{
"cells": [
{
"cell_type": "markdown",
"id": "f63446b5-7827-4422-98af-8586ee55a26b",
"metadata": {},
"source": [
"# Unsupervised Learning - Clustering"
]
},
{
"cell_type": "markdown",
"id": "4e239260-a5e8-4a9c-9d21-19db6b949ca6",
"metadata": {},
"source": [
"
"
]
},
{
"cell_type": "markdown",
"id": "1ea649ed-5c4c-4005-9dba-87c62c369e60",
"metadata": {},
"source": [
"### Dataset Download \n",
"You can download the CSV file here: \n",
"[https://www.kaggle.com/competitions/tabular-playground-series-jul-2022/data)"
]
},
{
"cell_type": "markdown",
"id": "b179c740-df62-4453-ab9f-d605d2c74282",
"metadata": {},
"source": [
"### Introduction\n",
"This project applies unsupervised clustering to a numerical tabular dataset from Kaggle.\n",
"The data is standardized and reduced using PCA before applying KMeans and Gaussian Mixture Models to group similar observations."
]
},
{
"cell_type": "markdown",
"id": "d395f0da-7fc9-44db-a02b-e9589f71e830",
"metadata": {},
"source": [
"### Import Libraries"
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "a90919a3-8d43-4d67-9c4a-28cb1440e57e",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"from sklearn.cluster import KMeans\n",
"from sklearn.mixture import GaussianMixture\n",
"from sklearn.cluster import AgglomerativeClustering\n",
"from yellowbrick.cluster import KElbowVisualizer\n",
"from scipy.cluster.hierarchy import dendrogram,linkage\n",
"from sklearn.manifold import TSNE\n",
"from sklearn.preprocessing import StandardScaler\n",
"from sklearn.decomposition import PCA\n",
"from sklearn.metrics import silhouette_score\n",
"from sklearn.preprocessing import normalize, scale\n",
"import joblib\n",
"pd.set_option('display.max_columns',100)\n",
"import warnings\n",
"warnings.filterwarnings('ignore')"
]
},
{
"cell_type": "markdown",
"id": "4af06623-f70c-4ecf-a43f-34d165542454",
"metadata": {},
"source": [
"### Read Data"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "e08b7528-5c9a-481d-ae6c-e5d1f49dbd41",
"metadata": {},
"outputs": [],
"source": [
"df=pd.read_csv('data.csv')"
]
},
{
"cell_type": "markdown",
"id": "4b337389-1233-4026-8f62-29960dde191c",
"metadata": {},
"source": [
"### EDA"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "02a86388-e32f-4c00-aa9c-a0d7b9a340b7",
"metadata": {},
"outputs": [
{
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" id f_00 f_01 f_02 f_03 f_04 f_05 f_06 \\\n",
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},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "464df3ef-0927-499b-ba2a-528028e12d93",
"metadata": {},
"outputs": [
{
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" 0.311408 | \n",
" 2.185237 | \n",
" 0.761367 | \n",
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" 0.464967 | \n",
" 0.062321 | \n",
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" -0.612314 | \n",
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" -0.750458 | \n",
" 0.165038 | \n",
" 0.333685 | \n",
" -0.010839 | \n",
" 1.118906 | \n",
" 1.565765 | \n",
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" 0.547615 | \n",
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" -0.537998 | \n",
" -1.610954 | \n",
" -0.616227 | \n",
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" | 97999 | \n",
" 97999 | \n",
" 0.755170 | \n",
" 0.567483 | \n",
" 1.456767 | \n",
" -0.579071 | \n",
" -0.048474 | \n",
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" 1.143457 | \n",
" -0.889129 | \n",
" -0.201072 | \n",
" -1.095455 | \n",
" 1.180805 | \n",
" -0.925705 | \n",
" -1.368680 | \n",
" -2.465425 | \n",
" 1.453582 | \n",
" -1.685122 | \n",
" 0.129689 | \n",
" -0.970897 | \n",
" 1.404988 | \n",
" -0.711098 | \n",
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"text/plain": [
" id f_00 f_01 f_02 f_03 f_04 f_05 \\\n",
"97995 97995 0.237591 1.657034 -0.689282 0.313710 -0.299039 0.329139 \n",
"97996 97996 0.322696 0.710411 0.562625 -1.321713 -0.357708 0.182024 \n",
"97997 97997 -0.249364 -0.459545 1.886122 -1.340310 0.195029 -0.559520 \n",
"97998 97998 0.311408 2.185237 0.761367 0.436723 0.464967 0.062321 \n",
"97999 97999 0.755170 0.567483 1.456767 -0.579071 -0.048474 -1.206240 \n",
"\n",
" f_06 f_07 f_08 f_09 f_10 f_11 f_12 f_13 f_14 f_15 \\\n",
"97995 1.607378 5 7 8 5 7 6 7 0.362517 1.010965 \n",
"97996 0.178558 3 9 2 5 3 11 12 0.683558 -1.238120 \n",
"97997 -0.379767 8 9 10 7 5 4 3 -1.337303 0.064310 \n",
"97998 -0.334025 1 8 11 11 3 9 5 -0.612314 -0.416691 \n",
"97999 0.784305 0 11 3 8 16 13 5 0.457126 1.143457 \n",
"\n",
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"97995 -1.001519 0.409882 -0.504114 -0.290116 -0.258141 -0.973640 1.369508 \n",
"97996 0.863433 1.318554 -1.125758 0.117687 1.388242 0.342400 1.680537 \n",
"97997 0.612507 0.398968 -0.409608 -0.850223 -1.787648 -1.268115 -1.508330 \n",
"97998 -0.750458 0.165038 0.333685 -0.010839 1.118906 1.565765 0.358480 \n",
"97999 -0.889129 -0.201072 -1.095455 1.180805 -0.925705 -1.368680 -2.465425 \n",
"\n",
" f_23 f_24 f_25 f_26 f_27 f_28 \n",
"97995 0.391055 2.152426 -0.208944 -1.475403 0.298448 0.445039 \n",
"97996 -0.860409 0.579165 1.162692 0.134994 0.994666 0.727642 \n",
"97997 1.945622 1.503645 0.194968 2.142693 1.646042 0.641466 \n",
"97998 0.547615 1.224439 -0.537998 -1.610954 -0.616227 -0.066211 \n",
"97999 1.453582 -1.685122 0.129689 -0.970897 1.404988 -0.711098 "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.tail()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "f0f94944-d231-4b3e-81e6-d5bedd975daa",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(98000, 30)"
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},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.shape"
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},
{
"cell_type": "code",
"execution_count": 6,
"id": "f2969bea-8a9a-46fc-ac2c-b998184fb730",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"RangeIndex: 98000 entries, 0 to 97999\n",
"Data columns (total 30 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 id 98000 non-null int64 \n",
" 1 f_00 98000 non-null float64\n",
" 2 f_01 98000 non-null float64\n",
" 3 f_02 98000 non-null float64\n",
" 4 f_03 98000 non-null float64\n",
" 5 f_04 98000 non-null float64\n",
" 6 f_05 98000 non-null float64\n",
" 7 f_06 98000 non-null float64\n",
" 8 f_07 98000 non-null int64 \n",
" 9 f_08 98000 non-null int64 \n",
" 10 f_09 98000 non-null int64 \n",
" 11 f_10 98000 non-null int64 \n",
" 12 f_11 98000 non-null int64 \n",
" 13 f_12 98000 non-null int64 \n",
" 14 f_13 98000 non-null int64 \n",
" 15 f_14 98000 non-null float64\n",
" 16 f_15 98000 non-null float64\n",
" 17 f_16 98000 non-null float64\n",
" 18 f_17 98000 non-null float64\n",
" 19 f_18 98000 non-null float64\n",
" 20 f_19 98000 non-null float64\n",
" 21 f_20 98000 non-null float64\n",
" 22 f_21 98000 non-null float64\n",
" 23 f_22 98000 non-null float64\n",
" 24 f_23 98000 non-null float64\n",
" 25 f_24 98000 non-null float64\n",
" 26 f_25 98000 non-null float64\n",
" 27 f_26 98000 non-null float64\n",
" 28 f_27 98000 non-null float64\n",
" 29 f_28 98000 non-null float64\n",
"dtypes: float64(22), int64(8)\n",
"memory usage: 22.4 MB\n"
]
}
],
"source": [
"df.info()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "7e87c9bd-b4a1-452b-bb6c-ded26ba04772",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
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" \n",
" \n",
" | \n",
" count | \n",
" mean | \n",
" std | \n",
" min | \n",
" 25% | \n",
" 50% | \n",
" 75% | \n",
" max | \n",
"
\n",
" \n",
" \n",
" \n",
" | id | \n",
" 98000.0 | \n",
" 48999.500000 | \n",
" 28290.307527 | \n",
" 0.000000 | \n",
" 24499.750000 | \n",
" 48999.500000 | \n",
" 73499.250000 | \n",
" 97999.000000 | \n",
"
\n",
" \n",
" | f_00 | \n",
" 98000.0 | \n",
" 0.001220 | \n",
" 1.002801 | \n",
" -4.732235 | \n",
" -0.675226 | \n",
" 0.002022 | \n",
" 0.677271 | \n",
" 4.490521 | \n",
"
\n",
" \n",
" | f_01 | \n",
" 98000.0 | \n",
" 0.005580 | \n",
" 1.000742 | \n",
" -4.202795 | \n",
" -0.670985 | \n",
" 0.006650 | \n",
" 0.677746 | \n",
" 4.324974 | \n",
"
\n",
" \n",
" | f_02 | \n",
" 98000.0 | \n",
" -0.001042 | \n",
" 1.001373 | \n",
" -4.377021 | \n",
" -0.672779 | \n",
" -0.000324 | \n",
" 0.677086 | \n",
" 4.560247 | \n",
"
\n",
" \n",
" | f_03 | \n",
" 98000.0 | \n",
" -0.000700 | \n",
" 1.000422 | \n",
" -4.010826 | \n",
" -0.672540 | \n",
" -0.003185 | \n",
" 0.672097 | \n",
" 4.399373 | \n",
"
\n",
" \n",
" | f_04 | \n",
" 98000.0 | \n",
" -0.003522 | \n",
" 1.003061 | \n",
" -4.535903 | \n",
" -0.682510 | \n",
" -0.003307 | \n",
" 0.677589 | \n",
" 4.050549 | \n",
"
\n",
" \n",
" | f_05 | \n",
" 98000.0 | \n",
" -0.001612 | \n",
" 1.000532 | \n",
" -4.300767 | \n",
" -0.675066 | \n",
" 0.001024 | \n",
" 0.673344 | \n",
" 4.710316 | \n",
"
\n",
" \n",
" | f_06 | \n",
" 98000.0 | \n",
" -0.003042 | \n",
" 0.997434 | \n",
" -4.894525 | \n",
" -0.680421 | \n",
" -0.002053 | \n",
" 0.668112 | \n",
" 3.998595 | \n",
"
\n",
" \n",
" | f_07 | \n",
" 98000.0 | \n",
" 5.545918 | \n",
" 3.691840 | \n",
" 0.000000 | \n",
" 3.000000 | \n",
" 5.000000 | \n",
" 8.000000 | \n",
" 32.000000 | \n",
"
\n",
" \n",
" | f_08 | \n",
" 98000.0 | \n",
" 6.763061 | \n",
" 4.152348 | \n",
" 0.000000 | \n",
" 4.000000 | \n",
" 6.000000 | \n",
" 9.000000 | \n",
" 30.000000 | \n",
"
\n",
" \n",
" | f_09 | \n",
" 98000.0 | \n",
" 8.193163 | \n",
" 5.904919 | \n",
" 0.000000 | \n",
" 4.000000 | \n",
" 7.000000 | \n",
" 11.000000 | \n",
" 44.000000 | \n",
"
\n",
" \n",
" | f_10 | \n",
" 98000.0 | \n",
" 8.057878 | \n",
" 4.700226 | \n",
" 0.000000 | \n",
" 5.000000 | \n",
" 7.000000 | \n",
" 11.000000 | \n",
" 36.000000 | \n",
"
\n",
" \n",
" | f_11 | \n",
" 98000.0 | \n",
" 8.084990 | \n",
" 4.197106 | \n",
" 0.000000 | \n",
" 5.000000 | \n",
" 8.000000 | \n",
" 11.000000 | \n",
" 28.000000 | \n",
"
\n",
" \n",
" | f_12 | \n",
" 98000.0 | \n",
" 7.076388 | \n",
" 4.433308 | \n",
" 0.000000 | \n",
" 4.000000 | \n",
" 6.000000 | \n",
" 10.000000 | \n",
" 38.000000 | \n",
"
\n",
" \n",
" | f_13 | \n",
" 98000.0 | \n",
" 6.286102 | \n",
" 4.120077 | \n",
" 0.000000 | \n",
" 3.000000 | \n",
" 6.000000 | \n",
" 9.000000 | \n",
" 30.000000 | \n",
"
\n",
" \n",
" | f_14 | \n",
" 98000.0 | \n",
" 0.003413 | \n",
" 0.998940 | \n",
" -4.377021 | \n",
" -0.671810 | \n",
" 0.003536 | \n",
" 0.678679 | \n",
" 4.490521 | \n",
"
\n",
" \n",
" | f_15 | \n",
" 98000.0 | \n",
" -0.002639 | \n",
" 1.001096 | \n",
" -4.535903 | \n",
" -0.677757 | \n",
" -0.004299 | \n",
" 0.673859 | \n",
" 4.270708 | \n",
"
\n",
" \n",
" | f_16 | \n",
" 98000.0 | \n",
" 0.005404 | \n",
" 1.003277 | \n",
" -4.182233 | \n",
" -0.671055 | \n",
" 0.006535 | \n",
" 0.680903 | \n",
" 4.157538 | \n",
"
\n",
" \n",
" | f_17 | \n",
" 98000.0 | \n",
" 0.001656 | \n",
" 1.001258 | \n",
" -4.468930 | \n",
" -0.672635 | \n",
" 0.001663 | \n",
" 0.673174 | \n",
" 4.230849 | \n",
"
\n",
" \n",
" | f_18 | \n",
" 98000.0 | \n",
" -0.005399 | \n",
" 0.995965 | \n",
" -4.149688 | \n",
" -0.680243 | \n",
" -0.001574 | \n",
" 0.666996 | \n",
" 4.710316 | \n",
"
\n",
" \n",
" | f_19 | \n",
" 98000.0 | \n",
" -0.004513 | \n",
" 1.004372 | \n",
" -4.894525 | \n",
" -0.678773 | \n",
" -0.000587 | \n",
" 0.672149 | \n",
" 4.560247 | \n",
"
\n",
" \n",
" | f_20 | \n",
" 98000.0 | \n",
" -0.000515 | \n",
" 1.002962 | \n",
" -4.732235 | \n",
" -0.679777 | \n",
" -0.000806 | \n",
" 0.675437 | \n",
" 4.399373 | \n",
"
\n",
" \n",
" | f_21 | \n",
" 98000.0 | \n",
" -0.001670 | \n",
" 0.999703 | \n",
" -4.438130 | \n",
" -0.675147 | \n",
" 0.000819 | \n",
" 0.676881 | \n",
" 4.135419 | \n",
"
\n",
" \n",
" | f_22 | \n",
" 98000.0 | \n",
" -0.038752 | \n",
" 1.477858 | \n",
" -6.873999 | \n",
" -1.022964 | \n",
" -0.056687 | \n",
" 0.930158 | \n",
" 6.517721 | \n",
"
\n",
" \n",
" | f_23 | \n",
" 98000.0 | \n",
" -0.220002 | \n",
" 1.494836 | \n",
" -8.234305 | \n",
" -1.203204 | \n",
" -0.219046 | \n",
" 0.764690 | \n",
" 6.054831 | \n",
"
\n",
" \n",
" | f_24 | \n",
" 98000.0 | \n",
" 0.166434 | \n",
" 1.543014 | \n",
" -7.792363 | \n",
" -0.903385 | \n",
" 0.167074 | \n",
" 1.217432 | \n",
" 7.527271 | \n",
"
\n",
" \n",
" | f_25 | \n",
" 98000.0 | \n",
" -0.064309 | \n",
" 1.576086 | \n",
" -6.593842 | \n",
" -1.128966 | \n",
" -0.099221 | \n",
" 0.987684 | \n",
" 7.544731 | \n",
"
\n",
" \n",
" | f_26 | \n",
" 98000.0 | \n",
" -0.062540 | \n",
" 1.428055 | \n",
" -7.375719 | \n",
" -0.975680 | \n",
" -0.070852 | \n",
" 0.843212 | \n",
" 7.005608 | \n",
"
\n",
" \n",
" | f_27 | \n",
" 98000.0 | \n",
" 0.098472 | \n",
" 1.305407 | \n",
" -7.335556 | \n",
" -0.746489 | \n",
" 0.082230 | \n",
" 0.925306 | \n",
" 7.205971 | \n",
"
\n",
" \n",
" | f_28 | \n",
" 98000.0 | \n",
" -0.230910 | \n",
" 1.528476 | \n",
" -6.954151 | \n",
" -1.262606 | \n",
" -0.271319 | \n",
" 0.770516 | \n",
" 6.977150 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" count mean std min 25% \\\n",
"id 98000.0 48999.500000 28290.307527 0.000000 24499.750000 \n",
"f_00 98000.0 0.001220 1.002801 -4.732235 -0.675226 \n",
"f_01 98000.0 0.005580 1.000742 -4.202795 -0.670985 \n",
"f_02 98000.0 -0.001042 1.001373 -4.377021 -0.672779 \n",
"f_03 98000.0 -0.000700 1.000422 -4.010826 -0.672540 \n",
"f_04 98000.0 -0.003522 1.003061 -4.535903 -0.682510 \n",
"f_05 98000.0 -0.001612 1.000532 -4.300767 -0.675066 \n",
"f_06 98000.0 -0.003042 0.997434 -4.894525 -0.680421 \n",
"f_07 98000.0 5.545918 3.691840 0.000000 3.000000 \n",
"f_08 98000.0 6.763061 4.152348 0.000000 4.000000 \n",
"f_09 98000.0 8.193163 5.904919 0.000000 4.000000 \n",
"f_10 98000.0 8.057878 4.700226 0.000000 5.000000 \n",
"f_11 98000.0 8.084990 4.197106 0.000000 5.000000 \n",
"f_12 98000.0 7.076388 4.433308 0.000000 4.000000 \n",
"f_13 98000.0 6.286102 4.120077 0.000000 3.000000 \n",
"f_14 98000.0 0.003413 0.998940 -4.377021 -0.671810 \n",
"f_15 98000.0 -0.002639 1.001096 -4.535903 -0.677757 \n",
"f_16 98000.0 0.005404 1.003277 -4.182233 -0.671055 \n",
"f_17 98000.0 0.001656 1.001258 -4.468930 -0.672635 \n",
"f_18 98000.0 -0.005399 0.995965 -4.149688 -0.680243 \n",
"f_19 98000.0 -0.004513 1.004372 -4.894525 -0.678773 \n",
"f_20 98000.0 -0.000515 1.002962 -4.732235 -0.679777 \n",
"f_21 98000.0 -0.001670 0.999703 -4.438130 -0.675147 \n",
"f_22 98000.0 -0.038752 1.477858 -6.873999 -1.022964 \n",
"f_23 98000.0 -0.220002 1.494836 -8.234305 -1.203204 \n",
"f_24 98000.0 0.166434 1.543014 -7.792363 -0.903385 \n",
"f_25 98000.0 -0.064309 1.576086 -6.593842 -1.128966 \n",
"f_26 98000.0 -0.062540 1.428055 -7.375719 -0.975680 \n",
"f_27 98000.0 0.098472 1.305407 -7.335556 -0.746489 \n",
"f_28 98000.0 -0.230910 1.528476 -6.954151 -1.262606 \n",
"\n",
" 50% 75% max \n",
"id 48999.500000 73499.250000 97999.000000 \n",
"f_00 0.002022 0.677271 4.490521 \n",
"f_01 0.006650 0.677746 4.324974 \n",
"f_02 -0.000324 0.677086 4.560247 \n",
"f_03 -0.003185 0.672097 4.399373 \n",
"f_04 -0.003307 0.677589 4.050549 \n",
"f_05 0.001024 0.673344 4.710316 \n",
"f_06 -0.002053 0.668112 3.998595 \n",
"f_07 5.000000 8.000000 32.000000 \n",
"f_08 6.000000 9.000000 30.000000 \n",
"f_09 7.000000 11.000000 44.000000 \n",
"f_10 7.000000 11.000000 36.000000 \n",
"f_11 8.000000 11.000000 28.000000 \n",
"f_12 6.000000 10.000000 38.000000 \n",
"f_13 6.000000 9.000000 30.000000 \n",
"f_14 0.003536 0.678679 4.490521 \n",
"f_15 -0.004299 0.673859 4.270708 \n",
"f_16 0.006535 0.680903 4.157538 \n",
"f_17 0.001663 0.673174 4.230849 \n",
"f_18 -0.001574 0.666996 4.710316 \n",
"f_19 -0.000587 0.672149 4.560247 \n",
"f_20 -0.000806 0.675437 4.399373 \n",
"f_21 0.000819 0.676881 4.135419 \n",
"f_22 -0.056687 0.930158 6.517721 \n",
"f_23 -0.219046 0.764690 6.054831 \n",
"f_24 0.167074 1.217432 7.527271 \n",
"f_25 -0.099221 0.987684 7.544731 \n",
"f_26 -0.070852 0.843212 7.005608 \n",
"f_27 0.082230 0.925306 7.205971 \n",
"f_28 -0.271319 0.770516 6.977150 "
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.describe().T"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "815f4e8f-144d-4a90-bf2e-c8c57e00a610",
"metadata": {},
"outputs": [
{
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" 0.003888 | \n",
" 0.001103 | \n",
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" 0.000033 | \n",
" -0.001936 | \n",
" 0.000229 | \n",
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\n",
" \n",
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" 0.001404 | \n",
" 0.002660 | \n",
" 0.001402 | \n",
" 1.000000 | \n",
" -0.003271 | \n",
" -0.000732 | \n",
" -0.003743 | \n",
" 0.003730 | \n",
" 0.002603 | \n",
" 0.004888 | \n",
" -0.004690 | \n",
" 0.004708 | \n",
" 0.001624 | \n",
" 0.003369 | \n",
" -0.000620 | \n",
" 0.002112 | \n",
" 0.005397 | \n",
" -0.003674 | \n",
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" 0.001797 | \n",
" -0.001460 | \n",
" 0.002210 | \n",
" 0.000544 | \n",
"
\n",
" \n",
" | f_03 | \n",
" 0.002268 | \n",
" 0.000105 | \n",
" -0.001698 | \n",
" -0.003271 | \n",
" 1.000000 | \n",
" 0.000238 | \n",
" 0.009835 | \n",
" 0.002570 | \n",
" -0.000562 | \n",
" 0.000095 | \n",
" 0.001626 | \n",
" -0.001752 | \n",
" 0.003533 | \n",
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" -0.004417 | \n",
" 0.004566 | \n",
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" 0.003240 | \n",
" 0.002039 | \n",
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" -0.005607 | \n",
" 0.006154 | \n",
" 0.001807 | \n",
" 0.001241 | \n",
" -0.002235 | \n",
" 0.000362 | \n",
" 0.002074 | \n",
" 0.000427 | \n",
" 0.001842 | \n",
"
\n",
" \n",
" | f_04 | \n",
" -0.001201 | \n",
" 0.008797 | \n",
" -0.001727 | \n",
" -0.000732 | \n",
" 0.000238 | \n",
" 1.000000 | \n",
" 0.004550 | \n",
" 0.004143 | \n",
" 0.007164 | \n",
" -0.002044 | \n",
" 0.002025 | \n",
" -0.003960 | \n",
" 0.000218 | \n",
" 0.001141 | \n",
" -0.000351 | \n",
" 0.001196 | \n",
" -0.002549 | \n",
" -0.003036 | \n",
" -0.002535 | \n",
" 0.000748 | \n",
" 0.000731 | \n",
" 0.000549 | \n",
" -0.000956 | \n",
" 0.003801 | \n",
" -0.002564 | \n",
" -0.000324 | \n",
" -0.000765 | \n",
" 0.002906 | \n",
" 0.001421 | \n",
" -0.003389 | \n",
"
\n",
" \n",
" | f_05 | \n",
" -0.001297 | \n",
" 0.003817 | \n",
" -0.001444 | \n",
" -0.003743 | \n",
" 0.009835 | \n",
" 0.004550 | \n",
" 1.000000 | \n",
" 0.004825 | \n",
" 0.003289 | \n",
" -0.002826 | \n",
" -0.000695 | \n",
" 0.002807 | \n",
" -0.001368 | \n",
" -0.000530 | \n",
" -0.001335 | \n",
" 0.003204 | \n",
" -0.001235 | \n",
" 0.003359 | \n",
" -0.002734 | \n",
" 0.002783 | \n",
" 0.007995 | \n",
" 0.000832 | \n",
" -0.002269 | \n",
" 0.002085 | \n",
" -0.003774 | \n",
" 0.002300 | \n",
" 0.002087 | \n",
" -0.001417 | \n",
" -0.003124 | \n",
" 0.002519 | \n",
"
\n",
" \n",
" | f_06 | \n",
" 0.001249 | \n",
" 0.002903 | \n",
" 0.001826 | \n",
" 0.003730 | \n",
" 0.002570 | \n",
" 0.004143 | \n",
" 0.004825 | \n",
" 1.000000 | \n",
" -0.000300 | \n",
" -0.005988 | \n",
" 0.009750 | \n",
" -0.004827 | \n",
" -0.004692 | \n",
" -0.001239 | \n",
" 0.000689 | \n",
" -0.000707 | \n",
" 0.004625 | \n",
" 0.003590 | \n",
" 0.004411 | \n",
" -0.006175 | \n",
" -0.005252 | \n",
" 0.000395 | \n",
" -0.002691 | \n",
" 0.000597 | \n",
" -0.002754 | \n",
" -0.002924 | \n",
" -0.006603 | \n",
" -0.000150 | \n",
" -0.005421 | \n",
" -0.000110 | \n",
"
\n",
" \n",
" | f_07 | \n",
" -0.003181 | \n",
" -0.003847 | \n",
" 0.006539 | \n",
" 0.002603 | \n",
" -0.000562 | \n",
" 0.007164 | \n",
" 0.003289 | \n",
" -0.000300 | \n",
" 1.000000 | \n",
" -0.131742 | \n",
" 0.036707 | \n",
" -0.106755 | \n",
" -0.012389 | \n",
" -0.196534 | \n",
" -0.117606 | \n",
" 0.001908 | \n",
" 0.000890 | \n",
" 0.004975 | \n",
" -0.001435 | \n",
" -0.004443 | \n",
" 0.003504 | \n",
" -0.002860 | \n",
" -0.000085 | \n",
" 0.003461 | \n",
" -0.091825 | \n",
" 0.030238 | \n",
" 0.093444 | \n",
" -0.017622 | \n",
" -0.024546 | \n",
" -0.022357 | \n",
"
\n",
" \n",
" | f_08 | \n",
" 0.001774 | \n",
" -0.000866 | \n",
" 0.001023 | \n",
" 0.004888 | \n",
" 0.000095 | \n",
" -0.002044 | \n",
" -0.002826 | \n",
" -0.005988 | \n",
" -0.131742 | \n",
" 1.000000 | \n",
" -0.360734 | \n",
" -0.051459 | \n",
" 0.179527 | \n",
" -0.076524 | \n",
" -0.014362 | \n",
" 0.000242 | \n",
" 0.000011 | \n",
" -0.006046 | \n",
" -0.000272 | \n",
" -0.000551 | \n",
" 0.002888 | \n",
" -0.001366 | \n",
" -0.000753 | \n",
" 0.072612 | \n",
" 0.028442 | \n",
" 0.011038 | \n",
" 0.072565 | \n",
" 0.085690 | \n",
" -0.015953 | \n",
" -0.029955 | \n",
"
\n",
" \n",
" | f_09 | \n",
" -0.001422 | \n",
" -0.000976 | \n",
" 0.003428 | \n",
" -0.004690 | \n",
" 0.001626 | \n",
" 0.002025 | \n",
" -0.000695 | \n",
" 0.009750 | \n",
" 0.036707 | \n",
" -0.360734 | \n",
" 1.000000 | \n",
" 0.035432 | \n",
" -0.202523 | \n",
" -0.295563 | \n",
" -0.281970 | \n",
" 0.006359 | \n",
" 0.000875 | \n",
" -0.000845 | \n",
" -0.001134 | \n",
" 0.000692 | \n",
" 0.000224 | \n",
" 0.003695 | \n",
" 0.000747 | \n",
" -0.123708 | \n",
" -0.017430 | \n",
" -0.014524 | \n",
" -0.081116 | \n",
" -0.085901 | \n",
" -0.064825 | \n",
" 0.018955 | \n",
"
\n",
" \n",
" | f_10 | \n",
" -0.000181 | \n",
" 0.002510 | \n",
" 0.002071 | \n",
" 0.004708 | \n",
" -0.001752 | \n",
" -0.003960 | \n",
" 0.002807 | \n",
" -0.004827 | \n",
" -0.106755 | \n",
" -0.051459 | \n",
" 0.035432 | \n",
" 1.000000 | \n",
" -0.267171 | \n",
" -0.070415 | \n",
" -0.281057 | \n",
" -0.004625 | \n",
" 0.000805 | \n",
" -0.008010 | \n",
" -0.004454 | \n",
" 0.000219 | \n",
" -0.000655 | \n",
" 0.001802 | \n",
" 0.007463 | \n",
" -0.022650 | \n",
" 0.061926 | \n",
" -0.016214 | \n",
" -0.063222 | \n",
" 0.034416 | \n",
" 0.040545 | \n",
" 0.015919 | \n",
"
\n",
" \n",
" | f_11 | \n",
" 0.003843 | \n",
" -0.000938 | \n",
" -0.002024 | \n",
" 0.001624 | \n",
" 0.003533 | \n",
" 0.000218 | \n",
" -0.001368 | \n",
" -0.004692 | \n",
" -0.012389 | \n",
" 0.179527 | \n",
" -0.202523 | \n",
" -0.267171 | \n",
" 1.000000 | \n",
" -0.126511 | \n",
" 0.017010 | \n",
" -0.001010 | \n",
" -0.000184 | \n",
" 0.003038 | \n",
" 0.003952 | \n",
" 0.000722 | \n",
" 0.005591 | \n",
" 0.001004 | \n",
" -0.002893 | \n",
" 0.034807 | \n",
" 0.009575 | \n",
" -0.006282 | \n",
" 0.028018 | \n",
" 0.002184 | \n",
" -0.044690 | \n",
" -0.011339 | \n",
"
\n",
" \n",
" | f_12 | \n",
" -0.001667 | \n",
" 0.004578 | \n",
" -0.007009 | \n",
" 0.003369 | \n",
" -0.002081 | \n",
" 0.001141 | \n",
" -0.000530 | \n",
" -0.001239 | \n",
" -0.196534 | \n",
" -0.076524 | \n",
" -0.295563 | \n",
" -0.070415 | \n",
" -0.126511 | \n",
" 1.000000 | \n",
" 0.195191 | \n",
" -0.000842 | \n",
" 0.001116 | \n",
" 0.003925 | \n",
" -0.003726 | \n",
" -0.000228 | \n",
" -0.004642 | \n",
" 0.000585 | \n",
" -0.002922 | \n",
" 0.053503 | \n",
" -0.007275 | \n",
" 0.015209 | \n",
" -0.011212 | \n",
" 0.001042 | \n",
" 0.122341 | \n",
" 0.030514 | \n",
"
\n",
" \n",
" | f_13 | \n",
" -0.002323 | \n",
" -0.001075 | \n",
" -0.006544 | \n",
" -0.000620 | \n",
" -0.004417 | \n",
" -0.000351 | \n",
" -0.001335 | \n",
" 0.000689 | \n",
" -0.117606 | \n",
" -0.014362 | \n",
" -0.281970 | \n",
" -0.281057 | \n",
" 0.017010 | \n",
" 0.195191 | \n",
" 1.000000 | \n",
" 0.000332 | \n",
" -0.002492 | \n",
" 0.001416 | \n",
" 0.003886 | \n",
" -0.000087 | \n",
" -0.000901 | \n",
" 0.002803 | \n",
" -0.008525 | \n",
" 0.032815 | \n",
" 0.010538 | \n",
" -0.012033 | \n",
" 0.020166 | \n",
" 0.019981 | \n",
" -0.001665 | \n",
" -0.012568 | \n",
"
\n",
" \n",
" | f_14 | \n",
" -0.004569 | \n",
" -0.003255 | \n",
" -0.003968 | \n",
" 0.002112 | \n",
" 0.004566 | \n",
" 0.001196 | \n",
" 0.003204 | \n",
" -0.000707 | \n",
" 0.001908 | \n",
" 0.000242 | \n",
" 0.006359 | \n",
" -0.004625 | \n",
" -0.001010 | \n",
" -0.000842 | \n",
" 0.000332 | \n",
" 1.000000 | \n",
" 0.001607 | \n",
" 0.001570 | \n",
" -0.001449 | \n",
" 0.005759 | \n",
" -0.000835 | \n",
" -0.000451 | \n",
" 0.001578 | \n",
" -0.001629 | \n",
" 0.001980 | \n",
" 0.000781 | \n",
" -0.007537 | \n",
" -0.002692 | \n",
" -0.000292 | \n",
" -0.003791 | \n",
"
\n",
" \n",
" | f_15 | \n",
" 0.000797 | \n",
" 0.005267 | \n",
" -0.000157 | \n",
" 0.005397 | \n",
" 0.001454 | \n",
" -0.002549 | \n",
" -0.001235 | \n",
" 0.004625 | \n",
" 0.000890 | \n",
" 0.000011 | \n",
" 0.000875 | \n",
" 0.000805 | \n",
" -0.000184 | \n",
" 0.001116 | \n",
" -0.002492 | \n",
" 0.001607 | \n",
" 1.000000 | \n",
" 0.007094 | \n",
" 0.000406 | \n",
" 0.006236 | \n",
" -0.004414 | \n",
" -0.002441 | \n",
" 0.001769 | \n",
" -0.004125 | \n",
" -0.004534 | \n",
" -0.004002 | \n",
" 0.001268 | \n",
" -0.003444 | \n",
" 0.004094 | \n",
" 0.004737 | \n",
"
\n",
" \n",
" | f_16 | \n",
" 0.002766 | \n",
" -0.001998 | \n",
" 0.000941 | \n",
" -0.003674 | \n",
" -0.000372 | \n",
" -0.003036 | \n",
" 0.003359 | \n",
" 0.003590 | \n",
" 0.004975 | \n",
" -0.006046 | \n",
" -0.000845 | \n",
" -0.008010 | \n",
" 0.003038 | \n",
" 0.003925 | \n",
" 0.001416 | \n",
" 0.001570 | \n",
" 0.007094 | \n",
" 1.000000 | \n",
" 0.002536 | \n",
" 0.003980 | \n",
" 0.002479 | \n",
" 0.001660 | \n",
" 0.002605 | \n",
" 0.003349 | \n",
" -0.001059 | \n",
" -0.000111 | \n",
" 0.002177 | \n",
" 0.008018 | \n",
" -0.008543 | \n",
" 0.003489 | \n",
"
\n",
" \n",
" | f_17 | \n",
" 0.002510 | \n",
" 0.005100 | \n",
" -0.000327 | \n",
" -0.002383 | \n",
" 0.003240 | \n",
" -0.002535 | \n",
" -0.002734 | \n",
" 0.004411 | \n",
" -0.001435 | \n",
" -0.000272 | \n",
" -0.001134 | \n",
" -0.004454 | \n",
" 0.003952 | \n",
" -0.003726 | \n",
" 0.003886 | \n",
" -0.001449 | \n",
" 0.000406 | \n",
" 0.002536 | \n",
" 1.000000 | \n",
" 0.001173 | \n",
" 0.002548 | \n",
" 0.002749 | \n",
" -0.006562 | \n",
" -0.001281 | \n",
" -0.002004 | \n",
" -0.000562 | \n",
" 0.003564 | \n",
" -0.004538 | \n",
" 0.003680 | \n",
" -0.002797 | \n",
"
\n",
" \n",
" | f_18 | \n",
" 0.001381 | \n",
" -0.000561 | \n",
" 0.003146 | \n",
" 0.006187 | \n",
" 0.002039 | \n",
" 0.000748 | \n",
" 0.002783 | \n",
" -0.006175 | \n",
" -0.004443 | \n",
" -0.000551 | \n",
" 0.000692 | \n",
" 0.000219 | \n",
" 0.000722 | \n",
" -0.000228 | \n",
" -0.000087 | \n",
" 0.005759 | \n",
" 0.006236 | \n",
" 0.003980 | \n",
" 0.001173 | \n",
" 1.000000 | \n",
" 0.001414 | \n",
" 0.004967 | \n",
" 0.001448 | \n",
" 0.000719 | \n",
" 0.002199 | \n",
" 0.002868 | \n",
" -0.001085 | \n",
" 0.000456 | \n",
" -0.004012 | \n",
" -0.001151 | \n",
"
\n",
" \n",
" | f_19 | \n",
" -0.001869 | \n",
" 0.000437 | \n",
" -0.001402 | \n",
" -0.002743 | \n",
" 0.000540 | \n",
" 0.000731 | \n",
" 0.007995 | \n",
" -0.005252 | \n",
" 0.003504 | \n",
" 0.002888 | \n",
" 0.000224 | \n",
" -0.000655 | \n",
" 0.005591 | \n",
" -0.004642 | \n",
" -0.000901 | \n",
" -0.000835 | \n",
" -0.004414 | \n",
" 0.002479 | \n",
" 0.002548 | \n",
" 0.001414 | \n",
" 1.000000 | \n",
" 0.002081 | \n",
" 0.004865 | \n",
" -0.003659 | \n",
" 0.000045 | \n",
" -0.001132 | \n",
" -0.001998 | \n",
" -0.000170 | \n",
" -0.001780 | \n",
" 0.001563 | \n",
"
\n",
" \n",
" | f_20 | \n",
" 0.001981 | \n",
" 0.002687 | \n",
" -0.001852 | \n",
" 0.002398 | \n",
" -0.005607 | \n",
" 0.000549 | \n",
" 0.000832 | \n",
" 0.000395 | \n",
" -0.002860 | \n",
" -0.001366 | \n",
" 0.003695 | \n",
" 0.001802 | \n",
" 0.001004 | \n",
" 0.000585 | \n",
" 0.002803 | \n",
" -0.000451 | \n",
" -0.002441 | \n",
" 0.001660 | \n",
" 0.002749 | \n",
" 0.004967 | \n",
" 0.002081 | \n",
" 1.000000 | \n",
" 0.004519 | \n",
" 0.000033 | \n",
" 0.000338 | \n",
" -0.000231 | \n",
" 0.002113 | \n",
" -0.004437 | \n",
" -0.004339 | \n",
" 0.001180 | \n",
"
\n",
" \n",
" | f_21 | \n",
" -0.003020 | \n",
" -0.000447 | \n",
" 0.001099 | \n",
" -0.000301 | \n",
" 0.006154 | \n",
" -0.000956 | \n",
" -0.002269 | \n",
" -0.002691 | \n",
" -0.000085 | \n",
" -0.000753 | \n",
" 0.000747 | \n",
" 0.007463 | \n",
" -0.002893 | \n",
" -0.002922 | \n",
" -0.008525 | \n",
" 0.001578 | \n",
" 0.001769 | \n",
" 0.002605 | \n",
" -0.006562 | \n",
" 0.001448 | \n",
" 0.004865 | \n",
" 0.004519 | \n",
" 1.000000 | \n",
" -0.002598 | \n",
" -0.001129 | \n",
" -0.002541 | \n",
" -0.007879 | \n",
" -0.001091 | \n",
" 0.002864 | \n",
" 0.002739 | \n",
"
\n",
" \n",
" | f_22 | \n",
" 0.001247 | \n",
" 0.004087 | \n",
" -0.002965 | \n",
" 0.004971 | \n",
" 0.001807 | \n",
" 0.003801 | \n",
" 0.002085 | \n",
" 0.000597 | \n",
" 0.003461 | \n",
" 0.072612 | \n",
" -0.123708 | \n",
" -0.022650 | \n",
" 0.034807 | \n",
" 0.053503 | \n",
" 0.032815 | \n",
" -0.001629 | \n",
" -0.004125 | \n",
" 0.003349 | \n",
" -0.001281 | \n",
" 0.000719 | \n",
" -0.003659 | \n",
" 0.000033 | \n",
" -0.002598 | \n",
" 1.000000 | \n",
" 0.048009 | \n",
" 0.117363 | \n",
" -0.003846 | \n",
" 0.112956 | \n",
" 0.012242 | \n",
" 0.026564 | \n",
"
\n",
" \n",
" | f_23 | \n",
" 0.000065 | \n",
" -0.003756 | \n",
" 0.001760 | \n",
" 0.002971 | \n",
" 0.001241 | \n",
" -0.002564 | \n",
" -0.003774 | \n",
" -0.002754 | \n",
" -0.091825 | \n",
" 0.028442 | \n",
" -0.017430 | \n",
" 0.061926 | \n",
" 0.009575 | \n",
" -0.007275 | \n",
" 0.010538 | \n",
" 0.001980 | \n",
" -0.004534 | \n",
" -0.001059 | \n",
" -0.002004 | \n",
" 0.002199 | \n",
" 0.000045 | \n",
" 0.000338 | \n",
" -0.001129 | \n",
" 0.048009 | \n",
" 1.000000 | \n",
" -0.016563 | \n",
" -0.100514 | \n",
" 0.122586 | \n",
" 0.073208 | \n",
" 0.098347 | \n",
"
\n",
" \n",
" | f_24 | \n",
" 0.001376 | \n",
" 0.001088 | \n",
" -0.005635 | \n",
" -0.002328 | \n",
" -0.002235 | \n",
" -0.000324 | \n",
" 0.002300 | \n",
" -0.002924 | \n",
" 0.030238 | \n",
" 0.011038 | \n",
" -0.014524 | \n",
" -0.016214 | \n",
" -0.006282 | \n",
" 0.015209 | \n",
" -0.012033 | \n",
" 0.000781 | \n",
" -0.004002 | \n",
" -0.000111 | \n",
" -0.000562 | \n",
" 0.002868 | \n",
" -0.001132 | \n",
" -0.000231 | \n",
" -0.002541 | \n",
" 0.117363 | \n",
" -0.016563 | \n",
" 1.000000 | \n",
" -0.046221 | \n",
" 0.042072 | \n",
" -0.053663 | \n",
" -0.078061 | \n",
"
\n",
" \n",
" | f_25 | \n",
" -0.003301 | \n",
" 0.006216 | \n",
" 0.000033 | \n",
" 0.001797 | \n",
" 0.000362 | \n",
" -0.000765 | \n",
" 0.002087 | \n",
" -0.006603 | \n",
" 0.093444 | \n",
" 0.072565 | \n",
" -0.081116 | \n",
" -0.063222 | \n",
" 0.028018 | \n",
" -0.011212 | \n",
" 0.020166 | \n",
" -0.007537 | \n",
" 0.001268 | \n",
" 0.002177 | \n",
" 0.003564 | \n",
" -0.001085 | \n",
" -0.001998 | \n",
" 0.002113 | \n",
" -0.007879 | \n",
" -0.003846 | \n",
" -0.100514 | \n",
" -0.046221 | \n",
" 1.000000 | \n",
" -0.057351 | \n",
" -0.027863 | \n",
" -0.026784 | \n",
"
\n",
" \n",
" | f_26 | \n",
" 0.001145 | \n",
" 0.000615 | \n",
" -0.001936 | \n",
" -0.001460 | \n",
" 0.002074 | \n",
" 0.002906 | \n",
" -0.001417 | \n",
" -0.000150 | \n",
" -0.017622 | \n",
" 0.085690 | \n",
" -0.085901 | \n",
" 0.034416 | \n",
" 0.002184 | \n",
" 0.001042 | \n",
" 0.019981 | \n",
" -0.002692 | \n",
" -0.003444 | \n",
" 0.008018 | \n",
" -0.004538 | \n",
" 0.000456 | \n",
" -0.000170 | \n",
" -0.004437 | \n",
" -0.001091 | \n",
" 0.112956 | \n",
" 0.122586 | \n",
" 0.042072 | \n",
" -0.057351 | \n",
" 1.000000 | \n",
" 0.040819 | \n",
" -0.012129 | \n",
"
\n",
" \n",
" | f_27 | \n",
" 0.004146 | \n",
" 0.003888 | \n",
" 0.000229 | \n",
" 0.002210 | \n",
" 0.000427 | \n",
" 0.001421 | \n",
" -0.003124 | \n",
" -0.005421 | \n",
" -0.024546 | \n",
" -0.015953 | \n",
" -0.064825 | \n",
" 0.040545 | \n",
" -0.044690 | \n",
" 0.122341 | \n",
" -0.001665 | \n",
" -0.000292 | \n",
" 0.004094 | \n",
" -0.008543 | \n",
" 0.003680 | \n",
" -0.004012 | \n",
" -0.001780 | \n",
" -0.004339 | \n",
" 0.002864 | \n",
" 0.012242 | \n",
" 0.073208 | \n",
" -0.053663 | \n",
" -0.027863 | \n",
" 0.040819 | \n",
" 1.000000 | \n",
" 0.052934 | \n",
"
\n",
" \n",
" | f_28 | \n",
" 0.000309 | \n",
" 0.001103 | \n",
" -0.005528 | \n",
" 0.000544 | \n",
" 0.001842 | \n",
" -0.003389 | \n",
" 0.002519 | \n",
" -0.000110 | \n",
" -0.022357 | \n",
" -0.029955 | \n",
" 0.018955 | \n",
" 0.015919 | \n",
" -0.011339 | \n",
" 0.030514 | \n",
" -0.012568 | \n",
" -0.003791 | \n",
" 0.004737 | \n",
" 0.003489 | \n",
" -0.002797 | \n",
" -0.001151 | \n",
" 0.001563 | \n",
" 0.001180 | \n",
" 0.002739 | \n",
" 0.026564 | \n",
" 0.098347 | \n",
" -0.078061 | \n",
" -0.026784 | \n",
" -0.012129 | \n",
" 0.052934 | \n",
" 1.000000 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" id f_00 f_01 f_02 f_03 f_04 f_05 \\\n",
"id 1.000000 0.002856 -0.005167 0.001404 0.002268 -0.001201 -0.001297 \n",
"f_00 0.002856 1.000000 -0.001955 0.002660 0.000105 0.008797 0.003817 \n",
"f_01 -0.005167 -0.001955 1.000000 0.001402 -0.001698 -0.001727 -0.001444 \n",
"f_02 0.001404 0.002660 0.001402 1.000000 -0.003271 -0.000732 -0.003743 \n",
"f_03 0.002268 0.000105 -0.001698 -0.003271 1.000000 0.000238 0.009835 \n",
"f_04 -0.001201 0.008797 -0.001727 -0.000732 0.000238 1.000000 0.004550 \n",
"f_05 -0.001297 0.003817 -0.001444 -0.003743 0.009835 0.004550 1.000000 \n",
"f_06 0.001249 0.002903 0.001826 0.003730 0.002570 0.004143 0.004825 \n",
"f_07 -0.003181 -0.003847 0.006539 0.002603 -0.000562 0.007164 0.003289 \n",
"f_08 0.001774 -0.000866 0.001023 0.004888 0.000095 -0.002044 -0.002826 \n",
"f_09 -0.001422 -0.000976 0.003428 -0.004690 0.001626 0.002025 -0.000695 \n",
"f_10 -0.000181 0.002510 0.002071 0.004708 -0.001752 -0.003960 0.002807 \n",
"f_11 0.003843 -0.000938 -0.002024 0.001624 0.003533 0.000218 -0.001368 \n",
"f_12 -0.001667 0.004578 -0.007009 0.003369 -0.002081 0.001141 -0.000530 \n",
"f_13 -0.002323 -0.001075 -0.006544 -0.000620 -0.004417 -0.000351 -0.001335 \n",
"f_14 -0.004569 -0.003255 -0.003968 0.002112 0.004566 0.001196 0.003204 \n",
"f_15 0.000797 0.005267 -0.000157 0.005397 0.001454 -0.002549 -0.001235 \n",
"f_16 0.002766 -0.001998 0.000941 -0.003674 -0.000372 -0.003036 0.003359 \n",
"f_17 0.002510 0.005100 -0.000327 -0.002383 0.003240 -0.002535 -0.002734 \n",
"f_18 0.001381 -0.000561 0.003146 0.006187 0.002039 0.000748 0.002783 \n",
"f_19 -0.001869 0.000437 -0.001402 -0.002743 0.000540 0.000731 0.007995 \n",
"f_20 0.001981 0.002687 -0.001852 0.002398 -0.005607 0.000549 0.000832 \n",
"f_21 -0.003020 -0.000447 0.001099 -0.000301 0.006154 -0.000956 -0.002269 \n",
"f_22 0.001247 0.004087 -0.002965 0.004971 0.001807 0.003801 0.002085 \n",
"f_23 0.000065 -0.003756 0.001760 0.002971 0.001241 -0.002564 -0.003774 \n",
"f_24 0.001376 0.001088 -0.005635 -0.002328 -0.002235 -0.000324 0.002300 \n",
"f_25 -0.003301 0.006216 0.000033 0.001797 0.000362 -0.000765 0.002087 \n",
"f_26 0.001145 0.000615 -0.001936 -0.001460 0.002074 0.002906 -0.001417 \n",
"f_27 0.004146 0.003888 0.000229 0.002210 0.000427 0.001421 -0.003124 \n",
"f_28 0.000309 0.001103 -0.005528 0.000544 0.001842 -0.003389 0.002519 \n",
"\n",
" f_06 f_07 f_08 f_09 f_10 f_11 f_12 \\\n",
"id 0.001249 -0.003181 0.001774 -0.001422 -0.000181 0.003843 -0.001667 \n",
"f_00 0.002903 -0.003847 -0.000866 -0.000976 0.002510 -0.000938 0.004578 \n",
"f_01 0.001826 0.006539 0.001023 0.003428 0.002071 -0.002024 -0.007009 \n",
"f_02 0.003730 0.002603 0.004888 -0.004690 0.004708 0.001624 0.003369 \n",
"f_03 0.002570 -0.000562 0.000095 0.001626 -0.001752 0.003533 -0.002081 \n",
"f_04 0.004143 0.007164 -0.002044 0.002025 -0.003960 0.000218 0.001141 \n",
"f_05 0.004825 0.003289 -0.002826 -0.000695 0.002807 -0.001368 -0.000530 \n",
"f_06 1.000000 -0.000300 -0.005988 0.009750 -0.004827 -0.004692 -0.001239 \n",
"f_07 -0.000300 1.000000 -0.131742 0.036707 -0.106755 -0.012389 -0.196534 \n",
"f_08 -0.005988 -0.131742 1.000000 -0.360734 -0.051459 0.179527 -0.076524 \n",
"f_09 0.009750 0.036707 -0.360734 1.000000 0.035432 -0.202523 -0.295563 \n",
"f_10 -0.004827 -0.106755 -0.051459 0.035432 1.000000 -0.267171 -0.070415 \n",
"f_11 -0.004692 -0.012389 0.179527 -0.202523 -0.267171 1.000000 -0.126511 \n",
"f_12 -0.001239 -0.196534 -0.076524 -0.295563 -0.070415 -0.126511 1.000000 \n",
"f_13 0.000689 -0.117606 -0.014362 -0.281970 -0.281057 0.017010 0.195191 \n",
"f_14 -0.000707 0.001908 0.000242 0.006359 -0.004625 -0.001010 -0.000842 \n",
"f_15 0.004625 0.000890 0.000011 0.000875 0.000805 -0.000184 0.001116 \n",
"f_16 0.003590 0.004975 -0.006046 -0.000845 -0.008010 0.003038 0.003925 \n",
"f_17 0.004411 -0.001435 -0.000272 -0.001134 -0.004454 0.003952 -0.003726 \n",
"f_18 -0.006175 -0.004443 -0.000551 0.000692 0.000219 0.000722 -0.000228 \n",
"f_19 -0.005252 0.003504 0.002888 0.000224 -0.000655 0.005591 -0.004642 \n",
"f_20 0.000395 -0.002860 -0.001366 0.003695 0.001802 0.001004 0.000585 \n",
"f_21 -0.002691 -0.000085 -0.000753 0.000747 0.007463 -0.002893 -0.002922 \n",
"f_22 0.000597 0.003461 0.072612 -0.123708 -0.022650 0.034807 0.053503 \n",
"f_23 -0.002754 -0.091825 0.028442 -0.017430 0.061926 0.009575 -0.007275 \n",
"f_24 -0.002924 0.030238 0.011038 -0.014524 -0.016214 -0.006282 0.015209 \n",
"f_25 -0.006603 0.093444 0.072565 -0.081116 -0.063222 0.028018 -0.011212 \n",
"f_26 -0.000150 -0.017622 0.085690 -0.085901 0.034416 0.002184 0.001042 \n",
"f_27 -0.005421 -0.024546 -0.015953 -0.064825 0.040545 -0.044690 0.122341 \n",
"f_28 -0.000110 -0.022357 -0.029955 0.018955 0.015919 -0.011339 0.030514 \n",
"\n",
" f_13 f_14 f_15 f_16 f_17 f_18 f_19 \\\n",
"id -0.002323 -0.004569 0.000797 0.002766 0.002510 0.001381 -0.001869 \n",
"f_00 -0.001075 -0.003255 0.005267 -0.001998 0.005100 -0.000561 0.000437 \n",
"f_01 -0.006544 -0.003968 -0.000157 0.000941 -0.000327 0.003146 -0.001402 \n",
"f_02 -0.000620 0.002112 0.005397 -0.003674 -0.002383 0.006187 -0.002743 \n",
"f_03 -0.004417 0.004566 0.001454 -0.000372 0.003240 0.002039 0.000540 \n",
"f_04 -0.000351 0.001196 -0.002549 -0.003036 -0.002535 0.000748 0.000731 \n",
"f_05 -0.001335 0.003204 -0.001235 0.003359 -0.002734 0.002783 0.007995 \n",
"f_06 0.000689 -0.000707 0.004625 0.003590 0.004411 -0.006175 -0.005252 \n",
"f_07 -0.117606 0.001908 0.000890 0.004975 -0.001435 -0.004443 0.003504 \n",
"f_08 -0.014362 0.000242 0.000011 -0.006046 -0.000272 -0.000551 0.002888 \n",
"f_09 -0.281970 0.006359 0.000875 -0.000845 -0.001134 0.000692 0.000224 \n",
"f_10 -0.281057 -0.004625 0.000805 -0.008010 -0.004454 0.000219 -0.000655 \n",
"f_11 0.017010 -0.001010 -0.000184 0.003038 0.003952 0.000722 0.005591 \n",
"f_12 0.195191 -0.000842 0.001116 0.003925 -0.003726 -0.000228 -0.004642 \n",
"f_13 1.000000 0.000332 -0.002492 0.001416 0.003886 -0.000087 -0.000901 \n",
"f_14 0.000332 1.000000 0.001607 0.001570 -0.001449 0.005759 -0.000835 \n",
"f_15 -0.002492 0.001607 1.000000 0.007094 0.000406 0.006236 -0.004414 \n",
"f_16 0.001416 0.001570 0.007094 1.000000 0.002536 0.003980 0.002479 \n",
"f_17 0.003886 -0.001449 0.000406 0.002536 1.000000 0.001173 0.002548 \n",
"f_18 -0.000087 0.005759 0.006236 0.003980 0.001173 1.000000 0.001414 \n",
"f_19 -0.000901 -0.000835 -0.004414 0.002479 0.002548 0.001414 1.000000 \n",
"f_20 0.002803 -0.000451 -0.002441 0.001660 0.002749 0.004967 0.002081 \n",
"f_21 -0.008525 0.001578 0.001769 0.002605 -0.006562 0.001448 0.004865 \n",
"f_22 0.032815 -0.001629 -0.004125 0.003349 -0.001281 0.000719 -0.003659 \n",
"f_23 0.010538 0.001980 -0.004534 -0.001059 -0.002004 0.002199 0.000045 \n",
"f_24 -0.012033 0.000781 -0.004002 -0.000111 -0.000562 0.002868 -0.001132 \n",
"f_25 0.020166 -0.007537 0.001268 0.002177 0.003564 -0.001085 -0.001998 \n",
"f_26 0.019981 -0.002692 -0.003444 0.008018 -0.004538 0.000456 -0.000170 \n",
"f_27 -0.001665 -0.000292 0.004094 -0.008543 0.003680 -0.004012 -0.001780 \n",
"f_28 -0.012568 -0.003791 0.004737 0.003489 -0.002797 -0.001151 0.001563 \n",
"\n",
" f_20 f_21 f_22 f_23 f_24 f_25 f_26 \\\n",
"id 0.001981 -0.003020 0.001247 0.000065 0.001376 -0.003301 0.001145 \n",
"f_00 0.002687 -0.000447 0.004087 -0.003756 0.001088 0.006216 0.000615 \n",
"f_01 -0.001852 0.001099 -0.002965 0.001760 -0.005635 0.000033 -0.001936 \n",
"f_02 0.002398 -0.000301 0.004971 0.002971 -0.002328 0.001797 -0.001460 \n",
"f_03 -0.005607 0.006154 0.001807 0.001241 -0.002235 0.000362 0.002074 \n",
"f_04 0.000549 -0.000956 0.003801 -0.002564 -0.000324 -0.000765 0.002906 \n",
"f_05 0.000832 -0.002269 0.002085 -0.003774 0.002300 0.002087 -0.001417 \n",
"f_06 0.000395 -0.002691 0.000597 -0.002754 -0.002924 -0.006603 -0.000150 \n",
"f_07 -0.002860 -0.000085 0.003461 -0.091825 0.030238 0.093444 -0.017622 \n",
"f_08 -0.001366 -0.000753 0.072612 0.028442 0.011038 0.072565 0.085690 \n",
"f_09 0.003695 0.000747 -0.123708 -0.017430 -0.014524 -0.081116 -0.085901 \n",
"f_10 0.001802 0.007463 -0.022650 0.061926 -0.016214 -0.063222 0.034416 \n",
"f_11 0.001004 -0.002893 0.034807 0.009575 -0.006282 0.028018 0.002184 \n",
"f_12 0.000585 -0.002922 0.053503 -0.007275 0.015209 -0.011212 0.001042 \n",
"f_13 0.002803 -0.008525 0.032815 0.010538 -0.012033 0.020166 0.019981 \n",
"f_14 -0.000451 0.001578 -0.001629 0.001980 0.000781 -0.007537 -0.002692 \n",
"f_15 -0.002441 0.001769 -0.004125 -0.004534 -0.004002 0.001268 -0.003444 \n",
"f_16 0.001660 0.002605 0.003349 -0.001059 -0.000111 0.002177 0.008018 \n",
"f_17 0.002749 -0.006562 -0.001281 -0.002004 -0.000562 0.003564 -0.004538 \n",
"f_18 0.004967 0.001448 0.000719 0.002199 0.002868 -0.001085 0.000456 \n",
"f_19 0.002081 0.004865 -0.003659 0.000045 -0.001132 -0.001998 -0.000170 \n",
"f_20 1.000000 0.004519 0.000033 0.000338 -0.000231 0.002113 -0.004437 \n",
"f_21 0.004519 1.000000 -0.002598 -0.001129 -0.002541 -0.007879 -0.001091 \n",
"f_22 0.000033 -0.002598 1.000000 0.048009 0.117363 -0.003846 0.112956 \n",
"f_23 0.000338 -0.001129 0.048009 1.000000 -0.016563 -0.100514 0.122586 \n",
"f_24 -0.000231 -0.002541 0.117363 -0.016563 1.000000 -0.046221 0.042072 \n",
"f_25 0.002113 -0.007879 -0.003846 -0.100514 -0.046221 1.000000 -0.057351 \n",
"f_26 -0.004437 -0.001091 0.112956 0.122586 0.042072 -0.057351 1.000000 \n",
"f_27 -0.004339 0.002864 0.012242 0.073208 -0.053663 -0.027863 0.040819 \n",
"f_28 0.001180 0.002739 0.026564 0.098347 -0.078061 -0.026784 -0.012129 \n",
"\n",
" f_27 f_28 \n",
"id 0.004146 0.000309 \n",
"f_00 0.003888 0.001103 \n",
"f_01 0.000229 -0.005528 \n",
"f_02 0.002210 0.000544 \n",
"f_03 0.000427 0.001842 \n",
"f_04 0.001421 -0.003389 \n",
"f_05 -0.003124 0.002519 \n",
"f_06 -0.005421 -0.000110 \n",
"f_07 -0.024546 -0.022357 \n",
"f_08 -0.015953 -0.029955 \n",
"f_09 -0.064825 0.018955 \n",
"f_10 0.040545 0.015919 \n",
"f_11 -0.044690 -0.011339 \n",
"f_12 0.122341 0.030514 \n",
"f_13 -0.001665 -0.012568 \n",
"f_14 -0.000292 -0.003791 \n",
"f_15 0.004094 0.004737 \n",
"f_16 -0.008543 0.003489 \n",
"f_17 0.003680 -0.002797 \n",
"f_18 -0.004012 -0.001151 \n",
"f_19 -0.001780 0.001563 \n",
"f_20 -0.004339 0.001180 \n",
"f_21 0.002864 0.002739 \n",
"f_22 0.012242 0.026564 \n",
"f_23 0.073208 0.098347 \n",
"f_24 -0.053663 -0.078061 \n",
"f_25 -0.027863 -0.026784 \n",
"f_26 0.040819 -0.012129 \n",
"f_27 1.000000 0.052934 \n",
"f_28 0.052934 1.000000 "
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.corr()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "2afaecc5-5631-4668-b076-1cbb0377cf0f",
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df.drop(columns=['id']).hist(figsize=(18, 14),bins=40)\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "192e14c0-bde4-418c-a8f7-8ff8d1c4ebb1",
"metadata": {},
"source": [
"Most features are approximately normally distributed and centered around zero, with no extreme skewness."
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "3bf5257d-b507-41a3-a0d8-3771bd8f1214",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(18, 6))\n",
"sns.boxplot(data=df.drop(columns=['id']))\n",
"plt.xticks(rotation=90)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "7063dcee-ce30-4171-9902-1f4a98ec0205",
"metadata": {},
"source": [
"Some features show mild outliers, which supports the use of scaling and PCA before clustering."
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "c4864f31-b7ac-4c44-808d-6939de983f18",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(14, 10))\n",
"sns.heatmap(df.drop(columns=['id']).corr(),cmap='coolwarm',center=0)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "1694aed5-0850-45aa-8974-09391e0cb31c",
"metadata": {},
"source": [
"Most feature pairs have very weak correlations, indicating low redundancy in the dataset."
]
},
{
"cell_type": "markdown",
"id": "bcfd767f-15bf-47c0-85dd-3c5224b35cb6",
"metadata": {},
"source": [
"### Data Preprocessing"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "f732dd4f-1c51-4f75-8ef1-30943a27c602",
"metadata": {},
"outputs": [],
"source": [
"x=df.drop(columns=['id'])"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "32fa632b-efb6-4bd6-95ac-fbac13fb85d8",
"metadata": {},
"outputs": [],
"source": [
"scaler=StandardScaler()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "716c7e74-0d9e-41d8-8869-7ced06e24916",
"metadata": {},
"outputs": [],
"source": [
"x=scaler.fit_transform(x)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "ec183619-7fce-485e-8dcb-0089edbdf50e",
"metadata": {},
"outputs": [],
"source": [
"# Dimensionality Reduction\n",
"pca=PCA(n_components=0.95,random_state=42)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "45912643-8ba9-4222-8607-65a16a2cfded",
"metadata": {},
"outputs": [],
"source": [
"x=pca.fit_transform(x)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "fbabbea8-d5ec-407a-a1c3-1afba82b15c7",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(98000, 27)\n"
]
}
],
"source": [
"print(x.shape)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "8bc1a170-0e0f-4561-987b-81534622749e",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pca=PCA().fit(x)\n",
"plt.figure(figsize=(8,5))\n",
"plt.plot(np.cumsum(pca.explained_variance_ratio_))\n",
"plt.axhline(0.95, color='red', linestyle='--')\n",
"plt.xlabel('Number of Components')\n",
"plt.ylabel('Cumulative Explained Variance')\n",
"plt.title('PCA Explained Variance')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "06558d0d-6185-4fc3-8903-d851aa56b537",
"metadata": {},
"source": [
"About 27 principal components are needed to retain 95% of the total variance."
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "fd2ef5fb-67fd-4306-a1c7-5d9c42b96ee1",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pca2d=PCA(n_components=2, random_state=42)\n",
"x2d=pca2d.fit_transform(x)\n",
"\n",
"plt.figure(figsize=(7,6))\n",
"plt.scatter(x2d[:,0], x2d[:,1], s=5, alpha=0.5)\n",
"plt.xlabel('PC1')\n",
"plt.ylabel('PC2')\n",
"plt.title('PCA 2D Projection (EDA)')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "4cf47294-85dc-46c5-ba81-ff95a1dce891",
"metadata": {},
"source": [
"The 2D PCA projection shows overlapping but non-random structure, suggesting potential hidden clusters."
]
},
{
"cell_type": "markdown",
"id": "7c7d1b39-892f-4794-a84f-0eb3e41a78d4",
"metadata": {},
"source": [
"##### KMeans"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "e2932a05-0ed3-45a1-b971-108022225c7b",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
" File \"C:\\Users\\enesy\\anaconda3\\Lib\\site-packages\\joblib\\externals\\loky\\backend\\context.py\", line 257, in _count_physical_cores\n",
" cpu_info = subprocess.run(\n",
" \"wmic CPU Get NumberOfCores /Format:csv\".split(),\n",
" capture_output=True,\n",
" text=True,\n",
" )\n",
" File \"C:\\Users\\enesy\\anaconda3\\Lib\\subprocess.py\", line 554, in run\n",
" with Popen(*popenargs, **kwargs) as process:\n",
" ~~~~~^^^^^^^^^^^^^^^^^^^^^^\n",
" File \"C:\\Users\\enesy\\anaconda3\\Lib\\subprocess.py\", line 1039, in __init__\n",
" self._execute_child(args, executable, preexec_fn, close_fds,\n",
" ~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
" pass_fds, cwd, env,\n",
" ^^^^^^^^^^^^^^^^^^^\n",
" ...<5 lines>...\n",
" gid, gids, uid, umask,\n",
" ^^^^^^^^^^^^^^^^^^^^^^\n",
" start_new_session, process_group)\n",
" ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
" File \"C:\\Users\\enesy\\anaconda3\\Lib\\subprocess.py\", line 1554, in _execute_child\n",
" hp, ht, pid, tid = _winapi.CreateProcess(executable, args,\n",
" ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^\n",
" # no special security\n",
" ^^^^^^^^^^^^^^^^^^^^^\n",
" ...<4 lines>...\n",
" cwd,\n",
" ^^^^\n",
" startupinfo)\n",
" ^^^^^^^^^^^^\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"km=KMeans()\n",
"vis=KElbowVisualizer(km,k=(2,23))\n",
"vis.fit(x)\n",
"vis.show(); "
]
},
{
"cell_type": "markdown",
"id": "a179b10b-345e-4ddb-b1a8-49c875bcefb8",
"metadata": {},
"source": [
"The elbow is around k = 9, meaning improvements become much smaller after 9 clusters."
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "93740d98-4b1c-4023-aa32-14341654a9c2",
"metadata": {},
"outputs": [],
"source": [
"model=KMeans(n_clusters=9, n_init=50, random_state=42)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "7f821c46-5045-4f8f-90c3-d1b0c1e2f759",
"metadata": {},
"outputs": [],
"source": [
"model=model.fit(x)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "5a135b5c-86cd-4768-8284-3c5a3406ed16",
"metadata": {},
"outputs": [],
"source": [
"tahmin=model.predict(x)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "e5c17733-181f-4d47-acbe-1b075e2d875d",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.03195475334840956"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"silhouette_score(x,tahmin)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "c6d09ea8-1df5-488d-9988-c2b62156ea59",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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wMO644w7effddTCYTffv2paysjHfffRdJkkhLSyMoKIiEhAS++eYbYmNjCQ4OZu3atXz55ZeA90P7ZPXv358vvviCyZMnc9lll+F0Ovn0008JDQ2lX79+x7zuscceIz09nVtuucVX4d7lcrFmzRq+++47Bg8efMzK6/369UOv1/Pqq6/yyCOPYDab+eCDD/xKbvTr14+pU6dy//33c+ONN6JUKpkzZw4ajcYXiAQHB1NZWcmqVato3749Q4YM8ZWkuO+++2jdujW7d+/m/fffZ+DAgU1Gp47u0/PPP89rr73G4MGDqa+v54MPPqBFixa+Uc6j9erVC51Ox/bt2+nQocNJPO2mEhMTeeGFF5gyZYqvVlZcXBz5+fnMnDmTQ4cOMWPGDAwGA7t37yYrK4spU6Y029aFF15ISEgIc+bM4corr/Q7ZrfbmTJlCgEBAdxzzz2+avwNYmNj/YKxjIwMX+V7q9VKZmYmM2fORKvV+q26bbBt2zYSExN9pSsE4Z9CBF+CcB5LSUlh8uTJPPfcczzzzDO8//77Tc5p06YN7dq1o6KiggEDBhyzrUceeYSoqChmz57Np59+SkhICP379+exxx4jKCgI8BbMfPnll5k8eTIajYY2bdowbdo0XnnlFbZu3XrS2xUNHjyYqVOn8vnnn/PAAw8gSRI9e/bkq6++arb+WIPg4GBmzZrF119/zaJFi5gzZw6yLJOSksJTTz3FNddcc8x8r6CgIN577z3efPNN7r//fhISEnjggQf8ykGkpaXx8ccf8+GHH/LYY4/hdrvp1KkTn3/+Oa1atQLgqquuYtWqVdx///089NBD3HXXXXzyySe8++67TJ8+naqqKmJiYrj11lv9VoU257rrrsPpdDJnzhxmz56NTqejf//+TJo0CbVa3ew1er2ewYMHs2rVKm688cbjP+jjuPLKK0lJSeHLL7/knXfeoaqqiqioKLp37867775LmzZtAG+ivVKpPOaKRo1Gw+jRo5kzZw4ZGRl+qyi3b9/uW6F42223Nbn2gQce4MEHH/T7ukFgYCBxcXFcfvnl3HTTTU3y5cA7PXoqJTcE4e9CksUOsoIgCOeV9PR0xo8fz9KlS30LEf5tNm/ezB133MGyZctEhXvhH0fkfAmCIJxnOnfuzKhRo/j000/PdVfOmRkzZnDLLbeIwEv4RxLBlyAIwnnoueeeY9WqVefFJt9n25o1aygtLfWbshSEfxIx7SgIgiAIgnAWiZEvQRAEQRCEs0gEX4IgCIIgCGeRCL4EQRAEQRDOon9sna8dO3Ygy/Ixa+kIgiAIgiCcSU6nE0mS6N69+3HP+8eOfMmy3GQj4POdLMs4HI6/Xb//CcSzPzfEcz83xHM/N8RzP3fO1rM/2djjHzvy1TDidTKb0J4vLBYLGRkZtGnTBoPBcK67868inv25IZ77uSGe+7khnvu5c7aefXp6+kmd948d+RIEQRAEQTgfieBLEARBEAThLBLBlyAIgiAIwlkkgi9BEARBEISzSARfgiAIgiAIZ5EIvgRBEARBEM4iEXwJgiAIgiCcRSL4EgRBEARBOItE8CUIgiAIgnAWieBLEARBEAThLBLBlyAIgiAIwlkkgi9BEARBEISzSARfgiAIgiAIZ5EIvgRBEARBEM4iEXwJgiAIgiCcRSL4EgRBEARBOItE8CUIgnAGybKM2+M+190QBOE8JoIvQRCEM2RzyWauWHAFl82/jB+zfjzX3REE4Twlgi9BEIQz5Nv935JTl0O+MZ/52fPPdXcEQThPieBLEAThDEkKSkKJEoBoQ/Q57o0gCOcr1bnugCAIwj/FIz0fIVIfidFh5I4ud5zr7giCcJ4SwZcgCMIZopAU3Nzx5nPdjb+NA9UH2F+znxEpI9CpdOe6O4Jw1ojgSxAEQfjLbC/bzqx9s0gMSuTRno+ikLzZLptKNjF59WQqbZXMz57PZxd/do57Kghnjwi+BEEQhL+ELMu8tPElDtQeQIGCMF0Yt3W6DYBVhauotFUCkF+fj9PjRK1Qn8vuCsJZIxLuBUEQhL+Mw+0AwIOHenu97/Wr215NSnAKepWertFdReAl/KuIkS9BEAThLyFJErd3vp15B+YRoY/g7q53+461Dm3NnLFzqLJVkRyUfA57KQhnnwi+BEEQ/kVe2fQK64vWEyKH8EG7DzBg+Evvd2XbK7my7ZXNHgvUBBKoCfxL7y8I5yMx7SgIgvAvUW4p57fc3zhkPMRu025+yfvlXHdJEP6VRPAlCILwLxGoDiREGwKAXqGnZXDLc9wjQfh3EtOOgiAI/xIGtYFXBr7C9/u/J8YRQ4+oHue6S4LwrySCL0EQhJNQ76jnsZWPUW2r5vI2l3NLx1vOdZdOS5eoLrQJaENGRsa57oog/GuJaUdBEIST8MmuT9hUuokDtQeYmzkXj+w5110SBOFvSgRfgiAIJyEhKMFXiypAHeCr1C4IgnCqxLSjIAjCSbgu9TqsTis5dTlM7DTxXHdHEIS/MRF8CYIgnARJkrit823NHluRv4Jfc36lQ0QHbu98+1numSAIfzci+BIEQfgTTA4Tr215jWJTMasLV9MqpBXDkoed624JgnAeE0kLgiAIf4LD48Dh8u5faHfbqbHXnOMeCYJwvhMjX4IgCH9CuC6cG9rfwB8Ff5AcnMzlrS8/110SBOE8J4IvQRCEP+nOLndyZ5c7z3U3BEH4mxDTjoIgCIIgCGeRGPkSBEH4h/s973d+PPAj8QHxPNPvmXPdHUH41xPBlyAIwj+Y2+Pm/e3vc8h4CAC1Qs2jXR49x70ShH83EXwJgiD8i8zPnk9aSBotaHGuuyII/1oi50sQBOEfTKlQ8lCPhzCoDADY3Da2lG056etnZ8zmvmX3MWP3jNPuw57KPUzdMpWMKrGZtyCACL4EQRBOm8PtILM6E4vTcsrX7irfxYRfJzDh1wnsLN/pe73eUc/Lm17mnW3v4HQ7z0g/R7YYyaWtL8WgMhBriOWi5ItO6roiUxEf7fqINUVrmJE+g13lu0753qXmUh7941G+3Pclj/7xKFXWqlNuQxD+acS0oyAIwmlwup3cseQOdlfspnVoaz4b+RmhutCTvv7jXR+zu3I3ANN2TWP6iOkATFkzhT8K/wDA7DQzpd+UM9LfKX2ncGP7GwnSBKGX9WTUnHgUyu1x4/a4vX+W3Tg8jlO+b25dLqXmUgBKTaUUmYqI0EecUhsr8lewOG8xPaN7Mj5t/Cn3QRDONyL4EgRBOA35xnz2Vu7FLbvJqsliTdEaLm196UlfH6QJ8v05UB3o+3O9o97350pr5ZnpLN69KVuEtADAYjm5kbrk4GRu7Xgrm0s30zGiI71je5/yfXvF9GJA/ACya7NJC0+jQ0SHU7q+2lbN/236P0otpawpWEO7sHZ0j+l+yv0QhPOJCL4EQRBOQ0JgAq1DW5NRnUFyUDJ9Yvuc0vXPD3ieQI036Hqs52O+12/qcBNmpxm1Us1dXe46o30+HXd3vZu7u9592terlWqmj5iOw+1Ao9Sc8vUWpwWzy+z9s8tChbXitPsiCOcLEXwJgiCcBp1Kx2cXf8bGko10j+pOpCHylK4PUAfwXP/nmrx+UcpFXJRycjlZfyenE3gBJAYlcnXbq9lcuplWIa3+kc9G+PcRwZcgCMJpCtIEMSJlxLnuxj/ef3r951x3QRDOKLHaURCEM87pcTI7YzbLDi07110RBEE474iRL0EQzrinVj/F74d+R6fUUWQs4pZOt5zrLp233B43ldZKIvQRqBR/7leyy+Pi+fXPU2QsYkyrMVybeu0Z6qUgCGeSCL4EQTjjCk2FgLeg596qvee4N+cvp9vJPcvuYX/1flqHtGb6yOnoVXrf8T0Ve3h/5/volXqe7/88Yfqw47Y3O2M2Cw8uREamxFzCpa0v9WtPEITzgwi+BEE444YmDaXMUoZepefyNpef6+6ctzKrM9lWug03bnZU7GBLyRYGJw32HX9j6xtsL98OQIAmgJcHvnzc9vRqPUpJiUt2oVKoUErKv7T/giCcHhF8CYJwxt3T9R6uT7sejVIjRl6OIyk4iaTgJPLq80gMTKR9RHu/4xKS78+Kk0jRHdd2HIXGQnLrcrmizRWntcKwzFzG29vfxqAyMKn3JPH9E4S/gAi+BEH4S4RoQ851F7A4Lbyy6RXMTjMP93jYV2T0fBGiDWH6RdNZmr+UIYlD2Fi8kTVFaxiYMJDL2lzGU32f4v0d76NX6ZnUZ9IJ25MkiUd7Pvqn+vTsumfZULIBAFmWeX7A83+qPUEQmhLBlyAI/1hvbHmDBQcXAFBnr+PzUZ+f0fZtLhsvrH+Bals1N3e4mYGJA0+5jfigeG7peAsF9QW8vvV1au21rC9ZT9eorqSGp/LBhR+cVt9WF6wmqzaLG9JuwKA2nPR1drfd92ej03ha9xYE4fhE8CUIwj/WkYGE03NmNqk+0oc7P+TX3F8B7zY4pxN8Naiz1/k26LY6rdTaa0kh5bTa+jn7Z/5v8/9hcprYVLKJGSNnnPS193S9h492foRGqeHhHg+f1v0FQTg+EXwJgvCP9VjPx6i112Jz2bi3273NnlNkKsLkMNEurB2SJDV7zpEsTgvVtmoSAhP8crKO5PQ4eXHDi5SaS7mq7VWMajnqhO12jOzIVW2vIr0ynU4RnegS1eWE1xzLzoqdmJwmAErMJad0bf/4/vSP73/a9xYE4cRE8CUIwj9WpCGSjy766JjHFx5cyBtb3sDisjCu7Tgm95183Pby6vJ4aOVDVFgqGJgwkJcGvkSVrYpqazU3d7zZd96Xe7/kp+yfAG9wNyJlBErF8VceSpLElH5TTuHdHdv1adezrWwbdfY6hiQOOSNtCoJw5ojgSxCEf63VhaupsdcAsKti1wnP/yHrB3LrcgHYUb4DCanZ8g8KFEhIyMgnNZp2prUNa8sPl/6AxWU5LxY+CILgTwRfgiD8a/WL68f64vVYXVa/Mg8Ot4PH/3icInMRQxKH8FCPhwAYlDiIX3J+ocpWRWJQImqFGrfHzWtbXqPQWMg17a5hWPIwbu54M4WmQopNxYxrN+6Eo15/BbVSTYjyzwdeTo+THzJ/YEfFDgYnDOaS1pecgd4Jwr+bCL4EQfjXurrd1XSN6kqdvY4eMT18r3+X+R0rC1cCeKcUO9xMqC6UvnF9+fiij9lTtYcxLccgSRKz9s5i7v65ePCQb8xncOJgVAoVz/V/7qT6cLD2IO9sfwe9Ss8z/Z4hWBN82u9nb9Ve3tv+Hhqlhuf7PU+kIfK02wIoMBZw77J7ya/PR0ZmY/FGusd0JyEwAY/s4ek1T5NVk0W36G482+/ZczLKJwh/RyL4EgThH6/CUsG0XdOID4jnts63oZAaC5a2CWvT5PzEoEQMKgMWl4UAdQA6lc53LC0ijbSINN/XTo8TDx7AWxdLRj6lvr286WW2lG4BQKPQ8NLAl07p+iO9ueVNtpR52zKoDLw2+LXTbgu82xUdqj/k+9rkMFFnryMhMIF1RetYnLsYN27yjfnckHZDs89SEISmRPAlCMI/3uOrHmd7+XaUkhIZmTu73Hnc84cmDeWxno+xu2I349qN8wu+jnZrp1s5VH+IEnMJV7a58pQ3x5blxmDNJbuQZZlNJZtQK9T0jO15Sm0dOfJ0ZIB5uvrE9mHhwYXUOerQK/Vc0eYK2od7p2djAmII1AZSZ68jRBsicssE4RSI4EsQhL8ds9NMpbWSpKCkkwoyjA5vsVC37KbAVOB7vcRcwuaSzQxNGtokeBifNp7xaeNP2LZaof5To1WP9XyM93e8j06lY1KvSby19S1mZ85GiZLbO9/O3V3vPu71eXV5fJr+KSnBKTzV5yne3f4uWqWWyX2Ov3LzZAxLHsZU1VR2V+zm+vbXE6QJ8h1rF9aOp/s8zfri9YxIGUGUIepP308Q/i1E8CUIwt9Kbl0uD694mFJLKYMSBvHm0DdPeM21qdcyZ/8cAtQB3NP5HsAbeN32+20UGgtJDUtl1phZJ7WP4caSjbyx5Q08socHuz/I8OThfseLjcW8t+M9QrQhPN7rcdRK9XHb6xzVmU9GfuL7el/1PhxuBwC7K3afsD+T10xmb9Ve1JIarVJLlCGKPZV7eGfbOzzX/7k/nYfVL74f/eL7NXtsTKsxjGk15k+1f6T3d7zP3sq9DEocxIT2E85Yu4JwvvlbBF9ut5tbb72VhIQEXn311XPdHUEQzqF5B+aRW+8t97CrYhd2tx2tUnvca65Lu47r0q7ze21r6VYKjYWAN6ArNhXTOrT1Ce8/a98ssmqyAG9O1NHB1xNrnvCVrdhRtoPvLvvu5N7YYX3j+pJekY5KUjEw4cQV800ObzFVp+xkd/luVhSuwOlxkl2bzSWtLyFCF0G0IfqUthg6FzYUb+DLvV9id9vZV7WPC5MvJDYg9lx3SxD+En8+KeAs+OCDD9i6deu57oYgCOeIw+3w5UYNTRpKpN67ii8pKAmNQnNabQ5OHExaeBo6pY7OUZ1JDk4+qeui9I3TaxH6iCbHGwI6gMyaTIqNxX7HLU4LqwtWU2Wtarb93LpcbG4bsiSf1EjcdanXEagKRC2pya3PJUAVAHgT7j/Y8QHjfxnPhEUTKLeUn9T7O1eOXKwgI/vlwgnCP815H3xt2LCBJUuWMHLkyHPdFUEQzjKP7OHxPx5nzLwx3Pb7bVhdVnrG9GTGiBm8dMFLfHjhh8ecVqu0VLLs0DJfvtfRQrQhzBo9iwuTL6TYVMztv99OvaP+hH2a0ncKd3W5i9s63cZ/B/y3yfGxrcY29h8P/93YeI7D7eCOJXdw/4r7ufm3m5vd+udAzQFkZExOE5tLN5+wP0OTh4LkHfnKqs1iWPIwxrYcy31d7+NAzQEsLgvZtdksyll0wrYayLLMD5k/MHXLVOrsdSd93Z/RP74/N7W/if5x/bmj8x3EBcadlfsKwrlwXk87VlVVMWXKFD766CNmzpx5ytfLsozFYjnzHfuLWK1Wv38LZ4949ufGiZ57vjGf1YWrsbqtlFnK+CXrF8a2GEu8Np74+Hhw4tuM+kjllnLuX3U/+aZ8UkNT+WTYJ82uWDQ7zWwq2USlrZIScwmf7/qcuzredcJ+3556OwAehweLw//+93e8n+2l29lTvQfwTj0+sfIJnu3zLEWmIg7WHPS9tz9y/+DyVpf7Xd81oiv5xnyC1EEMjht8wt9hBtlAtD4ak9NEpC6Sq1teTdvQtrg8LhZkL6DOUUeMPoYe4T18bZ3ouc89MJcPdn+Aw+MgvSKdaUOnnfCZnAl3tW989n+n390nS/yeOXfO1rOX5ZPb1eK8Db48Hg+TJk1i4sSJpKWlnfiCZjidTjIyMs5wz/56eXl557oL/1ri2Z8bx3ruVreVEGWI99+qEDTVGjKsJ/5ven3tevJN+QDk1OWwNn0tCbqEJue5ZTc62RuUGRQGgkxBZ+R3xs0RN/OJ9RNyrDlY3VYW5y+mhacFPUN6kqBNINuSTZw2jmhTdJP7jdGNoUfLHuiVekLqQsioO3F/7ou9jz80f9AtuBuuEhcZJRmsqVmDxWohQZvAnXF34ixxklHi39axnvvWoq04PN6k/9L60r/l79Hzmfg9c+6cjWev0Zw4FeK8Db6mT5+ORqPhpptuOu021Go1bdr8fYr+Wa1W8vLyaNGiBXr9iXM9hDNHPPtz42Se+7vJ7/Jz7s8MjB9Ij6gezZ5ztHh7PCuMK8itz6VVSCsWmRahs+mY3HNykwry7ya/y9wDc+ka2ZWLki760+8JoD3t6dq+Kzcvu5kySxl6lZ6ubbrSOaozn6V+xsHagyQHJxOoDjzm9QAuj4uZGTOxuW24ZTdWl5V7O99LiKZpTa1BDPL7+oXFL5BnywMgQ5nB6PajfcdO9NwfTHyQso1lGJ1Grmh5Be3bt29yjnDqxO+Zc+dsPfvs7OyTOu+8Db4WLFhAeXk5vXr1AsBmswGwbNmyk06+lyQJg+H8XuHTHL1e/7fs9z/Bv+3Zu91uVq5cidlsZvjw4QQFBZ34or/A8Z57B0MHOsR2OKX2DAYDX4/9mgJjAa9vfp11peu899Ho+b9B/+d3bjtDO56Nfvb0On6CPkzpO4Xf836ne3R3Lki5wPs6BnoF9Wr2mjn75/B91vcEa4KZOmQqH6Z/yPdZ3/udk2vMJdoQTZQhiv/0+g9qRfOlLPRq7weMAgUxgTHNPt9jPfc0Qxo/XP4DHtlzRoq1Cv7+bb9nzid/9bM/2dIu523wtXjxYr+vJ0/2FgwUpSYE4cxZvnw569evB6CmpoZbb7313HboDApQB5AWngZH/C70yJ6z2odhycMYljzM77XM6kym7ZxGqC6UyX0m++Wifbv/W3LqcgCYtnMaZZayJm1m1mSys2In4F3R2LDp99FevOBFPk3/lITABG7rdFuz5zjcDt7a+BY1thru73Y/rUJb+R0XgZcg/DXO2+BLEIS/nslk8v3Z4XCcw578dSb1msQ7299Bo9TweK/HT/o6i9NCla2KhMAEvyCk1laLRqk57bpZL2580VcHTK/S82SfJ33HAtTeMhFKSUl8YDzDU4ZTbCrG6rSiUqjQqXUY7UasLm/S8KaSTce8T2p4Km8MeeO4fZmWPo25B+YC3kUKs8bMOq33JAjCqfnbBF9ixEsQzryhQ4dSU1OD0+mkX7/mq5j/3bWPaM/0EdNP6ZpCYyEPLH+AElMJEYYIesf25tEejzI3cy7f7v8Wu9tOv7h+vDr41SYFXr/Z9w3LC5bTMrglU/pNaTJ65PK4fH9uCKIavHzBy7yw4QVaBLfg1k63opAUzLtsHgB2t53vMr9jc+lmis3e2mEFxgIqrZW+umenyuQ6Ivj2/DODb0E4H/1tgi9BEM688PBwbr/99nPdjfPOvAPzOFjnLQlhMVooMBZQbimn1l5Llc1bHHVZ/jJe2vASLw580Xddja2Gz/Z8RoW1gu1l2+kW3Y1LW1/q1/YD3R7gsz2fEagO5NGej/ode3fHu2wv305WTRbdo7tzRdsrfDkkj/7xKGuL1voVlVVIimPmfJ2M+zrdR7WjGrPTzG2dbsPutqNWqMV0oyD8xcR/YYIgnDN1jjp2G3cfsxDqmfLl3i8Zv3A8Dyx/oMloU3MGJw72q2QPYHaYSQpK8nutIRBroJAUvsBFKSnRKZvWFhuYOJA7Ot/h24PxSIfqDwFgcprYWu6/sKjY5B3tOnKEKkIX4dsQfGf5Tl7f/Dp7q/ae8P01CNOFMe2iaXw1+it2le/iknmXcM3Ca8ity232fLfHLSrPC8IZIEa+BOEMc3tksstNxIXqCNad/qjEP12dvY57Vt5DTn0OC2sXMmvsLF/OU3Py6/P5JuMbesT04OIWF5/0fZweJ7MzZnun6qrhs/TPeKD7A8e9plt0N6ZfNJ0lh5awvng9LtnFxE4TGZg4kBBNCKsLVxOiDeH2Tv6jhr/k/ILdZUev0jM0cSgXpTSWrig0FrI4bzFdIrvw7LpnqbBWsLJgJd+M+Yb4wHgA+sf1p8JSQZAmiIuSL6LSUuktnqqPZGDCQGrttdhcNiwubwHShmCw2FjM46sep8xSxvL85cweO7vZrY+OZ2n+UkotpZRaSpm1bxbP9X/O7/gnuz9h3oF5BGmCeGPwG7QIaXFK7Teos9ex8OBCesf2JjU89bTaEIS/OxF8CcIZJMsyd3y5hXXZVSSF6/ni1t4kRxw7oPg321O5h5x678q+7Lpssmuz6RrVtdlznR4nD698mOzabBYeXIhBZWBQ4qBmzz2aUlL6yi6oJBUxhpiTuq5teFvahrfl/u73+70+pd8UpjCl2WsW5y6m1lHr6/OC7AW8t/09tCotDreDcms5UfooKq2VANRYayg2F/uCryf6PMHNHW9mbeFanln7jG9EUKVQEaoN5eKUi7mzy528t/09PHiY1GsSALn1ub6VkWXmMopNxXy862OyarLoF9ePe7vde8L3G62P5lD9IfQqPZ0iOjU5/mvOrxSZigCYuXcmLwx44YRtAizKWcSi3EW0Dm3NA90e4O6ld7O3ai9R+ijeH/4+HSM7nlQ7gvBPIoIvQTiDai1O0ovqcLg9HKww89OOIh6+qN257tZ5qUtUF9qFtCOrLou0sDTahrY95rlWl5UaWw0ARqeRfVX7Tjr4UkgKekT1oNBYiFapbTKdeDLqHfV8mv4pbULbcFnry6h31PPaptdweByYHCZKLaX0j+tPXEAcOyt2opbUxAbE8tLGl7B77H5tVVgr6BHdgyprFWkRafSI9i8cGxsQy48HfqTO0binosPjDdz+KPyDJ/o8wYsDX+RQ/SFe3/I6MQEx3N35bgbGDyS7Npu0iDQqrZX8kPUDLtlFdm02l7a+lMSgRF97HtnTJMH+3eHv8sWeL2gb1pbRLUdztHBdODl1OWiVWtqGHft7dSSL08K7O96l2FTMuqJ1xAbE+qZPK6wVbCjeIIIv4V9JBF+CcAaF6NW0jAig0uQgPkTHiA4nN8rybxSkCeLjYR+zctdKLux24XFLNwRrghmRMoLVRauJ0iZQdKgvrxVn8MiIdmhVymavaajppZAU7K/Zj91tx+6280vOL97NqIHVBatZlr+MYUlN63E1MDlMjP5xNPWOeiQkioxF5NTlsDjPvxZhhbWCOWPmkBqeSqg2lM6RnZmdMdt3XK/So1PqaBHSgo9HfIxedewq20evoGwQpg1DKXnf75S1U9hVsQsJCZVCxbQR03B6nKgVaraWbkWtVONyuVAr1GiUjUn6B2oO8Pgfj1NrqeVKruSR3o8A3u/HsWqGAbwz7B1m7J5By5CWXNX2qmbP2VW+i9e2vIYsyzzW6zHah7fH4/F+HzyyByVKusd0Z2vpVmIDYrm8zeXNtiMI/3Qi+BKEM0ihkPjy9j6syCinc2IIKX/zKcfCGgsPfbsDo83Fzf1TuKl/izPafoA6gNYBrY8biDSY0m8KT8lP8dC3O/lqt3f6q8rs4PVxTacq1xSuYeqWqbhlN/d2u5ekoCT2VO5Bo9R4C68CpeZSXtjwAhXWClYVrqJNaBuSgpOatLW9bDv1jnoAZGSWHlrqt0BAISnwyB6C1EGE6kK5vbM3D0yWZS5vczkr8lcQoA5g+ojp/J73O7/l/sbdS+9m6pCpRBuim32v7w5/l5t/u5kaWw1p4Wn0ju1Nla2KWzve6lv92JD3JSP7pjEXHFjAgoML0Cq19I7tDcCIlBF+95m1b5ZvundF4Qpf8HUiIdoQHu99/Dpp03dPJ70yHYAZ6TP4ZMQn3N75dpYcWkJKUApXt7uacanjKLeUE64L9wsKBeHfRARfgnCGGTQqLukaf667cUL7iuuYs7mAwalRXNS++RG695YfYHt+LQDfbMw/7eCr0FjIkrwlDE8eftqJ2uCdfqw02XxfLz24kby6kCZtzs2c6wswfsz6kU9GfkKPmB5E6CJ8SfAVlgrfVGadrY4yS1mzwVfnqM7olDpsbu99s2uz/UoxDE8aTqAmkFBNKG9seYPxaePpENEBSZL43wX/438X/M937qLcRb4K9h/v+rhJUnuDEG0IC65YgCzLftuVrMxfyb3L7kUhKRgYPxC1pCZQE8j9Xe/H7XHz+d7PKTAW+M7vHtWdy1t7R5f2VO5hTeEaEgMT0Sq12N12onSnPgV7PEfumxmk9m5VdV3adVyXdp3febEBsWf0voLwdyOCL0E4D+0tqmNFZjlX90gkPvTMbwJrsru4f/YOcivNLNxdzMyJfeiaFNrkvORwAyoFuDxQZbaTXWakTcyp7f9YZ6/jnmX3cKj+EN9nfc+sMbNOqyjoNxnfMHPPTKyK1mj1/XF67NiCfuHjXbm8Oti/CHN8YDwSEjIyMQExqBQqxqeO9zunU2QnRrcczd6qvaSFp9EjpvlNu8N0YVzR5grmZM4BvCNNDeUWQrWh3NHpDn7L+405mXOwuW3sqNjBD5f+0OyozpHTiTvLdzYJro529LFvMr4hu9a7cW+MIYa5l871HdtTsQezw+x3frG5GIfHwaG6Qzy04iEqrBW0DG7JHe3vIL8sn0cH+NcZ+7Oe7fcsufW51Nhq6Bf7zyzaKwhnggi+BOE8k11u5PYvt1Jab2PhrmLm338BBs3J/6dqcbh44ee91FtdPH5xKm2iA5ucU2txUGXyJoLXWJxklNQ3G3zdN7QN6YV1LM0oo8Lk4ME5O1n00MBmA4YCYwESkl9iN3hLRBTUe0djCk2FvLf9Pa5oc8Uxg51j+S33N0otpaAuRddiAxq8uURRhqF+5+XV5VFvr6dnTE96xfTizi53+h03OUx8tfcrFuUuIlATyPvD3yc5OPm49w5QBfiNfoXrwxmaOJQBCQOYtX8Wv+b86ju32lqNzW1rNvjqHt2djOoM33lGp9FvtOhIZqcZrVKLSuH93ldaKn3Tn4DfVGJ6RToPrXyIans1AaoAlJISGZke0T3QKrXsKN9BhbXC+3zq8/h8/+f0Dep73NIeRyozl6FUKE8YNG8o2cDB2oPY3XY+Sf+EkS1H+uqQCYLQSARfgnCe2X6oltJ674d8YY2Vsno7LSNP/j/Vl3/N4LuthQBUWxx8d3f/JuckhOoZ2TGWzTlVJEcEcEX3hGbbUigkWkQG4DlcV9Noc+L2yKiU/sHXF3u+4NP0TwG4q8td3NLxFt+xtPA0ukX2I6sqF1lZz0/ZP/FHwR+8OvhVuoV2O+57cbqdqJXeWmk2V+N0o4fGZPojR1jqHfX854//kFWbhYREn9g+fkHQppJNvLD+BYpNxb42Pk3/1G9qcG/VXt7a+hYl5hLahrTlktaXMDtzti/wAm/ph6f7PY1aoWbG7hl+fTY5Tcw/MJ+bO97c5P2MbjmaJYeWUGmtJCEogUB108AY4I0tb7A4dzFBmiDeHvY2sQGx3L3sbrJqsrwJ9zL8nvs7kfpIHuj+ABuKN/jyvjRKDXMvmYskSb6yGmNajWHBwQVkVmfi8DiwuqxkmbOO++wbfLHnC77Y8wVKhZL7u93PuHbjjnmuzWXzbZ/kkl24ZfdJ3UMQ/m1EhXtBOMdkWWZLXjWHqrxTRqM7x9I9KZSIADX9WkWQHH5qGzjbnI0feC63p9lzJEli6jVdWfXEML6+oy86dfMrBgHuG9aG/q0iaBsdyPjeSaiUTX9tbCjeQL2jnnpHPeuL1/sd25hTS+6e8djyHsNWMQKAGnsN64vWN2mngcPt4K4ldzF63mgeXvEwbo+b2zrfhkryD0I9sofP9nwGQEZVBtf9ch1Ztd6gQkamwlLhd/6C7AUUmgp9gZdaUtMiuIXfOW9tfYvNpZspMBawonAF7+94H7fHP4gI04axr3If434eR7G5GJ1S59vmxy272VG+o8l7WpC9gMW5i/m/C/6Pp/s+zccjPj7mNj4r8ldQbi3nYN1B7ll6D8WmYt/ooVt248aNyWXi631fU24p56q2V5EalkqIJoSeMT0pM5dRY6vxjVAGaYKYNXoWT/V5yjfSFqs9ubyrNUVrqLHXUGmtZGne0uOeO6bVGMa1HUevmF7c1uk2wnXhJ3UPQfi3ESNfgnCOTfphF/N3FBOiV/PiFR0Z0zmeH+4dQK3FQXiA5rg5Qc2ZPDqNarMDq9PNQ8Ob1mMy2V2sy64kLSaQ3UX1dE4IoUXksaefQvRqvr3r+Pk7naM6+wKOLpFd/I79sK2Q/Brvlj5hqk6Exa4iUh/J9WnXH7O9DcUb2FCyAYAqaxUHag8wMmUkX6R/QZmlDAUKquzerX2CNN4ctPnZ8/2SzYEmVd57xPRgZcFKTE4TSYFJTGg/gRva3wDA8owy3l6aRXmA0e83Y5GpyFcTSy2p6RjZkdcGvcbUrVPJrMkEoEN4B3rH9uan7J/QqXSMSBnhd98F2Qt4ZeMrWNwWdlfuZvbY2RxNlmUqrBWEaEMwqBoD7hJzCTXWGrpHd2d35W5MzsbNsPUqPVqllhBtCLPHzKbaXs3HOz/mtt9vQ6PUcG+3e32jkEqFknGp40iNSOVAxQESzM2Pdh4tNSyVraVbkZHZULKBiYsn8vnFnyNJEttKtzEjfQZBmiBeGPACAeoAnun/zEm1Kwj/ZiL4EoRzLL2oHpdHpsrsYHlGOWM6x6NUSEQENl/r6USignR8MbFPs8ccLg83ztjEzsJaNEoJh1smNljH9Jt6NpvzdbIe7P4gA+IHICHRI6YHe4vq+GbzIfq2jKBlhAG1Apwe6J/Shhcv/4lgTTBqpRqLxdJse61CWxFtiKbcUk5sQCyxhlju+P0O9tfsB7wr6a5qexUSEg92fZD169eTIqWgkTQ45MbiobX2Wr92x7UbR1JQEkWmIi5tfanfptSfrM5hT3E9kuoSktpqcaqzMTvNfsVInbITm9tGfFA8cYFxvqT+2IBYHu/9OBPaT0Cj1DQJ+uZmzsXi9r7Xalt1s4n2T699mjWFa4jURzKp1yT+s+o/mF1mYgwxpISk8NFFH/HSxpf44cAPAOiVep7u9zQh2hDWFK7hqTVP4XQ7sbqtyMg4XU4WHlzITwe8AeHLA1+mdWhrOkd2prWhNRkZGSf1vX2i9xMsyl3k7Tcy28u2k1ufS6uQVkzdOpU9Vd79KUO0ITzTzz/w2la2jb2Ve7m63dUnnV8mCP8GIvgShHOo2uygdWQABytMhOrUJ12UVZZlHvl2B6sOVJIQpufLib2JDGq6ifPRSutsZFd4R04cbm8iV2m9jd/3ltIhIYAPdnxAja2GB7o/cMwaVMfSM6Yn4J32fHDODnIqzCzcWUKgVonTA+EBap69pAMR+hOv3kwKSuLNIW+y9NBSLmt9GaG6UG+y/WE2l40Huz9IpD6Sb7/9lszMTNxKN1K85PutFqYN496u/tvqlJhK+CHrB/QqPRe3uNgv+ArSeS+UXREMDJ6EIvI7FuQsaNK3aL33uTzU/SGcbicyMo/29K4atLgsPLv+WQCe7P0kbcPasqZwDfurvEGjQlIwLGlYk8DL4XawpXQLdY466hx1fLbnMz666COW5C1hVMtRRBm8JSF0qsbvcUpIim+E7ak1T/lVxG9Qaan0jRDO2D2jyarQkyFJEu3D27OueB3gLScRoYvwHTvyvCOtKljFM+ueodZey4qCFcwcNfOU7y0I/1Qi+BKEc2Tl/nKm/JROvc3JqI4xPDmqPUnN5HdVGG3M2VLABW0i6JEcztJ9pTw7fw+l9d7VirVWJ68uzmTqNc3vi3ik+FAdHeOD2ZRb7XtNq1JwTa9E3tv+HjP3zgS8U22fXfzZab0vo81FrcU7WmS0uzDavQnY1WYnWWVG4kJOrnRGt+hudIvuBnhzu7pFdvPtLahQKFiSt4TdFbspNZei0WnYFrUNh6JxlKp/fH/C9f45Ry+sf4H1Jd5cs0JTIVH6KHrH9mZcu3G8eW03Xl+8nwCtisdGtOOrfY0rIJWS0ruJtgS3d7rdW8H9j8fYULKBuIA4bki7gZahLXlr61tsKtkEwFvb3mLaRdOwu+zIeAPdYHUwEztNRJZlFuctxu6yc1mby1Ar1MQHxPv2Z9xatpVlh5Yxue9kXx8cbgc3d7iZSmsltfZabu14KwCf7/kci7NxBFHCGwTJyNQ7vasjFSh8+0eCt17arOJZBJmDmNRv0jFXXDZ4/8L3eXPLmxQaC7mn2z2+FYxP9H6C6bunE6wJ5tEe/mUrNpZs9I08FpuKcXvcKBXHzi0UhH8TEXwJwjny864iiuu8K+gOVpibDbycbg8Tv9jCnuJ6vlyv4ZObe/Ll+jxf4NUgSKdi1sZDLNtbSof4YB4e0ZIPd36I0+3koR4P+bbuUSkVfHV7H575aQ8/bivEAwxoHUHLyEAqMyp97Zmd/vWiTkVUkJZLu8Sz+kAF8aF6HE4PmWVG2sUE0adFBE6Pk+fXP0+JqYSRiSNpR9O9LzeVbGJO5hxaBrfkwe4PMnn1ZJbkLfFVk7e77Xy08yPqHHVIagl1tBqH0n+vQr1Kz8KDC9lYspFRLUYxKHGQ3xTirvJd2N1Oft0qsygykimjenL7sABCdaHo1Er6xffj8/TPMbvNhOnCGJ82nu1l23l67dO0CW3Dvup9OD1O8o35/JzzMxcmX8i2sm2+9jUKDRuKN/DejvfQqXREG6K5os0VROmjuGbhNb58sU3Fm1CqlDjdTsK14VTbvdN7W8q2+NrKrM5k0upJ1NvrGdVyFG8MeQPwFl2dtnMaTtmJhESYNoz7u93PBzs/oMZeg9PjJDUslZEtRnqDR2Bd0TqeX/c8ZdYyqAaTx8TbQ98+7vdUrVD7BYINukV3Y9pF05q9ZnzqeDYUb6DaVk3fuL4i8BKEI4jgSxDOkFJzKRaXhVYhrU7q/H6tIliWUY7Z7qJtdPOFS+utTorrvMnqlSYHGw5WNZleVCtgQt9krp+xkQqjgw05Vey3/MZW00zAu+fgm0Pf9J2vVSl54fK21GsWo5JjeGPMxQDc1+0+ik3FWF1WbulwCyfr972lzFyXS3iAhjeu6YpBo+K/l3diyd5SVh+o4JqeSUQGaYkO0qJWKvgsfSYLDy4EoNhYzP9aNJZ5kGUZj+zh5Y0vk1ufi0pSEWWIIrMmEzdukL0jO0GaIF8JCRkZnU6Hw+kffG0v286yQ8uoc9SxuXQzcy+ZywPdHuD9He/jkl1kVmXiqByCo3IgK8rNbMr/EW3ye2iUGp7o8wRXtb2Kh3s+zNayrQxLGoZWqeXNbW9Sai5lbeFakoOTqbRWEmOI4aLki5i5dyZmlzdoDdYE81z/5/jvhv+SW58LQJoujYmdJnKw9iBZNYfLPMiwfe92KrQVOFVO36gVwIHqAzy84mFKzCU4PU5y67ztrC1cC31g+q7p/Jb7m68Ehl6pxyW7mLZrGuG6cGrttUTpo3jxghdpH9Eeu9vO65teZ27mXL8SECZHYwI/eKdmK6wVdI7sfMqLPY7UIqQFcy+di9Fh9E1TCoLgJYIvQTgDfjn4C29ufROzy8w17a5hUu9JJ7xmfO9k2kYHUVJnZVSnuGbPCQ/QMKB1JBsOVhEXqmN8ryQCdWrqLA7+yKxABmJD9GiU3tpP4P1X/REfqEcmnTvcDl7b/Bor8ldQaatEr9SzMEfP+LTxJAUl8eXoL0/5vb+1JIvMMu9eh/GheqaM7cDO/Bom/5hOtcXB2gOV/PLQINSHS1QY1AaUkhK37EalUCFJEvnVFiZ9th2jzcn43gm+ESqX7KLOXkenyE4UGAsI1YZyZeurqapoi1tdQJZlCSG6EO7oeAdPr3vaN20H3g//Q/WHADDajRgdRvZX78fqsnJbp9vYXbmb76sUlOMdkbE43ChkJ06Xkze2vMHIlJFc3/56rm/vXZVZaa3E6XZ6++VxcWP7GwnVhtIuvB2JQYkkByX73lf36O5E6CN8lfYVHgUJOQlM+XIK9hg7ChS4cSPJEkqPEklunCps4MbNyoKVyMhoFBoMKgMWl4W4wDg2FG9g+u7pOD3e/qglNVqVlhq7d7skm9uGjIwHDwpJwbaybTyz9hkKTYV+3zutpOWuLnf5vl5VsIoXNrxAra2W0S1H88qgV07558GvfaUWrV6Lw+3A7PSOIAqCIIIv4V/G5fawcHcxSWEGerU4czWIVhWuotLmnbZrrsbTsfRICQOO/YEkSRLvX9+dGouTYJ3KV2Pr81t788qiDA6Wm7iyRyLJEQbuH96G5fvKSY0LYmyvOF7dshePx+NX8PSd7e/wXdZ3vq+tbivplemMZ3yTezenoNqCQiGRcMSWRwqpMWDQqrz9yywzUn0476vK7KDG7MDmrmV9yXouTLqQwrpC8s35XJp8KTsP7WT+tr3sK4oCJOZtL+H2MbfyS84vRBuimdhpIhqFhglpE4jQR/D09/ks319OsiqAy9tcy11XjyQoKIgl45Yw8vuR3uk0YH/VfkamjCSnPoee0T3ZX7mf17e8jgcPT655kjlj53B7h1ZcMu1HSo1G1GEbfe+jIUhtGdKSWzvdikJSEKmPZEL7CawuWE2oLpQ+cX38qvlP7DSROnsdSknJwz0fBrxJ/ypJRYeaDuS780nXpeMqcxFniKPSWolH9lAQVIDKrfJGzRIoUeLGTZgmDIfHgdllJlQXyn96/ocySxnDk4d7VzYeDrzAuwrTI3tQK9QoUPgKnVZaK1lduJqFBxc2CbwAAjQBdIzo6Pt6ef5yX7HWvVV7T+pn4kQO1Bzg8VWPU2uv5eKUi3m639NnpF1B+DsTwZfwr/LQtzv4bU8pQToVz1zSnmt7Nb+tzK+7i9lXUs9dg1sTolc3e86Resf2Zm3RWmwuG6lhqWe0z5IkER6gafLalLEd/F67tEs8K/dXsD2/htT4KD688MMm28EcmZitlJREahPIOdiFV40ZPDkqDZPdxRu/Z6JRKXh8ZKpf8dUPV2bzyeqDKBUSD1/YjlsGtAAgSOftm1ohER/qzS27vFsCv+4u4VC1hb4twwkOcHLLb3eQV5PHhZUXEqeIY3DyYEojSvmg8APcGhW6hHbYim4kPEDT7GbMHSK977e4LpNoqZ7+imyMeW5mziqm1+W96BPXh1BtqC/4KrGUkGxP5tVBr9I2rC0PLn/QV1zVLbvZWbGT69LS+ObOfjz2x2PUWGtwySGoFWocHgfzD85HQuJg3UFeGPACaoWaO7vcSWZNJkvzlrK9bDu9YnuRb8wnNiCWGmsNe6v30iqkFXe57sKgNrCzYidO2UmFtoIyfRlupXe6z+6xo1AocCq9AZQCBQGOAMxaM12iu+DyuFBJKrpFdWNl4UrcHjdbSrfwXP/nuG/5faRXpjf5OYkNiGVC2gTsbjtri9eytXQrobpQlCixuqy+8xpG0MCbF3dkLtawpGGsKlxFnb2O9uHtm9zjdMzdP9e3mfja4rVnpE1B+LsTwZfwr5JTafZOy9lcbMqpbjb4+mFbAc8v2IvZ4WZrXg1zm9me52jXpl5Lp8hO1Npr6R934vP/Cm/8nsmqLG9F9z3l+0nI+pq7utzlmzYDuKfLgyzNzMLiNtMz5BKyD7VkfaWdzZk5xIfoWZddwbL8P5BdAdRbnbw+rnEF5brsSuqs3hGVPzLLfcFXndUbQDg9Mq8uzuCrDXk8PSaNr27v67t2R9kODtYdJMWUQpA5CBMmDhw4QKYiExkZhcKJIiiTS/sG8tTInk3em9PjRCV5pyjbJBjRVFagV3gDmeKqYh78/UEGtBjALR1v4ZXNr/gKkW4q3cStv93qNwUJEKgKJCkoiUprJS1DWvL9pd9zoOYA4N2L8onVTwDeacCfD/5MhaWC6SOmU++oZ0X+Cjx4qHfWs6JgBYBvs2uAnLocNpVsYkyrMfSK6cWOsh2UBZZ5c9bwThHGGGJ8ezwiQ/uY9hjUBmwuG4fqDlFt965GtbgslJpLsbltlGSXMCB+AFtLt/ru1SakDWH6MPRKPWnhaby9/W3MTjNXtLmC2zrdxud7PuftHW/TLqwdEfoIYgJieG3Qa7y39T3Si9O5rtN1fpt9D0seRpvQNpRZyk55781j6Rnbk0W5izA6jcQHxJ/4AkH4FxDBl/CvMqB1BMW1VoL1aq7o1nyF750FtZgd3g/Ksnpbs+c0p0NEhxOfdALFpmI+2f0JCYEJ3N759ma3n5FlGYfbg1blv3os+IgROpdso9JWyarCVX7B16Kd9RRlTgBgvVpBqMGba+TygNHuZJ/rM/SJG5A9arbWlrG2yMgF8RcgSRKd4oPZmleDUgE9khunSge2iaCs3obV6abe6qLeauTTNbkMbhft629aRBpdo7pS5CzCpXKhcqkIDg7mytQr2bFtBzIyKgXcP7xFk1G+N7a8wZJDSwjXhvPe8Pfo3aGKdTWzSanog96tp0xfhl1pZ13ROlYWrCRSF4nL4/Ilotc769ldudvvWTo8Du5Zdg/xAfG8M+wd0ivTeXf7u9hddpKCk3wjZA02l2xmZvpMDBpDk62GjiYhEa71Tmnf3vl2hiQO4dv93zL/4HzcbjdjW48luyb7yAvYW7WXoUlDCdOFsaOicdra7XGjVqp9G3UfqDngt8fkvV3vZWTLkQA8ufpJX87Xnso9WEItvgUAEhJzLpmD0+NN6n+gywNkqDNon9h0dCspOImk4KTjvsdTMbrlaEK0IWRVZ3Ft6rVnrF1B+DsTwZfwr/LcpR25bWBLgrRqQgzNTyfedkFLtuXVkF9twe7y8M6yLB65qGk5hDPN4fLw2PJn2Fu7BaWkRELiji53+J1jtDmZ+MUWDlWa0agVdEsK5flLOxIdrOPxkanYnR7W5e+mQvczKoWGdmH+/Y4JbhzlsDg9XNcplt2FdSSE6rlzUGt+qaig1upBUtqp4HceWrGQ69OuZ1LvSTwwvA0KSSIqvB6r9nf2VTnpENGBZy/tyO2DWvHKogx+2V0CQFSAkl8X/8riwsVkBGcwKHEQn1/8OYXGQpyVTvIO5tGjRw8CAgKYnj6dQkchLtnFRzs/4vUhrwNQYCxgdsZsFuUsotpeTam5lBnpM7i/6/2kV6STH5tPpDqSnNocJLuER/YGTA25dw0aqtDrlXpfMNKQ0F9sLua33N/Ir8+n3uGtiZVTm+M3NQfe5Pe3dryFWlITFxBHsbnYLzn+SDIyB+oO0C/BuyVTm7A2PNv/WYYkDaHOXsfsjNm+qvANXLKLneU76RPrvzOBzW1rTMaXZZYcWuJ3fNruaeys2MkTfZ5gYPxA1hWvw+ww0yGiAyNajGBH+Q7MTjP94/szP3s+03dNR6lQ8mDnB4nEf0r6rzQgfgAD4gectfsJwvlOBF/Cv05i2PE3qm4VFcj/Lu/EjZ9toqTOxozVOVzSJZ420YF/WZ/2Fdfx0Lc7yKsdhRQUiS7mN4rMRU3Om7ulgK2HanxfF9WW4nLLTL+5FxqVgv9e3hFZ7sDKghgkJIYmDfW7/uj8tfJ6Gz/c6/1QXJReTFl5IhjyUShdeJRmnB7YV5WBy+3hls+3sKOohOBW05DV5czPns8XF39BUnAS8aF6pl7TlcQwPRKQWLOTLRszCSOM6OBoFtgX8GCPB2kV2gpCIbWNNy/OYrEQrA6Gw1UiGiq4O9wObv7tZl/yN3jrZs0/MJ8fsn6gVUgrQrQhrC5b7TveEHzpFDrUSjVGp5EQdQgdozqiQMGYVmP4aOdHFJoKfcGVUlLyW85v2D2NddM8eGgR1IJaRy3F5mK/5+WUncQHxjMudRxL85ZSai71TRH6nrEmhMtaX9bkezc4cTBvbn3TL/CSDv/Pg4f4wHim9JtCZk0mB+sOeu/ncfqmUK1uK/n1+X5tZtdmU2Iq4drUa7m0zaV0iupEra2WbtHdkCSJ7y/9HovTQkxADBMXT/Ql3c/Pmc8dEd7AXpa9QeSfKStxOjyyhzWFawjXhdM5qvNZvbcgnGsi+BKEZmjVClRKCbsL1EoFauXpfzBVVFTw22+/ATB69GiioqJ8x+wuNxnF9czacIjsCjMQgNbShe7RpdzT5Z4mbXVPDiUiQE2VuXGlm8PtP0UmSRLDk4c325eYYP8aYXW2xnZ+3V1CdeFIJHUPkhMPIgevotZmZ3dWDE8b0zlUZUGhrsOjrEICyixl7Kve55ui0qmVtIgIYEd+DfraxsrqBpfBu/qu+YEiJiZM5DfzbxSaC6m2VbOyYCUdwjtQZa3ynROiCUFCotZRC0BWdTYqVxKyGhpiBg8eQrWh1NprcXqcBKuDqXPWsb54PRISVbYq3hn6DulV6fSI6sGNi27E6DJSai3164+EREpICpdEXcLrW173va5AgVapJS08DZfHRWpYKsoaJdU0Bl8ahYbJfSf7KsCfiHz4f7GGWJQKJSvzVzJ77GzuWnoXB6oPoFPqSApK4pDRm68mSzLI3hIOyN7E/QBNAIEa718MWoa0hCNuHaQJ8m083pBvpURJYqB3lWZ6VTqv73gdh9vBxE4TuartVSfV7zPh+XXPszBnIXqVnsd6PsY1qdectXsLwrkmgi9BaEaXxFAeHN6GLbk1DGwbSUrEyW8KXGtx8OyCvdidbp4e0571S5eSk+Nd7bVkyRImTPDmXLncHm7+bDObc6sJ1qswqBVYnB76JLXlq9E3Ntt2z5Rw3rmuOwt2FnGo0oJOpeB5lYHyj3eh7xBB0ODEJtc4ioupfPc9lGFhtHnsUTonBJNeVI9WJXF5t8bzuyeHsXJ/OXZXJH3Cu6HXX8ysvXnIrlBWGSvomBDM1rxYdM40DMElxBliiQ2I9V2/bF8pL/6yD7PDTf+QELqF1FFiLSYrJAsZmbe2vUVX3d3M2nCIEIOah0cH886OlzGbzXSP6s4fNX+QVZvF/vL9LBy3kEB1IEant36Y1Wn1bZgty+AydcBUNJ6ANm8gqb3nROujUSqU1NprceP2ba0D3iAnozqD/238HxaXhdUFq3G4/IuyAqgkFSqFig0lGwjThdEhvAMFpgJah7Sm1lZLnjGPn7J/8o1GRVoj6WLpgj5Iz02jbmJt0Vq+2vsVawrX8PLAl/ks/TPmZM4hITCB94e/z+6K3ehUOvRKvS8/C6DUUkqppZSMqgxSw1NxupxY3BYOGQ/RN7YvFpeFCmsFaWFpjG45mvYR7dlSuoW5mXMJVAVSaiolRBPC46sfJ68uj/5x/ZtUpH/hghdoGdoSnVLHFSlXkLk/k9lZs30FX3/M+vGMBl/1jnpyanNIC0/z25OywYHaA7hlNyaniS2lW0TwJfyriOBL+EeQZfmMT5vcM6QN9ww5uXM9HpnHvttJRqkRm8PFoWrv0n6rw83YwMZEb4Wi8c9lRjsZJfXIQJ3VRZBOyf0XtOb+4W0A+GV3MRtzqrixXwppsY177w1qG8WgtlHUWR289tpaJJsDBxKuKhsBvWJQHJXLVjz5KaybNwOHV+89+SSbcquIDNDSJqaxsv4dg1qRFhdMlcnOpV3iWZZRxvytJupdLqKCtXxxa2/yqizEBo/kh+xvmJE+gzt+v4MJ7SdwT5cH2ZpX41uokO2JYNrdV3HPipupqfIGGbX2Ov63bB9Gm3fFZL51K9VBuwCozq/2JblbbBZkZC5MvpD1xesJ1AT6ShUoUWK3hSKpTOgSv8FR24uU5CxahCTy1tC3WHBwAb/m/EqltdKv4CqAGjV7KvfgweO3OrGhXZ1Kh9llxuX2JutvLdvKnLFzqLJVYXVZue4Xb+mLhsALwKlw0ra+LZYgC7srdjMvax4O2UFGdQZtgtvw0a6P8OCh0lrJ3UvuJqMmw3dty+CWFBgLkJF9FeftbjsvfPsC+wL30VDsPi4wjsl9JrOjfAejW472jXLN3DOTals11bZqpm6dymVtLmNFvnf1ZU5dDkMSh9A/oT8Ot4NP0z+l3FJObl0uOpWOwTGDAUgISPDVFYvQR+D2uDG7zCfc6/FEKi2V3L7kdnLrcukW3Y3PRn6GWun/c9krphd5dXkEqAO4MOXCY7ZldBhRKVToVSe3J6gg/B2I4Ev4W3O6Pdzz9TYOlBrpkhTKe9d1R6E4M0FYQbWZl37dj0op8b/LOhIRqD3muesOVrJwVzFuGY68vVuWGTt2rC/oGjVqlO9YdJCWpHADe4u9IzRGm5uUiAAMGhUbDlYy5ad06qwuNhys4teHBvnV3AKY8lM6JpsTJyqUgEOWoZnpUdnaWOPJXV2DJEn0a9V8svUFrSOYuiSTB2Zv5+YBLXjt6i78kDWfkLBDrC+WGZzk/dDeUb7Dl6C+pXQ7y9evJ7vcRKheTUhQNRX2Enq9WorBMIwWbR0YtGqqytr5Ai+QqbMUwuHYz4CBQFMgZpWZHvoeLM9fzqLcRTg8DlQKFXGGOEotpd5q7/o6PByekpSVjGs3jnu6efOXbupwE8OThnPlgivxOANBaUOSXEgSqFQqcDfmhh3JjduXjN8gQBXAqsJV6JQ6vtz3JXqlHgmJuMA4tEotNpeNzo7O1OprWcMaHOn+I2mf7v3Ub9XkkYGX3WVnYPxADtYfRKvQ8kfhH8iyTKAjkHxNfmPgZfAGXgHqANqEtfFrv8Rc4vtzdl02oZpQv+P/2/g/frv6N55d9yyLchf5HftA9QHjg8dzX+f7KLQUklWTRaw+lut/vZ4KSwUDEgbw8sCX/a6RZZlXN79KTl0OQ5OGUmYuQykpubfbvb6tnhrOe3bds76AeX/1fopMRbQIaeHX3uO9H+ea1GsIUAc0qUfX4Is9X/B1xtfe6dw+kxmSdJJ/GxKE85wIvoS/tbUHKlieUQ5ASZ2NjNJ6OsafXL7NiTy3YC8rMyt8X394w7HrHsUG6wjWq6mxOAnVq0mLC0YhSUwenUZQUBDXXtt0ib1aqeCbO/py1Ufryak00yoygCHtvPlg+4qNvppaNRYHRpurSfCVGGrgY1y0xE5blAwc1hKFtul/0hF33knVjBlIOh1Rjzx83Pf81YZDfLIqB6dHJqvcxJs3hZGxZxbGAiPpVdt4Sn6KSkslWTVZSCiQZYmikijyiryBmCxDYORcLPuvB08A9Y5w8oqiaZFYRFbpPqAFoACFBW3YaoYljmVr2VaKHEW0d7Wnv6E/j13zGPMPzfdVcHfLblK0KZRYSpCRCXEGUaeu8z7DwEw2FOv4NXcBpeZSkgKTiDJEUV/bAlvReJSBGejjvwfJg9vjxik7/d+wx9udI+kVetqEtmFHxQ52/LEDjaQhyhhFgj0BOVlm5iUz/YKNyasn48htOoV55GrJo8nI/Jj9ozfpHyUyMu1q2qHxaNgb3lhZ3uFxEKBunPL+LvM7VhesRqVQ+Y1ORegi6J/gX1+uYTTt6BFAwLfReqWtkl0Vu6i2VfPdge9816wvXo/JYfKNsgH8kvML32V+h0t2saN8B3a3d5FCla2K/13QuD/nd5nfsbGkcbeA1iGtiQ9svr5XSnBK4zORZSwuCwaVwTeKvTx/OeUW73/fC7IXiOBL+McQwdc/mN3l5pmf9lBmtDFxQEuGpUWf6y6dcS0jA4kK1FBhchAdrPNLKHfX1lL+3vsow0KJuvdeJNWp/bi73PIRf246WnKktjFB/O/yTqzKqmBUxxgu6hBLnb2OaTunsb4qnNs73e5XSbxBqEHDLw8NZOa6XNZlV/H2siz+d3knru+bxPL9ZRTWWBncNpJas4NDVWZ6poT5PpgmjUojv9rCsqI6kga0IPmCpvleAMEjRxA8csRJvedqswOnx/u+HU4PJaZSzA7viFCVtYpJf0zy5V4BuG0xlFjrCYnaQV1FV1pE6in3lCIpLcieAFCYcakLOGQsQB1+CI8zDI8jHHXYJgLUWgxaAw7ZgSzJ7AvbR1RiFAaDgREpI/h639eYXWbahrWl/EA5Wo0Wt+Qmxh5DvbreW+pB4WZ7xXZffw7UHaDGXoPsSgFZg9vYDUdtLrqwHd7nf/S3UcK3rU8Dq8dKenVjBfkIUwQ9KnugkTXUZdXx4oYXGdViFG9vf5sqWxUtg1uSHJRMvb0eSZL8crka9npsTkPdsYbiq9nB2XhUHr8+donqgt1t562tb7G5ZDMH6w76SlwEqgNpHdIaGZnrUq9Dr9IzPGm4r/Drhcneqbwr21xJhaUCj8dDdEA0LUNa8lCnh8g9kOvbyNz7KCQC1AGYnWYcbgfTdk7j0V6PolKo/PoLjSskwbtx+5HMTjMu2fsXhwhdBNMumuYXrDbH7XHz8MqH2Ve1jxYhLfjowo/QqXQkBiWyq2IXWqWWduF/fbmXSkslj/7xKHX2Om+h2s63/eX3FP6dRPD1D/b+8my+3+ZdWl5aZ/tHBl8tIgN4a3w3lu4r47Ku8UQeMTVYNOkJzGvWgCQhW63EPPHEKbU95ZL2vPxLBkqlxDNjT7zVyoXto9lwsJJfdpfQOSGUu1be7Jt6OVBVjLPscpLCDDw6op3f1KhBo2LBrmIyS01wsIroIC2PjUxl9p3eOlGzNx3i6o/XY3O6ub5PMv+9vBMASoXERzd6q8E7nU4OHTpEZGQkS0uW8kvOL8QbEqjIu4TCGjsXdYjm4QuP/eFVb3Ny11dbKTTn0CIqiDBdBFf1TGRESiIrWl7Mrvx6DuX0wuFxok/8EoX6cPFObTkafRkyW4iPXY5bo0a22NAnzMZZ2wdlQDbBwZW0Ce1MXn0eLTvn0z86gazKeGyKcL4/+D0AeqWeKEMUV7S5AoAXN75IgakAgPSidNSo6V/WH42sQQqSyCLrmO+l0lZJUKQJt6UVHkckuAOQJSduj4TsUYPkQZIOB0QSSB7Ju4rwGKId0Wjkw1soudX8fOBnfs351TeKVmmt5MPhH9ItphuzM2bz4c4PfdceK/AKUgdxQcIFrMxf6Stz4VEdjroUEKgMxI2b3NpcrlpwFfnG/CZtmJwmHm3/qK9wacPm1XqlHpVCRauQVgBc3uZyLml1CZIk+QIoi8VCjbOG7/d+T+uQ1igkBR0jOjIwYSBPrX2KCmsFszJmYVAbuL/7/QCMaTmGfVX7yKzOxOw0U22rJlAT6Ld3KMBNHW8iqzaLElMJY1uNJVQXesxn2yC7Npv1xetxepxUWCtYU7SGESkjePGCF+kc2ZkwbRijW44+YTt/1ifpn7CzYicA87LnieBL+MuI4Ovf4tifLX97DQnoR3PXeaemkGWcpU2nXk4kLTaYWXf0PfGJh/33573M3eoNdqstDorUjXW6luSsoe5Ab8A7jfjSlY11jV76ZR+5FY35Rm7Z/5u1LruS+sO5Uj/vKiavysK9Q1vTr1WE93y3my+++ILi4mLUOjVLE5dS5a4CWcJW5sBZM5DSeiu39G9BqMEbRMiyzEu/7COzspQru7Ymt9LOTus0VKG7UXiCePniqVyQ6J0Sen3w69z6xWYyLd4RDlvplRiSvsbj0qFQeauty7gxuioxukCLBr2mEmXcAqL10fzvgrfoG9eXCksF1bZqlhxawh7jHurtjasRlZKSe7vcy/Dk4awuXM3+qv2+YwazgXhLPFvjtnJ729splApRHlTikd0oPB7ckkSEy0WV+ogK/x4n+oTv/Z6jqbwfjpr+INkxJM9AoTGDDMHqYIL0QWiUGl+w3ECFCnuinWprNTq3jiJDER6Fx2/kR0JiytopBGoCm92RoEGMIQaH2ztqWGOvYW3h2mMWajW5vUn9eca8Zo8rJAU9o3tyWevL2FSyiXVF62gR3IJNpZu8J7jhza1vkhKcwurC1XSK7MSolqP82phROIN95n0A3Nj+Rv7T+z8AhGpDqbBWICNTY2scxZMkiUm9J3HjohvZU7WHYE0wk3pPol9cP7921Qo1rw569ZjPoTmxAbHEBcR598k0xPr2lVQr1ExoP+GU2vozWgS3QKPQ4PA4/vSiA0E4HhF8/YM9eGEbSuqslBvt3Hp4H75/k/CbbqTqE2+uU+S9TWtmnYjV4ebV3zJwuD1MHt3+hBtsm+wu359tDg/RodEUGL2jN/ayi33HlmaU+YKvsnobP2wrxHF4ijMl3MCDw9v6tatVKVBK4JahxuJkVVYF1WY7Cx8cBIDRaKS01FurymazYbPZQA0gI8veYECvVvptR/T91kJm576GIiCLXdsCuTThblSGAiSFG1lRy7L8xVyQ2Bh4Busaf1VIkptQdRxWazJ2lffDXuFReCtWKWTamJJ4seg+dsTuY+wNd/pyll7f8CmLd9egDNyHpPPm8ShQ4MGDyWXiqXVP8eOBH8mszcToMKJGTbA1mI41Hal0B1Nl78qvznAmjenGmqI1jCzP4wKTkXKVii42O1cmNeYVuWU3skdxeJTL+5rT2AnZFYYmapFv5A7AYk4i1DaS+JjdaKu15AbnYlfYMagNXJhyIT/n/Mz++P0oZAXdY7vT2t6aYHUw+6v3Y3VbkZGpddT6apA1Ry2pidHHsLtqd+PPi8tE6+DWHKz3FlRF9ubMye4gFIfLZzRQSSrahrUlLiCOLWVbMDqMmJ1mVheu5tl1z2JxWQjXhhOuC6fa1rgv5BOrn6DKVoVOqUNG9hs9snkatyn6Lfc37G47U/pO4fbOt/NNxjeEaEJ4sMeDfv1weVy+HKx6Rz3by7dzUcpFx3zfJytEG8L7w99nwcEFjEgZQWJQ81Pof7Xr065HRianNqfJ7hKCcCaJ4OsfTKtS8ua13c51N86ZkEsvJeTSS0/7+snzdrNgp7fCeV6lmW/vakxolmWZA+UmQg1qooO8eWaTLk6jrN5OudHG9b0TGZD2BR/v/pjEwER+Naeyvd47EmfQKMmrNJMYpkenUuDyNCb5uGXZL7G+oNrCb3tKccuA5ECXOBOlpoIazyDAG3wFBQWhUqmotMEaZyvsZUoCwzYT5dSSUdsTpQTFtTaGTV3JwgcHEhWkw+IyozBko1CZATOLK98gKagdhfZKQjRhDEkcwgcrssmtNHHPkNb831VdCNFrMNkdbCmqpmDvHXSNi6Zbm2RqbVXod+tZa1iLXWmnb3Uv9B49Q2qTfYGXye5i0fqW2K09kGp6oE/+FKW2ypu/dsTgz/by7b4VggqPgoGVA1G4FSx1tsbhimCHEW7/5jfcdGevoYrbnNUMsNnZGhxFiCocF3ZMTjOyO+Dwe2ukUNfisSUjqasbc7wkcGj3kCvv41C1B2WoksHFgzkYeZByRR2LD2xGr4zGSjl6jZ5IfSTvDnuXAHUAY+eNxWq2+t1DlhuLvh5JkiS/1Y4NWoS0aAy+JHAZO2IrGUdQq/dB1djPtLA0vr30W77P/N6X03Wg9gBPr3naN21Zba/m6T5PMy97Hg63gzhDHOtK1gHebYoWZC9gYMJAX9HVMZFjWGpcSm59LlW2Kn7M+pFWIa2Y0H4Co1qMajZHUaVQMSRxCCvyVxCmC+PG9s3XozsdrUJb8WjPR89Ye6dDkqSzOtIm/HuJ4Ev4S9icbt5bfgCdWsl9Q1ujUh57OuZ8tTWvsXL5nuJ6v2NP/5TOTzuKCNVrePXqzgxNjSYmWIfZ4SK/2sqbyw6gUadRkj2WXUYbCWE6ai1OSups5FZauOyDteg1SoK0arokhrL+oLd0QrjBPzHZ5ZFxNiT7yxKSJKPQGHEp11FhqSDKEIVSqeSyyy7jiR/3UOEIAmNvdLYutAs3Yo+JJLPMCLJMab2dVxZl8Pb47tzYpy2fZEVixIjHZcBYORCLtSeyoSVSmJmnZzspqc1EBvaXGvn1oUG8eEUnvt6UyU+7dOAxkFlq4SrpZjq1DeCx4nHUebzB5Q/xC7nmwAVUa53EHH4fpXVWnHbvNI7sCsNtSUaprcItuwlQBODEicPjaCzNIIPkUlKnqMMSYcFalgiHBxZdWJHUFtZW3c3EhHdIcbpYr9PhdFYjSSpkVxCyKwhUZmSPEo9bg1JpxRD/PbbqQpBceDzQUHLNGyx57+tWuKlLrqPYU4wLFyjrcFtjCQoMweys4/e830GG69pf12TrIQDZo8Lj0aFQmfyCMIfHgUry/3WrltR+KxllGRSSjF4ViDH7EfQt30WlrfJuvF29lze3vonNaSNYHYzNZUOr0GJ0+Y+QzT84H5PDRM+Ynr4RsAbritcx/LvhpIal8nTPp+kZ3BNDpIFpe6fhcDiQkCg1l3LVz1dhc9m4qcNN3ND+hibvcUq/KTza81G0Sm2zAdqJfJf5HSsLVpIalsrDPR4+69saCcL5QARfwl9i0ve7WLi7BAmoMNp58YpO56wvdVYnCgmCdMefNjxaWlwQRbXeqRmNUuKXXUWM6hSHSqlgW14NNqeHUqeNX3eXMDQ1muI6K3mV3tGWwhorT/+0hzp7LSpDDvvcW3DLSTid3lWH9TYX9TYXZdhpFWng5v4plBtt3DukDXmVZopqLfRpGUHLyACGpUazMvsgUuBOlIZcAIJ1BrSqxsUFnTp14sJiNRkrspEBmzKAJ24fQ2aZkVs+38zhBYzsKapjwoyNON0ynQL/wx8lC3GZWyDbk3HKSrD1o6DWBJ7GFY1muwtZllmev5wv898guI0Za+UFaG0DeOHnvQQm/AjBjR/0RoWVl6O+IUs7kEm5i/ly75cUmUpQ6K5EYUkhAAdhthCKykaiCspAEVTrN/rltgei0JiwaSz8EbOB+OJbubFvAt9sPQgKE5rI5djLRyG7DeSpNRzSeANW70e4i6hAPTWHrsSp/Aalpha17CTRlMyEiybw2Z7PqDDX4nbrQNE47Xbk5/9+xX7cnsZEeUldh8XdOMK1In8F+yr3EaQO8lXgB2/w5O2Hp9nRr4YVgCpJhUt20TOmJ4/3fpxfc37FjRtJgvgoI12jY/lxexGuuj4oo387vCBT5uu9X3sDwsOcLv+yGRqFhn1V3hyuUnMpcYa4Jn2wuW3sqtzFE+ueoE9AH+ZXeEt6NCS0l1nKfAVoFx5c2GzwBY2lKk5VlbWKj3d9TIW1go1FG1mevxytUsvEThMZ22rsabUpCH9Hf7/hCOFvocLknQqRgeJa6/FPPg0bc6qY+MVmJn2/C7ur+RVlAF+tz+Pid1Yz6p3VzN9R2Ow567IreeyHPXy31+SXSD11XDdaRHg/ZKrMTh74dicPfrsDgHaxQSgkCNOrfbW5UsIN9EgJI1CrpHVUAPVWJ3jUuEydsVeMRXZpOXrlgwJoFe3dyPuJi9O468stDJ36BxM+3cydX24BYMYtvVk36XIeHN6WSHUbwujMda0e9iUEezwe3vw9k5X7y317UNbbXDw4ZwdKhcS4Ho35M4eKKxk0+zXMWzazZG8VjqqheGwtQWr4UHchKRoDL31QNubwD7hs5rt8sWUdpZZiZGUdcUlbMDprkAGrMdkXeLgsSdjrerA2chPVQTOYtHoSe6r2UGOvomPwH1yl2cMIw1YcYbvQhG3BbU2m1qLDcUSwJ6lsjcGLyk5B1EJ+3+0iKPlLtPFzcBnb4ra0Qh2ys3FfR09j8GN21ZPSdhlKlXe00qN0URhYyOaSzbw26DX6Rg0nynYbfvUljmBxWXyJ8LJHiRL/0Uin7KTAXNBkJEuSQKF0oVBb8HiO/as1RBvC470e56MRHxGmC+Opfk/5Crha3LU4I75iaPsg2gdcjCQ33uPIwAtoTNaXIcYSQ6IjEY3C21eX7KLAXHDMPhRbijloOeirpRYTEMPkPpOxOC0oDn8sRBqaL3z6Z8jIvv/G3LjJq88jsyaTrzO+PuP3EoTzmRj5Ev4SN/ZNocJoR6mQmDiw5Wm1UVpnZVdhHQPbRBJwVPHQF3/Z56sMH2ZQ8/TYDs228dueUkrrvCMcP+8q5oru/om8TreHZ+bvIbfSjEqCTjtLuemC1t52AzSkRASQV9VYLDO73LsK7d3runNl9wQSQvWkxXmDIJVSwZcT+1BUayU6UMvlH60jq8yEKmQzkqYMZ+XFHP2BHxui47GLvCUgZqzJoczUGITsKKjFbHex/mAVbaIDMdiGUbg3FpcH5lYHMrG7zKJVi/gw40syC6/B7TYAMsrAPUgKF5tyunNX0VZu6peCSiHh0WWii/6Jz6NiqapKAVmNhIthmj0YJCd5rkTq9PlURq7BUTWCYL0KZ9hsbAo3OZ4cFMVdUIeqvSM4khuP2xuYuup7YtdUoQ7eh7OuC5LCGyRILpvfbxilJKFXONkZmolRV4MCUAXux21NQan1rqSUZfA4IlHoGze7llR1VKl+Ryc7UChAH7wHdehupCPKQygU4HFLuGwJuBRuDjoOolA2TmF6FB6WFyxnffF6rG4rikAFI5NHsLJwpS8ACdeGY3VZsR4xyuVdgFDX7M/W8RLsFQoPKoXKu6H4UapsVXyw4wO6Rnala3RXesf0JsYQQ54xD6PTyMrCpYRrtxEQFADGptcfLcGSQIIpAY/Sgxwrk+vJbfY8CckXsEVoIxgRPoJaqRab28aYlmN4a9tbrC1aiwcPbUPb8tqg105471MVqY9kQMIA1hatRa1Q+wrABqmDTnClIPyziOBL+Etc0jWesV280x6nk9ORW2ni5s83U1BtpXtSKN/d0x/1EXljniNGqL7bWsDIjrH0ahHepJ1WUQFszvXmUxXX2vh9bykXd2zcDNrtkX0jZy4Zqs12v+tHdYxld2Gtd+oSby7b8wv28MwlHbiwfQxHUykVvk24f7r3Avq98z5y9C+4zG1wyk0LTVqdbupsLqLUSjrENy5tV2iLcIZuYsy0Wg6VBhITrKVfywhch+MJu8tDeb2ddzPmUKw9iEdhBbcBJAea0C0oDXnY8GCq78nC3SWkxQZR4F6DR19DnSMJd0OdMaWVXfFLSbDEonPncSg4H4XKRHjiClqHRbKn2u3NRVK4IHg7TlmBnnhU7kAkpc1bSBUFLlMqbksL9Anfo1CZ0bvCsVOL0qNEkiVU9jCyXeEEBhxCISsaC5vKSiLDCrDgnYqTJO+0HeauSIa9SB6ZAJcGU8g2X9yq9WhRedzY1Ud8r2SQFDIqQ6FvNMyX/H5kAdXDgZUHD8vyl/lGecBb/kEtqf3abG5wTEIiRBNCvaP+mKUiAL+py6PZ3DaeW/8cEfoI9lTuaVIPrNpeTbW9+hhXg0bSeIvTelSUVQ4jW+lCE/obsRYNraNaU2Wrwu6y+wWSMjJBmiAuiL+AixMuJqwujG96f4NWp0WtVPPg8gd9OXch2pDTnlo8nkprJRuKN1Btq0av0nNpq0vRqrQ82O3BE198EmpttRQaC0mNSEWtOLU0A0E4m8S0o/CXkSTptJNpV+6voODw5tQHK0yUG/2DoicuTiNA4032rbW6WPfZXPLvuJOS519Adjd+kL14eScmj25PgFbF/lIjT89LJ6eicWNknVrJ7Re0pEtCEP0TtdzSL9nvPtf3TWbZY0NY+ugQWkUHUlBj5csNh3h3+QHAu+pxX3E95fU2jhagU/HA6BAkpQNVYCYqbbnvmEKCAI2S7smhHCw3UlZvI0SnQSGBpKr3FjIN2UJ+pXckrKzezo6qtbRuv4iuiYEMbhvJ5R+u40D+VdjLR6GL/QlV8Ha0UUtQBWUhKR2o9d46Y4U1VnIqTLRP7IjCI6EOSqdF1CFU+nzUEaswmjuTXnUZ2+qH4XKFoFDZsFHG3pq93gDEc+Tf0TxY5CLy89sgafMBt3cVplNFaFA6bksLbGUXY/W4UHvUDC0aSkTubVQeepT6iivYpHaRHZoNEsgeGJKcylsd/o+LUy5GhQqNPRR15YUEuFMJcAcwvGQYF5UOpn9VF/CAwWGgfW37pj9XEkhHrTQ8+hS90n9jZg8eXLh804cysjegkcHjUWCvaw9y04RyGfmEgVfDecdzqP4QW8u2YnPbfKNvx9MQKLYOac3CqxbSMaIjzsqR1DrjcBm7YS8dh1Fh5MULXuTOznfy0UUfMThhMFH6KN90ZMvglrw++HUGxA/wtikpUCvVVNuqGZAwAI1Cg0JS4PK4/KbgT5fb42Z14Wre3vo2b259k2prtW9bIofbQbguHLvLzrbybX/6Xrm1udyw6AZuXHQjDyx74Iz0XxD+KmLkSzgvjekUy7eb88mtNNMxIYTYI7YNAhiWFk3/NpEs21eGXiEz8I8fMFcUgyShSU4m4nZvZWqFQqJ/63Be/90bkNVYHBTVWmkV1bhn3e2DWnF9z1gyMjLQqJr+fSQiUEtEoBbFEZ/mVSY7k3/czea8agqrrYQHaHhjXBcGtfMv9npLxxvYXbmNIlMRSv0Btu307jIQHqCha2IoORUmrpuxibgQLYmhBjwyKNUVSOp6JAmU+kJcxmDUGjMVql9RUcS4gZ3IyuxLab0N0OC2tkAX9zOqwGw8xs54HKHI7gBCXRfRMO5hcXqIsF9OF1V3tuZYKFfVo49eAfr9mPPuQ3aHgBtCSkeTGrqO7RHb8bgNKFQWnJZYJMmDSte4us/jiMPjCgCUICuxuhNJqO1CtTMZPHrcllaQ8jFIYHJFIh8OHJz13dGE7QJAUkCds5ZD1kPcHHUz7nVu1pq6UuUJo87koVOglRCXN2iItEeid+tJNicT4AzArrA3HZk6esTrCLJHgVV2NDuSdfSHtLOqLwp9EbI9GU1dJ8b2crG+aD1l1sZCvZ4m+xQd3aj3n2BHMLogHeXO8iannLCNo6gUKgI1gaSGeUd1bm5/M1lV/4cqYjmu2t446zuhN+i5d9m91Dm8U6U3tr+RDy/6kOk7p/NVxleUmkv5Put7Lkm6xNfutxnf8kn6J1idVl/u3aH6Q9TYawjXNR1NPhVPrnnSu0L0sJzaHManjmdTySZiA2KZnz2fOkcd64vX0ymiE3GBTRcJnKxfc3/11dXLrM3E6DSKQqnCeUsEX8JZ4bG7qF+Wj0KvImhoEpLi+CNisaF6frxvAAXVFtpGB6Fs5vwPru/OjDU5xAdqCNmmomHsQJb9P9Q6xodwWdd4dhXWkRYbxAWtTy+R+KHhbfh8XR6hBjXl9TaW72/c06603sYv6SW+4CsvL4+dO3fSokULPrzQu93Mw9/uYBveAKbe6mL5/sYP5JI6OyV13hEBt7UFkq0l6A6hS5hDqmEIVkopsHpHslYWrORQzT5QDAaPFoW2DDwqUlw9abc5mq2BQ8kPjqdrqwhKqhqnrtYdrMRo1+L2aEGpRh9RR1hJClZ1NR5bIuAm3uMm2ZhMga6cOmsK1qCDOEqvxGOPJzRlNjaqcdV3QKHPRWPIx1Z4C95fIxJGRxzI3tEl2RWELMFyhQq3rEbCg4yMKqhx02iA9Jp00mvSSdqXRA9HD1y+BHMFBZ4A2itrCXAHYFKZsCls7A/Zz/6Q/b4x+0B7IC6lC5fC+w+ASlYie2Q8yiN+DiQPHrcaharpVGCLkBYcrCnEgxMVoA3fgqzwoDQU0i/mcv474EXe2vIWMzNmNvtzcWQulbfn3sKxKKBeW09fS1/iu8bzXeZ3ftOAzQlSBfmVj1BJKpRuJWqnGpPW5NshYE3xGpDBiRGFErTBWbSM0lHhMOOgMW9wdsZs/tPzP+yq3EW9o5566lmSt8QXfBkdRuZnz6fSWum7n0t2EaGPOCN5WFk1/ttAVdmqeKjHQwBsKd3C8vzlvn5U26r/VPA1ssVIFh5cSLG5mFYhrUQemXBeE8GXcFZUz8nEluEtGumxuQgd06rZ85wVFZjXryfgggsIjoykY3zIMdvUqZW+avB1Dz1E7bx5qOMTiLj1Vr/zJEn608VmD5ab+GlHMTHBOl66oiMPzN7hdzw8QE3/1kG8vPFlAqQA2Ai1NbVsS9/GbyW/MXnUZK7rk8S67EoUCnC4ZRyWY418KHEV3YvVbUKlNpGviaXO6kGtraVbl7XsrdmAW5+BPjkT2R6JMiAblSmNUQvtbIvS0bs0iw4hWvaY6tDGrsRtaYmrvhu1VjdHJFuhUJmJw4Y16juc2mI61yWTqrQiy0oGV/SlzqPl56oL8cgyysB9xLrGs79IBcgog3ahCliFMmQz7rp+REkmooM2UGnriEfWoArMAlnCHZKJ1dIR2amnZYQesyYUsyMUSV3rNzpVoC0gLDiMWKOOCmsnQEW9K44/EhcS6QyjRF+GtewKPM4wVCE70ITuQO/20NFVwS59CEHqINyym3pHPW6Fu8kG2pIEKJ2E68IxOUw43A56VvYk0BlIRa0Jj6EKhcbuvUxuvKbKnc3UrVP5KuOrY/5saJVabG7vtLNSUno3qj6iiOsK1QreinmLlQUrm92j0a+fRw3NXZxwMQHbAqhwVbAhfgM2yYYHD0aHN0BrCJZkdTlFnmVN2vPg4eJ5FxOoDkSJdwo1OTiZfdX7mF08m53ZO6mwVfjunRKcwoD4AUxoPwG10pszVW2t5pVNr+CSXUzqNYmEoITjvocjdY7sTEFdAUgQrgvnyjZX+o71iunFJa0uYX/1fjpFdqJDRPOLZk5Wu7B2fDX6K7JqsugT1+ec1g9bkL2A1YWr6RfXj2tSrzln/RDOXyL4Es4Kj/nwuJQMrhp7s+e4amrIv/kWHLm5aNq0ocXsb1AGn9y0QcjYsYSMPb06Qc4qK84KU2OtgmY89/Me1mV7E/fVKokHL2xLndVJtcnO6M5xXN83hXfTn+KPwj/Qu/SMNo5GQkLhVrAxZyP3zfmDlXtt2Fwe1EoY2DKMLYfqMDm9UYJWpcB+OJteqQCtWonVacBlN1Bh977ucIWiN16NRrkNq8uKSl8C+hJSatIIL+7B3DbhFATHonS7GGHJpTpgIWp1HR6XAXAAGkBCpSlCGbKLAA+Y1WZcag9ErKMCG2F17YhSWA/3yURA0FY8ESuQlDayDv4HiAIk3Mb2mHMeBVkC3FRpa7HErkKvWAmAwgOyApQBeRhafIzl0N24PC2oKLgQmeHokz9BFXDEqjwJdoXvwWrsAwoHSFZkRwwmdwi2wEIcVRfgrOsNKPA4I1AHp2NVutgst0P2FGCzN472NLTX4MhpyIbCoymmFJJNyShQYHAa2Be8s9nve4eIDsw7MM/XDhxuywM6hQ6n5PQLvJrbSNstuXl05aPNTjMalAbC9eEUmrxlUCxui99xbb0Wt8VNOOF0qujEzqidSEh48KBX6n33Pp5ySzlWtZWHez5MoDqQrtFduW7hdb6NwX3PCZm8+jwua32ZX4D1yqZX+P2Qd+rQ7rZ7R3Jl2F25m2BNMK1Cm/+LFMBLF7zEzR1uJkwbRpQhyi8gkiSJlwa+dML+n4qYgBhiApouhDmbCo2FvLn1TWrsNWwo2UC36G60DWt74guFfxURfAlnRUCfODxWF5JaQdCQ5vdts2Xsx5Hr/UB2ZGdjP3AAQ8+ef+q+Ww9VszWvhuv7JDe7N6NldwU1Cw4iW50EJyvhGH/5rjoi4d/llunTIhyFJFFcb2f+rmJGdIyhxuYdjbCqrJijzFSVBbLPGY/RrCSr1IrN5f309rghIrueMcBiQGVQkxYXzPZDhwODyACCAstxOA2YLAHkHLHp9q48mYCAp3CGvItL6d08O9ylp0WQiz0O7+o0t1JFVZoBpcqIueAWPNZWQGNQoMdJqiWRA6Y+FCV86J3Ckz3kuSPIcXZgaOB6AhVmSgwlOHVG1FXXIEfPQubIoFmB7PRu7K3QHUIbNxfpiH0UZakxIUuhshAU+wudgp+moMYKSAQXXYXNo0OnNONo+TEulQ2XuQ1uayu8HXKiDExHoa71Nih58A1JeZS4naHgDsBaeiUBKdNRqA9P5zXEz1LDvw5n4uOfB2ZX2PHgQYECWSGjQMbjOXzrI85bcGABDtnR5HpZAhs2v7JtOpUOt8fdbEB0rPyuQE0go1uO5tP0T5GRUSvUJBgSOGQ8BMD8+vkMiBxAdGU0erfeV+srISCBInORX1tHTn8alAaGhA9hRdkK7Ao7IeoQxqeOR6/SM/z74U0CrwZu2U2JuaTJaw3y6vIYM28MFqeFens9AZoAHu35KHaXnXkH5hGiC2Hq4KmE68MPPzOJ1PBU3/VWqxW3201gYCD/VGanGavL+/Noc9n8NpAXhAYi+BLOioBeMQT0Ov7fSA1du6Dr0hl7Zhba9u3Rdfhz0xDrsit56NvtVJmd/L6nlHn3DWgyFWHbX418eFRuZ7mdBatyuXNIO1ZkljNjdQ4GrZJbB7Sg+HCtsACtkicvTsPkcFFS7/0FW2Vy8PCcnTjc16AN6ERi8n5uvHgi9311kDKLEqoT0Km9U30c/v8fcCMBSmBschj/u7Ybt36xmd2FteTxJWrlDiCAa7s9SufylmzPr8Voc1FhclBh0tBKnoRSmk+SKRKtO5pRl12EMcvJr7tLUYevITdwOZLHjiooHYe1FaBErzPjDl6GHLaRvbWDsZZ1Qu+MRraEYC+/GNkVAijICa2lg1Ei1hpLpaTAHZlJLRL6hO+wVQxHE7ITR21PPGbv90epK0Gl8waODaNMWid4FCqcam+wEB1Yz5jO0SzJWY02fDW1hTdjR0udK4gWJWOoSpqHQl0NSjO4g5BUJtoG7KBj6UCyQrLIDduIxxGJ2x6NUluCrWACsjMOSV31/+y9d5xkZZn+/T2pcldX5xwm58jMEIYsIBkDYsaAAXOO666rq+6aw66LiK4iCAKCiEjOA8MMk0PP9HT39HTOXTmd+Lx/nOrqbmYIKqv83u3r8yF01TnPeerUqfNc576v+7qLvmKAW/XoSC75E4WKwxNkn0aCI7RH2lFtlY5IB47sgBECJQfKNNkwhEHQCGLKJoZyYsH+FDJmBgmJU+pO4bmR59z040tgLDdGbjjHGnMNbVobOTtXjIKBS9p2hncS1sKMeceKx39+a6OwFiZpTi/yC8sW0j3aTUW2Ap/t41z1XL605Uu0R9uL+q6Z8MpemsJNlPvK+fDaD89677MbPkvezmMLm95E76xjJ40kzw49S0esg55kDwDX77+eL538peOO0dbWxkMPPYRt25x88smcccYZL3l+XgyOcLjtyG2Ytsnblr0NVX51LGdLypdw1ZKr2Du2l+UVy1lfs/4fPaU5vArx6rha5/D/Gwgh+O6DR+gYTfG6tQ1cuqb+hNtNpHVkSaI8OO19JQeDtNx0E2Z/P1pzM7LneF+svwRbOseZLBCroXiOvOng90xbB/z4kQ52joyz0WNRZQq+lc+RerKHrcfimLbg0LC7mHWOpEjm3QXeYwnE0TglG+s4dX4lT3eNI0sSo0k3KuTJL6czvoIv9E+gUQJkAYnqEi990SmPqcK5wm1XeCSW5S0/f5bDI27kzOPrB8lGSBaP9j7Ck++9DoDL/nML8UH38wxGZc7zraXKHgc5TdgjcWwyheEIZF8XuuMeSw12YxR0XratIGtJJFmglD6DHF+B3n8NDiY4rjeZpE0wL2NTrbvf2yoiPFP+AMIRKL4x/HV/RFZzKMFOpPh5CCWHVLoFACszDyN6Cop/EF3OUxJ6rhgZGmOML+96E/6mHAgVR9bB8aJiYRcsOBTPBL6632OnlxH2d7Ei0UrQDtCamk9PuAdv9Z+QCkJ7O1+JMXEeaukuJGV2FCdoBanL1nE0u4S0WYVSchBP2Q4kCRxbQ5JNJOBI2ZFZ+9nCg6KkeT4yngyaPTtq+kJyIr/qp2287UWJlywETmGAlpIWRKegJdHCkYYjmJqJIxxKPaXFisW8yJP3zY6mzRT4KyiziBe4Tbdzcg6CsDixGCkoFRtyPx9e2cuCyAImc5OUaCVMZif5yZ6fML90Pu9Y9g4aShq47jz3Gnz3/e9mKDOEIrn+bUFvkNMbTmco7RIyVVKpD03/5m3HRpZkJEni4MGDJBLuZ+ro6Pibydf3dnyPWw7fgoNDV7yLr2/+Olkzyze3f5OUkeKj6z7K4rLFf9Mx/lp8buPn/iHHncP/O5gjX3N4RXH3niFu2NKNaQvaR1Kcs7T6OHf6Xz1zjP9+ogsZiU9fsJg3b5z21pK9XrwLF74ic3nnKa08cWSc0WSe0xZWziJe245O8rMnj5IzHdr8Gme1lpLqcAnLSCJPU/m0J1Qib1HnUbENm5NsGeXRfsSqan78lrVMZgz29sf5zO17SeQsLEdg2IIjo2nK/CqlPo2qEg/ffP0q3vPrHWSN4zVBXeMZLGd6Mc31vhdJ1RG2H8UnkzdtfJrCv1y6nLf9Yjum7RrDjmJQBeDY3Nt+L+0JDViKo1ciQoV2N95RkAwQXgzTh5pciRZuA9mipO5xLqr+LA8ejBHLugRG8Q5hqdMVeTrj5HQNRcvjWP6Cxst1fpcqHiwGghxbRh8/Fye3CDu9BiXUhlH+XHEcgQAlW9jeRKr5E9WTp6H4+4lV7CLbew1OvgE8E4Sq76Ikvo4HchuRgVapC33ibLTyLUiF9KnsncDf+DuEM5sFVWWrWDm5kphTSiK3HoQH1CRS+Y7CvM0XJE6OUQlIKN7J494zn0fwKr2VTOizI0iVvkqaw83sHtt93P4B22GlYRCTZTQhOORz+3IOpAc4qBxkoVjIwvRC2sracHAwbZON/o3syO048WRxNWY+xUfGyhz3XjEKJEF5QzmvO/t13Pngncc1257a5lDU7Qk5mhvl6geuJmWm8MgeOmOddMW7CGpB/v30f+dH5/yIGw7cwILSBSytWEqJVkJTuIn11ev5/JbPIyPz2pbXAnBj2438rv13BLQA3zr9W9TV1dHZ2YllWVRUVOAIB9uxi8L+vxS9yV7swvUwmHZTsN/f+X3uOXoPAHE9zm8ueuFCiTnM4R+JOfI1h1cUOdPCLhAJyxHYJxCxP3xolPGUq6N54OAIb97YzGAsxydv20vWsHj/GfN53bqXX1H1fBwYSPDPfzyI4wg+/9olrG6KUBH0YNt59h76Nv+zowq0lVh2QYMFvOG0RnaPxshYCmctqeKTr1nM5T99uhjROl1SuRY/XiQkWyAsB1lSqQx5OW9ZDZ+5YAn/9VjXLDPYWM6NliXyJh+6eTfaDLuMsE8tRtMsx8Jbcw+SlsCYPAMntwBhutGqZBYePDjCqQsq8HtU6sqz9CcSyJ4Jjtb+iVWT5yMbMtHuKP7qJ7GUczGim1FLDqF4owVCITMVgtL0SoTlR5Ign27mdz1DIDmo4QM4RjV4BtieW4wpvHiUNIcqd+GxbVqHGuiUzyCfr0NWE4hAP77qR5Ak4TrgKw6Kvx8n3wKSjRLoBk7suQUgl7ST9g+ieKPoQ2/AybqCZBnAP0L/RD12wbbikOzFEzpYJH5CAI4MioMQCpJjFa0nxgPjbPFsIa/XQb+b7rEzi7H1yoIjv4asJJEKqUXhgJVejOyNYWfnYYyfi6/xVhTPjJZCAhRHQTBtXzGhT1BtVrPSXskeeQ9xT5yslSUdTZ/QGT8vwUn5PB+OJ/mnyooi+bKFTVuwDcMwaI+0FyNaWTvLjkyBeL2AFbYtbAzHQEHBxiagBnj9wtczPzKfoBbk5kM3E/S4pKkyUEmVv+qE5GvK9HQKadON/hmOwRP9TxDTYwB84OEPEPKEWF25mjcsfsOsfR7re4yOaIdbEfnU57jp4pv409E/FVOoN7bdyLfO/BbV1dXkcjk8jR7eeM8byZpZrlpyFdesuubEH/J5MB0T0zYJaAFet+h1HEsew3EcLp1/aXHOU3g5ad85zOEfhTnyNYdXFG/e2My+gQQ9ExkuXlVH2Hf8U+3imhKe64kiA8sKfRF/8HAHO3rcheEXW7r/avLlOIJP376HzjE3GnDDlmPc+oFTAOjs+hb/9pCfveMtQIrldSWUBTycvqiSk5rL+O55lTQvWERtuWtv8at3b+Qb9x5m/2CCO/U8C4FTSoPMO7kepWR2SnR79+RxLvwzEc26i0JAkzl/eQ1/2jctapY842hl291IlRYne+yTTK3eEg6fvn0vqiJhWoLg/F8SqnQXNEtAVsnit/0EsgFaPC101dxLHpP80BvxVD6O5HiQhIwojFdhhfAd/TC9/jgONqDha/wftFAHjq1h5xrJR89hG37AwG8/i+ofwZPykZHXgCRhW9WQX4QVOowWnNYn+WoewlOxBSQTGYc1E2vwWX7aSw6TCCRcV3tbBdlCVkyEHEU4CsysEJRsJBkkLYZLiwWydxzVN1GsNvRkmqjLNDJUvhdLm+GbVdjAUi1UtR9PxZPY2WaU4FFkNU1u5HKEGcZb9TBqsLdwPFBDXUiyg1z1CHa4bDbxKmwjFIGDg22UoQ+/Aa8jsU4eIeR4OVU7lUdrHyVLllQ6BSfQkjuyzI3hCPXmGjp8vTPmDEEzyOHKw8fvdALS5Zf9yLJcjHaZjkldsI5NtZt414p3zaqqu2T+dPWvEIKMeXyE7ESoDlQT0AJEvBEMyyiSr2OJY1jCom2ijfNbz2dN1ZriPv3pfrfnJxRtMCr8FRADTdaKFZFLly4F4MtbvkxXvAuA+4/d/7LI1+HJw3xxyxdJm2let/B1fGzdxzir8SwEAq/iktnPnPQZ4nqcrJnl2jXXvqzPO4c5/CMwR77m8LLgOAL5JYxRARRZ4ttvXP2i23z1suVsbC1Dk2XOX+GK8KvDXqYk6c9PU/4l+PGjHUXiBVDinx7LslJkzWnH7qayANdfvQGA0WiS/3gmhvnsPt556jyu2tjE8vpSbvnAKWz+j0dJ6xb/Tp5FXoWHz21mT1+Me/cP84Z1DaxoKKUsMJuMqYpUjKxJ0rRNgWELrtrQxD0zyZflmkEKR8WY3Fx41SFEnjQBbAF2oVLS1MNo7jpD2FNOc7CZ8fQ4WaHSN/Y6cpkV2OlVILzkh+rQKh9Aw0bGQcahWUsz5inFNDxgewlhIzxu+kxWTOTQMQzvJI7eCKgIsxz8I4z5ysCcYV4F2Ll5aMGB4ueTJJALKUvJkanKV1FqluJ1PDwVeIr5ifk0ppvIqDl2VT+HsEqwYuv46hP38m9neLEkH54K16vKV3c3hmcCSbLRyrcWzyPAaYkFVBoVPFbaTmwm+XpeU0dv1aOzvpNAw+1gg5BlzNQiFH8/spovVFK6qVTZOzF1+t3G2IXqwqlqRX3sIuzsIkJSiqDXJSU+00fIDKGrOmlthmbseRGwlFXOJyffR6D0xyhMIAmJ1kQrhmKQ8CRmk60Z+86sYqwJ1XDZ/Mv46d6fFud0Xst5fH7j5xlMDfLRRz9K2kijyiqn1Z/Ge1a+p9jma1PdJsaPjqM7L/yQUBeo4/eX/56w130o+uGuH3IkfsSN/skKlm3hVbwE1Nl9Hz+w+gN0xjpJGSnetNj1tfr2Gd/mun3XYTom+8f284OdP+CS+ZfQHG5mcdlivIoX3dap8lcdN48T4db2W+lOuBHVR3sf5WPrPoZHmf27i/gi/Oe5//myxpvDHP6RmCNfc3hJfOu+w9x3YJiqkJcbrj6JyhLfS+/0IpAkiUtWzxbif+b8xcjAWFrnY+vKsVMplJK/3KG6Z3LaJ6k8oPG9N7lP5w+1jfDQgQs5u/UB9GPlhPxVnL6okrfdsA2fJtM9lqYnagAG1z91lKs2NhXHqQn7GIy7gmfHEQzGsnz4t7sZTuR5qG2Euz+yma9cuhyPJpPMmVy6uo6+aJbvP9hBIm9x6rxydvTGMG2B5Qie7BxnZUOYI4OTGKjUoSOn5zEYPQcn6wqEZWRyUmCWlQFAfvhKAtp9nLesii9t+hKyIXPtj35Ppx4kKkogtZbiz9rxY469DpCRsFghTRD319MVV4ASQLCo4jGGyJJMtaKPXwbIOMbUeZcxk2toyg5wwe4YP13pUFS8SwZqyNUJCVshZIQIOB7G/eMFEiFIqkl6Q70YsoFkhJkfX0Zb5W50Racx2cRA/CzKpAH2LTE4O3Erzy6XETKAhCQ5eMufmiYk096wyIX048L4Qo6UHUFxJKrGEnTXCxwZHMEL39kUsNPz3WhXIWU6k7PJU8eTwcKiOlvN8vhyHMlhZ+VOcrJLXCZEkGEUypQ0SS1JtFDtmfKkpuc6g3g5tkZ++EpARdheEHDS2Ek0Z5uxsQlZodkFADP2LfWWktSTRR+u/9w7TS5WV67myoVXcsXdV9CT6HEJmQBZyDw38hx+zc9bl74VgH899V/50JoP8d0d3+Xx/sdP2E8yb+d5871v5urlV/PWZW+lI9aB5bgE1G/7qbarOaPmjON8q2qDtdx08U3Fv8eyY3zk0Y8wnhknZ+fIWlkYcNOPCyIL+J8L/oewN8xgavBlpxxXVKzggWMPkLNz1AZrX9Y+c5jDqxVz5GsOLwrTdrh3/xBD8TwDsRw/39LNly/+2ywgTgRVkfnchUsZ+8EPiX//Do4Fg9R+9V8I/YUVUR88cz6do2lyps01p88j7NNIZE2+9qdDDMYtAtoF/OydJ3Hm4mou/6+n2T+QOG4Mv6aQyJocHEqwpinCO05poWssRTJvYwnBv993mOGC9cRQIsdgPMfqxgj/cukKDgzEOTiU5MqTmlheV8rR8TSOEGztdhdnWYLXLK3myxcv58YHt/OnJ3dRLmfZOng1jpgW+TvAmoZSVFkib9l0jKQwHcAJ0GRdw3fOOr0wWRgPLWAiNxXtmyoqMJG0GMJ0e0kKVA6KekikgDAg4al8mM7Kx5EkgTF6Jo7upnol9EKkxcHWSzhqvpObl+eIOFniSggPJqGyJzB9rjDdMSvZNHgeZUqOrVVbGQmOIGTBrqpd2IrtGusmV9MROcRw0I34JbUkqvIUad8wDzQr1I/Dp/4gc8d5VQyEx1yriOdHgoDNI5uJmBEEgsZcI805t1jjwZonsbRC1OqlGirLOpJ0gm3EtCfY1DHH/GMktATrJ9ezMraS7bV/Io8Ax8PTVQ/g0TLYkj3L0b443xkESrU1JCeA7B1C8Q2DBCErhISEikrEiLzgdDNGhs9s+Ay/3P9LosZszVbGzPD2+99e1GlNHVd2ZBZHF3NowiXI0VyUzz31OQbTgwylh45r+h1Ug4Q8IUazo8T0GD/c9UPu6roLTdKK7ZJSIoUudIaPDmPbNopyfNPxKdzSfgvt0Xb3dM/4Ih0cOuOdXPPwNfzukt+9pNg+a2b5xOOfYCQzwlmNZ/Fvm/+NY8ljXL386hfd70RwhGBfMku9z0ONV2Pv2F62DG7hjYveOKtCcw5z+HtgjnzN4UWhyq4dxFA8T8irsLoh8r96vMzTW7BjMexYjMQf7/mLydfy+lLu+8QZCCGQJAnLdrhhSzfRjBuxyFsOnaNp0vrxVYcAFUGNr1y6jDf9bCsdY2kay/x89dJlvHF9E795tofeyRy9kzk0RSLkVVjfUs7ygm5tS+c4H7t1N/GsxVf/eJAfXrWWWNZka9dEMaVaEfTiURUODSV4aljmgNyKbs3oCygVIjeAbjlM5k3iOYOygAfTEVQEPdz43k1kDYs/7h1iVUMp93zsdFZ99UHcLKe74ntq7wahYoxeguts774n+UYQuRAgI2mJIgmRlVTRhlVQyGuioHhS+Bp+h3n0nWxkGFmCMilLwtHZmmtEwqEuthxNsrAlG6/jLZIOe8ovSwLUJFElWiQHlmwhAgNIsps6GyqT+dnlHgxlktp0LcOh4WKkSwgQth+fgIp8RXExnyIQaSVN3pOYEXF6fldtZhGhKlPG1EtxJBtDMrE0HSHAzCxAC/QgKdasfXRN51DZIdZPrEfBwl9/V3GsE19FzCJhtdlaglaQ3gX/BULDKqQLB4OD+G0/juTQG+o9fozCHExh8t2d3z3hYRL5xGwtV2EfCYmqXBXXrnJ1Tz/b/zOeG3nuhGOA2+pn69DW4t85O0d7tH065VkwoDVUgyGvS972jO6hNlg7qx+jEIJb22+lL9lHxBshrsepCdRQFaiiM9ZZ7G3ZGeukPdrOqqpVLzgngJsP3cy24W0AZI5l+OCaD/Laea8tvn/D/hs4MHGAc5rO4fWLXv9CwwDwwbYe7h9PUO3V+HyD4GfbPslkfpLH+h7j1ktuxaf+bRH9OczhL8Ec+ZrDi0KSJG545wauf6qbdc2RF/Tt+kvh5Cz3Cd03+xLUWlrJHzqMFAziX7v2rx5fCOiLZvjRwx38Ya/rQVQW0KgMebj+yaOMpQ2WVId4zdJqxlN5usczSMLhe29YTiJn0THmRhIGYjk+euteFteEXHIj6SC8mLbAdAS66WA5AlWBJ46MEc+6KRrDFnzmjn3oloMA6kq91Jf66ZnI8vr/3jprro0RL15V4ZQFlXzgzPl8/6EOLNvh0faxYsuhtG5QFlAZT+d5+w3bMB1Bx2iaypCHH79lHWfPq+DRbjcS5QGs8fNxhIdN6lH2WAuxUJClFL6mX2Hnm8EKYSbWIYSDmmxlw1gnSdNLW9ky6lJxzhreys5N7fQHasl2fwokmU7SnClPIEkmaW8MWU2SPfZxQiLGoDZJX93jZNUsiq0UiZdwJGRHxUrPJ1k+jjztNYsQMtKU65kkkfW40cSR0Aj12XqSniRLYksoNyroCnfSE+4hraUpM8sASKpJusJdjAfGMWQTbC+yOkPPJAr/2KprnCq7B16Sr6M+6nZOGPIPsbViL0bsDMzoGciN/4MS7EF6HmFLq2nKjDICRoC0b1rXJQrHaMw20JJuIaNl2Fe+r0gcK7OVnDp2KqP+UY6WHgWmDWE7I530lPTgSI7bj/J5WBhbSF9JH4Y2u3WST/VhWAYOznF2Fz7LR9gKU5utJWAHeLLnSd625m3UBetesP0RuK2Cplzv/Yq/SJKKETLZJXRBgrxp3Zv48jNf5oFjD6DJGrWBWlZXr+Zjaz/Gn4/9mev2XocpTJZXLOetS9/K25a+jYgvwtH4Ud77wHuJ6lFawi00h5tPOJeZWFS2iKAWJGNmCHvCswjStqFt3LD/BnJ2joMTBzmj8Qwq/ZUvONaBVA4LGNJNbh+OMpl3fy9j2TFi+djf1NR7DnP4SzFHvubwkqiL+PnXy1e8YuOltw2TerwPIUmUntdMcMO0fqPhu98hvvk0tLo6Qptd8bntCHomMiiyREtF4CUb5jqO4H2/2clTHeOz/LPypkXn2LTOZTCe46fvWM9HbtlDuuC/9af9o1y1qYXF1aEiAdMtB5+q4FFtbF8ndq4V7ADpPDzdNcFtO/pZ3VjKG9c38utnegoRKDdlO3X0RM7iq5fO59rfHu8BtayulBvetZHbd/TzwZt2EfIqvOvUVu47OFLcRsUmlzXJo5HIpVAKp2AibfD4kTE+5g/SSRQLCCLotCMoOExSiYmb2gkqEpIUQAr0uuJ43wjZ3msw7HKeDa8kUPUH5OGVDJfUcHfoLOSKdoy+i4upyxFvjj/XPwFKFj25EqP7E8iOh8GGP5PxJFG9rtGnZmuoho+8msfKLMYz+DpKm24gb0tIsozAAQWEVYKQkggrRKkDKcVNAQtJ0JBpYHFsMeVWORISa6JrGA4O83Tt07x9uJkq2+b2yh56PTKKGUK2qxCeWPF8yY7sWg0ort5KLrjgO1aAhJKnFgcJCUM2EHo9sq8Lf+NR1FCPu7+QcRynmPq0JZuUkiLtSU8XFzgyjelG+kMDrIytJGSFcHIOKTVFd2k3SKDhpu381nRKeSam/MNkZD590qe5veN2+pP9+CwfpmoeR7wASrVSJu3J46wUJCTynjwhK4QlWTxR+wR7duzhxs4bMR2ThaUL6U50n7C1UN7KE/FG0C2dy5XL6ZP6EGHBnvgedEdHkRS+durXOKX+FGqCNdz8h5sRCAzHoC/dR1+6j55ED5WByuL4jnBmueUviCzgNxf/hif6n+C85vMo9Zae8JzMxDnN5/ClTV9i79he3rbsbWjydJoyZ+WKujXTMblu73UciR1hRcUKvrjpi8fdJ5aF/PTmDao9Kh+cv4LfTK5mKD3E+pr1cxqyOfzdMUe+5vB3R+7gBHbCXVRyByZmkS9JVSm78sri35bt8Obrt7Gn311YL11dz0/euu5Fx59I62zrnpxFvADy5uy/04bNh27ejTxD53P/oTHuPTjG5WvrWd1Yyj37BgGJaEbHsMBf9SCyrJPtfzeeiq14NJ3rn72M4fEw65vL+NJFS/nhIx2AxKKaIHv7XUKiSBKRgIYiUSRnU9g/EKMv2cdPHu1koCDs39m7t/h+rZTgNK0XDZsOu5I9ogxN0fBLAVRV4ljyMB8fytBHxfR5dBxsWcJwpvU2lgghYhtQK54svCLAdp3tcYJYsgb+AdBbMSiBoTcjzBqmQlWOFUZ4J5EkgZU4BZwgDhBPb8Bf//siKfHZPkr73sgROYKjV7sdIScvwVfxBHgyVOUryWpZEno9+uRZ+CLPEjYdPLpE2udQGxPsqH6O9RMnUWEV+kcio1gKujfHsbJ9fGp8ktDYUr5SJ5EbfhO2WYUa2Y6n4ml8AmqyNfSH+93PJk+TDWEFOOBP0K0doSJbzVDlbiShIRLLkcOHpomVgIADGdwG4cjwaMNjhQjQ1NkTLI0vZTA4OKswQnZkQnqInJpDdVTyUp5R/ygvhOaSZv751H/mF/t/QX+qHyEJ8rLBoHxi7dpo7vixVEktWj1MBCaYCLgRMd3RcTIuSRvPjb/gHFpKW/jB2T/gyKEjbHt4G/VWPWVlZfiW+3hi6AlsYXNH5x1csegKAJaVLyu2E5pCW/QwnphKua+coBbk8gWXH3+ccAvvWvGuF5zHiXDFwiu4YuEVxb/TRpqJ3ARnNp7Jmxa/iY5YB0vLl3JX113krByHJw9zfsv5bKjdMGucG1a08mw8TYvfQ7Pfy/kX30TGzBDSQi/5QDeHObzSmCNfc/i7Q63yo3fHXY+l6sCLbtsXzbKvP1bUQW3pHH9J24uyoAe/phznJn+ipaxzLM2m1jLOX+qnbSDKUNpdqA4NJ/j4uYu4a/cgDoKRlE7Y6yE9fBW1jTtpXvE4A/kDAMRII/ggbcMJvn3lKt69eR6yJPHtBw5zYCCJI2B5fQlfvaftOOIFMJoyuPD6X2Km1wHHC5AXKROEC1V2jdIE+5DQJQMfi4hnLR7d55muQiygVk7ix0AyLCqlODE1RNZWCY6fjOnpQ/bEMRNrXfd3SSB7JtHC+1HUBIpkUjPQwGB+Ey4VdM+1GjiGnatBDYwgxPT5d0zX2ErYHoz0QuzgMZqDRwimziSHhYWKavvYHF1OibSIpJZkTDGIOmH8tX9Ckm2a2xw+dY+Dobryoi+9W+Fg5CC1uVokJI6Ej5DxZkCSeCbgJyrJJIwWQkPrkewS8uEDeCufcvs8mh5G/CPT4nPFwsw0gxVB9veh+o6RFzAQ6kCWQcbEF9nPlGROsyVM2SYlabitIa3C9TOjOlJAiVFCyA7hdbwcKjtUTDt2RboIWAFOHzmdrbVbGfePk1fzqLZKqV7KZGBylqYsoSf40c4foR5RkctlbMVGoJCYPBcvjyMH+pBfgIi5U5aKxAsAG1RULMV6wYbefslPTuRQUFhTvYbPbfwcTSVNDIpBLMsdyzRNIlqkuI9uTad0/+PM/2BB6QLu772fscwYo6EryflWoVgjnC09wY0X3oAsncCo7CVgC8FA3qDWq+EtlJ4enjzMs0PPcvmCy0kYCT7x+CcYy45xRsMZfP/s7wNwW/ttGLb7QKfJGiHteLM1VZY4o3y6glqWZEo8f3lF9Rzm8EpgjnzN4e+OyGUL8DSWgASBddUvuu2+/rhLtAqspbUi8ILEK6NbfOimXQwNJbm0qoQ7zThpw0aGF1iCXIym8vz66lP4+YO7+fX+DCndYnldmF9s6S7up0gS33jdSo6Oz+M9m9/Lm+/6ZHF/qaDXaSn3s7s3RkMkgN8jc/+B4SLZ2tUbLzr/uzsZIFTcvJZEdvKFo3ljIsQCEUdINmlJwck3AhAvyL0lQBYqtitwIoDJmZ5u/LKN5RM8Y9UyYUXccyQCBFQdxRtDiuxGkizU8AFQsohcHWrI9VGKtiZw4iUQKwPhQw614au7C0kxsI0IwnRF/JIaRYvsxDF9ZPvfh9AbsbxDtLX+FFGzDXXiTKzJC2k1QjSIAJIEASvAgdqn8HrjRW38sVp4eLVM0BC0jAoW5jaxKd3InvI99JQccysRChDI7BIbOKos5VyRY3v5I4wEh4oNtg3FYH5yAd2lR4v7RHJVtMQbaG/pLH6n8owG2kISRTJkSTYhU2V04FokKU+g7g8I7ySqImM7wi1SKBQNDPuHyak5+kv66S/pL5IqRSiUGqX4bJ9rPwFYkkVzuplKvRINjYORgyBBwkiQncxyWfoyLMVi3DfBSGoVTnYpTvggqvw8Mb4DHtmDV/WypnoN+8b3kTJTxbdDVsj1GxPu5TVVrTgTunCJlI3NRa0XsbJyJQAbN26kv7+faCzKkeoj7Biebm80ZZQKLnH54NoP8sG1H6Q7q3PO9oM4KDhaFapH+quJ19v3HWVXMss8v5fb1i5gLHXUtazIjXPfsfvYULOB3qR7PvaN78OwDTyKh9uO3FbUsy0rX8bSiqXHjS+E4I6RGAO6wYeaqvErf/kc5zCHVwpz5GsOfzfctqOPPX1x3nlKCytOqnlZ+1z/VDdGgcEsryvh+1etfcFtf/5UN091uemWZG+URzcv5qP9o2zuy7EDiwYk1OYw944l0S27WGVYF/YjhGBAu5tlqyzWVZzN585cw1nfebw49uKaEJevnXbdf1Prtfxw/zgOBos8r+P0s+bz62d7+fydB7hrzyDrmyL0xaabIT8/BermsgolZMC0RYSLVeOdXN79DMPBSn614mJ0x0tAG+OwUzZrOxmHS7WDeCSHQ3Y1XeW7qBQm3pTrU6YicbIyQUwEidslSGoOyVOwvfDE0cqfRlYcbDOMlV2EHHBNUy1FZ6MyykElTsKqQwu1IylGce4R7xjoPvS6O1FDLsnxRHagjzbi6LUIJCRZQKAXr/InUtENGMh4cdBlE9OTnmU+OxLxcsNFJpIAT6qOzYkaUmqKsNYJBZ2P7LgNqauz9TzNKSiSRE/JUSbKDqJIAsmRcSQHJDg4eRFOLIev9h5k7zipcDsTwXY8UpqsFQLJKLYYkhwJMSOyJGSZoOV3jWYlExsZRXJ9v+SpTk0SZD1Znq1+9riUY1W+iiWJJSS8CTJaBtVRWRxfjM/yUaaX0V3ajSmbswT9pjDZV7aPVfFVLE4sZishjgWOIPv7OA6FuRiWwdahrdPESoDmaCxKLqIyV8muql0k/AkunX8p9/fcj+EYrhYOB0eeJmO/PPhL3rLsLdx6+FZ2juzkrHVnIdKCR/c/OktX9nyxvmVZ2LZNpUel3u/nWM6gVBF8dvXs1kMvhJyVI6EnqAnUIEkS/XmDncksadthfzrHvWNxRGJ7MV06nBlmfc16Hux9kIncBM0lzUWT1ZlasPU164v/7wiHf3r6n+iIdaD6lrBNuwod2JfKcuOq+cxhDv8ozJGv/6NI6xYPtY2wrinCvKoT9EP5C2CaScbHH6K0dAPBYOsJt3m4bYSv33uIjG6zsyfGfZ84A4/60k+e2oyn0/5Yjjf891bevLGJL1287Lht51UG8AF5IIAEcZ3/ee8mvvvHX5LPPEjMW8r33vhjvukNo1s2v3m2l7ahBBuay/hD1708MvkINjYTThvn9m9kIu1GBzRZ4mOvcU0lJ9M637zvMHnD5uubfsB4WkePxfnFwwfJetwUatdYmsn0TKG0Q6scxQg3Isk6g1EL2TeAYwXAqgYEYfIkKaRgheAj+/9AS2oMC4mg3+LOhWfTY8w2tgQIoFMm60gSLCWGN7WSQekAj1fuY1G6BiO7gi6rEr+WIBU8Co4HJ9eA5O/DMSMoPndhkyQdK9OEpK1BCx9AUnUOlx2mJr2ahFWJET0Fxd+HpORZGF/ESmJIngzHsuUcKJCvYksgKYdthFG8UdRgD1Koh1ToCLvjy2lEZ9g3jFWIUkkCHNuHpObdNj5AWg3yWH4lZU2/5LOpBPWOn1FVYVUuz12BRtZPrCeGTUhySGpJN2oFCBxK9BDz4mvoMwNM1D2J6nc/n6zmiKoyDhKynCsSpopsBWlPGr2Q1hUOILx4s/PwSjkMxUBSp6NK7qSLX+vxZqqKQ9QX5YBygIQngSM5nDZyGjX5Gmxs+gP9JLxuYYHP8rFuYh0dpR1M+iY4GjlKb6iXsBkmXBMmMENTNdO6TJKmHfdnRrQ2yZsoGyjDa3t5ruo5bNlGkzX+2P1HAnKAynQlrelW2iPtRVNYgNHsKNsHt/O9Hd/DEAYP9z2MLMmziFdDqKHoXA/Q19fHPffcg67rbNiwgRvWb+TW4Shnlwe58+D3+MbkYVZUruCfTv6nWXoqy7G4u+tubGFzy+FbmMhNcE7TOXzj9G9Q49Fo8Xloy+Rp9GqcGglRVXkFf+7+M0PpIdZVr+O8lvOYH5nP4cnDnNdyXnHcfz71n/nFgV9Q7a/m2rXTbYWeGXyG+7vvx8ZGlnuxqk8DTyND+eOLDv4adGd1PnSoh7Tl8N6GSq5penlu/XOYwxz5+j8I2xFc/cvt7O6LU1fq45fv2sDy+peuPDoRHMdgz96rSaUO4PU2sG7trwgGFxy3XcdYmkzBWyuZN8lb9gnJl2PYiJyFHPbw+10DqLJEc7kfVZbonnDd67d0TfCl5+2XypuctrCST69tYt/hca4qCRI5qwmvT+OA70G68l1gwU/3/ZQvn/xlfJrKuUuquXFrL3/cO0xLcw8EHN5/v01LYoyBg78la7oVnn6PwuIaVxvy0Vv28GzB0mFr9yQ/vmgZ775/GOEJuCuk41CVczhVlujC1Qmp2GzwjDJZXcuW4d3AOhwrRFlJkiVSCCMxiS0k9jl+pprJqI57rlQEzXYUE4XpfjM5NOEQlHUWab3YkoOKTFx42IdEsHEXOVVnu28MMVkGkT+DksUnJ5AUBztfhT5xFmbsNHz1dyL7BpC1BJ6a+7BSK/FMtQ+SbOarffTV7SU/8Rq356RkUaUew6MkQRK0ZGvoy5eT8ETBDCDJWQQS+vCV+Bp/i6K5HlSyFmMyspsVI6cxGBh0DbIKxEXWCt0DbMX1qFKypCQHvx3g4VCAL03G8NrwC/88fKKBttI2Rn1JbMsP3ijCcQmJJGROGzuDEjtAs6eHpy2NKQvdsBGmNdlKT0kvY/kFOEYV3sonmPRPEjACSLKELTyYidVY8ZMZlRM01txCwpsqutqXe8uJ6jNMTl/g2cFUTGLKdOXlVKWjgkLIqHCjT7JDiVlCXa6OrtKuojeZpVoQcKNCM/FievAStYRyfznvXPdOnrrnKXZKOxkJFiplC/wp62Spt+qpy9WRVtOkA+liE2qB4Kb2mzDE9N9TUS6P4uHa1dfy7hXvLhqiboun+e6hHoJCY35qgkOHDvGhs87iM2qe9zz47mILoPZoOxe2XjhL+P6lLV/iwZ4HkSW5eIwdIzuwHRu/onDbmgXcO5Hg9EiIhUEf4OPmi28moSeo8FUgSRILIwtZGFk46xysrFzJj8750XHnpjpQTcgTImEkCGslhELl5CSNy6sjL3xC/wL8pHeUfSn3u7p5eHKOfM3hZWOOfP0fRCxr0DPpLorDiTyPtY/91eRL18fJ5XoK/z9INPrMCcnXeza3sq17kqF4nvOWVZ+w4bY5kmHyt4dxMiZiSRk/7hliIJZDkeCS1XWMpXQyus38yuCs/Z48MsZX7j5IxrB466YW/utfz531tD3VdFdCIuKNFF9/omOcwbh74+ztW867c8s5d/8+FGEgZ//MxktX05mT2dBaRpnfwzt/uZ3tBeIFEM+a/P7ONkRB3yJJgjOVo1woStmcXMj9wDASFhp35pdBzyDCWAk4YFWimWUsFG2omo4joN30oTsVCEnm9kXn8pb+LZgBlfblyyh3skyKII5kMi94gLMsiX6rhG11T5C1vPgsP21GE5JRDYpLFmQ5i1P18GzvK0D1j+NVH2OhbZAafg299Q8hzFKs5Fqs5BqcyC4UNY3XDPBM6jTyWQnsEkAGoTHshKmTU6iSwCu8nDVyOo/VPoW3fz09noL43vGRH7wKf+PtIJlY8Q2cElvIscqtDJYMuhOZ6aXlAJJAlh1k/xC+ursocQR7tQbeH2mme+iD5PIhwMFTdQ+tdp4liYVYssWOyt2kUmvxyXk0x72l+SSb0kwD0XAHipom7omzt2ovfqMUfeRywIOTayLQ+nOynmzhfOlooSMYY5eSiHSjl3W6rxfmmtBfvDF1S7KFCr2CYyXHiPmmyddgcBA15UEXPp5VJWwBVdkqThk/hbSWZtI7fU2pjsqF4Qs5kDnAKCeokJxxzur99ehCZzI/SSqV4gvPfIFsJDvtbzaDsMmOjGqrxLSYa5bqGLOy3vvH9s86jFfxEvFE2Ny4mQMTB3j/w+/nwtYLiZk2v0iuZtAbxrd4LSX7Mywude8dd3fdXSReU2M8X9Del+orkjtZLSenNlEdCqDIbtq90qvxtrpyPtvez7Bu8o76Cq6oKXtB/66bDt3E1qGtrKlcMyviNYUl5Uv44qYvsnVoK+e3nM8ZjadiCvGK6b3m+z1ogAmUay/s+D+HOTwfc+Tr/yAqgh7WNEbY1j1JY1mA169r/KvH8vlqCZesJZ7YRcDfTHX1xSfcLuBRuemak190rPT2YaxxlwyZx5KznvY3zavgrZuaGU7kufx5Rq937RmkP+bu9+SRMT732iVkdIvP3rGPaMbggtWfozF0KzXBGj6w+gPF/S5bXc/3Hmwnb7nK5N6JFQi5DWwLR1b4+OUqPz18Fwm9gjv3lLClc7ahJcAiFMLYWOi0yDFatQSDQidrLChGXcAViWNUMqXtCgajhPUqNliL0JUY26UR5OpHYOwKcPw8OW8NpQtL8asJBII10hEUuYcOSWOJFCMrQjxhtaKaETqNGtTwPhy7Bju9grLkAsYTpyHX3IdcWNhn9jBECJYllrNEr8L09JLNVRCt6MYfvAerdBeOXkN+9ApynnEsTxaMeiQ56erDbD+HYmcTdbxs0gbwq0mivgk2HY4S7u5kaHELpqKi+IbwVD2CnWsCHIyJ8/F7DhV9rY6DDPKMNJca6mJMAjO1gKHUWmxJddv/oFCeXMGmVC0KClklC/1XoxvN6FgMhLZTR4aMkmGwdivKlHlp4bPntCRTjv+OHZj1HoCkJfE23IQW7Jk9PwGl+SBxrzmtl5pBcEpzpayLrkERGlX5Ch5seLhIbA6VH6I90o5lBbCNajTFIeqbZNA7hlfIxRSo7MicMXwGeq/OUnUpwivoLOvEUAyEJDhp4iQq85VMeibZWb2TsfwYYkY+Mmtnj/s8AE2GgSqgvaKdo04n5tQ5mcE/EkaC6kA1uqWzsGwhnzrpUywqXcQPdv+Ax/td7eO+sX3klUoSdd8AyUve48VYZvNb47f89NafHtcg+wOrP8CS8iWzXjuz4UxGMiOoWi2jFZ8i6fgYC3nJ2w6+AiH6z94xbh91yeuQbnJZdQT5BKG//lQ/P9v3M5JGkl0juzi1/lTWVK85brtLF1zKpQsuLf6tPv8E/Q34WEsNHkWmP2fwmXlzXmFzePmYI1+vUnz3wXYebhulvszPdW8/Cb/nlXuqkiSJX7xrI8cmMtSV+gh6//rLQJIU1qz5Bfl8P15vLYpyYjPJlwPvojJy+8ZxshbBCh+f3lDP3XuGaK0M8LZNzS9Y5biuOcIjh0bJGjathajYDx/u4P6CSWk8W8KDn/rerH0yusm3HzxciJC5C9jjjetoTo3Qkhxh57yTOLL1Mbq7T0NYEXbt78AlTtMrbliVWKH4+Inpoa9eMJAcxTDAFipdOPglyBbXRoGkJhBWOYqWYG1dKxd26ZRTQYNVxTZqkAOP4K1+ADvbgmOrOIZDZ7iTo6VHyak5zORSyoZezxaxHAcJGw176G2u4350M0KJIvv6qRh9LX1OLUFpWiDt6OVoah4hZRGKRE3eLXjQUJH9g8gFMb2iphF978UWQWxskFyyJJwwxsQFIFtUePqoD+zjYbMVT9khnFA379stuKDjcRbFh+mJlPLYKQHm2cO0eTOsGjuboH8rISvM4vhit5VOIeUoBGBroFjFVkdiBrdRvGOotXeT7a0rCODzNHn7UA032pJX8mQMHy6T8PCsVEqo7neoQkV2FCzJdr+twqXjIFB9nXhq7y8WHsyEJIGnpAsErJpcxYh/hPGA2yw85Ulx0vhJ7KrcRalRSkbJELSCJH1JUEy21DzDouQimrIRcBSY0fPRkR0kNQdWDlEoDNhT/ZzrIF8gQUErSGnhczmWQ52oY/HAYo4Fj9FedoT6bD0ex0NnuNMV3c+0l3gRfC4a5+uV5QCYsl0U3WtCKwr/awI1/OqiXxFQA/z7zf/O9QeuJ1WdYtA7WBzHEhaKNYI/+xyV5WexLBRiPLGVvpRbFJA0krOOO5QZOm4uH1n3Ed6y9C38aVLni51jAHRmTQZ1gwUB171elaRiO64T/eSFEIwaFjnbKTrwz0yV/j0hSRLXNr14xfYc5nAizJGvVyFSeYs7dg4wltLpGEvz663H+NDZC196x78AiiyxsPpvE9pPQZZVAoF5L3v7WMbgfb/ZyURK55LVdXz+QrcsPLC8Avnq5ZhDaYIbanm9R3nRqNx4SqcvmuUdJ7cwrzLISCLPG9e72/tmkFVVmb6DCyH41G17ebprgljGKFpBeFQJw4Ibl8+I3HUYFKMkztR4UuHfDjg2n5AzCEXQbIfZ2LCBto5uDtnV5MjOqoJTkDh99QDx3DDxRCnPdCXZikvn3oWHVjlIpXkFo+rTKH6wRi8lq3VQma2h3RfHYQx99HLyohRXMKUUKvZyCEtD2GHkQAdO6iRS0jiqkDFiJ6OV7kdxQmimSjbeRDgaJlPTz6Dw45HzWIpBTkli6+VIaoayfDlxoRRnLQsHgYWQbBBecFTydpjB8oOo3q3YAspyEW4/PUH9cJDm5AidkUYGk+cQl32caaiUOwEsyWJ31XPEPMnZ6bDUUnJDb0ZSE5TW38T65BIkIbFTtslGDiB7Uq49RfP/YMbXEVIniGsJ0pPrUOwA/WY9sr8PnxXBVDJ4SncQMSKsjK6kR4KaXC2akqOvcg8DoQFkGbwtv0R+iazTosQiFiYX4kgO4/5xt8eiYtId7ub00dOp0qvIyDkeCo1j+3aS8GSBLELOMxkC1Od5zDmu074WGHYJp1Swt5gK9gnIqBni3jjlejlJLcnW2q3klTwODqpQ0WUdj+MhYAaOSys+H8WejIBfCJbpBttkmYgt0LUwDdEG6rP1ZCoztK5p5dL5l9IQauDRZx7FN+AjQAB/v5/DtYdpybUQDdaQU3W8Uhene9v4yaYP8o1t32B/6gQ9KQuoCZy4ork/1c/wyDYW+DZzLG+zssRPk8/D9uHt3Nt9LxtrTuHq+tUM5A3e1VB5XNTrU+19PDiRpMqjcvnSD3F0/ClWVa6aVeU4hzm82jFHvl6F8KoyJT6VsZROwKOw4K+sRrQdwb/88SC90QxvWNfIG9b/9enFVxLXPdnFrl43rfDHvYN86vzFxapGX2spvtaX1p+1DSb44M27GIrnqCrxMr8yyFUbm1AL43z83EXEMwajKZ0PnjVdUj6RNniqc5xoZjr9FfIotFb4ODqeJTejyfV0Q+ppuDEDCYFM0pGhYOR6eDjF4WGApuP2WYfMp/Hj2X0azRfP4zUPt+HGYNxOf49ikEbm2mUX8p2HFmAj8VrtCBVyloReS7bvTDQlxvTPVQE5jb/518jaBHaulfzA1Qg7BAi6RA0KJnZ6KU5iFf9s17AGHyM4fNzTjTm2hh1ojKuTfEvyc87gZr7sOOiVD1OiDVGnDtJrVyPjgHCoV9KMeCcYyi9DEjJ5OwxOAJkkEpDyJrEVwdfencHsvwrDqkUYHuLx15DWDjNY+SwDgYGitso2IkiyiRcTXUsgStoxk+tYPXEadbZ7zi/EosOT4JDncOHE5/CUP4MhwTAwZA5iD7+JPBoRc4STw4/yXKST1+6PsnIwx64FT5AMfpw2y01Rlw0uRSz+rivMl5hllnoiEqM6KjIySxJLMCSDzogbbUo6fnaoNqfYKcqsEH41QWaGTUVIinHUP+XfNg1JBkUqWNYWjqs6arHqE8m1RThQegBHdkh5U1iSNcN7zGJb9TbmpeYx4Z+YpZU7dexUAlaAg+UHGQ24OjExg/l/r7ycj0ZjnJLPc31pmCRJkuVJhqqGCPlC2HGbBRFXp6nZGlJhcBkZUzYZrDyLkaozkZB5W5Wf76xezi2Hb+EPR/9w/InDLUx446I3cs2qa457r32ynU898SkmchO0Rp7g+2f8N2tLI+TMFP+y9V8YSg/xeN/jXHf+dayqPL7pti0EW2JpYpZNzLI5q/wcblj3zhPO46Vwx5E7uLX9VkKeEN858ztzLYbm8HfFHPl6FcKjyvzgqrXcvL2XtY0RLljx190Ubnq2h1uf68MR0DuZ5eJVdfheQVFoz0QGw7JZXBv+i/ZbUVdKwOM60EcCHtQXcaufiXv3DfGn/cOsbiglnjMYKOi8RpM6o0md7vEM245GOWdpFReurOMbr5++eafyJu/91Q7GUnmEcEBJothhhOS2GTo47IqpK4MaKd0qeoABtJR7GUsa5CzhardeAj5VJhLQmEy6Qvc3oKEAJUj0PN6H+TzPrwlylJGnbaQSA5n1yaNUVaWRJIlyJU+1naVflvGGt2GmV+AY5SA55AfegRLsxFt9H5I2ihI4ihw4huyJYcQ3oihZ6kMdbBx+L6XIVKFQouhEzUKxg1VGMxGagXeg8ystzkC4lwb5PloyTRyKXoCOxohdRnWulIvUTnySg0Di0ZGL0ep/T1k2y1hZwTZCEqiNd2L2vRtRWMB3BCeQSjuLdhAAVY7OSHYpcmQPsjqMp+JJSC3FN1PzhUpjppFDkcM4toIk2UU+IwGOdxxR/QCBwFEwI9ROLuLcfh9vfTpH0BQs7VN47MIqpnaKOWGCdhCUTFH7Jtsqjnx86i5s23wiu4VnVC99Shi9UMBgp5tJD78dYZXyUOAAZfX3klYMhK0iyRbC9tM+8nY8lU+h+vtnk7rnkzwJlkWXcbDy4Kzm1XFv3G2y/fzLTEDSm2Sfd9+siGpjtor6nEswV02uctsYPe/ndMSr8bG641NjSTtJIpNgMDPIzYdu5tq113Ko5BCxshgiJ+gJ9qBqKmOlVQjFiwAeiw2SsZfx63gL8ep/wpd6EF9u56xxDdvgXSvfdUKj1T3je5jIudrJyUwfzZ48PkVmPJskqbtpy6gt89zk0AnJlyJJNPk8DOom5arCmWV/vUP9re230hl3iyqu23sdX9v8tb96rDnM4S/Fq5p8tbe38+1vf5u2tjY0TWPz5s188YtfpLy8/B89tf91rGmKsKYp8jeNIUlS8T4svViO4i9ELGPw+10D/NfjnZi24JrT5/GZC5a89I4FXLGugWi8jcy+Sc6qzbvu9eqLz288ledzv99HznR47PAoX7hoCQ0RH4PxaSPTyYzBbTv7efjwCK2VQZbWhrn/wDDXP3WUjpEUWdNd3BU1g+YbwsyEj+s5VFPi4YzFVdy9ZwgBLK0t4csXL+Pq/3kOOHGLopmQgeqwl5FkHrOww28w6Zd0ypG4JKdhTpWjCdctXcL16+rpaGPVWJxP7vkdu848mURZGXHHy5gTQlLiaFWPo1U+jtH3XozcIjdyll6Kp+xphC2DWYOn9o9IsoXsGyQ//HpGsy18jRwWcBEaq50MT3tGsR2NU5wwOJBD0IcNkktEBkODZONnYjPd+iklfKjeMWzZotwoZ1HJITq9STKWQygLGa+EUCQk2cJb/Wccox5r8ixsyUFGUGHbbMqYZBTBW+OTfN3bwnAh+qRJBk7jrxGJFsy8D0V2kJHJK3lXGjbTiV6AEBpWphFP2Q7Xcd83wki+hJaYH9WBpzefRjxSSpkySlZUghMAJYukFK4V4f4eWtPNTHonXd+tqS9WwOK8zpAHNtsP8kBFGeOax2207R9DK9+CMXYpoqSDtDfh/qoc99rND7+hWGnqOBryVHHB8y8aAV7LS9wXRzM1DM+0J5z9vHRlkbRJ7j66os9oLin42niChzEw8RAQXlRbde0qXuj6lGQkIYE0bZoqSzJLypcQz8e5rfM2JiITECns4IAndxDLsxCQMHLP8Y2uxRzUS8C3FKEEaRDHiOVjRc8x0zHpiHWwoWZDsepYt3XuOHIH1cFqVle6Da3X1ayjLljHY5MJtsUVzm59PU9FUwwGL+JbIyEGlEG+urDhuM9w8+r53DI8ydpwgLUlAZKWTVh9eQ+VnZkcHznUR8Z20PybId6JgkJ9qP6ld57DHF5BvGrJVz6f533vex9XXXUV119/PZlMhi984Qt8+ctf5mc/+9k/enr/T+Cdp7RwdCxNTzTLG9bVvyJRrx8/2sHN23pJ5S3yBTLz3LHZwuWJVJ6tRyc5bUEFlSW+48awrAwbep+mdPQspBGVofSTNLz3nBc97s+f6iZnTt3cBeVBD3d9eDMTf+zC7k4whODTegoLQTRjsr17kqW1YX76eBcHh2YLgW1bcqNHJ8A7T2niLacs4LLV9XSOpXjnqa14FJkzFlWypzdG2nhhUW9AlZEVib7oTI8mQScWIDOE4JcYVGRjfG73LWxrWMXd884khZ8Ox4svm+cD/Y9SlUtw7mOPc7Shma+vfCe6qoFZQW7wzfgbfocm6Zg4CGQ0Icj1vROcSmxdx8rVowX7kCQLJ9+CnlvAc4U2RIewWWUHebPSxbNSDXucIE9LcfYJmT8DPmf6uxLWdDRTDnThqb2LLWoCIQlaEwsZDbhi6kywEN1woDnZjKEYjASGITiMEmzHOvo5JO84QhnmC5N7qSRHj6hnY7KFZ5wEYwE/Zuwkan2DZLQ0FUY5w75RUp4kR0o7XJKQr0XkK1FKDoHsIFkqnsguJMW9HlRHRXVUtjfL1K1Zy1BjI0dKO9BLn6LM0bBiJ2GX7UUqnAdZyFRnq/HaXrJadpb4X5JhZzDAzoCfU7NZzsnmuSPsxZEdZPJo4f0YY+eB7SumLiVZ4Ngyvvo7kGRjtifXzCYGM4iUrun0a/3HXUNC4HY/kBx3HGl63+XR5RwoP4CluOlIWQiS/gHG/Q+yItWCWncO5flyxlRXyO6RPaiyimmbmGI6zW5jzyKEfsXPOc3nkDEzqNLsJaE+UE9DKMpzo1/DwWF5uALdiBU/yPKyRdx/3qN86vFPsWVwC7Iko0gKH3n0Y4QbP0s4tJw311fz1KGv8tTAUwS1IJ/d8Fle2/paQlqIx6MpPnKoj5hlszp0BctaPBydSIDjsC2ePv5HBoRUhQ80VdOWyvKa59oZNkxa/V5uXb2AKu/xFjYz8Z99Y+xPu7/PxeELeEMwSX2onvevfv+L7jeHObzSeNWSr6GhIZYuXcpHPvIRFEXB4/Hw5je/mc9//vP/6Kn9PwNZlvj661a+omM+eniM8VShMk4GTZZZ1xwpvp/Imrz1hu10jqWZ59O49YrV1K6bnTZ1HB0tUYUsCmL2uMnkre3YaYPQqfUEVh7v6VMywxdMApZUl1CJhNWdROQcyoH3lIX4acwlWv9272FypoP3BE/EkmwgeyaxzdmpmJqgzOWr6wA4d1kNa5oifO/BDqIZnfaRJF5NZnVThIODCZJ5N7ogC8EVXU9Sm4vxxOrzqD7WyVONa4veX7NXUHctngyU8V9rruQt7Y+gNRuYigeBTHk6xS1LXsOixCDl+STDZpi4WvA0k2zs1HKyve/D7wRZowxjIrNUGWXIKeFZpxKRbyY/8G6o/T3CKkFSsghr+rvR1RinHmhjXfwQiwOVHDxpLe2qRRKHYPUuZG0cyZGwEdT5e0jn60mrKTwVT+B4pwl2d2AMZAvb9CMrJsIOokoZWpOttFW0FT+uhkIWDUaupA+Lnyv3c5LcxQ5pIx6flysGlqFHt3DzmVGy42dSY5kcLDtI1KxgWJbxKCa+yY1MTrwW4QQpnexFafklkmxTm20kpaSIBmIgYFfFbrJWCZ1LNhEUEsOBYXRVB3TqQh3UxReAgD3Ve3BkhzH/GClPapb1xSzSJEk8Gwiw2xGU6+XEvDGXgClJShZ+G6HkkCTXHmJ+cj4xLc5k0E2nzbL1kEFxFOwZlY/Ph3BAWAEUxcBIrsKYuBBvzV1o4SMz5gMHKw7OctR3JJlP11QhJIOtpd2cX7WM8zrOY7uzHSegEm28ksTg90GYKJLC/NL59KX60G0dBcUlYUBQDXJT203c2HYjozlXM7YktoTmTDNhNczaJWu5aoOPQ6lDnFJ3Cl9+5nP4fK8l4G3k3xZeiCzJRPUolrDQJI2snSUXPIs+uxWSBnsSh1iRcglhxsywf3w/Vy6+EnANW2OWjSezg5H0CJevvJonYzI522FFaLpy+vHJJNf3j9MzdBsB/SDn1q0gWvoOOnPuvehgOs8H23q4a/3xXSAOpLJ0Z3Uuroow3+8t+nJVe/18bd0/JtVoC8F/9Y6Sdxw+1lJTbCI+h/87eNWSr/nz5/OLX/xi1msPPvggK1aseNljCCHIZrOv9NT+15DL5Wb99++J+w6O8vDhcdY3l/LOk48XjU+hodTL/gFX13TVhnouXF7N2sbS4nne2xujc8x9Yj2WN9l5dwdn1XhRIt4Zo/hQVvsxk1Fkx4vHX01un9sGJp7UYX7g+Yflzeuque7xLnKWK1T//a4+PripiVHDohqJrARKuRdiAAJZ0vnvxzt5zymNlAcUOsfS9ETdtFPYW8K8ao0DvWDP6DccyznsOTbOunlVOEJwxrefJGs+vyejw/fesJwfPHqU/liOmrE+3nn4AfyOxTl9uwhZeUqMDNvqVhINlOE2gJHBsXFL7NyVc6Ckht9vvIBSdCYKwv7BcA0IwcfP/iQlZo6EJwhISJ4htMhzqCWHsVIrKddzrMmsQFLdcx4QOi5lUsAJkB+6GpQUgbpbyQ68r1gV6an+A8/VrGJ3pI46J01AcQnkSKQNOdiHkViNk20lULaN76Q3UScq+GjD9fT7h9wsaeEUqGoaW7GQslVkel2hv+YZZnvjb9C1/IwIj4UmGfhr7sUKdnNjtpVnkqex0XYXmlwgwMIuCdkTxwm3IUWXEPfE3bGHrsR0AlRGT2bCcQtOLLOSjZPr3WbWvjRf7L+GL8z/HpZisSgxj1KjlJQngU/3EDSDTPomkYVMRI9Ql17I47If4bSBouPINvVmlM7CAwBCciNUM7VZkgSOj82jmxn1jzLsH6Yv1Adazt1EwJnDZ1JhVJCX8+yQdjAWGCsSr2X5PFeMLaCNpXT443RGDuKo+glImIKwyzAtGX3kSkAhP3wVmv97qLLpEjc43iNNgtJ8GfPS8xj3jXMP91BSUULOzGHJNvmxP+ARjmvCIXsYTA2i225atFQrJWq6hHosP8YPd/8Q05lOk7amWgnZITBh79691I3Wce07r+XOo3cymRujJHcTITVEhbWJVEZlJO3aupiO6RIwSWHK0y4nfCwuXU4yP0pIDXFJ0yXF+8U6n0JZ5nGU6G8RQmffkT5+tuqf0fFyViRENpsl7zh88Ug//ZlRyibuJSNS3J5s44IFrSisYCoWHTXM4+7390dTfKV7lJjtcH7ZBD9bVI9iWwzqFh9vrDhu+389NsqWZJYmr8bPFtfjK5CiYd2kN2+yIexHfbF2Ay+BqXv7144Oc8tkGgfoSGX50cK6v3rMObw8/L3WVyHELJPvF8KrlnzNhBCCH/3oRzz++OPcfPPNL3s/0zQ5fPjw/+LM/nfQ09Pzdz1ePG/zrYcnieYdnuwcJ6hHWVZ1fKUfwDsWdlEjRakqWcopjRakhjh8eNrPR7UcFpWo9KQsFiKzWIfuA51Ylc+LQIXXwWsFkgOBIzouzQDd0E/4nQkhWFyusm/MoNIvszSQ5Q87DnGfneFiPOwXFmtq8nwgcAuLy9oAie5EKz954r2EPApnNvlYWxlgJGOzsd7D9btTBeI1vdoaDnzhD4f4wWuruONQ+njiBQxNJvnWvQcZzQpylqC7tIE/LDqbtx15BK9tIgEfOfBHFiWHeeaSd9AY1jgwlKYv6aCjMJWHCqKzyTOAKjk8oC8hSqGiVZJwJIWEN1Rs6CeMeoyJ1yJrKbwVzxC1vRzoWUqD40cIif1WI7VSiqgIFo4hIysZJO+4ezzhQ1g+kGQOnHwfwg6gD13GJbZJqZxnYXwZTmIle/OrEMIP2QWUmiV4kPnM8Dv5XsOvGfCMIhyo1itJepPYgJldiTBdY01TrycnKW6GbUrQjsWppQ+xt3Q3iixQPDGGSw6i951NSd5DKDHBvWtzCEfB1ivZWbmLicAEMEF9w+/oHXsD+HoJZCLowkutlKMx20hlvpLBsm6WGs005+tRDC8rYitQUBhUM/y59mkcT8z1r4ot4aREI4+aDYw6Najjr8UXPIISOMynJ6N8qqaavKoUVPzuvOvT9Yz7x5GQWJ/x8jbxICPZSh7Mr6I/1DdNQi3wm67g2+f4qM5XM+YfLYa9VugmObuZXcZqeu0MmlWDFtqPGRp4nvjeRtLGkdCQ1DjCqkCSDUL5ciRPkpQ3hWqqtKZaGfeNF3tDKo7CpvFNlFglNGQayCk5Jv2TxR7tXuMQAJoc5tyyM3hg4oHiIRPmTAtgponX1O9NFbjZSUF3qJun5acR2wQrQytZ6F/IhDnBosAi4r1xElKCJd4lRPNu9MuHj0W+Jp6cWoAkhRKWkytfQ58j+Nie+/i36jhlWiX/kpEx812owiWFe8b2cOjxt1LtqSbc+hn8ip+sgLQhIySZqcJS2ZFwdu3igxuW8DtDwi9JnOPkjrt33JOTiBXI/uF4mvb2dk4rvDfcOcnwjG2jDvwhLZNC4lje5D/3d3CpV3DYgv/IyUwK2KgKvhp4KeVn4ZwK96s4UT1RZzzpPpQBx+IJDh+Ov6wx5/C34++xvno8J14/Z+JVT77S6TRf+tKXaGtr4+abb2bJkpcv7NY0jYULX1l/rP9N5HI5enp6aG1txe//681K/1IMxnOYuE2RTRvC1fUsW1rFlq5JHj8ywaWra1jfFCGZ3MWRjh9wRn2UYHAlS5f+FukEFU23LbU48vuj1EZNgvVBGk5vfdEnAbHC4egfj+HNWtScVkfNfFdv9L2Hu3j2WIwFlQH+/XXLuXGxYEdvjAVVQWrDPldg376bb0dzLK4Ock3jrSTi24rjzqcbTTZIGT7+fDTH69bUcv2blvDEkQnE7kOAQMPGRGZKmDOQdtiVKiHqWMDz2skIm54ENANhJHIAksSov4y+UBVDgQpaU6PkNB8bFr6WvUMO9w9nqXbiGNKUfYa7yp+tdREoVNotUCaI2gXyNTNnNfOcOX7sXBNauA2BzR6nhraqx0B4MEfn8yb1MJ1OFSO2j7GSATyRbRixU10RvXB/5opvFFnNgZojENmPL7oIRQI/Ko5R7xIvIG2FeNx3jE1mLWk5x7jmRkiEVUZEL0cVKhO+CTzaAJNYgIpXWDQlW6iyfXQFB0hrSUJWAFk2UISCheW6xOul5O0UqnqINS095P0qe6QwqpouEMcC5Dzhlp8yDiyJ9tGaXE64YNXgdTzMyzfwvbpfo1sKlXbATaNJNgeqt2J6k+5pBAaCo3w88Qg56W10cCFW7DSyuQaCre18uraG/NTK6DY5YOXkSpYkl6BLOn4hKCXNEN2cxTbaVJvTR84gpCsk6GZkch52lYMtbHJKjq6SQo9Gx2VxDwUD1Cr7GYy2otTfA2oGK1/B18ZiPBn0kJFktgf9rvWFbCPLBjVVf8SJn0y+6gk8IkfUkwIBlUYla6JryCpZtlZtJeFPoNkatrDZV7aPiBEhbIZd8jXjSgNwRIYRRgiqQZKWm5ZvCDXQl+4rbhsQARYmFnIkeIQao4YKTwWqotKn9rG3fC9I8MfoH4n6onxy4ydZXr6cgBrgC1u/wN6JvTSVzMNfchLx5B5SIkVjiUGtBCMWKNYYv8t3kyi5yP2NySX8z8SNfHzNJzH7vORC56PpXQTJYdlJdFsnmUsyGBzksnmXAfC+oSi/HdWIOGci53ZTppdRb9czpt9O5dg2KnwVvGPz96gLzo4gvSeZpe3oCFHLJuT18MdgkE82VhQjWjORsx0qD/aSypuUWgPsSPyG/diEqq5kQiwrzF1j8dJ5KC8R2bh+KMrNo3ECisx359ewupBCnbrHv7epmsmRBJaA9zSUs6zqr2vvNoeXj7/X+trV1fWytntVk6++vj7e//73U19fz+9///u/uMpRkiQCgeNTWK92+P3+v+u8FwUCXH1qK4+3jzKvMsSla5s5NpnhK/e0M5422NId456PbCaTeQ7Lchdi0xzF6xWo6vHzDACnXrPuZR//uw+2c/PRYQIehX8RtVwUCDAQy3Ln3mESOYsjo2kuWFnP5WsbOH/VtOdZIBDg9mtPY1v3JGcsqqKn88ZZ497ddRnGDBF513iWj9/8G5J5war6NSgSaBMd5PIGe5xGpparG7f1c8e1p/HYdx6fbt8iSShC8PHdt3J2yzkcqGzlbkxCwJHWU/hgq9s6SXFsbCQWZON0C4MIClVSGQ5x+gnjkjyJmO7B7zPRURnLeMFXUGa/0E1dyqKGdyFslXz/e/DV3YsacsvkvRg8OXoxI6IUENSnVTKpJWQJABaSZwRJyQK22/tbL2fR0TBCytJdqVJlWyQcD0ohgeMIhe/nWpD9PZTU3sGK8Y005iMojoed5btpSbfQmmrF1KME+7ZQV5PikvAe7opfjCJBRXIxTzXcTdwf5bCaZ3FiMXFvHMexObVthIufG2fBxUNU5W1ek4eLMxk6lRRf1y+CwBBIMOGbIKJHiPvijJZ2sSBbDU4QQzLpC/ZxsPwgHseDLtmM+yfQbQ9V+VpyhVRs0U7CEyUvOXxZvYWDHg971Uo8lY+CkMjNMN+dYip5NY+NjVd4cYAYPvbgZxN7SFJGte7qBL22RqJxkpKcq0+0ZZu8NuXjJSEkiaQMyVAGx96HorpEXtUS/KiihJiqoghBmWURdgQ9GlTlqtiUWIRPZInFFrGl9qnivOKeOA4OATtAbb6WhD9BXs2ztW4rOS1XdK0/EWxhs2tiFwA+xUeFr4IlkSUMpYdcUgyU5EpYFFtEVboKJDAMAwODyobK6TnE42wf2s6fK/7MDRfeQDwd58mhJwGIRY8Qq/sGkv8iKke/ye7hh/nM2o386OgestH7MfzrQFggqUhYtEUP8JVtX+KSZV/jWc9Samv/k/9YUMrHHv0A3YluqgPVbGjYULwPfmphgE8tbCS3/qvceuutpMwUC5Yt4IHJB4jpMWJ6jD/0/IHPbvzsrM9+diDAQxURPtvex30TSdpzBpMO/HR5y3HnKQBcv2IeNw1N0NfzSw4l3CjaIuVP1FesZkQ3WRUOUBIMHrfv8/HnWD+Dhntub5pI8dPqilnvn19TzuWtDQUX/1euEn0OL43/7fX15aQc4VVMvhKJBO9617s45ZRT+OY3v4k8J0j8X0WpX2MwnmMgluPnW7pZWB1iPO2KWceTOmMpnXkNb2d84jEMY5RI5GQU5ZVxyH+6c4JEziSRM/nzgWEuWlVH0KMS9KokchYBj0pd6YmfVKrDPs448jSZX2+j6tzVWPUpbDtDKLScNflLeXrIjQR4VZn5oecYiOnsGV9FSBlhfm0tXXY1pT4bX14iX1i7RpI6P328i8W1IRZufYBHmjehqx5sWcVrW4RzUc5mMWfj4Sg6klDokCy+g4FRaBA8pmpskDS+gJ8IElvx8i8iDxJIWOwQLTSPDbFu5Ahnhh7gqZWb8fYtpKOkcgYBc1Bx8GFyvtrJrv63MeifQMs1Fdv+AASUNCNiyu9IIiqCCBymwjmqUcYaLcfKo1/gwdJdJCcXsy8YYb+SQGRDaP4ebC2PYxTaJwmXsDp6FcL20JCrRJEcNCRWJhdznz/LVVsc3nTkMJo4hKPB8GubmLocguSKDu8ey0NZYhXltpcuxeLMw3dSbqZQhQfI4QVWGiYriZFX9/GtGUL1uDcOktvW55HGRyg1Son5YgT0AOcMn8Ox0DGORo4C0F/WRpe8F2RRiHq5EURJgt+YZVwiUlwR3I7qayJrBBlWfOTlaesJAMWW6Ap1Um9IrEmXM0IdDgoGCjfK51Jv6vQXqkyzXhvhyUNuaojpVNTzk1I+Xy8ew0tOMTAVi1jhtmtLEvOzZbx5MoJH7eV3vtJixanP8aIJC7MQCXUkh5ycw1RMekI9U181Oc2dgCM7xbTpTHf75yNv5RnMDDKYmW4bVKKXcNL4Se5xbR+mxyx+psxIhoaKBpJqkoAVoDvcTSRvM/aHD+BdfNGMkd30vTf9DDYGE/kJvr/9c1w2/zKeTNqUSB20lAv2JoZIJm4jXvU5JjyLGIlK7Dp9EQHF/d1c95rruPvo3ZzZeGbR+HUm/H4/733ve90jCsHv7v8do9lRIt4Ip9afOmvbI9Ej/Orgr2gKN5HjtcXXJ4zj+4tmbYevdQ2StGz+aUE9N8ZrOVToa17nL+O6kxbTk9NZHvSzJZpiechPhUedMaaFKkFEc1+r9WocTOfwSrA0eOJ710wroDn838OrlnzdddddDA0Ncf/99/PAAw/Mem/Pnj3/oFn9v43vPtjOfQeGqS7x8fN3bqA0MF1B+HTXOImc+6T2TNcE15w+j9csq6ZzNMXapghLa0uQpDCbNv4B00zg8VS+bIb/UlhUHeLgYAKfR+GkljIAyoIevn7FSu7dN8TG1nI2zjtx1DPf3s7Y97+Pk0yhPFfO2jtuR2twvYGWLRM4Ujv9sRzXnrWAvl238JW+CwCZtO3nyGACHam4GM7EbTv68SgS5yuCU0fbOVy9lCbL4NTJY+THjpDxeRmuqedJ+Rj3WUuRUHCpqrsI6aqHczIpagtPya2oRWtzIZmYip+jkVaORlqR1E0syuTpKpld5ang8HrPQYKySV4oeCyBEDJ1coqB8fOQpIfxC5vR0TegluzFzi4k4CicqfaiSSYPG0vJ4UXBy2fNpTTiZVHidP5JNQAHYbupDtOowlf2NPkJtwk2SgLsCLJ3BOEfZW/Vc8S8Mby2lyWD56GnX8OG4R+hFaKCsgne3j5YuRRbREAWeK0QOcPP8ol11GKBYtFkl2Nsfh/pZx/g2ZzCumAnzfIYkQKDqbP8yL2XYlQ+gxrsm2HRIMhnFpKOnslKvY4vOH5iSpzfBIaLkj1V0tFlqWDVALZdij78RnAUxo79mfzufrpfE2RJxSIkSeGJ2ieKkaqpFfBNz1Vz+6YRnqnsYHeZoDK9hNWxpQi8JJ15vJtf8BxZYpQS09pR1CQjAS/CDtAV6WTq6/c4DoZciGI6cMrEeiotjQnfCFuqD7meXY5DnSFzaryBs3iSgKVTm5/kBrUZn+Mn4RnDUBzX+wIwVIOHmh4CKDb2LtFLcCSHjJYp/v3R+o/y1sveytm3nU1UL1SoOkxXSUrudilvCnCF+Hghp+bAhnHvOLlwjnA2TCgTosQu4ZSxUxj2D7OzaidI8OOxCdbrg2SH2llSU8HBkkXk/RtxlEoUO1okFLawuWTBJXx8/ccJakECWgBHOLzrse08ZlWA4iNmCz5xqIcbVi3AEQ4RX4QPr/0wjhD8vH+MnO3woeZqPCd4+JYkif8+77+5/cjtrKtex0k1J816/yvPfIX2aDuKpHDJyhrGgisRwAdP0IvxU4d7+eO4q4Mb001+t/HzBLQAKSPFJ9Z/glKvRpmm8MY9XexIZlng93LH2gXU+zxc1zfGdf1jaJLEl+fX8cbacq5f0cJP+8Zo8Gq8ra7iuOPNYQ6vWvL1nve8h/e85z3/6Gm84rhley937x2iIeLjO1euKbbV+d+Gbtn8YfcgQ4k8xyayXP/U0WJPRYD1zWXsOBZFAGubImiKzC/ftfG4cWTZg9db9Rcd27QdhuI56kr9mLbDeEqnuTxA+0iSf/5jG7bt8OGzF3Dawkr2DyQ47/tPUBb0cN3b13PeshP3hwOIZw1Gh2M4WXfxtnM5nBnVS4os8YWLXK2G3ptAHV4Pwm1J7VfzKJYHndm+QJosYQuBI8CwLW5oOpmTHJmQqtGgBfGd+hGe636AGyuC9DoajrMEGwlNzvPmRXdy+5GrEKhYkoKn/1kyjoOnZhUDkXq3HaNnzI1KGX6mxPfCKqODmf4ELoOwUemyKyi30zxpL8JCQcpU0hDcyWqzBHn4NNrsOqKSRF31w2A8zVljp6EW3OQjUhZdqNQhqMQlgafgpVwZJ24EEJ40wg6jalH86Uby2O6xbS+LlQRD9beB7DDiHwVZoKs6O8IjMC4xFKpiQcKNnuheLzctbQVfnvqcjIJM89BFDOvLsLVuUFydUZPQWG2voPe0MP9jbafPfhOXief4uPIQWQI8KU5Byy0gOVJNcP6P3UVcAiQJY+ICHL2BvcBdaLzfrmVVfAUJNYFp9mEGbeKZlehjl6AIBVnOYxsuCb994aUsSF3HGx/p554LKohXNrF+Yj0PNzw8y4MrKPqZn1yKLUkEExsJ2RpRIahRctgoGHg5j2fIorDPDPFbf5BoeA9+2yZXiNwgHKQZur0FyQVUG+5iX5kN0ZwdJqE6pNQUq9KlLBCj3BnWWJ93uDfo5bHwY0TkMO9Np9gvBKkZ1+YU6Sr+rmST00dP55HGRwBI+VPcbt/Oow896ja5LgS/gmaQnJrDkR1UR2VhYiG9Jb1E/VGqfdWc2nAqf+bPrh+YbFKfrceZ52B32pRk3YiqLdkE1ACarFFe6NAQcExeo3t5ZsEXEIq7XaRkGfm863hfG6hlXfU6vMp0pbMsyVy96CIemworSRIpPc5YdoyPPvpRJnOTnNl0Jk7lNfxiYAIb6Mzq/NcJ0oQAYU+Y961636zXenM6O+MZ0qYbfbWFTcQ+xqObrjzhGABbYtOeYkdzOpqi8amTPjVrmyHd5HAmX9zmkckkVzdU8tBEgrFCivGesThvrC0nqCh8ft5s/Vl/qp+f7fkZWkZjydKXr13+e2FUNzGFoNH30mLxOfzteNWSr1c7stle2g59CtvO0th4NY0Nb3vJfXTL5ronXIsCgCU1JVz7CjfMfiFoskxpQGMokSfgUVhSO7stxyfPW8zpiyoRAja2vnIdBHTL5upfPkfbUILGMj8Z3WIyY3DGoioch2KPR79X5TOvXcqX/3CQYxMZGM/wn4918bUrpn3Knj06iSMcNi+sYkvnOF+88wDjaZ0Vp74f1TLprmph+VNRbmi1ZxnKCiHo+9hnMPvaUC//AAIFWbK5tPVBHuu5jNHCKiUBX7xwIT95/BiJnIVAQZcVtsoAgn5MLozUEFp/DUfJzmo1dFnzowyn5iEKPymvY1I9uJPPrb6ChGaTy41AIIJkOWjho3iVNFZuPtNFz25UbDpE4S60e+zZth8CD97cKnYImzwaMQkC837I2sxy9geOkJEdwo5E1AkwIUqoJMUidZhkshpLLufLsoGu2DiKA3YALbwNZJ2MZxjNrMa0awGVXjvINWOX8mj4KeK+GFlPBs3yUOY7hrflR3zXdzm/Sp1Gg7qVqlIvuiJIesep0CvwOl76nDJAY6vZSomdxREql4gyzgGEJBNd9hgB6xkeTi1gIn0xNVaIEbuCCREEwwfxFSgl7a7ju4CZyTwPEgklxa6K3YyERpBNyGsaxugZCLMaC/ChF7d3FIebzlV5aqXNrsUHgIPUJVtpSjfRX+Iana7I5/C3LGVzqpZJqw5NMpFlk5TjIS2l6Svfyz/JpXw2anCvspY7a/pIqIWo1FRURgCyjBRbizJ5NklVECt7lLycL6QTFTaOnQtAR0kHf6o4wJawh7innKBtk5NlhAQZJ43IT4BvtghbsRVOHTsVVai0l7aTU3MIBHWZOhYmFmIqJvvZz9Hk0emdCqnJKeJmSRZ7qvfgsdwFdiA7wO87fw82+B0/ASvAJnkTnz7/03zN/zV6DvYgELRVtPG107/G6qo1PHbXN5GHHiOmBrktXIXkpBFKCZIVJx17EhUo81bw1bN/hWmbTOQmqA/WFyPlK8tbKM3cRJJzkJwc/eN38KmJFg5HXY3VY72PkevfTYllkSl9A4P5M3m5aE/neMf+bgZ0k5bqz7LM8xMqvGVcu+baF92vyqMStVyytjx04jRhg9fD8qCP55JZFvq9nF/hFgYtDHh5LpFBlSVWlLywkPuLT32R/RP7kZGpPVLLtetffE5/T9wyNMF/HBvBdAQfbKrik61zfS7/tzFHvv5KHOv5L5LJfQAMDt7yssiXLEmoBZGvJkuEfC/uxvxKQpYlfvq29fzy6WOsaizlirXHt+3Y0PLKt23qHE2zszeK7UD7yPTT5bbuSc5ePB1BU2WJq372LMMJl454VIl5VdPC1h883MHPnzyKAK45fR6jKZ3BuLvtnoppbciWzgn+vH+IWGqAw71P8cblHVSEPsKXq1aiV68mabhjps0wlgz/PdLB1ytaaVclTmsN8tYNjUiyytfvnVmyXtCzIEgTJ0z1LOLlA+b3XMqQPK0l8Vk69y44g/1VruljiZ4GWcFx6nh9vIm34cHC4UeYbCk6FcFUNCycT5P0hvFJJioOaaYLB7Y6JRSbKglB9ugnOFmUcY1i0mbL3CAlGRABLBTGiPCQVcJuOQVikgmfD5xyQAdtFDN5EqABNjP9D3RMbivdieGfQBUyTYkmImaEg+UHyUfPwsm3MqbJTGhBKiuvpyZdTdqbZmv1VsJGmLhdDuPlZB2VrBMBJO4gz2LvEDt8j7q6LEVHLummL7Ecv6XRaVcQQkdHoWT0MvJTJqMSeGvuQRm7iGqh0OhL8M2ypzjqd4lTmahAsXQEGU7TjqBhM2qHGFIlxj1x/JWPMCLqyLSm8ToGpXopy1ILOFh+gLARxpQMAo7Nz+t7qLaP8vah+XTaU1FfweOlAxhhN1LzYXkpFvki8UIIvLZEdsadNJ48DdOuBxsG0mvYWfEYNfkaarI1hO0wFhbVuWokIREvtBbKKNMPC6Zk84OK5/0WBayNrqUm70aCl8aX0hfoo7OkE83W6CrtYl5qHutj63m67OnieQNwJMf9eqeLejEUvbiBwPVEyCpZ6rx1fPzCj/On4b28c+MnuNX3U/pSfVzdcDWXzL8EgM1X/pA3b72V8dh2bG8zOHmCsVvQcgeR7HGS5e8licab9x5BklTKUndxRVUJ3zj9GwDcf+x+1PQWytJPAZAE9ub6ARUZi4SRxBZRNKA8/QBX1b6Ol4uHJ5MM6O7vMCVK+K/zb6L6JVzvAT47r47r+sYoUWV+vLT5hNtossRtaxeyP5llcchHWUHf9e0lTZwcCRFQZC6qfOGqxbTp3v8cHEYyIy/7M/098OBEshi9eyKamiNffwfMka+/En5/I66Li42mvrwyYU2R+coly7ltRz/zKoO8/eQT/8j/tzC/KsQ3ZzSbBnAcQc60CXr/8kvhwECc3X0x3rC+cZYD/Uw0VwSYXxmicyyNIkvYhZRFOm+zpz/OxtYy5lUGsRyHu3a7fmESEPSoLKmeFvTv64+Rt5zCcRNcsa6Bh9pGSOVn97FTZYl9A3Fu2T6G5azkiWO1NJfuZc8UCSKNR0tS7o9xctNe6i5YzxejMR5pXM+aUpfMvff0+dyyvY+u8edZTaDT6ekmIfoJmAvICg0kiTzwBBJXOyUMyQkGHIm4FkJXVGTHwpFVcpqfKRJ3Jh4qCj+9K5DYQo4WdL7ozYEQ/Ma/HwYjPFe7gqBqcLrazRZrAYbwk0YmD/gwMJGxUUGU8BUsfLbE6ci8UZTzkxmRH5CZ8EUAUPwHsHOt4JSAWcd03m22D5vsHUcPHkWSbSwg7TTTmi9HEYrb/qawcAesEBcMXoCQHQ5ndzFQFWeddIieMj+N2gRxK0J69I0gvGTVJP/e9DPCuj7tpqHmSdQ/xD7JosKIcMrYKRi2QgIPeyw/acVNvKnBPoINNxNV8vx3odej5EjIyMhCZt3kWrL+DhqdVgAqlRSEepB9E0zENrBaL2chcQ7ZdSxQohyp3M5YYKz4efeoMpYsMSCrdIU7iE+cSl72YDgSfjXHVPfFcW+saHrqfv4Ap45tYlfFPuoN6A1GyapTqW8HRYszGhplNDRKUA+yOroaTWhU6VWcNXwWeyv2EvfG8Vt+/JafpCeOpZygalECQ57uAanZGisSK+gL9bGvYh9IMOmd5OTkqW7lo+QUyZfP8rF+fD17KneT80zp3KaJtsx0peRIfoQLnr6TYf9a1N4+vr7gGr43b9msqSwM+vhQHfz3eBsJsxdTa8Gb2YbixEhWfAg9eNqs7cdDb2Db2A+L5pNxPX5cQYCEVYwaW8IqPgY0ajmeOfxVSnIXcumCS48/L8/DG2rKuGMkSm/eYHWJn0rPy7uvXVYd4bLqyEtu51dkTi6bXWgkSxJX1r70g+tbl76V37X/DtVUuWb5NS9rXn8vrA8HeCqWwhKC5aHjW8LN4ZXHHPn6KzGv9WNIkoaeH2HevI+/7P1es6yG17yIjunviXjW4F3/8xzDiTybF1byg6vWvGwR/XPHonzkll2Mpwz+uHeIOz902gn3Dfs0br7mZB5tH+WBgyNs6RzjXctvoz40xOHoYjqyb+c7V67hx492oEhuj20BxLImt+0c4NSFbnTsrMVV7O9P4BVwxqJKrjypkQfbhnj40Pis4521sIxEKo/luJf2ZL6SrDWjuskSfOCkX1MXHKUrPp+H7bXsisfJH23nqYDMSauW8v7f7i8Qr5lpQMiiERcWAUXncmk/9xgryc6ISN2GTsDx4AgHVAmzJcICa5xupwpLVorjDGKxGhkbiTEcJOADHoNVukvG3ylZfL7Kj62oTIoQfU45l3sPcXduGUjujV9HnRV9k9Q4Ut1d7JRM6jMLkaIng5haJKa/F5d4Tc1ZpgQICIm1ksI2LBLYgIJjRnDMMhTvBI5RimNV0WY24ZnYTNY3gVKyB2+gCxHfwJ+M1axVh6ixzmFPfz3bqm5HEd0Y/nEktQ+PXYqTb0IN7wMtS1IFy4jgpFZQqQ6SLO1BB0aUPIOyya7ccixLoqlvEaLlCEISbjPofDVasAt7BlG0ZZtJ/yTH7GOU58sRCCQkklqChDfBusmNCM8kipqjN7+YQ1YDy6S4SyJnYGq5r7AsOtNn8ozlWqVUSyk2RxfziOyAFsX2zOgTKmB1oo4rjH14R09jXEtghJ7BX38b+sR5SHKKZcGH6RYekCQyngzbarYRNIOcPXw2FUYFS+JL6A/2szS+lDKrjJgS5bGmx05oOdJW3oYsZHyma+jqwTOLCBqKwTOlW6a1YYXL1yM8VOvV1GcbOKp1HTe2g1PcVhYyaWkeyD4sfNzQP8KDcUGpbPOvC2qoB7jlzVydGccb2cAnGq9BwiZf8wWqYteRkE6QdpOD1Icai/eHa9dcS0+yh0OxAYbTfYCF8MxDssbASeJIAVorTqdJS/PcyHP0pXrpiHVwdtPZhDzuNX0oleP7vSNUaipfX9RQbM/T4PNw30mLGdRNFvi9r4iNw75kli90DGAKh8+01HLxyyBpJ8Jblr6Fy5sv5/Dhw1T4X10i/E+01rK+NEDWFlxQEX7pHebwN2OOfP2VkCSZea0f/kdP42/Cb7f3sW/ArfB5qmOcWNakPPjyxJZ/3DtY7PE4EMuRNV44elZT6uNtJ7fwpg1NPLjzDrzp55Alm9rgKGPd5wHwsXMW4TiC657oxrBdQjJTl/aeU+execcIjOeJPn6MoRW1hE8gDF350O0sSg3x9Oq3M1lYYBXh4fzl1Rh79zCS0vnh7o8Q1DJoRhjDG3VNFYXg9c/eyXDlBAcT8wujTVs+gIyNwrP2PF6jdOGTBWuVIbba81Etk8PqDEvWwg3/oFOPKttudArYhMJmVO4nTZms84ij8SAWKoK8Pb2I6pJFWnN9aDRhUm3HcQyLlCeLqmRwHB9+XwdO2T6QBPrIhWiVT6OGOrCBI8j8W3Q1X+B4KxBJchByqpB6hO8RYEWhmfK9GPyHtx0cFawycgNXoZXuJ5yZx2ZDZrtTzWh+BR5/B/7mX7sNpUPdJHs+QrtVzSp1GKXkAOlwH5IskxUGkgBvxRZwFJDdzxjK1eAZegN9ZhNJKYfH958Y3jheK0CvMY+YFAINovFz+XC3SdeiJYz7Rtlevh9TmqHlmxE9iXvjDHsnEJnFBLRJ2it3sWFiAxVCAr0SyHGW9BCOtJkMHs6bbOJpR+dYMIohG24EzTFZruvss+ajlT2NsEogPQ+PFcLqew+rg9tob3zQFa7bCvOTC1ieaiTu6eIPqo6VW0ZFchw53Imv5s9IjkSP5JlFdoQsSHvTHCg/wPzkfPZU7cFQDFLeFOcOnUvIKXFbHc2UAE5dhZLDvsp9rBpfRWekEwmJxfHFdJR2YKgGSK6+bfrLdv+Tk3PsqNjBYMlgcS4CcORKFGeiuHlZroyTxk/ikfAwKX8FCDjmhDgWN0A4PDtwI9fbnZw2tBuAs3UDWj6OkGSyRFi7/Efoh77AhOzHUatx1DJAwi8b/OyM7xSPE9AC/OTcnwDQnkpz55FbeLr3Dxz1nAJ2FOGdzz+f/D5GY9vZPrwdgKhp8oGd91GafYLT6k/ld7mT2ZUstNdSZL66cFpGEVIVlpygp+tfix/3jrI35R7r+oHxv5p8vdpxRtkc6fp7Yo58/R+Ck7cwR7NodUFkj8LJ88qpCHqYzBhUh72U+F7e5fC75/r4074hJEBTJDbOK3tZaUtNkTl9yUK27fQgSzkM20ve8mJnTGSfwoaWckzbdQcWQFNZgN7JDG2DSTaoEv5RExmNYB7+82eP0VNRjkzR3ohaJ8vmticpMXPcvPhNfNEbZBAHryPR6MAF4TijzzzMTcsvwOMJc3llLd/XLFK6RMJXwsGqBZx1x28JX/F1kvl8YR6zq1EnnQCP6fNpVWJ0OlW8PdVGICVxQ92y51UrSiSZqmgUtCDzz/goQ+HSbJpvGiM8GXGroWQcDssDVMh5hGxQMilzelDhacdmyXgPb2i/n8dq1tJ0xjYmKrYCCl5Hxpjq9Vf9wP/H3nvGyXXW59/f+5Q502d2thftrrTSqvfu3uReAGMsagymGWJKnAABDAQSAjbFJGCaTTO4YIONO+6yXCRbva5Wu9red2enl9Pu58WMigEDyfNPIImuV/OZOW1Oue/r/Mp14doVx45xQgq+LqtR1QSu7UcKT+mYRAHUDIbpR7ULIGxc9XikIiSS+F0VpxjBVFTqzSO8qaeWTFUONFjm2vSaMRSliCh3VAo9idCncYoxXrZawUkhypEX1zUgMwPb8aGHD+C1VSKJJazJtGIo4/TrJs9abSwcPo+u8AjzszV4RY5ebCpJ8q++22iuK3BAWcwL1dsQSgGnWE1x4iJU7wie6icRQK1to5Oma/KNbM2txai/F48ngy1spCyl44KeDt6YeYXTlW10iipWM8Cbkzqf0hoYVCqZ9E3iCIUXfSH0xgcx9BxCqpwxrfPxxDjr9XYeVOYSsAIU7Ap8I5dgiSLTIsEvvWvxRJ/HyybCybksGDqLg7EDjAXGkCewJyEFsnzeHMXBFS6mWnqBKagFLMXCEhaIMusSpSJ7EDhlH04kjPnHjqVMM1rpf54ICeiORsAOkNWyuMJlNDB6jIz5TT9m+M2Mh5qITvwrrtZIpuIdJKVg2v8LwoVtVBg30WmeEMUSChnb4ufC5he1pxOdaiFie6iWDhNlOYyorlEh4jjj/8KKfJFZvtO4I7YOPfcct+5e8XsCqADzQkE6xjczmBnEwyCW3opEsmPgfq5b9kH2Tu7loaEDjHtWMFiYhV4s8OhAAMM7DZS6KPvzRQqOi/dPdI4PFEzCqoKhKOxO5Zgd8L5Gq+sPYbJo8UryePlB9P8hqTuJ/9s4Sb7+h8M0J8lme4hElqIorx+1ctJFRr++HVlwUKIe6m9YxarWGN9+23I2H57kXeta/mzZi02dE6TKtVbttSG+/dYVf/bxbhtuYvv4chbFdmDaGtckdUa/uZ17hMmPCtljsQxDVfB5VDb+YAsjyQIba7y8E4cIPuKYbMnYVPiexlDnUhep5spwkEsHJ3DmnI958EFCRorvaHV8zM6wTTr8uGOMO5SFNJ7eyjk9r/Lq7GYy1SlOqW7kkV3DxIopzhjcxVdnXcjAdA7Q0IATpzW/rpCzDPqlQb8dAwTzhjoIzX4LTcIlXrK2LssDHA1blM7pYlyiUimlgTxB/mbnz+g69b2EENSLLEElzy4xQJUd5ILAGvrJgKKwr3YmH634WwoeH+tyByhEdxKfXo/q74FAT+nApIIytAFTgFCKDI9dWCrId6IEzSQZQwcEqlIkYPtJUVF68qXk+4zzTg0CruSIfpjqYjN9SiniOGbMZFTZR1DWlFJSgKEmWVE06LaC5PQMbrESaYaYLKc4tbKVkZVYgit19FAHurDA1dDyGlXJxXjVFAiIiDxRbZJJs4ni+Cp24LBCP8Jys5N/9v+Mdm/J/mZl4Ds8oleUojVmHU6+mXC2jrPdnVyf30eFsBBCcDs7+TdOpTh+AUJN8bK/n0JmHcX8LHRvgWTtEQxX8ol4P17HpdF1+MJ0Pw+lUrQOerl72Uw0NcrB6MESjxYO3cE8dakEZynb+E7NECldJTf0buJOJSOeAYYCE0jvGEK1kMBE9AADjsY5HTqPz3OZDhwvzJcCooUoXsfLnOk57PSP4No+NCVPWy5MpUywKdqHItVSzRal6J7XNsipx+/EpJE8RqRM/zQ+LLInpGKFLEXJVk2sYndsd9kvE4TrIoXCrNQsRv2zmZJxBIJsxUYs38LStnkz7uR3yaX7wSjJIQgni17YRzDzJM/6lnFqWkW3q8kBb+7ZTv/ac6g1/Nw4q54P981k3Xgvn44nCLm/4rTx53n3/E/xZNrm96lXCUdTcAKwjLnkKq5mr6KiCIUb19/Is6900F+WeLC8c0ExMF1o8erELYcnp1K8aVcX9y2bjb88hv32t7+ls7OTSCTCxo0b+WLvOPeOxQmrKn5RYHjgewREnpvWfYzzZ6x6nSMrRbomrdK59yuCm+bOeN1lT+Ik/iM4Sb7+ByOb7WLX7vdRKPRTUXEKy5f97HVrthKP9yILZfuYhElxMIN3ZoT1bVWsb6v6g+u8Hk6dXcWLXZMULJdZVUH+7enDvHnlDBor/rRf1vc2dXNuzShBT4GQIpllC2TB4jdkyZxgj9Ja6eMffv4iuDYVwPKpAIfFKAnp50489OAhnmzjA4t/jJr7HG/oNulzAhTbN7Dk0uVE33klqUd6yG85rpRku5I+zc+j7cs5U+9kKGGzKNDHeAY+8OLPqTPT/PPaazg6s/1u2XPOOvEbgQI47Ru5V3EZLNPGNhTSv9M5qEiJkU0ymRumwh9DxnuImxmqUfgKXgzp53k7xX2Ogk41OUxGj9s3U/BoNIgkNaZLS98VbLZaGY6fhrf2IXTh4I5swGMJ0iO/q2PksnCqk60NS0DLssrYz2h+ISlAUJqIO9HZ4nmFgFu6dhf2v0xoIsELcw12NhTYM51g2XSQbG2WA9GD6N5JxvM1SMUpRWa8k/hmfhcltRTFO4CtJxC2hpVtwYi9iqJly52NJjkdDuf7mJGpxStsEsYEVx1+ED0Z49b578R2fbxCmJlegaEdJxuRckbWSi2mMPomGtwMv/R8iab8JIPUMiwDLJBHWO+O8Z3AbgJ1jyD1FJmhq7Ht0r1tJ1exP/wihivp0z00OAVSCGqHBBe9oOJaLh/qS/DIBQsZ8Y4wHhgHAX26xlavQaXjMK2VyLRE4G/5HooxQsEOMzNby6CjYrgGOS1HTp/gsicGWLVd8vJ8yX2nKUdvGTKeDIFsgOc1EzNQqkUzHPhY9gCnujsJZJdyv1rNWKDUXekqbinNKSWalBQUhaJWBAmVjsMnJ4/w42iEvSd0S0qh4AjYXPcSQUfn41PTzLYsnvL7eSTo53D0MC2Td+Ja85kSgDxeyI80Ucjjnfgh+frPodppVLMPqXpJVH4E1eykoO47tvjw1E76O37FDWd9i4mcyzfOvIXtg+8l5P4WgGYzgTf9GF2FBpY9/FVuXryKDS3nlp+nHF2JLiynFMHNB84kV/E2EAq7ch5cWYobVls7Ue0apLQQih8HA48iuLKmgm/0lyKAO1I5vnJkmH+a3UihUGDPnj1ks1mmpqbYunUrj+AhaRskbZfw5O1481twgJu33cz5M+7h9bAyHCCiKSRtlza/l5o/s4D/JE7iT+HknfRfDLfoMPWzA9ipIr75MaIXz/rTK/2ZGB17mEKhFB3IZA5h2yl0/Q93XnpmhMhvL3d3qQK95j9vLPqOdS2sbY1xYCTJlx/t4ME9w/zykVdZqhf48tUriK5c/rrrBr0aOatU8O0oFl9yLbpIkyj/LoD22iDT0wnijgEYtGgTzKzeQcPIar5NnpLkpUvSjHJP55XcsvYJft19Oj+ggAWsL85g55efoViwqIMTzFYcBBrNSuKYqXV8apR3791GnZlGAhGrQMZTqreaKQUDQoJjcX7fVnrC9eyvOi5r8U/4OF3ReJrjwq753+niahZTNCgJXvBV8qQeYWZygBnWKE+ctRHR8BN+mZvH0sIMflsIsJsgEoXD5Mv2QBpHI2gLtFFiaqkbc6E2xrA1l9qRjXyLAA9Q4Cfe16aeSlDYVzMb1VFxiHJYaeFi7QhRJ48tBfudemqUzDHiVTExxpl7XsKwbRZPK9zQtJjD5juJV24mV3kYRZ8CIRkLjKE4xyd7VUuhVryMo9qUDYowKrfgmtWovlGkHUDoWVzbR7LYxKOEiXq7mWd6eCT0fqZjQXANQAXHT8q1eYp1bOBlCgj+Nf9msj31oBTA9XG++hxNSimaU8k0W1lMG0fo8Cqo3j5kuShe0+Nl70INoWWY1adxzg6L7eEYTy0rsKhXsqbHxbVK/0UpTrOt8hXME6JMlhA84vfzqt9LUVEQrosn9gyqMcz6gxJHJEhU17JhaAO6q5PWM7iZIooYYMYUqPsl951SEqqXgK3YDAWHcLxphCh1pOZV+GZFlCWFccIizvLJi3jW8yxFvQgClhZyfCYxhiFd7goH+UkkgpCCmUWX2ZbNgFYaxl3AVaoRGNQUe7ksO02FDe9Ip/EAs22dl8KzGFN6GQx1c2pK4/HaNRjpJ8C1EbgEEj8HQKoGmvRRm8mR9C3C1BQwd2F6l/BqUzdybATDttgV3YWVs9j4xPWko29HaBXMi13KzIm9VJiTfKsijMfsQpid5K12PttZy4aWEvH6wKPv4m2HXuQaV6KGAzwaUFBlHkcE6CuY/Ev3MEvYRkfXTcSwcbRqzMabWFcRYlUkwLsaq3hoMsnhXOk8/mRokmavwTX1Ffh8PrLZLIZhUFtbi9m7HbS54ObQneNdrn8qjXhhdYRvyGZeTWX5QFP1/zNXj/8sfjE8yROTKVZGAnyk5a+jcesk/nM4Sb7+i5F5YZBidwKAXGGC8DnNKH9mbdWfQm3NxYyOPkChMEAw0I6mvX7BZHBtPU68gNmXInBKA+qfWVj/ephTF2LXYIKxdBG/lWfIiDIEhL/9EF/+3gIUw/iD633jqqV844l/ZMS6E6+/necsgYNEFbChrYq1s2Jce/Zs1n/+N8fWUZCkFnwfv+Hwhr41vEcKDuLwd+QYy9VwWO5kV6WHzHgpNfHKSJKcWYpS9QLHo1AamgJdbhXt5hge1aFyfAqpBHl60Rt5PFJLyhshCCyWCpcpHh5QOnjDi4+zfKKLlO7j35ddyQuNy0oNAShoCP4BLzkKDOEy/DtV0nk8dLo1xNUQqLCnqo3dNe2AC6NX8pPwLpqVlxlyLkKWUyYpJO6xWrPStvLyuJRHTurUItiIQRUK69H4CQX+0OMsXQOn/LYeN2fwiqlyrnWQ/W49BCtpUpLHlvUkJtDtEvEIWC5h3z4y4Sx57yiqWgBHR0vOJVOYjRbYi89UWdffT+tAiDsujb9mv4onQa73ozjZrZCvQol24GTbwKpAa/sWGRdeGLscK3DU6uWogbkkGT3AY7k57PALXrZbiWdKtjFCn0AxhnjSaecDRKknwRhVbPZLHg9V84IzA3tyGUZ4OwGpUax8DkUpoJlVfNAN0fKCwqyR0m5eTfl4sV3SPmlh6pD3wLbZkvHgJB7bQ122jtHgKEiF+yPlxo+y97knupeNT+ts2OnidU0eON+HGynpx8XMCtAFj565gdY9h3h6dRyUPLJ8S+iui6UoqHoK1wziujaK4nDIMPhkZROHDYlr76CmUMuAOoLE4Q2pAjPLHbsXZPL8IlSFpVpsC+jcYYexj8p2oNGaW8eU9hDfG59gnmkRV5Rjd6MQBiPV78WZ/h45BnkicgBTOR3bs5KK+PfwaT5ybg6fVkms6YMctBSGKuvAtUHm8DlThEbvQCp+9kamiBpRrGIp3ZqIvAXLvwKkZEdUsGHl7YSsONbE51AoHbsic1haFbguu7f/kLO7t3BRLocLDGsqh5XD5NQJDskAEujJm7TrhfKLCOA6tPlUfrJ4FppS+lf3LW1jw/ZOxk0bU0JXroCmaVx55ZVs27aNGTNm0N7ezvreb7BpahOqPUlTxWJqlSZ0mef6Zdfx2ESSOkNjefgPG2ZfUhPlkr+CIvvRosVXe0YZN202T6dZGfZzakXoT694En+VOEm+/ouh1QUQhoIsuig+FaH/v7MTCgbbWbXyXrLZLqLRFX/0rUwI8Z+KukkpcZwMqhr8ve1ftLieu17p50hX5ljsx7FsZKEAZfKVTh/kyJFvompB5s39ErFggH9+0ykUrLUcmcgQC7zCRMakQlP5YHea8N3f4Mg3TL634QI+PBZDFQXe1PoINnDfxAzeK0vnbwkqDxEkgcuNWy8kWCXwexRM26Fomhy9tXXbxNLKRNN1kAKmpZ/1z22mysngFlz+/py/Y9gbhhNsYRwB47JISnqpySUACFt5lk5080LDUqQQHMGlriwZYSMZPWaidxwTMsSJCUx57Bwq4Pr5mxeHOK9/Nym9k6+teCudsRm4J9TvHJ2sX7ZbyUsdBdilW7zVsblABpFSMqzmSx2KAFiACWU7ofmJXvLVEYaUCpLST6Ggcvkzj3OhptF70dW87CyhoEg03xGakqWrOBaBfS1w2VaXQ5VxNi8/fvy56VOxijMRycV8cvNPWDKZATL0typsWnr83lYcjRBFfMnFBGSBnrHLEGqKqtCrKJafnJ5DDRzBSi0D148icmBMoQUPYlQ/yyEp6QSKSQsyywEFoRTwz7yVhKNyrRVicXwpO2ij19UJ6T20OmP0Vj9OW7qZgOtjT9Ue1OrNqI7G7a7CPxjHtc8E8NslGrvmS3y5esZ84xQMBZCYqklBO6qHJY+RrqOX1hg9j3urVvLgWS7v3v8ojcPjDETmlLdbKpQfq4vx8/qzqKp8DsEwruPFzrTiCRyCsgaXomVe0zByWKknLdJkfeMYthcrvgorO48O9VHOZRwfEBf+kvm1aiGkoM9azuykTUdolJy3luaEi1oBrWXz6Jjr8orXT97bzmNVZzHlayGYnYluDyJwMXIvYOQNpC3JkiUTeTMJo52hTBLbV65vUjQgjOVdgpK8D1tESY5djfcAAQAASURBVFR9lJChEZv8MVPFKVxPU/l8lU5SVvNj6z6qFIM8BlL4kcH1bKhbyAee/BUDE3u5Qghc4JPVlTwR8BOzCpxboWPlPehC8L6mKlaHr2T/1H4OJXppqDyDL6xYfIx49eWKvGdfD3nHJaIpzPF7+Wg5GlRfX89ll10GlEjLjad8mZ3PfJW4Zwa7PRfx0ZY6/rGtgesP9PHrsR4CmsLn2hp4R8N/rATjvxOWlFhlnURLSnLO7+vBSSnZnc4R0VRm+k/qdf014yT5+i+Gf2EV7mU2Zl+K4KmNiP/HXo6GUf0f9lr8c2HbGXbtfjf5/ACR8AoWL/42otzZZI1lMZ8b5PbZjWxa2cAdv9xEOJfg+hUx1Mjx1Oehzs+TTG4HQFX9zJ/3z2zrjfMP9+0hU7RYXecjdWSM8wYGCU8MYg/uASBo5fCd/Um6E1l6qCLRcxGPZsNciEMTKioQRuFuTI7kFeRAkkUNYcYT/Yznosf2/+79DzPmr6QvXEdLepSXFrTjKAFU1yGSSjFphDnvyIvcMf8CZPm/BfUMw0aSb2dqWRmYZF9tC4GBHCkjwKPNa2iZHqYQruFhTeFRChyCskXR65HfE7ogxdHr76LHnmbdaCeRYoFIscDFfS/TGSsL78qS5OQ8RWNcSiQKO5w6vA334g3v5QE7SEvPezmjc4AH2+qBGkBFCe0HsxK3GEAgaWm0CKvDZN1xnjLnUGWW7JyKhkEkso+xYDd7HAXv8HlcP/Q8CmCqsGAA6qclZ2lJLGchWxcW8BdqSBdnAmBKP74TUqyrdzTzfHgFsno3hneUoO1Hb7iD4enTGc8txKMm0dtupiAcdFcHCXp4H0FXEpteTqrhIT46cRXe/Hy+aW5j2lNKA+uRXbjFOqRZgaf62VKXpWozqAj6asYRaj9abiZ6egGDFXvQRJoxM8i68XUYtkFRK6JIBVM3+eVpCnndxWvCL08vdRCM6zoxo8jS5FoqipWk9TS7Y7vJq3kq85UkjSRSugSKAVJGmkAxwGR+FranAjzw29YVLPT8hr0V24maEaoKtSgoDPmGuDA/A+/kWoYzYzydX4VbrMf0DOKf+T2EsEvSECeomST1JKFCiOXp5UStKFmp8Fywg5/ERpnKxGi0BC+7y2lNeon7pghbYerT89lblaao9qI4vXidWdQllgADHI0m7jIifHH2+3CNOrTCAfzZl3GEjsBGwQGZQypg6c3kQxeA4gW3gFLsQ3GmcdVqXE89il1SZc/GrsH0zqcbuGzuV5ge+Bq7k7+hEDwH4eaxtFp01csNM2cgIm9j2+g2akLtPOxcyk9Hk+CZQ8jzW75XEaHCddlpGLhCMFmYxM2+ygvrL+au4SluODSIoQhuXvgJVkWPy6ZkHYcvdQ3z4nSGw/kSoW7xenhoxZzfe0G8uWeEHw9NYjou+dBbj3lJGOVx+FC25Giasl2emky+hnztTuU4nCtwWU30mI7YXxIzvB7eP6OaTfE0C4I+zvsDelyfOTzIz4fjBFSFL8xu4OqTpt5/tThJvv4bEFxVB6v+Z9k1PN85zu2bXiLo1vPG2TuIT79IPj+A318yuI3/shNrKAMCzlimc+GHTsfbVqqHkrZL/O4O7HiRQHQVyaYS+ZKy9DZ+16sDJf9GYPfoMEP+GNQfZn7Fs4R6SoGBvNDJuS4ShV93Xca1yxrxxuJ8LJ7jfL+f9xZUcGEK91g7f6E4xeVtT/Bs/yr64418cP9DzI73s6F/Oztq51LwqlS397LIM04xcSF39I9z6uAurup8hozu5ddzzqIl1MsHl/6UqJFk18RiNnVdROz8uVzfcyFpPUBR8+BxbL4gAoDgbqYYw0cp6eMyG+goR67mTfXidUxUx+ZA5UzynhPq7JQ0vopXSQe9kAZT17GqAhzrkhSC61yNq4SXF/VOBkSWx50Kxr2DJQKip/lZ6HGWH+zkXzo0PrHxQjr0HPb0OpCl/RjYeMu1bQHFpklNMVlVgbLS4Yf+i+icXoYnY5PDIKOpJLweYvkCddNlEXvAazvMio/SV2zG0kfwKXHybqnT89sLL+eWTf/GqD/GN5b9DalCCAbWUax4lmLN0+CbQnpT0NOG63jQkLhKyRAaF7w2XJjPMurvYv3kZZyeLnXNrs8s5dFYySInbAc4W9nK0w3TZMsBQSFKUliKUrqHFO8w1VaMvvK8awmHoBVk5dhauiPdeG2NvnAfh2cofKOp1CixIAf1uQomPGmWTa4m7ARZRicrnb1MDuvcrZ1BwK4ioSfYHdtFc7aFPbE92AKEdwIKLYDL4bYpuppSlExySnISQsLi+BJ8Tuk6RM0IbrH0/LtmE06uGZ+/C6vUUolhCxqyM5jyJkh5U0TjUQzXwADmiyQHUXg4XCYfbicoUJ2vZv7EfASCojiEVCS2WsFj81qZNdXMWOFJWtwiRSDpeqiY/ApSaAgcFFky8vHbEebH5+HisrNqJ5Z0QB4VaHUIT30HzR4BFCxtBrpdsnM6Md5iGPVEjSh6cj9SGKwIwGRyPxP5CZ5MzOLT87/Ie896Lxft7WU6ezzyqDhJbCH4UlUMVagoUlLpq2RDywYUIbhrNM6RMrH63uAEt51Avj7dOcg9o6WXiJLHCNR6tGPEy5WSlO0Q0VSemUoRt06074L5AS/XN5ciZNUnFNAfyBaOqfA/NpHkhkP9xC2HHw1MUO/10Orz8Jm2BhQh2JrIkLYdzq0M/7fWgX28tY6P/xHrnx2pHKaUmLbDM1Ppk+Trrxgnydf/cYwm8tzy9GHqIl6uP2cOqiKwHJfPP3iAnkkdVZxLpS/ORe0Tr4mwSbM0oBUPP0nmsUcRKsSuvZbqD11HZusI+X1TAHjja4nM6cD1qNy/7zL279vPytoQD2uCoi0Z8leCEMxb2EGmvgCKAuNhvhC5grFMkcaol9PmVPPJKxbxtukcm57exuGpAt8f1mjGYUmolxeKIQJ6lrXVL7G+/gUWVu7m0H3LSWgBdJ/Jv51yBZuN1XjVAje99A2q92T5++W1DLUv5smmFdy0+VYqimnOaHiBC+qeo8Zfql+aFennp7laPLlZvN8n+XLZUfE64ec0xYOCwE8FD6j7yaBTo2Tx2i10lGUX/mH7nTTkStt6uHU9P1h0GZam4vMfoUWkWDJ6Krl1rbhdgyihKmSDh2MFPMAkgr3KEIfUIRBwrsjTNPwuvt38PZLTq+hPnckX1oxy00s/wPXvwx5/xzHihZLB8nUxIVLUWUGS0keXU4WN4KctF/NcNIcWuh3LrMIZeTMIhS+svo6rxm6jo9lhzkiOtV0m00F46Mwpst44KCA8P4bejwMKR8L1HAk3MOUNkzSOTo4KrhNCipJQrqrk0ZQMDYFdTCsndIEqkM60c6/ayEqZ4dlcEwfJc6ma5i1T52MpNik1y4Z4K/2RO8mq5dqWE1LDRz/qwuTyZJB7vQFSQmcqfi7POA2QnsO5xSoEsK4vyi8XHkRqJi6w1EqxcdrlO+r5THgTGDmN0+VWqknQAmTtDp7hNKJWlJWTq4g6Xt6WOcRtdSkO1j2A4h0qRY2i21/zPElRkpQYDAxQn6vH63jJ6hmCapyME0XzjKH6BrEUhQ0TtcjCYnyOD4/0UFTytHueZFgMkxNNbK/azpQxheoKbEUeO28AKT2FqZj0BHsplElouurj2MZM9oYsPqoP8r6Ju+nSdO4IS4K2QkYvPbOOUtpQ2/QsGnMlcVI7UcH2yqcIpO7HNOYTyB5Gt0bKl8vFY/cd+4/B6TtxtFp8Ik9PyqXCCFOo/zw5tYb9ShE5eQOaDNF8ZD2/3Xc/9xkFUi09eH1zUWWeXOAiCsGzUFLTIGHhjLfheOq4qG4WpzbOA46TIhVo9XpwZElxTwhB8gQyNdvv5YKqMB9qLtUOpmyHjbu7GcibrI4EaPMZ7E6XGlWOtrDY0uXf+8f4u9a6Y/6MAEmryPf23M4752/kufhx0rY3m2dHJo8K1Hh0XOBrPaOY0uVt9ZV89QT5ibhp8anOQUwp+XxbIzP9f7j29b8Ky0N+DmTyBFSVsytP1oP9NeMk+forRDqzj6mpDurr34im/dc+QB+5exev9MZRROml9+Pnt+NKiVWuJ3CkhidwLkuXnIuq+o+tFzytkezWEQq7u5Blfa7cK68gr/sgSeNl0rUjBMeWMlqQ3LL9PejA+wdtZhEnEdJoCfnonM7htwvkdB+JqQiyXiNzic1gbhYHX2gAF2bEAnz1yiUAhO/5Ket//GMWWpKfzbuAX8w6FZGuR6ISUy3OqH8FAE1Y3Fd5DrXtoyxe+DIbtV/SOtrDHQevJrzbYdqKMe4tiZJO+Ct4YuZqXpqzgr9/4TYa3DiJtwtkWGI7Cp9YdzPTYyto6bmCo1GpGIKjZcwGGnudNhwKjDgFTtU70YuLsRSd4UAVDbk4Kd3Pruo5hM0spu6lReRI5Zt5ThpUyRBntpX8Nk9zpulWBtgtg1QUHC45vJ3elnpkVckyx0BwZqGN/u5/4EeOAWgcrPTy8dM/zOFsAhSTWU6AJag8Y4whm+/mZVcQGbqUcMFPlBQLlV6eF7PwxO5G0dNI3wBabiZ2cg0T/kpunfmPALyw7DHuPHczAkmoGAZxtDBfUKorMxBIMrqXZROHWT5+iH1Vs7BUHdf2l1v7/Egtj9H6A6LOFIojmCp35iFhRqaVefkqUCyesX1ksXjc6OETqsK1Y28koWWw+SU7MNAdHUu1QIpSyZRwccupIEM63Fk7wZQvi8/y4gtvZxyXZZm6Y/YyiWgtTjGJovUSs23OyOfRlAIv1b1EypMnUgjwgfEi1U5J263PmOaoPWbQCRAkSb1r8q5JHz8P1jHs38U1cXg5X2RA04jLEEWhIvU0IJnyxdlU9wzVWS+V1gxu3P8AYrqAoQ7x1TobTa0knFnHiUOw4frooZVTjCf5p2gLGU+6HOY74YEtf7aFzVMNT1HQCkgBEoFUSq4FjqYz5lnKjbFNWIqFqs9hOvRW/NnHsMxXQAgcbEzVwRY2trBxPe0UfCn86cfxpx9HcRTc12kE1Kw+HK2KomPTnzhAt95Cob6UrptyDUKeNoJWDbFc6WUlVPTiTw9hWh2lOrPCQZIV72S66lN4CvvZwgoKBdg/YLKn0M/b62N8e0ELt/SOUaGrSClZv+UgQVXh3+c38/cz64hbDjaST8+s57TY8THy12PT7Cgr32+eTvPkqrnMDhjcNzrNtOWQsB0O50y+0zfORVURRovHrccyhSlu7fkWW0de4COnfIdN8TQTZklDznJcHCBh23Rmi2Rd99j+dqVzXDejmjfUxvjM4SEenCg9K3nH5Z5ls//wSfwvwpfbm3hzXYwKTWVW4GTN118zTpKvvzJY9j46Or6NbccZG3+YlSvu+S8La0tHkpwqDVSuhOFU6Q3R0FTef/osfrN7mMaol09ccRFHJjM8vLmDrGkzniryxuVNLHrLAMnxbrzDAgUN39IldHX9KwPpnyEXQzJ0Hj/vuoSuKYVzdINZ5XRcOG0zIyLoBHK6DwWLXYXT+fCcDUhnlLGx86kK9pMp2mQKFkcmMsyMBUg+9Cxks4SBVeOHeGTWqWVZUzDz1aiTi5iu6OTXhy9hkgourX+MSl8CgNnRbiqNOMRsZqZqWe5IOoQkJ+A37eeQQyPYZePPqehfF3Str6LuolKNi+vJsrn/HCjLK/xIMWmyXWJWgSfdHFOBEOAngZ/7rUDZxxG+tO7dnNf3CoOBKsYDMWJBk5V6D425+QSkn5eExb3A1WUpjLwbZK6RpMHs40AmxmdnzCGWy9KU1pjtD7DYbSKiPsrfKr/iLarBp6z3sVOZQ0dlK2Qkiz2dfNGppxqNi+06vmS71JgeDigWqeaHuHCqmmCxmbQbZPpogb6ro9peFFHAFEWEHUQqKubkRXiLEa6wFEzFpDPSSVe0C9U3jqdqM7GhmZza18eC6V506fLll2/j2VmL+O5p85CR3RiJldTZCoNVO3H1FHWWw7K0xoMRFUc4eFyd+cUIMaXEcJZrQ7xgz6KAxk0Nt1PhhvEWvGx8Os558SD2kgJPrFQQQtCcbuaT6W18tSbKsKZSVwwzbJSiP3m9AHovfu8INfYZSCeEBNq0V7gym+M53eHGqTinFIrc6Wsg5Snd82lPlpujtVyZH2NI0/j3sMuCxBFmZWaVuvmI8n3vOoJ2iPkJHysTaS6WD3BtYRIJ3CNX86ni9VQ1/zvFskZX9XSBrz8VJ3PKKNagn2imlAK+7gWXzhUqx03NS/6KOTXNWvbxgtegmjhFqZVSkyc+/uXPjupg6mFUt4AAbH0G4UwvttGGKcbIm9/HUSxQwHEOIzK3UbSnjr00SOBgtJfD0SM4wiIXKNKY20dGugRcSdHVyZ1gVSQBx5iHWuwgXXENxeAZIC0CyQeIZJ+lxlNk0PZh5TvxFPaQVpqYCp5DTSZJUk+S8qQQZebok1MkhR88VaAuotyYzLTjcvdonE3xFDO8HopS8r6mam7tH6e/UNIi+97ABP++oIUHV875g2PakqCPsKqSchwavR5qDZ1Xkzm68qX1j/LJo6c1oh9nmJpZctcYyY6yPOTnt6vaiVsOL06nuWc0Tq2h89GWOh4cT/BqKsu0ZZN2XHan89zaP8EbamM48jhTdl6rOvPfAiEEKyN/uGvzJP66cJJ8/ZXBsnZi26VUVaEwhOuaqOqfH7qeSBeRSGpCf/qtZ/rBLt6YhntRCAU9fOzc9mO/veuUVt51SisA4+kC7/3pNgan88d+3zuY4mvn3kn6nEm0NkEwuJzvWGeyquMLzAiUBv2JykF2dbusrouyYk4N/U8P0eTAVFDjlLV1DOw8gMft52+WPMepy95PTdUGUgWbt7bqxHMK33q6k33DKT5y107uWjkL9EZQOnGEwsFY6diCQAWCi9Dp3fs+vqYmKTpeEHBgah7LqvcS0HP4hMOn134dd30a87dX8nVPJYn0KNkdPybuFLmn/WxuX3ApNflprujezI7iAk6xpzA0i0lb5yGZYh4VXIxBRTFL5fP/ipGd5HJfBc+f+QEmvVW0KFOs0IYQwLjZwiy1mvtaTyGnCAQOs5Q+ZrsRQkqevdpBaoEGu46fOx4SwFaZ4yyRJ8E81lWF2OYMsj0ylx14ePP4AG0BH4bxEH59kgrgWvVRrpfXlwiohGuGAlRXlx5pxcrxuQEvu62lTLtt9KdOxfUcQCom7Uqaqf6N9PvGiXrGOce28Xj2cggfOyv7Id+AkV5Am2cA1ZqFz/UxLzGP3uAAtlZEVSfJiRVsqQ9x4eCr1KUnSfgMnl0+Co0d+B0vH54+i1mZudwamGbQM0rWnMM2PYMjSqksU7XQ9UmwYkgJeaWI4h0iGtmKlZlLSNpc8arC2gPDKMCbMoLNCyU+KvnY5EZarHdza34Tv/YNM2XNJ1fzMmNKEYEoCZOqRWw9i3DCuLi0WCqPV6WZ9hh8saaSx9IGPeYisA+CUmS+WcQ25/GpSo2iaoKw2RPby+5wP0LYzEs1YysmVclS6n3IYzJAgVoTbqiuYrN3Cr/1XTxDF9MSfRLTGeQNu2zqm3JMKzb7Ah6iGcjrCsloJVG1h25OIeJq2Ai6fROsFtvZbbfzm3Bf2dvxtbP3CRlXkFD0LcNT2A9IXIKs6t3EUvlN3pUdwhYO72qoZVIp3Q/CTaFQPEbeBGCryWMF6J7CFuIiA0LB69p4VJeEPpt86AJ8qd9Q8J3KeaaPt08eosPcwReDZ4OiYQXP4CfT2xnf8xV+VrmBAXMrk9jgjvDYHEHUWYWVv5tlsTUUrARpM838mtO42ymlO021Eo9togqFvFo61hHTZsQsEdVbB8apLhMkFXg5keHKnV0ENYVaXeeLcxpfYyv0r0dGSDkOfkXw0ZYafKpC4ITfZ/sNGgwPp1QEmRf08fW5M5goWowX8wTSu+ip/RxHjEY+fKCP7yxoIaJrzPQbvKPxeCH+W+pjnBEL8dXuYe4aK9WeTZdV8L8wu5G862K6cGNb/esNvSdxEifJ118bDM/5qOoBLGuSaHTNn0W8pCsRiuDOrX3c8tRhXCm57sw2rj39j0tLOPECl+LhUjwYDRVUv45CfddY5jXEC8B1syhqFAC7BX41dhYP7xkhP2Mul7UNUKGqnM7prPvgeuY1RjA0lVcaQ3zyzj3szKSZs9/hsY9fDjIPvJ+9QznO/cITmLbD/Powa2fGOFrakSrYKH4NY+mb0eqW8EPV4ZcVpcE7A1QCu3F4BYeNToidOHTg8sroSvZMLKA13EtvspVKf5yPLPs+jt9PpSPwdjyMNt1LBLjq0LP87bk3APBk82oKPp2xrjAt4UGeH1hDyoliIJgtVOZnpilkSzVttflp3ps9wle8lcxRJ4koRfyuwXuowYeHh4VFDolEpcOpZoOaZJcyhSFKf65WSfFDuwhCoS03wavM5iNqiB36PuYYFjE3z8PmAnbjEp/YR2OtwTIvuA7EixE01cFCRXUdKg88gLMszAPBGLcpIczCZwFJEQMNG89RsyQJwvVjpZfQrg7i1Utkv7/ucTzeSXyOQVPlSxRticy2IlDwOl6K/dfiVGynOHkueU+YlAc+cuZH2JDZRcrro6/pWd44cCnVTpgBYwzXG2GfrwcUh2S4mxv730X9WBM/qL2XncFD7PWMUp2fQ0566CfCqVUPEU/PZX96NSoZNPFoSZpDSjTpY83IqcywFqFJD49GOugzshjZKCoq68dPocazm1HNJOc00eObPFbwrqJwc53FpGGAhITQOCQaGYwdAM1EODqfHx9jSE7jWsvYUbMNW3VxBGCUrnNncJigdKk0K5nwjtMTPsJLMsopOQ9bfV6Kqs1C08PfOfMITazkgBjivNk3YGsm36uI8tJVCpdvgUMNsGVhEmQIh2FyYyVXAtW7hYOhBgxfN98aG6e9KOihno81gllW+z9q+QgQK8Q4fyhA1tjASFU/G8c2cXu4jtOTI9S7pSjPh6aT3NiwEuHmcZQKFLcDITmmOXYsoCZLT5LPdWmybYZUlZzq4LG6cAp15KNvpDLxG27s76a1OMJp6UEO+mdzf/U5nNpzmPDUAO9b9g36fI2o9hJCEzehW33o+VeZiDahGGcyqMT56MqN3Nb5BBqDrAj52J8x0Yp5Ltv5PBL41ZrzsMVruwpztkOv7RJWBa50GCxaDJ6QKvSpCv80p1y35spjRfo5V3LH0BTrIkFumjsDQyk1sXxxduNr6ryemEqyL5sn50iM8HUUy3z3sckkXbkicwJedqSy/Ev3MJoQ3Nw+g2a/QZ2hU20c196zJZiuS4PXwx1Ljgsxn8RJvB5Okq+/MqhqLfMX3I2uFTGMP94h6eYs+n6wh8xUnoGYzuMhGE+XBp9nDo3/SfIVWFmLPVUAAYGVNa+73KrWGKfOruTQaBrbdmmvPMI75/+cfBZisTOJRldzWDkLZU8nTw+cxfjEKv7N9aObUfTBXozrS11sLw4keLlYxA+8e9Rh7NZdRE5tJLC8hht/8wr5Mts6MJLiX5caNPU9zkvNy1m59kz8y2qw40XskUqePzIEOZMQ4EFQ8I+S948jJxejIbgZH+8nxwiSguOjIz4PhGA0W8f9+97F6Y5OnDyVfg8NlCYh54RWcq/ussbTyZP9Z3NiqOAGvCxBQ1a0oFbPw0kNooTqMcOrUVxJxvUgFah0Q0QxcJFUCkEciR94n6yiyq6iQ+3BUpIIIOkGeFv3i0xpOld1P89nNryHH2q9LFFKE4wfE69rYvtibKqYwUtiLp9N38HiwW72zjoLx1VBQI1VwFtMM/7SLTx2+vtIB4++dZdr91DocSoISYuk9HLYLb3JO9LFlTDh+BkfficuCtHIbzlLeZVY7mJCVitxJYvHhpAZZKz4RtTAQYR6GDu1jBl6moaQyZtefp4x5zxW+E/Fi85YIcE/qXFc14eiZMA1aLZbaLRquTx+Nvu9h6hLNfO8XbpH/WaOw50bGKtwMOrvJG9H6PbMJJJO409N8lzTCsaoplIf5kfBF9hbuRdbsakyqlgzUUkQl9XmFE+ZZ6DhYb5ZTX+wH8MxsBWbaU/22HWsy9YxMz2TgVCpe08IhyHVwxNakL0Ve7lm2mTIW+R5eymZcA9CccAJsDo+j45oBxPeMWzFxUbhsOGh2bY5qHq4aPoUZril+qM2EWCbN0S/T+HxUABHCO48R1CwKlCJlxpag10w5hAii171LJaR5LxUhrPzpVRiNQNcOL6BZ2N9pPUUPlNg6gqVZhWrJ1bjdQ1CVoEzsxNcJuP8KFJJv66xplDiU7MtwSP9R7i1ZiGb3CP4XIMG0vTqGhlFPZYG9Jt+WvI+vpTZx0zLYpvh4QP1tSAERn4XljEX1cmju6USBQWHfnMz4fHN7PNpdAaamCo7azhqEI9ai7QG8RT3oY914KgVZFu+xHWHJkGsZkdxDm2J71MMXcMpR/YRLeRwEeC6UI5SrQn7afYZdOUK7CoXzOPa8Dv+tVnnePH9WG6YpT6LqWKpb+WlZJa37Opilt/L3kyeNp9BwXWPmXBnHYev94yRK+cHiycEGv2Kcqzo/8vdI7yYKN0//9Q9zO2LS3IrM7weDHF0PYkr/wJ5xpP4H4uT5OuvEKrixeuN/cnl0puH0EdzVADWWIGirmKoCi6SeXWlSUBKyfc2dXNoNM27TmlhRfPx7fqX1eBbXJqE/5j+mEdT+Nm713Drc938cPMRXhmagWleyvXLb0PKNma2Xsf7miXjaYvB6Rx/ezCIXtYqsCaPR8zesbaZpw+McdGExRpLxR3MkHqmH2NJFXNrQ+wdSpWP2eGRTbdx+a7nOW1kL60fvxghBJFzSxpYFz0q6Hq+nw/hxQM8XKiicfFP0ezVXJ3UiUrBHFRGypEeL9BetZe3zv01XsXhYPclTOQqeXTxBi4QXloZwp8rMCsxiKOqzItO05qfZszuZ5/egge4CT+LyxUjQtHglA/Ra3cxT2vnblHARbLVaSVvqxwE5ib7qNrzS26y8zw+73xmNKzgLEoTR4tWwT+4Lgk7xJgbZGX2Vd7Z8xI7amYzqRVJmM00eIoEKJIpaDQnxgmYOXp883Aw+I5yDd9thrfJCM/LLMvUAu/zVRA6+7M8kR9G8ZkcN/Y+XjDU4dSScPwnfCfZ6TZjiDTbPDpOrhYfBW5P7WCumCDF/dynBvC6rdRRxTJfD7uMF8k2bgXFIRDYz7r4fBbt3EftxAQ69fjK/9GLhymSFEcvRw0epDpfIl4uLrN609zwaiM3rymiMkI45Ud3bEaD1WCBnVqB0XAXdvZc9i5dgkRiqWmq9CFEoYakJ4mt2MxOzmbB9AKEFEzoKV5yG7BKrXx4peQsdwe31R+koDkoroIiBV5HY1FyNrVFndb0TBLGNNWFMLUFl3fqO/mH0SIBV+JPSx53pvlKfi1p3eKMdBMr2M/GqRG+G9N4RSulAMdVjS+OjnNvKMhufwfrM8sIuQF6fYN8scFDwNWZn3coSC+z8ypPxKaPSTW4dhAQXCReokNM0oOOrYhjVy6Hj1BxBvV5k7Q3Td4HSJdx7zgpLcWe8B5c4bAwXiDo5PhYfJIvVzXRo05iqg4ZIbh5cpDWVJFXghG+PTnAQrNIt+7hPfXVpFQVwzY4f+R8TpPbmFtWog/K4yE2RWbwph5jouJyviOHeOPIz9kRnEWXmkZ18kgEN1Q2U5vtRPrbqSwOMRpYh98ZRbf6EZiE/TOI+mIM2KWxQKph+vRTANg8eynSlTQmp0oErAw9t4PFWpIBcVb5VnXASYNSkk4IKIL1FUE+09YAwDe3f5P7Ou/Dp/nYOOfT/GS6NM515016CyaWhOGixRlbOqj16nxnfgu/nUrSVzjB17IMv4CvtjcRLUfIdOX4cflOGCfXRPxENI0Jq5QmPeOVDjatmf+aZQCKrsvNPaMUXZeP1EV/b39/SXRnC9w3Ns0l1REWhfx/eoWT+H+Gk+TrfzD0GSGyAgISkkjaG8O8/9w52I7k/IUlHZt7tw9yy1OHKdou+4ZS/PbjZ6CeMJj8MdJV6ElijWQIrKrjI/fu4rF9o5QElgVj2RpAIxAohdhVRfC5yxYgHZehL7wMZRNqreJ47Vl1yMsDHz6VySd6sTcNAXA4nuUdt2zms5fO59F9I+RMF4nKbbnLUS9cxaWPfZNiTy963fEo4Kcvns/hgSK+npJp9ukqSM3mpxvmQ9bBGsnxqaCCtbkbG3irmyA/6wFqAqUU0syGV9j96scJCZfmBW9kgDzbJg4TNHNcPPoqS6aO4HcUlgc6+eC697BG6KwqPypSSiZEik3GAQhPE880MSGPFjELdotmBOB58bNIq8ArDUt4VfcwisOp0iU181GmWh/jOim4v/sixgZO4+4553AoOoMdNe1INU4RD4+YC2h2X+G7D97JqzXzaE/0809r3013tIlJVfBhHDIyi6ll2KgK6iwf6LDCU8lu5TAHjgYEyvOoRJAoq94fLx4SFDDYYrWwFo3nkcwQE7SIkm9imBRRpZud+Pm2XcWY2Y7fDoB4BSEkXmMURcxH+iK4QGjXw0ytbSCv+tgvIe5U05TLMekK0nUP8QvNIpq0OeOlx5jjM7g2Us3ArINc9uImvjv/SsaDleVDtjFcEK7AxUVBIejadAb6CVlBWtItDAWGqMlXoZdtlyqLPu63z6RFyzBPmcZPgbOyCn6muLkywpmjZxK0gzgU8cg43zMv5PKJGGuUQ8wSfcwUYwSc4rHpPysE89Qj/DJ3BEfobO1oYPH4ENG6AjfPz/MWbx3jHo2iqvANt46VpsNC53Geio0yoM7kqegWXCFIq4IDXgWERcaTRwoNEEhXpTDyZgTQr85mbvIQZniIA7pBDvAh8FCkzrOZzkjm+ENZ5tMHYweZ9E0ihcG3fbUsGvHwy5hFypPlTqM0iV6ULq13bi7BPo9kvllEA+ZaJmvyRZ4K+vE5PlSpMkgjWaESkA6mEGU/VIErPKSrPoRrtPBTTz8P8iSZ6KX4078FJ48UHoTTRyL5HZT8XMZCp2MG1qNZvaj2OF5F5yMLL6VD+NmZzpUO3s3jKqV70dZ0ds5aQE86iVBLZ1+TJlsyCtsTBbRgHPCBm8efvB8qryZiVPDGugo8QnAkW+Sl5BSPjE2QMlOkzBTFxFOsDF/D4VyBeX4vY6ZNX8FEBdKuSzpX5GfDkyz/A2QjrCrcs7SN5ScUrX9t7gz+qXsYjxB8ub2k5G+5kjfvOsKEddwHtL9gcePhQb42r/k12/xM5yA/Hyml9gdzBf729/b6l0HCsnnn3iMcyZt8b2CchQEvH2iu5bK/Aiul/ws4Sb7+B8O/oJLp0+vYvnOMnbV+brxoPmGv/pplRhJ5inaJCOUtG8txUZU/biYLkNs3SeJXh3HzNpl9U+ycSpSJF3hUwdpZlcyf9yXq69/8mvWEquBpDmF2JxEBjehlx+sfUqm9dBz6HLLSpuaMjezZZbC/9nEyQ6fw+QccfK48ZlNkI+jRG/Cetg51TiOT3/8+3nnzyC5azc/v3MMZE3lUKVCFIBYaxJ18OxPLA/x0+wAvDo4xGi8QBk5BJ7hoH7vSbVSFJ1GEJJevoFVoXIRKGyqDUuXu6nYKQHdFM7ftfpCKeZcTcQp8N5+nac8vcJe9A8UbwclP8VRkJzkFDFHk58GDnJZaxLPieGdYzJVICbZQ+On8ixgOVbNTmhRwubJyL6onSwhYUnWATYOnE/dHebplNUiJkc/gulksxY+dnUF33QyCwqGyfgVf9NYzrkb4MQUOUuQG4SXtemh1S9dcIvEKQX1ykstHN7OnfjZfjP6EWjHNY85abnHK16o8uQK0xQf42z2/JiQlZ82/iO7mPIM00MAYcSo4RBs5VNZ4DpORHp612ohMN6AFh6jN1SNcQUP7O/DPuJqedC83iBxpxyFSTCM9PgJGjiXqMK8g+UXlI3z4JZve5mZ2LVuG6fHgEyo9c+fxxoHnSHn9dFbXUMw3Ex9+G8803IdQHNpSbQQshYzI8kx0D7qRBMfL7HyAHA6qdDnk1NHvttLk9mApeZJ4eYZTUfOjzEu6dIY7mZOeQ9SMkg3soT52Mw35Ka7ODZHHT1rA834/5+dyJTtzKakWKQKKJD+pMWe/jmkbTE7qNDYWqKtyGC+npbpqXdZlclyYzrNGbGVjYx/zppdTm68lo2fYWrMVKWBU1xGuS8jR8WfrSEef4aPWq5xWTJHOVPI3FWAqKsNKgHY3ixQmTWoPKMf19apyVUghEVJgqzWkqv+OuBrjkpq9BKb+/dhyjhLi7enSy8kC0+KCYohDPo3F+VGO6Bo7PB5w4ezpKDPpZz6H+E4kwpgueMnvQwqBioZNCN0eozp3GBKvMDu9jNn6EX4VfgP5wn40awDFHsJVw5jRSyl65oBrk4teRdG7GMVKcNPEbKbtOCXiVSAycQvFwHpcTy2VruBsJ8dLcjOh0Q5kZAM5z0JsbzuObONYR6gaZH7zNShamGavziPjpajVd/snKEqJ7nsDPv80leYu1tQu4aa5cxg1Leo9Op3ZAt8dGOdAJs/+bIGQqrAmEqDJeO1Y6VcEH2yueQ3xAmj0evjBwtbXfPez4cnXEK+jiP+B7ybM498lbOf3fv9LYahoMVCO/OVdybZ0nkTPCJdWR/7iBuL/F3CSfP0Px7qL57Du4jm87XV+f/8ZbewdSjKSLHDpknq8+p8mXgDFrgRuvjxoJIrMrA4wnCwQ8Ra5ZvGLXL6sgYaGG/7gutXXLCS3bxK9IYin9vhA1tP7HdLpkn3QPuvn6IsyHOo/jbFcLeTyzEJBERZpqVGPwuWhIo+unmDB85dQ+fMiFGP83fk30mVL7kbwWWHwiGPy3EQjJHS0npfBTZGzS/vMAA9iMZWE54Y3MphpJKBnqPQmCMz/GUbnRnCCjAuXQjkalNUMhpvXUbn3bpypblp9YUiPkd+SRJuxnt3+OLlYFAA75+einXtZ1lzHVKSSUSRn+0dom3Mv+9ujtPwod0x2QiLpTPbz6kSI1VEFB4Xe5GvfkINWnot6DnLv3PMAGArW85l1H+AW149fCeIHGoBr8fJFcrQaI3y7/k6eEjZXT13A8sx8bgp/hY8/VbJOEoZkXmXJSTrMs/QpbYyZQZLC4AzjCAA7Ag3cvPKtnDW4i7d0PUVf61p+Id9ESGRIywBu2iEYLCIUQZQC88URegyX5j1vZjLUyKsywKX40X0aLZqP9+1/gO/MPZcpX4TFE11UN0hixShLh85jU2SAA82HyVvNFH3Hmzs62mazveVsJl0/lmsABlr0MfJGiTyMBjop6AXSqqChqNA6dAWNoohKHi8mp7CVh91rAY69IACk8XPIqKEjsg1btUl6p7hwZDFPVY5iqw6/CCuMjl1CXb4JRAFNPMPhqEat4+JzHC7KldJkOdeDK0s0wJXwjNfHHt/xiTvvUXg05OP65DQBKYgUPTSnW/BKg7AVpiXdQm+4t3QfKAqa7WMqNIQtBuhJFnlbPg8M8um4H12qFNxKNnttvlwVI66WOlk1R6Mx18jy+HIsJUdPqIPx6rNxPKVic782C8U1cMvSHQX/qeS030JxGhvo97XyyUV/z6lTLzGefIRIPsKGeDuGMspa7VFeqjqPn/qyJeFYACkJegIUCfPB/h/zrqlx7nTfQFaG8CVyRJbPprfqTILTP0YpOOSrrqfoaUaxx5HCh3S9OFotjnceI9YJF0Xo5EPnogiFNZ40bVv3EE5Nc5bH4MXqETLm99CbvnXUiptGj8BGY5bP4FA2TzyXY3vquMp+sVxnZeGhuuYqMnIjX5yMcWfuMD9bUjLgvncszsMTCXyK4IrqCFfXxzinMsKhTJ6gIsi4El3AzxbPeo1m2B9DtUfHQ8lF1QPM8OpU6Bp/3/r7HY7XN9cwUrRwpOQ9dRUwmvm9Zf4SmOv3cnpFiC2JDLnyg/PnzQ4l7Enn+GznEC6Sz7c1sPoEF4KT+NM4Sb7+l8PnUbntb1b/h9cLrKun2J3AyVgYs6PcftksfvXyE8jEN6gPjjA4FKah4Wp8vqbfW1foKoHltb/3vcdz3OrCzev4wxnS5vHBLqwo/MyNUTQU0m1+PtLVSf/2D7C0ej+fXnc72acVRiwbhMoEkldweEIt61a7EtN0mBOc5nDmuE2PCeyJz0UXRZ4ZOJMPLb2dlbW7AehSTXL7PkBrYoR1hWF6QrVUFNIMK7BgqhvsPKTzSMBN9FJM9MG8uSAjIAS+XI7zul9ldLSHtrM/wS1aGLXYRDKxiom5d/PCdWsY3x/DsAucMrmX61+5F2ezxp63nslOtYEXUovxUqToqCAEV010cWbPFl5sWMpwqJqmzDgbu14gtuxdrzmPQWy+QZA7Kn9Dl69UNH5/xbMki+N84L4ikUwOCYQm8tgzBZomEUIhqpgYRpoK+smLki9cOCgZsmp5qnkVVyX7UaRgtTWbHEUW5mO4upeH2UkOExOHXPVToGcZC7UyIqMA3ESBrxNEN3Oc3b8V6aR4ftUp6GGHN+x4hv11s9hcczaFwlpe8KUIRw4CTsmEGtgqazhiV+EKldXxHq6MzefXxQYOuHsRis0MJ88ObykCklctVrg7eav6Cj/0rABzLs+K9cw3DqMYWYb1Hloci+X5MFu9gpTHxlZLLxGakqLV/yiICkAgEShWPXn8IP00Zdehhh/n29EIt4+OMaxoTLsryMRMimeNEu+C/TM0fj27JI8hOHaboTsGg9SxUw/Q7YVm1cRrG1jCwpY2b06m+G0wQEGoqKhlxXrBIaNUI5dGY0PeJuTmmMDki9FKBk/oypudms1lSR+n8yssR+V2xeackSLfCS5j3KjCyDtc0H8Ouyr3EffkOX28ikfNM0kYj3PEV+D7EYO0FuTx6nOpNrdgVF5Lp/0s/5DexTw7T+PYo/RWNXN/ef4MOC5JM4kmkjznsbjK1cmWnRvy0o9le0AIiqF3EJbTOMKLOn0n3swmpPCSrXg7/zLwLLPzA/y28lS+2/zWo6MDZmAdAAeSWRZkSwQ7ZEKFu5688iJXV1p0ygCNhoevzZ2BhSRrO5y/rRNw0QW0B7yMFW00AVY5iz5slutZbYdXUzm+OzDOJ2fW85uxBHlXknclLnBOZak5YG7Qxz+3N7Epnub8qvCfTbwALq+J0p+vZ28mz9V1MZoMD1uSGRp/J/MAsCoa5InVcwHI5XIcHP2zd/NfCk0R/GLJLKYsh690DzFiOlzbVPVnR71u7hnllVSpEeFrvaP/7YKy/9Nxknz9L0GqYHHdz7czkTa5YlkDHz77/9+D4KkLUHP9cmTBRg2X5C4uXlLFrl0pXBcUxYei/scUlGcGbqAwkMaVBZZ0vYGHZ93DKfVbGMnWMFmo4z1nteFPS7yzp9kz+o+8O5zl0Z4NDCbryK1wYc0oi18+yEF9PpVCMKFMYBS9FPXScSxH4VPeDN8Pv0xHopnhsnXKVCFKhWcK0/RhqIVjx5PQsnyFLJ/vuJ/Pj+7HRbCrejaPnL+EwdzZnHXoVZ5qX43tVXl33zDK+H7mHjpEMhhksLqe5Tt3loQaCylWSgUPCjgB/FMLX/O/m0ODvO2sX7Dz7CZu3X4t8UwUBYmDAlIi1BySAIsr51OnPcHXN3+brroleKvn0le7iA41xWo3gCVcchKmxAAh/AQs/7HJPy2L9A25nJvJHdvvJOvxjOawtAPcW3sGu3wT9EcPEXZtKoevYNiuOyae7goFe8GbqHInqZYR6mQUyion51iLeNzYxaHwIWyPydzECiaFe0xtfVCdZmLyEN7OLWDlSc+rZ742ASEX26OxP9xKrryxjPRh4sFS4uS0HJP+SYoTIdyyHlVeStaNH2aJuICNmTnk7ADbRJZYaDv+qmdYlyvyDmULetHk8pFdvG/JCHG/W5apBRR4xvYwdyTHodg4DYm1VBQqyGk5lmZU6tN1zPPY7AklURSXnJYjZIeQSCaJcV5O8MGCymwLhHSotzrx6AlkFbxQ3U6f2orX6SKvSMzEAqRdgaZP8/bEON/0VfFMdQeO6rC9ajstmRYmc63cnNjDIjfD21NZJglyl38+z0czqLisz1skFQ/312zgHaOPAeATJhPacWX7qGNzTWE3q8lSQylqstoM8IMIfLnzJh73nItnKoUqDVYlmonJAgknD1TyiHEBz1VswtJrwHWpyqZYOd7EjtlemlM+asqJ/pB0WJaf5jeBEEjJqkKBFwJ+HARpReOrNQWK5is0Jdcx7Y9g6wLFtalNTzNnrJ9N0aWECwdQZA5kjjnxh7h67AV0XFoLQ9xTfxFxPXqCsTxkvD7GQxXUpqZI+YLkW+bxlXkXsar+bP6hc4AJy6YzV2BRyE9AVfnUrHoem0iyJOzn71pqSdkOIVXhrtE4BzN5fjI0hS1dEAoeLBb4dT7XOciwWYqjqQJOjR4nWEMFk52pHCvDAd5QU3Hs++emUvxyLM7KcIBrm46nfH8Xf9tSesHcl85x9Z5uRooWd45M8dCK9tcU6f81QwhBlUfja/Nb/sPrBk+oFw6o/5GY2UnASfL1vwa3PtvFi12lgvK7XunnA2fMQvsjxfR/DI5TYGjoLgKBNiorzzj2fUV0NW1tHyeZ2M7mgYV8/2fdXLAwwzvXt75m/c2HJ3h4zwhnz63mwkXHw/DutEP1wasAMF2b0CP1PFhzGuORWvyGjl3pJbahib37PkJYO0w4DO+puIdMnR+3HEh73zk/wPuZSpS1KXJvsbhm79l8a2QJI8EavparwZhcw2f8wzzkZrjlWGG5wrRZGkQf6r4Qr1pEIri362IywL/Pv5CPOGk0V3KkdiGHEit4qVlnch3YioeXBk+hvtbLm7s2s29iP33ZavbOi3BpZJjxZAUHYjPZpyiskQ5eoTCh5nh1dBn3HHoD4NCTn8EPu97Gm3o2kfYEkAicEyQsYsLGkTmGvVHk6X9PRWqIBbE2alUPS6TLrW6RH/j3k226g2XDrdTbC2l7YTdXTvUztrGNjE/QNj2Hvf6Z7KpsY1ZqmHxVgNYl72HEKHJj/TfoNR1sfxeqd4IJx2DAacSWIZAu8/NH+JS4hyZlBqFtUZT2VlyfC65EUVR80oPiCD4+8VYaxitIUuRedT+PCw1bSLyxJ/m7GR3IRVnO3hPADCvoAKqCskTjCrmNXquOMQI0KnE8okhKz7O9ejsFvYDXP0TdwQDSDnL28D5Ey9lsxSJl1gAKNiEK0xv4VvoQl+rbSiKtKPxito+p4PE0GeVmkIJm8oy3GlOMsLNyJz7Hx/qx1dSaCqp1Fl8YruDB8PP8vO43vFz7MvOn59OeasdLkaV2lgVuHlWxQYCiJI+poa+TXZzqdHLeUB0frI+SDR3CNSvQPRP80ltgbqELSSmiOOWbYso7Be4OfpIKct70cg7acxCAkVY5L9eCRFJn9xHmCR6qOpuIk2d+cgs7DYW4riJcH7oscsfwBK2OxYnVQhnPDMbVLLdWtJK0XiZfP0CFrfDlsRRxZy5baQEEeaOabOQqfJntNPX+HS2ZSgy3nXggzL2rNtCZaeGHHZ/lvrqzeTa2ngrdS49WID52P4tcnYw7yRHNYYvfB/4RXmquJBM+BRSFmaMDnNe5gy0tc3EVHUdvQLP6kcKLV23CFjq6LGIJHUscn2o8gF9TyNkujy5aS6SQRRWCTy6aR0HTOPvVDibLsjOmK/nV8tKL5Mb6Sq6qi7EnlWPSsqn26Pxj5wB3DE3hAoYQBJIPkfYuQynu55ZD8+iWx+V22nwG1zQdF0t93/5edqRyGOXre+2MajK2wyc7B+krmPx2IkWr18O5VZHXHSullHyha4iRsvZYf95k2rKpMX4/Ava/DTfPnUFAVXAkfH52w1/6cP7H4ST5+gtC2i7xuzqwEwV8i6rQ1lb96ZVeB62VAbyaQsF2CRnaazoa/6PYu+9DTE1tQlVDtLffSEP9lcd+a57xbh6KX8A3XtyF7UxyeDzNJUsaiAVK6ZOxZJp/uHcXoymTJw+MMqsqQHtdaULyLazEu7ASezyHSPZwed/T1Ex389M5G+ipaOSmxzu4fGkDhlFzLKITShUJ+C0sQBSh7ukrMZa18IIngfLLTcwtbuZT+17mnpVn85mKDdwoogSz9Qg3S0BxKas74XFMfFaePtnGrVvfS1IJc7RypD9Sx9+f+hEUXN5lCqZ0gU/LMZRv5G+X/ZDZgTFCh97Go7PPYG3rXOaMT7ByyS+ZWOOS+lKQuuwUxV2/oFd4eHHe+fycepzd7z4mR26j8sroGrpEO/YJemK4Ln7FJCFDOCj8m1vA9gg81Y18BMnlQEAoLETlIddDxDFZ3JMm3gizpoaI5nN8/M5eHj+9jV0ehw5/M58+7QM0pMd5X22K2XkfW837eO+vRrmn9VR2rC51XEkJbrm6Q5Uu7/b/ljO9e0kNdJIcjGIObuXVyzaSmwxTiMzgCT3PHHxEZamWLoJBOBhnjmcblfjJeIps9WWQHh9PLqtiUTpFfcGDgmRKLmZYEVzqOcIaeYhfuIt4ujgPvxyloL8AQMGTYW7ku5y1D8IzltId8xBw7sfPOeQodaS5QqObGbhyG44t8Bgu7UoR3fUx3zT53OQ0hit5UlvANmUBNQVBdwxMxcRwDV6p2sElQxfT4Fbgx+CtqQ3M5gB3h/uIFWKMe0fZFegiI0N8JJ5lXFUwJOzXDebZOl61iF+U6qkaZZzm9Hy6KnpxjRFcReGw6iHnVvHNscN8rK72KA8EFfZoKmGxDLc83CqigNcuRWvHFJVL6uvpy/+MjzecR13QICv3l66TYtFgFqkpa1kpgI2Ci0LCaEZXBxhwXyYmXSxNYVyFLaE8f5vYjMThnspTeXbeeWiZB1GdIxQ16A2lQV2KrWokA2E2+5bzpanLeGzmW5nyxI51wj7nXYarhRFWgoqxz6C6JRkYW1OhfA+nIz4uV56g01/SBEtXfhDLt5IPtM7l1okI/2YaLM4c5v6a80hrQTxCoCJxESRsF1DQXJs1Rw7QVMjySV8QIZRj9VzR9DSDQ1/j+ukYC9o+wZStcChT4Jl4inpD5weLWjmULR6VDiYvJfnQJaBoFLUYvTZY5cdNoaTdlbIdTMflhkMDHMiUavqKErpypWubd10ydmmLWdc9FjV7Pdw+OMmWsgaYAKKaykc7+jkzFuKDM15fO/F/A4Ka+nudnSfx5+Mk+foLIv3iMPn9pWiVk7aILK/4E2u8Pq5ePYOsadMxkua9p8/8D3ervNQ9yXee6SLo1biqZaIkPOqkSSRefQ35AlDF0Wqd1ypJZbM9bNp6I1OZNwM6iZzFwHT+GPkSqkLVOxcAUBxvYfLJf2PlyAG+u+AyAEZTRW57oYd3VL2P1KtPYuWHCT+kol6xjOG2XdTct5JQxYWIep2F9Y+QmNNN2gMiZ7Oqazt3j1/IVW6a+YrK3wjBXbbGPSrssXOsOfQYW+sWccATIKP6WBrdTUN4lL70DA7G5yJRUVGY7fEBefK2n47puRyIz+X0wBSzMRjC4duGhzMbFvPCvnFmvzTJGyZeQEVSWUihug5XDmylpnEZN68qt0C4bvkkKcS9UaL5JAlf6U1aSJccx1O3ZnlSK1BS7L8IyYR0ecaeZnFxB+d1GGTrF5NDJRUJ4zcL2MJkV3iCTnU+0VSChDeMz7H4qR2mRZtkyStDREZgY/Yl9lRfhd34MlFHY4Eyyj63nrNGd/Gmps24tmB8dwTXUhHkET37uKviTLp1AB8Zp5peZYpZboC0kuDu6kfI60U+OvQOxuUULycFufELybkGeA9TRylSkxY+HJHHEQ477WW86LRRwINaDBFNzcUMHwIBh1qho0VFKLtxnU4e6J/gc/YwP7HPJyd8ePDQq8zhxSPLmGMdobY9xVvTGbJFD0sKeeaWRWkvcMYZ4lwyagZDStYnsjwXVKi0apg0psiaRWJiGyqjHDZSHAjmEYHNKCj4bT+/ViMELIUHKnx4XYmVUbms52xCFQXezKOEyHBE95LTLGzF4Vg3ngTNivAL73KkGH6NH2PWD/WMM0QDNjZ9gT4qrRAeLDbFOpj06ChugmDqV6QqP0FCfztGfhcV078imlzNAbpoZpgoaTw4gItSPMxk3VU4Wh1OehPCPIxXa2JF4SW+HQ3xWKCLPiOF67TjKGEkKrq0eWt6AuE+ws7iueS8AXCT1HMEU5TFS8vjhquU6rukHiUXvgIjvx2kB1dfcux/nZ7czmpnH/965FucWbkSS2gsrDuTv503hzMbslzJNUhK0hGV0z+iIFWygbPB03Qs/WjrHjw1dXSjIIXyGg/xikKOtX1VPOT3c1/3GFKoaAIcYLBocf/YNOdXhenI5okftcMop6+lGsLluIaXC+zK5Hn33iN050xGzaMl/bAk5OPjrSWi9KuxaSwJXkWwNhJgY10lfwwTlnWM/FVqKqOmxZFyOvOiqggtvj/fGu4k/m/hJPn6C0KNeEATYEuERy0VJfwnIYTg2tP+sKK9bWeYir9AJLwMr/cPq+Z/9fEOdg8kAdDsN3P17O+g62EaG3+/j/KixXXsGpzJodE0Fy6sI+rX6e//MUPD9xBTD7OmrpWe1ByWtS7irLl/+O3va3e/wKXJafKrHQg7XOBqvAODik1jJOxRalKfwOq+H+/5NQTX/w1NgTCH8t+ByrJ4a8URRJm3yCBElozztsFfclfHVRxQ0yTdIDE9xHWAY6XobHuVnrYo+0ZmgRTMGRzh8ton2DS1noIdwa61Gc004Jc+GoVgCEmFJ0mLVqBq6GwAGlEJpV125A6wPzuf5cUnUMvThdcuErJL9WQz0yVjZcV1cIUoTTRS0iAln9rzED9uXcW0ESLhDZNQSzUoYSCGYNi18SM4XdHQEYy7GS7TK1DtN9LbWk/BK+ixYjy07jo8lsWGsS00dkrOm+qkK5KloZBkxuyLyFiVfJoCb9cinAvMTo3whd0P8rxxJhVqAbQpjPBulN4GOoZmoMZcHAtUJAJYYjUSKotiqq6N387zC88oNcoUR2jkzIGz2R2eZNRJceXkeTytjdJtx0rNCdMN2OE+NAF+6SEp8+hobHZqKHC0+xMs6RK2gnx28P2Y5PlJ7W30+mxsNc+Q5mEjz3GF9iK/5Sz2OEtJC0FxUGVqLMCumS66X5IcjdE2OoqcVzrN2bKWWaXr8OORcXJC0GGEGAiMMu1Jcrp9iMXONlRsVtg+7hDV6I7O6aOnE7SCTHmn+HHdiwTyCo7wsGjCy7i9hb3eeWzxLEXX+9np9ZLV+o/fzC7MSc1m0fRitlXuOFHDFiSYCHZUPY/IL2HAm6c31IsrvATcXIkeyJL1TZBGegOLCNtpTs0rfGJoCJ+d52lO4we+xZwmd3F1sRtN2nTFLicfugCERkZvxJIu0tPADaG9mFM34QjQZIIFR35Adb6awxEPn06Mc3kmi0OSuoP/yI2z34iW38Zd/lEuGvsNHaEVDHlrmdbDeJ0iubIWVyF4JprZi1bYh63kgABIycz8MIOqyk0Rm9DE10lU/A3D+UbWv3yAguseI1K+iVtRCtvxA4qbJR17f/kXQYWm8O2rruCzhwcJjSewHRctl6Eim+b0w7vB9SGUOqQo3TeuNQVaJQKY5/fy9sYqrqyt4L6RODf3jJArN0K0+jwki4L4ie2vwN50npRzXBbGBao9GjXlxof7RqeP/V7t0f5k7dZHW+o4lC0wVrRZE/bz05Gp8nYlv7NrTNfl52MJHAvm/9GtnsT/BZwkX39BBJbV4CSKWCNZAmvqcP+TNVp/DK5rsnPXu0ilduP1NrN82U/w+3+/uFI5IVJWFVvJurWPoaoBZE5h6q4OhIDwpbPQgh6EEHz64uPDx9DQ3XR134yURYRQeM+iu4hEVrF0xlUceOjT5L1d1Mw5n5aW9+LIDLt2v48F7Ufo/qCfQGuSN2UeYt3+9zLTUSHnUAj1MHzud1FOq6RSnc2R/PtR037ybWejH9mOHqxmX+98IpVdxIwkQillQs5sehHL9bB/ZBk/zKpsteB6NUh8yZ0oM1NcLe8nFkzw5N5zeMlZxvonOgmuDnFmZT9+b4Ldwsunk4KPDXXSpUrWeZPUtYaIT81DuDb90iY2uIVYJs62uedy59zzaMxO4LcKTMeitI8O4y1m6aqqRVeKWFLn6Exc4dj8UKvAV7OIf976ExTX5oG2M3lw0eVEhOBz2Rw1k4d5YXQ7j7dvgFgzW5QpKqhmGRpoHjo9ASBHnxsji4HH49ARnsVndv+EsJVn2cRhMouuoj1YItgRBL3vTKLdfRYFt0h00RkskCadchTTmGDaG2f6lALvMM+FybXcN/vzqMMuql/Q39bG5Y6BNXWErGrgi9lMEGOTuwiAAbOGc5JHkMLmPmMLIbsalSgOCj41zbhaxDT6Ce87yBzf1fwi2sr+cjRFiCJa7EVk5DB5V6PCFSzjNi4a62GPx8u1FYv5YP7tvF3ZRMAzydaAypjvadpTbfQ0hNlTP8qP2ytAEfhrYfHuGbSLKRK1AR6Knk9BgXPly8y0bX4cDmHqJqBR1PNkPBZaoRSrmFGQhLOSq7YEUMI28SqNWDFWSgnKAu99QqUxqfKti1z6anahuAqgckFuiisns6REgK+FW3GEzZLppQAsjC9hKDiAI1xEuWa+oCi8EBTogf2Yio+m3HJWkuO6qWdxpOTG6ALCts71yT4OpD7HwlwPc/L9JW9tRumMbWFLSGU7kolElLwI8bSnVMsIYClBpFo6txNGM341guImOSsLLdkUT/sEi+KLaHB6UYACXrS8xfqBOzjkBcMNs0mfZiw8t8RgXZdYMYGl6thI9PwuvLnNuKiIsggEQjCmVPGFyjq2+lXU4n7C8e8xZV2C5V1JwCyA11/WlDueuhNOGkSpuxcpSTiSGzr6GCxYNBoeitKlRwYo6h46a5rQ7TTewibyvlZc4UWxRnC1ShSgsRxVqvboXNdSy/JIgPtGp+nJ5dmazCEEBOBY6YEmYJbPYFfmtT61QwWLy3ccJqqpxLQSyfMIaA/8Ya9bKNV6fbJzkO2pLIuDPn68aCZJ2yEvJb35IqdXhJjpf23U67r9fTwymcSLghid5oOzTirK/1/GSfL1F0b4rBnHPudyuT+y5H8OxeI42Ww3AIVCP1NTz+P3v/P3lvvi5Yv41lOdhP06n7xoHp6ygOTk/fspHCjXCtmSynfMx3VthFCPpTaHR37NnQcvZs/kAqp9GW6+Qqd91jvY9cBHSAe3oOWrcH4RYkR/GbO9j2T0VcIeyM4NYKGyKribxq405EpdZ9lIN1ZgHALjjFkjOHoCAF9ojBuNdzKpOVy4dRRebqWh6SDFK03wgOkY9CdnYHra6U9b9KuSjsIon3X3gwIaLmdY21i4c4Kvrn0P/3b62zlLP4IAspkq1lZvoblYSyy9j2sPdeD4JT9pP4PNIsXC6F7eW30HF3REuGHu9YwHYgjp8tn17+WU6Q7eUrGMI0sNblfSjAoLXUpUxaQgS+G5rKZwC3kWzlyDrrjkpnuYqmzhR2jYrsY9fpUnmxcRb55HvRpnj/dZUmYUU4ZZIByuxoPhNDAsB/BKk9PUPmZpk4TUBF6nNLl5XJvvBYJcgsm5eKgsZql4aBh9wXvwqTVUAP12kUeDPSyt2YNlq4wYhxGuSsCWNCxK4l9cxJXwZauf3WIZKytjbAIKMo0qj0+iDoK91Vsx1Txzk3OZY2eoMgsUpIonupeaYi3zXt3Jyn2S8epHmL/uXKJajC12K4qWJlLxPAUgVggSz+7CGyrdo4uLRer7L6dDVvEj5Wyqar6PR0jWTKwhYkU4NK+CTr0XgV2KsqkKj25Yy2/sEJuKS8mZHpqY5EvGIWwB94SDjB2VbDAjKPkW4mISHYcjoopP/9KmdWySJ88teQtaqkley4MOd5yZ5vO/SPChx2M8dt4pDPuHORw+xPumUyRVhSVWgk+M6zxsXcCYqhKiiCkNQmaIpDf5muer0bKZZVls8wZYNd7CO+WDNGGzk/nMnjoTF50nmeKaqbsIlsmKBH5adzmPhZJIuwcTeNBXx7Q3jcg/QCATw9Sr0fJ7cAJnYOp1LMt00ZoaYW2+wBsyWVQkLUqAW6IZtuYbiEqLR63zSFgVNMSzHKl9Ab8dZF5C5YnYXiy9DdQAg8FGkC6Kncaf/FW5vMCDN/kUxeBqImY1hYkgHRVtQG/peJ0srlaF4ibJaTqe/HYsz2xy4UtRnBSO4idTdYK+uxAYdo5dPb10+1uOpTwRAlP3sKVtMYaisFyro+PIv5KuuQHbvxRNwIWVYc6seK2u1LpokG3JLL8ai5dSgRJm+gw6y2bbHiFYGfbhUxU0ISi4DpqiMFY0OZAsRa3fUR/j+nANTV4P72qo5LcTSTZNp3lXQyXzgsfJ2P5MnrtH4phScihTYEXYz639E4yZFhdWRbi+pRbLlTw7laLVZ9Ae9B6zMiog2JUp8F+FgXyRfzkyQrBsOn6yE/GvEyfJ1/9yGEYdodBCksnt+H0zqa4+/w8ut7gpwm3X/L4emLTd13zu6rqJsbGH0PUY7e03kukYQX3qSrZn/EyjMJ6r5SO/MfnnxXuo2XchlfIybE8CI9uIi4N7wAMlWzci/gAvDq2gUu9AUwu0ARKHTKgH/+RCJsJHkLafoJ4AG3ZZDeyuaQfg2ZnrqDcL3BLYyLWjP2XJjA4EUBccY2t3afIKmVk++vL3CWYgXaUgbEnV80V+2biCgqLQ71TQI6LM0hJoZEkOV+HRVQ4vmEfL0CA7ozP51cSlSFTGzBiv5mYSbC6S1Y/XaZ0zvo2Pdu3Fd8YZvF9k6MQA+do3Xh24AR9nSA8hoTAeqefh2gLJoJfrcuO88dBLPDbnDKa8IUAnJlW2F+Yz4EYwhcMmTLpFkSedCmwnQpQilygTZIUkWxmhZ/ZsxGSGfRUzeaVqFoqSYJ5dQWx4DwftWexgGz4jylxZx3ORTVzevINLZCOfTSYAmJdop6Ho40fuG7hQPE+3bOAJdyUuGk8hKSBIyxBVIkWNmMYEouGX6Q/3AFBUCsyaXkqlGMSvWGyP7GLmniiLRqPANLuWLyMYkMxhClfJcCR0CM310D5YwYU7de6LVDAvUMcsZZR+WUWrt5dZMs6Qb5Qj3iSRdJSgVZpog06QfKyKKnuQjKqS1woMBwdIjl/MfDHJOtlEiFpUfAiy+Mq5H+mq1MaX0SOq+JpSiSYkB4M7+Xhmkk1nnkGiMgZCYGnlCh4p+YAzzaJzCuQyJq8UKwgXwyCG+OeqGDu9BnW2w8Zxl1nuJKO2jaOGiSqC+Yl2tsY6cKQHcFkmR/j6+BS1jsMWo8BjUmGaKBYQJ4xb6g3FQqdDRFgiJ/FQipn63QKZwEqCyVFidpqNmRTbkqvZUbULMX1bKZUnJWFZTX84REEYfCGeBzeHt5z4m2laFHSNr836Lj9LJbhkz1YAAk4Ar+tl1D9KyJlDeOIWMtG3UwydWzoHQsGXfhDdLgn1umqIYngD0bEbyUSv5v5lq/Dnm2kevo2EPkYqdhm2MQtck+jYl9CtXmytjmT1J0nU3ghCe43UBFJS0Px0a62lQv/ShSrvu5SKLUrJQdlOtvZzOFqpY9mW4FXV19S1ynLE6fbBCfLla+5XBJfURIgPTzFpOeRcye3DcXQBDYaHJq+HL7c3cv2BPigT3piukbAdHhoY567hSQ7mihRdyWMTCV5ctwB/OTvRkSlglY9ZEbA1maW3TK6enErxxESCO0fjPD6ZokpXuWV+M+fGQgwXTAzH5s3VYf4jkLIkpnJihuL1cEPHAM8njgu5/rGieFdK9qVz1Bme/xMdmn9NOEm+/pdC2jbStnGzkoV138GaM4rP14Sm/flCggCRC2eSsI+AgPBFrRzqfpRCcZhiNs7ITzfjm5xD1KonTJZpXPxaltVVjzD96jtoKtRi4/LPRZ1eUixE55OZCEoxgGtkqaxYz+m1/8j3NnUTr1SYrYE9DY0HrwVcDvuH+KYjuaLtcdr9XewTc44dl/DXcnrA4EVRwBs0EQJ8epELW59mXsVhbt/+dj6w8xFmJ4fhBZXA4VqC51zDj1JbeWHhct6IxgXovGjP5wV3kMs7NpFYUBqkHFWh2OBjoLEBWa5R8gKqHWUkBIpj06IN0FA1zOVrHiBxb4iMtMi+ZlyUCCS1rsI1ipdL8ByrBXq1qoCr6TSSRAbggcYl+PUkS2fsoHNsDgxl6a6eQ8STwDQ9OKj0VRzEjs8HFIIEqJNBjsgMHjRGlp7Br5wKutxSt6xPqtQpKkrrqVTJZvb5u0iSZ1QcoTndyOBoksnGYeYkFjDiHWFuci4qKqPCx8bC5xAFG9engCi9pR9FXk/xFW0Uv9LNv1a+AmXSEMbL1zNpflX1G/JC8K5f6wQGMhQ1FTNQgaseH9T9vgFyNdsBGKhS+PXpASbNDt4ev4F1opuV7kw+LFowsXlc7mT20DwiEykKgTiqCGPk0rjRcZJqhLVDZxDDRCVCQR/hdLuVJURQEPSYn8fru5FzclmGNBVTKszGYsKYoCPSwYRvgvPTWXa9xSQgnmJBdg0HmEfICuKzvdS5KS5NZ/H7JI95TwUUNATzps/kqabHkEIyoms8EgjwEXMn13u28e+8gymqacw385YRDxN2C5qwuEB/gFpnHID5RZNnyfMca3hWrKAoIK5O4ZcQ8WS5rirA9YkCl6WzJLQoP66/glxkEStMP9899GV8jkG/rmFpFsIVSEWiqjX0hNfSVhjnls6bENKhU9dodMDjSp4LNpD2NWDbw4yEWxgLRalKJ5j2wVDlOoLp5xGBuVyWjnJn3drjRAiJ6h5P0UnFRyB+G64Swl84wq1HHiGjV/GNGR9gWlVQzG0gTVRnAs0qebdq9ijV+X2kI2eR+50aqOPm7+Vn2o5jZJ7HU9hLk7qAg1VvQAqVnOOwqnImW9LHo0W7klkcKenI5PmX7mF2p3NM2y7u7+xh2nK4beFM3ru/55h8hSWhr2DSVzD5wuFhiq5Eo1TjtbEuxiU7DjP9OzZAY6bNlGnzYjbPl4+MMFK0jtW0VWgaV9fFeD6eZsJyyDguH+sYwFOuF5u0HB6fSJatfCSVAlaGXj+l+bt4Pp7is4eHsKXkoy11XF0f+6PLF+Xxs5BxfveMvBbX7e/j0ckENR6dWxe0sPakSv1/G06Sr/+FyO/fz/AnPok9nUJvOhXPnItRAh5y0W4iF7binRUF4I6Xe/nVjkHqwj5u2bjsD1oPeRqC1Lz/eIeTZ6CKQmGA6kMbCY2sYgqXFC7/hJd7fAM0tT1Ma6SfwXEf83M218k8B8vD1BAWV+EnOLUUtz1JW9sNeDwBTmlbjkxLRr75LM6uB5CBGjyzNxDKNTBNjkrfJNUVk1y2+hGyLy7n/2PvvcMsKcv0/89bVSfnPp1z7smZYchDGjISBEVFkuIqilnRNa1ixLAuBoKsIKhkEBAkzzAww+Scunumc+4+OdSp+PvjND0zgqyu6/frfn/c18UF9Kl0TlW97/0+z/3cT04t5z2Sk2okFoe30hHqA4pzhlM2aC85xLtnP8FxG2Mz1y0VPJCt56oGD2dIMrW2BxnBbBQsq47wRIJoV4F4NIpdMPjm3M+xMJOiJT7IYLCc04SHl6TigGxLCjcd81ucgWEAMguzTKx9iOM6zmHQVZSsh9D4ED7OkWTcFMW8SdtCEZAQh2ehjKUwEQnzueN/Rl1gBLXKzZrB09hOG/NL93Iw2YxXyXFi9evsjRV1diOYNCfLaPeV47IUJjof4pNqjJd8c4i7AnzaV4scjYIAr/DhcqWZNXstDkVjZLQNa6QV/8i7WSVy7JUHEKKoUnbY8K31d1IVn+KrJ3yYXZFiAUepe4KAZ4yPJRtYrM3B5ER+pqv8qLyLrF3PpfGz8EhPcn2yaEewK1HBrnlzUV1FjU7CPYcRM44bg5h3ZOa755Q88XA3AAtdPRwzXsFx9jIc007qZ+oVzBa/xBPM87xuMbHDxab2XsbD0NLzbkrIoggfhmXhkUz8thtpejKflCq4vr4cSwi8psWxhQzrKl47bP+Rqyeu9PDLcg8KcKFjNyLRjkIGTeRISYKkJOG1TFKiKDwXCBy2B2H6QU7jMT1U5sqp4SB/tBZyr7GUpEMjXPYHzlPThPIuphSD9XKEebZMmWmiSxYLrAOME6XPrsdlF/iw/QdMxyS/84RRZRe3REu4LRwmK/nIKF4WDG/jx4duo8y06CdMz3RKs0IN0qL7ea7tE3g0uGb4cTryxXehTXdwi3gPQdvHI769uAq7kSZHSFZ8nScWnEgonyHl9WNIEhFlEXft+CxB0rwn8SLnnHB78fvqU1iGSlAPk/WWo8leZqU28rF4krA9yLL8BDI2ddoY187+N+zsWiQrhylHceDEwESmjBX70+xsGuJQWdH0WKHYwLoalQO6gi4pIASSlSGQeoS5qsp/jL/Ct0wfO0JzcUeb6SvolKvjjLuLBTzJzCSnbNzPYC7PFYOPYXtqeDm64qixK2fZ/GZ4imurS3lXWZi7h6c4mlJB2jA4MG0zMaWbJEyTiEN+E/kCqHQqfPbABPuyRRLoEGDacGzYz8klQW6b08iVuw6Rs2xihsl8v5uYblLuVJjn9/DbkRg2EEOwKZ1nlf/tiU7GMBkp6Nw1OEnn9DX+bmSKM0uD/H54iuMifpYEfW/a7/ONVdzSO4JLSHyl5e39t3akc+h2sc/jY+Pxd8jX/0G8Q77+F8K2LXK5XnQ9jmmplESOPyoEH7/vPrSDRQ2NbmzC2XwuVkrDSmkMPfY0lf+yApe7kTtf6aE/ngOS/OLlbj6zquNN55qaWsvQ8P34fC00N32aBfNvo7/3TtzrjqWATT8WN5FjZTjJFcf+grjh4lD2fN79oUX0PHWQA/uyM8fyWhBI9CJtr+VB9+fY1X0nbSXPIMlOmkKfJvfcXVjxQ9hCRsVmU9spnFa3lo7IQSQBTtnkyqYXaO26AslQ2D2yjc9470WTiwPlG7+AajiZn2whuOTjFNyPYediuOZchJAcKIFqGo5YgcsIruxcwy/KZ+EyJd7FQgrRcnptk0e8EmdYNj8d78cbbcPpdLATk2YhUZKpJeMZxz2yAO/+YaoPrcEZ7+HRk2/EEHAGfsqTk0jhKNjFe9a16/dIaoLumnaCDREahcw8s5k+/wgV3kkA3GGVcFWMuVPDpHxlXDv3t0jC4pGu82eu2UTwUs8LXB7pQEr04ezajABKXRNIloGndBamK0TS7edZRaexbg/BYLEKq6ziIPMPXkOtHcDEoszys9FxgJwVpGPPOhonir1Pbtp4L3esPBd3a4qLO/7I1FQljdu+Nv2bOcnrSxhw7qUjG6Y5M4suofBvxrmkhMzcxQNEKh0gSezMLWSrXQZ6GX7/TsLxk3DYAdxyGtmRoKAUJ5Vuf5pfe5M09aep0yoxMPGLQwTIgYBWZZBt839KZcnz2PazlFgwrY1GwkbWNXbIvYDNgDRFFpXKdA3DwWFysoTftjkj7WfSrKQu6+SZ7FkM190GQsUADngKyM4HMfLz8ZsR4kqab0WjnJHP0mf3ouSieG2TC+zn+eDoIHe5lmJq83GbbrYyl+9wAgmrAgowmTyZR6p/i2S/hCFBwLJ4gUoqDJNmTaM0l+JVb46IavAvmX7m20OggS85xTO+GpBs0rIE5PEmbqcidi73m2fTRIwumlii7SSc9PPVeA/Vdob7esLcGr2SblGHhowTk4Ctc5a9nxc5CWFOYThLUAPn4cltJhc4g1ggPPM8TTqyfLvMyfcnoMEcRrYNTKEg2TmOGbGZlzoRHyrPlmf4WirP3ILJoMsxU+nrN3JUalNMuRYj8tuxZD925EbO270aWS/DYZt0qYcjaI0eJ5pls6/gxjwiCxku+KnTLmd24T68yNx64LvElCCnL7uLEVc5Fye28YeKM7CETEq4mMgVAInd/jbePf4868KLKPxZ142ixUSOXVn1TcTLIwnm+z2MaSYDBY0mr4tWj4sfddTx/UMjbEzlZiJpZU4FhywRPaLl05klQT5QU8op022Jjo/4ubA8zNp4hlq3k/vmNzFY0Cl1KggEvxyYoE/VKBc27f+FBUV/rsAHdh1iQNUIK4cXxWUOmSt2HGRHOk+5Q+E/5zeyLHQ0YWrxulgVDXFGNEit2/m255k1rUUrcyqc8zZmsu/gfx7vkK//ZbBtmx07P0IsthbbLg4n1dWXM3vWt2e2cc2eg3j6GexCAeGNMF02BYBmT7B5y2U4XVUI/oU3KMvu4SR/DsvSOdD5DfL5XiYnHbhdVdTUXEG95wZGM9sxgYXIzEam21VLoOUZnnrtIOe/cj889yXCwZVU4mEYGzc2JWqCbzgKqP65dG8e5KZjXsVwFknHhP5HvHZxRSlsk3x2HA8615XaqFLx4i0bnsq0MhyeIjlpcXn/qywbFuRb2omMnIshZ9lTsYF+S2FV/3Ik2YFn/uWY8V4MyyBtmYRnGl1bFBCsR+WFcDkX7nuavuNuoNFZ9Frz2QZPCB0tUEY6UIcPm8vIshQPx6Pg3PUv5J0JPIUIdjjB+o6XedYXYqm/l9FcLbvUPGdsvh3j/CtR9Sqy+9fQfmgNAvj4yG7ioZto9TeQxualjMnBeBMNoT7Gs2XcKy5GhDx8PKvw642tFONr4o0HAITgvllnIg+uRcwL42g/n9l791CeBC0/gjGyjVxsN93v9/KafRlappZy8xCKbJJTA0RyBnhARqLdrqbJXEentI5QchxDllFMk3A+zU3PPEB2jg/diPD6wST9FS+wao+CnprimTYnklXF6vB2/JkIu7LHsdP2gw2DoQoieoEWZYpx/LzRrjerVZPRSmG0AwUDybcXR8WzIKlkHVmyssSXav+T98TOJialiGSHqLZ9+FA5aDdQ4unirNi5dLuGkKVR0lYJTkyOz2zmhNEtjFSU8UjwXVjTtgTHTh3LE/4nMCWTtR4PtZkSfhjfR5MY5XplBxcnzsOnrEGWVPa6nNhC0GQUSDqTIGCt341/r5sDcwUduRTv50/MFmNgwRWFbh6ylmGj4bAKpI4wz5XkLJYkZibujBDYkkRGkliYN3k4miKvaAx5J+lX3RxrFOsWK6bg1qdNHj4xypq5cQD8ah5b8bChein6cCfv5QmqC6NkC25KyVAQDn7W8H76vDXcU3IRJ6c3cWZ6AxIQFGk21DehiWa06MWo7taipkqIopjeUhFmDDnzLC95PKSFwIPKL/d8nY83X0449gyL00Gu4ff4yXLcVDO/a7qG1dHj8Rk5PtV3Dx35Ph4vXcnte75Kr6+BT3R8haQzTDAxQrXtYsDhJ+lwcaDqcIV1T157ExHyqTku2LmerOLhd0vu4X5bZdXUa5yY2MaIs6j12h2eP22EAsYRjvnV2gRXjTzBsDPKfzRefZRXWFSROLcszLcPjfDnyFs2vx6JcUFpkH+pK+OkiJ/37DjEUEHDJx82e3UKweebihXEP55VT5XLgSwEn2uqxCkEn9zfz+ZklnavmzvnNSEo9k0EmH0EWfvNgiYeGpxgdnKCcufbT733j8Vmol0FrahDFECb18PryeKCdlw3eCWeOYp8ZQ2T9+44xIGcyq+HJnl4USuN3r9M9H41t4m18TRNHieN3r+tXdw7+PvwDvn6XwbDSJFK7cA+ovIsnd571DbRD16JEg6h9fcTOPe9YMoMrH6IQn6CifYHsIwshpGgwd9FX7woYN/ZO8DEuIuy8oUzx7Fta+Y8tq2j6QkAxmSbD0k5YpbFMmT6sTim3MdnH9zBqavvp6x7DRnAFTnId0/5As+hk5ILPOmNABHk6VYck/koreEehKXgdbZQcvVxxH/7ALbhorTjfK40nEg7zmJkXh959wTdiRDr+1sYF2Gc2EzNPhXnK7sJvXIpjkgxard4bCkbJ/bzTGmYd9kWtqnhOLSaP0QqeLlU8B1/AocjR6xqLd/bcTW7UaCsmSallrLcCKYjgCwUnrQK6DK8gsk4eX6Fn+1SglssQSsCy7K5pRDCKwTCE2Gs/RxeknUCWoqvL/kh2rOLadJUfpGtZa1kclUuwRnTv6vTNqmLjWL76ggIiW9PjvKhLR/jp/n/YHt7O6YtoQmY7Hye72e7ubcxwGu+c1FlLw7L4NRYF+/b8wIH5jcw6AqRdfrpXrCC+dbxPDv5nzT0jzNVGmXS6+Xz6q94afXpPFS4kOrAFI2Pq2SV13E0n4ZTceES26lU7qdJqIwcF2Hd6nZ8DNIwWZzCMqMagTsNHrjoQ5y8pw9px5OETJNLp2pp812Kqag8UvYQcqYDYXmxJQlVcjFiu8kUHNRIW0GEQFhIzglMrWhaaQgDb+lahDOGpYWxDBNJUaGQ4TnzCXqUFhLae3iscBztZS+xOTqC6ryd7sRxXDZ2LtvkPVzdezseoYNlU9KexyKJZFsz7v0AbRNL2BvdRV5R6QoO8Ihp8vkkNEqjrEw7eTr1BWqr7kXzjeAxvHQkO0g4xoh7c1TGLM7ZbLG9ZZC9JTZ9uQyz88VoioMUx9ibCZuV5Mw2zjG70eOjrGmRiUaf4F/HJ3HYNj+MhFlUKFBqmlQYBgG1gUcCxSiQJhmsUeZTZzhpmThAdquXirjFuVtN1syvR1NC5L3v4uVIC6Yksacyz4GRAjdPWNQbaUxA2Ab/1v3vfLF6IUnFz9fbrudLymdoyfUDNtuiC3EY7QTNXNFyYdpz7ubu/+C4yee5oSLIlKIwv1DAZ9soaJw79RorAj58Uy20BA5QlioSwToxwv1V52NKRQ3fJzu+QOvgF2nLP0ZLYYr2wgh37/0qvwpcRsVIiu3BWbw491j8TgeGeZgSvSmhZ9ucvft13IbOSx1LSDrcgJsHKs/lgarzZjZ73+wl7EsleD6eI/7GPbYsTolt5OnoiTxZftpRxEsBHl/Sjl+ROSsa5Dcjh2UIEVkiPq2HSls219aWcsm2LralixXnIVkwz+8mbVhcVlnCB6qn9ZSyxNdaa2aO883uIR4cLf4+h/Iaz00mOO+IPpFHosPn4TN1pezLTLzl50fi7GiI+0diDBd0HNOFBzaQ0nWOC/tZG0vjkgSHcirDqkb1dIRrsKDTpxZm/ntzKvu25EuRBKdGi+J/27a5qXOQjcksHT43P5/TgPw3mnW/g78e75CvfzBs28YwUihKACH+fh8vRQng9TaSTE5RXAs5CIeWHLWNmdbwHX8moQsPizrr6y/h4KFb8KUbSWeK7UvmV8Z5fdhCMyX8qpvkXQeIfnouOeMgff134vU0UVd7HWPjT+F2V1Nfdy0Av9k+RJdVHEK3egU3X7qYYxqinPXva/AYhZlzCie0emUa+l7l3skxmH02AIsQHEJw9573o+VqeV+gFt/6YzHcCmVfOJXM2j6E5MDSskiWj+qdN1BwxaiQ8zwvgowDOgJPsA3r0nOwDp8S50QvzwfKSAmNJ9AJCItbZ61iamoPkcguJhfdX7wvpoLhG0XKVXFjxx3MVQ+SKt/C3Ru+z+mJPsYKMagsEro0FjvIcLcVpg5BNzZIsAeLCBIZbJ6S3+gxKPNabC5rS47jrMVNrBMWU8CdHadzUv9G3EYB4S3FUT4LW00gZV6hveRhflUTINZmcpHrEO3lh3jqufO5ZO/TyNh8eFSQWjSL16sWYcoK9cFmfnnCR6mUDtKvBdhnVeARAksZI1nfzlBDkVDP2ryDiq1wjm8ra2pOYsLXwf7SGD+PzqFeHeObqosqZyeysxhxdMoGPzjx/Szibi5bM4pbh5jXYIdvKXmjiZb4VtzTrW4KeopuZRTZlmH4Gi6hmllIbDF1uoRdFEorBXpq9sLgYhzRNSjeLgq2DLZCyLcPwzMIwkZ2xWF8CacO7uLd6/P0B0K4c1OsqX2d2fkeRoJzOGt4HhlHhp5IJ6YwcBoaAwcqCaXSVC0vTqpREtQzxCEasbEZd4/TG9mFGwvNhhI1yv7sQobiT5HudOBslbmwpAs5MRc5thAFBV2onL5rPtGJdSzosXGYYEkWfcFBvuYLM5iQMITAYcg8GTCQ7TG+8ILJDfs3YlqCedoKzm4fo10v/qZ+Qyap1XEO+wDotWPUZ2cRd8UIaSHK1Cqeo5qlvSla4yo2YLgidEy5ORDZRdZRhykXn8OMo4xtbje/CIf43mQMmaIp7qvyIczsOD4Bk95J0oHrGXJXzOjbdMVDFqjPDxPU03xw6DGuGH8WGYvvTOg8Egiyw6UwJctUmCYJKUhP2TVMVYe44MBeppQgUSPFU+WnzxAvbBvDTDApJch6POx1Opir6dSk+2hMjbG6ZQlxbwBLVpgyj6RE07ANEArCMrAlhYPlNUxlgwyGDzeyrlZHGXWVY01Hqx8fT/D+miiPTB1h0yBJfGbWl950eAU4ORLgY3v7aPG6+Hh9Ob8dic0Qv0srS3g5lkYAH6yO8sR4gg3Jw1Y/kpB4emk7DiHozWv05QtvcqsvWBZ3D00e9bfv9YzilWWOCfm4bncPowWdC8rC1HtcDBY0ri796zRVC4JeHlrYwtZ0jifG4rwYS2MDBeCOuY38pHeUn/SN8fBYgp68xh+XFt/5Fo+LFSEfO9J5mjwuzvobUonduQIPjcbJWRYHsioXlUc4u+zvS0XmTYsb9vYyXNB5d0UJH6r7y43K//+Gd8jXPxC2bbFr1w0kklvxeGpZvOjuv7na8M8hhMSihb9mfOJZPO4qHI4ofn/7zOe53ZMknziIVTDxHVNJ+PyiaNrlKmXO7O9jWTqHen6KrsdYceyHSEzezkTPiVyOG3cySH5/jD3a58hk9gIO2lq/wDHLHiL96iDjP96J5JJZvLSEoFshpRpUInF6fQmK38nlx9TxqnI5HWtV5oZlSq+9luQjD5B/7UUuBaK5BPIJ57BKrcKBwjqRYZ9rjKSjH19uKWbOxMrp5Ov2Y4xn2ZQewek4n0WyQaAQxQ183DnO9wyFWsvNhbjIRioYabyPym2fpKsQpKHrWVwLLwRgGBuvgIFcnIS3khsHfKhNNWj+UVLpEhr0FEvKN3PqvV04hgVlDXmeWvUSPyqU8Ll0D6OuEBnDzWljr7G3KseXexp4TLgZqJ4PQvB18pyPzDW4imkjBMf4xnlx8BTSwo/T0ilF0FL1OidWbeZgeQ3znw3gnnspkjuEHu8kEPkdEV8ObwnkXMXXscQT57jR3Yc1NQWbeYmDvF61iHI1zYtqgilPiB6tnIwcJCu5yAIvobN0eqFq2hA8lELW4MCyWegBD2FUEjURlthjnNi9CWXfDkYF9J/VjDNg0pcq59ruZ4m1L+JrZ6t8eMtrBKVWJuaUcLrnZR5tX868qUPUZmMM1jVQbZaQEFlMW2YePk6VJCxsPmPE6JezZCw3+eHLcUbXIikZ9NgpeCr/gCTlWZ6dxVbLgSoXy/Ob1AN89Nk8BoLH6pZT5uvnmNwT7Ft0Iq7pYSqgB/DmIjwRfI3SoZ24clmsKCj+YlrmPuMMXrLnUK3kUYTFgG+AJbElRAoR8nIBt+7Dg8LvlQs5q/95ymbnyQgHWB6a6eUMXiVpB/hx8BTkgcXc8u6d+JUOFmTqUdIKO0q28JTfZEmhwIfSGX5VOkhGkujSDrHUtFGwOevQazQ1HW5rE9HCvGwcw4lyDy5RYJ83yZW53WSmVpDGz8uRzSSdebzHhcm6fUjCw645bWQcW7ERKCYopo5p53HlN4MNIVNgAyYSKfyomeNpM/N0hbqQjPE3Boqjxg1VdvGTXd9lyF3J3Ew3O10KL3q9HJcvsDl6Gb2hRdyVXMMZ6V3ss1pp7x3kxdmVPFh1DvMznXy74Tp+X33BkQMRnvx6ABLeY7h0ViNLJh9jQLbJhuYwGm056vyyVbxHppBwZdbgSz6O4Wok6lxJe76fOpfCb+rPm0n1uY0cZ06t557aS2aO0Z0v8OXOoaMiZ0coKo6CAWxOZUmZFrszeU6M+Fka9LIllaPd5+bTjRV8s60YwZKE4JHR2FHHcQhQhODWvjF+NjCOhODTjRV85Ih+jTIC8WdX0JUr8PP+cZaFvKyJF+0eRgYnKFgWBRu2xH185i2u963Q4nPT4nPzx4nkzO/SlSsghGBcN9CnT5s8ojhAkQS/W9jCuGZQ6lBm0p9/DcIOmbBDJlewCCoyNe6/33riZ/1jPD1ZLMSJaRNcVVP6X3YN+P8L3iFf/0Co6hCx+DpMM4OuTzI69iS1b9Gu52+FoviorrrkLT/L757ETBUH/0LPm3VckuSgteVzAKQz+zm96UnqJ+bgztSje2PYlRpmzxsrQB21MIJtWxwY+zK5WQdxp+pZMfQ1bq4vZ0vnJJfnHIzfup2qLx7D58+axefPmgU3nUN+924SDzyIur+44hfAGUYKyzeFQy0ayy70TRCtW0+yECDpSDJXKsGuzrM3fB+BuWMU4nXcvGUl38PJsRR1WiXlO7nZP0ykbxWGNEmqcgOmEWFnwUTx3cfjjY18Y8M9uIwCvaFK9i25ivVlLQRS/VS7mrE2f40Nvg3s1VWqpCzzBsdwDhcjks4BuCb6CCMdYbRCiE9HngdLRjmwgtyTI9T3buQzkkxj8mR+M+dcbOB6XERQ+BV+dMvkka4eBqocXLHhd8wf7eaShmPpO2kvHu8URCD5qheRnIdkDjB81sM4u2QieageyrM30IjLqdE52sLCqUMA2A4JIlEWnOLm6l1dLN/9ODFngIbMGC5T53vHfICtFbNQDJ2y5CjJKgcCwT6zglOnUyhKroBt2wgh0FCoUdIMtzXQmdrLQ6e6yfoq8O9eyic2/IFmY4j+iXIeOfVf2NdQgjtiokhu6kxYGTDJLT+LLVO7mdNwGcfoURIUeJkCU9iUASlsoopBTGiM20EwPRjp+TRE72NZTz/75Ri9VRJJxySzVTfbfMVntULVGKxsYa+3hsdbTwbnBP7WvTQkh1kaq5qe5gSl2VIcwoGj5CwevMgiZIxxk/tB7jVO53vGe7FRCFg5jve/SkmhhLJ8GQLBgL+Hha5+VmYknvcuJe1z4c3myASDOGyTuaKLaibw2nlOGRmloeNV3m3oPKauokBxwbRkcjmTpUN8bSpOFoHfsshIEq/MEdSNFaNk/poIB/BRQCOMxRpOpiBH+bL5IeTyx/hUcpRGM09W/JEnfB66Q1EQgjWyxE/mjbFZzKNG2c4rXoHlPIl2Tef8HTfzp8ip6OpuLko7WKpl2CRF+HVpCyH1JDZWLqYqPkZLymIgFCcUfxHhbKfPN23gbJl4DZU9wub7lU2cly5ntdiGbad5IKQwHF2FrUTodMTQKMdHlm/Gfsq3Nxg8F11BTvHwUunx2NKR1dAWucBZaM42DFcryF5e83QQHv8Oce9hewMXsDKzm6/s/T4eK8/d5Sdye9VpZEquxBe7m3HhY9Q/j9m6gQsbDUFZYYpzptby0cGHeL70BIbdFcWxzbKPspLwSYL7FzTz6+EperMqW7N/Zlw6Pcd7JQmfJNBtiCgyc3xuShzKUUVKl1REeGg0ztp4MZ1b53HxWjzNXUOTpKa9DtfE0keRL0USfLG5kpsPDqMdwdzCDplmjxu3JFCnPccK05+PasbfPOueGQ2wOZlBs21OjBSfxU/VV7AnnSdumLy/6uj+k5IQVP43PLvKnA5u6ajjifE4J0cCzA/8/Q78ZU4HDlG093DL4u/poPf/HN4hX/9AOJ2luN1VZLNdOJ3lhENL/+HndDWFUPfHsAsmSsVbvzyFwgR79n4aXU/h8pcyuPQW/BOLyZbsIT7STl3tBxkeeQinI4rX08Rr61ZSCA2DZKN7xklLO6jxPUulq4B3//uwUhKplwYInVkU1Vr5PEOf/zx6Ty84nUjhEHIojHzd8Qw4HkRRS5A0J4WeB/Bqgl0LSvixAVe1vsKK7IN4leKKsSUywOnNg/zJWoI63EuFO4ar4nW0aDfJupcAKJ26mJrVzVSs+xG6mqZqoYk3ayOZgur8FP2JPbxWVsfc0lFWaxlOMhfRONLCwXAfBSF4JbOYhmAv/pSOXmNjVNiUuuLY0rTZpmSSUGSGmtrIeQLM7uplaSHHEDIX4ODIOOZOW2dF2Xks1TQi6RgSIPVtpPZ2ifhVYIXA7jgLLdSBwztJUtE4uEBB6/Wzbesc9q9vYUvDHDQzQqB0E4EGJ23112PHJmn7zS9pU18GIdPsE9iFNABf2PRb/th8PKX5JG7b5kHXKg76IsjCYtIboSqfwMoZjOk+UrgJijzIRWf4363ysbcyA/TyMS0305vSp+XJixSze/7EwchKJNxItmBcSpEuLSBF22jWdLAhjIsvi90oysPstU7gsewiLN8wfnwU1VESEdPBqWMnEQxqXLR2gFuO30lToIcbkhP8wKjAUmfzYftqoisi1OQnqVl/B4IYD0sWexsHEAiqclUMeYcoVUtpyjUCApci8aQ0n6R/N8OpJs5wHsQjdMZNH580n+SH+rkoGLxetp0h/xD7LYtdfo1e5SVefp/E+9cdYHHJciqkXhYrxQbfunCghnws8+ZwGjYBNIo1dQbCBhUnfYqCMiqzcEpCqbVYP0die7NAsWBhajbl+VoszGlnMIEkwCNZ7PJGKIsXyyd8tk3QsmciVIowaBdDtDPEqBHhl8FvcvPo45wc30xadnJV/2oEEjIWJvBg0MFzFQuRPGeQ9vjpKa1iTl+CSrr46s5Hub/yPAbaKrAkJ7IxgqHu5dFoLSu1Eg74yrCzrxTHAkwk28YEtte14S3kuLSwnhZjAEw4a2o9P2q4ktFpiwfJNKmJTzBQWgmyH8Mzb8Y41UkV1cYNTDkOR+JlAe8aeJS2fLEX5vmxPfys+VMznxtSGZa7ga3MtCjHZ+Y4d3It/Z5KaskzO+xndSJzVMTLJWBlNMC/7OtnqKBTohwt6fAKuLm1hpdjaZYGfdw7EpvRcz0yniBjmPxibiO+6UpCIQT3L2rh6fEE29I5rqgq4d3bDjI2LXZ3AstCb7Z1uL6unPuGp2bE8W4hmONzc3lVCSnTYHda5fiwj1v7x8maFueWBCD1t3UyeX91KaeWBNFsm8bp1Gel28mTS9v/iz3/dpweDXJ69G8zgH07XFUdZVLT6cqpXFtT9leZxP7/Be+Qr38gZNnDooV3MTT8EKXRlfj9b7Zy+J+G/9gqHFU+rLSGe3b0Lbc5dOgnxOPFlIHfNwtv5RJirjVAsQl3VfWV3LZ5CcOJPMeW/pY239DMKlKRwsQiz5DgVfCAJenU7rgR1RxAHd6L9HINZrxAZq4TdaGB/3mL0ms/juNdC9nZ+XF0fYq+479G5FdOPNsgIDmI7WjnX2f5KO2bhVTuRnamyGleRtR2/mXVpQyNbSC+L05bpg0R+zzx5ueYbH8EgII2TGH/JHYugQJ49ljFRsWAWtrKqpJlXIbFXivHPvcQz6a72eyKYJptHNu7h89vfRgFCxOTiQ8ATlBTbtaPHceqqu1geOgeaSVdoTNZGiXcfB7zpCZqkejH5GcU+JhhYBkFKlw+aoUCsoNc27mY2+8DbFxdJtG7gsQ+ZFLiOwlPvgTyldQMnkV81v2MDThoe32Q2fogx7OLr8/6Mj+bexalWPyeEMbWW0Atki2EwNFwItqBp8DQsAIVnDS8k7zs4lfHXMi8yDALxBD7zRJWr3gf++ObMWpCVMo5HKrBir7d7Gtux3S60P2lQJHods2PMvdAFqHbrKuch1G1nupXc7i3b2HL0lksMxbRK003DRbQq4zTpJeTJcsS5W58cg/DYogfWI28f2wPT4TmgEPgkCc5Q+7DEg4SDgepBefybyPzma//AAn42sgHUe0TZ55Nx94nmTvezcOLTqfXn8eSNtIb6qU31IvLsmjNH9bMqKJAVfl9XJk6hMvZzRbjRPaykHo5xl5rCaWFaiQ0Eq7idWuSRLfTQUYWELF58jgPPxirx222kiKBIQ5wMHU6Z4z34AyBjMW7eJZNLKSEKR4O2jSaKcKWiTdk8rldKX6mBRishPYhm8XdNtkqCysgISOhCQ3FVpAxyYe2c8gVYp3bzfGqis+2qcuVUZepRpV0arJRvleS4Zq4xrP2SVgOwQmJbZQaSUoNWO1xsUTVCBblhlRbJWiBS5Gmq/40xcHuhpWcMazwMlFCoxqBsufJetvwxn+PbNvESj/Mdk8NPiNLpdGHVtjObaP9ZOPf5HsNV7DdW82jy05HGjWQRzW+23w9WdnD8bEtzEt30uOuoSyZ4IbO3/Ij/9VFQiYkoloMp2WwcLyTnZF2LOWwNipnwx5fC+eItXhsjSH34ciR5mwH+fD9fCNC0uut470LfoQCXFIRJm/ZRxEvBTg25CeqyAxNF+/EjCNjYnBSSZDLq6JcUlHCV7oGWZ/IHvX5s7E052/t4qGFLZQeESU6tzzMueVhenIFRrXDRU3HR/x8sLp0JoL8BtbG0vTlD4tOVdvmZ/3jLAn6+FDt4e96SUUJum1jF1T2pcb4W1F9hGVET67Ag6Mxzi0L/Y9Ep/6REELwuaaq/9uX8U+Jd8jXPxhudw0tR6z0/k/AVX945WJZBl3d30ZVR2io/xDh8DIczihvqCVkxUdHx9fZu+/zmGae+rpruX3NQX63oR8b6BpZwTeOfQohwG010xj+BOP6o4eP78gz1fokMffTWPvzuNzNmE1xjNlxEGAs9jPnXVdycOAn6HpxEkRISNMZUdmCE1NJGnGAVkpm/wcYmX8HC+WvccFFl7J37xdxpx9jadUnkGPFUmj31GE9iS3pqLNlRAwk1caoBlevwHQIxpZcxXy5OBEsNBrYJw+x11FKHgUsOKd/I47pREZB9tD/62buWXUmWdWLX6vgrJ6LWeD4IZulBAgfliSjud0oUoHC/F9SpuT5QP8ZOEePZ2zPY8izzgVXCM22mQj6CQTAMc2ZHJkwnmwFLtGPhIKGj0FN4LYEvrFFeFtb0Q++wKRVyej0d5tE8AAqF7qmcMwslgXOxpORS1qwC2mqKufzKSnPDixOcXQRkVXA4nT/Ls6qLOclXwPx6R+7VomxuGofmx1zqPEPsWByIbOn5lJwprmqK4SvdBu3LbmSTVYjYe11djYKTt4zRsVYjBeXHEckGsIkgS5s9jEB8hqaxOu0Sb3FZwHBqLeULf4qfjRyG0+PHsOr80LIzhKwnWBD2pllIFpCUFTQYI5hIbFT7iMjVBYZjUiKm35fGb+rPw3d2IHb2oqQDBy6k/tHeyk3R9hhj/GiWImhjHBdrp8505OkJLaz115IOQnMwkWck9IYke/CHx7nKb8PBxAwDQ7IMoop49Zd7Eo/z6zAqeQLZ7DOqGD5q38gn4sxGKvBuyJFpTTBxTzH9RVlbPC4qTLcTKRkWh0GrgYTU3LTMFLghqcswjlQ/Vt57qxS8k7YWLadgumhcmwZ38pv4uoBB/u0E/kprVQwyZQjy/KJ6aIOJc1vy/bzsiPIyYeieOMb+Z15IQoWc8Uu7g4NsdGtcX1KIyP7uL/yQhzqJs5OJ3iq4hx0DFz5nZRNJtFwkHZ5MLzHY7gD5EquoXT022Tk4kSdlT1EnUtxKAtZqn6OQmE37xpbj+k6AVvO8VxkBa/OWjwT7er11NCS6SKYSXNL9/f59tx/QbEN5qS7qSmM8Yt9N2MCN5d9jES5f7pFkJiJ6v287n2MOkupLoxzR93lhwcqJXiEm34xNffnNs8PjiUQQLvXxZCqYdo2FoJXEhm2ZySiisTUEcRLANUuBxeXh1m1aT+TuknetN5SF7Yvq3LV7h4+WB3FI0mcWRrCM90+qNHjxC0JctNpw+2pLKds3MdpJUFunXPYNmNU049KOUIxPZo4QoelTQvzt6ZynOh3MfstruWt8OdEDyCpG3xg5yEO5gv8cmCcKoeD40v8/LCj7k3bvoN/brxDvv4fR2/vLxgc/A0AqjrIscufornpk9i2gVYYp6npRkZGH0OWvZRGT6Wy8kL03Z0zg5Ukh5DkABgqrsFGWBsl2vBu1ECRSIX6T2dk8a0IzUlw7EQy0Z1Y7tTM+e0aN8LlQggXQijYtoHbXUPl5e8m/ZtHsRQLX1slZnIQKViNOzGL3r0/4PVZ9XxaN0ln9gImueg+vLEOhC7Iew7MHD9Xsg/1LC8cqyGlBLYiKPuxhOKuQHVFZgYwn+3ikh43nSUF1rkVFGzqzcPXubO0hW+uuA5ScCNOLsCFi9WE5Q0ci8Feu5241Uy1Wc1k22/JlxYrRm35aUpHj0eO9OJ55QcU2s5hyunFefo2plZpRH6jgAbaceMs7jyIIj/Po/Iq7tAvIz4yj6sSn6ejrBm5zI1SMY9654tUuCYZK5RSg2AVTuRTr0VfeweiAHbLYnIOJ+6SZhQhsLAZmr5bGctF26x1hMOjoHkIbv4Gx1s6Lzv2YttTrJB3MCB1cG7d7zlkzCeTqcBhK0QmdZTXHqMgZJrqhvFWWdjZMrYtXMgzbTCaPQdTClKmS0yIGkwkLnVuI+WYYheNzDaCxM2FbJYGONPZzZzxAfQtEqdr2+lICl4+41yQiu2VngiupSvUSV26gdnjqzhW2coWKY8tIC3t4tSFVezuDpIXTkgeg6ZkqPDu4Xx1gFajmAKaKw7xIqfwPmMrI46iuFoBkopGwr2RVbHTqbVbkQKCKnEtFyVu4qPJJPvtVg5I5UwG9rPJOA4JBwHrD0wc3MoPj43RMFRgea44ae50NrFdLGA23TSJ/XQ5ChiFSgblPE/7c9wQT/JvwWvZY9dzfP+9hHPFqjevqnJN4SG6fRYPeyI0dDZSEn2Y7/ojXJDJcqq2g1vcy3mw4wxsWWf2SA+HShrJOg0yVJMsn8dU1GLFwRdJWsWo0HPyAna6EiTMc7hr2SXknV40yYliqpx/8LNUxh9ik1OQViz6/H4uzTTyaOhMsu5iUtxSKsl62lmW2Magr4monmRHcBYt2T7GpDBnH3MnI67pKjQh8OezTBKfeTcMoXAgOIfSwhSfXvglBj3FSEZTrp9793wZgG5XDQ81r6LgdIFtE8kkiPtC055iJtXqGNXqGIb99hXfR0a4jDfGEIqGqJdWlNCdV9k8HcXKGxbNAQ9T6SNaIAHDBZ0b9vUfdayoQ8IlZFySYETVUCkStS2pHNtTOUzg+LCPRxa1IoRgXSJDwTrMqhKmDabJ2nga1bRwT5O0i8sjvDiV4o8TyZlejy0eJxeWh4vXaFqcv+UAe7LF6NifJuDHXt6WgJm2zYd297I3k6fd5+b2uQ14p5tjDxd0BqatJFTLpqegMTwW50O1Zcz2e8iaJq/E0iwMeLFtm85cgRMifpzSf6/SflDV+GX/OIuCHi6rfOtMyjv47+Ed8vVPCls3yWwYxVHuxd3+1r4xfw1M63C43ZquOJIkhdaWL5DbMkZ87Xb6XXdiWSrJ5DbKys7iYytbGYjlGEmqnFi9GttMo/RDQezFLli41FrqDn4RTJtcyQGwoXbr5/Am2olVv4zuHyZZuwZb0TCNbFEzVhgCbEQanPeOMrh8K+Z1UXS7k9DtfyI39Txy+Vy8Kz5O67jMv40fIpbVuG7BYjKZ/aSr11PwDQIW+WgnGBLIFpYzj+00EIoXq8zCu7uKwmwvj9e/n5VaDuEOA8UqUb9m8aVtD/ObUy9gkVpOVelStOwa8jI83XgcAG45T1OgH7F3Ejnsx3SGOFHawnx7kO/qZ/Lz3CiXpgyU6bZ0Qpc5FDuIe/cILk1F2/4b3DVVTFSNgAJTNxZ/c3mPk96QjeF086vdJ9ApuQAXpaofmWJETw1XMXXyRm7StrAn3srJTyqEhuKIcD2xT1WiO8d4dWc1neksX7E9+JCRhCAKTAK9io+oGCC8zkBdkCVZs56q/jNpN5q4lyCl+hx8+56g/EQVbzqJEAa2reDUiqJ3TXLQLaoJWDJOdE7f46J1xz5erX6FaCHNMwtPIenw4BUZPiYepJJxUnY5qvE9vESYY6XpVDYSSOaxtOJkEUorpPN+Ql7Q5DzdgUPklAIjOR9ff2U1OzoWYU/rwguSgey8m1+2/oAKKU7BdlMan0+7pjIc7uZg1sMTISdVagjygpCtsiCXJy8Eazxuvl0WJiMNcH48OtNmCLuo03HZNnkCaEYJar6RBq0FCYlNpeXUlu2jN1pg3A8Ht0LjlEKutARTKOxmFgNWBcaYm1xmBbKk4lXu4UHTyVPmMgwcWL4P8L7IDzE1ga+0QNSXYLtUgr8gmB/v4Y8dNgg3Y4pMh5rmxbYqJsJF3yjN5SHunH5GzVJsyc2gW0Ltr8MqTCEhkVR06tNtpEtWkpx+ngFk28al9fCxpIwuCvQ5LIZdObZEJyhNNVKaaiXp8eMuDOBSd7JdGUd1fokubyMIQU1hgq/VfYKRI1KBABmPj8DYHehaB0J4uDwxxu+qL2bSEcF7RK/Hfnc1X2z9FDf13sWQp4KC443UmM3ckT76I+X0l1Xzrz138dGB+3nPgh9iHtHn8w3D4D/HW1UwHsio7MgUNYkuAU4Elm0zqhZwicOCdqb3PZJ4VToVfrewmQaPC58skzJMvtk9xH3Tvl9vbHsoV0C1bDyy4OVY+s1+ZBR7JcrYWLbNU+MJ1sTTXFVdSqlD4YmJBCUOhV/NbZzRNu1M5WaIF4Bqw9T0gQ3L5id9o6QNi883VRKY1p9tSGR4drJY4dinapy8YR/3zG9mbsBLu8/NSZEA29I5krqJCZQoMiUOBdO2uWLHITYms5QrCoiiEespET8PLGp9i2/z9rBtm2t39bAzk8c/KqEgcXHlf38uegdH4x3y9T+I7IYNZNa+SuSK9+Ksqfmvd3gbTN63j8KBOMIlEb6wFd/Sirfd/taXutjYE2N5UwmfOK3YgHpi5xMkHn4AcZxAeDzU1187s33mtWGSf+oh7xnDWm7OxPuFEDgViR9dvgjTzLH+9S9QKAAuCP0yjbl4F+WXXY3WncCYyuNYoCKPfgpnsvhyR4ZXIhAEJpYwcMz3cWzQEMYQHGfz6tCxjCdquKZnL97xcUY+vZ/AExLKhAyYWIk+bKOANj0IDW4fw9dzKsrypzFccfLlew5/YZuZvrxOVynhDScT88hszbRT0lHGe/HMVEaZuUnsfBxt/1Pk/KUE1XK2IDDnnsfK5pUId4ExfLjkPP967I8I+scZqpGo3/5vrNZvYErexIPGSdRmVD6x7TdMNAxjZF24zRKq9l6P7Q+j4wBUTAR/dLeS2HIhizOv0RTbjuFyw5ylDNSvLV7QQROygG2xc2QbwYoWJl0pFMmkIpWHcjh5fAfR/Q4sC0gNw+pVlIbKODET5QKPhSKZiOnX9+u2m29K/SSyUP4LCc+kgneNhX1WgtViD52OMeZisz/r48KRYfz/4cJ1Rjc+3xIKyXKaJvP0VlXwbHQ5j4eXEtFSnB54nWWdXZTnU1xy8DUAynJJvnXSNSgY7DBraVCGKBNDTEpdqNZyvLbE1TyC0qwytc+NQzXYVjaLp+RlhLQ8XncneUcWt+7gsnU6yqRJe34/qWgQ06OwROxGdsTxV91ONL6IRQUfirBQTR9b9blcUzFG3J3FYSocMzHCSLaRFmmMgG1zbzBMZnp1/2zwTwTjVyAj87Kd5DKtjIiSIWY5UIwe9vs6qJ2WdxdkL70sZFEqw7bwJHe8p5rvHbiKU4K/5WzreVTLCQWLJmM2n7VPwDSD7LYXMUf0Yrzh3C97GF2pcVdVlIvjLUiSynb1BNpirxPJjSBZAksG25T5TkmQtDIA9lwQEi7rsK6oLdtNNHY/Wyu/zA3JXzGqlDMshXimrAfTcQzJacIGoFgF7tv5efrV49hEGx47zwLrRVbkJ3jUVUdfZD2LDlmMhSoYke5FCBvJjKFZSRTTwcrENrxmjscaVh0mQdORG4cxibuwC3dhK+W6Sau5sPiiSRI54ZnZ3hQy99RczNbAHGwxnWY087hyG0BP4DBLwLbY7m/n5uaPkJH+TJ/0F9Jkb5UiPLKOsUi0iluN6m/fONop4H1VJdy4r5+kbuKRBPVeN7fOrmNrKkdnVp0uC4FFQe9M2vGD1VHuG54iYZhHkUHbsjh+w35sbBKGRca0eCWW4blj2vlCcxUeSTrKSqHD76ZUkZmcTkM6gKc1wZKsyuNDMX41OIkN9KsF7p5ftAVq8LgodyrFykhgsGDw7u0H+WJTJVfXlnHfgmZShsnLUylWx9OcXx6mwuVgvKDTPV3xOW4YM9fQmVWPitb9tTBsmNKLx8mYFjszOS7mHfL1P4V3yNf/AGzbIrl5DeOf+Srm1BTZNWtofPghJNfb9+96O5ix4ktkFywKvcm3JV/7hlPctuYg2YLJ1v44Z86uoFUpMH7DV/BP6LhWy0x+PoeaH8C2bLBt9JEMGDaedDOhwZNINrxEIDAPr7dp5rjZ3CEKhaICyagCrVrFGNyBo9SDs+yNgbQF3/BcEnaxl6SYjji4tFqC7gW4n9yPhcQz4XN4YPBUNNvByJLjuHnX7YCNutjCu1EgJyTMUoWB4F5yL/2JX2VV3DVLsWefi5HygT8OpgzTza0R0/8gMLaWsPu57Xzz2A+Rw4WMyTXoXI2LZGoUaXIfuUMv4fdG8M66gPswKADPoRPwBFggAvhEH99lEyFf0SfJqLHI7trI741VvGDPAyDBIIWWHuwFJrIMViGDbPhRnD70igUw8BrjnhAnJUaoTH6Agr2Yl9TtDGkyF3vXz/yu18+9nwe2vwf0CCcPvMJrjRayBDY2gUwIb3kSKQVv9N/WZQeFPePIUy/j90d5dcUKSt31HKM3YUiCWuFgMU62pJK4JouTkWNSYtz7DBkRQ9JbQAhO27uO0lwKcqA8Xkn9qatISXnWtEwRa13BfrMVTJs4AR5Or+K1pYu47MDLnN2/CQGU5eKkbDcJ4eeLxkdI4+ci3xqSigt3JkVQfolK0Q8OUH1l6KqDnOzm39b9in3RRg7NaeHm3hyVWpJ05SSxbi+BbJYz1u4geMwEvVUJbvOHCCt5rk6F2eGQkGQVr+XlrHgFz/i7ABldNshJE1Stn2BYCRGdn+FTLwt+vCRAIuBjTHJyTekTEN4FwiaWCCAmL+AB6xTcaMhiHUElTtAIARLY8InOLO4JCbvpo4Q9bkqknThFjpAEKHCBvZ4uavi5eTGjVoQfuO5gm9XGCFHOtjfycplgV8Ammp5FSA/hIs01dh/uWIiJ7QbDpTIhZSkxbwx/4kGEbTJLd/KxkVf4UePV1KujfKXnDlzaEHsmP8lsuR/VNUa7abJLDfNo5YXo7sPi9DNHn+fE9C5+xBJU3Ki4mTTaqceiMr6SobKNZPzV+Iwgpr8FyRxHd7ZiOutASLwamo8mu48iQKWpGEv7OylR4yiePDGHzlmZHFsr29Hl6ajWkUbR0/sOuCu4f9fnGXNG+Wj7p/EkH2Bb1YlkS+oB+GPZShCC2elunKaGLjvfkmD9I6DZcMfABJkjUoideY3TNx1gSjNnUpshReIXcxrQLItxzaDW7aTN62JTKvfGGg8byNqQLehHnSOm63x6Xz+jms7pJUE+33xYYB52KLx4TDtf7BqiO5OnW9VZb0lcuqefpUHPzO8wpRfHtecmk0xqBv8xq4FP7u9jZJqAxQ2TOwcn8SsyC/xe2v1uLqos4aLKkplzlToV5gU8rItnKHUoTOoGBlDiUP5m4gXgkAQXVUR4cjxBmVPhhrry/3qnd/BX4x3y9XfCsgx27PwQ+pNbCUwVX0p9YgIzkUSq+O8/rK6OCGbOQPYo+JZX/s37qwcOIE0Ur0cZFzgmFFypZsZ+uhVbM3HPiaJUeMknBpFNL0KXqa082oPM520hEJhLOrkTZVjg6gsizZ1NofMQ7o7Donf33FKMrRtJKK8SGToLRfZh1aRQnEXNR+Y8iamhM9Cm9R5TsoyYtxxHJo9eP8T4VwyUQ6C3j+B/7lZaR4uPpehbh2g7h6ptHydf/yLuqUbUwkZiS3cjOYuDlW3b+F/t5IXK95CjSHZNYO900iDoL0UET8VXs4yE9wnuNGspTMfEMsB+DNK2RNxjIZVtQE7VY4b6caZrcfbJzM09zbr5K1EtBw3aEHKWohhFBtOSSVsC1TvIDxe2kmhbxJUDXRzrLcONwC0EJ1TMZ7+6E9dwGflIGNOdIBSc5CulaULDi+lZeiUyBwEJYUOqq5qAP4lvrTRDvobdQb4y72xuXjdAw9QQLXu2sOtYL2l9Am/fHsKN59FrK8RDIXaXNtGcHEEqLxB+SuKE+FbGyoZYv+JUgs7Dmg2H7EcIie1yL+OyCbiZxQS1UlEHt0ZvYcRbxi8WvZvRYBXvO/ACu6PNML2qz+NmTaCdhvlb0OV/Z9bzVVS6d3JnKMDrbhe5ix3UHFK45qVNSMCCqYOM1R2grWQSnOApS9HVUUZUnYu34xI0Z4C77B/wemCYrx28goPOOA5xON5hEiGcq6HgHSdq2nzyhUNoAwU0fPSkajjQNovLB5oZjLh4NboBKdQNUvE+7/I4kOwGDBxkcBCJL+Z67+dIMJvdtBNNTOFfnQRTwjX2XfaccTxtmDSaxX6ikihaJrjRAUGPXM4+uYYLXS+i9A/TvFfmxst9GJLB6+Wv8t6JBs7IzKfesvjCOe/BlTZpV1VsTacgZZkTq8dUf8vPx8b40qxvcPHEy3xy4Lczz25Dtps9DgcfrSzHb1m4RAUoIezpyJ63kOWrXfdxkHpkZMDGQYFqxrCQqTFNnGOno9gpJFJEQ6ehVKR4ovTMGfKkOkI4DBVLHBbHH9u7n7pEsfVNe24Z7+MJUrKHjpGneD66giF3FZX5MS6ceJnHy05l3F0OQqDYBnOzB1mU6eTGwVp+WPNpzCOnlmmSti/wX6S+bGs6ml28Hp8E2T8LbPklMUOk3ELglCB1hIO+zJvbFx1JvN7AcME46v/jhsUd/RM8PZmkVy2wLOgjrh/e5i+RRacQzAt4eXYqhQ3szuSJGSbfba+d2abC7eLu+c18dl8/3aPFVKdqw/5cMd0vgA6vi1/2j/GDnlFUy+aSigivrpjNh3f3sjqWxgKGChof39ePIuBT9eWsjmfIWRY31JVzaWUJkhD8dkELB7J5vtw5yOj09XfnVDKGiV/583KG/xpfbanmK81V74j5/wF4h3z9ncjle0gkNmEfq+LcpOBOh/EdewJK+d/XRiFyfgvBlXUIp4zkfPuXZnZ1kH85pYVN02nHWVVBrMgynIvnUejaj15jo9dJpF/tITA2rTXpSRL9QD2d196Iao0TWiNwXpCF6WIkq2BgTpksnvcbBh79E2yIIS+LYGVG6b/6Siq+8hVC550LgPDajCz6BTn1IIm6l6ksXMFQ4HbEsIXnXBduZQHvswIcIE8GmxWVe9jR+ixlgQQAthf0YnAJo8zGcthIuiC32ECtewFv53zKc+/jgbEneaLuLJp3t/He5seRQ8XBxTithcXbalhjgy6Kof3jZvKoxX9LrgCy5sGo2AqTiwBwCo3tkX08b7o5p/Y13KEc/tdvIhiMIScqyamvctKSAYLzf07K9LHQ2o/5UBRpe57kQpvOyTbmzb4b+eDFLFOW8VpQZ+HsuXikw69VFCg99T+ZCmSLtlcCEBa56B4iwytpkhvoGdnElM9BMJWkxdWJvVFgJw/f88FAOZPeCLtqFlN/4Flqmy6lvdBERlJ5uU2jintoNOayh+NYfUkVE64Mc/YbVD1fzM2WjKdQMx1Utp+Ebfiw8wmcs87DxsZveRB20Z0jbGQJO4v6FJ9RIIEPQ8gMRltQltYTH91WTINK4LFyiLjJuntXMkvvAaufP84O8aQym5JsFZPeIeLNw2ivgNsAhMFOl8aJpgufXGDELfOLsyLcvG4+6qY7EIqb6+eey/xdd5Nr1FBdxYWDALBNNhiN7Bg+AUkUOFOspjT3DPlpsj3mKaG1+jwarXIW6jp/dP9phnhhgaLVUSMm2W/X40HjX+UH6TA0hNjBCnbQ31lC1izq7oxcmifDL9E4dSEnsR9TSFRYE1i2za/Nc5ClLImSTXw86GZOsgSjfZLP7QvwkZe9PHmCi1alknnZc3hGGWDQfQ47/P2kqs9h7ugo5YlB6tRWhArhVJBrqjczLCdYU38Fc7IHWZrcTYlZtP4I2BamECRlmeWFFJ7hXjbXzwUhqMxN4Ubn95xLmiBOClQzwkHaCLCXs3iF3/EupGnKUJOf4KtdP+OlyBLSrkrABiGhSxKSegjLWQW2hS4O60PHXCU8GFrFt5o/Ql52k1GKVYzPbPsoVfoUYTPDD5o+VPyJhYwqubBMjRF3DTibubn7Viq1Kb7feC2d/ua3Hb9mIKQZSxsoEi+peAsBCMsSAVkipxk4JcFNTVV4JMEtPaNMGSY2xSrFMc0gY751OvIvOeIDHMyp7MwUNW0bk1k+UFXCwem04JF4wxIDwK9InFsWYsN0s2vDhgdGYlxSEeaFqRRLgz5WTbf4+VJLFY+Px8laNj4B2jQptAG3JLE9lSc//bdDORWfLHPfgmb+vXeMQ3mVx8cSM+f4xcDETCXmHYMTXDodAXNIRTJoHHHRBsXI2X+HfAH/NMTrVwMT/GkySZvXxXfaa/9pruu/i3fI198Jt6saj6eOrNVF5l/LaZ1zF/6S/xnzO9nv/K83msYbOq83ILndNN93P8bUFHsGv4ideIW89xB+aTHCUpACTiSPFzljE35IAY8Lx/XFcLmR1pj81S6MyRxy1IMyFYFwBPW1X2GO7gRsMms3ETh9FZJbwTTTaPkpEGC6EmQHJzj08HyO2dWJwzaZXKZRVZ3jbsPPECo7q9fzh33nc93yew6PtdOxffVYm1TOwAxCYcEkyA+QzT9I9KmFPH7KOQzqVfRP1qJYPq5Yek9xn/phVk16qEm72IfNyWhUCRvDNrGNPJKpYVkx0osH+HCsjv3AhJJiedVmTizfSkNJP76nFEpKP41b9UCmHHXvI6hte0mdHKPeholcKZuz83li3mU0KQOsX9uOU9a5XjF5t1rLbGzmIBGZJl42dtGTXbZwKkpxNS6BaUo80nkR6cl5XI1BuzPPMfu3I00Uq0dzS2USl5lkTtEZuHMJftvk3lkX0Y7ESbWL6TL7WOipQcGJGycXmRmaHBs4Rd5IWOzk9vSFPDdxDrPNPr7mu5dAtoAj6OdSZzn7hE103kWUTxNTgWCJ1YRiSExNbCVrZxmrqQagQ5pgr+kgaMqcObKX9TWLeajjNJBkJNviq+vvYf5kD5JtIQHxiJs+JcBHNxogjfLaMXN5tinBH44RzBpJc6BWsKFjCNe+81gjz6fC3ccZ+UdJHczjjRejAeP9BTILz6Qum8PpkNGFScY5jEurZtwOYiFj2V46aaBsfoqJnUH6RTn3zjmLb9p+JARenLQVShh3T6DYgtnpcr4d30+Vcy29ViVeoVInir+1bcMrHh+7FyucFDOwNAVTc7FwU4j+5hr+SDF64ZLyfMS8jysdT3Fv7SC6O0YCKFP6+drkGJvOqsHaE+CqV2O4S1rZ0jBJj2eA18tfR0PDyPWytvUrXLNuYCYtn6aMQacDO/MIApVP13+Ki3tf47r8w4SNNP2KjdOyCFoWqzIFHi1XYTryJSkWKm5yFFP/Gg56aQAkYoQ5lXXEPT4sSeA0TQ5U1nKB5xuokjUdhRJI2iCWsxbLU4xGCcvk1XonZZbKwuxBvr3oapLO0Mw538B75v+AL/T9mvePPMUz0ZPYFWhHti2eix5Pl6eee6ov4jN993DIW8vuQDv/2nMbV83/wV89js3cmOmJ9UgKlTAtEtOkyingvLIQl20/OKOncgsYyGu80dzJCWhH7B+QBOk/i4L5ZImsadHocfLR+nJeS2QZ1nQMy+a4sI+XYykO5LSj9lka8GICQwWdEyPFJtdHwi0JvnBggH3ZAiFF4kcddZxfHqHU6eDlhY38bM9BaivKuWVwcvq7CK6tidKd19iWypG3LM6IFgmbJASfaSpmPl6N757RgVW6HPTkNWwg+GekKm2YVLkcuDICYducXRqi9m0c77cks4wVdM4uC/3TmqBOaQa39o8xphm8nsiwLOSbIZz/W/EO+fo7oSg+Fi28m7GxJ4lGV+L3t/3XO/0fgpBlHOXlBNLziac2kGh6kXD5YqLO0wmcWkc6v5vY5Vlc60zsNgXXivkAFPZPYYwVjaViyotMHf8otm0TMipwPa3gWXYttryEsVu3UXLFLFy1pUTklSQyr+HIl6L2nkZF1xZcheKgWLq+k9tOGaAq3MJgyW7qDR8XLBo7injJ/SDlQG93UDjejSNXBo5iix2roRTJ7cWtqGCAhEml7/CAZ7pS5CMHWJKpobVyHY5kGc7cnOJnDjcj7gIer0HwwA0EUfhPoTE05y4yZbvZMT6HdWuvYKUry8r0XHCC7bCwsxPoc4srcUmAEDYbR5cwpAVIT83CQMEwnGyxNd4NSAhGMWiwZQJKARsLxfQhTCfObA15VxJUeHHftTw3NR8bwYgywdeP/Q6Z2Qq9O05GTios9SzEWF3GRs8WzKUyCMEl5hgX6HWMh0LoqoXIToLTj1FI4fJtB0CRbf5kXISVL0YZdgdn8aOV7+azyqOUiU/gQCGNyRVk+SpuzqJI7C3LoiOdwuocIRPfz9alS9EcClRBmzzFiXoHra4wa/f+gVWReh5sP53y/BTt8QEU+/DUaBpuVgxF8EwNTN9Ti+eis/nt7CjuU14AARU5H3c7ziJGAEVr5qLEVgLyMOb0taguJ5rLyx8kL2MZJ58de4Bnlg/zirsS72SWUHoZCiYniGEOlVfRu7KKL2jXM4thBuVxvEYNOSnHNybT3FWooEMfYWFhkEapqFvskIaOmoyFgLClkahy8OVr3LRlLc7+Q4hjN8fRgqPEoxG8wHl6O4fkH2IGN+BUdqEDVbrOB3IT2G6ZgcEyLqx6CVdApy83SV5cyKhnFE3RKMmX4Dcssu69FBQHDl3DxqaKMcp0iwmHRGVsHYpnGffOOp/fy+fQFB/i5P1buWF4CxNSHbZ/ivclnmBzxRyyio+cw8O6knlUpkbJGH5G3aW4VQMBFHDya++5bK3oZ6L0NDLeoidVNFUJhV2gRAEbRd2LLEXJKx4AagvjjPiP46WOGM/IJ6PJbjrGe5mU9zEVPbNoFYKgM9DK9XP+jVp1DF3I1OeHOWfyFb7Q+mmyjmJ07JXwUjaHi2PJI+VnHDUmOc0Ct+/7JjvLjuEn5e86rDk7svLxryAAtg1Rh0LyiNSg+mchKq8sIdv2TDRpZTTI9lSOcU1Ht8ElBO8qC3FldSmz/R7cskSLx8WwpqPaNlfv7qPOqVCqyGi2TWqa+LX63NzSUYdm27gkiWt39cycs8yh4JbgwHSFY9Kw2JjMcn55Uahe6nTwHrfNTkWeiU4FFImAQ2GVz8NxYT8Fy6bU+eap+ZXls/hS5yAlToWbmqu4tW+cSU3ni39mYvq1riH+OFn09js+7Oe2eU1vOtYbuG94km8eHCZrWFxcEeFnR3iY/TOhmPovPheyANd/0zrjnwnvkK//AbjdlTQ0fPgfcmwjoZJ6oR854iZ4ah1CEqiHEti6hbs98leFXltaPkMovAxsg2j0VMBG12Pk873kOzLkOwASdB/8IdVV76V3z9exx4ZwRc8j3bAd3TOJPAgi5aT8ppso9DVhpQzMKZXc5jFctQHmn/xDEs/20DewhW+bBmd6S2hJFh2oZEli4YJSBgoHuXLLf2L1F8i/O4Qt/JhmBmwwq0HuBmeylsoDH8B0ZBmffR+WXCCYPBn3wlV8tP4Wnpg8kwpF5TIjQDxbiumJ48hGcU+2kqpaz3jD72h55YfF3CNgOMcIBMb4j6lZ3DBd4abYCi4jREYI/tB9EcNqGQdMlWPcCXx6GFObJOOKk54sQbEmQYKoO86H5/+GEyOdrFu9kE0VHfjMPIsTuygEW5gKCtyZWnRh0Xvs1yk9+C5CYycgEFTuug518k/YG16lMCuOXV+8ZwUpg+lNc/DgqcQ9VeCBXWaBs7RSeq1aRuQRlr++gZJEkmRkJ+uWzaI+IJNe/x+4649nXBvHXlKCWwlimAoJy8uRjFbxNxHWP4diloOADBZ+itGEuynwJzRCFPi57yeI6ia2WY34usbJtk9X6gqbnZZKQ9ezrFATLBnvJOUt5YyqBUheH6Q0dCGhI2PqBSYDE7wxzOcNhfGxy5HROdvZzYTD4KR4BbdNfy5j0cgEDcvjTOwOYHng0PxGzrWfp04exu1XeSzs5/mgC1tK4K98livNKSpMjZPsHYT1GrZTxvedd/JCVTdf8Ho4ozNCCWlukGOclGvmNu2DLFDunnkPTBMmprx4ywtEppVBCzWdjqkEuhC4bZvJk1W2PNfEKS+sIbIsi7v+UrJWOx4LTkm5eKzkBT43nucMNU61aZLR59IoxfCWFNOkdcFxrhG/ZUJbiJquZ2FsIQ7LQazQz/qWJbxn4E8Ywsl74iO4RprZF03ym9ZvYihBEAKXqhK3A+REgH79BByiwLKp15FcFj88cAtd3nracv0o6Hzz2I+TUgJg25zQvZNQPktneS39pWXcuO8qXnIvZqunHoQg6fUj9AoQDhAysnsB1w4+wpQrwqizlI8O/I6fNlzFusgSVo2tJuYqoTdSg2K0oaj7sJRSEBKWowpLUuj3Hq7mHvRU8+u9X+XzbZ8hK7nZ+UZPSUCTjo7ea7KLL7feiGIdrbn6awjXkVAtmy8cGMAt8WaR1zQOR8kELV4XXTmVgYJOQJYomBZ52+bRsQSfbaycEaRPGUfrvPo1A68k8dCiFh4YjeGRJL40rYFyTV/z99prUETxvWrxuPhp//jMMXyS4NqaN0tQLi0LsiFbYG8mz3FhP2VOB0ndIGGY1LvfOuMxoukMFHR6VI2tySw3Nb+1c/wbfmNQ9Ax7O6xLZGZ6V3b+eW/MfxLsz+S5bWCC5UEvadNkrt/LeWWh/9uX9XfjHfL1T47Y7/ej9aWLmthpsp96aQAsG9+xVUQubHnTPpZl0N9/F0KSqa+7BiFkSqMnz3y2c+eHSaV34/E0IMvTBAib4eHfM7H1MUp+biKnBWbZg4QuPZ/c5E5K7pRwTEwxtf0XhN73I6wU4IFB+S56tw8zq+M7hM9uYrf/ahxbV3LfKaeR3+bgPCNJ8MwzuOpjl9J54VmYnSY2MrYnS+T6qxjacSdWCSCB1gHucS+WI48/tgDv+m9hCR3F9GMrNjVeHx9peQFJ9zBZugtsGd/4EkpXr0Db+O9w2UXUrP84wioOJjY2mYodTLU+QWLjp3k828hxyLjd4+jR3RjZcjJ6UeszILt5NLSacwI2WXsDruQkjj9Ayq4g1RhmZLydioqDLPX2Ewo2sGT8BcobugmdPMIr3QtY+vgwcwoWrzQdR2R+JaX792MFloANDiuIM/R+CgvbOefYX9GbjpDN+DlDfw3dlBBHJFekaYJ4otHC7rEuGnp7i7qX1BbaXHlyKOyqK6Fe7ad24b/Qh4Or1SsZIYujYBKS0oTVBCHJz6Tm4qtOnWukQRrsUubj5hkC9GByl5ViVFIYlJz8p3Qun2tZw9a6S5hyBugxw9SbKeKWhxLNz/mGigAk26LN1UeuYZxb5atYsn8dZ3QWuwToGjy+rMD1Gw08loNfzzkDLyofoZN3jd6IghtBEpfye54z5uBAJ5Vzo/otao9PsMfhoNe7lesSh7AkJw5szrHj3GZVkJcEtu0iRiUZHFQxybHhjZzmc1A5qfICUa560WLVtkkQsHN2E9JinUzKxy/c7+J98os0TgyT3u6mkFQouWiCabkYFsX/dE9PUiX5NB36MAYy8R1+amtHpts9O8lJKi7DjZKdT97exy67iZD5MUojB7CtTQgJHMIkRIYzChOMMx+nVZxIK3NZPjd5F+dn12DZTmKHWsg2N/LH+huLxAtQdJ2C282gu4rHPCcyd+QgQxUVzB7azyUTL9FcGMFAoGCTlH3UZ4fYHewAIXitbeHh6JFl8Yv2X1M4oouxISsgtc5oIJu0DFcN/4Euby0LcoeI6gnm7Ovli22fZsoZYnN4QXFHVxRsE2GpCKNovBotxPEaEwz4ivKKtOylOj9GTvagSS4MufhO/SUfrxH3X67c9gD5v/CZUzDjJq8DD48njnhvipOZLYpVwl5ZmiFfs70u7l3YzGmbiubM6SP0YKpt82IsxQenCdLXWqp5385DR6U7JSy+1T1EucvBV2bVv6lysNzl5Pa5jdwxMMGaePqo9GbWsnk1kabRe3TluyIEHT43L0yleGA0xlPTWjBFCM6MBsmZFqYN32qrocnrImdafO/QCBuntWVf7hxi7Yq37sH49ZZqkoaBatp8oenti7UuKAvz4lSKnGkxz+95223/b8C2bT62t4+9WRWXEHynvZb3V/+/Yfb6Dvn6J4elTi/rbDDiKlZGh2lvG30k+5b7HDjwFYZHHgYE+Xw/szq+OfNZLneQWPx1bFtD12N43A3kp0W+APJwATldDBuJhEFV6mLM7QZS/E+AgRmfQqnux3/CyXTFbmZKehpi0H3we8yfdys+qYHr5v4WSfUSsjqQl5/AYPVmxnZ8EmWqeL0CgV9voK31i+RzA0xO/Kk4ekqgVuxhwpOBThlhSzhTNViYGO4Y2dKdkC3HKWVBsgEDCQm5ohHhDiCwcMnNFPLbkZRqhk68g4QrSWe8lbrAMH/IVPOUZSLnbHj988wq5FlWsZXdmdmUpxOcvPEZ8lUFQq/KyFkF5DzPpC/C11f8bSbHG2l27CahmCzv3sah05z8cetn+ezra5DGB3AApx1cx/u2f4IPWcOc2/UCsr8CZ93y4v2qLqC0FviE9CsAQv8uc6fvQiKFLHXDw7hsmznOMgYCeeokDyuUZeQcq0HPISyTlv07yTqcfObUj/EjdxtOeYJ7bcFOfEAQ3CBZFidO7OC5xuXoshMJk4Dcic+O82FzNmEcTBkqk1JxcpAw6ZAGiAkFj8fmKv5Iu+hmghCfMj+Gf7KTMcXDaLgG4Umw4KyXkcptTql7md/V1NKWiRJIxeiqhgPN8FidwQWZJA9mv8198sXEKOcxeyvH6e10m/sp6YqTjbrZElzEZscc/nXLrzmtfCveiMVCzyGGRRXzKNqWmLafG/tXUm0fj23rrJf6MTCRw1m2tYUwFInRCjc9MScnj9k43jCvjMH2WUlW7f4FjxvncX/6ZD688SnsXFGCnkr70F0mGXxssOdzqr2OsFSc8gtJBSNfJCiWAVP5nfj9v2NSqmN9YB0njK7gkBWkTb+UMruMHBaVykFM/ChksG3QUJgSCmcWdrFfhFEsB92hWs5XXyq2sxIqhzr6+OnizxL3lXFKbCPfOPhzPtbxFfY52sC2SQRCvO5bgCkpOAYPh3aUafm338yxoK+LrlkNFBzTE/sbqzMhyLn+rAm0ELhyO6gU5aQUPzoSxx37O2wh8dzWD1OmJyjTE5w/dBcPVH0QYVvYM8eTsWUftuTFbRZ4YNdnMYTE59s+hdOGz/TdQ5+nmgln9GiyJQRYJm94hP010CiSLN0+WhgvAPNtgjgeSZC1ijudHQ1S4XLwx/E4U4bFrqzKe3Yc4i9dQfqI9kQro0FeXNbBd3tGiGk6h/IaccPk9elm2AFliB/NKlpo2LbNvqxK1KHwcizFd3tGUC2bGpcDW9PJ2MXqzL8UyVoXz8wUBqgzWjSbZydT5N5YQHZBi9fJk+OJo1oWHcwXuGtwgutq3xxVK3M5uHfBmxflb4WkYaKZFrpdrNT8Z4NpFzVsAAXbpueIPpr/2/EO+fonh++4arLrh5E8CsHTGlA7Y2j9aWzDIhFYS/+Wm6muuozq6stm9smrw5T0nI1/bBkiJLBbLIRSHHrc7mKBQC53ELermrb2rzE8fD/J5HbAQl9koM7JoIwJtCaJvfKXKTevx6ocwYx3o0VTHHLehW3+Dt0bm3E/FKYT27KpbLiQxO6t1G2/CZdWR7fyCaxEkdx5znbifc3C9tqoZ+tYhQIVLzSSL19ItmrnNKECTAfJmleQDBeqehbdqkRU9dOy/hvsxaK5ahOGN45kuAmMLcdhRLFO+TCGyDJe8kvSp+8GE6QklG+SsNv7eHLyCtzOOEN6GAiADglb4Tv6aj6sPUboaRlhCQ721hHOjgCQc7gROZ0V7tn48LBZ6sLfmWb2aCcOQ6er9yROKzhxeyJoM70yXXhlJ7uiLVyQTqD3vIwcaUAobgznGEID2w3yqMA9JHHa0/u4b9Yq/uSv4Acb7yUYf5V0KMrYqZ8jkBtDlM1CmAZWchDUGBvL5zDH20gFKSQyfFv5Fbp5LqvtJQBYkkTW48Vt6OiyExmbvUY5FWKKG0lzk3Dw2uDrGI3HAuC1NU6OD/C0shwiNnPppERKUUGCWzM/JbPFwY2nfoYRfym3GjchlRfvUZWjwIrkQl4/2U2eDFP+7bjlQZ7w+HnN6+ZrQzBk1oAQ5EWeF5w7QNfo6jiGTrWoK0ni4/ny4zhH2Yw7B9ckU7wgOmijHxc6WTws0M6jxC62yXEID8NykrKJAvajTkwTXj7ezeQsPzub0jSPySBk7jzDZm9KQJ2MW3uG+tUmdk5ChEzKl2bZUjKf1zkGCwk/GZ6Oz+XHkduQrbmoJe8iPPse/KXDFDQHD4XO51xpDXV2DJG5BhkPlgAdBw4knMptBOU/IQuLghoheVAmXnBgHmtwqd6FxiQ/rbmYp1tPZNmh3bTmBnBaBZ6JOsjKRV3OdUOPMjvXy88OfId/rb+BjaWLsWQZU8g4DZUfNF5LvTqMBTTnhghZOWRsVsg7+J3zguI7Yx8Zq+GIvwmwNWRjAqXQzXhwFnnFS1IJUJ0Z46ah/8RjqujIpCSL15xZuu1tXD2U4rHy00kqPmyhzNg/VBUmaMwPcVCx+HTn5zg3W5ywH4qegGRbWOLPKuqkv63CTsCbeiXCm13rj4RXQJPHxe6silPAhmSW+BHmqDbFPo5vhVMjfj5UV4Zt2/xH/zh70jneVxXlNwua6cqqrNp84CgSeGQW79P7+3l0LEHUIbMi7J8hULpl4XUoZDWDRo+Lk0veOkJ1TMjH5lSWgmUfFWnzydIM+RLTZOwNv683YAG70n8/WdqfUclPf6e4YWDa9oy26t+6h9iYzLIw4OXbbTX/V6oLFUlwZXWUR8fjlDsc3Njw9mbj/5vwDvn6J0dgRRWBFYdz+/7lVXg6SujtuZOB2E8gCZo2SVXVJQghUyhMkEsfwulsxpmtRk65yawfJnBSsXJLUQIsWvhrRsf+QFnp6fj9HTjWxpm6ZwQiLqJf/gx937iHeHwzuhkDeug/7ps4lkTw/iGNe4OF9K1eklcY6Iv9REtOxeyF4PpzmVi/E+fFpXhiDbjStViOLLIWwHIWdV1y7XwC9SdgZnpQdz3P8OrvkN86iOeCWRQiAxjeGAiwXEkqN34eSzhQhEQ9Ng9RYHa2DnfmIGXpS3EnmxG2hDfRgSlncdGEKw1yUiFt70YUoORWB84xgbNEJ7Bcw3b7OQ2Lp5GZwiaAgvKHEB47B5bJzmgTd885j89uvZ9wIc2kN8pZpSHajHokBFquhIfzI7xLdrFtXhSP6WDUcZBk+6kELAsrN8W2jjOxMTkdF47qxWS6n8Z4+VtMtEcxr+sDN3jGOyjZfhHPnRxGcj0L6BQI8t3lV/Ku+BrUyiD1fQ+zcOcuJFNDqlyIe8F7mdj2a9LeUi6wZGQpim5H8Vhnc4n0Ohu1OZQSIxBI8e5VD9HxxAnscddDiczNwTupE+NssObS39TKis0TvFzewZQ3TF1qhOTqLIu9mxCLF5FIeon3O5FdNj3VlcTmBBn3RUAIUt1RAmODmBXQ27kMySqmlzz4WZCvYFdJUdg+pSg8YrdQblnYslyM2goLnE4EEFVy5CwnHnRW5iYZ3hPBMiVCTTlalx/icXEcjXaS11jK6dPP/X55iD1yH07bSX5jBN9kmvtOl9hbBrowyZUfw5MXVoNQMN37QMSLlbBuwY4WwartFo3HTeEOG5zEZmKUst9uwadnebe1l7ulKzhDP56gFKJ8fhaHVMBFgbPlR6k3NVLChzkdO7EF9EhxkqRpkjupEcWJctLKkNxVxmh1BV3a8Qzo78FptdPv9oCQ+GbLx3CaBT408jhLCgUenbqTWzq9nJDehQ3MzR3i7gOf50LPHXQGWsG2+XrXL5iTPchkNsT9pRY35SKEKEZhHByekGvzo5QaCfrcNbj0PBXaKGq+wLF9A5h2ms2lW+irfj+q8oY5ss0v9n6b5YXdAKwOtPH9YIZBp4OGwiS/rf0EmuSaiaYJS8dr6cRlH5tC8ynL7eeHJSHSUgIJhW83vJ8be+8h4/DzROnJRQ+wI5prF09pIWy7GFH7CxP5G9/IIYrVitm/wo015FB4eHEr/947xs50jnXTqbm/1sjVJUk8Ohbjxz2jFGybXZk8N6jl3DEwMUO23JLghJCPL7dU87WuQSY0g22pHJptM6IZHMoXOK0kwGhBxy9LbJyOlE0ZBpplvWVvxS80V7GqNMSQWuDJiSQScFIkwPFhP18/OIRlwzdba7hxXx99qjZDJqHYMun6utI3HfNvxcfry9mazjGh6VxSHpkhXvvSOe4emiRv2exK53hXeZhjw/7/4mj/GNzYWMmNjX+71+U/O94hX/8LIYdcKCVuiBUtBV2rVUae/gbRa65hS99HKdgjFGpGsOUCNXs/gRQ4OuxtWXmSyS0MDv4Wj6eO0N0JjAPF3FruP59g4Xd/ye7dn2Rs/ClAIFwymmOYYK+CZEhIKfDskGC5n9bgN0hs6EFzj5MdTVGVPIVoXw22riILPxX7PkCs6Y848uWU738PUokHOziXyoEV4K3CvcRClV4qEq9pDynJ8CFJrpllpoRgiWQw3vE7KvcmMcdX4ZcWMLj4p0w1/4GyA5fhnWiksP9JhCtMReBy4uFHcYwXBxJPzOLG5BgnBG7HJUb4hN3GXfpnmC27eeWkz7CPPq7b/BAJy0dnSQM3rvwUlVqWbyRiHDI76JhWsdfaEkt9C7C678CsLaYSM5LKU/lXOCmxk03RBk513s4D+udQFAUUmdTxH+Eneoxclcxnlf/ANzmbqt0f4RuSzGqXgYd3cU7zUwRGophUc7vnXOYog5yc2oJkFmvz7NwU+XAVX1z1aXocJdSj8XMcRABJJCkptHD/81/HUTAxIhbxj7q4qGExV2RkxthJo1QUAC/T99P50ilkHW6+uukeBkqjLCvpQpZsAtksx23cgCqFMYwccspkS6CDvnnVrFB62GQ28YO293P9H39GWUmQ0UjLjLjfoeTJGY0szXVywK0SMjyUmrOwZRnbtkjYXg4aJcyTx3AJk1WJtYh0ErcjwOzxNJZRjI4UEg4iIsbtNb0sGD+VcK6JvXaKGqGzVT5ETtKAPAN+L4kOwXNLBIYicBo2Lkcttl1Mly8ea6ArtA9LKho7NKoGisdCchdjJx50KphgP01UiTF2h+ZwEptocTyBIICYDucqQJOpYQFBsjQwRDcN2Aj+YKs0yyoTYgFeeQAhDO6u9SGd6mGivI7Rki7U0etw4OOGLtgWHKJNO8QHRp8C4IJMjli2gU4qaLUn6KAPGwjbFk/tvJEzlv4nV448wfvHn+Ie3sMIFcybjLONQQQSBgo/K7uieANsmw+MPMaNgw+RUAJcV1nLAZcTn/tTrG6r57hDu+nIVxO3nUhqN5ocwYET3SnDdBbHb1n0BJZwQnIX3xnbykVlE/R462fGjDmZg9QUxnkhegJXzL8Fr5EDdRNfCe5Fcy+g4J/La5bFLftvYXXJcsbFWyT5bJtntl7Puxb/jIL81voiydKpV0eRbYs+dxXI/7XdTlw3mdB0bmgo55SN+9/0+RukxSVgZUmATcksselU4yvxDM+MJ/hJ7xiF6fFmpKDz454Rhqdd55cEPNw2t5F6j4ubDw5zx7RFRFg5/B13pPPcNrueiypL2JTI8OE9vYxqBm1ez9s2tV4U9LIo6OW88gi2bfPwaJznppL8am4TyrSh8W8WNHPbwDi2BQdyKo0eJ19tqUb+K1O5L02lGCnoXF5ZclTrI4BSl4Mnlry5Qt+ryHhkibxl4pGlN9lZvIO/H++Qr/+lqK+7Fk2bQv3TBpQHDpFUH0bdP4S43FN09gR0/wQsS+Cad7T+Y9/+L5NMbgFA00Zxi0jR+UkIlIpiWLfF+68YgzJClSmRziDr3oNrURjDvRVjYh3OFS34onOYtJ4m2dpDrOYpQMIcv47g8SeR/c/tOKtWoKhhDGcKzTOJ7k7iKnhAklHclQgkBBKmY1pzJoFU8FO986NAsX0PLj+WsPHVvEq67hXypZDv3YlslRLctJLMvH5G59xD5Y9KscaLTvGK81i06wy0VieuPjf4q2ipiOOTi6v8UjvN+8QYBbuBZZKTbMBH/5cGiA+5OHOnxYDTyzJHkIyjlGNMNxbFFIZPklkebsZYeRMrbION+QOYqWGWbdxIzu3hmbqlnD1YhqO5WIljaVlKCZBTCnzTcBJd9wMUPcConaELDXCQR2Y4V8X7vAkW5Ft5HoVfGyG8lasQo0+DoaJUtnLI9yT9dtEBtx+bnZicgkamc5RoZzf2tK2HEpcoXbuCQHQ2hMBMwIEXKnGh42tUcfft4RsnfIQP19/L8qaNzNqbQM+4UWMOHBVVvOyaT39FGJemsXgiiOVUsOUEVfJGnq7fxm3zbZYZMGsyjqb58Xgy1NXvILqviuteGcHEpqRd5rnefcVmy04Hzwc7GLbDdJvldNjDnJjYjmQaWFqOXZUyy0ctEOCI6rwszcJdCHIos4S9VklRzG/BpbZOcbq22blgHmbGwBa9wHRLqyPCHL6czg3rVW490ctFqTRf8cUxVkkc8iu4sUgJF516I0KYdKrNjIqNPFs+QkcqQciKkzbr2KfItJtJwtM+Zi+4/YyqDYQsN1OuXuTIBuJqFYP5Sj5Q0UTamcUUgmPnwg7PPjRZZ3JqkqjeQ4P9NI9vP0Q5g0d4iMqsmX0Cm7wLUfc7uCl95wyZFbaNhsSfSk7gpLEtTGpFm4I4ERoY4BFlFZNEqR6P01lSQJcUTh/7IxI2qrDpddpkI+8l5ivWnlqSRE1igpQ1iCbX4kLmvePP83jFShZn9uO1C7Sqo5xrXMzNYy/gtXQWpvbT45muWhSCCi3Gc6UnzUSscooXAiu5OFNgQnLTnxuk21PLexb9iDHXWxtMS9iE9RRuS/uL5MtG0OupASEh/XlF5F+Aatus2tRJiaPYNPvP4ZclvtVWQ1lhitP1Hm7zd/CNvqLXmwl89sAAsSP2Uy2bYevw/58YCVDvKerqYkek/zySIHHEeR4Zi3NRZQnHhP08vriVfVmV06JvnXJ8K9zSO8rP+sbQ7SKZe8P24eVYij5V47RIkC+1Fn34xgs6h3I5loZ8RxEq27YxbGb+dtfgBN85OELWslgTT3PH3Eb2pvN8qWsQw7b51+Zqjo/4mdJ0vtQ5iGrZfLWlijafh680V/FSLM1J4QCz/wnF+P/b8Q75+l8KISTaWr/IWOHHxNR9xT9KpZR2ncKYnAHJxHTnOeD8JGM7l7N0ye9n9rWso0WL1sXHE1znwD27nrJPfByAqde3Ubr3YgBMVxafuQThkHEsaaPk3TcyGnia3r7bsG0dd7QFyzkdZo+vpuaMWxnfcgtWZoCRhbejB4YBGF7yUyr2Xo3uHMFBHd6JFmxM8uHumWuRTBeOfBmWkUdyK8gOGWWOTbri/uIGHvj/2DvvQLmqcu3/dpteT+/9pPcEAiFICL2DcGk27IKg2ECQooheC4iiINhBFBVRQHpNAqT3epLTe5szve76/TGTkxMCEtu9373X559zZmbP2mv2zF7rWe/7rudRZ1rAONmGx3BkZlG16xqM3K8Ofhp0tQ9kmPiMytObT2NL5DS+LESoM4tQxDCGVULOruPK5leO9lwA0ZJoqOpi3uDPGBu7ik6nn3GbnXmFW8QyNCBfU6QIJZQLcJboJrPhL0QuiSIHolyYfJl0cwjvxLEouSLM7BjbjBxfPOM3lG25Gcl0YmGxVxogiI2wUYrbnqDaM8iYMcBrtc+zPTKb8d4VrCqdzwUrFyMbOvvtEb5sSYCJaIk0CgKzkOhHJNjRC7lEYXVvgQhSpHSSgNv2PYcZEslgZ3euloePyesuDVOOaIe0S6JybhLLVIgbS+m1XORsNrIuF7FsmpOSdazyDxBUDT61uo+GuEA2WMreaSV4vWME6/eyL13LivUJQt0esHmID5bQ5HDSHD2AkRrlL6fPB1eALApJHJiShGjoWBJsb6hg9q5e3HoOIyPSYc2kLqGw0XKhI6Ej0SgIrMo1c6ajHUEUQJJw2mZybHeKpBAiYNbiyWmIqBRPhJm+bx+56SWUJJM87fUwOy5QIjTxQ7+FW4jxtUgfn+R3tBn1PGLAK/NNTNFJv72E+0cn+KV4EiHdx1xxCycIm/FaJsPqPBJIIGpYejnTIpVkpSxJKcr5qQSviiaSKeGJlaN6BjCB/6z6AU8MD2ITUngLv06d/KD7eNmpbPXO5u7O71BmTJCNgTOQ55BfbP0CI85yRpzl3Db9Gi7Y9QaDVOAnwXZpBoIu40SjeWKYpVt3sKG6mA9XteI3wsjus4jZTDQpT4AqM6OcnFxPTXqEDfUfBsnGD3fdzFb/HMKKD0PIE9eAkeILnb/EZeXHhts772NOqgPBAsXSuK3lOgCU9Cbc8WewBAfHmrPZ7ZtLu7sBr5YkKUhY8ttM0oVdj7XZEV4pPo6Y7D3ymEkc2tbtMrMkxXdOddXaFQZzGiaQsSwGC8TIJuTLRy1BwCWJfL2liktsUfjDfxCPj/ObY34O9kOlHOG3IWwHoQjgnxL1uampksGcSkI3Oa80wB1dQ5O8f0xVGctpXL23l4imc0VlMVtiKW48MIBlWZxS7OfG6uBkW/uSGb7ZNYxMXoF+ezw1We/WWygs78vkuLV9kJBmsGoiwQKfi5xp8uFd3QzkNE4Kenh0fjOCINCbzvHRPd1ENIPTir20uJy8EYmTKtSP9aTzbX63Z3hSkf/unhGWBVu4rX2Qp8bzNYgZ0+SxBS1cWVXClVVHpjYjmo5Hko6Iov0bfxv+Tb7+h6Pk4x8ju2MH+vg4nuPrMaVZuPbcgVY8Suf0LwGQyfRjmipiQXOnyvog/blfoFoTuIcXEui8gEzLAcZmrCPR832amj5PKPA0fvupyLkAWccAzkQDAhKCJGEZPqIDu7CsgnekFgRdyUcg0hLR3XspilwEmoikuzhoQ6t6h+lf+p8AOIerSeQ+gtvbhZIqRlGqsBQV7+gx5MY3IlVPQ1GLsDQTl6MEz5NOkqdnYMrYbh8rxfuywPiy+3EsdeJaW4ZppAhfODx5zBZzJpYo0WTVE9G+jFNcTyJ7ArGql3AkaxBEG2YqBbqK5YDYsXvYuelxHohfyVnILDUE7EocXevClq1HsPuxLANRcWFIE0RXRskclx8xZ2R2kRJ1+hu+iys8g77OcR5nJVfbMphyLm9vhEFczLBEGmeuOMF+0UdNpJHG+Q8hCCJzQ8tYLMr8wDR5VMpxv9TNNwkSI7+CdhppLmrYygHPMGtzLj5q96BkwliSnZzNTlzW2C7sYm68lGqnRbsECwrXwq9lufnNR3i5bglPyydyduMrbK9z0hH207gWxtRR/DMCjBWXo6gqxZ3bKYquZ251Ma5UippBA9kEtb+D/vIGEhTz0OZPE8fFwvTPKUdAkBwYE70I9JJoOAFdSvOJtuf4weKLKbUEbhEqiRedT0duHU+LtewwF7B9+WLuX3UPqmDHNCvxqDmKhCxhy4kdi0XYWS+RJ14FlIYmuGDdELsaG/jy7A/jM7NcPfYCjQPdhMrKSIpu7tu0mpFqk6KYya9m9DPNtHPphIPKMRjp9yFXJYi2KJhiPqoRESX+xOmEKUFEYI+5jGXiDrxWlulWki7yMimClZcEcRkusoKIGTuPU5O9/MxcTEemgTNDP8eRmUWpFUcUDi0s8sXfAgYWT5WdzDe67uWc0OsApL1C4VXomqKhtd/dRIid1DFEh1KDrIlTgnwCrZl+OmIvkvO4GBNBo5N08JbJI4ad5TxfvpzyYGgyhXf1zNvyRtmCyGkT6zgmvoe44WHELKWafETIaea4duD3AOz0tE4SInf8KRS1J3+9iBFRTgAgoXioTQ3QLx/yNDwEC5ee4ZTwek4Pr+cW8hGat6v7skQJLAvBMsm9y/Q0nNOQhLz/5ltOR9Am861pNZxRGsg/98YjEOnha61fpN3+9vpYs1x2orpBwjBIGfkieM2CP45G+HR9OROqzvZEmp/PaZy06lkVjrO6sKFoRzLHOVsP0J/Nj3g/GxjPa3cVdjQODU3wH0WHshDv39nF4FtMug8iZZjc0zPCyiIvsQI5jOgG66JJejMq/YX37UtlGVd1yuwKP+4fY3cynzJ/ZDiMbkGlTaHGrpAxzckonEc6RCY9BdmMqfTzrdJg/RmV2zoGEBCwiwJvRJKU2GR+NaeR+rdIaPwbR49/k6//4ZB8PuoffgiAvr5f0NN1LZLhpaLhXFzjTeRyYwQCSyaJlxHLIb5YTW3yyxhymoy3C1PKMTr9ETTbCLHejWSyA4SdLxM7Zj22dAXpYBslnRfjyx6DJziD6JOdSG4fwW0SliAgnhSkKHUWSXGc+6L1lI6O82mtBhsQ7DqL4UU/PMyzDVPAEW/lC9lKzkr7WVG7Bs09hj1ai399E9lNv8Ll/Bx4ijCUFKMv3I+9XyV5zsH3gz3eSMmeFTjrj8cVjjC08oeox5dS9MLxaLWPIag25JFSbinfQX22DocGqjWLuNlIJPgzvOurEJvzTE42S/H0LyHZuhlbuoqL9bM5x5bmaSvFYO7XcGovyBZS1kvDS7chO0ox0VCdYUxNymsSiGDPuhBNF1rxMGNCmn2DK5mjRshEXYy3PIp7eBEHxm302lQclkDQM8jtzjSOdBWDgkjp/ssJDpxCBeBB4wYy/AYPTiMFoh8QON+/lmU2gZwrgqNsCy/POY/jcnGSrRqjtRXU7L+M4zManbH1uBx9rJ61khHZxbEjeynJ5k2zl47s5ZXZp7F2w1XMSEZoEU+iq7wL97YHOGVnhp0lcwmGw1QND/Pr6afT5a/mxOR2aq28ev3Br1LH4NhshgudHuQFK9mkz2Lx+tWIQNmCGA2Vf0GNQnB9nM+Jvye78MOUWx7KnR6K3ZV8y9SYafbwfeFHuBaneE0+AQ2FxkiYSyZ2srrqGGZqHtKxHbiqUpNntqfTlAzs5VuXl1ORXUR5NsaorYgXyxcRqSxBdTmZ17Od6VVJZikWH5pTxtZC2sgZU8nuayVh8+Le3s+eOeA0DMoMk5VxmSiBSVIgWRr+rAE2WMxO9gjVtMml+I0sObMSVbLQBZmQpWNasynJzOIu5WvsS8yhR/CRwEcSFwGSk9dNtCwsAX6693a6HYdIVljy06VkGbMF2ec6JFIas7m51PYsdeoIqqbwCBcwSA0yKq30sIJ1vGkeSm05LYtoof+iaWCKEh4jfVjxuSbZJz/jZ6bfDBhkcTJ74GWuCfXgVarY55nF+0afw6Onub/6skO3LodqsPZ55nBM/AD7PY3IlkFADTNmLyb31uiXIJKWXbxQvJzG9MAhCYspCGgxVEHJpzMFAUuQ0N5lp6QOb1tVrwLDqs6XDvTzlfZBjg24uXvm+Ti3PUxMPhRJk4Equ0JU12lwOgCLoUL0rNFpo6dg39OTyfF6OMaX24foTOeY73HyxKJWnJLI7xY084GdXbxcsBgazh4iUznzkB0S5Iv2PZJIDtgQT78j8QLYm8rS1j2CapgEZZmxgpL/axNxvtBYwVNjEfpzGknd4JRNbZxe4mexz41LCpM2rEn1/GFV4w/zm5jhdlJWsBj61vQanJJIzjS5rTmfxryjpYqMaaKaFl95i3jrV9oHeHEiPvkZsqbFuKbz88Fx7mh9O7L9bxwN/k2+/pcglwvR1f5DDOJoQohYfCvHHvMEqhrGMWWQN1UDS82vc1TXCMPzHkQATPFgLYNGPL4by1LRXWFMj4pNLie7cC/Nsz9M7hkLK2cird+KrTc/OErDcRzL/4Nn7P2sSebTHWKxwGdFFdU9eqjitTBri5qTorH38rDgIla+gZgvP6nnfN2k236CrAqk1/6A3KeOJ1Pchf2pblydIq61FmqLiSu9hIquT2OZCURs2DPl+IeXM97yGNacYfZNtPL7/RfyibkPc+z+ebi1/ORkYrKraDVlVSmG5r1BSY8P79ApvCBbjLRfzgmlOynuOBfzxT+ipMa4qLSCsYt60Apq+YYjgSYNIVOKiIJ7YjZO7Q7Ge/6EpowSHLuIrK+HlLiNAx3T0DQPCDDUdi4zHdUwMMZ/2osZk5twWBpfmvYjfnzgY/hyxVzcdhbOjtLJyJ4LASdwMbUI4a38xhjAkUjz0dqFOJMN6HIcqeEhWrb+Cb3IInuFzuye0yijFpxg2su5SRxgftNmUmMyVhwsNf8V+PwxTlQ24VIt3LZmXKaDxuJWBuQgPfPCzGrfghlVeLluPo+3rkCVbXT6qyhPRbArBukyP0PeEiZMnSZfP5uEPmaJ1RxvnMy+uRlm9W0k0DyGpOg4vJAcyDA9rvOqJZFGw4VC0tQwMPmZdRfV5WGsUlh+YB1Wu0WlI4x/Yz/zqrq579hLWFEzgh+JJG48qsCstm6eOK4W28SZ7M3mOG18E3OsLioqJ4j6K9nOPDrrW1H1tTjJUaLrPDw0gmLB+uh8Vh93DJrNRuVADe7MBkI+gRNjWRKp85lDF2OUYCAyR9hPVA6QNCuxm1UsMd6HTV7LAvFVnhJP4c3KE9jTNI2frk1Qoo5hlT2FKz3Gifp6KsRRDFMkgneSfJmWDdWswSl1IZs5mtL95JOlNp7iHDbbsrxRp6JPScs59ByVWggJCycqy6Mb2e5Nc7r0OkHiiMBN4QhOyyQuSLSVzCejRtEtmcuHnyPkCHDJ8Is8XnYKezzTJiUjsCy8ehKPnsqLngoCO+tO59qyUnTXYhAEHi8/g4AeZ11gYb4zlkWy6Gqs2O8xJR+p4GWE+9o5ff8m0jYnTy5YjirnN8qI+jiiPobumMXBXY/D9lJubf3s245fp0yspyI7ys9qLyV3UKT1H8SYagAGA6NRipQS7vzoSzj39FD4Oii1STy7ZBof3tXNlnj6MLmHnGGhkCdyGdPi/r4QnYW03d5Uhn2pDIt8bgRB4Nr6ctrTOcKajm6ak8QnouoEZQmzYEN0fX0ZZTaZcQtu7R6dPJcAfKCiiLWxJBYwmtNJmiYmMKhqLPK7eD6UJz9VDhtzvC6eWTyN2zoGeGIsRso0eDUc55vTarCLAjsSaTbFUnSkc8zyODnW70GzLFKGgVuScEsSn68v5/r9/Xxkdzefa6hgRZGPh+a+vQH61MiiQxDIYhGUJU4I/LX08b/xbvibyNemTZt4/PHHiUajnHjiiVx22WX5XV0FxGIxrrvuOh5++OF/ekf/tyKbHaan5z5c7maKiy79u9sZ+f3rFEffi5wNMjLvJzjslUiSC6fTNXnM+PirDA39Dt+0k3BFZzHetB7Tnl+xKXIxTtcMHI4q3O4WurvvA3RMM4mqJjHNLGPjL1Kx8D+IPvpDpP6JQyc3DUTNRqtUBagIWIx4u6j6xBVovW0kXpbRSnWswgLdtKfpX/Bt6t78EsHRFpLNAQxHNL/b0TIBCVPJEql7EWyQuwikFDg3i5iShaPbDWUgKHmmoskREiWbQDLIzI7zwu4LyCZrmNv2IZR0ORYFoUeg0aUT90bAkcE3vhQZkRNQ+JLkYNWez3LfG3/ADBXSloNx3K8LRFvztVSmJqEPHcAoqwFdw9SzKMEGKjuuJu3Yw9j835Pz9oNoEayWSB/IF8xOs+qwpyroc+WY7xohSoxNRh2/67yU9pwP0Gh+cpSTYjvQF7jA4WfY7eNHOZOS9d/DjPVzjamRcrqI1cxl9eAv0C2VusEA3rSAkgZ5WMCakjvI2DJ8aMlDFDsnEJug98Vb6HP+jpl72vAPZbj05SdZO/9EdpX2U4Sferz4VsIfS9y8vETm6uH/IBefi27k729Nknlywcms9c9gmbiXNrWG+cooppSvN+sQwywzmplZcRZjag91ud1ICpi6wJC3CMOCeZu/x7YlAc6UqsnKPXxyTx1Ci4VlgSn4eaP2FLrdtfTpGsnpLnoqKrna/ignWrsYlWy8YDSy4uUcYjbBe7Pl/PHYKP2uOvpcRZy7bS3HzW8no3cgG+UYgsmIUsyYWcJ1oV4aCq6OO9zlaKKdGbQzo2I/OzxpEpqDmmQdjcpWhpzjXBzvQEamhV4OiI2ouZsJWh6CQIMxnaKtCS7ofolT7W/w63Muo0Y4lttqfsZpmb3M0GMoRGgyB9ERCQk+DAsE8j44htTHmOjgKY+DAUXkY9EYZYaBgYzDcFCRsMgEVTRZAUFAEyR2eKaxNLGHbEbmz4GTCet+TpLWkjIU7Gg4LIuPxi12eZs5IbSJr/iP44TR7dzR+yNEQENEEVT+XHX65H2AIFCphuhyTolcSBK6e8nkw30FuYupnosCXhLFV+dFUy2LuolRnLpOX5EfVTpk3uyZ+CU2dTc5xwJSgUsxbbWYfyWS9XjFGUfmu94OU/vzltSlCFxQ6uekoI/rD/Qf9ra9iQyztkRImyL5PeJ5cnbW5nbCmn4Y8RKAIfXwqJRNEGh12mjPqGgWXLGjk680VfLB6lKOC3h4Yck0BrIqn97bS3c6h0p+I2lON7i8PMgr4QR39Y4Sy6nYdeicEiErs8l8Z2Ydumlx8fYOOjMqtoIC/hfqKyi2yXy7exivLPG5+rzkQpld4ZLyIlaHk0R0gwqbgk0QuLiiiIsritBMixFVo9Km8OuhED/sG0MWBG5truS8siB3dg2zqhCt+273CCveQYsM8ir7Vns+JX5TYyUvheMs9rk5sejf5OsfwVGTr1dffZVrr72WpUvz4ox33nknTz31FA8++CCBQAAATdPYtGnTv6Sj/1uxa/e1xOPbEQQFtU4DFv/NbaiJKP2Be8nV9KGkKgiOnsX007522DGmqdPe8U0ymW5CVa9RE/wERTVLiUXexDBSeH2zWbjgl5PHDw//mWy2b/Kxrkfo7v4+ieBOXPGugnI1aMFqbAvPQnWOotY9w9eKDuCxpZAFne7uEMYGO5XDtyMOOtHtIZJl24g0voC0bYT0y19HsGyUD8xj6Io1YIeJ6wxs6wT8zwt4VttJHw+mL0f4GgM0kPtg7JjVRNQ2yvd+BFd0GsnSHajeYaScF0PMUqykuBQXJZG8uXbaNkFOcxFRhigfn8dEw9NIqhvByk8GQUSaBYmOAR1r8FC9mO7Sce5zsmv9LOTGCRz2FOIVz6KMPk/xfTacM67E9JSDJDO68FFUzwC+wRORc34Cgsrx6vEACJaJaqZ50z1AhaSzW63EhslQ+tDE51TTWIlhMq9/B6lsNmct+yxavJtspBuwEAFXJs3O1DriWn6re186SiOQqxHQqywmzCfIDRRjWn42VO7hGF9+o4MuyPzJJ3LsDJnZmwWkpICESWnnIGPl5Qxm+6l2vMZcaSu3ZkSkyEJWxo7HZdnp9O6nE50Kd5yWXJKqifW0OjvZYmvlHOFN2piOZslUWG4EBJzYsUrPZf+BA9QGx4lNuNgkOTh5oAc/UJwaQjlhLdOGPkpx+UKeGQ4zt+wCqoUA8wWdfmsnmgyxqjLOKF1PjVHJiPE9trr7cOx/DCmeJ/2lY0M0WBMIssVms5JtLfNJr3ZTFkkxzTdCzYmjuMQhasRRhq1SEPLFxK30EjaDnCu8jEfJ8p0xgTFJpMEYRDTg84EyvlercGN4nBE1yAb1FE4QcgQtDyoqFeJashEFwQRPJsOnN/0C89gQITlCta4ftBRFABRMBEsigYcASXbYbXyltJhRSSYrCiDAHrsdKfg59ks1VI+/RIDj0SQZwTI5dc8mfLkMf46fSum6Ub52wbW8MPtkJFOnvDfKl/ry5QYGoAkKp0Q25h8LEj8tu4QMDtxkEbFw65lD0WfLQrAMTp5Yz09Gn8dmqvyq6iJ+UvMfR9ZhTXns1NPc0/EdAG5pvo6QvZj1zXNRLJOcKE851kIQdAy5ioz3LMjvpUY2NHRJeUfboaPyd3yrgv4UmMDzoRijuSNV0DcXNLkgT9J8IsRN6M+p2N9yWv8Ua6KDeCEc5+KyAF0ZFYO8YfZXO4ZYGvAw3e2kLZXlfTu7SBn5xGyxIjGhGZTbZHqyKuOFtOGaaIqLCxpmOfJfxwVlASKqxsf29LCpUAivWhaXVxZN1lR9/W3Se6eW+PnxrHo2xFJ8vLb0MBFURRSoLSjrPzUeZaiQ4vzjSITzyoKTtV7w7ibVjS47v5l/SDF/ts/1V47+N44WR02+7rvvPq6//no+8YlPALBjxw6uvfZarrrqKh555BE8nv8eAbb/abAsi/b2O4nFtuP3L0DXYoXnNbKZHv4e8pU1B8m5BgHQ3CN4yqqQCqH7XC7E/gO3YRoqpllQebZMsv0hvLtOYuaV3yZj9lJb+yEsTWP0299GGx3Dt7KOrL/viHPl9nRhy+bIzjZQ7RJrU2V4lzxFU9l+quTDVaT1XAbngXmI2XxfbNkSbKlKEkUbcG1IQjqRL9lYP4HXJTJwjhNvSQrjXJ1kvQN3LIeVthBNCdNm4FonkF4ug6IRFeKk659hZqwB974ylCfqUD0x3HO/xG02J0OCAQXdp/EY1EomplOmd+HdiPYshpAlUbYFxhbQodppSw5w9Y4nEQqLb1O2iF6mY5VUEu1cjDo0yIIFz4JkoXkMJj6ZwbP6VzhfeAwkO2JRjKLi84kPL+Kl4D4WB4dxB/fiiczB1DLER76LUH8cE0KAYcuHU8tx/NAW2ktaGHEG+WPLCoLZJGUIlLecAYBcMg2p+VSMzpcAUOtArtiJkAhgWSJ2XaevqpKfn3IyExvLOLVkHUuXPYhs0zltHMKahKhYOONBspqHp7rO5PhANyX9WVRZYr1vOo7hDH3OCNPdYQCKTJOvDYUICwqJyg38x6yfk0HkxU0nYe+McuH+bdhq4fXp8zlfeI1F7CMjOMmmvwQ20I0cvZ4cBxZcRONQG7+esYIV+3YAa/KfKSLR+3Ij7pOOp8fp5ff2KzhRKkJApBiYoVXRJg9wctmb1DDEiP41bLhZnixh1KMRc/4cfwbSLhe6LOPRNd6TaSPjcFE+PJaPL2XbyI2LuKpAwcAmqIzpZ+NCJ2DMYan9RdwFLS8PFh7DmCwden88yhpxAbe7GymSHZyoenlF2ckMvYrpylPMYTXphQqJQQfxbidlFXHS4p94X8TOn9wuGnSB2dkMtoI8iYsUL7KCi63nedzrptd2KDoE0GMror/42Hydk3IyK3p3M5Hx4ZnI0jwxwim8Tj0D2IuzrK9bhGiazBnoYjxTgkneykjCpKpAyCFvPbQkvZPrZ9zAe8depstRw12NHz5k8SMIHBfdybX9j1Kq58efy0af5ye1l74zMQLua/sGZ0+8AYBi6Xx09p2EvMFD7VpmnuCZGknvBQiijO6YAUBpboLP9P6aJ8tOxqeneLVk2due4x9FxoK18SPV7NUpUTUTcEgicdPEJgiT+l6QJ2aXVgZ5dDhymAckwIiq0ei00ZHJR1EzpsVITme6G+7pGSFVOF4lL5ZaaVc4u8TPqkiS7Yk0lmUxy21nZjrJTfWlbEjmmOZy8EokzqPD4cPO1+S0cfpRyFSU2xXaUhnu6BjkG9NqcEtHRhcbHHY2kEIS8rVsX2zrI2OaXFLmR7UEbnoHg+5/NazCdbeAUVWjRFH+T+2gPGry1dXVxVlnnTX5eP78+Tz00EO8733v4+qrr+YXv/jFv6SD/9sQj+9gYPC3WJZKMrWPqsrLICKgyAGqqz9BV9fEuzfyFrg9LQWD7DiCaSNu2wrA0NCfOND+tYJxNrhcrbilmYh9QaScj+5pt+AarmHu4nuRJCdj991L5JHf5NscnMnMH91NJjFMKPY8mUwvkuXA+6sU0fIEYkDAu87idLYRfnI+5lVudDk7uboWBBu19R8jrHWQF0Gw8rshTZPgj0XEQoDJAobKAjgbxwnksliFmidppkHga6U4ei5AqJ2OroQYy7QhWC+xdmgef2o/D9Ow8QELzt35NFa4CwUws6/iXHwVWSnCq4aEDLyUHuSmzrWoV9mQ3LHJ6zYy+xcYM0Rsm9384PV8302nRXaahdpqoi60eL2rgse1Zooj5UxLv4nXGwETtOkQrTRQvpNByfmoaPs4uepqbhJ1hgZP4MVIK9fN+xm/3fJZ3KaXm2pu5iSxD4M2gkKW6zf9hmPH2rCA/lkX8udpJ7N3xSzmISEWbktBEOkrakAbKyNgj5D5RI6i4ChUZDE6bcx5Ps5PZ53PpljeWkjxx8FroiOie3Vad2bpXOzCEkw+W76LX40s5Ge1X6HYWs+gu4yNlbM5b3QtSpWLH2oX8VlRpsEIkhbPw678jqQjBLLGH19+Ly3dXShmjm1zG7g4OMoX9z/C2KwgdbYh0nEHg6u+Ta7hDHbUBjjgzgEiRrWH3/AdPj73S/QHy/nwrufw55JIvgpkJckeXPTbbIxi4QFUI0tCSCNbEtRM0OasJLDHgVRQlncWz+YvZ07jP/ZXMDDNoNYaZZFVwdYqkWjWTdrlwpNOIzgCSAEnljWAIIDfSvIqxzBfP4aguIkG9k1uGijswueAXeYJj5sPRpN4LYGaTBFj9nH2OoeZngvwgm8Ds/W1CBq4SzVcJRqjC7LssYsck4vw6aTB+RkbHyut5/GR7oO+3SiY2FERBFiQUXnJbZCUJHyGgd8wMB2N9BfITp0e5e7Qd1FDEltcc9jFTALOMJWZUeTpFi/u/jh3eD9DzUQIAZM/iKfT5B7g2MReAHQETEFkaXQnE4qfB+rfx1/KT3lbQrUuuIgfV1/GtN4hctjwWbFDx1kWJ0S2ctrEWn7Q8EEiSl63TrF0drlbyIp2FLOQNpsaNSkU0geMLFHHrMNeK8lN8EDdFQw6yrEbWQRTp0INU6JGuHD0Rb7ecu1hfTw+so2zJt7gtuZr35EMlkgiE4Z51Er2UzGmmbhFgSq7QnuBTEGemJUpCjtPmMM9PSP8bniCsYLYam86Q6vbTakiE9YN5ntdnBjMBx28U+QofJLIjY2VOEWBWzsGEYB7p9fSkcnx4niUjVmBHza6+VRTNR/d1T25Q/Egmp02nlw0jRLbu0/PNx4YmDTbdogi35pee8Qxd82oZb7PhVMUWR2O86eCIfkZxT4emtf4t1y2fxr+MBzmB72jyIKFR5bpTOdocNr43fxmAsr/jVL0o/6URUVF9Pf3U1t76Mttamrivvvu48Mf/jA33HADX/7yl/8lnfzfBFn2I0lOdF1FFB3U1HyQ6dNvByCdTgN/O/mSJDvB4mMIhV7GEnPYbHltlsGhRyaJF4DdXo5vz4nY2lvoPf4WVO8w2VQnXd0/YFrrVzCTh4y61b5+tEvuRwrW0/ThOyh+7wy0RJQ+7TLExglsXSKCmVcQLxvLoWy+gVjFWsJNT4IElqWyfsMKprkehISIgEDOOUKS51Ab41j4oTWC6QAhmcHxio3snEK6QAAEDbVoApevEkUrwaaVEKjIEN17JVtUF+FcEQCvo3Lu1LFZABMdr2ihawZrUVlmSmhSCDG5ANOQESUdKR3EcMSQZROWJBmeD5Jm4dgmkDnJAhN8P5F5vuZ0EoqDhGnnp6s/wQ2Vd5FbYCJhYbrAcJh453wEuagJm25ympDjITTG0mXsmpjOPs0NosmDGHzJJbFk6ePU73qdqrg5+VHrel7nRn8dyDak4mmo3W8gesuwslG87c/z+bPex+3H3oXkykdTimfGcKQlZFNiqvBAf6SWJaXbMWUwumQyDzvwDJgkL5hAsf+RG8J+dg7t4jlvBf2uMhYmxviYvZn+aJwnlEp06WskLRFBEAhnnAwNPkBpMIc3nMRZ0IYzDRVvoIum+X5eTC/n+Owi1H1/xMxFyO17inDgeAjmx4hBoZJb9Y+zh1p21jTQXjmHn4+PM1ExhF3+EZcbp/OG2cxX1RQfFhKclfgJi/WTyc0uoavBgyWp2Pq6cSWmY5o6pp7iQ/L1iHO+whXiHgB65XoGY8fydMMwmROP50M9q6itzuG0R9AEGRs6WcFOnzTOIqMft/QCkmVOlj5ZAtwf8PKTYIDPh6McEEpZFJ6LV/dSk6phzNbHAvuLDMoiabUV09qHKFgIAkxHw5E7tOGu1lC5fGA2o1YcjzJKUnRwe+On6XdVMm/3Lk5LJag0Q7QpTk5PGOTwcEXdXqrDe2mxEtzW9UChsF5nSXoPd8+6ij/bT+K5bVcjCFCvjvKexEa6aQJE+qxqet1VNGUGcJk5drpbqVAnUCwd0TLykaiClc97wpv4XO/DZCQ710+7kTFHKdu1OZjkpQ+KMmFWbb6KD826k3nJdk6IbuWRqvOpzo5Mkq/PTbuBlJzXX3Mbb+8rKJkafj1Oa7qXTYF5k8/X5kbY7CjLjy2iwsL4Pp7d/mkAHqy6+AiCZbdUPjT4BD+uvZzhdxBtTZgmP5pZx454mmdCUQZzRyfKehAp0zqMeB3E/f3j/GksyiKf6zBiN6CaDKgJfJLIhuNnEZxCEs4vDfJGOIEgwEWlQT60q4uRnEa8EM0ygHFVY3sqvzD5bn+InxcFaEsduo5OUeDUYh/X15ezJhzn2VCMaS4719VX4JTePjWoT4naZd+iufFiKMY3u4YRgNuaqzi52Mez49HJ1zPm4ZG9/0o8MjxBZ0HLTEZFB7YnMvxlLMoHqv9x26T/CThq8nX22Wdzyy238MUvfpHly5fj8+VDoosWLeKuu+7ic5/7HMPDw+/Syv8uZLPDyLIH+a+KBh4Ot7uRlpYbCYffoKjoRNzuo1t56PEciVf7kYJ2vO+pOcLkdPasu2jv+BaCINPSfAMAshyYfN3hqGVa61eYeKUdEQnBLKQ/LAG9TUcvyVL6mc+gDQ6S6e3D6OzESiYxI0NEV82hr+E7eHzTSC/XcO8NkJmWxRg1EEwb9qrjsGXK8Y0sJV79et4qCLDQGKv/A/7BEzCcGfpn3oUtVUqJ51qsRgcji+9GVD0E2+ejNu4EMXeoLkWG8OcNkuH7qd1+O4gmyZrVRG3D1G28nd3oGECtYJE7rQX7KgVRdGOfczG9YoZ6LUC1KHKqqSCWzkarqCRS9mP00AwUQae8/wyG5z+AJeawBBHRaWA5IXNifgCTxsHWKcAMs2DBYjFH38lzb56No3yMel8/4WyAFf42BCkf5xAEkXo9g9OmUukYoS10yLbDxOQ2VUHf9UE+MfE4QVXF8FiYdlh7zEKOt9exuXg15baHKOsYR8oYOLeJ+L11XC2bFE6BaYLV4yGxqpQieYLLx9pJ1h9Pv81g+utZzE0lBIMT2F+SwRSxt0Mm66Vm2xdQ1HJmBty4d/2MmcMheheuIDbSRXUyzdx55xMsrZj8XYlSNZ/XvsAlO98kqMaJyV6CZpwaVz5y6BFjnOpaTSrhQShpoWrGiwy9FuD4dWsJDTYQO/4kOgTYqDdjFGp+opLEQzU5hoUiDugf5yrpWR5L38dE1EdtwwSCD5xjg/TYriYmWSDA/kV381r7IrKRfj69ZxlW7QrWKQ1so4plbEFG50J3nF+7+9Gmt+ELSvjJF1tvYQaKYLDdmkPSlSIoXIcDHdMC0xIQBQvLgAFFoVHTuTSRJGsJvFzwrLSbdk7OGJwqRFCyDvrFEDH9AnzSyySkFIHCxKcjIFsWYcGPIAvYyNAn+/n8tFt5o/QYAO4pfj/B4TGOT+0jZVYiSm+SFW1kRY2UEOWjg0/RkulDQ+SHtVfwYvFydninUaFOFNS/8ueqY5AeoR7Z0nml4Xh21E3nuer34DIyLInvoc1RjyHJyBmDYCJKxJsX9fxS7y85Jp4nrLd0P8hnZt5yWAF8j7OKW5qvY8hRzoCzkteLFhMtkK6DCNmLJ/+PSrYjImozkh0M2svpddUy4Dg8lfVi6XsoVsN4tSQJ2U1CcjOqBCnXItRkRw8RRctkdrKDz/c+hCUIOPQMvIOUVM6Cz+7r4+st1Ww+fjZ/Hotw04EBYvqRpMIjCTS77OxIvL3B9kHI5EVXw7rB3lSWt4u5xQ2T1eEE55YG6MuqVNoVHhkOTdaJPTZ2ZMpSMy2EKUTJU0ivVdkVOgsE8Di/h5/OaWQ0p3HFzi7GCrIXfxqN8OSiVsrtR1ot3dxYyfd6R7ELArppcnv7AF9prsImitzfN0ZbwVD8zs4hTi72cWNjJVHdwLQsvvAP+CWGcho/6BulxWXng1Ulf7PpdlkhqicAPkUirBlU2ZX/Nv/I/w4cNfm69tpriUQi3HjjjTz44IMsW3YoZ3/aaadx7733cuONN/5LOvn/I/YfuIORkSeQZT+zZn6HYPCYo35vddVlVFdddsTzlmWh6QfIZDy4XNMPey382zbUnni+KMEC34pDEcjwrx8hs2M7Neeei3fFisnn58z+Pl1d96DYimlsuJqOjm8zMv85pJiPkq5LSUx7E2ncj/fACsZ2vEnRNYu4edEHmHB38Y2Be3BkE6C4sPwm0fgGovENcIoFp4DT2Ujq5CGUWBDPzsVYpomg2wn0nUpo+h8mIwuRqueJVD1f6JGE6htkoukJGjZ8FbXjArzji7GnK8m5hkhJt0DBpPjg+9XiEPH+e0gclyJbNorTgktnfp/FO69FVRysTI/QPvdZPNNmUDRwHDnHVrLpYsToHADEwgSjGEX4xheSbnkcW/fpOMOzKOq4iNcCe7FEjZnFBxABWTLAEDD9FgRMrgxu5dXUHAK+Hi7seIlfei7lxb2nAVDrGub0hctQN29AsZaQNXMk4s9xuShSoUZpTos8UluMx+5lwONge84Ho4txCG6uPu8nZE7TieR8+NUNrO6y0TzjBRzODInZ+c8/eryLyM7LkdJ1PLn1GubXvkBLVx+lj+TQ5VGQvXhP+CTXRYbpm9jNzunFROdLGDYZZ5NJ8CcyKb8bX89KHKn876XIXkmg7Ez0SgHbwIuUjI0iAF9c/zChcxdQIziwLIsuwSCGzH6znAvLh9gpNWMaUZqkXlJJG26PittIMbZ5Gw/P+wxPOM/jPy/5Fu7WOGKsndani7hnzhVEERGw8GCySMiBHKcSkDFYo83ntM4NFNckJ+dwXZFYP3Qs04r+iMMzgRTPEbK6OTMuIO3/E/eUuvB7piEDB6jjk+Jv8Aov8Wq/n3ZbkiAyoxRjWgIDjmK25fIenJKa4+fl5SyJhnBl61ANmVlWO3ZR5/yIxWiJTBaRIuIs4gB7aKWCEJcKL3GAFl7gJDRTpszexznpm9jj/S5zNAuvlaXNamBbbiaPzD+f73TdTa0eJ2PaGLLnrbp8aoILsqv4nXUS92iz+IntHirFKGVEebJP4s6yNXx2+g1UZ8dICE56PXWTpGbYUc7vys/k7InXGVTK+Gbzx+l011ERn2AgUIZgmrR58sXQliCimBrShEjrYDdN4jgbG2exp7oJVTg01KfFPHHa1DiTYDaGS8+yqXYGfYFK3GaWhfG9dDhrQfEjWAaWMKWO6CCBmCJZcbCv05PtTKSeRiBHzrOS6YaPA+5G9IK464StaLKZdk8j1834CqdNrON3FWdNpiwRROYnDhCTPPyk5j/odh2ZRpsKHbipY5BSu4JmWiTfhnhBXvF+MKMdZk79dmiYUtPFOxyrAEu8Ti7f0cm2eJoml406xyFiZJvCQ0oUiTkeJ19tqeaaPT2TrZYUav++1FhJtnMISRC4oamCmw8MMJbTSE35HD1ZjT+O5IVe34rlRV6WF3mZ/+ZuRgtk7ZnxKJuXzWF4io7YwYL7WV4nT76Nl+O74ZWJOLe3DxLRdOZ7nYyqOntSWeyCgGbCx2rfPjr5TvjhzHqanCN4ZYlLygM8ORbjpCIv09z/HJmR/wk4avJlt9u58847ueWWW96W5a5cuZJXXnmFNWvW/NM6NzExwa233srGjRuRJInzzz+fG2+88TB5i/8uhMNvousxdD3G8MjjfxP5eid0dd9BKvVndu/xMX36bVSUnz/5mpkphNRN0CcOhaqTa9cx9v3vY6VSpLdtw7VwIZK/UKOh+CZTmrqeZGT0L6jSGBQNIc84hea220gfGMVIjaG2beLlax7ljYaLsEQfd829kBuzr2PVFxF+zy8LEamDQ5FIJtMNdjBK+xic+0Oqd12LiEJx39ko6WIyux+GnEb0Ayo4KPiq5GsnDCWJQQ7BlLGn8ytkW7IM+x4nWm0K05/XlhFFEGMwcXYX5sFxWwBhsJ2l6x9ELp1J3FhNSetFCM44/dMfQPKmkVNBUrs/iax7UVLlkzVUliVi13yk6l7m1/0nc3qyis3xUnZHm1hUsZlzpz9JQEziHl9ASt5G9DoP88WNLBvPYctUQHQ6V+gb6AsGyeoOTmtYhW1gJUrzPH6vJ3hS0Dg5ZUMxNcTyxVR0rOPG1feAovC7Y5azvSyvEitbc5CKG/ntgbmsH16CU8xSbJ/gBmf+e1UGwf8bGTOrsqF8P1sknRN37CZllWEbGUcghaLrJIuDvGauYcXG5xlZtBBPiUWgKG+irc4Co1YmuC2FJu1EazoRRQ0gSiK2hhMBqNp/kBSDKOjk1n2dVO1KdtuK+GZ5JQFJY4W0kZOEdaw1Z6AIAV6NncUpvucYUr18M3kZymyVEV8OVXShzElh+MEog/ixW4inLgYcWAhcgp158qvsIABAeSbCJc6/ULEojqVDJiyjGzK3S+/nSVSad3+DHyAQE/7AAeMk7nN/lbbFOiMlEhcK66hhhF008HjiZJSUzHui62iZYSCj4bEyhEwP30tdyBmeNnTVicM9wUMukUdsFSwdPYaAWs4WFvAx63EaM1fx8f7Z7Jd+wwxhE2vKdvDx6Cpm6SoCsIdpJAoGQWnTw4DtSWy5Bh4drsauhkkYTsqL4+ytbGZnpIVFY3twmirf3/AN/jDzLJbFd3Bychsn27ZNET3J7wFsMA2+3fYKo9E9tLsbuGbWbYdFkxQ9yxenf4mv567mvPFX2FWcL2DvUexUxccY9JXi1LNkJRvN6T52eqYxMz6AbJnIhkl1ZJw91U18seF93NIVIkWMh5whEAQMQWKFvJYzYmtJdbi4ufkz3Nz9M+anDrDP1cDF8+7BbWRwmFnaCwTvsPTgwWhVAS86VNzxrdixcGvDvNK5jWVLfk23+5BB91SsKTqGNUVHjpu/rTqX31ad+7bveSe8OB5DK4jKQH5iq3codGfz9kMJ08Ka4tf4dhCArG5yjM9FWyo7Gb16K2EL2mSihsnWeIq0abErmeXS8iKiukG1zUbKNHkmlI8Q+2SJn89txC1JUwr7BX45EuFPoTh3Ta/lL4unAfCFtj5+M5zPGtQ5FCzVIm1aVNgkTpoi67AqHOcHPaN4ZIl7Z9YRVGTGp3hODud0TMvirFI/D/SPA9D6DyjRa6bFV9oH6CmQ0lcjh0pZcpZ1WOr0aOGURG4uCLwCfKqu7O/u3/9U/M0sJhKJUFp6OMvduHEjVVVV1NTUcO65f9tN89dw/fXXU15ezuuvv04oFOLqq6/mV7/6FR/72Mf+aef4e+FyNZBOdyDLPoKBY/8pbSaTuwEDXY8QCq06jHy5l1aQWj+M6JDxrTw0mOnjY1jpvK+ilUpjZrOT5GsqLMxJT0dRdOMvn4uvpo7k2nWEh+8hcXqCwJhIo+1cuuIKfbOPoTh4DoOOe1CSZQhOgZzVhZgGPHYsJ5hmBgTIlLQxsPguijrPJTTtT1haEs+6LM49EqmTBLQWK/9L00A0HTjijUQaXyBc/zSevukoeiXpDd+jKKSh+TxkrmwmNXsHYh9YHrDesqjKtVpomf2YnYMEzroNeaAICx05U0xU+S3+xxJkzbuIX2ggt86lqOcspKwbT2ge/qHlpAI7kZJ3MhaRECsu4yHBhm/kJAbsOayMQVFkOnpwO7kF+QE05noVaeh4pOZLqRZ1vrTk6wiGDXuiHmesBSMXYpndyxorg2yZuM0MpmstpjqcLxbXNJaOb+cp34mAwCWCl4rIF2lLjpHSPKTwMJELsjs0gwZPL7XPq9j68yHOS0JPczGgWPmJIOspRXA5MRWB3Jw+Ttg3jCuTpXxkhAO1TeSyTuyODFLMiTyeQ3QW4zRnMjz7JzhiTRR3n42AgI6BNetchK2PoPlVYmeb6IsGGcj9muIE3BwMgGzSlAwR3+XipVwLX9j7BxYv7GdcKuam9FUMuMq43PMqHstivVlG2PRTShgxY1HrjLAiu511RjPlQoRTK9fQvG0fEes4VJuNmfv30nriIKIEqYiNgdeDmLrEab51/GXFUvpEiTAuakeP4+5dD2CctIDV89pZGOvjBHMTDkGjkmF+5n0fca+XjOnk8omnGCguo1no4xMlrYzb/8Sj2WqOs1l0BdeRQQDZImRPEFDLSeEkrH0I0zyFekCxzqRdibLdHqPMHJ8kSWUMs48GBATOZw1lwgQR/Gz2NpMcVBDQiI+pfOHJ/8RzIMW44qNoWoIZkU6+K92DIOULuXPIOPO67BgwqTd1z5zTGXLPZHpmHONglMnKmxG5LJUv7L+XBcld7PHMxKmdQUZxYYoCEbcLBJGsYMNpqHQ5ahi0lxD0pSlORjFEibAnX9PVHVjKx+Y/gH/8e1RmByfPsSjRRoUWBi3MxwYfZ3Yqb4c0M93D4sQ+Xio5geLcBGeOr+aVouPQRNsU3S/xMAKW8Z2Bbm/CP343JVqMuOjmie3XcdrinzFmLzkqKYl3i0y9E16ciBE1TByCgE8WuaS8iKfGo5P6XUfTpgUMaDolDoW1S2dw9d4+ErpB2jRoT+eJh1PIZyg+vKuboCSSNg0qbDJ39QwTMyxkUhznP2Qh1JVRWbJ2D4t8bs4p8WOZJh2ZHGkT0qrOJ/b0sGbpTKodNqJTPCar7TZeXDKdJ8aiHO93M6Hp3NjWhwGsj6boKNRLfb1jiO/NrKPaoUzaGtXYFURB4CtNVUjAmKpzQ+PRpxhv2t/P2miKFredB2c1ENE0csbbX8Eym8x1dUdG5P6Nd8ffRL5+/OMfc9999/GrX/2KJUsOifHdf//9bNq0iS984Qt85CMf+ad0rLe3l40bN7JmzRqcTie1tbVcc801fPe73/3/gnzNnfNDhkeewOVqJBj4x6NeAB7PHNLpdmTZR0nJisNe8y6rxr7EiWGkkJ2HQrP+c84hteZ11J4e3MtPQCl/+xuho/2b6IVt5U5nFaWl+dSZOa2d8CmJvLL6DJObtG+RkBoI2gcJhZdiaRmcuVYq0ssIP/hNhJRFdolK7AqD/M9HB0knG+xgfObv0dz5ur/E2QJYoDXmBUoBUMAkS7pqN3qqB3FcY2Dht7Hlmgm8EkYAbHGVXPdumAtmHSgHQBgXkMbyOxFzi8EsgvGbdKo2XIgs5kNiAjL2ZC3uDRK2gfwJfU9C6Cs7yQb2U/3jZVihUayiFlzzT0I+PYOsaXxq288IRG/jDUy0x3qJyXZer8xwikl+xhQBASLuIX6oKdwx63eFGUKifM+HMEwLy11Ejanx4XgPvUZeuDA3YSPbZCKPCAiWwO+LziXiyNdJ/iqT5B7LR63uYpC8/pEF/GjTJ7hQNPh48kV0ViMAkmWQPM0gWQaeF0RcQimuZZ+lt+FactPTCFHIfc9J04RGyfZxepwrmFEk4N5ZjMlrOI//NJKvkvLdE3TYfkKRaIIBMhJrp6UpcjXhvXgX4sGRwAGGGwJyFICkZmOVsYzrRJXL5vXilPKT82eVx/mScTVNwhC3KI/woH4u6oEgqSaVplCaPycvpVpJ83X5UU4R1hNKNeN0Rznhzc2Ymg3FlkBNuhBdKRJDdjRDRsSiOBsnoGZYER+hfHgfoiBTNev9JKS5jIwNkLJ6EGz5iUDGRCxMr7okEddPYZ1+LGu8v6HTP4EkgGUbp6P3YqbZRJIOCcmScBHHa8WZKXQgMH/KXSLTKZRT2y8QxkGpmCaFzHvMrQxSzTSxm3JC2AWdSkI0eyJsmTYfQdcwRvuRh2O402HCIx7cFVl8NYfSVwYiE7YANWpeEiIlOFntPpYdxfX8ouZCTLmY19UkgmlgSSKSaWBIMjHFx7bAAj4++gzj1jhLhh1IzqWsCcwnpfgKhEYkLcpsDczBp8bZ0DyHtvJa0nYn5fEJREPHlGQsyUe8+NOkjchkurDPUcHcVAdJ0cGbgXnMTHRRpY/T7qxloz9fMB9V/LweWJy3JXoLRFPHLKQVER1ojllkPCfT5lzIfyod3NH5I3JT7IzeDX8P8QIm662ylkVWM9iVzEym2v5WBBWZUruNPy5sAeCrHYO0p/MRJMuCcS2vnO8QBL7eUslPB0KMqAfr/2BtLIVTEMgUIl0R3eSVcIKsafHM3HqWb9zPcIHap0yLrnSOaoeNGxorGM1p6JbFZxvKCSgyV1WX8FIoxnX7+ibJmTzlUh4sxF+7dBb39AyjiAKfKZAhRRS4tSXvbrIrkeZH+/s5qcjL2Qf9LgHdtJCnyDv0ZnL8cTRfs7Y/neX7PSM8NhphQtMISPm77eAmAhn47bymf/s7/p04avL1/PPP86Mf/Yhrr72WmTNnHvbaj370I379619z991309DQwMqVK//hjrW3txMIBCifQiaam5sZGhoiHo9PFvz/NViWVdhB+K9BMJCP8v0zzmFZFrquIwjFOB0teD0nH9ZuOLKa7u47MYwkZaXvpaHhS4f68fU7Jv9/p75kc/HJ/0XRSyIRQhAUjGV1cEgiCMkWx29twtQg5P1z4VkB6febsYfy/7t3lOCccx4jc342xbNRwV09nWg0T74sr0z8Uo1J1UkLItEyRkamEQwMU2eFMH0WljeLbu3BVVaD0hcnFxRJLyn44Jigl4EVsKApL7B68HxmMai1KgWuh4mJPdpMLGen4PqGFZcAnfLXzsNofw5MDTPShz6jHMumgR3MEoNtr/2JklSY+sQIAON1Co43FEyfSm4u6MgkpQwfWfwjbNFWiGiYhJHTAWQcIIEp2mlytzKW2k/GSOL062RnWXjWgtJ6BpTOnbzGMS3FF0r2Iwsal5VsYvHeBYhKMzkzh+KYQJl1KZLsJz22l9ScDlLnmqCA1iBQumYFlmXh2KzheVpGCoGt5FgcMy/FJ9upiuWQw25Ml0XspOMQlLwgol0rJjI4jfGKboK0Mm6L8lj5GprI8l4RDFNEFMz8HJn2EzUEDAe8NricTms+Jznb0YUoB0MJy6Q9zB89wBathcs8r3GtfzWDfgfdpRnWDy5jnPyOpTZamEcbhhBDDM7Fc8onsEwbQnY3G/dvYee0KgzfKNKsFP5sloXdI3z3jR9TlY1h6lliDrjv5HbqpXa2j51JB34WGaezXOghJVSS072UpBIsjLqg/jJW6NCZFvGYD5CQJOy6wKeNFxBeqce/sAVBUOh39/OUQ+VAfCEzpKeQKcNmyXjlP1A3EWH+eC0vCAvYXxIhG6hnrtyOjMEs2glJQaqNcSL46BbrABlLklEDpSipCCMBkcYQ9OwtRS4VqJdHcaIhY+LRU5P7SVTLzfdr5qDrgyiCkxyQsHk4NrKdrb45lMYjDAdLkQyd0nSEHwb8POT3olvbmBYeZn6qmG310w8OHiAIlGXHyRT0/WJuLwgiQ8EyipIxUjYnGbsDUylFVQ6Fkq+edTsfHHqKMW0vXisJawb3AAEAAElEQVRJ0MxbFmUlBzHFC6aJIcqkhEPRnElYFn4tQcxyY8qFBaEgkSr6EABRZQxTEPHqKWLKu4/X74q/okH2VuxIJN/9IMjvYClIYlQp+dRgbyrD/V0DXFWRX9iVCoeilFPL9XOWxbpQnIHs4STPhEniNRU96SzPjIa5xWVxpyaRNi0WexzMt4uk02ke6B5hVyKDUwRFUxmJJ/hG7zhbk5nDomK6BYvcDpqdNj5fGZgc86+tCOT7lT18U0HKMPnE7l66sxpPjkXwmQbNThsf3T/IsKpzcsDFnYXImKIbk2tlAXh+PExv4fNVKRLLfC5+O5ZfxNfYZZqko5//VNPiBwMhUqbFF2qKD5Pn+K9AJpM57O+/CpZlHdUGhKMmXw899BDXXXcdn/rUp454zePxcPXVV5NKpfjFL37xTyFfqVQKp/Nwg9aDj9Pp9FGRL03T2Ldv3z/cl/8KGMYgieRzQI5Ecoydux7BphxKZ6bSv0fT8uRgdGwNmczRp3ctK00uV40gTEMUBbJZP5s2n4UgOHA6PgZUgjUMgoAknYxhrMeyouTDPiZgkW7RkTdZSGkByVmDZ3gZoeYn0F155iZLCyD9EdwTdgQ1gnfkGEZnPwzkI0GkgxzYdQamJRENV+Fd8DxuW6F9S2TVOUs4ZiSHMWMPRlUfGDJyshRDKbArGfRmCiKO+YhbqOFPOHc6kAwfaoWB01rARKISV2G325rSBdjCY9TmqjFECUwNJJHx1l+DBkIuH+V5cuUM3v/E6snr5TKyCG6Bol/aMLwm4UVuKi4dQxQg5Yji27MI23MJkuduIlq3Bkl3U7XzaorFMlZWXkmf92F8E52oukVihU4ZC/m07CVLFi0bJ6mobCgUwC9zjHLWGQ8TGFhBSfcFbBOS7DcOUN2wBEfrybiUNER/Tap0J/iLkeVStJ7Xce0BwcgPk0pdHZJcmBzNgyreAnabM1/ublnEtTAj6V4iqR1saxTY4Uvg0lIsTsg8f2Alq8eXYxdVPl2+nWP6V9A31sfd3iqSso8iIYVmSWypDHD82ASi5kTRPsX3PPV0agkedl7G8Swl2fhdIIOtdAIhXo+FTFgIch9XYc9mOdN0E5RL87Kg4rHsaxoh5rDjUjNYssiEx8WE20FV4pDvnU2Ds2L7mOfcyklFm2lvdoJg8KvOE6kLezlzf4S6xjGcLR2EtHMQsdGSW8D546ew3rmX5pEgzu1Jxor9uAoG1BWZCnLONj6vvIqfKDH5VqoKv/ZEbhoCoFkSbfFa0iUzGaOMj1i/w4lKIvVhtkVf442SGYSlQKEU0sQbjzM3U0zf0rPY0aqRsrVxqfw0TvITlwAMm2XYGcJu6XQ4LuDn+/twSqv4pjSdDb65tKT7+cne2/h+9QeJjJWwsX4W3lyas/rX8psyBVUUaVQ1qoxu6nvXcaC8lpTDNcUI3CBx8HdQWKWYogSyRVE2wqD9SDFNVbTxs+qLeV9vPx8Y+jPuQmmCT0sdYS00ZUDBlUnROjZAwuUlUlZ8RLsAT5StZGFiH2dMvM4jlecfhWfjFAPYqZhCkN6dgOXbiBvv0NZbUbBJEgUY0nRAYEI3ubN3nN6RMS61Wyy1oF4U6DLzfRCwyCeFBZ6Npqb028IBZBEmjwEBBQsFi0FV50u9IVpEgVmSxlV2iyJLY+OeNh5SBV7RBEwEcgbc0NZHrQir9ILGHSY6AhIwT7b4iphCVlN07o/wfH4dSdaCA6bAOYrF9Ckz+7gJ49l8CD+qm6zq6uFPpsBWNd/2c+MxLsxEcBcuV7ElECuI2GSzOXwIxIEyPcc5qSx7JIGkBecJub9pfr0vI/CsJgACBybC3Or6e+Oc/xh6enr+5eew2Y7cmfpWHDX56ujo4Bvf+MZfPebcc8/lscceO9om/ypcLtcRDPXgY7f7bVZhbwNFUWhpafmn9OdfgbGxJ5mYeB6ns4mqqg+zc1cATRtFkvw0Ny3F45kxeezo6Eq6urcAaXze2iOij+8EQ80w+Lvf4k55SEwroeWE29l/4LNoWhjLAll5hTmz78btzp9LFBWisQ1Ewq8SjryBquZV7qX3NJOtyOF/eSGOshVYgoEr0opWHKC4+HRKhi4k8/ww6FfkT1whYnaoJIo3IWtefB3n4tUU/JaLkBZnRF2NbDmQYm5Kut9LhS2NUAqe/RcyZj2G2tqLtWU56szfIcUzk76QWCJle9/H+LTfY3qzDK74FXKqFLd4PNqzL1Af6sO0Cwwud3Gv91JOGlvLsuYw7sEL0Cd2k5suUb57ORO995FeqGHUWZyZe42tjS0o4SweX4rEBQZCzqL2DyZ+SaV4doR9RjGWrOIan4e0SscWc5BTclTu/iSmkiRc9zxFvWeTa3yD0md3EvuggVEGeqXFQPInCC4nt/a9B/sGGz8oGsMdm2Cbbz7ibgf2RJTEws044o0QWIXjl8M4F3wah8MNpptgzxmkA+3Y0uU4/VUYaqIwDBuYgD62F6lmKYbdhekYZ6JiHen+FVTmPCDZMS2DPfHVYMvg96X45G/ibGgQaRkxCCzL8tOu4wjJ+UjVq11VFM36FkUzovx09zUYRhndks4i8c/UxgYYtW5AzC0FbNgcFvt9LiZEk7/QzrSRJiqqd1An7cd5QKK9sgHVm5+Yczh5UjHwyC+w2BpiprAcm+7CUmRMxYakqRiyQntZI7XunUgZk4xexP7qNGfLcXyahdbaC8F8imNRUwdNbR5C8aW4XDuwif3IwjC6VY+AwMpVEU4biZC1pxmoKGFDU5hi6lBQ0ASdbyfaaBEneMVYwNfUy3BbJl+TH2ZeoJ+BqJ+U6CDry0c+3CRwCCpYMpkD4zj2DjKjyiIWKGKi1ktF5xjT+kZxnvwVpieKQYpTLD6Mk3xEwEDkwzPuoM9VxcmDG6kTRrm74Wz8msYjuzfzg/3fJo6ID5MxgpQMpHizcQnt5bUops4qayEnRvs4KR3m3GQSUxD4szLBss7drJ0+m5TiActi2FmBbGrogkhAi1GmRYjKXsZcJTDFEUY0NBAETEECQeDssde4s/cvXD/jZjpddSyN7SCoJd6e5FgmdROjHNe1hxdmHUPa7pwkR0E1ytc7f4hkWdza/GlC9mJub7nuqMapPI48n1dLcHx8F68ElmBI7z6hHWrjb5M+MN9yvInAZsnB7TPz/qwre8foGokCEJREwofVQBXkWRAoUSQGNKMgD5JHlU1hoFAQn0NgjymwxwTL7eZn06u5aHcvO7TDLZFK3S5kWYJIXntxoc/NvS1VBOVDGxwEQeCmrhEeS8QL58/H/HskhY8UBXl4NIpbEvleUznnDEdYF89Q71C4ZloVm+IZnu0YJmqYlDvsLJhZj1z4vo/rHqV3LIYInFpezFlFHrqzGl5Z5D/7J5AccHdDGfM8hwdH3g3GgcHJzxO3OZg5s+Fvev8/ikwmQ09PDw0NDUcEdv6Z6OjoOKrjjpp8CYIwaQfwTnA6nRjGX99RcrRobW0lGo0SCoUoKclPDJ2dnVRUVOD1Hp2uliAIuFz/f/pQ6XqCgcH7yeWGiMY2EAjOpaX5a3R0/p6G+rMoK1t02PH19ZcxPPIwmUw3mWwHpjmIx/PuW4bHX9qPp2cB6cB+HH31pBdtweWqJp1uAyRisfUkElupr/8ETY2fIZcLERr/PYapYpqJyXYcjmLmf+BBkosGaNt7KyrjZIr2YzNKsNkcGAdS+Xj4wfNW/4aYex2WqOOamIUSSVNV0DRzmAomDgLb5+NWl2PTy7AwiVavQrNHsMUryWUOIDZupHbr58mK25hY9hyS7sYRbUV3xLHs+dB6ukxACNkRpU7ciSEkS0DKQUkkwdJpmzmmdCt6aBYjl7ZDOETRY2UIJcNkT7eBS8O2T2D2Q2HmxTeSnW0y+iGL5JCPoniO0hkT2MViBtNnYwl/xjO4lLI9H0SsHifRfx+escXYcoUUjikhGjaiejc+WcDIyyth+UD15SOWE8YYQ/bjaQwNUg80xAe4YO8OnGGJzMwict5eanfq+KdfgSgo+ftNANU1gqVkSJfs5sDJn8AVnUHOqeAbVsmZcykxavJ+fYAjU0XZ0Mn0LPkOExPTyXUuw93RS11DG8Wl/Xi6czgTMifvsjBlgQGHg5ZcmlFAQaO4aA9KzRDB0YVUWbMQRJHajMbEDi+Drhr8LTPJu9flqV+ykIgRsHiiYyWL3ijmcmERjUWl1KR6ecEdnaJ0LiAHQ0RKuzDHN/DeiM4vOJ9sVS25eJYudyPTp0dIV29n+ugEI7Gb2MkfWMkIoCNrU2xgNNDLryReNp+s8AZ2wcIrP0ZSPx/DSiKP7sGZyeLKZBiocPBmU4hFsTi3xHrwqYey4T/Xz6bPyk+wz2SO5QvRHha7IqwuPRHJY6eOTq7kL2zzzGSXfRqLvU5kyUbN0BC1iVGmzeynXahi9/GnsMDh5mVlOwkhTTNLmS/n8BlJNnnn8GLZchAEhuqK0BU7acVFVNRI4ERHxAkkRTvPcjJDZiWDvjJMSSInSezwz2BtYAGP77o+f+Uti/nafjommmnPVOXJV2HiLM+OYwkS9dkhvtr5Q25puT5f7D4FgiBgFIr8ZEPlx2138kTZqTxVdjKWILHb04JsTkmlHSYvIWLTNZ5asJys7fBI1nfav8d5odWFezzHh+f89cX6u8GhZzgxsoXXipceJfH62yAZKj4jjS5IJJQj55Qal31y/hieIv0QUGTCxqHrU5AlpNFpoyd7ZJ1Zn6q/bS1bjvz8dGCKtIUETHfb+XJLDU5RIN05hGHBLc1V1PjdrA7Hub1jCN20uKGpggHNnNxUcPBvyrR4ZDzG/kK7Px5L8IM5TYed+wyPh+8rNtZGE3y8phSf81Dd1l2zGji2KIxdFLmwLIAgCCwFLtnWwe50niTePxLj4XlvH/F8J3y0rpzXot2olsWQahASJOqc//X1Yk6n81/KC45W8+yoyVdraysbNmygubn5HY958803qat7+23FfysaGhpYvHgx3/zmN7njjjuIRCLcf//9XHLJJf+U9v//gHXor2USCJyA21VEScmRUa1cbhy1UKybyw0Tiaw/jHyZpo6ux1CUoskvP9cfR92WIlz/HKHmJ7BEHSmmMmf2vfT1/4KRkb+QTh/ANDPEYtswMzr799zOePylI7taaHNv+joSxTsnn1bVMQYGHmZW8UnQVXhSEkgUb8UgvyJLVm7GqGujZuQ7qMEJTDFN6b5GzEdfgFPngbsMARFJc5PKvEiscg2qqEMp6DXdYGRAsgh2nEmw73RUR4ho3UuY9iSJnBvBmSWQqsAeOAYt/Aam3SS5yOLilicpGc4QLxrGKM5CMcQudOHtiOEdOxYlV4K6/UnkQjmcMiJg1wxyHo3h/np6UjcTtFcjhPpwVm7DtdeF+saPEQN1qCd8FimaxeYEU9AQw0GyoW0EntlLbraFrV1AqwEha2F6ofhBG7ZBGUHZwVBdMaIgsDjURlk2ypri97Cpaz4Lmp7hHO+HUNzVWJZJKrCTZNkO4lXrwBKQc8UY9ijp0l0Mn15KuTtO5Z5FOIfeAzCpdi/nAjjUItKNq0FL4dffR5W4Am3PWlKdj5CrM7BpFhWL4vhEJz+Wvs0DnEWVMMEyKUmXBapzAl1Koxge0psfwhmawAJyVVEUVwmQIUwSt2UnaZlkkFgx+xkajw0RHw5S3DMbITZCcHQ7GdNPtrIBRJGq6j34i0dpLxIQND+Lrb+gbbHjlRzk5L10+qsJNUKkNoi+6zWKNtp409PKdG+Iqn0RrJRAMmzH8ZQDteIxts3pZ694ApfyDG5pFS5xFQBxRxVWGkwFKHVQrLm5UO2k1civvMcI0k4954jrOEvYyIP62XzC9gy+mhz7zFnExED+vkLh0YqzGFWKacwO8eCJQc7QFjA7vJGS5jiiAq8vXs6AVULKaGdAyjtU7LMCLNGzXDHrWyRcXkTLwBRkEg4fVkF7zq1l0QUbcmHa3OCdxYvuZUwb6qciHmbM6wdBZI+nlRPDm1gbWMyy6DY0FLqpJW53EbIFJu9Fu5ElJ8qEHGUMOcv54JxvMyoFDg4QkyR46vJYl2xIWPj1OKJl5ndbCiJ6QQvsxPH1vF66dHJHo6jn6CspRxUP96gEsJnq2/7/9+Izfb/hovFXWRtcSEb6xyIVB6uLDn52AXAqdiIFUnewwAKgQpH4YE0pZxf7WRdJIAkCr4UPLUT731LIv8zv4qst1bx3eydqYRHkF0WiBQV5C3CLArIg0GiXyWWyON0uPt+Qr2cukmUG1Xyb55f66cqoXLytg7leJ48vaME9pTbqZwOhSeHUXw2GOL80SE8mh2CBRxZJGyYXlgfYHE8DOUSg2n7kdwVwZqmfM0uP3BkvCgKXVx5JrHxT+lH0d1gAFduUyWRsVDfYl8z+t5Cv/19w1Ffwkksu4Tvf+Q6LFi1ixowZR7ze1tbGvffey9VXX/1P69y9997LHXfcwSmnnIIoilx44YVcc801/7T2/9VIJNro6/spLlcTDQ3XHMaIZdlLY8O1jI49i9vdTGXle8lk3ll92eGoIhBYRCy2FYejlrKysydf07Qo27Z/mGx2kIB/CXPn3ocgCKTWDWNlLTL+diw5v2LJZHqQJAeNDdcgINLb9wAAtnYXQ797iezcCEyWhihQqFmJxbagaVHS6Z4j+iaKTvznN6J1Z9FDGbBMvD3HEm54ZvIYQ8nQs/RWtKIwgmjD97ITt2Vh7HkZfbodvUQlXPMXfI8Ooy+cMj3kslgOwJSwJWoxJQ1Jc6OE5jDq3EOxPw5SnJR/DMfpFyOGzmViwYuY9jQl3VmCPxIJf/7QdU23hLA5RMoOXImIQqQsix58DjEhoJVb+P/iRj6lnjm592Kz15LreAl13xOI9hzia0OYOTAn9uPKRGBiP5l5Z3MgkKZtbC++2hhVN5uIiPhSsykemIM+vA0692M/AJChWNIpzpaQUyQU71y+veR01pbOQIvb2LbvSs60S5DJq+Vni7uINb6KGJao3n4TjmQNmmuM/oV3E7RHyep21pdsYtnQsfhwICBgiBkywf2ki/YD4E/MRxaDWFgYlV7ENgGPZFK1YgKHalFs5chICjeIf8Aw7IyHbsXbu5tO2yivWEOcqWaQjDAe8hPWSNtvqFj0ZRSc7JE68WpzeUbIIPl6OKv8AKJgERNfp7jnXHYm1qNrJgoRTNmGWlaJ3ZZPxek2C6ceQnNLWNN0SrdM0OiNIEfqSETLsQVGKXGvodjeTGeyhLjm4AJXFf4/jiMV/N6zZo73zf0zFgJpy8FTxlKGzQDXyk/T/J4Rwvvd2Et01PKzuWlwLqLyM0z2IGIimG7KxBiXKa8hA8fKWynJ5fvmFdOTtUU2csyJ72d2uhMROE7ZwS9aL0OVA5Rr51FvPUlScIMAXfIYIjomMnZBZdhZgm6TqUl4WNbfxh8amsg58ivulng33277PnXZYbJIZEUHP6y5nFFbgE8O/Z5jundyr/8ydvhnMm4v5rnS97AmeAyz0l1IaR0jaWNj0xyyNvthnowTtkOTZkz2gCjxiYE/oFsCD1dfiC4qTG5tPbjj0V7OmuAxGFMJVWGserPkGKam8EzZzjvRqjubPjVpQ/X1pk8dXqv1d+CBustYmNxHXXqIlMeO9q41Y++Mt+ZjLCA5xY5nqjSrJArsSqT5+cA4E9qRmRztLWGsN2NpfjUYQrMO7sKF2Fuse6ocNs4q8fOH4QmiloAtk+OhgRDLAh6+2lrNzwbGCcgSVQ6FP4/nC9q3JzLsTGQ4PnhI9b3KrkzKcZTbFK6qKeGSiiBtqQyf2tPLQE5jeyLDj2fW8d2eUarsCp/9B5Ts4ZAB9vdn1lHaOYRNFLi5qepd3nUkZrgdnFzkY2ciTYvLcZh22f9FHDX5uuiii1i9ejWXXHIJK1euZMGCBfh8PqLRKNu3b2fVqlUsX76cD3zgA/+0zpWUlHDvvff+09r7r4RlWezd9wWSyTYEQUGSPdTVfuiwY6qrL6e6+vKjak8QRObNfZDe3p+gKCXYpqhFD4/8mUQiH42KRNeTU0dx2CtQqj2wK4RnfBHpkv2YchZNi6LrSWTZQ0PDpygrO4PE6jVEn9tJzznfw7DHkLNBfBVzsTurGR5+FABRsCMIEvV1H6er++7JcytKEC0eYtNvV1AX+ybgAFNASRVE8wywjxfh1GcQLV4LAljkyBblcGNDH9qKPrSVzFwdR9ECHCveSzAywETJn0AVcK4xiX0AvFtnI72wAcPdjTTnFKr2XoWzfD2BvdOwJJVY2Qa8I4vJefsxnfnohlZrMXEDGCUgJEDKlOKgBke0CRGFZPFOQnNfRVikULxtBa69GnLIgW3TMhyu/OAil80kM/xHsotMvC9OKeKND2DlEgwH/4KoXUSZow7P3DdwlOenpkh4H9ngTpgh4PAquPa5IJdGcgRZ7j2efX0v8cWlJ5OTbZNpnYTmobPleRo6FmNaEcJ1z4ABRUMX4ow1ISIjJRqo2P0xxmb9Gt0VotgzCLYIL4v9bDVktmqV1MhhPibkfSBTVbtwhxcSmvF74hVrEY81qF6n4lAPzSDtYiWeYIR0kcJE0UPYE/Us2P4pFiWTKMOd7J4ToHyXhibJ/GLG2QwJw1xpQl3U4AveLGHLhhBr4aXulZzR9AphTcYii8qhiVdUs9iHB7BGQRb8BNIhZrfFmCix0eZbgNDRxcTMm2kQl2BuNEkru2nI3cW8hm1oVl4l37Bmkgychj74ErIBWcXEQV4I1SXkMJH4nnkll1trKHPEKZ+f4BVzGXsFCb/ez2XGCANCBSkrQEdkGSeLDyMX0sMtRFCl2eSyY6zI7SdqL2PQ7mdC8NGS7pv8JEVaDNXWz9eqkhQbL3PqyH9gaTZEQaXcShK0jRLFw+9bT+PbJR/EsmCR1cdHB59gTfHH6HW4EAyde/d9i0XZNgBe883lOzVnsrNoMYaocKCymg8N/4XnM8exwz8TLIucaCNjd7LGUYwY0AELs0CWbKZKfWYQTVTocdZMXnNVlHnfyDPc1PVTPjPjpjzxOnxQAeCcRQ9wxvjrh56fUtRuijKykUM/KDPxVwre290NXDr/HrBMJMukQh1n1FaE9TZRsqNBXPZyxby7/+oxf68u2F/DYE5ncMru8KOBJIp8rKaUzbEUTU4bz4XiRKbsUKx32nk9kmBEy8vsZg2Lp0IxTh+NcElFEeeVBXj/zk7u6w9NRuFmuB3M8hxOOL/RWkOFXSFnWlxfULz3yBLPh+IMFCJy+1NZ3LLMXTP+8SzUb4ZC3Nc3jkMUuGtGLd8uGHdviaUYyKmcUxI4TKrir14jQeDheU2kDROnKPzNlkT/2/A3xQ6///3v8+ijj/Loo4/y4osvAvn85pw5c7j99tu55JJL/s9f0Kkw9PwGAcvSyOWG/uH29h/4KkNDf0AQJDLZblpb8kbmAf9SbLYyVHUMh70Km5KfUbwnVCM6RZTXY8Sk58gwSDrdSWfn3ZPK9y5XI8muZxhZ+Qx6sBBOt6C49GRC41PSj4MpIj95hPqPfAThW1vJ7t2NY+UxdJ70AtgM0tUZkm8+g7v+PHJyiInGv+TfJ4mUll7BqOfPh9oywTbsI2+aWNidp/oJxC7HJpXh6J2L6h4l7dxB/CoVHCqpxl04UxLyoIgQ2oNj7vso0eYhyXkSqqQqkUw7ICJngujOCKhgFKJ4lgDe7RdRllmGrsTR5AhSzkf19s8g5XzY9UqsFgMjOYp7ZD8UVna5+iRjZ2mYTtAaLGzdgCgjljdiZaNUcy12fws5T5o2fSeQJ36iaQNBA8EiNV/Dnq7FuyOA0DKH0YVP87v+E/ENJyEH/lySbECh0RuioWs5esZFT89aPI06/o45+GKzEIP5W9UUdLzh+dg3V9K39BtU9KxkszVGDwmKJGjFYv3YAkKx1ZR6B4iWb0L1DKA5JkAxMIOgLTSw2mHYChBBZnieihw8GP6P4JqYixcngseNWbuc4kUvE780wisHTmXjSBUpzcsDYpJvOHw4LVvB+UDEMbaAMfswPe1XcgV2PEWnsTP5Bil7B0TMvO7bBj/H1ezChkEaO3JE4TODn+LZ+Tej682AgggkdQFJziCKYMfEMCBCM987aQirWaYkbnFqcYJK7ToMqwyX9AKpjA1Rgb3650CPYVceZ4s4mzQuJiSdN2hiG/NICh6koM50sYpp9JAzZRRRxyHuJiZcSVJYyZXip8AysQSB3LgIpflAjpaxWDd9M5YoExI1dgX3MuaZxtmpzXxybBMxw83Xaz/BkKsCSxBBgA5nEc8odaw8sIWNuenogkhl9pC+S1yyQHRPRp5+UPcBflN5Lkviezlj/HXmJ/YzYC/jt9V50WWnmeOeff/Jt5o/Qb+jguXRrZgIKKbO3MQBXio5gaxoxxRkGjODOC2VhYl9vFS0jOzbaG5FZC+/qz4PwTSx3hKpEkyDxok+2ktb8nIWuQmcZpZeZxV5u4m3Ge8FEUMQGXGU51OhKGBZyJZ+JAH8B/C2xOtvkKOY2o4daHQ7GMqqxN7iy/hWyALYBIF0IXJWrEjc0FBBiV1hezzJt7vzESe/LJI1LUptMvUOhfAUFfrJc0+po24vpBNNwC2KPDCrHp8sccuBATbFU8z1OPlmaw3nlwWotttwTDHbvrg8yFNjUfqzKjPdDtxvMeJOGyb9WZVGp40/jIT5zVCYYkXmgdn1eP6K5MNvh8N0FQRdH+gb4ydzGvn98AS3dQwS103OL4vx4OyGv3q93grXO5iE/1/D30S+RkdHMQyD97///Zx44onIskwgEEBR/nk31P8WCIJAbe0HGR5+vOCteO0/3GYm3QOY+Xqg1KEdFT7fLObNe5BI+E0qKy9BFA/l0aO/uYv4s8+h3aRBYVEsivk6B11PkskOEPjAZVir75vSeQmHvfywQUzoSxD6xQ8J/fznWKkUApB85iWUxU40TxIxBmrvasbOXIUaSHCwykKRSxg0HkSUPXiGlqK6R3BsESm3voi2YBvqjkfAMjGmlSDHbWADwZKwDblRPKcRnvYkAGaxRW6GhbwerHAvmY33Y597BVJVESYauhJDzJVgy5RTsf1qInUvkCrbMiklrusizmQrSCBrPpLe/bgTrQiImAVdMEGUMCPdZPb/gcErX8RUMhhyBhSwJyuxzlhB31gHvq0h3LQzMmsZDUopdsAuuahefwq9+ovYZBt1sbMIu57AQCO6rZJEYyeBFWngdVKdTs7v7WffWJrpo21oNg9Zb5w5dRfh8TSAHWa1vJ/4H9vxl69AKinDVFOkbXacVv662rJlzNw4jZjVwL4pSRUZk2JLYcHG24hN+zXJhlWo3iFyqg2bBYYuY2TtjGgmn5v4KKeufI2mYD6PJ2Z9mI44ujOEKeaQTCc5WScVzCFLJqfPfJGZ1bv51qbrkQ0HzUoFN/a+QTy0n4GaRVxCKx3JRiq848gTNZS76lkScPNaZw9Y+QG33Izy4v4F/KrhXPoppUKdYHnnZhIjAtK8KE5PGSkhhhl4iUTCRVGhblAXFFab07Cpe3G6z8B0iYRyPtLGiSCIaNkyKnfdz8cXj/NVawYG8D6zlZy0pzBDC+yhdXIXmiXkdyEC9FGNhzTiziyJ4TeQfbuQlukIAuiaQLTLjRqTkVwmG91NtKrjxESRuVmVU7Hwxnfxu7IL+ZYxj9Mm1hHsy/He/lXsrWxgT30DNZlRYqIPu65xYudu3myazUfm3s6N/b9CFW3c0nwt/mw/05Kd9DmrCDlK0IQiNrgbeXj/VTRm+4nIXvqdVUQUH0uj21mU2MWz265mwF5BbWqA7YFZnBDdhoxFt72SB2ou5aGa93JP/QdwGhlOCm9iq3cmqwLHoIoShqhQlRtnxFaCJshg6nmyCJP1aQCWKNFd1IBs6JRoYb554B62BWbz+4qzjijkfzuohbGmNjPEKeH1tLkaWV+06F3edXR4W+J1lPCKYBNFBATCukEWGMjmaHE5CKs6McMkpRu8tXxeBE4v8rEpniJdsCua5Xbyhf19bI1nmNB03krdRlSdXcksCuAXhUJKUsAGnF8WmDxurtdFbzafckyZJt/oHGRE1dmdzGIBexIZtsXTdGdU6hwKP5pVzxxvPo090+PkmcWt9GRyLPC6DwuCRDWdS7Z30J7OscDjZFzT6SoU49/dM8LtBSHWt0NJobZLgsn6rDeiyUnz8gOpv25U/m+8M46afG3evJmPf/zjh8k9/OAHP2D58uX/ss79T0dt7VXU1l71T2uvrOwc0pk+BEGkouKCw17z++bh98074j1qbx9aqYHhNMEEu7OCxsbPkcuF2Lb9A6RSXTgcFRTVryQa24xl6dTWfJBg8Fgy2VHU+AjGzl58fyQ/uKVSIFlgCFh2C11KYssGKN3SjHJ2JWOBpyfPLUleND0Ekknp7ivwjy4FwMxGEB1ubPUnkPA8j5DSca/KkCt5FqV6CbmiMOmqNnyhMxF1N6aYwEjIxDt8uMmLJ5p6lNyWX5CtPIvxE15GdyQxY42kD1xMRfUrWKKeHzEKiyxDFVA1DUuysAQd1TGAK9mEYIlYaKj2MKaRIeZ9GvXcLKpvePJzCJqD6u2fwZ6uJJg7juz43VjJEJ7AFoZLplMttGJYWezeuczdOxOtaAJXdhap8u1ojgkqAgu5bf/7Od/5MJ6uBPEdfiwrhNdXxJ3TrkG1LD7U+xBpIzEp0GeT7DiSPqRZ0xDt+dqIXWi0GgOUSkFkoZ+A9iYRl59FybNRBZW4lEYKTHC9cYAH00VYB+ZwTGAfLleC3dtPx+eMkc262RJ1MP+1TWxfPodT5NcmP6d7YiZW0km8bi3j03+PM9pCn/sA2WEXvpb8da9yDzPXNcLZiRlY4V5ad/8JtDRLQp0Ix16JfflLIK8isePTpNJlGNVP49+nUC7WUXxgHc6syt7KMrY05AVCw7qPKwZfwpoQ0F77Pn0nnkrytI24/SOM9ggEBwq7yUSNU4WfE41cyVBhceFRfVhCQY/XglDFbLaLNnoKMgDP6W4W+iwKig8M2Ss4LT3EZlGkzugjIMYYEkvZZs5k2sBe5AN2JFNHi4cY2uSleEEKSTapWhoH04YoqpxoDtKRNrk5nKRCz2KxCgWT6ek+rqm+ldqJcTTLjmKZLBpq49OJh3i2fAW7KppoCfczHCymu7wcU5T46Oyvk5LdYJmMu2qoSA7j0nJkJScxu0jMLrLfXUt9th+XkeGxXV/I/w5cTXgMFb+ZJiNEuKP509zU81PkAh1pzA1Tl83vsE1JLr4y7XOHBgTLRLEMfr/zS8xNHqDdVc+l8+8mLbmozI7i1DME9CRuM8PrgcUgCOhyfnE9Ipfz0bnfxBI4zNPxbVEgQhZQpEbod1XzK+d788/8HdGpo8ZRtpswAdPEJQqTZClhWGxLZLALkHsHHueTRDbF0wWV+zw2xlJTfBvfGRoQMw+VLqjAbZ1D/Oe0fCrvo9UlPDsem+zPS+HDhWIdosD+VBYdaEvnOG/rAb7YUDlpuF1qUyi1HR4IeXosygP9o+xO5knStkSG2oIJuMQhcvVOuH9WPd/rGaHYJvOp2nwpyUVlQdZGksR1g2WBfD2aZlooR5l+/DfyOOr437333stxxx3HmjVrePPNN1m+fDnf+ta3/pV9+zfegpqaKzlu6XMct/Q5KsrPO6r3eE56D9mT7VjFgAiWaRD69U46H/sZqdQBQCebHSASfZMZ0+/kuKUvkEp3snbdSjo6vkbK6EQZtGHzlE4ObOljBTILDGKXGFhOMBSDxtt/jOI5FylThKi6wDQwjAQHS1k159hkn0RHEMsyMYUs6dM8ZM6tAAv07lVk3riLZPqPZKpHGJ37U0x7As2QSQ7NZvX0ZSRaRLRSk8wiA71aRu1dhe4Jg6xC0X621LxKqnor6bI9ha1uedgcdmxCDgEB0VKQBCcxx7MM2fczNPen9M69gcS2O7DtGkdtEQ8tqzURR6QZJZMvZJbtfvQZQSJX6qiLVDZk1vFM+NcYVj9eWzk2ZzW2UQ/DM35JsnITuWAXsabn6BUcbA3NQxqoy8vWCmAzYqimSnW6l05XI/sibxLJjU4WuFq+CsxsNH/N9TQ/t7K8FPkzXvHzlNm+TNqwyGx4DbX0x8wJrmKLQ+WiuY/xazHLn7PFPEkzawaOIxdyEEhVEonUkMkEkS0Jj2DDrWV5uvsMiDThCs2mtP1y5PaFWJaNWO0qRub+DKn+DepeiiH3Aio4ui3ubM9wqilipkKgFXxF1SRmfBxVMjBtKYYXfRux7HomNh5gTs2HaRqP4clkkCxoiQ1SnMl/rvJMmHo1T3QFS6PR8QYeTwRBhKFGmS7Fi2HmJwpJ0IgIedFfsEjZ1+GSnscubqLI9UvOE5+margXsXD9KoV+Fku7UCUJXRCJOrxM167kfK2GE6Rt6KLCC8pyMrrEV5RrSEpOxGAjtulnIbo8vL5tEd8XryJKCaKYjxTYhCz1yRlU6DlkQCn8vu2GyszRXuoYRLAKBvKWjXQ8QNgWoNg7wfX6L7hn/D/51MBj5ASFT/b9gWnJrkkioykOWlO9SKaBUEhpfXTW1/l865f4keN97KaV/TRQlxkhYKYxELhizrf4XfXZ9Lry0QtVkBi0lTKqBHDomSPJiCAyI9XN0thO/EaKJYm9vGdiMwDD9jJGHGVsDcxhi3cWt3Y9QGuqO0+WDv4mRfHdiRcUZCny0hT6wWmm8Pi/m3hNRdo8kjSpb3lqKj1JGSbj2uHpw3cjXkderUPHD02RptgSTx0RNZsKm3B4yi5jwuuR5DseP65q3No+wOZ4ZnLLRKvLztdaqmh22ljqd7PM78L8K/13yxK3tlRzTV05oiCgmRYvT8SZ5XZw78w6vtpSzft2dLJ0/V7ev7ML/W2u57/x9jjqyNe+fft49NFHKSvLs9+bb76ZFStWkEwm8Xg87/Lu/5vIZAaIJ3ZTUnwS0j+4VfogZPlvu9al112H1L+QvT03kNNGkVJBtP1ZHM5W5OIydHueFOl6gs6uu8hmB/OG2VOQOD2N+wNnULVrCdrQMPVXXcCON68n59gP6BhSgu3bPoQRtDCc4fzYYkggHlodRuqfx56uxBFrQckFEAQRQRTJFndgWRb+Becg7P9/7L11mGRnnf79OVqu3VXtMt097hKbeEICESBAEoIEXTQ4LBLYRRdYZNHFCYGgCRKIuyczk3GXdu/qcj/+/lE93T2ZiQHLy+4v93XNNVdXHasjz3Ofr9z3QeygQPaSAbAMDCQUTCTJ5B69lZecfR+5+iqFmRrU4KEeYhOvZ7r8eURvkqLu4/SWTUczXDXYYNoSP971Gj4llAkAllhmetHvsbxpbFNAlGsDRuV0m8gvFGLf9lI6KY/R6qAtUajE9lOs340/tQJDTjN19W5QHCy9iHogiDYVwD2Qw+mymFx2HVXPILo/OSt8rbgyrIweYEPDTlpG11DKmliORczdyKsmbyampRj1NfDHlpfzY0Hii4VdRESFA3WgTP2RBmM14/oIa003edPHPWYDnX6JJ8RVRD0OHb8doGQqnBXp4yb1pWSLYQAER+DM+w6xxMjT3fIQuxvPw7TgfHEp1bPP4PXaEHsPliHmYHs0kv5evltdSumJV/P+VZsxQwOglhAEk9h/KZh1IKTBVfcD6qMmepvEXcUFGDosHpvGt/MP1NkCvFonULSI966h229QrfyedHIuTd5QSfPve27jsUgrF6YGaO9RsSfTiCEbyftK3KUnqYb7kUr13NYf5qLQEXoCaXY5S6mItedIdnReIj1MSLp9drum5OJftt5M0+mHGAi7+ZLxJ8KFKsvpx0FCzNkMuN+NU6njcfUMRtpj/Lz1pShDJfQ+nW09Z3N+YRrB04BVfy3i3l9QIsLtwmm80hxFEcaZdFZwUFnEgLWMjcKTrLL7SEkRevW1vKwUYA1t7JQ1UjOqptt9S7lq/DbClSItRq3O65zsVn4TuYQ3jfyZN03czGtWfo39/i6ySoADwa5aEnkmiiA4DiPuRvy2we+5lGYmeJNz08ytLeK3NSxB5uoVX+Li5COsy+/FQeITwz9jdekI1y78IDk5QFd5hG8c/gqf7Hkfg55m+rytLCkPMeBuZntgpntdECjPjFNV2c2K4mGyyqufM6l5/ejN3BU7k2lX3TGG2/m/h7XQ/xBOVDfmFgRMx5lNOc6nWk9NQ6rC8WTtqZDnLaMAYRw0USCsquQMg6WP7GaRz03jU6JW8+UvgBlh17mdeUSBdaGn16sqWTbpmaJ/B3h7a4wPdjbwtr2D9FV0+io6l+zo42XxMN9f1kFfRaNekQk/QzTsa4OTXDdWu48ThklYlrk/XcABJjSDd+4boN6l8Mmu5n+4fdD/Njxn8lUqlQiHw7N/NzQ0oCgKuVzuBfJ1AuTz+9i95x1o2gTh0MmsW/crhOfyxvgUOI5NJrsZt6sZr7fjuO8tq8Lu3e+kWh2jru5sFi36t+OWibadwbr63zF15B5ymw4ADmolTmf/p0id9luKpYPIcpByeRiOayQXAIVcfjfhs06ipbmWwli3+pcceuLLTMd+h1QJU/fEVTjYTKz6AYZvCiFl4XgBHyCC7Soxvua71B1+JXWDL60ZcAhmLQQkmdjLGsmfP4geHEMhjGXlOZTvIKAWmSw1sCu/gstX3VZ7Aa/52uIab0Y0vHTseA8Ta/6boG/62NHKVEA2qBTDnNX6GH2LUghTZ6N7JzE9NSPvo8QLDZRBAcvjIFom/odlCMRJrM5jCxoTa7+LVA2BLYJSW0dSLSKBcaLVNPski7hvP6WmLSCCVA3jGzkFzT+OFu3lDSt+QzHXRmjZKOdKL8ep2oh9m2iY2Mvu1jj94lKGpJqu05bc44TMmq6QrMoki1sAWFgoc5qwDHfLh7BVm/rYLko922F5hsaHoGU0Rf8jL+GNqbsYqO/E8WisO9yP4IjIkwNslH4PioyythV3oJGz3K20rb4ZWgeoAr1ylYfSi8Fazc6bEnRdmsTVWiL9agfXDUG0cj2TF53B5eotuKX9PDzew4jbDW4whDpO6Z/AtVeiY3URXerB65/EJfURcFTsnibyoy2knQz5M89kvfoqVk8fxNshIrvy7AxWOFyM05p0WLr1Q5STv0J48gAnMcWdnQvxey2Whzrw1bsoiRoxyvhnmhu0vISliST3BpHQuCB3H55HPUwRwlom0bgkhReNIh7+IA6Q86SQaGYyF+R1w/cgOA5Dhovzh+/AKTnoUztg7b8wsGQZDjZ3+QXGnFNZWV7LXmeSsp0Bwc1j9nk06B9AEnQ2iPcxLCrc4l7Ln6O3sDi7lC5L5hL9Ady6RsVQKQsqqmNQ1D1csf8+ynjoNMe5dce7OfWUXzLlbiAvzmu/dxxMSeGx6AamemKccXgPB+nkPtbTrGbYGVzC1tAKANJyiN/Hzuex8Bo+NngdHlvnVdP347J03rPkE/xy78foqo7zmz0f4aqVX+XVK7/ORalHuS9yEm5MIkaOjBKalaxYWBri5Pw+wmZhhkw9c6owYBb48MgNvG7qdm6NnUNCCXNT04wczj9xE9ZTeZNLgPVBH0/kntkbUgYiksC0dWLmNSfScyw5M4AkAs2yDI7NpnxtvN2cK7PEOyckKwOtbpXB6omFPbrdKt9Y2s7JM2m/mybT3JvMc2bUz+uba7V4A2VtNhLlFQXe3xFHFQXGtblt2sCd0zlO3XSAhG4SV2V+sLyTtcETk7rivA7OkmmTMkyaVJlx3cQjCtyarNVoJnWTn6xYcMJtPBWO4/CzsSRjms4HOhr/nyFtz5l82bZ9XCejJEnY9jN3hvy/iunk3WhaLZ1SKvdhmgUU5XhBu2fDvn0fYipxO4oSYemS/yAWe9Ex34+O/Zp05lEAjKk8Cxa8B0WJkEo9wpHeL4Lj0N39YaLusyltHiPV9SdK0T2Eh88j3LOGdetuwDCyWJbO1m2Xo2ljCIKEz7eYjvZ3kUo/wuTkjVQqfQwO/oDmpssRBAm1LUCL/1Iye++hdetHcVUaSS34C4a35ssnmbXgl/MUvpnquRm10ohSjpJtewhHNMCGxLIbkTUfllTB+1gFyysTXz7ND/a8mbLh5azWJ2a3IVXqEUSYPutW0saDqNlOTO907ct5t6iuebCGNiJlmliz5D7kaQ/THb8HFSxNRHbPu3cNKLUFKJ5fpP47OqregufU9xCcepiCuBlHMKi606jmzKDkALZEW9t+hgabyFh1WOgEZnzdREuh4fDr0ESd3y+5jpMbtrP4hj52hevQnJ/QPVqiPpGnEdClFLt8OUJGnowaZW9gGcsKB1goBWjydjNW2I+SGsaML0QPbyTgrnWzLnHlSC3aS1UFoxu8/+nilUMPEy2VOClxkHTcBQ6UzrAoXKgj2BWCf5CQj9yNZ90bcEyNjqFz8WdexHTPH2FmYG0sTyNWj+C53kfo1A1Y5QqxtjfguAIEVl7PtnCaQCmAMTZ3cS1BwAGGuhsYW20SSbey7sh+AERBx7doMUb3OwkqWzFPuZXyE5fgi2eoU3+GJFQZrayhZLo4lNuDq2TQum0HYBMGVoyl2L6giQMlFxeF1pIQcixlL44DOcVHRoP8Zj9FNUR02WWERm9A02vHk590ISwR8aKxj0UU7QASDoJg0ZjLA7WOxLWuKRzTAkQcw2RaHyfR6cOnZNhbV6Ey8jBX7r0BpWsVj7lOAkHEL0xRp/wbiphEFGyS3if5QlMMyU7jdml8dfQw3hndKxu43X0mOStEr9aFg8Rt9vlcPXoT4/F6VhSOYIkqWTlA0MiTloPIWDWJB8cmqOR5pKULfz5HcEeMX7/84+RD84QwRZEGLcuUEuWB6CmcmdmG16ow7o6hSR6MmS7DsFFgY3YnP257Nde3vIKIlmHTk6+jIPn48KKP8FDdKVw5cTvnZLdyd91p/Mvo7/lO+2sZ9TQ/PQFzHIqil8tWf5NPDfyIDw39nPcuufYEy9nPLWUJtFbGsREZ9zQi2QaSY6MLyt+kG/ZcoDnweK74jOk/qEXDsk9DvC6tD7LE7+E7g1NogF8SKVr2bJTNQWDsBJ2PMVXmYLlGjERqYqdHsTHso8fj5sl8Ec12eFtbjA0hH47jMFLV+UzvGCnD4sFMnvVBH0t8brblSrOtOG5R4EhJ418PjzCmGbgEAQsH04Gq4zA0Q/KGqjo3Tqaflnx9vKuJMU1ntKIzoRv8y75B1ge9XBoPszNfZku+VoaQm0fSng3fGU7wtYEJdAf2Fav8dvXTC7n/X8Lzl6l9Ac8JjQ2XkUjcRqUySjC4All+fqH3anWK6em7yeZ2ARaGkWQ6ed9x5MvnW4gk+bGsIooSRhRrD83IyM9marpgZPQXBOpOJhO/B0SHauQIablKY/0F9A98h4b4pTg7xlkoXkOmeS91dWcRi10AgK5PMjnjIyiJKswYNe/e806SyfsBG0eoDVWmWpgjP+F6HHeKo++Wit5IvPlCMoktFBq3UArswPFaYIOkeQgGV2H8+RHMCxzcO2WUXgft82n+/bSvH+vva4OAMEu2LDFHJbbnWEs3W0Su1NO5+SOoWgRTysC2k1G0KJnJW5iI3Yd3z0sQ1+yl2r4fJBt8YG8wcVwWxfNt6vpXIXrriPW/gkjfy/h++gG2Rho4v3Ga8+P7kfQgjmhSbNiOVlBZX3chnYVVpAb+gBYcJDx2Hg4Ow6abn+17Db4JgaIxyrgRBkFAi4ucmcxRfJFN0JXldfofkKdfykgwRlYJoxDg7IbLkSU3i2km3/tTdq15KcOOmzAOOBaV4hgzTj8YAZlNL2rnzPsHAJAd0DQZG43KBht7pjGtvNHB/1gDE0IGTc/TWTm9JuqaixJyHL5QyONPbKEoSHSvficSYWy5jKh60fwjFBu2g2RS9biobwqRqMQxHYu2QB3e06/COfkGIpbG8rGH0Z2TwTaxHT9FXocoqQjaIob2SByWtnO652e0mLVC4JirxIa6MdyiSXJKYn4Ic7YdX1D4g2VwpvBnXMknqEaXocgBhOBr2f2KFGcV1pMRSijl+yA5BoAYNYhSYIdnMQOuRkplFZ+u45Iq6IafJjtKRixiIuPv0NEnJSy/wmM9Bm8VbyaqZ7hyb5CpewM0nFGlVdyEIlj0i0Eutx/FJc3IyQCHwqeSi78ctbydhKnyRMjNeZknEah1VlYCbm5UL2LtaC0FmxMCjGtRonaRX+3/JMNKnLLsoc7I8lBkA+9Z8kni1QSvnLqXTw/+kPvDJ/O61V/lyILlXDV9O76cyXdbX1NTzHdszshsxxJEftt4MZuCK6nP3saAvR/HynNtz/t589ifGPQ085PWK2bP7criQU49+dcUJB/Li4dxmxUejW6gqzrGpdMPccH6H8+pyz9dBEsQcASJIW8bn+p+LxeHHub22NnHLuPM08h7DuiujPKtQ1/i6mVf4EBgEfqMztiJ5DDcQk3tpHKC7dRGrqf/+0R4ruGE+SnIiCQSUSSWB3x8qruJzxwexSUKhCSBX6xcwO5ilY8eHnvabSkCuOb9Lh24vCHCplyRmKrwtcVteGbqvRzH4TcTac7YfABFFHhXa4zyjDxG2bLJGCb/emiE306kZ7fnkSRum85yZMYeqMkl8+sVnbx29wAT85oH6hWJF9U9vfhpQJa4fmUXn+sd43sjtTF4rKrz+zU9HChW+NSRMSwc3tsef45nsSaxcTQ6OK0dT0r/r+J5ka/rrrvuGENK0zT5xS9+QSh0bETnPe/522UV/rfD51vAhvV/pKqN4/P2PC/9s0TiVgaHPo9llWfIlIiq1hOPXXjMcrZtEgmfxOJFnyGb20pL8+uQZgYpl6thdjmXGkdtCSAcNaAXwPSl2F14I3auRP4r1+N6REd0u4l/4ANEX18jXpqWpFwZIhw+CVkK0tb+BgRBRNOmyGa3cHSYmlr8CyTHgy1qiJUQihEiPHw+qa5bML1JsGTkbIRSdYy2yjWMSD/EpXVgOBksXwbLUyGjPYpwkYOgQbXbQumVELXaQCkAWAJYMr7kGkpNT87+NsF0IZhubFceR3Bq84NoY3oTGMFJXOk4MnUIWi2U7dfOoGtyHcaCCSabhkCs/QbBUpHLdRiuEsLitVj+Nox8Dsn0UE3286ZHb+RCb5Rvn3cl5znD5BcUccJlsATqAirhfAxZkGnoezX6+A6sdC83LOrkZ6oLy3Gzd/JkOuJeMGr2M2YI0m8x0dY44EB2r4/Fk3tZMW2z07uSe8IbiGf+SFCv4tdzTC9sxzNxJ23xS7lJsqiaCeSpk1mTOozoL5Ee9GOMwliTl/ikRlWSmAz5ac6WkFIC2A6ODSUthL5kAw1mmKI0l1qRiyqCqFEY/wUly2Sp08pDgVFERjmFHlQqSHoQWQ9helIIhhd35WoubK15xiWrYyjuCD2jGRoLRfxVE6THqcgCjtZF1VaRBZuslsToXcjG5qUcCHUTK2aRdYG18SSNSgaAFm8vg6OrsZMHsRWHw0tW0SSFeCD2Il6mfpfz5E3YrSAKtcmlzi6wcfTdbAru4pAri7L6fDbW7WaJ8hjxpgImIqOlFSzIX06nk+cxdReaplAveLnAWEWVKk+m7uLe7rMor/CQqThcaPoQrfdRFg/R4L6RP5zu5ivNjbSnbT6Z3MG6Zgf/vOlXAC4bv59Deje/XnYZo47NG6Iv5vq913JBZjMKNudknuSza9/FsvEBXLaFLrgY6O6hU6hFdduNxOyMvjG7E4+tUZXcbI6s4T/tN3Fnfc1G6j3TN3HN8K9xYdJTGuKJ0BoajBTnpLfwWGgVBx67FNUxeNzt5kPxIKp+kMcip/FYZH1NrGwm+iTYFsOu5tl0467gspr/pOzhu22vA8dhWbEX1TGpr05zS8MFc5Gnp4mCTal1/Kz18tll2quTpJUgRdl33LIngscscU5mK5/r/S44AhXJN6sNJtgWnZUxBnzHiodWn6Hm6qlEa/7ffy+BVlWAJX4Pv1rdzRPZIpdsO0xyhtDkbYeLt/fxb91N+ESB0gkK0htVmfOiAfYUK7PkMK7KaLbNi+tDvKWl/pj5Y1ehwn8NTs6Kqt6TKnB1cx2bsiWmdIMPHxymYDnH1KpVbJv1IR83TWXImhaG5fDOAyNYgsAir8pJIT8bw36W+t0s8z+77+ErGiLcksgyqhks9XvwSCLrQj5u37DoeZ+/d7bF2FesULJsrmiMPO/1/7fiOZOv5uZm7rjjjmM+i8Vi3Hfffcd8JgjCC+RrBooSRHmexaaOYzEy+i0sqxa+te0yPd2foKHhEtzuWd8f8vm97Nv/YSyrSHPzq1m65FgT28WLP4vLFcdxLDo734soiXSv+iC9fV9B1xPYUnn2Fc8ZKFA438FsqiD23Y1xJETituuoZgfJn5ZDGZVp3LMS6UUpuLSmaq9aEUzygIDeMDRbpB+cPIOGPW9AdFQCiZPItz5Orm4LlfgBKhwgH3oC26n9NlGfNyCLNo4fHD+ULnaw6y2kpIQdcOG4NFAslFwLljuHYKk4sg6mimOBbLmx9CojW4M0rU2j+CxCw+fiSy+v/T5sDFcaWQ+h+8dw5xaQ7roF211AnAZ5WsY9GiQgXoRbWIFgq0iOCwcLwxxG2/xdVKC5nGbD9G4OniHz4OjFrNAPsTa+h9iyNJOj/SjpJhRHpBzpwDPwIJPJx3HHNhCyDd4jLiLYvI5y4s/kvIeJrUpiepzZVigpYtLz0iHUoIGSNLAfdygXRigDgmzhGDo5I4Vs/IawchajgRHsahlzQKX0hJcxtTZoDTTVob5jDPp7mH6izFg8TugvGi7Dy2RDjhu5hMNUqWOUX3n+C9t6I47jJq4+woPZKGVVQkBhe9xPVq6lkHU1x5Ilj9K47y007nkbhaZNyOV6ZHFu+Cj5LQ67fsYV1jBOESyxFlA0ZJmguYVM5av0FpYxURmjJ7iOgB2hm5PZefIBKuUAjY8ps+QrI1YJn1kiKpTYU+jE8q+iiETRsGkQasvM72pP62PcO/E7NO9KLEHFEmweC7cwWDqHJc4wMjpB8xxa7ABjgkEBF0iQcKokhQJD4jQDzSFsIQgIBG2RevtUNNGDZi0DDnB40ShnOhX+FPNxx6Yw4/blqJbCOexnkfQkbjFHAxk+nvwJf9HWU3TXLF1+1HI5Z2e2omLhsyq8MnEPRVeY0yvbmSZKVXAxLjTQySg4c79rxN2EgENeCbJDWcaOwNJZstNVHsE1M7V2VUbpc7fQ523nZ8svQ8FkSXmES1MPc15Zo8fw8OLeb7CM3/Fg5BS+13bV0YEGRxCYcMfmTuS8Cb6o+PhG55vwmUXcjkmjliSup0m462c7HwXHYlFpkKie4YB/IVklCOJcvc5/HfwylyQfJumKctmqbzI9f19Pg4rk5RXT9yNh86YVX6DX3zn7nYPAoOfpNameK44q0BiAX4CFPjd7i9Xjiunnw0VNEvpE0B14Ilfi5qk02/OVWeJ1FDbwpf5JujwqB8vHbiUoilwaC/OTmSJ2vyjwia5mbklk+NZwAgVI6SYf7aqN/dvzJd60Z4DEvLTl5lyRa+ua8Ugi3xqqNVB5hNrvPBpvXO7zcN3oNNmZdGDStEgeLTNQPXz9earhL/d7+ObSdj53ZIyUbvC7iTSvboo++4on2lbAy30nLcampoL//wqeM/m6//77/yeP4wXMwmHOBhZcriZaWl6D/JQ3x9HRX1Au19IXicSddC143zHfi6JKV1etOF4bzmNJBk0trwAB9u//GPPfAUsXWGgrAAVGjE3Q9wTOKgssEDQIXw/W9D4mH/88cjyOlU4T/EoBabmE5Rcpn1uZvZOkZpFp8Xf4h9fWjLxX28hpdXbgOkq8ANz5DhxFpxoexnHmFZZKUFnhIKctKJTBD3K5HsuXxHAVwZLxTC+nGhjEcZcwmAIHyuN+hrIuYivThLJxhJnzKCAjaX7G1nyLSriPji2fxpNZSCm8i9iXDaSKCBTwXLgIyTsXcheQUMR2XNEmzOkhsmEfK1+8lS/tfj9T5Qa2Tq2lyz9AqLGI0vgzEjtVehKn4vVE0c69nEuWfIbFW3biysYIxN6KLKqc2XgFW5K3Ebz9Lvz1LgovMXFsGzMnEllZi0S1KBP4WDx3HI48Y0jrYDQcRG7MEhMEHpteT3j7Qk4Z2EOmw0dVlfAaTdQ98QpizhI8jYfZKtyBLIpIRwTCrUUOlhaTNwNkgZ9oG3jL6Ncwmz3sPEMme/syAFYk8vSH5iaJYqiXSv0Bhrt/QOlhm+JBi+7AIVzKYpLyOCVZ5hFxEMPqYYwGWpkiqXtwCQYkXeQDYRbGErj806yoXkyrd5qyNYHlztRSVrrD44lFHGhcxErhEDuUNdRJGdYg8ZD/LHJSrYh3gyNxh3UazUKSIBKmIZI3qjyc6KSg2niyEwjeViTTZMmRwyzIj2CGL0OUpxEdGQeTqOMnYLspiFWCtkjYdrNJSmILtSt+zGMIWI7I7nycL3l2EXVsLiiVGY020j38MP49eaqil0dfdCYvdtUcHXwUaMn+kUOxN4Po4pG6k/lj/Xm8OnkPXltjaaWfNinBGeygKHj47IJ3cm3de7l88G7+ffp7iNg4wOJSH+3VSQ76uxFtE3ueH+ON9S9mQ3YfLjSG3I18aPh6plwNKP3f47qWy7i7fiOXph7GFGTi4kremHsAjzPFymIvt8bOZtjTjGCbOJKCJntnomHCMR6RCAKaqKK5anVlf4mfx7LikRr5mpkgHSQO+bv5dO9/c+3gT3nZmv/GmfnuQwM/46rEnYhAqFKm+lx9GQWBty/7LB6rSmWeWDQAovh3iVTVKzJTM3IRxZk6I0UUWOp1cWCGhD01KhaRBVaH/GzLlVAlkRU+D/elC8dE0n44Ms2UbhzXpQigO8484jWXgpVFmJxn1F20HY6UKrO1Uwbwk9Fp7k3l2RDy8lC6MEu8jkbJkobFj0aneW1jdPa4FVHkxlVduEUBURQpmxYv3zHXcXzM+VCfX/WRYTu8bncfm7Il9Bki/v3hxF9NvqAWtPl/o8x+Di/UfP0PwjBy9PZ9BUn00N39r7MpwWeCIMi0tb2LVOoWFDnKsmX/eRzxAggEljOVuB3bruB2Pb1xau7uQQqPjCGIEDinjaZzX0E28yTjE3/gaBO1tnZueUeZF6yWAB1K51qYMQvP9gx6fz/Vw0cQx4v4J0QmvmbM3UWWiHKog3zjJrIbahHReOBSGpsvZXLEpqwP4hxVvDQlGva9BXeskfH275DLbZ53EoAAmH6Q0mAZEBl8Mamem48eJbIWxomV5p036HjRCLLqILoscq03EZs+D9usDUaq6CE0cRahibNwlZtwlZuQd+ehcsfsNu3CJKInSlKbRFYlwmI9gighvugKUu1fwqrPoBOhoNc6jIpGgErVS8hbI01BTwrhqIK6IqDGLZa9bIDBe6tsGr+VxaGTEASBkeIhJCnO6n0J4uoHOJi4lxZjP5VOcALgrwZoMeLodoImv58u70lMaIeIN/hpFjoxJrK8r9hNv+1iV+tSomN5zrM6MVvOouxU2Dp6B2bHEQqRCGrOjV7Ngw3ao/W46zTyCrRYOisPQK7Pi7VLJHI4hPPaDN5HBUJ9BRYeOkyqoRlbFPHqLvLjfqxteYYLURxEskaVnou+TMoI0z90DlW8+KjisnTKeZmQW0Px2Dj+Ihntasr2JSxwX4NH/TGiYOOTbuWO7MUUtl6COJok3dJFWpLp19pwHDejQjMVx43fniQn1SImavkIr81middnKMjXMFrpoi//EwqmGwQBPZWmLmmzfuIg4XyecE8BXf4hovkN3GYQWfkdQWEtF+krGCJJODvBQ/5NBCb7Sbe1gCDQbIZZqQcwhSdQ5Sb2p5NElQNEndp0GsDPl876DO/93vUsK6VRyLNn0Gb36oUsqQ5QFB1K+t4ZPataWPPXzZdyWepB3I7BotIQgZmott+psKpyhBt8l7GpeRV7k4tYZvfiEk3CdoXrd1/LH5ouZKt/KQ/Un4rgQFM2SfehaW5wXsHPN1xMye2luzzCsvIALsfkFVP30OfpQDck3rT6c/T72rmlCldO30NRdFMWayTImU+2jqYSBQHBtmaV7ucTMUuUOeLtJGTkycmBWQKmWhqt2gRd5REUW0cX3TWC2PgSLko9yspS74yu3fOLaFT+BhPtZ8PHFzTywcOjs3/rgG47HC5pXBQL8Zfp3HEkb8p0uCtVQAKuaa5Dd+DudOGYZQ6XtedIDufORca0eTg95yMpArfOE1oFyFs2u4sVdhfnqtpkYIHHRW+lts+cafFfQ5Oz+3eLImuDvlnfxa3ZIp4TpD0jssjHF5x4/nAch68OTnKoVOXKhigPpvOMVA3OifrZlC0e08Xplv7nI1ZDFY3t+TIX1gXx/R/oiHyBfP0PYv/+j5BM1SKGll1m6ZIvPqf14rGX09nxmmdcpq3tjShqlHJ5kI72tx7zneM4OI6BKKpoQ3kwam/T+mDtIfd42nG5GhAEmXj8IoaHf8xcJExAJYKu1/S6nCCUz3RAAqPdYqztcSrqETzNLkRLAXmuqBPJJtV5M3WHL8fuqKJ4vJT6d5Pw34qkBVErDWjhgZllLVL214g+cBbhqbOR2uOku2+Z3ZR7s0DoZhmhAmaTg/ASg8jQSyjX7UU0vBRaHzvunHii84ijbrPP8030ziGwRYK7L6dBUJGrc29nXuVkyurDoM9IFvTfw1axj+HiIcqSh2j9hbwk2MjEmh9j+mojzaLEJB8N3MAPy68iJjk8efBqFi75M15boanYiqFmMdUMqe5bQIRqIsSq8ltQI36GyjspV0q0eDtRqptxVIcjR35DjyGiJizc10no64PEnA/T7beZ3Hcn8XM/hyK56QqsxLLLSFkvjuNwmqDRj05J8rCv+ww2hhbjdUcJAl3+dTyZO4Be7wdJQAFKooeHAmfi0iu8K9vHq4I9uJa8CsPbiLbnd4i9adRDCZZsEpHLIocWL8GQAGwm80305V9Ji3MQqNmfCAIQsajzpFBzW7CyMXqYoLJrIam+YbouSszcixIOtYlUd9rwCUMAiEKWakkgQxRFEUGas7NBELjKvJkeaZiK4OIvpY30ac0seXIrRqbAoDdG0ynXsTzmY3U4QUrzcuPIBrb6ugjpJXomJDoWlImvKSDJkA98hCcmLuIU8W7avb/Ba12I3+4hEv4lfdkXsWLbVhb0HcEVXUp86fkoqoRAjIknf0swfYhyRMWICsiiw52x8zjo72EiGmfZQB+2AJOBCN5KHlUwabDh3dMKn2yZi5yMuBr4XttVrM/vp7GaYFtwGXVGjowS4NeNF4PjYGgqf+Yi+uV9nC88ht+qsMezmJzoZW3xIH2+Nt43eAMN0yXGaODB5nVkfWEAXI6Jy6nd+wvLw6h3lnnPWR/lgdjpAHxs0YeoSi6+1vlmkq4oOA6KYWC45qJpwoyPpTNfBPUpdV1xI82fdr6PN6z4Evv8C8Fx0CUX/932WsbVOB8d+hlf6H4XCAKjniZuanwxK/t6ychBTOGfZ6q5O5mj1SUz+pTi7qrjsCVXOuazo1Gso9fSAu5I5qmcwP/x6YjXM9WWOdTqwo7CIwqYz4HCmcCpIS+iAAXTZlo3MOattsBbe9H/7XiKx7NF/jKdpTqzn/mRuYxp86FDo9yzYdFxdck3Tmb49uAUJvB4pjhrFL6rUKLD4+JIWSMoiWwM+7i2uxnNtrlxMs0Ct4szok9ftP/XYF+hzBv2DDCmGZwU9HLzuoX/61OU/zxPxP9BmNZcQbNhZP7u2z+Ryr1hZNi561/QtCnq6s6mpevtGCMFyqEjjHfexsjOAKXS4VkZDEEQCIVWk8ttByAUOglJcpFOPzK7TceZGUACMJV9AMJl8h+FxsAl1EslkvmHapZDAlhKEc0/hiUXEVNedPcIAJYrj1JsmIu4C2D5dOT208BRiQ50UYkcphI9hDwKoRtlpOrM2/WwQKb6R/yeVxEc30hy4e9nDoy5l0h7brsArsMC5Z5+Ag21UH+RP+DyNhPYfDWOk8WvhJGCLXhOejuVrdeBlsNJ9ZNsLAIKXqtEvLqDrcuqmI6Nt+plaTJJz2CZVfbDnO+kKOxqYbvexL8VruGT3hI+vQ7J8mB6khRj2+m/vZXu6iU0+RfWfoeokt3+H4R0A4cqoiYQlibRO0GZdnAfkvDlF6Oe0ogRnWZ3T4AXzffX1ECTylStEm2KnwZBIIbA1Q2n4LinoQqWbWKh0xVaxEEqSLFuxNIuHq47gz5frYV7kajjnrEskqI9tVPpA9cBAblci3oE83lEyyYruHnAXEjFkenwtfJq381IRpHg0gx4wKyKZKcEFokp6qxr0D19OOKfmdxtIi+1GQ0tIWqvRzHzpIdOpZzZS7irSMFXR9IbAQFcFjjFPJbqAstCGB2iriWJIINX1licP8jYpEGkWFPqtsoSpYRAoKFG8OpcZSbinWwSTqHeSBPtytA1lKN8l4K/USO4sYi6fhO33bmEjfVDFIR+vEE/LbLAVXV3saezjiX1fbhjBarienRnOY7lsHDRXpRIPWZ+gmpSINDgsDHxJI0tU/znG99Fpc7FG5N/5hX+u5GKOgTgLs4kUVzGz7d9mnQgyH8seDuvnL6P3zVexPdaX8POJ17BB5o/zpe63oEuiEiGTbSSI1qokdonxdUcaGzjTVN/5tTSDi7IP4qMQ4c2yVc738jZoa18qv+H/KrhxbP3xdEokQ2kCPMfL3knm1aumSVPFcnDRxf/65z3oSDgss25GqeZbsVj4Bx9oOYgOjY5OcBfdr6Xl63+NvuCtdT4zuAySqKKIbhm9ynaJmE9x/3hDfxH1zufe9rxH4A70gXaVfmEpCh7AgmIp2K4oj2t/RDUCvBdwoyF0Qn2cRR+UaD4lEhUSJFY4HHxWLZ0wnXmH/ND2SLDMwr586+UR4C3tdZzzYEh/pLI1hrA530vCTWpwqNJ0JGZ6NlTqcxvJ1OzRfuledIRScNiTcDLi+uCXNkUpdvr5ntDk9w0meFwRScgiXx+YQtXNdXx98JdqTxjM+nZgYpG1rCoe57p0n82/O8++n9ydLS/A8sqIwgKCzrf/w/Z5/Dw9eTzOwFIJu9n4dmfwL2inl0D36RQ3g7pmucigCC48HjaiEZOZ2Dg24iSm6VLvszeve89ZptCrVkOy5Jwb7FwF0VKF9ioDc0s7/k4plni4KHPkE/tQCk0UGh5FFstY6kl1Hwzul1rsTbUDBguUHWwZfQmm+GlX8VSS/gTqxFMFRyQMgLifL9Wn59I+XJyC7ZQqt+NpIcRTBlHnjHENlyIFTdWcCYqkxFofvIdNHS3oycGmVzxY1B0EGz6XLcy3Ffm3KbXEFbj4PZgRgykaRG5YRVuT5hSpQ+X6KHF3U3G7sOdzyAPgVpVkaUy+xf6mYhNIaybYtlvZb7evoNAT5ohPUTzrnez3UwzuPVSpHCV0lAJy2chCRJYGj4nT+pfLBwVAneKqIdFMmeAvsxCqQaJhV6DbWtUwoOEOr1oRgVFdGHbJrnENh6xd6BZOpIg825XE2c1XIYkm2Qj+xCSCpIWZGnoNMrSBFMjv8dXdtOkh1GUJu5CZA82h/QC6yUPguxCVQdwujT0nvMpOo/OnvKOoWH6Fy+j7FUICRUyTh1jTphCPExPIAELNbSsTOlAiEuFPuqVHCPORh5cVE+h8WXstVw06ClWHBgk3mwhCCLGobvRy14SY34Go0E6O/toC00hT1TZa/soyyolyYvPKjNR9uGTqthVkaGpEDgCea8bb66I5LYoRhtwnCKCADnTzc3K6VwoRHmp3ICnMYq5rx/BsMkZIqWAiSTJVCyV+1LLMTtW8h7uQyRHJS/TvjxBxF1FFAZRzG+Qyn8CffhJvCsqKPJOrKgb2/IAJfITDpePXE/jGoXX1d2OO2IQF0oMl4JMVnwMu5u5WHiQVZVDUAGPo/HZrnexLreP9w/dgN/RuGXne/l261X8JHQZqboYCCI7OhYTLhdJBiJ8qPAArTNq+EfR52ph1NPMo8IGhMEf8Y7R3/LeJZ/CESU+vOgjfHDoBnKCn9355Ty68hSiVhqvZjDuis+8pAj0lIfo97bSUx7l9aM38++L3v8M8hE1Eu62KlRnpCYGvW28f/HH+XT/9xlwH5uqOuJdcEyxvS3KfKXrbc88WP3/iBHdROF4Semn2kSfSHbimYgX1Arwn031XgLe1RbDEgR6i1UezxVJGhbjmsmUZqJSi249df+n+DwkbZuAJOKXxVny1ajKpPQaoa448LHDo/hFgaOa+CLMSJ6A4UCDKjOt10zAc5bNT0YSvL294Zh9lecRrmaXwpBmzG7vnnSBhGHyqZ4WXr7tMJvzc7W8Bctmc7b0dyVfl8cj/Gkqw3BVZ1XAS1R5Ie34Ap4B9fXnUF9/zj90n6HweqTREJaVQ5L8SJIHuUFCHFNnDYYjkVOQ5SB+/2Kam65EEARMq8jAwDfZtftt1EXPJV/Yj+PM1Rhoporb1rFXWfCERMvBs+k+t2b0K8s+Viz/KgC6nuaxB2d+s6QTHDuNVOBWHKWKFZg3oYgGRlsWyAJQqttHfPdbqEZ60ZZXqJxkowxKKPWr8bZcgWTGUfpaKTXsxJVZgO0qUK07PLObIKZ/GmyRwMQG1EN+lKYNqFUZ10ScpO8BvJ1HqIpH8J8yijPayv0Tv6bTdhG+fDfWS03kbAt/3vUqQraL/uweXpO7GVp/jL8OzJiN2QijSZHYEZmcXwW5lpLVOmy67k5i32+Rv3KK0dbb6R1ZgFGNAA6ZU7cwXSojFxsobX0Q4RU2+vLayJz3iKj7TdjgkCnIhHvP4pF9NbuclYV1bFDfhqoE0eUc05HNDCbGZ43tbcciWR1kf+YxVtedR3jiTBAcxJnC7HK1RMtpfahem55dn2C10MS5gs6P3UNsSCboHd/FaHOQQGQT+WWXsdI8G2NFGuuJfYhFgb0rV5D3e3BjsVoao7XxMOsjO+kYVhgYCCOMBGg9awK3piF6o2DmuLuwn2RWYr+nm4ciawlrBU4Z2oYQN7C1FE65dv1dhk3e6+LU8Cb2hjdwJLIAy7RxZw9jKw7WhMCdE4sh5+L0vcMoLqAFdnTEmRbWsrthJSlvCLlk8x/6dzg4FsfpdLhcUekQJHC3oC97Kdqu32H4RZKh1Sw78E4Wtyr0JR4gNZXA1TrCyMNh6peXyJlu6oTatKtZGbTtX8ChcdbPUaSKKSwCDtOiFpEMleiBCbSQiGdmDgiqGlnNTSuTFPxuZvzfCZgldEHly33fImDUPpSxefX4XXyl/k2zJMeSREL1KR6Lr2K8P8b8uJONwDnZJ/m5+UqGPC18u/W1tFfHkRwbE4mD/h7esfyzuPQqr9z2IGeltvLF4W8T11PcFz2Ndyz5FI4t8rGBH9GqJemqjLE5tGIm1TjzA55GALX6FFu0PcElXL7mW8ctN594/T2Ns+PVaRKuuucszvpc4XA88fqfwIl1xRwsBL4+lCCqSIiCgDrvfFknXKeGJ0sVbGoT96saIpwerlWZ/seiFsqmzeU7+yjZNinDmikQqB3DO9piSILAd4cTNQLl1CQCj5LNz/VP8IqGKDHXnMXRMr+XfcUqHknkXe1xdhUq3JXKkZrp5swZFo7jzGqHHYUInPQ0Iq1/Ldq9Lm5fv4gxTafH435e0k3/rHiBfP0fQ130dFQ1SqWSw7KKFIqHCQaWsmTx5+jt+yqS5KOt9WoOHPwk09P3MD19D6tX/YCR4Z9SLB4EoFQ6jCh6sKyj5EvALeu1+lsXlDdYdI6vQBQVqtUJBga+jdvdQmfnu1HVKG2Nb2aq/zakUpR825NgC7V/4lMD4HOQtShmaAJbqe0z+2YLqRwkMtpOYLAm2Gc7NtLWMMEtNumrCmBJiIYXuVyH6Zum5Yl34MufhGNWcQQNQZRxtCJCODM7doveCq1rCuijBTzrElj1M8bfsRF2BocYyHVxcXGawJpJKuvmvb6KYMRFttaFqOQUXKaJWHIT2bQAZ6oPkOBGgek3HUCaaMawFETRwBfOk1vwR/LDPgYjrZzmbQJqkcCS6iG/TkOumlSmvYwN76dQrQ1+e22bc1peB4BUNjFDvyO49CTUHR70GVIsAl4UHMdGECSEGTsBB4up1r8Q6Soi6X5cShBMCDkqb2zZhdGTILbrrTyUeYTiSBsvrui4W0RC959E9eJlZAenSATnUkgNrikuXHgXbpeOFVVw+tuxkgrJ7RFWDycY8y2k17ec7HQOGVip70VDZVP0FPbXdbBw301UF5+HE2mG/BRFj0I13EzAPcCQ0EoVT82PRWyiLj/EvnA3gi5gmH5OFkYpqQo4Do2eAl0tw5SpZ7/dBTJ8ofRmXibfw/vKv8YbeitQh4PBUNRDsauLcutSTt/38to1VKCn/izqxx6mqtuYFQXVb9AgFalaEhVDYXehGW/JwqflKJROxhM4jEEItzCEbYI8CnJbHbsDnRwOrOKV9l14LI1t9Uu5LPkgHTzE21o+jTpei8r+qOVyXjd5K/XGXBG1A9wf2oCgzKWQ/JrGvsBiPn/kW/yo9UqqgsLlU/cQtCtIOGzM7+HagR/ysUUf4Xvtr0W0Leyj9GzmOhmSTNof5KzSZhr1mp7colI/ZckLosgHF3+Se7e9hYqo8t+tV/Hy6fvZFlyO7FgMeJqPeyYF26rV4P0NUK0qbxj7Cz9peQVIyrOv8BRklcDfjXiJMBu5ea7wigJV23nOwqvzIVCTZJjQdEzbQXOcGSPv2nWzYVaWQn6OXOIoKTOAacPkD2t7uH06y5f6J+nxqARkkZI+I3o9b51Gl8JbW2MkdYOBis5L6oP8eSrDjmKNfpkOXLGrj5fHw3ywsxbV/PqSNi6OhYipMmuCtaavaU3njXsGKVgWVzSE+dbQFH5JnPWQPPq7Kv8DBtsBWWKJ/PfxSP5nwAvk658Qtm2wZ+/7qVZGiMUupLPznc+4fLU6ycGD12LZOoHAEjRtEgBdT5BK3U8wsBSfr5vVq34AwM5db6NUqhGtXG4rvb1fRZ5nfeQ4BtbRglJTITryEhxJJ9N2Fwg1lXnpspUA7N33fnK5bdTerwQ6O99F0dmHGcpQ9Y3UfIZmIAjKnKTEvCIDqRKmcd8bUbQYuaaH0YLDAFiCRqr7z4iGH1kLkQ3cQd0NBqk37sOI1rZjOwW0QD8ArnQzgiJiBEpMd/weX3EphfA2DP9cxE2qRFkgr6Cw5D4mkkHq6vNIioNpCVyx8GaEbV427BvCu12mss8m+0YLwfCAaOJIBrYkUEx5kQN5/JUViIIw16rgqMi+PAu7tpIcX47fP04kNAk26EWZdQ0vplIYxjvchCElOfCIQOsZkwzd14GWdSHNMyInN4YVmkJ0h7ET/QS2Cfhf00xb06mMpLaSHX+MYFUnvu9G8uotcMEZSPWdqKUmCuY0de5mitZBLKVIxbcfT2Ephj9DruVB0iMqE6U/8o74zQQw0KzFpB44jJ4bQdwbYKizGTSLaFsW0SfR3rEblzJz3RSLBbkULQc16HVwVyVKa3sZCpzFbDE+UKelWZQe4uzJfQx4YWDqj1Ta3Mh2G6Lk5eyGy9CsaYJOgbwQBNNALuYQKm4+vOTP3LJ/BUFZZ29PiLLlQhYtLmo9QlQpc66zm3E9ylZnKbYgYGCh5nQmrR9Tib6Sx2njj6EVXLZqIYL0JOfZj6E5pwIStiiSCIWImSKS28Y2RXzuuXs0MqXjk3UMTWI/B6mcZiDYkzQ+KRLeFCLf7ybqz1AKBhmxm/hQ/ceJl7KE3Dku40EEoNmY5lWrv41tp7lh3+c4N7cHmJV0oyKofKPrjeBWjj5wrO/bzz1LNyA4Dr/Z/a/sdS3kO/Wv5V8T16PO3GGyZhLRsmRcYWxp3tA9EwWwBZG7lp9KohjmgvQTNGnTjLkaZrsZi4qPu+rPYLd/MZsja/nN7o/wnUNfwhAkLlz3E3p9HbPHg+P89cRrXlTimpHf8rGhn3FH3RmMeZuO+/4Y2PZx9kH2bGRurl7tr8UVjRGyusVd87oLnwmnh318fmEL1x4eY1PuxDVYzwQH2D1Tp7g+4GZMMyk/TU2ZLAhYjnNCYhgQBWxBoDSvyN8FvDQepmzZfLZ3nKGqfkKJCwFoUhUeyxRxCSLfWNrBj0YSfLFvAstxkJkjaQdLVQYGp+jxunlpPIwoCFxQPzcv6LbNu/YPM1jRWOhzU7Hh20OTWMAKn5uAJNJb0WjzuLjib5Cd+H8FL5Cvf0JMTv2OROJWADRtkoaGS5Dl4NN6Qx7p/SKp9EMAZLNHPRBFfL5umhpfcdzyexNNeE0/IVctDSKICsuXfY1du99NLvckjmNw9B2rZfc1+JNrcAQb0fCR6v4jdh0kSw8S4wJM82i7tUWlOsrOD51G5kVJHA88VbjlGC2vo0EwEWyvzui6bxJ6pJXwfybIvFFAX+KAp4wDJJb/HMcB6TDY/xLDaJ+eJW8WMig2kgOF1v2EJqOU3bsodmymyDz5ChOkcajfcyZWs4K1xCEm5ma76RXZYWFkkPCkhK9aI5LKiAC6QvuWf0MyvTiKxrRnBPuOG6mPlMi/uR/xpHfBVgFbqpB/+SEAfEIBZX8dE7kRQquXoqX76dxvIJzye4huQN6+hwWedewv5RjfHEfL1jqTLEukLl/CZdssnExRGvgioiuIU0xgR91o+5YgixVyrmlWjiawBRHRccDUSGy7G/PaIjgC7tG1aPFDCI6MelhBe/Sn5Eoh9iz0ow/HEN0GZ6z/C83DtQlFkQ5wy8UvoX1Pkaa9GVb39rNm4YsYb9kJzbXuRD2vMGU10Jvr5sKBg7jNMpigiyIPBa7mLlcbZ0q34TUKqKbJFb2b6GsdwtzwGjyKSKh4CFMfRVX8LG29mL1SkqnRGFEhyerIUgqVA3R5Bik5bahFcASRnOWZuZMl/IqEX66lN8JCiZcLj3Fa9SBC2cNZzW/GJ6oMZ57g8O57SKqNTC4+ny2ChzcICn75G5SsD1Bx2hk3DhKWj9DgKuA+00Ivi7NZMlW06OxM4Fuso+dlUgvCMBOdyjXISKMy5bCHiXgcHAevXmXtcC8SDiFymIjI2Hxy4Ifc1HAhbxu6fpZ4AZi2gCap7FV7MIqgqDq6WpNmONzSxm07ryFmZvmvjjdwQ9PLEUR4Te52urQJqoLCo5F1XDZ9L79qehm6KIPj4LJ0dMlVs9yZIS47gsu4aN2PaNCTVJ05uQjBsekuDdGgp7irfiPfan8dYSOPIwgEjXmyCYLwrCRnabGXgF7kzOxW/tJwPiOuRqoniEoc9nbyaGgNE56GZ96mc+JIiSlI+PUCFcmN9VdEzubjd5MZIpJIt1ul72kMq48iKIlcFg9zf6rAGWE/m3Olp42YeWbkHJ4u2uMAWwtPrSabgwScFPDwSK58wu8bXCoFy5olXxLw29VdnBYNUjQtjJlzN594HS3MX+F3M1rRuCuV55F0npsTGXbky1Rn1nHBMUr4muOQMU5MED/XO86j2dqcsTlXwi2Ksy+eFvDHdQspWDZ+STzGl/KfCRM2+KsGi/++WdG/Ci+Qr39CqEoUUXRh2xqWrbN12xUIgkzXgg/S3Pyq45YXBfW4zzx0snD6a6j2sarSv90yzJcfPY2g3Mablv+W7vAgudxOBEFh/bobSKUeYe++D2CaWQBkPUS2+SG04CBeYwUgoap1xGMvplqdwjAKgISihPENxrAfyiKeApYHjilcOcGzqPRB5HoZXA7VlUV0czfayWDWHz+ICQLY3aDZ+dntJYZXMTjeA4JNR8cuWP0bMt33oOwrI02BERUQ5JrlkJSAum/KVK8eJ7d661E/5eP2UV1j49orIRSg4A3gKTVh+BK4UqsRTIH6fIhQ9iasnIitpxk/8yf4l6yh6BzB+4jD9IYgvU9EMarb8cgBJgYXs1A/H2fgR5jFBKmPPkBs6D2MLdnJOuEkxpNTJKQBinaOgKWxZnKC4stNUmsESmNVor8uISowvriBdNuPiHTn8WoSTK+gMnAYRTOwgLzgxksRBIdq806QbETDiz91Kq7iMLt8Ovl8bcRxRx0MdzMmE8jkyYtBxp1OuhIjtXNiG0jZUWLDL2M89H1kr8n9Y6fzePoUusODJEITxEoZLFFkb8cSvh9ehikqHG6/mrMmd/LxTb8Et8Net8Lm/D14JD/rohfQzTr2l3ewqfAA3iU6DT0pXFuK1E3+hYu6RnGr09jWAYbLAQQJnJmR3cYiq8FUyU+bP4fjwNXq/ZQVgbe6v8ivbDdxW+cLfQdonzrIctch3B1utGATi4wFWMoiBtT7eYiN1CsGb7APoIg2ggiKrzZl5XSV4VKIpaFpJBE8dSaxUZ3hxSoSNg1yhbaLNBKCTtPBbdiixHTXInRfFASBVfY+BNHBAv696xoyaoSAcyxZkEWHj3dfwwPuk2nLZeiY6GfrmjNAFBkNNyALFu3aJGXZiykrNGjT+GdS/27HoMlO4jOLNGoJhj3NfO3w1zg38yT/3XoV17W+EsGxOSm/j5QS4n0jv0Z0LD694N1zoqiCyI9br+Cc9BYky2BTeC0Xrf/RHPGxrWNrt06AzvIoPqvCh4d+zmnZnVy98ksc8S142uVvi5/D46HV2M+WOnw6wieIFNW/n2xBxrLJWieOEs2HjcOnjoyhOTVT6mdKojWqCl9d1MqvJtMcKlY5UK4+a2pzfi2YA7OiqieCYdtMzUTMApLI7esXsdBX6x71yxLXtMW5ZTpLk0shZ5jkLZsrGyLotkPJsfnGQC0TUp5R4p+PgCyxMehlS7aIKAh0elSuG53m5kSGHy9fQJ0qM1zR2Jsv88uJ1Ox6MVni/R1xypZFwbJ584wFUvAp+luW4/Cpw6McKlVodbv4YGfjrAzGPxo/HE/z30URee8QH1jQyDvbnrv/5P8EXiBf/4Soq7sIy05QLB6gXB6gWKyZMiYSt5+QfC1e/GkcbKrVMarVSWxNJ3BXG8kHP0Tqaypt3/0ynhUrAHhyME1Rsylqzfxi/6v57Mb/pFjcz67db6en5+PU1Z2J37+EbHYTkuhnfOl1GMEREKAk7qW16Q2YVhafbzGjo79A149KVkgYagkcgfDPZUpnW4TOvQg12k4icTuGkcK2aw++mAJ5XCD0awk5JwIWbhsS19qggpgEoSoiVGwEy4cVKQMCyDYOGlgSrlIL+cHT0CgjCBalUi0qaPqSOMvrkCtNOI+MUTkVPHoV116B0kUK+sIREOcNjQ5I1TBKoZG8PEy11WT4RUFKewJogTBnHziXqQ0/Zdrw4S60E9h1FbatIWoCgZtFcm+eIuO7C2kS8pfIuJw88eUS2b4Q5Rwczm8lLcc4GQCVur7L8CldBA4tRUCiuV7AtA32qnfjPul2UraBE6hN1GYIMlfZRH4t4towTH2HiOKtTRmlVUMorsuoKAr9iYfJ9Gh0pgVISohdDtgirds+jKfYjXFWCnnsJtSKxsb4ZbgVD2pfgbRWRXffwR+dNgwUkvEGYuk8giAhxZchplrJF2OYBTct9eN8aMH3CLsLJJrbUH51GXiCXBcNzHrv4TgUm6L0LuqiJdhfqxm0JSpWEd3upWT6yZQGiDVnaVmUQFYt1IBA15YyLmXm3pAcDFtkYSiNYgkEZYPNqRiypLBnQZCJVujpKxHNm0w6DexwGqkKkJJUHor5uWgKdm5YBxE3LjLUCT/EL45xhiNgFHSa/SWC8iAABTzkCKAdMrnNWIwhy5QtF6fUj6IXJKa3NZPsrOPc0lbqCzq4HY70h8i6ahNfpO8Qqc7FNKhZznRtRZqZct8wcQs/b30VX+56B6dnt7OgMomCwWHPArbJK3nRwe3Its2DPatqdVWSTKBaIGjWogrnJTexuDjAy1IPImEzptQx7G3lFw0X44gKJcWHbBucl97MZ7uvod/bytnpLfzr4PVsKB4gJ3kJzQi5+qwqb1kxYz3m2PR62jlV2ElOnRdFn9X1OgH5eUq670NDP+fKxN0AJOUgESM/u+1aTcLx28i4Isdv9+n28Xcs1n/a3fHsdV+a7czqZmnPUr80UNX5xUSSa9ob+VMiw/7yXJTLKwiUj4vqOdRLIlPWXMTq6ToovaJA2Z6jiR5R5G37BpARuDQe5gOdjby1LcabW+vZlivT6FZoc6vcOZ3jmv2DlGwHvygcF1kMSyIdHhdfXdzKyoCXkmXjk0TO2HyQvooGZY137BtkodfFX6az5E3rGB2xku3wr4dH+cnyTpb6n74O64cjCX42PkPacmU250rcsm4hcdffFsX8a/BYrkwRASybh1KFF8jXCzgegiCwoPPdABw69BmKxSMIgog/sOSEy8tygBXL/wsAy9LYdde7sHc/iZ0zIQfJ7/+Atv/+LgCvXNfKkwMZ8lWNVQ1jM1uwyWQe4+DBazn5pJtpbrocTZvC7W4m62ydHalMJ8Po2K8AnXKpn87Od6HIEQwzg2VVGFduwfUqBddhiUCok4o0QSU7ytKlX6Bc6mdi8o8Ui4dwb9EJ3SIDwmzpl+m1au031GrzcWwcv0RgYg3+J1qZPP1GnJkyAsGWie9+K0cC26HgZfmKBwiHJ2e+BEep0rDjjZQqvfh/9hvyL1IovchAECvATBOBA5QhNHEGsYGrKdcdIOP9IwObvBiaAD7wigqjcoaRkUW0tO3HaNyMf2g57u6LKI3fROESG//ESYRHzmGkdITysjvxNZjENmQw+lyUnNqgVLay6F0uAqs+ijrZdtz1K1s5DiXT1I2tJ+zbRSCUm/1OcBzkrEjsVwqVUyyKLwWqEJw+DX/HuQiijLuji/Fz/x1BrEUco72voNC0CaVcG1wUo4629iZaMnEaPLW6HqsQpiKIjC+9jUBpBCdfxTw3iqfhWp6U0ngFi8ORhykeOQvbllmy9GHC7lpqqsGbRll6LrIh4Svvnz3WoFPizfv+RGTBEIUxmYhaZRofggCb/RXE1DgA3ngFWZ157/daREPGMbkPUYDz6w7jlU0cB0K5EsMrPahLK8jpGrF0gHohQ8TKMiE1EFKztKzqo5CScJS5SLAiVGb+d6gzp+ifaiYnt9NfjCKrImZjC67q4Kzg6L3lVTxhrUeayFLu9PHWiYepFzRsBx6Rz+Rwyao1BwCi6eAd7cfnyzPa3kiYIlFytVQwENCKXLnqv7h4x2Y69Em2e5fQnprCYxo8uGgNfU21ayEbGqbt8N3W13Bx8lG+1fRqfn/gC0Ttmo7Zz5pezicWfhC/WaSk1AqfJdPm9/EL+XP8XBBEAkaBNr3mxTmp1hOq1Oom3baGYFs19XnZw5i3iTvjZ84Vsc8nO6J4PPmxLa7b/298ueOtHPZ3cW3P+7EEEbet8cXOfyFiFHjT6B+5rf4spt31x93bzwVRPUN6xpv0byFezyRm+nxhHPt+9qz4y3Sev0znaVUlujwqA5VadK1OkXBZNhnr2KTg+qCXJ/KVp3w+h7AkElFkBqo6ZXuuFjRhmCRm0oLjI9P8S2sMvyzx/gPD/GkqQ0SR+eriNv4wlZ5Vs3+qlphXFPjL+oUs8tXGp6Rm8P6Dw5Qsm6NVZwLwaLbI49niCSOEZdumr6zxi7EUX1rc+rTnxXrKyRuq6uwpVjj//wfytdrvYku+hCiKrA39/593fIF8/ZNj0aJPEwqtoVA4RLFwiMNH/oOFPZ9AeJowfrF4gIz7MSJBh6NFV1J0rvjx9J56bn3/GezZ/1Wq2d/CvJLLUukIu3a/g1Kpj0plgEplALUUQvcdbSUWOdqgnS/sYc/e96GqceLRM0gk7sKigLEROt72TaambiWfvBeAocHvs27dL2lpuYqt267CiO+as+ERobzGIvs6e26UCwgEpjdi+CbQwsM0Km+i7oa7sZQ81eUOvp1hcrHP03aFiZrqIhCYPna+cJXYe9JXaPwOhAcEJNsis3Dmy6NsT4OWe96M17WRQutm0p13EJBLLOkcY3RTHKfsQmmBHTkLfWIJ2VycDSsfRnU6UNqCKEduJ3BzkbrOV6LQxPj4TiJL50aa5kXTNaFQj015IkQuFsHIPUis90ok24WDgy1qJOU92OU6zq8/lULTL7AO57EtMJsEjJJM9QEf9ZRR0gLC4yJGs4P7kIhUaiShjhFWYziWi8M3d9KwNkl4QZGyexTvQ2+mWjeJx5EpqnkeKhVYVXJjugxkUUESawRFNy3aO2oESti5gqHBB/EEd+JZmMOpnoQt1+6d1MAColIKfFWKYxLbdn2dlR1ruOLADsILTiOvBNhgPs79J3czlTiJtepOXJIbrS6OLUuY3jCiLeDRCuS3BYk15hB9Ar5xFx6z5pJg2pDRPezINtPiqzWEOJZAKFEiiE7VcVjUX8JftnAc8DsG35O+yX+XLmLD2q1UDsDjba24ikP4SyFkj4MmqGQ1F3nTxeZkB6oQZNhW0WwZqhCxpmlrLDCSCQECbVaEYl+aimUjVwo8PtnOy5r2UxEkftQwjnXKlbzkkbvBgmXj00zX+ejrXMEvxGZOZTs9Uj/VvMUHBn/OisIR3rPsUxiiyjT1vCp1F90McC/noMlzQ6+EzcfHr+fyxL38uPUK1hVaEe0Y/7Ls7UyosdoriiDQoCWpM3JMKjF6kqO0l8bxWRVKsq+W1nMc9nsX8N4ln+Az/d9HdBy+uODtOKKENcMYw3qGsJ6fK26fr2YPx5EfQRB4/5JPsrpwgDNHb+LXTS/lwws/jC0qIAiMOA4uu/r8ide84npTlP8q0uUTBcr2XJH6s5Kkmd8oOtacV+bfGaO6xctjAforOhY1PbGnwoPDY9kSuWc44HOjASqOw8Az1KZVbBtlpt5sd6GCSa0D8s5kjnUBD7dM545bxyNCQBL4Yv8EP12xAEkQ+I/+Ce6bsUpa6nXxmqYoD6byTMzogMlCbeRvcam4JJGsYTKpm0RkiTOj/mc8H+9si3OkVOWuZA7DgRUBD6eFn3mdo+gtVXkiW+Sl8TBh5W+/Xh9ui9GWTbKgo42zG/+6F4W/J14gX//kEASBePwS+ge+Q6UySCr9MB53K21tbzzh8i5XHFWNkH3DNM4tbhraX07jhz95zDJBt4Jqb6c6Q7okKYTjVLHtKsnkvYiGa/btXn20jOqIOIKD1mWhru6hWh3Dtis4jo6mjZJIjCOKCkej47293yASXju7v8LYTo7IX2U4eR2gIy4As85GTokQDmO8uAFRGMYWZgYLxaES7KVlx/uZXvIbiuM3oBwqoiLhOigimhnUQyKOR0R4Rf9sHsGwVG4dOJ8G3zSnNW3F7ZIAicoK69jaMwccFaR4O2JRIdN2L3qgFgUULGhaIKF2DDI0tAp9ZoQ0tSCR/VfiLrZjGeNg6rj6BZyFNhigSl7ym0MEV04j2A6CakO8tq7qz2DqOrnIMFpoiEjfpSCAZHioKy5D9vrABM/h11Dc9XWsfW4eW9iKLYk0Vopoko7LMpHtGIorjq3v5yHxYfKTMj45SNzVQaXkYfLJOOFoEe2xnWzJp+lcN0pZ7uGb+1/NylQAb3EnoiBT52qm3b+09nu3nkN25ShSVqDt+j68+mHqojbJq0xWlDfz5OEYvukyJz++C9WymGoJMBBowqPYhDfdw/pShQ3jI9jAN096JfcWT8XxCKQidZzhHcXyBWsTrW1h+0NUe5Zw7t5bmPxhlPFAgFPGJ+gXY8RW5DGbHH43vIZzGgdwSzMSIE4TxXIrU0oRbzaPqOtAAUGARKSOkCvBx3/9e6brRLYOLsDSZMqAkZ/C9DbhEQpMaT42Jdvx2iYpuwyzVjcOmVAXJ/ufxGQtJbONlZGzuG/iV1Rm3Cm224vpKOZ5qNlml1sgs3YVB5at58s/+jILT0myNjzCj73riZLnLLbgtTRKiovOgd8QECrcs+nN3C+eyiU8TDNJRKCbXxOcSvHvkfdhCSIvm76ft078GQG4KXYBku3nve4vck/s2ElqY3YnHxr8Je9u/Hf2Ny/gE3UfmlWSf8fo7/CbZXpdrezzdXPF6m8es641QzZMQeahulNmfv48wjWf/MyLfjmiREH082hkAzsCy6go3uPWfTK0+vmlCx2H6/d+gm+3vY7t4ZXkleDT6ow9E57qU/hskG2DJeUBTs3uwlS83NB46THWQX8v3Js6nvTMR4WaEOozQRIEds5TuT9RVC8qSbhmCOyqgIe+cpWIIvOS+hDK01yKil0jbXcm8/x8dJq3tMXxyXPnPSDLnBXxc0siC4BfEvhwRyNrQl5ODfkRBIGyZfO7iRTL/B5OeRYipYgC317WgeU4JHSDmKLM+k0+Ew6XKrxmVz9jmsEvx1Pcsn4hqvj87o8TYaUMS//OGmR/LV4gX/8glMuDFAp7qK8/H0l6vhffwXHm+krm9LeOh9vdzJLFXySZvIf6z59HLHbBCZcLh9aRz+8DTCwrx2xrog3qFh27QcTp8BF8SIZsCcvtYHxYYtnSL5OYvofh4R/O25qNbc8J7WnaEKrrIrxTzZTrJjB9FYanfoAvuQZ/ci2F+FZS7z1Iw+ga4he+C+nBfchsJdf64KxFkOmbYnz9NzF8CaqXScT3iKA5iPZcqaw4Yz8k55vw972Kj+Xj9OphPHKZmCeFfNUA1p+geiqz5Eus+okOXEJi0e8YPvWziHoQSQ/g2iUQ/pUEDuhn1pFpmaK56SDZ6XY03U2jaOHaPo2Gg37kAXAs9G6b1Klfo67/Zaz2Lefhqd24fl3AVzDJv9I8xkpJylQJ3SBjNg4wdtU3ifZeRsPIZU+5zDZG3Ma3T8djGJQkF7n6JmzveuRiBmXBOWiTGuOX7af4h9oPKpl5Bsw9tPuWEZOaqfvRb5EHcuSa8qBb7LODTJsBNodPImqmsfLbiMrDhGU/Ql2F/tImUne3Es1pLNJraUEpLSBNCcgNOqt7HkC6V8ZfriBINqd1DXNutB9TFjhcF6Gy00PZUTEFgawUxpnpZChKPpyjcgiiiEdNE4ikiMcH0KIi5TtUFk+WUfMOGgrj+9uJdYxgd/egiuOzpyQhufCeO8FFY1Pkt/nItV+NqDxKvn6E/cttbMtH/TqL8G8VrHV+QMcWJSyXBxuVKerpDgzRqhQZfzDEHk8DE81uGt0lWrx5mp1DHHisnRUnr8JkHSCxKLiWXYX70Nz1OI0tPFhVmbYeJGRYhCd+Qre6gYbTA4QrZQQBmp0pRoRGxJn7UsFkl3cxG6v7WWiOg/M4cSE9KzUhYHNZ+gH+VLiAUVcD9UYOxxRIesJMeOIYosSI14tgOziigN8ockXiLs5LbeJTPdewvW4JmlIrWlbMKhGzwNbgCpZG+tkcXMmcqAXHkaKi8hyK14/WXh29gWfI2dGUJ4DgWDjC3PUFatpj8025593XTyVW71r2GfSZ6NkJ8T9Q+2VKKnsDi9nnWwhYs2RmgUfB4wjsf5YOyOeK+aTQI5yIaD3777ormaMwbzsn4mopy2JPoczKgJdvLW3n6uY6Gl0K7R4XCU1HFmr6XVC7IxZ5XfSWtdkM/w0TKX46lsIriVwY9VNx4PM9zXxjMEFxJh3aqCo8kStxuKwRkSQypsWpYT9XNkV57/5hPt83ztXNdbz6WdTsJUGgyXV8Y9jT4aF0YdZOaLCqkdBNWt3Pff3/DXiBfP0DkM/vYfeed6Jpk4RCJ7F+3a+fNm14IoiiSmfnu5mc/BNudwvtTzHSfipisfOIxc57xmU6O99FLr+HXG5L7QPbwnXIgzymEfyThBV0SHy6QPotdcjZMMHh9bSesYxAYDXpzGaO124+tn9IlgMIdiPItYlUqcRoPPAmZD2Mb3olIxu+wvi6LSSzg1gLTWL7X0O+8QkcWZt5zZMwfLWaFztikX69hdkpIBkeor9pRFdHyb/cAgdsOc2U8TiT1atBhIrpJlGO0dM8QOYNFuK8Z9aTW4Sr3IScV7AjBrY7D4ZO9DcK0owquef+IaKBr5FacDurN9yK4whIaYc9U1Emc4NIXRKnR19J5UWPEx3aSHjsTEDk9ObzyC68DvNuEaHgIGeCWMEqouHC80gF14CIOuhQ7bEZHrOIBkwUQUbDYJJpDhx5mHy1C2GJhCraLPOfSqurE7UxjFsOoO2+EXnrTup7VfojBlq2ZhrS7l3KSfUvRhZVtLV1jF/6WToenSYTszjds4md48tpGp7EioiIEw45M8H2xm/jaSiR7W0mvKBMfthDasqNX9Ox22xK9RKCbRPZUWY4WIeWFmnsKhKorw2Iiu2wsC7KUFmnqSuF2e7ichnGxCkMRBabg0jFXE0rShRYGNxK+9Yk2iKbalxi9cJTcI6Ak615iBZlk6S6gLRVz8OcgpcqogNToo8N4l4IguLzsnPQxR2t/0a8+5N4xHTNvDwgoyIgRBqpyGC7PGBaeNI59oVPoTi8iFDKg57fRmtdjiUNaWx0tqVa6cNitZnAMJYgzFiW9AQbCUeuwW8pDFtJ7vdJnFzq4jxjgnXGg7jMDL+JvZobW1bzztEbObvwMD/PncODnevoqIwxJDWzTh8FoGLKjKU9tNWDgUDRcfGnhhchWgInHTxEzJVn5X37ODLRgN7uwjm1NjGbosApY1uwfW4uTD7K3bEz+GXjyzAk5ZjiaVNUuHbgh/x7z/u4r37jCSQb5gnqzUCyTSyhZmD+tEKqgnDceh6rwtrcPurNPG8d/T0/bnkVt87UnAHYJ9rOCTwia36T7mPJ1UzadHbfT2Pu/feAI4rMJ6gDFePpF/4bUXHAJ0LJfuaaNBdzXotwbJ2WApzoCKu2wyPpAisDXkRB4OR5Uai4S+WtzXX8cKxW7H7URmiF383OYhUFSBvWbBdlnyhgOvCtoQQbw37uT9fMw9OmRW+q1lTxp6kMhuPwqoYIcZfC7clahC9jWFzZGP27qs5fFo/w28k0QxWddUEfTc+hRuyBVJ6fjiZpdMl8aVHbbEr2nxUvkK9/AKan75kVPq1UBrGsErJ84jdQ09zPocM/xOfrZGHPxxBmRAZbmq+kpfnKv2r/tq3T2/sVdCNNU+Mr8fq62bv3PbMekADSJDQ98WbMI3dj+sfQlungEql2p2p6Wt196MOPMTJ6PYaWR7AkHMWaHdslyYdl1eoGIpyLdHcrdZOXUWrYBaKFrNch6bXBQdaDiFatY0zXkiQPR9Aaf4AsW3MjlOEFoSadELq1juL6NHadg02ewus7qAbcOO7am6q6z6Tx53s5d9Xj7OjpIVaX4JT4jtoY7gFmomVCWcb/2zyi1Ivsd9Aj4J5eSsOBK9DN7wM5LL+DGIwiGyGUSh3YIoJoY4cgZfkxKwqnxS+nzrcA/4HFWGoOYeYxUqQ6tJUOeruF9xGR0E/L2A0etFPacW3pBRyG6wOMDnsRIzvZXekg4I8zWvckk4kcUrFAm3cVy+KnYTsWY/1/xuuyUDrPQhBE5M4zkIYexr/HxrdIQnPXBpeoqxl5hmEKqh99sUihwUH1gVs0effi6zi0pxsyAl5bQ6pCdthHZtBL98XDVLNu8iM+dq6to23DJLYik7ivieV7U5QMCTsocqipHsN2iNlFJHGGZKsNVC5po9tzI6qYI6Z8k6rZRmHahy6FyEeWg+MQTQyw4O4s7ryEe7vI6JowYqCHnpUnoUkeDGGcBcu34ZRy3CfrjNotfNV+CxEslgl7WeUcRBVMHMGHHejmc47BpWOncl7DI8SrOfy31X57V/8gO1evBBxc6VHqrSALIlcQayogNhWwGtfQEPkmLtHizoklTGu1CHR4cZV28wC9uRzN3m6aBDd1ntp3zXYQ2XF4XD6dx1uX8eEtP2JEOYNvbVxHwa3ySGANH/jzV7HKZTSrwJLGUZbaowzYbezKNdCrNdPrX05RXMBJ+hbe2PRvfMi+mfFMMxoemvQsmXgcu78f11CFK0dv5+6GM0nJIT524EdsVHspiB7+1HhBjXg9BV67ypgSq6Xu4ATpw+ML6y1RRrI0VpT66Xe3UFCDz2kcaa4m+PbBL836TqamQtxZfyamdIKIhOMQ15M0VhLsDi07/vsTkaujZHC+yffznNA9onCM3paXWVe1vwqrfC52l7TjPo8rEnnDOs4L8kT4wsJWUobFD4anSJq1RGerJDBuzanxiDPjnkAtWlaex9JMoF6R8EsSrS6Z3aUqebP2DD6cKfDujgbumM5ySyJLu1vlbW1x6lSZj3Y3s71QYWu+ppc4oRlc0RBhkc9NQJL5zeScdER55pw9li3y/eWdrAl62FOo8IW+uSj0UW2wPcUKr/K5Z1+3VVFgc7bIbybTbAj6uLrl+dVTWY5D1bLxzZOpiLkUbl23iCndoM2tIj3LfeA4Dp/tG+dgqXZFmlwqH17Q+Izr/P+NF8jXPwBNTa8ikbiDqjZGILASSTpxntxxHMqVn1IsjZBOi6hqHZ0d7/ib99/b9zVGRn8GwNTULUhSaJYoAWBD5CcS0qJ61HOuxSKDvv4e/K4Rivo+AEy5SNOmd2F4E9hShVzLI+jK2OxL7ez2LJnQ4xchVkK48OE78GKynXdTMgdRxb1EPDGwJQRLrrU1SjbhhWn0ETeyMC+d6iqAA57ESgLbRSqL0rU4mwnl2B7QXTimRDWr0LevkVijxnvLeaqeHaS6nkAutaCHB2eOSULptfHfYpPb2IcdHkSZ8iFN5rBWphk95Ru4FjYhbS5RPLeMwDDWyH1ERi5A842Tn0mHusM6UqaZuK8FERFPYQEF80FMYwokgXzj47XrGALPbhF1VIQBDct7kMmz3QQPmRzy12FmZYSsQFvExDrn27SEkjTbUBj30rn9tYRdM12KrS9B9bUgzKTvBHcIQfGhWSUcNYAvWkIpN2A6OoalYckFSg1bQLQQVGl23lX9JsG2AqEFBRxToGW6wKYdq3G3Z3BHdRxHQPFYNJ+WINBRuwbe+AD5g1EOxetwRJGw7WYvjQwO1nFBaxhZ9JDSX4/AD1BnlPkFu0rhSADNcIFYpW3BZiQFFhzwo5ZkwECqCIjDCsnONB0uE2XZZbS6rsUtpXAcWFfYx9eVV7Kq/Ula7DKlyVPptb10kKRgvJjtHoc1Zi/Du1qp87sZTISQghpuoUI24scxdaRKEblSwuNuosncRlT9IaJQxN9wOn4lT9FQKBpHiYyDSzJ4PHkfeVNkpLifU9NuGle9GuQwJaGIIwi4LYv1/Xs4Mq0gsJmzHylx6wVXkRAj9FdjqBhUgv7ZGE9YTBL122wKnUtFjLGVGGVkYqlJ/MES4rwYiCjM2MH4ZB6uP4my5MIRBOK+MpYh8q+LPsK0UusGrPkxiiwq9mMJEgGzxDcXvPnYB/4ooZkv3SAI1GtJkmoUBBFLcrEruPTEA4ZjIzk2SwpHGPG2klcC4Nj0+Tp47aqvclniPsJmgeubXj4nM3ICJJQ6Emr9M0exnvK36FiEq1lSauQ4tfvngqcKnf4txAvgV6t7WPf4vuMiTwnj6dwXj4UAXD+W5F1tcTKmPfvp6LzVHeZSkw61FN38CKYDtLgUvrW0g4Jp8x/9Y2yaEWT1SCJD5SofOThMamb7Nyey3LZ+EXWqzJ/XLeSqXX08linS7lH541SaUc08Jm9RL4lkLRsTSBsmd0xnuSgW5l8PjZI9QTdmxbJ5Z1uMlGEyXNF5Q0sdHzw0wkBF57ZElpJl8aaWGG7p2a9ff1njrXsHyBgmL4uH+dzCuc5JjyTS6XnummDWvHOmO3+NIdQ/Fi+Qr38AvN4OTjrpj1SrE/h83c8Snj2akbfnqcf/bTCMzLy/bCxr/t8yiCLV1Sauobtwuy/GiOvokXGWrPw8+/Z9iGp5lMjw+fgyS3Eyi9CCE+BIJBf+HkfSjskqiLYL0aoNyAIihaEQBzZ3YRsChVU30r4CdG+C+oNXUg0MgWggqQ56v0rQW8GpC+JYIrYvCwJUYvtwGs8l+jMP+ZdUMOsdvP4LCQ+fh6kLDC35LvXnJwhvfj2VlWmyHfcjOjL+oXVUTR+2pOHdEUe9fReYBna/xfDpLlIVP9F6gXC01p5fjleQLvTieMHBJOX6M45s4c63Y02vpVS/i/ZzJ7E25DF3ZpCrTZhKFp54hEridziCgOmuQDPHKfvbQHG5jb7Rxvy9NJN7EHBLXiypJswpiBBoKWPvrg2qjuPgsk2EmWiH7dhMF/tJeW0yDXW0v74XwVdCMiaQMinueOgBWlaN4fgd7CEfsYcMrJdYWHGQph06FieQWwxsGYxGcA1Aw/ICogS+uEbbueNY2txgqVRt6tNl4tMVRqMBhhrjWE6VtBbi5tEmegJryeg7GFAUWlsVPJrNuNeDMTOkiLJNQ8cI7qBO/eQnUEtbsKYP49gm3TmT5P77eKBrirX1F9DkrhE+QYCF1hBnh0xOXXAPimIite3m0N2nMhppx27fQWrKy8aBUURdY382QC7STe+5jWAaIIkgSDgePyEdVnsMDPN+9pdUevwOqrSPHV1BjjzeTMWSQbBZHkiwOjLFnmzN21BzquSKEywsfw452s42SUVmAT4qVIsWWkM7UjlPQ36KxmKO9t7dyLaFgcivO15GZpuM26yysW6YxaEkl3MHmqDwJ/cFGLbMW6f+yCH3QlYKexEsE8d2OFt5DPdSg9e/5iuMeuc8Fv/SeB5LSgP8JX5uzWbHcXj55D3cX78Rn1niJ/s/w1Wrv4YxP/LkOJyd3syAt51hTzNxPQ2ORVXysDZ/kAcjG2rLP7Xs4ejE5Th88cg3eP3U7Vzb836SSqRGvmaW7/O28c2ONyA5FlEtwzPiKeRJdGwaqkkKso+i5DmhoKslqaTE6NNGvGRLJ6ZnmPA00KLKjD2NXc/fCxtOQLyeDfOjbw6wq1jlk0fGqCkaPjtOlJo8UNK4eNshDBs8Uu3cCMBqv5dJ3ZxH7GCwqvPDkQTXdjcjCgK/WtXNgVKFomnxyp198JTjODXiZ0uuRMKwMB3YkivxkvoQefPERzut6ewrVvh0T0vtb92YXbZoO3ymb4I7k3n+sLbnWSNWPx6Z5sBMtOquZJ7P9jh/VfpSEAQ+saCJn40libsUPtjxzx31ghfI1z8MshzA73/mYldBEHC5XoEsP4HH3cCCzmv+Lvvu7vowmjZBIb8P0zrW18ztbqG5+XLyb91DutRLpfJpABQlhtfbwcaN9zGy8zc40zOhZMHBu6IVpd/DtPib48o5bKVEtv1e/FNrEYfTeAoOiughdsYQdUuz6DPjcXL5r7EMsMsiTlak494SlQVgxEx8qdUUvU/MxONtUpePYOZ0hAoYXdC0/Qxc1UZcQHP2AiaXXYeo7aAQT2J6arIFmYW30rr9w3iziynu/TZOuTaEqr0CY2IDek6la1cecYGAHXUQHAHLO3NubBCm8iSbf43oBMAlgVSzMZaDZUbXfovI2NmUQ7sJ3j2N6Fg4ItgRasTLhtzlFoF7HKwAaCd3E9t+EUX/AYKRMVzlFiJqnE7/SvrHe2BhLbUr2DLjXb8ht+cSLLWIcM6NNB56N2Ipxki+n4OZ+5GXBYisSCMECjRPVGgdT2FIo0zUd+KrtyDokL/rLOJDj2J8zUFvtXENCTiOgOFX2bMhTNVy4Vk8RTRmsHJfHpdmMRH28fChThxLRHZbNN2r46vUJra2TInxJhXLqZ3DlDZOShuvZZw7/WxfVE9+xEOuL4BtgSRDfF0SxWMy+lgj/lyB1tVXYZfz5B/4PHe0b8AGOpOHGfEcpNVzCSHlNsqWzYHcBi7xZ8nONJjU5yZYEboJO+BwW2UDQqIJSa+lgSqGQrRYZrzOBnmuFkoWLV7c9DghM8HvhlaRNxexw1Xk7AWHkX8cwPC4IQwgcrDcyrS6DD1gQrlKvdJAe9tp5Ap/prX+Xl4mwEaiyHqV69UryfnjWKEIF1Qe5PNbX8bvxtZxyN/IWLydxQP7KZckyvjYlm5hYShJHTlwYJV6kG91v57f7b2DsytDGLbAOvEwogxOEwjNUPHOE6t0HP5Sfw631501m9qP6WleM3E7jiDwkaGfAw4uS5tHnGyiRpYv9n4LAbi77gzOTz3O1Sv/k4Q7zgN1p2CKCouKAxz2dR4TkZJsg+bqFL/f8xF+1XAR7118LX9uOP/Yh9txsESlNnE7DmO+EzcOKZZOV2WUQ/6uY6JdimPy7UNfImCVeMm6H55wXeCExMttVQkbBT4+8GPatUletebbjD8P4nV0i8+3s/H4hOOzwzlBF2ZqhpwcTdWdqP7LIwqEZInTQj7+NCMTcTRCpTsO+tHi+Rme5QB/SmR4IJUjrohkTHtWrPWno9O0uVWubqlHEQVWBbz0lY9NkqpAl9fF15e086X+Ce5M5oipCm9vjSEIAlc313HjVJqkbpKaF+mrOvD63QO8sy3GNR0NxFSFqxqj3DSZno0I7itW2JEvsSH0zN2QJ4V8/H4qTcGyaXIpf1Pd2MXxMBfHw3/1+v9ovEC+/sngUs9h6dJ34fX+/dph3e5G1q39JYNDP6av78vHfKdpk/j9y0inn6BSGZj9PB67AEUJYyQryHd1Y+kallQi2/oQWuN+Fp31adh+4tBupvsuhMM7cT00TR1w3qsvYWzhnuNetiUFJNkGt03u04AfoIwWGMGTWcxAWSI5tZBguYH2DRO4dxcJ/6eMuKIMQbAFA1uqEj/8WrLh7VD2Q6i2bUfWme75PZHBc7EWeJCHfaCXMOtdOLaA27CoHzYQvidR3mBTOpvZp8F7pAOjXsMJTmJRQKqGjjluKzBJrvVBwiPn4l3yEvSB+yks2kd1nVMbEUUwFjmku8HJRejc/nbc3no0czGB876Kf/cKgkYHReUQyk+OoC7zUX5dGRQTd88gCfuXRHvyiKrDVPzr2Abk/hRFsqNUix5SB+qJLc/TOlolULEAi7PkpWRGl2FJDu2BblwLBcQd96AMOtiGCBZIVQhvhyNNfoSUhVudJF6eqZsrGciiTfpIiPrlKXKSC69oItkguYLodhVw8CtVxJBFIesBU4TBIlN3RkhPh7Cs2gns9K8iPWpxZH8ULa/yGPey3nYIOT5+tOIS7mzbAILAusw+XlrpZ1q/CM1+EdOpTURKkzw+cA9LBQ8Thp+TXIcJyiYP9XeSSYPK1IynpY1PM2nJjDPZEMd2e0EQEMsFVskHaFXG2V+qI2/WCE1a83BwdyMd0xUqPXNddpJjkJy2sU0HNejnvNAaiprI5nSciwyFiLKXqJmmKrvRhVoKxJYUFL8LEXhN63b+s+1N3Nf+cl728E3s7VnJ/We8FAmH9bvfycLKMCKQUOt4MrwSgZrdlSo5s5xJExVSYpArB2/hPxe9E0uSkR0DJVdmT9tqolqKWDXFR4d/To82yud7v4vP0RBw+FT/j7hq9ddnUosSaTXK7xpewseHruMN4zfzX+1XM+mqdaKZgozfyPOHXe/nrcs+x7bgcpaW+tgbXIIlqYx4W7k3tIGdgSXH8p+ZAw0beTxWhWsHf0J3ZZR7oqfyjc43HdfNGLBKfPHwN/hN0yXcWn8mVcUHjs2a/H7OzO3gvsgpz1tW4r3Dv+Tyqbs55Otm0N30vEnUc1n+7yXS+kx1YC2KSMAySYjyTP1XDS6hFi2r6CYHihVe1RAmLEkMVHW25Er4JZGyaWEAJwW9bM6V0RyHQ+U5eugTBAQcqtQ6LrfmSsfUX3W4XSzyujg8s44OHCxrfHcowZcXt/HvPS24RWHWl/Gajgau6WjgyWyR9xwYZqKqc9T1d9owuSWR5ZqOBgBe3hDh9LCfa3vHGKzolC2b1+3u573tDbxnZpkT4ZWNEbySwO5ihXe0xp52uf+LeIF8/R/D8MjPyGa2EAqtpa7+XHzentm3icaGS5mc+AOlch9HOxMdR+PQoU+haROz21CUCG0zHZVaXxYrc/QBF8i1PYBbaCIUWktj42UkEncCIh5PJ6XSQcBGkgLoixyEVhu8Ct5gYbauZRZVCN/kxbE1Cq+wsOe9IBn+MQKpVzE5WEfBLpOhjJDoYM1jhwh0vgtJacQy0qQXP0Ro7AxULUZgagNPit8nEoOj+onV6BEyvb0EdwWQN14Bmo68Xidu3E9162IsVwrPeJHgPQGM9W509wRSJQoBP7Y/XRuJbQGlFEMpx6hGe2e1IQ3/FJXIEYT1EiSTqH0C6j4BfbFTM2N2QBxbyPQ+P92iDwRQBTdSup2qWSJiCLgSBpFiCeugTbkMhMBxBALNFSR1Xk2QApqjoim1FKSeU9FLMrZcu642MNlmkmr/eS0y2Xcq+zLTVFd34A1UWL87hToGVVkiEazJBTi2SFWQsQSQHNCw6LxwAkcQqPS2kl6bpTTciLes09/mxrYtQCAg67w2tpvPVf4/9t47TJKzOvv+VeqqzmF6cp7ZnKNWWUIBIUQSSeSMjTHGNjZ+bZzAZJNNNNGAQEQhJKGc865Wq81pcp7p6Zwrf390z+xskgSv8esPdF+XtDPTlav6ee465z73eTE+q4DguohHPUheh/Z8hkhZp2Hry+hVLuTR8vVAHhAYjPwKoRxitvENi9V1hUiM9Wvy+BMeyg9+AS01iKnKiP0tHDjaCYiUujVCviJTlRAuYs25w3WQTBNHEBkLivjHjmL6w1RbuojmUvRoG5nyvpNW5bM0qQUyhpeoWcXKx7D8UzTlS5RUmWowjCcUxEwnkU0LsWKjhj5Cc8BgX2klJXEdWmEKwcozLgdxnRySH1qkNNuk/QBkCOKMGvzpwa9R6GnmF6tfgVW3gbhu/Wd57+RPqUoan+96C7qoMK620qXPYCBjCyJ+DEqCyoi/k3P1o7xx7lZ+0PFKLFQOtK8HIO2JETczXJ7ZieaaC/3oAVhbGiRmZkkrkUVtV1YJ4SLw+vX/zs7IptrfHYflpVE+OfhFvtf+CtYXj/ORwa/w2Z63c3DhQRME/nHV3wLQW57kstTjPBTdVtN1uS7n5PbxgtQuXpm4BwmX9uosv268FF1UmFJbQRBozc4jAB+LvZcjjT1LKhhFskqIr3Zcxyd73nWW0evs+Gz32/hxyzVMeVvrFZT//fhdiZdHgCfOXcN1+4YYKJ85ViYAHkFg0nRqdixLWgYpwGq/xt5iLf1+tGJwrGJwXUuU6zf0MV41aPIo/Hgmyf5cmb/qaeblTw8xf0oD7NIpla4iAn9/bIKq4/JPfa3EVYW7t6/kYL7Mq/YNUa1H6B7M5PlH2vCdRaO1PRLgrm0r+NNDozyQKS7+/Vi5yl3JHE/lS3xzYh5ZEHhPZyN3p/LsLVTIWQ4PZgrPSL4AXtQY4UWNkWdc5g8Rz5OvPyDk8wcZHv4itl1kPnk3wyNfpLXlVaxa9VEANK2Vbdt+QaUywcGDf0W5MggISKJ20nZMs8TM9M9ZtuyDaGsbkJ+YwUpVcGIl/C19dPf8KeXyEAH/Knq3/DWq1MzBwfdSKtWc0i0rQ6EvS+FDLmDR9rE9BIdFyhc42E2ACGIB1P0GUklCLEHmvTZCUcT1O4h5l0LjowiHrqnPMi6SbEBDI3J8DYKycLwuil4TIst6hNZ16mJas3YgMv4HQU7oyJ0KbksXCMdo3DiP1h7joNhFaGKG+aAXbaRA3CsQLjdTbqsVGWBLINlUY4MgQHbUiyfg4IvruJZIVRvBSR8hPKNRushBGQfliEB+u4TUY5FXRohdblAYWI06t4aymyL7dC+Z6iQTYoLzYi/CDDRDfhblLj/5S0AJVdCC1sLpgSsgVUNY2aXRN4HQ9PlMKREGV96NkCmR9c+CXEsLlsMj5DN+XEtFL3hwtsxhdTns1TvIoyCrBuHGMpU+kYFEEHlKYm+ylagwz/TORhL7/YAPohJE/eDY+GUd1xXoC6QZdprJOgH8FGqTvc+LIUtMNEQQydExcgf+DX/Fla1vZkI/wFH7Ttq2Jwge28Yrsi3Mo2MLJpeuvo9s95Pk5u+j6eYSEi4h3aQ5V2EiXjvfO2ZWcMmyQdSoXlcl1yv2FAXbNdE9Ci5gNLWDRyXT1EXR6ifqNlES/o2L8h+gmDUwijLW1h1E/KOs16cpWVs50tpMBZtM2wq8w0doys1xz8wyLm4e4QXRGTQpgBq0cB2bsbkwSn4KhSkEuYS6vEaCHsktQ07UKpmXOUM0LU8zrbQCIOHyotSjfLP1lfzz0a8QFko8HVrNT9Sr2B9ewT+PfJPV5VFEES6sVx6HrCI/bnspFuIJTZQgMKc2kvRE6NDnqaKgYdY0RIJEVVBqru1IRMw8r569k180XsHOyMYTKTxRZNrbQkKLc1FmD5/veisebP5+9Dvc13BujRAvSRGOe1v594HPcX90++Ix3NV4Ma4g8dr5u/E7VaqSygdHvkuHOY/XrPDV9uu4qfUqXFGkqPnom5vhcFvv4lN7LNDPRwPvfYYR7OxwRblGvOCsUTMR8AKlM376+4Pgwt8cHce0nbNGzyJyzSPrTDCB9UGNuEfigXQRq76Np3LlerNrlV/PZfjU0AxFx+WWZA7TcfEIsN6vUXJcBsr6aXqyu9M5kvU0YNIwuX5jP6oosjUSoNerLmqtlvk0ng1hRWZLyM/j2eJiarPiuNySyDKlG3WNm8u+QoUrGsIcK9Wai28O/u8wNP3fiOfJ1x8QbLuM4ywYBbo4js5c4jf0938A11K57Sufp1ossOXql3HOOTcxMvJlJMlPa+srOXrsX0ilHqIm+DcYG/8W3d3vQglEaX7vRqycwfHH/gLr5qc5ctH/Aa+LYSQZL/+QngMfIbbmJWQiu7Dt4uL+cUGsxMAOE7y3iDIC6Q/Ujs9phNJlDqFbRARdQChqIEH0myaeQREnmmJLR4Lhjj7k6Bi9w0MUtimEx9IotGF60hQad6MVutHyPej+aYzoEaQU2I0gV2JYrsn8a3XCBzcQkLYjiBLhqUaynfeiPDzAximRkulh2BslNLGMWAxynfcgLZqjLry1g2B4SR2KU0mptG4os0Z/NZHcFmyqzP31Dyi17Kw17E4KEKy91WpRA8njMr/2h1QaQnQ/9fdsiKzDsKsczj2OU06SEkpIYYm0HsPO5/A21QZLxxJoOv4GQontSJaXae+tUBlcvNfR4ReTuPyT2FoF4iKVY/OooVrEZW6iiqxpmEUJTTTpkIo0dJeprjZJBzRk1WZu70rs/2rizoYiit9C1CBQloguz1FOaOgzMdbFLsJyDI7mdnJR4w7avL/AkTNcrX+CPmWYtvIMglB7w0as9eksqh4E26yVzMsB+tSNCOf/lKoETzkWL3DgejHAVOfPqHY/CYDpT1GI+YkkLEoemfmgd5EIpA0fj3raablmnsAdGtWURsTpI1WZpHs+z1RDkKJXg7ro3JFERp0qnTYIoot/eTePzeSYNUO8MvoAnVqtvD5i/YpjvAsQUG2Lqi+Am5tnTg/xUKKXV3XZpIx/Imsfotv3f2j35ThUaCUdasAtC9iugCS4zOR9iFaN9Gr5HA/sfgfvWvsRRr3t/GzfB+jSZ/mH0W/jx1h03BpUO/iPvrcw4O/ltj1/RqOVXfzMEUQ+MfAF/mnZ+zEWKjdch5XFIT6w/O94WfJ+Lso8RbdeKxSZ1JopK4HF5QxD4G09HybdcLrguCT7uC+ynT2h1cx5GvnrFR/k20c+wicGPs9nut6JYwlk/WEQa2ndG5quwj2F6Nwdv4DP9LydjYVj3Nh0OatLw1w7+iBpKchtTZfgCgvRWJGs139m4fzSCM1/ozeUy7MTL8kxsRFOhMf/G2AD9y+JCJ2KsCQS98iYjk3RWTjSk8/7p7MZNgd9SIKAVb8+huvwot1HwYWJqrno/bVY0enCgVKVdtWDAPgE8MkyGdMiIIkUl6Q1RyonG8h+aXVN56WJIv9WF84/Gz7Y28Iyv8o3J+bZX6gQkiUujgYZqujszZeRBIELogH+tLOJCyMBHFzOjz4HU98/UjxPvv6AEIlsp6P9DaQndlOxBnFkHUsvcvjIP5Des4Wh3U8AoJeKrDj3ApYt+7vFdTdt/BYPPLgB214IZdfFS4CgSJiTx+DjjxHKQT6Xovjy2hfbUOcw7FkCU6vZePG32fP0m1m0BBTAW+jCUeYRASXh4jksYKx1wQShAkafQ+HFNq4qIpYNPIMKUklAKkGo4Q76V9q4oofYgVejPR5Bn7weq30tiVfsxpdfgVxpQDQ11Fw7zXe/EOeJe6hudlBSJql3FpHbvOiBNPbTVWTHjyNWcAslfE9ISAUBBZPVTTqlzlGOTJVoapTxJC2cGLheB9cFs6gy+2A3HtlC9GkEjlxMuGEzACIeHKUEUp00RSG1vwG1oYxHdZDjFQTHQ8gTw193Fx8rHSZVnWBneTddpk6oauN5cp7jYS92l4Aou2SHg4iHQ4QDfgRBRpW8iIqFY4ngChyQfk6TWhPlIoF/wuLAU91IokK8t0rXpdMknmxgmZEl6K+gI+J4ANEheaiJ0pFWVjmP4Hu5gxBwECoq+GwUn03fqllCzptp967AdV1kUWV3+ggvbLoOfd9XeaX3VkJ2gVihTKxcxpV9DMZrb7gteh5jhYrPsRFEGUd38d9kklX9rInsxhZHyEibSO6fRQkrTB9oQs8rCG0BNm4aobRLpn8uiy4JDLY3ACKJ/Q2oYYOey2YQU+0s2/sKnh76Or3pPF2ZPLk1lzPutDDjFPAhEbP96Jh4UPn1lJ+cXZvs1CVdGMJiEZ9cZF5oYCbcyMrUiUKUZDXIaPEqgipEPUcQBTiUb6HgDVJVvdxw0ds4byjFBRwi2dXGzT0vJFDO81f7vkXIKfOzAx/EdsAVBWwHZKHmX7cw3baaSWTHIjY7g13/jtkI7Aus4OO9f8prpm9nYWnNKvO1Ix/lxenHuLnhYsqil6468bKBPcHVNWd5UUJ2bSqql7LvDCJn10HA5ZfNV+LWicf+0Cou2PpfWJKHUKXE1olj7OlaQdYXxBQVbmx90QltnGNxUXoXT0Q3843O1y1utlmveX4VZD+6rKGZOqppoJkm07GzpJv+m01TAaJGhnNyB7iz8eIzL1An84prY0vab93OyMNCV9vT8Wyy/5ztkFuSjpTq/y3dnuHCznyt0lkAQpLIWNVkrPrMtZaGy2L/R8uFyyMBvrqmC9NxOe+Jw1Trka9zTmmpsyHo44aN/c9y5CdDEARe2Rzj5U1R7k7maVNlNtRlDC9pDOMRBFYEahrLc6PPrX/jHzOeJ19/QBAEgRUr/pnEA/vIJw5iqRksTx4jfhTFe6KSSpTPfNtbW17D5NR/AaCqrcjyCfPF4sMPI9b7HHp3i+jXRrGtClgS+aadeLN9lMrDnOTF7EApehh/xUFERCoKRL4vgVb7rLLVIfm3FlgyiCZOAERvA5TSIEiowxLGoTLenmsIchVCl4gQDDPb8hlMx0vb8PtQ9JqYWMKPX99GNXsvyv0SYs9a/LuvQNEbcOQymZ47UOdbqJafxA4XcT0yNXdYcDpzjO+P49oRSvMay64axS1LKF6LzGCQ8QfawRHwiEEuXXY1ASGOYAg4RgErN0lgdhOmM0rgl1VcQybjW0EyNk9/eRy1V8U8R8WMjVLq2EluaBn70w9guSaix6G7/harmTbyQYVDyWVIioNZUsh7DtPg6WSqdJzR4gFqQ3Zt4sqUkzQtzGEmjA43ocgxLm19A2pZ4P7dX6M4J/E0AUZCYXounCZxpJX54xpmUUUJi1S2gxiukWgpo2PXx0tvzsJfrzYUBAGv5Ed3KqT0NvaEL6V3fghDEkmGfKybSqIHTVqPpZE0i64dKfaiMzJ/J31uE/rEE+SKHvoKJY6eFyYROI8eNcSF3t/w+N1BcpXaMybaBkqmQrA9gjDuEqzKNHZcxVMjd2IoAvMHYjQ0eegefjc5T4K55lZWHBugoHk4bB3HHZthU2gdm2IKOt04uBzL7sIVDARcXAT2ZHq52nsIUXBwRJl1MzN8r7+XYHaGdys/5yfCCmxXQhQcAvJPCHpuZ5jN9Lk+MqafoFkgWC6wfPwYX2l6O+749fziotcy7av5sh1QD3HN2NHF7J2EiyvAjBKnw5pbHGxVp8pbjv8cz85xblj/AjYq4xz29/OxvvcguxZH/L1EzCxFx88rEvfy4nTNP25b4TCHvSfSePv9K5hVYrxx5laO+nvZWDjKzvBGDoRWIulVkMRaT0dBAEFccDhZMmCImHLNaT7nD/HosvU1I9dT/bVcl8vSO/nhoQ/xVHA1L934ZRxJAddhTGtl2zk/oSR5QRCpejSqHo3cGUeY3x8ySpiImadZn2fO03A6sRIEmqoJSvICCXnuBPBsDvO/K2wENIHF6sVT4QJBWSR3Bo+tZ4IiwI6ID48o8mSugCgIaKLAuoDGp1Z1nrRsxrQYq+isDfhQRAHXdfnk8AwHChWuiId45xnE767rcqBQIaxIvKjx5CKkdf+N6cVH0wXGqwavbon9r3ep/7/B8+TrDxGugFbsgmIXla4jdPS+n+D6TeilEsV0ih2veM0ZV4vGdiySL9NMMzX9M1pbXo4kaURe8xpSt16PPZ/D6nKRlDCCqWCos6R7b8cz2krY6UKWo1hWBlmOEPRvIJN7CKNfQii5CAbIJXExN+DdIyL1vZJY9hxsT4npdd9AvvjNuPf/Ciczgliw8T0uIrYFERCphIeY2f49zKiLuGQ0dOsqC0EL4SoaSvMGsq+RCA2EUIiCEUXR46SD30YQXVwNctfZeB9zcQZkElEP7lwtxWNXRPz7a5YXniGRCP1Muy4WBoqg4q92ISoudnaMyq5v4lZTyPtbiAcaYGYSMOlvGmb6VWmO3t+GO+wnLKVouyBPYvX1TI6sxaoLhh0b9vW20JnM0SRUmG/341RkHAMUr8PqF5SwuJPxexb83k4MRJWUSmlOQ/MaFAf9pMUQOAUOFO6hi5VkZ0UW0huVnAoBF7WhiFmsDZp2bpa00Ya6eRLR70ChpldTpkG6U+PwmoOskeI42BzP76FZ7SLka2f9TBZ1dh5bgLGWEFa7zcRVXrY/XSDWlMcbtRgejNE2dC853WI6GmCiuxlNN+hCZYO6DkmMYWh/h0/9fK3LMOA1LfYrXZiqSNNWg9hcP8uVLdgtEruStyHqLuLnbCri99m3qZm5lj5GenvJiFVKHhnsCrPlBxBjW3Bdt5aCc6vk6ynBTl8T7f43kTEH0MQ96E4PjeLT/NvEF0hUA8Qbk3T6mhktRbmydYBO/zwA1UCB/0pejKCUwARDVsgHoqzMpnl6rg+jKtRs1IEZwkzqQTq1E/58ggBHAn3sk1by0tRDiNQKHLrKCZ7o6Kf16ATf7LqUwZZ19E4e589mf8761BF+7L+Cn5z/RsJ2iWG1Db9T5aivh42l4wBMqE28fd3H6S+N8V+H/5mgU0EXFN689uMIjk2/MYXg2jTYRR6LbjnDGLHEiLUOXVHPGJXqKU/wg0MfAmBFaZRufYa/GP8Rt8Uv5p74BWccS/7HIYjcHr8IzTXxWtUTDcCXIKE18kopzWP4ydrCc3Knh+dGvDzAFfEQtyfzp2m+/KJwWhPwslt7lXJZ2pTtBCz31IZtJ+MNLVFs1+XGuezi8b25NcaL4xFs1+Xr4wlm61YcmniiATfUjE3fuH+IsYrBRdEAP9rQx23zOf5zYh7ddTlQLNPv9dChqXRonkWz1A8dn+THs2kCUi1V+aqW2HO4Mr8drp9O8uHBaYq2wz3pPN9Z1/vsK/3/FM+Trz9AhF/SS/7OUQRFouXatyEHanqYy9/xHorF48zN3cJcYiOJuZuQ5RArVvwzkuRFU9uQ5QiWlcVxdI4d+xCzszeyZfOP8LS0oH75DYwd+ApOxCGg+DCUcm10EC1KTQdJDP0IxymhKi1ovk5EWcGrdYIzjaO5iC6gL8QhBJyQQ6SwCcWIoRgxonvfiEfoxuzagJMbB8fG8QnkV92DZEaYW/E9bH8WAEcpk1x2E8HZ7ajZThQ7iqw24tnxJuywypT9fahcjN/bhGFXqSZH0YYEcm+pjWr6Ohej10b+kh/Za+JtLGOVZVpLAdqTH0b35CkNfJuO8FtQY5PM6xPE1XZmqoM0NFpI+w7glmsTtOVOYsRdvDM1AieG50keaqCa1gCb3HCMrg0uoq2Sn186CIsUNA/HOptRXjWF84CzSEZWXl6g0n6MCtB4fpSxB05oeCTJwXVg4KZeBMnGEz6RwMiG9qJtvYegHKMwFgbBwddYwbWhOOdZnHQdXLKVdtY88VoKa2/BWnkMQXARsiIHWpsp6MNMzAyxufU8Wn09NKqdiIKITzdwANmFpkgeIwadj5fIr3XQUEiUAgSnLNozxZruy7SYigWxFRGNDiSxNmDbbhPnNhrMVzIMVtppDBSYt2pp2VzZxnvdFInyj1Ge7uR1PUn0vQ56pgQUWbEzS/d5s6zaOsBgOsR8squ+TZnh4npafQKCINHi7eFI7glAIOrRiGvtVJx2Ks6lVMyd9Ph+QaM3T4cvR9Fs5mUdR0lWvTRqJ5RDkuCgF+EcdYyS5mN3fAtrKxk6CyZuNcfFT9zOnnXn0qwnab9/DxPRIHFPBVm0SSthvtj1FnaG1jEtNCDlXTaZAxwNdvPRjX+OIMC7x39B03iZ9bf8kB2RUV7QMIjkhdbyL7js0HGuzjxGTvLzyd53sbI0ymXZ3bVzRUKbTdPuTmMJIlnJz62Nl/BQ7Bw0u8pbZm/hiK+XghwA1yFq5lhbGmZXeD2G6AHceo9H+QThOpV41Z+VSW8rE1KcNjvNocAyJtVmVpVH6Z6c/d9DvlyXvCdM/hkXErjdjVNxXGShZvWW/S1LHBf8/BcIzyqfysagj2aPwuFS+TTi9R+rOlnu1/jA0XGOLGlT5FJLG/tEYbG1z1LkLZsbNvRxfzrPj2fS5OtRMAF4VVOEz6zs5ECxws/nsovrfHc6zY9m0uyIBGhb0sS6QZH4xNA0B4sVrm4MM6ebixqwA4UyL94zwEi5ilnXmpUsh7fuH8GqH1+/X+Mrq7rZUyijOy66Y3NPKv97IV87c6XFpt4jZ6kc/UPB8+TrDxBqe5DGd6w/7e+GkWLf/j+lWh1HEDy4bu0LKIgSq1Z+lFBoHStW/AvDw5+nWq01Bi6VBkj+6vu4Qym63v1O3M021coUPT3vJZV+iNnxm1GsRtRlMQpztfSIOTOHVZ3F7gCNNjxjCnLWwfG4lC8QcTBwVYHSC220Y2nUSgu2WCFSWY0rV5l94yMoT7jI8zaFq20ceYLpzV84UUZUt4DItz5MtfAIHQMfgFit6lEUNARLRUTlseSNLPNvp6wnWHZsDOu8KIgn+pm5fhD+PID9q9XYZobGcIgNzS/AtZoJZLoxNr8EM2mgnHMvkYbDpMa9jN7bQjSao+/SLA0JF6kgYHbC8OYATRM1gundkifQWiE7ZOGYMl7RT8e+N5LuvJuWvgTJYQ3d1LHr5eaSoNK+5//Q0HeMo/Y4YbeHoPYYFWp91TyqWGsG7Dj4BT8bDx9jz+pGlI4KlYSGnq4NtIFIieat8/iadALNFYrTAQRLQtUkxh9qInO8oW5m5CLZDiubL6bZXY3huQO7ru2ubHPQx1zEkkPfi8exooNU5zxUb7kAcWUvofZpchWwfA5i0MH3qISAgJnWuGHVMvSsl04xtygpFr02omDRmKmgje7mgTUikiizOdpK0SjxvejbOdq2nM+VPks2aWE6Ml7FQG0aI1kdJldtYrossdFNUms/DBFbwX9sivDKIhfEM1h2jKN5mYwhkygP0u51sGgja8zX77SA5STxCE+QFjvZN72HucpRENbS6c1QtlVst4dz4lvp9H6Bu2f62RSdxaM5aNUS74/eyR3Nl1AVNf5x7kaMio2heLnBs57+8eN0z41wVdNRvtb1UjYIaSRm+Gzn2/hW+6spe/yIrs1LZ+4gn1H4gf+V/LLvUky5di7Hgz18OflR/kN+AX7JoG5ejiw69JfGAQjbJTYWjvPD1mu4PP0EzUaaZN6D1qCjuCYBu4qMzRe63wqCQFX2cnvDBRz294EggSASsst8/+A/8nRwFa/Z+HncmuPYGSNdil6heX6GyY4+oOYP9saNnyFolzgUXM7a0jArS6M8sFAJ+QzoL41xeepxxr1t3BU/H0f4PU05z1FHtiBWt1w4u0T+7FggXQLQo3nImBY/nTu70/9U1eSRTBGvILIj5OPJfPmkaNaZiBeAKoqsCni5pCHEOWE//zw4jYPL33a38JrWGG/YP8z+U7YFoLvwRLbELVtaiSoSFdvhvIif9x+ZQHdddmaLfLCnGU0QqLouQUlif6H2xqcIsC3kY1a3GK/ryAqOy95ChUt3H10knhKwJejl94HXNkfZmS1RsGwu/gMX6z9Pvv6IUKmML5KqBeIFYFknOqA5dgVdn1/8XStFSX7sywgVneqBg8S/8tfMz98FuHR1vp2uzrcDUCwOkDxwE7Zi4t0jIGVE8tfZVJnGfL+MlLLxDvkRrl1Jvvp03XvMR2L79TRMvISAsBZpIoRTFmg89noym+4gFzuKKGuIKDhO4WQXRKlWTRl80Isx+mucDQKILubeX2HHOjGUTkIdc1T7f4U/CPY5F4E/DzzEUqMkw5NDXrOfjpYSlaSPux6dZN10Gn97AHOVTLrlYezIOIiQONCCt0Gn9Zwkls8m2QrKjECuS2H+0TBj3TXxad+0StumWYRLXCpJjaaNx8jMa8QHr6XZ8pK64A5GtTuZ2d1I++YCAacF/3ADvvnz6dGCiHaIwJNvJdBynGLXY8yOvoBqfwkNhR0jBqq7jxUvGUdqtaikPQze3IOtgzIroAUtJh5uIX00Agg0e/u5oPhiHk/cRncgjjp1iMNKCq9uEI/XSsyDU+dR1Maw3Aqy10KQYMOKfmg9VnsGOm2+tL2FT8lfo2ddlsblIrONXsZHgvjqqVAzr9R0cSpkW7uoNssI5jTl8226gzMM3dXFbCSAo9cIxWFjnoi9irn2mmbvhsBL+EvpR1gVh3y0dnOmdjaRztdItd0sst2pUMoFEIspSuMuZjZC74uSRFSTkh1AFmzOif+YuJql6nRya64bAZGY2kpX6BL+dmOKncEO/Dkvr7ltEI/pMF6OYrkykGZvZpShwiaO5i0O51uJykVe33uAL/a/nW+2X8en99oM2O8mbh8k7vk37r7iZQjTRUY6lzFiHqVl12E++cK/5kVPv4N/mPgeOyMbeULdjCPIHFZX8Gr7Zvryw3iSRX7oexmS6/DS+fux8wJHt1zEcsFkZTZN1Zb5btvLiatlGubuIisH+Fjvn5BSY1y0/QdsnjuAnjQ4unwjm2YmcWdcxrUWLks9wQ9bXwYCPBrZepJ2KyMHSSlhVpRHCZsFsp4wjiDXGlnDCVsL1+WiJ+9hz9odJ40dA8EaEZMckyuTj3JDy9V8quddpwvXHQePayI6NlVZ45LMk/yw7eVUJQ8rS6McDfSftCyiCK5b61l5hnZDv08sFco3SCKp30Jj5QIp01qMSJ0JIvD96eRi+m8BIVwqCM+YznRclz8/PMa/Lmvj6sYIL26K8unhGX40k+bW+RwPPkN1Za/XQ8KwuH0+R9G2SejmYgVlyXH59MjcYpPsVQEvuusya1j0+zTe39XCR4amTrPMsNwT18vmufe2/G1xUSzEPdtXUrJtWpdE7/4Q8Tz5+iNCMLiOWOxCisUjKEocWfYjST6WL/s/i8vkCwdw3Vq4V/W00v7AuRQqNwJQtqeZOPjn6Poc8/N3sW3br1CUmmDa7++n9TerMfYdQXAFKputRZJjN1jYDeCskNmx5Svo+iyq2oggSHg8cZKpB9HUFozbRSp7EgRSG/Cn1jF3yY/o3/on2E6ZmekbmU/egbswZLngu0vB71/FoWUjTFi/QpBcVqxOkJ7RmZoI07repTXWRHDmfCrBYQqtj9Fy8E/Rcr1Mb/wqlpZGLXXTummYQHotfmkrVu9hHG2E7OvSuH5OuFkCrduTZEeCKL7awGO3gCQ00/Etm3DHLPnNEsPDzXh9OqZfIBwoEO2v6X/885tRzBqR8GVXEtp+E4G28fqcl2Fe/Dnu3vMZN45wbvh1SIKMOduAqjfzqDiNJUIRkwPqMP2vsJGaa4O+N2bgaypTmAhSFRW0uyXKhsaCPmyuMkpBL7Ayshn/Yz/FyY5ygaIyFvSgW3lwytjjvYwNtxNcOUesw0ao+mgzzidRfhLLN0+13Mz+0lpu087lvdyBrDpIlXZ2JeOc1wRmdZaxSAg9r9G0JUGfO85kVCGwvDZci3MOCAKWJC1ezoISYl6Ns6w6zICikHcbuWt+HTErS1vQgWkDPXuiabMu+RldcR6eoVGixdrLgW1pFMxrOZILACPE1RJxNYUggFcaZXO0G1V6NU2+Xo7IKR6J9VBWfOR8AY72rWPDsadQRRur7szvug6GEwVq289ZPjKml8OBflYWZHakTURUdDahOyuo+AI8fc65AKQOj/CJ8F28/8ADmK7AnsBqXpW4ixlvE5Jrc8WRe9g/3YiIy3rjCT5oJjgne4j4RIoDpWX8R+FTNNg5BGB/oI+vrnkbriDylc43kFZCOPUKRV1U2dm0ieWlIwA8Hl7PNZu/zrC3HY9rndBxLUTQHBOvXeWC7NO06XM8Ed7EhtwhHmvYjiUqNdIjLWmOLQgkYi0o1oLXXF0b5taa4tiiwmf6nsEkVRAwRJWAU6SvPMGI1kFFrkVJitIpOixRJGgV+fH+v6NDn+Px8Ebeu/qfzxLFOt2e4bni2Zzr/aKAJovwWwrcg7J0VvK1kE48lXhBLeL2TGciUauQfCRb5PX7hvFJAr1elX35MlnbQQJiskjaOnnfHgFe3xrjr7pb+PjwDKP16NVoVWdryMeuejVlZYnVR0iR+N76Pu5N5XhFU5Q3HxhmpGKgCvCWthj3pIqL1ZQLiMgiO8L+Z70+vytCskRI/p8l4v8v8Dz5+iOCKCps2vhdbLuIJAXO2Eerq/Od5PN7Mc08rS3X0viOV1Ie2o9dzSO9aB26fgsAVX0GXZ9dJF9Hjvw9s288RMO0hGcKvE9K2CHQr2vEtLK4ro4jVDg+8FHWrP4Uslz78u4/8D7m5+9AFL30TX0aJJl8yxMopWaM8DCHj/wtbW2vo1wexnXN2lxQP1a7ycL69UFmL27FyNXekmbcCHKoNrhEhQ5aDl6Lp9pIUN6OpeUoxp8mPHsenTv/CREB0fVQjB1ELbajGFFcZQeJc2zc4OOnXRtfc4XksSB6TsYTshAsiHxFxGqbR3+1jccHy1YlkIJlqiUZ2XticKwGR/Cl1yA4IlV/LfqzNGDgSgZ7jF8gFhuwgiaSJONaOjPrv4V0bAsUWhBsC2n7HPpKBxwRXAcp10plLgg4WDGbuRUankmdaqZGwFxsHpn/BRc2X4lbqaVHRFOngTj++DpEQSIoS6wxX4Y6a7Jr1/0I/jxORaXzqQ+Qie/hR4kNSFWLhs4J5kt+7HwLNx6LYDsSo32rmKwsDJQO/v0QH++juLaZSvQRRNkhdTSyeJ6TWisOIo9Gz2VjdYhPtCxDKjUiuCmE1giPJAzMZAjVGKP13HkmH5bQU340aRNPp48hhCx2NITwSRWs5R3kpI1sbVhBJfFLHKeC4TSjSnMYdhMbwztBzJK2/pl+d4xoWaEc9hEo5WlLjNPtS7M8mGSgEMcjORh2kh5/muHySnBcHER+Mb6Ocxtz/HxZlYTq0qILGGKeZDXPZY/fhr3FIUyZL09/lpinAlYFXVR43cbP8sWBz3D37neiOQY3ja1mgigOAndoO7hhzbsIlAtc5n2ad3b9nLhxoj6wwcoRsEoUlCBJT/Q0MuJKMsf713FJ4lH2R9Yy5uuiUU8xrzbUokkLvRRtgz+d/Dl/P/ot/mTVv/KKTV9mX3AVkmvz4YGv8HRoNTc2v/C05/zg6m30jxzGlkTS0SZqPhlnaMR9JpJU/1tRCVBUAjTrSVqqCaqSRlKJnLb+dbN3sL1QMzW+NPMkLUaSWfX0SjufVaEseRe3H5ZEGjwy0xXjWYXzzybrKjkuFf23a9B9YcTPq5tj3J/OM1DW6dE8tGgKjuNyrKQzVCpTPsu6Tn0EWyiJOfX4lv6eNC0wYbxq4qtfbkUU2BYKEFVEbk7kqLguIvCfa7q5uqn2gletkzQb6PVqfHZVJ1sfO7SY5oyKApIkkjEsmj0yf9vbSs60KNfJpO7Ck7kKv968jBsTGe5LFejQFKKKzI5IgCviJ1c7Qq0asmA7BCRxsUXR8zg7nidff8AwzTyZ7BNEwlvxeGrpHUEQkOWz59L9/j7O2X4rrmsgiipzc7cy92dJHLtCa2szofxWKpVRQqFNqGoLjqMjiiqF4hFcj43jBbNNQJoXkFMiJbvCAl1yXJ35+dsYUMKsXvUxAFKpB6gZwpYp+g6S3XIP1egQgqXhVmvD6sjIFzHLArL35PHe6HbRO21UwaoVULoO4YRFbyqLvl2gNN6PHIsAIFl+ohOXkOq7lam+L9N89K2Inhpx9BRbkIxg/fpIBPOXki/sxPY5OG4tIyPUfETp2jFPejCIr6WCm5UZDui0dAu49Zd6xWfhAoqsoVeqqAEHx4H08pupRIcojYcZmxwlHvGiPSLg21hBsv1oe/sRvDPkzHkOpB+iM9yCcmwfxpUZVvfvYv9DGwhGUjT1DNd2JDjEjr8SdWQHgnkDoKNFTAQFei6fYfBmhXLCBwiUzSKH04dYF+9DmD+OgYPo9WA5Jh5JwnJ1DqQfobnaS1nXESyZR/M3sby6lcSYjSkd4CXlCSYnIvxYW09jQ4SY3ETJKZI0x5c8PSJe7Wq0cy9itSAzeddyqvtvYJVZZDoqMNoYYVZtZlJro5MkfxHqJjlX4WDuv3DcBBsiU7y0I8tvxA4C3WUEAZa9dJyBX/SyJXYZul0hpc8w9VaD6LIScIzq6CzZna8nZ6R4eccQilgibzRz02QbutPFskCaNdFpsNfz3vs/xy2dV9A3dpR4Jsmc2EPKWI6hFdimHuNgtpWdySCNrkn7aJKqIjPYGyHuv4l3m4N8YvWrufZQliP2OL7UOrylPC+bvJ4Xtx/H6zuRRBJwkAV4z+p/5U0TN7GiPEYWl+DANC4ia3zThAtp+kaOsrexjUPFHrbP7UcEcpKfN63/DJLr4DcKlJQz+CXVo1vtVpoHPbXnuyh7wbGRbQtLqL2IhMwcV6QfR8ZlXo2xO1zTgboOXJTbwyvm7+WehvPJeUKn7WKob23tB/cs1OVsk+tiO6Ha54/Htj7j+k+G1pFQojSZGWY9DWSUE8eyNGJVln21bbsuPrvC9w78C1VfEzft+Dd+lvxd1Fsnw+GZLSWaFJGc5aK7Lqv9Ko0emX84NoEJvL4lxoeXt+OXJf7PsQkezz83j/2FK3jqFT5b/E2TRFZpHvYWq9yVztOvKXxtbTe3J3NcHA0uEq+bE1nuTeexgbgi86XVXQRkiW0hPw9la9eq5LoYps096QJ/c2ycGzYuI6zIvK09zjcn5slYNnuLFf7m+AQ/3NDPe7qeuUWQ47q84+AIe3Jlur0efrKxH/8fQfTq/wbPk68/UFhWiT1Pv4Fi8Qg+Xz9bt9ywSMBOhePojI5+DQSZnu73IIoKrgGpvbcxY/4Cw0gAMDn1IyRJw3HKVCsT7Nx1NYKgsnLlRwgFN2LsGSD7dhsnaCMnRag6OM7p9UeuWxviBgc/g+NUFv8+u/w7CE4tBeLKVUoJDX9TFdc1yY2HCLS4iKqJrIJrC8wejTNxgcBqXxtWaQWFXffTPZthLBaiVPFScgcp6Xn8agBbMphd8wMcbw49MoIwOEKD835kuRnFaMAVLEwlg+FLYHnSuFIAxDyzTzRQnvHS2ZakYcbg4EwnOckHOOC4KGGwB0XCsymEkBdkp/at0sp43JqdhGOD6IFS9BCpyTi5iSi5kSDbB6dpfEABDAq+m9j0+qs4oD5Cjvvp3J9ithDk0A9X4pEVGjsHyA0EsDaKCLJNZODFNIxdg+5UiKsdJPQxCpNBSnM+JMWm76JpDv5y+YlrWxklumwHRncP/d5m/JEwU9njCEhk9Bk02YdRTuDVTXS/SMFKsyd1NwI2m5DwSgamz2X7eW20jV+H5PFSrDzJvYn7WOo/FvF1IEk1MXlgboRoPdXhsXKMN4TYltvLttzTiB6HB/2bEbIDmG4FUBgoxDmvcYJQTsc2RGTVwa5KSKZDxTrKbHUEgPKkSqQP8uN+Ru9pxrUfBCCp++jyZ9iT9jKv10jL8UIT/eEGBMfh4tlDNO1JMtDSgCuKVJ1CbaYrws5KN3a96mDr0DiBookLBFYUsFZWgYd40cw4ieNeGoDJpk52vuyNbCocpeuBLKMzEV67+hhRp8gjoc0YtoBmlXlYWMcNy1+CvVLmYeH1dFkJFNGm794JHs31YQsi3375axFEuCizhy91vZEjdV2U5JiLJCViZDk/u4fbmi4DQHAdgmaRi9NPMqa1EjPzPB1eg6hXod5bMqU18poNn+OhXW/hu4f+hUu3f4+MHGZD4RgJJUpbZY5f7X0fH1r+V+wNrqIqnRBR/8PwN4maOf6j601MelvPHOk6hWid9vPS5c5C1vaFVvEnq/+VyzK7+H7by9FF9cRqpy4sCOC6rCwOsjWzFyVtcr+nF7XrtehnI4m/BZ5Jg5UwHZplmaAicqykn1S5+MPZNLcks7SrntP6LT4TflvVVLPqoei4i+RsTDfZFPJxdWOEkmUzXNbp8XoYq+iLhQWycOI6fm1NN/8+OkvOtPn1fHZxu9m6fmuwXOU1LTH258vcXjcdXuqS77ruGbMlACMVnYfSRcqOQ8K0uHU+y3WtZ55vnkcNz5OvP1CUKyMUizVPoHJ5iGzuKZoaT08xABw58o/Mzv0KAF2fZdWyj3DsDVfhHpqDbhf+FpDAdStYVqW+/WFctzbQHDz45zTdvobwUzD/wRr5sFoccE93qhEEBUGQMYwsU9M/OeVILEppEU9QxCzJzOxso/8lwwgCRPrz2BUJPa3iRnVmdzaTPhal27+W5qYrUNCorO8ml/8c021+DEeBMux1H+CilleRbr8bR6undgRwQlD9ycfxv+BfEfwdCK5CPn6AubXfBepa4EqQ3jUBYpVLEX/4MwzRQ3nVggi0dm6mJGK9yMCOO6SPKZgpDdMJ07AiR6CtgiBBfsJPZjCEWVQozwUQsVgxnSZSqdk22CJUej1IaS8tHX7YmaXg9HCwQ8S1oWqbVIdCtG5PoQZrA2WxdQ+t46/FKwdo9fUyow8AIo4pUZkLYhZVGv3NmE1D2BWFbbyeJm8XDjYiEtjQFEowWNzN2uhliILMWGYnTfnH2C+2IigSIcHhgvhRpioR2n05nog0Ea6sQq5bQkhKF7pz8hAyUTxGg9qG4hGwWpOIg6AEOwn0XkiTMsWsOQUIOIaEYR0G11kchPySQaaqkvZ78AwGEASR9PEQpiHz+PjNLJ+voHVdSDy/Ce2BaQan7kZ2fayJnk/ZyvPQvEuiGqBoKiwIDmWhEYEQ1b3fwZrw0k8e0YWj7Y0nqYgUAthUKIfj7NrSzrLhYbomJ8E8kW7zU6RAjaDYssxwuJvuwwcYLNa29au5DRw971z6y+O894GvU0wJPLTjSmyp1pja43FR6+a1x5ev5bt970bE5esDH2VH/iAiDt3V6cX92UsqA3fkD1CRvAiOg2qV+IuJG/jA5I+Y9jTwsg21FCKui+E9WYtjSipXbvs2fzl+PTEzR8mQueieW5kquSxrUvjX9e9jT2htzX6iru0SXZcftL6UouQlV4+snTXF6Ni170KdGD1TKhI44zJPRDfzRHTz6eudCYLA05ENXLHlW9zz1Lspyj5W+TVc12V/6bk6d/1umLMs5s7CrbKWQ9aq7T8oiZRt57cmV88ED2A5Dukl/SEjkkSLR2GsUuXN+0eYqpos96kkdBOPAF5J5M1tcYL1CFRcVfj3lZ1kTIv9+RIjuolPFPjX/jY+PjTN96aSCLW234sYKlep2A5vOTDMWEXn3EiAL63qOo2EtXgU2jWFgbJOi0dmc+j3pwn7Q8Hz5OsPFH7fMkKh9eTzBwgEVhCNnHvWZXVjbvFnZ0imMDWIO5ysWQWcxWpFlkKYVhoA2y6RaT9E5HaQZwWsDhfBVmg98D5m1n0dVz4xKLquyfT0T5ibu30xAoYLnqMK8cm3c1R7ktHJHGZZwbdE7iLJIAVtvEoAW9SxKrVHt0FrQ6FWtSf5Q6T/ViF412qy6TEQIKhGascoZRdnWsHyYHb5sFrz2NOHEbvDWKES+faHaxOyUEs1Th1Uadk8xvR5P8HcIJLb7UOeMTH1hTykiCjbeBuqTD/eTOpwtH6WAqUpPytePYKoOOSHg+SGwiwkUhxXpDFfRqm/nSYbQuz2hGlvu5H8rjCu6SXUUMQlcuKCuxKCdGLgNZU0j8zdiG6XMawquLWTE0SH8MoURtZD9LUPISkOODKRB4Jgg4iEi4OAiG07NAh9eCSt5r32ggcxG8usKc3TuPu9tNsZIsp+VoaHGS1GyI2FSJ33ND51NaLpx7AHWXivXhNKoDsSU1aS/T2fo7Evj6lkMCc7WLnsPXh8jZxn5Lln9icU7AzgIjsWuqjgOhAvFVk9M8/M3ihrNmRIX2wzelcHelbFdWDtcIqI7uDbeD6SFsc1O+n354kGl9Pi68V2LCTZw5HM44uEShN9XBB/NYIgYOdn6ncGOtMFRjrayDXEES2TsKVxWfjFHK8cYk+zzjyQjscZbmrj0UtXcbl+F6bsYfvICDkpTFHQeHpd7fvUlJ6rWTYADaU0nx74PH+56kPcefG5XHfvD7l64G6qjRGy+LnF2crm0CSzapxPrXwPulR7buNmlohdxEaksiTyIzgmvdVZVpRHycrBRYJSVQL8pvkFvHvmJiJWiZQafUaCU1SCfLzvPSAIqNUy5arMVDnMzfmN7Ixsqvt+LexUxBFgSmt5VvuGNcUBPnn887xl3acoyP7FooD/CQz5OnnRlm9wNNDPJ1pjvLY1xrZHD5H5LUXzvw/0+VRGyvpJ3lynxuUUapGvMx2tBPgFyC9ZyQAGTunPmLRstjx6iKLjUKjva2/xRCbBtBy+NzXPVfHQSQ70UUXmtu0r2ZMvsy3kI6zIfGx4ZtFfaykSps0PppI8XK+uzCVzTOomndrJlYh+WeL69X3cMJvihfEwK/zP3qz7jx3Pk68/UEiSxpbNP6JcHsLr7VkUuJ8J7e1vRNfnCB29mPDAxeSdebRz3ob+4Hdqo4MFLEnfi6JKNHYx8/N34LpVQMZTbkYwZ4h8xyX7Vgur08FTihOc20a+/ZHaikssHmw7B8gIKCj7bdygRar1v1g18SbKK36NUQjSue1kzYBgqcQHXkW66ec0bUphlmVG3Ydp9zShCF4KzU8hewTODb2WJmEflcaDtPeJZIr3MmkcQ51oR/U76JMt2Kv3EgiKGId+gTF0N5nrCuiagay72JpANe0hcyRC07o0ik9H9YLU7aEy7gHJQajrmiPLszi2gJ71sLSGydIlbF1ClB0qWQ3FZ2PpEpLh0jOfxakv6sgw41PwxqqUh7wUDB9IIFZgQ3g9R80BDLdGXsvJ2oCWG/UztbMJozxw+s0UXLBF/E0VJE99MJUsSvGDeOYuAiCpz1Ax8xzPPUmj1k2bdwWuUsGOzCBILoRy2N0HqA69mrQZZrz4ax6dd7BciT0P5RmMfBex5OeavnvxzG7mkqYR1kbmcF2R0WITewFLy2BXJKaaO1mt1cS5Hk+IsBqnUM4sXquQW6RbSNM3WEZAxgU8Q7WCgkhfgcJEAC8egrYMrg6OVX+UbKqGjeqvRaIkUSYkRpEBu04+RLlA2P9zTPMa5oUiC0kQUxTQFQ9SuYjjUdni20bAE6VDXc/T7MYFDI/CL654ERftupeRpgvpyB9hQ3iO3p4su1PtHM6N0pyo0O9Pg+TgwWR5MIXqWvzZ2I8Jt+VpWKvyvuGfEbghQUA1sJqDvGbH53EkeVG/JLgO9zbsYEV5jPf3/B23t19az1NLuJIHwbX5zuF/5sot315yjwUOB5bzi8YreN3c7TiCBK4NCCiORYc+x4jv5HYyC0RKV71kQg1EClmG1Y6TiddvibdN3cSRwDJyntPF179vOKLMkeAyAKarOkOl6iIBORXP5BT/f4uFbfslgcsjQXQB/rK7mUfTBT4zOovhnknw72Keod5REwRUUeBtbVG+PZ1Bc126PQrHTqk2XIqZZ0hzukDStHnR7uMcvHAdQVlCqj8HUUXm8oYQD6Xz/HA6heW6yJy5T2WLqhCWBHK2S9V2OZQvn0a+ALp9Kn/f13bW43keJ+N58vUHDEnSCAbXnvXzmZkbyWR30trySs7dcSepY4ep2rVoln/j5XhfHkZa3kp+7hP16FitfsZxdFKp++rEC0TRw4rX/Cc53xNMtH4ZKzaPp9CKR27Gakgv7k+ZDdP46AuQcgKsWkul8TiZ+C3YzTZ2iwsY5M0HadmcBVLgCoiCD8cpE5jbii+9lsjMxaQa7yDQOs3KV41CdZQxeS9iPf0VnL4AURDpD20g1TmJ4YxjNM2izxXJjiv4mqrkErN0LRPIvN0mdDOoehuBYA9b7v8xQqjKjaVVzM1EcE2BoVt6kDSLzkun0HMecCVwQY2XidGDnO7CtR4hsiyPkfRgVWUk2yLSYaKJAYpzOh6fTduOBGY6QPtPK0TTOqYA0yE/nlc4COESzj4vsuosRi1k22V5YCNxzwbun70BF4fKuEZlzs/Ew61Y5RP2ALLXxKpIiIpDoK2EWREpzweIrsjXMkOWgGHWooymrXM08zjTlSEAGoKNiIKIa3nxlFqpagXkSgxxdgtZM0/Z8PBoQqpXaDnYukRmzgFy3FNciSNCTC3XzEEFhyZvEY+tYJZFirMaBTPJdHmQBm8rKJPMmceoEa961drmHNrGLPlvKBy22zEkiUapyJrZOfSfhekSc0S7rkRtjmEnDlIZvIPcsnPJ21mO5/bjODIrRA+mYyAfuJkOpchYYwQtVqVxVRqPtQt94nF8JT8CtWjD8dYoGEUUQ4BygUe5GUmLUlW9VOJRNNfBEGUufeBGnJZuRASm/St4c/eFrHpiF/5cnnU7H2O8uZuvXvEuLhce5NrZX9Oq5TEdkU2VQdYPfQkTmb12Ny2+HNe0HafgDfFx16S6MOwKNaPTz/e8g4d9m5kgvujNJdgWrigxpzXx4+ZrKC2JiAE06ikeD20g4YnRUp3lxclHWFseYnPhKBNqM6/f+PmTv+wLhNSxKfqDHOtdwwPnXnX2weM5VKt9pP+9rC0OEjayJ9KTz4bfQxXclyeSfG8qddYG1/8TsbCK7fKmjkYujtVS8ltCfhRR4MNDM2dY+szXoOrWyM3XJ9MYdQ3buG7Q5ZFJWjayKJC3nv1sTo2qWcALdh3FBbaH/Xyr3rLHcBz+z/FJRioGIvDWtgZaNYWvjCUWo3ZtHpkXNYb55oSXpwpldNflPyfneVFT5LlemudxFjxPvv5Ikck+yfGBj2JZeTKZXew452a8GxoxZkpgOfjWxgle8m4AxFiAROIOTDNHJvMYsOD7U4PjlNkz/jK853SxrOfDVLNzOIdU5jZ8F7HBobfpAxj5SaQvZbAG78W2daSZKaLnvYti5CksdwIwwAYlsgLsoRrPs1y0/QLlDRCY30IgsZmqMof1pAYbRWhxQIP5vVGyw0F8niAX+l6Mg02xeReubZBv34WrlogGZCKShSRDqKuIMungCa2g8Io5CvIgHQfWoqg6kuPyEnmQB+lhRI1SzaqAyvh9HQjFKIKgI8g2y6WLWa5dhIDIxIFejKu/RXRZnoGfdqKKMXLTIuqvNrN8WRMJ4XZSRyK0nz9HQBIAEcWFcLiE9IRNtyhR7q1QNDSahRxOUSZWVSgFJKbzh1iQ2FoVheSAH6u6EBF0CfuDdEWmOTgdwDEl8mMh8uMBcAXKCR9qpMrc3jgRe5Jy6AApfZrpyhCKbeFTdcL6vZjmRmS5mYbd7yPZdBRvoZtbqhEK0zfQ7CykpIVT/hVJjrZgORWGC3GaNREBD4Z7Oa1lk913mJTnfTRunCe17EuUIwYuLtKNvZiZEymJYGsF0QMD26Nk99eiWGNyI6tu10l5IRWKMFvYSWzNG2nc8FqS5hzZ6hTHc08BMFjYw2BhD7guq0UdpX0bPsbpunIQLWJyqBrCHtNoFK3Fo5ecpZOfC1jY1RRKFRpykwhAELA0PxWvv55i9tC19zhu1axvR6BzbhwXqJpVHq+uYHe5l/d0PIJH0pFwkTBpClUZkNu5a3o5c1aIi+y7uPuil5/Yfd3CYVhqZeXgAQr+MJJtU9R8uJJMUfazO7yOf9jzVd5z/sdBkonpKS5LPYEjCHyx+80gSgyXu3jz3G+QHJubmy6vn9qS9GP9X0eSueOyVz/z4PAMAvmlKMl+dkU20lqZ/R9vpH0qimdxij8TPNTSeL8NBCAknd7s+sqGEENlnTUBL+dH/Nw5n6ViOxwsVvjJ7Nmd759xX0uKByouzJoWqiCgCcIZ2yd1awqvaYlxTyrPkWIF3YVtAZWnizo2taF0pu43dst8jk8MTfOh/jYsF+b02vPsALfOZzlw4Xre3dHEf00lMRyHt3c01t32NZ4q1Ipngv+XVYyG46AIwlnF+38seJ58/ZGiUh7DsmpfZcvKY1kF/Jvb8K6M4touUvBEWDnecCnxhktxXYddT15LsXgQUTi5vYTjVCmVjpOYv4316/6DJwuvIp/fCyXQJ5P4/cvwuQWwayIyt5zEFSxCv3Swq0Eq10bwOB3Ekn1kOoSag70C8nCV9jtXkfjQr5nVr8d/v0vrHTbWQwLzH67ZXQXaSoR78swfjHF8Zh/9hkEx9CRieBmuWiv7FlVrsThLVh2cXqjaoyAbIMD45h/RcL9MSDeRChC9MM3EwRBGBcAl1uDl/MD7mOj8EaY7Suh4G0o9ZROihcJuAf0RH1q/SXa6CghMW0fITQ1QSNXehl1bJNCVIVCwsFUBa7VB4VIHXJv2R3Ks8maJrdLJSo3c64QYm/sGjgnURd6iH3aob+Jg5Cjz+jgxpZULIm9AEATmxG+SsNIgCCh+C7PoIXUsjBry4louvvOeYkbczfRjzQiOSEO+wubxBPgacFeNYwoT+Fo38s3JFoYkF5xh3hDLUE0u3OGTTS4VAUJKnKQ+wZPpTqLePyHm6aVswfDULzHLtaElOxSiMhPG11QlPeijQejHYJIFOXJxMkQgbuMJGos5HFvycKDcSlGrTQyGLDJTfpjO+CqapV8jie9lXp9irjqKpptsHp9DsV28vZcTab+WFdY8UurvkY7qPDi4DNGCcM8cpSmNskdhoiEECMiCRa8/Tcn2MF2J4FI7BAGXy5sGCHt0njJNDng2IOoVIqlZJpo78E8NIwCKYHP51EM0T4/hr9Ses/tm+rmsbRhBkwjZJY4Henky20d3sXb91h9/mpH+lajVKtuPPcaOrnnWl45zWO3hxuJGXnbXDWRDMR4/54VUcVFtk96ZadTJFD2TQ4x2rSDjifLTtmvAdfBWSlz14E3YksJVF34dQ9NOpBJ/28ntTNWLz7RsfbkZb8tpHwuOw8vm7+Wu2Pk1k9VTfcL+H0EFujQPA8+QyjsTlvtUlnlVbkudoD9+UWC0otPt9fDF1V18bnSOr43PoT8rDzyzYWyLItHv17giFuIjwyciZoYLhutScOwz6se8ksjf9rYyq1vsrbcKytrw1dWd/PPgDD5RYMowseor7qlXIPskkU7Nw7F6D8WkafOzmRSvbW3gz7qaTtrHx5Z3MG+YJA2LT6/oeLYTPCs+MTTNL+cyRGSJ76zrpcenPvtKf6B4nnz9kaKl5WUkk/dSKB5GlkNYVk1QKfqUs65j2yUMYxYAx63g961EN+ZwHAPHKQMSPl8PwEm2FqaZJJtNUXmhRmw2hGDYOF0tJHtvQr17EjUvoH6mQP6yEaZaH0KqSNiyhZQAba+A5Y5iWjqoLpVzIXCPTPY9NvhBdMHfVBs82nbMI964m+krj+GEQCtKYEtQF6obRQnHlPDG6hO9aCyOZI4rsHNLhLbfdCGl1lHYejc9l08x+1QjSsCkdZnGVPVrVJr31FaY3YWutyOIElbP0wRvEJm6QCXSnyc3F8S1JSTFxlErQM32oDyvkrjC5VhHA/kpP2s2jiJHam/S2qYyXSO1gd1rZ9livIldsd8QWZZjfl8cW5foiawgmNnAeeENVH2TOMUTRrk9wS0ksveCA939KuMjVYy8ip7V6Lligkh/7f5Kisvo3R3Mhf3MBb30bnoncsMyXMfGtapcmXqE12pdFMwE1e5Z+i/VSQ7LJPbEUQQLAZAlC29jgPOkl3Lv9PWUnSx7wj+ifVMRs6gxeXOcWnwBzKKKWYRiwkOL1kvZKuCXI6xqXse+1IPM7Ysytz+MR7EwQg3guNj+EPPFQZyF9jiOQ1vpfhrbb8B2oGp/iCbvu5mvTrIskSBanzyEyb2w6lqCciPhiVbundLJlGrXfihmojVajJdCiI6Dg4jlypiuzAuah9iXaUcVTDoCecClL5BBFCBiPMLwlIpbqpAMx7nzkpfz3tu+TKiUp2Ip+CaSdATzeKwSs2aI0XID/2BewPEdO+ivTHB7w4V8bOrfKIoWuqMQcEr0DB7j8PKNZNvbeGny58g49FSm+MHmV3BH7LUAXHFoFy35NB7bwqqIHM61UPIFF1OVtRMWaU1MsXzsGMlInKqiYtWJl2hbtM6MMdXWe1KbodOwGGVxawTpuVg2nBIZuzCzm9fN3sF/tr+aA6FVAHRWp7kvtoOqpOG3SthIVBXf2bb4e0VUFsnU03WuAFO68Zx1YLIAvV6VlzWFuSORPekzwXU5VtY5VtbZ/tghTNd9DsTr7Jg1bZoth5/PpH4rndqLGkK4rsurmyPckcxSsGy6NYW/PDq5aMHRrMikTAtJENgaPnEfvrCqi5c/PYjpurjAwFmaWd84l+axTImi4/C3xyb50ca+3+kcb5nPMqWbTOkm35hI8KmVnc++0h8onidf/4sxOvp1MtmdhMNb6ev9i//mrbsYZpZqdRqYZN/+93DO9psWHetnh47z1G9+TUNHJzuuvQ5BEJCkAKHQJtLpx9C0VjZs+AY+XxeGkWLXk6/AtotUK5O4rsvaNV9g4NjHSRy5CcujQwD0NRVm/81AMMHxPwYuhFcq6KtNlDGoXOTihrxIehR3bprG/4wjFItUNpm1SBhQ0j0c72/D2i3Q5CQJ9xaQ6k+xKLkI1x7Dqb/4Vz1DYIuYVYlyUmPykSZC3WU6z587LYsmCqB5AoQb/ga5MUh1YAXjy79B27mzyKqLKYDpTi4uP9/5MJmWp9EmZZQ9GcxuFyVkIflstIiB4wi0bEmiRXXGHhCppjTMkoex+9pxjJovVnleI9RRi+4oU2A4PjxiGceNoNp9NG9O443rRLprRqaxQ+dw4OBDzJSHUT0KwQ3D9M2+BddTZl/m/tqxiVDY5yUUz5KsN6K2ihJTjzfSsDpLNVtvpSOKHOpopEOWa4OAIGJKIg3eVnr8q/Go6xjdfheCt0pzGHYo04TmbH41sZaS5cUslJi65CMYczFwRJKHI9g2dF2UINynkBuO4JNClO0TkYKcMU/FqZHAkdJ+lGgRYyYArojiuLwxeC+/nt5Ir3ucrs4MBzPNzOghEEVmJ8MUAmmCbQZd/nmO5PYjIlNUlcXUiiXL2I5JzpwnJg8iC+2L+67YMh7JZn1kjrypcaxQe7PPWRr/tu79dFlzfGDk+3hEB3PJrBeUDf68+Q4OZlt5fL7Ktz/+QZY1J3kg2kPO9fHWyl2siSWoxDx8T76SzIBJQzbBlNTI4abldFameVlgH4PNQSaLYbJoPLH1Eor+CHfH4zx+4F4uKuyngJdx9UQEaSrcQFd6DtFxmJVCVNv7SUVO9k3yWhUuOXgvALdc+Tos5UQU4YX3/4oVo0f4j3f80zMMASdI1MriEOPeDirSc6hSW0K8VLvKZ45/jt7qNFelHuEdaz7Kw7HtTGiti70aS2Kwbknxu2HBqf13RbjeBsh261GkMywTksQztgraFvLz8RXtvPSpgZOaYCsCeGWJYt0jK2WdfoSqIJzFf0xY/P+pn+5bUq14Jpxpa18cn0cQBKqOS8a0cYCxinHSvtcEvPxJR5wvjM2xO1fm8WyR8yIBYopMgyKRMi06VA/vOyXitYCncmWKTu36HCtVntHz65nQ7FEYqRj4JZGNof83ZPx/C54nX/8DcF2X/D3jmFNFvBvi+Lc8s1swQLE4yOjYN7DtItnsU8QbXkAotO6/7Zjm5m4nl9u1+Lu+pF2Q67rc8fUvkZoYQ5IVtECQTS+8BkEQ2LD+61QqY3g8TYsVlPPJu9H1mj9RMnUf1eoUmtKC91OTND7pUHy5SuUFCpaniOyPsGL5R0il70VV25h4x3/huCb6NgVXNJErARxPFScM+T8P402vxhx6lKYPyzg+2LcqSlH0QhaSh6JoMR1vzDhhM7S0CEcAFAdFBm+DTt/VU2jRWpoRUwVFP2lZVzEQZRUcmJGeIn00ilVWaFh9wh8MwDYFUoaPZidL8HoZOS1h+126Bis8vroTo6giSDa2IWCWZYyiuGgF4ZhCrSLRFZDu8BN9ugwiKIMCe6/pJ5yzeSodp+z8hqb6XOC6oJQbSBXmqA4P4nNdpmIBytNVBiZ/RKCpgtIO+nQtylMUZS7c38ABb5ayT2Dm6UZsXSE7HFoq1UP3KOzVD7LuwGMIMwfICzpD3Q2MFo5wYefViLJQS8VJLj6vTqIapmTXJnijqHL0SRspYGLVNVxmUUE0AiiSQkRppmotdR53F4kXgBGYoDKvspCCcVwoWBpbI2Nsjs3glS06fVl+PLQRxZBoSZcpZDSqMYm7pldgpqfoKjsMxyMgCPh1g6FmGXX6BxStDJlonBXBBCndR9Lwk9K9zOtBwGVFIMG5DWMMFaJMuXGCjw3y+I7t2PV4gwCkql6iahVZdPGJLu1aHk2yONDRxLgVICAboEOzJ4+MQ5AqrbEqn3rDB2lJTnNl8hFa9x+jLT/LbETD26bxuHYx6+VxFLF2E0pKgLet/STfufevyKQVGqLjTKxrwxUlKjGF14zdwj82v4/B5i7ywdBJEawtuYP8yeQv2Kjs5UZxPcFijmRDy+IDc+/FL2Woe+XZLSiW/Cw5Fq+evYtvdV5Xs7r4LSbVgF3lyeBa/mLVP+KzKzTrqdrmT22SveT3oChQWEJkBOC8sJ8ncqUzRnt+F+KlAgvf7tHqM9mn1pC3a/e9R/Pw2pYoFcfhN/M5/KLA7YncScQLICpLXNca5cvjyTNvEDBdl7gi0azIHDpDRKlbU57TsT0XHChUGKsai9dqyjBp9cjMGhZxReLflrfxlfHEYn9HfWiaW7eu4Evjc4v9JzVJ5Gipyq8TWV7WFOHcyInuCm9qb+A381lytsOkbnLprqM8uGP1b32c/7W+l6+MJ1jr93JtS/TZV/gDxvPk6/eA3B13kP7OdxF9Ptr+/dNYSYnCgxNguZgzRbSVMST/2dN7/xPw+5ehKFFMMwNIxKIX4FV6sQsGgk/C1GuVjLZlUkynFtcTBBGfrxfHsRge+TKOU6Gh4TJkIlhkkewwU9M/JWKtQz92jOLlDoXLzEWiY5opcvldrF3zWUwzx8Tg90ABVzbxJTZSiRzH9dTe/gJrVtPb834mXv56mK81qF4WrKBeOs38/gY8IRM1ZC7OFUZRRgvaNXJzyvzhCVgs+FwItoLixDCYWegXXCNvkomuzZCsTjM4OoNjhCgnNfxtRTyB2rDmupA+GkLWLKS8gJir7UgsgSILCHkRRHBtiXLSS6g7SeeFScbvb8UTNNEaqsiaTX4kyPx6gY7DEnIeCl0imY1JHv7JMmqEJE3h1k7UqEmoo4B+fBmrEwdpncjjAkFDZ9AXAktC8Nh0nDfH0G1dGHkVS9Q5tq6dZMHCUQzsemWkWVRqJ+u4BOQQbf4VrItehP70h3ErKYJA37zE8TYP07kJSkcaUDvmCAsK0ak8kUCGkFIhb9b6RpYTXrSGKprHgyCIdDQG0A5uIzlwFI+YW7TIOLmDnUCgvYDtgKMrCNh4JYuyrXL3zHJafXnOlycA8MoWlzRegU9dT7lplm+ID9EwOovlSuBzySsWgusw2hipbVp0MMQZgr1Fksgcn+gnb3qRMPHgUEEGBCTR5YKmcYaKDXh0g6b0HMLju9gjt9Hpy1IVPOzq3MobUncucpRHsn0UbQ0UyHj8vLbtALvTNZ2XiUhaCfNAZBuOR2W6rZe5J47RO5khjcpvnPX09Ag81baFdx+/jbfO/Jov9r0dgJLHz8d638Pl07dxxWO30zsxyI1Xv4mrko+xO76Kvb2rcZSTx4omPcUPDn6IuJUjr2kExSqvuPPHfOf1f0k+GANBwPRoDPSvZVFfVLe2OFWAHzSLvH72VkJOhcQZ+kguXSckQv4UdpTyRPhY33tIaPHa98yuIjkmtnjm8U2Ek4gXQEAS6PeqPJZ7bm15Frfl2kiOjSkqJx23RwDzGdJ/GjVCdyrtcYEdkQBFx+U74/NUgaGKccZoVMW2yZ2l8nAhouVQ01Fd0RDikoYQv5zNMLfEGmLiFOL1u1piqAJc2xjh7wYmF/+mCQJ3b1tJwrRY5dcQBQF1CXlfsJzo9aqLbZV8ksifHR5jWje5PZnl1i0raFUVvjGR4EixclKxwVBZ59a5DC9pfnYC9ZmRGR7OFFgX8PHx5e38U//zdhTwPPn6vSD9rW9TPVRrFjv/xS8Rft1fQX3AcW138eczwbQOMzX1GL29b6On+z2Lacf/zqgXQCi0jtWrPkkq9RDNzS/Dl19J4st7cSo2/i1NbL7qJRx55AH80Rg7XvHa09YfGPgYk1PXAy7GsE7zgXdTiuwjOL+NyepXmPbKtPW2YTena7XPdXg8jcTjVwKgKGG8ueVU/IO4iokeHkYttWPYSRxvlmTyPhKJ22hQFVTAlUXElVXiawwibQ6i5GBWJCTFwihKtA6/AS9hKsEhyvHDSHoEwRXxFDrILLu55rgvOriSSefyNzM78hTVgzY+s51q92NY1RH2N32e3KQfx6ilX21DojjrJbm/EQQXb2OZzgsTCCKYDlQ3OShjAnbcRZ4WaE/lmegNImsWHecnEGUXqaOEr6VC/4snFoMXzkoBN5Qk8wobbKiWZOb3x5A8FrYh428p4m+pkjocZS7hA/LY08ai+3RErEA+CgrEV+ZQQzaCBLgCuqUzmh4FBDA9qJFaux5vvEJx2k+v08P27jcAtahsWfEgVsASBUx/jBe2vw2P6GX8mJe9j99HpKNCwLwMnzSAT2wkz8Lbvkg15cMj5+nQdiCO+NiZr0VTDWep2/gJawlwqWQ8uEY9/YlE2a59ZiMxW4kzXmrFL2cpWiuJBM8DoBLrIzW3j5A7X9uSIGB6TpngHQFHV6imvbRmU4h+BcsR2RGbQBIdDmab8csmlzbX+mMGZJ15PYAtiOiKwuPz3fiaDdZHZ+lK38tB/zLWFAY5LrRzZ8dFrDmyDwGwXJHRUox1kVpkTalahCnw2cHP8XBkCwlvE+4SgXle9lO0bb6//x9odVJo+yfpUgdJRpuoeHwcXL2Nki/Iq2//ISNdK5Bw+WHrS6hIGq5wemVZb3mcBqsWjQ1QJRqqUsh5+NDQN/nU2j8jq4QRHRtHlBZJl+hYp5ugui4FJcA3O193xgpHza6wJXeIx6JbQBBPI14LWCBeADty+/mXoa/zik1fPmNfyjNtomC7XD+bPsMnzwxHkNhqjlNwBI7WtaZQSy0+E2zg22u7efehMQxqk2Cn5iHukfnL7iZe9NTxk5p1J83TY28FB346nSYqCmSWjOf9Xg8FyyaxZB0JuCOZY8606gSrRojrvQFQ6unJU6/NM6VbFwjeMs3Dezqb+NzYLKX6cQjAWzvixFWFuFr7jkxXDfbmy/hFkVZVWRTN/0VXEx5RYLxi8IJogLcdHAVgTrcYrxh8d3Keb0zMn3YcFvCuw2NcncjwvfVn13+NVnS+NTlP3nLYmy/zwniIS2On9xL9Y8Tz5Ov3AMF7ohJQikXxbWjEGMlhJip4V8VOqiRcinTmIUqlz1IqFclk72PL5h/S0/Nnv7fjbGy8ksbGGhFK33MMO1kbcqrHMmz7wLVse8m1p61jzs0x9/FPkDnnSWirfdkruRGak5cSSKzFVooIrozppBE+8npWpN7NkPRNbLdMKLyV2K4O8l/8POWG76Nt3074q1OIF1QpvNLGlg1cwabpyJtJbfsVplnrKZn5E53A7TKK2k/psiMAaKqHwOxWsr134dig+G28bhO2miKY3EZo6nKmt34W0zdLJXa0PvfX3jqlahTPvhW0pLuRZr0IiFQyWxg595+Yu7ufilkm2FXALHoItJWI9pRI7otjVWV8cf1EBkWC7DttmAd1QsDscYkUE1QzOg1rcizMm7Yl0LJ1BtcScETAEZGDZRy1NqR5nxBQ9noYdUI4AQj3Z+i4IIHidQh3Fxj4dQ8gMBMJ4DNMBMVl1BMhvjGNt6uKEjRwXeqVkQtYmEgdlr18GEkWEGWXwoSXhoeyWM4LkcU4tmtxpG8VvskyOa9KS99VhD2NALR6+9nLfWQnNe5zB1k3Ps+q0gTRkMaRjqbaPgQHw1YYLu47sWvbAelkkXewuYC3tUrqSBTXlHGspaTixLKaFKLifI4HZ+6gEghxqZbHJ4fYk91JT3mwflZLXmBOEpPXSVxOZmxZiOnBBkBgT7adV3XuZ1+2jTld5bH5bs5pmGBHbIzxShhREugujWAIHrxhAVkA2bXwVqs8nW7nnsIq1KYKT64/n5UjhwgUczyW7OLC+Agt3iIJ3c9XV7+G+6PnoLkmwVKOY33raEzOcK20i97gEGZF4cddL+eCzG6+uuP9yFWDV/3mh+QCYW6++k3k4w0cXbmBY31rsUWZsngKcXEdRNfBEWUsRB6ObKGnMs1Rfw//uP3vOCd5kB+M/AurDk5yMLCc38Qv4vHoliUWE2eIRJ3Sk9Fj6xj1vpx9pTE+MPZ9vt3+qtp+n2O1YkHy86m+d9eI13O0rIDTtUyn6qEk4CO9LXx0dPYkUfterRdxQXPwHGECt89nWRXwsr9YwQKW+VR+uLEf1z2jK+oZoQPWEuIlAf/Q14KMyEeGpkkYJqsCXv6ks4lfJWqGyKcSLL8ocG4kyN3p000kGiQBQxDJnkFPtrDXwarB3w9MIi65zBFZ4n1dTQyWq8QUmZgi85XxBPvrETwbl1WB2hwlCALv6azpvGzX5ap4mIPFMmsDPraH/Xx78gTx8gjCov/YAh7PPnNTc48g4Kk/Ax5BxP9MxR9/ZHiefP0e0PbJTzL/5S8jx2I0/eVfIggC0Vcsf9b18rmdQO1hLhQOsHPXS1i18mM0NFz4ez5i8PSGqRxM4uoOcux00e1c4g6mp36M+fQogXsTeKYdSu8RQHTJRh+mee3r8BSayYUPIQQFAupaOnrfgroqTgMvwTSzmGaB6b9+N+bYGLmXWxjaA0ivt/HdKyLkwA2DrEcptRw6acx2QpC/zqL14OV402CrWQKz2zF8tcrLBTI0vfmzIIBkBon7X4Kpz9SybJ6azqHmEyrRseevcYoySDoLtvsuNtrUFmyzDK6AWVbwBA0aVmURRYmmtXlmdzcjKicPn5YuMPjLbla8dRTRC8Qg3p5Dz6pIXhO7KiHYCr6GCsVZH1OPNiMYXprX5YltLeB9QiD8CxnRsNiqzfLoig78cR3FW9uPEjQRFBPB1JiIh0k2xFEtA5+WpnFbCsELtiEw+WgjZmFBcL1Qyu7iay4jqyAItUEz2Fmhel2FI+V/ZOqhdsyyTNkVob0WvZCqk3T71+CRNMpW/sS2BLB94Mnb5Hw+JMvBloV6/04Xyadjl2v7FwTomU5RicYJ+trwv+w4VmQaWXMI9xSoFkSmHu5YLDxYesiq6OPB2Z9SsNKIVZk7heNY0QsZrwyxtMDdEzYwCic/pyICDi4NgTJzk5HFbZu2yO5U52Kz7cO5ZkbyQVrEErYjgwOS6KJ5q+wUVtAi5RBcOGCt5rCnDX91gP7x46Q2NjF+6bl89eiH8cq1yk+jIHGkbTU3tFxD2hMB12FLYj/jYhPmlg4uHvghRcHHNeu/zpi3nZ+2vAhLUSh4wxxZvpFVQweI6RneM/sLHm1fiaGo4NgIuLWoV/2L0F6ZJaE24CDzVGQDbwp9GlOU8dsV/v3454iYecbVFs7NHyBuZvhC91tPto54FiIUMbK8dfrX/Lj1JdiCyDunbuTbHa9hb+i30/Uc8ffRYGZP7Pd3xKn8xwY+PjLLyoDKwaK+SGJMOCPx2uT38k/9LXx4aIaDZ+j5+LNE7qR9PJAp8PfHJljm01CE2pMkAW2awvgz6LJsIFz3/3KBPzk0jk8S+WB3M4/nS6iCQIMicWVDiN35EnnTorDQeALYGvJxSSxA2rIoWDYDZX3xuBK2i3yW2JdEbeSqudTVlBYAAVHkC6s6+OeBaX6dyNKgSPzH6m6iiriY1ozIZ572JUHgu+t7TxLT/0lnI0NlHd11eHt7nB1hPx8enObxeop4mfeZCzTaNA//0NfKPakC20I+tkdOj4b+seJ58vV7gKezg/Z///RvvV5Ly+uYS9yP40wDNtXqBLOzN/6PkK/AthbkkEp27CDZrt/gLwTQ792Lp7MD75YtDA9/nnJ5CLrBvUrE94R4ol2QAPLlBk0tG4mavTRVzifgXw1YzM3dwezcLeRzT+M4JZoEH3bYpXyBgxtwMFtAPQwNPw3jvuICIqVLGe//FKZRS0MoSjNGqoTt6BQafsWGnp+SePI+stqj5JufZvyeNsK9OfwtFTx+B9eFiT0aKd9TRNZSJ1zgODWhu2IFkPUoleAopcankYvNCK5MYtlPwGPQMNfCzBGFatJLNenFrspsPjdO28gbcCI3YxYSGGUBs6RQTaskD0fxrtARltjVVNIKA7/qqc8gIqLHYNWrx0gfjWDkVcAhMxgmtnUCeVJENOpvhrZN0K2QPhpGz3soTAYQPTbBFpM11WtJ63Msy9owdiemWSCdArujfo6HTm5vVINAdFn+hMbaqbkJiDJM7YyTmzrdY2eidBjTqRBVmxgpP724TdFjMn+uQvZgAzPeYH3pmpZL9ppLg1cAdGcK+OazlC4ZJRWpImsOpTmNsfvbMEsyrrXw4Nhg1SwOWtNFUkETo55OdFwLw7UgdTcdi1OSC5KzhHi5aLEqqk8g0KSjHD+fFS0rKWQtdlVvw8bCrbqICRCjNo4kYboyiqhSilYRszaOKSGpDnq8m8qKFHsa/IBLPqETGBKIeKqkDD/b9z+KN9XAYy2buKz0FCIuworLkTwBSvUqQZ9d4R+nvkObmWRUa0N0XYa1Dsa1mhh+WqsV2/hLeTpmRji0fAPrdz/GbMHhsUt3YHlUcF0uG7uP+9svwlFqUfIWI0nALnIsuAIEAUOs6dc+PPRVXjlfq3g8pnXwT33v49bGS0gtdZxfIF6n/rsEBTnAy+bv54HYOewLrebLXW8iZuZOez6eDbqkkRKiz6j7+l1RAfYXTwjXn0kj1enzcF+mxNvb43xtYh5VFDBdh4Fyrdbx1PVMF25P5ghIBZLWCUPeyWcRxMsCOPUqwIVtFm2Hfz3Jp8vle+v7MB2Xzw9O8MWpFG497fhAtsQD2RIRWeT2rSt5474hhpd4kC117V8aDfSIAm9sjfGD6dRiC6NtQS/fXd8HuLzn0DhV16WsO/xyLsNgqbJ4fDHpmaNPS6sYd0QC3H/OylrhTf3vN25exlfH58haNn/T0/qM2wJ4Y1ucN7bFn3W5PzY8T77+F0HTOgkGPo0ofpNM9gFE0U8ovPmsyw8NfY5s7iki4a309//NaZ/Pzt1CInEnkcg2ujrf9qz7rzQOcnzuA5hTacr/9lOUp8qIoRBNf//30LYg1AVPZzdGvwV1YTQ4jE/8F6raypGjH8QwkmhaB7qewLJyLB3qCm9voGXPdtKehzHJI7oKoQ0X0/u2T6HEYti2zsyT/4lZTiNJAZT01ey7/nFwHZbNZTD/+jGcF05Rnt1P8eBqbDNFpK+0OKfk9/ipzKrELh3BcUA0VZBNRLlGzGxPjlzLo2R6b8fWclAnZS61+Si+Y4jgWgU9ozJ2XzuuC9PzCdLVH5BNGTDbiFmRad02h5FVCbaW8beWFz0kay/hLt2XTeM6AlOPtmAbHlJHIkiqVa90hGLepJrxIF5loIwISFlwG2z63zmGdfd1HDq2D7fuxC55igTWjdAytw394FcRSgUUQLteZfgFPvC4rB9Psi+mUGyUQHaxdQlvxELxuRhFCVmzsQ0RWXVwBdAKnbjlWVryJWYaI5R9AmqkilWVmM2NMlsZZalI3jFkkkMxpIC9RIhSOz6rIqOEFiYMF59hkggH8VgmyZRKsGQyfl87xTkNx5AXl4M6d9cs7KpCMqDRFUyi73DJDIYoTfuX7GeJN4i9dPJw6btyGk+ktv9YqYuosZxoAEREHp2/iYqicijahLBEP1W2VbScj3hzllQiRNnbwgvUAXqmB8g6MNHhI+BP48dHwqqRCNF10SfnaWSaUlDFtUTS/a8kNb+Pbx36F37ddDnXJB7ggsJ+AAJWiZ81v5Du4gRt1QRT3lYkyyBcTNOjz3DHC17FRTvvYtOR3QBc/cCvOLjlHC57/HZKaGjRLZRDCv80/A3eOX0jpqDwme63862OVxM28+SUIPKSXHNJDvBEeD22IKLYOqboqT3Up4jsT6p4rP9uI/LN9tcwpdbI4azWyFXJhxn0dWAs2E88lzSiIKCLKpJjUfsC/v7STAvvfqcSqaAocst8jTieG/ZTtiyGzFot6zMRtogskV+S4nsudYiWC4VnWWagVCOMiijwZ+0NXD+VYv6UZbKWw3V7B3l5c5TvTSWp1KsvF8iXIsDGoI+n8mVcoOK43D6fZXvQz6P5EjKwPRLAL4uc+/hhqkuigbfOZ1CX3LcnC2VMx0URn+VeAlXboWQ7NHhOUAVBEHhf9+nGuv9bMa+bvP/oOHnD5Bobfvsazd8Pnidf/8sgCDIrVnyebO42vFo7DQ0Xn3G5fOEg4xPfxXGq5PP7aWy8ivHxb5EvHMDvX8mK5f/CwMAnMIwEqdRDBIPrCAZWMzX1I4LBtcRiF5y2zVzuKUyzLnydrekDnHyeylO7WXbR3zE19SNUrYWVl36E6emfkhv4GK5bG6IKhacZHfsKlcoYAKXSICfLRWvvbdqaNXRd9x/4Uw8xO3sT4fBWOq584+JSkqSyds0XmJr+MZHwVu7+/H0YUm3YnI2GcGMepmd+iWkmscUi/hblxJwCdD+k05OZJ3exiSMDol7rx8iJl/7kqp+cmMvFEyJVANHj4msw8EYNSokkpTkfw4/5QaiyEOYzizKCLBBdXiDSWyAzGsSqCkiqi2uDx+fgbywsHtT4fe2kj8Yw9ZpGSvK4tGxLkJ/UyNo+kteaaGELb4MONqwInMNx4RhGvVhez6okV/yS+eW/JLZTwZsRkFo3obVvRzg2VuudKM1x3tA0lRRMv0sgNx+lPNDF+N1+VjSuRffmOTYxhCdgs3J1jDWNLeTP2wWSQ/NDZei6ksI5NzF2eytGTuNEhaKIt7FMZb7myeMoEo7fi1wtLEkbiph5Ddlr4vVX0We8jHV2U7Vy2JKE8KsQrn2ycNwTNJA0u2Y3USc3piqjvLxEMGoS6ioycFMPZvHM+sj2VJ7uVA5LgnLdQ8p1QHBO7Cdt1FsjCQKmkKC+dAABAABJREFUJOOKIoJzYurNGl78szK2pbBMTbGV/Uhll9CESCLsZU1yhlXCQW71r2KsGMVwZXyiwUpvgkOpJnbOd3JR/l94QzSBJMALMzupWiJVWUbDoix5+VrHdfgKBS449CDJlnaunbmLyWgH/9H1JqqKhq9yosIvXMnxp3d/nfmCjwhw2a47ufXK17GlcBivY+DF4Pzc03yr8zWLvRQ/1venbM8fYkJr5dO97+Bg3eT0TBBsC1daMuQvJVKiyM9ar0ZxjEVSNqK1EzULJEQPYbNAX3mCPZElhT9nI2OCgH0mjdnvAQt300stMgZQWnKPn1hSQflslYQbg1725sucqRvjb4NT9Wp/0d24+PN41SQiuKRd4bSEYsK0+Op4gqAs8onl7czoFj+bS+MV4EP9bVwVD/PC3cc5XE+jThk2G0ISH+hq5oFsgbxlc6RYJX1KgUDWck4KTHtEgZJtEzm1AOMUHCqUec/hMTKmxSuaonzsd3C2P1AoM17RuSoeQX4OZO/3gU+OzHB/ujYe50SBt/0/OYrT8Tz5+l8IUVToaH/9My8jeBCE2u0TBJlyZYLE/B24rkWlMk48fjlOveLMcXQsM8v+A39KJvM4shxi1cqP0dx8zUnbbG9/fc2zqzqDtCmMWEgjhUKEX/oy/I07iMUuoFg8iuNUaW9/I6aVZ2zsm9h2AVVtp6npGnK5vdh2npOJl0g8fgVNTVfR3PQSABoaLiabe4rZuZsplQfp7fo7dt/6K0LxRtZecgWrV30cgHLxpvo2XFjnUmyfI/TvJk5BQrxGJ6EL2KaApLiIWfCOCgimi/G4SOnFDohgll0WzLUXsy4Lh+bU36DP8ILetjnF0V/WWtHgCiA6KKqFFqgilAQIuwgyxJYVcF2YfKSZzPEwzeUCcafEcCSC45dQIwa+xiLNW9N4fBaILqIE+Ukvo3d14pgiiC4dF8wSaCtz79RPMewT6RWnImIVReSAw/DFXmLVFno3vZkGJYCYmEYQRA62N6J0VbFX2hiOj8rh5eSNWlXiQPIwa8MXsCrYzNH8ThL7G/Fc8hh2a206qm4ukzs4gFbRuCY+wH2eHhLTkcXm3Y3rUyT2ilhVCa1JJ51uIBBNIso2xelAXfcFQjWAY8Tpzc1S9GSYCtXWd21xUYUmiSp2uBFv/Dg+1aUyv+TCu9D0bQE5IDF6hYZdlVgQg+1omMJxbcbLEeaqAXrns6imzb7uJoQbLXyX5LGqHqbHn2RjLIbr2gSle/AIHgy3dhySY2IjLd77YMnElgTQQMhkcHwikmAjmgK9u6o8MLmMhC/Epsg0g4VaSX3FUShaCk+n26i6Hpq8pVpT8ToSeoC9s60sC6X5j+VvonP/ETJ97Xyk+kOiQ0UKko8Xt76TiqcW1XvgoqtpLc1QdVQiHQLeIzpQe1iFuinbrtAGNhaOY4gyD0W3IThWrZpSqL0MXN/6Er7e9QauSD3Gp459np+1vJA94dOro6O5NOnYmU00AVxBxBBO2DY8FN8BwJ+NXs/b5m7hiK+Xd4U+iiUqNaa7EC7+H4ZHEPAKkFsidl9qBvG72DUIwKaQnwujQf7y6MQieVLOYlvRo8qM6ieSgksjat2ah9F66rDTI1O0XIqmRdK0eMvRSabd0wcbGWhWJMZ0i5zlsDtf5strunljW4x3HhzlHwamuDOVp8frWSRfAJ2ayqFShT35MnvyZcq2w7awjyf/P/bOO8yus7r6v1Nvr9O7pJFGXZZkuUjuBbDB9E7oEAiQhJaQLwklhBBICISQ0BJ6MxgMxr33ItlW79Joep+5c3s59f3+OHfuzKjYpgWSaD0PRnPPue+p97zr7L322tnSIoMXF1gZ9FF2BVclI8S1Z5/6vz48XXO8v382x/5ciZ35Eq9qShCu9nf8xvA0D6fzXBgP8d7Oxf6VN0+m+atjI2Rshxc2ZPhmtaH3fzcW9qLUfz/877Q4S77+hyIc7mHp0veTST9BPLGVRHwLut6AYYyjaUkQNi0tryab3Uk4vJL6+qs43usRGq+Z9o4a+bLtPAcOfADTStHS/CpaW1+FcrEfa3QUORJBiUZxXZPde95MNruLUGg5mzb+gKVL3ktT44uZnLoF58gUuT/+AtorbZwli/c1Ft3MORu+uuizUmmA4eHv4DgFcrm97PnJLCMHTiCpMHTiRq59+1fJZvegRtJIeYe2rZPUrcoy/fl/JfioCygoMxLuh3KelYUBsR/ISJaE2vN8Gv2X4GwvMr7u64jA5KJtS9VUIzJoR6HSH8B9QRl5Xt/sJboCglDQwCxUJyRXhrKMfkRh1o0TWlvAMVRkn42iO2SP1dGQyrN2KI3uuoQDaZ5Y0ealYjJJJFmm8/JxcsPe5Dp9IIFrVR8MrkRhLIQ/YZItZFkoonJRGH26wdNraQ7Gila6tSA5a4ax0nFENUI1e4VCortMyLBJSfMTgyNsRkrH6AytAcllstKPnLZp6gAUELaE0ZYjObGBwZH95GfD2AuqEe2yyvKX9SNMmfShFlbmz6VYXs6R3I5F59URNhcEzkOf+DaG5JBb2kzBr3sRJx9YWpSKP4TjD9A4vIbxysCi72uWQ7gfQKGg1SO7nuWpLByWhqb5xchaDFdDxiHv03lqWR2Grnk8//4YAIJJ7h3/HhfWDbKtcYiI1kh/sY6+Qh0u8iJVnOQ6rJzIMBGPQA7GokG6onl0HJrVIi4Se2Zb2DvbjGDOGkPmR4MbPQ0hMFkJU+8rYrkKe7OtPDq7DMl26c030D6zjxVGmdJghECzZ6Y75muo6b8AsqEkMxet40+Gf8JHu/+UFxYeRxoRlCQf/3Xe1QB8duk7+WXyErpOHGU03YzWaGFqXrWag8x3W17CJTM7+OLRz1JvZ7k8/STXnvt10lps0fmdTTSwLHWCqUgTJTUAc1WM1YqVoF3EkHUcFkcpb226kneP/5wHEhd4xGvuF/J7imRsjQeRhcQDz1JpdyacHJkCWB/y87a2eiwh+PCR4VrK8Ux+YR9a2sJ/DE5xrOyRkznipUnwnvZ67pnN01syGKqY/G3vKB/rHUXh1FSmLklEVZklfp1d1b6MGnBdg3ftfjIxW6tSvD+Vq+nL5nBlMsyXh+epZ9lx+enG5dw6lebB2TyPpAuUXJfLEhG+unaJF7t/DoT5K0OT3DGTrZ2riKrwR/v7mDJtbpyY5ebNKxgom/zLwAQZ2+HxTIFL4hHWL3Ctf3A2T7qaxp1Lvf4+8DfLWrBcl8mywYuNX13H+LvCWfL1G6BY7Kf3xGeQJJWVPZ/E52t49i/9FtHV+Xa6Ot9e+3vtmi8wPnEj6dnHOXL0b9H1es7bchN+vyeKTCYvZWrqDjQtQXu7l+oTQrBv//tIpx8DPCI2t8yMG6TTD9LovxbLSpPPHwQExeJxUrMP09ryCmw7Qyr1MJVjO4mUJcyoUxNjhEI9JBMXsWTJe0/Zd1nWkWUfjlNACIn0VL+3PzZM9B9kx45rMa00bZfMou2tI9mTRZKguNEg8LCKJCRcxcEsqwT7bES7RuYdFsaTNg1cgG42QQ6SAy9icuW30I5IuCGBbySEs64JI+55PSlpieLTMQYn21j/vH6kZhnJChKduJCJiSyVTJHu8DpOFPcCAlvIaFcUkH4UIXarn7xfx9i0hRMzIziuQ6hsolcfkH7bQZJcJHQ2JC5jYvQoQ/foxFdNYpU06lflKM/4sUu6l470mwzc03bKufLJQSrpImbWh2MoJFcfZiy7n3AojK4pVKpphtKUn0R3AccWlPQxMP21qFTemuVQ4aGa0/74k424DjSsTiNWuOTvCDB5JI+uN7CsMcVIJUxqNgZIjD3RQrY/inAlLpTfSUO0A0c4SJLEdHmEGdMzd3RxeHL6NrYKi4AjuLB3jCeWt1II+pFdG6VUQC3k2JIcZmlDgeFSiB2pztpxClniRH2Uzu40r2jfh+kq3DfRzWg+StlRMVy1uh2ZA+31uKcRDs9NKztSHdT5TDYkplgXn2bnbBuPTi9+885EQhxRVS7oG8Oslzhot1Fv9BPyGdw33s10JYSokmCxYGzT1ZCrlPeuiR6eLnfRl1zCjVe9DleSuHjnfaw9upeAUZ0UKzb79W7OtY6zvDTM+uxRno6vr4VbZSH4l6VvZ3vyXF5zyVdYWhwmemyEK7ffwb2XvZRcME7P9p28MPUwPtXhBv1VPLDsMsqKj7TPi8g1WLMkq95fDdYs9WZ6EfnSLINLd9zNOfmjfNB/G0OhFo75O/njdZ/CrpKt7tIwfYF2irK2KKU47Gvimk1fw+8Y82atv0MtlwQEZCidIYQVVhTumjnVmmEhzqTt8kkS/7C8hb/pHVtErI6WDL44OMn7OhvPqPUKSF7V7+WJCC9vSrA7X+LY6GJSYQmPMB0oVBa1MXJPsz8a8NB5PVy3u5en8/MEysKrEgSqLYBmmLUcArLM8IKUYoOmsDoc5C+WNFNxxlAkib9a1kJvqcInT4wzadqsDPl5dPMK+ssGU6ZFi+/0afyTcddMjnzVVLVVVxgpGaSqfw9XTEqui+G6WNXooy0EFbH4CF/eFOfhdJ605XB+7PfXSsgny/xjTwelUonDh8+Sr/8VOHb8k8zOPgKAhML69f/+e92fROJ8SuUBxsd/BoBpzrBn77u48IJbAFi18pMsW/p+VDWELHuVbv0D/046/URtDEUJIEkSxWIfu/e8BcMYY3Tsx2za+AM0rQ7DGCUQWEIysQ2Ao0c/Ti6/D9aBXQ9u0htH1xvZcu7PUNUQ6fQOjhz9HsFgF93L/gJJkvH7W+nu/gtGR39CoXCQ6NJxzFICWXWpXztLseS1K9JD0L5tmrn3VatHkHmJTeCQQuFaBy0uKI0GUP02sg9Kl7tYjxfxm+BiYwWnqGR1jj7UTkuqxPKSn9za+Tf7GSPCYEuElmUzBLNbaT38FmRkJKFQLj7FxgC0xzfiSg5TlWGc8DjhUIXGGRef5ZIsVHhqfBqn2rx7oDHGEimNlJHItCq0bJuk0dfBzKF9TKRnoBAELUHHZeNIEoRaihz5RRd2Tid10Ovdp4ZNtHIdITWBrvgp1x0mP6shqQ4SLkYqxPiqbxBbXaBtNMjMgQTZgShGVsexYXxHM3bRv+gV3xE25yevIaRF6MscoL9wgMmdTUzvryOQNDByLnZJ5qr1vUytVulQcmg7TCb2e2mq4kSQ5vOnCMwqCFtgSnmi5x0h3ZeFPo9ta5ZNIeCjryFOslghEwpQCgYBF9dSkXFI6CUurB/Grzg0B2Y5kU8yY3rl57aqcqytjnObRghpFiEs1sUnGSwm2JtuRZUcbOFV+TnaYuE+SEhC0JgtMhkPI5DxKxVkyUWWoCVw+im1qKs8vLITR5XQp4OknWU0cZT92Wbmo4+CgyvOYdnQcWTHQXVsZOG1tzY1ncmixgNbryQT867foZ6NrD26t7aNobZlpKQUsgTHAu30+dpBlvEZZS6dfYq/7/sPPrziLwHIqRH2RlfBeWtorkzy1slb+HLH67nEd5ivX/dnTPrquSK1g1/s/lPet/pjnAgvAeCXDZfzspmHWF4a4unoWo4Hu2ipTOJzLQaC7bzgwZtYfWI/AN9svJjN8Vkei29mc/YgO2NrcWSNA+EVtbZAcStDvZVBdR3eMH4rDyXP5776baeewF9BVC8BAQkCinLaXogLEZAVWnWZrCOYrrrC65LE8qCPmKouqgI8Hc6UejSE4MbJDCFZIuOIRZ//++AkQ2XzjKnGctUD7I5Ujq6H9hE+Q+RvV+FUa4vTwQJunMpgn2SVIQPN1fv7okSEr69ZwgOzOW6dSgPeeWzSVb6/fhlNPo0mn8Yt5/bUvv/d0Rkmqy2DxiomHzg8xJ2pLDFV4QurOnl+/eKIqCsE3x6dwXQFf9zegCp75/npbBEZGDed2q/ML0u0+HQ+dmyUkuvyvLooU5bF5miI82KLbSQuSUa5c8tKMrZNd+DUyur/6zhLvn4TLPjRnOpP/PvBQiIF4NjeG6IQLpIko+vJRcuLxRPMPaoUJUp93dXkcgfI5fbW+jWWy0MMDPw7huGl7wKBLvzV1IlYoO1yw9RCBOHwKlQ1hBCCo8c+XhXgq+haPZ3VaF1ry6uxrSz5/B6aNs7SvNEkHFpDLj9AdXAi0XPQ9Xoyme04ThEkKL9AwLk9tB59Pda9OvtmHmHq0CGWPH8YPSTx8PBtrJALVMgyO72dmYeW4CgKwwmFfF2C83svQygmxUqJwyd2svRFhwm3likZT7N3WpBMbaU9shz/nnsIZCYpBe7g3K3v56Cyh4FymeM3yzQIT5YrJAlNDYAooQYthCt4dEUroigTW52jde0MyFmSyySmf96FkQ7gmPK8VEZ2sfM6ICOrDl1XjRHUgxSORzEGdEw5S2YchO29scqqy/nqG8hmv4jjQKStBAKyA1GCDQaKCuXpgJciXYBVsfPpCno6IF8sykDhIAIX11QpTqhIjoOi2xhNAr3i0J4yaegcY2K/F83VYwa+iMV9+39ApSxAdlEmbZyyCnhC9q6pNMP1UfqbGxmV/TQGOrkkvI6HJm9g7oJKsovEfJGDsWg/BQKZjOWnWRSwUBjxdSFkhYHS4vt2wVfQJAskiSXjOVrSBVIhP7amcqKQpN5XRJE0JivLT/99RalN5CE1xeRMkAlaUSUdW5goqBxvX8Kdl7+ShtkJTEXjbTd/BceVsYRCwPIiH3XZafqdFQhJJpLLzHWspK7F5Z4rXkqfsYUlhz7FHfGtzIbqake75sFHGAiE2Vp+gNuuugwQ1FdSFPQIhuwjaWVozIzzyKpLazquu+sv4srZHYwFPI1N1M7zyom7+Xj3exkIVL1HJImtmb3sqH7HPxeFQxAIwU2NV/JkdB3NRsqzhBBiUT9GV/I8xK6ZeZjOygQfP/FVno5vIKuG8bkGhuJHtw3OzR3kieRm7/wVs7zknp/gM8rsW30euzYsJmsyUBJQehbiJfAaVadsB22BDGBbPETJdjhRqtCkKUxaDhLQrCuMm6eOebr0IsC+QhldljnZP77kCn4yMcvLG2PcNJWtLT3dOC6Qc0WtNc8z4Zq6KFOmVUsrLoyjjlUsXlgf41ixwr5CGUt4Y79+fx/3nreK+1I5fjGZZnXIX2vvI4APL2mupfhcIfjQkSGOFQ0uT0Z4T2cjXxuaYsKw2BIN8kgmjyU8p/7/GJo8hXx9oneUb43M4OI1zf7i6i4+t7KD82Mh9uSKfHtsvvtAo6ayO19id97zTmz3adx73sozasjqdZV6/SzNOB3OnpXfAD09H+XY8c8gSyo9Kz7+a40xOnYDhcIRlnS9lzmh7W+CULCbucYUkqRRV3cpT+98DYYxQV3d5axa+feL1m9vfyPFwhEcp4wkawwM/jujYz8kEb+IQGAJpjlDLLYZw5xkrvDZ6wcJrmvS1voGRkZ/SLF4AhE28PnaqKu7hGVLP1TdgovjzAXgbaxqasS28+zZ+w7K5RF0vRlNixIMLCU1sx2pWoHo2BI+pYfU7C8RwsR1JYQtIWsuiaHnke68n3L8OE2ZOMN36FQeuYTIiiylTIndeN5HLT02S64ZInUgQf5YhPr8FEGpE3kmQq54HMMpoYWr06+vQil5iP5jRcz6XcTq+zCTAt/REiNHvseJBhPTsgEfx5qTNGWLlCN+Vq/ahC/6S8I9owhXopLRkFWBP16pBQVkVdB5XoHJJyM0bkiT6Q8hbAUtUa6lAhs3z9Aa7Kbp0FtRrBD3698mlcuw8Ge6KXYNiXCCMO8jve9m0oFplLpZVr22l9njUWYOR9FjBkZmLr3gjW25Jkb/gzgT+3EjjYiQi6S6CFtBcVzOGZjECkPa9iFCLiP+AF2DJZJ6iVkzSOvWCYYfaMeZsxd3ZZzSfApDyDK9LXXVVJVDREuwKXkljrCRPMtQ4j0ZIp1F9g420FgwOJarI2/Pd4MACCkVHp/uZEw0MhNbymF/D3rdKL6ZxTVoGhqWaxAvVVgzOsXx1no022EiHiZerDATC7En3caxXAO6FKRgS3jT5PzEJyGT1BtIm97YnaEMXaEMe9MdrE9cxnRliESgg69cva3m8u4zSuy46hpCosSyB57CZxn4ZYtvT/4jN/leQL9Zx1VH7ubx5nPZ3rWFXesvRHUdjukdvGvpR1lnHCc5O0UhFKZtYhgtW+G+7AoGO7t4y9gv6aqM8a2WlzOj+Kkofj7f9TbiY6OMB5JErDx5LYIkBH+66m8oy35k4XD9vr/kv9pexbC/FVU42FVThZ83Px+fXWZZaYjRVSuwFJXz2iZ4XfoO1N5HubX+Uj6w8v9Vb5P5KI7iWOS0CHu1NeyNrAZJoid/gkq1wOfizC5SWoL94eU14gWwdedDtE8MAbDx0FPs2bCNIHO20c+9QfbCtjpzESgBPJIu1D6fo4kCmDwD8doQ9nOiZFA4qZ1byRWYrkOdKpM6qT+jhOdav3Afnsnwvtoa9pR1ApJEWQiW+HX+fkUbn+sfX0C+pNp/b5qcxQb+qKWO/rLJbJWYjlRMZi2bjxwdZtSwiCoyW6JBjpcNuvw+Xtk8/zJy81SGn06kcYD+skG9rjJt2pSFIGU5i3bOOc3BDJTnG3IPVwsFZEnitS11vLgxwd2pHBOGTVSVadBUhowF9iaOS8lxif9+WxX/j8RZ8vUbIBRawaaN3/q1vz86+mOOHf8Urlshn9vPmjXf/Y33acmS9yLLfsqVYbo638n4xC/Jjv0IgOnpu+he9mG0BVqQRPw8LrjgDlzXZPuO5wNgWbNMTd+CqiZZufLvaW66jmx2D4XCMVy3QkvzS3GcCrt3v4l84QiKEkYILwIghI1wTQ4e+iCtra+huek62prewsT0TWhagLrk5d6xj/2UbHYnAKoaZ9PGX7B335/gMp+TVzTBTOantb9l2YuzOaV6zPgYuZbHEKpJYno9L+q6Es2NoA7YjOT/lbRPQk+YNKzNIquCcNM4avsEDV9XYSSD7fczWjyGTwmRHw2iaHmsssr0oQS2MJhM7ET8sQ0KBLYLKrG9JO0oqZ2drItfTCVWYJ/7CPElOcrt3yTaUkbRqqTRkggkLBZKIIQLmWlBoH2cQm+IiSMJhCsTW5IDyavKdCoKoclz0UxPx2OZC7ytEDT7u+mOnoNkyWhWlLHQMrL6EPUN3rlPLMtz9GfdKLq74Hsehma3s/T4FKpVQUzJ1C1pJBULILk2q0dSHG9Jkg/4WKEYhJQKrgLZuEZCL5P0XczkA3GcZxOryvNpumljmEcnb2RFbAtxvZG0OUn2RJzMsQQTcQOrouBW1EX7CBKGq/KqroP8WH8lM1K95/ZuLdbVSLj41RxBBBnZz5Pd7diqykwwiKimgiTHRagKJUenVItNzBMvAbQEV7IxcR6m8/f45ArLw9M8MLkcF0FLcCkropt4KPcQUiXP6+6/gfrZKaaTTdzw4rdzzvQBzinnq9E7jd58He+cvImU4SfRWOEKhnlDx8W4qoZZbW56PNnNgNlGIjPDxQd2kI4l6OtYjpBlupYbfODEv+MXNgdDyxgJNIMkkVcClNqWMiLJhMs5dNlkUk/WRPIRq0RHZYKD4eU4c9YBC248Qw3gGoLR1iU8sfwiXnbgb/FVX6LqzVnKavAUy4hFNhHVz4+Fltau76ivifX5Y6e432diSWxZQXUdKrofl3niVbtFqLqsyxJJXWWgYp2SMzgd2fEo/TwW/ttl3mpijggJoK9ssiTgO63DvQ18tLuNDx4dXvS5A/zyWfRkJ68/t3+XxsI8lPWOuCIEr2iI8Xcr2pm1bB5Oe597KU3vPhR4kUCAe1I5rkiE+cW057x/UTxC3nbIO94W8o7La1rqeEljvGZ2+oHDgzyRKXBxPIxflim6LgFF5nixQqGqO01ZNi9rjPP98VkCssQbWk6NIL++JUlvsYIDvKpp8fKgIrNz2zoM18Uny3x9eIqhQZOC41Kvq7y8MVHTp53Fr4az5Ov3iDnbBgDTSv1WxpQkma6ud9b+jkXPQVVj2HYWTatDUU6NrkmSjKL4icfPY3o6g+NUAAfbnqVYOIrU/FLi8XO58II7EMJBljXS6afI5nYB4LoldL0R05xFVUOMT/wcgEpllOJwPfd/+yHiaydJrkyxd9/b6F72F8RiG9G0OiwrhaIEOHDggxSLx854XHPzg6ILbJFiZsmNSI73o4+NXo5PavBeh4XLlowPK91L6iMmdvUOl2RwVguOvzKAtesnqPVr6S8ewJeoEGkro/hdyikFM6sDLnrEgaq3ZGWLCwGX6EyBnpHraPEvR+DQtjTHzIqfY+QUjJxGIG7iOhLF/gYUkWVsd5RGfztNnTpatp14tER21S303d5e873KjYRo3TZJfEkR1W+TG91PaGITqhukPlpHWZ3ELisIR6Et0o1UE4C7WMEJKhkdx4ThR1oojHj2BY7ptfxZdI2FhOOa3g9euMhCgJARsiBTp5P3e4acxekAwYYKinCxJzVcLmFT8nIempgCTiJfNZNO7z8LRekAs+YE26dv4cL6l3As+ySzltcOysj4kHz2SWvPjQlT5SCrKjvZLs5FNspo2VkWEqeoZpC1vIiZJtlYincufVqUiutNckJVQQh8DiydyjKSCLBu6yAln8rU/jrcaIAvnLeV19/yLVaEQ6xOFtlltrI/1wQIdkzdTiS6jLHM01y2PUvr1CgALVMj/OW+L9OSGmMEDYGMIju0BPM4AsbcBLdMdSLX+SilTKSkg5AVVNOgLj1F/cwEB9ds4eKn70N3TGaSjezZeCF/P/BV/MIjRe8bvp4bm54PQqAKG1v19DL5cHJeY1X9QWTVME9H1rC6eIK+QDsuEpJwF/VyHAh11s7dT5pewKpiH5qw+dSyat/YZ6t+O0lgn1XDLCmP0FSZZNI/by8wdO5lPCIEiWyK7ZsvP+1QPgm2JSJ8fe0Svjw0yb8OTs0vA0xOr9c6UwpxDgsTenPIOy595dNX2fUEfdxW1VCdCSf3Mmz1aWQtZ5GP2EIoijeh2tX9+MV0lt6yQdpyahqskzFHRkcNi6RP46HzV+EKwcpwgG8MT+GTZJb4Vc6JBLk4Ea79Yr45PM2PJ7z9H5lI877ORgYqJi9uiHFhLMwDs3mmTItNkSCfWdnBa1rqiKkK3aFT2wG9sCHO1XVRBJ44/XSY+/yVjQlGKyabI0Fe1nwGKcBZPCecJV+/R3R1vZtcfi+mmaa5+WW/k23U1V3C6lX/SCbzJO3tb0F+hpYfa1b/C5WlIxzv/WcymSfw6U20t7+xtlySZCRJxq3YBKVlBIPdlEonCAaXcc6G/8RxSszMPExf/+eZmyyPPP4wuZlpmuI5kBxsO89sejvt7W9k7ZovkEo9xNT0nWSy28+wV7JHHkvgkENWHVSf924r5AqO4adi2vgAVzicqOzE7gnTVqzHVccWjeSakDLCZPwOUcObTBPdOXxVd/ZQS5ll1w3Sf2cHuaEwoaYysuoi+zxxtZH2oVdTw8XkIUoRr0LTF3VwLIepvUny4yFCM2sZPpgiXyqwuuEKWotrvO+E+siIWwhO2+QdB6HICEsldShJ4zqP2OzfO8GB6esJqhGmKgNEWorkC3EQgsHcIdr8PfiUIEZwmCNHJjFzSeyKTLY/Mm9kKjlIMouMTSu6Sl9jnIZciXxAZzo65x6vMBJO1GatsScaKac0yukAlWk/6+L1WG6FdfGL2Z9+mFlzHAkLgUprpox1eZHUkTiuoSFJbq26Eu8KcW3bHxPREjQFurhz9JsYbgmQEMaC+1AIz/oDGRuZO8a9iErA7V/guFElXl15fCkBVfJliXl/kCb/ElLmKBIQ15sZLh3GUGEk6efii44yuVFFVh3WtfdjD7eTj8QRwGxyOccvyKFFTFZPTtJ/Zzcpc4SZmRGErLBy4EjNTV0OKnx/+auZ2lDPxrrtXPbUvRio3FLcxExdO9LgDOFyESOnsjSzn0Otayj5Q1yw6yHO2/c4fR3LGVx7LtM966nLD7Bjw1Zyepwvd76B1cU+smqEO+svYq5lQswuYLsGWTXsfSbLaGYFS593nX/72k/RYqaQXAcfLgGnQlpJLLjz58nVnQ2X8mDyAmQcLOXUiXhuTK+3ZPXkL2q06jLub+JzS9+JLOYJRUCWmLIdpjZecvoxqygLuH82z3sP9vP0AgNUgGcyI/h1FbUBWa6Z8C7c1zu29HDN02d+2QOvEnwOS/w6d27p4a6ZLF8YmGTcsBYRs3OjQZ5IFxYVAghgX1V8rwJhVcFy3VoqVQY2RgLsypcRQH/JZEWVHP1sPMXHescQQNaWiGkGVzx5hM3REN9ev5RDxfnqSAfoLxl8ckUbrX6d/fkSWduh5Ap25UvMWDabY97v/cuDk3xleIo6TeWWzSuIVbVaepVcCSEwXMETmQKrwv5F1ZFCCN60v4/d+TIxVcanyFzbEH/Gc3gWZ8YfLPkaGRnhs5/9LE8//TRCCM4991z++q//mo6Ojt/3rv3W4Pe3cN6WX9QamZZKpd/KuN5DQyBVH56NjdfQ2HjNs35PkiQCgQ7Wr/sSpjmDpsWQ5cUh5dKBGbK39SFsl5Xnf5Hy2gPUJS+tCfBDoZVUfvIgzvExYq9+KcFVy+jb9TSFiSDBBhvdH6W+7nIA6uouJpncykzqgdr4qhpDUYLU113B2PiNCGFg22nWbfp3jvd+plYEAIAToffWJCfyP2d1+GLyYpJjs3tRdJnOv/ooIv9BhGtgZFXMkk5xzE/mRIxQ2WRd6jA5WyKDhOtU5zUFom1lol15Zo/GKU2EqVs3jV1WPX+ttI8TxpPYzXGy5/wEVy0z/FAz5Rk/wcYyLQ1JornzWdO0jTtG/guAtDFJa3A5iqQxmy7i3hBkw5NpDrXKjFSFr1bOT24kgGMoOLZExU5TsNMgZFbkXoRen+TJqVuZMUa5Z+x7BJUI6coIruw9qDO9CSR5YY5TIb40TbC5TPpgA1Y6jIVBf2OC/sa5lLNEoL6EkdVxLdUrklCSdIVXM3TiEFpuDEuzOZB5lCPZHdT729Bkz/leoIDi0Ohvo9ixm1BjhexgBDXsMLm7Hlm4BGWD8+uXEdHiSJKEXw1ySeOruHfiu/gTBmZRqzrkc1LkZcGbtyyhOeAoCm41wdO4cYYGo0RkRyMqLn2ZOiyhAi5d4TWcH7wW17XZm36wNowSEIgOB6F6hG9GD/Lz+HWsObobCVh2gYuVNLHLCpZkYGpZcDQkIB1NkI3VsWzkKDhgojEVqMfU/PR1reSyp+5BdcGYccgpLlasnnC5iM+2sHx+8hGPBB1atZmtex4mWspjuILHejazrFiHWX0ZOh5awgu2fKMW0ZIdk4Cw+MfeL7Etu5v3rvwoOyIbiGVTWJqfjO5fFJEa93tVqTbgSAohK09RXVB9tuAcVxQfkhC8tjLKDf5W5vzPdeC89E4+3fslNNfm37reyA3N19aiThrgzJUWSRKuNE+gfZJEucrg14X8zJgWM5Zz2qpEAdw9++t7dJ0qlT8zsrbDVckI983ONwFa4dO4+qmjjFbMZ/jmvJA+pshc1+C5y5cchze21qEh8blBrwBJBy6KhzmYm39+y3jEz3RdLKBFV1kTCXAgV6LoelHfFp/Gm1vrSQ1OIkte+m8Of39ivBbFM4Vgb1Uv9mi6wEDZ5O+Xt3F/KsekaeMCt8xkGTJM7tqykpGKSaaqHctYDhnLoUHXEELwz/0TGFUt2NsP9HPjphUA7MmV+PCRIcqui+PCoGHS7tP4zvqlrIt4L5y2gKlqBC9ruzyZLf7OyFfOdjBclwb9f6+Y7A+WfL3vfe9j3bp13H///Qgh+PSnP8173/tebrnllt/3rv3W8VxM754rcrkDHDr8ERynTGfHW+noeMuvtT9n8iwr75nCSXvvqPZxk7bnvWbR8vxd9yBdfxTFMDBGbmXtL35KfXsX+XSK9g3NqGqYQGDey0qSFLq6/oTJiV8SDC1jebdXci+ERSr1EBVjFE1LEAwuIT5wFdKMj3TnvTh1Odau/CHF6dcRqB+kkNuLXdRZ4XNIHU1g5WQ6O97N9l/8kMmdDYBEMBEgmBBsGR4lNFshBkRPuJTOXXyMSy/KEzbeSFg0IeUn2Rv6OvElRfRIhtL0HRyb9NOolSmO+5k9FgNXpjLrI4TKhqWdFMxeXKUCrsDYdiOjHEbKJXnyqX7W9PtQRZEVk2myIR/FqIYeMem/qwNhK+jRCj7HxEalwd9Bd8NFyJJM1prmSP4Jyk6espMHWUZSbYTttfgRCCTV8UT8IZOW82fQIzaRthLHb1oCxtxPXQZJIOkWrVun6Lt9/mWm3t/GrDlBxSmgIeFoGp63mclEuZ/51J8EjsyJiET35BrcNfuINjsUizBjn4M5JVjD02SNpwjbLyakxXGFy4w5RPeLhgi1lDCzOsdvbYeyAhK4qkBYcxqw+RSjJQPYqEEbLWDjmBLlLplI1wxT+xNYj6ugQCXawr7MQ6wU55E3U/Tmd3tH6zhsSY7QPlYmH1Y5cbCJ6YNJuq3tLKvObvvvm6HlwiCjjzRjFvRaNlUAe1ZvIRevZ/ngUQD0UoXO6QH6WlawutSPFFUZ0ZsIlwo4SCQz8/KB+sw0kuMgFIWyL4AtKww2dWFV9VoTvnpeNP0QT8bWk1EjZLRYjSRtGNpPKRrl8vTTRJwiK0sDHA4sZdvOB5mN1bFr/YWUgxHcBf0q52ApOpZyeh1OSIKigE/3fpGXTd7Lw1u+zViVuFnA20d/warSAABvGL+NG5qvrZEAC2pas5ORcVziqkJnVWC+ORqk86F9p1332ZBQZdZHgkyZFjnLYWxByk4ADarCxLNUTM7BBtaHAxzKlxmvWlbsKy8mXT7Ap8jknFPjaypwVV2U3lKFoSpZu3M6U6s8lPFSpV8dmvLa57iCkCzx9bVL2JoI862RGfbly4QVmesnvKrBMHBNfYT3L23ly8NTxFWZS5IRXtQYr40/Zc0fswbUaQoTlkObX6NJVwmpCo9esJpznzhIplo0MGFYOELw/PoYL26Mc6xQ4fx4iOVBL23tCHAXJGZnFpzXrw1PcfAkbdyIYfG6vX28sinBJ1e0ockSz6uLcudMlnpN5Xl1UUzXrUXNflu4azrLR3tHKDsub2tr4MNL/+f0kfxV8AdJvrLZLPX19bz//e8nGPRY95vf/GZe+tKXks1micVizzLC/10MDX+TYtGbKMYnfv5rka9ngtYapnwkDY6LWh84Zbk9PoEwPHJWyQ7z1OMvpnv9X7J6zXW1dUqlQcbGbqC+/iqyud0MDf0nkqTS3PxSVDWM61oMDHyTeOJ8ZEklWXcF0rEEscNXINkyw30Wk/oEE9Gvkjgvh6xCIGkTSFb9gIJpDh78O8z7l4Nez9xEHgg38uZ//gL7n38uzFZpRGHxgyM7FKRj9lrqIo3kWp4gkF5O4+oiqN7D3hc3KQ0lESKLGnBQNBfH8NoDVYbrGWzcR2Dzfqx+CX/cJdJWoKI+CUB4oo3BbJx4wURzXDqdNAetZiqz8+kfM+dn+TnDNNyj0bTx7ciSjCMcLNcktixLpjeG98gXxJfnyByPeelFV0FU4wyBOgM9Uj0XEQs9bFM2FvzUBWDIzByMo4VszJyCJLuMlo5hVQsnrOCz+/Lk7Vkm9i8lMvRCJtTddF09wrrIgwzk6nl6oBmQOJj9Dmti25ipjDEpH6CnvkJxIoBrKagCDFRvf6wzJJYkkBQXu6RhlzQG7mmn4+Ip7IrM2JONuIqKHY5jNbWT6jvI7pmbUGUHBQUXGVeR6XMTdFTSNO10ePxwPYuia0B51sfgvW0Lmn7XKCYX7XyQG1/4JgxdZ0tggIBiUbf/ezx1cBVJcth5lzYxVhWaW5iKjqHq+GwTOV6HqOrR/JJBywaFfRur9gtCsMTN81hoI5ceeYiHl24jk4jXlg02L6HNElgXvo+/nnb4bvOLQJL55TXzfVB7Ar6aw/pzg0vZ9dK7h4LLeItTImwXUNwkrqwigKFACzYyKi4TvvpfYWx4VVOCT61o44HZHC/ZuTil57fLWGoAwbOnENeFg9yw0bMG+dtjI3xzdKa2TIbnTLxUIKYpfHFo6hnXM4CELJE7zbA28POpDArz+iy/rHCktJjAmcynKYuu4GChzNX1Mf6sy9PEXT+e4qcTXmWjATwvEeJgsVyrUhysWLy5tZ7OgI/KSdWZAnhjWwMgeG1zklC1Xc6MZWMuIIzrwgGUKnn/z7VLTj0fskS9qjBeNWodMyymTYsGXaPLry+q8JzDjGXzk4lZ3tXRQJtf57MrO/jQkmbetO8Eb9zXx/pIkBs2dp9RK/br4MbJNMMVL+54Xyp3lnz9tlGpVJicnDztsoaGBr75zW8u+uyuu+6ira3tVyJeQojfWirvvwPlcnnR//860LR25mSfipL8rR+/emE9obiCKNv4zqk/ZXz/K15OYOfTFE48QXF9nrI8wtDwDQSDF6IoQRynxL7976BS6Wds/EZ0rQmz2oNwfOJ2IpHL2Lvv1RjGMJN7khQGOgjF07Rt/Qfk8wX1h19D3/BhyraXRrB8dbRsmVm0D0rAoH7tBOWWWZTMm/GpGaySw/qrX0CpVCK7ZRt+4zEMW6O3IUxLMYMWKlNJa4w+1ojddJzSeQ9hR6aQinGO/rKNjssm8cVM/Pkuts7+NaWdRxjZ/K+0bZsk2x8hNxpkKj/BdGmUUNki1m6RG4pi5jWKk0EqORVFs0mHwzza044iQG0wYbZanae4CEciEIXpiQ56W6Axcz8rxGbyVpoB50nal2epZHQqMwESPVk6LpnENVSKEwHssgpVB/j8aIj8SBBf3MBIhVCzrYR0C5GYAElQmgghUMj2xVB9FmrQxJcoUxwTtF08hT9hkBuIML2/7qSrv1D27P17otLPRMlBVvwcu34ppqmiBi3C7XkKo2FM12BPei6trNJ/VxulqTkfspMl1NUIsJAWafEl2WtYDgLhSAw92OqtBtiRCOe1TtHs7OE+uxVTqJiOSqMvxyWN/dw4vIFcp8SNmdWUUz4WGqfObV9GnEK85hA0K7z19v/iquRR1sSnEAKCaZvUlExRD6BUJ1zVdZArZW549TsIVEp0TAyiXnI1lBwQgubJUV6YfYJvWW8k64+DJJGYGuXiRx4inMtyzdEJvvXqP/MKBSSJtD+JpGR4k3YJx9uicNKE7JMk0qYBrjMfjTpTo+saZKpdkXgyvoGH4ps5HupCSErtu59a9idMaUkiTpF/63oT4NWxRGTIPANr0iS4dXKWmyZT5B3PtLS+kqLOzrCy1M+HB77DFVu+g/sszZx1Cf66Y/65NVWaj8acybUevCeewmLdWL0q11zanwkaEFVkJqwzk7q5JRdHA3xxeQtvPzrKkGFhuoJS1ZpiZcDHpGnT4lN5QdTPtTsO029YXJkI8bllzfyLrjJq2lhIvPv4BGHZK0AoCag4Dv/vyCAjhk23X2dr2Mf2guHd44BjWfxZex0Ip3Zu6oXg8kSYXYUy7brKvy1rOuV5LIRgwLBIqAq3p/I14gWeTcRX+sbo9Gn8aVOUoHC5LZXnYMmoNizzth2WJRTToOR6L3SPz+bZW9WyPZ0tsjeVYd1phPy/Ltb6Ve6RJSquoFNXfmtz2G9jfn0umJMRPRsksVBV+N+IHTt28OY3v/m0y7785S9z9dVX1/6+/vrr+exnP8tXv/pVtm07jcvyabB//35M85lz+v8bIYTAMO5AiDR+/yuRpN/ej+JXQan0dUzrfrwJLoIkqWjqeej6CykU/4q5x6Qir8NxDwMyPv0luO4klv0owoFDP+nGynvpk8ZN00gyZI40YJUlXNdFUqHj4nGSK+er8BbOP7YhY2SaaO7+G4RIUyp/DSFMpg8JRh720qqBBoVz3vAShnfcRKrXJtoxiz8iSKycRZLBLKoc/lE3yKCHLFYpz2NVbCu2nqH/or/F1YpU0jpHfrZ0AaGQUAMWss/y0oBhiyVXjaOHbXLDQfpu78DfUMbI6CgquI6EawFCxU+ECjnmKYADKDRtmWT2SAKr4FVjqgGHJc8fRfXbzB6JkToWwylXjVh1C2GqyCo4NkiKoOPSMeLL8hz4Xs98P8kF8CfK+JMmnZdNEs6soSRNs+fGOIupiIseq2BmAyd9fjIEKA5ayMbJhRCqWU2PwsKU4vzfc4+ghW/Pbu3vjiuHGXm4tTqGu2i9Ol+e1y89iIbFd06cS9oK1r7ftmqGQI+PgXuC2OU57cjJ2188nitryO5i20wHeP2S/XQEMgD05RP8YmQtYkGFp62qVFSd77/6TymGogCsxuQwOs9/8BesO7qbgGQwu7Sdxy54HsWizFX33kSsmK3tzw2veTeDyWoauFrVqLgWq/sOMB1tYDrZhFDVqubJ+06wkKUUjDz3dj/CAUkB4bAxd5j9kVXzFhWn/wI63iTs0ZiTr93Jny2G36nw0b6v8/Kp+9iw9UbP0PU025gbow3BR0Mu9TIEJfjzgsSJqhFvEhcbidwZtrkUl/5azHLhuOI0n82jVXJZJwvudhaew1PHlxG82Sd4tU9gC3jMhH825Nq6f+JzuUoX+IHvVCRutKoN5xF8MejyqbLEzElNtXVEtQ3R/H5KCK5SXY45EiUBy1R4hy540pG4QBW0nfTzNYSnOzvdfP+lssTDlkRUgkZJsN+df/mII8hU66dfqgneGRDcZEh8y5BwkGiRXNaocIUm2LTgFpl14K9KMmNCokt2+ZeQIPjbU84A8KQFGQFXaSxqXL8QfTb4ZWg9za2fduAnpkSbIrhOe5Z3kt8BdF1n/fr1z7jO7y3ydcEFF3D06NFnXMc0TT7zmc9w++238/Wvf50LL7zwV9qGpmksX34GZ+s/QJTLZQYGBliyZAmBwKkpveeONb+1ffp1IcTnGZ+4npnp2yiWDiAEOO52TOsQiqyCFCAYXMaqlV8hnX6Y2aE08cQFDKWqNhkyKKonVpUU0MIW03vqMYuQXDlL0+YZFF1C8VUnyqrboSSBcGVcWyBcCDWNU658nEBgKa7rifXDzT6gkdjyNF2XT1ApH6ThHGjc2AiUEKJc0/1ouovid7FLKmY2QLzJC4EbgQksSthZlfKsRrInQ34kVCVHHqFSJBmz4KPryjH0qpFrqKVMy9ZJxp9oINBoIKsu8SVF0sejlKZVKuRZ+ODvunqUwngQqyzXxm7anCLYVCbTG2HmYBLF79Dz8n4m99RRnAhgpKtNl+2qn5AjUZ4OEFuaR0gL3rUWzEOVjA/XlWjd8z6CR30YR28i48syUBddNLE/M/FaqAlTsXIqnW1JxtKjCxp1nzwZVi+27BJM5inPBBEnTaD+qIWiudUxFm9bAmTXQVbg6qbj/HRkvTceErmSn8x9CvLCcIjsoqgCx1Sr++EdW6C+TNvWSQQSA3e3sjpwBUlfC5PlAY7mnuQRdS1XqIeRXMGhfCPeJOltvzs6w7a6Qe4XG7hgahf7G9cQsSXetvcm/qP7SlqnhlGEiyk0pNE8777rPxiZDWMLlUZfgWkjTKarhU9VHuYDvJaS64JrU5GDyI7D0Y5VyEIgC4GNhAO8dfTnXJzZzbFyA7sKHdx76UufEwFThYuNTLiQZ09kNUgyTZUppnx1XgTsFEic+RVWelYLiIri557kBewJ96DK2hmE8vPX1FRVPlhyaPNpfGtlG5Hecag2Zc4gE6zqqhYdE95VHEU+KTomVZdL2EBChrR76r1rKSoPPUOETAa6dJU2v0ZaVcg1xmn2qXxl/2Dt6BXg5T1LWVFN168dn+XGIS8iL5AoNbawPl3kgZMqPM2TfO4AgpLE465KSQjiiswnVrXz3mOjDJoOP7IkfryqnfWR5zY/HN/bT9myKAvoDAWIl03KjsurG2P0li2258u4wB22zLJokrxh4Ux79Dbo8/Nf5yypjfXDyTR7CgZvaIzxU13l0WyJK+JB6n8HovjVz7L8n4em+e5kBl2S+HBHPW9sii9a/pqDQzxtVdBtqG9s4O0tid/i/PrM6O3tfU7r/UFqvgBmZ2d5z3veg2ma/OxnP/u1qhwlSappxv4nIRAI/I/c75OxpOv1jI/Pm9A6TgXH8X7YDfXXsH79fyBJErtvzrL7ztuQlbto2uyjfr1HojqvGGNqX5LW7nPpufxqHux7CjOfJbkqgy9aFYvaEqgCdQiaTmzB/aMuorELOHHin7BtT/xs22kqlQVpJVlD9tk0b07N64ddmchYD5WlJzCtcu1NSVJcVr/2BMd+0YmRCfDkzB3E9Uby5cMknlzJstg2suu+Q6K7iBDQf3crlYyPWFeezIkYvniFQIMXohcCFFXQuC6DmdHJj4RY+tJR9JBDpLPA0Z8tQdhzpEDCn6gQaS8TaS8x/HAT/mQRWRc0npNC0QXB+hJmXkMImdJ0AISEkfbXvq9KPu+9VnKJLsvi2jJLrhql/46q75NEbV2EjJn1sf3gbi7uTSFmB1kDJMsOuzrn0o8yQcNk3fA0shAca0kyGw4CgkhXjuJ4CNdUF1GrgjZE/fo0kqtgmzLT++qr85VbG5PqbrRsmuXEPWE4aULK9EVJrMiSHwlhZHSEu7g35w8HzmFbwyBTlTCSoiAcgaQI8kNRfLLF2tgEe9JtCGRwFdovGWFqT5Jyau43Jmg6d4pwq5eOWHN+mJ6h81BlnaSvmeHSMT517lv4WCQMwuWc3dux/EEmkk20j/dzUfpH5E2dVwSf5HVD26n0K+zr+HP85h7uPvRTdjgdHKIJFxlZg/sDW1gmvAf0toZB/mnT+7it5Qqud0w+s3oZz6+Pcdc9X+FLRgfHQ0tO+lUJ1hT6+H/938BnGIRmOpjxS8iyvCglF8OhXYMhRyXvzqVXwa5GnkzdV0tX6rLCpdEgD+VP1Y8FJM8e4kwQQE+xj0Zzlkfj5542xPBQ3XN/aZ6u6rlOVCxuyZbZFA2xp0q+XDw91UL4JNAkuWYqqktgnrS/IUUGCQpnIFim8KJHZ0KjrvKhZc185NgoZVewv2zxmqb4Iuf8Lr/OOfUJfjSW4qapNF1+nTUhP30lg+6gj1d3NHFxo8mfHxxgb7GMF0c7lbj6JYm3ttfzXyPTgJe+HRcSQ1UX/7Ir+LvhGe7YsvLMO7wAPeEAfRWLpKrwrq4mNkSC5G2HdZEg3x+bYd/xUUquoCIEt6TyfH9DN0cqFlnL4fWtdbV56I7pDJ8dTlF0XPYUDe4/fyVvSfz+tNe7SgZlV1BG8ETB4F1LF8+X2eq1MQUMWM6i+fR3Pb8+1wK6P0jyZVkW73znO0kkEnz5y1/G7//9pM7O4jeDYUxj2wtLyucefgqlcj9PbL+aUGg5E30xHMvCsSwK437qq9HaYIPBsudliUZTdHZ8ilf/zRvY/vMb0BJ34HIEUAj3JZB3pQk+KVNefxCnrFIq/6RGvOa2Z1mZ2l++WIFVr+4DRC1NKVl+EoPX0F//bziu4umMXIEaECi6y4qXDXLguz1etWE5R313Huod1r/tT3jogeuR9TKpIzEKY2FcS2Z6nwZCIthUOm1AQlLxKviC3kN19kislprzJys0njNDtLOE6nNxXVj6vAmMrMrYjnqotl+aPRYnNxQBJIyMhhYxmSMuMjJXtbwRTdLpL+1FKRtITUcIJIyqvux0aUCJjDGDJYla+5bWyGqOqZZnfQGsHJ+lvloVtWIizY7lQUDCMRX88Qq2oZNclyWULDF4byuG6VDfXiZYbyJcUAMO49u96KGsSLiO5/GlRw0GHmk9aX8EQdmkfLCHgj17xoBbygxzy+ha79zVV9B8FvlRz9fIcDXylr8aTfNQGUvQfd0wfXd0YOV8JDoyRDvndSWuPb+uqP5XAopqEFyXbDTJ0ZUbsSWZmUQTt/5yH0vEFBc7x6gPlFElwcYXvoLjdx7gXYm3IguH9+36BsMjfoLBDG3nvYwHmtoYC8QxdursDfbgyCp5WeVLu7fzcNcaHglcyAVj9zPka8RQvYlCtU3eUNiJEazno23v4fbmy9FNk817H2NF7z6OLt9Q2++skMhai3V1F0ZD7E5nMYWgeWqUTKyOXDjGlBJGm+zlivIIDyQvqHmMRRWZTy1v5ZPHR5l1T89OJNch6Bj865F/4pttr+D65heS1X/zSbnFp3FNfYy/OjqyeHssJiyGAEO4tc9NwSn9FrPPENXaFAkgIbErf2Zd0YRp89HjY9ViBSg4DuujgUVRtpc1JSg6Dl8YmGDEsFCAf1jRxkubEsRUBUWSWKEGiKleIYgMdPhUhozFZhznxUL87bIWTFewt1DivFiYF9THiasjpKvENKY+87RdsB2+ODhJi0/jP9cs4baZLN1BHxsiQdwFKqM3tdbTV6zwtZEZBJC2XbqCPu7csvIU3VJ/yaRYPY95x6HsuL9Vkf2vis3REHvzZXRJ4qJ4+JTlr2tO8sPxFFFV5c+7mk4zwu8ff5Dk64EHHuDgwYP4fD62bt26aNltt91Ga2vr72nPzuJXQTC4hPq6K5iavhPvMWUTCa8jmdzG8Mj3cN0K5fIALRtey2RfAFlWaF7pA9EHwo8vkMQwRslknuCxxy/FV25ESU1z4qFWWl+4gbUXv4i68HqG7/kwlaVTZF5axs1uR5IWhsEl6uouI51+AneBlkcPeQ8yuwJWKs7qw3+HG05RyZeY2ttIbGmeSHtxPgImw1wPxvZLJqhblQHggbuvZnxnlLo1NvnR0Lx3FQq+mEHX1aM10iBJUBgPYGR1Zg4k0SMmlZQfVRfVikeptq1kSwEMsJGRFK/9kC9mk4zkCT8uk+nUqgJyD8KVMApzUTNQJJ3+/H5GS0cpOjn0hzTYsQzXkmvi9fmavsXanR1LBBf7z0XRgihrX446dQMR1fMgspXp2jYdeZ4klcbnu6qnD0VoeNksTefOIBwJIeaPyxexatua874MdxQojoYWmcKC515/TUsKSf0btk/fwmjpmU0xw215Qo1lcsMRkAQIQVIvc1njCUqOylg5DkhMHg4hAgmSKzNIx1XqLkvRe1sbyZV5hCsxurMIwaeo8zUzUe7DUlJct+9nPLL0KiL5HOdMDnCsex1oOufvfYR4bpYsKndV1uFaNqGQnxcVFD7d82c87HhEJLw8w/mD9zI+6adh1xPsufDFbNt+N76ySXRsCjnahpBkRpUoA5MpLpt+krsbL8GUfeA6qMLh8syTfHLyBj5nv5x7w0soBSKUAnBw1WY6R04sPhlzBqlCEJAlNvo1vr1hKSXL5F+/9G/4jx2gt2sl9198HYas0RfsoCj7+aPxW/hh60sJSXDXlpV0BXQ+0zcB7ukd2oWssCe6mi8seQv/euxz/KzpBc94jZ4rHNfh3wYnFxmZwpkF9wvv4tM1uvba+nj/VoCwolCnK3x6RTvbMwWOFyteex5ZRpE4xXYi67gs8WuEVZUX1MfYGo9Sp6lMWzZxReJ59VEkJOZ+EhJguIKEqiBJEk9mCkgSNQLlApuiId4ZC/EfQ1NMmTbrwn5+sGEZsizzqZ72Rdu/adNy/urYCLos8akV1YITIfj48VH2F8pcmozwoSXeS827Dw5w32weDchaDh+qVgveNZ3lUyfGcIG/XNrEy5uS2GL+vKmy19dSlaVTojdva6/n8WyBkYrBC+pjZ2yk/d+Fv1vexnUNccKKzKrwqSnE93U18b4/UNI1hz9I8vX85z//WfVgZ/GHD0mSWb/+39m58w1ksjvQ1ARLl/4ZsdhmJqdup1IZQdOSbLzyDWixf8MwR3BKEXpv68DMq6x65SRzHq+Olaek52EzrN5ncHTvCtrX7ceuL5H7SIJC0WuO7DoSQ/e3YhagfpXL+S9+Ew2JV3HXD99EoOMIkuKi6vMPdNUPWtKlT72HaecAMb1M69YKeshh4XO/MqszR070iImR06ikfQTqi7RfkkPYMsKl6rXlTXztF0/gC7sUxgOe+NyQ6L2ls+YC74uZREIBup74ewz7Dqy6Q7iORN2aNEJIZL7SRGO2gPP2GI3l6zBEAe3Ez4k/rnJsaROZaJBgQxnXlZA1B3vYz6rJGaZjPlIROJZ/qrb/pmmDeTr7iFPDSUWfTenlHYz1Opj8kow5TVJv4eKml2PU5ZCP3MNE4Rj7mk4O3XtjGWmdQz/q9mwFDJlETxZl0yzCgal9J7ckkSgMRVkcz/BInC0UHpruIqLfxXl11zBeOlEzWz0VgkhngZl9dVjFeY+roqNy69hqpiqRRcea7o2x5soBlo2aRPaWOZ5SGXpg3n/uoPkoAb/CipY+Vm41WBnso7Eyw9S+dgI+Hxfseojxpg46x/pqo7q2g4tMvmhy4KF72b/2Sqj25tNHM+RtL4KfHe7lL1u/zd5iBIBtT9/HyhP7KIai3HnFKwCZMX8DpblWYBLYKDycOI+XSF1cdu/PSSw/p1bpmA9FOdSzcXG1yVwbIkmCQp4N3/sq39x6GR/643fzz//vr3n37qPcnyktOidTepIfN7/QO28Ctu44TJOmMmmdnnjNn3rPVb+38XxSevyMq3lWuM/NrX7KcrllOkuX75mnqLnY3unGfFFdhFXhABVX0OpT+XTfBKYr2BwN8s31S/HLMq/d08vufLl29xVdl3e11XH/bB7DcZi0HEwBjZrCv67qYmvCi7LcMJ4iZ3vnJayqrA0H0GWZv1rawo/GUxwulPnS4AR78yW6AjpfG55GAi6JBeksV4j5/by/q5k1kQCaJHHnTJb3dDTiU04fTVoZDnDT5hWLPntwNs93x2YwBRwulnllU4KugI8TVfsRC+gtz1eLfm9sht7qsh+NzfLypiRX1kX5+VSalOXQ5fd5XmWnQUCR+cGGZc94Lf67sSUWevaV/oDxB0m+zuJ/F9au/VeGR75Hfd3lJBLnAbBm9eeYnLyFurpLKRSOUBL3gwZuSMfIdGIVNUojy4h0H0YIx9N26S64oNqCtvMGmE4dYDol4dgCRQVJ0kkfWkpuWNBy/jSyGqC58dXsuvVW+h5wgR70sMzWdzXhymnyVSNO4S/TO9tLaTpIZrKD7hfON9uVnVamjxvkR3R8yRLGbJDpfQnKMwHsioYasOi4bILp/QkKo2GQHfR4BS3gIvscyimdvts7cG3PS6txZYr0UAwtbLH0+aMIO0Zfbg9RqxtZ9SNfdTNhWuh/qIVUUmIkFuWKY39ETO/yUgFLLA6OPUI6FEASgtK0nzndlCo5tORKpCIni+JPrfB6Jiiun31jTzEz7gMkIkqCWXOcvvx+6vytDC/ppk8eQitpmGW3JvR2JcnrGYmEs8BXLH0sQfpYtLoPZ0pVnLp/ApmUaZEyDzBdHsGnSJTP6AYgmN6XwC7NR880v5/1bzboe8RGHGERvxO2zLrJDEnN5s7DPfiEoFhdoU4vsiU5wqSVYLpVpyHipaTOVfbxYHsH3dOHadi/H2O3ArJEPpogaWUIWiWydoCAYjHc2MB0taxftm2iI5NEwxqVUonWQJ7n5fYQ0ZYzKIeJlgtEywVsWeHpcy5mur4FkVxOspihuTLFm8ZvJqtF+NzSd7A/3srKUJSLnr4PSbgcW7qW2WTDokgXkrRIfK/bJtFijsrep0mZb+edBwbYkZ1rQ73gnMgKDoujj89KvAAkme3LX8fT8h8hSmf2HXsOI50CBZlL4yEezRRPIVg+oE7XGDNPjXVJwJ2pPEdLJvedv5I/OzRIqZo2TNue4/uHDg+yK7/YdqBVV7kzlWOoYtWiZRLwooZ4jXilTJtP9I7VdGIV16XoeGajr2xO0l82eCzjCesfTReYNOe9uyqu4Kthl9WruwgGA/x4LMUnekc9bVLZ5O4tPbWWP6fD3TNZjhYrvL29Hr8so1b7T2qShCZJDJQqNfNUVYJXN86/7LT79VqEsMXnZQeuqIvy/fXL2Jsv8ZqzvRr/W3GWfJ3F7xTl8ih79ryVUnmQfH4f8fh3kSSZROJ8EonzAUinn0RRIjhOHk2LE61rx4korFj5GtrPaUKSdWbHH2b08a+i9rmoiQb0hjE8ja0gdSiBP2nQvelS6tZehxL6G+LLckCa3hOfpHXlm/CHIyTW9JJcWSY9Pc3Qg120XNhEpFkhMyAozUDrtgkvqnV0BY3WReT9AzRd8Gb27vhHnIqCpDoE4y6F8fkUmRASWsRrlwOAqxBurtBy/jTTB2LosflaMeHKTB2pR8KhcWOO4mQQfbqLVnkZ9bE2LHcD+R0biSstNMslnvTdxpQxjIQXyZEkidxEC2OxUK0lzEIETQufbRMpm0xHF3o+LZhkRXU2WfCZZ6lpMxfqq5RdfMOtgOfIXXA9vdeBzCMguciqix51aVg3TOHASjArSMJFaD4QJSRXnJJChNNV0p0JpxKxtkCCjnAPO2YOUrAXV4wlfa3YrkmuOL3ou5rPD9I0dkmHRSX+oto8XPD4dBfHC/PdHOp9ed6ybA9CwI4T7dgDIKkupckgLXVpPpz9MVG9wvWbruRJu5uWw8dpKY4jSZCz/Si4rGmxeTLehuw4uIpCtJglUi7w4jdfS/DxfybsTGPj42XxfaQDPn40sImKq5ENx8hF4uC6yL4gjwx+ntjx21ARjGn13Fl3MXsiq/j5tW9mzbE9ZGIJZutOSq2clC7STYOLdtyNQCKSTPKFgUmeOKni7lfB6Yw4AQ5VbE5HrxSgw68xUDldMtBDt18j67hUXMH6sI9Zy+VolcSVXYdvrO/hQ4eHuXXGs5RRgaAiU3JcJk2r1sx6IUR1P3vLBm/ee6JGhsC7Q6YMi1ums4s+Wx3wsTIS4O4ZryhoLk0pYJHx6dFipZY+BLggFiZRJUyuEIxWLHyShCEErX6NK5JRDhbKSEhcFA1C1vMoLDsun+4frxUITJs2KcvhK8NT5GyXZl3lsUyBteEAH+9u5ScTs3zs+Ch5x+WRdJ4bNi7ng0uaeSyd55xIkBafxiPpAqVqytQV4C6grJ9e0U67X8cWgj/tnL9vNsdCtd6PZ0LRcSg5/7vb/fx34yz5+j+KcnmMQuEwyeRFKGdqsPtbwOTkrZTKfQDk84cwzRl8vsZF6yQS57NixUfJZp6kpeUVXHbZ+Vh2jj1738buPYNEo+ewds3naFv6esbHfsHxE59GuBauI5MfDjD+VAMNqxSWveLPCa3rIXXXFxBVNyDDnKa9W+EF7/0zBlN/CmoZKBNstzn80yZaelYyfuyo1zNwbRoJhc5H30Kg0krMOY8ndt2AU6kSLVtBVi16XjHEiVs7sQ2FUFOZQMIisSxH6kgc1edQt2aW3pu7MDI+wAVlYUpNQtJg9LEmGjbOkO0rsDTmnf/+/B5GSsdI6i1sSFxOR3gV0/YgxyqPsNy9CMs12J9+BBsNXBdJiKqDuiC2NMOawgxmRSJkGSC5zBEeLWyy7JphUofizBxabJzquQpV90/y/MnssobTMIie15EkiC/PMrmzes2EjGtJVFIqQ/kWLL8fJ9mAUilhRRMEh3pBuOgRAzP/LC75sgPuSaRskVGoi+wIhKRQsMvU+S+nOWDVWgdp+FiXvIjl0XPZNX03OXN6Qe2AROfaDbS0r2Uocg+5avQv2thEbmYcPWrywMRSgjbMRwZd4lGLkq1xopAgYwVgVKEwFvIqSdUAFy2ZwtIUdjet5+bE1UhrBat793Hl9tsRyDjArvEwxx+7B3XztSwZ7ePcA08QUk2ij/8Dx3P1DKtr6AwMsoEBgj6HiXOWox2aIlwq8Nqbv0nf+nUcWXUR4+kp6qrXxlB09sTWguviKjIHVm0GSaJZV+nw6xzNl8ktyJPPkSRT93H3Fa/kgYuuozMWYZsQqMAFszsZ9TUw7aujLPue1fx0/n751eAA7+ls4mNHBjAXbmPBdT5RsbimLsz9qQJPZMvMOWcJYNxy+OjREXYt6JvosFiTlVQVArLM6GkiYACPnBQ102SJWdvGWnC+1oZ8HCoaHCobNOsqMUnBL0vkbQdZknhn+7zb/6ZokPNjIQ4XyqwO+fmPNV21Zf8+OMkNE7M4QJtP4/pzuklqKtc1xJEkaBQOh7OeuXjBcXDchQ71fr45Ml1z9J+LvO3IFDgvGuJ7o6maaWxvyeAzfWMsD/g4UqzwWKbAmGHxxdWdXJII82i6gAN86sQ4WxNRgoqMKks1x/1fBTsyBT5wZIis7fDa5iSfWN727F86i2fFWfL1fxC5/GH27XsXhjFGPH4Bmzf98LfaX3IhGhquYnTsR1QqI4RC3Wja6UPbba2voq31VbW/Z1L3k897veHS6SfYvuMaFCVMOLwaIaoPWTvE0INNxLqKRLtMRsd+wsqej3PO+X/Hid5/xnErFIvHefrpV5JMbiMYbaBUyiIERDvzFIbakareRrLmes21LR+q7WltdCVATGuo9jX0IAwfmgiw+uXjmKZN6kiMw9d3owZsOi+eIdyWwyyomPkFvRSdkyrFFBckmZmDdQhboU86QGtwGQfSj2OJCtOVEQYKhwgoQYQjGEydYJA+Fk19suz1DRQCZM+ZfmgggrtcwsxrtIanSZ+IUZ72xKi+uEXd6kyNfGnoOLhexGsulqE61K2eRbvXR7w+j/LaAkhgZPR58gW1/XBNFc1M4fqD2KE4vsIkknCRNYdETwYz7yN9LH6GO0MsSgOesqy6HbeqgZmszFC0Z1kZO5+ZSh8ZKwOSRJ2vjb78XvqK+2qTeUA2ef5ly4hf+Ty233EPUwe8NKw/HCE3NQnIzNTc+wUhxaDseH0se6eTTGfOYWkwRS1aVy0YKNs6ZUcnohW5LLOT77W/AoDjS9fQPXqUhslxNMukougMJTp5y5PfZ+34Ye5qu4S3N25n/3iEJ6abcHA5Ut9NT90whqpzgb+fPSKAzzZpSk3wqqPbCRW+x+c638xXZ/ehuQa7I6tOOUvvGL6BN07czs+bn4e+7l30lyuMVS0JuvwafdVok63p2JrOURuOjqVYHvDxtolbuG76AQA+tux9/FfHfI/WJT6FLr+P3fkyudO0umnV1Vq/xbkIz5nQE9C5tj7KTnWGB8oqKS2GhHSKset9s4WaUP7k9OIdqSx5Z94u4+Tls7bDOWGNjGVTPM2+nLz+iaJBu67xyqYET2dLrAr72Z4p1NZLqgq3b+nhX/on+OrwNA7wyRNjtZZHAUXmxo3LGTdMWnw62gKd1M5cqRYZDKsyyWpEbGnV/2uhW3uDrvGypiQPzubo9Pv41vql/Pnhwdry2pFIEv85Ms2ufAkJ8MkSadPm3waniKtKrYn2nnwJRZJ4cWOch9JelflIxWLKtFgSePZ2YWfC9eOz9Ff7YT6QyvOJ5fBAKsd/Dk/T6FP5p54O/GfQqp3FmXGWfP0fxPTUnRiGZzhaKvVh23k0Lfo72VYotJxzN/+YfP4gyeQ25Gd5w670ZSjtnMTX0oPf30qlMoYkKVhWGstKEwqtJJm4CMNMkRh9HUe4gcwJjUyfS37sYaRXfhrDmGTV6s8wOXEzQ8P/BXgETggbUJAkB3/cYu1LfHS2vJUHvv2faBoIN4urlsm1PUF4aiOZbLkWZantn6Fx/LblbLrq+Rjix6SPqziGipnX6b87hC/cjNAqiDO6ZQvcimcLKapRlyO57RzJPbFoPcMtYrhFTk7XSW61Na4s48qyJ6xGYuj+FrqunEALOji2hKIKIu1Fjt/chRqwEY6EbcyPZWEiyS7N584gARO76lD9DisO5wgPyzAM2bJO5iWCdG/kDFdLICHhn/LsAFR05JhB08YZ6lblsIoK+ZEQbsmPLKnYYqEeSDopFcgztsdxsBgrnSCo+FFUHSwJS1R4ZPJGbGHVoneK5HBOYox7HxaIh/+KkqPVzmulkF80pqyquI5D0Vkc+c1aAcoECCkGRccrtJBkmSWBGRp8XvrKlubvY80xefiSF2JYMq+5+VvcdO0bMTUfFz15L6OVCJuLOwmcV8ewkQFJ4jUdu2kLFpAl8Lslzi8eZE9wG5gGPsWiXU/TWiywrDLOO678OZ8PT/Lt/jxd5VESlQyTZoQV1gh/3/dVFFzeMHYLX25/Pf/Y08Fn+8cpOi5JTcWvKBw6qVkyeNYM5258MYcfHyJs5+kw5tu8qcAHl7byhYHJU9KLPkmiTlPYGgtxYzVl1+bT6K+Yp/DouCqzIRxElyXuS+X5+Kbzefc3r+Px0Ao+tuKDp+yTLE61kZhDRFHIOx7Za/apTBn2KWnGlGVz93kree/BAQ6XKrVUnlQ9poUxsYoQXLjjMLdv7qEz6MN0XTY+drC2vOC4vHZvH3sXEKnRioXhztsraLJE50mE5o7pLDuyHukJyTLvaGvg2fCPJ1U1vr+riZGKhSlcNoaDTJgW6yMBHp717l2B5yk2l5a1XUFClcnaLmuqVX8vaUzwT30TpCybsCrT5vvNUoXnx0PcNp0h77h0BTwJxKdOjNXurSZd42+6zzoQ/Ko4S77+D6K5+WVMTt1KuTxMOLwKVT3T5Prbgd/fgt/f8qzruYZD+mfHcWYrSD6ZNa/8Ktm2J5icvJVC4QCS5EOWVQKhNazreg9H73wAc071KmRmDun0n/NdVJ9DqTTIqlWfYnLqVgxjHNf12vAYOZ3Eigxj25sQziTutV/iTZ/9Gjt3vZVM5jAAU8t+yuSyn2JlkySe2sLMkPc2qvn8WEYF/BYZ/1eRKJFcFWN6r5eSEAiMgozgdO7JC9vYLCYYgaYCZtpfdV1/ZoiF3jpzwmpJItZZqnmGydU058A9XrPo8rTKwR9216wd5uBZZniTqBayGHmsGTGqMmfXaR/ycbjc4tk2zEFxiHdnMXM+ShOLdSI2Jl0NCWLLvTSzpAg0RaMncSn70g+d5mhOU5l3xgOHvTP3eYRzAQx3sT+TKjk8NduBI2ruufPbOanwoG31WlRVo3/304vH8EkczS5OzyqKSnswV9vFtZWx6hEIlo31MhFrpmN6FJ9lUvH5qUtPE6x4+2ZbkMiMsfnFb8W+6zY6QoVFY0+rCe4674VsPvokL1WeIqKYjOkN5DovwQ438eqsyjrjEW7a+34cR+KHA5toD2ZwWmQUXPJqCBeJf+4fJ2N7125XvsxNm5Zz40SKGyYylBdEhFQBb7M2cGTDV9BwaYjE8BsWFWBtOMAPx1IMVrxIhywcGsw003ocAy/idW8qy3nRIAXH5Y/b6vnoiVFKJ0V3L4pHuHMmiwM8Mpvn05pC4Nwv0y2VUW1Po7UwijVHy1W8yNLqoI8nq2J4DcGVyQhFx+H9Xc38ZDzFLxfotXQJLk9G6Q75uev8VZQclzfsOcH2nFdCocsS1kkRvBnL4Y8PDfC1NV0sDfoJKFJNOJa2bIYMj67J1f+dKBu8bs8Jfrpx+RkrAh9IZclWz3+9rvKm1sX30M1Taf6lbxzXkPh8ocwFpzH6XB8JcueWnlM+90kTjFQswqrMXy5p5isj04xWTC6Mh/nIkiZGDZuLFhQEVFxP7TVl2tw1k+W6xsRp9/m54A0tdbT7NPrKJq9v8TIXJ9cmn8WvjrPk6/8gQqGlnLflRsqVEcKhVb+zlOOvCmE6uFXTQWG4aOU6nFCWYuEIIOH3t5FKPYTrlsnl9tLe/Fcke5uZNScA8IX8yEpVbOoaxKIbOHfzDcxMbeeB6/+ZmX1JhCOTOhrDqfb6O3R7P91PfopgsUDmcg00QceS19HZ8Xawo+TPm+We//x3yoUZtLBLZsiiZcs0hUnB1N65t9b5x4/ksxHGvEv9Yj8tSPRkPPf1kRBWUUVWIJCwaD43xcz+JKWUj0hLieJkgKZzZ9CCNkMPtlb39zSxgeqlSx2NE+ksoAVtHFPBdSSM/LzlQpx21tRt4+nUXVQcL3qjBufjB2rQRo8ZjM7G0LUcAomJhhCB+grlqQWThCOTOZZEkueZnOS1pgagPFyHfSROoM4gPxwi6fQw44zUli/SmM3huZg1ShIuUJcpkFpkqihAUtD9PsxyCcOdj3SdrsqzTsuStiLIviAdqzfw+E9/sHhdyeX81z6Px79336LvucLlifQydMWhYis8dbyeD6r3E9p2JZVH78JWNUq+AJprs/HQ0+xfeQ5TLW20Tw3R5kuTVLM8PusjG2inaO8npHrnPm9q3Hu8mZf6fsYly8bp6/PzNWMr2Vgd26Vm+tMFHHz0NV7By6buo3tqkLQZIBL2AYP0Btr4euurAMGsPZ9gUyWJndkidT4d56RUXL9hARroGhWgJZNiQ1MTe/Nl8o7DsZJHPDTX4kf7P8KaQi+f73wL32p/JUgSWRf25UqossShYoUPdDbxteHpmgi9QVeJqHItamQAhuUAEsPM30uns4cQQN5xa8QLYMR0+NHyNrqrzZsHywY3T2cReHHhL63u4mVN8+QiqMhcXR9ld6GE4Qr8skzx5DcPYG++zEt3Hec/1y3lTzub+PjxUSyg2a8RtF0mTZukpjBTrVrdmy/yy6k0r2hKnPLM/NrwFHfOZNEkCZ8scVEifMo63xiZ4VjZBGS+MpbmgsaTG9efHgfzJX46OUvOttkSi3JdU4IXNsYpOS4hRUaSJLoXvAdFVIWoqpB3XCKqTKtPP/PgzxGXJqNcuuDvj3W38vXhKRp0jQ9X/cXO4lfDWfL1fxSaFkfT4r+37ReLvRw5+gmEsFne/RcYxjRTU3cSX/E8tIlW1KSf0LlNFA4dR1RfSb0IlvdQNo0ZGt6yjld0/S37+x5iIr+LhrUmwhdFlmU6O97B7NgIkp5j5oTJ9N5ktfE1uNaCirgJQebOHwFQl1pL8qNvpKPjZTx1843suuNmFE3j/NevI209gOMUiI8GCCZVTtyZxMx5aQdfskLdqjSq32ViZz2moTIn4D7ZWkG4nr+XHtGw8jquK5HpjdJ4ziyJ5TkaN9iE20pU0jr+hOm1D7Lnm+GeKTVXmfVz7OdLUQMOTj7AuXUvIN75Y4opP8FKC+fWvYCYr54ecwv7Ml4UamZ/Ei1kIQHT+5MYaR8DkSAjK+NetZgCTHsRrPq1s1QyOvmhSPU45lOYAhdV0gircVzhMvrYfJRT4jhRrZ454ihcQdAyKesa4rmS/lobAols6GTtigTCxSyfbJ2w2Dh27t8py7O8SHSP0T/0ORBNLCTHiubHJ3XjD++gUvBMdoUQuLaNkOD+iW7c6vrqE/dz2TkbeDAURirmidkWINiy/3G27H/c2wtF5fJzotyz9MPsvekx5FKRm4NrOKd+hnxZ4ulUB5arMhtN8I3SKlaUD6O4LonUNJFDO3lPuI+nw6vYHt/IB1d+hBc07ubVs99mY+MsOjbLy6N8ov/r3Ft/MVltPoJtCsH3x1P0BP1n7s0ovPvpWCAKOe931Vc2adQUyq7D2kIvWzN7UHFJOPlF952BZyL6w/EUL2tMsDLkr1VRbggHeGVjgp9OpM/oyrYQbT6NDWE/o4bF/sKpaVIHuGlqlg8v9VJbb22rJ2c73DKd4dq6KI+m85iuy2ta5snMn3Y10ebXGCibfL8qYJeA97bW8f3JdE2wP2U53D6d4ZPL25gwLB7PFPiHnjZMR3B3Ksf+XIkHM16ksuzCB44MsStX4tMnm6BOppmqkrQr4hE+v/LUdngJdb6rRLP+3Kt/fzIxr7m6L5Xnlsk0L25KEFZPP0a9rvKZnnZunspwUSL8rJWMvw6urItyZd3vRqryfwVnyddZAJDJ7GZg4MuoWozVqz6FUjV4dF2DwaFvoKpx2tve8FuLkp3o+zyZzHYAek/8C5XKCIYxwUzzg2x8wTdIJLx2Mc1NL6dQOIppztSIlyz7aGx6EbJfJXbNUhqOfhdj9E5sHHA8X8vHvnsPY4e+jxqo0PW8UbpfBP13tdN+8STh1hLjOxpxbZkN/fNvhUreR339C0AI9j9wK8n1B5A1l7HRAfQ67wGs+h1KswJtLmokCeoafCRXZVE1gV1Smdxdh2PMNYGejzqsev1xjLyGL2wTbC4zMBXEtRWEBLnhEBNPN9By/iRT+9soTQVY+ap+1ICNFrIwMtUHrbQwmgYLyYVrKZiWDDgMN/2cJRdOgmrT8vgrCOUbeGj8x0wbo7X18yNh8j87qTWHJGEvFM8KwZLnDRPrKoKlEz60heEDKoOFg4u+ZguLjDXvfi9hI1ARCLILPvdbFhceH6Xo19mxrBXOkMIB4RUmuMqiYN/quiuxsTic236G783vwTN9Xrcqg3AlZN3BXZDudUyTh37wLVxn7vrKVQsOFyFkrz/kgh2aHuzn+e98H4e/9VeMFUOUXR1w0XxBHNtC0yQOn/MBvvfYbnpclxAwbDVw98q3s/r+m1BcBwmom52hbnaGiuZDcQ2y4Rh/mf0RV07tIa3G+POVH+HB+otZWurnosah6hmSMCWFR+ObyKredVxou1B2XMZN00udSbDErzFatvBMIYT3JiBE9ZjmUaepOK5gMtTOQKCN5eVhXjJ1P//R8QYMZTH5LbuC6ydmWVONSsl4qbNL6qKsDvs5cBoyBbAioFN2BQXH5YJYiKvrYlxTH2X9YwcpuqfGxD4/MMWkYfORZa1EVJn3L2nmTzobufqpoxwvGfxyKkNSU7m6fr610cubkuzIFPin/onq+YI703nKC8YPyzKvaU5yrFjhp5NpxgyLvzgywq3nruC8eJjnPTVv9i3wqg/3F05tRdTm09mTL6NLsDEaPO1z8j/WdPHRI4PsT2W4PD7X/srlbfv76SsZXBgP8Y62ej55YhxZgn9c0c7ykB9XzKdoTSH4l4EJXrwg0nc6PL8+xvMXnIuz+MPDWfJ1FgAcP/4pcvm9AGhalJU9nwDg4KG/YGrqdkDDNCbp7v7QcxrPdU3yhaP4fM0MD30D1zXp7v4wanWSUOT59IMkaThOufq9CqY1W1vW1HQN9fWXsv/AB0ilvFRQJLyezvb3MDs2QryphWKpl4XuQ8KVmBlM41gujqUzezRG+0WTLL1mmFCjgaxA15WeI35w/Ap8ZhQXKL/kxWQyT3DzT/6B1qtGay2IXDdPJatQmfUx9GA7rikTbCnStGmacGUZU30wdqyHcGuBpdeMUhgPkhv0ohB6zMDMawQbyvgiNk5ZxR+z8Mcsms+bYuyJFoSlMPa4F7ofe7IeYXqps+xAhMSKLMuuGWbg/hbKU3NEaSGpm0+x1a1Oo4VtJnfXI0czUE1tjSz9EdqjryBljMHJKb+TcUq1mIQ+1xJIMxHJcVZHX72AfJ1eJn3yhD4HV5aQgXixQsQwyZ+xCktCEpKXrpRkEKDKOoPlwzQFljzjIUiyjC8UppLPnXEd4fgJNWdp3TrJzP4kldl5nZ7r2OjBIGaphKJq2KZBQLEoO4v3VdV1znvpK4g89mmWth2jaCrcMbaSkq3QVi/T6R5hohLh4e98k00VA0tRGWlo48Dqc9nfvQndcVj54M3Yrlsrq5iqa6Z36WoG2rt55/EPAJCws+TCbdjAdztfzWywkSfjm2j2+2kfe4xvNF1Xi0otpC2GKziWr3iu8sLr3SfJMi2a4mma5FMjJxJwuGQgAZ2hJK/d+CVePHE3d9VfVCNemuTdJnMkTwamDLO2/UOFEtc8dYSjpxH7g2eO+ta2elp8Gh89PsovpjL8fCrDC+qjfGf9Er46PE2zrqJJEjdMpim7XtL6JxNpbpvJUqepfGPdEhp0jUw12pR3XI4WK4vIF3gatqAs1QxWh8pmTXzfoqt8cnkrBdtlf6HEWFXnNVg2mDFt2vw6ywM+DhXK+CRQqunxbfFTNbJfXtPFuuEpmnStpotaiKGSwWf6x3lwNk/alfng8XGigQCjFZP7q2L61LRNf8lkR86LIH7qxBh/1tnIjydmF11X+bcsE3GE4O97RxmuWLyro4ELT9Mr8Sx++zhLvs4CYJEOR4h5IlMpzzW2tSiWTuofd6axhMPuPW8jk3kKVQliO97DxTCn2LD+ywCsXPlJZFnHdU2WL/9rhke+w+zsY4TDPTQ2PH/ReIoSpHvZh7GtNK4waWl4C9d/7C/JjI/SvHwly1+sI0l61YJCIMmCQEKinAE1YBHt8rYfaTFwLKnqu6UQiaxl2UWfwfdHDZRKJTKHdnL02HsINoka8QJPkuSLOEzsjNV6N5bGw6ilOoSRJG8MAjKF0SgHfxBE0RyQXXAlwq1F6lZlyQ4GvZRjvIJtyKg+F3/8VF8iYc5H4kYfbWHiqTqaNqUw0l5kQZJdGtbPYpXVBa7xgCyoX5cmkDTxJwymH11GvFnG0fLMDpnkR24lDOSCz9XTbZ7c5QbD+PwlbFOib+cs4dyDi9ZTJQ1bnHwsJ5Mvz1oiaFjojkvOr1M6xbBxcZpWuAsmGQlsYZKzZvDLQRRUHGxOp+tSVBXN539G8uXLvxbHeIKwq7Pkmlfz9K03Ucl5Im5ZVXnBez7A9EAfualJDj/2MBIuEp5uqacrin/lZay95AoiiTrofxhdstB9FmvjEzwytZSLQ7uIKEWWOylyYzonaOCBbddyoGcTjuZdY1NWEFXi5SChtbSxd8M2jiz1or4PpbZw7cyjhKLNjEWWISzBmBLlhy0voeB65/O66DZeWBfjtqq1wMJJ2u+UKTB/P6WqRGXYmF/L51RYXxpgf2QFcd1H1rSpVM/qYMWiOdTAdzpfR1yVCbjCI0ICGnWV8ardhATMLNCb3Z3Kn0LHm1SFjONiCIEB7M6X+clEumZZAZ6f1Ntb63lNc5KXNMaRJYkd2SJHqpV9jhCkLIeU5fCfw9M0+zQ2RQP0lUza/DpvXeDFNQcBrAj6OVKsYAuxqOoxZdr8yaEhFAne0lrPUr/OYMXEEIKfjqdo8GncPJ3BqV6ff+5pZ3M0xLLgqS8MfkXmg8+gffrzI0NsX2Bum3EF/9Q3xqTpoEpgCy/iGFwQddZlibTtUKmmSDUJzouF+UBX4ynj/yb48tAU/zUygwv0lw3uP2/l700HvCNT4NujM6wM+flAV9MfjB75d4Gz5OssAFje/REGBr+GpkZZ3v0RAHpPfJ5iqR9JUvH5mmlr+6PnNJZhTFIoHAacGvECsKx07d+qGmb16s8s2P5fQPdfnHHMSGQlW7b8FIB9999FaqQX15YZPbafUH8f/rgnZJ0jDZtf34aWewnCfxTHf5DU8Diz48cxiyqxjgp1LStIJi7Dsmbx+byScCGKuK6JrC2OCAjhBV8a1qbJ9EWqYijIZQ0KYnDB3C9wDRW3Krhv3TpB44aMt8SRGN+ZoP2CIuWZBKNPQKY3jk8OYrrlxSJ0zfKiPraKY+hM7qnDtbxtdl4xRmJ5HtcGPWwxuasBEOgRk/GnGpBkQbIng38yQ9+P45TnDG39LmWYryxEICmC5KoMlVkfxfEQiqThLCJR3oGNP9nExNNViwtXpigN1dbwSUEMcWoa5lRSJIEE2aCPfe0NTEWDOKd4A8knfff0D16BqBKvuXW98SVFQTgOmj9ApL6B/MzUou9JsoxwXWRVRdvnozv8fmRFIbqyi8HOPQwf8CK/bavW0nP+NnrO34ZwXeJdsOvO2xEz3jUYyam8+23vRpJlpgf7oajQAJRtlaFiglAsii/kh0oRXXbpSJS4tXEd+1ZvQcgKimXyvEdvYWNuunYUfr+P93z2i5S+823sEweZaO7goys+xAPnvJ+r2zpxh1NIWDT7VFSgYHgdCW7X46zc8Shqz8ZF9gtJM80HB7/D51e8hwkWE+65M6a6Np/q/RJvmriNfeEetNf9iA+Oa+wtzIvdJ6qEbWIBuXKAVWE/WslkpGKeous6XWw17bi1Jtka8NrmBJ/uG198fQS87UA/FVfw8eMjtPl1EqpMnSLjSJ6tQsEVRGSJW6czZGyXsCzxmZ52Xt1yevH6J3tHFx3PQsxp4VwB+wol1kcC9FdMDFdw+0yODr8+XzQgBPvyJV71HFvwPJEu8NPJWS5JRHh5U4LKaVKpR4pGTXu2JuTn86s6afWpfLx3DBn49Io2EprK61qSHCpUuCgR5m9/B5YOedupkXbTPd3Ve25ImTaPpvNsi4dp+DXsLRwh+IujwxwvGeiSR/D/qPVUQv2/BWfJ11kAkExuJZncuuiz6em7carkKR6/gLrktmccwzCmMYwJQqEeQsFusrldyFKc0mwF1wajPwGbf7P9LBb7Kfj+hTWvH2H2eJjZ4zH0sPdmLEk+otG16Hodq1Z+DF1PAlcAkG+d4eef+QThnifxxSoUSvvJD+7n+OH/ZM26j9HQ9FIkqZ54/FIG7ztGuLWApLrYhkSsq4QvYqMGHFS/jV2cJ2eybeNqalW8zKKAj+pfkAoVUBgO424uM7FbJXsiyiVNryahN5G30zww/qN5rypZomH9LOm+KBJiQUpM1FKAsgrRjgK5oSDllB8zq2NmvUnWHNdZOznLUH2Usq7NW1IsgoRwJJyyQvPmFE1PvYE6XxsFK8PDkz89iYR5rZE8YwMHXfZTdrzlpyde3ving5BlRp5VqPvMb7vTxvCCv+aPa+mmLYwdOYRRKjI9cGqUVlQnQNe2iap1KJIKLlgjea5827t55IffQdE0Lnrdm3BsC0XVsEyDQKiRYFJQmfFIYTGdYfddt+ILhXj4B9+mnK1jQ8NaJowEU0WVXHsbX65r4OrsDqaC7bRv+yjHnz5aYyV+s8LSoePYlSKyoiKEYNW2y9D8fj7y9rdz1a034Ys6RM5dw+79+/nr3gkKQJOm8JO17Tx+fBefKAYxVD/IEr2dK7FZnABeWzzBm8ZuYkfLFdwW3UR5waQ6px9aWzjOGybuIK1G+HLH60kPzNAWa2Rv1QnjdG17ANp9Gj2BAA/NFhZF2s7UeghY5Cbvk+GcSIjr6mPsz5dr34lpSq0N0ZTlMGWdSpokwBRgVMlgwRX86+AkY4bFn58mUrKQSjzT/uVshxfUx7grlcNwBW1+jUsTEe5OZbGE51v2xtZnr04UQvBAKs+HjgwxYdncPp1liV/n/V1NfGlgkmOlCkVX0KgpRFSFXNnEJ3l2DocLZWQCfH3tkkVj/suqzmfd7m+CDy5ppq9kMG3ZvKm17teKNmUtm1fs6eVosUJP0McvN6+otVx6rrCFoFwlo6aAiTN0LPjfgrPk6yzOCL+/hVKpF0UJEo9tesZ1M5mdHDz4ASrGFI0Nz2PTpu8yMnI9j17/IyZ2e+Qh0TL/Y5qdfYK+/n9FkjRWr/o0gUDXc/rRD498h7LRhxqE+jUFkiszyKpAVeN0dr6DpUvee9rvRerqecOnP8++fe8lk/eq/frvaiM3FKY/fj0Xvn0f+dIu6urWIVXWMvzw/AQ/8aRDpKNIadKPXdTRtTKRnjKh5iLZgzGyE1Gv1cvK1UiuQ/TEIGX/FJrjUJ7RcW2Z4pifntgUqWM+MiciyMiMlU7QElyGXw3hU4I1CwgtbNG0OUXDujSj2xsXkC+JdG8ULWjjOhLWdJKG9RmGHmxhIQmx8zq7lrcjI5MsmcwG56JIJ1UDqg7x5Tn0ciMtgW5UWSOoRlgb33ZaX66IlmRpZD26HODJmdsWLZPxon3uc6pvW7AP1eP6TSDJCs09qwhG4xjlEsJxcO2FtEHQum2SQH2FwkiIyV0NTJT6CCtxJo1BupsvZs+NP2Z2bBijkuEHf/MY/rBK8Y//gfFv/AfNUyPI/jCy6uBWhy3v+AFtlcd4SVzm9mIPe6eTBOMJhJsmMtTL43WX8k8XvAvJdbjiwce5LD3BRF0zddkUK/oPES4XEMDRrpUoqzdw7ctfDoCm+7CveCEOkL7he9w+MEbhspdB1Um+/NN38NaRe7k40M7HAm9l+b69uJLMQ1uvoXfpGgCCdpF3Dd/A8WAXJ1ydgCRRrp7rsAx+YTMjVA5ElvN43QV8t+mF3NZwKVjQc+IEf3zPTzm6bC2jFz2f/rJZI1jLAzp/1FrPezob+dLA5ClWEUv8Oicqp6+tXEiCmnWNP9p3gqdyJXyyhOMKmnSV1zQn+cH4LOOGdUZlooBTHPX7yiaf658gpCq8s32xseknlreRsx3yjsuftDdw81Sap7PFquXDPGQk3tfZRLOuMWZY/HF7A35F5sJ4kN6SyWXJMGH12afLjx0f5XtjMzWT14zt0F82eUVzgmsb4ozl8nz1wHFeuqKTRDDIl4enWBn0c+dMhkczReo0hX9f3bWokjBvO8hA6AzVjSfjUKHEd0dTbIuHeemzCPPBs+b45vqlz2nsM+FIoVLT+B0rGRwslLk48av5R/pkmXe0N3DTVJpWn8Z7O371Vkj/k3CWfJ3FGbFh/VcYHPomodBymhqvfcZ1JydvoVJ1zc/lDwAq2ezTBJunUAOt2BWVxiXdtfX7+79ENrsTgN2Pvgs900pd5Xksee3rkH1nfsgUJ/04poyiu5hFpZZubG15LX33we7pT7Lx+S9k2ebzat9xHYdKscj93/oqxZJO/aYGbFI0bkyBkCjP+kmlb0LWTKan+wg0rYOq1C3QUKbl/ClcUyY/6pGg5ktSJFd4EUE9ZJO92XtQzo4fxsyDe84UrT0pxIIMRai5wvhtjUw+kgAkXFwGCwdZE9+Ki40arkAWQFBJ+Rh9op5KxkdhOMpCkjJzoI7UkQS4ElG5AVX2gZivYATQ9DiWm8fFQY118P/Ze+/oOArz+/szM9u7Vr13996wDS5gwGCK6b2FkFASQgkkECAJgQRSIAVSIAklhF5Mb6bbGPdeZMnqvW7vOzPvH7taSZZkG5J8SX6v7jk+x9qdtrOzO3ef5z73Emsbdh4zp/WSPsFNLCRS86me4nQPdn2ixJ+uH7m1EY2H8cfc9EWqhj2njFgjScCQHiSt0kvv3rSUPcdINhxfFaoi011XQ3vVnlGWEAh1G3CU+OhoN2GwGWkSqqnt2kk8FmHvqvUEvZ7ksEGiuuUPxXlufx2nexLDH0pYocDoQ9WqWE0SE4VqnIZEiWhhVjPPak/BEQ8TdLsSNh1C4rWposSOwnHM/uI9btJpCO3biRpL/AhxW+y8tuxcVElDTVUz788dz311bTzSnJgOXYyZKdXbqSkaRyAjk1NNbio7NwBQEWrh7N73aPQlqp1HVW9Nka+gxszlU+5DEQBBQhMNY1Ej+DVW/ArE5DhIGmRBy+vH/YlPut2pSyzs8+HoaWdiKMAXUxfy04kljDfpMUsSs+3m1A+ka4uyqA2F+ajXi4jAgjQLrmh8VPI1GKdkOnisrRdIDAWcneXghuIcxlkMXFGQyZ37m1mVNFHN0AhoRYlSo44DoSid0Tg2ScSuSQRr9yYrYHGgdYR92zQSf50yQCyWptvojca4vbqV93o8KSK3IjMh1D/7oLbieIuJ8ZbhZqiDIasq1YEweXot23zBFPGyiCKLnFZOy3KklnVoJM7Qq0w0GzCZDDw4oQhFVflrS+I9743JfNTrTZGvv7d088emLjSCwJ3luZx+GLPUsKxw9Z5GaoIRXu1y4dRqWOT8z5poA0yxGZllNbLbH2KSxchM66HP2Wi4tiiLa4v+vZq2/1aMka8xjApJMlFWev0RLZuZtZyu7veIRrswmyvZtetqevs+w1YkMO7MBgziPJaecmtqeXFQmHdYrCecUUsosJ+09UeRtqQi9Vw87qO65l5UVaGy4nZat4bpbMtNVDFabVSurAcUmhteYdenDuSIBk9XB6Uz5yAIAq6ONl5/4Bd4ujqJhRNtDF22hK1UwZITRpzdQ8PqMhQ5jqgFVVUwO61A4qabd1QX1vxEa01VOmn8sAA5OkAOlWSMkMakEvWBoFFxTvagWhmQLikQd4n0dNkZTDhkKUyD4zV6Au34A2ESaphEhapnV2YieDqx5yHrqbGk55XSk3xEQDJEEEURnWhAF7UQjPoQEDDp0tGZ64i69allEVQyJrsRRJXmd/KJRwQ+6XyekwuuQifqCcQH3MMHI6T6OODberhLIYXM0nLCsX0UHdeM1qhgKwxQ/XJpooWpl1Eig8nX8CqYgMhkx0KiSoRq76ZD7isePfRN31Vjw9NgTWrnQohSFJ3RRDwWIehxozUYU9dH//HEFOhOz6GwrY6Y3sji7K3kGgNgziKgzQR3J6oKVVmV/G3+5SzqbmT+hy+Du48+mzORvSlJGJNO95koGI9aSMP2LWjCPWycsgRVSnwF1wXDXLP2Uzo1dsLJklJ3Xgk6jcS5HzzLkswaZjg78dkKIeajzljAF8okcqhDFESycoeGHSuilGpDxiUdfnXgqz472ktG1E2GCI68YwgkY55sQR+LN64GIKrVY9JqGWc2sMQ5tE0cV1Rur26mPRLj2sIsqgIhXDGZntjoBHww/tLSTcJuF8qNem4pzaHEqKchGGG3P8TVhZksy7AjAA82dHIgFCGmwt+nlNAQijDDamacxcAlO+r4oC8xVGE/jOB9MNJ1Wh6dUsKqzj5e6HBRbtRz81c0ClVVlW/squdTl498vZZ5djN7/CGMoshFOU7sWg0BWcZxiFg1URCY77DwXo+HTJ2Giwe1N9/sdqemMF/ucB2WfPlkmb7k++CJK+wNhP4l8tUcinD9viaCssJ1RZmckT2y5s0sSbw8s5KGUIQSox7jWNbjYTFGvsbwb4EzbQGzZ71AKNSAzTad9RuWJ59RsWXkYbHo6en9kMzMEwCYOOF+DtT+klCwCW8yP1HRRNDkDK16VVXdQWdXosUlx/2YCmIEtxvxNVvImBhBFA0oShhV6qZwSYiG9wtRFZlY1MXeqh+w750eepoGPLkESQFlYAJMb7aTnj8BRU5UcwQBKo4uxtvgoLelHVEcEI6qyaSajk0Jg0VJp9C2IRNEhcLFzXRtzyLsGvhIqSoocZC0INoTAvfBUGSRnbuaGUigOwhK/wDBoC8yRRnBZFVFjkqMu6AWURSpeiEGSSf5tvB+xp/kQVx/GrpYGlodrGt5FyUmEvVpifoSpCws+9nt/gSjaGe3e+3wY/mSEESJ7oY6Mqf60BoTbEJjkCn1uwmGNXRmm7GXuQl2mVBlATGsIqoqYQYmyeZnnkaRZQKKKmOQTCO2QgUhkbuoyIdvd/YPLUCiGhqPRhG1WuwZWcw5/Wy2vLkKlQiu1i5A4LQPXmTDjGMIp2Xw/ZIgpsYvCKgG9svZlJ71J2qf+S5b7UX8ZNx16MNB1mQWs+u0q7j4xYc59ZNXqIwF6NQYmbflI8yONBZdeDlb3n6NsN8P6Ji++XMancW0ZxXgN5h4VbFT4W5Ea8xHFjWUuruQk6SyNWRnBh1YC+YQmf1Hbm7XsSGiZXbaOqY4bCxZcRrO6paUy70GkASIDLrkxvnrsWhEbmp6itJYD78b932ydBrKjDqaQlE0Ngf7yqcQ0hlomruUO8cVstRpI66oPNbajUUSuSDHyWU76/nIlaj8rnH5U7TZqRXJ02sJyjIRRSE0qC85WI+WOCaVJXYzVq3EWdsPgArd0YHMxlydlvvH5ad0P92xOAeCEZY6rXjiiUD5i/Kc1IXC9EbjGCSRZZuquCIvg+uKso5IwnBmtpMzRyETR4qArLDDl3DSrwtFOTXTwZuzKtnrC/HTujb6YjLv9np4a1blIY/poYlFNIWjpGs1Q8xTSw16NhBAI8B48+EnlTN1Wk7PcvBJn49Cg26ITi2iKGz3BqkwGUjXaWgLR7FqEtqz0fCr+o7UlOafm7tHJV+QjIWyjBStNoaRMEa+xvBvg8lUiMGQTW3tg/RXMDQaG+FIK+FIE4FgHenpSxBFHQZDNlMmP4iiRNm55bsE3fU47AvoEJ+jq1ZHaen1iKKOuDxQjZCVEMUzJhLTrSUeFsmvmIsoldHb+xEAtiwHBZOmYklL470nf4Cx7GO0aTYkXT5yFMxZYcqWuyjO+TGqZRut1ZuoWy0iB1sRa9PJnNaNKuvx+1roae0gHpJo+CiDKWfn4u3upvXzdFBBjsi0rs2lv7RlSA9hzYthtPvpq1Po3JKOc4KHQLuJtEoPYbeG5k/yhutY1JHNUhEUBDSo6vAJqeJuN02ZjoQ7/GC3e0WiryqN3Lk9aExR5GiCxMhaH7q9S6nQHQs6WNf1GiDQ+FEu6ZPdaEwx4kENWkVGs/NddhZlHyJjcbitw2hQk3Euvfsc2It9aK0x/C1mmnU2MEoQBU+DDVuRH3+bGVkVUBHRCXGiySqNUZMwohQFCYs2jZE8xayZWVic6bTX7EeVZeg/L8Mw/Je4zmjk3DvvxRqsJfTy9WRoPHzcWY6kzUCORXH4XCxf8waCKFLf0sZ+JZ8ycx+a/BBVbz7BtvQLqPH4mbPjCz6fexwAbpOVXnsGhdEWvjOhghknnoyqfhNBELintg1x8yb67Uj18Rjnvv0PVi2/kANJe4lwTMCseIlo9Pg7BtrFfsEBebNg6Q/QZ01kmaaD5tZePAuOp1av5fXqVlChQCNg7GqjsK+D/IpKnhMsxFWYKwV5vUSGySuJv7SK6qYGGoJuXmno5pQMO49OLuH26hby2hspbTlAUV8HCypyID+DW/Y38XyHC42QqMR85hrIphx8pjWCCKqCO64MuUqcWolFDgvv9XgJJ98bCZjtsPD31u5UHuJgtEdjvNfj4YR0Gxs9AYoMOvSiwElbqvHGZVZk2GmNxLCIAh5RoDNpWfHzunb8ssIPy3JRVDVRR/4KAvJP+7y82e3hpAw7yw4xIGKWRMqMejqjcXL1Gk7OdDDFamJVp5u+5KRoWzhKWFET+ZGjQBAEikfwvPv1hEKm20yYRJFzcg6v3wK4b9xwd31ZVblwRy3r3AHKjDrmWE2s7vNh00j8fmLRqN5emboBimCRjtyVfwyHxxj5GsO/FTUH7qel5UkALJapZKQvoaEx4e2lqvIwQiGKOmbMfRSAXbuvp735aQBiMTcTJtxDedn3kWUfqqpSVnYTNusUJMlINNpLedlNhMOdxOM+oqEAJRU3sbdzHztWvwuoOFtzKFrSgcVehLvFh3NyM5JeQbRXUVlxNxv+9l0CnQ2AFym4FG/TB8SCAnLBDjTGNOJBI8hGcqw3suPp3w8VcQsAErZchYqTdMiSjM7Rg61Ah6vBQv17BchhLapXoGePk7g0+KM2uMU2AlGQFCSdSnyEQcLGTMegnOtBZEiUseT5ifo0SIOy3OSwnt1VDeSXuDCShpIkReE+I61rDKn1pzb1YIjGEBUFZYQvWUEUktOCX+5GpsREDrxRkvARUADNoPUVAW+DDY2oEk9uV1YF0guLcbW1Uu/bhV4yI+k0tKe1YCcbUavF1daSIljerk68XZ1Uzj+axh3biIYSJ02j1RGPDW9FTl12MlXrPiEWCpM3bgIZRSXw1M3oY604TLAgo4lVLTYKJk2lt6WJkNeDqijs8WQCEs1BOzmFBlb4X6Pi0ndZv6OKDdVVfN5/gxcE5KR/198ONHJW26PMOPEU4ulZPNfey3JrGvmhBHlpySlk/ezjiOiMaJQ4cVFDpymbmC5xE95aPJFjG/egKDJTz74IFi1NvY7ri3O4qiCLgCxz7Mb99CVzFfuALFll5Qcvk1VTyi/u/wNRRRkQazeth31vsD9jMdtsE1GA93u93F2Zz7nZaVS7uxN12KCf+m2bqZgzn8ZwNOXuvsEdSFWnDp4ezNdp2JZ0tO+/Miea9bw1ezy/behIES+Aox1mvluczZvdbjzxCPrkQEE/RODDPh83FGXzh4nFaEWB7+xtpCtJst7odhNLLm4clJKgAHWhCI80d/FYSw8WjcjDE4uHVWR2+wK80OHinOw0ptmGxu+0R6LcsK+JjmQo9ZszKykawdsr8XYLPD29nA96PEy1GilN+uh9oyCDj/q8dEdjZOm0HL9pf4LolB+5nun+unbWuHxMMhv41fjCf8nzqjsaZ1/yvakLRfHGZVzJf8+1941Kvm4vy0MUBLqjMW4rzR1xmTF8NYyRrzH8WxGN9qb+L4oaSku/SzjSRijUQk7O6UjS6KXzaHTA2T4S7QTAap3A7FnPDVmurPR7qf9rtQ46182m+ou17LI/idmRRj+hEaJFZGbOpHTu9VRX/xS3pxGdLpNotI+t2y4la2aUniYBvdmMZfwatA4XggByDMpO9tO7N4MJ886DZLYfgCDJ6CwxLAUhtMY4HZszCXZLGPISpFKfFsPkidMd1iIqCqWvRegu5yAM/hJVIOlvLkhxVFkDcQ2qIUTCC/ygL1xRRO2/SQmD25Ei9e8XosoJC4nBiKghPmj+J1mGMjpDDQcdS2JbNdlpLKpuwRyM4LMYh1W/VOWg9ucRwKZNR0KDR2xDr3eiutyExYFqnShpOPdnv+LFu2+HaARQkZHobW4EoN6/i3r/LkSNFiV+6LHzwcQLQJZH1h9ll5bSXr2PnuYGGnZuo2HnVvLQpaxII0riK9Hb3XWQBizxHoVUPfawB43sRelrY8HM6UyaNpU3djXSabbjDHqRVIWakol8VDiRnBcfpmnXds6890GsksTzp13BN5/7Pe8eexat2cXI2qF+SIooplrLIUlD7MafcmWOg3UvPcvqvz7MMRdejtGS0PA0hyP8tqETQRhK4MN6A6ogIBmMuGJx0gdVLzBn4ddaSI+50akxQskIqMUb9hFSVPIWnsJZ7z1D2GRme9kUTgBWZqbRFIrSEYkRGGRZYRQE/IMI02lZTurDnbiTRFAl4TyvE4Uh/lF2SeTxqWWYJJEnppbxVFsPS51WvDGZnliMVzpcbPKF6IzGufNAKyuzHaTrtCxNs/Jhrxd3XE4RL4DxRj0HQlECioJJFPhmXjq317TRmBTg/7Gpk4cnlaSW3+oNcNa2A4QVlb+39PDQxCLOGiS07wjH6EmSvN5onOZIdFTyBYlpwdMPmiosMOh4f854vHGZM7fVUBtK2OH8qbWPS0fd0gAaQxEea+3GG1fY4Q1ywr8YF5Sp0zDObGCDJ0CJQUehXssaTwCbRmShY/TsR60ocOd/wFtsDGPkawz/ZpSVfo9IuA1ZCVNUdBWiqGXypF8f0bqFhVcQ8LUS8vppb7IzeWIMjfbwZn2dtQdQZBl/Xy9peYWk5eajqgpHnXoJE6cuAWDGjL/T2fkOoqRn377bUJQQuhyROZcsZ9yE66lquZD++4O/1UTEqydnTi89LXvorWrGnOYk5PVSdFwzjrJE5cLfbgQyaVgjUbjUgNYkgyBiK/GBJo5DF8QSjWGKxvFpNIMMTvuhIuhl1IgEqGitcaIeCQQV2a9jVIz4C1gYlFE4XLwejAVoiO8esu/Bz/sMOtZU5OEzGYZsXxOLU9HpoirXCYdpO2gNRopnzKJ+yyasqh2NqCfPVM5RUxbSoPRR9flQzZY9O4fepkaUaGTY8Q7G4YgXMIR4gYAkaYgrwytfnXW19LQkyF08EmHjqy9x/GV307R5O6oKa7oSk3EmRxq548bTUb0fa2YmQa8HV1srkhrD1tHNu6FSDvzqQSSdjrmnnc3qU8/i4z4f6VqJ7zucdEbj5HS2oI+GCXrcaCIhHpxQyPMNrVRNOYqmgsRQiZR8bbpoBK1WyzQteGr20me20Z1fSlSF+1a9ju6NVWgUmb6+Ps7/4Y8BuGFfM9t8QURgod2MNy4TVhTmBGJMWno8j04/jp+s30dcVSk06LirIo8TM8r4fMGPCVW9S2mwhb3WSkQSflkAzYUVPHX2tYSMZrQ6K+eGIlxRkMHCNBOLN1YPOZeDiZdGgGuLMjk3J43Ldtaxyx8iTiJMui4YISjLZOk0pGkkbivLTVXiykx6flIxdFjgqbaBH3AKsM7lY6M3yAK7haemlXLetgOE+n9/AMem29je1JVaPk2nxaoZ+Jxt9gRQVBVREHil08VfmroIJ1+vDLzb4xlCvqbbTJye5WCHL8hkq+krxe2EZYXGcJRigw6HVgNE0ApQatAlUskPA4MoYhBFvCgYRBHHEdpMjAZJEHhuejmbPQEmWAzYNRIvdbgoNelYMEJc0hj+8xgjX2P4t8JsLk850X9ZZGWewDtvvkZPUwOwD4v+GY658PLDrpdZUoqrow2Tzc6cU1ZSMiPh5CoOyq6TJBN5eWfjdu9ASd2UFeLmDzBkXEZacCE93e8Q9Wvo3JZJyKWjfWMmqtwGtIMgUDa/BH9vG20bMlHiEkVzjZTMmE7D9i3UvJq4aWuNGqy5EfLn95Ixrhe5R8PM5g5qMtPptJlQRBA0GjJK0hCt9XRu7x/JFoi6k1VBNfH3V4UpJ0jxsW14Gi20rcvt3zxIcZDFRAtQPcj3SxDwmYeLZfP7vJT1eml1WvGZht8AJI0WUaslFgoSC4eo27QBRY7jphsprsEomcn3VZI+3oKk1SLHYgiShCiK+Pt6+fCvDx3x6xKE/qrf4Vy4VeLx4ZUvSaNl6rIT2fvZR8hJ0pNdMQ5TZj6tFVdxYPMG4kTQmQzMOfUMKuct4J0//hZ3RxuxUAhVUZCRWNNdltyijBIK0bJ3FwvOvoDzky7rT+t1rO12ofv8ZeLpmRRPm4HJ7mChILDAMZ4fbNuALhImqjfg8PZxygcvYPe60JeN4/s/u4+Pp03kubZuDGqMvzR30ZNVSclJF4Mg4ErP4s13XuLx6ZWprEkFqDQb+OX4fq3PJP7+dDcbg1HU5GegJhThsZZuTsyws6f4ZH7HbBRUppj0xID9yQgfrSDQ50y0xgyqiqBCfTDCww1D0wJS5xTQiwIX56TjlxV+VNOCTStxXWEWfbEYm7xBjttUlapUeeMyD9R3UB+KcF3RcB+nff5Qcg6S5PHAAw2dVAUjvNjRx58mFXNKpoNVXYnYn4lmA6dkOXi2o4+OaJw8g44cvZacQdU+T0ymJxqnKhDmtupmvHElZTSrE+DUzKEVJVEQ+NNBRqdfBgFZ5txttewJhJhsNvLnSUX8pbmHUpOOi51mqjydh91Gtl7LT8rzeKfHwzy7mXkOC6s6+/io18fJmXZWZDq+9HEZJXHI5ONFR2AaO4b/HMbI1xj+uzDo17Q6onB6ALGYl1islxXX38L0E1Zgy8jEkZ0gG70tTWx5+zVyyiqYdvyAR5nbvZ6Dfa5VNUZlxS/prq+g9o0PiPrh4MqQqJGxT/+I9pdziHoTJKmrxs+ZN15EV0MdQXcfIBALxemrk0jTaGES9H0vjlwn4N+Sj8Nix9fbgyLLxPxa/C0ZoB4cPpyYyFRladgxCJJMzpxuIh49fVUji2+1tijFx7aht8VJK/fRuSULOVlZsxb68TXYQR2IYTocCpPi6lx3AL9Bh3qQU/78s86ntXofDdsTnm3KoHZfsWUKczOX4+tx0S5XMXHRsUgaLVOWHM+a556kadf2IzoGSET+CJJEy56dR7ZCUltotNoIJTMe5XiMja++xNEXXsb2996idMZs5p1+Nk//6GbcHW1o9HpQFaLBIPvXfUY0FKJq7aeAikarTZFGg8UGqkIwqQdzd7QTDQXRGRNEeorVxBSrCe68B1VJhFl31Nbw/iN/IByLs/q0b1J6YA+GaISZu9eT7uoiLmpoDkd58o6bcYgBHk7fzE9tp1DkzyVSOomerAL8+kQ7+CPFzK4PHmT+vHuoDYXRCgK7vQGWbtzHaZlpfL80h/D2DTgWZONKGzAdzU5Gvjze2ps0SBVojcZ4b/Z4vrm7nrpQBIMo4IknXNu0osg399QncxFHPs0mSSSsKLzW46Y2HEmFRHvjCufmOPhnh2vI8mFFZXcgjKulh28WZBJXVH7T0ME6lx+HRqQpHKM+2S4sN+q4tzKfG6oShsfuuMInvV6CispSp5Xj022clZ2GXavhb5NLeKfHy0W5Th5v7eGdnoFcz3KzAadWQ1UghDcp7rdLAj+tzGeBw0rRIKG7oqr8cH8zB4IRbizOZkm6jYcbO3m9202+XsufJ5VgOIyNwg5viK2+RCV2qy9IayTOfeMTE9LB4GiJEMNxdo4z5Tu2PxDiR9WtuOIyn7p8zLCayDMcojo+hv96jJGvMfxXYdFFV7D1ndcx2R0sOOeiUZfzenexe/f3iER7yco6kcmTf5N6TlUU3vzdL+lpbqRq7afojCYmHJ1oPwqCSL/QXRQN5OddTFraQkKhEHrjeAzGnYgEiQSDqTgaAHNWDFUNI+kGvLeM6QHaev5KbmUltZs2ppYVJBFXtQNLbghHgZnCoy7GnuVky1uvEY9GURUZd0fbqFOFgqSSyDbvf14lc2ofmTN60Zlk5JhALCzhaxg+hWV0qIjaxHHHghrkWP+NQsDX4Bj9xI+CuiwHpd0erOHoiGR46zuvER/B30lCy5S0owGwatPwHeiibtcmEAT2fvohygiTnEMxlHi62luJhgcRVUFg9ilnsuWtVaNMNya3oqoYLFbC/gQpaNq9g4YdW4lHI/Q0N7D22acS7wWJNiQkbDLScvMx2e1odDri0QhGu4NFF16BxZlG4aRpRMMh/vbdqwj5PHh7utjy1qsjXq9CkqxufuMVuhvrkUWJaChEXmczM/ZuRExeYzolTnFrNYLkI8/eQ5xOCrZtAkMOfY4M4iXjsMQDdAhm8iNd5Ee6eaEzITqPqSpbkmJqX7yX7xZn8fn0RaiA09XNgjQr44qLub44izc6XSiD9FcZGokik55Hp5Rywub9KdNS6I/4Gd3CQwNoBIGYCl3ROM2DXOP3+kM8WJ8ghjFVxSAIQwT3elFAIwhctbeB1b0DREk36DOx1Gnj2HQ7J2d4+aDXS65eS3UwwifJHwQGUeQbSUf7OQ4Lc5LtwR117SnxvlUSUVSVPzV1clVhFh/2+mgOR1jqtHF+7vDcwG/vrufNJHHbtbuBj+dN4LHWHtoiMXb6QtxR08Jefwi/rPDrcfnMTxv+GZxkMVBp0lMTjFBp0jPJcqRh9qOjIxLHm9TSeeIyrlh8jHz9j2OMfI3ha0dL67P09X6GI+0oymZdMcSdfjS0tb9EKJwIeHa7N6OqamoaSI7HCQUSX9CxSJj9O/7JuAULEUUtRUVXEgo3EQq1kJd7PtnZJ6W2eeDDd/B2J9orRrudsNeHiorZkY4cbyTq01C0tI2WL7IJdRvxd5jorY1TOns8LdWfIRnimDJDBLrMSFoVa26cvNxLKCo5j7/++spUqwtAozcAasIcVEholOTkdN5QKqGSPauH7Fk99HdRJa16kEHpAKym2TR9HMWSH6Rnd8IJP4GDid6RtTXbnDY6bWbkETQnoqQh5PONsFYCYdmPQTLjjnbiCidDlFWVWOTgat8AJEFhZcEe0nRh3m8vpzmY+OUf9LiHLGcSQux6/40hxEuUpGF+X2G/D3FQLMxgbVh3Qz1a/UCrVaPTUzF3Pj0tjSiyTNmMOSw890I6ag8w8ZilVMydP7CsVofJbifk86AzGkkvLAGgbttmGnduY/qJK3AOMj61Z+UgiCKSInNa6z4MjVVo+rMmk8uYhTCnF+xjjyeLloCNUETDe8tX0ppXCgqckpFBQdMnnOPZgOWY65E7h5NOq0bCFY2xvXA87iTJOqYyH6MA877YS18sEaJsEaEShccnJVqVGToNmToN/lAUicRohUEU8I0StFyk13JHeR7vdrt5vdtDmlbi5tJsfl7bTkskRkRViSTLZUvTLFxblMV39zbSHZOxSwK3FGcjAp2RoXo+syQy0agjTaPh1tKE8ekvxxciqyqSIHDRjoHMzvgo1dsTMxL2FCFFwScrbPWF2O0PcXZOGs/PGDb9MgQHggMEMqgo+OMyxiSB1gsC691+apMk86Kd9Xxx1ESyDyJBDq2GV2aU85krwOI0c1Lz9a9hUZqFM7PT2BcIMctqYtKYn9b/PMbI1/8IVFUhFGpCr89Ckr5adMN/I0KhJmprf0M87qbPtQ6HfR4226TDrpfuXEJX19vEYn2YTGWoqoK3uwdzmhONTofRYiXQ14sgKsiGDdTW/YHKiu8jCBITxt+T2s7uj1ez8bWX8fV1Iw/SCdkzc5AkbdKaQSHYaWbfi6U4K73oTTq8Ph0xHzRvjFJ8ZZTx5zQhSDKCALGgi9YNmejsASLSp3TWz8Y5uR1jRpi+fQ78bRbi0UiKOJRPnUu8I0Rj1y5AQI0O/lgK6O3RFPFS4gLBHgOhvpGvgbbqvaiKFV9zv7ajv4J05B5dByNBvAaqcP1QRpkoBJCJ8VH7s9h06XijvcTVw8fOCIJApbWbUoubOr8DsxQd4bgTHlJBxYAQjdA/gSmIEvkTptC8Z8ew7Soj6L8ADGYLFXPm0Vazj3g4zKQly2jZu5u+1iZ6m5swpzmZe/o5I64rShKn3vRDtr3zBjnl48gqKaNx13be/dODhLxeGndu5ZL7fo9Gl7gxH3PBpejNZoJeDwvOvoBnq3fS63MjabXYnRlYg3WMM7WSpo9QUpLDvkAh5s4WlEG6RYvOwN2nXQ1cjayqHB+t5RN3gLCqIqsJ/dWprftZ9c8HWRmN8+HRK2gvqKD84zt5wLGUHstEAEzxIOlmO/fqw9iSxMCqkbAkSYZBhB9X5NMWjvH7pJBdm3wnUiaoBi17/CEemFDEpflB8vRaqgKRYXRIJyTihJY4bTw9rZxVnS7e7nFzS3Ur7/f5WJnlYLc/lCKgp2bY+fXE4UHSUvKH1d0Veag1bQgC/Kw8f9hyPZEYf27upjsWp8igxT8oqPkfrb3cfpjJvUvz0rmnro24qnKUzYw3Hucou4kJFgMzrCZWdQxMZAcVlQ3eAKePUIHK1Os4O+ffV5kSBYGHJxUfcpmYovL7xg7CssrNpTmY/gWX+ZiiUhUIUZgaGBjDvxtjZ/V/AKqqsnPnNfS51mM05jFj+t8xGIZ/8fy3Ihxuxx+owZl2FKI4dGRblsMpAbyiRJEV/0ibGIbMzOMwGJ7EH6gmM/1EXrnvp7QfqMaRncvKH940UEVSRLyNVvZv/ScO3dlkFpUM2c6299/C1d6S+lvUaCmbMZt4LEbHgf0AaLSJY1ZjGjyNFtInuIHkL099JzUHfo7OMlBx0Zpk0soSFaFQj4muzr+RM6cHSaNiygiz/6Uy1GQskSCI6FokZtqPx3niHry6enqr7LgPOEguQPeudExZYQRJoWt7OlbtCdz4xE/Y9fFqPn7ikSHROmq/A/5h9HJfHke+PZPdTsgfIC5H6Yu0H/F6+ZOm4qoPs6U3l3U9JUQVzbD9igIoyTgcFRGd0YRGr+fYK77N7o/eTy0nSBrScvNwt7eCIAwjYIKkoWDyNNavegGLI41FF15B2ey5PH7j1YltKwoR/6GvxYyCYpZceR0Xv/wG7e99xoLq7eR4Ey0rb3c3L//ixzjzC1h8yZXoDEbmrRwgcqfccCtb33yVjOISZp18OsLr18OefWAqoeDMe8jOnYXzw/ewWtN50WjCrJG4s2yAOPzgqWfIWfMeF2i0fHDCeTSmZSMD8Q2fEuxsIwOYvWs9n+fns7j2OZ6ZUAmWiUhKnHM732dmZg7oByrMcUVNeYUFFKgNRjgrO40/NHUlPL6AXJ2G9qQFwwZPkA2eIO2RGA9NKma3L8j39zfRG5PRCQK5Oom2SJyoCo80d7HDF2Su3UwclcZwotq1yRPgj5OK2ekL8Ea3FwV4ucuNIsBvRvG1CsgKlWY9F+amUzzI/mGLJ8AmbwCrKFKVDHhuDsdSXmQiCff3w+GbhZmcm+ukLxrj/R4vV+6upzeuMN1q5NHJJbzb5U4taxEFFn/J8Oj/JH5c08LjyUnRpnCERwdlWn4ZqKrKpTvrWOvyUWTU8fS0ckoPYbUxhq+GMfL1P4B43I3Hux1FCRAI1NDW/soRZy5+3fB697Bz1zVEIm2kpS1k5ox/DPlStVjGUVh4GW73ZmzWqTjsh2859sNqnYTVOom+tlZa9+8mHonRVX+A9547D8GcTiLzUMZa5EcVorz7xwe59Jd/SK2vqmpK59OPtLx8jr3ym7x0709TJGawZ5RGB8SyEYRE2y1rRi06Syy5vYTOOxbUYHAYce0ppWOrF1tFM/n5CRIhalQEMaHpyiwpo9g8kbLAZFxF76KW7MEqgM4aw1NvQ5VFSuZnYR9Xw4H3cwi0mwABg9lLuMrFtGXLKZk+k6fv+D5Bd0LY3C8Kl2P97ZxDV70SE4SH01+NhOF2Fv2YdcqZNO3aRtOu4VWofujMZjKLSmivqU5ZSSTE9HoC0YIk8QKtwYQqy4MMU4f+mo+GgkRDQXa8/zaTFy+jafcOVEVBlePkVU4gf8IkWqv20tfaPHSYQ47TsH0LQU/ivL3/6MNYnU6Kp8/G1FiH2eHkqJVnwb43wFEMudOARBu7q6GOjMJi9CYzD9Q2syajCAQBt9HK9X1tKEBvJEps325a9u1mz2cfkV1aztm3350S5WcWFrP82hsGXsjpD8ExN6Ho7Xzx5jv4XRtYcO5FzM7IQmrv5cNeH+/1ergkL6FT0m/5HKe3D7fFQZcxQQB0gkBxVhZt9dUogNdiZ4omCjorv9v/S8oj7VhiXq5ueRFZfw47M+bSFY1xy/4D+GWZYoOOoKzgkCTCioInJpOt09ARjWMRRY5Nt/JM+1ABfVcy/qcmGKE3qQ/TCgLLMuw81pogAvWhKAdCfbza6eaawgyytBq6YnHKTHokQSCuDrReg4rCSx0urirIHGaM+mmfl4t31hFX4Zn2Pr6YP5FMnZY1Lh/X7mmgJyYzzWygwqjnQChRhZNJ+IpdkpfOlQXDNV4joTsS46KddSmfMID2cAx/XMY2aIryhEz7EVeFeqLxhIThiJb+amgb1MLtjh5ZzuZI6IvJ7PIHiZMwZH21y3XEuZljOHKMka//AWg0NozGImKxXvT6HDLSj/26D+mI0dX1FpFIQtAcCBxAlgNoNEN9cyrKbx1p1SOGNT0dnTVCPCKitUQx53hIq+zBWTEOwdiEOSuCp9FCNBxGURRi4TA6o5HPn3+KvvZWACzpmdiLy5h6Qiav/O4yXG2JX3oHG3wWjJuPu70XVW1MaLiiA+TN22imZU0O8UiiTafKMpDQXpmyQuisUbxNdgTBRNHUiZzzo58R2tWL640D7KlqpXN9JVpLjOJFAdIrJdD04HP30fG6FTk24C6vRYd/QzvGSenYMrLIrZxA7aYvAFBlGZ1NJjTkHjl6u3E04qW3WIn4R9dzjUrmRJF9n32Eu6N9yGPmtHQCrr5U7FA8HKZ13x6EEbzD/PEBgfLkpctYeulV7Fv7Cdvee4uuupoR99tatYdYODRkSKJu26YUKR14XRYifj+O7BwMVhtBjwtBFAl53YS8brw93cw/63xmnnwa4svfhD2vgjENVvya+PjTefFnd9B+YD/phcWcd9fPUURNanBC0Gg5/cbb+Ehvx/Wj76T2KUejtO3fx941HzPjxFNGOZ0CpJfzxQv/ZP2rL4Cq4upoY8Ft9/Cz2kRG4BqXj3l2M+PMRvSONOhooseZRSipW1NUlfGXX01hfgE1kThzZ87g+rXfASWGwZbNrSYX6r43iBoz6CxOZKw+0NLLWneiwjfVYuDt2ZVctLOOf7T18Vx7H+ZkKzKgKATiCkZRIKSo6ASBUqOOq5KC91My7ZyQbuNAMMxcu5lbSnLY7g3RHoniisWRVfArCi2RKM/PKGOPP8wpmQ72+oNscA+tMEoCpI1Aav7W3J2auvTLCrWBCJk6LZ/0+uhJEr+uWJw3Z4/jtqpmPkjmT06xmrirYninQFVV+mIydo2EZpBL/lvdnhTxkgCbRuToNAvdkRhzbSb0goBdK3FvZcHI7+VBeKqth9/Ud6AC1+WmceQ/L78cri7MojkcJa6qXFmQefgVRkGaVqLCZKDXE6BAr+Xkf8HcdQyjY4x8/Q9AECRmzniczq53sNtmYrFUft2HdMTIyVlJZ9c7hMMtWC0TkKR//28/rd7A5LMF2na3Y80PoLfHkCQ781fcTM2WD+jYt5FgywQmLV7M83ffRueBGjR6Pc78ooTxKWBxplN5/Ap87jtRlDAkA54HEy9bZhbLr/4hHz/xCL1NjWjicfRvatGerMertdL4sQUlOtwiQlVEWtflojVGCPWagAgte3ex+c1VzD39bHbXfELbrl5AgxzREGqcStG8GnauMhP39bvcq4gayNKUMSVtMfV9OxGardiysqndvD61L0FUKDuthr3PVKDGv7oxoz0rh+5gYAiZGY6B16kxGMkfN4HGndvobWlCEBX6q1SqouDv7R6yZr8wXj1EILag1bL4oiuQNBqmLD2ejgPVdNUfGLGlqioKnXUHhjx2MPGSdDqWXvJNBFGkcPI0dEYjm15/mY4DNTTt3g4kBPqfPPV3vnjlOS7KW4dTUiHUB3Uf47bPobOhDoDe5kaadu/g5vmLaAqGaeju4YrxReSOG0fkkT+ijUeHXAUmu52cinGHOJcJ+Pt6U68vGgrhjcvEg0EWbfkUT1oG7qkJj7Hbbr+TN557mqkOBx6njepgmGlWE++6Q6wpn8t4s4EHve8gdiaNdcNeOP4n/Cz7bF4PaIlEcrleF0U7aBCvKxpHgdTUYlQFOamZUoEJFiOzbGZ2+kNcnpfOvEHmozpR5KlpZQzGW7Mriaoql+2s49PkhOKqTg/n56RzTtJCYZ3LT89B2Y6TLQZy9MNbhKdkOfioz4cMODQSs+yJKuIV+el81OelIxJjYZqFAoOOR6eW8uOaFryywh0jxOKoqsrVexr43O0nX6/jmWllZCT3KQhqql5s1Yh8Om8igbjMeTtqaY7EmGQx8ObkcUesqXq725PKnlzt8v/HyNfCNAsfzZvwL29HTBqyftbnY6rVODZV+R/CGPn6H4FGYyU/77yv+zC+NCyW8cyd8xKhUCtW68R/KZ/sUJi38Am2mS4hHtfjTFtEXt5Z7P+4gc0vVyPHzWj0XaxvfC5105fjMXw9nTiyc4nHY5TPXZCoAjUFyZvfiRwV8DdbUvqiinkLOP6b12Ewmznp2hspjINr99MoS4L4vLm07y0H2YWkFcksLkRvstO8eyeKIqM1QtlpjYS69TR9bABVRJFldn30PnNPP5verpYhryU9eyLN69zEfT2DHhVQ4tAVb+Sdlr8it8T5fOsLSBrNEDIiSAruegtZ03vo3DJgYqk1GA+Kyzk0RqswDcXAexkPh9AatSCqoAhorXEUVYWwdYgmbWDVAV2apNMjR4fbfgsqvPyLnxCPRpm38hyOu/Jq0vLykeU4HTX7qdmw7giPMdnyFSUKJ0/FnpVooVRv+ByDxcJpN9/OZ08/xp5PP0xow1SViN9Pk8eIxe4jKhrZttNPelodmcUldNbW4MwvpHDyNIySyCPTyoGBKbo0Tw8p2qfTUzx+IvPOPB9nbj4v3nMHvt4eyuccxZJLrhx2tAvPvZiOAzVEI2Fmnnw6UyxGrvzoBbT1+1E1WjQlmXDSaegNRk665Btct7cRTyzOzSXZLHbaOGHTflxxmZ2+EKflzmaZrQC8LeAsBWsO7+oCtMpRiMtsEAQyh1QwVYoMOvINulTlp0CvpdhkIE+v4btF2WjFI//8CoKAXhA4ymFJka+IqvJgYycvJrVSZ+c4ebChM6U30wnCiMHQABfkppOt07DDH+Jb+ZnoklW5QqOed+eMwx1LuOhDwn/sNxOGC/f70ROL87nbT29MpjcW4pn2Pr5Xkvi81IeiqaZ6hlZLll7Ls71empNtvYZglPZIlHLTcAuJJ1q7eaylB6tG4s+Tiiky6plkNrDO5UMhEYVE6Mh0rV8njJLI8syxitd/EmPkawz/ceh06eh0/1k3ZYMhkwXz3xvyWF/rmpS9w8HaLgCzI43z7/4lqqIQV1Reuv9upO1ayopFMkKdhKxldBTlY8tKp3BRJweabsfaeiq+NolJ11zHlo3vEYi5ad6sIdCdIEpanQ5Pdy9ZxXbO+tHdbP3wcVy9m/E2mMme7kVxO2nd7kVVFAxmCy379tDdWJ/wk4rFQFXZs+ZjogE/oCLq5GQ1LXHTUwYZxCrx+EFCchUlJtG6Jg+ddehNMhYOobVFiXm1HKoNORJEjWaYYF2j02OwWBKVGsCWmc30k47GF3uPsFskc7KLotLLcdpPYOtbrxP0elIDDIlDHSCMIxGvxOuL0Vq1B4B3/vRbct8fxynfuzWZ3wl/+9638HQeTtA/1IpCTVonbH33DdY8/QTxaITWfXs54wd3JaYUd20nFg4DKh92VrDNlU9I1jDVsY281R9SVjyZjjNuJ3viLIzW4R5PAFOWnkBfawuKLHPUWRcw+dgT+M7eRrat3YnTXsDxu3ewb+0nLDj7AnRGE+0H9vPOHx/E4sygYMJk3J3tqIpCd0M9sUgYye8BQIjHaKuvZVZyPw80dPB+0iPLHZM5Id2OURJxJYnMfT4r2rNeYnHPBph0Omj0zLSaaAlHydBqWKyJYLGZWNXrwysrFBj0aEWRj+eO5wf7W/DG49xUmsNMm5kPejz8oq6NbxZkUvAlKiGBuExTKDrE52uHN8hZ22p4dFIJGXotNxRn8/PaNqLA9H6D2lFwbLqdY9MHSMHDjZ280ukiS6fhb1NKj/jHnUOjIU+vpTdJ2I5OG6jiXZzrZL3bjycusyw98R6vyLTzRGsPdaEIM6xG1rn8/KWpi+lWExfkpqfalk+29lKdTAv4bUMnv51YxJ3lecyym1FUlePMOqqqeocf0Bj+f4cx8jWG/xm4XBtpan4MgyGPyoofIYqHvnxnnbKS7sZ6XB1tgwTooDdbSC8o5LgrrkarS7QXwx43ntYmokYD3qYips+YyzF33Y2g0VBd83Oam18CoLlnHftfLmL/F2uoOC2TgOsAUtLUVGuJUrCoCUFQaV3fhc54KSIGXNUOAOSgkxVX3sM7nj8Qi0Q44err+fDvf6Y72crqRzTQ/8tYwDnOjc4epW1dTtKZfhSoycig5CIx/0DFJ7kA8bCAPi1ExHVkViVag4HSWXOZsHAxez75AE9XJ3I8hslmZ9mV1+Ht6WLtc08iSVqmL1/Ba/c9TMGSABmTI6RnT2fqjOt4/YFf07J3F5L2X2tdxCNhmvfs5PGbriG3cjwBn5dwwIcgSanWpSAISVNTAVGSEiL9VAi5wNzTz8aRk2hBddbWJOw+AE9XJx8+/ggNO7YQj0bR6HSk5eYjx2PIskyoo40p9g4cUgTa1+Oru4XVgWlY0pxkFJWw7JvXDomyqpy3kLJZc1EVFY1Oxzvdbl7vcqNoDLSPn8ms3etJN5tT5+Sle+8kGgrhamulu7EudVy7PnqX3Vs3sq1oAhWhMBGdHnXmIk4F4rEYrWs+QiiajCqK+GWZa/bUc0zVZjojET4dP5fd/jD3CUYWz7kidWwPTyrmWl8WNiVOT20NE9OtWI0GtnoDXFOYiBUyaSQenjxga7DW5eP6fU0Jd/U+H+/PGT9EI3Uo/KimheeTLvf5ei3+uIxHVljnDvCbhk7uH1/Atwsz0YpC0lU+68ivCUXlydYemiMx9gbgu3sb6I0rODUSD08qxnqIPEStKPDMtDKebu9jUZqF2fYBOcRsu4UP5k4gIMupCUm7VsPrsyvpiMR4vLWHH1a3oABPtfexzu1PxRH1ZzBqgGKjDlVVUUjYbcCXc7gfw//bGCNfY/jaEY9GiUXCo1YSIKHR2F/9EwKBakBAp02ntPQ7oy4PkFNWyWW/fpje1ibWvfAMkVCI6cuWU3nUwtQvZFVViEa7EUQ9RoeTqN+HkJNN0QUXIiTNORVloDLTLxj3dHUwacKD1NX+HssZbXhcO1EEL1pjgohJmj4c2TnEAgOVJk28kld/+YuUGP2N396futGOhp7dgya0RIVE+reIwWojo7CE7oZ6JJ0Wk8VKKOAn4Or3IRIZGqMkoEa1RKJH/pHPHz+J0274IZFgkO6GeiYevZS88ROxONNRFYXVf32YnqZESPVnTz9BPBqjYXUBgqRQPmsynp3/oHHntkSc0kGVR0EUQRBRk5OkoqQZ5huWUVxK0aRpbF/9dkp7FwkGaNixdch2MovLCHrcBNx9CSImCBgs1qHnVhCYsvT41J/Tjj+J9pr9RMMhtHo92999I/WcHJc5+rxLKZ8zD0WWefuPD/DZbg8ZGg9zMlpp7QOvtwtvdxdt1VXYMrM56oxzhxy7pBnQLOXptdg0Eu64jF2nZeZRC1ly4kmJljEM8ZcTBRGT3U4kECAejaJ0d7Hn+Iv4ZNaxmDQafl+WIEUHNn1B5XsvMHfe8bitThS9HmN9FQX7NlGoqoi93Xx89Ckpf6wfVTezqtNNpk7DqpkVGOPQ39RenmFn+SiiakVV2egJpKpp3dE4flnGcZgfPju8QT7s89IzaOqu2KinJRzFI0dT2068NcIRCcR/29DBDl+IUzLtnJvjRBLAopEgEkMvwHZviI5k2sKv6tu55zCC+Ey9jhtHmeIzSeIwTZdeFCk26jkQiDBYpVYfGrjOHplczK8bOinUazk108GJm6txx+Kcn5vOLaVjE4NjGMAY+RrD14qO2hrefvg3RAIBJi46lqWXfnPUZVW1/4tcRVYCR7R9QRBw5hUgx2P0NTewffXblM2ai0anQ1UVduy8Go9nK3p9HlPPvgFtIErh+ElkFpWgqirt1VVkWC4lmtGNu28PPXsVEBXiigdPp4+NT7jJnL8ZfVoQNSqiqgk5k7Mojbrmn1E0uxRPV8KocsqSlXz0+F9Sx+bu7EBnPPLoEb0tSsXKRgxmBwsWPMnbv/sTkaAfggPickGjQY3HUdVDCNklKSGkP4wXmEZv4LUHfk7t5g1DhfeCgM5oIj6KU70qixzYtOGQ21YVBWt6OuFgHxlTPcw56Tq+eOLTFJkDMFqsHHvFt5C0EpvffHVE8b+qKOSNG8/ERcfy+gO/SDjhq2rKQiIFRaH9wH4q5iRc6vPHT+KyXz9MPBrhw7//mfZkS1Sr1zN+4WLKZs0BEq1Kf28vrR4HB3DQphbS5B1a9dn42ovMPuUMNNqRfaSm28zcU5HPWreP07IcHH/s7CHPp+UV0NPYgCiJnH7rXdgyMtj98Qesf/lZkGWu+PQl2r59G7PtZhamWQjIMhmFxegMRpZsWA1Ary0dn8WOlHxPJ3fuQxeZyK3jTqIuEObJ1l5kwBWX+cH+Zh4qPzwR+FF1M+/3esnUaphuNdIdjbPUaT2kvUJIVri3tpWXOlx4ZIUyg475djMKKreW5vDj6ubUsj3R2KjbORgf9nr5Q2MnIUVlhy/AcU4b6ToND08s4i/N3Uy0GHmloy9FvmyHqHr9qzgvJ40v3D4CiooeOH5QGzRLr+PXyYDzW/c3s8uf0Fmu6nSNka8xDMEY+RrD14qdH7yDqy1h91C/bfOo5EsQBEpLrqel9Rn0ugxKS47c56ynqZGG7VtQZBm/q4+GnVupmDOfcLgVt3sTsuwjHndjNGxi6tE3YDIl2nLvPfIH9n32EXqzhWVXXosj/VkUeQcoIsHeCG88eD+eznZskwQaPykh6tNgTA9TfAw0bI4jar8gb9475E48jxOu/CEarZ6GHVuo2bAu5UV1OCPPwYi4DXRvHs+Ci5eg12UQDQ0X0AuqOqIdqkavR9JosWdmc+wV36J5326+eOm5VOVpJPh6u+msHUF4r6pEg4PIryAMqfSMhkS1S0AURbQGI77ebspPacRaEKS1++fMOOsbfPhQS6qN2B8FtPjiKymeOpOO+lpqNqxDicUIB3wEvV5sGVlMP/EUMotKyC6roH7b5tT+DBYbYf9AbuCWt16jfNa8VN6iRqtFo9Wy4JwL8HR3Eo9EmHfGuUxYuHjIcQ+OJDJNWMpMm50Dm9bjS05wRoNB1r/0DMdcePmor/3cXCfn5jqHPR5wu5Kh7CqKrPDFi//kpOtupvKohWxY9QLIMmJPJ9/XRng+omPpxioMosgvxhWQPXMures+BUCrxIlOnoni6cARdSHlmQhYcnmp08VZmfYhlRrt4XRR7TuIrn8EcySHluzTaQnHuKk4ixtLctCLh57w+/aeoVmNLZEoT04rpdKcsMMoMhrYFYggwhCT1MPBL8vEknq9qKIS7yeZVhMPJZ3fFzosPNTUSZ5ey43FoxMdVVU5EIxg10hkjTBVeTiYNVLqfKbrtFw1in/YVIsxZc2RqRu71Y5hKMauiDF8bZDjMTKKStEaTcRCQeyZh9Z75OScTk7O6V96P9aMTGwZmbg7O7A4M7Bn5vDB3/6EqsqYJuYjy1VotdlI0sQh63XW1qDIMiGvhw3v/4KZZ5VDfMD4UavXYzBbaPgwDzWe+Cj5W7UceMtIxB8CVAzOMH1Va9j0WgXzzz6X8hP7cLsluvaNbuGg0euxZWTham8dVu3xNttxmi4GYP6Z57M2GkEQBCzODFRVIRYJ07hj27BtxiMR4pEIblUhHomy4KwLmLz4ON55+EFa9u0e+bylZ9Lb1DjI4HQUqCoB16FFxP0VOQAkibAvcYPWWRPVD0XxU7fnZVR5oIrg6+2hr60ZZ14hxdNm0tlQh6ejDRWVcfMXsfDcizBYrEgaEZ+/irjsSa1rcWbgzC+gadf21GO9LY0EvZ6UYL8fzrxCLrrnN4yG2aecyZa3X0VvNLH4kiuxpmcw/cST+edtN6Vam7VbNjF12Um4O9vJLC7FZDv8pJiqqogazSDiqtK4czuvP3gfy6/5HpJ2IO9TEEXe7RmwLHi+vY8/Xvs9HnJ7cPd0U1sxlcCsY7j5zDPQeJo4pQXcMZW1zd280+1mebqVDZ4AOTodv51QhDpau1uOwyvfQte9n5skA42ChU/yjmeOzUxtIMJvGjvI0Gr4WUU+hhGsFlrDQ6+VqAp/ae7mgeTk4UOTiqlo7MCmkbi28Mj1XadlOvg8z8/+QJhlTivZI5CmGTYTfz8CV/c7alp4rt2FXSNy/7jCLz3V1xuNEUkSwYiqpP5/MC7Lz0ArCNQEw3y3OHvEZcbw/1+Mka8xfC3obqznzd//inDAT9GUaRSMn8z05Sv+rfsIety8/dADREJBpiw7ibDPy7ijjmbDqufZ/8UaTFlBiqRSJh+3ErN5Lk1NQ4lOdnklva0NiNo4prwOvL4Ayy69lw8f/zOqGmfhheeh09qp3vA51es+IxzwI4gS8XCSZAgQ7DYQ7jMgabQ0ND5Ce8fLaOxOIIvRpg6nHn8yO99/e8Q2W9jr4bm7bmHhuRczY/kpFE+bMeR5RZZZ9auf0bB9y4jbjgaDNO7aRsmMWdgysoYFVg9G446txGNR9GYzzvxiuusPpIhYWl4+vt6eIVOkOqNpSJVoMNRBuiZ5kPWEt9mMQ+tDiWpp3Ty0EhL0uFn/ygus+O73E8ezcxvh5DDCrg/fxd3Rxrl3/Zydu66lt/cTnHNMuLpyCLsSLdG26n0Iopg6j868Qoy2obpCOR4n4O7D4kwfIpofjMlLjmPykuOGPJaeX8RpN93G6r8+jL+vl57mBv7xw+8hhD1k5maw4o7fYbTa+OyZx4kEAhxzwWVY0xMVEk8szuW76mmPxFieYePCi69g7bP/SIW6h31e0nPzmZjup1MJIEl+2vbvo6RwCtt8IQyiQK5ewz2N3Sz77g94sLGDDZ4geAI80K7lJxUTkdr2Q7KC2BiOscBhZd+iaQPndjQ+LUcgnDAnNclhztf0cvr4QpZl2DllSzVbvIn31ySJLE6z8la3m/EmA82RKKdmOjgl04Er3oMrJhNOkpLBbusmSeT2QTFJRwpREPjV+JEtKL4sNngCBBWFYFThjW73lyZfZ+c4WePys8HjxyCKrO71cHHeyNWvC/P+s1PeY/jfxRj5GsPXgm3vvZWIfAH6Wpo545Y7/+37+PyFf9K4K1EFiseiXP6rh4CEaDt9oou8o7oQtY0EgmlkZV0C7Buy/vKrv0fuVJG2nr+iswbQaPLBWkXpqVtR1Rhe/szsqc9SPHU6xVOn8/YffpOYkFNkMopKSMvNIxaJUHRCFnNPP5vG5kcAgcxpfegMTkLNkymcNI26rRtS5wJg+ztvpIT9IyHk8/LZM0+w+5PVHHPh5ZRMm5l6TpQkzrrtpzx71y201+wftq6k0eLr66OnqZH6HVsIJV3sJY2GWSvOADHG7o/fRlVFwt6EpisSCNJevReA9IIixi9YxPyzL2D1Xx9m14cJew9Bkph1ykq2v/sm4UHO+MXTZ4Gi0DioAtUPU5qTtvUSbV/ESC8qI+JuZMiEpiBgSx8QYudWjKN5z84UmeqoO8Bnzz2GWLgTVY0haD1YSyQCXblD9Gg6k4nx849hyWVXDSFYkWCQl+69E1dHK9lllZx120+R4zHe+O39BFx9jF+4eJiQfjDKZs0lt3ICNRs+ByBLbWV5aTV6Ucb/ssxGaTHb338LSJinnnvXzwF4tKWb9Z5E2/a1Ljc/PGoR54+fxBu/vZ+w38ekJctg1wsca16HZFHxxXSs2fUFfzjxFObZzVg1Er9v7KQmGOGVThfFxoFJUptGJN+g45aSHH5V34ErLqMXBCaYj1BbqDPDzEsSsUq2PJad9qPEY0BskEawOxLj5qomOqJxRBLxQG90uXltZiXXFGXyWa+f3zS0oxEFvld05BWuI8EuXxCjKFJxpK/pIIw3Gajyh7FqJBYNspg4UkiCwI3F2Zy61UtTPMa9te3Mt1so/4rHM4b/f2KMfI3hP45wTQ3ed9/FvmIF+vKEGWX+hEnsX/cZ0VAQa8ZXj8IYjJ6eT3C51lFQcBlGY8GQ6UmtbuAGNf+s89m29RMkfeImHgiMbCgqCALTFn6XtGYzfv9+LNqTqNv7F1R9olUWiw2IuounzsSakYm7ow2DxcYJ376evMrxQ7ZXXPRtwuE2IuE2pp19ERbDXIwWK0suuYLHb742RcAORbz6EQuH6Kw7wDsPP8D5P70fR05uilh4ujpHNjYl0erdv+5TajZ8jqLIKdG92ZnB1GXLqW+7lXEZO4nHRFpWzyLYKxOLRlKcqK+9labd25l50mkc/83r6DhQTV9bC2Z7GkedcS5hv3/I5KAoSUh6A1ml5fQ0N6LE48n3W8DX09W/FLHwgC2EpNFidjqZsHAxC8+/OLWtYy64jLTcPNY8+w8Crj5ioRCbX13FlAtFNDaI+jV46qzDKobRYJBdH72PHI9z8nduTj1ev30zHbXVALRU7cHV1kLVF2tSVcNwwM+cU884pJ5t4bkX09PUgLuzncn2Lhy6RCVQ71pPzDB54P0aVCGcZjVhlUR8soJTq8EgiUgZWVz88wcHNrx7FQgSEEdFpGDiNLSiwDcKMmkKRWhJTtj1xGSuK7RTbjJgkSTuKk9Ulb5RkMnpWWn8rLaVSWYD3y78Ep+x4+5I/BuEoKwwzqQnGFcoNem5MNfJG91uYCCXsSMaZ38gTJbeSrpOYobVREBW+M7eBjqjcSpMel6YWYlTqyEkK/w+2X68pjALcZAOLa6oXLevkepAmAUOM43BCF94Atg1EqdmOvhney96UeC20jy+cYR5jYPx8KRizshKI9egZarVxNvdbl5o72OC2cAPy3KPyCvMJ8sEk9dZQFbwxA//mR3DGAZjjHyN4T+KeHc3LddcS6y1Fe/rb1Dy/HNonE4mLz4Oo8VKd1MDs0467SttW1VV3v3z72iv2Y8910r6vI+QFTddnR/RvuYoBDRMXbacWDjMgnMuSK2XP2EyWucdVNfcgywHSEtbOGS7Oz94l/3r15KeX8ixV3yboqIrcXW28cJPf0Qk5qLiZBv2XAe5ueek1tGbTJzyvVvY/dFqiqbNGEa8AERRw8QJ9yZag7+8m876x3Hm5XPmbT8dUi3Smc1YnRk4snNYfu2NCTf8D9+jeuPndNfXIQgCapKoBD1unrj5OvRmM6fedBtNu3awY/VbRAKJyorJZsfsTKe7oZ7BVaWDbR28XR089cPvkTUlTPo0AUmroLOAKGTi6+lKtRdVWaZl3x7+8cPvMXHRUvxuF3Ishreni61vv874BYuGkK/6rZsAyCqt4NpHn6KnqQlfbzdvPzRUY+Xr6kz9X47H8HZ1svezj+lqqEsMO2QnBNRhvx+NTofWaCSWHDjo2jCD5TfexeZX16ITOwmJHaiKgiCKaA0GoklvJXdHe8I64qHf0NfWQlZpBbbMbLzdnaRl52LLzMKelYNGqyMei6IzGEdtRfYjo7CIsllz2fLWqzQHbYy3daORFMRQH8vS1+GZNJ14NMpRZw2kUyzPsPPLcYVs8gS4qiAjZQcxBJPPQOrYQaRhE2L5yUw79vzUU65oHCXp3G8SBS7IS8d50KSlqqpcv6+RtS4fmw16TspwfCmB+8H41u4GPuzzYhDgwrw0jk6zclKGnbe6PcgkGuizbCamW42ctrWaPf7wsMGP3YEIP69t44EJRVy/t5E3ezxIQG80PiR78Q+NHbze5QYSUUdBRUEFQtE4L3X2EVZUworKZy7fVyJfoiBwYrLVGJBl7j7QRmM4ykd9XipMBs4ZYTDiYEy3mrg0N52t3iCzbCZm2o7MO28MY+jHGPkaw38U4QO1xFoT04yxlhaiDQ1onIkvt7JZcymb9dWTzrob66n6/DOUeAxXO4hZUWxFEPS30VK1BTmsoXLeQk7//o+GrZuVtRyHYw6yHMRoLEyZH0aCAb545Tn8vT207N1FdlkFk5csY9+aT/D39QA6ql4q4vJfP0R6wdD4kpzyceSUHz6/ryeZC6jIMq1eD1vfXJVwt0/iqJXnYnakUb99C3WbNzB56fEEvR4iQR/OSpnciTm0bhRxdyQIi6oqhP0+Vt1/d0qg3Q9FUTn3rnv55203pjRFg6N9BiMWDtG6GULuCTiLtXRXB4CRLT18PV1sXPVC6m9Bkuhtbaalau8QnVU/+lqbObBpA+MXHIMzvwBJqx0wvhXFRBXuIPj7evD39fDJP/7GGbcm2tK7Pl6Np7MDSEQmybEYns5uaj7tYcXV99BWXcWzP/0hyRND5ez5VG/6AkmjoXLeAqrXr2X/F2sBFW93F6d//3Z6mpsYd9TR6Iwmpiw9nojfT1dTPbNWnJ6ajDwUZq9YSfOendT1WGmX/RRJCR83bbSP839y35BluyMxflDdQlRRuKMsb/RWlSDA8T9FT3/K6AA2egNEFIUTPnuN4vZG3l9fyrnf/1HKNwygLyaz0xckqkJtKMKLnX3cMkLGYVxViSvqiKapgbiMRhTQiyJtkcR1FVbhgfpOTKKGH5Tl8mGvj0CSHF2Y42Tl1hoaIqNbSESTOrDOpM2EDDSEBq7Znd4gf20ZiNWySSIRRaH/p0KuTktYiaITha/UMjwYijrQTo2piYrWkUAQBO4dd2TB2mMYw0gYI19jOCw6DtTw0ROPoKoKiy/+BoWTph7xuqbZszAddRSRAwfQjx+HccqUf9txmewOTDYb/r5eDFYb6bmViPouvF1G5HDi0hal0SsXicijgwWxwhAZfH8LoqepIfWY1qAnLTfxSz0WjeDp7MCRkzeqz1Ptlo18/vxTCIKILTMLrU6HLTMLd0c7RpuNdS89m1rWYLGQN2Eyr//6HkI+Lw07t+EsTDjqOybuI2uaC6hmwhlzaVs7jea9e1JtyoPblYJGwZgeord9L5nFpfj7+hIVr8P4e/maDUhyPpK2eRiZGwmCIFA0ZQb71nycqDgJAnqLlcigap4ci/Hen3/H3s8+4rwf/4LJS45n9yerkXR60krK6dq3K3VcOqMJQRRS1Ttx0FSd0ZrIBBQ1GtLzC+morSYSiFP1+afMP+s8vnjpmZQGSVVV9qz5KPE+IaC32LBmZqE3mYgEA+hMJjKLyyiaMmPIa5lz2pmHfc2QEOtLGg3WjEzOueNenrr9Bj5uyWFFnge9pNAdLRqU+JjAjw+08k5PYiozorTy0syKUbe9YdXzyLEY82370HrqYNr5MPUczs9N5739NUw6sBNdLErr1m6qN3zOxKOXpNZP00qUmwz0eALk67WcPIKJ6idRuG5HPZIo8qOyPE7NcqSe+1NTJ39r6cEgitw3Lp9TMh3UBTuJqCpBReX1LhdX5KezMtvBRneASrOBvlh8CPHSCwJlJh0NoSghRcUmidxZniCAF+am0xOLoxMFrhpksLppkKGrVoA7yvPoicZ4tLWHcqOeZ6eXs8sXxCSJjLcMTB5/VVg1EtcVZvFGt5sSo47L8r98JW0MY/gqGCNfYzgsvnj5GdprqgBY/8rzX4p8iTodRY8/huL1Itrt/9ZgbUuak+XX3kj1F2spmz2X8tlHJYTwFX3Emv+GqNFw3Deu/lLb1JtMLDz3YvZ/sZb0ggImLjoWAGd+IYIooSoyBROnIogife1tvPX7X9Hb0kh2aQXn3HVvKq6or72VD//+Z1AVwsEg3Y31AHQ11AJQMHkakxYdS8PObYS8A75IYb+f/es+JZIMwY4FgzTt3IFGp0Ojl1EVaFidT8Ttp2RKGsuvu5GPHvszOr2RvPETadq9g1g4hKLIqHERV2OU9x6/hWBb9rBW42AYrLaU/UMsEqa7vhZRo0FvthAJBg5J2Ow5ecjRSKraparqsBBvVU08115dxVO33cj4BcdwyX2/Q1ahtacXh8NB7aYvAIiGQ6n9FUyawryV53Jg8waqPv8UZ14BGQXFOHJy0egN9LQ0Eo9EMNkdNO7cPsT9fihUDmz6gjOPvYsll36Tln27mXD0kpQusKVqL1+8+DQanY7l19yAye4Y9fXGohFW3X837vY2csdP4NTv/YB4LEosHMYXsbCtL5dpaR0YenZCyAXGAWuLw9fREvjo8b+w84N3AfDaujklvwq698P4Fdh0Jv5x1FT++aoDX3cXBos19WMgtR9B4Nnp5bzd7eap1m5uqGrmvJw0vj3I3mF1TKAxeU083d47hHy90eWhLUmknm7r5dEppXjjcR5v6UEGSo16BEHgwUHh1bt9QR5v7aE9GqfIoOX1mePIMWhpD0d5r9ebtIhIaC8vykvnglwnAgz5Tjg318krXS5awlHm2c2cnZOGIAhcM8iqYeagKKAvC1lVeaS5i6CscH1xNnpR5KrCTK46SBPni8s0h6NUmgxfKkz834WOSIyWcJSZNtPIbekx/M9jjHyN4bDQmQa+7PTGL69tEEQRyeH4Nx7RAEqmzRwy7ScIOhzZOay89atPT0459gSmHHvCkMeOPvdijFYrQbeHo848j9cf+AWNu7endEdtNVX0NDWSW5FoO372z8dTHlPGETyfVDXG/LMvJLO4lNcP3J8yFrWkOZl4zLFUff4Z4XgcRVFY+9yTaHR6HO5FBFtq8TQkvoyrPv+MmvWfIccVVEUl5POhM5qS+jGVhBJHINhtRFYDgCZhcipJSBoN5XPn0169H1EUUVU1Rb76ocTjROIJawezIw1FUQl53f0nmqIp08koLGbhuRfz+XNPpfzCBFEcCOIWBHQmE9FkFSsei9JVf4Cg183M5aey5b032b76HRyZWRz7jWv48G9/GkL03B3trPrVz1LO9QBzV57D7FPOABJTmj1NDcxbeQ7RcAiLMz0Z9j0021LSajnqzMTk4tTjTmTqcScC4Hf18dbvf0XHoKzHT//52BBh/sGoWf85zXt2AhDauglXRzvOlre5vHwbPn8EA0HSdGEgAJ/cDyf/MrXuxT0NtEUlTFm5/Hhc/ih7AF/fgG9aIJ6sqKpq6jWZrDZOvu5mPlj9LltzSvmjbOBuVR0iXDdJInv9ITZ4E9eov0XmqoLM1DJZIghy4kwVHRSWXWjQsc0XRC/ApGSF6e6KfCZZjIRkZcQK0RSriaenl7HeHeDM7DTSkk74uQYdV4ywvDgCqbBpJN6cVUlAVhLRQf9m/PRAK39v6UEBaoMR/pzMZByM9nCU83fU0hCKMM9u4fkZ5f+nBGiD28+1exvpjMRYnmnnsSPwLhvD/x7GyNcYDosTvvUd9EYTiiKz+OJvfN2Hc1goSoR9VXcSiXSSn38R2VknHXL5cLiTvXtvxh/opbfvu5hMpw5bRhBFZq84A0jYBrTs250iXgCmNCOb196Io2oqi079JZFYS+q5jKICMgoWEwmF6GutJxCoxTLuc3bvuZGJM35DTlklvS1NWJxOTrzmBt5+6NfDiFA8GsHfE0eQZyJqdifIjaogxwUESSEWDtK8Z8egNfrJl4opPUSoO4e555zFzg/eIeh2IYoi4+YtZMV1N3Ng83rWPPsPRFFEGcFbDBJO7AvOuYit776Bqigcc8GlzFw+cJ7mnHYmKgq7P/lgiPcXgNWZSW9gqHZMq9MjSCK7PnyXQHcnge5Oepsbh7VO/X3DzVt9fb18/MRfsWVnM+uk01KVE5Pdwak3/IANr71E/dbNQ9Y5965fkFc5Ydi21r/07DCTWWmU9nE/MkvKMDvSCLhdWJwZCdPWVX/DEm3HogNZZ0eORNjnzSbNZ6SfYm16/WU2vfA0x8SiVMydz/iZo/9AmH3ySnw93SiKzMyyHLA4Yeo5KdsHgLyJk/m7T+JAMILU0kO+Xsc1B9k6FBh0aIWEnklA5Vf17ZyXk04O8F2DysycDAw63bBpyIcnFTGj2USWTsPZOYnKnSAIXJB7aN+qSRYTkyz/mvhcEIQhxGu3L8gLHX2ckungKMe/pvNqCkUHpjNH0aa92e2mOpi4hnf6g7RFYhQa/rVg+C+D17rcqarjbl8QVVX/rR2DMfx3YIx8jeGw0BmMHH/VdV/3YRwRFEVm88e/oDfwOjpLnEikg6zM5Yf88qqt+w0e73oAWlsfpbBgOPkaDKPNhjUjk7Dfh0anR9JoyF24F1N+kFCsmuo9BeQsqMcfCKIqULlcYea8RPuzrv4P1Ne/CYDL9QWfvnkF7TUJDZCrPUJPU2NKUH4w+lqa6GtpAkBnixINSCBLiBoVtHHk8ABpsKRlYs3MpLN+N+56OzqThCRJqQzIeDTKxtdeJqdiHB8+9hcCrj40BiM2RxrujrZh+xZEEU9XR0rHteuj91Pk69OnH2fb268jx4ffzCSNlvELjqFGTExo5pRVEotGmHb8SWi0OnSGRFVFkCQMZvMw0jnkvFttZJWW01VfmzgPgkDY5+Xo8y5JLZM3biLRUJjBVa/M4hKySstG3KY1IzPVTtabLZTNmnvIfFGAzKISVlx/Kx/8/U/EwmHefug3rEy3JVqKggZp5kW8trqGA20RdO/s47jsD5m8ZBldDXUpk9ruxoZD7qN42gwu//XDh1xGVRO2DJAQrgfk4cT5G/kZ+OIy27xBtnqD/K6xize6PLw8qQBJgKvznKk4rcHQiSLXFf97/bm+Cvpicb65u4HGcJTXu9ysmllBqemr+2ldkZ9BXShCXFVHJZLHp9v5W0sPjeEoFSYDObovH0H0r+C0TAfvdLvpiMaZZDGNEa//RzFGvsbwPw1FiaGqMpKU+EJ+/YH7qN2yBY2phJLjWjFVHPqLS1Fk4iF9KhBbFA//xS5ptJx9+92sff4pdn/0PvFoBI0x0WaTtCrBaC1mm42SZQcQBC3O7IEJyLS0hbS0/JNYrBdVVYiIm9CYS4kHtFjT0ymcNJW03AJc7S2pAGuTzYYgiLjaW1PbiXq1iHoZjSVC3gwRTegYXG3tuDraUOJxwn4flfOPpq+1lUjMRywcYt2LTx/0OjRE/H5C3gT5i4dDaHQjx6CIojSk/dw/XBCLRtjx/lsjEi9zWjp6k5G0vHwuSxrc9kNVFD5+8lG0egNGZwZyOIQ5LR2D2Yq3pxuT3UYkFMbXnZjozJ8wifN/+kuCHjePXHtFciMq619+Dmt6JtOWLQegr62VztoBc9nSGbM55YYfprR4B2PeynNQVQVPVwfF0+ew+fWXeP7u25N5ktNHXAfA7HAkLDiiUfx9PdRf+x3KsyZCWgkcfSOuD74LNBENBmjeu5vJS5Yx/YSTqdmwDjkew9PVwWsP/IKVI0ziHik0osBNJTk8195LnkHH9SOQJUEQuKEkhze7XLybzFxsCkdoi46u//u/hKqq/Limle2+IHPtZn5cMbQV2xGJ0Z6ctOyIxqkKhMnSablydz0dkRinZjm4dYQpztFwbLqNT51WVBi1lVhq0rNqZgVbvQGWOm3/55qvBWkW3pw9joZQhKPs//pE5xj+OzFGvsbwXw1VlanafxehUDM52WeQl3d26jmXawNV++9ElkMUFlxOUdFVCWG7CvGAlnDbRCpOum7UX44hv4+nf3QT3q5OjBnlFC/TMHPGPUd0XGZHGlOWHM/uj1eDquI6YEOa5MVgyqBy3HeRJAv1DX/EZCymqGigkpLmmMO0aX/B5VpPMNhMPP4CJce3EGqpYOnZt+PMy+e8H/+c+u1byCgqwdfbTcm0mbTXVPP6b+8bFGgtoEQ0RCMaLNJxLP9+QqP0jx9eT3dDPfFYlKDHTeW8Bez++P3hUUWiyIlXX4/WYESUJBRZBkFAox+ZfMrxGOPnH40gQMDlYv45F6KqKqqsIGm0xBhwlO/31wq4egm4YPVf/kDtpvXMOHEF+RMSxqM7PniXbe++NaTN2LpvNyUz5nDxLx7kmbtupbe5CUEUKZo6g9NuvA1BEAh5PcNakxtfe5G8yvHYc3IxO9KwONNxd7RjcqSx+NJvoh+hsjP4WOeflfCAe+X+n9JZdwCATa+9dEjyZbI7MNnT8HZ3YrLZsZfPhMIzUs8XTZlBwNWH3mxh0uLE0EZOxXg0BgOyP0FU67ZspLe1mfT8obE5nfW1bHr9ZRxZORx9/iWHtLs4P9fJ+UfgS3Vcup2j7GbqghGmWY2sPbCdVzrdOBqq+csxS7GmZ/G5y89Mu4nM/8NKzyZPgCfbeomqKnv8Ic7JTmOS1ZQo6+14lsK+RuZbTqEmJlJpNnBcuo0/NHbyqSuhRfS19/HdomyMI+RMQoLc3bq/mY2eAOPMBv4yqWREW42DkWfQkfd/2Go8GPkGHflf4/7H8J/HGPkaw381mpufpK3tBUAlFGoiO/tUJClRxWhtfYZgsA6Azq63KC7+FlklZXh7urCkpXP0abeQmTG6tcXuj99PtfiC3TqaP81n6fIjz4/LnzCJ3IrxtB/Yj2tvIbOPuZaJRx+XInsTJwwlcqqigCDgsM+ibaebja/uJC7PpPhoI+hKcLW3klNeicWZTmZJGa/c9xNCXg+5FeM5/+5fcsatd/HOHx8c5AyfQMg7oKcqmzkXX08PWr2BCUcvJhoKsfvj94csL0oSJ15zI868AjxdnYgaDUSjyYDsPqYuO4nO+hq66mr7jxx7TgYbX3sBd0cn2eWVNO/ZyZu/vQ9R0jBpyTJa9+0hHo+BopBZUkrV2k9T+4uGQ1R9/inNe3ai1Rvwu/vQGU0jOvm37NuFqqp01lYnjGTVhB9XP4FKLyxOGaP2IxII8NSPbiKzqITz7vo5p910O3s++YDyOUeRcZAX26FgsFgH/m+1jrhMXFGRhEQLdMX3bmHfZx9TNmsOGYXFQ5Y77hvfZs5pZ6A3mdEnK4YarZaiydNScUQ6oxGtfnhF7v2//J6uhjoEUURnMjFvZcLM95WOPp5o6yVdq+HhiUWYv4Qg3SSJrJpZgS8uYxZU5r9fQ4stIeS+972XqZ98Ilu8QUqMOl6YXk6RcfhxPdzYyQZPgOOcVr5RcGjH/J5oHIskjhi+PRhWjYRBEojGVfSiOPCa1v0B5aOfY5UjfCN9DU8seojnppchCALlRj1GUSCkqFgkEd0hyFRNMMLLnS5CikpNMMLqXg8nZzoOfbLGMIb/A4yRrzH8V0MQNCQG9GVAZHARy2wZj9D9PqoaxaBPxKqcdvNttFfvx5aVhdV5aM+egolT0OoNxJI5gOZBy8fCYQ5sXk9O+TjSckcPAr7wnl/T3VhPyOehee9uepobySwqGbbctvfeYsubq4iGgmSWlBL0eOhrSYjyd78SRVW2cWD9DlRFofKohbz2q3tS7cDe1mYCrj4KJ03hqj/8lWfvupWO2moEUcSRk8e8lQP5g8dccBnTT1iBRq/HaLGiqipb3nqVroY6dEYT804/hwlHL8aelWgvBtwuLGnp9CVNZgPuPmadfBoarZZ//PB7xGNByk5qxpB2gGDPdlzbC3C1t1K19pPUPhU5zsU/f5Cn77iZvtYWQn4fGUUl9DY3IkhSavIxMGhiMR6JYMvIwpKRSVvVntS2VEUlGgqhNRhSPl855ZWp5wVB4MSrr2f1o4lA67TcfHqaGwDorK2hvWY/xdNmknXFtweOT5EJut3Ubt1E485tFEyawszlpw6riM49/Wxa9+9FABaee9Gw9/C3DR08096LVZL4y+Rixo2bSP64iaNeG7aM4W3A02++nc1vvkrr/r2Uz5o74jKxZDSUqigEPG5CPi/v/vl3bOzqpX3GYjbml/Pr+g5+Wjn6tGQKcgxe+Ta4GhAnrMC++FbUWBiTkrjmtUoUUzzA/kDi74ZQlI/7fFyeP5R8bfH4+W1DJwFFYbMnwLJ024gEDeCH+5t5s9tNulbDX6eUMN484McVlhXurW3DHZe5vSyXiRYjt5fmstbl57h0K8X92+zYjSgnRO954S6qAiGCioJZkjgrx4knLrPDFxo9ISAJp1aDU6uhNRLDoZEoMnx1l/8xjOHfiTHyNYavFYoSY+/eHxAKt5CTfQqFhVcMeb6g4BKCoQZCwUZyc89GFAe+PEuKr0US0jmweR07PlDY98ptnHTdjeRPmHRE+86tGM9ZP/oZW996FWOaE0NhQpStKgov3/djWqv2YnFmsPLWO8gpqxxxG4IgYHGm8/oDv8DT1cG+NR9z4T2/we/qZcOqF7A40lh6+bfY88kHeLoSVbamXTvQDbLsSLUEVYW9n31EVkkZ/n5LB8DiTMeSnhQHC5BRXIKqKoxfuJjJS5alROv9MDvS+OKlZ/G7+jj6vIu58J5f88k//o7BbGHuyrNSkTmt+/fy+gM/J+jxIOl0oKopsilptBz3jWtY/+69WAsSxMyq92NIixDuG9qadHd00LZ/H77exGRi0O3i6PMuJm/cREx2B8/95AcEPW5M9jRcbQNToNkVlSz71vU8cfO1hD2JQQBRkojHolz6y4d46/e/IhYOodHpCPv9GCwJ/Uvx1Blc8cCfkOMxVFXluR//gN6WJpz5BWSVJmxNW6v28v6jf0BvsiBqNHQ31hMNBUFVqdmwjj0fr+b8n95PR20NDTu2MWP5CtY88wTeZMzRmmefZOX3h+Ybrup00RyOATH+0tw9xOPqy2DOqWcw59QzDvH8mez68F2MVjsLz7mIT/7xV+q2bCQTWBSJ8OxZ5di0R1j12vR32PNK4v/eNph7FYIxjXvFZp7oaKIw1MNVR59LdcDAJk+AcpOe5em2YZuJKCrx5BBDXFWHhGwPhqqqfNrnozcm0xuTebyll/vHDzjB/6y2jcdaEw72nZEYL86s4ILcdHb7Q3zY62Wm1cwkqxHmfpNwy1ZcIR9vZC1lgtmAaVD79XCVt35k6DT8bkIhr3a5Weq0Mtn6rxuzjmEM/w6Mka8xfK1obn6Czq7XAYhEOsjLOw9JGiAmgiAiuJbRs2sHeccPtQqIx6KsfXQD7QdqU4+tfe4pTvnerYfdbyTSy/7qu1CUCNac6ex6/wNUBHQhP9OXnYirPTHx5+/roXbThtSUniRphrnmuzva8CRv2t7uLnpbmlj77JN01CYCu3VGc8KOYBDMdgdTjj0BvcnM1nffIOL3IWo0LDzvYhy5+WTkFw646gsij998HRmFhRRMmJrSmfW1tbDp9ZcwWuyceuMPySwuAWDdC0+z4dUXARVPZzvWjAz2fvYxCALb30tMWpbOmktaTi5BT6K6pjMYWHnLneSUV6aCpKcsPZ7Opq1E/Y+hs8SIBfWYrcWE+zo5GLbM7KQ2rQp7di4Tj16KqNHw5m9/iastMSigxGUcOXmpaUqNTocgikw4eSX7336FkNdLLBzio8f+wmk33YY9K5uqzz+lp7mR/Z9/RmZJGbFwiNKZczjmgsvQJMPSz/vxL2jctZ2iKdMxWm1EQkGev/u24Tq3FFS6Gur4/IWn2bf2E0JeD/XbN2NJcw5eZBiydFqqgxEMosAky1efuDscpi1bnhogAIYkJzj0Oq4qyOB7RSMPRgyDNQc0RoiHQGuEZMt+ztJvYt63j4kTJ2IymXheUdjnD1Fq1GPXDr8tLHBYuDI/gx2+IAsdVspHmTgUBIEVns2cvPcvyKIOf8HvgQHy5YoNCP37g6l/XtvG0+19AHRHZd6YXQlF8zF8dwNiKMiSqMAPHOZUpfIfrT3s8Yf4TlHWqNW3wVjktLHIOZxQjmEMXyfGyNcYvlZotA4EQYuqxhBFLYIwlNi07tvD6kcfJuz30bxnJ5fc9zu0hsQXv6utlc762iHLD9btHAo1B+6lu/s9AOq39RALJ/RH2956lbmnnkFOxTgad27HlpnF5CXL+OLl59j54bvojSZOuu6mIa2w7LIKiqZOp6epgfSCIvInTEaOD9xkIqEgp9xwK58/908adm1FZzAy/fgVTDn2eNY8+ySiJGKyOzj9+z8iL9nGyp8wKUW++loaAXC3txJ0exMC+XicWDhMLBwm5PWy8fUXOenam5A0Gnx9PfSzh0goiNqTzMpT1YRbPVC19hMWX3IlmSVl+Ht7KZoynbxxE4e14o679Fae+slmNPZ6+qodTJg3B4OxgdbBrUJVIR6LcPr3f0QsEkaj09PX1swbD95Pb2tzarlYJJyq/gGEfQnRtKOolIzC0pRPWX/mYyQ4oGWLhkOpffr6eph50mlEQkGCHg/54ycy8ZilqWWbdm4fQrwEQURVFbQGI4ocR47FMNocyPF4qrXr7enGlpFJemERjuxcjr3iW8OumcemlvKHxk7KjXouzBvZpsDf14vWYEjpvP4dWHzxlcSiUcKBAEefezGZxV8iU3DyGeBqhI4dMONi0I08fKAXRWbYRj9mQRD4ScXIbc6GYIRn2ntZnmFjtt3CHa1PI3mT18f230Hl46llf1SWS1c0TkhWuCHpWh8cZJERUwcRZklDtsXGYJr5bFsvPznQSkhR2eYN8v7c4QH2YxjD/wLGyNcYvlbk5Z5DJNyKP1BNXt55iKIeWY7Q0PhnNJKZvqacpGM7BLwewkF/inyl5eSRUVRCV30tOqOJcQuOYcklV37pYzCly3iSHCHgcdHb0sTKW+7A1daKxZmB3mSiev1a/L09+IFt773JydfdlFo/Fo5gsFjJKi5j8WXfRKPVsuCcC9ny5qvoLVYWXXgZOoNx2A1dVVV2rH47pW36+IlHueS+3wEwefEyqr9YS+gg3yudycSsFSvZ/dH7qfMCcGDjep7vuo1z77iXheddhLuzg1g4xKyTV4IAvt7uRHVuULtIjiW0WpFgAKPVNuJUqKoohLqN+Pdno9HrmbBwEVkXX8Ej115ONKkTU1WVp++4BVGSqJg7n5O/cxPb3nmD3qQn2cHbE0SJtLw8Zq9YSSwSoXH9GgqnTgdUBFFk8SUJI9/5Z19A0+4dAwHcSWgNRmq3bGTts08SCQaYtOR4ll99fer5nMrxaI3GhAmuIDD/7PPR6AxUzJ2HKGrYsfptSmfOIau0nM76A/i6E5YRdVs3Iel0zDv93JQWy9PVwQd/+xOKLLP40iu5s/zgtMYBrHnmSXZ99B5ag5FlV12Lt6sTb3cXR515/iEnLg8HrcHASdfe+JXX55gbvvq6h4E/LnPprjpqghGe7+jjxekVjNMOau0ZHEOWLzTqefmgPMs7K/LojsXxx2VuKDl0Ra8qECKU9DZzx2WUg1z9xzCG/xWMka8xfK0QBIGyshuHPLZ33w/o6noTEMktuJSiqTPwdnVSNGX6EBG91mDgvB/fR+v+veRWjEvl9B0JKivuRFGiKEqYCedfziv7HyYaCmJxpmO2OxBFifRBk3JWZzo9TQ1IOj1ZJUMNOz9+8lGqv1gDgPx4jPN+fB+V8xZSOW/hYV+7OogM9cfbAORWjmf5dTfy5u9+mXKMN1gsnHj19Vid6bTt30fb/r1D1m2vrqJ57y7KZs3lwp/9img4xJu/+yVBt5vJS5ax5e3XiPgT1aaMwhLmnHYmkkaD6aD4o7Dfz7qXnsHqTMeWmT3gMq+oGK12dAYjy6+5kbXPPkksEsbf14sSj6HEY1St/QRLmpPcygns/PD9hHmp1YokSgS9HlBV7JlZXPKL36LVG3jx3jtp2rWdFoOBJZdexdRjT+D9Rx/C293FpEVLKZo8jfrtWwCwZ+eSWzmeSYuOZe+aj1PEtN8eYvB7ddn9f6Bu2yYq5y3Emj508GLJIBPVi+75DeGAn79+J0Ha5WiU5n27U/YQn/zj76m8yDX/fJxz7rx31PezfscWQj4vIZ+Xtc/+g76WJuR4nK6GOs6548gsTP7X0BmN0RaOJf8fZ5svwLiVf4IP7wa9BU4c/Xz1w6nV8NS0kU1wD8b1Rdls84XoicY4M9s5RrzG8D+LMfI1hv86RCL9miKFup3vIscWce6Pfz7iZJjeZKJs5pwvvQ+9Pp1pU/+Y+vv4a0S2f/wBc086lR2r36Fu2yYcOXmcfN1NiJLEaTfdzqY3XsGRnZu6MfdjcItLjsXx9fay7qVn0Gi12DKz2Pvph+jNZk698bahuiJg9qlnsnHVCwiCyOSlQ/Mky2fNY/FF36Bl3x5KZ8xi8tLjEQQh6WHlIL2gCJPNhre3F09nO/asHLLLBqoK619+nvptiZidcNDPhIVLaNq1DVtmNitvuWOIligei/HR448QdLvwuXrpqjsACDiyc1LLiFotRluC4I47aiHjjlqI39XHo9ddMeQcVK39lOknrkhZSej0Bq787SNsfed1uuprmXzsCWiTfmK+3kRLNBYO01FTRcjnZc8nHwDg6erkuCuvxtvTjaoqLDznYsYvXAQk7CWadm4jHAySXVZOR20NjuzclCjfkZPLrJNPP/RFQIIAGy1WJK02FQY+OIB8cNSQKB3669KZm093Qz1agwFRo0m1ngPJYYL/F1Fq1LPYaWGrN0iJUc+pmQ7QSHDWI/+R/WXotbw+a+ThlzGM4X8JY+RrDP91yMs9j2i0C29XL60bdfjb9vDFi8+w/BCtl3C4DUHQoNcPEDRVlVGUWMr9/lAonjaLoNZIWm4+q//8W4IeDx0HaiicPJVpxy1HazCMaD8AsPSyq4iGQ/Q0N9LX3spjN307Va3SmUyp9tz6l5/l+Ku+M2TdhWdfyJTFy1BVFaPNxhu/+yXujla0egMFE6dw9PmXMvOkgbijaCjIcz/9IQFXHwgC5XPO4aQTTqZm43rKZ80dIuy3ONNTBqohrxetwcApN/yQ7NKhrbN4NMonT/6NXR++CySifpJnEG9Pd2o5SaPhtd/8nAlHL2Hm8lMS+0hzMuHoJexb+0mqpSlqJHTGAfNWSatFEMWUX9VglMycg9/twmixoDdZ2PzGK6nnREmkZNpMymbOTRzXoCrHhKMXk1s5noDHzdpnn+CZO7+PIyePc+742Ygk/XDIKimjadd2dAYj+eMHpmWPu/IaBEFAluOHjR1acf0tFE+fhTWZ9/j2Hx8gFgoyedFxX/p4/lcgCgKPTSklICuYJXEsCue/ABFFYbcvRJlJnwo3H8N/H8bemTH81yEv7yxyc8/g+Z/ehr9tLwgClkN4dtU3PExT0+OIopbyslvIyzsHn6+KPXtvJB73k5t7DvnZVyFKErs+fI+ajetw5ORx4tXXp2wX+iFqJCRNYopOlET0xsNrdUx2B2fcehdP3XbjsFxGWfYDIqIkYbSnUb3hc/InTMZsd6SWsWUmyMIHf/9Tqn0J0Lp/H+Y055AAa19fH7bK/WQ6wvRWOajZuI5FF17O7BXDqzwzTzoVT1cHO95/m2goyObXX2b7e2+x5NIrmXHCCgBCPi8v3nvnEH2WJGmIy4mqlaTTYtRbiUWjhLweQl4Pvt5uphx7fCqyZ8V3v8/xV32Hjx//C57uLiYes4Qpx56I3+XC1dbC1ONORNKM/FVTPG0W+9Z+QsQfYN/nnxAJJNqiJkcaiy76RmryciTYs7IRRJGuhnpURcHV1kLNxi+YvWLlqOuMhpW33MGWt14lvaCYcUcl2sWqqrLx1RfprK/FnpWdqtaNBlGSmHrsQPXysl/+AVVVhl1j/6/h4CDsMXx9iCsqF+yoZb07QJlRz3PTyyg8gonQMfzfY4x8jeG/EoIgcsr1t7LupWewONNZcM6Foy7b17eWeNwNQHfPavLyzqG55QkCgYTVw/Z33uOD3dsQBJFoJETE76d1/z5yK8cz/fiTU9tRFYUPHvkDQV9iAk6RZXaufofxCxKtrt7WZj57+gk0Wi0nfOu7qRZXPxxZ2XTVH0DSaJEMETTmMFkzu4l3zaCw7GSq169l/UvP4Mwv5IK7fzlMo9a2v2roC1NVNr79N+q2buK0m25DZzASUteQNa0HQQKDM4Kma3SiIQgCk45Zyta3X089Fo+Ead6zixknrCASDPD+ow/R3ZBICRBFEbMzHYPFiq+nh0jQT8nUmUxeuozVjz6cijaStFrEQZ5Lqqqy5c1XiMdiLLrwcnIrExNoiy+6fNRjg0Src9cH7xD2JN47nTEh1JY0GqYffxLjjlpIR10NX7z4LHqTicWXXsmuD95Db7bQvHcXWr2epZd9C2d+Ae3VVdizciifNW/EfamqSkvVHja9+hJ6s5kTvvUddEYTiiIjCCI6g5EFZw+9xj587M/seP9tAFxtLax59klO/Pb1I21+RAiCMGx69+tCJBhEa9D/P08E//+OzmiMvf4QKlAbivB2j4erC7/+gPQxDMcY+RrDfy2sGZksv+bwk1oWy0Q8nm0IghabLZHHZ7VOobPzTRQlhKtOnxKN93tDSZJmWFUr6Oqldd8e5Fg09VjCtiGBDx/7C827E3YIklbLiu9+f8j6J157A+lFJWQUFBI0Pklv70dIkpXxJ52J6pvEFy89A0BfazMdtdWUzhiqVUvLy6O7sS71tyDJOCraaFgbZ8OrL7LogsuQlSD993OT3cqiU68+5LnJKqtAZzQQDSX0TJJGQ9nMuTQ3/5N3HnwOXxuJRHFVRRVEfD3d+Hq6MTvSWHnrnZTOmM0bD95PwJ3QLelNZnR6Ay/ccwcLzr6Qkmkz2fH+W6xf9QJKPE53UwOX//rhYe0nVVGIR6OpSdWQ38dL/RU3UQRFIX/iFAonTsFotTFx8bF01tey+q9/TOrPoH7HVsIHTX+Kksi5d9xL895dZJdVDPNTA3B3dvD6g7+gt6Up5bavN5mxpDnZ9fFq9CYzp974A5x5Qy0cepuHTmtGQsFDnuv/Vrz/yEPUbd2IyZHGmbfehTXjyAxK+xFTVE7bUk1DOMJih5VHp5b+h450DP8qsnVaxpuNbPQEKDboWJ5uP/xKY/haMEa+xvA/j3GVP8aZdgySxoQzbQEAuvgCutcdi8YYI7ekFE/rWiQpQTwUWSajuJjxCxcP2Y7eYsOWkYWrvQVBFNGbLZTNPir1vHeQR9XBBp5Bj5uXfvFjvN2d5I+fzOnf/wPtHa9gMpXidC4k5gyTUzGervoDZBSVkDduuAv/oguvIOBy0dW0D1EfIH2Ch1hQi6TVYransfnNVWSVzSEn50zC4Rays05Foz20n5QgCExZegJVX6xBZzBw/Le+Q/GUGaxbu5yQG0ALqkp6YTG9zY2p9cIBP46sHERRwp6VlSJoOqORrmSlbM0zT1A8dQZ+V1+K1MQjEVRVGVLxCXjcrLr/pwRcfZTMmMPya75HzfrP6Rrk0WZKc2K02sksLWPts//gg78lHOwHG9qGfQPWGv1wtbURi0YomzV31HOw+Y1XUtW9fqiqwr7PP01lRG56Y9UQuwqA8tnzaKvelwgdB0JJQ9r/JcSjUeq3bybgdhFwu9j67htf2o7l13VtbPcnyPsbPR6+t6+RPL2Om0uy0R0i9HsM//fQiALPTS9no9vPZKvx/zQkfQxfDmPkawz/8xAEgczMZUMe++Cvf6TjQD0Ac06bx/HfvA692cz4BYtGFQVr9HpW3Hw79RvXUTpzDmm5+Sl/pqbdO/G7Ei7c/197dx4XdZ0/cPw1AzMDw30jiCCigvcBnnlf2aUdape6duyuppXb2rH+drsebW3b7q+trO23a7ullZVmmqV555H3fYIHyCUgN8Pcx++PwUmSAA1mEN7Pv4T5fj/z5ivC28/xfnt5qxgweUqte0/t2Or6BZ+ffhJ9RTXt2z/gel2l8WHq83+mLD+PkHYxde4fCo6K5t4X/4LdbiEn50P0FWYytxvoMjWBjD07yTt1HB//QCbMfpzuqYMa/XxG/erXDJn6AN5qjWvvlcrHj4DYIiqz/fELCWHcb+ax9u03qCgsQOmtouvgYYTGOpuMD3/wIbSBIZj0OgxVVRzb7CxOe+lCJh/+/jFSb7+bxH4D0JWV0H3EGOxWGwpvBYqaX8yH1n7tKgeReXg/ZoMek74ab43GeTBBoUBfVsqp7Vsoyjz7Y2V/nEu//mHhhMfFk338KHars6xBQHgkxqpK8jNO8fmLz3HvS6/j41d7GfiyqE5JqLb7YDEa0Wj9iO/Vl+EPPMRXf32Z0rwcvFVqV3eAK6Xefhf5Gac5s/eHmmdWuzVNdXkZ5YUXie7U5Wf3tHmal0qFf2gYutISfPwDiOve85rHuPLfiwP4vMA5C1pqtvJ6cuMb0bcUywtK2VdRzcPtw+ni1/raDWm9lIyso0WUaFla5k8MIX6hKyvMW4wGeo+b+LPXmkyXOHv2NQwGC/6hL9e5v8ykr3bNdql8fFAooLzgIkFR0SgUCjr07IN/aDi60mICI6PQBl093a+6okbY6R+2UZKXQ9rtd13Vm9FqshAXNwtlvBcpvZyzbEfWfwOAUVdJ9vEjJF1D8gVcVXG9e7f/Reu7CKUtiqTkuajUGqb+8c/sXb2CyI6d6DlqnOuXrlLpxYDJzpOKFpORgvNnuJR1HofdTkluNhsXL8LXPxCr2cSBNV+xb/UKfPwDuH3+M4TGxNE+pTtHNgRg1FXhFxxCcU42e776AqvJhNpXiw2wGfR4a9Ro/GrHqVAquXnOfOJ79Ob7pR+QdeQQobHt6Tl6HCte+RMAJbnZFGdfoH1K9zq/9p6jxuPlraI4O4u0SffgW9MFYdJTC9mz8jNCY+PoMWpcnffePOdJfAICsFmsjKgp/gpQlHWeVW+8QuWlIhL69OPu5168pr8Pd1EoFNz17AscXLua2K7dSOjd75rHWNCxHVtKq8gymvACyqzOfwcFZkv9N7ZAG4oreC4jlyqbnd3l1WxM64pK6fkTmuUWK+f0Jrr7++LjJbOJbYEkX6JVGnz3fRz4ZiUarR833Vf/xu8TJ39PWdkOAC5kB+NrvJ1TO7YSm9yNPuOdJRWS0gbRY/R4VwuhVW+8gr6inM4Dh3Lz7CeJ6JDAXc+9QM6JoyQPHeE6pbfpg3+SdfQQwVHR3PHUH1CpNRzesJZtSxZjMRnJTz/FlCsKd2789yLO7t+DNjCISQv+h6AI54m+Dj36cG7/brRBQa6YfgmtNp7u3V+v9blD69ZwfPN3OIDS3GxGznjE9ZrdbqPsYj4BYeGMfXgOq//2imsfmM1sRlezN+5y1X1daQkHvlnFuEfnktC7H7c+voCck8foe/Pt5J467qrq73DYSRgyEnQVdOjei+7DR7P1o3+TfeIYSi9veo4aQ3wP5z6+EQ8+xIgHnfGYjQaiEjtTfCGTiISORHXsRHlhAWve/AsmvQ4f/0DsVitRnZIY9+hcug2rXZsNnEVrRzRQPkLtq61zk/3pK5YsL13IxGI2uU5/tjS+AYEMnfrgdd/vrVS42visvVTOXzIL8FYomNOh7o3cepudf+YUkeirYXLU1XvwPOm4zkBVTTujMqsVg92OysOHEAqMZqYcOcdZvYkBQX4s75PUIhJC0bwk+RKtUucBg+k8YHCjrrXZfuwhqK+8xA9L3qOyuIhzB/cRGhtHh+69UCgUjKup0bXx3+9SXnARcPaevCyiQwIRHRJcH+tKSzi6aR12q5Xyi3kcWb+W1NsmU3j+DBaTEXCeonO23FFis1o5d2Af1WWlVJeVcmjt164EaPxv5qG/dzoarZ/r0EBTK87JdM0YFl+x/8tht7PyLy+Re/IYQZHR3PXcC9z13Ivs+PQjirLOY9JXETUgG/9oPRc2xWIs80Hl40N0py6uMRJ693PNunQZOJSMQTspzcslunMyEamDXQ2egUYdslD7+DLtxdcoL7hIcHQ7VGoNez/6gsLzZ2quuFjzdWTRbfgY2idfvcfuejkcDhRKLzRaP0z6asLj4ltc4nV860YyD+0nvmcfeo29ucnGnRgRzMSI4HqvefR4JptKq/BVKii2WHikfcs5bfdo+wh2lOnIN5kZFxZIYAsokfFdSSVn9M66gCd0BvJMZhKkPESrJ8mXaPPi43/D+XNvYTTZiQqfgdn4FgAWgwFdSfFV1yf06UfGbmffxeB2MT87rr6i3LURHcCgc57U63fzHWQe3Ed1eRlVJSV89/5b3Dz7STIPH8BQU+bCS60m9oplNIVCUedJvrpYLRa2f/JfTHodN90786qq+lc6vP4bTu/8noDwSBL7DeRStjPpunJZU19ZQcG5M1jNZkpyszm1YysDJ0/lrudewGzQc2zbMkp4FaXSjk+wEYU9jI69B9Jz9HgAjmz4liMb1uHj78dtTzzjbCI+/znn2Ho9p06dqjO2qpJiMnbtoGO/NEJjrm7qrFJraiW7obFxeHmrXBv17TYbaq32qvZJP2U26Pn2nb9jqKqgz4TbSBk6ot7rt3/6IQfWrMRusxHfsw93PvOneq93t4qiArYt/QBDVSUXjh0mtms3wuI6NHxjE8k3OZcjDXYHRysNbnvfxvD39rqqt6SnjQkLpKOvmkyDma5+PsRoZJN8WyDJl2hV7HYb5w/sIzAiisiExh2Jj4wYh7/fUE6dOkV4TAo9R4/nwrHDhMbEknzT1b+Ik1IH4f+HcEpyLlx1YvJKQVHR+IeFoyspRq3VkjzEOVZEfAKxKT1qCqo6XLNMJ7ZudDWRDoqIonPaYBx2O3u++oLK4iIG330fAWHhnN65jczD++mcNpikOmb3vl+ymMPfrQFAV1r6s30FrWYz+1avoPJSEXCSiA4JDJ02nYzdO6iuKHXO8CgU+AYEEhLdjotVlQSERZDYbwBmowGl0gu1r5aeoyaxd+9icvabKM8MAqrJPnEUs9GA2seXg2u/pjTP2bn8hy8+Yewjcxr8OzHp9az48x8pyc3h4Lqvmfb8q65itD+n/y2T8PLypuxiHiHt25N/+hQd+/SvM3G70s7PP+bc/t3O962urjP5stttlOXnExAWRmlerusEpNViqbcQrCeY9HrXzKrVZMJQffUp0eZ0W0Qw5dZi/L28mNX+2spatEXtfdSs7teZ41UGBgT7yQnSNkKSL9GqfPOPv5Kxeyc+Af6MeXgOyTUFUq/F8AdmNXhNdGIS0Yl1/w/6ctKi0fpx1zMvcHzLejqlDiSiQ7zrdZVG41w+VCiJS3GeQAvv0IHMQ/uwWa2uHo27V37OruWf4LDbKc3LZfyv57H5P/90zmocPURkYhKBP6nbZLiiFtbl+l51USiVrn6FSi8vvFUqdn+5jMqiQnKOHyU0pgMpN41A6eXFPQtfJn3XDs7s3cVXf30Zs16Pj58/I2c+Sqf+A0hJeRV99lIKvAuwW+14e6tcBT0vF09VKJW1akzlnDzG9k8/wmg2037uU/j6xrk2+VcWF1FW4CztUXmpkItnMxpMvhQKRa1WTH3HNW5vnPMwggJwoLzi1GLGnh84tW0zoXEdKMo8R86JYwRFRpF6252ummEpdSTnTc1ht7Nn1XJ0JZcYPOWBWt0R6hKZkEivsRPJzzhNdGJSrXZJ7vBUx2h+2yECjUKJt+xdapQItYpRYS0riRfN64ZIvhYsWEBBQQFLlizxdCiihXO2yXFgrKpi1+cf0y6pC0ERUW55b4vRyMrXX6KyqJC4Hr0Z/5t5RMQnMOpXv6513cG1qzm943tsVgsRCYmMmO6suzRkyoMERcVgqtbRa9w4yssPUF6U4zplaarWoSsrwVizWd1QrcNQVXlV8tX/1jvJTz+Fl1rlOqVYF11pMYHhkSiUCjqlDqbbiDHsq+mtaLNZMel/3Aun9tVSWVxE5qF9rs8ZdVWc2LqBjn36s/vjPZQV+BHTtTu+fv50HznOtTdt4tyn2LPyc4Iioxlwx92u+3d+tpSLGc4lx5V//hPe3t6Ed0jgjt89R2hMe2K7ppB3+gQKpZLzB/fSZdBQFAoFJn01Ko1PrRpgv8Sgu6ZhqtZRVVLs6j9pMRnZtnQxFUWFKA/vdy5nWsyU5uWgKyvhV39bhN1ud8ter10rPmX3l585E/D8XKb+6dUG7xk189Fmj6s+fl5eOBwO5p/KZle5jo6+Gv7Ts6Oc5BOiRotPvpYvX86aNWtITU1t+GLRJlQUFbLhX+9gs1q46d4Ztf5nH9M1hbKCfOxWK6X5uaz+25958NU3G9Xw12G3X1U89Voc37qRnBNHATDt28WQqfcTUEdPyrL8PGw19aouN+CGmoKoI8Zgt1s5dGg65RV78UlMIDqvBxajlT4TbiWuW09SbhpBUdZ52iV1cZWuMBv0nNy+lXZJXdj64ftUlVxC4+ePo6bZdV2+ffsN8jNOg0LBhWOHiOqYSOrtd3Fmz06U3ipOfL+R9F3buXn2EwRFRjtLYtQUWwVQensTFhfPsc3rOb1zG+DALziEO95YVKt1Umi7WDr26c/+NSvJPXmcW+Y9hX9IKF5XbHauLisBh4OKokIuHD9Cx9796DF6nPN52myc2beLQQXTOLj2a87s2YlvYBCTnlpIcHS7Bv9eso8fIevwQXpPmEhQRPRVryu9vK5KkO02O7aapUW71YZ/SBgWowH/sHA69R/obCHV4Ds3jYpLRa7vS6OuutZrBl0VJTkXiOrUucVt+s82mllzqZwqm50so5mvCsu4NybM02EJ0SK06OTr7NmzvPvuu0yZMoXMzExPhyNaiG0f/4cLRw8BsGPZEqY9/+NMwLhH52KzWDm5bRPgnJ35acX1upzZs5O9ny3liEbDiAcfIint2upoAUR2TMTHPxCjrhJtUNDPFv0ceOdUii6cx6iroueo8Ve9bjYXoatOB8CuymLYrx+gQ4cfq5JPfOx3ta53OBys+PPz5GecwlutxrumgKupWkfuyeN0Tqv71KfZYLw8AJcyz7Fp8bvc+eyL9L9lEp/8z+8pOJsBOJ/xrY8voP9tk9GVlVJekI9fSBjVZaWk796Jj68WL7UKm9mMt1rjTNB+Yt+qFRRlOSva7/xsCRN++wTjf/M4Wz5aTGVVFfrCi1SXleAXEkJItPMQQ2hMnOt5+gYEovHz5/zBvT9Wa1+7mtGz6m+vlH/mNGv+8TqGygoyD+/ngVffxFvV8PKORqsl7fa7yNi9g+DoGEbOfITMg/uJTuriis9dBt91L2X5uZgNBvqMv8X1eV1pCV+8vJDS/FxiuqQw9fk/t6j9Z6EqbyLUKqoMJkK9vejqV39jciHaEo8lX0ajkcLCwjpfi4iIQKlUMn/+fJ5//nmOHj16XcmXw+FAr79x+rEZavbnGOrZpyNAceVyk0J51d9x2t33UpKfg6GykqQBQzAaTTTkxJYNGMpKMACH1q8hpnuvq66x2+1seO9NirMzCYuLZ/yc39VqMB0Sl8DIh35L7omjdB85DovNjqUmttK8XFQaDQHhEXj5apn83Euu+34av8Phj69vJ6qqDuLj0wF//6H1fh9bzWZXyx+r2YzCywvfoGBnj8RR43723h5jJ3Lku68pL8jHYbdj1OkoyDpPcGwcyisSFG8fX9cYA6c8gMPhYN3bb5B1xRJkYGQ04fEJVJeV8dGCuQRFteOW+c/irXIuPSqumOUymy3o9XpU/oEMm/VbsrKy8LWayDl8gI79B6AOCESv1xMYHcPwGY+Qc/wIXYYMA28V2uBQKi8VodH6EZGY1OC/7wvHj2KodJ4grSotoexSUaNPjSaPGEvyiLEA2BPLcPUAABrASURBVIH4mqbd7v6Zog4MYvIffjw0cfn90/f8QGl+LgBFF85TmJ3dqJlAcM/PGi/gzU5RfF5UwbAgLV1Vihvq53FzkJ/xnuOuZ395z29DFI761iWa0Z49e5gxY0adry1atIjNmzcTGBjIs88+y9tvv83evXuvac/XsWPHMJvNDV8objhWk5Ezm9Zit5jpNHICPg1sQG6M09+upOD4YQDa9Umj6/jbrrqmIi+HQ598AA7nElDnCbcT27vh5fBzW9eTd3AvXmoViSPG065nX9drNosFh93mmq26zOEwY7Wm4+UVj1LZcKuQH959A3NNgVP/qBj63DsTperHTe8/x+FwkLF+DZcyTuKw2Qhq34Huk6ZiMRrI3LYJb40PiSPH1ZpRubBrG5nbN9UaJ6Bde5JvmcyBD993tQDqdvs9RNYcJkhf/zUXD+93XhsdQ/8Z9c9Y/RyryUjugd0ERMcSlti5Udcf/WIJxsoKgjt0JOXWuxr1g/FGYKyq4MiyjzCUFRMY054+981yHaC4VjoHlNghTgmyR16IX0atVtOzZ/2tvDw28zVw4EDS09PrfG316tWcPn2aZcuW/aL3UKlUJCW1rJou9TEYDGRlZZGQkICvb+vrOdaUevbp2/BF16BDXHu2f/4xIaFhpN1xd60Zrct00VGkf7MCfU1l99zd20kdOYbgBpahTq1Yit1qwW61YC0uICUlBYCcY4fZ9vEHWM0meo69mX633vmTO3s3Ov7AuU+x7cN/AQ4G3HkvnX7m+exe/glZhw8QEBbOhMeewlutpmuXLnz63BNUFV+i9PwZ9OfSGXDnVPoOqHvpNW/bhh8/UCjwCwll8OQptO/Ri4w1YVQUFqANDqHXoKGE1JR5uLT/h5qyp6D29nY9g+v5nr/Wv/sevftgs1iarTitJ6V0605JzgUiEzuj0jR+z9eVzz3HoeCZMxe5aLIwItiPf3apvzSHuH7yM95z3PXsz54926jrWuSer1WrVpGZmcmQIUMAMJlM2Gw2UlNTWb16NTExjdtzoVAoXFWzbyS+vr43ZNw3uvjBI2pVWv8prVbL8Admsf69N7Hb7RgqyinNziLmZ0pOXBbdqTPFWZl4aTQk9OrrGj9j13Yqi5zlFC4cPsBNUx6ob5h6de6bSue+9c/CGat1ZOz8nuryMsryckjftom0O+7GYbe7+kt6easIiYqu9/tvwB13UZqXg8VkpO+E20i97cekcdKCP3JiywY6pQ4iOqEj6xb9nYpLhST2G0DHvmmYqnX0m3jHVePL9/z10Wq1hEZe/2leX19fVuWXkWW00CnrFO0PbGFFgB/jHp1DdCNmFsX1ke93z2nuZ9/YmfUWmXwtXry41sfXs+woRHNIuWkE6T9so+DsGYKjouk8YEiD94x5aDZdBw1D4+9PZPyPhV8jExI5t38PNovZLeUwvNUa1Fot1eVlqHx8CGnnnOFQKJVM+M3jHFz3NeFx8fQaM6HecaI7dWHmX9/BYbdfVe4hIi7e1RJp/9crOf3DNsC532rW39+7qom4aJjD4WD3ik8pycuh97hbievWo0nHvyU8iJWFZaQd2UnYpXyKLsHuLz9n8u8XNun7CCF+1CKTLyF+ym6z8fX/vkpxzgWik7pyy9ynPLJ3R6n04s5nnsdQWYGPf0Cjak0pFAriul+9/j9w8hSCIqPQl5fRuwmaZTfEW6Vi4pzfcWTjWtolda11orNdl2Ru7ZLc6LEUCkXtgw918AkMxMvbG5vVirdKfd37kdq6o5u+Y8/Kz7FZrVy6kMnMNxY1uJfvWqQF+/Nl3yTWbwml+mIWAH5B9bdkEkL8MjfET8N58+Z5OgThYZmHD3B23x7AQWVJMQPuuJuI+Ma1D2pqCoWCE9s2c/FsOslDRtBlYMOzXz8n+Yr2RFUlxXh5e6NtggMEP6dd566069y12ca/Uvfho6m6VMil7Cx6jBrfqBIP4mr6ijJXw3OryYzdZm/S5AsgUevDrN89w/ZPP0Ll48PQqQ826fhCiNpuiORLiODodmiDgtBXlOMXFNzocgHNIfPwfnZ98QkWk5HCsxl06N4LH39/7HYb6bt2oA0MIr5nn2sac9eKZRxcuwpvlZrh988iZdjIZon9Ml1ZKXartcGWPY2xf81KCs6doduwUXTsm+pajlQoFAy+5/4miLZtS7v9boqyzqMrKSH5phHNlsRqtH6MfXh2s4wthKhNki9xQwiLjWPCb5/g3MG9JA8Z0ayzQw0xVFZiMTtrh1nMJqwWZ0mT7977Bye3b0Gl0TB02nT63zKp0WNmHT6AscpZKiJj7w/Nmnwd37KB7cs+wmax0P/WyQy++97rHuvcgb3s/GwpVrOJ/PSTaPwDMFdXkzx0BMPun9mEUbdd3mo1k56S/VdCtCbSaEvcMBL7pTHukceafMPxtUq+aQTdho+mXeeu9Bl/G/4hoQCU5uWAw4HFaORixulrGjO8QzwKpRcqjQ/tOjXvKbOz+3ejLy/DVK1zdQq4XrqyEqw19fQMVZUUX8iksriIIxvWcmzLhnrbGwkhRFslM19CXCOl0ouJc+Zf9fn43v0oLyxA5eND0oAh5KWfJCQ65mdn6QrOZrDry2VoAwIZNes3xPfsi8bP75qXLK9Vu87JZB874mzsfcW+udKLuZTk5pLYt3+j2tRcPJNO3ukTRCR0ROnlhX9IKNnHj2AxGjHpdWxa/C6GygpXs2ohhBBOknwJ0URumjad3mMn4qVS8c1bfyX72BGCIqOY/PSfCI/rcNX1m/7zT1f/RLVWy6iZv77qmuYwcPIUYrp0xWwwktgvDXA2n/727TeoLi8joU9/7n7uxXrHsNtsrHvvTUrzcvBSaxj/6Fy6DR/Fye1b2PrRvzFUVmCzWCjOzmrWr8XhcLD3qy8oyjxPn5tv8/isqBBCNIYkX6JNunDsMGaDnqS0wU1asiIgLBxjtY7i7AuAg4qiAjb86x16jZlA9xFjal3rsNtdf7ZZrE0WQ2PEdavdu/LM3l1U11TuL83NwWG3o6ijyv9lNpsVs9HZI81mNlFRdBGLycjJbVtwOOyofHwIDI+k7823N98XAXz9v69xZs9OALKPH+ZXf3/Po4cxhBCiMST5Em3Onq++YPeKZdhtVnqOHs/YRx5r0vE1Wj/C4zqQXVGGl0pNfvpJCjPPYTboayUjN903k71ffYHGz49h9/+qSWO4Vt1HjCbz0D6qykqJTupSb+Jl1OkoOHeG7iPGcP7AXvzDwkm9/S6ObfqOC0cPAuAbEMg9//My/iFhV91vs1o4tnkDwVFRRHZO+UVxX6ppKA5g1FejKy2R5EsI0eJJ8iVavf1ff8m5A3sJbR/H2IdmU3AmHWvNacXinOwmfz+FQsGdz75AXvpJNi1+l7L8PGxmE4WZ52pdl9CrLwm9mrZH5fWK7tSF+1/5O9VlpYTHxf/sdQZdFZ89/wwludlEJiRy70uvu6rWh8UloNH6YdJX4xMQgMbPv84x1rz5Omf37ULl48uQadNRRF1/L8GE3v05suFbANp16UpkQuJ1jyWEEO4iyZdo1fQV5ez7+kv0FeXkpZ+ifdduJA0YzMVzGdislmZLfrxVKuJ79CZl6EiObV6PWqul/y2Tm+W9moo2MAhtYP2VzfPTT1GS60xYiy5kUpKbQ7ukLgDE9+zNmIdnk3vqBL3G3oxKXXej5/JCZ4tti9HAxbPpxPyC5GvMw7+l9/iJqH21BIZHXPc4QgjhTpJ8iVZN4eWF0tv5ba708sLbx4fOaYNJ6N0Pm9Xa7L+wB99zH2mT7sHLy6vepbwbRWzXbkR0SOBSdhZRiUmEt699kCDlppGk3DSy3jE69ulPdXkZGq2WlGGjqLDXe3mD6pupE0KIlkiSL9Gq+foHMOy+maTv2kFUx0Q6pw0GcOu+oNbUVsfH359pL75OSe4FIjp0ROXjc81jDH9gFv1vnYzKxwer3UHFqVPNEKkQQrRcknyJVq/bsFF0GzbK02G0Ghqtlpguv2yj/OXk16rXN0VIQghxQ7nx10GEEEIIIW4gMvMlRBM7suFbzu7bTUR8R4bd/6smrSMmhBDixifJlxBNSF9Rzq7ln1JdXkbOiWO065Ls2mfWWhSePwsKBVEdO3k6FNFEHA4HG/7vbfIzThMRn8DEuU+hVHp5OiwhWi1JvoRoQg6Hg8utpB04oAn7SlstFk58v5Hw2A7EpnS/5vvPHdyLqbqalKEjrvvk5Q/LP2H/6hWAggGT7mHQ3fde1ziiZSnOucDJ7VuxWcyU5OXQbdhoOvZN9XRYQrRaknwJ0YT8gkOI6dyV84f24+XtjcVobLKxV//tz2Qe2ofGz48xD81usKTDlXav/Iw9X36GzWol58QxJvz28euKIT/9FBaTs0BtXvrJ6xqjqVgtFta8+RoVRYV07NOf4Q/MavCe8wf3sfvLz1D5aLh59nwCwsLdEGnL5xsQiG9AALrSEnz9AwiIkJppQjQn2XAvWoWjm75jw/+9Q2l+jqdDwajTYbdasRiNZOze0WTjXi5OaqquJufEsWu6t/DcWaxmMw67ndK8639G7bv1QO3ri9pXS/tuPa97nKZwbPN3nNu/h+LsLE5s3Yi+orzBe3avWMbFM6fJPnaE7Z9+2PxB3iD8Q0IZ9+hceowax+iHZxPeXmqnCdGcZOZL3PBO7fierR/+C4vJSP6Z08z4y1seLWgaGtuevPRTKL2UTdruJr5Hb/SVFfj6+9Nz1LhrurfrkGEUZp7FZjGT2H/Adccw6M5pzmbkQNhPCqy6W0h0O1S+WiwGPWqtHypNwzXHvNRq1599tHW3P2qrEvulkdgvzdNhCNEmSPIlbnjFOVlYTM7lPVN1NTabDW8PJl9jH55DbNduqHx8SUob1GTjjnl4NgMmT0Gj1aL21V7TvclDhpPQqx82q+UXF5j9aVX75lJ6MQ9DZQUxXVLqPDGa0Ls/I6c/RH7GaXqOGteogq83z36C7Z9+hI9/AMMfbHiZUgghmoMkX+KGN2DSPeRnnKa6vJQuA4d6vKK8Qqmk2/DRzTL2L9mj5ON/48z0nNy+hS0f/h9mvZ7uI8cx/tdz67yu15ib6TXm5kaPGxQZzW1PPN1UYQohxHWR5Evc8DRaP6Y9/6qnwxBNKPPwfoxVVQAUnj/j4WiEEKJpyYZ7IUSLk9gvDd/AQJTeKqKTung6HCGEaFIy8yWEaHFSho4kpnMy+qpKohM7ezocIYRoUjLzJYRokS5lX6Dw3FnsNpunQxFCiCYlM19CiBbnwDdfsfOzpVhMRnJOHuX2J5/1dEhCCNFkZOZLCNHiFJw74yofUlFY4OFohBCiaUnyJYRocbqPHEtQVDTaoGA6SuFPIUQrI8uOQogWJ6FXX2a8/jZWsxltYJCnwxFCiCYlyZcQokVS+/ii9vH1dBhCCNHkZNlRCCGEEMKNJPkSQgghhHAjSb6EEEIIIdxIki8hhBBCCDeSDfdCiOvicDg4tO5rSnNzSJt8D0ERUU3+Hge+XcXRjevQ+Plx+5PPEhAW3uTvIYQQ7iYzX0KI63J4/bds+/g/HNm4ljX/+5dmeY+jG9dRmpfDxYzT7P5yWbO8hxBCuJskX0KI61KWn4vNYgHAWF2Fw+Fo8vfQ+PkDoPT2Jjg6psnHF0IIT5BlRyHEdRl451QKM89hqKqk+4gxKBSKJn+P2598ht1fLiM4OobU2+5s8vGFEMITJPkSQlwXv+AQ7nvp9WZ9j4CwcMY9OrdZ30MIIdxNlh2FEEIIIdxIki8hhBBCCDeS5EsIIYQQwo0k+RJCCCGEcCNJvoQQTcZht+Ow2z0dhhBCtGhy2lEI0SRObNvM7hXLUHopGTnjUTr26e/pkIQQokWSmS8hRJM4vmU95QX5lOblcmT9N54ORwghWixJvoQQTcI/tKbvokJBYGTT93kUQojWQpYdhRBNYsJvnyCkXSwqtZr+t032dDhCCNFiSfIlhGgS3ioVQ+65z9NhCCFEiyfLjkIIIYQQbiTJlxBCCCGEG0nyJYQQQgjhRpJ8CSGEEEK4kSRfQgghhBBuJMmXEEIIIYQbSfIlhBBCCOFGknwJIYQQQriRJF9CCCGEEG4kyZcQQgghhBtJ8iWEEEII4UaSfAkhhBBCuJEkX0IIIYQQbiTJlxBCCCGEG0nyJYQQQgjhRpJ8CSGEEEK4kSRfQgghhBBupHA4HA5PB9EcDh48iMPhQK1WezqURnM4HFgsFlQqFQqFwtPhtCny7D1DnrtnyHP3DHnunuOuZ282m1EoFPTr16/e67ybLQIPuxG/sRUKxQ2VLLYm8uw9Q567Z8hz9wx57p7jrmevUCgalX+02pkvIYQQQoiWSPZ8CSGEEEK4kSRfQgghhBBuJMmXEEIIIYQbSfIlhBBCCOFGknwJIYQQQriRJF9CCCGEEG4kyZcQQgghhBtJ8iWEEEII4UaSfLVwCxYsYPr06Z4Oo83Izc1l7ty5DBo0iIEDBzJnzhxycnI8HVarVFJSwpw5c0hNTWXgwIG88sorWK1WT4fV6p0+fZpZs2YxYMAAhg4dytNPP01paamnw2ozbDYb06dP59lnn/V0KG1CeXk5Tz/9NAMHDiQtLY05c+ZQVFTk6bAk+WrJli9fzpo1azwdRpvy2GOPERQUxObNm9m8eTPBwcHMmTPH02G1Sk8++SRarZbt27ezfPlydu3axX//+19Ph9WqGY1GHnnkEfr27cuOHTtYs2YN5eXl/OEPf/B0aG3GO++8w/79+z0dRpsxb9489Ho9GzZsYMuWLXh5efHHP/7R02FJ8tVSnT17lnfffZcpU6Z4OpQ2o6KigvDwcJ544gm0Wi1+fn7MmDGDjIwMKioqPB1eq3LhwgX27t3LggUL8PX1JS4ujjlz5vDxxx97OrRWLT8/n+TkZB577DHUajUhISFMmzaNffv2eTq0NmHXrl2sX7+e8ePHezqUNuH48eMcOXKE1157jcDAQPz9/Xn55Zf5/e9/7+nQWm9j7ZbMaDRSWFhY52sREREolUrmz5/P888/z9GjR8nMzHRzhK1XQ89+8eLFtT733XffERsbS1BQkDvCazPOnDlDcHAwUVFRrs916tSJ/Px8KisrCQwM9GB0rVdiYiL//ve/a33uu+++o3v37h6KqO0oKSlh4cKFvPvuuzLD6yZHjx4lKSmJzz//nE8//RSDwcCwYcN45plnPB2aJF+ecOTIEWbMmFHna4sWLWLz5s0MHTqUESNGcPToUTdH17o19OzHjh3r+vjTTz/lgw8+4L333nNXeG1GdXU1vr6+tT53+WO9Xi/Jlxs4HA7efPNNtmzZwtKlSz0dTqtmt9tZsGABs2bNIjk52dPhtBkVFRWkp6fTo0cPVq5cidFo5Omnn+aZZ57h/fff92hsknx5wMCBA0lPT6/ztdWrV3P69GmWLVvm5qjahvqe/WVms5lXX32Vb7/9lvfff59Bgwa5Kbq2Q6vVYjAYan3u8sd+fn6eCKlN0el0PPfcc5w4cYKlS5fStWtXT4fUqr3//vuo1Wo5POVmarUagIULF6LRaPD39+fJJ59k6tSpVFdXe/RnjSRfLcyqVavIzMxkyJAhAJhMJmw2G6mpqaxevZqYmBgPR9i6lZaWMnv2bMxmM8uXLycuLs7TIbVKnTt3pry8nOLiYsLDwwE4d+4c0dHRBAQEeDi61i07O5tHH32UmJgYli9fTmhoqKdDavVWrVpFUVERqampgHP7A8DGjRtl830zSkpKwm63Y7FY0Gg0gHMWEpwzv56kcHg6AlGvt99+m71797JkyRJPh9LqWSwWpk2bRkhICIsWLcLHx8fTIbVq999/P9HR0bz00kuUlZUxe/ZsJkyYwLx58zwdWqtVUVHB5MmTGTRoEK+88gpKpZy58oTLZSZee+01D0fSulksFm699VaSk5N59dVXMZlMzJ8/n4CAAN555x2PxiYzX0LU2LJlCydOnECj0TB48OBar33zzTcy69jE3nrrLV566SXGjBmDUqlk8uTJUtajmX355Zfk5+ezdu1a1q1bV+u1Q4cOeSgqIZqHSqViyZIlvPbaa0yYMAGTycTo0aNZuHChp0OTmS8hhBBCCHeSOWchhBBCCDeS5EsIIYQQwo0k+RJCCCGEcCNJvoQQQggh3EiSLyGEEEIIN5LkSwghhBDCjST5EkIIIYRwI0m+hBBCCCHcSCrcCyFatdGjR5OXl+f6WKlU4ufnR0pKCk888YSr3x7AypUr+eKLLzhz5gwOh4OkpCRmzpzJxIkT6xx71apV/OMf/2Dz5s3N/nUIIVoPSb6EEK3eQw89xEMPPQQ4G+qWl5fz97//nUceeYR169YRFRXF/Pnz2bVrF/PmzWPQoEEoFArWr1/PU089RWZm5lWtj7799lsWLlxIZGSkJ74kIcQNTJIvIUSrp9VqiYiIcH0cGRnJiy++yPDhw1m/fj0qlYr169ezfPlyunXr5rpu9uzZOBwOFi1axKRJk4iNjUWn0/HCCy+wdu1akpKSqKqq8sSXJIS4gcmeLyFEm+Tt7fy/p1qt5pNPPmH06NG1Eq/LZsyYwX//+19X8pabm0tFRQXLly9n7Nixbo1ZCNE6SPIlhGhzCgsLeemll9BqtQwbNoyMjAz69OlT57X+/v6kpaWhVqsBSE5O5l//+hcpKSlujFgI0ZrIsqMQotV7//33+eCDDwCwWq2YzWY6derEm2++iUqlAiAoKMiTIQoh2hBJvoQQrd69997L9OnTAedpx+DgYAICAgAwm80oFArKyso8GaIQog2RZUchRKsXFBREfHw88fHxxMXFuRIvcO756tGjB4cPH67zXp1Ox8yZM9m9e7ebohVCtHaSfAkh2rypU6eydetWTp48edVrS5YsYe/evcTGxnogMiFEayTLjkKINu+ee+5h06ZNzJo1i8cff5yhQ4diNBpZs2YNixcv5ne/+x1xcXGeDlMI0UpI8iWEaPOUSiWLFi1i6dKlfPHFF/ztb3/D29ubpKQk3n77bSkpIYRoUgqHw+HwdBBCCCGEEG2F7PkSQgghhHAjSb6EEEIIIdxIki8hhBBCCDeS5EsIIYQQwo0k+RJCCCGEcCNJvoQQQggh3EiSLyGEEEIIN5LkSwghhBDCjST5EkIIIYRwI0m+hBBCCCHcSJIvIYQQQgg3+n82y9HyqsYAngAAAABJRU5ErkJggg==",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(7,6))\n",
"plt.scatter(x2d[:, 0],x2d[:, 1],c=tahmin,s=5,cmap='tab10')\n",
"plt.title('KMeans Clusters (PCA 2D)')\n",
"plt.xlabel('PC1')\n",
"plt.ylabel('PC2')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "a40a2351-af58-43cf-9552-63f3cd4ace09",
"metadata": {},
"source": [
"KMeans forms more compact and rigid clusters with clearer geometric boundaries in PCA space."
]
},
{
"cell_type": "markdown",
"id": "56525c10-31cc-4c65-bd83-36ced0bf1d71",
"metadata": {},
"source": [
"##### GaussianMixture"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "23cbe443-2de0-43a4-a2f0-a481e12ed9e3",
"metadata": {},
"outputs": [],
"source": [
"model2=GaussianMixture(n_components=9,covariance_type='full',n_init=5,random_state=42)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "8283b228-380b-4a4d-9de5-065fcc67488b",
"metadata": {},
"outputs": [],
"source": [
"model2=model2.fit(x)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "dbc99575-2a7e-42e9-b066-ec8ee90c5725",
"metadata": {},
"outputs": [],
"source": [
"tahmin2=model2.predict(x)"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "a95c04b6-692a-4339-a38d-ad70dd0f0282",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.013243196320369048"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"silhouette_score(x,tahmin2)"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "4f961fc4-714d-4f93-97b1-6bc46e65267e",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(7,6))\n",
"plt.scatter(x2d[:, 0],x2d[:, 1],c=tahmin2,s=5,cmap='tab10')\n",
"plt.title('GMM Clusters (PCA 2D)')\n",
"plt.xlabel('PC1')\n",
"plt.ylabel('PC2')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "6329cb28-ea29-4bee-b03a-e2fa5c0e9a45",
"metadata": {},
"source": [
"GMM produces softer and more overlapping clusters, capturing more flexible cluster shapes."
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "189e5e16-629c-4be7-ac29-2cc4dc5fbecd",
"metadata": {},
"outputs": [],
"source": [
"feature_names=list(df.drop(columns=['id']).columns)"
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "4dee7e02-807a-49ff-9db9-361a4172fe05",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['gmm_model.pkl']"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"joblib.dump(feature_names, 'feature_names.pkl')\n",
"joblib.dump(scaler, 'scaler.pkl')\n",
"joblib.dump(pca, 'pca.pkl')\n",
"joblib.dump(model, 'kmeans_model.pkl')\n",
"joblib.dump(model2, 'gmm_model.pkl')"
]
},
{
"cell_type": "markdown",
"id": "6704c494-ed51-459f-bc4f-fac38d7c544b",
"metadata": {},
"source": [
"##### Submission"
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "7ded0970-9f0c-4ef6-a544-72c51d785cf0",
"metadata": {},
"outputs": [],
"source": [
"sub=pd.read_csv('sample_submission.csv')"
]
},
{
"cell_type": "code",
"execution_count": 37,
"id": "89a7b3e8-6075-458c-9404-e09574e59d3f",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Id | \n",
" Predicted | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" 0 | \n",
" 0 | \n",
"
\n",
" \n",
" | 1 | \n",
" 1 | \n",
" 0 | \n",
"
\n",
" \n",
" | 2 | \n",
" 2 | \n",
" 0 | \n",
"
\n",
" \n",
" | 3 | \n",
" 3 | \n",
" 0 | \n",
"
\n",
" \n",
" | 4 | \n",
" 4 | \n",
" 0 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Id Predicted\n",
"0 0 0\n",
"1 1 0\n",
"2 2 0\n",
"3 3 0\n",
"4 4 0"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sub.head()"
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "f0c65934-a264-464e-8acb-7b67dc72c188",
"metadata": {},
"outputs": [],
"source": [
"submission_kmeans=pd.DataFrame({'Id': df['id'],'Predicted':tahmin})"
]
},
{
"cell_type": "code",
"execution_count": 39,
"id": "366decc7-6c3d-441a-abad-253849518bef",
"metadata": {},
"outputs": [],
"source": [
"submission_kmeans.to_csv('submission_kmeans.csv',index=False)"
]
},
{
"cell_type": "code",
"execution_count": 40,
"id": "1081e2e4-95d3-48a5-a234-a54c0ee77212",
"metadata": {},
"outputs": [],
"source": [
"submission_gmm=pd.DataFrame({'Id': df['id'],'Predicted':tahmin2})"
]
},
{
"cell_type": "code",
"execution_count": 41,
"id": "df1e9b6e-76d3-4400-8ccd-d8819a91b5f5",
"metadata": {},
"outputs": [],
"source": [
"submission_gmm.to_csv('submission_gmm.csv',index=False)"
]
},
{
"cell_type": "markdown",
"id": "fa1beace-694d-43e6-ba8e-6f9b86e29ad0",
"metadata": {},
"source": [
"### Conclusion\n",
"KMeans and Gaussian Mixture Models were applied after scaling and PCA transformation.\n",
"The silhouette score for KMeans was 0.0319, while the Gaussian Mixture Model achieved a silhouette score of 0.0132, indicating overlapping clusters in both approaches."
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:base] *",
"language": "python",
"name": "conda-base-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.13.5"
}
},
"nbformat": 4,
"nbformat_minor": 5
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