{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Data Analysis Using Python: A Beginner’s Guide Featuring NYC Open Data \n", "## Part 3: Plotting and Data Visualization in Python\n", "Analyzing buildings built between 1990 and 2020 in NYC\n", "\n", "Mark Bauer" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Table of Contents\n", "=================\n", "\n", " 1. Importing Libraries\n", " 2. Reading-in Data \n", " 3. Seaborn Library\n", " * 3.1 Distribution Plots\n", " * 3.1.1 Histograms\n", " * 3.1.2 Kernel Density Estimate (KDE) Plot\n", " * 3.1.3 Empirical Cumulative Distribution Functions (ECDF)\n", " * 3.1.4 Distribution Plots onto a Facet Grid \n", " * 3.2 Relational Plots\n", " * 3.2.1 Line Plots\n", " * 3.2.2 Scatter Plot\n", " * 3.2.3 Relational Plots onto a Facet Grid \n", " * 3.3 Joint Grids\n", " * 3.3.1 Scatter Plot\n", " * 3.3.2 Hexagonal Bin Plots\n", " * 3.3.3 Kernel Density Estimate (KDE) Plot\n", " * 3.4 Visualizing Pairwise Relationships in a Dataset \n", " * 3.5 Heat Map \n", " * 3.6 Categorial Plots\n", " * 3.6.1 Count Plots\n", " * 3.6.2 Bar Plots\n", " * 3.6.3 Scatter Plots\n", " * 3.6.4 Swarm Plots\n", " * 3.6.5 Box Plots\n", " * 3.6.6 Boxen Plots\n", " * 3.6.7 Violin Plots\n", " * 3.6.8 Point Plots\n", " * 3.6.9 Facets \n", " 4. pandas and Matplotlib Libraries\n", " * 4.1 Line Plot\n", " * 4.2 Bar Plot\n", " * 4.3 Histogram\n", " * 4.4 Box Plot\n", " * 4.5 Kernel Density Estimate (KDE) Plot\n", " * 4.6 Area Plot\n", " * 4.7 Scatter Plot]\n", " * 4.8 Hexagonal Bin Plot]\n", " * 4.9 Pie Plot\n", " 5. Conclusion" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Goal:** In this notebook, we will review various examples of plotting and data visualizations.\n", "\n", "**Main Libraries:** \n", "\n", "[pandas](https://pandas.pydata.org/) is a fast, powerful, flexible and easy to use open source data analysis and manipulation tool, built on top of the Python programming language.\n", "\n", "[Matplotlib](https://matplotlib.org/3.1.1/index.html#) is a Python 2D plotting library which produces publication quality figures in a variety of hardcopy formats and interactive environments across platforms.\n", "\n", "[Seaborn](https://seaborn.pydata.org/index.html) is a Python data visualization library based on matplotlib. It provides a high-level interface for drawing attractive and informative statistical graphics." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Datasets" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1) Building Footprints \n", "https://data.cityofnewyork.us/Housing-Development/Building-Footprints/nqwf-w8eh\n", "\n", "![building-footprints](images/building-footprints.png)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2) PLUTO \n", "https://data.cityofnewyork.us/City-Government/Primary-Land-Use-Tax-Lot-Output-Map-MapPLUTO-/f888-ni5f\n", "\n", "![pluto](images/pluto.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 1. Importing Libraries" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# importing libraries\n", "import pandas as pd \n", "import numpy as np \n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "import matplotlib.ticker as ticker\n", "from matplotlib.ticker import FuncFormatter\n", "import seaborn as sns\n", "from scipy import stats\n", "from numpy import median\n", "\n", "%matplotlib inline\n", "sns.set(color_codes=True)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Python implementation: CPython\n", "Python version : 3.8.13\n", "IPython version : 8.4.0\n", "\n", "numpy : 1.23.1\n", "pandas : 1.4.3\n", "matplotlib: 3.5.2\n", "seaborn : 0.11.2\n", "\n" ] } ], "source": [ "# Printing verions of Python modules and packages with **watermark** - the IPython magic extension.\n", "%reload_ext watermark\n", "%watermark -v -p numpy,pandas,matplotlib,seaborn" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 2. Read-in Data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "README.md output.dbf sample-data.geojson\r\n", "building-footprints.csv output.json sample-data.gpkg\r\n", "nta_shape.cpg output.prj sample-data.json\r\n", "nta_shape.dbf output.shp sample-data.prj\r\n", "nta_shape.geojson output.shx sample-data.shp\r\n", "nta_shape.prj output.xlsx sample-data.shx\r\n", "nta_shape.shp sample-buildings.zip sample-data.xlsx\r\n", "nta_shape.shx sample-data.cpg \u001b[34munzipped-data\u001b[m\u001b[m/\r\n", "output.cpg sample-data.csv\r\n", "output.csv sample-data.dbf\r\n" ] } ], "source": [ "%ls data/" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "rows: 93,128,\n", "columns: 36\n" ] }, { "data": { "text/html": [ "
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NaN 3394646 \n", "\n", " CNSTRCT_YR LSTMODDATE LSTSTATYPE DOITT_ID HEIGHTROOF \\\n", "0 1997.0 08/22/2017 12:00:00 AM Constructed 933599 32.500000 \n", "1 2001.0 08/22/2017 12:00:00 AM Constructed 937499 27.310000 \n", "2 1996.0 08/22/2017 12:00:00 AM Constructed 616143 26.410000 \n", "3 2000.0 08/22/2017 12:00:00 AM Constructed 954205 30.040000 \n", "4 2009.0 08/22/2017 12:00:00 AM Constructed 1212853 21.608508 \n", "\n", " FEAT_CODE GROUNDELEV ... borocode bbl tract2010 xcoord \\\n", "0 2100.0 175.0 ... 5 5019900003 27301.0 943549.0 \n", "1 2100.0 105.0 ... 5 5073560090 226.0 922741.0 \n", "2 2100.0 68.0 ... 5 5017010011 30302.0 941573.0 \n", "3 2100.0 22.0 ... 5 5016800094 30302.0 940372.0 \n", "4 2100.0 18.0 ... 3 3044520815 1070.0 1019957.0 \n", "\n", " ycoord latitude longitude plutomapid firm07_flag pfirm15_flag \n", "0 153837.0 40.588830 -74.146542 1 0.0 0.0 \n", "1 132534.0 40.530237 -74.221266 1 0.0 0.0 \n", "2 166545.0 40.623701 -74.153737 1 0.0 0.0 \n", "3 165936.0 40.622024 -74.158059 1 0.0 0.0 \n", "4 178731.0 40.657180 -73.871307 1 0.0 0.0 \n", "\n", "[5 rows x 36 columns]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "file = 'data/building-footprints.csv'\n", "building_footprints = pd.read_csv(file)\n", "\n", "# printing the shape or dimensions of our dataframe (i.e. rows, columns)\n", "rows, columns = building_footprints.shape\n", "print('rows: {:,},\\ncolumns: {}'.format(rows, columns))\n", " \n", "building_footprints.head()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 93128 entries, 0 to 93127\n", "Data columns (total 36 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 the_geom 93128 non-null object \n", " 1 NAME 239 non-null object \n", " 2 BIN 93128 non-null int64 \n", " 3 CNSTRCT_YR 93128 non-null float64\n", " 4 LSTMODDATE 93128 non-null object \n", " 5 LSTSTATYPE 93052 non-null object \n", " 6 DOITT_ID 93128 non-null int64 \n", " 7 HEIGHTROOF 91497 non-null float64\n", " 8 FEAT_CODE 93126 non-null float64\n", " 9 GROUNDELEV 92870 non-null float64\n", " 10 SHAPE_AREA 93128 non-null int64 \n", " 11 SHAPE_LEN 93128 non-null int64 \n", " 12 BASE_BBL 93128 non-null float64\n", " 13 MPLUTO_BBL 93128 non-null float64\n", " 14 GEOMSOURCE 93069 non-null object \n", " 15 borough 93128 non-null object \n", " 16 block 93128 non-null int64 \n", " 17 lot 93128 non-null int64 \n", " 18 cd 93105 non-null float64\n", " 19 ct2010 93105 non-null float64\n", " 20 cb2010 93105 non-null float64\n", " 21 council 93105 non-null float64\n", " 22 zipcode 93067 non-null float64\n", " 23 bldgclass 93103 non-null object \n", " 24 landuse 92856 non-null float64\n", " 25 ownertype 3248 non-null object \n", " 26 borocode 93128 non-null int64 \n", " 27 bbl 93128 non-null int64 \n", " 28 tract2010 93105 non-null float64\n", " 29 xcoord 93105 non-null float64\n", " 30 ycoord 93105 non-null float64\n", " 31 latitude 93105 non-null float64\n", " 32 longitude 93105 non-null float64\n", " 33 plutomapid 93128 non-null int64 \n", " 34 firm07_flag 93128 non-null float64\n", " 35 pfirm15_flag 93128 non-null float64\n", "dtypes: float64(19), int64(9), object(8)\n", "memory usage: 25.6+ MB\n" ] } ], "source": [ "# printing the column names, non-null counts, and data types of our columns\n", "building_footprints.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 3. Plotting with Seaborn " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Distribution Plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Histograms" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "sns.histplot(\n", " building_footprints['CNSTRCT_YR'],\n", " ax=ax\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "sns.histplot(\n", " building_footprints['CNSTRCT_YR'],\n", " bins=25,\n", " ax=ax\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "sns.histplot(\n", " y=building_footprints['CNSTRCT_YR'], \n", " bins=25,\n", " ax=ax\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "sns.histplot(\n", " building_footprints['CNSTRCT_YR'],\n", " bins=25,\n", " kde=True,\n", " ax=ax\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "sns.histplot(\n", " data=building_footprints, \n", " x='CNSTRCT_YR',\n", " bins=25,\n", " hue='borough',\n", " ax=ax\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "sns.histplot(\n", " data=building_footprints, \n", " x='CNSTRCT_YR',\n", " bins=25,\n", " hue='borough',\n", " multiple=\"stack\",\n", " ax=ax\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "sns.histplot(\n", " data=building_footprints, \n", " x='CNSTRCT_YR',\n", " bins=25,\n", " hue='borough',\n", " element=\"step\",\n", " ax=ax\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "sns.histplot(\n", " data=building_footprints, \n", " x='CNSTRCT_YR',\n", " bins=25,\n", " fill=False,\n", " ax=ax\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "sns.histplot(\n", " building_footprints['CNSTRCT_YR'],\n", " bins=25,\n", " cumulative=True,\n", " ax=ax\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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AsJAd0HoUNGHswgsH6dVXX5Hb7ZbdbtfBgwcVGxurzz77RAMGXOA7z2q16sEHH9bdd9+m8ePTQ5gxgJZgITug9RhyCmODByepV6/eWrbsCbndbm3cuEF33327nn/+Gd1yyx0Nzj0+9PTKK6tClC0AAKFDD00TXG53sx6xbk5cf1gsFi1c+LhWrlymG2+cJLvdoZiYGPXo0UN/+9u7qq+vb3D+8aEnAAA6GgqaJrRk8Tu73Sq323v6E/10xhln6L775kia4zvm9Xr17rt/1eWX/6TBHBur1arly38XsK8NAIBZUNCYkNVq1RVX/DTUaQAAEDaYQwMAAEyPggYAAJgeQ04A0EKsHwOEDwoaAGgh1o8BwgdDTgAAwPTooWnCWV3OkD3CEfC47nqXDh6qPe15+/bt1aRJ4zV+/M80d+483/EdO7br1lunKDs7V88++5RGjhyjO+/8he/9/PxHdMkll2rs2LSA5w4AQDiioGmCPcKhbb97oVmfsVot8nqb3iTygjumSjp9QSNJXbp00d/+9q48Ho9stmNj9W+99UfFxp7lO2f16peVknKlBg684FRhAABo1xhyCnOdOnVW//4DtHXrR75j77//npKTf+R7fdNNt2rBgkfkcrlCkSIAACFHQWMCV145Qn/5y1uSpG3bPlPfvv3kcHw/FDZy5BglJvbQc889HaoUAQAIKYacTOAnP0nR00+vkNfr1Vtv/VFXXTVCb731Pw3OmTPnQd1yS4ZSUq4MUZaAefC4NdD+UNCYQOfOndW3bz99/PE/9Pe/f6C77prRqKDp2vVszZw5WwsWPKLzzusbokwBc+Bxa6D9YcjJJK666hqtXLlMAwZcKLv95HXo8aGnzZvZcRsA0LFQ0JjEFVekaMeO7br66hFNnjdnzoPq1KlzG2UFAEB4YMipCe561/89Yh34uP7o3v0crVmzXtKxYae33vqr77158x6RpEZrzXTteraKi98KTKIAAJgEBU0Tji1+5996McfZ7Va53d7gJAQAQJBFRUWGOoUWoaABAAA+/9i9rdUxMjQwAJk0D3NoAACA6VHQAAAA0wvqkNOyZcu0ceNGSdLw4cM1d+5cPfjggyotLVWnTp0kSTNmzNCIESO0bds2zZs3TzU1NUpOTlZeXp7sdrv27t2rzMxMVVVVqU+fPiooKFBUVJQOHz6sOXPmaNeuXYqLi1NhYaGcTmcwLwcAAISpoPXQbNmyRe+8847eeOMNFRUV6bPPPtMf//hHffrpp3rxxRe1du1arV27ViNGHHsMOTMzUw8//LDefPNNGYah1atXS5Ly8vKUkZGhkpISXXTRRVq+fLkkqbCwUMnJydq4caMmTZqk/Pz8YF0KAABhLyoqstV/zCxoPTROp1NZWVmKiIiQJJ1//vnau3ev9u7dq+zsbJWXl2vEiBGaMWOG9u3bp9raWiUlJUmS0tPTtXTpUk2aNEkffPCBnnzySd/xG2+8UZmZmdq0aZNeeuklSdK4ceM0f/58uVyuBnsctVZsbGc5grA8usvl0bffHg14XKC983fLAqczpg2yAcKLWSfzBkrQCpp+/fr5/l1WVqaNGzfqpZde0vvvv6/c3FzFxMRo+vTpWrNmjfr169dguMjpdKq8vFwHDx5UdHS0b2Xc48claf/+/b7P2O12RUdH68CBA+rWrZtf+XXtGt3o2P79Vtnt33daORw2lRR92vyLP43R117U4OucSmnph5ozZ5Z69OgpwzDkcrmUnj5R1157nW65ZYqmTJmqcePGS5J2796lmTPv1ooVTyshofspY1qt1rD6Zh9OuYQ72uqYl9/8vNUxMkYNDNhvo2aPc6rzw+26AhmrNXFO/Gw45HMiR0RgfgEPVJy2/p4V9Me2d+zYoenTp2vu3Lk677zzfL0tknTTTTepqKhI559/viwWi++4YRiyWCy+v0/0w9cnfsZq9X8EraqqWl6v0eCY1+tttIbMD885HavV4tdn/FmrxuPxasCAC7Rs2VOSpKNHa3Tjjddr6NAf6aGH5uuXv5yhIUOGqmvXszVvXpZmzLhPZ5/drcnYXq9XFRVH/L+gIHI6Y8Iml3BHWx3jdMaopqauyXOioiJPe44kv87xh5njNNVW4XZdgYzV0jg/bK9Q5/NDrnpPWMUJ9Pcsq9Vy0s6I44Ja0JSWluree+9Vdna2UlNTtX37dpWVlWnUqFGSjhUhdrtdCQkJqqio8H2usrJS8fHxiouL05EjR+TxeGSz2VRRUaH4+HhJUnx8vCorK5WQkCC3262amhrFxsYG83JCrq6uTlarVdHR0XI64zV58o3Kz39EAwZcoAsvvEjDh18V6hQBAAiJoE0K3rdvn+655x4VFBQoNTVV0rECZsGCBTp06JBcLpf+8Ic/aMSIEUpMTFRkZKRKS0slSWvXrlVKSoocDoeSk5NVXFwsSSoqKlJKSoqkY09NFRUVSZKKi4uVnJwc0Pkz4WL79m265ZYM3XzzZE2cmKZLLrlUZ599bKgtI2Oq3G63/vrXtzVjxn2hTRQAgBAKWg/NM888o7q6Oi1atMh3bPLkybrzzjv185//XG63WyNHjtS4ceMkSQUFBcrJyVF1dbUGDRqkqVOP7aGUm5urrKwsrVixQt27d9eSJUskSbNmzVJWVpZSU1MVExOjgoKCYF1KSJ045FRTU637779XL774vG666VYdOFCl/fvLVV9fp6+++lL9+5t3MhcAdFRmf7ooXAStoMnJyVFOTs5J35syZUqjYwMHDtSaNWsaHU9MTNSqVasaHY+NjdXKlStbn6iJREVF66qrRujDD/8mr9er+fMf0g03ZCgqKlrz5z+kZ55ZpcjIM0KdJgCgGTr600mBwkrBJuLxePTRR6Xq33+gXnjhWdlsNl1/fYbGjZugnj3P1bJlvw51igAAhASbUzbB5fJobPrFQYnrr+NzaCwWye12q2/f/vrRjy5TTs4DevbZF31Pfc2dm6Nbbpmsyy+/QsOG/STgOQMAEM4oaJrQksXv7HarX49k+2Po0GT98Y//e9L31q17s8Hrs846S2vXvnnScwEAaO8oaAAAaAEm84YXChoAAFqAybzhhUnBP2AYzVsZ2Eza87UBADo2CpoTWK02eTzuUKcRNC5XvWw2OuUAAO0PP91O0KlTtI4c+VaxsV1lsbSfWu/Yxpb1+vbbCsXEnBXqdAAgpAK1OSXCCwXNCaKju+jgwQqVl++W1LLhGavVKq83ME85BZLNZldMzFnq1Ckq1KmgA+oS21kRjsDs4Au0VkvnvjgibL6NG5n7En4oaE5gsVgUFxffqhjsigw0FuGw6enXt7Y6zrT0IQHIBkB71H7GVQAAQIdFQQMAAEyPggYAAJgeBQ0AADA9JgUDAEyBR6bRFAoaAIApsNUAmsKQEwAAMD0KGgAAYHoMOQEAgoZ5L2grFDQAgKAJxLwXibkvOD2GnAAAgOlR0AAAANOjoAEAAKbHHBoAQCNM5oXZUNAAABphETuYDUNOAADA9ChoAACA6VHQAAAA06OgAQAApsekYAAA4JPU44JQp9AiFDQATqlLbGdFOGyhTgNAG/ryk02tDzKq7Z9wo6ABcEoRDpuefn1rq+NMSx8SgGzgj+auH8N6M2gvKGgAoB1pzvoxjgibXPWeRsdZPwZmxKRgAABgevTQAADQDph1Mm+gUNAAANAOmHUyb6Aw5AQAAEyPHhoACAM8bQS0DgUNAIQBdrcGWochJwAAYHr00AAAEEId/emkQKGgAQAghDr600mBwpATAAAwPQoaAABgehQ0AADA9ChoAACA6VHQAAAA0+MpJwAAWoDHrcNLUAuaZcuWaePGjZKk4cOHa+7cudqyZYsWLlyouro6jRkzRrNnz5Ykbdu2TfPmzVNNTY2Sk5OVl5cnu92uvXv3KjMzU1VVVerTp48KCgoUFRWlw4cPa86cOdq1a5fi4uJUWFgop9MZzMsBAMCHx63DS9CGnLZs2aJ33nlHb7zxhoqKivTZZ59pw4YNys7O1vLly1VcXKxPP/1UmzdvliRlZmbq4Ycf1ptvvinDMLR69WpJUl5enjIyMlRSUqKLLrpIy5cvlyQVFhYqOTlZGzdu1KRJk5Sfnx+sSwEAAGEuaAWN0+lUVlaWIiIi5HA4dP7556usrEy9evVSz549ZbfblZaWppKSEu3Zs0e1tbVKSkqSJKWnp6ukpEQul0sffPCBRo0a1eC4JG3atElpaWmSpHHjxuntt9+Wy+UK1uUAAIAwFrQhp379+vn+XVZWpo0bN+rGG29sMCwUHx+v8vJy7d+/v8Fxp9Op8vJyHTx4UNHR0bLb7Q2OS2rwGbvdrujoaB04cEDdunXzK7+uXaNbfY2n4nTGBC12e0Nb+S9UbRWoXaDbMk6gzvFHoOI4ImwhiXOq80OVT1vEak2cEz9rswWmT6C9xmnr71lBnxS8Y8cOTZ8+XXPnzpXNZlNZWZnvPcMwZLFY5PV6ZbFYGh0//veJfvj6xM9Yrf7/R6iqqpbXazTvYvzgdMaoouJIwOO2R7SV/0LVVk5njGpq6gISq63iREVF+vW1wu26XPWeNo/jiLCd8vxQ5NNWsQbF9w9IHI/HS5wmBPp7ltVqabIzIqgFTWlpqe69915lZ2crNTVV77//vioqKnzvV1RUKD4+XgkJCQ2OV1ZWKj4+XnFxcTpy5Ig8Ho9sNpvvfOlY705lZaUSEhLkdrtVU1Oj2NjYYF4OAKAdaOlkXpvN+v0Peybzhp2gzaHZt2+f7rnnHhUUFCg1NVWSNGTIEH355Zf66quv5PF4tGHDBqWkpCgxMVGRkZEqLS2VJK1du1YpKSlyOBxKTk5WcXGxJKmoqEgpKSmSjj01VVRUJEkqLi5WcnKyHA5HsC4HAACEsaD10DzzzDOqq6vTokWLfMcmT56sRYsWaebMmaqrq9Pw4cM1evRoSVJBQYFycnJUXV2tQYMGaerUqZKk3NxcZWVlacWKFerevbuWLFkiSZo1a5aysrKUmpqqmJgYFRQUBOtSAABAmAtaQZOTk6OcnJyTvrdu3bpGxwYOHKg1a9Y0Op6YmKhVq1Y1Oh4bG6uVK1e2PlEAAGB6rBQMADAFVuZFUyhoAACmwMq8aAoFDQC0QqDWoQHQOhQ0ANAK/9i9rdUxMtR+ew0YJkJboaABAARNQIaJJIaKcFoUNEA71CW2syIcgVtyHgDCHQUN0A5FOGx6+vWtrY4zLX1IALIBgOAL2krBAAAAbYUeGgBAI0zmhdlQ0AAAGmHNF5gNQ04AAMD06KEBgHaEoSJ0VBQ0ANCONGeoyGazyuPxNn6DoSKYEENOAADA9OihAYAwwFAR0DoUNAAQBniqCGgdhpwAAIDpUdAAAADTo6ABAACmR0EDAABMj4IGAACYnl8FTXZ2dqNj9957b8CTAQAAaIkmH9vOzc1VeXm5SktLdeDAAd9xt9utXbt2BT05AAAAfzRZ0EycOFE7duzQ9u3bNWrUKN9xm82mpKSkYOcGAADglyYLmosvvlgXX3yxLr/8ciUkJLRVTgAQdFFRkaFOAUAA+bVS8L59+5SZmalDhw7JMAzf8fXr1wctMQAIpn/s3tbqGBliZV4gXPhV0Dz88MNKT0/XhRdeKIvFEuycAAAAmsWvgsZut+vWW28Ndi4AAAAt4tdj2/369dP27duDnQsAAECL+NVDs2vXLl133XU655xzFBn5/UQ65tAAgdUltrMiHLaTvud0xrRxNgBgHn4VNLNnzw52HgAkRThsevr1rY2OR0VFqqamzu8409KHBDItAAh7fhU0/fv3D3YeAAAALeZXQXPZZZfJYrHIMAzfU05Op1Nvv/12UJMDgHCX1OOCUKcAQH4WNJ9//rnv3/X19dqwYYO+/PLLoCUFAGbx5SebWh9kFOvZAK3V7N22IyIilJ6err/+9a/ByAcAAKDZ/Oqh+fbbb33/NgxDn376qQ4fPhysnAAAAJql2XNoJKlr166aN29eUBMDAADwV7Pn0AAAAIQbvwoar9erZ555Rm+//bbcbreuuOIK3XXXXbLb/fo4AABAUPk1Kfjxxx/Xe++9p5tvvlm33nqrPvroIy1evDjYuQEAAPjFry6W//3f/9Vrr70mh8MhSfp//+//afz48crOzg5qcgAAAP7wq4fGMAxfMSMde3T7xNcAAACh5FdBM3DgQC1YsEBff/21du3apQULFrAdAgAACBt+FTS5ubk6fPiwJk+erEmTJungwYN66KGHgp0bAACAX5osaOrr6/XAAw/o3Xff1aJFi7RlyxYNHjxYNptN0dHRbZUjAABAk5osaJYuXarq6moNHTrUd+zRRx/V4cOH9Zvf/CboyQEAAPijyaecNm3apDVr1uiMM87wHevWrZsWL16sG264QbNnzw56ggAQDOySDbQvTRY0DoejQTFzXHR0tCIiIk4bvLq6WpMnT9bKlSvVo0cPPfjggyotLVWnTp0kSTNmzNCIESO0bds2zZs3TzU1NUpOTlZeXp7sdrv27t2rzMxMVVVVqU+fPiooKFBUVJQOHz6sOXPmaNeuXYqLi1NhYaGcTmcLmwBAR8Qu2UD70mRBY7VaVV1d3Wi+THV1tdxud5OBt27dqpycHJWVlfmOffrpp3rxxRcVHx/f4NzMzEw99thjSkpKUnZ2tlavXq2MjAzl5eUpIyNDqampevLJJ7V8+XJlZmaqsLBQycnJeuqpp1RUVKT8/HwVFhY278qBAOoS21kRDluo0+gQoqIiA3IOgPalyYJm3LhxysnJ0YIFC9S5c2dJ0tGjR5WTk6ORI0c2GXj16tXKzc3V3LlzJUnfffed9u7dq+zsbJWXl2vEiBGaMWOG9u3bp9raWiUlJUmS0tPTtXTpUk2aNEkffPCBnnzySd/xG2+8UZmZmdq0aZNeeuklX47z58+Xy+VibRyETITDpqdf39rqONPShwQgm/btH7u3Nfm+I8ImV72nyXMyRM8K0N40WdDcfPPNys3N1RVXXKF+/frJ6/Vq586dSktL0z333NNk4Pz8/AavKysrddlllyk3N1cxMTGaPn261qxZo379+jUYLnI6nSovL9fBgwcVHR3t2y/q+HFJ2r9/v+8zdrtd0dHROnDggLp169b8FgAAAKZ32iGnRx99VHfddZc+++wzWa1WDR48uNGQkT969uzp622RpJtuuklFRUU6//zzZbFYfMcNw5DFYvH9faIfvj7xM1arX0vq+HTtGrzHzp3OmKDFbm/aU1sFapjjVHGaGz/Y+YQqjiPi9EN7/pxjszXve0Z7jXOq88PtugIZqzVxTvxsOOQTznHa+vu7X3s5JSYmKjExsVVfaPv27SorK9OoUaMkHStC7Ha7EhISVFFR4TuvsrJS8fHxiouL05EjR+TxeGSz2VRRUeErpOLj41VZWamEhAS53W7V1NQoNja2WflUVVXL6zVadU0n43TGqKLiSMDjtkftqa2czhjV1NQFJNbJ4kRFRTY7fjDzCWWc0w0n+TPkJEkejzcg+Zg5js1mPeX54XZdgYzV0jg/bK9Q5xPucQL9/d1qtTTZGRG40vk0DMPQggULdOjQIblcLv3hD3/QiBEjlJiYqMjISJWWlkqS1q5dq5SUFDkcDiUnJ6u4uFiSVFRUpJSUFEnS8OHDVVRUJEkqLi5WcnIy82cAAOjA/OqhCYSBAwfqzjvv1M9//nO53W6NHDlS48aNkyQVFBQoJydH1dXVGjRokKZOnSrp2JYLWVlZWrFihbp3764lS5ZIkmbNmqWsrCylpqYqJiZGBQUFbXUZAAAgDAW9oPnzn//s+/eUKVM0ZcqURucMHDhQa9asaXQ8MTFRq1atanQ8NjZWK1euDGyiAADAtNpsyAkAACBYKGgAAIDpUdAAAADTo6ABAACmR0EDAABMr80e2waAQEjqcUGoUwAQhihoAJjKl59savL9pla/9RnF5pRAe8OQEwAAMD0KGgAAYHoUNAAAwPQoaAAAgOlR0AAAANOjoAEAAKbHY9vo0LrEdlaEwxbqNAAArURBgw4twmHT069vbXWcaelDApANAKClGHICAACmR0EDAABMj4IGAACYHgUNAAAwPSYFA2gTUVGRoU4BQDtGQQOgTfxj97ZWx8gQu2QDODmGnAAAgOlR0AAAANOjoAEAAKZHQQMAAEyPggYAAJgeBQ0AADA9HtsG0CaSelwQ6hQAtGMUNDClLrGdFeGwhToNNMOXn2xqfZBRrEMD4OQoaGBKEQ6bnn59a6vjTEsfEoBsAAChxhwaAABgevTQAAAAH5vNnH0dFDQAALQDgSpEjtbUByROW6OgAQCgHTBrIRIo5uxXAgAAOAE9NAAAhJBZ56yEGwoaAABaoKPPWQk3FDQAALQAhUh4oaABAHQorelZYXgofFHQAABMIdRDPFarRV6vEZAcEHgUNACAoAlkjwZDPGgKBQ0AoJFQ94YAzUVBAwDtSHMLkVOdTyECs6GgAYAwEIoeEeaEoD2hoAGAMECPCNA6PH8GAABMjx4aAE2KiooMdQoAcFoUNACa9I/d21odI0MDA5AJAJxaUAua6upqTZ48WStXrlSPHj20ZcsWLVy4UHV1dRozZoxmz54tSdq2bZvmzZunmpoaJScnKy8vT3a7XXv37lVmZqaqqqrUp08fFRQUKCoqSocPH9acOXO0a9cuxcXFqbCwUE6nM5iXAnRYST0uCHUKAHBaQStotm7dqpycHJWVlUmSamtrlZ2drVWrVql79+6aPn26Nm/erOHDhyszM1OPPfaYkpKSlJ2drdWrVysjI0N5eXnKyMhQamqqnnzySS1fvlyZmZkqLCxUcnKynnrqKRUVFSk/P1+FhYXBuhSgQ/vyk02tDzKKHhoAwRW0ScGrV69Wbm6u4uPjJUkff/yxevXqpZ49e8putystLU0lJSXas2ePamtrlZSUJElKT09XSUmJXC6XPvjgA40aNarBcUnatGmT0tLSJEnjxo3T22+/LZfLFaxLAQAAYS5oPTT5+fkNXu/fv7/BsFB8fLzKy8sbHXc6nSovL9fBgwcVHR0tu93e4PgPY9ntdkVHR+vAgQPq1q1bsC4HAACEsTabFOz1emWxWHyvDcOQxWI55fHjf5/oh69P/IzV2rzOpq5do5t1fnM4nTFBi93etKatAvX0jVniNDd+oPIJ1IJvbRknUOf4I1BxrNaTf38LdpxTnR+qfNoiVmvinPjZcMgnnOO09c/CNitoEhISVFFR4XtdUVGh+Pj4RscrKysVHx+vuLg4HTlyRB6PRzabzXe+dKx3p7KyUgkJCXK73aqpqVFsbGyz8qmqqg7KCplOZ4wqKo4EPG571Jq2cjpjVFNTF5A8zBAnKiqy2fEDlY/H4zVVHJvN6tfXClQ+gVoQL1Dfj5oTp6mVgkORT1vFammcH7ZXqPMJ9ziB/llotVqa7Ixos4X1hgwZoi+//FJfffWVPB6PNmzYoJSUFCUmJioyMlKlpaWSpLVr1yolJUUOh0PJyckqLi6WJBUVFSklJUWSNHz4cBUVFUmSiouLlZycLIfD0VaXAgAAwkyb9dBERkZq0aJFmjlzpurq6jR8+HCNHj1aklRQUKCcnBxVV1dr0KBBmjp1qiQpNzdXWVlZWrFihbp3764lS5ZIkmbNmqWsrCylpqYqJiZGBQUFbXUZAAAgDAW9oPnzn//s+/ewYcO0bt26RucMHDhQa9asaXQ8MTFRq1atanQ8NjZWK1euDGyiAADAtNjLCQAAmB4FDQAAMD32cgLQIQXqcWsA4YGCBkCHFKjHrQGEB35FAQAApkdBAwAATI+CBgAAmB4FDQAAMD0KGgAAYHoUNAAAwPQoaAAAgOlR0AAAANNjYT0ApuLPCr+sAgx0PBQ0AEzldCv8Wq0Web1GG2UDIFxQ0KBNdYntrAiHzffa6YwJYTYAgPaCggZtKsJh09Ovb5UkRUVFqqamrkVxpqUPCWRaAACTo6AB2qmoqMhQpwAAbYaCBminDu/Y2vogowa2PgYAtAEeBQAAAKZHQQMAAEyPISegnXJE8L83gI6D73hAO/XN4YpQpwAAbYaCBkCbYPVeAMFEQQOgTZxuhV8AaA1+ZQIAAKZHQQMAAEyPggYAAJgec2iAMHOqLQvYygAATo2CBggzJ9uywBFhl6ve7X8QtiwA0MFQ0MAvXWI7K8JhC3UaAACcFAUN/BLhsOnp11u/2eG09CEByAZtifVjAJgBBQ0QZk61ZUGotjJg/RgAZkBBA4SZk21ZYLNZ5fF4Q5ANAJgDfckAAMD0KGgAAIDpUdAAAADTo6ABAACmR0EDAABMj4IGAACYHo9tAwHCXksAEDoUNECAnGwPpmZjDyYAaBGGnAAAgOnRQwMESKi2JgAAUNC0e+yS3XZOtmUBAKBtUNC0c+ySDQDoCChogHbKZmOKHICOg4IGaKeO1tSHOgUAaDMUNOjwWD8GAMwvJAXNTTfdpAMHDshuP/bl58+fr5qaGi1cuFB1dXUaM2aMZs+eLUnatm2b5s2bp5qaGiUnJysvL092u1179+5VZmamqqqq1KdPHxUUFCgqKioUlwOTY/0YADC/Nh9kNwxDZWVlWrt2re/PgAEDlJ2dreXLl6u4uFiffvqpNm/eLEnKzMzUww8/rDfffFOGYWj16tWSpLy8PGVkZKikpEQXXXSRli9f3taXAgAAwkSbFzRffPGFJOm2227T+PHj9eKLL+rjjz9Wr1691LNnT9ntdqWlpamkpER79uxRbW2tkpKSJEnp6ekqKSmRy+XSBx98oFGjRjU4DrQHNpu10Z9THT/VHwDoaNp8yOnw4cMaNmyYHnroIblcLk2dOlV33HGHnE6n75z4+HiVl5dr//79DY47nU6Vl5fr4MGDio6O9g1ZHT8OtAcnm8xrtVrk9RohyAYAzKHNC5pLLrlEl1xyie/1xIkTtXTpUl166aW+Y4ZhyGKxyOv1ymKxNDp+/O8T/fD16XTtGt3CKzg9pzMmaLFbIlCTXoMRpzUxA5VPoFb4DVTPiNV68nv5VMebG6e5zBgnUOf4w+xxAnW/NTd+KGO1Js6Jnw2HfMI5Tlv/LGzzgubDDz+Uy+XSsGHDJB0rUhITE1VR8f0qqxUVFYqPj1dCQkKD45WVlYqPj1dcXJyOHDkij8cjm83mO785qqqqg/Ibr9MZo4qKIwGP21JOZ4xqauoCEivQcaKiIlsVM1D5BGqFX4/HG5A4J7svW9JDE6j722xx/G0rs11XMOI01Vbhdl2BjNXSOD9sr1DnE+5xAv2z0Gq1NNkZ0eaD7UeOHNHixYtVV1en6upqvfHGG/rlL3+pL7/8Ul999ZU8Ho82bNiglJQUJSYmKjIyUqWlpZKktWvXKiUlRQ6HQ8nJySouLpYkFRUVKSUlpa0vBSEWFRXZ6j8AgPahzXtorrzySm3dulXXXnutvF6vMjIydMkll2jRokWaOXOm6urqNHz4cI0ePVqSVFBQoJycHFVXV2vQoEGaOnWqJCk3N1dZWVlasWKFunfvriVLlrT1pSDEeNwaAHBcSNahue+++3Tfffc1ODZs2DCtW7eu0bkDBw7UmjVrGh1PTEzUqlWrgpViyLGpJAAA/mOl4DDFppLmw+PSABA6FDRAgLB3EgCEDgUNTCtQj1sDAMyPnwgwrUA9bg0AMD8G/QEAgOnRQ4MOj8m8AGB+FDTo8JjMCwDmx6+mAADA9ChoAACA6THkhDYXqN22mfsCADiOggZt7vgeTI4Iu1z17pYFGTWQuS8AAB9+xQUAAKZHQQMAAEyPggYAAJgeBQ0AADA9JgXDb615IgkAgGCioIHfjj+d1CqjBjbYJZsdswEAgcBPkwDzeLxyOmNCnUZYq6ipCnUKAIB2hoImwGw2q55+vfU9GdPShwQgm/B0fP0Yq9Uir9cIcTYAgPaAgqYDYO4LAKC9o6DpAAI19wUAgHBFQQO/MYEXABCuWIcGAACYHr9yw29f7d8X6hQAAKfQOSoirOK0NQqaDoChIgBo/747eDis4rQ1ftKFsUA9nXSgojogcQAAgWfWHpFwQ0ETxng6CQDCV6AKEbP2iIQbChoAQIdCIdI+UdAAAEwh1IWIxSIZLG4etihoAABBE8j5IfSIoCkUNB1AnDM61CkAaCPh9uguRQjaCgVNB8D6MUD4C0UB0dQQCoUIzIaCJoyxfgzQcVBAAK3DT8wwxvoxQPhjDREgPFDQBEGgFsQDEP7oWQHCAwVNEARqQTwm8wLBQ88K0L5Q0IQxJvMCjfH0DYCToaABYCqnK0RY/AzomChoALQJhngABBMFDYAmMcQDwAwoaIKA9WPQnlCIADADfvIGAZN5AQBoWxQ0QDvFnBUAHQkFDdBOMVQEoCOhoAHCDD0rANB8FDRAgATzaSDWVgGAplHQAAHCEA8AhA4FDTo8hngAwPxMXdCsX79eK1askNvt1s0336wpU6aEOiW0IRZ8AwAcZ9qCpry8XE888YRef/11RUREaPLkyfrxj3+svn37hjq1ditQBQSFCAAg0Exb0GzZskWXXXaZYmNjJUmjRo1SSUmJZsyY4dfnrVZL0HLr3j2uXcaJDNCk1ONxWjvRNTb2zIDkY4Y4LWkrM1xXMOL421Zmu65gxGmqrcLtugIZq6Vxftheoc4n3OME+ufs6eJZDMOcz0789re/1dGjRzV79mxJ0quvvqqPP/5Yjz76aIgzAwAAbc0a6gRayuv1ymL5vlozDKPBawAA0HGYtqBJSEhQRUWF73VFRYXi4+NDmBEAAAgV0xY0l19+ud59910dOHBA3333nf7nf/5HKSkpoU4LAACEgGknBXfr1k2zZ8/W1KlT5XK5NHHiRA0ePDjUaQEAgBAw7aRgAACA40w75AQAAHAcBQ0AADA9ChoAAGB6FDQAAMD0KGj8VF1drXHjxmn37t2SpNdff11jx45VWlqaHnvsMbndbknS5s2blZaWprS0NN1///2qqamRJO3du1dTpkzR6NGjdffdd/uOt0etbas33nhDP/nJTzRhwgRNmDBBTzzxRMiuJZiWLVum1NRUpaamavHixZKObemRlpamkSNHNrjubdu2KT09XaNGjdK8efN8bdhR7qtAtFVHua+k5rXXcXPnztXrr7/ue8295X9bdZR7qzlt9ac//UkTJkzQ+PHj9Ytf/EKHDh2SFOT7ysBp/eMf/zDGjRtnDBo0yNi1a5exc+dO46c//alRXl5uGIZh5ObmGs8++6xx6NAh47LLLjN27NhhGIZhPPXUU8ajjz5qGIZh3HnnncaGDRsMwzCMZcuWGYsXLw7NxQRZINpq/vz5xvr160N2DW3hr3/9q3HDDTcYdXV1Rn19vTF16lRj/fr1xvDhw42vv/7acLlcxm233WZs2rTJMAzDSE1NNT766CPDMAzjwQcfNF566SXDMDrGfRWotuoI95VhNL+9vvnmG2P69OnG4MGDjddee80Xh3vL/7bqCPdWc9rqyJEjxhVXXGF88803hmEYRmFhYZv8LKSHxg+rV69Wbm6ubyXi7du3Kykpyff6yiuv1J/+9CeVlZXpnHPO8e34ffy4y+XSBx98oFGjRkmS0tPTVVJSEpqLCbLWtpUkffLJJ3rjjTeUlpamOXPm+Cr79sTpdCorK0sRERFyOBw6//zzVVZWpl69eqlnz56y2+1KS0tTSUmJ9uzZo9raWiUlJUn6/v7pKPdVINpK6hj3ldS89pKk9evX6+qrr9aYMWN8Mbi3/G8rqWPcW81pK5fLpdzcXHXr1k2SNGDAAO3bty/o9xUFjR/y8/OVnJzsez1w4EBt3bpV+/btk8fjUUlJiSorK9W7d2998803+vzzzyVJGzduVGVlpQ4ePKjo6GjZ7cfWMXQ6nSovLw/JtQRba9tKOtY+v/jFL7Ru3Tp1795d8+fPD8m1BFO/fv18P3TLysq0ceNGWSwWOZ1O3znx8fEqLy/X/v37Gxw/fv90lPsqEG11/N/t/b6SmtdeknTHHXdo0qRJDWJwb/nfVlLHuLea01ZnnXWWRowYIUmqra3VU089pWuuuSbo95VpVwoOpT59+uj+++/X3XffrTPOOEOjR4/WJ598ojPPPFP/+Z//qYceekher1fXX3+9HA7HSTfO7CgbaTa3rSTpySef9H3+jjvu8P2P0R7t2LFD06dP19y5c2Wz2VRWVuZ77/h9c6qNWDvafdWatpI61n0l+ddep8K9VeZ773RtJXWse6s5bXXkyBHdc889GjhwoH72s5+pvLw8qPcVPTQtUFdXp8GDB6uoqEi///3v1a1bN/Xs2VMej0cJCQl69dVX9dprr+mCCy5Qz549FRcXpyNHjsjj8UjqWBtpNretjhw5oueff973ecMwZLPZQncBQVRaWqpbbrlF999/v372s5+dcsPVHx6vrKxUfHx8h7qvWttWHem+kvxvr1Ph3vK/rTrSvdWcttq/f78yMjI0YMAA5efnSwr+fUVB0wJHjx7VLbfcourqatXX1+vFF1/U2LFjZbFYdNttt6m8vFyGYej555/X2LFj5XA4lJycrOLiYklSUVFRh9lIs7lt1blzZ/3ud7/T1q1bJUkvvvhiu/xtZ9++fbrnnntUUFCg1NRUSdKQIUP05Zdf6quvvpLH49GGDRuUkpKixMRERUZGqrS0VJK0du1apaSkdJj7KhBt1VHuK6l57XUq3Fv+t1VHubea01Yej0d33XWXxowZo3nz5vl6YYJ9X7GXUzNcddVVeuGFF9SjRw+9+uqrev755+V2uzVu3DjNnDlTkrRp0yY9/vjjqq+v17BhwzRv3jw5HA7t2bNHWVlZqqqqUvfu3bVkyRJ16dIlxFcUPK1pqw8//FD5+fmqra1V7969tXjxYsXExIT4igLrscce02uvvaZzzz3Xd2zy5Mnq3bu3Fi5cqLq6Og0fPlwPPvigLBaLPv/8c+Xk5Ki6ulqDBg3SwoULFRER0SHuq0C1VUe4r6Tmt9dxWVlZ+tGPfqT09HRJ4t5qRlt1hHurOW31pz/9STNnztSAAQN851500UXKz88P6n1FQQMAAEyPIScAAGB6FDQAAMD0KGgAAIDpUdAAAADTo6ABAACmR0EDAABMj60PALSIx+PRCy+8oPXr18vj8cjlcunKK6/UrFmz9Nvf/lYvv/yy1q1b12Cvl3Hjxumhhx7Sj3/8Y+3fv18LFizQzp07JUlnnHGGpk+frmuuuUZFRUV67rnnJB1b0CsyMlJxcXGSpIceekjvvvuuXnrpJd/md4ZhqLq6WiNGjFBWVpZvzZC//OUvevbZZ3X48GG53W7169dPDzzwgLp37657771XX331lSTp888/V//+/WW1WnXmmWdq1apVJ73m+vp63XDDDbrsssv0wAMP+I6Xl5dr/Pjxevzxx+VwODRt2jT16dPH935NTY369u2rhQsX6qyzzgrUfwIAJwrYvt0AOpScnBxj5syZxuHDhw3DMIyamhrj7rvvNubMmWMsXbrUuOiii4xbb73V8Hq9vs+kpqYa7733nmEYhjFt2jTjueee8723Y8cOIzk52fj3v//d4Os88MADxu9+97sGx5YuXWrk5eU1OPbtt98aKSkpxttvv20YhmGsW7fOGDNmjFFWVmYYhmF4vV5j5cqVxjXXXGPU1dU1+Gz//v2Nqqoqv657586dxiWXXGK8//77vri33nqrsWTJEsMwDOO9994zUlNTG3zG7XYbd999t1FQUODX1wDQfAw5AWi23bt3a/369VqwYIFvRdTOnTsrLy9P11xzjSRp/Pjx2r9/v5599tmTxqioqFBtba28Xq8kqW/fvlqxYoXOPPPMFuVUWVmp2tpa36qjTzzxhObNm6devXpJOrYJ3p133qmZM2eqvr6+RV9Dks477zxlZWXpgQce0NGjR/Xyyy+rtrZW99577yk/U11drQMHDrS7lXaBcMKQE4Bm++yzz9S3b19FR0c3OO50OjVq1Cj961//UmRkpB5//HFlZGTosssu06BBgxqcO3fuXGVmZuq5557T0KFDdemllyotLa3BEFVTiouLVVpaqu+++06HDh3ShRdeqLy8PA0ePFgHDx7Unj17NHTo0AafsVgsGj9+fOsuXtL111+vd955R9nZ2fr444/1yiuvNNiQ8Ouvv9aECRPkdrt14MABJSQkaMyYMbr55ptb/bUBnBw9NACazWq1+npWmjJgwADdd999uv/++3X06NEG7w0bNkybNm3Sk08+qSFDhugvf/mLRo8erY8//tivHMaOHau1a9dqw4YNGjlypGpra3XVVVf58pPkV44t9eijj+qdd97RnDlzfHN5jjv33HO1du1a/fd//7fmzJmjiooKjRkzRg6HI2j5AB0dBQ2AZhs8eLC++OILVVdXNzheXl6uO++8U7W1tb5jN910k3r16qX8/HzfsaqqKj3yyCOyWCxKTk7WXXfdpZdeekljx45VUVFRs3KJiIjQQw89pOrqai1evFiS1KVLF/Xu3du3A/KJZs2apc8//7xZX+NkunTpojPPPFM9e/Zs8rzrrrtOV111lWbNmiW3293qrwvg5ChoADRbt27dlJaWpuzsbF9RU11drUceeUSxsbE644wzGpy/cOFCbd682fdUUZcuXbRlyxa98MILMv5vf9zvvvtOX3/9tS688MJm5xMREaHc3Fy9/PLL+uc//ylJmjFjhvLz831f0+PxaPny5fr888913nnntfjaW2LOnDnat2+fXnrppTb9ukBHQkEDoEVyc3PVt29fTZ48WRMmTNCkSZPUt29fPfbYY43OjYuL06JFi+RyuSRJdrtdzzzzjD766CNdffXVGjdunK6//npdeeWVmjhxYovySU5OVlpamubPny/DMJSWlqbp06frl7/8pSZMmKDU1FTt3LlT//Vf/6WIiIhWXXtznXnmmZozZ45+85vfqLKysk2/NtBRWIzjvx4BAACYFE85AcAJqqurNWXKlJO+FxUVpZdffrmNMwLgD3poAACA6TGHBgAAmB4FDQAAMD0KGgAAYHoUNAAAwPQoaAAAgOn9f4dp59VbR2MZAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8,6))\n", "\n", "sns.histplot(\n", " data=building_footprints,\n", " x='CNSTRCT_YR',\n", " bins=25,\n", " hue='borough',\n", " cumulative=True,\n", " ax=ax\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "sns.histplot(\n", " data=building_footprints,\n", " x='CNSTRCT_YR',\n", " bins=25,\n", " hue='borough',\n", " cumulative=True,\n", " element=\"step\",\n", " ax=ax\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "sns.histplot(\n", " data=building_footprints,\n", " x='CNSTRCT_YR',\n", " bins=25,\n", " hue='borough',\n", " cumulative=True,\n", " element=\"step\",\n", " fill=False,\n", " ax=ax\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Kernel Density Estimation (KDE) Plots" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "sns.kdeplot(\n", " building_footprints['CNSTRCT_YR'],\n", " ax=ax\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "sns.kdeplot(\n", " data=building_footprints, \n", " y='CNSTRCT_YR',\n", " ax=ax\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "sns.kdeplot(\n", " data=building_footprints, \n", " x='CNSTRCT_YR',\n", " hue='borough', \n", " ax=ax\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "sns.kdeplot(\n", " data=building_footprints, \n", " x='CNSTRCT_YR',\n", " hue='borough', \n", " multiple='stack', \n", " ax=ax\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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hkTyF7lxzlRin5Z5rxqJ1ttL6zqMRiCxC1Foyrv1v3t1Uw6Y99SE/TF5ToYnFPC2aFE9iUnavtqlQKHo8mDcQCLBj+2eMnzD1lGNszqTTUs9bW2wnbifF6/jZ7VNOe7xcchJCDAipSQa+f8N4NB3VsVXMAPg8dH7yEgtmFJOWbIx2NEKETKlUMmHitB4XM+fUVsRbEEKIKMtOi+O+a8cSrN1H24fPRTucc+KqrcBds49vXD4cpVLWpxHiP0lBI4To1wqzErl7yWg8FZtpXx+5VUp7Q/vHy4nXwcWT8qMdihB9jhQ0Qoh+qyQ/iTuvGoVjzxo6tr4X7XDComPNs8wal0dmqinaoQjRp0S0oFm5ciXz589n7ty5vPDCC1+7f//+/Vx99dUsXLiQb3/721it0RvgK4ToX0YUp/CNBSOwbX0H655Poh1O2Hhaa3Ef3c0tl8mlJyG+KmIFTVNTEw8++CAvvvgib775JsuWLePIkSMnHfOb3/yG++67jxUrVlBUVMRTTz0VqXCEEAPImNJ0brx0GNZNb2A/tDna4YRd+/rXSNAFuGiiXHoS4gsRW4dm48aNTJkyBbPZDMC8efNYtWoV995774ljAoEAXV1dADidThITEyMVjhBigBg/LIPFF5bQ8cnLOI8diHY4EWNZ+wKzL/0muypaaGl3RDscEWWlBUloDbqwn9fjdFN+7Oy7zjc3NXD3t67nknlX8O27f3Ti50erKvjx/d/knvv+m+UvP8PMWZdww83fPHH/Iw/9jhEjx3DhRZedd6wRK2iam5tJS0s7cTs9PZ09e/acdMx///d/c/vtt/Pb3/4Wg8HA8uXLe9SGWqVCo4nu2oDRbj9WSJ5CI3kK3alyNWFYOgtmFGNb/xK+hsNotKooRNY7gp11+OoOcvOlw/j7K7s53eog8poKTazlSaFQnDQVWmvQ8dn9/x32dqY8+PuT2jnd9GuFQkF8fCI7d2whEAigUnW/9zauX0dCohk+f9zbK15h8tSZDBpc+tUHn/K8CoXipN+L+iy/o4j9BgOBwEkBBoPBk267XC5+/vOf88wzz1BWVsa//vUvfvKTn/D444+H3IbP74/qYkixuBhTNEieQiN5Ct2pcjV5ZBYLZhRhWfMcrvqKKEXWu1rWLiPjhp8zcUQGG3Z9fV8ceU2FJhbzFAwGI7Jj9enagjMvrBcMBtEbDBQWDebAvl2MLBsHwO5dWykbPb5790pg8ZKbeeSh3/KHB55Ao9F88eBTnjcYDJ70e/F5z/wHSsTG0GRmZtLS0nLidktLC+np6SduHz58GJ1OR1lZGQDXXXcdW7ZsiVQ4Qoh+bPLILBbOLMay5tkBU8x0C9D56TLmTyvCHB/+yw1C9NS06bPZtLF7S4MjFQcpKChGrdacuP+CWReTkZnDq8v+Hfa2I1bQTJs2jU2bNtHe3o7T6eSDDz5g5syZJ+4vKCigsbGRqqruHW7XrFnDqFGjIhWOEKKfmnRSMVMZ7XB6nav2MN7maq6fOzTaoQjBhEnT2bljM4FAgA3r1zHtgjlfO+Zb3/kBH37wNpVHysPadsQKmoyMDO6//36WLl3KlVdeyYIFCygrK+POO+9k7969JCYm8rvf/Y7vf//7XHHFFbz22mv89re/jVQ4Qoh+aNzQdBbNLMay5vkBWcx8oXXN8+SmGRlbmn72g4WIIIPBSGHhIA4d3Mu+PTu6Lzf9h6SkFG69/R7+/vDv8Pm8YWs7oqOgrrjiCq644oqTfvbEE0+c+O9Zs2Yxa9asSIYghOinykrSuHrOEDo+fmmAXWY6BZ8H25aVLL5wEeXH2nG4Yms8iOhfps24kOf//RiDBpeiUp26zJg5+xI2bfyIzzZ+wugxE8PSrqwULISIOSV5Zq67pJSO9a/grDkY7XD6hK6KHQSszSy5aEi0QxED3PiJ06g+eoRpM75+uemrvvWdH6A3GMLWriLYW8OkI+CR5Ts51hC91YVjcWR8NEieQiN5Ck1RTiLfXDQK6+YVdB3eFu1w+hSl3kjGkp/wwqpDHDjaJq+pEMVinhZNiicxKfvE7d5Yh+ZMs5wiodNSz1tbbCduJ8Xr+NntU057fGxNvBdCDGi56fHcsXAkzr0fSjFzCgGXA/uO97n2krn8/pnN+GP2z1XRU6EsftffySUnIURMSE0y8K3FZTgPbaDrwIZoh9Nn2Q5sROFoZ/GckmiHIkSvkoJGCNHnJZi03LNkDL5je+jc9kG0w+nz2t5/mhFFKZQWJEU7FCF6jRQ0Qog+zaBTc881Y6Ctmvb1r0U7nJgQcNmxbX+Pay8uwWTQnP0BQvQDUtAIIfostUrJtxeXofdYaFsd/pVF+zP7wc/A2swN82TBPTEwSEEjhOiTlAq4beFIknU+WlY+Gu1wYpJlzb8ozIxj0ojMaIcixHkrykk84/0yy0kI0Sdde0kp+Slaml77MxCIdjixyeeh85NlLJp9IzVNNhpbu6IdkYiQksIU9PrwX150ubxUVLeF/bznYvronDPeLwWNEKLPuWxaESOLkmh+/S/g80Q7nJjmPH4IfeV27lhYxp+f24bb6492SCIC9HoN//jzx2E/790/Cm01/317d/L7X/+UzKwcgsEgPp+XuZcu4pJ5V/BfP/gWi666ngsvugyAxoY6/t8vf8D/99uHSUvLCOn8aUkGslJMZzxGLjkJIfqUqWXZTB+dReu7/yTgskc7nH7BsvEttD6bjKcREVU8uJQ///UpHnjoaX7/p8dY8cbLNDU2cN8Pfs5zzzxKc1MDXq+Hv/zp/2Pp7feEXMwAzB6fh9fScMZjpKARQvQZIwelsmBGMZYPn8XX0RztcPqVtnf+yeCceC6ZXBDtUMQA4PG4UapUGE0miouHcMWV1/PIw7/nxeeeoGTIMKZMnRnyuQw6NWNL07HtWnPG4+SSkxCiTyjKSeSGeUOxbnwdd2NVtMPpdwIeF22rnmD2/Lto7XCys1wKRhFeVUfK+dH37yAQCNDYUMe0GReSnJwKwKKrrmfr5vVs3bKBvzz8rx6dd9a4XLz2Trxn+SNHemiEEFGXmWrijoUj6dq1mq7KXdEOp9/ytjfQ8ekyllw0hOIcc7TDEf3MF5ec/vLwv3jy329QX3ecN157AYAOSzvtbS04uuzU1h4L+ZxGvZoLxuZi3Xj2Naikh0YIEVVJ8TruWjwaV8VWrHs/jXY4/Z7z2AE0u1Zz+8JLeGrFXo7WdUYljtQkA0MLksnPjCcr1YTp8xk6gSC0dTqprrdSVd9JxbF2ArInVcwxGk1Mv2AOu3dtIxAI8PCDv+byhddgNJl4+IFf84e/PIFOd/bNNOdOKcRnbcXdWI0qznzGY6WgEUJETbxRwz3XjiXQcIiOzW9HO5wB44vC8ZuLLuGZlfupON47GxsmxeuYWpbNuKHpGHRqfHYLgfZ63Idr6OpsAUCpUpOSUUhmXj5TR5SgUKnZcaiJj3bUYrG6eiVOcf78fj/79+6kuLiE1199HqVKxYKF16BQKNi2ZSPP/usf3HnX/Wc8h1KpYOKITFpW/iOkNqWgEUJEhV6r4u5rxqDurKP1o5ejHc6AY937KQGfl29cMZ/X11Ww/WBTRNpRAMOKUrhwQh456XF4LU04drxNx5HdnG59Iefx8hP/rc8exJixFzPx5gnsPtLCqo1H6bTLVP7/5HJ5Q55i3dPzhuqLMTTQXdAUFA5izLhJ/Pn3v+SPf3kChUIBwF33/Jgffu82xk+YyrgJU057PoNOjbetHq+lMaT2FcFgMGY78x5ZvpNjDdaota/RqPF6fVFrP1ZInkIzkPKk06i459oxJAattKz8e48fr9Gq8HpkPZWzCSVPhoLhJF5wLXsr23htzWF8/vB8JWg1SiYOz+TCCfno1OCt3k3HtvcJeM6tl0WdkIL5gmvRJGexdlsNH207jj9M16Ji8b23aFI8iUnZvdqmQqGgt0oGrUaF19lM0oH38Nm7exBVcWZyr/3xaR8jPTRCiF6lUSu56+oyzEonzW/2vJgR4eU8dgB3ywOMmP8dim+ZyGtrKzhcc+6XoFLNBmaMyWHi8Ex8zi6cez+g4+Bn5x2nz9pG6zuPosssZNbMG5g8IosX3z9EdX10xgCJCFIoSE7U02jznChmQiEFjRCi16hVSr51VRkpOh/Nrz8c7XDE5wIOG82v/hHzhHksvXwq9S1dfLC5hspaC6H8QR5n1DCiOJVpo7JITTLibW+g7f0n8TTXhD1Wd2M1zct/h3nipdx55VR2HGpm5aeVeLyyPUZ/kWDSogQCbkePHicFjRCiV2jUSr61uIwMY4DmNx5C9mfqezq2vQ+71pE64yqWzi8FhZK9R1o53mSjud2Jw+1FrVSiUStJTzaSnWpicJ6ZpAQ9Xocdz9HtNLy7DgKRv3zTsXUV9oObGT33NkbcOpmXPzh0Xj1LsSgYDJ4Yl9JfaNQq4o1aPB09H9MlBY0QIuK6LzONJk3vo/mNByEgxUyf5fPQ/tEyAPS5JYwcOoUR2akodHEolEoIBgkGgwQ9XShsrbgO76L+0JZeKWK+FqrdQvPrfyFhzIXcevlsDla38/q6Chyu2BoPcy68/iAEA6BQRTuUsFEqFaQmGQi4uvB7PSj9oQ9IBilohBARZtCpuevq0SSpXTS/+ZAUMzHEVVuBq7Yi2mGclXXXOuyHtlByyW389LbJvLexmk176kK6XBarjjS4MRk60RuT+kcvjUJBqtmAwu/FY7dgc3ShaT3ao1NIQSOEiJgEk5a7rxmDwW2h+Y1HkctMIlICri5aVj6CoWA4l01dzMwxOaz4tJIDVW3RDi0ijjR4SY63k57oorfKmUjOcjIZNLR4Ffi7rEAQtb0FU1tlj84hBY0QIiLSU0zctbgMRetRWj58NtrhiAHCeewAzmMHSJwwlxsumYrN6WPVpmr2VbYS6EdLDgeC8Fm584zHKJUKslPjyMuIJyPFSFaqiQSTFp1GhVqtIhAI4PUG6HJ5aWzroqGti5pGG8cbraecvh+J6e0KBVxz8RCGFyfT/OaDBBy2cz6XFDRCiLArLUjmlvnDcFftoH3jW9EORwxAnds+oHPbhySOv4glsyez5KIhbNnfwPaDzTS02qMdXkQoFJCXkcCQgiRGFKeQmWLC6/URdFrB1oqntQJfZSsOhxW/24lSo0WpM2JMSKE0OYthQ9NRjM9Bo9XS2GpnZ3kLeytbI7ZCs1ql4NYFIyhMN5x3MQNS0AghwuyCsTlcOrUI29Z3sB/aHO1wxIAWoHP7ati+Gn3uECaOuYQpI0fj9QXYX9XK4ZoOqus7cXpi91KoTquitCCZ0SVplBYkEQwECNhacR/fTMPabSEVCf/Zz6PUxxE/fAoXjRrFpVML6bC72by/kX2VbbR1hKeHJjPVxM2XDSNB7aPp1T+B7/xXf5aVgs9DLK4uGQ2Sp9DEep40aiU3zBvKkLxELGuexd3YswF9PWpLVgoOieTp1AwFw4kbMoGgORutwYjXF6C53cGxRiuNbQ5aLN3/+upsqeQEPcOLUxgzJI2c9Hg8TgeB5ips+zfhaQnz2j9KNQkjpqIbNAFNQhItFgeb9zeyt6IFm6Nns5CguwC7aGI+00fn4D66m/b1Z99F+wtnWylYCprzEOtfQL1F8hSaWM5TWrKROxaOxBh00Pr2Pwl4erYgVk/JF3VoJE+hMeYUockcjC41l4ApGYXWiFarJUiQTrub1g7niUKntcNFi8WBzdF7+0npNCqKc80ML0pmaGEyRr0Gn92C9/hBrPvWE3D1ziU0jdGAsXQ62uIxaE2JtFud7K5opaqug5pG62kXN1QpFeRmxDNlZBajh6Th7bLSse4FvO0NPWpftj4QQkTUlFHZXHFBMe7qPTR/+mq0wxGix7wtNTjqvt6jqI5PRpdZSHZKNgWZaQQHpYHWiEarQYGCTrublg4HDa1dNFuctHU4aet0YuvycK49BUqlgoxkE9npJgozExicZ8Ycr8fjchG01OLcsYGGyj1EZcagz0Pnzg9h54eg1pIwdCLTi0YzfVQpOp2WLqcXa5ebDrsbhUKBTq0kIU5HcqIBr9dHoL2Wlrcf7XEhEyopaIQQ58SoV3PDvKEUZcZjWfc8rtrD0Q5JiLDy2drx2drpqtjxtfuUpkQMWcXkpOaSn51GcHA6Cq0BtUaDSqXA6fJh7XJj6/Jgc3ixOTy4vQH8/gCBYBCVUolapSDOoCEhTkuiSUdSgh6jXoPH48XvdqDobMS5fwt1lbvDMsYkrHwerPs2wL4N3bfVWgxZRZjM6STGJ0MwQMDuwVfbQUP1PgKuroiHJAWNEKLHSguTuXHeULC20PjKP8AbmVkQQvRVga5Ouo7spOvIzq/dp9Qa0aRmoTdnEBefRI4hDlWiCdQaUGgJKhQQ8KEI+gi6rfidNny1FuytdbQ1H+97xUsofB6cx8txHi+PWghS0AghQqZWKbhy9mDGDknHvvMDbPs3RDskIfqcgMeBu74Sd33PFoYT50cKGiFESDJSTNx2xQiMCg/Nbz6I394R7ZCEEOIEKWiEEGc1cXgmV84ejKtqF80bXo92OEII8TVS0AghTkulUrDkoiGMKk6h46MXonp9XAghzkQKGiHEKRl0ar69uIxkQ5DmNx4472XJhRAikqSgEUJ8jTlex91LxqBztdH8yj+RXbKFEH2dFDRCiJOkJRm455qxBJsqaFn7QrTDEUKIkEhBI4Q4ITlBzz3XjMVfsweLDP4VQsQQZbQDEEL0DYlxOu69biyB+gNSzAghYo4UNEII9FoV91wzBloqaf94ebTDEUKIHpOCRogBTqmA2xeNQuex0L7m+WiHI4QQ50QKGiEGuMVzSshKVNPy9j+jHYoQQpwzKWiEGMAmj8xiTEkaLSsfgYAv2uEIIcQ5k4JGiAEqM9XEwpmD6Pj4RQIOa7TDEUKI8yIFjRADkFaj5I6FI3Ed2Y6r9nC0wxFCiPMmBY0QA9D1c4ei89mxbHor2qEIIURYSEEjxAAzbmg6Q/LMtL7zWLRDEUKIsJGCRogBxByvY/GFJVg3vU7A44h2OEIIETZS0AgxQCiApfOH422qwlG1J9rhCCFEWElBI8QAMWtCHmmJGtrWPBftUIQQIuykoBFiAMhIMXHJpAI61j4PgUC0wxFCiLCTgkaIfk6lVHDr5cNxH92Nu6k62uEIIURESEEjRD83b2oh8ZoA7etfi3YoQggRMVLQCNGPFWQlMH10Du2r/xXtUIQQIqKkoBGin9JqlCy9fDjOgxvwWhqjHY4QQkSUFDRC9FNXzxmC2mOjY9v70Q5FCCEiLqYLmsxkY7RDEKJPGjkolZHFKbS990S0QxFCiF4R0wXNmNL0aIcgRJ+TFK/jurmlWDevIOCyRzscIYToFTFd0BRkJaLXqqIdhhB9hkqp4PZFo/DVV9BVsT3a4QghRK+J6YIm4HFTVpIW7TCE6DMWzR5MojZA29rnox2KEEL0qpguaLyNR5g6KjvaYQjRJ4wflsH40nTa3vtntEMRQoheF9MFjf3wVjJSjJjjddEORYioKsxOZPGFJXR8/BJ+e0e0wxFCiF4X0wVN0OvFa21n3NCMaIciRNQkJ+i5feFIuvasxXn8ULTDEUKIqIhoQbNy5Urmz5/P3LlzeeGFF752f1VVFbfccgsLFy7kjjvuoLOzs8dtOA9uYHpZNopwBCxEjEkwabn7mjH46g5i3f1RtMMRQoioiVhB09TUxIMPPsiLL77Im2++ybJlyzhy5MiJ+4PBIN/5zne48847WbFiBcOGDePxxx/vcTv28q1o1QpK8pPCGb4QfV68Uct3rxuLynKM9o9ejnY4QggRVREraDZu3MiUKVMwm80YjUbmzZvHqlWrTty/f/9+jEYjM2fOBOCuu+7ipptuOqe2vMf3M3t8XljiFiIWJJi6ixmNtY621f+OdjhCCBF16kiduLm5mbS0L6dUp6ens2fPnhO3a2pqSE1N5Wc/+xkHDx6kuLiY//mf/+lRG2qtkqBWRdfuDyi88kekJhnptHvC9hxCodFELIX9iuQpNKHkKSvVxO1XDIe2Y3R+9ByaAboW00B93j0leQqN5Ck00cyTSnPmtiP2LRMIBFAovhzZEgwGT7rt8/nYsmULzz//PKNGjeKvf/0rv//97/n9738fchs+TwCvxw8eK96OZiaPyOSd9VVhfR5notGo8Xp9vdZerJI8hSaUPI0clMoN84biPLSJjq3v9VJkfY9Gq+p+74szkjyFRvIUmmjnKaA9c9sRu+SUmZlJS0vLidstLS2kp3+5VUFaWhoFBQWMGjUKgAULFpzUg9NTtm3vM2VkFiqVDA8W/Y9Wo+S6uaXcMLcU66Y3BnQxI4QQpxKxgmbatGls2rSJ9vZ2nE4nH3zwwYnxMgBjx46lvb2dQ4e6p5muXbuWESNGnHN7rvoKgl63TOEW/c7gPDM/uXUSIzI1NL3+AF1HdkY7JCGE6HMidskpIyOD+++/n6VLl+L1elmyZAllZWXceeed3HfffYwaNYq///3v/OIXv8DpdJKZmckf//jH82rTue8j5k25mG0HGgkGw/REhIiSpAQ9iy8soTg7AcfB9TRvXx3tkIQQos9SBIOx+9XfsPIxPC01J/0s/fpf8MYn1ewsb454+zI2JDSSp9B8kafEOB3zphQwpjQdT1M17eteJOBxRTu8PiVa1/IVKjW6zAJ0qbmoDHEo9SYCXjd+WxteazuuhioC7r7zu4r2mIdYIXkKTbTzpIozk3vtj097f7+beuI68AmXTpvJrvJmYrZSEwNScoKe2eNzGF2Shqetgea3HsbX2RrtsAQKDHlDSBg1E11aLl6vi1aXDZvXicPrRGsykJSRh1lrJFVnwtPRRFf5NuwVOwj6pZAXorf0u4LGuucTMkbMZuTgVPYekS8D0fflZcQzd0oBg3LMeFqPSyHTh5iKR2GeeBlBtYadzRWs+eQd7B7HaY83qvVMKRjHlDGzMU+Yh+3ABjr3rCfo693lJIQYiPpdQQPgKt/I5dOnsK+yVcbSiD6rtDCZeVMKyEgy4qkvp+2tJ3FbrdEOSwCaxFRSLliMypzOB1WfseHYtpAe5/C5WFu5kbWVGylNHcTC0tnkDJ1C+6YVOI7ui3DUQgxs/bKg6dzxIRlDpjBpRBab9zVEOxwhTlAAIwencdm0QuKNarxVO2l4710I+GRhrz4ifvgUzBPmcai1mmUf/wNfIHBO5ylvreRPrZVMyR/LZdOvJH74VFrXvYzfYQtzxEII6KcFDYBtywoun3E1uw8345LBXqIPGDU4lQUzijFqlbgOb6Jp+xrg3L4sRfgptDpSZ12LJqOAZ3a9SWXbsbCc97OanWyr3c03xi6hYPH3aVv/Go7qA2E5txDiS/22oHFU7SFu9EXMm1rEWx8fOfsDhIiQkvwkrpo9mHiDCteB9TTtWhvtkMR/UMcnkXHZHVgCXv756eO4wjzmxRcI8OT25UzIKWPhBUsw5O6hbeNKCMgfW0KES78taADaP3qRyQvuYcOeOlotzmiHExV6rQq9Ts0X6yfbnV68PukV6A2ZqSauvrCErFQjrvLNNMnqvn2SLi2PtLm3cshSw4u7V0S0rW11e6hoO8rdE28ga9HdNH/wb/xdMm5KiHDo1wWNz9KEu66cmy8dxkMv7+jXA4STEvQUZCWQkx5HXnocaUlGTHoNQcDv/7KAUauV+P1BOmwuymssVNR0UFFjweeXIidcjHo1l88oZuyQdNy1B2h88VUIyPTdvsiQV0rqhdfz8bFtfHhkQ6+02emy8YdPH2fp2KsZdNV9tKx5AVfD0V5pW4j+rF8XNABta18i4/qfMmdCPmu21pz9ATFAqYDcjASKcxIpLUgiLyMeBeB1OVDYmvG2HcV54CidrfUEXPavPV6dkII+p4Tx+cMZXzIIlVbLjkNNfLqrjpb2009JFWemACaNzGLBBcUErK00v/lXfLb2aIclTsNYNJKUC67mzUNr2V63t1fbDgDP7HyNmUWTueSSpXRsXYXt4OZejUGI/qbfFzQQwLLmOeZc+k0OVrdT3/L1L/i+TgFkpsYxpCCJEcXJ5KbH4/f5Cdjb8TUdoH3HbjxtdSGfz2dtw25tw37wMwB0GYWMHj+X8deP40BVGys/rcTaJetm9ERaspEb5w0lNUGLdcOrOI/27hek6Jm4IeNJmrKAZfveY1/T4ajF8cnRzdR2NnDr+EVo0/JoW/+GjKsR4hz1u60PTidp2iJ8WaN44IVteLzhubwSySX99VoVQ4tSGDkohdL8ZCBIwN6Ot/4w9vKt+KxtYW9TaUwgZfaNqFOyWbO1hnXbasJyma4/b32gUMDsCXlcPLEAT+0B2j5eDuc4zTfay4rHkvPJVVzpeJImLeDZ3W9R0VYd3sDOUZzWyHcn34zW5egeVxOmqd3ymgqN5Ck00c7T2bY+GDAFDUD6VfdTa1PxxJt7+uQXtUGnpqwkjQnD0snNSMDjdBBorsJ+cDPupuqwtXM22vR8kuYspcXm5dl3DtBhc5/X+fprQZOcoOfWBSNINinpWPfCef+Oov1hEUvONVd9sZj5ghK4bfw1FMSn07r2xbCMq5HXVGgkT6GJdp6koPkqtZaMJT9m+2ELb4ZhKnc4vqgVChhamML0smwG5ZrxOGz4avbSuefTU45/6TVKJSkX3YI6o5hn3zlARY3lnE/VHwuasaXpXH3RELx15bStfYlwrCcT7Q+LWHIuuYorGUvSlIV9spj5qtnFk7moaArWPZ/QuesjOI9d6eQ1FRrJU2iinaewbE753e9+lxtuuIFp06aFLbCo8Hloe/sfTLjye7R2Olm/K/RxJ+FmMmiYWpbNjNHZKAngrz1Iw2tPEujqjFpMJwkEaFv9b+KGTeEbC+bz9voqNu2pj3ZUUadSKbjmoiGMHJSCdcOrOKr2RDskEQJT8SiSpizkuT0r+nQxA/BR1WaOtB3j9jGLMeSW0PLRMvz2PvK5IEQfFlIPzYoVK1i+fDktLS1ce+21XH311ZjN5l4I78x63EPzOV1GIcmX3Ma67bV8uOXcVwM9l56HtGQjF03Io6wkDa/NQtfuNX3+S1GXWUzSRUvZcqCJFZ9U9vjx/aWHJt6o5ZtXjiJZH6Bl5d/D3oMW7b9+YklPcmUsGEbKrGt5ae97HGiO3gDgnlIrldwyZjHF5mwsm9/Bfnh7j88hr6nQSJ5CE+08hfWSU2VlJa+99hoffPABY8eO5ZZbbqGsrCwsgZ6Lcy1oADTJWaRc9i22HGhm5SeV59Sp25Mv6sKsROZOKaAgKwFfSw2WTW/h62w5h1ajQx2XRMrC77L7SBuvranoUb76Q0GTmx7PnVeNIthWQ+v7zxCJLQui/WERS0LNlSG3hNQ5N/LagdXsaojN7QZGZgxhybC5BOzttK9/E09b6D2l8poKjeQpNNHOU1guOQEEAgGOHTtGdXU1fr+flJQUfvWrXzF79mzuu+++sATbm7ztDbSu+BsTF9xDbkY8z71zAJsjvFOVFcCIQanMnVJAcoIeb+1+mpa9TcATe2u9+OwWWt78K6MXfQ+1qpRlH5Sfx5X92DKkIJlbLx+O8+AGOra9H+1wRIj0WUWkzrmRFeUfxWwxA7Cv6TAHmo6weOSljL78TpzHy+nc8SHeztZohyZEnxJSD82DDz7I66+/Tl5eHjfeeCPz5s1Do9HgcDi48MIL2bw5OgtCnU8PzQlKNalzv4EqJY9X1hxmT0XovSan63nQa1VMHJHFrHG56FTgqdyKZdvqfrFarFIfR9pV32d3pYVX11SE9JhY7qEZNzSDq+eUYNv6NvZDWyLaVrT/+oklZ8uVLi2X9EtvZ1XlRjYc29aLkUVWoj6eJSMuo9CcjbvxKNZ963HVV3G6gcPymgqN5Ck00c5TWHpo2tvbeeKJJxg6dOhJPzcajTzwwAPnF2G0BXy0rnqSuKGTuGbOpVw6tZC3P63i4NG2HvVAKBRQkpfEpBGZDCtKweew4dyzio4Ifwn2toDLTstbDzPmyu/jcPl4d0P/XbJ98sgsFs4spuOjF3EePxTtcESItMlZpM+7nXXHtvWrYga6t014avtyjBoDC4ddzNALr0cZDNJVsQNH9T7cLXWcz6woIWJZSAWN3+//WjFz33338fDDDzNjxoyIBNbb7Ie2YD+0BfOEedwwdwoBFOypaGFvZRuNrfavrZyr06jISDGRnWZkWGEyxblmgn4/gaYjtLz9Mj5LU5SeSeQFHFZa33mUaVfcQ5fLy8fba6MdUthNLctmwYwiLGuexVXf84HQIjo05nTSL7uDjXW7WVu5MdrhRIzD6+TlPSsBGJVRyoyCCWQOmYBSAc66I7iOH8JRVwF+V5QjFaL3nLGg+d///V+amprYvn077e1f7knj8/k4fvx4xIOLho5t78O299HnDqFsxAzKigej1mpRKhR4fN1dbSqlArVaicfjI+jqwt9cheWD1/A094+9okLh62yh/f0nmXvpnXTY3Ow+HDsDnM9m8sgsFkwvon31v3E3VkU7HBEidUIyGfPvZHtTOe8d/jja4fSavU3l7G0qB6A4OZ+JuWUUj7+E5OlX4XN04jx2EOexg7iaj9Gvd+gVA94ZC5olS5ZQUVFBeXk58+bNO/FzlUrFmDFjIh1bVLlqD+Oq/XKKp9KUiFofB0Ag4MNnaUGjVQzo666ello61r/KtRdfg9Xu4Wh97K+VMbokjYUzB2FZI8VMLFHFm8lccBd72qp46+DqaIcTNVXtNVS1d/9hpVaqmZRfxoisIeSUjEOlUOA4dqB75fHW6K3BJUSkhDQouKmpiYyMjN6Ip0fCMij4PER7gFRfkVA2E0PZRTz08g5aLc6v3R8rg4K/mM3Usf6VqGwuKa+n0H01V6q4RLKu+A4HOmp5ec/bUY6sb9Fq1Xg83e+9Qcn5zCycRJE5m4DDhnXvJ9grdkIw/EsQxBp574Um2nk6r0HB3/ve93jooYf45je/ecr7V65ceX7RiX7BuucT1Inp3LV4NA88vw2nu+8XL/8pLyOeWy8fjm3r27JTdgxRmRLIXHAXFdYGKWbOorK9hsr2GpTAzOLJzBh/Cebxl9C5cw228u1S2IiYd8Yemn379jFy5Ei2bDn1TJ1JkyZFLLBQSA9N35K64G7aAvH845Vd+ANfvqz6eg9NUoKe+28Yh7t8A53bo3e5Ql5PodNoVQQ0JjKv+A6Vtiae3fVmtEPqk77aQ3MqE3NHM694Khq/j7YNb+KqO/897mKRvPdCE+08na2HRnmmB48cORLoLlyysrKYNGkSDoeDrVu3MmzYsPBGKmJe67v/JC1OwbVzS6MdSsgMOjV3LxmNr/5QVIsZ0TNKY3fPTKW9WYqZ87C1dje//uSfrG8uJ3XOjaTPXYrSGBftsIQ4J2csaL7wy1/+kieeeILKykp+8YtfUFtby89+9rNIxyZiTSBA64q/MaIwiQsn5EU7mrNSqRR866pRaJ1ttH/0crTDESFSxZlJu/TbVHa18OzON6IdTr+wuuJTfvvJY7QYjeQsvh/T4DHRDkmIHgupoNm3bx+/+tWvWL16NVdddRW/+93vqKuTUfLi6wKuLto/eIqLJ+Uzojgl2uGc0U2XDiPFCC1v/zPaoYgQqeOTyLriOxy2NUoxE2Yun5vHtr7Ma4fWYJ5yBelzb0WpN0Q7LCFCFlJBEwwGUSqVbNiwgSlTpgDgcsmCTeLUPC21WD97ixsvHUZ2Wt/svr50aiEluQm0vvU3IrHRpAg/TWIqmVd8h/2W4yw/IAOAI2VXwwF+8/FjWOLiyL76BxhyBkc7JCFCElJBk5+fz5133kltbS2TJk3ihz/8IaWlsTNOQvS+roodOMs/41tXlZFg0kY7nJNMGJ7BBWNyaHvvsZjcKHQg0iZnkbHgLna2VLJsrxQzkeYJePj75hdYXb2F1Dk3kTzlclCqoh2WEGcUUkHzu9/9jgULFvDcc8+h0WiYMGECv/3tbyMdm4hxHVveJdhSxTcXjUSn7RsfhoPzkrhqdgkdH7/Yr7en6E906flkzL+TTfX7eOOA7Hbemz6t3spfP3sWZeFIsq68F01i376MLAa2kAoao9HIhAkTsFqt7N+/n7KyMqqqZBVVcXZtHz6LKWjnjkWjUCkVUY0lI8XENxYMx759Fc7j5VGNRYTGkDeE9Hm3sfbYVt47/FG0wxmQ2hwWfvvpY5Q728hceC/xw6K7XIcQpxPS5pQPPfQQTz/9NCkpX1bnCoWCNWvWRCww0X9Y3nuUzCvu55b5w/n3O/ujsp2MOV7Hd64uw31kO7YD/XfTwv7ENGg0ydOv5K1D69hWtyfa4Qx4L+95m5LUIm4aNx9j4ShaP3kFf5c12mEJcUJIWx/MmTOHl156qc9tfyAL68UGjVaFN6gh4+ofsre6k+WrD5/9QWFkMmi4/8bxqFqO0LbuxV5tuyfk9fSlxLKZxI+ezUv73uVg89cXezvbgnGiWyTypFWqWTp2MQWJWXTu+ADrgc9iftNLee+FJtp5Oq+F9b6QlZXV54oZEWO8LlrefIhRxcksmtV7syb0WhX3XDMGta2+Txcz4gsKkqctJK5sFo9vX37KYkZElyfg48nty3luzwqMoy8k+6r70GcPinZYQoTWQ/PII4/gcDi46KKL0Ov1J34+YsSIiAZ3NtJDExu+mid1fDKpV9zLriNtvLamgkj+XWfUq7n32rGYfB20rPx7BFsKj4H+elKoNKRddAOK1Bwe3vw8nS7baY+VHprQRDpPSuDSoRcyJWskXksjnTvX4KqPvfGVA/29F6po5+lsPTQhX3L62gP7wBgaKWhiw3/mSWlMIG3R9zhY08nL7x8iEIGqJt6o4Z5rx2JwttDy7mPhbyACBvLrSWkwkXHpHXRpNDy86Tk8Ac8Zj5eCJjS9lSetUs2i4XMZmVYMHje2g5tw1hzC29ka8jmUxji0iWloElNRGRNRxZlRavUE/V6CXjfe9kZczcfxtDWEfSPNgfze64lo5yksBU1fJQVNbDhVnpR6E6mLvkdjp49/rdgX1h26M1JMfOuqUag6aml9/+mwnTfSBurrSZucSfq826jpauPJ7ctDe4wUNCGJRp6m5Y9nSu4ozPoE8HnxtDfgszThs1sIBvwQDKLQ6lAbElDFJ6FOTEcdZwbA63XT5XXS6XNhddtxet1oVWp0Ki0ZpiTMWhNKpRp7+Vas+9eHbVDyQH3v9VS08xSWgqarq4sHHniAyspKHnroIf7yl7/wk5/8BJPJFNZge0oKmthw2jwp1aRd/m28hhSeeHMvTW1d593WyEGp3DBvKK4j27BsWnHe5+tNA/H1ZCwcTsoFS/isbi/vlK8L+XFS0IQm2nkqTR1EcUo+GaZkzFoTCoUCJQrcAR82r5NOl406ayOVbTW0OztCOmdhUi5XDLmQ9LgUuo5sx7L5PYL+83uOA/G9dy6inaezFTQhTdv+9a9/TXp6Om1tbeh0Oux2O7/85S954IEHwhaoGIACPlpW/p2k6Vdy33XjWLuthnXbjhM4h2tQeq2KK2YOYsyQNKwbX6erclf44xVhpMA8/iLih0/ntYOr2dVwINoBiQgob62kvLUyrOesttTyt83PkWJM4pvjriY7dyita1/E3Sr7Cw50Ic1yOnjwIPfffz9qtRqDwcCf//xnDh48GOnYxABh2fAmbe8/yayydH58ywSGFiYT6hJ8SgWMHZrOT2+bzMgsNS1v/FWKmT5OodOTftlt6Esn8fctL0oxI85Jm8PCH9Y/yZbWI6TP/yamQaOjHZKIspB6aJTKk+sev9//tZ8JcT48zTU0L/stSZPnc9O8iTi9AT7efpzDNRZaLM6TjlUAqclGxpSkMWN0Dgr8OLa/g718a3SCFyHTpmaTdvEttHocPPrp4/gCctlInJ93ytdx1FLLDdOuRGUwYd0nC2cOVCEVNBMnTuRPf/oTLpeLTz/9lOeff57JkydHOjYxAFk2vwub3yV+xHTmjpnCZdOKCAK2Ljd+fxCFQkFyooFAwI/f3oH9s9dwHt0b7bBFCBJGTiNx3CVsqt3Duz0YLyPE2RxoruCJ7a9wx7irUeqMdGz/MNohiSgIaVCw1+vl8ccf56OPPiIQCDBjxgzuvvtudDpdb8R4WjIoODacb560ablozOkoVN31t7P2MH57R5ii6zv66+tJZYwndeY1KFOyeHb3Co5ajp/3OaM92DVWDLQ8pZtSuHfyTVh3rMa6f1PIj+uv771wi3aezntQ8OrVq3nqqacoLy9Hr9dTWlrKuHHjol7MiIHD01KLp6U22mGIc2AaVEby1EUct7XwzCeP4ZFLTCKCmrvaeHrn69wx7mr8TjtdVdJ7O5CcsaB57733ePDBB7nvvvsYOnQoCoWCvXv38pvf/Aa3283cuXN7K04hRAxRxyeRcsFi1MnZvH5oLTsb9kc7JDFAVFtqeWnfu9wwfTF+px1Xw9FohyR6yRkLmmeffZZnnnmG7OzsEz8bNGgQo0eP5mc/+5kUNEKIkyg0WhJHzyJ++HSOtNfw0sePSq+M6HUHmiv44Ogm5l50Mw1vPYLPZol2SKIXnLGg6erqOqmY+UJRURFutztiQQkhYotCpSZ+2GQSx8zB6nHwxLbl1HTWRzssMYB9enQLeQmZDLn0dhre/BtB75m30xCx74wFjUqlOu19MbxjghAiTJR6AwnDpxE/fBpOn5uX9r/PgebD0Q5LCABe3L2C+6d+g7Q5N9L8/r8hotvhimgLadq2EEJ8lS4jn/jh0zDkDaXD2ckL+97lUEt4V4QVIhz+vvlFfjrzThLHXkjnzrXRDkdE0BkLmvLycsaNG/e1nweDQTwe6b4TYiBRGuOIHzyWuKFTUGj1VHTU8d6mf9PqkPEJou/yBDw8sf1VvjPpejyttTiPSw9if3XGgmb16tW9FYcQok9SoM8ZRMKI6eizirE4Oni3Ziubj++KdmBChKze1sTbhz9mwazraVjxCD5re7RDEhFwxoImJyent+IQQvQlCiVxxaNIHH8JQY2eg21HefeTJ7B57NGOTIhzsvn4LoqT8iid+w0a3nyEoE+uMvQ3MoZGCHESY/5QkqYtwq9UsaZmO58c3RztkIQIi5f2rOSH024j7cLraF79XLTDEWEmBY0QAgBVvJmU6YvRpObwYfVmPj26JdohCRF2f9/yAj+ZcSeJY+fIIOF+RgoaIQTGopGkzFhMVUc9L3z8GJ6AdMeL/snl+3yQ8MTr8XY04Tgqq1jHCq057Yz3S0EjxECmVJEy7QoMRWW8enA1uxsORjsiISKu3tbEKwfe55oLluC3WwnIIpAxwVTy9VnXX6XspTiEEH2MQqsjc/43IXcID2z8lxQzYkDZ03iIj49tI23urahM5miHI85CodFiyBt6xmOkh0aIAUhljCfjsm9iUQT426dPEiAQ7ZCE6HUfHtlAqjGJ4fO+ScOKf+B32KId0vlRqtCn56FLz0OXNQh1QjIqnQmFRvv5IslBAl43/q5OvJ2teBqP4mqqwWNphD6++n/c4LE4PC7i1NrTHqMIxvAeBg0rH8PTUhO19jVaFV6PP2rtxwrJU2h6K0+quEQyF9zFsa42nt7xasTbiwStVo3HI5teno3kKTS3j19Cgd5Mw4p/EHA5oh1ODykw5JVgGjwOQ24pfr+XNpeNo9Z6jnfU02RrpdVhQQmoVRpSjUnkJmaRnZhBQXwGCToTSoUS5/FyHEf34Dh+GAKn/hyK5md59jU/ZGPLYWYVTzntMdJDI8QAojIlkLngLo7Ymnhu15vRDkeIPuH5vW9y2+irybr82zS++zgBZ1e0QzorhVZHfOkkEkZOx69UcdhynE+2vUydtem0j/EEfNR0Or+2cWx+YjYzCicyaNqVpKg1dFXtwn5wC572xkg/jZDos4pQ6oxsO75bChohRPdlpswFd1Flb5ZiRoj/8NjWZXxrwnXkLLyHpnefwGfrm1t6KLQ6EkdeQPyI6Vjddt6q3MD2ur3ndc6aznpe3P0WAIVJuVwyaAb5l38br7UF655PcFQfgGCULksrFCRPW8S2hoNnvTAuBY0QA4BSpyfj8m9xzNHOv3e+Ee1whOiTHt+2jBvKrmDYwrtpXvU0nraGaIf0JZWaxBHTSBg9mw6XnWd2vUFle/iHXFRbanli28uolWrmDrmACVMXkjzlCqx7PsJVtRPo3UtO8UMn4dcZWHHoQ8z6hDMeKwWNEP2cQq0h47Jv0uJ3xeyYGSF6y0t7VnLZkNlMm/8tLJ+txF6xI8oRKYgbPBrzpPk4Az6e27OSw61HI96qL+Dj3UPrePfQOibklHHxyBlkjLsE24FNWPevJ+ByRjwGpd6AecI8Xtq3KqTjI1rQrFy5kkcffRSfz8ett97KTTfddMrjPvroI/7f//t/rF0rqzYKEVZKFelzb8Wu0fL3jU9HOxohYsJ7hz+iuqOW6ydfji6riPaNKwj6vL0ehz6jkKTpC8EQzzuVG6K2Key2uj1sq9vD0Ixi5hfPJGfEdLqO7KBzz8f47Z0Razdp8uW0OCwcaA5th/SIFTRNTU08+OCDvP7662i1Wq6//nomT57M4MGDTzqutbWVP/zhD5EKQ4gBTEHahdfhS0jmoQ1PRjsYIWLKweYj/LnjX9w18VpyrvkhbZ++hrO2olfa1pjTSJp8Odr0fLY2HOCdzR/2iYUVqiw1/GXTM2THZ3DlsIvJXnw/zuOHsO5ah8dy+sHI5yJh5DQM+cN5dOMzIT8mYgvrbdy4kSlTpmA2mzEajcybN49Vq77ebfSLX/yCe++9N1JhCDFgpcxYhDKjgAc3/RtfoC98HAoRW2weO3/a8DTraneTcuENpF18M5rElIi1p45PImXWEjIX3kONRslvP3mMlQf7RjHzVfW2Jv6x5QUe2PA0DXFxZFxxFxmX34khtwRQnPf5TYPHkjj2Ep7c/iodLmvIj4tYD01zczNpaV/uu5Cens6ePXtOOubZZ59l+PDhjB49OlJhCDEgmSdcgq5wJH/Z+Awunzva4QgR09ZVbWJL7W6uGzmfokXfxVlzgM5dH+HtaA7L+bXJmSSUzcKQP4zj1kb+ufFfWJyRu5QTLh0uK//a8SpapZYFw+dQNus6kn0ebPs3YD+y85zW9IkvnYB58uW8sOftr00vP5uIFTSBQACF4stKLRgMnnT78OHDfPDBBzzzzDM0Np7bXHe1VklQqzrvWM+HJsrtxwrJU2jCkae4kbMwDpvC4zuW4wq60Gr759j//vq8wk3yFJqz5cmLh+f3vUmiPoGrSueSt/A7+KytdB36DHfdYQLunn15K7QG9LmlmIZORR2fwjFbA29tfZbOz3sk+urv7dRxBXj78Ie8ffhDxmeXccGIKeSOvwR3cw2OI9txN1QS9Jx5ELE6IRXztMUo4pN55eD7VHUe+1pbmrPkJGIZy8zMZNu2bSdut7S0kJ6efuL2qlWraGlp4eqrr8br9dLc3MyNN97Iiy++GHIbPk8gqivQygq4oZE8hSYceUoYdQGmETN4dOtLNNhawhRZ3yMr4IZG8hSanuSpxdPO41u7pzVfPHg6Y0fPwTx5IV5rK676Srxt9XgsTfhdXQTcTgh2L5ug0hnRJKWjTclGlzMYbWI6XS47G5sOsW77izFxWTiUPG2q3sGm6h3Ea+O4aPA0RoyfR5LOhNfWhqepBq+lEa+9o7uDQ6lCm5qNIW846ngzB5qrWPbRstNuxeJVnrntiG190NTUxA033MCrr76KwWDg+uuv5//+7/8oKyv72rG1tbUsXbq0x7OcZOuD2CB5Cs355ilxzGziR83k8e2vUNvZh9bPiAD5og6N5Ck055snrVLL5IIxlCQXkKZPwKjRo1SqUKi6+wyCAT+BgB+X10WLy0Zlew2barbj8nnC9RR6xbnmSavUMjGvjMKkXNL1iRjVOoIECQaDWLxd7Gk8zLba3XgCZz63WZ/Aj2d9+7T3R6yHJiMjg/vvv5+lS5fi9XpZsmQJZWVl3Hnnndx3332MGjUqUk0LMeAkT7kcw+Bx/HPrMupt4Z1tIIQ4M0/Aw6dHt/Dp0S3RDqVP8gQ8bDi2jQ3Htp394PMgm1OeB+l5CI3kKTTnkieFSk3KzKvRZA/mb5tfoN3ZEZng+hjpeQiN5Ck0kqfQRDtPUeuhEUJElirOTMbcb+DQqHlo47/o8sTaLsFCCBE+UtAIEYOMRSNJmX4Vhy3HeW7zm9EORwghok4KmgFKHZ+EIasYfe4QVPHJKHUGFCo1/i4r3s4W3A2VdFXvJ+iRNUz6ElVcIikzrkaTmsOKio/ZWrvn7A8SQogBQAqaAUSh1hI3qIy4EdNRx5mxueyUWxuobzlEh9OG1+8hKyGDrPg0isdeRPLUhbgaqujY+n7Yl7UWPaOKS8Q85kKMxWOo7qjjuY8fwxOIrRkSQggRSVLQDAAKrY7EkdOJHzEDh9fJJ3X7+Hjz5lPO9a9oqz7x32Z9ApcPvZChV9yF4+g+LNtWEXB29WLkA5xShTFvCKYhE9FnFVNva+apz56juast2pEJIUSfIwVNf6ZUkTBiGoljLsTqtvPMrjepbA99VliHy8oLu94iyZDIzWULyV78fVrXvYSrviqCQQ9gSjW61Ex0mQXo84aiS8vD43Vz0FLDhxue7tGeJkIIMdBIQdNPGfJKSZ62CI9SwfN73qG8tfKcz2VxdvK3zc9xQdEk5l58C7Z96+nYsRaI2Rn/UaU0mNAkpKCJT0FtTkObkoUmMR2VMR6f102nu4udlhq2bf6EJntrtMMVQoiYIAVNP6OKM5My/Uq0aXmsO7aNdVWbwnbuT49uobL1GN8cv4Q0czot65ZBsO8v1x0tqjgzupQsNEkZaFNy0JjTUJnMAPh8bpw+D+0eO422Fmoqy6nqrMHulKnXQghxLqSg6S8UShLLZpIwehZHLfU8H6FBo/W2Jv68/im+P+1WMi69jeYPniXo94a9nZijVKFLy0WfVYw+pwRtciYoFLg8TiyeLipsLRw/vp2j7cdPu/hdX92MTgghYoF8gvYD+oxCUmZejUet5ukdr3PUcjyi7Tl8Lv64/im+N3UpmQvupPGdJwnG2J4k4aBQazEVDsdQNAp9VjF+n49Wt5XdbcfYW7muX28OKYQQfY0UNDFMqTeSPGUBhrxhbKzdzXuHP+q1tn0BHw9ueJrvT/0GGZfdTtO7Tw2Ynhp9VhFxw6ZgyC3F5XFw0FLDhs0vyHgXIYSIIiloYpFCQXzpRMwTL6Wpq52/rX8Km8fe62EEgL9ueoYfTL+DjMtuo/G9p8HfT/dDUSgxFY8kccwcFIZ4yttrWP3Zc7TIFGohhOgTpKCJMbq0XFIuuJqA3sTy/e+zt6k8qvEEgL9s+Bc/mnE76ZfcTPP7z/a7gcLGgmEkTb4cv1rL+rrdrD2y4RQr+AghhIgmKWhihNJgInnSfAwFw9necJAVmz/oM1+qAQL8deMz/HjGHaTNvrZ79lM/mNKtTcogeebVqOKT+bhmB2srN0Y7JCGEEKchBU1fp1CSMGIqiWMvorGrjUfWP4XV3fuXl87GE/Dx4MZ/86Ppt5M8bQHtG1dGO6RzplCpMY+7mLhhk9nXUskr614+5arKQggh+g4paPowffYgUqZfiVet4bk9KzncejTaIZ2Rw+fi4c3P8/2pS0l0ddG5Y220Q+oxbUo2aXNuxKFU8PfNL9Jol5lKQggRC6Sg6YNUpgSSpy1Cl1nE+uO7+KDik2iHFLIOl5V/bl3G3ZNuIOByYDvwWbRDCpGCxNGzSBg9i611+1lx6MNoBySEEKIHpKDpSxRKEssuIGH0bGo6G3nuk8dw+dzRjqrHGu0tPL3zde4YfzUBtxPP8X3RDumMlHojaXNuRGFO54ltr1DTWR/tkIQQQvRQTBc0amMc/WU5N116PimzrsGr1vCvnW9Q1YNNJPuiakstL+x9m5umX0nHxiDeI3uiHdIp6TLySbvoZhqcHTzx6eP4Av102rkQQvRzMV3QxI+YhuPYgWiHcV4UWh3Jk+ZjLC5jU90e3j20Ltohhc2hlkqW7XuP66Zdhd/rxXHsYLRDOknCyOkkjruYdUe3srZKZjAJIUQsi+mCRpuagzY1G09rbF4iMOQNIeWCJXR4nTy64V90uKzRDins9jUdRqfVceWsa+HT13Acjf7lJ4VGS+qsa9FkFPLUjteottRGOyQhhBDnKaYLmuPWZtInXkrze09HO5QeUej0pExdiD5vKKuPfsanR7dEO6SI2tt0EI/Hw7Uzrkap1WMv3xa1WLRJGaRdspSOgJdH1z+OawDuQSWEEP1RTBc0ays3sXTMQnRpubhbYuOvbENuCSkzr6HN08XD65/E7nFEO6ResbepHIfPxa2TFqEyxNG566NejyG+dDzmSQvY3niQNw980OvtCyGEiJyYLmg8fg/7misZOuUKGlf+k768Oq1CoyV56kIMBcNZXbWJT6u3RjukXlfZdozHti3jm+OWoE3JpvWj5QR7Ye8npU5Pysxr0GYU8uK+dzjYfCTibQohhOhdymgHcL5eP/AeioRk4odPjnYop6XPLiZnyQ9wp+fyp/VPD8hi5gt11ib+sP5JPClZZC66B01iSkTbM+SVkn31D7DGm/ndp49LMSOEEP1UTPfQAPgCAV7c9y5LJyzEebwcn80S7ZBOUKi1JE+5HGNRGeuqZSbNF1w+N3/a8BQ3li1k2KJ76dzxIdZ9GwlnD5vKGE/y9CvRZRYN2B4xIYQYSGK+oAGoaD1KRVsNhbOv7zOXngy5JaRcsIROn5tHN/bPGUzn68U9KxiUnM9NZQswlYzDsvkdXPVV53VOpc5AYtks4oZNptbazL9jdHFCIYQQPdMvChqA53e9xS9m3UXSxHlYtq6KWhxKg4mUqQvR5ZTw4dHNfHJ0c9RiiQWV7TX8+uN/cPmwi5l40U34Opqx7v4Yx/HDEAx9Q0htUgZxQydhGjyOdmcnj21bTm1nQwQjF0II0Zf0m4ImQIB/bH2J706+Gb/T+vkljF6kUJIwYgqJYy+msauNf336BA6vs3djiFEBYOXBD3mv/COuGHYRo2ZcRYpKg6N6P+7GKtwttXit7RDwdz9AqUJljEObnIk+axCG3FJUxgRqbU28vFPWlRFCiIGo3xQ0AK0OC0/teI1vjr8Gv7OLrsrdvdKuIX8oSZMvx6fW8PyedyhvreyVdvsbX8DHG/vf5w2gMCmXGQUTyM6ag1lrRKnWAhAM+FEoVQT8XrxeN/UOCwfr97Cldie+QOg9OkIIIfqXflXQANR01vPyvne5YfqVqBNT6NyxjkiNqdFmFJE6fh7KuCTWH9/N6iOfRqSdgajaUvu1nhatUotRq8fqsiKlixBCiK/qdwUNwIHmCh7d8jLfHLcEXXoBreteJuAO0+UfhRJj4XDMYy9CYUxgR+MhVm59iYB8xUacJ+DB45KVfYUQQnxdvyxoAOptTfz+08f41sTrybn2x1j3foJ17waCfu85nU+bnElcyXhMJePwBHxsqNvHxzs34fHI7sxCCCFEtPXbggbAE/DxyObnKUkpZPHQi8kdeQGOY/txVO3B2XD0y0Gmp6CKS0SXloc+exDG/OGg1lBvb+WVPSuobDsGgFbbr9MnhBBCxIwB8Y1c0VbNHzY8SXFyPjMKJ1I061rStHr8bgc+WztBnxeCARQqLSpTPCp9PCgUON0O6h3tbDn0IQeaK6L9NIQQQogBS608c8kyIAqaL1S111DVXgOAVqmmICmXvMRsNCo1SoUSb8BHc9NeGm0tNHe1RTlaIYQQQnwhPS75jPcPqILmqzwBHxVt1VS0VUc7FCGEEEKcRUZ8+hnvj/nNKYUQQgjR/+UkZJzxfilohBBCCNHnZUsPjRBCCCFimUapJk5nOuMxUtAIIYQQok/LSkjH6z3zwqpS0AghhBCiT8tJzMRntZ/xGClohBBCCNGnFZpz8DY1n/EYKWiEEEII0aflJmZhr6w64zFS0AghhBCiz9KoNMTr4rBVVJ7xOClohBBCCNFnZSek4/G4CXjPvLm0FDRCCCGE6LMKk3LxtXec9TgpaIQQQgjRZ5WmFuM4fObLTRDjBY1Oo4t2CEIIIYSIEKVCQXZCJq1bt5392F6IJ2KKk/OiHYIQQgghIiQrIQO/34u7pfWsx8Z0QTMsbXC0QxBCCCFEhBQn5+Fr7wzp2JguaJIMicRpz7y3gxBCCCFi05CUIhxHzj5+BmK8oPG6nAzLkF4aIYQQor9RALnmbFo3bw/p+JguaNzVxxmTOSzaYQghhBAizDLj0wn4/biamkI6PqYLmrZtO8lNzEKr0kQ7FCGEEEKEUVFyHr6O0MbPQIwXND67HbfTQWlacbRDEUIIIUQYlaYW4ThyNOTjY7qgAXBXHKUsSy47CSGEEP2FUqEg35xD29bQxs9APyhoGj5cS0lKkVx2EkIIIfqJgqRc/H4fzrr6kB8T8wWNu6UVT5edUVlDox2KEEIIIcJgRMYQvLWNPXpMzBc0ALYde5iSOybaYQghhBAiDEakD6Ft89YePaZfFDSNH64jLS6FZKM52qEIIYQQ4jykmZLRq7VYdu3p0eP6RUET8HhwtbQyLmdEtEMRQgghxHkYnlGCp629x4/rFwUNQNtH65mYMzraYQghhBDiPJRlDMW6a1+PH9dvCpr2HbtQK5QUJ+dHOxQhhBBCnAOjxkhqXDLNGzb1+LH9pqAB6Np/mNlFk6MdhhBCCCHOwbD0Ytw2OwGXq8ePjWhBs3LlSubPn8/cuXN54YUXvnb/hx9+yKJFi1i4cCF33303nZ2hL3F8Ksffepv8pBxSTUnndR4hhBBC9L5JeWOwn8PlJgB1mGM5oampiQcffJDXX38drVbL9ddfz+TJkxk8uHt3bLvdzq9+9Stee+01MjIyeOihh/jb3/7GL37xi3NuM+Bw4Dhex8zCSby+//1wPZU+SQEkGc1kxKWQYkxCp9Zh0OjwBfx0eRzY3V3UWZtpsbcSjHawQgghxFkkGRLJiEtl/+rHz+nxEStoNm7cyJQpUzCbzQDMmzePVatWce+99wLg9Xr53//9XzIyMgAoLS1l5cqVPWpDHRf3tZ/VvbGSsvvu4r3DH+P09rzLqi8zaoyMyCxheNpgCpPzIBjE63ISsHaBy02gy4NCpUJhykGRbkBjMqFUKqm21LK1djeHmivxBwPRfhpCCCHE10zIHYWruYWAx3NOj49YQdPc3ExaWtqJ2+np6ezZ8+Wc8qSkJC655BIAXC4Xjz/+OLfcckuP2si6+EI69x846Weuhkbclg6m5o9lbWXPBxX1NQqgNH0QU/PGUZiUi9vaiaO8ksoX3sVZ33DWx+sz0smYOYMrR1yMauRlfFq9lfXV2/D6vZEPXgghhAiBApiYO5rmV3vWsfFVEStoAoEACoXixO1gMHjS7S/YbDbuuecehg4dylVXXdWjNrSpKaSMGYX1P4qa1vc/ZPq1i9lSvwtPhL+4tdrIpFCBghHpQ5hTPA2DUodj/yEqnnwFn8124hiNRnXW8/jb26h/8y14E+JKSph25eXMKJjA2qoNbK3v2aJF5yNSeepvJE+hk1yFRvIUGslTaCKVp0JzHqqgAvv+/af9blOrz/ydF7HfYGZmJtu2bTtxu6WlhfT09JOOaW5u5o477mDKlCn87Gc/63Ebh8vbKFm4gPZ9Bwn6fCd+3r57H2mXzWVa7gQ+qPj03J/EWWi1ajwe39kP7KFBKQVcOXwuBoUGy8cbObr2o1Mep1Cp0KWmoEtOQqnRoNRoCHg9eK02PJ2deCwnD7K2HDiE5cAhzGWjuPDqKxiTOYKX97xNm8MS9ufwVZHKU38jeQqd5Co0kqfQSJ5CE8k8Tcguw1lRhdfrP+0xCt/p74MIFjTTpk3jb3/7G+3t7RgMBj744AP+7//+78T9fr+fu+66i8suu4y77777nNqoPNRMQX4iWRfNpv79D0+6r/bl15n67W+w8dgO7J6u83ouvSVBH8/iEfPIT8zGsmEz1e+ePLBZoVaTWDqYhNJS4ktL0CYk4Pd48Xp8BAJBAgFQKrt7blRaNUG/H3tVNZ1799G+Z9+Joq9jz1469u2n8KbruXfqrbx7eB1bj++OxlMWQggxwBk1RoakFnH42UfO6zwRK2gyMjK4//77Wbp0KV6vlyVLllBWVsadd97JfffdR2NjIwcOHMDv9/P++91f3CNHjuQ3v/lNj9pZ834FC66aTvuOnbha2k78vKu6GndjM/OGXMBr+1aF9blFwvicUVw+dA6umloOPvzHk+bgmwrySZs6CfPIEXjcXlra3Ozf2szRigP4fKcf5JuZm0jJ0HTy588n96pFtO/YSdO6j/B0WCEQoPq5F4kfUsJlS6+nKCmX1/etwhc4cwUshBBChNMFRRNwt7Xjbmk9r/MogsFgzM7qXbl8F00NNi66fCjpOjflf3v0pPu1KcmU/ug+Htn0LK1dPd8X4mzC0f1m0Oi5fvQV5MZlUP/KW3Ts2XviPvOwUjLnXYI2JZmGejvbPquhrdl+Tu1kZMUzeUYhqalGWjZ+RsOadQTc3SPJ1XEmBn/3LuyaAE9vewWb+9zaOB3pzg2N5Cl0kqvQSJ5CI3kKTSTypFNr+e9Z36H6yWexVx09c/tJZkb+9Menvb9frBS87r1DaFJSSZ004aSfe9rasR06wjWj5vP14cjRV5iUy/0z7iDdoeLQ//3xRDFjKshn2A/uI+/6a6lqDvDs41t4f8WBcy5mAJoabKx4ZS8rX9+PoWwsI//7xyQM6V4TyGfv4tDvHkDbYOHeqUvJiEsNy/MTQpxMgQKlol987AoRFtPyx+O12s5azISiXwzrDgTg03VHmX3FfDoPleO1fjkTqPq5Fxn+q58ytWAcG4/tiGKUJ5tdPIVZRVNoXfsJjR+uBbp7SvIXX0n8kMEcPtTGhmVbw95uS5Od5c/tYtS4HCbcchOWXbs5/tbbBH0+qp54htwrr+Dbk2/ihV1vUNlWE/b2heiPFChINppJi0smzZhMqimZFKOZBH08BrUerVqDWqnmiw7xIEF8fh8unxuLs5PmrjZqOxs5ZqmjpavtLK0J0T9olGpmFE6k7oXlYTlfvyhoAI4eaWV4WSZFN93A4X8+AV9cSQsEOP7Cci659SYOtVTR7uiIapw6lZbrR19BfnwmVf98EkdNLQAp48eSu+gK2tqcvPSv7bhcke3+3LujjuojbVx+1XCGfq+Ayqf+hafDSu2bK3G3tnHz5Yt5bd+77Gs8HNE4hIg1GqWarIQMchIzyE/MJichA7MhEZ/fh8/tImDtwtdmwXW4CltzC62t7bg7LPjsXd1/fQFKrRZNYgK61BSMuTmUZGcxLGs8miGzQaGgvKWS3Y0HqWipxh+UcW2if5qcPwa/w0nngUNhOV+/GEPzBaUSbr59Aq0ff0LjR5+cdGzRN27BkZPIPze/QCBMT7mn1xPT41L5xrirUdmcHHn4nwQ8HlRGI8U3XYc+N5f1H1dTWd4Slth6Yt7CYWRlmKh65lns1d29Mkljysi59ireLV/H1trzW69Grk+HRvIUut7MVYoxiYKkHIqT8ykwZ5OoT8DjcePrtOGtb8R6pBLroXJ8tvCMPTMV5pM+cwa64gKUGg1ba3fz2fGddDitPT6XvKZCI3kKTTjzZNKa+OEF36T2+eV0HjgYWvtnGUPTrwoa6B78Ov/K4VQ8+gSOuvov71AqGfY//8We9iOsOPAh4dCTX+7IzCFcPeIyrDv3UPPKGwDEDx5E0c3X097h4d039p9xxlKkjZ2cx5hx2dQsexXL3v3d8ZUMouC2m1lXtYlPjm4553PLh0VoJE+hi2SukgyJlKQWUppaTGFSLkqFEo/Nhre2kc6Dh+jYs++cl2bvqfghJWTOn4s+I42DzUf4oOJTLM7QN/GV11RoJE+hCWeebhyziDy3niOPPBZ6+2cpaPrNJacvNDXYOLi/hSHfuIWDf3kYv9PZfUcgQOXD/2TMj+6jyd7K5ppdvRKPUqFkfulsxueMov7Vt2jfsQsUCnLmXULqjKls31LHnu21vRLLmezcfJxOi5NZ1y1BHR9Hy8bN2CoqqfzHk8y+63YMGj3vH/7k7CcSIsYoFQoKk/IYmTGEYemDMWj0uDutuI4c5dir6+iqro5abLbDFdgOV6BNMlNw/RK+N/02dtXv573DH+P29U5RJUS4DUrJpySlkEO//lNYz9vvChqAzz6pIjOrjMG3L6X80SdOXLf2WDqoeeYFLr3tFtq6OjjSVh3ROBL08SwdexVmhYHDD/wNT1s7apOR4ltvRp2azpvL92Jpc0Q0hp6oOtyKy+Fl3oJLUcfF0fDBGpy1dRx56FEm3XcXRo2eN/d/ILt3i5inQEFxSh7jskcyPL0Ev8+H53g9ra+9Q8fe/Sc+M/oKj6WDykefRJeWytClNzJy5rd559Badtbvj3ZoQvSIWqni6pHzaftoAz5HeL//+t0lpy8olXDDN8bjOHiAY6++cdJ9adOmkHHFpbyy920ONB055/bP1P02MnMIVw2/FFf1caqe+jcEApgK8hn0jVto63Dzzuv7+tpn5glJKUYWLRlJ+5at1L79HgDqxASG/OBeKq11vLx7JYEe7Not3bmhkTyF7lxzlWpKYmJuGeNyRqEIBHFV1tC89mO6amJrRl/yhHFkLppPQ1cLy/a8c9q1o+Q1FRrJU2jCkacbRi+kSJtK+e//0vP2B9oYmq8yxmm59qYxNK/96GuDhJPHjSV7ySJWHvqQHXX7zqn9U/1y9WodV42YR0lKIQ1vvkP71u0AZFwwncx5F7NnZyPbPzt2Tu31pgSznquuHUXnnj3UvL4CgkGURiOlP/wuDR4Lz+54HW8gtBe2fFiERvIUup7kSqlQMiKjhBmFE8mIS8VV30jzmo/CNrMiWpRaLUV3LEWXm80bB1adckaivKZCI3kKzfnm6YKiicwumMzh3/3lnHpnBnRBA5CWEceCq4bTuHotTZ+sP+m+hKFDyF96A3sbD7Hy0Fq8PdyZ+6u/XAUwIW80l5bMwtvWztF/Po3P4UCp11F0/bUYiwp5/93DNNaGPqAv2kxxWq6+YTT2gwepXv5a91R4tZrSH34XmzbAU1tfweE9+4tSPixCE608KVAQjLELiaHkyqgxMiV/DNMKxoPXh23HbupXfdhrA3p7S/KEcWRftYDdjQdZeXAN/q/0nsp7LzSSp9CcT54GpxRy05grOfrPp8+5R3TAFzQA6ZnxXH7lcBo/+JCmTzecdJ/GnEjxt28nYNLz6r53OdIWeu+JVqvG6/EzIrOEiwfNIE6lp/GNt7Hs6p7mbMzJZtBtt2B3w8pX9+Lx9NFrTGdgMGpYcuNoHEcqOPri8hPr+wy+51sEM5J4cuuys67tIx8WoQl3nhL08aQak04s8pZuSiFRH49RY0Cv0aFSqlAqlASDQQLBAP6AH4fX2b3Qm72Nms56ajsbaO2K7G7s5+JMuUqPS2FW0WRGZAzB3W6h+b3VdOw70MsR9i5tkpnie76FTeHh2R2v0+HqnuIt773QSJ5Cc655Gpo+iOtGLaBx5SpaN20+9/aloOmWkRXPZYuG0b5lO7Vvv/vlwnufy5p3Cckzp2J121lXtZEDTUfOeEkl1ZTMyMwSJueOQ4MS62fbqXv3800wlUqyLpxFxoWzOLC/mc8+qTrn59gX6PVqltw0Blf1Uaqef+nEgMmCG6/DNGIIz+58nWOWutM+Xj4sQnMuedKptaQYk0g1dRcu2XHppMWlYDYkEAwG8bpdBLqc+C2duFtacbe04mptw93ais/edaK3QqnXo4mPx5CViTEnC0NmJqqsNLRxcQSCAY60VbO/uYJDzZV4etiTGQmnytWglHwuLJ5KbmIWjmPHqX1tBe6W3l/XKZqKbl+KflABz+54nZqOOnnvhUjyFJpzydOE3DIuL51D/esraN92fqv1S0HzFfGJehYtGYm3sYHKfz9PwO0++QClkqxL5pA4ZQI6g5HWrnZqOuvp8jjx+r0YtQYyTCmkx6WiV+vwWiy0b9hCy8bPTpxCn5FO4Q3Xokww8/475bQ0hh5fX6bVqlly02h8DbVUPvM8QX/36qWZF11I6sWzePvgh2w/zVgk+bAIzRd5UgA6tQ6j1oBRYyBOZ8SkNZKgM2HWJ5BkMGPWJxCvM6FSqvB4PfhdLoIdVtyNzdhrjmM/UonH0hGWuOKKi0idMgn9oAK0RhPVllq21e3hYPORqO3O/kWuVAoVo7OHMrtoKnEaA7a9B6l96+2TdqvvFUolSvWXk0aDfv+J90hvy7z4QlIvmsU7h9ayp/mAvPdCIJ9RoelJnvRqHQuGzWFE+hCOPfMitsMV59++FDQnU6qVXHXNKOIMSo4tfxVr+amTrDYaSRo/lvjiQpQ6HQqdloDDhaupia5jx+nYfwCNSoHX2/2hpdRpybn0ElImTuToUQvrVpWf9/Pra9RqJdfcPIZgWzMVT/2boLf7L/WEYaXk33wduxoP8vZ/XMOHgfdhoUCBXqPDqDFg0Og//6dDr+7+f4NGj1Gjx6g2oNfoMah16NRatGotWpUGlVJNIOjH7/fj9/sI+nzdO6N3OfFZbXha23E2NuGoq8PV1Nyrz02bZCbz4jkYhw9Brdezv6mcLcf3UNNx+h66SEiJNzM+cxST88YScHvo2LiFxrUfhXW6tVKnQ5+agi4lCW1iItrkZDRmM5r4eNQmIyq9DqVWi0KlAhQQDJwYiaRQdG+HG/T58Llc+Gx2PO0WnHV1OJuasR+r6d4KIULiS0vIX3oDOxr28c7BtTE2Qqr39efPKLVSTZzOiF6tQ6/WoVaqTrw+vX4fbr8Hl9eN1WU/6zYboeRJpVAxJnsYl5VeiK/NQvXTz+HtCM/YUSloTmP0hFzGTcjBdvgwde+8h7u9o8fn0GhU+JUq0qdOIf3CmXQ5fHz43uE+tbZMuCmVsOSmsaidVioeewr/538Ja5PMDLr3W3Ti5tkdr9Pp+vL30p8+LLQqDammZJKNiZ/3lnT/f4I+DpPGiF6jR6PSEAj48Qf8BPw+Aj4/QZ+PoMcLbg9Bpxu/04nP6cDX5cBnt+O1dxF02HG2deCx2sDX9/NlzM0lc95F6Ivy8QR8bKvbza76A7RFaL80lUJFaXoRU/PGkWfOwdXSQtN7q7EePM8/HhQK9GmpmPLzMOblYszNQZ+WilKjwef24PX4cbr9dDn8dNnc2G0ubFYXXTY3XXYPDqeXwClW+VaqlZiMWszJBhKTDCSnmkhKMhBnVKEz6vE5HdgqKrHs2oPtSGXYe3S0KckMvu8uauxNvLjrrZBnJfYnyUYzuYmZZMalkWwwYzYkoFGqUSq7x465fW4cXhedbhttXRYsrk5auyy0dVm+9odZX6RSKEk0JGDWJ2A2JJBkSCDVmEySIZGEz8fLqZRKfH4ffr+fYMBPMBDgiwpXoVSiUClRqdSoVWq8fh82t512RweN9hZau9pp6bJgcXZid9vRnOazXKfWkpOQyciMIYzJHo7f7aH5nQ/O+xLTf5KC5gz0BjWXXD6UtPQ4rOUVNH30CV3Ha782vuZUjLk5pE4YS9L4cTgdXjZvPM7RI63nHEusueq6MuI0Pg4/+sSXu5srlRTfdgv64gJe3/8e+5u6e79itaBJNprJN2eTm5hJXkI2qaYkNCpN9yUet4ug3Ym/04rH0oGnvR13azvutjZcbe3nVJBoNKoTPX6xJnnieFIumIo+LZUOp5VdDQc42FJJk+38xrBoVBoGp+RTljmMoWmD8Hk8OPaX0/TBatyd5/7eN2ZnEV8yiIShQzHl5RAIBHE5PLR3emhusFFXY6GlKTx7M51O4eAUSoZmkJlhQKNVY9m7n5b1G0/esuU86UwGCu+9iy4dPLV1OXZP5HqF+gKVQsXgtALKMoYyNG1Q97YVXV0EWi142y242y34nc7u4lGhQB0XhybehC4pCYU5AeXnPW8alRaHx0FLVzv1tiaa7a20dFloc3TQFeEcqhRK9BoDJq3+xCVno8ZIvM6IWZ9Aoj6BRH0cJq0JnVqL1+fF7/UScLkJdtrwWCy4W9pwNjTibGgI/dKzUok+LbW7qM/JRpeRjiopEaXRgEarRalQ4fQ6cfs8uP1uFCjQqrToNd09P263E29jC42rPqTraHVEciMFTQiMcVoumDOIrMw4FAqwllfgOH4cj8WC19aFQq1GpdOgS0nBVFiAqaAAhUZDe5uTbZtrqD8eO1Oxw+nSRcPJSNFx5PGncH7l0kfKpAlkLZrPodaq7pWFVYGYKGgS9fGUpBYyLG3wl3v42O34m1rpOlaD9VAFjtrIbVMRywXNCWo1GTOmkTCuDF1qCt6Aj5qOOo601VBvbaK1y3Laqf4qhRKzIZGM+BTyE7MpTs4nIz4Nt9OJp/o4TWs+PpH/nuZKoVKRUDKIpDGjSRhaCkolNqub2uNWDh9sinqvakqaiUnTC8jMjMNj6aDh/Q/o2H/+6+R8kadBd92BKieDp7Ytp9ne//7wSjIkMjV/LONzywh4vbiramj5dCP2qqMhPf4/X09KrZa4QUXEFxdhyM5CmWxGaTKg1ehAoaDL3YXN04XN3YXVZcPhc+H2ufH6ffiDAQLBAApAoVCiVCjQKNWolKruAkCtO3GZ2aDRo1fr0Kl16NQaNCotKoUSX6C7RyXg9xHw+gi63NDlxNtpxdvRibO5GWdjE87Gpl7rzVUajSTk56AwGFHHxQFB/F0OvDYbtsqjvbK6thQ0PZSZnciwskzMZj0GnQK1WkUgECQQDOJy+WlpdVJztI1jle1oNGq83r7/RR1J0y8cxJDSFKr+/QK2I5Unfq6OM1F81x0ozQmsLP+QPfV9cxGz9LgURmWWUpY5rHsXZWsnriPVtG7d0et7+PSLguY/xJeWkFQ2Cn1hHsp4U/cXAuD2e/D6vQSCAdRKDRqV+sRfmz63C39zO/YjVbRu2YrP+vX3eEi5UihIKBlEysQJJA4rxevx0djkZP+eeuprOiLwbM+fUgkTphUybHgafrudupXv0Hno6wvmheqrecq7ehEJ48fwwq43qezB8hR9WZophbklMyhJLcLV2Ezje6vPafBpT9576oR4TPl56FNT0Sab0cQnoNLrQKcFtRpUChQKZffaTkG6e/y9PvD7CXq8BNweAm43PqcTn8OBz96F12bDa+3u7Q3Xru2REO3PKCloIkgKmm4jxmQzaWoe9e+uomXjyWsMpE2bQvrll1BnbWLFwQ9p6WqPUpRfSjaaGZM1jHHZIzFpjbibW+nYtpOWz7ZEdexKtD8seos2yYwm0YwmzohCrcbncOJ3OHE0Noac/zPlypCZQerkiSSNG0MgAPUNXezcUkNbS2xdbpkwvZCRI9Nx1tVx/PW3cLX0vGflP/OUNmMaGZfP5d3ydWw9vjuc4fYqsz6By0pnU5pWTFdlNTXLXztl4RuqgfLeO1/RzpMUNBEkBc2XsvMSmTu/FOuBgxx75fWTBjjqTHqyr72WuCHF7G08xPuHP+31a/kGjZ6yrKFMyhlNiikJd0sb7Rs307plW5/ZiDDaHxax5D9zpdLrSR47mrTpU9CYzbS2Oti5pZbaY31vUcCeUKuVXHhpKXl5ibSs30D96rU9Gjx8qtdUfMkg8r9xEzvq9/HOoXUxtUq0VqVhzuBpTMkbi6OmlmPPvxyWHg1574Um2nmSgiaCpKA5mcGo4cprRqF026l65jncbd1fJl+8CbQpyRTcdB36rAz2NZXzUdVnEV2FVqvSMCx9EONzyigw5+C2WbFu203TR5/0yeXvI/lhoUmIR5+W1j0FOSkJXWoK6rh41EZD97IESiUoFAR9PvxuN36HE3db90J87tY2HPX1eDqsEYntXGg0Kry+AAmDB5E6dTIJpSU4u9wcPNDKnu3H+0qNGjYp6XHMu7wUldfF0RdexlEb2jT5072mtCnJDLr32zS5LTy38w1cPvcpHt23jMosZeGwSwjaHRx/fnlYx7NF+4s6VkQ7T1LQRJAUNKd20eVDyc9LpPaNt2jbsetrbwJdWhq5Vy/EWJBHo62Fz47vZH/j4bBMKzVqjAxNL6Yss5TCpHy8TgeO/eXUr15zXl3SveG8PywUCrTmRAyZGejT0zDm5mDIykKbZIYgeD0e3O4AXU5/97RjuweH3YPL6cXvDxAIBNHqVOgNWkxxWhLMBhLiNBgNKrQGHQQDOOrqsR8+gq3qKF3Ha6OyeJwhM4PUieNIGjeWoELJ8Vo72zZVY+3o5cX0omD67EEMGZZK05rPN9w9y8f3GV9TajUl93yLQEoC/97x2nnPSIuUVFMSi0dcRoYphZZ3V5+0kGm4RPuLOlZEO09S0ESQFDSnVzwklZkXFtNVVUXdmytwneKve6VeT9bFFxI/dhRao4k6ayP7mg9zzFJHk60V31kKHAXd42GyEtIpSsqnJKWAREMCbpsNZ3kljes+xtMW/TE7oQrlw0KhUqE1J6A1J6FLNqNLTUWfmYEuLQ2tOZFgIIDX5aHLEaDd4qSp3kpdTQc26/l/2aekmRhUmk52TjwJ8RrUWi2OujqsBw5iPVLVPd04Qh8nhqxMkspGkjR2DGqTCYvFya7tdVQfaYtIe31ZRlY88y4vxdPSTNWzL5xxgb5QXlN5Vy8icfxY3ilfw7baveEO95yplSouHDSV6QUTsJcf4ejzL0dsjFu0v6hjRbTzJAVNBElBc2ZavZpLrxhGSrKe2jffpm3HztMfm2QmbdoUTMNLUSXEodXo6PI46fp8aqTH70WhAKVCRbzWRJzOSJzORCAQwOt04q1vxrr/AO07dvXJy0knKBQotRpUOh0qnRalVodSp0Ot06I2GlBoNCj1etTG7qmR3f9MaEwmVCYjSrWagNeLz+PD7Qlgd/jobHfS1GSjvqYDR1fvPff4BD1DR2WSl59IQrwWpUpJ1/E6bOXl2I8dx1FXf86/C11KMnEF+SQMLSV+yGAUKhUWi4tD+5s5tK9xwL/3lEqYf9VIUpN1VD3zPPbqU89aCvULKGFYKXk3XUtF+zHe2P9+1C9BDUkt4qoR81B7/NQ8+xKOmsgtlwDR/6KOFdHOkxQ0ETTQP1RDVToikynT8/Ba2ql59c2Qrv8rtVriigvRpaWiS0pCqdVCMEgw4Mdj6cTd2kpXbV3YltQOhUKtRhNnQm0yoTYZURsMqAwGVHo9KoMelcmISm/o/u/PCxWlVtP9T6NBoVajUCoJBgLde/0EAgT9QQKB7ss9gUAQr6/7n8cTwOX24ezqXo3WZnVhaXPQaXH22vPtqaQUI0OGZZCTG0+cSYPGoMNrt+NubcPV0ITH0v75jCYHgUAQCKLSaFAZjahNJvQZaegzMtClpgAKXA43TS0uDu1v/No0a3nvdRs7OY8x47JpfP9Dmj7d8LX7ezQd2Wik6K7bUSWbeWXvOxxuDW0Nl3BKNpq5YthFFCbm0LpuPY0fru2VdqP9RR0rop0nKWgiSD5UQ6PRqPH7fcyYU8KgkmRshyuoX7UaV3Mfu2avUKBLTsKQkY4uNQV9ejq69DQ0iYloTN1TjANeHwG/H7/Pj9//lQLEG8Dj8eNx+/C4fLjdPlxOL263D6fTi9vpxdnlweU6/eulv72elGoleQVm0jMTSE4xYTSq0KoVqNXKE8d0L9ERwOMNYrW6aW22U3+846xTrPtbrs5HZnYi8xYMwV5+mOrlrxH8ymWZc/kCSp85nfRLL+ZIWzVvH1p70jYmkaJX67ho8HQm5pbRVXWM6ude6tUNRqP9RR0rop0nKWgiSD5UQ/PVPBlNWmZeXEJ2djy2I0doXPcxXceO93pMCpUKQ1YmprxcTAV5GHNz0SYnEfT78bi8OFx+rFYvHe1dtLc5aGuxR3zQqbyeQie5Opler+bK68pQuWwcefKZE9uRnOsXkDrORMHSGzHk5bDh2DY+PboFty/8lzN1ai0XFE1iWv54vJYOap5fhquhMeztnE20v6hjRbTzJAVNBMmHamhOlSeDUcOMOYPJyYnHZ7fRsmETlt17I7YDsS7ZjCk/D1NhIXHFRehSU/F7PDidPlrbXNQf7+BYVRtOhzci7YdCXk+hk1yd2mVXDicj1cCRp57BUVt33l9ApqJCcq9bjCYhns3Hd7K+entY1pBKNSUxLX88Y7NH4OnopOGNldgqKs/+wAiJ9hd1rIh2nqSgiSD5UA3N2fI0ekIuQ4elYUrQ42pqpnPfge5pwTXHez4tWKFAl5KEITMDY04OpqIijNmZoFThdrhp6/BQe8xCZXkzLmff+t3J6yl0kqvTmzSjkBGjMqh55TXsBw6G5QsorriI7KsWoEtNpa6zgS11uzncchSnN/ReS7M+geGZJYzNGk6aKQVnXQMNb79HV3XNecd3vqL9RR0rop0nKWgiSD5UQxNqnrRaJSPH5ZKXbyYxQYNG//mg0pZW3G1t+Kw2fE4nwc9XTVNqNN2zgeLj0SUno00yo46PO3HZyGr30dRoo/pIG82NfXsNGpDXU09Irs6seEgqs+YMonXDRupWrQ7bedVGI5lzL8I0ahg6kwmry05NRx3N9jbanR24fR78wQBKhZJ4nYkEXRz55mxyEjLRqXW4LRZsu/fR9PH6Xh0jczbR/qKOFdHOkxQ0ESQfqqE51zxptUqycs1kZicSl6hHb1CjUytRKLpfsv4AuD0BXC4fVouT9tYumhqsvTp1OZzk9RQ6ydXZJaUYuWLxCBxHqzj6wrKTBguHhVpNyrgxxA8ehCY1GUWCCYVSBQpF94xEt4egw4mrroGO/Qe6Lyn10SWco/1FHSuinScpaCJIPlRDI3kKjeQpdJKr0BhMWhYuHoHG5+DIk//qU9tX9CXR/qKOFdHOU9LoURTddP1p71ee9h4hhBAxzecJsOy5nTTbVQz9/n3EFeZHOyQheiyuMJ/S736HvCVXnfE4KWiEEKKf+2DlAXbtbmLQN28jbfqUaIcjREiM2VmUfPsOBt1xG3VWNa8vO/PWHOpeiksIIUQU7dpynOYGK5dcNpe4okKql71G0Bu9ZQrEOVIo0CbGozWb0SYmok6IR5OQgCYhHrXJhMpgQKnRotSou/fIAAgECHg8+D0efHY7nnYLno6O7lW8m1twt1sitg/buTDmZJM9fx6mgnyOVXfwyVNb8XkDxMXrzvg4KWiEEGKAqD/eybJnd7DomlEM/8F3qXrmeZxNzdEOS5yC1pyIPiMdfVoqhqxM9BkZ3TM5TSYCXh9+rw+v14/LE8DlCmB1eHDavLiavbjdDrweP35/AIVCgVKpQKfXoNOrMZmSiMvNxFSqJkWnRKvXoFCpcLW00lVdTVdVNbaj1ScWZ+xNCUMGkznnQgy52dQc6+TNp7bj8YQ+Vk4KGiGEGEBcLh/LntvJzItLGPLd71D39ru0frY12mENWAq1GmNWJsacLIx5eRjzctGlJBMMBvF+vmp5Z6eHo7V2mrdX09xgxecN72wxU5yWopJUsvNKSB8+knyjHr/Tie3IEazlFdgqqyJW4KhNJlLGjyF12lSUBgNVVR1sfmorHk/Pn6MUNEIIMQB98mEFRyuTmXPZpSSNGkn1slej8lf5gKJUYszMwJiXS1xRAaaCfLRmMz63B6fDR1uHm8PlndQcrcHW2Xvr9HTZPezbWc++nfUnflY4OIVBpXlkXFZCvkmPz9FFV2UV1iOVdFXX4GptO+f2dMlmEocOxTx6FMbcXOw2Jzv3NZ/U/rmQadvnQaaOhkbyFBrJU+gkV6EJJU9qjZJLFw4nLdVI7Vsradu+s5ei6zsiMh1ZoUCfkowxLxdTQT5xRYXo0lLxe704Hd1brtRWW6iubDmn3ojepFRCwaBUBg9NJ9msxWjSoVAqcLW04qytw9XSgsfSgddmJ+B2E/B6UChVKDQaVHo9uiQz2uQkTAX5GHKyUajUdNlcHDvWyZ7ttSFvORMXr+P62yed9n4paM6DfKiGRvIUGslT6CRXoelJngYPTWP6zEK8ra0ce+V1nI1NEY6u7zjfgkZlNGBIT0OfkYExNxtjbi769DSCgQAup5e2Dg8NxzuoPNyCwx6bC3/Cya+nxCQD+UXJpGclEB+nwaBXolYrUSqUKJQKAIKBAIFAELfHT5czQGuznerKVprqz+17+2wFjVxyEkIIwZFDLVQdbmHW3FJK7/0Olt27qX//w5i8DKXUaNDEx6HS61FqtSi1GhRKJQqVEoIQDAYJBgIE/QGCgQAqgng93hMrGQeDQRQKBQqVCoVKhVKnRaXToTIY0MSZUCckoEtJQZtkRpOYgEKpxOfy4HT5sHR6qazqpHr1rl69bNTbOi1O9lrqgLpoh3KCFDRCCCGA7u/zdavK2W7WM2fuEEb8Vxmtn22h8aNP8dnt0Q7vJCqDAWN2FoaMdAw5WejS0tAmJ6E2GlEoFAR8PgL+AIFAgGDg8yLm88cqPv8fBQoUClAoFN23FYqT2ggGgwSDQQKBIAF/EJ8/iMsTpMvpo7HDiaW6nZbmY1jaHL399MUpSEEjhBDiJNYOF28u30NaRhwz55QxcupkOvcdoOnjT3HUN/R6PAqVCmNONnGF+cQNHoQxJweVQY/X5cHh9NHR6aG90U7rnuO0Ndt7vJ+bXMLsH6SgEUIIcUotTXZee2k3CWY902cPouQ7d+Kz22ndtJmOfftxt3dEpF2VQU/c5wNp44eUoM9Ix+/xYrd7qW/s4tiaamqPWSLStohdUtAIIYQ4I2uHi/fe3A/AyLHZDJtyAVnzLsFn76LzwEHsR6vpOlaDp7Pnm1+qDAYMmRkYszMxFRVhys9DHWfC43DTYfWyv9pCxartMT2YVvQOKWiEEEKE7Iv1SpRKKBmWQVFJKRkjR6E36iAYxNPRibutDa/Nhs9qI+D1EQwGUCiUqPQ61CYTGnMiWrMZTUI8CrUa3+eXjlpanOzcVE/1kdYvxucKETIpaIQQQvRYIADl+5so3//l9O4Es56s3ESSUxMwJqWiz1ajVnYPvA0CXm+ALrePLpubjhoLrc3HaWvpit6TEP2KFDRCCCHCwtrhwtrhAgbOGjai71BGOwAhhBBCiPMlBY0QQgghYp4UNEIIIYSIeVLQCCGEECLmSUEjhBBCiJgnBY0Q/397dx8UVf39Afy9ygJfNVBn8KFC0VBMDc2Ywh50VBRhWRjJp9Gp1BERFW0CAUVCVKQY0ca00jEgEiodFMSUGmfUxtSpHFOnopRCk2ABNWSVhd3l/P7g560N0UVYceH9+ot7P/fh8zkeh8NduIeIiOweCxoiIiKyeyxoiIiIyO6xoCEiIiK7x4KGiIiI7B4LGiIiIrJ7LGiIiIjI7rGgISIiIrvHgoaIiIjsHgsaIiIisnssaIiIiMjusaAhIiIiu2fTgqagoACBgYGYMmUKsrOzm4z/8ssvCA0Nhb+/P+Lj42EymWw5HSIiIuqgbFbQ6HQ6bNmyBTk5OcjLy8MXX3yBS5cuWRyzcuVKvP322/jqq68gItizZ4+tpkNEREQdmIOtLnzy5En4+vqiZ8+eAAB/f38UFhZi2bJlAIDS0lIYDAaMHj0aABAaGoqtW7dizpw5Vt/jf90c0eMxp7aeutUc1A4wGbu22/3tBeNkHcbJeoyVdRgn6zBO1mnvOHXv4XjPcZsVNBUVFXBzc1O2+/Tpg/Pnzzc77ubmBp1O16J7+AUNb/1EiYiIyO7Z7COnhoYGqFQqZVtELLbvN05ERERkLZsVNP369UNlZaWyXVlZiT59+jQ7XlVVZTFOREREZC2bFTQvvvgiTp06hevXr6O2thZff/01xo0bp4w/8cQTcHJywpkzZwAA+fn5FuNERERE1lKJiNjq4gUFBdixYweMRiOmT5+OsLAwhIWFYfny5XjmmWdQVFSENWvWQK/XY8SIEUhJSYGj471/6YeIiIjov2xa0BARERE9DHxTMBEREdk9FjRERERk91jQEBERkd1jQUNERER2jwXNXej1egQFBeHq1asAgH379iEwMBBarRYbNmxQmmgeP34cWq0WWq0WUVFRuHXrFgDgr7/+wty5czF16lREREQo+zua1sZp//79ePnllxESEoKQkBBs2bKl3dZiS9u2bYNGo4FGo0FqaiqAxtYgWq0WU6ZMsVh3cw1bO0NOtUWcOkNOtSROd8TExGDfvn3KNvPJujgxnyzjdOTIEYSEhCA4OBhLlixBdXU1gEcon4Qs/PjjjxIUFCQjRoyQP//8U4qLi+WVV14RnU4nIiKJiYmSnp4u1dXV4uvrKxcvXhQRkZ07d8r69etFRGTRokVy8OBBERHZtm2bpKamts9ibKgt4rRu3TopKChotzU8DN9++63MmjVL6urqpL6+Xl5//XUpKCiQ8ePHy5UrV8RoNMqCBQvk2LFjIiKi0Wjk7NmzIiKyatUqyc7OFpGOn1NtFaeOnlMtjVN5ebmEh4eLt7e35ObmKtdhPlkXJ+bTP3GqqamRl156ScrLy0VE5L333nvkvufxCc1/7NmzB4mJicpbi3/99VeMHj1a2Z4wYQKOHDmCkpISPP744/D09LTYbzQa8f3338Pf3x9AY9PNwsLC9lmMDbU2TgBw4cIF7N+/H1qtFtHR0Uq135G4ubkhLi4Ojo6OUKvVeOqpp1BSUoKBAwfC3d0dDg4O0Gq1KCwsvGvD1sLCwk6RU20RJ6Dj51RL4gQ0vgts0qRJCAgIUK7BfLIuTgDz6d9xMhqNSExMRN++fQEAXl5eKCsre6TyiQXNfyQnJ8PHx0fZHjZsGM6dO4eysjKYzWYUFhaiqqoKHh4eKC8vR1FREQDg8OHDqKqqwo0bN9CjRw84ODT2/XyQppv2oLVxAhpjs2TJEhw4cAD9+/fHunXr2mUttjRkyBDlG29JSQkOHz4MlUrVpHGrTqdrtmFrZ8iptojTna87ck61JE4AsHDhQsyYMcPiGsynRveLE8B8Av6JU69evTB58mQAgMFgwM6dO+Hn5/dI5ZPNum13FIMGDUJUVBQiIiLg7OyMqVOn4sKFC3BxccG7776LhIQENDQ0YObMmVCr1XdtstkZmm62NE4AsH37duX8hQsXKv9ZOqKLFy8iPDwcMTEx6Nq1K0pKSpSxOznTXMPWzpRTrYkT0Hlyypo4NYf51Oh+cQKYT0DTONXU1GDp0qUYNmwYpk2bBp1O98jkE5/Q3EddXR28vb2Rl5eHzz//HH379oW7uzvMZjP69euHvXv3Ijc3F08//TTc3d3Ru3dv1NTUwGw2A2jalLOjammcampqkJmZqZwvIujatWv7LcCGzpw5g3nz5iEqKgrTpk1rtnFrcw1bO0tOtTZOnSWnrI1Tc5hPje63buZTo3/HqaKiAnPmzIGXlxeSk5MBPFr5xILmPm7fvo158+ZBr9ejvr4eu3fvRmBgIFQqFRYsWACdTgcRQWZmJgIDA6FWq+Hj44NDhw4BAPLy8jpF082Wxqlbt27YtWsXzp07BwDYvXt3h/zpp6ysDEuXLsWmTZug0WgAAKNGjcIff/yBy5cvw2w24+DBgxg3blyzDVs7Q061RZw6Q061JE7NYT5ZFyfmk2WczGYzFi9ejICAAMTHxytPYR6lfGIvp2ZMnDgRWVlZePLJJ7F3715kZmbCZDIhKCgIkZGRAIBjx44hLS0N9fX1GDt2LOLj46FWq1FaWoq4uDhcu3YN/fv3x+bNm+Hq6trOK7KN1sTphx9+QHJyMgwGAzw8PJCamorHHnusnVfUtjZs2IDc3FwMGDBA2Td79mx4eHggJSUFdXV1GD9+PFatWgWVStVsw9aOnlNtFaeOnlMtjdMdcXFxeP755xEaGgoAzCcr48R8+idOR44cQWRkJLy8vJRjR44cieTk5Ecmn1jQEBERkd3jR05ERERk91jQEBERkd1jQUNERER2jwUNERER2T0WNERERGT3WNAQERGR3WPrAyK6K7PZjKysLBQUFMBsNsNoNGLChAlYsWIFduzYgZycHBw4cMCi70tQUBASEhLwwgsvoKKiAhs3bkRxcTEAwNnZGeHh4fDz80NeXh4yMjIANL7cy8nJCb179wYAJCQk4NSpU8jOzlYa4YkI9Ho9Jk+ejLi4OOXdIUePHkV6ejpu3rwJk8mEIUOGIDY2Fv3798fy5ctx+fJlAEBRURGGDh2KLl26wMXFBZ9++uld11xfX49Zs2bB19cXsbGxyn6dTofg4GCkpaVBrVYjLCwMgwYNUsZv3boFT09PpKSkoFevXm31T0BELfFwm3sTkb1Ys2aNREZGys2bN0VE5NatWxIRESHR0dGydetWGTlypMyfP18aGhqUczQajZw+fVpERMLCwiQjI0MZu3jxovj4+MilS5cs7hMbGyu7du2y2Ld161ZJSkqy2Pf333/LuHHj5JtvvhERkQMHDkhAQICUlJSIiEhDQ4N89NFH4ufnJ3V1dRbnDh06VK5du2bVuouLi+XZZ5+V7777Trnu/PnzZfPmzSIicvr0adFoNBbnmEwmiYiIkE2bNll1DyJqe/zIiYiauHr1KgoKCrBx40blzajdunVDUlIS/Pz8AADBwcGoqKhAenr6Xa9RWVkJg8GAhoYGAICnpyc+/PBDuLi4PNCcqqqqYDAYlDeQbtmyBfHx8Rg4cCCAxoZ4ixYtQmRkJOrr6x/oHgAwePBgxMXFITY2Frdv30ZOTg4MBgOWL1/e7Dl6vR7Xr1/vUG/bJbI3/MiJiJr46aef4OnpiR49eljsd3Nzg7+/P3777Tc4OTkhLS0Nc+bMga+vL0aMGGFxbExMDFauXImMjAyMGTMGzz33HLRarcVHVPdy6NAhnDlzBrW1taiursbw4cORlJQEb29v3LhxA6WlpRgzZozFOSqVCsHBwa1bPICZM2fixIkTWL16Nc6fP4/PPvvMojHhlStXEBISApPJhOvXr6Nfv34ICAjAG2+80ep7E9GD4RMaImqiS5cuypOVe/Hy8sKbb76JqKgo3L5922Js7NixOHbsGLZv345Ro0bh6NGjmDp1Ks6fP2/VHAIDA5Gfn4+DBw9iypQpMBgMmDhxojI/AFbN8UGtX78eJ06cQHR0tPK7PHcMGDAA+fn5+PLLLxEdHY3KykoEBARArVbbbD5EdG8saIioCW9vb/z+++/Q6/UW+3U6HRYtWgSDwaDse+211zBw4EAkJycr+65du4a1a9dCpVLBx8cHixcvRnZ2NgIDA5GXl9eiuTg6OiIhIQF6vR6pqakAAFdXV3h4eCidkP9txYoVKCoqatE97sbV1RUuLi5wd3e/53GvvvoqJk6ciBUrVsBkMrX6vkT0YFjQEFETffv2hVarxerVq5WiRq/XY+3atejZsyecnZ0tjk9JScHx48eVvypydXXFyZMnkZWVBfn//re1tbW4cuUKhg8f3uL5ODo6IjExETk5Ofj5558BAMuWLUNycrJyT7PZjA8++ABFRUUYPHjwA6/9QURHR6OsrAzZ2dkP9b5E9A8WNER0V4mJifD09MTs2bMREhKCGTNmwNPTExs2bGhybO/evfHOO+/AaDQCABwcHPDxxx/j7NmzmDRpEoKCgjBz5kxMmDAB06dPf6D5+Pj4QKvVYt26dRARaLVahIeH46233kJISAg0Gg2Ki4vxySefwNHRsVVrbykXFxdER0fj/fffR1VV1UO9NxE1UsmdH5+IiIiI7BT/yomIOhW9Xo+5c+fedax79+7Iycl5yDMiorbAJzRERERk9/g7NERERGT3WNAQERGR3WNBQ0RERHaPBQ0RERHZPRY0REREZPf+Dypd7CtDicNqAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "sns.kdeplot(\n", " data=building_footprints, \n", " x='CNSTRCT_YR',\n", " hue='borough', \n", " multiple='fill', \n", " ax=ax\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "sns.kdeplot(\n", " data=building_footprints, \n", " x='CNSTRCT_YR',\n", " hue='borough', \n", " cumulative=True, \n", " common_norm=False, \n", " common_grid=True, \n", " ax=ax\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Empirical Cumulative Distribution Functions (ECDF)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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mzZtndX0AWhhjjJa//aVKjlYHNH7HN0cV4XAEuSoA4c6nQLN161atW7fOu/3MM89o2LBhlhUFoOVyuY3e/+w7dUiMU/vEWL/Hp3dpq7SUBAsqAxDOfAo0brdbHo9HERE/fMvb4/EoMjLS0sIAtGz/1uc8DevftbnLAABJfnxt+6GHHtIdd9whSXrjjTd01VVXWVoYAACAr3wKNFOnTtVvfvMbPf/883K73br22ms1ceJEq2sDAADwiU+BJioqSvn5+crPz7e6HgAAAL+dNdDccccdeuONN9SnTx85zvCthH/961+WFQYAAOCrswaaF154QZK0fv360/YZY6ypCAAAwE9nXZwyOTlZkjRz5kx17ty53j+/+MUvmqRAAACAcznrGZr8/Hx9/fXX+vbbb5Wbm+t93OVyKSYmxvLiAAAAfHHWQPPYY4/p4MGDmjFjhmbMmOF9PDIyUunp6ZYXBwAA4IuzBpouXbqoS5cuysjI0JVXXtlUNQEAAPjlrNfQnLJ7924uAgYAAC2WT/ehcTqdGjZsmHr16qXWrVt7H58+fbplhQEAAPjKp0DTp08f9enTx+paAAAAAuJToJk0aZKqqqq0fft2uVwuZWZmqk2bNlbXBgAA4BOfAs22bds0ceJEdezYUW63W8XFxXr55ZfVt29fq+sDAAA4J58Czbx587RgwQJlZWVJkjZv3qy5c+dq5cqVlhYHAADgC5++5VRVVeUNM5LUv39/VVdXW1YUAACAP3w6Q+NwOHTw4EF17txZknTgwAFFRkZaWhgA62z+78Na+tYOBXI3Bs//DDrTgrUA0Fx8CjT333+/xowZo/79+0uSPvzwQ82cOdPSwgBY57sjVfJ4jIYNSAtofITDoazLUoJcFQAEzqdAM3jwYHXr1k0fffSRjDEaP368LrroIqtrA2ChiAiHRg3kv2MAocGna2gk6dtvv9XevXu1f/9+lZWVWVkTAACAX3wKNIsWLdLcuXOVkJCguLg4PfHEE1q+fLnVtQEAAPjEp4+c1q1bp9WrVyshIUGSdM899+j222/X2LFjLS0OAADAFz6doUlKSqq3hlNiYqLi4+MtKwoAAMAfPp2hueKKKzRx4kSNGTNGkZGRWrdunc477zxt2LBBkjRkyBBLiwQAADgbnwLN9u3bJUlLly6t9/hrr70mh8NBoAEAAM3Kp0Dz2muvSZJcLpeMMYqOjra0KAAAAH/4dA3NkSNHdO+996p3797KzMzU2LFjVVxcbHVtAAAAPvEp0Dz99NPq3bu3Nm3apE2bNqlfv3568sknLS4NAADANz4Fmn379mnSpElKTExUu3btlJ+fr/3791tdGwAAgE98CjQul0snT570bldXV7MwHQAAaDF8uig4JydHd999t0aNGiWHw6FVq1YpOzvb6toAAAB84vNq26mpqfrHP/4hj8ejUaNGafTo0VbXBgAA4BOfAs1Pf/pT/f73v9ctt9xidT0AAAB+8ynQVFRU6MSJEyx3ALQgXx86rrJjNQGN/eTLUrk9JsgVAUDz8SnQtGrVSoMGDVL37t3rhZqXX37ZssIANMxjjOa8/i+53J6Aj5EYzw0yAYSOcwaaXbt26YYbbtA111yj1NTUpqgJgA9cbo+u79tZg/p0Dmh82zaxQa4IAJrPWQPNqlWrNG/ePKWlpWn//v1asGCBrr322qaqDcA5JMbHqLOzTXOXAQDN7qyB5rXXXlNhYaFSUlL06aefauHChQQaAADQ4pzzxnopKSmSpD59+ujo0aOWFwQAAOCvswaaH98NODIy0tJiAAAAAuHT0gensNwBAABoic56Dc2XX36pvn37erdramrUt29fGWPkcDj0r3/9y/ICAQAAzuWsgeY///M/m6oOAACAgJ010HTuHNj9LQAAAJqSX9fQAAAAtEQEGgAAYHsEGgAAYHuWBprCwkLl5ORoyJAhWrFiRYPPe++993T99ddbWQoAAAhhPq22HYji4mItXLhQq1evVkxMjG6//XZdddVVSk9Pr/e8srIyzZs3z6oyAABAGLDsDM2mTZuUlZWlpKQkxcfHKzs7W0VFRac9b/r06Zo0aZJVZQAAgDBgWaApKSmR0+n0bicnJ6u4uLjec5YvX67LLrtMvXr1sqoMAAAQBiz7yMnj8dRbKuHU3YVP2bVrlzZs2KBly5bp8OHDAb1Ghw5tGl1nQ5zOBMuOHcrom/8C6ZnHYyRJ8a1jw7bn4fq+G4OeBYa++a85emZZoElNTdUnn3zi3S4tLVVycrJ3u6ioSKWlpbrllltUV1enkpIS3XnnnSooKPD5NY4cqfT+jz2YnM4ElZZWBP24oY6++edw+Qlt2l6sqhO1fo815od5f6LqZFj2nLnmP3oWGPrmP6t6FhHhOOuJDMsCzYABA7Ro0SKVl5erVatW2rBhg2bNmuXdn5+fr/z8fEnSgQMHNHbsWL/CDGB3H39RrPUffq02raLl77qvxkgJ8dG6IIW/OQKAZGGgSUlJ0cMPP6yxY8eqrq5Oo0ePVmZmpvLy8pSfn6+MjAyrXhqwhVPnFl/Iv4aV7AGgkSwLNJKUm5ur3Nzceo8tWbLktOd16dJF7777rpWlAACAEMadggEAgO0RaAAAgO0RaAAAgO0RaAAAgO0RaAAAgO0RaAAAgO0RaAAAgO0RaAAAgO0RaAAAgO0RaAAAgO0RaAAAgO0RaAAAgO0RaAAAgO1Zuto2EOqMMc0yFgBQH4EGaIQnXvlYB8uqmrsMAAh7BBqgEb47UqVLurTVpV3bBzT+4rT2cjgcQa4KAMIPgQZopEsuaKeR11wY0FinM0GlpRVBrggAwg8XBQMAANsj0AAAANsj0AAAANsj0AAAANsj0AAAANsj0AAAANsj0AAAANsj0AAAANsj0AAAANsj0AAAANsj0AAAANsj0AAAANtjcUqEtaMVJ/WPrd/JY0xA4wMcBgAIMgINwtrm7Ye15oOvG3WMTu3jg1QNACBQBBqENY/nh1Msix/9N0VF8gksANgV/wcHAAC2R6ABAAC2R6ABAAC2R6ABAAC2R6ABAAC2R6ABAAC2R6ABAAC2R6ABAAC2R6ABAAC2x52CYXsFG3dpf3FlQGN3fft9cIsBADQLAg1s7/3PvlNCfLSSk1r5PbbHBUlKbhevyAiHBZUBAJoKgQYh4apLU3TroPTmLgMA0Ey4hgYAANgegQYAANgegQYAANgegQYAANgegQYAANgegQYAANgegQYAANgegQYAANgegQYAANgegQYAANgeSx+g2VWfdOmz3WVye0xA4+tcniBXBACwGwINmt0Hnx/SGxt3N+oYia1jglQNAMCOCDRodi73D2dYZt17lWKj/P8U1OFwqH1ibLDLAgDYCIEGLUbHxDjFxkQ2dxkAABviomAAAGB7BBoAAGB7BBoAAGB7BBoAAGB7BBoAAGB7BBoAAGB7BBoAAGB7lgaawsJC5eTkaMiQIVqxYsVp+zdu3KiRI0dqxIgRmjhxoo4dO2ZlOQAAIERZFmiKi4u1cOFCFRQUaM2aNXrzzTe1Z88e7/7Kyko9+eSTWrx4sdatW6fu3btr0aJFVpUDAABCmGWBZtOmTcrKylJSUpLi4+OVnZ2toqIi7/66ujrNnDlTKSkpkqTu3bvr0KFDVpUDAABCmGWBpqSkRE6n07udnJys4uJi73a7du104403SpJqamq0ePFiDR482KpyYDFjTMD/KLBFtgEA8LJsLSePxyOHw+HdNsbU2z6loqJC999/v3r06KGbb77Zr9fo0KFNo+tsiNOZYNmxQ9EjL7yvXfu/b9QxnMkJio0Ov7WcmGuBoW/+o2eBoW/+a46eWRZoUlNT9cknn3i3S0tLlZycXO85JSUl+vnPf66srCw9/vjjfr/GkSOV8niC/9d7pzNBpaUVQT9uKNt/uELd09qpx/lJAY3v2DZOx78/EdyibIC5Fhj65j96Fhj65j+rehYR4TjriQzLAs2AAQO0aNEilZeXq1WrVtqwYYNmzZrl3e92uzV+/HgNHTpUEydOtKoMNKEeae01ckBac5cBAAhDlgWalJQUPfzwwxo7dqzq6uo0evRoZWZmKi8vT/n5+Tp8+LC++OILud1uvf3225Kkyy+/XLNnz7aqJAAAEKIsCzSSlJubq9zc3HqPLVmyRJKUkZGhnTt3WvnyAAAgTHCnYAAAYHsEGgAAYHsEGgAAYHsEGgAAYHsEGgAAYHuWfssJ9mGMUen31XIHeKPCmlp3kCsCAMB3BBpIkj7aXqwl679o1DFiojnhBwBoHgQaSJIqq+skSXcP7RHQekoOhzSw3wWqqToZ7NIAADgnAg3quaK7U63jogMamxAfQ6ABADQLPiMAAAC2R6ABAAC2R6ABAAC2R6ABAAC2R6ABAAC2R6ABAAC2R6ABAAC2x31oQkjhh19r73fHAxq79asjQa4GAICmQ6AJIRv++a0cDoc6JMb5PfaClDbq2LaVWsUwJQAA9sNvrxBz1aUpumvIJc1dBgAATYpraAAAgO0RaAAAgO0RaAAAgO0RaAAAgO0RaAAAgO0RaAAAgO0RaAAAgO0RaAAAgO1xY70W5ESNS/+1o1hutyeg8VU1riBXBACAPRBoWpB/7izWa29/2ahjtE+MDVI1AADYB4GmBXF7jCRpdt5VSoiPCegYbVpFB7MkAABsgUDTArWOiyaYAADgBy4KBgAAtkegAQAAtkegAQAAtkegAQAAtkegAQAAtkegAQAAtkegAQAAtkegAQAAtkegAQAAtkegAQAAtsfSB0G245uj+rakMqCxf/v0YJCrAQAgPBBoguyVv3yh8uMnAx7fOi5KsTGRQawIAIDQR6AJMrfb6OrLU3XH4IsDGh8dFanoKD4JBADAHwQaC0RFRSg+jtWyAQBoKpwKAAAAtkegAQAAtkegAQAAtkegAQAAtkegAQAAtkegAQAAtsfXtn+k9PtqLXv7S1WdqA1o/LGqwMYBAIDAEWh+5It95fr7pweV0j5eUREOv8d37thal6a1s6AyAADQEAJNAx67o4/aJcQ2dxkAAMAHXEMDAABsj0ADAABsj0ADAABsj0ADAABsj0ADAABsj0ADAABsj0ADAABsj0ADAABsj0ADAABsj0ADAABsj0ADAABsz9JAU1hYqJycHA0ZMkQrVqw4bf+OHTs0atQoZWdna9q0aXK5XFaWAwAAQpRlgaa4uFgLFy5UQUGB1qxZozfffFN79uyp95xHH31UTzzxhN5++20ZY7Ry5UqrygEAACHMstW2N23apKysLCUlJUmSsrOzVVRUpEmTJkmSDh48qJqaGvXu3VuSNGrUKL344ou68847fX6NiAhHsMtWfFy0ktu1UlRUhCXHD3X0zH/0LDD0zX/0LDD0zX9W9Oxcx7Qs0JSUlMjpdHq3k5OTtW3btgb3O51OFRcX+/Ua7dq1bnyhP5JzbRvlXHtR0I8bLjp0aNPcJdgOPQsMffMfPQsMffNfc/TMso+cPB6PHI7/TVPGmHrb59oPAADgK8sCTWpqqkpLS73bpaWlSk5ObnB/WVlZvf0AAAC+sizQDBgwQJs3b1Z5ebmqq6u1YcMGDRw40Lu/c+fOio2N1ZYtWyRJa9eurbcfAADAVw5jjLHq4IWFhfrtb3+ruro6jR49Wnl5ecrLy1N+fr4yMjK0c+dOTZ8+XZWVlerZs6fmzJmjmJgYq8oBAAAhytJAAwAA0BS4UzAAALA9Ag0AALA9Ag0AALA9Ag0AALC9sAo0lZWVGj58uA4cOCBJWr16tXJycpSbm6tnnnnGuzjm+++/r9zcXOXm5uqRRx5RVVWVJOm7777TXXfdpZtuukkTJkzwPh7qGtu3P//5z7rmmms0cuRIjRw5UgsXLmy299IUfv3rX2vYsGEaNmyY5s+fL+mHpUByc3M1ZMiQeu+/oQVaw3GuBaNvzLWGe3bKY489ptWrV3u3mWuB9Y251nDPNm7cqJEjR2rEiBGaOHGijh07JqkJ5poJE5999pkZPny46dmzp/n222/NV199Za699lpTXFxsjDFm5syZZunSpebYsWMmKyvL7N692xhjzOLFi82sWbOMMcbcd999Zv369cYYY37961+b+fPnN8+baULB6NvTTz9tCgsLm+09NKUPP/zQjBkzxpw8edLU1taasWPHmsLCQnPdddeZ/fv3m7q6OnPPPfeY9957zxhjzLBhw8ynn35qjDHml7/8pVmxYoUxJvzmWrD6xlxruGeHDx8248aNM5mZmWbVqlXe4zDXAusbc+3MPauoqDBXX321OXz4sDHGmF/96ldN9js0bM7QrFy5UjNnzvTejfjLL79U7969vduDBg3Sxo0btW/fPp133nlKT0+v93hdXZ3++c9/Kjs7W9IPi2kWFRU1z5tpQo3tmyR9/vnn+vOf/6zc3FxNnjzZm9ZDkdPp1NSpUxUTE6Po6GhddNFF2rdvn9LS0nT++ecrKipKubm5KioqOuMCrUVFRWE514LRN4m51lDPpB/uC3bDDTdo6NCh3mMw1wLrm8Rca6hndXV1mjlzplJSUiRJ3bt316FDh5pkroVNoJk9e7b69evn3e7Ro4e2bt2qQ4cOye12q6ioSGVlZeratasOHz6snTt3SpL++te/qqysTEePHlWbNm0UFfXDep6BLKZpR43tm/RDryZOnKh169apU6dOevrpp5vlvTSFiy++2PuLdt++ffrrX/8qh8Nx2kKtxcXFDS7QGo5zLRh9O/Uzc+30nknSvffeq1tvvbXeMZhrgfVNYq411LN27drpxhtvlCTV1NRo8eLFGjx4cJPMNctW227pLrzwQj3yyCOaMGGC4uLidNNNN+nzzz9XYmKi5s2bpxkzZsjj8ei2225TdHT0GRfPDMfFNP3tmyS99NJL3vH33nuvd7KHst27d2vcuHF67LHHFBkZqX379nn3nZpLDS3QGs5zrTF9k5hrDfWsIcy1wPomMdfO1bOKigrdf//96tGjh26++WYVFxdbPtfC5gzNj508eVKZmZlas2aN/vCHPyglJUXnn3++3G63UlNT9cc//lGrVq3SpZdeqvPPP1/t27dXRUWF3G63pNMX2wwX/vatoqJCy5Yt8443xigyMrL53kAT2LJli+6++2498sgjuvnmmxtcqLWhBVrDda41tm/MtYZ71hDmWmB9Y66dvWclJSW688471b17d82ePVtS08y1sA00J06c0N13363KykrV1tbq9ddfV05OjhwOh+655x4VFxfLGKNly5YpJydH0dHR6tevn9566y1J0po1a8JyMU1/+xYfH6/f/e532rp1qyTp9ddfD+m/yRw6dEj333+/FixYoGHDhkmSevXqpa+//lrffPON3G631q9fr4EDBza4QGs4zrVg9I251nDPGsJcC6xvzLWGe+Z2uzV+/HgNHTpU06ZN856FaYq5FnZrOV1//fVavny5unTpoj/+8Y9atmyZXC6Xhg8frgceeECS9N577+m5555TbW2t+vfvr2nTpik6OloHDx7U1KlTdeTIEXXq1EnPP/+82rZt28zvqGk0pm+ffPKJZs+erZqaGnXt2lXz589XQkJCM78jazzzzDNatWqVLrjgAu9jt99+u7p27ao5c+bo5MmTuu666/TLX/5SDoejwQVaw22uBatvzLWGe3bK1KlTdeWVV2rUqFGSxFxTYH1jrp25Zxs3btQDDzyg7t27e597+eWXa/bs2ZbPtbALNAAAIPSE7UdOAAAgdBBoAACA7RFoAACA7RFoAACA7RFoAACA7RFoAACA7YXt0gcAzs7tdmv58uUqLCyU2+1WXV2dBg0apAcffFC//e1vVVBQoHXr1tVbz2X48OGaMWOGrrrqKpWUlOjZZ5/VV199JUmKi4vTuHHjNHjwYK1Zs0avvvqqpB9u2hUbG6v27dtLkmbMmKHNmzdrxYoV3gXujDGqrKzUjTfeqKlTp3rvD/K3v/1NS5cu1fHjx+VyuXTxxRdrypQp6tSpk/Lz8/XNN99Iknbu3KlLLrlEERERSkxM1GuvvXbG91xbW6sxY8YoKytLU6ZM8T5eXFysESNG6LnnnlN0dLTy8vJ04YUXevdXVVUpPT1dc+bMUbt27YL1RwDAH0FduxtAyJg+fbp54IEHzPHjx40xxlRVVZkJEyaYyZMnmxdffNFcfvnl5mc/+5nxeDzeMcOGDTMfffSRMcaYvLw88+qrr3r37d692/Tr18/s2bOn3utMmTLF/O53v6v32Isvvmieeuqpeo99//33ZuDAgebvf/+7McaYdevWmaFDh5p9+/YZY4zxeDzm5ZdfNoMHDzYnT56sN/aSSy4xR44c8el9f/XVV6ZPnz7m448/9h73Zz/7mXn++eeNMcZ89NFHZtiwYfXGuFwuM2HCBLNgwQKfXgNA8PGRE4DTHDhwQIWFhXr22We9dz+Nj4/XU089pcGDB0uSRowYoZKSEi1duvSMxygtLVVNTY08Ho8kKT09Xf/xH/+hxMTEgGoqKytTTU2N986iCxcu1LRp05SWlibph4Xu7rvvPj3wwAOqra0N6DUkqVu3bpo6daqmTJmiEydOqKCgQDU1NcrPz29wTGVlpcrLy0P6DrtAS8dHTgBOs337dqWnp6tNmzb1Hnc6ncrOztauXbsUGxur5557TnfeeaeysrLUs2fPes997LHH9Oijj+rVV19V3759dcUVVyg3N7feR1Rn89Zbb2nLli2qrq7WsWPHdNlll+mpp55SZmamjh49qoMHD6pv3771xjgcDo0YMaJxb17Sbbfdpg8++ECPP/64tm3bpjfeeKPe4oP79+/XyJEj5XK5VF5ertTUVA0dOlQ//elPG/3aAALDGRoAp4mIiPCeWTmb7t2766GHHtIjjzyiEydO1NvXv39/vffee3rppZfUq1cv/e1vf9NNN92kbdu2+VRDTk6O1q5dq/Xr12vIkCGqqanR9ddf761Pkk81BmrWrFn64IMPNHnyZO+1PKdccMEFWrt2rf7yl79o8uTJKi0t1dChQxUdHW1ZPQDOjkAD4DSZmZnau3evKisr6z1eXFys++67TzU1Nd7HfvKTnygtLU2zZ8/2PnbkyBE9+eSTcjgc6tevn8aPH68VK1YoJydHa9as8auWmJgYzZgxQ5WVlZo/f74kqW3bturatat3teP/34MPPqidO3f69Rpn0rZtWyUmJur8888/6/NuueUWXX/99XrwwQflcrka/boAAkOgAXCalJQU5ebm6vHHH/eGmsrKSj355JNKSkpSXFxcvefPmTNH77//vvdbRW3bttWmTZu0fPlymf9Z/7a6ulr79+/XZZdd5nc9MTExmjlzpgoKCvTFF19IkiZNmqTZs2d7X9Ptdus3v/mNdu7cqW7dugX83gMxefJkHTp0SCtWrGjS1wXwvwg0AM5o5syZSk9P1+23366RI0fq1ltvVXp6up555pnTntu+fXvNnTtXdXV1kqSoqCi98sor+vTTT3XDDTdo+PDhuu222zRo0CCNHj06oHr69eun3NxcPf300zLGKDc3V+PGjdMvfvELjRw5UsOGDdNXX32l3//+94qJiWnUe/dXYmKiJk+erEWLFqmsrKxJXxvADxzm1F+fAAAAbIpvOQEIK5WVlbrrrrvOuK9169YqKCho4ooABANnaAAAgO1xDQ0AALA9Ag0AALA9Ag0AALA9Ag0AALA9Ag0AALC9/wcelJqVm2SILgAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "sns.ecdfplot(\n", " data=building_footprints, \n", " x=\"CNSTRCT_YR\", \n", " ax=ax\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "sns.ecdfplot(\n", " data=building_footprints, \n", " y=\"CNSTRCT_YR\", \n", " ax=ax\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "sns.ecdfplot(\n", " data=building_footprints, \n", " x=\"CNSTRCT_YR\", \n", " hue='pfirm15_flag', \n", " ax=ax\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "sns.ecdfplot(\n", " data=building_footprints, \n", " x=\"CNSTRCT_YR\", \n", " hue='pfirm15_flag',\n", " stat=\"count\", \n", " ax=ax\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "sns.ecdfplot(\n", " data=building_footprints, \n", " x=\"CNSTRCT_YR\", \n", " hue='pfirm15_flag',\n", " complementary=True, \n", " ax=ax\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Distribution Plots onto a Facet Grid" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.displot(\n", " data=building_footprints, \n", " x=\"CNSTRCT_YR\", \n", " bins=25,\n", " hue=\"borough\", \n", " kind=\"hist\",\n", " height=7,\n", " facet_kws={\"legend_out\": True}\n", ")" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.displot(\n", " data=building_footprints, \n", " x=\"CNSTRCT_YR\", \n", " bins=25,\n", " hue=\"borough\", \n", " multiple=\"stack\",\n", " height=7,\n", " facet_kws={\"legend_out\": True}\n", ")" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.displot(\n", " data=building_footprints, \n", " x=\"CNSTRCT_YR\", \n", " bins=25,\n", " hue=\"borough\", \n", " col=\"pfirm15_flag\", \n", " kind=\"hist\",\n", " height=8,\n", " facet_kws={\"legend_out\": True}\n", ")" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.displot(\n", " data=building_footprints, \n", " x=\"CNSTRCT_YR\", \n", " hue=\"pfirm15_flag\", \n", " col=\"borough\", \n", " kind=\"kde\",\n", " col_wrap=3,\n", " facet_kws={\"legend_out\": True}\n", ")" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Md60cnQfK2XN40Bq/OyDN2Sd7XufoBQMAAEBCovGTwDzfLpJ72cth1dpad4pwGgDAAUZmnhydjg663VHnlfQfyWCBfgAAABweGj8JLFC1V7I7lHzs2SFr7fk9opAIAAAAAABEE42fRGdzKqnf6U2dAgAAAAAANAEaPwAANAJ/8Wb5izeHrPP6A6p12+Sudgetqa7zNmY0AAAANGM0fgAAaASu/zynQOm2kHUP7Rur4mUtpWWfhqx12G2NEQ0AAADNGI0fAAAaQ8Ave8f+SvnVnyzLKh5foSM7tNSgXnmWdXaboWND1AAAAACh0PgBAKCRGHanbCkZoarUMT9dJw1oF5VMANBcmaapbzeXqs7tt6z7Yk1RlBIBQNOg8QMAAAAg4WwvrtYjr60Kq9aQKePLl1TnDN4k8m36vLGiAUBU0fiJMV6fX/6AaVnj9viilAYA4P7mHXm/XxyyzqytkC2rTRQSAQDC4fUFJEkXjeqpIzpkBa3zbV0p2xfPK72shfx2Z9A6IzNftpb5kp0/oQDEF65aMeSH3ZW6/4UVIRs/BxiGEeFEAAD/nvWSzytH54Ehax09hkYhEQCgIbIzU9Qmp0XQ7d5ym1w2l1JH3yl7VtsoJgOA6KDxE0PKq9zyB0ydOqiDWmUkW9Z2bp+l1GROHwBEg5HRWikj/tjUMQAAAIAGo3MQg47vW6CO+daLg+bmZqikpCpKiQAg8ZieWtVuWC9fRa11XV1lWPvbV+3WnlLrfUmS22u9yCgAAADQmGj8AACaJfdX81W96r2wau1tjwxZ8/icb7VpV3hNopQkfvwCAAAgOvjNEwDQPPk8MpLTlDr6xpCltsy8kDUuj19HdMjSb07oYllnGFKXNplhxwQAAAAOR0QbP/Pnz9esWbPk8/l00UUX6YILLjho++LFizVz5kyZpqn27dvrgQceUMuWLSMZKSGYPrdq1q2Rd1+1ZZ1vywopwC0FABCMYbPLnmvdqGmIjDSnenVq1Wj7AwAAAA5XxBo/RUVFmjFjhubMmaOkpCSNHz9egwcPVvfu3SVJ1dXVuuuuu/TGG28oPz9fjz76qGbOnKnJkydHKlLC8K5fqqJP/hlWrZHROsJpAAAAAABArIpY42fp0qUaMmSIsrKyJEkjR47UggULdPXVV0uSvF6vpkyZovz8fElSz549NX/+/EjFSSx+jyQpbcztUlKqZaktLSsKgQAAAAAAQCyKWOOnuLhYubm59a/z8vK0atWq+tetWrXSqaeeKklyuVx66qmndOGFF0YqTkKytWorI7lFU8cAAAAAoiYQMPXcgrXaV+22rNuymyfgAoAUwcZPIBCQYRj1r03TPOj1AVVVVbrqqqvUq1cvnXXWWQ06Rk5O+iHny821flx6U0j/YY8kyf/FK/KluYLWuTd9JUnKaZ0he0r8N35i8Vw0FGOIHYkwjmiPIdGupf66atWsWSozxBpn3qpd8qvxxmB32JSc7Giy70ksnouGYgyxIxHGwbU0uqI5hvJKlz5ZtVt5rVKVlZEctK5N6xZKTXaof6985bQMPku+ujhVLknZrVooqTXnIhYkwhikxBhHIowBEWz8FBQUaPny5fWvS0pKlJd38FNRiouLdckll2jIkCG67bbbGnyM0tJqBQJmg78uNzdDJSWx9wlAxc4tkiRPxV65fd6gdbbWnZXaukCllT4ZVbE3joaI1XPREIwhdiTCOA5nDIf6gznRrqWebxfJvezlsGqT8jqHHENFtVs/hPGp8bY9VcptmdIk35NYPRcNwRhiRyKMg2tpdEV7DBU/zvQZeVxHnTSgXcj6gMdnmc9bWSdJKiuvkd3kXDS1RBiDlBjjaIprKSIjYo2fYcOGaebMmSorK1NqaqoWLVqke++9t3673+/X5ZdfrtNPP11XXnllpGLEpaRjz1GLnkdY1iTChQQAIuLHmT4txv9Vcgb/JFiS8trlaW9Z8BmWkvTS4g1avrY4rEOnJUf0YZkAgAYI1O5T7dz7JK/1dd507f+d2tDP704AgEQQsd9Q8/Pzdd1112nChAnyer0655xz1K9fP02cOFGTJk3Snj17tHr1avn9fi1cuFCSdNRRR+m+++6LVKQmEwiYWvTldtW6fZZ1X31v/UMJABA+IzVDhjPFusbulGR97fV4/WqTk6aJhb1DHrNtTvzffgsAicKs2iuzqkT2jv1lS8+xrG2RnS1fZn6UkgFAdEX0o8nCwkIVFhYe9N7TTz8tSerbt6/Wrl0bycPHjJ17azT7g437P0Ow+CDBNKUWhktZqfZoRQMAhCHJaVfngsymjgEAOARJfU6Wo0M/y5psZtMDSGDMSY8C09x/v/dV4/pq4BG5Qeu8W1bIteh5paXdHa1oABA3TJ9Hvo2fyfR7LOv8RRuilAgAAACIfTR+AABxwbfjO7k+fjasWiMlQ7LzIw4AAADgt+IoML37nzzg+ny2alaXBa0LFG+KViQAiD8/LtqcWnirbFltLEsNZ4oMGz/iACDezP3kB20vrrasqajZ/7u1WVepQEXwa32gMryF+QEg0fFbcRQEan5s9gR8MpJSg9bZ2x8lIylNtqyCKCUDgPhjJLeQLZX1dgAgEb2zbKtSkuzKSk8KWmMGAurgKFXBN2+r5rvgH6rWszsbMSEAxB8aP1Hk7DZYaScMaeoYAABJxfvq9NG3e1Rdbf1Ur1WbStUpPyNKqQAAJ/Zvo9/+qnvQ7YHafap58Uk5jjhBjnYhnrjoSJa94IhGTggA8YXGDwCgWVq8fLsWL98RVm1+dvDZmgCApmHP6ypnj2FNHQMAYh6NHwBAsxQImMpIc2r6laH/aHDYbVFIBAAAADQ+Gj8AgGbMkNNhb+oQAAAAQMTQ+AEAAAAQG0y//Nu/les/nwQvqa2IYiAAiH80fg7Toi+2aW+l9cKg23bsjVIaAAAAIPa4vX5VVLtD1vkChvzlO+XT+uBFpimjRbZs2R0aMSEAJC4aP4eh1uXTv5ZslNNhs1z/we/3K9OoVV5GehTTAQAAALHh/179Rht2hDdTJzmvs9LHXx3hRADQfND4OSymJOnsEd102rHBP3Hw792q2jlTlNLymmgFA4Bmq9bl1fJ1JfIHTMu6T77dLSeLNgNAVFTVetW1baZ+PbCdZZ37o2fUv33PKKUCgOaBxg8AIKF8+t0evbJ4Q1i1bVszExMAosGsKVfL6l3qu/Qx60KnlJTUKzqhAKCZoPFzGEy/X5LkXvayqr5ea1UpSTIMPlkGgEjz+/dfc6ddNkTJTusndnXq0Er7ymujEQsAmjUz4JORnKakgWOtCw2bnEcMi04oAGgmaPwcDt/+BepsLQuU1KeHda0jSfa2R0YhFABAkjJbJCklyfrHHI9yB4DoMZypSh70m6aOAQDNDo2fRmBr1VbJg05t6hgAAAAAAAAH4d4jAAAAAACABMWMHwBAXNha5tf0st/J+/R6SeuD1pk/PszLMIzoBAOAZszrC2h7UZXKy2ss60q9qeqg6iilAgD8Lxo/AIC4sLcmII+cGt6zpTKzW1nW5rZMCbmwMwDg8D37zvf6fE1JGJU2OWxmxPMAAH6Oxg8AIK78+qgsdezetaljAAAkVe7aqtY2n85I/SZkbc+OHSMfCADwMzR+AAAAABzENE2ZdZWSrGfpmB6XMpw2DTvt5JD7tLfr3UjpAAANQeMnCO+WrxQo225Z466pk5QXnUAAAABAlHi+mivPirdCF3pPkZIy5ex5YsQzAQAODY2fIFwfPSO5rRep8wackn4nIzk9OqEAIAH5AwEt+nK76tw+y7rl33milAgAYNbsk5wpSh58rmWdbZnkdKZFJxQA4JDQ+AnGDMjZ5xQlDz0/aInN5ZX+9qls2e2jGAwAEsv24mq99sEmGbJ+ElfANJVu1CkzjR9dABANhiNZSb1/bV3z7TcyAizaDACxjN+erRiGDJst+GaLbQCA8Bx4/Pqkc/qpf/fWQeu8m7+Ua/HzSkvpH6VkANB87fPY9W1NRyWv3GVZ9/0PZerZ0fpJiwCApkXjJ4jldR20e3OGHO6NQWtqXda3JQAAAADxaOGOTH20r5303tqQta0yk6OQCABwqGj8BPFG5UC5Kpxy7NkRtCZgmkp22tU2h/uaAeBQBVxVkqS6xY+r6j+7LQr9+/+vxe1gAIDG4TeldJtbd11+Usjabp1zVF5mvTYmAKDp0PgJwpQ0ol2tLrywsKmjAEBCM2srJUn27A5ydjjCstZIbiFbyzbRiAUAzZ5NprIzU0LWOewsfwAAsYzGDwAgJtg7HKWUocc1dQwAAAAgodD4AQAAAJqJorJaLfxyuwKBgGXdJ0UZSre5o5QKABBJza7x4y/erIoftstTzQ8yAAAANC/L1xXrw693qmV6kqxWTMt0+tXDURy1XACAyGl2jR/XJ8+rdu+WMCrHy3CGvqcZAAAAiDcPXT5MTkfwtXlcHz8n39avJV0UvVAAgIhodo0fBfxK7TZQ9hMusa77+3LZWrOAKAAAAAAAiF/Nr/EjybA7ZCS3CFUVlSwAkKhM09TrH21SeZX1rbVbdpRGKREAAADQ/DTLxg8AIPKq6rx677NtSk91Ki05+I+bgF9qay9Tm5Yto5gOAAAAaB5o/AAAIsM0JUlntNurEW1rg5fVVsi3+Qulpl8bpWAAkHi8Pr+WryuR12f9tK7/rNodpUQAgFjR7Bo/b+3tplXbC6S1Sy3r6ty+KCUCgMRkumskSf49G+St3mJZa7RoJVtmfhRSAUBiWrmxVE/PXx1WbXqqU3YbyxoAQHPR7Bo/a2qz5ZOhXu2sbyno3i5LQ/sURCkVACSgH2f8ODoPVMaZNzVxGABIbL7A/pk+N/1ugPJapVrWpiY7ZKPxAwDNRrNr/EhSpxYuTSzs09QxAAAAgEbVMj1J2ZkpTR0DABBDmmXjBwBweJ6e/7127K2Rz2ItiepaTxQTAQAAAPglNH4AAA22Yn2JcrNS1S43PXiR3ytz6wr1zusctVwAAAAADkbjBwBwSI7r00aFQzoG3R6oq1TNC48quUXn6IUCgATj8wf07mdb5XL7Leu+WFsUpUQAgHhD4wcAAACIUVuLqvTWf36Qw25YLsjs95vKzkxWyxZJUUwHAIgHNH4AAACAGPXjAxI16ex+OqprTtOGAQDEJVtTBwAAAAAAAEBkMOMHAAAAaCYClSXyrH5fClivGeRd+6GMlIwopQIARBKNHwAAAKAJrFhXIv/6vaqudgWt2bSzolGP6d38ubyrFkjOVCn4kkGSI0n2gh6NemwAQNOg8QMAAABEWVWtR4+/+W1YtYakzBCLNgfqKuVZMVfyey3rvOs+liSlT/ibDLszrOMDAOIbjR8AAAAgyvyB/as2/+HM3urfJduy1umwKTXZ+td2/87V8q5+X0ZqpmSzB60zUlvKllVgWQMASCw0fgAADef3qWrVB6rZsTF4jWm9fgQAQEpNcVrO5jFNU4GSH+Tz1Fnux7/ze0lSWuGtsmW1adSMAID4RuMHANBwgYBMv1+2zFzLMlurdnK0OypKoQAg8QTKd6j2rXvC/wJnSuTCAADiUkQbP/Pnz9esWbPk8/l00UUX6YILLjho+5o1a3T77berpqZGgwYN0t133y2Hg14UAMQDZ3aBUk8b3dQxACCxed2SpOQh58mW182y1EhuIVuLVtFIBQCIIxHrshQVFWnGjBmaM2eOkpKSNH78eA0ePFjdu3evr7nxxhs1depUHX300brttts0e/ZsnX/++ZGKBAAAAMQE07d/EebSxc+p+tMfgte5qyVJtuwOchQcEZVsAIDEErHGz9KlSzVkyBBlZWVJkkaOHKkFCxbo6quvliTt3LlTLpdLRx99tCRp3Lhx+tvf/kbjBwAAAAnP9O5fs8eRni1H5zzLWsOZLHt+d8saAACCiVjjp7i4WLm5/137IS8vT6tWrQq6PTc3V0VFRQ06hs1mNDhX61Zpykk7tK+NNYkwBikxxsEYYkcijCPaYziU4+Vlp6plywDf7xiSCONgDLEjEcYR69fSpOQk5bVKVXaPfkobOihCqaKH/2ZiRyKMIxHGICXGOBJhDIhg4ycQCMgw/vsfiWmaB70OtT0crVq1aHCu+246q8FfE6tyctKbOkKjSIRxMIbYkQjjiPYYDuVaOuv2xFnbJxH+m5ESYxyMIXYkwjhi/Vqak5OuZya3j1Ca6OO/mdiRCONIhDFIiTGORBgDJFukdlxQUKCSkpL61yUlJcrLywu6fe/evQdtBwAAAAAAwOGJWONn2LBhWrZsmcrKylRXV6dFixZp+PDh9dvbtWun5ORkrVixQpI0d+7cg7YDAAAAAADg8BimaZqR2vn8+fP15JNPyuv16pxzztHEiRM1ceJETZo0SX379tXatWs1efJkVVdXq0+fPnrggQeUlJQUqTgAAAAAAADNSkQbPwAAAAAAAGg6EbvVCwAAAAAAAE2Lxg8AAAAAAECCovEDAAAAAACQoGj8AAAAAAAAJCgaPwAAAAAAAAmKxg8AAADQyKqrq3XmmWdqx44dkqQ5c+Zo9OjRKiws1NSpU+Xz+SRJH330kQoLC1VYWKjrr79eNTU1kqRdu3bpggsu0KhRo3TFFVfUvx9PY3jzzTd1wgknaOzYsRo7dqxmzJgR1fyPPfaYzjjjDJ1xxhl66KGHJElLly5VYWGhTjvttIPyrFmzRuPGjdPIkSN1++23148tFs5DY4wjns7FATfddJPmzJlT/zrezsUBPx1HPJ2LxYsXa+zYsRozZoyuvPJKVVRUSIqNc4EGMgEAAAA0mm+++cY888wzzT59+pjbt283N23aZJ544olmUVGRaZqmOWXKFPPZZ581KyoqzCFDhpgbNmwwTdM0n3rqKfPee+81TdM0L730UvPtt982TdM0H3vsMfOhhx6KuzHcc8895vz586Oa+4BPP/3UPO+880y32216PB5zwoQJ5vz5880RI0aY27ZtM71er/nHP/7R/PDDD03TNM0zzjjD/Prrr03TNM1bb73VfOmll0zTbPrz0FjjiKdzsWfPHvOyyy4z+/XrZ77xxhv1+4m3cxFsHPFyLqqqqszjjz/e3LNnj2mapvnII4/EzPUJDceMHwAAAKARzZ49W1OmTFFeXp4kad26dTr66KPrX5900klavHixtmzZorZt26p79+4Hve/1evXll19q5MiRkqRx48ZpwYIFcTUGSfr222/15ptvqrCwUDfccEP9bIFoyM3N1S233KKkpCQ5nU5169ZNW7ZsUadOndShQwc5HA4VFhZqwYIF2rlzp1wul44++mhJ//1+x8J5aIxxSPFzLiRp/vz5Ovnkk3X66afX7yPezkWwcUjxcy68Xq+mTJmi/Px8SVLPnj21e/fumDgXaDgaPwAAAEAjuu+++zRo0KD617169dLKlSu1e/du+f1+LViwQHv37lXnzp21Z88erV27VpL03nvvae/evSovL1d6erocDoek/X+sFRUVxdUYDuS+8sorNW/ePLVp00b33HNP1PL36NGjvgGyZcsWvffeezIMQ7m5ufU1eXl5KioqUnFx8UHvH/h+x8J5aIxxHPh3PJwLSfrTn/6k3/72twftI97OhfTL45Di51y0atVKp556qiTJ5XLpqaee0imnnBIT5yIcu3fv1plnnqmxY8dq+fLlmjRpUqPt98QTT1RZWVn9e0uWLNFxxx1Xf/ve2LFjVV1dbbmfNWvW6JRTTtG4ceM0Z84cXXbZZY2SLxhHRPcOAAAANHNdunTR9ddfryuuuEIpKSkaNWqUvv32W2VmZurBBx/UHXfcoUAgoHPPPVdOp1OmacowjIP28dPX0dbQMUjS448/Xv/1f/rTn+r/iIymDRs26LLLLtNNN90ku92uLVu21G878H0OBAIHfX8PvB9L5+FwxiHFz7kIJt7OhZV4OxdVVVW66qqr1KtXL5111lkqKiqKmXNh5fPPP1fr1q313HPPSdJBjexD9dZbb+lvf/ubiouLD3r/66+/1h//+EddfvnlYe/r/fff1+DBg3XfffcdtAZUpND4AQAAACLI7XarX79+euuttyTtnxXToUMH+f1+FRQU6LXXXpMkrVq1Sh06dFB2draqqqrk9/tlt9tVUlJSf4tVU2noGKqqqvTGG2/o4osvlrT/j0m73R7VzCtWrNCkSZN022236YwzztAXX3yhkpKS+u0Hvq8FBQUHvb93717l5eXFzHk43HHE07kIJt7ORTDxdi6Ki4t1ySWXaMiQIbrtttskxc65OODzzz/X9OnT1bZtW23evFkpKSk666yz9NRTT6mqqkoXXnihrr76at177716++23dcstt2jfvn3avn27fvWrX6m0tFQpKSlav369SktL9etf/1pZWVn64IMPVFJSoqlTp2ro0KEqKirS4sWL9cwzz2jUqFEHZfj666/lcDj07rvvKj09Xdddd52OPfbYoJnnzZunV155RX6/Xy6XS8cff3z9tm+++UZ//etf5fF4VFJSomHDhun++++XtH+B/aeeekopKSkaMmSInn/+ea1evTqs7xO3egEAAAARVFtbq4svvljV1dXyeDx68cUXNXr0aBmGoT/+8Y8qKiqSaZp67rnnNHr0aDmdTg0aNEjvvvuupP2fMg8fPjyuxpCWlqb/9//+n1auXClJevHFF6M6s2H37t266qqrNH36dJ1xxhmSpP79++uHH37Q1q1b5ff79fbbb2v48OFq166dkpOTtWLFCknS3LlzNXz48Jg4D40xjng6F8HE27kIJp7Ohd/v1+WXX67TTz9dt99+e/2snlg4Fz/13Xff6cILL9T8+fM1btw4vf7665o0aZIGDRqkF1544Wf1LpdL77zzjm688UZJ0urVq/XPf/5TL774op599lmlpaXpX//6lyZMmKCnn35akpSfn6/HHntMXbp0+dn+srKyNH78eM2dO1d/+ctfdPXVV2vPnj1B844ZM0bjx4/X6NGj9fDDDx+07fnnn9ekSZP02muv6Z133tGSJUv03XffaePGjZo+fbqee+45vfXWW0pPT5ff7w/7e8SMHwAAACCCWrVqpauuukrnnXeefD6fzjzzTBUWFkqS7rnnHv3pT3+Sx+PR0KFDdckll0iSpkyZoltuuUWzZs1SmzZt9H//939NOYQGj8Fut+uRRx7RXXfdJZfLpc6dO9c/OjoannnmGbndbk2bNq3+vfHjx2vatGm65ppr5Ha7NWLEiPpP7qdPn67Jkyerurpaffr00YQJEyQ1/XlojHHE27kIJt7OxS+Jp3OxePFirV69Wn6/XwsXLpQkHXXUUbrvvvua/Fz8VK9evepv5Tr77LN1zz33aN++fUHrjznmmINen3TSSXI6ncrNzVVaWppOPPFESVLHjh0t93PAY489Vv/vQYMGacCAAfr000919tlnN3gs06ZN08cff6wnnnhCmzdvltvtVm1trZYvX67jjz9eBQUFkqTf//73mjlzZtj7NUzTNBucBgAAAAAAoAl9/vnn+utf/6rXX39dkuTxeNS/f3/dfPPNWrZsmZ588kl9/vnnB93q1aNHj/om+09fDxgwQPPnz1f79u31wQcfaObMmT9bg6dnz55atmyZsrOzVVlZqZdfflmXXXZZ/ayoyy67TKNHj9bYsWOD5p45c6bKy8t15513as6cOVq4cKGefPJJnXvuuerZs6dOPPFE9ezZU5deeqnuuecerV+/XitXrtT06dMl7b9tcNCgQVq3bl1Y3ydu9QIAAAAAAHFp7dq19U8WfPXVVzVgwABlZmZG5dgtWrTQSy+9pEWLFknaf9vYqlWr6mcNNURlZaW+/fZb3XDDDTrttNO0Z88ebdu2TYFAQCeccIKWLVtW/wS1A+uqhYtbvQAAAAAAQFxq3bq1HnnkEe3cuVPZ2dl66KGH9MUXX0Tl2Ha7XX//+981depUzZw5U3a7XTNmzFB2dnaD95WZmalLL71UZ511ltLS0pSfn6+BAwdq69atGjp0qG699VZdcsklSkpK0pFHHqnU1NSw982tXgAAAAAAIO78721ciWz79u2aO3eurrzyStlsNi1atEhPP/102DN/mPEDAAAAAADQSD777DM98MADv7ht8ODBuu222xq0v4KCAhUXF6uwsFB2u10ZGRn1j3kPBzN+AAAAAAAAEhSLOwMAAAAAACQobvUCAAAAgDD5/X49//zzmj9/vvx+v7xer0466ST9+c9/1pNPPqmXX35Z8+bNU25ubv3XnHnmmbrjjjs0ePBgFRcX6/7779emTZskSSkpKbrssst0yimn6K233tI//vEPSdLu3buVnJxcv0jsHXfcoWXLlumll15Sfn6+JMk0TVVXV+vUU0/VLbfcUv846Q8++EDPPvusKisr5fP51KNHD918881q06aNJk2apK1bt0ra/zSkI444QjabTZmZmXrhhRd+ccwej0fnnXeehgwZoptvvrn+/aKiIo0ZM0YPP/ywnE6nJk6cqC5dutRvr6mpUffu3fXAAw+oVatWjXUKADQQt3oBAAAAQJjuuOMOVVRU6L777lNGRoZqa2t1ww03qEWLFurYsaOeeuopHXvssXrmmWfqGzH/2/i59NJLNWzYMF188cWSpI0bN+p3v/ud/vWvf6lbt271x7nlllvUo0cPXXLJJfXvzZw5U+Xl5brzzjvr36uoqNCYMWM0depUnXjiiZo/f75mzZqlWbNmqVOnTjJNU0899ZRef/11vfPOO0pKSqr/2p49e2rZsmVhPYFo8+bNOuecc/Tkk0/q2GOPlWmauuSSS9S3b19dd911v7jIrt/v1zXXXKNu3brp+uuvP+TvOYDDw61eAAAAABCGHTt2aP78+br//vuVkZEhSUpLS9Pdd9+tU045RZI0ZswYFRcX69lnn/3FfZSUlMjlcikQCEiSunfvrlmzZikzM/OQMu3du1cul0stW7aUJM2YMUO33367OnXqJEkyDEOXXnqprrnmGnk8nkM6hiR17dpVt9xyi26++WbV1tbq5Zdflsvl0qRJk4J+TXV1tcrKyuqzAWga3OoFAAAAAGH4/vvv1b17d6Wnpx/0fm5urkaOHKn169crOTlZDz/8sM4//3wNGTJEffr0Oaj2pptu0o033qh//OMfGjhwoI455hgVFhYedGuYlXfffVcrVqxQXV2dKioq1Lt3b919993q16+fysvLtXPnTg0cOPCgrzEMQ2PGjDm8wUs699xz9cknn+i2227TqlWr9Morr8hut9dv37Ztm8aOHSufz6eysjIVFBTo9NNP10UXXXTYxwbi1YFZeD6fTxdddJEuuOCCg7avWbNGt99+u2pqajRo0CDdfffdcjgat1XDjB8AAAAACIPNZqufqWOlZ8+euvbaa3X99dertrb2oG1Dhw7Vhx9+qMcff1z9+/fXBx98oFGjRmnVqlVhZRg9erTmzp2rt99+W6eddppcLpd+/etf1+eTFFbGQ3Xvvffqk08+0Q033FC/1tABHTt21Ny5c/XOO+/ohhtuUElJiU4//XQ5nc6I5QFiWVFRkWbMmKGXX35Zb731ll599VVt3LjxoJobb7xRd955pxYuXCjTNDV79uxGz0HjBwAAAADC0K9fP23evFnV1dUHvV9UVKRLL71ULper/r0LL7xQnTp10n333Vf/Xmlpqe666y4ZhqFBgwbp8ssv10svvaTRo0frrbfealCWpKQk3XHHHaqurtZDDz0kSWrZsqU6d+6slStX/qz+z3/+s9auXdugY/ySli1bKjMzUx06dLCsO/vss/XrX/9af/7zn+Xz+Q77uEA8Wrp0qYYMGaKsrCylpaVp5MiRWrBgQf32nTt3yuVy6eijj5YkjRs37qDtjYVbvQAAAAAgDPn5+SosLNRtt92m+++/X+np6aqurtZdd92lrKwspaSkqK6urr7+gQce0JgxY1RRUSFpf9Nk6dKlev7553XxxRfLMAzV1dXV3yLVUElJSZoyZYomTJigcePGqXfv3rr66qt133336e9//7s6deokv9+vJ598UmvXrlXXrl0b7XsRjhtuuEEjR47USy+9xO1eaBJLlm/Tv7/YFpF9n3pcR/16UEfLmuLi4oNu48zLyztodt9Pt+fm5qqoqKjRszLjBwAAAADCNGXKFHXv3l3jx4/X2LFj9dvf/lbdu3fX1KlTf1abnZ2tadOmyev1SpIcDoeeeeYZff311zr55JN15pln6txzz9VJJ52kc84555DyDBo0SIWFhbrnnntkmqYKCwt12WWX6S9/+YvGjh2rM844Q5s2bdI///nPg57oFQ2ZmZm64YYbNHPmTO3duzeqxwZiQSAQqH+6nySZpnnQ61DbGwuPc0fc+KVHRMaChjwGMxwzZ87UY489pvvvv19nn312/fu1tbU6/vjjddxxx+nJJ5/UzJkz9fLLL2vevHkHdYn/93GhAPBLmtP19KWXXlJ+fr5M05TX661fBDU9PV0PPvigvvrqK7344ov1608sWLBAjzzyiF577bX6J/YAAAAcijfffFPLly+vv+Xz8ccfl2mauvrqqyXtv9Xr4osv1r///W9J0vLly/W3v/1Nzz//fKPmYMYPEIPatm2ruXPnHvTeokWLlJaWdtB71dXVuvnmm0X/FgB+2YFFUOfNm6e3335bNTU1euGFFyRJ119/vex2e/3aGGvXrtXUqVP1+OOP0/QB0OxUV1dr7Nixv/i/888/v6njAXFp2LBhWrZsmcrKylRXV6dFixZp+PDh9dvbtWun5ORkrVixQpI0d+7cg7Y3Ftb4QVypra3VpEmTtHXrVmVmZuqee+5Rly5dVFVVpbvvvltr166VYRg68cQT9Ze//EUOh0NHHXWUTj75ZK1du1bTp0+X2+3WQw89pLq6OjmdTl177bUaPny45syZo4ULF+rJJ5+UpINel5WV6dZbb9W2bduUlZWl3Nxc9ejRQ9dcc42k/Z8qr1y5Uvv27dMll1zys0f0VVZW6sILL/zZeEaNGqUrrrjiZ++feOKJWrx4sfbs2aOCggJJ+7vFY8aM0ebNm+vrxowZo5UrV+rZZ5/VJZdc0mjfZwCJr7lcT/+X2+1WbW1t/SxJh8OhGTNm1K+LMWvWLN11113q1q1bY3yLASCupKen/+yDRwCHJz8/X9ddd50mTJggr9erc845R/369dPEiRM1adIk9e3bV9OnT9fkyZNVXV2tPn36aMKECY2eg8YP4sru3bs1ffp0DRw4UK+++qpuuukmvfbaa5o6daqysrI0f/58eb1eXXHFFXr22Wd16aWXyuv16qSTTtKjjz6q8vJynXHGGZo1a5b69++vDRs26Pe//71ef/11y+NOnTpV3bt315NPPqni4mKNGzdOPXr0qN/eoUMHTZkyRatXr9Z5552nc88996DHVmZmZjboB6nD4dDpp5+uefPm6dJLL9WuXbtUU1OjHj16HNT4SU5O1sMPP6zzzz9fQ4YMUZ8+fRrw3QTQnDWX6+m7776rFStWKBAIaNeuXWrbtq1OO+20+u35+fl68MEHdckll+gPf/iDTjnllAZ8FwEAAKwVFhaqsLDwoPeefvrp+n/36tUr5O9Ph4tbvRBXevbsqYEDB0qSzjrrLH333XeqqqrSxx9/rN///vcyDENJSUkaP368Pv744/qvGzRokCRp1apV6tixo/r37y9J6tGjhwYOHKgvvvjC8rgfffSRzjvvPEn7V2IfNWrUQdvPPPNMSdKRRx4pj8fzs0d8VlZW/uK02VmzZgU95tixYzV//nxJ+6f8/eY3vwn6Pbn22mt1/fXXq7a21nIcAHBAc7meHrjVa/78+frss8909NFH67rrrjuoZunSpcrNzdWnn3560KOYAQAAEgEzfhBXbLaDe5WGYcjhcPxsNfRAICCfz1f/+sDaOH6//2erpJumKZ/Pp6SkpIPWyjnw9AVp/wyc/9320xwOh6M+z4F9/q+GfkItSf369ZPf79eaNWv07rvv6oUXXtCSJUt+sfbCCy/UJ598Ur9oGACE0pyupwc4nU6df/759Y0naf+MoHfeeUdvvvmmrr/+et11112aNm3aIe0fAAAgFjHjB3Fl3bp1WrNmjSTp1Vdf1THHHKPU1FSdcMIJevHFF2Wapjwej2bPnq1hw4b97OuPPvpobd68WatWrZIkbdiwQV9++aWOO+44ZWdna8OGDXK73fJ6vVq4cGH9140YMaJ++l15ebkWL14ckcfs/dTYsWN1//33q0uXLsrKyrKsfeCBB/TRRx9p69atEc8FIP41t+vpAR9++KH69esnaf/3YMqUKXrkkUeUm5urhx9+WJ988olmz54dtTwAAACRxowfxJWuXbvqscce0/bt25WTk1P/qezkyZM1depUFRYWyuv16sQTT9Tll1/+s6/Pzs7Wo48+qnvvvVcul0uGYeiBBx5Qly5d1KFDBx177LE6/fTTlZubq8GDB2vdunWSpFtvvVWTJ09WYWGhsrKy1LZtW6WkpER8vGPGjNEjjzyiv//97yFrs7OzNW3aNP3pT3+KeC4A8a+5XE8PrPFjGIbcbrc6dOigBx98UBUVFbr66qt1zTXXaMCAAZJU3/y5/PLLddRRR6l3794RywUAABAthslzoIGQXnrpJfXu3VsDBgyQx+PR+eefr2uuuUYjRoxo6mgAEFe4ngIAAEQXM36AMHTv3l333nuvAoGAvF6vRo0axR8pAHAIuJ4CAABEV0Rn/FRXV2v8+PF64okn1L59+4O2rVmzRrfffrtqamo0aNAg3X333fULOgIAAAAAAODwRWxx55UrV+p3v/udtmzZ8ovbb7zxRt15551auHChTNNkIUUAAAAAAJBwqqurdeaZZ2rHjh0/27ZmzRqNGzdOI0eO1O23337Q01QbS8QaP7Nnz9aUKVOUl5f3s207d+6Uy+XS0UcfLUkaN26cFixYEKkoAAAAAAAAURcLk2Iidm/VfffdF3RbcXGxcnNz61/n5uaqqKgoUlEAIC48/uAT+nBvnl7767imjgIAMeeHLz/Vkn8vC1n3VmkPdUip1t/vuyAKqQAAsaxq1YeqWrkkIvvO6P9rZfT7Vci6A5Nibrrppp9t+6VJMX/72990/vnnN2rWJllUJxAIyDCM+temaR70OlylpdUKBBq+RFFuboZKSqoa/HWxJBHGICXGOBhD7IjVcZRXubXoy23y+62vV2srMxWQDnkMubkZh/R1XEvjewxSYoyDMcSOaI8jULtP3tUfSAG/Zd1bX9dqSXmPsPZZkJcV9WspAAC/JBYmxTRJ46egoEAlJSX1r/fu3fuLt4QBQCL48j9LtXCVqRSbT5YtbtOpbi1qohULAGLCpq++1L8+c8tvWq9AsM3fXkmGX3/7y69D7rNtm5bau7e6sSICAOJURr9fhTUrp6k01qSYUJqk8dOuXTslJydrxYoVOuaYYzR37lwNHz68KaIAQMT5i3+Q1FlTeqxUhsN6sbZWR/9K7ujEAoCYsLFM+sGXp94dM2V3OIPW9ZXUpU2Gkpz2kPuMxC/NAAA0tmhNiolq42fixImaNGmS+vbtq+nTp2vy5Mmqrq5Wnz59NGHChGhGAYCoSx35Z6WlJVnWZCbIrSIA0FBXnNFDLVq2bOoYAABETbQmxUS88bNkyX8XUnr66afr/92rVy+9/vrrkT48AAAAAABAzIj2pJgmudULABJBIGBq3fZ98nitFyTd7U6NUiIAiC2VNR55fQHLmrK6KIUBAKAJNeWkGBo/AHCI1m3fp7++8nUYlfmyGwElOawXLgWARLJxR4Xuf3FFGJX71+yx2ViXBwCASKDxAwCHqGbzN5Kk37fbpDbJwT+y9lfsUVZ2jlKSTolSMgBoepW1HknSmOM7KyczJWidb+d3Sv/hA6UkDY5WNAAAmhUaPwBwiPy710rqqTbJdeqUavEY9tQMObofE7VcABBLBh6Rq475GUG3e2zfyr1jdxQTAQDQvND4AYDDlHLixUprk9nUMQAganYUV6vG5bWsWb99X3TCAAAASzR+AAAAELbi8lrd+ewXYdcnJ9kjmAYAAIRC4wcAAABhc3n2P8nwNyd0UY/2LYPWmZJSXSXKce+Qb0/w/QUqSxo5IQAA+F80fgAAAKCAaerp+atVWeuV1+cPWrerZP+aZu3z0nVk5+ygdb6dq1W36CGF9bR2m12y82spAACRwE9YAACABFdd59W+ardlTa3Lp89XF6lt6xZq2SIpaF2nggwlO+3qEmJtM9O7v+WTfMIE2TLzLWuNtCwZjmTLGgAAcGho/AAAACS4e577UnsrXGHVnvWr7jqme06jHdue10321p0abX8AAKBhaPwAAADEKY/Xr/IQM3kkaW+FS/265eiEvm0s6+w2QyMGdVDlvtqgNWbAJ8/yt2R6gtdIUqCKtXsAAIgFNH4AAADi1KOvr9KareVh1bbPTdegXnkh65Kd1k/hCpTvkuebtyVnigy707LWaJkvW3rjzR4CAAANR+MHAAAgxrz32VYt+nJ7yLqKGo86F2To1EEdLOsMQ+rTJfhCzA1impKklJMmytn5mMbZJwAAiBgaPwDwE9V1Xt3z3JeqcXkt63ye7pIkm2FEIxaABOH1+Q/0ToJavaVMPn8grBk6g4/MV69OrRopHQAASDQ0fgDgJ/ZVu+vXw8hvlRa0zrf5C6XY/WqX+6vohQMQ1/69fLteWbwhrNrOBRm6aFSvCCcCAACJjsYPAARxQt82lp+2185/XZLksNuiFQlAnCspr5PTYdPYE7qErO3RvmUUEgEAgERH4wcAAOAw1bi8Wr70B1VUWj8y/eOVu2QzDI0ewuPNAQBAdND4AQAAOEzLvtujl8O8hat9bosIpzl0/tLtqq10y1cR/FHtgcriKCYCAACHi8YPAADAYfIH9q/W/ODlQ5WSZP049NTk6P/65flusfx7t1oX+dzybf5CwVs+BzOSgq+BBgAAYgeNHwAAgEaSnuqMamMnUF2qQNmOkHXuL2ZLhi1Es8aUkZqpVkPHypUR4lY0R7Js2e0bFhYAADQJGj8AAABB1Li8emfZVnm9Acu6D77eGaVEB6t7f5YCRRvDqk0aOFbJg84KWZeVm6GSkqrDjQYAAGIEjR8AAIAg1m7dpwWfb1Nqsl02wwhal5xkU9vcdCU5G+cpf77t38q78bOQdYHyXbK36ankwedZFxqGbNkdGiUbAACILzR+AAAAgtq/ds8tFxyjDnnplpW5jThTxrt6iXzbV8lo0cqyzkhOk6PzMbLndW2U4wIAgMRD4wcAACBKTE+t/LvXHegnBRWo3Sdbq3ZqcfY90QkGAAASFo0fAM2KaYb4a0uq/4PMvfxN1W4oC1rmL90me07HRkoGoDnwfPOOPN+8E1atvU2vCKcBAADNAY0fAM2GPxDQLU98ptJKV1j1ZnWx1DL4ZdKe01GO7kMbKx6AKDJNUxt2VKjW7bOs+2bdbkn7n4pVl+axrC1Odsrl9lrW+Eu2SM4UpRXeEjKjLTMvZA0AAEAoNH4ANBteX0CllS716dxK3dtnWRdv+Ei9WyUprfDmqGQDEF17ymo17aWvwq5PKt0kf7V1k8hlN+T3h55V6Og0QPbWncM+NgAAwOGg8QOg2enTJUejBlvfolVb/q8opQHQFDw/Pp793JO6q2fHrKB1vl1rZP/iRbU78ybZc6yfitWYizsDAAA0Fho/AACg2crPTlWXNplBt3tddrnsNHMAAED8sjV1AAAAAAAAAEQGM34AAECzc+AJf/49G+S1/RC0zl+8KVqRAAAAIoLGDwAAaHYCVSWSJM/Kd+VasyNkvZGcFulIAAAAEUHjBwAAND+B/U/ocvb6ldKOOdKy1EhKk61Fq2ikAgAAaHQ0fgA0O57V76u2eI9ljb90m+w51k/+AhD/jNQM2Vu1a+oYAAAAEcPizgCaHbN2X8gae05HOboPjXwYAAAAAIggZvwAaHaMtCylFf6hqWMAAAAAQMQx4wcAAAAAACBB0fgBAAAAAABIUNzqBQAAEoZpmnpl8QaVVbkt67btLo9SIgAAgKZF4wcAACSMGpdPi1fsUMv0JGWkOoPWJTsMdbKXqH3LzCimAwAAiD4aPwAAIOGMHtJJpw7qEHS7f+8W1c55Rqnpf45iKgAAgOhjjR8AAAAAAIAEReMHAAAAAAAgQXGrF4CE8PCr32jDjgrJNIPWHNhiRCcSAAAAADQ5Gj8AEsLWPVVqn5uuIzq0tKwLbFqmgS3LopQKAAAAAJoWjR8ACePILtk6+8QuljW11a9FKQ0AAAAAND3W+AEAAAAAAEhQNH4AAAAAAAASFI0fAAAAAACABEXjBwAAAAAAIEHR+AEAAAAAAEhQEX2q1/z58zVr1iz5fD5ddNFFuuCCCw7a/v333+vOO++U1+tVmzZt9Ne//lWZmZmRjAQgzrz87/X6fE1RyLrqOq9q1n2u2n3/sqzzl26TPadjY8UDAAAAgJgWscZPUVGRZsyYoTlz5igpKUnjx4/X4MGD1b179/qa++67T5MmTdKIESM0bdo0PfPMM7ruuusiFQlAHNqws0JJDpv6dWttWefb8pUGa5Uk6+axPaejHN2HNmJCAAAAAIhdEWv8LF26VEOGDFFWVpYkaeTIkVqwYIGuvvrq+ppAIKCamhpJUl1dnVq2bBmpOABiTFF5rb7/oSxkXVWtR+1z03XhyJ6WdbXz58jpzJZz1I2NFREAAAAA4l7EGj/FxcXKzc2tf52Xl6dVq1YdVHPLLbfoj3/8o+6//36lpqZq9uzZDTpGTk76IefLzc045K+NFYkwBikxxsEYGu65Bev08Tc7w6o9rk+bkPl2OfdfzjgXDce1NP7HICXGOEKNYdm3u7Rld5VlTXWtR5KUnp5suT+3r4VqJWW2TFWLRvzeJcJ5kBJjHIkwBgAAGkPEGj+BQECGYdS/Nk3zoNcul0u33367nnvuOfXr10//+Mc/dPPNN+upp54K+xilpdUKBMwGZ8vNzVBJifUvjrEuEcYgJcY4GMOhqan1qE1Omm4+f2DI2vQ0Z8h8Xq9PTqejWZ+LQ/0jh2tpfI9BSoxxhDOGR175WrVuX1j7S3PYLPfn37d/xnFlRZ1qG+l7lwjnQUqMcTTFtRQAgFgVscZPQUGBli9fXv+6pKREeXl59a/Xr1+v5ORk9evXT5J03nnn6dFHH41UHAAxyGYzlNkiqaljAIgTAdPUqYM66LyTu4estf3Ph00AAADNWcQe5z5s2DAtW7ZMZWVlqqur06JFizR8+PD67Z06ddKePXu0efNmSdL777+vvn37RioOAABIAIaxv6kT6n8AAADYL2IzfvLz83XddddpwoQJ8nq9Ouecc9SvXz9NnDhRkyZNUt++ffXAAw/o2muvlWmaysnJ0f333x+pOAAAAAAAAM1OxBo/klRYWKjCwsKD3nv66afr/z1ixAiNGDEikhEAAAAAAACarYg2fgA0P1+sKdLsDzbKDLFWcHWdV/mtUqMTCgAAAACaKRo/ABrV5l2Vqqj2aNhRBSFre3fOjkIiAAAAAGi+aPwAaHQOh01/GH1ko+zLs+ZD+TYuC1nnL90mZ0HXRjkmgPhmuqplemotawLVZVFKAwAA0LRo/ACIab6Ny+Qv3SZ7TkfLOntOR6X3OUHuKOUCEJtMn0fVL18v+cK8Gtj5VQgAACQ2ftsBEPPsOR2VVnhryLrM3AyVlFRFIRGAmOXzSD63HN2HytH+KOtaR5Ls7RpndiIAAECsovEDoEk05BauULN9AOCn7Hld5Tzi+KaOAQAA0ORsTR0AQPN04BauUOw5HeXoPjQKiQAAAAAg8TDjB0BY9lW7teSrHfL7rZ/Tvn77vrD3Ge4tXAAAAACAQ0PjB0BYVqwr0dtLt8pht8kwrGu7tMmMTigAAAAAgCUaPwDCYpr7Z/r839XHKz3V2cRpAAAAAADhYI0fAAAAAACABMWMHwCqrvOqotptWVPn8UcpDQAAAACgsdD4AZq5H3ZXaurzS2Rar9lczxZqgR8AAAAAQMyg8QM0cxXVHpmmNHpIJ+W0TLGsbZWRrLQULhsAAAAAEC/4Cw6AJGlQr1x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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.displot(\n", " data=building_footprints, \n", " x=\"CNSTRCT_YR\", \n", " hue=\"pfirm15_flag\", \n", " col=\"borough\", \n", " kind=\"ecdf\",\n", " col_wrap=3,\n", " facet_kws={\"legend_out\": True}\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Relational Plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Line Plot" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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the_geomNAMEBINCNSTRCT_YRLSTMODDATELSTSTATYPEDOITT_IDHEIGHTROOFFEAT_CODEGROUNDELEV...borocodebbltract2010xcoordycoordlatitudelongitudeplutomapidfirm07_flagpfirm15_flag
0MULTIPOLYGON (((-74.14644228489016 40.58885592...NaN51224271997.008/22/2017 12:00:00 AMConstructed93359932.5000002100.0175.0...5501990000327301.0943549.0153837.040.588830-74.14654210.00.0
1MULTIPOLYGON (((-74.221228292902 40.5303177260...NaN51335802001.008/22/2017 12:00:00 AMConstructed93749927.3100002100.0105.0...55073560090226.0922741.0132534.040.530237-74.22126610.00.0
2MULTIPOLYGON (((-74.15369944497655 40.62375637...NaN51276451996.008/22/2017 12:00:00 AMConstructed61614326.4100002100.068.0...5501701001130302.0941573.0166545.040.623701-74.15373710.00.0
3MULTIPOLYGON (((-74.15800726390819 40.62204540...NaN51296212000.008/22/2017 12:00:00 AMConstructed95420530.0400002100.022.0...5501680009430302.0940372.0165936.040.622024-74.15805910.00.0
4MULTIPOLYGON (((-73.87129515296562 40.65717370...NaN33946462009.008/22/2017 12:00:00 AMConstructed121285321.6085082100.018.0...330445208151070.01019957.0178731.040.657180-73.87130710.00.0
\n", "

5 rows × 36 columns

\n", "
" ], "text/plain": [ " the_geom NAME BIN \\\n", "0 MULTIPOLYGON (((-74.14644228489016 40.58885592... NaN 5122427 \n", "1 MULTIPOLYGON (((-74.221228292902 40.5303177260... NaN 5133580 \n", "2 MULTIPOLYGON (((-74.15369944497655 40.62375637... NaN 5127645 \n", "3 MULTIPOLYGON (((-74.15800726390819 40.62204540... NaN 5129621 \n", "4 MULTIPOLYGON (((-73.87129515296562 40.65717370... NaN 3394646 \n", "\n", " CNSTRCT_YR LSTMODDATE LSTSTATYPE DOITT_ID HEIGHTROOF \\\n", "0 1997.0 08/22/2017 12:00:00 AM Constructed 933599 32.500000 \n", "1 2001.0 08/22/2017 12:00:00 AM Constructed 937499 27.310000 \n", "2 1996.0 08/22/2017 12:00:00 AM Constructed 616143 26.410000 \n", "3 2000.0 08/22/2017 12:00:00 AM Constructed 954205 30.040000 \n", "4 2009.0 08/22/2017 12:00:00 AM Constructed 1212853 21.608508 \n", "\n", " FEAT_CODE GROUNDELEV ... borocode bbl tract2010 xcoord \\\n", "0 2100.0 175.0 ... 5 5019900003 27301.0 943549.0 \n", "1 2100.0 105.0 ... 5 5073560090 226.0 922741.0 \n", "2 2100.0 68.0 ... 5 5017010011 30302.0 941573.0 \n", "3 2100.0 22.0 ... 5 5016800094 30302.0 940372.0 \n", "4 2100.0 18.0 ... 3 3044520815 1070.0 1019957.0 \n", "\n", " ycoord latitude longitude plutomapid firm07_flag pfirm15_flag \n", "0 153837.0 40.588830 -74.146542 1 0.0 0.0 \n", "1 132534.0 40.530237 -74.221266 1 0.0 0.0 \n", "2 166545.0 40.623701 -74.153737 1 0.0 0.0 \n", "3 165936.0 40.622024 -74.158059 1 0.0 0.0 \n", "4 178731.0 40.657180 -73.871307 1 0.0 0.0 \n", "\n", "[5 rows x 36 columns]" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "building_footprints.head()" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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CNSTRCT_YRcount
019904099
119912467
219923535
319932848
419942642
\n", "
" ], "text/plain": [ " CNSTRCT_YR count\n", "0 1990 4099\n", "1 1991 2467\n", "2 1992 3535\n", "3 1993 2848\n", "4 1994 2642" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "by_year = (\n", " building_footprints\n", " .groupby('CNSTRCT_YR')[['DOITT_ID']]\n", " .count()\n", " .rename(columns={'DOITT_ID': 'count'})\n", " .reset_index()\n", ")\n", "\n", "by_year['CNSTRCT_YR'] = by_year['CNSTRCT_YR'].astype(int)\n", "\n", "by_year.head()" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": 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iAMRAQ0SSMpmtEAQgJkIjdylIigtDWLCKG1USBSAGGiKSlMnch5iIYKiU8v+4UQgCslOicIQDg4kCjvw/YYgooBnNVp8YEDwoOzUSho4+mC02uUshIg9ioCEiSbX5wBo0w01KiQLA9WiIAg0DDRFJxu5wobPbBp3Ma9AMl54QgSCVguvREAUYBhoikkxblxUi5Ntl+3RUSgUyk7QcGEwUYBhoiEgyJvPAlG2dD0zZHm5SahSOt1rQZ3PIXQoReQgDDRFJxtQ5sKieLw0KBgbWoxFF4Ggjx9EQBQoGGiKSjMlshVIhICpc/jVohstK0kIhCBxHQxRAGGiISDImcx9iI4OhUAhyl3KS4CAV0hPCuR4NUQBhoCEiyRg7fWsNmuGyU6JwrLkbdodL7lKIyAMYaIhIMm3mPsT50JTt4SalRsHhdKGmuUvuUojIAxhoiEgStn4nunrt0PnQonrDZadEAgCOcPo2UUBgoCEiSQxO2falNWiGiwgNQmJsKHfeJgoQDDREJAmTeWDKti+tEvxDk1KjcLSxEy6XKHcpRDRGDDREJInBQBPnY4vqDTcpNQp9NifqDN1yl0JEY8RAQ0SSMJn7EKRSQBuqlruUMzovMxZKhYBvKw1yl0JEY8RAQ0SSMHVaERsZDEHwrTVohgsPUeO8zFh8c9DAx05Efo6BhogkYfThKdvDzclLQKelH1X1HXKXQkRjwEBDRJJoM1sR56NTtoebnhWL4CAldhzgYycif8ZAQ0Qe12t1oMfq8OkZToOC1ErMmqxD+eFW9NudcpdDRKPEQENEHje4Bo2vbnvwQ3NyE9Bnc2JPdZvcpRDRKDHQEJHHfT9l2z8CTU5aNCLDg7DjQIvcpRDRKDHQEJHHmToHe2h8/5ETACgUAi6cEo+91W2w9NnlLoeIRoGBhog8zmi2IjhIibBgldyljNic3AQ4XSJ2VbXKXQoRjQIDDRF5XJvZirjIEJ9eg+aH0uLDkRgbysdORH6KgYaIPM5o7vPZXbbPRBAEzM5NwOEG89CgZiLyHww0RORRoijCZLb67C7bZzN7ajwA4JuDXJOGyN8w0BCRR1n67LD1O/1iDZof0kWFYGJKJHYcMEAUuRUCkT9hoCEijxqasu2HPTQAMGdqPBpNPTjeapG7FCJyAwMNEXnU92vQ+F8PDQAU5OihVAjcCoHIzzDQEJFHfb8GjX/20ESEBg3swF3JHbiJ/AkDDRF5lNFsRViwCiEa/1mD5odm58ajo9uGQ8c75S6FiEaIgYaIPMpk7vPbx02Dpk+MgyZIia+5Jg2R35A00Nx2221YtGgRFi9ejMWLF2PPnj3Yvn07iouLMW/ePDz77LNDr62srERJSQnmz5+P1atXw+FwAACampqwdOlSFBUVYfny5ejp6ZGyZCIaI1OnFTo/fdw0SKNWomCSDuWHWmF3cAduIn8gWaARRRG1tbXYtGnT0D+TJ0/GqlWrsH79epSWlmL//v3Ytm0bAODBBx/EY489hq1bt0IURWzYsAEAsHbtWixZsgRlZWXIy8vD+vXrpSqZiMZIFEW0dVn9Zg+ns5k9uAP3Ue7ATeQPJAs0x44dAwD85Cc/wTXXXINXX30Ve/fuRXp6OlJTU6FSqVBcXIyysjI0NjbCarUiPz8fAFBSUoKysjLY7Xbs3LkT8+fPP+k4Efkmc08/7A6X3+yyfTZT0qMRGRbEx05EfkKyUXtdXV2YM2cOHn30Udjtdixbtgx33nkndDrd0Gv0ej0MBgNaW1tPOq7T6WAwGNDR0YHw8HCoVKqTjrsjNjbcMx/oNHS6CMnOHYjYXu7xx/YyWQZ2qs5Ki/F6/VJc77JZqfjnVzUICdMgPDTI4+eXkz/eX3Jie7lHjvaSLNDMmDEDM2bMGPr6hhtuwHPPPYdZs2YNHRNFEYIgwOVynbSJ3eDxwT+Hc3ezu7Y2iyRTL3W6CBiN3R4/b6Bie7nHX9vraN3A4xk1RK/WL1V7Tc+MxqbPq1H21THMzU/2+Pnl4q/3l1zYXu6Rqr0UCuGsnRSSPXLatWsXvv7666GvRVFEcnIyjEbj0DGj0Qi9Xo+EhISTjptMJuj1esTExKC7uxtOp/Ok1xORbzL6+SrBP5QeH4GEmFB8zUX2iHyeZIGmu7sbTz/9NGw2GywWC9577z38+te/Rk1NDerq6uB0OrFlyxYUFhYiOTkZGo0G5eXlAIBNmzahsLAQarUaBQUFKC0tBQBs3LgRhYWFUpVMRGNk6uyDNiwIQWql3KV4hCAImJMbj8PHO9F2IqwRkW+SLNBcfvnlmDt3Lq699lpcf/31uP766zFjxgw89dRTWLFiBRYuXIjMzEwUFRUBANatW4cnn3wSRUVF6O3txbJlywAAa9aswYYNG7Bw4ULs2rUL9913n1QlE9EYmcz+P2X7hy7MTQAAfFPJXhoiXyaIAb6lLMfQ+Aa2l3v8tb0e/p/tyEyKxD3X5Hr1ulK31xOv7IK134n/+PcLJbuGN/nr/SUXtpd7Am4MDRGNLy6XiPYuW8CMnxluTm4CGo3cgZvIlzHQEJFHdHTb4HSJARlozh/agZtr0hD5KgYaIvIIk/nELtt+vo/T6USEBiF3Qgx2HDTAFdhP6Yn8FgMNEXmEKcCmbP/QnNwEdHTbcLi+U+5SiOg0GGiIyCOMnX0QAMRqAzPQ5GcP7MC94yAfOxH5IgYaIvIIk9mKqAgNVMrA/LGiUSsxM1uHnVVG7sBN5IMC8ycPEXldIK5B80Nz8uLRZ3NgbzV34CbyNQw0RAGk3tCNV7YeQldvv1ev2293oqW9NyAHBA83JT0a2rAg7OBWCEQ+h4GGKEAcb7XgP9/YjU93N+Lp13fDbLF55bq2fif+66096O7px6xJOq9cUy5KhQIXTNFjT7UJPVa73OUQ0TAMNEQBoNHUg3Vv7kaQWol/XzQFbWYrnnrtO7R3Sbv/UJ/NgT9uqMCh45248+qpmBHggQYYmO3kcIooP2Q894uJyGsYaIj8XEt7L9a9sRsKQcCDt87Axecl4v6b89HV24+nXvsOxs4+Sa7bY7Vj3ZsVqGnqwr2L8zAnL0GS6/iajIQIxMeEcpE9Ih/DQEPkx1o7+/Cfb+yGSxTxwK0zkBATCgCYmBKJB26ZgT6bA0+99h1a2ns9et3u3n785+u7cby1Gz+9Lg/n5+g9en5fJggC5kyNx6H6Tsl7wIho5BhoiPyUydyH/3x9N/rtTjxwywwkx4Wd9P0JiVo8tGQmHE4XnnrtOzQaPbMPkbmnH0+/vhvN7b1Ycf00zMgO/MdMP3RhbjxEAN8c5OBgIl/BQEPkh9q7rPjPN3ajz+bAA7fMQKr+9DvQpurD8fCSmRAE4A+v70a9YWw74HZ02/CH176D0dyH+26YhvMyY8d0Pn8VHx2KrCQtvuZsJyKfwUBD5Gc6LTb855sV6O6149c35yM9IeKsr0+KC8PKpTOhUSvw9Ou7caypa1TXNZn78NRr5ei02PDrm/IxJSNmVOcJFLNzE9BgtKCBO3AT+QQGGiI/0tXTj3VvVqCzeyBUZCZpR/S++OhQPLx0JsJCVFj35m4cPt7p1nUNHb34w2vfoadvoEdoUmqU+8UHmMFxQxVHTTJXQkQAAw2R37D02bHuzd0wdfbhvhunYWJKpFvvj4sMwcqlsxAVrsEzGypwsLZ9RO9rbuvBH177Dja7Cw/eOmPEISrQacOCkBATOuoeLyLyLAYaIj/Qa7Xjj29WoKW9DytumIbJadGjOk90hAYPL50JfVQI/uutvdhbffbehYZWC/7w2ndwicBDS2ac8/HWeJOVpEV1kxmiKMpdCtG4x0BD5OP6bA788f/2oMFowc9L8pA7xrErkWFBeGjJTCTHheG/39l3xgXi6lq68YfXv4NCIeDhJTOQojv9wOPxLDM5Et29dhjNnL5NJDcGGiIfZu134Nm39qDe0I2fXpuHaVlxHjlveIgaD96aj4yECDy/cf8p04+rm8x4+o3dCA5SYuXSmUiMDTvDmca3rBOP3441mWWuhIgYaIh8lM3uxHNv78Wxxi7cc02ux7cVCA1W49c352NiSiT+svkAvtzbDAA4fLwT696sQESIeuDxVHSoR68bSJJ1YQhSK3CskeNoiOSmkrsAIjpVv92JP72zF4fqO3FX8VQUSLQSb4hGhV/dNB1/emcvXiytRL2hG5/vbUKsNhgP3DID0REaSa4bKJQKBSYkaFHNgcFEsmMPDZGPsTtcePIfO3GgtgN3LJyC2bnS7pGkUSvxixumIX9iHD4qb4AuKgQPLZnJMDNCmcla1Bu6YXc45S6FaFxjDw2Rj/m/T45gV6UBy4om45JpiV65plqlxE+vy8OOAwbkZ8chPETtlesGgszESDhd9agzWDAx2b2p9ETkOeyhIfIhzW09+Gx3ExZelIHL8pO9em2VUoFLpiUyzLhpcF2eY40cGEwkJwYaIh/y9mfVCFIrcOu8HLlLoRGKjtAgVqvhOBoimTHQEPmIw8c7sfuICQtmpyOK41f8SmZSJKduE8mMgYbIB4iiiLc+PYqo8CDMOz9V7nLITVlJWrR12dBpscldCtG4xUBD5APKDxlR3dSFay/NhEatlLscclPmicHA3NeJSD4MNEQyczhdeHtbNZLjwnDxedJO0SZppMeHQ6kQUM3HTkSyYaAhktm2iia0dvThhsuyoFTwf0l/pFYpkRYfwRWDiWTEn55EMuqzObDpyxrkpEVhWlas3OXQGGQmaVHT0gWnyyV3KUTjEgMNkYw++KYOlj47brx8IgRBkLscGoOsJC367S40GnvkLoVoXGKgIZJJR7cN//r2OC6YoseERK3c5dAYDQ4M5no0RPJgoCGSycYvjsHpEnH93Cy5SyEP0EUGIyJUzRWDiWTCQEMkgwajBV/ua8aVs1KgiwqRuxzyAEEQkJUUiWPN7KEhkgMDDZEM3v6sGsFBKlx9UYbcpZAHZSZp0dzWix6rXe5SiMYdBhoiL6us68De6jZcPSedG0EGmKwTG1XWcBwNkdcx0BB5kevEFgcxWg2unJUidznkYRmJWgjgwGAiOTDQEHnRzspW1LZ047pLMxHELQ4CTohGhWRdGFcMJpIBAw2Rl9gdLryzrRqp+nDMyeUWB4EqM0mLmqYuuERR7lKIxhUGmlEo+6Yer35QKXcZ5Gc+3d0Ik9mKGy/PgkLBRfQCVWZSJHqsDhjae+UuhWhcYaAZheOtFnz4bZ3cZZAf6bXa8f5XNcjNiEbeBG5xEMgGBwZz520i72KgGYUUfRjau2yw9HFqJo3MP3fUodfqwA2XTZS7FJJYYlwYQjRKBhoiL5M80PzhD3/AypUrAQDbt29HcXEx5s2bh2effXboNZWVlSgpKcH8+fOxevVqOBwOAEBTUxOWLl2KoqIiLF++HD09vrFHSoouHADQ0GqRuRLyB21mKz7c2YDZuQlIT4iQuxySmEIQMCFRy4HBRF42okBjMBhOOXb06NFzvu/rr7/Ge++9BwCwWq1YtWoV1q9fj9LSUuzfvx/btm0DADz44IN47LHHsHXrVoiiiA0bNgAA1q5diyVLlqCsrAx5eXlYv379iD+YlIYCjZGBhs7tvS+OAQCuK5wgcyXkLZlJkWho7YGt3yl3KUTjxlkDTWdnJzo7O3HXXXfBbDYPfW0ymfDzn//8rCfu7OzEs88+i3vvvRcAsHfvXqSnpyM1NRUqlQrFxcUoKytDY2MjrFYr8vPzAQAlJSUoKyuD3W7Hzp07MX/+/JOO+4Ko8CCEh6jRwF116RzqDd34en8LripIQVwktzgYL7KStHCJImpb+NiJyFtUZ/vm/fffj6+++goAcOGFF37/JpVqKGicyWOPPYZf/epXaG5uBgC0trZCp9MNfV+v18NgMJxyXKfTwWAwoKOjA+Hh4VCpVCcdd1dsbLjb7xmJjCQtDJ190On4CGGkxmNb/fe7+xAWosaPr85FeGiQW+8dj+01Fr7UXueHBAFv74XBbMMlPlTXcL7UXv6A7eUeOdrrrIHmhRdeAAD85je/wZNPPjnik7711ltITEzEnDlz8O677wIAXC4XBOH7qaqiKEIQhDMeH/xzuB9+PRJtbRa4XJ5fDyIjQYsPd9bD0NoFxSjqGm90uggYjd1yl+FV+2vasPuwETdfMRF9PTb09dhG/N7x2F5j4YvtpY8Kwd4jRhSe53trDvlie/kytpd7pGovhUI4ayfFWQPNoCeffBKNjY0wm80Qhy0WlZube9rXl5aWwmg0YvHixTCbzejt7UVjYyOUyu9XRjUajdDr9UhISIDRaBw6bjKZoNfrERMTg+7ubjidTiiVyqHX+4r0RC1s/U60ma3cLZlOMbDFQTXiIoNxxUxucTAeZSZrUVnXcdq/nBGR540o0Dz33HN44YUXEBv7/foZgiDg448/Pu3rX3rppaF/f/fdd/Htt99i7dq1mDdvHurq6pCSkoItW7bg+uuvR3JyMjQaDcrLyzFr1ixs2rQJhYWFUKvVKCgoQGlpKYqLi7Fx40YUFhaO8eN6TkbiwFoTDUYLAw2dYseBFhxvteDu4qlQq7g6wniUlRSJHQcM6Oi2IUYbLHc5RAFvRIFm48aN+Ne//oX4+PhRX0ij0eCpp57CihUrYLPZMHfuXBQVFQEA1q1bh0ceeQQWiwW5ublYtmwZAGDNmjVYuXIlnn/+eSQmJuKZZ54Z9fU9Le3E9NsGYw9mZOvO8Woab0p31CMtPhwXTB39/zPk3zJPLLBX3dTFQEPkBSMKNImJiaMOMyUlJSgpKQEAzJkzB5s3bz7lNTk5OXj77bdPOZ6cnIxXXnllVNeVWmiwGnGRwVyLhk5h6OhFk6kHt16VzfFV41iqPhxqlQLVjWacn+M7j8uJAtWIAs2cOXPw9NNP48orr0Rw8Pd/0zjTGJrxIkUXzrVo6BR7jpgAAPkT42SuhOSkUiqQnhDBFYOJvGREgWZwptLwdWDONoZmvEjWhWFvdRvsDhfHSdCQiqMmJOvCOLaKkJWkxcfljXA4XVAp+TOCSEojCjSffPKJ1HX4pRRdOFyiiOa2HqTFc40CAnqsdhw+bsaC2Wlyl0I+ICspElu/PY7jrRZMODGRgIikMaJAM3zW0nB33HGHR4vxNym6MAADM50YaAgA9lW3wSWKfNxEAIYNDG40M9AQSWxEgebw4cND/97f34+dO3dizpw5khXlL+JjQqFUCNwCgYZUHDVBG6rGhCT+8iIgRhuMqPAgjqMh8oIRL6w3nMFgwOrVqyUpyJ+olAokxoZxYDABABxOF/Yda8esyTrObqIhWUmRDDREXjCqUWrx8fFobGz0dC1+KUUfhkb20BCAI8c70WdzYAYfN9EwmclatHb2oau3X+5SiAKa22NoRFHE/v37T1o1eDxL0YVjxwEDeqx2hAWr5S6HZLT7qAkqpQJTM2LkLoV8SFZSJADgWFMXx1YRScjtMTTAwEJ7Dz30kCQF+ZuhgcGtFkxOi5a5GpKLKIqoOGLC1IxoaIKU534DjRvpCRFQCAKONZkZaIgk5NYYmsbGRjgcDqSnp0talD9J0Q3s/Nlg7GGgGceaTD0wma1YOJv/b9DJNGolUvXhqG7kOBoiKY0o0NTV1eGnP/0pWltb4XK5EB0djf/93/9FVlaW1PX5vOgIDUI0KjRyYPC4VnF0YHXg6fwbOJ1GZrIWX+9vgcslQqHggHEiKYxoUPDvfvc73Hnnndi5cyfKy8uxfPlyrF27Vura/IIgCEjRhXHq9jhXcdSE9IQIREdo5C6FfFBWkhbWfiea2vhzgkgqIwo0bW1tuO6664a+vv7669HR0SFZUf4mRR+ORpMFoijKXUpAcjhdcpdwVl09/TjW2MXZTXRGmcMGBhORNEYUaJxOJzo7O4e+bm9vl6oev5SiC0efzYm2LqvcpQScL/c24+f/9Tl2VbXKXcoZ7ak2QQQfN9GZxUeHICxYhWNNZrlLIQpYIxpD82//9m+4+eabsWDBAgiCgNLSUvz4xz+Wuja/8f0WCD2Ii+SGhJ70xd4m9NtdeH7jftx8ZTbmnZ8qd0mnqDhiQnSEBmnx4XKXQj5KEARkJkWimj00RJIZUQ/N3LlzAQB2ux3V1dUwGAz40Y9+JGlh/iQ5buAXGQcGe5bZYsPRhoGNHmdO0uHNj4/g9Y8Ow+XynUd7docTB2rbkZ8dB4GrA9NZZCVp0WTsQZ/NIXcpRAFpRD00K1euxNKlS7Fs2TLYbDa88cYbWLVqFf76179KXZ9fCA1WIVar4cBgD/vuyMCjnDm5CUiKDcOGT4/iXzuPo73LhruKp0Kjln+9l8q6DvTbXVxfhM4pM1kLEUBNcxcXXySSwIh6aDo6OrBs2TIAgEajwe233w6j0ShpYf4mWRfOPZ087LtDrYiPDkFyXBgUCgG3XJmNW6/Kxu7DRvznG7t9Yin5iiMmaIKUyOEaRHQOmSd22+ZjJyJpjHhQsMFgGPraZDJxRs8PpOjC0dLWK+mMnJrmLvzyuS/QPA6mflr67Kiq78SsyfqTHuX8qCAVP73uPBxvteD3L5ejpb1XthpFUUTFURPyMmKgVo1qWzQaR0KD1UiMDcWxRg4MJpLCiH4K33777bj22mvx0EMP4eGHH8Z1112HO++8U+ra/EqKLgxOl4jmNul+we6qakV3rx0f7WqQ7Bq+ouKICU6XiFmTdad8b9ZkHR66dQZ6bQ78/pVyHG2Q5xdEnaEbnZZ+5GfzcRONTNaJgcH8CyGR540o0Nxwww146aWXMHXqVOTl5eGFF15AcXGx1LX5le+3QJDusdOB2oHp8tsPtAT8wMLvDhsRq9UgIyHitN/PSo7EI8tmISxYhaff2C3LtO6KIyYIAM7L4katNDKZyVpY+uwwmrnEA5GnjbifPCcnB7fffjtuu+02TJo0Scqa/FJCbCiUCkGyQNPV2496gwUzsuNg63di+/4WSa7jC/psDuyvacfMSfqzzhzSR4di1W2zkJEQgec37sfWb+u9+jffiqMmZKVEQhsa5LVrkn8bHEfDx05EnscH/x6iUiqQEBuKRolmOlXWDqzMvHBOOiYkRuCT7xoCttt637E2OJyu0z5u+qGI0CA8cEs+Zk7W4f8+OYrXPzzilWnd7V3WgYDJ2U3khmRdGDRqJQcGE0mAgcaDUiSc6XSgth2hGhUmJGhxxcwUNLf1oqouMLef2HXICG1YECYmR47o9UFqJZZfm4f5F6Ti4+8a8Of39sFmd0pa4x5uRkmjoFQoMCExgisGE0mAgcaDUnRhaO+yoddq9+h5RVHEwdp2TEmPhkIh4IIpeoSHqPHJd40evY4v6Lc7sa+6DTOz49zalVghCLj5imwsuSobFUdMePr13ejqkW5ad8XRNuijQ5AYGyrZNSgwZSZFot5gQb/EoZtovGGg8aDkoYHBnn3sZOjoQ3uXDVMnDCzGpVYpcem0ROw+YkJ7gO0fdaCmHTa7E7Mm60f1/qsKUvHzkvPQaLTg8Zd3STLF3drvQGVdO/IncnVgcl9WkhZOl4h6A9etIvIkBhoPGtzTydNbIByoGZjdlJvx/eJtl81IhiiK+KyiyaPXktuuQ0aEBaswOS1q1OeYMUmHh5bMhM3uxO9fKUejybOh5kBNOxxOkasD06hkJg0usMfHTkSexEDjQbHaYIRolB7voTlY2464yGDoo79/vKGLCsG0rFh8vqdJ0sX8vMnhdGHPURPyJ8ZBpRzbrZmZpMXqZQVQKAT8dfMBj7ZRxVETQjUqTEwZ2RgfouEiwzWIiwzmwGAiD2Og8SBBEJAc59mBwU6XC1X1Hafd++WKWSno6unHrkPeX4NFClV1Hei1OUb9uOmH9FEhuH1BDupbLdj4RY1HzulyidhztA3TsmLHHLpo/MpM0qKGPTREHsWfyB6WogtDg7HHY1Oqa5q60WdzInfCqYEmd0IM9NEhATM4eNchIzRBSuRO8Ny+SDOydSicnogPdtTh8PHOMZ/vWFMXLH12zm6iMclMikRblw0d3Ta5SyEKGAw0HpaiD0efzeGxH1QHatshAJiSfuoveYUg4PIZyTjaYEa9odsj15OLyyVi9xEjpmfFQq3y7C7at1yZDV1UCP76/sExr7C8+6gRSoWA8zK5WzKNXtaJcTTH+NiJyGMYaDzM01sgHKxtR3pCBMJD1Kf9/iXTEhGkUvh9L82Rhk5099o99rhpuOAgFe4snor2bite//DwmM6152gbJqVGITT49P89iEYiLT4CKqXAgcFEHsRA42HJJ2Y6eWJgcJ/NgWNNXad93DQoLFiNC6fGY8fBFo+vf+NN5YeMUKsUkvV8TEyOxKI5Gfhqf8uo931q7ehFk6mHs5tozNQqBdLiI9hDQ+RBDDQeFhasRnSExiM9NIfqO+F0iacdEDzcFTNT0G934ct9/rm/k0sUUX7YiLwJMQgOUkl2nWsuzkBGQgT+UVaFTov7jwQrjrYBAKZzd23ygMxELWpbuuB0BcYsRSK5MdBIIEUXjobWsffQHKhtR5BKcc4tANITIpCVrMWn3zXA5Yf7O9U0d6Gj2zaivZvGQqVU4K7iqbA7XHixtNLtgdsVR4xIjguDPipEogppPMlM0qLf7pJs/zei8YaBRgIpujA0t/WMee2Tg7XtmJQaBbXq3P+ZrpiZAkNHHw7Wto/pmnL47tDAQFtvzBxKjA3DTVdMxP5j7W6NO+qx2nH4uBn57J0hD8nkwGAij2KgkUCKLhxOlwhDe++oz9HeZUVzW+85HzcNKpisR0SoGp+U+9fgYFEUUX7IiCnp0Qjz0kDby2ck47zMWGz49OiIt0bYd6wNLlHkdG3yGF1UCMJD1Aw0RB7CQCOBwYHBx8cwjuZg7cBO2mcbEDycWqVA4fQk7Kk2wWTuG/V1va3B2IPWzj7MlPhx03CCIOCOhTnQqJX4y/sHR9STVnHEBG2oGpmJWi9USOOBIAjITNLiWDMDDZEnMNBIIDE2DApBGNOz8YO17dCGBQ3tDzUSl+UnAwA+2+0/+zuVH2qFIAAzs70XaAAgKlyDHxfloK6lG5u/Ovsqwg6nC/uOtWNalns7gBOdS2aSFs2mHvRax7Y+EhEx0EhCrVIgITYUDa2j66FxiSIO1rZjaka0W7s5x0YGI39iHD7f0wS7wzmqa3tb+SEjJqVEQRsW5PVrz5qswyXnJeKfX9fhaMOZ1wM5crwTfTYHx8+Qx2UmaSECqGlhLw3RWDHQSGRwC4TRaGi1oKvXjtwRjp8Z7opZKbD02bFzlGuteFNzWw8aTT1efdz0Q7delY1YbTD+uuXAGVcRrjjaBpVSMar/HkRnM/gIk+NoiMaOgUYiybpwtHVZR7XU/uD4mZEOCB5uano0EmJC/WLl4O8OGwEAsybJF2hCNCrcVTwVJrMVb3x85JTvi+LAlgxTM6KhCfLslgxEocFqJMaGooaBhmjMGGgkMjj2ZTTjaA7UtiMxNhTRERq33ysIAi6fmYxjTV2o9fFu7PJDRkxI1CJGGyxrHdkpUVg4Ox1f7m0eClmDmkw9MJmtXB2YJJOZqMWxJrPHNrQlGq8YaCQy2j2d7A4njhzvHNPjjYvzEqFRK316CrfJ3Ifalm4UyPi4abjFl0xAenwE/v5BFczDVhGuOGoCAE7XJslkJmnR1WtHm9kqdylEfk3SQPP//t//w8KFC7Fo0SK89NJLAIDt27ejuLgY8+bNw7PPPjv02srKSpSUlGD+/PlYvXo1HI6BRzVNTU1YunQpioqKsHz5cvT0+MeqmrGRwdAEKd0ONEcbzOh3uDB1hNO1Tyc0WIU5ufH4ptIAS59v7u/03aGBnhA5x88MN7iKsM3uxIulVUN/W644akJ6QsSoesuIRiIzaWAl8Go+diIaE8kCzbfffosdO3Zg8+bNeOedd/DKK6+gqqoKq1atwvr161FaWor9+/dj27ZtAIAHH3wQjz32GLZu3QpRFLFhwwYAwNq1a7FkyRKUlZUhLy8P69evl6pkj1IIAlLi3B8YfKC2A0qFgMmpUWO6/hUzU2B3uPDl3uYxnUcq5YeNSNGFIz46VO5ShiTFheGmyydi37E2fLa7EV09/TjW2MXHTSSpZF0YglQKDgwmGiPJAs0FF1yAl19+GSqVCm1tbXA6nejq6kJ6ejpSU1OhUqlQXFyMsrIyNDY2wmq1Ij8/HwBQUlKCsrIy2O127Ny5E/Pnzz/puL9I1oWj0Whx69n4gdp2ZCVpEaIZ2yaNKfpwTEqJxKe7fW9/J7PFhqMNZp953DTcFTOTkTchBv/3yVH8a+dxiAADDUlKpVQgPSECx5rPvHQAEZ2bdFsbA1Cr1Xjuuefw4osvoqioCK2trdDpvv8lptfrYTAYTjmu0+lgMBjQ0dGB8PBwqFSqk467IzY23DMf5jR0uoizfj9nQiw+39MEpUaN2Mhzb2jY1dOPekM3bp2Xc85zj8S1l2Xj6Vd34XhbHwqmxI/5fGM1+Jl2HTFBBHDV7AyPfE5Pe+C2AqxY9ylKd9QhLjIYs/IS3VoPyFN8sW18mT+3V25WHP75VQ2iosNGtHebJ/hze8mB7eUeOdpL0kADAL/4xS9w11134d5770Vtbe1JvxhEUYQgCHC5XKc9PvjncO7+Ymlrs8Dl8nwPhU4XAaOx+6yviQ4daN49VQaclxl7znN+W2mAKAIZ+rBznnskJiaGIzIsCO99egTpcfI+2hneXp+VH0d8TChClPDI55TCbfMmY/3G/TgvMxYm0+i3sBitkdxf9D1/b6/E6BDYHS7sPtiMCV7YXsPf28vb2F7ukaq9FArhrJ0Ukv1VoLq6GpWVlQCAkJAQzJs3D9988w2Mxu+nxRqNRuj1eiQkJJx03GQyQa/XIyYmBt3d3XA6nSe93l8kuznT6WBtO0I0KkxI9EyyVSkVmJufhH3VbWjt9I39nSx9dlTVdaJgsk6WXo+RKsjR42fXnYdrLs6QuxQaB7jAHtHYSRZoGhoa8Mgjj6C/vx/9/f34+OOPccstt6CmpgZ1dXVwOp3YsmULCgsLkZycDI1Gg/LycgDApk2bUFhYCLVajYKCApSWlgIANm7ciMLCQqlK9rjwEDWiwoPQ0HrugcGiKOJATQdy0qKgVHjuP8vc/GQoFAI+85GF9iqOmOASRcyUcTG9kZo1WYfIcM5uIunFaDWIDA/CsSaOoyEaLckeOc2dOxd79+7FtddeC6VSiXnz5mHRokWIiYnBihUrYLPZMHfuXBQVFQEA1q1bh0ceeQQWiwW5ublYtmwZAGDNmjVYuXIlnn/+eSQmJuKZZ56RqmRJpJwYGHwurZ19aOuyYsHsNI9ePzpCgxmTdPhibxOuvXQCgtTyrnZbfqgVsVoNMhL4PJpokCAIJxbYYw8N0WhJOoZmxYoVWLFixUnH5syZg82bN5/y2pycHLz99tunHE9OTsYrr7wiWY1SS9GF46P6BjhdrrP2vBysaQcASfYLunJmMnZVteKbSgMunZbk8fOPVJ/NgQO17bh8RopPP24ikkNmkha7j5hg6bMjPEQtdzlEfocrBUssWRcGh9MFQ/vZx7AcqO1ArDYY+uhzz4Zy16TUKCTHheGT7xplXV59b3UbHE4Rs3xwujaR3AYX2GMvDdHoMNBIbCRbIDhdLlTWdWBqRrQkPReCIOCKmcmoa+nG/hM9QXIoP9SKyLAgTEyJlK0GIl+VkRABQQDH0RCNEgONxJLiQqEQhLOuGFzb3I0+mwO5Y9ju4Fxm5yZAHxWC//fWXrz/VY0kU9nPxmZ3Yu+xNsyYpIOCj5uIThGiUSE5LgzHmtlDQzQaDDQSU6uUiI8JQUPrmXtoDta2QwAwJT1asjpCNCo8dvv5uGCKHu99UYOnX//Oq5vhfVfVin67i4+biM4iM0mLmqYu7rxNNAoMNF6QrAs/6yOnA7UdSIuPQERokKR1hAarcPc1ubjr6qmoa7VgzYvf4ttK91ZeHq3t+5oQFqwa8x5VRIEsMykSPVYHDB2+sW4UkT9hoPGCFF0YTGYr+myOU75n7XegutGMqROk6535oTl5CVh7x/lIiA3F/2w6gBf/WQlr/6m1eYrD6cLOAy3Iz46DSslbjuhMMpMGF9jjOBoid/G3ixcMDgxuMp06juZQfSecLlGS6dpno48OxcqlM3H1Ren4al8z1r60EzUSPbuvrOtAj9WBWZP9Z5VnIjkkxYZBE6TkTCeiUWCg8YIUXRiA0890OlDbDrVKgWwZZv6olAqUFGbhoSUz0O9w4fevlKN0R53HduduM1vxwTd1eP3DwwjRKJGb4b1eKCJ/pFAImJAQgWoGGiK3Sb45JQFxUSHQqJWnnel0sLYDk1IioVbJt4Lv5LRo/O7fL8A/PqjC259V40BNO+68eiqiI9xf9t/c0z+0iN/RhoFu8wmJEfj3xefJ+hmJ/EVmUiS2fluPfrtT9pW9ifwJA40XKAQBSXFhp2yB0NFtQ5OpBxeflyBTZd8LC1Zj+bV5+HJvM1776DAee+Eb3L5gyohmJfVY7Sg/ZMQ3Bw2oqu+AKA70SpUUZuKCKXroo0O5Wy3RCGUmaeF0iag3WLhmE5EbGGi8JEUXht1HTBBFcWjxvIO10m13MBqCIODS6UnITo3C/24+gD+/tw9z85NwyxXZ0ASd/DdFa78Du4+Y8O1BA/bXtMPpEqGPDsGiORm4cIp+aKdxInLP8IHBDDREI8dA4yUpunB8sbcZ5p5+RJ3YwflgbTsiQtVI0fvWL/+EmFCsvm0W3vv8GMq+qcfh4524uzgXibGh2HesDd9UtmLvURP6HS5ER2jwo4JUXDBVj/T4CO7RRDRGUeEaxGo1HEdD5CYGGi8ZPjA4KlwDURRxsLYDUzNifHLlXJVSgRsvn4jcCTH465aDePzlXVCrFLD2O6ENVeOSaYm4YEo8JqZE+mT9RP5sQlIkZzoRuYmBxkuST/TCNLT2IG9CLBqNPTD39GOqhKsDe8LUjBj87icX4N3Pj8HlEnHB1HjkpEWddedwIhqbzEQtdlW1wtzTj8gwaRfcJAoUDDReog0NQmRY0NDA4AOD42ck3L/JUyJCg/Djohy5yyAaN7KSvx9HMyOb24UQjQT/mu1FKbqwoanbB2s7kBATihhtsMxVEZGvSY+PgFIh8LETkRsYaLwoWReOprYe9NudOHS8w2dmNxGRbwlSK5GiC2egIXIDA40XpejCYXe4sP1AC/rtLq/u30RE/iUzSYua5i64XNx5m2gkGGi8KEU/MNPpw53HoRAE5KQx0BDR6WUmaWHtd6K57dQVxonoVAw0XpQUGwZBAJrbepGZrEWIhmOyiej0BhfY43o0RCPDQONFQWol9NGhAODz07WJSF7xMaEI1ag4joZohBhovGxwgT1/mK5NRPJRCAImJGkZaIhGiIHGy3IzYqCPCsGERK3cpRCRj8tM1KLRZIG13yF3KUQ+j4M4vOyyGcm4bEay3GUQkR/IStZCFIG6lm5M5iQCorNiDw0RkY8a7MnlwGCic2OgISLyURGhQdBHhXAcDdEIMNAQEfmwzCQtjjWZ5S6DyOcx0BAR+bDMJC06Lf1o77LKXQqRT2OgISLyYZlJkQDAx05E58BAQ0Tkw1L14VApufM20bkw0BAR+TC1SoG0+AiOoyE6BwYaIiIfl5moRW1LN5wul9ylEPksBhoiIh+XmaxFv8OFhlbuvE10Jgw0REQ+bmhgcDPH0RCdCQMNEZGP00UGIzxEzXE0RGfBQENE5OMEQTixwB57aIjOhIGGiMgPZCVp0dzWi16rXe5SiHwSAw0RkR8YHEdT09wtcyVEvomBhojID0xIjAAAjqMhOgMGGiIiPxAarEZibCjH0RCdAQMNEZGfyEzUorqpC6Ioyl0Kkc9hoCEi8hOZyZGw9NlhNHPnbaIfYqAhIvITmYlaABxHQ3Q6DDRERH4iRR+GIJWC42iITkPSQPOnP/0JixYtwqJFi/D0008DALZv347i4mLMmzcPzz777NBrKysrUVJSgvnz52P16tVwOBwAgKamJixduhRFRUVYvnw5enq4lwkRjU9KhQLpCREMNESnIVmg2b59O7788ku899572LhxIw4cOIAtW7Zg1apVWL9+PUpLS7F//35s27YNAPDggw/isccew9atWyGKIjZs2AAAWLt2LZYsWYKysjLk5eVh/fr1UpVMROTzspIiUW/oht3BnbeJhpMs0Oh0OqxcuRJBQUFQq9XIyspCbW0t0tPTkZqaCpVKheLiYpSVlaGxsRFWqxX5+fkAgJKSEpSVlcFut2Pnzp2YP3/+SceJiMarzCQtHE4Rx1stcpdC5FNUUp04Ozt76N9ra2vxwQcf4N/+7d+g0+mGjuv1ehgMBrS2tp50XKfTwWAwoKOjA+Hh4VCpVCcdd0dsbPgYP8mZ6XQRkp07ELG93MP2cs94aa8ClQrYuB+tXTZcOH30n3m8tJensL3cI0d7SRZoBh05cgT33HMPHnroISiVStTW1g59TxRFCIIAl8sFQRBOOT7453A//Ppc2toscLk8v2aDThcBo5FLkI8U28s9bC/3jKf2EkURkeFB2Hu4FbNzdOd+w2mMp/byBLaXe6RqL4VCOGsnhaSDgsvLy3H77bfj/vvvx3XXXYeEhAQYjcah7xuNRuj1+lOOm0wm6PV6xMTEoLu7G06n86TXExGNV4IgYGJyJCrrOjiOhmgYyQJNc3Mzfvazn2HdunVYtGgRAGD69OmoqalBXV0dnE4ntmzZgsLCQiQnJ0Oj0aC8vBwAsGnTJhQWFkKtVqOgoAClpaUAgI0bN6KwsFCqkomI/MJlM5Jh7unHl/ua5S6FyGdI9sjphRdegM1mw1NPPTV07JZbbsFTTz2FFStWwGazYe7cuSgqKgIArFu3Do888ggsFgtyc3OxbNkyAMCaNWuwcuVKPP/880hMTMQzzzwjVclERH5hano0spK0KP26DpdOS4RKySXFaECP1Y5vDhqwfX8L0hMicNu8yXKX5DWCGOCbgnAMjW9ge7mH7eWe8dhee6tN+K+39uKOBTm4dHqSW+8dj+01Fr7eXi6XiIO17fhyXzO+O2yCw+mCJkgJURTxp/sKvR545RpDI/mgYCIi8rzzMmORnhCBf35dh4vOS4BSwV6a8cbQ3osv9zVj+/4WdHTbEBaswtzpSbhkWiKMnX1Yv3E/apq7kJ0SJXepXsFAQ0TkhwRBQPFFGfjTu/vw7cFWzMlLkLsk8gJrvwM7q1rx5d5mHGkwQxCAvAmxuOXKbORPjINaNRBsY7QaAEBVXQcDDRER+bb87Dik6MKw5etaXDg1HgqFe8takH8QRRGHj3fiy33N2FVlhM3uRHxMKK6fm4mL8hIRHaE55T0RoUFI0YWjqr4TxRfLULQMGGiIiPyUQhBw9UUZ+J9NB7DrUCsumBIvd0nkQe1dVny1rxlf7WtBa2cfNEFKXDhVj0vOS0JWsvac67LlpEdhW0UT7A7XUM9NIGOgISLyYwWT9UiMrcGW7bUoyNFD4ebio+R7Orpt2PJ1LT6vaILTJSInLQrFF2egYLIemiDliM8zJS0aH+1qwLEmMyanRUtYsW9goCEi8mMKhYCr52Tgr1sOouKICTMnjW71YJJfV08/SnfU4ZPvGiGKIgqnJ2H+hWnQR4WM6nyT0qIgAKis62CgISIi33fBVD02fVmD97+qxYzsOLe3iCF5Wfrs2PptPT7a1YB+hxMX5yWi+OIM6EYZZAaFBauRFh+BqvpOzxTq4xhoiIj8nFKhwKI56XjpgyrsO9aGaVlxcpdEI9Bnc+DDncexdWc9rDYnLpgaj2suzkBibJjHrpGTHoWPyxvQb3ciSD3yx1X+iIGGiCgAzMlLwOavarH5q1qclxnLXhofZut34pPvGlC6ow49VgdmTtLh2ksmIEV/5kXjRmtyWjS2fnsc1Y1mTMmI8fj5fQkDDRFRAFApFVg4Jx2vbD2Eg7UdyJ0Q2L+8/JHd4cRnFU3459d16Orpx3mZsbj20gmYkKiV7JqTUqIgCEBlfScDDRER+YdLzkvElu21eP+rGgYaH+JwuvDl3ma8v70WHd025KRF4WfX5XllwbvQYBUyEiJQVd8h+bXkxkBDRBQg1CoFii5MwxsfHcGh+vExs8XX7TjQgnc/PwaT2YqsZC3uXDTF6z0lOWnR+NfO47D1O92a9u1vAn+lHSKicWTu9CRow4Kw+atauUsZ9w4f78Rf3j+I0GAV7rtxGlb92yxZHvvkpEfD6RJxpLHT69f2JgYaIqIAEqRWouiCNFTWdeBoo1nucsa1bRWNCNGo8Jt/m4VpWfJNp89OiYRCEHAowKdvM9AQEQWYy2YkITxEjffZSyMbS58dO6uMmJ0bD43M06WDg1SYkBiBqrrAHkfDQENEFGCCg1SYd34q9h1rQ01zl9zljEtfH2iBw+nC3OlJcpcCYOCxU01zN/psDrlLkQwDDRFRALpyVgpCNSps2V4rdynjjiiK+LyiCRMStUiLj5C7HAADA4NdoogjDYH7GJKBhogoAIVoVPjR+anYfcSE460WucsZV6obu9Bo6sHcfN/onQGAiSmRUCqEgJ6+zUBDRBSgripIQXCQEu+zl8artlU0QhOkxAVT9HKXMkSjViIzSRvQ42gYaIiIAlRYsBpXzkpBeVUrmkw9cpczLvRa7dhZ1Yo5U+MRHORbS73lpEWjztCNXmtgjqNhoCEiCmDzzk9FkFqJLV/XjvlcjUYL3v+qBp9VNOJQfQc6LTaIojj2IgPI1wcM6He4MDc/We5STpGTFgVRBA43dMpdiiR8Kz4SEZFHRYQG4fIZydi6sx6LL56A+JhQt97vdLlQcaQNn3zXgMrTPK4IDlIiPiYUCTGhiI8OQULs4L+HIkQzvn7FiKKIbRVNSI+PQHqCbwwGHi4rORIqpYCqug7kTwy8HdnH191GRDQOzb8gFR9/14B/fl2HnyyaMqL3dPf244u9zfj0uwa0ddkQo9Xg+rmZuHRaEvodTrS098LQ3oeW9l60tPeiutGMbw8aMLy/JjI8CAnRoUOBJyE2FOdlxkCpCMyHAzXN3WgwWrBs/mS5SzmtILUSWUmRATswmIGGiCjARYZrMHd6Ej7d3YhrLs6ATnfm3oO6lm58XN6AbyoNsDtcyEmLwi1XTkJ+duxJQSQuMgR5E05+r93hhKGjD4YTIWcw9Hx32AhLnx0AcPnMZNw2zzd/4Y/VtopGaNRKXDg1Xu5SzignPRqbv6yBpc+O8BC13OV4FAMNEdE4sGB2Oj6raETpjjpMyT559o3D6UL5ISM+Lm/A0UYzgtQKXHxeIq6YmYwUXfiIr6FWKZGiCz/teyx9dmz45Cg+r2jC/PNToY9279GXr+uzOfBNpQEXTon36UdtOWlR2ISBfaZmTtLJXY5H+W6rExGRx0RHaHDJtCR8sacJyzr6AABmiw3bKprwaUUjzJZ+6KNCcMsVE3HJtESEBnv2b+/hIWqUzM3Et5UGbPyyBncX53r0/HL75qAB/XbfHAw8XGZSJNQqBarqOxhoiIjIPy2cnYYv9jThb5v3weVwYWdVK5wuEXmZMbi9KAXnZcVCIeEGilHhGlxZkIKyHfVYeGE6UvQj7/3xddsqmpCqD8eERN8bDDycWqXAxORIVNV1yl2KxwXmyCwiIjpFXGQI5uQlYPveZlQcNeHyGcn4/d2z8eub8jF9YpykYWbQggvTEaxR4d3Pj0l+LW+pbelCnaEbc/OTZNtR2x05aVFoMFrQ3dsvdykexR4aIqJx5OYrJuKiaclI18kzrTo8RI2iC9Pw3ufHcLTRjInJkV6vwdO2VTQhSKXA7KkJcpcyIjnp0cAXNThU34mCHN9ZzXis2ENDRDSOhAWrcemMZFkHrv6oIAXaUDXe3Vbt9wvzWfsd2HHQgPOn6BEa7B99BBMStQhSKwJu+jYDDREReVVwkApXX5SBqvpOHKhtl7ucMfm2shW2fqfPDwYeTqVUIDslClX1nXKX4lEMNERE5HVz85MRqw3GO9uO+XUvzbaKRiTHhSErSSt3KW7JSYtCk6kHXT2BM46GgYaIiLxOrVJg8SUTUNfSjfJDRrnLGZV6QzdqmrtR6CeDgYfLSY8GgIB67MRAQ0REsrgoLwGJsaF474tjcLpccpfjtm17mqBWKTAn1z8GAw+XHh8BTZAyoB47MdAQEZEsFAoBJYWZaG7rxdf7DXKX4xZbvxM7DrSgYLLOL7cQUCkVmJQSharTbDjqrxhoiIhINjMn6ZCREIFNXx6D3eE/vTQ7q1rRZ/OvwcA/lJMehZb2XnR02+QuxSMYaIiISDaCIOD6uVlo67Lhs4pGucsZsW17GpEYG4rsFP9dRycnbWAczaEAGUfDQENERLKamhGNnLQo/HN7Laz9DrnLOacGowXVjV0onO5/g4GHS4+PQIhGFTDjaBhoiIhIVoO9NF29dny4q0Hucs7p84omqJQCLsrzv8HAwykUAianRgXMTCcGGiIikl1WciTyJ8ah7Jt6WPrscpdzRv12J7bvb8GsyXpEhAbJXc6YTU6LQmtHH9q7rHKXMmYMNERE5BNKCjNhtTnwwTd1cpdyRrsOtaLX5sDc6Ulyl+IRg+NoAqGXhoGGiIh8Qoo+HBfmxuPjXQ3otPjmzJttFU2Ijw7B5LQouUvxiNT4cIQFq1BV1yl3KWPGQENERD7j2ksmwOkS8f5XtXKXcoomUw+ONJj9cmXgM1EIAiYFyDgaSQONxWLB1VdfjYaGgUFe27dvR3FxMebNm4dnn3126HWVlZUoKSnB/PnzsXr1ajgcA6Pcm5qasHTpUhQVFWH58uXo6emRslwiIpKZPjoUhdOT8PmeJrR29sldzkk+39MEpULAxXmJcpfiUTnp0TCZrTD5WHu7S7JAs2fPHtx6662ora0FAFitVqxatQrr169HaWkp9u/fj23btgEAHnzwQTz22GPYunUrRFHEhg0bAABr167FkiVLUFZWhry8PKxfv16qcomIyEdcfVEGlAoBm744JncpQ+wOJ77a14wZk3TQhvn/YODhpgyNo+mUt5AxkizQbNiwAWvWrIFerwcA7N27F+np6UhNTYVKpUJxcTHKysrQ2NgIq9WK/Px8AEBJSQnKyspgt9uxc+dOzJ8//6TjREQU2KIjNLhyVgp2HDCgodUidzkAgPLDRvRYHZibHxiDgYdL0oUhPETt94+dJAs0TzzxBAoKCoa+bm1thU6nG/par9fDYDCcclyn08FgMKCjowPh4eFQqVQnHSciosC3YHY6gjVKvOcjvTSfVzRBFxWMKSd2qQ4kCkHA5LSBcTSiKMpdzqipvHUhl8t10iAqURQhCMIZjw/+OdxoBmHFxoaPvuhz0OkiJDt3IGJ7uYft5R62l3t8vb10AK6/PBuvllWhrdeOnPQY2WppNFpQVd+JZQunIF6vla0OKZ0/NQHlh4xwKpRIjAsb8/nkuL+8FmgSEhJgNBqHvjYajdDr9accN5lM0Ov1iImJQXd3N5xOJ5RK5dDr3dXWZoHL5fnEqdNFwGjs9vh5AxXbyz1sL/ewvdzjL+110VQ9Nn9ejRc37ceDt86QrY5/7aiHUiFgRmaMX7TbaCTHhgIAtlc0oHCMa+xIdX8pFMJZOym8Nm17+vTpqKmpQV1dHZxOJ7Zs2YLCwkIkJydDo9GgvLwcALBp0yYUFhZCrVajoKAApaWlAICNGzeisLDQW+USEZHMgoNUWHRRBirrOnCgtl2WGuwOFz7aWY/8iXGIDNfIUoM3JMWGQhsW5NfjaLwWaDQaDZ566imsWLECCxcuRGZmJoqKigAA69atw5NPPomioiL09vZi2bJlAIA1a9Zgw4YNWLhwIXbt2oX77rvPW+USEZEPuCw/GbFaDd7dVu3V8R12hwvfHDTgj/9Xga6efhQG4GDg4QRBQE5aFKrq/HccjSD6a+UjxEdOvoHt5R62l3vYXu7xt/b6Ym8TXiqtwh0LcnDxtEQoJFzUrtHUg88rmrB9fzN6rA7ERQaj+NIsXJKrD5jF9M7k092NeGXrIfz+7tlIiAkd9XnkeuTktTE0REREo3FRXgI+3HkcL31Qhbc+q0behBiclxmL3AkxHlkTxtbvxM6qVny+pwlHG80D42Um6TB3ehKmZEQjXq/1qwA4WjkntnOoqusYU6CRCwMNERH5NKVCgZVLZ2FvtQn7jrXjQE0bdhwcWMYjPSEC52XGIG9CLLKStVAqRj6Soq6lG9v2NOGbgy3oszmREBOKmy6fiIvyEgJu8byRSIgJRWT4wDiay2Yky12O2xhoiIjI54UGqzA7NwGzcxPgEkUcN1iw91gb9h9rQ+nX9diyvQ4hGhVyM6KRlxmLvAkxiNEGn3KeXqsD31Qa8HlFE+oM3VCrFCiYrMfc/CRkp0QG/GOlsxEEAVPSonHwxDgaf2sLBhoiIvIrCkFAekIE0hMiUHxRBnqtdhys7cD+mjbsO9aOXYcGlgJJ1oXhvMxYnDchBiqVAp/vacLOqlb0211I1Ydj6Y8mYXZuPMKC1TJ/It+Rkx6NHQcNaG7rRZIH1qPxJgYaIiLya6HBahTk6FGQo4coimg09WD/sXbsO9aGD3ceR9k39QAATZASs6cmYG5+EjISIvyuB8IbhsbR1Hcw0BAREclFEASk6MKRogtH0YVpsPY7UFnXAWu/EzOy4xAcxF97Z6OLCkGMVoOqug5cMTNF7nLcwv+yREQUsIKDVJiRrTv3CwnAQCCcnBqNiqMmHG0wY2JKpNwljZjXFtYjIiIi3zf/glSEaJT4/avl+EdZFXqsdrlLGhEGGiIiIhqSFh+Bx++8EPPOT8UXe5qx+i87sONAi8+vIMxAQ0RERCcJDlLhliuz8djtBYiNDMFf3j+IZ/6vAoaOXrlLOyMGGiIiIjqttPgIrL5tFpb+aBKqm7rw6N++xfvba+FwuuQu7RQcFExERERnpFAIuHJWCmZO0uGNj4/gvc+PYceBFiybPxmT06LlLm8Ie2iIiIjonKIjNPjptXm478Zp6Le78IfXd+PF0kpY+nxj0DADDREREY3YtKw4PH7nhVhwYRq272vBqr/swFf7mmUfNMxAQ0RERG7RBClx4+UTseaO8xEfHYIX/lmJdW9WoKVdvkHDDDREREQ0Kqn6cPzmtllYNn8yalu68dgL3+D/PjwkSy0MNERERDRqCkHAZTOS8fu7LsSsyXq8+eEhdPf2e70OznIiIiKiMYsM1+Cea3IRE3sh2tssXr8+e2iIiIjIY5QKeXYxZ6AhIiIiv8dAQ0RERH6PgYaIiIj8HgMNERER+T0GGiIiIvJ7DDRERETk9xhoiIiIyO8x0BAREZHfY6AhIiIiv8dAQ0RERH6PgYaIiIj8HgMNERER+T0GGiIiIvJ7KrkLkJpCwl0/pTx3IGJ7uYft5R62l3vYXu5he7lHivY61zkFURRFj1+ViIiIyIv4yImIiIj8HgMNERER+T0GGiIiIvJ7DDRERETk9xhoiIiIyO8x0BAREZHfY6AhIiIiv8dAQ0RERH6PgYaIiIj8HgPND1gsFlx99dVoaGgAALz77rtYuHAhiouL8fjjj8PhcAAAtm3bhuLiYhQXF+P+++9HT08PAKCpqQlLly5FUVERli9fPnQ8UI21vd577z1ccsklWLx4MRYvXoxnn31Wts8itT/96U9YtGgRFi1ahKeffhoAsH37dhQXF2PevHknffbKykqUlJRg/vz5WL169VA7jqf7yxPtxfvr9O016KGHHsK777479DXvL/faazzdX4B7bfbRRx9h8eLFuOaaa/DTn/4UZrMZgMT3mEhDKioqxKuvvlrMzc0Vjx8/LlZXV4uXXnqpaDAYRFEUxTVr1ogvvviiaDabxdmzZ4tHjhwRRVEU//KXv4j/8R//IYqiKN59993ili1bRFEUxT/96U/i008/Lc+H8QJPtNfvfvc78f3335ftM3jLV199Jd58882izWYT+/v7xWXLlonvv/++OHfuXLG+vl602+3iT37yE/Gzzz4TRVEUFy1aJO7evVsURVH8zW9+I7722muiKI6f+8tT7cX76/Tt1dLSIt5zzz3itGnTxHfeeWfoPLy/3Guv8XJ/iaJ7bdbd3S1efPHFYktLiyiKovhf//VfXvkdyR6aYTZs2IA1a9ZAr9cDAA4dOoT8/Pyhry+//HJ89NFHqK2tRVJSEiZOnHjScbvdjp07d2L+/PkAgJKSEpSVlcnzYbxgrO0FAPv27cN7772H4uJiPPDAA0MpPtDodDqsXLkSQUFBUKvVyMrKQm1tLdLT05GamgqVSoXi4mKUlZWhsbERVqsV+fn5AL6/j8bT/eWJ9gJ4f52uvQDg/fffx5VXXokFCxYMnYP3l3vtBYyf+wtwr83sdjvWrFmD+Ph4AMDkyZPR3Nws+T3GQDPME088gYKCgqGvc3JysGfPHjQ3N8PpdKKsrAwmkwkZGRloaWlBVVUVAOCDDz6AyWRCR0cHwsPDoVINbGKu0+lgMBhk+SzeMNb2Agba6Kc//Sk2b96MxMRE/O53v5Pls0gtOzt76BdubW0tPvjgAwiCAJ1ON/QavV4Pg8GA1tbWk44P3kfj6f7yRHsN/jvvrwGD7QUAd955J2688caTzsH7y732AsbP/QW412bR0dH40Y9+BACwWq34y1/+gquuukrye0zlsTMFoAkTJuD+++/H8uXLERwcjKKiIuzbtw9arRZ/+MMf8Oijj8LlcuGmm26CWq2GKIoQhJO3N//h14HM3fYCgD//+c9D77/zzjuH/icIVEeOHME999yDhx56CEqlErW1tUPfG7x/XC7XSffN4PHxeH+Npb0A3l+na68z4f3lXnsB4+/+Atxrs+7ubvzsZz9DTk4OrrvuOhgMBknvMfbQnIXNZsO0adOwceNGvPnmm4iPj0dqaiqcTicSEhLw1ltv4Z133sGUKVOQmpqKmJgYdHd3w+l0AgCMRuPQ45fxwN326u7uxt///veh94uiCKVSKd8HkFh5eTluv/123H///bjuuuuQkJAAo9E49P3B++WHx00mE/R6/bi7v8baXry/Tt9eZ8L7y732Gm/3F+Bem7W2tmLJkiWYPHkynnjiCQDS32MMNGfR29uL22+/HRaLBf39/Xj11VexcOFCCIKAn/zkJzAYDBBFEX//+9+xcOFCqNVqFBQUoLS0FACwceNGFBYWyvwpvMfd9goNDcXf/vY37NmzBwDw6quvBuzfcJqbm/Gzn/0M69atw6JFiwAA06dPR01NDerq6uB0OrFlyxYUFhYiOTkZGo0G5eXlAIBNmzahsLBwXN1fnmgv3l+nb68z4f3lXnuNp/sLcK/NnE4n7r33XixYsACrV68e6oWR+h4TRFEUPXa2AHHFFVfg5ZdfRkpKCt566y38/e9/h8PhwNVXX40VK1YAAD777DP88Y9/RH9/P+bMmYPVq1dDrVajsbERK1euRFtbGxITE/HMM88gMjJS5k8krbG0165du/DEE0/AarUiIyMDTz/9NCIiImT+RJ73+OOP45133kFaWtrQsVtuuQUZGRl48sknYbPZMHfuXPzmN7+BIAioqqrCI488AovFgtzcXDz55JMICgoaN/eXp9qL99fp22vQypUrccEFF6CkpAQAeH+52V7j5f4C3Guzjz76CCtWrMDkyZOHXpuXl4cnnnhC0nuMgYaIiIj8Hh85ERERkd9joCEiIiK/x0BDREREfo+BhoiIiPweAw0RERH5PQYaIiIi8nvc+oCIRszpdOLll1/G+++/D6fTCbvdjssvvxy//OUv8b//+794/fXXsXnz5pP2d7n66qvx6KOP4sILL0Rrayt+//vfo7q6GgAQHByMe+65B1dddRU2btyIl156CcDAIl4ajQYxMTEAgEcffRRff/01XnvttaEN70RRhMViwY9+9COsXLlyaL2QTz/9FC+++CK6urrgcDiQnZ2Nhx9+GImJifjFL36Buro6AEBVVRUmTZoEhUIBrVaLV1555bSfub+/HzfffDNmz56Nhx9+eOi4wWDANddcgz/+8Y9Qq9W46667MGHChKHv9/T0YOLEiXjyyScRHR3tqf8ERHQmHtu3m4gC3iOPPCKuWLFC7OrqEkVRFHt6esTly5eLDzzwgPjcc8+JeXl54h133CG6XK6h9yxatEjcsWOHKIqieNddd4kvvfTS0PeOHDkiFhQUiEePHj3pOg8//LD4t7/97aRjzz33nLh27dqTjnV2doqFhYXi559/LoqiKG7evFlcsGCBWFtbK4qiKLpcLvF//ud/xKuuukq02WwnvXfSpEliW1vbiD53dXW1OGPGDPHbb78dOu8dd9whPvPMM6IoiuKOHTvERYsWnfQeh8MhLl++XFy3bt2IrkFEY8NHTkQ0Ig0NDXj//ffx+9//fmg11NDQUKxduxZXXXUVAOCaa65Ba2srXnzxxdOew2g0wmq1wuVyAQAmTpyI559/HlqtdlQ1mUwmWK3WoZVGn332WaxevRrp6ekABja+u/vuu7FixQr09/eP6hoAkJmZiZUrV+Lhhx9Gb28vXn/9dVitVvziF78443ssFgva29sDcqVdIl/ER05ENCIHDhzAxIkTER4eftJxnU6H+fPn4/Dhw9BoNPjjH/+IJUuWYPbs2cjNzT3ptQ899BAefPBBvPTSS5g5cyZmzZqF4uLikx5RnU1paSnKy8vR19cHs9mMqVOnYu3atZg2bRo6OjrQ2NiImTNnnvQeQRBwzTXXjO3DA7jpppvw5ZdfYtWqVdi7dy/eeOONkzYjrK+vx+LFi+FwONDe3o6EhAQsWLAAP/7xj8d8bSI6N/bQENGIKBSKoZ6Vs5k8eTLuu+8+3H///ejt7T3pe3PmzMFnn32GP//5z5g+fTo+/fRTFBUVYe/evSOqYeHChdi0aRO2bNmCefPmwWq14oorrhiqD8CIahyt//iP/8CXX36JBx54YGgsz6C0tDRs2rQJ//znP/HAAw/AaDRiwYIFUKvVktVDRN9joCGiEZk2bRqOHTsGi8Vy0nGDwYC7774bVqt16Nhtt92G9PR0PPHEE0PH2tra8Nvf/haCIKCgoAD33nsvXnvtNSxcuBAbN250q5agoCA8+uijsFgsePrppwEAkZGRyMjIGNr9eLhf/vKXqKqqcusapxMZGQmtVovU1NSzvu7666/HFVdcgV/+8pdwOBxjvi4RnRsDDRGNSHx8PIqLi7Fq1aqhUGOxWPDb3/4WUVFRCA4OPun1Tz75JLZt2zY0qygyMhLbt2/Hyy+/DPHEnrh9fX2or6/H1KlT3a4nKCgIa9asweuvv46DBw8CAH7+85/jiSeeGLqm0+nE+vXrUVVVhczMzFF/9tF44IEH0NzcjNdee82r1yUarxhoiGjE1qxZg4kTJ+KWW27B4sWLceONN2LixIl4/PHHT3ltTEwMnnrqKdjtdgCASqXCCy+8gN27d+PKK6/E1VdfjZtuugmXX345brjhhlHVU1BQgOLiYvzud7+DKIooLi7GPffcg1//+tdYvHgxFi1ahOrqavzjH/9AUFDQmD67u7RaLR544AH893//N0wmk1evTTQeCeLgX5WIiIiI/BRnORHRuGexWLB06dLTfi8sLAyvv/66lysiInexh4aIiIj8HsfQEBERkd9joCEiIiK/x0BDREREfo+BhoiIiPweAw0RERH5vf8PFySXW+RD3aAAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "sns.lineplot(\n", " data=by_year, \n", " x=\"CNSTRCT_YR\", \n", " y=\"count\", \n", " ax=ax\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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boroughBKBXMNQNSI
CNSTRCT_YR
1990.01022525535651934
1991.0475462374021091
1992.0785688354541573
1993.0528687194761138
1994.0393300546611234
\n", "
" ], "text/plain": [ "borough BK BX MN QN SI\n", "CNSTRCT_YR \n", "1990.0 1022 525 53 565 1934\n", "1991.0 475 462 37 402 1091\n", "1992.0 785 688 35 454 1573\n", "1993.0 528 687 19 476 1138\n", "1994.0 393 300 54 661 1234" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "line_pivot = pd.pivot_table(\n", " building_footprints, \n", " values='DOITT_ID', \n", " index=['CNSTRCT_YR'], \n", " columns=['borough'], \n", " aggfunc='count'\n", ")\n", "\n", "line_pivot.head()" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "sns.lineplot(\n", " data=line_pivot, \n", " ax=ax\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "sns.lineplot(\n", " data=line_pivot['MN'], \n", " ax=ax\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "manhattan_df = building_footprints.loc[building_footprints['borough'] == 'MN']\n", "sns.lineplot(\n", " data=manhattan_df, \n", " x=\"CNSTRCT_YR\", \n", " y=\"GROUNDELEV\", \n", " ax=ax\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "sns.lineplot(\n", " data=building_footprints, \n", " x=\"CNSTRCT_YR\", \n", " y=\"GROUNDELEV\",\n", " hue='borough', \n", " ax=ax\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.relplot(\n", " data=building_footprints, \n", " x=\"CNSTRCT_YR\", \n", " y=\"GROUNDELEV\",\n", " col=\"pfirm15_flag\", \n", " hue=\"borough\", \n", " style=\"borough\",\n", " kind=\"line\",\n", " ci=False,\n", " height=7,\n", " facet_kws={\"legend_out\": True}\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Scatter Plots" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "sns.scatterplot(\n", " x=building_footprints['GROUNDELEV'],\n", " y=building_footprints['HEIGHTROOF'], \n", " ax=ax\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "sns.scatterplot(\n", " x=building_footprints['GROUNDELEV'],\n", " y=building_footprints['HEIGHTROOF'], \n", " data=building_footprints, \n", " hue=\"borough\", \n", " ax=ax\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "sns.scatterplot(\n", " x=building_footprints['GROUNDELEV'],\n", " y=building_footprints['HEIGHTROOF'], \n", " data=building_footprints, \n", " hue=\"pfirm15_flag\", \n", " style=\"pfirm15_flag\", \n", " ax=ax\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "sns.scatterplot(\n", " x=building_footprints['GROUNDELEV'],\n", " y=building_footprints['HEIGHTROOF'], \n", " data=building_footprints, \n", " hue=\"pfirm15_flag\", \n", " style=\"borough\", \n", " ax=ax\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "sns.scatterplot(\n", " x=building_footprints['GROUNDELEV'],\n", " y=building_footprints['HEIGHTROOF'], \n", " data=building_footprints, \n", " hue=\"CNSTRCT_YR\", \n", " ax=ax\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "sns.scatterplot(\n", " x=building_footprints['GROUNDELEV'],\n", " y=building_footprints['HEIGHTROOF'], \n", " data=building_footprints, \n", " size=\"CNSTRCT_YR\", \n", " sizes=(15, 300),\n", " ax=ax\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Relational Plots onto a Facet Grid" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = building_footprints.loc[building_footprints['borough'].isin([\"MN\", \"BK\"])]\n", "\n", "sns.relplot(\n", " data=data, \n", " x=\"GROUNDELEV\", \n", " y=\"HEIGHTROOF\", \n", " hue=\"CNSTRCT_YR\", \n", " col=\"borough\", \n", " row=\"pfirm15_flag\",\n", " facet_kws={\"legend_out\": True}\n", ")" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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jR48GYMGCBaxYsYJAIMCGDRuYPXt2q3YRERERERERETkxW3u98c9+9rNWj3NycsjJyQGgpqaGp59+moceeoiKigpcLlfkOJfLRXl5ObW1tcTFxWGz2Vq1i4iIiIiIiIjIibVb0PNpysvLue2227jiiiuYNGkSBQUFGIYRed40TQzDiPzvx33y8alITY37wn0+EZcrvl3et7NoPF2bxtO19bTxnIiupadG4+naNJ6uraeN50R0LT01Gk/XpvF0bT1tPHJ6OjToOXDgALfddhs33ngjt9xyCwCZmZlUVlZGjqmqqiI9PZ2UlBQaGxsJhUJYrVYqKysjy8A+j+pqN+GwecbGAC3/z1NZ2XhG37MzaTxdm8bTtXW38Zzuh7+upZ9N4+naNJ6urbuNR9fS9qPxdG0aT9fWncajQKp9ddj26m63m1tvvZVvf/vbkZAHWpZ0OZ1OCgoKAFi6dCnTp0/Hbrczfvx4XnnlFQBefPFFpk+f3lHdFRERERERERHpdjos6FmyZAlVVVU8+eSTXHrppVx66aX85je/AeCRRx7hoYceYs6cOXg8Hm666SYA7r//fhYvXsxFF13Exo0b+c53vtNR3RURERERERER6XbafenWqlWrALj55pu5+eabT3hMfn4+S5YsadOek5PDU0891Z7dExERERERERHpMTpsRo+IiIiIiIiIiLQvBT0iIiIiIiIiIj2Egh4RERERERERkR5CQY+IiIiIiIiISA+hoEdEREREREREpIdQ0CMiIiIiIiIi0kMo6BERERERERER6SEU9IiIiIiIiIiI9BAKekREREREREREeggFPSIiIiIiIiIiPYSCHhERERERERGRHkJBj4iIiIiIiIhID6GgR0RERERERESkh1DQIyIiIiIiIiLSQyjoERERERERERHpIRT0iIiIiIiIiIj0EAp6RERERERERER6CAU9IiIiIiIiIiI9hIIeEREREREREZEeQkGPiIiIiIiIiEgPoaBHRERERERERKSHUNAjIiIiIiIiItJDKOgREREREREREekhFPSIiIiIiIiIiPQQCnpERERERERERHoIBT0iIiIiIiIiIj2Egh4RERERERERkR5CQY+IiIiIiIiISA+hoEdEREREREREpIdQ0CMiIiIiIiIi0kO0a9DjdruZN28eRUVFAKxZs4b58+cza9YsHn300chxhYWFLFiwgNmzZ3PPPfcQDAYBKCkp4frrr2fOnDnceeedNDU1tWd3RURERERERES6tXYLerZu3cp1113H4cOHAfB6vfzoRz/iscce45VXXmHHjh2sXr0agEWLFnHfffexcuVKTNNk8eLFADzwwAMsXLiQFStWMHz4cB577LH26q6IiIiIiIiISLfXbkHP4sWLuf/++0lPTwdg27Zt9O7dm9zcXGw2G/Pnz2fFihUUFxfj9XoZPXo0AAsWLGDFihUEAgE2bNjA7NmzW7WLiIiIiIiIiMiJ2drrjX/2s5+1elxRUYHL5Yo8Tk9Pp7y8vE27y+WivLyc2tpa4uLisNlsrdo/r9TUuNMcwcm5XPHt8r6dRePp2jSerq2njedEdC09NRpP16bxdG09bTwnomvpqdF4ujaNp2vraeOR09NuQc8nhcNhDMOIPDZNE8MwPrX9w//9uE8+PhXV1W7CYfP0O34CLlc8lZWNZ/Q9O5PG07VpPF1bdxvP6X7461r62TSerk3j6dq623h0LW0/Gk/XpvF0bd1pPAqk2leH7bqVmZlJZWVl5HFlZSXp6elt2quqqkhPTyclJYXGxkZCoVCr40VERERERERE5MQ6LOgZNWoUhw4d4siRI4RCIZYvX8706dPJycnB6XRSUFAAwNKlS5k+fTp2u53x48fzyiuvAPDiiy8yffr0juquiIiIiIiIiEi302FLt5xOJw8//DB33XUXPp+PGTNmMGfOHAAeeeQR7r33XtxuN8OGDeOmm24C4P777+fuu+/mD3/4A1lZWfzv//5vR3VXRERERERERKTbafegZ9WqVZGfp0yZwrJly9ock5+fz5IlS9q05+Tk8NRTT7Vr/0REREREREREeooOW7olIiIiIiIiIiLtS0GPiIiIiIiIiEgPoaBHRERERERERKSHUNAjIiIiIiIiItJDKOgREREREREREekhFPSIiIiIiIiIiPQQCnpERERERERERHoIBT0iIiIiIiIiIj2Egh4RERERERERkR5CQY+IiIiIiIiISA+hoEdEREREREREpIdQ0CMiIiIiIiIi0kMo6BERERERERER6SEU9IiIiIiIiIiI9BAnDXreeuutjuqHiIiIiIiIiIh8QScNen77299Gfv7JT37S3n0REREREREREZEv4KRBj2makZ+3bt3a7p0REREREREREZHTd8o1ej4e+oiIiIiIiIiISNdz0qDHMIwT/iwiIiIiIiIiIl2P7WRPHjt2jDvuuKPNzx96/PHH269nIiIiIiIiIiLyuZw06LnnnnsiP8+ePbvdOyMiIiIiIiIiIqfvpEHP5ZdfHvm5sbERwzCIi4tr906JiIiIiIiIiMjn95nFmN955x3mzZvHxIkTmTBhAvPmzWP16tUd0TcREREREREREfkcThr0bNy4kZ/85Cd85zvfYePGjXzwwQd84xvf4P7772fDhg0d1UcRERERERERETkFJ1269Yc//IFHH32UUaNGRdrmzp1LZmYmv/vd75gwYUK7d1BERERERERERE7NSWf0VFdXtwp5PjRmzBjKysrarVMiIiIiIiIiIvL5nTToaW5u/vQXWj6zvI+IiIiIiIiIiHSgk6Y1GRkZbNu2rU37tm3bSE9Pb7dOiYiIiIiIiIjI53fSoOfOO+9k0aJFvPfee3i9XtxuN2+++Sbf/e53+frXv95RfRQRERERERERkVNw0mLMU6ZM4fvf/z4PPvgghw8fBqBfv37cd999jB8/viP6JyIiIiIiIiIip+ikQQ/ABRdcwAUXXEBdXR0ASUlJX/ikS5cu5U9/+hMA06dP5wc/+AFr1qzhoYcewufzMXfuXL773e8CUFhYyD333ENTUxPjx4/ngQcewGb7zG6LiIiIiIiIiJx1PrOissfj4YknnuCee+7h3nvv5YknnsDtdp/2CZubm/nZz37GU089xdKlS9m4cSOrVq3iRz/6EY899hivvPIKO3bsYPXq1QAsWrSI++67j5UrV2KaJosXLz7tc4uIiIiIiIiI9GQnDXrq6+tZsGABGzduZMqUKYwdO5Z169ZxxRVXUFtbe1onDIVChMNhmpubCQaDBINB4uLi6N27N7m5udhsNubPn8+KFSsoLi7G6/UyevRoABYsWMCKFStO67wiIiIiIiIiIj3dSddA/fa3v+XKK6/ktttui7TdcsstPP744/zmN7/hJz/5yec+YVxcHN/+9reZO3cu0dHRTJgwgYqKClwuV+SY9PR0ysvL27S7XC7Ky8s/1/lSU+M+dx9PhcsV3y7v21k0nq5N4+naetp4TkTX0lOj8XRtGk/X1tPGcyK6lp4ajadr03i6tp42Hjk9Jw161q9fz4svvtim/fbbb+eiiy46rRPu3r2b5557jrfeeov4+Hj+67/+i8OHD2MYRuQY0zQxDINwOHzC9s+jutpNOGyeVl8/jcsVT2Vl4xl9z86k8XRtGk/X1t3Gc7of/rqWfjaNp2vTeLq27jYeXUvbj8bTtWk8XVt3Go8Cqfb1mTV6rFZr2xdZLDgcjtM64XvvvceUKVNITU3F4XCwYMEC1q1bR2VlZeSYyspK0tPTyczMbNVeVVVFenr6aZ1XRERERERERKSnO2nQEw6HaWxsmwg2NDSc9gnz8/NZs2YNHo8H0zRZtWoVo0aN4tChQxw5coRQKMTy5cuZPn06OTk5OJ1OCgoKgJbduqZPn37a5xYRERERERER6clOunRr3rx5PPDAA/zyl7+MLJny+Xzcf//9XHrppad1wmnTprFr1y4WLFiA3W5nxIgR3HXXXUydOpW77roLn8/HjBkzmDNnDgCPPPII9957L263m2HDhnHTTTed1nlFRERERERERHq6kwY9t99+O9/97neZOXMmo0ePJhgMsm3bNiZMmMAtt9xy2ie9/fbbuf3221u1TZkyhWXLlrU5Nj8/nyVLlpz2uUREREREREREzhYnDXqsViu//e1v2bx5M1u2bAHgq1/9KqNGjeqIvomIiIiIiIiIyOdw0qDnQ2PGjGHMmDGt2hYvXszVV1/dLp0SEREREREREZHP76TFmN99912mTZvG/PnzKSoqAmD79u1cccUV/O///m+HdFBERERERERERE7NSWf0/OIXv+DHP/4xRUVFPP744wwZMoSHH36Yyy67jL/85S8d1UcRERERERERETkFJw16wuEws2fPBmDGjBmsX7+ef/zjH22WcYmIiIiIiIiISOc7adDjcDhaPX7yySfJyclp1w6JiIiIiIiIiMjpOWmNno9LTk5WyCMiIiIiIiIi0oWddEaP1+tl165dmKaJz+eL/PyhYcOGtXsHRURERERERETk1Jw06PH5fHzzm9+MPP74z4Zh8Oabb7Zfz0RERERERERE5HM5adCzatWqjuqHiIiIiIiIiIh8QSet0fPlL3+5o/ohIiIiIiIiIiJf0EmDnvr6+o7qh4iIiIiIiIiIfEEnXboVDoepr69vVYD545KSktqjTyIiIiIiIiIichpOGvTs3buXyZMnnzDoMQyDwsLCduuYiIiIiIiIiIh8PicNevLz83nxxRc7qCsiIiIiIiIiIvJFnLRGj2EYHdUPERERERERERH5gk4a9OTm5nZUP0RERERERERE5As6adDz29/+tqP6ISIiIiIiIiIiX9BJa/SMGTPmhMu3TNPEMAw2bdrUbh0TEREREREREZHP56RBz/Lly4GWYOdrX/saf/rTnzqkUyIiIiIiIiIi8vmdNOjJycmJ/OxwOFo9FhERERERERGRruWkNXpERERERERERKT7UNAjIiIiIiIiItJDnHTp1muvvRb5ubGxsdVjgFmzZrVPr0RERERERERE5HM7adDz1FNPRX7Oyspq9dgwDAU9IiLyhYVNqHb78AdCpCVG4bRqsqmIiIiIyOk65aBHRETkTPMFwyx7/zCvfnAYgKy0GP5r4TiSY+yd2zERERERkW7qpEEPQHNzM263G5fLxb///W+am5uxWq1cf/31WK3WjuijiIj0UEcr3ZGQB6C0ysMLqw9wy9z8zuuUiIiIiEg3dtL58YcOHWLOnDmR2jx//vOf2bt3L88//zzPP/98h3RQRER6ruLKpjZt2/ZX4Q2GO6E3IiIiIiLd30mDnl/96lcsWrSI66+/HoCEhAQeeughHnnkEV588cWO6J+IiPRgOWmxbdqG90slyq46PSIiIiIip+Okf0nv3r2befPmRR6bpgnAgAEDKC0tPe2Trlq1igULFjB37lwefPBBANasWcP8+fOZNWsWjz76aOTYwsJCFixYwOzZs7nnnnsIBoOnfV4REela8tLjmDUpL/I4MyWGK2YOALMTOyUiIiIi0o2dNOiJjo5u9fjjAUxSUtJpnfDYsWPcf//9PPbYYyxbtoxdu3axevVqfvSjH/HYY4/xyiuvsGPHDlavXg3AokWLuO+++1i5ciWmabJ48eLTOq+IiHQ9TpuFq84bwMNfn8pPvzqZ+26ZqELMIiJnWBho9AbxhUwMo7N7IyIi7e2kQY/VaqWhoSHyuG/fvgDU1taediHm119/nYsuuojMzEzsdjuPPvoo0dHR9O7dm9zcXGw2G/Pnz2fFihUUFxfj9XoZPXo0AAsWLGDFihWndV4REemarAakJzjplRpDlE1LtkREzqT65gC/f3473/71O9z357UcKGvs7C6JiEg7O+lf1PPnz+eee+7B7/dH2kKhEA8++CCXXXbZaZ3wyJEjhEIh7rjjDi699FKeeeYZKioqcLlckWPS09MpLy9v0+5yuSgvLz+t84qIiIiInE1CJjyxfBdb9lYCUFnXzEN/30i12/8ZrxQRke7spNur33zzzXz/+9/n/PPPZ+zYsRiGwebNm5k0aVKkQPPnFQqF2LhxI0899RQxMTHceeedREVFYXxsHqlpmhiGQTgcPmH755GaGnda/fwsLld8u7xvZ9F4ujaNp2vraeM5EV1LT43G07VpPF1bTxvPiXT0tfRYeSPbD1S3aguFTaoavOT3TW2XvpwJPe13QePp2jQe6YlOGvRYrVZ+9atfsWPHDgoKCjBNk1tvvZWRI0ee9gnT0tKYMmUKKSkpAFx44YWsWLGi1VKwyspK0tPTyczMpLKyMtJeVVVFenr65zpfdbWbcPjMVvV0ueKprOw50141nq5N4+nautt4TvfDvytfSw0DGpqDlNV4iHJYyUiOwWHt+CIU3e134bNoPF2bxtO5usu11AyFSYh10NDUegaP027psv/e3e134bNoPF2bxtN5FEi1r5MGPR8aPnw4w4cPPyMnnDlzJj/4wQ9oaGggNjaWd999lzlz5vCnP/2JI0eO0KtXL5YvX84VV1xBTk4OTqeTgoICxo0bx9KlS5k+ffoZ6YeIiHR/hmFQUe/lgSfW4fG27Mo4Lj+dWy4eQrT99GrJiYj0FDEOK7dfNpxfPbOJ45vnMnVkFtnJMZ3bMRERaVcnDXrmz59/0he/9NJLn/uEo0aN4rbbbmPhwoUEAgGmTp3KddddR79+/bjrrrvw+XzMmDGDOXPmAPDII49w77334na7GTZsGDfddNPnPqeIiPQswbDJ0comdh+pxemwMmdKH158ez9hEwp2V3Dh+FwG90rs7G6KiHQq0zQZkpvEQ3dOpazaQ3ysneyUGBwqfC8i0qOdNOj58Y9/3C4nvfLKK7nyyitbtU2ZMoVly5a1OTY/P58lS5a0Sz9ERKT7sVgM1u8q5y/LdkbaeqXHMfecvrz8/iEAquq9CnpERACDlp0N0xOcnd0VERHpICcNeiZOnNhR/RARETklbm+Qp1fuadVWVOFm+picyONe6e1T8FREpDtx+4Icq3ATCIbplR5HapwT0zyzNYJERKTrOem8zbvvvjvy8wsvvNDquU/OyBEREekIobCJLxBq0x4OmzhsFv7fwrEEQ2E27K3iaFUTgTNc+FREpDtoaA7y4N838MunN/HrZ7dwz+MfUFrb3NndEhGRDnDSoGf37t2Rn//xj3+0ei4YDLZPj0RERE4iPtrOBeN7tWqLdtoYPdDFI3edy/b9Vfzsbxv4w/Pb+Mlf1vH2luKWtQsiImcJw4DCIzVU1HwU7PgCIV589wCGrociIj3eKe26BbSZ5mnoU0JERDqDaXLJtH6kJkazelMxuZlxLJjRn4xEJ6W1Xl5ff7TV4Yvf2Mf4wRkkx9o7qcMiIh3LMAwqTjB7p6SyiWAYrPozXkSkRzvloEfBjoiIdBWxDitzJuRy/phe2KyACaYJzb62s00/WuqloEdEzg7hsMnwfqm8sPpAq/YLJ+Rhsxiq0yMi0sOddOmWwh0REemqwmETmwX42PeV9ORoEmIdrY7rlR5HinabEZGzTG56LN+8chSJcQ6cditXzhzAhHyXQh4RkbPASWf0HDt2jDvuuKPNzwBFRUXt2zMREZHPwTDAajH4wY3jeea1Pew7WsvowS6uuWAQDotuXIjI2cVmGIwbmMawPucQMk1inTZMFacXETkrnDToueeeeyI/z549u9Vzn3wsIiLSaQyTPcWNPP78dhqafMw9pw+3zBtKUoxddZhF5KxlmiZOW8sEfoU8IiJnj5MGPZdffnlH9UNEROS01bgD/OKfBYSPf5F5+f3D7DxYw49uGo9NSY+IiIiInEVOGvR8fKnWiTz++ONntDMiIiKno7y2ORLyfOhwaQP1TT5S41SfR0RERETOHicNej6+POu3v/0t3/rWt9q9QyIiIp9XQoyjbVusg2jnKW8uKSIiIiLSI5zy0q2///3vWsolIiJdUnpSFBef04eX1xwGwGLA1y4bQazDph1mROSsYhgGjd4gAPFRugaKiJyNTvlWp7ZaFxGRrspuMbhkWl8mD8+kvslPRlI0KfFOfcERkbOKNxjmzYIilr5zEMOAy6b35/yxOZGCzCIicnbQnHYREekR7BaDnJQYclJiOrsrIiKdYtfhWp57a3/k8X9W7SM7LZZR/VI6sVciItLRThr01NXVRX4OhULU19e3ujualJTUXv0SEREREZFTZLNZeXdrSZv297aVMG5QGsFgGKvVgmFAMBjuhB6KiEhHOWnQM3nyZAzDiIQ7kyZNijxnGAaFhYXt2zsREREREflM4XCY/jmJbN1X2aq9V3ocjc1B3N4Ab20qoqSyifPH9SI/LwmHVUu6RER6opMGPbt37+6ofoiIiIiIyGkKh01mjM4iL8ZDVLiJmkAUK3d6SEuKZuuBKp56dTfNvpYizdv2V3HL/GFMH5FJOKxaZiIiPY1q9IiIiIiIdFP+YIhGXxC7zSC1oRCj4DHMgJdsZwxT5n6DF/Y1k5EaEwl5PrRk1T7GD3YRpULNIiI9jq7sIiLSoxgGBMMmId2kFpEerskX4veLt/LdX7/Dvp17qXnpd5gBLwCmz0Pjq78n09mEuznQ5rUWw0B76oqI9Eya0SMiIt2SxWJgsRitiooGQibbDlbzwuoDOB1WrrlwEAOyErDo24yI9DCGxWDVpiLeKjgGQKzpxgy1DnRMfzMpdh8NYYiLtrcKfK750iCi7NZWG62IiEjPoKBHRES6FcMwqKj38t62EqrqvcwYk0O/zHhsFoNdR2v5v+e2RY59+B8buf+2SfROi+3EHouInHm+QIjVm4sjj91mDC6LDcIfLdEy7FHUB50sffcAV10wkIYmP+U1Hs4dlU3/7ASFPCIiPZSWbomISLdS1ejj/r+s5aX3DvHB9lIe/sdGdh2pxbAYvLLmcJvjNxaWY9GUHhHpYexWC7npcZHHizc0EJryZbC03Mc1rHYCU25m8YY6mn1BXn7vELMn5XHnpcPI75WIXddFEZEeSzN6RESkW9lfVIfXH2rVtvjNfQzvl0pyvLPN8YmxTnTTWkR6GgO45sJB7D5Siy8QoqS6mWcPpPON6/8Hi7eeUFQSb+71E+Uo5oIJ6Zw/LhevN4jTqoBHRKSnU9AjIiLdyokyG9OEcCjM/Gn9KNhdQej4dsExUTaG90/9lFeJiHRvWcnR/O93pnOwuB6n3UpOWixBuwWi0wGYORpGDnTx1Cu7uefxNdisBjdfPJTJQ9KxGAp8RER6KgU9IiLSrQzolYjTbsUX+GhWz5XnD8BuNchJieb+2yZRsLsCq9VCjNPGr57ZxA9uHEdaXNvZPiIi3ZlpmuRlJhD9KbN0/CGT3/x7K8cqGgEIhkz+smwn/bITyUyK6siuiohIB1LQIyIincowDBz+GsyGCoyoOEKx6QSxf+rxKXFOfnDTeI6WNWC3WclxxZGVEo1pgtVq8FZBEWt3lBE2TXzHl3it21nO/Cm9CYc1s0dEei6nEcDqqQDDIBCTSZ0nFAl5Pq6qvllBj4hID6agR0REOpWz/hBVz/8c098MQPyE+dhGzyNotJ6BYxgGgbDJlv1VPPaxnbXGD0nnlouHHi8salBZ10yzL9jqtdX1zRiGgZZwiUhPFe2vpGn9Upp2vQ8WC/GjLiBt1MVkpsRQVuNpdWxKgkIeEZGeTLtuiYhIp3GYzdS+9sdIyAPQuOElrA3FrY4Lhk027q1k1aZi/vbyrlbPbSysYNO+Kuqbg4RCYWZP7N3mPOeMyCYUCrfPIEREOpnFYuA/VEDTrvcAE8IhGje/hqVsJ9+8ahQxUcd34jJg4azBZGg2j4hIj6YZPSIi0mkswWaCNaVt2sPuWkj86PGh8kb+77ltXHPhIDzeYJvjG5v8vPjOAb48ZzCDeiXw9QUjee7t/VgsBtdcOIg+mXFtXnOqTMDjD+GwWrBrtxoR6YLs1jCN+wratDcf2krfWefy8J3nUFXvJS7aTkq8U3d6RUR6OAU9IiLSaUL2OBxZ/fGXHmjVbklwRX62Wi2s21EOwMHieob2TWHXoZrI8w6bBYvFYP2ucq65YCBRNgsTBqcxqn8qhgF2q3Ha26s3NAf51xt7WL+rnMyUGG6/bAS902O1AkxEupQwVhwZffGV7GvV7kjvQyAQIs5pIy799ANvERHpXjo10P/5z3/O3XffDcCaNWuYP38+s2bN4tFHH40cU1hYyIIFC5g9ezb33HMPwWDbO7kiItI9BXCQdOFtOHMGkThxPknnXk3apf+PYFxW5Jhw2CQjNQaAjbvLGZefwZQRmdisBr0z4/nyxUN59YPD9MtJwGFr+VgzzZaAx2Y5/ZAnDPzt1V2s21mOaUJptYef/W09NW7/Fx22iMgZFQiEiR0+HWt8SqTNnpKFs+9owlq1KiJy1um0GT0ffPABL7zwAueddx5er5cf/ehHPPXUU2RlZfG1r32N1atXM2PGDBYtWsSDDz7I6NGj+dGPfsTixYtZuHBhZ3VbRETOMH9UGrEjZlL31lOEfR6iB4wjLqUXIXvLFxbTNJkwJB2b1YLTbsGwGIwe5GL0oHS2H6jiyeW7cNgt3DA7/4zevWhsDrBlb1WrtmDIpKzaQ0qs4wyeSUTki/PG5eG66h6CVUcxLBYsKbl4bCmf/UIREelxOmVGT11dHY8++ih33HEHANu2baN3797k5uZis9mYP38+K1asoLi4GK/Xy+jRowFYsGABK1as6Iwui4hIO7ASwFF7gHBDJYmTLyF+9AU07y/AU/ASVqNlKk6jN8hjz23HFwhxuKyRV94/zL6jdfTPTmD2xDwWXT+Wh+4454xvFeywWUk4QaDzYVFTEZGuIOz34azZi3/1n2natgojPh1fxmiFPCIiZ7FO+Wv1vvvu47vf/S6lpS0FOCsqKnC5PqrHkJ6eTnl5eZt2l8tFeXl5h/dXRETah+XIRipW/jHy2Nkrn7jhM2gq/IDUiQsIWxPYtLcSV3I02/dXUXi4pTZPcaWbrfsq+cmtk8lJ+Wi51pkU47By6yXDePRfmyNtk4ZmkJ0Sc2ZPJCLyBTQf2kLVkl9EHru3vE7atT/BG5Pdib0SEZHO1OFBz3/+8x+ysrKYMmUKzz//PADhcBjD+GgnE9M0MQzjU9s/j9TU9ik853LFt8v7dhaNp2vTeLq2njaeE2mPa2mgroLat59q1eYr2k1Mv9HY03oRm5hIQlQsOw/VMKBXIh9sb707V2Wdl+pGH2MGp0faauqbsdutxMecmaVV5yZGk+OKo7iyicQ4B/1yEkmO//SZQz3td0Hj6do0nu7nTF9LQ75mSpc916rNDPoJlRTimjL4jJ6rI/W03wWNp2vTeKQn6vCg55VXXqGyspJLL72U+vp6PB4PxcXFWK3WyDGVlZWkp6eTmZlJZWVlpL2qqor09PQTve2nqq52Ew6f2du8Llc8lZWNZ/Q9O5PG07VpPF1bdxvP6X74t8e1NNHwY/o8bdpNM0zieTdQ0xjGcDcybnA69R4/FgPadME0qaxspDkQ5r3tJbz8/mHio+3ceNEQBmbHY/DFt0NPibGT0jsJgKA3QKU3cMLjutvvwmfReLo2jadzdZVrqd0IQDjUpj0Y8NN4bD+BqBRC2M/Y+TpCd/td+CwaT9em8XQeBVLtq8Nr9Dz55JMsX76cpUuX8q1vfYvzzz+fv/zlLxw6dIgjR44QCoVYvnw506dPJycnB6fTSUFBAQBLly5l+vTpHd1lERFpB7aENKL6jWnVZtgcRPUZhS+hL9CyHGt4vxQCwRDTx/RqdezIgWlkJEdjsRis3VXOpt2VzD+3H1NH53C4rJHyet8Jz9vkC7G/tIH9pY3UePzaKV1Euq2AaSdp6oLWjRYbh41cXt5Uja9kHxZD226JiJxtukRFSafTycMPP8xdd92Fz+djxowZzJkzB4BHHnmEe++9F7fbzbBhw7jppps6ubciInImWBxRxM+4EWtMIp49a7Gn9SLxvBvxxPTC/FjBnViHlbkT8qj1+Bkz2MX+Y/X0zU5gYK9E7BYDXzBMMBRi7jl9OFbeyHtbS6hp8JKdGkN2clSrrYWb/CHe2VaC1xdiQ2EZqYnRXD6jPwOy4rQFsYh0S9H9x5C64Pu4N79G0B5HbfZk/u/NeqrqfWTEZTIupRpflOuz30hERHqMTg16FixYwIIFLXchpkyZwrJly9ock5+fz5IlSzq6ayIi0gG89hTsU79M6uQrCFuceHGcsKqyxYDUWAepsQ5G9U1ptfSh2R9i16Fa/vXaXpwOKxdP7cveo7U8uXwXD94+mWj7R0uDK2qbqXf7eW3dEQDKqj3sOVLLz+6Ygive2f4DFhE5w6zOGIIZw3nB6mDPkToOr62IPLfxaIAJg9ou7RIRkZ6tU7ZXFxER+VDINPBZ4glwagWUW9W3MGD5msNs3ddSz83nD/H8W/sZMyid2kYfHl+w1WstVoN3Nhe1aguGwhRVuL/YIEREOpNpYljgcGlDq+bcFDumU3UwRETONl1i6ZaIiMjn1eANUtPoa7MbF4C7OUBeZnyb3bfiYxzERNnx+lvf4XY6rIiIdFfhsMnVk5KZ4aomYFrYXRfD6zvqmDiiF14jtrO7JyIiHUxBj4iIdDuN3iA/+/sGemcm0Cs9jj1Hals9Hx9j587LR+KwtN51KzXOzsLZg/n9f7ZG2tJToslLP/Pbx4uIdJSo5jKqn/sfYjwtM3qmpuUy++ZvE4pK6OSeiYhIZ1DQIyIincpihHE0lRGqLcWIioPkXPyWmJO+5nBZI5W1zVTXNXPrJcM5WtZI8/FlWqMGpDFusIt4Z9uPODMMo/qlcP+tk9h9pJaUhCgG5yURd4JjRUS6AzMcwrNlJWHPR8u2glXHMEp3Y/SbdqKyZyIi0sPpL1sREek0hgH2il1UvvArOL7ReVT/ccTOvPWkYc+HS6/CJvz79T1ccm4/rFaD/jmJZKfG4LR+egk6q2HQ2xVLn/S4Vrt7cbwHvmCYKJtK2IlI9xAO+PGXHWjTHqg6irW/0eY6JyIiPZ+CHhER6TT2UBPeAwUkT78GMxzCDPppKFhJfN0RjNQhre5EGwZYrRZCIZPemfFYLAbhsEmjJ8Czb+zl2i8Nol9G3Cnfvf7kl5+aJj//WbWPnQdrGD3IxYIZ/UmKsZ/B0YqInHkWu4PY/EnUVR5t1e7MG4E/3PaCGDKhrsmPw2YhIcaOeYJjRESke1PQIyIincYW9OBprMZXso/YwZOwOKNxXXIXgYqjOMImgbR8wlhw+0Ns3VfFxt0VjB6YxuhBLr59zWiWv3eIukYfX5qYx9SRmae9RKE5EObhpzZSVecF4L2tJRwqqefHN0/AcZLZQSIinS1QXUzY20zs4Mk07V2PYbESP+ZCrGl5bY5taA7yx6U7KDxcg8Nm4fo5+UwZmoHtE/XMRESke1PQIyIinSZUVwYmRPcZSd0HSyEcxJHem+Tzb6D83/+Da+FPccf24u+vFFKwuwKAQDDE7iO1bCwsZ+zgdPIy43lz4zHGDnYRbTu93bMq65sjIc+HiiubqKr3kZ0S/YXHKSLSXgK15TRsWI6z12BSZ38Va0w8wYYqqD2GLTWKoOFsOdCAF945QOHhGgD8wTBPLt9F78x48tK0M5eISE+ioEdERDpNsL6CqD7DqX37mUibv+IIDQWv4ew1mFBNMdUhVyTkARjeP43/vLkX04QNheWR9tJqDymxjsiSrs/DaW8bEBmGtl0Xka7PEh0PgGFY8RXtxr1jdeS5hHOuxDp8LiGsNPvDrN9V3ub1pVUeBT0iIj2M5qOLiEinsab0wvR727R7D28jKnsAhjMWw2i9pMDrCxIb1bZ2jsNmYcPeKpasPsCe4nr8ofAp9yMtwcmFE3Jbtc2b2o+UOMcpv4eISGewp+YQN/pCovuOaBXyADR88Dw2bzUADruFvtltt1tPSXB2SD9FRKTjaEaPiIh0mnBKb2zNdW3aHem9CQWD2FN7k2p1MD4/nY3HZ/W8u6WYy88bwFOvFkaOH5ibxMHSep59fR8Ay98/zDUXDGTOxNxTqttjNQwWzOjPhCEZlNV4yE6LJdcVi6pWiEhXZ4uJJyb/HMLuGmIGT8Keko2/7CDNh7aBGQZ/M0SBFbhxTj4/fWI9zb4gAJOHZZLr0mweEZGeRkGPiIh0mqARhSV7ODFDp+LZ9T4Alqg4kqZdRSg2A58tAStw00VDGD2oZQnXyAFpDOmTwo1zh+BuDhDttJKdFscjTxe0eu/n3j7AlBFZJESd2kddlM3CwOwEBp7gjreISFcWSOyN04BgfSWevRuIyh1CygU30bDpNQJRiew8Woc/ECIvI56H7jyHshoP0U4bGUlRKjgvItIDKegREZFO5bfE4px6EzEjZ2EGvBiJGTTbk1rNxIlzWJk6LIPpI7MIhUw+KCznqVcLsVkthMJhrrlwUJv3DYXDn7tWj4hId2QNNFLxwq8Ie5sA8B7dSaipjuS5d7DoH3sormppt1kN7rtlEoMUaIuI9GiK8EVEpNMFDSe+hN74UwfjsyWdcLmVaUIwGMY0TdKTW3bCCobCmCYEgmESYlvX05k2KpvEmLa1fEREehqzvjwS8gBYXH2ozb+Mggon50/IY0ifFACCIZNn39jHqVcw6xrCQEWDj8JjdZTXewmfyppcEZGzmGb0iIhIt2ICcdEObrtkOF5/kL3H6li/s4wffnkCr68/yr5jdZw7KpvJwzJa1dgxDE6pXo+ISHdjOmIiP1sSMyjscx1/WF6Mae4C4OKpfQkEw+wvqqOizkMobGKxdI8qZCawfncFf3pxR6TtK/OGMm14puqoiYh8CgU9IiLSbRiGQeHROn71TAEfrso6f3wvfnDjOGLsVm6cNZBQGGzHt1g3DKh2+9l9pBZ/IMyQPslkJEZ17iBERM6winAitsEzYM9qvPlz+cvrpa2C7VfWHGLhrHz2F9Uxa1JvnDZLt1naWu8J8MRLO1u1/f2VQob1TSElVjsjioiciIIeERHpNpp8Qf744nY+/v1k1cYiZozpRUxqDMGQSXWjH38gRH2TnyinjXU7y3hj/VEALBaDn9w2iV4pMZ9yBhGR7scdsPFu02jOmzaSYFwG/uDeVs+bZkvdsrlTejNusKtDQx7DMLBYDEKh01sw5m4OEAy17m84bNLoCSjoERH5FAp6RESk2/AGQjQ0+SOPe6XHMXNcLsWVTbg9AZxOK3WNPpa9e5CjZY1Ay9brl83oz4urDxAOmyx79yDfuGwEptZxiUgPkZ4cxZFakyerYcIwg5SEKGoavJHnnQ4r2a44Vm8uZvRAF0nRHVO/rL45yOa9FRwsaWDi0AwG5iTitH2+EqHJ8U4SYh2trv0xUTZSE5xnursiIj2Ggh4REek2EqLtDMxNYt+xOpwOK7Mm9eZvy3dGZviMHuSiT2ZCJOQB2HesjuH9U4mNstHkDVLv9mOikEdEeo4Ya5j75sTh2fEWZiCBkVfP5fcv7KGkuonUxCgum9GfJ17aSV2jD1sHbafe5A/x0FMbqKhpBuC9rSVcfeEg5k7I/VxBe5zTyvdvGMfv/7OVshoPrqRovnnVKOKj7ArsRUQ+hYIeERHpNmwWgzsuH8Gfl+4gKy2OV9ccbrWMK2yaFB6pafO6onI36SkxHCpp4KJz+qCcR0R6ElvVPqqe/3nkcVzhuzywYBGFDXHsPtbIv17bg8cbpF9OIlmpHbN0tbiqKRLyfOiFt/czbUQWcU7rKb+PaUJ2cjQ/uXUSbm+A2CgbUTaLQh4RkZNQ0CMiIl2GYYAvaOIPhoh12k64o0pyjJ3vXTuGRm+QNdtKWj13tKyRWZN6s+dIbav2AbmJVDd4+eaVIxmSl9R+AxAR6WDhoJ/GDS+1ajP9HqwH1zAgKg1H77FAL3pnxjOkdzJRn3PpFAAGuH0hbFaDaJvllHYwNE9QBygcNk87oHFYjUhNHmU8IiInp6BHRES6BgP2lTby5xd3UFXfzKRhmVx74SASotp+VFkNSI61ccGEXF5ZczjS3uD2MaJ/KoWHUtl+oBqAc0Zkcc7wLGaOycFuMfQFQUR6nhNc2CxRsaSMOpeocAz5fdNPqQBzkz9EUaWbUNikV1ociTE2Gr1Bnl99kHc2F5EQ5+TW+cMYmpuE8bEk3rAYBEJhbBYjMmMyxxVHYpyDevdHtXXmntOH+GibZlWKiLQzBT0iItIlVDX4eP6t/XxpUh6hkEkgFOb51fv58uz8E87sMcMwd3JvAsEw72wuJiUhirnn9OGPL2zn9stGsGBmmGhHS8HODxcJKOQRkZ7GYnMQP3E+vqLCjzVacfQdhyfcskzrVEKe+uYA//OPjVTWtiy3io22c/+tk3hz4zHe3lQEQF2jj189s4kHvzaF7ORoABq9QVZtKmL9znKG9E3moil9SYm1E+e08uOvTGT15mL2FdUxY3QOI/unKuQREekACnpERKRLaPAEyMuM55mVe4CWLxkLZw2myRckznnijyurxaCoopGLpvahrtHP0yt34/OH2Hesjjc3HGXe1L5kJKVjnt6uviIi3UIwdSBpV/6Ipm1vYHHGEDPifHxxvU759YYBW/ZXRUIegKbmAK+tO8KR0oY2xxdXNpGdHE3IhL+8tDMyg7K0uolt+6p44LZJRNutpMQ6uHJGP0xalnIpbBcR6RgKekREpEsIhU1eW3c08ripOcCKtUcYPTDtU19jtxn4g2FeePtAq/awaTJpeBZb9lUytG/KCZd/iYj0FCHDTihlEFEX5mOa4Aub+EJhTDNMtN36mTN6LBYLRRXuNu2HSxvp3yuJfUX1rdrjY1q2Z69p9EVCng9V1Xspq22mb3pcS99CSndERDpax+yvKCIi8hmamgNt2o6VNxIMffp0nEDQ5MLxedisHy3u6p0ZT0OTnxfe3s/g3in4/KF26a+ISFcTDIbxBkJs2FvJjx7/gB/+4QPe21GG/yTXUYBQKMz4welt2meO68XUEVlYLR9dYwfnJZN3PMSxWg0sJ1hba++gLdxFROTEdItTREQ6lMcforiqiYMVTWQkRRHraKmgk3683sPHDeiVSLTj0z+qHDYLW/ZV8PUrRlHT4MU0odbtY/l7BwEor2ni3JFZWCwGobCJxTC0Ja+I9GiHyhp57Lltkcd/WbaTuGtGMapfWpvrn+34DlqhUJi+WQncdNEQFr+xl2DIZN7UvowekEq0w8pDX59KaVUTUQ4rvVxxRNtbgpyUOAcXT+3LS+8dirzn6IFpZJzgei4iIh1HQY+IiHSYOk+Ah576qNhnSryTe26eQHKsg4zEKG6+eAj/XLGbYMgkLSmKr146HNuJKjEfZwEuPbc//3p9Dw67lYLdFa2ez0mPZ+uBaqrrm/lgeylD+qTwpQl5JMfa23GUIiKdw2q1sGZbaZv21zcUMTbHghmVTCgMQdPkUKmbVQXHSIxzMnNsDplJUcwclcXE/HTCJsRHW1vqm5mQFucgLc7R9oQmXDS5N0P6pLDvWC15GQkM6JWI/UTTfEREpMMo6BERkQ5hsRhs3F3RqthnTaOP97aVcunUPgBMH5HFyP5peHxBUuKdRNk+e/p/VnI0X754GI0eP7sO1dDsCwKQmxFHTlos1fVe3iooorzGw5GyRjYWlvOTWycT4zjxewfCJpV1XsKmSXpSFA4tQRCRbsI0TdJOMJvGlRzNBwe9HC0/wLghGYRNeOgfGyLPv1VwjIe/PhWPN4hpmqQnRZ9yEXunzUJ+r0SG5iWd0u5eIiLS/hT0iIhIh7BYDA4UtxT0zMuIxzDgSFkj+47VEcLEpGWGTlKMnaSYU59xU1rv5ZF/FuALhLjk3H7ExdhJiHVwoKiO//nbeiwWC9fNGsyKDw5TWdfcUii0pol+mfFt3svtC/HHpdvZebAGgP45idx11SgVcxaRbiEUDjN6kIuVa49E6p5FOawMzE3iDy/uAODlD47wlXnDiHbaIsH4vGl9+fPSHew+Ugu0LJu968pRxH+Oa59CHhGRrqNT/nL9/e9/z6uvvgrAjBkz+P73v8+aNWt46KGH8Pl8zJ07l+9+97sAFBYWcs8999DU1MT48eN54IEHsNn0B7eISHcTDIaZMSaH4f1T2XOklnDY5IIJeThtFu7541pcSdFcN2swWUlRp7wFbxhY8uZemrwBfP4Qz76xF4Ab5uaz7N2WmhHhUJjFb+zlkun9+M+b+yKv+yTDgG0HqiIhD8CB4nrW7ixjzoRcfYkRkS5v/e5KDpbUs3DWYBqbA2Ca5GUm8Pjz21odt2LtYSYNy+TtTUXERdsxTSIhD8D+onrWFZYza1wvXftERLqhDp+PvmbNGt577z1eeOEFXnzxRXbu3Mny5cv50Y9+xGOPPcYrr7zCjh07WL16NQCLFi3ivvvuY+XKlZimyeLFizu6yyIicobExTh48qWdvLe1hDXbS3ly+U4cDivlNR62H6jmp39dR52n7e5bn6ahOcDg3inMndKHmy4aQv+cRKBlBy/7x5Z9+QIhDKOlZsSAXonUu33wiRISVquFnYdq+KQt+yoxVG5CRLq4miY/f162kzc3HMPjC1JS6WZ1QREllW4amvytjvX5QziOF1TOTI3laFljm/fbsrcS4wS1dty+IPtKGjhc7ubDndOtVgsWqy6UIiJdRYdPjXG5XNx99904HC0F3fr378/hw4fp3bs3ubm5AMyfP58VK1YwYMAAvF4vo0ePBmDBggX89re/ZeHChR3dbRER+YKsVgvvbini4zeHTRPWbCtlQK8k9h2rIyc1mujmChx+P0ZcGn5b/KfO7mnyh3j0X5s5VuGOtN04dwhl1U3ExzgIBD+atxPttOFKiubK8wcSCoXx+kMEwya2jyU4oVCYUQPS+GB760KmE4ZkED7FWhUiIp2lockfmX3z9Ird9M2KZ9zQDPLzErBZLRgG2G0WPN4gl5/XnxxXHE3eAL1cccTHOtm0p3Ux+wlDMwiHWl+Aa9x+/vtv67nmwsFYLAbbDlbTOzMBMHl7UxEXn9OXvplxWJWOi4h0qg4PegYOHBj5+fDhw7z66qvccMMNuFyuSHt6ejrl5eVUVFS0ane5XJSXl3+u86Wmxn3xTp+Ay9W2tkN3pvF0bRpP19bTxnMiZ+paappt//gPH09yxvaP56a+pfieexyfGcYal0TGVXcTlT2wzWsAdm0qahXyALz6wSG+Mn8Y8bGOSP2JmCgb13xpEG+sP8qRsga8/hB3XjGSrPSEyOuamv0cKmkgMy2WycOzWLujJewZPcjFuWN6kZYae0rj62m/CxpP16bxdD/t+XepH3A6rPj8IWaMySHbFUdFrYdGT4jH7xyK99huTJ8bZ84gYnOy8IYMJg3N4mh5I32y4pk8PJO1O8oAGDPIxbRROa2ufcFQmKff2MecKX3YtKecjYUfBUNfmpiHKzmG//n7Bu67dRIThmZ+4fGcKn8wRCAQJja66+6m2NN+tzWerq2njUdOT6cVu9m3bx9f+9rX+P73v4/VauXw4cOR50zTxDAMwuFwZKr9x9s/j+pq9xlfW+xyxVNZ2XaKa3el8XRtGk/X1t3Gc7of/mfqWjp9TDZvbjzaapbOqIEunly+kx/PS8V4//lIe8hdR9XLfyTusrsJ4Gz1Po3eICVVrUMegHq3n77ZCRSVu7n7yxMIBEPsP1bHC28foK7RB7TU4sl1xUX+u4XC8Mq6w7yw+iAA4/LTufum8STGOkhLiMIaDp/Sf+Pu9rvwWTSerk3j6VydfS39ZF8qKxtxGrDo+nG8+sFhTOBfr+0BYHCSn+Z3/0q4sWVpajMQs+AH/Ga1n237qgFYsmof37xqFJfP6E84bJ7w2hcC9hytZdQgF8++vrdVH97YcJT/un4cb6w/ytLVB+iXGddmNtDnHc9nMQworfXy/OoDlNd4mDUxl7GD0om2d62dErvb7/Zn0Xi6tu40HgVS7atTroQFBQXcfPPNfO973+Pyyy8nMzOTysrKyPOVlZWkp6e3aa+qqiI9Pb0zuiwiImdAr5QYHrhtMtNGZXPOiCzuv3US/bITuOmiIeTF+toc7684hDXgadN+uKwRq8WC9RP1I84b2wt/IMyIPsnkpUbTPyOO/jlJhMJhpo3K5sIJedy5YCTpSVGR11Q1eiMhD0DB7gp+9cwmohxWVHJCRLoL04T+mfFcdcFA3t1SDIDdajA6qT4S8nyo/p1nyIxrfYF7/PltOG1WMhKjTnjts1sMpo7MJhhsu5bVNCF0PNixd1DQUtno5/6/rGVjYTnHyhv560u7eHdbiWqqiYjQCUFPaWkp3/jGN3jkkUe4+OKLARg1ahSHDh3iyJEjhEIhli9fzvTp08nJycHpdFJQUADA0qVLmT59ekd3WT6DxWJgt1v1wSoip6RXagy3zx/KD2+eSG9XLNnJ0cwYkUV0Stsg356ehxH0YDPbFhJdsfYwX71sOANzk0iKdzJ7cm+iHDbueXwNFfVeTLPly0e/zDjuXDCKo+WNbNlXgdcfxP+xLyofbkH8cYFgGK8vdOYHLyLSTmw2C047eH2hyKzJr16QgaO5us2xZnMjidGtvwYEQybBkxQkC4dNpo7IIiHWgSsputVzfbMTaGjyYRhw8Tl9T3s2z+dRVOFuVYsNYNm7B2kOqKiaiEiHL93661//is/n4+GHH460XXvttTz88MPcdddd+Hw+ZsyYwZw5cwB45JFHuPfee3G73QwbNoybbrqpo7ssJ1HfHGTtzjJ2HapmyogsRvZLJcZh7exuiUgXd6I7wqH4bBKnXkX9mufADGOJSSBh1IVUPHM/STNvxOg/I/LlpW9WArUNXo6WNjB6UBpx0Q7e2niMw8d3jjlU1kh6YsusneJqD794amPkPE+8tAu71crkIS5ME1xJ0ZF6Ph/KTIkhKb71crH2YLW2fNEKhfTFREROj7vRzf6iGl7fWExCnJMxgzMYN9jFtgPV5EdXY7FGgWEB86PrjGPUbDYUeFu9z6iBLgzDwDAMGpoDhMImiTH2VhsUxjmtxGbE8d3rxvDSe4fYd6yW4f3TOH9cLmu3l/DTr04hO6V1CNRebNa296ujnTYsJ9gpTETkbNPhQc+9997Lvffee8Lnli1b1qYtPz+fJUuWtHe35DQ0B0L88ukCSqqaANh+oJqZ43pxw5cGfXLXYhGREzIMA0fIjWGG8NsSMIbNISN3CL6iXZiBALWlxYQmXk/jkT0k542izBfDnmN1+AIh7r1lEqFQmNfWHaWqvpnxQzPpk53I25uKiDoeOBuGwY6Dbe9mv7zmEOMHu7AakBBt54dfHs/jL2ynpLKJAb0Suf3SETjbcd2WicnRSg8vrzlMOGxy8dQ+9HbFoe8nIvJ52Ew/BdsreOS5j2rmrN5cwveuH8uFk3pjKX+HBm8DURd9j0DBCxieesL5M6lIHs354y1sP1DFsfJGxg/JIMph41BJA+tqPbyw+gDBUJhzR+dw5cwBxDttmMeTdgPITIziq/OH0uwLEe20YMGg9/kDIsu3OkLvjDhSE6KobvgosLpxTj5Oq/GpuzWKiJwtOq0Ys3R/ZTXNkZDnQ29vKmLe1L4kx3TdnQ9EpGsI+73Yjq2n5u2nCPs8xI+dg2PkbELhMM1HC6kefBl/2lTDkfImRvYdy0JPFP/z93U0NLUstbJYDG6dP4z1u8qIcdp4r7mYcfkZDM5Lom/mhztqmSTEOdqcOzk+CosFMFsK/fdKieG+myfi9QeJcdqwtXPicqzKwwN/XRd5XFHr4db5w2ho8pMQ6yArJRrHCe5Wi4h8nOlr4PkPyj7Zit8fpMkbJDVjFHW1dfzimQom588nOd3K+2saGJhbS02DF8MwuPniodQ1+nhh9X4uP28Ai9/cF3mndzYXM6JfKqYBdquFXulxpMY5CIZMKmubsVgMHDYnnXGHLz7Kxr1fmcCuw7VU1TUzckAavVJjFPKIiKCgR76IT/lQ1w1pETkVvuK91Lz6B2JmfoWQaxD1YRsNNWGqG1PYG7WAhGon08fm8Z8397LtUAN1z29nXH4mbxUcA1rqRWzaU8GPb5nErkM11DR4ycuIZ9akPOKPz+gJmTCifxrpKdFU1DQDLQHRlTMHYJhgGi0FRO1WA4fVwNEB2/NarRbe3lQceZwY52DmuFx++sS6yBeUmeN6ce0FA7Frio+InITp82AYLReO+Bg7d81KJz4llT+/eoCDpY3075XItJFZBEOVvLfzo9mNOw9W85X5Q6msbcYfDLNtfxXTRuXgC7SuTXb++FxWbylmx4GW11otBg98dQr/eLWQvUdrAZg8LJPLz+tPeY2HpDgnmcnRrcJyw4DmQBivP0RctB3bGbysJUbbOWdo+vHdepXwiIh8SEFPOzAMA4e/BrOhEiM6jmCMixA9b4ZLVnIMuelxHKv4aIvjCybkkRhrB33WishJGIZB87E9pC78KY2718OONziSfws1fgf/eKUwclx8jJ3LzxvApj0V9M5MoF92QiToyU6L5cIJebyzpZh3NhURNmHVxmN8+eIh9MtJoLjCg2maHCyu5/pZ+dhtFmoavAzolURGopOyei/PvXWAY+WNTB+Tw/RR2cR2UI0xu+2j2TozxvRi6TsHWt2FfqugiPPG9iI3NaZD+iMi3ZPd6eTysQk8UtzI92ankug5xE//U0VtY8suhgeK6jlnRHab1w3ITWTrvire2dwSOo/LT6fO7Sf7+BLSDzOTrLRYVm08FnldSmIU728viYQ8AGt3lpGbGc+ydw/i84e4fEZ/LprUmw8nJe4vbeQPz2+npsHLwNwkvnbZcFJi2860PF3m8ZmZIiLyEQU97cBZf5Cq53+O6W9ZM5wwZQG24XMIGmfuQ60riLJb+N7CsRTsrmDX4VomDctgWJ9kDH3WishnME2TqL4jqFv3Mv49a2DkPPZWhNiy92ir4xo9AWKj7STFOVm/s4ym5gA3zxuK2+Onzu3nTy9uJ9sVx6IbxuMPBPEFwtQ0eAkGTZ5/ex+56fFMG51DWbWHbFcsFgs8++ZeLpven4f/sTFSgPk/b+6jut7Ll+cMBrNtceQmf4ij5W6avAF6pceRmRjFiRgW8AXCOGyWTw28Q6EwM8bk8ObGY4TDJlFOGw1N/jbHNXr8oKBHRE4iEO1iZE4TDy7sT9rRNymJH05to7vVMUUVjUwensXaHaVAyyzCC8b35n//VRA5pmB3BdfNGszBolrOGZnNjoPV1DX62lwL8zLi2Xuklk8qrnDjSoqmqMLNC6sPMHFoBhmJUdQ0+Xn4HxsJHU+O9h2r47HntnH3DePafYmsiMjZTEHPGeYwm6ld8Xgk5AFo+OB50nqPIpjQu9WxYaDW7cc0TVLinR2/1/0ZkBBl4/wxOXxpfC9CobDWRYvIKTMw8e75AADT5sDwG22WDQA0NPkp2F1BMBTm/W0lgIlhGLy3tQSA2kYf+4/V8fUrR/LYc9uAlt1Ybp0/jIq6Zn63eEvkvaaPyeGcEdmUVDW12mUL4O2CYwzpk8KOA1VcOCGP7JRoDFpCnkee2cSR4zt6GQbcfdMEBmbFt3p9UUUjS1cfYP2ucgblJXPFef1JPUF9IIDslCj++6uTWbOjlKQ4B4Pykth7tC7yvNVikJmikEdETi5sWkgdOApHVTl12yuISQxisbRexvT2piLuumo0/XMSyUiNISs1lt8+u7nN32zV9V7yMuOJj/UzfkgGdpul1exDgGPljUwYmsmB4vpW7TnpcRTsqYg8bvQEyEiMory2ORLyfOhgSQP1nsCnXh9FROSL647ZQpdm8XsI1pW3aQ+7a1o99gRC/PO1vSz6/Xt8///e5y/LC2nytf2C0x2YpkkwqJBHRD4fw2LDsDuIyhtGalIsWYkGM8b2anWMzWoQ5bAS/Nhd5Zz0eNZsK2l1nC8QovRjxeGDoTDPvrGXQLD1dfWdzcXUNfpwNwfa9MfpsFFc6Wb15mLu//MHlNa21PQ5Wu6OhDzQskzg7y/vIvCxLy9BE363eAsr1h6hpsHL2h2l/OxvG2jyf8p13TTISo7mqhn9mTosg69dNoJh/VIBSE2M4u6bxp/RpQ0i0rN5jThCA6aRULWN7189hDtmZXHusBQsBsyZ3IeX1xzi6ZW7qajx8ORLO5lzTh8WzBzAoLzkyHtkpcbQ1BygyRvkpXcP8st/FvDMyj3cdNEQEo+HMr0zE5gyIos+WQmR100ZnkkwGMZ3/HrndFhJT27ZYj0hpu11LC7aHtkZ8YvSVuoiIiemGT1nWNgZhz29D4GKw63arQkuPv61ovBILW9vKoo8XrujlCF9kpk+IuuMrTMOhE2q6r1YLQapCVG0407BIiKfmzUpE9el36GxYAU1q/7JiHELKM2eysLZgykqb2RY/zRyXbG8+M5Bop1WhvZtCUKsFoNop40mb+sZORZLSyiUGOeksq6ZOrePwXlJ5F0xEo8vyMHiet7ZXEwoHKbBE+D7N4wlJsrOq2sOs25XOQtnDaKooonM1BjKqj2s2V7KNTP70+xrGwrVNHgJhs1IseTaRh+7DrUO9OvcPsprmumXGQcGuL1BbFZLS+0LE+KirJG77skxdr579SjczUGcDgtRNovCcxH5TIYBgcYanO4K6jKH4crtT5/3/oXv8FZG9srnxq9ez+Or6zlQVI/FYpCbEUdeZjxPvVpIaZWH8UPSuW7WYMprPPTNTmDz3koG9ErEYhhU1jVzuLSBmgYvV50/kD7ZCTR7g6zZVsKNc/MxzZbZlQeK6/H7w3z54qGs3V7CdbPySYy2Y5om6UlRzJ7cm5Vrj0T6+7XLRxD3se3aT0cgZHK00k3hkVqyUmMYnJtEnFNfa0REPqQr4hnmx0nSrNupWfa/hBqqMKx2ki74MoG4rMgxNpuFgj2VbV67dkcZ543KJhT64n/dN3iDPPb89kixvCnDs7h+1iBiOqjQqIjIZzGbG6jf8DK+IztaGgqeIyfmDXpd/COWVZkUV7ipqmsmMc7JLfOHU1bdxPYDVWSmxnDFzIH849WPijb3zUkkPTmGi6f2paqumQsn5JGS6GT1pmI27m5ZTpDfO5mFs/NJjLWT3yeFV94/RFm1h6kjs7jygoG8/P5h9hfVMaJ/GtPHRNHU7Mc0IecTxUkBLpyYR4zdGvmiEhVl45wRWRTsrsAXCDF1VDaD85IJmSYNviDL3zvEqo3HiI22M29aP3YerGLC0Ewm5qdHwiILkBDd8rGskEdEPosj7CF8pICyLa/jyO5PxuBzaN6xFmdqFrF9R1C3dinh137D1y75Mf9VVMuNc4YQ5bTz339dS/D435prd5RhmpDfOwmvP8TqzcUsfecgfTLj+eZVo2j2BXE3B6hv9FFR68HvD7N2RxmvrDnMnVeM5C9LdxAItsy4tFkt3H/bJHKSoyPXRrvFYMG5fTlnRBYNTX7Sk6NxxTu/UMhjGLB2VzlPvrwr0tYnK55FC8cSbdffuSIioKDnjDMMKDHT8Ez7HtHBBhJTEgkkZGB8bNPxUCjM0N4prN1e2uq1w/unnpHZPBaLwfvbS1vtiPDBjlLG5aczdkDqF35/EZEzIdTcGAl5jJReNAxdQFkgFrPKQt+8NFZtPMa+Y3UAvL7+KDPH9cI04dF/beZbV4/mpouGEAiGsdssuJKjeX7Vfg6VNkTe//IZ/amoa4483n2klpEDXeSkx/PgE+vwHl9mcPT1Ruqb/GSnxfD2piKKKtwM7ZvCzfOGEg6bpCVE8eAdU/nnikIOlTQwa2IeF07IbVm2GjbZc6yO598+AMANc/JJT4lmzbYynnhpJwCu5GjmT+tH2GypW/Gv1/Zw49wh/HXZTjKSYxjwiVo/IiKfxWIxCO1dQ93b/wTDQvyo86lY/D98WAXesDtJmXkD1a/9Fbu7iq9eMiKyxDX4iRuK63eVMW9qX375dAENTX5GDXTRv1ciZdUePtheSuHhGhLjHHxl3jBWrD1ATYOX7LRYCg/VREIeaFkyu2rjMb4yNx9fIEy9J4DDZiExxt6yg2BqDCZQ2xSgttFLcryT5DjH596p1e0N8a/X97RqO1zaSEmVh/66noqIAAp6zrhqt58f/2ntx4p8FvP9G6LJ75UYOcY0YdSAVPrnJEaK2eWmx3HO8KxWxfNOV8g0Kdhd0aZ91+EaJgx2tdlBQUSkM1gcUViiYjHDYYqH3cQvlhVhmnVAMYN6J9EvJzES9ACs3lTE1RcOYt+xOt7bWoK7OUBxpZuvXzkSwmarkAfgpfcOcfl5/Tn6sfo6W/dWkpoYFQl5PrSxsJx7b5nIi+8cxOMNsutQDVaLQUmdl78t30F9U4B5U/vytctGkBD10ZKDg6WN/OpfmyPv4w+GKapws3rzR0tzK2ub2bK3kqF9UyLLuxo9fpwOKzsOVjMoJ+GMXPtF5OxhC7qp2/ASAFF5Q/Hs3Ugk5HFE4R1/Ixt8eQTPe5hMI4o/L91OoyfA9XPy27xXQqwDw2gpfB8bZWPqyGzW7ijFHwhReLjlmlXv9vObZzdz/ex8jqzYTZTThucTBe0B6pv8VDb4+MuyHRQeriUmysb1s/MZMzCVKLuVzfur+cNz2wiFTawWg29eNYpR/VI+V9gTMk38Jyjc7w/q71sRkQ8p6DnD9h6ra7OTy79f38uPb57QqkZOfJSNRQvHUFbbjGlCRnI0UbYzUxvbAowZ5OLgJ3ZEGNInWSGPiHQZpsVK8nkLqSkp4Yl3qlstV9p7pI4J+Zmtjg+bEBNlByDKaaW6vrmlcGhzkDhn2+tnKBzGYrQuTjZ6kAub9aNjLRaDay4cRH2Tj78u28ncKX0wTUhOcPLSe4dwewKcO7oX724p4cnlu7hl/lAm5GdQVuMhLtpGIBzm6gsH0dQc4IPtpXj9wUhB0o/bX1THOSOzI0FPtNNGIBAiKzUGMPGHTMKmSbRdtXlE5BQYVgx7FFCPYXcS9nwUdHsm3caDrzXjbt6Hw2YhJtrOVRcM4omXdlJW7WFIn2QKD3806/v62fn4g2FGDUzjwgl5hMImM8f1Yt3OslanNE1w2C1ccm4/vP4gOa441n/imPPG9uJfr+2NvL/HG+TPS3fwvYVjyUiJ4fHnt0V24QqFTf7w3DYevOMc0uIcBMImoeP/dzIJ0Tamj+nVqtZlTJSNnLTY0/qnFBHpiRT0nGHBE9xNCATDJ7xR4bBayGuHDyXThHNHZrNlb2VkxtD4IRkM+djOCiIincEwDBq9LeFMg9VKc9xwYocOo/qdzW2ONT9x5Rw5II24GDuZqTGcOyqHgyX1uJKi6Z+TiMfrJzHOQb3bHzl+yvAs3J6PCin375WIKzma7LRY0pOjqahtZu6UPrxdUERpdcuOXVv3VTFjTA67j9REQpmNheV8Zd5QDpXU8/L7hymvaWbDrjLmntOXJW/upckbJCUhiivPH0B1vZeEE+yWNbRvCodKWq7HfbIScDcHyEyNZUifVDYfqOGpV3fj8we5dEZ/zh2RhfMMBf8i0jMFLFEkTr+O6mW/BtMkNn8KvpJ9WONT2FgRRdj0cMOcfLz+EMFQmPhYByP7p/LmhqNcNqM/08f0oqHJT7YrFqfDyvvbSrhken9WrDnMhsKW3WMH5yVz1QUD+c+b+wCYNSmP2kYfr68/Sly0nVEDXfz41kmUVjZhYpKRHEMwHGLj7ra7zxZVuLFYjDbLxvzBMCVVbtweB39euoPaRh9zp/Th/HG9iD1BXUnDMNhxpJbEOAeXnzeAtdtLyUqLZeKwDCrqm4mPjkd7j4iIKOg5IywWsIb9hCwOBuUlY7O2/iC7/Lz+2C0dW1wzIdrGooVjqaxvxmqxkJboxGboo09EOo9hwL7SBn7z783ccukwQoEwB4obGNInmXNHZ1NU4Wbi0EzCYZOm5gD5vZM5d3QOR0obGNo3hdhoO398fjvfu34sf35xBw1Nfm69dBhL3tzDpOFZfPuaMew4WIUvECImyoH/+Oya7984nii7FVdyFN/639WMz0/n/10/ltoGH25PgJffP9Sqn+9sKeaaCwe12kVr3c4yhvVPxdMcpKLWwwUT8li/s5TxQzPZe6SW0uom/vPmPu5YMJLVm4qYOa7lbnNLMedYLp8xgPKaJi6b3o9op51mX5BZE3KpqGvmN89uiZznmZV7iIu2M2VIumb2iMinMk0IZQwj7eofYzaU4688SvKM6wh6m8iIyeBbA3vzzGuFHC1zA2CzGtyxYCTbDlQTDpv4AiGamgP8ddlOvjw3n+mjc6hv8tM7K4F9RXXUNfrYc7SWvjmJpCVFEQ5DXLSD59/eD0Czr2WJa1Vdc2Tmz7j8dC45tx85abEUVzW16m+U04bFYuB0WFvNeox22khOiGbJm3sprfYA8MLqlppnl0ztg/mJ2T1uX5A/vrCdfjmJJMU7GZiXRGVtM48/vx3DgIfunEp6grN9/tFFRLoRBT1fgN0SxukpJVBbhnv7auzpvckdfgEPfHUKL685RE2Dl7mT+5CXGY/HHybGYT1jW6efCofVICc1hrqmAMcqmlqK3sXa9eVBRDpFQ3OQ/31mEzarBbvFis8ME+20UVHjZuygdBJjnTz7+h7CJqQlRTEuP52j5Q1ku+Io2FNBZW1LYeX9RfVUHi+y/Phz27j3lkm4mwNU1TdTUdPMkbJGRg1IIyc9jtKqJn777GZCYZN50/rywFensPSdA/zw/94nOT6KL1889FP7m50Wy8C8ZEoqW+5E57riyUmP5ZmVu7lgfB77j9Wx+3ANw/unMW10Nv95cx/hsMm00TnsPVrDVy8dTkpCFHnpccQ6bbjiW8/0sVgMXtvbdgfG19YdZdKQdN2VFpGTChl2Qkn9qbX3ItMRRcWhg7wXGsGy13ditRjMntyb7LQ41u4oIxgyWbOtlK9cPJTyWg9/W96yY1XvrHjCGPzP3zbgC4SIdtq49kuDeOHtA9S5few7WsvC2flEO2z87WO7XMVG2YhyWFst7yrYXcGwfql89bLh/OxvGyKFmicPz2RATiKNHj+Lrh/H0fJGvP6WcyXHO/nnq4UM65fK9gPVkfd6ff1RvjQht01ZA68/hLs5QH6fFBa/sbfVc6YJpdVNZCQ69beuiJz1FPScpuhAFZ5Nr1Kz7S0Mq4340RcCJt5Ny+k94UpunzeUpkCYp14t5NF/byY+xs6t84cxvE8Klg76690wYOuhWn7/ny0EQyY2q4W7rhrFyH7JmCrVIyIdrNbtw+sPkZZkx2IBM2zS4Pby4jvF3Dh3CMvePQi0hDw3zB1CndvPlTMHsm5naSTkSYp3tqqDFjahpsFLUryTvyxtmeUDcKy8kXNGZuHxBpk6KpvUxGiinFZeX3ckUqy+psHL3qO1ZLtiKalswjDgggl5DMpNIibKzvxz+7F09QHyshKYNTGPD7aX4kqO4etXjOKx57ZGzlVec5SRA9OYMiKTpHgnhUdqOFjcQHyMk7SkKNbuLKOk2sP4/HT6ZyXgDYYIhUxinFbSkqLb/Dulp0RjMYwOvTEgIt1Tky+I3VOJNS6VvQkunnupZZlVAFj6zkGun53Phl3lLcWPrQaDeidhWAyuPH8AVouFoX1T+O8n1hM8XsOx2Rfk2Tf2cs2XBhEMmtisLfvGWoCJwzKIcdoJhsIUV7o5WFxPTJSNrNRYSqub8HiDbNpdQb+cBG6/bAQ2q0GjJ0BCrIMlb+1j2qgcdhys5s2Nx5g+OgcSokhJcHLBxF5kp8YRE2XD7QmwdV8VvdLjsFvb/sGcGGOnX04i9W4fg/KSOFLW2GqGUEOTn6NVHurdPmxWC71cccQ5teW6iJx9FPScJv/+DTTvLyB+1EzMYJDGHe9gm7uII9UBzCMNpLssvLWpiD5ZCfTOTMBmtbBuVzmupGiyktv+YQ8t647Dpnn8C9BH7Xb8WDxVeC0xHG2wUVXvJTUxipzUGOzWT6/jUNsU4P+WbI0sIwuGwvzfkq3cd9tk8tJiMAxo8oUor2lqKVjaSV8qDAP8QRPTAKfVoi83Ij1UQqwDu81CVZ0XCzAyN5qS4nKumJweufOb44rj5nlDeWzJVmobfQCMzU/n7hvH8+7WEiYMzeD9bSXYrAbTRuWQmx7H0L4p7DtWFwlePrR5TwXfv3ECf3pxO6VVTaQkRHH5ef3ZcbCaKIeNCyfmEQiGuHX+cPYcqSEpPoo31h/ljfVHAeibncC00TksWbWPvUdrmTmuF5v2VOBKim5zrm37qvjhlyew82A1SfFO5p/bDwM4UuombMKIAakYFoPHl+7gUEkDowamcc7IbBLiHCTHOyNjddgsjB2cTm2Tn6TolsLThmHQ5AvS5AuSGOPAcYIvPyJydnJ7mskLluMpqmHVtrQ2zx8oriM3Ix6nw8rIAWn89K/rafYFGdYvhTGD0ik8XENctJ150/qQkhBNdX0ze47UYbNaefKl7ZH3GT8knVED0iiu8uD1BxnQK4nM1Bj6ZCdytKyBUYNcBAJhopxWQmGTfUdreX9bCXddPZpDJQ1s3VfFBePziIuxs+j6cSx+cy+vrz+KKyma2y8bwZJV+9l9uIbrZg9m3JB0yqqb2HOsngHZCTg+NqsnZMLC2YNxewIMzkumrLoJfzDM0ncOMKJ/Gq6kaB7+x8bIDYH0lGh+eOMEEqP1lUdEzi666p2GULObsNdN3IgZuHe+i2FzkDhjIU+sr2f19ioAEuOcfPua0fz8qY2ROw3j8tNxewNgRLfZRtLjD7FhdwWrNxfTLyeRuZN7kxrnwBmoxf3WE/h8AVbFzePFdR9tm375jP7Mm9ybMCbVjT6afSFcSVHE2FvuXDR4/JEvTx+KjrLR2OTnn5uLqK73MqJ/Glv3VZKSGMWl0/oS5+zYX4lg2GTH4Vr+/foeTBOuPH8Ao/unnjTAOls5HC1bOgdOsKWoSHeQFG3nG1eM5C/LdjA8LQA1B7iodglmwEvFtEUALDivP6+tPRIJPgA27a5gzCAXvbPiWPrOAa65cBBXzByAw2pQ1eDjg+1lpCVFtTqXxYC5U/rw2JItVNZ5gZYZPP9csZs7F4yk0ePnyZd28mH5h4nDMhhgs3Cw5KPdCg+VNDC8fxqJcQ7qGn3kuOJo9ARITWh9LgCb1UJxpZt/rtjNsH6pXHXBQJ5+tZCk+CgG5SXz9sYisl1xzJnch4paD/5AiKdeKaS6vpnvXDuGo+VuAsEQUQ4bMVF2wmGTbYdr8fqDxEbbIzWJMlNi+PY1o8lIbOmDYYDF0hKQa4t2kbNPtsNN9fOPk3TeDfRJs7PnSOvn05NjqGnwMX9aXx55elOkfefBGuKjHcwcn8vN84ayobCMp1fuwQC+fuWoyNKuD20srGDK8Gw+2L6fxFgnE4Zk8Pr6I2zZ2/J3b8HuCkYOSOO8Mb34+d838r3rx+FKjqHB4yc9JYZvXzuGw6UNvPz+IWw2C3On9CE22s7mPZU8+u9NfPOqUcya3JunXimkvKalVs+abaV8+aIhnDcqC9Nsqc/zh+e3U3ikZUcvV3I0cyb3YePuEh782jkEgmHKaz3Mm9aP97cWU1LVhNNuxeMLYrMZJETZtfusiJw1FPScBsPuxBqbRO3bT0fa6lb+idnTv8UHhRYWzBxAOAyFh2u5ed5QXn6vpdBnXmY8DruVVZuLmTQ0k8o6L4YBWakxLHv/EK+tO8q0UdlkpsaweW8lYwa7SDu2Ae/h7TSdcwdLX65o1Y8X3znAOSOzeHPjMVZ8cASHzUJmWizfvHIU8VE2fIFwm6J3l03vz6//vRnf8bCgYHcF184azEvvHMAAFl44sE0I1Z4OljXy28VbIo//8Px2/t91YxjeWzuEfaisuolNe6t4Z0sxruRoLhifS25qNGH9rSLd0Mh+KfzmjtHYG49S8fLvIu0pe5Zy+bQLsdmsHC5taPO6mnovqzcXc+2sQcRG22ls8hMf48AABuYmEjbhJ7dNotkfwmqx0NQcoLymiTlT+rLvWB1rd5QC4POHCATDvL7+KB/PRdyeADs+Vh/iQ0fLGrn4nL64kqPZtKeSd7cUc/74XAbmJrHvWF3kuC9NzOPtTUU47VZGDEijpNLNuKEZOO02/n68rsXmvZW8VXCMay4cRL+cRJ5euYeZ43rxxEu7Irt+AVgtBl+ZP4y/LN3BdbMG85elOyIzM8tqPPzvvzfz09smEQqbbDtQzbtbShicl8S5o3NIjrF/kf88ItLNWN0VmKEAFmcU5w9y8P4uO+7mlt0GUxKi6JOVQEOTn6IKd5vXbtpTwewpfdh7tJb3t7ZcI02gsrY58h4f5w+GmDulDxaLgccbjIQ8H9q2v4qZ43LxB8O8ueEodpvBl3L7sHF3OU67NVLI2RcIsWTVPm6cO4SteyvxeIMcLm1k5drDfP2KURwta+RAcT1rd5Sy+M19TBySQYzDQuGR2kjIw/F+HitvxB8IsfNQNVv2VHL5zAGUVjXxpUm96ZOVwJHSBn75dAGmaTJ/Wj8mD8uI3BAVEenJFPScDjNM0+4PADBsDqJ6D4NwmOiGvdxyyQX8+/W91B2/G20x4K6rR1N4pJZdB6txe/wM75/G06/tYe2OlgJ2t8wfyhsbjjFzXC7VDc08s3IPVotBrdvHmIGTiZvVFzMUxjQ9rbthQkVtM6+vO8pVFwxsudvh8XOopJ6s1Fj++MJ2rps1mGdf30uzL0hiXEshUN8nZoSsLihiwtBM3t5UxGXT+xNjbz2bJmxCtdtHsy94vG4EZCRHf+HlAzabhXe3FLdpf3PDMcYMSMUXCGO1GG12XDib2GwWVm0s4p8rdkfa1u0o475bJ5GhXSWkOzIhxhrEe6ywVbNxaB2zhkVTHXclQ/ulsnpTUavns9Jiye+dTEZyDE67lb1Ha1mzvZT+2Yn0zk7gSFkjSXFOjpQ2EAiG2bTno2D8wol5rYIZh91CTb231fsfLWvk0hn92ba/9ReXEf1T2XmoGoslNXK9WrXxGBdP7cvEYZk0NQdIjHPQyxXHiAFpxEXb+fvynTgcNuZN68ufX9zR6v083iD+YJgnl+9i6qhskhOiWoU8AKGwGVkaFgqbbbYjrq730tgc5GBxPQ2eACP6p/HSewd5d0sJP7lt0gm3JBaRnsdiMTBCLYGMNTqehLCNh24azNFqP6Y9mtKaZv6zah/Vdc1cdeGgNq9vKVjvZs/HwhOAgyX1DO+f2ir8tlktNHkD/Pv1lgLIt14y7IR9MgyIi7ZTUdvMuaNzwGgJr7ecoPD84dIGMlNjKatuwmY1qHf7eXPjMWobvCTEOpg2OpsNO8uprG8mLtrB/qL6E75HVlos4bDJrsM1xKw9QlNzgANFddx++YhWBaT/uWI3CbEOxg9su8StI1ksBsGwic1iaCamiLQbBT2nwbBYcWQPJH7kTAxHFGGvm+ZD24nN6UdKyKSu0YcrKZohfVOoqmvmtfVHmT2pN57mAHuO1JEYF8Xsyb0jQU9DUwCbxSDbFctbBccAuPGiIby+7iivrjmMYcDciTlcODEvUjsCIC0xirIaD5dM78c7m4sjU10Bvn7FSLJSY1i6+gAXndMHu83KwNxEjpa3vaOD0XIHx5UUjf0TlaKbAyGef+cgb25o6VfvzHimjc7h7c1FXHfhwNPast0wDKzWlg+39OQYoKXA6pcm5mEYBoNyk/hgVwXL3z9E78x45k3tS3pC19tB4URljSyf+NA2DLBaLYRC5mnVHnJ7W7aHnjoym3U7ywiGwjT7ghwpayAjwfVFhyDSKcKGFWtc21l71qYaXE0HGDs4j5JKN/uO1WGxGFx8Tl/yMuN5ff1RnnltD+nJMZHQ5UBRPUlxTr551SgefHI9C2cP5l+v7eGSc/uS3yeFZl8IM2ySmx7LvmN1XHROH9buKGXm+FxeOl78edKwTAbmJpGXmcCEIRlsKCwHYOLQTPpmJ/DPFbsZ2Kt1f19+/xA2q4Vf3DWVhqYA/3h5FwdLGuiTlcANc/LZebDqhDOEAJx2C1NHZTNyQCr1bj//b+FY6t0+/rpsJ1eeP4D+OUnUuX3cdfVoEmPt/OSrk2j0BHB7AqQmRlFV5+XXz26hpLLleh4Xbee6WYN54qWdlFQ1MTA74Yz9txLpifwhk8r6ZiwWC67EKGzdtOyVLeQh7POQcO7VmHFpxFcexF3wHCP6j8FtphBOyCG/dzK5E/Pol53AhRPzWLujlD5ZCbiSohk7OJ2dh2rISY9jx8GW69W5o3PIzYgjKy2WGKeNjYXlZKfFcdl5/fnXa3si595fVM+gvCT2Hq2LtA3MTaK0ys03rhpFbJSdxiYfR8sa6J+TSG2DlwPFrYOazJQYtuytYN60fnywvRSnw0q/7AQSB7lwewIkxztJiHFwtNzN6+uPcOn0/rz+sb+DAcYOTqe4spFAMExctJ3KWg+TR2QxKC+JDbvK2/ybvbOlmCnDMwj4OmcZfE2Tn5XrjrLnSC1TRmQxdURmh5dNEJGzg64sp8E0TRwp2VS/8TcIhzAc0SSftxDvsV0Mzk/nyvMH0NQcZMveSrLSYrloal9+++zmyB3ao+WNlFZl87M7pnCguIGwaXLbpcOpOn6HeVBeMrsO1VB8/I9404RX1hXz/WuHE23PIykhlrBpkn68qHMoFG4V8gA8s3IP/+/6sew7WkdBYTlTR2Xzf0u2cdE5fdos55o7pQ+7D9dwy/xhrXY4MAw4WNoYCXkAjpQ10rfCzYHienYcqiUvI474aDvFVU3UHg+4slKisX5KAFTfHGDTnkr2F9czaWgG54zI4v1tJcyb1o9/vbaHZl8Qm9VgwcyWJWTvbilhY2EF/3PHFBKjT31JgscfwhcIkxBj50QTj/xhk0aPnxinjZjjtW8+GjjUe4I0NQdITnC0FAE0wWYxjq8RD1FR58HrD5GeHENKrB2PP0zhkRoOlzYyrG8K/bMTCIVNth+sYd3OMob0TWHCkHSSY059e/tGX5CX3j/Ee1tKyEyN5eZ5Q3nh7f1U13s/Ktx9GkGbSGcLOpJw5ORjiUkg7Dm+TMtiI37CXN4vjSE7J5pLp/cjbILdaqHW7eWRpwuoqvNy9YWDWPJm6y1169y+SE2fcNjkyxcNxTDg0X9tJhAM47BZ+MZVo/jRlyfg8QdZv7OMMYNcYJpU1jVjs1l46b2DBIJhhvZN5b+uH0so3FIY2Xv8Wuk8wSyZ4f1TafaG+PW/N0dmcda7fRwubWBgXssOi4Nyk/jN8eWpSXFOLp7Wh77ZiTS4fbz83iHe2VICwMC8JH5y22TKqpv45dMFkcB41IA0Jg7L5M9LW2YGxUTZuGLmwEjIA+BuDlB4uIZ+OYm6Joh8hgZvkN8v2RqZHTJ+SDpfnjukW86EsxDGkpyJb8dqwrHJGHYHsYMm4i47zIvuTF7btDNy7OiBqXx1jJ+ZQwfz/Afl7D5SS3yMg3H56RwtbSAjJYaEWAc2q4VnVrYEOsP7pXLrpcMZlJvMw//YQPXHZkKu3lTE3TeNZ39RPTsOVtE/J4lop41A0KSixgOY5GYmsGVjEfuLavnOtWPZUFgRKZKckhBFalIU3104lrc3FnGktIFbLhnO82/tp6ah5TwXndMnMuPnwgl5FB6uYcaYHN7ZUoxpwphBrpbdEsfncqiskQsm5FLf5CcjOYakOAfhcNtZROnJ0dBJS989gTAP/X0j1cfHd7S8kUMl9dx+yTBUmVJEzjQFPafBW7SbmlX/hHDLFwBHeh4Wu5Owt5mmN/7I+SPn8XRJFA0eP1Nzsmlq9rfZoWXN9hKunOKin8uO17SzbmcZ4/IzAeiXncCa7aVtzltWH2BY/3T+/nIh+X2SibZbsTssREe1/c/o8Qbw+4P8c0UhN188jFUbjzF6YBoDcpO4/9bJfLCjhOo6L+OGpLNlTyUer58ohxUMMICKBh/1Hj/7jrWezhvlsDEoN4lzR2djmibbD1ZTXu1hxdqPqv/ddNEQLhibQzBkYjGILL3yhsJs2V+NuznIniO1fLC9lAXnDeDuL4/nJ39eF/nwD4ZMlry5l2tnDeaZlS3hz8GSBob2TsZpa/1R2BwKEzZNvN4QhsUATCoPVfPK+4d4f1sJowemc/O8IdQ3+rBYDFITnNS6/fx28RaKK5tIiHXwjStGMSgngeZASzhUXe/lkWcKGN4vleED0iKzqK6cOZC8zDjeKiiipsFLr/R4KmqaGTUwjcdf2B5ZFvLqB4e5fEZ/rBaDJW+1rEffsq+SA0V1LJydT2K09YTb2xuGgS8YImSC1x9iyar9fHC8rsjh0gb+tnwXt8wfxjMrd5MU52TLgRrGD0o7pWm/vlCY/8/efcdJVd3/H3/d6bO9ze6yywJLXXqVYgGx0BFFExWV+NVoNIlGE03Tn8aoMTEmJppoqjGWRLGCitiwK11BpJdlWdjeZ6fP3N8fs4ysa1SQtuv7+Xj4cOfMnXvPmV3u3PuZcz6f8pp4MK5nXgq5mW6i0RixmIHdemgKrlksRnzdfjhKiy+M1WqQ5LDhtBrH3GwsObqa/REWrwxy8dzrCFfvIuptwHC4qX/jcfLGfYdt5Y08tHgTM47vRZLLRn52MrVtCZX3JR+ORT+p0jW0b04iGbPVEq+WtWlXA984tR8VtT5eX72b+55ax/lTBhAIRhjWN4fy6hY27KznnFP6Ud3gI9XtwOmwkuK2889FH3PKmCLWbK7mvNP7M25wPkkuG/83axDhSIzapgCbSuuZcXwxH+2oTQR5kt125k7uyyNLNhEMRbEY8M3T+nPdBaPYU92KzW7h5WW7eP+jSiaP7k5hbipjB+ez4uNKtpY1sqWsgRUbKtv9m167rZaJo7ozoEcmZVUtpCc72VXZMYdRRW0rA3pkUpSXgs1mIRJREi+RT7NYDN5Zu7fdEqBVG6sZOyj/qC/nORiWYCPhhkocecU4u/fHDAUwk/2Ek3ryyr93JLazWS18uLWOyrGDuPPRjYkl/IvaZjVOHFlIYW4KDruV2x5Ynnjd+h11rN9Rx2VnDmHcoFzSU91kp7tYtr6SVRurqKhrZWCvTAb3zmbt1mqWrdvLiaO686/nN+DJdHPmxD4Ew1EuO3MoSS4rV31zBGVVLRhAOBLjn4s+ZtaJvelVkIYvGGHzrjpmnlBMKBzFZrXQ1BokPdmBy25lZ2Uzr63czYCemZx7Wn8w4kv7V2+qprggnddWlFHd4MdmNUh1O+iRn8qwvjkEwzFeXh6/RnU7bZw0opDSKi8FWW4+HRY3DPCHYhgGuOzWxJeAMRMqG/zsqfWSluygyJNC0kEEBivrWxNBnn1WbKjiG6f0IzvFkThORV0rqckOijzJuJVPSEQOkgI9Bygp1kikuY7MSediz8rHSErH9DXjXf8mGJA29gxqgnbmHF/EnNPTCYVNWtqCPFPG9WTkAA/BUJTUJDvbqlrITLWTnGrn5NFF5KS7uPe6SYTDUSaNLiQUil+oZ6Q6ARNMg0Aowg/njeLBZ9dTmJuC1WbBYli4/sLRNDQH2VbeyOayeuZNGUBxQTr/+n+nEQhGyc9OosUXoqLGS8Q0GVOSh8NuxQCKclMJhqMku2zsbfDjtFtJdtspq/YytG82Iwfk8tG2WirrfJwwvICnXt9GXVN87fWIfh7+/UL7XBv/eWkzxd3SqGn0k5edTKitaozbZaMgJxnTNLny7GGEwxEq6ny0tIY7BMJiJom8FBaLQXNrmO0VzaQmO2huDZGb4aam0U9BTgqBUISPd9Sx4LWthCMxhvXN4Zun9ePMk/tgs1po8YXxBSM47BZ8oRivrtjF3tp4Tozm1ngwy+Gw4vWFCIaiZKQ6+eV3xrO3xscfHvsg0ac/PP4B154/Ek+mm027Gnh3XQXJbjtJbjuGYeCwGVitVvzBCIve3sHlZw1l7OB8SisaOe+0EnxtS65yMlykJztxWi3UNAewWiykJdtYu7WOirp48Kl3YTrLPm4f7ItEY4SjMX48fww+X4jMdBfNwQiBYBSHzUI0GiPFZW83KwsDfJEYLa1h7DYrvQvTaGkN88qqckLhGH27p5PkslGQlUQ4auJyWPEFItitFvaPqRkG1HvD+MNhTNOgttFPZpoLT7oLp8OKacLm3Y04HTaaWoNU1LaydNVu7FYr3zi1H70L0rFaIcWhU46Az+enpGcmFcEYORYbzu4lRAw7TekjKK+PkJbs4KZLx/LXp9exp9bHZXMG84NzR2Ca0NAS5PIzh7BuWy05GW68/jDvrduL027hktmDSXbbuO/JtVQ1+IH4UoI5E3uz8K0dZKW5KK/28trK3VwyezAvLy8jHInx4AsbEsHIZLedMyf1IRKJsXNvM4ZhMOOEXuytaSUt2UmrP8SuiiYumDqAUCRKQU4K0yf0Yunq3Zw8qjtPvb4tMWMyZsJjr2zhJxeNwWo1eHjxJ+fKnXubmD9jEP2LMli1oZKYGU9kuv/MIavF4NzT+7O3xovLaWPmCcU0eYPkZiV1eE/HD+nG6BIPLy7bxa7KFo4f2o3igjTcDhstvhBpyQ6S7BYFXeVrzTTjSdE/bWNpPeNKcjtVRSZnzEesoQL/jg9JP+FswlWltHz4GqHaMtx9xnDN9HG8vi3C0D45tAbCuJ02rK5kguEoY0pymTSyO3a7BYx4MvrUJAeGYfJZ3x3ZrTB6YDcee2UzVfU+xg/J55bLJ/DU0q3EYrCtrB6nw8Y5p/Zn8Xs7uWzOEPKzk6hvDnD8sG74AxGqGwK88O7ODvmA9tZ4mXViMQU5yVgsBr//7xoCbcuqeuanMqK/B0+mi6x0B6s2VrF5V0NiHxdN7c8F0wYQCse4eNYgVm+soqQ4mwWvbuG5d+JBrMG9s7jp2+OorvPhyUzioRc2UFbt5caLx1Kcl0Io2pYPEoNVm2r49+INJLlsfOOUfvTrkYHTbmHb7mb+8Pgn14ODirP4wTeGEYnFr1HDkRgWINkZvx6KmiZ7G/zUNwZIdtvZWd1KXqYLm9XK8H4etu1uoDUQwTDinzlWi4FhGKzbUdeuQMnwfjlcMWdIhy85RUS+DN11HYDkaD0NL/2VYPkna5Rzz76e6qd/j6V4DJHi8TQbKUSysklJTcHf3IiBk6w0FzddMpYNpfX85qFVQPwCfv6MgViDBjZXjGZvkI+21TKivweLAU67jUAwQMyEB5/fQHmNlwE9M5k+oRc+b4D/O2sIqzZW8faH5bQGIkwcUUjP/DT6FaVz9uQ+RGO0LfGJV1V48f1dxGImPzh3JA3N/rbgh4/eBek0tgRJdtspr2mhuj5Aiy9Ev6JMirulsa28kSeXbiUUjjH7pN64nTbmTy8hZsaXCzjtFq45bwQVtT6isfiN0dqttVhtForyUvD6wuRmJVHT6GfH3masFoPsdBeYJkkuO7lZSdhtFs45pS/hSIz3PqqgpsGPxYgvm7hg2gAMwyBqxrBYDILBKJFojMqGVrp7UvEHI7T4wzz60ie/E4fdSmlFCys+riQnw82kUd0JRaOYQDAcYcSAXMYOKSA304XNasFiMVi6ajdJLgctvhAt/hCDk7MJBiP84NwRuJ026psDPPDcx3ywuYZTxhThdtiobfST7LbjD0YYNzifk0YUkJ7ipK4pQFNrgIKcZGyD8jj39H74AhH+9vR66pr9nHpcEb0LMvAFw+RluklPdtDUGiYt2YlhQLMvTEvbRdenA2ChUJTbH1jBDf83loVvbsNmszBlXC/8gQhbyxso9KTQuzCd7GQ7NS1BAqEYTa1B/IFIfDZPtzReX7Wb5R/H80PZbRbmzxjIWx/sTSRefHfdXnIyXFw4bSAZqU7cDisWw+ClFaWU9MrmT0+sTcw4+Oap/RhV4mHFhmrKKpsZ3tdDayDMgle3Jvr8zJvbuWh6CQ0tQXIz3biTlUT668xuREh3GtRYLeS7/ASrGgk3VrI9+0SeX16RqOLSIz+Vi2YM5uXlpVgsFj7eWd8uR9lpxxUx88SeRCImBdlJPLJkEyePLsTlsCeCPABbdzcyvJ+HjFQndqsFA0hNcvDB5mpOGVPE4vdL2wU/Wv1hAqEI0WiMzDQnDS1B7n9qXeL50SW5TBnXkxZ/mH8sXI8vEMGT4Wb+9IF4/WGMtm321rRS0+jnlDHdwYh/o94jL5WyqhYgfsNZ1+QnGjXJznBT0+BnxAAPmalOmrzxCjkzTyjmtZW7E0tz126tYdKo7tht8QDQs29sJxyNcdpxRQzvl8Ndj65heD8P/YsyeWNNOVX1WQzslck9C9aSmuTgu2cPoyDTpWCPfG0ZBowqye2QK2ZQcVanCvJYrQbR7ctoeO0hXMXDiTZVE6wuI3XU6cQCXqxJ6QyuKaOssISHX/wkwDxxRAGXnzmEwtwUtpc3EQhFyE5zs+iDHWze1cCM43vxowtGsbemFRMIhaOs315DgSeNW/6xjHDbTMGXl5fR6o9w4dQSTAPGDszFG4hgsUDfogwsFoM7H1mdCHpPHt2d6RN6ccroonaBHqfDyqnHFbFjTxO+QIRe3dL46UVjaPSGeOG9nWwta8TrC7O3xkt2upsfnDuSqvpWvL4Qg3rnYLMa/PGxD8nPSmJInxyqG/0YpQ2ce1p//v3CBtxOGy6HjcbmIFW1LfTqlsY5p/bFarFitRp8sL2O19fsJhSKMXdyXzyZbv5v1iCiMZPMNCexGOyt9WFY4rkvW/0hhvXzEIrEaGwNETXjFSFb2vKn5WW5aWkNY7NZCASj2O1W3C4bkWiMFn+EFl+IKeOKuGTWQGxWKxW1XjaVNVLZ4MNiNXjunR30LkinKC+Fgb2yaPaFaGgNkZ/uwtKWPuBg8j2KyNeTYXbxM0ZdnfeQZbR316yj+pnfA+DI7Unm6ZdghvxUWAv510s7WL+jjgE9Mjnr5L68sXo3c9ty9USiMUwTbv/XCob1zWFo3xzCkRgFOcmUVTXz9OvbARjWN4fzpwzgpWW7eGftHrLT3Zw5qQ8G8YuTQChKt5wkTAxWfFzJum21XDxzEE6HFZfdSkVdK5V1PgpzU1i6sow9Na383+zBtPrDpCTZSUt28MbqcmxWC6+tLOPiWYN5adku9tR4sVoMzp7cj5JemSS77KzdVoOBwdtr9+ALhBnez4PbYaVP9wwiUZM1m6oY2teDaZqkpThIctqorPeRn5WE1WoQiZokOe14fSE2lzXw7JvbicZMuuemMG1CLzwZbv7y9Dr6ds+guDCdxe/uJGaanD62Bw3NAYb0ycFht7Crwkt2upNWf4TMdCcDijKJxGJEoyY79jbT2BKkR34qDzy3ntrGeJWG2Sf2pqbRT0aKkw2ldWwta+Qn88fw9OvbsFoNpo7vRY/8FALBKF5fmKbWILGYSUNLkEVv7aDRG8ST6eaKuUP5cEstyS4b6SkOirul09QaxOsLY7NZ6ZmXQnlNK7/7z+rEjVNWmotLZg/CYlh46vWtTB4dX/4RCEU4blAeH2ypYd3WWqaN74kvEGbs4G5s3d3Ay8vLsNssnHVyH5KcNkwMDMPk/qc+Svz99SvKoFe3NF5ZUcZF00tw2a0EwjGC4SjdPSm8+UE5qzdV8/1zhmNYDELhKFlpLha+tZ0NO+sT+5k3dQBvfbAnUWp14shCAqEI6cnOdkkOLQZcOG1gIkAzoFcmv/j7MnyBSLt/F7dcPh6vL4zdZmHVpmp2VTQnLuRyMlxMHdeL/7y8KfEezT6pN2MH5pKf4cZq+fTE6c7H40mlpqblaHfjS/N4Ug/qdYfqXJoUrqcpamdjeStj3LuxpqRhsbsJ7dmC4XBjzy6gKZbMH1/cw4j+efQtSmdLWSOPv7KZmAkZKS5uvXIc1fUBnn97J82tQSaPKaKkRyaPv7aFmgZ/h/LsJw4v4Pih3XA5rPzl2Y+Yc1IfDMOgpGcGdz/2IburPvn9XTi9hEJPCrGYSbLbzu8eXU2Lr32Z4Z9/6zh+/fCqdu9HflYSP5w3infX7eXjHfUM7JnJuKHd+PMTa6loqyhzxkl92FLWkEh6evbkvnTLTqbBGyTJaSPFbee+p9ZxynFFmDETT2ZSu5s0iH97/IvLxvPQCxsY1s+D024lPyeJrFQXO/Y08fw7O6lt8jO6JI+SXpnkZrhx2K1sLK3HMAzGDcojP+PLBXs629/2F9F4jm1HajzNgQj3P/NR4nNqwpB8Lpgy4ICX4hzNc2lKrIGqR/8fMb8Xz5nXYrhS8G9diXftUqxJ6US8DWROv4JXagsJhqPxmSOu+DVZz25pPPX6NnbsF+z65mn9eXVFGaceV8SyjyrY3XZ94Ml0c8VZQ6lq8PO3Zz5q1weLAb/8zgQee2ULNovB3Ml9qaj1sbs6XgGxoSXIC+/uTGz/3bOH0dQaomdeKktXl1NW2cx35g7ld4+uSXypZbEYXDJ7MK8uL+OcU/sRjcZwu2y0+sM0tgQpzE3B7bTFl56b4A9GyMtKorzaS0VtK1arwZL3d+ELhPnJ/ON4/6O9VNX7mH1iMRC/LkpPdbVde5hEIlF8wSgYkOJyUNvoo6YxQH1zgAJPMpjQ4guRm5WE22HFarXwxupynA4rp43twVsf7OGlZbtw2CzMnzGI5R9XsH5HHf2LMjlrcl/WbKpm1cZK5k7uRzQWo1t2Eo0tYT7eUcug4iy656XS6PXz24c/YOr4nnTPTWF3VQuDe2djGAY5GS7CkRhWi4WPd9ThtFvpV5RBt0xXvIrKUaJzz7GtM43nYM+j8uVoRs8BiAXj3xKnjpqKJTmdSP1eWlN7cMd/1lPTGH9u064G7n96HT++cDRNLSHWbq0hO91Nn+7pDCrOIj87iUf3K5V97mn9yctKoqrehz8Y4cX3S3nrg3g1map6H39/9iMumDaQmkY/fbun8/grW9m+J17p4LI5Q7jvyXU0eoPYrAZzJvZh7dZannp9G/OmDmBIXw9L3i9N3OSP6Ofh9HE9+O0jqxnWL4dVG6sSCZ+jMZMFr23houkDqaprZdyQbjS0BPjWjIFU1cdz8PTqloZhGKQm2xjez0NtU4CNpfUUepJ5eXk8QJCW7OB75wxne3kj4WiMIb2zee+jCqJtFzXl1V5WbqjijJOKmX1iMclJjnbfli98awffPmMwNpuFPz2xlrGD8hlV4mF3tZfG5iCvrixjybJd2KwWpk3oye4qL8+8uY1vntqfl5aVcuLwQtxOG2s2V1HXFGBEfw/fOLUfO/Y0sWlXPZGoydqttdx6+QQ2lNazelM1W8riF3sOm4VvzRzEA899jCfDTUNzkC1lDVgtBuOHdGPlxipyMt38Z8kmfIEIk8cUkZ/tbnfD1D0vBX8wykOLP+KcU/rxwPMfJy7oNuys58q5wxjeL4d1W2qZcXwvtpY3sfCt+PRifxD+/cJGLpo+kMdf2cyV5wznhovHsn1PI1arhbqmAEveL038vvJykrl3wYc0eeMXSFPH92TelAEsXb078Tu/YOqAdkEegKeWbuOKuUNZvbmagpwU3A4rKUl2/vapMtAxE4LhKM+9s4OLpg+MzwL7VJAHoLrezz8WrqdvUQY98lJIS3Yknps0sjtPvb613Xv03Ns7SEt20OwLM7B7eof9Sde2N5zCfU+t4+dn98DSYsdic1LzzO9JGzMd36b3CexajyUpjWsnfou9SSnY7FZisfhygpwMFz84dxR1jUHueHBFYnnn9j1NfGvmIIb3zaa5Ndwh0DOiv4f0VDuYFq49bxQrP67gmbd2cPmZQzl9bA8eeC6esHTq+J60+sLsrvLy35c38c1T+3cI8kD8wj81yZ74twdQ4EnhiaVbE1Ve0lMcPLpkU6J0eiRq8vQb2/jh+aNYv6OO9BQHfYsyeHNNeaICY/8emcw+qTdPLt3K+VMGkPcZS7QwTbaUNbCtvCmRZ8RmNbj52+P59wsbEssuVm2swjRNeozvyW8fWZ34Jv6Fd3fyy8vGk5fuOthfoUinluay8cNzR1DbFIjPMk5zfWbRhmOZGY0kbvRtOT0x/U24iwbh7NYHDAOLw42/bANJsWRWbw9y/pQB+AJhotEosZjZLsgD8fPCtAk9CUdiiSAPwKDibP71/AbOnNSnQx+S3XbqGgMUd0snO93F3tpWKmpbWfJ+KZGoSf8emUweXcR76/Yyr+1aZMfeJnwleRw/rBsjB3jYXNrQbuZyLGay7KMK+hSlt+Uq3EJlnY+hfXOYdUIxd/93DWdO6kOhJ4XapgAZKU4eXryRtdviM0FtVgv/N2sQ/3p+A5V1rRR4UujfI5NXV+6muTXE0D45LH56Hb5AhNPG9mBo3xzu/s8aojGTrDQX55zSj/++vImR/Tx0y0nmHws/uS46bWwPquq89O+RxdqttWze1cBLbfkpTz2uB4ve3k5122zSzWUN3P/UWmYcX8zcyf3YWtZAfXOAk0cXxdMF2K38feHHOOwWvnlqf66/cDTL1le2XWMZ7NzbzIdbaijISWbMoDyi0Rj9izKw2SzsqfUSi8UoaispLyLyv2jR5wGwZeZhy8jDsFhxZhfStPx5an1GIsizT2NLkLKqFh59aRN52ck8+MIG/vxk/IS/LyCyz7NvbmfiyEIAhvfz8O7ave2ej5nxUrwDe2byyJJNienGRXmp/Ov5DTR640lAI1GTp17fxvgh8YTOi98tJS8zqd1N/odba6is85HkstG3e0aHAAAQX6ZjtXDrA8v50xNrufWBFVTU+bAYBm99sIeHFm9ke3kT2elunly6lRH9PO3GdNbJffn9f9ew4LWtPPPGdm7/1wpmHl9M+0Iw8eR5766rYNVnlL5ctr6S7eWNXDl3GJGYyU1/e5//vrSJJLedjaUNhCPxEuPPvLGdkp6ZhCMxHntlM6eMKaJov9k9pgkfbK7h45115GZ9EpCxWAxKK5uxWIxEkAcgFInxxgfljB2cz3GD8vnTE2vZvKuBDTvreeC5j+lVkMZfn/6IFl+YaMzk1RVl1DUFE9XPIF6hoqbRj9VqoaLO1+FD+OXlu9iyq5Ee+alEojHWbu2YK2DHniZys5JYuaGS1BQ7KW47jy7ZlAjypKc4cNitbClrZOKI7u32nZHmbPd7jX7GRUAwHCUzzUV5lZcFr27hpeW7yMtKIjO145IqmzV+imhoCZCe5MCT4f7U8wZ2m4VgOMqGnXUU5saTH9rb1pNbrZ9ULdpfOBLjyaVbieoa5WvFarXw/sdVbNvTjJMw4eYaQlW7sGd1I1C+mcCu+EV1zNdM65J7CVWVUlrRgstppSAnmWvPG80L72xn2+7GRJBnnxff28nIAXn075HJ0D7xpKqGEZ+xtmFHPT5/lNv+tYIb/vIedS1Brv7mCBqag2zYWcelZwymR14qIwfkYrNZeGppPDi5rbyRIb2z2x3HZjUwLAYzTyhu1z6od1a7Ur59CjPYWNrxHFvb5OcH547gR/NGU1nXmgjyAGwpa6DVH18C8Prq3dhtlnbnF4BTjuvBiv1eA/Hzf02jv0NujeoGH8vWVyaCPBD/t/fmB3uwWvXxL19fdotBt0w3uemdL8gDYIYCpA4/BcPuwoiFCVXtJFS/h8DOddS+cD81i+7BancxtK+HYf1yuP1fK/jtI6vpXZjR4ZoVwB8Ik5bkaKuW9YlTxhSxp8aLaUJxt7R2z503ZQC+YISVGyt58IUN/OXpj3jvowrOPX0AED+fdctJYtaJxTzzxnbeWFNOWWULz7yxjfc+2suaTdWJ6lr7a/QGOWFYAc++uY3Kunh/PtpWy5NLtzKmJI8e+WlU1ft58PkN1DT6E0EeiOcyfHn5LsYPzSdmmjy5dCvVDX6Wra/kuEH5PP7qlsQ13EvLdvHx9jqy0uJB7/rmAK8s38X4od0oKc5ul1MN4NUVZQzrl5u41t7/2iYt2ZEI8uzT5A0Ri5k8vHgjvQrSGD+0G0tX7SYlycErK8qIRGP4AhEefGED1Q1+ahp89C5MJ2aaLHp7B9npLlxOG08t3UZTa4hb/rmcvy9cT2aqi1DExBvs+MWbiMj+dKV3IGIxsk77Fv4dHxIL+nD1KMEZi+eT6bipSVqyk9WbqhhUnEVlne8z13/Hp9TGd9DoDZLzqRtpAH8wSl1zIFHZBSA73U1FW0Lh/YXaLuh9gTBef8dvojfvqqdbTjK7q1roXdhxNkVGqpOXlpW2a3vh3Z2MH9oNiH8QWq2WRIApvN+YMlOdVNX72pVuj5mwcmMVA3tlJdrGDspn8XulNLUGyfqMb5WzM9wkux18tKOOFR9XYprQ4ovnw5jQ1o99du5tpiAnmXAkRrecZIKhaIebnQ+31JCR4kosE3I5rDR5g+36uc/eai+DemexZlN1h+dWb6yie25Ku7aVGyoZ2veTSh2xmEk0Gi/nbPuMq0ebzUI4EuO5d3biD0U/8/edmeakuTWEPxBhW1kjyz+uYv6MgZw0opBZJxbz3bOH4XbES2XtX3HNYhh4PzX7IGbGyzHvb9QAD6+v3p2Y9VBZ5+Pu/37AeacPaBeQ65GfSlNr/PecmuSgrKqZK84elrjxTE2yc+H0gdQ0+EhPcWCa8Oyb27AY8KN5o7hk9iD6dk/H86kbVbvNgsWAqKI8Xzs2m4VdFfHpxBGLA+xJmOEArqKB+Hd82GH7jFgDj72ymcHF2cw8sZhgOEJ5TWsikLg/p8OGxTAor/Hiclg5b8oAzj19ANUNPpau3s3uai/+YIRYzOTNNXsoq/KSn53EsvWVBENRzjo5noDZMIxERZo1m6sZOSCX0SW5WAwoyEnmugvG8OryXfTtnvHJuKxG24zHT/pTXtNCcUEanxaLmaSnONm2u6FDUlKIB5d65KeSl5nEOx/u4fSxPZk2oRfD+uZwzin9GFSclTj/7mMxIP0zcl/lZyfT3Brs0N7oDX4q+C4inUks2IJhd5F/7s+JttRBLIoZaMX78dvxn8NBGt97Cpd3Lwte2UIgFGVk/1x27G0iZpo4P1XJadyQbiz/uIK+RRmJtpNHdWfzrnqG9/Nw/9NrOWNib66YO5QLpg7gZ986DsMwqKz3JYIxADUNfmob/YkvhWIxE4fD2uGctXx9Jb26pZGXndxhbKeMKeKPj63h5FHd27Vv3d1Ir4J0nHYrT7++tcPr9tlb20pBdjLdspPjCfirWkhLdlDfFC82cuKIAqaM60l2uovVm6oY0ueTYP7OimYKclIIhaOJz4H97QuahyLxvJH7vgwzLMZn3gtYrfHPE2db8ZPehel8uCV+fZmW7ODU43oweXR3Kmq8NHlDlFU0U9Izkx/NG4UvGOGj7fHcnbmZ8dmdZZUtPPziRuw2Q9dQIvKFFOg5ACYG4foKbJm5WFwpBMu3kOXbxZkT23+ze+pxRRjEL9ir6nxkp8c/8JKT7O0qqgDkZrppbvsA3L67kfNO79/uw6JPYTp1zYF4Rv/92htbAp85rd/RdgM0aVR3/MGOgZ4+3TPIz0pi9aZqJo0sbLfM5oRhBTS0BDvkbojFzESJdIjfVLid1n1vSrwsO/EkyMFQx28YAsFIYtxpyQ4yUuI3JLWN8THs34dkl43igjQG9Mjk/c8oMR8MRdvdoGSlu2huDWGzGlTU+dp9c71PZqoLXzCcCIIFQ1H6FGZ0CIAAHDcoj+aWIMnujs8lOe0d9p+XlUyfwnQ8GW56F6bTuyCdTaX1TB3fi5x0d4eLqeOHdmPdtvgsnkgkxsBeWbidnxwrI9VJeko80HPCsAJ8wQjdc1N4+MWNbC9v5K0P9lDbGODJpdtITXa0m36dlebqUI3nhXd2cOXcYQzrm0NmqpOTR3XnzEl9eXPNnnbbNbQEcTmsXDR9IN+eM4SLppcwvJ+HF97dyaDiLAwDUlOcrN9Wy4j+uXzztP6cMqaIZ97Yxlsf7mVw26yH2sYALy0rY/ueJnrmp9HQHODimYMoyElu+104uWj6QF5ZUcbJo7tjHs1F5nLERSLRRGD0r69U4cztgSOvmEhLPbaM3A7bBy1J8Wp44Sh7a1pJcdtpaA7QtyiDZLe93bZzJ/flvic/JC8riZ0VTTz28mYee3kzm0ob6F+Uwc697ZdzLVtfkTiXmMST19ttFgyDxOw204SHX9xINBrj+gvH8L1zhlPd0MqJIwqJRmNcMLWEc0/rz9XnjgQTJu93Y7J8fSUzTyhu189JIwuprG8lJclBfUuQ7rkd16b3Lkynqs7HaWN7EIrEePSlTazaGJ+V88K7OwmFo8w4vjhxg2Ex4OJZg2jxBdsF1C0GnDC0gDED8zocY/LoIpVfF+nELEmZOLv1BqebqL8FS3I6/tKPOmwXLltHXlb887dntzTe+XAvVXU+5s8YyKDiLLLSXMw4oRenj+3BpFFFOOxWpk/ohc1qMHZQHo+9soXh/Tz07Z7JHx//kEeWbCQ1xcmzb2yjuFsauyubOxxzT7UXT6abtGQHA3pkkZ/VMZhjbUss/Oaaci6eNYhe3dLwZLr5xqn9cNqtNLWGO1xvJbviFQTBoLVtGfmnZzxC/MvEfj0yiEZjVNf7KPSkcObEPvTIS2Xe1AGUVbSwamMVJwwr4NQxPahv/iQI1T03hap6H43eYIdr7H3BGohfa69YX8G1540kI9XJio8rmfGpWZ6TRxfxYVuFtySXHTNmMrBnJnlZSRw3MI9p43uxblsNG0vr6VmQRoEnmXXba4lEY9z93zVs3FlPTYOfF97dybbdjYnrqLLKFmKx+JdtIiKfRzl6DoTNhiOvF7bkDFq3ryFl6CRsKelMjO6l6JtDqawPYrdZcNot7KxoptUf5uRR3Xn/owpcjniy5GvOG8kDz31MTYOfHnmpfPO0fjjtNob1yyEvM4k1W6r54bxR7KlpxWIY1DXH87L06Z7OnIl9eebNbQC89cEevv+NEdz/1FpaAxEsBsyZ1Ifte+LBou65KVitFvoUpieWew0uzqJ7bgr9ijI4aUR8udhV3xhBKBLF6w/z/kcVNLQE4/lT9lsznZXmwtc2RbRPYXzddHaai3lTB/Die6VcOH0gi97aTlW9jzMn9eH11eXt3rbTxvYgEI4yfkg3PBlu9tR4cTtt+IMRHn91C2dO7IPDHs8T47THy3uHI1EKcpI73Jw5HZ+UB85Od5HituMLRPjGqf15Y3U5Jb2yGN4vh7Vb41N5LQace3p/kp12pozrgdViYXg/Dx9srqJHfhrnntaf59/ZQWsgXjlr0ugidu5pYtKo7qzYUJVYemW3WRjUJ5t12z+ZIuywWTh+aDeeen0bI/rnkp3mJCXJzkkjCymrbKYoN40fXTCKjaUNNLYE6NUtjTfWlCeWnGSmufD6w3znrKHxkuY2C75AmLc/3MMF00p484M9fLS9lpJemUwa2Z031sTf19ZAmOOHF9CnMJ1l6yqwWQ0GFWfzjdP6sfLjSs47vT/PvR0f06DibFLcduZO7otpmtgsFsKRKPa2mUX7S3LbyMtKoskbJBSO0d2TwtXfHIHVaiEt2UGKy0ZqsoNn3tze7nV9umckZpu5HFYumFaC024hEo3hsFtpag1y7fkjaW4NU1XXyofbaphxfDHJLjsOq0VrzL9GDMNgeE6Qs0/oRszqhkiIWAySBozD2X0AdS/9A2Lxb1GNouGsqHRy/LA0Nu6sZ/ueRnp1S+XiWYNZ8MpmfvatMazbWkejN8CokjwcNoOPdtSTk5nE984ezsvLy9i+p5GRA3KZMKQbt/xzWbu+FHiS2VTawKDiLFKT7HTLToKYwdA+OfTIS+XfbdPpM1KdjCrJY0NpHWMHx5fGvrN2L326ZzBhSD5NrSGavUHeWlPOcYPz6dktjS1lDfFqgw1+zpzUh4KcZPbWtPLR9lpOGlFIOByN55ho9DO0Tw4ftZ1XirulMqKfh7GD81nwymamjO9FaUUzVfU+ahsDjB+cz+Zd8WTO55zSF4fdSknPTAqykqhq9HPmpN6cNLIQTJMe+an867mPcTvtXDR9IG99UI5hGJw9uS+989vPTBSRzsV0pmEEvWC1Ewv4MDGxZeYTqt7VbjtLZmFiZm5ZVQtWq4XsDDerN1XhctiYMCSfPt0zePyVLYwbkk9FXSunjumBJ9NNVroLt8PKw4s3MHZwPuee1p9QJEqSy0a/Hpnc8/iHnDSikDWb2y9BH1ScxZ4aL1PH92RjWT05aS6Ku6Wxc7/caaeP68myjysoq2zhP0s2cdrYHhw3KI9tuxv5x6L4Et7MtPYzvs88uS8vvldKWrKDPt3T2V7eRHmVlwunD+SZN7bR6g8zakAup4zpTtQ0MQwjfr2a4eK1FbuZfVJv/rxfTshFb8fzD5ZVxfuVmmRn+oRe/PflzcyZ2JvvnDWUB1/YQFllC55MN3NO6sNTr2/l7Ml9cbtszDihmCeWbuHCaSVkpblw2i0M7p1NXVOAYCjKptJ6Nuys5+TR3clOdxGJxQhHYpx2XA92VjS3y9f592fX862Zg2j2BmnyhjosTX55+S6mju/Fwre2k57iwO2yEY2anXLZoYgcOZ2i6tZzzz3H/fffTyQS4Vvf+hYXXHDBl37toay6lRStJ1K5A3t2AWbAi2maGFY7hsVCNNBKvSWbgDWZh1/ZyfoddUweU0ROhpvSvc0cNyiPZ9/czgVT+2OxWAgEI/Hkb+kuumUnUd0QL7ObkeIkEo3yztqKDjfUP7lwNA3eIBaLhYwUB8lueyJfTVaai/QUO6s31vDsW9sTpdUnjy5iSO9sGloCOOwWNuxsYO2War73zRHsrmwhJ92F22Un2WUnHI2RmmSnvNrLord2UFYVX3pw0fSBrNpURVZqfMZIaUUzz7yxjV9eNp6apgChcJQeealU18dviqrqW3l9TTnhcIxZJ/amwJNEZW0r3fNSCYbiQYbWQIS/P/sRe2pa6ds9nWkTevH8OzsJhqJU1LXy3bOHkZnq4jcPryLStjxsYK8sLppe0lbBxkJqkoNAKJ64bsGrmyltWxJy+tge9OuRgRmDvOz4jKHSimbKKpvp2S2NZJedZ9/aQZLDypkn98Vpt2CxxL/Jr28O8PzbO8AwmDiikN3VLRiGwYAemdQ1+oia8bw10ZhJj7xUKutaef7dnXgy3Eyb0AubAbuqvby5upye3dKoamjlvNP7Y8YM/vD4BzS2BLFYDGafWMyoAR5KK1p4efkuRpXkkZbioKQok5eW72LVxqp2678vmFoSz/mUlcR3zhxKWXUzD72wkZEDcunZLY30ZCctviBD++TQ6g+3TReOEQxFqW8OsGZzNeXVXuZNGcCL7+/klDE9eGi/9eenje3B7BN6sXxDFa+vLu+wLPBbMwdy8rBuNPkj3P7gCmoa4+vqHTYLV549jNrGAOmpDmobAixZVkpza4iLZw7iuBIPhmEQM2H9jjreXFOOYTHokZ/GzAk9ST7AKifHos5U3QCObqUYd6SBuqfvIHzCZZDVi27+bVQv/AMZk87DUXwcRqABf0Mt1a0GKyrseGMuJo/uzk/+/C4FnmROGFpAzIwxrK+Hqno/fbunkux2sLG0gT889gEAV8wdytsf7mFI72yy0928trKMb80azH1Prk1UmnM7bfx0/hgaW0JkpjmJRGM0NAdYs6Wak0cVsXNvI0N65xAMR4lGTUxMGpoDLHp7ZyJfhdtp47YrjqfJGyAQimK3WbFaDO58aCUnjykiLyuJYChKSc8sqht81DUFyMlwU5SfSkOzH4thwWGPL8GMxExa/WFCkShmW162WCwe2C7IiQeELBYLbqeVtz7cy0fbahneL4fBvbMp8iST0jYr0DTi+XqctnhAfFdNK/c/tZam1hCnj+3BKaOLSP+M2Yr/S2f72/4iGs+xrbON52ieSx2mn6byHZiZhVjf+gupQyZhS82k5rl7iQXin9/WzHyc037ILU+UUl7txWIxuGzOEB5/dQs98lMZ2DOLbjnJfLilhl2VLcw4vicL39qBy2nl/NNLCIYiVDfGc+HsU+hJ4exT+lLX6OfRlzZz6nE9iERjvP3hHjBNTh7dnb6FGazYUMnxwwrIznDjD0SIRmO0BsKUVbbQtyiDzFQnqzdVs25bLUP65HDisG789pFVNLXGZ6IfP6wbxw3Mo7YpQLLLTmqSnYwUJ3XNAYLBCEX5qfz35c1s3tXAFXOHUVbVjNNuY0tZA9GYSa+CNPKzkgiGY9isBo+/soWTR3fn+Xd2tnsf87OT+MG5I6lt8tPQHCQYjhIIRnA7rUSjJqFIDKfDSndPCjabBZfDRosvyPbdTQzomUWLL4TFapCbmYTFArsqWkh2x6+pK+tbSUtyUJSXQnl1K/5ghLQUB9lpLh58YQPrt9e168sJwwro3yODYDjKf17a3O45T4abkQM8vLZyN9/7xnDqG/0MH+AhO8nB0dDZ/q1+EY3n6FHVrcPrmA/0VFVVcf755/P000/jcDg477zz+P3vf0/fvn2/1OsPVaDHDDQSeOG3GI4kMiacgS2zgHB1KRFfE3ZPMaG9m2ntcQJ1fivrd9ZjmiZ7a1o4ZUwPUtx2vP4wORluAsEo9S3xaH9VfSuDe+dQ09BKksvBtvIGnnhtG4N6ZXHRjIG8uaacV1eWkZLk4MJpJdQ1xdc+FxekUdIzi2jU5Jm3t1GYk8rwvjmkp8Snjz6837cEAN+aOYh/vxD/oL5o+kB6dYsnAo7GYE+Nl1S3nYxUJ1t2N+K0WxhUnE04Es8dtK8c5xNLt+ILRKhu8ONvm93zw/NHxqt6lTbgtFsZNcBDSpKd4oJ0BvbKwmIx8AXCPPvGNrrnpTG6JJeyKi8FOUkEQzGcDgsup40X3y/lzTV72s2euf2K40lLstPsD1NZ20osBtnpTqxWC7//7wfMPKGY+qYAw/vlYLdbWL+9jide+2TNds/8VL53zvD4kjHTxOm0EoqYOK3xigXJ7nhJeIsViEFrIMKy9RV0z0ttC7bFSHbZcTnjZT0tlviNnS8QweePkJocf8/qmwJ4A/E++oNRxg3OY2+tl8w0N5W1rTgdNtKSHNQ0+qhq8GMQTwa9bH0FlXU+br18Ass+ruS5t3dgsxp89+zh/PbR1R3+/uKJqWP07Z7BM69vZ9nH7Ze1zT25LyMHePj3CxvYVt7Eeaf357FXtrTbxmY1OHNSX55+fSu3XXkCm0rrCYTia8e7e5Ipyk3h6bd28PGOug6Bnv+bNYiT2hJ917eGWbOlmpgZn379wjs7afQG2x3TYbPwi8vGk79fDiaLxaA1GMHusGMjdlRLgx5KnekDFY7uzYmzcQellS388oVGbv72OHrbqgjs/JDm5c+Tc8ZV7K0LUmV4yO/eDUyTLFsLlcFUKup9bN7VwAnDCvjNQysT0/YtFoOfX3wcFTWt1DYFKOmV2a6KFcSn+3//GyPIzXJTXu3FF4iQkerkX899TO/CdPKy3Hy8vY6eBRmcNraI59/ZgcUw6JaTQlVdK8s/ruTKs4dx938/aDeWvKwkhvTJZt3WWiYM68bo/rkYFpNmX4SlK3fjC4Q5aUQhvQpSqazzEY6YOOxWDEzuf2odoUiMZLedy+YMYemq3eyqbKZfUSanHVfEk0u3JipqQTyp9PUXjqG+OcCGHbXMPKE3hmGSnerC/lmJIfZ7XSBi4g9GSHbZPnfbz9LZ/ra/iMZzbOts4zma51K7Hd7fUMe/F2/g9tNiWFb+l9RhJ+PuPYpIcy0WVzLepEKW7YowoGcmVfV+wpEYRXkpBIKReKJg0+SV5buorPdx5dnDaWwJkJ3mIi3FSTQaw8BsKyzhZ/OuejwZbjyZSewsb6JfzwxufWAFAH27ZzCqJBcLMLRvNjWNAbLTXdhtFqrqfGDAms01rPi4kvS2LylPH9uDotxkrBYLwbCJYZiYZryComma7NjTzLvr4sVJrvrGcFKTHbidNmIxk+17mnjkxY2MLslj9MA8MlIdGBhUN/gIBKPsrW3l9dW7uea8kTjtFjJSXdz6wHJmHF/Mk0vb5/YZ2CuLk0cX8tdn1rf7nZw/ZQAx08RusZCZ7qTJG2Jon2yqG+LFSdLcDqz2T7JfVNS2snJjFaeMLqK6wcdDizeSne4mNdnOptIGhvTOxm6zsGV3Izf+33Esentnh/QEc0/uS12Tn6x0N++ti5eF32dfaXoAg3hOoIE9M8hP77h07UjobP9Wv4jGc/Qo0HN4HfNLt9577z3Gjx9PRkYGAFOnTmXJkiV8//vfP6L9iNWWEamL5zWpefp3pAw9GVevIdiT0mnyx3iusg/vvPIhg4qzOX1sDzAMRg3IxWoxeHNNOZFoDMNiIRSJMqhnFvXNAcqrW0lNclJZ18qit3ckjrWzopnaRj+xWIxfffcEVm2oYsXHlUwc2Z387GRWbqzCbrVht1uYMb44/mFkt7Buey252UmcfXIxL7xXRkqSnbNO7ovdamH6hF4UF6YTCkWoqvfzj0XrmXtyXywWg4raVhwOKxU1rZw/tT/rt9fxj0XricXiFWv6dU9nwtCCRAliiC/hCkWizDihNxtKVxMMR3l/fSVWi8FlZ2ZQ2xgPCFXWtZKa4uKp17exZNkuzp8ygKde30ZFbStjBuaTkeqgb2EGazZV0+QNkey2c+XcofhDYYLhKFvK6ikuzCAj2YE/GCUUjjKqLaCR4rbzxprdTBvfixEDPPTqlsaOPU24nTZsVgsrN1Sx8K3tXDxrEMluO9UNfp57ewemaXLmpL5U13uZOqGY5R9X4LDZKMpPw2oxiERjrNlUydtrK7j0jCEEQhFWflzFB1tqOG5gHi6nlenH9+LtD/cSi5l8uKWGzDQnp4/ridcXor45xDNv7mBw72xeXraLQCjK/BkDefK1Le0SRc8+qTeL39uJw27h23OGsLuqhRUb44kB9/+mJ8VtJzPVyf1Pr6PJG+SS2UNYsaEisS+n3crA4ize/6iCIb1z2FbehMVi4HJY280KmjiyO6s2VnHKmCLy050k9/ckluplJNvBjOdjOnlUd/778iffJjnblofsk5lsZ3dVC29/+EmFOLfTxoCe8WpHORkupoztQX6Gm/3jyLGYidtuxZOT3Gk+gOTQsqRm8/5qH8FwlCZvgJZYHalFg3HkFBGqLqV794HkNFcT2VNKNL2ApeUObK4oz765nfNPH8DW3Q1cf9EYdu5tJhiK0LswndoGPys+ruSSOYNZvbE6kQMM4ks3v3lafyCebycv000wbFLb6OPSMwazrbwpESDetqeZ7p4k+hVl8u8XNiSWiF44rYQUt51u2cmJUukQzwn07tq9nDiiELfDit1uZcGrm9lb00pethu3y4bXFyIUivHie6VYLRZ27G0iK83F974xnBS3g4wUB3955iO27m4EYOvuBs47tR/nTynh1w+tTCyvHNgrizWbq3l1RRk981N584M9nHFiry8M3JgmOK0GTuVyEOlS6lujPPbKZlr9YZ7alsGcsfMJ7nqHqM9L6sjTaFixmFgkzFhnMl7nKJJS+9EYjrK7qoVu2ckYQFqyk7NO7kuSy4YBPPtGOR/vrI9/VjttnHt6fx58fgM2q8HP/28sv3t0Na3+CAWeZPr3ymLC0G68/1EF28ob2VbeyGlje/DBllo27Kyjb/cMVm+qZk+Nl6K8VCaOKGS5aVJZ5yMnw0U0anLrAys5f+oAqmp9DO2Xw+OvbOG0sT3alTQv9CTT7AtT0xQvSLLk/VLmTR1AarKDlRurWLmxCqvF4PoLx7B01W527m3GZjWYe3Jfyqu8vLaqjBOGFzDrxN5Y2vKvNbQtNbdYDKaO70l9c6BdkMdpt5LstrNzTxOFuSm8uWYPYwfnU1bVQmsgwrsf7mH7niZGD8xj9IBcdle18FzbTCFfIMIJwwpwOWzsqfFCTfwLsSnje/KH/67hlDE98PkjnDKmiNUbqxK5I5NcNob2ySZqmry2YjcTRxZit8Vnj6e47by8vIxt5Y3YrBa+NXMgFouB5ygFeUSk8zjmZ/T89a9/xefzce211wLwxBNPsG7dOm699dYj2o/Kla/je/lP7dpShpyMu88IIs11NHY/gfL6IKluB75QhPfW7aW63s8FU/sTDJv85+VNxKIxZp3Umz6FGWDEkxTvrfXicthZ/nElKzdUUpSbyhkTe7NhZz3RaIzRJR6cDjuPv7qZHXuaGd4vh2kTemG1GLyysgy/P8K4Ifm88+EevP4IZ0/uS3a6gzRrCEI+mkM2avwGGWnJYMDWsgZ6dksjZprsrmzBYlhobA3y/Ns7OPf0AYzsn4M/FMMXCGO3WbBaDKrqfeSkuwiEYmzd3YDbaSMnw4UnIwmX00JVfYDXVpXhtFkZOzifnAwXBgbhaBSLYaHJG2Tb7kaWfVxJXqab2RN7k5Pu5tk3t/PmB3tIdtuZP6OE9GQn2ekuDANsVit/eXodXn+YvTVeYiZ8/xvDmTKuJ03eEJt31bOrsoXMVCdbyhpYtr6SaRN60r9HJmDyxpo9hMNRJo3qTixmEghH+WBzDf17ZJCfnczOvU0M7+dhUHH8G5r6Jj+tvjAxTKrq/QTDUQo8KVgM8Pkj7NjbREaKk5hpMmpALkV5qezY00RNox+X3UpaioMkl41CTyq1jT5qmwJEozF8wQh7a1oT1boeWryR2kY/U8f3ZMbxxaQlO2gNhDFNk61ljZRWNjOoVzbLPq7gvXUV9G4rybm7ysvYQXksfm8nXl+YKeN7snNvM26nlVEleYkKQA3NAT7cUsPKjZWcMKyA11eXU17t5fih3XA4rCQ5bYwf2i1RweHTyipbePbNbeRnJ/Pxjjqy012cPrYHA4vbl5iuqGtlyfulvLmmnF7d0jh/ygAG9MwiGjOxGCQqyYnsz4xFufOhVbzzUSVWK9z33RFE3v4XllAr1pQsfNkDqM4aiTdsITcriVZ/vDxtZZ2P597ZSZLTxuyJvemRl4yJQW2Dn0A4ns/LbrNiGCahcIwmbwivLx4sbmgJMGFwNzbtamBAcQYt3jBJLhuhcAzDgN/9Z00iJ9moAbl8a+YAGlrC1Db6yU53k5Xm4IV3S8lIceJy2jAwyM9JwucPYxgGrf4QBZ5UgqEI63fUseT9UmImTBjajTMn9cFiAW9rmA+21rCropkThxcytE82hW2JmGsafJRWNBOLmfTMTyM/JxnTNCmraqG8qgXThI+217L4vVJ6F6Zz6nFFFOakMPozkiyLyNfDtt2N/PS+dxLVQx02CwN7ZjB7fCH9kxvx48L8YBGh3etxdB+IZfw8mi1phCJRmr1hHntlCzWNfk4Y1o1JI7vjbPtiaGNpfbxQRHEWdU1+mltDbcuSDHZXtpCa7KBXtzT2tC1rD0VjtLSGyMlwk5HiYFdlC0+8tpVeBWnMm1JCdYOPZm+IQk8yaSkOmr1hqupb2VnRzJiSPOxWgxUb4zkT+3XPoKk1iGEY7Kn2kpbsIDfTjcViYLdZqKzzUd3gw+WwkZ3horYhQFNrkMHF2SS5rQSCMYLhKMkuG5t2xa8Lxw7KY2BxFv5AmGAoitVqob4lSDgcpVe3dHbubcQbCNMzP43l6ytJcds5blA+2ekuctKcVNT5CYQjbCytJ8VtIy8rmdKKFkzTJDvDRUaKi/LqFnIy3DR7Q6SnOslMdVDXGGRPrRfMeAXTR5dsoH/PbMYPzmdbeSPD+ubgC0TYXe3FIJ5Uekif+Az1bbsbafGFsdkMkpxWKuv8vLqyjIwUJ5NHFxEMRyjKTaVvUebn/5GIyNfeMR/ouf/++wkGg1xzzTUALFiwgPXr1/PLX/7yS73+kOXo8VbiXXATZuSTJMWpo6aQPOhEzFgEW2o2IXsKIdOBYUCjN4TNYmCxGBgGmDGTUNQk2W0hEoZwNIoRi4DVARikJFnx+uJ5e+qaAtisBrmZbhw2S/yGxGLgD0ZJcsXzyYTCJklOK6YJphklFIlP07dZDOxWCxYbYBrETJNoNEooZJKcZCccMamqb6XFH8EfjGAhnvDOabcSjkZJctpJcdvaqncZmKaJwx7/ViEciX+ItoaiWExoag3xj0Uf0+T1c928MYkS8H2LMinMchEMx3DY4/uJYsZn5ISiJDltZLohGotQ0RhN5AZyORzYLUZiFkijP8y28iaavEH6dM+ghycJC+0DCFFMIlEwTZPNZY08vGQjYHBcSS5nTOxNssNKMBwvg+mwG4SiEAxHSHXbiIbb/10YhoHFGi+XGQ5HicVMDIuBQbzimj8UwWn7dA8OTNQ0CUdN3A5ru0pm+/fBbEsiGIxEcditpKa6aG1p+8apLQfHvupq8d9/x/3YbPEkx6ZpEol9kvPDNM3P3H5/4ZhJgzdIapKDFJeVaOSztzcsBsFIDHvbe/RldaYppV9GZxvP0VxuALCpvIk7H/lkeeLPzxvIgHQf1lgYZ1YeddF0glGTFJcNi82CLRrAHzEIm/G/4XAsTCxqISXJTlNrkCSnjTS3k0gsii8Yxe20EY1EqWsOYrNZqKxrjedHCETYvqeR/Owk3v5wL9FojBS3nSnje1HgSSYQjLCtvJEThxdSkJVESyBMc2sI04yXyAWDtGQ7wXCUnDQXLb4wrf4w2eluklxWMCA9xUXpniZiQHaqA3O/hJoWi4HFYiES6Viy9/MYBvjDMZraqs0kOaykuW0dqiMeDp3tb/uLaDzHts42nqN5LrU5DBYs3dEu54zNauHOK8fSM8tCIBDEZ7pwEsK0Oohix+Fy0OQNYrVaiEVNIiakum34g1FsdivETKKxGKGoic0Cbld8uXo0Gi/HbhjE89hEonTLTiIQiucwc7TlBLPZ45W04kvzrQRCEQzA7bASw8BmM4nFLFgAu9WC1Qq+YJRWf4RYLIbVasHlsBIzTawWCzUNfkxM8rOTMc0YXn8ET4ab5tYQDc0BfIEIORlurFaDzFQHVsMgGonnVMMES9v1s91mwTRNAuEYLoeVaDiGJX7KxmLEz+01TfGgkcUwyEl3kbRf/kCLzZIYa5LTSiRqEjVjOJ02vK1hUt02QhETg3jBi0gshtViwbAa2CwGrf4INocVGyYWw0I0Gr8mNQ0jMbsoPcnWbjm7xWLEO4iB02El1Pa50eqPkOSwHvUiFp3t3+oX0XiOHi3dOryO+aVb+fn5rFq1KvG4pqaG3NyOZXgPN1dOAZa5P6d1+TPQWIG1ZCKx/icQrtlA86olGBYLaWNn4epWgs9IJbXtQ8IwoLIxwFNvbKOssoVJo7ozcVgByU4b+7/9sVCMpLab91TPfqUooyaOtun5dqc1/kEQNXFZIBb+5IbBse9OO2YSiUXhU5XV7RaDUCASn0kUivL069to9AaZeXwxw/p7iATCgD2xj/B+S34i+x3Hbhg4LRZWbarmxWWlZKW7OH/KAJ58fSut/ghnndyXvAwXmOC0Wdo+uExsEH9P2t6XeIoNBzlp7fu5fxAiw21nTL+ceKDsf3ymWTGwWgEMRvTJos+l4zCsVlw2Ayvx5UL2trIE0YiJFUiyWTsEefYdOxoxie5XjcqM7SsAbuKyWTq85kBZDQOrzfjMIM++Puz7v8NqgZgZT/63b3szHsz7og/5/UsnWw0OqJSy3WKQ21bt4n8FeSD+3ji+YOmIyKf17pbG1eeOYNFbO4jFTJojDqI28L/zEE3eBtIv+BXVlSEeXLyRPdUtjB+Sz/HDCnh1xU7WbqtlRD8P0yf0JBqOUdMQ4IV3dtLQEuD0sT2ZMDgPSzSGxTAS+aEcFgubShtYubEqXilraDey0ly8/eFeCnKS6ds9naff2AYYzJ3clyJPMlYgO9mBCbyxupxVG6vokZ/KmZP6UJTtJhqFzCQ7mW1Losy2f192m5WMfW2fqpoSi5nEYgcW5IH4uc9ls+DarwLNsf31jIgcbpGQyeRR3XE7bbz1wR5yMlzMPbkvORlJNIfBF3OyZXcDC9vOszNPLGZIr0zcdms8yGCJ58QxIzFcVgNi8XOYzWLg3Pe5Ho6RZLXAfjUTctOcxIAGb4im1hCL39lBMGJy9uS+9MhJxmKA0xl/gdP5qVuMqIG17YoqFokSi8SvOjM6JIg38HhSP7muNU3AINNtJxKMkGSzkPSp0ufRUIxPn11joSgWINp2Desw4tfNBmBG45ensbb+ZCbbyUz+7CWusUgsfq1jiV+7WQ2wGhbMcIxkh5VY1MTWFpQxTRNr20WrGTEJAw6rgScrvmR9Xy+jbZ8PieT4nzqnf3KNZ+L3f3L95rKpUqmIfHnH/IyefcmYn3zySdxuN+eddx633norw4YN+1KvP5RVtwBslhjhcJDk1DR8vjBWKyTF4lHTFvNzopKGQTgaw2E1jomL9Bjxz3W71SAnJ+WAI7/7puzarQaxtlk1FotxTEQOO1Mk+8vQeI5tnW08R3tGzz4RwOmwYUYi8XOREcEwo4QNV3zmmQV8QZOsFINgEDAgFDVxWI3ERbFhQCgGmLSdW//H7DMDglETm9VCLBbDabMQCMWw2dq+cQ2Z2K3t7mcSrDaDZn+MZIfR4WL80zrb38IX0XiObRrP0XUsnEsdDhuNvhApSQ5ioUiH58PmvmBxIpZzyFgsEIzGc6Ed6vqZne1v4YtoPMc2jefo0Yyew+tYuC//XHl5eVx77bXMnz+fcDjMOeec86WDPIdDJGYhNz838Q8oGoUWvsQfqWm2LUs6zB38kizEP6QPNs5nto0HEywYOL76ZBcR+RqxAVnp7sS5NGy2zXJsOycZMUi2twV5IB7MsbQPtpgm2OMz7z/3XGYmXmtiMQyi0baZfmb8m1XX59ylRCMmyfYvDvKIiBxpoVB8hkv2fufS/e07Px7qIA+0fVmoSb0iIsesYz7QAzB79mxmz559tLshIiIiIiIiInJM0zwMEREREREREZEuQoEeEREREREREZEuQoEeEREREREREZEuQoEeEREREREREZEuQoEeEREREREREZEuQoEeEREREREREZEuQoEeEREREREREZEuwna0O3C4WSxGp9rv0aLxHNs0nmNbVxvPZ9G59MvReI5tGs+xrauN57PoXPrlaDzHNo3n2NbVxiMHxzBN0zzanRARERERERERka9OS7dERERERERERLoIBXpERERERERERLoIBXpERERERERERLoIBXpERERERERERLoIBXpERERERERERLoIBXpERERERERERLoIBXpERERERERERLoIBXpERERERERERLoIBXpERERERERERLoIBXpERERERDqZ5557jhkzZjBlyhQeffTRo92dA+L1epk1axbl5eUAvPfee8yePZspU6Zw9913J7bbuHEjc+fOZerUqdxwww1EIpGj1eX/6U9/+hMzZ85k5syZ3HnnnUDnHs8f//hHZsyYwcyZM/nXv/4FdO7x7POb3/yGn/70p0DnHs9FF13EzJkzmTNnDnPmzGHt2rWdejxyGJkiIiIiItJpVFZWmpMnTzYbGhrM1tZWc/bs2ebWrVuPdre+lA8//NCcNWuWOXjwYHP37t2m3+83J02aZJaVlZnhcNi85JJLzDfeeMM0TdOcOXOm+cEHH5imaZo/+9nPzEcfffQo9ryjd9991zz33HPNYDBohkIhc/78+eZzzz3XacezfPly87zzzjPD4bDp9/vNyZMnmxs3buy049nnvffeM8eNG2f+5Cc/6dR/b7FYzDzxxBPNcDicaOvM45HDSzN6REREREQ6kffee4/x48eTkZFBUlISU6dOZcmSJUe7W1/KggULuPnmm8nNzQVg3bp19OzZk6KiImw2G7Nnz2bJkiXs2bOHQCDAiBEjAJg7d+4xN0aPx8NPf/pTHA4HdrudPn36UFpa2mnHM3bsWB566CFsNht1dXVEo1Gam5s77XgAGhsbufvuu7niiiuAzv33tmPHDgAuueQSzjjjDB555JFOPR45vBToERERERHpRKqrq/F4PInHubm5VFVVHcUefXm33347Y8aMSTz+X2P5dLvH4znmxtivX7/EjXRpaSkvvvgihmF02vEA2O127rnnHmbOnMmECRM69e8H4KabbuLaa68lLS0N6Nx/b83NzUyYMIE///nPPPjggzz22GPs3bu3047nUKqoqGDWrFnMmTOHVatWcfXVVx+y/Z500knU19cn2pYuXcrYsWMTy+fmzJmD1+v93P1s3LiR0047jblz5/L000/zne9855D07/Mo0CMiIiIi0onEYjEMw0g8Nk2z3ePO5H+NpTONcevWrVxyySX8+Mc/pqioqNOP5+qrr+b999+noqKC0tLSTjueJ554gm7dujFhwoREW2f+exs5ciR33nknqampZGVlcc4553DPPfd02vEcSsuXLycnJ4eFCxcyZswY7rnnnq+8z2effZYLLriA6urqdu0ffPABl1xyCQsXLkz8l5KS8rn7eu211xg3bhxPP/30V+7Xl2U7YkcSEREREZGvLD8/n1WrViUe19TUJJZCdTb5+fnU1NQkHu8by6fba2trj8kxrl69mquvvpqf//znzJw5kxUrVnTa8Wzfvp1QKMTAgQNxu91MmTKFJUuWYLVaE9t0pvEsXryYmpoa5syZQ1NTEz6fjz179nTa8axatYpwOJwIXJmmSWFhYaf9ezsYy5cv56677qKgoIAdO3bgcrk466yz+Nvf/kZLSwsXXXQR3//+97n11lt5/vnn+elPf0pjYyO7d+/m5JNPpq6uDpfLxZYtW6irq+OUU04hIyOD119/nZqaGm677TYmTJhAVVUVr776Kv/85z+ZNm1auz588MEH2Gw2Fi9eTEpKCtdeey3HHXfc/+zzokWL+O9//0s0GiUQCHDCCScknvvwww/57W9/SygUoqamhuOPP55f/epXADz99NP87W9/w+VyMX78eB566CE2bNjwpd8rzegREREREelEjj/+eN5//33q6+vx+/28/PLLTJw48Wh366AMHz6cnTt3smvXLqLRKM8//zwTJ06ksLAQp9PJ6tWrAVi4cOExN8aKigq+973vcddddzFz5kygc4+nvLycG2+8kVAoRCgU4rXXXuO8887rtOP517/+xfPPP8/ChQu5+uqrOeWUU/jHP/7RacfT0tLCnXfeSTAYxOv18swzz/DDH/6w047nYK1fv56LLrqI5557jrlz5/Lkk09y9dVXM2bMGB5++OEO2wcCAV544QWuv/56ADZs2MC///1vHnnkER544AGSkpJ47LHHmD9/Pn//+98ByMvL409/+hPFxcUd9peRkcF5553HwoUL+eEPf8j3v/99Kisr/2d/zzjjDM477zxmzJjB7373u3bPPfTQQ1x99dU88cQTvPDCCyxdupT169ezbds27rrrLh588EGeffZZUlJSiEajB/Q+aUaPiIiIiEgnkpeXx7XXXsv8+fMJh8Occ845DBs27Gh366A4nU5+/etfc9VVVxEMBpk0aVLiG/S77rqLG2+8Ea/Xy+DBg5k/f/5R7m17//znPwkGg/z6179OtJ133nmddjyTJk1i3bp1nHnmmVitVqZMmcLMmTPJysrqlOP5LJ35723y5MmsXbuWM888k1gsxrx58xg5cmSnHc/BKikpSeT5Ovvss/nlL39JY2Pj/9x+9OjR7R5PnjwZu92Ox+MhKSmJk046CYAePXp87n72+dOf/pT4ecyYMYwcOZJ3332Xs88++4DH8utf/5q33nqLv/zlL+zYsYNgMIjP52PVqlWccMIJ5OfnA3DhhRdy7733HtC+FegREREREelkZs+ezezZs492Nw7a0qVLEz9PmDCBRYsWddimpKSEJ5988kh264DceOON3HjjjZ/5XGccD8BVV13FVVdd1a6ts/5+9jd37lzmzp0LdO7xXHPNNVxzzTXt2jrzeA7G/kvv9rFY/vdCpaSkpHaPHQ5Hu8c225cPiTQ3N/Of//yH73znO4mcR6ZpHtA+9nfhhRcyYMAATjrpJKZPn87atWsxTROr1YppmontPmvMX0RLt0RERERERETkmLdp0yY2bdoEwOOPP87IkSMTVdUOt+TkZB599FFefvllIL4MbN26dYlZQQeiubmZjz76iOuuu44pU6ZQWVlJWVkZsViME088kffffz9RKe2JJ5444P1rRo+IiIiIiIiIHPNycnL4wx/+wJ49e8jKyuLOO+9kxYoVR+TYVquV++67j9tuu417770Xq9XK3XffTVZW1gHvKy0tjcsvv5yzzjqLpKQk8vLyGDVqFLt27WLChAn87Gc/49JLL8XhcCQSpB8Iw9x/TpCIiIiIiIiIyDFm+fLliYpaXdnu3btZuHAh3/3ud7FYLLz88sv8/e9/P6CZPZrRIyIiIiIiIiJyEJYtW8Ydd9zxmc+NGzeOn//85we0v/z8fKqrq5k9ezZWq5XU1NRE2fUvSzN6RERERERERES6CM3oEREREREROUSefPJJHn/8cVpbWwmFQhQVFXHNNdcwfPhwfvrTn/Luu+8mcnrEYjF8Ph/nnXcel112WWIfL774Ig888ADNzc04HA569OjB1VdfzYABAwC49957aWho4Kabbmp37FmzZvH//t//Y9y4cZxyyimMHj2a3/72t4nnP/roI37wgx+wdOlSli9fzmWXXUZxcXGiL5mZmVxxxRUcf/zxieM8+uij5OXltTvOSSedxHXXXcdPf/pT+vXrx6WXXtrhfTjllFOw2+24XK527TfffDNPPPEEdrudX/7yl+2ee+mll/jzn//8mVWkROTLU6BHRERERETkEPj973/PypUr+cMf/kBhYSEA77//Pt/5znd4+umnAbj44ovbBUb27t3LjBkzOOWUU+jTpw+PPPIITz31FL/97W/p27cvAG+++SaXXHIJ//jHPxg4cOCX7s+SJUs48cQTmTNnzmc+36NHDxYuXJh4vGnTJi699FLuu+8+hg8fDsCMGTM6BJS+rLvuuouhQ4d2aLfb7Vx88cX8/Oc/bxcIWrBgARdccMFBHUtEPqHy6iIiIiIiIl9RbW0t//73v/njH/+YCPIATJgwgZ/+9Kf4/f7PfF1lZSWmaZKSkkIoFOLuu+/mrrvuSgR5ACZNmsRll13G3XfffUB9uvbaa7ntttvYvXv3l9q+pKSEiy66iAcffPCAjnOghg4dSnFxMUuWLEm0lZeXs379es4444zDemyRrwPN6BEREREREfmKPvzwQ/r06UNubm6H584888zEzw8++CCLFi3C6/Xi9XoZPXo0f/3rX8nLy2P9+vXY7Xb69OnTYR8TJkzg3nvvPaA+HXfccTQ1NXHdddfx6KOPfqnXlJSU8NxzzyUeL168mNWrV7fb5rrrruOkk076wn1dd9117WbsOByOROWgefPm8dRTTyXemyeeeII5c+YccBlpEelIgR4REREREZGv6NM1brxeb2IZks/nY/r06cAnS7d8Ph/XXnstDoeDcePGJV4XiUQ+c/+hUAjDMAAS//+0WCyG1Wpt13bVVVfx/vvvc++993Laaad94TgMw2gXnDkcS7cAZs6cyZ133klZWRkFBQU888wzPPTQQwd1HJFjyXPPPcf9999PJBLhW9/6VofliBs3buSGG26gtbWVMWPGcMstt2CzHdrQjJZuiYiIiIiIfEXDhg1j586dNDQ0AJCSksLChQtZuHAhZ5xxBl6vt932SUlJ3HnnnaxcuTKxVKpfv35A/Ebw05YvX87IkSMByMzMpLGxscM2dXV1ZGRktGuz2Wz87ne/4z//+Q+rVq36wnF89NFH9O/f/wu3+6qcTidnnXUWTz31FG+88Qb9+vWjV69eh/24IodTVVUVd999N//5z3949tlnefzxx9m2bVu7ba6//npuuukmXnrpJUzTZMGCBYe8Hwr0iIiIiIiIfEV5eXnMnz+fH/zgB+zduzfRvmfPHtasWYPF0vHWKz09nZ/85Cfcc889VFVV4XQ6ue666/jxj3/M9u3bE9u98cYb/POf/+QHP/gBAMcffzzvv/9+u22effZZUlJS6N27d4fjFBUVccMNN/D73//+c8ewbt06/vvf//Ktb33rgMd/MObNm8cLL7zA008/zYUXXnhEjinyxurdXHLby5zxo4VcctvLvLH6y+Ww+jLee+89xo8fT0ZGBklJSUydOrVdLqo9e/YQCAQYMWIEAHPnzm33/KGipVsiIiIiIiKHwLXXXsuiRYv40Y9+hN/vp6WlhfT0dGbMmMEFF1zALbfc0uE1Z5xxBk888QS/+c1v+P3vf895551HTk4ON954I83NzUQiEYqLi3nggQcSFbeKi4u59dZb+fGPf0wkEiEUCtG9e3f+/ve/f2ZACeJ5gt555x3WrFmTaCsrK0tU5LJYLKSkpHDXXXdRUlKS2OazcvR069aNv/zlLwDcfffd/OlPf0o8N3ny5ERA6dM5egAuvPBCvvGNbwDxAFTv3r3ZsmULkyZN+nJvsshX8Mbq3fzpibUEw1EAahr8/OmJtQCcPLroK++/uroaj8eTeJybm8u6dev+5/Mej4eqqqqvfNxPM8xPLyYVEREREREREeliLrntZWoaOlbA82S6eeDGKV95//fffz/BYJBrrrkGgAULFrB+/Xp++ctfArB69erEUkqA0tJSrrjiikM+q0dLt6RLWb58ObNmzTra3ehgwIAB1NfXH7L93XvvvQwYMICnnnqqXbvP52PkyJF85zvfSWw3YcIEampq2m03a9Ysli9ffsj6IyJdz9fpfDp+/HjmzJnDGWecwfTp0/nRj36UyKXxm9/8hnPPPZdwOJx4zZIlS5g2bRotLS2HrB8iIiJy+NV+RpDn89oPVH5+frt7r5qamnaV+D79fG1t7WdW6vuqFOgR6aQKCgpYuHBhu7aXX36ZpKSkdm1er5ef/OQnHSpBiIhI3IwZM1i4cCGLFi3i+eefp7W1lYcffhiAH/3oR1itVu68804ANm3axG233caf//xnUlNTj2a3RURE5ADlZLoPqP1A7cufVV9fj9/v5+WXX2bixImJ5wsLC3E6nYnlkAsXLmz3/KGiHD3S5fh8Pq6++mp27dpFWloav/zlLykuLqalpYVbbrmFTZs2YRgGJ510Ej/84Q+x2WwMGTKEU089lU2bNnHXXXcRDAa588478fv92O12rrnmGiZOnMjTTz/NSy+9xF//+leAdo/r6+v52c9+RllZGRkZGXg8Hvr168dVV10FxL81Xrt2LY2NjVx66aUdyuw1Nzdz0UUXdRjPtGnTuPLKKzu0n3TSSbz66qtUVlaSn58PwDPPPMMZZ5zBjh07EtudccYZrF27lgceeIBLL730kL3PItL1fV3Op/sLBoP4fL7E+nmbzcbdd9/N3LlzGTRoEPfffz+/+MUv6NOnz6F4i0VEROQImj99YLscPQBOu5X50wcekv3n5eVx7bXXMn/+fMLhMOeccw7Dhg3jsssu4+qrr2bo0KHcdddd3HjjjXi9XgYPHsz8+fMPybH3p0CPdDkVFRXcddddjBo1iscff5wf//jHPPHEE9x2221kZGTw3HPPEQ6HufLKK3nggQe4/PLLCYfDTJ48mT/+8Y80NDQwc+ZM7r//foYPH87WrVu58MILefLJJz/3uLfddht9+/blr3/9K9XV1cydOzdRIhPiyeZuvvlmNmzYwLnnnss3v/lN7HZ74vm0tLQOM3Q+j81mY/r06SxatIjLL7+cvXv30traSr9+/doFepxOJ7/73e+YN28e48ePZ/DgwQfwborI19nX5Xy6L9FoLBZj7969FBQUMGXKJ+v08/Ly+M1vfsOll17K//3f/3HaaacdwLsoIiIix4p9CZcfenEjtQ1+cjLdzJ8+8JAkYt5n9uzZzJ49u13b3//+98TPJSUlX3gt9FVp6ZZ0OQMGDGDUqFEAnHXWWaxfv56WlhbeeustLrzwQgzDwOFwcN555/HWW28lXjdmzBggXlayR48eDB8+HIB+/foxatQoVqxY8bnHffPNNzn33HOBeHb1adOmtXt+X66LgQMHEgqFEvkf9mlubmbOnDkd/rv//vv/5zHnzJnDc889B8Sn/Z155pn/8z255ppr+NGPfoTP5/vccYiI7PN1OZ/uW7r13HPPsWzZMkaMGMG1117bbpv33nsPj8fDu+++SyAQ+Nz+i4iIyLHr5NFFPHDjFBb9bg4P3DjlkAZ5jhWa0SNdzqdLShqGgc1mIxaLYRhGoj0WixGJRBKP9+W2iUaj7bYDME2TSCSCw+Fol+tm/+ScNput3XOf7ofNZkv0Z98+93eg30ADDBs2jGg0ysaNG1m8eDEPP/wwS5cu/cxtL7roIt555x1uv/32AzqGiHx9fZ3Op/vY7XbmzZuXCDRBfMbPCy+8wDPPPMOPfvQjfvGLX/DrX//6oPYvIiIicrhpRo90OZs3b2bjxo0APP7444wePRq3282JJ57II488gmmahEIhFixYwPHHH9/h9SNGjGDHjh2sW7cOgK1bt7Jy5UrGjh1LVlYWW7duJRgMEg6HeemllxKvmzRpUmIKXkNDA6+++mqHG5zDYc6cOfzqV7+iuLiYjIyMz932jjvu4M0332TXrl2HvV8i0vl93c6n+7zxxhsMGzYMiL8HN998M3/4wx/weDz87ne/45133mHBggVHrD8iIiIiB0IzeqTL6d27N3/605/YvXs32dnZiW9db7zxRm677TZmz55NOBzmpJNO4oorrujw+qysLP74xz9y6623EggEMAyDO+64g+LiYoqKijjuuOOYPn06Ho+HcePGsXnzZgB+9rOfceONNzJ79mwyMjIoKCjA5XId9vGeccYZ/OEPf+C+++77wm2zsrL49a9/zbe//e3D3i8R6fy+LufTfTl6DMMgGAxSVFTEb37zG5qamvj+97/PVVddxciRIwESwZ4rrriCIUOGMGjQoMPWLxEREZGDYZiquSxySDz66KMMGjSIkSNHEgqFmDdvHldddRWTJk062l0TEelUdD4VEREROXia0SNyiPTt25dbb72VWCxGOBxm2rRpuikRETkIOp+KiIiIHDzN6BERERERERER6SKUjFlERERERERE5BDwer3MmjWL8vLyDs9t3LiRuXPnMnXqVG644YZ2VUsPJQV6RERERERERORroWX9W5Td+x123H4OZfd+h5b1bx2yfa9du5bzzz+f0tLSz3z++uuv56abbuKll17CNM3DVsWzy+foqavzEosd2tVpmZlJNDT4Duk+jyaN59im8RzbOtt4PJ7Ug3qdzqVfTOM5tmk8x7bONp6DPZeKiMjR1bL+LWpf+AtmJAhApLmW2hf+AkDqkIlfef8LFizg5ptv5sc//nGH5/bs2UMgEGDEiBEAzJ07l3vuuYd58+Z95eN+WpcP9BwONpv1aHfhkNJ4jm0az7Gtq43nSOpq753Gc2zTeI5tXW08IiJybGp4/dFEkGcfMxKk4fVHD0mg5/bbb/+fz1VXV+PxeBKPPR4PVVVVX/mYn0VLt0RERERERESky4s01x1Q+6EUi8UwDCPx2DTNdo8PJQV6RERERERERKTLs6VlH1D7oZSfn09NTU3icW1tLbm5uYflWAr0iIiIiIiIiEiXlzn5Agybs12bYXOSOfmCw37swsJCnE4nq1evBmDhwoVMnPjVl4t9FgV6RERERERERKTLSx0ykZyZV2BLywEMbGk55My84pDk5/lfLrvsMj766CMA7rrrLu644w6mTZuGz+dj/vz5h+WYSsYsIiIiIiIiIl8LqUMmHtbADsDSpUsTP//9739P/FxSUsKTTz55WI8NmtEjIiIiIiIiItJlKNAjIiIiIiIiItJFKNAjIiIiIiIiItJFKNBzkAwD7ISwG9Gj3RUREREREREREUDJmA9K1NeMrWwFLSufx+JKJm3C2YQy+xBT3ExEREREREREjqLDGpnwer3MmjWL8vLydu2PPPIIF110UeLxxo0bmTt3LlOnTuWGG24gEokAsHfvXi644AKmTZvGlVdeSWtr6+Hs7pdiGNC6dRX1L95PuHY3wfJN1DzxKxwtu49210RERERERETka+6wBXrWrl3L+eefT2lpabv2bdu28be//a1d2/XXX89NN93ESy+9hGmaLFiwAIBbbrmFefPmsWTJEoYMGcJ99913uLr7pdkI07R80adaTUJl6zEM46j0SUREREREREQEDmOgZ8GCBdx8883k5uYm2kKhEDfddBNXX311om3Pnj0EAgFGjBgBwNy5c1myZAnhcJiVK1cyderUdu1HnwWLO7VDq+FMAswj3x0RERERERERkTaHLdBz++23M2bMmHZtv/vd7zj77LMpKipKtFVXV+PxeBKPPR4PVVVVNDQ0kJKSgs1ma9d+tIVNK5knnAN8MnvH4kzC3n0wpuI8IiIiIiIiInIUHbFkzO+++y4VFRX87Gc/Y/ny5Yn2WCzWbsmTaZoYhpH4//4OZmlUdnbKwXf6fzCzBtFt/q34Sz/C6kzC1XMozryedJzn03l4PJ259x1pPMc2jafzORznUuh6753Gc2zTeI5tXW08IiIiR8sRC/Q8//zzbN26lTlz5uDz+aitreWaa67h+uuvp6amJrFdbW0tubm5ZGVl0dLSQjQaxWq1UlNT024Z2JdVV+clFju0U208nlS8ru4YA4uIYRIygZqWQ3qMI8njSaWmE/f/0zSeY5vGc3Qd7I3U4TqXdqb37otoPMc2jefY1tnGo6CUiIgcy45YoOeOO+5I/Lx8+XL+9Kc/8Yc//AEAp9PJ6tWrGT16NAsXLmTixInY7XbGjBnD4sWLmT17Ns8++ywTJ048Ut39Ukyt1RIRERERERGRY8hhLa/+Zd11113ccccdTJs2DZ/Px/z58wG4+eabWbBgATNmzGDVqlVcc801R7ejIiIiIiIiIiLHsMM+o2fp0qUd2saNG8e4ceMSj0tKSnjyySc7bFdYWMjDDz98WPsnIiIiIiIiItJVHBMzekRERERERERE5KtToEdEREREREREpItQoEdEREREREREpItQoEdEREREREREpItQoEdEREREREREpItQoEdEREREREREpItQoEdEREREREREpItQoEdEREREREREpItQoEdEREREREREpItQoEdEREREREREpItQoEdEREREREREpItQoEdEREREREREpItQoEdEREREREREpItQoEdEREREREREpItQoEdEREREREREpItQoEdEREREREREpItQoOcIsloNDMM42t0QERERERERkS7KdrQ78HVgNcPYGksJbFuJNTkTZ+9RBN15mObR7pmIiIiIiIiIdCUK9BwB1uqN1C78feKxZeVzZJ/7CwKu3KPYKxERERERERHparR06zCzE6T5nQXt2mJBH5GqbUepRyIiIiIiIiLSVSnQc5gZmJjRcId2M9KxTURERERERETkq1Cg5zALGy5Sx81p32ixYe/W7+h0SERERERERES6LOXoOcxME4yiUWTN/D6tH7yMJSWTlNEzCCZ3AyVjFhEREREREZFDSIGeIyBscUHhGJJ7jCaGQSCKgjwiIiIiIiIicsgp0HMEhaPG0e6CiIiIiIiIiHRhytEjIiIiIiIiItJFKNAjIiIiIiIiItJFKNAjIiIiIiIiItJFKNAjIiIiIiIiItJFKNAjIiIiIiIiItJFHNZAj9frZdasWZSXlwPw+OOPM2vWLGbPns3PfvYzQqEQABs3bmTu3LlMnTqVG264gUgkAsDevXu54IILmDZtGldeeSWtra2Hs7siIiIiIiIiIp3aYQv0rF27lvPPP5/S0lIAdu7cyT//+U8ee+wxFi1aRCwW4z//+Q8A119/PTfddBMvvfQSpmmyYMECAG655RbmzZvHkiVLGDJkCPfdd9/h6q6IiIiIiIiISKd32AI9CxYs4OabbyY3NxcAh8PBzTffTEpKCoZh0L9/f/bu3cuePXsIBAKMGDECgLlz57JkyRLC4TArV65k6tSp7dpFREREREREROSz2Q7Xjm+//fZ2jwsLCyksLASgvr6eRx99lDvuuIPq6mo8Hk9iO4/HQ1VVFQ0NDaSkpGCz2dq1H6js7JSvMIr/zeNJPSz7PVo0nmObxnNs62rj+Sw6l345Gs+xTeM5tnW18YiIiBwthy3Q879UVVXx7W9/m7PPPptx48axevVqDMNIPG+aJoZhJP6/v08//jLq6rzEYuZX7vf+PJ5UampaDuk+jyaN59im8RzbOtt4DvZGSufSL6bxHNs0nmNbZxuPglIiInIsO6JVt7Zv3855553HWWedxfe+9z0A8vPzqampSWxTW1tLbm4uWVlZtLS0EI1GAaipqUksAxMRERERERERkY6OWKDH6/Vy6aWX8oMf/IBLLrkk0V5YWIjT6WT16tUALFy4kIkTJ2K32xkzZgyLFy8G4Nlnn2XixIlHqrsiIiIiIiIiIp3OEQv0PPnkk9TW1vKvf/2LOXPmMGfOHP74xz8CcNddd3HHHXcwbdo0fD4f8+fPB+Dmm29mwYIFzJgxg1WrVnHNNdccqe6KiIiIiIiIiHQ6hz1Hz9KlSwG4+OKLufjiiz9zm5KSEp588skO7YWFhTz88MOHs3siIiIiIiIiIl3GEc3RIyIiIiIiIiIih48CPSIiIiIiIiIiXYQCPSIiIiIiIiIiXYQCPSIiIiIiIiIiXYQCPSIiIiIiIiIiXYQCPSIiIiIiIiIiXYQCPSIiIiIiIiIiXYQCPSIiIiIiIiIiXYQCPSIiIiIiIiIiXYQCPSIiIiIiIiIiXYQCPSIiIiIiIiIiXYQCPSIiIiIiIiIiXYQCPSIiIiIiIiIiXYQCPSIiIiIiIiIiXYQCPSIiIiIiIiIiXYQCPSIiIiIiIiIiXYQCPSIiIiIiIiIiXYQCPSIiIiIiIiIiXYQCPSIiIiIiIiIiXYQCPSIiIiIiIiIiXYQCPSIiIiIiIiIiXYQCPSIiIiIiIiIiXYQCPSIiIiIiIiIiXYQCPSIiIiIiIiIiXYQCPSIiIiIiIiIiXYQCPSIiIiIiIiIiXYTtaHdAPhGKxqis9xMMR8nPSiLNbcM0j3avRERERERERKSzUKDnGOELR3nghY2s2VQNQLLLxv+7ZBy5ac6j3DMRERERERER6Sy0dOsYUVblTQR5AFoDEf77ymY0oUdEREREREREvqzDGujxer3MmjWL8vJyAN577z1mz57NlClTuPvuuxPbbdy4kblz5zJ16lRuuOEGIpEIAHv37uWCCy5g2rRpXHnllbS2th7O7h5VtY3+Dm079jQRjMSOQm9EREREREREpDM6bIGetWvXcv7551NaWgpAIBDg5z//Offddx+LFy9m/fr1vPnmmwBcf/313HTTTbz00kuYpsmCBQsAuOWWW5g3bx5LlixhyJAh3HfffYeru0dd99zUDm3jhnTDZdekKxERERERERH5cg5bFGHBggXcfPPN5ObmArBu3Tp69uxJUVERNpuN2bNns2TJEvbs2UMgEGDEiBEAzJ07lyVLlhAOh1m5ciVTp05t195Vdc9JYv6Mgdht8V/J0D7ZzDq+F1q7JSIiIiIiIiJf1mFLxnz77be3e1xdXY3H40k8zs3NpaqqqkO7x+OhqqqKhoYGUlJSsNls7dq7KpvFYPKIAkb19xCOxMhMcSiBkoiIiIiIiIgckCNWdSsWi2EYRuKxaZoYhvE/2/f9f3+ffvxlZGenHHynP4fH03Gp1aGQk31YdvuFDtd4jhaN59im8XQ+ne1cerRoPMc2jefY1tXGIyIicrQcsUBPfn4+NTU1icc1NTXk5uZ2aK+trSU3N5esrCxaWlqIRqNYrdbE9geqrs5LLHZo1z95PKnU1LS0azMMcPqrCVdshkgIe8EAgsmFmBx4cOpI+6zxdGYaz7FN4zm6DvZG6kidSzszjefYpvEc2zrbeBSUEhGRY9kRWx00fPhwdu7cya5du4hGozz//PNMnDiRwsJCnE4nq1evBmDhwoVMnDgRu93OmDFjWLx4MQDPPvssEydOPFLdPWBOfxW1j/+Cxlf+SePrD1Pz35txtuw62t0SERERERERka+RIxbocTqd/PrXv+aqq65ixowZ9O7dm2nTpgFw1113cccddzBt2jR8Ph/z588H4Oabb2bBggXMmDGDVatWcc011xyp7h4QwzAI7fwAM+j7pDEWxbvyOWwWZVMWERERERERkSPjsC/dWrp0aeLnCRMmsGjRog7blJSU8OSTT3ZoLyws5OGHHz6s/TsUDANivuYO7dHWJgxM6ATLt0RERERERESk81Nhp0MgFjNx9hndoT1l1DTCMb3FIiIiIiIiInJkHLFkzF1dJKMnOXN/TPO7CzDDQVLHzsHsNuSI9qG2JciemlaSXDa6e1Jw2xVkEhEREREREfk6UaDnEIliI5oziJQzb8AwY4QNJ+YRTM+zq6aV2/61gmhbVZz+PTK4+pzhJDmsR64TIiIiIiIiInJUacrHIRY27YQ4skGeSMzkXy9sSAR5ALaUNVJW7T1ynRARERERERGRo06Bni4gHI1RXe/r0O71h49Cb0RERERERETkaFGgpwtwO6ycPKp7h/ZCT/JR6I2IiIiIiIiIHC3K0dMVmDBjQi9C4RhvfFBORoqTS2cPJj/DdbR7JiIiIiIiIiJHkAI9XUSK08qFU/pz1qTe2KwGLpvliOYJEhEREREREZGjT4GersQ0SW6rsqUgj4iIiIiIiMjXj3L0iIiIiIiIiIh0EQr0iIiIiIiIiIh0EVq6dRgEIzH21vkIhqMU5CST7rZpKZWIiIiIiIiIHHYK9BxiraEof35qHZt2NQDgdtq46dKx5KWpApaIiIiIiIiIHF5aunWI7djbnAjyAPiDEZ54bRuHYkJPJGbiDUaJanaQiIiIiIiIiHwGzeg5hAwDqht8HdpLK5oJR2M4rAcXVzMMqGgM8Pdn17OzopkBPTO4dPYQclIcX7XLIiIiIiIiItKFfG7k4fXXXz9S/egSTBN6F6R3aD9pRAFOu/Wg9+sNRvnVgyvZWdEMwOZdjfz2kdUEIrGD3qeIiIiIiIiIdD2fG+i55557Ej//4he/ONx96RKKPMlcMnswLocVw4Djh3bj1FHdMWMHv96qptGP1x/u0FbfEvyq3RURERERERGRLuRzl26Z+5WKWrt27WHvTFdgsxicNCSPEX2zicZM0tx2jK+4z2SXvUOb1WKQ5NTKOxERERERERH5xJdOGmOqPviXZpqQ4rSRfgiCPABZqQ7OmtSnXdsF00rISO4YABIRERERERGRr6/PnRJiGMZn/ixfXm1LkL21rSS57RTmJOO2fXFsLQa0+CM4bAZJDhtWYNq4Hgzvl0NDc5CcDBf5mW4OSSkvEREREREREekyPjfQs3v3bq644ooOP+/zl7/85fD1rAvYWe3l9gdXEmvLzzOkdzZXnjUE9+ckZm72R3hoySbWbK4mNcnOpbMHM7RXFnaLQY+cZHrkJB+p7ouIiIiIiIhIJ/O5gZ4bbrgh8fPUqVMPe2e6kkjM5J+LPk4EeQDW76hjd3Ur/QvTPvM1pgFPvL6NNZurAWjxhfnD4x9y+xXH0y3DdUT6LSIiIiIiIiKd1+cGes4666zEzy0tLRiGQUpKymHvVFcQjppUN/g6tLcGwp+xdZwvGOX9j/Z2aK+sa1WgR0RERERERES+0BcmjHnrrbeYNWsWY8eO5bjjjmPWrFm8+eabR6JvnZrbYeWkEYXt2gwD8rOT/udrnDYLBZ6OgbTUJMch75+IiIiIiIiIdD2fG+hZtWoVv/jFL7jmmmtYtWoV77//Pt/73ve4+eabWbly5ZHqY+dkmpw1sTcTRxRgMSArzcV180aTn+H+ny+xWQwuPWMwNusnia9HleTS3aO8PCIiIiIiIiLyxT536db999/P3XffzfDhwxNt06dPJz8/n3vvvZfjjjvusHewM0tx2rh4egnnTO6L3WrBZbfwRVXqe3qS+fV3T6CyzkeSy0a37CSc1i+u1CUiIiIiIiIi8rmBnrq6unZBnn1GjhxJZWXlYetUl2LGAz7AFwZ59m2flewgK1nLtURERERERETkwHzuVBG/3/+/X2jRLBMRERERERERkWPJ50Zr8vLyWLduXYf2devWkZube9g6JSIiIiIiIiIiB+5zAz1XXnkl119/Pe+88w6BQACv18trr73Gtddey3e/+90j1cevnVDUpLIxQKMvDMYXby8iIiIiIiIiAl+Qo2fChAn8+Mc/5rbbbqO0tBSA3r17c9NNNzFmzJiDPujChQv529/+BsDEiRP5yU9+wnvvvccdd9xBMBhk+vTpXHvttQBs3LiRG264gdbWVsaMGcMtt9yCzfa53e7U6ltD/P4/H7C3rhWrxeD8KQOYOKwbNosiPiIiIiIiIiLy+b4w0c6pp57KkiVLWLZsGcuWLWPx4sVMmjTpoA/o9/u5/fbbefjhh1m4cCGrVq1i6dKl/PznP+e+++5j8eLFrF+/njfffBOA66+/nptuuomXXnoJ0zRZsGDBQR/7WBcDHn5xE3vrWgGIxkweWbKJigbf0e2YiIiIiIiIiHQKXzg1xufz8dhjj7F69WoMw2DUqFF885vfJCUl5aAOGI1GicVi+P1+kpKSiEQipKSk0LNnT4qKigCYPXs2S5YsoW/fvgQCAUaMGAHA3Llzueeee5g3b95BHftYFwhFWbe9tkN7TYOfouzko9AjEREREREREelMPndGT1NTE3PnzmXVqlVMmDCBUaNGsXz5cs4++2waGhoO6oApKSn84Ac/YPr06UyaNInCwkKqq6vxeDyJbXJzc6mqqurQ7vF4qKqqOqjjHi42I4oj1orViH3lfTntVvp2z+jQnpXm+sr7FhEREREREZGu73Nn9Nxzzz2cc845fPvb3060XXLJJfzlL3/hj3/8I7/4xS8O+ICbNm3iqaee4vXXXyc1NZXrrruO0tJSDOOTHDSmaWIYBrFY7DPbD0R29sHNPPoiHk8qgYodNLz1X4LlW3D3HUXm8XNxeIq+9D5iMRPLp3LvfOesodzyj2W0+MIAzDqxmAG9skhLdh7S/n+ax5N6WPd/pGk8xzaNp/M5nOfSrkTjObZpPMe2rjYeERGRo+VzAz0rVqzg2Wef7dB++eWXM2PGjIM64DvvvMOECRPIzs4G4sux/vnPf2K1WhPb1NTUkJubS35+PjU1NYn22traAy7rXlfnJRYzD6qv/4vHk4pvzzZqnvgV0dYmAFrXv0W4ejepZ/6EEJ8/A6clEGH5hio+2FLDcQNzGVOSS4oz/qvITrbzqyuOp7rRT5LTRk6ak6AvRI0vdEjH8Onx1NS0HLb9H2kaz7FN4zm6DvZG6nCdSzvTe/dFNJ5jm8ZzbOts41FQSkREjmVfmIx5/wBM4kUWCw6H46AOWFJSwnvvvYfP58M0TZYuXcrw4cPZuXMnu3btIhqN8vzzzzNx4kQKCwtxOp2sXr0aiFfrmjhx4kEd91AKN9cRLF2bCPLsE6reidHaMcdOu22iJvc+uY7/vLyZjaX1PPTiJh54fiORtvsn04Rkh5Xi3BTy0l1YD3AGk4iIiIiIiIh8fX3ujJ5YLEZLSwupqe2/tWhubj7oA5544ols2LCBuXPnYrfbGTp0KFdddRUnnHACV111FcFgkEmTJjFt2jQA7rrrLm688Ua8Xi+DBw9m/vz5B33sQyVcWw6xz8jJY1jA9vlLrKob/Wwrb2zX9uHWGuqaA+SlKxePiIiIiIiIiBy8zw30zJo1i1tuuYXf/va3idw4wWCQm2++mTlz5hz0QS+//HIuv/zydm0TJkxg0aJFHbYtKSnhySefPOhjHQ6GYRDYu4WkvqPxbVudaE8bN4eIKxs+Z3XDp3Py7L9PEREREREREZGv4nMDPZdffjnXXnstkydPZsSI/8/efcfJVd33/3/d6X13Zne2V23XqvcCEhJCEghRRK/GgA22YzvJz+1r4xondhwcJ46TOG5004uoQoAqEupd2iJt773Mzk6f+/tjxEjDCoEwCCE+z8fDj8fOmVvOncVXO+97zudMIRwOc+DAAWbOnMmdd955tvp4ztGn5hAe6sWYlo9z4Y1E/V70rizUnMkE1dPPhnMnmagc5+JwfX+8bVZlBin2T7bYshBCCCGEEEIIIc5/pw16tFotv/3tb9m7dy/79u0D4Etf+hKTJ08+G307Z+nsLpJW/D2hxr3422swFc9EzSwnqFg+eF+NwtULiynJ7aOly0N+poMJ41LQajjtSCAhhBBCCCGEEEKID3LaoOddU6dOZerUqQltTz31FNdff/0n0qnPgoDBhVK2BOv4i2G0DyIBtDorkQ8Y0TPoDfGLh3ZiNupIT7FQ9U4jr7zdwC+/Op8k84f6dQghhBBCCCGEEEKc0mlTic2bN3PBBRewcuVKWltbATh48CDXXHMN//7v/35WOnguM4SHoXkXwcPrCFVtRN+xH2PUe9p9hkYCRKIqI74Qda1DjPrDBEIRRk6zfLpGoxDlRH2fiAreQISwKkOAhBBCCCGEEEIIccJph5D86le/4oc//CGtra38/ve/p6Kigl/+8pdcddVV/OlPfzpbfTwnKYqCZqCZ7ld/D9FwrE1vxH3VP4Kz7H33cyWZMOq1BEKReJvVrCf5fWr09HtDrN3RRE3TAPMnZTGlzM1fXjxMddMAhZkOvnTVBDKTTUjmI4QQQgghhBBCiA9cXn3ZsmUALFy4kB07dvDwww+Pmcb1eaTXw8ihjfGQB0ANBfDV7UE/dzyhk4KckyWZdfzjzdP4r6f2MeIL4bAa+Icbp2Iz6lDfk9Z4gxH++cEdDHgCADR11lDbMoDBoAWgoWOYf3lwJ7/4yjysx9uEEEIIIYQQQgjx+XXaoMdgMCS8fuCBB8jOzv5EO/RZoaoQ9Y+dphUNeMcENu/drzTLwS++Mg/PaBCH1YDVoD3lPh19o/GQ5127qrr57m0zMBt0bD/cyYgvRM+gD2ua7W+/KCGEEEIIIYQQQnymnb5y8EmcTqeEPCcJhVRsU5aMabdWzCccjp52X1VVsRq0ZCSbsei17zvtSqdVxrRpNQoNHcPYLAZKcpNj5zTpz7j/QgghhBBCCCGEOP+cdkSP3+/nyJEjqKpKIBCI//yuysrKT7yD57JI+nhSVnyN4e0vomi0OOatIugs/sjHUxRQlNg669GoSqbLQlF2EnVtQ/FtFs3IZeeRTpo6hrn+kjLGF7pIsRtOeazu4QB1bUPotBqKspNwWfVSy0cIIYQQQgghhDiPnTboCQQC/N3f/V389ck/K4rCW2+99cn17DMgrBhRcmZiz5kCQED96CNrRkMR9h3rZdPedopzklg8PQeX1cA3r5/Mwfp+apoHyEmz0dzpoaF9GICSnCRyUq1olLEjf9oHfPz4j9sJR2Kji6xmPT+5azYptrGhkBBCCCGEEEIIIc4Ppw161q1bd7b68ZmlqhDizAIejaKiDw0BGkIGB1EVXtvWxCtbGgGobR5gy4F2/ulLc7EZdUwtSWXzvna27G8nEo0NyclLt5OdakWvGRvyaDQKr2xpjIc8AF5fiL21PVwyPee0NYSEEEIIIYQQQgjx2XXaGj1f+MIXzlY/PjcMkRGie5+j98Fv0ffIt+HI64yMBljzTlPCdkMjQdp6RwAw6TTcfcV4plekYbfouXBKFn9/4xQMpwh5AKJA35B/THv/sB/Nh67KJIQQQgghhBBCiM+a047oGRoaOt3b4gwpCkRb9uHZ8RIAajTM0KbH0V4/FY1GiY/WedfJU7JcVgP3rpyAPxzBpNfA6QblRFWWz8mnpnkgoXnW+HQiERnNI4QQQgghhBBCnK9OO74jGo0yNDTE4ODgKf8nzoxWozJ6aOOYdnPTFlZdlFjEOSPFSrbbSt9IkKbuEUYCYRRFxaT7gJDnuIq8ZO69eiJpTjM5aTa+dfM0ct3Wj+tShBBCCCGEEEIIcQ467Yie2tpa5syZc8qaLoqiUFVV9Yl17HwUVTXo0wsJtB9NaNeabEzIdWG4tIKjLQPkZzqYUZ7OzqpuHnmtiqgKVpOO794+gxyX5UOdy6DTMLs8janFqSgK6LWKrLglhBBCCCGEEEKc504b9JSXl/PCCy+cpa6c/6JRFfPExYxWbyXqi9Xf0TpSiWRP4oe/24ZOq5DttnGkoZ+8dDsPvXoiSPP6w/z30/v56d1zMGhPXZvnvVRVRX98Wwl5hBBCCCGEEEKI899pgx7lFMt2f96MhqI0d3kIhCLkuG2k2o1/0/H8pgxSbvwZkf5WFEWD4srl9cNeAMIRlaZODwBtPSNj9u0a8OH1hzBYZYl0IYQQQgghhBBCjHXaoCc3N/ds9eOcNOwP859P7aOhfRgAo17LD744i9RU2990XL/eBemu+GubJTRmG7tlbJiTlWLFaj6zpdyFEEIIIYQQQgjx+XHaYsy//e1vz1Y/zklHW4fiIQ9AIBThyTdq8fqCH+t5SnOTcSeb4q+1GoW8dDtfurIS3fGpV0k2A1+7bvL7LqkuhBBCCCGEEEIIcdoRPVOnTj3l9C1VVVEUhT179nxiHfu0aTTQM+gb097R52XYGzz9B3eGHCYd990xi8ZOD/5ghPwMO2kOI5nJJiryXYz4QrgcRqwGrdTaEUIIIYQQQgghxPs6bV7x8ssvA7Fg55577uEPf/jDWenUuSAahXFZjjHtsyszSHGYGBoaGwL9LewmHRMLnGPaky16ki2x6VoS8gghhBBCCCGEEOJ0Thv0ZGdnx382GAwJrz8Pct1WvnBZBc+sO4ovEGb2hEwWz8jFYNBhUP0o3h4UrZ6wOZXwB4zxiY2MUiWsEUIIIYQQQgghxCfm45yBdN4x67UsmJzFhKIUwpEoLrsRvaIQ7GvD8/J/Eew4CoBtyiUYp19FUGsdc4yoCm19oxxq6MNpN1Ke54yP0BFCCCGEEEIIIYT4OEnQ8wEUVSXlpOXMNRrw7FkbD3kARva9gTF/IqRPStxXgeqWQe5/7EQtI6fdyI/unE2SWT56IYQQQgghhBBCfLxOmzasXbs2/rPH40l4DbB06dJPplfnMG00wPDR3WPagx3H0GROJho9MTcrGFF5dE11wnYDngBVTf1kplrJcJoxak+78JkQQgghhBBCCCHEh3baoOeRRx6J/5yZmZnwWlGUz2XQE9UYMOdX4hnoSGjXpxUQiiYW4ImqKqP+8JhjDHuD/OnFw2Q4LXz9+slkJJt5d3GzaFSK+AghhBBCCCGEEOKj+dBBj4iJRBUcM1fgazpIeKALAHPxdDTpxWO2Neu1XHHhuIRRPTqtgl6nJRpVae/z8uvH93DXygk8v7GOykIXF07Okho+QgghhBBCCCGE+Eg+sFCMz+djZGQEt9vNE088gc/nQ6vVcsstt6DVas9GH885uiQ3SfOvJzLYiaIoBLoaiXYdRZMzI2FETjSqMn9CBiiwYXcrLoeJWZUZvLDxWHyb3kE/DR3D1DYPUNs8wLZDndx3x0zM+tiULkUBXyiKVqNg0CqyapcQQgghhBBCCCHe12mDnoaGBu644w6+/OUvc8stt/DHP/6RWbNmUVVVhdls5rrrrjtb/TynhHpb6Hv5vxLafI0HSbm1mIAuKaFdURQ272vjlmUV+IMh/uupfZw8O8to0CaEQx19XroGRilIs+ELRdl8oJ2X3m7AZtZz26XllOcko1E+0csTQgghhBBCCCHEZ9RpKwH/+te/5tvf/ja33HILAA6Hg1/84hfcf//9vPDCC2ejf+ekiHd4TJsa9EHAm9AWjqpUNQ2QZDPy4CuHiapw5YKi+PuKAveumoTVrOfGpWUsmZWHRomFQ4qisKOqiyfeqMXrC9HVP8r9j+2hrW804RxarSZe30cIIYQQQgghhBCfb6cd0VNdXc3vfve7+Gv1+Lyh4uJiOjo63m+3D7Ru3Tp+97vf4fP5mD9/Pvfddx9bt27lF7/4BYFAgEsvvZR/+Id/AKCqqoof/OAHeL1eZsyYwU9/+lN0uk93aXK9Mx20OoicKLSsc2aiWpwJ23UO+Pjt0/u464oJPLG2hv96ah+TilO5d9VErCY96S4zj6+tZW9tDwB5GXbuumICGS4LwUiU17c3jTl3VVM/eW4rvlCEY21D7KvtZVx2EpOKXCiKQvegD7NBR2qSEZ0kQEIIIYQQQgghxOfKaRMTs9mc8Po3v/lN/Ofk5OSPdMKWlhZ+/OMf8/TTT5OSksIXvvAFNm7cyI9//GMeeeQRMjMzueeee9i4cSMLFy7k29/+Nj//+c+ZMmUK3//+93nqqae4+eabP9K5Py761GxSr/42A2t+T2RkAL07D+fyr+BTEj+v3iE/qgqPralmxfxCdFoFjUZhfL4Lm1HL7mO98ZAHoLnTQ++gD5NOIaqC22mh8z0jeJx2Iyoqr29vZvXmegDW7W6hKDuJCUUprN4Ua1syK49rFozDqJPl24UQQgghhBBCiM+L06YAWq2W4eET05QKCwsBGBgY+MiFmN944w0uu+wyMjIy0Ov1/OY3v8FsNpOfn09ubi46nY6VK1eyZs0a2tra8Pv9TJkyBYBVq1axZs2aj3Tej5OiaAimlJF84z+Revu/4bjq+/jMmWO2czmMAPgCYZ5Zd5Qn3qhl+6FOzAYNWq2G6qaBMfvsP9ZLFFCA6xaXoNOeGJXjTjZRlutkaDTMS1saACjNc3L7ZRVMKnGTmWpjxfzY7+jNHc209nmJqipdQ36ONA/SNeRHVm8XQgghhBBCCCHOX6cd0bNy5Up+8IMf8Otf/xqDwQBAJBLh5z//OVddddVHOmFTUxN6vZ57772Xjo4OLrroIkpKSnC73fFt0tLS6Orqoru7O6Hd7XbT1dV1RudLSbF9pH5+kNRUO2A/7TYmq5FrFhXz7PrYKlsOq4F7V00iI80BwKTiVN7a2ZKwz8yKdNJSY8dNSbHxb99YQGP7EEa9lqKcZLLcNpo7h1FVlWS7kenlaTz8alV8/3HZSSyfk8+abU0MeoJs6+/hT6sPxd//8lUTuXReATptYsbndp/+Wj5r5HrObXI9nz2f1L30fPvs5HrObXI957bz7XqEEEKIT8tpg5477riD73znOyxevJhp06ahh7Au4AAAmvRJREFUKAp79+5l9uzZ8QLNZyoSibBr1y4eeeQRLBYLX/nKVzCZTCgn1ZNRVRVFUYhGo6dsPxN9fSMJq1p9HNxuOz09ng+17fJZucwan47XF8KdbMZm1Mb3Lcp0MH9SJlsOxOodleU7mTchI+HYSUYtkwtdx1+p9PR4MGkVLpycRZLdxMtv1yecr75tiLkTYqOLkm1GfvHwzoT3//ziIcryknFa9B/pej4L5HrObXI9n66P+kXq076XfhbI9Zzb5HrObZ+165FQSgghxLnstEGPVqvl17/+NYcOHWL37t2oqspdd93FpEmTPvIJU1NTmTt3Li5XLLxYsmQJa9asSZgK1tPTQ1paGhkZGfT0nKhh09vbS1pa2kc+96dBqyi47Ubc9tg0LvXkpdX1Gq5cMI6LpuWi1UBGihWTNjHICkVV+oYD6HUaXDYDCiemdbX3jfLKe4IegEg0yo2XlGIx6cZ8MYtEVUZGgwlBjxBCCCGEEEIIIc4PH2r5qgkTJjBhwoSP5YSLFi3iu9/9LsPDw1itVjZv3szy5cv5wx/+QFNTEzk5Obz88stcc801ZGdnYzQa2b17N9OnT2f16tUsWLDgY+nH2aYCoUgUk15D9HgRnm1Huvnzi4fj26xaVMyls3LRHh+1NOQL8d/PHuBY6xCKApfOLeDyeQWYdBqsBi2lOUnMn5zF5n3t8WPodRomFaeSkWzC649gNevx+kLx9+0WPSkO09m6bCGEEEIIIYQQQpxFH1ij53ReeumlMz7h5MmTufvuu7n55psJhULMnz+fm266iXHjxvH1r3+dQCDAwoULWb58OQD3338/9913HyMjI1RWVnL77bef8Tk/TYqi0DHo46m3amnuHOGiadksmppDKBrloVeqErZ9bv0xZlWkk+Ywoijw+vZmjrUOAbGRQK9ubWTiuBTKcpJibZEoqxYWYzXr2bK/ncwUKzcvKycz2YSqgs2k5bu3zeC/n95H14CPDJeFr103GatRmzCySAghhBBCCCGEEOeH0wY9P/zhDz+Rk1577bVce+21CW1z587lxRdfHLNteXk5zzzzzCfSjw/D4w/T0DGMLxihIMNOevKZjYYZ8Ab56Z+3EwhGAHhuQx39wwFWzCsgHImO2d7rC4HDSDCisqeme8z79e3DlOcmox5PapLMOm64qJirLhyHXqNBQY2HOKoKOS4zP7l7Dl5/CJtJj0GrSMgjhBBCCCGEEEKcp04b9MyaNets9eOc5PGH+fmDO+kZ9AGgUeCHd87GnfrhC/C193rjIc+7Nu1t5YoLx+F2mukZ8MXbLSYd7qRYkKTXKowvTKF7oDVh37x0WzzkeZeqqhg0CrEJYmMZtQpGq+FD91kIIYQQQgghhBCfTZrTvfm9730v/vPzzz+f8N57R+Scj461DcVDHoCoCo+vrWHUHzrNXokMeu2YNpNRh0Gr4Vs3T6MoOzYNK9tt5ftfmIndfDx7U2HlBYWkO83x/eZOyKAwy/ERr0YIIYQQQgghhBDnu9OO6Kmuro7//PDDD3P11VfHX4fD4U+uV+cARQHP6NhAp9/jJxgaO+VKo4kVUH7vKlfZqVbGZSdR3zYUb7tteQU2kxaLQcN3b5nGaCCC2ahFr0mcVpVqN/KTu2fT2e/DoNPgTjKh05zZ8vJCCCGEEEIIIYT4/PhQq24BY6YLKcr5HTioKhTnJKEoiUuiL59TQLLdSI8/CICCinGkFX/dLgBMRTMI2HJQiX0+Zr2Gv79hCvVtw/QM+ijOSSI71RIPhHQaBYd57K+hbyTI+t2t1LUPsWhaDhPHpZw25Dm5nyqxZdmNOg1qVAryCCGEEEIIIYQQnxcfOug534OdU8l0mvne7TN55LUqPKNBLptXwNzK9IRtjJ5mep78GURjdXg8O17CfdNP8Nvy4tvYDFomFTpRFOcHFkJWlVhtoP997gD17cMA1DQNcPXCIq6YVzAmcIuoKq29oxxrHSTDZcWVbKKxfRhfIIwryURxtgOb4UP/moUQQgghhBBCCPEZdtoE4PMY7pxMAUoy7fzojplEoipmgzZhapZWq2H00IZ4yAOAGmX00Ab08+8gEokSjqp0Dfrw+sOkOy0kW/QoCoyGImhQYqNuVJVAJEpdu4en36plyBtk8fRcVi0qBhTaejwoisKAN0iyRR8/lUajsLO6l/997gAAN15SyvBokGfWHWXAEwBgckkqX7qiEsspagUJIYQQQgghhBDi/HLaoKelpYV77713zM8Ara2t77fbeUenUdBplDH1dxQF1KBvzPZqYBRFgWAkytPr63hrVwsARoOWn9w9m6PNgzy74RhajYabl5YxucjF0bZhfvP4nviIn+c2HOOy+YW0dY8wvTyNB14+zPpdLXzvthnYTbFf20ggzMOvVcXP67Qb2VXVHQ95APYf7aWufZiJ+c6P+2MRQgghhBBCCCHEOea0Qc8PfvCD+M/Lli1LeO+9rz+PolEVa+lMRmu2JbRbS2cSjKq09Y3GQx6IjRA6VN/PY2tOFLn+3TP7+d7tM2juGB4zrWvr/nbmTMhg++FOppamsaemm5qWQWaUpAIQiar4AieKYlvNeho7hsf0s73Hy6QC15hpX0IIIYQQQgghhDi/nDboOXmVLTGWRqPga63Gtfh2Ro/GijFbSmbga61BnzuToZFgwvZl+S52V3eNOc72w52U5Z0YcZNsNzKhKAWDToNnNMTh+j6uv7iUPTXd9A35URQFVVWxm/Qsnp7DmztjYVJr9wgTilJYvztxtNW4bIeEPEIIIYQQQgghxOfAaYOek6dqncrvf//7j7UznzmRAPokN/0bHsOUWwFA/4bHcF1yF+FIlDSnOWHzYW+AbLcNGEhoT3dZSLYbcDvNTC1Nw2TQsru6m3SXhUtm5ZHpttDZ7wWgPN95IrRRVa68YBzJNiMb9rZS3djPjUvL6Oj1Ut00gEajcOWF48hPs33iH4UQQgghhBBCCCE+facNek6envXb3/6Wb3zjG594hz5LtCPdBAa7sZbNxlsdm75lLZ+DPn0cIRUykk3ce/VEHnzlCP5gBEVRWD63gJ1VXQSCsQLOdoueGeVpmA1avnn9ZHYc6ebFzfUAtPWMcKiulzuvqMRlNzOlxE1OqiWhD1ajlhVz8lgyMxe9RsEbCDOnMpPpFelEVRW3w/S5L6othBBCCCGEEEJ8XnzoqVsPPfSQTOV6DzUcwLPvTYzZpSTPXwWAr+EAkWAATKBRFGaXuxmfPx9/KEKy1Yheq/DPX55LU5cHrUYhP8NOkvn4Slp2E69va0o4RzAcZdAT4HB9H39/3WROFdmoKhg0CooGNuxt47kNdQnv3/fFWYxLl1E9QgghhBBCCCHE+e60Qc/JZFTIWIrNjdbuItBWS6CjHmvZLCyls9DaTtTbUVWwmXTYjq+UpaoqLpsBly1l7PEUMBt1BEKRhHaNRuFgXR8efxiH6f1/ZcGQyub97WPaj7UOUpRhlzo9QgghhBBCCCHEeU7zaXfgsyygtZNy9XewTllC+jXfwpAxDs/eN+h79heYhhvQaM4sHDPrtNx6aXlCm9tpxh+MkJpswqg7/a9Lp1PIz3DEX1tNOi6bX0hRTjKBcPSM+iKEEEIIIYQQQojPntOO6BkcHIz/HIlEGBoaShgVkpyc/En16zMjbHCgd6TS/cJ/AGCfvJjIyAC9z/0rweU/xG90kek0n3LK1ckC4Sidg36OtQ7ytWsn09A+hNmoQ6vVsHrjMb567WQsRg2+kIrXH8Jq0mN4T5CkqHDtomKONPRh0Gu5ZlExz2+o49UtDWS4LHzj+ilkOk1jlnEXQgghhBBCCCHE+eG0Qc+cOXPiS3kDzJ49O/6eoihUVVV9sr37LOisZnDTE/GXw7teJXnBDYSTS+geVWjt6CcSdZKbYkGjUfCHomg1oFUUIqpK54CPEV8IrVZDR68Xry9Me+8IFQUuegZ9WEx6rr24lKfeqiXDNYX/fGIf7X1eslKsfPXaSWS7zAnBTXqSkX+5Zx5Do0H+5aGd8aLPnf2j/Ntju/n5l+di1stALiGEEEIIIYQQ4nx02qCnurr6bPXjM0VVVUy+LvAPMXJ405j3/S01PDS8mP1Hq1EUWDG/kJTZeeyq7ubFzQ1YTTpuWV6OZzTIfz9zgC9ePh7PaIhn1h2NHyMz1cqMinT8gQhPvVWLTqth39Fe2vtiy6y393n510d28S/3zsNq0J7UN3CYdQx6AyydlY/ZpKN/2M+mPa0MeAIMeAKYXeYxfRZCCCGEEEIIIcRnnwzt+AgCrTX0/vU+Btb+EZ0zfcz7QUc2Hb2xQEZVYdPeNnbX9PDgK1X0D/tp6R7hlw/vYtQfBsCdbObFTYkrZXX0erFb9BiPhzgr5heg1Shcv6SU5XPyMRm0eEZD9A37x3ZQAV8gwuZ9bTz1Zi2H6/r4worx2M16bOYPXX9bCCGEEEIIIYQQnzES9JwhnSbKwJZnUSMhIj4P5vxKNGZ7/H2N2U6brZLuAV+8bVJJKmu3N485VkffKEk2A33DfsLRsYVz7BYDvYM+7lgxnqllabyypYGn3qylrm2Iv79hKgWZdmzvLs1+kkFviF//dQ+DI4Hj5/GyelMdf3/zNJIsY7cXQgghhBBCCCHE+UGGd5whJRomPNgFgMGdh+fABhzTloLmeGZmT+e3G0YT9vH6QjjtRtp6RhLaU5NM3HPVRELhKIun5/Dmzpb4e3aLHr1WQ8/AKJNKUvn3x3YzPBpi1aJiAsEIz22sY1pZGtpTrOzVM+gjHElcZat7wIfFoJVCzEIIIYQQQgghxHlMgp4zFFaM2KdeQv+bDxIe7sWSXsjQ9pfQ2lOIDPcC8IVLf8a/vxCkf9iPTqswvSyNnDQ7Rxr7iR4fuVOY6WB8YQo9g6PodBqKspNwJZnZcbiTLLeV8nwXf3rxEP5ghM7+UaaVpxMIRahu7OdIQz8Atc0D7K7u5ju3Tsd8fOl1RQGH1Tim32ajDqtJft1CCCGEEEIIIcT5TL75nyFVVbGNn0d4dATvgXVYy+dgzCrB17Af/YQLiQSDNPcPMXdiJlaznspCF7mpFlDh5/fM5UhDPxqNgtNu4qd/2kYgFMGg0/CFy8ej0yjcsryMx9bUsPVAR/ycrd0jzJuYhUar8MTamoT+NHV6aOkeoTTLgT8cZX9dH0fq+1h5QSEvvd0AgEaBe6+eiMOsjwdNQgghhBBCCCGEOP9I0PMR6Owp6CuXkOxIof/NB9E6UrGWzyHq94KiIc2k4U8b24lEolw4MROOZysaFJ56s5ZrFhXz++cPEAjFlj4PhqM89PIRvn7DVDSKQmPHcML5JpekkmQ3MjIaPGV/+ob9aHKT2XWok7+8fASA8YUubr20HHeymSyXBZfdKCGPEEIIIYQQQghxnpNizB+R2nGYUG8zlpIZaIxmwkPdaK1OBjc9gWnd/fzsulx+fPcczMYTS5+P+IIEw1H0Bi2BYCTheMFwlP4hH8k2I1+9ZhJmYyyDK81NZtmcAtp7PIwvdDF3YmZ8JS6Asjwno74w/lCE1Zvr4+1HGvp59LVqvL4QKXYjYyv5CCGEEEIIIYQQ4nwjI3o+gmgoQKS3mUBnPYHWE1OpbBMWYCmbw1DKeNYe9PP2wXfITrVx8/IyCtw23MlmTAYt4VAU43vCHoNOg8th4q3dzUwry+C7t80gqsL2Qx109ni44oJxRCNRLpycRX6GHYfViE6n0NbtpTgnCQ3Ew6GTGfXaMW1CCCGEEEIIIYQ4P8mIno9A0WjRJbkTQh6AkUOb0ZfM5pl6J2t3tjLqD3O0dZBfPLiTpl4vNpOe739hJvtre/jqNZPiIYxBp+HmZeXYLXrSkq3868M7+cmftvHkG9VcOjefRVOz0QIvbmnkV4/u5ok3avnDCwepbhxgzoR08tyWWH2fpWUJ/UmyGRiX5ThbH4sQQgghhBBCCCE+ZTKi5yNQtDo0Vucp3lEZ0jjZXlWf0BoMR6lrHUQB8lItfO26SbxzsJOrLyoCFPIybKCq1LcNYTRoKc93UVHoYsQXorPfhzXTRnPPKK+905hw3HW7Wlg2Ow/l+MSskuwkfnr3HA7U9ZJsMzK+0EWSWY/m+BLsUqNHCCGEEEIIIYQ4v0nQ8xGprnz0aflYS2ehKLEgRTFaGQqPYjHp8fpCY/bx+sMM+cI0dnp4ZE11vN3tNHP1wiIef6OW79w6Hb1Ow9Nv1ZJkNVKU5aClx8vRlsFT9uPk6V8aBXJTLeSn5aOqKqqq0jnoZ09tNxpFYUJRKmaDhiSrAZ0iVXuEEEIIIYQQQojzjQQ9H1FAYyNlyR10P3d/bLUtQGtLxnXxHdy+vJz/ff5gfNuS3GRsFgMPvXKE4pwkvP4wAE67kasWFtHSPUJd6xD/cNNU1u1uYU9NNwCDIwF+98x+7l01icGRIOkuC139o/HjZrgspLvMBCMqeq0SL7j87sid9gE/P/rjtvjr5zbUcftlFeyp6ebOFRXYTlHTRwghhBBCCCGEEJ9d8k3/I9JqNXirtsZDHoDIyCCB1mrmTCki+QszqW8bwqDX4rDqqW8bpqt/FEWBGeXp7Kvt4aqFRTzyWjXhSBQAp8PE9sNdCedRVfD6Qhj1Wu66opJ1u1o40tBP5bgUVswv5PmN9Ww73ElBhp0blpSSkWxCVUGrVXh9e1PCdK1wJEpD+xBdfaNsP9LFJdNzZDqXEEIIIYQQQghxHvlUizH/67/+K9/73vcA2Lp1KytXrmTp0qX85je/iW9TVVXFqlWrWLZsGT/4wQ8Ih8OfVncTKEqUYE/zmPawdxCt0U5Jlp3ZE9LxjAZ5dv2xeH2dzr5RppS6yUu309bjjYc8AP3DftKdljHHTHdZeOdgO//y4E6GRoJcNq+AZbPzeHFTHWu2NTHoCbDvaC8/+8sOBkdD73aQUf/YzyoQjGDQa9hxpGvMe0IIIYQQQgghhPhs+9SCnnfeeYfnn38eAL/fz/e//33+53/+h1dffZVDhw6xceNGAL797W/zox/9iNdffx1VVXnqqac+rS4niETAMmHRmHZL2RyCYUAFl0WPXqehs+/EdCuNAlEVlszKQ/OeT3/LgXauvqgIreZE/ZxJxamYjVounplHRYGLqsZ+nnijlhFfaExY4wuE6egbBQWikSjLZueP6V95gYvmLg+Ti1P/tg9ACCGEEEIIIYQQ55xPJegZHBzkN7/5Dffeey8ABw4cID8/n9zcXHQ6HStXrmTNmjW0tbXh9/uZMmUKAKtWrWLNmjWfRpfHUFXQZk8gafYVKDoDisFM0qyVoChoFBUUhYgKF03N5volpSTZDBRmOrjvztlsPdDGX146TFaqjZNrIgeCESKqyk1Ly/i76ybz/26fQXm+k5/9eQdPvFFDmtPMBVOyAPD6wphPUWMnHFX5n+cPseVwF1mpFr57W+wY4wtc3HH5eDbuaSU3zc78SVkybUsIIYQQQgghhDjPfCo1en70ox/xD//wD3R0dADQ3d2N2+2Ov5+WlkZXV9eYdrfbTVfXmU05SkmxfTydfg+3206gq4+ho7twzLgU1Cjeqm1Ea3fTd1EBq99uZsAT4MqF45he5mZamRuLUc+Ax0+22w6AZzTIt26ZzrpdLfiDEaaXp7F5bxtarcJ3bpnB42/U8OrWRiAWLG3c28Yty8rZqrTjD4a58sJxPPFmbbxPxTnJHKrrZf7kbP7zyb2suqiI2y8bz6zxGXj9Idp7vZTmJpOdZsflMI25nvOJXM+5Ta7ns+eTvJeeT+R6zm1yPee28+16hBBCiE/LWQ96nn76aTIzM5k7dy7PPfccANFoNL5EOYCqqiiK8r7tZ6Kvb+RjH7nidtvp6fFgHOon1N/O0LbV8fc8F/49P3twD9GoSn6Gnf6hAA+8dIRhb5AJRSlcd3FsdM+lc/OxmfU0dXpYMCUbq1nPyGiQKxcUYTHp2He0h11VY0MtfzDMN26Yyqg/TElJMnq9lsGRADaznmFvkFe2NJCX7sCdbObFzQ0smpaD1aAFIM1uACASCNHTc2L593ev53wh13Nuk+v5dH3UL1Kf5L30fCHXc26T6zm3fdauR0IpIYQQ57KzHvS8+uqr9PT0cOWVVzI0NMTo6ChtbW1otdr4Nj09PaSlpZGRkUFPT0+8vbe3l7S0tLPd5felNdvQGC1EA7EaPIrBxNFhU/zL0IKpOTzyWlV8+0N1fei1x1g8I4cZ49P5v+cO0j3g4wuXVXCkoZ8dRzopyHJw6dxCzEYtJbnJdA/44vunJJnISrXxu6f3EY6orJhfyJYD7QSCEQKhSPy8gVCEWZUZrNvVwhnmYkIIIYQQQgghhPgMO+s1eh544AFefvllVq9ezTe+8Q0WL17Mn/70JxoaGmhqaiISifDyyy+zYMECsrOzMRqN7N69G4DVq1ezYMGCs93l96WGAzgX3IAuKTa9TGdPxWy1UJnv4IuLMshK0qDTJiYt+4724Eoy859P7KN7wMf08jT21vbw+vYmBjwB9tb08J9P7AFVoSTPSZrTHN/3luXlvHOwHZslNjJn095WrrhwHP5gOB7yjC90MTjiJxCKcOOS0vhoHiGEEEIIIYQQQpz/PpUaPe9lNBr55S9/yde//nUCgQALFy5k+fLlANx///3cd999jIyMUFlZye233/4p9/YENRSkf8Pj2CovQGtNIjIywOzMABO6dxM9tAttZy7/dNUqfvn6IEMjQQDSnBb0Og2XzS8EIDfNxr89ujvhuF5/mEFvgM1725g5PgO7RU9+poOjzYOM+ENcODkbnU7D8xuOsWF3K9+5dQa9Qz70Og317UNkuKykOc3kpVkZHA3R3DWCRlHITbfhMJ0Tv3IhhBBCCCGEEEJ8Aj7Vb/2rVq1i1apVAMydO5cXX3xxzDbl5eU888wzZ7trH4rqyEBjMOLZ9yYAlpIZRLY/Q6S1BoBwVz3Wvt9yxwXf5D/XdKHVKKxaVEx7r5eXNtXh9Ye5dnEJBp2GYDiacOz+YT/zJ2Xx8GtVLJmVx9aDHTR3xuauVzcOUDkuhTkTMtld3YXXH+aBlw6T5rJwx4rxlGY7QIVeT4Cf/nk7Xn8YAIfVwI/unIXLajiLn5IQQgghhBBCCCHOlk9lefXzRUDrIPXqb2PILgUUjPmTCBwPed6lhoOMd4X46jWTuPGSMjbubmV/bW88fNl6oJ1L5xUk7FOW76Sj14vFpCMnzYY72RwPed51uL6Popwk7ryikiffqCGqQmffKP/26G56hwNotRrW7WmNnwdg2Btkx5EuNBop3COEEEIIIYQQQpyPZB7P38iLmXVJq3BlqLijetIMJtSgP2Gb3lHYfKiNOZWZWC06+oZPFFhu7/XS3Onhnqsn0tnvxWLUM+gJ8No7jRTlJPO1aycTCEVOee7yfCf/8cRe+oZOnC8SVRkcCaJoFDJTrFy/pJQ3jtf/AWjtGUGjUT721XOEEEIIIYQQQgjx6ZOg52/UM6rw9NvtALidJn4w93qUbQ/H31fyprK5SeHgsT6qGwe48ZIywpEoB472xrfZW9vDBZOz2bKvg36Pn2hU5aqFRUwY58Ki16KqsSLLRxr64/tML09j0BMg8p7ApjTPSWPnML94uAZVBaNByy3LynnyzVq8vhAXTMoi/J5pYkIIIYQQQgghhDg/SNDzN9Lp9PGfewb8/OWInesX/iM5Ri+do1q2dRhZs7MPgFA4SigcobHDw9UXFfHG9mYUBZbOzsdu1bNkZi5Go5bUJDMb97bSPeCjtXuE8YUubl1ezt7aHlo6PZQVOElzWli7vYlblpXxP88eQD2e91w8I5f/fe5AvE+BYITnNxzjkll5pCSZKMp0nNXPRwghhBBCCCGEEGePBD1/I1eSmYVTs9i4Nzaq52iHj46Z49jaPEQ4EsXtsnDDkhQ0GoXXtjaSbDeSGYqQkWJl6Zx8IpEoqclm3tjRxJSSNKKqigq4HGZe3drA5GI3f1x9iFuWlqPRQPegj/1v9uILhLn6oiKS7Ub+/sapdPR40Wo1RNWxU7IGPAHmVGaQkWySKVtCCCGEEEIIIcR5TIKev4GiqJhHWrlhQoTphaXUdPiZWpHB7587wIzydPqG/Kzd3gyAUa/lzisqSbIaMOg0KIqC1aQnEIrw7Pqj9A76qWka5KZLyjhc10txTjJt3R5QIDfNjlar8PRbxxKCmtWb6qksTOE3j++Nt926vBxFgZPzngyXhSSrQUIeIYQQQgghhBDiPCdBz5lQYNAbor+pH6tBS7Kvma4nfw7RMPlaHcVJaYQmfIPeQT8pyWbWbGuK7xoIRVjzTiPFOcmU5CbTN+TjyTdrEw4/7A0SUVUy3Tb21fZQXuDCbNTxzsEOMlIsY4KaaFRlaCSY0LZpXxs3XlLGc+uPEQhFSLYb+fr1kzFqZaUtIYQQQgghhBDifCdBz4cUiapsPdLFI69VE45EmTU+jS87t0L0+PLlkTCh/nYsnmZKcpMInaLgcUvXCNPK0tDrNOSkWSnOTaaly0MgeGJVLYfFwL8/vufEa6uBKxcWEQhFsFv0eEZD8fdsZj2uJBMA6S4LS2fnEwxFcDqM/OPN02juGmZGWTrJFh2nmNElhBBCCCGEEEKI84wEPR9S15CfB14+En9tM+mJeIfHbKe0H+KO5dfS0O0f897UUjcmoxZfIMywN0hWipVZFen0Dft5fVsTF03LYeuBdnRahRkV6STbTRw42oNWo7BmVwv3rprEw69W0dU/SrrLwhUXjsNq0rF4eg6F2Uk88PKR+KifouwkvnLNJJLMEvIIIYQQQgghhBCfF5pPuwOfFT0DvoTXQ94AlpLpY7YzFs+ifyRMktXAd26bgdkYy9LGF7pYND0Hu8XA2/vbeeKNWjbta+Ova2sYGgny47tms3RWHi3dHu64vJJ+j59wJMJ1F5cwYVwKl8zMQ6tRuOuKSr5z6wwum1/Aw69VEYlEuW5xCWu3NyVM7aprG6K7f/ST/VCEEEIIIYQQQghxTpERPR+S02FMeB0KR9FlFpF5688IDXaBCv7kfJ7b52H1lv1EoyoTilL49q3TCYUjBENR1u9uoSTPyZGG/oRjbTvUwWXzCjAYNNy8rJyHXjnMFQuKeXNHM2/va2f2hAyKc5L55cO7uGphEdsPdzKpOJVL5xSg12kIR6JjgiiAEV+IUFTFF4xgMWrRKVKnRwghhBBCCCGEOJ9J0PMhZR6fKvXi5npmlDj5+nQv+A10v/4nIp5+UDS0zvsuz29ui+9zqK6PcVlJZKZYCEVVAuEo7134ymzUsWpRMUdbBhnw+JlQlMrlFxTx4MtHCEdidX427mkjEIxQOS6FV7c0cMWCIp5bf5T77pzNt/7rbRbPyOGiaTkJxZ8VBdxOMz97YAdtPV6KspP48lUTcNsTAyshhBBCCCGEEEKcPyTo+ZD0GoWV8wqYOyGDPE0XI++sJ+LMiIU8gG7SMmr6tWP223mki8klqeyu7uLOlRPYV9tNXrqd5i4PANcsKub5Dcfw+mNFnV/d0sCXrpoYD3kAppenUZyTjMmoY1pZGhaTjqgKntEQOq2Gdbta+YebphIMR9i4p41ku5EvXj6ex9fW0NbjBWJTue5/bA8/vXs2Jp3M2BNCCCGEEEIIIc5HEvScAa0C6UkmlI5eDOn5BFprAAhPv55HGjMYl28as09+poPCrCTWbGtiy/42FkzLYVp5Gi1dI3T2ebGa9Zw8yCeqkhDyTCxKxW4x8Oia6njbLcvLmVScSv+wj4JMB8daB3n6raPMKE/jtssqmF7mpm/IT23zYEJfegZ99HsCZDnNH+vnIoQQQgghhBBCiHODDO34CHSOFEZrdmApmopiMFMdzWfX0UG8vhBl+c74di6HiYoCJ/3DsRW4th3uZHgkgNcXpr3Xi1arwWjQsmpRMSsvHBffb3gkSEWBC4BJxals2NOacP6n36xlxfxCuvt9DHhixy7Pd5HqtBAKRRn0BDEbdBRlJ5GTZjvRb60Gi1GyPSGEEEIIIYQQ4nwl3/o/An16AbZJF6GxOkmacSmH62PTrl7Z0sDCaTlMK0vDaNCi02h4+NUj3Ly8HIDSPCd6vZb/eGJvfMnzN3c084UV46lvG2LepEy2HuhAo1Eozk1i0YxcYOza6MFwlJYuD6nJZvqG/GS4LGS5rfxp9SEAFk/PYc7ETNxOMwa9lqWz83lhYx1XX1REslV/qkMKIYQQQgghhBDiPCBBz0egM9vRlC9BP9KKzpnBZJ2RrUf6ANi4pxWH1cANF5fw9oF2ZlemgQpfunICToeRt3a2xEMegEhUpbFjmN5BH7PGp1OW58Rm0dPVD6++Xc+VC4sxGbT4g5H4PpmpViYUpYAKP7xzFlVN/fz19djULr1OQ26Gg395cGd8+60HOvjRXbPIdJol5BFCCCGEEEIIIc5jEvR8RLqIl4HNTxNoOULhip8wuSSV/Ud7uWx+IRajlg172yjKsrOowsoz73RS3eLhy1dNJBwZm7REIlE0GoUkq5E/vngIry+E2ajji5eP51jrILddWsHLWxro6PVSmpfMFy+vZFdVF+8c7KS8wEleuh1FUQCVySVuth5oTzh+OBKlunGA3BQrqipJjxBCCCGEEEIIcb6SoOejGuwg2HEM+7RlRIhyYYWTWy5MY82+QV7dEgtajrYMsuOIgVuXldIzWE+lrR/j9BT2H+2JH0ZRoCgnmZw0G75gmJUXFKIoCq9saWDzvjbKC1y8tLmeKxcWkWQzYDXpeGJtNfuPxUYQtfWMkJJk4rJ5BazeVI/hfVbUknhHCPF5E4qq9A7F6pilJpnQa5RPuUdCCCGEEEJ88iTo+QgGPX6Cqp7Uy77CwOYn0e55nYq0QmzZd7D1YGfCtv2eIP0jYb6zxIrnmX8iI7OM/3fFVayp8mMw6Fk8Iw+7Rc8fXjhEY8cwAEaDltsvreDJN2tYtaiEwqwkjjT0Eo5Y6eiNxEOed/UN+clLt3PHivGM+ELMHJ/Bfz65N/6+TqswuThFRvMIIT43RgJh/vjiYQ7Wxe6XE4pS+PIVldikIL0QQgghhDjPyapbZygUUfnDC4fQ6g30rvkD4YFYsBPubmBkze+4cpZ7zD6pSSbY/xKgonZUk7HlV3zJvJbbx3v5v+f3c7RlMB7yAASCEbYd6uSaxSVs2NPC6o112C2x+j5mo473PpROd1lwOy34g2Faujy8sb2Ju6+YwKyKdBbPyOWnX5pLWtLYpd+FEOJ8pCgK+472xkMegEN1feyp7Tk+zfWTMeoP0dLnZffRXuq6PATC0U/sXEIIIYQQQrwfebR5hjoHRjnWOoB2sBc16Et4LzzUw4zZOp48qS0r1Uqm0wjB0RONapRQ6xFUdxkmQzpd/aO8V2e/F5vZwLA3yKzKdMZlJ9HYMUx10wDfuGEqf329mu4BH+MLXUwqSuWfH9xBIBihvMDJzIoMHn29mv932wwK0m1EItEPPXfLH47S2uOld8hHustCTqpVpjsIIc4KDVH0I21EepvRGK0o7kICuqQzPo5Wq7C3tmdM+97aXhZPzSYc/vhHNyqKwuvbmvjLS4fjbYum53DTxSXo5B4qhBBCCCHOIgl6zpDXH+aaOWkQaRnznqLV40x18ZVrUjhY10tqkhmDTkt91ygzJ19K6K0/nrSxhiHbONp7e1gyyzzmWNPL0nnqzVq6+kfZW9PDZfMKaOoYpr3Xy9v72/nubTPYf7SHikIXv35sT3y/6sYBSnKS+dbN0wiEIwx4QzhM2g91beGoytPrj7F+d2u87YYlpSybmSNFfoQQnzh9bw29z/2Kd284+pQckq74NgH9mYU9kUiUqaVpY8KeaWVuIqcoiP9xGBwN8vCrVQlt63e3cvGMXLKcY+/xEVUlEFYx6TUytFYIIYQQQnys5O/LM5ThspBp8qGG/NgnL054L3nBDbx+cIg/vnCI5k4Pb+5o5o0dTXQP+GjUF2Fdci+GtHz0eZUELvomf9ziBWBPTTe3XVqOxRSblnXR9ByMBm3CSJ83dzQzd2ImANGoyo4jnTS2D9P9ntFAy+fkEwhF+LfHdvP75w6yp7Ybjz+csE1Eha4hP809XvwnTS3oHfYnhDwAT687yqA39Ld/cEIIcRoG/Ayuf5iTU+VQXytqf9MZH0tVYUpJKpOKU+Ntk4pSmVqS+onVKguEooQjY6dq+QKJ919Fge7hAP/+5H6++ZuN/O65g/TLPVYIIYQQQnyMZETPSRQF+keCNHZ6UFUozHTgsuk5+XuB06on2QZqXxC0epwLb0INB9EludG585nochBCz+H6PmaOT2dmRTovb2kgFE5CUzYRZXYpRqOef3/yEL1DsalfnX1ejIZMLpmVz7QyN8FwhH9+YGdC31RIqC2h02jQajVoTpoSkJJkQqfT8PLbDUCs1s/Dr1aR7rJQkRN7Iu4PRXl6w4lRO+5kMz+8azY2vQZfMDLmM4lGVfyhCKD/OD5iIYQ4JSUSJuIdGNOuBsZObf0wbEYtf7dqIr3DAQBSHcZPdAqVy2agINORUG/NYtKR9p7RPCOBCP/y0E6GvUEA9tX20N03yo/unIVBK1O8hBBCCCHE306CnpP0DAf48Z+2x5/Amgxafnr3HNwOY3wbVYWkrDyGO46gd2USDYyi6PSooQDD217AnjWTvTVRXElmapsHWb+7lTtXVuK0G1m3q4VthzoAhX+8aSrN3SMoQLItVovHbNKBAkPeIEk2A0Mjwfh5F8/IPb4vLJqWQ0leMv5gmKgKd19ZyZ9WH2ZScSo7j3SNua6mjmEq85KIRqGp2xMPeUrznMyoSONwfR+TxqWQlmwec978DAcpduOYYwohxMcppLNhm3IJnh0vnWhUNGhTcvko4120WgWNRiEj+ewUotdpFP6/W6bz8CtH2FPTTVFOEnesGI/DpEt4WNAz6IuHPO9q7/PSN+wn8xRTvM4ehVA0ikGrIAs0CiGEEEJ8tknQc5xGo/D2gfaEYfb+YISNe9u4YXFRQl0HQ0oWOpuT/jcfTDiGc+FN+Lb+mcsm/B3/+2YscNFpFXLSbNQ0DxCOqNywpIyWHg8jvhCN7cMk2QxUNfaz73gtiWy3lVuXV3Dv1ZPYXdNNV98oU0rdjMt20DvoY2ZFOiO+EL97en/spHvbqChw8v/dMo1gKELPgG9McWedVkP3cAC33Uh7T2y62PTyNFKSTDy+tgZVBZfDxP+7fQY/+MIsHltbTW3zIFNL3Vy7qBi9RkFRFIZ9IXqGfNjMBlLsBrSf4Oo1QojPl6gKxgmXgKLg3f8WWruLpIW3ErRlnVGNMBWV1j4f7xzswGzUMbsyg/Qk41kJLwoyHdx7ZSX+UAUGnQatwpjzmk+xvLtGo2D6lJZ9VxSFjkEfz64/RnOXh4umZrNgcjZW44er7SaEEEIIIc49EvQcp9EodPX7xrR39HuPT5k68dd6NBRg5MjbY7YN9rSgtSRTnq7lGzdMJhpRURSFli4Ptc0D7K3pYduhDq67uIR1u1ooznOS6bLw+rYTNSjaerzsre2mZ9BHe4+XlCQTT79VS3aajSmlbpJtRl7YVJdw3qrGAaaUpvHkGzXcecUEqpsG4rUiSvOSKchK4kh9P3MmZJCTZgNgfGEKj7x2onBo/7CfB1+t4u+vm8zXr5lEMBzFqNegHL/sll4v//LQTvzHp3etWlTM8pm5spqMEOJjE9A50ExdhWviUqIaPQGMZ1wIvqnby8/+siP++qW3G/j5PXNJc5ydkYkKYNa/f/m7VIeRy+YV8OrWxnjbDUtKcFr1n0rR+wFvkJ/+eTuB4/f2p9cdo98T4JYlJWe/M0IIIYQQ4mMhQc9x4XCUhVOz2X64M6H94um5hMOJBTYVrQ69O49gV2NCu87uxN8SIKi3Q1jhjy8eiv/xPH9SFrMrM9h+uJMXN9Vz+QWFbNrbxsSiVN7rcH0/N1xSyr//dU98dE5d6xDTy9Lx+sOnfDKtEnsi/tz6Y/zDzVNp6fRQkOmgoX2YFzfVUZSTxK6aHkpzk/natZPHFAgFqGroY9gXwmnRY9Jp4l86ApEo//PsgXjIA7HzTC1OJTvF8kEfrRBCfCBFAX84SjioYjXaxw6F+TDH0Cis3tyQ0BaORNld3cWKOflEo5/+nCStonDFvAKml6XR7wngTjaR5bJ8aisbtvd64/9OvWv9rhaumF+I+9PpkhBCCCGE+Bt9Kqtu/e53v2PFihWsWLGCX/3qVwBs3bqVlStXsnTpUn7zm9/Et62qqmLVqlUsW7aMH/zgB4TDYwOKj0tRpoOvXjOJ1GQTKUkm7l01kZJsx5jtFI0W25SlaIwnQg5dUhqKwUxg2o2srw3w7LpjCX88bznQTnFuMgCRaBSNRmHA4yf9FEHJxOIUBkcCCW1ZKVZCkQh1LYMJK8kAuJ3m+BeY/mE/7T1eeof8PPlmLU++Wcuh+j5Wb6pn55Eu1m5rwqjXEgyNLbxckudk8/42Ogb9hE76QuQPRunsH1sQtd8TGNMmhBBnSlXhcNMg3//9O3zzPzbx6Bu1jATG3qM+jNAp7m2h8NjVsD5NBp2GwnQb04tTyEu1fqojIw36sVO0TEZdQqF/IYQQQgjx2XLWR/Rs3bqVt99+m+effx5FUbj77rt5+eWXuf/++3nkkUfIzMzknnvuYePGjSxcuJBvf/vb/PznP2fKlCl8//vf56mnnuLmm2/+RPqm1yrMLHUzaZwLUDDqNKdcijfi9zJa8w6OmZehaPVozXa0SW58IdhVE8JmMdDWMzJmv3e/bCyclsPOI12EIyqdfV7mTcpk64FYoeWi7CQmF7sZPWnEjdmo4/ILC2loH6YwOwl3spnSPCe7qrrIz3RQkGEnEIpwzaJiAsEILruRZJuBN3c0J5x//9EeblxaRkefl9rmAS6ZlcebO5vjNXounJLNX148hEGvw6jXsHhqNmpUxWrUMi7LQX37cMLx3E4znkAYnUbBatT97U/Lj9ezON3Xi2AktgqY1ahDFqgR4vzQMejj/r/uib9et6sFg17DDYuKUM8go1GjKisvKORIY3+8TaPAjIr0c2I0z7koO9VCQaadxg5PvO3W5eXYTTLgVwghhBDis+qs/yXndrv53ve+h8FgAKCoqIjGxkby8/PJzc0FYOXKlaxZs4bi4mL8fj9TpkwBYNWqVfz2t7/9xIIeAFVVMWg18Z9PJdTbimfnKygGE7bxF6CGg/jbj6FPzWGBoY/1kemUFzipbkxcKjjZZuS2SytwO828tbMFgPW7W/n69ZMpy3cCChkuCwfqehlf4ORr102mf8jPhKIUfvvkPkpykzH4QjisBrLTrDR3WahrHWTjntgqWmajjhsvKeW/nt7Pl66acMq+K8TqEe2u7qY0z8mNl5QRjarkZdj57VP7yEix0jPgY8v+NmaUp2E36tBpFO65eiK//useugd8GHQa7ri8kn1He3hm3TEsRh23X1bB1KJUtB9hjJiqQn3XCM9tOEYwFOHKBeMoz01OeMqtKAotvV5+/9xB2vu8lOc7uWtlJSk2w5mfUAhxTjlVML5xTxsr5xWOqXcTVlV6hwJEolHcSab4/fpdxVkOvnf7DF7b2ojZqOOyeQWf8mpW5zazXss/3jiNY21DdA+MUpqbTE6qVYIxIYQQQojPsLMe9JSUnCjw2NjYyGuvvcatt96K232iGkBaWhpdXV10d3cntLvdbrq6xi4ffrZFfB40FgfOeasY2vEK4eEeLBMWoiRlQFTPMoefC8aP49+eqQXggilZZKVYyXRb6RkYxWU3c+fKSkZ8IQw6Da3dI4wvTCESVWnp9tDS5eGVtxu4+qIi9FoNFqOOKxcU8erWBgw6DanJZgY9AQ7X9eL1nxj54wuEMZt0pLss1LUOUZSTRF3rUPz9aWVpGPQaosefkNc2D1DbPIDLYWLR9BySrAZuXlbGH54/RDAcTVhpzG038tO7ZzPgCWIxadlT08NTbx4FYMQX4n+ePcBP7ppNntt6xp9na98o//zgieKp//74Xr51yzTGH5/qBjDkC/HPD+2MT4erbhrgP57cyw+/OAuDTDEQ4jPNbhkb2Ka7LOh1if/fHg1G+OsbtWw9GBsBWZjp4BvXTyHJfOKfMq1GoTTLQfkNk1FOGh8YiZxb07fOJTajlinjXChKyvs+4BBCCCGEEJ8dn9rY7KNHj3LPPffwne98B61WS2NjY/w9VY2tVhWNRo+veJXYfiZSUmwfV5fj/BEXjmnL6N/4BGrIjz41F53ZRv/zsXpDQcA0cQlfvPRy6jpGefLNGsIRlXSXhRuWlLKzpZPJpW5e3drI4fo+SnKTcSdbUNUoL7/dwODx2jeH6/u5aWkpB+p6eeClI/Hz17cf4d5VE1m5oIgn1tbE2ycVp1LfOsSUUjdmg46ls/MYqgxS0zTA+MIUCjId7KrqZMQX5salZRxtGqAoN5nJJal4RoNoNArrd7eyfF4BJoOW3EwHJkPifyI5GTDo8fPylsYxn0tD5zDTx2ec8ef53HuKpwK8urWReffOQ6+L1Y9oquocUzC0rcfLaDBCdq5zzP5ut/2M+3Euk+s5t51v13Mqn8S9FI5/djotpbnJ1LYMArGw5q4rKslMS6yRtn5XSzzkAWjoGGbjvja+eHklGo2C1xfCHwyTZIutsFXd2M/63bHRk4um51Je4EL3UYYdnun1nEfkes5tcj1CCCGEOJVPJejZvXs33/jGN/j+97/PihUr2LFjBz09PfH3e3p6SEtLIyMjI6G9t7eXtLS0MzpXX9/IxzoEXVEU9G1H0bsyUUN+AKzlsxnc+kLCdv6Db6LmX8pjr1fH27r6R1m7vYkLj6/uFY5EmTcpi+bOYf7wwkGMBi1XLihi9cY6briklM4+Ly9srGNiUSoLp+XEp2hBLAQKRaLcdmkFRoMWfzBMR6+XfUd7WDo7n0hERYOCw2pgZDTI6o3HGPGHuWFJKXtrW9h+qINrFpdw8FgvMyvSeey1Klq6vQDsru5mxQWFeIZ9eN5nha/sNBv9w/6EdqfNRE+PZ+wOp6HRKJhPUQvCZtYzNORDPf67M+rGFgw16rVoYMw53W77GffjXCbXc277rF3PR/0i9XHfS9/ty7uf3Tevn0Jrzwi+QJhst40UuyHhc9VoFI409I05xp7qbq6YV0B7/ygPv1ZFW/cIF0zJ5qJpOXz/f7fEF+96Y0czP/vSHLJdn9xKgZ+1/xY+iFzPuU2u59MloZQQQohz2Vlfdaujo4Ovfe1r3H///axYsQKAyZMn09DQQFNTE5FIhJdffpkFCxaQnZ2N0Whk9+7dAKxevZoFCxac7S4n0KkBhne+gsaaHGvQ6FAMZk5VMbR3yD+mrbppgKxUG7npNrJSrTjtRiaVuLn6ouL4l6iVF47jxU31rN3ezP6jvTy6phqXw8SMiljIpShQkptMSU4yTR3D6DQKj75WzYbdrVx+wTgeXVPNY69X0zfs50+rD1HTPMjwaAizUcfr25pYODWHTLeV4pwkls7JZ1dVF3MnZnPt4hK0x6dBvba1kaHRU69wpgA3LinFeNJqLeOykijKGrtC2QeJRlVmlKclHEujUbh8fmE85AFwJxm5fH5hwr5fvHx8wpQNIcRnl1mvoSTLwaRCV6z21nsypWhUpTx/7Oi9qWVuBr1Bfvbn7dQ2D+L1h3l9WxPPrj/KxKJUFCVWvwzgzZ0taD/hET1CCCGEEEJ82s76t+Q///nPBAIBfvnLX8bbbrzxRn75y1/y9a9/nUAgwMKFC1m+fDkA999/P/fddx8jIyNUVlZy++23n+0uJ9ASxjF9OVH/CKkrvkZ4qJvwYDfOi24i2NWI98gWADQmG2bT2LoTBZl2Bob95Gc42LC7jarGfvIy7Fw8I5cvXl5JSpKJSDQ6Znn1l9+u5zu3zWBSsRuNRmHHoU4O1PWSn2ln3qQs7BY9ZfkuNu1tiwdGURXCERWH1cBVC4sY9ASIqioVhS6Kc5NQVXj6raO0dMWeoKW7LFyxoIjnNxyLVUg+Ta2GLKeZf/nKPNp6vBj1GnLcVsynWKb3w0hzmPjZl+dwqK6PYDjKpOKUWPHUk06vVRRWzi9gRkUag54gaU4zaUmm03VRCHGeKctL5lu3TGNgJEB96zAdvSMsmpZDc9cIwfcsob67upuvXTOZScWpDI0EcdgM6LQKZzj7VwghhBBCiM+csx703Hfffdx3332nfO/FF18c01ZeXs4zzzzzSXfrQ9FHfXi3PMZo1Ras5XOI+EbwNx2Kv2+btAhjdhnRaATd3FvYtqOXRdNzWL87NuXKatZz4yXlPLehlolFbi6dV8D8yZkEQlEeePlEDZ7FM3KZXp7G7urueJtCrN5ERYGLB185Qmt3bJWapg4P//nkXq67uITmTg+t3SeGPUejKmajjlWLinl8bU28xs1rWxv54uWVPPDyYa5cWITJoOVoyyBd/aOYjbGw5pJZ+SRZ9WOeqr9LVVWcFj3O/OS/+XNVVRW33cjiqVmAEisGeorz6jUKealW8lLPvOCzEOKzzRuM0tAxTN+wD483SHFOEoumZZNs1XM0NHb0ocWoQwUeXXNi+uxF03PwhyLoJO0RQgghhBDnMZn3cgY0Q22MVsVG7BjS8hnY9CTGrBLM4yaDqjJ6bDfaC+7gqe3D9K4fpqIwharGPm5ZVo5Bp6FinIvO3lFWXVTCvqM9/Ptf95CbZuOy+YWYjTp8gdiXlXW7WvjCioqEoOfimXlsO9RJVqo1HvK8yxcIU5ydhNNuoigniWAoyvrdLby5s5k7V1ZytGUgoZBxJKqyt7abopxknlt/jFuXl3P03SKoWg33XDWBiUUppwxbNBrwh6LotJqPfd5fbHSODNERQiTyhiK8uq2JN7Y3AyoLp+USiUJnnxerJYeG9mFKcpPj9zGAm5eX88QbNQnH2bC7lWWz8khPNuELRtFrNeg+hhuZCgx4g4xGhjHrFJRz6DamHJ+Oq8py6UIIIYQQnxsS9JyBqP9EwKIx27FPW0rUN8LgludAUbBNWABaLa5UJ+kZGrQahVWLSlBUCEWi/Nsju+kZ9AGxFbKWzcnn9W1NPPVmLUtm5vHS2/Xx41tMelZeWEh7j5epZWmoqsqbO5sxGnTodRpCJ01TWD63gEdfr6G2eSDWNwXuXFnJlgMdpDnNVJ2igKkvEMZkiI3eeXfKg06rUJbnJDPZmLAs8btGQxHW7W5lw542MlOs3LS0lJwUCx5/mNFAmCSLAYNWnpQLIT5eVY0DvLa1Mf76rZ3NXHdxCUaDgb5BP7XNAxTnOplVmYE/EMZq1pOVaqXvpDppmSlW9DoNKvD4W8fYtLeNNJeZL66opCDto48SHA1GeGZDHRv3xkZuXjwzj6svKMRs+GhTWT8O3cMBWro9KIqCLxDh4LEeVswrJCfVcoo7uxBCCCGEON9I0PMhKEqsQLA2OQMUDdaKeehTsgkP9+LZsza2kQojB9aTlD2ebYeitB5fwUqrUfj2rTPYdqiDnkEfZXlOZo5PJxiOUpDpoKqhj+aukYSVp3RahaGRAO8c7OC25RX89zP7SU0286UrJ6DRwFULi3j6raPx7Qsy7ax5pzH+OqrCi5vrue3SCnzBCDPGZ7Bu94kVuwCmlaXx5Ju1AFhNesrynFw4NZv/fGIv1y8pZWZZKtHIiSfAnkCY1ZvrWbcrdpz+YT8//fN2fvDFWdz/6G5GfCEyXBa+ecNU0pOMH+vnL4T4/NLpNOw40jmmvbpxgEUzcjAZddyyvJx/fmAH4YiKVqOQl2FnenkauWl2vP4QVy0soqF9iHAkSkffKMdaBwmEIrR0jfDPD+7gF1+dR6rtzO9bigL76/rYcNKKiG/uaKY0N5mZpakfqoZYVIX+kQDRqEqKw8TfmpW39I3ysz9vJ3J8BE+a08zCaTn89M/b+NmX55LlNP9tJxBCCCGEEOc8CXo+gC8U5WB9Hxv3tjG1JIXlV/5/6LUwtHsN0ZGBMdsH6/eg006Pv45EVepaB6lq7KckN5nSPGe8ZoRGgVuWl7N2WyNF2Q5uXFqGXqtgNup4bsMxegf9tPV4CYajtPd6eXVrAxfPzMNh0fNPX55L98AoTruRAU9gTD/6hvw0dXp4Zt1RvrpqEndfMYENe1oJR6JcMDmLg3V9RKIqNy8rQ6/TYLPo+ctLh4lGVR585Qh63QTKcpIw6jSAQk3zIBv3tCWcIxSOUt3Yz4gvBEBn/yj/+eRefnLXbBnZI4T4WIQiKrlpdnZVdSe056bbSE0209Y9glaj8E/3zKWzL1ZnLC/DTjAY5WvXTaJvyM9vHt9LOBIbubh5Xzt3rqykufMIkahKJKrS0TuKqkKq3Zgw4kXRKAz7QkQjKg6LfsxoGK1WwzsHO8b0eWdVF3Mq0giHx67GeLLRUISn3jrGpn2xe+uk4lTuWjkeu/Gj/dMcBR5fWxMPeSAWyme4LEwsSmFPTTc58wriBfuFEEIIIcT5SYKe01A0sHZnM6s3xaZUVTX2sy7Fwq8vNxDqbsKcP4FAW23CPoaULLIGDTSe9Ld/dVM/k4pTSXNaeOz1E4VBo8dXvfq766bw2JoaAqEI4UiUe1dNYsmsfLYd7MB40vD/xg4PuWl2MpJNKIqC2aDFYtJhNenRKLHjvWv2hAz2H+0B4M8vHeaqi4pw2o1YzToCoShl+U6uWljEiDfArx/fm3ANXl+Ijl4vBp2G8pwkPMEQkaiKy2GKTz17l1aTWOCis3+UIW8Qt0NG9Qgh/jahiErHwCgWs56UJFN8KpbTbmTexCx+9IetRFXIz7Bz9UXF8eCnqrGZNe80oddpWLWomKWz83h7fzvD3iAA2w93UlmUQk3jADctK+NgXR+rN9cze3w68ydlYtFrCUVUNu1t5+m3aglFolw4JZtrLyrCdlIIE42qVI5L4VB94vTY8jwnkcgHhym1LUPUNA/Ep+MeONbL9iNdLJ2ec9owRlHAG4igAjajLlbAHghHVXqHTtyjywuczK7M5K1dLWg1GvIzk4hKHTQhhBBCiPOeBD2n4fGFeWVLQ0JbZ98oUYOT8EAn5sW3Mlq3h4inHwCdMwNFozC/QGFr1Yl98jMdpCaZUVHJTLUSCEboH459YfEHIwRDES6ckk1rzwjuZDO9gz72VHcxvTyd7n5v/Dguh4m0ZBODoyH+6+l9tPV4cdqNfPe26Xzr1uk89EoVvYM+Zk/IIMdtZ+uBWNoUCEXISrHy5BsnQqk5lRlcMiOHIbN+TM2fqaVuqpsGMOg1mAxant1Qhz8QZtXiYnYc6mRvbSxAys+wM+RNHE1kNeuxmP62/6wiqorHH8ak12LWa2QJdSE+R4JRlf7hAEaDlqqmAbSaWMWwL1w2ns5+LxqNgj8Q4UhjXzzcbur0sO1QJ+FIhIqClHg4HwhFePjVKr501QQWTctBq9Pw3PpjRKJRDDodKy4o5IUNdQyOxO5j9W1DdPX7uPWSEhq7PAnB/Ka9bWSlWlk+MzcewkSjKnMqM9i8r4323ti9OjfdxvTytHj48n584Sie0SDl+U4yUqwMePys3d7MziNdXDI9J75dbOqwhsjxEUnBiMrWQx089dZRIlGVKy8cx+Jp2Zj0Wkw6Dctm5/PY6zVoNQqzKzN56JUTKzoerOvlp3fPITfV8rf9koQQQgghxDlNgp4PoFEU3rsSVLvqxlk6k2B3C7bxF6AYYsWLIz4Pg1ueo3Dl90l3WRgZDXLhlGxC4Sib97Vx/ZJSSnOTMRt1pKdYeW79UfQ6LaqqJnyhKMy0c/GsfP60+hC3XVoBgE6r4avXTESjgV8/voeeAR9zJmQwc3wG1c2DmAxaLp6ZS26anZe31MdDHoAJ41Lo6Bvl1uXl+AJh0lwWPN4Aa3e2MH9iBj/90lz+uPog7b1eppelkZ/p4PG1NVw2r4B/emBHPGipe+4gX7lmEvlZDuxmPZNL3Oyu6oqfR6tR+No1kxKeMJ+pgdEQf3rxMFWN/bgcJu65aiIl2fYPXIzr5HBICPHZNDAa4jdPxEYYXr+klEdfq8J/fMXAdJeFBVOzefqto2SkWJhSmpawb3VjP19cOZ5hb5BrF5ewZX87HX2x8KWmaYCjLYPYzHoWTsth3qRMolGVYDDCohm5rHmnMb7q4YY9LVxxQSFHGvrH9G/zvnYunpaN9qTl2ZPMOu67YyYd/aMY9FpS7EZMH7CUV1hV+evaGracdJ+eUZHO9PI0CjIdvPuvzrAvzIG6Pho7h5lelkZRlp269mEefu3EvxfPrD9GarKZ2eVuolGVuRMyCIaj1LcOsreme8y5txxs55YlpfHgSAghhBBCnH8k6DkNu1nPFQvG8cy6Y/G21GQTe5t9rLrwBiKDXfS/+RDhoRN/TOtTstnTDpNL3SyYks3u6i7ae0a4/IJx/OKhnfHtTAYtty4vJzvNzq//uguAnDQbZqOO+rYh7BY9doseh9XAd2+bQZrTjNOqp2vQT8+Aj0tm5dEz6OO/ntoHgDvZzL2rJvLfzxzgmkXFqCo0d3qYVZlORoqVx9fWMC4rieLcZJ5/7kD8SfiG3S384msX8s3rp3Cwvg+LSUcgGOGqi4o4XN83ZjTNWzuauWlZGck2A0kmPYunZTOpKJVBbxB3sgmXzfCRQ56ICn9cfYjqpljto/5hP//66C5++QGFUt8bDn3t2smMS7fKSCAhPkNU4Mm3amntHuHaxSVs3NsaD3kAuvpjdXTmVGaweGYev3pkV8L+pXnJ1LcOsnpzA0a9lkvnFpBsN+IPRUhNMpFsM/Ly2/XceEkZm/a1xmuOOawGbl1ezp+P1yjTaDQEIhEmlaSyZnsTgZP6UJqbhMmoY2gkSOfxYCfdacak01CYZsPtttPT4/nAa+0bDiSEPAC7qrq4c2UllYUuIFa/518f3R0Pq9btauHeVRNPGUCt39PKnPHpqJEoFr2WFbNzCc7M5S8vHRmzrcnw0YN4IYQQQgjx2SBBz2moUZXSPCc3LS3jWOsgaU4LSTYDb2xvZl7ZBFLCQRzTl+NvOUKgow5jdimmyctQ2y1MTbfQM+DDZTeR47bxypb6hGP7gxECoSgWsxadRsudK8uoax1kxBfiluXlBEMRVlwwjtRkEwVuKz3DAXbW9KIocNul5agovLGjOX68nkEfb+xo5vpLShn2BLh5aRkOqwF/IMz3/mcLqgrTy9N5dv3RhFo+PYN+mjqHSU8y4bSbOFjXS0uXh7kTM/EeL7J8MotJT57binL8GFpFIT3ZRHqy6fiH9tE/72FfKB7yvCsaVenq971v0BNW4f9eOEht8yAQC4f++cEd/Oqr83HZDB+9M0KIs8ofirKvpge9TkO6y8z2w2NX2vIHwmg0Cu8cbGdqqZudx0cUuhwmLpyaw68f2w3EpmzZrQbCkQjRqEpTp4fapn6+fPVEhryBhMLyw94gG/e2MaMinR2HO1kyK4//fuYAwWCEf7xpGs1dnuMjbFRSk8zsru3lLy8djtf7mV2Zzu3LKzDrTz+K52Th9xlNk2w38vMHd3D5/EKyUm3xkOddz7x1lKVz8sfsV5jp4ORkOxqN/eN+2bwCdhzpjN/zdVqFuRMypBizEEIIIcR5ToKeD+CyG/mvtxtITTZxtHmQ6YUW/vnaNOp7vGSkpeAPhUFvwj55Mdr0Ip7cHyLNrfDrv+6J/zH/xZXjCZ5i9RVfIEQgGOH2yyr4/XMH4tvsru7mnqsnkmw3sHl/O9GJWfzy4Z3xOjpWs557rp4IxKZlVRS66BnwUdsygNmoQ6/TUNc6iFarMGFcKqsWFSeMSnovrUahpcfLs+uPUpbnZEJRKkdbBlkwJRujQRt/oq1RYHpFGj2DAdJOWkLdF4rQ3DVCZ/8oOek2clNtH2nVLbNBy6Vz81FV2HGkK17HyG7Rv+8+ntFgPOR5VzSq0jUwKkGPEJ8hRr2GGRVpLJyeS0//KPMmZvJkV+LomIwUC/mZdkb9YRxWA0vn5NPV58VuNdLUPhTfLj/DjtNu5IGXD+MZDeGwGrju4hIGPAFcdtOYc9e1DvKtW6Yxf1Img54ATnvs/rZ5Xxsuh4mtB9u5eEZevKjxuyEPwPbDXcyblI3LbmTQH8Ko1YCiEI2q2IzaU44sdCebKcx00NAxHG8ryHQQCkepLEzhkdeq+dq1k8fs1+8JMKXEzevvNNF3/P5oM+u5eEbuKcObDJeZn3xpDjuPdKHVaphcnIrDIvdFIYQQQojznQQ9HyDFZuC+L85k07520q0RZo+sR2lNY0JeOcN7N6MrmQuREMGeVg6EiwmpOlZvqkt4YvvE2lpuu6yCPzx/MN6m0SjkZzrYU92D3WIYEwS9urWRm5eW0dzhYWS0KaFYstcXornTw10rK9lb28Oz646SmWrjuotL6e4bYWKxm2OtQ3T0jdI33Mas8RmML3Th9YW4ZHYea95pih/LnWwmyWagvdfL4hm5vLCxjr4hP/kZdqKTs7nxkjL6hnwEQ1Gy3VZe29qI+7KKeNATAY40DdLYMczb+9sYGgly7aJiLp2dN2Yp4tOJqCr1HcPsq+3FFwyzcGoOAx4/Wo1ChvP9C4eaDFocVkPCFy8Am3yZEeKcp6oqBiVMWNFBFK64sIj/efYAzV0els8tYPGMXDbtbY1NxZpXCIrCS2830NwZC4AcVgP3rprEoMeP2azD7TTHp7b+4YWD8alfw94gr7/TyK2XjWfIk1hAXqfV8JVVEzlY10dN0wCTStxEo1FWb6pnapmbWZUZALz8dj0XTMlm+6GxI42OtQ7y5o5mls/NJ9lu5Kk3j8amwC4cx6JpOdiM2oRVuAxahZuXlbGntodDdX2U5iWT7rLw30/v47qLSzEbdYwGQmPubRdOzkKvVfjxXbNo7BwhFI6QlWol2ZoYhiuKQlv/KH956TBzJ2ZxrHWInsFRXthYR5rLzPdunUHyaQJ0IYQQQgjx2SZBzwdQVXDbjVx/0TgMPVV0P7MF5+LbwDeIojMSrNqMr2Y7WruL5ugFOBx2egf9CcfwBcLYzHpuWV7O7uourCY9sysz8AXCJNkMjIyOnSKlAAOeAHaLfswXE4g9xd1xpJODdbFlfdt6Rvjvp/dz1xWVNHV6ePDlw/Hh+mu3NXHtxSVs2dfONYtLSLIaqW4aIDPVSorDRCSs4k4y86tHd8UDpaZOD0ebB9iwp5VAKIJOq2Htdj8ajUJqUuyJ+Ggwwhu7Wnh1ayNmo47L5hdy4GgPz22sY97EzA/1RUJFpXc4SOfAKN0DPowGLR19XlZvquOuKyYwq9yNXnMiMvL4w7T1etFqFLJSrdiMOu65aiL3/3V3/Mn5kpm5ZDjNH3huIcSnxxgaZGDjy3hrtmHMqcAy+RI6+3U0Hx/Fs+adRvIz7Fy3uISKwhR+/9wB5k7MjIc8EAtwtuxvp713hOVzCrjiwnE8u+4YI75wQn0fgItn5XP/o7uoHJfKivmFrHmnkUhU5bqLS3jijRp6jt+369qGmF6exqSSVPbW9DCpOJWpZW7eOdjO0ZZBKselsOVAe/y4U0rdlObGgppkm5HBET/XX1wCxKaSvvJOE2V5yaTYTWSlWFCAvpEAj66pZkJRCtluG1UN/by1swWAfUd7+Oq1k/D5Q3z71hls3NNKY8cwcyZkEAhFqG8fJhSO8vuTHhysWlTMpbNy40Wih3whfv7ADmwWPX1DPqoaT9T16e73sf1IF5fOOvUoICGEEEII8dknQc+HFImoRAI+jFkl6OwpaMxWNEVTGK3eFnt/ZJDSCRq2tHgoyk6irm0IRYmtpDIuK4kUh4ldRzpZODUHVVU5VN9HSW4y47KSaOr0YNBpEkb1rLxwHC9trqN7wMdVC4uoaU6sXZOZao2HPO8KR6LodRrW725NqMPj9YcZ9ATo6B/l/144yKLpufiDYXYe6cTrC3Hh1Cw6+rwJo4YAXnq7nu/fMZP/fHIffUN+LCYdX1k1EafVgEajsL2qK76McSgc5Im1Ndx+WQVHGvoJhCPABwQ9Cmyv6uWPqw+iqrFlhK9dXEI4EqW1e4Q3dzQxd/yJlXX6RoL87C/b8RwPxjJSrHz31umU5ybxy6/Op6t/FLvFQGm+k8Bo8P3OKoT4lOkJMbLhAfwN+wEI9bbiq9sDs76bsF1Tp4eW7hG+cb2VKaVp9A76xhyrpdvDkhm5hCJRWro8LJmVR0WBE6tZh9cXW0nLZNAy7A0QjqjsP9rD0EiAaxeXYDRoyUy1xkOed+2u7ubGS0pxWA1oFIVNe9u4fkkZQ8eXYe8eGOVoyyAVBU5y0mz8+q974vteuaCIjBQzj6+tjY/GeXUL/N11k9l6qIMkm4H8TAdD3iAqCtsOJRZlTk0yc7S5n3HZTl7YdIyefh9up5kXN9dz5YIiku0m/vXhnQn7PLf+GDPL00g/HsJ39Y/iD0YoyHLEl30/WW3LACvm5EnQI4QQQghxnpKg531oNVF0YR8RrZGwGvuYtK4sDOkF9Kz+D1KW3YWiN2KrvBBv1TugRsnu2Ua2fS6VhbkEw1EumpbD7uounnyzlpferuebN0zlhY3HqGqMhTab9raxeEYuC6Zm8fc3TWNPTTfDIwEmFKXS3T/KlQuL6e4fJSPFyt1XVPL8xjoqClzMm5iFLxDCataPKZhsNY1tA/AFIhj1WvqH/WSmWHhjexP5mQ5uWVpGttseX6493WUhyWYkGI5it+hp7/EyuzIDm9lAKBKlpnmQ0pxkIqrKm8efQJ+ss2+UaWVuUmxj62C8V68nyF9eOhQfiaOq8PyGY1y7uIQn3qglNdmMVgNqFBSNwhs7m+MhT+xcXg7U9bJgYgZuuxH38boaDquRHgl6hDhnaXx98ZDnXRFPH3mO6JjQe97ETOpaB8l2W7Gak9m4ty1hv4lFqWSlWvn5gyfCjzXvNPLNG6by5Bu1hCNRjHoteRkOFCV2n2nsGKaxY5i8DDuXzy8c2z8lVnjebNBxtHWQnDQ7O450kpVqpXJcCjazjpuXlRGNwj/9ZXvCvut3N/OtW2ag0SROXn1hYx3jspN4dWsj119cQjgcJcVhSpieZTRomT85k/beUXoGfOyuiq3o+O4op9Wb6vjeF2acsubbiC8UD3ospti/WU0dHlbML+TAsd6EbedNyCR8imMIIYQQQojzgwQ9p2AK9jK6YzXD9XsxZJXgmH89PnMmBEbxNhxk+IJvYNDoSNZDxOfFdfnX8TYdIRQKMTPPQL9Wy/930xSeeusYDe2xYpuj/jAtXcMoisK47CTq22KFQ9fvbmHm+HR6B33YLXosRh0Oq4HW7hGeXnc01h+Dlr+/aSr3Xj2Jt3Y189/P7mfW+HS+cFkF//PsgXi/p5enMTji55LZ+fzxhRPD+hUFctNtHGnowx/QMi7Lwa++Nh+DTsO7NZM1CoyMBjlU18fEohSKcpIZGA7w0uZ6AqHEKRCzx6eTnWIlK9VKx3ueFrudZi6bm4/uQyxAM+CJPWE/WTiiElVjq8NcvbAI9d3vIirUtw2POcax1iGmlbqxGrTxL3FCiHOcRgvK8RT3JO6hw/zoC9Np7gvi9YfJSrWS4bJwrHWQl95u4Nbl5Vxx4Thee6eRcCTKhZOzcTmMNByfzpWZYmXG+HRG/SGGvQHKCpIpzXWxr7aH3ceXL39rZwuNx4sgL5qeS0aKlfwMO00nTQlbNicfm1lPTVM/4wtTeGJtTfy9dw528KWrJtLQPozLbuKmpWW8uaOZnkEfl84twGLS8fzGY8yflIXVrOeZt2qJqrEpvEa9FojVYPvatZN57PVqLp1bgE6nwW4x4POHGPWFsFl0pNjN3LCklO6BUTbtbSMSVRn2BgmHVdKcZry+EKOBMKoa+zcCRaFryE96som0ZDOLpuewfncrA54Ai6bnsHFvGwpw6bwCxhe4PuFfsBBCCCGE+DRJ0PMeBjXA0Gv/Q7ArNiXJX7+XYGcdqTf+hFBPI92Tv8g/r27npvlpXF6pp510alpHMNrmU1SQjj8QwRCFYFglJ92O22km2W6ipctDst2ETqchzWpk8fRcnt94jL4hPwadlkdfq4o/pb11eTlrt58omOwPRnjo5SPMqsxg2/FCoOt3t+IZDfK922cw5A2i12k4XNdHIBihqnGA65eUsvVAO2ajjkXTc0lJMpGXbmfJrDwMei16rUJb3yh1rUMk2/uxmHUU5zipKExBq1E4cKyXeZMyx4Q8EAutwpEoK+YXUpyTjKJRWLutCYNew8zyNBymD/efVbLNiNWkw+sPx9ssJh0TxqUwvcyN22FMWK79omnZHGsdTDhGXoadZzfUccHkLJo6h3Enm6nUac+oELQQ4uwKm1KwTVvGyO7X4m3GrBICOhvdngiPvV7DrPHpDI0E+N9nD2A26rh6UTGt3SNEoypXLihCq1EY8AQoykmmsWOYpbPz0Siwbmcz6SlWKgtTKMlx8tsn98ansh5p6OfvrpvE4fo+nHYT48el8Nz6Wq5cUET/sJ/GjmHyMx2U5CSh02qYVZnJ6k11CX0vyk1mb003r25tBGKh9JevmohBr2VXVRevvRNr31vTQ06ajaWz81mzrYkFU3NYvys2CnLEF6J/2Mcty8qIRMGg19DR56VrwMfgSACNRuHPqw8TCkfJS7fzhRXjeeDlw1QUuBgNhLjxkjIaO4axWwwMjQQoyUvmyTdqqG8f5od3zqIow84NFxczf1IWQ54AOelWVl5QiEZRcJh1oIKqwGggglGnQadRUDQw6A0x6g/jtBsxnZTWD46GONo6SCAUoSQnOT5ySAghhBBCnJsk6HkPZbQ3HvK8Kzo6TLS/lYgllafXeYhGVTqGQjRHsrjvof0Y9Vq+du1kntnUyNYDHVy7uISNe1rpOV5PQlHgmzdM5X+fPRAPTnZVdXLL8goOHushqqpMLE7lUF0fgVDklMPyO/pGKc938bqhCYNey8Uz89DrNESiKhlOM3XtwzgdJvQ6LdsPd3KorpepZWnodBoGPX6cDiPzJmXRMzBKR98ontEgv3v6xNSJnDQbU8vSeOGtoyTbjay8oBC7xUBBpiP+9BtiT45TnRb2HO3h0TU1jPhCLJiSxbdunYbFoCPZoicaVVEUBUUhXgNCBQKRCFEV+oYCmE062npHuOPySkb9ITbsiT15vnZRCaO+EDkuR0LIo6oqU0pSuWxeAa9va0Kn1XDJ7Dx6B304HSZ+/sCO+LbjC118/ZpJGD9gWJFGoxCOqvHpYUKIsyOiajBOXYklfzyjjUcwpOWjsyVRH3KzbmMrWo2C02HiufXHgFgw8ofnD/IPN03l0TXVCcdSFLhkVh4joyG2HmjnuiWl9Az4aOn2MLEoFaNBRzAU4drFJXh9IR56pYr8TAfpLiuDwwHSXTa6+kfR6xQcVgO5aTb+7bHdlOU5mTcpK34PKy9wMrsykySrgd8+tS9+/nBE5fG1NXz7lum8vb89oW+t3SNcMiuPe1dNpDTPSWGWnTe2t1DV2I/baeE3j+/FF4gF3UaDlnuumsiAJ8Ajr1XFj9Hc5WHnkS6uXDCO0jwnOw938dauE9NmF0zNJhCMYLMYiEZjfZlRkcHIaJDp5WkU5yTjMJ9Y5l2jKAz5Qjy17hjvHOogK9XKXSsrGfYG+O9nDhAMR3E5THz7lmm43XYGvEF+8ucTtdE0GoWf3D2bHNf7r4YohBBCCCE+XRL0vJfOGJtWEE0cyaJoNIx2tdM3YgdgcbmF13Z2EgpHWXlBIS3dHrYe6ECjgE6niYc8EJtO9My6o8yekMGm4/UlwpFYwLBsTgGrN9YRCEW47uISDhzrjQ/vP1lRdhI7jnRy4yVl6LQaHn+jBq8vhEGn4e4rJ7CvtpsDx/q4dXk5ECvAXNXYz+UXjOPJN2rwByOYjTpuvKSUcCSa8EUCYl9IFkzNBmDQE0BRFJo7h7n10gpefruO/Ud7yU23c8vycl5+u56G9mG+cFk56Sk2th3q4Ef/tw2DXsNNS8uoyHey72gvgVCEKSVuHBYdgyMh+ob9PLamGrfTTH6GI/7kG+BLV05gxBfk8bXVFOckM/7GKWNqSFj0WpbMzMVmNhCJRtl6sIO5EzN5ZUtDwnZHGvpp7x+lMM32vr9mbyDCtiOdbN7fTnFOMpfOySfFJkuyC3G2BDUW3BXzCKRNwjDaRt+r/0tw1tfQaOCuKyp5dt2xMftUNw6QkmSib+hE8eSqhn6mlaWxeW8bKy8cx19eOnRixcHtzdy7aiLBUJR9tT3x1bKaOj3sP9rDnSsreWNHM8PeIC6HiSUz83h+Yx2V41LZcbiTCeNSuWRWHlsPdjC9LJ2HXjnC9UtKx/RrwBPAc4raaAApSSZC4Sj/8uAO+ob8zKxI58d3z+adgx3xkAcgFI7SP+w/ZdB/qL6Xm5eV0dHrZd3uxNpom/a2Mak4lYXTsinOSaahbZCu/lHe2tnMGzuauXZxMQUZDjJTLNS1D1PTPIDLYSLJbiQaVWntHuGfH9zBDUvK4ufuH/bzu2f2869/dyGH6vsTaqNFoyrPb6jj69dMkrmyQgghhBDnqA9RSeXzJWxKwTHn6oQ2S8V8FGsK6qE1LJ8Sq21g0Cn0emIFNDNSrPFimRqNcsoil57RIKV5Tk6uz+lymPjFQzs5VN/H0ZZBHl1TzeQSNzuOdHDH5ePjgU9mipVFM3LZtLcNZ5KJp9fVxgsuB48vszulNLY61b6jPVwyKw+Ai2fk8eKmOjJTrZgMWnyBMI+vrUFRlFMu6W416bnt0goKMh0MeAK89HYDv3pkJ9cuKuG7t83kS1dM4LdP7GP97lY6+0awW4zsOT6FIRyJMuoP8+cXD7P/WB9/fb2ap986yg//byuD3hANncP89ql99Az6mFqalhDyADz8ahW56Q68/jDpLkvC9wd/OEp91wj76vrxBSLotArPrj9GR68XvVZDIDh2etl726JqbNWufm8QVYFnN9bx2Os1NHd6WLerhX96YAcjgbHHEUJ8svSqn4E3H0DRaMhK1lGYlcTa7c04HWOnB6Ummxg9aaonwLjsJGqa+pk5Pp0tB9oTVxz0hWjv8TLo8bP1YOJom6GRYHxVw9x0O/3DfjRahdrmAQozHQA8/FoV2Wk27l01iVe3xgJlg06D8p65oXkZdho7hphVmZHQnpNmI8lq5L+f2U/voB9VhR1Huli9sQ6bOfE5SzSqkpJkIt2ZOFImN93G9++YRUPHMCaj9pTZilajwWrSYzPrKcpNxu00A7G6QMFQlLU7mli9uYFf/3UPL7/dwMOvVtHUMcwFk7OA2IOHcCTx3622Hi8DHj9D3rGF7fuH/UQl5BFCCCGEOGfJiJ73iKgKusolpGaVEu5vR5vkBlcBQa2JpPnXM63zCKELynC5HCyfZuVQXR/uJBOZKVYg9gez1axHo5DwhWP+5GwO1fdy22XjeeiVI+Sm2TjS0A/Eht5nu22oamyUzy3LKtiwu5l/vHkadW1DDAz7eeiVI0SiKmpUZWgk8Q/vaDR2ztsvq6B7wIfTZuB7t8/AYTUQVVWaOoeZXp7OyGiQNduaGPD4WTA1m/W7W+PH0Gk1+AJhHl1Tza3Ly7GY9PEvVOv3tHKoro/FM3Lx+mMB0coLi6hqGmD/0Z4xn2FL1zBpLgudfaNEVWhoH8brC8WnQIQiY4OwQCiCPxDG7TSzeEYukePb+MNRHnilip1VXfFtv3nDFH751fn4gmEURWF2ZQbbD3fG3zcbdWSlWuOvvYEIj79Zy9aDHSgKLJqWi0GfmHEOe4O093kpzXK8338aQohPgC4wgLlgIqGhHlp7vazeVI+iwN1XTuBwfV88gHDajZTkJlOR72RPbey+k5VqJSfNRnPXMAum5HCgrnfM8YdGAqQkm9FqNGPCDFVVeeS1am5dXsEjr1URiUSxmfUJtcnae7ykJp0ImDbsaeWWZeU8v+EYXn+YbHesDs+DLx9m6ex8Vi0q5ljLIGX5TrQahYP1vdx1xQR6B31s2tdGz4CPXdXdrLigEDiGUa9l4bQcxmUnMTQSpKF9iLkTM3nnYGzZ9dsureD+R3czvTyNKaVubl5Whlaj4WBdL/tqe3A7zXT2eYlGozR2eqgocNHZN0pOmo3W7hEAxmUn88QbNQnXfri+j5uXlcHxGbw6beI9MTXZhMNqZHJJKs9tSBxdtWJeIVopfi+EEEIIcc6SoOcUwoqJsKsUXKW8++e+okBPylTSnFms6G1AGRgmp34v/++6yzCGBhiXlUR5gZPqxgHWbmvinqsn8uaOFgZG/MydkEUgFGbbwU4CwSi3XVZOqsNMXfsQK+YXUt82FJ/SlZps4s6VE5hVmUlzp4en3qyN90tRwGExsOqiYnRaDYFQhPW7WzDqtdjMetZub6JnwMf8SVk4vUGeXX+Moy2DAOw80sXMinRmVKQx5AlSlu/EZNSx/VAnbqeZBVOyefZ4PYwXN9cnLDkcCEbGTCczG7W094yQ5rIk1PABSEky4/HGgpn5k7JIthmxmfUJ2xgN2oRRN+kuC/5gmPvumIXTGts2EolS3+FJCHkA/vziYf7uusk89dZR6tuGuO7iEmwWPXuqu8nPdHDr8gqSzDpUFRRFYU9tN1uPf2lSVVi3u4XrLy7BZNDiP6kPOo0McBPibFMULcHeVkZrd9DnXMJl8wtJthkY9AT45g1T8IwGAYVINEpD+zA3Li1jxvgMhkeDDA77eXtfO7csL6etZ4Rls/P54+pDJx0bppWnk5pswh8Ix+9xALnpdgaGA6hqLGjWahRMBh03LS3n2fWxFQ9tZj256XZeeruB5XPzWb2pntbuEV7d2siyuQVMLEphxBfiLy8eJhxReXVrI1aTjisXFKHXx1YC3LyvjbrWIcxGHbcsKyM12YyqQprTzN9dN5loVOXZ9cdId1niU2rnT8rkH26aRqrDyLMb6ygvcKEoSsIqi5dfUEhWqpVp5WlsO9jBgCfAvIlZHKrvQ1Fgcok7VsPMbiQYjlKckwzAsdZBdFoN1y4qpizfxdevn8zBY72kOc3xlQtNhljdOZfDRMgf4nu3z+DxN2rw+cNcuaCIieNcEvIIIYQQQpzDJOj5kPpGgvzumYNcNT+X8Xob0X2vonTUUTFpPv2Nx3ikoYDlcwpiTzq1ChkuK2ajjgN1fWw92B6vKbG3ppv5EzNx2IxUFDhp6vBQ1dgfP0/voJ+tB9qZWJRKQ8cQ1y4u4Z2DHVhMOq64cBwqKut3tzDgCeCwGrh2cQlpTjP/9uhuIsdHzLz2TiNLZ+cTes8Usp1VXXznthk8vraaS2bls6+mm3tXTeT1bU38+aXD8RE3w95g/FgAsyv///buO0Cq8l78//tMn53Z3dnee2GXhaVXEQQRlKXYEgkoGL25Mb8kRq58jYkmuYnxfg0xkmi8JjexxIgYEBGwADZQAZXeOyzbe5m6U8/vj1lG10XFXCO7+/28/tE5c+ac5zMMD+d8zvN8nlR2HKwjEAwX6Wyzd/HqtkrmTS5AUeDgqZZIrYnkeDM6rQZXV4Arx2TT1unhkZV7mDIig/LCRA6camHzh+e45epS1r93mqZ2Dzmp0Vw1Loe4aCOuLj8vv3uaDoeX66cWUt/ac/l2CBdmDalqZIn61W+dJDPZyuJZpZTnJ5CUaKW5OTyVTqtV2PGJ0T7nnWuwk55kjRwjNy2a9EQpLirE1y3obMV9Yie2KQvISEnk1d3HIn8vARbPKiUvPZYte2rw+gMkx0VRkBHDgVOtxMUYufmaEpa/sBeXx8/4IWksmlXK27uqMRt1XDU2G7fbx8EWJxlJVu785nCOVLYRazGgAmu7R6rEROn58aLRtHR4KM6O5ceLRuPzBTEadVTW2pk8PJ34WDOhEOw82kByXBSlufF8cKiB6kYHV4zKossb4PUdlXj9QbJTo9m4o5KQCqdrwrFMGpZOXYuLlW+cwGrW880ri8hMtvDk+sPYXT46nN7wfuVpTBuTTW1zeIWxycPTaWr38PymniNyXt9eyU9vHcOy53ZHkua7jzWxaFYpXn8Qq1nPD74xnOPn2ijLTyTWakBV4bY5ZWQkW3l7ZxVrt4an9t40fRA5KRYe+t5lONw+Em1m9FqFXUcaCARDZCVbuH/RGEKqikGrQf2KsjwBVaXd4UOjUYizGHpMbf4kRVF6nFOjUVBVvrJ2CCGEEEIMNJLouUg1zS4q6+1s2FFD1ux8Yiw2AHyKEc3hjfxw1j102U9jcdfhSijhdG0CHQ4fb35U1eM4qQlRxFgN7DxSz6Ds+AvWyjlbZ+ey8nS2H6jHatYzclAyY8tSqKy3s/nDcOFQCCdkVmw8xuKKwT0SMwBv76rm2ikFvUbbgMpl5ems3Hycb80YRHO7h/0nmyNJHoBhRYk43D5KcuIYPzSNk9UdZKXE8PLW09y9YBRVjXZaO7vITY+hodXFwqtLCARCxEYbu6efKZTkxpGfHsNbO8Pxb91by7VTCrhyTBYOl5+U+CjuvGk4R8620dDqwu8PEhdj5P4/fUBJThylefFUNzowG7XotAqB4MftG1qQQF1zzwRQTZOTV7ZVMqwgocf2UEhlSH4Cxyrbe2wfnJdAWoKFfSebyU6JpjQ3rsdywkKIr4fGFE3KogfQaHQ4mn09kjwAa7ee5qeLxzBlRDoNbW4Onm5mysgsslKtGHRaapodXH9FAe12L+/srqYoM5ZB2TZKcxNQNOAPqbTZvTz72lFUwomj/SdbOFrZRkKsiayUaNxdAepbnNQ0OYm1Gtn0wTlQYMKQNBJjTew62oDJqGfbgTqGFiZSkBHLX14+SFN7uOj+kbNtTB6Rwb/NKyM13sKbH51jVEkKT71yGAjXYzMbdax/L7yio8vj57HV+1m6cBQLZpbS3OEiNzWWCUPTaGn38MBTH0ZGzBRn25g1MY9PC4ZUQmq4fzu/YiPA+/vruHvBcOqa3fiDIfIzYnno2Z2RzxVl29jw3hn2Hg9PfztbZ+d3z+/mJ4vGkBpvJinGSIfbz3/+bSfN3fGlJlj48c2jukdK/vPJFUUBb0DFHwwCCk9uOMK+7um/V47O4vopBZg/Ma02pKrUtHo4dq6N+BgTg7JsOD1+9hxvxmjUMqwwkeQYkyR8hBBCCCE+RRI9F8nXfRF9uraTrqZq0sun4T6zD6/ehjG3HN3Z9/Ef3EIXoE64lfdP+CjJjWPkoGT2HG8CwjUQbq0oY8ueGqaMyOSxVXuZP6Ok17kG58VjizayZP4IOl1efP4QKzYe5/IRGdhdPtISLEwoT0OrUdh5pBGdtvdj0BiLAc2nHo8OK0rCZNBxqqaTaaOz2H+imapGB7dWlPHqtrM0tLkYU5pCaW48nS4fE8rTsDv9pCZaiLEaSEuwcKKqnU0fVBJtMVCaG88Lm49zzcRcXJ4Az206htWs5/Jh6URHGXpMzTLoNMTHmFi+cm9km81q5N7Fo5lQloqKytu7a/nWjEEcOdvKmrdPkpYYHqVz+9whbHjvDPWtLoYXJ3H9FYXYXb5eCaAJQ1P59DcRCqlcNjSdHQcbqG0O16soyIhleGEi0SYdxRkxPZJcQoh/PY1WodMTwF3bSpLBhOJ14jmzH1egoNe+TrePdoeXPceaKMmLZ8LQdOqanTy5/jDzpuRzqrqTj440EB9j4rvXlxMMBkmKj2LF68e4YlQGsVYTNY2d3L1wJHXNLg6ebuG6KQUMKUig3eFlcF48VQ128tJiSUu08l/PfJwUOXCyhbvmjyA/I474GBMlOXFs3VNDTmo0Oq0GjUaJ9B/v7atl2qgsvD4f115RSJRRR3ZKNOcaHJQXJvaoI3bemdpOJg5Npc2u5VyDg/yMWFZsPEZJThzpyVYaWtwcOduKzWokxmKIJPkBMpKsdNi9XDulgBumFtJm99Bm9xIXY2bnkXDy/nh1O6W58QwtTMBsDE+JLc6MxesLUpQZx94TTZys7sAfCNHY7sYXCBJjMeDy+Jk1MZd399bS5Q0ysTyN5k4PVnM0Trcfi0WPVqVXf/u5FDhZ56CywY7FpKe5wxNJ8gC8tauaoQUJlOeFFzzwBkIcOdfBY6v3RfZJijNz2+wyKhvs7D7WxJq3T/HAv48nMdr4ZVoihBBCCDHgSaLnIuWkWCOJBY0C/o4Gkmb/f3QqIQzDZ2Ff8+vIvvrOWto6TFhMyaQlWliYV0IwGCI7NZpT1W1cVp7O7mONDClI5Pi5dmaOz+GND88RUsNJnikjM3hizX6qGp2U5saTkWylvtWFAkwqTycu1sSr284SDIaYPCKTzGQr2SnRkZW/ACouy0NRwv89Vd3B2MEppCdb+ehwAyMGJRFt1rPpg3PhpdY3HuWy8nQuH55Bgs3E3uNNjChOJhgMEWXS0uHwsvd4EzVNThbMHISrK4CrK8DLW09z7ZRCnn3tCIGgSpRJxw1TC3lh83FcXQGmj8mOtGfM4NTI6J7zOpxeahqdjCpKYPuRJlLio3hvX22kSHVts5Nlz+3mZ7eNYdroLOJiTOh1Gn773G4Meg3fu34Yf3xxH6oKY0pTGFOScsGkTaxZx32LR9PQ5kZRFFLjozB2J8ckySPE18sTCLJlZx3rtp4mpMINU3K4viQIqKSmJaLTNvQomjx+SBqbPqikw+njvf21TB6RyTUTcvjWjEGEVAiGQiyYUUIgGOJMbSfDihJp6fBw29wy9hxvwukJMHNCHgadhle2nWHRrMH8/h978QdC3D6nDE9XgIIMG2ajjqPn2tHrNJFpr9kp0XQ4vZxrcPDBoXpuumoQk0dmYNRrufmaEtrtXvadbGbnkUYUQKOBQ2fa2XX0OINy4lhcMZhHnt+D3eUjLsZIY5u7x3cRH2OkssGB1axHURRqmxzceGVRuI8yaGju6GL+VcVEmfQ8eMd4Dp5uo93hpb2zi0kjMvB4Azy/6RiurgAzxuaQZIviuY3HSIg1MbYslUHZcYRCKtPHZLP+3TMUZdk4W+9k445zeP1BJo/I4JvTizhd3Ul2ajTHq9p5ftNxosw6LitP57orCul0eDlZ3cbQwkQOdy9v7/QGUFWVxFgTJu3FjYRstnvZf6qF/SebSUuw0Grv6rXPoTOtjChMxOHxs+NwA5s+PAeEC3EPL07C4fZT0+wgMzmamiYnjW1u9pxoZuboLBnVI4QQQgjxCZLouUgZmmbu+1Yphyrt2JKiCdZW4j7+EVFFowillID6iXo4J7Zy++RRPPzaccYMTsNq1pMYZ+bgqRZe33EOjUYJ14No9+APhGjucHPX/JHotAp1LU4efPojFl5dylPrD3G0so1Jw9KZNiqTQVk2EuPMPL56f+RUb++qJinWxA3TCnG4fLTZuyjOjsPjDdJm9zCiOIkh+QkEgiGSbWYuH55Oc0cX6UkWCjNjOXauHa8vyNu7qgH4yeIxzJ9eTFO7h8NnW3l1WyUhVeXyYenkZ8Ry6HQrhZk2TtV0UFlvR6dVuPHKYsxGLSlxUax/9wyJNjN3TC0kJ9XCN6cXsXbLaUxGXWTFrk/qdPk4dK6DWIsBvV4bSfKcFwiGcLj9+PwB1m093SOZ1drp4SeLxxAfY8Jm0aP5nOt8k05DbrL1n/zTF0J8VY6e62D1Wycjr7PMHtqPHoDcUZjbTvLThUNY+U4VdS0uLh+ewaRhaWg1GlRU7E4/KipVDQ6e3HAIm9XEwqtLeGHzcZq7Cw8PL04i1mrkob/tjKx8uONgPUsXjuTf5g6lw9lFu6OL+24dyx9X76fdEa6Nc/nwDIbkJ3DLNaW8tbOKCeXp1Le42PDeGXLTYqi4LJ/frdhNc0d4OtP0MVkMyo1nSH4iVQ0OZl2Wy6q3TnLodCsA9a0uDpxq4e6Fozh+ro2slGhOVu2JTLNNtJmItRr5wz/2oqpwxahMQOGtnVUYdBp+fMsookx6XnzrJLUtTsaVpVGSG8czrxzh2ikFoMKyv++KTPH66/pDfHvOYHz+AAdOhaemLby6hBiLgeUr96IoMLE8PVLwGWDL7hpsViOp8VFUNzp59tWP3ztxrp1bZ5eRlhBFRrKVh/62kxnjcjha2cbuY42kJ1qYO7mAvGTrRY3sqW9xEWs1UNPkJBhSKc2N7zVNryDTRigU4lyjA6cngMsTrvVmMen44FA9sVYjaQkW/rH3BJcNS+eld07h7gpEikgLIYQQQogwSfRcpJCzlSJ/J2kd7+F/tQllxExix88h5PXg0lvRpxXhrw/fvKgBH0mHX+CX376bE/Vd+PxBtu+vY2/3ksChkMrRs21s3FFJly/I1RNyaXd0ca7BEUm4fHCwnvKiJPZ1f6YoOw6NVhN5/Ul7TjQzOD+BZ1490r06lsJLW05x25wyHl6xO7KylMWk4z//bTzluXEoCnzjymKWr9yD0xNOwEwcmkZKnJkYk45zvgDr3j0TOcfWvbVcd0UhNU0O4mI+HiZvMug4Wd3JB4fqSU0w838WjEKv03B+ja4rhmeQmxaL1xcgNd7Mik8UFNVoFDQahd89v4cYi4Hv3zgMq1kfac95/oCKVqtl/JA06lqckelasVYDZ+vsvPFRFfkZsYwtTSEuqufqXheiaCAQBJ22Z35OCPGvZbUa+eDQx1OYdFqFAnMnRlsB9nUPYi4YSWGWnaWT06nSD+eFzcfZuKOSe24exZotpyKFjXPTYli6YDTLntvFE2v2c9f8kdS3uPD6g7R1dlFZb48keYYWJDI4L55lf9+N1x+kYmIu37t+GOvfPRNJ8kB46tXw4iT+tPYAdy8YxSvbzkRqe7V2dnGqpoNpo7MjBZzf3FlNWqIVjQLfnj0YrUbDodNHesTbZu/i+Lk2XnjjBEk2MwtmlhBSVeKijcRFG/m/f9sZ6c/e2lnNjdOKMBt1+AMhDAYd//XMzkih+1e3naXd3sW00Vmseusk373OhEZRCH4iw/HmR9VcMzGXZ187hj8QXip+x4HwioPxMSbqWnoXt995pJG8jBjy0mKxmPW4uvvfkAoN3SOQTtd2cO2UQmqaHby/rw4ILxxw/FwHv/z38Xi6AuQkW+Bzki3WKAMN3TV/6ltcXDk6i7REC/XdbSrNjSc+xgSA3eXnoyMNzJqYi9cfjNQ2amr38MjKvdxydQkeXxBFgdGlyTIyUwghhBDiU6T67EUyWGJpffvveOtOEXLb0ccl0/nha2gtNtT3n8FaPBpr+VR0MUkYSyYRM3khxo2/xqr18/au6kiS5zy9ThO5wN/8QSVZKdHkpsWg7y4I3NjuZvqYbBQFunxB/rz2IE9uOExuakyvtuWkRnOiuoN2u5c5k/L56EgDJTlxVNbbeywf7uoKsP1gPV3BEN6AylMbDjNzfA43TS9mwcxBeHwBqhodaLUadh1t6nWeI2dbuWpsDqU58Sy8uoTb5wzmw8MN1DU7uGfRKL4xrZgT1R10unwo3Y94owxamtrcvLLtLG12L9ddUUhagoWS3Hhum13G5g/CQ/PtLh91LU5unFYUOd+gbBvfu6Ecp8fH2i2neGdPNfMmh2t4DMlP4MjZNlZuPs7OI438440TPPHSAXzBz7/gd3QFWL+tkv986iOef/MU7Rcohi2E+NdQFIX0JEuP19GxMTi3/h2tJRZjSi7tW1bSpEvhv/62k9N1dtKTLJxrcESSPACV9XbO1HWSkxbN9LE5vLz1FCs2HePFt0/y6Kp9JNpMxFgMKAqMGJTEP948QYfTi8cb4MV3TuH2+qlrcfZqX7u9C6NeQzCk9irg3un0YdT3/CfT6w/i6gqg02rocHp71UUDItuaOzz8/fWjPL/pGGkJFl7fUdmjxhjAsXNt5KXHMGlYGnUtrkiS57wdh+opL0oEwsukf3t2GTdMLYwkSKKMOjxdH3/GYtJhNoWf5zg9fuIuUMsmNSGKlg4Pmz88x7iy1B7vRRm1NLS62LqnluwUK9u7k0afjL+u2cUDT39EY4eXz5OREIXNasBiDifjn998nOFFSXz3uqH8+7VDuGZiLruPNqLRKGQmhxNAqQmWSGLpvFBIJRhScbp9/OzbY8mIl9UShRBCCCE+TRI9FyngaAMVoodfSfyVi1GDAWyX30DLa0/QVXmA9rPHOBY3mXfSv81/N4xi/Uk9gczRZDW+x3WTe66YEmMxoNNqInUoQio0tLrocHQxZ1IeeekxjClN4dCZFr5/4zCOn2vjhqmFjChOIivFSlKcOXKs6Cg9E8rT0SgKM8blkJYYxbVTCijJjSc5zsy3ZgzCaNBG9q9pdvKXdYexe/x0OLpY884p/vHmCZ7fdJy9x5sJBFVCIZW89N4Jpdy0aBrbXDz7+lFWbDxGZYODkKpy45XFbN9fz9qtpzlV28kHhxtpdoSLhoZCKuNKk5l9WR41zQ4UVO65eRRluXE8/crhHsun1zQ5mVSeyoPfncCDd0wkLdHKX14+yKvbznLr7MHotBoSbWZiLAYqJuXx7r7aHu07VdNJY/cT4wsJqvDXDYdZu/UMtc1O3vioit/8fRcevwzrEeLr4HL5GFWSEklM+AMhggYrIbeDqEHjcOx/G4BmRzAyFWdwbgInqtt7HetYZRtleQnExxg5VdNzCtCad04xaXgGKfFRnGtw9Prs1j21XDkmq9f2BJuZLl8IvU5B+zlJm/OMei0JsSY67F78wSAzx+X0eL8sP4Happ4JpUE5cXi8fjKSonsdPz3RQmGmjZElKeguUPvGZNARPD+i0WJk5eZjvLa9ktmT8kiJj2Lu5PzISMxEmwmTUU9Rlg2dVoPXF0RVVTKSPp7CajbqGFGczLHKdgLBUI/C/haznvLCJDZ318lps3dhNvYeBKxowv18TVPv77nHd6XTUJBh485vDmdieRrpiRaiTDos3aM4n1hzgJElyQSDKmlxUfzopuGcrO7AeoFRmvExJm6cUkDuRU4bE0IIIYT4f41M3bpYejPxVyzAse8NHPveAhRiRl+NMTUft6Odhqyr+O3as5HdD5xpJ37uJIa3baKk6XX+c3EFB6qcmAxa9DotL7zx8RSmlPgoUhMttNu97DzaSFZKNGX5CTz9ymGKs+KIsRpZ9+4ZjAYttmgjN0wNrzoVF20kMdbMS1tOMqQgCUUBjzfI4y/uj9wkxVgM3DC1kOe7p0yV5MSzYtMxMpOtLJxZwv+sOxRph0GnISvZiqqqDC1IICU+KlI81BZtZFB2PI+u2hfZ/62d1fzstrH8df3hyPD7k9UdlBcmkpoQRXJMIqGQilGnYVhePKOKElHVcCIpLdHaa0n4saWpaFSItRh4/s0TkafHDa1u/mftQW6ZNRivL8iy71/GuUbnBWsyhD6nUEObw8vB7voZ5zW1e2hsd0v9HiG+BqFQCJtVz13zh1PX7CJG20XIEo+5eCygoHbPpYy3fJyc3n+yiZnjcyPLgZ83tDCRrXtruGZCbq/zOFw+hhcl0dDiIjHW1Ov9hBgTw4qTeW9fPbXNTjQKXDMxj/oWJzEWA1aTnqvGZrOxe8QhwPCiRDq6p3ppNAqzL8ujw9FFUVYqJoOGkAoaBe64fignqztJT7RQmhfHnmPNkdW5UuKjuHxYBrXNLvIzYkiymSM1f+JjTORnxFLV4GDl5uPcPreM3LQYKuvtkTZcP7WQV7adIS3Bgk6rwdU9euf5Tcf4+e3jsbu9XDEqE2uUgeyUaFZuOkpLp5eFV5fQ2unBqNfyvRuG0mb3Ut/iREVhZfe/RTPH5TAoNx5rlAGLSUd+eix/+MfeyKgju9vHnEl5vPDGiUh7slKsWM0GAEwXSAJ9WlyUnhNV7bR1djFzfA7uLj9/WXuQEHDz1SXkpYaTXxoFhucnMCjLxvDiJJb9fVfkGImxJgrSY6QojxBCCCHE5+gXiZ4NGzbwxBNPEAgEWLx4MQsXLvza26BNzMZx6C38beeHrqvYd71O3BUL8LXUsLc22Oszb+yuI/XqG3C6unh7Ry0Gg5bywkTMRh156TGcqu6gJCeeeZPzeW9vLe/srgHC0xL2nWhi8azBNHd4ePOj8GpVAU+IZ187yi3XlLJy83FGDkpmzuV5pCdF89KWU4wuSWbd1tM9rn/tLh/+QIjU+Cgmj8zk0OkWQiGVY+famTspD0UzlE0fnCMtMYo5k/JJjDaiqio+X5BxZalYzHpUIDvZyu9f2NsrRndXIJLkOe/AqRamjMhAURQ+WbQhEPh45ExZbhyLK0p56Z1T6HVavnVVMXmp4WRLu8vXo44HELmJCoZUfP4gaQkWRgxK6nHzl5FkIeUTo516/RlqlQsW7bzQk3MhxL9GtEGHGgWJRSYSAs0ouPCPvwHPoXeIHnYlnTvWklC5mfnTJ7PqrVM0d3SREGtiVEkyu4+Fp5QOK0qiNDeeRJuZZJs5siLieRPL0wmFguSmRZOfHktctDFSj8eo1zKqJJlf/mUHt84uw2LSY4s20u7ooqbRyfdvLMdk1FCSG0dKQhTN7R4Ks2xoNRp0WoVhRYkYdFpUVUWn07LqrROcqu7grvkjSIg2E2XWkWgzcaKqE5c7wO5jjXzzyiJUFTqdXirrOinOjsOo1zJ5RAYGvRYVyEyyEBdj4ukNR/D6g+w/0cIts0ppaHHR0umhMNOGXqfBZjVS1ejgxXc+LmgdCKp0OLpYufkEoVCI0YNTiTLpuPmawZyq6UCv1TBmcAoWk56WDg/RZj0BWxS7jjaRkxrNpGEZFGbF0uUNUJQZrtXz+Iv7ae0Mr4yVmhDF6JIUvP4gP1k8hhNV4dXJslOiWfXmCdISLOSkfHGyXKPAhMHJlObE4e7yk2AzcdnQNDSKQpRB26PWjqqqmHQaitOjeeDfJ3C8qp0Yi4HiTBvRpn5x6SKEEEIIccn0+aulxsZGli9fzksvvYTBYGD+/PmMGzeOwsLCr7UdwZCKt+por+1qwE/I10VydO9kQWpCFHuPtxAfa6ZiUh5t9i6cLh+5KdFcO7kAi1lPMBgiEFLZurfnNCSH249er2Hbgbpex61pcpBkM5OXHovL5WfKiHSuGJGJNUrHfz2zq9f+Oq2GMYNT2bijErsrPKVq0rB0dIrC+JIkrhyTjcvZhRpSI0vU2qxG3ttXG7k5GleWSm56LCeqek6h+KyHqgk2E8HgZ0+JMuo0TB2WzrjSFBQFTN03ThCezpEQY4o86T7PFm1izTsnGVeajFmvYdE1pQzOS2DXkUbK8hO4fFgaJt1nJ23iLAaumZDLa9srI9uGFyeRYvvs5JAQ4qsXY9KhKAqqy0nrm39HO/nbmHOGoNUbsMVn4j68lSlp9ZR9ZxztTj+JsSYWzChmxrgcfIEgyXFmfP4QmclW3B4fP/jGcNa9e5qmNjeThmUwpiyFTnu473ptx1mmj81Gp9WgEh4xqCig1WjYuOMcN11VjMPlpa2zi+KsOKItevQ6LYOy43F7/fj8IVZuOkZRdhw5qdGAhja7i/REK+vePY3NamTh1SX8z8uHaOteMvz/3DyKU9XtON0+5kzKZ/17Z2ju8DB1ZCbTRmex+3gTHx1pZPq4bFra3eFaRVEGQEWrVcAPG94/w/6TzYwrS2VSeTpn6jqpaXIytCCRpzYc7pEU0SjhZPg3phdh0mvxdPlpaHPzwubjqGp4pKPXF+Sm6cUcOdvGtNGZ5KRaibUYCIRUokxaNu6o5O1dNWg1CoPz41m6YDT1rS5UwN3lY9fRRq4YkUFyrImEaCOBkEpNk52KibnkpcdgvYgRPQCoYIvSYzs/Jau7y/6sgsoaRSEj3kxmglkG8QghhBBCXKQ+n+jZvn0748ePx2azATBz5kw2btzID37wg6+1HY0eLcbUQXCu56gWXWI2cZNuZKQpllf2dNB2/qmxQcuMsTnUtTipanRgjTLQYe8iyqTn0dX7mT4mmxfeOI6iwPVXFKHTKPg+daHr8vhJjoui6lM1JmzRRnRahQlDUnusMqUoCrMn5fKXdYc/sS1cW+dYZTsujx9FgamjshhVnBRJrJiNOpz2nueOMmi4e8FIlr+wl9bOLo5XtfMf3xrJE2v2U9/qRqfVcNP0IoxGLcXZNk5UdUQ+O2VkJulxX1wgMxRSI4kZ9RNX8NFmPbMn5fHMq0ciF/aFWTaqG+3MviwPi1FHKKQSa9IxfUQGV43KAPWzbxQi3wUwe2Iug/PiOVHVQW5aDEWZsei1UuVBiK+bqqpojFGE3B0kmDW4OkO0r32Q0LB5nM1bwBsfNTBhqIOX3jlNh/PjQr8JsSZ+NieJ//tyU2S7TqswdnAqt80pwx8Isezvu9BoFK6ekMvhM20cPtMW+fzV43Ooa3Ux+/J8AoEQp6o62HGonoY2NxOHpnHNxBxaWrpwuHx0eQMYDFqmjsnm0e5l0AEG58VzWXk6BZk2mtvcPLn+4z53/JBUVGDP8WagGZ1Ww7iyVCYPz0Cjgf96ZidXjc3imol5PL3hENPH5rBy8zEMeg1mo4brryjkuY3HAKhqdOBw+0CB6kYHaQkWTlW3c8f1Q3ls1X4CwRAaBa67opCXt54mLtrIjdOKMBp0/OnZnfg/MYoyPdFCS2cXJ6vbGV2azN2Pvo/VrGfBzEE0tau8uzf8UCEuxsj4sjR+8sT7BIIq9317LPlp0VhNOtTuPjbeGp6ulRyT9JX/Lj6LJHmEEEIIIS6eoqp9+/Lpz3/+M263myVLlgCwevVqDhw4wAMPPHBRn29tdX4lS69+eLyZVFpJ2vM/BB3hmwZl0GSiyq9EV7sfFZVWNY46cyEBjZHUxPBSs6oKdc1OEm1m8Ht44LmD3TVqLFwxMpO0RAsxUQaOVLay6s2Ph+KnJ1kYNSiFlPgontt4NLJ6VnK8me/fMIw4qxGrUdurnd5AiF0nmnltWyVWi57rphSQm2LFpNfS6fajqmCz6Hssg5uUFE1zc+9CmooCHn8Iu9uHxaTHatThDYRoc3hRNPDk+kOcqbUzb0oBJr2O2hYnwwqTKMmOxazv3baLpkBDRxdVjY7uWkQmkuLMqCGVzAQLXzTT6rPi+aTzNTP6g4uJpz+ReC6tpAsUAb4YX1Vf+klxpgBd1Udo27oKW8UPsL/zN3w1R9FGJxDMG0/M0Mmcclr467pDNLa5yUq2csesPGK3PMTZId/lkVdrIgmAkYOSmX9VMTsO1pOWaOHFt08yYWgax6vaIyto5afHcMusUla9dZK2zi6mjc4kP8PGmdoO9Lrw1NrGNhexFiP7T7Xw6raz+AMhrptSQFl+AvWtLox6HTEWPRqNwpPrDzNyUDJ6nYb6FhdDChLpdHRRXpTEX9YditTX0Wk13Lt4NHqtQqfTz+q3TxJl1DF8UBKDsuIIqioNrS66vEFSE6IIqSq7jjaSlmhlSH48z752lDO1nYwuTWF4cTJHz7Vyzfhc6lvcWMw6Oh1e2hxeTtd2cFl5Ok6Pn4RYE0+uP0xrZxd56TEsmFFCuz38/xoF6lrdxFoMpMSZw+1y+XF4/Di6/Dz58iFQFBbNKqUsx4ZWGRjJ8P72d/WLSDyX1j/blwohhBBfhz6f6HniiSfwer3cddddAKxatYpDhw7xq1/96mttx/v7alm+cg83TUwix+ohgIE9DVq+NTUbk7OWkKsDjTWeQFQibT4Dfo2Bs3XhREV+RgzZKdEYAi52nepg/fZaTCYd8y7PJyHWhNcfxOsLYnf7OXq2FVu0EVWFNW+fxGLW840ri4mLMWLQa8lPjyU1wfKF7XW4fei0mguukvJVqWt2Ut3owGjQkpsWi+0CS/f+b3T5Avj8IWIshq/0uEKIvsPvtBNoqybosuOPTkPraCTodeOPSqJTiSHaYsbuBV8gSJTZiF4JYvU0EOxy0qhNo64zhMGgx2TQYjHrI6sZmo06VBWMRg3NbeFpoCajFk13rR2TXktju4cPDzUQH2tiaEEiWkVF0WhwuP3ExxjxeIMEgyHMJh0+X7B7xUQFhztAu8NLYqwRu9uPRqOQHGfG4fKh0WiobXaSmWylodWNxxsgOT6K5jYXRoOO9CQLXb4gnU4fNqsRrSacd29q92A0aImJ0mON0hMIqDi7/Og0SriOjwoBfxBVUehweFEUFVu0medeP8qhM60kxZm5fW4Zh061YtBrGVIQT1JcFB5vAKtZT3qiFe1F1CNTVZXWzi60WoW46N6FrIUQQgghRN/X5xM9a9euZdeuXTz44IMAPP7446iqetFTt76qp9AuX5BnXz/GzqONQHiqwNKFoylO//wnOp8u/qsogKIJry7TY3u4ULAvqLJi03G2di8drtNquO/bY8hJ/OLkzj+rvz1F+yIST98m8VxafWlEz6e/O61Wg1YLWk0ITcCPTzHhDwTRGrTdowRDuN1BFAVCofAIRhQFrQaijFoCgRChkIqifPaIPUVRcPuCBIIhos06DAYdoVCIUFDt9Znzy6lrtQrBC7z/aQkJVppanOi0oH6qRJlGo6Cq6lc2Ben8vy1BFFxdfkx6LUadgkYTTuaEQqH/9bn622/7i0g8fVt/i0dG9AghhOjL+nyNnokTJ/LYY4/R1taG2Wxm8+bNFz1t66tkMWhZPKuEK8dk4eryk5ZgITXOBJ9dbxjoXVdAVel9BwCRGwCdAt+6qpgrRmXi8vhJS4gizmrokRQSQoiBKBgMEYwsYKgHwi+C3iBOb++VDQ2fqK/l/cT7n/f8QlVVzHoN6MNDaXzewGfuez6xc7EJLo1GQatcsIv/ypNk50PUohLTvQqVqvK5RfCFEEIIIcT/G/p8oiclJYUlS5awaNEi/H4/N954I+Xl5ZekLVF6LcXpMR8/dfoXXU8btAo5SZ8YwSNJHiGEEEIIIYQQQlyEPp/oAZgzZw5z5sy51M0QQgghhBBCCCGE6NO+uDKjEEIIIYQQQgghhOgXJNEjhBBCCCGEEEIIMUBIokcIIYQQQgghhBBigJBEjxBCCCGEEEIIIcQAIYkeIYQQQgghhBBCiAFCEj1CCCGEEEIIIYQQA4QkeoQQQgghhBBCCCEGCN2lbsC/mkaj9KvjXioST98m8fRtAy2eC5G+9OJIPH2bxNO3DbR4hBBCiEtFUVVVvdSNEEIIIYQQQgghhBD/ezJ1SwghhBBCCCGEEGKAkESPEEIIIYQQQgghxAAhiR4hhBBCCCGEEEKIAUISPUIIIYQQQgghhBADhCR6hBBCCCGEEEIIIQYISfQIIYQQQgghhBBCDBCS6BFCCCGEEEIIIYQYICTRI4QQQgghhBBCCDFASKJHCCGEEEIIIYQQYoCQRM+XtGHDBmbNmsWMGTNYsWLFpW7ORXM6ncyePZuamhoAtm/fzpw5c5gxYwbLly+P7Hf06FGuv/56Zs6cyX333UcgELhUTf5Mf/zjH6moqKCiooJly5YB/TueP/zhD8yaNYuKigqefvppoH/Hc95vfvMb7r33XqB/x3PLLbdQUVHBvHnzmDdvHvv37+/X8fQF/bUfBelL+3I80pf27XikLxVCCCG+Rqq4aA0NDerUqVPV9vZ21eVyqXPmzFFPnjx5qZv1hfbt26fOnj1bLSsrU6urq1WPx6NOmTJFraqqUv1+v3rbbbepW7ZsUVVVVSsqKtS9e/eqqqqqP/nJT9QVK1Zcwpb3tm3bNvWmm25SvV6v6vP51EWLFqkbNmzot/F8+OGH6vz581W/3696PB516tSp6tGjR/ttPOdt375dHTdunPrjH/+4X//eQqGQOmnSJNXv90e29ed4+oL+2o+qqvSlfTke6Uv7djzSlwohhBBfLxnR8yVs376d8ePHY7PZiIqKYubMmWzcuPFSN+sLrVq1il/84hckJycDcODAAXJycsjKykKn0zFnzhw2btxIbW0tXV1dDB8+HIDrr7++z8WXlJTEvffei8FgQK/XU1BQQGVlZb+NZ+zYsTz77LPodDpaW1sJBoPY7fZ+Gw9AR0cHy5cv54477gD69+/tzJkzANx2223MnTuX5557rl/H0xf0134UpC/ty/FIX9q345G+VAghhPh6SaLnS2hqaiIpKSnyOjk5mcbGxkvYoovz4IMPMnr06Mjrz4rj09uTkpL6XHxFRUWRi7/Kykpef/11FEXpt/EA6PV6Hn30USoqKpgwYUK//vMB+PnPf86SJUuIiYkB+vfvzW63M2HCBB5//HGeeeYZXnjhBerq6vptPH1Bf+1HQfrS8/piPCB96Xl9MR7pS4UQQoivlyR6voRQKISiKJHXqqr2eN1ffFYc/Sm+kydPctttt3HPPfeQlZXV7+O588472bFjB/X19VRWVvbbeFavXk1aWhoTJkyIbOvPv7cRI0awbNkyoqOjiY+P58Ybb+TRRx/tt/H0BQPpe+rPv+3zpC/tm/FIX9q34xFCCCH6Ot2lbkB/kpqayq5duyKvm5ubI0P4+5PU1FSam5sjr8/H8entLS0tfTK+3bt3c+edd/LTn/6UiooKPvroo34bz+nTp/H5fJSWlmI2m5kxYwYbN25Eq9VG9ulP8bz22ms0Nzczb948Ojs7cbvd1NbW9tt4du3ahd/vj9xsqapKRkZGv/299QUDpR8F6Uv7EulL+3Y80pcKIYQQXy8Z0fMlTJw4kR07dtDW1obH42Hz5s1Mnjz5UjfrSxs2bBhnz57l3LlzBINBXnnlFSZPnkxGRgZGo5Hdu3cDsG7duj4XX319Pd///vd5+OGHqaioAPp3PDU1Ndx///34fD58Ph9vvfUW8+fP77fxPP3007zyyiusW7eOO++8k2nTpvHXv/6138bjcDhYtmwZXq8Xp9PJ2rVr+Y//+I9+G09fMFD6UejffY/0pX07HulL+3Y8QgghRF8nI3q+hJSUFJYsWcKiRYvw+/3ceOONlJeXX+pmfWlGo5GHHnqIH/7wh3i9XqZMmcLVV18NwMMPP8z999+P0+mkrKyMRYsWXeLW9vTkk0/i9Xp56KGHItvmz5/fb+OZMmUKBw4c4Nprr0Wr1TJjxgwqKiqIj4/vl/FcSH/+vU2dOpX9+/dz7bXXEgqFWLBgASNGjOi38fQFA6Ufhf7925a+tG/HcyH9+fcmfakQQgjx9VJUVVUvdSOEEEIIIYQQQgghxP+eTN0SQgghhBBCCCGEGCAk0SOEEEIIIYQQQggxQEiiRwghhBBCCCGEEGKAkESPEEIIIYQQQgghxAAhiR4hhBBCCCGEEEKIAUKWVxcDxosvvsg//vEPXC4XPp+PrKws7rrrLoYNG8a9997Ltm3biI+PByAUCuF2u5k/fz7f+c53Isd4/fXXeeqpp7Db7RgMBrKzs7nzzjsZNGgQAI899hjt7e38/Oc/73Hu2bNn87Of/Yxx48Yxbdo0Ro0axW9/+9vI+wcPHuRHP/oRb7/9Nh9++CHf+c53yMvLi7QlLi6OO+64g4kTJ0bOs2LFClJSUnqc5/LLL2fp0qXce++9FBUVcfvtt/f6HqZNm4Zer8dkMvXY/otf/ILVq1ej1+v51a9+1eO9TZs28fjjj7N+/fov9Z0LIQYW6UfDpB8VQgghRH8miR4xIDzyyCPs3LmT3//+92RkZACwY8cOvvvd7/LSSy8BcOutt/a4oK+rq2PWrFlMmzaNgoICnnvuOdasWcNvf/tbCgsLAdi6dSu33XYbf/3rXyktLb3o9mzcuJFJkyYxb968C76fnZ3NunXrIq+PHTvG7bffzn//938zbNgwAGbNmtXrRuhiPfzwwwwdOrTXdr1ez6233spPf/rTHjcwq1atYuHChf/UuYQQA4P0oz1JPyqEEEKI/kqmbol+r6Wlhb/97W/84Q9/iNycAEyYMIF7770Xj8dzwc81NDSgqipWqxWfz8fy5ct5+OGHIzcnAFOmTOE73/kOy5cv/1JtWrJkCb/+9a+prq6+qP1LSkq45ZZbeOaZZ77Ueb6soUOHkpeXx8aNGyPbampqOHToEHPnzv2XnlsI0XdJP3rxpB8VQgghRF8nI3pEv7dv3z4KCgpITk7u9d61114b+f9nnnmG9evX43Q6cTqdjBo1ij//+c+kpKRw6NAh9Ho9BQUFvY4xYcIEHnvssS/VpjFjxtDZ2cnSpUtZsWLFRX2mpKSEDRs2RF6/9tpr7N69u8c+S5cu5fLLL//CYy1durTHk2aDwcDq1asBWLBgAWvWrIl8N6tXr2bevHmYzeaLaqcQYuCRfrQ36UeFEEII0V9Jokf0e6qq9njtdDojw+fdbjfXXHMN8PGUA7fbzZIlSzAYDIwbNy7yuUAgcMHj+3w+FEUBiPz300KhEFqttse2H/7wh+zYsYPHHnuM6dOnf2EciqL0uKn4V0w5AKioqGDZsmVUVVWRnp7O2rVrefbZZ/+p8wghBgbpR3uTflQIIYQQ/ZVM3RL9Xnl5OWfPnqW9vR0Aq9XKunXrWLduHXPnzsXpdPbYPyoqimXLlrFz587IEP+ioiIAjh492uv4H374ISNGjAAgLi6Ojo6OXvu0trZis9l6bNPpdPzud7/j+eefZ9euXV8Yx8GDBykuLv7C/f63jEYj1113HWvWrGHLli0UFRWRm5v7Lz+vEKLvkn70y5F+VAghhBB9mSR6RL+XkpLCokWL+NGPfkRdXV1ke21tLXv27EGj6f0zj42N5cc//jGPPvoojY2NGI1Gli5dyj333MPp06cj+23ZsoUnn3ySH/3oRwBMnDiRHTt29Njn5Zdfxmq1kp+f3+s8WVlZ3HfffTzyyCOfG8OBAwdYuXIlixcv/tLx/zMWLFjAq6++yksvvcTNN9/8tZxTCNF3ST/65Uk/KoQQQoi+SqZuiQFhyZIlrF+/nrvvvhuPx4PD4SA2NpZZs2axcOFCfvnLX/b6zNy5c1m9ejW/+c1veOSRR5g/fz6JiYncf//92O12AoEAeXl5PPXUU5GVYvLy8njggQe45557CAQC+Hw+MjMz+ctf/nLBGyEI17d4//332bNnT2RbVVVVZCUZjUaD1Wrl4YcfpqSkJLLPhWpLpKWl8ac//QmA5cuX88c//jHy3tSpUyM3Qp+uLQFw8803841vfAMI3zjl5+dz4sQJpkyZcnFfshBiQJN+VPpRIYQQQgwMivrpiflCCCGEEEIIIYQQol+SqVtCCCGEEEIIIYQQA4QkeoQQQgghhBBCCCEGCEn0CCGEEEIIIYQQQgwQkugRQgghhBBCCCGEGCAk0SOEEEIIIYQQQggxQEiiRwghhBBCCCGEEGKAkESPEEIIIYQQQgghxAAhiR4hhBBCCCGEEEKIAeL/BzAxU/HxwlZFAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.relplot(\n", " data=building_footprints, \n", " x=\"GROUNDELEV\", \n", " y=\"HEIGHTROOF\", \n", " hue=\"pfirm15_flag\", \n", " col=\"borough\", \n", " col_wrap=3,\n", " facet_kws={\"legend_out\": True}\n", ")" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.relplot(\n", " data=building_footprints, \n", " x=\"GROUNDELEV\", \n", " y=\"HEIGHTROOF\", \n", " col=\"pfirm15_flag\",\n", " hue=\"pfirm15_flag\", \n", " size=\"CNSTRCT_YR\", \n", " style=\"borough\",\n", " palette=[\"b\", \"r\"], \n", " sizes=(10, 100),\n", " height=7,\n", " facet_kws={\"legend_out\": True}\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Joint Grids" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Scatter Plots" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.jointplot(\n", " x='GROUNDELEV',\n", " y='HEIGHTROOF',\n", " data=building_footprints,\n", " height=7\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Hexbin Plots" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.jointplot(\n", " x='longitude',\n", " y='latitude', \n", " data=building_footprints,\n", " kind=\"hex\", \n", " color=\"k\", \n", " height=7\n", ") \n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Kernel Density Estimation" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sample_df = building_footprints[building_footprints['CNSTRCT_YR'].between(2010, 2020)]\n", "\n", "sns.jointplot(\n", " x='longitude', \n", " y='latitude', \n", " data=sample_df, \n", " kind=\"kde\", \n", " height=7\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualizing Pairwise Relationships in a Dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Pair Plot" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cols = [\n", " 'borough', \n", " 'CNSTRCT_YR', \n", " 'HEIGHTROOF', \n", " 'GROUNDELEV', \n", " 'latitude', \n", " 'longitude'\n", "]\n", "\n", "selected_df = building_footprints.loc[:, cols]\n", "\n", "selected_df = selected_df.sample(10000)\n", "sns.pairplot(selected_df)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pairplot(\n", " selected_df, \n", " hue=\"borough\"\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Heat Maps" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "sns.heatmap(\n", " building_footprints.corr(), \n", " ax=ax)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "image/png": 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516+AzWKlUdh8mhxYhikjm/T7ibh5uqMJ8cG7pH1uWFZ8Kl/1nIc+XYvFaGLv9C1k55ZP/KUI1P5eiDIJOWVVBLv5ULJYMAB9urbm1737/3W/7ft6L2xmA1LRRn1RydatW1F3echnAY9+PcjavpfsA8ecrqu7tSPj65+xZmahbFSH62eusu+zXQD89u0+mvYsfHhS7ibn7TUT+XaR88dSh8FdiLkVxZWL4dhsNiaOnEn5SmUL1fGAUeMHk5KcyndfbQPg9MlznD7+F/fuRhEQ6I/BYKR560ZPpWPhrBWcO3OBu5duYdAbkCqkHN12uEj5ESUS7l66Rfy9OJr3asWuT38hoFsjsNm4MW0TcT8dBcCnVU0yz98p4Ps+rWqivXYfj3oVHL4f0K1hns3rVcK7U30EhYwyq95B07AKCV/tw7eX/bmJfO8z7i/8Es+WtdDdiAJRxJKpI+GrfSgrl0LTpAaV9q+hwral+A/t9szvj5eC1frP/f2P4WqU5uPKlSv07NmT7t2706ZNGxo0aFDohN169erRqVMnFi9e/MLTMHvK23Tt0LrAdUGUYLPkW6VoNSPzUCFVOw+LKUN80cekOH7nxKY65JQhflhyjDTcOoOWhz6gxBttkGmUTjqqzh1A0rGr6HIbDgD6fDoif/gDU3o2Hc9/RKdLH2PO0pN+0b5yUJ+u5eyX+xElIsfW/cLrmyaiCbL3BGVEJ3P70AUAPIJ98Szmx83f/sZqsnD6s32IEgnVz35B9XNfYrgXhzk1E2Ns3vCKMS4ZiYc7olqJIBHJPH6R228u4OZrs/BoWRv/t7o6ZGXB/shKBJG08musWj2m+GQkGnvY/MQv+ITMXf+dX8gJCQkEBAQ6fgf6+6HN1pGtyxtiq1GlAqf/vkRsvL2sduw5iMlkJj0ji+pVKnLizN8E+Pui0+k5+MdJtDrdU+vYtf8wVkHEZMzhmEFPitWKJSkJUa1GUOUNp1riEzCc/NPx22P82+QcPwlmM9bkFNJmzUOQSpzyqI1LReGhQvZQuWRFJ3Mv11cAms19g4iDf5NlzUGZI7Bn5FqwmAgKCipyfgwmKxaziV37D2Mym9Fps3DzUGPSyJ3idgvxJSc27/kxxKYg81AhyU2jItgbVZlgmvyxgtST10g7FY5Uo8KYlE6J0d2os2sh9fYvQ1OzDDlRSU56pLl6jAlpXBm6Ev3dOOcyz8gmyMs+nUBWrTW+KTfQ5hjJNph4mLTsHG5mWCjhntcdl5Ob1ofrhIfzlF9OkEpIPnaZs/2XEf3dEaQaFXWHdMC7VCDZCekoNCoG/jKfwbsWElStFOYcIxnRydzJVz5t3nuDW7nPcrZoxN/bF4lnCFKfEgSXKv9S/PbO/TgsZiM6nZ4TVh13E+IQNe4ID00BSFm2gey9hwvYV1ayGBIfLwI/XorP5JF4Bfigy7QPk6fGpaDycEf5kJ0Bhi0bw+9bD3D/+j2n674hfhgNRr74YQO7//iBPm/2Qq1xR60uOH0EwNvHi2FvD2TJnJWOa8EhgcTGxLNy42L2HvuRP4//hbv66XQABAb5E1Q6hA8OrCX81FXCT18rUn4EUSAl14+CyoQglUiQeqho8MeHlH63D+ZM+9QItxBfDA89Q1IPFcpSQegj4p18X6rJe7bMaVnort4j5ZdjRC37lvKfTbfLeLg7ZLBYCR7dA48Glck8dQX9nViMcSkIUgkpPx/ieseJxLz/DQEjemJOz3Kk4WneHy5eLq5GaT4eDN/v2rWLEydOcO/ePTZt2lSo7OTJk7l06dI/NoxfkMK3WLA9/CUkCkDBnhWb1QoSAbdgH86NXMvRjrOQ574AH+jwqVceha8HmeH3HxlXpXd7Y0zJZG/10eyvPRaJSo5HlRIA/DRqDeF7zwIQ9dctos/dokzzak46ZEoF1V9pikKtYtf0zQA0H29fGXi16UguNxiK1EuDumGVQvOBxUrKdweJnrsZq96AJTObxM1heHXK6zGQFQtAVMjJ2HnEOf2W/52vRpvNWui2GmK+L/q6Nasx5q3+TJi1hD7DJyKKIp4eGmQyKVPfsQ9VHjxygvGzFtO4Xi1kMulT6xAQ+G7br5w4fY66cgVOG8AU8hUuuLnhvXge0tBQ0peteOhm4dXNo8pFqlTQaeM4vEoF8vu0LdiwFfoUFCU/EomEWlUrIiDw+tDxTJyz1B72obgFUSzU7R7kVRBFUo9d4UjlEci81JSZ1AsAZYkAzFl6/u4+l6uj1uDXvi4yn4LbCBV4XvNHYbPnT/QJBbkKS9Q1ACRiwVxvO3ODsoHeuCsKLgt4OA5BFCmss9VmtRL17SGuzfoSi86AzWQm62okFTrWQ5RJ8Cph/yD/fsAywsZ+RNu5bxJYrZQjvEyp4JWPx+FdMpC907fYdQrgEeyDJTMec+p9BNH+IfJv+60oiBw4fJzxsxZTW3TL89si9hwJUinKxnVInLqYzB92IZPL6DP1DScZ60O+025gJ6xmC3/8+HsBfaIo4hPky7hh03ml3Rt4edsXnlgescCl36Be/Lb3CFGRMU46bDYbU8bMoV7FNnh4Pb2OB3quHr/EqNqDUXupeXXc60XPT64jSaUSqjarAcC57nOReaspO7PfgwgK790XKPT6g+f/1vDl6G9Gg82G9sx1tOeu49G8hpMMQOqvp0j64TBSLzWhk193XM/YewqA7LPhmGKSkAX7FkzDY94fguL5t7d6Vmw26z/297+Ga6HTI1Cr1XTu3JmTJ0/i7e1d4L5SqWTp0qVMmjSJjh07PtccikdRt2EzpF65ezoKIjazMe+mKMWYpsWiMziF0cek4J27YAigyvw3sZotNN05H6nKjeyEeMcCh8TDlwju1tChI7RnY+7/dAxddDLetfOGltyCfRxxhXSpT/rle7TauwgAqbsS95IKFB4q6g1sx5UdJ9GnazHpDSAIWM15FaZHiC/9PpuCUZdDenQShtwv6ypdG2LQ6rHk9kSk/HyIgKHdseULKw/yxZyehVVvwKdXK/TXItBfz93zTxCwmfJkZcUCMSemOipQWaAvlvQsbHpnW/03ExgYxLVrVxy/E5NT8NCoUSnzFvVk63TUr1WN3t06AJCQlMz6Ld/i6aEhPjGJ17p14Njpc6xf9h6bvv4RX2/vp9Yx5e238PIPQXRT85cNQiVSJP7+WDMzseXkOKVZEhiAz/KlmCMjSR47CYxGNMPfwq2ZfYj+4V4qdZA3OelazIWUizrEl+5fTCb1dizb+y7BkmNCI5GTIOYt6khISHhsfkR3HyyiGw1bd0bl5Y9el8WUt9/C00MDohRdeiYarfNLMic6Gc98z48i2AeL3kj9XQscPYtZV+5h0RmI/+Ukwa81w5SRjczTnbjv7D1u+nsJZN+KRlkm2EmPKU2LVfdoHwz2UnPlfhKS0MpYoq6QmKnDQylHKc97WUorN0cSVI6u1TII9vdB0Kc5xVFonRCdjNdDeXogV+eLKagrhGLNMSLVKDGmasnO1qNNSLfbIyMbk95AemQC0WdvEFKrLAlX7uER4strn00m+XYs3/Vbgjm3N9dLrubkzbuOhRvxUXfx9PD41/22Sd3quHv70aFBJT5s/QaVgkKwZGRi0zv77CORSZGVCCX481WIahX3kjIpX6ciAD5BvmjTszA85LctX2uDXKlg6Z5VSOVSFEoFX17/noSoBBQqN9ISUx2Lko4eOkmn7m3R6wpPT9dXOrBw1nImzhhN2472YWe/AF+uX7XPL9Zl6zl+6BSNm9V7og7AoUetcUcikRAXHoVBl8PJncdo9mrLR+bHr1gAX17/HkQBqUxKk57N2b7uR9IS0rh26goVKpXGkqkj/uejjvmhOdHJeDzkb6Y0LfqIBDTVSzvFYUrPxqo3IPFQETi4M4aYJNR1yufeFZCo3DCn2et9z5a10F2PdMik7DiOT9dGKMuHYtUbsOZLv9VgQqrJq2+K8v5QVnwxe7e6eD5cPaWPwGKxcObMGapUqfJImQfD+N9//89stH7u9HHM6TGOP0GmADG318BNQ/z+vwqESfrjEt51y+NeOsieD72R6J+PcbTdTG6s2o66bAjqSvZ5pGVGdCL7bt7m7H6NK5F07CqJf1x20lF6UFvi9p8DIP2y/YV8uN0sjnR6j7Tzt5G6u+Hu50G9Qe1pP/dNbhw4R1DVkoTWLMPtIxcBkLu7MeiHOVzf9xc/DF9FSM2y+JSyD09bTRay4nNfrlIJXu0bkPnHOdxrV0RRyv5i93uzExkHzgDgVrEEwe8OAFFEcJPjP6QLabvy5oTJAn2R+nohLxUCgPeALmT9lje0/L9AgwaNuHr1CpFR9l6OH3bsoU0z5/ljicmpvDV+JtrcFcWbvv6RLu1aIAgCP+zYy+Xwm1y8eoMLV8LZ/ut+LFbLU+vY8Nm32Iw6bBIFF4P8aatQonqlOznHTjjpEVRKfDesRv/HUdLmLgKj/QMqa8sXJA0ZQdKQESSPtO/w4JHbA1ftzbbcPfB3gbzL3N3o9eNs7uz9i/3vfIQlx97gKW7xJF6iJV2wv4S///572jR/dH6s2aksnj+HrV98ijktGpuoYOsO+/F3BkHB4d8OUc/k/MGZ8sclPOuWQ5Xr+8UGtyN+x0n+bDuD1JPXSD15Fc+65XCvEEpgD3vcyXvOkHnxLkF97Y0Hmb8nbqF+uIX4oszVEzK4Pcn7zhZa1g9oXD6ES1FJ3NeBNSmSn09fp1XuKMQDzOHHSNr9Ca+++irmY98ieocguNvzUHJwOxL3FawTkv+4hFe+POWXy74Th/ZWDMfbz+TPVxfiUbUkkSevkRGVhDYxnZQ79mFWlZ8HoXXLE3cpArm7GwN+mM2NfX+xc9xHjgYpgFeijaisRCKjYgH4ced+Wrdynh//b/jtJ1s+R5C5kZalY59FS59+/dAdOfVY++cn8+ufMMfEEzdoPLEDx1OyciniI+x5avtGR87l1kX5ea/nNKZ3mMCsLpNZPmQRBr2BIZX6Mb39BLav+4GQssWoUNn+sT9k1ADu3Y0qNG4PTw0lSxfn7zOXWPP+J45FS6eOnqFB4zqUKlMcuVzGG0Nf59rlG0/UATj0/Hn8L06fPEf52hUILV+MRt3sawUelZ8xdYcwpFI/3m0zFoMuB5PBhJvKjdN7T9KmX3uSD9rfC/6dG5B1/g4AqX9cxLNu+QK+//B1gJRD5wGwaHMIHNIJQSZFXacCXh3qo65dHkXJQNIO2J8bnx5NCJ3cl4w/LqKuUwH/Pq3JPH4Zv14tsdlseHVuDICyamlkwb7IQvyf6v3xYP7pS8E1p9SBYHvULPr/Y+TfEkoQBMxmMxUrVmTRokUsXLjQaUuosWPH0rChfYK2Xq93zEN9mi2hnnSCw+zFKylXpuSjt4SymjhQYwKm9Gw8a5ah5soRHG03E4CAtrWoNKsfokyKLjKB8+M+xpSeDaJA7XVvE9y9AYIgYEzN4o+u89HHJONVszQt9y5if93x5MSlEti2FlVm9UWUScmOTODcuI2Y0rOReaupuXQIntVKYbNaSTp2hcSjVygz43UUGiUKD3e0ielYjGbO/ed36r7Rls1dZtH07R60evd1Eq/bK2K52g1NoDeZsSmkRydh1OZQpnpJZP7eJG89QMziL9A0q0nIjIGIMimGyHjuTVqDJV2L4Can+OJRuNeuiCCTkL77BLEffAvYT3SqdHkbcXM34DusF4JMhvF+HDHvrkReIoiQpRO42925nEKWT8Jw03lLqP+GE51OncrdEspspnhIMMvmTCYqNp55H6xj2xf2lcZbt+3iu192Y7PaqF2jCrMnjcZNoSBbp2PmolWE37pDSmo6nh4aKlco+0w67sfEUrdeAyYOGoJGLscSE0vawmVIQ4PxmjGVpCEjUA8cgGbkUMx3IpzykDx+CrZ8R9yFnDxMyo1oBFEgIzKRg5M+wZCeTUCN0rRZPpzvO82m7jvdaTT1dVKuO7+0d/RbxvXMaE7Jo/Eo7UvJ0uVYMm0MUTGxRcqPwSYh3SjFZoO4uFiODVtB9SQZHjXLUGXVSP5sOwMAv7a1KD+7P4JMij4ygctjP8Kcno3UQ0XlFcPxqlseub8nluwcMv6+TfjY9Ujc3aj68Xg0tcqScz+RqE17MMSmUGZ2f8RcPdfGbsCc7rx9T5uEHzlWeRj1ltp7h45dj2LDyfsY05Mo5uPO4j4tiE7NYsG2E/w4oScAV6KSmPn9H+ya+hpiYBlkVVuBKJL8530ujv3IUSdUXzWS47l58m9bi4q5adFFJjjkRKWcqsvewqtOeUSZhIzL95CWD0GUS9EmpGM1mdGE+CJTyhElEj5uPIFGb3enxbuvk/RQ+Xw3YBmGzGzUPSuz/84pTGYTxUNDWTpzXJHL6EX6bUBIMQa/NRQfJMij40mavRxpsWD85k0mtu9op7T7LZyK8Xa+LaFEEa8RA3Dv2AokIrfjMtD4aBAlEhIi49k4aS3ZGVpKVy/LiA/eYVaXyc76ivmz/MBahlax77ggiCJjVo2jfufGCKJAWko6r3UaQmxMPNVrVWbp6rl0b23fEaF67Sqs/XQZbRr0dNKp8VCz6dvV1KxTDQSBuOh4encaTHpaxlPpWLxyNg3r18bTzwuDLofb52/ycRHzs+6dD+mbuyWUKAp4WABBICcqCUWgF2da27c3821bu1Dfz3/dvUIxTjUaj8ZLQemVbxMx5WNKLh6OLNAbmb8n5uRMdOGR3JmwDku6FomHitIfjEZZsQSiuxsSNznmdC059+JJ2rKDYvOH41Y6hJw70UQv+BzRTf7U74+XdaKTMeriP6ZbXrzmP6b7n8DVKH1JuI4ZLYjrmNGCuI4ZLRzXMaMFcR0zWjiuY0YL4jpmtHBcjdKXj2tOqQsXLly4cOHCxcviHzzR6X8N15xSFy5cuHDhwoULFy8dV0+pCxcuXLhw4cLFy+J/cOumfwpXT6kLFy5cuHDhwoWLl45rodNLYldQwTOqn5ZOV5Y8WegJmI9sfbJQEYiZe+zJQk9Ar5c/WegJ3Ne9mAUJDa4UfmjCv82RGqOfLPQvUULQP1moCKgUBU8oelqu53g8t44anqnPrQPgZrrXc+tIk0ieLPQEWgW/mC1ttGluTxZ6Ald1Xs+fkBdEKEXcm/RxOoIzXkBKIDtD8UL0PC/uni9mz+b4+Od/Dl9EA+TFLNeFhrHbnyz0D2C8W3BLrheFvEyDf0z3P4Grp9SFCxcuXLhw4cLFS8c1p9SFCxcuXLhw4eIl8b94HOg/hatR6sKFCxcuXLhw8bL4Hzx56Z/C1Sh9SUjVSscZ9PkJaFebyrP6IcqlZIbf5+KkTQ65kkPaU3JAa0Q3ORmXck/OkciQagLyaRAQpHLMmfFYDdnMXryS8mVLOZ0M9YA/Tp5hzbpdGC1Wygd5Mf/VxqjdnOd13opP4/1fz6LNMSIRBOa80ogqob5k6Aws2Xkaz1JVGD5mLD67ByK/GUnCnNXYco/+K5C3pe9ivHWP9C9+RtWiAb6T3kKQyzDejACZDEN0CrHzPnXIa1rXI3DaIES5jJzr94ievg6rVg+iSMiCUbg3rAZA1pFzxC/9HEW54rTaPA+3IG8QBKwGEzIPFefeWkX8HucjHgPa1abibLuds67d59JDdvbyUiEIYDZbycp6/jlpL4KgtrWoPqsvErmU9PAo/pq8uVAfekD9taPICI/i5id7nlpPfhlRIePut4fQrf/BScarbV2Kz3wDQSFDdy2SiCkfYdHqkWhUlFn5Dm7lQpFolAhSKRatDt21SJJ/PEzxqX0QZFJsOQZiF2xC6uP5VOUMIPNyp/aSwXiUD0XhqwEbWPSGItvFarYQWrcUglyG4UYE8bPXYH2E3wa9PwXDzXukfb4NAHXHZgQtnoigkGMzmrB9/Cu3Vv1SIFxRn2VDYjoSPw9EmZSM27FYDCY8ywQhcZNzeV0Yd7c5H+nadM0o0sKjuPZpXrmGtq1F0HsLkYYEYUlNI/7N0Y98Dn3mT8d0+y5Z3/5kvyCKeE8bh1sd+ybbmYfOkbDsM9St6hMwdbDdRtfvETtzjb1cCiFkxSQMN/JORXsRvirzUNHql/f4a/ImFH6eT63ParbgU6ssCrmE7PBI7kz+GMtDYbzb1qHErDcR5VInGdFNTumlw9HULo+oViLTuGFNz8B48w4pC1c+0ra+C6Zhuh1B5jd22/otn4useIjjviQkGMPtaESl/Jnsmp9nLR91q/oEzRhkP+3u1t0i50fZrCF+S2ba/d5gxByfQGhgEFl/XuPmkGXAk+sEVc2yyAO8sGj1ZJ68SsSUjxzlqCgeQPV9K4he/SP+/doi5uq4m6tDcJNTeukI1LXKI6rdkKqVmFKz0F29R/KPhyk2rT+CRMSclkXkvC+QB/s+sX4SRIGkn44Q91HB59fFy+Gp5pRqtVoWLFhAt27d6NmzJwMHDuTq1atER0dTsWJFTpxwrjzbtGlDdHQ0APv27aNXr1706NGD7t27s2XLFgCOHTtGz5496dmzJ7Vr16Z9+/b07NmTd96xn5NdsWJFx/0ePXrQunVr5s6di8Vi32zWaDSyevVqunfvTs+ePenTpw8nT54EYOPGjY6w+fVs3LjxkXlcuHAh48ePd7p2/Phx2rZti1arZeDAgY409uzZk7Zt2zJkyBCSk5OfxpRUnlNwoZPcV0OtNaP4a9hqDjebgi4y0SEX1KU+pYd25FSfJRxpORWJmwxR6QkWE+b0GMef1aTDmqPl9s3rDBs/k4NHjhcaf2paOu8tWcWHA1oSNqknxbw1rN1/3klGbzQz5ovfGdK8Kj+M7caI1jWY9aNd34o9f+Hv68PCxUvwC9/LuE49uR8Vhd/koQXikpUpTsjnH6DuYD8DW/T2JGDJFOInLuJ+1+GI3p6omjifaCPx8aDY8gncH7OMm23HYLwfT9C0IQB4vdoaRZlQbnUax60u43FvUA2PLk0xp2YgVbtxtNV09pUYZD/X+25cgQap3FdDjbWjODd0NX80tdu5Uj47lxrWkYwMHWlpOgQBlMrnX4D1vMh9NdRfM5JTw9ewr/lUsiMTqT67b6GymvIhtPxpFsW6FZzgXhQ9D2QuLf4OfXwayiBvgtvVdpKR+nhQZvVYbo5YwaXm4zDcT6D4rIEAFJvWH0NcCuGvzUV0k4PVyt2J6zFEJ1Fu07vEzNzA7S7jSdzwI8XXvPvU5QzQYM0o9LGpHO3/PhI3OVKNkj/6LCuyXYr3bEzM+MVEdB6BMSoevylvFbRVmeIU+3IZmg7NHNck3p4Ef/AuWQdPcqtGDzJ+2kfZt7vjXbd8ARsW5Vk+2Wsh3vUrEHv4EmEtpuJVIRSP0kH82nEOB/u9T/2Fg1AF+wDgWS6E9j/OpETX+k5xKXw0NFk1Av3JM9iMRqzZ2XiNHV4gP9JSJQjY+CGqts5n0bt3aY+sZHHi+g0nrv8IVA2q4fl6e0KWTyT6naXcaT8KY1Q8AVMLsVHZ4pT8dikenfLZyMfjuX01qE1N2u5egKZsMDJP1TPpK96zMaeGr+F88/EYIhMoOftNZ3v4elBuzVhuDF9RQCZ0Qm8EqYQrr81H4ibHcPEK2fsPY46Jw3tcIbYtXYLAT1egauds2+RpC4nrP5q4/qNJWbQai1aHvFTwM9k1PxIfj2cqnwfhkt5dQGyvt4qcH9HLE9/57xL35jvcb9SFrG2/YoqMwZKp494s+6LQJ9UJprQsJEoFV7pMx6ozYDMYHfcFhYxyGyYiyKUUm9yXWyNWcPEhHaHjeyNIJFx7fR4SNwWZZ6+TEnYcY3wK5bdM4/6ir7jcbjIRMzdRbvPUJ9ZPl9tM5ErnaQQO6oi6bgUE2Uvso7NZ/7m//zGK3Ci1Wq2MGDECT09PduzYQVhYGO+88w4jRowgPT0dmUzGe++9h1Zb8KjIhIQEPvjgAz777DN27tzJ999/z549e/j9999p3rw5YWFhhIWFUa1aNRYvXkxYWBgfffSRI/yD+zt37mTXrl0cPXqU48ftjaOZM2eSmJjIzz//TFhYGIsWLWLq1Kncvn2bMWPGOMLm1zNmzJhH5nPKlClcuXKF33//HQCdTsf8+fNZunQparV9ZfeDNIaFhXHw4EHUajVffPFFUU0JQGivpgWu+besQfqFu2RH2I+WvPfVQYdc8debc/eT3fYz7G02Lk3/DKvB2daC1A1R7o4lO4nvt/1K7+4d6dC6eYF4AE6e+ZuqlStQ0s++evL1hhXYezGC/JsxnLodSzFfNc0r2o+FbFW5GMv7twAgPCaFPt07YUuLRZKTQX1BydbvtqLu1qZAXJ79e5C5bR/a/UcBUDWtg+HKDUyRsSjr10CQyUBwXj+paV4b3aVbGO/ZVxSnfLsXr54t7fmUiIgqNwS5DFEuQ5BLsRmMaJrXJuP8XXQR8Xg3rIgi0AuFv2eB9Pi1quGQA4j86iAhve12Du1jt/MDM2RlGTAYnn+1+PMS1LI6aRfuoo1IAODOV79RshAfAig3pD13tx4helfBFZ1F0fNAJqRdbe5uPULsvnN4Vy/lJOPZshbaC7cxRNjLJ+Grffj2svta5HufcX/hl3i2rIXuRhSIIpZMHQlf7MFmspBzzX7ErrxEEDab7anLWeKpJrBFda6t2k5Qy+qk/n2b3zu/hzFdWyS7pF26hz4mBVNkLADp3/+KR/fWBeS93uhGxs/7ydqft7OEqmkddH9eJOG9NQBoD51CqnLDlOXc01TUZ9m/RXVS/7zOtS37kHu5owr2QVPKPvKhi0tlT/d5GNLsz3nFIe24vfUIkb86l2tIy+poI5NQVKmIdtsuTLfv4d65bYH8aPr0RLtjD7rfjjrfkIgISjcEmQxBLkOQSVGUK4H+0i2M9+w2SvvPbjx7tiqg0+fNrqT9sJ/MvXkfv+7N6jy3r5Yf3pHTYzeSk5iOb53yT63vQRk/CBP/1X78ejnXhV4ta6K9cJucXB/OL5P55zWi1/yMV8sadj8/fxlpcCBZP+16hG17kPXLXnQHjxa4B4BUiu/CaWTtPYH+wo1nsmt+3JvVeabyeRDOHBUDUOT8KBvXxXD1Zl64X/aiatOMyLmfY4xNAZ5cJ2SdCUd74TZWvQFBLiPppyOO+6WXjiDph0NYc4zobkY5yiThq32OMsk6fY2YtT/h2cJeblmnw1GE+pNx/DKCTELm8csA5NyOQRAFciLjH1s/AcgCvRHkMiyZOmymF3NEtYvno8iN0tOnTxMXF8f48eORSu1fFI0aNWLZsmVYrVYCAgJo0qQJH3zwQYGwaWlpmEwmcnLsw6Du7u68//77lCtX7qkTnJaWhl6vx8vLi8jISA4cOMB7772HQmHfaqNixYqsWrUKN7dn29bE3d2dxYsXs2jRInQ6HevWraNNmzY0bNiwUHmdTkdaWhqengUbP49D5qFCqlY6XVOG+KKPSXH8zolNdci5lw1G7udBw60zaHnoAyq8+1qBeSiiuw8WXRrYbMye8jZdOxR80T4gPjGZoAB/x+9ADxVag4nsfA2wyOQs/NRK5m8/yYCPdjP6i9+wWOxxVi/uR0SWDUt2BjqDiRM2HRFxcUg07gjuKqe4kpd8hHb3YcdvaZA/5vhkJP4++M0cQ/zkJYgKudOXqizYH1NcXu+zKT4ZiYc7olpJ2s+/Y8nQUvnPL6l0+iuM9+LI+v0ssmB/9LkVZOV5b3Bj6Q/INI+wc+wj7FzGbmdPTyXe3irc3eVYrS9/1zRliC+62LwtjPRxqYX6EMD52V8R9cvJZ9bzQOaBHrPegMRNjiSfjDzUF2NsXvkY41KQerjnyVisBI/ugUeDymSeuoL+TmyujAp5ySAqnfqSoBlvoT9/46nLWV4qGH1iOhVGdaHajD541yqLd/VSWPTGItlFqlRgzMxrRJrjk5Fo3BEf8tvERRvJ+vWI0zVZsB/m+CR7/pZPpdiWJfYXYHxaATsX5VmuMu9NFIFemDJ0aEoFok9IR65R0XnnfLrsWYhvtVJYcowAnJnzNRE7ThXIl2eFUDSlA0mesxSsVmx6PaJaXeA5TFu+Ht3+QwXCZ+/ajzUzi9C9PxC67yeMkXFYUjMxxSU5l4vGXi75iV/wCZm7/njIRv7P7avHBiwn7aL940Xh7/nU+h4uY8PD/gkoQvww5PPh/DIZf1wk524cihA/zBnZaAb0QvfbH1gSkxALqePSPtiAbl9B2z5A/UpnLEkpmJPTn9mu+bHXj0+v5+FwRc2PJDAAS0Ki47eyUV0EUSTz+CXHtSfVCfJgH9zKBFPj0BoyT10h889rSD3cCXirM4JUSuLW3xAkEkxJ6Q4dhZZJqC/mDC3Bw7uR8utJss6EI4gi3p3sIwjuNcshD/HDqst5ZFqwWCm7foIjLfo7sY+09b+C1fLP/f2PUeRG6bVr16hUqRKi6BykZcuW+PjYh5dmzJjB8ePHCwzjV6pUibZt29KuXTtee+01VqxYgdVqpWTJkkWKu2fPnnTt2pVGjRoxY8YM5syZQ82aNQkPD6dUqVKoVM4PVMOGDSlWrFhRs1aAJk2a0KxZM2bOnMmJEyeYPHmy0/05c+bQo0cPmjVrRt++fWnSpAlDhgx56nhsD09uFgUK27XNZrUiSCX4t6zOuZFrOdpxFnIvNaK7j0NGkCoQRAk2Q8Ge6sKwWq0Pd04CIBHzLpotVo7fjKF3/fJsfacr/RpVYuzXhzCaLUzuXA9BFDl4JZJJ/zlCbcEN6YPd4p7wIAiiCAIEfTiT5A8+wZJsf+E4bZkrClDIFro2i5WACf0xp2YSXn8g15u8hcRLjd/wVxxhvOuVR+7rQWzuy65QOxem22pFlNntnJmpzx2+F3B3f/l7CwqPsceL1lMkGUF8okzqr6dI+uEwUi81oZNfd1w3JaZxvfEQ7vSeimeXpkg0qkL1PKqcBakUdckATFl67n57iISjl6m54E28apQqNB0FjQCFP2dFqMBF0RE0btoKbjezD8mXfaf7Q3JFe5bvfXkAUS6j1ozXEaUSNCXtvaQH+y7j2NsfUW/+m/g81EvtlBWphNKvNCbpr1tYUx7ad7WIvuE5YhDW9AyiO7xGTJd+SLw0qBpUfWZ/e1G+6tAnPIO+R5Vx/jCiUOgmmfll5CG++HSsT9YPYeiPnc4Tesq8eLzRm4wt//lXn+OnCffE/DxkK48BvQrE96Q6QRBEMo9d4ly1IfY6YaJ9nUNAvzZEzPgkX4CC0TuVSbAvPh0bEP/FXtJ/O+eYJxw0sgfVDq7C7/VWGO7FF2qL/NfujFubl5Z89ZOLl0uRG6WiKDp6Ix+FWq1m0aJFhQ7jL1iwgEOHDtG/f39iY2Pp06cPBw4cKFLcYWFh7N69m9GjR5OVlUXbtm2LnKZnZcaMGZw4cYI5c+YU6HVdvHgxO3fuZN26dWRkZNC+fXvk8qebd2hM02LROW9grI9JwS3Q2/HbLdjHIWdISCduz1nMWj02k4XobccRpHl5FxRqrDlZRY4/OCiApOS8l1hipg4PpRylXOa45u+hpLS/J9WL23tUW1cpjtVqIzpVS7bBRKMQdzo1qManQ9tjAyoGhWDJyMKmf/zGzKa4RORlSiAtFozf9FEU/+UTbFYrnh2bEPr+OLtMbBKywLxGtyzIF3O6Xbdnx8ak/XgQm8mM3/BXkZcIJmB8f3z6dkAR5E3wK42J+fEYbkHehdo5JzoFRVDhds6JTyd+91lH3WowmJDJnn9j82dBpZLT/uBS2h9cSukBrZ18Q/kgzU+wNUDVqb2fSo/uIT+UKBWY9Qas+WQMMUnIg/LKRx7kizktC6vegGfLWsgCvTHEJCHz8yBlx3Hcq5dBWS4Ui1bv8I+cq3cwRiciLxns0POocrZm6Ujbdgj3RjXw7JY75DegFaUHtEaqciP5zE18apUtkl3MOgOyfD1K0kA/LOmP9ltF5bJ4D36Vkr9swPO1jigqlUESYM+7RKPGnJ2DR+XiTmEe9yyLcinuZYJpsmMuxfu1xJSWhX+dcugT0u22Tc/GrDeQdS+BxLM38Ktd9pF58a1ZGplGSWCjSgT951PUvbqj6tAKm9GILadoC/SUbZqhDdsHZjO27GzSt/+O1N8HWYCvQ0YW6PtYG7lVKYPP0Fcos2s9Xn06PrOvPuCBz7oFehPSqe5T63u4jBXBvphy/fMBhphk5Pn0Pizj27Mp/n1aob8TS+bn3wEgCfDDkpFZZNsCyCqWA4kEw7mL9nrtKez6KJ5Vz8PhipofS3wiEn/fvPzI5VgyMp+qTrBodciDfLDqckjZcRxNvYpYc4xIVEqq7lxG9YMrEdVueLWuhXeH+gV0wIMyaY3+biyx6+0LD+XBfpgzdYT3eo8r7ScTOWeLfbQl37ussPoJcKTFvXqZQj+O/zVcc0odFLlRWq1aNa5du8bDB0CtWrWK06fzviCbNWtWYBj/yJEj7Nmzh8DAQHr37s3q1auZM2cOP//881MldsiQIfj7+7N8+XJHmu7cueOYFvCAL7/8kt27dz+V7odRq9V4eHgQGhr6SJk6deowcOBApkyZgtn8dPNR4vf/VeBa0h+X8K5bHvfSQQCUHNTOIRf762lCujdCdLM/aEGd6mEz51UIoswNm6noJ+40aVCHi1evE5mcCcDPZ27S6qEXa7MKocSkabmWOwx5LiIBBAj1VvPTmZt8+n0Yok8oGYKK/TYtffv1I/tQweHFh9GfOIesVDFih04jqtfb6A6fwnjjLhm7jxEzYz0AWcfOo6xdEXkpe4PFZ0BnMg/a/Ux/9Q6eXe0T9xPXf4/+8i2SNm3jdq938a5bHr+W1Uk+doUSg9uRsO/Rdlbl2jm/XPyvpwnu0cghK5dLMZtfzhCITmfkYPtZHGw/i0Nd5+Fbtxzq0oEAlBnUlpj954qk5+qKbU+lJ+HIZScZTdlgMq9HO8lk/HERdZ0KKErbyydwUAfSDtgXlPn0aELo5L4OGf8+rck8fhn/vm0QZFJUdSsDoChfAomXBnnxwCeWM1IJHu0aoLtwnbgFm0i7FMHdbw9xqOs8/OqXx79hRdIuRhTJLvr4NFTF/JCVtK+K9urXBe1j/NYQfoe0r34h8tWx3O87CUXlMgRMHwGA94DumDKySTl+1SnM457lOxt3o4tM5Hi3uRzvOhePKiXJjIhHG5WEPjGdzDv2eXBufh4E1C1PysWIR6Yt+dxtdracjsVgInnGQrTbd2GOTSD7MUPJD2O6fgtVe/s8XiQSNG0boj16Lvf5C8nNZxeyfvvzkTpyrt0l9fMd3O0+jojXJj+zrz7ggc/mJKRxduKnT63vQRk/CBM4qANp+50XPGYcuYC6bgXc8vtwrox3+3qUWTyMG0OXIw/xRVrc/h7Q9O6O/o/Cp8Y8Cre6Ncg5a19Eqj3+91PZ9VE8q54H4Z42P/pT51BUr4y0eChudWtgzcwqEO5JdYKqVnnUdSrgVqEYvt2bAJASdpyLzcdyuf0ULrefgikhDavRjP5WtENHaq4Or/b1KLVoODeGfoA82Dev3Aa2R5CKuNcomxtXU8zpWSjLF3ts/QQgyKX4dm9C5vHLz9yT7+LFUuRGab169fD19WXDhg2Ole/Hjh1j+/btBeaGPhjGT0y0z0Fxc3Nj5cqVjpX4NpuN8PBwKleu/NQJnjFjBj///DPXr18nJCSEVq1asWjRIgwGewPt2rVrbNmyhfLlyz9B04vhrbfeIjs7mx9++OHJwvm4Nv9bADxrlqHFb/btNIzJmVyY+Al1t0yk1dEP8ahc3CF374sDJB+7QosDS2l9fCVSdzesunzDdRIZNmvRG8a+3l4snjWJqd8d5dU1YdxKSGdK57pcjU6hz/pfAfDTKFn9RiuW7jxN77U7+XDPX6wa0AqFTMKwltW4GxPLvPfmoKvZnbA9uwmqUI7k5ZtQVC1P8e0fPzJuS2oGiXNWErT6PUrs2oy8fGl0J84h8fWk3O61dpmUDGKmrqXExzMpf/Bj3CqWIn7JZwDELbJ/CZf/bSPld6/DFJ9C8qfbsaRkcHHCJ6jLhVBz7Wg0lYsTns/OzX7Ps/PFCZ9Q97OJtDz2oZPcvS8OkHz0Ct7eKry93REEgezsF3Mk3/NgSMnk7MRPabx5Ah2PLsezUnEuLvgPAN41S9P+4NIXpudhGbmXO7EH/sa9RlmqHVwJgDklgzuTNlB+01Rq/LEOZaWSRC74EoD7C75E6qGi8k8LsOQYUZYvRsCbHXArG8rNEcsJXTqWquE/U2z5eKLGryB6yuqnKmeAE0NXE9SqBi23zcaSY8RqttBg/egi2cVqMBEV9icha2dTavenKCqUIvGDzSiqlafkLxseaz9LagZx0z/EvXk9yl8Mw7NfF2J2nOTu5n3P9Cw33TGPtPO38alakh5HPiD9RgzGzGx6HHqfzrvmY7PZSMmdW/koclIyOTl5E34fzEP9ek8knh6kr/kEeeUKBP3n08eGBUhbtRFRoyb45y8I2roJU3wySWv/Q+z0NRTbMJOy+z9BUbEU8Uu34Fa9HGV2rX+8jVIyXoivPsCUkf3U+h6UcePNE6h1dC2qSiW4t+Ar3GuWpebBD+16UzK5PfEjKm5+10kGoNTcQSBAqfcGYc3OIfiHTRQ78guy8qVJW/Up8soVCP7ukwLxFoasRCiW2ASHbZ7Vrvl5Vj0PwvmvmEvIts+KnB9rWjrJ81fgv2IuniMHIirkpK369KnqBIlciiXHSPV9H+JeqzxWg4nIBV/iXqMs1XN1YLURs+pHym+aSs0/1qHKp6Pk3MEg2P9bdTlU/30V9a59japSSW6NXknZDROof/d7At5ox83By55YP1U/tIZq+z4k+9Jd4rfsdpqD+q9jtf5zf/9jCLaHuz4fQ2pqKsuWLePKlStIpVK8vb2ZMWMGHh4eDBo0iEOH8r7Ojx8/zrBhw/j9998pVqwYv/zyC5999hkmk30hTfPmzZk2bZrTsPfAgQMZO3as06KiihUrcuPGDad0zJkzh5iYGL744gv0ej0ffvghJ06cQC6Xo1QqmThxIo0bN3YKU5ieJ9GmTRu+/vprp/mphaVx586dLF26lIMHD6LRaIqke1dQwS2hnpZOV5Y8tw7zka3PrQMgZu6xJws9Ab3++bdeuq9TP7cOgAZXNr0QPc/LkRqjX3YSHJQQit4T/zhUiuffzeB6zvOfuV3DM/XJQkXgZrrXc+tIkzz/FJFWwXHPrQNAm/Zsi0Tzc1Xn9fwJeUGE8vyNjdDgjBeQEsjOePnz0wHcPV/Mh3Z8/PM/hy9iGWkhyyOeiYaxBfeD/TcwXDn4j+lWVGv/j+n+J3iqRqmLF4erUVoQV6O0IK5GaeG4GqUFcTVKC8fVKC2Iq1FaOK5G6cvn/+SJTn/99ReLFi0q9N6mTZsIDAz8l1PkwoULFy5cuPg/yf/gMPs/xf/JRmm9evUcG+q7cOHChQsXLly4ePn8n2yUunDhwoULFy5c/Ddgs/3vbXL/T+FqlL4kLC9gFsyLmA8qbTXguXUAZGnPPlnoCXj76J4s9AQM+qItNPtfwVjYCQcvCYn4YoaYcozPX+28CLu8qPy8CAwvoJhflKtYrEXelOWR/Df5rcX6/GlRqF/MEZRm48vZ8/hhXlh+XoCvKGUv/xhnF/89uBqlLly4cOHChQsXL4v/wU3u/yme/zPHhQsXLly4cOHChYvnxNVT+pKQqpWYtQW32AlsV4sqs/ohyqVkhkdxftImu5woUHPZW/g2rsTxs3+y9uMNfLz6FuWDvFg45k18WvTBpsvbtuTKd2t4P+wk2hwjEkFgziuNqBLqS4bOwJKdp7kRl4ZSJuXVJHfeeL3nI9Nps9mYvXgl5cuW4q0B9rOKBZkSibsPIGCzGLFokwqE82hTl5DpgxDkMvTX73F/6nqsufn1G9gZ337tEd3k6C7f4f609Wia1SR08XAk/n5gNGK4eZfUDz7CdLPgxuF+i6ZivBVB5tf2E8GCvliNvEp5BEEgRG9CEASST4VzavBKp3BB7WpRNde2GeFR/J3PtrWWvYVf40oAxP9+AQCJRMTDw3l7HKlUQkaGHqPxxQx/PYmQtrWoNbMPEoWMtGv3+XPKlkL95gGN14wi/XoU4Z/sAUCmUdLqm3fxrVEaRIHMO3Ec6LnoiTqsFgu+NcsgUcjIuBUDgF8pfxBFUn4+RPzHv+DZpi6hMwciymXowu9x790NjjKueelrTHEpiGol8kAfzBlatGfDSfv1JCWXjcYYm+yIL2btT4RO7IOgkKEPjyRiSp6eB5TbPB1jQir352zGf2BHas8fiiAIWHKM6OLT8KpYjKPD1hC1t+AJXg/bROImo+UXkwlsVBEEAUtiClH9xmNNLXzbn4Cl72K8dY/0L+z+pmrRAN9JbyHIZYgqJdIDF7g89bOC4drVprLjWb7PxQf+BpQc0p6SA1ojuskxJKYj+nkgU7kh91SRHZuCzWpDkIj4VCrOwRFruJcvXy1XjyL1ehSXP7Xnp+2n4/EsFYgmdxhUWjwULFYsKamYbt0ldfGH2LKdp8aoOrdD82YfBHclEh8frOkZGK9eJ3Xxh5DsJIqmdT0Cpw1ClMvIuX6P6Onr7OUjioQsGIV7w2oAZB05R/zSzwEo0aMhDT8YisRNjtVk5u8F/+H2f44Uat/Cyuhp/PbBM+JezI/s6GQOvGKXk2mUNFo5At9yQUg0SkSpFHOWjuzw+9ya9LH9zHRRpMz8QXi3ro0gFYneuIv4r52Pvw7o34bAD0dhSUrCHH6djA+W4zlzOtKy5bDp7emxpKQg8fMFG9gMOWSuXY/5xg0Ed3c8p09DWrEiEl8frFod+rOXSJy7ukCZOOJb8i6GW/fI+DLvxMNSx37EqtUh8fcBQcB44y6xI2Y+tQ5zQjKiuwppgA9WrRbTpctkfLAcm85Zj1v79rj37+uUH4m3N+oxo5AEBoLVhjUlmZxvjhGzYYcjnHe7OpSc9QaiXEp2+H1uP7BzLvIQX2rsXsqFtu9iTs0icFAHyiwcDIKANceIKSEFZYWS3B2xjPR99hOqPNrUJXRG7rsk/B6RU9ejblCF0BmDkPp5IcilmJPT0V28TeTU9dhy6+bCwjneQYM645fvHZQ/3EvBtfrewX9VT2l0dDTVqlWjZ8+e9OzZk44dOzJz5kySk+21ZHZ2NgsWLKB9+/b06NGDAQMGcOpU3vGA69evZ/369dy4ccOho0GDBrRq1YqePXvy+uuvs23bNse9atWq0aVLF3r27MmCBQsem7Y2bdo4TqSqWLGiQ0fnzp0ZO3YskZGRT5XXKnP6Fbgm99VQZ80ozgxbw+/N3iU7MsEhV+L15qjLBrOz9WTmLJjH8jkL2fXhDIp5a1j76ynMN//E8NsWDL9tIX3PJ4zZso8hzavyw9hujGhdg1k/HgdgxZ6/UMmlbJ/QnW9Gd+L4n39x5MTpAmkBuHPvPsPGz+TgkeN5FwURiSYAc2YC5vRobBYzosrHKZzUx4MSH44nYtT7hLd+G+P9eEJmDALAs1Mj/Id05faAuYS3G4foJidoXB9KrJyA6OVB4rg5ZP28G0tiMgHL54As7/xiWekSBG5ajqpdc8c10dsTWclQYl8fRWSDrsTtPweiwIWZXxRq2z+HreFgrm2rPWTb31pN5/c2M/FvXBm5XIrFYiUtTef4Mxot5OSY/rUGqSAINF49gmMj1rKr+VS09xOpPatvobIe5UJo++NMSnSr73S99tz++FQvxe62M/mp8mjcQ/1ovGbkE3WU7NHIEa8qxBd1iQCutptAeNd38R/YGY9WdSi1ahx3Rn7AlZbvYLifQLGZ9jJWlAnBkp7Fzf7zkLi7cbX9BC7VHYrhfgJB7/Qi/tMwrnaYzNUOk7nRbz6llo7i9sjlXGkxFkNkPMVnDXRKV9CYV1A3tJ/+JvXxIPTd/uxpO5PvS7/FrW8PYTNbuPfLyQIN0kfZpOb01wloWJGoV0Zzt04PrAYDIZ8sLmAPWZnihHz+AeoOzv4WsGQK8RMXkbltP6KHGp96FQqElftqqLVmFH8NW83hZlPQRSZSeY59b+KgLvUpPbQjp/os4WSvhXjXr0DUkUt832QS1/9ziPgzN9necTbRf1zm9o6TjgapV7kQuv4wk9JdnfPz+6h1bO84m4Q3RpG+bhOCXEHS5NnEvzYEc0wcXmOHO8lLSxbDa/xIUt5biqhUkr5yAwgUKivx8aDY8gncH7OMm23HYLwfT9C0Ifb0vNoaRZlQbnUax60u43FvUA2PLk2R+HjQZN1oIned5vvSb3H35xPUWzwYZbBzPfG4Miqq3yp8NDRZNxqzzoAoFTGkaR3PSI1pr6GLS+Vy7/mICjk2q5WbEz4iJzKBUnPeACB4UHuUZUM412oSFzrNIHREV9S1804olAX7UH75SGxGE+nvzcMcF4tm1EhkVauSOm48KcOGkz5/AbLy5UibOo2UYcPRfv0N3osXAqAeNhRLRgaCm4KUkaOx6nOwGU34ThpaIC+yMsUJ+ewD3Ns3d75eqhiWrGxElZLoXqOJqNsd/dlLT68jI4vYETMRVUqS3xpK0qu9HflxKvPixdG8Pdo5P0sW4TFzOqYbN9Hv3oNuZxjGS5cIGtwBTV27/0t9PSi35h2uD1vB380mkBOZQMlcOwP4v96S6jsWogj2dciXmNaX8PYTuFDudZL/sx+byULqjj8cDVKpjwclV47n7sj3udbqbQz34yk2fzglV44n6dt9WNKzSN12mKwTlxHc5AQM7/nIcKG59ZNXp0YEDOnKrQFzudZ2nFO4l8Y/de79/+C0gP+qRilAQEAAYWFhhIWFsW/fPvz8/Bg/fjw2m43Ro0cjk8nYvXs3O3fuZM6cOUydOpXTp50bVRUrVnToaNOmDePHjycsLIyffvqJ3r17O+4FBASwadMmwsLCmDdv3lOl84GOvXv30rRpU4YNG4bRaCxy+OK9mhbMe8sapF24S3ZEPAD3vvrNISeIIhKVgjtu2RS3qSlVoiRYzbzesAK7j55G8CuJot0I5K0GcTrRRDFfNc0r2s83blW5GMv7twAgPCaFrrXKIBFFZFIJLZo04ODh4wXSAvD9tl/p3b0jHVrnVXCCXIXNbIDcI02tOZmICufFRZoWtdFdvI3hnn0z7+Rv9uHziv1sbZ/erUncHIYlQws2G1GzNmJKTsdwNwZbppacM+fJ+mkXqmYNsWbrcKuZdxStpm8PtL/sRXcwb6N+ZeO6GK7exHw/BqRSfOqVRxBF9LHOG6MHtqxBej7bRjxkW6lKgUQhQ5RLEWRSHt7SWSaToFBI0Wr/vaPo5HIJKRciyIqwH1F466vfKdWrSaGyFd5qx53vjhC564zT9cST10k4GU5WRALKQC+sBjPBLao9VkfKpXvoYlMc8R4bvhb3Yn4AyAK9EeRSlJVLkH3xNoYIexknfb0Pn1ftPqauVwmbxUrF7UsR3eT49GwOokjS1/tQVS6Fpml1qh5cRaXtSwgY1pXsi7ccehLz6QHQNK6KZ+s6JH2zHwCPlrXIvnjLkbaUixF4VS7O6enOHyGPs4nFZCb57zuYImPAaiX791MoKpYuEN6zfw8yt+1Du/+o45qqaR0MV24gDfBD1awemdv2oS4bXCCs/0P+du+rg4Tm+lvx15tz95PdmNKz8W9RndQ/r3Nlyz4Arn39O+VebUJQg4qU7tqA4zPy8lVlSDuuf3eEiF/PFIgPsPv/3GmYbt7GeP4yANptO1F1auskZjOaSF28EnmFshiv3UB/9BQSXx+0O/YUkNU0r43u0i2Muc9yyrd78eppf5YFiYiocrP3GMtlCHIpNoMRj46NESQSzs2zH6sa/vGvWE1mjOnaAkl+Xr8Nblkdk1bPzS8OELnrDMl/3XI8I+fe+4a/F27Fq2VNdDeiEEQRS5aOuK/2E9DLXqf5dm5AwveHwWLFnJFNUtgJAnrn+V+lj8ajvxWDLT0dAP2Onbh17ICgUuEx7V18v/wc9fBhZK7fgDXFXueYr99A9PEBqZSsdesxXbmC6fp1bAYDglxGZthB1F3bFMiLZ79cfztw1Om6W60qiG5ykEoIXPMe3qPfIPOn3U+tA6uV0K9XgkKOW9u2IIr2/LRv56zEZCLzgxUF8mO6cZPMpcvI+nijPVzbtohyGeYsey+rd8uaaC/cJifX5+O/2o9/rp3lgd74dmrA1X55H38P5B+8J7Iv3UZZuRT3Z250yBT6LuneDN3F23i0qEXCpjASN+/E55UWRM3cSOr2w48O9+Ad9FprEjaFYUnPfQflC+fi5fNf1yjNjyAIjBs3jlu3bvHNN98QGxvLzJkzHUeTVqlShTFjxvDxx48+Z/3foH///igUCo4dK/qpRjIPFVK10umaMsQHfUyK47c+NtUhF/nDH/aX2PjOVH+9HdkRCVjjbhHooUKbrSPj2kkMv23GfPkw0YpQ/Dw1zN9+kgEf7Wb0F79hsdi/mKoX92P3hbuYLFZ0BhMHj5wgKaXwk21mT3mbrh1aO10TRAk2S76eQqsZQRQR8+VFHuKHKS5vDNAYl4zEwx1RrURRJhSprydlv55Hpf1rCZrUH6mnmpy7MQhubrg1ros5IQlR446sTEn7kFguqe9vIHuvc+UhDfTHEm+fPqB5tRP66BSkKkWhttU9wbadz39El0sfkx2RgNHovEWHu7uC7GwD/+b5Z6IooovNS7MuLhV5IX4D8Nfsr7n3y6kC11WhvuhiUmiyfgzdDi0j/uRVZGrlY3VIlQqMGXnDeQ/iLfPxFKr+to6sU1cQJBKnIXhjXDLS3DIWpBIyj18i9ZejpO0+hWfL2gS81RVjXDKCVELyT4e52n4y0cu+JWhkT8z5GivGuBSHHlmgNyUWDuPu2NXYcv1XHuKHMZ9NqozqgiAWXo09yiamTD2Zt2MBkIYE4PFKewSZDMFd5SSXvOQjtLsf8rcgfyzpWfjNHEPCtA+wZmoR5bJC/M3X6VnOyedv7mWDkft50HDrDKrMexNFoJfD3tm5tm44dwB/Lf8JU76hz5NzvubOjoL5eYB7z87YDDkYr+Udp2xJTEJUq53yZolLIOfEaSSB/lgSkvCaNAb90VNY4uIQ1WqnZ1kW7O/0LJvi857ltJ9/x5KhpfKfX1Lp9FcY78WR9ftZ3CqVwqwzUHlkZzqEzaX55vHI1EqEQk6tel6/VYX6Enf4kkOHMVPn9IzYLFaKjemBZ8PKpJ+8iu52LIZYu49J1EoUIX4YYvLyZ4hNcfTkBQ5oi0StIvNsPnsmJSGqVBjPXyBz5SpShg7HmpqKsm1eY14z9h0MJ06C2V5PSvz8kBYrjt+XX6A/e4mcc5eRaNwL+tvSj9DuKaRxJJFgjkkk+7fjxA5+F2XTuri3bvLUOvSnzpO1+xDZB4+haFAfVe9e9vyo1QiqfP4RH4/hzz+d8mO+fx9rQkKugAX1iOGIKhWZZ66jz32W5CG+GPP5fH47GxPSuD5sBTl3804de1g+aOQrBZ5l+/PuXM+IKjdMSWkoSoci9fOk+PtjkHi4EzJ9IJaM7EeGc7yDcsOV/WYelQ+sJXhyf0e4l4bV8s/9/Y/xX90oBZDL5ZQsWZKcnByqVauG8NBWI/Xr1+fy5csvKXV5lCtXjrt3C85/fBy2h+aRPOrlarNaqfRub4wpmdxY8wvRPx9H5u2OtHzDvLDxtwCwpkRhzErh+PUoetcvz9Z3utKvUSXGfn0Io9nC5M71EBDot+FXJv3nCI3r10Yme5qpxY/YXsWSLy+CQKGn11qsCFIJmua1iHh7OTe6TUHqpUbTqg42o5nEyfPxGtafkK32j4ycc5ewmZ6wXYgoOuLyeLM319ftAJ7OtpXf7Y0hJZPd1Uezt/ZY5N7uKJV50wakUhFRFDAY/t05R4JAoXa0WYo+JCPklsXJcRv5udoY5F7uT9bxiCK+N2UDF2oMQuqlwaNZTQptoVusJG89SNR7m7FZrFgNRuI378S7c56vpu+xv/C0Z8MxxiQhD/ItoEYQBMp8NIX787/AlJiWd10UHPH61SuPwlfz5PwUottms6GoUo7Qb1aS8d0u+40iVOCCVIKqcW2SP/gES3Lex9zD/oYoUNgBijar/Rnwb1mdcyPXcu/LA4hyGfWmv+4k5+at5vYvJ4ucJwBN/9cwnLv4yHIpkBe5HEXDukiLhdjnkj5IY37ZfPZ2yofFSsCE/phTMwmvP5DrTd5C4qXGb/grCFIJco0Sk1bPgZ4LOTHW3vPlXalYkfNSVL8VHlHX5JdL3nWK+B8OI/NSU2LKa3kyVmtu/h7SZ7XiXr00wYM7kLr/LIWVY8aChVgTk8BqRfvFlygaN0JQq/FaMB9JaCgZy1fkV4rx3DkSe/RE4qnBe1TuNnxFbDBkbdtL9tHT2MwWrFnZZHy1Hfc2jZ9aR/Kyj8FixWY0kf3jT7g1b5YnUMicRsHNzZGfnKPHnPwgY+kyACQe7hTPtakgitge4fOFkV/evW4lpL65R5Y+7H+FHURqtSHIJHg0r0XEO3bfFT1UhEx78/HhLNa8cGOWc73rFCRe6rxwLl46//WNUrBXFCaTCYul4ANoMpkKNFRfBoIg4OZW9DOjjWlaLDrn84d1Mcm4BXo5frsF+zjkQrrUJ/L7P/A0S8kw64n68RhiQCkS9WY81CqU8rxGVICfL6VDAqhe3B+A1lWKY7XaiE7Vkm0wMbFTHbZN6MGnQ9tjs9koERpS5HTbrGYEMV+PhyjFZrVg1eflxRibhCwwb/6YLMgXc3oWVr0BU0Iq6ftOYdXqsZnMpP5yBKmfF7JAH6w6PfHD3yVh4lwsGZnIiodgiootkAZ5xbJ4vNmbkB8+Qf1qZ6T+vsgrlgWJhOx7ic9k23vf/4HNZMGcpSfyx2NODXWFQkZOzr+zl55KJcfbW4W3two3NxnKIO+8e0HeGNK0WPSPP7c6uFV1Oh9cQueDS6g4tAPqkgEAmHUG4o5cxmoyP1aHWWdApsnrkSr1SmOMGdlY9QasuhxSw44h8VQ7lbE8Xxn79G6FsnJJhx8IAthMFtzKF7fryBe31WBEolE560nLwq1CcdxKBlJi3lvUOv85IeNfI2BgR4LH9nLEW7JHI6IP/F0km+QnOyYF31plCPnsfVJWfU7Wrt+xZGRhe4QOReWyeA3uRfHtH+PZtxuihxq/6aMovv1jPPp1w2a1UXXRIKcw+pgU3ALzyi6/v4lyKe5lgmmyYy7F+7XElJZFYF37PEb3IG/MBhO3fj5eeOPyEfhWLYkgFTH8fQmJf14jX+LvhyUjE1uO87QTSWAA7t07IchlJI2Zgk2bnSebzw6mRzzLNr0Bz46NSfvxIDaTGb/hryIvEUzA+P5oWtUD4M739iFka44Ri9GMV5USj83Ds/htdkyK0zMi91A6/CG4ZXWUgV7kxCQh9/Ukccdx1NXLoAj2wZSWhVVnwBCTjDx/+CBvjLEpBL7eEolaSWC/1vi/2gzRzxev92aj7NQRa3Y28rp18hIhCGC14rNuLTarldQJE7Fp7b3/8vr1sep0iH6+2PR6tHuO4Faz8mP97WHU3duCzYb0QbkKgCg+tQ55hdKY4xJz9QjYzBZEPz+smQX9QwwIwOfjDY78WKKiEf18kdevj+jr6wiXvP0o6uplADDEJCHP5yv57VwY+eW9uzcjff9pRx3yAFNMUoF6xpKtR+rnaX+X7D2FVK3CnJ5F6k+HcK9b6ZHhnN5Be/O9g7YfcYR7abjmlDr4r2+UGo1GIiIiqF+/PleuXMH0UM/ZhQsXqFat8Dly/yY3btygXLlyTxbMJW7/uQLXEv+4jHfd8riXDgKg9KC2Drn0y/cI7dGICmYP7kuzMdcOwZoSw88nrtK2TRvEUPtDJXgF0rJDV2ISkrmWOzRyLiIBBAj1VvPTmZt8/NtFAFK0erb/up8uHVoVOd02ow5BpgDR3mgT3TTYjM4rN7OOXsC9dkUUpexz7fze7ETGAfucsfQ9J/Hu1hRBYZ+C4dmxEdo/r+BeuyKBG5chr1IBzWvdMN6MwGYwFrr63njjDpnfbiO272jiBo5HUaMyqnbNyTlzgTL5bPawbX3y2bbMQ7Yt1qOR3X5SCcEd6mA2530AyeWSAsP5/xQ6ndFpcZVfnXJoSgcCUH5QW6IP/P1EHXFHLrO3/Wz2tp9N/ImrBDSshKZ0IKJcSoXB7Ui98vhFefr4NNxDfR3xVh7ThZykTAAEuRSf7k1J33cKdZ2KKErby9h/YEfS99vLWFmxBCFTBpB57BLquhUJHP0qqbuO4/tqC2w2G95d7LZWVS2NPNgPeaifQ0/AwI6kHThD9rkbXKw/gqsdJnOh9lBi1/1M4jf7udTkbdR1KqApHUhA40oofDRFsokzNnyqlyJxziq0uw/j2bcr2YcePSxuCL9D+lfbier1NlG938aq1RE/aTFRvd7GFBGN9nYsl6ZsdgqT9Mclp2e55KB2xO+3L1i6s3E3ushEjneby/Guc/GoUpKMu/Z5eJUHtsWsMxBz/OpT5Si4USVyzl4g58+/kFerYl+BD6h7dyfnqHOPq6BSEvDpSnQHDiNIpEgC/B8pm3XsPMraFZHnPss+AzqTedA+h19/9Q6eXe29bYnrv0d/+RZJm7Zxu8ckrCYLlcd0AaDSqC7YzBZSLkY8Ng/P4rdxf1x2ekb86pZ3+EOJHg2pPrkX6X9cRFO3PIF9W5N+/ArBgzqQst9+2Efq/rME9m8DEhGJhwr/nk1J2XeGu3O/5FzT8VzoPAOrwYQ1LZ30RUuQhIZiunYNjwnjETT2Xnr3gW9gM5vJOXqUjAULId/aArc2rZBVqoisShUkpUrh3tE+X/Vx/vYw8nKlcKtTHUXNSsjKlcRzQA+sOv1T6/B5ZxD6P8+jqFkJ9/59yTl0CFXPHuQcP+EkKyiV+KxbQ87RY478GM+eRValCspuXVC/Ndge7uQpfHs0IeP4FQCHnd1yfT5o0IOe5sJ5IK8oFYy6UVWkvp6O98QDMgt7l/x2FvfaFdGeuoJ396b4DelKxoEzeHVsRPbFW48O9+AdtPsk3t2bIrjZ30H5w7l4+fxXbwlltVpZv349NWvWpEGDBpQrV46lS5cya9YsZDIZV65cYePGjaxcufLJyv5Btm7diiAINGzY8MnCuVyZb18E4FWzNLVXjuBwu1kYkzM5P/FTGmyZgCiTkh2ZwLlx9qGvy3O/oebSIfQ8uhbfM6eYu3E1bMmmmI+aJd1bc8PizXtfnuKXbz/D8+JBVr/RkqU7T6M3mpFLJawa0AqFTMKwltWY/dNxeq/diQ14Z/RIqleuWPTM2qxYspKQegQCAjarCUtWEsoa5SjxwTvc6DwJc0oG999dR+lPpiPIpBjuxxM5cQ0AyV/vReqlpuKeVfYFSVfucH/mx2TsPUWJxcMJ+mI1mM0Yrt0i7aMvCfnhE2L7jn5kcqxp6STP+xC/xdPAasPj3F3+yrWZV83S1Fk5gkPtZmFIzuTcxE9pmM+2fz1k2/bHPsRmtZJ47ApyXd6LRSIRsb6ELTtsNht/TtpE803jEeVStPcSOTnhEwB8apSm4crh7G0/+7E6zs76ClWwD11/XwaCQHZMCoffXPFYHRaDicidpx3xZsekYNYZqHZ8I/IgX+I/2UHcup/RXb5L2U+n2cs4Mp6IiWsBiFv1PSUWj6TiDwuxmS0oigcQOKIHhsh4bg1ZTIkFwymzfhI5d2K4M3oFopuccpumIshkGCLjuTth7SPzY07JIGLyeppvGo9X5eIYUrM4Pmr9U9mk+qRXMWlzCFwxwz7VxGRCu+8oiqrlCVg0iahebz8yrCU1g8Q5Kwla/Z59QZxEJPG4fc6hZ80y1Fw5gqPtZmJMzuTCxE+ou2UiokyKLjKB8+Ps01LufXEAuZeaFgeWIogiaedv41u1JK8d/oCsyEQkCina6GT8apSmxYrhbO/4+PwAeJQOwhIXhTUtndSFy/F9fx6CTIo5Oo7U+e8jq1wBnzlTSHhjFOo+ryAJCsStcT2sOXoCv9uMgIDh/CVSZi9GWb0coe+P43bXCVhSMoiZupYSH89EkEkxRsYTPWWVvZwXbSFkwSjK/7YRLFa0Jy+S/Ol2bCYzf767hXqLB1L1ne5YzRYufPATqRfvvnC/NaRkOp4R9+L+6OPTODZyHT41SuNbqywZN6Op/vN8rDlGVOVDkft7or+XwM1xdp+J/XI/biUDqXNoJaJMStw3B8k4dc2RDlNyJjcnfkTVL6fhtXA+5oh7pM9fiPvgQQT8sg1LfDw2sxlBocCteXPcmuctCk2dNJmsjzbiMWUyNoMRv82fYtXlkHPpOikrNqGoWh7/BZOIfu3R/gaQtvFb/Ga/g81opNiPH2HL1j2zjpDPPsBmtiAJCsa9bx/MMbFkLFmKtGJFPKdNJWXYcFS9XkUSGFggP5nr1qMeNAhJYAAgYElKIvPEbfz7tCJ206+YkjO5PfEjKm15F0EmJScygVu5di6MB/KlP52OslJJzKlZRLy9HFWNcpRY/g7XO9nfJZFT1lH60+mIufXMvUlrcK9dkZAZA5EF+qCsUgZTUhqG+/HIA+y9o48KB5D09V4kXmoq7V6FIBHRXblD9KLPH2u/fxzXllAOBFuhk/9eDtHR0XTq1ImyZcsC9kZp5cqVmT17Np6enuTk5LB69WqOHDmCRCLB09OT8ePH07ixfX7N+vX2B2DcuHEOnTNmzKBBgwb06tWrQHxt2rTh66+/plixJ891yi9bsWJFKlWq5Ehj8eLFmT17NqGhoUXO646g5z/es+OGKs+t40UdM3qlzqTn1vEijhn9O97/uXUANL/86QvR87wcqDnmZSfBQUWx4OrpZ8Fme/7pNjdt7s+to6FXwf11n4Xw1IJbHT0t8dLnP36yU3Dck4WKQHqy6slCT+CSwfMFpOTFUML6/DtmlK+Q/GShIpCdqnghep4Xd5+iT3d5HHdu+j23jv+mY0brRIW9lHhz/vzhH9Pt1qjwbQT/W/mv6iktVqwYV65ceeR9Nzc3Zs6cycyZMwu9n78x+oD333//kfoOHTpU5LTll71x48ZjJF24cOHChQsXLorI/+Dcz3+K/6pG6cvk/v37hTZqARYvXkz16tX/5RS5cOHChQsXLv6/xzV878DVKM2lRIkShIW9nK57Fy5cuHDhwoWL/+u4GqUuXLhw4cKFCxcvC1dPqQNXo/QlcVnx/Is9qs0t+glSjyJL++gtO56Gan+vfm4d39ac+9w6Qm3/7gb3/zT3ZP816xDJsahfiJ6eNaKeW8eBa8+/GEeR9vyLNAD8bEU/XvhR3BOef6HT6eig59YB0LRswb2Bn5b7Uc+/0Mla2Obnz4BvzvO/5q7feDELKAM9XvLJQblEvaD8yMXnb0wZLc/v+9YXsHjSxX8HrkapCxcuXLhw4cLFS8Jm+987DvSf4r9+83wXLly4cOHChQsX///j6il14cKFCxcuXLh4WbjmlDp46kZpdHQ0gwYNKrDHZ8WKFfn6668ZPXo0JUo4n3E8duxY2rdvX2Cz+q1bt/L9999jNpsxmUy0bduWyZMnI5fL2b59O2fOnHHaZ/T06dNs2LCBdevWMWTIEACSk+2bGvv52eeHffnll4wfP574+HhUKvu8M61WS/Hixfnwww8dcjt37mTLli1YLBZEUaRTp06MGjUKqVTq0Pv+++9z4cIFlEolAQEBTJkyhSpV7BvWDxw40CkOgD59+vDGG28UyY4j9y1DKpeScD2KXdM2Y9TqC8hUf7UpjUd2xWYDU46B/fO+Ju5yBOXb1qbHylEo3d2wGY1k7DhIytKNhcYTsPRdjLfukf7FzwCoWjTAd9JbCHIZokpJ+m/niJr5sVMYjzZ1CZk+CEEuQ3/9Hvenrseamz6/gZ3x7dce0U2O7vId7k9bj81oRpC5IXG3n81ss1qxZKeAxT7XzmazMXvxSsqXLcVbA14rNJ2CTEnPg0uRKGSkht/nxJQtmAqxyQOarxlFWngUVz7dQ7G2tag7ow9Kf0+kMimG5AwyL9zh6qRPsRnz5pj6tatN+dn9EOUysq7d5+qkT7Fo9Ug1SqquHo17+RAQBGJ/PJqXLgHUajckEhFBsB8DajD8e/NWy7WpRatpfZHKpSRej+LXR/hKtVeb0mhkV8j1lQO5vtJr4wSCqpZCHeiFIAgIokDEscv88NaHT6XDp2QgSrUSVaAXEpkUXVIG21pNe2wZtVg9itTr9jICKN6mFk0/GIrKV43NbMJ49k+0K5dBvqODFa3bo3ytH9hs2AwGsj9Zh/nWDTSzFyAJth9OIahUzAwIxpxj5M6Ri89kE5+SgShypyy6l/An81YMEqUCiVxKRngUf03ejDlXZ1DbWlSb1dfpXq0lg8gMj+LmJ3sc8fm0q0OZ2QMQ5TK01yK5MWkjFq0eRJFyCwbh07oWglRC1Mc7if36IABeTatSYeUomgX7YrPZiDt7kz2j1mHS6glpWJGms/ojdZNhyNJzd99fVH69OTYbmPUGjs77BpWfJ41n9EEil5ETEY9XtZIcbDsTY6rzQQeF5cGs1SPzcqfO+0PxqloCpCJSNzkyoxbTnbtkb/0ej3HvICiVYLOR+clmJF6euA/ILZ+cHDLXrMd04ybI5XhOmYisciUQBPpGZ6Hx90KUSUm8fp8907YUWkZVX21Kw5FdHGV0cN43xF+2H0faadEQavRpiSAKZCdl8Fm32ehTCx7g8HA5X9v1JzX7tsKruD82ixVjTDJYbShLBJB26hp/D7L7vn+72lTIVx/EhZ2i3JRejt+XJ31K9XVjMMSnETFrCwCqCsWoumUybiUDEQTIPH+by2+8/9hyVlUoRpWNE5ColSiCvEAUEeUyYqYsJ3PnEUc+vIf0xOv1jkR0fZvgDyZjuHmP1M+2O+6LGndKh60HixWb1YrhRgRxs9Y46uaHKf7VEhTlSmLV6hyyCCIlty5HN/4Tsi7efSq/TT10Hs/GVZColcg83cmJSUawWkEi4l65JNeHLcdmMFH+44mIbgqsegOGmCQyjl/m/rKtlF46HM9m1ZEHeGE1mMg4fpnbEzagKhdCqYVDEVUKBFEk/ch5PFvWQlTI0F2L5O6Uj7Bo9QhuckovHYG6VnlEtRtStRJTahaG+wnIArzBmvtA56Ynau3P+LSvbz+VLjySO5M/tucrF3mIL9V/XcbFdlMwp2YVakMX/z4vfPi+WrVqhIWFOf21b9++gNwnn3xCWFgYmzdvZs+ePezevZukpCRWr37yghlvb2+H7n79+tGvXz/Hb29vb8C+t+iDawcPHkStVvPFF18AsH37djZv3syGDRvYvXs33333HeHh4cyda19ok5OTw6BBg6hcuTIHDx5k165dDB06lKFDh3L3bt5Z7PnjCAsLK3KDFODn0Wv4uM1U0u8n0nZGwRMXfMsE03ZWf7YOXs7mLrM4vn4Hr386EZWPhlfXvkNKRDx36vQg48c9aDq3xL1jc6fwsjLFCfn8A9Qd8q6L3p4ELJlC/MRFZG7bj+ihxr1uJadwUh8PSnw4nohR7xPe+m2M9+MJmTEIAM9OjfAf0pXbA+YS3m4copucgOE9ETUqJJpALNkpmNNjsGQnI9UEAHDn3n2GjZ/JwSPHH20MQUSiCeDwyLVsbzEVbWQidWcVfgqFZ7kQOv04k5Jd6wOg8NHQbNUIbnx7CEO6ltifjpJ2/CoSNzklR3XJs4evhmprR3Nx6GpONJ2MPjKRCnP6A1B2Rh9y4lI42XIqpzvNpvjg9kil9kdDo1FitVpJT9eRkaFHrXZDFP+dSfWCINBtxUi2jV7DJ22mknY/kTaF+IpPrq98P3g5W3J9pfenEwHYN/tz5O4KNnecwdevLcScY0SXVvDF/jgd28esZeuby5C5Kzgy7mOy41K5v/8c9Wc+uow6/zCTUrllBODmo6HVhrexGIykvtGLnN1hyCpUQvnK6w4ZSWhx3IePIWPOVNLHDkf3/ddo5iwCIGvJPNLHDidj9hQEtYbspHQ+aftsNtk+Zi1buszit/azOPeuvbGkLh3En8PXsL/5VLIjE6k+265T7quh3pqRjnumLB0dji6nWLcGTvHJfD2otPZtrg79kDNNJ5ATmUCZOfb6IGRQO5RlgjnbcjLnOs6g2MiuaGqXQ6JRUfWLd5H5eLC1/Ux+6DyHgOqlaTq7H+5BPnTZPJEjs7/ku46ziT19g8Yz+hI2cAXfd5rN2XVhdN0ykbYrR7Bn5Fr+Wh+Gb4MKKIMKni71cB7y56/mgjcxZ+dw+NVFyNQqsu7Gk7lhI5bYOLyXLka3ey/Jb40gfdlyvBfNQ/POaFKnTCP5rRFov/oW76ULAVAPfhMkEpIHDyN1/GRKNKhE5OlwNuXWca0fUUZtZvXnh8Er+LzLbE6uD6PXpxMAqPZac2oPaMPXry3kgwpvYTYY6fPZu08s57Nf7qfde2+ybfQaPqw6nL+3HiL99A2uTNmEOSObazO+yC0ve31wfuhqjjWdTE5COjU2vOP4rYtMpN73M/Fp6Fw/VvxwFIoQX/5qNYW/u8zGo3Z5yrz35mPLWXczmot9FiFRu3G32zukfbMLw+37qOrkncinrFMF3+GvIchllPh6GR6dmjnF696yHqW2r0VWLJCE5Z9zt+NIjFHxBLz7VsHyLlucEluX4964Fhm//OaQDVk1nVI/r0ZeJu8Ew6L67cV+SwgZ3IF7H/7E6frvEPv1QTJOX+di+3fJ+OMiSduPkXk6nHJrxmI1mDjXYDQJ3xwg68x17s37ktAJvRFVbkiUCi60nULa7+eR+XtRcvabVNgylagPv+dy+yncHruG4FE9iFzwJRebj8NwP4HiswYCEDq+N4JEwrXX5yFxU5B59jopYcfRXb1H1hl7Wh6kJ/nXPwl6oz03hq/gfPPxGCITKDn7TUe+/V9vSbVfFqEI9nVck2ief/HkM2Oz/nN//2O8lDmlBoOBzZs3s2TJEgIDAwGQy+XMnj2bUqVKvfD4dDodaWlpeHraV4Ru2LCBOXPmOHp01Wo1S5Ys4ddffyUmJoY9e/bg6+vLsGHDEAR7A6Rp06b06tWLLVu2vJA0pd5LAOCvb3+jWs+mBe6bjSZ+nb4FbWI6ALGXIlD7e1G2dU3So5MQBQFBLiPzlwNIvDyxGZxXAHv270Hmtn1o9+f1+qma1sFw5QbSAD9UzeqRuW0fijIhTuE0LWqju3gbwz37kYXJ3+zD55WWAPj0bk3i5jAsGVqw2YiatZHUbYdRlA4BmxWbKfc4P4sJm82KIHPj+22/0rt7Rzq0dm4050eQq7CZDWRG2G1y/evfKftqk0JlKw9px82tR7j36xkAQltWJ/liBCEtqnHl071EfrqHoF5NuTZtC3E/5e1O4NuqBhnn76CLiAcg6quDBPW2V/w3Zn/FzfnfAiAP8EJUSLHZ7L2kcrmE7Gy7ba1WG+np2Vit/86KeLlcQtylu6Tl+srf3/5G1UJ8xWI0sTufr8Tl+oook1C6RXXiLt0lIyaZ7qtG8/vS76jQvu5T6QAo3aI6yZciqDv1df6c/y2XNv76yDKqMqQdN747QkRuGYG9nMw5Ri5+9Cs2bRY5v4YheHphOHTAIWMzmchasxxbWioA5ps3EL19QJo3oCOv1wikUvbP/YqsuNRnsskDBJmE+utGE/PrGVL/vo021//ufPUbJXrZdQa2rE7ahbuOe4JUgtzLnehdZ5zi825Vg6zzd9Dn+lfsVwcI7G33eb8uDYn//jA2ixVzRjaJO04Q+FpzVGWCsJksZJ65Qca9BNLuxJEVl0qlXk0p17U+kYcvkXTlHgDXtx3j2Lyv0eXmJ/FSBCp/LxIvR2DWGyjTsS6n3ir8g/7hPOTPn3eN0tz/+TiBLaqRduEOMbvO4NaqJbpfwhB9vBE19h0XRJUKm8lExvKVWFPs5WO6fgPRx14+xguX0H71DdhsyOvVJT0qEYW7EoDz3/5OlZ4FfcViNLFn+hayCymjeoPbk3wrxt5rarOxY+xH+FcoeBz0w+Xs5uGOIEBGjH0E7e9vfyO4dzNqrHub8Pe+Jic2xV4mD9UH+sgEBKnE8TvzcgSetcty/+vfnOKT+mgwxKWij4hHolZi1uoJ7NXsseWc3z+k/t54dGpG9PilePRoDYDE14ugeWNIXP4ZEi8N6T/tJ3Of884qPoN6kLHjN2w5Rsxx9uNx07fudujIj/cb3TDcuIc5IRlLWqZDVt28DrHvrsCcmJonW0S/9ahbDn1kAl5NqjjJaRpWxrdbY+5O/xSvljXRXb+PRKmg3Idj8O5Un4AB7ZB6qcn88xraC7fQXrhNzp1Ysq/cxZiQhl+vFkSv+pHMY5cAUFYqiVVnAIu9MZXw1T78etnTk3X6GjFrf8KzRU20F26TdTocRai/k8yD9KQf/tseV4T9PRb/1X6HjCzQG59ODbjWf5GT3dzKBBew5b+G1frP/f2P8UxzShMTE+nZs2eh965cuVLg3pdffunowQS4ffs2UqmUcuXKOcn5+PjQt2/eF/WhQ4ecdOl0OoKCirbtyZw5c1AqlaSmpuLp6UmXLl0YMmQIqampxMTEUKNGDSd5T09PypUrx9WrV7l8+XKhJzjVr1+fVatWOcXxYPje3d2drVu3Filt+cmMS8XNQ4VcrXQa3sqITiYjOu+85Q7vvcHN3/5GE+BN9N+38Az1o/Th/yBIJQgSEf3Zy056k5d8BICqSR3HNWmQP5b0LPxmjiF25Gw8+3VFlMsQ1UrHEJA8xA9TXF68xrhkJB7uiGolijKhSC/couzX85AF+qA9c43YpV9iydaDICLIlNhMegSpAkEqB0HC7ClvA3DyzN+PtIEgSrBZ8obEs+NSkXuokKmVBYaH/5zzNQAhLe3l4x7iS3ZsCkENK5Hsd5eSK4Yh81BRbmZfbs79xhHOLcTX8UICMMSmIPNQIVErsWj12CxWqn30DoHdGpK49yzSZjWQSkWsVhsqlRy53P6o6PVGLJZ/Z/heFEUyY/NeIEX1lXa5vmI1WfAI9iUzNpVafVuhTUjjwg9H6LJs2FPpAPAI9kXm7oYuIY3IfX8hSMRHltGp3DIKbZH3DLmH+CKRy1D6euCxaDmirx+iyh2bJa/StCbGY02Mzwsz8h2Mp0+AOc/e8ibNsWVrubH/r2e2yQNK92+FPj4NQ1IGEje547o+LhWZhwqpWokqxBddvjI4N3kzpfq0QHjorHq3ED8MsXnxGWJTkOb6l1uIL4b8vheXgnuVkujuxCEqFdhytz4KqFkGr9KByJQKfCoWw6wz0PGjd/AuE0xWbArHFnzr0NFs7huk3o4lKzqF7IR09oxcS0jutjhSdzen4fuH85A/f6l/36HEa83QRiaSk5hOaNf6SGQ6LElJCBIJ6jffwL3P64jeXqTPW4ThxCmHHo9xb5Nz/CSYzRjP/uW4LitbGvcQPw4v+e6pyqjte29w64HfhviSHp1Ev6+moQ70JuqvmyjUyifqqD2gDenRyY5yzszNa+blCBL35m1/93B9IFHJEWUSJGolUnc3ykx4BTG3bs1P6uELhAxqT+PznyDz8+TamDVU++zdx5Zzfv8InD6MxFVfYbwbjUTjjqhxJ3TVNBKXf47NZMacmErmriO4N6vtFG/UsLn4jnwdmyXPf03xyXYd+epvgISFG/Ed+bq9cZdPVpBKMUZEO+ktqt+6hfhhTEhz9Cw+kCs1bwiR72/FotWjCPHDnJlN+rFLRMz5DGNSBk3u/0C5deO4PmgZ6uplMMQmoyjmT8iIbtyZ/il+3RqTuuukI36fro1AgKy/bzpsKPVwR6JWkvHHRbtMl0aYM7QED+/G3WkbnWRKvTeIyPe3ogj2dc5XPhlTQho3hq3gYXLuPP9WaC6en2fqKQ0ICCgwRP+Awobv8zdIH/CgBxLg77//pmfPnvTs2ZOmTfN6Pdq0aeOkZ/HixUVO4+LFi9m5cyfr1q0jIyOD9u3bI5fnvXgsloJbMJhMJvu8O0F47P38cTxI27M0SPOT/+WcH5lSQe+Px+NdMohd0zcjiALB1UujS80iokU/7rWzD214Duj+xDgEqQRV49okf/AJluS8lxT54xYEbLZCegItVgSpBE3zWkS8vZwb3aYg9VITPO1NrFo9lsx4RJUXUq9QBIUam+nRcw0LSVmhVx9lE6eQogA2G6JMQkiLalwatR4Amac75fINLwuiSKHbHub7krzyzkccqTwCmZcalUoOCEgkIjabjfR0HZmZetzdFY6h/X8aQaDQsnicr/T6eDw+JYPYPX2zXYdoL88GwzpzfP2OZ9LxQI935eJcWOd86llRysieFwFEgZAW1chaNp/0iaMBUA0YWFBY4YZm1gIkIaFo1zi/PGRVq2O+dbNAkKfND0D5kZ25vmaHw4cK0/moewWuiULhYlZr7r18NwUBm8WKRasn4edjaKqVpv/+JVTq3Yzok9fs6kSR0h3q8OeKn/m+8xyijl+ly6aJSJUKOm0ch1epQO7u+4vCnNr2UO/I4/J3acF/wGaj/PAOBLaqQcLRK9jMJpDJAEhfsZLEXn1IGTsBj6mTEQP8Edzc8Fo0D0mxUDI+cC4facUKqHp2J+lGFLcPXSgQX2HIlApe+Xgc3iUD2TN9S26aRTRBPmx/Zz2fd5+D0lP1RB29Ph6P0ktD5KlrBe5HrN/5kE0eqg8E+zMtCFDzk3Fcn5/7QZvPbqJCRmCvZqQfv8Kp2qO58MpcKnww0i72mHK2BxaQ+Xki8fEkc9cRh4jfuAHozl4h+8T5QvPlxCOmDRVqE1GgUN94WLaofpsb98PhZT4akrcfc8iYkjK4MXQ5xtgUR93q1aoWgkwKooDUx4NqOxYR98Ve0n7/20lnyNhX8Wxek/RDf2PLcR75yx+vPNgXn44NiP9iL+m/nXNcd69ZFpmvhz09olBoff+4+srymPnx/zj/JcP3u3btokuXLnTo0IH//Oc/TvfCw8Md7bSePXvSvHlzunXrBsAvv/xCs2bNHPeKMg3zUbyU1fdlypTBaDQSERFB6dKlqVOnjqNhW7FixRcaV506dRg4cCBTpkzhl19+wcfHhxIlSnD+/HmaN88bUk5NTSUqKooqVaqQnZ3Nd999V0DX+fPnqVat2gtNn0eQD/p0LSa9oeC9EF/6fTaF5NuxfNNvMWaDiczYFHxLB/Pb0u9oYjIjuquw6vQoa1cl/QlxCRIJoocav+mjAJAE+GKzWgmdP4Ko6RsAMMYmoapdwRFGFuSLOT0Lq96AKSGV9H2nHF/lqb8cIWhCP0dD1pIR5wgn9S6GzWLiUYgqb0R57hweQcRmzquEVEHeGNK0mAuxCUDtd3tTon0dQltUx2IwkXY9Cl18GpF7ziLVKDGlaYn94Shlp/R2hMmJTsazTl7PvCLYB1OaFovOgG+rGmjDozAkpGHRGYj/5STlm1QlJ8ee/gf/rVYbZrMFqVSC2fzPDIuoVHIUCvtjKQgCmsC8DzrNE3ylT66v3Dt5lYHfzwFArlGSGZOMKJVw/89wPEL9iqTj236LafJODyq0sw/1K300iFIp8afCAXAP8saQ/ugyehhtbAo2s4XIvWcpr9MhBgRi1emQlneesyf6B+AxfxmWqEgypk8EoxHVwKHIGzYBhQLB3XkD/6La5Nvc5+cBnZcNQ1Xcj5oLByLVKMkMz9vQv8b8N7CaLbTeOa/APWWwD8Y0bYGXmyE6GY865R2/5bn+ZdUZMMQkowj04cFSioDezXGvUIx6v69A6qMh6+IdvhuxFoBBJ1ZhyNShjU0h7q+bZORO3bj2/R+0XDiIwSdWIcqlaGNTqPhqU1JuOKcNwKJ3fqHrYlLwqV3OSc6YpsWiNyD38eXS4u9IOhVOsW4NEQQwR8egqFPbvpjmD3uDw3Q1HPO9eygaN8L91Z6Y70WSMm4SGO1xqYe9hbJTByQB/lgzM8lOyshXRt6PLaPXPptMyu1YIk9e5Y3vZ9vtp1KgTUxz9IrePXqZyl0aFqqj/byB1B7QBrPBhCEzG5W3xnGvTIvq2CxWkg9fdAqjj04mpE8LmvxuX0gr81JjNZpRVyyGsmQglRcPxma2UGxAawRRRO4mJfarA/a6zpzbC3vuFvp78YhKWaHlLA/0xhCX4vCP4AFtyfjlINhsSAPto1aeXVtiTklH06ExokqJNNCX0jvXkxN+l4cxxSY59dxKA/2wpGdhy7WJ34Q30bRtCICoViFIJI+UfUBR/dYQnfz/2Dvr8KiO73G/65uNuxAkELQQXFqgSHBLCxSX4hT3oi1WikMLBUppKdSA4lLcKe7uSUiIe3azWf/9sWHDkmAllH5+3/s+zz6Qe8+cO2fmzNy5o8i83cjMWYQm9/fAnK0nYcNhW8Nd9zgJ94ZVcG9SjdR951H4e2JMVyNWKrCYzMh9PfBoUo37I5aStOUEikBvDKmZWEwmgpeNxKFkYaLn/YFL7dx3rNzPE2Oq9f0D4BlWG+8ODdA+iCFmySabjCE1E49mNUj48whYLOgeJ+FcOdcuhb9Vxvyi+kqUf6P//wrx8fEsWrSIzZs3I5fL6dSpEzVr1rSNaJctW9bWTtNqtXzyySdMnToVsI6Qjx8/3tZIfRPeyZxSBwcHBg4cyIQJE4iPt1a6ZrOZgwcPIhYXfJR69eqFRqNh/fr1AIwYMYJZs2YRFWWt0DUaDZMnT6ZFixYUKlSIFi1aoNVq+f77721fiidOnGDz5s306dOnQOLkUcw6l7Zq11Du7LuQ577cUUmP9ZO5vec8m4cutb1QHxy7hlgmoXKn+gC4dmqNKTWD7Cu3XvrM9D92YFZnETdyJlFtB2EIj0b34LGtQQqQeewyjpVLoyhmnV/j1a0Z6fus8+fS/jqJe6vaiBTWHmfXprXIunLPWsm6+FmH7AGR3NFaUZmef9KNOSsVY9pj208kU+ASZE2TMt1DebTv+cP9l+Zv4tH+i9xYuZudrafiXSWYuNO3KNa6FoV7NyVhz3l8mlcj/dIDW5jko1dxrRqMKsg6/SOwZyMS9liHHH3D3qf4mHY5cZfi26YWBoMRs9mCwWBCobD2GolEopwG6dvb6DgrS09qapbtF1A5GPccX6nSNZS7z/GVbusnc2fPebYOXcqReRtY1WIiq1pM5OePvsSvQhCxVx++lg6jzsCxhZtsei7+ehCRWGSXR5F7n59Hz/L46DXEcinB7eqCXI6yRRvMKckY7962yYgcHHCd8w26v4+ROXu6rcGT9ctPpA3pS/aubeiOHUJWptxrp8nTDVKApHuPefTnCQ40nsjhll/iUTUYpxzbTFo9jzbmf694j1Bi9uZ9XsrRK7hULYlDjn8F9GxC0h7rcHHSnnP4dWmASCJG6qJC7uXKjb4LOR86FpFEjGvNMrgW86Vk65rIVAoe7DnPgz3n8a9WCpfC1pN3Sn30Pia9kWtrD/BD+QH80WQif4ZNxa9yMK7FcuOWH/FHrj3XhhI9QnlvbHvij1zDs3pJgno0Inv/QeRVq4DJhKz8ewBIAgKQFiuKc49uZB89RtrUGbb8ATDcvo1IqSC5/yCSuvem0FN+W7lrKPfyKc9yRyVd1k/i7p7zbBv6HUfn/clPLSbxU4tJnPh2C54lAmzzSKv3bkZKRFy+Oko2qsKpZTtYGNKf1WFf2pWZGn1bkJXTsH+a5KNXkbmquNx3MSdDxxO/+ywWsxl9ciZHqwwmce8FHv95nKg1B4jddoo7o1agDY9DLJPgWrMsDkF+KIv64lSuCCmHruSbzz4f1SYpZ8pAytErKAK90OUMn7t3bkHmwdPcq92N8DZDCG8zlNiJ36B/FEt4m6H55qPmxEVEchlSf287HU9I+uZXwtsMJbzNUCLaj0Li4YrE3SVf2Se8qt9mXLiLKsiPzMsPbHImrY70E7nTxtKPXEZVpjAl5gxA6uaEb48m6GKSSd51CvfQKniF1cakyUado8O3RxNS954jeMkIJE4qbrSZQNKW4zhVKYUyyN8mk7LPGh+3xtUoNqMvd3rPQe7vaSeTuvccrrXK2eKTfuQyTlVL5ZF5Ifl1Gf9bvMU5pRkZGURHR+f5ZWRk2EXh5MmT1KpVCzc3N1QqFU2bNmXPnj35Rvf777+nevXqVKtWDYBr166xZcsWWrduzZgxY0hPT8833KtQ4D2l+c0pbdmyJf3797e71r9/fzw9PRk0aBBGo5HMzEzKly/Phg0bCjpKyOVyW0O0TZs2tGzZEolEwvDhw9Hr9ZhMJlq2bMnAgQNt8mvWrGHu3Lk0a9YMkUhEQEAAq1evpkSJEgUSp/bLhyORS0mJTGDbSOt2Tv4Vgmg1px8/tJhI9Z5NcC3kRemm1SjdtJot3K9dZrF99Pe0mNUb5eWdmA0G1LsOk3X6EoU3LyOq7aDnPtOUkk7C5AX4LZpiHU6RiMk4eROHkGCKzBnMneYjMSan82jMtwSt+ByRTIruURyRIxYDkLR2N1I3J0r/tRCRWIz2+gMezfjJqjszAYmTNyDCYjZizMj7InguFjOmzEQarByGWCYlMzKBY8NXAOAZEkTt+X3Z3mRSvkGzkzM4MWolVSd0ROXrhtd7RdAlpJFx5SExGw9Q6+BsToeOR5+UwY3hK6j440hEMinayHiuDbHOu7375S+UndeXD45ahyLj/zoHFa1fhxkZ1hX3Dg7WhmlWlv6t9ZI+i8ViYefY72mX4yupkQlsf8pXWs7px6oWE6n2HF/5rcssspIzeHTmNkVqlGHAwbn/SIc2TY2TrxvhO8/Q8PthSGRSMiITODrCmkdeIUHUmdeXrU3zzyOw5tORwd9RZ15fHDbuwmI0YbhwFt2JI7gtXUXakL4oW7dF7OOL4oO6KD7IHcVInzAKS2YGkoBATFGPyDxy4I3SRJumxiPID03OXERdcgbnR3xPrR+GW7ePiUjg7DCrTlWgJ0ZNdp57Fad2w8Hfg0b7Z3E5dAyGpAxuD1/Gez+ORiSTkh0Zz60h1o+9mJ/34VDMj2qH5iOSS4ldu5/0nCHmmwMWU3rxZ3TZ/zUWs5m4Sw84MeM3dGkaLq/8i64H55D+KAGZSoFIIqZ4s2oUb5Zrz7Evf6HF99Zyo4tIsF13rxhE1fn9ONB44gvtu/3tdqov/YwPN07EqNUjAtwmT8D4OIbUyVNx/XwM0gB/jJGP0J05h0PjUJQf1kX5YW7+JA8fjcvggYAI1/FjAVBnZdNjy1SyUjJIi0xgx0irr/hVCKLFnL781GISVXs2xrWQF6WaVqPUU3n0R5evOb18J54lA+m9cyaIQJuSyc9tp71SPhuysvlk5Uhr41ApJ3ajdecPl4rFKb+wPydz6oNrw1dQ6ceRiGVSsiLjuTZ0mf3fQ76jaN/myL1cqHZwHudDx3L903mUmtefakcWAKC5HcXdMd+/NJ8NSRlYjCa8h3TBe2gX9I/iiBk7H2X5kvjPGvbchujTmFLSMaZm4DO2Fz6je7xQhyklnawLN3H9OBTnRrVssgAimZSyy4dz9oPhr+W3ceuPUGRIGEVHtiM7Mh6xQobEyYGK++dzpfEYDMkZ3B30DcELPqPalVVYDCbST1zj4cRVhOz8GrBgSs+i4sEFiEQi9IlpPBi7gvfWfYFZp+e97bMAMGdlU+b3KVj0RrIj4rg//FsAin7RE0TWf81Z2VQ4uBBLtoHMc7e5N2wJVS+tpMTcgVyuPwJDcgb3R3xH6R/GIJJLrXqGLXlpGv//yJo1a1i6dGme60OGDGHo0FyfSUhIwNs79/hZHx8frl69midcZmYmGzZsYMeOHbZr3t7e9O7dmypVqrBw4UKmT5/OggUL/lF8RZZ8JxAKvG1mFH317aOeR2fHpJcLvYRMtfKNdQCUv/jP55A84deKX7yxjkLGglmEVPn6Dy8X+hdYWW3gu46CDT9TwQxvhVWIernQS/j+Zt6V2K9L6Tc/sh4AL/ObK7omV7yxDn9jwVTltUu8+YKPn6MKvbEOc76TwF+fqtlvPrKhpGBGR3xdNAWi502Jz3AsED1y8Zt/oItFb57PZkvB1E0fxG4qED2vi3Zv3kZjQWF4v0eeXlEAFxcXXFxcbH8vX74cnU7HiBEjANiwYQPXr19n+vTpduF+++037ty5k+f6E56s4Tl79my+91+GcMyogICAgICAgMD/h7i4uBAYGJjn93SDFMDPz4/ExETb34mJifj4+OTRd+DAAVq0yN0DPDMzk59//tn2t8ViQSKR5An3qgiNUgEBAQEBAQGBd8V/YJ/SDz74gFOnTpGSkoJWq2Xfvn18+OGHdjIWi4UbN25QuXLulmUqlYpVq1Zx5Yp1bvWvv/6a74FJr8o7WX0vICAgICAgICDAf2KTe19fX0aOHEmPHj0wGAy0b9+ekJAQ+vXrx7Bhw6hQoQIpKSnIZDIUitzpRhKJhMWLFzN16lSys7MpVqwYc+fO/cfxEOaUviMuFs7/8IHXQSZ9c0d2ds1+Yx0AhxN931hHtyv5z1F5HU6V//yNdQCUvfZTgeh5U+6FfPquo2DDw7lg9vF7kO76xjrcxW8+j9PLrWDm90WnuLxc6CWkid68f+A9t9Q31gHwIPXN88dN/Pzt4P5tCmLOYkH5SkZmwczhf1NcnAum3o8pAN/XWf47A7aN49e/k+dqdy1+a7odWo54a7rfBkJPqYCAgICAgIDAu+J/8Iz6t8V/5xNFQEBAQEBAQEDg/yxCT6mAgICAgICAwLviPzCn9L+C0Cj9j+DSsCqFxvdAJJehvRVB5NgltuM8Q678gjFTg9zXA0QitDcjiJqykqJzczfKF4nFKMsUQx+dgEWvJ/t2BNGff2vVIRYTMG0AjjWtx7dlHrlA3Kyf8OjSHP8v+iASibDo9BgTkpCXKEbCqGlkHTphFz+vGWPR3wsnY+1GALznTUFWxLoXochRRU9/X0zZeqIPX+Hv0aswvOAc4bqLB5B6K4rr3/9lu1amZyOkboUAERajDpM6MU84i8XCpJkLKFmiGL26tM+1XeaAxNEDEFH2h1HcHbk833OMPRpVodjELojlMjS3InPlxGKKT+2BR4NKiKQSopfnnpMtlYpxclLaTqDLytKj0xXMXqj5IZdLcHRUACJMJhMSJ4c8triHVqHIxG7WjdBvRfJg1DJMai1ipZygWX1xrVMBuY8bZp2B9BPXuD98qU2HorAPIXvnErXoT3w7hT5Xh3PlkiASkXnxLuETV+FauzzFJndBJJdhiIrFoWIZonpPJvv6vTw2+M8Zhe5OBCk/bQbAqdH7+M8agUilxKLT47TnItfG/IA5237eoU+jypSe1AmxXErmzUdcHbkSo1qLT6PKVJjfF5mHExa9iYSDl4kcvhiLPjcfik3vhU+nhhjiU1/ZnqDZfZD6+2DWZGGITQCzhahuY7Bk2ae379ej0d+NIHW1dQ9Dp6Z18Z0xApFCjkWvR/LdTiIX5t3f0LNRZUpMsqaZ5mYkt0ausOWDZ6PKBH/ZHYfi/iQfuMSpIcsxqrXI3Byp+NWnuJQqhEQpJ/bAJXzrVUAsl5J+K4qLOWmCWESlr3vh9b71mNbMezF4BXsjcnRA4uJks0ckEaMoFcTjoTNQ7z8JgN/s0ejuRpD60xN76uA384k9BkTf7eT+ws157PG25Y+MzJuPuDbye2tcgEY3V5IdmwKA1MkBiUyMWau35YVnq/fxaF6T2z2/fq4Pu9QsS5HJ3VEEeAIi9PEpZJ6/Q/jEVZhzzkJ/me8/nc+p+y9QeExHxAopWTcjiV60gfc2zeBW5+lorlpPFXILrUrhCV0RK2Rk3Yzk4ejvMKm1SJxVFF8wGIfgQoidHZDKJZjVGvR3w4mfvAiLJitP+gD4zBqD/l4Eaas32l1XfVgD33njsZgtZB6/Yle/P+FF7wCvHs3x6ReG3N8Ti95IxvHLRI7+9rV1eHVqjNTDBYmzElNKOvo7D/PYo/qwBp4jeyGSyxDJ5WRs3E3q93mP3S7020KKFi2CISXzpfVp7Nr9ACiD/Hjvp7E4FPfDYoH0Uze43PcbTGotRQe2IqBzfSwmM/rkDOK2/E2Rfs0Ry2VYTCbMBhMSpZzk49dwLlcUl4rFEYlFaO7HcK71l5jUWlwqlaD0jJ5IVAqQiEk+fAXP+iGI5TLUNx9xI6cMipUyyszug2vO8bvpl+5ze/yP+eapwL9LgQ/fR0dHU758ecLCwux+EydOpHbt2nmux8bmnpd+6NAhSpcuzfXr1wE4fvy4Ta5y5co0btyYsLAwBg8e/MI4WCwWVq9ebQv78ccfs2vXLjuZn3/+mebNm9OqVSvCwsL47bffbPc2b95MjRo1CAsLo02bNjRr1oylS5diMpny3H/692RLhNdF6uFC0QXDeNh/NjfrD0L3KI5CE3oAoCheCGOGBomjA7caD+dy8CdknrqGZ4eG3G853PZTn7+BWacnvPtk7oZ+hv5RHH7jPgXA7eMGKIoX4l6zodxrMQzHGuVx69AI35FdiPlkAJE1WpKZc8qOevchuwapLKgIvivnompU1y7OiWNnENNxIHEDP0fs7IQ2MY0t9cehjkyg6sSO+drpGhxAsw0TKNqyut31os2rUbZXY4zpsRjTokEkRuxgv9jiQcQj+gybwP4j9o1lRGIkzj4YM+IxpkWTHRlP0OS8BxPIPF0otXgQN/vM53yd4XZy/j0aoSrhz/n6o7jUbDyF+rVEKrUWDRcXBzQaHampWaSna3FyUiCRvJ0zkkUiEc7OSjIytKSmajCZzBSd1M1ORurpQvDiIdzpO49LdYehi4y3yRQa3g6xSonEQcHl0NGkHryEzNvNdl+kkFFyqfVUn8KjOjxXh0gq4XLDUVxuOAqxUkHhcZ0IXjyEx0O/IqLNYBSlgxA7OuSJv7xEYQqv+RrnpnVs1yTuLgTMH0vWuWvcrfARaet241a1JMHD7Bf6yT2dCflmABd6L+Jo7dFkRSZQZnJn5J7OVFo+BFO2noMhg4hcsx/XSsUJ6N/amh5uTpRYPBj/Pi1RX33wWvZoTlwg+ds1pG/4i+yLN3jUdrBdg1RevDCBq2fj3KTuU/a44jd7DOoDf3O/YmvSN+6h6KDWuFQraWePzNOZst8M4lrvBZypPQJtZAIlJnex3XtvxXAkTg6IpRKyoxMpP7kTANW+GYg2NplDjSdydsC3lBzQgssTVrO/zhg0kfE2uSKf1MWphD8H6n/O8faz8G9SldQ/dxPeqBdp63ejvXCTyI+HoPn7Ihk7D6Pef9Jqz89f49ykjp09/nPGkLn/JPdC2pD+5x6CBrXG7Rl7rPkzkIu9F3Gs9iiyIhMoPbkzAI4l/DGkaTgROp6zHb5C4qTkxifTuFR3GPr4VCrsnEXQjN4ger4PF5vei+DFQ8g4fZOUveeI/2UfGSdvIFYqKDS07Sv5/tP5LHFxpOTSYdzpO48rdYeie5xI2XVfIpLn9sNIPVwosWgI9/rlyDyKp/DE7gAEjuuMPjaZm+2/QKKUYzGZSJi4AENUHF6jeufxfVnxwgT8NAenJnXz3BO7u+K3cCKYTKRsOWpXvz8dl+e9A9ya1cKnT2skzipuNR5OxvHLSN1dXl/Hpy15OHgeIoWM7Kt3yNi8N489YndXfL4aTdKCVRjjk5H6eKL6sEYem9wHd0dZsSzJhy69Un3qnNP4K7tyJIpAL87XH83N3vNwCilBycld8PiwAgFdGnC25RRONxxH8pGrlJ3bl6u9FxK99gASRwcyLt3nVIOx+LaqhWvlEpyuP5bDpfugDPTivW8/AyDkx1E8mPcnp0M/5/qgJRQd2JK7X/7CydojyYqMp2ROGQwa0RaRRMKp+mM51WAsEqWcoGEf5bHzX8Nifnu//zHeypxSHx8ftm3bZvfz9/enU6dO+V5/wubNm2nWrJntjPq6deva5MqXL8/MmTPZtm0b33333Qufv2jRIv7++29+/fVXtm3bxvLly1m0aBEnT1p7CpYsWcKhQ4f45Zdf2LlzJ6tXr2bHjh12ehs2bMi2bdvYvn07mzdv5vz58yxZsiTP/ad/FStW/Efp5fxhZbKu3EcXYW2gJ/2yB4+P6gHgWK0MYqUckVRC8ZXj8RvekaTf9truA6iql8OtRR00Z66jz9GR/Otu3MKsMiKJGLFKiUguQyyXIZJLUQYXJuvqPYyPHgOgu3EHeckgkmd+Yx+3jm1Qb9lN1v7j+cbdoXYNRFIJpyetRROTwu21Bynx8Qf5ypb9tBF3fz9CxE77kx5KtK/D9e932wqQSZ2IWae2k1m3aSftWjelSQP7Sl8kV2Ex6sBs7TWLWbMPn7Z5Xwzu9ULIvPyA7PC4PHJezWsSt+4wmMwY0zUkbvvbdt59VpYeg8H6MWI2WzCbLYjFb2cqtlwuwWAwYzJZVwtrtQa8nrHFrV5F1Jfvkx1uzee4NXttMhmnb6K+fM96/0EMmusP0cen2u4Xn9WPhA2HMWXr0d6Neq6O6MUbredAm81orj/EqXJJ1JfvY4iMwffLQaT+uh0kedPAvWsr0v/cS+aeXF9xrFMF3b1IEuatBouFtN934hDggUOgt11Yr/ohpF96SFZO/kSu2U9Au9p41Q/BlK3nwZLtGNI0RP68H7mnC4kbjwLg2eYDJI4OZN15hDlL91r2yEsUxqFWJRwb1ML1kxY4VCtvn9ZdrI3OzL259qhqVyHrzBXipywGQHPoFBJHB4wZ9j1nHvUrknHpAdocex6v2YdfO2ucfNp8gEmr41I7624TsX8cpnDb2sjcHPH5sAK3F1h7KV3KFCbp9C3SroYDEL7mAIXb1gasIyNSlQKJQoZfaEVM2TqMj63HjKat24lL6wY4VH0P5yZ1iP/SelqMW9dWpG/cm9ee07n2qA+dQuqozGOPNX8e2PLn0Zr9BLSzNm7dq5fCYjJTa9tUPtj3NYZ0DdmR1mOGDUlpKIv5ETF9TW665ufDYbVRX75Pyp6zRC/eSNzPe/D6uA6a6w9RBHo9P9xz8tmiN2BM09hk5QGeSJ1VGFMybfFwrVfJTl/8mj02fZFTfiRy+s+41qtE1p0oRBIxJrWG9HU7cWrVkGdx7dyGjE17UO89lueeW/ePsOj0pP9hPZbx6fr9CS96B3i0b4D69A2yLt9DFx5D1ITlPP7659fWEb9yG44VS5F15T7xn88lc/vBPPaoaldBd/0OjvVqWe05dBJFuWC75zhUD8GpSV0MUbGYcvzkZfWpT7u6yP08UAUXIv3MbbLD40g9dBmLTo9/hw/RJaRx+/NVtpEEsUKKxWgiKzyOgA4fcn/WH/iGfYBFbyR84SZST98mKzwOhY8bZp0Rz3ohiBUyHi7YSMqxawA4lS2CKUuHxWR9r0Sv2Y9fjs+mnrpF+KLNOf5iIeNaBMpn6iSBd8N/ZqFTSkoKp0+fZuzYsezevRu1Wv3yQPmg0WhYs2YNU6ZMwdnZGbCeVLBw4UK8vb3RarX8+OOPzJo1Cy8va2Xn4eHBzJkzWbVqFVpt3mFflUrFqFGj+OOPPyioHbTETrk9TfIAL/QxuUeG6mOTkLg4InZyQCQRo49OIG33ae62n4hLvcq4Nq1puw/gP6EX6pNX0UflnjdviMvVkbrxIKZ0NWVP/0yZM2vQR8RiSsnEEJv7TNcenyDKp7GVMnspmt2Hn2uHqmFtzGoNj/acB0ATm4LcRYXMKW9P2unJa3m49VSe667F/XHwckHi4ofUrRBilXueOTaTRg+iZZMGecKKxBIsptxhXF1MMlIXFZJnnq8I8EL3OClfOUWAJ7rHyXb3nvSGZj81xKxUyhCJRLZGakEjFosxP2W32WxB6uJoZ4siwAvdU76ii022yaQfvYJYKkUXk4Qi0JuAfq1I/PMIUhdHfHs1QySTkPDbAUQSCfrE9OfqyH5ofak90aGLjEcXk4TrJ00RyaSk/LgZkViMyMH+aMz46cvJ2HnE7prU35vsmw8wRFg/fixiMRKlnPgDF+3kHAI80cbk5kF2TAoyFxWOxfwQy6XIvVyo/sd4qq0di8zZwfaiiV+7D82VB3aNjVe1x5SWSfq6XUSGDUQklRCw5Aukvl42PQkzl5G56xl7/LwxxiaCyYzfnHEU+mEWIrEIXZz9dkzKAE90MfY+9cTfpE5KknafR5sTL118KjIXFa7vFSU7IY3gAS2ot/1L3pvSCYvBhElrHbrW5qSJ1MmByPVHMaRpaH7pOyrN7o0+RY3m8BkAjHFJSJwd8f68P0mL12DOGZpNmLGczGfyR+bvhTHOao//3LEErvoKkVhEdj72ZNvlT7ItLiKphKTj1zjX+Wui/ziC1FmFf5/mADxeuhWxQo6tm5T8fViiUqJPTLPl15M8DOjfiuQdp54b7nn57N6oKlm3IgHw7tIIi96E2EGBbR4OoCjkaVfvPq0PsKbJwDa41CiL9uxVDOHRGOMTkTg7InJU2aVP0lffod6Vt56UeHvg0rYpmmPnbHXa0/X7E170DlAEFUIW4IWybFHK7vsG/1Gdyb4X/do6pF6u+I/siGOV0ngM7oY5U53HHqmfN8a4JJs9Fq0OsUJuuy/x9sBrwmdoDp3EnJm7TdbL6lOFvyeKAE9Mmmy7ejg7Kgmpo5Ls6CRST90CQCSXEtCxHlk5+akq7o/M0xmZi4paR+fh3bIG2og4yn83hPePzif17+tWP5RJifk9Nw98Wlp7eNMv3LXFQ5YTx5SjV236lYFeFO3fnPgdp/Pk37/Gf2Dz/P8Kb6VRmpCQYDesvWrVKgDWrVtnd/3pYfjt27dTu3ZtAgMDKV++PNu3b3+e+hfy8OFDpFIpRYsWtbseEhJCyZIluXfvHg4ODgQG2p+dHRwcjFwu5+HDh/nqLVmyJGlpaaSkWOdNHTp0yM6WTz755PUianrKWcQiyO+cZ5OZ5D/2k37wPBajEVOGhoQftuHWpCYAFpMZVZUySDxcyb4dYf3qewaLyYzP8M4YUzK4Vb07tz/ohcTNCVWN92zyiorlELu75o3XK6CsXB79rbzzCi2voUcskxDwYXlMmfEY0x4jEksQO3q8Yuj8h9ItzxZG8QvkxCL7tBPllXVwkKNSyUlPL5i9OvMjn8cCz6SlWJSvq9hkxCKkHi6U3zqD2NW7ST1obfz5dm7Iw8+/fypA/r7yBMeQ4jYd2ocxSN2dcevUgrgvnjqj2fzyDzTRU2mreC+Yor/MBiDxwGV7wWfzwKbAqsO7XgUu9fuGv5tPBiBwZHu7sPl9LL7IHiwQO2wG6n2500G0V26j+qByHj157MnJgLjP5/KgrnU4veiQNs/YI84/Tmbzc+8hEuFY1AdjppajbaYRvfU0HtVL4RYSlEdH2THt0CVnsKvCQO4u3Y5YLsW9V1s7OYm7S56PhDyIxTZ/ih03j/t1rEPyxYe0fsZucb7ZYzGbifr1EDcn/mztlTIYybwRiUfzmvZyTwd+jg8/7U+OFYoDEPfLPlIPXHhhuPzyOfPCXXTRiThWCMK3exPCJz7x/afLufil5SBl5ykS1h9G4uqMx6CnpgWZX+HDVCrBb/4ENMfOYtHmsy/oK74DRDIJyqAAMo9d5nbL0UjcnAgY0/W1dbjUrUTKtuOk/nUSiasznsN75bFHJM4/TTCbbPYkzVmRY8/z/DtvfWoxm3PKzjOIngqHdWpL1fWTsOiNpF+4bxWRSXCtYu2tvdBuBg6FvXEqU4Trg5dytGxfpG5OdjoAig0Nw/PDEJIOXs4zd/1pOeeQIKptm8ajn/aStN/+Q/lfRRi+t/FWFjo9Gb5/miVLltCpUyeGDh2ab5gtW7YwZMgQAFq0aMGvv/5Kly5dXvvZYrEYuVz+3Psikcg2N/RZjEYjoue0DJ5cf3KSQcOGDZk9e/Zrx+8JZq3O9n/D40QcK5ey/S3388SYlolZq8OjbX2wWJD5ejyJCIjFGNMysWh1uLaqS9rmQxgeJ6CqmDsPTJajw6LV4dr0fWKmfo/FYMRiMJK66RBevdqA0drD6Ni0PllHTuLUpgmW7Jdvquz2WU9U9d9HpJAjdna0q5tUfu7oUtUYn7LvZWTFpRL51zm8SlmHf8zZmdbe0udQtWadnEVRgEiMxZi7kbrC3wNDqto2lPsE3eMknKuUzFdO9zgJuV9uI1ju524bQgdwdlYilYpJS8vC/AoNsX+KyWRGKs0tkmKxCENqpp2v6B4nWRdz2OzwtJOR+3rg0aQa90csJWnLCRSB3piz9UhUDlTYPgsAiZMS9/qVcG9SjdR95/Po8AyrTfGv+xE+aRVJW07g1e5DfDqHIrGYKLp+PkilWCwW/L4aTuLcH1EfOmNnh6JsCVS1q+AS1gCxkwrdnQicW36I35eDSVryG+5DumF6Jn+yo5Nxq5I7TKj090CfqiYrPB6L0UzcrnMY1VocAr0wqrU4VSxhlyZSV0f0OfF/FXtcapTBo39HUlauR+rrhSktEywWLMa8dYOibAkcP6iCc+uGiJ1UmJLSkHh7YEpMQeLshEmTjVNZ+4/g7OgkXJ6yJ3haDyxGE1V3zEDq7ID61qNc/b7uVlsfWYffI9dZpyakX4/AkJGFe+USpF0Nt6WJKUtHQIvqXJm0BovBhPphHNlJ6ahqhpC6ejNSXy/MOj0ZW/fn28BQlC2B6oMquLRukGuPjwemBKs9Rk02zmWL2IXRRifZ5Y/i6bi0r0vmzUgybz5CG52EzM0JS04v2pO8eHpRWn4+bNRokXm65ObXnP6YNNlEL/jzheGel8+IxXi1eh/vT+ojcVJRfuccLEYTMh93gr8bwaMZa9E/TsTpqTpB7ueJMUefa71KZN2OtMlk/nUEp8Z1rL6Sbq1XX4byvVJIA/2RFvJF7OyERafDIpIgdXex1e9PeNE7wBCfgj46AamHCxaDkZTNRwgY2+21daTtPoUpXY3qvSAyN+/EY1BXq69k6wj8bREAYkcVunsRNh0ipQKzNhuLVoeyYlmkgf54fT4AsYsTEk93vP39EStkPFq08bn1qU+7uqhKBaIqFYjMwxm5b27drijkhTEjC3OWDqdyRai0ZiwJu8+RcS0c31bWDxtdXCoSldJaftZPQu7ujMTB+o43ZelIPnwFj9rvYc7SIZJLKf/tIBxLBXJ/7gY8apd7yl/s3w2+H31A2dl9uD3xJ+I2//3S/BT4d/hPDN/fuHGDu3fv8tVXX9GwYUO+++477t27x+XLl19bV4kSJcjOziYmJsbu+q5du1izZg3BwcEYDIY8PaL37t3DbDYTFGTfK/GEO3fu4Ofnh5OT02vH6WVkHLuMY+XSKIpZ59d6dWtG+j7rvEtl6SI41SyHY+XSKEsXwfvTFpjVWtt9x5rlUZ+8SubxSzhULo08R4dHl+Zk7Lc2FrQ3HuDaMmdxg1SCS6MaZB69gEPl0kiLFEJZNQSJuxtZR/IOredH2vI1xHQcSOafO9DsPYoipCwuQdYTncp0D+XRvtf74ozYdZZirWvx5LNZrHC0zhN9DhfOnMCY9tj2E8kUILY25vx7NCF577k8YVKPXsGlakmUQX555JL3nsOvcwOQiJG4qPAJq40+5yXq4qJEJBKRmvp2G6QAer0JmUximzrg4CAj9Rlb0o9cxqlqKZRB1nz27dHEJuPeuBpeYbUxabJRX35gu5+09QSX6gzlSuMxXGk8Bn18KmaDEe29x/nqKD6zDzc7zyBpywnbMyWOSqL6f0lE2FA0h85gycomdsy8PA1SAN2tB6Su3kJE2FAiPxmFqkYFfL8YRFTvyUh9PIjPmerxNIlHr+JetSSqnPwp0rMR8XvOk3j0KmK5lEId6iJWyijSsxHZ8Wk2+57ET1nMD7FK8cr2OIaUwK17GE6Na+PWsSXai9dRViiN5njeuOluPSB1zWYetR1MVKcRKMoWx/vz/gC4dW6NIV1D6onrdmFSjl7BtWpJHHLsMWl1xP15jHOh4zjfYpLdPf+O9Yjde4GsR4mkXgmnSEfredNp1yJQeruiy5lqUbxHKLF7L9juBbapBUDCiZu4lApEnzNFwq1TC8zabLJO5b/w0mrPFiI/HsKjjiNRlC2Oz+f9rOnVxWpP8okbdmGSjl7FrWqwLX+K9mxEQk4+OpcpTMlxn4BYRMrpW7i8V5T0k9fz5MXT+ZXHh/edx6lqKXy6Nab4zD6k7DlL8o6TLw/3nHx+Ihu3eg9X6g4hde9ZEjcdxRCfyv3Bi0ndd460o1dwqmKvL2WfVZ9nmw8IHNWRtKNXcK5SCuePGpN15jKuHVuiOfRq9WT2lVtEhnYjusNQLDo96j3HSN1xAn1UvK3+fsKL3gFpu06iLB6AYxXrfbemtbCYza+tw711bTLP3MCxcmmcwxqRfe0urh1bot59lKi2g4hqO4jozsNRhpRBVjQAAHlQIPr7kXb2RLUdRHSHodaFW4cvc2/0ihfWp3IvV271W8iFeqPQ3HqE2wflUAb54V6/IhJHJfF/nUXh70HVjVN4uHATd79YS/Jha/lRBfmRsPMMqiA/YjYe50zTiRizspG5O6MK8kMkl1L40yZkXosAoMJ3Q5E4OXC21RTiNp+w6QAI7NnY5rNeTapQ5qtPudjxq/9Gg1QYvrdR4MeMRkdH06NHDw4dOmR3/ckiofx6SmfMmIHRaGTatGm2a+PHjwew9UZ2796dIUOGULNmzTzhn2X+/PncvXuXhQsX4uTkRHR0ND179mTatGnUqVOHlStXcvjwYZYuXYqnpyfJyckMHjyYunXrMnjwYDZv3szZs2dtz87MzGT48OHUqlWL/v3757n/T7jdcjRF5g7mdrORALg0qErA+O6IZVJ0kXFEjFyMKU2NSCmn8MwBONepiMzLDbNGi+biHSJGLsYxyIcSWxdwu3ZvjHHJONeviu+4nohkUvSRcUSPXogpXY3EzZmAaQNQvlcCTGbUJ68QN+snnGpXJGB8d2Qlg8g+e5nEcTOtX8JfjiKm40C7+HpNH4v+fu6WUAAeE4ZiSkxGf/s+skH9EcukZEYmcGz4CvRpGjxDgqg9vy/bm0yy01VnUX/SbkfbtoQSiUVUHP4RlUZYhwwtJr11S6h8XHPSzAUEFy/63C2hUg5f487QpRjT1DhVLE6pBZ9xsdFYANxDKxM0sQtimRRtZLxNDomY4l/2wL1eCGKZlNhf9uM86GOkUjHu7o4YjWae7g5Wq3VvbV5p7pZQYDJZuFKpD4qivgTP/4wrjccA4NawCkUndkUkl5IdEcf9YUswpqmpfPxbpO5OmDK1yHzdEYlE6BPTuNpkrJ2OKmeXE7NyJ76dGj5Xhz5nex+AjHO3ST1wkeJTOiOSSTE8ikNRqhiJi9fi0ftjIsLsy7T/7JHo7kbatoQqcXQtUm93LCYTFr0BTXQyKaduE73uKBUW9uNE6AQAvEMrUWZSJ8QyKZrIeK4MWYYhTYN3o8pUXNQfqasjFqOJhMNXSflxB0EzetvSpOjUT/HtEoo+LuWV7Qn+6lOkfl5YTCYM0fGk/b4Dt04tedTWfncP31mj0d97Zkuo6cMRKeVYDEai1xzgwfTfcA4JoszCgZwLHQeAZ2hlik/qbPO3m0OWYkzT2N1zfq8YyUeucHLgUgxpGnwbVaLGsiFoY1NAJCLx+DU8a5W1pcn5ocsxpGmQuztRcdanuJUvhsVsRh0eh0eQJyKpBENULKoaFYkZMQuvkT2J/HiInT1+X49Cdy/SfkuoGcOtW0IZjESsPcid6b/jGhJEhYX9ORE63pY/pXPsyYqM58qQ7zCkaRA7yHnv6164VSmJWCYh/VoErsH+dr7l16clAQNacbZU9+f6sFOVUpT5aZx1UVGWDt3jRMQyKVJ3Z86V7/VKvv90Putik1EEeCF+Ijv8WyoeWoxJk82VukNs+gpP6GYnY0pTI3FRETRnIKrSRRA7KpE6yDCnZ2KIiiV+wjxkgX74zBhJVNtBTyctPl+NRn8/Mp8toarjM3MUSOVozt8iYuRiFEX8XukdgFiM37BP8OzUGJmXGxa9AfWF20QMXfDaOtxb10Xi7IDEUYkpOQ1D5OM89qg+rI7niN6IZFJEjg5k/Lmb1OW/oXivpJ3NvnPHofygOoakjJfWp9HLrYu8lEF+lPtxDA7FrQ1n9eUHXOw5j5KTuuDfoR5YLGQ9sHYoiZUyzDojYoUUsVyGSWdAJBaReuoWqhL+uFYORiQSoX2cxNkWk3Es4U+NXTMx6Qxk5XxwS5wcQARmnRFtZBzXh3yHMU3DB38vQubmhC4u11/Szt6hcO+mvAu0G2e+Nd0O7Se/Nd1vg3+1Ubpu3Trb4qInjB07ltGjR7N27VpKly5tu3779m06duzIsWPHcHV1fa1Gqclk4rvvvmPPnj1IpVIkEgn9+vWjRYsWNpk//viD33//HYvFgkgkolOnTnTtap2ns3nzZmbPno2/v79tuL9JkyYMGTIEkUhkd/9pevXqxUcfffRK6XSxcNjLhV6CTPrmX0HOrgVzBvLhRN831tHtyvQ31nGq/OdvrAOg7LWfCkTPm3Iv5NN3HQUbHs4FM5/2Qfqbn63uLta/XOglFNR55tEFcP53mujNZ1K955b6cqFX4EHqm+ePm9jwcqF/CbHozV9xBeUrGZnKAtHzprg4F0y9H1MAvq+z/CcGbAFoHL/+nTxXu+HN333Pw6HDF29N99ugwBulAq+G0CjNi9AozYvQKM0foVGaF6FRmj9CozQvQqM0f4RG6bvnf/JEp+zsbDp2zH+D9mHDhhEaGvovx0hAQEBAQEBA4B8g9A3a+J9slCqVyjyr+wUEBAQEBAQEBP53+Z9slAoICAgICAgI/H/B/+Aq+beF0Ch9RyjlxpcLvYRwdQHM59E6v7EOgEKWN7enIOaDvn99zhvrAEj7j4ymeLpmvVzoX2Kb1rNA9JQWvXkFXBBz/C6kF4w9lVzefC6nc5bi5UIvYUdWwdgTXAD54+P+z07kexqTuWDmGmaq3zxtD2QWzBGU1Sxvni4FwcGMgrGnLK++H/Xz+Fv55s0QdQH4LEDjAtHyDxAapTb+OzOMBQQEBAQEBAQE/s8i9JQKCAgICAgICLwr/gePA31bvFKj1Gg08sMPP7B9+3bbvp0ff/wxAwYMYOnSpXb7j+r1eqRSKVOnTqVq1aoAXL16lfnz5xMfH49UKiUkJISxY8fi4WE9iqx06dLcuXPH7pkNGzZk7dq1AISGhvLTTz9Ru3btfO83a9aMEiWsxw5mZ2dTpUoVRo8ejZeXF9HR0Xb3n9ChQwe6du2a77Of6FcqlchkMtu1cuXK0bp1a6ZPn86ePXvs5JcuXUpmZiYTJkx4lSQFwKl+dXzG9kQkl6G7HUHMhMWY1flvuxMwbyS6O5Ekr9psC1t3dG/EcimZNx9xdeRKjPmE9WlUmdKTOtnkYradpuTotojlUutZ1WIRYrmMtKvhXBy1EnPOSUZ+jSrx3kRruPRbUVx8ol8sotLXvfBrVAmFlwsmrZ6E4zeIXrqNcgv6254rkohxLluEh4s24920KmK5jMybj7gx8ntMai1SZwcq/zYel4pBiMQiNPdjudpmsvWemxPBX/VGVSoQsVJO8oGL1o2Y5TI0tyK5O3I5JrUWxGKKT+2BR4NKiKQSopdvz32+VIHY0TPneFgRJm0aFp0ai8XCpJkLKFmimN0G/P9F5HIJxbYts/rHnXDiJi3GrMl/ON9v9mh0dyNsG6KLnVT4fTUSZfmSSLzcMWu0aM9e/Uc65EGBIBbT7GI4fhWCkMplJNx+xJ5xq9Dn43PlPq5Njf4tsFjAmK3j9o4zVOhYD6lchkthLzT3Y2znnN9ftovonBNVfBtVouzETkhyfO5yjs9VXzUcx2LWLcekTg6oCntjydahOX6e9C378BraHZFUilmnI/Gr5WRfu2vV9/Vo9HdzN70XO6nwnTkSefHCIBIhvRCBR4UgxAopaTejODP6h3zL0BNqLR5A2u0obq+wHvogUcqou3oUvrXKgEiEMSGZiHYjMaWk5xvef84odHcj0D+Iwnv0p4jkMvQPopAV9efB8KVkXc09pco1tCqB47shUsjQ3ookfPTSPHVD8A+fo49P4dHkHwAo3aomjb/ujVQpx2QwcnTGb1z940ieeJT9uDbVB7QACxi0Ou7stOaPRC4j8fYj7g1fSZVvBpAdn8bViT/bwvk2qkS5nDoh41YUl56qEyp+3QvP98sAkHkvBq9gL0RyGca4JEQOSsRKOYjFpP64AfWO3D2sfWaNQX8vIp/N5mvgO2+8dTP1k5de2W8d61XHe0wfZAHeWMwWjAkpJK4/RNyyLblp27AqhSZ0RyyXkXUrgogxuWlb8epaDLHJNtm4FVtI2XKMIg0rUXN8B2QqJY7+HuzsMpvYM7fzjQ9Ag4UDMJtM+FQsjkQuI/l2FPpMDcVyjmpNP3SB6Jk/vzQupsws5L4eIIKsmxHc7fyl7b5nx1Dcm9Ui8Zc9/8ieGhM64ODpgsViYX29cRjy8f0ncs6BXmRGJbGt7QwMai0isYjaM3tSrJY1z7PuReMQ5P9KdXTs2v3WfKj9HiXnDeD9AOu0k6gLd1nffzE6tZYOK4bjV7YIeo11ekBmYhrOPm5Wn83WsfvLtcRcC8fB1ZGWX/UmsFpJVO7O6NRaHp65xYbPV6LLx57aPZrwfrfGYLGQ9CiejeN/QJ2cAcC0iyufm58C/x6vNHw/bdo0rl69yvr16/nrr7/YtGkTp06d4vfffwegU6dObNu2jW3btrF7927atWtnO+3o/v37DBo0iIEDB7J371527NhBUFAQPXr0QKd7tfkoMpmMKVOmoFbnPx/Hx8fH9vw9e/bg5eXFsGHD8r3/5Pdko/wXsXLlSrswX3/9Ne+//z56vZ7r1+2PFdy+fTvt2rV7JXsAJB4uBMwdQfTgWTxoPAB9VBw+Y3vlkZOXKEzRX2fh0qxOnrAXei/iaO3RZEUmUGZy57xhPZ0J+WaATS47Po1KSwdxofci7ny1DodAL9KuhnOg3jgkSjnB/ZvbwlVZPIDTfRazv84YNJHxlJ/cCYAin9TFuXQgYoWMg40moomIRyyTUKhTfU6Hjrf9ko9cJX7nGQK7h3Kl9yL+rj0KbWQCpXLiWXJqN1xCinGq/jgOl+6LMtCLUt9YT9Ip/c1gdLHJXGw8jpsDFhI4oCX3J6zifJ3hZEfGEzTZmnf+PRqhKuHP+fqjuNRsPIX6tUQktc4fkzj7Ys5KtR5FmhGLxNGTB48e02fYBPYfOfHK+fSuEIlEODsreTxsJuHN+6GPisNrdD7+UbwwgT9/jXOTOnbXvYb3wJiagUipILLDcCzabMx6/WvrMMQlEdHmM6L7T6Z8u7qcWrKVVQ3Hkv4ogXrj827L5lHcn/oTO/Nnz3msaTGJCz/vo8GUrmwb+A2b+y7EkKUj5exdjjSayJFGE20NUrmnM5UXD+Bcn8UcrDOGrMh4yuX43Lm+33Ck0UROdvwamZsj2YlpRLTqhyEmnoBvJhP/xTdEfjyIlBV/4DdnnNWe1bNxblLXLm6ew3pijE8iss1AHvefTLH2dbm+eAu76o5F/SiBShPz32bOJTiAhhsmUrhVDbvrFT7vgE/NMjxsNZg7FT7Gkq2n8KppecLLSxSmyNqvcWlWB5GDEv/ZI4ke8hXxs1biUL08ihKF7eSlHi4ELRzK/f5zuf7hEHSRcRSe2N1Oxu+zj3CqWdYuTPPFA7mz6wyLS/bi5ua/aTi9J05PnUEO4F7cn3qTOrOpxzzWNp/ExZ/3UX9KV7YN+IafGljz9f11n+OZ09iw2ZBTJ5zNyR/NU/lT5JO6OJXw51D9z/m7/Sz8m1QlfeNuHrXsi6JCKUypaUS1HUTMgMl4jRuArGgAsuKFCfhpDk7P5BGA2N0Vv4UTsZjMZOw49Mq+L3F3xW/WKLJv3CNt4z7S1v2F9sJ1vLs3x7FKaVs6FVs4lAf953C93mB0j+IJnNADAEXxAExpmdxsOtL2S9lyDKmHCw0W9OPAkGVkJaQBUL5X/rMP3YIDaL1uAsVbVie4dS329f+GdfXHInWQU7heRW40Gs7NJiNwrvUenh1DXxyXDA0SRyU3Gg/nYokOZJ66TuCEHkjcnCjy9UCKTOuLSC79R/bUX9Sf1DvRSFUKjFo9NSfk9X2lhzMNvhmIIUuHSCImO01tkyvZrg5uJfy5UH8019pPw7NJNeJ+O/BKdbRz5WBEMillV45C5u7M8qbj+fOzb/ErV5RGOXVK4SolWf3JDFa0mMifQ5bgV64Iv/acy4oWEzm2ZCsdvx8BQNMvumE2mZDKpCxuNYHoaw8RiUS0/Dzv+7BQ+SDq9W/F0nZfML/pOJLC42g6+hMAvIv7k5X2Duf7CseM2nhpozQuLo7t27cze/ZsXFysC2ucnJz44osv8pzOBGA2m4mLi8PV1boB86pVq+jYsSMffPCB9YFiMf3790epVLJ79+5XiqSPjw8ffPABc+a8fBGLSCRi6NCh3Lt3j9u3n/8l+08RiUR89NFH7Ny503bt4sWLuLq6UqpUqVfW41inCtqr99BHWI9US/1tF65h9fPIeXRrSer6vWTsPpEnbFZ4HACRa/YT0K52nrBe9UNIv/TQJpcVGY9IKiErPI5CHery4LsdFGpVEywWLn3+I482Wp/hWy+EtMsP0eSEC19zgMJtrfpFYjEOvm6kXY1A+zgZkUxK7N6L+LXLbdC41SyDb6uaJB68TPqlB7bnR63Zb5NLPXmTlL9vkhUeh9zHDbPOgHu9EKRuTrh9GELkgj8BcCpThPTTt1BffQhAzJp9+LS1vsi8mtckbt1hMJkxpmtI3PY3IoUTIMKUlYrFkPOlbDaB2cS6zTtp17opTRrkfRH+15DLJRgMZgyRVv9IW7cTl9YN8si5dW1F+sa9ZO49bnc94asVaC/eIPvaXSxaHSKZjIwtB19bR+Jcay+cc5M6mI0mku5GA3Dp14OUC/sgjy6j3sCez1ehyXl5K10cEYkg/XESAVVLkp2mpmi3htQ/NJtSoz4GsQgAn3ohpD7jc4Ft7X3ap2ElxFIJ1yb8jDEuibTfdmAxGNHdsvYwygL9MaVl4NalNekb9+SxJ3HWcps9Tk3qYDGaSL9jPY7w/poDFG2btwwBlOzVmAd/HOHRDvuzxi0GI0kX72OIeAxmMxkHTqMsUzxPePeurUj7cy8Ze46jCCpE9rW7GCJj8OjRhtjPF4JIZCfvUq8Smiv30IXHWvNh7R48Pv7Qdt/5/fdwbVCFxF/22q65Na+FWCLh8NRfATi3Yidmg5HsZ160Jr2BfePy5k/G4yQA4q9H4l6pBBFrDtqn/TP5E/FMnSBRKZAoZPiGVsSUrcP4OB6RXEbKij9wqBZifXZ8EqbUdKS+3rh2bkPGpj2o9x7Lk15u3T/CotOT9rv1aMpX9X1V7SpkX7tL3PgFJM79wRquZT1EcimmTM1TaXvflraJT6WtU7UyWExmSm+aRbn9i/Ef0QHEYlzqVSLhSjgh/Zpx589jaJPSKVK/Yp74AJTv2Yhb646QeC0CdUwy6RHxAMSeuoXKxxWxXIpILkMkl+JQqvAL4yJWyhFJJJRY+Tn+IzqQ+OtePD7+EI9WtTHEpxA1YzVST5d/ZE9WYjqp92M4PeMPMqOTCP44b1kOrFcBg1rLjdX7eLjzLPHn79nkRBIxUpUCsUKKe2gVzNl6sh8lAi+vo33a1cViMPJw6hoyLtwlJSIe9yI+pEUnUiGsNm6FvZE7Kmk9py+f7Z1Nw9Ht2TPtV9Q5PhtzNRwnbzckMgkBFYJIi0ok6upDEu7HcOvQJSxYqByWtyw/vh7O7Pojyc7UIlXIcPXzICvVWj6KVS2F+X+wAff/Iy9tlF69epUSJUrYGplPKFGiBE2bWs+JXbduHWFhYTRo0IAGDRqg1WqZNWsWANeuXSMkJCSP3urVq+fpbXwR48eP58SJE/z9998vlZXL5RQtWpSHD60NmYSEBMLCwux++Q3ZP0v//v3twmzaZB0GbNu2Lbt377Y58datW2nf/vWGgmX+3hhiE21/G+KSkDg7InZysJOLm7aCjB1HXxg2OyYFmYsK6TNhHQI80cbkDt1IVArEMglSJwcci/sjkkqQuagIPTKHsmPaYcjIygnnQdbj3HDap/RHrj+KxWzBu3Y5WlxdhiY8nkcbjiFzUVnPGQZKfdmV+1+vR+7pTPZTz9fFJNvklAGeZD9Oovx3g/ng6DxS/r5ujdd7RdEnpBI4oBUVt88gaEo3LAYTZq3epkOao0MR4Inusb1+kVgKWLDoMm3XRQpnEImZNGIgLZvkfbn9FxGLxXaVpPGJfziq7OQSZiwnc+eRfHXIfD2RFytEsR0ryDp3lazz115bByYz/nPH4jWmN5kxyaQ8sL78MmNTULiokD/jcxnRSTw8dNn2d8UuDUiPTsJsMCGWiHl49BpiqYTTXefiUz+E4n2sdYhDgAfap/IyP58OaFEdQ4aW2N3nrWkSn4jE2RFpYX+KH/kVr7F9SPnxTxJmLiNz1/Pt8ZszDq8xfciKSSYz55ztrNgU5PmUIYALk9YQueVknuv6jCwy7lvTQxrgg9vHoYhk0jxlOH76cjJ2WOMjdnHEEGttAEb1+QL10XOIxGLEqtwV4vIAL/RPlRt9bDJSF2vdIPN1p8j0PjwcsgiLKdc/VOWKYsjSUa1fczpv/oI2K4Yhd3JALJXYxeXZ/Al5Kn8cfd2oObg1YqkEkdT+1fBs/jxbJxjSNDS99B0VZ/dGn6Im68gZLHoD6Ws2IXF2ROSowuWT5ogdHci+coukr75DvetwnjSVeHvg0rYpmmPnbL08r+r7Mn8vjHE59aLJjPeITxE7qlCfu0V2Tj5b0zbpqbRNsqWtSCoh48RV7nWbxp12k3CtVxmfXi2RB3ghUykQSyXc+uMIFpMZmaMSWT6+cmLKWu5vPYXMQYEuI3e6wdUf9yCWSAg5/xMVL65GFxGHMSXjhXHRRSeSuue0LS5uTWsidXEkeesxYhdvwKI3IlbI/5E98efucnHxVkx6AyadHoWLKo89TgGeRB25yv2tpwDQZWTZ5O5uOIY+PYual74neHZfDCmZpOy/YJV7SR2t8LcO1yt8PTCkZDDqzBIaT+zM8aXbULqocAv05uGJ6+yc+BMrmk9AnZROhTbv23Q0ndKVOwcuYjKYiL78gBIfhpAel4JcpSCkeU2UTg44uKhQ5JM/ZqOJ95pUY8qp7yheowzn/rS+W8USCfdOvHp7pMCxWN7e73+MVxq+Fz31Jb9nzx7CwsJo3bq1bbj6yfD9hg0bcHR0pFKlSvj4+NjCGo15twsyGHKPoRM901MAYLFYEItzo+fk5MSMGTNeOIz/bJyVSuuRbvkN35cuXfqlOp4dvn9ib2BgIEWLFuXs2bPo9XqOHDlCy5YtX6rPLn5iUb4O8/SL5rXDPvul94zck3S2mM2IZRK8PywPwNE205C7OfHe+A45+vN3C4vZTNkx7TBl6YjccIzdlYcgd3ekxADrsD9mM67VSiH3dCF2899WPfmVCbPZdu/64O84UrYfMjcnWxwdivpizNRypc0UEraexKV6aZxC7HugLGZzHvusPU72DxQ7uCJxdMeYEZfn3n+ZfIoEABaz6dWViMVknbrM/fc7InF1xvOzzq+vA4gdN4+UFeuQKGR8MPxj+/g8x19lDgraLBuKg5szj07dBODquiMcmvYLAIZ0DQ++/wv/FtVtcc2Pp33ao0Yp0nJ6zJ/GlJTCw/rdiOo8Cr+vRiErVuiF9sR9PpeUFesQy2W8N6rtK9mTHyKR1f+U7wVT7I+5pP628+U6RM8r90+V0+eUb5FIRPHvRvNo6moMCfbbUIkkEhTODujUWv5oO51dw5YD4F0mMN9oyBwUtF4+FAd3Z6JO3UQsldBqyWCOzLROyXr29OkX1QllxrRDn5zB7goDubd0O2K5FLdP7acyuXb/CI8h3Ykd9CUW3XOOiJVK8Js/Ac2xs1i0eY/BfKnfPlPfxI6fD4DExYmAkR2eGJL/i9pkJun3/URN+QGzVocpQ0PcD9txb14TuZ8nbqUKcXzCavv4vDCf7f+sklNurn0wgKvV+yBxc8Kp5nsvjEv6gfNYDMbcuDStYbuf+5z8feVF9iAS58nf/OwRiUTPlas6qi3a5AxOV+hH9NKtiOVSCg1sZS/3nDraVqbFIsxaPQtrDuXHtlNpM9e6JuHx5QesH7CYjNgULGYLRxZtpmTDSihdHPhk2TA8ivqx/XPriMe+mb+BCEJa1OTTlaO5e+IaJoMxX3uecGPfeb6s0p99izfRb+14RCIRZ9YdYuvUn/OVF/h3eelCp/Lly/PgwQPUajVOTk40a9aMZs2aER0dTY8ePexkvb29mTlzJn369KFatWoULlyYkJAQLl++nOfoz0uXLtG9u3WelKurKxkZGbbpAQCpqam4uLiQlpZmu1anTp1XGsbX6/WEh4cTHBz80gT4p7Rr146dO3eSkZHB+++/j5OT02uFN8Qk4lAxt2Es8/XElJaJRZv/PFtlueI41qmMa1gDxE4qdHcicu/5e6BPVWPKsg+bHZ1MYIcPqXPwawDkbk6Y9UZMWTqy49JI/vsmzuWKYszIImrTCcrkvKCzHifhXqWEnX6TVk+97V/iHByAPl2D0tsVY6aWyA3HKdK+Doac5/t99D4xG46BxUJ2dBKuVXLzoNS07liMJqrvmIbC25XMm48AMGXpSD58FY/a75H9KAGA+HXWXhTN9XCMGRqcKwejvvoQhb8HhlQ15iwdusdJyJ+aMyf3c7d7cUmcfRBJZBjTYsD85vuo/puYTGak0tziKfX1eqF/PIuqThVM6iyUPh5YsrLJ2HUEl9YNX0uH37yxKMuUwGI0InZSkZqSiW/5YgA4+7mjTVNjyEdXwy+7UbFLQ0w6A9kZGhzcrXvhlvu4NlnJGbm+KhJhMVjzS5uPzz3t067li+Z5QcqDCmPWaG326G7eR3cnHEXJYtYh9WftmTsORZniWIwmxE4q1CmZeFSw2uPg54EuVY3pFdMGIOtxMoEtquMW9hVx05eTdeEmnr3bvjB9zRkapD65Piv19cJiNts11PSPk3CsnDsVSO7niTE1E2WpwiiL+lLkS+v8SkUxP8QKOZ4f1cWUZW3EXd9gHQ436fSY9Ea8yhTh8fl7dnFo8GU3Qrpa80eXkz++IUG4FvGh4dTumI0minauj0giRqyQcXn0D/nWCU/yJ6BFda5OWoPFYEL9MA5dUjoONSqS9vMmpIX8sOgNODepS3TnkRhj4p+bNsr3SiEN9EdayBexsxOWbB1IJIjdXF7Jb40xCShDSqOqUwXd3QhEUimmtExSthzFvYW1p00fk4hj5ZL2aZuWiVmrw6NdfbQ3w9HeiiRgTGc829VH6u6CQ7kgLBIJH239EgCVrztmk5lCdd4jcv/F/OOSpUPhlvtOCG5VA71aiynDOo0g+c/D+PRphcWQWy89GxewIPO1+opIBIjFtvtPMGfrbTKvao/c3wvj7dzyIVHIyE5TY9TqqDamHUUbV7HqcnIg5XZUrm4XB5tcULNq/P3FWlwNRrQPY9EnZeBWuzyPV+x8YR3t064uqlKBVDk8H7mnKxkXrb4Zez2CpPsx+JQpjH/5Yji4OnLnwEWb7RazhU83TCHpXgw/d5pJ3cFtKN2oKmKZBLlKwcNzt/m53wIaDgojMymdrDQ1+mf8xbOoL87ebkSct46Snt1wmHZf9cHB1ZEyDSoRe+tRvnn5ryBMHbDx0p7SgIAA2rRpw+eff05GhnWVmtFo5MiRI3Y9mU+oUqUK9evXZ968eQAMGDCATZs22YbdLRYLy5YtIzs7m+bNrT1stWrVYuPG3NWXW7dupWTJkvk29J4M4yckJOQbX7PZzJIlS6hYsSJFihR5mXn/mKZNm3L69Gl27tz5WgucnqA+cRGHyqWRFwsAwL1LCzIPnH6ufPbNh6T8tJWHrYcS3n4UDpVLowryA6BIz0bE7zmfJ0zi0avIXB252PcbToROIG73OSxmM6ogP+J2nqFw14bEHrgEgH+zaqRezpnucPQaHlVL4pijv3iPUKK3neJQo4lE7zhD/JGreFQtiVPJAPybVEEklZCQ83z398uSctw6DJJ89CquVYNt8TRpdcT8edy6EOrEDdxrlUEV5IdILqXwp41RXwsn+1ECmVce4tuxPgCZ18KRe7uhT0yzxrNHE5L3nrPq33sOv84NQCJG4qLCJ6w2Fp210pc4+4BI/D/ZIAXQ603IZBJkRa3+4dapBepDp145vHOzD3GoUAqHimWQlyiCczPrPLPX0WHRGdBevEHkx0OI6jYOz1KFSMx5SVXqGsr9fXlfyHJHJcGNqnBm2Q6+DRnAr2FTCagcjHsxX7xLB9JoWg/i9l1ArJRRvHcTHm+zxifh6DXcn/K5Yj1Cidt7wabX8/2yJB6xl3Fp2xhkUpSVy1mfHVwUeVAg2Vfzn5pj0RvQXrzJo7aDie4+FtfShUjL+TAq2SOUx/su5BvuuekDeFQoRszEb8jYcQT3zi3IPPj8MgygC4/GoVIZW766d25h18gASD96GacqpVAE+QPg070pqfvOorlwhyvV+3GjyShuNBlF3IptJPyyl0vle3Cz+VhMBhPV+7cAoFq/FpiNJuKvhtvpljkqKdG4CmeX7WBphQH81mYq/pWD0aZksrLWcB7sv0jUxhNErD3I422nuTza2iP1bP4E9QglNid/0q5FUKhNLQAST9zEuVQg+kjr3OOAZdMwpqQR3XXECxukANlXbhEZ2o3oDkOx6PRk7DlO5u6jGB/Hv5Lfav6+iEPFMri2b4bX4K7WMnPkDB6ta5P591UAMo5exqlKaVvaendvStpe61xhh9JFCBjdBcRiYpduQh+dSNT0n7hedxCGLB37B37LxmaTMGbreXTo8nMbpACa+FScCnnimrNrhMlgQhNn7d0WSSW4NalOxpGLL4yLU41yOFUpjbJ0EXw+bYlJrbXdf4IxOf217bnV5nN8qgTjEmSNm3MhLyL3Wm05P38Tm5pOYlPTSWxpM9VOzq9qSZtc0vUIireqCUDaies4lgpE+9A6ReJFdbTcy5Vb/RZyueVkRAoZrjXL4lHMF++ShfAtU5h7hy8jd1TSfFpPHFwdAag7JAyT0cSt3efZOHQpRp2Bwws3saLFRO7su8DDv29QtFJJilQuSc1ODRBLJNzYn/d96OLjRrclQ1HlfCRX+agOcXejyEpT41+6ME1HvcPdWISFTjZElvz655/BbDazevVqduzYgclkQqPRULNmTfr3729b8DN06FCbfFRUFC1atGD16tVUq1aNW7duMX/+fGJiYjCZTFStWtVuS6jExESmTp1KZGQkFosFf39/vvzySwoXLmzrkT10KHcbkRMnTtCnTx8OHrROxn96yyez2UzZsmWZNGkSrq6uz90Sqnr16kyePJnSpUujUuXOVQoICGDXrl35bgnl4ODAunXrbH9/8cUXnDlzhj179uQ7BeFF3CzREqf61fAZ0xORTIb+USyPxyxAXsSPgFnDedh6qJ18wNyR6O4+vSVUNdxG9UYsk6KJjOfKkGUY0jS4VixOhYX9OBFq3ZrKO7QSZSZ1ssk93nCc4BEfIZZLQSzGbDEjQoQmKhEHX3cONhwPgG9oJd6b2NEW7vzQ5RjSNMjdnag461M8a5RG4emMKVtPyvl73By8FGOahtDINWgjEzj54VgAvEIrUXJSZ0QyKdrIeK4N+Q5jmgapi4pKa8fgWjkYkUiE9nESV1pOxJiqxqNRFcosG44uNhmRSETq8au41iqHOEfHnaFLMaapQSKm+Jc9rNtFyaTE/rKfwoPrIJIqkLoVwmLU8/R4nkmTgsWgZdLMBQQXL/rCLaHSLAVz4smbIJdLUMTGIZJJMUTFEvv5fGSF/fGbMZzIj4fYyfp9PQrdvcjc7ZycHfGdOhSHSmWsW0Jlacm+cofYz+e9tg5FyaIAPLgVi1epQkhkEtIiE9g1cgXZ6Rr8KgTRdE5f1rSYRM1Brak75hNb4xVA7qTEmG1ALBUjc1AgyspGJJaQfOYObhWKcqTRRAB8QitR7imfu5jjcwAhX39KdnwaadciKDexI0qlCENULOnrd+E1ug+yQD90d8JJWrQa7ZkrAPjOGo3+3lNbQjk74jN1KIqSxQCIvR6Da+lCiGVS1BEJnB6+HH2aBo+QIGos6MeexhPt0qfmogGk38ndEqrl8Xkovd2QyiXWXl+9gYzdJ0j74y/8Zw0jvI19GfafYy3DuvuP8Bn9KSK5FP2jOBSlihE153f8B4Rxo8koAFwbViFwQjdEMhm6yDgeDv8G0zOLlgJGdUTq4WLbEiqxQzNCp3dHIpdhNpo4sWAjF1ftwTfEmj9rm0+ixuDW1BnzCUn55I9ILCLtUQK3By+jRN9mOJUshHMJPw7n5I/vM/lzISd/ZDl1gmv5YljMZjThcXgEeSB2ckRWyBd95GOwWJD6eWOIiCZ5wY9k/W1t0Pp8NRr9/ch8toSqjs/M0dZ649LNV/Z9xw+r4z2mN9IAb0CEMS6JjLN3cKwYzM2mI3PStiqFxndDJJOii4wjfIQ1bcVKOUVm9sexSmlEMgmpO0/yeI514VhCw9rUGN8BiUyKc6AXf326gJiTN/EOCaLe3L5sbDbJLk4NFvbHbDTjXTEIiUyKOiYZvUZHoQpFkHu7k/j7PqJn/IxL3YovjItz3YrIvNwwa7SoL94hfMQ3KIr4UmzeEOJX7cC95fskrt3zj+ypOb4DSk8XRGIxGxqMQ5emwSskiHrz+rKpqdWewg0rUnN8B5wCvcmKS2Vb2+no0jQE1C5Hk5XDMSWkYTGb0YbHoSzig1gqeWkdHb3cuoDN9f1ylJw/AFkh64LpuJuR/P7pPLTpGpp+0Y3q3UJJi07CZDThHVyIhKd8FmBNl1mYDEbaLvoMn/eK4uztSlaamsfXI/hj1DK06RoCKxTnkzn9WNTC+j58v1sjandvgslkIiM+lS1TVpMSnYhMKefj6b2o0aE+7wLtj2Pemm6HPvPfmu63wSs1SgUKnpslXm8Oan4UyDGjr9mYfh5OBbD5r1L0enMd86Pgjhl9941SgJS6Hd51FGwU2DGjujf3lbLuKW+so8COGXV882NG1QVwzOhRieMb6wAI1r95/pT3SH650Ev4Lx0zel70etOznsd/5ZjRCxSMPWWNb37M6CGF/I11FNQxo/Mj/igQPa+LdtWot6bboe/Ct6b7bSAcMyogICAgICAgIPDOEY4ZFRAQEBAQEBB4R1jMwoD1E4SeUgEBAQEBAQEBgXeO0FMqICAgICAgIPCu+B9cJf+2EBY6vSMSEzNfLiQgICAgICDwr+Dt7fxOnpu1fOjLhf4hqs+WvDXdbwNh+F5AQEBAQEBAQOCdIwzfCwgICAgICAi8K4SFTjaEnlIBAQEBAQEBAYF3jtBTKiAgICAgICDwrhAWOtl47Ubpnj17WLlyJUajEYvFQlhYGH379qV79+4MGTKEmjVr2mTHjx9PjRo1aNu2LQBGo5H69evTtGlTpkyZYpNbsmQJ69atw8vLetxYdnY2zZo1Y+TIkc89JrRDhw507dr1pfFt27YtPj4+rFixwnZt8+bNzJ49G39/63nBJpMJvV7PuHHjaNSoUZ77T5g+fToVK1YE4O7du7Ru3Zpvv/2Wpk2bvk4SCggICAgICAgIPMNrNUrj4+OZM2cOmzdvxt3dHY1GQ/fu3QkKCnql8EePHqVChQrs3r2bMWPG4ODgYLvXqVMnhg61rkDLysqiRYsWVKtWjaCgIHx8fNi2bdvrRBWA27dvI5fLuX37NrGxsXaNzIYNGzJ79mzb3wcOHOCLL76gUaNG+d5/lk2bNtGsWTPWr18vNEoFBAQEBAQE/hlCT6mN15pTmpqaisFgIDs7GwBHR0dmz55NcHDwK4XfvHkzjRs3JiQkhF27dj1XTqVSERISwr17914nevk+r3bt2oSGhrJhw4YXyj5+/BhXV9dX0mswGNixYwcjRozgxo0bPHr06I3iKSAgICAgICDwf53X6iktU6YMoaGhNGrUiLJly1KzZk1at25N0aJFAZg8eTIqlcomHxsbS40aNQBISUnh5MmTzJo1C4lEwq+//kr79u3zfc7jx4+5ePEiPXv2BCAhIYGwsDA7mblz51K6dOnnxvVJw/GXX34hLS2NkSNHMnjwYKRSq8mHDh0iLCwMtVpNdnY2tWvXZtmyZbbwT+4/QS6X8+effwLWHt+AgACCgoJo1KgR69evZ+zYsa+cjgICAgICAgICAAjbxdt47Tml06ZNY9CgQZw4cYITJ07QoUMH5s+fD8DMmTPzzCl9wvbt26lVqxaurq6EhoYyZcoUbt68Sbly5QBYt24dBw4cwGw2I5FIGDhwIFWrViU6OvofDd8fOXIEb29vgoODsVgsiMViDh8+TOPGjYHc4Xm1Wk3//v0pVqyY3TSEFw3fb9q0iVatWgHQokULxowZw/Dhw5HL5a8VRwEBAQEBAYH/4wjD9zZeq1F65MgR23zPdu3a0a5dOzZs2MDGjRtfGnbz5s0kJCTQsGFDAMRiMevWrWP69OmA/ZzSgmDTpk3ExsbanqdWq1m3bp2tUfoEJycn5syZQ+vWrXn//fepXLnyC/UmJydz/Phxbty4wdq1a7FYLGRkZLB//35atmxZYPEXEBAQEBAQEPi/xGs1SpVKJTNmzCAkJITAwEAsFgu3bt2ibNmyXLx48bnhrl+/TlxcHMeOHUOpVAJw5swZBg4cyLhx497MgnxISkri5MmT7N+/H19fXwCioqJo1qwZUVFReeQLFy5Mt27d+Oqrr2xD9M9j27Zt1KpVi1WrVtmuPdk9QGiUCggICAgICLwWwub5Nl6rUVqrVi2GDBnCwIEDMRgMANStW5fBgwfTp0+f54bbvHkzbdu2tTVIAWrWrElQUBA7dux46XPzm1NavXp1Jk+enK/8tm3bqFevnq1BCtaGZ8OGDVm/fj3FixfPE2bAgAFs3LjRFp9n55QC9OrViy1btjBy5Ei76127dmXVqlU8ePAgz9ZVAgICAgICAgICL0dksQgzbN8FiYmZ7zoKAgICAgICAjl4ezu/k+dmzev91nSrxv701nS/Df6nT3Tq3r07GRkZea536tSJzp07v4MYCQgICAgICAgI/BP+pxulv/zyy7uOgoCAgICAgIDAP0eYU2rjtTbPFxAQEBAQEBAQEHgb/E/3lAoICAgICAgI/C9jEfYptSE0SgUEBAQEBAQE3hXC8L0NYfheQEBAQEBAQOD/ODt27KBFixY0adKE3377Lc/9pUuX0qBBA8LCwggLC7PJxMTE0LVrV5o1a8Znn32GRqP5x3EQekoFBAQEBAQEBN4Vlnc/fB8fH8+iRYvYvHkzcrmcTp06UbNmTYKDg20y169fZ+HChXlOvpw2bRpdunShZcuWfPfddyxbtoyxY8f+o3i8lZ7SPXv20LZtW9q0aUPr1q1tpx91796dM2fO2MmOHz+ezZs32/42Go3UqVOHGTNm2MktWbKE2rVr21roTZs2ZdGiRQBER0dTvnx5271nW/HPo2HDhkRHR+e53r17dxo3bmyn68nhAEuWLKFp06ZkZ2fb5M+cOUP37t1fI4UEBAQEBAQEBN4uGRkZREdH5/k9u53myZMnqVWrFm5ubqhUKpo2bcqePXvsZK5fv873339P69atmT59OjqdDoPBwLlz52jatCkAbdu2zRPudSjwntL4+HjmzJnD5s2bcXd3R6PR0L17d4KCgl4p/NGjR6lQoQK7d+9mzJgxODg42O516tSJoUOHApCVlUWLFi2oVq0aQUFB+Pj4sG3btgKzY+bMmdSsWTPfe48fP2bhwoVMnDixwJ4nICAgICAg8H+QtzindM2aNSxdujTP9SFDhtjaU2A9OdPb29v2t4+PD1evXrX9rdFoKFu2LGPHjqVo0aKMHz+eZcuW0bVrV5ycnJBKrc1Jb29v4uPj/3F8C7xRmpqaisFgsPUkOjo6Mnv2bBQKxSuF37x5M40bN8ZisbBr1y7at2+fr5xKpSIkJIR79+69coO3oOjYsSN//fUXTZo0oVq1av/qswUEBAQEBAQEXoWePXvy8ccf57nu4uJi97fZbEYkEtn+tlgsdn87Ojryww8/2P7u3bs3EydOpEuXLnZyQJ6/X4cCb5SWKVOG0NBQGjVqRNmyZalZsyatW7emaNGiAEyePBmVSmWTj42NpUaNGgCkpKRw8uRJZs2ahUQi4ddff31uo/Tx48dcvHiRnj17AtZW/rNn1c+dO5fSpUv/IzuejeeTCbwAbm5uTJ06lUmTJhVo76yAgICAgIDA/zHe4pZQLi4ueRqg+eHn58f58+dtfycmJuLj42P7OyYmhpMnT9raZBaLBalUioeHB5mZmZhMJiQSSZ5wr8tbWeg0bdo0Bg0axIkTJzhx4gQdOnRg/vz5QN5h8fHjx9v+v337dmrVqoWrqyuhoaFMmTKFmzdvUq5cOQDWrVvHgQMHMJvNSCQSBg4cSNWqVYmOjv5Xh+8BGjVqxO7du1m4cCGhoaEF9lwBAQEBAQEBgX+TDz74gCVLlpCSkoKDgwP79u2zW9ujVCqZN28eNWvWJDAwkN9++43GjRsjk8moVq0af/31F61bt2br1q18+OGH/zgeBd4oPXLkiG2+Z7t27WjXrh0bNmxg48aNLw27efNmEhISaNiwIQBisZh169Yxffp0wH5O6X+ByZMn07p1a9zc3N51VAQEBAQEBAT+F/kP7FPq6+vLyJEj6dGjBwaDgfbt2xMSEkK/fv0YNmwYFSpUYPr06Xz22WcYDAaqVKlCr169APjyyy8ZP348y5cvx9/fn4ULF/7jeBR4o1SpVDJjxgxCQkIIDAzEYrFw69YtypYty8WLF58b7vr168TFxXHs2DGUSiVgXdU+cOBAxo0bV9DRLBDc3d2ZOnUqI0aMyLNFgoCAgICAgIDAS/kPbAkF0Lp1a1q3bm137el5pE2bNrWtsn+aQoUK8csvvxRIHAq8UVqrVi2GDBnCwIEDMRgMANStW5fBgwfbtlXKj82bN9O2bVtbgxSgZs2aBAUFsWPHjpc+N785pdWrV2fy5MkvDNeqVSu7SbmXLl0C8s4pBfJN9EaNGtG0aVMSEhJeGkcBAQEBAQEBAYH8EVkslnffb/x/kMTEzHcdBQEBAQEBAYEcvL2d38lzNZM+eWu6Hb/6863pfhv8f3+iU/fu3fNsEgvW+amdO3d+BzESEBAQEBAQEBB4lv/vG6UFNc9BQEBAQEBAQKCgsbzFLaH+13grx4wKCAgICAgICAgIvA7/3/eU/ldxs8S9sY6tFae+sQ79G5y88DQRsjefmtxAn/3GOjxds95YB4DH8Q0FoudNcRMlvuso2Ihp0r9A9GxO8ntjHUMuTn9jHVsrTHljHQC+Fv0b66i+uu4b6/i939k31gEQJ3nzsjzuwoyXC/1LRDUY+MY6PkuTFEBM4HbW4wLR86aUURUqED2f6998DqajxPjGOiTigulp9I7eWiB6Xpv/wJZQ/xWEnlIBAQEBAQEBAYF3jtBTKiAgICAgICDwrhB6Sm0IjVIBAQEBAQEBgXfFf2Tz/P8CQqP0X+bIkSMsWLAAvVZDqRLFmD5+OE6O9pv0/7ZxB39s3olCIad40cJMHvUZri7OpGdkMn3BMu7ce4iDUklxmZ73Db4A+IVWosLEjkjkUtJuRXF+1A8Y1drnxqP6NwNIvxVFyv1YKk3ogEQhI/XmI06PXvXCcO8vHkDa7ShurfgLAJmzA/V/GYNHxSAQiUh5EMua9tPR56Oj/Me1qdW/JVhAIpcilkqwmM3IVEqy09Q4mkwAKIr4kHHqJvG/7KPIxG6I5VI0tyJ5MGoZJrUWsVJO0Ky+OFcuCSIRmRfvEj5xFa61y1NsShdEchn6R7E4VCxDVN9J6K7fyxMXv9mj0d2NIPWnTQCInVT4fTUSeVAgiMUYHORotW8+V/BtY7FYmDRzASVLFKNXl/ZvTYdI5oD/+pWIZDL09x6SPH0BFk3+83c9p43DcD+cjF+s++N5zf0CWeEAqx5HFcP9/TBm64k4coX9Y1fl6ytlPq5NtQEtsFjAqNVxZOovxF8NR6KQ0XDmp0jdAq1xN+owqZMA+56GV7HpVcvMEznHQC80UYkc/miGTU7moqLKllncHbkMubcbxSZ2QSyXobkVyd2RyzGptSAWU3xqDzwaVEIklRC9fDuxa/fb9F+VZjB34RYMFhHBHkqmdm6Ik1KOtGQtJH7BbN35Fz+v/QVLthosFtTZehLSNOyd1hO5VMK0dYcJj0+lXPOqjBg9CieZA6m3HnF8zCoMLyjLHy4aQMrtKK5/by3LDb8fhmf5Yjj4uiESiRCJRYQfv8b6XvPzhH26LBuydez7ci2x18Jpu3w4HkV9kbrlzBsWy7AYtJgy4187f17Gy3SIZA5IHD0I3P4j+nvhJH6x8Lk+6z1zLPp74aSvyT0Ou+ixPzHGJwHws4MKiVSCLltP+K1wFo1dTJY6r67+U/pSt2VdMtOs+1BHP4xm1qDZAGy+uRGJVIJILCI7W8dXXyxg/a9b7MK37diavp91t/3t4uKMX4APtSo0JikxhevhfyOTyd5Ix6W7R9Gps/Hw9UAkEvHw5kMmdJn0SvZkqbNwdHFCJpfhV9iX7Psxtl6+R8u2E7/pBACejSpTYpK1LtbcjOTWyBWY1FrbdYlKidzXnTN1R0JMLAASNyeKzeyLU5WSyP09MaZpyDx7i/DR32FSa5E4qyi+YDDK4EJInB0QSaWY1Flk3YwkZeNBAkZ1RiSTYM7WE/XFKqQeLhSa0B2xXEbWrQgixizFnFMeKl5diyE22WZn3IotpGw5lq9vCPy7vJM5pWfOnKFy5cqEhYXRpk0bmjdvzpo1a+xk2rZty8CB9hPULRYL3377La1bt6ZNmza0b9+eY8dyHal06dKEhYXZ/RYtWvTCuHTv3p3GjRsTFhZG69at6dGjBzExMYD1lKkaNWrY4tmiRQv++usvu+e9DikpKUyYMIElS5aw8/fvCQzwY9GKn+1kzl68yk+/b2TV4q/YtHoJdWtVY+rcJQDMWfIDKgcl235Zxu/fz+eeNJ3b0jTkns5UX9yfU30Xs6fuWDSRCVSY1DHfODiXDKDenxMJbFUDiUrB+4v6cbzfN+yoOxb1owQqT8w/nEtwAKEbJlCkVXW765W/6IxHhWKsbDKehSEDcCnkRev5eRfEeBT3J3RiZ9b1nMvv3b7GydcNmYOcFQ3Hcn3r30Sdv8OVxmN4MGY5powsHs39g+DFQ7jTdx6X6g5DFxlP0UndACg0vB0iqYTLDUdxueEoxEoFhcd1InjxEB4Pm0lE2CAUpYMQOzrkiYe8eGECf/4a5yZ17K57De+BIS6JiDafEfnJMBwcZEil/+0p1w8iHtFn2AT2HznxdnWIxEicfUgcM42Ytr0wPo7FfWjfPGLSoCL4fj8PVSP7RTtJ46YT23kg8Z99jtjZmazENNY0HEf6owTqjM/rb+7F/flwUme29JjHb80ncWbJNlp9PxyAmkPDEEvFGNOiMaZFg0iEWOX2j2x6lTIj93SmxpLPMGXpEEnF6NPUNjm/hhUJ3TUNVYkApK6OlFo8iJt95nO+znCyI+MJmtwVAP8ejVCV8Od8/VFcajaeQv1a4lw5GIAsVwW/eCexZMVK/vr9RwI9XfhmxynEviWQeBVBd+J3mrumsOXHpWxePo/fRn+Cl7OK8e3q4umsYtlfZ/BxdWTTF72Z8fVXDBsylG8bfEbmowSqT8i/LLsGB9B8/QSKtbQvyycnrEbmqOCHpuNZ2346xmw9WanqPOGfLsurWkzkxJKttPt+BACbP/uGVS0mYkx7bP1YsJgwaZJeP39ewkt15PisMSOe6DZ9MEbH4jEi74mCsqDC+K+ai2Nje5+VFQvElJ7J408+I7b/eBwcHfi80wT61u9H3KM4ek/ole9jy1Ytx9eDZzOo2RAGNRtia5CWqVwapUpJ0w/bUyqgOr+v2UiFiuXyhN+8fgct6negRf0OtGnUhcSEJL74/GuSElOoXC0ElUr1RjqKBxcjIz0TB0cHBjYeROvgMK6euvZK9kzoMonCJQozo/9MpvaeSnZWNulnbnMudBznQsfZGqQyT2fKfjOIa70XcKb2CLSRCZSY3MV2Pe7PYyAWIXGQU2x07sdEicVDMaZmInFScbvjNMQKGcbkDApPtDawA8d1RhebzK32XyBWysFs5uGIJeiiEym+YhwR477jZpORxH7zJ0FLRlFs4VAe9J/D9XqD0T2KJ3BCDwAUxQMwpWVys+lI2++dN0jNlrf3+x/jnb11y5cvz7Zt29i+fTt//vknP/30E/fv3wfg9u3byOVybt++TWxsrC3M7t27uXHjBlu2bGH79u3MmzePcePGkZyc+8Wzbds2u9/IkSNfGpeZM2eybds2duzYQcOGDZkzZ47tXsOGDW3xXLNmDZMnTyYz85+dxnTixAkqVKhAsWLFAOj4UQt27T/C04dq3bhzn1pVK+Hn4wVAo3ofcOTkWQwGAzfv3Kd10wZIJBJkMhmljG7ckKbiV68CqZcfog639kY8WHOAom1r5xuH4E8b8/D3I0TvOItzCX+SL4eTmRPu3pqDFGv7Qb7hSvVqxIM/jhC5w36Fb8LJ28SfvEVqRDxOPm6Y9AaCPqyQJ7xJb2DX56tQJ6QR9GEFYq48ROXhglgm4eKvB3gvrDYimZTgb4cS/sVPqMoUQX35Ptnh1vyPW7MXr7bWF0fG6ZtEL94IFguYzWiuP8SpcknUl+9jiIzB54vBpP22HSR53dutayvSN+4lc+9xezu+WkHiXOsZv1JvD8Cq/r/Muk07ade6KU0a/POV26+iQyRXYTHqMEZZVw5n/rkDx+aheeScO7Qhc8tusvbnX8E71K6BSCbh0JS1qGNTuPrLQcp8lNffTHoD+8etQpOQBkD81XAcvd0QyyREn7nNmW+32WQtRh0isf2Az6va9Cplxq9eBYxqLfd+2kf0jrMknbtnkyvZtylnhixHn5CKc5WSZF5+QHa4dVeNmDX78MnxV6/mNYlbdxhMZozpGhK3/Y1PO+u9R1W8KeXhTyFtFACf1C7P7gt3McXdR3d6o3VYTyoHhQqLQcvPBy/h4exA+9rlARjXti6jwmoj8SpC7JX7RERGorBIuLX2ICU+zr8sl/u0EXf+OEL4TvuyXKheBZKuhJP+OInWCwdycNYflGpcNd/8eVKWAWKvhuOUkz9PI3HyxqRJBrPJ7vq/4bdPfBazdWV3xvqdOLdsmEfOpXMbMjbvRvOMzyoqlQOzGf+fF1Bo/XeoM9TEPbLm7c5fdtLwowZ5dMnkMoLfK8Enn7Vnxf5lTPl+Et4B3gA06dgEfbaeed9OZ8+xjUilUsLat3ihjZ8N70VSUgq/5/TeftIljOxs3RvpqFqjIkoHJRKphCkrJ9N1eBd2/fbXK9kzY800Iu5EEBMRQ7lq5chIzaBQ90bUODyPYqPagdi6k4tH/YpkXHqANqcsPF6zD792dfGoXxH1zUe4VCvF5Y5fAeDTqiZg7SV1rRuC5vpD1Jfvk3n2FjdafU7cT7vwzClHkVN+5NH0n3GtV4msO1EgFmPKyCJ+9V9gMKK9EW7Nu6K+YLGguXIfXc77I3HtHjw+/hAAp2plsJjMlN40i3L7F+M/ogOI/9sdEP+X+E/khE6nQyKR4Oxs3V5i8+bN1K5dm9DQUDZsyN2aJzExEZPJhF5vHVYNCgri22+/RSotuFkIarUaLy+vfO9pNBpUKhUKheIf6Y6Li8PPL3c7HF9vL9SaLDRZuUNsIeVKcebiVWLiEgDY+td+DAYjaemZVChXmh17D2MwGsnK0nJDlkqm2IBDgCdZMSk2HdrYFGQuKqROeXsKL01aQ9SWkwDIXVRkxeQ26LNiU5A/J9z5SWuJ2HIqz3VVIU+yHifTZvFn9N83m4iTN1A4OiB/Rkd6dBL3D10GwMXfE9dAL+4euIjZYCIjNgWliwrfT5uhj0slZfdZFAFe6GJye1h0sclIXRyRODmQfvQK2Q+tlY0i0JuAfq3QRcaji0nCtX1TRFIJKT9tQiQWI3JQ2sUjYcZyMnceyWMHACYz/nPHUmzHCgwGEybTf3uez6TRg2jZJO/LpKB1iMQSLKbcbVtMCYmInR0RPTPtJHXOUrL2HHquHoeGdTBnaniw9zwAmbEpKFxUeXwlIzqJ8BxfAag3pSsPc3zl0fHrpOW87BBLEStdMes0/8imVykzDgGexB2+aiszhowsm9zxLnNJvfIQALm3G7rHT/lrTDJSFxUSJwcUAZ7oHifb3VP4ewIQfvIiyge5DTdfNyfU2Xo0OgNYzEiKhKCs3wuRTEnSg+usPXyZMR/l9vKLRCKkEjH7bsZxLuEehc3OeFiUaHLKsiyfsnxq8loebs1blh0DPFHHJFOpY33U8alcXn8EZT7583RZBmg0pautLD9BrHTGYjZi0ecdEv43/PZZnzXG5++zybO+Q/PX4bzhJRK0py8S99kk1Fv3onJSEdarDQCJsUk4ujiicrLX5eHrweWTV/h53loGNh7ErYu3mfrjlwC4ursSFxVPjw6f0aFVLypXrYCLizNOzo75xt/dw41+g3oyfdLcXP0e7kRHPX4jHRKJlMdRMZzY/Tdj2o+lar0qfND0/VeyJz0lnaCyQTl6JFw4ehGRVMKVrl/j0aAigX2bA6AM8EQXY+/vUhcVDsX80IbHcb33ArQ59bfU2VpGlMX80Cek4hlWF8eQ4ry3ey6qCsXJDo+11fuAtY4e2AaXGmXJOHUd7YMY9LHJSFwckRf1JeT8jwRO+hT1xTvon3p/6GOTkLo4InZyQCSVkHHiKve6TeNOu0m41quMT6+W+abhv4XFbHlrv/813lmj9Pr167Yh84YNG1KjRg18fHwwGAzs2LGD5s2b07x5czZu3IjRaK1cPvroI9RqNe+//z59+vRh5cqVBAUF4erqatP77PD98ePHnxcFG5MnTyYsLIyGDRuyevVq2rVrZ7t36NAhwsLCaNWqFa1ateKTTz5BLpf/I5vNZjOifPYFFT/1lVa1Ynk+69WZ4RO/okPfEYjFYlxdnJHJpIwd3AcRIj7pPYxhE2cSbHRBYrHO/cqvW8/yskaVSGTXS/vK4exUWHVsH7GchZUHonR1eqEOmYOC8h/VRuGkYtfnP9jd8/+0mbUHFKxf3fmUp6f1OoYUp/zWGcSu3o32YQxSd2fcOrUgfurS3ACveVJG7Lh53H+/I2KxCJXqn+Xz/388Zy/b12y0KyuVR38r7/xe83P0SB0UtFw+FLdivuwft8r+pkSO1DUAc3YGFsM/2Zv21crMK5ctcf5pZDGbc3z5KR0ike0EFzP5p64kp54wPbpK9oHvMcU/YOsDHfXLBxHo5ZpHvmmVkpQ3eJKNkZOymOfH8wWIRNZ41ujTnBNLtr5Uh8xBQdtlw/Ao6penLIsdXDFr01752QXPc3z2FeuDzE27Sf56GRZtNha9gYc3w/mgmX3Ps8lk3wMcHxXPlJ5fEHknEoCN32/Cv6g/voV9uXftHjfO3UCbpSUjI5Ofvv8tR0f+8enSsz37dh8mKjJ3X9NrV25y9vSlN9Kx7pdNHNx3DJPRhCZDw+YftvB+k/dfyZ4b526iclLhW9iX3X/sYfnUFQAY0jRErdiFd/Ma1oBicb7vFWuRy78siWRSlEX9sBgMpO4+w/3PFlJ0am9U5YvbZJ6QsvMUiesPI3VzotCo3DPjjQlpXK3Wh9thn+Pe8gMkzqo8z8JkJun3/URN+QGzVocpQ0PcD9txb14z3zQU+Pd5ZwudypcvbzsCVK1W07dvX1auXEnx4sXx9vYmODgYi8WCWCzm8OHDNG7cGFdXV9atW8edO3c4efIkhw4d4scff2Tjxo0ULlwYsA7fvy4zZ86kZk2rU+7Zs4devXpx8OBBwDp8P3u2dV5QQkIC3bp1o0SJErRq1eq1n+Pv78+VK1dsfyckJePi7ITqqd48TVYW1SuVp12rJgDEJyaxZNWvuLo4E5eQyOhBvXB1cUbs6EFsRCpmkQUPR1fSb0XZdDj4e6BPVWPS6vLE4b2x7QhoUhVVIU8sWDAacysilZ87uueEs7OjfgWKtbMOYTp4uZJ66xEAhiwd4cevUeyDchjy0eES4EmHH0ejz8omPToRXYa1MeHs50F2ZhYiiZiMUzcA0D1Osi5kykHh74khNRNzjl7PsNoU/7of4ZNWkbTlBF7tPsSncyhijBT5YwFIpVgsFvxnjiBh7io0h8+80CZVnSro7kZgSkjBkpVNdrYBhUL2wjD/V7CYjYiluaMDEh8vTOkZWLJfftiB68CeqOq9j0ihQPxMj46TnzvZaWqM+fiKc4AnYT+NIuV+DH92/AqTzmC7V6p1LaSu/pg0SVie6SV9EWKVO2J5zotKJEbp626793SZeVJGAKTODnZlS+aiyrdsGRLScKpYwva3wt8DQ6oac5YO3eMk5H4etntyP3dbT5KnWUa4LLdRnZCuxkWlQOXlb228ZlgPTzBF32DP4eOMbZI7h1BasibZLoEoZFIkCiVOEfcpa/LkriQFRx93dM9J26cpVK8CwTnTEWRODmhikhFLJTw6fQuXQl5o09QvLMtJ92P4tdNMjE/lj+97RQERFsObH4bxT3nWZ6VPfFb7anHyXfwlsuJFsOj0iJ1UOCdlkpVp9TUvPy8y0zLRPZMuQWWKUbxccQ5uto4W9BjdHQeVkhk/T8PVw5XIu5E2WXd3NwwGI9qs/BeitfqoKVMnzGbU+EE0albfGid/H+7duv/aOgCbHjc3F8QSCRHXrT38iESIxaLn2tNjdHd8C1sX06qcVIjEIkwGE6FtG5KWlGbzcURgyek8yo5OwqVKsE3Pk7KgDY/HuUKQ3TMMaRrMWh2GOOuoReqes7g3qY4uIo7Ms7dwq1cRY06971qvElm3I9E9TsSpSkmSt57Ao2UtHIILYdJobe+GrOsP0UcnoCjmb3uO3M8TY5pVj0e7+mhvhqO9FfkkCbAYTEhc8u9x/lf4H+zRfFv8J4bvnZycaN68ORcvXmTTpk3ExsbSsGFDQkNDUavVrFu3DoDVq1dz+/ZtSpcuTa9evfjll1+oU6cOe/fuLbC4NGvWDLPZTHh4eJ57Pj4+1K9fn4sXL/4j3XXq1OHKlStEREQAsH7rXzSsU8tOJiEphV7DJqDOWSW6cu0GWjT6EJFIxPqtu1n6469WuagHtP/oYzY1Hsuhll/iWTUYpyBr5VG8RyiP917INw435m1if+OJxOy7yP1Ve/GqEoxzTriSPUKJ3vdy22KPXGN340nsbjyJuL9v4FOzDO7FfJHIpVTt3oi4GxF5wsgdlXRbP5k7e87zZ9+F+FcsgXsx63OrdA0l+X4M6Seu2eTTj1zGqWoplEHWisW3RxNS954DwL1xNYrP7MPNzjNI2nLCJi9xVBI94EsiPx6C5vBpLFnZxIyd+9IGKYBzsw/xGmxdmCKSyVAoZBgMb37SyP8PWPRZiGQKpIWtp8A4t2uN9ujJVwqbvmINsZ0HkrlxB5q9R1BUKItbTr6HdAvlQT7+JnNU8smGSdzfc56/hnxn1yAt3qgyDaZ1x5QR+1oNUgBzVirGtMe23/PKzJMysr/xxDxly7NayXzLVsaFu7hULYkyyDo9x79HE5Jz/DV57zn8OjcAiRiJiwqfsNok77HeK2d05qEki8hY63SdjX/foH75IMTOXsgrNIKc+bJq1yI8ehRJxaDc6T/Ge2eYOWYwU0cOJPvkeryrBJNZwpEiJhfKdA8lcu/Ly/Ljo9fY2nQSW5tOYkebqXhWKEbsVWuDpUrXUO7uy2vr02V569Cldg1SgCI1y2IxPH/V/7/BE599kn7OHVqRdTjvlIXnYYiMxhAexeOOg4npNYbi5YK4cuoqAC27teDUvry6zBYLn00baGvEpSSmcOviLfqHDuTojmOUrVqW4sHFUCgVDBrRhysXr+XRAeDi6kyxoCJcOHuFhbOX2RYt7dyyhyo1Kr22DsCmZ/uWPdy+eZcylctQtHRR2nzaGq1a+1x7KtSqwLR+MxjUbAi7fvsLLCBXyilWuhiDZnxG0t7ziJUyAns3I2GbVUfK0Su4Vi2JQ46vBvRsTNKec3muAyQfugSALioBzdUHSD1dcKpSCscqpXCuVhplkD+p+6xlxaPNBxQa1ZH0o1dwqlIK7w4NyDhxDe+ODRFJpThVKwOAslRhpG7OKAr7oMh5f3h3b0raXuscaofSRQgY3QXEYkRKOT6ftiRlxwnrThkC75z/xJZQJpOJs2fP4ufnx5YtW9i/fz++vtaCHRUVRbNmzYiKiiIzM5PFixezYMECHB0dUavVREVF0bZt2wKLy/Xr1zEajQQFBXHvnv1Qo16v5+LFi3Tq1Okf6fb09OTrr79m2LBh6LM1FA7w5+vJo7h++x5fzvmWTauXEFQkkD5d29N5wCgsZguVQ8oxaaR1F4J+3T9hwoyFfNRjEBYLhOoKEWh2RJecwbkR3/P+D8MRy6WoIxI4O2w5AO4Vg6g2vx/7G0/MEx9jlo7TI1dSd+UwW7iTw61DMh4hQdRc0JfdjSe90KZzE9eg8veg397ZiEQiMmKSWddzHgD+FYJoOacfq1pMpFrPJrgW8qJ002qUbloNQ1Y2/fbOJiMmmZTwOBLuROFvNFJx/3yuNB6DITmD+yO+o/QPYxDJpWRHxHF/mHUXgmJf9AARBM//zBaPjHO3uT/iO4p/MwmRTIohKhZTeibyEoXxmzGcyI+HvNCOxDk/4Dt1KMW2W9PNaDSh1RpeGOb/DBYzpsxEvOd9YU3b6FiSp8xBXrYUnl+MIrbzy49xlBUphDEiiqQ9h2i1YhhimZT0RwnsGWH1N9+QIBrN6ctvzSdR6dPGOBfyokTTapRoWs2mY1Pnr6k7qQuIREicvG3XzYZszJrkPM98mU2vUmaeLluqwt5kx6Vyqt83dnIAxnQNd0Yso9yq0YhlUrSR8dwZap1GEvPzPpRF/ah6aD5imZTYX/aTfuomAC4WKb20gYxa8CNGVlPIUczMro24evoY0z+fx9aN68Fs5vb503g5OSCT2C8mGhVWm6/+PEL7GaspV/IqXy6dg4vUgYzIBI7mpK1XSBB15vVla9MXl+Xs5AziTt2mSI0yDDg4l9TIBLaPtKbJi8ryE37rMgttmhqPID+7+ZzvhByflbr4ErhtFYaoGBInzkNeriTe00bx+JPPXhg8dfmveE0cTODm7xFJpZzce5IPW9Wl4ccNiI2MZd5I6zZZJUNKMnLucAY1G0LknUiWfbGc6aunIhaLSYpN4ush1kWzP876icASgew5+icisZiY6Fh6dxkKQIVK5ZizeCot6ncAoFjxIiTEJ9qmrT3h62mLKR5c7I10LJ67ghlzJqDXG/hu1xKyNFncvniblTN+eCV7Fo1bzJTvJyFTyJArFThWLUmNw/NJO3ObQr2aEvPrQQxJGdwavpzyP46ylYWbQ5ZiTNPYXQcIn7sB55ASBC0YxN1Pv6bYrH6Y/h975x0dVfH/7+fe7Zvd9JAKJKEjvSpIbwICShEBpShdehMIHVERURTsWAC70gSpKqhIly6hp/eebLaX3x8bNqwJNSh+f599zsk52XtnXnfKe+bOnWoyU3fjEqz5xUj9vbk6+W0AEhd/RtTysdT5bjE2oxlVjQhkQb7Od8OY5VRdPh5FlWD0FxK49sJKRKWcah/MQpBJMSWkEzfFWW7T3viaKi+N5qGf3kKQScjbfpDsL/fyQLnLaWb/PyM4yp388c9y5MgRxo4dS5UqVRAEAavVSq1atYiKiuLixYusXr3azf3EiROpWrUqU6ZM4c0332TXrl0oFApEUWTIkCEMGjQIcG7RVLt2bTe/VatW5e23375pWJ599lnS09NRq9VIJBKsViuTJ0+mU6dObNq0iVdffZXQ0FAEQcBsNtOqVSvmzp2LKIrUqlULtbp03kpYWBg//vjjHaWBJbPs3Lq7ZUvDRRXWMJczx/VeiJdV3Iw6mCs+3Bfgcy/zC8vi//u3t3f0L+ArZD3oILhI7Vp2q697YVN2yO0d3YYJJ5ZUWGNL/fkV1gAIdlR8P9vmn977SvTrfDnq6O0d3QHpkoqX5Vl/Lr0PIbk/JHW4/UfT7RiXL7m9ozvggj7l9o7+BWqrw++LzotmbYU1vCQV/4CRiPenUdcsect90blbisZ3/8e0te/u/Me0/wkeSE9py5YtOXny5B27v7GROnPmTGbOnFmuu4sXL951WK7Pay2Pvn373rIX9l6e58GDBw8ePHjw4KEs/4nh+3+a6dOnu/ZAvZGOHTsyefLkBxAiDx48ePDgwYMHPAudbuB/olG6cuXKBx0EDx48ePDgwYMHD7fgf6JR6sGDBw8ePHjw8F/kASzt+c/yn9gSyoMHDx48ePDgwcP/Np6eUg8ePHjw4MGDhweFZ06pC09PqQcPHjx48ODBg4cHjqen9F9m//79rFy5ErOhmJrVIlkyezIaL/czer/4fhtfbdqOQiEnumpl5k0bh4+3loLCIpasfJeLl6+hUiqJlpl5xOI8ZCCkUyPqzx2IRC4lPzaJ49M+wnqLEyqavzWGgtgkcq+k0WjOU0gUMvLOJ3J4+tpb+ntk1RjyLyQR+/4OAGRaFe03zMC/YRQIArlX01jXfwnmcjTqPdmah0f3BAdI5FJEqQSH3Y5MrcSYr8Or5OxlRZVKFB46T8aGPVSZ+wyiXEpxbAJXp72LTWdAVMqJenmk8xhSQaDoxCXi5q7Fp3U9IucPRpDLMCemoWpYm6SRMZjOld0TNuTV6ZguxZP3yUYARI2akGVTkUdFgChiUckxGCq+/+Q/jcPhIOalldSoFsmIwf3/MQ1BpiL0mw8RZDLMl6+Rs2QljuLy94QNWDwLy5U4Cjd8B0Dgoi74hQABAABJREFUawuQVQ5z6nipmRwagtVoJn7/afbOXFuurdR+sjXNxvTA4QCrwcT+RRvIOBOHRCGj40vDkfpGOMNuNWHTZQPuPQ13Eqc7LTPX3XlFBFKclMW+J5a63Mm81TTZ/DKXpr6LPMiXyLmDEeUyimMTuDT1PecpMaJI9KKh+HdohCCVkPzeD6StL92s+4y0kNfe2IzFIVDdX8miQR3RKOVIazyMJKQ6W7bv4LP1G3AYdeBwoDOaycwvZvfiYcilEhZ/vY+4jDzqdm/KlOnT0MhU5MUm8vuMtVhuUZbbvjmG3AtJnPvAWZY7fjCJgHqRqIJ9EQQBQRSI+/0s34x4vYzfG8uyxWhiz8L1pJ2No+97k/GvGozUt2QvWlGGw2LAVpRx1/lzO26nIchUSLz8ifjhY8yX48ha8MZNbTbopZmYL8dRsO5717Wqv32HNSMbgM9UaiRSCSajmbjYON6cuQq9rqzW6PkjadOzDUX5RQAkX0vm5fHOoz43nf8eiVSCIAoYjSaWLVjJN59vdvPfd2AvRo571vXb21tLSFglHq7fheysXM7F/YFMJquQxslLv2LSGfEP9kcQBK6dv8acwTF3FB+9To+XtwaZXEZI5WCMV1JdvXyJ7/5AxkbnCXsBnRtTLcZZFxefTyB26vvYdAbXdYlaiTzYjyNtpkJqGgASXw2RL41E06QG8tAArPnFFB2NJW76O9h0BiRaNdErX0BZPRyJVoUglWLT6dGfTyD3+58JmzYIQSbBbjSTtGAtUn9vwuc8iyiXoY+NJ37GGuwl5aHhmfVY0koP3Eh/fzO5m38r1zb+FTw9pS7uqac0OTmZWrVqsWDBArfrsbGx1KpVi02bNtGxY0d69OhBnz596N27N3379uXw4cMAzJ49m02bNpXRXb16dZmN8zdt2sTs2bO5ePEiffr0oU+fPrRo0YL27dvTp08fBgwYAEBxcTGLFy+mS5cu9O7dm8GDB3Po0O2PlZs9e7ZLq1evXgwYMIALFy4Azk3+Gzdu7IpD9+7dWbdunctvx44dSU5OvuN0y83NZc6cOaxevZrtX35ARFgIb77/mZuboyfO8MmX37N21TI2frqaNg83Y9FrzjRZvvoj1ColWze8y5cfvM5laQEXpPnIA7Q0XzWaQyNXsavNTIoTMqkfM7DcMGhrhNHuu7lEPN4CiVrBI2+O4vdRb7GtzUx0iZk0nlu+P+/qYXT6dg5VHm/udr3xgkH414/kw66zeaPBGLzDA+n1etlN1v2jQ+k0dxBfD3uNL595BU2wLzKVnPc7zuTclj9IOn6R011mcHXGe9gK9SS+9hXVV03g4sgVnGwzCVNCBlVjngEgfHI/BKmEUx2ncarjNESlgsqznqb6qgmkTHqJ+D7jUdSKQvRSlQmHPLoyEZ+9grbro27XAycPxZKeTXzvcSQMmIRKJUMq/W8PJFyNT+T5SXPYu//AP6shiEi0lciasZjUviOwpqThN3FkGWfSqCoEf7ACdWf3jeCzZy0hbdBYMsa9iKjVos/KZ13HWRQkZvLo7LL25hcdStuYQWweuoIvusdwZPVWHv/AuXVby4l9EKUi1vxkrPnJzrO71b73FKc7KTPyAC0tVo/DpjchSEXM+TqXu5CODen042LU1cKQ+nhRc9V4zj//OscfnYwxIYOoec5ja0OHdkZdLZTj7adx8rHZhI/qibax82xwvY+CDUHZrH7/Q3Z8+TERAd68te0QYnA1JIFVMB34ku4+uWz+eA2b3lvBF9MHEKhVM7tfGwK0at7dcYRKPl5sXPAcS19ZxqQJE3m7wziKEjNpPqf8suxTPYzu38whsqd7WT4451NkXgo+6jab9f2XYDWa0efpyvi/sSyv7TGXA6u30O+DKQBsGvcWa3vMxZqf4vxYcNiwFWffff7chttqlNistTCD5N7PY01Ow3/K82WcyaIqE7r2Nby6uNusLDICW0ERKQPGkTZ6NiovFS8+PYeR7UeRnpjOc3NGlPvYOk3r8soLrzL+sQmMf2yCq0Fau3EtlGol3dr2p2ZYc75c9z31G9Yt43/TN9tcx4r27jyYrMxsFrz4CtlZuTRu1gC1Wl0hjejqkRQWFKHyUjG2y3h6Ve/DmUNn7yg+cwbHULlaZZaOfolFzy3CqDdScOQCxzrN4linWa4GqSxAS523xnP2uZUcaT0FQ0Im1eYNdl1P/+43EAUkKjmR00s/Jqqtmog1rwiJRs2FgYsRFTKsOYVUnutsYEfMGoQpLYfY/gsQlXKw27k2ZTWm5Cyi359F/Kx3ON91KmlvfUfU6mlEvjGRq6OXc67dC5gSM4iYMxQARXQYtvwizneb6vp7oA1SwGF3/GN//9e457eur68vv//+O7aS3i2AHTt24O/v7/r94YcfsnXrVn744QcmTJjAjBkz7jmgtWrVYuvWrWzdupWOHTsyadIktm7dynfffYfD4WDs2LHIZDJ+/PFHfvjhB+bNm8fMmTM5cuT2555f19q2bRtjxoxh3rx5rnv16tVzxeG7777jk08+KXfP0zvhwIED1K9fn8jISAAGPtGDH/fud1t599fFKzzctBEhlQIB6NyuFfsPHsVisXD+4hV6deuARCJBJpNR0+rLX9I8QtrVJ+/UNXRxzt6Iq+t+omrf1uWGofrwLlz7cj/J246irRZKzqk4ikr8XV73M5F9W5Xrr+aIzlz9aj8J29xPjck8eIGMg7HkxWegqeSLzWwhqm39Mv5tZgs/vrgWXWY+UW3rk3r6Gmp/b0SZhBOf/8RDfVojyKRUf3sicQs+QV27CrpTVzDGOb+i09ftJrCv88VRePg8yau+B4cD7HaKz11D07gGulNXsCSkUmnBC+R/8QNIypq375DHKfh+N0W7f3ePx7L3yXrNedSeNMhpw//1BZFfb9xOv17d6Nrh3k8DuhMNQa7GYTVhTXKeRlP03Ta8uncq4077VG+KNu9Ev7f8Cl7VugWCTMIv89ejS8vlzIafqf1EWXuzmS3snbWW4sx8ADLOxOEV5Isok5B85AJH3t7qcuuwmhBE9wGfO43TnZSZkHb1seoMXP5kD8nbjpJ97LLLXY2R3Tgy4T3MmXlom9Sg6NRVjHHpAKSu20OlEnsN7N6S9K/3gc2OtaCYrK1/UKmf815ikyBq+ocSbkgCYEDreuz88xK29CuYDn8PDjtI5aBQ47AY+Oznk/hrVfRvXQ+AWX3bMK1PaySBVUg7fYX4hAQUDgmx63+m2pPll+W6wztz8av9xG13L8vh7eqTfTqOgpRser0xlp9f/oqaXZqWmz/XyzJA2pk4NCX5cyMSTRC24hyw29yu/xt2e91msTtPCyr8Zjvanh3LuPMe1JvCTTsp/pvNKhrVBbud0M9WEv7NO+gKdaQnOvN2+4btdHyiQxktmVxG9YeqMWBcf97f+y7zP4ghKMx5HG7XgV0xG82seHsJu377HqlUSp/+PW4Zx3GTR5CdncuXJb23Awb3wWg0VUijaYuGKFVKJFIJ8z+cx5DJg/nxix13FJ+l6xYTfzGe1PhU6jarS2FeIeHPdqbFvhVETusHovN0QP/2DSk8eRVDSVlIWbeHkH5t8G/fEN35RLyb1eTUwGUAVHq8JeDsJfVp04Dic9fQnbpC0dFY/nr8RdI/+ZGAknKUMP9jEpd8hk+7RugvJoEoYivUk/HpDrBYMfwV58y7qsHgcFB8+gqmkvdH1vpd+D/ZFgBNs9o4bHZqbXyZuntXETrlKRD/2x0Q/0vcc054eXlRp04djh075rr2xx9/0KpV+RVhy5YtycrKIi8v714feVOOHj1Kamoqc+bMQS6XA1C3bl3GjRvHu+++e1daRUVFBAYGlnvPZDIhkUjQau/taLX09HRCQkqPWAwOCkRXrKdYXzrE1qBuTY6cOENqeiYAW3bsxWKxkl9QRP26tdi2ex8WqxW93sBfsjyKRAuqsAD0qbkuDUNaLjJvNVJN2Z7CkzHrSNp8EAC5txp9aukQhj4tF/lN/B2PWU/85rI9z+rwAPQpOfReNY7Re14l/uBfKLxUyP+mUZCczZVfTgHgHRqAT0Qgl346gd1iozAtF6W3muDhj2FOzyN351EUYYGYUkt7WExpOUi9vZBoVBT8ehrjNWdlo4gIImzU45gSMjClZuPTvxuCVELuJxsRRBFBpXQLR+bS9yjavr9MPACw2Ql9bSaR297HYrFhs/23zyOOmT6enl3Lvkzut4YgStzOMrdlZiFqvRD+Nu0kb/ka9Lt+uamOquOj2IuKubr7OABFabkovNVlbKUwOZu4ElsBaDd/CNdKbCXx93Pkl7zsEKWISh/spuJ7itOdlBlVWADp+864yoylUO9y9/vg18g7fQ0AeZAvppQb7DU1B6m3GolGhSIsAFNKjts9RWgAAHEHT6C8WtpwC/bVoDOaKTZZwGFHUqUByvYjEGRKsq+eY/2+U8x4orSXXxAEpBKRPefTOZZ5mcp2Lf4OJcUlZVlWTlk+NG8917aULcteYQHoUnNoNLA9uow8Tn2zH2U5+XNjWQboPH+IqyxfR1RqcditOMxlh4T/Dbv9u81aM8q32ZyX36F4x76y/iUSDIdPkD4uBt2W3ag1avqM6A1AVlo2Xt5eqDXuWv7B/pw6eJrPVqxnbJfxxJ64wKKPFwLg4+dDelIGQ58ax1OPj6Bx0/p4e2vRaL3KDb+fvy+jxg9jScxrpfr+fiQnpVRIQyKRkpKUyoGdfzCj/0yatmtCq26P3FF8CnILiKoTVaIj4c9fTyBIJZwe8gr+HRoSMdJ5VKYyLABTqru9S73VqCJDMMSlc+65lRhK6m+p1llGlJEhmDPzCOjTBq8G0Ty08zXU9aMxxqW56n3AWUeP7Y13izoUHjqH4Woq5rQcJN5eyKsG0+D4x0TEDEd34iLmG94f5rRspN5eiBoVglRC4YEzXH5mMRf7xeDTrjGVRvQsNw3/NeyOf+7v/xgV+jzo3r07u3fvBuDMmTPUqlULmUxWrtvt27cTGRmJn59fRR5ZLmfPnqVevXoIfzvHvXnz5pw9e/a2/t9++2369OlD165dmT9/PkOGDHHdO3funGtov2PHjrRo0YJKlSrdUzjtdnuZMAKIN3ylNW1Yj3EjBjF57jKeGjkFURTx8dYik0mZ+cLzCAgMeG4Sk+a+RHWrNxKHc+5Xed16jts1qgSh3P3RbuvPTcKp8cOU93ij8ViUPppbashUCuo90RqFRs2PL37kdi90+GPOHlBwfnWXU55u1PVqEE29LUtJ+3QnhmupSP20+D7dg4xFa0o92O+uYZk2awVXHhmIKAqo1fK78vv/L2VtFoC7bLQrG9XDHFt2fq/9JjpSlYKe703ENzKYvbPWut+UyJH6hGE3FuKwlD9P8NbcWZm547Illp9GDru9xJZv0BAE53XATvmpKympJ2yJZzD+9AG2jKtsuWqifb0oIgJ9yrjv1qQG9SwBGLFyUJZ683DeAkFwhrPF8905sHrLbTVkKgV9352Ef9WQMmVZVPlgN+Tf8bPvPzex2TusD4o27iTnlXdxGIw4zBaunY+j1WPuHS43jhICZCRlMH/YAhIuJgDw/QcbCa0aSnDlYC6fvcxfx/7CoDdQWFjEJx98UaJRfngGD+vPnp37SEpIcV07e/o8Rw+frJDG1xs28vOe37BZbRQXFrPpo8080vWRO4rPX8fOo9aoCa4czM6vdvHeovcBsOQXk/T+jwR1b+H0KIrl77splL8fp8NmR5BJUVYNwWGxkLfzCFfGvUHVRc+hrhftcnOd3O2HyPpmH1JfDeHTBriuWzPzOdPseS70eRG/nq2QaNVlnoXNTvaXe0ma/xF2gwlbYTHpH/2AX/eW5aahh3+fCi106tixI6tWrcJut7Nz5066d+/Ojh07XPdHjx6NTCbDYrEQGhrKqlWrbqknlNNIcjgc5Tbk/u7v7wUKwGKx3NYvOIfvr59xf+LECUaOHMnWrc4hwnr16rFhwwYAdDodI0eO5MMPP2TMmDG31f07oaGhnD592vU7MzsHb60G9Q29ecV6Pc0b1aPf410ByMjKZvXaz/Hx1pKemcX08SPw8dYievmTFp+HXXDg7+VDQWySS0MV6o85T4fNYCoThodm9iOsa1PU4QE4cGC1lqabOsQP0038ucWjfX0i+zmHMFWBPuTFJgJg0ZuI+/0ska3qYilHwzssgKc+no5Zb6QgOQtTobMxoQ3xx1ikR5CIFB76CwBTSrZzIVMJitAALHlF2Et0A/q0JvqVUcTFrCV78wEC+7Wl0qBOiFip8tVKkEpxOByEvjSFzNfWUrzv1tM41I82wXQpHltmLg69EaPRgkJR/gfW/xoOuxVRqnD9llQKxFZQiMNovK1fn7HDULd7BEGhQPxbj44mxA9jvg5rObaiDQugzyfTyL2SyncDl2EzWVz3avZ6GKlPKLbibBx/6yW9FaLaD1Fe8qISRJTBpR/IN5aZ62UEQKpVuZUtmbe63LJlycxH07Ca67ci1B9Lng673oQpJRt5SOm0JnmIn6snKcAuI05W2qjOLNDhrVagDgx1Nl4LswCwJf/Frn2/M7Nr6RxCaY2WGL0jUMikSBRKNPFXqGML4JIkF69KfphukrY3Et6uPtVLpiPINCqKU3MQpRISD8fiHR6IIV93y7KcfSWVz59+CesN+RP8UFVAwGG5vX38U/zdZqXXbdZwZ2EKXrUQWXQVHCYzokaNNrsIfZHT1gJDAinKL8L0t3SJqh1JdN1oft7kHC0YOv1ZVGolSz9bjI+/DwmXElxu/fx8sVisGPTlL0R7/IluLJrzKtNmj6fzY+2dYQqtxOXYK3etAbh0fH29ESUS4s85e/gRBERRuGl8hk5/luDKzsW0ao0aQRSwWWx06tuR/Ox8l40jgMPq7Jk2Jmfj3aS6S+d6WTDEZaCtH+X2DEt+MXaDCUu6c9Qib9dR/Lo2xxSfTtHRWHzbNcRaUu/7tGuE/kICppQsNE1qkLPlAP49H0ZVPRxbscH1btCfu4Y5ORNFZKjrOfKQAKz5Th3/fu0xnI/DEJtwPQlwWGxIvMvvcf5X+G8Pyv2rVKin1MvLi9q1a/Pnn39y+PDhMkP31+eU7tixg48//pg6dercUs/Hx4fCwkK3azk5Ofj4lO0ZuJGGDRty7tw5LBaL2/VTp05Rr169u4gRNGnShCpVqvDXX3+VuafRaOjevTsnTpy4K83rPProo5w+fZr4+HgAvtmyg46PPuzmJjM7lxGT5qArWSX64fpv6dG5LYIg8M2Wnaz5+HOnu6Sr9H/iSTZ2mckvPRcS0LQ6mihn5RE9tBMpu/8sNwx/rdjI3i5zSd1zgitrdxPYpDraEn81hnYiec/t45a2/yw7u8Sws0sM6X/8RaWWtfGLDEYil9L02c6k/xVfxo/cS8kz38zj4q7jfDfyDUIbVsMv0vncJkM6kXMllYIDpb3aBftPoWlaE2WUs2IJHtqVvN3OqSJ+XZoR/dLznB+0lOzNB1zuJV5KkscsJOHJCRTvO4xDbyR15mu3bZACaB9rS+ALzh5yQSZDoZBhsVhv4+t/A4dZjyBTIK0cDoC2Xy8Mvx68I78F768jbdBYir7fRvHu/Sjq18G3JN8bPNOJq+XYm8xLyYBvY7iy6zg7Jrzj1iCN7tyYDoufxVaYdlcNUgC7Pg9rforr72Zl5noZ2dtlbpmyFdCsRrllq/DPS3g3rYEyyjk9J3RoV3JK7DVn9zFCBnUAiYjEW02lPq3J2eW8V9eq5ZpET0Kac7rO93/8Rft6UYjaQOT1O0PJfFmdTxUSExNoGFU6/cd6+QgvzXiBRVPHYjz4DUFNqlNUzYsqNm9qP9uJhN23L8spv55lS7cYtnSLYVvvRQTUjyTtjLPB0mRIJy7tKRvXG8vylolr3BqkAFVa1sFhufmq/3+D6zZ7Pf20Tz2Oft/tF75ex5KQjCUuiZSBL5A6YgbRdaM4fegMAD2f6cGhPWW17A4H4xaPdTXicrNyiT0Ry+hOY/l122/UaVqH6OqRKJQKxk95ntMnyh/F8/bREhlVhT+PnuaNV991LVravnkXTVo0umsNwKXzw+ZdXDh/idqNa1O1VlV6D++FQWe4aXzqP1yfxaOWMv6xCfz4xQ5wgFwpJ7JWJOOXjiN793FEpYyI5x4jc6tTI/fX0/g0rYGqxFbDhnUhe9exMtcBcn45CYApKZPiM1eRBnijaVITryY10TarhTIqlLw9zrLi37sV4dMGUvDraTRNahL0VAcKD5wlaGBHBKkUTbPaAChrVkbqq0VRuRKKkvdH0LPdyN/tnEOtqlWFsOmDQRQRlHIqDe9J7rYDzp0yPDxwKrwlVPfu3Vm5ciX16tVDKq2YXMuWLVm/fj3jxo3D39+foqIiduzYwdSpU2/pr1mzZlSvXp2XX36ZuXPnIpPJOHfuHO+9995dn3ufkpJCcnIytWvXJiPDfRsTm83G0aNHqVu37IrHOyEgIIBXXnmFSZMmYTYWUzkslFfmTePchcssXP42Gz9dTVSVCJ4f0p9BY6bhsDto3KAuMVPHAjDq2QHMWfoGTwwdj8MBnUzhRNi9MOUUcmzKBzzy0WREuRRdfCZHJ70HgF/DKJq9Poq9XeaWCY9Vb+Lw1A9p8+Ekl7+Dk51DMv4Nomi5ciQ7u8TcMk7H5q5DHerPqN2vIggChak5fD1sBQCh9aPouXwUa3vMpdmwrviEB1KrWzNqdWuGRW9k1O5XKUzNITcuncyLSYRarTTc+zqnu8zAklPIlSnvUOujGQhyKcb4dK5Mcu5CELlgKAhQ/fVxrnAUHrvAlSnvEP1WDIJMiiUpDVtBEfJqlQlZOpmEJyfcMh5Zyz8ieNFEIn9wppvVasNgsNzSz/8MDju2oiyCVixwpm1yGjnzlyOvU5OABdNIGzT2thKyKuFY45PI3vULj78/CVEmpSAxk11TnPYW3CCKzstH8kX3GBoN74I2PJBq3ZpRrVszl8bGQa/QJmYwCAISTZDrut1ixF6cU+aZt4vTnZSZG8uWunIQxvQ8Do16y80dgLWgmItT3qXu2umIMimGhAwuTnROI0n9bA/KqiE0/eV1RJmUtA17KTh0HgBvh5QRhgimrfwYK58S7iXy0pDOnDn8G0teXMGW778Bu50Lxw8TqFEhk7gvJprWpzXLvttP/6WfUrfGGRauWY63VEVhQia/lqRtYIMoHl0xki3dbl2WjTmFpB+6QJUWtRnz82vkJWTyw1RnmtyqLF/ni8EvY8jX4R8V4jaf84FQYrNS72Aitq7FkpRK1twVyOvWIGjxNFIGjLul97z3Pidw7gtEbPoAQSrl4O6DtH28DR2f7EBaQhorpjq3yarRoAZTX5vM+McmkHAxgXcXvMeSTxchiiLZadm8MmE5AB+//AkR1SLY9et3CKJIanIazw2eCED9RnVZvmoRPdo/BUBkdBUyM7KwWt3T8JXFq4iuHlkhjVWvvc/S5XMwmy288+Nq9MV6Lpy4wIdLP7qj+Lw5axXzP4hBppAhVyrwalqDFvteJ//IBcJHdCP185+xZBcSO/k96n08zVUWzk9YgzW/2O06QNxr36JtUI2oleO5NPwVIl8ehc1kpu7GJVjzi5H6e3N18tsAJC7+jKjlY6nz3WJsRjOqGhHIgnyd74Yxy6m6fDyKKsHoLyRw7YWViEo51T6YhSCTYkpIJ26Ks9ymvfE1VV4azUM/vYUgk5C3/SDZX+7lQfJ/cZX8P4XguIdDV5OTkxk6dCi//PILxcXFtGrVivfff59HHnmE2bNn06JFC9asWcP69euJiIgo43/27Nn8+OOPbo3Yjz76iGbNmvH999+zfv16wNkIHDBgAMOHDy/jv0WLFq4hdwCj0cibb77J/v37kUgk+Pj4MGnSJB555JFbxmX27NkcPnwYHx8fJBIJJpOJ4cOHM2DAAI4cOcLYsWOpUqUKgiBgtVqpVasWS5cuRa1W07FjR3Jzc92mCJw8efKO0tCSWXZu3d2ypeGiCmuY72B6w50QL6t4oepgrvhwX4DPvcwvLIv/79/eF52K4itkPegguEjtWnarr3thU3bI7R3dhgknllRYY0v9+RXWAAh2VHw/2+af3vtK9Ot8Oero7R3dAemSipflWX8uvQ8huT8kdbj9R9PtGJcvub2jO+CCPuX2jv4FaqvD74vOi+Z7W/R7I16Sin/ASMT7M/7dLHnLfdG5W/KHlN0Z4n7h+8XNF5/+F7mnRqmHiuNplJbF0ygti6dRWj6eRmlZPI3S8vE0SsviaZSWzwNrlA6q2G4Ut8L3q7K7S/yX+Z840Wn58uUcPFh2Dly9evVYtmzZAwiRBw8ePHjw4MEDnoVON/A/0Sh98cUXH3QQPHjw4MGDBw8ePNyC/4lGqQcPHjx48ODBw38Rz0KnUjyN0gdE1hMVn59XRaj4QQT3ay6O0aapsIa/tuJbcmw1BFRYA6D8k6D/fe7XPM77QdieD++LTsR9mMt5P9Kl62MVlgDg6I6K29yh4fd+Dvx1Bj5Xdq/me2HnZ8rbO7oNCW1vvbr9TpAp7098fKtXfBeNbzX351X5wW8N7otORRnTNu2+6JzeW/HGVETV/AprKP3vj614ePB4GqUePHjw4MGDBw8PCs+cUhcV2jzfgwcPHjx48ODBg4f7gaen1IMHDx48ePDg4QHhmVNayv9Uo/TIkSOsWbPGdZb9dWrVqsXFixfvWq9jx443PSDgdlT6ah2Wq9fIf3kFDr373pqqbp3RDH4aHA4cJiMFb65G9PfHe+xIBJkMa3IKslo1SGs/HWtukcufb6emVJ4zBEEhQ38+gbjp72DTGZBo1USvfAFl9XAkWhWCVIpNp0d/PoHc738mbNogBJkEu9FM0oK1SP29CZ/zLKJchj42nvgZa7CXHMHW8Mx6LGmlp+ekv78ZW0ExTy0bi1dYABadgeLUHBx2Bz/2XYqluOzeo23fHEPuhSTOfbDDda3VsuHUHNgGRBFbVh7xT07Ell9Uxi9A6PJpmC7Gk/vJJgAEhZzgheNRNajJGC8Nci8lhtwiMmMT2TVrLeZyjo+r+2RrWozugcMBVqOJnxduIP1sHAATTr6H3FvtcqvXmzGZ/v0TauRyCT7ffIggk2G+fI2cJStxFJe/D2vA4llYrsRRuOE7AAJfW4CschiClxpJUACCTIYtJ5fUvs/dtcZ1pP6ROCwGbEUZ5fp3OBzEvLSSGtUiGTG4/23jF9KpEfXnDkQil5Ifm8TxaR9hvcVRf83fGoPdasO/UTW81MI9pwmA4KVGGhYCZhPWs0fRf7ISjO468k59kHfoBQ4H9qw0DJ++gaMoH2mDlqiGT0XQeIPVQv3dpzk38R0cZncbCezcmOoxgxDlMnTnE/lr6vvYdAakWhWNvpiNd8NoBFGg+EoqJ3otwKYz4Nv6IaoveMZVHjO2HiTs6Q4IchnF5xOILdG4jiIsgGY7lnF58QZUk55AkEpxFOWDQgmiBCxmTNs+xp5cema6pG4LlE9NonjRM65r0oe7IWvWGUEmp0WzeI5P+4hKberddf4UxCZReDmVyvP7IchlmC/FkTHvzZvmUaWXZ2C+HE/+p9+7XVe3bUHI67Nx2O0Yj5yosO078nPJn/AsGNw1FN2fRPFYH8CBPT2V4ndX4CjId90XA4LwfuNjHIV5IJFgT7qG/qPXy9pK5z7IO/V26mSkYvjkDRyFTh3tu5tw5GaBSs1U70BMBcUkH790T3VTdMdGtJ31FL5VgijOKmBdz/n3pKFZvAQxKAR7YR66eWNvHh+lElGtxV6Ujz3hCvqPXkf7xufO+ABNXpSS99tp/No3QpTLKI5N4NLU95w2KopELxqKf4dGCFIJye/9QNp695OTopcOJ3Rwe2zZuVivXiNv2Qo0zwxE1d65b68l9iKmk6fRPNUPh8OBw2Si4I3VWC5ccmmou3fFd+4M7JnpWK9doXjVchx/y2d5hy6o+j4NODWK338b25WLIIp4jZ2CtH7DMmno4cHgGb5/QGQOGoY1NQ3v8e4LNiRVKuP9wlhyps0ia/goij77HL9XluIbM4vcuQspWvcF8gb1kQQGuvmT+nsT/eYELo1awZk2EzElZlB57rMARMwahCkth9j+CxCVcrDbuTZlNabkLKLfn0X8rHc433UqaW99R9TqaUS+MZGro5dzrt0LmBIziJgzFABFdBi2/CLOd5vq+iv89RSRb0wkef8ZTqz4notf/ELG0Uts6RZTpkHqUz2M7t/MIbJnc7fr1Qe0odaQDiQMnsml+k9gN5sJ/3BRmTSTV6tM5XWvoO32qNv1gHFPI0glJA6dg1QhJ+X4ZS5sO0xBYibtZg8so+MfHUr7uYP4btgK1vWI4dDqrTzxwWTXPWO+jrw8vevvQTRIBUFAq1WSNWMxqX1HYE1Jw2/iyDLupFFVCP5gBerO7puvZ89aQsa4FxHVKrLnvoItIwvD/oN3rZE2aCxpg8aSs/RNcNiwFWeXG96r8Yk8P2kOe/ff2YIdeYCW5qtGc2jkKna1mUlxQib1Y8rmFYC2RhjtvptLxOMtqNznEQ6NXHXPaZI2aKwzXbRaHPm5FMU8hz0rDeUAdx2xag0Ujw1At2wyuvmjsGcko+g7HEHrg3rMXBxmE0VTB2Letx3vRtWoOqanm39ZgJaH3hrHmefe4GDrqegTMqgxbzAANRY9i3eDKA63n8m+Ws+jjAikztvjEWQS6n04hQvTP+BYx1kkrd1JjQXPcva5lRxpPQVDQibVSjQAQga0pcnWxShC/am5bATGL1agf2saYkR17DkZGN6ejnnf9yifmuTyIwSEougx1C2skodaIn+kB4aPF6NfNQWJUk7tKU/cU/5I1AqarxpN+pSlJPYciSUpncBpz5XxI4uuTNgny9F0LXtogOjnQ8gbc3HYbBTv/LnCtm/PzsR85ADqZ8e4xzu6JsonBlI05wUKJ4/AlpqMatDzrvvy9t3QvvwOorcPhg9fQzdrOPbMNJQD/2YrkTVQ9HgK3ZJJ6OaMxJ6RgqKfc6mkGBKBQ1dE8fJZCEoVn3Wbw7stJt5T3aTy19J9xSji9p/GarRgKjLcs4blzFEcFjMOffFN41P8xjwEuQLL0V+x/nUSe2YaqhFTcOiK0M0bg27eGM4OXErwU+05//zrHH90MsaEDKLmDQEgdGhn1NVCOd5+Gicfm034qJ5oG1d35p2vhpqrxhP+fA8sFy6R+fQwrCmp+L+0AGXL5mQOHU3m4OcQ/f3wmTKB7KkvkjVsNEWffo7/K4tdYVX3641vzEwEqZSC6eOxp6eiHuGez2J4ZbyeG0fhgpkUTByJ4ev1aGOchzsoOnZFElGZghdGUDChrJ3+a9j/wb//Y/zPNUrz8vJ4/vnn6dWrFzExMZjNpaexGAwGpk+fzuOPP06vXr3YsmULACaTiblz59KtWzcef/xxduzY4aYZFxdH165dOXXq1F2FRb9pK6qundwvms3kv/o69pxcACwXLiIJ8Mdy4RIOoxFl29bkzCm7etmnXSN0p65ginOuqsxYt4uAvs7KOmH+xyQu+Qyfdo3QX0xy9kYW6sn4dAdYrBj+cn5BK6oGg8NB8elSnaz1u/B/si0Amma1cdjs1Nr4MnX3riJ0ylN4t29C8ekr+NYII7R1XSp3aUytIR0IaVmrTBjrDu/Mxa/2E7fd/eSZh4Z3If9yCqZzV8DhIHXqchTVq5bx7zfkcQq+203Rrt/d0/HYWbLf/Rqv1o1JP3ON5KMX8A4P5OTnP1O3T6syOlazhV0vrqU4Mx+A9DNxeAX5IsokhDWtgcNux9dXhZ+fGrVaXsb/v4FcLsFisWNNcp4AU/TdNry6dyrjTvtUb4o270S/97cy91SPNMV0/jK+L4wg9/V3Kfjsm7vWAEAqJWDJLGzFOWAvf5Xr1xu3069XN7p2uLOTiULa1Sfv1DV0cc5e16vrfqJq39bluq0+vAvXvtxP3pl4DCk5Lj/3kiYAqtYtEGQSDF+sxpGbhemXbcgfdtexJ1ymaPYwMBSDVIbgG4hDV4j0oaY4LCZMO77GUVyE6ZcfkAdoSfvO/VkB7RtScPIq+rh0AJLX7SWkn/NjKu/gefL+OI8+Lh1FJV/sJiv+7RrgsNj4o+FYdOfinRodGmHVGTCUaKSs20NIP2f6yoP9COzenFMDnYd/6M7F48hJA5sV/VvTkNZ09vyI/sE49CUjDjI5yoGTMP34mVtYZY3bY/79BzDowOHgzxc/wZRVcNf5k7ztKNpqoeSduoYlIRWAgq+3o3m87BGKPoN6U7hxF7rdZfPI99kncJjMFH37A1Bx29d/sgbj5q+Qt+3s5sZ27RIF44fg0BeDTI4YEISjqBAAwS8AectHMe5w9uDas5z1oennH5C3+putxF+maOZQp63IZAh+TlsBkNR4COw2vOa9hSBTUKf3IwiicE91U1Tb+uQnZhHSMJpTX/xC9sWke9aQRtfC/Ms2bMnxN42PtEZdbHGXQaHEoSvE9PMPyJo9WhKfVWiWfUT15aMoOnUVY4mNpq7bQ6WS905g95akf70PbHasBcVkbf2DSiX2G9T7ESQaFfqLiTiMzs6L4k0/IK9fl6zRE8FqRVCrEbQainfsKvM+RCpFDAzAq8djmE+fdYXd+ONW5O3d8xmLBd3br+HIc2pYL19E9HNqIIqgVIJMBrIHU9cDOOz/3N//Nf6nhu8BkpOTWbNmDVWrVmXq1Kl89dVXrnurV6/Gz8+P7du3k5uby4ABA6hduzYHDhxAr9ezc+dOcnJyGD58OJ07Ow0/PT2dhQsX8vLLL9OoUaO7CostKwtRo0FQq11D+Lb0DGzppcOj3pPGY01IxJaegT07h7y5C0Hi/JYQvZRQMnwvDw/AnFrai2VOy0Hq7YVEo3IOpdjshI7tjbpOVXK2H8RwNRUEkHh7Ia8aTO2NLyP18yZ32wHsBtMNOtlIvb0QNSoEqYTCA2dIeXk9gkxKjXXzsObrMKdmYwp0cHXLQRJ2/clzCevptHYKm7vGoE/LdWkdmrcegPC29d3SQR0WgC45m4i1S5BWCsBw4jwSjRrRS4W9uHRoKmPJewB4PdrYzb/+j5MAaLu2wlhQTLPnH2P37I8pSstF4a1GrlG5DXEVJmdTmFyaVh3mD+HKTyewW2yIEpH4A39RxccbQQAfHzUOhwODoeLbytwNoihit5fWKLbMLEStF4KX2m0YM2/5GgBUDzctoyEJroSoVmHLysGw7w+QiHetAaB5oju2rBwEb9+bhjdm+ngADh49cUfxU4UFoE8ttQ1DWi4ybzVSjarMEPHJmHUA1BrTA3NhabjvJU0AVB0fxV5UjPXEHwA48rIQ1F6gVLsPY9psSBu3QjViOlgtFG9Zh6xpG5DKELW+qKe9gugbgESrdssrAGVYAKbU0mkuptQcZN5qJBoVyrAAjCnZ1HtnApUeb0nWrmOEPNHaVVZlQT602LscWZAPeb+fddOQlmiYM/I499zK0ntpuVx/pTryMxGUXqhnf4TgpcX41RsAKJ4ci+XIXuxpCW5hFQNDETQ+KEfMQ9D681DNSxizCu46f0La1UfurXbzZ83IQlJOHmUvewcAdasmblqSIH+8+3aj+LdjUJKmFbV9y5HfQZQgemlApXYfwrfZkLV4FK8XZoLFQuFXHzvTMC8H3fL5KPsOdtN15GYhqDXl20rT1qienw4WC8UbPysJiATrXydwFBUgBAYT2a4BJp2BE+v23nXdFFAjHP/IYD7pNodGgzti1pvuWUO/YA7yjo+DyXDz+NRvjrROQ2dP78bPnHGXK7BeOIPxq/dBIkE7by2mG+r4G21UERaAKcW9DHjVcXY2pK3fi9TbC5mfhusHuLrehwoF6h5d8R79HLasbHSflE6385k0DuPvB8FqxZ6dg2H/70hDg1E0aQSAPTsL0UuDoFK7hvDtmenYM9NdGl6jXsB85A+wWjH9tAv5o+3xW78RQbw/R8l6qBj/cz2lzZo1IzIyEkEQ6NWrF0ePlvbaHT58mP79nXPh/P396dSpE0ePHuXYsWP06tULURQJCgrixx9/RC53vgImT55M5cqVadas2b0Hyl72c0ZQKvF7aSHS8HAMv/4OjnImQt/gTxDEct04bKVucrcfIuubfUh9NYRPG+C6bs3M50yz57nQ50X8erZColWX0cFmJ/vLvSTN/wi7wYStsJj0j35AVasKOBz8POot4n885nKedeIq4W3q3VH0RYmIV6gfqZNfIb7fZCQ+zj1PHeWky62QhgRSo0sTTqzby9VfTpWbBjciUyno/e5E/KoGs+vFtQCc+Xo/Py90Np4dDud8Urn83/92E4Sb3LhJXMpFFJDViKJg7Rf3rgF4D+lXVqOCCKJwW3st6wmgnHJwl/FRNqqHOfZy2Rvl2Jv15EGKJvXDuGU9XtNedfasCALSh5qif3cpuqUTAIie2s/doyjgKC9+drvr3rkX1vBrnZFIfd3t3ZJVwB+NxpKybi++rR5CFR1aVqOscpkr+pUTMLw3B2X/F5B1egpsNqx//lLWq0SKpHpDjF+uxPDOLOS+XoR0qH/3+QNOwy23rrqDfSSlEkJen0Pxb0dxGMrORb8vtl9O2lmOHiB/WB8M33yGdsHr7oVPuMkrspwuKOuff1A0vi/GzevwmvUqCAKW/TswblgDNhtYLRxfu5Oa3UrfFXdaN4lSCXV6P0Lyn5ddPaAV0XAU5Lo7Lic+9tREzL/vdosP4GyQmoygL6bw6EWUVSqVkzxOO3ezBUFwt11RKLc4Y7dT/P0W0rr2xvDrAfxfXoSgVOK/bCHSiHDyXnndTaM8cyu3jCiUaOYsRgwNp/jtFQCoBg/HUVBA3pAnyBt2+3nw/xie4XsX/3M9pVJpaZQdDkeZ3zficDiw2WxIpVKEGyqqhIQEQkOdL4qYmBjeeecd9u/fT/v27e8qLJKgIOyFha7hC9f14Er4v/Yy1oQEsidMRdWhLbIa1d38AdgNpVMPTClZaJrUcP2WhwRgzSvCbjA5h+0vJLjc5Gw5gH/Ph1FVD8dWbHD1jOrPXcOcnIkiMtRdJ9+p49+vPYbzcfj1bIVvlxZIvNXIAn2RR1Si4YTenF7zA14hfpjydTgcDuzWO9vQ2JhbiN1ic/WK6n7/E223R3Hc0GN7MwInPYOmU0tEbw2ykCAyzidw+B3nsJ82xA9Dvg5LOTrasAD6fTyNnCupfP30MqwmZ09o3SdbkxWbeEfh/iex2exutimpFIitoKyt3BJBQJBKMf15+p41ZLWqg0Ti0qgIotoPUa6my96XkWpVFMQmue6pQv0x5+mw3SLPrXoTcl8v1+97jc/fy7ngF4hdVwjmUh2xUhiCjz+2y+dQPDEMWeNWCEEhyNv1AJsNy58HwKhHCKiEVWfAp1G0m6YxORufJqVltubiZ3FYbbTYtgR5kA9F5502ZtObyNl3Gv/WDyFIRAK7Nyd7p/PjrvDPywQ/0QpNnSoYrqWhCPXHkqfDri+bRvIgX+c/CjXSBq2cQ/YWE/bUOOxp8cgatcVhtaCa+DqCRAoyOaqJr2P8bBmOwlxsfx1G3qYPkjrN8Ld4oQrxw5Sjc+nfSf4AmAuKUQb7cb3fThociK2g6I7KsvKhmkgjQpGGByNqNWAyOXv3fbwrZPvyqiAGBGIvKnQ2pkoQQ8IR/fyxxjp7o00/70A9ZhqCRusaxrdnuy/qc9mK6W+24uuP7dI5ACy/7kI1YgrKgaORtWyHw2xGkEqwJcWBEIfNarvjuinx4F88/XUMMrUC77AAlL4ahu1YhleQDxKZBKvJcsf1W1iT6ii0Kiq3rI2s5gcIPv4gkeCwmMuNjz0nE1m12hh/XY1qxBTE8EgcRgNipTDsSdeccc0rQpCW9jDeaKOmlGzkIf6ue/IQP/fRg5RsJD5eUOgc7ZMEBWHXFSOtEoHlknNhnv6HH9EM7EfQh6uxxCeQNWEamErfe7b0TOR165SGvZx8BhCDKqFd8Aq2pAQK50yBkml78kfaUPzB22C14rD++2sHPJTlf66n9M8//yQ1NRW73c6WLVto1ap0Ts7DDz/M99875xDl5uby888/06JFC5o3b86OHTtwOBzk5OTwzDPPuOaiNmjQgEWLFrFkyRL0+vJXh94M9RO9MP7+h9s1Qa0iYM2bGH79jbwFS8FsxnT0OPKH6iCJCHf5+zsFv55G06QmiihngzJ4aFfy9jhfbv69WxE+baDLTdBTHSg8cJaggR0RpFI0zWoDoKxZGamvFkXlSi6doGe7kb/b2ZusqlWFsOmDSX3jG2L7vIg5OYvk177Aq3416j7flcgezan9bCfSj14kqFE0yfvurCFz+fsD+FQPQ17DObTjP+wJzAkpd+Q3++3PyV61AVGpIGnkfLQh/vhFBgPQaEgnruwpO5ws91Iy6JsYLu06zraJ77gapABBtSJ4dFppr5dKJXsgC53MZhsymQRpZWeea/v1wvDrwbsTEQRnr14FNJRNG2A8dvLunnsT7Po8rPkp7O0yl196LiSgaXU0Uc68ih7aiZTdf97SvyE9D3VEoMvPPcfn0HEU9esgBjvTRd6hF9aT7jqCjz/qsTEIGm9MW9Zh2v099qRr6JZMQJDKkLXuAjI58g69MGXkUXDyqpv/nF/P4NO0BuqoEABsBjOp3/3O4U4vknvgHH4P10YdFYIgl1J5eFd0Z+PBZqfOqnH4NHfOxzYmZyHz02DOLgAgbFgXsncdozy0DaMRAkLBYUfR63lsic7VyWKlyghB4Rg+WoDhrakYVs/A8NkysJgxrJ6BoygP67lDSOu3wrx/E4bVM8g88BeJG/+46/wB0F1NI6BpdWRVnbsc+AzsSfEvh+4kazCejiWh0zMkPzURh8lM8d5fKd6zH1tqRoVtX9GtN5aj7nWt6BeAZtoCBK0PAPK2XbAlxrkapACWU870FoOc9aG8Uy+sJ/5mK74BqF+Y59yNAZC16oQ9OR7j1x9gObwPe1oiusWTkVSvS4vRPbmw7fAd102/rfiOdT1iWNt+Bu+2mIjNZOGH8W9z+otfKEjOInZr2bS9Wf2WeuIKH3d6EZvJgn71Esy/bMOenYHlkHvv+fX42OIuIqleF3n3/tiT45E93N65KLDfcGcPskyOpmE0okKGssTOQ4d2JWe3M81ydh8jZFAHkIhIvNVU6tOanBvsN+/X06gigxGUzhPEvJ7sheXyVXxjZiEoFACo+/QAQcCw/3fyFrzk1iAFnO/GeqWNUmWP3pgPu+czKhXer76F+eBv6F5b4mqQAtiuXkbxaAfnD8mDG773zCktRXCUN8b0/ylHjhxh1apVKBQKsrKyePjhh5k7dy5169bl4sWL6HQ6Fi1axMWLF7HZbAwfPpynnnoKs9nMSy+9xMmTzpfzxIkT6dq1q9uWUHPmzEGr1TJ37tw7CoslPgFbSip5S15BGh6K7+yZZA0fhebZwWhHP4f1apyb+6INX6IdOgRkUmwpqShbP0LswIVUWTCcc12mA+DTsQmV5zyDKJdijE/n6uS3seXrkHiriVo+FlWtKoheSiRKOdZ8Hcb4dLK+2EXlOUNRVAlGfyGBlFc2ICrlhM9+BkEmxZSQTtyUt7Dl6xCVcqq8NBqvJrUQZBLyth8kZfnn+HRsSqVFo/AK9cdus6FLzubwgvVYdEYeXTGSLd1i3OLS5o3R5F1Mdm0JJYgCbVeNJbpncxAEbHmFJDw1DWmALyHLJhHfZ6Kb/9BXp2K6lODaEipq14dIfLVYM7IxqDVogv2wGc2k/HmZH6e+j7GgmJD6UXRbPpJ1PWJoOb4XbWYMIOtCkpvuN4NfwWo003npMOr2fRQQMJstFBe7V4T/FnK5BFVGGoJMiiU5jZz5y5GGhxKwYBppg8a6uQ1YNBPL1XjXtjgA/rMnIqjVyGtGV0jDlpVLwcdf3NExozEvraR6dNVbbgm1peSY0ZCODak/dyCiXIouPpOjk97Dkl+MX8Momr0+ir1d3MtS81XXt4SKxktNheJjunCZwJnPg1SKPTMNw9rliEGhqEZMQ7fQqSPv0At5x95gt2HPz8GwYTWO7HTnllDPTUdQa8FmJfOnM/w1+T28qoVS940xHO70IgCBnRpRPWYwgkyKISGdcxPewZpfjNRbTcP1M/FpXB1BEDCkZPNnjxiseTrCnulEjaXD0V9Lw262kL3zKJWeaI0ok2JIyOD8hDVY84vd4tkx41vOjVlFnUVPIEikOEoWZyFXIPoEYFz3CrZr51zuBd8g1FPeLN0SShCRdeyHrH5rEEWSDyTw56xPCGxR867zp+BCEoWXUmgxv7/T5pLSyJizAllECJWWTiWp73g3P5WWTcd8JaGcLaGaE7xsGshkmE7/VSHbl6il2NJTKH7rZcTgMLxemEnhNOeKc0W3Pih6PAE2G/bcHPQfvuk2/xDAf/Ov2JLjQBCdtvLBq4iVQlE9Px3dPOdKb3mnXsg793Hq5OdgWPc2jqx0kCtQDZ2IpHpdUHlhtMsw5uvIT8i867rJmK8jukND2s56Ck2wHxa9iXU9592TxpNL+iL4BuAwGSmeP/bm8ZEpEL19sBfmY09NwvDpG6iGTUZavzn23ExSvjlKwdELRM0d7LLRixPXYM3XgUQkeuFQ/No1QJRJSduwl+T3trmFKXrxMMKe6YAtKxtbSiq5S17Fe/wovB7rijUpCYcDZNGRWP72PsyZOAN7ofPjQfFISwLfeAVbShK2lCR0K19GDAlDM9m52l45YAjqZ5/HlnDNTaNw7jQAvMZNQRpdHYfdjrRqFA+C7O7t/jHtwJ2//mPa/wT/U43S/xKprTpUWCMp3q/CGhLx/nxKnUZTYY3W6tzbO7oNP5j8b+/oDhhx/L37olNR9N2efNBBcHEnjdI74XqjtCK0CC1/r9S7wfc+bU14dEdAhTUk5U6uuztaPHd/zv/e+ZmywhqN/crfOuxukCnvT3y0VSu+SFGiuT8z3T74LfT2jv4FxrRNuy86p/dWvL6tFpVze0e3Qel/f2wl4McH04DL7vYPNkp3/99qlP7PDd978ODBgwcPHjz8V/ivDN9v27aNHj160LVrV774ouzi1p9++ok+ffrQu3dvxo8fT0GBc2rR5s2befTRR+nTpw99+vThzTffvOe0+J9b6OTBgwcPHjx48OChlIyMDN588002bdqEXC7n6aefpmXLllSv7lyweX1648aNGwkODuatt95i9erVzJs3j3PnzjF79mwef/zxCofD01PqwYMHDx48ePDwgPgv9JQePHiQhx9+GF9fX9RqNd26dWPXrl2u+xaLhYULFxIc7Fz8WKtWLdLSnNNAzp49y+bNm+nVqxczZsxw9aDeC56e0gfExqTwCmu0V9x7xl/HaL4/JtCnQdLtHd2GIyfCbu/oNtQS/g8uN7wFm7JDHnQQXETch7mgAE+cXVphjXebLKiwRp0d92dXBZVQcZ0cKn6azIUN92dBXpOAis8H3V4YVGENu+72bu6EOikVzx9fyf1J266ywts7+heI/dnnvujY78OKlNTEiodFmnJ/6v2Kzw7/71FYWEhhYVm78/b2xtvb2/U7MzOToKDSclupUiXOnDnj+u3n50eXLl0AMBqNfPjhhzz7rPMo86CgIJ577jmaNGnCG2+8wZIlS1i5svRwj7vB0yj14MGDBw8ePHh4QPyTWzetW7eONWvWlLk+YcIEJk4s3dnGbre77cfucDjcfl+nqKiIF154gdq1a/Pkk86FuO+8847r/siRI12N13vB0yj14MGDBw8ePHj4/5Bhw4a5Go83cmMvKUBISAjHjx93/c7KyqJSJffTujIzM3n++edd22mCs5G6ceNGhg8fDjgbs5IK7PnqaZR68ODBgwcPHjw8KBw3O1e64vx9mP5mtGrVitWrV5Obm4tKpWLPnj0sXVo61cpmszF27Fi6d+/O+PGl+w2r1WrWrl1L48aNadiwIZ9//rmnp/Sf5siRI6xZs4YNGzaUe3/fvn3Ex8czYsSIO9YctOdlJHIZ2bGJ/DxzLRadoYybWk+2psnYHjgcIJFLEaUSHHaHy4/MT0a1Ta9zucckbHmFaDs0I3jWUES5DOOFeJJffBu7zgCiSNjiMXi1rIeoViIqFdgKijBeiCdu0Toqz34GZc3KiEo5aW9/jzVfR8TsZxAUMgyxCcRNX+PUuYHqH72IOSOXgn0nqLxwBMrKQTjMJuyZmc6TVKKiKVw6D/PB31F06IKq/9PgcOAwmSh+/22sly/i8/pqpNVrOc9ENpvoapeQeyiW40Nfd3tWpc6NqRXzNKJcStH5RM5M/RBrSXiqDu9C1NgeKMMCsJstZP12jpOTP3DdrzKoHaHdm3Nk6OsEd25EnblPI5FLKYhN4lSJTvO1k/EqOQUKQF2lEnaFnMJCAzKZBC8vhetIb53OiNX6781bjerYiNYvPuW0lQuJ7J25FnM5tlL7ydY0G+O0FavBxP5FG8g4E4dEIaP3x9OIaFkLQRDQZeTzVe8FGHKK7kqj40vDqdwwGgSB3BNXSN17kodm9EMil5Ifm8TxaR+50rw8mr81hoLYJC69v+OW8XU4HMS8tJIa1SJvugG/IFMxZPfLrjT56SZpUuvJ1jQd0wMcYDGYuLz9CA8NbIdEIUOUSZEYTGB3UHDyCrGzP8FudO5nGdi5MTVinkaUyyg6n0j61kNUm94XUSl3HjyhM4ADUr/9jfg1ziNtQ4Z2JXrRUASJiN1o4eKUNeTuPAaiSPSiofh1aIwgFUl+bxvp6/fg17kJ1ZY9hyLEH7vJQv75RM7MXUfhefcjbhuteJ7KA9qgT86mMDaJk9dtXxR4eP0Mgto8BIKAPimLyz2nY9cZkPhqqLJ0FKoalZH4ewMOHAYz+th44meUluWGZ9ZjSSvdI7Lg91P4tGuMVCnBfCkOw7HTqB9tTvqEhWXSttKyGZgux1PwWemm95G/f4s1wzkfdbhKiyiVYDWa7yqPfl20gcwSm+tzj3Z7qSSfpSX5LN6Qz+dvyOegzo2peUM+n536ATadwe26xEtJ5t4TpM5+FwDvVvWoMn8oUl8tsiBfrLmF6E5e5tr0d7DpDEi0aqJXvoCqejiIAtnf7Sf1nc34dmpK5TlDkCik2HUGLLkFxA1f4hYP747NCJ01FEEuxXghgcRZzvo78r0XUVQNRdSokAX7I8hkWLPziO04vky9fDON6t+/irp+NWddazTjEAQKD5/n0vBXXH6vh1FUyNCfT+Da9HfQtqxLlXnPoggPwmF3YM7MJfubfaS+s9ntudWWDid0UAfMGfnozidwcep72ErePdUXD8W/QyMEqYTcX07i80hdRLkM/ZUU7CYLXtVCXO+enI2/4tOpKVFvTEDircFuMJH340ES5n2E44aT92pveQVltTCseUUYYhPI33GAKi+Pw5yS5XKTvvo7QicPRJDLMFyIJ3Hmald6BT7bnYCnuyAq5ejPXiVx1moc5v/tY0aDg4OZOnUqQ4cOxWKx0L9/fxo0aMCoUaOYNGkS6enpnD9/HpvNxu7duwGoV68ey5YtY9WqVSxatAij0UhkZCSvvfbaPYfDs/r+PnDu3Dl0urublb9j9Ft83n4mhYmZtJozsMx93+hQWscMYuuzK9gy+FW8gn2RquQuPz0/mkL0N68iC3FOzZb4exPx2mQSx73CpU7jMCemEzJruFPryQ4oosO5NjgGUSnHkplH+srPMSemU3vjS5jTcjjfbToXn15ElaUjiVo1iSujX+Nc2wmYEtKpPPdZt7CFjHsCTcs6CAo5UW9M5PKwZeT06YJx5zYs589iOXEM476fMB/8HUl4ZbxGjqNg3kzyJ4xE//V6tPOWIvj4IAmvTN74EeT06YL58EEQBc7N/sTtWfIALQ3eGsOfz73Jr62no0/IpPa8Qc5w9GhO5OjuyLzV/Nb+RbJ/PYvcT0PdeU8j8/WiwfLnqL90KAhOncarxnDs+VX8/OgM9AkZ1J33NADHRr7F/s5z2d95LqdmrMVSWIxO5zw72dtbiU5nJC9Pj15vQqtV3VU+VwRBEOj6+ii2j3mLdR1mUpCYyaOzy9qKX3QobWMGsXnoCr7oHsOR1Vt5/IPJALSeNYCIFrXY0HUuq2s+h9Vo5onPZt6VRsuJfRClIns6zmFPx9nIvNW0XDOOQyNXsavNTIoTMqkfUzZcANoaYbT7bi4Rj7e4bXyvxify/KQ57N1/4BaJIiLRVuLHMW+xviRNWpeTJr7RobSJGcSWoSv4snsMpz/bQ5v5Q/hxzFtc3n4Ei95I3sFYDnaYhaiUEzXpCQBkAVrqvTWW08+9yR+tp2HKyKf+mhc4/dybZP9yClNmPnl/nOfIYzFUHtYFn2Y1kAV4U23ZcyS+uZE/qg4me+dR6nwwDSQioUO7oKoWxp/tp3LqsdmEj+qJb/uG1HprAlI/LX8NeYW09XsxpOXR/MNJiPLSfoLgTo2oOrgDhpQcfn50BsU32Gz08C5UalufXzrOZnv0c8g0Kqq9PwuAqDcmYU7L4dLgRc6GtEbNxacXYErMIGLOUAAU0WHY8os4320q57tN5dKghQT278DV0ctJGTIVWdVwAl8c6zyu8wZk0ZUJ+3g5Xl3auF+PjMBWUERy//GkjpqDzEvBpkEv31UeHbvB5lrdo92e/GwPbecPYfuYt7h0Qz7/0WEWEqWc6L/l88nn3uT31tPQJ2RSa94gt+vJX+5D5uOFX/OaTtOTSanx/nQSXlqPxEtJ/MKPsZvMmBIzXHVkxKxBmNNyONNxCue6zyJ4aDd8OjSm2psTuDr9HXSHzqKsE4myRhW3eEj8vam8YhJxY1/hQsfxmBLTCZs9DID4ccu58swCRC8V8ZNWYknLpmDPEdf922lI/L1RRIVxodskztTsT/7eowiiSPzc0sMwpP7eVHtzApdHreB0m4mYEjOosvg5qr05Ad2Zq2R+9TOZG3ZTdDiW4KHd0DR1ponUV0Ptt8YTMbIHRWeucbT1ZIwJGUTPGwJA2NDOqKJDOdZuGqefXkbYsK7Ev/4dR1tPRl0rAlVUSOm7Z8lIlHWqUu2daVjzijjVcBhZn+9GVacqEbMGu8IaNn0gmqY1Kdh3wvWOChnXj8wPtnCx+1Qudp/K1SELqfzSGOLGvEpsh/GYE9MJm+20fZ/HHiZoeE+uDF5AbOeJiEo5lUb2QZA9uD66/8Lqe4BevXqxfft2du/ezahRowD46KOPqF+/Pl26dOHChQts3brV9bds2TIAmjVrxubNm9m5cyfvvfceWq32ntPC0yi9C+Li4nj22Wfp1asXAwcO5MyZM1y5coWvv/6ar7/+mo0bN96xVkG880Sasxt+ptYTrcrct5kt/DJrLfrMfKq0rU/G6ThU/t6IMglXdx4jrGUt4oaVrkDWtmmM/sxlzPHOLRpyPt+Jbx/nKRGCRERUK9G2b4bh3DXAgcNkJv+HX1FEVCL1jW8AsKTlkPrW9+hPX8EU59TJXL8L/yfblj7nkYfw6dCErA27UYQHUnz6ssutcftWlJ26IX+0HcVrnCvvHBYLRatew5HnPK3Jeukiop8/8mYPY710AXtqCkilSOs8hCCKGFPdT3UKbN+AgpPX0Mc5j/5LWLeXsH6tAQh/qg25h2LJP3EV/bU0zs36mL9e+oqIvq0J7/0wxow8zi12bgBcqV0D8k5do7hEJ27dT0T0be32LEEmocnbYzk3fwP2kmWlOTnFrp5RiUTk3zwATS6XkH46jvwSWzmz4Wdq38RW9s5aS3FmPgAZZ+LwCvJFlEmwma2knbxKflw6DruDq3v+JKhulbvSSD5ygSNvb3V2Fdsd2M1WzPnF6OKc4bq67ieq/i0tr1N9eBeufbmf5G1Hbxvfrzdup1+vbnTt0OambgS5GofV5JYmNys/P5WUHwCFtxeCAIUp2aQcucD+BesJ6dsa7A6KzsajiggEIKB9AwpOXnXZmyEhA0EqQR+XzsWYdZwZ/RYh/R5FXskXUSHFWqjHt11DbDojDouzpyX3lxMIUucLLqB7CzK+3gc2O9aCYrK2/kH4mF7or6RgKygm/8BZ0tbtJqRTI6w6A/7NajjDG+hNg1dHUBCbiL1EN37dT1QuSWfvOlWwGkwYU3MR5VLMBcVoWtRB4qvBu21D0t74Gu92jSg+eYnYnjOx5RWRdUNZ1jSrjcNmp9bGl6m7dxVVXhlL8emrmOLS0DzWFsORUzhsZd9oPk/3pnDjLnR7fnO7rmxUF+x2wtatJOLbNZgK9RQkZt5VHmWciUNdQbtV3pDPyUcusG/BekJL8rnwhnwO/Fs+J63bS2i/R13XlaH+BHZsSNKX+/Cq5jyFyWGxcqLJSOSV/NGduuLsNc8rImPdLgL7Om02Yf7HJCz5DABZsB+CXIa6dlV0p66gaVANS0Yu6W9+hTzE/SQk77Zl62+/Pu3c7hvOXiVs5jOkLFlL5vub3O7fSuPG64JMiqZpLRBFzKmlveQ+7RqhO3UFY0ldnrFuF4F9WqM7dYVrk1eTsOQz57UnHkWQy7AV6gGo1PsRRC8VxRcTsetNAKSu20NwP2d6BPZoSfrX+3DY7Hg3rY4hIQPfVnWR+mpQhAaginTuLmJJy+F8rxfR1K+GNV9H7g9/YCvUk7l+F6oalfHr6bQf7SMP4fd4a0wJ6a4wZK7fhapOJNrWDai9axU1vn+ZwBGPO99jJWmRvWEX/k8408u/XwcyP9qKrUAHDgdJc98jd+M+V/l9EDjswj/2938Nz/D9XTBz5kxGjx5N165dOXXqFJMnT2b37t08/bSz96Jfv353ralLy0XhrUamUbkN4RclZ1OU7BwK04YFoA0PJG7vCewWG5ln45HIpFiz8lzuZaFBWNJKt3KxpGcj8fZC1KjI+/5nfHq0JnzpWJCIFP10jKKfj6Fq7BwaC5nYF+/WDZzD/tfSMCWXDoGY03KQluhIvJRUWfI8l4YsJeiZroheSgyxCS639uwsBJUK/QerceidFYY9M93tLGmv0S9gPvIHon8AtiznS0vZrSf2zHTk4RFINSq3YWBVWACGGypPY2ouMm81Uo0Kr+hQRKUcbc1w2uxbTu7hC/z1yjfIvNUkbzqIVWeg8sC2JTr+GFLK13FNBRjcAWN6Pmk7jxP12iiXW0EQ8PNTI4oChYXGu8rfiiCKIrobhleLSmxFrlG5DYUWJmdTmFya9+3mD+HaT05bMRcZyLuaCoA2PIC6/dsgkUnvSiPxd+e56RpAHRFIaOdGZB+95HJrSCubltc5GbMOgJB29W8b35jpznlKB4+euKkbQZTgsJW+PHQ3SZMbyw9AvcEdKEzOdsVHkIjIvNV41YqgyujunJ+xFgBlWADGG+xNopYjyiRINCpsOgPG5Gxk3mpa/bqCzJ3HKL6SSli3xuT/fobKE58kfPTjyAK9EUQBiUqBIiwQU0ppOEypOQQ+7k/Ricuoq4fh264h+QfOIvNWo60ZgaKSL4gCzd6bQNZv51AEeuNV1bnYwHCDzRYnZWLVGeh28h0EqUjWr2fxrhmBuk4klow8gkf3IXBQF0SVAnX9aPLiUjGnZbvKsiCVUHjgDCkvr0eQSam7+03M6c54F377I0hEfIf1g78tWMh+2bnKVtWqiXvGSCQYDp0kZ9XH+I4YgKJ/LxqO6Mqpj3ffcR61vQ92W/8W+Vx1dHf+ukk+G1NzkHmrUUeGYMnTUfulYfz59CtUHtbFOYxfkv8Oqw1VjXC8H3kInzYNuDxuJaaSOvK6G2x2qq2eTEDPR8jddQRBKmJOzSZzwx6UMiv+T3VCkEoRNSrXcLIsNBBLamk8zGml9bddZ0AWGojopcSSkUvB7sMgEd3u30pDHhnquu4/sAvmlCwUUeGl4QUU4QGYb/BrSstBolZiycp3XrDZiZg9GIlGRf7+kxhK8iZ1/V6kPl7I/EqPmTal5iD1ViPRqFCGBWAqSWdlWCDmjDxnYzQqBHNGHqqqwdT+4VVEqYT097ciDfLFlJCOb9fmZH66A3N6LhKNCkEmRRbsR5Ulz5O/6wg+7RrdEM8cBKmEnO9/IW/Tfrya16HahkUU7DpUbnoqosORnrpMtfULkQX7ozt6ntSXP8PDfwNPT+kdUlxcTGJiIl27dgWgUaNG+Pj4cO3atfuiX16vBIBUpaDmk61QaFX8PGvtzf2IJZMey9GtNHkQ1txCst79jvzN+5D4aggc+YSrN8dWaODCE3O5On4lPp2bIvUr2/UuCALR70wncdGnWDLzrl90e6a0Tl0ATL/+UjYiCiXauYuRhIWjW7UCxFLTUz0xAMM3zh5Nh/1v6XCzeNntiDIJmugQsvaf5UDXucj8NNSeNeAmOuWb+o3uqo3uzsVVm8u6cTjIzS0mP1+PVqtEIvl3vj6dyVs27vZb2ErP9ybiGxnM3uu2Igg4HA4q1Y/kqe/nc2rdT3evUYJvg0g6bJlPzp9X0CeX3cvyZjZ8fyk/7W8Vnx7vTUTppyX50Pky95t8NZukT/aQvdfZEBZEEbdj6IUSu/mbPf3W5AVkvhqqTe+HIJfi27YBl6a8w9EmYzjTdxEAspIG5o16guD87bBYOT/8NSpP7kvjPc75VzmHYnFYrDwU8zTZhy+gT8i8qe1Xalsfu9HCzvpj2d14AjJfL+dNUUBRNQSbTk/WF3so/P0UlRc+55xPeB2bnewv95I0/yPsBhO2wmJ0x2NRVKlU5lnlPb88ijbuJPuVd3EYTDgsVrJjE6nWrZmbm9vlkU9kMD+V2Jxwj3ar9NOSVE4+N/tqNomf7CHrZvlcgiARCGhbjwsL1mMq6X0Fd9u2G8xkf7+fc73nUO2NCSijQ8u4uTrxLY7XG47UV4NPmwblp6Nb/V1+eFxuRBFl7apkrP727jXAdT3o+d5kvPN9mfAiiDe1NVecJq8GQOLtRcS0ATc8t/wy6bDbQRRK67ASdw6bHUEqQVXVOY//0sCFXB2/ksqLRiAPDcB4LZW87Qep9e0S6mxyDg87LFbX+8euN5ZbLxbsdDZCi4/FYknNck1tc6Pk2do2jYgb/xoXH5+O1FdD6Kxnyo3Dv8V/Zfj+v4Cnp/QOKa8QOBwObDZbhXQ1IX4Y83VYDaay98IC6PXpNCx6IxnJ2ZhLhiuu+3Hc4MeSmoW6UU3Xb1lIANb8IhwGEz7dHiF10QfIQgJQ1a9O3sZf8OnemuKTFwHI+tw5adkUn47xSrKrkgWQhwRgzStCWbMyyqrBVFnoXMwlC/JFUCmQB/u53Cq79MBhMoHRvbdMDKqE96JXnL0uNjs+y1chqL2wxl9DUq0GSCTY0lIw5+mw6d3TwZicg2+T6qXPCPXHZjDzyLZFKIL9sJssyAO0OCw2Ur8/QM05T5WrY0jJxq9JNTedG9351Kvq/No+GOtyIwggk0kxl0yAt1rtWK02JBIJNts/M9SjVstRKKQlzxfQ3JC+t7IVbVgAfT6ZRu6VVBIP/kX/b2IAUGhVGPJ11Or1ML/MX0fq8Us0G939thrfDVyG7YaFBY+/P4lqXZtiSMtDExWCzVh6T3U9LcvRvB+Iaj9Eudr5QxBxWEs3Mr9VmrRd+Az1h3TEarJgKixGecPHVv1nOuGwO7j80lekb/rDdd2YnI3PDfZmKzZiN1ux6U0EtG+AJb8YS54OS04R6ZsPEvx4C4pPXkZUyMjd+ycA5vQc7BYrmrpVMaVkIw/xo+qsgfh3beYc9lfKkQf7Yys2crbvQhQRgTTa+zpekcHo4jJo8PJwTNmFyLzVyP21CKJIh59e5vDwN1w2q4kOQZ+cjcNiw2oxkLH3JAEtamFKdE5ryP7mZ3y7tcSrcQ10x2LxalQDa24h1vwi7AYT/v3aYzgf5xrpsOYVuj5SAaSVArHrDWUa4zcj+K2FyKMr4zCZEb3UWHL1mIsMt80jbVgAvUpsLukGu5Xfhd22W/gMDW7IZ9UN+dygJJ8vvfQVaTfks+Fv+awosWEcIPPRUHuxc46oIsQPh91B5NLnSVj8Gd6t62NOyULTpAb6s9fQn4/Hu+VDWPOc6erTrhH6CwlYMvKw643kbDlAyPM9kd0wXC/x0WC3WLH/rf72Kqf+vu5GEECQStEdPlfu/VtpmBPSUT9UDdVD0QhSCaaENFd4r3M9ThEzn8ava3MEmRSHzY4s0McVJ0EqxZpXRM6m3/Dv+bDLryk5G6mPF+YSPXmoP5Y8HXa9CVNKNopgf4pK3MmCfCk6G4c5w9mxYcnXYTeYMMWnozt2AVGtQBbkS9qaTaSt2YQ8PIh6P6/CnJnnev9IfLyQBfmiqFwJUSEj4+Pt2A0mt/jYTRYkWnW56WnJyCV/1yFXD3Pu5v2ETH4a8Qb3Hh4cnp7SO0Sj0RAREcGePXsAOHXqFNnZ2dSoUQOJRILVeneNFJ+S1d71nunEtT1lhytlXkr6fhvD1Z3H+fG5NwluGH1LP0W/n0TVuBbySGeD0n9wdwr3HgHA8NdVfHo+WuKmNr6926I/dQHvjs2x5BYSOKADANJAH+RhgchDA1FEOXUqPduNvD1HKf7zIqebj+KvrtP4q+s0MjfsJnf7QUSF3OVW3uJhzGdOuoVLUKnwWf4Wpj9+I3/scPJfeI78CSPJnzoOWe26yFu3xXL6BMoevcnYdZy/k/XrGfya1kAd5Zx7VGVYZ1K3HORApzlcXPY1xdfSXfeDuzfDbrOTvvvPMjqZv57Fr2kNvEp0Iod2cnMX8Egdsg/85ebH4QCtVolU6hzClEhEpFIRq7ViHyK3Qq83k5end/2FNK6Ob0m+N3imE1dvYisDvo3hyq7j7JjwDgdf+44vusfwRfcYDq78nuB6keyd9REXtx66Y40bG6TRnRsT3qIWvzy+kB0tJvNLz4UENK2OJsoZruihnUgpJ83vF3Z9Htb8FNefIFO40qT+LcpPdJcmHH93Gx/UH8M3vRcRWpKWUZ0b8+icgWTtPeHWIAXI+fUMPk2ru+xNWTUIh93utK8+j1D39ZFk7jqOIJcS3Pthcg78Rdbm3xEVcgJ6O+e9VZ74JA6bHd3ZOHJ3HyN4UEcSVn7Hmb4LseYXc3HSGrRNa1Dv63loGlYjdGhXCmITsZksFJ5PZFfDF9jXaQ77u8/HbrFiSM1hX+e5RA3tRFpJOuccv4xv/Ui8okIQpBKqPtMRw4UEzEmZFJ+5SsCAjhT+egpNs9poWtal+MwVgp7tRv5u59xeVa0qhE0fDKKIoJTjVb86olzmKsveA3tiir16x3lkiU/Gci2J5KcmkDJiJkF1qpJ08Pxt86jftzFc3XWcXRPe4dBr3/Fl9xi+7B7Dobuw22pdmnDs3W28V38MX/Ve5Coz0Z0b06Ykn9PKyWffG/K5yrDOZO46TuKne7Dq9JwauYqDnWajv5JG8ZVUrs14F4fNTrU3XsBSWIymSU18OjRBWT0cdZ0q5O45BkBA71ZETHMu6hLkUvx7tSJn52E0TWqiLElbzSMN3KZeART9dhL1DfV34JDuFOw5coMLAUEUbnH/5hrXr/t0b4Xu4BkCh3R3hfc6+b+eRtOkJtnf/8rZLtPJ232U7G1/oGlSk0qDOxExbSDBQ7uS99Nx/Hu1ouDAWZff3F9Po6oajKhWABA2rCvZu5z62buOETK4A4JEpPDPS6ijQig6dRVjYiamjDwMV5zTAKSBPmia1iJ3y+9omtaixoZ5CFIJlYY9hrWwmOwv9rreP+d7zMJhtVOw/yTxM98l4Ml2OBwOfLo/AoDqoShkIQHIwoJQXE+LZx6jYI/T9vN3HMTv8dYICucpaj7dHkZ/+rJ7r/O/jMMh/GN//9cQHP/myo3/o1zfEmrRokUsWrSI/Px8ZDIZ8+bNo0mTJhw7dowXX3yRESNGuI7duh3Z5xMQZVIKEjLZO/V9TPnFVGoQRcfXRvL1YzE0faEXD88cQM4F5/Gdco0Sr2A/ilJzyL+Wzt6p79MxSk31H97kfJMhzi2h2jcleNYwBJkUc0I6ydPfwFagQ+KrJWzxGJQPVUNUyhFVCqx5RZjj00h8+XOqvjwar4Y1MCVlkrF2G+bUbCLmPIMgk2FKSOfa5Lew5bvvLhA2bSBSf28KfvmTiDnPINeISMIjyH/heQS5HM1k52p71VNDUA99Hlu8+zSHgjnTkNaug3Z6DDgcWC+eZ//QT7DkF+PTMJr6b4ziQKc5AAR1akTtmKcRZVKKEzI4PeFdLPnFIArUmNqXiMHtUQT5YDdbyD12mT/Hr8GSX4xvwyiafzyVwthEjjz7OpU6NaLu3IEunRMT33PqAA1eGY4xI59Lq7YA0OrsBwBltoQqLjZhsfxzjdK/c2DG+zz64lNOW0nMZNeU9zEVFBPcIIrOy0fyRfcYmr/Qi1YzBpB9wf2o142DXmHg5oWog3yQyKUIgoDNbOHS9iP89OLHd6Wh9PXCnFb6ItWn5aIO80eUS9HFZ3J0kjMt/RpG0ez1UeztMtdNp/mqMRRccG4JdbtjRmNeWkn16Kq33BIqL8WMpCRNdpekSaWS+HzZPYZmL/TikRml5QecZchqtOAbFQI4KL6aBja7s+fST8P+uqMBCOzUiBoxgxBkUgwJGaR++xvRU55EVDq3CLIWGhDlEiRqJb82GIcKCxETn6DKtAEIoojdZOHKnI/I2vg7SESiFw7Ft11DRJmUtA17SXnvB/w6NabaS8+jCPXHbrWRdyaek1M+QO7nReOVo9jX2Zl+NSb0ovaMfugTsyhOyODPEpuV+Wlo+fEU/Jo6F0YZM/K43HsW8rAAolZNxpSQgaJKsHP+qCBgKzZgSkgnboqzLItKOVVeGo1Xk1oIMgl52w+iOxZL+OxnkColWJLS0P9+DE339oheKpL7j3fLg6CXpmO+kuDaEkpQKgiMeQFlg9oglRJ/Jgm/aqF3nUcAmwa9wlObF6K6R7u9ns9+N8nnX27I55oxgxBlUvQJGZyd8A6W/GK364JEJPdgLPlf7CR65Xji539M1QXDkfppkAX5Yc0tRB+bwJXJb2PL1yHxVhO1fCzqWs5FWbk7j5D8+tf4dmhM5TnPIFFIcJgtWLLySVvxOVWWT+BijykAaDs0JaxkOydTQjqJU990LsYBwpeOQeKlQlUnyu2+vErIHWloOzSl6htTweGg+NQlLk1cjbJKMNErx3O2y3QAfDs2ofKcZxDlUozx6VyZ/DbaJjWpMu9Z5OFBCIKAKTWH3B8PkbfnGNGvj+NYR+eOD9UWDyN0SEdMabkYEzKInbAGa74OQSJSbdFQ/No2QJBLKTh0Hm2jas53VEYedosVr+hQ5KH+JC74mKzP9+DTsQlRb0xE4uOFw2Ij66u9JC3+zK3XPmr1FHzaN8aaU4gpIZ3MtVuovHAkiqgwjFeTSVnyCaJSTtiLzyLIpJgS00mYssqZnqJIyKQB+PZqgyCKGM5dJXHOu9h1Bhonbr1l3fRPkfJIx39MO/xQOdPp/sN4GqUPiNWVKz6Hpb20oMIaRvP9mcER1SD39o5uw5ETYRXWsJZzLNq9cL1R+qD5vOm4Bx0EFxGW+1NV3K5Reie822TB7R3dhjqm+zMFQyVUXCcHeYU1IqT6CmsA+PnefL/ZO2V7YdDtHd2G+9VvdT/y2Vdivr2jO0Ap+2/shWm03J9632i795N7ruMlrXiaSCX3x1oeVKM0ueU/1yiNOPJ/q1HqGb734MGDBw8ePHjw8MDxLHTy4MGDBw8ePHh4QPxf3E/0n8LTKPXgwYMHDx48eHhAeCZRluIZvvfgwYMHDx48ePDwwPEsdHpAWDIvV1hjS8NFFdYw36eFQfGyiptRB3PFT0sK9C2usAaA32/f3RediuIrZN3e0b9EatfR90VnS3ZIhTXGn1hSYY2t9edXWAOgkqPii2Caf3rzo1XvlK9H3v4o1zsh4z6Mn03/s+L5c79I6jC2whov5Fd8QQ/AeX3KfdGpKHXV4fdFZ6b53s84v46XpOILnWSS+7MjSpOkB7PQKaFJ539Mu+qJn/4x7X8CT0+pBw8ePHjw4MGDhweOZ06pBw8ePHjw4MHDA8Kz0KkUT6P0PpCcnMzQoUP55Zfb7we2f/9+Vq5cidlQTM1qkSyZPRmNl/vxZl98v42vNm1HoZATXbUy86aNw8dbS0FhEUtWvsvFy9dQKZVEy8w8YnGebBPSqRH15w5EIpeSH5vE8WkfYdXdfL/B5m+NoSA2idwraTSa8xQShYy884kcnr72lv4eWTWG/AtJxL6/AwCJUka7T6cR9HAtEAR0GXl82nsB+tyiMn7rPdmah0f3BAdI5FJEqQSH3Y5MrcSYr8Or5MhWRZVKFB46T8aGPVSZ69zMuTg2gavT3sWmMyAq5US9PBJt4xogCBSduETc3LX4tK5H1KvPIw2thL1YjyUtE+wOkp6ZgUPvHqfgV6ZjvhRP3qcbARA1aoJfmoo8ujIIAhaVHIPh/uxN+E/icDiIeWklNapF3nSz+fuhIchUhH7zIYJMhvnyNXKWrMRRXP6+mAGLZ2G5EkfhBucUiMDXFiCr7NyDVvBSMzE0BKvRTML+0/w0cy3mcuyt1pOtaTqmBzjAYjDx66INZJ6JQ6KQ0eGl4Uh9I5xht5qw6bL5+6Hfd5suIZ0aUa+k/BTcpvyEdGpEizXjcFjtZB2KJWHqO9jKcevfuQmRcwcjymUUxyZwaep7TneiSPSiofh3aIQglbB54SpeW/41ZquNGmEBLBrUEa1fIIpWT2M6toUffvqNDftPuXR1RjOZ+cXsXjyMgBuORkx8rBIjZr6Aj0xNbmwif0xfi+UWZbnNqjHkxSZx7oMdrmsPvzyc6gPbIogCxVkFfPb4PAy5ujJ+H3qyNS1H98DhAIvRxE8LN5B+Ng6Axs92RuobDggl+VN2Csq/YbeCTIXEy5+IHz7GfDmOrAVv3NRmg16aiflyHAXrvnddq/rbd1gzsgH4RKVGIpVgNpqJi41j1cxV6HVltUbOH0mbnm0oynfWf8nXknl1/KsANO/YnDdmvUWVquFkZebQs+NAdEXu0436DuzFyHGlB7B4e2sJCavEw/W7kJ2Vy7m4P5DJZAiigNFoYtmClXzz+ea70jh56VdMOiP+wf4IgsC189eIGRxzR/HR6/RovDXI5DLiYuOwT15LnbfHY07P49LcT1z+Ajo3plrMYAS5jOLzCcROfR+bzuC6LlErkQf7caTNVEhNc8+LpzsS9do4zOk56E5eIW66s3xJtGqiV76Asno4Eq0KQSrFptOjP59A3vc/EzZjMIJUgjWviORFa5GFBhA+eyiCXIYhNp6EmatdR4s2OL0Bc1q265kZ728hb8uvZeLv4d/HM3z/L5Kbm8ucOXNYvXo127/8gIiwEN58/zM3N0dPnOGTL79n7aplbPx0NW0ebsai11YDsHz1R6hVSrZueJcvP3idy9ICLkjzkQdoab5qNIdGrmJXm5kUJ2RSP2ZguWHQ1gij3XdziXi8BRK1gkfeHMXvo95iW5uZ6BIzaTy3fH/e1cPo9O0cqjze3O16wxcHUKllLT7sNofXao3AarQwcN2sMv79o0PpNHcQXw97jS+feQVNsC8ylZz3O87k3JY/SDp+kdNdZnB1xnvYCvUkvvYV1VdN4OLIFZxsMwlTQgZVY5wHDoRP7ocglXCq4zROdZyGqFRQedbTVF81geIDf5Lz9joKvt2B8cRfJPZ9wa1BKo+uTMSnr6Lt6j6HL2DSMKwZ2ST0HkviU5NQqWRIpf/t4nE1PpHnJ81h7/4D/6yGICLRViJrxmJS+47AmpKG38SRZZxJo6oQ/MEK1J3d0zZ71hLSBo0lY9yLiFot+qx8NnScRUFiJq1nl7U33+hQ2sQMYsvQFXzZPYZjq7fy+AeTAWgxsQ+iVMSan4w1PxkEAVHte/dxugF5gJZmq0ZzeOQqdt+m/Pg3q0GrT6YiKmRcfGcbxQmZRM0bUsadLMCbmqvGc/751zn+6GSMCRkud6FDO6OuFsrx9tP49bHpvH1hHysnPcPWmCFEBHjz1vbDyBp2BdFpf71a1ObbWU/z7ayn+WL6AAK1amb3a+PWIP3q8GUmvhbDm+PmsantTHQJmTS9SVn2qR7GY9/OoWpP97JcfUAbag3pwBf9l/J6zeewmsz0/3hG2TSIDqXD3EF8M2wFn/aI4eDqrTxZkj81H2tG0+FdsBakleSPiKjycfP/r9htic1aCzNI7v081uQ0/Kc8X8aZLKoyoWtfw6uLu83KIiOwFRSRMmAcaaNno/JSMefpOYxqP4r0xHRGzBlR7mPrNq3Lqy+8yoTHJjDhsQmuBqmPvw/TVk5j/89/YDSaKCrSMXvBlDL+N32zjR7tn6JH+6fo3XkwWZnZLHjxFbKzcmncrAFqtZpubftTM6w5X677nvoN696VRnT1SAoLilB5qRjfZTx9qvfh7KGzdxSfmMExVK5WmZdGv+RKh0Zfz8W3ZR33tAvQUuet8Zx9biVHWk/BkJBJtXmDXdfTv/sNRAGJSk7kdPePCVmoP5HLx2I3W7g8cgWmxAwqz3U2sCNmDcKUlkNs/wWISjnY7Vybshpzeg7RH84mZdlnxHadTOLc94j6YDZV35jMtdGvcr79eEyJ6YTPGQqAIjoca34RFx6b6vrL2/Irota9c+jfxOH45/7+r/Hffuv+R3A4HKxYsYJu3brRo0cP1q1bx/nz53nyySd58skneeedd+5I58CBA9SvX5/IyEgABj7Rgx/37ufGtWZ/XbzCw00bEVIpEIDO7Vqx/+BRLBYL5y9eoVe3DkgkEmQyGTWtvvwlzSOkXX3yTl1DF5cBwNV1P1G1b+tyw1B9eBeufbmf5G1H0VYLJedUHEUl/i6v+5nIvq3K9VdzRGeufrWfhG3uiylsFivZJ66SF5eOw+7g4p4/Ca5TpYx/m9nCjy+uRZeZT1Tb+qSevoba3xtRJuHE5z/xUJ/WCDIp1d+eSNyCT1DXroLu1BWMcc6v6PR1uwns63xxFB4+T/Kq750lzm6n+Nw1NI1roDt1BXm1yqgeboRXh4fxGdADVbN6buHwHdyLgu93UbT7d7frWS+/R9ZrHwEgDfIH/vsF+uuN2+nXqxtdO9z7Ipk70RDkahxWE9Yk5yKNou+24dW9Uxl32qd6U7R5J/q9v5Wro2rdAkEmYf/89ejScjmz4WdqPVHW3mxmCz/NWos+Mx+AjDNxqIN8EWUSUo5c4OjbpYsRHFYTgug+4HO36RJcTvmpcpPyU3d6XwouJZP8wxGX20p9yz7Hr10D5xnfcekApK7b43IX2L0l6V/vA5udM/oManhXoloTZzoMaF2PnSeuYk06j6OchX+f/XwSf62K/q1L7frY5RSM2hCSTl8iPT4ZgAvrf6bak+WX5TrDO3Ppy/3Eb3cvy3VGdCH/coqzx9PhYOuEdwisWXZBjM1sYeeLaykuyZ/0M3FoSvKnXt9HOfrRTnA4T9ix6bKwm9x7Wv8Nu71us9idi2gKv9mOtmfZU3O8B/WmcNNOiv9ms4pGdcFuJ/SzlYR/8w66Qh3pic683L5hOx2e6FBGSyaXUe2havQf1593975LzAcxBIU5T7Zq0rYJaYlpNGz8EF989h0XY6/Qp3+PW8Zx3OQRZGfn8mVJ7+2AwX0wGk2seHsJu377HqlUetcaTVs0RKlSIpFKmPfhPAZPHsyOL3bcUXwWr1tM/MV4UuOd59VfOXcF78bVSVm/182ff/uGFJ68iqHE9lPW7SGkXxv82zdEdz4R72Y1OTVwGQCVHm/p5rfa6ikYr6RgzSkEIGPdLgJKyk3C/I9JXPIZPu0aob+YBKKIrVBP4YGzCDIJRX+cAcB0NQVEAVNCOqZ45/sje8Mu/J9oB4BXs9pgs1Nz48vU2fMWIZMHgiiijKr4iYIeKo6nUXoH7Nq1ixMnTrBt2za+++47Nm3axJQpU5gxYwabN28mIiLijnTS09MJCSldeRwcFIiuWE/xDT15DerW5MiJM6SmZwKwZcdeLBYr+QVF1K9bi22792GxWtHrDfwly6NItKAKC0CfWnrMpyEtF5m3GqlGVSYMJ2PWkbT5IABybzX61BzXPX1aLvKb+Dses574zYfKXLcUGii84qykvMMDadC/DRKZFPnfNAqSs7nyyymnu9AAfCICufTTCewWG4VpuSi91QQPfwxzeh65O4+iCAvElFo6vGJKy0Hq7YVEo6Lg19MYrzkrG0VEEGGjHseUkIEpNRtbfhEFX/9IQp+xCFIJYasXIA0OdOlkvvQuRT/uLxMPAGx2QpbPouoPH2Cx2LDZ7tdBh/8MMdPH07Nr2ZfJ/dYQRAkOW+kKWVtmFqLWC+Fv007ylq9Bv+vmU1hUHR/FXlTM1d3HAdCl5aLwVpexlaLkbOJLbAWg7fwhXCuxlcTfz5Ff8rJDlCIqfbCb3IdA7zZd1HdRfrL+OE/uiatubqXeaiR/c6sIC8SUcoP9pua43CnCAjClOMtdnmjBX1AgKDUAhNVrgU6vp/DqKf5Ons7A+n2nmPHEo65rmQXFrNj8O4O7tCI3rXSYvLikLMvKicPheeu5tqVsWfYKC8BmtPDUulk8t+tlGg7qgEKjKrcsX70hfzrOH8Llkvzxjw7FK8AbiXcIUt9wRLWf25nl8O/Y7d9t1ppRvs3mvPwOxTv2lfUvkWA4fIL0cTHotuxGrVHTe0RvALLTsvHy9kKtcdfyD/bn9MHTrF+xnvFdxnPhxAUWfrwQgCo1qxAeGc7kMbOx2ezoi/V4e2vRaL3KDb+fvy+jxg9jScxrpfr+fiQnpTD0qXE89fgIGjetf9caEomUlKRU/tj5BzP7z6RJuyY80u2RO4pPQW4BUXWiXPcGThiIIJUgSNybEcqwAEw3vFeu274qMgRDXDrnnluJoaT+lmpLy07Q4M5INGqKjl1w+TXfUO8DYLMTOrY33i3qUHjoHIarqRQdjUUQRXy6ORu46obVkYcFYr/hvWpOy0bi7YWoUSFIRAoPnObKM4u51H8u3u0aEzSiJ8ZrD25nBIdd+Mf+/q/haZTeAceOHaN79+7I5XK8vLz49NNPKSgooHVrZ29K375970jHbrcjlLMFkyiWZkPThvUYN2IQk+cu46mRUxBFER9vLTKZlJkvPI+AwIDnJjFp7ktUt3ojcQgIolBut57jdo0qQaC8HcFu689NwqkRUi+Sod/N58+Sr+abachUCuo90RqFRs2PL37kdi90+GPOHlAAUfj7NMEyul4Noqm3ZSlpn+7EcC0VHJA2aSm6PaVDeobTF1C3anzH8Ul/8TWutnoKURRQqyt+Hvn/H9ykYrvLRruyUT3MsWW3QrPfREeqUtDjvYn4RAbz06y17jclcqQ+YdiNhTgsFTvz/W7Kz03d/q3hhVh+mjns9hLbdmrYcZYhHA4E7yCklR8CQFJOPbHx0F+0rxdFRKBzONxiszFn/R5mPPEoXkrFvdUBN8ZNIqIO9WPLC6v5rNd8VD5et9SQqRQ88e5E/KoGs/NFZ/6IUgmRbephK8rAmp+CIEoQvfzvOAz3j5vY7N/z6SYUbdxJzivv4jAYcZgtxJ2Po9Vj7j3PNpv7NkQZSRksGLaAhIsJAGz8YCOhVUMJiwyjfZ/2nD9+nsyM7L9plB+ewcP6s2fnPpISShtKZ0+f5+jhkxj0BgoLi/jkgy/uWuPrDRv5ec9v2Kw2iguL2fzRZh7p+sgdxef8sfOoNWrCIsOYvWY2a5eWlMm/250olvteQeCm7xt1/WgqPduV/D1Hb2vHudsPkfXNPqS+GsKnDXDN5640qje1d6/Cv18HzAnpYC0nXWx2cr7aS/KCj7AbTNgKi8n8aCu+jz3smm/6IHA4hH/s7/8anoVOd4BUKnVrTKampmK/oXKTSO5sD7vQ0FBOnz7t+p2ZnYO3VoNapXRdK9brad6oHv0e7wpARlY2q9d+jo+3lvTMLKaPH4GPtxbRy5+0+DzsggN/Lx8KYpNcGqpQf8x5OmwGU5kwPDSzH2Fdm6IOD8CBA6u1tCJSh/hhuok/t3i0r09kP2eDXKZRYc7XMbjPw+xesI6k45doOaoHlnI0vMMCeOrj6Zj1RgqSszAVOhsT2hB/jEV65xfsob8AMKVkOxcylaAIDcCSV4S9RDegT2uiXxlFXMxasjcfILBfW7xb1MZ/9EByP/wGaXAgtvwicDhwWG+/h526dVNMl+KwZeXi0BsxGi0oFLLb+vtfwGG3IkoVrt+SSoHYCgpxGG+/r6zP2GGo2z2CoFAg/q1HRxPihzFfh7UcW9GGBdDrk2nkXkll48Bl2EwW172avR5G6hOKrTgbh+ne9qUV1X503vsyAFKtisJblJ+6JWXmRrfmgmKXW0ueDrvePQ6mlGy0TW6031J3ppRs5CHOhlqAXcZfDjMOow5peG3Scgvw8dbi23EogtILecNuWC4ewJ4Zx56TV5h1w1SBwuCGLF7VA4kokKP2QggxEivLxSrYGRDYDFNe+Wl7I2Ht6xNdUpalagX6jDzXwrO4385Su0eLm5bl/h9PI/tKKl89vQxrSf7oMvK4tOsYYTWc4bQbi5y9pf8yf7dZ6XWbNdzZXsjBqxYii66Cw2RG1KjRZhdRXLIoKTAkkKL8Ikx/S5fI2pFE143ml03O0YJnpz+LUq1kyfolBIUFofXVsmP/twRVCkQmk2IymTHoy28IPf5ENxbNeZVps8fT+bH2zjCFVuJy7BWXGz8/XywW6201AJeOr683okRC/LlrgPODSBCFm8bn2enPElzZuZhWrVEjiAJ+lfwIqRLCmMVjcFhthA7uiCCKiEoZF6Z9gDE5G+8m1V06123fEJeBtn6U2zMs+cXYDSYC+7dHolET+HRHpN5eiEo51d6ZQuq7W7CW1Ps+7Rqhv5CAKSULTZMa5Gw5gH/Ph5GHBmIrLOZy/xiXbr0/P0WQl9bf8pAArPlOHf++7TGcj8NwwdnYRhBwWGxwn/bs9lAxPD2ld0Dz5s3Zs2cPFosFg8HAjBnOyf/79+8HYPv27Xek8+ijj3L69Gni4+MB+GbLDjo++rCbm8zsXEZMmoOuZJXoh+u/pUfntgiCwDdbdrLm48+d7pKu0v+JJ9nYZSa/9FxIQNPqaKKclUf00E6k7P6z3DD8tWIje7vMJXXPCa6s3U1gk+poS/zVGNqJ5D0nbhuPtP1n2dklhp1dYjiz4nv860fy46yP+GvrQZoM6cSlPWWfLfdS8sw387i46zjfjXyD0IbV8It0PrfJkE7kXEml4MBZl/uC/afQNK2JMioUgOChXcnbfQwAvy7NiH7pec4PWkr25gMu914NquH7bB80XVrjO7AnhhPnUNavRfHvx28bJ233/8feWUdHdXUP+7l3NMnEXSCCu1txd2jRAsWKtbgXK1KgFCu0FCilLVaFCpQWL+7uDiHunpmMz/fHhElCgjX07a/95lkra2Xu3WffI/uce+6x3QTPUdaNVIJMhkIhw2Ao/qHO/wUseg2CTIG0hHV9oXP3zuQcOflCYTM+30Rcn3fI+mkn6r2HUVSpgFtuuVd5qyUPi7A3mZOS7ltn8mDPefaMXl2gQxraqgZN5/XHlBn3lzukAGZNGgdaz+BA6xkc6jgHjyfqT2y++nNz6c+FZKUqpU02Jdcu85N25AoutcqgDLUu1/Ef0MYml7L3HH59moNEpIqDD3cz43l49SyGW8f4bsV8mpYPRHfieyxaNforezEnhpOp0RKZnEG10LzlP57J1wl6sBf/e3twvbWLGtWr0zywKh10oZTv35LIF6jLsYev8VubmfzWZiaXV/yKa+kAvMpalyPVfrstqY/iC4WROynp++NM7uw5z29jVts6pAB3dp+lfMf6PB6pFBVO1rWd/2Me2yy5642de3VCc6jwkoWnYYiIxhAeRUzvUcQOnkxoxVCunrKuWezwVgdO7Susy2Kx8M68d2yduNSkVG5dvMXQJkPpV7sfep2ekW9P5tuN24iOjGXHz7sK6QBwcXUmJLQkF85e4eOP1tg2Lf3+6x5q1q1OWOkQFEoFI8cP4crFa8/VAdj0/PbrHm7fvEv5GuUJLhdM50GdycnOeWp6qtSvwvxh8xndbjS7vt0FFkhLTGNAvQGc3nea+G1Hid20n8QdJ7k9cZ013Ueu4FqrDA65thowsDXJe84Vug6QcvASAJFzvuZq49HcaP8eFp0BY0omD0atxCHEj7R91nrj0eU1Aif2JuPIFVQ1y+LdqzmZx6/h2781SCU4VrV2hN07N8KUno2yTAkUIdb3h9db7cjYZ11DrSxXEv/JfUEUEZRyvAd1IG3nsX90E4HF/Pf9/duwj5S+AK1bt+b69et069YNs9nMgAEDqFOnDtOnT2flypVUr179hfR4enqyaNEixo4di16rpkSAP4tmTeT67XvMWfwpP29YRWjJIIb060GfEROxmC3UqFqRmROsHkmG9e/J9Pkf8/qAkVgs0FIXSJDZCV1KJufGr6PB+nGIcinZjxI5O3YtAO7VQqm9bBj7W88oFB+jRsfpCV/Q+IuxtnAnx30OgEfVUOotH8ru1jMLhctPlQlvYMjW0vXTUQiCgElv4OYf1k0g/lVC6bh4GF92mEHtgW1wDfSiXNvalGtbG4NGy7C9H5EZm0JqeDyJd6LwNxqptn8ZV1pPxpCSyf3xqym3fjKCXIr2UTz3x1pPIQiZPQAEKL3sXVs8Ms/d5v741ZReOAi/JVOxmEwYohNI/nQzQV8vIrLbqGemI2nxF/jMHUPwb9b0G40mcnIMzwzz/w0WM6asJLyXzkaQSTFEx5Hy/mLkFcriOXsicX2e7zFHVjIQ46MokvccpMPnY5HIpGREJrJ3vDW/faqG0mrxUL5rP5Nqg1rjHOhFqba1KdW2tk3HL30W0XhmXxAEJCpv23WzQYtZnVLomS+KLiWT8+PXUT+3/qifqD+1lg3jQG79eSxbd/VIvOqWI+3yQx6O+RQAVbUwyi5/l4utpmBIzuTO+DVU/HISokxKTkQCd8Z8BkDsxn0og/2odXAZokxKxkdrmbRyEwajmSAvFxb0a8WNyETm9+7Lj9OsH0qRyRl4uzgie9qsjD6Hr6csYfya+bhKHciKSORobl32rBpKw2VD+a3Ns+vy9TW/4142iEG/zwdBICc1iy3d5gLgVyWU9ouHsqHDTGoObI1LoBdl29ambL7y+b7vIi5uPoDSVUVQzc4AWEx6zOp/wCtZrs1KXXwJ2vElhqhYkmYsRV6xDN7zJhLT891nBk9b+w1eM0YR9Ms6BKmUk3tP0rhTY5q/0Zy4iDiWTVgGQJmqZRi3ZByj240m4k4Ea2evZe6GuYiiSHJcMotHLwYgIyWDFZNWsHbDcnz9fdCoNSx436qjSvWKLF45lw7NegEQElaSxIQkjMaCH8WL5q0krHQIe45sQxBFYqPjeLvvmJfSsXLJ58xfPB2D3sCqP1ahUWu4ffE26+evf6H0rJy6kpnrZiKVSYmLiOPeqM8pMbQDMi8X6vy5hHMtp2JIzuTWuLVU/mqizfZvjv4MY7q6wHWA8CVbca5aitDlI7neehLGlAweTPiMsl+/R+kvJpNzJ4oH46z1K3LeRkIXv0OFbfMwafU4lAlC5u2G9lE84aOWEvLJBORBPmSfu8WDwQtQlgoidN17iDIpuoh4Hk1YCUDcih8osWAEFfZ/iiCTkP7HCVK+L7hZy84/h93N6D+E3c1oYexuRgtjdzNaNHY3o4WxuxktGrub0cLY3YwWzT/lZvRuhXZ/m+6yt/b8bbr/DuzT93bs2LFjx44dO3b+cezT93bs2LFjx44dO/8Q/8Zd8n8X9pFSO3bs2LFjx44dO/849pFSO3bs2LFjx46df4h/4yH3fxf2jU7/EPt83yy2jmD3jGLrkIiv5syIy2lezxd6DlXd/voO6sdcyPAstg6AVlc+fyV6isvhqsXfpPGqaNMu4ZXoObOr+LaSKRZ/40nXa/OLrQPgj8qziq0jWlb8SashC17Ms9zzODP1wfOFnkOcpPiOJ6Sv6M3U6rXiby5SNCzzfKEXIH5DxCvRU1z8Bge/Ej3nl6QXW4dcLP4mJfm/fKPTrTLPdhdbHCrcK/rosf+r2Kfv7dixY8eOHTt27Pzj2Kfv7dixY8eOHTt2/iHs0/d52EdK7dixY8eOHTt27Pzj/OdHSrdu3YqjoyOdOnUiMTGR6dOnk5ycjCiKTJ06lQYNGmCxWFiyZAmHDh1CFEXmz59PrVq1bDoSEhLo3r07x48ft13buXMna9euxWg0MnDgQPr16/dS8ZKoHDBlF/ZZ7NWqBmVmvokol5F1M5IbE9Zhys5B6uxApRXv4FQmAInKAVEmQdCo0d0JJ3HJerwnDEZeqiSCUk7q5z+Q+ZvV/7LfR5PQ3X1E2tc/AyCqHPFbOAF5aBCiyhFBJsWcrUZ/N5yEWSuw5Lo3fRKfDyejv/eI9A0/Fbrn98n7VI/ScHnmJvxaVqfyjN5I5FIybkVxfuJ6jEWk8zG1PxlB5q0oMu/FEvx+DwS5DN0da1zMT4mL76JJ6O8+Im1DXpp8F0xAHlaCQEcVolSKIVtD+s0ozkx69vPrrxxB+u0obn9uXXcjUcqo/eEg3N0dATAYzGRnF/9Q/7+KX8vqVMnNz/QXyM86n4wg41YUdz/PW0ckc3Gk1f6FWExmMJn/kh6/ltVRLeiJ6BOA6e511J/NBW3B8pG37Iq8eWewWDAnxZGz4WMsWelIq9bDYdAEBJULGA1U2XuF62PWYNEXPDT7RWwfQSB261GurvkDAOeygdT/YiyqYB8QBFIvPeBE/2UvZHPPw2KxMHPBcsqUCmFw3x6264LMAYmTByBgMemRqhyKfJ5vq+pUnPEmolxK5q0oLk34wionClRbNBjPBuUBSPjzMtEf/gCAws2J9uvG4VezNIIoknwjgu19P8JQhP6ybzSk5jsdsFjg2Mnj9NywGr1ORxkfF+Z2rIlKISsgfy8xg4/2XSVbZ6Bug0ZMnDQRpUKBJS0O/cmfwaBj4k+nMTvo6ZNjPVzdo1VNwmb2RZTLyL4ZwZ0Ja63tlihSet4APJpXR5BKiFrzG7GbrV5xHMsG0eHLSTgF+yAIAimXHnBkwDLKDGpFcNcGtvgoPJyRqRz4qdzQIuth4w0T8a5XHkQBbXwaBzrORp+c9dTyKspmq77fB5cwH4y3rpG95H3IKWizivZvoGjbBSxgio9Bs3YZlsz0vLL29MZl2ZdgUIMgYk6ORr9vEzzh6EPWpCeSsrVsdcKcFo/+jy8AcHj3Yyw6LYLKlZBRoL/zkLjh057a1novmIL+XjgZm/La2uCj2zBna5B4e4Ag/GUdxoRkRCdHpP6eWLQazLH3n50esxlB5QpmE6ZHN9Dv24TDkA+xZFnzqGYbE9FrdmDM1BAyw2on6lsR3M1nJ2Fz8+wk9dAlXOtXLCCn8HSkyp6l3OrzAeqrD3BrWYvSq8cjKhWYc3ToYpPIPHaNyI++JfTDYaiql0FUKZGqHDCkZqG58YjYhV8T+F5/lGVKICrlxK/ahjE9i8BpAxDkMnJuPSJiyirMufWo6pUt6OOSbelN+Hw7aduPFJmX/wvM9iOhbPznR0ovXryIXm/1uLJkyRJatGjBjh07WL58OZMnT8ZkMrF3714ePHjArl27WL16NdOnT7e5Zzty5AgDBgwgKSnPs05CQgIrVqzgu+++Y/v27fz444/cv3//peJVdlafQtdkns5U/uQdrry9ghMNJ5ITkWiTKzWtF9q4FM51+wCJUo7FZCFu+nL0UfGU3LwEQ3wyEd1GEz14Bj4z38GhblWCNi7CuU2jAs/wGjcAQ3wyUQOnISjlWEwmEmcsxxAVj9fEtwvHKawEAV8vRtWmaI8zbm/3xKFWZQDkns7UXjmc00NXsrfxFNQRiVSZ2bvIcM5lAmiybQZBneoicVRQe+VwYsfN51GHoRii4/CaNLhQGHlYCYI2fITzE3HxHDsQY0Iy0QPfQ6KUYzabOT1+HdmRiVSfUfTzXUoH0GLrDEp0qlvgesWxryNIJKSlaUhL0yAI4OhY/E0bfwVBEKizcjinhq5kzwvkZ9Pc/MyPX4tqtNo9H6cS3lyd//1f0iP3dKbe6pEgUwBgTk9G2XNogXBicBkU7XqSvXAc2e8Pw5wQjaLbIARnVxxHzMCi15E1oTf6Q7/jWr0UwSMKLux/Eds/2XQKZ9rNpMTA1njUsvq5rrV0CI4BnuxvMY1DnebgUaMUVWYVvYkwv809jwePIhkydjr7Dx8veEMQkTj7YMxMwJgejcVkpGIRz5N7OlNz5QjODlnJn40mo45IsMmV7NkYVSl/DjZ7j0MtpuPVoAKlOlrj1GbVKHyrl+L71tPZ3HAinhVK0GT+gEL63cL8aTizD7/1X8rGdlNZsHIJn675nB3vtCbIzYlPDt0oIJ9jMPLu9ycYVL8MP47szJT35zJq1Gh025djzkpFVrMdG07d5VJU3mZDmacL5T8ZyY23l3G24Ti0EQmEzbJ+fAcMaIVDmD/nmk7kQttpBA3viHMNa5mUWzYCxwBPdrecxv7Oc/CsUYrqs97k1mc72dN6Bntaz+DP7gswanRc+uDbIuthlfd64V2vPPtaTueX0MGYtAYab5laZFk9y2YlSmvH3JySjMNbBT2SScLKoujSm8wZo8mcMBhzXAwOffLaQHnTNjgv+AzRxRXdng1oN76PJSMZWaNuheIgBpRC/8d6tN98gPabD2wdUsHdF4suB0GuQLt5Ho9qd0J7/goe44cU0iELLYH/l0twal2wfZOFBGHKUiM6OhDdfcRf15GRRdzwaYiODmg3z0P7xZRnp+fAN7Z453w2FktGMvKWb2HRamzpvNhqCmlHrlJ25UhuDlnG+UZWOwnNtRP/Aa1wLOXP+WYTudZnIQED2hC5fFue3Jz+lP5sPILcOj4m9XCh1IrRmHUGLtUbQeI3+8g6c5uIuRsIHNsdQSLhZs85SJQKMs/dJmXHcXSRCZTdthB9XDK320/gXp/ZBH0wjJAV43k4/CNuNhuJLjKewOnWeqQIC8SYnsXtdhNsf/9kh9ROQf5TnVKLxcLSpUtp27YtHTp0YNOmTRw8eJBPP/2UY8eO0bp1azp16gRAcHAwOp0OjUbDkSNH6NChA6IoEhoair+/P5cuXQLgp59+YtWqVQWec/LkSerXr4+bmxuOjo60bduWPXtezpWXX/dGha55NqtKxqUHaMLjAYjatN8md2fmJu7O/QbPZlXJvhOFIBEwZ2nI/OMQ0kBfUlZ/C4AxIZmI3hNw6dCEjJ/2krX3WIFnJC78nKQl63FsWBP9vQgEiYgpW03GD7+j6tSiUJxc+3Qh8+c9ZO89WuieQ52qODaqTcaP1lEr36ZVSLv8kOxw6y7tB5sOULJbwyLTX2pQa8K/O0z0zrM4l/In7fJDDBGxAKR//wfORcTFrW9nMn7aUyhNSR+utaUp4040oihgyMzh/qYDBD/l+WUGt+bB94eJ3FnQNWPSmdvc+GS77bfRaEYi+WeqiVwuKZSfT0tP6UGteZibn/kpM7Qtj7Ydw6TVkxOb8pf0+DWtgtloIufzBVgyUjGcO4q8fssC4cwR98iaNhBy1CCVIbh5YcnORFqpFhaDDt2uH7Cos9Ad/A25pzNx2wqW4YvYPoDcxw1RIcWQZR3xUHg4kxOXSnZ4gm3EsuQbrxWZtvw29zx++Pl3unduS5vmBV/ugtwRi1EHZutHq1mbSYki8tKnaVXSLj9EnZueR5sO2OQEUUTiqECikCHKpYgyKSadAYWbE0GvVST27G0yHiWgjk9l54ClhLWtVUi/SW/g4NQv0SSmEynJxNfsRGi5iiBK6FkzlN03osh/sMqph4kEuTvRuLQfkoAySNNiGF/X36rrzhkIqcbJhwn0qBlqC+PerCpZlx6Qk5uG2E378O1uzQ+vDvWI/+EQFpMZY4aaxO0n8O1hvSf1cEbzuEycrGUS/HrBMqkxuy9xh67gVrFkkfXQYjCScvE+2Q/jwWwhZs8F3CqWLLKsnmWzp0d8hjktFf3pIygatyqYhw/vkjm6H2jUIJMjenphzsq0lpG7J7K6jdDtss7GWDKso2rGK4eRVqhXMAISKaJPSaR12qIcMAd553cQnD0Aa+cOiQwECYrO7+L2Tj8yt+3CuWPh9s2lTxcyf9mNen/BtlZRvSKiUg5SEd8Vs/+yDsxmAjZ9DAo5kvJ1QRCemR7Za11BKkPWuBuCswfGK4eRlK4BZjOKXlNR9p9DyYk9cG9WnazLD9DmsxOfbrl20t5qJ5jMuNQsTU5kAq4NKtrk/Ho3J+nHgxhTrSPgrk2ro7kTicRBQdjSkbi3rYNP31ZI3FRknblJzCfbcG1SjezL98k6cwtFoDdJvx5DHuRD3ArrbIMhPoX4T7eivnof3aM4AJK37MHj9aYAONUuDyYzZX/+kAr7PsFvXG8Q/9mukMUi/G1//zb+U9P3e/bs4eLFi+zcuRODwUDfvn2pUqUKHTt2pHHjgi+Xr776igoVKuDs7ExiYiI+Pj62e97e3sTHWyvYkx1SgMTERLy9vW2/fXx8uHr16kvFVebiWGgKXxngiTY2b6RCF5tSQM5iMhPybidUFUqSsPM0+vBolFXKIggCHsN74VS/GoJcRurXv5Aw9zMAnBrWLPxwkxmPt7ujKBdC9p6jGMKjQQCJsxOCk2OBKaHkhasBcHytoB6Jtwde098ldvhMXHtbR70cAzzRxKbaZHLiUpG5OBY5vXl55ibA2pGVuTgWCGdMSELi7ITo5FhgCj9xwRrrcxoWfkljMuM+uAfysiFE/X6GrAexIAjIn/L8C7nP92tSpcD1+CPXbP+LooCDg+wfm74XRfGF8/PS4/Q0LZieY32XUG50Z+vU/V/U4xDgScwf5/AKvwOAJTMdwdEJlI4Fp/BNJqQ1XsNh8CQwGlBv34SsVmOQyhCd3XCcuAjRzROJsyMWc8GjyF7E9iuvHoVvp3ok7j5H1n3rB0z8oSuE9W9JhwurUHq5cHrUZ7y2fvxzbe55zJw0EoCTZy8WuC6IEiymfMsOzMYi89IhwIOcmLz05MTm5XnEj0cI6FyPtpdWI0hFkg5f49GBS/hUD8Og1qJ0U9H9l9lIFFIur9+NwtkRmcqhwBR+VnQyWdHWjlKWoKds7SqYo26B2YSviwPZOiNqvdE2hR+Rmo2Xk5K5f1ykcssSBGbdwc1s7bQmJMQTrHRkUY9GbDtzO1+ZeKGLzZvi1MWmIM0tE2WAJ7r85RWXglNF6zFDqYcuEzCgNV3Pr0Lh5cLJUZ/ROF+ZuJQJJKhdbXY2mGD7uHiyHuozNWTdt3YoHIO8COnVGFEufWmbTbvyEABLRhqCkwocHAtO4ZtMyOo2wvHdKWDQk/PD11b5tBTUS2ejeKNvgWdZstIQFI4gV9qmvAUnN8xRtzGc2I4lJRZp7TYouo5C+818ECVYslIxpcRiOLoNx9dGYFbnIBbR1qZ8+LitLdi+CRIJxtgE9A8jSV32BX6rF/wlHTmnL2JKzUAW6Idj3Uqgy8F4+dBT02NOjcecEIElI9Ganm8XIsjkGKPvYjiyFSQS3JuNxJiejS6maDtRBHiiy60HigAv9PFpKPytx/a5N62KKJeS8tsJAsdZl8coAj0xZajJOHaVR+9/iT4pg/oRWyn1yVjuDvwQAI8O9TFmZOM/tBMPp65FVMoRBAG/0T1wfq0qgkKG7mEs+qjEPHuKS0bi4oSockCQiGQev0Lsos0IMimlNr6PKVtD0lc7sfPP858aKT137hzt27dHLpfj5OTEjh07CnQeH7Nx40Z+/PFHlixZAoDZbEYQ8r4oLBYL4jO+nIqSz//7hXnixSyIIhR1Nl8+uYSdZ4j94QgyNxWeo/oiSK3fFaZsNZF9JxM78SN8pg1HUan0Mx+dtfcYGb/sR+LqjMfIfOthzS9w3ptUgt+y6SQv/hxTcl6nSRAFKOLY2/wdoiIRnhLuReKSj+y9Rwn/8ShyNxWVJuZNST33+UUglYq4uTmi1RrQ61/NGXgviyDw1/LzST1i0bb5onqeVq5P2i+A8dJJssZ2R7t9M04TP7KOQAgC0kq10KyZT/b80QCETSg4Zfgitn991GoOVxiGzE1FxYndEBUySrzxGoknbrKr1hgOvzGfWh+9/VJpe3mekpdF1eWnyJWf3B19Sia7q7zD3hqjkbk7UX14e0SpBKW7CpPeyM/dPmDvqNU0zJ0GfVp6pA4KynStj9zF0bouNB+SfG2S0Wzh+IMEulcP4c06pSjl5czoH0+iN5qYueM8AF5OTyxTEYUii91iNufey3dTELCYzIgKGb7dGpFw4iY7ao/hz27zqfNEmZQb1o67G/bZOqRFIeS2CW5VQ2i+/X3ub9z/zHwoFP4lbNZw9jgZg7uSs3UjqveX5la8fPEoinx6LJnJ6H79FEuK9UPJeH4fgqs3gosXpmvHMD28am1XdTlkbP4ZpxavPTUuRZH18240R86AwYg5S/2XdaQsWgMmExa9HuPF/UjK1Hh2enKyAUuB9ADWDqlRD7ocYtb9jmP5okewH9uJrRxy2yGL2YyqSij+/Vtbf+cvU0HEkJTO3SGL0cem2OLl1qw6gsz6rpP7e+LRti7xG3aTfuCC7bopU8PdbtN4NGopri1rI/VwLhwpk5mU7/cTPXs95hwdpkw1iet34Nau/gvl49+FxfL3/f3b+E+NlEql0gKNSHR0NBpNwYXgS5Ys4ciRI3z77bf4+fkB4OfnR2Ji3ldVcnJygZHTJ/Hz8+P8+fO230lJSc+ULwpDWjYmja7ANW10Mq418zqTCn8Pm5xns6pk34qyycT/epKQN2qiOW4dycn4cbdVb2QcORdv4FClHLobhde5Ojaqie7uI4yxiSirliNr12FUrRsh9fXClJGFJUdXKMyTKCuVRRrkj9d7I5B4uSNxc8ENAVOOnqQTN21yDv4e6NOyMT1HpyFDjYOvO9m5v6W+XpjSXywunmP649ypBRadDkGpQHszlojtpyjRsQ4Ofh7oXuD5T1Kya31cXR3Jztai0xmfH+AV4ugoR6GwVktBEFD6utvuvWh+AlSa0p2ANtbREqmzdXTgr+gB0MSk4FEjzy4FFzfM2ZkFNkeIPgEIrh6Y7l1H8fpAZDVeQ/D2Q960A5hMGC4cB60GwdMHY3YOrtVLFXjGi9i+LiENk0aHWWegzLB2lHi9AXI3FRaD9aMh9eJ9sh8lIFHKX7rMn0Wteo2QugXmJl7EYtTn3RSl1rx8oi5rYpJxr5mXRuXjPNfoCOhQh6szN2ExmDAacjBm5VB3/Btkx6UBoM+ytlkZjxJIuh6O3LkixiLSowrwpNOGifz8408c//5PqNsMgMQsLS5KGQ7yvOa9RY+36DylCsGeKpApCEpLwGy2cCs+HZ1cRVZmBn0/30uKWotOZsSAmSnRybjUzDs0Xp5bJmaNDl1MMgpfDx5vO/Lp3hinskHUPrQMqZsKs9FaJikX75OVr0wEUaBEhzrsbVfY4YBfs6qE5C7ZkKkc0Kdn07RLfS7O3ETKubuUG9GheDablQm6fDbrF4jg5oHptnV2RH9wN47DJyI4OWPJtk7jm5MTC+gVVG5YtGprp+zxNa9ARO8SmG6dzicogNmEpEJ9sFgQnNzyrosipoxMLDkvNgOj6mRdKiPx8SyWDv3dhxjjk1BULQ/Z0WAyFUqP7LUuSMrWAakMzGbMyTG2ZwoOTlj0OgQ3byz5rps1WuT52inFE3Yi97MuZdDFJCP3diP7Wjg+PZsidVNhMZqo9NuHyHzdKb16POkHLuBQPhj3NnVI23cOuZ8nxoxsRKUCi8mMZ9eGePdqTs6DWGJX5X6E5XZck7/da33Oo3i096NRhAbY4iT388SYnoU5R4dHt2bk3Awn53aELQ0WgwmJi9ML5eXfgX2jUx7/qZHSOnXqsG/fPgwGAzk5OQwdOpT09HRMJmsDuXHjRs6cOcP3339v65ACNGnShJ07d2IymYiIiODRo0dUqfL0Kb7XXnuNU6dOkZqaSk5ODvv27aNJkyYvFdfEPecLXUs5chXXWqVxDLXGLWhgK5ucb9cGhE3unitThoDeTdGcvoxT87oY0zJxfd26Xkri6YayRgW01+8V+Vzndk3wGtUP9YmLOFSvgPPrrdGcuYxr746oD556obhrr9wiouVbRHUbyaMmfUhb9z0PN//JngYT8ahVGlWoLwBhA1oSu/fCc/VlPYjDo1ZpZMHWRsStd0eyXzAuKau2kHPuKjkXbxL15ni8apYmtFdjEo7foMyAlsTse/7z8xPQuga15g8gI0PzP++QAmg0etsmq7Q0DZ5P5GfMC+QnwI2lP7O/9Qz2t57BwY5zkMhlOAR4vrQegITD1/CsVRrR19oxk9VujPHSyQIygqsHju/MRFC5oNu+Cd3enzBHPST7g9EIUhmyhq1BJkfevDO6hDQyLhX0GvQitg8gyKUIUgk3l//MwQ6zMWq0eNUrhyrUF6dgH1wrlCD+0JUXTtuLcOHMcYzpMbY/QaYA0drhE5XOxBWRl4lHruFeqwxOuekJHdDSJpd+7RGBXawjM4JUgsVk5uLnf/Bdy/dIuhFBQL3yuIb44uDlQkC98kSfuFFIv8xJyRtbZ/Jg93kyvj5LHFlEpFo/6366GE6zsv4F5F3vHaNXj25c+mIeul1rMHkEUSK4JOX93Phu0VQcEu+xdWgLetQIpbbBjQE5JUg9cgWXWmVwyE1DwMA2JO85B0DynnP49W2OIBGRujgi93LlxtCPudhuOmaNFu/cMlEF++BeoQRxuWXiWqEk+gw16uhkniT+8FXbRqirS3/CvUoI5yatJ+rXk3/ZZh/XHXn9JhjOnSggI7p7oJo4G8HZ1SrTuBWmqHBbhxTAcNmaXsHVOkoordYU0/3LBR9msSBv/qZtJFFarRnmpGgs2WmIXoGIQWWQ+IcheAbg0qcLFrUGzaEXa98A5GVCUNSsgqJqBWSlQ/6yDvdRA9GcvoiyagWktdtivHu+UHoMJ39Dt3MtglyJ7vd1SPzDkNbvjDkpGknp6lgykqxrTQUBpDIC3m5H/PcHcalVBmWunfgPaEPKXmu+pew9h1+f5iARybxwF4dQP7KuPODh7I0k7ThJwk9HudZ6EoaENO6PWknMZ7/iWL4EoR+NQOKmwndAG/SxKaT+cQq3ljUJmT+UO28vRu7viTLUauPurWphTM3Es0dza/57uSIL9ELu74UixCrj9VY7MvZZ1xwry5XEf3JfEEUEpRzvQR1I23msyNNw7Pzv+U+NlLZu3Zrr16/TrVs3zGYzAwYMwNXVlY8//hiVSsXq1atRqVT079/fFuaLL76gXbt2XL16lS5dugCwcOFClErlU5/j6+vLhAkTGDBgAAaDgR49elC1atWXiuuduVsAcKkWRsWPh3O65TT0yZncGPc51b6agCCTkhORwLXR1jVCd+dsocLSodT++X3MWj1OZQPArz2GqDiiBr6H7+xReE8diiE6npQ136G9frfI5yYtXo/v3DGU2PgRFq0OeVhJpJ7uGKLiSJi+FEWlMvjMn0BUt5EvlR4AXUom58evo/76cYhyKepHiZwduxYA92qh1Fo2jAOtZxQKZ9LoOD9+HXVWzgKZFENUHPHTrHHxnT+eyG6jnvncpMVf4DN3DEEbF2PQ6nEpE4jS25XsR4mcHmd9vkfVUOouH8aeIp6fnxqz+4Ig4OycV/4Gg4ns7Fc38vaiWCwWzo1fR4Pc/Mx+Ij9rLxvG/uekB6zlokvNouqsN6kyvddL69GlZHJu/DpeWzQbwc0L0ScAzaezkYSUxWHwRLLnvIPp3nV0v3+H03vLwWzCnJ6CetUcLFnpaD5fiMPbk3BZvQNMRhIOXOXehz+8tO2/dmQpAAm7znFv/V6wWDg1eCU1l7xN64MfAZBxO5oLU76ype1pNveXsZgxZSUhdfEFBCxmA9dzN2G5VQulxvJhHGo1A31yJpfGr6Pul+MQZVLUEQlcGGPN82uzt1Dtw0G0PLYMi9lM0rHrXFz7OwB/vP0x7T4fQ5/9ixBEgbQHcRyYuA4An6qhNF8ylB/bzaTqoNY4B3kR1q42Ye1qU/7CWab++DX69GSC3BxY0Lk2N+LSmPfHJbYObYGXSsmKHvX5cO8VcvQXaHAhlY1ffI6DQoElKwX98a0A+AaXpueupTxoPhNDcia3x62h0leTEGRStBEJ3BptXaseu3EfDiF+1D64DEEuJW7zfjJOWWdJrg9aStjSEXT401om6XeiOTfVWib+zaqg9HZ9bjZXnvA6xmwt9VePso7G6Q1E7TwDvJzNNlg/DtHDC9E/EPVHM5GUKofju1PImjwU461r5Py8BecPVmIxmbCkJaNeXHAE9/HxUIq2g6yj5BlJ6PZ8hegbjLz1QLTffIAlJRb9oe9RvD7aKpOdhn7XegAMp3Yib9EHi8mAst8szFkatFdvkbL0C+QVy+A9byIxPd99Zl6krf0GrxmjsOhLEvTjaszqv64j4MslWIwmJC5eyGq2fnZ62g3GYjIiq90GizoT0SsI7S+fIG/YFeXghQgqN5JX7yRm3R9o7sdS8ctJiLl1986YPDtRBvtR6+AyRJmU+B8PU2JUV4LHd7fJOVcthSx3pNWYksH9USsJWzaSWpe/wmIwkXH8GuEz11P5949AgODZAzFrtFT582MsWgNZ525zt/csSi4YQeCsweijEoj/+Af0scmErnsPUSZFFxHPowkrAYhb8QMlFoygwv5PEWQS0v84Qcr3+5+Zf383/8YNSX8XgsXyb1x18O9nn2/Rx9a8DMHuGcXWIRFfzdq7y2nF92de1S3l+ULP4UKGZ7F1ALS68vkr0VNcDld955+Ogo027RJeiZ4zu4pvK5mipNg6ul6bX2wdAH9ULjwV/bJEy4o/aTVkQVCxdQCcmfrg+ULPIU5S/GPUpK/ozdTqtZhi61A0LPN8oRcgfkPEK9FTXPwGB78SPeeXpBdbh1ws/pp9ueTVrPuvGbXjleh5WS6V7Pq36a4R+c+k6a/ynxoptWPHjh07duzY+TdhHxrM4z+1ptSOHTt27NixY8fOvxP7SKkdO3bs2LFjx84/hH33fR72kVI7duzYsWPHjh07/zj2jU7/EAd9exVbh1oo/maPV4WzpfjHJ5mfcjD5y+Dvkv18oRfA6+SPr0RPcblV5e3nC/2P0FlezTesUij+pgTLK7CVVGTF1gHQ8fqCYus4W7lov+4vQ6SoKLYOAFdT8ctH9QrK+FVhfgVvOPUrmlR0Fv73x8wVRZbl/056jK9glPBVtAcALRP+mXb/XOAbf5vuOjG//m26/w7s0/d27NixY8eOHTv/EPbp+zzs0/d27NixY8eOHTt2/nH+kyOl/fv3Z/To0dSrV6/AdbVazYwZM3j48CEA77zzDh07dgTg66+/ZuvWrVgsFiZNmkSbNm1s4bKzs3nzzTf5/PPPCQqyngV48uRJFi1ahE6no3379kyYMOGl4ihRORTpQcKzVQ1KzeyLIJehvhnBrQmf2+Q8W9Wg9Jz+OIT5k3LgEudHr0EZ4EHNNaNt4QWJiEuFkmiikjDrDGTeiuTKhC8w5uqovGgwJd9shiAR0CZmcKzNdPSp2cjcnKi8cBDOZYOQKGUkHLiEd9OqiHIpmbciid1xmrITuyHKpRg1VneBolxGxtVwrkxch2OwHxXXjkOickDu544gCIgKGTff/YTEX46DKFJ63gA8mldHkEqIWvMb2tgUwmb2RerqhMRJiS4+FUNKJvdmbSL7pvU8P7f6FSi3bDjKEt5gsZB28gY3hn9SIO8UAZ7U3rWQe/O2EDq+C4Jchv5hFGa9AUVIIIJCTvLaH8nccdAWxn/xRHR3H5H61S+2a6KzE8HfLSFu+sqXKsviIpdLcHJSAAImk4msLG2RR4R4tKpJyIy+iHIZ6lsR3J2w1poPokjY3AF4dayH3NsVY4aajNO38u4Dvn2a49W+LjcGLLbpUfh5IMgk6BLSyL54j3vTvyTkvT62Mko9dAnX+hVtz7s2fh2+nevh06Eul/svscWr8udj8elQB0EQMGRoMKRlIYgi6nvW8yEdQ/1AEIjbeoRHn/2Ge6ualFr4NgpfD8w6A5qHcTyY8SXZVx4SNncA7s1rIEhFotfuJH7zPgCCxrxOyYk9EUQRY5aGG4OWkHW+oIOIwGEdCBzeEWNWTpF5VPGryXi0qA6CgPp2JEe6LbTVCwDHkt4027uQ2x//QnCfZrm2H8Wlx/VHFKi2aDCeDcoDkPDnZW7M+84aWBCROHkiSOXWcsxJx6LLxmKxMHPBcsqUCmFw3x62ZwkyByROHoCAxaQvsj1wb1WT4Bn9rI4obkVyf8KaAjLyAE+q/vEhl1tOxpiaRUDL6lSb3hu5mxNSJyU76owrkL4nqb9yBOm3o8i8F0u16b0RlTJEqQSLVg9mC+mX7nNj2teYtQYAvFvVoNKiwSh83bEYjCQfvc7VMWswZufQ6uYXaONSbbozjl7Bs20dlEHemLV6tDHJCIKAU4WSpOw/j0OIfyEb00YmIFE5IHVTYVJruTNmFTn3Y222HzqzH8pgX9Q3H3HtzYWYsnNQBPtQ7ae51jZHImLKziHtyNUCtu/XpzleHepyvb/V9sNm5rP9+DSyLt7j7vQvCZuWz/YPXsK1gTVemvsx6HVGnML8kShl3F+5nZifjlNqTBdKvNUCpZ97rltRCxaLGc2jRES51Op6VhSQ5LaTVyesA4MRVfVSlPtkFMpgXwRBIPvGI671mv/CdVlZ0ocaexdz7c35yL3dCJnRF7mPG6JChjY6CUNSBvfeW0/A4HZPrcsXx69H5qGi0b4POdt7ERlXrO/EKsuHE9ijIQgCxkwN9z7+mZL9WxU7PY/jEb32N3SxKQXasYfLf6Lmr/O43HsBWbnxCH2vN/69miL3dsGsM5J67Bq3xq556rvwxqjPMGXn4NWmJhU/HYU2xuoxTKJywKzVI0glZN+MtL1PRaWMch8NwSXXFW3mpfvcmfbVU+vK3419DWUe/1+NlH7xxRcEBASwc+dONm7cyKJFi0hOTubq1av89ttv7Nixg++++44lS5aQnp4OwJUrV+jTpw+PHj2y6dFqtcyYMYM1a9awa9curl+/zpEjR14qLqVm9S10TebpTIVPRnLt7eWcaTienIhEm5zM05lKn1s7faJUgjY6iQqz+pB9N4ajrabb/lLO3MGk1XO614ccajQJTUQiFWb1ASCodxOC+7fkxOtz+SN4IGatnrqbrWvZqn/yLtq4VI62ns75EZ8SNqID16Z/zaFGk9AmpFNj1UjOD1nBrQ9/wCHIi4yr4RxuOgWJUkbY8A5o7kZzpdd8JCol55tNIubrPajvRONa1/oCDxjQCocwf841nciFttMIerczFVaP4daY1UiclKQevkL6qVvcmfolldZPQJBLUfh7UGXjFORerpxtNpkHC7/DqXRggbzz69mEmjvmofD3oOzCwUSPXsjDtsORlw5GHhxAeNcxRA6agd/7I5D6eSIvVYKSmxfh0q5Rgbx3alqbkJ9WIA97NQeQvyhCrveozMwc0tLUmEzm3A5qQWSeLpRdOZKbQ5ZxvtE4tBEJhM7qB4D/gFY4lS+BqJBxudMsjOlqzFo9obP6IXVTUXrxMErNHwyCYNMTt3kfOREJxG05QMbx64gOCsqvHotjKX/ON5vItT4LCRjQhsjl2zjfaBz6+DTq/jGfcgsGkX/5ln/vpvh2qsfpVtM4Wv1d5O4qzHojJxtOQBngiUNJH041ncyZdjMIGtgazxbVKLtyFBJnJy53mknclv0YUzIpt2oM/gNa41AqgAvNJnC53TQCh3VEVaM0imBfQqb35f6ULzgR3IeUveeo/O0MhHy+3V3qlCNo9Oso/D2LzKOgdzvh0bI651tO5nSVoSiDvKmxcrgtvKiQUeuzkYhyKeUndePskJX82Wgy6ogEKs6yOroo2bMxqlL+HGz2HodaTMerQQUCOls/fCUqbyxmk9UVaWYcEidPHkTGMGTsdPYfPv5EoYtInH0wZiZgTI/GYjISnBvPx0g9XSi9chS3hyzlYm5a8st492xKle0foPD3tMnXWzGCxLN3kDoqMRtNVJ/Ru0ibcykdQIutMyjRqS5SRwX1Vgzn2LCVRP52BqNGR+rJWxxrPhWJUk6psa8DIPd0puqn7yJVOXCs6RQiNuzHoYQX5Wb1wamUP4Z0NcdbTuN4y2mc7bUQ317NuP7WIo4H9yVuy34yz94m7cgVsi7fRxDFIm3MqVII5hw9F5pMIGLpj1T8cpLN9st9NobHM5z6pAxbuVb5fhYWkxljhporb8xBkMsQFLICtl96wWCEXNsv/8lIYnNtP3bLAdJzbb/imrG29unKmwsJGNiGR8u2cbbhOBzLBeEU6sfxVtM50/NDKi0ciNLfg6jvDiFVKTna7D0OVH4Hk06PKJVw4e0V3FlobSczr4ZzpMkURKWM0BEdAKj49RQUfh5caD6Js/VH41S+JKUXD3tuXQYQFDLKfTYGUS5F6upE2ZUjiV67E0NqFvHfHSTzzG2Sd52hyrcznlqXtREJlJ/Tj+qrRyHmq0O+neoS9GYTTnaczZ6SA8i6G02lBYOKnZ7H8bjUbhqB73Sm3Gdj8upodBLVf5xVoC57d6iLV+saiEoZZ5pOJvXwFWTuzs98F5bOvedapxwRa3dytuV7XOq1AKlKydVByzjdcAI5EQk2uZDx3RAkEs40m8KZ5lMQlXJCcm3dzj/Lv75TarFYWLp0KW3btqVDhw5s2rQJgK1bt/L666/z+uuvc+aM1T1d3bp1bS5GPT09cXNzIzk5maNHj9K6dWsUCgWenp7UrVuXw4cP2/TMmTMHHx8f2zOvXr1KcHAwJUqUQCqV0rlzZ/bs2fNS8fbr3rjQNY9m1ci89ICc8HgAYjbts8n5dHkNU46OS90/ACDu+0MEdmtYMHy9cgR0rkfKqVuoc3U82rTfJhf6dhuy78aQcSUcLBYuvLsKVbkgZG5OeDepwt3lPwPgUr4EKadvk3E1HABNRAKCVII6PJ4SPRvzYPVO/DvVA4uFq+99RfRPxwBwb1aVrEsPkPu44d2pPjeGfYxvbvy9OtQj/odDtheI+mYExkwNokTAlKkhfMG3+HVvjOZ+LKYsDa61y+LduT7qu9FknL9LTng8sZsPcHviOlueyH3d8Wpfh8u9FwKQff0RhohYRFcVMn9P5CWtfo+N8Sk86jERU3o27v06kb5tL5l7jhXMuwFdiJ28FGNiKv9L5HIJBoMZk8n6rZyTY0ChKLwBx71pVbIuP0CbW66xm/bh0y03b9vXQ303iqzLD8i++pCkHSewmMz4dGuMd5cG6BPSCJ+3uYCeuI37uNJ5FrEb9uDTvTEyL1ccwgKI/+EQmMy41CxNTmQCrg0qAqBPTsch1Je7uS41H2Mxmkg9eg3N3Ri829bBqNbiVCoAgCtDPsahhDcAityRHFWFkmRfvs/ZqkNRXw8nbtNeXBtVxpiWjWf7uiTkPt+YoSZpxwl8ujfB541GmHUGEn+yfvhFrfwZqUqJS+2yAMi8XCn94RBSdp3BpNUXmUe+PZqivh2F9n4sxgw1CT8dwa9NTVs6qi0aROSPRzFp9WTdiclXfw5QIrf+CKKIxFGBRCFDlEsRZVLrKKIgIsgdMGvSrMrMJozpsfywbQfdO7elTfOCdV2QO2Ix6sBs3SRi1mbi3a2gjHvTamRfvm9LS/ymvTYZua87nu3qcuPNBQXk1THJmPVGTo//HH16NsFPtA+PKTO4NQ++P0zkzrM4h/mTcvkh2eEJJJ25zYVZmwjo1hDMFjKvPcIhyOp9y6tZVbSxKaRfuIcmPJ7ITftxDPEjoHsj3OuUxWIyU3/HXBodWkylxUMK2apvz6Z4daqPKVtbpI3J/TyQOClxzh25Sjt4GYmTElWVUNybVsWs1RM+ZxNZl++TdviKrVwdgn3IOH2DrMsPyDxzm+xr4SgCPAvY/oO5ubaf2z7FbtjHpU6ziP16D749GiPPZ/sWkxmXWqXJiUjA7bWKSN1UKPw9cQzxBUAbl8qJ9u+jT8/Gq1lVMi49RBMeT4W5/ci6GQmCiCY8nsBe1nbSL7edvD71K6K3HUNQyEj78xIZ5+6gDY9HH5eKLi4Fr3Z1rPn8jLoMUGbRUBJ+PIwhNRPnmmWsctcecv+99cR8uQufbo3JvvIQeYDnU+ty7KZ9lHizKdE/HkWfkmWzC6cQXzIuPyTzunWWKuPaIxCFYqcnPl+d1tyKwJSpsdmGMsALqYsjhpRMWzySdp0lat0uMi89QJ+UgczLldRDl575LvTrbh1kcK1dFo9Glal7cAm1dswj51FCvvfpfptc+qlbhK/4xXpqvdlC1rVHKIO8i6wv/wvMFuFv+/u38a/vlO7Zs4eLFy+yc+dOtm3bxi+//EJSUhKOjo5s376djz76iClTpqDX62nYsCEBAdYX5q5du9Dr9ZQuXZrExMQCnU5vb2/i462GvHDhQmrXrl3gmYmJiXh75xmwj48PCQkv54JR6uKIROVQ4JoywBNdbJ6rTV1sik1OqlKSvPs8OQ/jrPcS0pC5OCLNp6Pi7H4kH7uBJjLJdk0bm2qTcwjwwqTVU++7aTQ9uJiS/Vogc3bApVIw2sQ0wkZ0pOFvc6nwfh8sBhOmHD0AEgcFokyCVOWAUynrtJvMxZGmh5dQdnIPDJma3Ph7oYtNptSc/oQv+p6c+zG2+D+ZNgAsFjQP4hAdlTiUDkDq4ojraxVxKlcCha87jmH+CDIJjqUDqHNgMZW+GE9ObLJNpz4hjetvL8/Lk9zpQ3lwAMbEVCTOTgRv/ZiQXz5BWakUFq2OhA/WkrnzcKHyiBoyG+21ey9Vhq8CURQxm/NcvZrNFkRRQHiiLVEEeKHLnZKCgrahCPBElEhs9x/fk7o4kvjLcSI//gmz3lhIj8VowrNtbaTOjsi8XBClEnQxKTY5fXyabSQu6rMdSBTyQi2GMsATbXQyJd5uS/lFg8FsQeIgR6JysMWjyrpxNDiyjLSTNxEkIrqYFCxGEzIvV6r9tgCJUk7sV7uKTKPC3xNBIoIAbk2rASDzdkOQSFCW9AVRpPzacTyc/w2CVILFYCwQ/nEeybxd0UXn1QvN3WgkchlSlQPBfZshyKREfHvIGr/kPPe9OfnqT8SPRzCkq2l7aTXtrq5BHZ5A/P6LCBIZmE2IDq5IXAOQuAYiSOXMnDSSjm2aFypzQZRgMeXbtWw2InVxKtAeyAM80cc82RY42ez+9pClaHPt/rF86pVwLs39BkNWDmaDCfkT7cNjLszcRMSvJ63hXB3RxFrrTfyRaySduYPMxRGnckGEDG9PfK6/eWWAJxa9EW1uHdbGpiBzdkDm4ojESUnysWuc67OI013n4Vq9FFIXxwJxlzgpiVzxM3Jf9yJtTBHgiT4utUC7qItNRe7viSLAi5S950k7chUAQ1qWTc6sM+BYviS6mGRkni4oS3gjcy5o+5Zc23/cPkFh2xekElv7pAzwQp9gjZdDqB/63La2wR8f0HDvQlyqhmLO0eMQ4ElObAqqsoH4tatDyslbee1kWF472fjIEspM7oExU4NFZ0AbkWCzc7+3WiEq5EiclM+tywGD2yLIJMR/+6e17Lzd0MUko7kdRcapmzbZ0Nn9MefonlqX3XOXZcVtP1XQLgWBzBvWDqkol+LXrjaCIBQ7Pbp8dmyxWAeSAPz6tsBsMCBxUPBkg6fwc0fq4sBrF9cg83Am9ofDz3wXPr5nSMsmZtN+zraYStrJm6gqh6Dw9yiQlxKVA6lHrtrCK4O8KDm8PQk7TxeqK3b+9/zrO6Xnzp2jffv2yOVynJyc2LFjB97e3vToYV2/Vb58eTw9PW3rSAF2797Nhx9+yKeffopUKi3QKXiMKD49a8xmM0K+SmSxWAr8flEsTz5XFCnqhC6L2fzse4B77TLIPV3IvBVJUStULGYzSASU/h5cGP4JR9vOQO7mZL0pCDgF+2LM0nCiy1xitp/CvU5ZXKuGWm+Lgk2HIJXg3aQyACe6zEXupqL8tNxpQlFA5uWKzNOFhF+OF3y2KBSMf+5vU3YO1wctIXiM9UgM39dfI+3Edcx6I6JMilPZIDIv3edcq/dIO3adKusnFp131qvW+EqlyEtYR0kjB04nZvxH+M4YjrJS6SLC/LM8zWwKFbVYtODjvC2gSBBs+VPYxgrqid2wF4DUPeeR+3vkPThfmRd83hMRyy3HqK/38vDjn8mJSiwU7saEzzlSYShSNxUeTaryuJwMyRmcrf0uAKU+GoaokBUwXSE3HRaDibSDlykxrhs1/lyGb48mAJh1BkJn9iXj9E3Sj159dh4JT9hfbn45VwgiZGArrkx9vJ5MeGo9Kz+5O/qUTHZXeYe9NUYjc3ei9DvWKUxBIgOLGVNGLKasBCQqT3iq//dnxPOxhChieVo9LkqjKBbpq9BiKlo+L6BQZLi6308j4ut9JO6/mC8+RbtDjP7+MDdnbMSk0WHM1JB29g7Kknkf+S61rCPaib+esJZRETYm5LtuS6MAPLbvIrCYzdaRNFcnvLs0oOzH76K+GfFM288f/8e2n7L3PAp/j7xyfxwvk7W9cwi2jpKe7bmQSyM+peIH/XGpGmpLS+jw9jz6eq/tg8hiNiPK8trJU53nInNXUW567wL6S4x+neApvbgxaElefJ9Rl337tuDe1C8KpCc/Mk8XAExqLYa07CLzWVUlFP/+rZ+aP1gsyD2dqfvjDMyvKj35Mv1xOauqhOI/sA33pn2Ze+fJdkUk+1YUx8oOJnn3WSqvm5BP59PfhdfeXk7i79YPKW1MMvqkDDyaVi0k9xjnqqHU2jGPqK/3kpJr6/8EFovwt/392/jXb3SSSqUFOoTR0dFoNBokkrwzPM1mM1KpNalbtmzhq6++4quvvqJcuXIA+Pn5kZSUN4qSlJREaGjoU59ZlHz+kdYXwZCWjVmjK3BNG52MS828jlPpeQOwGE3U2jkfqbMD2bcibfcUvu7o07Kti8+BgK4NiN52jJzoZNxrlLLJVZz7FmajiYa/zUXqqESdEG/b/JB46Cr+neqhibR2JCJ/sE6PZl63Nux1Nk5Cn5qFzM26TtCk0aFLSCf55E1cKgZjzNQQ/fNxyk7sRiSgi07Gv29L4rcetjZu/p62dOpikinxTmccc6d2FUFeGNOzQRAwqbXcGvsZtQ8s5e7UL6l/ciU54fHo4lNR34tB4mhdYxn73UHKLhyMIb1w3oF15ADAmGj9MjdlZGHJ0WGIjENz4QbKamXR3rj/UuX0d+DoKEehsNqjIAgYjXlnOoqigLmIgxV1Mck41yxj+63w98CUo6f6bwusyxg61CPzonWkV+7njjFDU6SNPdbjVDEYRAFjejaGtGxiN+8jaFQXyq+bgClTg8TZAYveSPa1cNvzDGnZtlEnGxZwKhMIWO3XpNFhsVgwa3T492iMIUNti0P8rycoOaw9QqA3nu3rkrL7bK7eLNS3IpG6qZD7uQMQPLU3fm+1AlFEVTUMXXQS17rNscYlyAv/gW3R3IkibO4ADMkZeLWvh9zHDamLEzUPLOViqymEzbXWn+q/LUDiqEAR4GmLtkPpAExaPUGd6yNTOdBk51wApColPs2q4temJvH7LqL097DVs4AOdbg6cxMWgwmjIYeorccI6FQXi9lafmZd7lSo2YjFoEWUKTCb9IXK0mI2IkrzrRsWpRjSsgqUlS4mCdUT5f2kTMmp1k5B5V/mIXFQkHw72nZPkErQpWVjyilcT6pM6U5gm1o4BngCFsyGPPsrPaAlFrOFOwu+J/aXE5SZ2hPftrWQuToh83RBn5Rhi48+Qw1mC74d6pJ1M8I6fQ0YUrMQpHntr1+f5phydJg1WgSppEgb08YkI/fzKGCzCj8P6+iWq1MB25e5qfJs39sVk1pHxpnb3By0hBp7P0KfkoXUzbmw7Ucn45Jr+4IoYHhs+5v2UWJUFyrmi5dZbyTrWjj6BOuSDH261QY0jxJIO3MHtxql0EanENSrCY4hvqgfxCF1UtraSW18OiknbuKc207G/nSc0pO6EYV1ZC9gcFsMqVlc7jQTLJbn1mWzVo/EUUn1ndalSnJfD7za17ON/DpVKEmlb6dj1uq5MWAxdU59WmQ++/RsitRNhdloosHOuSj93Km+ZhS3PvgObXQKJfu3oETf5hgyNZh1+r+cnvztfmAR7b5Pz6ZIVA7U+ONDLEYTCl8PKq4Zy4MPtqCNSgbBOloKEPvtQUqO6vrMd6EhLRtRKqHEuNeJ+GS7rbxFhcz2sfC4DXtsF76vv0a5j4ZwZ8bXJPxyolA9+f+RnTt3snbtWoxGIwMHDqRfv4Jr3W/dusXMmTNRq9XUrl2befPmIZVKiY2NZcqUKaSkpBAaGsqyZctwcnL6S3H414+U1qlTh3379mEwGMjJyWHo0KEkJCSwc+dOAK5du4ZarSY4OJgDBw6wceNGvv/+e1uHFKBJkybs27ePnJwcUlNTOX36NA0aNHjqM6tVq0Z4eDgRERGYTCZ+//13mjRp8lLxTt5zrtC11CNXcK1VBodQPwBMOTritx3lXMupnO8ws8A9/95Nid973hbWs0EFko9dJ+nIVdxrlcHJpkNP9E/HONpqOnc+/gVVqQBU5a2becKGtUP9MJ6cyCTSrzykRG9rGjKuPULqoODarE0cbTWd+N3nsJjNOIX6Efv7GYL7tiDhgPWr0q9dbdIvP7DFXxHkZdsxGzCwjS2dyXvOITrIudDmPS6/MQd9SiZSNxUOIb5U/W4GIVN6kbznHD5dG2DWGci+GUHSrrMog7xxrVMOh1A/fDrURZ+SQfLuwnkH4FwtDFlwAIboBAxJqegeWl/SEk83HGpU+Eem54tCo9GTlqax/clkEiQS64eVg4MM/ZMdPyDtyBVcapVB+bj8B7QhaccJLraawqNF35F98xEutcrgVCUUn64NEZVyUvYWzqfHetyaVqXcylEEvN2elL3n8O1pXXOpuR3Jxbbvca33fBxC/ci68sD2vMQ95wvpM2ZqcKtXHqcKJUg5chXXmmXQ5b7Ig0d2snViBLkUvy4NSNx1FlX1UpT5ZBQudcrhP6ANGadv4lg6gOSdJ/Ht0wIkItGf78SYrub2sOVc6Tgd1/oV8WxfF4Cw+W9jzNKgvhnBmWrDudhyChdbTeHee1+AxcLNYcsBMOfoSfjpKBdbTSFyxU+oKoagLB2AxMURv55NSTpxk2uzt3Cg4SQOtZrBoVYz0CakYTGYyLpnteHQAS2J23sBgPRrjwjsUt+aHqkEvzY1Sb1w39oJNeoQFc7WTBEkCFIlFmPhDimARa9BkClAtH6YiEpnUp8oq/QjV3DOV95+A9oUkolcYj3o+3q3OVztOB2vmqVRhVpH9RTuKmL2XSjy+deW/sye1jOI2XeRu1/ttYULaF2D6jPfJHH/RWJzX9L3lmzjeMtpnGg3E5NGi3vdcjiG+hE8sBXamGQS95zHuXwJykztCaKAqJThUi0MUSGzxd2jVU3ST9wAIOaL34u0MX1cKqYcHepb1ulj92bVsJjNqG9FFrJ992bVbLavuRuDISMbl1pl8GxXB1WlEAyJaUXafmquHvemVSn/ySgCh7QneU+e7atvR3KhzXtc7TUfx1A/67rYyER0CWmo71uneuXerrjXKUvGlYckHbmK3MPZukG0yRRbO+kY6kf872co0a+FbaTZt31tMi5Z65JXh7rIPFy4PWYVuqikF6rLidtPcL7hOC62stq6PiGVO2NXoSzhjUu98lT9aQ7qm5Ekbj8BZvNT8/nh7I0k7ThJzLZjHG85HW18GpdHriZx7wUyb0XiEOjFnSXbOFBpBPG7/np6Hud/yt5zSBzkXGz7Hle6zcGQ2+7HbtjD+YbjSNl7nvhtR9HFp3Jz5Kck772AqmJJfF9viGutsjiE+uHXswna6KRnvguT9pzHmJ1D0OC2eHe0thPahDTkXi6oc6fpAwe2Jim3DfNqU5OyCwdxqffC/xMdUvPf+PeiJCQksGLFCr777ju2b9/Ojz/+yP37BQdxpkyZwuzZs9m7dy8Wi4WtW7cCMG/ePPr27cuePXuoXLkya9as+Uv5AP8Rj04rVqzg4MGDmM1m+vXrx+7duwkJCeHatWuIosicOXOoVq0aXbp0ITU1FU/PvBGTBQsWUKVKFb7++mt+/vlnjEYj7777Lq+//nqBZ7Ro0YLNmzfbjoQ6deqU7Uiopk2bMn369Jeawj9abjDGdDXO1cIo//E7nGtp3QXv2bIGYTP7IMqk5EQkcHP0ZxjT1QXuOVcKIeXwFc69swpDuhrXamE03j2fA7XGoI1LxadldcrPeBNRJkUTkcClMWswpKtBFKjx6Uj8O9dFEAT0qVkc7ziHnJhkfFrVoOaa0dZjXQSB5GPX8KhfwaYjatsxyox7HVEutU7lWcwICGiiklD6unOxuXWnbOOIb9FGJIAgoI1I4NbozzCmZyNIRErNHYB7k6oIcilxm/ejvhttPRLKxQmpqxPa+DT08SlEfbWHsCm9ONdyKt4d6lJqTn/rV7PFQubF+1x7e5ktT2zlk7CV6yNWUnp8FwS5FGNCKmajEUVIIFJfTxIWrCP9h902ef/FE9DdjShwJBRAqUMbiBnzIaoviu+l50XJOxIKTCYLWVk5WCwglYrIYpK42GoKAO4taxA6o6/NNu6MseYtEpGwOQPw6lAXubcbxkw1WZcf2O6rqoVR8aspqG9FcKP/RzY9Cj8PBIUMbXQymlsR3J+9kZJj3rCuOZNJST91E+fqpWzPuzp6Nd5taxPYrzlSJwdOt3wPgMprxuDTsa5t1NuQkonFAtqYJEwaPc6VSqLw8yBizU4eLNmGf8sqlFowBLm/Bxa9EU14HI8+2ELG6ZuEzRmAW9NqiDIpcVv2E7P2NwCCRnWl5ORe1iOhsnO41ns+6uuPUFULo+zyd7nYagqur1Wk3CejrBvoisijil9Owr15dQRRJOdRPIe7zMOQrsatWig1lg/jUKsZtDn3CffX7bIeCSWToo5I4MKYtRjS1cjcVVT7cBCulUOwmM0kHbvO9Xnf0uHSPBAlSFReCKJ1k5pZm4FZax05nblgOaXDgp9+JJTZwLmq1iN1Si1/hyv5yjt4Rj8EmRRtRAL3xqyypiUfDeN/4kzFwRhTszC0qms9EsrVCbmbE7/VHYc+XY1H1VDqLh/GntYzCoStt2IEGXeiyLgbQ7XpvXEpYx3NUj+IA5MZUSlH7q7iQEXrKQXeLatbj4Ty87AuqTh3h8vvfIpJZ6D6urF4N7VuhorbeYacszdttupQyp/zLSaTcyfaZqtF2Zg+KR1BJrWuRxVFBInI+YbjCti+Q6g/mnvRXOu9AGN6NvJAL2r8Nh+ZjyuCRIopS0PG2dtF2v61tz7Co2UNwmb2Re7nkXuEUjLqWxHcf38jwWPfsLVPGbnxEmRS9AlpGAwmHAK8kDjIEaQSDta0HsNXdkZvQoe0RRubijoigZitxyg93tpOIorWpQlCXjv5YMo6avyx0Lom193ZepKU3sjdCWtI/uPMC9XlssvfRerqyM2hy5F5uVJ+1RjrMVrZOdajkExmzHoDmefvPrUuXxhttemWV9ZgVGs58tpEKi8dQlDvplYXWLnx0iVnYM7RFzs9j+MRt8Xa7udvx26M/ow6+xfzcPGPlHy3M+daTiV0Sk/832yOzMsFi8FIxoV73Bix8qnvwusjPsGYrsavR2PKLx1KTmQSFqOJhO0n8X2jYe6z4rkxejXGdDX1T6xA5qZCF5/vGLOzdwh6u+1fbseLw1G/nn+b7up3vyIzM7PQdRcXF1xcXGy/f/31V86dO8eHH34IwOrVq7FYLIwebbX1mJgYBg4cyIEDBwA4f/48n376KV999RX16tXj7NmzSKVS4uLieOutt/jzzz//Unz/E53SfyN2N6OFsbsZLYzdzWjR2N2MFsbuZrRo7G5GC2N3M1o0/5Sb0b+zU3plZhM+++yzQtdHjx7NmDFjbL/XrVuHRqOxnbm+bds2rl69yvz58wG4dOkSS5Ys4fvvvwcgIiKC4cOHs2XLFnr06MHRo0cBMBqNVK9enevXr/+l+P7r15TasWPHjh07duz8W3kVH05PY+DAgbzxxhuFrucfJYXnb+B+2v2iNnr/lY3fj7F3Su3YsWPHjh07dv6DPDlN/zT8/Pw4fz5v38CTG7if3OCdnJyMj48PHh4eZGVlYTKZkEgkf2njd37+9Rud7NixY8eOHTt2/q2YEf62vxfltdde49SpU6SmppKTk8O+ffsKbOAODAxEoVBw4YJ1A+WOHTto0qQJMpmM2rVrs2vXLgC2b9/+0hu/82PvlNqxY8eOHTt27Px/jK+vLxMmTGDAgAG8/vrrdOrUiapVqzJs2DCuXbsGwLJly1i0aBHt2rVDo9EwYMAAAObMmcPWrVvp0KED58+fZ/z48X85HvaNTv8QOb9+VGwd20b/tYXE+dG9orN1ta9AT6DhZQ6wKJoSkpziRwQIubz5legpLqrzG/7pKNg4Nej484VegEyh+KuG2m6oX2wdXw0/W2wdADUM2mLrqHt9SbF1fFTr/WLrAFC9go0n76yr+wpi8mq49PaRYuvop3815xtHZSU/X+h/QAlnr1eiZ4O0bLF1yITid0EcZIZi6wCoGbXjleh5Wf707f236f6nNm/9VewjpXbs2LFjx44dO3b+cewbnezYsWPHjh07dv4hij9H+N/B3im1Y8eOHTt27Nj5h3hV56z+F7B3SovBsGHDWLBgASdOnODs2bN89NHLrRM9ejuKVXsuoDeaKOPvwdzuDVEp5bb7Oy/cZ8vxG7bf2Vo9iRlq9k7vjXfpynTe3xdRISPtViSnJn2JIfvp6ykbrhxB2q0obq7bVeB6iRbVafHZSCwWCzHHrnN08rP1NF0xgtTbUVzL1dNy3Vi8Kofg6OsGgoAgCkQeu87vA5cVClvujYbUfKcDFgsYc3Tc+/0MFXs3RSKXkXwrkkeLt9Fo6wz+bDkdfWqWLZxfq+pUmvEmolxKxq0oLk74AmN2DogCDTZPxqdxJcj1MnK3w2Tk/p6UWj3RFl50cUJZwgd9fArZ5+8QPukzzE+ksfT699AnpBI5az0AggAqlRKJREQQrK5Bdbr/7cHXJ08eZ/2KH6z2EeDJ3D4tCtrH2dtsOXzZ9jtbqycxXc3eeQORSyXM++EQ1yMSSM3OwVEho3bpwJfSoQoqgzqwJhZBJPzBfQ577qFZiqpQPD1b1aDUzL4IchnqmxHcmvA5pnz569erKeU/HoE2Opnsa+GcnfglbtVCqTS7L6JUgkmr5+qszSg8namYW86Zt6K4lK+cqy0ajGeD8hw/d5pP1nzGmoXfWvOkfzvca7VBVHmCKOGXr1ez6dfdRabH09nRdn3i17tJkmXTzBAMQHCL6jSY1guJXEbKrUj+nFJ0PXhtZh+qDmoNgoBBrWX38E/g+OUCMu6tahI8ox+iXIr6ViT3J6wpkB/yAE+q/vEhl1tOxpjPzh97eTKmxxR6rsViYeaC5ZQpFVLAM1R+SreoToupvZHKpSTcjmLn1PXoi0hDlTca0mB4RywWMGh17J2zmbhr4QiiQO+vJhHasDKCABlRyXzfeXaROsq/0ZDaI/Lq8uG5W0i4Go5EIcO1f016fbYbvd5A2ZBAZnesikqR96p5ls09LqOjNx4xfct+RAHqlS3xwnZ75IsPcKvajBS1jrt377LyowWUlxvpqPfOK5+WNSk5463c8ongwURr+YhKOaEfDsW5RhkQBLIu3iV8xpeYtXqat27M1PfH4unlgdlioVX9rmRnFfQq1613J4a829/229nFGb8AH16r0obkpFSuhh9HKpMhCAJarZYp781nw4bvC+XtqJGDGTlyMDk5Wm7fvseYsTNJS0u33Q8KCuDEsd+oWbs19erWZMGCaSgUCq5du8Ww4ZPIyirsQORJnSf2nWTUxKHIFXJu37jLe+PmvlB6/AN9CX8QgUQiIahEAPoHcbZDNiPX7CDxZ+u6c49WNQmb2RdRLiP7ZgR3JqzFlJ1juy5xVCD39eBc4/GYohNtz3BrWo2wxcMwa3QvXH/cW9UkNLf90UXE4VSzHPf7zUVzNW8dsEuLWgROG4Agl5Fz6xERU1bZ3gFeA9rj9WZrxHz2Zeefw76mtBisX78eX1/fvxQ2NVvLnG3HWfZWc3ZM7k6Qh4pP9hT0Vd25Vmm2juvK1nFd+XZ0Z7ycHZjWtT6enh7Ia3Xg8PBP2NFkCtkRidScUfRCadfSAbTeOp2SHesUuqfwcKbl2tGYTWbu/3qCrMhE6k4vWo9b6QA6/jid0Cf0nJi+AZmTgu9aT+fn7vMxavVo871obeHD/Gk4sw87+i/lh3YzubJhH43e78eu4Z/wTbMpSB3kNNv1AQ7+HgXCyT2dqblyBKeHrGR/o8moIxKoPOtNAMIGtca3SRUOtJjGb2FvI1M5UHrdFLT3ornRZiI32kzkzptzkXm5krbvLFdqDUUXEU+JGf0LPMPv3ddR1atQ4JqzswNms5n0dA0ZGTmoVEpE8X/3NZuWlsaHH85j2dvt2DGzH0GeLnyy81QBmc51y7N16ptsnfom307qiZezI9O6N8bT2ZE1u87g4qBAZzTxzYQeOMhlyKWSF9fh6Ymscit++eJjPG/soHagM9VmDuChpOCLS+bpTIVPRnLt7eWcaTienIhESs3qa7sfOLgNFVa+iyiTcqHDTHIiEqk0uw911o3h8qT1HGo5nTsrt1N79ShqrhzB2SEr+TO3nCvmlnPJno1RlfLnt+YTmTVvDktmfcDOVXMI8nThs+OPsGiz0Z34Ht257XR/dwpbZw8tMk8es+HPi1x6EGv7rfRwpuXyYewe/gnfNptCRmQirxVRD3xrlKbG8PZsf3MRn5ceTMzJm3TaOKmAjNTThdIrR3F7yFIuNhqHNiKB4Fn9bPe9ezalyvYPUPjnuToWlXJER3ckzj5QxIjJg0eRDBk7nf2Hn7HRTBDpsnQ4P72zkjUtppAemUjLaYXT4BnmT8sZffhu4BLWd5jB8VXb6bluPAC1+rcmrHEVvmk7nc/KD0Xu7EDHtWMK6XAP86fJzD78OmAp37afyZlVO+i0zuoOtMLQlny2fRNLe9dn+8QuBAX4s+rIvQLhn2W3AKnZOby3aS8SATrUKvfCtj+nf3s863ZkzeJ5fD5nAvVLuvDtmo85JE/lvkSTr3xGc2foUi41HosuIoHgmW8BEDiuO4JUwuUWE7ncYiKiUkHgmG5IPV1Ytno+d28/wMHJgZwcLVNnjyuUL7/8+Dsdm/WmY7PedG3Vj6TEZOa89xHJSanUqF0FR0dHatRqhcoljPVffkPNGlUK6WjW9DWmTB5Fm7a9qV2nDbv3HOTztXmb4N56qweH/vyZwEB/PD3d+XL9x/TqPZxKlZsQHh7BhwtnPFfn8RNnWbZmAe8OmkTLel2JjIh5ofSkpaahzdEx/K3xDOs3Fo0mh4wztznfcgrnW06xdUhlni6U/2QkN95extmG1joQNquf7Xr8tiMgikgc5ARPsn5giUo5Jd97k3JfTEAZ5P3C9edxfXs4/CNutR2HQ4UQRCeHAumQergQvHwsD4d/xM1mI9FFxhM43bpr3K1dfXwGdeRe39ncbFnY1v9X/F1+7/+NywL+M51Si8XC0qVLadu2LR06dGDTpk2Eh4fTv39/OnfuTO/evbl69SoA06ZN45df8nyelytXDoBVq1Yxa9Ys+vfvT4sWLVi7di0AOp2OGTNm0LZtWzp16mQ7j6tFixZER0f/pfieuhdDpSAvgr1cAehZrzy7Lz3gaYchbDx8FQ8nJT3qlUfiE4o5LY6s8AQA7mz+k9A3XisyXLlBrbj/3WEifi+807jC0LaYdAZubrL6sr25+U9KP0VPxUGtuP39YcKf0BPYtApJV8LJikmm9ccjOLHwB8La1CoU3qQ3cHDql2gS0wFQuDohCJAVk4yTrxuiRLQOTz6Bb9OqpF9+iDo8HoDwTQco0a0hAK4VSmLM0aGNTUWUS9FnqFHVLdi59Hm7AwAPx6wEIHHzHjzeyDtDzblBJVyb1yRpy17bNYmbCrlcglqtB8BstpCersb8d7rdeIJz505ToUJFgr3dAOjZsDK7L9x9un38eQkPZwd6NKwMwNRujakR5k+lkj4o5VIMJhOd65R7YR0Sr5IotakMalAKgNhrp2jbpSMOloKubT2aVSPz0gNycssnZtM+/Lo3BkDu645f72akn75lk4/ZtI+g119jT/XRZFyPAMCppA8Wi4W0fOX8KF85C6KIxFHBA6WaEhYVISWDwWyiZ7Oa/H7gCIa7Z6zKtdnoTm4FvbbIPAE4dy+Gk7cjC1wr2aQKiVfCyXhkrU/Xt/xJ2dcL1wPfGqVIvPqI+AvWTtaFNTuROSkRZHmjgO5Nq5F9+T7a3HTEb9qLd7e8/PBsV5cbbxZ0S+rWrBoIIqbsJIrih59/p3vntrRp3rjI+wCC3JHYqw9JzU3D+W8OULlrw0JyRr2B39/7kuzcehh7NRyVtxuiTIJvhRIYNDqyYlORyKXoMrIJrFOukA6T3sD+qV+iztWRcDUcp1wdRw8dwdvokGu3Fnq3qMcfR06/sN0CfHv4CnKphN6NqwIvbvuvd2yLOSOBoY3KMLFrQ0yR15AFlceIBYdcF7lutvKJA6zl45VbPpmnbxK98iewWMBsRn39IYogL9yaViMpIZn7d8P5cPbHxETG0rVHh6eWBcA74waTkpzK95t+AqBH39fRanV8+cVyLl7Yj0wqpW+fwl52ataswp8HjxETY43fr7/uolPHVshkMvz9fenapS0dOlk7ac2avsb581e4fz8cgM/XbX4hndocLVKplJgo64fZN19vfaH0CKLI2VMXePQwkpp1q5OelkFA/1bUPrSM4Ik9QLTmsXuzqmTlaxNiN+3Dt3tj3JtVRX0zEtfa5bja21oHvDtZT9Fwa1YNiaOShO8OYtLqX7j+PK5vukdxlFgwgsSNfyBICnZrnJvUQHPFKgOQvGUPHq83BcCjR3MSvtiBKT3bWu52/nH+M53SPXv2cPHiRXbu3Mm2bdv45ZdfeOedd+jfvz87d+5k+vTpjBs3Dr1e/0w9d+7c4auvvmLbtm188cUXZGZmsmXLFjQaDbt372bDhg2sXr36uXqeR0KGGj83J9tvX1cnsnUG1LrCR1ukqbVsPnaDyZ3qASA4umDJyRuN1MSlIndxRKZyKBT27KzNhG8/Vei6g68bpd9sSuTBK1jM1u8p9TP0nJy1mQdF6FEFeKKOTaHim81QJ6Rx84fDKIrQkRWdzKODl22/K/VtTmZUMmaDCXVCOjsHLS/yuQ4BHmhiUmy/c2JTkbk4IlU5oI5KxJidQ/tLq+lwdQ1Z92KROCoR8+nx6tUC9YU7tqkafVwKUhcnRJUDMl93Sn4whIejV2Ax5X1TKkP8MZstODrKcXNzxM3NEam0YGfs7yYhIQEfn7xReF83FdlafdH2kZ3D5kOXmfx6I9s1QRBIylQTkZhOj8U/ULtUIDVLBbywDkGpwqLNRioRmbFlP93nfYnK2ZkAR7cC4ZQBnuhi88pHF5uC1MURicoBfUIayX+cQXM/tsB9mYsjEqUchZcLbS99RqXZfUm7eJ+cp5RzxI9HMKSr8R7bnio9W6EOT8CcGI5fQBDZ2dno/Cogr98DxWu9EV29wWwsMk8SM9Qs/fUYH77VGjHfB5AqwJPsfGnIjkst0oalSjlJ18Jtv6sPa48gCIgKme2aPMATfcyT+eFky4/bQ5aifRhXQG/qnnOY1SlgKXpcY+akkXRs07zIe48RRAmZsam235lxqShdHJE/kYaM6GTu56uHbd7vx90DFzEbTKRHJqFT5zDs3CqGn/+M1PuxyBwVhXRkRicTnk9H0/f78TBXR8TdhyjU1pe7oHQmsFYzstWaF7bbxAw1O87colHFYFsZvajtP7ZZQRCQSkRmfrkdiVxJdQcf/M0KABQBXuhi845l0sXllU/GkSu2slEEeRMwrBMpO0+hCPDi/JnLrFq2Dr1ej06nw8XFGZWzU6H4ALh7uDF05ADmz1xqu+bh4UZ0VAwdOvWjeYvu1K1bE1dXF5ydCy6HOXv2Es2bNaRkyUAABg3sjUKhwNPTnbi4BHr2Gsa9ew8BCAjwIyo6r25FR8e9kM4uXdoikYi4ebgBEB+b8ELpOXnkDHEx1o8eqUTC0YMnEaQSrvX7EI/m1Qga2g4A5ZN5nNsmOIT4kxMex423l5GTm89SZ2tbkbrnHOFzNiJROWAxGJ8I+/T687i+eb7ZGkEqJXHddgRRRHRQ5JPxQp8vPvq4ZCS57wBFaCBSL1dKbZlDhX2fFJn+/wX2kdI8/jOd0nPnztG+fXvkcjlOTk589913pKWl0aZNGwCqV6+Oq6srDx8+fKaeevXqIZfL8fT0xM3NjaysLM6dO0fnzp0RRRFvb2/++OMP5PLirT8xW4pe2iwpYor457N3aFaxJEGezrlXhCK/6vJ3rJ6FIJXQePUoYg5ewagpfMbii+oBbL5vqw9tx7lP8854e5oOqYOCdmvH4ODuTPSpm8/XLxZtohazGZ8mVTBpDfxR5R121xiN/HEnP/fZqtrlEB2VaB/GFgovCAJhqycROXcDhsS0gvekEiQSEYvFQnq6hszMHJycFEil/7vqYrGYi/QfLCni2s+nbtCscihBuaPujzFbLNQvG8ThhW+TodGyft/5l9AhAFYb+7B/a/6cPwiAPbL4ggFFscgRrMcfOs+6r0vOZG+N0RztNIeATvWQOhf+KLGYzZSf3B19SiZ3Vv5K9E/Hkbk7IQ2pgSBYy0MwG9Gf/gn95T3IyjdBcPEulB6DycT0zfuY/HojvF0LvnwFUcDC8+vTY7nHNuwa7FswrVjttUhd5r/79SAUnc9PqYcyBwXd14zFPdiPne9Z11GHNq6MUWtgXc2RrK83FqWrtXNjfkZd7rh2DG4hvuyf+qX1eblpF1y8kdfvgTHSeuj2i9jc4zJqVDEYR7mskPzzdeTZLMCCt1oBkGXWs0ORu25RFCiieArkk1PVMCpvn0/cht2kHbgAT7EP01Pypc/A7uzffYioiLy1wdeu3OTc6UvWKe+MTD5Z9WWuDlOBsMdPnGX+go/5adtXnD61C7PZQkpKGnp94Q65+JS69TydADqtDsMTOp+XnszMLFs+/LDlFz6YYV1WYEhXE/X573i1r5cbMaHoQceiX1sF68ZTlkg9rf4IoojUwxmv/u2InL4mn3y+B4kF7cKGyYwgk+DSuDrh7y7hdsdJhWXs/M/5z2x0kkqlBV7iUVFRhSqsxWLBZDLZOlIABkPBiqlQ5H1hPZZ7UndERAT+/v7Fiq+/m4rrkXnTdYmZGlwc5DgU0RjvuxLO6o/moahQ3XpBpsCSmRfW0c8dXVo2xhzdc59bbXJ3Qrs2wKmEF961SmPSGjBq9QgSEYW7M9r05+sJalqFMrlTqzKVA9mxKYgSCTGnb+Ec6PlUHY3nvkXlfi0w6gzoMtU4eDjb7qn83NGnZSN3L/iVr4lJxr1mKdtvpb8H+rRsTBodqjA/NNHJWAwmjIYc4vZfwrNuOcy5z/bo3Iisk9eR+eatU5X7eWJMy0JZtgTKYF9KzhlsTYe3G0hERIWM2E+tU25ardU2zGYLRqMJqVSC0fi/+fb09fXj5s3rgB8AiRnZuDgqcFAUYR+X7jO1W8Gp3ZO3InFUyEnKVOOokNOuZhn+OH/3mTpWL/4ARflq1gtSOSmxUWgy1Pi4OuHk4kFOeiYP9GmAmy2cNjoZl5qlbb8V/h6YcvTU2jnfqsbZgexbkQXu69PV+DStQtxuayc549ojcqKSUIX62eTyl3NAhzpcnbkJV6OUSCGLqK3H8JjZloSbF3F1dUWR/AAAiyYDc1osoptfoTy5GZlEdEomy7Zb17290XcgC96dhcIiwcPJlZQ7UTZZlZ97kTacFZNCYIMK9Ng+m9T7seyf8Dk9d8zFrMmT08UkoapZpkB6DWlZBWReFaKjO6I8d62sIOLs62675+LnQU56NoYi6qFLgCdvfjWJ5PuxPDp5gwE/zALAu0wgsVcfYjaY0BtyePjnJQLqlC2yLjsHeNL164mk3o9lW++FmHJHMVUWOWp/OYo6b2C4eZjYG+df2G4fl1FMSiZZWh1KmdS6dEad80I6LNosRDc/Tt6KpHSAJ76+flj0WmpkKjgvzQRAF5Ns3ciUi8Lf01o+uWn07NqQsEXDyDx1A6/Or+HV+TUkzo743sz7gFYoFKSnZZCjKXpDaKfX2zJv+mImTBtJq3bWaWJffx/u3npgk/H0dMdgMKB5QodK5cTRY6fZsPEHwDoaOm/uFFJTrR/Oc+dMplMn60BLv77duHI1L16BgX6kpqYVqbN69cqIoogoilSvVglBFElPywDAz9/nqemZMG0kw0cPJD4ukboNanHnlnXpyhu9OpGSlIIhLRuzRmd9VxqtI5y66GRc8tUBub8HhrRstOHxOFcJLaDfkJ5doG4YkjIQ8s1KPa/+6GKS8OnbAsFsotz2xQgyKRaLheClo4lZuJGM/WcxxCThVCPvkH+5nyfGdGuZGxJSSd99qtDG1/819t33efxnRkrr1KnDvn37MBgM5OTkMH78eARBYN++fQBcvnyZ5ORkypQpg5ubG/fvW3fmHThw4IV079q1C4vFQkpKCm+99Vaxp+8blAngalQSEcnWhuGnM7dpVrFkIblMjY7IlCzcYi6gO7TB+nd4M6J7AM6h1pGasv1bErXv4gs998qyn9neeDLfhgzi59rjMOoMPPz9DA93niY7KomIvc/XE33kGr+0nckvbWeyo8tcvKqEkHjVOq1Z+a2WPCwiLjInJaGtanJh9U7WVx7Bts5z8atRGtcQX1u4uL0XCoVLPHINj1plcMrtsIQNyJNLOX8PtyohOIX6IUglhL7VgpzbEbawzg0qkbz1IKqaZVGEWj8ifPq3JW3fWdQX7nClzjDbhqjELXtJ/e0Ej6asQR+ViMFgQpH7EhQEIbdDauJ/Rd269blx4zoRSekA/HTCOiL0JJkaLZHJGVTL16ED2Hf5PjciE7j6KIH7cSnsu3wfsDxTh1viNeuGoRPfozu1FaV3ED9dyv24C6rEqQOHKWcs+NGQeuQKrrXK4JD7/ICBrUncfoJzLadyruVUzneYiWutvBdUwMDWxB+4SI0VI/CoY31ROJcLROauwrGkt62cQ/OVc/q1RwR2qU9ZowuRUjXGGgGY0+PZ9udpWjR+DUlg7jpiuQOiuz/psY8K5Um1UD/2zh1o2xyTfu0YszoO44+28/ipa2FbDC/ChuPO3yWoYSWiT91m36jVVOzZpJBc+pErONcqgzL32X4D2pC691whXa8CsyYNY3qM7S+wRmk8ctNQq19L7uwrXJ/kTkoG/DiL23vO88uYzzi0dCvrO8xgfYcZ3N53Hr9KwbiF+CJKJVTp24Lk21GFdMiclPTcOpP7e86za/RqW4cUoFHDRsSZMrj7+1eY4u6+lN0+LqPvJvVEIZXSulpp2tQoQ6CHywvpMCVHIrr5cSFOzbo9Z5GUrIwh/gFnpRlUMFlHxzMOX0ZVqyzK3PbAd0Ab0nLLx711bcIWDOFmn/ncGbKUK60nc6X1ZK51nEaNWlUJCbO2z4El/Nm/+3CRZeLi6kxwaEkunL3Cio/W2DYK7fx1LzXrVqNsmTCUSiXTpo7m3LnLhcIHBPjx5/6fbFPw06eN5Ycft9vuz523jNp1rJ3SDh37Ua9uTUqXtubNiOH9+W3nviJ1du3SjuYtulG7ThsOHjyByWSypafv4J5PTc9Xa7dgNlto3eANurXtb8uHshVKM2fxNJL3nkdUygl8ux2JO04C1jbBpUCb0IbkPecKXQdIzbcMBCDrygMkDooXrj/pR64gcVLyYOB8brebQMa+s5g1Wh6N/ZiM/db9D5lHL+NUoxyKEGuZe73Vjox91nvpf5zEvXNDBPvO+/8z/GdGSlu3bs3169fp1q0bZrOZAQMGUK9ePebOncuqVauQyWSsWrUKuVxOnz59GD9+PJ07d6Z+/fp4e3s/U3ffvn1ZsGABXbp0AeD9999HpSp8NM7L4KFyYF6PRkz55hAGk5kgT2cW9GrCjehk5v18gq3jugIQmZKJt4sDsvyLt/Ua9Bf/oOkXYxFlUrIjEjk+7nMAPKuG0mDZUH5vM/O5cdCmZHJ00hc0WT4MiUxKwvl7HB5v1eNVNZQmS4fyS9tn69GmZBJ36jYB9crR7+BiMiIS2T/BqsOnaigtlgzlh3YzqTqoNc5BXoS1q01Yu9oAGDRaOn45AUEUyIhI5OroNQS/2RTXSsFUmdOXg61moEvO5ML4ddT7chyiTIo6IoHzY6wb0K689zVKr/G0OrzYGpeENO52X4Bj1VKELhuFItQfzY1wwieuovQXUxBkMnQR8Twc9/y1Q5mZ1h33Dg7WjqlGo/+fjZICuLt7MGPGbKasmI/BaCbIy4UF/VpxIzKReT8cZOtU6870yOQMvF0ckUkKrnmd2LUhC7cdRi6T0Hf5NhwVMioH+zKpa8MX06HPwXj9AG+OnEwyIvExMRz44HNa6LxwrhZG+Y/f4VzLqRiSM7k1bi2Vv5qIKJOSE5HAzdGf2dQ8vl/tu+nU+n0+modxnBnzORHfHqL6sqE4lfQh41Yk599ZhUQpp26+cr6QW87XZm+h2oeD6Hr0EzzPnmL22hXwdQ5Bni4sHNKIWyk6Zq/Zx6/fb8Zw/ywRD+8XmSdPIyclkz8nfUH7ddb6lPmEDTdfMpQf282kbBfrpozK/ZpT+a0WmPQGsmJSMDWqTMjcgVxpNQVDcib3x6+m/JeTEWRStBEJ3Buz6q8ZwctgMbNzyjp6rB2HRC4lNSKRHROs+edfJZROi4exvsMM6gxsg2ugF+Xa1qZc29q24N/0/ZDdMzfg5OlC//3Wo+3UiWls7WldF+lbNZRWi4fybfuZVB/UGudAL0q1rU2pfDp+7rOI9vOG4HWzFlPWrcJgMFIiKJAPp47mxsndL2S3AB7Ojszr24I53x3EYDJTPdTvxWxfn4P+2n4mzJxHilrHpYhIln04i0aVqjN00Syutp6MIcVaPuXWT0aQS9E+iuf+WGv5hMweAAKUXvauLS6Z524TPuNLpoyZzZoNy/Dw8kAiiix833rkXZXqFflo5Rw6NrOedBASVpLEhCSMxoLHxy2et5Kw0iFcvHAAURSIjIyh6xuDAKhVsyrr1lk7m3fvPmDJ0s84eeJ3RFHkxImzjB03q8giT05JZeiwifz4wxfI5TIePohg0NvjXkjnuOHTWLNhGTK5jIjwaCaNnPnc9KQkp9ryQa6Qo1QqcalVhtqHlpFx5haBg9sR982fGJIzuT1uDZW+mmSrA7dGf4YxPbvAdYBHS35EVa0UpZa/w5VWUzBlqNHFpbxw/Xlc30LXvYcok6KLiMeYnoWydBAll4zidrsJGFMyiJj0aQGZRxNWApC0eTcSNxXl//i40Aap/yVm+0CpDcHytC2Ndv5Wcn59uTNNi2Lb6OvF1qF7RZVB+wr0BBqK3+krIXk10zAhlze/Ej3FRXV+wz8dBRunBj3jSKKXIFMo/rdw2w31i63jq+GFT6T4K9QwFF6X/bLUvb7k+ULP4aNa7xdbB4DKUvzK/M66uq8gJq+GS28fKbaOfvr7zxd6AaKykp8v9D+ghLPXK9GzQVr2+ULPQSYUvwviICu85vavUDNqx/OF/gZ2+PV9vtBfpGv8d3+b7r+D/8z0vR07duzYsWPHjp1/L/+Z6Xs7duzYsWPHjp1/G/bp6jzsI6V27NixY8eOHTt2/nHsI6X/EIfeuVxsHc1KFO0B5mUo4ui/v8SZaL/nCz2HSm5pzxd6Djs1ns8XegFCXomW4vPdsFez7vFV0PvtV3P6wO0txTu5AuCHocXPlyEfBhVbB8D26YV3qL8sB1/BetBpF+YXWwfArdqFXU6+LJtewXpd2SsaPmroXPx15jc/G/EKYgIp7//0SvQUF8/5PV6JnnMDDhVbh0Qs/l6CV/Ue+6f4Nx5y/3dhHym1Y8eOHTt27Nix849jHym1Y8eOHTt27Nj5hzD/24d6XyH2TqkdO3bs2LFjx84/hH2jUx7/qU7pzJkzefPNN6lSpcrfor9FixZs3ryZoKDir0WTqhwwFuHazLtVDcrNfBNRLiPrZiTXJqyzybW6+QXauFSkKgcUfu5YsrLQX7lO2srPcRs1BFlYMIJCQcbX36LZZfVU5TH3PQz3H5L1zTbrA0QR96ljUNa0upPMOXmGjE/WoWxYD9dRQxHkMgz3HpK6YBkWtaZA3Bzbt8L5rV6ABUEmA4kELBYM9x4ifXdLkenxa1mdyjN6I5FLybgVxfmJ6zFm5yBzc6LmR2/jVqkkxhwdqZceEFSvlPX5MQkITo6ISjlYIOnjr9Ecz/Oc4/fRJHR3H5H29c/WJKkc8Vs4AXloEMOdVIgyKfqsHJJuR7J3ypfoi4hXhTcaUmdEB7CAIUfHwblbSMj1SvUYFxclZrOF7OxX7yLyRSnRojq1p/dClMtIuxXJsclfYniGS7wmK0aQejuK6+usPq5brBuLZ+UQHH3dEAQBQRSIPnqd/QOXvbQOpwA3q3txQcR07wraTR8WGV5SsS7KXmNRz30LSbmayNu+heDsiiCRYsnOILTOPR5N/gyL3nrAuGuLWgRO748ol6G59YhHkz+zuf2rdnUzhrgUm+74z3/FlKGm67SBSBQyDFk55KRmcqD/09PTeOUI0m7lpQdA2yaEXj9eQG8wULZkALMb+KGSFVzNdC8xg4/2XSVbZ0AiCMxqX52K/u4FZL5+BJ0PzsNN5kj6zSjOTFpfZD14TP2VI0i/HcXtz61xkShlNN4wkZ71y4MgkJ2QxlddZqNJzSoUtsobDWkwvCMWCxi0OvbO2UzctXAEUaDdB4OQulnbJbNeg1mTWii8xWJh5oLllCkVwuC+1jWFgswBiZMHIGAx6TFlF16n7ty8Nn5TByDKZeTcfkT0e59ay0cUCfxgBE71KgOQdegCcR9+DUDJFtWpN60XMkclTv4e/N73I+LO3H5qvjT/eASpd6K4kltGgijQ5uuJ+DeqjCBAdlQyOzrOfinb7/jr+3hVCbW6u9fpQRDQnL1GzLsfFArrv3giujuPSP36F+vzFXJ854zEoWpZjp4/y5QVX6LLzqRMgCdz+7ZC5ZDnjnrnmVtsOZTXPmXn6ElMz2bv/LfxdHGi2bR1+LhZna2YMjOY2KoNTcaOQpDLMdx/SNrCpYXb2natUL3VGywWLFod6ctXYbh9t4CMsmE9XN4d+tJ6jl27ysZF36A3migT4PXM9NSu14C3hoxAlEjxlekR7hyl2ZTPbOnRqLJpq/OmQ9OWhMzoiyiXob4Vwd0JazHl2kjY3AF4NK+OIJWQeugSrvUrIsplaCMTkKgckLk5YVZruT/uU7T3Y3BrWYuQ+UOQ+3lg1hnQ3I3kwZhPMaZlEbZ8FA6lAxGdHRClUkzZGjQ3I2w26dGrJW7t6vPw7YW4tKhFwHsDEHLtNnLKKlu74tW/PZ5vtkZUytFce0Dk1FUogovnOtzOq+E/taZ04cKFf1uH9FVTblafQtfkns5U/eQdLr69gqMNJ6KJSLTJOZXyx5Cu5myvhUhUSo41m0ps+14YY+Lw+WIFpsRk4vu9Q+LIKXhMHo2iVjV81i7DsWVBn+hOHVojCy5B3JtDieszDGXNqjh2aYfH7CmkvDeX+B6DMMbE4TZ6aIFw0uAg3MYOJ2nsNJJGTUXi5YngoLTJV5nZu8j01F45nNNDV7K38RTUEYk2uWrz3sKo1rK36VSO919GyJtNSfv2N8LbD0MeVgKLTk/EG6OJn7mCgBUzQCIiDytB0MZFOLdpVOA5XuMGYIhPJmrgNKRKORaTmd2T1pERmUiTaYXj5R7mT9OZffh5wFI2t5/J6VU76Lqu4OYOBwc5MtmLeQT6uxAEgcYfD+PP4Z/wc9MpZEUmUmd64fQAuJYOoP2P0wnpWKfA9ZPTNyBzUvBr6+n83m0+Rq0eXVrhDs+L6NB8MpGcdbPAoMeiKVqH4OmPosMA6w8nFxQ9RmM4uw802RguHsH04BqiUoHvMKt3NKmHCyEfj+HB8MVcbzoKXWQCQdOt4RVhAZjSs7jZdoLtL/PIZUI+HsPxSeuJO3kT94olcC8T+NT0tNs6neAn0uPRshKbbuxnaYeKbH+rDiUC/Fl1qeCh5jkGI+9+f4JB9cvw45AWDGtUjhk7zheQ+f5aPH3GTOGTd2fxR+MpZEcmUn1G0eXjUjqAFltnUKJTwUPlq7zXC5965VnXdjoflRuMQWugz6aphcJ7hvnTckYfvhu4hPUdZnB81XZ6rhtv1dGtMZ6l/DGmR2NMj0aQKRHkTgXCP3gUyZCx09l/OJ8DBEFE4uyDMTMBY3o0FpMR0dGjQDiJhwsllo4j4t1F3Gn5LvqoePzeGwSAe7fmKMICudt2DHfbj8WpXmVcOzRE4uFC8+XDODB6DZrEdAAqD25dZL64lQ6g8w/TCXuijCoNaEVA4ypsbz2dTWWHIlM50OLzMUXqKMpulR7OuIb68Wvr6dyt8jrZf54GQSBh3poCYeWlSlBi0yKc2xZsUzzffRNBKuFy53eYOW8uKz+YwR8bVxHk5conv50oINu5XgW2TuvH1mn9+HbKm3i5ODKtZzM8XZx4lJCGi6PSdv/LkmVoPu99UqfPJaHXQEwxsbiOHFZAn7RkCVzHjCB53Hsk9h9O1oZv8Fw8r4CM6OaK+6ypL61HmD6BpZo0lg3pyI73Bz47Pe8P4f25H7By4RyOb1iCzKBGG1SzQHrmZJelsUswZVeO5OaQZZxvNA5tRAKhs/oB4D+gFY6l/DnfbCLX+iwkYEAbIpdv43yjcThVCsGco+dqs3FEL/uBsl9MQerhQqlPxiBxU3G96wwSv9kHZghdNJygqX3Qx6Vws8dsJEo5mM08GL8KXWQCgbOHUOLDdwmaOwwEAamHCyWXjSV8xEfcaj4SfWQ8AdOs7Ypru/p4D+rI/b6zudVqDKJSjs/QrmjvFX/D4l/F/Df+/dv413ZKN2/eTNeuXenatStt27alYsWKtGvXjjNnznDmzBkGDhzIkCFDaNu2LVOmTLH5qt+4cSNt27alQ4cOLF1qdaGXnJzMiBEj6Ny5M2+88QZHjx4FID09nWHDhtG5c2fGjx+PTmcdMTOZTCxatIg33niDLl26sHHjxpeOf0D3RoWueTWrSsalB2jC4wGI3LTfJudepywWk5n6O+YhKmQEvPEaiCLqPQeR+vuS8YXVA5EpMZn4QaNxbNOc7O270Bw4WvAhEhHBQYkgkyHIZSCVIQsNQX/zDsaoGACyf/4Nx3YtCwSz6A2kLliOOSUVZf3a6G/eQeLmClIp2T//RsluDQulx7dpFdIuPyQ7PAGAB5sO2OTcq4YS+dNxMFvwaViR7IfxONSoCIAxOQ2HGlZ/5qKTg3WUA3Dr14mMn/aStfdYgeckLvycpCXrcWxYk+S70QgSEX2Whstb/qTC668VipdJb2Df1C9R574wE66G4+TthpjbCS1RvwJyuYScnFfjJeSvIpdLSL4STmZu/t3a/Cel3iicHoCKg1px5/vDhP9ecNdzYNMqJF8JJzs6mSYrRnB2wQ8Et6n1l3RY0pNQ9hiDbtcmpBXrFFYgk6PsPRbdHxsBkJaphjn6PtLS1dAf+w3D8Z1IqzcmYtpaUn4+DIBL0+qor9xHFx4HQNLmPXi80QQAVe3yWExmyv38IRX3r8R/fC9cmtVEfeU+XtVC0cSncfnjX3H09ygcF6DCoFbc/e4wj55IT0pZR4IUHgQ7ywAL3QLgj2Nnye/c7tTDRP4fe+cdHlXxPe733u2bTe8JgYTee5Xeu0gT6aJ0pUuNKB0BCwpSBBGwgqAoIE2kiPTeQmjpvSebbLb//tiwISS0D2D5/vZ9nn0g9545d2buOTNzp5Zyd6J5eduuEq0q+LO0V2GD8kxUCvleIWTG3CUpMhaA25t+p0wJfgBQYVh77nx/mOidReNiNZpIPX+b9IhErBYr4fvP4VuldLHwJoORXdPXoy2w2fjLEWgKbFaUCMhVCgq6sREEgQcHBH/Yvove3TvSoXXhR6ogV2M16cFi67G25GcjKpyLhHNuXoe8y7cwRNreT9o3e3Dv0dJ2UxQR1UoEuQxRLkOQS7HoDTg3r0PypQhqjuhE+I9H0aVmUbpVrRLzpfrQdoT9cJi7u4vmi0flIEw6Pdr4dCRyKfpsLb4NK5WooyS7vWez2RFJIJOirFMFQSJiSiz68eE+sBtZP+4jZ2/RMiXvzBVSV/3ABWsu5a0KSrvKEVTO9G1Wkz1nw3nYQYgbD5zDw1lNn2a2zpGLEfFIRIFhn/xI38XfcKZuNfT3l7U/lVDWGg1kLPoQS5qtt9sQFo7E0wOkhQObikb1MYQ9vZ6TYdepJFVQxsfW4/+o9Eg8g4i6cwtDTgZ9mtXAHHMNpzJVi6RnpyIJ15Y1ybl4h/yCeit+0358etnszKtzIxJ/OARmCy51y6OLTsK1SVXkfh5InJQ41ykPQOahC0iclPgMao8xNYvMg+fIu3KXpE17UVcpQ+T7G4ia/SVR8zbi2rI2eeExIIqYs/NI2rQXj1daYExKJ26h7QQ85xZ1yLt0G32B3aZ+vRePV2x269G7NcnrfsGcpQWrlZhZq0nf/uy7CDh4Pvxnh++HDBnCkCFDsFqtjBs3jr59+3LkSOFxchcuXGDHjh2EhIQwYcIEvv32W+rVq8d3333H9u3bUalUDB8+nKtXr7Ju3ToaN27MsGHDiImJoX///uzYsYNVq1ZRtWpV1q1bx5kzZ9izZw8AW7duBeDnn3/GYDDw5ptvUr16derXr19iXEtC5qIuNoSvDPAkP75wqDI/Ps0uJ0glpP55BUNqNqrS3ni1roUgfQX91TAEQcB5WH9UDeqATEbONz+SsXi5TWfjonHK3bkPddsWBO7ZAhIJ+afOYsnMxJyktMuYk1MQNRoEJ7V9OMickIQ5wdY4kvh6I/H3RXf0BJhMmJNTSkyPOsCTvPjCYURdQrpdLv38HUr3aUbqmZtoyvgid3XC4m1rXCS99xnBOz6n7JFvkLq7ED/lAzBbSJ5vO8vbqWnd4hlqtuDxRm/kFYMJ332a9DsJIAgoXNTINaoiQ/jZsalkxxZWTq1mD+TO7+exGM04+brRes4gcnLyUSplT/YyXxCiKKK9zx5yE9KRu6iRaVTFhjFPvGv7KAlsUXSkwCnAE218GhVfa0VeUgY3fzhMsyVv/E86vOu3xZKTgencHyh7jQGFCvSFOhQ9R2M8dQBLQhQAgqsX1qxUJMFVETSuKHqOQlA6ETh9EDFzvgRAHuCFIb7wXRgSUpG6OCEW2Hz2scvELdqMIJNSYdO7mDK1GOJTCf/6DwDKv9YCUSopMT0nC9IT0LJoenIEAz7unsjbDUNQuVAq4Q7a5TvINZjQKGzvPCpdi5eTkjm7z3MzKQtnpYyJbWzD1Mk5OpYduMzXS18hKqPw/eQVvJ+SpuacC90EgN8DeWvIziP7tq3idA30olaf5khk0mI2mxWbStZ9Ntth9kBuFtjspR+PUqVLI6S1qgMCVqMOq6HoMG7olLEAHD9dOMwsiBKs5vvOaLeYEEQRUaOyD3PKArwxJhQ+15iQiqTg/WRsO4hb16ZUObURQSKi/fMiOQfP4D2mD1a1AlEqIez7w9Qd1wOZk7LEd3Rstu0dBT2QLzkxKRhz8+l/dgWCVCTuzyu4Vyj1xHZ7z2YB3Pp0wBSfjCI4ENFJhSW3MHzSvIIypVmdIjrz/roAQComfJyckZauheH6YXzdNGjzDeTmG4oMeQNkaHVs/uM8308rHAUzm600qlSaCS83xWi2sP+uwJ2EeO5NAnlcWQvgOmEMuj+Pg6nwXUl9fTAnJRc+5wn1RB8+iPd9i2oelZ58Ucn5a+G808v2kWjVa5ErVbSoVYnRHepiNFsYNmUzcaVVuMUV2og+Pg2pixqJRoUiwBN9nO09KAK8MCRmoPD3RBHgiSEhHXWFQCQaFWatDn1CGqpyAWC1YsnTU371ZFTlApC6qBHuNcjNFvxHv4xTlTKk7TqO7k48CCAqFSR/+StunZoAtnLlfrs13Ge3irKBSC/eotzm95H5eqA9fZ34RRv5J7E41jnZ+c/2lN7j008/RSaTMXx40eHmBg0aULZsWQRBoEePHpw8eZIzZ87QunVrnJ2dkUqlbNy4kerVq3Py5En69LHNsQoKCqJWrVpcunSJ06dP06VLF7u+oKAgAE6cOMEff/xBjx496Nu3L4mJiYSHhz913K2Wop3rgihS0ge41WIh5ps/uD5rI1azBYveROSa3ahaNbN/PVu0uSS9OYG0WQtwnzwGWeUKJT7TdcQQLJlZxHboQ1yX1xBdXFDUqUmJDzYX7/wXlErUndohOqlJX1B0Hp/V/GB6hBL1Ws0WLs/9FqxW2h1YSOm+zclLSMdqNCHIZfh/NB2AiE5vEj14Gr5zxyP1e/xZzTn7/uTqj0dRujnRZGLPh8brHjKVgu6rx+EW7Mu+aesRpRK6rXiLQ/O+xWL556ee2zq8Ss6/J9dhewfVR3Ti4meF5zr/Lzrkzbph/OO+fRbvs19p445gNmM690fRBFgBiRRJ+Vrk//AJAKKLmsDpgwpkxIfaXup3B4iZvQ6LTo85O5fEdb+iqlT6mfMEEZwCPDAc+Q797pW2xjUgua+yNlmsHLuTRO/awXz3Rmteq1+Wt7ccx2AyM3PHGd5pVxMnhey5vR+/6sEM/XE2ZzcfeKQOmUpB71XjcS/jx87p6wBoMbEXeek5mNKjMGVEgSAiqlyf5OklXi3ybOHhPuw7oT+mtGzC6g8mrMkwJG4avIa/gszPE7eKgfw586uH630Mgc2rY8438F2dsfzQYDwKV81T6RDui7fH6z1JW2PrSHiwzH0cEh9PnNs1xhRzBUtqVOF1sXjVuf2vK7SqUZZSXoV537tpdWb0bYVKIcNFraCGTEmCuYQRmIeUtR6L3kcaFEjGwgfmTN/zrafUk/fHUYQS3ntJ6bkWnYS/h3OR9ABMeqWpPT3t9d4kSEved9hqscD9dYAo2K/fXzfce6fCvTQJAu4dGxC79HuudLZNZSm/snB6VfquEyRvOYTUTUOpyX1LTrsglNybbbYgSCU4N69NxNilhHebgtRNg/+0QSWmwcHfz3+2pxRg7969HDp0iB9++KHYPYmkcD6g1WpFIpEglUoLhrZsJCUloVKpihmv1WrFbDYjPGDY93SazWamTp1Khw4dAEhPT8fJqegcrsdhyNBiziu6gEYXm4pb3fL2vxX+Hna5gD7NybkeVSgjCLYv54LGU+5PuwAwxcajv3gVRbXKGG/cKvZcVZtmZCxdCSYTVpOJ3N37ce7Xq8hXuMTbC3NWNtb8fPs1l1Gvo27THEmAP1gs6M9dxKrNtcsbMrSYdUXTkxeXhkedwvSo7qVHp0fu4cnlBd9jzMyldO+mVB7fA8PleOQVgxGdVJgzc7Dq9ORfuoHhdhTKWpXRJh7jQTzHDcale2usegOCUk5WWDw3fjlBxS4NcPZzR5epxagrvlDJOcCTnhsmk6fUh0MAAQAASURBVH47nq39FmLSG/GvWx7X0j60nj0Qd3c1olhoK3/XYie1Wo5CYXNLQRBQ+xYurHHyc0efqcVUQnruJ7BlDcoXDCPLNCpy49MQJBIST4ShCfR8Ih33o41PI7BlDRAlmCOuIbh52+aUGgt1yOq2BpkC1bgPESRSkMmRNWyPJSUOa3Y65msnERRqrHk5pP94CP9JtrmXhvgUnOoUfkDJ/TwxZeZg0enx6N0K3fUI3Lu+hFv7hkhc1Mi83JD5Fg7XK1ydMBtNT5Ued7mGE+F3oYmt5zPh3J+4OjujkhcWh94aJSFeztQItD2rdcUA5u2+QE7FFsz9fDgSUSDNyYns7Jtck2Zgwkp/r/roS/CDB/FrVZPggmk5Mo0KfaaWQT0as/e9TcScvUnjEV1KtFmXAE9e+3IKqbfj+fq1BZj0tsZN5U4N2Pv+Zqq06G/rZdLnICqcQJf1yHhYLSZE6X29Y6IUq8WM9b5nG+NTUNepaP9bVvB+rDo9rp2aEDdnLVajCZ+3+yEv7Y/vhP6AFYso4ZUd7wOg9nXHYrYQ2KwaUQcKe2ofJKhlDSr0LJjeUyGQ1Et3sRjNWIw6Yn6/gG+Dik/8nrXxaXjXKYdntTIgFTFEJ9jLlCfFuWsLKjcM4dfV6zG1DwYgOUuLi1qBSlF8FGX/+VtM69OyyLVdp8OoGOhFxUBvAHITE/GoVjgNQeLtjeWBshZA4uuD50cLMUVGkTJ2MuiLNvzMScnIq1d5aj3eJgthlsJDMB5Mj7RcAyTeIQCEaPXI9Flwy7YAVFA4YdDlcjM6wZ4esJIWn4i8eiO7ToW/B8YMLZY8Pfq4VOR+Nh/Sx6Ui93ZDeyWC/ILrxgwtloJ3IvN1J+P3c2jqViTnzA3yIxKQB3pjytTiVDUYt/b1yb18B0NcCpq6FUjbcQyPro2LlBn3MDzEbi06PcakdDL3nrCPBqT/fBi/Ca8Ve59/J5aHfCD+/8h/tqc0LCyMJUuWsHLlSlQqVbH7586dIykpCYvFwo4dO2jRogX169fnyJEj5ObmYjKZmDJlClevXqVx48Zs22brAYqJieH8+fPUrl2bJk2a8Msvtt6ly5cvEx0dDUDjxo3ZunUrRqOR3NxcBgwYwMWLF58q/sl7zxa7lnrkMm71yqMOsc1jKzO0nV3OuXIQFab1JfXoFdzqVSBkbHdyDxxG1awR5swsnLrZGsiihzvymtUwhN0sph/AeOMW6vYFBadEgqpFE/JPnkZevSrSINuCEU3v7uQfPV4kXM7XWxAUcnI2fU/CK4OQV61cRD5+37liz0o6fAWPeuXRhPgCUHZIW7tcuSFtqTbV1judcSUSTTl/dGevYYyKR+Luiu5iGACyIH/k5Uqjv36nxPSkrfiavNOX0Z2/RnS/SfjXLU+1vs2J/us6tQa15c7+4pWgzElJv62h3Np7ll1vf26v3BPO3+aLxhPY3DmUjIw8dDojer3pb119n5dnICMjz/7zqVsel4L8qzy4LVH7Hl6p3yPuyBV2dAxlR8dQdr48B88awaQW7CzwpDoe1OdZIxhz7G0AZI06YLp+poiMbtUMdJ9OQrfiHXQbF4LRgO7z6Yj+IZgjriGt8RKyJp0xXT+DW6dG5F2yfTBlH7mIpm4lFCG2la/egzuSuc82N1BVqTQBUwYQ//EWwnpMxxCbQuzSb9HUrWTPE/+XqpKf8ujG14P4JViJ1CYTlWmrlLZdjqF1g6JzHpuV8yUuM5frCbZTxs5Fp4IAmptHKXXyK/yPb8D1zw3UrVOHNqVq0EMfTIUhbYnbX9wPHiTx8GX2tp/F3vazuLxsGx41gtk5bR1XfzlOvYFtCS9Bh9xJyZAt73Jj71l+GrfSbrMAiVcjqdq1sFEgyp2wGh9vs1ZDHoJMAaKtMS4qnYsN++f8eQF17UrIg23vx3NgZ7IPnAJAd/UObl1tjeukFT+gu3KLlLXbudFqFMY8PQdGf8a2TqGY8g1E/3HxkQ1SgJgjV9jWKZRtnUKJ2HcWz+plcAnxRZBKqDSwDRk3nnwhStyRK/jULU9wlwbknbyMe/8u5Bw8+cThNa0b4vvuaEK+P8S1xDiikm12sO2YrTf0QbLz8olOzaRW2aIruG8npLFq90nMFgv5BhNfHTlE1Vq17GWnU6/utqH5+xDUKrxXf4zu0J+kv7ugWIMUIP/UWeTVqzy1nvpSBdfNhoemx3TnDPqTW0n5YzP9+7+Ge0AwgtrWUyopVZ0bF88WSc8fijSsf1zHpV4FlAX1lv+QDqTts5UPafvO4Ne/NUhEss/dRBXiR86lOxgS0jHr9OSG2XqfXVvWBouV5O9/R+rpgnPjqiiCfPAd0oG8G9Hk3YjGo1NDSk3uR+aRSzjXrYjXq63JOnYF3yEdyNpfdE5yztGLONWphKLAbr0GdbLLZP52HPduTREUctuzOza2l0cO/nn+sz2ly5Ytw2QyMWHCBMxm25ffzZuFDTEfHx+mTZtGUlISTZs2pW/fvkgkEgYNGsRrr72GxWKhffv2vPTSS5QrV4733nuPn36ybQeyYMECfHx8GD9+PDNmzKBr166ULVvWPnz/2muvERUVRc+ePTGZTPTq1YtGjRoVj+QjCJvzNQCutcpS4+ORHGs7A0NqNpcnrKHul5MQZVLyopK49PbnANz6aBvVFg+j0fbZWE1m1KW9EQf2wRSbQNKoKXhMH4/bhNGY4xPIXv81huslTyfI+Hg17tPG4b/tK6xmC/oz58lauwn9hSt4fvA+gkyKKTaB9DkfIKtSEY93p5A0cBSaV19B4ueLqnUzVK2bYcnX4fv9OsyJKZiiY7k00rYVjHutEOp9OILf289Cn5bN2YlrabxuAqJcSm5kMqfH2+Zw3fjsVxqsHEP7Qx+AIHBr7W+UeXsAXpOGoA+7g8THg5B965H6epEwZQnGmISH5mXKknX4zhlH0MYPyM834Fk+ECdvVzKjktkzcQ0AvjVD6LhkOJs7h1Ln9fa4BHpRoWN9KnQsnHO7tf9i8jO1T/UeXyRWq5WjU76gzdrxSGRSsqOSOVKQHq+aITRbNpwdHUMfqSM/LZvEEzfwa1SJ3oeWPJOOUo2rop70KZb0RPK3rkAMLIei1xh0K94pOf652ei3f46840AEF3dkASFYczKQaRORF/R2mtKyiJyygnJrpyHIpOijEomY+CkACR//QOkFI6n2+6cIMgkZu46TvO5X9HfiaP3FeESZFLPBROZN22IPz5ohNP1wOL92eHR64recYGTPV5i2/xhGk4kgH0/mtSrDtYQM5u6+wNbhbfDSKPmkT2MW7buEzmBCLpXwce9GKKT37ciQn8v+rz5j/KoFuElVaCOTOTnBZt8eNUNo+NEI9raf9ci4VJ/0CkZtPj0/ewtBEDAZjFzfbWv0+dcIoduSEazrMosGQzvgGuhFpY71qXSfzX4zYBH7531Dp3lDC7eEMuqw6DIf+VzbC7JgzklB6uILCFgtRsw5KahqlKfUknHc6jIBc1oWsVM/pczqmQgyKYaoRGImf2zLx/nrCZw3iooHV4PZgvavS6Ss/Qmr0cThKV/QvsBuJTIJl9fvBcC7Zggtlw5nW6dHv6M/Z23EycuVXr9/AEBeUga7B9sWpj6J3eanZXN0yhe0XD4aqdVM/uWbxE/7EGX1CvgtHE9kj5JX8t/De/pwEAQqL5nKwrOtmPbD1xjzdQS6yFgwuCPXopOY+93vbJ1hW2UenZKJt4sTMknRHTtGdW7EBz8epu/ibzGazTTLNpM7fykei+cgSKWY4uJJn/sBssoVcQ99h+TBI9H0LShrWzWzTdEqIPWtd7BkZwNgycgkY/6yp9bjA0x/YzRTv/wNo9lMKS/Xh6ZHYtJjvPYH8lodQZBg1WURdOs0rk5KZv10jvFTZ1LOtJV6iSLhE1dRdf0URJkUXVQS4eNW2mxk436UZfyo98eHiDIpiVsOE/RWD8pM7I3udhyCTErt46uQ+bpz7ZVQTKlZ3Bn3KcGLR1Lr6GdYjWZyw6O5OXIZxuQMQpaMpuqPczHnG1BVKIXc2438yERiJn+CqmZ5/KcMQHcjElNaFtHvfEbImum2ciU6kaiJy235uHkPUjcNlX77GEEU0V29Q/T8DY+0hxfNPz9Z7N+DYH3YMsL/MKdOnWLlypV8/fXX/3RUHspvvs8+XFA9qPiegk/L8zpI4lSs3zPrqOFafG/Fp2Vnnucz6wAYem71c9HzrPxaZ8w/HQU7/QY/+xniADe+Nj9e6DFcsWqeWcdri559v2GAHTOffSuZ289hTd2Mc/OfXQkQVn/C44Uew3Hzk8xpfTSy51QzNVU/e7lSZmW35xATSJu97fFCfwOe8/s8Fz1nhjz7qnW5+OzlgUL67DoA6kT/8nihF8DmwBc3p3VI3DcvTPeL4D87fO/AgQMHDhw4cODg/w7/2eH7R9GoUaOnHk534MCBAwcOHDj4u/kvbnL/onD0lDpw4MCBAwcOHDj4x/k/2VPqwIEDBw4cOHDwX+D/3MKeZ8DRKP2HuKx89qwPzlA+XugxmC3Pp7O8abn4Z9Zx4ZbvM+soL/zfGghJlPx7iqs9G5/d3gDqeqY+XugxJOU8+0KnU9NK3mbsaXFF8nihx6CRPnt58DwWKAFUOfvpM+vYXe+9Z9ZheU5V9a3sZ190JYzf+RxiAmrnf8d+lNHPKT0CT7c/d0lolCVvvv80WK3/jnx18Ow4GqUOHDhw4MCBAwf/EI5jRgtxzCl14MCBAwcOHDhw8I/j6Cl14MCBAwcOHDj4h/i/Nens2fjPNkqf1wb5bdq0YfPmzZQq9Xw20n5S3ti7CIlcRsqNaH6bth6DtvjG5NV6NqXRyC5YrWDM1/P7+1+TeMV2XGSdwe0Iea0ZolKBMSUDqYeL7eSKG5HEz1xuP9f3QUp/vQBF+TJYtHnob0QSM/2zYrLOrevjO20IolxG/o1IYu/JiCIBc0fh1Mh2ZnjO4XPknriM77QhyDQyBKkMi1aLIJOh3fwNun0HAFB1aIfTgNfAasWan0/28hUYw2+iaN4Mt5lTEZRKrEYjNX87x9V31mHJNxaJj3e7OlQKfQ1RLiPnejRXJq3FVBDndte/wJSjQ+HnDoJA1rUojr+62H6/dP+WBHRuwMkhH+LbrjZVZ72GKJeSHRbDhUlf2OREgVqLh+HZpDIASQcv2p8tlYpoNEr7IQN5eQb0etPTvOpnonyb2rSa1g+pXEryjRh2TVtXoq1U79mUxiO7QoGt7H9/MwlXIui1egJ+1YLR+LohCAKCKBDx5xW2DPvwqXR4lPFFUTDFz6m0N9m34pCoFEjkUjLDYjg7eZ09z0uiwaejsJjMeNQuh1olYLgZQfJ7n2DNzStR3mfhO+hvRZK1sXCz8eA/t2JKSkV0UjPF2xN9Vi6xZ28+0n+aT+6Nk48bAHFnb/LTqE8xaHXUGdyOeq+2QFTK0V6+S/LOk4RM74col6G9HkX4pNWYC2y+/NwheLSujSCVELPqV/Lj0ygbOgCJRoXUSYkuKQOr2UL4gu9JPXyZsuNeJuCVl5BqVCj83BGkErBa+b3yiCJ2m59g29RdqlHRTCbFarGgcFGTE5+G1WJFlIh4VQ5i58jl3N57lso9m1J/lK08MOn03Nx1imr9WiJVyBBlUhT5OrBC3sVw4mavwao34Ny6Pn4Fvqx7wJcD593ny4fOkbDogVNtRClSt0DM2QlYTbZ5f1arldAFH1GhXDDDBjx8A/ZybWrTatqrSOQykp+gjLtncwfuK+M6zX+dmq+2RBAFclOy+LJbKLr04ieuPWi313eepFa/VrgFedtOrYtLBYsVdWkf0k6EcWaozfZ92tWhir08iOZSQXlQb/1EnIIL57c7lfVDsJgxp2SgD48gMXQ5mo7NcG7/EnFj5hSJi98HU9DfjCRjw3ZbFmrU+C2chLJ6BSRe7ljz8tCfu0T6gg8favse70/HeOcuOd/8aNPh4oz7jAnIa1VHdHGx6Th/+X/SIatYHkQR5EqseTp7eiwP0VPqq0UoypXBkpuHPjyC5MVr8Zk1GnlIKRBF5D8cJfdGNCGzBiLIpeSGRXNr0iq775SdMwT31nUQpCKxq3eij08lZNZApK5OSJyU6BPTsWZkkjh/Hfk3IvAa3Qf31zoi8/GwnexitWI1mgmr9SoSVw0B88eirFoWRBFRpcCSqyP/RiQpa3/C/93hiE5KsFpJXLoJQSJ54noscdEGFOWDSsyDvwNHo7QQx/D9P8TPoz9lXZupZEYn02pGv2L3Pcr603pWf7YMXcZXXUI5vuIXeq61LWSo2Kk+9V5vT9SQUCIHTEddtzLao+e4034UhphEfKYOK6ZPXi6IMj8swalJbbJ+OmiX9Zv2ehE5iYcLpZZOIHrMYm62HYMhulDGrWdrFGUDudVpHLe6jMepSS2CPn2H6DGLMUVGYU5Lw3DlKmkTp+AycRyitxeSoCCcx44mfco0UoeNQLvpG9wXzUN0c8XtvVD0Fy+T2LYTeb/sxL1eBcqNf6VovD2dqfnpaM6/8QlHm04mLyqZSu/2B8CpnD/GbB0SjZI/W01jX+nBpB6/TtV3X0Pm5kStJW9QY/4QEGx66i4fxek3l3Ow2TvkRiVR9V3bqVql+zZHU86fP1pN51CbmXg1qYJcbvtec3FRkZurJyMjj6wsHRqNAonk75kAJAgC3ZaNZPvo5axpM5WM6GTaPMRW2s7qzw9Dl7K+yyyOrdhB77UTAdgbugG5k4J1HWewuc88TPkG8jKKV+yP0vHTmE9Z32UWB9rP4uw7tsaFJsSPE8OXs7f5VHKjkqkRWjxeAM4VAmj54yxKdWtIUI8mnBi+nJjuwzHGJuI56Y1i8rKyQQR8uQSn9s2LXg8uhTkrh/gRMxHVKjZ0nMnKhuMe7T+hA5BrbLI/j/4U/1plaTWjn91/LvWdz5kWk5G4qKm6ajzX3viQ000nkB+VRNl3bcctBgxph6qsP2daTuZcxxmUGtOdKp+P49obH6KPSSH74m0yToVzZeJa6qybiCARubviV06/uhCJRsmJbu+hi0omac/ZonabmcuxtjPsctv7L2JD00lc+e4P4s/c5NvOoUQdvcKNHce5vfcs7mX9aRHan5+HLOPbzqFc2LifFrMHsmvUp9zcdQpjXj7ak1e52WkcolKOz9i+SDxcCFo2gagxiwlvO8bm79NfB8C9l82Xb3Ycx83O43FqVB3XLk3vtz4kzj5Fjny7ExnNm+NncuDwsRLfdWFQka7LRvDT6E/5oqCMa/2Qd9SmoIzbUFDG9Soo46r3aU6dAW3Y3GceSyoOw6Q38OqXxY+zfdBuz2zcR7vZg9g+ejkfVhvO+e/+IOP0TS69sw5jdi5XZtoa3nJPZ2ovH8XZNz/hULMp5EUlU6Xg/Zwbvpyj7WZytN1Mrs//FolCTtyo94noPAJjchqlf/gY39BRcF8xIC8bRKmNi3Hu0KxI/LwmDMGUkY2gVBD16gSsunysBgNubw8vlhZpcGm8V32Iqm1R23ebNBaLyYIglZI0eDSGsJsgCE+vIy+f5JGTEJ2cMETFkbxkHYaYRLymlFBflA2i1DdLUTeuTdYvvxPReQSGmEQCv5iPMTGVyJfHENV3PP7DOlJp5Xiuv7mMc81svhNc4Dv+Q9qjKhfAuVaTuNhpBoGju1Np5XjCx69EdFKScfgSWSevEz97FUErpyPIpWRs3Y9EreJ2l3HcaDgYS76B3DNXAfB7dwSWvHzuvjYDibMafWQ8iYu+xBCTSJm1oWT8eIDbXScQO+0zSq+cTqllT1iPNayOS5em6G8/+8lsDp6d/3yj9PTp0/Tv35+ePXvStm1bfv/9dwBmzJjBggUL6N+/P23atGH7dtuXa2ZmJiNGjKB79+5MnDgRvV4PwE8//cSMGTPsegcPHsypU6dITExk0KBB9OrViz59+nDx4kUALl++bH/uG2+8QUzM0xl0RmQSABe+OUjVHi8Vu282GNkzfT25yZkAJF6OQOPthiiTUL1XM06v24MlS4tT0zrknblG+le249Eyvt2Na49WxfR5DOpK/o1ITIlpmDOy7bJuPVoWkXNuXoe8y7cwRNrOmk/7Zo9dRpCIiGolglyGKJchddegj4jHnJGDokF9MhcuQdW+LZaUVFJHjsWSnQNGA1lLPsSSZusVMt4IR/TwQN64EaaICHJWrwWrlbyfdqAM8ERVyqtIfLxa1STrwh3yIhIBiN50gIDetoLfvUFFJEoZgkRC3Q2TKD+5F5GbDxLUqymBLzcmPymDa3O/BcCnZU0yLt4lt0BP5KbfCeplq4QFUUSiViBRyBDlUkSZlHubdOTlGTAabUfYWSxWLBYrovj3uI1cLiHh8l27rZz/5neq9WhaTM5sMLJ7+nq0BbaScJ+thLSoQcLlu2TFpdL949EcXPQ9FdvXeyod9xBkEhp+Npq4XadJP38bbYQtXnc2/U6ZXsXjBVD+9fbc/e4wGZcj0cWl2cNkb9mFpmubYvKur71M9va9aPcfLXJdWbsqWCwEbv4IFHKqvtwEQRQe6T/XfjpG/MU7ZEQmkXg5AqlCTrVXXrL7jylTC1Yr6b+fJ/vcLXQFthG/aT++vW2VuleXRiT+cAir2YIpK5fc61GYsvNsshKRnMt3CejdDIlGiUVfuIr4nt2WGdaB5D8ucmPet0Xs1mq20PiXOby0fzHGrFyyopMBuPz1QSq/8hKBDStRoUtDDs76yp6eA9MKywOlixOCANlxqcSeusGh9zbj3qMlWCzort1FVsq7RF92v+fvYlFfFuTSIvGXaDyx5OeApfD4xh+276J39450aF20wfMgglxNwuWIJyrjfruvjLvf5uoPbU/qrThbr6nVyo63P8e7YvHRrAft9l6+ZMXZdng4/83vBPZqSp3PxnBt9mby423lkHfLmmQWKQ8OEPiADQsyCbWXjybraiS6c9dsz0vLRFban+Sl64vIug3sRta2feTs+7PI9eSFa9Cdv0b+lZtYdXoEuYzc3ftRd2pbLC2avj3I/eU3dAeL2r68SgXM8QkYrodjiowm/69TgPWpdeT9dgBlw7oYrt9Au/dPnDs2I/OHXbh0b11Mj9vAbhjCIzElpdrri8wfdiEL8CFl6ToApN4eSDVq8sKiyC/Ix4RN+/DpZbMPz84NSfrhEBT4Tl5YFObsPASJiDknj4iF3+DTqzmGu7GYtXmo61RB07wuuiu3METG4zfrDbIPnMSpQTUAVNXLk/nzITRNa6O7fIvs347h0qkp6d/8htTLDYmrbUcOUaPCCuRdvv1E9Zggl2LVP/sOAM+CVXhxv/8a/9nh+3t88803LFiwgHLlynHixAkWLVpEu3btAEhMTOS7777j5s2bDBkyhN69e/PZZ59RtWpV1q1bx5kzZ9izZ88j9W/bto1WrVoxfPhwjh49yrlz56hatSrvvvsua9asISAggD///JPZs2ezcePGp45/dkI6Shc1co2qyPBWVmwqWbGFW+e0mT2QW7+fx2I041HWH6dLdyn91TwUlUMwZ+Zgzrb1fhkTU5E4OyFqVEWG5RPnrsFzVF8sunz7NWNiKhKXorIyf2+MCaklymRsO4hrl6ZUObkRJCLGuBR0V24jD/bHnJaGqk1LRI0Gzw1fkPvt95hjYjEnJmFOTLLrcxk3lvxjx5F4eWK8eQtzTKzthiAiUcpJ/v1CkfxRBniSH59m/zs/Pg2ZixqpRoUglaCLTUF7M46wOd9Q/9vp6PP0yFzUxP50HJNWR+l+LQBQBXigiyvUo4tPt+uJ2nKEgO6N6HjhcwSpSMrhK7bhIyD/vqkESqUMQRDsjdQXjSiKZMcXntv9pLbSbvZAbhbYiou/J9nx6dTu1wptUgYXtxymy+I3n0rHPUL6t0KXmEF+ShYSpdx+XZdQmJcPDuFfCN0EQKVRXTBkFw4RmpJSkDg7ITipiwxBpi76HADVS3WLZoZEgu7EBUwZmcgC/QhpWRO9Vse5TQcemie6DC05BbbTZvZAbh08T+XODfEsH0DCpbvU+D4UuZ875rx8csNj7WH18WlIXdRINCqUAZ7o77M/AKy2D5ZbM9dTe9v7yFzUNPrxXS6M+hSr2TYQpwzwxJSbj2+n+hxuNAFzgV3es9vUP68QvuB7QsZ2p/TQdtQe1oELX+4jJyEdhYuaFu8O4K9lP9rTlB2bSvZ976fGgNZkx6ZiMZqJ/vMqgkRE4uKEokIQXm+8TOzMz1FWKlPUlxOK+rJb16ZUObURQSKi/fMiOQfPACAonAEBqz4H1G728KFTxgJw/PR5HoUgSsi+L8+e1G7b3lfGuQR4khmbwmubpqHxdSfm7E0UGtVjddQZ0IbMgny592yZi5qsKxEk7jlrl1MFeBYpD/Lji9tw6QGtMecbybx41y6Xvv5HvCe9XqQHGSB5/moAnJo+YLeAzNcTeXAgwTvXoDt8DP2Fy4gaTTHbz1y2AgBl4/pFwuuv3kDZpAHGG7cQVEpUrZtjNZmeWoe6S3tMsfGY09LRdGgKJjOme/WFk7rIEH7y/NV4jOiLRae3X7PLKpX4vv8Wmo7NyLsdT96twu0Abb7jhESjQhHgZZs6UYDVapv+obsTj0StQFU+EKmLE+pG1VFWKI3Uxx2ZvxfGhFQU5YNwad+Ym+1G4dG3PaJGhe5SOG49W6OPTsSYkoFLx5ewmswYE1MRpBK8x/TF640eSDxdydp9DEteyXXdg/XY/bbv4J/nP99TumzZMm7dusXnn3/OV199RW5urv1e06ZNEQSBihUrkpmZCdh6Vrt06QJAgwYNCAp69DySJk2asGHDBqZMmUJmZiaDBg0iMjKSmJgYxowZQ48ePfjwww+fuqf0Qe5VZg8iUyl4ZdU43Mv4sme67etclEoIbl6d2HGLyfh2N4Jchs+UIY/VJ4glfzYVkRUFe6X7oIzPhP6Y0rMJazCYGy8NQ1DJUVYORpBKkQYE2Au1zAWLcRn3FtJKFQufrVTiNv99JKUCyVqyDATR/hxppYp4rvwEgJQHGqWCKJYUHawWCzHf/EHygQtYjGZM2XlErtmNf6f69vsP6ikx7RYLld/pjSEtmz01RrOvztvI3J1QqWRF5FQqOWq1nKysh8+bfN7YplSV/C5KQqZS0GvVeDzK+LF7uq03QxAFrFYrDd/szLEVO/4nHfeoOLIzYct32OzoKeJliwiUuEW05cka+Dnb95C6eBWYLVgNRs6s30PFjoUV78PsXZCIdv/ZWzB0K0hs/nNtxMec6zADUaXApU754umxWKAg/+wU/C0qZFRdO4kbk1YBcLrfQqovG4EywLPg2SLOVUoTtWE/phxdEZ0x3/zB9VkbMefpsRpN5FyLonzHoo0IpYeGGzuOF4uTVKWg6+pxKN2diTlxvdj9kE1zSd20m5w/ztjn5BVLl9mC74T+mNKyCas/mLAmw5C4afAa/gqqauUQlS6Ytc+yl+zT2cf9ZdxvBWWcIIo4+3nw01sr2ND9XVSu6sfq6LVqPCo3Z6JKyJfbK38tekEUKMke7y83yo7sQtrx6yXKYXmKWYCiSN6Ji9xu0g/RxRmXNwbZrj/KX+4jc7mtwatq2wKvD+eRf/ocmExPr8Nqxfm1nigbNyDv+AWsxsK58daS/FAUS36PFjMJ05Zxu0k/JCo5mpohJchYCuqSwmv3yg2zVsf115cSNK4nAK7dWqA9cRmr0WQvrzyH9SD9691Ycmx1itVsIWHhl7Z7Q7vj3Lwu2r8u2sLIbWV1XOjn3HhpGHf7zcSlYxNElaJ4vEqox+7Z/j+J5QX+/mv853tKBwwYYD/rvkmTJrzzTuG8I4XCZpTCfV+1glC0kpFIJCVeNxptPWT16tVj9+7dHD58mN9++42ff/6Z6dOnU6pUKX75xTZkbjabSU393wpxZz93dJlajPd9kd7DJcCTPl9OJvV2PN+/thCT3hYnbVIGN/eeIVCrwxiThDkjG3WdKoDtq9ycmYO1BH3G+BREZaGjynw9MT0ga4xPQV27sDEp8yuUce3YhPg5a7EaTViNJrTHLuHSvhHGJFtvnv70WSzZ2ZjvRmC4cgV5lcqYwm8i+vrgsWSRrZCzWPBcsRzBSY3pTgTKtq1xnTKRnA2bUA0dhjmvaLx1sam41S1sMCj8PTDrDDTZOReZmwZEgezLtoURCAKIIoYMbTE9eXGpuNctZ/9b6e9hlwvo0oDLoZuwGs2YjDpitv5JtfqV0Ols+e3srEQqFcnMzMNiebGb2avVchQKaUFyBJx93e33nP08Hmkrr345hdTb8UQev8bgH94FQO6sIjsuFVEqIfpkGC6BXk+k45vXFtjtDaDz4jdRB3lRe95gpM4qssIKP8JU9/KyBJ33MOXpkbsVbrQt9fHCnFWynT6I+1tDcO7RDqvegCCVYrgVCcIdLCZzMf9pPrk35dvZequUbk4oXdTcOXSJ719biNrLBV2mFm1iOjf3nkFW0COWceQy/gMKpxLI/T0wZmix5OnRx6USNLo76nIBAChKeWHK1OJUOQiJSoH2WhSGDC3px8PQhsfiVrc8ifFp6OLTcArxJXbLEVu4++yt7ldT0FQMxJJvQOqswpCuRZdri4vGzx2T3kjYtmPFGgTOAZ702DCZ9NvxnPh4O+U7Fk7DqDmoLVaLlcQPNpH5q+2ZxvgU1HUe4sudmhB3ny9nbP8D185NkQV4IYgCUjdbehGlSDQ+mPPSsRpKXgwDIKrdEeW2hiOCiKaI3T6+jEu7HU/U8WsM/CHU9g7UCrTJGfZe0btHr1ClS6MSdbR/fzB1BrTBpDeiz85F7e5sv1e2RQ2sZgsphy4XCaOLS8P9vnLl/vIAwKV6MIJUJO14GAHdG3HvqVJfL1v5el+D7lGom9XFrM1D6eOBNS+fvP2HcOrcFnNWNtb8/McrAEQnJ3J/+Q3VSw1Jfec9nF8fgDkt46l1ZK34Av35S6jbtgBBwBAVX5ieEvLVFJ9cpGEn9fXCnJuH6OyEWafHmpdP5l9X8ezYwC6j8PfAmJFj9x25X6Ed2O1ZEDDn5nNz/ArqHFhGwuxVVDi4FkNkAoJCjqp2ZdT1qnDn5YlF6ihpgAtJH3xF7skruHZphiCAISoepyY1sVosZO+1fcTpLoZjjE9BUa5wusej6rF7tp+6fscT5aWDF8t/uqc0MzOTyMhIJkyYQIsWLTh48CBm86N7Xpo0aWJvTF6+fJno6GgA3N3duXPnDlarlZiYGMLDwwFYunQpv/76Kz179uS9997j+vXrlC1blqysLM6etQ0Hbd++vUhj+ElwL1jdWWdgW27tLz4cJndSMmBLKOF7z/LruM+LNBDC95ymctfGCAo52mPnUVYJQR8RZ9M7oAs5v58s8ZnaY+eReLggcXexy2YfOFVEJufPC6jqVEIe7A+Ax4DOdhndtTu4di2YyC+VIPPztM3NkYoYw2/iMuEt8v/8C9HdHXn1ahhvhCOoVHiu+IT8I0dJHfIGqa8PJ3XYCNJGvoW8di1cJk8gfdJUJJ4eJO89y4OkHrmMW73yqEP8ACgztB0JO45zrO0M4n8+Tk5YNG71KqCpXIoyb3TEpNWRsO9cMT3JR67gXq8CTgV6Qoa0tctlXokk8OXGAAhSCX4d6mIy2ezIxUWJIAhkZLz4BinY5rBmZOTZfwF1ytttpe7AttzcXzxtciclg7a8S/jes+wYt5LDy7ayvsss1neZxcZX3sevRggJl+8+lY777Q0g9VYcUT8e40D7WfzR9X0865VHE2KLV9khbYkrIc/vR5eYgbqUlz2MS7+u5P5x4onyJOPzzWj3HMF4N4a4wZNQ1KpMo5FdCdt5spj//Pnxdr7qEsq3feeD1Yogivz50TZMeqNd9p7/iAVTEOTerogKGaoC2wgY2oHUvbbhvNS9ZxBVcs51mM7Fnu9jSMtG6qbBarEidVETMv01kveeRV3GF02lQLKvRAK2aSaCRLStvMdmt/fsO/dOAtpbcRxrP5OTPefhUq0MMcdtvXs1B7XFmKcn+q9rRfJA5qSk79ZQbu89y29vf07EHxfxq1Met2BfyrarQ/OZ/cj547S9QQo2X1bXLvRlz4H3+fLVO7jd58su7RqSd+EGCfPWY8qIxZQZhykzDiwmzNrkRzZIASx5GfYwpsw4Au+z28eVcTf3nuWXcZ9zZNmPbOgSyoYuoRz77Gc8ywXY55E2eKMT6ZGJJeqo0K4uJ1bt5OOaI/mqx/tFfKbh8C7kRiYVC5dy5HKR8qDMkHYk7issfzybVCH12DW7nKyMrZHu9loXtE9otwDOnVqgqlERVa3KyMuVRt2uJVYE8o8W7wV/GJre3ZFXrYS8elVk1augeaUzglTy1DpcRr1O/smzyGtWw/W1LuTsOvzI9OT+dR6Ju6u9vnB7rQumlAy83rItZBJkMpRl/BDVSpQF+eg/pANp+2y+k77vDL7924BEROKiRl25NFI3DcpgX6p9O4vS7/Qjbd8ZXLo2x6o3kH8jAu2xC6jrVcGSq8MYl4zHwML6zGNAZ3wmDbLJ1K2C+4AuZP16BE2TWlhNZtR1bbunyEv7IXV3QR7k90T1mEu7huRdvPHEefkicPSUFiJYSxof/A9wb0uoqlWrcvDgQaRSKY0bN2bPnj0cOnSIefPm0bBhQ3r16gVApUqVCA8PR6vVMmPGDCIiIihbtizh4eFs2LABHx8fpkyZws2bNwkJCcFkMjFixAhKly7NlClTyM3NRSKRMH78eFq1asWFCxdYuHAher0ejUbDkiVLKF269BPHP/l6FKJcSmZUMrsmrSE/Kxe/GiF0XjKcr7qE0nhsd1q805eUG0WnBXw/YDH67FxeGvcKDbs3AImIKSUDiZszgkSCITqBuHc+Ql7aj4BFE7jbfVyR8KU3L0BRvjSWnDwM0QnETP4EeWk/Aj8Yx+2utpWvzq3q4TttKIJMiiEqkdgpH2PO0iJxcyZg7iiU1cqB2YL2+CW0f13Ed/IgZM5yBLUKS45tSyhBKiG5Vz+cBg3AecQbmO5GFIlH2oQpeG9ch+jhCRYzVqMRbXQaGSfCiP3hCDU+HsmxtraFZ95ta1MptD+iTEpeVBKX3v4cY2YuokpOtcXD8GxeA4W3K+bcfNLP3eLcuNUYM3NxqxVCwy8nkR0WzcnBH+LbtjZVZ/VDlEnJjUqyy8ncNdRa9Dqu1YOxWiyk/HkVlx5NkUpF3N2dMJks3D8OpdXq/7Z5pQenrqb1tH5I5FIyopL5ddJq8rNy8a8RQtclI1jfZRYvjX2ZliXYyrcDFqHL1PLqhnfwrxFCfnbu/6yj4/zXUSZkErZ8BwB+bWpRY1Y/RLkUbWQyp8fb8tK9Vgj1PxzBgfaziuhpsPzellBlUasEjDEJJM9chizID++5k4jtM7aIvPeCKRhuR9m3hBKUCrxC30JZszKCxgmDRIYuU/tY/8mKTUHj644gCJgNRjZ0eZfs2BQ6LHidmr2bo49NJefKXVJ2nSR4ch8EmZT8qCTC3l6JKVOLIBEpN2cI7i1qIsilJGw+QO7NWMqGDrBta+OsJj8xA4vBSPz2YwT2ac6xtjPw696IchN6IojCQ+3WrW4FRJmErCuRyCoEIMqkZEUnE9SkChtbTcPJx5V2S4bzbedQGrzVnZfe6Uvqfe9HrlFiyjfiHuIHWDHcjUOQS5EHeJO+9Xfi31uDc6t6+E0v9OWYyYW+HDjvPl/+6xIJizZgNZqKHDMqdQ/CnJNk3xIKIHTBR5QvW+aRW0L9/M52Wk571bZlWFQyO+97R12WDGdDl1CaPKKMy8/OpevHo6nSpSEIoEvPYWOvuWTHpT7Wbm35YkCQiEiVcpK3/UX4B1twrVWWWh+N4Gi7mQD4tK1N5Vmv2d/PhXGrMGbapn9VXzwMfVImt5b/jE/b2tSa3RdBJsUYk0DC9A9xH9wD99d7crt+0TzwWzwZ/a2owi2hnJ3wnTMOVe3Kti2hdDoMV8NIf/8DJIH+eLw7haSBo4ro8Hh/GsY7EfbtnAS1Co+5M5FXKofEwwNzdjbGG7dJn/P0OmRBAQhqNVargEWXb0+PLMgfv/kTiOr5dhE9pTYsQl6+NJacXIwxCSTNX43v3HGo69fAGB1P0q6zZJ+7SfCsAYgyKbqoJG6OW2FbRCgRKfv+ENxa1kKUSUn4+gB5N2MILtgSSurihD4pAyFPi6hWcbujrQzweWcInkO7Y0xItdVnBfWP6KSi1EeTkZcJQNQoAQGLTo8hOoH07/bhN20o8tJ+6O/EkPzpD1iNxieuxxILbL9GxPM5fvVpWRk06IXpfjvmmxem+0Xwn22U/tf5oMyzG+HL0oxn1mG2PJ/Ocq/A4tsMPS0Xbvk+XugxGITnk56mV9Y+Fz3Pyhf1R//TUbBT8TktUK3r+SzzFW38mOP9zDoa5z9+6sCTkIfk8UKPIVzx7DOp2opZz6wDKNIo/V/5sN57z6zDUtJczv+Bmvpn7y+q6Jb57BEB1M7/7Crve+TlyB8v9AQkZzo9XugxuKufbArCo7A+p2Xm/1SjdMULbJSO+481Sv/zc0odOHDgwIEDBw7+q1j+g1s3vSj+03NKHThw4MCBAwcOHPzfwNFT6sCBAwcOHDhw8A/xX1yQ9KJwzCn9hzAm33pmHTtqzXlmHQbh+YwbRMseL/M4WhqefQ9QH/dnn9sK4Hpk2+OF/gbchJR/Ogp2olqMeS56dmuffT7o2PPznlnHtpqzn1kHQKDl2ecJNvjq0ackPQmbRp5+Zh0AGc9h/Oydc8/+fp4X0a2e3W7HZD2fcvJWXsJz0fOslFP7PRc9swyuz6xDLXmy7bUehUR4Ps2YBnE/Pxc9T8snpV/cnNJJ0Y45pQ4cOHDgwIEDBw6eAEdPaSGOOaUOHDhw4MCBAwcO/nEcPaUOHDhw4MCBAwf/EP/mOZTx8fFMnTqVtLQ0QkJC+PDDD3FyKroVWHJyMjNnziQ1NRVRFJk2bRpNmjTBaDTSqFGjIse5//TTT/aTNEviX90ovbdB/tdff/1PR8XO4MGDefvtt2nUqNH/FP7w4cN89NFHGHS5VCwXzLwZE9A4qYvIfLttJ9//tAuFQk7ZMkG8O3kMri7OZGXnMO+jVYTfuotKqaRrxzr0nTbKtkF1WAxnJ6/DpH34vMwGn44iKyyGm2t+s18r3b0RTT4dRX5qNmkX7nByyvpH6miyfBSZN2IIK9Ahc1bR6ut38KgVAoJA+p0Evu4z33484P1U69mURiO7gBWM+XoOvP81iVdsm+p3mP86tfs2R5CIGJMzudRxKqb0nCLh3dvWpfSsQYhyKblhUdyZvAqzVoeolBOyaDiuzWog93HDajCiO3mBpFkfYc0t+SQan0XvYLgVSeZXxeeO+n06G4lGgVb7fPaxfJFYrVZCF3xEhXLBj9zM/Fl1CDIVQT+vRpDLMNyMIOndT/6nvA389mNGlilNfoaW1BvR/D51fYm2UqlnU+qNKrAVnZ4jc74m+XIEEoWM1gteR+pmO+nHatIXnNNetFh/kjQFtK1NrZn9EBVSMq/HcGpKof+UdK/+giFk3ojhRoHtS5Qymn81Gd9GlUEUMCRmcKHLLIypWSCKlJ0zBI/WtRGkEmJX/0rC5gMAKEP8qPTxGKSeLphz8/lh5GyWLvkBg8lMhQBP5gxoh0ezPphirmJJvM3O0zf45ugVUGoQRAk5OTkkJSezb85QPJ0Ly47EDj4Mm/oWrjI1aWHRHJ66HuMjfLn1x6NID4/h0lpbegRRoNNXkwlsWh0EyIpNZWP3957al+sObofULRAQCt5P8XnRf4fdCjIVEicPgnaux3AzguT3HmGzC99BfyvSfljD/fgun808pPgE+iKTy4gIi+DjqZ+Qpy2ua+TsEbTo2pycTFvZFXM3lkVjFwMwbuFbtO/bHlEikpKURvc2r5GRnlkkfK9+3XhzzGD7384uzvgF+PBSjQ6kpqRzOeIYMpkMQRTQ5+tZ+N7HbP3m56fSce7mYfK1+Xj6eiAIAneu32X6gJklpmfU7JG07Nqc7IL05Gnz0Lg4IZPLyM/Lx0+QIspl5FyOIGzSaqwG2/xQz3Z1KBc6AEEuI/d6FGGT1mDW6uzXJWolcl93TjWfBPG2ebYSNw0hC4ajqVsBub8npsxcck6HcXfK55i1OgSlnJBFI9DUroCoUSLVqDCm55B3LZKY+V8RNGMQyopBiEo5CZ9tw5SppdSMQQgKGbqwKCKmrMTygC2XXzcdQ1I60e+uK9EuHMDcuXMZMGAAXbt25fPPP2fVqlVMnTq1iMzSpUtp06YNAwcO5O7duwwePJijR48SHh5OnTp1+PLLL5/4eY7h+7+R9PR0Zs6cyYoVK9j13VpKBfjxyZqNRWROn7/Mhu+2sX75QrZ/tYLmjeszZ+kKAJasWIdapeSXr1fx3bpP6PvhFL4dNZ+9zaeSG5VMjdB+JT7XuUIALX+cRaluDYtcD+rRmKarxiKIAn8O/xRtdDJ1ZpWsw6V8AG23zqR0twZFrtd5rz8eNYJZ32Emy2uOxiXQi24fjiwW3qOsP21m9WfL0GVs6BLK8RW/0Gut7QSp6n2aU2dAa672nM3J4P5Y9EaqbJ5ZJLzU04Xyy98mfPgyLjQfjz4qiTKhtsnhgRN6I6qVSFQKYnqOIe/oaSSe7nhNfqNYPGRlgwjYsARNh5IXlri90RdVveol3vu3cScymjfHz+TA4WMvVocgInH2IXHifKK7DscYk/g/5a37W4NR1qpC5KFLbG49lazoZJrOKG5vbmX9aR7anx1DlvFd51DOrPiFbgW20nBcD0SpiCkzFlNmLAgCotrtf0pTo09G8ueI5exuPhVtdDK1C2xf4eFc5J4xJ4+uR5YS9ID/1Jj+Kj6NKnO2zTscCx6EOd9A9W9sdus/pB3qcv6cbTWZC51mEDiiK851bGetV141gfjNBzjXYhKXF21ig3CXD9/oxC+hAwkK9Gfl6SREd3/7c7o3rMzPP/7A9uVz+HpUWzwV8O7USXgFFJ4g9/3JW4xfGspHY9/lh1ZTyY5OpvHMkn3ZrXwA3X+YSdmuRX252pB2lGpWgy87zeSjKsNRaFT0XDWuWPhH+XLFTvWp93p7TFkJBe9HRFQVXQzzt9htgc2aspOI6T4cY2winpMeYrNfLsGp/UPKg2F9UdWrQZ2mdZg3cj5vthpOQnQCb84cVqJ81XpVWfTWYsZ0eosxnd6yN0jb92lPlwFdeLXbMCoHNESv17P+uxXFwv+0ZRddW/Wja6t+9Gg3kJTkVN6f/gGpKenUqV8DtVpN5xZ9qRzQkO82bad6rSpPpaNs+TLkZGlROakY2X40Xcp359KJywyfWTxvAKrVq8KCtxYzutNYpg+YSVC5IOaOnM+XH3yFT6AvOZcjONViCqJSTulRXW156ulMlU/HcuWNjzjVdCK6qGTKvTvAfj3xx6MgCkhUcoKnFH5MlFs+DlNGDhKNmrB+cxEVMoxp2QTNsjWwA8f3RpBIuN73fSRKBdlnbpD2yzH00UlU3r4AQ0Ia1ztOIfy1OZSeP5yQ5eO5PXIpV1u8jT4q0a7nHn5jXkHTqHj+/RNYhBf3y87OJjY2ttgvOzv7sfEyGo2cOXOGjh07AtCrVy/27t1bTK59+/Z069YNgDJlyqDX68nLy+PKlSukp6fTq1cvXn31VU6ffvxizH99ozQjI4M333yT7t27ExoaisFg4NChQ/To0YPu3bszduxYUlNtJ8S0adOGiRMn0rFjR9LS0ti+fTvdunWje/fuzJgxg9xc2xFyO3fupEuXLnTt2pUZM2ZgNBrR6XRMmTLFLr9jxw4ADAYDU6dOpXPnzgwfPpyMjMJTlL744gt69uzJyy+/zNKlS3ncRgbHjh2jRo0aBAcHA9DvlS7sPnC4SLhr4bdpXK82fj5eALRr+RKHj5/GaDRyPfw23Tu2RiKRIFe7En/pFn/G2s7IvrPpd8r0alric8u/3p673x0mdmdRg6g8/mVSz91Bl5QJwK1NBwnu9VKJOioOa8ed7w8T9YCO5OM3SDoeRkZkEhofN8wGEyEtijfqzAYjv01fT26y7VkJlyPQeLshyiTUH9qe1Ftx5F66A1Yr4WM+RlUxqEh4t5a10F68TX6E7as6cdM+vHrZKpLsk9fRXryF9uJtjJGx6MPuYEpNR9OtTbF4uPZ/mezte9HuO1rsnqpBTdTN6pO1ZXeJefBv44ftu+jdvSMdWv/vK7efRIcgV2M16TFGxQOQ9cOu/ylvNR2aY4xJwJBj65G5/PVBKr1S3N7MBiO/T1tPXoGtJF2OQF1gK3GnbnD6s1/sslaTHkEsOuDzpGlKu3gXbYTtXPTb9/mPX8saRe4JMglyNyeiH7B9q9FE6vnb5N9NAIuFtL2ncapaBgCvzo1I/OEQmC2YsnJJ+eUvfHo3R+7ngbp8ACk7/gLg+MkTVK9UmeByFQDoP3gou37bgzmj6Dnvoos35rjrbDx4AQ+Nkj4t6yHxLQfAmVtx5Dv7EX35JomRsQBc//og5UvIW4DqQ9sR9sNh7u4umh6PykGYdHqy49ORyKXosrQENahULPyjfLlGr2acXrcHrLalG2ZtChZ90R0x/g67vWezWGw9d9lbdqHpWoLNvlZgs/uL26yyoDzQnb9KRmom8ZE2+9/19W7avFJcl0wuo3y1crw6pi9rD6xm9tp38Q6w7TTRY1h3om5Fc+XidaxWK+NHzKBi5XKPTOPoCcNIS03n+0223ts+A14hP1/P0s/msufoj0ilUl7p0+WpdNRtWBuFSoFEKuH9L2YzaMJAdn+7m7YPTU95+o3py7oDa1i4aT6R4ZHERcbTvk87tq75EZ9ujW1l9rQvSPjRlocerWqRfeEOugibDcdt2o9f7+Z4tKqF9no0LvUrcrHfQgB8utlGHCVuGtya1yT36l20F2+TczqMq92mk7hht72czzl1nbhPf8S1ha0uyDkVhiLQm5Sf/0RRyof4j7cAYExII/7TbeRduo2+oL5I3rwXj54t7GlzblIN19Z1Sfl63yPz7+/iRZ17bwE2bdpE27Zti/02bdr02HhlZGSg0WiQSm1lrLe3N0lJScXkOnbsiKur7ePzyy+/pEqVKjg7OyMIAm3btmXLli3MmTOHSZMmkZ6e/shn/quH7wFiY2NZuXIlZcqUYdKkSXzxxRds2bKF77//nlKlSrF+/XrmzZvHZ599BkCLFi1Yvnw54eHhrFmzhq1bt+Lu7s7cuXNZuXIlr7/+OosXL+ann37Cz8+PqVOncuTIEc6fP4+7uzu7du0iPT2dvn37UrlyZf76y1Z57Nmzh8jISF5++WUAjh49ytWrV9m2bRuCIDB16lR+/fVXevTo8dC0JCYm4udXuBWHr7cX2tw8cvN09iH8mlUr8u22ncQnJhPg58OO3w5gNJrIzMqhRtVK7Nx3iDo1qiLKrEQkxZIjGgHQJaQjc1Ej1aiKDb9fCLUZn1/LGkWuR/98AlWQN2p/dwDyEtKRP0TH2dDNNh0tiupQB3qSF5dG9+VjqNy5ATf3n6Pqy02Qa1RFhv2yYlPJii08XrLt7IHc+v08FqMZlwBPsmJTqfLdu8h9Pcg+HYbUWY1Eo8JcoEMR4IU+vjC8PiENqYsTEo2KrCOX0NQoiz4+FWmAD25DepI8dwXOHZojOKmLDNmlLvzcFu+X6hZJh8TbA6+ZY4gfGYprv0cX9P8WQqfYzoo+fvr8C9UhiBKs5sJtW0xJKUicnZ46b3P/OI66aT37dW1COgoXdTFbyYlNJec+W2kxeyB3C2wl+s+rhYpFKaLStWD4/unTlBdfWDjeb/vqQM8i905PXkfZvi0QpEXnQRmy88i+bav0FKW88H21FaJcikSjQhHgiT4uzS6rj0/DqUoZFAGeGBIzoOBDNEM04uXkiqDUYM1OwSP+PFqdnty8PJT3PcuSmUS2JojNhy7y/czBSLyDsWTEk5yVy7Kf/+Tr5Qs5f61wmPxe3so0qmJD+Mdm23w56AFfzolJwZCbz9unVyBKRCKOXcG7Qqmn8mWPsv6oL91F4uKHIEqwGPOx5BathP4Ou31im11ks1lVSTY7YwwJo0LxWTwVXV5h+lMSUnBycUKtURcZ8vb09eDi8YtsXLaJyPAo+o7qw9wv32ds57fx9vcmKTaJjVtX4evnzdlTF9A4O6FxdkKbk1ss/u4ebgwfO4TubV6zX/PwcCM2Jo6hr45FKpWy4YcVOLs4P5UOqURCXEw8yXcSWLNgHQs3zkeXp3toei4cv8hXyzYSGR7Fwk3zqVzb9pFSKiSQ8Es3kbqoaXjkQzKPh3F7vm3rIWWAJ/r4orYvdVGjCvZDF5FI+LTCofJ75bwy2A9DcgaePZqjrlqG6nuWkrDmF9J2nShSzgN4dGmMKUuL//Bu3J22GlEpRxAE/Mb1wqVpTUS5jPy7CehjC/3BUFBfiBoVEiclpee9yc2B8/Ee1KFYvv1fY+jQofTs2bPYdRcXlyJ/79mzh8WLFxe5VqZMGYQHto188O/72bhxI1u2bOGbb2y28NprhbZXtWpVatasyfnz52nXrt1Ddfzre0rr169PcHAwgiDQvXt3Nm3aRM2aNSlVyjanrF+/fpw8edIuX6tWLQDOnDlD69atcXd3LyJ34cIF6tata28cLlu2jHbt2nHy5En69LENJXh4eNC2bVtOnz7N6dOn6dy5MwDBwcHUqVMHgBMnTnD58mV69epFz549uXr1Krdv335kWiwWS4kvVBQLX0O9WtUZM6w/E2Yt5NXhExFFEVcXZ2QyKVPfehMBgb5vjGfn/sO4mGVIHjjz12p+8s0lBFEosXf3qXQINh07J65meZ0xKF2dHqlDplLwyqpxuJfx5bfp6wviIeLs587NkR9xudM0pG6a4jpEocTZ4HYZUUDq4ULg1x+R9d2v5B09ZbtuMT8+EVIJfh/OJHXJGsypj/6K+/+ThxRCT5m3Vl0+Jb1Ey0NsRapS0GX1OFyDffl92vqiNyVypK4BWPKzsRpLnif4aAR7w/B+rOYCHy1p1OOBa/fkNDXLUmvHfOK/svW6WC2WAnu13i+M1WJBeOC65T4993N/mQBguHKAbYdO0bZtG8q26o05JQKjwcDMzft555VmOCkVD03PkxLYvDrmfAOf1RvL543Ho3ItwQ/voyRfFqUSQppXx5yThCkzDkGUIDp5PHEcnh/PZrO+S2eSdq88EEoueyzmoroSY5J4d+h7RIZHAfDj2m34l/HHL8gXUSLi5e/F229O5eW2/XF1s/UqmR+St/2H9ubAnkPERMXZr125dJ0zJy+gy9ORk53DV2u/fWodP3z9E3/sP4rJZCY3O5ft637ipQ5NHpqe0KGz7em5euYaao0avyBfJDIpdZvZ6sJz3d9D5q6h3MyCBogoljxqKPDQ+kaQSVGW8cNqNJKx5xS3xnxMmTlv4FS9rF3mHnJ/Tzw6NiTxqz1k/n4OQWbrWzNn67jxyizujP0I13b1kLo7F4+CIFD28ylEz/kKY3JGsfv/FNYX+HNxcaFUqVLFfg82Sjt37szRo0eL/DZs2EBOTg7mAttISUnBx8enxDQsXbqUH3/8kW+//RZ/f9v0ox07dhAdHV2YTqsVmezRm5r/63tK73Ubgy1BDzbqrFYrJlPhF7FCoQBsDcCS5KRSaREd97qSH3QWq9WK2Wy2N7oejI/ZbGbo0KEMG2abW5Sdnf3IFWUA/v7+XLp0yf53cmoaLs4a1KrCPpHcvDwa1K5O7262L7iklFRWrP8GVxdndKiYv3gJElECosiVg6fxtNjSq/L3wJChxax79OIc31Y1KdO7mS0tzioybsTY76n93NE/gQ7/VjUI7m0b6lR5uZIRZjM6Y56eiD+vUOalqhhL0OES4EmfLyeTdjue715biElv6+XNS8/GYjLbe0UzD13Aq1sTLPfp0Mel4lyngv1vhb8nxowcu4zc1wOPDvVJDv0I7e5DSAN8MGflYH1MWgCU1SoiLeWP1/RRAEi83BEVtvf8X1js9KKxWkyIUoX9b6mv1xPnrc/7E1DWror/6vkIBZVVBX9/JAo5pz/7mfxMLaYS9DgHeNJ9w2TSb8ezvd9CzAW2AlCxe2Okrv6Yc1Ox6ov3ED0MUe2OKC9YGCSIqPzc7ffqvD8Qi8lM+1/fR6ZRkXmfX6j8PNBnaIs1zvLi0ijVpQHBL8/m9qwvyT5zg1Kju2PJ06OPS0XuV9gYk/u5o49PIz8uFblv4XM9LTLu6LRY821D3MlZWlzUCtQqFfdvKS6IEvb89hvTejXDcH4XsmptSM81Mnf5GiSiQJraCdE3n5vSdMyChZ7e9R+at/cT1LIGFXrafNm9QiDJl+5iMZrRG3XcPniBUvUrPpUva5MyCN97hoAKtiFXS34Ootq9WPgXTTGb9Xlym1VUq4iiSjn8Vs0HQJBJKWW2MGnpRD6ZthwvPy+yM3PIf0BXSOUQylYty8GfDgIwZMpgVGoV8zbOQ6lWkp6Ubu/RPPrHX3R+uV2RHtj76fZKR+bOXMKkGWNp16klAL7+PtwMu2OXcXd3w2g0PVYHYNfj6uZq6wW/etcmJIBEFB+antenDME3yBcAJ40aQRQwGc2kJaVx6fglqlUphzk7j8RtR+3zQ/NjU3GpW74wP/09MGZo0UUk4VwjpMgzjJm5WHR6jIm2ejh972ncOzRAH5lIzukw3FrWwnRfOe/Zoyner7ZGdyee+BXbbUoK6vqUb2wfhfrIRPJvx6IsWzgvW+7niSkjB2XFIJRlfCn9vq3elnm7gUREVMiImb+xxHz8/xmZTEb9+vX57bff7NMaW7RoUUxu48aNnDp1iu+//75IYzc8PJyLFy8yZ84c7t69S1hYGPXq1SsW/n7+9T2l586dIz4+HovFwo4dOxg+fDiXLl0iNtY2d2rLli0lroRv2LAhf/zxB5mZmQBs3bqVRo0aUaNGDS5evEhKiq1rf9GiRRw8eJDGjRuzbZtt3k16ejoHDx6kYcOGNGnShJ07d2KxWIiLi+P8edtwUePGjfnll1/Izc3FZDLx1ltvsW/fo+enNGvWjEuXLhEZGWmL+47faNOscRGZ5NR0ho2fibZgiOmLzVvp0q4FgiDwxRdrWTDnXUwZ0STfvUKpupVpUco2f7PskLbE7Tv32PxMOnyZA+1ncaD9LP7o+j5edcvbhyUrDGlL7P7HD6klHL7Cnvah7GkfSuJf1/BpVBn3YF8kcil1B7cj6VpUsTByJyUDtoRyc+9Zfhn3ub0SA7j60zE8ywWgrmxbuBEwshu6u0VPPsk6fBFNvYooQ2wFje+QDmTsOwOAe/v6ePVoijk3H/3VcABc+3Ul948Tj00LQP6lMKLaDiKm11hieo0le8tu9HqTo0FagNWQhyBTICsTADxd3ibP/pg7tbpyt+7LRLYZCGYzUYcvc3D6emoMasvdEuxN5qSk99ZQ7uw9y963Py/SIA1pV4eWcwdjzk54qgYpgCUvA1NmnP3nVbc8mhBbhWvWGYjcfoy97Wexv9v7Re5VGNKWuP3FfcsKeNQI5ubkVaT8fAz/IR1IK7DJtH1n8OvfGiQiEhc1Pj2akrb3DIaEdHSRiXj3sM33fKlhIy6HXSPyrm2UZdtf12hVPaTYs3L9qhOTlk2tED8EtRsS3xA8Ey9Q6s4+/G/txTXsN+rUrk2LUjVpbwih6qC2RD6BL8ccucK2TqFs6xRKxL6zeFcvg3uwL6JUQu0BbUgJjykW5lG+fGPPaap0bcy9nkpR4WSb2/k3c89mKZhv7PIUNqu/FEZE415E1H+ZiPovk7n5J8xmC1tWbQWg26CunNhfXJfVamHs3NH4FTTiMlIyCDsfxsi2o/h2+XeUKh9ExSq2xtqwUQOJvBtdTAeAi6szZUJKc+70JT75YJV90dLOn/dRt2EtypYPRqFUMGbim1w6f+WxOgC7np0/7yX8+k2q1KlMcKUyvPL6y+RpdRx/SHpqNq7BnBFzGd1pLLu+3Q1WUCjl/Ln7TzoP6EzqAZtfeHduSM4FW4M5/cglXOtVQBViG40MGNqe1L1nil0HSPvjgi3PY5LRXr6D1NMFTd2KaOpWxLl+JRQh/qTvt/mUW/v6BM8fTvgbS5D7e9rrAvd29TCmZ+PVtzUAUi9X5AFeyP29UBTI+AzuSMb+0+SeC+dSgxFc6zCZax0mk/z1PtJ//YvIqaswa/NLzMu/AwvWF/Z7Vt5//322bt1Kly5dOHv2LBMnTgTg+++/59NPP8VqtfL555+Tnp7O4MGD6dGjBz169CApKYm33nqL9PR0unXrxoQJE1iyZAkajeaRz/vX95SWL1+eWbNmkZKSQuPGjXnzzTcpX748b7/9NkajkYCAABYuXFgsXOXKlRk1ahSDBw/GaDRSrVo15s6di0ajITQ0lDfffBOLxULt2rXp1asXOp2OOXPm0L17d8xmM6NHj6ZatWpUrFiRW7du0blzZwIDA6lYsSJgW1R148YNXn31VcxmM82bNy9x3sb9eHp6snjxYsaPH48hP5egAH8WvzuZqzdu8f6Sz9j+1QpCSpfizYF96D9qMlaLlTo1qxI6aTQAIwb3Zeb8j3llyFisVujn15iea2cgyqVoI5M5PX41AO61Qqj/4QgOtJ/1yPjo07I5OekLWmyYRPMvxpMVHsvxCWsA8KgZQqOPhrOnfegjdZyZtQm1vwfD9y0GQSA7Po0tQ5cB4FcjhC5LhrOhSyj1hrbHNdCLih3rU7FjfXv47wcs5uTqXXhVKEXNvUtAEDCm53Cl20ycapWj/IdjuNT+HYxp2dye+DmV1r2DIJeSH5nI7fG21avB7w0BrJiz8gj6eQ0IAubUdGL6vI2iWgV85k8iptfYR6bDwSOwWjDnpOD3yWwEmRRjTAJJM5c9dd6a07PI/eM4wa0bMvjgErKik9k30WZvPjVDaLdkON91DqXW6+1xDvSiXMf6lLvPVn7qv5jmoQNAEJBoCo8qtc1bTCv2vMel6eSktTT7YoLdf05OsPmPU6Anxrz8YvfqvD8Ilb8HnQ4sYm/7WVSf9ApGbT6VV01EEMBiMJGy01a5x2/cj7KMH/X++BBRJiXh6wNknbgOQNjo5VT8aDSlJ/XGojcy/K1Ypn61F6PJQikvFxYMbMfVsHBmz1vGlkm2MuXuX3vw8vJC03IwWK0YLh+w964CYNCxftpSJn8+H1epiuyoZP6YZMtb75ohtFw6nG2dHu3Lf87aiMrLleH7PwBAm5zBN0/py+c3/47KVUOput1t2Ww2YMn9B47KLbBZqYsvQb+uwxiTQHKBzXrPnURsnycvD6y6fC4cu8Dste8ik0mJj0pg2SRbvlSoWYHJSycyptNbRIZHseq91cz7ai6iKJKakMqit215uXX1j5SpWJpff/8OQRRIT8ukdyfbavAatavywfL36drKtltCcNnSJCelFBkBBFgydzllywfz25GtCKJIfGwCwweMfyodny5dw9wlMzEYDKza/Tm63DzCzt9g7fwvAKhYswKTl05idKexRIZHsfK9Vcz/ap49PR9P+4T31s5GJpei1+nxqFOeRn8tJz8mBYWvGwDG1GzCJqym+peTEWVSdFFJXH97JabM3CLXASKWbkVTsxxlPxpL+OuLCVk0AoveQNXt8zBl5iLzcOH2BNt6kTLvDQXB9q8lL58aBz/Gmm8k58wNwvvOpsyikQTNfh19TDLxH2/BEJ9K+S+mIshk6KMSuTvh00e/aMuTT3X5/4nAwMASt+Xs37+//f9nzpx5aPh7632eFMH6uCXjDl4IxuRbz6xjR605z6zD8IhJy09D9KOniTwRLQ0P31PxSfFx1z5e6AlwPVJ8v8J/AjfhH6jQH0JUi2c/Qxxgt9b78UKPYez5Zz9bfVvN2c+sAyDQYnhmHQ2++t9Xot9j08jHb7fyJGQ8h/Gzd849+/t5XkS3ena7HZP1fMrJW3kJjxf6Gyin9nu80BMwy+D6eKHHoJaYHi/0GCTC82nGNIj7+fFCL4D5ZQa+MN2zo759YbpfBP/64XsHDhw4cODAgQMH//f51w/fO3DgwIEDBw4c/F/FMVxdiKNR6sCBAwcOHDhw8A/hmM1aiGP43oEDBw4cOHDgwME/jqOn1MFz4XlsPfE8MFsc31kvCpnyCTYefwIsz2ct2jMj/XeY7HND9pzS82/x5eeF8BwWwQjPqf/m35K3kn9Rf9TzWEL2PN7xP4nl+ayj+z/Bv8cyHThw4MCBAwcOHPx/i6On1IEDBw4cOHDg4B/i39KD/m/A0Sh9CKdOnWLlypXFNo2tVKkS4eHhxeQHDx7M22+/XeLpUvdz+PBhPvroIwy6XCqWC2bejAlonNRFZL7dtpPvf9qFQiGnbJkg3p08BlcXZ7Kyc5j30SrCb91FpVRSVmagidF2eohf29rUmNUPiVxKZlgMZyevw6R9+L6fDT4dRVZYDOm3E6g981UkChkZ16M5OWX9I8M1WT6KzBsxhK35DQCZs4pWX7+DR60QEATS7ySwqc88DCXoqN6zKY1HdgUrSORSRKkEq8WCTK0kP1OLU8H5uorSPmSfuE7S1/spPWsQolxKblgUdyavwqzVISrlhCwabjt2VBDIOX+TiFnrcW1aneDZAxDkMgzRCahqVSZmeCj6q8X3hPX7YAr6m5FkbLAdVSdq1PgtnIQ8pBSIIkaVHJ3u2feffNFYrVZCF3xEhXLBDBvQ54XpEGQq/Ld8gSCTYbh1l7R5H2HNLfnMec+50zDejiD76x8B8Fr6HrIg22lQgpOaCf5+mPINRB6+xIGp60u0lco9m1J/VBesVjDp9Bye8zVJlyOQKGS0WfA6UrdStrib9Ji1qTy4fvVJ0vSkPnNPzqmUF7kxKRx6Zb5dTuaipu7Pi7g5aRVybzeCZw1AlMvIDYvi5qTVtqNzRZGyc4bg0bo2glRC7OpfSdh8wK7/sjSbpR//jNEqUN5DyZz+bdAo5UgrNEbiV54du35j4+avbZvlW61o8w0kZ+ayb+5Q5FIJc384RERSBlU712PilMloZCoywqL58531GB/hyy0+GUX6jRiurrX5cpu14/GsHozK1w1BEBBEgYg/r7Bl2IfFwt7vy8Z8Pfvf30zClQh6rZ6ARxlfpG4F+2CKMqxGHeacpKd+P4/jcToEmQqJkwelfv0Sw60IUt77+KE2671gKoZbEWRtKtyfuMzRHzElpQKwUaVGIpWgzzcQERbBJ1OXk6ctrmvk7OE079qcnMwcAGLvxrJorG0D/Z+ub0MilSCIAvn5eha+9xFbvim6L2avft0ZPmaw/W8XF2f8AnxoXKM9qSnpXI34C5lM9kw6Ltw8gl6bj4evB4IgcPf6XWYOCH2i9ORp83By0SCTy/AL8iX/djxYbL4XvepXkrYfA8CzXR3KhdrK4tzrUYRNWoNZq7Nfl6iVyH3dOdV8EsTb9m6VuGkIXjAcTd0KyP09MWXmknM6jIgpn2PW6pA4qyn70VsoywcicVYhSKWYtXnkXY8ifdtBAib3R5BJsOQbiHlvPVIPFwJnDkaUy8gLiyTynZVYCvyh1uXNGBMKD9xIXPMz6T8fLdE2HPy9OIbv/0bS09OZOXMmK1asYNd3aykV4McnazYWkTl9/jIbvtvG+uUL2f7VCpo3rs+cpbaTi5asWIdapeSXr1fx3doPuSXN4oY0E7mnMw2Wj+TE8OXsbT6V3KhkaoT2KzEOzhUCaPnjLEp1a4hEraDJJyP4c8Sn7Gw+FW10MnVmlRzOpXwAbbfOpHS3BkWu13mvPx41gvmiwww+rjkKl0Avun84slh4j7L+tJ3Vnx+GLuW7QYvR+LohU8lZ02YqV3f8RczZcC61f4c776zGnJ1H9NLvKb/8bcKHL+NC8/Hoo5IoEzoIgMAJvRGkEi62mczFNpMRlQqCpr1G+eVvEzd+AZE9xqKoFILopCoWD3nZIEptXIxzh2ZFrntNGIIxMZXIl8cQ1Xc8KpUMqfTf7R53IqN5c/xMDhw+9mJ1CCISZx9S3plLfK9hmOIScB83vJiYNKQ0vmuXoW5XdCP41GnzSOg/mqQx0xGdnclLyWRTm2lkRSfTbEZxe3Mv60+L0P78PGQZ33YO5dSKX+i2dgIAjcb1QJSKmDJjMWXGgiAgqt3+pzQ9ic/IPZ1puGIM5jw9glTEkKm1y/m1qUXb3XNRlwtA6upExeVjuf7mh5xtNoH8qCRC3rVtiO0/pB3qcv6cbTWZC51mEDiiK851bMdN5rkq+No7lRVrvuC3776klKcLn+48gehbDolXafTHvqOzazo/f7mSn1Yv49spffFyVjOjd3M8ndWs+u0UPq5ObH/vDeYvXsj4t8fxWesx5EQn02Bmyb7sWj6AzltmEty1qC8fn/kVMicF6zrOYHOfeZjyDeRlFJ8AfL8vr+8yi2MrdtB77UQAfhrzKeu7zMKUGWf7WLCaMeemPv37eQyP1VFgs6bsJGJffhNTbAIeE98sJiYLCcJ//VKc2he1WVlwKcxZOcT1HUPCyBmonFRMf20mw1uNIDE6kTdmDivxsVXqVWXxWx8wttPbjO30tr1BWrlOJZRqJR1b9KFiQAO+27SNGrWqFgv/05addGn1Kl1avcrL7QaQkpzKe9MXk5qSTp36NVGr1c+ko2z5YLKzclA5qRjdfizdy/fg8okrT5SemQNCCSoXxPyRC5jzxhzy8/LJOnWDM22ncabtNHuDVObpTJVPx3LljY841XQiuqhkyr07wH498cejIApIVHKCpxR+TJRbPg5TRg4SjZob/eYiKmSY0rIJmmVrYJea1h99Qhphfd5DVMrBYuHuxBXoY1Mou2YakdM+53qHSSR8+iMhKyYT/PE47oxcwtWWb6GPTqLUzCEAKMoGYM7M4XrHSfbfP90gtb7A33+Nf3et+w+TkZHBm2++Sffu3QkNDcVgsPWczZ49mx49evD6668THx//xPqOHTtGjRo1CA4OBqDfK13YfeAw9x+qdS38No3r1cbPxwuAdi1f4vDx0xiNRq6H36Z7x9ZIJBJkMhkVTW5ck2bg17IGGRfvoo2w9Ubc2fQ7ZXo1LTEO5V9vz93vDhO78zTO5fxJuxhBTkG4W5sOEtzrpRLDVRzWjjvfHyZqZ9FTY5KP3yDpeBgZkUlofNwwG4yEtKhRLLzZYGT39PVokzMJaVGD+Et3UXu4IMoknP/md6r1aIogk1L+s3FEvLcBdeXSaC/eJj/C9hWduGkfXr1sFUf2yevELt8GVitYLORevYumTgW0F29jjIrH5723yPz2V5AUN2+3gd3I2raPnH1/Fk3HwjWkLF0HgNTbA7Cp/zfzw/Zd9O7ekQ6t//fTgJ5EhyBXYzXpMcXEAZDz406cOrctJuf86svk/LyHvAMlF/Cqpg0RZBL+mL0ZbUI6l78+SOVXitub2WDkwLT15CZnApB0OQInbzdEmYTYUzc49dkvdlmrSY8gFh3wedI0PYnP+LWsgUmr49aG/cTuPE3qmVt2uQrDO3Lq7dUYkjNwrluBnIt3yI9IBCB+0358CuzVq3MjEn84BGYLpqxcUn75C5/etnvRdb2p6OFPoM52xnzfptXZc+4m5sTb6E9uA6sFpHJQqLEadWw8eAEPZxV9mlYHYFqv5kzu0RSJV2kSLt0mMioKhVVC2OaDlOtZsi9Xfb0d4d8fJmJXUV8ObFmD1EsRZMWl0v3j0Rxc9D0V29cr8f3c82WAhMsRaArez/1INN6Yc9PAUnSB3N9ht/dsFovttKDsLbtw7tqmmJxL/5fJ/mkPuQ/YrKJ2VbBY8N/4EYFbPkebrSUx2vZud329izavtC6mSyaXUb5aOfqO6cOaA6uYvTYU7wDb6WUd+nXAkG9g2Wfz2Ht0G1KplB59ujwyjWMmDCM1NZ3vCnpv+w7oQX6+/pl01GtYC6VKiUQqYfYX7zJwwgB2f/vbE6Vn/qa5RIZHEh8ZT9X6VcnOyCZwcDsaHlpG8OTeINpW63i0qkX2hTvoCnwhbtN+/Ho3x6NVLbTXo3GpX5GL/WxHg/t0s40sStw0uDavSe7Vu2gv3ibndBjXuk0nccNuPAv8KGr2l0TP24hry9rkhceAKGLOziPpq9/AaEJ3LcL27sr4gtVK7qXb6Avqj5TNe/Ho2QIATf3KWM0WKm1fRNUDy/Gf+CqIjqbQvwXHm3gEsbGxzJ49m19//ZXc3Fy+//57ABo0aMAvv/xC+/btWbhw4RPrS0xMxM+v8Hg3X28vtLl55OYVDrHVrFqRU+cvE5+YDMCO3w5gNJrIzMqhRtVK7Nx3CKPJRF6ejmuyDHJEI6oAT/Li0+06dAnpyFzUSDXFewovhG4i5ufjAMhd1OTFFw5h5CWkI39IuLOhm4n8+USx6+pAT/Li0nh5+RhG7v+AyOPXUDipkD+gIys2ldt/XATAxd8T11Je3Pz9PBajmeyEdJQuanxf74QhMYP0PadRBHihjy/sYdEnpCF1cUKiUZF15BL5d22FjaKUNwEjuqGPSkIfn4prn44IUgnpG7YjiCKCSlkkHsnzV5Oz63CxdABgtuC/dCrBO9dgNJoxm//du8eFThlL1w7FK5PnrUMQJVjNhUcBmpNTEJ2dEB6YdpKxZCV5e/94qB5Vm2ZYcnK5s+8sADkJ6Shc1MVsJTs2lYgCWwFoOXsgdwtsJfrPq2QWVHaIUkSlKxZ97v+UpifxGVWAJ4mHLtt9xpidZ5f7c8BSMi7dBUDu7YY+7j57jU9D6qJGolGhCPBEH5dW5J7C3xOAiOPnUd4pbLj5umnQ5hvI1RvBakFSuibKVsMQZEpS71xl86GLvPNKYS+/IAhIJSL7rydyJvkWQRZnPKxKcgt8WVaCL594dzN3dxT3ZacAT7TxadTu1wptUgYXtxxGWcL7ud+XAdrNHmj35XuISmesFhNWQ/Eh4b/Dbh+0WVNSyTabtuhzcn87VDy8RILu5HkSx4Si3bEPtUZNj2EvA5CSkIqTixNqTVFdHr4eXDx+iY3LNjO6/VjCzt9gzpfvA+Dq7kpiTBJDXh3Dq92GUadeDVxcnNE4O5UYf3cPN0aMHcq80KWF+j3ciY2JeyYdEomUuJh4ju35i3f6TKVey7q81LHJE6UnKz2LkCohBXoknDtyHkEq4dLAxXi0rkWp4Z0BUAZ4oo8vau9SFzWqYD90EYlcfeMjdAXlt9TZ5iPKYD8MyRl49miOU82yVNuzFHWNsuRHJNjLfcBWRo9+GZeGVcg+cRXdnXgMCWlIXJyQl/Gl5tkvKRX6Otrz4Rjuqz8MCalIXZwQNSoEqYTsY5e5NWgu4b1DcW1ZB59hXUvMw78Lywv8/ddwNEofQf369QkODkYQBLp3787p06dRKpW8/LKtcOrRowenTz/5edMWiwWhhLPmxfu+0urVqs6YYf2ZMGshrw6fiCiKuLo4I5NJmfrWmwgI9H1jPONnLaC8yQWJ1Tb3q6RuPevjGlWCUKSX9onDFVFh0/HrxNV8XGc0SlfNI3XIVAqqv9IUhUbN7unritzzf72TrQcUbF/dJfRU3q/XqWZZqu+YT8JXe9DdjUfq7ozba11ImrOyMIDl6dwyYdoybjfphygKqNXypwr7f5eH7FfylI12Ze3qGMKKz++1PESPVKWg6+pxuAX7cmDa+qI3JXKkrgFY8rOxGkueJ/honsxnnti3xJLzyGqxFNjyfToEwXYdW6VRUkhJQTlhjr5M/u9rMSfdYccdPa2qh1DKq/h54x3rVqC60ZN8TByXFY7ePK0vY7XS8M3OHFux47E6ZCoFvVaNx6OMXzFfFlWuWHSZT/zs589DbPYJy4Oc7XtIW7wKqy4fq8HI3esRvNSpaM+z2Vy0BzgpJonZQ98jKjwKgG1rt+Nfxh/fIF9uXbnFtTPX0OXpyM7OYcPabwt0lByfAUP7sH/PIWKi4uzXrly6zumTF55Jxw9fb+fg/qOYTWZys3P5ad3PNOnQ5InSc+3MddQaNb5Bvuz5fi+r56wBwJiZS8ya3Xh3bmgLKIol1is2lyvZlwSZFGUZP6xGIxl7TnF7zMeUmfMG6upl7TL3SN91gpQth5C6aQic3Nd+3ZScyeX6b3Kjx3Tcu76ExFld7FmYLaR+d4CY2euw6PSYs3NJXPcr7p0fvRbkRWPB+sJ+/zUcC50egVRamD1WqxWpVFqkAXnv2pPi7+/PpUuX7H8np6bh4qxBfV9vXm5eHg1qV6d3tw4AJKWksmL9N7i6OJOYnMKUscNwdXFGdPIgITIDi2DFw8mVrLAYuw6VvweGDC1mnb5YHKpN7U1Ah3qoAz2xYsVkKiyI1H7u6B8Srkg6WtUguLdtCFPl5UpGWDQAxjw9EX9eIfilqhhL0OES4MmrX07BkJdPVmwK+mxbY8LZz4P8nDwEiUj2iWsA6ONSbQuZClD4e2LMyMFSoNezR1PKLh5BROh6Un8+hlfvFvj0b4uIidLffwRSKVarFf8FE0leup7cQ6cemSZ1s7rob0ZiTk7HmpdPfr4RhUL2yDD/v2C1mBClCvvfEh8vzFnZWPPzHxvWdfRQ1C2bICgUiA/06Gj83MnP1GIqwVacAzzpsWEy6bfj+bHfQsx6o/1exe6Nkbr6Y85NxfpAL+mjENXuiPKCikoQUfq62+/d7zP3fARA6qwq4lsyF3WJvmVMzkRTq5z9b4W/B8YMLZY8Pfq4VOR+HvZ7cj93e0+Sp0VGhKywUZ2cpcVFrUDt5W9rvGanAGCOvcbeQ38ytUPhHEJphUbku5RCIZMiUSjRRN6mitmTm5J0nHzc0T8kb+8nsGUNyhdMR5BpVOTGpyFKJUSfDMMl0AtdpvaRvpx6O55vXluA6b7341utDCBgNT7ePl4UD9qs9J7N6p4sTr7L30dWtjRWvQFRo8Y5NYe8HJutefl5kZOZg/6BfAmpHEzZqmU5+JNttGDIlMGo1Ermb5yLq4crUTej7LLu7m4YjSZ0eSUvROv2SkfmzPyAyTPG0q5TK1uc/H24FXb7qXUAdj1ubi6IEgmRV209/AgCoig8ND1DpgzGN8i2mFatUSOIAmajmba92pCZmmm3cQSwmmw90/mxqbjULW/Xc88XdBFJONcIKfIMY2YuFp0eY6Jt1CJj72ncOzRAH5lIzukw3FrWwlRQ7ru2rE3ejSj0cSlo6lYgbccxPLo2RlU+EHOuzl435F29iyE2GUWwv/05cj9PTJk2PR69W6G7HoEuLOpeFmA1mpG4lNzj7ODvxdFT+gjOnTtHfHw8FouFHTt28NJLL5GXl8fBgwcB2L59Oy+9VPK8rZJo1qwZly5dIjIyEoAtO36jTbPGRWSSU9MZNn4m2oJVol9s3kqXdi0QBIEtO/aw8stvbHIxd+jzSk+2t5/KH13fx7NeeTQhtsKj7JC2xO07V2Icri3bzoH2s4jff57b6/fhVbc8zgXhKgxpS+z+849NR8LhK+xpH8qe9qEk/nUNn0aVcQ/2RSKXUm9wOxKvRRYLI3dSMmjLu4TvPcuPwz/Gv1Y53INtz607sC1pt+PJOnbFLp91+CKaehVRhtgKFt8hHcjYdwYA9/b1KbvgTa73n0/qz8fs8hInJbGj3ieq59vkHjqJNS+f+KlLH9sgBXDu1AKvt2wLUwSZDIVChtFoekyo/z+wGvIQZAqkQYEAOPfuju7I8ScKm7VmEwn9R5OzbSe5+w6jqFEFt4L3XnNQW+6UYG8yJyV9t4Zye+9Zfnv78yIN0rLt6tB67mDM2QlP1SAFsORlYMqMs/8e5jP3fORA+1nFfMuzfoUSfSv73E1c6lVAGWKbnuM/pANpBfaatu8Mfv1bg0RE4qLGp0dT0vba7lU1OXNXkkdUgm26zra/rtGqegiisxfyGu2gYL6s1rU00dFR1AopnP5junWKBe+8xZxJo8k/vgXvuuXJKedEabMLlQe3JWrf43057sgVdnQMZUfHUHa+PAfPGsEkXLY1WOoObMvN/cXTer8v7xi3skiDFKB0oypYjQ9f9f93cM9m7+Wf86vdyDtUfMrCwzBGxWKMiCGu31vED3uHslVDuHTiMgBdB3XhxP7iuixWK2PmjrY34tJT0gk7H8bItqM5svMoVepVoWz5YBRKBWMnvsml81eK6QBwcXUmOKQ0505f4uMPVtkXLe36eS91G9Z+ah2AXc+vP+/lxvWbVK5TmTKVyvDy693RaXUPTU+NxjWYO2I+Yzu9ze5vfwMryJVygisFM3b+GFL3nUVUyij1RieSf7HpSD9yCdd6FVAV2GrA0Pak7j1T7DpA2h8XANDHJJN7+Q5STxc0dSviVLcizvUroQzxJ2O/zVc8Xn6JwMn9yDpyCU3dini/2prsY1fw7tcGQSpFU78yAMqKQUjdnFEE+aAoqD+8B3ckc59tVFNVqTQBUwaAKCIo5fi83pX0ncdsO2X8QzgWOhXi6Cl9BOXLl2fWrFmkpKTQuHFj+vTpw4cffsjvv//Op59+iq+vL4sXL35ifZ6enixevJjx48djyM8lKMCfxe9O5uqNW7y/5DO2f7WCkNKleHNgH/qPmozVYqVOzaqEThoNwIjBfZk5/2NeGTIWqxXa6gMpZXFCn5bNmYlrabJuAqJcijYymdPjVwPgXiuE+h+O4ED7WcXiY8rTc3LSFzT/Yrw93PEJtiEZj5ohNPpoOHvahz4yTWdmbULt78GIfR8gCALZ8Wn8MHQZAP41Qui6ZATru8yi/tAOuAZ6UaljfSp1rI8xL58R+z4gOz6N9IhEksNj8DeZqHXgQy61fwdjWja3J35OpXXvIMil5Ecmcnu8bReC4PeGgADlPxxjj0f2mRvcnvg5ZT8NRZBJMcYkYM7KQV4uCL/5E4jq+fYj05GyZB2+c8YR/Kst30wmMzqd8ZFh/r/BasGck4L3svdseRubQNrsJcirVMTzvckk9B/9WBWy0oGYImNI3fsH3daMR5RJyYpOZu9Em7351gyh3ZLhfNs5lNqvt8c50ItyHetTrmN9u47t/RfTPHQACAISjbf9usWYjyU3rdgzH5emJ/GZ+31LHeRNfmIGJ0Z8WkQOwJSVS/jEVVRdPwVRJkUXlUT4ONs0kviN+1GW8aPeHx8iyqQkfH2ArBPXAXCxShmmK8Xkj77ExFcEOoksGNiOyyePMm/6MnZs2wIWCzfOnsRLo0ImKbqYaHKPpiz88TB95n9F1QqXeX/lElykKrKjkjlSkLdeNUNotmw4Ozo+2pfz07JJPHGD0g0rM+rgUjKikvl1ki1PHuXL9/h2wCJ0mVo8QvyKzOf8RyiwWamLL6V+WY8xJp6UWcuQV62A99zJxPUd88jgGau/wWvWW5T6aS2CVMrxfcdp0a05bXq2JiEqgWWTbNtkVahZgUlLJzC209tEhUex6r3VzPtqDqIokpqQyuK3lwDw5aINlCpXir1HfkQQReJjE3hjwDgAatSuypLlc+jS6lUAgsuWJjkpBZOpaB4unrucsuWDn0nH8qVrmL9kJgaDkc93ryAvN48b52/wxfx1T5SeT6YtZ/baUGQKGXKlAqd6FWh46EMyT90gcFhH4r85iDE1m7AJq6n+5WS7L1x/eyWmzNwi1wEilm7FuWY5Qj4ay83XFxO8aARmvYGq2+dhysxF6uHCnQmfARA9dyMhS0ZT5ce5mPMNqCqUQubtZqsbRi2hzJKxKEr7kncjirtvfYSolFNu7TQEmRR9VCIRE21+m/DxD5ReMJJqv3+KIJOQses4qd8dwMG/A8Fa4uQPBy8aY3LxuXVPy45ac55Zh6GEOa7/C5HP4YzD1oZnH+7zdP1f5hcWx+PPrc9Fz7PiJqT801GwE9+h+FZf/ws/pfo9XugxvH1+3jPr2FFj9jPrAPC1Pvt+tg2++t9Xot/juxFPPr/9USRKnt2Xp52b/xxi8nyIaf34j6bHMSZT8nihJ+BGXtzjhf4GKqsDn4ue6QbnZ9bhJHn2DxiJ+HyW9NSP3fFc9Dwt7wT3f2G6P4z8/oXpfhE4hu8dOHDgwIEDBw4c/OM4hu8dOHDgwIEDBw7+If6Lq+RfFI6eUgcOHDhw4MCBAwf/OI6eUgcOHDhw4MCBg38IRz9pIY5G6T9EbPuxz6wjEJdn1mG2PJ+FTp75z25K4nNYYJGjVTxe6AnweLzI38LzWKTxvHAr/3x2I6gS9+wLG55HvrR76dkXKAFcOub9eKHHcOGNI8+so6nz89nS5lZ28c35n5boVo9e3f4kCMLzqaqDDq15Zh3L6k94DjGBa4riRzD/E1STZD8XPZnP4R05KZ/dD5XK//ZOKf/Fk5deFI7hewcOHDhw4MCBAwf/OI6eUgcOHDhw4MCBg38Iq2MA346jp9SBAwcOHDhw4MDBP86/tqc0JyeHGTNm8Pnnnz+Tnq1bt6JWq+nWrRvJycnMnDmT1NRURFFk2rRpNGnSBKvVytKlSzl06BCiKDJ//nzq1atn15GUlETv3r05duyY/drOnTtZvXo1JpOJoUOHMnDgwKeKV+AvGzDejCBlzkdYc0ve8N1r/lQMtyLI3rzNfs351e64DumNxMebIIOJrKOXuT1xZbEj0tzb1qX0rEFI3ZyQaFQYU7PJvRZBxKz1lJ410HauvCCQff4W6fvPUmZqPwS5lNywaG5NWmXTJ4qUnTME99Z1EKQisat3krh5v01/u7qEzBqI6KRE4e/BmVcXkXEiDIDaX07CuVoZzLn5SDUqpM4qjBlacq5Hc2XS2mJxrb1hMqJMglMpT0SFDH1MMqJGjUQlB6uV6IXfkHXkIm5t6xE0cyCiQkbe9SjuTvkc50ZVKf3uYBSB3lgtVozJ6aRtPUjiqp/t+l3b1CNw5mBEuYy8sEgi31mJpSAOtS5vxphQeBpQ4pqfSf/5qP1vURRwd3ciKysPk+nvnfkjl0sI3L4GQSbDcCuClPc+fqiteC+w2UrWpkJbKXP0RyzaPCTeHiAIGMLvkjByxlPrMCWlIjqpkfp6YNVqMd24gnblEtAV1aPo3BNFpx6AFUtiPLmrlmHNykRWrzGqQSMRlEpEdy+UTd8hP6b4oQDe7epQMfQ1RLnsobbSaNdcnMoFQFYmhlsR5OzYj8dbQ0AqwZpvIO2DVeivhj91enJXLS05PR1fBoUKQeOMNSsT8/9j77zjoyq6Pv69d1uy2Wx6TyiB0KR36b1DBASkizTp0jvSkQ6igJ1iARQQ6aAUpXeQXtN779vfP27YsCaACD4+j+/+/OSDO/fMmTlzzsydO3NmzqN7VlrBwwvtorUoGkzGkJKJe4vqBE/vhahUkHUznDtj11n7Uek5/XBvWhVBLiPlyGVcXq8g2eP9aMw6A+pgX0RHFdGrt5P4w3FKrxqJZ2h9EMCcZ8CUq0Pm5MCFygMpuXCQtf9mXrrLo2mf41K/IiVm9EJQKjBn52BKySBq8Kwi9ey3eBy6O2GkfLkDAE2L1/Fb+B6C2gGLTo/TgUtcm/gZ5jxbPz3vFtUoP+0tRKWcjFsRXB37KcasXGp8/h5O+aFjAZyCfRHNJoyJKejvPiJh1ko0rRrg1Lw+cSPft+W5YAK6e2Gkb/jBJl3dqDY+i6dgsVjIPXPpL9m+MT4JALlrAKbcdCy6rEJ5LRYL0+cvJ6RUCQb0ehMAQeGIzMkdELCY9JiyCtuqc9Oa+E7qh6hUkHs7jKjJH0pjiigSMHcoTnUqApB59CKxC78EwOOdTnSb0A9BJmLSGbgy9xsefHusSJkA6q4aStrtSG6v3weAzEFBw6/G4V2nHIgCuXGpHOowC11S5nN5ZNyLocrUHogOCkS5DLkuDyyQc+UO0TPXY9HprTLJXZ0RnRwxJqeTe/MhUVM/wm9Sv0IyOTetScisISh93bHojejiUoj8cCcJO08SPLvA3qPW/UTsJilikk/v5pSe+zaCQoYpW8e1HnPh/k1rfQWlnODty5G5OmPR6cm7HUbsnE/wmzUEVZkSKHzdsegNGGKTSP3hZ1I27UHTtCb+MwYh9/PCojdgjI0nedkX5JwsHCLXe+EE9PfCSPvqh0LPfFe/mmAafwV2n9IC/NeulKanp3Pr1q2X5nPp0iX0esmResmSJTRr1oxdu3axfPlyJkyYgMlk4uDBgzx48IB9+/bx8ccfM3XqVGt4tuPHj9OvXz8SEwsGpvj4eFauXMm3337Ljz/+yNatW7l///4L1Ss69B0M0bG4jxlY6JmiZDF8P1uCU0vbKC/q5g3Q9u6CqNEQ3W0I6b9eQ+7mTPHpfWzo5B5aSq8ayYMJ6xCVCpJ2nST916vowuMp//V0BLmMK83GcaXZOGRaNWU/Hs3NgUu52GAMeeHxlJghTbD9+rXEsZQ/F5uM5UqbKQQMbo+mWmkUHlrKrBrBrWGr0MenAlB8YGtr+a41QzgXOofz3Rcg0zhwpv0sfqs/jpzwBMrOsI1cUXJER9zrlsejYUXuDV7K1YajcAwJxKLT83vL8TwY9zEhn4xH7uVKqZUjrTS6iHiKzXmHUitHknXtAQnf/ULC5oNknb2JV9+2OFUvK7WFu5YSK0bxYMhirjcegS4insCp/QBQBftjSsvkZuux1r8nJ6QAWq0jryjo1QtBEAScnR2IHzuXqE4DMUbF4v5eUbYShN/nhW1FUSIQU2Y2otqRqK5DCavZgbwLV1+cR3omsUOmIKodSX9vAGkDu2CKi0Hdd6gNrSy4DA5v9CBz6ggyxgzAFBOFY8+BCFoXnEZNQXf8EAgigkpF6fFdCtfBw5mKq9/l8jsrn2orpSe+iWuNEBJ/uSK1SXQ8Pitmkjh7JdFvDiPt02/xWjjpT8uTMe4d0gd3xRwfg2Mf22hVsuAyqDr1IHPRNASVCsOpYxh/v2ilVTZuhfO8DxE9vPLrr6Xc6uHceGcZ5+pL/Sg4vx/592uBY7Af5xuP4+pbC/Dv34qwZd9zrv4Y1GUDcSzpy7VWE7nZfTYl572Dunwx3JpX50qzcZwp0ZOEbUeROaq4++4KAsZ0tem/ooOKoElvUXrVSGKnrSTn7DVUZUuiKh1UqI2VpYII2rgI59YNCuR00+K/bCI553/nbqU3SNuyH7caIYSMDrXN6+FM1VVDuTBwJUcbjCcnPIHy+fq5OGgVv7aYyq8tpnJz3jfIVEpiRswisuMgjIkpBHyzCs8pw3iyIymCg/D/YnEhHQGIbi74LJuGxWQia+8vf8320zOJ7jaM6G7DMKZFFzkhfRAWwcDRUzl8rGCxAUFE5uyNMSMeY1oUFpMRUW177FHmriVo6RjChy3iTvNh6CPj8J38NgBuXZqiCg7gbutR3G07Gqc6FXFpVx+Zuxb/6QM5P/VLtpV8m7AdJ6k+rx+akj78EdrS/jTbNo2gDrVt0itN7o53nXLsazGV74MHYMoz0HjzpEL5/8hDrlZRZ+UQfhu8ioifzmLM0ZF15jp324xCdFDiPbybVaaoKWsQFHLS9v5G5okr6CPjKLF+aiGZ3Lq3IGjpGERHFTf6LSZ282Eyrz4geE5/io3tirqUHxeajONy/nvDOf+9EfLBIB4t3sqJYr1I++0albcWTAQdq5UjeOcKHCoEk/TZDu61eBd9ZBzFPpuJOU9P7rW7ZBw+i0VnIGb2epyb1MSlU2MCF7+HOSOTxPkfkbFtH/pH0fismA6ygumNIjgI/y8Xo2lVdOQ013e64VijYpHP7PjP4r92Ujp//nwSEhIYMWIEbdq0oWfPngwYMICsrCxGjx5Njx49aNq0KdOmTcNisWCxWFi6dCmtW7emXbt2bNy4kVOnTnHkyBE+/PBDfvvtN1q2bEmHDh0AKF68ODqdjpycHI4fP067du0QRZGSJUvi5+fH5cuXAfjhhx9Ys2aNTd1OnTpF3bp1cXV1Ra1W07p1aw4cOPDCMmZu242mXfNC6dq3OpG5Yz/Zh36zSdd0aEHexWvofr+NMTyaB5M/IXz+Zjy72HY018ZVyLpyH4eSvmRduU/0hzvw7NKQuI0HcQwJIGrVD2CxgNmMRW/EmJZN3qM4AGI3HsQ7n59H29rEbzkKJjPG9GwSd53Eu2sjK//AoR1I2HoMQ1I6ns2qAuBYzAu5xpHXlg+m3uFFmHVGDKnSl3zkxsP4dS14IbrXq4BnsyqknL2NLimDvEexAOgT0nCuIU0qZU6OmHUGXBpJZT6mid94AM/Q+mRduc/DMWsIn7uB+I0HcA9tiKCUY8rMltqycVWyr95Hl58vcdMB3Ds3ktqzZjksJjNlty+kwuFV+L3XHcSCLqHRqMjLM2A2/+f9fZRKGQaDGWNEDAAZW/fg3L5ZITptz05k7NhP9mHbybSqagVEByXIRXxWzsL13d5kfL/vhXlgNuO/cQWolCgbtgBRRHdgF8pGLWxoTQ/vkj68N5acbFAoET28sGRmoKhaC1PYQxRlXyNz7gQAfDvUKVQHzyaVSb/8gJx8OyzKVnw61iEnLAFjhrRilrHlJzAY0d9+AIA80A9zesafl6dBc0megz+halhYnoyRvVGUeQ3Tg7sIDg6YMzMk2kYtUdRuQNa8iVZ6tyaVybz8gNz8+sdsPIRPV6kfebarQ9yWo1hMZrQ1SpMbHo9rvQrIXTWo/DxwLCGFXdXHpnCt/RScqpSysXWFlyuio5K0I5fJOHPTpv9mX3+IploIWVfu41ixDMaEZJLXfIPcx6NQG7v17kD69wfJPFAwrjg1qI7uXjgJS78Ci4W0b/fg6O+OY6DtjQJejSuTduUh2fnyhW08TECX+jY0gkJG1VXvkn49DN3F61I7JqeiCPIjedlnNrQub3UiY/sBsg7Z6gjApc8bWHR6MrbulvT8F2wfsxm/DcsJ2L4e0dG1UF6ALdv30LVja1o1LRg/BaUai1EHZmlRwpyXgaiyDaXp3LAaOdfuoQ+T9JP89X7cQhtLD0URUe2AoFQgKhUISjlmnR5ts1rk3Q0n7HtpAnx77R5kSgVqv8J6ChnQkgffHSNit23YWIvBSNKl+2Q9jMNithB98CJu5YsVKduTPJyD/Ui+8pCsR/Eknr3NxRkbpfqazeTeeIgi0Msqk6qEPznX7pHw8fe4hTYm+ev9qKuVKySTqnQQOdcfEL54K2m//U7MxkN4tqmNITkDj1Y1iCv03miIZ2g9EARiPtsLwMN5XyN3ccLhtVIAeLzdkaxjFzGlZWJMlBY7Ur7eh0PZEogaRxwrlSbj4CkQRSw5OjKPnse9Z1tyf7+HxWhCpnUmfcsenBrVwqKzPdHv0jPf3g4WtjfHWpVRN6hJ+ta9RbblfwJmLH/b3/8a/msnpTNmzMDb25upU6fy6NEjli5dyldffcWxY8coX748W7du5eDBg5w/f54bN25w4MABLl26xO7du/n+++/ZsWMHISEhNGvWjNGjR9OwYUNat26Ni4t03ckXX3xB+fLlcXZ2JiEhAW9vb2vZXl5exMVJg++aNWsoU6aMTd0SEhLw8ioYtL29vYmPj39hGY3xiYjOTghOapv05EUfkb3/aCF6RfFA5L7eKMqUJOD7Twga352ce1HItdIW/WOo/D3RxSRZ/9XFJiPXOmHMzEGmdsCQkCbRBXrh3qI62bfCrXl1MclWfip/T3TRSTbPVH4eqPw9pEFKISfum5+xmMzInRyQaRxRerqQ/Ovv3Jz0BREbDmPMyKbiKun6nryYZBRatcTbx41y8/tzbdhHyJ0cMGUVxL1/NGk9ooOSahc/p/zW93k05RNUfu7oY56oS2yyJEuiJAsmM4FTeiHTOJJ1/hZ5D6TJnNLf0yafPjYJudYJUeOIIJeRceIa9/rM4U7X6bg0rob3gPYAODgoEASBvLx/5qoRURQxmws2dZ5qKws/JntfYVsRZDKMMfFk/3KS2LfHo65XE3XT11+YR+6ZS2TtPULO4d9QVK2Fql0XzMmJiE4acLTlg8mEonYDXD//HkWFyuiO7EP09MYUF0XW4pmYY6IAkDurbewVwMHfg7yYAjeKomwlYf8FjBnZhdpEHuRHsZ+/xWP8INK++v7F5GkrySM8RR551drIK1ZFXr4y+qP7JVq1E9kffYA5NuqJ+kt97TGkfiTV38HfA12+bA7+nujjU6XJaElf9PGpyLVqKu5eROUDi3GqFIzS09XKy7FMIK6NKiMqFcg0jqQfv0reQ2kypAr0wn9wB3Th8ehikkjbso/kj7/DmJSKIJcjOtm2cfzcdWTsOWaTJvfzIu/mAwxhUkx2iygic1ASf/iSDZ2jvwe50U/qJwWFVo38CT0W69UUU56BtCsPrWlpX25DVCn543ZD0sKPySpCRzIvd7RdWpPz23kwSfb/V2w/98wl4oZNJ/bt8QhKNaJD4evzpo8fTvtWTW3zijIspieuLDMbEUQR8Qk5Ff5eGGILdG2ITUKWP6ak/vALpvQsyp/dQPlzG9GHxZL5y3nkXm7kXLptzePbtDKCTCT9bmShel2cvpHwnacKpeszcsi4L+leHeBJiW4NEZVyGx0UxUPpoiYnJgWAuOO/k3j2DjKtE6qQIDzf6UT63pNWmR7/+1gmU2Y2oqMKU1aOjUym1EwM0QnEfXcEeNLeJZvXPWErj98bTiEBmLLzpA+q/HRBFFGW8AMgasxSTJnZWPQFY64hLglRpUQZ5IOymC/F1k4lfe9v6CNi0bauh9zbDUNsEonzPsJtcA8Cv16OqHYkacknVvsBSFrwMVl7i7Y3z6nDiJ+0GMz2TfT/BvzXTkqfhIeHB4GBgQB06NCB+vXrs2HDBubPn09aWho5OTmcP3+etm3bolQqcXJyYteuXTYTxyexYcMGtm7dypIlSwAwm80ITwyaFosFUXx60xRFL7zMHu+f7AyCXI6iuD+5py4S3XMEcldnik2WttAsT3RAREG6jffxv4/rmU9jMZlxqhxMxR/nkXnxLrqowj5TFrO5UH5BELCYzSj9PVCXCeT+pE8KyZF+6T6XB6wgLyYZQRBIv/IQrxbVEBSyJ/hAlfWjuD1rE7qEtPy2kwoSVApC1o4F4GqDEdzsMpPgJe8ic9FYB7NC9czHgzHSirZMq8F/bPf8wsQi82Eyk/TtYSJnfoY5V4cpI5u4z37CrW0d1BWDcXBQkJmZVzjffwhPNac/aSuZ2/eTc/wsGIyYM7NJ37Qdp2b1XphH8qK1YDJh0evJ+2kbyrpPrMoXwcdw7gRp/UPJ3boB51nLpJXnoj7W/5BXeArdk7ZiytEVWU9TUioRLXoR3ec9vOaNR1E84M/Js/t7FHUKVmOLksccHY7+6AFyt21AM3MpCE+hFYUizexxP7I8fihKDCwmM4JchmNxafv2ZvfZ3H13JSXnDEDp72FtC7/BHYj76oA1z2M87r+xX+0n92FMkW1n+RN6FkTB2j9Ur5Wm+OYPAEj45Uoh+Yoq5Mkygoe0I/nUzafQ/YkVG7kMnyVTyfn1HObcIvreC9qtJTcPc2Y25tx0BJXTn8pboGBb2IyvglD0WGQy4zOmJ8bkDG7V7Mut1wcgc9XgOegNmzzlR3ak0jjJhcWY/efv6BTyebhVKkGLH2dyb8PhwnUrOmOR9S25cQ5JG/eSeeR8Ac0faB/z/qNMTrVfs6ELGi65e9wavDw/o82LI78fFD0WW4ymAlKx6PbPOnWV23X7k77nN9z7tCP4h6Vknbwi1U8Q8F0+jfhpywlrKblmeU15F7nvc+4PlsvwXTaVpMXrMSWlPJv2b4blb/z7X8N/7UGnJ+Hg4GD9/82bN3Pw4EG6d+9OvXr1uHv3LhaLBblcbjMxjIqKwt298BXoS5Ys4fjx43zzzTf4+krbZr6+viQkJFhpkpKSbFZO/whfX18uXLhg/Z2YmPhM+qdB7u2JKT0DS1EDcBEwJiZjjI1D5uYCRiNJ248TNKUnhtRMzLkFL2xddBLO1ULIOH8b52ohqPw8MKRmonDVYEjNxK1VTYIXDebR9M8xCyJeHetZ86r83CV+OTp00Ukofd0AKD6pB759pO1bUSkHmUiV3QsAUPq4YTGZcW9YEWNaNnJXJxIPXiQ3Kgm3OuXAbMFiMuPg74E+NQtN2UAci/tQbk5fAByDvJA5KAleNpz4TQcRNY4Y82XKunSX3DuRiColCt8CfSp9PTBl56LwdMGlcVVybocjyOUY0zJJ2Xkct3avA6CPScSpWohNPmOaxNu9axNybz4iN3+lWBDAYjDh8WZTBEHAzU1amRFFAWdnR7Kz89DrCwbQvxMmkxm5vKB7vqitaDpIbiEy7/ztQUEAUXxhHvq7DzHGJaKqXA5zuABGI6KHJ+bMDNAV8BF9AxDd3DHe+h3Hnu+gqFUf0ccPVcuOmMJs/a0NadmFJpi5UUm4VC9t/a3ycy9kKwoXJ5TerjgGepHnOpb0r3dgzs61yqO/dR/9nYcoQ0piCI9+rjyWCAFMpkLyOLw1AOXrTUAmk9os/CH6I/tRDxmHGFiikOwAuqgktNWfsDM/dwypWdZ+pPJxJzOfTuHlSubvj6z+2Ia0LMy5OvLC4sg4dwvRUYXCVQOiiEe7utzuvwjfd9pa+7hHaH1r/03aeQLPro2kg0/5kGk1WAxGLLlFT+JV5Uuhrl8dbWhTRI0a3Z0wnNs3wvf9ESSt+Qa3kX0K6yc6Gbcn9OOQr5/HdNqKJRDkIsmnbuHfsQ6P17Mlu80Ew/N3HFSvlUER5Ic8wAfRWYNFp5NWKV21f8lu9XcfFSQW9cVQBCxmI6L8iQAcohyL2WTTloaYRNTVCnbPFPljiiVXh0ub14me/QkWgxHvkT1QFvOTJqqpGejuRlBv7Qi0IQGcGLyaRhsnYHqKjh7Dt0llSuS7sSg0jujSsijWqS4XZ2wk8dxdyg1t91we+vRsHPPHcYDS/ZpjMVuI+2AjaT8dx2dsb9zebIZM64QxNZO8O2FWmeQuGiwmEylbDko2ZTCSuv0IngM6YTEaEZRyyq4egdNrxTGmZ5N56V7+e+PJsdoNXUwyeREJyJwK3uUqP3csJjOG8LiCukYnIigUBW3r44HFYiFl015kGkdiZ69HHxaDzE2LIIAhOh5lcACCo4qc42eR+3tjSs9Efz8cVeWyGOMKL7g8hsNrZZAH+uE5WfKPl3m6PZX278b/4jb734X/2pVSuVxuPWz0JE6ePEmPHj3o1KkTOp2O27dvYzabqVWrFocOHcJgMJCbm8ugQYOIj49HJpNhMkkTiQ0bNnD27Fm+++4764QUoFGjRuzevRuTyUR4eDhhYWFUqvT0yBv16tXj9OnTpKSkkJuby6FDh2jUqNELy+jcrQM5x07/afqcn39FUTwQh8rlkRcLwL1tbTBZSD143oYu/dgVNDXKkPcoFk2NMgSM6kzqwfP49GtF9u+PCJ4/kJs955G08wRpx6/iXCMEh5JSe/j1a0VyPr+Ug+fx6dkMZCJR63djTMvm9uDlXKg3CnOOjluDl3O5xUTMeXoSf75M4sGLyJwcqLDgbRSuTiQfv4bb6+VJPHYVzBaK9W9BwoELpF24x/HqIzjVfAqnmk8h6usjWMxmYj7eSV5YLAo3ZzIvSieoVcV9cCwTRNKO42iql8GhpLTV49OvFSmHL6CpXgbvXs0JHNcDn36tSPv5PO4d65N58hoAGcevoKleFlV+Pq++rUk7KPlqOZYthv/4XiCKCA5KvN9uT8ruE0TO/oLU1GxSU3NITc3BbLaQmZn7H5uQAuj1JhQKGfJi/gA4d+9AztE/byvKkBKoqldCVbk8itIl0PbshCU754V5uI3oT86ZSzhULo/DG2+hP3kUVetOGM6dtKEV3TzQjJuF4OxC7ndfkvfTNkxhD8iYNBR5mQqIfgWrl4lHrhQqK/n4NVxrlEadb4dF2crpNtOxGE0kHr1K0uyVOIe2BoVc8iEEFKWKoygZRN7vtwvxL0oeVWgP9CePoGzVCcP5AnnytnxFzvplCEoVWfOnIC9TAVWHbpgiH6Fs0MyG9jFSjl9FWyMEx/z6+/dvRdIBqR8lHTiPb6+mCDKRjIt3UZf0JfPKA/IiEtDFp5J7X3I1UXi64FyzLEk7f0NTowyuLapjTM/CrVVNax93a1nTpv9CQX9XFJdsRV23Csak1KfqVXfrAalf7SQsdBTh3cahrl0Jn1nDiXxnBnJvd+IOXiiUJ/H4NdxqhOCUL1/xfi1s6DxeL0/SiRtWOkW+3Wp7tCf7yJ+zOd3VW4S36EP0W6Ow6PVkH/yVrIPHMUbH/yW7RRQRVEpERy1mXfbzMwIWfQ6CQgWi9EEoOjhj0due+s/87TLqqmWt284evduScfgsALnXH+DaXppExq/ZQu7v90j8ZDv3O09A07AqKi9XDneaQ0DL6kQfKnw6/I+IO3aNAy2ncaDlNK4t/QH3SiU4N/4zwneeIqRf8z/FI/NBLJ7VS6Mp6YN/y2pUnf4WmUfOkfaTFEUsfuU33Os0DnOenojRS1FXLYv38G5kHD6LR++26CMTrDIhl6FtUZvM4xdRVy3LaxsmIXNWk/LLZZL2S+Nq8sHz+PZsCjIRmVaNd2h9kg+cJ3GX1G/8B7cDoOSMPphy8si7E2ata9aJy8g0jsi9pAmie+92GJPScOnQEPdebfGe2B9No+rk3YvArXtrkr/chUPpIEStBoeqFXDp0Z6cs1dQlCqO7taDZ7ZL3tVbhDfvQ2SX4UR2GU7GP+hTakcBBIvlT35C/odhMBjo27cvCoWC6OhojhyRfFdOnz7N7NmzUSqVaDQaHBwcaNeuHd26dWPlypUcOXIEs9lM79696dWrF3v37mXFihVMmDCBWbNmodFo0GoL/Is+/fRTvL29WbJkCb/+KjlBT506lQYNGtjUp2zZsty5c8f6e/fu3XzyyScYDAbefPNNBg8e/ELy6R9GYIyKIXH6Eulr7f1xxPSwDZ3oOXci+vtPXAklirgO7oWmcxtkHm6YdUYyL9zh3vBVqIr7UHrZMK62lA6TuDarTvFpvZG5apBr1RgS0sh9GINjKX8U7loElYK8BzFYkPwzVf6eiAo5ueHx3B21BmNaFshEgt/vh2vjKogKObGbDxO97icA3JpXo8S03ogKOaogLy72WULKiRtoqwRTfeMEjJm5CKKALjkDhYsTgiiSEx7P7yM/xpBm+4IoPeFNnCuXRBPogaiUY8zIRlAqkGscUfi6c3/ESlIPnMO1WXWCpvZBVMrJC4vj/pgPca5ehmIz+qIM8EIQBPQxSWRduI1TldLcbC25Abg0q0HAlD4ICjm68DgevbcaU1oWooOSYvOH4FS9LIJCRuqeU0Qv/hqA4pc3W+vn7u5ERkbuP3IllENcLIJCgSEyhsRpS5EH+uI1ZxzR3WzDOHrNl646eXwtjuCgwnPaCBzqVkPu4Y45O4e8a7f+Eg9V5fKIGidElQxLVgamuGiyVy9E9PHHacREMsYNAkDVOhRVuzfAZMKckkzOpysxJ8ShqF5HuhJKoUAWWJzjdceQ+ygebZVgKq4YwqnmUwDwbF6VMtN7IirkT7WVyh+PxLNpFUhPxRAZQ8b3e3B/bxCKQD/0dx+RsvpL8s5deUF5YshZI8mjHjaRzAmSPMrWnXBo0xmUKkStC+b0NEzREeSsWYglKxNZqbJol3zCyfLvSFdCNa9G8PReCAo5eeHx3Br5Eca0LASZSKnZ/XBrVBlBKSf99E2cq5ZCUMjRx6diNhhxCvZD6efOo5lfEr/5MK7NqhP8wWAUHlrST17n/mipT1b77UPkbhr0sQXbjRnnb5P68yWCZ/ZEUMilw4tJqSSt3ITvgtGEhY6yaUO/D8aiuxtuvRKq1PFNyL3csJhMWPQGsqOSST5zm8gtx6myfDC/tpgKgHfzqpSb9pZVP5dHrbXqp+KiAeji07i3aifezatSdVY3BIUcQ2QsCVOX4tInFJd+XQira3vzgtf88ejvhxe+EqphLbzmjUNQKMi7cuMv260glyN6qTHnPH2SPn3+ckoHFy/6SiizAVNmImFvryZw8SjutZPCjTo3qYHv5P6SDsPjiBy3AlN6FjJXZwLmDpUO75jMZJ28SuzCL3GsVIrSO5Zh0kkrxia9gZzoZC7P+QZ9aha1lw/mQMtpNvWqs3Io6XcKroRq/9tSHLxcEZXSrqBJbyBi91nOT/gc98oln8kj/W40Vab2QBsifSzoH0YjKOUo/b1I2fYzMbPWW2WSuWiQOTthTExF9yiGmDmf4juhD47Vy6HwdCPlu4PELvwSj/7t8Z8xCLPegDnPQF50EpjMPFr4DW5NquLWuLL1vRG1Tjq05tOrGaXnDUCQyzDr9Nx4ewlOpnQCFo3mQYfRAJTe9xGixhFznh59RCzxyzbjO7EfiiBfaeVUp8eYkk7iuu9J33UMTZOaBMwegszbA4vRhDE6jsxdP+PcqTmRXWzDeXsvkOytqCuh3Ef0wX1E36fayd+JwSW6/W28Pwv7/m/j/Xfgv3ZS+m/HoyotX5pHbEJh5/0Xhcnyau47yra8vCeIq+zlYyDLxVczcXxyUvpPIrNZ13+6Cla4ln72NuGfxblTfi/No4z3y/uAuZV5eXsDuHriOb5rfwLKV2C37s65zyf6E7iX4fLSPCp4vrx+hFcQVx0g6Oj6l+Zxq+aYV1ATuKF/+TH7VeA1ZcYr4ZOW5/B8oufAXf3yduvg8GoOpJa+efCV8HlR2CelBfif8Cm1ww477LDDDjvs+DfCHma0AP+1PqV22GGHHXbYYYcddvz/gX2l1A477LDDDjvssOMfgv2G1ALYJ6X/EKanaV6axyK/9JfmodIUvuHgr+D2nZf3q/N0/XMnZJ+FnzNfvh4AxV8Jl5fHsDTZ84n+Q9imeTXDxavwHR7xCtple/2Q5xP9CWSfKBzC8kUxQH/z+UTPwc2Phj6f6E9AGL37pXkMS395X3XhFW3kLX0F/qDlL6x+BTWBkF+3vBI+Lwt5o7deCZ8zFYsOc/oiyNO//LiSq1M8n+i/GPbt+wLYt+/tsMMOO+ywww477PjHYV8ptcMOO+ywww477PiHYN++L4B9pdQOO+ywww477LDDjn8c9pXSV4ApU6ZQu3ZtunTp8nzifHxwYCVypYLI2+F8OukjcrOefldbzVa1GbbyPQa+1guAqs1qMGjRMFzdnMFoIOfkOZJnLikylJ/HnEkY7j8iY7N0V5nnklkogqQLlAUnNXI/Hyx6PfozZ0lfvARLjm30EoeWLXHq2QPBUY3o4Y45LQ3jrdtkfPQR2lGjkBUrhiAKBG0+QeRHu3BvUZ3g6b0QlQqyboZzZ+w6TFm5IIqUntMP96ZVEeQyItf+RMymw6jLBFJh3RhkGkdUvq4gCohKJXGTPiBrz1FrPVz6dkb7ZhsiQ4fivVC6LLuoC5BDd87CLdiPvNQskm9FcGzi5xie0bZNVwwl5U4kVz+RLqgWRIEG8/tbQ4zq9Says1/N/Zx/BbWb1WLAlAEolAoe3XrEyomryMnKKUQ3ZOYgGrZvSGZaJgBRD6NYOFyKY77j5g/IFdKF2/o8PZ/O/5yDWwrfx/c8HmqVXApXqteT+916DMf32+RXtghF2bwTYMEcH0PulyuQlSyLQ/dBiIHFITcXc3I8laaIxKzdRfJOKViFa/MaBE3tjahSkHMznIfjP8aUlYvMWU3w8hE4lg4AUSDp+2PEfLwT1+Y1WDutFwqlgpysHDKSM5jZf2YheQYVIc8H+fLUalYLh75DEFw8seRkkPf1PNDbhrFUNOqGrEwNyJPa25wah37vp4glK6EKHSHFYjcaaNAmkYcf7SZmu22kJ+8W1Sg7/S1EpZzMmxFcG/spxnxbLP52S4J6N0XmoCQvIY0D7koUSgWx0fE4OjngoFIhymR88uFX/Pj9Xrr06MDAYQUXeztrnfH196ZepVYkJabw4VcL6L56LXq9nrIhpZndrx2OGVFW+t1nb7H56CXr76xcPQlpWRyc9w4eWieaTPmEdq1b0m/Quzjtb4vuThjm6R9hzi5sawC+H4xHdzeM1C+3AyBq1PguGIuyZCCIIuMv3iakcojVbldMXPkUux1Moyd0FPkwioXDFwEwcsFwWnVrhSgTSUlIZWT7UWSkFL5f80m7VWvUOLs5k5qYxqNbj6hSrzLKuGQrbeInOzBlZOM7qR+iUkHu7TCiJn+IOX+MCpg7FKc6FQHIPHqR2IVfAiDIVYhOHvmhrAVMuWlYdAW+xBaLhenzlxNSqoT1Ev4ncfzUOVat/wp9egohvm7M7loPjYPShuZeXCof/HSWrDwDMlFgRufXqRDgQXqOjgU/nuFyeDwZOXqcVAqql/T5SzzuxKbgqJTTOd6R3t1Ci9Ttk/I0a96MNu06AgIWkx5TVmKhkK1uLapTclpvBKWc7FsR3Bu71jrmB8/uh1vTaghykah1u9HFJFFyWm/kbhoUHlpy7kcj5vO73WUq5uw8yu5chFOV0mCxYM4zkLLzOBEzPgWgyrVNGGKTETWOKH3cMaZnkXX+FknbjhIw/i0EhUyKTDXzC+QeWgKn9EFQKci9Fc6j8R9Jen4CpT+bjD4+hYgZnz21Lf4TMNuvi7fCvlL6D2HVu0uY0Gwk8RFxvDXl6VEkfEv40Wv62wj55wac3bWMXD0Wvc5AdOseZH6/B1WFsmh7216yLi9ZDJ9PlqJu0dAmPWnSXGJ7vkv8sMmIzs6YU1JI6tsPY2wMzkOH2NDKgoJwHv4uafPmI6gdyfjwQwRBwBgbg9uSxZgSE0l+ewDJQ94loH8r3JtVpdzq4dx4Zxnn6o8hLzye4Bm9AfDv1wLHYD/ONx7HxdZTCBzSHudqpcm5G8XV7vOQaRyI7Pwu6d/uRnc/HMdqr1nr4VCtAm4DuyEoFPh/uRhNK1uZHsNtRF98q5cm4uhVtjSZSEZEAnWn9iiS1rW0Px23TCW4fS2b9DJdG+Aa7GcNMapQyFAq/5lvN0EQGL98HPOGzGdQk8HERcTxztQBRdKWr1GBRSM+YHibkQxvM9I6mSxXrSwOagfebTmcjqVD2ffNfkIqlf5LPLKmDSbjnbboj+5BVsL2kJBYIgRVu+5kzR1N1tRBmOOjUb01FMchE8n9bj3m+Fj0R/dgvHud31uOt05I5e5aSq0cyb3BS7nacBS6iHiCpkn9IXBST/SxyVxr9h7X207Cp19rXJpWo9TKkayYsIKrp65SsnxJgkKCipSnQo0KfDDiA0a2GcnINiOtE1IXdxfGLR+H8dF1MBqw6HJRNCj8QSn6l0K/9zPyvp5L3tdz0e/9FBw1qNq8gyUzldwPh2P8/VfSzt4tNCFVejhTefVQLr6zkuP1x5MTnkC5GT0B8G1XixIDW3O22wJOd56LW60yHD9yiuZ1Qqlc/TVSklJp36QHA3oMZ/q8CZQILsaOrXto36QH7Zv0ILRFbxITknh/8gckJaZQPDiAefPnsrRnfX6c2AU/IYMVn22yqU/HOuXZNqU326b05puJb+GpVTOlWxM8tE6ExacS5O/LrDlz8Ys9S3bb4bhGJuE5vrCtKYODCNywCOdWthHvPMf0wxCXRFinYUQNmUGLN1vw7epvGdhkELERsQx8it1WqFGBhSMWMazNCIa1GWGdkLZ8syXterVj/JsT6Fg6FINOz9yvZhfJ47HdTu01HUcnR0a1H8OgJoPJzshCJpNxr90Y61/mb5cJWjqG8GGLuNN8GPrIOHwnvw2AW5emqIIDuNt6FHfbjsapTkVc2tUHQObsgzknFWNaNMaMWGROHtZQpA/CIhg4eiqHj50osn4pqWnMXLCCVQtmsGt8ZwLdnVl94JINTa7eyLAvD/N2o4psHd2Rwc0qM22r1EeW7jmPTBQwmsx8O7I95QOkePAvykOtkrNjbCibh7XjxJkLHDt5tsj6PpbnwtUbNGnRFmNGPMa0KCwmI6La3YZW4aGlzKoR3By4lIsNpDG/RP6Y79evJY6l/LnYZCxX2kwh4N2OlP1oNDcHLiXh++NkXrxHxrnb3Gw9lputx2LOzkPurkVTvSx3us/kUqnuJH5zkMcvP1WwP6a0TO72fB+ZkwM3Wo7hWo130EclUuqTiYRNXMuNluOIWf0DJT8aS8kVo7g/ZAnXG41EFx5nHVcew3fYG2jqlC+yDez45/CvmpRu2rSJPn36YLFYuHDhAq1ateLChQt069aNjh070qdPH+Li4gBYv3497dq1o2PHjnzwwQeYTFJc8+3bt9OhQwc6duzIlClTyM6WToTXrVuXQYMGERoaisFgYNGiRbRu3Zq+ffsSERHxwnWNC4sF4OevD1A/tFGRNEoHJcNXvcfX876yplVuVBW9Ts9Pa7djzsgk8/ufkLm6kL33sE1e5+6dyNy5n5zDvxbJ27F+bQSFjIxVqzEnJJL74084tGxhS2QwkLF4KYrSpTHcvo3+xClEd3dyd+9F5uND5tp1AIgeHggqBU7li5F5+QG5j6Q2jtl4CJ+u0gTSs10d4rYcxWIyY0zPJuHHk/i8KT1za1KZzMsPkHm6o2nVgLhxC9B0aAaAzMMVrxkjSFr2GTJXZzK2HyDrYGGZHGtVRtOqIRnhCegzpRWZm5t/ofQb9YqUv2L/FtzacoyHe8/ZpAuiiFytKvgtAP/QyUilUsadq3eJCZNio+/ZvIdmbzQtRKdQKij9Wim6DXuT9YfXMvOT6Xj5S7cQtOrRCn2envHLx7Lu0Fpkctlf5uE4eCKaBZ+BTI6ynq2tmMPukTmxH+Rmg0KB4OaJoNZgengH0c0TzCZk5auibNaRgLHdQJSGHpfGVcm6cp+8R1J/iN94AM8ukl2Ez/yC8LkbpPr5uCEoFajLFSfryn3KVC5DSnwKX6/8Gg8/jyLlKfVaKd4c9iZrD69l+hPyVG9UndiIWGS+JTBeO445ORp5+Tq2DGRyRO9iyGu1xqHf+yg7vovg7I6s+GuYs1LBaEDVfRKy4CoE9moCou1pc88mlUm//JCc/L4QvvEw/l2lCU5A94Y8XL8XQ1o2no0rkXLmNl+u/xqlSsnHyz+ndr0aAMTFJJCSnIqvv48N73fHDCA5KYXv8sNq+hX3JCSkDCHtB6B6vQc9e/Vm/4U7PC1Y34bDF3F3VvNmg0oAXHkUQ606dbl85RpvzvyYLZZUUr7bg7ZjYTtx7d2B9B8OknnwN5v0hAXrSVwirTY5t2qAyWgk7G44AHs276XZG82K1FHp10rRfVg3Pjm8jpmfzLDqKHRAR8LvRXDv2n0sFguLRi6meJnCd2I8abcf7f8Qs9mMQS/tGEU9jEatUVNq2weE7P8Q79Fv4dy4BjnX7qHPH3+Tv96PW2hjiZkoIqodEJQKRKUCQSnHrNMjqBSYclKxGPJX2cwmMJsQZNKkdMv2PXTt2JpWTYv+WD517hKvlS9D8aAAALrVLcv+Kw9t9HP6XgyB7s40LBcIQJPyQSzpKdXrVkwy/u4aXgv0pJSPm5XmRXm0r1YKmSiikMtoVK82h48WPYl+LM+QgQNIjI8Ds3RDizkvA1HlbEPr2rhKfv+V7Dx240G88/uvR9vaxG85Cvljfs6tcEwZOeQ9ikNbqyyIAn59W1F2+0I0dSoA4N65EVgs+I16kwo/r0YV5INHF0kGTc1yWExmyu5YiOigxD20IYgiCRv2YTEYybnxCABVMR8Ei4Xsq/fQ5Y8rCZsOSLzz4fz6a7g0rU7i5n8mgtMfYfkb//7X8K+alPbt2xdBEPj222+ZMWMGixYt4v3332f48OHs3r2bdu3asXHjRo4fP86RI0fYvn07O3fuJDw8nC1btnDnzh3Wr1/P5s2b2b17N46Ojnz00UcApKamMnjwYHbt2sUvv/zCzZs32bNnD6tXr/5Lk9LHSIlNRq11wlHjWOjZwEXD+OXbQ0TcDrOmuft5IlcqcPFwwfujRXivmoeoccJisnWVTl38ETkHjjy1XMdmDTBnZqP7TRqYTImJiBoNglptpTHFxaE7cwaZtzfmhEScR45Ad/IUprg4iValwmXGdDw3fEXaqRsIMhm6mCRrfl1MMnKtGpnGEQd/D3QxBdtouthkVPmTCQd/T3QxSXhOGETy6g0YHkUic3ZCcNbgs3QKScu+wBSfjDExhay9BVv6jyHzcsdz6jCyj5xCl1GwRZgVm4JKq0ZRRNuemLmJ+z+eLpR+5/tf0aXn4OGhwcNDg8lkRq83PbUd/06IokhSTKL1d2JsEk5aJ9QatQ2du487V05dZcPSTbzbcji3Lt1m9hfvA+Di5kJcZDzT+sxgwpsTKVet7F/mkb10ClkL3kNWqhyC2gkcbHlgMiGvUR/n1VuRl62MJS4Kc3IiyGQYb1wie/FEBFHEtVkNfN9pB4AqwAP9kzYTm4xc64Tssc5MZkqtGUOVI6vIOH0dQS6ij0li39f7+Hb1t6QmpiKXy4uU5+qpq2xauonhLYdz+9Jt3s+Xp1iZYgSUCEC3/3OwmEGvQ1CpQVkQMlFwcsUceRvDyR/J2zQHc+xDVKEjEJzdQJeDKeIWuh2ryNu6GJlKQfCIjjblO/p7kPuEvefFpKDQqpFrHKU4955aan03hfLv98HBx5WM9Ez0Oj2fr92EVuuMxtmJnv264qRRc/nCNSsfN3dXBg3vx7zpSwvaTJeHyWBGf2kPuvM78StTmaw8Pdl5ha/eSs3KZdORS0zoUvCCNpksVK9QhgreTnwxphuXyOHHuIfInJ0QnWzbNWHeOjL3HCvE97Gu/JZMxHPCOyTGJBH1QHIfSIxNLNLmPHzcuXLqChuWbmRoy2HcvnSbOfk68vLzQp+nZ8Hmeaw7tJY2PVuj1qifabe7N+4hPjLearc5WTmIMpGw4R/woMdUnBtVw7VDAwyxBfZmiE1CpnVC1DiS+sMvmNKzKH92A+XPbUQfFkvmL+ex6AxYdJnWPILKGQQRi0Fy65k+fjjtWxWewD9GXEISvt4FV9X5aNVk6Qxk6wrcrcKTMvB0dmT29pP0+mgP735xGJNZmlJUCvLk9N0YvLVqcnQGfrkeTrbO8MI89l5+gMFkJkdn4PCxkyQmFx0K9rE8Lq6uZGUVyI3ZiCCK1pVLAJW/B7roJ8b1mIL+q/L3RBdd0NYWC9ZJtCEli5gv9iHIRGJXb6P051NQ+HngEOyPPiaJ8CnrudlqLIbkdGTOakSNI4JcRsaJa6Ts/JXUvadxaVwN7wHt0ccmIdc6oSzuQ5ULnxM0oz9Zl+6gf6L/6fPHFVHjiMLHjWJzB/Jw5MpC7007/nn8qyalgiCwcOFCli5dStOmTSlZsiSJiYk0bSoNGL169WLy5MmcOXOG9u3b4+joiFwup2vXrpw+fZrz58/TtGlT3NzcAOjRowdnzpyx8q9SpQoA586do1WrVigUCtzd3WnUqOiVzheB+Q+do0XfNpiNJo5v+8UmXRQFREGgYsMqJE6eR2y/kQC4DO79QuU5VK2I/ta9IipSRCdVKFDWrIEsIID0JUttaNPnLyChUygKVw1ujSr90d0IAIvZDKJgu3IjCAUDgiig8HRB5uZi40fqPrwXuRd+J/f0JZ4KuQzfZVNJWrweS25ekSQvMvDUGNuFvOQMkpOzSEnJQhAEHB3/mTvwBKHoL93Hq/qPER8Zz8z+swi/I61M/fDJdvyK++ET5MO93+9x4/wNdLk6sjOy2fnFj3+ZB7o8yMlGd2CHlMlSuF2NF0+SObwLeTs3omjcBgDDsX3kbf5Iyg/EfbEX97b5K5OCWMhHDWx19mDUai5UfBu5qwaXhpWLpC9KnllPyLM9Xx7/Ev40CW3CzQs3IfsP9/w+YfuWjCR0Oz/EkiytUhsvHEJw8UJw0GBOjsVw9Dsw6kEnrZ55t6hmy0sUipbLbEZUyPBqXInLg1cT/tUhBKWCCdNH2tANGNqb9yYPY3Cv0ejyCnyae/bvyuH9R4kMj7amXb18gwtnroDJCEY9xghpEisTCw/v20/+TpNKwQR6FsS371q/Ik0ql0IuE9CqVbyBC2fJzq/vi32QxU5aSsr6LShUCnq/18vmmfkPOoqLjGdG/1mE5evo+09+wK+4H75BPogyEU8/DxYMW8So9qNxdpVW6J5lt6Io8uDmQ6vdHsj3mzZn52LOyCbx812oyhR/qr35jOmJMTmDWzX7cuv1AchcNXgOesOGTnR0QebkhjEjjj+7DmU2m5+cx1khe2J13Wg2c+JOFF1rleHbkR14q145Rm74Gb3RxLh2kovRz9fDGbv5KHVD/FHIxBfmISDw1prdjN18lNdrVUOheLZbkvCUvvmk2IIoFtkOj8d8W9qCPnFr4FKS9kruA1nnb5F14Q7ahlXQx6aQfuyS9OFgNhOzcqu1nKRvDxM58zMsJjNmnZ64z37CrW3BDocxIY2rNQdxq9MU3NrXQ+b8h49mpDlC8MfjiZj9FYaE1GfK/5+EGcvf9ve/hn/dQaeYmBicnJy4efMmCoUi3zFdgk6nIyEhAXMREy+j0Vgo3WKxYDQWXC7v4CCtpAiC7QRLLv/rzeju60FWWia6XNvDNI3fbIbSUcXCfSuQK+UoHZQs3LeCY1sPYzKaOH/gDE2zc5D5eWPOzkFVoeyfLlNRtnShrT3R0xNzRgaWPGnioHlnAKr69UEuRx4YgDktjZQx74Fej+jjgzknB8HJCUteHpbcXBJ2niRgcFtUvm5Wnko/dwypWZhzdOiik1D5uPP4u1vp44YuVvqS1UUl4derORk/HQSLBbmPF6b0TJzbNcGUnI6mRX0EtSNybw+CdqxFd+uBtQzv98fgULUCfuvmIYgiJgs4B3oiUym5uHoneWlZGHP//EGl4LY1OTFzE683qoLFAnl5BlQqBbm5hQ+R/R1Qq5WoVJI9CYKAh0+BD5enryeZRdhKyXIlCK4QzC87pJXxfuP74qh2YN6GObi4uxCev40KoHXTYjQYn8tDKh9MBhNe/l4ElQosSHfWYjEarZNMANHbH8HVHdPd6wAYjh/AccBYRE8fFPVbYIp4iCUnC3NWBhaDUcoP6KMT0VQv8E9V+npgTM3EnKvDpXFVcm6H49OvNW6taiF31SB3c8aUXVCuxkVTpDwl8uU58oQ8CODm7YbaWU2lupVwqDoLwUkLogyL0SBNMh+TegYgegVhunUGRb1OyIKrgkKFrGxNLLlZCJ4BWJKiETSuGLPzsOht7SMvKhnX6gW+uw5+7uhTszDl6BAUctQl/ai7axYKZ0d0SRlUryV98AYV90ev19O2Ywu6tOlHdGSMDd8Ob7RmztTFNmk1alXj3v3b1t8JqelonZ1xVBX+mDp06R6T3mxsk7bn3C1qq3wJLC9NrC2At48PprRMLH+y7/gunYhDuVJYjEZEjZrwlHRCKkrye/p6kpGWSV4hmyuZb3PSh7dkt47M3TAXB7UDKfEp1sNRF45doGG7Bs+024ToBMpVK2u129C3O5GdkW2VQRDAnJOH/Ik+pfD1wJgvp0ub14me/YlknwYjqduP4NK2Pkmf/wiAzNkbQabAmBZj3dL+M/Dz9eb3m3esvxMyctA6KnFUFujHy9mRkl4uVComrag2rVCMuTtOEZWSKR1MqhnCybvRrOrXjM+PXsNd4/jCPN5rWwOXfNekLx9ZKBbg/8x6p6WmUL7CEz6Xojz/I6Xg3ZEXnYjzE/1X5eeOITXTOuYrn3gfPJ6QyrRq/N9uQ8KOXyXaXB0IYDGaEB2UqCuVsmZR+rhhsVgwZeXi3rUJuTcfoY9JxKlaiPTRbjDhUDoQU3auxAfIuf4QfWQCqhK+BXzyxxWHMkE4FPeh2PuSj7PCyxVkIqJKQeS8Dc9sj78T9svzC/CvWinNzs5m5syZrFu3DgcHB3766Sd8fHw4cULaot61axerV6+mbt267N27l7y8PIxGI9u3b6du3brUrl2bI0eOkJaWBsC2bduoU6dOoXJef/119u/fj16vJz09nd9++60QzfPgW8IPgOa9W3Px0LlCz2eGTmJyqzFMazeOJW/PQ5+nZ1q7cZzZcwq5Uk7DLk0RVEqcu3bElJSC7olB73lwqFGZvNMXUFUqjyxQ8nNSh3Yi70TBYY2sL78iZeQoBJWS7O9/AJkMWf4WlDq0E+bkZDQD+kvECgVenV4nad85tDVCcCwpDQb+/VuRdOA8AEkHzuPbqymCTESuVeP9Rn2S9kvPUo5fRRXoieGRtN3n0qM92UdOE9a4F5FdhhHZZTiJM1diiIwlsstwG1kSZq7gQZX2PKzeibBmvbEYTUQeu8bxSZ9ToU9zwg49Y5W1CCT+HkapjgU6V6nkGI3/ue37nBy99ZBVamoO5aqVw7+E9PJo36cdpw8VdjkwWywMm/MuPkGS72FKYgq3Lt1iSPN3Ob77V8rXKE9gcCBKByU9RvbgzpW7z+XRoV97Ht16RFJcEiajifI1yiP6BoFCiUPHnpge3rbJL7h6oB4xA0GjBUBRrznmmAhkJUKQl62EQ9e3UTbvhPHKGXwHtCV5l2RracevoqleBoeSUn/w6deKlEOSXXh0qkfguB5ELd3C9faTybkdQfRHO9BUL2Ntkyr1qpCaWHjFw2Kx8O4T8rTPl+fGuRsMaToEvU6Pbs96yac0IwnT7XN/ZICy6VsIWk8Mp37C+PuvmGMfkvfNAkR3XxSNu4MgIK/WDGNWHjG7zthkTzx+DbcaIajz+0Kx/i2IP3ABgEfr9pIbkcCp9rM42W4W2grFefRA+nD4/JsPSU5MoWvb/oUmpFoXZ4qXLMbFc1dt0uvWqYtMCeEJaSDK+OHMXZrWrFioTTJy8ohISqNKsJ9N+v3YZNZs3Ibg4oNe4cReMnjnrV5kHSlsa0+DRWcg99INwjuPJLLPJEqUKc6j25KPX4c+7Yu0W4vFzPA57+Kbr6PUxNR8ux3KN6u+Jah0EMXLSn6knQe+QfSj6EI8nrTbi79eokq9KkQ/jCYpLonGnRqRnZkNooigUuLRvwOp2w6jrloWZf7469G7LRmHpRW73OsPcG2ff4BLLkPbojY5lyU7lzl7gyC+8IQUoF7t6ly9cZvwSKn+P5y9Q5MKtofzGpQNJDo1i5v5W+EXH8UBAgFuznx/9i7XoxK5FpnI1fAEdp6/h9lseWEeaw9fBiA5M5cdew7SrlWTZ9b77p1bePv6Ww90iQ7OWPS2NyikHb+Kc40QHPLt3K9fK5IP5o/rB8/j07MZyERkWjXqcsWQu2pQeLniN6A1wXPeJvngeRxfK4lT1RAyjl4i914ETpVLo64sTUyLfzAMXUQ8mM04li2G//heZPx2DU2Nsvi825mU3Sfw7N4MQS5HU7McAA5lgpC7OaMK8kGVP654921N6qFzZF+8w9Vag7nRahw3Wo0jYfNBUn46SdjEtZiyit5ps+M/C8HyNG/4/0HMnj0bhULB9OnTiY6Opnv37nz55ZfMnj2bnJwc3NzcWLJkCd7e3qxdu5a9e/diNBpp0KABU6dORS6X8/3337Np0yYMBgOvvfYac+bMQaPRULZsWe7cKZj4rVy5kv379+Pp6YlaraZdu3YvdCVU+M1HyJUK4sPjWDd2NdnpWZSsVIrBi0cwrd04G1rPQC+WHFrNOxUeXwlVkyFLhuPiosFiNJJ7+jyZ3/2I+8ThxPZ81yavx+yJGB6EWa+EAnCfMgpTYgq62/dwH/MOgkKBMTqG9AULkfn74zJpIskDB+HUuxeaQQMxPnyEoFYj8/QAQUB/5Srpy5bjPHQIirJlkXl5Ev7xbsKWbMO9WVWCp/dCUMjJC4/n1siPMKZlIchESs3uh1ujyghKObGbDhO5riCcYcPwbzBGxyIgYIiMJX7qUhSBvnjPG0tkl+E41qqM54wR0pVQC8ajvx9e5JVQlgWzCGxcmbzkDDLCEzgydj26tGy8Kpek8ZJB/NBmug190xVDSLkTZb0SSuWqocH8/pRsXxv456+EWj1+Ke9MeRu5Qk5seCxLxy4jMy2LkMohjF0yhuFtpG3fZp2b0mNEd8kPNTaJFRNXkRiTiMpBxftfzKJSnYoIgkBCTAJjOr73l3hUf70iCALmpASyZ49A9PbDceB4smZI4S2VzTuibBEKJhPmtGRyN36IzL8YDj0GI7p7g0zEnJ5K8tHbOFUK5veW4wFwbVadoKl9EJVy8sLiuD/mQ0xpWci0akoufhd12WIApOw/S9SyLbg2rYZyWi/kCjkGvYHUxFRm9p1JSOUQxiwZw8h8eZp2bkr3J+RZlS8PQK2mtZi9fDCCkysWg468b+YhunihbNmfvK/nAiArXwdFrbaS/2BWKvpDG7FkpiCWqoaqVX9QKMFs5tGXP3Pr/a9xqRJMpRWDOdF8KgBezatSbvpbiAo52eHxXB25FkNaNogCIWO74BdaF0EmkpeQRrKbAicnNYHFAgh7GEFOdg4Ojg74B/gytO9Yfj16isrVXmP1px/QtJat/6qDowO9B3Xm3IXfMBiMBHq7Ma9LbaKS05nz7c9smyK59lwPj2PqhgPsfv9tm/y5egMffH8MB5+S9B8yDGdBjjoigdgpy1AE+eE7bwzhnW3dC3wXjUN3L7zgSihnJ3xmj0IVIk0iT90Ko3hIMeQKOTHhsSwdu9Rqc+OWvMewNiMAaN65mY3NLZ+4ksSYRERRZOLK8TRs3xBBEEhPyWDsG+NIiE54pt3q8/QoHJQIQHxUPJlpmdSvUQGFjwdJn+8kbulmnJvUwHdyfwSFHH14HJHjVmBKz0Lm6kzA3KE4vFYKTGayTl4lduGXOFYqRekdy7AY9Ty5SmjKTik4/ARMn7+c0sHFi7wS6tdT51j1yQYM6SkEujszv3sDolIymbPjFNtGdwKkSeTKfRfJNRhRykQmdaxNtRI+ZOsMTN/2G7djUkjJysXFUUU5f4+/xCMyOROLxcLgd4fQsXXhw2dPYvr85TRt2pQ27fOvhDIbMGUmIsjkyDReGNOiOVNxEm7Nq1FiWm9EhZzc8HjujlqDMS0LZCLB7/fDtXEVRIWc2M2HybkbSYlpvZE7q5Fp1egT0pDJBJCJXG8wDIDiS0bg0bUxCALG1Exud56CPiIB0UFJsflDcKpeFplWjSCXYUzNRBceR8LmQwRN64uqmA85t8KJ+uBrRJWCwKl9EBQKdOFxPByzGlOabUhg/3E9kLtrrVdC1Yre+cw2+bvQo/gbfxvvreE//m28/w78qyal/0voVbzzS/NY5JH5fKLnQKV5sa/+p+H2nZePOR/oUfgOwhfFz5kvXw+ArpfWvRI+L4s+1bv/01WwYluTl49ZD3DrF5fnEz0Hc2RPv3v2z2L72MDnE/0JHF2c9Xyi52Ck8eZL87j53dCX5gEQMXr384meg1HZL/9aESjCEfMvYKns5b3Uyl9Y/QpqAsZft7wSPi8LeaO3XgmfMxUnvTQPR/nLv4MslldjK/ZJ6T+Pf51PqR122GGHHXbYYcf/Cv4XDyT9XbBPSu2www477LDDDjvsKISYmBgmTpxIcnIyJUuWZNmyZTg5OdnQREdH06FDB4oVk1ytPD09+eKLL7BYLCxZsoSjR48iiiLz5s2jRo0azyzvX3XQyQ477LDDDjvssON/CZa/8b+XxZw5c+jVqxcHDhygYsWKrF27thDN9evX6dixI7t27WLXrl188cUXABw8eJAHDx6wb98+Pv74Y6ZOnWpzo1FRsE9K7bDDDjvssMMOO+ywgcFg4Pz587Ru3RqALl26cODAgUJ0v//+O3fv3iU0NJR+/fpZD4UfP36cdu3aIYoiJUuWxM/Pj8uXLz+zTPv2/T+Es9nhzyd6DrLlfs8neg6MetlL8wDw0Wa/NI+MTIfnEz0HNS0vf+jkvwm3cwpfg/NP4ZNfK78SPq0UL3+g7WbWy7dL3Fev5qovZ+HlD25FZiY9n+g5SJ5Z+DaKvwK188sfGrmX+PLyvCo/uxuqSi/NI+QVHVB6VQeMXhb/LQeuAB6YnJ5P9BykyV7RQadXwuXF8XfGlcrIyCAjo/CYq9Vq0Wq1z8ybmpqKRqOx3sXu5eVFfHx8ITqVSkWnTp146623+O233xgxYgT79u0jISEBb29vK52Xl5c11PvTYJ+U2mGHHXbYYYcddvxD+DsvQdq4caM1XPqTGDlyJKNGjbL+3r9/P4sWLbKhKV68uE0AIqDQb8CGT+PGjVm+fDkPHz7Mj2ZWQG+xWBCLiDT3JOyTUjvssMMOO+yww45/Ifr370/nzoWvoPzjKmnbtm1p27atTZrBYKBOnTqYTCZkMhmJiYk2K5+PsXnzZjp06GAN0W6xWJDL5fj6+pKQkGClS0pKKjL/k7D7lNphhx122GGHHXb8Q/i74t6bsaDVagkMDCz097ytewCFQkHNmjXZt08KLvPjjz/SqFGjQnTnz5/nhx8k96Fz585hNpsJDg6mUaNG7N69G5PJRHh4OGFhYVSq9Gx3GvtK6SvAlClTqF279gtFdNp7fCtKlYLbN+4xdcxcsrJsfTI7d2/PO8P6WH87azX4+ntTv3JbdHl6Plg9i+BypREEkZwrd3CsVBpBqUB3O4yYqaswZxV9ubj/0rHo7oST/PkONE1q4TO5H4JCgf7uIxJmrcSSnVNkPu8FE9DdCyN9Q4HfWonftmGMT0J0UiPzcseUkU3uxRvETnt6+X6Lx6G7G0bKFzusaaKzEyV3rcFsNIPZQu6tMMInrinEQ9usBgFT+iEoFVYaTe0KBEzph9zTFUEpx5CURs7V+4RN+AiLXjrl59KsBgFT+yIqFeTcCiNswkdW3lWubcIQm2wtI279TlJ2/mr97eAgR6lUkJHx8pe1/xU0a9mQSTPHoFQpuX3jLpPGvE9Wpq2tdOnRkUHD+lp/a7XO+Pp7U7dSS5ISU7j+6CQKhQJBFMjL07Fg1nK2fr3zhXhcvnscIcuAxsdVigx1M5xtfRajL0LPFTrXp/aQdlgsYMzT8cv7m4n7/RHBzarSaFJ3tEoR0cmRjCMXiJr6sU1ebbOa+E3qh6CUk3c7nIhJH2LOyqXEusmoiks+1KLGkYeB3uTl6jj2y4m/3CZOSiUIAhadnpTln5K5o7ADP4DvZ4tRliqGOSsH/b1HJM5aQbH9GzHGS36T3kYZUWt3YczIocS0XohKBdm3wrk7dh2mrFwQRYJn98O9aVUEuYyodT8Ru+mwlb97i+pcn7GIkJCSHDt2ije7DyIzM4ux7w3l7bd7YDSaSEpM5tTp83TvHkpubh63b99j1OjppKamWfnIvL3w/uJj0j5ch3P/XghKJYb7D0ldsLRQv1a3aYGmTw+wWLDk6UhbvgaZhxvaYYOkfPcekjJ/2VPHA/f3J2N48JDMr6VIcaLWGbcpY1CUKY0lN4/5p69Qo3YVq91OHjO7CB11YOATOnLO11G9Sq1emd1ef3QSR6UKQRAw5em5PPcbHn53vEiZAOquGkra7Uhur5dewjIHBea3a9D9CymsdJniAcxqEYJGabuecy8ulQ9+OktWngGZKDCj8+tUCPAgPUfHgh/PcCc2RYphH+9I726hRZZtsViYPn85IaVKFBkV6s/ieXyOnzrHqtU/oTeaCPF1Y3bXemgclEXKU65qLfoNHoavuxZFdjJJJ3cy//vjVnmqKVW82agVJaf1RlDKyb4Vwb2xa23s3q1pNQS5SNS63cRtOoS6TCBl146xllXNRYMmyIucuBSSz98j8dwdSvVphsVkJjsikXPjP0WfUnBWoPbqoaTfiuROvo4AgjvUoemqoeQmZZBw5QHHJ3yO4SnvIIAmK4eScjuSa/mR/ARRoP78/n+5zf/NeP/995kyZQrr1q3Dz8+PFStWAPDdd9+RkJDAmDFjmD59OlOmTGHXrl2oVCqWL1+OKIq0adOGa9eu0amTFHFswYIFODg8++yIfaX0H8KIARNoWbcLkeHRTJw1qtDzndv20rFpTzo27Unnln1JTEhmzpQlJCemMG7qMOJiEnjYdgTh78zCtUtzEj/awoOWQ9FHxuE9cUAhfspSQRT/eiHaNlJsZ5m7Fv8l7xH/3jwiOw7CEBWHx9h3CuVTBAfh/8VinFo2tE0vEYgpPZOYwVMR1Y487DCC+/X7SOVPKLr8YpsWWct/DKfGNSmxYzWKQB+iF27kZpPh6CLiCJjaz4ZO7q6l+PLRPBzygZUmcPYgii8fTeLXBzClZZKy/SiZJ39HdFDhM7iTNV+JFaN4MGQx1xuPQBcRT2A+b1WwP6a0TG62Hmv9ezwhFQTQaFQ4Ob384au/CkEQWLpmHu++PY5mdToRER7FlFnvFaLbsXU37Zp0p12T7nRq0YvEhCRmTV5EUmIK1WpWRq1W07rRm5Txr8W3G3+gUpUKL8QjuHQJMtIzUTqp2NB6KivKDCDyzC0aT+lRiI97sB9NpvXk+/5L2dhuOqfX7OKNT8bg6O5M26WD2fXualK2/ozcRYNT9XI2eWXuWoKWjubRu4u43UzSsf8U6UURNmwxd9q9x/0+s5C5aEhMSKL566Ev1SZRXYcSVrMDmT/sRVk+pBAPRckg/DYsx7FOVTJ3HSaq00CMUbF4zRqNKT2T6G7DiO42jEstJpJ6/BplVg3n5sBlXGgwhrzweErOkMJ7+vVrgbqUHxeajONymykEDG6Pc7XSUhkeWsqsGk5OTg65uXlEx8SxcME0mjdryIABb9GgYSdq1GzJ9Rt3mDRxBK1a96BmrVbsP3CE9euWWOvap8+beH2yCpm3J64TRpEydTbx3ftjio7BZfhgG7nkxYJwGTWUpDGTSeg7hMyvvsZjyVzcZkwiZeps4t58G2N0LK4jBxVqE3mJYnitXYZjc9vxwHXscMw5ecR1f4fEsdPp1juUjZ9voXmdUCLCo5k0a0whXju27qF9kx60b9KD0Ba9SUxI4v3JH+TrqNJL2+1jPe9vPoVtJd/m/tdHcK9UshAPAG1pf5ptm0ZQh9o26QGDW7Dix40sDa3Mj8OaE+jvy5rTkTY0uXojw748zNuNKrJ1dEcGN6vMtK3SOLJ0z3nUKjk7xoayeVg7Tpy5wLGTZwuV/yAsgoGjp3L42Iki6/dn8Tw+KalpzFywgmW9m7BrfGcC3Z1ZfeBSkfIMblOXmbPnEnZgE6Ed22POTuO+W2UbecK9ZQSvGs7NgUu5mG/3Jax23xLHUv5cbDKWK/l2r6lWmpy7UVxuMZHLLSZyvcc8HDy1RB+8xO5qo9ClZlFl+lsc6TyPg82nkh2VSMUJ0sTaOcSfJt8X1lGx0Lo0/3g4gihwaMhqMiMSqDO18NgE4Franw5bpxLc3vZIU0jXBriWevmDw38V5r/x72UREBDA5s2b2bdvH1988QUuLtLBzp49ezJmjNSvfXx8+Oqrr9izZw/bt2+nXDlpbBcEgcmTJ7N371727t1LgwYNnlrOY/yrJqUTJ05k27Zt1t99+/bl6tWrdOvWjY4dO9KnTx/rya/169fTrl07OnbsyAcffIDJJJ3E3b59Ox06dKBjx45MmTKF7Gzp675u3boMGjSI0NBQDAYDixYtonXr1vTt25eIiIgXrmvYQ2lg++ar7wl9s+0zaYeO7k9yUgrfbZTiTM+dtpRF768EQNumPhajEd096TR/6jd7cQltUoiHe5/2pG49SMZ+abByalCd3Gv3METEAJCxdQ+a9oVjIbu81YmM7QfIOvSrTbpD1QpgNhOwaTmolLh0bAyiSNq3e9F2alqIj1vvDqR9f5CMA7/Z1qtfJ9J//BlLnh5DjLTylLT5AO5vNLahc25UjZyr99GFxRbQdGxAztX7aBtVJf7TXSR89hPubzQifMo6krcfk9qncVWyr95H90jKl7jpAO6dpe0HTc1yWExmym5fSIXDq/B7rzvkO2GrVArMZss/GvdeqZRx7fJ1wh5K9vX1l9sIfbPdM/MMGzOApKQUvt0orWh36xVKXp6OpR/O5cCvPyCXy1+YR43aVXBwdECUywhdP4Z6o9/gyjdHqBBar1Beo97Agcmfk52QBkDctUc4ebkS3LQKcdceofF1x7lJdZK3HEIV7G+TV9uoGjnX7qHP13Hy1/txC7W1A23TmggKObMmLyI2Jv6l2sRr7ngCtq8HuQznImxf27MT+ruPMMUnYU6TTq9mbN2Dull9MJvx27CcgO3rKTbuTdyaVCXzygPyHknjS8zGQ3h3kSZunm3rELflKJjMGNOzSdx1Eu+u0jO3xpUx6wx88ulmkpJS2LFjD716diYuPoGRI6eSmSmtEImCgMFgJDpaapudO/fRoX0LFAoFfn4+hHZqTdLoyQAY7tzHGCndTpC14yfUbZrbyGUx6ElduAxzcgoA+lt3kHm4o799tyDf9sL5ADTdQsnetY/cX2zHA2X5EHL2HQazGYeaVQl7EEGN2lWAP2e3744ZkD/GSTp6s9cbL223j/VcZ8UQ2v68CEEuo3iX+kXmDRnQkgffHSNi9zmb9N+OHcff4EhxTy1goUfjmuz99azNwZTT92IIdHemYTkpbG2T8kEs6SnZ7a2YZNpXK4VMFFHIZTSqV5vDRwtPGLds30PXjq1p1bRhoWcvgufxOXXuEq+VL5MvD3SrW5b9Vx4WKU/9+vUxp8VS21fFkp6NMT26RNV6TWzk6VivGfeu3bDafezGg1a792hbm/hCdm+79es3sC0gcGakdPdlxM5TiCoFcicHEARkjirMOgMAIW+35OG3x4j8g47Kje5EwqUH5MSnAXBj0y+U7lx4bAJ47e0W3P7uGA/32PIQZCJytep5zWvHfwD/qklp165d2bVrFyBFGEhJSWHatGkMHz6c3bt3065dOzZu3Mjx48c5cuQI27dvZ+fOnYSHh7Nlyxbu3LnD+vXr2bx5M7t378bR0dF6ai01NZXBgweza9cufvnlF27evMmePXtYvXr1X5qUPkZcTALOWmc0mqKvxXBzd2Xg8L4smLHcJt1kMuG/fALekwdgiE1C/1B6mRjikpA5OyFqHG3LmbOejN0F21YKPy8MsYnW38b4RGTOTghOapt8SQs/Jmvf0cIVk8nIPX2ZzL1HyD78G04NauDWr+NTy4+fu46M3ccKsYkcOAsMJiymgut59LFJyLS2PJT+nuhjkmxoRLUDhsRUVCUDkHu6EPTBMORaJwIm98GUnv3UfPJ83oJcRsaJa9zrM4c7Xafj0rga3gPaA5CXZyAnR/+3nop8HkRRJCa64PqM2Jh4tFpnNM5Pt5XBw/szd3rBCpq7uxtRkdH06z6M7h0GUK1GpRfmIZPJiY6M4d6BC3zXfT4lGlcmpFUNVFo1yj/oOSMqiYdHrlh/N53Zm/s/X0Lj7UZeahbN3+9D+JjlmNKzEZUKGx0r/DytHyZQtB24tK6LKSObg3uPvHSbxA2bTuzb43GoVB6xCNtPXvgxxvhEzLl51jRjfCKig4rcC9es+d2aVMEr9HV00QV118UkI9eqkWkcUfl7oItOtnmm8vMAwKNdHcx5er748lsAEhKScHHREhERza+/nQFAqVRSv35tzGYzxYoFAPB2/x6oVCo8PNyIjY2nW/fBGCOjADA9cR2TKSERUaOxkc0UG0/eE6t1LmOGYQiPwBQX/8x8AGlL15Bz8EihdtZdv426XUuQyZAH+qN11eLt4wVA3J/Q0aDh/Zg3fak1zd3d9aXt9rGej/Vaws9d5uFZvTRKrRr5H2wW4OL0jYTvPFUoPeLOA9RZ0hggOGoJqN2CrJxcsvMnSgDhSRl4Ojsye/tJen20h3e/OIzJLOWpFOTJ3ssPMJjM5OgMHD52ksT8j4EnMX38cNq3Kvwx/6J4Hp+4hCR8vb2sv320arJ0hiLl+eVBKj+f+90qjyU3AyeNhp9vx1jlyQp0Ji4u1ppXsnunfLv3LNQnHtu9tfzuTUi+eA9j/lZ70vm7CIJAuxPLCL36Md51y3HzQ+mdfmn6RiKK0tHO06TcLli9zo5NQaVVoyhCzydnbOL+j6cLpd/d9iv69KJdVf4T+G++PP8/jX/VpLROnTokJCQQFRXFjz/+SGhoKImJiTRtKnXSXr16MXnyZM6cOUP79u1xdHRELpfTtWtXTp8+zfnz52natKn1BFmPHj04c+aMlX+VKtKX/7lz52jVqhUKhQJ3d/ciHX9fFCZz0XcmvtWvCz/vP0ZkeOF7GWPGLyPp462ISgVeo3raPLOYnr1wL4gCFDXheko9/ojM7ftJWrQWTGYsegMpX+3EuWXB1+nzyreB+JQ75p7kIQpQVAczWxAUMrQNq/JoxDKJVKsmYHK+P64gFi2nyUzSt4eJnPkZ5lwdpoxs4j77Cbe2df58vf9mCEKREmN6Stv26v8mh/YftbGV36/e5NyZy+Tm5JKRkcmXn3zzwjy2bN7OL4d+xWQwosvI4cLn+wlpJYWKe5qeFY4qOq0dhVtxHw5M/hxRLlK8wWscmfcNxoTUJ4R5UsfiUwQuoHGqVZ7c3x8UJvkLbWLJzcOcmU361/n+zebCPIq6/gQgZdmn1vzRn+xBXa5YkXQWs1my3SdtUBCwmM1oKpVEWyOE9NM3i5BH6oeenu4c2Pct0TGxTJo8jx++/4Izp/dhNltITk5FrzcUyvs0ey8km4MD7gvfRx4UQO6xE89t+2chbdU6sFjw/eYT1O1aEhsdh+EPdXuajnr278rhv8FuH/Mw5eowZORw+7P9wIuNTRZAAARXX5SN+2J8JG11y54Ys4xmMyfuRNG1Vhm+HdmBt+qVY+SGn9EbTYxrVwsBgbfW7Gbs5qO8XqsaCsU/d5RDuqKncHpR8lQM8qJ5xeI28gBYzBarPD44IBRhNwV2X5Am5Nv9YzjXLIvMyYHMBwWTWp9GFQHY12ACu6qMIPrgRWqvGvpMmQRRKHLx4EX0XGNcF3KTX/7+ZDteHv+qg06CIPDGG2+wd+9e9u/fzyeffGINdwWg0+lISEjAXMTLx2g0Fkq3WCw2IbEeO+gKgm0neHyx7F+Bj583aanp5ObkFfm8/RutmDttiU1aw6avc+fWPcgFQ3gsxtQMHF4rBYDCxwNTWiaW3GdvOxtiEnGsUrZABm9PTOnPz/cYmo7N0d95iDE2AYdK5aSR22BE7uP5p8r/Y10EWcH3kdLXA2NaJuYneBiiE3GqVsaGxpSdi9zTBUN8Cmn7TyPXqDGmZZLy/VH8xko+RfqYRJyqhRTJ271rE3JvPiL3luT6IAhgMbyaC9X/KtRqJSqVPL8+Aj6+BasavlZbKdqBv8MbrZk99QPGTRlOizZNAMm+7t26b6Vxc3PFYDA+lwdg5ePqqkWUyci6Lq3EIQAykdy0LAxF6NnZ34OuX4wj+X4MW95agFFnQJTLUGmdaDqjN1reQu7jgcVsJmD2YCInS7sRhphEnKoW6FiRryvvYV1xaVEbwUGFXGu7UvZn2+RJ+AX4Urp0Cetv0dUFi9GIJX9F1G1EP9RNXpeeadQgKwgwIff2xJyTiyLID/3dR/ntIWDOyUPp42alU/m5Y0jNwpyjQxedhNLX3frMu2tD1GUCcXm9AnIXJ7w61ePC+UP4+/uwefNaMjOzyMnJpVKl8uzc/hW7dh1gzrzleHl58PkX0uTM39+XObMnkpLyxAT/sTweBWXJvLwwp2dgybMdX2Q+3ngsX4AxLJzE4eNQN22EMqTUE/k8MRWR72lwGdIfZcXyWEwmRFFA46zh0vmrwJ/T0Zypixk7ZTgt2kjb3j5+3tz9C3ZblO2H5dM4uDljNhgxvcDY5GJWkhKkRNWgJ4YrB4n5/RxaRyWOSoWVxsvZkZJeLlQqJvXVphWKMXfHKaJSMnFUynmvbQ1c8reGv3xkoViAf5Fl/Sfg5+vN7zfvAFJdEzJyniqPj9KI4KCxyhOvE9HochjRrCIuHaSP0l2/xlOhWnnS8/NKdp/5hN0X9Amlrxv6mGSKT+qBe6uaKP3cQRBwfKLfFAt9HWOunpwoaYX13leHaXNscSE5fJtUpnhXyT9R4exI0hMrpU6+buSlZWF8AT2XbFOTk7M2Uabr830e/w68qkAR/wb8q1ZKQQqDtWXLFvz8/AgICMDHx4cTJyQfnl27drF69Wrq1q3L3r17ycvLw2g0sn37durWrUvt2rU5cuQIaWlpAGzbto06dQqvnL3++uvs3y+dxkxPT+e3334rRPM8lAgOAqDX2135eX/Rp0G1Ls4ULxnEpXPXbNLbhbZk9ETp6zH77DVUIcXIux0GgFuvdmT+fOaPrAoh68QlHKuVRVFMGiC1PdqTfaTwtsbToCxdAvcR/cg9cxlVlXK4D+xKxr5fcevZjsxfnl/+k8g+cQlBqUDh7wmAZ582pB+y9fnJ+PUKTtXKoirhV0Dz83mcqpUl6/R13DrWx/Pt9qQdPIdrmzrkXL0n5Tt+BU31sqhKSvm8+rYm7aDE27FsMfzH9wJRRHBQ4v12e1J2v9xBg5dFTo6e1NQc61+1GpUpESytwvUe0I1D+4twpUCylRIli3Hx3FVWfLDWevhjz84DVK9dleDSJVA5qBj+3kCuXvr9uTwAK5+fdh7g9s27+FcvjWeZQKr3a4UhK5f7hy4V4qF0cqDn1uncPXCB3aM+xpi/LXh508/os3L5afiH3Gn3HrqH0egeRlsnpACZv15GXa0sysc67t2W9ENniVvxLXfavUfy1/tJ3X0CdbWyL9wmT8JkNFK9dlXkJQIRVEpcB/VA9/sd6/PUjzdZDzFF9x6DzM0F0VXywXPu3gFDVBxuI/pLdqNS4v9OG+K+O4K2RggOJX0B8OvXiuSD5wFIPnge355NQSYi06pRerpwa/AKzlQcxNlqQzHr9LzVcygxMfGc+O0M23fsJSDAj8MHtzF/wUrGT5yNr683vxz+AWdnDQBTp4xmy9Yfi5RbWb4s8iBpm9+pS0dyf7Pd8hTUjnitW0Hu0d9ImTEfdHryzl5AWbG8NZ+ma0fyfi28Vfo0WPJ06C5dJb73UBLHziC4dHHOn5HCCfYa0I3D+48VmU8a4yQdrfxgrfXg0+6dB/+S3RZl+86lfJE5KKgwqhPJVx7+aZkA6jeoT4Qpnbs7PsYUdZMfzt6hSYUgG5oGZQOJTs3iZr6LxsVHcYBAgJsz35+9y9rDUjskZ+ayY89B2rVq8kJ1eJWoV7s6V2/cJjxJWhV8ljy3rl5CdA/gRqoJEChWvTE3L56xkWfz6cOEVK1YpN2nHDyPT89mVrv3Cq1P8oFzhC/ZyuUWE9HHpnB31Bo8apRGU9IHAJWHM6ZcndW/M6h9bZIv3uePiDt2jUMtp3Go5TR+bv8+3tVLI8ilj8cKfZsTfrDw2PQsJF0PI7jDP7dLZrFY/ra//zX8q1ZKAfz8/PDz87NeFrt06VJmz57N0qVLcXNzY8mSJXh7e3Pr1i26du2K0WikQYMG9OnTB7lcztChQ+nbty8Gg4HXXnuNOXPmFCqjRYsW/P7773To0AFPT09KlSpViOZ5+OjLpSiUCiLCopgwfCYAlaqWZ+HKWXRsKm3FFw8OIjE+yWa1FmDhrBXMXz6d4P3SdTqZB0/i3Kw22tb10EfEEj1hOQ6VSuO/cAwPOxY+2Q9gSk4nZvIqfFbORFDIMUTGkjB1KarXQvCaM5aoN4c/s/6p677Gc/oI/L9YjMVoQhnoi/s7ndFHxBEzcRkOFUPwWziaR52KLt+mLinpGFMzCJjan4BJfdCFxxE2dhXqyqUptmQEt9uMxZicTvj4Dyn5yWREhdxK41StLP5T+qLwccexQjCGxFTywuNQ+kirRcbkdMLGr6HUJ5MQ8vM9em81ALErtlBs/hBe+3k1gkJG6p5TJH17+FlV/Y/CYrEwcdRM1n21HKVSQfijSMYOnw5ApaoVWLxqNu2adAegRHAxEuITC9nKojmrCC5dggPHv0cQRWKiYnmn16gX4rFqyXrmLZ6KUWeg35556LPziL18n6PzpVU730olab14EBvbTada/5ZoAzwJaV2TkNY1rTy29lrE/omfErpuNFqlCKJI1tkbOFYqTbHFI7nT7j2MyelETFxNyXVTEJSSriLGrrTyUJb0Q/cgitRdx19JmzT4YT2CKGCITSBu5CyUFULwmjOO6G7DrLTmlDTyLt/AuVNLnJrVwxAZQ9ywabiP7E/Q3q+Qe3sQuW4P0Z/sJed+DBU+H4+okJMbHs+dUdKEO2bDIRyK+1LjyDJEhZzYzYetW/aGpAzuvLeWrVs+xd/fl1KlStC56zssmD8VjUbNmg8XMHLkQEDazTl1cg+iKHLy5DlGj5lRpN2kLVuD+6LZCHI5xugYUuZ8gKJcGdymTyCh7xA03d5A5uuDY5MGODYpWBlKW/5xQb6oWFJmf4CifBncZ4wnvvezt1AzNnyL+5yp+G75HASBL9ZtZszEoUyYPpLwR1GMf0JHH6x6n/ZNejxTR4vnrCK4dPGXstvHem778wcgCOREJ/Frf8nFx71ySWovH8yBltOeKVfjeQNxuFmTievXYDAaCAoIYOGk0dz4dRdzdpxi2+hOeDo7srJvUxb+eIZcgxGlTGRFnyaoFDIGNqnE9G2/0XXVLiwWCyPeHUKl8mWfWebfCQ83V+ZPG8vE5aswmMwEujszv3sDbkQlFZJn7nc/89rdDAYMHc6RNwaj0Gfif2sHDl6BxFR6k5Hv9KFpjDMP3ltL+c8nWO3+7qg1AMRsOIhDcR+qH1leyO4BHIP9yLr+iHPvfUL9z8YgKuVkhSXwaMsxWh6cjyCKqDy1HGgy+Zky6ZIzODb+U1p/PpaW60eTejeKo++tB8CzckkaLx3E9tbTn8nj1OxvaGC/Euq/AoLlf3Eq/RRYLBYSEhLo27cve/bsQalUPj/TP4RSntVfmsdul5e/wkLlaHw+0Z+AXid7PtFzkJuneD7Rc2C2vJoYyMUvb34lfF4WNcsVfVr4n8AITeVXwqcVL++7FZoV9tI8jvr7vjQPgKhEl5fm0Szlz69KPg1h1V7NZMdifvk+1Ohh0vOJnoNXtaX5gerZl3X/Gbzx0WuvoCYgb/TWK+HzsjD+uuWV8Lkw/MVWJItCjPDyp97TZK9m3B8a9fUr4fOiaB307Bt4XgYHI/f/bbz/Dvyrtu8PHjxIaGgo48aN+6+ekNphhx122GGHHXbYYYt/1fZ9mzZtaNOmzT9dDTvssMMOO+yww44/hf/Fq5v+LvyrVkrtsMMOO+ywww477PjfxL9qpdQOO+ywww477LDjfwn2K6EKYF8ptcMOO+ywww477LDjH4d9pdQOO+ywww477LDjH8K/6BKkl4Z9UmqHHXbYYYcddtjxD8G+fV+Af8Wk9OzZs3z00Uds3lz03ZJHjx4lLCyMAQMG8N133wHQs2dPpk6dysiRIwkICPhT5URFRdGvXz+OHDny0nXee3wrSpWC2zfuMXXMXLKysm2ed+7enneG9bH+dtZq8PX3pn7ltujy9HywehbB5UojCCI5V+7gWKk0glKB7nYYMVNXYc4qOhyf/9Kx6O6Ek/z5DjRNauEzuR+CQoH+7iMSZq3Ekp1TZD7vBRPQ3QsjfcMP1rQSv23DGJ+E6KRG5uWOKSOb3Is3iJ329PL9Fo9DdzeMlC92WNNEZydK7lqD2WgGs4XcW2GET1xTiIe2WQ0CpvRDUCqsNJraFQiY0g+5pyuCUo4hKY2cq/cJm/ARFr10B6tLsxoETO2LqFSQcyuMsAkfWXlXubYJQ2yytYy49TtJ2fmr9beDgxylUkFGRtHy/N1o1rIhk2aOQalScvvGXSaNeZ+sTFtb6dKjI4OG9bX+1mqd8fX3pm6lliQlpnD90UkUCgWCKJCXp2PBrOVs/XrnC/G4fPc4QpYBjY8rgiCQcDOcbX0Woy9CzxU616f2kHZYLGDM0/HL+5uJ+/0Rwc2q0mhSd7RKEdHJkYwjF4ia+rFNXm2zmvhN6oeglJN3O5yISR9izsqlxLrJqIpL9/KKGkceBnqTl6vj2C8n/nKbOCmVUhx6nZ6U5Z+SueNAkTrw/WwxylLFMGfloL/3iMRZKyi2fyPGeOkuTm+jjKi1uzBm5FBiWi9EpYLsW+HcHbsOU1YuiCLBs/vh3rQqglxG1LqfiN1kG6ShRIkgzp3ZT9t2vfDx8WL+/Cn4+nqjUqmIiIgmIT6RYSMm8/BhuDXPiOEDGD58ALm5edy+fQ/h86+wZGTiUL8O2mGDEJRKDPcfkrpgaaF+rW7TAk2fHmCxYMnTkbZ8DTIPt4J89x6SMn/ZU8cD9/cnY3jwkMyvv5d0onXGbcoYFGVKY8nNY/7pK9SoXcVqt5PHzC5CRx0Y+ISOnPN1VK9Sq1dmt9cfncRRqUIQBEx5ei7P/YaH3xUdQQ+g7qqhpN2O5Pb6fQDIHBSY365B9y+kCH5ligcwq0UIGqWt59u9uFQ++OksWXkGZKLAjM6vUyHAg/QcHQt+PMOd2BQclXI6xzvSu1tokWVbLBamz19OSKkSDOj15lPr+Dw8j8/xU+dYtfon9EYTIb5uzO5aD42D7RWKj+UpV7UW/QYPw9ddiyI7maSTO5n//XGrPNWUKt5s1IqS03ojKOVk34rg3ti1Nnbv1rQaglwkat1u4jYdQl0mkLJrx1jLquaiQRPkRU5cCsnn75F47g6l+jTDYjKTHZHIufGfok/JstLXXj2U9FuR3MnXEUBwhzo0XTWU3KQMEq484PiEzzE85R0E0GTlUFJuR3LtE4mHIArUt1+e/1+B/xc+pdevXycrSzLqnj170rOnFDHp7Nmz/9iy+YgBE2hZtwuR4dFMnFU46tHObXvp2LQnHZv2pHPLviQmJDNnyhKSE1MYN3UYcTEJPGw7gvB3ZuHapTmJH23hQcuh6CPj8J44oBA/Zakgin+9EG0bKYKLzF2L/5L3iH9vHpEdB2GIisNj7DuF8imCg/D/YjFOLRvappcIxJSeSczgqYhqRx52GMH9+n2k8icUXX6xTYus5T+GU+OalNixGkWgD9ELN3KzyXB0EXEETO1nQyd311J8+WgeDvnAShM4exDFl48m8esDmNIySdl+lMyTvyM6qPAZ3Mmar8SKUTwYspjrjUegi4gnMJ+3KtgfU1omN1uPtf49npAKAmg0KpycHJ6qw78bgiCwdM083n17HM3qdCIiPIops94rRLdj625raMVOLXqRmJDErMmLSEpMoVrNyqjValo3epMy/rX4duMPVKpS4YV4BJcuQUZ6JkonFRtaT2VFmQFEnrlF4yk9CvFxD/ajybSefN9/KRvbTef0ml288ckYHN2dabt0MLveXU3K1p+Ru2hwql7OJq/MXUvQ0tE8encRt5tJOvafIr0owoYt5k6797jfZxYyFw2JCUk0fz30pdokqutQwmp2IPOHvSjLhxTioSgZhN+G5TjWqUrmrsNEdRqIMSoWr1mjMaVnWkORXmoxkdTj1yizajg3By7jQoMx5IXHU3JGbwD8+rVAXcqPC03GcbnNFAIGt8e5WukCPasUbNqwBqVSiaurC59/toKVKz8lKSmFDRu2cOLEWXb+uJ8vPlthzdOkcT0mThhBq9Y9qFmrFfsPHMFt6jhEVxfcZkwiZeps4rv3xxQdg8vwwTZyyYsF4TJqKEljJpPQdwiZX32Nx5K51nxxb76NMToW15GDCrWJvEQxvNYuw7G57XjgOnY45pw84rq/Q+LY6XTrHcrGz7fQvE4oEeHRTJo1phCvHVv3WMOKhrboTWJCEu9P/iBfR5Ve2m4f63l/8ylsK/k2978+gnulkoV4AGhL+9Ns2zSCOtS2SQ8Y3IIVP25kaWhlfhzWnEB/X9acjrShydUbGfblYd5uVJGtozsyuFllpm2VxpGle86jVsnZMTaUzcPaceLMBY6dPFuo/AdhEQwcPZXDx14uzPHz+KSkpjFzwQqW9W7CrvGdCXR3ZvUB2wvwH8szuE1dZs6eS9iBTYR2bI85O437bpVt5An3lhG8ajg3By7lYr7dl7DafUscS/lzsclYruTbvaZaaXLuRnG5xUQut5jI9R7zcPDUEn3wErurjUKXmkWV6W9xpPM8DjafSnZUIhUnSBNr5xB/mnxfWEfFQuvS/OPhCKLAoSGryYxIoM7UwmMTgGtpfzpsnUpw+1o26SFdG+Ba6uWD0fxVWP7G//7X8K+alJ47d46ePXvSuXNnmjdvzs8//8z9+/fZsmULW7ZsYfv27axZs4Y1a9bw6aefkpCQwJAhQ0hNTaVZs2ZERUUB0mS1b1/p6/vmzZt07tyZzp078/HHBas6SUlJDB8+nC5dutC1a1dOnXqxiCxhD6WB7Zuvvif0zWdHcxg6uj/JSSl8t3E7AHOnLWXR+1L4RW2b+liMRnT3pBWU1G/24hLapBAP9z7tSd16kIz90mDl1KA6udfuYYiIASBj6x407ZsVyufyVicyth8g69CvNukOVSuA2UzApuWgUuLSsTGIImnf7kXbqWkhPm69O5D2/UEyDvxmW69+nUj/8WcseXoMMdLKU9LmA7i/0diGzrlRNXKu3kcXFltA07EBOVfvo21UlfhPd5Hw2U+4v9GI8CnrSN5+TGqfxlXJvnof3SMpX+KmA7h3bgSApmY5LCYzZbcvpMLhVfi91x1EqUuoVArMZgvZ2bpCsvynoFTKuHb5OmEPIwD4+stthL7Z7pl5ho0ZQFJSCt9ulFa0u/UKJS9Px9IP53Lg1x+Qy+UvzKNG7So4ODogymWErh9DvdFvcOWbI1QIrVcor1Fv4MDkz8lOSAMg7tojnLxcCW5ahbhrj9D4uuPcpDrJWw6hCva3yattVI2ca/fQ5+s4+ev9uIXa2oG2aU0EhZxZkxcRGxP/Um3iNXc8AdvXg1yGcxG2r+3ZCf3dR5jikzCnSVGoMrbuQd2sPpjN+G1YTsD29RQb9yZuTaqSeeUBeY/iAIjZeAjvLtLEzbNtHeK2HAWTGWN6Nom7TuLdtWBSF7JoEBs3bSMpKYU6dapz4cJVLl2+xsiRU/lwzef06tmZixevUqxYoDVP9eqV+OXIb0RHS221c+c+HBu8jqpeHfS37mCMjAYga8dPqNs0t5HLYtCTunAZ5uQUAPS37iDzcEd/+25Bvu2F8wFouoWSvWsfub/YjgfK8iHk7DsMZjMONasS9iCCGrWrAH/Obt8dMyB/jJN09GavN17abh/ruc6KIbT9eRGCXEbxLkVHSAsZ0JIH3x0jYvc5m/Tfjh3H3+BIcU8tYKFH45rs/dV2MeP0vRgC3Z1pWE7ST5PyQSzpKdntrZhk2lcrhUwUUchlNKpXm8NHC08Yt2zfQ9eOrWnVtGGhZy+C5/E5de4Sr5Uvky8PdKtblv1XHhYpT/369TGnxVLbV8WSno0xPbpE1XpNbOTpWK8Z967dsNp97MaDVrv3aFub+EJ238imPn4D2wICZ0auBSBi5ylElQK5kwMIAjJHFWadAYCQt1vy8NtjRP5BR+VGdyLh0gNy4tMAuLHpF0p3Ljw2Abz2dgtuf3eMh3tseQgyEbn65SNL2fHy+Fds3z/G119/zfz58ylVqhSnT59m4cKF7N69m7fekkK7de3alTVrpLi8Q4YMYcuWLXz66ae4ubk9lefkyZOZMmUK9evX5+OPP+bsWekrd8GCBXTt2pXmzZuTkJBAr169+PHHH9FoNC9U57iYBJy1zmg0ToW28AHc3F0ZOLwvoc1726SbTCb8l09A26EhhqgE9A+ll4khLgmZsxOixtFm+ztujhQLWNNQCm+q8PPCEJtofW6MT0Tm7ITgpLbZsktaKE3EHev9ISyqTEbu6csYU9NQBPji1KAGpqwcUjfvLrL8+LnrAHBqUM2GTeTAWXgM6YbFZLKm6WOTkGlteSj9PdHHJNnQiGoHDImpOFUvh9zzHkEfDEOudSJgch8iZ3/x1HzyfN6CXEbGiWtEL9yEoJATsnEGpsxcEr7YTV6eNBCqVP9cFxFFkZjoOOvv2Jh4tFpnNM5OhbZCQbKVwcP7075ZwSqBu7sbUZHR9Os+DIVczldbPnphHjKZnOjIGBIepnF0wbd0/WoC+uw8VFo1So2jzRZ+RlQSGVEF7d10Zm/u/3wJjbcbealZNH+/D+H9Z+HZuy2iUmGjY4Wfp/XDBIq2A5fWdTFlZHNw75GXbhPlsOkIchm+H89HLML2kxd+jMvAHphz86xpxvhERAcVuReukbLsUwS5DLdVizCmZaGLLqi7LiYZuVaNTOOIyt8DXXSyzTOn8sUB8O3VDEEh44svv2XqlNH4eHsSGRXDjRt38ttehouLlsUfzGT79j1WHufOXWbkiIEUKxZAREQ0b/fvgaBUoigWiCk+wUpnSkhE1GhsZDPFxmOKjbfSuIwZhiE8AlNc/DPzAaQtlcZPh7o1bdpZd/026nYt0V29jjzQH62rFm8fLwDi/oSOBg3vR8dmBSE43d1dX9puH+v5aq8liAoZjTdPRKlVI9c4YvzD1u7F6RslfTSyDUkacecBakGasAmOWgJqtyArZwbZOoN1yzs8KQNPZ0dmbz/J3dhUnB2UvNe2BgCVgjzZe/kBVYt7YzCaOHzsJHJ54ZDM08cPB6RJ48vgeXziEpLw9fay/vbRqsnSGYqU55cHqYixv/PNF4d5r20NLLkZOGk0/Hw7xipPVqAbcXGxqPP5SXbvlG/3noX6xGO7t5bfvQnJF+9Z9ZF0/i6CINDuxDIMGTkYMnL4ueNsAC491lHjP+ho52kUxbxw8pXe49mxKai0ahQax0Jb+CdnbAIg8A96vrvtV0p1qPP0hv2bYbYfdLLiX7VSunTpUu7du8fHH3/MV199RXZ24cHrRZCSkkJCQgL160tf1126dLE+O3XqFB9++CGhoaEMHjwYo9FIZGTk01g9Fyazqcj0t/p14ef9x4gMjy70LGb8MpI+3oqoVOA1qqfNM4vJ/MzyBFGAojrCU+rxR2Ru30/SorVgMmPRG0j5aifOLQu+Tp9Xvg3Ep8QtfpKHKEBRWxFmC4JChrZhVR6NWCaRatUETM73xxXEouU0mUn69jCRMz/DnKvDlJFN3Gc/4db2nxuY/ghBKFJiTE9p21793+TQ/qM2tvL71ZucO3OZ3JxcMjIy+fKTb16Yx5bN2/nl0K+YDEZ0GTlc+Hw/Ia2kl+7T9KxwVNFp7SjcivtwYPLniHKR4g1e48i8bzAmpD4hzJM6Fp8icAGNU63y5P7+oDDJX2gTS24e5sxs0r/O9282F+YhCEXbZsqyT635oz/Zg7pcsSLpLGazZLtP2qAgYDGb0VQqiV//Vtyb9GnBI1G0WbXy9HQHICs7m+kzP7Cmnzh5jnnzV/DD919w5vQ+zGYLpvR0qf2e04bWshwccF/4PvKgAHKPnfjT+YpC2qp1YLHg+80nqNu1JDY6DoPeYMvqKbx69u/K4b/Bbh/zMOXqMGTkcPszKQb4i4xNFkAABFdflI37YnwkTfZkT4xZRrOZE3ei6FqrDN+O7MBb9coxcsPP6I0mxrWrhYDAW2t2M3bzUV6vVQ2F4p/70DWbzRRl0kXJUzHIi+YVi9vIA2AxW6zy+OCAUITdFNh9QZqQb/eP4VyzLDInBzIfxFrTfBpVBGBfgwnsqjKC6IMXqb1q6DNlEkShSDe8F9FzjXFdyE3O+NP0dvx9+FetlPbq1Ys6depQp04dXn/9dSZMmPBC+R8bttEoHZARBFtjl8kKvnDNZjMbN27E1dUVgISEBDw8PF64zj5+3qSlppObk1fk8/ZvtGLutCU2aQ2bvs6dW/cgFwzhsRhTM3B4rRQACh8PTGmZWHKfve1siEnEsUpZ62+5tyem9OfnewxNx+bo7zzEGJuAQ6Vy0shtMCL38fxT5f+xLoKs4PtI6euBMS0T8xM8DNGJOFUrY0Njys5F7umCIT6FtP2nkWvUGNMySfn+KH5jpRUTfUwiTtVCiuTt3rUJuTcfkXtLcn0QBLAY/tyk/O+CWq20rs4KgoCPb8Gqhq/VVv6PvfOOj6r4/v773u2b3U2vBEISQui9CUjvvagISFNEOiKidJBiQxQUe8fesIBSpSkindBCTSO9l02yfZ8/btgkJIAIit/fsx9fecneO3PunJnPnDt35syc6h34BwzpzbL5z/PEvKn06NMFkPh1MfaSK423txdWq+2mMgCXHC8vA6JMhvG05N6CAMhESvONWKtpZ32IL8Pff4KcS6l8+eAqbGYrolyGyuBB10WjMfAg8kBfnA4HNZY9ypWn1wMSDzyalbexoqytAqYMx7NHGwS1CrnBo9Kz/mqdVERwjSDq1Knt+i16eeK02XCWzYh6TxuLtss90j2dFir0e3mAH46SUhQ1g7FciC+rDwFHiQllYPmKiyrYB2ueEUeJGXNKNsogH9c9ZZA35tQcAu7vjEynoc3B1ynSq1CpVEx8ZDTHT5wCoHHj+vz0wwZMJhNDho7HUeGFrtN5sO+3P/nwoy8BCAkJYt3Kp7ElJqHpXu7yIPP3x1FQiNNU2b7IAgPwXbMKW0IiWVOfQNu1E8qoyAr5/LBXk+968Jw0DmWj+jjtdkRRQKfXcexwDPDX2uiZ+S8we95UevSRyh4YHMCFv8Hb6rifUJZG7a3HYbVhvwXb5OlQkltTiarjSKwntpF66hAGjRKNUuFK46/XEO7vSeNaUl/t2qAWyzf+QXJuERqlnMf7tsSzbGn4g3gntWqEVPusfwPBQQGcOnsekMqaWVhyXX0ClTYEtc6lT4ZZRGcuYVq3RngOkD5Kf9yXQYPm9SkoyyvxvqgC78v7hDLIG0tqDmFPjcCnVyuUwT4gCGgq9Jtag+/BVmqhpGy15eKHO+iz54UqegR1aULYcGl/gkKvIftc+YSQR5A3pnwjtlto5/A+rdi/ZAN1h3e8eeJ/AO550nL8n5kpzc/PJyEhgVmzZtGpUyd+/fVX7GVLwjKZzDXQrAiZTOZK4+3tzaVLkhH89ddfXddCQkLYs2cPAJs3ly+ftWvXjs8//xyAS5cuMXDgQEpL//oO7doRNQEYNX44O7dUvxvU4KknLLwmxw6drHS93+CezJwrfT0WHzyJKqoWpnMJUplH9aNo5583fb7x92NomkejqCUZSMOI/hTvOvCXy6+sUxufaWMp/fM4qqb18HlkOIW/7MN7ZD+Kfr358yui+PdjCEoFihA/APwe6kPB9so+P4X7TuDRPBpV7eDyNDsP49E8GuOB03gP7IDf+P7kbzuEV5+2lMRclPLtPYGuRTSqcCmf/5je5G+TZGuiaxEyZxSIIoJaScD4/uRuur2NBreLkhILeXklrr/mLZtQO0KahRs94X62b9ldbT6Dp57a4bU4eiiGl59/w7X5Y/P3W2nRphkRdWqjUquY+vgjxBw7dVMZgEvOT99v5dzZC4S0qINf3VBajO2F1VjKpe1VlwiVHmpGfrWQC1uPsGnG69jK/MGOb9iJxVjKT1Nf5Xy/xzHHpWCOS3ENSAGK9h1H2zwa5dU2Ht2Xgu0HSX/5c873e5ycT7eQt+l3tM2jb7lOKsJus9GiTTPktUMRVEq8Jo7AfOq8637e6xtcm5hSRs9C5u2J6CX54OkfGIA1OR3vaeMk3qiUhDzch/QvdmFoGYU6PAiA4LG9yNl2GICcbYcJGtkVZCIyg5aAwR3I2XqYuCUfcaTDLP5s8ih6zzokJaUwaPAYaofVpEOHNuzY9jWnTsXy5Vc/VhqQgjQI/XXHt+j1krvQ/HkzKd2+G9PBIygb1UdeUzpRxGPYQEp/q+zvLmg1+L/5MqW7fyN30UowW6rk0w0fiGnfX/eTd5rMmI/FkDH6MbJmLyKiThiH/zwOwKgJ97Njy57rtlFYWRu98vwbro1Pm77f9rd4Wx339ZFByNQKGswYRM6JuL+sE0CHjh1IshdwYePr2JPP8u3B83RpULNSmo7RoaTkGTlb5qJxND4dEKjhreebgxd4Y4dUDzlFpWzcvI1+vbrcUhnuJNq3aUHMmXMkZkuzgjfSJzbmGKJPDc7k2QGBWi06c/bon5X0+eTADqKaNaqW97nbDhM4spuL9/6DO5Cz9RCJL37F8R5zsaTlcmHGa/i2rIMuPBAAla8ee6nZ5d9Zs38bco5e4lqk7znJ9p4L2N5zATv7LyWgRR2EMreIBmO6k7jt1twgsk8nEHEXl+/dKMf/mZlSLy8v2rdvT//+/ZHL5bRr1w6TyURJSQmtW7fm6aefxs/Pr1KeLl26MGnSJN577z1mzpzJihUrWL9+PR07ln8trV69mvnz57N27VqaNWvmur5o0SKWLFnCwIEDAXjxxRdvyZ90/QerUSgVJCUk8+TUxQA0blafZ19ZwsCu0lJ8WERNsjKyqwyon13yMivXLCRii+TvWbRtP/pubTD0bo8lKY2UJ9egblyHkGdnETew6s5+AHtOAalPryXwlcUICjnWK2lkzl+NqmEU/s/MJvm+qTcsf96bn+K3cBoh77+A02ZHGRqEz8NDsSSlkzr3JdSNogh+dibxg6p/fqWy5BZgyyukxvxx1HjqIcyJ6STMXou2SR1qvTiNc31mY8spIHHOq4S//TSiQu5K49E8mpB5Y1AE+qBpEIE1Kw9TYjrKQGlmypZTQMKc14h8+ymEsnzxj68DIO3lL6m1chINd65DUMjI2/wH2Z/vuFFR/1U4nU7mzljMmx+uQalUkBh/hdlTFwLQuFkDXli7jH5dHgCgdkQtMjOyqnDluWfWElGnNlv3foMgiqQmp/HwqBm3JGPti2+x4oX52MxWxm5egaXYRNrxS+xeKS2pBjUOp/cLE/m430Kaj+uJoYYfUb1bEdW73O/wq1HPsWXuOwx+cyYGpQiiiPHgGTSN61Drhemc7/c4tpwCkuauI/zNeQhKqa2SZr/ikqEMD8Z8OZm8H/fekTrp+O1bCKKANS2T9OlLUDaIwv+ZJ0i5f4orrSM3H9PxM+gH9cSjW3usV1JJn7IAn+njqPnzh8gDfLny5mZS3v6ZkkupNHhvDqJCTmliBudnSAPu1I+2ow4LouWulxAVctI+2UHBgbPVtnleXgETH32Cjd9+gLe3Jx06tiEpKYUjh7ejkMuw2uy0at2LCxcu8+Lq9fyxfzOiKLJ//yHyX3sLzBbyVqzG57llCHI5tpRUcp95HkW9ungvfJLMMZPQ3T8EWVAgmi4d0XQpt3X5a14vz5ecRu6y51HUr4vPojlkjL7xEmrhR5/j88x8gr58DwSB99/8hFlzH+PJhdNJjE9mToU2en7tUvp3GXHDNnrhmbVE1Am7Ld5ebee+O58HQaAkJZt94yQXH58m4bRZ8yhbey64oV6dVzyC+mwr5r71GlablZo1avDsUzM5s+9Hntn4B1/PHISfXsMrY7ry7A9/Umq1oZSJvPxQF1QKGY90aczCr39j+NofcTqdTJs8icb1o2/4zH8Svt5erFwwm7lr1mK1Owj10bPygY6cSc6uos/yL3bS8EIhEx6byq4hj6KwFBESuxG1fyipje9j+sMP0TVVz+XH36D+e0+6eH9hhuR3nPrRNtRhgbTYtaZa3msigjGejufQ42/T4d1ZiEo5xoRM4r/cQ89tKxFEEZWfga1dnr6hTuacQvbMeYfe782m51szybuQzO7HpT0Ufk3C6bx6It/1XnhDGX8s+4yOd/FIKPc5peUQnO5QAncFkX4tbp7oJtjkeftHWKg0VWeQ/w4s5qrO+7eKUpPi5oluAofzOv6pt4iw49Wfeftvo1W96ncL3w1M0zW5I3J6cfu+W4ONCbctY3dI0G3LAEjO8rxtGd1yb+30juqQ0PzODHacjtvvQ53ism+e6Ca4Uy/q51WNb57oJhiyvuEdKAnIOz1480T/Amz7vrwjco5Mvb2NWQCpwu3ves+X3Rm7/1jyp3dEzq3inhpVT6y5UziQUv1K0n8V/2eW791www033HDDDTfc+N/F/5nlezfccMMNN9xww43/NbgXrMvhnil1ww033HDDDTfccOOuwz1T6oYbbrjhhhtuuHGX4N7oVA73oPQuoa1H2M0T3QQenkW3LUOluzMbna6c9795opsg1Pf2N8D8Wnj75QC4/da5M6inrXG3i+DCY53Sbp7oLyD219vfGNTgDtRL0ITQmyf6C4h9wXjbMmrq/W6e6CbwXXHfbcsASJq56bZlRGpvfxOZ7A4t5DWU3b5duVMblO7UBqPbxZ3bcHX7G50iZbcX5AbAeYc2uLpx9+EelLrhhhtuuOGGG27cJTjdM6UuuH1K3XDDDTfccMMNN9y46/jPz5QePHiQ9evX88knd+bcyF9//ZXTp08za9YsXn31Vdq3b0+rVq1unrEM0dHRnD9//uYJb4Lnt76CXKngyrlE3nlqPaXG60eDatWrDVNeeZxHGo4CoFm3lkx8bgpe3nqwWSnZf4icxS+C1Volr+8zT2G9FE/hJ98A4PfiEhQ1pShOgocWeXAgTosFy58HKXjhRZwlJZXyq3v2xGPkCASNFtHXB0d+PrbYcxSuX49hxgxktWohiAI1P/mdK+t/xKdHCyIWjkJUKjCeTeT87DexG0tBFKnzzFh8ujZDkMu48sZPpG7YgbZuKA3enIVMp0EV5AWigKhUkv7U8xg37yZo7WKU9SJwloUXLD0Yg+ipx3IxgfwPv62i7+AfluAVEYwpz0hObBJ7n3wP6w3qtssrj5F77gon3/5FqhNRoMPKcXh7awGwWOwUF//1cHV3Gm26tWbCvAkolAriY+N5Ze5aSowlVdJNWjyRe/vfS1G+5NKRHJfMs1Ol8Jobz36LXCFHEAQsJgvvrHyPbV9uu2UZWpVcisVqsVD6xVtY926plF/ZYzDK7oMAJ46MVEo/eBlZeDTqByYihoZBaSmOnAwazxNJfeNHcr7fB4BX95bUnD8aUaWg5GwicXNex24sRabXErFmGpo6NUAUyP5mD6mvf49X95a8sWAUCqWCEmMJhTmFLB63uIo+E6vR5/kyfVp3a416zCQETz+cJYWYPl0BlsohNRWd7kdWtyWYpPp25KVj+fkdxPDGqAZPA4cDbFY69skibv0mUr/bXyl/QI/mRC98EFEpp+hsEidnv4OtjIth43tSc3RXZGolpsx8tvooUSgVpKVkoPFQo1apEGUy3n71Q3745meGjRjAI1PGuGTrDXqCQgJo37gX2Vm5vPrhKh5Y9wYWi4XoqDosG9sPTWGyK/2mg7F8srt8qdVYaiEz38i2FQ/ja/Cgy7y36de7J2MnTsZjS1/M5xNwLFyPo7gq1wCCnp+D+UICeR98B0jhWINWzUYZHgqiyJNHz1G3SR0USgVxsfGsmftKtbx9bPEkOve/l8IKbbRy6rMATF81lV7390KUieRm5jG9/wwKc6suxVfkrVanRe+tJy8rn/jYeJq2b4IyPceVNuvtjdgLiwl6aiyiUkHpuQSSn34VR5mNqrH8MTzaSvHXi3YfJe3ZDwAQ5CpED18EQQAE7KX5OM3lbhtOp5OFK9cQFVmbCaOqulHs/eMQa9/6EEtBLlFB3iwb3h6dWlkpzcX0PJ7/6SBGkxWZKLBo6D00qOFLQYmZVT/8yfHEDApLLHioFLQID/xbMs6n5aJRyhmaoWH0/YOrbduK+nTr3o0+/QYCAk67BbsxC67ZKe7dowXhC0YjKOUUxyZxcfYbLpsfsWws3l2bI8hFkt/chDk1m/AFo5F761D4Gii5lIJYJu/csPk4ik1Ef/8cHk3rgNOJw2Ql9/u9JC16B4CmJzdgTctB1GlQBvpgKzBiPBxL9te7qTHnQQSFDIfJQtLi95H7Ggid9xCCSkFpbCLxc9ZL7VwBdd59GktGLkmL3r1uXfwbcO++L8f/dzOl3bt3Z9asWQAcPnzYFWb038bayS/yZLfpZCSl8+C8MddNF1Q7mFELxyOUuczofQxMXzcbi9lKSu8RFH2zGVWDaAyjh1fKJw+vReDbq9H2uLfS9eynlpM2cjIZU55G1Otx5OaSPWYstrRU9I9NqpRWVrMm+qmTyV+xEkGrofDVVxEEAVtaKt61pjwiAADc0UlEQVQvvoA9K4uc8RPImTSZGuN64dOtGfXWTeXMwy9xqMMsTIkZRCwaDUDI2B5oIoI53PkJjvaeR+ik/uib16HkQjIxD6xAplNzZehkCj7fhPlSIprm0mHV6mb1SRkzhyvDppL+5HMooyPQ9aqs01V4TxtDYIs6JO2O4avOcylKyqTt/BHVpvWqE8KAr+YT0b91petRwzviFRnsCvOpUMhQKu/Ot5sgCMxZ8wQrJq1kYpdHSU9K5+H5E6pNW79lA56b9jxT+0xnap/prsFkvebRqLVqJvecysA6g/nlsy1ENa7zt2QYFzxK4cN9sezejKx2VKW8Yu0oVP0ewLh8Jsb5E3FkpKB68DE0k+ZS+sVbODLSsOzejO3CaU71nOMakMp9DES+Mp2Lj64m5t4ZmJMyqLlA6g+hT43EkpbDyW6Pc7rvUwSO7Y1n1+ZEvjKdl598mZg/YgivH07NqMphEq+iQcsGPD/teab3mc70PtNdA1JPH0+eWPMEtvjTYLPiNJei6DisSn4xJBLLz+9i+nQ5pk+XY/n5HdDoUPV5GGdRHqWvTsV2ah/5By9UGZAqffU0WfcYRx9+hb0d5lCSmEm9RVKktqB+ran9SG8O3r+KA0OX4926Lnt3/UH3toNp0qIhudl59O8yggkjprJwxZPUjqjFxq82u0JwDu4xmqzMbJY+/TzZWbmERdRgxcrlrB7ZgR/mDiNYKOTldzdUKs/AtvX5et5ovp43ms/mPoifQcu8+7vga/AgISOPmiFBLHlmOcFpBynuOxWvK9n4zanKNWVETUI/eg59r8oxwv1mjcWank3CoCkkT1pEz/u68+m6z5nQZSJpSelMnP9wtW3UsGV9Vk57jsl9pjK5z1TXgLTXfT3pN6ofc+57koF1BmM1W1j+4bJqZVzl7fxRC9F4aJjRfxYTuzxKcaERmUzGxX6zXH9Fvx2n5upZJE55jvPdp2C5kk7Q0+MB8B7WFVVEDS70nsGFvjPxaNsIz35S8AqZPhBHSR62/BRshWnIPHxBlOzC5YQkHpk5nx17qg9RnJuXz+JVL7N21SJ+nDOUUB8967ZW9sUstdiY8sEOxndqxFczB/JotyYs+ErqI6s3H0YmCtjsDj6f3p/6NXxxOp23LEOrkrNx9mA+mdKP3/88wp79B6st71V9jsScoUuPvtgKM7DlJ+O02xC1PpXSKnwN1F07jbOPrOZoR8nm1y6z+cFje6KJDOFol9mc6DOPGpMHEr1+JmcfWU3mN3spOnqRwkPnONt7Nmd7z8ZRbELuY0DXIprzDyzmWOQDZH22jasvP1VECPb8Ii6MXIrMQ82ZnrM42fJhLMlZRL49l4S5b3Cm5xOkrvuW8PWzCX95BpcmvcjpTtMxJ6a77MpVBE0Zgq5t/Wrr4N+GA+c/9ve/hv+ZQWl8fDxjxoxh4MCBjBgxgpMnpXjw8+bNY+XKlYwcOZJu3brx3XfSl3tRURFTpkyhf//+TJ48mSFDhpCcnMzGjRuZN28eP/zwA6dPn2bRokWcP3+eMWPGcPCg1EmTk5Pp1q2b698jR45k8ODBLFmyxFWe4uJinn76aYYNG8bgwYPZvHnzLemTniBtGtn56VY6DO5UbRqlWsnUtY/z6YoPXdeadGqGxWzhpze+w1FYRNE3PyHz8qT458rhMfUPDKLo+y2U7NhXrWxNhzYIChmFa9fhyMyi9IefUPfsUTmR1UrhC6tR1KmD9dw5LL//gejjQ+mmn5EFBlL0xpsAiL6+CCoFHvVrUXT8MqXx6QCkfrydwOHSANKvX1vSv9yN0+7AVlBM5g/7CbxPuufdpQlFxy8j8/NB16sj6U+sQjegG/IagYgeGgKWP07NH94ieN0Sirbswbitqk6a1k3Q9bqXwsRMLEXSjMyZDb9SZ2j7avVvOL4H577YQ9zmQ5WuCzLRFXcZrtrDu9OxlUoZ52MukJqQCsDmTzbTbUjVyB8KpYI6DSO5f8p9vLXjDRa/vRD/EGnDV68RvbCYLMxZM5s3t7+BTC772zI0j85Ft+pdkMlRtq/MFUfCRYrmjoXSYlAoELz9ELQ67HHnEb39wGFHVr8Zym4DqTH7fhAl0+PZuRnGE5cwxUv9IePjrfgNk3iRuPh9Epd/JJUv0BtBqUBbLwzjiUvUbVKX3IxcPn3lU3yDfavVJ7JhJPdNuY83drzBwgr6tOjUgrSkNGRBtbGd3IsjJwV5/WviXsvkiAG1kLfujXrsUpQDJyPofZCFNcRhzAObFdUDTyGLaEroqC4gVt5o4delCQXH4ygp6wuJH+8gZLg0wKnxwL3EvfUz1vxi/Do3JvfPc3zw1qcoVUpeX/Mebdq3BCA9NZPcnDyCQgIryZ48awI52bl88bG0UhAc5kdUVF2i+k9Adc8IRo4azZYj5687+/LRjqP46LXc11GKdHQiPpXWbdtx/MRJ7lv8Ol8688j9YjOGgVV54jV6AAXfbqNo22+VrmeueousF6XZJn2vjthtdhIuJAKw6ZPNdB/Srdo2qtOwDiOm3M+7O95i6duLCShroyETBpF4MYmLJy/hdDp5bvoLhNWtuv2wIm/Xb3kVh8OB1SKtGCXHpaDVaYn8+nmitrxKwMwH0XduScnJi1jK7G/Op1vwHtxZEiaKiFo1glKBqFQgKOU4zBYElQJ7SR5Oa9ksm8MODjuCTBqUfvndZoYP7E2vrtV/LP9x6BgN69clrKa0Oe/+dtFsORFXqX0OXEwl1EfPvfWkzXdd6tfkxZFSuWJTcwjx0dEw1I/IQG9XmluV0b95JDJRRCGX0al9G3bsrn4QfVWfSY9MICsjHRzSZliHqRBRpa+U1qtz07L+K/E87eNtBJT1X9++bcj4cjeU2fyS2ETshSWY4tMxtI4GUSB4TC+iv3sWXdsGAPgM7QROJ8Ez7qPBznWoagbiO0zSQdeqHk67g+iNzyKqlfgMvhdEkcyPfsFptVFyJh4AVa1ABKeT4piLmMvsSuaGrZLsMujvaYhn1xZkfVJ1xciNu4v/mUHp3LlzGTNmDJs2bWL+/PnMmjULi8UCQHp6Op9//jlvvvkmL774IgCvv/464eHh/Pzzz0ybNo0LFy5UkjdkyBAaNWrEypUriY6+fni+FStWMGzYMH788UdatCgPDfrmm2/SsGFDNm7cyGeffcZbb73FlStXblmv3LQctAYPNDpNlXuPPDeFXz/fTtK5BNc1n2A/5EoFnr6eBKx/joC1KxB1Hjjtjkp5815YT8nWXdd9rqZbRxxFxZh/kwyTPSsLUadD0Gpdaezp6Zj//BNZQACOzCz006dh3v8H9vR0Ka1Kheeihfh99CH5f5xBkMkwp5aHFzSn5iA3aJHpNKhDfDGnli+jmdNyUJUNJtQhfphTs/F7ciI56z7CGn8Fmd4DeWgQJQeOk/XMa1wZNpWSP4/j0alNFV1k/j74zZ9C8a4/MBeWLxEWp+WiMmhRVFO3+xdt4NIPB6pcv/D1PiwFJfj66vD11WG3O7BY7s5suiiKZKdmuX5npWXjYfBAq9NWSucT6MOJP2L4aPUGJvecSuyxcyx7fykAnt6epF/JYMFDi3jyvrnUax79t2UUr56HcdXjyCLrIWg9QF1ZBnY78pYd0K/7Cnl0E5zpyThyskAmw3bmGMUvzEUQRby6tSTo4X4AqGr4YqnImbQc5AYPZFfbzO4g8rVZNN21lsIDpxHkIpbUbH759Bc+X/c5eVl5yOXyavWJ+SOGDas3MLXnVM4dO8fSMn1q1a1Fjdo1MG95D5wOsJgRVFpQql35BQ8vHFfOYd3/A6YNz+BIi0M1eBqC3hvMJdiTYjFvXIvpqxeQqRRETBtY6fmaEF9KK/DdlJqLwqBFrtPgERGM0s9A6y/mUX/pQ6gDvSgsKMJitvDeGxswGPTo9B6MHDscD52W40dOuuR4+3gxcepYVixcXV5nZhN2qwPLsc2YD39PcN0mGE0Wik2WaylFnrGUDbuO8eSw8he03e6kRYO6NAjw4P1Z93OMEn5Ij0Om90D0qFyvmSvepGjznipyr7ZV8Itz8XvyYbJSs0i+LLkPZKVlVcs530Afjv9xgg9Xf8SjPScTeyyW5e8vA8A/2B+LycKqT1bw5vY36DOyN1qd9oa83fTxZjKuZLh4W2IsQZSJJEx9nssj5qPv1ByvAR2xppXzzZqWjczggajTkPftr9gLjNQ/+BH1D32MJSGNol8P4zRbcZrLTzoRVHoQRJxWya1n4Zyp9O91/TCR6ZnZBAWUnwoSaNBiNFspNpe7WyVmF+Kn17Dsu/2MWr+Zye/vwO6QBpyNa/px4EIqAQYtJWYrv55OpNhsvWUZPx+/jNXuoMRsZcee/WTl5FZb3qv6eHp5YTRWOOHFYUMQRdfMJYAqxBdzSgW7nlref1UhfphTyuva6SxfprbmGkl9/xcEmUjauq+p8948FMG+qCNCsKRmkzjvLc72mo01pwCZXouo0yDIZRT+fpLc7/eR9/MBPDs3J2BCfyxp2cgNHijDAml65D1qLhqH8dh5LBX6n6XMrog6DYpAb2otf4S46a9UeW/eLTidzn/s738N/xOD0uLiYpKSkujVqxcAzZo1w9PTk7i4OAA6dOiAIAjUrVuX/Px8APbv38/gwZLPTOPGjalbt+7fevahQ4fo27cvAIMGDUKhkOKz//HHH3z55ZcMHjyY0aNHU1JSwsWLF/+2jo5rOkePMX1w2Ozs/frXStdFUUAUBBrd25Ssp1eQNnY6AJ6Pjr6l56mbNcISW015HdV0UoUCZauWyGrUoODF1ZXSFqxcReagwSi8dHh3anytuxEATocDRKFyBxGEcoMgCij8PJF5e2LcXB6n13zyHOkzl2NLzwKHg9z1n0iDUrECbeUygl6aT/YLb+EsrewT6Hr+LRielk8MozSnkJwcI7m5RgRBQKNR/OX8dxKCUP0c7bUuJxlXMlg8bgmJ56WZqW/f/o7gsGACawZy8dRFzhw+g7nUTHFhMd+//8PfloHZBCXFmLdulDI5q9ar7eh+iqYOw/T9xyg69wHAuucXTJ+sl/ID6e//jE/fsplJQaziowaV2+zyjHUcaTQeuZcOz3ubVJu+On2WVNDnuzJ9QmqH0GVwF84eOQvFBZWFVOC+szAb8/ev4syRZqltR7YjePojqHU4ctKw7v4CbBYwS7NnAT2aV5YlCtXr5XAgKmT4d27M8UfXkfjhdgSlgicXTq+UbsJjo3n86Sk8OmomZlO5T/PIccPZsWU3VxJTXNdijp/hyJ8nwG4DmwVbkjSIlYlVzft3+0/RpXEEoX7lx3IN79CILk0ikcsEDFoVQ/DkIMVl5b21D7K0p1aT+9aXKFQKHnq8sk1yXNNG6VcyWDhuMQllbfT1298SHBZMUM1ARJmIX7Avq6Y8x4z+M9F7STN0N+KtKIpcPhvn4u3WMr9pR3EpjsJist77EVXdsOvyLXDWSGw5hcS2GkPsPROQeenwmzikUjpR44nMwxtbYTp/dQXF4XBUHMe5IKswu25zOPj9fDLDW9fl8+kDeLB9PaZ/tBOLzc4T/SQXo52nE5n9yW7aRYWgkIm3LENA4MHXNjH7k93c07o5CsWN3ZKE6/TNimoLolhtPVy1+ZXTlveJ2EdWk/2ztDJpPByL8ch5DPc2xZKWS8GeY9KHg8NB6itfuZ6T/fkOrix+F6fdgcNsIf3dn/DuW77CYcvMJ6bVRGIHzcO7f3tk+ms+mpFcoiJen0PSsg+xZubdUH837g7+8xudoHonYKfT6TJQKpW03CpU6PkymeyWvxKuprfZbNVeFwQBsczQOxwOVq9eTcOGku9jdnY2np63fv6iT5AvxvwizKWVN9N0vq8bSo2KZ395GblSjlKt5NlfXmbPVzuw2+wc3vonXYtLkAUH4CguQdXg+rO910IRXadK3Yh+fjgKC3GapIGD7uEJqDp0ALkceWgNHPn55M56HCwWxMBAHCUlCB4eOE0mnKWlZH6/nxqP9kUV5O2SqQz2wZpnxFFixpySjSrQh6vf3cpAb8xp0pesOTmb4FHdKfxpGzidyAP9sRcUoWoQhWjQUbL7TymTIEgDoQplD1g6C3WzBgS/uQJBFLE7QR/qh0yl5Nja7zHlG7GV/vWNSuF9WrF/yQbadWqK0wkmkxWVSkFpadVNZP8EtFolKpXULQVBwDew3IfLL8iPomq4El6vNhENIvh1ozQzPnbOGDRaNSs+egZPH08Sy5ZRAQzeBmxW201lSM8Hu9WOf4g/NSPLz/QU9AacNptrkAkgBoQgePlgv3AaAOverWgmzEb0C0TRoQf2pDicJUYcxkKcVpuUH7CkZKFrUe6fqgzyxZZXhKPUjGfnZpScSyRwbG+8e7VG7qVD7q3HXlz+XJ2nrlp9apfps6uCPgjgHeCNVq+lcbvGqJstQfAwgCjDabNKg8yrSf1qIPrXxB77J4r2g5BFNAOFCll0K5ylRgS/GjizUxB0XtiKTTgtlflhSs7Bq0W576462AdLnhF7iRlBIUcbHky7H5eg0GswZxfSonVTAGqGhWCxWOg7sAfD+owl5UpqJbkDhvTmmfkvVLrWsnVzLl465/qdmVeAQa9Ho6r6MbX92EWeuq9zpWubD8XSRhVEaH1pYO0EAgIDsecX4fyLfSdo9VzU9SJx2myIOi2JuYVENZL09wvyozC/CFMVzoUT2SCCnRulD+9xc8ai0WpY+dEK1Fo1uRm5rs1RR/Yc4d5+HW/I28yUTOo1j3bxdvD4QRQXFrt0EARwlJiQV+hTiiBfbGV6eva5h5Rlb0v8tNrI+24Xnn07kP3eDwDI9AEIMgW2/FTXkvZfQXBQAKfOlm+OzSwswaBRolGWt4+/XkO4vyeNa0kzql0b1GL5xj9Izi2SNia1imL/hRTWju3Ge7tP4qPT3LKMx/u2xLPMNemDeCe1aoTcsNz5ebnUb1DB51KUl32klNtfU0oW+gr9VxXsgzWvyGXzlRXeB1fttsygJWR8HzI37pPSlppBAKfNjqhWom0c6cqiDPSW3vXGUnyGd6H0bDyW1Cw8mkdJrwOrHXWdUOzFpZIcoOR0HJYrmahql5+Ve9WuqOvWRB0WSK2lkr+0wt8LZCKiSsGVFR/dsD7+Sfwv+n7+U/ifmCnV6XSEhoayfft2AE6cOEF2djZRUVHXzXPPPfewaZN0CPT58+e5ePFipUErSAPXqwNbb29vLl26BMDOnTtdadq3b89PP/0EwPbt2zGbJeK3a9eOL774AoDMzEwGDRpEWtpfP1w8qHYwAN1H9+bo9kNV7i8e/BRP95rFgn5P8OL4FVhMFhb0e4I/N/+BXCnn3mFdEVRK9MMHYs/OxVzB6N0M6pZNMB04gqpxfWShkp+TdvAgTL+Xb9YwfvAhudNnIKiUFH/zLchkyMqWoLSDB+HIyUE3YZyUWKHAf9A9ZP9yCEPLKDThkjEIGdeL7K2HAcjeepigUV0ln02DloAhHcjeIt3L3RuDKtQPa7y03Oc5oj/Fuw4gatX4L5yK6CnNkng/fD/G7b9XGpRmLn6Zy037E9diEAndRuO02bmy5yT75r5HgzHdSdx2a4c7Z59OIGJA+de3SiXHZvv3lu9LSiyuTVZ5eSXUa16PkNrSy6P/Q/04sL2qy4HD6WTKM5MJrCn5HuZm5RJ7LJZJ3Sezd9M+6resT2hEKEq1khHTR3D+xIWbyhgwtj/xsfFkp2djt9mp37I+YlBNUChRDxyJPe5cpfyCly/aaYsQdAYAFO2740hNQlY7Cnl0Y9TDx6PsPgjbiT8JmtCXnB8lruXvjUHXoi7qcKk/BI7tRe52iRe+g9oT+sQIkld/yen+T1NyLomU9RvRtajrqpOm7ZuSl1V1xsPpdDK5gj79y/Q5c+gMk7pOwmK2YN78luRTWpiN/dyhawWg7PoggsEP6x8/YTu1D0daHKbPViH6BKHo/AAIAvLm3bAZTaT++Gel7Fl7T+LdMgptWV+oNa4HGVuPABD/5s+UJmXyR/8l7O+3BEODMOIvSx8O7332KjlZuQzvO67KgNTgqScsvBZHD8VUut6ubTtkSkjMzAdRxrd/XqBrq0ZV6qSwxERSdj5NI4IrXb+UlsNrH3+N4BmIReHBzxTy8IOjMO6qyrXrwWm2UnrsDIlDp3PloaeoXTeM+HOSj9/Ah/rzRzW8dTodTHtmCkFlbZSXlcvZY7FM7D6JT9d+Rs06NQmLlvxIhz4yhJT4lCoyKvL26L5jNG3flJS4FLLTs+k8qBPFRcUgiggqJb7jBpD39Q60zaJRltlf39F9KdwhzdiVnr6MV/+yDVxyGYYebSg5LvFcpg8AQbzlASlA+zYtiDlzjsQrUvm/PXieLg0qb87rGB1KSp6Rs2VL4Ufj0wGBGt56vjl4gdPJWZy8kkVMYibfH76Iw+G8ZRlv7DgOQE5RKRs3b6Nfry43LPeF87EEBIW4NnSJaj1OS+UTFPL3xqBvGYW6jOfBY3uRs63Mrm87TODIbiATkRm0aOvVQu6lQ+HvRfCE3kQ8M56cbYfRNAzHo1kUhbuPUXoxCY8mddA2kQamYc9PwZyUAQ4HmuhahMwZReFvJ9G1jCZw8lByN/2O3wPdEORydK3qAaCuWxO5tx5VzUBUZXYlYExv8rYfovjoeWJaP8qZXk9wptcTZH6yjdyf9pMw9w3sxupX2tz4dyE4/+NOB1ePhFq2bBnLli0jPz8fhULBokWLaNGiBfPmzaNNmzYMGybtnr16ZJPRaGT+/PkkJCRQq1YtTp8+zcaNG9m7dy+HDh3i+eef5/333+fLL7/khRdeQC6XM2/ePFQqFd27d2fjxo3s2rWLjIwM5s6dS35+Po0aNWLr1q0cO3YMo9HIsmXLOHfuHHa7nUmTJjF06NC/rFfi2XjkSgUZiem8OXsdxQVGwhtH8ugL01jQ74lKaf1C/Xlx+zoebnD1SKhWTHpxKp6eOpw2G6UHDlP0xQ/4zJ1K2sjJlfL6LpuL9XKC60goAJ95M7Bn5WI+dxGfWQ8jKBTYUlIpWPUsspAQPJ+aS84jE/EYPQrdxEewxcUjaLXI/HxBELCciKHgpTXoH5uEIjoamb8fia9vIuHFr/Hp1oyIhaMQFHJMiRnETl+PLd+IIBOJXDYW705NEJRy0jbs4Mqb5ZFj7k38DFtKGgIC1itpZMxfjSI0iOD1y3AYS0AUsFxIIHPpWvyefgzLpcRqj4RyrlpCaOcmmHIKKUzMZPfjb2HOL8avSTidV0/ku94LK6Xv8vIkcs8nu46EUnnp6LhyHLUHSL6rd/tIqHVzVvPwvPHIFXLSEtNYPfslivKNRDWJYvaLs5jaR1r27Ta0KyOmPSD5oaZl8/LctWSlZqFSq1j6/hIat22EIAhkpmYya+Djf0tGi3sagSDgyM6keNk0xIBgNI/MwbjoMQCU3Qei7DEY7HYc+TmUfvwqspBaqEc8iugTADIRR0EeObvP4dE4glM95wDg1a0FNec/hKiUY0pI59KsV7HnG5EZtIS/MBltdC0AcrccJPmlL/Hq2hzlglHIFXKsFit5WXksHrOYqCZRzHpxFtPL9Ok6tCsPVNBnbZk+AK27tmbZmkcRPLxwWs2YPluB6OmPsuc4TJ8uB0BWvy2K1n0l/0FjHpbtH+MsykWMbI6q1zhQKMHhIP6DncQu/RTPphE0fvlRfu8+HwD/7s2ot/BBRIWc4sQMYqa/gTW/GESBqNnDCB7cDkEmYsrMJ8dbgYeHltBaNUiIS6KkuAS1Rk1IjSAeGzObfbv/oEnzhqx753m6tq7sv6rWqBk9cSiHjvyG1WojNMCbFcPakJxTwDOf7+TredIy+unEdOZ/tJVNS8dXyl9qsfL8N3tQB4YzbtIU9IIcbVImafNeQlEzmKAVs0gcWtm9IOi5JzBfTCw/EkrvQeCyGaiipEHk/th4wqLCXLx9YfZqivKLqNskiidenM3kPlMB6D60Gw9OG+FqozVzXyYzNQtRFHn6lSe5t/+9CIJAQW4hs4c8QWZK5g15azFZUKiVCEBGcgZF+UV0aNkARaAv2e99T/rqT9B3aUnQ0+MQFHIsielceeJl7AVGZF56aix/DHXDSLA7MO6PIe3ZD9A0jqTOxpdw2ixUnCW0F+eWb34CFq5cQ52IsGqPhNr3xyHWvv0R1oJcQn30rHygI8m5RTyz8Q++njkIkAaRr/xylFKrDaVM5KmBbWheO5Bis5WFX//GudRcco2leGpU1Avx/VsyruQU4XQ6eXTyJAb2rrr5rCIWrlxD165d6dO/7EgohxV7URaCTI5M548tP4U/Gz2Fd/fm1F4wGlEhpzQxgwszXsOWbwSZSMTSsXh1boqokJP2yQ5KLlyh9oLRyPVaZAYtlsx8ZDIBZCKnO04BIOzFafgO7wyCgC2viHND52FJykRUK6m1chIeLaKRGbQIchm2vCLMielkfrKdmgvGoKoVSElsIsnPf4qoUhA6/yEEhQJzYjpxs9Zhz68cfS3kiRHIfQyuI6Fap3x/wzr5p9Ak6J5/TPbJ9L/+cflfwH9+UPp38eOPPxIaGkrLli1JTU3loYceYufOna7l97uNUWF/fQB7PTzn+98JM3ru/1iY0WHH37wjcm4XD7V44G4XwYWvu1TdOPN3cCfCjD4ju/7Zs38V382+M2FGd9+BMKPTbWdvW8bZLx67bRlwZ8KMTiu+/Q0kdyrM6GrZ7Xup1T+y7g6U5P9emNE/Gz112zI08tt/B92pMKPuQendx/+ET+nfQUREBEuXLsXhcCCKIsuXL//PDEjdcMMNN9xwww03QHJDcUPC/9lBaePGjdm4cePdLoYbbrjhhhtuuOHGdeF0b3RywT116IYbbrjhhhtuuOHGXcf/2ZlSN9xwww033HDDjf863Mv35fg/u9Hpv45dgbe/gcVDdvsO4jbHnZksF4Tbp5HN+d+ZuK9/6oO7XQQATjV65G4XwQX5HWhjAMcdEOPg9jc23Cl97gTuRJ2Id2avB8IdWEq0/of68p1o5ztRJ/8X0e70i7ct40Cjp+9ASe4MOqV/c/NE/wDqB1SNVHinEJtZ9cjJ/zLcM6VuuOGGG2644YYbdwlun9Jy/Hc+Z91www033HDDDTfc+P8W7plSN9xwww033HDDjbsEt09pOf5zg9Lk5GTGjh3Lrl27rpvm5MmTbNu2jblz5/6LJZOwcOFCHnzwQRo3blzp+rWRpW4GmU6D3Vj1AHDfHs2JXDgKQamg+GwisbPfwm4sdV2XadUoA705eO9sSJXCmnr1bEXk2hnYCotRBvqAAPm7jhM361XsxlJkei0Ra6ahrlMDmV6DIJdjN5ZQcjaRi7PfxG4sRVUrgKbbXuDsgytR+HsStmA0olJOcWwSl2a/Uams/g90ps6aKZiTsyg+nUDy6z8Q9VKFSFIyEY/6YZiuZOI0W7HkFKLw9ECQyyi5cAV7sQld4wgQBIqOXSB+wXs4TBZCJvUjfN5IBJkMh9lK3DMbSP/sVxBFIpaNxadrMwS5jNzdx/Fs1wBRqcCUlIFMp0HupcNebOL8jNcovSSFZ4xa8xiB93UCBGyFxZwcsZKSs4kgl9Hsx+V4NKyNIIoU/HmWUw+sAMCzQ0MiloxB463F6QSj0YTNJh0EbjCokctlXHXD/qeiPSmVMjw8VIBAo3dnuzjwV7ly9V6dpWPQRASTs/M4Z6e9ht1YitzLg7rPPoxH3VBEtZKcHcfw6dIEQanAml2A3EuHIJe55MkNWlr9sopD3ebizCvEp0cLwhc/hCrEFxxOLNkFJL3yHZkbf3e1kUyvBacDe7GZ4thELpRxLHBkV/z6tuHUGCl2u0+PFtRbOwW5pwcOs5Wc7Uc5P+ctHGYbdZ4pb+8rb/yEKTWHiIWjEDVKRIUca0ExolJB4tqNpH/7GwAR80YQ9GBXFN46HGYreb+fJmPjfsLnDHfVUdyLX9P8m8Uufa7Cp0cLIpaORRMRTP7+05x9+CWpLkWRBu8/iU+3ZiAIFJ9L4uSwZZXaQ10rgObbXiDx5W8IGtkNUalAplXhsNhc6ZxOBzK1CkEuI/nNn0jbsAOfHi2ovWAUolJBaUI6hpZ1OTliBUUxcQDUfnoE/v3bIfNQI9OpseYUYskqQOHlgSCXYzybyPnZbyI3aGnxy7Mc7f4kttwilz6Rqx5GFeRDzvYjrja4kT7q8CCiX56CwlcPMtEVvKg4Non0z38l7MkHENVKFD56HGYrOJ0kv7mJ9A3b8a7wPIfZStHZRC7O/xDj2UTCZgwmYEgHQLJ76hq+CDKRrM0Hq3A76IHO1Hv5MUzJ2RhPxRM7+y0EuViJs4lrN6KuHUjYjCEIooglu4AjfRdgSS8PN6sK8aXVL6u4+Mwn1J45BFGpoORSCk6zFU1EMKJaiSk5C3Wo/1+yKaZLKXj3aEH4gtEIKgVyg5b4ZzaQ+e0+EEUiVz1M4IguiGoVOBwUn7/CycGL8bynAXVfnY45Jdulv8NkQZDLkGnVOCzWcv2dTkS1CpleA04n9mIT5itZKAK9XE7HQpltTVr7Hb69WqHw80TUKDGnZGNKyODCk29Sa+YwfPu3Q+nvia2gmII/Y6vYaMFlo7NwmC3Yi02IWhVY7ZiSMrFk5uF5T0MEuehqYwCfni0r6SP3CsFWkApOJzJ9IIJcCU7JXjpsVjJzC9BoNBi0SuzGrEohoiv2vav9oKK9+Lt2/6o8ZYAXolLBwRaTsRtLabppJZrwYOR6TVklCKRt2M7lRR+iaxZJ5PLxVcrmxr+P/8nl+0uXLpGTk3NXnr1q1aoqA9K/g8hFo6pcU/jqqb9uKqceXsPBDo9TmphJ5KJRruvp3+wDUUCmUVJ7TnkoO32raDI+3obMQ8PJ7rM5HP4gprhUai4YA0DoUyMxp+UQe98SRLUUGjHu8dcwJ2UQtkgysnXXz0RUypF5elBn7TTOPbKaYx1nYUqU0lxF0ITeRL0yDVEh52T/BZgSMwh8sCsxPZ90/RUdjMVhsnB2xHJODVmErnEExWcSOH7vTBQB3uiaR3Gi2xOc6PYEolpFjRnDkPsaiFw6jotPv8fvYaPI/O43IldOQB0eRPDYHmgjgznS5QlOjVxFyNheJK35hiMdZ+HRsDaOUgtHO80mcfVXNHhPCl3p278tQSO6crzfQn4PG4XxTCKNP18AQP23HkcTEcyBho9wsOVkDG3qUXPWUASFnPpvz+bCnLfIyyuhpMSM/qoBA+RyGfn55XHp/4kBqSAI6PVqCgtLycsrdnHgr3Ll6r2Gb81CptMgymWYkrNc9+q/Og1zai6HezzN6UmvUHNyf87Pe59jgxajbxKB8UyCS17jD5+kxY/PoAr2KZNroO7aqVgy80n7eDtpn+yg8OgFIldOoOb0wWgjg4kZthRRIX1UnJ/xGqbEDCKXj6fOC48SuWICCIJLVoM3Z2LJKuC3iLGkfrQdfYsoQh/tR8jYHmgigjnc+QmO9p5H6JSB1H99BmcefomSCylYMvIoOHSeE/evIGrVBFTBPgQ/2AW/Pq0RlXIOdXmSK29uRlPTnwbrp7nqSNQoabVllUuf8rqU9LKXmHCYLJjTcwkv43zolAH4dG/Gke5P8mfjiahD/am7dmp5e6kURK+fgaiUEzbnfs4+8hJHOs5CZtBScDCWYz3mkvbpDqyZ+Rzp8gTH+8yjxqP98e7SlLprp3L2kZc42v1JdA3CkOnULrl+/drg07UZMfcvR1QrKDx6kcyf/kDfJIKiM4kc6iD1zUYfPkmzH5dX0kkZ4kv9d2Yj99ZRGp+GKTHjL+lT741ZpG7YwcmhS1H6eYEgcLTjLKzZBTT48CkuzXuX9E92YCssoTQ+jRNlunh1aUr0uunIvfWcGf0caRt2YE7NpeG7sxGUchJf+5HD3Z/ixAMrkOs1mNNyiBn9fBVu15jQi/prpyAq5Bztt9B1vyJnT9y/gqjnJhA+5z5OjnmBPTVHYU7LpdmX5eGDg+7v5OJt3VUTXG3iER2KJiKIYz2fIuObvXh1bMTJkSv/kk2RODKNxFe+xVFsQu6lI2B4JwCCx/bEu2tzBFHkRJ+nKU3MQFM7iKhXpmJoHU3Km5s43mMup0esQKbTcHbCixwt40jhwViO95hL+qc7sWTmc3LYEkSF3NV/jGcSKDx0juM95nK8x1zy9saQtflPgh7qwaXFHyDIRDK+2k3Bn2cxXcmk/rtz0NarhahSEDNgIbb8YhwmM4EPdnXJON5jLgVlNvrUA89wetQqtHVDKTpynmPd5iDTafDu1pyjXWa72ljXvA5AJX2O95iLLT/FNdAU5CpsBanY8lO4dPoIxWY7jz32GF9/8h5Ouw1RW7nfSZlEVz84Uva+ucrVv2P3r/blpLUbcdrsOKw2l7zM7/ZhjLnE7xEPcW7W64CT7C2HAWjw3pMkrv66avn+JTj/wf/+13BXB6UHDx5k3LhxPPLII/Tu3Zu5c+disZSHMpw3b16lA/Cjo6MpLCzk1VdfZdeuXbz55ps4HA5WrlxJ//79GTBgAO+8845L9oQJE5g0aRL9+vXjpZde4o033mDYsGEMGzaM7GzpS+/TTz/l/vvvZ8CAAQwdOpS4OGmWolu3brz44osMGTKEIUOGcPasFAZwzJgxHDx4EKfTyXPPPUfv3r0ZM2YMSUlJt6R70PB7q1zz6dKUwuOXKY1PByDl4+0EDb8Xny5NMZ5NwtCqLidGrAIgYEBbVz5dq3p492mNoFIQ8fI09G0bkPHxVnyHSc9IXPw+Scs/wrNzM0rOXwFRxF5YQsbHW/Efdi+Rz00k86s9WHOL0LeIwnjiEqayMqR/vA3/MjnKQG8CHuhK4cFY17Mr3gfQt62P78D2kpGMT8Orc1OMxy7g3bNlWfqtqIJ8JEPmcFB8Og5VqB/e3VtQfP4Kmd/sBeDKGz8iKhWoQnzx69uW9C93g92BoUUdSpMy8LynAcogH2QeavRlBjNv1wlkHmp0jcPRhAdRdOIyxWcSAEj7cCvKAC8AvLs0JfWDrTiKTVizCkj7aBvqmgE4rTYONnuM4tNSHplMdM2KiqKAIAjodGq8vbXo9eqr46s7CqVShtXqwG6XnnuVA9fielwBCBjUHnupmePDpRjuaV/sJmj4vci9PPDp1IT4NdIOU139WuQfiKXoZJwk79hF/MraKfPng3jdU9/FNwDvzk0oPp2AoVU0iWu+IfXj7fj1acOJfgvw6tSY9C93431vYwqPXyLz230EDL+X1I+34z+0I5aMPOKf2VAuq0sTCg6e52jPp3FabaR/sw9NTX+seUb8+knt7bQ7sBUUU3w2EVthCdY8I96dmhA763WCht+LOS2XI30XYs03om8SQcnlNAqPXaI0Pp2sXw6iCvVHkMspjU9HGegtzf5V02jenZvgMFtJ27ADa24h2Zv/JKCM04H3dab43BVMl1KxFRST8e1efHu1dOWNem4iGV/twW4yU3L+Cqb4dNS1AkAQCBh+Ly13r6HW48PJ+ukAlOmT9eN+ajw2gKITlzHFpxP13ESSP9iKICs3x9m/HOL4gEV4dWyI8VQ8Mo0KZYB3pTbK+vkgnvc04OSIlZX0CX1sAJasAs5PXw9A6sfbb6qPMsgHbZ0Qsn7Yj1fnphQePoeolOPROBxrbhGCTKT4VDy+fduQtPY74hZ/WEGXgZRcSsFeUEz+76dI+3gbfj1aYC8qwbNV3UqcdZgsZG87Su6uE5U4qwz0JmhEF/L/LLctKR9vJ+i+eytx1pyWS87241hzi8jbdwqAS8s24FGvpkuOX9/WLt4aTydgik9H7qVDGeyLOiwIAK8OjYhbtgFbTuFfsimBD/XAeOISfv3aEr/qM4wn4zC0rQ+Ab982WHMLsRUWYzyTQO62wzgF8OnaDEPraDw7NqL5ry/R5IcVmBLSMcWnoyrjiP/wTrTYvYaaZRzxurcJRccvlvWfTqR9vM3Vdoa29fEbcA95u45jPHEJS0oOgkJG1k9/EDCsE6JGhbpmACUXrmA8cQnjyTiyftyP0+50yXDJGdieggNnMcWnI4giTpsdv4HtQRDQRAZTfDahEl+vDsCv1UeQl31IiXIQRGQ6f+ReoZy6lEqJsZB6kWEAOEyFiCp9lb4nKLWufnAtV/+O3ffu3ITis4nUmjGE+OWfYMsvqiJPrtcSuWwsGV/twa+v9N5MWvMN+b+dqlK+fwsOp/Mf+/tfw12fKT1+/DgLFy5k69atmM1m9u7de8P0BoOBmTNn0q1bN6ZMmcIXX3xBWloaP/30E9988w3bt29nz549AMTExPDMM8/w3Xff8dlnn+Hj48PGjRuJjo7m559/xmg0snPnTj755BM2b95Mly5d+Oyzz1zP0mq1/PDDD8ycOZOnn658bMW2bds4e/YsmzdvZt26dbc8KJUbtMh0mkrX1CG+mFPLZ4DNqTnIDVo0tYMojU/n9MNrKI2Tluzl+vL8trwiSs4kkPP9b1x57lOi3n+67Bke5c+wOwiePAhDm/oUHjhN6eVULGk5yA0eiBoVGZ/tBEDp74Ul5doySHIsGXnk/PwnpRdTqr0PUHvxWPJ/P4U5KQMAVYgfpfFprjTZ3/+OTKdBptOgCvUn5NEB5Gw6IL1wD593yfXu2gxBJlJyPhlViC/msjKpQvywpOehCvZFFeKLJS23Ul2aU3NRBvsiIGAsG5AKSjk1Hu2PIIrSs7UqRA81jb9ZQotdL6GJDEHhYwDAabOj8PPEx8cDDw8VJSXSR5IoClitNoxGE3l5JTidTvT68pmtOwVRFHE4yuOGX+XAX+WKTKdBrlOTveWIiyvmjDzkBi0eDcOwZOZRa/IAWmxaTuSi0dJsQqkFdYgvJXFpLhnGk3GICjmWzHzXM1QhftiLTVgy8wh9bAD1Xp+J3KDF0DoaVaAP5pQcVCF+mFOyMafmoAqWyijTKEl552ccFluF8vthTs3GabNT4+E+tNi0AkEuI2/vySq6AeB0ogkPwpKZR8DAeyS3gh3Po28SjqPUQuGxi3i2rIM1pxAEgaD7OyM3aBEVMhd3Tz30AvJr6hHAt19bHCaL5CoCWLIKXPWg8PfEnJzlSltyIVlantdpCBrVDUEhI/2zXxFkMizZBYA0W5O/7ySiXMaJwdLqROCDXSq1lSrYB3NKtktG8hs/IYiitIR6VWWbnYBB7fFq3xCFjx5LRh6lN2kjAGtWAXl7YrAbS6pw43r6aCJDpOVvp9PV3662ocLPgKiQU/+9J/FsW5+Qsb1wlrXlVV1KL6ci06rw6tzU9TyP6JqoAr1dz9I3iUDhayDuha+qlMuSkUf2zwcpKVuCdd3Xa7Fk5bs422rbc3jUq4k1p8iVrujEZQRBQBnkjSUjr5KdNKflAkjcKesHTTevwtC2HjK9Bkep5S/ZFG1kCOaUHM5PWUv+3hgcZisyrUqyYyF+FJ9NQJDJaBvzLiGP9seanodMp8FWWEr6hu0c7/4kBX+cwaNROMpgH5S+nuTvi0GUy4ipwJFr676ifQ1fMoaE5z5H4aPHnJKDKSGd5Dd+osk3y5AbtHi2b4jTYkOQyVz28modV7TR4UvGkP/bKUxJmQAuOXKdhran3kXhayD1g63X8NVX4lau0aVPwrOfITMEgihDEGU4raXYjVnY8pMZMngggUFB5aR02BDEqh+FgihzuQJcy4m/Y/dVof5oo2oQt+JTzOm5OK32KvJqTh9M7q/HKTp+CVWwL06zlfQvru8u6Ma/i7s+KG3dujUREREIgsDgwYP5888/byn/wYMHGTp0KDKZDI1Gw8CBAzlw4AAAdevWJTg4GI1Gg7e3N/fccw8AISEhFBYWotPpWLNmDT///DNr1qxh9+7dlJSUuGQ/8IB0lmi3bt3IyMggNzfXde/QoUP06tULhUKBj48PnTp1umXdnRUGHwCI5TNzlSBQ7XWnXcp/ceKLlF5IBqcT46FzGI+ew3Bvk0ppAHI3HyDrq93IvXTUeOJ+tI0iAIhb+H6FMgjVTvlfLasgitXftzvQt4pG4WuQ/DavJhEF178rlkVbvxaNflhB2odbyNt5tNIhizWnDyFszv0A2EtMZTKc5fLKyiNUuO6qSwFwOFzpFL4GGn+1WJJzNZ0g4BFdk9OjnyVm4CI04cGoa/m7nm/NLiA3t5j8/BL0ejUymYDN5qCw0ISjzLeruNiMUnnnXbKvN/v6V7nidDiue08URDRhgdiKSjk2cAmZP/yBZ+to9E3CQSz3Iaz4rErPFQUQcMmIGboUQPIH0yiltrjajoJwfTllsq4WMeWDreyv/zAA9V6bXnbPeU1aJ4JcJj27zAcvdsbrRC0fh75JOOnf/obx3BX8erWk5eYVkv9gGd+qPLsCdI3DMbSMouDA2errUrimLGUN5FG/JsHjenHxqXcqZJDSFR2/xNmJa6RLNhu2fCOG1tEICnm5DCcofPRVZVxT1sJjF0n7YjfZWw4ROLxTVb5Xp991Diy9kT4CzvJlWFEEnK42FORSuRPXfI0pJZuiE5ep/8HcsuySLk6rjbPjX6TmrGE03y6dXZl34GylDxHPtvUoPncFe1Fl/2hX+a/DW02tABdnzzy2Fm1UDQRV1b7nsNqr01oqZxl3AE49sBxrZr60LN0k4q/ZlAqyqpRdFPBs1wBzajYHG08k4dnPUPh7AnBuyitkb5beaeaUbKxZ+Xh3bkrR8YvEXpcjToRr+o+uaSQKXwNZG393tY9X56b49W/HoTZTpPreeVRaERCEcr0ryHE6Ktjo2ERXGq/OTfHrJ628HW4zHXuJmVqzy93DKsqIfWS1S5/CQ+dw2kwICg1Omxl7UQY4pDZwWkul2dPqm6MCbsDVv2H3vbs1w5yRR/6+k9XKExQygh7qwZV1G6vYqLuJ//LyfWpqKqNHj6ZPnz5MmTKF4uLiKmkmT57M4MGDGTx4MAMHDiQ6OppTp05htVpp0aKF697gwYOx26vrp+W46xudZDKZ699Op7PSb6GCAbVardXmd1xDKqfT6VJaoVBc91kAaWlpjBkzhoceeohOnTrh5+dHbGz58pFcXl49DofjumW7Nu1fgTXPiKOksk+iKTkbQ4s6rt+qYB+seUZK4zPQNw6vnD+/GEepGZlBS+C4vphTstC1iLpaOmRaNba8IhylZmnZ/lyiK03OD7/j078dymA/nHYHDb9eAkhLX75921SapZLKUOQqa+XnVLhfasZ3cAcyv9mDrlkknh0aoW9ZF5leiykh3ZVGFeqPvdhEvY/nE7/wPbK//71Mbja6ltHUe3MW2rqhnJ24hkYb5uEoMSPIZdR7ezb2whJkeg1Oiw3jqXhMKdkog3wq1aUqyEf62vb0wLtzE5pvfY7sXw6R8t4WDK3r4SgxSxsxYuJwWmzYLTZKE9LQhAcj02vx6tiInC3SYcM2mwObzY5MJkMUnQiCtLnpah3fKWi1SlRlL1lBELDZyjvtVQ7cjCt1nhmL02an5SbJb88YWz5zrwr0lnhUNnud9sVuAIpOJ2ArKMbQvA6m5Gy82zdwPUsd6lflueaUbLw6NAIg48vdrrLZCorRhAVQ7+3Z4HRSHJuEMsjbNYtWXfnNydl4d26CrlFtjKcTUAb7YCsoRteoNkXHLlJz8kC0kSFS+UP9sOUbsWRIG1nydsdgzTNSfO4KBQfPYWheh9KkTHJ+PYG6pj+iWknYrKEIgoDDYivnRllZFN46VzkC7u8Mooj/oPbom9VBGehD4y8W4rQ7aPbTSmRalbSpqwyaOiE4TBb8BrZHptPQbJO0TCzTafDu0gyfXq2wFRjRRIS49Dan5aKq4UetJ4bj27MVygBPRLUSUaOUnrNpFYJC2kAX/fJULi//BNOVLARRQN8sEu+OjTGn5aCu6Yc6LNAlV1VNG11tJ32VPiqls2blV6tPSVyaNKABTClZ6FtEoQryxpKag724FIfFRklsEuaUbIpiLhE6ZSDNd72E0k/SRRnog73YxKlhS1GF+tF8x0toawe63EsQBTyialB49GKlctlLLbTcJG0yrMLbYB+sBcUoPD1QBXrT+ldpsCuAa2UDpBlYp8OJLad849pVKP29AFzcseZL9VCakI6oUaFvXgdzSjZKf68b2pS8nUfRtyh3RRBUCqleSsyYU7LxbFdf+rBxOpFp1ZTGp+MRXZMaE/tz5dWNrnoVVUocVhuGtvXRRAS7bKs5LQdVDT9MV7LQN41EGZSPxdV/ivDt01pybXI6Xe3j27sVOdsPSxv/8opIefdnQh7pi9NiRVVLGoArg7yxF5S4nuM/uD2Z3+zFlJyFvrnEEd/ercg/cAZVqB+OEhMlF5LRNY0or8MyHsgMWkLG93HpUxGCXI2oMSDIyt65wjXzXaIcp8POtaNSp8Pm4p2rzcvq/u/YfY/6YQiCQIudq5F5qFEG+0irQWXt5NOjJcVnEjAlZbpsFEiradHrplXRyw145plnGDVqFP379+f111/njTfeqLLJ/K233nL9e926dTRr1ozGjRtz+vRpmjdvzvvvv3+t2Ovirs+UHj16lIyMDBwOBz/88EOlGUcvLy8uXboEwM6dO13XZTIZNpv0Bd6uXTt++OEH7HY7paWlbNq0ibZt2/JXcOrUKcLCwhg/fjyNGzdm586dlUbxP//8MwA7duwgMjIST09P17177rmHLVu2YLFYKCgo4LfffrslvbO3Hq5yLXdvDJ4to9CES8seIeN6kr31cJXrADm7jgNgN5oIHN8HQSFH16IuXr1ao2sehSoskLzt0jN8BrWnxhMjKNgbg65FXfwf6Erh76ewZeeT+c0eYnrMJabHXCwZeVycuR5VTX/UZc8KGtuL3G3lZc3fG4O+ZfkLr+J9z3YNKPj9FHFz35Ic9Set4VT/eehbR1O4/zQAYUvGIshEzo5c4RqQAhTsOYF35yYoArw5MXARvj1bklMmN+WdzZScS+JY76c5NWKF5C8acxlLWi72UmmHN0i+ok6Hg+LYJIyxSXje04DUDTuIW/oxwWN6uOQVHjlP0INdQC5D7qPH656G5P92CqfdQd1XpmBoHQ1IPqVyuYjNZkcQQKcr9yPVahWYzbcfUQugpMTi2jyVl1eCQiFDJpMedJUD1+JaTthLzaR/s4/D3Z/iSL+Fle4Fj+hM9tbDmJKyKIyJI2hEZwCKTsejDPDCnFUgyWsTTd7vp6/73Ly9MXg0qIUxNonAEV0IHtuLvD0xyPVaUt7fSsm5JE4MXIShVV0C7+tMztbDBI/t5ar3a8uvbxxB/TdnIWqUhIzrRWlSJvm/nyZ762FEjZKjvZ7mxNClWHIKpVMBZCJFMXHUWTmB7K2HUfh74tk6msKYOAxNIwkZ2QWFp44zj62l+GIKBccu4nQ4qvSniohb8hHHuj+Jw2zh7KNrsGTkkrP1MBnf7OVYj7kkvfItuga1UdcJQWbQEnR/Z/L3nyFuyUcc6TCLYz3mcqzHXCwZuTitNkouJiPzUBP5zDjydkt91Gm1Yc0uIPGlb4gZthRbfjHnZ76OzEPN6Yee41iPuWRvO4K92ETs1HXkbDuCrkEY9dZN49Lij3CYLeTuPUnunmvbqFe13MjbG4OhZRTKss1PFdsgc+Nv1epjSculNCEd/8Htyd8bg6FdfRBFimOTkOs0OO12VLUCyN12mJrThki79ocsKdNlPfqWUTT6chG6ppEEj+2F8WwiDrMV41mpb+rq18KSU4SuQa1K7ZH5w34Od3+qEm+vImRcT7J/OURhTBymtBxps9SDq7AWFCPXqfHuJG04jXxmDKUJ6VXqAUDfNAJ1eBCmpEzMGXmUXpbcA/J/P42ucThFp+IpPHrhpjYl/fNd6FtGueyiKtCbohOXJS5vO4y92IyhZV08GofjP7Qjqhp+FB6/SPCE3vj2l95Hlow8FH4GSuPSkHmoiXhmPHm7T5RxxI41u4D8fTHoW9Ul4L7O5Gw95Go7z3sauHwer9pgc1ouPj1aEvJIP3K2HcavfztK49PR1A1F3zJKKsvgDohqhav9r8q5KkMdHoTxVDz+gzuQ+6vEV2t2AfZiM8hEZAYt/oM7kLP1EHajqZI+Ho3CEeRqnJYSEISyjU5p2PJTcJhLACd+ftIKlKjWS+mugdNSgqFCvVbk6t+x+0c6zHT15Qtz3sReXErGt/sAyNl2GP9B95D/+2lkBi0BgzuQU9Z/6r0+Uzo15C7B6XT8Y3+3A6vVyuHDh+nduzcAw4YNY+vWrddNHxcXxw8//OBydzx16hS5ubkMGzaMBx54gEOHbh5d6q6GGT148CDLli0jICCAjIwMOnTowLhx4xg/fjy7du0iKSmJxx9/HKvVSrt27diyZQu///478fHxTJo0id69ezNr1ixeeOEF/vzzT6xWKwMHDmT69OkcPHiQ9evX88knnwDSEvyGDRsIDQ3ltddeA+Dhhx9m+vTpZGRk4HQ6ad26NRcvXuSLL76gW7duNG3alLi4ODQaDc899xzh4eGMGTOG6dOn07ZtW1555RW2bNmCn58fWq2Wfv36/eUjofZFT8CWX4y+aQT1Xp7M4e5PAeDbvTkRC0ciKuSUJmZwdvp6bPnFla571A3lQLuZ6L1UhK+ZSvycNwhbORFFoDcKf09s2YWUxCZyedar2PONyAxawl+YjCa6FqKHGplaiS3fiCkhnQsz1qMOCyRyzWTknh6cn7gGhZ+BsAWjERRyTIkZXJzxGrZ8o6vs3t2b0+CzhZReTqU0Lo2LM15DXTuAJr88z9FWj2FJy8WrWwtJhlIuHUulUYFMRBXih8NswZKaI82w1PAj88tdZH23jyabn3MdNeOw2DClZBP/zAbyfjtFxNKxeHdugqiQk3/gLPpmkZI/XVY+gkKO3KAFUUSQiRzpMIuoFycRMKILOKQZTofFRkl8Gid6z0P0UNPsx+Voo0KlY6liLhEzZCnYHXje04CIpWPQNArH6ZSW6a1ly4IajQK1WgEI2O12iopM1Z1wctsoPxIK8nefcHHgr3Kl4j19w9rk7InhzGNrJR71aE7DN2dhSs1BEAVy953C6576iAo5tmKpnQRRdMnThAXSevvz/Fb/EZx5hXh3b07E0rGu2TZLei4pb28m7fNdrjaSGzxAAHthCaWJGZyfsR5bvpFaT95P6GMD+L3OOAB8ujen3tqp0pFQFiu5e09yce472AqKiVw2Fu9OTRCUctI27KD4QrJ0JJRWhVynwZJXjICTrF8O4dujBYe7P0XE/AcJur8TCj9PHMUmCo5eIO3rfdR+fGilOup0/kOO37ecqGVjOdZjrovT4QtGSbuQj13kzLgXJc7LRBq8N0fycRZFShPSiRm0GFu+EV3TCOqumcKxHnNpc/h1kt/eLB0JpZDjxFm2zCpQfD4Ja3Yhnu2kek77ZAfJb25yPfNq2Tzq1+LMwy8BEP3yFLK3HsZ/4D2IGgVyTx3W7AJshcVSXxJFTIkZxE6X6rZLxjcUn0viaJc5Ln3qrHoYVbAveftOutrgevqowwKIfm0G1uwCFD56BKVCWiK1OyhNzCDrpz8IfWxAWV/zwGEygxPSPtlByps/4d29OZErH0EV7IPDZqfoZByxj7+JwktHvZcnk7B2IzXG9uDKWz9fl7NXedv08/mUXE6lJC6Ns9PXI/NQ0/CNmeibRWJKyuTKO7+gDPAibOYQaWWhsJgj/RdhSsys1Ee6ZXzN6cfWSkdCKeSYM/JwWm2oavghCALmjDzp2KDr2BRlgBfKQG9iBi2m+FQc3t2bU3vBaESFHIWfJ3HPfEzmV3tAJhL10mT8h3RAVClxOhyYEtKJGbAQ7x4tiHpxEqakTJw2O1k/7sd/SMdrOAIlZRwxtGtQpf9cmPEabU68jSkxk2OdZ7vat/aC0aiCfKTjra5kYUrK4NKC9widNADffm1R+nthKyym6MRlLsx4DXVYIM22PMehlpOxpOVW0keQizgBp8mKKSULS2Y+hlbRLr6mvPkTILkRRK56GJlOg9NmR11ThdMquUaJGk/XZian3YLDXExmkRWNRoOnTo29KAucDgS5EpnOX9q5D5yb9WWlflCRq7dq9yv2ZbmnB3IvHYdaTXXJa33gNel0kFKLqx/qW9al+c+rKLmUirZOyB205H8d4b5N/zHZMfG/UVhYdRXBYDBgMBiqyVGOzMxM7rvvPvbtkwb2NpuNZs2acfr06WrTP/nkkzRr1oyHHnoIgC+//JLs7Gwee+wxLl68yKOPPsqmTZvw8anmJIYy3PVBacWB438JFQex/wR2BT5w2zI8ZLc/U2dz3JnJcuEOxJe2/YfiZdc/9cHdLgIApxo9creL4MKdihV/J+K8O+6A+8Sd0udO4E7UyXVcSW8ZdyLOu/U/1JfvRDvfiTr5v4h2p1+8bRkHGj1980T/Ejqlf3NXnhvm2+Qfk/3kskdZv359levTp09nxowZrt9btmzhueeeq1yusDCSkpJcG9BtNhvNmzfn1KmqJxUUFBTQp08f9uzZg0qlqnIfYMqUKQwfPpwePXpct7x33afUDTfccMMNN9xww407j3HjxjF06NAq16+dJe3bty99+/atdM1qtdK2bVvsdmlvRVZWFgEBAdU+Z+/evXTq1KnSgPSHH36gRYsW1KpVC5D2/Fy71+da3NVBadu2bf+y/+e/jRtFlHLDDTfccMMNN9y4E/gnF6z/yjL99aBQKGjVqhW//PILAwcOrLLvpyJOnDhBq1atKl07f/48J06cYNmyZcTFxREbG0vLli2rzX8V/501FjfccMMNN9xww43/z+DA+Y/93S6WLl3K119/Tb9+/Thy5AiPP/44AF988QXr1q1zpbty5QqBgYGV8k6bNo3c3FwGDBjg2v+j0+m4EdzL92644YYbbrjhhhtuVEGNGjWq3fczcuTISr/ffffdKml0Oh2vvvrqLT3PPSi9S7gTm5TuxIS/RlH9+a+3CotddvNEN4H5Dmy62q++M5Suf0ek3D7uBE/uFELD8u+InNQkz5snugkcztvf1XOnFsxK7LfPOZVw+4d4y8Q7cxC4Tm25eaKbwGhS3raMO3USsMcd0MdkuTN25bLd447IuV1EyqoegP53cCc2Kd1z+oXblmE7vee2ZdxN3MX95v85uJfv3XDDDTfccMMNN9y463DPlLrhhhtuuOGGG27cJTjcM6Uu3LVB6fz58zl06BDJycmcP3/+b8mwWCwsXLiQ06dPo1areemll4iMjGTJkiXExMS40l24cIFXXnmFPn363LQ8DzzwAF999dW/vvveq3tLas4fjaBSUHI2kfg5r0uHzuu1RKyZhrZpJMoAL+zGUgr/OEP8nNfR3dOQOmtnYE7NBqRQh45SC4JCRsnZROLKZAhqJeHPPoquWRQIYDx+kfgF7+LZoTHhKx9BEeSD02ylJDaB5MXvUBqb4CqXoVtLaswbi6BUUBqbQOLc19C1aUCNeWOR+3khKOXYsvMpOnGZuDmv4yyLdX1VH7FMn+rKIurUyHUarLlFmJMykAX4lB/YKBPR169FzIQ1OCxW6iwciahUYDybxJnZb2E3liLXa2jwymQ8omqAIJD29V4y41Lp8dQIVHotSq2Koow8EAT2v7WJk9/vd+nVZGgH2k/qD06wmsxsWbqB1FPxaDw96L/qYby9PXA6nZhMVkymO+Pi8FdQfnC+dEC/TKfBbqwcK/zvcMWjSSQ1F49FkMtxmixk//Q7ASO6XVeGuk4NBFEg65s9pL3+PV7dWxL4/ARkfn44LRZsV5LJX/Mq1rPnXOXS9O6BfvQInE4nTrOZgpdfQ/TxxnPKRFAosSenoIiOIrPLbGx5Ra58nt1bEjrvIQSVgtLYROLnrMdRQWfP7i2JWC+FMC387STxc9ZjaNeIyBtwvzp9ZHoNglyO3VhCydlEsr7eTc2nRoJMxJZXROLSD1EG+94Sb0vOJHBu6SdELhyFR91QRLWSxLUbSf/2N3x7NCdy4SgEpYLis4nElvH26nWZVo0y0JuD987GmSyFgPXu2ZKoV6djKyhGGeSDIEDer8e5OHN9JR4oQ3xptnM11qwCBJkUeSl+jpRGVTOAxltXEztyOQp/r2r1uVovHtdwJW7O62CTlru97u+Jodc95H7+C0FzxyEoFZjOJZAybx0OYykyTx0hK6aibdkAmbceh7GU4kOnSZm3Dk3NYMJXT0HmoQank9xfDuIz4J5bqtfE5R9Ra/5DaMrqNXXdd9jyjbfO/VbRBM1/GORynCYzBZt/w/v+Hrekj9o3kLAXpiLz0IDTSd6WA3gP6ICoVFASm0DCk+WcbXpyA9a08lDN6W99T+73+wiaNoxmj49AEEVsJWb2T1xL1h/lYa2vRZt1j1EQe4Xzb/3iuqYwaOm1YxVOuwOn3UFB7BUOPfEutmtsxLVynDY7Ps0iEZVyCmKvkLv8XaI2LCJhzmuUnJQiU3l2a0mN+WOQe+kQPTTYcgooORNPwpPrafzH21V0shcU03DFJFSB3jjMVkri0ri84H2KYuKIWDYWn67NEOQykt/8ibQNOwBQhwcR/fIU5L4G7MUmzs94rUp5RbUBUW3Alp8s/TYEM3/hYurWjeKRCeNBpsBhKsJRLJVn7x+HWLv2Ayw2O1E1/Fk2ti86TfmxRJsOnOaTneWRz4ylZjLzitj2wlS8dBqe/2IHRy9eAaBL3yyeeuopBOHOhZF249Zw1w7Pr1evHidPnkSp/Pu+R++//z6JiYksX76cw4cPs3r1ar7++utKab799lu2bNnCe++9d0OiXS1PZmYmY8eO/ccHpQdDyiM/yX0MNNmzjjODF2COT6PmwjHIPDQkLHiHsBWPICgV+PRtS+yIZUR/NJ+ig2exG03YioqxG02kvvYdch8DTctkmOLTqLVwDGKZjNCnRqKq4c/lx18DQaDO+llY0nPxv78LgkJO/KTn0XdqhjLEH23jSGJ7zcRpsSH3MVD/19e4MHQe5oQ0QuaPRe7riWf3VqS98iUB4/tT+NsJBLkc0deL4phLpK7//i+VJXH5xzTdvZai4xcoOR2PqFRg13pwbp4UI7fusjEoA704v+gj2u9bw+EBSyiJT6fOolHIdRrOzXuf6FXjcTqcXFj8MaJWRfvf1oBew7uDljDu8wVcOXqR0gIjv63/icd+Xsn7w58hNyED34hgxn+1kLf7L8KYmU9U16YMWPUwr7SfxZA1j+GwO6jZTTq2wmDQYDJZKsS8/+cgCAI+Plry80uw2514eCgp+no3CQveuT2ulJrx6duOc6OWU3I6Ht+h9xL56kxiOs2sVobT4SRp6QeIGhVN9qwjft7bRK6biSiHnFlz0fToiiIyHFmNGmQ+KEVnkteqid/rL5M5/jEcObmo7mmL19OzERQKsh6bibJxA7xmz0DU6zjeaKxrUCr3MdBo96vEDpmPOT6N0AVjkOk0JJbpLPcx0OTPt3BYbOT+8BuOEhMynQZbYUkl7t+oTpwOJ6nrvqXJ3nU4LTYuTlqNz6AOBI7tw7kxKyn8/RTqOjWI/ngBcr32lnnrPbADmT8e4PLKz1AF+9Bmz0scG7qM5t8s5uiAxZTGpxO5aDQynZr41V/Tdt/LJL3+EzUm9EZTK4DUL3YTP/t1AMIWjMLpcBL4UA9ODVyIKT6dsEUPIdOpiZv3HgD+93em1tMjUIcGcKLvPIqPXyJs0UPIdWoSn/mQBl8/g7ZBGOcffoGo12dXq0/YikcQy7hydsQy6n00n8Iyu5K37iMC547Dc1BnSo6fQ1M/grgHnsKSkErg0+MRPTSkLXmTGqtnI8hFdB2bEz9yPkELHsFRasaWk48iIoysb/eQ9eUu9B0a0eCrZ4jpPAPT5dS/XK8+gzqQ+9N+rqz6BGWwL413vYLT7uDMwPm3xH3fvm1JGL8E09k4PAd1JnTNE1zsOeWW9FFGhpH97W5yvvoVXftGRH+5gtNdp2O+nEKNBWOReWhIWvg2qogQoj5ayOlOleOoKwJ9aHL4PX5/+BVStx2j/buzCLy3Id/Xm1TFDuijQmj57Hh8W0RyevV3rkFpcLemNF8xFl14IPsfWUvKliM0WfggCp2ao/M/uqEcpxO291yAMT6D9u/MJLhTQ0S1inND51Fy8jJyHwMNd73KxQmriPpwIXnbDoLNgb24FGWwHx5NIyvpJKV/DacocuqB5QQM6YC2Xi00tYNIee9nfHu25PTYF5DrNDTbvIrzM9dTdPwSzbY8R8o7P5P1/e94d2tGxJIxKP3K/eYFuQqZPhCcDmz5yVxOSGLVmjc4dfYcUx95iIfHj0Wm9cFWkCJ97OTlM+ShyXz4xAOEBfqw9rs9FJstLBzVq1oba7XbeWT15wxq35j7OjXjxz9OsfnP07z1+AgcTicT3tjKxIkTq5zX+U8jyOuf28WQnn/9D5//Iu6KT+nkyZNxOp20b9+epk2l8Frz5s1j8uTJ9O3bl127dtGtWzfWrFnjipm6Z88exo4dS+fOnfnlF6mT7tmzh0GDBgHQunVrcnNzSU1NdT0nLy+PV199leXLl99wQHq1PPfffz+5ubmu6xcuXGDMmDEMHz6crl278sUXXwBQVFTElClT6N+/P5MnT2bIkCEkJyf/7frw7NwM44lLmOPTAMj4eCu+w+4FIHHx+xQdisV44hKOUjOCUkHWN3vwHXYv+lb18OzYiMY7XqbBDysxJaRjqiDDr0xG0cGzpKz7Rgob6HBQfDoeXbMoSi+nYi8wUrT/JNmfbMWzW0vsxhI8WtQDQN+pOSUxlzAnSDKzP9mKz8COlMRcwtCpGRnv/Ejmuz/hM6QT8U+/Tda3eyvpc6OyeHZqivHEJYoOxqKq4U/Gx1sJGt4RAK+29QgY0JbYue/h26UpBccvUxIvxbZO/niHK935hR9xcZm0K1AV4IVcryXj3BUK03LZs24jO1/4ksaDO1CYnktxbhGGYCk0pt1i5aen38OYmQ9A6sl4dP5eyBQyQhqHc3Lj7662sVhsqFQ3Puz3TkGplGG1OrDbpe/E0lKriwdX8be4Mrgjx1tMpOR0vCSjSzPsRaXXlZG0/CMAFIHeCEoF2nphGE9cIn3AfVgvXKJ440+oWjbHUSF0ndNiIe+5l3DkSP3Heu48Ml8frOcv4DSZ0HTqSM68JVV0NnRuRnHMRVdZMjdsxWdo+Tl4gRMH4DBbyfp4S6X7ulb1MHRsRKMdL1O/jPs30sezczNKzl8BUcReWELh76cQFDIKf5cik5gupSCIAqbEG/eha3mb9f1vqGv6E79GigRjTsvlSN+F6JtEUHj8MqVlvE35eDtBw+/Fp0tTjGeTMLSqy4kRqwAIGFB+VrO+dTQ+fVojqhTUeWUahnb1Sf94G/5l5VAGeuPbpw1p70n1YU6UZljTP96G37B7CX/2UbK+2oUttwh9i7rX7YeJi9+nsBqu+A27F0P/e7Fm5JD+3AfIfDwpPXURS4JkV3M//QWvwV0A0DSqg+VKJqUnL2K+dIWi3YfB6ZTuy0TkntLRL57tG+O02jCVxaf/q/WqCvUn5eWvALCk5ZCy9luKY26d++faj8N0Ng4AXacWOIylt66PWK6PoUyfq3YxqwJnda3q4bQ7iP7uWRrsWEvw4w+AKKJv34jCPcdJ3XYMgIJzV5B7qKv0B4Co8T2J+3wPVzZVjhMeNbE3Cd/8ht1koSRVmiW89PFOag3rcEM5uScTKEnJwRgvcUXlp0eQy7Bm5rnSSv3wEurawRTHXCL9te/wGdqJrA1b8e7TtopOhi4tKI65yMEmj1J8OoHUj7fj1bER1rwi/Pq2Jf3L3WB3YCsoJuvH/QQMvxdlkA/aOiFk/SCtWOXtOiHNpMvKJqYEGTKdH/aS8nfwl99tZvjA3vTqei8IAjIPP+zGTK7Gd/7j0DEa1q9LWKAUtvL+zs3ZcvDMdTcOfbT1ID4GLfd1agaAw+Gg1GzFYrNjtdqxWq3XjUb0T8LpdP5jf/9ruCuD0rfeeguQTvv39fV1Xffy8mLLli1069YNAD8/PzZu3EhkZCTvvPMOH3zwAatXr+add6RZlMzMTPz9/V35/f39SU9Pd/3+6KOP6N+/PzVq1PhL5fnxxx8rxWT95ptvmDp1Kt999x0bNmzgxRelkGqvv/464eHh/Pzzz0ybNo0LFy7cch3IdBrXv5U1fLGULUOCZIDlBg9XGmWwD+qIYJrsWkvhgdMU/nkWucEDW1EJGRu2c6rnExT9cRpto3CUZQMvcwUZBXtjMMWllT3Ln+CJAzAlpWO6nIqoVaPv1AxLWjYygweaurVQBHpLaUP8rilXNqJWjTUrD1V4DeR+ntR8fgoygwc154/GXiDt6FRdo091ZVHV8MVWYCR44gByNv+BOS0HhUGLTKchaulDXHruS+zGUtQhvphTy5eNzKnl6QCcdgeNXp/OPXtfwpScRfalVGxmK8e/2kthWi5qg5a243uh8lCTfOwiAPnJ2VzcdcIls/fi0ZzfeQy71U7yics0GdbRdU+lkiPeqfiNN4Eoijgc5TuoHQ5nJR7A3+eKqFYi9/Ok+dF38R3aCePxi9eVgd1B5GuzXDKQi9Iz7XZEb2/833kNQaWi+JvvXTLs6RmY/zjo+u05cwq2xCTs6Rk4snPInb8US8xJSc8KL2OJY+Xte7Usok6DItAbvwe7U7DrKE67o9J9W1EJmRu2c7oa7lenT/DkQRja1KfwwGlKL6dSdCgWQRTx7tMaAI+mdVCG+OEoMbnK8ld4K6qVCIJA2MwhtNi0nFbbnkPfJByVv2cV3soNWjS1gyiNT+f0w2soLeuTcn05n225RorPJJC98XcSn/2Meh88hdNZzgNLRh7nHlmNIK982oUk3wNRrSLz850AKPy9rtsPAVRlXGl6DVcKftpD1mtf4rRYEdVKrGnlMqzp2cj0UvuUxpxH16k51vQcRK0aQ+/2iDotMr0HSSs3EDJjGM2PvEvIjGESj8ra8FbqNXj6MBr8+CwNt7yIR5NIzFey/hb3ZX5eRP/xMZ6DulBy4vwt65P87EcETR9Ok8PvETT9Por+LNfHkpbt4qwgl1H4+0kuPvQM54cvxLNzcwIm9EcZ4oc5JQuVn4GBx16j/oxBiHIZ8gp9+yqOLfyYpO//qHJ936gXcdjsrr4AUJqWi9KgvaEcuUaFtbDEdX3P/c9JbggVJmqu2vqr/7+qk62oGFGjoujg2Uo6+QzsgCU1G6fNjsLPk2Y/rUSmVpL6/hZUIb6YUypzXxXsiyrEF0t6nmtAKd3LRZBJXoQyfQD24lxwlM+cLpwzlf69ugIgKDQ4rSU4beWnKaRnZhMUUD4GCPTWYzRZKDZVPXEhz1jChp2HePL+7q5rg9o3xqBV0+vp1+nx1OuEhYW5xh9u3B38p3bfN2lSOf7r1cgBISEhtG7dGrlcTkhICIVlMzROp7PSDKjT6UQUJZUcDgffffcd48aN+9vlmTdvHmazmbfffpu1a9dSUiJ17P379zN48GAAGjduTN26dW9ZdkXDIghipY56bRpBECn87SRHG41H7qWjxuP3AXBpysvk/nwAAHNKDrasfDw7Nb3uczwaR9Dwh5Wkf7gF0+U0nBYrcROfJWj6fdT75WUAig6cdvmFSsG0q/nScjgRFDIM9zYjftpLAMgMWmrOG12m0I31AVAG++LTuw3pH24hf+dR13VD0wiUvnrSN+53laG6rz1nhcHb6Wnr2Vt/IqJGRXDj8CppO04bxOePrMFmruwbqtCouP+NmfiEBfHT09IZa9tXfgZOJ97eWjw9NVgs9upU+Udwvcn8O8EVp92BLbuA4y0fJfOTbRjaN0IdEXzd51yesc4lw/PeJq5nOvLySB/6IABeT85CXjO0sg5qNT6rliIPrUHp3t+rr7sKbSeIQrX6CIJAxOtzKNh1DEeJucr9yxW4bynjvuEG3M/dfICsr3ZLdfLE/S7/zOBJg2i842X87++COSG9Up7q5FzLW0EhvVBthaUcG7iEM4+tJWr5OFQhvtXPUgjVH/9ylc/nHllN6flknDgpOnSOoiPn8erUpFIaqd4qm26PRhLvExa/V+FZ1detS58yrhwpa+fQClyplP46MtJWSa42hr4dqPX2Ioz7T+C0SbYj8pUZXH78NY63epSsz3agb9cAZYhvFRlXcb16tReVcHbwAi5NeRmvHq2Q++ivq8+NuG/Pzud8+3Hkfb4Fj3ZNUIaH3JI+tdfMJGH2q5xsPZHsL7aja9sARbBf5YLYHWR/voMri9/FUWrGXlhM+rs/4d23rcsmmrML2dRiBrsGLwfAo5Y/twLhOh/I1fG2PBNUfwBahWtX7cq19qVMbvIzH1TSSRNdy5XOml3AwVZTAKjz/ERElaKyDEHA6XBU39cFwOlE1PrgtJbitF7fN1aQq7CX5Fe65nA4qrWbsmrq6bt9MXRpGkWov5fr2tub9+Ot17Jr9Qy2vTCV/Px8Pvjgg+uW4Z/Cf/nw/H8b/6lBqVpdeTmjYoxUubzqnqzAwEAyMzNdv7Ozs11xWY8fP07t2rUJCgr62+V5/PHH2bFjB5GRka4oBgAymey2p8UdpeUvWnNKFsqg8hlaZZAvtrwiHKVmPDs3w24sQRnkg6PERM4Pv6NvFY0t30jQxAGuPJaULASVAqfVVkUGgO/gDtT/cilJz35K6mvfYUnJQhHkg6PYxMUHFhH38Cps+UWoage5lqWsKVkoAiuXy15citzPE2tGLvlbDiDXabHlF5H99R70Leu6yqKoRp+Q6UNpvGMNzQ++ReDYPpTGpZL62neuNNY8IwF9W5H29W8u42VKzkYV5O2SpQr2wZpnxFFixrdLU+o+M5Z2v75A603LURi0GIKl58qUch5463EcdjvvD11GRmxSpfr3DPHlkY1LcdodfPTgSkxlMwkqnYYdz35BXl4JBQWlCALYb2Tw7yDsdkelWVlRFCq1Ifx9rnh2bubKYzx6AXtxKZp6YdXKuDpTflWG3FOHMtQfdWdpBlnm74+jsBDrpcvII8s/AmSBAfi/8xpOu52s6U9gS0pG5lc+EJGVrWo4SstnMSwp2VU4ZssrQl23JuqwQAz3NsFnyL0EjOmNz6AORLz6eBXum2/A/av6mFOyUPgZyPnhdzwaR6AM9sNWWMLZYYs51fMJEha9h8zggaBUVCnLjXh7dYCdWraRozQhg4KD55BpVNXytjQ+o9J1AGt+MY4SMzKDltCZw6Q2vlongoDMQ401r6jS4NycklVJRvC4XjjtDup/tYzGO9agCPTGp19btI0jbsgVxbVcySvCWYFvTpMFRUB5+ygCfbHlS2lkei15X22n5PAZEsYsQhDAlpWHvagYUa10fWwWHT6Ho8SMrnndKuUAyTb5P9C12nrN/GS7pG9COqUXr6COKB9M/lXu6+5t4cpTcvwcjuJS1NG1b1mfgl+PAGC8qk+LqPJy5Evl8BneBU19qV+FPDmSmovHo20Uif/oXmgbR7rKYcopxGG1ow+vHAGnOjSaO5xeO56l145niRjVFUFW/trWBPtgzjNiL6364XYVthIzigozqZpgH2z5Ra4xaciTI/F/qBc+QzrhP7IHikAfl05yTx32YhOq2uXvUUGQbIOyhj++fdsA5fwuPpuIzVh6jY3yxpyagyklG2VgZe6rgnxwOuyIah2iygO5Vw1kOn+QyZF7VVjhFOXgsFeaRQUIDgogK7t8uT8zvwiDVo1GVXWvyvajsQxu37jStV+PX2BIh8Yo5DL0GhVDhw7l4MGDVfK68e/hPzUovVV07tyZH3/8EYAjR46gUqkICZGM1okTJ24aY/Vm2L9/PzNnzqRHjx7s27cPALvdzj333MOmTZsAKbbrxYsXb2u3XsHeGHQt6qIKl2auAsf2Im+7tFvQZ1B7tM2i0LWoi7puKL4D2wOQt+0QQeP74NOvHQDmzDwUfp6UxqW6ZOSWyfDq2YraKyYSO3I5Od//BkB+2TMjP1uGtkkd/B7qQ2lsAk6z1bX7vnDfCTyaR6OqLZXL76E+FOw8jEfzaIwHTuM9sAN+4/tTsP0Q3n3aYIy5VEm2uoI+udsPk7z6S668+AWiRkXsqOUog30rpcncegTvexqQ+9spV93k7D2JZ8sotOGSUQwd15PMrdLLIXBwO2RaFX92f5qDfRdSdCYJpUaFT+1Ahq2dSkDdGpz68QD5yeXLjwBKDzXjv1pE7NYjfDtjfaUZ1Faju9N1jjTDIggCarUCs/nf2X1vsdhRKGTIZBKXNBqFiwdX8be4svMoES9PQ9da8hU2J2ch99Jhyy6oVkaNJ0YAICjl+A5sT+6WP9E1rYP3oqdQNmmIx9CBmI+fRB5WC8sZyYle0Grwe/1lSvf8Rt6SlWC2YD50BGWj+shCpZeLx9CBVXQu2Huikj4BY3qTt/0QxUfPE9P6Uc72ewqn2UrOpv3k/rQfy5VM8rYfInB8H7zLuG8p476pAvev1edqvfk/0JXC308ROKYnglzEo4k0UPAd1AFrfhGaqNBb4q13j5ZYcosIGtEZAIW/J56to0n/fj+eLaPQlPE2ZFxPsrceJndvTKXrADm7jgNgN5oImtAbQSFH3zIK796t0TWvg7pWILnbKvMgf690uogqTBrUWLMLyPp2D6d6zuFUzzlYM/K4NPNVVDUDqugj6dsejwpc8RnYHie47l+FLbcAbfNolLUlu+ozuh9FO/+U/j2qL5qmddE2j0bdPBrvB3ojyGQU7TqMTK9F1yoagNK4VIlv+UVVynHVNp1/+IUq9WrNLcT/AWnpVu7niaqGn7QMfIvcD31hFtqW0kYSa0omMi8d1uz8W9THA4+Wkj6my1f1kdyV/Mf0Jn+b5P+pia5FyJxRIIqkrf8OS3IWV5Z/wPn7F+HRtA41B0mcbTBrMA6bjZxjl7kZTq/+ju09F7C95wJ29l+KTKlAWzbrHDm2O6nbjt4wf2l6HtpQP3RlA+DIsd1d5QVIfekLYvvPxWm2cnn6y+haRBM0fTj52w7hP6Y35qQMl06CWknA+P5kffUrHk3rUHfdVAytowke24uCP8+grVODrE0HCBrZFWQiMoOWgMEdyNl6GEtaLqUJ6fgPltrGu0tTafbfbsGWm4QtPwVbfgp2YxbYbdjyU1xlFEQZTntVO9y+TQtizpwjMUMamH677wRdmtapkq6w2ERSZj5NIyu78tWvFcj2I9IJIla7nV27drn2ufybcPuUluOu7b6Pjo7m119/de10nzdvHm3atGHYMGlXerdu3diwYQOhoaG89pp0bMSMGTNITk525TGbzSxZsoTTp0+jVCpZuXIlDRs2BGDZsmVER0dXCYV1o/KcP3++kvwPP/yQTz/9FJVKRb169Thx4gQffvghvr6+zJ8/n4SEBGrVqsXp06fZuHFjJf/Ym+F0n7mEr5nK6Z5zAPDs1oKa8x9CVMoxJaRzedar2PONyAxawl+YjEeLuij9vbAXmzAev8Dlma/i1b0l4S88hjkpE6fdTs4Pv+M75F6XjEtlMpr+9hpyLx2W9PIvyqLD58jfebTsSChfnDY7xacuk/nej4Q8MZJzfWYDYOjakpB5YxAVcsyJ6STMXotH82hC5o1BEeiDqFJizcrDlJiBMtCHk92lfF7X6FNdWWRlfoNOk5Wiw+c4Mf0NOh1/g5iJrxC1YCR/dpeihfh1b0adhaMQFHJKE9M5Pf11bPnFyA1a6q9+FF29mgBk/nKIAyfj6LN0DL7hQViKTeRdycJpdyBXKxHlIq92eoKOUwfR7cn7yTx3pVKbfDzqWexWG8NemUKd7s0BKCmxYDb/e1GVyo+EArvdyanmD6OuFXjbXPHp346w5Y9gikvFabaSu/UgvoPvva4MTXQtAPK2HCT5pS/x7NqcOs9PQObvh9Nqw5acTPFPv+AxZCBZ4yahGzsSw6SHsV6Or6SPccMX6MeNAoUce0oq6g73cG7EUmotGc+ZXk+49Amd/xCCQoE5MZ24Weuw5xtdMjy7tSB8zXQEpQLjkXPEzVqHoVurG3K/On1EDzUytRJbvhFTQjoZn2wjbMk4VKEBFB2OJW7uW2jq1Lhl3l5Y9QWRC0ahrVsDVZAPFxd9ROonO/Ht3pyIhSMRFXJKEzM4O309tvziStc96oZyoN1MtJ4aItdM5vKctwhf9TDKQG8Ufp5YcwopiU3i4ozXsFWoE4AO6d9SfC4JQRQxJWZwedY61LUCiVgzFbnBgwuPrkbh51mtPlfrRXcNVy7NfBXvKB9qPDeTnA9/xNC3A7mf/kLg3HEICjmWpDRS5ryMvcCI6KEhdM0TqBtEIPf3xp5fROmZy6TMeRlVry6ELZtQ5hJhJ2/HEbx7tbmler3y/KfUfvZRdE2jMF/JJP3dzZhTs2+Z+0FDWhOy+FHM8ak4LVYKtx/Ac2DnW9JH07sTNZc+gjkxHWx28ncewev/tXfeYVFcXRx+t9ARUBAL9t57L7FExd5i1FiwxRZ7L7Fjb7HXL2o0dsWONRoTjV3s3VhRkN5hl935/ljZsIAwAysaM68Pj7uzO2fuzNyZPXPuub/TpCqK9/fFZ8MNfVZpbUm+mf2wq1QchYWKkMN/4TvvVwByDGxHrpGdUSiU6OI0XBq2hjfHr5O1fEGqLuzLicYTTc5vtSX9CXtgKgkF0ObWKrQR0Qg6PZHP33Fp6Go0oVGp2tHH63CuUAilpZrI5+/wH7GI0qeWoY+K4U69Qe+vs8q4je+GytEetYOd4b7+9xtejFuF25iu2Ncsg2VOZ/zXHcB33q84NqxMnul9scyVDUETT/Sztzyf8SuhF+9RaKoHWeuVQ2mh5u2Wk7xebQjiWBfMSbFFA7DIlgV9nJbHo9dSdvsAk/YqLKxR2bkYJaEAJs1bRZGCeenZMfmD7R9/XWbJ0hVo43XkyZ6Vmb1a8DoglOlbjrFrci8A7jx/y4T/HeTQzP4m64ZGxjB3x0kevPRHqVRQu1Fzxo4dmyFVoPTg4iA9BVAsgeHS57x8Sj6ZU/pv5sCBA+TJk4fKlSvz5s0bunXrxqlTp4z5rGJILAmVXsxx4ixV5pE6MkeZ0Qhdxme5m6vM6KCra8xiJ6P8XT79OdHmRi4zmjJymdHkyGVGU+ZLKzMaHZ/xe/bnVGbUpn5vs9iRSrYsRT+a7eCIx2l/6TPiP1PR6erVq3h6eqb42bp168iRI+3cngQKFSrE1KlT0ev1KJVKZsyYIckhlZGRkZGRkZGRMeU/45RWqVLFmH+aUcqWLYuXl5dZbMnIyMjIyMj8d5EHrP/hP+OUysjIyMjIyMh8bvwbpZs+FvKYs4yMjIyMjIyMzCdHjpR+IizMMMFIa4bJRebCHBNPzEGkGSaMfE6Ya/KKObDOZp5JcWrfjO/T5zTaFWWGCXo2FhmXHcuAKp0JghmuZZUi4ydIYQYbANbWGT+2MXHmKTUcqvo87pPmOMfmwhyTlNRl6mfYxqdEHr7/BzlSKiMjIyMjIyMj88mRI6UyMjIyMjIyMp8IvRwpNSJHSmVkZGRkZGRkZD45nyxSumzZMry8vOjRowf79+/PsFzTw4cPGTlyJEeOHDEu+/rrr7G3tze+X7NmDbly5RLVprlz5/Lw4cMMtUkKDg0r4zbeA4WlBTH3n/NizHL0kTEAlLu5hfiIKEM9bIWCmHvPedxlCjaurhRcMBClnTUIAsHel3BuWROFlQXR917wbNRKdJExqLLYUmjRIKyLuKHKYoNCrUYXGU30vReE7PmNXKO+Q6FWIcRqeDV1PepsDh9si4tHM1z7tsEylzOCJp7wP2/wYtQyCDXkbbl2bki2ZtXx33ycfBMNlVei7r/g6chV6N7bALDM7Uz5kwvRBoShUCmJuv+Clzv+oMi4TijUSrQhkTyc9AuR917g0qgiRX78DqWlBZH3XnJ3xBp0kTEorS0oMbcPjhUNZeXCfJ7w+sx13Ed8i62jHZZ21oT5BRMVHM6BGZt5e/+lcfu1PZpQs1tjEAQCX/qzZ/x6IoPCAZh+fR1WDrbG72ZmVad/Kjop0Ol0KO1tjMc+AceGlXGb0B2lpQXR95/zfPQK43fK39qMLiL6fV+B6HvPefTdVLLUKEPBJUPR+BpKrirtbRBi41Co1Sna0L4NMm7Pb80+dGFROC34HmV2V4ToaPQB70DQEzZ2CMQY1rNs0Bib9p0BASEujqg1y1BmzYptj34os+cApQJ9UCC5va/zZtYmo32HhpXJPe59f3vwnJeJ+1v3ZmRP1N8izhn6m02ZIrhN6mnst8GHzuHS8esPXj+at4Eo7W2wzJGN+LAooq7cJ2j3aXKP7oJCrSI+JILX0/6HRS7nVK/DlOxYHLhMifl9ifX9p5zttdZTcapZksKJ+u39RP22+Nw+OLzvt3H+IdjmcDRUnHKwQ/MmAPQCCpUSmxIF+LvvHPQabbJ22Vcrhdt4D9QuTigs1cQHhhJ98wkvxy5H0MSn69j6r/Ii37wfjPuhUCqxLlEAzet3CBoNsQ+e83rcMoMNpZLc0/uTpUEV1C5O6GPiiPrrJgFrvSg8e8g/HVapxLZkfuJev0MfpyXm/guejVqRrF+X2D8H68K5iQ+JIOb+C0IOnyf/3AHGPgvwZukuco/o9MG+n7jfhv15A8d6FbHMZo8qmyOaZ69Ab4hIve42CiH6n+27zh6N5vFzQjfuwfarajiP6IXC0gLNo2dgYUGWFyG8nLT+n2vw68rkGd8NhZXFB/enyPpxaPyDjevlHt2ZykM7oI/Xo4vVEPkmiANtZ6CNiiUl6v/Un+AHr7i11vv9uVDgvnEkbnXKoFBAxKtAvFpMQZtkuynZCH38hmoTOqKytEChUmIZrwW9QNjpa7zy/OWD+5SleimTZQpLCzS+AcZ9yta4MsWXDSY+LArLnFlRKBQE/+bDw6ErDPd7pZJC0zzI1qACCrWK16sP8nbzSQDsKxTmbfsydFywDY1WS1E3F6Z2/Ap7GytUuYqjzlOK/YeOsGnLVoS4KBAEImPieBcSwfF5P+Bkb8Pc7Se59vgVWG2jbs2qjB70fYolvwVB4MeZiyhauAC9unT44PH6VAjy7HsjnyxSeuDAATZu3EivXr0y7JDu37+f77//npiYfy7OkJAQLCwsOHDggPEvNYc0aZsyE3U2B/IvGsrf/eZyr/4PxL30w22CBwBWhdyID49CZWfD/cbDuFHkWyIu3MZtggcF5vQjYMdv3Gk8ihfTN5FndGce9V/IrbpDiHvpT96J3QHIM/Y74t4Gcb/DFJTWlqDX8/fw5cS9DqDgmrG8HLuCB+7DebtsFwWWjfpgW5ya1sC1TytUWWy533gY4X/eQJ3VAbcJHqid7Ck0rx8FPXujsFRTZMlgHn6/AJ+6Q4l74U/+H7sZ9zf7t/Uoc2AmFtkceDx8BT51h6J5G0z5DaN4PONXLjYYy/2x/6Pc+uFY5sxK6aUDudV7MX/VHkH0C3+KTuoCQMHh7VGoVFyoP4YLDcagdrCl65JB7By9Cks7Kx6evcmzyw/YO2kD3VcMQ2VpeAZzK1OQev1asuKbKSx0H0vgMz/cR31raFuhXESHRhISEm38yyyHVKFQkCWLNeHhMYSERKHT6cnz/tgnoM7mQIHFQ3jabx536g0i7qW/8TtWhXKjC49CZWfN3cbDuF64IxEX7pBnggf2VYrjt+YA99xH8Oi7qajsrHny/dyUbYRGcM99hPEv/OwNCiwegvbaZWK2bCDu2CHi790mbMj3RodU6ZYXu94DCZ8yhrAh3xOzYzNZJs3Efvh44n4/ie7pI+K8DxJ/+wb2Ncrg1KKWcX/yLRzKs/5zud/gBzQv/cg93tAWx6Y1yN6nFeostjxoMoyIP2+gyuqA28SeFFw12thv/TceJs+knh++fkIjeNJlqvEaulOlFxq/IAqtG4/vrE3cbzKMlxNXU3DtePIvHibJTtxLP/IPacOL1Ye4/PU445/S2oJSSwdyu/diLtYeQcwLf4q877cF3vfbS/XHcL3DDJxqlCDi4h3u1upH4NbjRF25z4OmIwj/4wbB+88Seflesmsyz7Tvyb9oKAG/HkMXGkHw3jNE/HUbpbUlrt+3SfexzfZtQ560GGb8i7x6F32chmfdJ/Ho64FoXvqRc2xPAJzaNcCqWD6U1pY8bjEMzQs/UKvJ2qERd5uMNP5FXL6HPk7Dw87TuPPVYOJe+BnvTQnkHtUJ+8rFCDtz3fidnIPaG/tsQr/NP7v/h/t+on776LupuHRowNN+84g4eIrYmw+IvXaXV+1/4FX7H4wOqUWhvOTeMA/7JnUN/TirI66zRuE33JOXLb5HmdUR21qVkl2DBRcP4Um/+R/cn5wD22JfvaTJOjn7t+H2/47zc+Fe3N96Gr/Lj1J0SJ2K5KblzgkUalHVZHkpj0bkqVuWPY0nsKHY91jY29B4zZBk6ye1oba1ov7ivpzotxSfFQdRqlVE/HWHu41HkKVGabK2rJXiPuWb3sdkmTpbFhy+KmeyHYeqxXnzy3FU9tZcazCKc/m7EPP3GwpO6gpALo9G2BbOxdX6I/FpOh63vi3I8v5hLOfCPkxbMp8FHg3ZP70P+YuXY9nBv1BY22NRqDJxPt40y6nBa+1C9v2ylq0TPXBxsGP8d41xdrDj8MW7PPcPZveU3uz9ZRVXfW5z4sy5ZMfi6fOX9Bk6gZO/J/9M5vPjozully5dokePHvTp0wd3d3fGjBnDhAkT8Pf3Z9CgQdy/f5/ixYsDsHz5cvr06UPz5s3Ztm0b3bt3Z86cOXTo0IFWrVpx9uxZ+vTpQ/369dm0aRMAERER/PbbbyxevNhku7dv30YQBDp37ky7du04evRoqu2cMmWKSZsS8Pf3p0+fPnTs2JH69euzdOlSALRaLRMnTsTd3R0PDw969OjBpUuX0nWMsnxVkeibT4h7/haAwC3HyNa2HgB2VUqgtLZEoVZRaN14cg7rRODW44bPVUpUjoZIsEOtsgjaeOKe+xna/csxnNsbbrQvJv/MyxmbcKxXgeiHr0CpRBcejf9Gb9DGE3PXUK/cKl9OEIQPtiVbhwZEXrxL9I3HxD17w6sJq/Gds4lsbevh3LoWGr8Qns/4BQtnByJvPCH2mcGG3y/HcXnfFoscWcnWtBpvfzY8/ce99Acg9PxtlBYqgv+8A0D0kzfER8SQt2cTwnyeEv3MsF+vfzlJzm/qABBy4T7PfvIyTMXWC+jj4okOi0KhVBEbEYP3/O1UbFObgKdviIuMoUAlQyk33zvPmFt/BLERMaitLHDMmY3oEENd8QKVi6HX63FysiFrVltsbTOvBrKlpQqtVo9OZ3hqjonRkq3dVybfcahXgaibT4h7f2wDNh8zfsc+oa+oVBReN45cwzsS8OtxsrX7CvsqJXCoXZZSJ36iuNds4l74fdCGoNNTfO9sSp1cQq7hHXGoX4mom09Q5c2PunxFLKrVwqppK9SlE/1AabVELpuPEBIMQPzjhyizZiP+yUOE8DCwtib2pDeW9RqhtFCjjzNE1lPr+9m+aUDkpbtEJfS3iat5M3sTWVvX5XbV3sZ+61ivIrqImA9eP+j0FPOag9LakqxtvgKlksjzt1BYqIg4fwuAuKe+oFQYjosEO4FbjpGlVH6y1SlDtdPzqXxgGk41SpKtfnnCfZ4S877f+ibqt6GJ+m22r8oR+zIAlZ2NyTbtqpXCqXktXk5YnfIxalWH6JtPcPiqAv7rDvBu/UGytfmKVxNXE7z3TLqPbcLnALZVS+HUvA5Rl+6geW8j6NejOLUxfEehUmKRIxsxd54S/zYQhaWaiN8uGT8HsK9WkmwtaxFx4a6xv71L1N8AstQsTdaWtYl74YcuPNr4HduSBf7ps3tn49q7Rap9P3G/zTdnAFE3nxL37C3WFUqBUolDxxa4bVmEdeUyxm07ftea8L3HiDz+h2Gfa1ci7s5DtC/eYFO1HAoLi2SyBoZr8HGq++PYoBIBW46brKOP0+JcKh8dTswid81SFOtQh5Qo3bMRD7b/zt+HL5ssz1YyL/ExcUS9CUZpqUYTHknOasXTtOFUKBfvbj4j/Jk/CpWS2LBInNt9hcLSAoWlGn2cJuV9al3buCxLzdKG7yc9FlWL49K0KkorC4r/9AOONUry5pcTuL6/37s0q47fjjOg0xMfFkXAgfO4flMXhZUFh2esIH+sJflzZIO4aDp/0xrvC7cMMUOFEoX6veKBUo2g17Hp2CWyOdjS4asKAOj1emLitGjidWg1WrTx8VhZJldJ2LH3MN+0cqdJg7opHqvPAb0gfLS/fxuZEin18fHhxx9/5NixY8TFxVGsWDFcXV1Zt24dJUuWNPmuRqPB29ubLl0MUQVBENizZw/u7u7MnDmTFStWsHXrVlauXAlAlixZWL58ebIoqEajoW7dumzatInly5czd+5cnj59+sE2zpgxI8U2HT58mJYtW7Jr1y4OHTrEL7/8QnBwMDt27CAmJoZjx44xZ84cbt++LemYKO1tjK8tc7ugefPPEJXmbSAqBzuU9jYoVEo0r98RevQijzpMxKFeRRzdq6NysOPlzM3kHtKeilfXk3tIe8Iv3AGd/r2NINQOdqgStqPTk2tAaxyqlST8wh1inr5B8zYIlYMdlvlzUObKBtx+7EmUz8MPtsWqoBsWuV2wLpmfkieWkmvkd8Q+fo3KwY5Arz95/dNu9HHxKK0tiUtkIy5RW7T+ITzsswCl2jRzJOLSfRRKJS5NqwDgUKEw9sXzYFsgB3Fv/hmSi3sThIWDLSp7G4LP3iL6b8NN1DqPC9kbV+Ttg1cEPHuLpY0VroVzY+NgS+HqJclRLA9ZXLMa7ejjdZRuUoXJF1ZSqFoJruw+azgvKhWPz90hNDSG0NBoLC3V2NiYRw4mLZRKJXr9P3JJer2A+v2xTyClvpLwHYVaRdzrAEKOXeThNz/iWK8iTu7VUTvYER8RTcCvx7jXZAQRF+5gW6YQFrmcU7QRfu4Wj7tNN9rI1qo2mjeB6CPCifM+SNig3ihUKrJMmonSObuhre/80F65aGyXXd9B6F6/RP/On7hTxxAiI3BctAqlnR1xr98RfuqKcX+0bz/Q3wq5YZnLBZuS+SlxfCk5R3xH7BNDf1NaW6J2caTMlQ1kbVuPqBuPUrShUCkJP3eT4H1nCTnyFw71KpK9VwsirtxDoVTi6F4dANvyRbDM7YI+0ZCuGDuat4Eo1Cre7jzL5YZjeTJrO+U2jsK+eB5ik/RbdaJ+G/O+39qXzIu1mzMhR86bbDPP5N68nf8r+siYFM+50tYabUAIVgXdULs4knfuQFQOduQa2x1deFTGju37/pZrQi8i/7qF5pW/0YbW7x8bIXt+A50euxrlKHHpFzTP3xKy97SJjbyTexB+/jZxr94lakeQsb9Z5MhKvhl9CD12yeiQJnxHoVYRuOc095qMwHfuFnL0a0N8aOQH+37ifmtXrgiq9yk4utBwQn/dh0KlJHjNVnItn4oqhwsAgbNWEnnkjNGmOmd24v0CUWXPhsuEgfiNnIXSyhKFxT/3K8P5CErUjuT78/fgnxB0epN19BHR3Pv1N/Y0+ZGLM7dhYWeNU5HcJOX8pM082X8h2fKIVwFoo2LpdnU53a+vIOTJGyxsrbBIdH9IyYalgy1R79v7aNcfxAaGo8piSwWfDcQ+8yPs5NUU90lla402INS4T08HLEx2LOKDI4i8+4J3Xud4NnsbpTaMQRAEY1+3yu1MnK/pdWCVyxkhTsuzSzfIqjfcW1W5ipMjlxuRMbFEhgQR/+o2VtW+wbrWdyidchJw5wKbT11m9LdfG221rlUWB1trmoxbSf3WXcnnlpv6dWokOxY/jvqBFk0aJFv+OSEIwkf7+7eRKU5p1apVKVSoEAqFgjZt2nDx4sUPfrdcOdPhga++MjyB5s6dm/Lly2NjY4Obmxvh4eGpbrNRo0ZMmjQJa2tr8uTJQ+PGjTl3Tnr4vk+fPuTKlYuff/6ZWbNmodVqiYmJ4fz587Rq1QqFQoGbmxs1a9aUZjjRDQulAlLKKdHpCdp+krDfriLEx6MLj+Ld+gM4NTH8kBb+aQh/D1+OT5W+BGw9SZYapbDM7WxiIvGNMfjwBQJ2nkHtZI/byG+Ny+PfhXKnam8eth2LU/NaqLLYkgydHoWFCuuCuYn44wYPWoxC5WRP7tFdk23HsCC5CSHZPicy/z4vKv+AFtQ4PZ9cHb8i+PwdBL0+xQtLSOS8ZSlXkCoHphN67TEhvgHERcawqd8iGg40DGOWb1WLJ3/dRacxHYa/e+IqUyv148SSvfTdPB6FQsGlHafZP22TYRuCIZ/U0jJzUq8/qDOZ+LgplCmLdOr0BG47SdipqwhaQ1/xW3+QrO7VAHj2wyJCjhh+pDS+gWjfheJQt3yKNl5NXo8+Js5ow6Z4PkM+16zJaM6fNX49/uF9LCpWMbVhZY39hOkoc7mhufAnCGDTpSdCWBgh3dsDoHKww7VvG+NOp3jj1OlRqFVYFcxN+B83eNhyFGone3K972/o9MQHhnGnam8Cfz1GlpplsSqYO5mNoO0neT1lPYJOj6DRGq6fpjWM+X+ufVtT4vgSsn3TwDD8HJ+ChmoqdhJ4522IaoVdfkjo1UfYFs6d4nlK2m/dPBoT+eAV4b9dNfmeOlsWgvcboncfvD/oBRQWKhzqVuDZoIXvj60tucZ2y9CxFXR6bCuVQJXNkdgHz1PeD50e12HfoY/RELL3Nx7U6oXKyR6X3m2M27CvUhx1Nkdi7r1I0YZCoaDQylG8nLYRfXRsim0N9Tb8VkReuY/GNxDLnNlS3J+k/Tby6n2s8rkC4DfMk6iTBqc/9vpdYn3uJRuSN7ZJqQQF5Fw4gcB5a9AFGiL/idumUCrS3B/tu5AkdhWE/e7DsyOGhzG/q48ByFWjRIrtSIk8dcsQH6thc8Uf2Fp1KFbvR8mS3XuTteuf9lce2Z6Y97nzt+sOQp3Vnhz9W39wnxBItk+Jj8W9PgsNo29A+OUHhF99SNavyhq+p9cb+m5iuwqF8RrQAwpAna8cFgUqornzGwDqbLlRuRQg9sJOYv/aji7wJfvvBVG/fFHyZHcymlp7+DxZs9hyesEQftu/hbDwCDZt3yvuYMp8tmSKU6pS/SPyLgiCyfukWFtbm7y3sPgnSqVWi3cOzpw5kyx6KWX9BObOncuWLVvInTs3AwcOJGvWrMZ9SBzVkoo+Js74WusbgEWOf262ljmdiQ+NQB8TR7b29UEQ/vlcoTAMv0dEo7S2JPTUNQAirjxAHx2HfcVi/9gIMdhwrFcBixxZifMNwMLFgaD957ArWwibIm7oomKMbYm58zea1++wKpArxbZo/YOJvHIPdTYHBG08wV6/Y1+9tPFz477FarDM8U9U0iqXM9qQCNwGt6P8yYWUP7mQHF0amRwPq1zOxIdHc63tdC42HMvDiRuxLZSLyAevscqZ2FY2tCGR6KMN2yv380iqH50FgoBtwZw45DAk28dFx7Jj1GqiQyPxmvQz2QvmIvCFYSjVOX8OClT5Z9jr8q4zZHXLjo2jHZXa1SFXiXzST6gZ0On0KBM560qlItmx1bxJpa98Ux/4p68oFIBSSXxYJK59WpnYUFpbIMTrUrRhUzK/8bsKBeijY7HM44pNR4Ozo3R2QR8RDoIeQfePo6/M7orjwpWg0xE+YTg631conZ2xrFmX2JPeKB2zoo8IJ3jXb9jXKpvi/lik1t/2/Y59tdLEh0WSpV5F4zrR1x+ii4rBpkT+5PvTvj42JfL/c40pFAhaHZa5XNCFR/G4w488cB/O6ynrUTrYokg0/JdgJ8cP31DmwnpK/b4Sl86NTexYF8mLLibO2B8TjpkmMCzVfpujbS0q7pqEn9c5NO9CTbapj9MQtPu08cc8pfuDLioGtYsjWv9gQo9eQG1vS3xoBMF7TmNXqUT6j21oBEJMHI4t6xLqdRqt77sUbQgxcTi61yTi96tYZHdCHxFNyN7T2Ner/M+xb1WHoD1n0KR0fwuJwLpYXqzz5yDf1F5k79YE25L5yda6NgUW/IBN0TzoY+JM7ytxGlQOdsnOT0r9Nj4kHIVajcrBjqz9OqPO4YIuzNBuFAqE+JTzxLVv32FZKB/qPLlwGdefvPvWIOj1ZGtegwILDBPANL6Bae5P6ROLyTmgDa7d3al4ZzPZuzYhS83SxnXscmZFp40nPlG/SYm89cryzfFZfHN8FjmrFic2KAK9VocmIoYXp3wMNmJStxEXHo3d+/txwaZVeHnKh/iQCLTvQgjcfQaHWmWN+5R79HeUPrGYMqeWIOj0WBfKbdynMqeWmBwLlYMteYe2I8438J/7vUKBys7G2NfjkjxIWObMahz5clZaoauQD5VrIeJ8DuPv+xIHW2uy5CmKLuglaA35tro39zl29jxt3t8zEvjN5xFta5fFQq0ii70dbZo14vL1W6kei88V4SP++7eRKU7ptWvX8Pf3R6/Xs3//fmP082Pi6+vLypUr0ev1BAYGcvr0aerXry/Zzvnz5+nTpw/NmjXj2bNnxv2oVasW3t7eCIKAv78/ly9fTnHWnxjC/7iBXcXiRmfQpVtTwk4YIi/WxfNhX70UdhWLY108H9l7NkcfGUPYqSuosthi/965iv37DWone7ShEQDk8GhCyAnDU3m21rVwG9mJsLM3sa9UjOwdGxB+7jbZOzVEoVYb8uUA62J5UTtlwTKva4ptCT3yF9aFcmNXydBWJ/caCHq98fMEtEHh2FcuhnXBXP+05fgVXi3Ywc3Go7nZeDS3W4wHwCpfDuN3UKtwKF/I8L5NTfRxWny3ncaxclFsC+YEIE+Pxrw7ZogquTSpRNYaJbjcfBLnqgzmcvNJ5K9QFOf8Ofh+4ziaDO/A3ZNXKd+yBto4rXH2vYOrE92WD8E2axYAKrWtg9+jV0SHRpKreF7cR/4zO9PGxiLTJjppNDosLFSo3ld9sbGxIPS46bENP3sD+0rFsXp/bLN3dzd+x6Z4PuyrlcK+kqGvuPZsgS4yhtDjl3Ht2Qyn5oZovsYvGLWzI7FPfVO0kXtUF1AqUVhb4tqzBQE7f8OubGGsW32DZa2vsG7eGu3d26iLlUR77X37bGxwmLsUzV9/EDl/Bmg0aK9fQV28FPo3vljVaYB189ZoLv2FY+NqRF03KFtEpNL3Q71N+5ujew3Q6wn/7Sr5Fwwx9ts433eGvh8YmsyGdfF85BrdhfBzt7CrVBzXAW0JOfQnLl3dQa3Ctpxh0kXWVnXQhUZiXTRvsra8XbSN4IN/EvvkNQ/bjTexk61dPQQBsrcwRKTtyxTAoWIRXq0/imPloti877duPRoTkKjfFpvVE59Os3i2cA+OlYuabFMfHWfMdYUP3B9OXcGuYnEiL9wha6vauPRsQdiJyzi61yD65uN0H9uEz+2qlyHyr1tE/OmDTcXiWL63ka1LM8JPGnLnY+4+Re2azfB54Tw4NKpmGEZ//3mWmqUJP3ebsLM3sK9UzNhnXbu7E3LiMlHXHnKzal/uNhnJveZjEeL1hP3uw/Mxq3BuVw9BEIx91qZ0QSxzOWOZ2+WDfT9xv7UrWwSlpQVqFyccv2uFy7gBRJ2+gGXJwliVLU70n6aR6QRizl/DokAe3vQey6v2PxB95gKah38TfPA8z8esAhC1P3ebjMRvzQHebTmOTxkP7rUah3UhN0r3bAxA5RHtEXR6Xp25mWI7Enh19jZ73X9kr/uPPD9+FZcy+XEomAOlWkWprg0JfvAq1fUBQp++xbVSERwK5iDwznPKD2xJyInLKNQqsjauRuT1h8Z9Ctr7O3ebjCT0+GWCDp3DulBuHnScYlwWfe+58VjoImPJ3aspCgs1DpWLks29ClkqFsE6nytBxw2/PUHHr5DzuwaG+Q8Otri2qU3QMcNnbWeN4u7rv3l0dDNCbCR7/rhB/fJF0EcEoXLOCypDECnSKjsvX7ykfGE3k/0qmS8HJ64+AEAbH8+ZcxcpX1p85Fnm80QhfOSkg0uXLjFt2jRcXV3x9/endu3aTJw4kcaNG7N582by5MlD8eLFefjwIcuXLwdgyBDDjMLu3bszePBgqlevjpeXF5cvX2bu3LkAxnUSeP36NR4eHpw+fRqA+Ph4pk+fzrVr19Dr9QwdOpTmzZun2taGDRsma9Phw4dZsmQJ1tbW5MyZk5CQEEaNGkXVqlWZMWMGPj4+ZM+eneDgYDw9PZOlH3yIBy1GkW/+IB40HQGAQ4PK5B7fHaWFmrgXfjwfsQRdaCQKa0vyzuxPljrlsXBxQh8VQ9T1hzwfsQSH5nXJN60Xcc/9EHQ6Qk9exalJNZSWamKf+/F02DJ0oZGoHGwpOG8ANsXzGWRnrC2JD40k9rkfQduO4jahB1Z5cxDz4AW+czejtLJMsS0oleQc+i3OnRtj4eKEoNESee0Bz4csAjc3iiwcyJv1R3BuWQO/TcfJP7ErivdteTJ0uUk+GECtt3uJfvgSlEpin/vx4pffKDyuI+osNli6OHKx4VhiXrzD5esKFPmxCwoLNTEv/LgzeCXxoVHUOv8TFk72xPkFG22+8g/GKbczNg622DjYEeYfQphfMOc2Hcd9ZAd+aj4BgJrdGlG7exN0Oh3h/iHsm7yR4NcBWFhb0m5GLyq1rwso0Gi0REVpRJ1Tc/CPJBTodAL3KvfEKl8OCiwYzD13Q19xbFgZt/HdULw/P8+GL0UXGonS2pJ8M/uRpe4/fSXy+kOeDV+K49eVyT9nIJqX/gg6PcEH/yRbm7oftGFXqTgKCxUhh//Cd96vODasTKE5PVG6uCLo4tG/8yP28H6sm7cmbMj3WH/bFdvufdC9+Ntkf2J2bcXmux4oXVxRKBXoAgMI93mJTZE8PGg6HHjf98d1N7TlpR8vhi9BF/ZPf8vW6Z/+FvW+vzk2r0Wead8T97cvgiae0GMXydqm7gevH7uKxVE52KJQq9CFRBD3wo+ArcfI82MvLPO4EnnlPi/Hr8S6cJ5Ur8OU7DxZfZQiEzpj4eKAVY5s3Ow6l5Dzd3H+ugKFf+yC8n2/vfu+39ZI0m9V9jZYOtgQHxRG3As/7GuV5dmA+eQe1y3V+4NdxeLkHt8dixzZUFpZog0IQfPSD4sc2XjQZFi6j61tQVcK71/Eg9q9ifcLIkv9yuQY2wOFhRrNCz9ej1qMLiwSlVMWck/vj23V0qizOaCPiSPa5yGvRyxCyOVGqSPzuVmtH9q3QTg2rESeCd1QWFgQ98KPv4cZ+ltiCi4fjmP9isQHhRP3wg+/dfvJN/17rAvmJvapL6+m/4zS2irVvp+430ZeuY/b+G5YONigzGJHfGAICpUSlEpeNjVVWHGdNQrNkxfvJaGq4jy8NwoLNdpXb9E8eY7eNQ82hXNzt8nI99dg2vuTe2Qn1NkcjPJJrn1aGM6hSolOo+X00NW8OOmDS7mC1FvwPXvdfzRZv/7ifgQ/fG2UhLJysqfJ+mG4ViqCAojyD2F/62nEBIanaSPksS/Vx3dEZW2Jha01yuhoFEoVqiw23Kz8PYI2PsV9sq9UzGRZ9MOXqGytCdx1moILB/Fg5BqKzOqDZQ4nLFyc0AaFEXX/JQ+HrDDc71VKCk31IGu9cigt1LzdcpLXqw+RpXIxKh6ZxfHtXqzc+jNarZa8edyY2bsVLx/fZ8bOs+zfuxv0Om75XGP0xCkc8uxrsm+hkTHM3XGSBy/9UdnYU71KBcYM/t5kdDUxP85cRJFC+VOVhLJwKfTBzz4mllZ5PpptTdzrj2b7Y5ApTumKFSvYsmXLx9xMpvP7778jCAINGjQgIiKCtm3bsnfvXpycnEStfz1vmwy3Qav7cBqEWCxU5qlnHhuf8bzLKH3GbRy3MU/wf9yVdWaxk1FeVOye9pcyiYLlQ9L+kghe3nbKsI3PKX8/RGOd9pfSIKtlylqVUkjnQE0y1Kr0pyUlEKvJ+LWsUJjnJDs5fFjHUywhYSnk2aeD6wq7tL+UCVQSosxiJ0aX8fNcdUezDNtQl6mfYRsgO6WfA/+pMqMvX740RmGTMnPmTMqWLZviZylRuHBhxo4dy5IlSwAYOnSoaIdURkZGRkZGRgb4V86S/1h8dKe0evXqVK9e/WNvRhT58uXLsFB/Annz5mX79u1msSUjIyMjIyMj81/nPxUplZGRkZGRkZH5nJDjpP/w0XNKZWRkZGRkZGRkZNIiUyShZGRkZGRkZGRkZFJDdkplZGRkZGRkZGQ+ObJTKiMjIyMjIyMj88mRnVIZGRkZGRkZGZlPjuyUysjIyMjIyMjIfHJkp1RGRkZGRkZGRuaTIzulMjIyMjIyMjIynxzZKZWRkZGRkZGRkfnkyE6pjIyMjIyMjIzMJ0d2SmVkZGRkZGRkZD45slMqIyMjIyMjIyPzyZGd0v8IkZGRmbatbdu2mcXOrVu3PvjZgQMHRNmYN28eT58+NUt7PsSzZ88+qv3PnaTnKTY2lrlz50qysW/fvmTLtm7dmqF2yRi4du0a27dvR6PRcOXKlU/dnHRz5cqVVP/+60RHR/PgwQMEQSA6Ojrddl6/fs3vv/+OTqfj1atXZmyheN68eWPy9/btW4KDgyXbSdpHrl69yu3btwkPD/8IrZYxB+pP3QAZWLFiRaqfDx48WJSd4OBgNm7ciKOjIz179kStVqPX69m+fTsrV67kr7/+Et2m+Ph4/vzzT/7++2+sra0pXLgwNWrUELXu7t276dKlCwDdunXj119/Fb3dxEydOtXorHTq1ImdO3caP9u0aRNt2rRJ04adnR0//PADTk5OdOjQgebNm2NnZ5eu9iQmPj6eEydOsH37du7cuYOPj0+a63Tv3h2FQvHBzzdv3pzhdrVq1YpDhw5lyEalSpW4fv266O+PGTOGuXPnUrFiRc6ePcv06dNF95VNmzYRGRnJjh078PX1NS6Pj4/n8OHDdO3aNU0bDRs2TPW4/vbbb6La8vTpU44fP46fnx9KpRJXV1fq1q1L2bJlRa2fwJ9//smxY8dM7Hz11Ve4u7uLWn/ChAmpfj5nzhzRbfnll184deoU7969o2nTpkyZMoUOHTrQp08f0TYAfH19mTRpEr6+vvz666+MHj2a2bNnkydPHkl2AA4dOsSTJ08YMGAAx48fp23btqLWW7Zs2Qc/UygUoq+fjJ7n/fv3p/q5mP0xh43EXLhwgSlTpqDT6di5cyctW7Zk0aJF1KlTR5Idb29vVq9eTUxMDDt37qRz586MHTtW1L3WnPs0aNAgHj9+TLFixRAEgcePH5M9e3ZUKhWenp7UrFlTlJ2VK1dy584datasiSAIXL58GTc3NyIjIxk2bBgtW7YU3SaZzEF2Sj9TQkND2blzJ7lz5xbtlI4ePRo7OztCQkLQarU0btyYkSNHEhUVleYPXWJevnxJnz59sLKyokiRIigUCrZu3YpSqWT9+vXkypUr1fUFQTC+zkiENrGduLi4D36WGoMHD2bw4MH4+Piwf/9+VqxYQa1atfjmm2+oUqWK5Da9evWKXbt2sXfvXsLDwxkwYABLly4Vte6QIUOSLbt27RqrVq2iadOmktuSEq9fv86wDbHHNoE1a9YwZMgQ8ubNy+vXr5k/f77oY1ugQAHu3LmTbLmVlZXoaOuWLVsQBIGVK1eSN29e2rdvj0ql4tChQ6KPx9atW9m1axfu7u5G5yQgIIDJkyfTunVrevfuLcrO0qVLuXXrFq1bt8bV1RVBEAgICGDPnj3cuHGDcePGpWmjWrVqorYlhn379rFr1y46duxI1qxZ2bNnD99++61kp3TKlCn06dOHRYsWkT17dlq2bMm4ceMkR7MXLlyIn58fd+/epW/fvuzdu5cHDx4wfvz4NNfdsmWLpG2lhDnO86VLlwDDffLFixfUq1cPlUrFuXPnKFKkiCjnyxw2ErN48WK2bdtG3759yZ49O1u3bmXkyJGSndL169ezfft2unXrhrOzM/v27aNXr16inFJz7lOOHDnw9PSkTJkyADx8+JAVK1YwceJEBg8ezN69e0XZEQSBgwcPkjt3bgD8/f2ZOHEiW7ZsoXv37rJT+jkiyHx2nDp1Sqhbt64wa9YsISYmRvR6X3/9tSAIghARESG0aNFCqFOnjrB27VohLi5O0vaHDBkibN++PdnyrVu3CoMGDUpz/bZt26b4Wiqp2UmvXY1GI5w4cUIYOnSo4O7uLnq9EydOCL179xaqV68uTJo0STh37pzQoEGDdLVBEAQhLi5OmD17tlC3bl3h5MmT6baTlIoVK2aaDV9fX+PflStXhNq1awtHjx41LpPCkydPBI1GIzx8+FC4d++eoNVqJbe7Xbt2opalRJMmTYTo6Ohky6OjoyX1kyZNmgg6nS7Z8vj4eKFp06aibLx7904QBNPjm/hPCgn736ZNG0EQBEGr1QotW7aUZCMlO4IgCK1bt5Zsp02bNoJerzdpT7NmzSTZePv2rTBo0CChWrVqQq1atYRRo0YJQUFBotY113kWBEHo1q2byXZDQ0OFrl27ZroNQRCE9u3bC4Jgen5atWplFjtS+4s59imlbSb0Nyn3/pSuuQTbifdR5vNBjpR+RoSHh+Pp6cmtW7dYvHix5Eievb298f/Q0FCWL19OxYoVJbfj6dOnKQ6VdenSxWQI/UNERUVx9epV9Ho90dHRXL161ST6VrVqVcltMhc+Pj788ccf3Lt3T/QQEBiinM2aNWPnzp3kz58fINUh49S4fv06EyZMoGzZshw8eBAnJ6d02ckIb968SXG5IAiiI6XdunVDoVAYv29pacn8+fMBw7ERO2wOhnw4d3d3nJyc0Ov1BAYGsnLlSsqXLy/aBhiGMRPO69mzZ1GpVKLWU6vVxMfHJ1seGxuLhYWF6O1bWVnh5+dnjMwk8ObNGywtLUXZmDRpEmvXrjU5von/l3Jcq1Wrxrx584iJieHUqVPs3LlTdGpFYqytrfHz8zP2+atXr4ren8QolYZpDAl2NBqNcZlYJk6cyNdff22MpO/Zs4cJEyawdu3aNNc113kGePfuncm1a2NjQ0BAQKbbAMiZMydnzpxBoVAQHh7O1q1bk/VBMRQtWpRff/2V+Ph47t+/z7Zt2yhRooQkG+bYp7x587Jw4ULatGmDXq/n8OHD5M+fHx8fH0n9pVKlSowaNYpWrVqh1+s5cuQIFStW5Pfff8fW1lZSm2QyB4Ug9hdI5qNy+vRppk+fTtOmTRkxYgTW1taSbbRr186Yg9m2bds0c3w+RGrrirHbvXv3D34mJferevXqNGzYEDAcn4TXCe8ThovS4t69exw6dIijR49SoEAB2rdvj7u7O1ZWVqLWB3j06BFeXl4cOnQINzc3WrRowcaNG/n9999F29BoNCxevBhvb2+mTp3K119/LXrdxJQoUcLEIU58CSsUCu7fv5+mjYQ8zA9d/qdPn5bUJq1Wi4WFBVqtFo1GIzlvt3PnzkyYMMHohN64cYOZM2eyZ88e0Tbu37/P8OHDCQsLM+7Xtm3bKFy4cJrrHjp0iCVLllCzZk2yZ8+OQqHg3bt3XLx4kREjRtCiRQtRbfjrr7/48ccfKVCggImd58+fM2fOHMkOYUaPq16vZ9euXfz111/o9Xpq1KhB586dUaulxSNu377NpEmTePnyJfny5SMsLIylS5dKfmhYt24dd+/e5fbt23h4eHDw4EGaNGnCgAEDRNtI6R7Upk0bUZMfzXWewZDb++DBA5o0aYIgCBw9epSqVasyfPjwTLUBEBQUxKxZs0zO86RJk3B1dZVkJzo6mtWrV5vYGTRokDHgkVn7FBkZyYoVK/jrr79QqVTUrFmTH374gdOnT1OoUCHjsH5axMfHs2PHDs6fP2+006lTJ86fP0/hwoXTlRMt83GRndLPgDFjxnD8+HEGDhyYYnRUbGSxSZMmzJ49G71ez+TJk5k1a1a6IpSJnVspn5mbtLbTrl27NG00a9YMjUZDu3btaNeuHW5ubhlqU3x8PL///jteXl788ccf1KpViy5dulC/fv0013V3d+ft27d07Ngxxeio2Nzhz42jR4+yatUqDh06xMuXL+nevTuTJ0+mUaNGom20bt2agwcPmiyTOmlr8+bNeHl5sXHjRnx9fRkzZgw9e/akU6dOotb39/fnwoULvHv3Dr1eT86cOalZsyY5cuQQ3QYw5D/funXLxE758uUlRxYzclw/FAlPID1RNK1Wy/Pnz9HpdBQuXFhyZDGBP//808TpadCggaT1p0yZQvXq1Y0O5JkzZzh16hSzZs0Stb65zrNOp+PUqVNcvnwZhUJBzZo1JT9omsPG58jx48fNuk+CIPD69Wvy5s0red3Q0FBiYmIQBAGdTsfr168ljZLJZC6yU/oZYK7IornsJI3EJZAwfCgmEvf8+XP+97//cfv2bRQKBWXKlOH777+nQIECotqQlODgYKytrSUPuSQezjU3wcHB7N+/n/379ydzqFJi+fLlqQ75S3FKIyMjsbKywsLCAm9vb65fv07p0qVFOeoJPH36FAcHB7Jnz866deu4fv268TxJidS3atWKjRs34uLiAhiiNr179xYt2wWGvtujRw+jw3Xy5Ek2b94saXJLy5Yt2b17NzY2NgDExMTQsWPHDKsRfCoyclwTIuFxcXEEBQWRN29elEolL1++JG/evBw/flxSW27dusW1a9fo2rUrAwYM4N69e8yfP5+vvvpK1PppSTaJeWBOuC8l/GTZ2NigVCqJiorC0dFR9MiJuTDHA3pGbZhLeSLpPV+tVqNSqYiLi8Pe3l6U5Nbdu3cpXbr0B78rJW1rx44dzJ8/n5iYGOMyNzc3Tp06JdoGGBQbfvnlF+Lj48maNSv+/v6UKVOG3bt3S7Ijk3nIOaWfAeaYVQqwdu1as+TJPHjwIEPr379/n969e9O+fXtGjBiBVqvFx8eH7777jo0bN4rOURIEgeXLl7N9+3ZCQ0MBQ+5U165d+f7770XZOHTokNEp3bdvn4nT9t1337F9+3ZRdm7dukW5cuVMlmXLlo3evXuTLVs2UTZSmn2fgBSVAm9vbyZPnoydnR3ffvsthw8fpn79+mzbto379+8zceLENG1s3ryZDRs2oFKpqFatGs+ePaN58+ZcvnyZyZMns2DBAtHt0Wq1RscJwNnZWfIMfk9PT8aMGcOPP/4IGHLKpLQhoR2Jo3fpjeRlBHNGKDNyXBPSL0aMGEHXrl2NIzC3bt3if//7n+g2JDBz5kyGDBnC8ePHsba2xsvLiyFDhoh2ShNy1ENDQ3n16hUVK1ZEqVTi4+NDsWLF2LFjR5o2Eu5LGo2GHTt2cPnyZdRqNbVr1+abb76RvE8ZxcXFhatXr1KuXLl05deaw4Y5lCfgn2M7depUKlWqROvWrVEoFBw/fpw///xTlI0dO3bg6emZ4nwEKUERMKR5HDhwgCVLljBixAjOnj0rSaYugf3793P27FlmzZrFwIED+fvvv82moy3zcZCd0s8Ac+m7tWnThjlz5qRL6igxGf1hXbRoEYsWLaJWrVrGZY0bN6ZWrVosWLCAn3/+WVQ7Vq5ciY+PD2vXrqVYsWIoFAoePHjAsmXLiIuLY9CgQWnaSBzV3bx5s4lTmvgpPC1S00z95ZdfRJ2j77//3ugQrF27lv79+xs/6969u+iIyapVqzh+/DiRkZG0atWKM2fO4OLigkajoX379qJs7Ny5E29vb2JiYmjUqBHnzp3Dzs6Orl27SpajqVy5MiNHjqRVq1YoFAq8vb2pUKGCqHUTa7daW1uTJ08eBEHAxsaGqVOnSvoha9SoET169KBZs2bGH1Sxw4Z16tQhKCgo2XIpowMA/fv35/nz50Y5qMRInaSUkeOawNOnT03uB+XKlUtXsQe9Xk/dunUZNWoUTZo0IXfu3Oh0OtHrJzx49+3blxUrVhgnC/r6+jJlyhRJbfH09CQqKor27duj1+s5cOAAjx49Mj7QpIa5zjMY8my7detmsiyzbSSkIz18+NBEvzYhKCCVW7duMX36dON7d3d3Vq9eLWpdT09P4J9zHRoaikqlIkuWLJLb4ezsTN68eSlevDiPHj2ia9euogMIiXF1dcXe3p6iRYsa81wXLVok2Y5M5iE7pZ8BaQ07iXUSpk6dyoQJE/j6668ZOXJkup/ek86qToyYH9aAgAAThzSBOnXqMHv2bNHt8Pb2xsvLy2QouXz58ixZsoSuXbuKckoT70NKToJYEq+bXs3UwMBA4+tjx46ZOKVSIosqlQoXFxdcXFwoUKCAMZpmaWkpOjqoVquxtbXF1taWvHnzGifQqFQqyZNgpk6dypYtW9i5cycWFhZUrlzZWDwhLVKLHktlzJgxHDt2jCtXrqBWq/Hw8BCd17p37148PDxYuXIlRYoUSXcbtm/fTpcuXZg6dSqVK1dOtx3A6JTv3LkTtVpNlSpVRB/XBHLmzMnSpUtp3rw5giBw4MCBdKXQ2NjYsGHDBi5evMiUKVPYvHlzuopQvHnzxuiQguEBN62H4KTcuHHDJCWjYcOGonQ0wXznGeDixYsZWt9cNhJIr/JEYmxsbNi7dy/NmjUzOvyOjo6SbDx48ICxY8fi7++PIAgUKlSI+fPnky9fPkntuHjxIsWLF+fUqVOULVuW2NhYqbuDvb09+/fvp3Tp0vz666+4urqmy45M5iE7pZ8Bc+bM4enTp2TJkgVXV1djfl/p0qXp27evaDt16tTh4MGDLF26lA4dOjBlyhSTqKbYoUMxM68T8odSIrUSd1KiKxYWFinmNmbJkkX0DTex45leCae07Ii1+6EZ81LbllgSRaoDmZKN9Px4JcbS0pK6detiaWmJTqejevXqoh+IzCkUD9C0adN0FSLIkSMHEydOZNmyZalWDkoLe3t7Zs6cye7duzPslFpaWtK5c2datGhh7C+BgYGSUgAWLFjAsmXLGDlyJAqFglq1akmqCJXAwoUL2b17N8uXL8fR0RF/f38WL14s2U7p0qUZN24czZo1QxAEDh06JHlkJ0eOHLx69co46eXdu3dkz55d9LrmOM9gGGlZsWIFFy5cQKfTUaNGDYYNGyYphcocNsCQXjFu3DgCAgIQBAE3NzejPJsUFixYgKenJzNnzkShUFC7dm3JdiZOnMiIESOME9hOnjzJ+PHjJQ2bT5o0iT179jB+/Hj27NlD06ZN0/UAO2vWLI4cOULbtm05c+YMU6ZMkaxsIJO5yBOdPgO2bNnCzz//nGJ+n62treSbQkxMDBMmTOD8+fM4ODikS98wLVJL0B8zZgylS5emZ8+eJsvXrVvH8+fPRUdLzaEC0LJlS9avX49er6d///6sX7/e+APfr18/Dh8+LLktSbctti3msAHmkcqqWLGisaLN7du3ja8FQeDu3buS8rcSKmU1atQIvV7Pb7/9xsCBA+nQoYNoGzLJWbNmDevWrcPJySndOqVgmJB348YN9Ho9FSpUMMlTFYs5Jq+AIR/0119/NZmZ3aVLF1EPVwmpHiEhIbx+/ZqqVauiUqm4du0aRYsWlVxdKqNMmDABGxsbOnbsCMCuXbuIiIiQlAttDhuJCQkJQaFQfBLt4wRSupdlRKJQ5r+FHCn9DNixY4fZ8vvOnDmDp6cnderU4cyZM5L05aSQ2rPM+PHj8fDw4PTp05QrVw6dToePjw+xsbH88ssvorfx5s2bD5ZHFTvkFx0dTbdu3YztFVNLPa22JG2X2LYkLSqQ+Ic+tehyUhKXZEwaaRQbeRQjNC6WjRs3snv3brJmzQrAgAED8PDw+Nc5pXq9nuvXr+Pv749CocDV1TVdE1DCw8M5c+aMiZ2aNWtK1ozcs2cPp06dEj2RLiX+/PNPJk6cSIUKFdDr9UyZMoVZs2ZJlmFKHFWMj4/n4cOHVKlSRbJTamlpSZ06dbCwsECn01G1alXR0f4PRcp69eolqQ3mOs937941Ud2YMmUKzZs3z3QbYJqbnRgpOdnw4dn8Uh6EatWqxapVq+jYsSMqlQpvb28KFy5svE+mFun/WGoCSZGS9yuTuchO6WeAufL7hg4dyr1795g1a9ZH12FL7YJ3dnbGy8sLb29voyTUd999R7NmzSTd+FOrhy3W+ZIqAi+mLel1BHPkyMHSpUsBQwJ+4h96KQ5LUtmn6Ohonj17RsGCBUUP+yVts6+vL3fv3qVEiRKScr/A8COf4JCCQZUgI6kSn4KEKlu5c+fGxcUFQRAIDAzkxYsXzJ49W/T1dPLkSebPn0+1atXInj07giDw/Plzli1bxvDhw2nVqpXoNuXKlUtyPl9SfvrpJ7Zt22Yc6n716hWDBw+W7JQmVQh59epVutIAkkbVBw8eLDqqbo5UD3OdZzA8mIeHh+Pg4AAYHkakpsKYwwaYOuzx8fH89ttvRptSSHye4+PjOXnyJBqNRpKNo0ePAiQrfJEwVyE1xzIhXSUoKAhnZ2dJ203M+PHj6dmzJw8ePJBckUrmE2O+iqUy6cVcNd5nzJghREVFpfqdhLraGUVMu968eSOcPHlSOHnypPDmzZt0bys2Nla4d++ecP/+fSE2NjbddpKSnhrgKXHo0CGz2BHL27dvheHDhwuenp7C/fv3herVqwtVq1YVKlasKJw5c0aUjQcPHggdOnQQBgwYIJw7d06oVKmS0LZtW6Fq1arCnj17JLVn1KhRwsyZM4UHDx4IDx48EGbOnCmMHj06HXv26WjRooXw7NmzZMufP38uqZ+4u7unWIc9KCgoxTrcqTFp0iShY8eOwqJFi4Tly5cb/6SQUv1zc/V7qbXiBcFQvzw4ONj4PigoSGjRooVZ2iMGc51nQRCEPXv2CI0bNxbmzJkjzJ49W2jcuLGwe/fuTLfxITp06GAWO+3atTOLHTE0atRI0Gq1kn73UqJBgwbC8+fPhRYtWghv3rwRfH19Tf5kPl/kSOlnwPPnz/Hw8Ej2WhAEXrx4IdrO5MmT0/xOv379PnpFJp1Ox5QpUzhy5AhFihRBo9Hw6tUrWrZsyfTp0yXVLl69ejXr16/HysoKrVaLIAj07dtXUlnCDyFFx++3335jypQpODk5sWrVKvLnz8/NmzeZOXMmvr6+tGzZMkNtqVSpkug8zvHjx9OgQQMiIiLo3r07M2fOxN3dnTt37jBp0iRR1aWmTJlC//79iYiIYODAgfzyyy9UrFgRX19fBgwYIEn3cebMmSxbtoyJEyciCALVq1dn6tSpotf/HNDpdCnOSs+bN68kZQSFQpGiBI6dnZ3kCFiOHDkkVxlKSu7cudm0aZMxErlnz550VTVLmkbz9OlTihUrJtnOp46qm+s8A3zzzTeULVuWK1euGDWVixcvnuk2wDSFSBAEnjx5YtR2lkLilCJBEHj8+HEytZG0eP78Ob/++ivR0dEIgoBer+f169eicn6rVKlC2bJlEQSBkiVLmrRFilRW27Zt6dOnD35+fslStsw9v0LGvMhO6WeAOfP70kLqjTc9dtauXUt4eDh//PGHcQgpODiYyZMns3btWgYOHChqG9u2beOPP/5g9+7dxvrljx8/ZvLkyTg6OvLdd99laB+k/BjOnz+f6dOn8+bNG1avXk2BAgVYu3Yt3bp1M5F2Si9SzktQUBA9evQAwMvLC3d3dwDKlCkj2uFPyF8Gw4SaihUrAgbdQ6mi89bW1owdO1bSOp8b9evXZ8CAATRv3txYEz0gIIBDhw5Rt25d0Xa+/fZbOnXqROPGjU3snDhxQnKOrTnKzs6aNQtPT0/WrFmDIAjUqFGDGTNmSLaTeOhcoVDQtGnTdKUIFS9enFmzZhmPxe7duzN1eNVc5xkM1+zVq1e5ePEiOp0OnU5H0aJFJT10m8MGmMr4KRQKsmXLxqRJkyTZANPcYYVCQdasWZk7d64kGyNHjqR+/fpcu3aNdu3acfLkSYoWLSpq3Tlz5jBnzhwGDhz4QX3UgICANNUWhg4dytChQ5k6daqJ7mpiUlOQkfl0yE7pZ4C5ZXFSQ4wj5unpmWbUdfny5R/87NixY+zYscMkvzFbtmzMnz+fjh07inZKd+/ezYYNG0wiK0WLFmXlypX06tUrw06pFCwtLY1OXJ06dXj9+jWHDh0iT548ZrEvxUFOnGecNOdQrHObOGqXNA9VrI3EZR9Tav+/aTLBuHHjOHbsGGfPnuXdu3cIgkCOHDlo3769JImp3r17U7VqVc6ePcutW7eMdqZNm5asIlhapDRZw9XVlbNnz4q24ezsTL9+/ViyZAkRERHcuXNHUv5yQgSuevXqyT6TKk8Fhqj68uXLjVH1GjVqZGpU3VznGQwPqi9evOCbb75BEAS8vLx49eqVJGfQHDbA8HCadMa9r6+vJBtgGG1LGgG/ceOGJBtarZahQ4cSHx9PqVKl6Nixo+SKW6kJ9ksZ7fuQQwoG2amPPWooIx3ZKZVJhphh5ISJEykhCEKKE27s7OwkRQAS6hUnRUq5xQ/NwpQaMU7sxFlbW7N27VrJ4uEfmqUvCIKk9phjFn9oaCj79+9HEATj64S2hIWFibLxuZV9zCju7u7UqVMnmWKFmMhMYtzc3GjcuHGyiJfUyEzicr9arZZTp05JdhAWLlzIvXv32LBhAzExMaxatYqrV6+K1nxMiMDFxcURFBRE3rx5USqVvHz5krx583L8+HFJ7bGwsKBSpUqMGTOG4OBgTp8+nS4R/oxgrvN8/vx59u/fbzzH9evXlzSRzRw23r59iyAI9OvXz0TuTqfT0bdvX44dOybKzrVr19Dr9UyaNIlZs2YZ7cTHxzNt2jRJ59nGxgaNRkOBAgW4e/duhisMJiUzRvtkPh2yUyqTDK1Wa7zZpURa0RGlUsnr16+TRRFfvXolafa9TqcjODg4mSROcHCw6Mhi4h/2jJB4e1myZEnXD2lqlbJScr4/hDlm8deoUcOoZ5r4NaQcFUuNjJR9/Fy4ePEio0ePRqPRUKpUKebNm2fM55QSmfH29mbOnDk4OTmh0WhYvny5MfKUkciMhYUFzZo1Y82aNZLW+/333zlw4ABg6BsbN26kXbt2op3SBPWKESNG0LVrV6ODcevWLWPJXClMmjQJvV5vLP966dIlbt26la6UgvRgrvMMhvtTfHy88Z6m0+kk5w1n1MayZcu4dOkS7969M8mdVKvVonLLE/jrr7+4fPky7969M95bEux06tRJtB2A1q1bM2DAABYuXEinTp34888/M5wbnRhz5SD/2xRC/jN8rBlUMp8nbdq0SfM7pUuXFho2bCg0aNAg2V/Dhg3TXP/AgQNC69athStXrgixsbFCZGSkcO7cOaF58+bC8ePHRbd148aNQo8ePUxm7j979kzo0qWLsGPHDlE2tm7danz96NEjk89mzpwpui3VqlUTxo8fL4wfP97kdcKfuRC7X2mxbNmyDNuYNGmSqO8lnbWs0+nMNsM7s2jXrp3w999/CzqdTli7dq3QqFEjwd/fXxAEcddMAq1atTLOvj9y5IhQp04d4fHjx5LtCIIg7Nu3z/jn5eUlzJs3T2jfvr0kG+7u7kJkZKTxfXR0dLrOjblm8ae0Tmb2FXOdZ0EQhNWrVwudOnUSNm/eLGzevFno1KmTsHr16ky3IQiCsHbtWsnrpMS+ffvMYiciIkIQBINSyIkTJ4To6Giz2BUEaYo0mWFHxrzIkdIviLVr16Y56UZMrlKRIkUyVH2jdevWxMfHM3bsWN6+fQtAvnz5GDZsGE2aNBFtp2fPnkRERNC8eXNsbW2Jj48nPj6e/v37i3563717t7Fe+NixY00iIVevXhXdltR0Ss35xL1jxw7JkYmUOH36dIbryt+5c0fU9zJS9vFzQa/XU7BgQcAQMbO0tKRPnz5s375d8vlNiOw3b94chUJBv3790mUnaWWurFmzsmTJEkk2OnfuTPv27Y1Vv/744490FZDImTMnS5cupXnz5giCwIEDB1KcxZ4Wer2ed+/eGSP6QUFBkif1ZARznucBAwZQqlQpLly4gCAIDBw4kHr16mWqjZ07d9KpUyc0Gg0rVqxI9rnYyXLLly9nyJAhXLp0KcWKcFI0aYODgzly5IhJGtDDhw/NMnFP5stHdkq/II4dO5amU2ru/J4P0b59e9q3b28cak8Yno6MjJRUZWrIkCH07duXx48fo1AoKFKkCNbW1qLXFxINlQsZyCFKKlifwOvXr9m1a1e67SYlI238GHZSI3HZx9atWycr+/hvwsXFhW3bttGqVSuyZMlCz549effuHb169RKdYwtQqFAh5s+fj4eHBzlz5qRZs2YEBgbStWtXydI6c+bMQavV8uzZM+OsbCnFNMDwYFe5cmWuXLmChYUFCxYsoFSpUpJsgKEm+rJlyxg5ciRgqNqTHvH8AQMG0K5dOypXrgzAzZs3MzXNw1znGcDf359Lly4xbtw4Xr16xfLlyyldurSkMq4ZtWGu6zwh19kck2779u1LsWLF0iU9JoZ/0z1SRjqyUyqTjASd1PQSHBzMxo0bcXJyokePHqjVavR6Pdu3b2flypX89ddfom1duHABV1dXY232LVu2UKRIkXTJ0ZgroqnX6zl9+jQ7d+7kwoULJrXnM8q/KV/KXGUfPwfmzJnD/PnzyZ49O40bNwYMkfVNmzaxatUq0XZmz57NunXrePbsGTlz5gQMznuuXLlSVaxIiTt37jB06FCcnJzQ6/UEBgaycuVKypcvL9qGVqvl2rVrxkloVlZWlCxZUnL/cHR0FKWDnBatWrWiWrVq3LhxAwsLCyZNmiS5/GpGMNd5Bhg9ejQtWrQADKMFVapUYezYsWzYsCHTbHTu3BkwTK5L+uAsRhc0gYR7WNJ8coVCgZWVlWg7CaTngQXgxIkTaY6miRnt8/f3N+ax/v3335w/f96YZ5srVy4gdQUZmU+H7JR+Qdy/f99EcDgBQaLw8M6dO2nfvn262zF69Gjs7OwICQlBo9HQuHFjRo4cSVRU1Adr2aeEt7c3P/30Ez/99JNxmbOzM5MnT2bMmDFGfc7UMKdz5u/vz86dO9m7dy8KhYKoqCiOHj2aqhLBl0xmSpl9bLJnz86CBQs4f/68yfKePXsaf8TEYGtry/DhwwGDQ/j333+jVqtp0KCBUVJMLDNnzuSnn34yOqE3btzA09MzWfnG1Jg0aRKxsbF07NjROAnt8ePHkqOTXl5ezJs3j/DwcED6PSWBmJgYNm/ezIULF9DpdNSoUYNhw4aJLo+bUcx1ngHCwsKMTqGlpSUdO3Zk+/btmWpj06ZNREZGsmPHDhMJKJ1Ox6FDhySnagwaNIjHjx9TrFgxo3h+9uzZUalUeHp6igoGNGrUiN27d1OjRg2TSVti5MOGDx9O7dq18fT0ND7UJUXMaN+AAQPYt28fx44dY+7cuTRu3BhBEPjf//7HmDFjaNq06X/2vv25IzulXxAlSpTIUC5oAlKHGZPy8uVLTp06RWRkJJ07d2bbtm10796dnj17Spp9/7///Y9ff/3VZOZm8+bNKVeuHEOHDhXllD5+/Ng409ff39/4WhAEAgICRLdl4MCBPHz4kIYNG7J48WIqVarE119//UXf2P5Lw1ve3t5oNBqWLVvG0KFDjcvj4+NZu3atqL6WmMuXLzNmzBicnZ2N0l2LFi0yRvzFEB0dbRIVrVChguRr8+bNmyayQA0bNkxX9bFVq1axZcuWdFVxSsyMGTOwsbFh9uzZAOzatYupU6eyYMGCDNkViznPs7W1NWfPnjXmgP7111/Y2NhIak9GbRQoUCDF3G9LS0vJovdgiNZ6enpSpkwZwJALumLFCiZOnMjgwYPZu3dvmjaio6OZPXu2iaKI2CpKxYoVo2nTpnTq1IkWLVrQo0ePDM3cX7duHVu3bjWmEgwYMAAPDw/JmrQymYfslMokIywsLFXntm3btqmun5Azam9vT2hoKMuXLzdWDJKC8F7YOil58uRBr9eLsiFVR/FDJAwHOTk5kTVrVhQKxUcZIk+pRGV6SKiAlRFq1aplhpb8O4iKiuL69etERUVx5MgRXFxciI6OJiwsjBEjRki2N3fuXNatW2csGXn79m2mT58uKcrp6OjIqVOnjBHWU6dOJRNIT4s8efLw4sUL8ufPDxgE79PzI+/q6pphhxQMWq0HDx40vp8yZQrNmzfPsF2xJD7PiSf0qFQqyed53LhxTJ061VjNLFeuXJKd60mTJjFx4kQTG/Pnzxe9fv369alfvz7NmjVLds3HxsZKagsYBPcTHFIwVOB6+fIluXLlEn3PPXPmDBcuXJCU+5+AQqHgm2++oWHDhvzyyy906NCBAgUKUKVKFXLmzCl5EqiVlZXJpEtnZ2dZCuozR3ZKvyDM9fQXHR2d4gzMBNJyShNf9C4uLulySMHglEZFRSXTBI2MjESr1YqykfCE/OjRI/7++2+sra0pXLiw5Ainl5cXDx8+xMvLi27duuHq6kpkZKQkwe1t27YZlQAeP35sMhlo1qxZ/Pjjj2zevDlNO0uWLDEOEZ8/f57atWsbPxs2bBhLly5l4cKFadq5cuUKK1eu5M6dOygUCsqUKcOgQYOMw2P/9tKhUvj222/59ttv2bx5M15eXqxfv57Xr1/Tt29fIiIiJNsTBMGkhnnZsmXR6XSSbHh6etK/f3+TofYdO3ZIshEfH0+bNm2oUqWKcRKaq6urMW9cTH8Dw0SYoUOHUrt2bZMcw7TuBUkRBIHw8HBj+eHw8HDJ2p4ZIeE8X7hwgWLFiuHs7ExMTAzv3r0zOu5imThxInPnzqVAgQJYWFhw8OBBevXqxblz50TbSHBi+/btS4sWLSSnECTw4sULhg8fTkxMjLHefExMDBcvXpRkJ2/evCxcuJA2bdqg1+s5fPgw+fPnx8fHR7RKgpubG2FhYelyShNGZ7Jmzcrw4cMZNmwYPj4+3Lhxg4cPH4q2k6DaotfrWbBgAT/++CN37txhxYoVxkl2Mp8nslP6BTFgwACePn2KjY2NMX/H29ubYsWKUaRIEdF2cufOne5EdTCtOBQTE8PVq1dNhoKrVq0qyk6bNm0YMWIEkydPNjqRfn5+TJs2jWbNmomyERQUxNChQ3n8+DH58+dHoVDw7NkzKlSowOLFiyVFJosXL86ECRMYM2YMZ86cwcvLi0aNGlGvXj0TAfsPYS55qrNnzxqd0oULF5o4pS9evBBl48KFC4wdO5aBAwfy448/otVq8fHxYcSIESxcuFCygP6Xwq5du9i9ezdgiDJ6eXnRsWNH0RGahOpahQoVYsqUKXTo0AG1Ws2hQ4ckDd2DQb7JxsaGffv28fLlS0aMGMHly5eNkkZi+OGHH0ze9+nTR1IbEoiMjMTOzi5ZRSmpTmnPnj359ttvadCgAWCQLuvXr1+62pQRHj9+zPz589m3bx/BwcEMGDCAnj17SorEJTxINmjQgHv37mFlZSVZiWPLli28efOG/fv3069fP9zc3Gjbti1ff/01FhYWou3MmTMHT09PNm7cyIABAzh16hQxMTGS2gKGsqcrVqxg1KhRqFQqatasyezZszl9+nSqJTsTo9VqadGiBUWLFjXZBzEPQEkn8SkUCipVqkSlSpUk7cepU6cIDQ3l9u3bxpSXwMBA6tata8zhlfk8kZ3SL4gLFy4wZswYfvrpJ6NTGhAQwJw5cyQ5GhnNJUxacShxhRCFQiE6OtOrVy9CQkJo1aoVFhYWWFpaEhMTQ7du3Rg0aJAoG4sWLaJy5cps2rTJeINMqLQza9asdOVdqdVqGjduTOPGjQkMDDQORyZoBn4Ic8lTpWZH7NDUypUrWbduncnEuFKlSlG+fHnmzJkjaebul4RWqzX5IZXiGAAmDydBQUE8e/bMGImTquuZ4CDb2NhQokQJSQ5yQknTD/UHsQ+GCaT0kJqe4eEGDRpQtmxZrly5gl6vZ/ny5SYR5cxi165dRgfSzc1N8sMHGCbcdOvWjQULFmBnZ8eaNWtETeZJSu7cuWnbti1qtZodO3awZcsWfvrpJ0aPHm1UCEiLLFmyUKNGDa5fv05ERARjxoxJV1qEvb29iSZzAq1btxZtY8CAAZK3m0CC4+vn54efnx9KpRJXV9cPTnpKDScnJ+rWrWt8L6XClcynQ3ZKvyCWLl3Khg0bTHK/evToQdWqVZkxY4booT8pOU0psWLFChwdHTNkI4GRI0cyYMAA/v77b5RKJYULFzYZPjxz5owx6pISPj4+HD161GSZpaUlI0eOpE2bNhlun4uLC7179wakCd9/aumnyMjIFJUaypQpI1mv8UuiUaNG9OjRg2bNmqFQKDh+/LhxcpwYtmzZAmBMA9iyZYsxDUCqk5ARB3nHjh14enoyZcoUsmfPbvLwcv36de7evSupLadPn2bJkiVER0cbh4djY2O5cOGCJDtdu3bl6NGjZslPzQhardZk0qXUhw8wSH0plUoOHTqEr68vo0aNokGDBik6dR9i9+7dHDhwgICAANq2bcu2bdvImTMn/v7+tGvXTrRTam1tzbNnzyhcuDCXL1+mRo0aolOcEmMOlYVq1apx9uxZLl68SHx8PNWrVxetPPHs2TPGjx9PSEgILi4uCIJAYGAg1tbWzJ8/P8V7lsyXheyUfkHExcWleLMvVaqUpKjGiRMnOHHixAc/T6syR8+ePdNd4zslbG1tTZLvE7Ns2bJUndIPaewpFAqzV5JJK/r5qR3RxERHRxMfH59MjD2hatZ/lTFjxnDs2DGuXLmCWq3Gw8NDspQTfDgNQMrQYUYcZE9PT8CghPHtt98aH5xA+pA7mG94OEEhpFy5ciY5h+mJMGaElI6tVL3hJk2a0L17d+CfcywmlzsxV65cYciQIclGsXLkyMHUqVNF2xkxYgRLlixhwYIFrF+/np07d9KhQwdJbQHzqCysX7+eEydO0KpVKwRBYM2aNTx+/JiBAwemue6oUaOYOHFiMtmnq1ev8uOPP+Ll5SWqDS1btkyxfyY42WKUAGQ+DbJT+gURHx+PRqNJJruk0WgyLPMkhcyUEsqII2juWZhp2UuQpxIEgXfv3qVbniqxHq0gCCavxe5TnTp1WLhwoUlUR6fTMWfOnP/8MFfTpk0zPGkwo2kAYB4HOW/evPj4+DBq1CjmzJmDpaVluvq9uYaHb968yc2bN02WfQonwRzHNsEhTcDOzk6SIwmpj0qJkadKqKoGhuv/+++/x8bGhly5ckmOhoN5VBYOHjzI7t27jQ8dHTt2pH379qKc0tjY2BR1SKtUqYJGoxHdhkWLFtG3b18WL16c7sljMp8G2Sn9gvj666+ZPn06U6ZMMUYINRoNnp6eJpNh0iKjNYoDAwNTrMNsLvuJEesIJkWqI2gOzCVP9eDBgwzbGD16NAMGDKBx48aUKVMGnU7HnTt3KFKkSKrnTkYcGU0DSCCjDrKNjQ3Lly9nyZIldOrUiRUrVqRrhMBcw8OnT5+WvM7HIl++fMYhYp1Ox549e9IVXfyUfKiqWnoxh8qCIAgmUXArKyvR5XHLlCnDtGnTaNWqlbHSV0BAAPv37//gaFlKFC9enJEjR7J582ZRk1BlPh9kp/QLYtCgQYwfP55q1apRoEABrKysePr0KfXr15dcweXKlSusWrWK27dvpygX9G/BXI6gOXBzc+P8+fM8fvyYChUqUKFChXTbCg4OxsLCgixZsvD69WtOnDhByZIlRZdftbW1ZfPmzVy+fNl4jj08PP515/dzxVxpABklYSRh+PDhlChRgu7du0uWpgLzDQ8HBwczY8YMk4pO06ZNk1Qv3hxMmjSJy5cvExYWRqFChXjw4AGVKlX61zml5q6qZg6VhRo1ajBkyBBj2dP9+/eLnmQ7a9YstmzZwtKlS3n37p1Rq7pevXrJItNp0bZt209yzclkDIXwXyrb8h/h5cuX3L9/H6VSSZkyZSQPXySWC6patapRLmjNmjWiZvG3a9fOrDmlGdnWmzdvUl3fnLlsHh4eqSoLLFmyhAMHDlC2bFl8fHwYOHCgUSJKCn/++Sfjxo1j2bJlFChQgJYtW1KnTh1evXpF+/btRU226tSpEzt37pS8bZl/F1u2bDH5Mb9//z4LFy7k559/FrV+0uFhhUKBIAiEhYXh5OQkWkkjgcGDB1OxYkU6deqEXq9n586dXL16lbVr10qyk1EaNmzI8ePH8fT0xMPDg5iYGObOnfufVZ1IjFar5dmzZ+h0OooWLSo6ypmAIAhs27aNS5cuIQgCNWrUoHPnzpmqRyvz70WOlH5BCILAuXPncHR0NMlHevToEfPmzRP9Q5RRuaDPKae0W7duxh/SBBQKBQEBAWi1WtGzSs0hfH/8+HG8vb2xsbHB19eXIUOGpMspXb58Odu2baNAgQKsX7+eYsWKsXDhQiIjI/nuu+9EOaWZmWMs8+lIGl0qWbKk6PsAmH94+NWrVybpIX379jWp8JRZuLq6YmFhQeHChXn48CEtWrRIV5GEL407d+4wdOhQnJyc0Ov1BAYGsnLlymT6oamxbt06+vfvT9euXY3LFi9ezMiRI0XbOHbsGOvWrUumBCI193jTpk2sWrXKeG7ToyYgk7nITukXxLRp0/jjjz+IjY1l8uTJNGzYkHnz5rFnzx7jUIoYMioX9Msvv0hq94cYMmQIy5cvT/U7aUX7kuawRUVFMW/ePM6dO2ecoSwGcwjfW1lZGetau7m5pXuWe1xcnFHz8uLFi8ZZw/b29qIfCDJaSlbmv4G5h4cVCgVv3741jt68efNGciTOHOTIkYO1a9dSs2ZNY1UlKRNpvlRmzpzJTz/9ZHRCb9y4gaenp6jyuAsXLiQoKIjTp0/z/Plz43KdTsfNmzclOaXz5s1j/vz5GR7J2rx5M/v37890dQeZ9CM7pV8Qf/75J4cPHyY4OJgJEyawbt06nJ2d2bdvn6SKThmVCxo8eHCqE5DEDvm9fv06ze98SPIpJS5cuMCkSZOoXbs2Bw8exN7eXvS65hC+T3pM0jucJQgCgiAQGxvL9evXjTPoo6OjRUt/ZbSUrIxMehg2bBidOnVK5vRkNrNmzeLs2bOUK1eOJk2acPjwYaZNm5bp7fjciI6ONomKVqhQQfSoSpMmTXj69CkXL140eZhRqVTJKoulRb58+ahcuXKGZfsKFSqU6fnKMhlDdkq/ILJkyYKdnR12dnY8ffqUAQMG0KNHD8l2MioXlDDkJwgCkydPZubMmZLbAP+UK/2QEyi2Kk10dDRz5841RkelKBGkRHqlpAICAkyGLpO+F6tK0LhxYwYOHIher6dEiRIULVqUBw8esGzZMtEztTNaSlZGJj3UqVOHjh07snnzZhQKBX379qVevXqZ3o5hw4YZ0xi6d+8ueRLNl4qjoyOnTp0yThA6efIkTk5OotYtV64c5cqVo3HjxpIe+FOid+/eeHh4ULVqVZOHd6nKLR4eHrRq1Yry5cub2JHvfZ8vslP6BZHYWXJ2dk6XQwoGuaD+/fubyAXdvn2bokWLipILSvyUbGtrm+4hwICAAJYtW5aiUyq2XGni6OihQ4ews7NLV1vMoWmaVDg9vTWYhwwZgre3N4GBgcaI5sWLFylZsqTo8qvy/EaZT8GMGTOIiopi7ty56PV6Dhw4wOzZsyWrg2SUmJgYkzQCGQOenp6MGTPGeD7y5s1rTG8QS5UqVZLdL7Nnz84ff/wh2sbq1aspWLBghidHLVq0iFatWuHm5pYhOzKZh+yUfkEkvhGkR6w7AVtbW7Zs2cKWLVuIi4tDq9WmWy4oI85c/vz5Jc/uTUqvXr1Qq9WcO3eO8+fPG5dLrexhDuH7Dz3lR0dHc+jQIVE2EkgqXN6zZ09ev37NkiVLROVuZbSUrIxMerhx44ZJX2/YsKFZyv1KJSQkhAYNGuDi4oKVlRWCIKBUKjl16lSmt+VzILHKgrW1NXny5EEQBGxsbJg6daqk+3BiHWWtVsupU6eSSUylhVarNUs009LS0qy62DIfH9kp/YJIq9KP2BmHQUFBDBs2jEePHpE/f34UCgUbNmygYsWKLFq0iCxZsny0fRBLRESEqHaYq1LMx9A7ffDgATt27ODQoUMUKFBA1Kz5pOj1ek6fPs3OnTu5cOGC6FKJGzduNHmvVCpxcHCgVq1a1K1bV3I7ZGTEkCNHDl69ekXevHkBePfuHdmzZ8/0dhQpUoSff/7ZROZqwoQJmd6OzwVzqywkYGFhQbNmzVizZo2k9WrXrs2vv/5K3bp1TQIsUicsVa5cmblz5/LVV1+Z2BGb+iWT+cg6pTLJmDhxIi4uLgwZMsR4IWs0GpYvX05AQABz585Ndf3EN/fTp08nc5TEPgGfO3eOOnXqmCy7desW27dv59ixY/j4+KRpI6lOaYLzZWtrK6oNiTGH8H1cXBxHjhxhx44dPHz4EKVSydq1ayWnOPj7+7Nz50727t2LQqEgKioKLy8v4499WiTVdhUEgaCgILy9vWnfvr2cYydjVhIicSEhIbx+/dqYK3jt2jWKFi2aafqggwcP5v79+7x7985YMQgMOfO5cuVi+/btmdKOL5nEqh6CIPD48WMuXbrE3r17RdtI6eE6PeVoU7qPiU39kvk0yE7pF4QYCSUxNGvWjKNHjyZbLggCbdq0SVNXMC3hfCnyVGCY8HTo0CG2b9/OkydPaN26NT179qR48eJprtuwYcNkOqUhISEUK1aMxYsXi841Mofw/cyZMzl27Bhly5alWbNmNGzYkNatW0suvThw4EAePnxIw4YNadasGZUqVeLrr782SwnHiIgIunTpIjmdQEYmNS5fvpzq5+aWnvoQkZGRhIaGMmvWLCZNmmRcrlarcXZ2/iTyVF8aSSPOWbNm5bvvvhP9wAxw5swZGjRokOG27NixI925+zKfBvkK/IJ49eqVWex8SGZJoVCIkuiQ6nR+iHv37rFjxw6OHj1K2bJl6datG6tWrZKUa/QhR23//v1Mnz6ddevWibJjDuH7Y8eOGSVoGjRogL29fbpybv39/cmRIwdOTk5kzZoVhUJhlolYYFBwkCuvyJibzHI608Le3h57e3tWr179qZvyxWKOXNCFCxeaxSn99ddfZaf0X4bslH5BREdHm0VCKTUHR4zzo9VqWbJkCQUKFODbb7+lTp06BAUFoVQq2b17N6VKlRLVjvbt29OsWTMOHDhgzCWSmpv0Idq2bSupso05hO/Pnj3L2bNn8fLyYsaMGdSsWZOYmBg0Gg2Wlpai7Xh5efHw4UO8vLzo1q0brq6uREZGEhAQkOH8vODgYHlmvoyMjGQSRqU+hJSh97x58zJhwgTKly+PtbW1cblU/eScOXPi4eFB+fLlTYIt8uSnzxfZKf2CMIeEEvwz0zwpYmeaL168mICAAL7//nsAXFxcOHfuHL/99hvr1q1jyZIlotqxatUq9u3bR9u2balTpw7Nmzf/ZA6TOYTvVSoVDRs2pGHDhgQHB3Pw4EFev35N3bp1ad++PePGjRNtq3jx4kyYMIExY8bw+++/s3fvXho3bsxXX33FsmXL0lw/JWmviIgIfv/9d/r37y9pv2RkZGS2bNkCGOYfnD17losXL6JSqahXrx41a9aUZCtr1qwA3Lx502S5VKc0vbn/Mp8OOaf0C6Jt27aplo4Ui6+vb6qfp5WH6e7uzpEjR4z5WQntEgSBRo0aSU5WDwkJ4eDBg+zbt49Hjx7RqVMnunTpYlJ/XgqRkZHs3r2ba9euidJdBYPod+JhoKS5Shl58r5z5w779u1j8uTJotd5+vQpWbJkwdXVlXXr1nH9+nVy5sxJ9uzZRWmVJt1vhUKBo6Mj1atXT/dxlZGRkRk3bhxxcXG0bt3aqEWbM2fOTNeilfl3IkdKZZKRUaFhCwsLkwkDU6dOBQyOj4ODg2R7WbNmpUePHvTo0YN79+6xd+9ePDw8uHDhQprrlihRwmSiU4LzVbNmTUllBc0hfJ/aA0PZsmVF29m8eTMbNmxApVJRrVo1nj17RvPmzbl8+TJRUVGibKTmRF+7do3KlSuLbo+MjIxMAjdv3uTYsWPG9w0bNqRly5ai1i1ZsiT379+nYsWKZMuWzbhcqq50u3bt2Ldvn/H+n9SOWHlEmcxHdkq/IEaPHv2pmwAYhqkDAwONNYcrVqwIGCboSBn2TpjQk5hSpUpRqlQp0XqciYWcM4I5hO8T15pPSSpL7NDUzp078fb2JiYmhkaNGnHu3Dns7Ozo2rWrWWrW9+3bl+vXr2fYjoyMzH+PPHny8OLFC/Lnzw9AYGBgsvv4h0jI11er1WzZssVER1bKZM6Eggz79++nRIkS0ndC5pMhO6VfEHXq1OHMmTMUKVKEvHnzcurUKfbs2UPJkiX54YcfMlTlSQqdOnVi8ODBzJ49m0KFCgHw4sULJkyYQNeuXUXbGTBggFFeKqnc1cKFC0XXsNdoNBw7dozbt2+jUCgoW7Ys7u7ukiYXJSU9wveJZ6W2bds23bNU1Wo1tra22NrakjdvXmPpVJVKZRZJGzmjR0ZGJr3Ex8fTpk0bqlSpglqt5tq1a2TPnh0PDw+AVOc2VK1a1ThqlHheg9QI5+bNm2nQoAGjR49m/fr1ye5pUkX4ZTIP2Sn9gvj555/x9vZm3rx5PHjwgNGjR/Pjjz9y//595s+fn2k5PV26dCE8PJyOHTtiYWGBQqFAo9HQr18/SXJRiW8kSeWuxDpOISEheHh4YG1tTZUqVdBqtfzyyy+sW7eOzZs3GxPqxWAu4XvIWPnVxLJcH0O+yVzyUjIyMv89fvjhB5P3vXv3Fr3unDlzmDNnDgMHDsyQbFfbtm3p06cPfn5+dOvWzbhcahqATOYjO6VfEAcOHGDnzp3Y2NiwcOFCGjZsyLfffosgCMlqpX9sBgwYQO/evXny5AkAhQoVMpH2EENi5yipoyTWcVqwYAGtWrWiX79+JstXrVrFggULmD17tig7iYXvu3XrZhS+/xT6i8+fPzdGHRK/FgSBFy9eiLLxofxWQRDQ6XRmaaeMjMx/D3PcEzOqIzt06FCGDh3KhAkTKF68uIkSQIcOHTLcPpmPh+yUfkEoFAqjlualS5eM4u6ZHflKXNrTyckJMOhfJpCZQye3b99O0fH84YcfcHd3F23HHML3V65cMb6Ojo42eQ/idWTXrl0rabspkTi/NSmZ/QAjIyMj8zHQ6XTcuHGDjh07GpUAHj9+LCsBfMbITukXhEqlIjw8nOjoaO7fv2/MufT19c3U8nndunVLVtozASlDJwEBAUbposSvE96LQavVfvAzKUPf5hC+X7ZsmfG4uLq6mryXoiNrjkhEQj5rWFgYjo6OGbYnIyMj87lx+/Ztk5LZUpQAZD4NslP6BdGvXz/atm1LfHw8HTp0wNXVFW9vb3766SdR2pXmwhw12AHq1atnfJ1eSaYcOXJw8eJFatSoYbL8woUL5MqVS3RbzCF8v2XLFk6fPk2RIkXIly8fJ0+eZM+ePZQqVSpZHtbH5vLly4wcOZKgoCDy58/P0qVLKV68eKa2QUZGRuZj4ubmlm4lAJlPgyye/4Xh7+9PSEiIUQbj7NmzWFtbU7169Uxrw6lTp2jUqBGQPBK3fv16+vbtK8pOgtYcwIYNGyQlzCdw69YtfvjhBzp37ky5cuXQ6XT4+Pjg5eXF//73vwzLhUgRvt+wYQNHjhxh3rx5xMfH07lzZ+NENLVazcSJEzPUFil88803DB48mOrVq3Po0CFOnTrF+vXrM237MjIyMh+bnj17cuPGjWRKAAlyhWJHp2QyD9kp/YJInMuZEpmVy5nYmUz8OqX3qZG4QpWU9ZLy5MkTfv75Z6MkVLly5ejfvz/58uUTbSOtSlli9EFbt25tMhHtzZs3LF682DgRLfEw08emTZs2HDhwwPi+RYsWHDlyJNO2LyMjI/OxuXz5cqqff4qJqjKpIw/ff0GklMupUCgICAhAq9VmWhWLxNtP+syT3megjDw7FSlSJEVN0OvXr1OpUiVRNswhfP+5TEQDU1kpIEOarTIyMjKfI7LT+e9Ddkq/IJLmckZFRTFv3jzOnTuHp6fnJ2lTeqWckn43vY6bj48Pc+bMIWvWrMyaNQsXFxd8fX2ZP38+v//+Ozdv3hRlxxzC95/LRDQwTAB7+/at0dlP+l4Wl5aRkZGRyWxkp/QL5cKFC0yaNInatWtz8OBB7O3tM23b5or8PX782FjVw9/f3/haigDy1KlT+eabb/Dz82PlypWUL1+eGTNm0KBBg3QPV6d3/z6XiWhgkKRKKirdrVs3WVxaRkZGRuaTITulXxjR0dHMnTvXGB0VW4rTnCQIuguCkG5xd4Djx49nuC3x8fH06NEDQRBo0KABV65c4eeff6ZixYoZti2Vpk2bUrFiRZOJaHZ2dsycOTNTJ6KBoWzrh5ArOsnIyMjIfApkp/QLInF09NChQ8aa6JnN2rVrzeLYuLm5ZdhGQq6kQqFAqVSyadMm48xLKZhL+D5HjhwmkiSJZa8ykwkTJuDs7EzNmjWxsLBI9rmYHFkZGRkZGRlzIs++/4IoUaIEarUaV1dXE6cws4dkS5QoYSIKn/T/zJpwBakrAUihe/fuKU4ikyp8/7lw//59vL29OX/+PCVKlKB58+bUqlUr2QQoGRkZGRmZzEJ2Sr8gfH19CQ0NRafT4ezsDBhmeRcpUgRnZ2ezRB6lkljW6VNQp04do9D+jh07konuDx48WLSt1ITvU4o2/lu4ffs23t7eXLp0iTJlytCiRYtMTyeQkZGRkZGRwyJfEGFhYfTv35/Q0FDc3NyM1SwGDRpERETEJ2nTp85PTOyEiq0ClRIbNmxg5cqVaDQaHjx4wJgxY2jUqBFhYWEsWLDAHE39ZJQtW5Zx48YxceJEHj16xIABAz51k2RkZGRk/oPIkdIviB49evDDDz8ki3L9+eef/Pzzz2zatCnT2/SpI6UAW7duxdXVlcaNG9OhQweCg4NRq9WsX7/eWH4uLT4n4XtzIQgCV65c4dixY/zxxx+ULFmSpk2b0qBBA2xtbT9182RkZGRk/mPIkdIviPDw8BSHXevWrUtISMgnaNGnj5SuW7eOU6dOUaRIEQDi4uLYsmULHh4erF27VrSdpML3devWNS7/NzJ16lS+/vprNm/eTOXKlTl06BDLly+nRYsWskMqIyMjI/NJkGfff0HEx8ej1+uTTVbR6/VotdpMa0fDhg2Nzlp69UXNxb59+9izZ49RiUClUuHm5sZ3332Hu7u7aDufk/C9Odi5cydOTk7cu3ePe/fusXjxYpPPZZ1SGRkZGZnM5t/3ayrzQapWrcqKFSsYOnSoyfJVq1ZRpkyZTGvHli1bMm1baaFSqUyksQYOHJji8rT4nITvzYHsdMrIyMjIfG7IOaVfEJGRkfTr1w8/Pz9KlCiBlZUV9+7dI1u2bKxevRonJ6dP3cRMp3nz5uzatStZRauIiAg8PDwkSUT5+/ubCN+fPXsWa2treaa6jIyMjIyMGZCd0i8MQRC4ePEi9+/fR6lUUqZMGapUqfKpm/XJWL16NXfu3GHevHlGxzQqKorx48dTqVIlevXq9YlbKCMjIyMjIwOyUyrzhaPT6Zg2bRqHDx+mcOHCKBQKnjx5Qps2bZg2bdqnbp6MjIyMjIzMe2SnVOY/gb+/P7du3QKgTJky5MqV6xO3SEZGRkZGRiYxslMqIyMjIyMjIyPzyZF1SmVkZGRkZGRkZD45slMqIyMjIyMjIyPzyZGdUhkZGRkZGRkZmU+O7JTKyMjIyMjIyMh8cmSnVEZGRkZGRkZG5pPzfytKD+kuBKELAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10, 8))\n", "\n", "sns.heatmap(\n", " building_footprints.corr(), \n", " annot=True, \n", " ax=ax\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Categorical Plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Count Plot" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "sns.countplot(\n", " x=\"borough\", \n", " data=building_footprints, \n", " ax=ax\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "sns.countplot(\n", " x=\"borough\", \n", " data=building_footprints,\n", " hue='pfirm15_flag', \n", " ax=ax\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "sns.countplot(\n", " y=\"borough\", \n", " data=building_footprints,\n", " hue='pfirm15_flag', \n", " ax=ax\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.catplot(\n", " x=\"borough\", \n", " data=building_footprints,\n", " col='pfirm15_flag',\n", " hue='borough',\n", " kind='count',\n", " height=6\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "image/png": 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2AAAGINgAABiAYAMAYACCDQCAAQg2AAAGINgAABiAYAMAYACCDQCAAQg2AAAGINgAABiAYAMAYACCDQCAAQg2AAAGINgAABiAYAMAYIA+Bbu+vr7X2v/+7/9e8mEAAMBXu2CwP/nkE33yySd64IEH9Omnn4YuNzQ0aPHixf01IwAAVzzrha587LHH9Oabb0qSbrnlli9vZLUqLS0tvJMBAICQCwZ7+/btkqTly5dr7dq1/TIQAADo7YLBPmPt2rWqra3Vp59+qmAwGFofP3582AYDAABf6lOwN2/erO3bt2vo0KGhNYvFot/97ndhGwwAAHypT8EuKSnRG2+8oWHDhoV7HgAA8BX69GNdw4cPJ9YAAERQn55hT5kyRevXr9dtt92mwYMHh9Z5DRsAgP7Rp2Dv2bNHkuT1ekNrvIYNAED/6VOwDxw4EO45AADABfQp2C+++OJXrv/t3/7tJR0GAAB8tT4F+3/+539Cvz99+rQqKio0ZcqUsA0FAAB66vMHp5ytvr5eK1euDMtAAACgt2/09ZrDhg1TbW3tpZ4FAACcx0W/hh0MBlVVVdXjU88AAEB4XfRr2NIXH6SybNmysAwEAAB6u6jXsGtra9XV1aURI0aEdSgAANBTn4J98uRJ/d3f/Z1OnTqlQCCga6+9Vtu2bdOoUaPCPR8AAFAf33T2xBNP6Be/+IUqKipUWVmpRYsWqbCwMNyzAQCAP+tTsBsbG3X33XeHLv/0pz9Vc3Nz2IYCAAA99SnY3d3d+uSTT0KXm5qawjUPAAD4Cn16DXvevHm65557lJGRIYvForKyMv385z8P92wAAODP+vQMOzU1VZLk9/v1wQcfqL6+XtOnTw/rYAAA4Et9eobtdruVk5Oj3NxcdXZ26p//+Z+1YsUK/eM//mO45wMAAOrjM+zm5mbl5uZKkqKjo3XvvffK5/OFdTAAAPClPr/prL6+PnS5oaFBwWAwbEMBAICe+nRK/N5779Vdd92lqVOnymKx6MiRI3w0KQAA/ahPwZ41a5aSk5P11ltvKSoqSvfff7/+8i//MtyzAQCAP+tTsCVp7NixGjt27EX94W1tbZozZ462bt2qv/iLv9Dy5ctVWVmpq6++WpK0ePFiTZ8+XdXV1Vq5cqXa29vldDpVWFgoq9Wquro65eXlqbGxUSNHjpTH49GQIUPU0tKixx9/XB9++KHi4+O1adMm2e32i9tzAAAM8o2+D7svjh49qrlz56qmpia0VlVVpZ07d6q0tFSlpaWhHw3Ly8vTqlWrVF5ermAwqOLiYklSYWGhsrOz5fV6lZycrKKiIknSpk2b5HQ6tX//fs2ePVurV68O124AADAghC3YxcXFKigokMPhkCR9/vnnqqur04oVK+RyubR582YFAgHV1taqo6NDEydOlCRlZWXJ6/XK7/eroqJCaWlpPdYl6eDBg3K5XJKkmTNn6vDhw/L7/eHaFQAAIq7Pp8Qv1rnPehsaGjR58mQVFBQoNjZWDz74oHbv3q3Ro0f3OJ1tt9tVX1+v5uZmxcTEyGq19liXpFOnToVuY7VaFRMTo6amJg0bNqzP8w0dGvNtd/GKY7fHRnqEywrH89LjmOJyFrZgnyspKUkvvPBC6PL8+fNVUlKiUaNGyWKxhNaDwaAsFkvo17Ode/ns2wwadHEnCxob2xQInP9H03jg9+bztX6r23NMe+J4Xnrf9pgCkXahx3XYTomf6/3331d5eXnocjAYlNVqVUJCQo8PYWloaJDD4VB8fLxaW1vV3d0tSfL5fKHT6w6HQw0NDZKkrq4utbe3Ky4urr92BQCAftdvwQ4Gg1qzZo0+/fRT+f1+vfrqq5o+fboSExMVHR2tyspKSVJpaalSUlJks9nkdDpVVlYmSSopKVFKSoqkLz7bvKSkRJJUVlYmp9Mpm83WX7sCAEC/67dT4mPHjtWCBQs0d+5cdXV1acaMGZo5c6YkyePxKD8/X21tbRo/fnzoY1ALCgrkdru1ZcsWDR8+XBs2bJAkLV26VG63W5mZmYqNjZXH4+mv3QAAICLCHuwDBw6Efp+Tk6OcnJxe24wdO1a7d+/utZ6YmKgdO3b0Wo+Li9PWrVsv7aAAAAxg/XZKHAAAfHMEGwAAAxBsAAAMQLABADAAwQYAwAAEGwAAAxBsAAAMQLABADAAwQYAwAAEGwAAAxBsAAAMQLABADAAwQYAwAAEGwAAAxBsAAAMQLABADAAwQYAwAAEGwAAAxBsAAAMQLABADAAwQYAwAAEGwAAAxBsAAAMQLABADAAwQYAwAAEGwAAAxBsAAAMQLABADAAwQYAwAAEGwAAAxBsAAAMQLABADAAwQYAwAAEGwAAAxBsAAAMQLABADAAwQYAwADWSA8AALh8xV4zWIOjbZEeY8Do6PSrtaXjG92WYAMAwmZwtE3Zy3ZFeowB45X1OWrVNws2p8QBADAAwQYAwAAEGwAAAxBsAAAMQLABADAAwQYAwAAEGwAAAxBsAAAMQLABADAAwQYAwAAEGwAAAxBsAAAMQLABADAAwQYAwAAEGwAAAxBsAAAMQLABADAAwQYAwAAEGwAAA4Q12G1tbZo5c6Y++ugjSdKRI0fkcrk0Y8YMbdy4MbRddXW1srKylJaWppUrV6qrq0uSVFdXp5ycHKWnp2vRokVqb2+XJLW0tGjBggXKyMhQTk6OfD5fOHcDAICIC1uwjx49qrlz56qmpkaS1NHRoRUrVqioqEhlZWWqqqrSoUOHJEl5eXlatWqVysvLFQwGVVxcLEkqLCxUdna2vF6vkpOTVVRUJEnatGmTnE6n9u/fr9mzZ2v16tXh2g0AAAaEsAW7uLhYBQUFcjgckqRjx45pxIgRSkpKktVqlcvlktfrVW1trTo6OjRx4kRJUlZWlrxer/x+vyoqKpSWltZjXZIOHjwol8slSZo5c6YOHz4sv98frl0BACDirOH6g8991nvq1CnZ7fbQZYfDofr6+l7rdrtd9fX1am5uVkxMjKxWa4/1c/8sq9WqmJgYNTU1adiwYeHaHQAAIipswT5XIBCQxWIJXQ4Gg7JYLOddP/Pr2c69fPZtBg26uJMFQ4fGXNT2kOz22EiPcFnheF56HFOY4JveT/st2AkJCT3eHObz+eRwOHqtNzQ0yOFwKD4+Xq2treru7lZUVFRoe+mLZ+cNDQ1KSEhQV1eX2tvbFRcXd1HzNDa2KRAInvd6Hvi9+Xyt3+r2HNOeOJ6X3rc9prj0uJ/2dqH76YWOV7/9WNeECRN04sQJnTx5Ut3d3dq3b59SUlKUmJio6OhoVVZWSpJKS0uVkpIim80mp9OpsrIySVJJSYlSUlIkSampqSopKZEklZWVyel0ymaz9deuAADQ7/rtGXZ0dLTWrVunJUuWqLOzU6mpqUpPT5ckeTwe5efnq62tTePHj1dubq4kqaCgQG63W1u2bNHw4cO1YcMGSdLSpUvldruVmZmp2NhYeTye/toNAAAiIuzBPnDgQOj3U6ZM0d69e3ttM3bsWO3evbvXemJionbs2NFrPS4uTlu3br20gwIAMIDxSWcAABiAYAMAYACCDQCAAQg2AAAGINgAABiAYAMAYACCDQCAAQg2AAAGINgAABiAYAMAYACCDQCAAQg2AAAGINgAABiAYAMAYACCDQCAAQg2AAAGINgAABiAYAMAYACCDQCAAQg2AAAGINgAABiAYAMAYACCDQCAAQg2AAAGINgAABiAYAMAYACCDQCAAQg2AAAGINgAABiAYAMAYACCDQCAAQg2AAAGINgAABiAYAMAYACCDQCAAQg2AAAGINgAABiAYAMAYACCDQCAAQg2AAAGINgAABiAYAMAYACCDQCAAQg2AAAGINgAABiAYAMAYACCDQCAAQg2AAAGINgAABiAYAMAYACCDQCAAQg2AAAGINgAABiAYAMAYACCDQCAAQg2AAAGINgAABiAYAMAYACCDQCAAayR+Evnz5+vpqYmWa1f/PVPPPGE2tvbtXbtWnV2diojI0OPPvqoJKm6ulorV65Ue3u7nE6nCgsLZbVaVVdXp7y8PDU2NmrkyJHyeDwaMmRIJHYHAICw6/dn2MFgUDU1NSotLQ39N2bMGK1YsUJFRUUqKytTVVWVDh06JEnKy8vTqlWrVF5ermAwqOLiYklSYWGhsrOz5fV6lZycrKKiov7eFQAA+k2/B/uPf/yjJOm+++7THXfcoZ07d+rYsWMaMWKEkpKSZLVa5XK55PV6VVtbq46ODk2cOFGSlJWVJa/XK7/fr4qKCqWlpfVYBwDgctXvwW5padGUKVP0wgsv6Ne//rX+5V/+RXV1dbLb7aFtHA6H6uvrderUqR7rdrtd9fX1am5uVkxMTOiU+pl1AAAuV/3+GvakSZM0adKk0OVZs2Zp8+bNuummm0JrwWBQFotFgUBAFoul1/qZX8927uWvM3RozDfcgyuX3R4b6REuKxzPS49jChN80/tpvwf7nXfekd/v15QpUyR9EeHExET5fL7QNj6fTw6HQwkJCT3WGxoa5HA4FB8fr9bWVnV3dysqKiq0/cVobGxTIBA87/U88Hvz+Vq/1e05pj1xPC+9b3tMcelxP+3tQvfTCx2vfj8l3traqvXr16uzs1NtbW167bXX9Mtf/lInTpzQyZMn1d3drX379iklJUWJiYmKjo5WZWWlJKm0tFQpKSmy2WxyOp0qKyuTJJWUlCglJaW/dwUAgH7T78+wb731Vh09elR33XWXAoGAsrOzNWnSJK1bt05LlixRZ2enUlNTlZ6eLknyeDzKz89XW1ubxo8fr9zcXElSQUGB3G63tmzZouHDh2vDhg39vSsAAPSbiPwc9iOPPKJHHnmkx9qUKVO0d+/eXtuOHTtWu3fv7rWemJioHTt2hGtEAAAGFD7pDAAAAxBsAAAMQLABADAAwQYAwAAEGwAAAxBsAAAMQLABADAAwQYAwAAEGwAAAxBsAAAMQLABADAAwQYAwAAEGwAAAxBsAAAMQLABADAAwQYAwAAEGwAAAxBsAAAMQLABADAAwQYAwAAEGwAAAxBsAAAMQLABADAAwQYAwAAEGwAAAxBsAAAMQLABADAAwQYAwADWSA8AAANF7DWDNTjaFukxBoyOTr9aWzoiPQb+jGADwJ8NjrYpe9muSI8xYLyyPketItgDBafEAQAwAMEGAMAABBsAAAMQbAAADECwAQAwAMEGAMAABBsAAAMQbAAADECwAQAwAMEGAMAABBsAAAMQbAAADECwAQAwAMEGAMAABBsAAAMQbAAADECwAQAwAMEGAMAABBsAAAMQbAAADECwAQAwAMEGAMAABBsAAAMQbAAADECwAQAwAMEGAMAABBsAAAMQbAAADECwAQAwgNHBfv3113X77bdrxowZ2rVrV6THAQAgbKyRHuCbqq+v18aNG7Vnzx5dddVVmjNnjm655RZdf/31kR4NAIBLzthgHzlyRJMnT1ZcXJwkKS0tTV6vV4sXL+7T7QcNsnztNt+9dsi3GfGy05dj9nU4pl/ieF56HNNLj2N66X3TY2oJBoPBSzxLv9i2bZs+++wzPfroo5Kk3/zmNzp27JiefPLJCE8GAMClZ+xr2IFAQBbLl/9KCQaDPS4DAHA5MTbYCQkJ8vl8ocs+n08OhyOCEwEAED7GBvtHP/qR/uM//kNNTU36/PPP9cYbbyglJSXSYwEAEBbGvuls2LBhevTRR5Wbmyu/369Zs2bphz/8YaTHAgAgLIx90xkAAFcSY0+JAwBwJSHYAAAYgGADAGAAgg0AgAEI9gDj9XqVlZWlO+64Qy6XS7/61a8kSW63W3v27InwdOb4wx/+oEmTJunOO+/UHXfcoYyMDL300kuSpGnTpumjjz4KbfurX/1KmZmZamhoiNS4uMJ89NFHGjNmjFatWtVjvbq6WmPGjNGePXs0bdo0bdy4scf1/H/gws73uO/s7FRmZmaPY/enP/1J06ZNU11dXQQnvjjG/ljX5ai+vl5PP/209uzZo2uvvVbt7e2aP3++Ro4cGenRjJScnKwdO3ZIktra2pSZmam//uu/7rHNr3/9a5WWlurll1/W0KFDIzGmMT777DM999xzOnjwoKKjoxUbG6slS5Zo8uTJcrvd+vDDD7Vz587QJw7u2bNHb7/9ttatWxfhyQemuLg4/fu//7u6u7sVFRUlSSorK1N8fHxom5deeknTp09XcnJypMY0zvke988884zuu+8+3XzzzXI4HHrkkUfkdrv1ve99L8IT9x3PsAeQ5uZm+f1+dXR0SJKGDBmidevW8Q1kl0BnZ6eioqIUGxsbWnv55ZdVUlKil156iVh/jWAwqIceekhdXV3at2+f9u7dq5UrVyovL0/vvPOOJOno0aN6+eWXIzypOYYMGaJx48apoqIitPbmm2/qRz/6Uejygw8+qOXLl+v06dORGNF4Zz/ub7jhBt13331avny5NmzYoAkTJmjGjBmRHvGiEOwBZOzYsbrtttv0k5/8RLNmzdIzzzyjQCCgESNGRHo0I1VVVenOO++Uy+XStGnTQv+ylqRXXnlFa9as0fz583s8o8FXq6ys1IkTJ+R2u2Wz2SRJN9xwgxYuXKgXXnhBknT//fdry5YtOnnyZCRHNUpGRobKy8slSceOHdOYMWNCx1eSXC6XkpKSQscYX+9Cj/tf/OIX8vv9OnDggNxud4QnvXgEe4ApLCzUgQMHNHfuXNXV1elnP/uZ3njjjUiPZaTk5GSVlpbq9ddf15tvvqmamhr9wz/8g6QvXuvatm2b1q9fb9RrWJHyX//1Xxo3blyPmEjSzTffrKNHj0qSRowYoYULF2rFihXi85j6Ztq0aTp8+LACgYD279+vjIyMXtsUFhbqN7/5jaqqqiIwoXku9Lj3+Xz6v//7P7W0tOiDDz6I8KQXj2APIAcPHlRZWZmGDRumn/70p9q4caPy8/O1e/fuSI9mvJiYGGVkZOg///M/JUkej0epqamaM2eOHnvsMXV3d0d4woHtfN+G19HR0SPOubm5CgaDnBrvoyFDhmjs2LGqrKzUW2+91eN0+Bl2u11ut1vLly+X3++PwJTmOvtxHwgElJeXp3vvvVePP/64Hn/88dDLj6Yg2API4MGD9eyzz4bewRwMBlVdXa1x48ZFeDLzdXd36+2339YNN9wgSaFniosXL1ZnZyenHL/GD3/4Q7377ruhYDQ1NSkYDOro0aMaP358aLtBgwZpzZo1nBq/CBkZGXr22WeVnJwsq/Wr3wd8xx13KCkpKXT6HH1z9uN+69atslqt+vnPf65Zs2bpBz/4gZ5++ulIj3hRCPYAMnnyZC1evFgLFy5UWlqa0tPTFRUVpYceeijSoxnpzGtZd911l+68804NHjxYDzzwQI9tbDabnnnmGb344os93vyDnm666SaNGjVKTz/9tPx+v1577TXNnTtXRUVFve6fP/jBD7Rw4UJt3749QtOa5dZbb1V1dbVuv/32C25XWFioIUOG9NNU5vqqx/2Pf/xj7dq1S2vXrg2dKXrqqaf029/+VocOHYrwxH3Hl38A6JPPP/9czz77rA4fPiybzaZrrrlGwWBQkyZNUn19vX784x8rKytLkhQIBDRv3jx9//vf58e6gEuEYAP4xgKBgA4dOqS/+Zu/+crXuAFcOgQbAAAD8Bo2AAAGINgAABiAYAMAYACCDVxB/vCHP2jmzJmRHqOHMWPGqKmpKdJjAAMewQYAwAB8vSZwhfnss8/08MMP6+TJk7rmmmv0xBNP6Lvf/a4KCwv13nvvyWKxaOrUqfrlL38pq9Wq5ORk3XbbbXrvvffk8XjU2dmp9evX6/PPP5fNZtMjjzyilJQU7dmzR+Xl5dq2bZsk9bjc1NSk5cuX609/+pPi4uJkt9s1evRoLVmyRJL093//9zp69Kg++eQT3X///crJyYnkIQIGJIINXGE+/vhjeTwe3XjjjXr11Ve1bNkyXXfddYqLi9Prr78uv9+vRYsW6Z/+6Z+0YMEC+f1+3XrrrXruuefU3NyszMxMbdmyRRMmTNDx48c1b968r/28+6eeekrXX3+9tm3bplOnTikrK0ujR48OXZ+UlKSCggL993//t+655x797Gc/6/VFI8CVjlPiwBVmzJgxuvHGGyVJd999t6qqqnTgwAHNmzdPFotFV111lebMmaPDhw+HbuN0OiV98RWQ3//+9zVhwgRJ0ujRo3XjjTfq7bffvuDfeejQId1zzz2SJIfDofT09B7Xn3ldfdy4cTp9+rTa2touzc4ClxGCDVxhBg3q+bC3WCyh/84IBALq6uoKXf7Od74j6YsvUzj3E82CwaC6urpksVh6fHPX2d8sZbVae1x37gxnvvTizJ/N5zkBvRFs4Arz/vvvq7q6WpL06quv6qabbtLUqVO1c+dOBYNBnT59WsXFxV/5VY8TJ07UH//4Rx07dkySdPz4cVVUVOjmm29WfHy8jh8/rs7OTvn9/h7fLJWamho6bd7c3Kx/+7d/46NMgYvEa9jAFea6667T888/rw8//FBDhw7VunXr9J3vfEdPPfWUXC6X/H6/pk6dqoULF/a6bXx8vJ577jk9+eST6ujokMVi0dq1azVy5EglJSXpr/7qr5SRkSG73a5bbrlF77//viRp+fLlys/Pl8vlUlxcnL73ve9p8ODB/b3rgNH4LHEAYbdr1y7dcMMNmjRpkk6fPq3s7GwtWbJEqampkR4NMAbPsAGE3fXXX68nn3xSgUBAfr9f6enpxBq4SDzDBgDAALzpDAAAAxBsAAAMQLABADAAwQYAwAAEGwAAAxBsAAAM8P96bYS+78TEmQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.catplot(\n", " x=\"borough\", \n", " kind=\"count\", \n", " data=building_footprints, \n", " color=\"C0\", \n", " height=7\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Bar Plot" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "sns.barplot(\n", " data=building_footprints,\n", " x='borough', \n", " y='GROUNDELEV', \n", " color=\"C0\", \n", " ax=ax\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "sns.barplot(\n", " data=building_footprints,\n", " x='borough', \n", " y='GROUNDELEV',\n", " hue='pfirm15_flag', \n", " ax=ax\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "sns.barplot(\n", " data=building_footprints,\n", " x='borough', \n", " y='GROUNDELEV',\n", " hue='pfirm15_flag',\n", " estimator=median, \n", " ax=ax\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "sns.barplot(\n", " data=building_footprints,\n", " x='borough', \n", " y='GROUNDELEV',\n", " hue='pfirm15_flag',\n", " capsize=.2, \n", " ax=ax\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Scatter Plot" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.catplot(\n", " x='borough', \n", " y='HEIGHTROOF', \n", " order=[\"MN\", \"BX\", \"BK\", \"QN\", \"SI\"], \n", " data=building_footprints, \n", " height=7\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.catplot(\n", " x='borough', \n", " y='HEIGHTROOF', \n", " data=building_footprints, \n", " order=[\"MN\", \"BX\", \"BK\", \"QN\", \"SI\"], \n", " height=7, \n", " jitter=False\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Scatter Plot - Swarm" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = (\n", " building_footprints\n", " .loc[building_footprints['pfirm15_flag'] == 1]\n", " .sample(100)\n", ")\n", "\n", "order = [\"MN\", \"BX\", \"BK\", \"QN\", \"SI\"]\n", "\n", "sns.catplot(\n", " x='borough', \n", " y='GROUNDELEV', \n", " kind='swarm', \n", " order=order, \n", " data=data, \n", " height=7\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = (\n", " building_footprints\n", " .loc[building_footprints['pfirm15_flag'] == 1]\n", " .sample(100)\n", ")\n", "\n", "order = [\"MN\", \"BX\", \"BK\", \"QN\", \"SI\"]\n", "\n", "sns.catplot(\n", " x='borough', \n", " y='GROUNDELEV', \n", " hue='landuse', \n", " kind='swarm', \n", " data=data, \n", " order=order, \n", " height=7,\n", " legend=False\n", ")\n", "\n", "plt.legend(loc='upper left', title='landuse')\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Box Plot" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = building_footprints.loc[building_footprints['pfirm15_flag'] == 1]\n", "order = [\"MN\", \"BX\", \"BK\", \"QN\", \"SI\"]\n", "\n", "sns.catplot(\n", " x=\"borough\", \n", " y=\"GROUNDELEV\", \n", " kind=\"box\", \n", " data=data, \n", " order=order, \n", " height=7\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = building_footprints.loc[building_footprints['pfirm15_flag'] == 1]\n", "order = [\"MN\", \"BX\", \"BK\", \"QN\", \"SI\"]\n", "\n", "sns.catplot(\n", " x=\"borough\", \n", " y=\"GROUNDELEV\", \n", " kind=\"box\", \n", " hue='landuse', \n", " data=data, \n", " order=order, \n", " height=7,\n", " legend=False\n", ")\n", "\n", "plt.legend(loc='upper left', title='landuse')\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Boxen Plot" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = building_footprints.loc[building_footprints['pfirm15_flag'] == 1]\n", "order = [\"MN\", \"BX\", \"BK\", \"QN\", \"SI\"]\n", "\n", "sns.catplot(\n", " x=\"borough\", \n", " y=\"GROUNDELEV\", \n", " kind=\"boxen\", \n", " data=data, \n", " order=order, \n", " height=7\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Violin Plot" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = (\n", " building_footprints.loc[\n", " (building_footprints['pfirm15_flag'] == 1)\n", " & (building_footprints['borough'].isin([\"MN\", \"BK\"]))\n", " ]\n", ")\n", "\n", "sns.catplot(\n", " x=\"landuse\", \n", " y=\"GROUNDELEV\", \n", " kind=\"violin\", \n", " split=True, \n", " data=data, \n", " height=7\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = (\n", " building_footprints.loc[\n", " (building_footprints['pfirm15_flag'] == 1)\n", " & (building_footprints['borough'].isin([\"MN\", \"BK\"]))\n", " ]\n", ")\n", "\n", "sns.catplot(\n", " x=\"landuse\", \n", " y=\"GROUNDELEV\", \n", " hue=\"borough\", \n", " kind=\"violin\", \n", " split=True, \n", " data=data, \n", " height=7, \n", " legend=False\n", ")\n", "\n", "plt.legend(loc='upper left', title='borough')\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = (\n", " building_footprints.loc[\n", " (building_footprints['pfirm15_flag'] == 1)\n", " & (building_footprints['borough'].isin([\"MN\"]))\n", " ]\n", ")\n", "\n", "sns.catplot(\n", " x=\"borough\", \n", " y=\"GROUNDELEV\", \n", " kind=\"violin\", \n", " hue='landuse', \n", " data=data, \n", " height=7, \n", " legend=False\n", ")\n", "\n", "plt.legend(loc='upper left', title='landuse')\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Point Plot" ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [ { "data": { "image/png": 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AAAYgsAEAMACBDQCAAQhsAAAMQGADAGAAAhsAAAMQ2AAAGIDABgDAAAQ2AAAGILABADAAgQ0AgAEIbAAADEBgAwBgAAIbAAADENgAABiAwAYAwAAENgAABiCwAQAwAIENAIABCGwAAAxAYAMAYICggT106FAtWbJETqczUvUAAIAaBA3sBx54QGvXrlVmZqZmz56tPXv2RKouAABQjc2yLKuug/bu3aslS5ZoxYoV6tSpk0aPHq3MzMxI1HeawsIS+Xx1lgwAgHHS0lJrbTujwK7i9Xr1j3/8Q8uXL9eOHTu0bt26kBRYHwQ2ACBaBQvsek06279/v77++mtt27ZNF154YWPrAgAAZ8hR1wEul0tr167VkiVL9N1332n48OFasGCBOnToEIn6AACA6gjsadOmafXq1brooos0atQoDR48WHFxcZGqDQAAnBQ0sF0ulxYuXKiMjIxI1QMAAGoQ9B72bbfdVmtYL126NCwFAQCA0wUN7OnTp/s/33bbbQFtb775ZngqAgAApwka2NWf+Dp1tbN6PA0GAAAaKWhg22y2Gj/XtA0AAMKHl38AAGCAoLPEKyoq9O2338qyrIDPVW0AACAygi5N2q9fv6Df/OGHH4a8oLqwNCkANF9er0fHjhXI43E1dSnNmsMRp9at02S3B/abQ7aWeHNAYANA83XkyAElJCQpObkFc51qYVmWSkuLVVFRpnbt2ge0hWwt8eomTJjQ0G8FAEQpj8dFWNfBZrMpOblFvUchGhzY//jHPxr6rQCAKEZY160hf0cNDmzDRtIBADBagwOb36AAAI1x6NBB3XHHCN155+3avPlfmjp1YsjOO2zYQB0/fty/7+OPN2jgwH66887b/X/KykqDnmf79q0aMWKo7r57tFavXqmJE38XkvoaKuhjXQsXLqxxv2VZ8ng8YSkIAHB2+OqrL9WmTTvNnfuSJKlbt6safc41a1ZpwYK/6MiRgoD9eXm5GjVqtH7zm7vP+Fwff7xB3btfrUmTfq/Vq1c2urbGChrY27Ztq7Vt8ODBIS8GABB9vvrqS7388vM699z22rNnl+Li4jVoULbeeGOhSktLNH78GN11132aM+dpvfHG25o5839UXFykffv26frrf65jx44qPj5B33+/Q0ePHtXPf95XLVu21CeffKTCwkJNmjRVPXr01JEjBfroo/V69tnndfvtvwqoIS8vV3a7Qx988J6Sk5N1//0P6Moru9da8//93xotX75UPp9X06c71bPnNdXO9bVefnmeXC6XCguPqGfPazR58uOSpNWrV2rx4tcUHx+v7t17aunS/9X69Z+H5O8xaGA/9dRTIbkIAODstnXrFo0b9zt163aVVqxYqpUr39G9947VP//5gZ5++k/66qsvA46vqHBq8eK3JUkzZ/6Ptm3L10svvaKiouMaOnSAfve7R/XnPy/Q22//XYsXv6YePXqqXbs0zZr1xxqv36JFS/Xvf5N+8YsblZu7WZMnT9Brr/1N6enn1Hh8VtZA/fDDHhUVHdcjjzwW0MNesuTvuueeMere/WqVlZVpxIiblZ+/RfHx8Xr55ef16qtvKD39HC1Y8Bd5vd4Q/Q3WcQ/7ueee83/+5JNPAtoeeOCBkBUBAIhul17a0T/kPXjwUG3fvlVFRUW1Ht+1a7eA7d69+8jhcKht23ZKTEzUNddcL0k6//yfqLi4uM7rz5r1R91wwy9ls9nUrduVysjoqi++aFjPd+rU6SopKdGiRQv07LOz5XQ6VV5epo0bP1WvXtf4fwm49dbb6jhT/QQN7I8++sj/+Zlnnglo279/f0gLAQBEL7vd7v9c9ZSR3V57BCUmJgVsx8bGBWw7HEEHiAOcOHFCixYtOOXpJqte56juwQfv06effqILLrhQd911n9q1S5NlWbLb7ap+iZgYe+0naYAzfr3mqY9xMUscAHCmtm/fph07tkuS3n13mTIyuiolpfZVvUIpKSlJy5Yt0fr1lctpb9uWr2+//cbfS6+PEydOKD//W/32t+OVmdlPhw8f0r59e+Xz+dSr13X68suNKig4LElauXJFKH+M4PewqyOgAQAN1aZNW/3lLy/p4MH9at26jX7/+yf0r39tisi17Xa7Zs9+VnPm/FGvvjpfdrtDTzzxlFq1alXvc6Wmpmr06Dt1zz2jlZCQoLS0c3TFFd20d+8PuvrqXho//mE98sg4xcXFq2PHTkpISAjZzxF0LfHhw4dr+fLlp32uaTtSWEscAJqvgwd369xzLwjY99VXX/pngEez/fv3ae3a/6c777xXMTExWr/+Qy1e/Lr++tfXazy+pr+rYGuJB+1hHzx4UDNmzDjtsyQdOnTojH8IAACam6+++lLz5j1XY1v37j300EP1e2dGevo5OnKkQL/5zUjZ7XalpKT4H/cKhaA97BdeeCHoN48bNy5khZwpetgA0HzV1GtEzULaw26KQAYAAKerc9JZbm6uXn/9dW3btk0JCQnq1KmT/vM//1OdOnWq8+QvvPCC1qxZI0nKzMzUxIkTNXnyZG3atEmJiYmSKn8p6N+/fyN/DAAAolvQwP7000/1X//1X7rjjjt08803S5K+/vpr3X333XruuefUq1evWr83JydHH3/8sZYvXy6bzaZ7771X7733nvLy8rR48WKlp6eH9icBACCKBQ3s+fPn65VXXlGXLl38+zIzM9W3b189++yzQQM7LS1NkyZNUlxc5cPul1xyifbv36/9+/drypQpOnTokPr3769x48YpJqbBLw0DAOCsEDSwCwsLA8K6SteuXXXixImgJ+7YsaP/865du7RmzRq9+eab2rhxo6ZNm6bU1FSNGTNGS5cu1YgRI8644LZtU874WABAZB0+HCOHw8xO2Lp1a7Rw4SvyeDwaOfL205YW3bZtq2bNekKlpaW68srueuyxKQ1eLU2SYmJigk4yO1XQK1VfSu5UQSaXB9i+fbvGjBmjiRMn6uKLL9aLL77ob7vjjju0YsWKegU2s8QBoPny+XzyeHwhP6/X51PO1wf1Ue4BHT1RoTapCerTtb16X9FeMTGNX9iroOCw/vznF/Xqq28oNjZOY8ferW7deuiiiy72HzNt2n/rscd+r4yMK/TUU09o+fJlGj781gZf0+fzqaAgsPMbLMCD/hrU2NXNNm3apDvvvFMTJkzQ8OHDtXXrVq1bt87fblkNX8sVAHB28Pp8+vOKb7RwTb527CvS0WKnduwr0sI1+Xp5RZ68vsb/gvDllxvVvfvVatGipRITE3XDDTfqn//8wN9+8OABOZ1OZWRcIUkaNChb//jH+42+bn0ETcvvv/9e2dnZNbb98MMPQU984MABPfjgg5ozZ46uu+46SZUBPWvWLF177bVKSkrSW2+9peHDhzewdADA2SDn64PatK2gxrZN2wqUk3dQfbqe16hrHDlSoLZt2/m327Ztp2+//SZo++HDhxt1zfoKGth//etfG3ziV199VU6nU7Nnz/bvGzlypO6//36NGjVKHo9HWVlZGjJkSIOvAQCIfh/lHqizvbGB7fP5AkaVLcsKGGqvqz0SggZ2sFngdZk6daqmTp1aY9uvf/3rBp8XAHB2OXqiInh7cfD2M5Gefo42b/7Xj+c8Wqh27dIC2gsLj9TaHglBA7tfv3613se22Wx6//3Ijt8DAM4+bVITdLTYWXt7i8a/Eevqq3tpwYK/6NixY0pMTNQ///mhJk6c4m8/99z2iouLU27uv9W165Vau3a1rr22/q/nbIyggT1v3rzT9n355Zd67rnndNNNN4WtKAAAqvTp2l479hUFbW+stLR03XffA3rooTFyuz3Kzh6qyy7L0KOPPqR77x2rLl0u0+OPz9DTT89QaWmpOnXqoltvHdno69ZH0Jd/VOfz+TRv3jz9/e9/13//93/7Vz6LNB7rAoDmKxwv//D5LL28Iq/GiWc9OqXpt8MyIn4/ORRC+vKPKvv27dOECZWvGVu6dKk6dOjQiBIBADhzMTE2jR12uXLyTj6HXVyhNi1OPoedEZrnsE1QZ2C/++67mjlzpkaNGqXx48cHXUwFAIBwsMfEqE/X8xo9G9xkQQN74sSJWrdunR5++GH17NlT+fn5Ae2XX355WIsDAACVgt7D7tevX+3faLPpgw8+qLU9XLiHDQDNVzjuYUerkN7D/vDDD0NTFQAAaJSggf3FF18EbMfExKhVq1a65JJLwloUAAAIFDSwn3jiiYBtn8+nI0eOqEWLFvrrX/+qCy+8MJy1AQCAk4IG9sqVK2vcv2LFCj311FOaP39+WIoCACDSSktLNHbs3Xr66T+pffvA2ejbt2/V7NkzTr4L+yo9+ujkiL9tskFvGR82bJj27t0b6loAAKiR5fPKnb9Bpe/MUMmbj6j0nRly52+QFYJXa0rSN9/k6YEH7tUPP+ypsf2JJ36vhx+eqP/932WyLEsrV64IyXXro0GBLUlxcXGhrAMAgBpZPq8q3n9JFRsWyHdoh6zSo/Id2qGKDQtU8f6LsnzeRl9j5crleuSRx2p8oUdzeBe2dIYrnZ1q586dLKACAIgIz7ZP5Nm1qea2XZvk2Z6j2M59GnWNSZN+X2tbc3gXtlRHYM+YMeO0fceOHdNnn3122oQ0AADCwbV1Q9B2d/6GRgd2MM3hXdhSHYHdqlWrgG2bzaaLL75Y48ePZ4Y4ACAirJKjQdt9JYVhvX5zeBe2VEdgjxs3LlJ1AABQI1tKG1mltYd2TErbsF6/ObwLWzqDSWf5+fkaM2aMevbsqV69emnMmDHasmVLJGoDAEBxnfsGbY/tEry9oR599CHl538rSXr88Rl6/vnndPvtv1J5eVnE34Ut1bGW+LZt23T33Xfr3nvv1fXXXy+Xy6XPPvtMCxcu1IIFC9S5c+dI1iqJtcQBoDkLx1rils+nivdfrHHimePCHkr45YOyxTT4oacmE9K1xJ9//nnNnDlTmZmZ/n0ZGRm69NJLNXfuXL300kuNLBcAgOBsMTFK+OUD8mzPkTt/g3wlhYpJaavYLn3l6NjbyLBuiKCBvXv37oCwrvKLX/xCs2fPDltRAABUZ4uxK7Zzn7DOBm/ugv5a4na7a22LjY0NeTEAAKBmQQM7NTVV33///Wn7v//+e6Wm1j7ODgA4ewWZGoWTGvJ3FDSw77rrLj366KPauXOnf19+fr4efvhh3XPPPfWvEAAQ1RyOOJWWFhPaQViWpdLSYjkc9VviO+g97IEDB6qwsFD/8R//obi4OHk8HknShAkTdOONNza8WgBAVGrdOk3HjhWopOR4U5fSrDkccWrdun6LrwR9rKuKy+XS9u3bJUkdO3Zs0hd/8FgXACBaBXusq8658Dt37tTx48d1+eWX6/LLL1dcXJwOHz6sCRMmhLRIAABQu6CB/corr+iWW27RTTfdpC+++EKS9Nprr2nAgAEqKCiISIEAAKCOIfH+/ftr0aJFOnDggBYsWKC4uDht3LhRjz32mLKzsyNZpx9D4gCAaNXgIfHExES1b99e3bt315dffqmysjKtXr26ycIaAICzVdBZ4na73f85JSVFf/rTn5SQkBD2ogAAQKAzXoA1NTWVsAYAoIkE7WEXFhZq4cKFp32uctddd4WvMgAA4Bc0sHv37q1t27ad9hkAAERWnQunHDx4UGVlZbr44os1Z84clZSUyG63a8KECYqPj49UnX7MEgcARKsGzxLPzc3VLbfcory8PEnSmjVr1Lp1a+3YsUN/+9vfQlslAACoVdDAnjt3rp577jndfPPNkqTk5GSNGzdOTz75pFatWhWRAgEAQB2B/cMPP+jaa6/1b1eNnp9//vkqKioKb2UAAMAvaGCf+pKPN9980/+5RYsW4akIAACcJmhgJyUl6eDBg/7t5ORkSdKBAwd4JhsAgAgKGtgjRozQhAkTVFhY6N9XVFSkyZMn6/bbbw97cQAAoFLQ57BvvfVW7dmzRzfeeKMuueQS2Ww2ff/99/rNb36jIUOGRKpGAADOenU+hy1VrnL2r3/9S5LUtWtXpaenh72w2mvhOWwAQHQK9hz2GQV2c0JgAwCiVYMXTgEAAM0DgQ0AgAEIbAAADEBgAwBgAAIbAAADENgAABiAwAYAwAAENgAABiCwAQAwQFgD+4UXXtDgwYM1ePBgPf3005KknJwcZWdnKysrS3PmzAnn5QEAiBphC+ycnBx9/PHHWr58uVasWKFvvvlGq1at0pQpU/TSSy9p9erVysvL0/r168NVAgAAUSNsgZ2WlqZJkyYpLi5OsbGxuuSSS7Rr1y5dcMEF6tChgxwOh7Kzs7V27dpwlQAAQNQI+nrNxujYsaP/865du7RmzRqNHj1aaWlp/v3p6ek6dOhQvc7btm1KyGoEAMAUYQvsKtu3b9eYMWM0ceJE2e127dq1y99mWZZsNlu9zsfbugAA0arJ3ta1adMm3XnnnZowYYKGDx+uc889VwUFBf72goKCJn23NgAApghbYB84cEAPPvignnnmGQ0ePFiS1K1bN+3cuVO7d++W1+vVqlWr1Ldv33CVAABA1AjbkPirr74qp9Op2bNn+/eNHDlSs2fP1vjx4+V0OpWZmakBAwaEqwQAAKKGzbIso24Icw8bABCtmuweNgAACA0CGwAAAxDYAAAYgMAGAMAABDYAAAYgsAEAMACBDQCAAQhsAAAMQGADAGAAAhsAAAMQ2AAAGIDABgDAAAQ2AAAGILABADAAgQ0AgAEIbAAADEBgAwBgAAIbAAADENgAABiAwAYAwAAENgAABiCwAQAwAIENAIABCGwAAAxAYAMAYAACGwAAAxDYAAAYgMAGAMAABDYAAAYgsAEAMACBDQCAAQhsAAAMQGADAGAAAhsAAAMQ2AAAGIDABgDAAAQ2AAAGILABADAAgQ0AgAEIbAAADEBgAwBgAAIbAAADENgAABiAwAYAwAAENgAABiCwAQAwAIENAIABCGwAAAxAYAMAYAACGwAAAxDYAAAYgMAGAMAABDYAAAYIa2CXlJRoyJAh2rt3ryRp8uTJysrK0tChQzV06FC999574bw8AABRwxGuE2/evFlTp07Vrl27/Pvy8vK0ePFipaenh+uyAABEpbD1sN9++21NmzbNH87l5eXav3+/pkyZouzsbM2bN08+ny9clwcAIKqErYc9c+bMgO0jR47o2muv1bRp05SamqoxY8Zo6dKlGjFiRL3O27ZtSijLBADACGEL7FN16NBBL774on/7jjvu0IoVK+od2IWFJfL5rFCXBwBAk0tLS621LWKzxLdu3ap169b5ty3LksMRsd8XAAAwWsQC27IszZo1S0VFRXK73XrrrbfUv3//SF0eAACjRayL26VLF91///0aNWqUPB6PsrKyNGTIkEhdHgAAo9ksyzLqhjD3sAEA0apZ3MMGAAANR2ADAGAAAhsAAAMQ2AAAGIDABgDAAAQ2AAAGILABADAAgQ0AgAEIbAAADEBgAwBgAAIbAAADENgAABiAwAYAwAAENgAABiCwAQAwAIENAIABCGwAAAxAYAMAYAACGwAAAxDYAAAYgMAGAMAABDYAAAYgsAEAMACBDQCAAQhsAAAMQGADAGAAAhsAAAMQ2AAAGIDABgDAAAQ2AAAGILABADAAgQ0AgAEIbAAADEBgAwBgAAIbAAADENgAABiAwAYAwAAENgAABiCwAQAwAIENAIABCGwAAAxAYAMAYAACGwAAAxDYAAAYgMAGAMAABDYAAAYgsAEAMACBDQCAAQhsAAAMQGADQJTx7Pm3ylY+Jc+efzd1KQghR1MXAAAILeeXy+U7sltOd4UcP72yqctBiNDDBoAoY7krAr4iOhDYABAlLJ9X7vwNskqOVm6XHK3c9vmauDKEQlgDu6SkREOGDNHevXslSTk5OcrOzlZWVpbmzJkTzksDwFnF8nlV8f5LqtiwQPK6K3d63arYsEAV778oy+dt2gLRaGEL7M2bN2vUqFHatWuXJKmiokJTpkzRSy+9pNWrVysvL0/r168P1+UBIGpZPp985cXyHv1Bnr3fyL09RxUfzpdn16Yaj/fs2iTP9pwIV4lQC9uks7ffflvTpk3TxIkTJUm5ubm64IIL1KFDB0lSdna21q5dq8zMzHCVAADGsHw+WRXFsspP/ikrklVeLF95UcC2VV4kq+KEZFn1Or87f4NiO/cJU/WIhLAF9syZMwO2Dx8+rLS0NP92enq6Dh06VO/ztm2b0ujaACASLK9H3rJieUuPy1taJG/JscqvVdulx+U5+dVXdkJS/UK4XsqPKS0tNXznR9hF7LEun88nm83m37YsK2D7TBUWlsjnC+N/1AAQhOX1VPZyq3q7ZcXyVX2u6h2f3G85S0J3YVuMbIktqv1pKVtiC8UkVX52/XuVfMf21/79ia1VUHAidPUgLIL9UhWxwD733HNVUFDg3y4oKFB6enqkLg8AtbI8roCw9QUMQf8Yxr6yIslVFroLx9hrCOCWAdu2xJayJbWQLT5ZNluQaUdeT+WEs1rEdukburrRJCIW2N26ddPOnTu1e/du/eQnP9GqVav0q1/9KlKXB3CWsTzOyl5uVQD7e74/BrHvZE9Y7vLQXTjGURm0J4M3pip4/UFcGcIxiS2k+OQGjTTWxNHp53Ls2VzjxDPHhT3k6Ng7JNdB04lYYMfHx2v27NkaP368nE6nMjMzNWDAgEhdHkAUsNwVssqKAoegTw3gk58VykVD7HGVvdzqAVy993sygG2JLaS4pJCFcH3YYmKU8MsH5Nmeo4qPF1U+2mWPVcLPfyNHx96yxbDshulsllXPqYZNjHvYQPSwLEtyl5+8D1wUMPxcU+9YHlfoLu6I9/d8Y04Zlv5xf+W2YhOaJIQbqnTZNPmO7FZMuwuUfMv0pi4H9dAs7mEDODtYliW5yvzDzQEhXF4kX8C94eIfF/kIhdiEgN5u5TB01ZB09d5xS9li40N33WYm/urhcm1eq7hujGJGE3rYAOpkWT7JWXbKM8FVE7FOnSFdLPk8obt4XGJl0J5yD9g/PJ1UbZ8jLnTXBZoAPWwAp7Esn6yKkh8fQSqv4V6wf/8JyQrh0pbxyYH3gquFccAkrYRUQhg4icAGokidq2VVnyndgNWyameTLSHltB7wacPQVSFs558eoL74vwZo5iyfR1b5idOeB65pgpZVUaKQrZZls1WG6ymTsWKq3xeu3hOOsYfmugBqRGADTaBJV8tKSK02BB24WlZAOCek8igQ0IwQ2ECInPFqWeXFkrM0dBe22QMnXiW2ODlL+sdnhP294YSU4KtlAWi2CGwgiNpXy6oewJFYLev0Z4SrJmiFcrUsAM0XgY2zjuWuqHYfOJKrZcXWPgx98r5wU6+WBaD5IrBhvKZdLSsuyEsbqq+i1dK41bIANC8ENsLG8nnl2faJXFs3yCo5KltKG8V17itHp5/XOZmp7tWyAveFf7WswJc2+PfFJoTuugAQBCudISwsn1cV779U45uD7Odfrthug6SKExFdLSsghE+ZkBUwScsRvUtWAmjeWOkMEefZ9kmNYS1J3n3fyLvvm8ZfJD65zpc2sFoWgGhBYCMsXFs3NOj7bPEp1Xq+tayWVRXMrJYF4CzCv3gIC6vkaPAD4pKUcP3tp4Rwqmwx/CcJADXhX0eEhS2ljazS2kPb3vp8xXb6eQQrAgCzseQRwiKuc9+g7bFdgrcDAAIR2AgLR6efy3Fhj5rbLuwhR8feEa4IAMzGY10IG8vnlWd7jtz5G+QrKVRMSlvFdukrR8fevFQCAGoQ7LEuAhsAgGYiWGDTzQEAwAAENgAABiCwAQAwAIENAIABCGwAAAxAYAMAYAACGwAAAxDYAAAYgMAGAMAABDYAAAYgsAEAMACBDQCAAQhsAAAMQGADAGAAR1MXUF8xMbamLgEAgIgz7n3YAACcjRgSBwDAAAQ2AAAGILABADAAgQ0AgAEIbAAADEBgAwBgAAIbAAADENgAABiAwAYAwAAENkLm888/11VXXaWhQ4fq5ptv1sCBA/X6669Lkvr166e9e/f6j33llVc0ePBgHTlypKnKBYy2d+9ede7cWY8//njA/i1btqhz585atmyZ+vXrpzlz5gS0T5o0ScuWLYtkqQgR49YSR/OWkZGhN954Q5JUUlKiwYMHq3fv3gHHvPbaa3rnnXe0aNEitW3btinKBKJCq1at9NFHH8nr9cput0uSVq9erTZt2viPef3119W/f39lZGQ0VZkIEXrYCBun0ym73a7U1FT/vkWLFmnFihV6/fXXCWugkZKTk/Wzn/1MX3zxhX/fJ598ouuvv96/PWbMGE2ePFkul6spSkQIEdgIqby8PA0dOlTZ2dnq16+fevXqpfT0dEnS3/72N82aNUt33HFHQA8AQMMNHDhQ69atkyTl5uaqc+fOio2N9bdnZ2erQ4cOevHFF5uqRIQIgY2QysjI0DvvvKOVK1fqk08+0a5du/SXv/xFUuU97vnz5+vpp5/W/v37m7hSIDr069dPGzZskM/n05o1azRw4MDTjpk+fbqWLFmivLy8JqgQoUJgI2xSUlI0cOBAffXVV5KkZ555RpmZmRo5cqQmTJggr9fbxBUC5ktOTlaXLl20adMmffbZZwHD4VXS0tI0adIkTZ48WW63uwmqRCgQ2Agbr9erjRs36rLLLpMk/zDduHHj5HQ6GaIDQmTgwIF69tlnlZGRIYej5rnEN998szp06OAfPod5CGyEVNU97GHDhmno0KFKSEjQfffdF3BMbGys/vjHP2rhwoUBk2UANMwNN9ygLVu2aNCgQUGPmz59upKTkyNUFULNZlmW1dRFAACA4OhhAwBgAAIbAAADENgAABiAwAYAwAAENgAABiCwgSjx+eefa8iQIU1dRoDOnTvr6NGjTV0GEBUIbAAADMDrNYEoUlZWpoceeki7d+9WixYt9MQTT6hdu3aaPn268vPzZbPZ1KdPHz3yyCNyOBzKyMjQjTfeqPz8fD3zzDNyOp16+umnVV5ertjYWP3ud79T3759tWzZMq1bt07z58+XpIDto0ePavLkydqzZ49atWqltLQ0dezYUePHj5ckPf/889q8ebOOHz+ue+65R7/+9a+b8q8IMBaBDUSRAwcO6JlnnlH37t311ltvaeLEibr44ovVqlUrrVy5Um63W7/97W+1YMEC3X///XK73brhhhs0d+5cHTt2TIMHD9bLL7+sbt26afv27Ro9erSWLl0a9JozZszQpZdeqvnz5+vw4cO65ZZb1LFjR397hw4dNG3aNH377be67bbbNGLEiIC3SQE4MwyJA1Gkc+fO6t69uyRp+PDhysvL04cffqjRo0fLZrMpLi5OI0eO1IYNG/zfc/XVV0uqfDXjT3/6U3Xr1k2S1LFjR3Xv3l0bN24Mes3169frtttukySlp6drwIABAe1V99V/9rOfyeVyqaSkJDQ/LHCWIbCBKBITE/i/tM1m8/+p4vP55PF4/NtJSUmSKl/WUv04SbIsSx6PRzabTdVXMa7+xieHwxHQdmoNVS+jqDo3qyEDDUNgA1Fk69at2rJliyTprbfeUo8ePdSnTx8tXrxYlmXJ5XLp7bffrvEVjFdeeaW+//575ebmSpK2b9+uL774Qr169VKbNm20fft2OZ1Oud3ugDc+ZWZm+ofNjx07pvfff/+04AfQeNzDBqLIxRdfrBdeeEE//PCD2rZtq9mzZyspKUkzZsxQdna23G63+vTpo7Fjx572vW3atNHcuXP15JNPqqKiQjabTU899ZQuuugidejQQT179tTAgQOVlpama665Rlu3bpUkTZ48WVOnTlV2drZatWql8847TwkJCZH+0YGox9u6ADTKm2++qcsuu0xXXXWVXC6Xbr/9do0fP16ZmZlNXRoQVehhA2iUSy+9VE8++aR8Pp/cbrcGDBhAWANhQA8bAAADMOkMAAADENgAABiAwAYAwAAENgAABiCwAQAwAIENAIAB/j+Xu9xcGP/GpQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = building_footprints.loc[(building_footprints['borough'].isin([\"MN\", \"BK\"]))]\n", "\n", "sns.catplot(\n", " x=\"borough\", \n", " y='GROUNDELEV',\n", " hue=\"pfirm15_flag\", \n", " kind=\"point\", \n", " data=data,\n", " height=7, \n", " legend=False\n", ")\n", "\n", "plt.legend(loc='center right', title='pfirm15_flag')\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = building_footprints.loc[(building_footprints['borough'].isin([\"MN\", \"BK\"]))]\n", "\n", "sns.catplot(\n", " x=\"borough\", \n", " y='GROUNDELEV',\n", " hue=\"pfirm15_flag\",\n", " palette={0.0: \"b\", 1.0: \"r\"},\n", " markers=[\"^\", \"o\"], linestyles=[\"-\", \"--\"],\n", " kind=\"point\", \n", " data=data, \n", " height = 7,\n", " legend=False\n", ")\n", "\n", "plt.legend(loc='center right', title='pfirm15_flag')\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Showing Multiple Relationships with Facets" ] }, { "cell_type": "code", "execution_count": 80, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = building_footprints.loc[(building_footprints['borough'].isin([\"MN\", \"BK\"]))]\n", "\n", "sns.catplot(\n", " x=\"borough\", \n", " y=\"GROUNDELEV\",\n", " hue=\"landuse\",\n", " col=\"pfirm15_flag\", \n", " height=7, \n", " data=data,\n", " legend=False\n", ")\n", "\n", "plt.legend(loc='center right', title='landuse')\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 81, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.catplot(\n", " x=\"GROUNDELEV\", \n", " y=\"pfirm15_flag\", \n", " row=\"borough\",\n", " kind=\"box\", \n", " orient=\"h\", \n", " height=2, \n", " aspect=5, \n", " data=building_footprints\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 4. Plotting with Pandas " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Line Plot" ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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CNSTRCT_YRcount
019904099
119912467
219923535
319932848
419942642
\n", "
" ], "text/plain": [ " CNSTRCT_YR count\n", "0 1990 4099\n", "1 1991 2467\n", "2 1992 3535\n", "3 1993 2848\n", "4 1994 2642" ] }, "execution_count": 82, "metadata": {}, "output_type": "execute_result" } ], "source": [ "by_year = (\n", " building_footprints\n", " .groupby('CNSTRCT_YR')[['DOITT_ID']]\n", " .count()\n", " .rename(columns={'DOITT_ID': 'count'})\n", " .reset_index()\n", ")\n", "\n", "by_year['CNSTRCT_YR'] = by_year['CNSTRCT_YR'].astype(int)\n", "\n", "by_year.head()" ] }, { "cell_type": "code", "execution_count": 83, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "by_year.plot(\n", " x='CNSTRCT_YR', \n", " y='count', \n", " legend=False, \n", " ax=ax\n", ")\n", "\n", "plt.xlabel('CNSTRCT_YR', fontsize=12)\n", "plt.ylabel('Count', fontsize=12)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Timeseries Plot" ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
CNSTRCT_YRcount
CNSTRCT_YR
1990-01-011990.04099
1991-01-011991.02467
1992-01-011992.03535
1993-01-011993.02848
1994-01-011994.02642
\n", "
" ], "text/plain": [ " CNSTRCT_YR count\n", "CNSTRCT_YR \n", "1990-01-01 1990.0 4099\n", "1991-01-01 1991.0 2467\n", "1992-01-01 1992.0 3535\n", "1993-01-01 1993.0 2848\n", "1994-01-01 1994.0 2642" ] }, "execution_count": 84, "metadata": {}, "output_type": "execute_result" } ], "source": [ "g = (\n", " building_footprints\n", " .groupby('CNSTRCT_YR')['DOITT_ID']\n", " .count()\n", " .reset_index()\n", " .rename(columns={'DOITT_ID': 'count'})\n", " .set_index('CNSTRCT_YR', drop=False)\n", ")\n", "\n", "g.index = g.index.astype('int64')\n", "\n", "# transforming our 'Year' index to datetime\n", "g.index = pd.to_datetime(g.index, format='%Y')\n", "\n", "g.head()" ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "ax.plot(\n", " g['count'], \n", " linewidth=3\n", ")\n", "\n", "plt.xlabel('Construction Year', fontsize=12)\n", "plt.ylabel('Count', fontsize=12)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 86, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "datetime64[ns]\n" ] }, { "data": { "text/html": [ "
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boroughBKBXMNQNSI
CNSTRCT_YR
1990-01-011022525535651934
1991-01-01475462374021091
1992-01-01785688354541573
1993-01-01528687194761138
1994-01-01393300546611234
\n", "
" ], "text/plain": [ "borough BK BX MN QN SI\n", "CNSTRCT_YR \n", "1990-01-01 1022 525 53 565 1934\n", "1991-01-01 475 462 37 402 1091\n", "1992-01-01 785 688 35 454 1573\n", "1993-01-01 528 687 19 476 1138\n", "1994-01-01 393 300 54 661 1234" ] }, "execution_count": 86, "metadata": {}, "output_type": "execute_result" } ], "source": [ "table = pd.pivot_table(\n", " building_footprints, \n", " values='DOITT_ID', \n", " index=['CNSTRCT_YR'], \n", " columns=['borough'], \n", " aggfunc=pd.Series.nunique\n", ")\n", "\n", "table = table.rename(columns={'DOITT_ID': 'count'})\n", "table.index = table.index.astype('int64')\n", "table.index = pd.to_datetime(table.index, format='%Y')\n", "\n", "print(table.index.dtype)\n", "table.head()" ] }, { "cell_type": "code", "execution_count": 87, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "table.plot(\n", " ax=ax, \n", " linewidth=3\n", ")\n", "\n", "plt.xlabel('Construction Year', fontsize=12)\n", "plt.ylabel('Count', fontsize=12)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 88, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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boroughBKBXMNQNSI
CNSTRCT_YR
1990-01-011022525535651934
1991-01-011497987909673025
1992-01-012282167512514214598
1993-01-012810236214418975736
1994-01-013203266219825586970
\n", "
" ], "text/plain": [ "borough BK BX MN QN SI\n", "CNSTRCT_YR \n", "1990-01-01 1022 525 53 565 1934\n", "1991-01-01 1497 987 90 967 3025\n", "1992-01-01 2282 1675 125 1421 4598\n", "1993-01-01 2810 2362 144 1897 5736\n", "1994-01-01 3203 2662 198 2558 6970" ] }, "execution_count": 88, "metadata": {}, "output_type": "execute_result" } ], "source": [ "table_cumsum = table.cumsum()\n", "table_cumsum.head()" ] }, { "cell_type": "code", "execution_count": 89, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "table_cumsum.plot(\n", " ax=ax, \n", " linewidth=3\n", ")\n", "\n", "plt.xlabel('Construction Year', fontsize=12)\n", "plt.ylabel('Count', fontsize=12)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Bar Plot" ] }, { "cell_type": "code", "execution_count": 90, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "borough\n", "SI 31244\n", "QN 25608\n", "BK 21924\n", "BX 11821\n", "MN 2531\n", "Name: count, dtype: int64" ] }, "execution_count": 90, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bar = (\n", " building_footprints\n", " .groupby('borough')['DOITT_ID']\n", " .count()\n", " .rename(\"count\")\n", " .sort_values(ascending=False)\n", ")\n", "\n", "bar" ] }, { "cell_type": "code", "execution_count": 91, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "bar.plot(\n", " kind='bar', \n", " ax=ax, \n", " label='Number of Newly Constructed Buildings'\n", ")\n", "\n", "plt.xticks(rotation=0)\n", "plt.legend()\n", "plt.xlabel('Borough', fontsize=12)\n", "plt.ylabel('Count', fontsize=12)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 92, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "bar.plot.barh(\n", " ax=ax, \n", " label='Number of Newly Constructed Buildings'\n", ")\n", "\n", "plt.xticks(rotation=0)\n", "plt.legend()\n", "plt.xlabel('Count', fontsize=12)\n", "plt.ylabel('Borough', fontsize=12)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 93, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "int64\n" ] }, { "data": { "text/html": [ "
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boroughBKBXMNQNSI
CNSTRCT_YR
200010135711639761719
20019925171359772116
2002105068213113741223
2003118457812213041550
2004179476011523841938
\n", "
" ], "text/plain": [ "borough BK BX MN QN SI\n", "CNSTRCT_YR \n", "2000 1013 571 163 976 1719\n", "2001 992 517 135 977 2116\n", "2002 1050 682 131 1374 1223\n", "2003 1184 578 122 1304 1550\n", "2004 1794 760 115 2384 1938" ] }, "execution_count": 93, "metadata": {}, "output_type": "execute_result" } ], "source": [ "table = building_footprints[building_footprints['CNSTRCT_YR'].between(2000, 2020)]\n", "\n", "table = pd.pivot_table(\n", " table, \n", " values='DOITT_ID', \n", " index=['CNSTRCT_YR'], \n", " columns=['borough'], \n", " aggfunc=pd.Series.nunique\n", ")\n", "\n", "table = table.rename(columns={'DOITT_ID': 'count'})\n", "table.index = table.index.astype('int64')\n", "\n", "print(table.index.dtype)\n", "table.head()" ] }, { "cell_type": "code", "execution_count": 94, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "table.plot(\n", " kind='bar', \n", " ax=ax\n", ")\n", "\n", "plt.xticks(rotation=30)\n", "plt.xlabel('Construction Year', fontsize=12)\n", "plt.ylabel('Number of Newly Constructed Buildings', fontsize=12)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 95, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "table.plot.bar(\n", " stacked=True, \n", " ax=ax\n", ")\n", "\n", "plt.xticks(rotation=45)\n", "plt.xlabel('Construction Year', fontsize=12)\n", "plt.ylabel('Number of Newly Constructed Buildings', fontsize=12)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 96, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "(table\n", " .sort_index(ascending=False)\n", " .plot\n", " .barh(stacked=True, ax=ax)\n", ")\n", "\n", "plt.xticks(rotation=0)\n", "plt.xlabel('Number of Newly Constructed Buildings', fontsize=12)\n", "plt.ylabel('Construction Year', fontsize=12)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Histograms" ] }, { "cell_type": "code", "execution_count": 97, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "building_footprints.hist(\n", " ax=ax, \n", " column='CNSTRCT_YR'\n", ")\n", "\n", "plt.xlabel('Construction Year', fontsize=15)\n", "plt.ylabel('Frequency', fontsize=15)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 98, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "(building_footprints['CNSTRCT_YR']\n", " .plot\n", " .hist(orientation='horizontal', cumulative=False)\n", ")\n", "\n", "plt.xlabel('Frequency', fontsize=15)\n", "plt.ylabel('Construction Year', fontsize=15)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 99, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "(building_footprints['CNSTRCT_YR']\n", " .plot\n", " .hist(orientation='horizontal', cumulative=True)\n", ")\n", "\n", "plt.xlabel('Frequency', fontsize=15)\n", "plt.ylabel('Construction Year', fontsize=15)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 100, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "building_footprints.hist(\n", " column='CNSTRCT_YR', \n", " by='borough'\n", ")\n", "\n", "plt.xlabel('Construction Year', fontsize=15)\n", "plt.ylabel('Frequency', fontsize=15)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Box Plot " ] }, { "cell_type": "code", "execution_count": 101, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8,6))\n", "\n", "building_footprints['GROUNDELEV'].plot.box(ax=ax)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 102, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "building_footprints['GROUNDELEV'].plot.box(vert=False, ax=ax)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 103, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "building_footprints_box = building_footprints.loc[:, ['borough', 'GROUNDELEV']]\n", "\n", "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "building_footprints_box.boxplot(by='borough', ax=ax)\n", "\n", "plt.xlabel('borough')\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Kernel Density Estimate Plot" ] }, { "cell_type": "code", "execution_count": 104, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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the_geomNAMEBINCNSTRCT_YRLSTMODDATELSTSTATYPEDOITT_IDHEIGHTROOFFEAT_CODEGROUNDELEV...borocodebbltract2010xcoordycoordlatitudelongitudeplutomapidfirm07_flagpfirm15_flag
0MULTIPOLYGON (((-74.14644228489016 40.58885592...NaN51224271997.008/22/2017 12:00:00 AMConstructed93359932.5000002100.0175.0...5501990000327301.0943549.0153837.040.588830-74.14654210.00.0
1MULTIPOLYGON (((-74.221228292902 40.5303177260...NaN51335802001.008/22/2017 12:00:00 AMConstructed93749927.3100002100.0105.0...55073560090226.0922741.0132534.040.530237-74.22126610.00.0
2MULTIPOLYGON (((-74.15369944497655 40.62375637...NaN51276451996.008/22/2017 12:00:00 AMConstructed61614326.4100002100.068.0...5501701001130302.0941573.0166545.040.623701-74.15373710.00.0
3MULTIPOLYGON (((-74.15800726390819 40.62204540...NaN51296212000.008/22/2017 12:00:00 AMConstructed95420530.0400002100.022.0...5501680009430302.0940372.0165936.040.622024-74.15805910.00.0
4MULTIPOLYGON (((-73.87129515296562 40.65717370...NaN33946462009.008/22/2017 12:00:00 AMConstructed121285321.6085082100.018.0...330445208151070.01019957.0178731.040.657180-73.87130710.00.0
\n", "

5 rows × 36 columns

\n", "
" ], "text/plain": [ " the_geom NAME BIN \\\n", "0 MULTIPOLYGON (((-74.14644228489016 40.58885592... NaN 5122427 \n", "1 MULTIPOLYGON (((-74.221228292902 40.5303177260... NaN 5133580 \n", "2 MULTIPOLYGON (((-74.15369944497655 40.62375637... NaN 5127645 \n", "3 MULTIPOLYGON (((-74.15800726390819 40.62204540... NaN 5129621 \n", "4 MULTIPOLYGON (((-73.87129515296562 40.65717370... NaN 3394646 \n", "\n", " CNSTRCT_YR LSTMODDATE LSTSTATYPE DOITT_ID HEIGHTROOF \\\n", "0 1997.0 08/22/2017 12:00:00 AM Constructed 933599 32.500000 \n", "1 2001.0 08/22/2017 12:00:00 AM Constructed 937499 27.310000 \n", "2 1996.0 08/22/2017 12:00:00 AM Constructed 616143 26.410000 \n", "3 2000.0 08/22/2017 12:00:00 AM Constructed 954205 30.040000 \n", "4 2009.0 08/22/2017 12:00:00 AM Constructed 1212853 21.608508 \n", "\n", " FEAT_CODE GROUNDELEV ... borocode bbl tract2010 xcoord \\\n", "0 2100.0 175.0 ... 5 5019900003 27301.0 943549.0 \n", "1 2100.0 105.0 ... 5 5073560090 226.0 922741.0 \n", "2 2100.0 68.0 ... 5 5017010011 30302.0 941573.0 \n", "3 2100.0 22.0 ... 5 5016800094 30302.0 940372.0 \n", "4 2100.0 18.0 ... 3 3044520815 1070.0 1019957.0 \n", "\n", " ycoord latitude longitude plutomapid firm07_flag pfirm15_flag \n", "0 153837.0 40.588830 -74.146542 1 0.0 0.0 \n", "1 132534.0 40.530237 -74.221266 1 0.0 0.0 \n", "2 166545.0 40.623701 -74.153737 1 0.0 0.0 \n", "3 165936.0 40.622024 -74.158059 1 0.0 0.0 \n", "4 178731.0 40.657180 -73.871307 1 0.0 0.0 \n", "\n", "[5 rows x 36 columns]" ] }, "execution_count": 104, "metadata": {}, "output_type": "execute_result" } ], "source": [ "building_footprints.head()" ] }, { "cell_type": "code", "execution_count": 105, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8,6))\n", "\n", "building_footprints['CNSTRCT_YR'].plot.kde(ax=ax)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Area Plot" ] }, { "cell_type": "code", "execution_count": 106, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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boroughBKBXMNQNSI
CNSTRCT_YR
1990-01-011022525535651934
1991-01-01475462374021091
1992-01-01785688354541573
1993-01-01528687194761138
1994-01-01393300546611234
\n", "
" ], "text/plain": [ "borough BK BX MN QN SI\n", "CNSTRCT_YR \n", "1990-01-01 1022 525 53 565 1934\n", "1991-01-01 475 462 37 402 1091\n", "1992-01-01 785 688 35 454 1573\n", "1993-01-01 528 687 19 476 1138\n", "1994-01-01 393 300 54 661 1234" ] }, "execution_count": 106, "metadata": {}, "output_type": "execute_result" } ], "source": [ "area = pd.pivot_table(\n", " building_footprints, \n", " values='DOITT_ID', \n", " index=['CNSTRCT_YR'], \n", " columns = ['borough'], \n", " aggfunc=pd.Series.nunique\n", ")\n", "\n", "area = area.rename({'DOITT_ID': 'count'}, axis=1)\n", "area.index = area.index.astype('int64')\n", "area.index = pd.to_datetime(area.index, format='%Y')\n", " \n", "area.head()" ] }, { "cell_type": "code", "execution_count": 107, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "area.plot.area(ax=ax)\n", "\n", "plt.xlabel('Construction Year', fontsize=15)\n", "plt.ylabel('Count', fontsize=15)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 108, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "area.plot.area(ax=ax, stacked=False)\n", "\n", "plt.xticks(rotation=0)\n", "plt.xlabel('Construction Year', fontsize=12)\n", "plt.ylabel('Count', fontsize=12)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 109, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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boroughBKBXMNQNSI
CNSTRCT_YR
1990-01-011022525535651934
1991-01-011497987909673025
1992-01-012282167512514214598
1993-01-012810236214418975736
1994-01-013203266219825586970
\n", "
" ], "text/plain": [ "borough BK BX MN QN SI\n", "CNSTRCT_YR \n", "1990-01-01 1022 525 53 565 1934\n", "1991-01-01 1497 987 90 967 3025\n", "1992-01-01 2282 1675 125 1421 4598\n", "1993-01-01 2810 2362 144 1897 5736\n", "1994-01-01 3203 2662 198 2558 6970" ] }, "execution_count": 109, "metadata": {}, "output_type": "execute_result" } ], "source": [ "area_cumsum = area.cumsum()\n", "area_cumsum.head()" ] }, { "cell_type": "code", "execution_count": 110, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "area_cumsum.plot.area(ax=ax)\n", "\n", "plt.xticks(rotation=0)\n", "plt.xlabel('Construction Year', fontsize=15)\n", "plt.ylabel('Count', fontsize=15)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 111, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8,6))\n", "\n", "area_cumsum.plot.area(ax=ax, stacked=False)\n", "\n", "plt.xticks(rotation=0)\n", "plt.xlabel('Construction Year', fontsize=15)\n", "plt.ylabel('Count', fontsize=15)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Scatter Plot" ] }, { "cell_type": "code", "execution_count": 112, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "*c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*. Please use the *color* keyword-argument or provide a 2D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "building_footprints.plot.scatter(\n", " x='GROUNDELEV', \n", " y='HEIGHTROOF', \n", " ax=ax\n", ")\n", "\n", "plt.xlabel('GROUNDELEV', fontsize=15)\n", "plt.ylabel('HEIGHTROOF', fontsize=15)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Hexagonal Bin Plot" ] }, { "cell_type": "code", "execution_count": 113, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "building_footprints.plot.hexbin(\n", " x='longitude', \n", " y='latitude', \n", " gridsize=70, \n", " ax=ax\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 114, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "building_footprints.plot.hexbin(\n", " x='longitude', \n", " y='latitude', \n", " C='pfirm15_flag', \n", " gridsize=50, \n", " ax=ax\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 115, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "building_footprints.plot.hexbin(\n", " x='longitude', \n", " y='latitude', \n", " C='pfirm15_flag', \n", " reduce_C_function=np.max, \n", " gridsize=255, \n", " ax=ax\n", ")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Pie Plot" ] }, { "cell_type": "code", "execution_count": 116, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "borough\n", "SI 31244\n", "QN 25608\n", "BK 21924\n", "BX 11821\n", "MN 2531\n", "Name: count, dtype: int64" ] }, "execution_count": 116, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pie = (\n", " building_footprints\n", " .groupby('borough')['DOITT_ID']\n", " .count()\n", " .rename(\"count\")\n", " .sort_values(ascending=False)\n", ")\n", "\n", "pie" ] }, { "cell_type": "code", "execution_count": 117, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = pie.plot.pie(\n", " figsize=(8,6), \n", " autopct='%.2f'\n", ") \n", "\n", "ax.axes.get_yaxis().set_visible(False)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 118, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8,6), subplot_kw=dict(aspect=\"equal\"))\n", "\n", "def func(pct, allvals):\n", " absolute = int(pct/100.*np.sum(allvals))\n", " return \"{:.2f}%\\n({:,})\".format(pct, absolute)\n", "\n", "wedges, texts, autotexts = ax.pie(\n", " pie,\n", " autopct=lambda pct: func(pct, pie),\n", " textprops=dict(color=\"w\")\n", ")\n", "\n", "ax.legend(\n", " wedges, \n", " pie.index,\n", " title=\"Borough\",\n", " loc=\"center left\",\n", " bbox_to_anchor=(1, 0, 0.5, 1)\n", ") \n", "\n", "plt.setp(autotexts, size=12, weight=\"bold\")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 5. Conclusion" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this notebook, we reviewed various types of plots and visualizations using the Python libraries seaborn and pandas, both built on top of the library matplotlib. In Part IV, we will demonstrate how to work with geospatial data and create various types of maps with the Python library geopandas." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.13" } }, "nbformat": 4, "nbformat_minor": 2 }