as ccrs\n",
"import numpy as np\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# Creating a function to check that the products covers the same AOI\n",
"def create_extent(lon,lat,nx,ny):\n",
" \"\"\" A basic function extracting the boundary of a 2D raster layer\"\"\"\n",
" swath_left=np.array([(lon[row,0],lat[row,0]) for row in range(ny)]).T\n",
" swath_right=np.array([(lon[row,-1],lat[row,-1]) for row in range(ny)]).T\n",
" swath_front=np.array([(lon[0,col],lat[0,col]) for col in range(nx)]).T\n",
" swath_rear=np.array([(lon[-1,col],lat[-1,col]) for col in range(nx)]).T\n",
"\n",
" return np.concatenate((swath_left,swath_right,swath_front,swath_front,swath_rear),axis=1)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Reading input data:\n",
"- s1: Sentinel-1\n",
"- s2: Sentinel-2"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"s1_url = 'http://nbstds.met.no/thredds/dodsC/NBS/S1B/2019/08/27/EW/S1B_EW_GRDM_1SDH_20190827T052357_20190827T052457_017767_0216F4_E6FA.nc'\n",
"s2_url = 'http://nbstds.met.no/thredds/dodsC/NBS/S2A/2019/08/27/S2A_MSIL1C_20190827T123701_N0208_R095_T39XVL_20190827T143509.nc'\n",
"\n",
"ncin_s1 = Dataset(s1_url)\n",
"ncin_s2 = Dataset(s2_url)\n",
"\n",
"# Subsetting parameters for extracting overlayed data\n",
"s1_indices = [5400,6400,3000,4000] #miny, maxy, minx, maxx\n",
"s2_indices = [0,1500,0,2000] #miny, maxy, minx, maxx\n",
"\n",
"\n",
"# Reading data of interest\n",
"\n",
"s1_hv = ncin_s1['Amplitude_HV'][0,s1_indices[0]:s1_indices[1], s1_indices[2]:s1_indices[3]]\n",
"s1_hv_noise = ncin_s1['noiseCorrectionMatrix_HV'][0,s1_indices[0]:s1_indices[1], s1_indices[2]:s1_indices[3]]\n",
"s1_hv_s0 = ncin_s1['sigmaNought_HV'][0,s1_indices[0]:s1_indices[1], s1_indices[2]:s1_indices[3]]\n",
"s1_lon = ncin_s1['lon'][s1_indices[0]:s1_indices[1], s1_indices[2]:s1_indices[3]]\n",
"s1_lat = ncin_s1['lat'][s1_indices[0]:s1_indices[1], s1_indices[2]:s1_indices[3]]\n",
"\n",
"s2_b3 = ncin_s2['B3'][0,s2_indices[0]:s2_indices[1], s2_indices[2]:s2_indices[3]]\n",
"s2_lon = ncin_s2['lon'][s2_indices[0]:s2_indices[1], s2_indices[2]:s2_indices[3]]\n",
"s2_lat = ncin_s2['lat'][s2_indices[0]:s2_indices[1], s2_indices[2]:s2_indices[3]]\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
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AcNT+H2A2eHXvplqp226rAxHxghXlkt7OkK0yz9pdXNVPDIXzoHm1TE5mnzNupdmxA268MftxVf+V6vbK40Nd3tdYWYOjyp8YrOE8I6MyxsayB8foaPWDA9avqvtm4C3AlKSPtX3rxcDJMhtWFXk+NdThP97MypVnYtv8PNxwQ/FtKcN63VZHgSXgcmBP2/1PA9eV1aiqcKkRayR3M5aqqd1UK61XVfdB4EFJixExFFcaqayzIjZsgGefLa89ZlZ9eWZi1qbaxAprjnlI+kzrr/dLemjlrQ/tG4issyJGR4cgOOr2scisz6TswTE/X8/ggPW7rd7b+vOtZTekKrwHR07uCrEhtbgI27dnP67uvy5rXnlExOOtv+6IiO+034Ad5Tevf/KUGvEeHFZZo6ODbsFQmJrKHhx1mU21nm6n6r6pw31vLrIhgzQ3l/0HIMKlRqzC6toXUiNS9gk1de6mWmm9qbrzJFcYL10xxnEW8KUyG9YvO3ZkrzPThE8NZpbPsHZTrbTemMf/AP4G+A/AB9vufzoiflhaq/ooy5S6oZ9RtWlT9t1qrJo8RpVLnun7mzbB8ePrP65u1hvzeCoiHouId7bGOY6R7OvxotYGUUNj06YhDw5Y/zdgcbE/7TAbgJGR7MExO9vM4IAuxzwkvU3SN4FHgS8Aj5FckQyNEyeSD2tzc4NuSYXluZY3q7h0Mk2WnUIhubC7665y2lQF3Q6Y/wFwMfCNiDgfmKWLMQ9J10naL2mfpF2SzpD09tZ9pyTNZDm2y7aW6u67kx+kqalBt8TMyrZ1a/bPRI2opN2FbsPjRET8P2CDpA0R8X+Ai9Y6QNIUcC0wExEXACPA1cA+4CrgnhzHVsbRo0mITEwMuiVmVobNm+HAgWzHTE8PT/d2t+HxpKQXkbzhL0r6M7orjLgRGJW0ERgDjkbEwYh4JM+xXbY1k14/ITz5ZBIiUjJzy6wyhuHjb0mk7HNDhm3dV7fhcQXJYPl1wO3A3wJvW+uAiDgCXA8cAh4HnoqI3d28WJZjJV0jaUnS0vJyvs0NI5K9N3p1441DECJ+Q7IG27EjXzXcYVz31VV4RMRPIuLZiDgZEf8tIj7W6sZalaQJktA5H5gEzpTUVe9hlmMjYmdEzETEzJYtW7p5+o6eeCL5AZiezv0Uz0lDZCgH1/P85tnp0svZXm/rvYY9J8/eG+Pjw/t5ar3CiE9L+lGH29OSfrTOc88Bj0bEckScAG4GLumyXb0c25P9+4sLEQ+uD6my3/StcE3bIrYf1lvncVZEvLjD7ayIePE6z30IuFjSmCSRzNA62GW7ejm2EGmIzM72/lweXK8Rv/EPlV66qeqyaVNZuh3zyCwi7gNuAvYCD7dea6ekKyUdBl4P3CrpDgBJk5JuW+vYstq6lrvuSn5QFhZ6f19IB9c3bPB6utL4jd+6NDHR3C1i+0HRoDMxMzMTS0tLpb9Ong1fVlOnbSefs96bbC8/U1u3Zp8fafk16Pc/i6ZvEZuFpD0Rseqau9WUduXRZEM/uL7eG87YWP5P/g6O/nFwdM3dVKdzePTAg+uryDryaP0zOZn80A5hcMzNZQ8Od1OtzuFRgDRE5ud7f650cL0RIWLFSd/Fer0dOTLof8lAbN6cfeuF2dnm7L1RBodHgW64objBdc/QapCFhd7f9P0ullve1eJNLmpYBIdHCbZtSypwFrFy3eVPBmzTpt7f+Idt6XFF5JmGmxY19H/Z+hweJUsH1ycne3+uoSh/UrR0CXDeW1M3Y2i4PNNwJyeHp6hhERwefXLkSMNmaPVzFLGXN/9hXgI8pKTsU+kXFoZ2OCg3h0efFblyfeAztLIESC8BYNaFdNOmrNxNlY/DY0CKXLk+0BlaDgCrgDybNnkabm8cHgOWDq57hpZZPnk2bfI03N45PCqifYZWr4Pr7TO0XEPLmizPNNwIT8MtgsOjgoocXN++3TO0rHl6mYZrxXB4VFiR5U8qMUPLrAB5Nm3yNNziOTxqoIwZWlu39v5cZv2Wd9MmT8MtnsOjRoqcoXXggEPE6qOXabiuhlsOh0cNFTlDKw0Rz9CyqvI03GpyeNRYGTW0HCJWJZ6GW10Oj4YoaoMqT/O1qnA13GpzeDRMkTO0PM3XBiHPNNy0+LHLjPSPw6Ohipyh5Wq+1i95quFOT7v48SA4PBounaFVxC6HaYh4hpaVIW813P37y2mPrc3hMSTSXQ6LCBFP87WiuRpu/Tg8hkwaIkXM0EpDxPutW15zc9mDw9Nwq8HhMcTSGVq9hshAS8JbbY2NJRUPspif9zTcqtg46AbY4KWb7U1NJUGQVxoi4+PewM/WlrebyqrDVx72nKKq+bavFfEMLWuXp8yIq+FWk8PDTuNpvlaGqansZUZcDbe6HB62qjKm+bok/HAaGcneJbqw4Gq4VVZqeEi6TtJ+Sfsk7ZJ0hqS3t+47JWlmleNeIemBttuPJL2vzLba6oqc5puWhHeIDA8pqcGWhafhVl9p4SFpCrgWmImIC4AR4GpgH3AVcM9qx0bEIxFxUURcBLwGeAa4pay2WnfSECmimq/3FWm+XsqMWPWV3W21ERiVtBEYA45GxMGIeCTDc8wCfxsR3ymlhZZZGSXhHSLNMjXlMiNNV1p4RMQR4HrgEPA48FRE7M7xVFcDu1b7pqRrJC1JWlpeXs7XWMulyJLwXnDYHHnHN1xmpF7K7LaaAK4AzgcmgTMlZZprIWkzcDnw2dUeExE7I2ImIma2bNnSS5OtB0WVhPeCw3rz+MbwKLPbag54NCKWI+IEcDNwScbneDOwNyK+V3jrrBRFlYRPQ8SbU9VDnvGN8XGPb9RZmeFxCLhY0pgkkYxdHMz4HO9kjS4rq66i1op4h8PqyzO+MT/vKgR1V+aYx33ATcBe4OHWa+2UdKWkw8DrgVsl3QEgaVLSbenxksaAN5FcsVhNpWtFigoRLzisljzjGxHJzD2rN0WDrhtnZmZiaWlp0M2wNezYkf1T6mrm5/0mNEiuT9UMkvZERMc1d2vxCnPrqyIXHLr0yWB4fMPA4WEDUuSCQ5c+6Z8828R6fKOZHB42UEUuOHTpk3Ll2SbW4xvN5fCwSihywaFLnxTP4xu2ksPDKqeoHQ5d+qR3ebaJ9fjGcHB4WGUVtWrdpU/yybtNrMc3hoO3obXKS2sebd2aBEFe6ar1yUnvE7Eed1PZenzlYbVRdOkTX4l05m1irRsOD6udokqfuH7WC+VZv+FtYoeXw8Nqq+jSJ8McInnWb3ib2OHm8LDaK2qv9fb6WYuLxbStDvKu33AZ9eHm8LDGKLL0yfbtwxEi3ibW8nJ4WOMUWfqkqSGSZ3zD28RaO4eHNVaRpU/SEGlCEca84xveJtbaOTys8YoMkbQIY12vRDy+YUVxeNjQKLJ+Vt26sxYXvX7DiuXwsKFUVP2sOnRnzc0l7czC6zdsPQ4PG2ppiExO9vY8Vd2YamoqX30qr9+w9Tg8zEjeLIsMkSrsKeL9xa1MDg+zNkWFyKA3ppKS8Z1ueXzDsnJ4mHVQ1xBxfSrrF4eH2RrqFCJTU/n2F/f4huXh/TzMupC+wU5NZR9HaJeGyPR0sYvuRkaydVOBu6msN77yMMsgvRIpanfDIrbIzTq+AQ4O653DwyyHojamSkMkT3dWnvEN7y9uRXF4mPWgqI2p0u6sbq9E8oxvzM56f3ErjsPDrABFbUzVTXfW2Fj2cZeFhaSNZkVxeJgVqOwQkeDYsWzP5cKGVoZSw0PSdZL2S9onaZekMyS9vXXfKUkzaxw7LukmSV+XdFDS68tsq1mRyggRj29YlZQWHpKmgGuBmYi4ABgBrgb2AVcB96zzFH8G3B4RrwR+AThYVlvNylLUFrkHDmR7vMc3rGxld1ttBEYlbQTGgKMRcTAiHlnrIEkvBi4F/gogIo5HRMZdCMyqI93dsNcrkW54fMP6obTwiIgjwPXAIeBx4KmI2N3l4S8FloH/Iul+SZ+QdGanB0q6RtKSpKXl5eVC2m5WlqK6s1bj8Q3rlzK7rSaAK4DzgUngTEnd7iqwEXg1cGNEvAr4CfDBTg+MiJ0RMRMRM1u2bCmg5WblK6o7K7Vpk8c3rL/K7LaaAx6NiOWIOAHcDFzS5bGHgcMRcV/r65tIwsSsUdLurF5CZHoajh8vrk1m3SgzPA4BF0sakyRgli4HvSPi74DvSnpF665ZIOOQoVl95A2RhYVia2SZdavMMY/7SK4Y9gIPt15rp6QrJR0GXg/cKukOAEmTkm5re4rfBhYlPQRcBPxhWW01q4osIeLxDRskRYM6SmdmZmJpaWnQzTArzOIi/OqvvnA8Y3zc03CtOJL2RMSqa+5W4xXmZhW2bVtSMTfi+ZuDw6rA4WFmZpk5PMzMLDOHh5mZZebwMDOzzBweZmaWmcPDzMwyc3iYmVlmDg8zM8vM4WFmZpk5PMzMLLNG1baStAx8Z8DNOBv4wYDb0K26tNXtLF5d2lqXdkJ92rqynf8wIjJvhtSo8KgCSUt5iowNQl3a6nYWry5trUs7oT5tLaqd7rYyM7PMHB5mZpaZw6N4OwfdgAzq0la3s3h1aWtd2gn1aWsh7fSYh5mZZeYrDzMzy8zhYWZmmTk8MpA0Iul+SZ9fcf+/lhSSzl7luMskPSLpW5I+WPG2PibpYUkPSCp9Q/iV7ZT0e5KOtF7/AUlvWeW4gZ/TDG0d6Dlt3ffbrfO1X9Ifr3LcwM9phrYO+uf0023/749JemCV4wZ+TjO0NdM53Vh0wxvuvcBB4MXpHZJeArwJONTpAEkjwMdbjzkMfE3S5yLiQNXa2uaNEdGvxU6ntRP4aERcv9oBVTqnrNPWNgM7p5LeCFwBXBgRP5X0sysPqMo57aatbQZ2TiPiHek3JP0J8NTKA6pyTrtpa5uuz6mvPLok6RzgXwCfWPGtjwLvB1abefA64FsR8e2IOA58iuSXozQ9tLWv1mjneqp0TitllXbOA38UET8FiIjvdzi0Kue0m7b21Vr/95IE/EtgV4dDq3JOu2lrZg6P7v0nkjfeU+kdki4HjkTEg2scNwV8t+3rw637ypS3rZAEy25JeyRdU2IboUM7W94j6SFJn5Q00eG4SpzTlvXaCoM/py8HflHSfZK+IOm1HY6ryjntpq0w+HOa+kXgexHxzQ7fq8o5Ta3VVsh4Th0eXZD0VuD7EbGn7b4x4MPAv13v8A73lfbJv8e2ArwhIl4NvBl4t6RL+9XOlhuBlwEXAY8Df9Lp8A739fWctnTTVhj8Od0ITAAXA78LfKb1KfQFh3d4ykGc027aCoM/p6l3svon+aqc09RabYWM59RjHt15A3B5a0D0DJK+xL8GzgcebP1snwPslfS6iPi7tmMPAy9p+/oc4GhF20pEHG39+X1Jt5Bcet/Tj3ZKWoiI7ekDJP0l8PkOxw78nGZo68DPKcn5ujmSRV1flXSKpDjectuxlTinXbZ14Oc0IrZL2ghcBbxmlWMrcU67bGv2cxoRvmW4Ab8EfL7D/Y8BZ3e4fyPwbZI3783Ag8DWirb1TOCstr9/Gbisn+0E/kHb/dcBn6rqOe2yrVU4p78F/H7r7y8n6UpRRc9pN20d+DltfX0Z8IU1Hl+Jc9plWzOfU3dblUDSpKTbACLiJPAe4A6SGRCfiYj9g2xfu/a2Aj8HfFHSg8BXgVsj4vY+N+mPW9MFHwLeSPKmXNVzum5bqcY5/STwUkn7SAZt3xURUdFzum5bqcY5BbiaFd1AFT2nsE5byXFOXZ7EzMwy85WHmZll5vAwM7PMHB5mZpaZw8PMzDJzeJiZWWYOD7MWST8u4TkvV6uaqqRfljSd4zn+r6SZottm1guHh1mJIuJzEfFHrS9/GcgcHmZV5PAwW0GJj0ja11oE+I7W/b/Uugq4SdLXJS2mdZckvaV13xclfUzP76Xwa5L+XNIlwOXAR5Tsl/Cy9isKSWdLeqz191FJn2oVXPw0MNrWtn8u6SuS9kr6rKQX9ffsmCVc28rsdFeRFDv8BZK6Sl+TlNb4eRWwlaRG0ZeANyjZOOcvgEsj4lFJpxWfi4gvS/ocScmImwA61/sDkrLkz0TEhZIuBPa2Hn828G+AuYj4iaQPAL8D/H4R/2izLBweZjjTH3YAAAFbSURBVKf7Z8CuiHgW+J6kLwCvBX4EfDUiDgMo2ZHtPODHwLcj4tHW8buAXsqEXwp8DCAiHmqVP4Gk0uw08KVW8GwGvtLD65jl5vAwO92qlwTAT9v+/izJ79Baj1/LSZ7vOj5jxfc61Q0ScGdEvDPn65kVxmMeZqe7B3iHkr2gt5BcCXx1jcd/naSY33mtr9+xyuOeBs5q+/oxni+R/SsrXn8bgKQLgAtb999L0k32j1rfG5P08i7+PWaFc3iYne4W4CGSEtr/G3h/rNj3pF1EHAN2ALdL+iLwPTrvE/0p4Hcl3S/pZcD1wLykL5OMraRuBF7U6q56P63giohl4NeAXa3v3Qu8spd/qFlerqprVgBJL4qIH7dmX30c+GZEfHTQ7TIri688zIrxm60B9P3A3yOZfWXWWL7yMDOzzHzlYWZmmTk8zMwsM4eHmZll5vAwM7PMHB5mZpbZ/wfADkqMs85SUgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plot lat/lon extent of subsetted products\n",
"ny,nx = s2_b3.shape\n",
"s2_extent = create_extent(s2_lon,s2_lat,nx,ny)\n",
"ny,nx = s1_lon.shape\n",
"s1_extent = create_extent(s1_lon,s1_lat,nx,ny)\n",
"\n",
"plt.scatter(s1_extent[0,:],s1_extent[1,:], c='b')\n",
"plt.scatter(s2_extent[0,:],s2_extent[1,:], c='r')\n",
"plt.xlabel(\"longitude\")\n",
"plt.ylabel(\"latitude\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Non-sophisticated sea ice masking of Sentinel-2 data"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Number of sea ice features: 16299\n"
]
}
],
"source": [
"# Non-sophisticated sea ice masking of Sentinel-2 data\n",
"from skimage import io, filters, measure\n",
"from scipy import ndimage\n",
"import matplotlib.pyplot as plt\n",
"\n",
"#s2_ice_sheets = ndimage.binary_fill_holes(s2_b3 < threshold_s2)\n",
"s2_ice_sheets = ndimage.binary_fill_holes(s2_b3 < 2500)\n",
"#plt.imshow(s2_ice_sheets, cmap='gray');plt.show()\n",
"\n",
"s2_ice_labels = measure.label(s2_ice_sheets)\n",
"print(\"Number of sea ice features: {}\".format(s2_ice_labels.max()))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Sea ice masking of Sentinel-1 data using 30Db as value"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"# Sentinel-1 sea ice masking\n",
"from skimage import exposure\n",
"\n",
"s0_denoised = (abs(s1_hv)**2-s1_hv_noise)/s1_hv_s0**2\n",
"s0_denoised[s0_denoised<=0]=10e-7\n",
"s0_speckle = ndimage.median_filter(s0_denoised,5)\n",
"s0_db = 10*np.log10(s0_speckle)\n",
"s0_db_rescaled = exposure.rescale_intensity(s0_db, in_range=(-30,-4), out_range=(0, 255)).astype(np.uint8)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Plotting the data on a map"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(nrows=1,ncols=2,subplot_kw={'projection': ccrs.AzimuthalEquidistant()})\n",
"ax[0].pcolormesh(s1_lon,s1_lat,s0_db_rescaled, transform=ccrs.PlateCarree())\n",
"ax[1].pcolormesh(s2_lon[::4,::4],s2_lat[::4,::4],s2_b3[::4,::4], transform=ccrs.PlateCarree())\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Aligning the data"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/trygveh/anaconda3/envs/test_multi_2/lib/python3.7/site-packages/pyresample/utils/__init__.py:30: UserWarning: 'get_area_def' has moved, import it with 'from pyresample import get_area_def'\n",
" warnings.warn(\"'get_area_def' has moved, import it with 'from pyresample import get_area_def'\")\n"
]
}
],
"source": [
"import pyresample as pr\n",
"import pyproj\n",
"\n",
"source_sw_def = pr.geometry.SwathDefinition(lons=s1_lon, lats=s1_lat)\n",
"target_proj4 = pyproj.Proj(ncin_s2['UTM_projection'].proj4_string)\n",
"target_nx = 2000\n",
"target_ny = 1500\n",
"target_extent = (ncin_s2['x'][s2_indices[2]].data ,ncin_s2['y'][s2_indices[0]].data,\n",
" ncin_s2['x'][s2_indices[3]].data,ncin_s2['y'][s2_indices[1]].data )\n",
"\n",
"\n",
"target_ad = pr.utils.get_area_def('target', 'target', 'target',\n",
" target_proj4.srs, target_nx, target_ny,\n",
" target_extent)\n",
"s1_regridded = pr.kd_tree.resample_nearest(source_sw_def,\n",
" s0_db_rescaled, target_ad,\n",
" reduce_data=False, radius_of_influence=50,\n",
" fill_value=None)\n",
"\n",
"target_proj_x_coords = target_ad.projection_x_coords\n",
"target_proj_y_coords = target_ad.projection_y_coords\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"# Extracting ice/water from Sentinel-1\n",
"s1_ice_sheets = s1_regridded<1"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Plotting the aligned data"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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wGCSdTit8mM/nCQQC9PT0KGYsUIXUH+QccsxisbyjP7lTmOK9+xz7c+DPb/P53wR+c5/jrwAz+xyvAP/4Nuf6KvDVfY4v06a7/TezjY0NjXaGh4f/Vs5YUsqlpaW3/K0TUgiHwwwMtGuO8Xic5eVlfvqnf5p6vc7q6irxeJxSqYTH4yEQCOhAvnHjhr54m83GzMyMXk8mbm9vL1arVaPgUqlEMBhUKEG+a7FYGBgYYGtrC7fbTW9vLxcvXtTP7O7udkEogBaMfD4fPp+PWq2m0Yzb7cbtdiu+WSwWef3113n11VdxOBw89NBDFItFzQTEMXs8HkZGRrqiCYFQvF6vDuZGo8HMzAzZbFbva3l5mXw+z9bWFj6fj1AoRDgc1iKMRCulUqkr24C205NzCZ7daDSwWq0cPnxYnbPFYsFqtXLkyBG2t7e1kAboPQp2LhaJtOszLpcLl8tFKBQimUwC6KIoEJE4FbnnSCSi0WW9XqdQKFAoFLBYLLz88ssA+k4GBgYUToI2hl2tVqlUKl2FrnQ6rfc4MDDAP/2n//Qt2PF//s//GWjj3QJbyMIzOzurz1zGldjmZhu1LBQKRKNRhWfknkqlkj4bKQBLZie/+/Dhw0B70Tx69CjXr19XbDkejzMwMEAsFuPo0aMALCws6PXdbjdjY2O4XC7NasbHx7XuIs9LxlEsFqNUKuHz+fQe8vk8+XxeM5ihoSGdJ16vl1AoRDqdplwus7GxQS6XU4x7a2uLarWqCzGA3+/XdyY1guXlZZ27+9mdRsY/UXb06FEGBwd597vfTTKZ5IUXXrjj78ZiMSYmJmg0Gqyt7YvTv8WGhobwer3q8DKZDPPz8xql1Wo1+vv7qVarpNNpHcxSkHG5XIqRQdvRC4QAN4tLlUpFi0hilUqFcDisqdgHPvABvvnNdsLi8Xg0RZaUXQpXkmru7u6yubmJ3+9X7HdxcVFTYSne1Go1XnjhBd797nfTaDQU9xYYIJVKadRdLBYJBAIKjUjV22azYZomMzMzjI+P88wzz2gRpl6vEwwGKRQKhEIhHA4HlUqFRCKhxbJOXFwyjmg0qlFwIBCgWCxy+PBhXWw2NjaIRqO6MI6PjysmLI5JnrU4HIEsGo0GW1tbGq2KScGtWq1q1CjPQ5x8JBLBbreTTCZJJBJA22EsLCzooidwQTwe12tHo1HS6TT5fF4js3Q6jWma+jsBxe33s2vXrrGzs9MVjIyPjyvGKovac889x4svvqhO8+TJk0xPTxMMBoGb2KrH4+kaj7lcTv/b6XTicDiIRCJ4PB4mJiaYn59neXlZi5WLi4scPXqUUqmk1+pkBY2MjCjUJvBLsVhUB5zP57sW4aWlJRqNBn19fbRaLYULG40G29vblEolhoaGyGQyCo2EQiE9ZyAQ0MW2WCyqw02lUng8HnZ2dlhbW2N8fJzDhw/ruwZ46aWXbvvcfyKd8aFDhwiHw5rW32qDg4P8yq/8CtCOlh944AEuX77MhQsX3pFpMTY2htfr5b777ntbZyzneeyxxzT6k9R0eXmZ8fFxHA4Hy8vL1Go1FhcX2draoqenhyNHjpBIJN4SfUuxYW1tDZ/PRzAYVOebzWZZXFwE2kW2UqnE3NycFueg7QDOnDmjzjgWi/HQQw9pNNNsNtVZJBIJjXw8Ho8W7Nxut2K1ArkIttdqtbhw4QLhcJhjx44philUOYkaJFqF9mQV5geg7IB8Pk8sFuuK5AGNQqEdDV27do3p6Wl1TEJVCoVC9PT04HQ61WHXajVGRkbUYVksFoaGhrQAWCgU9B5lERNsMp/P43K5CAQCQDuyX11d1WgY2s5pbGxMC2Kdk9RisZDNZunt7SWTybC1taUOotVqcenSJbLZLH6/XyO8e+65h1arRblcxm6343K5qFarhEIhLBYLqVSKWq2Gw+EgHo8rcwfgn//zf/42o5i3ZIXLy8tMTk5Sr9dZXl5WqKiTGSFj2ul06jtIpVIMDrbr9pJBWa1WhUMERxaz2+3Y7XYGBwd588039dlevXpVC7MCoUjkL8drtZo6/UqlotGu0EblWQmVLpPJKJzVaDTY3d3lxo0bHD58mGQyid/v1zkjOLAwLWw2G7FYDLvdzrVr18jn82SzWbLZrEKOq6urQBuO6syabmc/kc74xIkTAPs641gsxmOPPUYgEMBms6kTGB4eJhAI8Nxzz93WIQ8NDSnOC+2X0DlYb7XR0VEOHz6slXsZZPfccw8//OEPNZJ56aWX9JrHjh0jFArtW2AU7AxQbFEmYCaToV6vk8lkiMfjXLhwgYWFBS2qyQCyWCx84AMf4OWXX8br9SoFD9oDXBxyLpdTrqykmOKo4SZ3Ve5JsGmJrCXilEp4vV5XGEV+n8vl0snq8XjweDxaFNvP3G430WiU+fl5ZmZmyOfzpNNpKpUKs7Oz2O12yuWyFpR6e3u7OMvRaBS4GeFarVay2axO1nQ6zdbWFnATchLIBVDH2Ww22d3dZXl5GWhHq1KNF6xyfn6ehYUFisUi09PT+P1+vX65XGZlZUVZItlslrm5OXU4kh0dO3ZMFxy5J+FTe71e8vm8Rm2Cd8o9/rjWid2Ls/T7/Vy6dEnfdzQaVZaOjJlwOMzq6iqhUAi32633ImOnUqmws7PD9vY2wWCQ9fV1FhYW2NzcVOZQJpPh1VdfJRwOa0QqEavf7ycUClEul/H7/eq8bTYbzWYTv9+vlMlAIIDP52N3d1cXQRn3yWRSazqlUolKpcIrr7zSBa/IuHM4HExOTtLX16eBQ6vVUiZUKpUiFApppN3f34/L5dJndTv7iXTG+Xy+qwDTaZ/4xCd0VZdBKxNiaGiI06dPs7i4qI7c5/Nx5swZTp06xebmZldTxNs5Yomgent7NR0XzFSiEo/HQ19fX5fzj8fjOJ1OZmZmuqJCqTL7/X5NUX/0ox/hdDoZGRnh8OHD9PT0kMlkWFxcVH7m+vo61WqVSCRCNBrF7/czPz+v57XZbIyOjiqFaWVlRaO9WCzGyMiIRuQOh4Nms6lpqeBvoVCI4eFhTNNkZWVFJ7bg4s1mUylwcq5Wq0WpVNKikMAOUqQTRyU2OjrKkSNH9LtC/3K73WxtbTE6OqqRunxGnp/T6aTZbOqYKBQKbG1t6YQXNsTKyopOSKnuC/lfIKbOQlClUlHstL+/XyM0m82Gz+ejt7eXdDqtabHFYqGvr0+drhT8AoEA4+PjDA0NcenSJcLhsI4fyRyE+yt0NqfTyeTkJNlslq2tLY3atra2+O53uxQM3tFcLhdjY2NaUJRINhwO8+STT/KFL3yB6elphRvEpEgqMIvcrxTxxBlL5lEqlVheXqZSqWC327sW3Uwmw/r6Ol6vl3e961367iuVSpcjloW2VCppU0Zn8Q5QGEVoZ+l0GpfLxfT0NBcvXmRra0vHgM/nIxKJEI/HqVQqnD59mkgkQqvVYn19HYfDQTKZZHV1tYtyJ8wXYaFUq1Wlvt3OfiKd8fnz52/7NymKyGQqFoskEgmq1SoulwuLxcLo6Kg640KhoFjsxMQE0B4gzz//vEYl+1k+n9cigUysRqOhkdbg4CDFYpFGo6E46+XLlxkdHSUYDBIIBBgbG2Ntba0rahFHLAPC5/Np0cPlcnHy5EmNqm02G6dOnQLajtRut5NIJBgZGSGTySiLQnjXQrkTKxaLRCIRrFarFuIk3ZOCkTwj6YqCm1GNXMPpdFIoFJRr63a7cblc6kTm5uaoVCoapcrvffDBB7nrrrsAOHz4MKlUilQqxfz8PIlEgmg0yurqKn6/n6effprPfvazSs8Srq/gjlL5t1gspNNpZVrU63X6+/u5evWqMgakGDo6Oqrn8Pl8lEolDMNQhzU0NMTS0pLSmmRxarVa2p0mERu0C3tHjx4lEomQSCSUKywYbSqVYm5uTiPuzqYUyUp++MMf4nQ6+cAHPqBja2lpia2tLS5cuNDlGO/UPvnJT2rU3gn3eDwerl+/zmc+8xlt2kkkEkQiEYaGhshms7rgdnaDiiP1eDxcu3ZNz/naa68RiUTo6elRGODFF1/U55ZOp7l+/Tp2u53JyUm9v9XVVaVhOp1O4vG4RsedkW2hUOjqFnW5XF38dZkX4XC4Cwufm5sD0DHicDhIJBKUy2UuXrxIMpmkXC4rnJZKpbDZbITD4a5Fp9FoaLCxn/1EOuO3M2nFlIq3dIRJB5ysnp324osvcvr0abxer7bfit3OIQtVrJNrmk6nlSokkIXP52Nubo5QKMQv//Iva+QgXVJzc3Osra2xtramE00GYC6X4+LFi0QiEU6fPq1O52Mf+xiJRIJMJqNE9uXlZR2YJ06c4PLly9x7772abknzSedgkjTZ4XDQ29urzjyfzzMxMYHL5SKXy+FwOFhbW8Pj8WhBUir70vYszkygEmnWkN8hUaIsNMvLy12MDq/Xq+9sfHycBx54gDfeeAO32821a9eYnJxkcXFRaUcCt1gsFqUqQdvJSOoprbVXr17l+vXrQNuRShQr+HG9XtdWauFvCz/86NGjGuUtLi5qF5ssLFNTU3g8HiqVCv39/QwPD3d1oCWTyS42zZUrV7ow1itXrmhtQtLxYrHIuXPndLGTiLizYafTPvjBD3Lu3Lku6mWnRSIRTfdLpRLf+9739Jrvec979NrQDmauXLlCo9Fgc3NTC43Cvd7e3iYSieB2u5V7fO3atS7YTeiNEn1Kl2OlUmF5eZlUKqWFP3lOxWKRXC6nsFZnhC7jRiihjUZD29Pdbjdnz54lk8nQ19dHb28vfX19TExM8Md//MdAmy0SDAYZGhpSWiS0mSsWi4VQKMTIyIjWDcQBBwIB7VKV9ydjdD87cMa3sWazqf31zWaTsbExenp6WFlZYWZmhmKxyPe//32gHfl99atf5Wd/9meBdjVaUkGfz4ff738LziwUIEmtyuWyRhAOhwPDMOjv71dmAaDOSxzxkSNH2NjY0BRZ2qylM0paRiuVCufPn+dnfuZnsFgsioPLdeGmkxM8T6Jp4Veurq5isViU5yn3JXiZDG7hXArkIXiePCfJIoR8Lx1MsVhMB6zFYlGussAY0HaUxWJR27dl0YtEItoaW61Wede73kUmk6G/v59kMqnMAYn+q9Wqaki4XC4GBwfZ3NxUulWtVtNzS9S2tbVFPB7n0UcfBVD6VqFQ0Ofpdrvfoh0iE7IzK4Cb3Xrb29tMTEwwMDBAs9nk7Nmzyn0VjDeVSmlxVN6PFBQjkYhixoFAgL6+PpLJpOqYtFotFhYWNHXfz1KpFIcPH76tM37hhRf42Mc+ptcIhUJa5L377rsJBAKMjo6yurrK8vIyL7/8Mj/4wQ84ceIEpVJJC7obGxvk83m9j0AgQKVSobe3F6/Xqw5ZuLuyeMii3FkQt1gszM7OEgqF8Hq92uQkdMD9uv1qtRqHDh0C2guoLHper5eVlRX6+voYHx/XRqR/+S//JVeuXOHs2bNUq1WuXbumC5LAVAKNicNttVr6PiRDkA7SzgV8PztwxvtYZxTWbDY1TdrZ2dHPSOQqFo/Heeqpp5RQLhaNRjUaEvaDDDZoT7hkMqmdbhJZh8NhjXQ7q8WdoiXCA4Y2uyGbzTIzM0MoFNICRSdGKo0Znd+5dOkSsViMTCajuKnwVgUrlyJX52+yWCxdojOd7cV9fX36O1utFna7nXQ6rQuN6E1UKpWuSvPu7q6KDPX29qpjbjab2h0ldLobN24o91UmvM/n08q96AoIs0Ciu2KxyNbWljJKRB9CRHparRa9vb0KWdhsNs6ePas4eaPR6KJQXb9+Xd9npVJhc3NTqW3CxxZmiXxfbH5+nqGhISqVCvF4vIsS1mw230KHkwKRsG+EliWLtWQoQ0NDLCwscPny5TuCJXZ2dlSoZz+HfeHCBR588EFisRi1Wo2JiQkNPES0qKenh6mpKc3EpNDYuWB3an9IDaBSqWhx1ul0atExnU5z/vz5297/+fPn8Xq9vO9979MGk86Fv1M8yDRN7Z7rvBdoz/WPfOQjFItFnE4n09PTOk4rlQqTk5OcP39eu1NfeOEF+vr6eM973sPp06eV9gh0BUrSlCMMqFwux/z8vAZw+5n1ySeffMeX9f8X+/Vf//Un3+kzd4ur/R4AACAASURBVN99NxMTE+pQE4kE6+vrWvTa2dlRIr6k5Z1mmiZer5dwOMzc3BxnzpwhGo0yODjI5cuX9e+Tk5PkcjkymQw7OzssLS1x7Ngx/H4/kUhEaU1SZIB2lL2zs4PT6dRilOhIzM/Pa1uu1Wpld3cXv9+v+Kbf71c6VbPZ5OLFiyQSCa5fv66TWVgdkmIJHS2VSpHJZLQoEggEtA10bW1NU3PDMPD7/YqbSuSbTqc1KhZ2hmgDpNNpxeQBrYbX63Ut0onzzuVylEolkskkmUyGfD6vWg5Cune5XNTrdZ1w5XIZwzC0MCZMl0qlgtPp1ChUeL4CnwgE8v3vf59r166pCtrVq1f1GaZSKarVqkb08julRVcKwfJdiVR3dna0kCnRvEAi4th3dnYol8ssLi7q7xXHZ7Va9bpSyxDmi8/nU8jrxRdffMcWXDFZOMWZddrDDz+sUIngpgLJlctlfD4fHo8Hr9dLb28vOzs7VKtVUqmULvB2u10bJLa2ttjc3FR6oSy6oVCIu+66i2QyycbGBpubm297/ysrKzSbTY4fP66dqcIZzuVyqgsirBlRU5PAQRZLp9PJqVOnmJycxOv1Kodc5suxY8eIx+OcPHmSQqGAy+ViZGQEl8uFaZr4fD7K5bJ2KEo94LXXXmNxcZErV66QTqe5fPmy/J74k08++eVbf89BZHyLJZNJcrkc4XD4LVxLwa7EURw9epShoSFefPFF/Wyr1eLUqVP8i3/xL9SxFAoFlpeXGRgYIJ1OMz09jcfj0QhcuJPpdFo5qJLuSjVein333XefTnpJpWdnZ7lw4YIOLGlP3dzc7GqB7owyJRodGBhQ3qfVauXQoUPKea1Wq1itVjY2Nshms7ooiIKX3LdgsKVSSaNqKYBKeihRr7QWS4SYz+ex2+1adBEdBYlAnU6nRoGlUolr167RbDbp6elR5ofFYuHQoUPq/DoLW/IMl5eXCYfD+huklRXQ9F8ckSwChUKBsbGxt9QI5ufnNeOR6wnM0Gg0CAQCHD9+XJ9DNpvl+vXrbG5uasODLB4i8pNMJnG73WQyGcWKhZEimLR0dNntdo1i6/W6jgN5pyJ21Nlc8XYm8IRka2Jzc3M8/PDDWiyTzLBTo6K3t1fb0QWWAvjOd77DjRs3iMfjZLNZ7r77bo3ipUnn6tWr+Hw+TfkNw2BsbIyxsTG++MUvvuP9OxwOtra2uHjxomZrMq5kYcvlcl0wimRjgC6+FotFIYt0Oq2MDzmPy+Xi0UcfpdFoaOYlny2Xy2QyGW0/7+3t1b/JNebn599RJAgOnHGXSbFDVvVQKEShUMDtdnelNYJJyWr/2c9+llQqxeXLl4G2YEpnhfz69ev4/X4ee6y9A5WkzaKMFolElInRarU4e/YspVKJ1dVVHn/8cRwOB8ViUdsvRf9X7jkUCvHBD36Qb3/728BNMSBoc6mPHTvWRQVyOp1MTU3pANnY2NDzPPXUUzz44IMa6UnRaWhoSIubV65cYWJiQot7ndoZhUKB7e1tQqGQqmwBiocHg0FyuZxOFCnESMVZ2rgrlYpGxdlsVlP9aDRKNptVbLdTiU06oIT1AGhFXD4jsIXANzKJDh8+3FX1F66sFK7kN0iWEYvFgHbmJJPb4/EQDocZGhpicnJSF+K1tTU2Nze7CofCypAMIxAI6POQ4qqYKLuJE0ylUrqQC+Yu483j8VCr1d6R03qr7YcXX7p0iZGRESYnJ7FYLBw+fJj19XUtgkmxVRgf8szEIcvCsrKyQi6XY2ZmRusRqVSKI0eOEA6HmZiYUJhGuic/9KEP8fWvv732lyxC8XicUCjElStXyOfzjI+Pa/OFjPFOvZDOtniHw4Hb7SaRSKjIFbQxYKFFdrKVZCx0NgIJnCVz0u/3d3XE3okjhgNnDMCZM2d46KGH+Ou//muGhob0hWSzWcV7xalIv/va2houl4vR0VEt9AnV6cqVKyQSiS5WQzgc1nNIUUyKOFLkAfje975HKpXStt0XXniBM2fOaFQrcIE0Ksgk9Pv9nD59mhdeeEFFeKC9GKyurjI6OqpRb7VaVdbAK6/c3CdABt13vvOdrueTy+VU96FUKrG7u8u1a9dU+Mfv95PL5ejt7VWnI1Gn3IekuNCOsGSw9vb26vMWYaByuUwoFOoSYKnX6xw6dIiZmRnm5+fZ2trS5xsIBDh06BDNZlOfW2fbbjweVzjj1qaETsU0EfaxWCzKG7XZbJw8eVLPBW1KnYiIy+8HtF0Y2gVOv9/P6uqqNrSUSiVtXBAnJgVRMcHs5bmLxrVYZ9re09NDuVxWByFt8YJX/rgWjUa7CmxC8fzWt77FT/3UT6lexPr6ukIjshAkk0ktsO3s7FCr1boWFCkoT09Pk0gkuiCieDyusNXa2pri9O9kogsiC7vg8wsLC+TzeXX0neymZrOJ3W5X2mo4HMbn8zE7O8u3v/1tjfLl/CMjI8pgkchbOjdTqRSLi4vs7u4yOjoKoCJOEjD8OHbgjIFPfepTVCoVFc0BtEgiKb3QusrlsqaGtyqDCZ62ubnJ5z73OSwWCx/5yEe0Yt/ZqiuV8s6CWuek8/v9lMtlRkZGWF9fZ3JyUldYUVkTCKJer2Oz2bh69SpLS0tdbdIej4fNzU1SqRTZbJZYLMapU6eUodC56r+dyb1J2/D09LQ6lOvXr2sBcmpqioWFha7nIhiuaC+IgprgwNK2LZ1PUvAwTVOlDzvZDaK9MDw8jM1mU4cmGLc4wk6RFuFsy99FNwLa6bg4FWmxjcVi7O7uakFGfvuZM2ew2+1sb29r91tnm+7i4qJGivF4nBs3bigUMzg4SF9fH6ZpKlUwFovhcDgYHR3t6kA8e/YswWCQ3t5e/H6/1gHkffX09CjOLWm2aCeICPutJpnZwsJCFzPhVhGe/ZqVnn/+edLpNN/97ncVMpPzCRx36dIl4vH4vt2h4XBYub+SeQnklEql6O3tZWtri3K5zDe+8Q1effXVtx2Pvb29DA4O4nA4iEaj+Hw+zRakXpDJZDQS7tSgSCaTmj0ODw8r7CeLpN1uJxKJaIZVq7XF6ufn5wmFQrqICL6cy+W4fPmywnQf+tCHCAQC9Pb2/liL4k+8Mz5z5oxKOTYabYHonp6eru1gJJoCFHfsXNllEuTzea5du9Y10J966ine85736ACUCScSgMKHFGcnlWGbzUYkEqHRaOD3+/F6vfT09Ki8p0xKwROlm+5Wk0hJ0tC1tTUWFxeZmprqGigjIyMqGL6fvfnmmwwPDyslTwpd+Xwer9erNC9pFe0UJZqfn1fNANGdlX9LhVsgm2q1qh12gOoKdxaWKpWKZgSCZ8r3crkcdrtdHag8a8G0RYlN2BFC1Beub2cjiKjfASpiI9vpDA4O8vLLLyveLPxlh8PBs88+ywMPPKA1BuF3i4B+J7c8lUrpbh1wc3E8cuRIV5ONODKXy6UQjND7JGLL5XK8/PLLxONxdagOh4Oenh4eeeQRIpEIzWaTyclJ/vAP/1Ax2VgsxpkzZ5RxIs9zd3dXn9vy8rJGzBsbG8pkkfG7u7urGO6tNjo6SigUwu/3a8cgtNv+i8UiGxsb2rwkhAJhnwiMdCt+PDk5qeeRCDcYDBKPx1XiFVD4ozNAKRQKGrU7HA5lUHQ2awh8KJFwuVwmEonogt1qtYjH4yoXKo7Y6/WysLCgmZ34CGhr4gSDQaW+3Wo/8c74hRde4IUXXuCxxx6jXC4zPDysXMTOKr+YFLU6H3Kj0eCpp5667TVeeuklMpkM09PTimeJ2Le0bHZeR6IsmbjBYJBIJKLKZJIGyQIC7cH5oQ99iN/7vd/runYwGHwLHri7u8va2ppurTM1NaWFlMHBQYLBIF/72tfe4pgTiQSnT5/WSLRzzzMp3ElhRyaRUJyElidYayeeJwNZnKXs8tBZcNvd3WV3d1evKdGcwB+C80sELoLpnRQncVgCZwD62zt1n6UIE41G1WkLTirRUudCls1mVZnO7XaTTqdVjlLsiSeeIJvNqpOsVqtd2UYmk9GGGPlMq9VSDFhEijrlJyVqrtVqlEolnn766a6oVBzxqVOnNIuShXNubo5Lly5RqVT4+Mc/rhmbaGd0MlMqlQqjo6PY7XY2NjaYm5ujv7+fvr4+pX7u7u52UT8776Ez+5PCsmhhC4vi1ggyl8tx7NgxgC6xJWirw01OTmorM3RnboVCQfH1733ve10bGEjHKLQX4nq9rvolwphaXFzkvvvuU5nNSqXS9VxtNhtbW1taoLbZbAwODhKLxVhaWmJjY0OVHju/1zlf97OfeGcs9txzz2matrq6itPpZHl5WaX9pDvMNE2q1aoK8Wxvb79lsOxni4uLuir29/cDKN7ldru5ceOGOmTp3pKKvpg4PXFYgEaRxWLxLewPiaT3MynIib6ETFa3201/fz+/9Eu/xJe/3M2+uXz5Mu99701p63Q6TU9PDwMDA+RyOdLptAqyAyomND09zaVLl6jVaqyvr6uwkBQEO8V6ZPsjacuWdFLaiSVCESqTFE46NQ46J7YsCNCeRL29vRrhSQVetEFWVlaoVCoqRrSyssKbb76pDJRQKKQRarFY5MaNG7qhq8vlUnL/xMTEWxgYhUKB3d1dHU/Qxi/l/Xg8HjKZDLu7u12OQ2CHzc1NnfziUCUt393d5fnnn++a+B/96Ed57bXXsFqtBAIBxUGlTjE9Pa3PVoqaUpCS7kCAGzduaKY2MjLCJz7xCc1SisUilUqFV199lcuXL+tvke/KQigLDbR52YJpHz58WM8ViUS6NIrhpu6GtNjLWJqZmVF8XMzlcqk4/dTUFPPz81y9elXvQTSipfhus9m047FWq3Hu3Dmy2SzJZJLBwUHd8OF973sfi4uLXLx4kVQqxZkzZ4jFYtqUIueXzrtCocDq6uq+UE0mk3lbjfQDZ7xnrVaLN998U7G7VCrVlerKtirlcpl4PM5f/MVfAG+VGrzduWu1Gt///vd517vepbv+SuQjTli4xZK6S5U/EAjoxOsUy5FUX5yQaZpduPftqEGPPfYY09PTummnXNvlcik23bnfXqcJFBIMBvF6vZq6F4tFYrEYW1tb6rwEpgiFQjz88MMaOXVG1BLBSKQqamO7u7uqQywRM9xUppP0WDDeoaEhxQRlkgrsIdGjwAWy08jg4KCeV+4bUOH7zs1Bp6amyOfzemxxcbGLtfLKK69odH+rI+7t7VUhJ6EY+nw+rl27ht1ux+12axottDa3261pbqvV0m7MUqmkkZ0UiETcHdpc9I997GMq5t+pgSLPSzi2PT09+hxbrZZu0ilRsmRlwnV3uVyKl1+/fp1SqcTCwkIXdUvqIvV6XQt5Ozs7BINBBgYGyGQy2lo+MDCgc8xut3cVMyUj8ng8zMzMMDExQSqV0s11JZKNRqPaZCHYutx7p0nNoVOoyDAMbLb21lSGYfD1r3+dVqvFsWPHlC106dIlIpGIbigqeimVSkUDMmGByPuQz/64duCMbzGhhwn47nQ6MQyDVCpFPB7HMAz+6q/+Sp1UZ+R1J5ZKpbQY2Ck5KWmhdENJ55JhGJqGSgQp6Z2kxKlUSh3RO9kTTzzBgw8+qKI+soOBbDYpGOpdd93F6dOngbazP3/+PKdPn9a0rLMdGdBtj4SOJu2fnSyEgYEBrl69qnxT2Q1EuvmkIBKNRhVflQ45eUbS8j0zM9MVicn9X716VbV7O5X5pGAG7Q7BkZERraifO3eOeDzeVawTxwdtKEP2JhR+7MLCAsPDw9rtWK1WdasqKUAC/PzP/zx+v5/R0VGltblcLuWmSwrfWaAcHx/X7rt4PK4bbQo0JvRLuJkGT01NMTk5yfDwsDZSyLPP5/OKBYsehMfj0YVIut5SqZTycqVVWVQAJYMQTWJoQ3xSYAU4ffo0jUZDG3I6bWxsDEC7DaHtIOU9OZ1OPB4PTz75JP/hP/wHheKGhoZ0uyWRpJWNCuT3JBIJRkdHmZ6e1uajc+fOsba2hsPh0HEMNxdo2WWm0WiolKlEuW+++SYTExOqQicR8Re/+EXq9Trvf//7daPW1157Td/Z6OjobfHgO7EDZ7yPiUP+9Kc/TblcZn5+Xgfq+vo6wWBQ1dCWl5f33WLpdiZpmYindMp1Cv82lUopVQZuDjiJBMRRV6tVVldXSaVS7O7u6rk7nUGn/dqv/RozMzPs7u527SYsaTrwlkhYtAje9773qWi9SFpKK7KIupimqS2twigQE/UyUTYTYXHBbyORiDpP6TJzOp34/X5OnDihaanNZuPee+/tkhuVAo9AJcJLlohQaHStVqvr/mXyxeNxFdIR/FaEwUUsX3ZDWV1dpVqtsrGxQaVSYXx8nGazqQJJhUJBdzyRnY3lvQgcIGpsAptI95p8xuPxMDQ0RCAQ0IVNYJLO9udEIkGxWNQxJHi8PEeJZgXHh7YDdDqdKp4uv39gYIBAIKC71HQuDhaLRZt7Ovc3tNvtZDIZgsEgExMTOqY76Xmy4EtmIHCStBc3Gg0mJia0YcnpdHL//ffzne98R7HakydP4vP5cLvduvtJuVzWDLDRaCsavvLKKxw7dqxLPKlWq/HMM8/w8MMP68IklMJsNqvc9FvZG/l8nsHBQRqNBvV6Xambogwo5xaO8u/+7u/y0Y9+lPPnz99WkOmd7MAZv41961vf0gkqJi3RTzzxBMePHyefz7/FGYswjTSBdNrS0hKxWAy/368DWOhacn7RcpDJ+/LLLyvmmMlkGB8f106mVCrF+fPntdglNB9hGch5H3/8caWfyQ7DQNfOBDKJO7vRRHnM7/frzhalUolSqYRpmto2LR15kr6Vy2UWFhY0+hQhlWQyyeTkpBZGRNUqGo1qVVqoa3a7XR1AT08PsVhMnXC5XGZnZ4enn36aQqHAI488oguMFD5lMZAuQNH6hZubtgr2Kliw8KTdbjfFYpGRkRF9jrL4CAwibAgxv9/PqVOniEajzM7OKhzl9/u7dvSIRqP09/d3ZRlCoZSWcp/Ppw5Uonrh1cp7EqoioHvhNZtNHTvQxqUFcpEFUhptOiU9DcNgYGBAtZ2l2CTdpjI2HY6be/bdfffdHDlyRGlgEgBIAVrOL3UN2c5KoL16vc6lS5dYWVlhbm6OyclJ3WPw9OnTnDt3TvU1fvVXfxW73c76+jo2m41HHnmEP/uzP9NrSndmZ5DRafKehFcvQcTKyoruVN5plUqFGzduaBu7yBYcOnSI1dVVDR5kt2iAP//zfbcEvWO7I2dsGMY/A34ZMIA/ME3z/zQMoxf4Y2AUWAV+dm/XaAfwJeA00AL+mWma/3XvPD8P/G+ACWwDnzRNc8cwDCfwH4FTQAr4OdM0V/e+84vA/753K79hmuYf7h0fA54FeoGLwC+YpnnneEGHnTlzBmhPlOeee06Pi2i1OLRDhw7R19fHsWPHOH78OHB7beRoNLrvTtHz8/O85z3v0Y47aA/y9fV1jdTK5TK1Wq1L9+KHP/wh/f392lgguhiSromDB7j//vuVS1ur1RgbG1MMrFqt6uCRydm5a4cIESWTSVWkkuIP3BRPlwkZi8VUZEcWlc6opVgs4na7NWqUbikpZOVyOY0SAf1bNpvVCSLYpUR5onPx/PPPUygUqFar/Jf/8l84fvy4dsHBTZqYUONu3LihYkmipgeoghug+LdQpQBNozsjIri59ZLcu2zrLjistDl3jgl5JiJGJIuELB7NZlPbdEVprZPa19nyLBxj2VW7XC6TzWa7dkPpfB4CaQjm2anlK5mOz+cjEAioSp/UJYR722w2VRZTqJqi2NfT08OPfvQjxsbG9J11tt5Du5A5OztLo9Hg0qVLBAIBotGoStTeSvHr6enB5/Nx9uxZfuqnfkqj73vvvZcPfvCDvPbaa/zmb7b3Pn700UcJh8OUy2XtgBTRn0gkojKqIi0rC21nIU4sm83ya7/2ayoja7FYOHnypG5YIBz3++67j+npaf7kT/6Ev6u9ozM2DGOGtiO+F6gB3zIM46/3jr1gmua/MwzjXwH/CviVveOYpnm3YRiHgW8ahnEPYAGeAqb3HPDvAP8z8CTwT4C0aZoThmF8HPht4Of2HP6/oe3YTeBVwzD+0jTN9N5nfs80zWcNw/j9vXP8+x/3AczOznL06FHC4fC+LaTSOXTy5Enddl1UyZ5//vl9zymc19nZWba2tnRlhbYDFKGU/v5+yuUyly9f1l1tpRGgc4Wv1WpMTU1RLBZxuVw62RcWFqjVapw8eZL+/n7dWSAUCjE0NKSbfB4/flyLCxJZyuAT5wPtiVssFpUzKhsqynZJkmKKIxYcXZxpNptVGpvstCvXE03j7e1tjebEEcs1jx49itfrVWz03nvvxWKx6JZREl2K3Kjf71dx+d7eXo2SJOKWoiSgUIoIJEG7bV3gAWmHFuEdYQpkMhlGRkZIJpPactvpYEWdrdls6r6Dvb29uvh0wjWCectuz53caSmgCX4s/OFWq6Vdnx6PR6EecSACdQWDwa4xI0VjKfh23mcymVSB+v7+fsX5RRdainC5XE4x7s4mJ2kyksVEILLt7W0ymYzujhGNRrUbUvjKnRKis7OzOobkvabTaV0oT5w4QTqdJhKJEIlEtF05HA4rI2l4eJhf/dVf1ShcggvRDmm12psIjIyMEIlE+MQnPsHv//7vAzf37NvPZPOICxcu8O53v1v59dlsliNHjugCk8/nmZub29cZOxwO7r33XhYWFval/d1qdxIZHwfOm6ZZAjAM4yzwUeDDwEN7n/lD4L/SdsbTwAsApmneMAwjQ9uZvkY7svYahpECegBBuz9M2ykD/Cnwfxvt5fYx4DnTNHf3rv0c8H7DMJ4FHgE+0XH9J/lbOGMRUd9vs1GJPkTNqXPbmc7oT5yHpMBSZR8YGKC/v5/t7e2urW6EmpRKpVhdXVUFuEKhoApQ8jmLxcLIyIgO2qmpKRUDcrlcPPjggzz22GOMjo527QAB7S3XpcAiBPb19XWsVqumWRLpyiSHmzQdqW4vLS11YWUCH4hTFVUqKcjk83mSyaRuSyS2vb1NLpfj29/+NolEgieeeELhAEBxTMF1xYn19PQwPz+vGiGSRh87doxAIKCR9+uvv87Ozo46Nrn/iYkJLYr29PTwjW98A4vFwvXr1xkfH9ddO4rFIslkUp9LLpfD5XLpc11ZWSGbzSp7QbBp0ZroVMUTRyCdgJ2FTI/Hw9raGm+++aY2GciikUwmdSNNgZqk6Cu4qli5XO7a7VsgENmlRKLadDqtqnD5fJ6LFy9qxf/kyZNMTEzw6quvMjs7q7BQLpfT8ws8IQu6aDlfuXKlK2r3eDwqnBOJRCgUCloXEKils9idTqcpFosKmcj4k89Io4zQ1Tr1WITXLhmMQFD5fJ6trS2CwSCHDx9mcXGRRqOhYlSddqeFdyloSpayu7ur95pOp7skBTpN2qbvtC36TpzxFeA3DcMIA2XgceAVIGqaZhzANM34XhQM8EPgw3sOc4g29DBkmuYFwzA+C7wOFIGrwOf2vjMAbOydq2EYRhYIdx7fs829Y2EgY5pm45bjfyv7yle+ctu/yeDsTLXC4TBLS0vYbG1RdME6xRlfvnxZubvS+ttp8/PzKh4PKLOhWCzqMWhPrv7+fgqFgjqqbDbL1NSUFvtE+3hkZASLxaJ0qZGREcrlsk5s0WAQLFB2LJAIViIe2ZVCikcS3YkcolggENBCjjybzr3GOndakCiq0/L5PC+99BJnzpxRUr5Q2aDt+CKRCJVKRSNi2d5JqFYi8tLT00OxWMTj8ajMqHCCZ2dntV0Z2kyKj3/846RSKa5evUqpVGJ6eppiscjm5qY62M7tgQSnlfcrab9kISJbKWpqcq3O3UdkbzZoR28S3UM7OhVxJHFYwqAR+Egiv5GREQzD4PXXX8fj8egW9bJnn1xXdq0GtLFIpE07qVfLy8tdu0lLNOz3+1XvWTB0WYT3M+GMSyYE7UVEsoiRkRGNwEXJTvQn5HlmMhnVEJEuz2AwqPsjikPvzDakKUayUbfbzcDAQFcTSyqV4sUXX9z3vvez2dlZzTo7f0s2m2VjY0PHdjwep1qtkslkOHTokMp2iklXKdx+x59Oe0dnbJrmjwzD+G3gOaBA29m+nQzRV2lH068Aa8BLQMMwDDvwWeAEsAx8Efg88Bu0I+a3XPpvcfwtZhjGZ4DPABpV/Th27Ngx+vv7VYUsHA5jmqbyVKHN8+ykUQF84xvfYGZmRiPfTrt8+bLuYycTweFwMDMzoxGMFMkk6k4kEoonbm1t0Wq1WFpa4siRI7rbhFB0ABUzyufz2qefzWYVE5QinTQq2Gw2lZWUSKNWq2GaJlarVbuhlpeXqdfrXXoNYjLgnE6nQjkSFVQqFQ4fPkwul2NkZETbqefn5xkZGdHGDeluEsxbGlrk/ck2S50YaqvV0qi3Xq8rHVF0CUT7VyiFPp9PVfegHcHItkDy3GdnZ7ukFCcnJ5mcnGR5eZmVlRUtWgrtTFqXJXqSxU5YL5LSCz2xk+kgDS6AYqydWGsn1CJ7uE1NTeniIZGnQAyZTIatrS1tlAmFQiqk1Km0BjdFoNxut2Y1zWaTra0tVR+T3yAFRrfbrdHgwMDNGEgadjqxerlOKpXSvQ1lzDmdTqxWKydOnNBdy6UGI+Orr68Pl8ulOzo7nU4uX77M+Ph4l1iRjPlOcXkperpcLjY2NnQ7KDFpub6VeXT58uW3OGQJFgDNiGWhikajeDyet0Tf9957L5FIpIuq2FmTutXuqIBnmubTwNMAhmH8Fu1INGEYRmwvKo4BN/Y+2wD+V/muYRgv0Y6C5/b+vrR3/E9o48zsnW8I2DQMwwYEgN294w913MogbThkBwgahmHbu94g7YLgfvf+ZeDLAFardV+HfTubmZnhiSee6Ir4RIBdigirq6vk8/l9hVnejvwt+AvykAAAIABJREFUqVxnJCzRU6VSYXt7G6vVqrSmZrPJjRs3NEVeXFzUFOmee+5RdoTgnKIHIRtziiB9p9RltVrVgSXpvsg1VioVZPunQ4cOKfNAOtKWl5c5cuSIOphkMqnt4/fffz8A73//+xXr29jY4POf/zxf+MIXFDawWNr7z125cgW/38/Y2JimuRKpdaqrdS54ogUM7Unv8XiYmpqiVCqxuLio2LvL5WJtbU0zCpm48kzlv2u1mnaAtVotLl26hM/nY3x8XB1lLBbTxg6hH0phsVarsbKy0pWSCnukM4KC7iJcp0IY3OTBikiU3J90CKZSKe0U7YQspEjVarVIJBK0Wi1eeeUV1tfXtelCMpTOCE0Wz5MnT2p32uuvv47X61VOcigU0l1dvF6v/h5RjHvf+97H8vIygUCA9fV1hWSktVp2uxA6oxSGH3zwQR17rVaLc+fOqTOWlmShIFqtVoUyIpGIZnvynAUb7nz20hwk47PTEf+jf/SPOHXqFH/5l3+5Lw1UmFDSXDU2NsYbb7wBtAMj6TyVawEKC4nNzMzoDjSy/dInP/lJ/uiP/ugt14M7Z1Mc3sN/h4GfAe4HxoBfBP7d3v9/fe+zHsAwTbNoGMajQMM0zXnDMPqBacMwIqZpJoFHgR/tXeIv985xDvgY8DemaZqGYXwb+C3DMCT8+mng83t/+87eZ5/tvP7b2TulCbeapFaSRieTSZ00Fkt7l+hIJMLx48f51//6X/9Y556ammJ0dFSjFBGRl6q21WrVvvl8Pq8DptFosL19c92JxWJcu3aNU6dO6QBNpVLaiSYTUBSpAC0gSYQitLRkMqkOMBqN6j3BzR2sBROF9sJUKBTI5XKadkq0NzMzwze/+U1V9hLS/9zcXJdmsKTWNpuN3d1djYhFe0GiG+nkE9hCIBdJZeUeO/WeOxkr0GYTDAwMYLPZtKAkDhNu7mMmCxG0MUFJmeVZCN4/OjqqHX2ywWaxWNTNK8Up9vT0EI/HSaVSbG5uaufh+Pi4cno7m4cSiQRut5sXX3yR4eHhrkUol8t1bdAJN3nFsvAKtg03BeFv1ynaqXsiC5IUdd1ut2YK8g5brZaqAMrGvTabjePHjyvu3tmmbLFYdNNbuLn3owQD09PTQJtqdv/991OpVHj22WdJJpM6BiUTEhaHw+FQGE2wbLvdzuzsLEtLS9pIJNFsKBTi+PHjXcwnt9vN/Px8l6jXfiZw0RtvvNFFVc3lcly5ckVFpW7d8UcKz6FQCLfbrTWEThjnVrtTnvGf7WHGdeBzexS2fwf8iWEY/wRYB/7x3mcPA982DKMFbAG/AGCa5rZhGL8OfNcwjDptCOOX9r7zNPCfDMO4Rjsi/vjed3YNw/i3wA/2PvcFKebRLhY+axjGb9AuDj59h7/lxzLBqcRJSbQgqm0Oh4Pz58930dhGRkZ44IEHWFtb46WXXtr3vKdPn1bcs7PPXVKh3t5encwiKiTFrY2NDba2thgfH2dgYECpQkBX4Qba6l+CGQrmJ6lkOp1mfX2dEydO6KCXiS0OKpvN0t/fTyKRwGq1ajpmt9spl8tKcQKURieashsbG5w7d47PfvazGIbB5uamZguhUEi3b5LfLGwM6UbsZBRAOz2MRCJcv369i1i/vb3N9PS0puXyLGQhEqciHFxoO27BSL1eLx6PRzf33NjY6GqFT6fTeDwebc0Wx/Xqq6/i9Xp54IEHKJVK9PT0sLa2xsMPP6wbZUrG1Gg0CAaDutjI2AoEAoyPj2Oz2bhx40ZXgwqgPHeRLq1Wq2SzWY0mBXqT5/TMM88ohn7rPo0An/nMZ7o0RwYHBykWiywtLZHP53XxkVbqra0tXdjn5+e1SCsQkDhfi8XC5cuXdTEUJyYR69jYGP39/YTD4S6GDdC1G83s7Cxnz55laGiIzc1N3VNQ3pnf71eRoXg8rlrhUihzuVyUy2VlEol87a2ZqzR23Ynt1y8ANzOqWxulRLlQFuhUKqWKb29ndwpTvHefYyngzD7HV4FjtznP7wO/v8/xCjed+a1/+yptHPrW48u06Xb/XSwWi+lLBpSNIJGytMvKtutSbQV45JFH+IVf+AW+/vWv7+uMHQ4HFy9e5IknnsBqterkk0hWKGTilCSyFXw0HA7z4IMP6l58cHNg/Omf/ql2gI2NjWmbqZjgsYCu6lKtl98JbQck0EcikdAiF7SjCpEZFMcSjUZ54IEHtHAkGKnb7eapp57SJo9kMqmFr05Lp9NsbGxolXx7e5vBwUEVRspmsxqFFYtFpXGJg97a2lJYRd7DlStXiMViWrEHtCiVTqexWq0MDAyQz+c16jpx4oTuKi3XkO6/eDzO9evXlY3SaDSIxWK6F1sul9MGGmgvqPfee6+OgUKhQCAQUKzT5/MxPDyszA273a5jS6J72WlbNC1kEZL3KrQ32SFE7mN8fFw1uv/oj/6I06dP8/jjjzMyMsKpU6f4nd/5Hd1vUYq8Ak8JDi5jNRwOK3NCuj/D4bCm6UIX7NxPULI9KXILH1ues8itiiOHm2L2n/rUp1hcXFTcOh6PMzk5STabxe/3d0FBxWJRF07JHmXPwEgkot2o0vD0/4V1ijiJjxAluc65eKsddODdxiTak0hTCk6iIiVO6MKFC/p5j8ejAuIAH/7wh/eV1pSodH5+XvHofD5Po9FgaGhINWs76WNSYZZ7kgm9urrKysoK8Xicb33rW7qdvejHdu6I25l+O51OJiYmGP9/2Xv34LbP61p0/UA8SAIgHiQIgiQIiqQomqb1oBw9bMmKqiiyryd1m8lpktMkTW56OtPJnWkenTaZnLSetrd5nUwzk9NparfHyWkm9fFN06SuX1FkR5Zt+SHLNM0wFEVSBEEQBEkQ7ydB/O4f4Nr8QD2duG1i9ZvxSKZAAL/X/vZee621e3ok05uampLjUjmrKo7MB4fOXuTFUmJKUx6es3Q6LUyEYDAoD8yuXbsAQAZUqo5dNFz/8Y9/LCU9ADker9db4y5GaIdLlYOPjY2JYX1dXZ2o0zjxQc1qaAa1dSUSCfFQpmSXs9+A6gOXSqUQDAZx4MABmejBKmJ4eFiOz+PxYNu2baI8BKrNLU6mBiBZZyQSkY3LbrcjEAggGo0iHo/DbrcjFApJNcOMv729XdSUjY2NaGpqwoc//OGa48rn89i5c6fQLnt6epDL5aQRPTs7K9eS99Pu3bulCVoqleS+pIcEs10ySNgsJs5MaTubcBy/xSndgUAAZvPmyCaDwSDPltfrhdVqhdPpxP79+wFsjlFiVr2+vi6sEiYo6XRa4I1rBUGu+vp6NDY21ljOnjhxAmazGSdPnrxsRuC11oULF3DHHXdgbW2t5h5TqZ5b100djElJuhIhOxwOo6OjQ3C8paUlcayiBSRQLbcHBgbgcrnw4x//GIuLizh16hQaGhpw/zUmb4+OjiISieA973kPgM0mAM3jiVerVB6HwyHlNKET1UjdarXW2EMCmyPeiY0yENlsNuG31tfXCxxBFzWv14uenh7xieBYHH5XFcekKqqlpQVerxejo6OyaTU0NIjySw3wL730Ejwej3SZS6US3G634NelUklG+RiNRnGHC4fD8jts0Hm9XslIGRjq6upksnKlUsHMzIyUrj6fTyYTp1IpMQ8nHl8sFuW7rq+vy4Rpwj8s1Zn9018jn8/jzJkzwlAwm80yFbxYLCIQCKCvr0+CMCEwn89XY77EAbAejwfBYBDj4+Po6+vD2NgYRkZGYDAYcPHiRfHeIA+XG2UikRBVHAPL2toaXnvtNbz22mtIpVJiFLRr1y6pvujSl0qlxC9kz549mJ6eRiKREDc78rez2azYUjJj37ZtGxKJhFBCLRaL4PRut1vMlpg1U8AyOzsrzWybzVZjMcDmMFBNejgBhouqUVaUqtc4r2GpVMI999yDJ5544qrP5NGjRwFUaZUTExNyTYAqnPNmTYAeeughfPCDH5TN9Xobwk0ZjA0GA+69917s3LlT3M++8pWv1DQ5KpUKvvjFL+Izn/kMgFqubCqVkpJKtaAcHBzE+fPn8fLLL8uufrVFxdqZM2ewd+9e8W/gTQVAeJOEMcgYcDgc4tZGjIw2lY888ggcDgfS6TR8Pp9wjilhZubKLFvtMJNuxYdtZmZGuMgqzslArCrL2BSjGUtDQwMWFhYkEDOAud1ugWOCwSD6+vpqgjQZD1s74y0tLaJWJP+WWY/FYkFvby8uXLggUxyYtbMUrlQqkkXxPRmo+Ccbgevr6+jr6xOGBDcHim3IqSWcQOtS1QLy4sWLNZl3XV2dYPd8PzaZgOrmSVxb9XVgYDlz5oycx3A4LEHb7/cL/t7f3y9slIWFBaGD0UQJ2KRWHTp0qAYq6ujogM1mE9pYKBSCy+XCxYsXZd6g6osBbPYIrFarGEGRO9zX1yezI0lpY8auimDMZrPIuAn9FAqFGjUsKWsMwMTdOQKNLCHCUSpHnEZLZrMZfX19IvDauki5U1k15XIZzzzzDDo7OwWye7Pr/PnzOHLkyA299qYMxh/5yEdEYknRwN/8zd/ggx/84GWvnZqaElctKvDK5arxuMqxpKMXO8XXWn6/X3yHn332WYyPj2Pv3r3o6+uTMeu8MYHNEThut1voamzgkNbDss3j8YiSrLu7G8ViERcvXgRQfeBCoRB27Ngh+G0ymazp5JvNZkQiETGIoW/D8vKyuMR1dXXJDU8OKv00xsfHYTabJQgzu/P5fOju7q4xI5qenhYON4+Hwg82EKkUfPe73y3n4plnnkEqlZJjn5+fFxiElEBKcelhzA2LxjaEZYjhEq8FNjFPoBqguYlRLUjIhtigyWQSHjb9KPgnA7zH4xEPaHUR51b5sTxOACLqYK+A8mDivMAmB1oVzDBYcZOnQs3n84lCj69XWTNqD+T8+fOYmZkRocPg4KB4P/Bn6vcdHR2VCTKJRAKHDh0SFSnxYjZl6dPMpiTZPQ0NDcKLVivWcrkMq9UqkmgKkdiYbmpqEmk9AGFA8bgIsXDDnJycrEm+CoXCFZV0hULhF7LFJNRjsVjEA+Zq66YKxhRUdHR0iNRUVSk99NBDeOqpp/Dkk0/KhXr++edx/PhxwSuBzYGgZCXQFAgAenp6cPbsWdG2A7Wex8ePH0d/fz+y2azs0CsrKxgdHa3h0oZCIcHcfvSjH6G+vl68fB0Oh2Rl5XIZoVAIc3Nz4hrV0tIi2QTZBfRePXr0qKipCF0wkDJjZhXA7IVNxuXlZWQyGUxNTaG/v18eAABiLwpUM+Vdu3ZJp3n37t04evSoZKjJZFIyIWLOxNlJmxscHMSRI0cwPz9fQ6ubn5/HsWPHcOHCBRFQANWx8mazWXDhbDYLj8cDq9WKhoYG7Ny5U0pjwiMqPnnLLbcInheLxTA6Oipwhsvlws6dO8WDIRQKSSAkDY9wgzqHMJlMSuk/ODiI9fV1acQxEPI6qCXx+Pi4PLTMkLPZrHikPPXUU1haWkJnZye6u7uFjVEul/Hqq6+K2ILm/5ySwY1JFUpwqab1aqWiyrSff/553HPPPYhGoxKcs9ksmpqaEI1GBVrgYNHbb79dslYAktRQNWowGMQWFtgUEKXT6cugQ27ok5OTQpUjfk3PFlXVSDWkWmmy59PQ0CCbucq+eSuX2+3GwMAAOjs7sb6+LsezlXmhrpsqGNfX14vbGrCZhRQKBVgsFrhcLtxzzz3QNA2PPvooMpkMrFYr3vGOd4hFJQMYAxODJ32Go9Eozp49e9XvMDg4iH379qFUqo56CYfD4mHLTIF2jbFYDG+88YZcQFodstOeSCQwMTGBqampGiyMhH1Vvspx6qOjo3C5XPD5fPI5zIJV/wQAouxSvY4JUySTSQwNDaFUqo5SYnBiVkWjHpvNhu7ubvT29sLpdGJ+fl4EKTShITGex0iMmKb39Dig2f/a2hq2bduGqampmu9kNlcnflitVuEjm81mrK2tCd47NDSEyclJCVj0rFAXH97l5WWYTCbB9al+JFtlZmZG8N61tTUJxPS0YJBmRcNMjQo7bng8x/X19dJEI6wQiUTEuAeAMGtGR0fR29uL4eFh+c7qBGzVx8Hj8Ujm3dHRIVOledxUq83MzEjSUCwWceTIEaRSKTFN5z3Z0NAgHHXi7uomDlShn2QyiZGREZHrb72f+Nq6ujq0t7eL+X53dzc+97nP4Wtf+1qNvPjFF1/Eiy++iD/7sz9DU1MTvF4vQqEQDAYD4vG4YMN8z3Q6LZanXq9X7AHm5ubgdrsxPz9/3UDM+3Mrj/hay+124/Dhw1KdcTaj2kC/0rrpgnFfXx/q6+sxOTkp5Q27v16vVxoELJd//dd/HVarFR6PBy6XSxpILLeo7GE5Fg6HL3u4txqSWCwWWK1WfPzjH8ff/u3fys8AyC7PB8TtdouZvcfjQSKREO8B0sheeumlywQtxKQ5uHN1dRV1dXVIpVLio9HY2Iienh7EYjHJ7Pk9VNyMxjvEqh0Oh3TTAYjHrWpSz+OOx+M4cuQItm/fLtl6V1eXjGlnwCLjg6UkIQY6mVH8QYtO0pbo0Mbyv1Qqob29XbJyZnkMgAzK5XK5Zjo3Jeac48fmpt/vF1ySODZxz8HBQfEIYYkcDAZFLaZKrsk2yGQyImZgI4scZfKOGYiNRiPa2trw2muvifVpOByWjXd4eFj4z2QSANVNQ92I1tfX0dHRAavVKvdJNpsVnjWbbQBkg6SjXSaTEQyb8+ssFguSySROnjyJ3t5eLC4u4uWXX8a+ffuQyWQwPj6OoaEhmfnGzaG/vx/xeFyG+gKbG74qO87n8+jp6UF/f/8VVax/8id/gq9//esANhvVpETyWrCJS1MubgKzs7PSe7genAhURUp0CDQajdi2bZs0S0Oh0GVubUajEXv37oXBUB2Ky2qHTVmKXK60bqpgbLVacfjwYSwuLkrWwxKcTlSVSgWvvfaaPJxbL9j4+DgA1IyfWVxcxOLiIgYHBzE3N3fZMMKWlhbxg41EIhLwVCyK5HligRwjRPP2uro6GTlDdzfSiq7EBimXywiHwzAYqt64k5OTYj5eKBSke82OOulGDBAej0fcyniOCAvw4eZNbrFYsGfPHoFFeDzE5Wk2RFexQqGAX/u1XxMGA29YBiw6wJVKJWEm0DuDm18kEoGu64Jb0pOCmyj504VCoaYTTyZDNBpFKpVCX18fKpWqYx0xdFLY1IqgWCzCZDJJZs7qgpvwmTNnsLCwIEbuVqsV27ZtE5MpwlrMcIkl8rxweb1eOXYa7e/Zs0eGeKZSKfT29mJ6erpmkkkwGKwxkKcdK6lmpIHRC4VmV8Rp5+fnYbfbZWQTr4XX68Xs7KzYqhLDjsfjOHPmjDQ/CUFYrVYcP35cpkVzll+lUhEzI96ThKTIolCNhbLZrEzUvtJwz09+8pP4yle+gng8Lt+VFR7ZRtxg1IYzm6o3EoiBKoTIsU3ksJPRVCqV0N3djXw+j2g0KmwgUhpVHr7ZbMb09PQ1pwLdVMHYbDZLwGHmZzabxX2MXg2XLl2SDOKhhx7Cq6++iuHhYdkdAci0W2DTtJvkd6PRKNM+AIijGlANbN///vdhs9kQDofl4aUElhk3aWEUThCrnZubw+rqKu644w4MDg5eUdUTDAYRDAbR0dEBp9OJV16pChjZYKOiyO1247777sPy8jJ+67d+S46NNo40vlFvbJqrrK6uSobHTJ4PMTMydQDpqVOncOLECQmY3GTIIGHmwMChcpq5AZXLZUxNTcFgMIjnACWvfLjW19fh8/lQKpVEwtzR0SHvXS6XxVaxo6MDy8vLMBgMeOyxx+RaqS5v8XgckUgEBw4cEGkzWQFc6XRapNfMvtXx8ECV28vMmwHc4/GIypIPLSsCHhurFmLACwsLCAaD+MhHPiJQRzAYlHuGG5XZbEZTU5MEdmCTO8+NlRS+hYUFKae7u7tF2BGPx4UeyPfI5/OiOlX5uLlcDqOjozh+/Dii0ShmZmYQjUbFf4Judupw1GKxiO7ubqk8x8bGkE6nMTExgZmZGfzjP/7jZfe2uv7oj/4IQ0NDOHHihLi3AZAmHq8RjZyY1OzcuRPz8/M1Sczu3bvR2Nh4mUiLDd9AICDPORv5vb29eM973oMnnniiZh4kky1OM+dGf711UwVjNqGmp6fxz//8zzh69Kh4IDCokRqjQgtTU1Pi9crFyQrNzc245557cPr0aSlngGr33O/3SzbMcjWbzSKVSuHpp5/GwMAAvF4votEoDh48KHQ00pyWl5fh8Xhw5swZechisRiCwSDcbjeOHDkCj8eDV1999YoTR8LhsMAMDAyqtDOTyeDChQvo6urCY489ho6ODsnqIpEI0um03FhWq1UeJIvFAoOharmpaZqcF9WwhR1xZgKcMdbb2yuNJE6CoJItmUwim82K0IM3MLPJn/70pzAYDDKctbm5WbIrVgrsWpORocIHZFTwXKjleaFQkLJWdR6jTJ1iEy4+mJlMRqZ6U/jj9/vFT4E4LiXZqlEPAzCbT1xsKvH7EYbhd9J1HZOTkxgYGBCZLwd7qopMq9UKTdNklBINjti4IutB9RJmY3t2dhYmkwnhcBhjY2PC7SbMc6VGVDQaxcmTJyXoNzc3C7e9XC6L8RGFLBaLRaqHUqk62WZ8fBxf/OIXL3vvq62xsTHYbDbs3LlTICeeO27oVDuWy2W0traiUqng4x//OADgq1/9KoDqZsGql4tMmt7eXqFP0qgIqAb54eFhBAIBnDp1ShrgdCH0er2YmJjA0tLSDc3Fq7uWMOHttr72ta/db7PZ8MADD0DXdQSDQbS2tiKbzYrpS1NTkyjZuG655RYxuiZWyTHk9fX16O7uxvbt2wUPGxgYQEtLi5RuHAnPB2N6ehqZTAYrKyvYtWuXlDdOpxO9vb1SdsfjcZw+fRoLCwv42c9+hng8LiU38UyWQwy4W8uvyclJ9Pb2QtM0jI+PS6MDgEwuyefzWFxcRDgclikQKysrSKfT0pHWdV1ogCzjiVfa7XYRBdDgm8MyOUWX+Pr09HSN4xUneDBbowVlPB4Xmp+u6yK+SKVSWFtbQ1tb22XeBpqmibE76X0LCwt4/fXXUVdXJ/aT5JbTL0DXdfT392PHjh2IRCJIJBLI5/M1XtSEWkqlEpaWlrC2tiZiiLW1NVQqFXR0dIh/CBtIqmVrPp9HPp+XGXRksRA+KhaLIrdmQGltbZVzbDAYsLq6KqyQlZUV9PX1iSeDw+EQE3ZukjxHuq7jJz/5CUKhEBoaGkQUsr6+LiOzBgcHBb9l0mC1WsULJR6PY21t7apz5gCIrzS5/GQg0dvX6XRKgGxpaZEqaHV1FSdPnsTjjz9eY4R1vcXjo+kS+dDkc7MfQU4z8fjW1lbZEH72s5/JgFn1ff1+P1pbW8XfhfchEzhagPJnHFrb2dmJvr4+NDU1we12Y/v27VutMyP333//A9iybqrMOJFI4KGHHpL/Z1NGndRhMBjw27/92zh79qzMy/J4PBgYGJDsw+FwYGZmRrJgeqaazWYEAgEZDUPzbwDyMHFuGgCx0GSASSaTGBsbQ11dHS5evIh0Oo0LFy5gx44d4mrGbNLr9YoZCRWBdAfbutSsmdkVN4ByuSzzwFT/XMIczIyZxVGqzJubwhS73S7Ur1wuJxAERxjxPAFV4YHP5xPjfKCaadJbgdcKgGQ4/I/sCQYsBraGhgYJ6pTYJhIJyWDZGMxmszXZNH0t1ABF3is3DI/Hg+bmZqFl0RkPgDiXuVwuwZRV32C6n/F9otEoQqGQNEBplm+1WhEMBuW1KtWN14WBZ6uSy+12SzMaqPLYOeqIuL4KYTQ1NdVYt3KmG4MoG7Y8bz6fD+fPn7/svrra4hQXeiizcgiFQjUOeEajUe7nL33pSzh37txVp2ZsXZ/4xCfw+uuvIxQKwWg04sUXX8SRI0dQKpXgdDqFdQRUNxxWlBwEwepLne+oLoo/yBbhPUwJN+8DoGpURRUjq2EAAhMBwIEDB646L5PrpgrGW7NGEsBdLhcmJyfhdDrR2dmJ22+/HfX19XjHO96BXC6H2dlZrKyswOfzSaefUyhowB2LxSTQ9ff3y67MCcEs8TnOpqmpCa2trYI1Tk5OCgZHv4ZkMonjx48DgHTn7XY7brvtNrS0tABAjbJM5Tar60oBmmY/AAQeaW5ulqbmjh075HzRi9fpdNYYwnCpQY9NJk5bYLMoEAiIT4RqnMLFQMMmqupVSww1mUzK73CoJ7NzZprqvEHyerdv34729napAhjkyIctlUqSMe/evRuVSkUI+gx8qnUjmQr8T8Vl2WRlRs3Az3uBggegGmQJfeRyOVF1FgoFyfAJX7AJRiqewWDAO97xDmiaBpPJJNJiskRUo3MVXiqVSnjllVdw7NgxmTXHbJesh3A4LOwYu90Ov9+PAwcOIB6PX/Ue27q48fL8pdNpud/y+bx4VBQKBTz44IM4f/78FWdQXml9/vOfFxn85OQkRkZG4PP5MD8/D5fLhUgkIpsn3d04k5CMmFgshmw2e92JzqFQCN/73vdwzz33IJlMCgQ2OTkp90Imk0F9fb2oEcmJBjY1Bl1dXRgZGbmmv8VNFYzV5XQ6cc8990jHHYDIec1mMw4ePIhYLCYZwfz8PN797ncLs6Crq0t4jJTGUqYLVEtnMg74bywlGYx48cgyiMfjWF1dFd+EpqYmGWvPjNNms6GlpaWmQahmATe6hoeHxVOCcs1isSiBnTSpiYkJwSLZpedDGwwGxYOCE6Up2ybv1OVyiZcxu/5utxvj4+Myxbiurk5GnpPtweVyuZBMJsU/F9hsItKsnO/N7xSLxWC329HW1ialKIMBMW2gupGtrKwI57ZSqQjlimo5NvlIRaN6jcGbrBWn0ykVA8UI5XJZAi/7ANzEr7RIv+NGxExcNSRitk5ZvDoSjPBOPp/HxMSfvYMaAAAgAElEQVSEYMQ0bWKGDFSDESe7mEwmSRJYxnOKid1uRzabRX9/P0qlkhj1xONxPProo1e9vzjm6K677pLz6/P5UC6XMT8/L+yPtrY2nD9/XiAGuhaqi2wko9GI3/u935NqU9M03H777WhubpaGfDweF2sCni9VREJmSzgcvqFsn+f27NmzmJiYgM1mw4EDB2oc4nhd6QxnNBqRSqXQ0tIiGz+FTalUqqbxWfNZ1/02b9OVSCQQDAaly0tajyoLJX+TwD6FHoQgeAPxRnnnO9+JN954A7FYTAINy3w+YJRGstu+vr6ObDaLUCgkme/8/LxMslhdXUVTUxP6+vrEflLt3ALV0TT9/f2IxWI3NIWWQYO+tDwWZqfstPO1qvnKVnNsBjZCBC6XC2azWcr0xsZGLC0tAYAwGOhFMDIyIkwTg6FqQj4+Pi4TTnictLykRy+DYSqVEn8OYDMba25ultKd5bDD4YDH45GRS9w4+B2J+zHzpl0k4QiDwYBgMCjnjIswQCqVQmdnp5jjUKpLfJQillAoJIpIBnPVjW+rIIKCA5WqxlKYWTgbvTwf4+PjePHFFwW75zmkEU59fb1AKcwgX375ZczOzsLr9eLuu+/GsWPHYDab8fLLL4ukmuZSNFO/VjDO5XI4efIkXn31Vezfvx9+vx9msxnj4+MIhUIIhUKYnZ2V0h6o+lnMz8/L6CheG17XAwcO4ODBg5K9A9UNddu2bfB6vchmszh16hQymQyi0Sjsdrv4SqtycxpQ3Si9DQDOnTuHQqEgv6NKyWkXQNk8N0lgE4YKh8Noa2tDW1vbVeGKmzYYA9WOcXd3Nzo6OkTRA2x2Y7moLOLMuVgsJnhjsViUTG1paUlgC2Zg6oNLWSonOzODYrD3er2yGRAzzuVymJ6elnE/wGYGxECXSCQwODiIrq4uPPnkk9fkMgJV3DeXy6G9vR2tra1igMPy3mKxiNEPbyz1fNCOkgwDegyrJHe+z/LysmR46qJheblcRnd3twROUt74eWtra8KXZrbNTYNNtObmZpFTs/S22+3I5/PCYtm+fbtUM+Pj45ifnxeIh/Q4TjGJRCJCN2PZTy8KTm+w2WyysdDKkptvOp2WQFupVLB79265j9ioZHWheoLwNaVSSfjmbApzwydmSaaAKnXnueLvqKqxQqEgYhEGZTJNMpkMmpqaYLfbcffdd2NgYECaz3fccYc0n+hEVy5XjfI/9alP4a/+6q+uea+trq7i9OnT8Pl8eOCBB2pUelyhUEga6N3d3SgUCtizZw/i8bjYuqrZMs2omO3TN6SxsRHHjh3DN77xjZpRSqqoJBAICMvoRhY3Di61cUw+/rlz5+D1enHq1CnceeedWFxcrIEfz507B5vNJj2k/wzGV1gvvPCC0F5YzgLVEo5SZ6vVKjJXzh4rl8vCHvD5fFhZWakhs1NpBkCI+Hy4Kd9k4KHloyonptiiUCjghz/8YU2pQ49aYpC8GU0mk3gp/+mf/ullijwudZIHYRKfzyevn5iYqBlzBECEDl6vF62treLTwY2GmRlLWkqdSenipsPshbJUevOSqcH3AjbNa9goobxYpekR743FYggEAjIUlEGbGB+bNDxn4+Pj8nA3NDSIUo64c2dnp0zdILZJC1PS1Vgp8FxNTU2hWCyiv79fpMnAJqcX2MST+V2AquUk6XrcaCqVSs3myPexWCxYXV3F4uKiNDGBKryWSCQQi8UwNjaG+vrqAE9mnFtFE88884z0RZxOJ/L5vEzh4P3N+7VSqY6vmpubq2GX1NXVwWg0IhAIXHd0ERMKvvfWZTQasWPHDpno3dTUhB07dsh0HarlotEovvWtb8Hr9eKpp56C0+nE+9//fhGqqO+nLpWmer3veq3V0tICt9uNWCwmFSBQTaLY/J2bm0OlUsETTzwh9zdQTYA6OjowODj4i83Ae7usrbtypVLB2NiYZC6cdsDMjONouru7MTs7i2AwiD179gCAuHcRq2J3mkGYPGGW0bx5jUYjbDabzOkql8vS1aUBDW+e+vp6DA0NYW1trUYxRgtKHhMNz202G3Rdx6FDhxAMBmWMkPpQM8sIh8MIBoNiRs6uMYMiM6WOjg5pUAComVRBZzCz2YzV1VUZR9XQ0IBIJCKTJlQLRQpYEomE3MzsoFM5xUBJBgUzINKgnE4nTCaTbGB0M+Mmx+NURxyNjY0hl8vh7NmziEQiKJVKcLlcwo391Kc+hWg0CpfLJXJ4LqvViubmZiwsLGB8fBzRaBSxWAzNzc2iDuRnPPnkk3jXu95Vc8+dPXtWJNqLi4sS0AYGBuDz+eQeYWCnvH5paUmamfSOyOVyCIfDotADqkEiEolIoMnlciJKGhoaknmE6iqXy7h48SIGBwelqcjNaG5uTvjSxOVVtz1WG16vF16v900HuIGBAZjNZsRiMYTDYRw4cEDON82dzGYzfD4fBgYGaprDQJUdNDU1Jd+JPhAAMD09fVVM9kYXGSVA9fzxmVWPc35+HlarFd/5zndgNpvFNoEbJK1q1UqxUqlcUU3IdVMF46ampssuFFkLDQ0NIlclAX15eVmM2A8fPlwjuyyXyzVeBQsLC3JzsOQmbWdlZQUOhwNer/cyP1j6INCFDagGvL1798p7M1tyuVz413/9V/T09NQwIWKxGFpbW6Wb3tzcjPb2dvh8PvT19eHhhx+Wz2RQpeUjb3CWpQws7KJvbWIR16QwgmWkOsl4ampKMliV4kZ1msfjEX9YluzqiHt18jPLaFYE9fXVOXROpxPd3d3ygJDHyocAqGainE5NrDASiWB5eVmuw8WLF7G+vo7Pf/7zOHjwoAiBaAheqVQk4OZyORmvRb62urlTNv3www+jpaUF27dvh8vlQltbm4hHeFykAxK35dRtBmMyNtT7lJsTG6rEXHnPBAIBpNNprK6uwmQySdON11hd7HVMT09jeHgY8Xhc7kcmGbyXSBdjlQBsmu739vZe17t769q+fbtUTCMjIzCZTPIskdlD69SBgQGZ7nw1h7XR0VGhmW71ivh5lsFgwIEDB2C326XpyCY8JfMAJNsvFAr40Y9+hE9+8pNCJ1Qbq2p/4K0YSPq2WFc7Ed/85jdx3333SdOipaVFjNHJMbVYLAgEAqivrxdsjpku6WCqETwDUCKRkAkV9PMtlUrCAmDg4Q5aKBTg9/tFmVRXVyfkcoPBgI997GOIRCLIZrOSOZVKJSwsLEh2waZMf38/AoEA8vk8Hn30Uflew8PD0ghTTdz53emjMDAwAKfTiUKhIMemmmwbDAZR6TGrJuWO3Gv+nPQzPkwHDx5EMBiUTJENUwZBslAolAGqOLPJZILT6YTFYpFxPdFoVLJkYtf0D2AjUA1I9LxoaWlBe3s7lpaWYLFYcPHiRTgcDhw9erSmiuI5ATa56IQJSDcjt7SxsREjIyPCbaWkmYGVWT7HXTGwM7Cy2chroTb12HijL8bCwkLNRkhfhv3796Onpwerq6tYWlq6jDJ26NAh+a40BFKPjaY7AGRT4KRuAJKZc13NsP1ai9lnIBAQ+9Z4PI6JiQkcO3YM8XgcTU1NMJlM0gNobm4Wv2y32y0y+UQiIU58b8Uql8t44YUX8NGPflSSnomJCaEKkq+trk984hNiMlUqlXDq1CnMz8/XVKWHDh2qGRa8dd1QMNY07Q8A/DcAGoAHdV3/uqZpbgD/B0A3gFkAv7UxNdoM4G8B3A6gAuAPdF3/ycb7mAH8TwDv3Pi3z+u6/k+aplkA/G8AewHEALx/Y7ApNE37HQD/feOr/IWu69/e+Pk2AA8DcAM4D+DDuq5f92pcDeP64Q9/iMOHq3NXGbSnpqbgcrmEPcEARtMf+gwAmzAFH2C1PCmXyzVSWjUQq5aCzGJuvfVWOBwOGZFEaSsDDgMbd1wGPd7U/Hxi3Z2dnfjQhz6EH/zgBzhx4oRwiqlUIzzCgEFj+3w+LybyhBgYKMnBZaAsFovyAPX19Ym9Jb/P1ukVFErMzc0hkUigWCzKWHNCPU1NTQJNMJDbbDbxjlAlpsyuuOHwvFqtVsk4mY1tpc6xWqKnBc1gSEHkKCyz2SzvRdYEF53OzGYz3v/+92N2dhajo6MwGo2YmZnBj370IwwPD8PhcGDXrl1iLEMfBsIIx44dE+4vq4qt58VqtSIej6Onp0f6Czxemg/xHlPL4oGBAfT29uLo0aMCcajMl0AggGQyKSZJkUgEQ0NDcDqdokCk+Q3v89bWVrjdbvT29iIUCuG555677Nnaus6fP499+/aJTwkbjawSaNVJqmNdXZ0M2O3r60NraysmJyfx8ssv49KlSxgfH79qj+QXWZOTkzh48CDK5bJ4lwC1zzb/XzWtP3v27BXd5p577rlrToi+bjDWNG0I1UC8D0AJwJOapj228bNTuq5/SdO0zwL4LIA/3vg5dF2/TdO0VgBPaJr2Dl3XKwA+D2BJ1/V+TdMMqAZSAPg4gLiu632apn0AwJcBvH8j4P8pqoFdB/Cqpmn/out6fOM1f6Xr+sOapn1z4z3+5lrHks/nr0ln+cM//EN86UtfAgB897vfRTabRTwex8DAQE3gZNak0uLYLFFLeU7YSCaTCAQC4uZks9mEd8xSlQ2i+vr6GjikoaEBq6urNWU7Z7l1dnZKN5+MhnK5XHNzM9vyeDz49Kc/jd7eXiQSCWzfvl0kyvQrADZvNJ/PJ0ZFqhqMwZXZfXNzswg9gM2NJ5lMCsk+FothampKZgWqtKDW1lYJNHzYWeYRcmAJyurD4XBIQKVfraoYIxe4o6MDDocDs7Oz0kDkyCJ2ts1mM7Zt2yYigMbGRrz++usysopqrmg0Kpju8vKysDeY4dXV1cFsNksXnVhwKBTCqVOnAEDUlIlEQjIuoGqMzyZoPB7H008/DaC6URBD9fl8Mq8vFosJm4ZJAEt4WqtGo1HB8vv6+rBjxw50d3dLw5DWsWwwElYbHBxEuVzG7OwsmpqaaszwOR+PAbxcLmPbtm3iYBaJRG4oGPOe4+ezTxKLxWReXj6fRyQSQSqVEmza5/PBYrFgbm4OS0tLCIVCmJyc/DcJxEC1wX+l6e5bP+8zn/mMJDKdnZ1XDMRc18rebyQzvgXAi7qu5wBA07TTAH4TwH2oZrgA8G0AP0E1GA8COAUAuq4vaZqWQDWYvgzg/wYwsPFvFQAkxd4H4P6Nv38PwP/Uqu3JEwBO6rq+uvHZJwHcrWnawwB+DcB/VT7/flwnGN8IsP/Zz35WqGrlchlnz55FOp1Gf38/wuEwjhw5IgFO13VomoaWlhYJqsxa2EThLDB27FlesawFNh9om81WQxUDNkfouN1u2O12jI+Pi4Um/YM50TYcDuPs2bMiZACA3//934fRaERHRwdMJpPgf+r0g56eHsny6avLYwQgQSCZTEqjqbGxUTJNqpBIy2I1AVRvXKoTVWkwj5nNkcbGRmlS8jsBEMtMdUqEwWDA1NQULl26JOoxsi0ASEee15Am39wAGYiJBxLPo7Amk8nIRrq2toZdu3bJOeE5zOfzNeeRjBE6plEFFovFZNQRAAmUNC2i5SQZC/zOpNJxsjUtROmiBlSrPB4D3eVU+Mzr9cpr9u3bJ+9NDF4dfaTrOrq6ugS64r3FTZrYvoqFUgkIbCYhhw4dumZA5vUmQ+XkyZNwu91yv5nN1SGuKqwUjUZx5MgRLC0toaOjA5qm4Rvf+MZ1n+V/r/XVr34VX/jCF9Da2oqnn376mtM8KIC60rqRYDwG4P/VNK0ZQB7A/wXgHACvrusRANB1PbKRBQPA6wDu2wiYflShB7+maZMb//7nmqa9E8A0gP9H1/UogA4AoY33KmualgTQrP58Y81v/KwZQELX9fKWn78liw8Dd8CRkRGkUikMDg6Kcom7N41eeAMvLS3JA81dkBggS2S1W8vGTjQalayd5SbdyRjIWNbNzMzIZ6+srEh2dO7cORF98PNoEUoKH7Oq5eVldHR0SKDj5kCbQYpWVGtRHgspf3xYM5lMjSEOvysA+cx8Po9gMAiHw4HBwcEa72M2N+m6xhuW2RczcF6bqakpeVgZTNRhmRxqSrpaW1ubQFMq1re+vi5ZOjF+u92OlZUVYYk0NTUJl5xZHGcnJhIJydb5Hvl8HrOzs1hbW5PN54477pCmMGEtNuOochseHobT6ZQHmTMMk8kk5ubm0N7ejtOnT0vW7/F4UFdXJ01RoDrFgyONyBDq7OyUDR6AZNS8hjzHZKMQCuEGNTs7i6GhIaEq8t/U2XYqX3rPnj3wer34p3/6p6s+W2Qo8P34p8lkQjAYxN69e2WTBDbd0yhDZvX6y7T+/M//HMPDw+jo6JBRW+pyOp1iJ3q1dd1grOv6zzRN+zKAkwAyqAbbazGm/xeq2fQ5AEEAL2y83gigE8Dzuq5/WtO0TwP4HwA+jCoWfdlH/xw/v2xpmvZ7AH5P/RnLLrruk3fKAMnmExfLZKB6M/v9fnR3d+MHP/iBkPydTmeNeczs7GyN1R5HknOmmjo5mYF3aWkJfr8fBoNBynwODLVYLIKhsiFIMUQ+n8fCwoJwGUdHR3HvvffC6XSiv78fXq9XmkWJRAJzc3M1RHlmt5yssb6+jmAwKPDG1g721RqhNIRJp9OSvaVSKcGGORUjFovB4/EIvLF9+3aZRsyKgBg5y2k+9CMjI8jlcsK1tVgsUt7X19eLXJg0N7fbLc004uqRSATlchm33347WltbhR546NAhmEwmGWdPLww2aAlJ8Zp1dnYKlYk9AR43fw5ApO1dXV1YXV2VCo3TYxwOB5xOpzTiRkdHBUdfW1tDKBTCyy+/LB4oQFWtxiDscrkQj8dx6623or29XTyy+dnAppiEG5aaINAhb2RkRLjgPIcWi6XGlhOAiGCIyRuN1cng3CQ8Hg/6+/uvaoXJJu2rr74Ko9EocvxyuYzR0VH8wz/8A1KpFPbt2yejuh599FG5D9Wm2C/TIsTi9/svm4HJZ+vSpUtX/f0bauDpuv73AP4eADRN+0tUM9Gopmm+jazYB2Bp47VlAJ/i72qa9gKAi6g25nIA6Mzx/6GK82Lj/fwA5jVNMwJwAFjd+Pk7la/SiSocsgLAqWmacePzOgFc0XdP1/UHADyw8V10oJpNDQ4OyqSG3bt3S9OC04cByHwxZgE9PT2SUUxNTcm0gmQyiZaWFtTV1cmOqLpi0WaRgWB6elp+jxZ8qiqInfvXX39dPAbuvfdetLa2Ip/P45FHHkGlUhEKkN/vh91uR1dXF7LZrCio2tvb4Xa7BfZgx5rcXeKsbN6RGscmHQ1vDAaD+AyrpSplxQAkc6L5Ox9WZuf0ZLBarSgWi/JAr62tYXJyssatjJ+rCj8IE3CTbGtrg81mEzYIX7N16GehUBCa1/PPPy/vQ6UkS1/KoRsbG7Fnzx489thjNZuy2WxGsVgUFZw6S9Fut2PHjh0SrNbW1gTmIAXM6XTKYAMAYkHKXkJra6v4pOzcuRPnzp0TK0laejKY7t69G+vr63L9hoaGaiS4VPDx2vJnbLim02mh+NFcn9g8VaRcHIrL46TNKQCRB7NSYBVDTPr+++/H66+/fpkZz/nz52WidUNDAzo6OtDe3i5Qy9jYGMrlMpaWltDb24vOzk6MjIy8KfnyoUOHsH//fnzta1+74d/5Rdbx48exd+9emM1mDA8P4wtf+IL8W2NjowisflHMGJqmtW7gv10A3gvgIIBtAH4HwJc2/vzhxmsbAWi6rmc1TTsOoKzr+vjGvz2KanB9GsAxAHRz/peN9zgL4H0AntZ1Xdc07SkAf6lpGhn47wbwuY1/e2bjtQ+rn3+j69y5czh69Ci8Xi9cLlfNbKpbb71V/BQaGhpw2223oVgsymDB+fl5AJByhP8RTyTOp1KjGIiy2SxWV1cRDAbR2dkJXdfFI5jjbLhUIxN2czn1gYs0JJvNdpnkWFWq5XI5vPLKK3juuedEfQVUFUNUG9Knglm83W5HJpORwEUZt5o5aZomm5g6/cTlcolDGpuTfMjZNGJA1zRNcG8GfFV8k8lk4Ha7pRnF425oaMDs7Kw0D9UJD6S0GQxVE3zOHJyamkIgEMDS0pIEIQ6FnZmZQU9Pj7BIuImydLdYLHLe+N2B6kbAbJuf73Q6xV9BHY9kMBjQ2tqKQCAgVER6H6uLzTsaHzU3N6Orq0uqrfX1dQmO/F6cRKMyKNRsVsV7uRnyWHhtODuOHihsXNMdzu/3I5vNYmRkRHw2yI7h5kuLzLq6Ohw5cgQ9PT01QZGS7VwuB6/Xi927d0vC0NzcjKGhIYyMjGBqagp+v7/GE+JGVnd3N7785S8jGo3i29/+9g35tfyi65VXXsGdd94pLJZjx47hzJkz0qO5kXWjPON/2sCM1wB8YoPC9iUAj2ia9nEAcwD+y8ZrWwE8pWlaBUAYVRiC648B/IOmaV8HsAzgYxs///uNn0+hmhF/AAB0XV/VNO3PAbyy8bo/YzNv470e1jTtLwC8tvEeb2qxtKIYQ2VJUKJMExmj0SiTJfjQcY4Z6WEsVdUhicCml0MqlcK5c+dw+vRpVCoV7NixQ3ie+/btw3PPPYennnrqmt9ZLdHMZjPa29uF7mW322UaiMfjEUpSLpfD97//ffHAIIFdHaZZKBRqZofR/crv9ws+rmlajeafg1mp0mPVAFQzKtVekBsIg5mqGrTb7SIn5Xfh65mh86GnoZHb7RbMldeNJTmzPLIcVHkvx/zwQeGGFY/HMTo6WsPrZUOQwwJWVlakycrmFct+elIzaHR1dcHhcAjcQhwagEBRmUxGqGnkDvP79Pb2IplMIpFIYHl5GU6nU64Pj8tms2Hbtm1wOp01I8FYMZCZo+KXNptNqhk60/E4VRkxrwsZJlarFYODg8LYYfXC9zIaN+fmMRnhhtTX14cHH3wQMzMz+Ou//msZisv7gVk6nyt6LqdSKalS3+wio+jfIxAD1Xvuxz/+Md71rndhfn4eTqcThw8fxiuvvIJMJoNgMIjh4eFfPDPWdf3wFX4WQzW73frzWQA7rvI+QQB3XeHnBWwG863/9r9QxaG3/nwGVbrdz70uXLiAO++8U6wVWZJXKhUxi/H5fDXTbHkj0sfWbDZLeUU6GMt+GuUYjUa0tLQgk8mIGgzYLPOY9d0Iaf3ee+8V1RupYmzA0cO2ublZ8KmzZ8/KpAaun/3sZ9IQ4wglei3wPKhjgIBNxRZfQwxX5Q6z6QdUBQQMtgzUAIT5AECyKE7g4N9NJlONhwcDMTMvsj442ZjnnBvFVpxbnRzBz+7r65PNSYViwuFwDe7Ma24ymWSSB4CarF8dLAtAfJwZrBm0OGuOFDs1G15eXsbExAQMBgPuvvtuGAwG7N+/X6Yyc3SX2WyGzWYT4yBVpafyfwEIL57c4+XlZaGrkY9ts9nkOM1ms0AzZMpQXKNOoia00dfXJwyXlpYWmU7D6s9oNNZkhWTIbF0TExOIx+MIBoNCY6Mw5+dZs7Oz+NCHPnRNVsObXawUrpSh8xjHxsbwwgsv4OjRo5IY9PX1SdU0PT192WCAms94y77tr+AaHByEx+MRKhCAmkBULBZx4cIFRCIR9PT01HSA2R1nl50WhqlUSpQ4xEptNptMorjttttEpcMH6dlnn0U8Hr/ulIMdO3bA7/djaGgIAKS85s3ATJzl95kzZ4TupC6yMXp6enD77bfXGAWR78n3YtORU349Ho9M8uAyGo2CwUciEUQiEcF+iR+S+qbres05JjtApWOxWqHaj+U86U+q2IRBlL+ztrYmGwTPM0fLJ5NJNDU1yb+TO6uKbpjpFYtFEfvQPY+0P9XMnhkYLVDJ46VQgTi8pmlIJBJoamrC1NSUVBCkLMbjcYyPj8NisaCtrQ3Dw8Pyvcj3np+fh8fjEWMfGpjncjkJnoRPGPhY6al9ja6uLgmo3Cw4BIGbFTdnJgjMZslNZ6ALBALi4sZmoIqd8/ng9bjzzjtrfDJUWI4ueL29vVLpvFllH9dbHYjZP9r6fe677z4YDAZcvHhRxCdnz57FwYMH5bk0Go3Cb7/m57xl3/hXcB05ckSMa9QymJmSxWKROW60GSRndXl5uSbzBaolkcplJnWsoaEBsVgMFosF+/fvx969e4WyFg6HEY1Gb8joWlV8Xbp0CR6PR4Qk2WxWJkSwGXWlQAxUHzBSvdra2tDU1ISlpSXJPDnVtlgsYmxsDENDQ0Ido0CEcIHq7sZNSW0KEf8lTMBsUNM0qQyovGJwITTB1xSLRbS0tMBoNEqwzOVyMtKHf6dAhQ9iuVwWbxGj0Sh0r0KhgGg0Ko0ubgSBQACZTEaUb+l0Gmtra7Db7bIxcCO57bbbJEui8xszTGKm/A5Go1FKd/X4gE22w9jYmNxLFJ0wi/J6vYIJ19fXy7guHjMpaHa7XeTFvDa5XA5ra2tSAbGioQcIRTb0tC6VSgLFsblGzjFQLf9JD1SZGRxk29raioWFBdTV1cHlcslkDJ53DlDlYvZLbvrx48dlIwcgVeN/5KL8eSuuz/upp6cHhUJBxB6UuFM4RGpmf38/8vn8f1poXmlR586Bmux0VyoV+P1+aYRomiZjgvjQMSDR5V+1ygQgTI1yuYzl5WUh4xsMVetMBmqbzQa/34+WlpbrjianpzFvTn4PTdPE6nN1dVUoT1cKxOoKBoPYvXu3+NVy0CabRHzYOEE4nU4jGAzKTdnf3w+PxyNGLirnlc00/j99HIhtEntklsvSmdOZ4/E45ufnJbteXFyU1ySTSTgcDrz00ksyDqqtrQ0dHR1iXxmPxyWIqTxlVizAJhWvUtn0HAYul7RTZk1fEl3XcfLkSXi9Xvj9flQqFbn+QBUeILOGVLTbbrsNDocDy8vLSKVSSKfTcn+wmUnjGavVimeeeUYCIKXZHIDgdDqlbFaz+VKpJFCKGmRZqXHsFJt0dXV14pfCYwL+5S8AACAASURBVNQ0TYQ0DQ0NUolomgZd12VjrVQq6O3tlUSDytBIJFIj3VbNtLhxbF2pVAp2ux07d+6UyexTU1M4f/68CKX+owPyVrc18rlLpRJGRkZksgkXrxkVlFc67q3rpg7GvGHpdLWysiIPK/E5mv1wdyfLgIGwsbFRgrSaWdLTgZQxQhxms1mCCuXAdF6766678Oyzz171+7JsplrNYDBIA4sDKKempq5rLq+uH/5wk4RCl6yhoSEYDAYRuhBDpH8EzYHUh45MEyrH6GHAzYsYIzNmg8EgHf6WlhYJmnNzc+KgpzbegOqDTd+CcDgs8ulgMIienp6abJTZL9kyzE55fbhZMODR/4LGTPwsZpSqqGVhYUGqFPpA8E+aOtH5jTRGADLgNZlMIhQKifiCQhiXyyVQ1djYmMj3T5w4IYNu1fKb+C43Ryr6eO7V68JNkL9vtVoF2qhUKsL9DYfDsFqtyOVyWFlZQUtLC7xer1AwK5WKTCS32+2C9ZdKVeN9n8+Huro6rK2ticMZ733V0nTrCofDUhmdPn0auVwOPp8PR48exejo6HUb229mvRXB/X3ve59AcluNmMxmM7xeLzwej/RRbkSyfVMH4xdffBGDg4NiCARs7uSqGxtHCpG3Cmw2uthQ8ng8NTc1bTYZeFgi8oFSs2iO5WG5Pj4+fsXBj3yY2Ewk04Gft7i4+AudD7/fj3379glboLm5ucZIhh1zn88ngoxCoSAPKsv10dFRrK6uwmq1wuFwCHVKHcS5srIiwZHCDqrywuEwJicnJbjW1dXB7XaLYiwWiwkNjq53PNeapkm5T8ktAIFI1OkRNOTZtm2blMV0rONmS9pYpVKRzRmoNvDm5+fFA0JdhIoYFDl/j54b/E8t/3lvULb805/+FGfPnpXGKI2WVA4wM1qgmhXv3LlTIBfi2eq9pyYBAAQP5/1Mqho3plKp6r9MSp2u6zU0PwYZVpQM8GrwiUQiyOfzcg79fv9VK7avfvWr4nVcKpUQCASwe/du7Ny58y0Nxm9Flk1b2ittLocPH8auXbuErcLqkFXx1dZNHYyj0SieeeYZ7N27twYnXl1dxfr6ulCV6HtATqdqnkPckJ3rdDqNhoYGmEwmrKysoLOzU8pvEuiJydKknXQyZp+7du3C/ffff8XvzCm+TqcTExMTknVNT08jGo1eU+FzteV2u3H48GERiFCdpxpq2+32Gv8ASpbD4TDW19fFbUs9L5z+y6yXfy+VqtOYiXczUJBOxzFG5DWrRvdUeaXTaWmaAZvuYywNKe/lBsZAH4vFZDNjY4vTrBkYVcqa2+2WTI+Tp4vFInRdl+wQgLAMLBYLdF0XP14uZojcjM1mc42SUTVvJ2zidDoRDAYlCeBkDpWNo0qsVT/qUqkklQuVlvRNIf7MzY7HrPps0ONblaET319fX0dvb6/g7cx6+T24GQCbfZO1tTUx97nW4rCGgYEBAFUo8Vvf+ta1b+D/gHW1DN9gMGD79u1C1ST1FagKwf6TTXGNNTo6ir1794pgIZFIQNd1JJNJwfVUis7S0pIYjPOh8Hq9IpZgJkQ6G1A1BwkGg/I7bI6x4QVAFGtNTU1Srm1dzz77LI4fP46Wlhbx8J2cnEQikfi5nasCgQAOHz4Mk8kklQAZFJlMRhp2wWAQgUAADQ0NcDqdkg2T+wpAPDY4944Pd1tbmxw7G0iqUZKqvuNicF1bW6tR8dGljVJnYsYMOOVyWZpOxWJRHMUIobCpxOYWRQ3pdBper1e4tcDm1AlCL7w+9CLZu3dvDc/WYrFgcXERsVgMR44ckd8BIGwMg8Eg2DYAwX85nZmv5Tk9ePCgnJOtkn2KU0qlEgYHB2s+i5iyyvFmZs4qjzxoYHPIAHm5ra2t8t0oagqHwzUwGWcKAhA6JbFmYNN2QG3iXq+PwTUxMYGJiYlrDj39ZVyc2s4MWNd1tLW1yX1yrXVTB2PyJs+ePYt7770XnZ2dmJ+fx+TkpEAXv/u7vysl2RtvvAFd15FIJKTkttvt0lxZXV0VRzWqzoj1ZbNZeVApjS6VSrh48SL8fr9cLGbWV1snT57E8ePHMTc3d0Uo40aW6ldAOa5KFaPEFahmANFoVBpNfX19cLvdspkwqLCzrxrx0BxcxeJpZUmskt4aKoZL5RwxTZ5fusdRdUcDH9LMGCjIFqBCkPxZh8Mho+wBiLlTPp+XAQJqxkNFJTcEng+g2ryk8xnLcp4Dk8mEubk5oZCl02lkMhmkUikxYWpubpbARNog+xd0duN4LvLgOdSAGw2xYHWVy2Vp9FKaTAiHVZxKZ1OrAR4jExDKtLnJku5IrJtufExk2Etg8K+rq4PT6RRPkBsJSL/qKxAISOXFe4rWB1STXm3ddMGY44aAKu7V3NwMv9+PJ554ApOTkzVEc3IrmT0AkNEzLOGIIU5OTkp3fm1tDYODg+ju7hZ1XLFYxNNPP43V1dUa6XFnZyfGx8flgUkmk/jud797zWM4efJkTYn5ZlZTUxP2798vyq9SqQS/3y+wDFANQsvLy5J18QGPxWKYmJjAiRMn0NXVJedDPTfssqs+CQzQKysrkpVy0ZuYwZmbGE3FydFm0IjFYiLX5sNPDJQwDzNANt8ICanUJGbnDGjMIhlk1GvO60JIxWq1wmKxXDYwlA1OQg58AFW/ZUqS5+bmxDQpFArVNGcnJiZk6CkHvVYqFYFestlsjQCGn0/ONu/B+vp6ua94DVkdVCoV+U48t36/H/l8HgMDA2K5SmYLHej4HuRXE7bifc7NmSPro9GowBZbhURvt0XpdmNjY80wCTaFOevwauumCsYtLS1473vfi3g8Loo1coiZuWxd09PTMjGZnGCv14sjR44IJvnTn/4U8/PzNdjvu9/97hqcjl4AyWQSXV1d2LFjh/A8geoD/9prr2FkZOTnhhxuZLW3t2NgYECc1TgV2+FwIBKJiFMYsx6g+qATk66vr8epU6fg9XqFfwxAPIL7+/slGPHBvXTpkvgRABABCEn++XxevDmCwaDQDdfX16Fpmmw8NE5PJpM1vgpsrs3MzIgke3l5WUb1UDQBoAbHpVJObaapJknM0FdWVrC0tCQNTS5m9vw76WJsgALVB1SdXlwoFGQUFymBq6urAq+k02kMDQ0JVs8HPJVKyeao3h/ctGgkRBHT2tqaMEiAzcyX/86fUyUJVAPowMCANOKAKqWLPh/sV/CzeE455mqripVK1EuXLuH555//lYMc3swaGBjAvn37ZAI0sOncl8/nsba2JpXh1dZNFYzJDSROODg4iGKxiPPnzwvWwwYC1/e+9z3YbDYpIwGI5wNL+VtvvRUrKyviiqZ2TCmVnpycRH19PW655RaZEgFAKHR8b3Uk0LXWzxuwqYqiRJosDgDSDOT/E1IhBu50Omsyv1gsJjgzy3fitgCkiaFivsx81enLfC9yddm842ZlNpsxNTUlAZLnSmU6EE8tFAqCmbKEJ71QHWhJmhaZMMzOVUkxxRO6rgt2zGOnoMRkMiGfz9dQ32jSzsBlMpnQ3NwsvHIuQgFAtcRfWFhAS0sLGhoasHPnThEYAbWNIH5PHiNfwykqJpOp5jrxuFkBcEaiKl1nA5Xnb3l5uUZMpMIZXDzmaDSKuro6tLa2CoOEFMRLly7hBz/4wVWFDm+HRRYSfWbK5bKoMHnvm0wmrK2t1VSSW9dNFYxJtSKDoa6uDm1tbejr64PL5cLw8DDMZjMmJyfxzW9+E0A1MF0pY15ZWYHFYhF9/tGjR/HGG29gdXUV0WgUExMT8Pl8iEajmJmZweLiIhYXF0XqSZc3YPMGVyWTb6WcU12hUAhPPPGE4JXs1nPyBBf9f+mp7Pf7JWhxNTQ0iNkSf583H82W1HKYHXlKZ3n8AAQC4KZHSmA+n5cAXigUpFTnZ9AJT5Xg0iiIi/P4yuWyOO4BqGFbkC2iUhsZ9GjOTry2VCpJYGxoaBD3OKAqsac6jvBMY2Mj8vk8jEajBMxUKiVZOEv9lpYWYdyoUmcKjnhsrEZ6e3sBoGYogXpc5ARzo0qn0yiXy7JZ8Hzxc9LpdA2nnswfJgtMMphhj4yMSEAnZMNrGolEUCqVagyq3o6rvr4egUBAGr+q9zZ7UjxHW9WHW9dNFYyNRqPMO7NYLHA6nYK/ccaWw+HA9u3bUalU8MADD1zxfWjgbTKZRIHX2NiI2267DRMTE3j22Wfx4IMPIhKJSFAg73h9fV1UT6FQSEbQvPTSSxLobjQ7/nlWqVSqkV4TgnE4HOjt7RWe9MTEBF555RVks1n09PSgsbFRIIhcLidGSqRp0aycTSPOqltfX8eePXtEqEG1HbFTZl0MrIRymM2pbnrA5rgmYPPBp1UlAzezD5/Ph7m5Ocl2GXgAyHszwDDLY+BR+bmEMrq7u2sajSqPnDPvON+QajkGXVLE0um0cKuZidbX16Orq0uM3cnx5qZN4x3VsL6hoUEwcVIwiWfn83mEw2EJ1kCVBUTscn5+Hp2dnfJ7zNyIT4fDYWm45vN5JJPJmunXPCc+nw8XL14UJhEFJ8ViEZcuXcIjjzxyzXlwv+qLVEXeQ+TUq9J3PiOTk5Nio3vV9/t3+da/JIs8U1V+ywe7XC4LN5Rj6j/wgQ/g8ccfvywzplE4KVFAtUR0u93o6elBf38/Hn74YaTTaclAVcHA2NgYuru7ZcIDUPWaoO/w9dbHPvYxOR6Hw4HR0VGZgKGugYEBBAIBpNPpKw5W5PrsZz+Lo0eP4nOf+xzsdjtisRhmZmZEQUfjct5YQC0coW4ebPx1dnaKEASo4scdHR2XuZWp2K8acMm4UDNelsDM6pLJpGQjbMjlcjnMz8+jvr4eFy9elOvU2Ngo8+N4/dmgonyZTA4KHyqVigQ8k8kkzmRkFpBXrcqgaVnJ3ydWSI8Ik8mEhoYGaYAxALMq4cPKoK8aH2UyGcG/zWazsGno+8z7q66uTv5O+1Z+HjNc3vvJZFJk4zxeNiyJ3ZNpw42W16VUKqGpqUmMpLghhsNh8cl+u69AICA2sqxwKpWKWAjE43EZZnstjjFwkwXjUqmE1dVVsREENjMtmpjwxvN4PDhy5Ai2bduGVCqF1157DefOnRNlHonuFosFkUgELpdLpkwMDg6ip6enpizhzcvAvrq6CoPBgBMnTqC5uRl33HEHIpEILl26JA8O1/Hjx3HXXXcJ9YolETM9ymnPnDkjv2OxWHDgwAEMDg6iUChgYmLimsojeiH4fD4MDQ3J1Alg08Ce89Mo9WXDiAojo9GITCYjslfSy7iYFbJKYMDiezscjhqOKjNSlsv0pwAg7ALSv9iAs9lskpW0tbXJ51ssFrS3t+PixYuS2akPD7FpLn42Ayg3zkqlaoxEFgQ3EGKCly5dwsTEBLq6uuS7xmIxyVz5fSm9JouD9CfeK5qmwel0orm5GRcvXhQmAiuKSqUiAxC4wuEwGhoaYDabZTI2g7LD4ZB+gXpNyIygXJrUP2Z7tCflxsIegioSYWMzk8kI//3SpUsC3bydl8ViweDgoODxqshIpQNS4KVy6beumyoYsxzmzcwHEqhmF3RCa25uhsfjwc6dO+HxeDA7Owuz2Yy9e/fi5MmTeOSRRzA8PAyv1yuZrcGwOdFhdnYWbrcbu3fvxosvvnjVDio3ATYPw+EwRkdHr/i91b+TQkaDeKCaUb3vfe+D1+vFCy+8ALPZjJ6eHsna+vv7r9tEoWEQ19GjR+F0OiXDZValTmqmrabRWHVUIz2M4goGVzY2mE2qRunJZFLgHDXTBDZlzMzI+ScnKbP8b2hoEPZDZ2enjL1i2R+JRMRCk9ABN4TJyUmYzWb09fXVeFgA1SDLjI9BntfO4XAIFszvtb6+jmw2i4WFBVFc8foRM+dGxakpdO+j6ASABFqLxYIdO3bg/Pnzcu44eYMG92pjj77aFKhwUV3KjYeQEM9fLBYTMRO/q81mEwYFUE0gCCPxPJFnzSwwk8nghRdeqMHm365raGgIHR0dwqcmd5zMKT6nBoNBFKrX0hDcVMEYqDVJBzZJ/ORQAhDlltVqhdfrxcLCAtxuN3K5HHbs2IGZmRnBXe+6q+qVT44xUN0FOTDyeobxnGRw4MABAFdv3F3p56oDWEdHB5qamuDxeHD06FEp3+kn+xu/8RuIx+NvSigSi8Xg9XplFJKqDGTGtZU3uXWTo7KLfg9ms1mczsicINamCi6KxaJkm8BmM4kz7Yjt0mxodHQURqMRfX19CAQCEiRJc6Owg4tZKDNOGv+rggfVslS1y1SvNTm8Xq8XuVxOKGnAJpuE2CsbmpzDl8vlau6P5eVlyZgNBgOWlpbQ398v44k4mUW9f8n04Pvoui7DZ/kzu90Or9crWSvZKsz6eS7n5+dFJk2+NheDMK+beq0o5giHw3j88cff1swJoBpDOjs7ccsttyAQCMBms8k5ocEV71tWeKxor/m+/x5f/pdpqdMo1IyChHsG62w2i6mpKcF7SPIvFAoYGhqSYExf3K6uLmmGeTweuN1u7N+//7q2mEA1IF9vvAwzYJX7m8lkEI/HMTk5iWw2Kx4bzFQ9Ho8Ey1AohIMHD6K5ufma+LG6RkdHEQgE0NHRISIAmsNztBN5qsTGo9FoTdBWaXDMhFV+rhrM6W9M3i95z8zmCPMQy6Qkm3hysVjE/Pw83G63BDUyJNjYGx4eRjabxdLSEjKZDEwmE2KxmGC2pJ6Vy+Ua+IDNQeK2ZB1MT0/XjNNZX1+H2+1GY2MjUqmUnBdi1Tt27Khx/aP3M5vIAwMDIuDg5GqXyyVsD/7H8Uk8l1TlkclBEyHCN7wmk5OTYrSvcr3Hxsbg8Xjk/AObDItcLiebF5t93FS4SRUKBbzyyitv+0AMVGPIRz/60Rr/7Xg8jrm5OWmycsNkgqcael1t3VTBmN1kYDMjIjke2JSJZrNZrK+viymMwVCdbuD1eiXL6u3tRSgUwoULFwQbZAaTTqcxMzNTM9HgF1mTk5Po7++XQEYKHB3UDAYDhoaGxLeW5aMa6Kgq6+/vR09PD77zne/c0Gc/+uijuOOOO/DhD3+4Zrcvl8uClXPxppyZmcF73/te+bk6TZi4MrDZ1GSgoTk+8Vq/349nnnkG6+vrWF1dFVkxTYqATbMfwiDlchmhUAg9PT01JvrApjybPhZG4+YQzEqlUiPqoHjEarVicXFRmDAARLQxPT2NUqkkAai3t1cmuwBVpgqhqP7+fjidToEW+N157zkcDhHfAJuyZtV0h+eQg2IJ8RAbpqJQpUyq3GjOJaQTYbFYFPtHKiWbm5sRjUYxPz8vNFA2CPlZbKJS5cdg/fOYVP0qrjvvvFMadoRw1OnpNpsNLperpvfD66xWNVvXTRWMryQh5slhqcZyg3657FLT3IUjikjvKpVKyOVy/6YZwfT0dM2F54Teuro6dHR0YGBgQPwbKIxg0DEYDIhGo/B4PDUTGj70oQ/dcECORqN4/PHHcezYMTH74SKGTUXf8vIy2traxEd3eXm5JoirklkGYJWHScohUM3M19fXxRqUDUMAkhHncjm4XC4xbgeqwX9mZqbGjAiATHzWdV38IACIrwSzaaBqlEMnvne961148sknxXeZTJjl5WX85V/+pWDAqVRKcGdWVAxcKguBOGsikZCNSqXZcaMj550N53g8Ll4bDORkgzDgMpPnva4yXeiYRtodN2h19BEDP5kmxJ3ZbCX7gs8FjaWWl5ff1jQ2ddFAidkuq1Ca+VPDwCa3ysG/1ly/GwrGmqb9AYD/BkAD8KCu61/XNM0N4P8A6AYwC+C3NqZGmwH8LYDbAVQA/IGu6z/Z8n7/AqBH1/Whjf+3APjfAPYCiAF4/8ZgU2ia9jsA/vvGr/6Fruvf3vj5NgAPA3ADOA/gw7quX3eiJ+lRJpNJaER8kKg+YknK4MeHhBknp/teqdn2b7VCoRD8fr9YL3JStYrBEn91u93iK0s9vNowY4PqN3/zN/Hyyy9f00mrt7cXJpMJwWAQ586dg9frRX9/v9gzkv7W2dmJsbExeL1eoYMx0JBJwkGf3Piy2azg3mxMGQwG6d6nUinJlHkt8vm8BGu1OcIGElkuAERa3dzcLHixrusAINDD2toa1tfXJcNntk7YgUbqgUAAwObUZ24gH/jAB3D69Glp0NDfWJUtk++r4oq6rovvMuGPZDKJl156SV5LVkMqlZIkgFxeoLq5DQwMyHchBsxkgRQ1LlqU0leEHstbaYUAhOJHiOTSpUuw2+3SpGbDNBKJIBqN/lLaXP5bLXWTZ2LCJIWY/tramjRnOdqNWPzV1nWDsaZpQ6gG4n0ASgCe1DTtsY2fndJ1/Uuapn0WwGcB/PHGz6Hr+m2aprUCeELTtHfoul7ZeL/3AthKQPw4gLiu632apn0AwJcBvH8j4P8pqoFdB/Cqpmn/out6fOM1f6Xr+sOapn1z4z3+5lrHQpyVDTpmKzRYAao3dHNzs3gz8DXMPJg51dXVwePx3LAl4C+6GKBUOS1tDoFNyTEzZFK/eLPQuIQ/1zQNPT09yGQy1zyG6elpHD9+XDYx4rd2u13oULzBVPkxscpMJnNFf18KH2gfuZVlEY1GZZRPfX19jQ8uN6NsNotUKgWHwwGv1wu3243z589LAKIJFDM51UuawUfl0LKSICuAxuqlUkm8makApBjDarXiyJEjMqSTAdhsNgurg9kQcWiqDTnai5gxG5JcVP4BVc74nj17MD4+LmPtWbnxd+vr64WiF4/HMTExIfc6NwGgynNvampCe3s7jEajJBucbg5AIDqyKRwOh1xLTdNQX18v6tK/+7u/u6F7+O2wDhw4gM7OTrn/VIYMNzAmD7RCJaTDobRXWzdi/XULgBd1Xc/pul4GcBrAbwK4D8C3N17zbQC/sfH3QQCnAEDX9SUACVSDKTRNswH4NIC/2PIZ6nt9D8AxrdqKPgHgpK7rqxsB+CSAuzf+7dc2Xrv186+62HxSpxTk83mxLAQgQcPj8cDlctVklLwABoNBSt1/r/X888+L0TmHHAIQhgGNjlR/YS5yIAOBgBwTy/Br8R65SHlTX0t+LOET4tg8d8xIA4EA2tvbpUTPZDJIJBI1qi/+HmfqEUIoFovSqSb+bTabpYNNXwmqJ3lc7e3t4s1gtVqhaZoESU3TpLRkIO7r65OmGvFwYNMPglM7isUilpeXEY1GsbS0JNafVqtVfp9UOq/Xi1tvvRUulwsdHR3IZDLCBFGNj8xms5jnx2IxjIyM4OTJk4hGo1LFAJCsyuv11qi7+H1TqRSWlpbkOAuFgvC5Y7GYHC8hI+f/z967B0d2l9eia/dD/VC/W1Kr1XpLo5FleazRDPPw2MBg7MEujM2BQ+AWIaECuFKnUqf463DqJnVdQFKkKiQnl0NdQkjC4aSIry+Og4lxXOBMBsdjxh6PNbKs0ej9avW0Wq3uVr+f+/7RWp926zGjsQcHGL4qCk+rH7t37/39vt/61lqfyyVz7/gaNkwNBgNWVlYAQBg5fr8fLpdLFtzl5WVMT0//SidiFjI3E3fccQfy+bzsvpiIs9msNDu5qNJ+lVREToDZK/YDU4wB+GNFUbwAsgAeBnARgE9V1RAAqKoa2qyCAeAygEcVRXkSQBuq0EMbgFcBfAXA1wFs52kFACxtvldJUZQEAK/28c1Y3nzMCyC+uThoH79hsCIDIHO6tN16Nr645eB2ld4EAISnOj09vZ+PvCXxoQ99SFRibMyQg8skwMXB6XSKRaa2g8vqiePet0+7vV787Gc/Q0dHBz7+8Y/XUJ60/go09uH4JSbQRCKBeDwula7b7RbxyPj4uPjjcpjmyMiINKrMZjP6+/sRi8Vw6dIluFwuSaY0cNIGFWfcLlqtVqiqKg2xkZERdHd3y+uZSIntsUJnRKNRNDc3w2QyyVaTCzetL8nGAbYUdFrlnslkQmtrq0AXrGQXFhYEuiG7IRKJYHZ2VqwuKZcm/x2oXn/kdHMxZEUcjUZFMMIK2WazoampSap+NkypIOX7ZbNZ9PX1yfklHbCzs1MqbDrNXbp0Cc8888y+r59ftnC5XHjsscduCl6pq6tDPB4XG1hiwIqiyK4rEAggkUjIxHIA0nSmY99eccNkrKrqFUVR/hTVqjSFarK93qjTv0W1mr4IYAHAeQAlRVGGAPSqqvpFRVE6t71G2e2j38bjO0JRlC8A+AIAqaLopGUwGCTB5fN5cfLiidZirABEMsqG1bsZbW1tNXJK0qLo3GUymeQm1x57pVKpGc3DZM5/a/miN4qFhYWaqRlknwAQj998Pg+XyyVycwDSZacPCJVe9KDgdwAgPsUMp9MptDi63bFppf07q1ZCAqw+mWhTqRRmZmZqxkfp9XrxGtZO+GhpaUE2m5WGIKErsjl4HrXYNVCVxlKqTGGM1sidTbFcLicilO2MFzY5BwYGZNGjwx4XW5r+kK9MHwn2ArRz12hMRHiLMnYmD+LKhG4mJycFH9dSGLUxPj7+K52IgSoMc7M490MPPSRj1GKxmBQhhMCArSkr5XJZ7i1Cm263+7pzKvfVwFNV9W8A/A0AKIryJ6hWomFFUfybVbEfwOrmc0sAvsjXKopyHsAUgPcBOKIoyvzm5zYpivJvqqq+f/P92gAsK4piAOAEsL75+Ps1h9IK4N8ArAFwKYpi2Py8VgArexz7twF8GwD6+/tVNu+48tOngFaBWmoKqUDa6RWMsbGxG/qT3qrQ3txmsxl+vx8bGxtiQk5owGKxiHk9t7Wk89FrwGKxCNa6tLS0Q3p9o2CiZFNOu3MghKCd5xYKhWoGera1taFUKolhDZta9HSgqU44HBY1WzqdFlya0AKd3JhYRkdHsbS0JBzlYrGI3t5eSdqk/WknItOmM5VKyfeIRCJoaWmR5hV3INpFizaUFFIAWxNfKGDx+/3SUKNMmIn49ddfx9jYGIaHRV3nkQAAIABJREFUh8XnmQb6R44cAVDL/Mnn83j++efx6U9/Gj6fD9PT0zKjjslVO5uRlDMAYk6jZXVwIaYXCpWLdrtduLO8HwBgamoKDocDTqcT3/3ud28ZZfNXKYaHh3Hq1ClZXCn22d745HXEBMwFj4ZXWvvc7bFfNkWTqqqriqK0A/hPAE4C6ALwOwC+tvn/P9x8rhWAoqpqWlGUBwCUVFUdBzCOzQbbZmX8z5uJGACe3XyPVwB8HMC/qqqqKoryAoA/URSFZNYHAfz3zb+d3Xzuk9rPv14Q+9vY2JAbhdtrbi2sViv0er1UM/SeSKfTCIfDyGazWFhYwMzMzH5O3S2JP/iDP5BR7qTIeL1eOBwOjI+PC92JOCybjxaLBYqiwOPxyGpO2lSlUsHLL79804wQTtogFatQKAgMYLPZZCHg7oIVL//OKSk0ZiJrIh6Py8xAMi3q6+slKZfLZUkqTLCUYxOf0yZG4tBAdTHTYnVcRDc2NmRY6vz8vFDc2B/gLEBSwUKhkAz0JCOhu7sb8/PzNfg2WQr8LFK/6NJG43uKBAhVWK1WBAIBeL1eJBIJWcjMZjMaGhrE64FG/FyIyZcmJ5jSZ5fLJTgxBShdXV3CZ6ZhkDY4caRYLMo1Xi6X8fLLLyMUCuGVV165qevl1yV4bXOnxcUaqF6HHGzLwkELdVEyTYrsXrFfnvHTm5hxEcB/2aSwfQ3AU4qi/B6ARQD/efO5TQBeUBSlAiAI4Lf38f5/A+B/K4oyjWpF/EkAUFV1XVGUrwB4bfN5X1ZVlW43/w3Ak4qifBXAG5vvcd1IJpO4cuWKmKYDQGdnJ3K5HFRVRaFQkBOsnSEGbAkWIpEIXnvttT0/4xcR586dq2nMud1uSarhcBiZTAYul6umSuciw8RFiS/xrgsXLtRYad5M0Fe3r68PiURCJM/cbbD6ZIOOlK+FhQWpRnlR8nuxQi2VSjW2l6wEyeEEILhnKBQSvizNgkiNI0ujVKrO8CN8wWkZNE0ql8tSAVJSrdfrZYBoLBZDIBCQRZpc5Gw2K4sJcWMazfO88tjZa2DD+OTJk4LRcuIMd2ltbW3iA+L3+xEKhWQ2o81mQ1dXF1paWmCz2YQZxMnXc3NzsNls6O/vFyk4PxeA7IhYHWezWfGDJqRCxaPJZJLPn5ubw/nz57GysnJdzPPXOejrsZ3xwnA6nVhbWxPOealUgtVqFf9rxvVgwf3CFPft8lgUwP27PD4P4OD2x3d5zqDm3zlsJfPtz/1bVHHo7Y/Pokq323dolUzxeFwMPdit541VLpelU651EQOAixcvXtf97FYHq7ixsTEUi0U0NTUJHjgzM4OZmRnk83nMz88jFArhyJEjcLlcaG1thcvlQjabldWcngQjIyM4e/Ys/H7/TVPzDIbqBIcjR44gnU7Le7ORyBFWNptNMNVIJIJgMCiJOJlMYmRkRAyS7HY7GhsbJUERbiC+TJ8IJmFga6L0tWvXBOrQ6aoeuz6fD+vr67hy5Yp47SYSCVlEAAgft6WlBcViUQzQ+R2YoG02GxYWFmRRI9zCG5PUMLropVIpvPbaa7hw4QKOHz8uuwTehHV11XlxHR0d4ozHpicrZ/pjLCwsYGVlRYRFhDQ+8pGPCO0tHo8jGo0K55wqSOK8NptNrlftNOd4PL5j0Cp3EixUiK+Pj4/j2rVrt/S6pxfLL5N82uVy1Sw2PJ8+n6+GO07xC7AleqL0nv0PwnbE8SORiOy69orbSoFnNBrFwvDatWuYmZmpsbns6+vD4OBgjVy3WCyKUCAWi9XIa9+N2I5Jc0Fhokun05iampJxUT//+c9x5swZBINBHD9+XCom+swmk0lMTU1hbm7upvHujo4OmQxy4cIF9PX1CbOD2KWWr601ovF4PHJBcmF49dVXcc8998DpdArsEQwGpRHJOXitra1IJpNIJBIy840wCFkwrPrJqWUzbmxsDPl8XqaZkIbE1zMpWiwWYRL09/dLtU9uMQCZcgxAfEHYOKVn8YULF/Dcc88BAC5cuCC4NW9eLvhaChrtFr1eLyYmJtDb24vx8XGhlwFVeGhsbAzhcBhGoxGf+cxnxMuaixahEx4f7Ux1Op0wT8xmM1ZXV1FXVyffx+12i2cLYaZisSjHPDU1hbW1tZu6Vm4U2pmIvyyxXR3H35oKVq3Ag7s0Xst1dXXo6emR57A3Q5VoLBbD/Px8zaDS7XFbJWN2n3kzUJfPGBkZweOPP46vfvWrgr+SW0m3/v+IGBsbw4kTJ6QCZdVz//33o62tDV/+8pdrnv/CCy8gEAigrq5OtspTU1O4ePHiru+/n0ZkR0eHzK5bXV2VbSy358RuTSaTyIaBalLmFri1tRXz8/M11ThVg6zGtLJgNpa0ExK4XdTygfmcaDSKF198EYVCAYcOHZImSrlcxsrKCpxOp2C+9fX1aGtrw8bGBurr69Hb24uFhQX4/X6YzWYMDAwgkUggGAwKc2ViYkIWCja/otEokskkfvazn+04Z1zUtc1O7iz4HcfHxzE6OoqGhgZ0dXVBp9NhcXFRFg4t3ODxeEQgQ0imt7dXfBG0eL1W8EP5tcvlQjAYxPr6upxbQkucY0dcns3J559//oYmVgaDAT09PVhYWNj3lBqtiOeXJfaqWh0Oh0A/XLDa2tqwvr4uvQbi7/Q651RtslZIaSRDZ7e4rZIxUF2R0+n0ntScUqmE73//+/B6vThx4gRsNhvC4TDC4TDi8Tg8Hs8t26498sgjePXVV2s4zLtFV1eX+Dw0NjZiaWkJp06dkr/vVq0nk0k899xzyGazNzzeUqkkVe9eEYlExOGLUANQpYFR1gxUhTWsjsksYCLiRbuxsVEzy47NNVZKtP0EtpSFFLfk83n5O7m5wFYVs7y8LFxjQijEeknALxaLNeOW0uk0kskkmpubawzZaX1JzjZZD8eOHYPJZMLly5eRTCb3bILabDaBNwjDFAoFEQ8tLS3VLPBaK9FyuQybzSZwChWCpGY+//zzePTRRxEIBGRXRAhFyzThuWGzc3Z2VrbRWtomkwX54OPj4wiHwzdMxADQ2tpa4/Xx6xaf//znAUAsVv1+v0xu4fXHSevckXHRB6rqyZGREdhstt9UxoxCoYBz587h8uXL130eb67m5mZJChMTE7d0SOiZM2fw2c9+FqdPnwZQTYhf+9rXdk2cMzMzMBqNuPPOO2XryKrm1Vdf3fX9Scnafsx7VcE3qlQymYxUVEDVaJyNHm55gapEm9LhycnJGkvK5eVlrK+vC/VKq2BkQmaDzWAwiCMY6WHbfQCI1/E7BgIBwf5ZFRM+YCdca2JPWhz9L/hvrboxlUpJg9Tn84k02ufz4eMf/zi+//3v79rUamhoQHd3txi9a/2TzWYzUqkUstksbDYbDh06hL6+Pmke53I56b6TC80Eyx0bBR4mk0mgK8IRTMq88bW9En4G/bvT6bQcG6vhubk5zM7OXtfURhu/zhM9rFYrVlZWUFdXB5PJVDORhTs03k+kT5JpwZ4EXQYpdNorbqtkHI1G97XSM/7hH/5BCPBaM5VbER0dHQgGgwgEAlhdXUWhUMDx48f35HBOTExIBcRj2y20kyy0STcQCIhhzfYt9fWaCtuPgdHf3w+gmpTpH8zqzWAw4Ny5c7DZbGhvb5dkHYlEsLy8jKamJqyurqKpqUmsINnooDiCmHg8Hsf8/LxUHGQw0NDn2rVr4j/tcDjQ3NyMxcXFGmoRoR2v1ysmQKSDccEiRYyfWalU5DPNZrMkwkwmIxi03W7H448/jqGhIfzxH/+xfB7HtvM59MP2eDxiCMTK/UMf+hC6urrEywMArl69KnxqLYOGntV9fX3y3toxVEwMXKi1cI8WH47FYiiXy5ifn8dbb72FdDqNUCj0C5tI/qscg4NVngF9Rzgv0Ww2I5lMCkRH+IIDXskpP3bsGCqVqsc4+xB7xW2VjN9ObPfD3W+1wPD5fPjABz4As9mMn/3sZ8Ld5PtqV8q3SzVj9Pf3iykPP8dqtaK3txddXV04efLkDpz87cbExIR0/7llo8ycPGaKKei/wFhcXJQkvbi4KIY1TCL0WuDxAxDBCy9sJh6TyYSFhQU0NzfXKMWMRmONcRH5xFqfC2CrG+73++H1ehEKhQSvjcViiEaj8Hq9wl0mXMSJ2YVCAa2trfjc5z6HUCgkeG59fb100RVFQT6fFwx5bW1N4B4O86yvr8fi4qI02dgM5Q6ACwmd+7ioWK1WPPjgg5iYmMDk5KRcTxMTEyiVSvB4PLjvvvtQV1eHdDotXPNvfOMbAl38JgnvHh0dHRgeHgZQrf7ZJ/F4PCLXJwuG1zt3nvzvubk5+S1vZEHwm2R8E3GziRgABgYGUF9fL9ghK7BEIoGZmRkZEJnJZG6ohuvt7QWAXT0xOK+PGC0TU6lUwuDgIM6cOQObzSa82VvhNve9730Pn/nMZ8BJE/x+6XRaEl4ymYTP54Pb7YbX68XFixcFj3S73ejo6JAqFYBIqsmm4MXM9+vu7hZsmc5h9Lagt4TD4UAgEEClUsH4+Lg0CHnDcDsPbLEbSF9idUqjHr/fj3Q6LRU8/07Df6PRCJ/PJ34XtLnU6XRYWVlBJpORRh89sbPZrBwH1XnhcFj8M0ht4w6Avh3T09N4+eWXBZv9wz+sOsum02m4XC74/X5pNp49exbRaBSlUgk//OEPkc/n0dnZifn5eRm99ZskXBuElMjIGRoaksnjZEfQ94Q7DEJNtHvNZrPynFgshpdeekngs91ENtq4LZPx0NAQANyyKvF6wZFKR48exdLSkiRKmvuk02n4fD7huV4vrFYrDhw4AGBnQrZarbKlolQbgDR92Jiiw9qtit7eXnFHs9lsNQbmvIi5dQYgRiqhUEgak9s5m7xgWUUYDNWRRI2NjSIvrVQq0lijKQ9xX619Ie1Qga1J4Pw3FywtM4P/1j6fbAagKnO12Ww4efKkNBfZRKOikw1BYAsC6urqkp1VIpGQ5hyHfFJhSNoedwo6XXXAKlWV8/PzYuL+53/+53j88cfR2NgIp9MJvV6PRCKBpqYm5PP5mlFYAK47//BWLdC/iqHT6XDgwIGaBdVsNiMajcrOjJPCJyYmcPToUekTaJMrlZHczdB7mrsr7ZSX3eK2TMZaMrf2sb2aWNpGyNupjgHU0MqCwSCCwSA8Hg+MRiMCgQCOHj16Qw7z6OgoRkdHa3yBGeSz1tXV4cKFC5JcnE4nwuEwxsfH0d3djZdffvltHf9uoZ0+zaqTFoLaLTYbRVR+cTSR9rWhUEjoc0zOFOWwUmSVGAwGRYJcX18vIhe6nQHAysoKTCYT1tbWYDab0draKo3AQqGAeDwOp9MJh8MhtDgtfEFIg1zmcrmMTCaDu+++G42NjSJF9vv9KBQK6O/vrxk9xAYifU64MyL1iVUp+cBNTU0CMTG8Xq/sOOx2u/yO9N8AgH/6p3/CyZMncfLkSaEJZrNZfPrTn8Yf/dEf7fu3NJvN6OnpeVdl/r8sUVdXh/vuuw8Gg0GGCVAaT4hBURTY7XbU1dVhYWEBer1eTMZYPQNVdhFfz8eIJQNbvZbd4rZMxgCEKxiPx9HU1ISNjQ3o9Xpcu3athqJjNptx5swZpNNpzMzM3NJqmswJNsGoFrtR7MaGIFZYKBRQX1+PhYUFFItFuYDIl72VoXWmisViYoAPVBMsPxuoQjw2mw3lclmwUga350x+FosFly9fRrFYFOMao9Eo1QhtNMvlMmKxGDo6Omqc9ijJTqfTMJlMglcTwqBHcblcRjgcRiqVkjFGrIyam5vFj4LDUZmg19fX4XA4kMlkavwb6NZFc6bOzk5R/VGIQltPVu9aA6TOzk4AWzg5zw2hEbPZLIwH+kDr9XpMTk5icHBQ7FKXlpZummZ2OyZhxu/+7u+isbFRMGBVVZHL5bCwsIBIJAKPxyPXDe897sYYhNdovK8d7KpVju5WSDFuu2R87NgxNDY2or6+Xjr7xGLD4TBaWlpQKBRw8eJFBAIBPPjggzIO/RcVZ8+elUSspZ6RU7qfaryhoUEwr6amJgSDQRE60CnqwoULt1RBSMUXOcCUCPN7aKW2THLcyrPRBWxZa/L5oVBIkgm51ZRSl0rVuXm9vb24evUqotEo3nzzTdTX16OhoUHMiQgDaY+DBu40TOd55k3D49fpdCKAOHXqFM6dOyeSbbIsksmkLBT8zSgmyeVyGBgYEE+OUqkkk8VZMRNX5hBT0ua4mBH75VglMj+ALVtMp9MpFfurr76K5eVlFAoFTE5O4oc/vKFv1m8CwL333gu73S6m/x6PBwaDAaurqwC2rGG1A2zJL2aCpSUq/Ut4vXOIgtYjZDcHSMZtl4zZ2d/Y2IDb7RaBgM1mg9PplOZRW1sb+vv7ZcrryMjILxRjpjERzdQ/+9nPihnM+Pg4otEovve97+362ve+973w+Xxi7fjggw8K9W10dBR33nmnuJS9k+jp6UEulxNskf67THbxeFw8EsrlMhYXF8UdDNgySaEJED0dCGkwaBdaLpfR3NwsyZ68Yya01tZWeQ3xd85o4w5Ba23I6SM8BrIRuKUkzkw8F6jaV7JpuN27gVtYvq6lpUU8T6anp+F2uwVyaWpqgjYSiQT8fj+sViuam5thMBhqhrPydcvLy7JolUoltLe3i0goHo/jwIEDSKfTeOKJJ27aDvV2j4MHD8JoNMpiTEfBSqUiuyk25egoWKlUEI/HxRyKxlRUNPI5HMi73fr1Nw28zTAajSgUCjIyh6YqfX19Ut2w8aQdSqmdvvuLitOnT+PgwYNwOp1obGxEIBBAX19fzdSHRx99dEfFY7Va0dLSgmAwiKWlpZox9gwq4KgCeyeNGu3cv9HRUXz84x8XhZz284AtlzKKDlRVFYoXu9bAFr6qraCZNHkRA1tjnygq4e8FVPHl9vb2GqNvEvBtNhtaWlrkeLgYaJV2HFNE9zhOY15eXhanM1qRcg4caXi5XA4ejwd2ux3vf//7MTIygvX1dfGuqKurw/Hjx5FOp8UfhGo7Bo3dU6mUjI9i85WmQcTN+f2i0ShmZ2elAt9vnD59+qb49r9uQb/plpYW8VRxOp1oamqC0WiUhbinpwcjIyMCTTGam5vFBpZ2r8DWDMhYLCZOfEDtNXzd47qVX/KXPbiN1Kq2SqWSVLxWqxXHjx+X6oQexi6XS5LDbnErBCH5fB5HjhypWXGBKhQwMzOz54ra3t6ObDaLUCiE8fFx/OVf/uWO5zz99NMYGhpCV1fXdb/H9vB4PDh8+DBefPFFADtxRW6fiYVSKs6El06nkclkZFudy+VqJlBoWRbaQaHcBvI3og8DAJESaw13tB4UZrNZeJ9avFmb6In9UXmnrYx4A/385z+XqheoJuzu7m64XC6ZxqF1YyOODFSrYB4T/SMcDkeN17QWIqEFZn19PWZmZhAOh3Hs2DG0t7eLgQ/D7XZjfn4es7OzbwtyeuSRR/C+970PAG7bhOxyuXDo0KGahi1/ZyZiOtrV1dWJwRVHWTG4uLMPQNUdUNURMDkDW5a2v1HgbQYThl6vRzQaFZUMZ1O5XC6cPXsWp0+fRiqVEozy4sWLSKVSGBwcFFqRNnjDhMNhdHZ24qMf/SjS6TTGxsZw/vz5fR1bOBzG5OQkTp48KfxSrcyyWCzuOgB1YmICyWTyhtXuyMgIIpHITQ9RnZ6e3pP2FA6H8dxzz6Grq0u28gZDdbbc6uoq1tfXRaxB4QJQXeRsNhsSiYRMVEmn02JARBYEzwMrT5ro0/ktm81KsyuTyUgV6vP5pBEIoAaH1SZ14sv0umATkLhyOp3GG2+8gUwmg9bWVvksYvDkO5NONzMzI6ZFOp0OgUBAvh+76Xq9vsatrFQqiWXn6uqqON0BkOkt2qr3tddeQzQafdvY/5e+9CUAVWbQr0syZiLcz47PYDDAYrEIbMR+RTqdxqVLlzA8PAy9Xi9eK7RwXV9fl6bd9v4RzcR4z3IArNZulT2R6w1Bva2SsV6vF0I3jVgKhYKYxcfjcXH0b25uRqFQQCQSkRvJbDajs7MT5XIZoVBIKhaj0Qi/349Pf/rTAKrKnaWlJRw6dAjBYHBfN87MzIzQzgKBAAwGA5LJpGyBgL2n2e4XdrhZeGJ9ff2GFT9v6EQiIa5udXV1wuWenZ0VebNerxfjbe4mmLzC4XCNF4i20VEulxEMBuH3+4W7TJN8JjItW4MJb2BgAACEnM/jo3y6vr4ePT09cLvd0Ov1mJiYkMqVk63vu+8+vPbaa3jrrbekmbi2tiY7AqfTKQ1DQl9s7tjtdknETKiEylhh8Zg54MBkMqGrqwuDg4MiannjjTeQy+Vw9uxZUQi+3chms3C73Xj66aff9nv8skVfXx+A6u98IzaSy+WSvsL73/9+xGIxzM3NSe+Cu0A2bIFqE8/pdMr/VyqVGm9sYMsrRuuFDUCmulit1l0hRG3cVsmYwZuBo39+//d/H9/5zndgMpkwNDQk+Go0GhVTdKB6wg8fPoxMJgOfz4eLFy/K1tTpdMLr9Yryq7u7G7OzswgEAvuuYs6fPy/iDG5zGRsbG/jWt751a0/EPuJGTb+hoSGYzWbBcUkLYxJiNcwmlPb9stmswBZer1cwVApIeFGTG8ydh8PhQDKZRD6fF0w4FovJUFL+XuPj42IxGQ6HEQqFMDAwAJfLBbfbDY/HIwo7oLqgXL58GcPDw4Ldx2KxmrllbMoQ3mADiJU1pdOcB0iBSSgUEtiEfskcqUSPZTaCGhsbZXucyWTw0ksvIRwOY2pqat8+InvFBz/4QXz0ox99VwRP71aMjIzIruV6kGFDQ4NIz61WKxKJBHQ6HXw+n9hdatk3hUIBnZ2dUtVqzz0TcSgUknFi9I8m84cVMc2dANTsirbHbZeM2agpl8twOp3Cz/zc5z4nZiBAVe7qdrsRCATwwgsvANiaTsBwOBxiR8hIJBLyY7vdbrznPe/ZN1QBAC+//DKsViu8Xi9isRjcbjeSyST+6q/+6hZ8+19M9Pb2yk3A/2kNgGiXabFYxJ2NFz63g6xCyLzgYsaETAYD35PVIYePtrW1yeQMwg0ABBfO5XJi6sLOt8ViwdWrV+Hz+TA/Py/CnNHRUdmK6nQ6OBwOgV86Ozt3uHZx8fB6vTWz85igR0ZG0NLSItS7VCpV4xRXKpWwsLAg76v1QX7xxRd39Up+J/GrPtl5t7hRRRwIBGC329HW1oZQKIS+vj6EQiG5Turq6tDb24vV1VW55gh5pVIp4bYzmWo5xplMBpFIRCpmmkrxGnc6nTh48GBNz2S3uK2SsV6vFzVVuVwWaTEAYVCQC6h10eIW84c//CGOHj0qjzFxANUfm16xWmP3cDiM/v7+Gsez68X2UfOlUgl9fX03PZXj3QrtLDtKPrUS58nJSXENYyIlk4HOZdutBTmJg1UMR9qbTCZEIhEUi0VJYloYB9i6Kevr6wWmoKNcsVhEMBiE1WoV032gysSgjwNQPefPPPMMDh06BK/Xi8HBwZohqM3NzVheXq55bx4/E3E4HBa6GsUcOp2uZo6ftiegnSYyOTkpvPN/+Zd/uVU/1W0dHR0dwpQyGAyYnJxEf3+/NJYHBwdlAEIymRT2RDKZFF9sBn25OQeSPiaELtisraurg6qqAkmxibdX3FbJmNLFYDAouBG3tMBWJ9Xv94sRyPYYGRnB4OAgTCaTdGM5vYE830QiIZLX119//ab9Xp9++mn09/eLm9m7PerpZoIS8kAgII0zOlbR14Fz32h4zoZXNpuFy+WSkfOkvbEy8Xq9yOfzaGtrQyQSEeNzqv2AauXr9/sRDoeletbr9bjjjjsAQAaIOp1OeQ2PkUo5oLqY3H333bh8+bLMpJuamoLX60VTU5MwNIhPs+lHdR35ppwZR9k3sDVpg006+mnTCU57XIS9Ll26hDfeeOOWqybfafh8PnR0dOzpo/1Oo62tDR0dHTh//vw7hmS0wYnY6XQajY2N8Pv9yOfzojsg1s9rk7xybQWs/S0o8qlUKvB4PAiHwzUjuWw2G1RV3XGNaAu47bGvZKwoyn8F8HkACoC/VlX1fyiK4gHw/wLoBDAP4BObU6PrAPwVgKMAKgD+q6qq/6YoihXA/wegB0AZwI9UVf3S5vubAHwPwBEAUQC/tTm0FIqi/A6AP9w8lK+qqvq/Nh/vAvAkAA+ASwB+W1XV65aP5BcC1W0wsKW6YmLV6/VSvfDkt7W1oVQqyTQIADWm6alUSsagc4o0ULWKrFQqaG1t3dVp7XqhXYmtVqs4bv0yxdDQkGz/gK2qlM0QoKp45Pllh5lbOm31n8/nxXO3UqkgmUxKkqKij/9NPnCpVILJZKpp9tExy263w+fzIRQKibG8drS60WisUVYGAgGZKq0NUu2SySQKhQKKxSL6+/vleDhWhwsIk66WtWK32xGLxRAKhURdyAYtm7RcqPL5vIzs4dy5gwcPwm637zk2692MG02EuVH4/X44HA6ZnKONnp4ePPDAA2Koo4VnyLd+Jxx5reALgMCJLS0tMnqKtqgABPLS7trISNIyKngdRiIR5HI5eL1eFAoF4Rpr6XBaK9ntccNkrCjKIKqJ+BiAAoB/URTluc3HXlRV9WuKonwJwJcA/LfNx6Gq6l2KojQBeF5RlPdsvt2fqap6djNhv6goykOqqj4P4PcAxFRV7VUU5ZMA/hTAb20m/P8L1cSuAnhdUZRnVVWNbT7nL1RVfVJRlG9tvsf/c4PvgoGBAeHmkrTt8XjE3Yva8mw2C4fDgeXlZZnsQIXe2trarrADfXy7u7sluRcKBbhcLgwNDe2raeLxeABUseNAIIBCoYDZ2dnr/oj/ETE0NITHHnsM0WgUKysrSKVSiEQisr2mCZJ2gKqqqmIdyURMcyFgq/mSz+dFzUeaGP9G3b9WNMGtJispVqSxWAw2m03WKRO9AAAgAElEQVTgI8IEx48fR11dHZaXl8WHuVKpoK+vDwsLC7hy5YqYFP3kJz/Bj370IxgMBhw9ehSHDh1CZ2cnGhsbxRSJFTlvbgoJtKN4CNNUKhXBk9PpNBRFkYQei8UEdtEmnatXr8pO7kaxn3mG7yRuVBEbDAaZdch7gCwks9mMQCAgv/n2ZOx0OnHnnXciEAjsoJASLthPOBwOcdW7cuUKHA4H8vk83G63qDuBrV0T5zjGYjGB17Tjq3h9GY1GbGxsIJPJoFQqQVEUtLS0IJVKIZlMwmKxwGKxSKHG5l2pVMLU1JSoPfc8d/v4bncA+LmqqhkAUBTlHICPAngUwPs3n/O/APwbqsl4AMCLAKCq6qqiKHEAR1VVfRXA2c3HC4qiXAJAPeujAJ7Y/O8fAPifiqIoAM4A+Imqquubn/0TAB9SFOVJAB8A8H9oPv8J3CAZkwrF4M1J60nexLlcTsbRGI1GvOc970G5XJZu916TcsPhMDY2NrC4uLiDi2gwGPC5z30OP/3pT3dUuNS92+12uQlTqRR+9KMfyQVts9n2bST0bsTp06fFsN1ut8v2j8enna0GVL8P57nxO5F1YLFYEIlEJDnV19fL+ZucnMTq6ipUVYXP50MikcDq6ir0er1UumzMkaTf1tYmeO3k5CTi8TgymQza2tpw+PDhGpMiYGtMPavZbDa7I1GQbx6LxeD1emVxLBaL0hQEtoajknfOqc/xeFyGiXJXQBYFAPGU0F6f2tjPAE+Xy4X6+vp9Ubx+UUEfDgCCxZKmx0anxWKB0+nc8Z3GxsbEE2K7CTt9ofcTAwMDOHr0qCx+TJQABKLY2NhAOp2WXUsul5MZd4QnqMxlMl5ZWalRbgJbiybd/di8I+edIqT90BH3k4zHAPyxoiheAFkADwO4CMCnqmoIAFRVDW1WwQBwGcCjmwmzDVXooQ2ALKmKorgAPAKAcrEAgKXN9yopipIA4NU+vhnLm495AcRVVS1te/y6kU6nce7cOaG0DQwMwOfzCbBP1zGebEpSs9ksFhYWxG7xesHqkGIFUmJoVP2xj30M4+Pj+MlPfgIANXaKWtrX6OgorFarTMTQqrb+o2NoaEhc5rSeCpxqsba2VgMN0LSdFSRQxYNJO4vH4+IJwoudVS/d11hVUBpOPJ+KylKphEAgIPgsK+xkMolisShQAOlvxKj5d34OzXd2C8qO//qv/xoDAwP41Kc+BQAydYTbWX4nYAtuamlpQUtLi1DdgsEgxsfHUSqV4Pf78corr+yZiPcbmUwGhw8flupur8kx9DG5lb0IejdQQAVURxbdc889aG1tFV63y+VCIpFAIBDAwYMHazyWC4UCvvKVr9xwcOeNgrgsR09xJ0avYYvFAofDgatXr9b0hdxuNzY2NpDL5YQ+6fV6EQwGhVrJ35g9EfLa2WjWTqBh05dN42KxeF2q6A2TsaqqVxRF+VMAPwGQQjXZXq+r8LeoVtMXASwAOK99vqIoBgD/AOD/VlV1lg/v9tFv4/EdoSjKFwB8Adi6sUnQTyQSsFqtiEajsNvtiMfjQiejmoyJpKOjQ2zyKK/dDQdOpVIolUqywnMSss/nQ39/P3K5nGxlb8ThzWQy+2ZhvFtBnJgXpVZWvry8LJUwp274fD7YbDbZYm5sbEiVUiqVaqw/geoOgOedjZCOjg6plMgJJXRhNpuFbVFfX4+mpibhFVPSqsWmp6am4HA4sL6+LnxhAFKtGQyGmp1Pf38/hoaGkE6n8eabbyIej0svYXl5WZgS9ChgFUQjKp/PB5fLJVtzehR///vfF9hqcnLylk1W5rw/TvPejrGSH73fz9vPbowwBHcmvb29SCaT6O3tRXd3t/QMWOxYLBbU1dWhs7MT+Xx+x06RHs83G4SS6JVNqEsLTQCQfgGwNVGbYi8OagVQM7OO/82FmxN1tHoAQh0AxDfF4/EIRFkoFN752CVVVf8GwN8AgKIof4JqJRpWFMW/WRX7AaxuPrcE4It8raIo5wFMad7u2wCmVFX9H5rHllGtnpc3k7UTwPrm4+/XPK8VVThkDYBLURTD5ue1AljZ49i/vfmZ8Hq9qrbjCWxVo1/+8peh0+lgMpkQCARkSgRQvYm58ptMJrhcLpw4cQJNTU0YHR2V97LZbNJhTSaTssqGw2G88MILOHfuHM6cOYN4PL6jUfSrELQfJWOE+CYHdXIXQaYJBRqtra0wm80IBoOyPU+lUnj99ddFdgzUGjLxd2LyYCea2z3yN6n80xL1efNbrVYx1/f5fFBVFaVSCUtLSzVSVTIl2EcYHBxELpcTyWw+n0dDQwNOnz6NtbU19Pf3w+/3o7OzE1arFaFQSBzsgOo1lc1mRVDA7xKPx5HNZvHjH/+45rzeqkRMTHRhYQETExPw+Xzw+XxIJpM1CTWZTO4r2fX39+947W6iCv6+hw8fFjjtzjvvlN9Ka7KjtQG9//77MTQ0hLGxMZw7d+6Gx3Q9PLyjowO9vb3o6elBa2srstksVlaqKaG+vl70APw+8Xi85hojJZM6BP6eGxsbIuZikH2hVZLyeuI54vUEbEFM+Xz+nVtoKorStIn/tgP4TwBOAugC8DsAvrb5/z/cfK4VgKKqalpRlAcAlFRVHd/821dRTbSf2/YRz26+xysAPg7gX1VVVRVFeQHAnyiKQpDvQQD/ffNvZzef+6T2868XZE5MTU1JVWUwGGpw3M7OTlQqFbhcLkSjUaRSKTmZw8PDuOuuuwBUq4G+vj709vbiqaeeAlDdqtlsNtlmjY2NSeecF+Fbb70Fv9+Pu+++G0B1Szs9PV1zwf6yRmdnJ1wuF0wmU82kYbPZLEo24r1ariWrASZdWkxmMhlxMCO7hfQjAGJnyAkf3BI6nU4Eg0E4nU55Dt+fsmev1yvMFwpniNVqFVGEOFj5JJNJ1NXViXSVjRur1SoTRTo7O6VJk0gkhBZFvwxCU6TiUXYPQBbvX4Td5cGDBxGPx2U3xc84ceIEQqGQOL/xmrwR7OVwOFBXVye7xaGhIWQymR2eFuvr6/jYxz4Gp9MpajSeM1LEZmdnxQmRHr+cbNLf34/nnnvuusdy9OhRHD9+HGazGV//+tdr/hYIBOB0OtHT0yPTW5gYSTclHVFVVUxOTgKA2L1q5zcS5tJy5emLHQgEpBKmpzVxacri/X6/wCGMcDgs1/T1Ju3stzx7ehMzLgL4L5sUtq8BeEpRlN8DsAjgP28+twnAC4qiVAAEAfw2ACiK0grg/wQwAeBStT+H/6mq6ndQrbr/t6Io06hWxJ8EAFVV1xVF+QqA1zbf+8ts5qHaLHxyM8G/sfke1w3OF1tbW0MqlZKpwNpt0l133YVMJiPd79dee01W7OXlZVy6dAn33HMP7Ha7bH0ef/xxPPXUU2hoaJBkDUAsMLPZrAy15LDOQCAgdJibpb3dirhZpzmHwyENIqfTKT4ZPp8Pra2tUg1Eo1FJVMViUZIoqxSODGppaRHPhVwuJ/gcJy4w6JxGsyC9Xi9bb+LL2wn5pKF1dXUJ1Yw8T1arQDXRannmxG+pqvN6vZifnxef5Pr6evHHIIRy9epVadQwydPNLRKJwGg0ilkQG3ZanvStDMr0twfHQi0tLdXwvK8XHLiQSCSQyWRw/PhxNDY2QlEUfOpTnxK/bKDKAGJS0+l0aGxshNFolB4BRREM3jeEiegNs1doZz/yOuC1e/z4ceTzeej1eiwsLAgUWFdXh5aWFpEn0xOFiy9hLvaMeDxAtQggPU0rU2ehodPpsLq6irW1NTEQCgaDeOCBB9DX1wedTofx8XGMjo4K+ySRSGBqauq61f9+YYr7dnksCuD+XR6fB3Bwl8eXsTvWC1VVc9hK5tv/9reo4tDbH59FlW6377BarXjooYfgcrmEeB8KhQRD41huTjjWmn0DWwMzyZOlJ2+hUMAjjzxSQ+immQxvjosXL8pqqbXbczgcaG9vx8bGxrtK8L/Zzzp16hQASCKmTJRJaHNxBVC1D+RNCUC8X4FqcuV2emVlRZpIRqMRFosFJpNJoAc2TThdQTsEkhXu0NAQjEYjFhcXBZNj1Xvx4kV0dHQAqCaqbDYrGC+Pxel0SnVPeiNFKMCWKTwTfzQaFUyYFSYtQllNMZnTO3pychKvvPIKCoWC+E7/IsLv98Nms+Ho0aM1nORwOCzz+rLZ7A13YT09PQC2IDxtgrfZbPB4PLjnnnswNzcHnU6HD3zgA1IxtrS0yNQMADVbePozk3ECVCvMI0eOXFfy7ff7kUqloKoqRkZG0NTUJM112rZykQmHwzViLK07HxMx4YiGhoaa+4DHzCKCeQCANOn4nPX19RojrUOHDgkLi4o93u+xWKxGlLRX/OoBl+8g6NrW39+PQqGAkZER4ZMCkASbyWSwvr4uUxg4F89ut8NkMgllCahun+gaxcq3UqmIXNbv90u199prr6G3txfHjx+HxWLBtWvXkEgkEI/HhYz+y6a4ArY8OCwWi1SWvFHJ7yU/mts27Tll8iSfltUB8VRWKpx0YrVapVrm+QRQgxfbbDb09vbKGKf29nZMT08LBk0ohc04ckrJLSd9SWvtWSqVMDAwgJWVlRqiP4UoHGXFUFVVRl3p9Xq5boDqgksZ/CuvvILR0dEddDktReqd4sbvfe97BSLo7+9HJBKpYUt0dXWhq6sLmUxm15FMdXV1MkaLv6XWzJ9bf5fLJSwhJiaj0SgMlI2NDYGs2MxmMmSTjJ/HXQvnTNIDZnvQ+zoYDEpjGKidFUjYZXFxEYqiSGXe1NQEs9kMRVHg9XpRKpUQCoWQTqeFMcECAai1W+VnXy947QHVpDszMyN2CPxcrWf3dd/run/9NQtqxxsbG3HlypUdFQq5sABqKiPebACEk/zWW29heXkZw8PDghGazWasrKyINJoVE1BtMNhsNlEAamea9fT0YGxsTP7NapPk8ncjuI3brXPe0tIi23agygctFAoyGZnbTjbU2GWOxWLSDGUFqrWPtFgscLvd8h3JogAgTmzAVsXi9XqFHsQxVUBtlU/MNp/P18Ad3HYCWzeFdnuqnT/X3t4uv1MoFEIkEpGbmD4bpVJphzf07OysVFIdHR2IxWLo7u7G5cuXd2xPOzs74fF4RNizVyJiDA4OQqfTYXR0dMffGhoacPXqVWkylcvlXd0Cjxw5glAohKNHj4p1JMfTHzx4sCapAFWYzefzoVKp4PXXX4fJZJL7wO1249q1a7jrrruEMUKxCydk0xta24ClPwOLHrqbnTx5ElevXt1VZUpuN5lN9fX1KJVKmJmZkWo/Ho/LdbK0tCTjqGKxGJxOJ3w+n1S2BoMBExMTKBQK8ruwEua9vLi4WHONaKtielWPj48LxZONY0VR4Pf7BdZob2+HqqqYm5u7Idf4tkrGWtzqwIEDNVgtR/M4HA7ZTpAGNzw8DLPZjLa2NlnJr169CoPBgNHRURQKBTGlKRaLNQ0s4k/ZbFbUR1rMkyN9Ghsb5cfu6uoSEcA7nVu33+Cis7i4iEwmI/Lre++9V5phdEaLxWKIRqMIh8Nwu91oaGiQhEZZLxt8ZFYQqmA1BEDsIpnAuBC63W7B/YBaJRNVapVKRVz2iNFqm1NcKLT8YlbRDocDbrcbjY2NNc0VXh+sdk0mkwwh5RaU/hH0Twa25qR1dHQIvs3eAN3rtEFmDlV1+xEEDA4OQlEUHDt2DN/5znfk8Y6ODvj9fiwtLeGtt95CV1eXnBMGm52lUgnz8/NiYsVmtdlsRnd3t5jpcHHj+U8kEgI5casPAHfccYe8zufzoVgsis0nF8tMJiPDU5msgeq1r6oqrFarJMBHHnkEf/d3f7dj4eJu1u1244033kAkEkE4HMbS0pLQGrULo9FoRHNzs/C6eX3wswwGAwYHB2sEVoQW2OQHIMb+fr9fuMdAdac0OjoqzbgzZ86I6jaTycDlcsHj8cBsNmNycnKHmdVecVslY3ILCTHQYGZoaAg2mw3t7e1iQJ5IJLC0tCSuYhzx43K5MDU1Bb/fLw7/Op1OFGTAlpKPktdYLIbBwUFUKhXMz88jlUphdHQUb775Jo4fPy4/ss/nw8DAAHQ6HV5//XV4PJ6bTsbE0G42pqence+99+K9730vent7RZDAyGQygpcyGc7OziKTycBms+GDH/wg7Ha7NM9YKdH9jio3yku5ZSeGODk5KZJVqpjq6+tRqVTHJ3HbaTAYxGB9enpaICIAop7ajvuGw2EZMmowGHD48OEaj2qtZSKVkBQJsDNOTNlisUgC4HadNy8ZBLweyFnlDimVSgnjxmQyYWJiQn7fvbi/Op0OX/ziF6XqLZVK+MIXviAUqVQqJZS80dFRjI6O7iqd/9a3voXh4WG43W4RPWjVkRQYscrTSrgzmUxNw7dSqaChoUFc93i+jEaj7I58Pp+IdSj+Ie1O2yhTFEUMdfx+P4aHh3fgx9yt2Ww23HfffYjFYrIgUQTkcDhgMplgs9kwMDAAu90Or9eLvr4+Oa/kB3NXw3uNSTibzUJRFDGKymQysNvtMmHGYDCgs7MTo6OjePLJJ+X4JicnEY1GceTIkZop7xSFdHd3i2/F9e5n/RNPPLHnH3/d4utf//oTd911l+CRiUQCzc3NcDqdaGlpgU6ng9/vF9aFFlvkFAfab7pcLjGs0RqBEAYhdrm2tlbjb8sb9J//+Z9laGVnZydMJpNU1DabDQ0NDUin07Jd2k84HA4MDAwgnU4Lp3a/cezYMbS1taGtrQ1utxvHjx9HNpuFqqqCtUYiERgMBpTLZaytrWF1dVUGc9IqkFWOxWJBb2+viDg45403n81mg6IoMJlMUFVVTHoMBgNcLhey2ayMXnI4HHA4HEIfmp6elsYZq15FUQSGYvOUgpt8Pi+fHwgE4PF4YDKZsLy8jLm5OVQqFRnHfuDAAdjtdrlxEokEyuWyjGxPpVJyo3Liy9ramgyz1A43rVSqw0tVVRWIg4yRRCKBubk5cXozm8143/veh8bGRuk3HDx4EL/1W7+FgYEBYWMAVdnzwYMHBfZSFAXlchnxeBzFYhH5fB7Nzc1IJpNSgHg8HqytrUFVVVgsFoHP6NXr8XgQi8WkYVksFsU8p1wuC3RB+TdQXUh7e3uFXpjNZmE2m9HU1ISOjg44nU4YjUZZfOj9sL6+DrPZLJPZKR8ul8vw+Xw7kjHhHr5XJBKRQbc+n08WXp/Ph56eHnR1daGpqalmUAOvDy2WbbFYEAgE0NTUVJPw+b9CoYDm5mYoioKTJ0/C5/Mhn8/jqaeeqvHOoNc1KXCcahMMBmXH1tjYiKtXr5IUEHriiSe+vf0evK2S8V/8xV88cc899wiGRQUeTzirLFVVxTeXFou8EYrFIjo6OlAoVCdLczYbR8szkQNVXJma+kqlOiHCZrMhk8ngwoULKBQKyGQyuHLlijQbgKqhkTYJKIoCu92OhoaGHQwPbZTLZbjdbni93ptK4vfccw98Pp9U++3t7XC5XGhoaJBkwYWIUl9VVZHNZqHX64WmR7yWi1u5XIbBYMDKygoymYzMHgSqzVROUKCfQblcRm9vr2C+a2trMtCUEM7y8jI8Hg9sNpv8btpzZbfbsby8LNgmoY9cLieNKEVRRILNGXhGo1GOOZfL4cqVKzX4OZuGNptNxBsLCwsifaUyS6/XC9+ZwiHS87gzAKo3PXsWBoMBp06dkpu6q6sLgUAAg4ODAgPpdDo5R1QL6nQ6+d59fX3o7u4WeISsjvb2dkkSFDURZmpqahLXMsJAwWAQiqIgHA7LedVyp7PZrHgwtLS0SFWcyWTks5uammpUl2zSFgoFzM/PI5vNIpPJoKmpSWADvV4Pi8WCVCqFRCJRI44gJ5k9GdIDrVar7JoMBgMaGhowODgo8BGrXDaO6bxIxo3P5xMuusPhgNVqleqYBQPZKSxInn32WTzzzDMyF9Htdsv3dDgcsnvSepcQb15fX4eiKFhfX981Gd9WMAUAGYnS1taGRCJRY6FJT4mNjQ2srq6irq5OpKW8qZ1Op5jUk9PKxhaTsE6nQygUgtfrFSc3ANIEKpVK+PCHP1yz1Zmensby8jIeeOAB+eG9Xi8ymQxGRkbg9/uFa7mXlabBYJDq6GbCZDLB4/HA5XKhXC5jYWGhxgRbm/xVVcXBgwcRCoWQyWQEo+T7kHGRy+Wg1+sxOTkpfE02U9xutzT9OEFap9MhnU4jGo3C5XJJxzybzWJiYkJMhRgulwt+v19m1tGEBgDuv/9+zMzMwGq1IplMIh6PyxY1l8tJY4s7IbPZjHQ6jfX1damemJQaGhpE+cUtPGlshGVIx6MfgRbzNBqNaGtrE+odF6Dx8XF5zqFDh+T3s1gsKBQKkth7e3ul2gaqTUKgSjW0WCzy3chy6ezsxMTERA02e/r0aQBVyiEnUTBBDQ8PC95KiGliYqJGtEA6GOmFPp8PbW1tolArFouIRCKy0LD5abfb5VxrqaJMzpcuXZKdGAAxd//85z+PP/uzP5OqkueAIgxy0xsbG6UQIBdcq9JbWFioqVZ57gl/EYKx2WzY2NgQeCKRSIi3ClD1m1lZWcH58+fxjW98Q+DKD37wg9Dr9SiXyzAajTKiiTMVaSgVDAYxMTGBYDB4/Snze/7l1zAIMQDV1ZaacWKCpK8BW27+TMgc0ZLL5eTH1qrFuNWlYTUdxgYGBtDT0yMd5lKpJJLRhx56CM8//7wcXy6XQzQaxaFDh0SdxohEIuKXsVfQe3e3ypmv206hMxiqk3FZfU1PTws809raKpNRyLTQehWw0uLFrF2YotGoVMGVSgVLS0s18mneuEzUiqLA4XDU2EgSz0smk+J+RpL+nXfeKcfFRZW4NFBtLrFB2tLSIrPmmNTy+Tzq6+uRy+VQLpdle28ymRCNRpFMJlFfXy9UqmAwiPn5eVEgtrW1obe3F/Pz8wiHw/LbR6NROS42L7WThjmjT+t/wVFdlHvz/LO6ZzJMJpNSGDDJcTdGHw5ygsmZprueXq+Hz+eD1WrF0tISlpaWEAqFxCuERUk0GoXRaERHR4cUHIVCQSpMmiUBVZiCVS5Q5d4mEgmEw2EcPXoUly5dEsimVKqOlmJSLxaL0Ov1UqywUcpm3yc+8QlpnGazWYRCIbn2dDodbDabUEatVisOHjxYM+6I9DU2jYlnc+FJp9OYn59HJBKRxit3ZFrGDwB885vfrCmcgCr+/NZbb8HtdiMajcLr9aKlpUWuf4OhOlU6lUoJXKZlV+0Wt1UyZtVD/I04LS8iVldUBnEl5RYVgJh/M7jKkhZHXEuv19ds1Tigk2bVrMS3B5Ok3+8XnJaPO51O8bXQ6uK1r00kEju60ffcc4/899LS0nUpc9Tk53I5uVm3LwwrKyvSgOOUZL5WO0xVVVXxA9CarhAfJFQBbAlDuChyZD2rRSYpsjT4W/D49Ho9EomE4IdsJGlZAKyuOCGZv7VWlcVjqaurE9yXCTyTychNze670+mU2WY8Xv4W9NWg4IKjumgipQ0tjMBGZSQSkcp/YWEBy8vLOHfunAxK7enpkS0w4R4WCkxOpKtxYdNKfDkVeWhoCAMDA3L+W1tb5TU086egJR6PywIzNjYmx81xVEzeMzMzNZ+TTCYRi8VE4cjCh5gvecJmsxnFYhGXLl3CxMQE+vr6avDt7u5uOBwO8QfWekawWUxRFhMqi5zp6WmxIaBgiRgyr5HtUSgU8NOf/nTH4xwUwBgcHBSvFYvFgjvuuAN9fX3ClKHMfru1rjZuq2ScTqdx4cIFfOhDH5JG1IEDB/C9730PiUQCDz/8sPABA4EAGhsb0dLSAmBrVA/pTVxhuV3VSnI5jp3YJLAlHPB6vbIY7Nb1Xl9fl4tDWwVTnmqz2XDixAkZ6R4Oh/H8889Lct1NbmmxWOByuYQKpO3aDw8Po7GxUbr9/E6RSARmsxk+n0+qMS4era2tWF1dhcPhkCGg0WgU9fX1SKVSNVUft2mFQkEwNQBSZXMXoT1/pGFFo1FZENkd5zlZXV0V+bV2kGwqlRLamtPpFIkwuaMcBkoKF3HEUqkkDRo2C0mTI57IqotbXyavjo4OYVCwcUtIBNgSLbBx19PTA4/Hg9nZWeG/Uk7OZMjF68KFC1J50nY1GAyiUqkgHA5jeHgY9fX1kiB5fdrtdtx9991yvsj/JkVzZGQElUoFc3NzIiEmDMZrluKXYrGIq1ev1mDoWnMsDmK12WxSvGhZBeVyGZOTk5KoeU9peeDBYBDhcBixWAw/+MEP5P05Vbuvr09YE3q9HgMDA3JtMKgCZeXO5jNQhXfi8Tjm5ubQ1dVVwwVm70g7mYPX1vj4+J7+5dpIJpOYm5uTxt7w8DDuu+++miJiaWlJVL67xW2VjLnyzc/Py+q/uLgorlvf/OY3AVSN03t6emA0GuU1TqcT6+vr0mmnvJMOXaze2MDTUpXK5bJwarVJgJJsbdBcJp/PIxgMwmAwoL+/X6o4r9cLq9UqZH2dTgeXy7XnBcPPTSQSGB8fr0nWNGFnEgUgFyXxVoPBgKGhIQBbxPh4PI4TJ04glUpJo5A0IAA1zSatJJV8UCY1JnD+22w2SxVE2IHfgQbyNB5iQ4nHRfc1YEv4wYYYFYAAcO3aNRENALWj08kpBao7EyZy+l+wwx6Px7GysiJNHl4fTqcToVAIJpNJ2BZLS0tobGwUy0ia1PT29uLuu++WrTq51MQqDQYDEokEJicn4fP5oNfr8YlPfAIA8IMf/ADAFv9aS6/j925sbMTKyoqce7qYaXdefA+garbDAkOn00lzkf2H9vZ2sUhdXV2VnRmVe01NTcIGMplMYprjdDpx8eJFWcRWV1dlweDzrly5AlVVxcBde40WCgURnxCz52JNGiL9M5aXl2umaeTzeUnChB7YEyqXyzh4sOraQDiL1yHxfQA7Jo7sFdsFNpcuXdrVT5o73d3ittbo+doAACAASURBVErGOp0OwWAQPT09WFlZQXNzc00yYLz44os4ceIEgNpxLx6PB3a7XTrH4XC4xsiGyYQ3X6FQEPUWcdKOjg5UKhWpFGi7Seks3eKYPCgh3djYQDweR1dXl1RR9Gzo6+vbMxnzZotEInualFit1hrZ8Z133glVVaVTz2Nh44X4JH01XnzxRQAQoxx2tplYWSFpaYDcvnG+nN1ul60jmRl8LWGQ5uZmsTQ0GAzyWTabTahibObF43H09fUJ2R/YcmDTBj2uucUfHR2VrTNQhV6I9WnN41OpFFZXV9Hc3CyVr1aYQrcy+vgycXF3xIqtvr4ehw4dkqYsWR9msxmjo6PSa3j44YelCu3q6pLmGQVDXMDJyuFvxiqRNqHEzbnzSyaTskMjZg5UF+r29nYsLi4KbNTS0oL5+Xm5ppgMmYitVmuNqxntRdkfCIfDgtGbTCZsbGzgu9/9LoBqJbm+vr6jOc2dE6E/7WcT7uAAYMJUWnOq9fV1WQh4r5MV9NJLL9UMmODntba2YnFxUQqItxPszVzP9nN73FbJmBgrlXFs5u02ZJHJWmvRyI4+qxHyNnU6ndDbqDSipyqTtdbWD4AYizc0NMBgMKClpUWkocCWBytQbcZMT0/j2rVrmJqawunTp8WwKBwO4/z587t+VwBibsMuvDaWlpbQ29srTRXSujY2NmqqXG0VOjo6ikAgIHBDKBTCwYMHRRignYTAi1+rBqMxPLez9fX10qSjp2w2m0UqlZJKh8n42rVr6O7ulmapw+EQ1sGbb75ZY1BjMBhw7do1ABCIoa5uaxIwvQlcLpccI+GUqakpwSJ5HrVVVbFYFDtKwjTEprVRKFQNxrkAX7p0SZ5H/i+TI+EAVVWRSCQwPT2NdDq9A74BtrBRv98vjUPu4Mhl1s5yo3iDix5/j0KhgM7OTgwMDAiMRjob6X6NjY2iVNNOQCE/f3BwUKwzFUWRhY9eEvTzYGOR1+Hw8HCNz8deU0n4PgMDAyKy0l5PhJgIGZFP3N3djaWlJYyMjCAajcqOoL+/X3jcAwMDCIVC8Pl8cm8S629vb4dOp5Md9DPPPLPr8e0WHo8HZ86cgV6vx7PPPiu/4W49Im3cVsnYZDKht7cXuVxOgHSKAbbHW2+9JWR1vpYXPCc4dHV14V//9V8BVOXErKBKperUC7fbLdLaUCgkLmSUUZrNZrhcLhw7dkwSFFd8NqG6u7ulGz0xMSEjbLg15bZ3r8jlcnjppZfEpapSqexQ6On1eqiqKjfKK6+8IjfP8ePHJSERwyWzAdhqOLKBxBufvGUKQICtG4dBmpHb7ZbqmdU3Ey6bdVSa8RjZ6ed2l78BUFVAancE8XhcxCfNzc01iXBjY0PGR3m9XrE3XVpaEvgJqJ0CXS6XJeFxUYlGo/D5fDhw4AD+/d//HQBqIBUGJyPzxiyXy1LdRiIRJBIJRKPRHQ2i+fl5gRYou+Xn8v0JKSwvL6O1tRUrKytYWVkRgyt6QlDm63K5ahpk9Grgd2blS2YGm2JdXV3CzydeTe8SLesik8lIZU4FGxcRYOfWfq84e/YsHA6HGBjpdDoR+HCB4OLBiTz8Ptt9o7WTc9bX1+U4AYiREIMUtscee+ymkvGZM2dwxx13YG5uDh/5yEfw7LPPwmAw4MMf/jAqlcqeU75vu2TscrlkC0mD6N0m3tLrVgvmsyLmTUlKWKVSQX19vVjvcWum0+nQ0tIixO+VlRWpMoi1uVwuqQiBrbHf3Na6XC7R9xuNRsE1nU4nFhYW9oQndmvoHT58GF1dXfjHf/xHrK2t4ejRozCbzVBVVZofa2trKJVKuHbtmngWDwwMSOVAbu34+DhCoZBwKpkgFhcXZbEi5YfhdrsRDAaF+gVsjbNhxciETLoah5WyuigUqtOyC4UCjhw5It+fij8A4kdhMBhqpkiXStWJLZlMRoZQJpNJqYLoGldXV4f+/n6xPgS2EmA6nZbtMvF18nyJJ1utVpTLZeTzeRnSygWfVDK9Xg+TyYTHHnsMkUhEGqbkvhJ/rqvbMj8HILxWCmW4a+DxTE5Owmq1CqOAOzNO4yDmy8WH55QJmZOvyaAAtpIf2SSsnLV8cM4UNBqN0Ov1WF5eRqFQQEdHh5hFzc7O4tKlS3j11VdvOGV6exQKBVy9elX6F4RDKMnm9WU0GrG8vCy7xhuFls/OxZB4dGtrq7AjPvnJT+6gt+0VTz/9NB577DHU1dXhxz/+MU6ePAmPx4NDhw7Bbrfj7//+73c/ln29+69JaI1PtHaXewW15YVCAcvLy0ilUqirq0NHR4eYiBML5dTbSCQiPGItNY1CAq7ChAdmZ2dl+8gmIBWCPFaqvDo6Omp8YEulElwu1w5rxr2CrIXDhw/LzU9Mk8muoaFB6EsUuKyvr8PlcgnzgNgqUO2C9/X1oa+vD6Ojo1LNBoNBRCIR9Pb2IpFICMMhEAgIX5bnnk223cyAuFWmET+36haLRc4bq1NtBR8Oh8UrgLgidx1ut1umf/Mz6VoHQFgY5IRzwSDnHKguSlNTUzLUlIs2f2+9Xo877rijBuaqq6sTe0etDwmbhbx2AEhjFqhCVj6fTxKulhOshYYaGxsxPj6OsbExUTJWKhWp/EulkqjnKP8GqomOalO/3y+VMJ+vhbzIuOBwBe4yCoWCLEgUNmldznQ63Y6d0X6Dohig2nCn0EN7HRAzpkBmaWkJuVwOJ06cwNraGlZWVmAwGODxeETmPT09jUcffVTem+eGhQB/m+uNStotCoWCTP8BqjuA4eHhGjhkt7itkjFvCi1vlh367SA7V0iXy4WVlRUZ7W02m2uSE8Uh3NoRzyM3eWNjQyg7i4uLMJlM6Ovrg91uFyaCtgIhfFJXV4epqSlJBKxcGhsb5UKn3wC3fzfyS9VeVLyJ2QSam5sT2OTAgQNyg3s8HpmwkcvlpKLUOqRRhn3q1CnZZpfLZVQqFYyOjsLtdsuUawDSeCN2RziHNxgXGpPJJDe01WpFW1sbfD6fQBUc7snqmMmHGCKTJ4UDhUJBjIm01EQeE5VpPD8cVst/E5fka4k/U0Ybi8VqHM/InuFnc3HROpVp2RzkqrOpS2iMCwh/ZwpwUqkUGhsb4XK5YLFY5PflNcRFnTxeVtH8OxeK7QZXxWJR2EDJZFKodDQD4rgyBo+H34mTN/gaHlcmk9k1uWl7EgBw7733AoD0QrRTUsLhsCzO3H3yHJJZweuMjcm2tjasrq6KTNnhcMj1T+43F3kyoUgH1UJM26OtrQ3hcPiGDTpCZCxy9orbLhlHIpEaa0omYofDIcmlv79f/FO50l6+fFl8H65du4ZIJCKGM1pbQQCyLWP1XKlUMDY2JgmUVQIhBHovaKuJpaUlTE5O1jQ2iHd7vV6Mjo6KWxf9Em4UCwsLcoHypjGZTLhw4QJyuRz6+/thMpnw8MMPo1KpetgyofDmo8iFF5Xb7UZ/f7/AF9Tm5/N5WRxsNhscDod8R76OmCF3EVpKFb1zKYIg3FCpVGo8dT0ej2ClbKYxCVDSzO00G35A1at3YmJCEhG35fxeWpoZG7FUiWnn6XHrz//nAq3T6RAOh2sSKN3e+JtpBTPBYFASL3cDAKSxx4nkZG1ks1kxlaKEF9iabsHH+dk8FkITTqdTTH/4noTmIpGIMCPIS56dna1JxFpLVF5LxOo9Ho/M+WOSrVQqYqm6Pbq6usSXgn4PAPDQQw+J2o73itPprBlnRfVeLBZDsVgU3+q2tjbBphnRaBQHDhwQ06Y777wTNpsNLpdLGDGlUgl6vV6uyfHxccTj8R1jsng9bJ++vVt4vd4aqG2vuK2ScT6fx9jYWI2NHbdXdrsdn/jEJ0Qaq8Uo3W43hoeHMTc3h2g0Kolnenoap06dkouZo3gSiQROnTol2zOSvnO5nMAUTIpGo1Gqwvn5eeE5kqal5Svn83mYzWaEw2FxNbuZmJ6eFic1na5qYhMMBneYDyWTSVgsFpFDk2zf3t4Oh8OBiYkJ1NfXCyZMGS+xbyaAXC4nVc309DTa29uFGlepVGQIKRuqWmYBmRZssBKX5/acI3z+f/bePTbS8zrzfL5isXi/FVks3u9ksxmq1d3ullqWlHZi2LKdAIoGM5o4yGwSBAkQOMBs/ppksUC8M0k2CbBIsjNBAjtXT5D1GLaTsa1IguIoHVmy1Gp1Wt0UzeatSRZvxUuxSBbvVfXtH8Xf4ftR3ZKy89/2vIAgqVj1Xd/3vOc85znPYQFubW0ZmwVoaWdnx5TZKJuVCoaBROPCwoJxbFmMGHCKAfBkuVapwD91cWPCdRZxNps1USWpwCJxPd3l5WUrUEG4R5JFA24eAWgCpsnGxoZRuDD66Ey7/F/eg0sT9DzPoAbuh++2t7db5SgbHMlVt12VGz2gy0ByraioyK5fKtDZwOkpWJKC+ircC9omQFYkkTOZjP035z6tv4I3SyVfS0tLAF45d+6cDg8L4l7kDHAyiouLTaCITX9xcVFlZWVaWFjQyMhIoIKUOfQgBsjpMTs7q+7ubtMvedB4qIwxHvDpkc/n9dnPftaaa87NzWlqasp2XLwOeJfo+OJVPvHEE6arkMlkrHsDoem3vvUtZTIZHR0dKR6Pa3l5OSA4TQKop6dHk5OTZig2NzdVWVlp/ecoMT06OvoXG2IG1WQkniQZ7lxdXa0rV65YchItDFdzAuMrybBzPBQpaIzARyORQteSGzdumAclnbTzYYIuLCyY0QOPJBFTX1+v4uJi3blzxxbryMiIhoaGTL0rm82aB7WwsKDNzU0zmvX19erp6TERJiqt+G5ra6tVBfJckEGsq6szWArc3GUYsOEQIeEN866kgqddX19v3U4wsG7HF96Fm5DiO9xzJpMJFIiUlZUpkUhY5wpJgbJo5CLx1nt6eqx4wk1eUeLN+mBzohzaDa9dD493x7NzMWY41cxl8PSmpiYzxqFQSDMzM6qqqlIymdTW1pba29v1Qz/0Q6a54b5Xt3wetgsYOo4PyVieGd51KpWyd0tEzPGSyaTu3LljZdqsCTZ7qdDa6oN69T1o4KG7cMj9xoMBEWd4nvfvPc8b8TzvPc/z/tfjz6Ke573ied7E8b/rjj+PeJ73557n3fE8713P8z7hHOdjx59Pep73f3vHKXzP80o8z/tvx5+/5Xlel/Obnzk+x4TneT/jfN59/N2J498+GBk/HlBVTo9nn33WtFf39vYC34NlAIba0dGhwcFBNTc3G5WKyrtMJqPR0VGNj4+bVN9XvvIVSQVP6u7du/qnf/ona1S5vb2t5uZmRSIRNTU1WZLm3Llz1t3gc5/7nEEm/f39ikaj76uhR+rvowzEvvk+BQ6wBa5fv67x8fFADzuKV+C9QndCkxajfb+ebufOnTPO9NHRkSlYMcDxwGPLy8tVW1trniYJw4WFBTPEXEM4HDbcHegCfBWe8OrqqulXADG4YjxDQ0N65plnzEBixGHS7O3t6b333jONCPfZo5ImST/4wQ+UTqfNsKJbjDcvFQwAGDxRE5FST0+P6uvrzRC7mh4YUwySSyd028VzbczdTCZj9wVljzlbVlZm0UVXV5dxwqGzIX5PsRDvie+53b5Jgk5PT2tiYkKJRELpdNqeN/OGa5UKWg4wkTKZjAkGJZPJwOa0u7ur0dFRjY6OmlMErg50Q7ft6elpq2ZkPoZCIVNERAcZSGxoaMiofeRCJBnE5uLYvb29Ae79xYsXrVPLh41XX31V2WxWra2tGhwcfOD3PtQYe543LOkXVOjE/KikH/c8r1/Sr0r6ru/7/ZK+e/z/Ov6ufN9/RNKnJP1fnudxnj+S9IuS+o//+czx5z8vacP3/T5Jvyfpd47PHZX065IePz7/r2P0j7/ze8fn3zg+xoeOuro60++Nx+P61Kc+ZcTuoqIiJZNJCx/z+bwaGxst0YKgdSgUCgiUJJNJzc7OWpXT7OyslpaWTBM2n89beEbnXemkNp8QCPWv8vJynTt3zroplJaWWnfbw8NDW1AM+u0999xzeu655x44Sc6fP29lpWVlZaqoqLDMNOpTBwcH2t3dNS81HA7r6OjIaF6rq6uWMHJbl29ubpoaHEaVRFFXV5cODwuykI2NjdZiChYFRgYcMp/Py/M8EwDyPE/RaFSPPPKIamtrzQDSTPa9997T66+/rkQiYYsfr7G1tdWgBtcYSAWDRzI1Ho/ra1/7mr75zW9KknlXGxsbKioqCkQ6sDdI0lZVVcn3faMgSicFH24fP8L3WCxmmzDvlrmJEcHIoNbHMdwRCoXMAGPI8fbxACl4uXr1qh599FHt7OyYmBIMECr33DZkJP7W19ctkgJCqaysVF1dnRYXF20jYLAp7u3tvS+0dxPUcL7v50QAJ1VXV1vJvhtFEG1QvZnL5ZTJZGzz4R2VlZWZJva7776r9957T7OzswG6Z2lpqXVfYXMGPisvL1cymdTMzIyuX79u9QFSQcIUadIHDd7XuXPnDGr5H03gnZX0pu/7u5Lked41Sc9JelbSJ46/85eS/lHSf5A0pIJxlu/7K57npSVd8jwvIana9/3vHx/nK5J+QtKLx8f64vGxvi7pvxx7zc9IesX3/dTxb16R9BnP874q6Ucl/ZRz/i+qYOwfOEKhkIl4V1RUqLu7W1VVVYEssiuGQl+7aDRqeBKDF766umq0NM4Rj8e1tLSksbExy4p3dnbqiSeekCSNjo4GmB0ky2pqakw0hpAOHJqQOJVKKRqNWiPGhoYGRaNR9fT0WKv7H/uxH9P3vvc9q6s/c+aM9eIDNiARFgqF9Oyzz+rll19+X4UQ+DjJJvp7pdNp1dXVWVEDi0U6CWGZiOPj42a80MElWcJzZKHt7e0ZT3Vvb8+SJtFo1DYYSqIlGT+XXnXgfCSAqqqqTJRGKhgsvB+uGXjm1q1bFtJTHRkOhy2Zg+FzM/947CSMSIIxaM9OIpfnS7VmUVGRVQly7zwXIjTeVUVFhfXOA+dNpVJW/EEZPpHBwcGBlQCz4XBcPEz0sl0K5ve+9z319vYGjsX9kuDm/dbV1Vn3F/BeV/wHiltzc7MZdBLFBwcHunnzZsAwsvlPTU0Zm2FycjIgLcp6Ag7iuphLRAWhUMiqLOfn521du8Ur29vbtnlcuXJFV65c0czMjHK5nGpqaqz1GNx2N0nO3Dh37tx9m8RKJxEKDCO0rR80PooxHpH0m57n1Uvak/Q5STckxX3fX5Ik3/eXPM/DXXtX0rPHBrNd0seO/52XNO8cd14S7mWrpMTxsbKe521Kqnc/P/Wbeklp3/ez9znWAwe9tijj5KVIJ62+oaOR+WdyDQ0NWeIHoWx+Nz8/r1gspsrKSsXjcQvhBwcHrUKOzHs2m1V7e7uB/1zP2tqaEeEhtoNRzs7OGo5LDzpwKDL4aChIhQosPOClpSXjqTJBKysrrXAFaOSnf/qnNTo6ap4FzwX4gs/QTqDApb293WQ9SZpxXXhq6EWA35H4kmRJEsRe3Aal1PZz7RjQg4MDo0ehU4FeBh4lRjMejweYMnje4MYLCwsaHR3V6uqq6urqNDw8bE0B6Mm2uLgY4EDv7u4a66O1tdVCe0mBUBYqm9srLxKJGK6Od7iyshLwql2DT9GHW4pMR23mM91QwJQ5DoUesEDogIJ3C4f9tJIfUq8YLKRUYUvQ25DqP5K24XDYGDoU5pBwhYb2oF5/zBl4ypTB40lXVVWpu7tbFRUVikajgY2B+8VIn57DGGJK/jc3N1VdXa10Om2JQ4wyWDMRqVTgNgNt4Dx8+ctfNiqnq/HtjlQqZddAJP0gfRjpIxhj3/d/4Hne70h6RVJGBWP7QcztP1PBm74haVbSG8ff9+53+ON/P+hv/9LP3zc8z/tFFaAR81AkBbybRCJh2WC8ruXlZbW0tCiTyZgiGQyEsrIyzc/Pa2xszLxeklUoq1FQMTAwYPhaSUlJYCLSG49OCYeHhRb39+7ds+7Ge3t7Fmavra3p8uXL2tvbs8w8hShg1G4dPOd3w1uX7oO3jyc0ODioubk5bW5uGmUHA+kOVMxcDnAoFNLi4qLBEXCHqRhD6pJkF9QgBmp2bvkwRRpM+PX1daNMbW9vq6mpyRYTC1+S4XNsADTElGSh/8TEhCYnJ7WwsKD5+Xl1dXWps7PTNG4rKirM4JPcWl1dDXDU6a3nZu7BRpkDaFkUFxdrfX3dOMQu64HNASHylpYWq+gsLi42Vgll1kie1tXVGQsAZ8ClOQKN3E+nl0iOTZk14W4CbL6e5wVwaqo2edY8dwSS+B6QCxoebMZsUHfv3n3fdTGQe62pqQnI2Uaj0YC+tTu3fd83Y4cjAKVRKuhiMA8aGxsDnitzj0gIXvvLL78cYEG5GyW5DxLU9xuHh4dqa2vT0tJSoGnx/cZHYlP4vv+nkv5UkjzP+y0VPNGk53nNx15xs6SV4+9mJf0Kv/U87w1JEyrgum3OYdskoRQyr4L3PO95XlhSjaTU8eefOPWbf5S0JqnW87zw8fncY52+9i9J+pIkFRcX+2gR1NXVGb44NTWleDxu4vBbW1uWHDotmMPkrqqqMkoUCTZ4rnfu3NHVq1dVV1enuro6EyICf6uqqtLw8LB5ShimdDptnFgmGpO/oqJCTz75pNrb281wE7IxQcD91tbW1NfXp2g0arxLqTBBXahlZ2dH09PT6u3tte9BqWppadH29rbhtiSi3I4YCwsLplAXiUTU0NCg1dVVWyAIheONwauFtkaoG4vFjBERCoU0NjYW8PB4Hq6CW0tLi+GNGAoKPYCh8EJJwkoFHHJpaUlHR0eamZkxgwBNj0WFkaHh52nvB96027WaBe32WeNz7oNOzOD+QB2nq/9gu7j6z+5CdqEsvE6MBsad+UOIzPXEYjHrrlJeXm48XuYhxojGuygSwgjBsBKp4O1CocNYIUA0Pz9v1+fO6dPFHu6IRCIBhT3mAs+ktLRUCwsLds7S0kLHcc/zrLqWnpZICbhMlcbGRnV0dGhvb0+JRMLWCLTIaDRqENfp944k5+bmpgYGBqzpw4Pug/n7t3/7t/qJn/iJ+35P+ojG2PO8xmP8t0PSv5L0hKRuST8j6beP//3fj79bLsnzfX/H87xPScr6vj96/Ldtz/OuSHpL0v8i6T8fn+Jbx8f4vqR/LekffN/3Pc97WdJvOUm7T0v6teO/vXr83a+65/+Q+zCRFwZQwNzcnHp7ewONKl1PCwPDi5YKyQoSMVVVVYbvuq2ZpIIh7+zstP+HngQvNBKJqLW11V4c3k5VVZUWFhbU19dni4TeWoRchPDQiCoqKvSDH/zAvKG2tjZLpgFPMLa2tmySw1PF6NHRhGNyHyij0WiVCiaYFdJJ9RnhXjKZ1Pz8fEBsCS1oni2448HBgTo6OjQ+Pm64HB4/We6ysjJ1d3dLOqFWue2murq6bNGj4YDoO++lpqZGfX19Ae8MdTuiJPSK4YGfPXtWt2/fNmMyPz+vsrIyw26hdmG88vm8Ll26ZK2I4DFvbW2psbHRsEiuu7W11Z4Hmxa5CbfPItobsDXgp7NZul4cangkGmGIoH6WzWbNS8bzRFSIOb6/v2+RDhAAnj2wD+8Ug49AVjhcUCSk2pLfnWYrnB4kvAjvKdhi/kuF/MHExIRtCni6d+/etQYCzGfpRD+jq6vL8hJwnFl3lCyHQoUGosPDw+rt7dWtW7e0u7sbaBaBQ/RBVXrDw8OSZLIH/6OYsSR94xgzPpL0Bd/3NzzP+21JX/M87+clzUn6N8ffbZT0sud5eUkLkv6dc5xfkvQXkspUSNzRAO5PJf1Xz/MmVfCIf1KSfN9PeZ73nyS9ffy9/0gyT4Vk4Vc9z/sNSf98fIwPHJ7nqb293UpkpYLhOHPmjCUa0um0hRNMttraWuXzhfY7yWTS4AEKIVg80kkmeHR0VBsbGxocHLTjQMeC00rYiYHo6+tTMpk0bizZ6JmZGUUiEePSSoWFE4/HdebMGdsgEDIPh8OB1lBSwVjhbYbDYSsA8H3fWBILCwtWUIAX7/IsWTyU1hKuz8zMaGBgwGhpLDQSQ+7GRGfj0/igJONn37p1S6WlpVaAADyBQA3Xw3vMZrNG1nfLnCm0wTPhWZeUlGhwcFDV1dXa3t42TQ3Kq4uKigyucjFf4CpXXyCVSung4EC+7xvbhWQVmgo1NTXKZDKWPGpvbw9k1dH3JVGFl8qcIrRGVJ3P3QagUOBcgR+eAxrQbFDAEczLcDisxsZGY9LgkdKrL5FIaH5+Xo2NjZaL4N3DnHGLMMipYKjKy8vV1dWlmZkZM2jhcFiPPfbYBwoGgcXDQWbuV1RUWCKad8r7n5yc1Pb2tsrLyzU7O2v4OgVF/B6dFsSEQqGQdRHBi5+fn7fy6WeeeUbf+MY33neNH1RV586TbDarVCqlL33pfU2hT+73gX9xhu/7T9/ns3VJn7zP5zOSzjzgODckDd/n832dGPPTf/szFXDo059Pq0B3+8iDWnNKKKVC+x6U1aSCMa2vr1cqlbKae8JwEh/j4+PKZrNWFYQYTW1trS3Aw8NDI7xLJ0kXSUaNi0ajlrnv7++36wqHw9ra2lJ1dbV1Uh4aGrLFCn1seHjYws5UKqWFhYVA253t7W3Nzc0FijtisZg1D02n08bDpNAEj5iFvry8bNnl9vZ2W8gY2vHxcT355JMaHx9XV1eX3S+THGqfdCJeDq+Y77CwkRbkXaA1UF1dbb/t6+uzBeBWDmJo+G1xcbFhvkQuDM7f2NhocJIkq4RjMzo4ONDy8rJaW1t14cIFSwrV1dXZZucWOmCI6+rqrBpMKnjc3//+9415MDAwYN5YJBJRS0uLRVh4jWxGPB+SdLR2ohqPPEhdXZ09DzYu6aSXIs4Fg6ILt+kpeiII/aPbDJ1zY2PD7pcO6UQ0vu8rHo9bJ2/YHFVVVRY1Xb16VS+++KJ1/H4QC4FB6T9rxQjwIgAAIABJREFUKRwOm/dLU1PePZsuGiNHR0eKxWIBzxhhqUQiYWsbiIZSeVghmUxGExMTKioqskjpC1/4gv7oj/4osNkxt9rb2y2py+cIZmEnPmw8VBV4UKwQvIGuhXFze57BgT0NzIdCIV26dMlC/NbWVm1ubgZEWPCk6VZbXFwc6BiCQeN34XDYqsBQw3JLtsPhsIWa6BwPDw+rurpa8XjceMGcH51djLDbVUM6WYDSSVEF3wmFQoaV4cktLCzo6OjIcF2uCc8d7JiOypyTzh5uqxnf980bq6qqUnFxsWFwUsGrwushsclAbYwkGckiNHXdRYJ2w9bWlpXBep5nXTSAGtra2swTfPfdd/Xuu++aIH99fb1qa2t1eHiof/7nf1ZHR4eVL1OkQCk33abdZ0Q3mOnpads08ciAAQYGBqxDhRSsEqXDxquvvqqnn37ajClhOfkPkstsRrzLpqamwPtnnGZPgA8zL+iiTr6A68KwAa1JslJiBsqC09PTamtrs2cUjUZ17949Y0lks9nAfbr/ZszOzurw8FC1tbUqKirSmTNnAq3QiH4ikYh839fe3p6i0aji8bjGx8ffx06Jx+MGq7liRdiEbDYbYCT19/fbPACK+JVf+RW9+uqrunnzpknZVlZWBgyxdBLNlJaWanNzU/F4XNvb24F1fXo8VMbY9dAIn91MsFTAWEkMsTAODw+Ng0rCrLi42Ax1JpMJdFpYXFxUNBo1lTeMIMktwlbphPuKJgOZ8aWlJd29e1ehUEif+tSnLOnltigKhUIqKiqyNkCZTMZaskuFfnpIR5IExKORCmG+C9lgUCQZVvrOO++Yp4ZcoRQsQCBBxqYGpJLP5zUxMRHwxnmubpVUQ0ODYaRSYXEgCMP3ocjR9gdhGLSf0XnmuvCKqOpiQBXs7u5WTU2NlYdPTU2ZcRgZGVFDQ4PW19fNEKRSKRMjd5X1YJJQSFFXV2fqb8ih8g+tqKgeKykpscKVsrIymyfMq4WFBV2/fl2+7+u1117T5cuX1d/fb/0FKdyQZBj67du3AywDKHUYcre6jeE2W2BuU+hUVFRkHjvUSt4FG6YLa+DAwHTZ3d2V7/u6d++elpaWzDC6hT54pP39/Xr77bcDyTDP86w4hPMQIbB+9/f3LcksFTarJ598UqurqxaxAjW50BYbBRCU7/vq6OjQwcGBBgcHVVNTo6amJkvq8fxisZieeuope8Z37twJPM8vfOELOjo60ptvvmmfhUIhPfHEE3r55Zff9/wZD50xpl1OfX29CYVLsmIL6WTC5nI5NTQ0WHVZKFToOwbjobi42HrZQeEiPNva2lJXV5dluqn1pydeKBSyrh1Ql8bHx9Xe3q6WlhZNTk6qubnZwkzX60P9K5FIKJFIaHd3V5ubmyZGQ9IHmhb3hOGAMga7gmtIpVJWwgqv9tFHH9Xrr7+uqqoqzc7OGr5bWlqq3t5egzCgu9FRxO1jJxWMu9tOqa2tLWAwGLFYzLL17e3tVlThvhepIJRPdRXaBhiImpoaM8xuNMTvd3d3NTY2psuXL5uwk1TwJC9dumTJJjd56TYFIDo5OjqyjZvNzsVii4uL1dDQYJEO3iebN9oXkiykZ5OFw8s76+josORPZ2entre3VVJSYlEQnh4UQRJ97rMDuoBdQOUaSWAiGUTipZOmpySdMYAYZP5ZWVlRV1eX0um0GWw8wXfffdd6+bHGlpeXjQYJftza2qq2tjZNTU1pdHRU9fX1amhoUCQSUSKRsOdOohnIjvcCn50IlAiFOZHJZIzpgtPgdv1OJpP67ne/q/r6evX391vEQXJvb29P8XhcAwMDBv/hfbuNS2kYQXKV8UGJPukhM8a+72tnZ0dnz541xsTS0pJRZSorK42mAicUzJP6dbLgpaWlhtkh8SgpIKxCsoYyTYpK3Mqmrq4u7e/va3R0VJJMBevy5cu2mKLRqOrq6uy3eLIsbsqVXeNGQgiPP5/Pm6FmA6qpqZHneRYiZ7NZvffeezo4OLCW4iTwxsfH1dfXp729PRNdWVlZkSSTunTLXzOZjF2v2wZnZWVFY2Nj+uxnP6u6ujqVl5ebl5RKpQLMgaqqKg0ODhrv2aWwhUIhnT17VouLi1pfXzcMEX4oWD/eDwsyEil0eAGD5Nx0VOnu7tb58+ftc/SjYSlQmUZI61Y1YlBTqZSqq6sDLAM2crzLpaUlHRwcmNQlc4ymo21tbebhTU5O2rPM5/NaWlrSzs6ORkZG1NPTY3OWHAMtnGBFYLxWVlbMQLnFFPw/Gxf5ADYzWkOhBUF1IApyd+/e1d7enqampjQwMGA5j3A4bMyNxx57TIlEwqIdmg5Ihc2FaI5S+0ceecTmH/KiiFfhdXNsIj3oiJubm9re3jZmBBsD8BPQAqJAPHvmcS6X071790wqgDVAVER7LZwe2pi98MIL6u7uVmnpSR/CtrY2gxPR+PifnT6OB94LWXKpUDuOZycpIP0onTAk8PwYTHrpJDnlUnZI5mEkKVPNZgvatkzGw8ND6z7h+75isZgGBgaMbsYOzbUQWrnYr3RSjEEiJhKJ6Pz587p7964lLGtra21zwMMmk7yysmKFDIR4YMPNzc2GJcKNZTJKCnBgy8vLTY3t3LlzJnhDkgMZUKQ5t7a2jOYHlo7xAR9tbm42XI7NUyqwSqCngaES9vNsXb4yCVIXjkGzgvdMiSv4KLkFjoFRgjXBXKGcGU42c4VnvLS0pI2NDdXU1GhxcdG8MtpUQd8iCYuXfPHiRYNcKI0fGRmxAhaYQLSDwsBQ1eiWnm9sbAREjCTZPCR6YA6zgbsNPdngpAK0t7W1pfn5ed2+fdugndbWVsPWpYIIEnkRKgUjkYhBV+3t7WZQEYcnGbq5uamKigrbHBHpcqMuDDNVczx32ku5ECICTGg+u4UujY2NgeN6nmfr2n2udXV1lvxmLtXW1lqXFFc7BnElDP7jjz/+P42xJOMYh0Ih291pfSOdMB7ciiQ8Nbo+k4nFOyOh8Morr6i5uTmQoMEjcwe7Nzj02tqa1tbW1NDQYIukr6/PstQUEiwuLqqhocGuFX4ki76+vt4yzwjZI9mHIXZ5pevr62bcUILjGFDf3AH2HA6HrU6fRQwXlGsjseIK37Cg0PmA0kY4TXi/vb1tFCuy8EBA7e3t6uzstIVJFPHJT35St2/fViwWC3SnDofDisfj7+twgceEoeG5uMwXqbCQuDZXt4PKSRKHvFOSsYjOYCTccDqRSGhiYkKVlZXWWZkiC7zOe/fu6e7du4pGo2pqajKWC5tQIpEwCiLQA4lD+MQYHt6JK46+ublpGDNl7bTBCofDgSIZ6aTLCc+VKBAdaSoBM5mMheW1tbV64oknTLi9paVFly9f1r179wKyouhtENmwcUBppCsHFa7MtbKyMts0crmcYfZSYVNG24TIlQ0L3JjoJpvNWpRMdENh1/z8vDEp2HyxCW7jhOLiYs3MzGhoaChQWdnR0aGVlRV7Zqd1w0+Ph8oYFxUV2c7rlq+C5YIlM8Bd4efyQOkfFwoVOnfQOYAFnkwmtbCwoObmZrW3t1uRBln33d1dra+va25uzjyd9fV1nTt3zl4c58VwAGMQKn/sYx8L4JV4j3RjgALl9pcDJ97b21M4XBDQptACKOHy5cvK5XIaHx839Tm42Wgz3L1712hGTU1NSiQSlvjE6w+FQpqdnbXwEwzUrXKjOstNkHB9bgUeRheZU4zD7u6uvcfe3l6rUovFYqY9HQoVlMLwEN3krEt7wkPK5XI2D4CoNjc3NTExYRvrwMCAJicnTUiqvLzcOLRuZ2p4xyx6NxcBhAQmDJXs3r17eumll2wOkgiWZC2H2PDxBmtra+39ce5QKGSGjoQXG3s+XxBGHx4eto2ESIeqNQZFLDBYXJF3uNn3Ywik02m9+OKLev75543NMj8/b5rcxcXFBvlJheIdVzVOKmyePT09ph0eiUS0sbFhmyWbJyXM0DkjkYg5CjhXrnjU3t6eDg4ODNqrra3VwsKCwuGwfS8Wi9lmt7u7q5aWFqMX7u/vm4aKm1QkyT40NKS9vT3NzMwE5oOL4d9vFH3xi1984B///zZ+93d/94tXrlwxXIiSU/BA6DHQp6QTT3Z3d9cSbXgxlNziSUSjUet6kEwm5fv++7pK0zoeRa9cLqd0Oq3l5eUAhgb9x/d9S7Rcv35d09PTKikpUU9Pj4n40EW4uLhYKysrymYLbX1yuZwljjzPUygUUnd3t1pbW82bRjWM8Lu6utqwy6mpKdNLWFpa0vz8vOHC0WhUFy5csInmeZ71AvQ8zyrm0HLIZDKGY2LU2bwqKyvNE25sbFR7e7tJjbre3eHhoVKplGGHdFp2+cW+72tpaUk9PT1aWVnRzs6OQS7Q6hBdWl9fN3ZMc3OzFUzgWZHM3N3d1eLiohlUehp+8pOfVElJidLptO7duyfP88zbQ5BmfX1dvu/bZh2JRIxdAZSSSqVUX1+v+fl5Xb9+3YpA+vr6LFkMRJRKpVRaWmoMASrm4DaTizg6OrIKR6lghBoaGqyA4vDwUHfu3DEuN5rPFDFRvQdeDiNjf3/fGCDAF+FwWF1dXQY3uMZ5ampKd+7c0cDAgKampkzvOJFIaGdnx4x9KpVSTU2NbWClpaW6evWqPautrS0tLi4aHg/GS6QXj8dtHW5tbQUar1IZyIZO9WdRUZH1EpQUgHko/pEKlMeRkRHLNaysrCidTmtra8s6zpeXlysej5vDwKYeDodtXuEoffWrX1364he/+L7qj4fKM0bcBE+MbG91dbV5XDw8t+qMunu8NZpKgidms1ljB5BkASstKirS+Pi4acDCcZ6bmzOvjExsMpk0LxhN1d7eXsPlYChMT09rbGxMU1NTlojAe3LFvsEkCVHdUszh4WGNjIwEcOfTGgOPPfaYpqamApliqdAwMh6PG+2J0m1wz3w+b01c8e7xUt1zkZSUFIBS0AmhyIUqN47tthiam5vTuXPnLAm2t7eno6Mjfetb3zJYQpIJy+zu7hrfVCoYqd7eXkuqIvlJyLuzs/PA9jq/+Zu/qYaGBuNlt7e3B7wtjJJbuQjVkfkGjvvqq68alcylV6JGJ51Ue/m+r+LiYvX19eno6Mh6KEKVkwqRCFx49/ccY319XQsLC4bx8g6AIAjtYW1UVVWZ9grhtss+QudieHg44OWyGXz3u9+185D85Fxup2rwcxrYQmNcXV3V5uZmAOJAmyWfzwcwXIw1+Db8b3IgbL7pdNpEv9zIMRqNBrRGoNqNjY1pb2/PNjy3ASz5IDdXsLe3Z8VUvIP/CVMcD8/zTDYQDw+vCpoK2JObvOPhptNpM8Q0gQR3pYcbk6S2tlY9PT2m9LW8vGzHIZnDOVzjsLm5qRs3bqiiokLV1dVaW1uza8TgQsanFZDLwWTySSc6ACT2qKRCr0E60bRFCAd8k9CQ68WgPPXUUyYAQ4JLkvWqi8fjmp2dNQWtg4MDjY2NGU5HqTZRAuwBtzT1nXfeUUlJibq7u+0eMEAYG867s7Oja9euqa+vT62trYHOF6urq8rlcsZTxTi6nUzQDsAwkjeorq4O6EY8aID5SwWO78WLFxWJFGQ/8boxgOC7QEPIl1J4AwQA5l5VVWUeFkk/HArmmfu+8fDoery/v6/Ozk4rBGKjraqq0ujoqAllSQXohQav+Xze5jXl+6wZciXMDzjYvE/mTF9fn1EE29ra1NnZqdXVVSuUQFWQIic8WaIlBkyQ7u5um4eUSJeUlGhxcdHoalVVVWZwXbiR87jc9bKyMnOGSMTjvKAKB6sEJwW5VMq9Dw4OrPkuOtFg/bCcGCTMXX3t0+OhMsbSSQdht0IGkjuLg90f0jqyh7SIBzvE0Lrke6nwont7e01se3t728ot4Uxev37dWgDdT98VTBJvGVEajOLi4qJV4WHYuWYmZklJiWX7MYyuKpkkS9q5Yef6+rq12yHpVl9fr5KSEhPhIXEFrCPJsNlQKGQhI7S7jY0N88zD4bBVYnE/hKMwALa2tkyEnWfqViA2NzfbNbrFITU1NYEiDxYLni+8Xriyr7/+up544gnFYjHroEzi8dFHH9XExMS/aH65yTzuVZLlFdgUiczQw5BOEsZuyTnPEYwe7N01WmxARGLMNeZVe3u7OSFSIRy/dOmSXn75ZTt3a2urzp8/b8ZWUiDxCF3LvQecgqmpKQvtMTjFxcUGNcHaQfpTOpHuJNmFFzs7O6u2tjab9+Qg2tvbTedFOukagmDT/v6+deiRFOgozfA8z3IAJEBPw2AkXKUCxMIzwJmAFieddO7mXl555RWLqurq6gz2433l8/kA7/j0eKiMMZljxGrw0txJ7Ya2TF4oNmgKHx4eWu81MCRCbvBGSZYFpzSaRS4VihbeeOMNFRcXG0+xs7NTHR0dpt/qEvu7u7u1tLSkuro6m9BwflEk29zcNCUqMD64koRj3BOQCgZyaWlJZWVlWlxctMaqm5ubKioqUk1NjQYHBxWNRq08OJfLmdFzF4g7kCN1R01NjdGVYArASa6vrzdWQyaTUSqVsogDnWM8Kqlg/JPJpN0LXnQ8Hg+U/B4eHhoMEovFDCc/PDxUcXGx3n77bROIkWRCPqFQSM8//7ympqYM92aAc7vFOFLBO45EItbnDr6zVNCDwOuimrK+vt6wRumkVBltDLixnBv8kUQWCUs2R1cUXSpsDtevX1dzc7OVV4NVf+5zn5Mk61iBR0kOoqyszBKThPGxWMw47BMTExa5uYnT+fn5QNKSe6MCtKmpSel02iQ/eW+vvfaaampqtL29rb6+PoMDgGBgGLmblfT+5qKuZje5CwpWXJoiz7ekpMSaQpSVlRlTaHt7W2tra9bBHalc5jbne/3115VOpzU3N6dwOKyOjg6jN+7s7ATU+E6zq9zxUBlj+qp1dHQEKsko00QWknBaOuleK8kU3b785S/rF37hF6xxZVdXl30fz83F1qhwo9z2rbfessXlenF4JxgLKdiS/NlnnzV1Nfr2HR4emvfpwhL7+/umjnaaoUBIziTnHCTFgEXA9ogWotGoefoknTD+8JEJ84uLixWPx9XX16cbN24oGo0qFouZ0XNlHt3rJzSXZLgi38UrA9vP5wuyiXjYLtcZDxEWBdxsSZZ0cUNtjPXy8rI2NjbU3NxsRuv3f//3lU6n9fWvf93CZrirExMT7zPIeEXSSRQFZYouyUAwm5ubGhwcNDy1qKhId+7c0Ve+8hXrOxiJRPTMM8+op6cn4MXNzc0ZXoyXyDGAaWDKhEIho9zBOPA8z6KohYUFdXd3W5cPSXrzzTe1vLxsEqyDg4Pa3983jBejypwA8qLhAfxv2mLRk7C0tFRNTU0GbTD3Ojs7rSoPRpFU2Ozb29vN+OI8MZ/RKSYJjNYHmC3sIgZVhkQT0F1d3Qu856KiIotIyR+R/Ob9sZZxDlpaWgLnc4vCXI3m0+OhMsZkX5nQTBp2Yzo29/b22iLCs6NsdmxsTLu7u/qDP/gDffzjH1dbW5vtmLu7uwHCPINNQJLR6L797W+/7/qY1EVFRVZo4Xqwvu9raGhI8XjcwjHXAJ3GN1Ffo1ccyQewOaQMJdnfpUJ2n8SmdMLZpWIJwn5xcbHJgmazWaswY1RUVKimpkZXrlyxsBBRGqAIDCsesSvcI8noazxfNlG8IakQnWxvb6usrMw2N2AVQmFoZOD6eH6EnufOnbNIwC3WAMdloaPER0HD+fPn39cfje8Raa2vr6uoqMiKdzD8ePqUa8PEuHbtmiVA2QA3Nzc1Nzen2tpa27zy+bypgmEoEHUCNwbOAIeGe4uTIMkwV+YM+ZD33nvPjBnJvVAopGQyafmVJ598Ul//+tc1OTkZ0GJAMlMqcI7dd4pYU0dHh3mxoVBI165ds00T9UTexWmhLdYFx19fXw+UeTOXDw4OLLFWXV2tqqoqazQL7usqsyFHC08eiBH4jnXHhgZtNJvN2nPC4+ZaM5mM5ZrcqOX0eKiMcTabVX19vWW8gSSoGNva2rIkAB2Ii4qKAuLdrpG9efOm7ZB4H+gusOjd709MTCibzb5PWEQqQBT0t3PbzhNySyeCPFevXlUoFNLIyIgZMTo1c87a2lqThIQhwuRFJjORSBieurS0FCj02N7eNkF8Pm9sbNTdu3fNe2ZRY+ykk4ojjLQko/tALSP5RwLEZX9QUEHhiasfgCeCZ8Zn6AzTHJVnhfQmOCy4OiJI0kkPQsrbXalN5gwJtKefflrf+c53AvDEaWjmypUrgQ3v3r17AV47hgiMlXlG1WMymdTg4KDefrsg4V1cXGzGG3W7yclJiz56e3v1zjvvWOdn9BempqZ0cHCgzs5Oa+11cHBgieuKigoz6NzHzMyM1tfXlUqldO/ePdskMYgbGxvq7+83z7S1tdVogyQxGS42Gg6HbS4BwcDRrqqqMpre1atX9dprrxlFjwKa9fV1Yz6EQiGbayTd3fuAXSIVHJ+Ojg5NTk4G4MeioiKtrq7aZul2IHcxYwyn281lY2PDIKytrS3rBsQ7omaARsW1tbWmEXO6gvf0eKiMsVTwJOFkgiHDRigtLQ1kO/FqpILHMDk5aYLTJIAmJiY0NDRkWf3FxUV9/vOfVygU0uDgoGFuuVzOsvOPPPJIgODe2tpq5awoaPX396uxsdH4wyR9eJnJZNISj0xEwvtwOGyZbBIUlLZirKmocyv6wMSj0ahVaMGvRi3NnehlZWUqKirS5OSkQqGQ/T/P2a10JJMPt5OBx+a2bOe64JJCpic039ra0rlz59TU1GQQE3gpngqJRvf5sJDKy8vV0dEhSVbsg0fNfSWTSfOA0WkuLS00mb1586bhf4eHhwGvmKQt4vt7e3taXl42bJjiGbB82BZk22FiXL582UT2eUY3b94MFA0888wz9t5ffvllzc3NmerYG2+8IUl644039HM/93NqaWmxjZt5BE/drYKEsjUzM6P29nbjgTPu3LmjoaEhlZeXm2ZEfX29mpubA7KU58+ft02H/5Zkz2p8fFyHh4fq7OzU2tqawQqwUCiGcQt7lpeXLefgevdcP513GJTks37Z+KVCWfVbb71lBpPeeq2trbbewLvZkF14DG0RCpc+85nPqLS01Lj54XBY0WjUHCS38/eDxkNljFmohL0ot1EA0tfXZ8UZ4XBYr7/+uvb397W8vGxZ+4qKCqPBVFdXa29vTzdu3NDR0ZEWFxc1OTmpGzdumFFvaWnRysqKvvnNb6qsrEzNzc3W4TaTyai5uVmlpaXm9VDrjuGEeYBHGYlENDs7a6Wr7Nizs7NWWw9UQkiKmA1JjN3dXSvxlgqGvba2Vul0Wg0NDSbLSegFz3Z3d9dw1Egkolwup52dHaXT6UCbHTaFO3fuqL+/37SHMahwQdFzpvkmYjVEAvBBwfB3dnaMDTE2NmY4s1uKzGazsLBgyUmioLKyMvm+bwsEz4uBx0U12q1bt6zRALrVdFgB4pmenlYymVQikbDzLS4umsfL9fGci4uL1dnZGfDAMSgUO6CQl0wmVV5erlgsZl3GGdFo1Daxzc1NXbt2TeFwoS8e74jx53/+5/r85z9veD197yKRgjB6fX29ysvLdf36da2vr1ujzXw+r8rKSvOQ+ef27ds6e/asFVU0NjYqFovppZdeUjqdtopNNpJEIqHHHntMoVBI6XRar7/+urWOopSZXAaQCu2iYCZIJxW0fMd9hm6HFwb4LhsB75qE+eOPP275EuRhKZihihTtELdSEiiR90vvyb6+PjU0NKipqUm+76u8vFwlJSWKRqMmgnW6ua87Hipj7Nbck8hgV83lcqqsrLSX893vfldf+9rXdOHCBWMQUIMPjuiyGhA2YdG+9NJLunbtmrX2AXPa3t5WT09PoOw0EolYu3b4kclk0lSfIpGIvVzoOUwCqQB/UMnnYlJM0KKiIsPLwQ0lmc4DpZ08n1wuZ1VPLExJgd+CRSeTSetx9+lPf1rZbEGqMZFI2MJ3k06tra0KhQoSkXifQAdu4QoLDt0AhOEZ4JxANK5+AotwenpamUzGytE9zwvQm2pqagxmgtaHNzs1NaW5uTlLkK6urlqLeJ5xNptVR0eHUaIkmfxkZWWl4ZDDw8OBrsnIhPJcysvLbZMiaRSNRtXb22veWVtbm8bGxlReXq7HH3/cNDyWlpb05ptvmjE/PDy8b3nyP/zDP1gbsMHBwcAciUQKcqVXrlzRK6+8oq6uLqMaAheg4bC/v6/q6mplMhnV1NSop6fHRIFqa2v10ksvBSIu3tW1a9cM60V0HyYRZfLuSKVSJpTkqgryb4qooJZJJ80QWI/r6+ummibJNEYoCOHdEkkCde3vF9qrMXfOnTtnMAfPGdqoW1y1sbFhFEQSgWz61dXV8n3/fTCYOx4qY8zOBtuBxU7nDJIM3/zmN/Wd73xHUsG7+7mf+zndvn07UHVHuFNZWamVlRVLLMViMa2srBgVh4VBV92amhpTr8KTSiaTlomFDSEVJt38/Lx1bMBbZtLs7e1Z12kKQPB2STYgbrK/v6933nnHKFEsSHSGy8rKrP1UOp3W2tqaLl68qLGxsUA1Et4F2Wa3oedrr72m1tZWJZNJS7gMDg5au3mYJu5YWVmR7/tWRcXmgLaHG6YeHh5qcHDQkqBM+K2tLatYRNYTrxkYoLOz09gjyFsuLS1pfX3dOnWDgxNmXr582XilJLX4HeXCQBk1NTVKJBKWnZdkQk1g2q4Qe319vRYWFmweshFlMhmNjY3Zhn/hwgVJhZC7trbWjs29o4fhsnLuN9y/cy4iwvLyct28eVOlpaXq7OzU1NSUGhoaFIvFzPlww3N3Qy4tLehaI2P67LPPmtEmYgPiIQ8AlIPzg2StJCvZJuoCI0YZTZIlynK5nAlQkQciyqD1VC6XC+iCQJHknuj4I8n0O9Ajl2RYu9ue4ktkAAAgAElEQVTiyS0Kg6lxGoLA2B8cHOjevXsfClFID5kxxqPMZDLa39+3hpwYZyq8rl27pqamJi0vL+uXf/mXJUkXL140BgQ80Wg0auyKixcvBhJdZG5dvVWMyOrqqiVmeLlVVVVGb8Ir5JphVlA3D03snXfeMW5oKpXSj/7oj0o6Ce8RaMnn8xoZGdFrr72mtrY2M4iEvhS2kOyiV15dXZ1+9md/Vjdv3tSNGzfMuEGjisViAWMMZghc4Y5UKmWe9COPPGL0JUmmVzw7O2uZ63A4rEQioa2tLfX399tkJqFHq5vt7e1Atr65udn0JIAsXMW1yspKNTU1aXV1VYlEQouLi0okEvbsEYwnUqqurjYheSiD7gJ0S11dPRPYN+CfrnQkfwfTpsx3bW3NjGZJSYkuXLigWCxmBRZSweunAnRnZ0fxeNw8udPDDfGBdzjG6ax+Pp83zQpgJShpcLebm5tVVVWl27dvWxILuA9ILB6P298wsESeDNQJETIaGxvT0dGR6WKkUinbPLm22tpa1dbWmgEG0nGZIFIBFsTBYi24/HC3jBvuNAVRlC6jE+77vo6OjgzWcHtaAp25tDUgN6CjkpISE9F3oY0HjY9kjD3P+/eSfkGSJ+nLvu//vud5UUn/TVKXpBlJzx93jS6W9CeSLh4f/yu+7/+fx8f5vKT/TZIvaVHST/u+v+Z5Xomkr0j6mKR1Sf/2uLGpPM/7GUn/+/Gl/Ibv+395/Hm3pK9Kikq6Kenf+b7/gduPq03B5KDMESP5J3/yJ5IKD/bHf/zH9cM//MMqKirS3/3d3xkRXDqBKAhfxsbG1NbWFqC0IGWIMZZkmFMqlVJtba3V8pOBJ4wizHcxLKkwCZCh7Orq0vr6ug4PD9XU1GST16VuSdLf//3f2waAQM6LL76o7u5uE5pxsdN8Pm+hnSTTceVvhK/oOqDEJRWMWWtrq32fRQpUQsLDbdJIFEFiVDoJSdFOgCuNJKhLP8LosrHlcjnDdd0og0VYWVmpyspKvfrqq9YNmYXEmJ2dlSR9+tOftgUqnfQjhF54/fp1y6z39vYavQyDGQ6H1dvbq9raWnvGYKLuM6VAJhKJ2LNis6YAh2s9vQncb+D5cc2tra1aWFjQ7du3denSJaM5kvR0C1SY46OjoxoeHrZSZIwJuisUJX3/+9834+hSEQnRgZegJlIOTo6gv78/UBnZ2dlpcxfDildMUpj74nfhcKEzOBVvJAp5RhsbG5ZMZn2xUSGixWYbCp0o3mFY8fYlWbIRASJYPtJJMYirYVxSUmLP1qV+nh4faow9zxtWwRA/JulQ0kue571w/Nl3fd//bc/zflXSr0r6Dyp0eS7xff8Rz/PKJY16nvf/SJqX9AeSho4N8O9K+mVJX5T085I2fN/v8zzvJyX9jqR/e2zwf13SJRUM+Due533L9/2N4+/8nu/7X/U874+Pj/FHH3Y/yAESRsCblBQIFylTLSkp0c7OjsbHx00Yncq9mZmZ99XSMyDdSwpgxi5VSCp4k2SA8b5aWloC3g4TivMi94eUH54qCRMXP1xfX1cul9Po6KhdOxVlaOC6eB0L3fXEDg8L3XlXV1ctJMfbHB4eDhjjtbU1dXR0mLcwMTGh/v5+E8ghPCXUlwpFEqiGgWGykFHSqqystBZGiBORkCWERMKTxJKLAa6vr6uqqko3btxQKFRoutrf36+JiYmAUeP5bW1tWZLLNcREMWDN7e3t9p6AmaRCp+vW1la7Xp6n7/uGMWOswYtra2sti09hEsJGRB1uSXJJSYnGxsYCLAaGG5lQts6cZ8M7PCwI4e/v72tra8swV5djTtjv8pIxqPw3XF7mNckvWkCtr68bhUySaVGwDnt7e9/HYiLX4Bpv1BSZ3xhJDCI5ERLPHB+8HqMZDoctkQZUwwBPxisGFgQzRyVRkhUGoXNBTgiaqcuycXW1HzQ+imd8VtKbvu/vSpLnedckPSfpWUmfOP7OX0r6RxWMsS+pwvO8sKQyFQz4lgpetXf8t3VJ1ZLgdz2rglGWpK9L+i9eIZv0jKRXfN9PHZ/7FUmf8Tzvq5J+VNJPOef/oj7EGJeXl1tShQot6GSLi4v69re/rbW1NVVWVurq1auKxWL6zne+o7GxMb322muFB3ZM72Iy0qTSLSygfFIqGIi1tTXt7e0pFouptrY2wIeF44s3AQUMXA2eMBDF3t6e0um0LVRYFVxLaWmpxsfHA57l8vKy7fpuWS9ZcbR/mcjhcNiu8fDw0OCMUCiku3fv6u7du/rhH/5h1dXVKZlMqrOz0zxJhGAkWdNMFqmbTIEBAf+0ra3NmkrCoMhms1YsIskWnSRT6ZIKBs5Vj4MyhofEItrY2DBMeHNzUz09PVpYWNDu7q5SqZR5ieQQwCUlmYwkITaJmMHBQZWWlpo+MUZrf39f4+PjeuSRR7S9va1YLKaNjQ0zHpSZS7LydUqWkWmlag7mAd4XDQDQTDg4ONCNGzdUVVVl8445wNwBNkMVjTmTy+WMR+8yEcDhcVZcjJQCGyQFpJNNGw9+bm5OAwMDSiaTgWarh4cFGVRE9Ol63dDQYPMEShoG2E0+Hx4eWrOB5eVlg5e4F4brcDH3MeJuSy23vJm55Pu+PM8zz5m/HxwcKJ1Om3xmNpvV+fPn7dz0vkNqFuPLc2eOPmh8FGM8Iuk3Pc+rl7Qn6XOSbkiK+76/dHwDS57n0Wvk6yoY1yVJ5ZJ+xTGmvyTpjqQdSROSvnD8m1ZJieNjZT3P25RU735+POaPP6uXlPZ9P3vq8w8c7N7godIJoA8vk3AtHo/r3r17yuVyRhdqaGgwehptW9LptGZmZgKZfGhrrliJm/RgAqMBIEnf+973dHR0pOeffz5wzRgBKHfg3JRhugs3l8tZ+AhT4e7duybhKQWpVqWlpYpGoyaAxD24BRvAOLOzs4ESzzfffFPV1dWqr68PtCmnaIGBN8SCOn7HFspBt0I/wq1+I/G1s7Oj8vJyW9CuRjCVa5LMI2HAWMCwl5SUqKGhwfqh5fN5ra2tKZfLGfSB8Wpvb7eNg4pB4AUYLuFwWAMDA6qurtbs7Kzm5+eVSCRUUVFhXNXFxUX19/ebDgMbrVRogDowMKCjoyNNTEzYvcOBBjrJZDI6f/68EomEMR94Ztx3LBaz90BWXyoYkbNnzwbwfFeYx/WS+ayvr0+Tk5OanJzUxYsXLXmL0px0QhMlHE+n04GI6vDwUG+++ab29/f19NNPW788BsZRkuUJqqurrcwfWOHo6Mg2SbjCNP6luSuMDzZINyrY3t5WU1OTNjY2DCYBAoJSyfUSGQPDna7043tbW1v23Ii4XKjPrT50xZ6o9n3Q+FBj7Pv+DzzP+x1Jr0jKSHpX0gfpCj4mKSepRVKdpNc8z/t7FYzqL0m6IGla0n+W9GuSfkMFj/l9p/7/8Pn7hud5vyjpFyVZmHN6wWazBaF4vKGmpiatr69bEo9FgjEZGhpSV1eXdXRuaWkxY855pBPsFsZFMpk0D5JJDf40Nzen5uZmvfnmm7p06ZKJ/5DA297e1vDwsC0gsrxsHr7vG+WIa9jZ2TFqGqW1TFQEWljglJ+SsMHoU+u/ublpxH7oPNlsVktLSwGPqr+/3+7b1YNwW+LU1dWZHKF0Ygg4Lhl2DAffIZzPZrOmSobRlk44pgjiuIk1KqEIOUn+7e3tBSiPiOMXFRUFeKlEIJlMRm+//bb6+vrU3d1txiIej6urq8uii42NDRP6BzfHY15aWlJVVZWWl5fNKXDzCiTAwLubm5sViUTU2tqqvr4+m1tQBZPJpHnEt27dsq4wLS0tOnPmjJW+4/Gtrq5qYGDAnhcbBO+gv7/ftCMymYytm0gkoqWlJXMokD5lfSCIf+fOHZv3nZ2d1q0EUSeX4w5DB8NHFSQJUkqcYTcQYbLhkEijWITvsFYRPmKTJeKEfQOkwjqSZEL0UmEj5v5gzvAseG8oA1IAI8miPJwpKHSnJQvc8ZESeL7v/6mkP5Ukz/N+SwVPNOl5XvOxV9wsaeX46z8l6SXf948krXie97oKmG/98bGmjo/zNRVwZh0fr13S/DG8USMpdfz5J5xLaVMBDlmTVOt5XvjYO25TISF4v2v/kqQvSVJ5ebkvnWjXUjnW3NxsTUkRHGFy0xAUkSB239raWkUiEfNizp8/b9Q1ME4YF5ICng/XAGwRDod18eJFM4yJRMIacm5vb+vevXvq7u7W6OiolYrSDYIF5cIBjP39fZ05c8YYDz09PcpkMqY4t7u7q+npaetyjMfFhGGyDw0NqaenR2+99VZAaN2lADHw0ugu7H6ONwm2SkksXgYYMfxSdATQoT46OrJkJ9hpNpvV5OSkRQ9o9HLMsrIySxTRQ3B+ft6YA+DALjaIxi7ZdklGscIYTU5Oam5uTvl8ocP36uqqIpGIksmkdnd3NT4+bu/mhRdeMIiprKzMij6mpqaUSqXsWtvb2wObFO8Mj7evry9gtGn86TZLHR8fD1Q4RiIF3eOGhgatrq7K931rw8RGAOMjFouZMZmZmdHs7KwWFwvLioa0bExnzpyRdFLGDSbd2Nioz3zmM3rrrbfM6NNLMB6Pa3V1VZcuXVI+n9fo6Ki9b0nWKAHOvis1Ci+5sbHR9KiJutDm4BngCBCN8m/ohS4+7eY/yBe4zhcSBe733aIxWkeRbE+n04GmpszBw8OCQqALfZweH5VN0ej7/orneR2S/pWkJyR1S/oZSb99/O//fvz1OUk/6nneX6kAU1yR9PsqGNAhz/Nivu+vSvqUpB8c/+Zbx8f4vqR/LekffN/3Pc97WdJveZ7HHXxa0q8d/+3V4+9+9dT5HzioKMLT29zc1NDQkFpaWkydid0VGld9fb1aW1s1OTkZeMFIFbpJAzyk04kSSbp06ZJeeOEFSYVJNzAwoGg0ah4EWDOeIfX4p5MzeF3V1dWmv+AKXEMnIqnkRgHAESxWkhtUchFyIjMIPu7S78LhsF0nqnBQf3p7e1VTU2PX4A68zP39feMCI8RDoYirmgVEgS4AYSZeEAnL/f3999H4XOPkFp6EQiGDHvD2BgYGzBOmNBbeLt4PnFmSkKfH+Pi4GXD+340WpJMuK2DgrogTTAU8R3QtEolEIInr0qpKS0uNX0vfRakgEn/jxg1JBU3sRx55xPDNsrIyo3ZCZST5i5FgI+jq6tLdu3c1MzOj5eVlNTc3a2dnxwwTNM179+5penraWA+0TkKljXdJGO8aTtfDdCsCYWm0tLTYmiUBzYDn3tXVpZ2dHXV0dKi/v9+wWtYeuQ9KkpGzdAtIiFKBo9xBohkFRknGkuKapROmFvor0slGKMkaMnzQ+Kg8428cY8ZHkr5wTGH7bUlf8zzv51UwwP/m+Lt/KOnPVcCaPUl/7vv+bUnyPO//kPRPnucdSZqV9LPHv/lTSf/V87xJFTzinzy+sZTnef9J0tvH3/uP4M8qJAu/6nneb0j65+NjfOCAikK4iTQeONHpkclkDOfr7u4OYKN7e3tmENAzfeqppwyLhLVwdHSk9vb2gLeTyWSMG0uY504CdmZES2pqagxi2NnZ0fz8vGX7n3zySeN0khEHE2WQ7MNoSoUFjYHAG2ISoc+wubmpZDJpIZ2k9zWslKSPfexjdsyhoSETYXE9DELq3d1dzc/Py/d9q5DDUMOAcJW6QqFQoGswG+D6+roloigfJ2pJJBIWlubz+YA3guBMPp8PcGhZVGTZ8a4ymYxtFvl8Qd9jbW1NTzzxhEElyEjW1dVpYGBAt27dCjyflpYWnT17Vr7vBzqRgKGy4Uky+iRiTPQKRPcjl8uZ0NRnPvMZ8yA5Jh01gMPeeOMNffzjH7f3wEZIFRsMG3iwbMyuhkhdXV3AKRgaGtLCwoJ5rfw2lUpZwpnfwr4h0oHetbu7q9HRUeXzeV29etX4ucwjdLvBsd35nMvlrHiJ/n37+/uam5vTxsaGenp6VFFRYdEjES8FUKdhg8nJSbW0tBiu7XaiSSaTisfj5qhIJ/ROEtxIEOAckGSsra1VdXW1aZ0vLS3dtzqS8VFhiqfv89m6pE/e5/OMTgzz6b/9saQ/vs/n+x/wmz+T9Gf3+XxaBXz6Iw88Izy67e1tq8Kius0VulldXbWQG0wXdTM3WeBiShi4v/qrv5Ikywi//vrrgWtJJpOBRNnBwYHJJlI0QrIRvdWdnR1dv35d0glXFsEhGALhcEFXmETj5uamBgYGLLuOUSNZ1tnZqUgkYgI2LkwBG+Hdd981IaWamhrrGcfzunXrloXgoVCh6Smh+sLCgjE88vm8Ojo6dPnyZd28edMaprIIwaHBwjOZjJaXl80bA//kPjc2NmwjAXtfX183TJGNFy/UVeMCC3RxazZG3mk2mzWmhotL08iWd1BeXm5eeHNzs55//nlj37S3t6urq8uKi9wKMOhQe3t76ujoMK9VKlQSsgGT7AKDJGk5MjKi4eFhra6uWrKyqqpKTz/9tLLZrBYWFizaGx4e1re+9a2AMWhsbDTxIOmkrRgQ2XPPPae/+Iu/sO/DnUZOdGtrSyMjI6qtrVVRUZG6uroMjqmsrNTs7Kw9G+YWBmx7e9uYBSTZqPijC0xtba05BUBBNPFtaWmxzXBra0vj4+OanJxUT0+PGca6ujo1NzebYcdQ5nI5w4hJhAI5LS0tmbHO5wvdf2CObG5uKp1OW1Ndl32Endjf31cul1M0GjX4C7ycitoHjYeuAg/DSegxOTlpYD0Lc2ZmxqhTra2txqXEk3Gzwm4C44033lBbW1tAcBqBodN47uLiolpaWsxro3AglUoFPFgw57feekvSCcTwQz/0Q0bLC4fDOjg4MHEfSWaY6uvrlclkNDAwYB4rC7K0tDSQUJyZmbGkGwaNHmBkgt2mlXiPYG54HnAvKTTY39+380gF/PH8+fN65513AnKhrqbB7u6ujo6O7B/O5ybuoFKBneNBkxlHhyIUCml6etqinObmZuXzhRY/dHFmYwELxBtm00HzwK0KQ0wdbebp6Wnt7e0pHA7r+eefD3DY8aR6enosciouLjZIy8UZl5aWrFDAnZs8K7z4ubk5+2+4wDzLS5cuqaqqStXV1fZcn3zySb344ot2nkgkooGBAU1OThpvm2pUrpemCJWVlYrFYqYXDN82mUyaTkRLS4tFJNls1nB9ron1IhUSuUAaR0dH1uLLbQ3GMyfJ5nZar6qq0qOPPmr38td//dfa39/X6OionYNiroGBAdNEYfMhF8T8wADzXEhmRiIRo8C6DXLp/I24GPAnSUf0UmDhcB/3q0lgPFTGeGdnR0tLS3r77bctHD08PAzAD+6gRLSlpcXEqKWCBgOMgNu3bwd+c78eV/fTMJ2ZmdHa2prOnTunUCgU6O7xoEFZaE1NjRVDtLa2KpFIKJ1OB+hjGKXNzU21trYqHo+rurraKGlsPHz/rbfeUktLi0lMUiUIFi0VvM9YLGaL1t2UoBrhKTDpKYqA3zk5OWmVZW51HB5uKFTQjwD/hVGCcYIWh4eFgXINMawMVylrd3fX8H7eNyE1OhhEHy6/WDqBLjY3Nw1SODw8NM/qtddeM2PGc+JeaDaLlw7ntri4OBCqQxtkcx4cHDTFNOmkVyNMH6REp6enzQhKMn4sEA7UQXBU3k1PT48ef/xxez5Swcng/aCp8YlPfMKiDFg3rgA/Ib1b/VlVVRXQfHDLoyk15rtU1rmFPJRjLywsWPmzi8OXlpbq6tWr5gRks1n9yI/8iKRCJezMzIxaWlpMkxmji6e9tLSk1dVVkzUFSqFZAp49g4iPwfVzPYODgwab8N5ZV/l8XmNjYyaw9EFVkw+VMc7n83r77be1tbX1gdgNg5b0W1tbAWNZWVmp7e1tjY+PB6rPwIWam5t16dIlS6Q8aGQymQAl7n4jlUqpr68vYBDgfF69etU0LQh/8f5Pk8vBWgnfhoaGLAmSSqWMnE8RRj6f17vvvmsKaP39/abrS/KGDiZUUxGS4lWA/dXV1amiokJ37tyxKINycPBal/ctyUJxklMYX9ezgBsMDRDpS5glTHw6uDAg7+NNAtGwcIkG+D1aFRcuXNAPfvADM0Q7OztKJBKWBMUgumWvIyMj6ujosHZGeH8uxZDEKll+ePB8h3daUVGhvb091dbWanx8XOvr68bAaWxstJZXGCmiIa7PFSCiOAeNkdLSUt24ccO8TzZb3iEbL+94b29PBwcHxjqC4YN299zcnIXsdIVxObs8g7q6OjU0NFglJc4Rm6Hv+5qdnbXvRiIRnT9/PqA34lbEEQ0CSQBn8SwzmYzGx8dts8fTBsrK5XIWbTQ0NBhMhNdMA1/pJKkKTER1rSuJACMEWMTNHZ0eD5UxDofDH8kId3V16ezZs+rs7LQw49KlS1pdXdXW1pbpIFdUVKilpUUlJSX2MsCSksmkurq6rDmjO+jCOzIy8pGum8qv9vZ2vfHGG1pbW1M2m9WNGzd08eJFk1icn5+3ZpHoE7NwXGzwNPme4Ybhf/M3fxO4BnrlHR0dGT7sZpBrampMfS2RSFhfMoxdPp9XUVGRXn31Va2ururcuXPmQdJDkFLmbDarrq4uE/xxPQq8EjYb1xvBywEP57ljXKVgk1jwdKmwWVGeLJ1oWaDfQOHB2bNnA/DA2NiYaUo0NDSosbHRoqhbt24pmUxqbGxMHR0ddi53YXd3d5tXXFlZaUku19NCb7qqqso2zu3tbd2+fdvwaK7HhT9yuZzBDqlUyiCGgYEBXbp0yTQZoOSVlpaaDjOsFAwOcBxwjlssQRm6dMLLpTJwf3/fBLPYXJlHlL9j0IlqXDohCXCMXCgUCjCEEomEVldXNT4+rq2tLeMbu5xeNjP43uHwiV4GRSYrKyvWKUU6gYLA3IuLi22tQJVkPc3OzmpmZkbb29tqaGiw+2Eu0ahhf38/sPZOj4fKGJeWFhohgl+6D5Tx1FNPqb+/3wwNOzBUG0pHmRCQ32OxmOLxuK5duxbIpj///PMqLS3VV77yFUkFLYfm5uYHQiP3G4jQV1RU6OMf/7i+8Y1vSCpMgmw2q+HhYS0uLpoXu7m5aTv4+vq6hX9IBNLm/vQmkclklEgkzFNzx9jYmHp7e21hsmBYZBg7jAhteOrq6kwbgu7ZJJ4kmRrdzs6OUa+gRbmeKfxlijzI3q+urlrFX3FxsXmXVMC5i5jQfWxsTOl0WufPnw+UtlNgQ6ISYwg1C88OdsnGxoamp6cNCjhz5ozNp4WFBeM9U13W3NysjY0NHR0d2Ya+v7+vgYEB89zx1NA8lmQVYxSyXL9+3bjiUgGaYLOFJifJuh7TQ0+S4f03b960Z0NlG7xvMPOGhgYrXJFOGsLC5Z6dnVUmk1FbW5t1LqEqDyYL85JCDxopLC4uWjQ3PT1tzBa6sUgnTQFch+Hg4EDf//73TfZ0dXVVb7/9tu7du6e9vT09/fTTCoVCVmRD6zFXYH5gYECZTMaKdhjYBaIQniGwEvOc0nW35yPKdfCuo9FoQIAexsoHjYfKGEOJkU4y97wkQtSqqiqrPIMJQVaUYgR2TXfnXVlZ0fe+9737njefz+u5557TjRs3LNz+l4y1tTW9+uqr+tznPqfS0lJ96lOf0iuvvCLppOEieshuuCwpQEnyPM/+RnLl7NmzeuGFFwI6EG4CkXHu3Dmr2tvf3zeuL6wQ1NVWV1cDCminPRmKBWZnZ/XYY4/ZJM1ms9ZJBdwayAFjCp+YRBze3+3bt9XW1mZl01zj3NycDg4OjA+Koevp6THWCxhmOp22RcP9sRnkcrmAni0UM0mWRR8eHg7ACrFYTE8//bTGx8dtjpG0Alt38VzpxNhdvHhR0gnckcvljIPMgsbDg30jnRT+UGBA4pFrwoN1habC4bDpO7/zzju6cOGCeafM94qKCituQlnP9ZKJIMCTKW+mVx8RT319vTY3NzU7O2vRI5sDfGvey+HhYSDqmZqassIfSdZbkDmDsl95ebkaGhpMzxiWDQa6ra3NGpK6ScXZ2VkzuhRrkZugf6N0Ij/qUlHJIfBuDw8LrbhI+PEM7kefdcdDZYwpIXYHPFc3E81ODPmeRBLJJF4itCnoZvcb4+PjOnv2rKQChre+vq6FhYVAB40PGyUlJdra2tK7775rCaELFy4okUjo6tWrdr03btyw/x4cHFQ2mzXWBgmJ8+fPmwdJ09KWlhbNzc3ZAmLE43FrKe9WFeLxuAnD+vp6LS4u2kR1RVIwktvb24ZZXr161Wh4kkyDgXNJhU4k09PTCoVCxg12BwYxm82aPoibSIOju7e3p97eXlVUVJhhwMBThJJKpQwPbW1ttUorqqrc0BmKGnQzKF0sUDbs0tJS/ciP/IgpuEkyul5ra6vhpnhZkux7FBy5YS0QkFQIn7u6unTlyhXL5ksnc5ZzuR1UpGA3cVfsCmF/+PKcz8V6cVi2t7fV3Nysubk51dXVKZFIWKRDJMn1k0R1KaC1tbXq6uqyxDKVbmwikqy/I5BAZ2endZSRZJKU4OtEZDBHKMEmSQhlD1waPDeXy2l+ft7eF70g3dZVGHM3P+JGlXCWgYSYvzwv5trpdlinx0NljF1D7O5srmTgyMiIzp8/b/qzJSUlVsAADumC/tls1vDZ+w36mOFpnC4I+LABjpjNZq1tOoT2Z555xioB//AP/zAQzt3P2Dc2NponAyvB8zybiKc94uHhYfX29pqClhTsNUaoDNba1NRkmCw4KPgcjU2ZxJDpOefIyIjKyspUX1+vsrIyXbp0SYlEwkI9qHZAHjU1NfbO0B8gvHSZELST2traMjyZBKP7XNDFbW1ttVZCFCeQK3CfAZtKZ2dn4FhwpFEb29jYUHt7u9LptHp6ejQ9Pa39/X2NjY2pvb3dKhvj8bhtEq6YDEI0UoHmiJeFJ8kGQlGNdMKkkU6w9YqKCstR4PFBXXOx0pGRERAKMdMAACAASURBVI2MjKi0tFRDQ0Oqr683+l1bW5vS6bRxaK9evapMJmMeak1NjaqqqrS1tWVFMpWVlQbzwMxpbW010Xw43Nlsocv3rVu3tLm5qccffzwgYE8ZfDgc1szMjHmqUiFybGlpscgJ2U3uHb0LNl/XoXI1TFpaWtTe3q719XXjUgMFsqG4VEI2KfIJrm2goIYIheHqeJ8eD5Ux/rAB7iudhJosYsj5aDM89dRTRoA/nSFtaGgwzHJ7e1ujo6NqaGj4SPS104NF0tnZaZMNGg66vQcHBzp37twDPXSqrpjU3B+4LhOQUV1drYGBAcViMbW1tcnzPAt/wYvZ9SUF+txhiFy5TBYnRnJiYsK8TopbMDpuqEpRBaR8V/EOnBR8Es4v3hTh5f/b3rcGt3mdZz4HJEDwAhAXkiAI8CqSomlKpmRZri17HcWj7caJ42TjJk0vm7Sdze5st7Oz/bFNL5ntbJtuk92ZTXaa2ba7rafdzNZJnGTi3TTNOKqtemTrYskyLdMU7zcQJEEQIAWCAEji2x8fnhfn401SallKhHeGI+oj8OHgfOe857087/MyNr6xsSGVibW1tWIdsRigqanJ0tRUT9ARbkUh1wBLbAEIYRBQDF+dPXtWIHzs+BIIBDA4OAiHwyHWeDgclngyDzuv14u5uTlBt/Bzm5ubRfES1rjdY6CLzudMWBlFhx8SmrZdMpkMLl++LCETwFzXhmEIFNDpdMq6pHHDWDkPCP1gYbiKnTq4BjlGYr7z+TzOnz+PJ554QnIUQNETqqurw8rKinQbJ60A1ya5Q2w2mwVJoa8xfTykJGX3bsbyGQMmdpj4cH0P8VDTO8YDEMgeq2hZ4LVft497Xhn39PRIabPNZsPo6KhMNlEAXLQ6EoOZ4PLycrS0tIhiA4pKhH3ByMNLPoFblYaGBnFDuYCoWB0Oh6AD9pLV1VVJjrndbuGE4D3dbrdkpZ1OJxoaGoQ4huNnvJLWCWlGyW3LzU0LiVwb5eXlwhUMFKF5xGd3dnYKWoRVT/F4XKw4wo8Y7w8EAjsWekVFhSgUFmoARfeRyAnO13bCJrfbLcUZ/K460RCVNEMcHo9HLDOGQfTigcnJSSl8YVhA/1xa+YSckXVN36jM/HP+Oee8LxVMMBjE0NCQQADpGczOzqKurk7irtu7EnM98j67KWTA7PZBzuZUKmVpzMm2Tgxd6ZWoOnkO+ShIPUkLmmREDGlsH8PZs2clcc3vwYOOCc5sNgufzydKlnBNHszMXxBTzsYAZJyjp0jeCipiCrtGZ7NZNDY2IpfLSXiJ2GiW4/P5MalNXLVhGBJG2S9ufE8pY04aXeNTp07Jicr4Klv10F0DIHArvcCDtHxMYukyOTlpIZfnTyaTsSjtmxVm/Emgsrq6KhuAxRQ3wjQDEGuFSpjcGkzU8DqbQgLFTstUTsPDwwiHw+Kes7Rc7whBwn2n04lQKISenh7E43G8+uqrgsvOZDIYGxtDT0+PVM8B5mabmZlBJBKRdvS6ImO7nIWFBcTjcYl/E+2gh1G4idlBxWazydwBEBdcF7r/5Hgg90N9fT2CwSCWl5eFfY6Y3vLycsEPc554KFFpsFyZyo9hEZaZs3zabrdLkpMVgbxfPp+3KKVkMiludkNDg9xrZGREwmZer1dQB52dnRbvjNjz7UqQFXUzMzNSpdrd3W1BEQHF3oksX6YFyXWkv359fV0OMB0SxhJjVsQxiUlMdjQaFVwvDQGd36K+vh5ut1vCA7W1tZI/mJqaEsOK8z44OCiE9kwe04tlspvhFBIfEQkEFCkCxsfHYRgGurq6BP+t987jIcx8AxOnu3VlodxTylhnVCIng24Jki6QGVPG51gYoUs0GhU3vLq62kJVyb8DwPHjxyUee7NhCh0jCRQxj5FIRMjQx8bGcPr0aVy9enUHRG03oZuk4225QGtqatDT04NMJoO6ujoEAgGEw2FZsIyVJ5NJCQFwnNwErNIjDzKr9Gw2myzujo4OnD59Wt7L5CMB/7qy0nGuqVRKUCLV1dWSPGMHap0/Wp8LhiEAWJ4VDyHSoPIw0BUN48KxWAyBQEASTQDE6tvc3BSyJ6IphoaGkEqlLPSOfr9fwh0Ur9crXhLDGPqBw0KYjY0Nga3lcjkpaiACxel0orOzUxJI5F7IZDKYn5/H7OysuMkMOUxPT2N0dFQa8+rS3NwsYYdEIiFlysvLy8JP7Pf7ZT2xFD2fz1ti9ST6J4Z5ZWVFGND4fR977DF873vfkyYNrPzb2tqSZw5AQgY6pSkRRAxR6d4Qw4tHjx6VCtTKykqcPXsWuVwOly5dwrPPPivPc2NjA5WVlVhcXEQulxMPmKHKvr4+ed5MchNRQ+rUpqYmwX/TaGK4i/hiPTm9m9xTylhP2l2/fh1jY2Po6uqS1kgUnQYzHo/v2Qb92rVraG5uxpNPPonm5mZ8//vft/D9AibC4fjx44jH4zdtFW9XrgS/s4QawC3hlJubm6W0luWqtGgYc3Y6nTh8+DC2trYEiQFYgfiM31LpUSFWVFQgFAoJyxvpSRsaGkTRrays4OLFi0K2dOzYMcvCJJyI1kVjYyPW19fle5J5DjBRAMRe6w016fLrBScALOEVQrX0Umw9tsmwBT9H3+iMmTPBw75m/JyysjKJ8ZKhiwcMLT6v1yu8tiy9JnyS1rKe5GQp98rKikCs4vE4lFKCI95e2UYFS5eahxXDUwzHbZe6ujr5vsFgEPPz83JgsLchx0pkDUM4/P41NTVC0K8raqI1gCJLILt0JBIJKfPXK+vIp8wDTeecIDMb4Ww2m00MILvdLtDNcDiMrq4u4YghQxvXtM7lwuQe48RAEbXBeYzH47IW+V3ZyIHeIZ83708PYb+WS8A9powpPJkdDgcikYgoUFobTz31lFg8L7744r73WlhYgFIK4XAYH/vYx3Yo43w+j3Pnzu1bk34j+fa3v422trYfK8TR3NwsmfqWlhaJtyYSCSSTSQSDQTQ1NUkihbE9jh0wFRSRBLpbryd/Wlpa8Pbbb1u6ZpDhCjCTdpTW1laJzdIyJU5V73NHdARpDRk6WVlZkQISuqzE67LHnNvthtvtlqoshi90vmi/3y8NQqk0GU+kC8vwAqF1eqhqfHxccgZAEUnBQhc9BEapqamRsnIqD4Y9iMNljoLvXVtbw7vvvou1tTWUlZXh0KFDYmVls1ncf//9UEoJsfz2A4C8DDyAqKRmZ2ctlnFjY6MoTFrOFBZMsQvL8vIyamtrhYCHyoshL7a1Z9kxhc+H14LBoIVjghhy0nGyswxDSvX19YJnJokRYMLzOJ96iI05CM4XY+ds4KBD/ZLJJEZGRtDZ2SleHZ8Nwyk6vzSNDuZNmAwGYIFG8j4sWtpL7jllTAYyLnJSYlK4WQ3DEJdzP6FbSIKgurq6XZXmfgm2m5FUKrXnvfeS5uZmdHZ2oq2tDffffz8cDoelEwEhYg8//DAcDgdeeuklicdubW1ZYnTEFK+uriKVSolLzC7TdN0qKipE4Xs8HqkIrKqqEg5il8tlwVzSUiUsTmeVo3WRTqfl88jcRotMVwa0lNiGKhwOizW8sbGBhYUFSwsfrgdC/NLptFjXW1tblmpDWqJ81m1tbaJ8WSJeVlYmyhwoluvqwoNHZ/riQZjJZKQCMhQKIRgMYnx8XGLpTIjqTT6vXbuGgwcPoqKiQtoVBYNBsWIJCeQPAGFi09eT3reNBwhDVQxRMT+wubkpCBMyC7KoiPFRoMiAxuQYY668N/cbrX/CRMnLXV5eLvOnW86bmyanNUvlddY73QJlRxW+59y5c6ivr8fFixelAzfXxtjYGNLpNJRSqKqqku7p9fX1uHTpkkBL2V+SfMrLy8viETGZTu+JRgwVum75b5d7ThkDkE3NrKsuJG5hq6WbkdOnT+PJJ01q597eXoyNje3oDfePlXA4LNzGzz///E29hwUAXCjs/zU4OIhsNiuNHa9evYoDBw7g8ccfx5kzZ7C1tSXICLKZOZ1OyUyHw2FBKmQyGbHGmMF2Op0C9QGK1jSheQAsyIG1tTVprMp7AJCEmA7WJw/w8vKybERaPYxj8vNWV1fhcrmkYky37vl6Vq2xkpHj0S1bviefN8nbaQHZbDYJ+fBw4RyRHpLkNbTuAEi5s57cY7xxfHwcFy5cgM/nkzJvIg+AovWoI3tee+01vPbaawgGgwiFQpI4bW5uhsPhQEdHB86ePYvJyUmsrq7uGqIArAVQenyzpqZGyourq6sxNzcnSU2StzN8xXliJSRQjB8TfshQFA/g6upqLC0toby8HIuLi4J+IbkSQxLkOGZOgpzKuVxOLFy+l56f3hyXZPFXrlwRIwWAcERzf1AIuWR7tPn5eak2JJlSc3OzHHYdHR1YW1sTK53EVYlEAtPT02hpabFAFbfLPaeMHQ4HVldXBZYTi8V2KOTXXnsNH/rQh8TCA0wrhS7sysqKJRzBUMehQ4fQ3d0t1getlPdCrly5glOnTu3a0ggwrWAualo7V69exaFDhyyFCEwo0Mq22+1C6h0IBPDss8/iO9/5jlg97DdH11Hv+gFAxsOGlzqInpYEUERu1NfXY2hoSGK9OgAfKCI+gGIpNfG55FjYHnvjfVg0wax+JpORxqO0pGmVMg7Pe0UiEfEE6OIzcZROpy3WbjgcxtWrVy2Vm4AZJ97Y2EA0GpXefURy9Pb24vr16wKXJEk6UOT4ZcVaZ2en8G4Q73uj5A8/PxqNoq+vTyBwPJhCoRBee+21PRUxYB6WtEZ165jJNYfDgbm5OZw/f16MlZ6eHlHEOtMcAIv3AxQTrJubm6JQXS4XBgYG5DotXPKn6Pfjs+ca5DMlIoRQOvKCb2xsYHh4WOB3jD+zVRlgWvMsNtrY2JD3kg9kc3NTLGuOhUYD8fDknSb6gt4DYEIto9Go8JTvBSEE7kFlrFfbbW5uoqWlBdPT03C5XJZE3cjICOrq6iTGpG/GYDAo8UgK+4G1t7ejo6NjT6W5mxA2o1uFu8lLL71kAeHrQvfH4/FYXM/FxUXU1dUhk8kIPIqLtrGxUbo6eDwepFIpvP3220K+TneUsKOOjg64XC7JJOdyOaGcZBacJNwUzhkLSNgH7cKFC5JEIUaUlolOkAMUNzWz97SS9Pg144jEcuZyOYkh0vLl66n8GbKhNQWYz5mWLZUDyV8OHDgg4QKdQpLKtaamRsqXtxcDkeiI15aWlsTypgVIN722thZdXV0AzCYEs7Oz8Pl8gjdmCGAvKS8vl2QoYMIRL168uCfqpqamRrpMU1noiB6GJKLRqFicgOl5JZNJqSQk/pZrkQezvi4YB9fnvLe3F+Pj4+JBUPr7++X5x2Ix2ScjIyMShiEVKmGVujBR6na7sbW1hQceeADDw8OW/APXA72WgYEBS4NSwBrTJ5ab+oJdP2pqauDz+YSxLpVKSThDXwf70SDcc8oYgCjRzs5O1NTUoLe3F/39/XjllVcwOjoKp9OJ2dlZTE5OikXGhTA9PY2xsbEdsR+60XT994Ob6dVChCzx9fuVVgPYkSCkTE1NobW1dUdbF5Lu2Gw2ib3p2XUmFgAIdpIWBy1tluFyDkKhEOx2+45ee/39/VKfD0AA8az15/u9Xq+0uWlqaoLD4RCFS+QDeRlWV1ehlBIFTKXq9/vlUKXi0y3saDQqXTd0a5fJlEwmIxl0EvOTG4OuLbPghMAxXMOkHl+jV4npwsOG88tNSWga3WCul+rqavT09EjrH8b4ATNB1d/fvyP+vJ/EYjFpgguYVtp22CTHSUWsx4p1YfNTHSe7vr4u1ibnllAvwAojZEIVMNcqPS8+Ax0uabOZDHjsLsK2Z+l0Wg5dhraIv2cyj8+M4QW32y3oG3o4VLLElFMf+Hw+eVbcmzabDU1NTYJiIdJKL7Xm2Gkdsy1YY2MjlpaW0NPTg/r6+htSIdyTyhgwM/p1dXUAIAmHhoYGzM7OSpcIwHRfT506hbq6OrzzzjuWZMB26xgoErFQmdAKoDAxAEAsWH0jEyR+q/HmTCYjdfSUkydPysaoqKiQQpRkMinKRSklmGrdEgDMjaETq1Do4gMQqFowGJROCVzQupuqb266p9FoFHNzc5LE0T0Tv9+PtrY2LCwsCL0mlTw/g/ekoq6oqMD6+rpw01JCoZBsLD3OTZY+vdSZ1g/ngVwHDQ0NsnGp1MrKyhAMBsVN1i0uWvxMQNlsNjnY+f2ZjGSYjH3h9MRlc3MzUqmUKNG9YJaU48eP4yMf+QhcLhdSqRTuu+8+vPvuu+ju7obb7cbXv/71HcqYSng/A8LpdEo7qLq6OomTj4yMIB6P46mnnpJ7bQ89sUJubW0NwWAQp0+fFogYUPQIuW4Yxye5O+9LIh/ir4lkoHHBdTo5OSk8JLW1tVhaWsLa2hreeustAEV+CCI2Hn30UTm8uS/YYDYQCGBjYwNra2sCw9M5p8nNQQW9srKCSCQCh8Ns19Ta2oqysjIsLS2hu7sb2WwW3/ve7o3sb0oZK6X+HYB/CbPb8/80DOMrSikfgG8AaAMwCeCTha7RdgD/C8DRwv3/2jCM/1y4jwPAnwD4AIA8gN81DOPbSqkKAH8N4EEAcQCfMgxjsvCezwD4vcJQ/tAwjL8qXG8H8DwAH4DLAH7ZMIx9A7SVlZXo6upCOp1GXV0dKisrMTMzg83NTenYfOrUKcRiMUSjUeE3JdvY0aNHBdqUy+XQ0dEhiRhSMLLBKS2Y7XR7x44dE7eLlWrbraofN/GXyWRQU1ODzs5OHDhwQL4zrXBapyw4oLUSiURQVVWFvr4+XL16FRsbG/B6vRJ/I8a0urpaSluz2Sza2tqk27LP55NkDlEFrExivJObhWxq5DdgjzFm+4PBIHw+n1hShEfR0lRKidKiVUw3c21tTUiQ5ubmcOjQIeFCIBUlq/VIwuT3+zE5OSkdpqlIyGnBqsJ0Om0JEehdUYBiTJRhGrrIbW1t4uqya0Q+n4fP55NKTnLvErHAMTgcDvT09OD8+fMSO95L6OXxudHzYPJ3ZWUFH/3oR/Gd73xn1/vo0KxwOIz5+fkdzQcAMzyhl0XzYGV1IDkjmJxj8i+fz2NwcBDxeByJREKadHo8HmlnxXJudsA5duyYHBQTExNSRLW0tISxsTFZ5yQmolLXk7WGYeDChQtYWlqCy+WC3W4XBEggEBBGN4aS9IQgQ0jEl+uMfURNsPLvjTfeEFSGzijX39+Pubm5HRwh2+WGylgp1QdTER8HkAPwd0qp7xeunTYM44+VUp8H8HkAvwWzy3OFYRiHlFJVAAaVUn9TUK6/C2DRMIxupZQNpiIFgF8DkDAMo1Mp9fMAvgTgUwWF/x8BHANgALiklHrRMIxE4TX/zTCM55VSf1q4x//Y77tQGQMmtIcQmoGBAfh8Pvh8PthsZnfjtrY2Ucbnzp1DZ2cn0uk0Wltb5frQ0JDEcNkBg641ULQIKK2trdK9luW+AKSp5V5C934/mB2TjX19fejs7LT8jZYulSwTWXS1mNVOpVICrmeJaD5fZN7a3NwUID83czAYFAuSFrbOjpfL5QQYDxRLfMPhsCS06JpWVVVZDg6fz4fZ2VmpwqMSYyKS49ALDxiSAICOjg6LUltcXJRxsCiBFmcwGJTOxAxl0DtiTzXC+oiVJeICgChSPgdawgxtUNFcv37dwqimkw5RmXGj6x7Jfo0suUYYQuH35dojEx7H9eEPf1jed/nyZTFInE4n6urq0NjYKARG0WgUY2NjlpJ4EmqxEIJzTPecz4bPg5b37Ows1tbW0Nvbi4WFBekuwnGRrOn69euyx1gcRO+FRg4PYa47rmN6R0ePHsWxY8cQjUbR0tKCF154QTyMqqoqaR7g8/ksYSjOHxE4/D95WDIZswEvLWDyIvNwikajYinncjlp9grAkkvZTW7GMr4PwDnDMNIAoJQ6A+DjAJ6BaeECwF8BeAWmMjYAVCulygFUwlTg9OV/FUAPABiGkQfATNMzAH6/8PsLAP5EmdUDPwvgJcMwlguf/RKAf6aUeh7ABwH8gvb5v48bKGN26+BCSSaTQgPJbGdtba0QUj/66KMYGhrC8vIyBgYGdvDLAuZGJURGV8QHDhxAS0uLhDIYO6SiIDrhRlYwE17pdHpPZczX0P3a3NyUElB2cgCKYQO6hdzgdH31qrpMJoPe3l4MDQ1JKTKpHxmzZdXT7Ozsrt9Dh3IdPXrUQtfIpqgs4+XnA5DDKhKJYHV1Fa+88oq0x9GtYCoxQuC4KXX3l7C7ZDIJpZRwB1Bp8hDc3NwUtEZtba0kX2gZXb9+XTLuPJQo3HwsJmHyb3Z2VrpB0+Jm/JJ80MSlbm6araZInLS5uYnLly8jl8thfn5e4sVXr15FT08PQqGQKNz5+XkMDg5KW3sqR/I6eDweSTgSPdDc3CyHciQSwZtvvml5ZkS+AJDQHCvpenp6BF+dTqeFE5rGDNcLY7BKKYHm2e12eDweqVjTQ3JsE6WHjVKplHRRn5qaEqQK+0c++uijogiJVOno6EBPTw/S6bQkDUOhkIWXhJ/LA5l7g1Yxk9Qk9+d3Yv9LPQGpGyRU6uXl5VLJR7a4XK7YgXo3uRllfBXAF5VSfgDrAJ4C8AaAgGEYUQAwDCOqlGoovP4FmMo1CqAKwL83DGNZKUWc2B8opT4AYAzAvzUMYwFACMBM4V6bSqkVAH79ekFmC9f8AJKGYWxuu76vlJWVoaGhAcvLyzuaSAKmpUsr1OFwSIkulfHJkyfh9XotcWIC8NfX1y3Xo9Eo+vv7pX5+YWFB3O233noLExMT+ypiWop6y5y9JBQKSYaX1lVlZaUoHOIo19bWpJKISodtj1j1xRbk+XxeaBpPnz6NfD4vlgytQd0q/MEPfiCly5/85CexsbEh3UiYqQeAxx9/XDb19iQo5351dRUTExNCBsNrhmHI/HMz0XpnRd12y4yhI/bsI7SNf2dsliEVKgkiOZhcy+VyWFxclO4ctOYJ7qfk88VOz21tbRa2OGJrh4eHLfcEiq6/jtclwRQPrM9+9rNSestwj9PpxMGDB3Ho0CF84xvfwMTEhBx65FqJx+MCByOWmPSfXDtcs3wG+XxeYp+6HDhwQA5iWv0kzF9eXkZ3d7ccsiyLJkEQD0YdY85rTI7pe4KwuUwmg2vXronnqVPFMpxBKBzfPzo6ioceeghOpxPPPfecHByNjY2WOH0sFpNWXVzb9EhaWlrECOEBwfHo6BsaEyyX54FRWVmJhYUFeL1eQR39oyg0DcN4Vyn1JQAvAUgBeAvAfsw0xwFsAWgC4AXwqlLqRzCt4zCAs4Zh/KZS6jcB/FcAvwwzFr3jo3+M6ztEKfU5AJ8DIK26earHYrEdULA33nhDujvT7aa89dZbu7Yk2g1qRGA+geZAEUS+PV4XCAQQCoVw7NgxnD59Wjh4WZTAEtG9ZGRkBI899pigAAhFam9vt5CLs6UUrScS+LhcLkE3EMDOBIXX68XRo0fx8ssvW2LbzExTdK6Mb37zmzvGyEW5vLyM++67TyxMHTJIa7OmpkYyz7TylpeXUV9fLwgOuqg6EoUxc53Enm4m+TdY0ML7UqHwXgCEWtHhMFvTR6NRaRVPYnRaUPF4XDL4W1tblo4hZOkKhUJoaGhAQ0ODMIqx/1tlZaV4W1SKNBTYvoixfpZ864pQbytEz2lkZAROp9lrzuPxSFXh+vq6fIbdbkdfXx8cDgdGR0dRXl6O3t5e4e2emZnB4OCgKC2PxwO/3y9WMYt8aP2lUin4fD4sLS1JpRytcRIXAaZhMD8/j4mJCQvxkU7SREQLQ1AzMzNiWe8mVMjc3+vr6zhx4gSGh4fFIMnlchLj12PjNF6cTrNr+ujoqKxr4shpNHAPcm15vV7p17ixsQGHwyGhrnQ6LUgYPWy3H1nYTSXwDMP4CwB/AQBKqT+CaYkuKKWCBas4CGCx8PJfAPB3hmFsAFhUSp2FGfP9FoA0ALYd/hbMOC8K92sGMFsIb9QCWC5c/4A2lDDMcMgSAI9SqrxgHYcBzO0x9j8H8OcA4Pf7DZJfOxwO9Pb2orOzExcvXsTc3JzlgdO12Nraktjubop4Pzl79qwQjQSDQeFIoJtDCYVCOHHiBNxuN1paWrCysiIJHwCysPcTbgA9Rs0TmkKiH6BIOg5AxsNECRcqXXU2lIxEItja2oLL5RJkBhNSjz32GM6dO7drYmhoaAhVVVXSCmd+fh6dnZ1oaWkRDgASeXd0dGByclJKk2mtkIOCCBh+50QigdraWqytrUlsls93fX3dwnXB+CZjzDqPBtm2AFjmsKysTBjMdFJ0Ynh5EPMAJQcx3WOHwyEHCMMYQPGQoeWpJ41YIg3AogxYwFJdXY1gMGhBgthsNpw4cQJnz55FY2MjAFM5ud1uS0dvwOxoodOHUrHTDadVzHUCmAZDS0uLjJtWqH6I0YDgoZpMJsWKZK86KmDADEuwoIhEU3a73YI2oGdKefLJJ4V/emxszIIuSSaTogDPnDkjvQG9Xq8giNjglMljck4zxFVZWYlsNitoFO4hzrlekUn4p87OxqQzn7/eqYWhrL3kZtEUDYZhLCqlWgD8cwCPAGgH8BkAf1z4lzM4DeCDSqmvwwxT/AyArxiGYSil/i9M5fr3AJ4EMFh4z4uFe7wO4FkAf194/Q8B/JFSylt43T8F8NuFv71ceO3z2z5/T9FdTKC4IchGxWoZHbNKXOKNgPa7Ca0Kp9OJYDAo5CGBQEBYvQBzEbMykJ8JmA+U1ofeNp3CMfp8PkFJkJyESiMWi0klFi0wuveM+eowJI6XczQ4OCjAdXYAZjIDMA8tkgCRfGY36FQmk5HWRYuLixgZGcHRo0dRU1ODaDQqECF2U9HdTfJJEDOqH1SEGbndbgkJMUygx3KJeSXxkM4+R4VBi7mmpkZcT/JU6JjqTCYjBwH5w3IF0wAAGPpJREFUgnUFqodBKHRv9YQjlVZvb6/E+7e2tjAxMSFVYDxAeD/2hNPX58zMDOrq6tDf3y9kV3pZeEVFBSoqKqCUkpZJOsES7+twOMRq/NjHPoZYLAaXy4UDBw6IJ0UvYnh4WCrOuBb1SkIedEzUxeNxSdwCkOIcm82GxsZGWR/bK9SWl5dx8uRJuN1uPPjgg1L1RkrOxcVFPPfcc9guqVQK3/rWtySZvbGxgaGhIdTV1aG9vV3Iwji3mUxmR/KNie3p6WkcOXLEwpR3/fr1HSEHVimS3Ih5Bp/Ph4aGBgmp7SU3izP+diFmvAHg1wsQtj8G8E2l1K/BVMA/V3jt1wA8BzPWrAA8ZxgGqa5+C8D/Vkp9BUAMwK8Urv9F4fooTIv45wGgEGv+AwAXC6/7T0zmFe71vFLqDwG8WbjHvmK32yXDvb6+jqWlJXEh2GqIE2y32wVDeitA+92EHAnl5eVC7/fUU0/h1VdfRSQSwcDAgGTomalmeScbeVLB2Ww2Sb5sbm5CKQW32w2fzydxN13KysqkiqysrAzz8/NySNA1ZKGGrsSDwaCFoaqsrAxNTU3o6urCyMgIVldXcenSJcTjcQwPDwu0bz9h9Rrli1/8ooU6MRQK4cUXX8TCwoIk+fT4oM/nk2RmIBAQ8D/nljhdMrXRSgsEAsLYtbCwIO4kLWe2+mH4Si9rTafT6OnpkRCQXuLO19JFp1Xm9/tlXdFbYexxaWlJQjw8WGg5MdYbCASE2pQERowbM1nJTa3zdQCQEApgxYszdMLwTjabFYY1vpYKqKqqSnr2MbRBpMLg4CCGh4fhdrt39Orz+/3SuohwveXlZdjtdokl08ql4ufzYkyYaygQCOCZZ54RJAhj2VxHpG2trq7GF77wBXzta1/b4bmygpLhQkJY3W43ent7hduCypgeQjgchsfjkUOPnolhGHLIsEMIjZ+DBw9K4wGg6JXSI/R6vdILcS+52TDF47tci8O0brdfT6GomLf/bQrAP9nlemaf9/wlgL/c5fo4zPj0TQtb8uidiFkSywotWoUej0cUncvlkpJiwKzcGxoa2rfOfC+pqqpCIBDAxMQE+vr6xOImMf3JkydlQzEupyeIent7BRRPa7C7u1uwpaurq0IzSBeZVhndYILadeuA7iwZwzY3N4VIHChuHlrbQ0NDSKfTEq+7GWGBCGU7T0JnZye6urqQyWQwOzu7Az1y5MgR6TlHi1WvANSrx+gecnN4PB5RroQkUaHpVVm6V2CzmV2GWfnFzcwNrXMmE2vK+xAlQcVbVVWFgYEBJJNJiyvP99J7WFtbw8LCggUuxbET7cJ1R0+nqalJlB8VMbHbbFfPKkd6fXwOpItkcpFx5nzeJEWix0IcuO5FEbvMMBQbotIzYNydaAiGK4Ais9rCwgLOnTsn0NJPf/rTcn+S2APFwigeRITRsTXY7/zO7+CrX/2q5bDPZDLY2tqyKHkqz2w2KwgSJr7tdjtWV1fR29srCV0AUtDBedA9XnZZZwgoHo+L58Q1qR+G/f39u+ZUgHusAo9hCGZHdWJwneqPwPSnn35aChu4eE6cOCGnrC6MKwOQCi9dSMBy5MgRaV2/G0rC7XYLQcnW1pbEi4mP1nGsAITRjCWggLkZuKEAM9ZIukEqjGw2K+1qqHxYsBCJRHZ0vgBM129gYABzc3OIxWIYHBy0JEP2E8bM/X6/tLPaLuST9Xg86O3t3dFgVW9tAxQ7TLvdbsHmUtginjA8Kl/GARlrJrduPB4Xbl4AlvvRMuI8kaeBTUYpDIHFYjHE43EJrejx6M3NTancA8ww0OTkJBoaGiS5SOwqrX5ahazAI9TK4XAIlzKtvFAoJPhfPTGqF7lw3bMasKqqCq2trZaWWEwqnz9/Hi0tLdjY2EAqlcI777yD9vZ2+c4cB+fJbrcLBpiHLeckk8nIM2V5M8Xn8+Fzn/scDh8+LJSael6DEDquXYaNSMdqt9vxG7/xG/jyl79sScgzOck56u3tlbXG+W9qarIw/pFfgpWTDH/x2THpp6/bSCSCWCyGSCSC+fl5tLW17SBK4prdS+4pZcz6clrBgHlCh8NhoQcEzAcEmKfcww8/jIGBAQs+Uc/gP/nkkxLT5cLWq/coyWQStbW1uHjxonwuABw8eFAyy62traivr4fdbpdNziz84uKiJGZIdlJZWSktfghCb2pqEssXMN2paDSK6elpYRBjwcLc3JzEIAOBAJLJpFSN6a4wNwStL8BkiZudnRUqTT3xt5swUQfszr/BzHUymcQDDzwgiRBdIRM2RCuJJPXshUZ0QjQaFYiax+MRXt90Oo35+XmJgbPTBvG2U1NTFq+Ja2BiYgLd3d3CZQsUiw/4nVjJNT8/j7GxMUxPTwsm+urVq6JYyK1QX1+Pra0t8VyWl5cllkxMKjuWABCMN+eYBTKTk5MCWwsEAtKyiKIrNJaR69A/AILY6O7uxvDwsKBRampq8Mwzz0jrJia34vE4WlpaEIvFBCLZ2toqyWlCEhmSYRn57OwsZmZmdi1w+qVf+iUcPnxYkAllZWVyCBLrrXtnHDctfWLBH374YQsfB+XDH/6wrOmamhrMzc3JvBOPr5QSmBsVMj+PhymNnIWFBbhcLrz++uvy+ZFIBNPT06ivr8fMzAy6u7slIcq1wv2/m9xTypgZcCoruic6xMrpdOL48eO4cOGCJBva29st/da4UT/72c8iGAxKl1siJ7q7u6GUknJSp9OJ9fV1XLlyRYjI2YmZG4Q8BXRfmXWlgj906BAAU4kfPnxYCgLo+q2srAjovbu7W0IXV65ckXY7TJIwCeP3+zEyMiJWPZUyG33GYjG0t7ejurpa+B0Y+ojFYnjiiScwMTGBiYmJHZCd7VWDQ0ND6OnpsVTI6ULLhPjbxsZGCUkAxZ6CAwMDgpWl5fXQQw/B7/fj8OHDsNlMljB2VQaKaBFaOYz3ORxmh20mbqqqqrC1tYXx8XGptGN330uXLsHlcgkihN4L46y0lJPJpFCW5vN5DA8Py6ZkBSdjypFIRAjI19bWBPlBxUeyG6DYMumdd96R8dO6ZrwWgBQd8H50y+vq6uQ7UpGvrq7KIUqoHfkX9LJ2n8+3I2TEz6Q7TuwxUSGJRELi64ODgzs4XADzQOnu7saJEydkrehrgxa+3naqvb3dwjvCvciE3tTUFDo7O5FMJrG0tIS+vj4cPHhQkCfXrl1DIpEQzo9Tp05JLJ6NYMmpzINLbwbM+XS5XBgdHcXo6KjsLcJEmaTVxwcAExMTO3I6utxTynhz02wm2NnZiUwmA5/Ph1gsJlljcgKXl5dLwoaAeSpJWi8ejwehUEh4Ht59910AkKqfRx55BBMTE2JlMwmnuynkQS0vL0dTU5OEMABYMq9VVVVYWFhAXV2dxAwZH2T8LxKJCEMambPoXgKQJpM6CTez48RyMq4FmIcBCfjpsttsNrz88stikRAK1dXVJZV1FJaJX7582aKQPR6PlN7yPgAkQUVScQDC++F0OuH3+xGLxeRvhOFx/JubmxgfH0dHR4ckGck1wefGnAAtLD3Rtbq6isOHD8szJyGMUkpw11TwHR0dUkhDvmNWlfH70EUlQxtgHlCMwU5MTGB0dFRCDoRhMdY8Pj4On8+HsrIysUhtNhu6urosMDWXyyVl7tlsFolEAqOjo5ain4aGBng8HkuH43w+D8MwxN1PJBISY2asVPeumGx76KGHEIlEhC6TuH0qYuKOObfnzp3bsQ+PHTuGhx9+WP7PcWWzWaTTacvhyftRwUUiEYl904MhWoPeKJNwR44cQTgcFgrVS5cuyeexwzmRDxR6ESQXCgQCmJmZkcOQQpJ6hruYe8lms5ZEHvcqqTP34ze/p5QxJ6WiogI9PT3CNcDJ40RRWQNFAD7DCsPDw7DZbDh58qScholEQpJA3OTV1dV48MEH4fV6MTAwYOEk0IWhA1o5Sin87d/+rWSBDxw4gM7OTuHNtdlseOGFFwCYbnoul7PA7rLZrBww5AymkHeBkBubzSbVUUAxtsiMMd3ERCKBs2fPor6+HtPT0zI3NpsN3d3dYpXpybmJiQmcPHlyzwRfeXm5hedjfX0dnZ2dWFlZwdzcHK5cuSJws8XFRQuGlImb48ePw263S6ycKIzm5mZh/NJ7wtEdZ3sgwNwcLpdL0BcsUGDPu9raWrjdbjmUdDpPHg46RwMPVgDS4t3r9QrSIx6PSzIok8nA5XKhp6cHyWRS8grMKbS3twvp0XZrkFYYO3snEgmJqQPFwyCfL/a/0917naWPiUabzWZpA8U8Aw0AzjsA8Rj0dUwcNTt77BW26uvrQ2trq1jOOmyP65BzoZe5s4M29wHhefqaotXPRhDr6+tQSuH111+X1x04cECq/egJ0jPjMyTOnQlBPf7LnFFXVxfy+bwQDTHZzs7xb775pljNTKLv5hXK+Pf8y0+hGIaBVColbE+0xljMQLwv2xURnTA6OopEIoHh4WGUl5fLactEzfj4uMSdPB4PlpeXceHCBbHQuPl2c9WWl5cF8sV25NtLq3O5nFjvlNbWVln0bCnPuJWecACK8cxEIiGJOwpRF7R0aU3FYjFh0iLnLoH7DHUQBE8olh4LZmb90UcfxT/8wz/I5+m8xYx18rvW19ejubkZ58+fF86L3drJM5EyMzOD3t5eISdPpVLSwoiVeAw/0eLJZrPwer1C0EPJ5/NiPYdCIbFggWJRBAn0CdlaWVkRZUAiJZbQ+/1+tLe3SyY+l8tJYo6ilxWTPyKfN5nWGhsbJY7J+DQtTyqpRCKBkydPSgyWVZ/sFKILD+JUKiX4Ylr8Oo6ZSpqJRNKC2mw2CfuwDRNgWpCMszOeTNHXmk40pJSSw21xcVHKsrPZrHhn/Hy9Qk6H4bEsnHFqwFTGXJvZbBZDQ0MWSlTATBS2tLRgbW1NktRut1vyMVwLTExGIhH4/X6EQiEJwfB5dHR0wOv1Yn5+Xg7B1dVVTE5OIpfLobu7G+l0WvjAbwSRvaeUMSWbzWJkZAS9vb3SMWJyclJYt7hodKQArTMAEr+NRCK4dOkSkskk+vv7EQwGBf4Ti8WEbpOVb3RTtwuVZjKZ3AH3OnnypHBFzM7Ooru7G08//bT0gJuamhIgPOPQVG56+ffW1palTdDW1haampokjOH1eqVohC3UqTiZ8APMxN0TTzwh5bWVlZXStPFHP/qRhc3N6XSira0N1dXVUrLtdJpdhgcHByVOTlwwUOwIvVvMTZf5+Xn4fD4MDg6it7dXlAGVIjcH0RQsk+UhyqQe3V9ai6SwDIVCgl1Op9OWTb+0tCT318fIe9HLcblcwj1BIYZbL8dOpVKS+CF8ShcehpRcLidwuzNnzggZES3GXC4Hn88nVhhJ2okTZkKqtrYWFRUVojDZ5ojrX28USp6GYDCIbDYrceuGhgbMzMygsrISc3NzWFxcxMLCAsLhMFKplJBoPfHEE9jY2MB3v/tdvPrqq8Ic53K5EIlELAgioiVWV1clXNTc3CweJ3k7PB4PZmZmYLfbBQ1F+GEymcTW1hZmZ2el8IJsbevr6xJyKisrExQND6Ty8mI39Pr6ejzyyCMy71euXBEjgActu3oMDw9bkvssoSeuezf+c13uOWXs9XpRUVEhNfL5fB5TU1PCfHXixAnU1taivb1dFndPTw+amprw3HPPSeKoubnZEgbQyUOIgaTU1taivr5eYoxkbANMi4VKcbcqP1q+U1NTaG9vFxestrYWfr8f0WgUsVhMFHIul8P4+DhaW1ths9lEMaytrQk5Dy3sQCAgmFDdbSeHA2OIGxsbYqWQejCfz2NoaEjIvgGTBIiNWMPhMLLZLJqbmxEMBgWNQKudxSwsFS8vL5ekD8uKa2pqkEwmUVdXt6OoZHPT7FRNHHBNTY3EwMkjSyEulVb+2tqahVGOVhjLZYPBoMUtTaVSQio/MjIiVj8A4SpmF5KKigpx1ZPJpBx2jMOyIow5CMZe6+vrUVZWJoqYqBdasbwv4+xut1sOT72akn93uVzymQsLC1LAwfZIXD98LXMaDLXRitPDOvQk9XwGi1DIK7ywsAClFOrr6wVGBhQhmR//+McxMjIi4wyHw2hqahLYKQuA9GdGr4/zrq+D5uZmUXjV1dV44IEHkEwmpSvJ0tKShCyYK2BzACpc7tdMJiPrnCFIALh48aJ40OPj45LIprB4SykllZB6eIXrIpvNoqura09o5z2ljFmBR2EBA1vvAMAPf/hDHD16FBsbG8IlAcASV04kEtLFgzI5ObkjHkQCeypEoh5067ipqUks5u1W4OHDhyWJ0NfXJ/EpQnByuZz022MyDygS3XBz2Ww2afNOK4hJk8rKSsGNDg4OSskuLR++hllz8gvkcjmhigSKGOW1tTU0NDRIrJGFF3psUD+s+DzY9v7MmTMAIJA5hn5aWlqk4SbHf99991meJxuSsk8fm14mEgnpWEJ0y+rqqlRY6jAvsplxzIQsklOD49eTNpyXdDqNubk5qazTO3tUVFQIj4dSCvl83sJTQCXMeKUO26LVzr/Tcq2oqJDnyNi7jt6h0Kvy+/3CXkakEGPdU1NTllAFQxiMTfMAq6mpkaq8xcVFDA4OoqysDMvLy/B4POjr60NjY6OgYTY2NoTtjhSZRNUwAb6+vi57ggcGnzGZzrhm6MElk0nY7Xbpc0fSngsXLgjOuaKiAgcPHhSPw+12o6GhQeae+RP9OeRyOdkr2WxW1ns0GsXQ0JAYCTRgcrmc0JAyOcw1yfwRMe8dHR07mAp1UXoQ/qddlFLXAVy70+PYJnUo8jrfDVIaz/5yt40HuPvGVBrP/tJqGEb99ov3lGUM4JphGMfu9CB0UUq9cTeNqTSe/eVuGw9w942pNJ4fT2w3fklJSlKSkpTkdktJGZekJCUpyV0g95oy/vM7PYBd5G4bU2k8+8vdNh7g7htTaTw/htxTCbySlKQkJblb5V6zjEtSkpKU5O4UwzB+Yn4AlMHs6vH/Cv/3wWyUOlL416u99rcBjMKEsv2sdv1BAG8X/vbfUfQOKgB8o3D9PIA27T2fKXzGCIDP3Op4AJwCcKnwuZcAfFC7xyuFMV4p/DS8D+Npg9npm5/5p3d4fn5RG8sVAHkA/e/1/Owxpp8D8E7hM49te+2dWEO7jgd3bg3tNZ423Jk1tNd43rc1dNv02/vxIe/ZYIHfBPB/tAfzZQCfL/z+eQBfKvzeC7OLdQXMXn1jAMoKf7sAs4efAvADAB8qXP83XFAw2z59Q1Mg44V/vYXfvbc4niMAmgq/9wGIbNtIx3b5rrdzPG0Aru4xx+/7/Gz7/EMAxm/H/OwxpvsAHNz+Obhza2iv8dypNbTXeNpwZ9bQruN5P9fQbdNvt/sD3rOBmh2gTwP4oPZgrgEIFn4PwsQRA6ZF89vae39YWBxBAEPa9U8D+DP9NYXfy2GCxJX+msLf/qxw7abHs+17KABxABU3WCi3bTx7baS7ZH7+CMAXb2Ij3dJ49lpDe33OnVpDN/re7/ca2md+7sgausn5uW1r6Hb+/CTFjL8C4D/AdD8oAcMwogBQ+LehcD0EYEZ73WzhWqjw+/brlvcYhrEJYAWAf5973cp4dPkEgDcNw8hq155TSl1RSn1BFfvH3+7xtCul3lRKnVFKscfh3TA/nwLwN9uuvRfzgz3GtJfcqTV0M/J+rqH95E6soZuR27mGbpv8RChjpdRHACwahnHpZt+yyzVjn+u3+p6eWxyP+QFK3Q/gSwD+lXb5Fw3DOATg8cLPL78P44kCaDEM4wgKbqBSyr3PZ97u8ZgfoNTDANKGYehMKu/F/BilNfSej+eeW0O3Mo4fR34ilDGAEwA+qpSaBPA8gA8qpb4OYEEpFQSAwr/kK5wF0Ky9PwxgrnA9vMt1y3uUUuUAagEs73Gv+lscD5RSYQDfBfAvDMMY43XDMCKFf6/DjI2x4/VtG49hGFnD7O6NwmIfA9B9J+enID+PbRbNezQ/c9h7De0ld2oN7Sl3aA3tKndwDd1Ibucaur1yu+Mg7/UPgA+gGIP8L7AmhL5c+P1+WJMv4ygmXy4C+BkUkwtPFa7/OqzB/G8WfvcBmIAZyPcWfvfd4ng8hfF8Ytt3KQdQV/jdDuAFAP/6fRhPvTYfHQAivMedmJ/C/20wN0HH7Zyf7WPSrr0Ca0z0jqyhfcZzR9bQPuO5I2tor/G832votui22/0B7/mArZvbDzPAP1L4V3+AvwvztL6GQja3cP0YgKuFv/0JirAbJ4BvwYS5XNj2QH+1cH0UwK/c6ngA/B6ANVihNw0AqmHClAZgwnW+qi3w2zmeTxQ+7y0AlwE8fSfnR3vduW3vfc/nZ5cxfRzmBs4CWADwwzu8hnYdD+7cGtprPHdqDe33vD6A92kN3Y6fUgVeSUpSkpLcBfKTEjMuSUlKUpKfaikp45KUpCQluQukpIxLUpKSlOQukJIyLklJSlKSu0BKyrgkJSlJSe4CKSnjkpSkJCW5C6SkjEtSkpKU5C6QkjIuSUlKUpK7QP4/ZZEZ5lSVVfkAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure();plt.imshow(s2_b3,cmap='gray',\n",
" extent=[target_extent[0],target_extent[2],target_extent[3],target_extent[1]])\n",
"#plt.xticks(np.arange(target_extent[0],target_extent[2],10))\n",
"plt.figure();plt.imshow(np.flipud(s1_regridded),cmap='gray',\n",
" extent=[target_proj_x_coords[0],target_proj_x_coords[-1],\n",
" target_proj_y_coords[0],target_proj_y_coords[-1]])\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Plotting The Sea Ice Masks"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure();plt.imshow(s2_ice_sheets,cmap='gray')\n",
"plt.figure();plt.imshow(np.flipud(s1_ice_sheets),cmap='gray')\n",
" \n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Sentinel-1 sea ice concentration: 0.8205586666666667\n",
"Sentinel-2 sea ice concentration: 0.5890176666666667\n",
"Product time difference: 7.217777777777778 hours\n"
]
}
],
"source": [
"print(\"Sentinel-1 sea ice concentration: {}\".format(1-np.sum(s1_ice_sheets)/(s1_ice_sheets).size))\n",
"print(\"Sentinel-2 sea ice concentration: {}\".format(1-np.sum(s2_ice_sheets)/s2_ice_sheets.size))\n",
"\n",
"print(\"Product time difference: {} hours\".format((ncin_s2['time'][0]-ncin_s1['time'][0])/(60*60)))\n"
]
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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