From f02dfe731560cc02613173dcbc530f0b53c0072f Mon Sep 17 00:00:00 2001 From: heyarne Date: Wed, 10 Mar 2021 11:20:58 +0000 Subject: [PATCH] Add unpushed changes (to separate branch) --- _toc.yml | 5 +- sources/02e-spectral-indices.ipynb | 87 +- sources/03-overview.md | 8 +- ...rest-definition-and-product-download.ipynb | 1135 ++++++++++ sources/03b-forest-fires-2018-and-2019.ipynb | 1909 ----------------- sources/03c-dnbr.ipynb | 42 +- .../forest_fires/treuenbrietzen_2018.json | 9 + 7 files changed, 1220 insertions(+), 1975 deletions(-) create mode 100644 sources/03a-area-of-interest-definition-and-product-download.ipynb delete mode 100644 sources/03b-forest-fires-2018-and-2019.ipynb create mode 100644 sources/resources/forest_fires/treuenbrietzen_2018.json diff --git a/_toc.yml b/_toc.yml index cea502b..49911a4 100644 --- a/_toc.yml +++ b/_toc.yml @@ -22,8 +22,9 @@ - part: "Burn Ratio Calculations" chapters: - file: "sources/03-overview.md" - - file: "sources/03a-forest-fire-product-downloads.ipynb" - - file: "sources/03b-forest-fires-2018-and-2019.ipynb" + - file: "sources/03a-area-of-interest-definition-and-product-download.ipynb" + sections: + - file: "sources/03a-forest-fire-product-downloads.ipynb" - file: "sources/03c-dnbr.ipynb" - part: "Appendix" chapters: diff --git a/sources/02e-spectral-indices.ipynb b/sources/02e-spectral-indices.ipynb index 4cb988c..2cca6ab 100644 --- a/sources/02e-spectral-indices.ipynb +++ b/sources/02e-spectral-indices.ipynb @@ -29,13 +29,13 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from pathlib import Path\n", "\n", - "product_path = Path('resources/forest_fires/S2A_MSIL2A_20180807T101021_N0208_R022_T33UUT_20180809T112302.zip')\n", + "product_path = Path('resources/forest_fires/S2A_MSIL2A_20180906T101021_N0208_R022_T33UUT_20180906T131549.zip')\n", "index_to_calculate = 'nbr'" ] }, @@ -50,7 +50,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -84,7 +84,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -127,7 +127,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -148,12 +148,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "An error is thrown if `index_to_calculate` does not mach any of the implements indices above:" + "An error is thrown if `index_to_calculate` does not mach any of the implemented indices above:" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -173,7 +173,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -198,7 +198,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -227,7 +227,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -271,7 +271,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -280,7 +280,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -289,7 +289,7 @@ "'(0 + 1 + 2 + 3 + 4 + (1 * 2 * 3))'" ] }, - "execution_count": 11, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -300,7 +300,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -309,7 +309,7 @@ "16" ] }, - "execution_count": 12, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -320,7 +320,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -329,7 +329,7 @@ "'((B08 - B12) / (B08 + B12))'" ] }, - "execution_count": 13, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -350,16 +350,16 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "['B08', 'B12']" + "['B12', 'B08']" ] }, - "execution_count": 14, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -383,18 +383,18 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[PosixPath('zip+file:/home/jovyan/sources/resources/forest_fires/S2A_MSIL2A_20180807T101021_N0208_R022_T33UUT_20180809T112302.zip!/S2A_MSIL2A_20180807T101021_N0208_R022_T33UUT_20180809T112302.SAFE/GRANULE/L2A_T33UUT_A016321_20180807T101024/IMG_DATA/R10m/T33UUT_20180807T101021_B08_10m.jp2'),\n", - " PosixPath('zip+file:/home/jovyan/sources/resources/forest_fires/S2A_MSIL2A_20180807T101021_N0208_R022_T33UUT_20180809T112302.zip!/S2A_MSIL2A_20180807T101021_N0208_R022_T33UUT_20180809T112302.SAFE/GRANULE/L2A_T33UUT_A016321_20180807T101024/IMG_DATA/R20m/T33UUT_20180807T101021_B12_20m.jp2'),\n", - " PosixPath('zip+file:/home/jovyan/sources/resources/forest_fires/S2A_MSIL2A_20180807T101021_N0208_R022_T33UUT_20180809T112302.zip!/S2A_MSIL2A_20180807T101021_N0208_R022_T33UUT_20180809T112302.SAFE/GRANULE/L2A_T33UUT_A016321_20180807T101024/IMG_DATA/R60m/T33UUT_20180807T101021_B12_60m.jp2')]" + "[PosixPath('zip+file:/home/jovyan/sources/resources/forest_fires/S2A_MSIL2A_20180906T101021_N0208_R022_T33UUT_20180906T131549.zip!/S2A_MSIL2A_20180906T101021_N0208_R022_T33UUT_20180906T131549.SAFE/GRANULE/L2A_T33UUT_A016750_20180906T101022/IMG_DATA/R10m/T33UUT_20180906T101021_B08_10m.jp2'),\n", + " PosixPath('zip+file:/home/jovyan/sources/resources/forest_fires/S2A_MSIL2A_20180906T101021_N0208_R022_T33UUT_20180906T131549.zip!/S2A_MSIL2A_20180906T101021_N0208_R022_T33UUT_20180906T131549.SAFE/GRANULE/L2A_T33UUT_A016750_20180906T101022/IMG_DATA/R20m/T33UUT_20180906T101021_B12_20m.jp2'),\n", + " PosixPath('zip+file:/home/jovyan/sources/resources/forest_fires/S2A_MSIL2A_20180906T101021_N0208_R022_T33UUT_20180906T131549.zip!/S2A_MSIL2A_20180906T101021_N0208_R022_T33UUT_20180906T131549.SAFE/GRANULE/L2A_T33UUT_A016750_20180906T101022/IMG_DATA/R60m/T33UUT_20180906T101021_B12_60m.jp2')]" ] }, - "execution_count": 15, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -410,7 +410,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -455,22 +455,22 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 19, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -482,10 +482,12 @@ } ], "source": [ - "# pixels with clouds are True, pixels without are False\n", - "raster_cloud_mask = scihub_cloud_mask(product_path)\n", + "from sentinel_helpers import scihub_cloud_mask\n", + "import matplotlib.pyplot as plt\n", "\n", - "plt.imshow(raster_cloud_mask)" + "# pixels with clouds are True, pixels without are False\n", + "raster_cloud_mask, _ = scihub_cloud_mask(product_path)\n", + "plt.imshow(raster_cloud_mask[0])" ] }, { @@ -497,13 +499,14 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import numpy.ma as ma\n", "\n", + "import rasterio as r\n", "from rasterio.enums import Resampling\n", "import rasterio.plot as rplt\n", "\n", @@ -518,13 +521,13 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "6435e6964cfa40c5b5d52e05ecedd34d", + "model_id": "ef37732b4a184e959bf49763e1e583aa", "version_major": 2, "version_minor": 0 }, @@ -540,8 +543,8 @@ "output_type": "stream", "text": [ "\n", - "Wrote result to resources/spectral_indices/T33UUT_20180807T101021_NBR_10m.tif\n", - "CPU times: user 50.6 s, sys: 19.3 s, total: 1min 9s\n", + "Wrote result to resources/spectral_indices/T33UUT_20180906T101021_NBR_10m.tif\n", + "CPU times: user 51.3 s, sys: 18.8 s, total: 1min 10s\n", "Wall time: 39.6 s\n" ] } @@ -599,7 +602,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -609,12 +612,12 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -632,7 +635,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ diff --git a/sources/03-overview.md b/sources/03-overview.md index 63249f7..c38120e 100644 --- a/sources/03-overview.md +++ b/sources/03-overview.md @@ -2,6 +2,10 @@ Following the explorations about how spectral indices can be calculated, this chapter aims to calculate burn areas for different forest fires in Brandenburg and Mecklenburg-Vorpommern in 2018 and 2019. -While there are Copernicus services that provide forest fire observation services, a lot of the fires during the active wild fire season in Germany are not covered by them. Nevertheless these fires have lasting impacts in their ecosystems and are a contributor to CO2 emissions worldwide, which serves as the motivation to see if additional information can be gained by looking closely at the Sentinel-2 data. +While there are Copernicus services that provide forest fire observation services, a lot of the fires during the active wild fire season in Germany are not covered by them. +Nevertheless these fires have lasting impacts in their ecosystems and are a contributor to CO2 emissions, which serves as the motivation to see if additional information can be gained by looking closely at the Sentinel-2 data. -After an evaluation of the feasibility of a detailed look at the entire area of Brandenburg for an entire year this chapter defines three forest fires of interest for which media coverage during the active fire as well as government reports at a later point provide sufficient information. It goes on to analyze the Copernicus data to see if media coverage during the active fire could have been improved by incorporating Sentinel-2 data. \ No newline at end of file +After an evaluation of the feasibility of a detailed look at the entire area of Brandenburg for an entire year this chapter defines three forest fires of interest for which media coverage during the active fire as well as government reports at a later point provide sufficient information. +It goes on to analyze the Copernicus data to see if media coverage during the active fire could have been improved by incorporating Sentinel-2 data. + +For this purpose the Delta Normalized Burn Ratio (dNBR) is introduced, which is the combines the Normalized Burn Ratio (NBR) of an observation before and after the fire to provide an indicator for change in burn severity. \ No newline at end of file diff --git a/sources/03a-area-of-interest-definition-and-product-download.ipynb b/sources/03a-area-of-interest-definition-and-product-download.ipynb new file mode 100644 index 0000000..f0dbf95 --- /dev/null +++ b/sources/03a-area-of-interest-definition-and-product-download.ipynb @@ -0,0 +1,1135 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Area of Interest Definition and Product Downloads\n", + "\n", + "This notebook defines three forest fires in northern Germany in 2018 and 2019 for based on newspaper coverage during the fire and information published later by governmental bodies.\n", + "\n", + "After introducing relevant articles, it uses the OpenStreetMap API to query products before and after the fire and thereby builds the foundation for further analysis.\n", + "\n", + "## Setup" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from datetime import date, timedelta\n", + "import os\n", + "from pathlib import Path\n", + "from sentinel_helpers import search_osm, plot_downloaded_products, geodataframe_on_map\n", + "from sentinelsat import SentinelAPI\n", + "from tqdm.notebook import tqdm\n", + "\n", + "api = SentinelAPI(os.getenv('SCIHUB_USERNAME'), os.getenv('SCIHUB_PASSWORD'))\n", + "\n", + "out_dir = Path('resources/forest_fires')\n", + "out_dir.mkdir(exist_ok=True, parents=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Treuenbrietzen 2018\n", + "\n", + "_Deutsche Welle_, a German public broadcaster, [published an article](https://web.archive.org/web/20210222122952/https://www.dw.com/en/forest-fires-near-berlin-could-burn-for-days/a-45203042) covering fires \"some 50 kilometers outside the German capital\" on August 24 2018. The article was published while the fires were burning and noted that they \"began on Thursday\" (August 23 2018). It contains a map designating the position of three towns and villages which had to be evacuated and takes note that train traffic was disturbed as a direct consequence of the ongoing fire.\n", + "\n", + "### Area of Interest Definition\n", + "\n", + "Using information from the article, the evacuated places positions can be queried from OpenStreetMap:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
Make this Notebook Trusted to load map: File -> Trust Notebook
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import geopandas as gpd\n", + "import pandas as pd\n", + "\n", + "frohnsdorf = search_osm('Frohnsdorf, Brandenburg').head(n=1)\n", + "klausdorf = search_osm('Klausdorf, Brandenburg').head(n=1)\n", + "tiefenbrunnen = search_osm('Tiefenbrunnen, Brandenburg').head(n=1)\n", + "\n", + "evacuated_places = gpd.GeoDataFrame(pd.concat([frohnsdorf, klausdorf, tiefenbrunnen]))\n", + "geodataframe_on_map(evacuated_places)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Comparing these search results with the map given in the article, they appear to be correct.\n", + "They are saved for later use." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "evacuated_places.to_file(out_dir / 'treuenbrietzen_2018.json', driver='GeoJSON')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Product Subselection\n", + "\n", + "To calculate the dNBR, the NBR has to be calculated before and after the actual fire.\n", + "It estimates damaged plan material, so it is best calculated before processes such as regrowth and plant activity have taken place. Similarly, the pre-fire NBR should be as close to the start of the fire as possible.\n", + "\n", + "Because the exact location of the fire is not mentioned in the article, a bounding box containing the three evacuated places is constructed and a geometric buffer around it calculated. These buffer calculations take place in EPSG:25833, which is a metric coordinate reference system, as opposed to EPSG:4326, which uses angular units." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/conda/lib/python3.8/site-packages/pyproj/crs/crs.py:53: FutureWarning: '+init=:' syntax is deprecated. ':' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n", + " return _prepare_from_string(\" \".join(pjargs))\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from shapely.geometry import box\n", + "\n", + "# construct footprint using bounding box containing all 3 points\n", + "footprint_2018 = box(*evacuated_places.to_crs('epsg:25833').buffer(2500).to_crs('epsg:4326').unary_union.bounds)\n", + "\n", + "# query the api using information from the article and bounding box\n", + "fire_date = date(2018, 8, 23)\n", + "pre_fire_treuenbrietzen = fire_date - timedelta(weeks=4)\n", + "post_fire_treuenbrietzen = fire_date + timedelta(weeks=4)\n", + "results = api.query(footprint_2018.wkt,\n", + " platformname='Sentinel-2',\n", + " processinglevel='Level-2A',\n", + " date=(pre_fire_treuenbrietzen, post_fire_treuenbrietzen),\n", + " cloudcoverpercentage=(0, 30))\n", + "\n", + "# plot cloud coverage to discard unusable products\n", + "gdf = SentinelAPI.to_geodataframe(results)\n", + "gdf.set_index('beginposition')['cloudcoverpercentage'].plot(kind='bar')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There are a set of products with very low cloud coverage immediately before the outbreak of the fire on August 22, another set of product with low cloud coverage on September 9 and a third set another ten days later with close to no cloud coverage is available.\n", + "\n", + "The results are deduplicated to avoid reprojecting an merging. For this purpose the position of the evacuated places in the downloaded product's tile geometry is plotted:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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QBurAifB5Azg9pvRJuQr9v5jA+Pa2DknyvBn4nbSNSAGrWxZSdYMA7cO6BSrzCy+/947D3wKW0Q7AXN9zCe0M9EcDFJsv9oMM+26YY9B/8e+PDrTC52b4WSP8bC38zIgj4Jbaz2g3C383bTsJ0UVvBxMY38+tQ5I8H0zbgJSwumUhVTfEpP3QwcOK8boFSmhnoBi+7o8GbOUIRN0G/Rf+oO91f7dA/8W/U18vKuCi8LN236MFrAPH0U5Am+QiArHTbjoPp23DGARoh9EExvdz65Akz1VAXrxpk1jdspgZ3WG3wDloZ2AVOBd98d+LvvivorsAdgElWDn33jsOr6GdAUd/tlPYf9toQP/rwfyAqCsg6hbodwKa6G6BJtoBiNUJKLjdH+i0+fs415FFCm53b450B2hn1QTGj3HrkCTPvWkbkBJWtyym1n3o4OEl4JnoRLzz0JGAVfSFP8oPWAgfg/kB/U5A9Bxw5kV/VEdgWH5A5AD0OwJNCNaAY8BjJJsfkCrdrlpL24Y0yKFuUw6J8XObdUiSZyVtA1JiJW0DUmIlbQPGIewWOBvtAJyL7hLYh9axwvD8gAqbRwsUYLV07x2H24zWLbDV64AzIwH9iYIdNkcE6sBJUu4WcFz2d9s8lsa600Q5FINu2lYkT850d9EOvAlWDLXzJNYhSZ65tA1ICat7Gw4dPOwAFwBPRY8W2I+ODKww2bBB2DkasFVkYLthg8O6BU4y0C1QcDvndNruI6NonzUUQWHnpWYPqzsXdNHnChMYP6dbhyR5vpe2ASmRSd2Ghg1G3QJwxkV+1b33jsN/dObnI3cLDMsPaIaPYxgcLWCSbletp21DWkjVbnXngi76fGYC4+d065Akz/OBr6ZtRAps0n3o4OEF9AU/6gJYQocSIwdgnl63wDzaEZgLX5fpRQQGkwUHawpE78thWyvhegJ6eQb9F/9BR2CwW6CBjgjUw/fbOgJusXNBu+U+sOO/M2MUCsFKu8vxtO1IA6nare5cEGAusmH8WmYdkuT5SForDvMDooTApb7HApudgHl6zkFUO2ABfQEvh81FjkDkDEQX/sH34XK7S/fecfhn+34XXeSjC35UMKhLrysgejTQtQMep1dLYNy7kgvDtp+JdiIK6EhIPbQhFtqtgrhcApCrG+Rqt7pzQYC5OiTGr2XWIRmR8I7+L9AXsFPh4yjwBHp8fZRVfwT4xxtvOnB8i6beBPzmhDbsAz6MvqBuFw2AMx0GB70zDjoCXfRFP/osSg5so7sCjqMv/q2+57FZ3lP/qZNHF/5ikt8awqWXc/E4uoYDxOiMALilzvntpitupI1U3SBXu9WdCzroc6AJJr6WbYV1SEbnQvTF+OP0cgsW0Xfc0UiDImF+waGDh102h/7Rz3uCe+84/Bl6IwY20F0AJ9EX/6N9j8eBR4DHb7zpQBO4JFzu4zFrNc7Jo3MfS3H1RbTjFYUqo+Gfsc923W4Wvx33OrKIVN0gV7vVnQs69KLc0/I2Q+08iXVIRmeVXnTgRPgYv5F969cfO7J4W99HRXrdKGehR1pU0N0m0QiKUtjdUkY7Rs+gNwICdDQjoh4+1tHdHOvhI4rqRJ8lyuq+9esGdCfJCrqrZzF8jpJR29v8xgilcvOyZqNyV9zryRpSdYNc7VZ3Lui/MZuWm4HXGmoLsLP9jsyhg4d/Engd8N9TNGMXege4Y5tlolEg0YiQ/iGhJXS3Tn9XThSpiUZ3ED5HeR4baAcmGskRPdboOTgTdeMkyNPRmi5G21xB/5fr9DRbLBbLrPNM4PiNNx14ftqGDMNGSEZnNzrXYipW963dcOzI4q0T/nydzXkiw4giJBNFcAaInJl5dPLrnvC9y+aZMqMqmP21K6JukQ6AU2id0+0U7++z7yTJRW8ceqNzjqCdkX4HLDZK5foVzUblzrjXkzWk6ga52q3uXNDBUB2SWq12W7Vavd5EWxHWIRmdZQw4JFM4I6AjEVvNjBkHLSYb0XIG3U7xb9kcvTmLzcN3+6M3ER16zk6UhzNu9KYQLhsN9WXIemIjRycqo0jVDXK1W925oIWhpFbTzghYh2QcFtF39lOxum9tMIdEBOW5+nMbG5WvYj56U2H76M18+HohfN9l834fOSlRJdI2Os8kGnJ8ml4UZ+ziY6Vy/fIc9S8bQ6pukKvd6s4FxpJaa7XaLdVq9bUm2oqwDsno7ELfiU/FsSPzt0/ZRC5zHhobpa8ZbnLU6M0PoiMw56AdiihKMyzaFU3THhVk6x86PTgiZ6vkq/58nFazUWoBz6NXUTWK3phwyjJLs1G6O20b0kKqdqs7F7QxVzr+9YbaeRLrkIzOIvpiMhXLezaunbIeRy6zkIvl1rNajfI3Ulh1gV6Z93b4vNVw38jJMcUctCpQrnDmzLPRY3B7BgPPsDl6ExWKa6KdsdNMGL2JE7fUurjdLOelNoNRpGq3unNBm53zEEflHdg6JKmxCHx/2kbWT5VrUzaRS4ek1Sjcn8Jql9AX7xV6kaVhTkBcbEChgZmoVhS9qaC7nwajN4Mz5NL3Hnq6n4ze9D2abC74N3X0pt0sPDhtG3lFqnarOxdEZQ9M8F5D7TyJdUhGZxEDyZ1z883LTjXdaZySJJNajVEsdc5pNd3vJLzaqHZMGX0gRnPXxFqddTOdCrgmRg7FEL3BRTs4w6I3Edt1TcGZ0ZswgtMpgfswGYzexI1b7OyXOH+R1Z0L2pgrCPlK4P9vqC3AOiTjMIcBh6TVLDwwZRO5jJB0OuqJFFZbRocnC+httxB+HntBtB5q6pFZMTF1PlQfBXp1bxYABaqAHkm1Xe7NsO6q2KM3cdPpqONp25AGVnduMHXd/7Khdp7EOiSjY8SrLLjdPcA0Ib5cJrU6TrDQ7ZCkUxJtrwr6gtkJn2MvF7+ZIJGKsCnT4YwoSFBh8lFpO0Vv+rvdBp/7vxuM3kTzNMWae+M4wXwnP7O/GsPqzgWnMXcOvBA7229qGOkqCVDTht1zGSEJUAl2kwB6VFQTPRw4cggUiTt0Kpfba3qm0h1z9GaTk9PPMJv7HZ4uvZmpo+6pM6I3KezrmcDqzg2muv1NHqeAdUjGwchG7HaV8Y2YB4Lu9EXlxmQX+gJSQV84KvQKqiVJLiNaBsiK7iHRm6mYQzs50bDw6PFk7k237fQnEMNwR6dLr3sqsehNnATdzE8hEQtSdYP5qJB1SEbHyFApt9DdD0yT3JnLO27HCZa7HR5PcJX9c/hEE+ulECEJXLI/108MzKzuEW4oOnPgjnLjMWn0ZquRU202F/ZLNPfGcYLFTjfRbtlMkEPdpob9XgJ8wVBbgHVIEqdRd+9L24Y0aLedxxJcnYs+WZfRJ/YuCZaL34yT1aTWmJGqG8bQHkf0xmGb6E3IdonFMGH0ptN2krzhyAxSdQOfN92gdUhGx8jFbG6heWWrUfzkFE1kJRQ+FsVS9/xWg8MJrW4FffLcR2+YWwrREYBuhZyF3s0gVTekqD3l3Bs1bEj9dtGbyLk5ZtDuxHFL3XPbTf4ubTvGwFSU/TXA7xhqC7AOyTgYCXOdOlb53JRNRKV/cxUObzXcbye4ul3o/8dFnwCjuRtSGO1ipAZJDpGqG2ZE+wTRG7Vd0cFotFsq0Zs4aTfdNIo+ZoF3m27QOiQJs2vPxiuOP774oSmaaJBDh6RUaV3WrBfuSGh10ZBRFziJjpg4pPKftRahcCr59aaNVN0gV/u2uqeemLSPaXNv+t9vF71Zh53z3orl1qWtRiGNaTHS5l3AG002aB2S0TEydntKZwR6lUdzdRfWrFeSckZK9EbXRAzehSVIReCFCeTqBrnaE9NtOvcmmutqouhNq1EBOI/h0ZsG2sE5CfyjQZunwci1rFqtGnVGIPEiUbnGyAVt9761G6ZsIiqBnivKc/XnJbSqVbSzNoc+IUQnlpRqBdSX01lv2kjVDXK151Z3A+3gnEQPZX0CHRk5gp6/LHoc6Xs83nvUm+HrJ9BdRqBviFaApwBPA34EeHYSYpKiVqtNO3P9GdgIyegYcUieOLJ465RN1NE7eq5obFS+ktCqltB3KUV6jkk09DcFKifTWW/aSNUNcrVb3WwdvdlDzqLaO1GtVq8z3aaNkIyOkf/KQIRkjRw6kglGSArAPPo/aqIdkxTJ7V3jlEjVDXK1W93boOhFT2aCOCIk1iEZgUMHD5cwFPI3ECExOX10YiQUIYm6aebpDfFNeXZke9coD6nare5tcNDdPlnAyLBfGyFJj70YGjK6a8/pV03ZxAbmKu0lRqlcvzyB1eymN8y3iXbchtVGSJD6YnrrThOpukGudqt7G1K+MdqEket+rVY7aKKdfnJ3p50SuzE0ZHTtePlTUzaxQQ4dyWbDTaIo2lz4XER3bUUjbVKcbdcVWhxMqm6Qq93q3oYsTflhyjl6p6F2niR3F7aUWMWQQ7Kw3HzBlE2sk0NHsljqPC2B1UT1CaKaI1GEJEU68+muPy2k6ga52q3ubciSQ2KK15lu0DokoxFNZT819Q33nimbWCeHXTatlvNozKtYojeJXn/+SMonAsdkQagcIVU3yNVudW9DlrpsTDHNFChDsQ7JaESlyKemWO6cN2UTa+Rwu7ludyXmVayincYyvVotKeePAHRTHuWTFlJ1g1ztVvc2zGKE5DmmG8zdhS0lljEUIel21bSZ6FGxr1zRDVTcdUDK6ChJAb2tMpA/AqByORni9EjVDXK1W905wVS0xnjUO3cXtpRYxOxcDBazRPtxVAStjXZM7P5tsViywCxGSIxjT9ijsYwhh8RxAhPFg3K3czsqKO+81MREOT5z9LpoMpA/AhAIPcak6ga52q3ubZjFHJKzTTcodAcam2UMlf1tNQoPGWgmAxfa8Wi3neMxNr8L7YgU6XXXKDIxI7KTARvSQKpukKvd6t6GvHXrjILxCVOtQzIaCxhySCpz7UsNNJM7h6RY7Br3pvubR3eruehIVjT5YAZOAt3KzsvMIlJ1g1ztVvcWFEg9uX4Tpq4fLzPUzpNYh2Q0FtCjW6bm9MnSl0y0kzdazcJ3Y2raRUdD5sLnLpnKHynM1IRaoyNVN8jVbnVvQYVMRGuN8wHTDWbkpJ155jEUIVlcaVxjoJncRUhK5faBmJpeQW+bBfRdiEPPMckA7YW0LUgHqbpBrnarewsKpDbbeKy81XSD1iEZDWOFyE4cXfiwgWZy55A0G5W7Ymp6F9oBiQ76cvg+5eG+ERUjkbX8IVU3yNVudW+BQ7ZGaRq57ler1ZtMtNOPdUhGw9j/tHvf2g0GmsldxnZ5rv68mJp20fVH+vNHMhQhsVOyy0Oqdqt7CwoYirBniVqtdrvpNq1DMhrG/qcnjizeaqCZjFxsR6exUflKDM2W0P/FXN9nUZdNRrBTsstDqnarewsUcCIJS5KkWq1eZ7pN65CMhrEuG0MRktx12cQUIVlF33nMobtoHDJRLr4fe9coD6nare4tcIBTSViSJDZCMgMYipDkziGJKUKyhB7y66LzR6KRNhnKaLd3jfKQqt3q3gIFnE7CklE5dPDw1FFkGyFJD2NdACt7115toJncOSSlSt34REzoyFVUf6SBdk4yRn0pbQvSQapukKvd6t6CrJ2vA+CsaRup1WrvM2DLJtxRFvI87wF0yKkDtH3fv9LzvHcB/xRdGfN+4HW+7x8f+N1TgT8GnoLu6/8j3/ffY8z65DA4ymbuowaaaaMvvhmKBGxPs16823CT0dj+ZXoHfIZyRyKKQkceSNUNcrVb3VuQRYfExBDttxhoYxPjREiu8n3/ct/3rwzffxZ4lu/7PwTcB/zmkN+0gTf7vv9M4PnAP/c8L656FLlgabX+EgPNZDQasDXFcvtiw03uQf8PkWPikrn8EYD2fNoWpINU3SBXu9W9BVm7UQqAvQbaebOBNjYxUoRkGL7vf6bv7ZeBnxmyzKOEUxT7vn/K87xvAecChyddb0oY69raOF36uoFmWuTMIWk1nQcNNzmHjrq56MTWaPK+jNQfiXCyVH8gQaTqBrnare4csWqgjQ8aaGMTo15oA+Aznuf9jed5bxjy/S8Cn9yuAc/zLgCuAOJIbowbYx5uudK+yEAzDXrzteQC1+3uN9xkAV1Bt4DuNiySyZyobq62kzmk6ga52q3urRZIxIzRCdAFJaflKgNtbGLUCMkLfd9/xPO8s4DPep53r+/7XwDwPO+30Helf7LVjz3PWwQ+DPxL3/eHZiSHjs4bAC655JJvXX311e9HlwWfA76H7vL5CPAm4G3AzdVq9bW1Wu22arV6fa1WuwV4PfAO4L3AK9GRmwuBDeA4cAnweeA1wLuBd1Wr1TfWarXbq9XqdX3PB4F3Aq8DPukUVs8qz7cvAXCcYLnVKDxUmWtfevpk6UuLK41rThxd+PDufWs3PHFk8dboeWXv2qtPHJ376NJq/SUbp0tfL1faF7U7zmOOEywuLG88p9N2jhZLnQs21kt3zy81qiePzn1sdd/6dceOLN62um/thmNHFm9d3bd2/bEj87cv79m4dv1UuTY337ys1Sw80KirlaBL2SkQOE6w3G47jxVL3fNbDffbpUrrsma9ckd5rv68xkblK9FzqVy/vNlwDxdLnae1Ws6jrttd6QaqAeCooNxuO8eLxe7ZrWbhu6Vy+0CzUbnrjDYq9ec068W7i+X2xa2m86Drdvd3u+qkcigpgkK3q04XCsHuVrPwSLHceXqrUfxmea75I42NylcLpeCp7RbfLc/Vn9vYKH2tWG49q9Uo3F8sdc7pdNQTjhMsBKhO0KW5k6Ziuf7CVqPyMDQvBKcNnVUouBAUIQgP/sDRs3B2K3quifaCrqhYX9ZZ8U8+L+k+4Pa8vtPplkCFQ4gDpV8HJSjUoTOvl20OtrEMpZPQWtTr6lRANSEIu5GaRf3aaWp73HW9bOXUEHsWwT2t1+XUoVsElTFNKgC622tyNmZP06jbiQK0CrOlaZTt5GzMnqZRthNAY34bTejzb+lut9S6uN0sPOgWO/s7HXXccYL58LzXcpxgsdN2HndL3XPbTff+Yrl1aatR+UapXL+i2ajcGT0XS/VLW033PrfYOb/dch4ruN3lbqCa4bm81Gk7J91id3+7VXiwWGpf1GpW7hloI1jec/LGWq32CXS3ywfRzsW941xzgVfWarX/Muo1t1qt/s6wa38/KgjGy7fxPO/twJrv+7/ned4NwK8AV/u+P7QSned5ReAvgU/7vv/7Y60sIxw6ePh/AkbGXM8v15+9frLyjSmbeTHwVOCBqQ1KiEKxeU6nVXrEUHNPRTvBF6FzRpro5NYumeuyaZahNIvzWOyAVN0gV7vVvQX7gE8kZc0IvAh45403HXj3NI3UarVrq9XqxwzZBIwQ4vY8b8HzvKXoNfBS4Jue510D/AZw7TbOiAL+M/CtHDsjCoNZ0orARO5HnZzlkCgCYyOV0Imsi/Tmr4mm/86YMwK9OyhpSNUNcrVb3VuQtS4b0OfPaZnbeZHxGKXPfT/wRc/z7ga+Cnzc9/1PAf8JXZjqs57n3eV53h8CeJ53jud5kTf4QuB64CXhMnd5nvdy0yJiZi8GL3SdtnPUQDN1pkhIToNuV5kuDLSA3n/b9EbYZBCVQScpCaTqBrnare4tyJpD0sXMDe33DLSxiR0var7vfxe4bMjnP7jF8o8ALw9ff5HsDXkalz0YrPdRLHUuqK8z7YiTDTJ7AR5OoRDs7nZ4wkBTu9BdNHvpDfE1GsUyS1Aik5GbuJGqG+Rqt7qHME/26kV1MVOH5PnoIIUxcnVRS4lV9AXQCBvrJRMFwjYwWKwtCVrNgqn8kRX0AV5Cb5cymSsX308hj0MCDSBVN8jVbnUP+xLdrZwlumhHaVo+YqCNTViHZGd2YfBiN7/UqBpoZp2cddkUy52nG2qqRG8Omzq9+iNZC4uGdIQWi5KqG+Rqt7qHkEWHJMCMQ/ImA21swjokO7OCwTDkyaNzJrKS18lZV1irUfymgWYctO4omaqLPuAzvB/bctrykKrd6h6Cgz5fZ4mA3kCAaXibgTY2keETeWYw2mWzum/dxAyJ6+Rs25Xnmj9ioJlVdHfVPJvzRzIaHQFdj0AiUnWDXO1W9xAc9DxwWaKDmQj7zQba2ESuLmopsYjuGjDCsSOLtxlqKlcRksZGxUTyU1RrpExvuG800iaj2CnZ5SFVu9U9BAUcS8qSEelioNJ3tVp97fSmbMY6JDuzjL4rN8LqvrUbDDWV4ajAmZTn6s8z0EwRnT/ioB2SjOePgK7UKBGpukGudqt7CAowXfJgWjr0zp0TU6vVTN1cP4l1SHZmGTDWN3rsyOKthprK6DDX4TQ2KtPOYeSyedrsLr2ckgxj7xrlIVW71Z0TAgwUNQvLxxvFOiQ7s4DBpKTVfWumNmKuHJLyXP25UzaxG70d5tAevhM+Otv9KH3sXaM8pGq3unNCGwNdNuH8cUaxDsnOLGA0QjJvZE4cMh8Z2Exjo/S1KZtYRu+vLr3umgzXH4ko5e3uyRBSdYNc7VZ3TuhgZrb41xtoYxPWIdkZo5X2lvdsXGuoqVxFSIrl1rOmbKKAzh9x2Vx/JOO0TMwZkUOk6ga52q3unNDCzCibdxhoYxPWIdmZAgYdkvVT5ZqhpjKcyHkmrUbh/il+XkGHGefpOWI5iRAVslaDICGk6ga52q3uIWTxPN3CzFw27zXQxiasQ7IzRv+jufnmGfMCTUi+IiSlzjlT/HyVXv5Ii14xtIznjwB0TBQgyiFSdYNc7Vb3ELJ449TGzHXtlQba2IR1SHbG6A7VahYeMNleXuh01DQT6y2g+zyj/JEKertkuP5IhDJWVC9fSNUNcrVb3TkhmiF9Wr5soI1NWIdkZ4w6JAW3u8dQU7mKkDhOMM3skv35I010uDGLdx5DCHI155A5pOoGudqt7mFfJmbG6JjKIbnQQBubsA7JzhidVTdAZXxUSDwEqEm7V6Kk4nl6/bGKbB7oQ1A5sdM0UnWDXO1W9xCy2K3cxsx1zVjB0AjrkCRMt6uMb8Q8EHQnng9oFV3psILurnHJTf4IkM2ktiSQqhvkare6N1Mmm93KpzHjkBw30MYmrEOyM0bDkG6hu99QU7mKtDhOMGnxoDl0Dkl//ghk80Afgg1jy0Oqdqt7gCIGJ2Y1jIku70sMtLEJ65AkTKPu3meoqSZmppBOhHbbeWzCnxbQ3TXRJHpFcrXfOlk9IcWMVN0gV7vVPUABfROVRUxESD5voI1N5OjEnhpmh/0uNK801FSL3BQHg2Kpe/4EP1tGO16L5DJ/BKCbG6fRLFJ1g1ztVvcADgZnis8grzHdoHVIdsboaI5TxyqfM9RUHTPFbRKh1XC/PcHPovojUf5ICb3P5qi7yhVaLEqqbpCr3eoewMHgtCMZ5N2mG7QOyc4YdUh27dl4haGmclQ+HUqV1iQF4Uro4b4Fel1UAblKnstdWWlDSNUNcrVb3QM4wKkkLRkDE9e1dxloYxPWIdkZo//R8ccXP2SoqdPkKELSrFfuGPMn0f8+T68IWoHc7bOVrJ6QYkaqbpCr3eoeQAGPJ2lJklSr1TeabjNnJ/dkOXTwsPF8hd371m4w1FQdwyOA4qQ8V3/emD/Zhe6mWaA3xFeRq+gI5HBqckNI1Q1ytVvdkqjVaqZmrn8S65Bszy4MDy994sjirYaaqmO4aFucNDYqXxnzJ5FDUqbXXRONtMkRlbxNTW4IqbpBrnarO0dM3WVTrVavM2FIP9Yh2Z69GE6gNBgh2SBHDskEEZIS2ilx0c5XKfzcRkhygVTdIFe71Z0jpo782whJ8uzDcGEbgxGSXDkkY0ZIXPQBs0AvibVAbuav6SeXd08GkKob5Gq3ugfIcnkCGyHJIbswHCHZtef0qww1tU6OckhK5frlYyy+ina4ovwRB30A5aVcfB91oSMPpOoGudqt7gGy7JBMTa1WO2i6TeuQbM8KhnMW1o6XP2WoqXVyFCFpNtzDYyy+jI6KFOnlkShyVX8kwj2dtgXpIFU3yNVudQ+Q5YiuCdveaaCNTViHZHuWMNxls7DcfIGhptbJ0fYrljpPG2NxF+2UFOjlj2T54N6GznzaFqSDVN0gV7vVLYzXmW4wNxe0lFjCcOnf+oZ7j8HmchMSbLWcR0dctISOSkX5I5Dr/dSZ5dLR2yBVN8jVbnUPkOXzs4nBAZ800MYmcnyiT4Rd6FwGYxTLnfNMtpcXXLe7MuKiUbn4ObRj4qAjJTnMHwHo5qZ4nVmk6ga52q3uwS8SNWM8TFz7n2OgjU1Yh2R7ljHskHS7ymQmepY98E10AzXqrJdRqfgSOn9kLvw8Z/VHIlSWT0oxIlU3yNVudfdRJLc3USMzatR7ZKxDsj0L6Lv1rDKLJ4ACvfyRBvrAzmn+iMViEUoJw/mHhsnkOdU6JNuziGGHxHGCPBbRmRpHBaNMBDiHHkmzQM/ZMl6+P1kCoceYVN0gV7vV3Ud0QzXLnG26QaE70MjMYdghaTUKDxlsLjcX6nbbOT7CYrvRXWRz6LsLF72P5jj06eRwqLIJpOoGudqt7j6iEYKzzLgTpu6IdUi2p4jh2heVufalBpvLjUNSLHZH8abn0P+5i3ZIoqhKTvNHALqVtC1IB6m6Qa52q7sPB8P5hxnkZaYbtA7J9hj/f06fLH3JYHOZ7AccRqtZ+O4IixXQSa0O2iEpkvt9tJDlHKQYkaob5Gq3uvtQwPGEDUmaD5huMOcn+9gxfsFfXGlcY7C53CS1lsrtAzsssoTuc+3PH3HIURRoOO2FtC1IB6m6Qa52q7sPB/h+0paMgYlr21sNtLEJ65Bsj3GH5MTRhQ8bbC43F+tmo3LXDov0z1/THx3Jeb90ZS1tC9JBqm6Qq93q7iPr0WsTk+vdZMKQfqxDsj3G54rZvW/tBoPN5cYhKc/Vn7fTIugcEoWOlFTozfSbY3I5NbkBpOoGudqt7j5yc26elFqtdrvpNq1DkjBPHFm81WBzudnpGxuVr4yw2DJ6n2zTG2GTc+yU7PKQqt3q7iM35+ZJqVar15lucwZO+LFiPOxmOEKSm+jBDhGSXehumnl6Q3wVOdK3NfauUR5StVvdOWJqh8lGSJLHeJeN4QhJC921kXl2iJCsoMfsV+gN940iJTnH3jXKQ6p2qztHmMghsRGSvLOyd+3VBptr0KvVkWlKlfp2EzGV0MmsLtoxiTTNQoRkKW0L0kGqbpCr3eqWRK1We5/pNl3TDc4YxiMkJ47OfdRgc3X0aJTM06wX797iKwftrS+G77vo/z3rWeojUhQ68iB53RsbJ89Nep1zc8sPn/mp3eayGKp75nNIgLeYbtBGSLbH+EVxabX+EoPN5cYhKZbbF2/xVf9w3yh/JOfl4vtpz6dtQTpI1Q1ytVvdeeLQwcPTXt/ebMSQPqxDsj3G/5+N06WvG2yuju7uyDytpvPgFl9FCa1z9Ib7KnJffyTCmfX5LLZAqm6Qq93q7iPrEZIAOGvKNj5owpB+rEOyPcYjJOVK+yKDzW2QkwiJ63b3b/UV2ilx0A5JLhys0enOmJ5Rkaob5Gq3uvvIeoTXhENylQlD+rEOyRYcOnh4hRju0tsd5zGDzdXJyTbsdtWwTHQXfWAs0CuCZjxvJ13UDIwUmgSpukGudqs7ZIHsR3gDdHf5NNxrwpB+cnExS4m9xDDs1HGCOYPN1clJYrJyhkY+dgPr9PJHnPAxA6NrnkTqMSZVN8jVbnVrCuhob9aZ1iFZMWFEP1J3oFFYQec2GEURmOxiWScnEQVFMMzOJbTzUaI3hHmG8kcAghkZLTQuUnWDXO1Wd0geHJIu05eMMHlzDViHZDt2E0OEpNN2jhpsbp2cREi6XXV6yMf9+SNR/ZEZO6nZMLY8pGq3uqMPgGHnu6wxbYXZ7xmxog/rkGzNMjF4ucVS5wKDza2Rk21YKAS7Bz6qoB2+eXoZ6YrsZ6ePSSA00U+qbpCr3eoOcYBTaVgyBh30zeA0PN+EIf3k4mKWEsvE0HWwsV7aqkDYJOSmy6bVLDwy8NEq2v559P/soLXM2F1WQehQSKm6Qa52qzvEAU6kYckY9BejnJSPmDCkH+uQbM0iMURI5pcaVcNN5iKiUCx3nj7w0QJ6/4vyR+bQB0nWh8uNSSeXRZOmR6pukKvd6g7JQ5dNF30zOA1vMmFIP9Yh2ZqogqhRTh6d+5jpNvNAq1H85sBHBXRSawGdPJyLeirjY8tpy0Oqdqs7R0TlFqbhbSYM6cc6JFuzSAxe7uq+ddMzJOYiQlKea/5I39t5tBMSjbIBvS/mQst4NPM4NbkBpOoGudqt7pA8lC3oMH2E5GYThvRjHZKtWUTnOBjl2JHF2ww3mYuLeGOj8tW+t1H+yBw6f8Rlpuav6SeXU5MbQKpukKvd6s4RAVMO261Wq681Y0oP65BsTSwOyeq+tRtMt5kHynP15/W9nUMP8S3SG+4bMHMJrQB1oXeNUnWDXO1Wd47oMmXJiFqtZvrm2jok2xBXhORWw03mJULylb63BfT/GxVBKzKz+2Iu754MIFU3yNVudYfk4ZzcQZdemJhqtXq9IVueZEYvAkYoEsOw39V9a6Y3Yh76KynP1Z8bvlxCj6pZpHfgzlq5+D5yefdkAKm6Qa52qztHBEw5kWmtVrvFjCk9rEOyNbH8N8eOzN9uuMk8eOM0NkpfC1+uopOF59HdNSVmsv5IREnoXaNU3SBXu9Udkodq0x2mn1n99SYM6cc6JFsTy061vGfj2jjazTrFcutZ4csyerhZNNy3Qm+m3xmkNW3xoZwiVTfI1W51h+ThXNZh+rlo3mHCkH6sQ7I1sTgk66fKNcNN5iJC0moU7u97G+WPtNGOSR7uKCakYDwPKR9I1Q1ytVvdIXlwSKJz7zS814Qh/ViHZGtiKck+N9+8zHCTuXBIiqXOOfRmUF6gN8S3QD4O4AnpTJU4ll+k6ga52q1uelNhZJ0203fZvNKEIf1YhyRhWs3CA4abzIVD0umoJ9CTOUX1R5r0pr+e0fwRANVM24J0kKob5Gq3utE3WHlwSKYe9gt82YQh/ViHZGti6UYouN09hpvMRXTBcYIFtEe+hD4QovojkBMNkxFMe9DnFKm6Qa52qxvtkBifciQGonIL03ChCUP6sQ7J1sTSZROgTHvPJnas2Ol0VcDmGSa7zHz+CIDKRQTLPFJ1g1ztVjf6mpqHWY/bTH/dMO54WYckYbpdZXoj9nd9ZJagSwm9A/fnj8xoufhNzHD0Z1uk6ga52q1ufU47kZYhY9Bm+i6b4wbs2IR1SLYmlv/GLXT3G24yquWRaZRSe9G2zqELo1XQ/3Ee+lunwIax5SFVu9WNjvgeS8uSMdhg+mvcJSYM6UfoDjQSsXQlNOrufaabZPrx5LETdJ11dFKrgz4YdqVrUVI4QhP9ktc9N7f8cNLrHI7d5rLYpFsRwyzxMTFtWsLnjVjRh42QbE0sDsncQvNKw01ukP0Iiauc7m70kLj+cvEC+py7QodCStUNcrVb3TniNNNf/19jwpB+RoqQeJ73AHAK3d/f9n3/Ss/z3gX8U3QOw/3A63zfPz7kt9cA70F7Yzf7vv+7ZkyPnVictVPHKp8z3GSD7Ce17g66zveAH0DvQw4zXS6+H1dosSipukGudqubfN1kTXuNe7cRK/oYx6CrfN+/3Pf96A7/s8CzfN//IeA+4DcHf+B5XgH4A+BlwAHg5z3POzClzbFz6ODh/sRLo+zas/EKw03WyX6kawmn9QPo5NtouK9i9hNaseW0JSJVu9VNvkYNTnvdeJcRK/qYOIfE9/3P9L39MvAzQxZ7LvAd3/e/C+B53p8BPwUcnnS9CbGXmO7ejz+++CHDTW6Q/Vwgl27lCDpC0kBXbBVC5VTaFqSDVN0gV7vVLYlqtfpG022OeiELgM94nhcAh3zf/6OB738RGHahPRf4h773DwHPG7YCz/PeALwB4JJLLvnW1Vdf/X70hWsO+B7wfOAjwJuAtwE3V6vV19Zqtduq1er14VTIr0dP+PNedFnbL6OLt2yghyhdgk7EeQ063PSuarX6xlqtdnu1Wr0uej7nwuP//pHvLanl1caP1zfce4rlznndrjoJ4DjBcqtReKgy17709MnSlxZXGtecOLrw4d371m544sjirdHzyt61V584OvfRpdX6SzZOl75errQvanecx+YXmz/RWHf/R6ftHC2WOhdsrJfunl9qVE8enfvY6r71644dWbxtdd/aDceOLN66um/t+mNH5m9f3rNx7fqpcm1uvnlZq1l4oOB29wSoVrerNoJ29wcb9eJcsdw50Gq43y5VWpc165U7ynP15zU2Kl+Jnkvl+uXNhnu4WOo8rdVyHnXd7ko3UA0ARwXldts5Xix2z241C98tldsHmo3KXWe0Uak/p1kv3l0sty9uNZ0HXbe7v9tVJ5VDSREUul11ulAIdreahUeK5c7TW43iN4vl5vNajcoRpRo/FATlk1DfD6UWtCs6GaxT0ZUOAzccz9/Vr52m7pt11/UdSOWUnua7crLveRHc09CZB6cO3SKocAhe4IDT0m0U1qG9AJW1IW0sQXEN2lEbJVBtwIFA6ddBCQp1vZ7iGjQH21jWM362FvW6+jUF8+Ccmi1No2yniFnSNOp26i5B4fhsaRplO+kFZ0vTKNspmAPV0JpQ4KhSuXlZs1G5q1SuX9FsVO7U59/S3W6pdXG7WXjQLXb2dzrquOME8wGqE3RpOU6w2Gk7j7ul7rntpnt/sdy6tNWofKOvjSuajcqdxVL90lbTvc8tds5vt5zHCm53uRvoarGOCkqdtnPSLXb3t1uFB4ul9kWtZuWeM9oo15/dahRVrVb7beCDwFXAvWNec+8HLh71mlutVn9n2LW/HxUEO3d5eZ53ju/7j3iedxa6q+bXfN//QvjdbwFXAj/t+34w8LufBf533/dfH76/Hniu7/u/tuNKU+TQwcMvBX4d+Mu0bRmBs4CfA+5M25AtODt8fjo6b+Q0sEqYj5SWURaLxRIDe4FPpm3EiLz4xpsOrKZtRD8j9SH5vv9I+Px9tMf0XADP824AfhL4Z4POSMhDwFP73p8HPDKNwQmxjE7WNc7ufWs3GG5yjWznkCwACtp70PkjFXoz/QqgP1ogCam6Qa52q5t85ZBMRa1Wu910mzt22XietwA4vu+fCl+/FPg/w9EzvwFUfd/fKrv6a8AzPM+7EHgYfSdvfKhQDMTmkDxxZPFWw022iKnMvSEKwHKYid5ED/0VROVk2hakg1TdIFe71U2+RtlMRbVavc50m6PcWe8Hvuh53t3AV4GP+77/KeA/oSdK+6zneXd5nveHoLt3PM/7BIDv+23gV4FPA9/SH/n3mBYRA4vENEHSrj2nX2W4yRbZPQiiqbgXdc4IIKb+SERd6MgDqbpBrnarm3yVz58qmlOr1Q6aMiRipBwSaRw6ePi3gacAf2u67UKhvdDpuKYr+f0rdDQqa5yL7pq5GNoqjJKsoiMleTpwp6CtwBV4kEnVDXK1i9ddRhepNF1rKi6uuvGmAyuT/rhWq+2rVqtHDNqT6dyDNIktQrKw3HxBDM1m9SQwhy7aVoJOEZ0/0kWMMwI6u18iUnWDXO3idbvE1NWfUV5nukHrkAxnEYil6mB9w42jyyqrDkkB3a3n6KGvuIjb55w8TEUeA1J1g1zt4nVLc0iMjyYSdnEYmdgckmK5c14MzWbRIVlCF0FbBDrQLaP3N0HREdB1DyQiVTfI1S5edzRxaF6Y9rrxHCNW9GEdkuHMo4fTGicqsCaAVXTNkQWgDkohZv6afpQwByxCqm6Qq128boeYrhsxMe31/1EjVvRhHZLhlNGjQ/JCFiMkZXQOiQs0wCmh7RR60rJYLDOOg56ENi9krmaKdUiGE9v/4jhBHMWDsuiQgO62AejoUs/ZOwDiJxB6jEnVDXK1i9etgMfTtCRhzt55kfEQugPtSGwXzlaj8FAMzWbNIdmFTu5a5MmIiAoQMbvvIE6eIm0Gkaob5Gq3uoVxh+kGrUMynNgckspc+9IYms2aQ7KCTgqeRye2liEokq9uMEN0KzsvM4tI1Q1ytVvdwniZ6QatQzKc2Eqxnz5Z+lIMzWbNISmhk1ld9Pw1ZT0bpkQKsYzWyj5SdYNc7Va3MD5gukHrkCTM4krjmhiazZJD4qAjTMv0klgL0J1L1arUaC+kbUE6SNUNcrWL152l8/AoTNsT8FYjVvRhHZLhxNZlc+LowodjaDZLB8Iqeiz+PL2ckQKU8jQcziAVq1scUrWL152l83DsVKvVm0y3aR2S4cTWZbN739oNMTTbQpdozwLL6G6a+fA5jIzUhUZI7JTs8pCqXbxuUaMIa7Xa7abbtA5JwjxxZPHWGJoNE0czQRE93LeAdkhKgLJTk0tDqm6Qq93qzhlTRXSq1ep1pgyJsA7JcGL7X2KKkEQX/rRx0Tt533BfHP2Z+LsnYUjVDXK1i9edty6bqa5zNkKSHLGF3mKMkGShy2Y3erhv5JA4PFkuPrd3EVNidctDqnbxuvPmkEyFjZAkR2wOycretVfH0OwG2YiQLKHnqplD21RB/5cdqC9t98PZxeqWh1TtonWLm6erVqu9z3Sb1iEZTmz/y4mjcx+NodmsREhctFPioG3qc5KKQjPwrW55SNUuWncFXZ1aEm8x3aB1SAY4dPDwAjGWOF9arb8khmbraGcgTUroO4RFeqFLp/e6PZ+KValjdctDqnbRugvomzBJvNl0g9YhOZO9xOjpbpwufT2OZolxqPKI7EHnjyygHZMCev8KnTunnpZh6WJ1y0OqdtG6o1GFkvig6QatQ3Imu4lxzpVypX1RDM1ukP62XEAnslbYnD8S9qt2s5DjkgJWtzykahet20Gf9yRxlekG076IZZEVYnRI2h3nsRiaXSf9HJICepZfBx1hGrBHiUr46mF1y0OqdtG6FZC7UUaHDh5enOLn9xozJMQ6JGeyQowOieMEcVQsXSfdbTmH/s8G6490+5aRuq9Z3fKQql2ybgf4x7QNGZMAOGuK368YsuNJpO5A27FEjDkkiiCOSMY66Sa17gZOo8vFN0NbXDYNgwtElVXuYXXLQ6p2qztnBOicyUkxfnNtHZIzWSZGh6TTdo7G0GyLdIvyzKG7bMroTPMKOjrSFyERHc4ViFTdIFe71Z0zAvRkqJPyPVOGRFiH5EwWiTFbuljqXBBX2ylSQDtyDto5cjmjuFwgNOHN6paHVO2ideexSmuAvnmclOebMiTCOiRnskKM2dIb66W7Y2o6rQNiER0V6c8fcdmcPwIUpA2JC7G65SFVu9WdM7rogQiT8hFThkRYh+RMlonRIZlfalRjajoth2QVnT+ygO7qCmf3HSyj3BFaNMnqlodU7aJ15zFCotDXu0l5kylDIqxDciYL6CTRWDh5dO5jMTWd1gFRQeeOlNBdXZXQloEIieiy0gKRqhvkare6c0YHHdmelLeZMiTCOiRnskiMDsnqvnXjMySmjIMemRRFRQoMnZywKXRqcqtbHlK1W905ZBqH5GZjVoRYh+RMysTokBw7snhbTE2nESFZRkdFFunN/1Ng6FxA4qcmF4ZU3SBXu9WdM7pMUVCzWq2+1pwpGuuQnEms/8nqvrUbYmo6DYdkFVhDd3PV0c5cNNJmgHqe7yKmwOqWh1TtonXnMYekiz53T0StVjN+c20dkjOJtcjNsSOLt8bUdBoHRAm9QxfpOSTd4Yvm9i5iSqxueUjVLlr3Fue9TBOgi1lORLVavd6gLYB1SIYRq0Oyum/N+EZMiWjfWaKXxLrNjMOi754EIlU3yNUuWndsxTRjJGCKaqu1Wu0Wc6ZorENyJttcVKfn2JH522NqOukIyS70QRjN8gtb5o8AlITePVnd8pCqXazuAF2LKW9Es7NPyutNGRJhHZKEWd6zcW1MTafhkKzTq2xbQe9PW5RRbk2TzZ1jrG55SNUuVneJfDokHXS3+6S8w5QhEdYhOZNYu2zWT5VrMTWdtENSREdHXPTBuEP55EJsI5eyjdUtD6naxeqGGItpxkgHnfc3Ke81ZUiEdUjOJNYum7n55mUxNd1kiiFcY+KgHbeoXHyUP7KNQ9KZJjSYY6xueUjVLlV3twCcSNuKCdgh729HXmnKkAjrkCRMq1l4IKamGyTnkKyi7wii/BEHHSnZIn8EQOUx6csAVrc8pGoXq1uRT4ekzRRJrcCXTRkSYR2SM4n1Pym43T0xNd1guvDbOEQF0RbQjkm03m2m4Q7c2K3KJFa3PKRql6pbgZ7PK29MVRgNuNCUIRHWITmTWHNIAtSQomFGiCa2S4IierivQ6/+yA6oPBYOMoDVLQ+p2qXqjveaESNtprtmGM+bsQ7JmcS6c3W7Kq7kpzrJOCQuOldkkd5/5bBzUm0eCweZwOqWh1TtVne+aKHP55Ny3JAdT2IdkjOJ9T9xC939MTW9wXQ716isoof7LqB3aAedGLVNdw3IDeda3fKQql2q7lxHSKZJar3ElCER1iHp49DBwyW2TcycnkbdvS+upknGIVlG78jzaCcoSora4X9zhCa8Wd3ykKpdqu5czmMD+jw+TQ7J500ZEmEdks3sZcc7/emYW2heGVPTG8Q8ZDnEpZc/MsZQ467UIYFWtzikapeqO7fX0S7T3cS+xpQhEXn9I+NiN0NnqjXHqWOVz8XUdBIOSQm9E8/TuysYJX8EcIUWTbK65SFVu1TdKtab2BjZYDof4N2mDImwDslmVonZIdm1Z+MVMTW9Rvx1SFbRw9uW6CVEFRjpPxNbVtrqFodU7VJ1B0lEpuNimgjJu4xZEWIdks1EE8bFxvHHFz8UU9PrxL89l9C5InP06o9EM/3uQOVUnIZlF6tbHlK1S9Xt5jVCcpoprhnVavWNBm0BrEMyyC5ijpDs3rd2Q0xNrxN/l00B/R856P+pyMgZ5qKnJheIVN0gV7tU3a08R0gmHiFUq9WMz1xvHZLNLBNzhOSJI4u3xtR0rI4UejbfNr1y8aAdlBHH4FeETk1udctDqnaRuuegmOfcmWkiJNeZNASsQzLIIjrSEBsxRkjiZhWdpxLljxTR+8+I4Uqpd09Wtzykahep24VGUhWyM4WNkMTPMjFPIx1jhATiHQ+/gI6IlNBO2xj5IyD07gmrWyJStYvUXYDyE2kbMQUTd9nYCEn8rBCzQ7Jrz+lXxdh8nA5JAe2wRVGRMfJHAOpCM/CtbnlI1S5StwP1pCY1zRS1Wu2g6TatQ7KZ2Lts1o6XPxVj83E5JHPobpp5ehVZC4xV1dbN42yYBrC65SFVu0jdCtyH0zYiJd5pukHrkGxmnpgdkoXl5gvibD8mdqOHiC2iS9SX6I20GZHOfByGZR+rWx5StYvU7UBHZA4J8DrTDVqHZDNzxOyQ1Dfce2JsPs4ISRGdN7KBHnEz5gyXTt24VbnA6paHVO0idStwHknbiJT4pOkGrUOymdgnpyuWO+fF2HxcDkkBPboGtCMywbj7btxVZDOK1S0Pqdpl6i643TyPLppmpuLnGLMixDokm4l9GuluV8WZiR6HQ7KA7qYZrD8y5qzIasyIyqxgdctDqnaRuoNuoKTOcvyo6QatQ7KZ2B2SHBLljyyhHZMyY9UfsVgsFotlZ6xDspnYSwA7ThBneC+OCEmZXg5J//w1YxII3desbnlI1S5Tt6OCPCe1TnMTfrYxK0JE7kBp0moUHoqx+TgckgJ6dE1UBK0w2XqcuEvbZxSrWx5StYvUHXTajsSCcAB3mG7QOiSbib3LpjLXvjTG5k07JMtAHZ0/0l9/ZILumm7FmFW5wuqWh1TtMnW7xe7+tG2YgmmueS8zZkWIdUg2E3uXzemTpS/F2HxUQdUUq+hh0Ev0hvsqxk5oBSjkeQKqKbC65SFVu0zd7VbhwbRtSIkPmG7QOiQJs7jSuCbG5huYdUhK6OiIi46UTFEiub1gxqS8YXXLQ6p2mbqLpfZFaduQEm813aB1SDYT+/9x4ujCh2NsvsVUTsMmov8iyh+BifNHACpr05uUR6xueUjVLlJ3t9WsxFnsMrNUq9WbTLdpHZLNxJ5Dsnvf2g0xNh+VdTfBMtCkN3+Nw0T1RyJETk2O1S0RqdrF6S4D7VK5fkXahkzBxNe8Wq12u0lDwDokg8TukDxxZPHWGJuvY84h2YXOH4kmHIwiLxPWHxE5NTlWt0Skahen2wUazUblzrQNSYNqtXqd6TatQ7KZ2P+PmCMk65grf19CJ7MW6BVEmwJxd08hVrc8pGoXp9sFmjmPkExMHBGS2OduyQuHDh4uEd9cME8Sc4RkAzPb1EFHi+YHPpvi/xF39xRidctDqnZxuh2g3mxU/jZtQ9LARkjiZS8JlENf2bv26hib38DM0OVdYVuL6P+kED6mKHxUX9p5mVnE6paHVO3idDvAqWK5/uy0DUmDWq32PtNt2ghJj91MdcEdjRNH5z4aY/MbmHEyV4A1tENyCl1/BHqT601AUWIGPla3RKRqF6fbAU61GsU81yGZJm/yLcasCLERkh6r6FElsbK0Wn9JjM2byiEpoqMkDvo/MVDbpD2/8zKziNUtD6naxelWwONuqf30tA1JiTebbnCki5fneQ+g75Q7QNv3/Ss9z/tZ4O3AM4Hn+r7/9S1+exPwenT+wTeA1/m+X5/edOPsQidvxsrG6dLQ/8kQ60zfZeOit9U8vZwRh6miIwBOFrd5Aljd8pCqXabudtN5OG0bUuKDphscJ0Jyle/7l/u+f2X4/pvATwNf2OoHnuedC/wL4Erf95+Fvlj+3KTGxswuEuiyKVdireq3xvRRr1V0188S+v9ww8eU+TXdPM+IOQVWtzykapepu+B296ZtQ0pcZbrBicP7vu9/C8DzvFHWMed5Xgt91/3IpOuMmagQWKy0O85jMTbfYnqHZBnt2MwBJ9DDfbtMHSFRsScMZxOrWx5StYvTHQB0u0pa7kzEvaYbHPXiFQCf8TzvbzzPe8Oojfu+/zDwe8DfA48CJ3zf/8z4ZibCIrqwWKw4TjAX9zqmxKWXPxJN1meiYJzUfCWrWx5StYvUrRyj84fliRXTDY4aIXmh7/uPeJ53FvBZz/Pu9X1/y66aCM/zVoGfAi4EjgP/1fO863zfP6OgSujovAHgkksu+dbVV1/9frTgOeB7wPOBjwBvAt4G3FytVl9bq9Vuq1ar19dqtVvQuSrvAN4LvBL4crjujXD9lwCfB14DvBt4V7VafaMu8LLve/MLp1+4fnrhjl17Tr9q7Xj5UwvLzRfUN9x7iuXOed2uOgngOMFyq1F4qDLXvvT0ydKXFlca15w4uvDh3fvWbnjiyOKt0fPK3rVXnzg699Gl1fpLNk6Xvl6utC9qd5zHisXO0xaWN4qdtnO0WOpcsLFeunt+qVE9eXTuY6v71q87dmTxttV9azccO7J46+q+teuPHZm/fXnPxrXrp8q1ufnmZa1m4YGC290ToFrdrtpwC939jbp739xC88pTxyqfQwV7g65Lea7+vMZG5SvRc6lcv7zZcA8XS52ntVrOo67bXekGqgHgqKDcbjvHC4XuuZ12IYDuuVDqQn0/VDrQnINSXQ/rK67p5DWnrkO0qg04ECj9OihBoQ6deb1sc1nXJ+guAA1dPKl0ElqLenbQTgVUEwIXVAB09Wunqaczd9f1spVT+reVk33Pi+Ce1uty6tAtggojOYEDTku3UVjXE39V1oa0MYWm/ra20oQLzRnTNMp2Us3Z0zTqduqWoNWeLU2jbCfVnD1N220nRxXczjlKMe8UG3PtVuExt9Q5v90sfrtUbl7WbFTuKpXrVzQblTv1+bd0t1tqXdxuFh50i539nY467jjBfIDqBF1ajhMsdtrO426pe2676d5fLLcubTUq3+hr44pmo3JnsVS/tNV073OLnfPbLeexgttd7gaqGZ7LS522c9Itdve3W4UHi6X2Ra1m5Z4z2ijXn91qFO+BwP3Lj9SesbSbq9ARj5GvucC/qtVqnxj1mlutVn9niJuwCRUE49W68jzv7cCa7/u/F77/a+BfD0tqDRNfr/F9/5fC978APN/3/TeNtdIEOHTw8HvQEZIH4lxPZb5xfn29HOcwsX8J/M2Ev92PzvN5Wvi8gd5Bm0zdZdN0oSQtpIvVLRGp2sXp3gt8UjnNlaBbOp62MRPyT4Czb7zpwNjdTrVa7bnVavWrJo3ZMcTmed6C53lL0WvgpeiE1lH4e+D5nufNe56ngKuBb01qbMwsoEepxEqx1Lkg5lVMU202mtl3Dv1fVML3UzojoO+KJGJ1y0Oqdpm6C4VgJW0bpiAAzprwt883aQiM1ue3H/ii53l3A18FPu77/qc8z3ul53kPAT8KfNzzvE8DeJ53jud5nwDwff8rwJ8Dd6CH/DrAH5kWYYgFdDJnrGysl+6Oex1TEOWPKHT+iIuxCQcLIocEWt0Skapdpu52qxDnQIUkmHSU0EeMWsEIOSS+738XuGzI5x8ZZpDv+48AL+97/9vAb09nZiLMk0CEROeLuH8R4yomjZBU0E7IMr2ISAFde8YAnXlwBWajW93ykKpdnO4AQOeNuMZHnCREgC71MAlvAn7ToC0ys6K3wMQcMDty8ujcx2JexaQOySraIVtCF4groaMjhmqziCsrHWJ1y0OqdlG6C4S1mdrN4rdTtmUaAnRUfBLeZtIQsA5JP4n8F6v71o3PkDjApA7JAvo/KLM5f8QQTWlTk4dY3fKQql2U7gph3apSuXlGD0KOCNBR8Um42aQhYB2SfgzlSmzPsSOLtyWxngkooKMjCt1lU8DofyJuavIQq1seUrWL0v3k7OfNRuWudE2Zii4TRkiq1eprzZpiHZJ+Epn5eHXf2g0xr2KSqMYc+uBaoJczYjB/BPSYfolY3fKQql2U7gJhzmGpXL8iZVumIWDCyVNrtZrxm2vrkCTMsSOLt8a8ikkckt3AaXSEpInutnEwOrePqLunPqxueUjVLkq3g67TRLNRuTNlW6YhQJd7GJuwOJpRrEPSI5Eum9V9a8Y34gCTRkhK4WOd3vw1BhF199SH1S0PqdpF6VbASYBSuX55uqZMRYCOjI9NWB3dKNYh6ZHIKJtjR+bPKJtvmGj+mXGI8keglz9imJKku6c+rG55SNUuSrcDnAJoNjJdW2onuuiSF5PwepOGgHVIEmd5z8a1Ma+iwXgOyTy6a2aO2PJHQM81IRGrWx5StYvTfRrALbUuTtuQKZjGIXmHSUPAOiT9JPJfrJ8q12JeRYvxHJJVevkjdfRwtqhSq0EKsRedyyZWtzykapepu90sxDk3WdwETD6g470mDQHrkPSTSA7J3HzsY9ajomajMod2Qlx0/khM81F0KvG0m3WsbnlI1S5K95O5em6xsz9NQ6akgz7/T8IrTRoC1iHpJxGHpNUsPBDzKuqM51T01x+J3hssiBahp8eWh9UtD6naZerudNTxtG2YgoDJb0K/bNIQsA5JP4n8FwW3uyfmVawzepdNVCa+gvaUHXSkxHD+CECQSJ2X7GF1y0OqdlG6n7xpc5xg0hyMLNBBj6qchAtNGgLWIQHg0MHDiliiAmcSoAzW9hhKndH7BFfRY+mj/JFoxzScPwKgEvl/s4fVLQ+p2mXqDlAx3MAlRhfdbT8JGyYNAeuQROwllovwmXS7yvhGHKDO6MN2y+gx6C5654opfwQwXtckN1jd8pCqXaTuoGuygGTitJn8vH/coB2AdUgi9mC0KunWuIVu3AlQG4weIXHYPOQrpvwREBbO7cPqlodU7TJ1O06Q5+HOHSZ3SC4xaQhYhyRilXDmxrhp1N37Yl7FBqNFSJbR0ZR5evkjMdQfiXBEJrxZ3RKRql2U7idv3Dpt5/E0DZmSFpP7AZ83aQhYhyRiFwlFSOYWmlfGvIp1RouQrKIdkkV0HZJo6FdMXVddSUMC+7C65SFVuyjdT3ZPuaXuuWkaMiUtJq9D8hqThkBCM9zmgBUSyiE5dazyuZhXsc5oQ5hL6IhIAR0dijlT3BVZNMnqlohU7WJ0R9WtAWg33ftTtGVaukw42y/wbpOGgI2QRESz3MbOrj0br4h5FevsvF2j7+cHPosxS15cWekQq1seUrWL0V1AR5cBKJZbl6Zoy7S0mTww8S6ThoB1SCKiYa+xc/zxxQ8lsZ4dWEY7YEvonJEoUhJjt1XlVHxtZxmrWx5StYvRXUDXbwKg1ah8I0VbpqXBhA5JtVp9o2FbrEMSsosYxlQPY/e+tRsSWM1OkY5d9Lpp1ujlj8Q4bE/U1OR9WN3ykKpdjG6HvutFqVy/IkVbpqXNhFXKa7Wa8ZnrrUOiWSEhh+SJI4u3JrCanRySEjqZNYqKTNqHOAYVSVOT92F1y0OqdjG6HeDJaFCzUbkzRVum5TSTR0iuM2yLdUhCFtC5F7GTgQiJg/aI5/qWc4i9qJGYu6cBrG55SNUuRrcCjkVvch4hgQn9ABshiY/EHJKEIiTbEXVPLdJLaHKJfZSRmLunAaxueUjVLka3QkcWgNxHSGD0yt6bsBGS+JgnIYdk157Tr0pgNdtFSHahnY8of6SMjo7EHSGRkoE/gNUtD6naZeoulup5HmUzMbVa7aDpNq1Dool5hEmPtePlTyWwmu0ckhJ6lI2DdkyKTJjUNB7u6Z2XmUWsbnlI1S5G96bza6sZe/XtuJn0/P9Oo1ZgHZKIxP6HheXmCxJYzVYOSZS81J8/4pLIpFidPE/RPQVWtzykapep2y12zk/bhpR4nekGrUOiSSBCoKlvuPckta4hRPkj8+hhv1F0JIEqtU4idV6yh9UtD6naZeput5zH0rYhJT5pukHrkGgSc0iK5c55CaxmqwjJLnQ0ZJ7e/DUBiURIugkMLc4iVrc8pGoXo3vT+bXgdqWMLhrkOaYbtHPZaCbKMp6EblclkYm+XZdNCe2AdcL3CTljKgGnJ4tY3fKQql2m7m6g8j7L8aTXgEeNWoGNkMwqwxwSN/x8ru+zAtoxsVgsFoslVaxDokmsy8ZxgiTCe8OcjFX00OYFdP5IFClJZHQRBEL3NatbHlK1y9TtqKCUtg0pcbbpBkXuQENIrMum1Sg8lMBqmvTmp4mIhvrO0Zu/JsbZfQdxEnJ8sobVLQ+p2sXo3nTD12k7UgrCDXKH6QatQ5Iwlbl2EkV0WuiCZ/246Nl9oyTWAglGhqA76CAJweqWh1TtInTPMRBVdovd/SnZkjYvM92gdUg0iUVITp8sfSmB1dTZPGFeCe2ElOk5IQnnjxQSqYSbPaxueUjVLkL3GUU0263CgynZYopJb0w/YNQKrEMSkVikYHGlcU0Cqxl0SKL8kaXwuzJ62ycYYm0vJLeuLGF1y0OqdhG6XaDR/0Gx1L4oJVvS5q2mG7QOiSax/+HE0YUPJ7CayOmIWER79mW0YxLNX5MglbVk15cVrG55SNUuQreDPr8+SatZSbPYpQkmuiGvVqs3mTZEvENy6OBhRYLJnbv3rd2QwGpOs7nGTJQ/oujljySMmKnJB7C65SFVuwjdCjjR/0GpXL8iJVtSpVar3W66TfEOCbp6aWK5FE8cWbw1gdXU6TkdFXRp+DI9xyuF+iNipiYfwOqWh1TtInQ7DDgkzUblzpRsSZVqtXqd6TatQwJ7SWQuF01CEZINeg7JKtpBWQo/r5DY/DX9iLh7GoLVLQ+p2kXothGSEBshiYcVdN2OREgoQtLvkCygE1yL6K6clIr4iLh7GoLVLQ+p2mXqnoEIyaQ5JDZCEgO7STBasLJ37dUJrGadXg5JAZ3U6vS9T7AgWkR9Kfl1ZgGrWx5StcvUXSzXn522DWlQq9XeZ7pN65DoCqaNHZcyxImjcx9NYDXraMejQq9IWge9vQsk3l0DUJSQgT8Eq1seUrWL0H3GzVyrUcz7KJtJeYvpBq1DonMsEuuyWVqtvySB1ayjt+0q2tlaojfcN5rpN2Ha88mvMwtY3fKQql2mbrfUfnraNqTEm003aB2SXrGwRNg4Xfp6QqsK0PkjZXT+SJ3U8kcAnMT+42xhdctDqnYRus+IkLSbzsNpGGKQSQuDftCoFViHBPSw342kVlauJFrVrwDM09vhHFLJHwHoCp0R0+qWh1TtMnUX3O7etG1IiatMN2gdEp1DkphD0u44jyW0qmjOhQq9/BGXVLprAFQKeStZwOqWh1TtMnV3u0pC7sww7jXdoHVIdLdGYpNCOU4wl9CqymhHK8ofiWbiTOukIXVfs7rlIVW7SN3K2TRvmCRWTDcocgcaYJEEHRJFkNTO66C1ZSB/BCBIbALDbGF1y0OqdhG6z5gDTBGkMBVHJjB+c20dEv2nJuaQdNrO0YRWpdDaopyRFPNHQGo41+qWiFTtM6+7yJAIc7erErt+ZIzvmW7QOiR6J2sltrJS54IEVrOAzhWZD58L6G2dUv4IQCAy4c3qlohU7TOvu8SQa0WhEKwkb0omeL7pBq1DkvB/sLFeujuB1ayGz3PocvEpzV/TT0HCkMAhWN3ykKp95nW7DCmi2W4VkhqoEBvhrPfj8hHTdliHZPIx2BMxv9SoJrCaCtqbL6KLvmUg6aojsmiS1S0RqdpnXrfDkBGZbqlzfgq2mCQAzprgd28ybYh1SBJ2SE4enftYzKtQfY+M5I+AkLLSQ7C65SFV+8zrdtAR5020m8Vvp2CLSSZ1SN5m2hDrkPRmxU2E1X3rxmdIHGABHVaM5qxx0ds5sTyZ4TQlTE0+BKtbHlK1z7xuBzgx+GGp3LwsBVtMEtDr5h+Hm00bYh2ShDl2ZPG2mFexik5eLQJr6HokAUOGqyWLzKnJrW6JSNU+87oV8Pjgh81G5a7kTTHO2EN4q9Xqa00bYR2ShLtsVvet3RDzKsroYmgOOkJSJBPbuT7rd09bYHXLQ6p2mbpL5foVadswJV30FCpjUavVjN9cZ+BClTqJdtkcO7J4a4zNK/Q2jcrFE75POToCAu6etsDqlodU7TJ1NxuVO9O2wQBjO5PVavV600ZYhyRhVvetGd+IfSyhs8B3oR2SJXq5JCkj8+7J6paIVO0zr3vowIBSuX55wnaYZtIIyS2mDbEOScL/wbEj87fH2Pwu9EGzgi4XXyET+SMAJZF3T1a3RKRql6m72UiktlTcLE7wm9ebNsI6JAnnkCzv2bg2xuaj/BGFHmlTJGF9W9OaZIefAaxueUjVPvO6h0ZI3FLr4qQNMUwXXdV7XN5h2hDrkCR8wV4/Va7F1LSD1lKmN8y3QCaiIwAFofM9WN3ykKpdpu52s/Bg2jZMSYAuFzEu7zVtiHVIEv4P5uZjG7Me5Y+soof7BvRG2mSATiVtC9LB6paHVO0ydbvFzv60bZiSqEzEuLzStCGiHZJDBw+vkPCEc61m4YGYml5Bb89lesV7FJmJkKhm2hakg9UtD6naZerudNTxtG2Ykkm7bL5s2hDRDgmwl4QrmBbc7p6Ymi6iE5OiSfSaZGr7Bm7aFqSD1S0PqdpnXvfQHBLHCWZhDp9JolsXmjYiQxesVFhBX7gTI0DF4QD1549EOTEpz10ziMqYPUlhdctDqvaZ1l1gi2h6gEo0yh4DHSZzSM6YaHBapDsku0k4x6LbVcY3Inq4bx2t5zS6DHCDbDklGek6ShyrWx5Stc+y7gpb3LwG3bTnCZuaLnp2+HE5btgO8Q7JMvrCnRhuoRtHAtQu9LZcAo6hM6Y3yNT2nflw7hZY3fKQqn2mdRfYwiFxnCDvw507TFax/BLThszyDjQKyyScQ9Kou/fF0KxLL+TWRe9c9RjWMwWOyIQ3q1siUrXPtG6HLc6pnbZzxoR7OaPDBJPrAZ83bUiG7qBTYZGEIyRzC80rDTcZOZVR/kiUS5KR4b4RXZFDAq1uiUjVPtO6C+ju8DNwS91zE7bFNJN22bzGtCHSHZJVYkjM2Y5TxyqfM9xk1O20GziF9nQLJOxo7YwrsmiS1S0RqdpnWrcChpbGbzfd+xO2xTQdJnNI3m3aEOkOySIJOyS79my8wnSTaAdkAZ1ktIDewbpkKql15stKb4HVLQ+p2mdat4O+4TuDYrl1acK2mKbFZOkb7zJtyEhGeJ73AHpjdIC27/tXep73s8DbgWcCz/V9/+tb/HYFuBl4FvoC+Yu+7/+vqS03wyJwNMkVHn988UOGm+zPHwnQzkkGHc3K0IN59rG65SFV+8zrHtpl02pUvpG0IYZpMUFhtGq1+kbThoxz4brK9/3Lfd+PciC+Cfw08IUdfvce4FO+718CXAZ8a3wzY2MRSDTMuHvf2g0Gm3PRkZDIIXHQobcMDkOb+anJt8DqlodU7TJ1l8r1K9K2YUraTFA6vlarGZ+5fuJRNr7vfwvA87wtl/E8bxl4EfDa8DdNEi5EtgPz6HlfEuOJI4u3GmxuBf1/DuaPZLAvtyJyanKrWyJStc+07i27v5uNyp1JGhIDbSbwBarV6nWmDRnViAD4jOd5AXDI9/0/GvF3TwOOAB/wPO8y4G+AX/d9/4zQl+d5bwDeAHDJJZd86+qrr34/+oI7B3wPeD7wEeBNwNuAm6vV6mtrtdpt1Wr1+lqtdgvwevSUyO9FT/zzZXR52w10fsUl6KFKrwHeXSovP6fZKP/33fvWbnjiyOKt0fOuPadftXa8/KmF5eYL6hvuPcVy57xuV50EcJxgudUoPFSZa196+mTpS4srjWtOHF348GAbK3vXXn3i6NxHl1brL9k4Xfp6udK+qN1xHptfbP5EY939H522c7RY6lywsV66e36pUT15dO5jq/vWrzt2ZPG21X1rNxw7snjr6r61648dmb99ec/GteunyrW5+eZlrWbhgYLb3ROgWq16YUU53d3NurtYLLfLrYb7/YLb/sFOu3xHqVy/otmooO9aKiehvgjuaejMg1OHbhFUWMgocMBp6Sz5wjq0F6Cy1vfb6HkJimvQjtoogWoDDgRKvw5KUKjr9RTXoBn+dmMPzB3VbZVO6v7mwrqekEs1dQ0DFQBd/dppanvcdb1s5dQQe1LW1N/WVpqCeXBOzZamUbZTxCxpGnU7dZegcHy2NI2ynfSCs6Xpye2EW2o/o910Hi643b3drlpTDkVFUCgUg6d22+qxdqvwmFvqnN9uFr9dKjcvazYqd4Xn4TtL5frlzUbpbrfUurjdLDzoFjv7Ox113HGC+QDVCbq0HCdY7LSdx91S99x2072/WG5d2mpUvtHXxhXNRuXOYql+aavp3ucWO+e3W85jBbe73A30PEKOCkqdtnPSLXb3t1uFB4ul9kWtZuWeM9oo15/dahTvcUvtp7ebznFQC7Va7UVjXnPvBy4e9ZpbrVZ/Z/C6P4gKgp3zHj3PO8f3/Uc8zzsL+Czwa77vfyH87q+Bfz0sh8TzvCtDA1/o+/5XPM97D3DS9/237bjSBDh08PAngP83bTum4Bno7ppnAA8CZ6O7bKKoz8uAvI+Rt1gslrTZB3wibSNiYgH4oRtvOvCUtA0ZKYfE9/1Hwufvoz2m547Y/kPAQ77vfyV8/+fAc8Y1MkbUzouYZdee068y1FSR3iyNbXRXTUbzR0DfqUjE6paHVO0zrXvLO/diqZ73UTanmWAgRK1WO2jakB2N8DxvwfO8peg18FJ0QuuO+L7/j8A/eJ53cfjR1cDhCW2Ng8QdkrXj5U8ZamoFnT+ygh4fP4/enlnK0enDHZqhPvtY3fKQql2m7lYzlurbSTPJtfCdpo0YxSvaD3zR87y7ga8CH/d9/1Oe573S87yHgB8FPu553qdBd+94ntcf2vo14E88z/tb4HJiEDEFk9Tvn4qF5eYLDDW1jI6IzKMTWitkrvZIP51ZmKJ7AqxueUjVLlO3W+ycn7YNBpjkWvg600bsmNTq+/530cN1Bz//CLr7ZvDzR4CX972/CzBdLj231Dfceww15aCTjyLP1iWFiM/oOBmbWycprG55SNU+07q3vNFrt5zHkjQkQ3zSdIMZLKCVKIlfwIvlznkGmimji9Qt0MsfKXNmd02GoiXdsce5zwZWtzykap9p3d2tvii43VmovzLJtdB4Pqh0hyTxLpto+PCUrKCTV1fplYtXnDl/TYYcErXlAT3bWN3ykKp9ZnXPs81ggWjIrUAeNd2gdIckryyhc0ZK6AzpOYZ78LN6grBYLJakyOBkpbOJdIckcf2OE5gI7zn0RtXA1rlAbbSzkgECofua1S0PqdpnVncB2DI/xlHBJDPlzgJnm25wVnegUUk8h6TVKDw0ZRMVdPhwEZ0z4oaPYWHDDpnZxk5G66PEjdUtD6naZ1a3wzazwnfaziyUzJ/kWniHaSMycrFKjcQdkspce9oiOqtoR2MXm/NHhjkkLVLIkxlOt7LzMrOI1S0PqdpnVreDLq0wFLfY3Z+gLVniZaYblO6QJK7/9MnSl6ZsYgHdXVNCe+0Vtk5eDeeQyAKFDE74lwRWtzykap9Z3Qo4ttWX7VbhwQRtyRIfMN1gRi5WyXPo4OEFdKQhURZXGtdM2YSDHuK7U/4I6KhJRmqTtBfStiAdrG55SNU+s7oVevDAUIql9kUJ2pIl3mq6QbEOCbCXFMqsnzi68OEpfh4NP1tGZ30X2Tp/BDLlkFTWdl5mFrG65SFVu0zdrWbFVLHLNBn7OlGtVm8ybYRkh2Q3KUxEt3vf2g1T/HwFHdVZQYcQF9k6fwR0l05GtnF9FooHTYDVLQ+p2mdW97b1nErl+hVJGZIlarXa7abbzMjFKhVWSMEheeLI4q1T/HwenUPioiMkJbY/WDJUyrkyC5noE2B1y0Oqdpm6m43KnWnbYIBJIiTXmTbCOiQJM2WERKGdkP75a7bjFJnZxjN797QDVrc8pGqXqdtGSMyRkYtVKiyhR6EkyhQRkgW0A7WC7oopo3NItqsgmKHpwGXePVndEpGqfWZ1b9tlMyMRkrGxERKzrJBCl8bK3rVXT/jTVfSBsQudP7IQvs9JMaL6UtoWpIPVLQ+p2mXqLpbrz07bhjSo1WrvM93mTiH/WWaVFBySE0fnPjrhT6O5axy0E1IkMyNoRqEoMgPf6paIVO0ydbcaxVkYZTMJbzHdoOQIySLblAOOi6XV+ksm+JnizPyRIqNNnpeRGX/b82lbkA5Wtzykapep2y21n562DQaY5Ob2zaaNsA5JwmycLn19gp8toIf2rgLr6PyR7eqPZBAnQyN+ksTqlodU7TOre9sCmu2m83BShmSMD5puULpDsuX8BHFRrkxU1W8V7cEu06s/kqP8EYCu0BkxrW55SNU+k7rL7DD4oeB29yZkS9a4ynSDknNI5oHE+zzbHeexCX5WDh8K7a275Cp/BEAlPqIpG1jd8pCqfSZ1F9khEt3tKpG5M8C9phuUHCEpk0KEwXGCuTF/otDbKUpoJXw9Sv5IlpC6r1nd8pCqfRZ1F9i+tALKoZiQLXEyyQ3uimkjZnEHGpVUtCuCcXfeJfQBsRsd0akwwkGSPYKcRXRMYXXLQ6r2mdRdYIfRmIqgkJAtWWPcm+sdkeyQpHLwdNrO0TF/sgtt6xKb80dGDY9mZJTNTIZzR8DqlodU7TOpW7FD1363q9YTsiVrfM90g9YhSZhiqXPBmD8po50Q0N00BXKXPwIQzGLC2whY3fKQqn0mdTvAE9stUCgEK8mYkjmeb7pByQ5JKmG2jfXS3WMs7qCdj3L4PqpFkrf8EaAwq0MCd8DqlodU7TOpWwEntlug3SpMMlBhFviI6QYlOySpML/UqI6xeJQ/sooOG84xQp9mNumILJpkdUtEqnaZut1S5/y0bUiJN5luULJDkkq3x8mjcx8bY/EV9BDfReA4vflrti3UM0BGckhklpW2uiUiVbtM3e1m8dtp22CASa6HbzNthGSHJJUum9V96+PMkFhEOyGgHYuoC2ccMuKQNEVOTW51S0Sq9pnUveP5s1RuXpaEITETHDp4eHHnxTZxs2kjJDskqXDsyOJtIy66Vf7IONERyEy+ycxOTb4DVrc8pGqXqbvZqNyVtg0GCICzxvlBtVp9rWkjJDskqWhf3bd2w4iL7kJXCNwNnERXlp2k/kibGMaLj099Fu+eRsDqlodU7TOpe4QISf2KJAyJmQAYqwR+rVYb9eZ6ZCQ7JKnkkBw7snjriIvuQjsg8+gs73l0tGPcCEmHTGxnmXdPVrdEpGqXqbvZqNyZtg0GCNBFN0emWq1eb9qIDFyoUiMVh2R139qoG9FF549EdhaYbHu1JvydYWby7mkErG55SNUuU3epXL88bRsMsTrOwrVa7RbTBmTgQpUaqWg/dmT+9hEWiyY9nENHRaK5bCaphNgmE9u5JPLuyeqWiFTtMnU3G2PVlsoqXXRUfhxeb9qIDFyokufQwcOTJIcaYXnPxrWjLIZ2JPrzRxwmm7+mSSa2c2vcDO4ZweqWh1TtM6l7x0EBbql1cRKGJMC4Ea53mDYgAxeqVNjLZNGGqVk/Va6NsNgu9JDfCtohiSIlk4yYaZKJUvMFofM9WN3ykKp95nQXGeE60W4WHkzAlrjp0BvROSrvNW2EVIdkNynNljs3P9KYdRfthEybPwK6qmsGtnNnrISp2cHqlodU7TOnu4TOwdsWt9jZn4AtSTBuhOuVpg3IwIUqFfYxwo4WB61m4YEdFnHRkZB5tNdaQHvqk9q7MeHvDKOaaVuQDla3PKRqnzndLiPcuHY66nj8psROgL7mjMOXTRsh1SFZISWHpOB29+ywyAraEVmhN9x3kvojEafIRJdN4O68zCxidctDqvaZ0+0wwrxhjhPMwhw+Ab2q4KNyoWkjpDokS+jcisQJUDs5QsvoUGEFPaFeBR0xmbQE/Gky4ZCojJSwTxqrWx5Stc+cbgd9Dt6WAJXKAAnDdBg/QmI8+i7VIVkmJYek21U7bcQCOn8k2jYumXAopiYjJewTx+qWh1Tts6ZboSPM2xJ004m2GyZg/Irex00bIdUhWWSEUFwcuIXudglQRfRBvYDO7o7yR1IZEWSWmQvnjojVLQ+p2mdOtwN8f8eFnGAWhjt3GbNSK3CJaSOkOiS7SCnZs1F379vm6xV6BWqOoR2TSeuP9JOBUKozawlvI2J1y0Oqdpm6O23n8bRtMEAHnSowDp83bYRUh2SRlBySuYXmldt8vYweC14G1tEhtIBMOBTT0p21IYEjYnXLQ6p2mbrdUvfctG0wQIdehfBReY1pIyQ7JKkU8Tl1rPK5bb520M5ItF0K8VuUFO6sFU0aEatbHlK1z5zukW4E2033/rgNSYCA8SMk7zZthHVIEmbXno1XbPFVGe2lLqGHJLvhYxYSppjRstIjYHXLQ6p2mbqL5daladtggA7jJ7W+y7QRUh2SOVJySI4/vvihLb5aoZc/8gS9/JEZ6Zet7JitPptY3fKQqn3mdI8UIWk1Kt+I25AEaKMHUIxMtVp9o2kjpDokqenevW/thi2+WkI7SkX0CKAKM5M/AlKnJre6JSJVu0zdpXL9irRtMECbMbtsarXaKDPXj4VUhyS1uh5PHFm8dYuvHPQOEeWNmMwfyYBTUxE5NbnVLRGp2mXqbjYqd6ZtgwFajOkPVKvV60wbYR2ShNkiQlJB7xDL6NE/RaabvyaDyLx7srolIlW7TN0zEiHpMmaXjY2QmCO10StbREhWw+cVevVHIKUZieNB5t2T1S0RqdpnTvdIkeUZiZBMkkNiIyR5Z9ee068a8vECOn+kgE5iLSdqVCLURWbgW90Skap95nSPNEdNsVSfhVE2bcasQ1Kr1Q6aNkKqQ5Jal83a8fKnhnzsoL3T/vlrZgz3dNoWpIPVLQ+p2mdK9wIjdpm3mttW384LG4zvD7zTtBFSHZLUumwWlpsvGPhoHr3jr6B3ihLaITE53DcDSa2dWZiiewKsbnlI1T5TuguM2GXuFjvnx2xLUox7I/w60wZIdUhSo77h3jPw0Ur4vIyePXERHcEx6ZBkYBZOJ5XJDNPH6paHVO0zpdthxAlY2y3nsZhtSYLTjO8PfNK0EVIdktR0F8ud8wY+mg8fUf5IEfMRjTap56V0x0qYmh2sbnlI1T5Tuh1GLJ5ZcLuzMrpo3FSG55g2QKpDkloOSberBjPRFTpUFuf8NWMnLJlHZSBKkwZWtzykap8p3Q5wYpQFu4GakWraY/sDj6ZtwKyQmkMyQJQ4tRsdMitjPn8EtEMidVtbLBbLuDjArJXC34nUr4tSL1Kp6XacoD+8t4reCaL8kQXM549AJhySQOi+ZnXLQ6r2mdM90qghRwXjzpI7K5xtusEZHF66PYcOHi4x4vjyOGg1Cg/1va2goyKKCQrTjLNaUvd+nRmqOjsOVrc8pGqXqbvTdmatINyo3GG6wVnzaEdhL/rinwqVuXZUREeFjzLx1x9pkvq27lbSXX9aWN3ykKp9pnSPPLDALXb3x2lIhnmZ6QYlOiS7SXGOmNMnS18KXy6GdqwCa2jHZOSx72NSJ/UISWGkjPXZw+qWh1TtMnW3W4UH07YhJT5gukGJDskqKTokiyuNa8KXK2gnYQk9f01UdjkO2zZI3SFpL+y8zCxidctDqnaZuoul9kVp22CIca8RbzVtgLgcEmAX5pNGR+bE0YUPhy/L6BwS0IXL+of+Gl8tqTsklbV0158WVrc8pGqfKd0jd9m0mpXBYpciqFarN5luU2KEZBcpRkh271u7gV7+SImeo1Akvoqqp0ndIZE5NbnVLRGp2mXqLpXrV6RtQxrUarXbTbcp0SFZJsUIyRNHFm9Fd9M06eWPVOhVap1RZm5q8hGxuuUhVbtM3c1G5c60bUiDarV6nek2JToki4w4R0EchBGSFfR/v0Sv/khAipGb+JF592R1S0Sq9pnSPXKXzQxFSMaKotsIiRmWSdEhCSMkJXpJrHHnj0SkPOOvzLsnq1siUrXPlO6Ru89thMQcUh2S1Ian7dqz9nP06o8Qvo4zfyQj1JfStiAdrG55SNU+M7rnGSNaXSzXnx2jLUkyboTkfaYNkOiQLJCiQ3Li6Nzn0LkiK/TyRxziqT+SIYqzlIE/Bla3PKRqnxndY9WDajWKIkfZAG8x3aBUhyS1A2duqXk1eoeP6o9E89ekVj02GdrzaVuQDla3PKRqnxndYzkkbqn99BhtyTJvNt2gRIdknhQjJI314nfQTkhEgdSH5CaBk1reTrpY3fKQqn1mdDuMcY1oN52HY7Qly3zQdIMSHZJCmusulTrn0SuIJiR/BKArdEZMq1seUrXPjG4HODXqwgW3uzdGW5Jk3Bvjq0wbMFKlVs/zHkBvoA7Q9n3/Ss/zfhZ4O/BM4Lm+7399m98XgK8DD/u+/5PTGj0laTphy+2OOoKeT+cEMId2kDYSWHfKo2zUjHdJbYXVLQ+p2mdGt0J3p49Et6tmJXdmXO413eA4peOv8n3/8b733wR+Gjg0wm9/HfgWeoRL2qTZPbKCYg7dbfT3wD60o9BJ0aakkBiNA6tbIlK1z4puha5uPdrCDsVAQIx7CCumG5x4B/J9/1u+7397p+U8zzsP+Ang5knXZZg05+8pqDPzR2blIN6BQECezDCsbnlI1S5TtyJIMw0gTeZMNzjqxTAAPuN53t94nveGMdfxH4F/g4g8iW1xAVot1UL/Fyr8TEJ0hBkK546J1S0PqdpnRvdY3dvdrkptkETKfM90g6NGC17o+/4jnuedBXzW87x7fd//wk4/8jzvJ4Hv+77/N57nvXiHZd8AvAHgkksu+dbVV1/9fnRIaA4t/PnAR4A3AW8Dbq5Wq6+t1Wq3VavV62u12i3A64F3AO8FXgl8GbgQnaNxHLgEtXthebX+slPHKp/btWfjFccfX/zQ7n1rNzxxZPHW6HnXntOvWjte/tTCcvMF9Q33nmK5c163q04COE6w3GoUHqrMtS89fbL0pcWVxjUnji58eLCNlb1rrz5xdO6jS6v1l2ycLn29UOxc0W46p5UKDnQ7jUe7XXWeUvxAt+M85JY6l7SbxW+Xys3Lmo3KXaVy/Ypmo3JnqVy/vNko3e2WWhe3m4UH3WJnf6ejjjtOMB+gOkGXluMEi52287hb6p7bbrr3F8utS1uNyjf62rhCVxJsh6N5OvM6G75bBBU6iYEDTgu6FSis62nEK2u6FHTlZN/zkq410I7aKIUnIUffHak2BCUo1PV6imvQDH/b2QUc1W2VTkJrUa+rUwHVhMAFFQBd/dppanvcdb1s5dQQexbBPZ2epv62ttIUFKFZny1No2wn1Yb6/GxpGnU7dSvQOj1bmkbZTqoN9bn8a2o74BKdO4vl+rNbjeI9bqn99HbTebjgdvd2u2pNORQVQcFxgl1B0FhptwqPuaXO+XGfy4ul+qWtpnufW+yc3245jxXc7nI3UE0ARwWlTts56Ra7+9utwoPFUvuiVrNyzxltDNHUaRcKtVrt2lGvucD/U6vVXrjjNRc+D7ymWq3+znY+AIAKgvFyHT3Pezuw5vv+74Xv/xr418OSWj3P+/8B16NrbFTQOST/zfd94yVnR+XQwcOfB/wUVn0h4EDnR6Dwd+j8kTnG6KuckmuAowmtawhtB1yBUTKrWx5Stc+M7n3AJ0ZfvD0HbhIDE+Lmx2+86cDizotparXaU6vV6j+YNGDHLhvP8xY8z1uKXgMvRSe07ojv+7/p+/55vu9fAPwc8Lk0nZGUcYGFQrFzXvg+6fyRlE8UnVkpmjQmVrc8pGqfGd1j3aW7pc75cRmScd5kusFRLoj7gS96nnc38FXg477vf8rzvFd6nvcQ8KPAxz3P+zSA53nneJ43hneZOGkkkUa1RuY7Lfe+0IYiyeaPdOjNn5MCM1NWekysbnlI1S5Td7tZ3HFwx4zyNtMNjt1lk3cOHTz8BeBPE17tPvRQ3wOlufqB5kblb9C1SDZIzil5cficVBfRAFGfrjSsbnlI1T4zuvcCnxx1YZ0fUrkrPnMSY9wum1uq1eprTRogZMjpJtIYmraMjk5UmhuVv0bn0yRdfyRMLEuLmThRTYDVLQ+p2mXqnhFnZGxMOyMg0yFJQ7ODTmBVlYX6i0in/kgrhXX2Uc9CUbwUsLrlIVX7zOge60axVK5fEZchWaZWq91muk1RXTaHDh4uAZ8D/iTB1ZaBc4GnAHuAx4Bz0BGSJDOzr0CHIo8nuE6LxWLJE2Uguk5I48eBp9x404HUcoGkRUh2obsukl5nB11T5Vix0ngR+n8feXprQzSxEZIUsLrlIVX7TOh20efKkSmV65fHY0riBMBZoy4c1v4yijSHZA+66yJJltE5IyVgo1Uv3oPe8EkPw62T6jw+JZH9y1a3RKRqnwndLmPeLDYbpbtjsiVpAnQUfVReb9oAaQ7JKmN6vwZQaIfEASgUW88knf99g1QdktbI2duzhdUtD6naZ0K3g755Gxm31Lo4JluSJkBfI0flHaYNkOaQJB0hqaC7a5bQjlCh0yo8TPLdRqCH+6bokBSEzvdgdctDqvaZ0O0AY+VQtJuFB2OyJWkCdIrBqLzXtAHSHJKkc0hW0A7JLuAYsOAUumeRfP4IwAlSdUg6lfTWnSZWtzykap8J3Q5wapwfuMXO/phsSZoAnWIwKq80bYA0h2SZZLtsFtEF0YroMOBcOEnfLMz3MCYq6a6yjGB1y0Oq9pnQrYDHx/lBp6OOx2NK4nTRUf1R+bJpA6Q5JIuM2T84JQ46mbUQvXcc5hJcf4YIRp1ZesawuuUhVbtM3Y4TzNIcPuPkAV1o2gBpDskyydX+mEfnqyyjnSAXKAQEaeSPRKRYdEbJKXizCatbHlK1y9QdoJKsuB034zgkxq+lEh2SpIq+rKBDYE/mjwCFoJvWXDKpI7CbCrC6JSJV+yzoHtupCrqJl5KIiy76OjUqx00bIC3EtgA8kdC6otyRaFz7ChAUCsFCp83RhGzIEIFL8jVgMoDVLQ+p2mXqdpxgsdM1el1ZCB8l9DWkgr6OFOlNO1IIHyp87/S9hp5jNczBGlYHKwjb+9QYdl4CfGGM5XdEokOSVIREMZA/AqhO2xkrYWp2cGYh4W0CrG55SNU+M7ovRJ+7S+hrpIs+nxfpXfQVoUPQabsFIKpFErC1EwDDHYH+z7top66FHoDRQI/6WQPWw8cp9KjJ48BR4PvAPwIPAd9PsPT75003KM0hifI64mYBPbx4Bd3PFkVK2m6p+9R2k79LwIaM0a2AxO4qq1seUrVPrLuAvvj33+X33+33fxYwPNVgp66W7b4P+h4O+ny9ge5qjxyBNXpOwDHgCHpeskeeevETP/Pyl1d/e4f1zyKvAX7HZIPSHJICyTgkq2hPdwntwc6jD6ZGu+nen8D6M4g7C0WTJsDqlkcutBfo3f3D5rD/4IOB18MIwqYGR5xs5Qj0Rwa66HpNnb7X7b7n/mhBE+30xOXwVW+86cCl4/ygVqt9LyZbss67TTcozSFJKok3mrsmmqhpldC7L5Zbz2o1Ct9IyI5BUsyCby1CYayCQ7OB1S2PbbWXGd73v5MTED1v1SWg2D5voP/zbvg6cgCii3+/I9AMn9fDzzbC5y0dgWK59ewUz22mmCQx913AG00bkgOM65bmkCRRqTQ6iRTpOUBRHgmtRiXvB+yEVIRenKzuDFDkzP7/6NgcfN4qEhD0fd//fsj3FdCOR+Qk9D/6owDRRb/d92ihywQ06TkCuej+mYFzW9TVPhbValWiMxKLbuuQmGcBfTI5m17+yJNdRaVy/Ypmo3JnAnZkjPoyVGZhNtAxEa27xeR5Af0X8+3YLhoQPfq7BPq7AqJHk81dAlM5AVKP8RnQvcQEgx5qtdrt1Wr1uhjsyTRx6JbmkBR2XmRqou6ZXejEpwX0yXYDIOcH7BRIvChDCrrLTJ8X0H+RHxYRGKFLoNJFH28B2hnvdwiSzgtIFKnH+AzojmpGjYVEZwTi0S3NIUmCMr1+4lb4GsKT9QzcRUzITEcKBvMC+p4bLpS77JwXwJDXwwgGfjdJXkDUJbBjXsCkyN3P5WqfAd3zwNgJqjZCYg5pDkncXTbRhchlc/7Ik+tN+YBNManVuDMyaV7ATk7AKN+PkRdQjqIBLXoOQG7yAiYl5xemqZCqfQZ0l9BDecdCojMCNkJigri7bJbQF6Rz2Fx/5MmCQcVS/dJWs3JPzHZsxbSlnaeoF9BW4e4WXcT7L/zD7viHfd8lpbyASQm3931JrzdtUt7PU0Wq9hnQXQYeHPdHtVrtYLVavSkGezJNHLolOiQ/T++OuX84WyN8vY6+cEWFcMapKbCr7/kx9ERFij6HpNV007w4rQP7Ge6YDDoGDLyOnIE2k+UFFBFYVjrl7Z0aUnWDXO0zoLsA3DXB795p2I68YFy3KIfkxpsOvCh6fejgYYUeCbMf2AfsRieknoWusHoO8Exgjt5df/R/RWWD+0sIB+gE1mLYztPC1wFwEl3u96hb7JzfbrnfiVHmdnwxpfWSsu7UsLrlIVX7DOguAF+e4HevA/5vw7bkAeO6RTkk/dx404EAeCR8TM2hg4dLwFOBHwAOABf0vd8Vvr6o3XJLwLlszmnoH/IYRW+ibon+7ogmOiExmtvguAnbk6Ddcsbum50FrG55SNU+A7rVjTcdmETDJ41bkg+M6xbrkJjmxpsONIH7w8eWkw7VarUbqtXqrTu1d+jg4f3A5cAz6Dk2u8PHIvAUdAWmKEIT0f+63+mJki/b9CZwirqpou6p2HIsCm53udMmS8WyEsHqlodU7TOge9Icu+cAeS8KNwnGdVuHJHkeHWWh0FP/dPiYmkMHDz8NeDbwg+jZLPeju5aix3n0ZifeLnoTPUdJpZFz00ZHb6IIzin6HJxuoGZlJtCxsLrlIVW7VN2MeE6fQYzrtg6JEG686cB3ge+aaCvMv3kWOsfmmeh8myj3Zjfa2TmfvhE5Qccpop2WYd1TsHnobH9ybJRkPDOFsywWi8VyJtYhSZ6z0zZgWsL8m28wRrhuu66qQwcPL6Lzbn4InXtzDr1E4xV0zs0cen8drC462EXVn38T5eA06c0Rchrt5Dw+qu3T4Kig1EliRRlDqm6Qq30GdE9qfu7P6RNiXLd1SJLnjrQNSIktdd9404E14KvhY2pCB+eF9PJvzkE7N/vQtWLOAi6mN1IqYrv8m8i5iR4Neg7OKXQOzhl02s6sVqfdFqm6Qa52qbqx53RjWIckeV6GzASoxHSHDk5c+TfnoROK96GjN7vQdwr95eMjHFAldHRmMP+mfwRVlGBcJ4EE4yRwi9397VauExwnRqr2GdA9aSVre043hHVIkucDaRuQErnVPU3+Ta1W21etVo9E7wfyb56GdnDOQScW7wb2hJ+V6dW5ieifKI++5/4E46h7qkkv/2ZTgnEStFuFsStezgpStUvVTY7PbVNiXLd1SJLnrYC4MsNY3cBk+TfbETo4PwJcgh49dT6wF+3YLKOjOU+jl38Dw2f/7Xd8+ifoi+bhiRKMTzFC/k2x1L6o1XTzXEZ8YqRqnwHdk1aStuc2Q6ggSHG+NYvFkinC/JvnABehu6jOpufgLKGrEc+xuVIxbJ7HiL7nnQr8bZl/Y7EkyFnAOTfedODCtA2RjHVIEsZOVS0L6br7Cvxdik4wfgqbC/wtcmaBv8EJG/ujN6kW+BuFUrl+xQzMfDs2Odf9dCC48aYDl437Q+nHuMk2rUNisVhyQ5hg/MPo4eHns7nAXxTB6S/wN9glNejgjFXgzzKz/BDwvRtvOvBP0jZEMjaHJGGsNy0Lq9ssMRT4+2H08PCLOLPA31PQjk+RzdGbYU5ORAdaZSiuIazAX84jJHNMWHnUHuPmsBESi8ViMUCYf/NsdPfUBZxZ4C/KvykyPGqzVf5Nf4G/Nrp7KtECfwL4MeDQjTcd+D/SNkQyNkKSMLVa7X3VavWNaduRNFa3LCTqDuvf/K9arfYLJrQfOnh4GfhRzizwdxY69yYq8DdYwXi7/JvBBOOoe2rbAn+jUCzXn91qVPJaj6MA3DfJDyXu6xCPbuuQJM9b0jYgJaxuWUjVDYa033jTgZMkU+Bvlc0F/qLrwij5N5GD0201ii10LkYeC/y5wBcn/K3Ufd24buuQJM+bgd9J24gUsLplIVU3ZFR7jBNsPg04zy21X9xuFo5wZoG/Yfk3sH2CcdIF/pzw/5mETG7vBDCu2zokyfPBtA1ICatbFlJ1gwDtwwr81Wq1Z1Sr1b+bpL0tCvxF+Tf9Bf5Gzb+B8Qr8TZNMOfPbewuM67YOSfJcBUx00OYcq1sWUnWDXO0T6w4dHNMTbEYF/p5BL/8mKvB3AZvzb9anWJ3d3oawDkny3Ju2ASlhdctCqm6Qqz0zusME4y+Ej7jJjO6EMa7b2XkRi2FW0jYgJVbSNiAlVtI2ICVW0jYgRVbSNiAlVtI2ICVW0jYgJVZMN2gdkuSZS9uAlLC6ZSFVN8jVbnXLwrhu65Akz/fSNiAlrG5ZSNUNcrVb3bIwrts6JMnz/LQNSAmrWxZSdYNc7Va3LIzrtg5J8nwkbQNSwuqWhVTdIFe71S0L47qtQ5I8b0rbgJSwumUhVTfI1W51y8K4buuQJM/b0jYgJaxuWUjVDXK1W92yMK7bOiTJc3PaBqSE1S0LqbpBrnarWxbGdasgmKZirsVisVgsFsv02AhJwtRqtdvStiENrG5ZSNUNcrVb3bKIQ7eNkFgsFovFYkkdGyFJmFqtdkvaNqSB1S0LqbpBrnarWxZx6LYOSfK8Pm0DUsLqloVU3SBXu9UtC+O6rUOSPO9I24CUsLplIVU3yNVudcvCuG7rkCTPe9M2ICWsbllI1Q1ytVvdsjCu2zokyfPKtA1ICatbFlJ1g1ztVrcsjOu2DknyfDltA1LC6paFVN0gV7vVLQvjuq1DkjwXpm1ASljdspCqG+Rqt7plYVy3dUiSZyNtA1LC6paFVN0gV7vVLQvjuq1DkjzH0zYgJY6nbUBKHE/bgJQ4nrYBKXI8bQNS4njaBqTE8bQNSInjphu0DknC/MEf/MEladuQBla3LKTqBrnarW5ZxKHbOiTJ84a0DUgJq1sWUnWDXO1WtyyM67YOicVisVgsltSxDonFYrFYLJbUsQ5J8vxR2gakhNUtC6m6Qa52q1sWxnWrIAhMt2mxWCwWi8UyFjZCYrFYLBaLJXXctA3IK57n/RfgJ4Hv+77/rPCzdwH/FGgC9wOv833/+JDfXgO8BygAN/u+/7vh57uBDwEXAA8Anu/7x+LWMi6Tavc876nAHwNPAbrAH/m+/57wu7cDvwwcCRd/q+/7n4hdzBhMuc0fAE4BHaDt+/6V4eeZ3+ZTbO+L0doingb8O9/3/2OOt/c7gJ9C77/fB17r+/4jQ347i8f4jtpn9BgfdZs/wGwd46Nsb6PHuI2QTM4twDUDn30WeJbv+z8E3Af85uCPPM8rAH8AvAw4APy853kHwq//LfBXvu8/A/ir8H0WuYUJtANt4M2+7z8TeD7wz/u0Axz0ff/y8JGpE1XILUymO+KqUNuVfZ/lYZvfwgS6fd//drQ9gR8G1oGP9C2Sx+39Lt/3fyjU9JfAvxv80Qwf4ztqZzaP8VF0R8zSMb6jbtPHuHVIJsT3/S8ATwx89hnf99vh2y8D5w356XOB7/i+/13f95vAn6G9UMLnW8PXtwKvMG23CSbV7vv+o77v3xG+PgV8Czg3ZnONMcU2347Mb3NDuq8G7vd9/8EYTIyFLXSf7Hu7AAxLwpvVY3xH7TN6jI+yzbcj89vckO6pj3HbZRMfv8jmUFbEucA/9L1/CHhe+Hq/7/uPgj6wPc87K14TY2Mr7U/ied4FwBXAV/o+/lXP834B+Dr6LitTYc0R2E53AHzG87wAOOT7fpShPgvbfMftDfwc8KcDn+Vye3ue9x+AXwBOAFcNWWRmj/ERtPcvewEzcoyPqHvmjvFxtjcGjnEbIYkBz/N+Cx26/JMhX6shn83MUKcdtEfLLAIfBv5lnxf+PuDpwOXAo8C747XULCPofqHv+89Bh/H/ued5L0rMuBgZcXuXgGuB/9r3cW63t+/7v+X7/lPRmn91yCIze4yPoB2YvWN8RN0zd4yPsb2NHOPWITGM53k3oJOD/pnv+8NOQg8BT+17fx4QJQo95nne2WE7Z6MTiXLDCNrxPK+IPlH9ie/7/y363Pf9x3zf7/i+3wXejw5754JRdEfJYL7vfx/dxxrpy+02H0V3yMuAO3zffyz6IM/bu48PAq8a8vnMHuN9bKV9Jo/xPrbUPYvHeB9b6g4xcoxbh8QgYWb9bwDX+r6/vsViXwOe4XnehaFX+XPAx8LvPgbcEL6+AfiLOO01ySjaPc9TwH8GvuX7/u8PfHd239tXAt+My1aTjKh7wfO8peg18FJ6+nK5zUfc1yN+noFQbo639zP63l4L3DtksVk9xnfUPqPH+Ci6Z/EYH2VfjzByjNvCaBPied6fAi8G9gKPAb+NHmlQBo6Gi33Z9/1f8TzvHPTQv5eHv3058B/RQwL/i+/7/yH8fA/gAz8A/D3ws77vb0o0ygKTavc878eA/wF8Az2UDMKhYJ7n3YYO7QXooXE3Rv2uWWEK3U+jl3nuAh/M0zafcl+fR+dTPM33/RN9beZ1e78cuBi9/z4I/Irv+w8LOcZ31D6jx/goumfxGB91Xzd2jFuHxGKxWCwWS+rYLhuLxWKxWCypYx0Si8VisVgsqWMdEovFYrFYLKljHRKLxWKxWCypYx0Si8VisVgsqWMdEovFYrFYLKljHRKLxWKxWCypYx0Si8VisVgsqfP/ATT1O445HkOrAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_downloaded_products(gdf, footprint_2018, figsize=(9,9))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "All available tiles contain the area of interest.\n", + "The tile UTM tile numbers of the results are T33UUT and T32UQC." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['T33UUT', 'T32UQC'], dtype=object)" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gdf['tile'] = gdf['title'].apply(lambda t: t.split('_')[5])\n", + "gdf['tile'].unique()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "All products not covering T33UUT are discarded." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "gdf = gdf[gdf['tile'] == 'T33UUT']\n", + "gdf.set_index('beginposition')['cloudcoverpercentage'].plot(kind='bar')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The products at August 22, September 6 and, because the exact duration of the fire is unknown, the September 19 are selected for download." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "timestamps = [\n", + " '2018-08-22 10:10:19.024000',\n", + " '2018-09-06 10:10:21.024000',\n", + " '2018-09-19 10:20:21.024000',\n", + "]\n", + "product_uuids_treuenbrietzen = gdf[gdf['beginposition'].isin(timestamps)]['uuid'].values\n", + "\n", + "out_dir.mkdir(exist_ok=True, parents=True)\n", + "downloaded, initialized, failed = api.download_all(product_uuids_treuenbrietzen, out_dir)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(3, 0, 0)" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(downloaded), len(initialized), len(failed)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The files were downloaded to the following paths, which can be copied into [](02e-spectral-indices.ipynb) to calculate their NBR." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[PosixPath('resources/forest_fires/S2A_MSIL2A_20180906T101021_N0208_R022_T33UUT_20180906T131549.zip'),\n", + " PosixPath('resources/forest_fires/S2A_MSIL2A_20180919T102021_N0208_R065_T33UUT_20180919T132226.zip'),\n", + " PosixPath('resources/forest_fires/S2B_MSIL2A_20180822T101019_N0208_R022_T33UUT_20180822T161243.zip')]" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "list(out_dir.glob('*2018*T33UUT*.zip'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Jueterbog 2019\n", + "\n", + "On June 10 2019, _rbb24_, another German public broadcaster, [published an article](https://web.archive.org/web/20190622070809/https://www.rbb24.de/panorama/beitrag/2019/06/waldbrand-jueterbog-sonntag-lage-unter-kontrolle.html) noting that \"one of the largest fires of the past decades\" was successfully extinguished. The fire fighters were active for a week, starting on Monday, June 3. The fire was burning close to the former military site in Jüterbog, Brandenburg.\n", + "\n", + "### Area of Interest Definition" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "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", + "
place_idosm_typeosm_iddisplay_nameplace_rankcategorytypeimportanceicongeometry
0257891092relation422436Jüterbog, Teltow-Fläming, Brandenburg, 14913, ...16boundaryadministrative0.685236https://nominatim.openstreetmap.org/ui/mapicon...POLYGON ((12.95605 52.03939, 12.96134 52.03944...
\n", + "
" + ], + "text/plain": [ + " place_id osm_type osm_id \\\n", + "0 257891092 relation 422436 \n", + "\n", + " display_name place_rank category \\\n", + "0 Jüterbog, Teltow-Fläming, Brandenburg, 14913, ... 16 boundary \n", + "\n", + " type importance \\\n", + "0 administrative 0.685236 \n", + "\n", + " icon \\\n", + "0 https://nominatim.openstreetmap.org/ui/mapicon... \n", + "\n", + " geometry \n", + "0 POLYGON ((12.95605 52.03939, 12.96134 52.03944... " + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "jueterbog = search_osm('Jüterbog, Brandenburg')\n", + "jueterbog = jueterbog[(jueterbog['type'] == 'administrative') & (jueterbog['osm_type'] == 'relation')]\n", + "jueterbog" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
Make this Notebook Trusted to load map: File -> Trust Notebook
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "geodataframe_on_map(jueterbog)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "jueterbog.to_file(out_dir / 'jueterbog_2019.json', driver='GeoJSON')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Product Subselection\n", + "\n", + "Similarly to the fire in Treuenbrietzen in 2018, the area of interest is buffered to increase the likelihood of obtaining products that contain data on the fire." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
Make this Notebook Trusted to load map: File -> Trust Notebook
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "buffered = jueterbog.to_crs('epsg:25833').buffer(2500).to_crs('epsg:4326')\n", + "geodataframe_on_map(buffered)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The buffered geometry is used to search for available products, which are then selected by proximity to the fire date and cloud coverage:" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/conda/lib/python3.8/site-packages/pyproj/crs/crs.py:53: FutureWarning: '+init=:' syntax is deprecated. ':' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n", + " return _prepare_from_string(\" \".join(pjargs))\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# define time range\n", + "fire_date = date(2019, 6, 3)\n", + "pre_fire_jueterbog = fire_date - timedelta(weeks=4)\n", + "post_fire_jueterbog = fire_date + timedelta(weeks=4)\n", + "\n", + "# query api\n", + "footprint_jueterbog = buffered.iloc[0].convex_hull\n", + "results = api.query(footprint_jueterbog.wkt,\n", + " platformname='Sentinel-2',\n", + " processinglevel='Level-2A',\n", + " date=(pre_fire_jueterbog, post_fire_jueterbog),\n", + " cloudcoverpercentage=(0, 30))\n", + "\n", + "# plot cloud coverage over time\n", + "gdf = SentinelAPI.to_geodataframe(results)\n", + "gdf.set_index('beginposition')['cloudcoverpercentage'].plot(kind='bar')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- how well do the results cover our study area?" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "gdf['tile'] = gdf['title'].apply(lambda t: t.split('_')[5])\n", + "gdf = gdf[gdf['tile'] == 'T33UUT']\n", + "gdf.set_index('beginposition')['cloudcoverpercentage'].plot(kind='bar')" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "timestamps = [\n", + " '2019-06-03 10:10:31.024000', # closely before the fire?\n", + " '2019-06-13 10:10:31.024000', # after the fire, low clouds\n", + " '2019-06-26 10:20:31.024000', # another post-fire product within cloud coverage < 30%,\n", + "]\n", + "product_uuids_jueterbog = gdf[gdf['beginposition'].isin(timestamps)]['uuid'].values\n", + "downloaded, initialized, failed = api.download_all(product_uuids_jueterbog, out_dir)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(3, 0, 0)" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(downloaded), len(initialized), len(failed)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The downloaded products can be found at the following paths, which, like previously, can be used to calculate the NBR in the product NBR using [](02-spectral-indices.ipynb)." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[PosixPath('resources/forest_fires/S2A_MSIL2A_20190613T101031_N0212_R022_T33UUT_20190614T125329.zip'),\n", + " PosixPath('resources/forest_fires/S2A_MSIL2A_20190603T101031_N0212_R022_T33UUT_20190603T114652.zip'),\n", + " PosixPath('resources/forest_fires/S2A_MSIL2A_20190626T102031_N0212_R065_T33UUT_20190626T125319.zip')]" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "list(out_dir.glob('*2019*T33UUT*.zip'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Lübtheen 2019\n", + "\n", + "The wildfire in Lübtheen 2019 is interesting because it was burning during a Sentinel-2 flyover, which ESA took as an opportunity to [publish an animation](https://web.archive.org/web/20210223154159/https://earth.esa.int/eogateway/news/german-wildfire) that shows the actively burning fire both as a true-color image and as a faux-color composite that highlights the burn scar using short-wave infrared measurements. The article the animation was published in mentions that the fire started on June 30 2019. The flyover happened on July 1.\n", + "\n", + "The animation provides an unusually clear depiction of the active fire area: There is no such information in the other two articles. This information can therefore be related to own NBR calculations and information published by official sources in follow-up reports.\n", + "\n", + "### Area of Interest Definition" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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place_idosm_typeosm_iddisplay_nameplace_rankcategorytypeimportanceicongeometry
0258938877relation1451563Lübtheen, Ludwigslust-Parchim, Mecklenburg-Vor...16boundaryadministrative0.573723https://nominatim.openstreetmap.org/ui/mapicon...POLYGON ((10.98272 53.32736, 10.98394 53.32676...
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" + ], + "text/plain": [ + " place_id osm_type osm_id \\\n", + "0 258938877 relation 1451563 \n", + "\n", + " display_name place_rank category \\\n", + "0 Lübtheen, Ludwigslust-Parchim, Mecklenburg-Vor... 16 boundary \n", + "\n", + " type importance \\\n", + "0 administrative 0.573723 \n", + "\n", + " icon \\\n", + "0 https://nominatim.openstreetmap.org/ui/mapicon... \n", + "\n", + " geometry \n", + "0 POLYGON ((10.98272 53.32736, 10.98394 53.32676... " + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "luebtheen = search_osm('Lübtheen, Germany')\n", + "luebtheen = luebtheen[(luebtheen['osm_type'] == 'relation') & (luebtheen['type'] == 'administrative')]\n", + "luebtheen" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
Make this Notebook Trusted to load map: File -> Trust Notebook
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "geodataframe_on_map(luebtheen)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "luebtheen.to_file(out_dir / 'luebtheen_2019.json', driver='GeoJSON')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Product Subselection\n", + "\n", + "Using information from the article, the Copernicus Open Access Hub is queried for available products and, which are then selected for download depending on their cloud coverage and proximity to the fire dates." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/conda/lib/python3.8/site-packages/pyproj/crs/crs.py:53: FutureWarning: '+init=:' syntax is deprecated. ':' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n", + " return _prepare_from_string(\" \".join(pjargs))\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "luebtheen_date = date(2019, 6, 30)\n", + "luebtheen_before = luebtheen_date - timedelta(weeks=4)\n", + "luebtheen_after = luebtheen_date + timedelta(weeks=4)\n", + "luebtheen_footprint = luebtheen['geometry'].iloc[0].convex_hull\n", + "\n", + "results = api.query(luebtheen_footprint.wkt,\n", + " platformname='Sentinel-2',\n", + " processinglevel='Level-2A',\n", + " date=(luebtheen_before, luebtheen_after),\n", + " cloudcoverpercentage=(0, 50))\n", + "gdf = SentinelAPI.to_geodataframe(results)\n", + "gdf.set_index('beginposition')['cloudcoverpercentage'].plot(kind='bar')" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_downloaded_products(gdf, luebtheen, figsize=(9,9))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Lübtheen sits close to the edge of the applied tiling grid. Tiles which do not cover Lübtheen entirely are discarded." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['T32UPD', 'T32UPE'], dtype=object)" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gdf['tile'] = gdf['title'].apply(lambda t: t.split('_')[5])\n", + "gdf['tile'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "gdf = gdf[gdf['tile'] == 'T32UPE']\n", + "gdf.set_index('beginposition')['cloudcoverpercentage'].plot(kind='bar')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The cloud cover plot above shows that immediately before the start of the fire a very clear product was captured. The product at July 1 2019 is also selected to be able to compare it with the animation published by ESA. Another product several weeks later, on July 26, provides the next clear view on the area." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "timestamps = [\n", + " '2019-06-29 10:30:31.024000', # before the fire, almost no clouds\n", + " '2019-07-01 10:20:29.024000', # during the fire; the esa picture is generated from this\n", + " '2019-07-26 10:20:31.024000', # after the fire, within cloud coverage < 50%\n", + "]\n", + "product_uuids_luebtheen_2019 = gdf[gdf['beginposition'].isin(timestamps)]['uuid'].values" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(3, 0, 0)" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "downloaded, initialized, failed = api.download_all(product_uuids_luebtheen_2019, out_dir)\n", + "len(downloaded), len(initialized), len(failed)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The list of downloaded products to be used for NBR calculation is as follows:" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[PosixPath('resources/forest_fires/S2B_MSIL2A_20190701T102029_N0212_R065_T32UPE_20190701T134657.zip'),\n", + " PosixPath('resources/forest_fires/S2A_MSIL2A_20190726T102031_N0213_R065_T32UPE_20190726T125507.zip'),\n", + " PosixPath('resources/forest_fires/S2A_MSIL2A_20190629T103031_N0212_R108_T32UPE_20190629T135351.zip')]" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "list(out_dir.glob('*2019*T32UPE*.zip'))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.6" + }, + "widgets": { + "application/vnd.jupyter.widget-state+json": { + "state": {}, + "version_major": 2, + "version_minor": 0 + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/sources/03b-forest-fires-2018-and-2019.ipynb b/sources/03b-forest-fires-2018-and-2019.ipynb deleted file mode 100644 index 090b77d..0000000 --- a/sources/03b-forest-fires-2018-and-2019.ipynb +++ /dev/null @@ -1,1909 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Forest Fire Subset Definition\n", - "\n", - "- Other approach\n", - "- Instead of focusing on all fires in an entire year, we focus on several firest that were covered well\n", - "- → Jueterbog / Luckenwalde\n", - " - 2018/08/24: https://www.dw.com/en/forest-fires-near-berlin-could-burn-for-days/a-45203042\n", - " - Article says \"fires began on thursday\", i.e. 2018/08/23\n", - " - 2019\n", - " - Fire in June (\"einer der größten Brände der letzten Jahrzehnte\") https://web.archive.org/web/20190622070809/https://www.rbb24.de/panorama/beitrag/2019/06/waldbrand-jueterbog-sonntag-lage-unter-kontrolle.html\n", - " - Another fire in July https://web.archive.org/web/20190730000919/https://www.rbb24.de/panorama/beitrag/2019/07/loescharbeiten-jueterbog-truppenuebungsplatz-brandenburg.html" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "from datetime import date, timedelta\n", - "import os\n", - "from sentinel_helpers import search_osm, plot_downloaded_products\n", - "from sentinelsat import SentinelAPI\n", - "from pathlib import Path\n", - "from tqdm.notebook import tqdm\n", - "\n", - "api = SentinelAPI(os.getenv('SCIHUB_USERNAME'), os.getenv('SCIHUB_PASSWORD'))\n", - "api._tqdm = tqdm\n", - "\n", - "out_dir = Path('resources/forest_fires')\n", - "out_dir.mkdir(exist_ok=True, parents=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 2018\n", - "### Brandenburg\n", - "\n", - "- Take the places from the DW article\n", - " - `.head(n=1)` takes the first search result, they are ordered by how well they match our query\n", - "- We don't have info on the exact time of the location, article is written on 2018-08-24" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "import geopandas as gpd\n", - "import pandas as pd\n", - "from sentinel_helpers import geodataframe_on_map" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "frohnsdorf = search_osm('Frohnsdorf, Brandenburg').head(n=1)\n", - "klausdorf = search_osm('Klausdorf, Brandenburg').head(n=1)\n", - "tiefenbrunnen = search_osm('Tiefenbrunnen, Brandenburg').head(n=1)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
Make this Notebook Trusted to load map: File -> Trust Notebook
" - ], - "text/plain": [ - "" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "evacuated_places = gpd.GeoDataFrame(pd.concat([frohnsdorf, klausdorf, tiefenbrunnen]))\n", - "geodataframe_on_map(evacuated_places)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "evacuated_places.to_file(out_dir / 'evacuated_2018.json', driver='GeoJSON')" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "from shapely.geometry import box" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "article_date = date(2018, 8, 24)\n", - "pre_fire_2018 = article_date - timedelta(weeks=4)\n", - "post_fire_2018 = article_date + timedelta(weeks=4)" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "footprint_2018 = box(*evacuated_places.to_crs('epsg:25833').buffer(2500).to_crs('epsg:4326').unary_union.bounds)\n", - "results = api.query(footprint_2018.wkt,\n", - " platformname='Sentinel-2',\n", - " processinglevel='Level-2A',\n", - " date=(pre_fire_2018, post_fire_2018),\n", - " cloudcoverpercentage=(0, 30))" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/opt/conda/lib/python3.8/site-packages/pyproj/crs/crs.py:53: FutureWarning: '+init=:' syntax is deprecated. ':' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n", - " return _prepare_from_string(\" \".join(pjargs))\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "gdf = SentinelAPI.to_geodataframe(results)\n", - "gdf.set_index('beginposition')['cloudcoverpercentage'].plot(kind='bar')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "- deduplicate the captured products\n", - "- avoid reprojecting, avoid merging" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_downloaded_products(gdf, footprint_2018)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "- we can take any product because the all easily contain the study area" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array(['T33UUT', 'T32UQC'], dtype=object)" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "gdf['tile'] = gdf['title'].apply(lambda t: t.split('_')[5])\n", - "gdf['tile'].unique()" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "gdf = gdf[gdf['tile'] == 'T33UUT']\n", - "gdf.set_index('beginposition')['cloudcoverpercentage'].plot(kind='bar')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "- from the plot we select the following timestamps:\n", - " - criteria: low cloud coverage, close to before and after the fire\n", - " - we don't know exactly how long it burned, so we take the last one as well" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [], - "source": [ - "timestamps = [\n", - " '2018-08-07 10:10:21.025000',\n", - " '2018-08-22 10:10:19.024000',\n", - " '2018-09-19 10:20:21.024000'\n", - "]\n", - "product_uuids_2018 = gdf[gdf['beginposition'].isin(timestamps)]['uuid'].values" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "1e14a49ff42248039cd209aba7a828fe", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(HTML(value='Downloading'), FloatProgress(value=0.0, max=17931832.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "f4aab89c481340c4aee5ca35eaaed972", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(HTML(value='Downloading'), FloatProgress(value=0.0, max=16481848.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "64d63d7968244524b3fc91c25ab6bf02", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(HTML(value='MD5 checksumming'), FloatProgress(value=0.0, max=17931832.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "0c9be60e90be4b2ba0672f1f26864533", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(HTML(value='MD5 checksumming'), FloatProgress(value=0.0, max=16481848.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n" - ] - } - ], - "source": [ - "out_dir.mkdir(exist_ok=True, parents=True)\n", - "downloaded, initialized, failed = api.download_all(product_uuids_2018, out_dir)" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "3" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "len(downloaded)" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[(1092289485,\n", - " 'resources/forest_fires/S2B_MSIL2A_20180822T101019_N0208_R022_T33UUT_20180822T161243.zip'),\n", - " (17931832,\n", - " 'resources/forest_fires/S2A_MSIL2A_20180919T102021_N0208_R065_T33UUT_20180919T132226.zip'),\n", - " (16481848,\n", - " 'resources/forest_fires/S2A_MSIL2A_20180807T101021_N0208_R022_T33UUT_20180809T112302.zip')]" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "[(d.get('size'), d.get('path')) for d in downloaded.values()]" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "len(initialized)" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "len(failed)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "- output paths:" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['resources/forest_fires/S2B_MSIL2A_20180822T101019_N0208_R022_T33UUT_20180822T161243.zip',\n", - " 'resources/forest_fires/S2A_MSIL2A_20180919T102021_N0208_R065_T33UUT_20180919T132226.zip',\n", - " 'resources/forest_fires/S2A_MSIL2A_20180807T101021_N0208_R022_T33UUT_20180809T112302.zip']" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "list(map(lambda d: d.get('path'), downloaded.values()))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 2019\n", - "### Jueterbog\n", - "\n", - "- https://web.archive.org/web/20190622070809/https://www.rbb24.de/panorama/beitrag/2019/06/waldbrand-jueterbog-sonntag-lage-unter-kontrolle.html\n", - "- Article date: 2019-06-19\n", - " - Article says: fire is put out, fire fighting again responsibility of communities\n", - " - \"have been at work for one week\"" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "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", - "
place_idosm_typeosm_iddisplay_nameplace_rankcategorytypeimportanceicongeometry
0257891092relation422436Jüterbog, Teltow-Fläming, Brandenburg, 14913, ...16boundaryadministrative0.685236https://nominatim.openstreetmap.org/ui/mapicon...POLYGON ((12.95605 52.03939, 12.96134 52.03944...
\n", - "
" - ], - "text/plain": [ - " place_id osm_type osm_id \\\n", - "0 257891092 relation 422436 \n", - "\n", - " display_name place_rank category \\\n", - "0 Jüterbog, Teltow-Fläming, Brandenburg, 14913, ... 16 boundary \n", - "\n", - " type importance \\\n", - "0 administrative 0.685236 \n", - "\n", - " icon \\\n", - "0 https://nominatim.openstreetmap.org/ui/mapicon... \n", - "\n", - " geometry \n", - "0 POLYGON ((12.95605 52.03939, 12.96134 52.03944... " - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "jueterbog = search_osm('Jüterbog, Brandenburg')\n", - "jueterbog = jueterbog[(jueterbog['type'] == 'administrative') & (jueterbog['osm_type'] == 'relation')]\n", - "jueterbog" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
Make this Notebook Trusted to load map: File -> Trust Notebook
" - ], - "text/plain": [ - "" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "geodataframe_on_map(jueterbog)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "- we increase the geometry size by 2.5km in each direction" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [], - "source": [ - "jueterbog.to_file(out_dir / 'jueterbog_2019.json', driver='GeoJSON')" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
Make this Notebook Trusted to load map: File -> Trust Notebook
" - ], - "text/plain": [ - "" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import geopandas as gpd\n", - "\n", - "buffered = jueterbog.to_crs('epsg:25833').buffer(2500).to_crs('epsg:4326')\n", - "geodataframe_on_map(buffered)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "- now we search for products in the relevant time frame" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [], - "source": [ - "article_date = date(2019, 6, 16)\n", - "pre_fire_2019 = article_date - timedelta(weeks=4)\n", - "post_fire_2019 = article_date + timedelta(weeks=4)" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [], - "source": [ - "footprint_2019 = buffered.iloc[0].convex_hull\n", - "results = api.query(footprint_2019.wkt,\n", - " platformname='Sentinel-2',\n", - " processinglevel='Level-2A',\n", - " date=(pre_fire_2019, post_fire_2019),\n", - " cloudcoverpercentage=(0, 30))" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/opt/conda/lib/python3.8/site-packages/pyproj/crs/crs.py:53: FutureWarning: '+init=:' syntax is deprecated. ':' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n", - " return _prepare_from_string(\" \".join(pjargs))\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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Htn1fApwKzAOuAeYAPypDnQ6sLLddACzMsuyYDo6zgGOBBcAlwCyKO2R3atPxwFHtbcqy7KDyKrIJtwk4ucxbe5tmAGt61KYXlrGMeJzG2aYrgPeN8TiNp02XULzvxnKcxtOmqcCqsRynkdq0euW0a+mCgRmPPKObNq1eOe2xLv3ZRNtUql7Kxr+xXv09PXGcgFOAj03076nbS90HZjyyZzdtWr1y2kld+ld0alOWZfd1ev64CvhY902UPM9PzLLs5F575e+/P3LsvfRHX4tjOJT/evzjGkIxs+ltP84Fbh+PZwycUZFX/v77I8dehz86yn8NjFrAzexLwHeBF5jZ/WZ2GHC6mf3YzG6j+MhzTEXxLa7IK3///ZFjr8MfHeW/BrScrBB9JPpH+OhEz3/SV2KWJ+rkb6A/cux1+KOj/NeDeuBC9JHoPcDoRM+/euDy98UfOfY6/NFR/utBPXAh+kj0HmB0ouc/9R74Evmb6Y8cex3+6Cj/9ZB0Aae4ykv+Zvojx16HPzrKfw2kXsDnyd9Yf+TY6/BHR/mvgdQL+DXyN9YfOfY6/NFR/msg9QI+Q/7G+iPHXoc/Osp/DaRewNeM/hT5g/ojx16HPzrKfw2kXsCFEEIMQ+oFfProT5E/qD9y7HX4o6P810DqBXyl/I31R469Dn90lP8aSL2Az5G/sf7Isdfhj47yXwOpF/AL5G+sP3Lsdfijo/zXQOoFfKH8jfVHjr0Of3SU/xrQYlZC9JHoiylFJ3r+k+6BR1+SUv7+uJvgj47yXw/qgQvRR6L3AKMTPf/qgcvfF3/k2OvwR0f5rwf1wIXoI9F7gNGJnv/Ue+Bnyd9Mf+TY6/BHR/mvh6QLOHCs/I31R469Dn90lP8a2LTfAYzCAuBk+av1D/8xbxqrV975lK09+pgdIjd99EdH+a+B1Hvgl8jfV3+VRM9N5NzXgfJfA6kX8Fny99VfJdFzEzn3daD818CoQyhmdj7wBuBhd39RuW0b4DJgF+BewNx9bQXxra7AKX8aRM9N5NzXgfJfA2MZA18OnAlc1LbtOOB6dz/NzI4rf/5w78NjagVO+Wum8xh7peProNz3m6nB/SEYtYC7+01mtsuQzW8G9iofXwjcSDUFfIsKnOH8fTrJGJ0Qx7bBKP81MN4x8O3cfQ1A+f05vQvpSdxTkbcpfjE8Orb9RfmvgcqnEZrZfGA+wMDAwKrZs2efS/HxZwuKgzATuBw4EjgBWJZl2aF5nl8M3Jrn+ZHA4cAiYCkwF7gZ2BV4FFgHDAA3AAcAZwCLsyw7Is/zFVmWHdj2fQlwKjAPuAb4hzzPNwwNTae4y8ccirWGF2ZZdkwHx1kUc1AXUJwJn0UxHtepTZ/I8/x17W3KsuygPM+Xd9emaV3lPM/zfbtpU1fywr9pd23qOv6hx2kGG29iO9Y2fTrP8/0Y23F6yntvDMdpdp7nT2f8772yTV3nZqvu2tS1/9UTbxMAB+d5/kl6+/f0xHECVuZ5fvT4/p42tqmr5BT5eXF3beo6/x3fe1mW3dfp+WO6lL4cQrm67STmXcBe7r7GzKYDN7r7C7qKdAzkeb7TcIFPJn/0y3278fdq+EfHth7/cCj/9fjHO4RyFXBI+fgQ4MpxekbjyIq8TfGL4dGx7S/Kfw2MZRrhlyhOWD7bzO4HTgROA9zMDgN+DrQqiu+EirxN8Yvh0bHtL8p/DYxlFso7h9k1u8exdGIZcKj8Yhzo2PYX5b8Gkl4LJcuyQ3vhGWUa3iFDt/ZqHLBX8YvuqTr3OrYjo/zXQ9KX0pczUcISPf7IVJ17HduRUf7rIekCnmXZQf2OYSJEjz8yVedex3ZklP96SLqAl3MhwxI9/shUnXsd25FR/ush6TFwionsydOvMXYxIlW/d0K8N/uI8l8DSffAKa5CEmI8VP3e0XtzZJT/Gki9gC/tdwAiLFW/d/TeHBnlvwZSL+Bz+x2ACEvV7x29N0dG+a+B1Av4zf0OQISl6veO3psjo/zXQBInMbXetaiAXYHvBfZHR/mvgSQKuBAV8GgvJKN0Li4dulWdiyfoSf776A9B6kMoQoyXdf0OYJKzLrg/BCrgoqkM9DuASU7V+dfxRQVcNJcb+h3AJKfq/Ov4ogIumssB/Q5gklN1/nV8UQEXzeWMfgcwyak6/zq+qICL5rK43wFMcqrOv44vmkYogjPKNL/3Dd2qaX71MJ47vqfkj4J64EKInpPn+YrI/iiogAshek6WZQdG9kdBBVwI0XPUA68HFXAhRM9RD7weVMCFED0nz/Mlkf1RUAEXQlTBqcH9IVABF0JUwbzg/hCogAshquCa4P4QqIALIapgRnB/CCZ0JaaZ3Qv8Cvgj8Li7/2UvghJChGdNcH8IenEp/Sx3/2UPPEIIIbpAQyhCiCqYHtwfgon2wAeB68xsEDjb3c8Z+gQzmw/MBxgYGFg1e/bsc4GpwBbAPcBMmNbVi+Z5/kqKm5o+SnFrpQGKBd4PoFhmcnGWZUfkeb5iPBP+8zyfBizMsuyYDY6272cBxwILgEuAWeOIfzlwOLAIWArMpbjL9jBt6tq/b/lwOrASmANcMFybupIX/k2BZVmWHZrn+cVZlh00cpu6jn8JxTSxeRQnq2aw8SPzkDZ17X4TT3rvcTlwJHBC5zZ17T+r/b3X9n2YNnXt34onvfdYzVP+ntrb1LX/1Yzy9zR6mwDYMc/zFzPKe6/z39NobWIZcMbY3nsj14iuklPkp8s2dZ3/jm3Ksuy+Ts+fMjg4zGJuY8DMnuvuD5jZc4BvAke7+03deoZfUa4z3a4oJ38cf+TYJ6N/OPI8/1CWZaf3wlWlP3r+JzSE4u4PlN8fpvgP+cqJ+IQQjeGC4P4QjLuAm9mWZvaMDY+BfYHbexWYECI0C4P7QzCRMfDtgMvNbIPnEnf/Rk+iEkKEJsuyYyL7ozDuAu7uPwVe0sNYhBANYbwnyFPxR0HTCIUQPUfLydaDCrgQoufohg71oAIuhOg56oHXgwq4EKLnlBezhPVHQQVcCFEFxwb3h0AFXAhRBQuC+0OgAi6EqIJLgvtDoAIuhKiCWcH9IVABF0JUwerg/hCogAshqmBqcH8IVMCFEFWwRXB/CFTAhRBVcE9wfwhUwIUQVTAzuD8EKuBCiCq4PLg/BCrgQogqODK4PwQq4EKIKjghuD8EKuBCiCpYFtwfAhVwIUTPybLs0Mj+KKiACyF6Tp7nF0f2R0EFXAjRc7IsOyiyPwoq4EKInpPn+fLI/iiogAshquDw4P4QqIALIapgUXB/CFTAhRBVsDS4PwQq4EKIKpgb3B+CTfsdgBAiLmcvuXOw855prF5552eHbn3vMXtMSckfnQkVcDPbD/gssAmwzN1P60lUQgghRmXcQyhmtgnweWAOsAfwTjPbo1eBCSGEGJmJjIG/EviJu//U3f8AXAq8uTdhCSGEGJXBwcFxfbVarbe1Wq1lbT8f1Gq1zuzwvPmtVuv75df8Ll+jq+ePow3y98kfOXb55U/FP5EeeKeTBU854eDu57j7X5Zf53T5GvPHF5r8AfyRY5df/iT8Eyng9wM7tf28I/DAxMIRQggxViYyC+VWYHcz2xX4BfAO4ICeRCWEEGJUxt0Dd/fHgaOAa4FVxSa/o1eBlXQ75CJ/HH/k2OWXPwn/lMHBYebJCyGESBpdSi+EEEFRARdCiKCogAshRFCSWMzKzDYFDqNYYey5FPPJHwCuBM5z98fkj+mPHLv88qfuT6KAAxcD64CTKOaXQzGv/BBgBfB2+cP6I8cuv/xp+6u8XLSLy0rvGmHff8of1x85dvnlT92fSg98rZm1gK+6+3oAM3sa0ALWyh/aHzl2+eVP2p9KAX8H8ElgqZmtpVhn5VnADeU++eP6I8cuv/xJ+5O7kMfMtgWmuPsv5W+WP3Ls8sufoj+ZAm5mzwL2A3Zg45naa919nfyx/ZFjl1/+lP1JzAM3s4OBlcBewJ8CWwKzgB+U++QP6o8cu/zyp+5PZQz8eODlQ/8jmdnWwC3ARfKH9UeOXX75k/Yn0QOnGNjvNJazns43jpA/jj9y7PLLn7Q/lR74KcBKM7sOuK/ctjPwGmCR/KH9kWOXX/6k/SmdxNwaeC3FQP8UiquWrnX3XszFlL+P/sixyy9/yv5kCvgGzGwbYLBXyZM/HX/k2OWXP0V/EgXczHYGTgf2Bv6X4r/UM4FvA8e5+73yx/RHjl1++VP3p3IS8zLgcmC6u+/u7rsB04ErgEvlD+2PHLv88qftn+hiKr34arVad49nn/zp+yPHLr/8qftTmYXyAzNbClzIxjO1O1EsufhD+UP7I8cuv/xJ+1Mp4AdTLHp+Mk8+U3sVcJ78of2RY5df/qT9SZzEFEII0T2pnMR8Cmb2bfmb6Y8cu/zyp+RPogduZrcN2TQFeD5wF4C77yl/TH/k2OWXP3V/KmPg9wL/B3wCeJSikd8B3ih/eH+Vbvnln9z+iU5j6dVXq9Wa22q1bmq1Wm8qf/6p/M3wR45dfvlT9icxhLIBM9uSYoGX3YAZ7r6j/M3wR45dfvlT9SdVwDdgZi8B/trdvyB/s/yRY5df/uT8vfyo0IOPGpt12PZs+eP7I8cuv/yp+pM4iWlms4CLgc3N7IfA/LZFXq4DZsgf0x85dvnlT92fyjzw04HXuvs04Bzgm2Y2s9w3Rf7Q/sixyy9/0v5UCvifuPsdAO7+FWB/4EIzm0vn2xHJH8cfOXb55U/an0oBf8zMtt/wQ9ng2cCJwO7yh/ZHjl1++ZP2p1LAjwO2a9/g7vcDewGnyR/aHzl2+eVP2p/kNEIhhBCjk8oslGcBH6EYH5pWbn4YuBI4zd3XyR/THzl2+eVP3Z/KEIoDa4G93H1bd98WmFVu+7L8of2RY5df/rT9vZqoPsFJ7neNZ5/86fsjxy6//Kn7kxhCAX5mZh8CLnT3hwDMbDvgUDbehkj+mP7Iscsvf9L+VAr42ynO1uZm9pxy20MUtx0y+UP7I8cuv/xJ+zULRQghgpLKScxhMbMJrRUgf7r+yLHLL38K/uQLOHCE/I31R45dfvn77tcQihBCBCWVk5jDYmYD7r5a/ur9ZvaXwE7A48DdvYy7SvcIr6nc1+Qf5jWV/4r9yRdwijVzd5a/Or+ZZcAZwDrg5cC/AVub2WPAQe4+7ulOVbrHwKTOfR3+UVD+K/YnUcDN7HPD7JoCTJW/Wj/wGWBfd3/EzHYFPu3uf2tmrwHOA/ZN1K3c99mv/PfXn8pJzHnA7cAPhnx9H/iD/JX7N3H3R8rHPweeB+Du3wR2SNgNyn2//cp/H/1J9MCBW4Hb3f3fh+4ws5Pkr9z/fTM7D7geeDNwY+n+U2CThN2g3Pfbr/z30Z9KAX8b8LtOO9x9V/kr978XeA/wN8C3gPPL7YPAaxN2g3Lfb7/y30e/phEKIURQkuiBW3HLoROB9cDHgKOBtwKrgPe7+xr5K/U/k2LN4h2Ba9z9krZ9S939yBTdpUO5768/ev63L72DEf2pnMRcDtxJsTrXDcCjwOuB7wBfkL9y/wUUZ/W/CrzDzL5qZpuX+2YO/2t9d4Ny32//cmLnfzlFMY3pn+h6tL34arVaP2x7/PMh+34kf+X+Hw35+fhWq/VvrVZr21artTJVt3KfhD96/kP7U+mBt8dx0Qj75K/Gv7mZPeFx91OAc4CbgG0TdoNy329/9PyH9qdSwK80s60A3P2jGzaa2W7Af8pfuf+fgb3bN7j7hcACJj7Xtko3KPf99kfPf2i/ZqEIIURQUumBP8HQNXJ7vSav/P3zR45dfvlT9CdXwHnqGrm9XpNX/v75I8cuv/zJ+TWEIoQQQUniQh4AM5sCvJJigZdB4AHge+7ek/8w8vfPHzl2+eVP2Z9ED9zM9gWWAncDvyg37wjsBhzp7tfJH9MfOXb55U/dn0oP/LPAPu5+b/vGcv3crwMvlD+sP3Ls8suftD+Vk5ibAvd32P4LYDP5Q/sjxy6//En7U+mBnw/camaXUqwZAMX9495BcdcK+eP6I8cuv/xJ+5MYAwcwsz2AN1EM9E+h+K91lbvfGcT/QooF2+Wv0d0Qv9778o+LZAq4EEKI7khiDNzMnmlm/2hmF5vZO4fsW5q6f5TXvkb++t1R/Hrvyz8RUhkDv4Bims1XgXeb2duAA9z99/RuTeTK/CNcEjsFeOlk9keOvQ4/eu/LPwFSKeB/7u5vLR9fYWbHA982szcF8d8K5BQHZShTJ7k/cux1+PXel3/cpFLANzezp7n7eijWLDaz+ynWLN4qgH8V8F53v3voDjO7r8PzJ5M/cux1+PXel3/cJDEGTvw1kU9i+FwePcn9Vbqb4Nd7X/5xo1koQggRlFR64E8wdNB/hJMA8gfzR45dfvlT9CdXwAm4Jq/8Sbjll3/S+TWEIoQQQUllFkroNXnl759bfvknsz+JHrgFX5NX/v645Zd/svtT6YGHXpNX/r655Zd/UvtTOYkZek1e+fvmll/+Se1PpQceek1e+fvmll/+Se1PYgwcYq/JK3//3PLLP5n9yRRwIYQQ3ZHKGPiwWIA1eeVPzy2//JPBn8QY+AiXlIZYk1f+/rjll3+y+5Mo4ARfk1f+vrnll39S+1Mp4KHX5JW/b2755Z/U/lTGwE8i8Jq88vfNLb/8k9qvWShCCBGUVHrgQgghukQFXAghgqICLoQQQUliFoqZ7Qw87O6/K9fOPRSYAdwJnOvuj6fsL19jewB3f9DMpgGvAu5y9zsm6q7J/2rgIXe/y8z+DpgJrHL3f0nZXfpD536E132Nu38zdX/0/JvZVsB+FGuUPE6x9Ot17r4+dX8qPfCvszGW04DXA7cArwDOSd1vZu8FvgvcbGZHAFcDbwC+ZmaHBfB/hiIvF5vZIuB0YAvgGDNbnKq79IfO/Sj0YjGlSv3R829mBtxAUWCPorjxwkHAj8zsxan7k+iBA09z99+Wj/cBXlH+d1phZv8RwH8U8BcUhelnwG5lb2FrioM30T+Uqv2vAV5U+n8B7ODuvzWz04AfAscm6obguTezq4bZNQXYdiLuOvwEzz/wUWBm+Z58NvBFd3+tme0JnA38Tcr+VHrg95nZ3uXjeyk+amBmvXiD1eF/zN1/6+7/DfyXuz8I4O5rKW6hlLp/sLy904aPdBuc65n4e6RKN8TP/aso/pDP6PD16wD+6PmfAjxaPv4N8JzSfxvwzNT9qfTADwcuMrOTgP+l+HjxQ2Br4IMB/OvNbDN3f4xieAYAM3s6vSlSVfv/xcy+AzwdWAa4md0MZMBNCbshfu5vBn7r7vnQHWZ2VwB/9Px/HfiGmeXAHODLpX8bOl/+npQ/iQLu7vcBs6xYN/f5wHKKNXNv7cVAf9V+4C1tr9V+941tgQWp+939w2b21xS95ZvN7M+BuRQF9yupukveQtkTqzD3lfndfc4I+16dup9mvPdfB+wBfLztpO46iokOSft1JaYQoieUvcrBcngjnD8iSRRwM9sJWExxx4prgMXlRybM7Ap331/+6vyjvPaP3X3CZ8vrdstfj7+cons6MJuiVzmFYmz328BxPuRmvqn5R3nt5POfxBAKxX3jvkoxXncYkJvZG8sTF8+Tv1q/mb1lmF1TgO1Tdcvffz9wGfAZ4F3u/sfyNTcBWsClFHP+k/VHz38qBXyau3+hfHy0mR0I3GRmb6I3Z5rlH5nLgC8O43p6wm75++9/trtf1r6hLLSXlvP+U/eHzn8qBXwzM3u6u/8OwN1XmNmDwLXAlvJX7r8N+JS73z50h5ntk7Bb/v77f2BmS4ELefJd1w+hmOefuj90/lOZB74M+Kv2De7+LYqPSU9puPw9938A+L9h9s1N2C1///0HAz8GTqboUFxXPr6d4orD1P0fIHD+kziJKYQQontS6YE/BTNbKX8z/ZFjl1/+lPzJFnB6cxWU/Gn6I8cuv/zJ+FMu4D1ZalT+JP2RY5df/mT8SY6Bm9kzgd2Bn1Zx1ZX8/fNHjl3+5vujkUQP3MxWWLHUImb2WuAO4JMUi0615I/rjxy7/JPC/+62xzua2fVmttbM/t3Mnp+6P4kCDrzE3X9ZPj4ReJW77wO8nGI9Xfnj+iPHLn/z/Ue1Pf404BQLZS0Gzkrdn0oBf1r50QiKdaJ/DlAeuF5cbCR///yRY5e/+f52nu/uZ7v7ene/HNgmdX8qV2KeDNxgZp8H/g34spldCewNfEP+0P7IscvffP+OZvY5ipkh02zj2uMAm6XuT+YkppntBryHYr3uTSnW677C3a+VP7Y/cuzyN9tvZocM2XSVu6+14kbK/+DuC1P2J1PAhRBCdEcqQygbzjDvT7Hm9SDwAHClu/fiY5L8ffRHjl1++VP2J9EDN7PPUHw8uoji4xHAjhQL2dzt7u+XP6Y/cuzyy5+6P5Ue+Ovc/SlzIs3sMuA/gQk1Uv6++iPHLr/8SftTmUb4OzN7ZYftrwB+J39of+TY5Zc/aX8qPfBDgbPM7Bls/JixE8U6uofKH9pfpVt++Se1P4kx8A2UU2t2oJgzeb+7Pyh/M/yRY5df/mT9g4ODSX61Wq2T5G+mP3Ls8sufkj+VMfBOvEn+xvojxy6//Mn4Uy7gYRZVlz8pt/zyTxp/ygX85fI31h85dvnlT8afzElMM5sFvJXiDO3jwN3AMnf/ifyx/ZFjl1/+lP1J9MDN7DSKK5NuBh4Dfgr8F8XKY71YtF3+Pvkjxy6//Kn7kyjgwOvdfZ67rwDeAfyNu59LsWTkifKH9keOXX75k/anUsDXm9mGxc2fC2wC4MU973ox4C9///yRY5df/qT9qVyJeSrwQzO7CxgAjgAws2nAf8gf2h85dvnlT9qf0knMbYA/A37i7uvkb44/cuzyy5+0v8orjnp01dKA/M30R45dfvlT8KcyBj4S18nfWH/k2OWXv+/+JMbArbjpZyemAFPlj+uPHLv88qfuT6KAA/OABcDvO+x7p/yh/ZFjl1/+pP2pFPBbgdvd/d+H7jCzk+QP7Y8cu/zyJ+1PpYC/jWHuTuHuu8of2h85dvnlT9qfzDRCIYQQ3ZFED9zMngV8BNgfmFZufhi4EjhtonMn5e+fP3Ls8sufuj+VaYQOrAX2cvdt3X1bYFa57cvyh/ZHjl1++dP2VzlRvYsJ7XeNZ5/86fsjxy6//Kn7kxhCAX5mZh8CLnT3hwDMbDuKuzbfJ39of+TY5Zc/aX8qBfztwHFAbmbPKbc9BFwFmPyh/ZFjl1/+pP2ahSKEEEFJ5SQmZjZgZrPNbMsh2/eTP7Y/cuzyy5+yP4kCbmb/QDGt5mjgDjN7c9vuU+WP648cu/zyp+5PooAD7wFe7u77A3sBJ5jZ+8t9vbgrhvz980eOXX75k/anUsA3cfdfA7j7vRQNnWNmn6Y3SZS/f/7Iscsvf9L+VAr4g2b20g0/lA1+A/Bs4MXyh/ZHjl1++ZP2p1LADwYebN/g7o+7+8HAq+UP7Y8cu/zyJ+3XNEIhhAhKKj1wIYQQXaICLoQQQVEBF7VhZvea2T49dr7KzO7qpXMcMfzazP5shP13mNleNYYkJgkaAxe1YWb3Aoe7+7f6HUtVmNly4H53/2i/YxHNRz1wIYQIinrgojbKHvjZwEHAdOAK4Ah3/52ZvQH4BLALcCfwPne/rfy9GcB5wG7AN4D1wN3u/tFyaGKFu+/Y9hpnUkzfel75/EPK19gLWAEsBT4I/Bo43t2/WP7us4B/AuYAvwXOBU519/VmtlsZw0uBx4Dr3f3t5e8NArsDewOfBwaBPwA3uPsb2z95mNnmwCfZuBKdAx9299+3xbcE+DDwR2Chu18wgbSLBqMeuKibdwGvBf4ceD7w0bJAnw+8F9iWoshfZWabm9mfAJcDy4FtgC8Bc0d5DQP2A3YF9qRYe3kD21NcRLEDcAhwjpm9oNz3T8CzgD8DMop/AvPKfYuA64CtgR3L5z4Jdz8H+CJwurtv5e5v7BDb8cBMin8ELwFeCbQPt2xfxrADcBjweTPbepT2iklKKuuBi8nDme5+H4CZnUJRCLcFznb3W8rnXGhmCykK3SDF+/Rz7j4IfM3MvjfKa3zO3R8oX+OfKYplOye4++8p1mj+l+JpdirF2s0vc/dfAb8yszMoPi2cR9Hrfh7wXHe/H/jXcbb/XcDR7v5wGd/JFP+wTij3PwZ83N0fB75uZr8GXgDcPM7XEw1GBVzUTftdSH4GPJeiMB5iZke37fuTct8g8IuyeHdydKL9yrfflp4NrHX333SI4dnla/5syL4dyscfouiFf8/M1gJnuPv5o8TRied2eI32+P67LN7t8W81jtcRkwAVcFE3O7U93hl4gKIgn+Lupwx9spllwA5mNqWtiO8E/Nc4X39rM9uyrYjvDNwO/JKNvew72/b9AsDdH6RYWQ4z+zvgW2Z2k7v/ZIh/tJNKD5SvcUfbazwwzraISY4KuKibvzezqyl6lguBy4CvAZeb2beA7wF/SrFq203AdylO5h1lZmcBr6cYN75xAjGcXA7R/BXFwkInuvsfzcyBU8zsYIrx9g8CnwIwsxbw3XL4ZC1Fof5jB/dDFGPow/ElinH/W0vHxyhOXArRNTqJKermEoqTgT8tvz7h7t+n6N2eSVEcf0J54tHd/wC8heKE3jrgQOBq4PfjfP0Hy9d4gOKE4/vcfXW572jgN2Vc/1rGumGY5BXALeWY9FXA+939ng7+84A9zGydmV3RYf8ngO8DtwE/BlaW24ToGk0jFOEws1uAL3Q7vW7olEMhoqMhFJE85Tj4XRTj1O+imBr4jb4GJUQCqICLCLyA4oKXrShOXr7N3df0NyQh+o+GUIQQIig6iSmEEEFRARdCiKCogAshRFBUwIUQIigq4EIIERQVcCGECMr/B7FNwK0wK9clAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "gdf = SentinelAPI.to_geodataframe(results)\n", - "gdf.set_index('beginposition')['cloudcoverpercentage'].plot(kind='bar')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "- how well do the results cover our study area?" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "gdf['tile'] = gdf['title'].apply(lambda t: t.split('_')[5])\n", - "gdf = gdf[gdf['tile'] == 'T33UUT']\n", - "gdf.set_index('beginposition')['cloudcoverpercentage'].plot(kind='bar')" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [], - "source": [ - "timestamps = [\n", - " '2019-06-03 10:10:31.024000', # before the fire, almost no clouds\\n\",\n", - " '2019-06-13 10:10:31.024000', # during the fire?\\n\",\n", - " '2019-06-26 10:20:31.024000', # after the fire, within cloud coverage < 30%\\n\",\n", - "]\n", - "product_uuids_2019 = gdf[gdf['beginposition'].isin(timestamps)]['uuid'].values" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "da633ab0548440f387fcca3e1d374ef0", - "version_major": 2, - "version_minor": 0 - 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"text": [ - "\n", - "\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "09a9f0d3a7864aadbf6f72b7c96d1601", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(HTML(value='MD5 checksumming'), FloatProgress(value=0.0, max=41090616.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n" - ] - } - ], - "source": [ - "downloaded, initialized, failed = api.download_all(product_uuids_2019, out_dir)" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "3" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "len(downloaded)" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "len(initialized)" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0" - ] - }, - "execution_count": 33, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "len(failed)" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{}" - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "failed" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "- originally downloaded: 0, initialized: 1, failed: 2\n", - "- failed product with uuid `1e9358eb-2c1e-45a5-aabd-ee7b193eda0e` has status code `202 Accepted`, so not actually failed?\n", - "- all products could be downloaded within 5 hours\n", - "\n", - "\n", - "- output paths" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[{'id': '42633406-e729-4d38-94df-942813cac1c0',\n", - " 'title': 'S2A_MSIL2A_20190613T101031_N0212_R022_T33UUT_20190614T125329',\n", - " 'size': 17677880,\n", - " 'md5': '89684d0e302cd35f4eff66e6e89f29c9',\n", - " 'date': datetime.datetime(2019, 6, 13, 10, 10, 31, 24000),\n", - " 'footprint': 'POLYGON((12.109949135874256 51.62754367459543,12.12855260381174 51.67223353291847,12.189749670211857 51.8181446227169,12.251335944032553 51.96394652824928,12.313165570575627 52.109686926175314,12.374979421078276 52.25542506753664,12.402567238605169 52.3200953024738,13.675924550313963 52.34305438492137,13.704578464673325 51.35607984388353,12.12921085152078 51.3280532483229,12.109949135874256 51.62754367459543))',\n", - " 'url': \"https://scihub.copernicus.eu/apihub/odata/v1/Products('42633406-e729-4d38-94df-942813cac1c0')/$value\",\n", - " 'Online': True,\n", - " 'Creation Date': datetime.datetime(2019, 6, 15, 0, 11, 53, 498000),\n", - " 'Ingestion Date': datetime.datetime(2019, 6, 14, 22, 44, 51, 876000),\n", - " 'path': 'resources/forest_fires/S2A_MSIL2A_20190613T101031_N0212_R022_T33UUT_20190614T125329.zip',\n", - " 'downloaded_bytes': 17677880},\n", - " {'id': '1e9358eb-2c1e-45a5-aabd-ee7b193eda0e',\n", - " 'title': 'S2A_MSIL2A_20190603T101031_N0212_R022_T33UUT_20190603T114652',\n", - " 'size': 1099877545,\n", - " 'md5': 'b6472601cbf27fd3fe121e9e8ce15c99',\n", - " 'date': datetime.datetime(2019, 6, 3, 10, 10, 31, 24000),\n", - " 'footprint': 'POLYGON((12.110444934381611 51.619834760756284,12.126754097010965 51.6592846417966,12.187328935300467 51.80500200490842,12.248435304391013 51.950676133435486,12.309998522754649 52.096374709938495,12.371896342664748 52.24214312551366,12.40520068077891 52.320142784367086,13.675924550313963 52.34305438492137,13.704578464673325 51.35607984388353,12.12921085152078 51.3280532483229,12.110444934381611 51.619834760756284))',\n", - " 'url': \"https://scihub.copernicus.eu/apihub/odata/v1/Products('1e9358eb-2c1e-45a5-aabd-ee7b193eda0e')/$value\",\n", - " 'Online': True,\n", - " 'Creation Date': datetime.datetime(2019, 6, 4, 0, 14, 2, 487000),\n", - " 'Ingestion Date': datetime.datetime(2019, 6, 3, 22, 35, 36, 355000),\n", - " 'path': 'resources/forest_fires/S2A_MSIL2A_20190603T101031_N0212_R022_T33UUT_20190603T114652.zip',\n", - " 'downloaded_bytes': 0},\n", - " {'id': '99c568e9-8f98-4263-bc66-d8450658cdc8',\n", - " 'title': 'S2A_MSIL2A_20190626T102031_N0212_R065_T33UUT_20190626T125319',\n", - " 'size': 41090616,\n", - " 'md5': '672ccd6701e57d4c31ce95bda57f0159',\n", - " 'date': datetime.datetime(2019, 6, 26, 10, 20, 31, 24000),\n", - " 'footprint': 'POLYGON((12.065798228229744 52.31402323817268,13.675924550313963 52.34305438492137,13.704578464673325 51.35607984388353,12.12921085152078 51.3280532483229,12.065798228229744 52.31402323817268))',\n", - " 'url': \"https://scihub.copernicus.eu/apihub/odata/v1/Products('99c568e9-8f98-4263-bc66-d8450658cdc8')/$value\",\n", - " 'Online': True,\n", - " 'Creation Date': datetime.datetime(2019, 6, 27, 18, 44, 15, 261000),\n", - " 'Ingestion Date': datetime.datetime(2019, 6, 27, 18, 43, 49, 503000),\n", - " 'path': 'resources/forest_fires/S2A_MSIL2A_20190626T102031_N0212_R065_T33UUT_20190626T125319.zip',\n", - " 'downloaded_bytes': 41090616}]" - ] - }, - "execution_count": 35, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "list(downloaded.values())" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['resources/forest_fires/S2A_MSIL2A_20190613T101031_N0212_R022_T33UUT_20190614T125329.zip',\n", - " 'resources/forest_fires/S2A_MSIL2A_20190603T101031_N0212_R022_T33UUT_20190603T114652.zip',\n", - " 'resources/forest_fires/S2A_MSIL2A_20190626T102031_N0212_R065_T33UUT_20190626T125319.zip']" - ] - }, - "execution_count": 36, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "list(map(lambda d: d.get('path'), downloaded.values()))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Lübtheen\n", - "\n", - "- https://earth.esa.int/eogateway/news/german-wildfire\n", - "- flyover during active fire at 2019-06-30" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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Make this Notebook Trusted to load map: File -> Trust Notebook
" - ], - "text/plain": [ - "" - ] - }, - "execution_count": 38, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "geodataframe_on_map(luebtheen)" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [], - "source": [ - "luebtheen.to_file(out_dir / 'luebtheen_2019.json', driver='GeoJSON')" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [], - "source": [ - "luebtheen_date = date(2019, 6, 30)\n", - "luebtheen_before = luebtheen_date - timedelta(weeks=4)\n", - "luebtheen_after = luebtheen_date + timedelta(weeks=4)\n", - "luebtheen_footprint = luebtheen['geometry'].iloc[0].convex_hull" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/opt/conda/lib/python3.8/site-packages/pyproj/crs/crs.py:53: FutureWarning: '+init=:' syntax is deprecated. ':' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n", - " return _prepare_from_string(\" \".join(pjargs))\n" - ] - }, - { - "data": { - "text/html": [ - "
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" - ], - "text/plain": [ - " title \\\n", - "6e5c5f7c-457d-4ffa-a2a7-7e9d840d8eaf S2A_MSIL2A_20190726T102031_N0213_R065_T32UPD_2... \n", - "b0715f32-b213-420c-a2f4-34dca13072b5 S2A_MSIL2A_20190726T102031_N0213_R065_T32UPE_2... \n", - "3dc30957-8b84-4238-a6b8-d499575c92d9 S2B_MSIL2A_20190724T103029_N0213_R108_T32UPD_2... \n", - "1eef4c24-7414-4065-aeab-fa4db566f9f2 S2B_MSIL2A_20190724T103029_N0213_R108_T32UPE_2... \n", - "3f59c341-0918-45d2-94d4-a31893e7b167 S2B_MSIL2A_20190721T102029_N0213_R065_T32UPD_2... \n", - "\n", - " link \\\n", - "6e5c5f7c-457d-4ffa-a2a7-7e9d840d8eaf https://scihub.copernicus.eu/apihub/odata/v1/P... \n", - "b0715f32-b213-420c-a2f4-34dca13072b5 https://scihub.copernicus.eu/apihub/odata/v1/P... \n", - "3dc30957-8b84-4238-a6b8-d499575c92d9 https://scihub.copernicus.eu/apihub/odata/v1/P... \n", - "1eef4c24-7414-4065-aeab-fa4db566f9f2 https://scihub.copernicus.eu/apihub/odata/v1/P... \n", - "3f59c341-0918-45d2-94d4-a31893e7b167 https://scihub.copernicus.eu/apihub/odata/v1/P... \n", - "\n", - " link_alternative \\\n", - "6e5c5f7c-457d-4ffa-a2a7-7e9d840d8eaf https://scihub.copernicus.eu/apihub/odata/v1/P... \n", - "b0715f32-b213-420c-a2f4-34dca13072b5 https://scihub.copernicus.eu/apihub/odata/v1/P... \n", - "3dc30957-8b84-4238-a6b8-d499575c92d9 https://scihub.copernicus.eu/apihub/odata/v1/P... \n", - "1eef4c24-7414-4065-aeab-fa4db566f9f2 https://scihub.copernicus.eu/apihub/odata/v1/P... \n", - "3f59c341-0918-45d2-94d4-a31893e7b167 https://scihub.copernicus.eu/apihub/odata/v1/P... \n", - "\n", - " link_icon \\\n", - "6e5c5f7c-457d-4ffa-a2a7-7e9d840d8eaf https://scihub.copernicus.eu/apihub/odata/v1/P... \n", - "b0715f32-b213-420c-a2f4-34dca13072b5 https://scihub.copernicus.eu/apihub/odata/v1/P... \n", - "3dc30957-8b84-4238-a6b8-d499575c92d9 https://scihub.copernicus.eu/apihub/odata/v1/P... \n", - "1eef4c24-7414-4065-aeab-fa4db566f9f2 https://scihub.copernicus.eu/apihub/odata/v1/P... \n", - "3f59c341-0918-45d2-94d4-a31893e7b167 https://scihub.copernicus.eu/apihub/odata/v1/P... \n", - "\n", - " summary \\\n", - "6e5c5f7c-457d-4ffa-a2a7-7e9d840d8eaf Date: 2019-07-26T10:20:31.024Z, Instrument: MS... \n", - "b0715f32-b213-420c-a2f4-34dca13072b5 Date: 2019-07-26T10:20:31.024Z, Instrument: MS... \n", - "3dc30957-8b84-4238-a6b8-d499575c92d9 Date: 2019-07-24T10:30:29.024Z, Instrument: MS... \n", - "1eef4c24-7414-4065-aeab-fa4db566f9f2 Date: 2019-07-24T10:30:29.024Z, Instrument: MS... \n", - "3f59c341-0918-45d2-94d4-a31893e7b167 Date: 2019-07-21T10:20:29.024Z, Instrument: MS... \n", - "\n", - " ondemand beginposition \\\n", - "6e5c5f7c-457d-4ffa-a2a7-7e9d840d8eaf false 2019-07-26 10:20:31.024 \n", - "b0715f32-b213-420c-a2f4-34dca13072b5 false 2019-07-26 10:20:31.024 \n", - "3dc30957-8b84-4238-a6b8-d499575c92d9 false 2019-07-24 10:30:29.024 \n", - "1eef4c24-7414-4065-aeab-fa4db566f9f2 false 2019-07-24 10:30:29.024 \n", - "3f59c341-0918-45d2-94d4-a31893e7b167 false 2019-07-21 10:20:29.024 \n", - "\n", - " endposition \\\n", - "6e5c5f7c-457d-4ffa-a2a7-7e9d840d8eaf 2019-07-26 10:20:31.024 \n", - "b0715f32-b213-420c-a2f4-34dca13072b5 2019-07-26 10:20:31.024 \n", - "3dc30957-8b84-4238-a6b8-d499575c92d9 2019-07-24 10:30:29.024 \n", - "1eef4c24-7414-4065-aeab-fa4db566f9f2 2019-07-24 10:30:29.024 \n", - "3f59c341-0918-45d2-94d4-a31893e7b167 2019-07-21 10:20:29.024 \n", - "\n", - " ingestiondate orbitnumber \\\n", - "6e5c5f7c-457d-4ffa-a2a7-7e9d840d8eaf 2019-07-26 17:09:03.510 21369 \n", - "b0715f32-b213-420c-a2f4-34dca13072b5 2019-07-26 16:59:35.134 21369 \n", - "3dc30957-8b84-4238-a6b8-d499575c92d9 2019-07-24 16:13:05.070 12432 \n", - "1eef4c24-7414-4065-aeab-fa4db566f9f2 2019-07-24 16:11:09.233 12432 \n", - "3f59c341-0918-45d2-94d4-a31893e7b167 2019-07-21 20:17:35.045 12389 \n", - "\n", - " ... processingbaseline \\\n", - "6e5c5f7c-457d-4ffa-a2a7-7e9d840d8eaf ... 02.13 \n", - "b0715f32-b213-420c-a2f4-34dca13072b5 ... 02.13 \n", - "3dc30957-8b84-4238-a6b8-d499575c92d9 ... 02.13 \n", - "1eef4c24-7414-4065-aeab-fa4db566f9f2 ... 02.13 \n", - "3f59c341-0918-45d2-94d4-a31893e7b167 ... 02.13 \n", - "\n", - " processinglevel producttype \\\n", - "6e5c5f7c-457d-4ffa-a2a7-7e9d840d8eaf Level-2A S2MSI2A \n", - "b0715f32-b213-420c-a2f4-34dca13072b5 Level-2A S2MSI2A \n", - "3dc30957-8b84-4238-a6b8-d499575c92d9 Level-2A S2MSI2A \n", - "1eef4c24-7414-4065-aeab-fa4db566f9f2 Level-2A S2MSI2A \n", - "3f59c341-0918-45d2-94d4-a31893e7b167 Level-2A S2MSI2A \n", - "\n", - " platformname size \\\n", - "6e5c5f7c-457d-4ffa-a2a7-7e9d840d8eaf Sentinel-2 1.08 GB \n", - "b0715f32-b213-420c-a2f4-34dca13072b5 Sentinel-2 1.05 GB \n", - "3dc30957-8b84-4238-a6b8-d499575c92d9 Sentinel-2 1.00 GB \n", - "1eef4c24-7414-4065-aeab-fa4db566f9f2 Sentinel-2 1.03 GB \n", - "3f59c341-0918-45d2-94d4-a31893e7b167 Sentinel-2 1.08 GB \n", - "\n", - " filename \\\n", - "6e5c5f7c-457d-4ffa-a2a7-7e9d840d8eaf S2A_MSIL2A_20190726T102031_N0213_R065_T32UPD_2... \n", - "b0715f32-b213-420c-a2f4-34dca13072b5 S2A_MSIL2A_20190726T102031_N0213_R065_T32UPE_2... \n", - "3dc30957-8b84-4238-a6b8-d499575c92d9 S2B_MSIL2A_20190724T103029_N0213_R108_T32UPD_2... \n", - "1eef4c24-7414-4065-aeab-fa4db566f9f2 S2B_MSIL2A_20190724T103029_N0213_R108_T32UPE_2... \n", - "3f59c341-0918-45d2-94d4-a31893e7b167 S2B_MSIL2A_20190721T102029_N0213_R065_T32UPD_2... \n", - "\n", - " level1cpdiidentifier \\\n", - "6e5c5f7c-457d-4ffa-a2a7-7e9d840d8eaf S2A_OPER_MSI_L1C_TL_SGS__20190726T121947_A0213... \n", - "b0715f32-b213-420c-a2f4-34dca13072b5 S2A_OPER_MSI_L1C_TL_SGS__20190726T121947_A0213... \n", - "3dc30957-8b84-4238-a6b8-d499575c92d9 S2B_OPER_MSI_L1C_TL_SGS__20190724T122822_A0124... \n", - "1eef4c24-7414-4065-aeab-fa4db566f9f2 S2B_OPER_MSI_L1C_TL_SGS__20190724T122822_A0124... \n", - "3f59c341-0918-45d2-94d4-a31893e7b167 S2B_OPER_MSI_L1C_TL_MPS__20190721T123558_A0123... \n", - "\n", - " identifier \\\n", - "6e5c5f7c-457d-4ffa-a2a7-7e9d840d8eaf S2A_MSIL2A_20190726T102031_N0213_R065_T32UPD_2... \n", - "b0715f32-b213-420c-a2f4-34dca13072b5 S2A_MSIL2A_20190726T102031_N0213_R065_T32UPE_2... \n", - "3dc30957-8b84-4238-a6b8-d499575c92d9 S2B_MSIL2A_20190724T103029_N0213_R108_T32UPD_2... \n", - "1eef4c24-7414-4065-aeab-fa4db566f9f2 S2B_MSIL2A_20190724T103029_N0213_R108_T32UPE_2... \n", - "3f59c341-0918-45d2-94d4-a31893e7b167 S2B_MSIL2A_20190721T102029_N0213_R065_T32UPD_2... \n", - "\n", - " uuid \\\n", - "6e5c5f7c-457d-4ffa-a2a7-7e9d840d8eaf 6e5c5f7c-457d-4ffa-a2a7-7e9d840d8eaf \n", - "b0715f32-b213-420c-a2f4-34dca13072b5 b0715f32-b213-420c-a2f4-34dca13072b5 \n", - "3dc30957-8b84-4238-a6b8-d499575c92d9 3dc30957-8b84-4238-a6b8-d499575c92d9 \n", - "1eef4c24-7414-4065-aeab-fa4db566f9f2 1eef4c24-7414-4065-aeab-fa4db566f9f2 \n", - "3f59c341-0918-45d2-94d4-a31893e7b167 3f59c341-0918-45d2-94d4-a31893e7b167 \n", - "\n", - " geometry \n", - "6e5c5f7c-457d-4ffa-a2a7-7e9d840d8eaf MULTIPOLYGON (((12.07168 52.22257, 12.14177 53... \n", - "b0715f32-b213-420c-a2f4-34dca13072b5 MULTIPOLYGON (((12.13532 53.11988, 12.20926 54... \n", - "3dc30957-8b84-4238-a6b8-d499575c92d9 MULTIPOLYGON (((11.82221 52.22736, 11.84880 52... \n", - "1eef4c24-7414-4065-aeab-fa4db566f9f2 MULTIPOLYGON (((12.13532 53.11988, 12.20926 54... \n", - "3f59c341-0918-45d2-94d4-a31893e7b167 MULTIPOLYGON (((12.07168 52.22257, 12.14177 53... \n", - "\n", - "[5 rows x 36 columns]" - ] - }, - "execution_count": 41, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "results = api.query(luebtheen_footprint.wkt,\n", - " platformname='Sentinel-2',\n", - " processinglevel='Level-2A',\n", - " date=(luebtheen_before, luebtheen_after),\n", - " cloudcoverpercentage=(0, 50))\n", - "gdf = SentinelAPI.to_geodataframe(results)\n", - "gdf.head()" - ] - }, - { - "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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frwJOnwN7csx88hbQ2jCUjgkkzHTr2HGmA799xOSAQRamEPipUup3SqnzAJRSbwae0Frf2WC/fYA/RZYft+sAlmmtNwLY96VzYGeame1IB2Cqd137U5RLQSKfNCXV735jYNuYgNdorZ9USi0FfqaUug/4BPD6JvtVj7iHNgXCCuF5AIcffvi9J5100uXAIkx70qOYYQ7fB94Pe+aG5k2cOLlj9NoFi3e+7fkto/8uQf70sJx+MpUpvLhUSD2eSpf2KpXk+SAIh0OkFJYpBkE4Wi4FW1KZ8vJSIf1YOls4tJgfuq8y5KLyns5MHlospB9JpUv7lorB00GqPL8cSiGTLi8rlcpbyqVgeypdXlIqph5PZ4oHFQtDD8w4Rnby8GI+80AqUzygVAieClLlxeWy7JSAtBCmymWZSKXCBaVi6plUprRvqZB5OJPNjxXyQ/dEjnVkIZ9dn8oUDu6WT2AiokY+ZYeKR+UnMze37lNaxsfH/wn4B+CK448//j3j4+NXH3/88e9q55rwtEcipj1RSl2EiUA+wPQYq32BJ4FjtdZPRcq+GrhIa/0Gu/wxAK31Pyml7gdO0FpvVEqtAG7UWh82G9vWrll/PXAbu4/5WoURsKnZHLsxxTSku/LEL9607fdrV60eS+QTTJcMZMSklBoFAq31dvv59cCntdZLI2U2AK+o8VTuVuAQpdSLMHMHncn0dKzXAWcBl9j3H8yBuTl27/k9hOnb1EVRAhNJpB/o5jniSAd+D/6dO4YMahvTMuAmpdSdwC3Aj7TW19crrJTaWym1DkBrXQQuAH4C3GtW6Xts0UuA1ymlHsQ82btkDmxNs7swdW0YSpRiYShxogQd+e2FyQGJqMrFmbVr1v+a3WevfAem/9Vz3TzvAEx70hEd+P3KVavHFnfNIE9NBjVi6mcW0uYcQ52QRFGCtv2eR5er1J7aeGFyT/Qp4J52uVZP8Dklk518SbfPEUfa9HsRXpic4IXJPVFh6uowlCg+YmqJHF0aRO1pjBemeHEgPRqGks5OJjJVdpt+D+GFyQlemNxTiZgCTAfMOZ+tshbFfCaZT+Xa8ztLlx9CeGrjhSk+HIgZzNuTx6SpTPGAXpwnbrTpd4reZ3/x4IUpDlQipqMxmXJ7QqkQPNW81ODRpt9pzOgAT4/xwhQfltKFNE31CFLlRPbNadPvADM0yNNjvDC5J6BHw1CilMvSKN34wNKm3wHwWLds8dTHC5N7hB4NQ9ntpMFgjpNsRpt+B8DvumWLpz5emOLBEfR4tkohTPXyfHGhTb9l1eqxjV0zxlMXL0zuEbqYDaUe5bL0NEKLC0n1u9/wwuSeIczv0PVhKFFSqXBBL88XF9r0249wd4QXJvcswkHv4lIx1ZVEmnEnqX73G16Y3DMPB9lQUpmEZuJtz28fMTnCC5N7UkxP99szSoXMw70+ZxxIqt/9hhcm9wgO7syZbH6seanBo02/fcTkiIHty1IrE69S6mJMbrgysBl4j9b6yar9DsNk261wEPBJrfU/26QG5zJd9fq41npdVx3pEoX80D3NSw0ebfrthckRAytMlhOrkg18QWv9DwBKqQ8CnwTOj+6gtb4fWGnLpDAJCb4fKbJGa33pHNpYK11U1/FT63riTKKqclrr6CRsozS/I54EPKy1HrhhCUn9cybV735jkCOmSibeEFirtf4agFLqM8C7MfPsnNjkGGcC11atu0Ap9W5MLrgPa61nTIvRZsJLMtn8kb1ODpnJlA8oFeXJpCW8zA1NvGZqcvjXrfhEGKTHx8f3M7+TT3jZSwY2S4pSau9oJl7gA1rrX0a2fwwY0lp/qs7+WcyUF0dqrTfZdcuAZzCidzGwQmt9zmzsXLtm/S5gfDbH6IyyQDCYP35D2vL7VatWj+3RVXM8NRnYqlylUVtrvRkTnRxbVeQa4K0NDvFG4PaKKNljbdJal7TWZeDyGsdsi7Vr1jtpXwJIZQoHuzq3S9rwex5m4j6PAwZSmJRSo0qp+ZXPmEy8dyulDokUezNwX4PDvJ2qapxNC17hDGC27RV74+jJT6mQetzFeV3Tht+j9GiaY89MBrWNaRnwfaUUGB+v0Vpfr5T6ru0OUMbMs3M+mGofcIXW+hS7PILJtLuq6rifV0qtxIjJhhrb2+UAHAlTKl3aq1RMJ06c2vB7BEjknFVxYGDbmPqBtWvWnwp8C/hVz08u+QWE2Z6kiooVrft9BPDMqtVjr+i2SZ6ZDGRVro9YhIneek4QhMMuzuuaNvzO4hMROMMLk1sW4qgqFyI9nWYlLrThdxoHg6s9Bi9MbnEnTGWKLs7rmjb89sLkEC9MblmAI2EKgnDUxXld04bfAfDHbtriqY8XJrcsxFEbU7kU9CyHXZxow+8UXpic4YXJLSM4EqZUprzcxXld04bfAXBHF03xNMALk1ucCVOpkB64gcmt0Ibfsmr12INdNcZTFy9MbhnGURtTOls41MV5XZNUv/sNL0xuGcZRxFTMDzUajjOwtOG373nsEC9MbsnS47RNFTLZyZe4OK9rkup3v+GFyS3D4KY/UVInTEuq3/2GFya3ZHEkTEmNHJLqd7/hhcktGRxV5ZIaObTht29jcogXJrdkcBQxpTOTiXw6lVS/+w0vTG7J4miWxGIh/YiL87qmDb99xOQQL0xuSQFTTk6cTmiK8IT63W94YXJLGkcRU6kYJHLkfBt++4jJIYM6tW7HmXjr7WvXL8Zk6T0QM7WuqpW+qQ3SuJooLlWeXy4lb+rYNvx28rt4DIMeMZ2otV5ZERZMJt6Xaq1XAj/EZOJtdV+AC4EbtNaHADfY5dkQALtmeYyOqORhSxot+u0zpDhm0IVpNzrIxFvNacBV9vNVwOmzNMlZ+iZPQ0Zx1PbnMQxsVY7ZZeKtuS+wTGu9EUBrvdEm05xB65l498hBIC6y1qZT5cVlmWqYtXYQM/FmsuWDC5M828insBTuCUE4Pj7+QV7ImOwz8faSgc2SMptMvPX2VUpt01ovipTbqrXuOFPr2jXrnwN+0+n+s6MwCpnEtTG16PfhwLZVq8eO6YVFnpkMbFVuNpl4G+y7qZL00r5vnnvLe0MqXV7i2gYXtOh3FkjkDJ9xYSCFaTaZeOvtazdfB5xlP58F/GCWpjprYyoVE5qJtzW/00Dycu7FiEFtY5pNJt6a+9rjXgJopdR7MfNBv62HPs0ppu0l/YBrO3pNi36ngad6YY+nNgPbxtQPrF2z/nng167t8Mzg1cDnV60e+6xrQ5LKQFblPM1J6vQfLfrtUzc5xgtTQvHTnjQkAO7pti2e+nhhcouzxm8fMTXEp25yjBemhOIjpobIqtVjvvHVIV6Y3OIsYkpnJw93dW6XtOi3FyXHeGFKKMV8JnFdBSC5fvcbXpgSSipTPMC1DS5o0W8fMTnGC1NCKRWCRHYgTKrf/YYXpoQSpMqL620rFvOpqfz2PQvFqaFe2tQLGvkdwUdMjhnUISmeBhSK+WyGcml6eWqoXC6MBEFmRyBBAaBQev5wSmSKxezG4aEl97uzdm4plyWBMyr0H16Y3OLkqVy5NLXH9sK2I1KSWxIQTBXCiQMhDChBQGZbSDkTUhoFCAmzLmzsFma+pabFfMTkGC9MCaQU7loGYa4UTu5T/R8tU1gUXQ4ks713lnUfIUx51Yk/vo0pgaSDBY+CtDZ1bFjOdNmcnlIuy0QLxbx2OcYLk1ucVOWy2eHtaclONiojpCbSMvKoSLqVP3LfkEqFC1oo5oXJMV6YEopItuHsmyGl4ZDSSC63cKAmlCsVU880KTKCSdvlcYgXpoSSyoWLmpUphVPLdk1ufmkPzOkZqUzTTLw5YKCixH7EC1NCCQvDDwZktjUrJ0ixB+b0jFIh83CTIvPwqZucM7BP5TrNxKuU2g/4BrDclvua1vrLdttFwLlAJc30x7XW6zqxb+2a9fM72W+uGB2V/fJTy27eOfnUn4cUa7a7pCS3MZWav6HHpnWVSlqpBkWGgR29ssdTm4EVJsuJWutom8IXtNb/AKCU+iAmE+/5VfsUgQ9rrW+3SQl+p5T6mdZ6vd2+Rmt96RzYthyHjayF/NA9IpAOhp4qlHfUFKZMatEDmUxuoKo1TUQJTIaUGWnjPb0lUVW5VjLxaq03aq1vt5+3A/cC+3TBnCW1zt8rKhOmZTILHhXSNTKCSEmCYOCqNC1MFJcFtvXAFE8DBjlimk0mXmzZA4FjgN9GVl+glHo3cBsmstpaY78WMvHOK0A6B6mXQ34YhrbB5HwYegoml0D2MSjMh+5krS0Ug41Bamo5BNvnDY9u3z7x3AKAgMyWMoXFEKbS6YmVhJnbBykTb+U3qucTIUPpTHlkfHz8WF7ImOwz8faagc2SMptMvHb7PGAc+IzW+nt23TLgGYzoXQys0Fqf04l9a9es/zrwLswTILGvSgQrVa96P1Ir6yv7h5j2trJ5n8pBbjtQKhbzxcnCxJKQ4lBG5KkgNbxJJMinUulnA0l14l5sMQLZsDr3KuCrq1aPfaxXNnlmMrARUzSbrlKqkk33l5Ei1wA/AmqlCM8A3wW+WREle6xNkTKXAz+chYmLMCLR6yEfGSALmQKmz06QTmfJlkMBySMszmayi9ldFGuJY6tiWRFFK4iU7atgl4tA3i4XgF32vSuDbQv57PomRQKg2ZM7T5cZSGGyGXQDrfX2SDbdTyulDtFaP2iL1cvEK8C/Afdqrb9UtW2F1nqjXTyD6Qy9nbAQN21MVgAKozZiAiCbzVEs5iWdznbLJsG036SBlP1cHSEGTPeGryWG0eivUi5ssL5aFEtQyEBuJ0YQi5jvY8q+T1r7momXp8sMpDAxu0y8r8FUse5SSt1hj1fpFvB5pdRKzMW+AVg1CxtHZ7HvHJCa8bSti6IE5jubwk0fIcF0nEwZTWQe0wJWEcPKKwXc5cBGT4SBbWOKO2vXrL8LOBR41o0FU8MwWF0BWqOp30tXrR4b1Bt235Co7gIxYwing0XNU6zk0dRvf6eOAV6Y3JHF6Z8gTGhUkFS/+wsvTO5wPM+RJDQySKrf/YUXJnek7GsUU63r9dxM5R6fLy4089tZElLPND6sdccGjCiVMb9DjpmPzKNU9yvCfg4in2H3x+zRR+bR5bJdlWW6H1FCIokwheka4IkxXpjcUcQMFm02qLRT5tlXFiN6Q5jfO23WBZWqZJbpiK2eKMLuAhgtU68/UVToov2Jou+VjpU9JPCi1Ad4YXJHJVrpFjtoMH1HOls+pJjnwXrbZ0lFFIfsy/Y2f0EYU/Z9CBM1RvsR1aJ6fb3osfIeFcUyuwljuTI0p9K50hNDvDC5o9vC1JBiPt3NYRcNRbHLLMIMtcliBk1XBDEDpCCdjixXRDHa1pqQKm288cLkjixmXJgTMrnCkYWp1CD2cN5Gg2lLMrnCUU38PmGO7fF0gH8q544MDiOmwtTQIIpSU1rwO6lPK2OFFyZ3pHEoTNnc5DGuzu2SFvz2whQDvDC5I43DSe/zU0O/d3VulzTxexTzpNDjGC9M7kjhI6ae08Tv+XhhigVemNyRokuTobWCj5hqMozDBxKeabwwucPp0IdMdvJIl+d3RRO/h+j9jKKeGnhhcodTYSrk0w+4PL8rmvg9hElS4XGMF6aEks6UDnBtgwua+J3Bp26KBQPbwbLTTLx235OBL2Paga7QWl9i1y8Gvg0ciBmEq2qlb2oRp+lHioVgU/NSg0cTvzNMZ1n2OGTQI6YTtdYrtdavsMtf0Fq/VGu9EpPh5JPVOyilUsBlwBuBMeDtSqkxu/lC4Aat9SHADXa5L0mlyzWz7w46TfxO4YUpFgy6MO1GK5l4MWmeHtJaP6K1zgPfwkRZ2Per7OergNO7ZGrXKYeSyMfiTfwW4Ile2eKpz8BW5eg8E+8+wJ8iy48Dr7Sfl1XSN2mtN9pkmjNoLRPv4iCdLR5ezGfuz+byR+enhu7I5iaPyU8N/T6bm1yZn8remc4WDivmU4+lM6VlpZJsC4JwxGatLQRBOK9UDJ5JZ8v7FPPph83Yt6G7Isc4Jj819HuT4DH9QDpTOqBYCDal0uUF5VDyqSBcGMpUtlQMnk9nysuKhdRjmWzx0EJ+6J4Zx8hNHlWYytyTzhYPLuaDJ1Lp8l7lsuyQgIzNxLsrlQoXFQupTels6QBXPgEEEjb0KZMtvzg/wdO1fCoVU5kFi3fuOT4+/lfTv5PPxOuCgc2S0mkmXqXU24A3aK3fZ5ffBRyrtf6AUmqb1npRpOxWrfUendi3ds36rcCNnew7F6TSU/uUirnERQdN/P5vwItXrR5LZPtbnBjYqlw0Ey/mrndsVZFrgLfW2PVxYL/I8r6YCd0ANimlVoBJfolpQO9LSsXg+ealBo8mfosXpXgwkMKklBpVSs2vfMZk4r1bKXVIpFjNTLzArcAhSqkXKaWywJnAdXbbdcBZ9vNZwA9mYabTfkzpTHmZy/O7oonfg1l96EMGUpgwmXhvUkrdCdwC/EhrfT1wiVLqbqXUHzBi9SEw1T6l1DoArXURuAD4CXCvWaUr099eArxOKfUg8Dq73ClOhalYSD3m8vyuaOK3F6aYMLBtTHHHdRuTaUAe6tZ847Glid8nrVo9lshuFHFjUCOmfsBpB8skihI09dunbooJXpgSip/2pCZ+kriY4IUpofhpT2rihSkmeGFKKD5i8sQZL0wJxUdMnjjjhckdbieKy00e5fL8rkiq3/2GF6aEUpjKJPOpXGO/fd+ZmOCFKaGks8WDXdvggiZ++8bvmOCFyR1ue37ng8QN4IWGfgtmUkFPDPDClFBS6fJerm1wQQO/98SnbooNXpgSSrksO1zb4IIGfg8BE720xVMfL0wJRQIyrm1wQQO/R/Cpm2KDF6aEIoROx+q5ooHfOSCRc1TFES9MDli7Zr3zwaLlsiQy42wDv7P4nHKxwQuTG5biuM9MKhUucnl+VzTwOwNs6aEpngZ4YXKDc2EqFlKJnEK2gd9pfOqm2DCwWVLqJLz8AvAXmMfCDwNna623Ve13GCapZYWDgE9qrf9ZKXURcC7TF/DHtdbrOjBvDxwLk8lmkq41tfBA08DvAHiq1/Z4ajOwwmQ5UWv9TGT5Z8DHtNZFpdTngI8BH43uoLW+H1gJLyS/fAKTzKDCGq31pbO0q6PMKnNJMZ+537UNLmjgdwp4pJe2eOoz6MK0G1rrn0YWbwb+sskuJwEPa63nen7shTjuZVzJ++bSBhc08DsAHuqxOZ46DLIw1Ux4GeEcdq+y1eJM4NqqdRcopd4N3AZ8WGu9tXqnZgkvRxYMn7rr+SHS2ZKzhJeFYvCEybGWrISX2KFA1T6BZPc/fOue4+Pjb2a3xKQ+4aULBjYZQaOEl0qpTwCvAN6ita75BdjUTU8CR2qtN9l1y4BnMKJ3MbBCa31Ou7atXbP+QuDvgF+179ncEPmjJoo6fqeAE3wigvgwsE/l6iW8VEqdBZwKvKOeKFneCNxeESV7rE1a65LWugxczswkmq3ivPE7iaIEdf3eEz8cJVYMpDA1SHh5Mqax+81a62YdDN9OVTWukoXXcgZwd4cmjuB4io1sbnKly/O7oo7fy4BEdp+IK4PaxrQM+L5SCoyP12itr1dKPYQZevAzu+1mrfX5Sqm9gSu01qcAKKVGMAktV1Ud9/NKqZWYaGdDje2t4lyY8lPZO12e3xU1/E5hen37hu8YMbBtTHFm7Zr11wLHYbIEOyGdnTq8mM8lsB/TDL+XYKrW965aPdbsKa2nRwxkVa4PGMJ1z+98QlOEz/R7OXAXfvbKWOGFyQ1ZHPdjSmdKy1ye3xVVfgeY3+I2/HzfscILkxtyOBamUkm2uTy/K6r8XgzsBDbihSlWeGFywzCOqw5BEI64PL8rqvxeDtyDuUn4+b5jhBcmNzivyoVIIv+IEb8DTOR6m11O5PcRVwa1u0A/UALmY6oQE/T4jxGWKfTyfHEh4vcizPf+uF32whQjfMTkhhRmSpbNmMnJ0hiRmme3dZ0gCOf14jxxI+L3cmA9ULTLXphihI+Y3JBleghECdhmP6cwAlXpgDlJl/4wpWLwTPNSg4f1WzDtfJVq3DwgkVMNxxUfMbkhRe2xWRWR2mzfK5HUKHMcSaWz5X3m8nj9gvV7ITAF/NGuHsULU6zwEZMbWmn8LjIdSaUxd/VKJDXBLJ/qFfPph2ezf79i/T4MuB9eaG8axmdIiRU+YnJDmvZGs1dEqhJJZZiOpDr6DTO5wpGd7NfvpLOFIzECf2tk9SiQyASgccVHTG7IQMdPxWpFUlnajKQKU0N3dXj+vqaYH3oM2B8zCLvCEDBjwj+PO3zE5Aahc2GKUh1J5YAFmAigYe66bG7ymDk4f/8h+ZdhZhKYiqwdwfQA98QEHzENDkWm86JVqnppjABOVhdO6ERxQpjdzsxZHTL4qlys8BGTG7r9vRcwIrUZU70bwURS2UqBhEZMo0hxEWY+7yhpvDDFCh8xuaGXKcInmY6YRjBtUpKfGup09s1+Zm/C9C3MjCCz+Cy8scJHTMliFyZZ5zPp9NTh9Li3eQyYPzJ/V60e71nguV4b46nPwEZMnWbirbevXb8Yk/LpQMxTHVUrfVML9DJiqkW5WEzdgfkeqnub72IwpwAZBYpTE9lramzLYLLfeGLCoEdMJ2qtV1aEBZPG6SVa65cCD2Ay8ba6L8CFwA1a60OAG+xyJzj/42eypYPsx2hv8+cwj87n2/dBYgXw2II9pl5ZY1uwavVYIgc1x5WBjZhq0UEm3mpOA06wn68CbqQqxXiLuI6YKBSCjbVWM93WMoSJMiqdQfv9j7sAWDexM10rMvLT6saMQRam2WTirbfvMq31RgCt9UabTHMGzTLxwh7DwEgmVzq4MJW5Ozec/7OpiaFbcsOTr5yaGPptbnjy2KmJ7K2ZXOElhanUw5lsae9SSbYEQThqs9bmgyBcUCwGmzLZ8gGFqfT92aHC0fnJodsjx3jl1MTQb00G3PT6TLZ0UKEQbEyny4vKoUylU+Wl5XL5uWIx2JbJlFcU8qlHsrniWH5q6I7IMY6emhi6JZ2ZOrZYSD+WSpf2KxXlj6l0eVGfZeJ9GCnsQZh5YP7iqb+f3JW7aM/l28/eunnk2oV7TZyy7ZnhkfHx8fOA+3b/nXwmXlcMbJaU2WTirbevUmqb1npRpNxWrfUe7dq2ds36Z4CfNi3YRYJ0fnm5mH2q3d0wjeVDzNGYvR5xEGYs3GXzFk0ctWPbcHWv97etWj32Vgd2eeowsG1Ms8nEW29fYFMl6aV939xNH2JIGfMHr+5pPuzQplZYSONUWX4uppgxkMI0m0y89fa1m68DzrKfzwJ+0KGJzsPUQMLcLA9R6Wm+CTOcY0YnzphQ8fM+gCAVLnJniqdVBlKYMJl4b1JK3Ym5U/5Ia3098C+YJ04/U0rdoZT6Kpiqm1JqXZN9AS4BXqeUehCTqfeSDu1z3m+oWAy2zeHhpoBnMSJVwFT3KkNiXLMCkwVlO0B+IrWhRhnnNwrP7gxsG1OcWbtm/Rbg+qYFu0gmO3V4obuZeOPSHnUMJtL9DcAeS3b+xdanR/+zqszpq1aPndlzyzx1icMdLYm47y6QTz3S5VNU2qOex1xnC+x7kfbmopoNWcx3fU9lxfZtuRtrlPNtTDFjUKtyniZkc8WxHp6u0h61md62Ry3FVC9fGG6yYPHk6TXK9cOTxUThIyY3OK8/56eG7nB06in7EkwHzvl0r6q3F/Dj6Iotm+ZdXaOc89/Dszs+YnKD86pcbniy1tCMXhJiphqJdj2Yz/RTtNmSwVzfu/VZWrJi+/trlPVVuZjhIyY3OBemqYmh37q2IUJ0krvK1CxgBhR3GkUtscfcFl359Mb5X6kqN8Tus1l6YoCPmBJKDCKmelSmZtmCiXoW0FkUtRS4napqWo2IaQQ/SVzs8BFTQolZxFSLaCLQYewEdxjhalb1SmP6it1evaFGxDSM7ePkiQ8+YnKD88bW7NDky1zb0AYT2AnumO560GgYzF6YrCczZqXcc/n2s6tWzcNHTLHDR0xucN7GlJ/M3Onahg4oMx1FVeaNEoxwFSPllmI6VM64AWzdPHJt1aoc8PhcG+qZHT5icoNzYcrkioe5tmGWTDIdRQnTs3CmMf2jfldrp4V7TZxStWoUn7opdviIKaEU8sFjrm2YI6I9zLOYZJbPUWfmh13bs7+pWuVTN8UQHzEllHS6vMy1DV0gjxGnu6jTzWBoZEaP9xy+8Tt2eGHqMWvXrB8lBo3f5bI879qGLpDCVOdqVuMAisXgyapVGar6Onnc44Wp9+xPDMZmSRC7eZPmgoWY7gS15jMHIAjC0apVWUw10BMjvDD1nkXEIGISQudzQnWBJZi0XHX7OYmEmapVPnVTDPHC1HsWEQNhKpdl0J5EVeZ/uq1RoWIheLpqlU8PHkO8MPWeBcRAmFKpcLFrG+aYBZgxbw37JGVzpRdXrSqvWj3m/Pfw7M7AdhfoNBOvUmo/4BvAckxb0Ne01l+22y4CzsX0nwH4uNZ6He0RC2Eq5FPVjcD9zlJMyqWG+e927cjeWrXK+W/hmcmgR0ydZOItAh/WWh+BySv2N0qp6CPmNfaYKzsQJTAd+pw3fmdypYNd2zCHVDpYzhgbV83owqnXV63ywhRDBjZiqkUrmXhtQstKUsvtSql7gX2A9XNkRgHTznQKRqBKmD9Hyb6Kdn3els3b1y77mmQOsuIWpjJ3Ny/VN8zDfCePNiu4ddOIrlrl/CbhmckgC9NsMvECoJQ6EDOZfXQk/gVKqXdjGlk/rLXeWmO/upl4D38ZtwIf2fxk+ifpdPHvNj+++D8WLd3xkW2bF64bWbjrr3c9N3JTbnjyDVMTufuDdOGocjGYRMJ9CaWM6QyYmn5JAcIcBJNQngfpnVAcjbxPQnEYZBLCLEgRwjRQMsulvDlGOQXBTiiNQG4LTC6CoY0wuRcMPQKT+0DmPiguheCxdKa8rFyW5yUgazPx7kylwsWFfOpJF9mFCTk8COTZkQWFw4JUuCg/kdowPFpcuX1b7sYFiydP37Jp3tVLVmx//9Mb539l2X7bv7jpTwtXVzLxprOlI8bHxw8BTsRn4o0NA5slZTaZeG2ZecA48Bmt9ffsumWYR8shcDGwQmt9Tve9mVtsJ8/9MamN9gH2BPbAjMqvjDlbhPmDDmMGzA5h+vxUuhmkmDnmTyIvqrZH10ejxErUWIkUi5gIcQoTBU3YzxOYiLEWLwe+Q9VslS3yllWrx1QH+3m6yMAKUxTbaL1Da32pzcR7PnBSg6SXGeCHwE+01l+qU+ZA4Ida65d0x+ru4uqub0VxX4wgLsGI4VJM58gF9jWKqZ6NYgQxhxHFNNPiFjAtdpOY2QTKkfVBpNwLbam54amjpyZyv2VaAFesWj12cne89XTKQAqTzaAb2DaiUUzE9Gm7+UvA8Vrr6v4slX0FuArYorX+H1XbVtg2KJRSq4FXaq19PrI+Ye2a9YIRvEUY0RsBNq5aPVa3p7jHDYMqTAdh2gbA3GWv0Vp/Rin1EObu+6zddrPW+nyl1N7AFVrrU5RSrwV+xe4DQT+utV6nlLoaWImphmwAVlWEqt8YHx+/8vjjj3+Pazt6TVL97jcGUpg8zRkfH08ff/zxxeYlB4uk+t1vDHo/Jk99LnZtgCOS6ndf4YUpuVRPyp8Ukup3X+GFKbmc4doARyTV777CC1Nyudm1AY5Iqt99hRem5PIi1wY4Iql+9xVemJLLhGsDHJFUv/sKL0zJZZtrAxyxzbUBnuZ4YUool1122eGubXBBUv3uN7wwJZfzXBvgiKT63Vd4YfJ4PLHDC5PH44kdXpiSS/XEeUkhqX73FX4Qr8fjiR0+YvJ4PLHDC5PH44kdg5yMwGNRSv1f4FRgc2UqYKXU24CLgCOAY7XWDTPY9iN1/G6aW9DjHh8xJYMrgep5re8G3gL8sufW9I4rmel3K7kFPY7xwpQAbHaYLVXr7tVa3+/IpJ5Qx++faq0rM1jejEmM4IkZXpg8SeYc4MeujfDMxAuTJ5HY3IJF4JuubfHMxDd+exKHzS14Kia3oO/IF0O8MHkShVLqZOCjmNyC9TL7ehzje34nAKXUtcAJmKy3m4BPYRqF/w8mG+424A6t9RscmdgV6vj9MWrkFnRioKcuXpg8Hk/s8I3fHo8ndnhh8ng8scMLk8fjiR1emDweT+zwwuTxeGKHFyaPxxM7vDB5PJ7Y8f8B4XxVBSygxe4AAAAASUVORK5CYII=\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "gdf.set_index('beginposition')['cloudcoverpercentage'].plot(kind='bar')" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array(['T32UPD', 'T32UPE'], dtype=object)" - ] - }, - "execution_count": 44, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "gdf['tile'] = gdf['title'].apply(lambda t: t.split('_')[5])\n", - "gdf['tile'].unique()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "- we want products that cover the entire area (avoid merging)\n", - "- we also want products that have a good cloud coverage\n", - "- plus we want the product that was used to generate the other image" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 45, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_downloaded_products(gdf[gdf['tile'] == 'T32UPE'], luebtheen)" - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "metadata": {}, - "outputs": [], - "source": [ - "gdf = gdf[gdf['tile'] == 'T32UPE']\n", - "timestamps = [\n", - " '2019-06-29 10:30:31.024000', # before the fire, almost no clouds\n", - " '2019-07-01 10:20:29.024000', # during the fire; the esa picture is generated from this\n", - " '2019-07-26 10:20:31.024000', # after the fire, within cloud coverage < 50%\n", - "]\n", - "product_uuids_luebtheen_2019 = gdf[gdf['beginposition'].isin(timestamps)]['uuid'].values" - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "c756e85e6a264636a4da18dbb4c03076", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(HTML(value='Downloading'), FloatProgress(value=0.0, max=21765688.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "894dcd3b68534fcfb6d71e116a416144", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(HTML(value='MD5 checksumming'), FloatProgress(value=0.0, max=21765688.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n" - ] - }, - { - "data": { - "text/plain": [ - "(3, 0, 0)" - ] - }, - "execution_count": 48, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "downloaded, initialized, failed = api.download_all(product_uuids_luebtheen_2019, out_dir)\n", - "len(downloaded), len(initialized), len(failed)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "- \"unexpected response 200 from Scihub\"" - ] - }, - { - "cell_type": "code", - "execution_count": 49, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['resources/forest_fires/S2B_MSIL2A_20190701T102029_N0212_R065_T32UPE_20190701T134657.zip',\n", - " 'resources/forest_fires/S2A_MSIL2A_20190629T103031_N0212_R108_T32UPE_20190629T135351.zip',\n", - " 'resources/forest_fires/S2A_MSIL2A_20190726T102031_N0213_R065_T32UPE_20190726T125507.zip']" - ] - }, - "execution_count": 49, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "list(map(lambda d: d.get('path'), downloaded.values()))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "- copy these values into \"02 Spectral Indices.ipynb\"" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'6e9e2e63-aa4c-4cd4-aa05-98e41208b640': {'id': '6e9e2e63-aa4c-4cd4-aa05-98e41208b640',\n", - " 'title': 'S2B_MSIL2A_20190701T102029_N0212_R065_T32UPE_20190701T134657',\n", - " 'size': 1134597847,\n", - " 'md5': '382a7488a5c361dbdb88b7808c22b318',\n", - " 'date': datetime.datetime(2019, 7, 1, 10, 20, 29, 24000),\n", - " 'footprint': 'POLYGON((10.518354904070659 53.7935210188657,10.541655284299154 53.84531320490865,10.607690679302356 53.990633600476926,10.673849545808116 54.135553222437636,12.209260084873382 54.10530483528773,12.135320369204086 53.119880621881606,10.495379581512257 53.15178549855093,10.518354904070659 53.7935210188657))',\n", - " 'url': \"https://scihub.copernicus.eu/apihub/odata/v1/Products('6e9e2e63-aa4c-4cd4-aa05-98e41208b640')/$value\",\n", - " 'Online': True,\n", - " 'Creation Date': datetime.datetime(2019, 7, 1, 20, 27, 9, 152000),\n", - " 'Ingestion Date': datetime.datetime(2019, 7, 1, 20, 25, 48, 545000),\n", - " 'path': 'resources/forest_fires/S2B_MSIL2A_20190701T102029_N0212_R065_T32UPE_20190701T134657.zip',\n", - " 'downloaded_bytes': 0},\n", - " '2064b5fb-39a6-474e-a148-e23a20b6cf25': {'id': '2064b5fb-39a6-474e-a148-e23a20b6cf25',\n", - " 'title': 'S2A_MSIL2A_20190629T103031_N0212_R108_T32UPE_20190629T135351',\n", - " 'size': 1161558874,\n", - " 'md5': 'b982245099a2b4ae0934c4ebb2c353ca',\n", - " 'date': datetime.datetime(2019, 6, 29, 10, 30, 31, 24000),\n", - " 'footprint': 'POLYGON((10.530701256365736 54.138373318280884,12.209260084873382 54.10530483528773,12.135320369204086 53.119880621881606,10.495379581512257 53.15178549855093,10.530701256365736 54.138373318280884))',\n", - " 'url': \"https://scihub.copernicus.eu/apihub/odata/v1/Products('2064b5fb-39a6-474e-a148-e23a20b6cf25')/$value\",\n", - " 'Online': True,\n", - " 'Creation Date': datetime.datetime(2019, 6, 29, 21, 37, 11, 281000),\n", - " 'Ingestion Date': datetime.datetime(2019, 6, 29, 21, 35, 41, 538000),\n", - " 'path': 'resources/forest_fires/S2A_MSIL2A_20190629T103031_N0212_R108_T32UPE_20190629T135351.zip',\n", - " 'downloaded_bytes': 0},\n", - " 'b0715f32-b213-420c-a2f4-34dca13072b5': {'id': 'b0715f32-b213-420c-a2f4-34dca13072b5',\n", - " 'title': 'S2A_MSIL2A_20190726T102031_N0213_R065_T32UPE_20190726T125507',\n", - " 'size': 21765688,\n", - " 'md5': 'a1a449d2116d1e1c195f8d3e3470f076',\n", - " 'date': datetime.datetime(2019, 7, 26, 10, 20, 31, 24000),\n", - " 'footprint': 'POLYGON((10.518513205376712 53.797942613850815,10.547481046418063 53.86202623283187,10.61364778673763 54.00743993011236,10.672321087921187 54.135583333853916,12.209260084873382 54.10530483528773,12.135320369204086 53.119880621881606,10.495379581512257 53.15178549855093,10.518513205376712 53.797942613850815))',\n", - " 'url': \"https://scihub.copernicus.eu/apihub/odata/v1/Products('b0715f32-b213-420c-a2f4-34dca13072b5')/$value\",\n", - " 'Online': True,\n", - " 'Creation Date': datetime.datetime(2019, 7, 26, 17, 0, 3, 463000),\n", - " 'Ingestion Date': datetime.datetime(2019, 7, 26, 16, 59, 35, 134000),\n", - " 'path': 'resources/forest_fires/S2A_MSIL2A_20190726T102031_N0213_R065_T32UPE_20190726T125507.zip',\n", - " 'downloaded_bytes': 21765688}}" - ] - }, - "execution_count": 50, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "downloaded" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.8.6" - }, - "widgets": { - "application/vnd.jupyter.widget-state+json": { - "state": {}, - "version_major": 2, - "version_minor": 0 - } - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/sources/03c-dnbr.ipynb b/sources/03c-dnbr.ipynb index 7bd0177..8e085f7 100644 --- a/sources/03c-dnbr.ipynb +++ b/sources/03c-dnbr.ipynb @@ -32,10 +32,10 @@ "metadata": {}, "outputs": [], "source": [ - "from pathlib import Path\n", "import geopandas as gpd\n", + "from pathlib import Path\n", + "from sentinel_helpers import geodataframe_on_map\n", "\n", - "from sentinel_helpers import geodataframe_on_map, scihub_band_paths\n", "nbr_path = Path('resources/spectral_indices/')\n", "product_path = Path('resources/forest_fires/')" ] @@ -58,8 +58,8 @@ { "data": { "text/plain": [ - "[PosixPath('resources/spectral_indices/T33UUT_20180807T101021_NBR_10m.tif'),\n", - " PosixPath('resources/spectral_indices/T33UUT_20180822T101019_NBR_10m.tif'),\n", + "[PosixPath('resources/spectral_indices/T33UUT_20180822T101019_NBR_10m.tif'),\n", + " PosixPath('resources/spectral_indices/T33UUT_20180906T101021_NBR_10m.tif'),\n", " PosixPath('resources/spectral_indices/T33UUT_20180919T102021_NBR_10m.tif')]" ] }, @@ -69,7 +69,7 @@ } ], "source": [ - "potsdam_mittelmark_nbr_2018 = list(sorted(nbr_path.glob('*2018*NBR*.tif')))\n", + "potsdam_mittelmark_nbr_2018 = sorted(nbr_path.glob('*2018*NBR*.tif'))\n", "potsdam_mittelmark_nbr_2018" ] }, @@ -275,7 +275,7 @@ "outputs": [ { "data": { - "image/png": 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V0Gq1oNPpYDQaAUCOR1EU7O3tQVVV+ZvBYIDZbEa73QZbd/j6arWKbDaLQCAAh8MBRVGg0+nQbDZRLpfRbDZRrVZRr9fRarXQbHamAJnNnYlQtVoNe3t7GBkZwf379+H1evH888/D4XDAYrEc+7yVlRXs7e1hY2MDlUoFOp1OPuvBgweoVCqIRqO4cOECotEoms0m5ubmMDc3J9fSaDSi3W7DYDBAVVW5Nm63GxMTEzh16hQKhQJMJhP8fj9CoRC2trYAAPPz8/jmN7+JQCAAj8cDl8sFo9GIUCgEs9mMWq0GVVVhMplQr9ehKAocDgcqlQo8Ho+sy0ajgUqlgkwmg6WlJUxNTcHr9QIAvF4v6vU6isUikskkisUi9Hq9rMtIJIJGo4G1tTX86Z/+6XtK0f3d4g//3b/7d2o0GhV/pjVVVaHT6aCqKiqVCtrttvytWq0ik8mgr68PrVYLu7u7WF9fh9lsRiQSgclkkvWuKMqxn3nvmM1mGI1GNBoNmEwmBAIBuN1uAMDh4SEWFhagqir6+/vh8XhQqVSwvr6Oer2O7e1tmM1m9Pf3w2q1otFooF6v49atW9DpdDh37hwWFxdhMplw4cIFWesejwcAcHBwAK/Xi3a7jeXlZVmbVqsVGxsbSCaTSKfTKJfLsNlsyOfzaLfbMBqNKBQKqFQqx/aQWCyGcrmMZDIJk8kEs9mMqakprK6uIh6PIxgM4qd/+qdx+vRppNNpOb96vR71eh0mk0n8Rbvdhs1mg9Vqxf3795HNZgF09ia73Q6XywUASKfTcLlcSCQSSCaTyOfzcn6dTicsFgvS6TRWV1dhsVjw0Y9+FENDQ9Dr9TAajbBarbDb7bDb7VAUBXq9XnwB/YNO16kPNBoNtNttJBIJeL1eGAwPt30+BwDq9bqck2KxiAcPHsDj8cBqtUKv16PRaMj7NRoNFItF+c70uXzvZrOJ3d1d9Pb2YmlpCQaDAZcvX4bFYoHVaj32nrOzs1heXsby8jJKpRL0ej3MZjNUVcXW1hYqlQq8Xi/OnDmDSCSCdruN+/fvY3FxEc1mU3wrz4PRaESz2ZS9+tSpUzh9+jQURcGpU6dgtVoBAJVKBY1GA6+88gq++c1vYnR0FG63G263G0ajEX6/HzabTb630WhEq9WSzzo4OMDw8DCi0SharZb48mw2i69//esYGxtDf38/bDYb7HY7qtUqdnd3kU6n0dPTg+Hh4WP3ajabhaqq+MVf/MWuP3z42rfkDz//+c+rXFM6nQ6KohzzeTT+jmumUqmgWq3C4/HI/by+vo5CoYBgMAi9Xi/7rPY+Z+xTKpUktjo8PMTu7i4CgQDGx8fhcDiQz+eRz+clztHpdCiXy9je3sb+/j4ODw/R19eH8fFxuFwuiddu3rwpnzk4OIjl5WVcvHhRvlsgEEC9Xkcul4PP50O1WsXGxgbMZrPESsvLy0ilUiiVSsjn8zCZTCiXyzCbzbDZbMhkMsjn87Ku9Xo9ent7Ua1Wsb6+jkAgAJPJhBMnTmBzcxOrq6vw+Xz423/7b2N4eFh8qqqq8qA/0d6TrVYLX/ziF7G+vi7+cXBwEMPDw7BYLCgUCmi323Ku4vE4UqkUWq0WbDYbLBYLyuUyVldXYTKZ8NM//dMYGxvrLCaDQc6/1WqFyWSSzy4WiwAAj8cj146xaiaTgc/nE3/FmJbHTl9oNBpRrVaRz+dht9vl/Ot0OtlDuA5sNpv8Thvv8TNVVUWz2UQikUCz2USj0YDdbofBYIDNZkO73cba2hpWV1exurqKSqUCvV4vMXcul0O9XkckEsHY2Bj8fj9arRbW1tawsrKCcrksvp7+3+FwiG92OByIxWIYHR0V3221WmE0GjE0NIREIoHFxUXodDp8+MMfhtlsPnZeeJ7pA7Xna35+HtFoFH6/H6qqotFoQFEUpNNpfPGLX8TExAT6+/tlf22328jlckin0/D7/RgYGDj2nqVSCZVKBT//8z//nvKFP2n2dsY4vvD9HPjMzMxvo+PkMT09/TMA/u7MzEwaQBrA2aPf6wHsAvgsXzc9Pd0H4CUAW2/lAHZ2diQhtdlssqC1SW21Wu18sSPHYjKZ4HQ6oaoqyuUygE6y53K5EI1G5aZnUMQAmYkTHXokEoHf75fAmUGOwWBAvV5Hf38/2u02qtUq4vE4yuUyMpkMDg8PUavVsLCwAKPRiLGxMYRCITx48ADxeBzNZhOHh4cIBAI4efIkdDodDg8PEYlEUCwW0W63EY1GkUwm5YarVquo1WpwOBwwm83w+/2o1WrHAlibzYZyuQy9Xg+LxSKbWLPZRLvdhsPhwPj4OJ5++mnMzs7CYDDA4/FAp9PhxIkT8p7aDYbnCID8zEQyn89LcJTJZBCJROD1erG8vCx/d7lc0Ov1cLlc8igUCtDr9TCZTGg0Gmg2m9Dr9fB4PPB4PGi323JeS6USarUagsEgLBbLMdCAwSsDR27wdFb8XbPZlOSfATfXDcGBdrstgAk3DAAIBoMoFosoFovy3QHAZDKhUqlgYWFBnPbQ0JCAH3TgQCdg5/XU6/VoNpuy6WUyGej1ely6dAmnTp2C3W6HqqqwWCwYGRlBKpXC5uam3A8GgwEOh0POD9AJ7guFAorFIpxOJ7LZLCqVClKplARXAGT9ErxwOBwCpPGYeQ74vn6/H/l8HlarFfV6HXq9Hj09Pdja2sLg4CBCoZC8JpvNQlEUOJ1O6PV6BAIBpFIpNJtNVCoVrK2toVqtIpn8gTnyu9l+7P6QfgKArG8af+ZD+3sAsNvtACB+UVEUhEIhOJ1O8WkAxB/yvi+XyyiVSjh58iR6e3sl6OZ64XoNBoNot9soFouoVCoCHO7t7WFrawu1Wg0mkwmxWAx2ux27u7s4PDxEs9lET08PrFYrHnvsMVitVsTjcQwODgqQNzQ0hGQyiWQyiWw2i3Q6LT7NZDLJOuS9ajab0Wq1UCqV4Ha7Ybfbkc1m5TsyqFFVFc888wxmZ2clEQ8Ggzh37hx8Ph+y2SwKhYL4D71ej0qlIr6I/lWn06FSqWB5eRnb29soFAoYGBhAT0+PgIapVEoSWbfbjWAwCFVVUSwWYbFYYDKZ0G63Ua/X5f4fGBiQ+5lJgcPhgN/vPwYoMnliUqC9j7VAE+99ApDatVIulwXQ4DoBIIEwQST6Z/pWBtflchn3799HuVyGTqdDJBIRP99qtVCr1WQv7evrw/b2NvR6vRxzq9VCLpdDq9XCyZMnce7cOTidD8fJT0xMIJVKIR6Py7rW6/WwWq3HkphGo4FcLodKpQK73Y7t7W2MjY2hXq9L4G6329FsNiVha7fbsNvtsNlskkS0223o9XpJGG02G3p7e1GpVNBqtZBKpVAsFhEKhbCwsID+/n5Eo1EJuPf396HT6RAOh2G1WuFyueQzdTodGo0GLBaLAE7vQfux+kOuzzcCDWiMF/l/AJII0l8yBvR6vccKJ3xvLeBGoM5sNsNut4sPqdVqyOVycl9YLBaJl3hPVyoVVCoVGI1GrK2twWKxIBaLwel0Yn9/H8ViEc1mE36/H81mE+fPn4fJZMLu7i6GhoaQz+fRaDQQjUaRyWSQSqWQyWRQrVZhsVjg8/ngcrmO3b+tVgtutxv5fB7lchnBYBButxvb29sol8tot9sIBoNwuVwYGxvDM888I0Auffro6Ch8Pp/EUUxa+aC/YVzI+29vbw87OzsoFAoYGxtDsVjEa6+9hnq9jnK5LEC3FhitVCowm81y/hjPhsNhBINBKfjx3PJ68hpZrVYBGHm/My40GAzH8gZtUezRdcXrz79xnbRaLfH72iKOFkilv+U9Xq/Xkc/nJcYlwNBsNmG32xEOh7G3twej0YhKpSLvwSLA5OQkTp06Jb7XYDDIvrC/vy/HYTQaYTKZjn1H7oGVSgUulwupVApOp1OKPnq9Hvl8Hvv7+3jssccwMDBwLP6l33/0XOl0OgwPDyOVSsHr9SKVSiGfzyMSiWBubg7j4+MYHByExWKB2WxGOp1Gq9VCOByWnEBrBNsYX3ft3WtvB0B4q/YpAH/0Br9/EcDqzMzMpuZ3/wLA3wfwubfyxjabTYIaLfKrDZZzuRxKpZLcXNyg6exbrRai0SisVitqtRpqtRqMRqMECclkEhaLRRyR0WiEzWYTtNdut0uljUGqXq+H0+mU96NzASBJbrVaxeLiogAglUoFbrcbVqsVly5dgt1uRyKRQKvVwuTkJBqNBsxmM5LJJFKpFAAgHA5jd3dXwAKgE9Ctr68jmUxCVVWpcPX398NisUhFZ3NzE4VCAQaDQSo6k5OT8Hq9eOGFF6Sif/PmTeTzeXz3u99FT08PlpaWkEqlJKlgMs4bn0kuEcVsNot8Po9KpSIbhs1mg9frFbSVATbRUZ4rg8GASCSCVqsFs9ks1SR+drlcls1Zm+Ryo2YQSWfNKiEACXBrtZo4egYE7XZbnHsqlTrmfMk8KZVK8Hq9iEQiKBQK2NnZweHh4bFAZHR0FKdOnUKtVsPg4KAEy48G7Q6HA9FoFIeHhzg4OJC1yfcnQKIoijBinE6nVCnK5TIKhYIg0tywGDzk83lsbW2ht7dXkkNuElxXdrsdPp8PDodDqpLcGBlQlUolWU+KosBsNsPj8eDg4EA2DZfLdWyj4TnlBsjzTJQ7nU5DURRYLBbs7+9LAvw+th+ZPwyHwzCZTAAeBs6PVgwY3GhNW3UhQ4dJVKPREH9YLBaRyWSEQaOqqiRZ6XQaTqdTACKCrUCHleNwOFCv18Ufcl1Eo1E0Gg3Mz8/j9u3bsFgscLlcqNVqsNvtMJlMkrCnUilUq1WMj4+j2WwiGAxK0sjgeXt7G8ViURJHVVWxsbEBr9eLQCCARqOBbDYLm80mySEASWb1ej2SyaT4QwA4ceIEstksenp6UCgUkM/nsby8jEgkgqWlJWxvb8ueAEASQp1OJ0kuK02JREKAz4ODAwFSvV6vVJD0er2wx1i5oQUCAdhsNng8HgGMCewSnKFft1gsEhiz2snrRl+pTa55LrRJFz+bjJNEIiE+sF6vS0BeKpWkykX/XKvVZC2oqopoNIqTJ0+iVqvB7/cfO/9cZ2SpDQwMYG9vD4eHh7Jn+v1+TE5OIhKJyDojIOTxeDA5OQmz2SwAVbVaFQDaYDAI24nAa19fH7LZLFwuF4LBoCR8BNwNBgNcLhf8fr/4X4IiQKdazeurKArcbjdyuRwWFhYkrtDr9YhGo+jt7YXFYgEAYdjV63UEAgEBSMjg4TlsNpvw+Xxv5dZ/L9uPxB9y/9KCYFpQVbtPa433Cq1UKsFkMsn78Z4pl8vI5XKyTnh/sQigqiqsVit6enpQqVQEILNareKD+VwaK9rlchl37tyBoijo6+tDPp+X4sD58+cxMTGBzc1NNBoNnDp1Cs1mEw6HA6lUCvv7+2g2m4hEItjf3xf/weR+f38f2WwWer0efr8fqVRK1hsr/wQWeC+5XC5cvHgRgUAAAwMDsFqtqFar+OY3v4lyuYyrV6+i1WrB5XLhzp07wuAEAIvFAofDIcdE31MoFIRxysIZ7yeHwwGPx4N0Oi0xiMlkQj6fFzYkE06TyQSXywWLxSLns1aroVKpHPPHvM7aIhHfh0U07VrQFpn43EdzC62fZNGGYAm/j8FggNVqlXXC9yN7mUwQm80mfo5xrqqqcLvd6OnpQTweRzqdlmMkM7anp0fet1KpCNstFovJ72q1moDtACQOVRQFlUoF8Xgc4XD42L1itVoRjUYlv0mn04hEIrBarcdAA5oWPCC7oVarYXFxEeVyGdFoFKqqYnBwUEBTgss8Z8wdmKNoc6ZGo/GT4Avf8/ZWAQQVwFenp6dVAP9mZmbm377Rk6anp23ojMT5r97gz78IzcYxPT39MQC7MzMzd6enp9/SQcRiMXg8HkkGtVQhBjykEWoTR23C2Gw2xclx8XJhF4tFCcZYoWMCS1pkOp2WxLnVaqFerwsdkzeptiIcCAQQj8eFEl6r1bC6uopqtYpwOIyxsTE4nU6pUrEqQTqX2+2Wz202mzCbzVKpZtsCAAFW2u22fD+v1wufzycJ8vb2NqLRKMLhMJrNJk6cOCFUYAIvdrsd+/v7yGQy0Ol0QucjQ4CtHWSBsGLJalGpVEIulxPnpa0khcNhAYF4jeg4+fPY2Bjy+fwxpNhqtcLhcMButwvKTVSZlSFuCtoKGB0tgzOyC7QJFc9ZvV6Hy+WSqhOdZr1ex87OjgSmJpNJQKChoSHkcjmpGvr9fqmCMiGr1+viKLVBTCQSwc7ODtbX12XDJH3w8PAQJpNJqnYERtg243K54PF4BEjSUstsNhuCwaAwR7SVtHq9LoGO0+lELBZDNpsVp062Del0TDqazaZQzTc2NrC4uCjBQSgUEhoi13er1YLBYIDT6RQw5uDgAJOTk8coh+12+71acXtX+MNgMNg5GE2VRLvGeA/xb9qEkvcB7zGXyyX+kO+Ty+VweHgogBb9oNVqhcViQSKRkPYqsmiYvBGY47pkglcqlaRSQp87NzeHWq0mtO5AIIBSqSR0dfq8TCYjICTBViaBzWYTe3t7qNfrKJVKaDQaGBwcFKouq2hkoZEdEQwGEYlE0Gw28fjjjyMWi6HZbGJjYwNra2vY3t5GIpHA/v4+6vU67t69i3w+fwy4rNfrsNlsMJvN6Ovrg9VqFbYCfU4mk0E2mxVf22g0EAqFBKghm43HRt/GNjJtcEWwwO12H2sNIiuIzAb6SfoxtltpTXuf87ozEHU6nXJd6csajYaw6tg+o9PppFJIf+5yuYQ1QCYS16a2zYGAx/DwMDY2NrCysgKgA44NDQ0Jo0qn08Hr9co+q6oqIpGIgPbtdlteC0DACpfLhUgkgmQyCYPBgGg0KuA0EwK3241IJIKBgQGpenJPKZfL8l5sL2EM0Ww2sb+/j3v37qGnpweNRgM9PT0YGRkRIJtrxO12H7svdnZ2jjFH2OLyHrUfuz/UgvRaNtSjxnOtNS3IajQaJeZivAN0Wo4ODw/R09NzDDTldWYcxmSN9yj9H5/LZJf3MxM+u90uTNV6vQ6Px4P+/n6Ew2FUq1VJEI1GI5LJJBKJhOyv8XhcvjMLDtvb28JyYOHr8PAQuVxOqOn5fB5OpxM+nw/lchnhcBh9fX1ot9s4d+6ctIzxvnc6nUilUrh58yYqlQqmpqYwOzsrz+E+RACGLbvZbFaAmXK5jN3dXezu7sreMzIyAqfTKUUstiIwZuP9PTo6Kn6OcR3jRm3rpZZBTH8EPARNi8UibDabXH/+netAW5hk7Kxt+2q326jVasI2LhaLGBsbQ7PZRDabRbVahdvtFiCSa6TZbKJUKsHj8QiDmkU0+lGdTofe3l7s7u5ia2tLmAqDg4MoFovY3d0FACns8BxGo1EBngi+0/fw2J1OJ1wuF/L5PAAIS5ntcgRTBwYGMDQ0hMPDQ8RisWPMDS0A/eg9t7u7i+985zuSc5AdoWUxkCHN691ut7GxsSHAqrZQ0bV3v71VEcWnZmZmzgP4CID/cnp6+tnv87yfAfDqET1NbHp62gTgYwD+09HPNgD/EMB/92YfPD09/bemp6dvTE9P3zAajQgGgwgGg+jp6YHf75eeXfbLk+r14osvwmQy4dlnnxUaZLPZxJkzZ+Dz+RCJRBAIBKQns1QqScXqxIkTQuUnbahWq0nPsKIoEgSzJ5/0X/b5nD17Fg6HA7/4i78Is9mM3/iN34DdbsfLL78Mj8eDp556Cn19fYjFYigUCvD7/bIpMVnr6elBLpdDJBLB0NAQAoEAKpUKPvjBD0JRFDz55JMol8s4ffo0hoeH8eSTT+LMmTO4ePEizpw5A5vNhtOnT6PZbOKDH/wgfu3Xfg1/9+/+XTz//PP4lV/5FXEwmUxGENHHH38cTzzxBIaGhuDxeGC32/H888/DYrHgp3/6p1Gr1fDpT38auVwOH//4x5FKpXDx4kXk83lcvHgRRqMRL7zwAiYmJnDhwgU89dRTGB4exoULF7Czs4Px8XFUq1VcuXIFrVYLzzzzDIxGI5566ikoioJz586Jw6KjZ3Dq8/ng9/sRDAalqt5qteB0OiW4I+W3Xq9LsEjwgaCKxWJBIBAAAEQiESiKgvHxcRiNRoyPj8v1ZGVtdnYWIyMjUlHihuV2u9Hb24uJiQkMDw9jamoKADA0NCRVePa1ahFuttb09vZK0nLlyhUAwKVLlwAAU1NTKBaLGB4ehqIoGBsbQyAQwJUrV+D1euU1P/VTP4VPfvKTeOGFF/CpT30KjUYDk5OTSKVSuHz5MlwuF8bHx1EqlRAOhwEAY2NjiMViGBoagsPhgNVqFS0MblRjY2NIp9Po7e1FoVDA4OAg7ty5g9HRUSQSCUxOTsJisaC3t1cqFcFgED6fD/39/RgYGMDw8DBMJhPGx8fh9XoRjUbhcrnQ39+PVquF0dFRCVLeY/au8IcMMPjQAqf0JUwaHQ4HAEhyycDFYrHA4/GIP2TwVi6XEQgE0Gw2MTIyIoGeqqoYGRmRBJiVpVKpBIvFItVcr9cLm82GaDQKg8GAkydPol6v46mnnkK9Xsev/dqvwWaz4YUXXoDdbsf58+cRi8XQ39+PdDoNr9crjDFWo/x+PwqFgiR7Ho8HzWYTL774IrxeL5544gkoioIPfOADiMViGBkZwRNPPIEPfehDuHz5MqxWK5577jkoioJPfepT+PSnP43f+q3fwuXLl/HpT38aLpdL2nhGRkYwOTmJZ555BmfPnsXIyAi8Xi+8Xi9+6qd+Ck6nE5/61KegKAp+8zd/EwDw67/+69jc3MSZM2eQSCTw/PPPw+v14sUXX8Tk5CTOnz+PJ598EsPDwzh79ixWV1flvDz55JNQVRUvv/wyLBYLPvjBD0ogTyA3mUxKkKvT6cSPuVwuOBwOYcExYGMArgXWWYEjsKGl3xJoZYJMf6DX66WqqKoq5ubm0NvbK/R/p9MJj8eDcDgMp9OJaDQqrIJmsyl7M1u9tCAigV+r1YqxsTF85CMfwZkzZ/DMM89I/3Wj0RB/OD4+DoPBgFOnTiEajeKZZ55BMBhEb28vLl26hI997GP41Kc+hWeeeQbT09Oo1Wp47LHHkMlk8NRTT2F8fFyKEGS/+f1+SZ4ILLBNy+PxoFgsIhwOo1AowG63o1Qqwel04vr16/B6vVhbW0Nvby/MZrMwD0wmkzB5gOPUalYT+Tst+PZocvsesR+LP9T6wqWlJVlTXF/adj3+y/2X/2rPP1+r9WMWiwWNRkMKLZFIRMAsxn9sP6EeCivFfr9fquFms1n22JGREZjNZjz77LPQ6/X45Cc/Kb7RbrfjzJkziEajiEQiSKVSAugTIGw2mwgEAsjlcvD7/ZKAV6tVvPDCCzCbzTh37hwqlQpOnDiB/v5+nDp1CuPj4zh37hzOnj0LvV6PD3zgAwCAn/3Zn8Xf/Jt/E7/xG7+BD3/4w/i5n/s52Gw2AVGATuJ3+fJlPP744xgfH5f78uWXX4bD4cAv/dIvwWKx4O/8nb8Dn8+H3/iN38Dm5iYmJydRLBbx9NNPw+Vy4ZlnnpHjeOKJJ0QLYWlpCWfOnEG73cYTTzwBVVXx0Y9+FBaLBS+//DLa7TampqaEuXhwcCAAIBkVrMbT17DI+CiLgEwp+j9tG5YWVNe2sxIY5+c1m00Ui0XcunVLYkgC8SyqxeNx5HI50behHhtzBu3eTSOLbXR0FC+99BImJibwxBNPoFarSU4xMTGBcrmMsbExAZkDgQCeffZZ8YUTExN49tln8eEPfxgXLlzAhz/8YVSrVdlvLl68iFQqhZMnT6JUKsFsNmNjYwNDQ0PCkLNYLNJGzXYUreYM9456vY5XX30VALC9vY2+vj44HA4EAoFjQIC20EHfa7fbRUOG64zX4Ae1I3Xt3WHKG6G0P8imp6f/ewDFmZmZf/4Gf/ssgP80MzPzh4/8/uMA/suZmZkPHf18GsA3AJSPnhIDsAfg8szMTPz7ffbv/M7vqEStWDHVBiKsdrNizMqJoijw+XwIh8O4desWzpw5IygzkdtisShVMq1YX6lUkv74QqGATCYjQksEIkhFOzw8lD6iarWKzc1NpNNpbG5uik5CX1/fsdaKgYEBjI+PIx6PS3BCAGFzcxM9PT2w2+2Ix+P47ne/i93dXWSzWaH5sIKldYqRSATnz58XNgIpSx/72MegqioKhQIajYawGrT9u6zo/9mf/RlOnjyJV199VdBWVqG4ZphEE1mvVquCxAM4pjdAB0ygYmpqSihTZDs0Gg2kUins7OzA5XJhdHQUV65cEdEtorRElllpLBaLUpljIJDNZkUfgJUEUuL4PUgJVhRF+qy1yHSj0cDnP/95tFot/LW/9tcQiUQE0dZuSjSeA274BwcH0qpCkSYKh+3u7mJ1dVUcpcfjQaPRwM7Ojgj3KIqCiYkJ6HQ6YTFUq1UsLCwIgs+12NPTg3K5jKWlJSQSCYyPj+PUqVMCXJAWpygK1tbWcOPGDQwPD+Pw8BDZbBbBYFAqGLwW1HpgIHNwcACr1YqTJ0/C5/PJa3w+H9xut1Q/AEiFjvchqeSxWEwCObJsfuu3fus9GTUDP15/+LWvfU0WH9cRg2b+ywoOjRt1tVqFy+WS6w3gWNVtb28PmUxGKtGkjZIa2Ww2pZfWbrfD6/Wit7cXvb29MBgMsl6MRiPy+Tzq9TpWVlZwcHCAZDIJnU6HQCAg/pB+eGRkBGNjY0gkEjCbzcLwarVa2NjYQDgchsPhQCaTwbe//W1sb28jl8thYGAAoVAIbrcbh4eHwlzgml5eXkatVoPNZkOpVML58+cxPT0tzAWeF/blc2+Ix+PY3t7G1atX8dRTT+Hb3/62VL1ZmeN5t9vtQvlUVVWqjbwe9DtMXMh0MxgM6O3txeDgIMxms7AKWK1Lp9OIRqN48skn8aEPfUjosPRD9LGk89LP8rqyNYu0fVbWtMEaK/sMCu/duydtB41GQ4Q3v/GNbwAAnn/+eWk5IVDFfQ2AJOBMxhVFQaFQQLVaFWaDNoCOx+O4d++eaPZEo1GpTpFuXalUEA6HpX2ArYyzs7NYW1sD0Gnd83q9olczNzeHbDaLM2fO4Gd+5mfg9/slMOWed+PGDbz22msYHx+X/nOKemmr2ey59ng8WF9fx9LSEsxmM06cOAGn04lTp05haGhIris/J51OC9jC60Y/PjU1JaAV7eWXX+76w7fpD7/+9a+LL3yUbq5l1zzav022DQWWSevnPWw0GpHL5ZBKpUSAMBgMCljHeyOdTkvMQTE5FjZWVlZEjLRQKKBUKmFzcxM7OzviS/i+bOuxWq2IRCIYHh6WlthisSgslZWVFdHwSqfTuHbtGjY2NlAsFtHT0yMxGVtbAYhfSCQS4v8B4MqVK/jkJz8pACPXOoBjiTZbgv7Df/gPyOVyePrpp3Ht2jWUy2VpW2W84fF4pBWY7U3FYlHOKb+31hcyNgwGg+jv7xd9HYvFglwuh0QiAQA4ffo0PB4PXnzxRQHItbGYFvRgYk+/VKvVkEgkRDCa+cSjvpCxMNuaWehQFEXO6xe+8AWoqooPfehDwrDSxpu811nYYlsDWwIfbR3j8adSKdGe0Ov1CIVCqNfrWFtbg81mk1yFDMRwOCw6CXfu3MHKygoURUEsFoPP54PP50OhUMDu7i6q1aqAv9RACIfDsFgsuH79OorFIi5cuIAXX3xRchCCZix8aRmvjUYDX/ziF/H666/DarWKPsPw8DDGx8cF6Oa5KRQKwlSjXyXjj2wF7b353HPPvWd94U+CvSlPZHp62g5ANzMzUzj6/4cA/KM3eJ4bwHMAfuUN3uZY39vMzMx9ACHNazcAXHwz1XHguHNg0siEhBQhIl0MYICOKFQ2mxWBFiaXdGSsdNEBkLJOgST2/W5ubmJiYgJ+vx+ZTEYCVW3/Kh2W1WrF9vY2Dg8P0dvbC5/PJ1Qrp9OJvr4+cRzsQ1cURXr92QO0urqK2dlZ3L59G6FQCJFIBPF4XAS8PB6PfG9uMuyJL5VKKJVKcnPyeOnUiZrTwTI4tVqteO2112CxWMTR83lUr2bfmcPhkOoJaexaIAGABOSNRgNWq1XOEZFYbsjs2S8UCjg8PMTe3h76+/sBQCjL7KFi1ZXXWUs5LBQKQvsjWqxta2FfKoMLTmFQVVWYBuwzHh0dPSb2wgog/6/tG2YlqVKpyM/aXrVisYjt7W1JlhiAlEolLC0tYWFhAb29vQiFQiiXyzg4OJD/87uHw2EsLS1JXyYrez6fT9Ru/X4/XC4XcrmcJOtMjCjIyY2mVqthf39f+q0p4ESwaH19HR6PB6dPn0YsFsPg4CB0Oh3S6bQABvzeOzs7Evzw3JCCWCwWkcvlpJpJAab3kr2b/CHXHYMw7VqkXyFjigEW1y0BOCZ+2mqoVssAgIhbkapLTRbSLM+cOQOv1ysBCumJPA4tnXxhYQF7e3vCSlGUjtaG3+9HLBaTyiz9YalUEtExvu/29jbm5+dx8+ZNYaGx3zgUCkGv14vPZo85fRT3i5GREaksseeTgBlFGJvNJjweDw4PDwEAr7322jFQkkAhj5FBNJkMrDzy/qbRJ9EfMsCiHywWi6KpwHOXzWaxsrKCqakpDA0NHXsv+iWea/5f28ObSCRE2PJROi4DbW3bGdsqOJEGgOhBjI6OyntwXXHf01bdCYKyOqoFE3kdyuWyULBHR0dl387lcnjw4IGwnsiM4nFls1nZRyKRCObn52Wvoy6L0+nEY489hlQqhVAoJOwbbZDabreRSqVEGR2AtOBR4LNer8tEGQBYW1uDwWDA6dOn0dfXJ0zFZDKJ3d1dBINBARC2traE0cFzy3sykUggGo0iEAhI8vZeq7q9m/wh8NAnau8J2hv5R94znGrFh7bVgUkvNQII0lUqFRH/3NraEuCerYFaRfxKpSKsFIrJVatV3L17F1NTUxJfNJtNuFwujIyMHKO2a1szyYhQFAU7OztYWVnB7du34fV6MTg4KKwj7QQVVVWlwEXRWLIMxsbGvueeqFQqUFVVxJW1zA6n0ym+H4BoMni9XtFhoNaCz+eT+44tchSY5DXSTrYymUwIh8Oi+3RwcCDFEwous/i1vb0tDCng4X2tZfJwz9Oug0QigUAgIPealnmgbbvj7wgU069xzyoUChgZGZF4W9sKw7Vls9nkewMdXRft37WgBXVyyIQlcFMul3H79m3cunUL/f39GBkZAQCJ/3O5nLTVDA4OYmNjA/l8Hnt7e6KXZTabMTQ0hGKxeExLAYCA1mTcco8jmHN4eIhwOCzgM/041yZZu9S8KRQK2N/fx9bWlrAa2f6qqip6e3ul1Yfnu1arIZvNilYXz1HX3t32VhpNwgA+e9SHZgDwhzMzM1+enp7+DQCYmZn5naPn/RyAr87MzJS0Lz6io70E4G//VQ+W0wcYgJAqqBUS0wZtWmVlUnGr1aoEOdzItYghqyUAJLmmpoDP58P4+LiADQQlGHAQNGCFJZPJ4ODgQHp6OD5xfHxcgqf5+Xm5Mdk7lE6nYTab4XQ6cevWLdy/f18CE7fbLUFntVqVDYWBNxO/tbU1tFqtY/12TLq5iSmKIgEZk1NW910uF06cOIEvfelLIoYH4Bhqy/ekwi3wvYErrwnPqbY3mueYgA3p0HTa8Xgc+/v78Pl8MhaQehaseGvFqPi+BFOodM3ku1arIZPJCF2X34dTIngdCKKQfUJaqrZy92jCRioXBTb1er2wGQhCcbKFy+WS11Hsa29vD6urq8Jg4WjFw8NDCS74uR6PBxMTE7h7966wUYDO2KJz584JuAVA2nM8Hg/29/dRKBSwvLws14L6DV6vV9DhdDotFQGuHbZtaJF8HjuvW6FQEPFGUuYrlYoIB+3v70v1kMr47Md7D9m7xh/y2gA4ltBpg6VH70UAkphSa4XVEwaI2qq6xWKRigl9HCtMXq8XU1NTcn+Xy2Xs7OxI1YtriMFuJpPBxsaG3N99fX1QVRVjY2Pij69fv44rV65Ar++M2VWUzng0AqUcZ7q8vCxieJzYQn9MdXMCwARA7Xa7jAcDIGwAJomlUgmZTEbaephc8OfHH38cX/7yl1Eul4+B19rWAE5A0fpTgilaX6hNcLif0IfQOO6XgOn29jZmZ2fR09MjgSmvC49DGzAzAMtmszg4OJCKlU6nk0kOfB11Lbh3UhsFgIAIrIRGo9FjQnMEQvh9uDdy5BjXpVb7gGPPOI2DWgB8P37XVquFg4MDCUTJciLIyTG1J06cwI0bN1AsFiVOCAQCuHjxIgYHB5FOp4UJwH1Cp9Mhk8lIHzeZa1zzuVwOVqtVJtiQXdJoNOB2uxEKhRCNRkWLwmAwHBPs3Nvbw61btzAwMIBAIIBWq4V0Oo1CoSBMmZ2dHdHMYaL3HrN3hT/U+jct0E9/yOutvS/oJylwqX29tm+dVHjeH1zvBAnZ6smKa7VaRS6Xg9FoFO0UVVVht9sRi8VgtVqRTqcxNzcnTL/HHnsMjUYDfX19ktBxvOnjjz8ulV9tbLi0tIQHDx5gcXERHo9H1mKz2cTW1hZyuZzESgQxarUa3G639L/bbDb4fL5j54rG/nj+jsUnJoQTExOYn5+XmNJkMsl71Wo1mUzC+5RG/8froo0dGd9R04xJNLVJtNd7aWkJfr9fYq5HQQP+ThurUYMnEAjI+2UyGQFLmBhz/2i328JABh7us8wZyEolY0ErXss1RfCA+yB1vB4FELRAN/Bw0tn29jbm5uagqioODg5E/Jp5AEenU59rampKfCELfS6XSzTkEokE3G63sKaZGy0sLMDtdmNwcFDAVGpYHBwcoLe3V4AUsqaMRiNOnTqFkydPyneglgWvfalUwu7uLm7cuIG+vj4Eg0FpS8zn8wiFQjLqe2pq6lgO1rV3t70pgDAzM7MG4Mwb/P53Hvn5dwH87hs8rwzA/yafMfhmx0GjI6XDo8IrHQ2pQgy6eCOoqoq7d++KoFu1WoXX6xWFWa36uF6vl7YAnU4niaDNZkMul0MymZRgTK/XS6WXAZ/ZbMbKygoqlYpUfXp7eyWwZG8RKWyvvfYaJicnRXiPCPbc3Bxu3ryJbDYrPbylUklmiJdKJQFB+H+KPDEwpnOp1WryOoIurDbz/AA4JjL5la98BYVCQRw7kVZWZAhEaKliFATkJsJNW7sJ8Zo5HA7pE0skEhLU0qESdd7e3hbHyo2bkxj4ntwg2u22oPj8XlpUOpvNymdxc+X50el0SCaTuHDhwjEVYKLwNDp9bTVDm8wBOKbivbq6CqfTKRRisjOYSBWLRWxsbEhiks/nsbi4iL6+PoRCIVlTpVJJALGBgQEJQqjfQdVcHsv+/r5skkSj19fXpZeSyTtZOMViUSon/J5kiGjnSVOIyWq1HhORZFV7c3NTgA/t2DYGFYrSGRnIYPy9ZO8mf7i/vy+bNhk9DHoIgjGxpWnvB4pmlstl6aHXJt4AJEhmexcDYQAi1sTklMkgR0SRaqnT6RCPx0Vcqt1ui+gTwcp8Po+dnR3k83l861vfwpkzZyRhpA7H8vIyrl69inQ6jSeeeEL6khnoNptNGRXK70oWAQW4bt68KYDXwcGBzAh3OBwolUrSxsH7vdVqwWq1wuv14nOf+5zQnRuNhlDSubb5Pgx4KZRFPRRt/6g22GVVutlsStvbwcGBUP61r9/Y2MD9+/dx+fJlAWO1CdOj4BHpyKw2Mplpt9sikkltBU43IEup1Wpha2sLp06dkoSDU4u0lbZHK3k8b4/2nFOpPJ1Ow2QyYXR0VPwhfXij0UCpVMLKyoq0pmUyGbz++uuYmpqS6n6xWBTRMLvdjqGhIezs7GBzc1MYhS6XS4BjRVGwtLQkDC4e4/LyMg4ODmAymYSBRtbK9va2TPxgAsT+ZgpJVioV2df1+o6w8d7e3jER3d3dXRQKBWlja7Va2NnZgaqqcg+Hw+H3pIjiu8UfMkljAsN1RwCOfoy/1xZBCI6n02mUy2WZqsI4RguiAw8Fq6n/0Ww2ZTTs3t4e/H6/tHa5XC6k02mJJcxmMw4PD9FoNHD27FmZRMRCABmfe3t7MgVla2sL/f39aDY7I24ZL1y7dg3pdBoXL15EJBKR1i4CDdrpJIqiyMjvcDgshap8Pn8MVOE51IoY8rszNuREmJmZGQHkeL7y+bxM7qGvz2az8Hg84lO1LLdHizA0Aof5fF5iQm08odfrkclkMD8/L9pb2pZm4HvHdpIJQECcxSqgw8hjKwbXCYtLPDZO3fJ4PBL30C9rP4NsBFbo+f4ABGTm75i7sGWK353rLp/PY35+XkY/FotF3LhxAydOnBANq2q1emy6Q19fH3Z2dmRCkdPplIlvBJu3trYkFtfr9bh16xaKxaIUd7TrnmPnud4fXS+PguRkjxSLRcTjcZlCNDQ0BIvFgq2trWOA0vr6OlqtFpLJJNbW1hAKhaQA9X43RVHeEmKsquq7ElF5T0ldMiimE6FQVy6XQ61Wg9VqlWCYrQrValUSo6mpKczPz0sfLxFDoo7a3idWC7gJZLNZbG1tSfWGVXtW6ziKTCu0wuRtamoK4XAYBoMB/f39onXASQEf+tCHkMvlZCyf0WjEgwcPkEqlRN2fqJ5e3xnHw4oZEzLgOHLOXl4KAQWDQWFlUMyHDA5Wjx0OB9xuN5xOJyKRCH71V38Vn/nMZ5BMJtFut0UXgnRiOl8GuXR8NptNEhRtUAk8nKH74MEDtFotBAIBGZemKIokKT6fTyip2jne3MQ9Hg8KhYKMFiNwoK2aMRglhZ6jaoAOjS2fzx/rH6YWAC2XywkNjcfO86ylQAI4Rsslq4LH5nQ6MTQ0JECPNpE4ODjAvXv3BOUmm4NBcG9vL/L5POx2u1T1jEYj/H4/+vr6sLa2hkgkgsHBQRgMBqmysYqhbZdZWVnB6uqqBACbm5tyPciiIbBCYIpURkVRZJRmIpEQJJ099NFoFMPDw6jValIxDoVCmJycFJYMry+rtKTdde2HMybnXEvUKWBQwuSJIBinmPB30WhU+ncNBoP09rJyohWSqtfrSCQSAjQkk0lsbW1BVVXRjdG27hBspH+lr7NarRgcHBQKJXtdCVJQNIvCjAR2Hzx4gI2NDZjNZsRisWNtO6yQc18AIBWQvb09AMDly5cBQFqJvF6v3P/s9eeEGKqX03dGo1H09PTgxRdfxO/93u8hkUhIgGkymURUj+esWCxK9ZLGc6kFv2mtVgtLS0uoVqvSysHkmBNsvF6vUPiTyaScFyZJWgYKQQX6JoIgZBAAkHYJAheZTEa0ewhqcuTq1NQUFEWRZIPVRjIIuNa0oAK/M4NkApDcw/r7+2VP01L3U6kU7ty5I/PKCXYWCgXMzc2JgLDX68X29rawYnp6ejA2NiZaQrFYDGazGalUCna7XaaG8LXcx+7evSssmXg8Dr1eL/skYwdWbwmQ8jpms1kZxUtNkFqtJuKyHMlHzSEA0rbGHuZCoYB4PI5EIiFTdrr2wxnZgcDDaSXaZIy+j76CwnCsWLtcLuzv78u4QbJ8gIcaJtr9kkl5PB6XVhUWNtiuSGCOFV+2B3Da1eTkpACNAwMDUvTK5XKgRtbw8DDS6bRUrhcWFrC1tSWaK4xDOVaXbWalUkkKaVxzZCOSNcAxijxPWgYpYyIWptgyNDQ0hM3NTTz77LP4N//m3xxr9zEajcK24esJuDLOBiDxAE3bPsHkloLLwMPpFozJCWJqR1lr9Qy0gJGWeUIQRNtuwFie/potuLwWbFfhSHKdTodcLgcAEudqQVUys7TFMxYnE4mEFBsbjQZcLpcwk/P5/LHWiUQigevXryObzYomhdHYGae7tLQkYtRer1d0fKilMTIygsPDQylcESB1OBzCKmArdzabxfnz53Hjxg3odDphO7No5XA4EAqFsLW1hRMnTnxPiwj/T/B9fX0d+/v7wrziGtUW+oDjI4NDoZAAJQcHB4hEIqhUKvjwhz/8n91PvJvsvc60eE8BCMDDtgJFUWT0oFYhlYrQFEIEIFREVmSZZNHRG41GeDweQUszmQy2trakp/b06dOCphoMBly/fh1f+cpXEI1GpQJPdVVFUTA3N4dwOIzl5WXpvacIS6vVwv7+PlZXV+FwODAyMoKvfvWrEgxvb2/DaDQiFArB5XJ9TysGEzqdTodgMCgopTZ4ZrLPcYhOp1MqSPV6Xdo4MpkMms3OKKp8Pi9CZEwY/vIv/xLRaFQQ82w2K0k6nSOry3S+DGrZM0j0W0uRo+AYq0nValWAHW7cPp8PLpdLqKEEKAAIrZnoLxOedrstrR3a0Vt82Gw2AXLIIGA/fjabRbFYlB5qJjRUXteyDghS0Mi20LIzmFyXSiX4fD6h3aZSKbhcLlQqFSSTSTx48EA22f7+fmxubqJSqci55WZjtVoxMjKCvb09FAoFmUn92GOPQafTIRQKSZJPmqK2l3llZQVLS0soFot46qmnpFJN9JfsDVaYqc2g/b5M9vP5vARq/JeCkRSw470HQPrIa7UaTp48eUzIjUyRrv1wRraRqqpSrdGCWhzlyU2crCNSIxkYsWeb99Dk5KRU9DnGUK/Xw+v1Ynx8HJcvXxZffPXqVVy7dg09PT0SmMdiMTnGpaUl9PT0YGVlBZlMBpOTk1JhaLc7Iw7X19dlBOmXvvQlaWFgn20oFBJwj+JSrP4TcCN12GQyYXd3F4lEQgLV/f19tNttoUwSLCCgZbVakclkpA81k8lgdHQUo6Oj2NvbQ7FYxGuvvYZYLCYCpgcHBwI+MGgkyEZfQKCWgTOpsExqtH3X9HmNRgOrq6vi6202m9BHqVtBf8jq6qPMBvpnBqbadgOa3W4XRhzp/GS5FYtFZDIZnDlzBi6XS3wJ9zmO4mLyQn/Lz2k2mwJikk1BX93f3y9ACwNZtk3Mzc0hkUgIKLCzsyMJAr9LKpXCwMAARkZGhLFhMBjgcDjw/PPPy8hEsmDq9bpQqykKNjIygtu3b2N9fR1TU1NSESMoxutVq9UQDAZRqVTEH2rZaIVCQdgaTJR4DarVKtbX16GqHY0jMhR9Ph/i8Tja7fYx3Qf24Xft7Rv3Ke5lBKW43ql3QrFiVkoJCJBNQhCTa9lsNgvTKZFISKuh1WqF3+/H6dOncfHiRYkpbt68ia9//evCbgUgo/CMRiNu3boFn8+Hvb09bG1tYXh4WNoOeH9sbGzAZDKhr68Pq6ur0ha4ubmJcrksE3MODw+lZRaA+AaCn4y/tC1G5XJZWKcUlWVyx/hGVVWk02nUajVsbGwgl8thdHQUp0+flsKB2+3Gd77zHQFJ1tfXEYvFROuj3X446pDnRtuqk0ql5H7i83kN2QpBFs/CwoLsa6TiGwydKQec1qNNTnn9tf6R8UahUDh2jzEupQ9nnEatLha02u22AOxk0LJVGYC0PwA45h8YH5Gdsb+/L9eq1WphYGAAJpMJhUIB6XRamHCpVAr37t1DMpmEoijiC1mso2ZAOp1GX18fRkZGsLu7K37baDTixIkTUihQVVXamX0+nzyPsfWf//mfo1KpoLe3Fw8ePJCWaLY9B4NBZLNZZLNZiZFpvNc44lNRFNHiSKfTMtWErSvaVljmMm63G5cvX8b29jYymQzK5fJPhC/sAgjvsDEwAx6KprAqy8SYwQRvXi7cwcFBrKysyI1FOifRQQZoh4eHMBgM+OhHPyp97eyL1Ov1eO6554SVMD8/j3g8DovFgnA4LDTxg4MDxGIxjI2NSbIWCAQQj8eRTqdx7949NJtNnD17Fs888wz+5b/8lzCbzejp6ZHvEgqF0N/fL6g5+4fZZ8XAUlE6WgZ07twYjUbjsTFCWq2HRCKB2dlZETZLpVIwGAwi3lKr1fCRj3wEN27cEMG9crks48AYeBLNZ2BFYOZR4EDbD2y323HhwgVEIhFB1CmeSFT5tddekyoXRzvyuAwGA/x+P/b3948FCFwLrVZLaGoEO7gODAaDTC2w2+3o6emRgNlisSAWi8mGRLSeVVatRoSWsqUNmHU6nQQoZEVwg89kMtjZ2ZHRnevr6yKEw8oT59ZT7GhnZ0dE7J588kmMjIzg9ddfF0FCovH8bkTHGYy63W7Y7XaMjIxgZWVFNoWenh6cOHECqVRKVPJ5XWu1Grxer/RzEqALh8MYGxvD/v4+9vf3kU53pnHxmjEwASCIeblclrFVuVwOW1tbco+aTCYJsrr29o33k5aBpAW3tJVdbc88X9vb24vl5WX09/dL4sspBwSjODKr0WhgenoaiqIIHZKU3I985CMiRLi1tYV8Pi9jnA4ODnD37l309PQgGAzKmDG9vqMuzd70O3fuoNVq4fTp0+IPtWMKKSo7ODgoLUDU1OBkBfa/M2DWtpQ1Gg0BTAGIPwEgfciLi4uwWq24efOmJNOjo6NoNBooFAr4yEc+gu9+97sIhULSekWAk1UsJvzsmaY/ZBWQ/oKBLQOq8+fPY2BgQNgWBBF53K+88grMZjPsdjs++tGPHqvicP/TgrRaNgDb9bRgq3bUoMvlQjgcFgAnn89LAkSGCKvxXq/3WJ+voigibklfrBWTJQPhUeaDTtcRYd3d3ZUJMmxboD/Utkkxob9//76ovf/sz/4szp8/jz//8z+XCqzf70c0GpVzTQ0Wh8MhFHGtb+K/TqcT4+PjIhTJNWaxWFAqldDX1ydK+/SzdrsdkUgEh4eHKJfLoq/TarWwubmJvb09SWjIDGKyQiHIRCIhqvTsae7a2zftff2o5hLwkJlTq9W+xw/y7wT6KXrK9iaudVZHq9UqfvmXfxlABxxni5FOp8MLL7wAv9+Pra0tiQN5X62urmJhYUFGGj///PMCvEWjUQEu5+bmUKlUcOrUKZhMJgwPD+Ozn/2sFKw4YvfSpUsS562vryOfzwu9vl6vCxhJhpAWXCG7i/GD9pylUincvn0bDocDCwsLyOfzsFgsOH36tIALpVIJH/7wh7G5uSlgLRNS+j0CZwaDQdqJ2GrG1jnGs2zBM5vNmJiYkOk8y8vLIoxKf7G3tycsMrZyPcp+0saeWpCdYpZcDwSStP37jJmdTqck3dSkYntasVgUwJc5CdtayDzWinoTJKZ/4zVhbJhKpbC1tYW+vj5UKhUp9jAeY0zLVh2DwSBFt1qthp//+Z/HqVOn8Oqrr0oLnM1mE40G+mfqYPBasGXtpZdewtLSkoBSZF4RaLdYLALYUsuBsWGtVhNRY7fbLWNCucbYZkY9ORYzeE4IOhNEr1QqUrB4v1sXQHgHbXFxUW5ObbLsdDrlpgQg1RFuHqR+ra6uIhaLodFoyMgs0sc503xhYQGHh4f40Ic+hHw+j7m5ORiNRuzt7SEcDmNqagrnz5/HqVOnJPBcW1uTvtp4PC7jalg1VhRF+in5/mQNVKtVbG1t4YUXXsD29jaq1aqoipNGxIownS2DxUQigXa7LWghnSQdMkXwOItWu4mura1hf38fLpcLHo8HGxsb2NzcRD6fl7Eu3/zmN+H1ehGJRGQU5enTpxGJRPCtb31LKlqsWrHdg06N4mBEgJkkM9He3t5GqVTC3Nyc9GbxGJn86HQ63LlzB0ajUXpXWWF8VJyMxsofUW2tI2KS7PF4YDabZWPjbG5qLbD6Z7fbhRWiTdQZHBNJZRDPAIUOm3oTpM5SyJEjHLWUWYIjdCqsvJnNZpTLZTx48ADBYBATExO4fv26sBkYHHDkHYMgUqz1ej3u3buHcrmM3t5eafUxGDrj44CHI+AYMGUyGTidTkmITp06haeffhpDQ0Mol8vY3NzE7du3cfv2bRFs5LXj/7kJLywsSO84gTsAApZ17Yez9fV1SUa0/Zekmmp7QLXsHTKaNjc3MTAwIGuTjJRKpSJzxufm5rCzs4Nnn30W2WwWt2/flmqK3+/HY489htHRUTz77LPIZDL42te+JiOostms9KRns1lMTExgdHQUqqpid3cXqVQKy8vL2N/fF9B2eHgY+/v7ePrpp7GzswMAMr2GATR9IfU8aAzuSbcniMj7wO/3I5VKScsb/Q0rxQsLCzh79iz8fj/29vawvb0tbB4yIwKBAHp7e5FKpVCv1zEwMIC+vj58+9vfFh/G/mGr1SoJAimxpNnyemmTj3g8jlqtJuKBWn+o7Ue+du0a3G63jMzU+jotU4rBM8FPLRuLwTIDaKqls1c5EAjIeGICAgQetW1aWnCVPph/s9ls2Nvbk2ou26noD+12O9xuN3K5HBYXF8UfktFGTRgmCAwyzWYz8vk8NjY2EAwG8YEPfACbm5tS3WN7lHb0LYV02VrDxIj+kvRbHh/bOMiQ2t/fF50PtmA8/vjjmJqaQjabxdraGu7fv4/FxUUBTLRsD7JbWq0WFhcXpdee14ifzVF1XXt7Rn0rbZ88wUX6R4L/j4IHJpNJmCqcIKQoCra2tlCtVuHz+ZDP5zE7O4udnR28+OKLUBQF3/nOd2C1WmW87MmTJzE5OYnTp09jdHQU3/rWt4QWnkwmkUgkJBax2WyYnJwE0JnqkclksLm5Kf8qioLh4WGMjo5ie3sb0WgU9XodPT09sFgsbyikmslkhAGTSCSQzWaPVX3pU5jkFgoFYdxS/b7VamFlZQVra2uYmJgQnSr2srNHHuhMpaFKf6PRwPj4OHp6evAXf/EXcp9wKhfbSShYTeCV/krLcmw2m8JonJ+fF/BGC8Ayxv7ud78Lh8MhLVFvxA4lgECfwuIi/Y22IMSCGNkIBGK4pgjCkmVHoV+uKQqCc73RFwOdaWoEAKhbxWIVE+dCoYB79+4Jo4nthqzI83pTp4XCrUtLS4hGozh9+jS+8pWvyOQEMq9YhFIURXQgyEgsFAp49dVXZZ1QZyEajeLixYvCXna73QgEAtja2sLQ0BDa7TYODw9x48YN3L59G61WS/KIkydPIhqNCruFGg5kAdlsNjm3PC6C0YxJFhYWfjTO4l1kj67X95q9pwAELjLStHZ3d2E0GnH27FmpZDIZY6WCPa/tdhuxWAyrq6uo1WpYXl5GOBxGKpWCqqoyloUjUOjEK5UK+vr6hEr73e9+F4uLi9DpdMhms0gmk6Kc29vbi8nJSTz//PPY3NyEw+EQsa5yuYzt7W2kUikUCgWh7ZhMJoyPjyMejyOTycg4MYrzrK6uIp/PY3h4GI899hiazSbi8TgODw/FoRmNRumRBR6K1DBoPTw8xK1bt4RGxMT/gx/8IIrFIu7evYt2u43d3V3cu3dPKHnPPPMM/uAP/gCbm5vSuhAIBHDixAncu3dPaJ0vv/wyHjx4AAA4e/Ys7t+/Lw5DC/gwWc7n88JsYFDNjQN4iCKTNsv+ZyYsJ06ckB4vBnvAQ4o9A3muF25e2kCbKDOfw0CZ/6cYEEVqCEpoKap05KT0cX44k+VWqwWPxyPAg9vtlvYVIvAMlgk8MNkh4MJEKJfL4fr16/D5fOL0WfXUqpvzOrE3WVEUHBwcoKenB7Ozszh16pRspK1WS+i+TCBSqRSSyaToXkxNTeHKlSs4ffq0iHy53W4Jlp588knMzs7i9ddfF0YIr19fXx+Gh4dx7do1oQJSCFKv12NtbQ1nz5790TmM97lRy4VJ0v7+PnQ6HQYHB+VasZ2HLAKHwyFVzkgkIqMX2TaVTqcRj8eRTCZRKpXw4MEDZDIZmZ0NAENDQ7h69SqsViu+9rWvYWlpCYqiSOtXLBaD0+lET08PJiYmAAAbGxsyOSWVSgl4kM/nkUgkBGzS6XRC681ms1hdXZVe2GazKZWZnp4enDt3TmiSBGV5vxDUZAsBfXmr1UI8HsedO3cQDofl9+12Gy+99BIqlYoE4qurq7hz5w5OnTolrWx/8Ad/IGMHea4nJiZkvymXy3j55Zexv7+PYrGIoaEhrKysHGtFo5ExpSgKHjx4gFwuJ7oW1CFhgE1fk8/n8fWvfx137tzB+Pg4nnvuOelL1WqzaLUgWHUjy4hAkzZ4YZIFQEANLXtMq1/ANcfPIjDMij/ZIrVaTUbQ8nv4/X6p+IVCIeTzeWFU0R+2223xT9pKFfdNq9WKbDaLV199FX6/X6p49IesmLGCaDAYRIdFr9djd3cX/f39uHr1qrDgyPSw2WwIhUIYGBiQtcWRaNVqFT09PTh9+jQuX74sbY1srzl37hwWFxdx7949uW8IDjQandF7vb29WFhYEKArmUyKEF02m0VfX9+P0mW8b43VWu6BHLFNf8f91GazyVQCVoCZZBoMBmk5CQaDODg4QLvdFqbR6uoqEokEdnZ2EIlEUC6XceLECaytrQEAvvOd72BhYUGSOgK0Pp8PsVgMJ06cgNlsxtbW1rH2nnq9jp2dHezs7AjIwBGM7XYbL7zwAj73uc9hZWUFfr9fWJHLy8sol8sYGhrCmTMdHctMJiNU81QqdYzFw+SYbJdGo4HNzU386Z/+KcbHxwX4rFQqeO6556TNjROUrl27hsuXL4vQ8+XLl/H1r39dEvFQKISzZ89iYWEBxWIRpVIJP/MzP4Pt7W2sra3BarVKyw8BBuBhOxdB0vX19WP+hpV/LXOErbtXr17F7OwsBgYG8Nxzz+HUqVPSkqVlIWiBRO5/ZB1oe/ofbQnjsdEvtVotAV04TpG+0GAwHNO9oXENTkxMSBuF3W6X66goikzJmp2d/R42Hfd5i8UiWiwE5Qnmv/rqqwgGgxIbalnVBN3ZxsJ9kK19FKLc2tqCzWaD0WjE1tYWyuUyhoeHMTg4KHGy1+uVtU0mqsPhwJUrV3Djxg1sbGzImOd79+5hZGQEsVhMNEB43GR5sYDE802WArW/3u/WZSC8g8ZxWkQGSY3y+XyCqAEdFJDjSXjjKIqCq1evwul0olQqYWtrC/fu3ZP+t4GBAaHGO51OrK2tCeNheXkZDodDekABSGBCqhVRtsPDQ0SjUSiKIpUiUkKZCLI6Q3GuhYUF6HQ6+P1+9Pb2Hgt2KLgYDAYlCNPr9cJgACBVLm2/FxkBFM4h/dJms4lKcC6XkxE2RGgzmYzM6X311VdFMIzO+Nq1a0LjJHJaKBRkPCHHPxYKBVGt1ev1EkQCkBGNNDpwJumKosi1JsjAloLDw0OsrKzg7Nmz6OnpQSAQAPBwugNFrFhdAx62N7CSp0XldbrOKMNbt25Jr5fT6ZT+MvZy8TOYoPO7MEDnxrKxsYH+/n4RLYtEInJtGo0G7t69i6WlJXg8HtEroDMHIKASK1hacaNUKiXV/p6eHgwNDYkitFYhWrvRspr6z/7ZP4OqdiaRENEPhULw+XwYGhpCqVQSAbdcLofl5WXE43G89NJLMp6KxkqgXq/H8PAwhoeHcfHiRbz22mu4deuWCPqwb5RjNbkJMcij0GLXfjiz2WwiEEeAjLotBMKohbGzsyOAEtfw9evXZa1vbm7KPVOv1xGLxURnxeVyYXl5GUtLS7DZbHjw4IGwvOx2O5LJJCqViqx37cz7dDot7UK3bt0S0aZgMAi/34+1tTUJcoaGhtDX14fl5WUBZAcGBsSPa0XIWCXkemevKBNjbZW9VqshkUhIxY5TBtLpNAKBgFR/FEWRViomlYlEAtVqFXa7Ha+99ppofPB+eO2111Aul4VN5nK50G63hR7sdrsxNDQk4yUBHGOUsSJFtoX2O2jBSk7IoDAqQeS7d+/iypUr0t7EhJv+ulAoCGBHsVktzVvrIwlcsv+WzAS3242DgwMRVNP6JK4pJgDsseaUoEKhgEgkgmazKTPIabVaDVevXsXy8rKM4SSQynNBWjmvGyuHqqpib28P8XgcitLpuT158qRo0FD3yG63I51Oiw9nAPzbv/3bsmcwYfH5fAgEAjJulzPXKWa8sbGBD3zgAzKyDIBUBQlKP/bYYzh58iRWV1dx9erVY0ACBYtZ7WbLC7+Xy+USRljX3r4x+eD5ZGLGn1lAoTixtg2nUqlgbW0NpVIJa2trknRlMhlEo1FhJlB8eGtrCwaDAaurq6IrQwFathD29fXB4XCIFkA+n5fre/fuXdjtdmk7cDgcIpQIAP39/ejr60O73cby8jJ6e3tlvycYSZAxFAqJ0B/HvTJB1xZGtNphfD5Bg/v378Pv96Onp0f8jpZJQ1+YzWZhNpsxMDCA3//93z92r96+ffsYSMlKMoWjeQxkqZLh+ei4Q21sSHYA23iBDoBtMpmwubkp53V2dharq6s4deoUnnnmGQwNDR0T3QYgOgrMH3jcj1LlWWgCOqw29vW73W54vV6Jw7TP0/pXvi/QyRPI7mu1WuKjstmsgFcEh19//XUsLS2J72Tcy/dj5Z7XgzGWqqqIx+NIpVJSKB0bG5OWbC2Tjc9XVRV+vx/JZBKvv/467t+/D4/Hg2QyiUwmI9M+9vb2jo0xB4BgMIiZmRkUi0VEo1EUCgVpqaG4J/OQQqGAq1evwmw2Y2xsDOFwWNYt8yGtQDpFjAGI4Pn72boMhHfQtHRwOlCXyyULkugfEzMmubxpTp48KX3gRAtdLhd0us5oJ7fbjUQiAafTie3tbekB16qbRqNRtFotEdJiC0IulxP10EAgIErovIGp+q+tFrNvcmJiAqurqxJksG80k8nA7XZLnxAr2XRGHDdEZ8i+qkqlgsXFRXEy1BIwGAySOF64cEH6rhjAq6qKjY0Nqdg888wz2NrawsbGhiS5tVoN6+vrIvxTqVSEvtRoNARYOXXqFO7duyebgjZQ5b9aNJlOjYGeyWTCuXPnMDc3J/Rm9mkvLy/jwoUL+PznPy+9w9p2BoI8Wgp3vV4XVW9qWQCQnr6VlRW0222srKxIYmI0GmVqBgDZ9LhZsHKpqp35vOl0Gi+//LI4QdJhtfQ8v98vgmGkmvP4KBLGAJbJDI1iZewN56QJAHL9CKyx51ev12Nvbw+/8Au/gD/5kz+RBITXMxqNCm2Y/b8OhwO5XE56NkdGRo5Rr2k8F4rS6af/uZ/7OTzxxBO4efMmbt26hYODA9nUWMkkig5AaJNd++HsUdBUp9OJqJS2ykzFZ/pO+q2RkRGsr6+LfyHll4mwy+VCPB6H2+3G9vb2MSCQPaixWAztdluU6DnGU8ta4NQGqkmTEUGxPAZCXINjY2NYW1sTQVVFUaTqE4lERBFcm8ASfPR6vccEtJikceIIEzdOVtnZ2ZHqMcUi6bNbrZYwq7LZLK5cuSJ9ovS5tVoNCwsL8Pl8osw9Pz8vApOtVgvBYBAXL17E3bt35d5jQMwKDIM84KGuihYEcbvduHTpEm7fvo29vT2pQuVyOQSDQfzzf/7P8fjjj+PKlSsYHx8XhhXHGmsnvxBc4Log6ABAwBjSaLVilWazGUNDQ7Lm6P+43pg8cDrD4eEhJicnj/Ua87UEPSmUy79zX+aDwCbZHbyuwMN9g728ZN4R3KSPppAoGQo7Ozv4xCc+gT/5kz+RyQnUsAmHwzJqz+PxiD9kgrm7u4sTJ07IuXoUpOa9NDY2hsHBQWxsbODOnTuYm5tDPB4/NvXHYrHA5XIJKPzouOCuvXWjsCfbD0mH5tomQMa959HAnUxTCgS3Wi0RxgsEAiKkabVahaVAejZbf3p6egB02l3IKlxZWUEqlUI8HpfYkACSVnwumUyKDgDvTbJyLly4gP39fYkBOTXL7/cL81bLQOI9QFFvAgIElTc2NkTjw+12i4B4Op1GLBbD008/jUQigc3NTREUbDabWF5elrZdg8GAT37yk/j93/998Zdk2bIVp1Ao4Nq1a3I9WAijUCATcB4fGRf0J9oiCuMVMtUuXboklHmr1SojwG/duoXBwUF861vfwpUrVzA1NSXJKYtLvAcJHtAfamMb+v90Oo35+flj01E4ZSgWi8l55WsfBSPYDpHL5aQ9jHEQp7vwuvp8Pon5tDmKNjb0er3HwINHNT6sVivcbreMRmZcTV0yg8Eg+6fRaMT29jYURcHHP/5x/Nmf/ZnotLBNplarCTBDP379+nVhKS4uLuKJJ56A2WzGnTt3UKvV4PF4kMlkMDAwAL/fL60be3t7CAaDmJycRF9fH7xer7SKkcXLtnS20L7frctAeAdNe7NwhB8TNK2DBB5WtbVVl2KxKAJ28XgcJpMJvb290uag1+tFRHBwcBCVSkUqUENDQxgZGREK7s7OjlRn2F+WTCal+kcVaZ1Oh6WlJaHD+Xw+EenZ3d2Fy+USVgL71p1Op1SwSOOh0jOrUKr6UIyJarWqqopQVCQSwerqKvb29gR4sVqtMs5qdHQUExMTiMViGBwcxPz8vIzP2d3dRSQSQTqdxvnz5+FwOI6pmnPkJADp0WIF7t69e6LaTUFA9r1rr4+WKqZFg3l92eZAtVv2vXLz/eIXvyiifLw2PN+BQECCZeBhQM4KLQMKJh7UrdBuvo1GA36/X8AGOmGtunM+n5eRb2SL5HI5CSwI/nBtGo1GjI2N4f79++LIC4WC0MtZAWUSB0Dei73MNpsNJ06cQCwWO5boPKruzmMk+v+1r31Nqp4MUlOpFBYXF2XsnN1uFyo41XNv374tYkVU6teCP9x8mej09vZKkNZut7GzsyOJE6nJitJRU+as4K798MbrQEqgts9dqz6t1UqgH6nVaojFYshkMnJNKQzlcDikagB0lMQ5yrFWq2F4eBjj4+Oo1WpIpVJYWVmR1/b29iIcDiMUCiEajcJkMolIHStqbHdxOp0CWK6trUnS1mw25d53u91SxWP/Jqvh2gkqTBAZmAEQHQKXy4Xd3V0BMPhcs9mM/f19nDx5Ej09Pejv78f8/Dzm5+exs7ODZrOJjY0NhEIh5HI5adGikFiz2RR/yD2GQZBer5dpPhy9urOzI/c6fRCTYlJ1HwVbgY7/v3nzpozmYmW9VCrhi1/8IgqFAv7iL/4Cr7/+Oi5duoQLFy5gfHwcmUxGfAh9hVYwjS1Q9FFsDeSscvqKVqsl4A37drUVuHa7jWKxeEwHgpVDBu30vdq9enJyEnfu3BFdGra0cL8gHVc7xoz+kKyBkydPYmRkRAAPgvPcV7WBNgGDN/KHyWQSZrMZDx48EEYgJ94sLi7CZrPhxo0bCAQCOHfunIhzajUaCLQyoZucnER/fz/OnTuH1dVVLC8vY29vT6ptyWRSChl2u73rD/8KxiSQozPZQsj7kXsiCwJaNmFfX9+xNqp6vY5wOCxr3uFwYHx8XJJgspoqlQoGBwcxNDSESqWCVCqFjY0NiQ37+/sRiUQQjUZF0I7irAaDAbOzszL5w+v1olKpyMhw7pFLS0vY399HNpuF2+2WPv5EIiFaBmzZyGQySKVSAp5qfSETaQJkHIkIQIoZGxsbOHfuHE6cOIGBgQHcu3cPt27dwu7urojqhsNh9PT0IJPJIBaLyWhCtjzw3j48PJTJEBTSY+ul2+0+VlzQJuGsTmuBYP693W5jaWkJ2WwWe3t7koju7OwIQPflL39Z9MtOnDiB8+fPY2pqSkAabeyi9YU0flaj0cDe3p6M0qXvYpGKa0XbAqFdiyzmMKbke3P/pc8gkDExMYF79+4JkJjL5WR6FX0z9a2odaRl3trtdpw4cQKRSAT5fF6OjYCD9hxzf6X/ooYPQW+2Q87OziIWi8Hv98Nut+P27dtYXV3F4OAg3G43VldXYbfbRTiWrOd0Og2TyYTDw0MADwEZsnIePHgAq9WKvr4+YeQlk0lhzDSbzWNstferdQGEd9B4slndSCaTOHnypCTsDJApmMSKPRFH0rl1Oh16enrg8XhEJVarTkqEkH1xer1eeovYmxQKhURNlDQwjqqiwBYD33g8LkkmaZoMMFRVxeTkpMy0LhQKx+hCBoNBbsZ4PA6DwSCzWel8SMnifG6DwYCJiQn4/X584QtfEFonz0mz2cTu7i68Xi9cLhfOnj2LwcFBLCwsYHV1VRLagYEBrK+v4/Tp09LLOzc3J7RhAOLkWc3icZDSTHrWo/RiUqW1zIFH+2rT6TScTieefPJJ6YcmeHLlyhV8/etfR6vVwvLyMlZXVxEIBPDYY4/JZAVefy3lj05bS+Wq1+syvpIO1ePxHKOT8jxrEzQteq4oCvr6+tDT0yOVVW7OWjCjr68Pv/Irv4Ll5WVsbm7K9eUmw2CXTlmn08napOr3wMAAzGazqH7T8VOxl+ePm0ar1cLFixfxpS99SdYz0KH0bWxsyDq7ffu2sFSGhoYksfuP//E/YmVlBS+88AIGBwePBck8N/yOlUoFe3t7x3rti8WiCJwRTSfDggyVrr1901ZwqILN3u1Hgy6HwyHUQq6RQCCARCIh9Fyv1ysjmngvk83DoJPJKFu6CoUCKpUKQqGQVHntdrusP4PBIAmhx+ORSgTHaZnN5mO012KxiPPnz+Pg4ABWq1W0VPj3VquFg4MDKIqC3d1d6PV6JJPJY5U40mLJ0CAQ0tfXh6985SuyBgmqlkolbG9vS8vBlStXMDQ0hAcPHmB9fR2JRALNZhNjY2MybSeVSmF2dlZaMADIVB/qurByp+3BZ0WJwaterz/GZtD6AG1CTJ/t8Xjw0ksvIZPJiNjZpUuX8OUvfxmq2tEYeeWVV3D16lU89thjGBgYEOBGURTZ394o6AUejl8jCMzkiyKWvAba9+K9z33IbrcLu8nr9crIMq0/5NocHR3Fpz/9aaysrGBvb0/Wi5bpxWqq1h+ylzkWi+HkyZMwGo2y76bTaaFMk5mi1YRpNBq4cOECvvzlLwsrh61sFO4ymUy4fv26gEADAwMy7eMzn/kMnn76aXzgAx9AMBg8BqLStMlQu92WdsWhoSEZ50uGJEF4Ar5de/vG+4XxVzwex/DwsCRP2vuR61ML4GmLL/39/XA4HPD5fBIbahlFHo8H6XRakmaj0YhcLodCoYBSqQSv1yu95BROBiAFA/pCai2xeMEJC/wurOYODQ1JUYXMKe69HEm+uroqlVsmltR/0U40aTabGB4eRjQaxbe+9S2JLRg/UPuFGgwXLlzA8PAw5ufnsbi4KIWsUCgkegwU8ZudnZW9hQUtCjnyuNnWyMIefT/jEvpQVuZ5z9JnUBeLLSIvvviigMIcjXrp0iV885vfRL1ex+3bt0UvZnx8HFNTU8fYXsAbJ3H0cxyvzhiX+0s0GhVQWwuY0nfzWMmKYuxN9h8nQWhBhIGBAfz1v/7Xsby8jPX1dfh8PmnNYwJOQJxMXR6XzWZDT08PRkdHYTabRcNKG5/ycxiX855oNBqYmJgQhnSr1ZLikqIoEs+6XC4sLS3h7Nmzwn4tl8u4du0aAAig5XQ6ZToFHy6XCzabDWfPnkVfX58wG27cuAG73Y6hoSERSV9eXsbw8PAb6km836zbwvAOG4MCIpvakXC8iVlxstvtyGazEjDev38fiUQCPp9P6Gb8eX5+HlarFb29vRKwUYQpEAggFAqhWCzKGENu+FSRBiBVBbPZLAF7PB6XhJCVDgZkZ86cEbonR+CwT9TtdkNVVUQiEXGqFOqjsAw3B/bg83yQ9ru7uyuJ5/7+vgAMROkZ4LM6dunSJfT39+POnTuIx+O4ceMGFhcXRdSEIo7z8/PihOgUAUgAxGvEIJPHRXqhlvL6RrR4Ojc6vEwmg3q9LklHu93G6uoqABxjBcTjcdmQBgcHBVQioqv9HIpYKYqCUCiE0dFRUR1nIp5Op48JzpBGxgpYKpUS3QhSaBkAclPRsipIzwsGgygUCtjZ2ZFWGwJK3IAomEYRHa4FTolot9tCFWSFkxTuXC4njqlarSKRSODw8FCOgRs1EzPeMyaTCdFoFJOTk2i1WlJZJcL/2muvyVrQfi/t/+fm5nDt2jWEw2FEo1Ekk0m4XC5EIhGhGj548AAHBwdYW1v7iRDK+VEZQTD2gQKQ4IXXn9eZLQmlUknYQnfv3kU8Hkc0GhXxtkQiAa/Xi/v378PlcgmjilUXBsiBQEAqfaS4N5tNxGIxqX4QEGC1xOVyiSo/q2EM3p1OJ06cOCGgazqdPpZc+3w+0WSgnoPFYpGgh6N2KYKoBVRJbU6lUtLKQbYY9VIODg5EDNdsNsvYyYmJCdy+fVvGUa6ursJisSAajeLJJ58UX0QfSNop2TYEBpnAakFeLYVVyxziteN553Vlixr9djabhV7fmS5EQIAAcbVaFWFTzpRnkkLRPr4n1wmvmd/vx+joqLRBaEfbsUrPgJSMokajIfRXoJOABwIB2Xv53bW+giy6wcFBlMtlWRtMZLTit1qqK1snIpGIiNTSjxH8tlgswvJiUsbvyR5mVu94P/A9mNAQsOHkCa53r9eL2dlZ6HQ6vPTSS/D7/bKX8Hj5HSmEq00gwuEwLl68CJ/Ph+3tbczNzWF9fR3Ly8vHEpuuvXVjewGTPsZb3PO4fth3zliNa/vGjRsCelO3KJlMyrX2+Xyiu9JsNmGz2WT8aV9fn7AROH1GVVWhkXOfpW5VX1+fgAlnz549BjRyrOrY2JgAsmxHpU/zeDzSGsU41OFwyPsHAgGYzWbRuCLLhvcgqflMQnO5nBStKKSs1Yry+Xx48sknMT4+jtu3b2NnZwdzc3PCWOzt7cWlS5dQLpexuLgo78u2U4J+/I70hYw7eC4JDPOa8RiAN/aFFMNUVVVajnU6nYhasvrfarUwNzeHQqGAkydPwufzHXuvR5M4Hj8ZeS+99BKcTqcALUyc19bWhF3B88v3o4ghGSPhcFiAFe0EFrbY8Vz39PSImDvBKfpCrlsts1TLLiGbD4BMTuNxEDTmeWHckE6npXWXbDGtnhBzDWricH2w/XpsbEw0k0KhEObn5wVkTyaTxyb5DA4Oih6E3W4XDa7BwUGZ+sTJYpzg8H63LgPhHTTegIqiYGxsTKhhvCG0Ktecu7y0tCQOKxqNitPZ29uTBUoqJPtR2W5A6nwgEJDgKpvNivhbJpMRVXk6AgIA5XJZxpMRwVTVjrpvs9lEIpFAMBiU5JAUtnA4LJsOxXV8Pp9MaCDtUovoKooiCSDFx3K5HO7fvy9Uz4ODA+njC4fDGB4eFsYElfiJVA8ODkoPMjcTbliTk5MwGAyi+0BqP9kFWubB4OAghoeHsby8jGazCa/XK6MueR0ZMGn/1bIS8vk8bt26JZssnxMOh7G+vi7HxgA6m81idnZW+rharRbC4TCCwSCAhwmWFoW9ePGijPziBsDEiFM6eH6YrLGKREHK8fFx+Hw+mdpAbQ0m+1p6a7vdllnQ3Oy0lUF+DhkGbrcbw8PD6OvrQygUQq1WEwCNs56tVqsARzxPhUIB8/Pz2N3dxdNPP42lpSUAD2nJDCwsFgsGBwdFsA6ABMUrKysol8vo6+uDx+PB+vq6jBd9tG+Q84vJ+tje3paNniBfJBJBMpnEzs4OdDoddnd3/7P7iZ8U07ZrDQ4OwuFwwOPxSDLDe4NBCFsNqMJNAUGj0SjVAyY9rEBRkVlROmP3rFYrgsGg9BOzmhIMBpHP54XpRGHXSqUiM7yp2sx7sdlsHvOHw8PDwjCin/J6vUJn5Bp3u93CBmOwR7ojwT4eO49XOx6LySr779kmcXh4KCwEVnl8Ph8mJydFYG1zc1MqnefPn8djjz0m1GHSz7mP0M/wOkQiEfT29mJ9fR0OhwNer1fECbVAqra3XsvKUtWOPsE3vvENASfa7TaCwSA2NzcBPBST5X61vb2NW7duSRsL0BGnIrOEfpeV/maziXPnzgl4wEpZsVgU4UktM4JTgyjUOzY2hmq1inA4LEkc16AWxOX34zULBAIIh8NYXl4GgGMFAbKVWP202WzCrOjp6RHaN0fvktliMpmk2kyftLa2hr29PTz++ONYWlpCs9mUJIT+kD3tTCSpj8D+72KxKNTptbU1eL1eCez5HXm9CHawImu323Hu3DkEAgHYbDYR2FxaWkKlUsH9+/f/c7uJnwjTthoSbKTgHJkx2r3o4OAA8/PzktimUim88MILKJfLODw8lH27XC4jEAgImy4ej0tSZjabEQqFjrGMLBYLgsGgxIZs32JsRFHHYrGI7e1t5HI5hMNhmVxCKjjF6bLZLAYHB1Gv1xEMBqXPnaxYaq9Qc4vVfvooghesDOv1eomLuZ4TiQRcLhcURUEwGDw2GUnLFnK5XJiYmMDW1hbW19cxNDSEubk5FItFPP300zh37hza7bYIUAM4lvhSsJz3CRlJ1BYDIALM2s+mP3vURy4uLspEH/pCvp82NiT4sLOzg5s3byIWiwmYRz+pBSuAhwyPiYkJGYWtZblks1lsb28LM0VRFJkcQd20s2fPwm63IxAIyHNYWOP+CDyM4fn+kUgEw8PDEktxvTEGLZfL0ubncrkwNDSEoaEhRCIRVKtV5HI58YEEIdimzXylWq1icXER6+vroqm1sbEhzGZeMxasCMK3Wi1hiu3t7aFWq2FoaAjj4+MYHh6Gy+XC3NwcMpkMPvjBD6JSqciozTNnzhwTxHU4HHjssccQDAZhtVoRjUZx8+ZNYSJodSfer9ZlILyDRsdiNBoxODgo/TOJRALf/e53YbVaZfapzWaToCIWi8Hlcgk7oNls4s6dOyiVSqjX6xgeHsbExAQymYyopjII4NSCer0ugoMejwd6vR65XE4+hxtJo9HAwcEBNjY2JJmmwrTT6RRF6larhUQiIfoFBoNBaMB8T1LaotGo0La2trYQiURk5BSTQZ2uIwRZr9exu7sroxRpDIIGBwcRDoel54ibK/vR2TYwNjYmDINqtYqdnR309fVhcHAQZrNZ1KT5vmRDEEhg8ESV+IODA5RKJcRiMUGGtTT4NwqY+bOW1sm/kxbLoIGbJZP+bDaL/v5+1Go1SRK0goZEgtlC8mi/VSAQkGkTDDK59gDIdXU6nTh79ixGRkYkqGZvNzdeLSBC9Ji9lO12R7yITp1VAqrcj4yMYGhoCFarVXQRSM/mJsyxZRzRRBHOjY0NPHjwAHa7HXa7XUZ9ssIGQJK/3t5euTd4rET1vV6vVG6o2vvEE09IRZHXamlpCfF4HA6HAyaTSap13DDJsFlbW5Nr1rUf3rjebTYbxsbGJGnKZDLSs83JGtTnSCaTMktcURQZq/ftb39bVPOHhoYwNjYmauJut1s+z2q1yoi+jY0NAZcsFgu2t7el7aCnp0fomhTXYtUkHA6jWCxK6wRptPv7+9KzbLVahTaeSqUkKGq3OyrTDFIODg4QDoePtZsxaeQo3Hw+jwcPHoioFKuUzWZTqiAcpcYpFmzRINNhYmJC/GG5XMbS0hL6+vqkreHq1asi8sekmSAl2UVAh0mxtbUlgpLBYFCETYGHjKpHKbYEIUnR1/6dFHityC4BS0VRsL6+jt7eXgwODh4TcKXgH88J2+vYIqX9bF5XgiJaoJ66AmT2BYNBBAIBuV7ValVAIy2Vlp/LMbl9fX1C1Xa73eIPeS1NJhNGR0cFrGVykc1mBfClgDEDb/r8RCKB9fV1zM7OCnvP5/OJP2SCQGFDgqRkHDabnckdHMfocrkAAIeHhzIeV7v38VpxPWhbUnp6eiSQ5r3K/bJrP5xpdT5CoZBct3w+j/X1deh0Oql20qdQ5JXTWbhGv/GNbyCfzyObzSIQCGBqakraFWKxmIBC9K8Ulq7VasK029zchM1mk2oz0LlPqatiMBiQyWRgMpngcDjgcrkQCARQqVRkmhcrx9TTouBmMpmUBLG/vx8LCwvyGlZyuRfQnwSDQXg8HuRyOczOzkprgRYwHh8fx8DAgEwLYVED6BQHDg4O4Ha7MTU1JW1bjUYDa2tr6O/vx+nTp2EwGPCtb30LAKTwQv0SAFKw4P9VVZV2ZLbPATjGliC4R7+hZd7t7OwcK84oiiJAIh/alr6bN2/i9OnTmJyclP1T24al9Utkn5L98Wjrg8PhEGCWuQJfw6ScwAhfS0Yw8LCYxe/M51itVpw5c0aYclw7PGecYDQ0NITBwUGZ/sF2KJ6ncDgssSX9G0dprq+vyyQQr9cLr9crOhhkU5DFDeAYsyqTyci+Ho1G4ff7hQ1hsVhQr9cl3yKANzIyIoLdvIZshWFMzZjAbrcLM+/9bl0GwjtsRPiJygEdYaTl5WWkUinYbDahW7HX7PLly9ja2oLR2Jlfu7GxgZ2dHWlR2NnZkbFl2tnA1WpVxMQASBDDnrOVlRUMDg7C7/dLsESRQzo+onikALNqvLGxISNxLBaLJNk6nQ6ZTEYceC6Xg9vtxsTEBPR6PdxuNxwOh4wRCoVC0i/scrkwOzsLq9UqyKGiKBgaGsJzzz0nQT3pxnSU2oCUyd/g4CAWFxdFu0FVO3OHuRFFo1ERg3K73YJsamn4FAXieSmVSlheXhbnQZoUq/KPggek4z7KUmi3Hwp2MQklQsuAdWVlRSp+ZGbwfNDZJRIJqTJoUWYm/n19fRgfH5eNKJ1Oy4gbsjrIhqDQDSnQpAnTCBxkMhmhtFKkcW9vT4JwKtsPDQ0JfYzjLFmBI7uBgBpVlFkFbbc7qvgLCwuyue3v7wtgwk2GiQ2pbwx2KeCzsbEhFG+TyYREIiHUvWg0KqAJ0Akwtra2EAgERBiUiRy/OwEIVly79lcz0r21lHdWWufn54UN9ZGPfARDQ0NoNpsIBAI4c+YMDg4OYLFYYLfbsbW1hb29PTidTuTzeayuriISiaDRaMDlcolaMv2h0+mUz2brwPr6OtbW1jA8PAzgIUXdZrMhmUyKDgn9X6vVgtfrFfG8nZ0dEbliEM4km1UmvV6PdDoNv98vM9X9fj+8Xq/0aRI8Y3VwYWHh2FgpJhgXL14U0VXeR0BnHcfjcam42Gw2OBwODA4O4v79+9Kv3Gw2MTs7i1AohJ6eHkSjUSQSCblXCFYzwOS54n0AdBhCrBxqKcNM0nlN+Xwtm0kbyPI9tJoy9GVAp41paWkJAwMDImqp/TtbETiTPhAIiD8FHlKGOUqO70/AgYKFFHikf9JW9ZmkaX04202o8UNgnhoZTGwGBgYwNDQkY0tNJhOKxSIODg5kggH9lqIoMl+d340JEZlwQKfSSV/JPYaACrWNaNSFSaVSArxYLBbs7+8LmyydTiMUCh37fuyP1u5xPE5qYVy7dk30YXi8XXv7xniJelRk7rVanYlZ+XxemHbcrzm9o9Fo4OTJk3C5XFhfXxedA44JHRgYEPZIMBgU1o3NZpN73G63S3y3sbGB1dVVmVjCe5MimSzKkCnFhJPg0s7OjrQrRCIRWX+M1fb399Hb24vt7W2kUikMDg4CgIwg39nZQSAQQCQSwcHBgYyWJaU9GAzKqMTh4WE8//zzOHfunIBaZE1pe+/b7Yc6OoODgyLoCkAKcj09PYjFYhgYGJBxt2ybYnHFYrGIngljRoIMq6urx5ihjMXYxsZYg/+nj2Qcy/9rJ0c8ypDNZDJ45ZVX0N/fL0Uefp6W8VCtVhGPx1Gr1eB0OgX0ACDJeX9/PwBIbMnWhlKphP39fdGioJ/leaSAsZaVRV0o3v9WqxWDg4PSBtpudwTY+/v7MTo6Kiw5innG4/Fj4r0E0zi1QctM1bKTKRJL4W5t7E0Ah4yWcrks+QNFtnnM29vbAIDx8XEpdN27d0+YwGfPnpXJSbw/eV2Azr47OzsrAvJaUOf9bF0A4R00ikxxQ6azKRQKsrjL5TJmZ2ext7eHZDKJgYEB2fDtdju+/e1vi8COx+NBvV6H1+tFJBIRR0Kq2fj4OA4PD0UBlwixTqdDOp2W4IkOjL3z1DTQUugorMMgmM6Rs6dXVlakKg5ANiOdTie0pO3tbahqp184Go2iWq0Kza1QKODw8FAC12g0isPDQwSDQbz44ovo7e0VZW0CJdpxMNVqVfr4ScE/ffo05ubmpHKXTqexs7ODyclJ+Hw+jI6OipIug16+rza5J1VOS82l8XdaMEFVO+0PFA7j5qDth4vFYjJiTduSAEBodLu7uwiFQjCZTNIWwmvGGbnaXknt8Wh1JejkSVFk4FEqlbCzsyOoKwMMBqOsKuXzeTnXpG4xyDYYDBgfH5cxTTabTRBh9g4TcGGfLhF1AgyssLGCxd5qJjsejwexWAx37twR0RyCBxwbSkYIN1BS3XmuarWaaIQMDQ0JIMHZ8ysrK1LVI8VucHDwWJuPoihYXFyUa8xAums/nBHc4/VjsKVdb5VKBXNzc9jb28PBwYFU3PjvjRs3MD8/j8nJSRFj8vv90rNJyqvP58P4+DiSySR2d3eRTqePVf7T6TTK5bKsQY7uYs96NpuVcYI6nU6ABwDSJsR2g2AwiP39fXlPCvBpqxqcUU2KMKfLVCoV8bOzs7MiODs8PIx0Og2v14snn3xSWF2873U63TGBTwINFIMitZfVO51Oh3g8jvX1dUxMTCAUCslEC7ZxADgmsAg8bB/i9aI/1FJzCa5qq3EU7SLYS7AIgPhCrX99FLzc29sT4VztVINyuSzgDqs+bF+gD9PutfwbW5J47gwGg7SIEGzS6s/Qb9HvsqpXr9e/xx8ODw9L4hYIBOD3++Hz+SQwBjpth2traxJYU5eBbCctQK1tPyNQMTIygqWlJdlDGXjz+nDP4TkgCKYd3etyufDiiy9ieHgY5XIZm5ubAkoxAaOPo8/lsQCdEaLXr1+X51qt1mPV2q69ddMy68hoIujOe6/ZbOLWrVtYX18XEcvR0VFRlE+n01heXsbIyAi2trYwMjIiYsrUytjf34fD4cDk5CTS6TTi8Tji8biwmOiH6Hu1CTDBKq5PsiapS8LYkECbz+cTIdhMJiPMGrZ2kT1aLBaxtbUloAMZY4VCQQoDKysrKBaLwjbkmLyPfexjGBkZAQCpYtMYGwKQFgagM/rxwoULSCQSWFlZETbF4uIiLl26hGAwiP7+fgGAGWvwe7FgA0BiMgIV2kReC6zyvlSUjvBqrVYTCj1/z9f09vYKq0fbnsD79sGDB9je3hYBdu135nNarZbEf2ynok/QtkYwZmOLgt/vF80zCmVqmQaMschqZZzMGI/nhHvk1NQU4vE4XC4X/H4/gsHgMa0DvoYxOqfCkY3Gz+VDURRhvOl0OgGXOH0ol8sJsME2D64hAhaMLVgIoi/8qZ/6KRFvf+WVVwRAPX36tBRotd+TjFdF6eicKYqCg4MDaev5SRjz3W1heAft5s2bQsuiWAxF7ABIT+v+/r706QwNDQl9dnd3F9vb2xgYGEBPTw/6+vqkJ4m9uqzaEdnjJkQ012QyYXJyEjdv3hT13VKphN7eXlitVgQCAbRanfm0dCq8EWw2G8LhsAjQELnc29uTedcOh0OUnYkisn0hEAgIS4FtANyAuFmwl79QKKCvr08obaTRaSldwEMaGYM7bc+uwWDAwMAA5ufn5Xfr6+sYHBxEb2+vOJj19XUJYGlMPEgVJrINPLxpuLkS0CBi2263ceLECWmxSKVSUmWjA6aIFfAwWKZTByCUZE4zqNVqcLvdIuTHIF+v10sry6O9y3Sc3NS0z1FVFUNDQyKiyZFfW1tbotJOVWCyTOj0tfT9ZrOJ/v5+qXppgx3S5oji+3w+AWm0bSJsvSEdL5PJ4NatW1BVFR6PB5cuXcK9e/eObZZM5Or1ugRcDGI4Xqyvr0+SuGQyCafTiYGBAbjdblQqFdy9exfr6+uYmprC6uoq0um09LvzfLGqbbPZsLKyIpRDblBd++Htzp07ovbNVgYmtnp9RziRwlashEQiEQnqtre3cf/+ffT19Qklt7e3V6YouFwuVCoVqQrkcjnk83lJlLLZrNATX3vtNWFMsUecFeNGo4H19XXx3WwJoybG3Nyc6HcwiMhkMgiFQjKDnRVAi8WCw8NDWCwWOBwO5HI5AftYyaOmAkfhsmrChJTVSC1NHziuDQI8HHXFypzVasXw8DBmZ2fFH66urmJ4eBhjY2PiL6iiTTYCv5e2DUPrD4GHrVmsTFIImEH8uXPnkEgk4Pf7cXBwIP5QVVXMzs4eAxTohwlSAB3wfXNzEy6XC7VaTVgabI1SFEX2JPZDa8W2ABy7XxkIssLE4JW0fbbEMWkn+4p+ldUtAuwEHhqNBsbHx4XOzGCTtGQtw4PMK/pOsg20zAkmX9evX4eqdgQiL1y4gLm5OQFLea4AyDhQtoWxoEAxZU4eUVUVvb29MpqPOiJzc3MyH15VH4oME2Bm0ler1XDz5k2ZgsNE6r0eUP647O7du3JP87wDELCP99Le3h729vagKApOnDiBwcFBeDweHB4eYnFxEaFQSJiJfX190jdOcVcWCyioSb0CChgODAzg2rVrwnYtFovo7++H0WiEw+FAqVQSrRSdTictEIrSmVoyNzcnYBZZO5ubm9IuyedTeHB1dRXVahV+vx+bm5vI5XLweDyoVqsoFouwWCzY2dkREJ9gVl9fH9xut8Rmj7I8ge9tK+X92Ww2MTAwgIODA0kC6/U6lpeXceLECZw4ceJYbHj//n3xL0xo6f/4PC1bgDEhz4vJZILP5wPQ8cknT55EtVrFqVOnsLy8jLW1NfE7iqJgbm7u2PfgZzGZr1QqWF5exuTkJHQ63bG4lP5W265HkJxtoo+2pmnBEW2BRwu+tNtt0RzjOSBwoDUtKwyA6LxoY0MyHQDIugqHw7JXkyHI99Gy0vL5PG7evIlmszON5MyZMzKindeZIrxawPnR2JotZrVaDdlsFkNDQ5ITxGIxvPTSS7h16xYePHiAcDgsexUBemoUsTBG9jhbeVdWVtBoNPDLv/zLf0XP8O62LgPhHTQKzpEK6/V6hd5D4SOiZFarFRcvXsSTTz4poidElgOBAAYGBgBAeoG5Oezv70uVn9RZh8OBzc1NEeahkBcR0GQyiXv37uHcuXPSQzY4OCiJKAVTWI1ptVro7++XdohYLIaDgwOpAmlHw7jdbnGePp8Ph4eH2N7eRl9fH0wmk/Tn3rx5U6rdVMrmOSM1jtUkOgoinVqxP62KrN/vx/j4ODY2NiSQzuVy2N3dlapbLpdDT08P1tbWhM6kRa4Z0D1a4Qcgx8gAvVgsCjK9uroqs+PL5TLu3LkjUxgMBgNefPFFfO5znxOHx8qDlo6cTqdx584dOU907qw+aKcX0MmWy2W4XK5j1S4mIBQA4obB+d5LS0tCzXc6nbhz546ok/v9fkQiEakmsorFz9QqxQOQf7kJkQHAZIzADoBjc9f5GqPRiOXlZTlXvb298vi93/s9uT84wu7UqVNCReNGSiYLKXBsSdDpdIhGowgGg9Dr9VhYWMAXvvAFmbdMER/SOyl0B3QQcio0a2nj2uvVtbdny8vLUu2kejf9IVWZGdyZzWacPXsWly5dknF0oVBIRNxIa6d/o0I5/aHD4UAymUQymRQgE+i0PJGxkEwmUS6XkUgkMDs7i0uXLmF0dBROpxP9/f0SwNIfsMdSVVWMjY1Br9eLeB3HUrI/3mQyoV6vw+fzIRqNiqhYOp3G2tqagMHUeaG6dD6fl0kNALC+vi7jVulrAHxPAMhEhPcEAevJyUksLy/LvZZIJKSaNTQ0JGKQu7u78lotY0hbHeJnMfnnMfBn+sN2uy205JGREZRKJfzlX/6lTP95/vnn8dnPflY+Q8tG4XuSwkzQWVEUmZLA+fIul+tY6wKTWoKfPFYGx9rjr1ar6OnpkbGNZGKYTCbpDyetnFU6ghP5fB5erxeqqkr7F/cSCuFq6cW1Wg1+v1+quLyO2l5nah8oioL5+Xnp+SYFeHh4GH/0R38kbDMysahgz2qvwWCQ1i0eG0Gq3t5eafcgUNxsNrG8vAy32y3FBIIm2mr06uqqsA/IIuM+07W3bxxxrU1OCGRbrVZYLBYBevR6PU6ePImTJ09Ku6rJZMKpU6fw1a9+FYVCQURbyQpRFAXpdFruk0wmg0wmI4Ul3iP0h4eHh5Ksf+lLX8L58+dx7tw5SaIYQ7IQpPW7o6OjUoEulUo4efIkvvvd7wLoCARaLBa43W7pgedknHg8LiwyMnKmpqbwjW98Q5LOer0uYC01a4aHh4+1B2ir+YzbeO/Rf5vNZjz55JO4ffs20uk0zGYz8vk8VlZW8PTTT2NqagpbW1vo7e3FysrKsVZYfhap/EymWVTRfhYZoJlMRsDg/f19DAwMIBaLob+/H81mU3IDo9GI559/Hn/2Z38m34GFEhagCGxkMhlpL9YyHoCHoAOPheAUn1+tVo+1TdF4fe12u4w6JFDKdjZ+ntY30wdwz2AST+BFq1tFIzBJRnKhUDg2TpJ+XrvvLi4uIpPJiCaIw+HAwMAARkZGREuD64PXgKNBWZhkbEgtmWazKRNKgIejlCkWu7W1hXa7jdOnT8s14roHIFMfVPWhRoTP5xPG9PvZugDCO2gMJBjosWeHN6eiKOJwLl68iOeff15G3ZXLZWxtbSEYDMJutyOZTCIajUoLQr1eRzKZhMVigdVqlf72UCgkN7LD4cD29jZ2d3dx48YNFItF5PN5CVZv3LiB/f19GVvHBI9CiblcDouLi1heXsb4+DgmJydRq9Vw//596PWdEYc9PT1IJBIolUqihM4ghzoH7XYboVAIw8PDcDqdgux+5StfwcHBgVSJDw8PkUqlRNWUxnPFZFLbEkJHxopZb28vTpw4gZs3bwI4LppDcUjO3+Y14vNKpRKy2ayM0uRmpKXucePheEciz0tLS8daRmw2G4rFIux2O5577jkYDAZ87GMfg6IoEpDfu3cPd+/elU1AiwRrq1REkFmpIFjD8aCsuHLUHDcXbZsEK6LckBjQ3rt3D/Pz82i1WhgZGRGVY51OJ2uJoBIV8BmUJxKJY0E/RQcLhQJSqZRUOzwej0x/4DWjAM7h4SHu3bsnm38ymcT9+/ellYBVLmopUEHc5/OhWq1if38fi4uLx5B2BkW1Wg3Xr19HpVLB+Pg4wuEwVldXsb29jYODA1y4cEHmnbMiQAG1+fl5lMtlGAyd0Wqc48xEtGtv37QVbPbV0h+SYUJ67JkzZ8QfMpnb3d0VNk61WkV/f/+xYI59jtS/aLU6E03YRuDxeLC9vY2dnR1cu3ZN2ACHh4cSsO3v78NutyMWi8l6dTgcwny5fv06ZmdncfLkSYyPj6NWq8noWPbjHx4eioAZGQ0MhMkqisViiMVicDgcoiT9ta99DalUCgMDAxJg7+7uwuVySRWbFST6PAac9BMELFW1I3g3MDCAkydP4vbt2wA6lf3l5WVhI2Uyme8BDwAI042CV0yQtS1cBC2ZCJFpVK/XMT8/L5XtdrstI+LcbjcajQY+8YlPyLEzqL1x44aorWtpue12Z8IQgVsm58BDvQNWh4rFomgKMCnRniv6RzJWyIQxm81IpVKYn5+X/lhOTOCITrYQ8lpSE4bHkkwmj2n1MOGoVqs4ODjA8vIyfD6faPIoiiL0aCrO7+/v49q1awL8ZjIZrK+vC0DFlhu2yZACTAFFTlLitWbyZzKZMDs7i2g0ipMnT0qSyhGS+Xwe29vbwlBggEwA5P79+8Lg8Xq9qFarMm2pa2/ftMJ53OcBHGMtMuGZnJzExYsXpcLPvf3evXuoVCoolUro6+s7luQUCgVJ8jmlYWRkRNazy+XC5uYmtra2cP36dRF+TqfTyOfzuH79OtLpNHp7exGLxVCv1wWgADpr69q1a5ibm8PU1BTGxsZkusny8jJMJpOwjxqNBnp6euBwOKRo4nA4RAi5p6dHgFYmfn/8x38sbYVWqxWJRAJbW1uir0QAD8Axv8SEX0uFJ/DH3vZXX31VGFlLS0uYmpoSod6NjQ0BxdiCWa1WpbrPVkh+LvctVtyptUJQqFgs4vbt2wLEWiwWxGIxbG1twel04kMf+hDsdjt+4Rd+QXIBAHj99ddx79498SecYkCwhD6frCctI5e/IwODPlorTqgtivDcAJDn7O3tSQsdmazaFgO2drANhkZQ/9E9QztqfG1tDQsLCwJa9vT0CFjJ/d9kMuHg4ECYWARBGJt+9rOflTyG4ABBEAKbHGPP69RqtWC1WmEymXDr1i14PB6cOXNGdGrMZjPGxsbg9/uxtraG73znO5iamkIoFJL7kgAy8wWeOxaE3+/2XmecvacABN6sWsdgt9tRKpVEqIVJC4Bjoh2JRAJPPfUUrl69isPDQ/T09CAQCGB/fx9bW1sIhUJIp9PyO5PJJKKDnGvKebmkCjcaDSQSCTSbTRHzGhoaErpUsVgU7QNtYjYxMSG9U5lMBleuXMHy8rL0APMYiGjTcaRSKan+RqNRqRi12x1l8ieffBKvv/46jEYj4vE4CoUCenp60Gw2sbq6ivHxcZmgoE2eHQ7Hsd4zBsw+n08CcM5ep+MoFAoIBALyPbTaB3S0qqri9u3bUqXiBsUAlBV7Hg9RVwByjRm8kV7LDeDSpUtYW1uD3+9Hu90RVbx8+TIODw+xu7srauo8Ro6sYxCnnQnPyh03ularhXw+L+OXgE6ylslk4Ha7j1HwtYF+uVzGlStXsLW1JT2zqqoil8uJE45GoxgbG4PP5zum+eB0OkWciYAEhdpmZ2dRKBTQanVGPNHBko1ANNlut0vCQNR5a2sLu7u7+PVf/3UBqnh9OUqM391ut6O/vx/JZFLABiYRfr8fLpcLhUIBr7/+OhKJBCYmJvDEE0/g8PAQh4eHWF5eRqlUwujoKFRVlVGpXH/aYORRql7X3r5pVbq5DljFYsVNVVXxjwyYW62WiL698sorSKfT6Ovrw9DQkIxZJV3b5/MhkUgA6PTak1YaCoWO+RFScykg6/F4hF3F6ix7hdknvLKyAlXttAIpSkerI5VK4ezZs1hfXwfQGTkYCoVkfJq2zSmfz2N4eBjNZhM+n0+CTFVVMTw8jMcffxy3bt2C2WzG9vY2MpmMaDtwvC5BVK5Do9EogQuDO9Khqdp/6tQpET1l+1OhUIDf75e2KIIBTE7oDxlsa9sNtGwEbf8+AyxW4hVFwYMHD4QNQf2ZJ554QkQkA4GAtJvY7XZks1kkEgmZakE6KXUFtDo1bJNjQEyRRL5fKBQ6FvAQyNcCnsBDPYl0Oo3z588LkE19Cra2ESQ/c+aMCCjynHk8HgE9AQj76vbt27h79y7S6bRQabWJGPuVOdHo/v37ApI3m00sLi5iZWUFv/qrv4pvf/vbcrxaQJWMCu6LPF6C5LyfstksPvvZz2J7exvnzp1DLBYDAJlc0mw2sbOzI/3LQCehJfuA54zAg1YQtWtvz7QJGwE0ttEwNgQge6xerxdQr1ar4erVq5iamsLrr7+OUCgkI413d3cRDodFByYej8Nut6Ovr+/YeHAq0HMdcvIMWyfdbjfGxsYkdmRFneLZ8/PzMBgMMh2AYBILRXfv3kU4HBbRbPp36olUq1XRjRoaGpLCQLvdxujoKF566SV861vfgk6nw/7+PlKpFLxer4BZly9flvOmjQO165Fxm5ZFcebMGaTTaWEeUv+LbZlawVYyMggSbG1tHSvy0N+ymEOwmDEzWQbDw8MIh8MyRjEQCEjbnV6vx9mzZ5FMJo9NG3v22WdFR8xmsyEYDAojReuLGeNSD4dgAZkEDocD+XxeRoUydqSxis51QF/I48nn8/K5WtYRp+NQw0Lb5sv3py/0eDyoVCp45ZVXcPPmTZkQwjHLZrNZ/BlZpFarFQsLCwKac23H43EoioK/8Tf+Bv79v//3cl8QTAUgQIEWgNZq+zCe+PznP4+9vT1cvHhRJig1Gg34/X4pNszOziISiWBsbAwApLjLnIHnk+vv/W5dBsI7aLy5CRQ82oOkpddoFx97de7duwen04menh65Cbe2tqRKls1modfrEYlEZFNncMTghyqyn/jEJ5DL5RCPx/GXf/mXklgnk0l4vV5ks1kUi0UMDQ1JIBgIBEQPgU7B7XZjdXUV2WxWKhGkTHm9XhER45x1m82GqakpEfcicqnX6zE1NSVCQAxIyF5YX1+H1+tFOBwWyicDQFactD2hiqJI0tpud5SmSV0LBoNwuVxwOBwwGo3IZDI4ffo0dDodlpaWRFVai2Jre7H4N7YtaJFY9r+FQiG55hSKZHC5urqKhYUFCQrpcHw+Hy5fvozvfOc7cLvdGB4eljYUAgpMQlhlZcJB5JVja/iePE5WT0kFI82L7QAULbx58yZGRkaQy+WQSCTgdrsRCoXQ29uLaDQKr9d7jF6r3XwoUEbNBDJjCBQw0a9WqyiVShLkK4oiAA/PLY+f6/Izn/mM3BekOVPLgGAI/z42NoalpSVh/AAQbZBIJAKdToednR0cHBzg1KlTOHnyJM6ePSuMnOXlZaG12+12zM7OCjBEcSmdToft7e1jVfSuvT0j04DrVAskEMBkkMtgSKfrCMDeunVLAJ6JiQmhszOoMJvNyGazAjQ5HA4UCgVJolhNCgQCcDqd+OQnP4lsNouDgwNcvXpVkrJ4PC6tBuzVBSDrj4EYq1putxsbGxvI5XIy5lRRFLjdblFM1+l0Qo01mUwYGxuTYInv02w2cebMGWSzWWmvoo+r1+sSQJMRRL/HBFTrI5ngFwoF6HSd6TKnTp0SYMDhcKCvr09azXZ3d8Xfra6uHhPa5efwWmgDCK0/4L3I5Dcajcpr4vG4aDxUKhX84R/+IZ5//nnxtWxJikajePzxx2W8G9tQ0um09OOTBcYkmRRb+hD6Kq1+Cx88ZlbUtOAg+78PDg4wPj6Oe/fuCWDMPXhwcFCAVK5hrgUAwjpj9RiA6D8AEIYWWz0IltHHcb/gd9GKxX7mM5+R92TfNdcQgTgeQyQSkVYerX4FQSNqu5w7dw7nzp0TJoaqdjRo2ObCEc7z8/PSIsH9DeiIKnZFFH84e1REWZukAZB9k/6EezkZezs7O9jc3EQwGITb7UY+n8fBwYEk65yeMDQ0BIfDIfEdaeQGg0FA/I9//OPIZDKIx+O4d++eFHr29/cxOjoq43FjsZjEV/Sj2n2bzNHFxUXxLara0RohkwwAQqEQtre3YbFYZJyv9p4yGAw4e/Ys4vE4Zmdnj7XJ1Ot1zM7Owmaz4ezZswJgalsNtHEb/SLjE5fLhbGxMWHn+Hw+ESgnA4jx+tbWFg4PD8VHa6/Xo+AEALnvh4eHMT4+jqWlJZjNZpw5c0aO4fbt29K+Wq/X8eDBA/T09MiaIBvJbrfj4sWLIlAdi8WOiSFqgVAymbRAgnYyi5axpm0/AyDHzj2YrWjUkSJbmHsO2VRs7eJnsu2Wcal2LCcBgnQ6LdpX1A4gkxfoTJphQq7dd7RtaEDH//3hH/7hMcFZthcy5mw0GtLuwz1L26pM4XW2142MjAjLh8fg9XoRDAaxtLSEubk5absgMKLT6YQxQ5bI+93e64DxewpA4OLViqtw1i5v9EajgcuXL8uc+kQigbW1NdhsNjz99NNCxU2lUlhfXxdF8WAwiFgsJhUaotM0Vr4zmQxSqZQk25zi4HK5cPnyZanS7uzsIJ1OI5VKwWQyYXd3F2fPnoXNZkMul0N/fz8qlQqCwSAGBgawu7srwf3+/j4ODg6kmmy1WjEyMoJyuSzIsrYvlEwFiiVGIv9/9v4zONLzvBZFVyc0OkegG2jkjMHk4QRRTEOKIqlEiZJAS6YSadKypLvLO9w6depW3bp1f51T5+4627K2FRyosmSKgjJla0tUoiTmGU7gzCCnBroboXNuoNP90VoP3gZpW6RkW6TmrZqaGYTur7/vfZ+wnvWsx49QKCRUX9KVAaCvr09obOzbo9AhDQYDOZfLJaMBqeLLkZXpdFpGTHJcUiwWw8jICGq1mjgKNdBUKXK8t6pB49fUij7Hnqn9c9VqFePj41hZWZHgnAE620cIQACAy+WSsZZsAyHKSyelCs2w75dOhXQ2FTVm7zarl9FoFKlUCmfPnsWVK1cQCARgs9lw9OhR9Pb2Ns3Y5VKRb622IfRENgfFaxgcMNGno6bjMplMksjwflK4jVROrVaLRx55BJ/73OdkvCQZFW63Wxw4q7sulwtjY2NYXFyUBItny2AwoLu7G93d3VhfX8e5c+fQ09ODm266CT6fD6FQCFqtFsvLy3A6nfB6vZifn38FVZAiU9c1EF7/4nlSbZXVapVnRjDy1KlTOHPmDHQ6HaLRKGZnZ1Eul/HAAw9gZmYGNpsNQCOBYb9qR0eHaGeQccTKEZNG2iuOo2XC6fV64XQ6cfr0aUnSV1ZWEIvFpP9ya2sLx44dQ0tLi6gu1+t1dHZ2wufzCfMolUohGAwiHo9jdXVVgrm+vj45e6pCNvcYgxmyBghaAZA2MCo/E0BTK4hqAM2963K5kMvlEAwG8eSTTyKXy8Hv9+Mtb3kL4vG4UG07OjpQqVSwtbWF8fFxzM3NNY3K5Wvuf44AmlTHafNYbeQIWNWmspUrl8tJQg3stU64XC5Uq9UmtgGZGlqtVsZyZjKZV9CU6WMJVqrXrJ7bYrEobSMMjqkKPzQ0hEgkIgJZAwMD6Ovra5rOoII0TPq5l5PJpGgB6fV6dHZ2Ymtrq4kOzWshAMyWHDWB4j4hIPLwww/jf/7P/ymVa1XETf3ZQqEgrD9O+VDV6u12O4aGhqR9LZFI4IYbbkBPT4+cE7IbNzc3kclkcOHChSZ2C9szCHxdX6998XnQD/LccC+n02lUKhWcOHECJ0+elMSNo/rsdjve+973SvsUp1olEgnk83kMDAygt7cX5XIZqVRK/HCtVpPKMUVS6WP1ej3OnDkDi8WCzs5O2O12VCoVKWpwjO3GxgaOHz8OrVaLeDwurFEKcw8NDSGfzyOdTmNpaQnb29vI5/Pi64eHh4XizmIVAUiV6Wez2dDV1YWlpSWxmTpdQ1jvxRdfxM7OjozbY7JKwFiN0VRNl8XFRfzoRz9CKpWCx+PBjTfeiOXlZZhMJqHUZzIZhMNhjI2NoV5vTPNSixMq60GNGVkcYn99rVYTf7SxsYFgMAigUZFXk9n+/n4Z00owpl5vaGFw4prKrOQ1AHsJHVuNyKizWCxNU4RUW8j3BSDFPFUjZnNzE7u7u+jt7ZWkXx31zpyGbFbmMiza8Zr4b4ILjA3Z6qHuScZznKDFz0QAiP6FgPHHP/5xfOUrX5H7bzab5feZJ+zu7go7j7Eo9wf34djYGIrFIiKRCH71q1/hxIkT8Pl8Arp0dnbCYrHIVCjmHsBeAU1t73izrzf6Z3xDAQhqjyo3JI0gUbuhoSEcPXoUGo0GKysrooTPfkz2sBEVBPaE7dxutySL9Xpd1MCLxaIIhLGSxmoSEWF1Vjrpsuy3ZJKr1+uRTqdhtVqlx9dkMsnIR6rrdnZ2CnqYSqUkya/VakIBYiWYxmp7exuRSATj4+Po6+sTMTMGz3q9Hmtra1hbW8Pi4iIGBgZw0003ifCaOnmBqCeDUYrzVCoVbG5uiqaBRtMQ4nrb294mlOd4PC7ValbHgT02ghqUA5AAUu1Bq9frwjjg87XZbJIEbG1t4Qc/+AEOHTokLAtS+ci8sNlsYvCdTqcoIPP1OM+bCC73ExMvlcZMQInXzwSF9DPShJPJJH7605/CaDTi8OHDGB0dhcPhaEKsudRqFtFqk8kkgQZbQpjUM0immBmfO+8hWwX0er2MW2Ll2Ww24/vf/75UIdlrRsdCsSCVjmexWDA2Nob19XVsbGyIYScQQyaMxWLBwsICisUibr31VvT390Ona0zgIDWTjovXB0B6n6+v179Ue7ifEs9KRE9PD8bHxwXEjEQi0OkakzYuX74sM8Gz2awo88diMaTTadEkYJ8tp6GUy2VJmLe2tpoCF7V9ge1V6+vrwk5YXl4Wu6vX60WwzOVyIZPJwGKxoFQqiZI0A91IJIJisYjNzU10dnZKUvvyyy/LyCc16U+lUlhdXcXIyAj6+vrw85//XN6LwTFHoxmNRvT09GBwcBBWq1XGO6r3VLWHoVBI2B2rq6viY4BG8HrrrbfC7/fLeF1SWsnC4WuqrKxXq8CzFalcLkvvM7+mikz91V/9Fe655x6hhbKKl8/n5XlZrVYAkMqn1WpFpVIR0INJA4EiBpasiLFypgb4tFu0MdyPrNxWq43xcUajESdOnEB/fz+cTqe8DsFj9X6olWT2fbNNoVKpwG63y88R7GBCo14b955WqxVWGd/TarXi+9//vrRlsV1Lo9GIwCiBYwBSRTObzYhGo9K2yKlLNptN2h+Wlpbwwx/+EKdPn8aRI0cEkKJe0DPPPCMANVt7GEuoOkHX12tbjFv43IE9YJUMld7eXgwMDAggWq/XBazs6upCKBRCOp3G2tqaCMtSZNRsNiORSEjlmAUD/ntnZ0cSe8aQGo0Gp06dgsPhEDBpc3NTxi7yfLGyTVE/TjPhvqP/dDqd6O7uRjAYxM7ODjY3NxEIBKDT6eBwOHDp0iVpgSUQxkr1/Pw8Dh06hLGxMZTLZWEsUng2n8/j+eefRzgcRldXlwAfKotHjTf4eYLBoFTrw+EwnnjiCQANMK+9vR3vete70NnZKey1QqEgbcc8X/v3PG0C2RgtLS3SwhYOhyVxjcVi8Hg8GBsbw9raGjY3N6WoceDAAbnmarWKdDotWjoc3c2Wh/3vy5ZQ+jmyLViQe7UEV63KW63WJlvIMcWcoEbmKxf1eDie0WKxCENMBQ8IwrIwZLPZmlimtPt8b4IqjBmpa6CCG0ajERaLBV//+tfR1tYm+9hut8soeL4m21w1Gg3y+TxMJpP4t/7+fnR2dkpLNEeTP/XUUzh69ChGRkbEXttsNgG0OTaSe5w+RWVIvJnXdQDh33FxI+t0Ong8HnR3dyOXy2FzcxMejwdHjhzByZMn0draiueee04OOlWbR0dHsbS0JAawVCohGAxiYmICt9xyi9AJ8/k8isUilpaWhH5Ng6z26ZP+zj7GcDgMh8MhBoMBVKVSQWdnJ8xmMzKZDIxGI7a2ttDR0QGdToe2tjYBK0qlEtLpNBYXFzE4OIiBgQG0t7dLlZAVufb2dkkUWNno7+8XZNXlckmlplZrzMq22WwIh8N4+eWXsb29jZ6eHhw8eFB0FphE8v7Y7XZp8VBnGZPVADQopRcuXMBb3vIW9Pf3S2DN9gai4sBewLl/qegze8bUkVasNBFEAYCDBw9ibW0NAwMD4oDp7AhmsBVkeXkZqVRKEg0KBLL1gIk60KDFxWIx0Uug46CxJWqr1+tRKBRknFMymUQoFMIdd9yBn/70pzIRRBVJ5GfdnyjwMxmNRukzpiDR/Py8OHkATewTBkustLD33el0SnLA17/33nvx1a9+FfX63nhFOlYmaapgkE7XGAM4MDAAs9mMcDgMg6Ext5gjq8h20ev1iEQieP7553Hq1Cn09vYKqLK9vS00QTpiAALcXA+YX//iGdRqtXA6nejq6pLefI5oOn78OJxOJ55//nmpOpRKJfh8Ptx8882YnZ2VWeJ8ZgMDAzh8+LDQCAuFAkqlEpaWljA9PS3BIas0rK6bzWYBENgvTBVz7rErV66gWq1iaGgIZrNZAFLq0jCJ47UwQA8Gg+jv78fo6Ch8Ph88Ho8EhaurqxKkUxgqGo2ir69PKvfd3d2Ix+NyDtk/vLS0hFgsJlNEKLDIqohK47Xb7YhEIjLNgP6AWiEajQbz8/MyOrWlpQUXL16U4JBJBc+7SoFVA9L9Z4KClmqwWyqVUCgUUKvV8JnPfAbf//734XA40NXVJYE3GUpMTnlmI5GIaLyoSvBarVYqYaqmQDQaFcYVF0FR2jIGxNvb27h06ZKMBevq6sLi4iL8fr9oyuxnoPFvBr38GQIbDCZXV1cRDAbFHvJ1+LsMlNXJSmazGW63Wz4XW9fe97734Stf+QoAiD0kWML7wSouQRuCBSwEEKglG0Kj0aCrqwubm5t46qmnkE6nZepJsVjE8vIyZmZmpGJIFkalUvmDUBz/t1wqA8nlcqGnpwe5XA6RSAQ2mw2HDh1CX18fWlpaMD09LQLVrEI7nU6MjIzIKMSdnR0R3R4cHJTCQrFYFEHu6elpZDKZJiFEMgPo9zc3N4XFY7VaEYlEADT2zPT0NGq1xshq2ke9Xo9YLCZTvBg7cOJXPB7H1tYWPB4PhoaG0NfXh/b2dgFJlpaW0NbWJq2C29vbiMVi6O/vF5vX09Mjo/Oq1arodYTDYTz99NMy/vvkyZNNMdyrUfep88BkXS0KBINBPPXUU7jjjjtw6tQpvPDCC6ItoraI8rkxPlS/VqlUMD8/L9PJADRN1WEMs7y8LOwTJr4+n0/iJrIIyNAgOMRYhqxNvq/ZbJb2I55zPhuyFrgIMO9nPMViMSwuLsoYUI/HI4xk+g3aLaPRKGPcCS6qLakEjQm6Li4uCiNPBVFVNgeAV8SGjPvYGletVpFMJvHQQw/hO9/5DkqlEiwWi2h08PkTwCBLgnuGPmlwcFA0Dxgjd3d3I51O4+LFi0in0zh48KCwcxifUxOHtpbsWLJG3uzrOoDw77hqtYZ69NDQkAh1ZLNZqeoPDg5id3cX0WhUEETOJK/Vavj5z38uFd56vY7l5WUMDQ3hrrvugs/nE4SZhsjtdqOzs1OSflZneGjYs6RShtxut1RgWMmgUeTYHHUeLqtUVH3e2tpCJpMR5O/2228XAUGj0Qi3242VlRUMDg7CbrdjZWUFJpMJgUAAq6ursNlsQvn0er0CnjCwpIAZE96xsTHo9XpkMhk5xLw2zjlmOwLQHFCzB5tJxbFjx4RapapJq45CTaT5TJmks49W1U0gZY5aEERl/+Iv/gJnzpxBV1eXBKYcYWS1WkVgjAY0kUggmUzCZrNhcHBQmAxMXihAQ1qzquTMZ8weYfa4EngwmUyIxWJob2/Hd7/7XbS1taFQKEiPLD8PP6/6twrYqPcql8tJn3pLS4tM8sjlchJQazQaEQ8CAJvN1sREIDPBYrHge9/7nvSQM9Erl8u4evWqBE9MBNTrNRqNTSr20WgUNptN+kKtVivcbjc8Hg9mZ2dx4cIFlMtl2ZtMtBiY8/r49T8EoZx/y2Wz2TAxMYHR0VH09PQgmUwikUjAbDZjZGRE7A6rsIVCQWigzz77LHw+HwYGBuByuXDp0iUEAgG87W1vQ09PD9LptLTpMOHxeDzo7e1Fb28vdnZ2EIlERBDuyJEjEvxwhjqZPqxUEBhkFY5aLwRh2TvPNqloNIpEIoH19XVUKhWcPXsWTqcTra2toiuzvLwsQBfH7fb29mJ1dVX6ktmaxuCJVM7u7m5Eo1GEQiHE43FJMkhFVen1hUJBFPx5/lRtAFYUn332WdTrdRw8eBAOhwN+vx+xWEx+Vj3rqgYLsGcXGOQygCMgTbYdgyyj0YgvfOELUqVra2uTKn+lUpH59bSvFotFhIP5TDmnnhTsVCol7VScksJAnNfNe8LAlPYwn8/L/ioUCjh37pxcQy6Xk9GGtO8qE4trP6DMffvCCy9gcXFR/BiDcJW9xhYGVd+BtofBr8ViwXe+8x1hDdIm0ea63W709/c3Bfr0iVQWj8ViyGazEhvQP9lsNqFInzt3DvF4HCdOnBChPlbFCRqoAT2A6/bwdS4WlSYmJtDT04NAICAToACI0OHW1pYklsViES6XC06nE5ubm1hYWMDAwAAcDgdmZ2dhs9lw6tQpBAKBpvfSaBrjmQOBgDBPyPZhvNLV1SW+lPFYIBBALBbD9vY2stms2JBsNitAg9frlbNHloROpxNx22Qyifn5ebS3t+Ntb3ubVKG1Wi18Ph8WFxcxNDQEq9WKpaUlGAwGBAIBzM7OwufzwWq1oq2tTeLYcrkswqstLS1IJpPY3t5GKBTC8ePHJTlljMtVr9dx7do1YRrRlgHN09KuXLkCo9GIM2fOwOl0YmhoSABfTlXgzzLx5uszDl9fX5dx15yawkQ1Go3K6GI+p0cffRTvec97ZOQlgWXG6yysUEOG51wFMOr1OjweDyKRiOg18PdU8JJ7j0AmbSMLPF1dXTIGMRqNwuVyoVZrCACzTZZ2WdU14z3gflP1CjixY3l5GfX63qhbFjoZJ5Odq9VqhQlLIJmxPmPBJ554Ql6Ltun8+fPw+XwC7KtTKfi86NuoFaJO96E9Hh4ellbxiYkJaDQaYXJrNBopYFKcFkATgPJmXr9LDYTJycm7AfwFAB2Av5mamvo/XuVnbgPwPwAYAMSmpqZu/W3e8w3lrcbHx+H3+6XKyQ1MI5dMJlEul2V8DXt9XS6XGPClpSXZtG9961thMBjg8XjEQDEg4cZnYp7NZqUHTqfbG3UWDAaRz+cRCoVk+kE4HH4FXd1utwsNkoEHA+eRkREBPVRxnnQ6jWw2KwEJ0TuOiOrs7JSK9dWrV5tGMFI0jIeYVfP29nYMDw9LohGNRoUtQFAAgARpV69elRYIVXCGzodGl0HU3NycVMYYFKmVNVZz1IRapX8xKGfArBp1FVj4yEc+gqeffloo2WxTYFCcTCbh9XqlzYLJDu8dR655vV5RsWXfGYAmihnRelYBOzo6JOjj52afl91ux4ULF2S8pd/vF3RbBUVU56AGz/w/W1I4e5zjlrjv1NdT++YI8NDAE8l917vehSeeeAJarVbEmhigkLVSqVQkoKUzAiDglc/nk1YeUgupzg40UOhUKoVf/epXqNVqiMViTUwStb/XZDK9gkJ4fb22deTIEbS3t+PEiRNiwywWC3p7e2UOOlkArH6oyX1XVxdWVlZgsVjgdDpxyy23oFgsor29HUajUSiKbAeiWCBtBDU6br/9dqFfk7LJvnFSiFV6OdAQjyWdnH3F3NeBQEAmyDAJqFQqIhxIdW6ybRKJBCKRiAigtba2YmZmRlqSstksDAYDxsbGUK1WMTs7K9X5rq4uGZubTqeRz+clcQfQdGZZveRMcyb0AISKTntGNht1bEj5ZUDH12U1er9dAJr1EPh/BmZqAv7AAw/ga1/7Gra3t2VSEGfFE6yh3kGtVkNbW5sw11il5DQch8MhiRCBQFYf9z/Der0u0x4INGm1WvHLuVwONpsNkUhEwHwyRVRqNF8L2GtpU+897WE4HBaBWZPJJOwv3nP6ZrZ/qUF9vV5vGk1777334oknnhDfAUCYh2R3cI8TKOFrUaPGaDQimUyKDzWZTKKnZDAY0Nvbi1gshn/8x3+EwWBAKBRqet58T1asuY+ur9e+brzxRjidTkxMTAjgz2kyfE6rq6vShscqKMdR5/N5SfZcLhdOnjwpjFImmEy+DAYD7HY7Ojs7sbGxIQAd/Rv9MFtLSYPnSEeOwuO54phUjrcl45P97rTpnCJA6ncmk5FpEWphIxgMIhAIiGj0xYsXpQCRz+eF9erz+RAMBiVOsNvtSKVS0n7LljImzIwVKEZKEFdlbKltOSpjOJPJYH5+HoVCQWIaAh5ktBLY5dlgPAhAquCqLeS5YVyZSqVQLpdx//33Y3l5WabsUPibDIydnR04nU65TrXiTwCgVqsJW5UFne7u7lcAHSrlPp/PN8U4Wq1WAHI+Y9orijJyEgfjahVM5nUwpmccRRCKrbitra0yBYmAFbA3ApLMKy76b+5po9GIu+66C//0T/8k10RhQ+opMT9i7lMoFKRo2tHRgXw+j5mZGYyOjkpek81mJfYNBAIoFou4dOmS+BSCNmzpIuORn+s6gPCbr8nJSR2A/wngTgAhAOcmJyefmJqamlZ+xgngrwDcPTU1tTY5Odn+qi/2GtYbCkC48cYb0d/fL8rNPFjZbFaqbgxQSL2cn59HPp/H6dOnsbOzI703nE/PsU3ZbBbhcBiXLl0SoSSbzSaG1ufzSQJPQ1AoFERQp7W1VSj27OehmBbVzNnPyYSsXm+oRs/OzoqzYBWZhyeRSIiDUANKzgXXarVSaaMR5Otks1mhX5F+ZjQaZUoAqXgTExNNs2czmQzy+bzoGfh8Pnk9NeGjPgQRdgpxMVBWA2Iim6p2BLAHLpBezaCcARWDZho9ggrf+c53xDDSual90HQwPp8PuVxOVLZVmir7dtfW1pDL5WC325vEF2nAiXoz8KMaLZ38zs6OKMxeunRJxvyoQM5+hFv97PvZGWx9oQotAwYyWtgrxtcmRZkUQu4V9uwBwM9//nMYDAbEYjHpKVapaUDDWaytrUkPoN1ubwKU+PXNzU0kEgmZjU2E3mw2y55fWFiQPc7kUg3oCaZdr7i9/nXnnXfCarUKOMnKNNCYBJDNZoXCzpn2wWAQ9XpjDGq5XBbHDuz1YjJgikQiuHDhguwtu92Orq4uqQSxpWe/kK2a5KpTRA4dOiSCWt3d3RgYGIDNZkNHR4fMPC8UCiIoy6CawYRWq0U0GkUgEBCWABO6y5cv4+6770ZLSwvW1tZk9jXHfLGlCGicu0gkIn3GExMTIvCYTCbh9/ubGEjUvNna2kKhUEBPT09ThRBoBM4UyCLdlAwOJvDsAaV/IgtofwUeQBOgy8CZZ10FU1k9qlQq4rtOnTrV1DKgAsMclVmrNUY5Ut+C9p9MBtoWj8fTVFXjddJWl0oltLe3C4DA6jrFyjjalWKO+xMOFWjf/z7cA9VqVSYVAWjyv6z0qXuSz4z+gQkP7aFOp8PPf/5zYaaxGspnZ7FYoNVqUSwWEQwGJSlimwMXK8bUp+BzZrshmYHhcBjz8/NNmg0Amp4LK4L019fXa1u33367JO46nQ6RSATRaBQ+n0/GFlJ3amVlRZhZyWQSN998s4z8o1YJ7V9/fz+KxSKSySQuX74sWlAsSLE4wfNDwJT7jmdWo9HIWWMMxvYvv9+Pnp4emRbAvctknXETlfGBxt5LJBKiKUB2l8ViwaVLl9DT04PW1lasrKyIaDTPOUXx6LMJ9Ov1egwODooGzszMDE6cONHEnGLLZz6fx4ULFzA0NCTirWpsF4vFmlp/CoUC7Ha7xOmZTAaRSAQmkwnd3d0iWsm4TWUfMealLeQzpp2gz+EEFuowlMtlHD9+vKkFWG05YzxIWwfsTYRgywO1eci85CIwooKdhUKhaVQyAGkR4ZS3Wq0mOQr1eBjXq6/Npdpb0vvn5+clp2Dxh6A2BcMzmUxTCzALT2y95e/yvZ769Thn6m/xXhLcqFYbYpA8I2TBVioVEdEFGhND+vv7pRDFyTYs5LlcLiwuLkrLoqrNw9g2nU5jd3dXJo+8mdfvsIXhFIDFqampZQCYnJx8HMC9AKaVn/kwgG9PTU2tAcDU1NT2b/umb6jo/eDBg0KJ5QaOx+OYn5+XGblAA9W/dOkSZmdnEQ6HEQ6Hsbi4iNtvv136XUnT1Ol0yOfzMkrFbrcjFApJL+3s7Kz0J3FKA6lg29vbMjKHB5mGHIBQxlnZ4ZzwQqEgFEuHw4G2tjasr69Dq23MB47FYlIl7uzslLE/TqdTxglFIhHMzs7C7XYjkUhgZ2cH3d3d8Hg8ogrc1tYmlUSKUKnzVgmwcPQP0VwAWFlZwfDwME6fPi2Gm0kwncTc3Bzm5+eFipVOpwFA0Hg6QFXNV10qTZWOliCI2s6gosP899mzZ/HEE0+I86MzUdWFVXACaAAjx48fh91uRzqdliphtVpFZ2en0AHVpJYOze/3w+l0yrgzjUYjfbDscQOA48ePC/MAAGZmZqDRaBCNRjE8PIyenp6mfjvVAfEzFgoFhEIhQbspEGm329Hb24vt7W1RJ6djIIhA505HSGR8fHwczz77rIBgDGZIjyTAwn74QqGAzs5OEetkEsXqxYsvvgiNRoMDBw4gl8tJVQEAent7JThfX1+XnlImt0zsVCDp+nrtixoqPH981teuXYPBYBAHHAwGsbKygu3tbWxtbSEYDGJ2dhY33ngjUqkURkZGsL29LaMId3Z2EI1GhQK+uroqDv7ixYtwOp1ob29HX1+fgIukvtKGMHlTK/RjY2PCqhoZGRE6IwXL3G63/D7BhI2NDRGZNZlMcDqdAnCyckiByKWlJTidTqnO+Hw+BAIBAayYoHZ2dqJWqzXNoNbr9VheXobX60VbW1tTewH3v9frxXve8x6pHBJY4dl78cUXce3aNREk3N7ebqJ+qv2u6uSM/WeAoAhtD69PFYhTq0i33HIL/umf/gk7OztYX1/HoUOH5Lr4XrSbrBpptVrEYjFMTExIjzZ7Zamhs18sTGVOMHhmTzBFKZl48x4ODQ2JOJxWq0U4HEapVJK+bK/XK2CJyjhQQQQm8gyA8/m8gD9dXV2IxWKyD9RqsNpLq7LnstksbrvtNjz77LMwGo1No07JzKKWR7FYRD6flzFqPFNMpFpbW+Hz+XDp0iXodDoMDAyIjyaI3NXVJewcfn6VgcHeXxWsvr5e22IcxuSYz3t1dVUKR+VyGaurq5LkB4NBrK6uYnl5GUajEe9973uljVGv1wslni2yNptNRm2GQiGp7Hu9XoyNjaGnpwc+nw+ZTAbJZFK0X9LpNJLJpLA29Xo9XC6XiAH6fD50d3eLtgYAYT4wYeOIXU5vaG1tldHeoVAIbW1t0gqbSCRw9epVeDweaTHgdCpgL+6q1+tyTtlKSxAtHA7j2rVrOHjwoNxToOG7c7kcLBYL3ve+9wloRp0oqv4/++yzuHDhglTaWfnn2WKs1tXVJfdkP6C2n2HJ+JBVdwIBjJtoH2655Rb88Ic/xNLSEkZGRqRtisw1/hwBEbItVY0mvl5LS4u0tamAhgoecK9FIhEEAgFp7wQazAmv1wsA0jrNmJhtL9THIINWjV2Z/NPu7+zsYGVlRYBQxmVWqxWdnZ3SSkVBXPph3ld+n/6Qz+XWW2+V1jwVeCWrgeeHGksshvKa8vm8MBWfffZZ9Pb2Ynh4GNVqFZlMBk6nU8Dj0dFR2O12LC4uinA441A1F+DkuDfz+h0CCAEA68r/QwBO7/uZEQCGycnJpwDYAPzF1NTU3/82b/qGAhCY4PHgbG5uYnV1FdFoVKpU29vbmJ2dlf4vVh9yuRxeeOEFTExMSE8mBeFWVlbg8/lE8IkUfFYzOGt6ZWVFDsDg4CDa29sF4d7Z2UGhUJAkyWKxiNJ1KpWSqjgdA4NCHhz24NOYdnZ2Ct2OVHYaBZvNBqfTiVgsJkIwZFMwKGYbhjqHlfQ4YE+hPxQKYXNzU+hZQEN1ur29Xfrv6XBUA6vXN2aTcyRQvV4Xir/b7UaxWBQRFVbiCFyorQhMfAwGA1wul9D0aeTU6pwacF+8eFGe69WrV+F2uyVIJc2QgT37kDc3N6HVajE8PIxsNotr164hHA7D5/Mhm82ivb1dqHxcdHSkPMdiMeh0OoTDYaEEqjONSdvK5/NYWVnB1atXUa/X4ff7pZ87EAjA4/FI75pKX6tWq8Kaoe4G0HA+fEZEmLmnVMSb10FEnZXpc+fOCd24tbVVplUAEBCNPdC8dysrK9jZ2UF7e7ug3wCwvLws77+6ugqv14ujR4/KKDKNRoP29nYEAgEZ4xYOhxEKhSRoUqmI19frWxydRxsXj8cxMzODWCyGjo4OYVaRJcV9Vqk05p+/+OKLOHbsGDwej9gMo9GIhYUFdHR0YHh4GCsrK5LUcBoMx59duXIFdrsdhw4dwvDwsOgJbG9vC2jK57ufaULFcqfTKXRHspkYdJLpU6/XJdG02WxYXV0Ve8jg3mq1YmNjA6VSSewhGVq0G2rPakdHB+r1Oi5cuCABWj6fx/LyMkZHR+HxeOQs8fyXSqWmkWLAXpsBfQ9nlRNQZrKwu7uLrq4uYRKR4stkh6/Hc0saJ1lHQDOlX/08Fy9elPMZi8Vw7do1EeSi7WeSzIkMNpsNKysrMJvNOHjwIGKxGGZmZkQ8iyAAAAEGuVRmViQSwcDAACKRiOwhPnMCSTabTRTbL168iGKxiJ6eHsTjcYyMjKC9vV3a6NT34PssLy+LbSI4b7fb0dPTI+AOBROpYcN7qvorvm65XMaLL77YRNFW7SEAafGjPdRoNAiFQqhWqyKwy2JBNBpFJpOBwWDA1tYWdnd3cejQIWElEszimVpfXxdxO1Zt6QevT6Z5fYusTRZKWIxRRfs4q57nhs+dek1kH7W1tUkctrW1hba2NvT19SEcDksMQzCA+2RhYQEmkwmHDh3CgQMH4PP5sLm5KUlavV4X30hdJgJn8Xgc6XRaWrDUJJrnwG63Y3BwUIBMoHEG2C5rNBqbxmoTOMhkMk2troypuDQajdinxcVF2Y9sQdzY2EBvb29TJZwTWkwmkxQkgL1iC8GyK1euwGw2i7aN0WiUuLarq0vstdozr7ZnkgVG0T5W8AE0sR3IbuRzvXLliuQH8/PzaGtrk8kIRqNRWupIzefYS45HJGhL4CWdTqOjo0P8436GgNrOTEF0oLkdi4uFOBaFCIpXq1VptePIbzVO5ntxnDrHYLM1jaw8AIhGozJRQfU1fB0yB3kfK5WKjJYlCKsyksnM0+v1AqRwf7ndbjlHmUxGxI8J6HLfEgwjcO5yuXDixAmEw2FsbGxI+yWfCQufb/b1mwIIk5OTjwB4RPnSl6ampr6kvtSr/Nr+6pwewAkAdwAwAXhucnLy+ampqfnf/Ipf+YJvuEUBLvaBpdNprKyswGg04plnnsHGxgYcDgcGBwcBQCjXhw4dEu0AqvDSKdAI2Ww2CQwYiKgBXrFYxIULF0Rkxu12CzrHa9vZ2UEmk5EqSKlUkj7dSqWC9vZ2CWCBRoAaj8eh1+vhdDqRSqVExIkgwLVr10QAT6fTobu7Www+DSwDElKRGaRzRaNRObwESJLJJK5duwafzyf9q6TgkmVBg06UmI6QKKTT6cTu7q4YTlZiRkZG8MILL4jxMplMsFqtwqhQEeaenh4cP34cKysruHTpkjwTlVrGwLRaraK/vx9LS0uoVqtYXV1Fe3u7MDwYfNPgm81m2Gw22Gw2UXN3u91CLfN4PNDpdAIOkLYL7M2VBiBUt7m5Odkr6XRadBM4Mm1nZ0fACSY4FotF3n9paQn9/f04fvy4gC/cXzTEJ0+eRCqVwszMjOzFYrEIn88nFUU6QnUuOQCpSNMBaTQa9PT0YG1tTVgErEYajUZpVWByzxYbjUYjDAKyCjgqiWdic3NTAAh+DjoaVZfC5/PB6/VidnZWRPI4Tun6en2LQRdbTwgoErS0WCyYnp4WtsqxY8cwOzuLSCSCZDKJw4cPY21tDR0dHWhvb4fD4cDi4qLsGSa/3BsELFQKdjKZxFNPPYXFxUWcOHECnZ2dqFar0jqh6myQ7kitFLPZjN7eXrEhanCbSCSkqmgwGDA6Oiq9x0ajEXNzc2IfdDodenp6sLq6Kq1ng4ODTYEl/6gtWPF4HBsbG0JNNxqNwtbgJBNVVJaBrgpI8Czp9Xr09PSIojur7HzdsbEx9Pb24he/+IUEdeznZ4sVABnjazQacfDgQczPz2NmZkbOrao+zufQ09ODcDgsQfGVK1dkYgCrXSot2G63w263w2QyYWVlRZgnVqtVqvqtra3Sr0uaqQpc6HQ6xONxodSyjS2bzUqVnnaf9nBxcRHBYFCYJiaTCevr6wgGg+jo6MDo6Ogr2FkURT516pSAI2QK7O7uyn5jCwp9t/rs2bvLvVWr1dDX1yej7NhWwASDGjqsztGe1Wo1rK2toVAooKOjA0ajEdFoFOFwWCp3GxsbMrkhmUzK3mhtbZWWEaPRiEAggPn5eWmloT38HVak/qAWz1OlUpGWRJ5dam8QiHK73Th27BgqlYq0ehH029jYEN2ipaUlSXgYE7W2tgqbgCwf7rN8Po/nnnsOKysruPnmm2VkMtklrPK3tLSIeF0+n0c4HEZLSwvGx8eb6PYApLJfqVTQ2toKg8GA/v5+EcYzmUwSG7IApcaGnEhB8ICfhbEXbQiFE6mkTzDswoUL6OjokHsJ7LW67d+rrNDX63V0d3ejvb1dWI2pVAr5fB5ms1m0xRYXFxGJRMRfuN1uOTOMY71eLywWC44ePYqFhQVcvnxZQAa1PYv2bXd3F319faKtcO7cOZhMJtx8881SUNRoNFLEYBEHgGgy0U4QcKLNTafT8Hq9r/ABBoNBwJBgMChClfl8Hm63u+m+kLVksViabDrZpJlMRtpaCEDwvarVKlKpFG666SZsb2/jypUrAkgBQGdnpxSpaLvUFjnG2ipQSwCko6MDa2trTYCMXq8X218oFMQWEtiJRqPSIsgWjo2NDQHPWbANBAJSJFRHNlYqFRk7ygk7nHBRqVTkvd/M6zfVAPs1WPClf+FHQgC6lf93AYi8ys/Epqam8gDyk5OTvwRwBMAfBoBApWQaR1Lzt7e3MT09LRV2jjVkQkOxLCZNOzs72NrawuXLl1Gv1wX5W1xcRCwWkwPP5FsFEIhAs1JmMplkljqTXFJWSRNnUMjKDw+0mvQR1eb3qAi+uroqM1lfeukl1Go1vOUtb5FAmiI8NH5qgLm7u4tEIoFgMIhqtYrR0VHRMqCSvsFgwMrKCkKhkATdFAOkErlqnNVKjsViQSAQgMPhkMSZ1L+hoSFxqgAkAJ+YmIDRaMT09DS2txstOAzgE4kE9Hq9VBF4LUCzSBnQAEO4dnZ2MD8/j4GBAVHhprAXX8/r9WJkZETG5Gg0GoyNjUmbycbGhrA21LGQbAsgDY89kkRd0+k0bDYbNjY2cPXqVRmbF4/HUSwWodVq0dfXJ8E8XzMSiWBsbEwcGt8vm82KQ7BarTh27BiAhnBOMBhEKBSS0aD8HRr8/QENA32TySR7ke0XfL7U+1D7c6n9sbm5Ke+9sbGBrq4uLC0tSYWHAUgoFEI2m0UgEJDKd3d3tzgxjlJzuVzCWlldXUU+n/+dicj8IS7ul7m5OXlupVIJy8vLmJ6eFiGweDwugBCBw0AgIGesUCigUCjg5ZdfBtAYFWsymbCxsSFUTFboGWCo1H0K1xGQY7WtWCwK+JVMJlGv14XV5PV6RYOEYw55thkYktLLwKmvrw9LS0uw2WywWq24du0aWlpaJDgMBoNobW0VEUm1KsVAj59lc3MTpVIJXV1dSKVSsNlssl+DwSCGhoaaNFX4R9Xw4Pe4h9vb29HT0yM9yUxient7MTQ0hN3dXeTzeTmXra2tOHPmDGq1Gq5du4ZMJoO3vvWtqFYbGihU7yYgSGFAAE3U+2QyKQAEbe7Vq1elfYN2iM/KZDLB4XCgr68PXq9X+qKplA5AkgkmZuqineC4YqqLU8wrEAigUCggkUigo6MDVqsVW1tbyGaz0mfNFj0y92KxmDw3fo5arSa90wQhWUGmWGcsFpNRywyGuZgY0J4ygTKbzZLYkV1jtVqFycBnzNdwu91iD+krwuEwOjs7pbWCq1wuY21tTUT5fD6ftM2oI469Xi88Hg9CoRDm5uYEsLgOILy+Va83BNgWFhag1+ulKLCxsYGVlRW43W7ZZxqNRhTsaQupqUFhwFAoJHbL4XCgvb1dlOOpoaVWwEnfZ4sQE19O42ICTQq/qp3Q0dGBQCAg9oafR41/aAvL5TK2t7cxODiIxcVFmM1meL1eXL16FVqtFjfccIO0UHFiyP5EjPaHTE/qRTA2ZAxULBYxMzODgwcPYnx8HMDeGWLhY78tZLGJrA36HRbUuru70dfXJ/cEgNhWjmBfWVnB+vo6BgcHUalU5P+1Wk3aKVSWE/0N/RLjSqARw1+5ckUmsbF4QYo+i2TUhQkEAtJyq9VqpThmNpul7VjVFqBPiEQiqNfrKBaLQv3nxCM+PwAiZs7fV8F1sqsIpO9nphaLRWEq+/1+qf4z50kmk5ienhaggkKwZIWprF6gwXajfhHB4EKhIKOX2aahArrcb7FYDECjLXhzcxN+v19YuWrx7erVq9jc3MTo6KgUodra2uQcEVQYGRlBPB7H6uqqALR/COt3aO/PARienJzsBxAG8EdoaB6o63sAPjc5OakH0IJGi8P//du86W8EIExOTq4CyAKoAqhMTU3dsO/7/08Af6y85jiAtl//+bryowMA/t9TU1P/Y3Jy8v8C8G4AuwCWAHxiamoq9S9dx/LysvSG04Bls1mpOmk0GtnYDHh9Pp/0tR04cEBEvA4cOIBisYilpSVcu3YNZrNZqndEBrlUOiVBiFQqhVgshq6uLmENcB40xeEoBsJkn9UpjUYjh5v6AiaTSdByiuvk83kMDAzAZDLB5/PB4XAIKm4wGODz+aT9gb3v7EsicEGl9J6eHhw5cgRGo1GSWyKl5XIZS0tL6OrqEqNF9LFarcq18l6ogXRHRwfcbjfi8bjMVTabzfB4PFhZWWnquarVGrO8T506hTvvvBPr6+uCera1tQny7vF45POwcs/AmFX+/TSyVCqFcDgseg61WmPebyqVkr4+BpK8fgIB7HejYCSTDwJCZGXsF9yiCngwGJS/jx8/Lgl6d3e3qDWTZs2eQbajcD8w+A0GgyiVSlKlJGuDDj2ZTApVkAEy9yQdO+8Nr5tOh4waanCw+pbL5SSJYMJBihpBGII0/L8qgkZHw35Sh8MhlZ5CoSDjBGu1msyY7urqwtzcHBKJxL905H8v1++LPQwGg1hcXESt1hA4JGgZj8dFaZyTCwj0BAIBSaC8Xq+o8Y+MjAg4e/XqVdjtdjz55JPi6F+Njqlqk7Dvl8Ere03JcFJp/V6vF1arFS6XSxJCAmFU0ieDKJvNIpfLiSiXz+cT4LKtrQ3Ly8vI5XLo7OwUTQhWMSiMqgKr5XIZkUgEGxsb6Ovrw9DQkLQVdHd3C+NoY2NDAm/SNhl47m9foK8wGAwYGBiQyrTZbEaxWBSW2szMDIrFolTQK5UKIpEI3vrWt2JkZARzc3MAgNXVVWnjUAE4MhX0er2I7e7s7Lwq1TMajWJzcxOBQEC+z0CR/slisQh1l7bBZDJJMlAsFuF0Ol8hMFavN4Qh2RJWqVREi4bMBbLwurq6xPZ6vV709PTA7/fD4XDAZrOJPSSwz/3AoHl9fV30MCqVivgDUpHJOlA1DFT/wMopnxNZNWyPUe0h7y0BNO5BAvFkfTBBmJ+fl/dQKcKscM7NzeHatWuwWq0YHx+H0+lEoVDA8PCw7KeRkRH4/X6srKxgYWFBZt2/kdbvgz1cWloS8VRSwtPpNLa2tmAwGJrYIVarFXNzc6JnlUqlEAgEBIQ8evQonE4nFhcXceHCBbS2tuKXv/yl0NrVnnLuVfUPJ3OQhZfNZiXpZGvE9vY2dnZ20NnZ2VSIoZ9kPMBYTKNpaC6lUin5XSbofX19cLvdwsDyeDzo7OxEpVIR9X8CIUajUWKxcrmM5eVlzMzMYHh4GIcPHxah2O3tbdEZuHz5chMYwKRSZUGpiSbQSFoHBwfFjlgsFtRqjckGFosFS0tLogUCQJgjZ8+excjICGZnZxGLxWQ8ttfrlakudrsd8XgcQMM2s/WgWq0iGAw2AcdAowASj8fR3d0NnU4n4t/Um8jlcjLS22KxiCC4OjGGsaiqhUBbuLOzI8K/tVpjSlq1WpXJSOo9IRAMoGkPEYjm5yFzjfuhUqlgfX0d9XpdNM8oFExGCHMhVYdNZaKqbE++n6qfxDhB1aNR9V/4WROJRNP+BBqaaWQtqCAC7dzLL7+MF154AVarVZiKzG8YZ9K3k+WqMnHerOt3BSBMTU1VJicnPwPgR2iMcfy7qampa5OTk5/89fe/MDU1NTM5OflDAC8DqKEx6vHqb/O+r4WBcHZqair2z1z8/wXg/wKAycnJdwP4z1NTUwkACQBHf/11HRrIyHd+/Ws/BvC///qD/58A/ncA/9u/dAHPPvssUqmUbEpW0CuVxtxSGlCXy4X29nah79DhUyGVPcGkkI6NjQnaSvo2EUhWyIA9tJMGhUkSK2+FQqHJ2HOsFSt0Ho8HZrMZ0WgUFy5ckKD/wIEDKJVKwqAolUoSuBNxXVlZEWEbCqZQMMfpdCKdTiORSODgwYNigJg4HzhwACMjI/D5fBIkMvBbX18XxeFkMikUeeoIbGxs4OWXX26ivbPKTa0EiqD09/cLTY1OiNRPOp5YLIannnoKPp8Pvb29uOGGG4SdQIowhSNJUdZoNFI1i8fjIiSkPpNSqYTz58/LXGZ1Rjd7AUlHpCo4tQCoFEwVWibE6txbTsOwWCyiicGWB4PBgHg8Lggs1bf7+vqkR5D3jvRh6jeUSiVJ7slM4CxosgWq1ao4f4o/svrLe8CkSx23UygUmvou2XPJHjzuEwpPVioV6XcmqEDnQjo5FXzV/cAEgarFVBxeXFwUrRG73S5VGZPJJAJ8rEK8Add/uD38yU9+InaNDACuTCaDYDCInZ0dqdzu7u7CarWiWCxibW2taRQdAAEc+/v7USgURFxMrQqrfehqfyYBVY5w4qJuCoXvuJeMRqOM0opGo5iZmYHL5UKpVJLWM06O2N3dlXFSQ0NDMBgMWFpawsbGBubn56U9TK/Xo1QqoaenR6bq3HrrrSJmV6vVEAqFEI/HBfit1+vSmkEBUZ5DajSQhq7T6fDSSy+JFg73PwBptWhtbZX719vbKxNaisUiotGo+BTaw6WlJdEC6O/vF7YafUY0GhWWCcEL+ryTJ09Kj/HFixebxGSpkk4tBAoFE9whaEJfxz5oJgIcv9jW1tZEwQUg97FaraKjo0PAc/aQs6UpHo8LM4YAD20NKa0Oh0O0gqghxP1GNojP50Nra6toE5XLZWnD29raamL9kR3B6hr3GvcTQeXBwcEmhXvaQ/oDVpTZipNKpZoSKLL/yGBQBdZIUSdQYzAYsLy83NQ+RhYC78Ho6CgCgcAbElD99foPtYfPP/+8JKocnQc09mo8Hsfa2hp2dnakXWtra0sAwrW1Nfj9fmGEFItFtLa2it5VOp3G0tKSfI32AEAT4MPzkc/nEY1GpYWP+lxMsFTWH/01tWBisRiee+45eL1eZLNZeDwe9Pb2IplMSv/77u4u0um02OaZmRmsrq5icXERHo9Hxp1ms1mEQiFpk7jpppsk1qjX66IhNjw8LMm+y+WCVtsQxL58+bIAw4wN+Rn1ej3m5+fx1FNPCS2d54afy26348CBAzKRzOl0Cls1Go0K8Epgb3l5GZubmxgaGsL4+LiwtoAG42pzcxPZbBZXrlwR3YF6vS4tDuzfV5kcfEZPP/003vnOd8Lj8aBWa0zMoUAgJ0o5HA7k83l4PB6Jper1xgh2MjTIsuB5r9Vq2NjYgEajkTY82j9W0dUiC4tPKqittg2ogDTjbAAiADo8PAwAsg/Uz7u+vi66B/S1BGhoB2kLCTIwHiTYoTKJ2c4KQP5N8JhfL5fLkitwKtJ+QMTpdMLv90ssePnyZVy8eFHaQ1hcI3uHGmGMS97M63fJwJ2amvoBgB/s+9oX9v1fbPHvYv1btDB8CMDXXuXrdwBYmpqaCgLA1NTUk8r3ngfwgX/thev1hpBfOBwWZW6PxyNJW2dnJxKJhIjSkJLEQ/vMM8/AarXihhtuwPT0tCBcTNJIpVIFRFRklcbDaDSio6NDDgQTcwYjamWKFQyHwyEAxtraGs6dOycHnFU00uTL5TI8Hg/Gx8extbWFdDqNzc1NGYnFZI1z3omMjo+Py/gUVmm8Xq8E7QxwidbW643RklRe39jYQEtLCzKZDHp6eiRxZzWa94NGSaPRYGNjQwJDJgQcMZRIJKTKTbSTKupUQHa73RgdHRXmAI0GE20uNWG2WCxYXV1FvV5vCm5TqRR+9rOf4fTp06KGzKCS4AET90KhAL/fL2wOh8Mhz4n7gZU0q9UqSDj7bdlOYTKZ5PkQxPB4PLDb7bBarU3BKAN8JvKJRAJWqxU9PT2o1xsz1Tlujg6W95rJOZ2aKsDJZ8GvsXIAoAkoUp0fUW21UkfQifRHOjlW6lwuFwqFAjKZjLBtiJS3tLTA4/Ggra0N9fqe6B2ninCEIKnh3Atq0vsmXf9m9rClpUWEUwk8MQkndZ6TF6ieTLZWsVjEz3/+c7jdbhw/fhxXr16V6hT3j9oCA6ApIFF7UI3Gxpxt2j/2wFPHgGwXtdLB/l2ykp588kmpypNuSmX/SqUxFnB0dBTb29vI5XIIhUKYn5+Xlh/SkFmFtNvtOHz4sNh4thSwGsgefLXavbu7K8rpNpsNiURCgtL29naxYy+99JJotACQe0ImlcvlEpopQeV0Oi3sODKDqM2SyWRw4cIFXLx4EX6/H0eOHMHIyIgw6higkSnFhJafnWeWZ56faWNjA08++SRuvPFGESGjHWRbA9tMqtWqsFZoD9UkS2234/sTIGESzbY2tiXQp9DmURyMlVwGnASP0+m0sO2ABgjGUZQU8eIiE4H2icCMKkJIe0imhmr3QqGQBOoExUlBpy3d3d0VzQJqbVAgl8+aVGxVpJICYNSVqFarAgptbm5ieXkZpVJJdB/IMKOi/5t8/ZvYQ+p3BINB5HI5dHR0iKgmQb10Oo3FxUWsr69LcYXjYK9duwav14vh4WFMT09LexUXEyO2Lqo0c6CZ2u/xeORM+f1+iSVSqRQqlYqcQcYjHEvO1qUnn3yyKakcHx9HMplEKpWSaUyHDx8WkJPirVS7ZwEnFovh0qVL8Hg8otcF7AFpZKx2dHSIHhHjQp1Oh66uLgDAwsICQqEQTCYT4vE4enp6hNVx7dq1JuBRZeJ4PB74/f6mCQMtLS1IpVIi5s17Sw2VdDqNK1eu4MKFC2hra8PJkydx6tQptLS0IBaLydliax0AAQUZB4dCoaZnxpbgf/qnf8Lb3/52KVxQwJGfmWxZAof8fYvFIowM+j3GZmyZ6OvrE9YwCy+M9wkecLHoAuzF0/vZbAREyZTK5XJwu90y3YevwbZbvicZs2QL7H8/6rOQZUAWAcd3k2mgtmXxHu7s7IgvUlv6dnZ24HQ6YbFYpHVcbedgnEymNDU1otEonn76aSkajo6OSkvdfq2GN+t6o7es/aYAQh3Ak5OTk3UAX9yn/ihrcnLSDOBuAJ95lW//EV7dcQDAg2imsr3q6urqQigUkl40oFE1o1HmIWX/DlsX2Hd26623ygQDnU7XVG1VEUG1fUGtMvGQVyoVxONxbG5uipgS+3pIZ1IDLlJOtVotMpkMpqenhR3R0tKCAwcO4MknnxQqEtAQ+KJYz9bWllAo29vb4ff7kUwmEY/HZW76wYMHpe+4tbUVdrsdOzs7wtjY35rBJJk01bGxMbkeq9Uq1bhnn322KVgmKqoyC/L5PGKxGBYXF6WqxYAN2AvQdnZ2BCBg9T+fz2NxcRFGY2M2MgV/KFhIKj/bRoAGwn/TTTdhZWVFroFJOVFZAkkajUbogay87+zsIBKJyDPizPa2tjYJ1GkAaWgJRJBKy4S/Xq/D6XSio6MD8Xgcx44dw8bGRtNcaAaybLlh7z/pttxn6XRajCZRZX52APD5fDCbzeIYWL3g8yB1l1Q0vi/QGIEaDAZlTxLoYkWZlTa+J6nMarBD6iQpg6Sp87mSccEEVqNpCHZ2dnZiZ2cH8XgcW1tbmJ2dhdfrhc/nE7r5G2z9XthDr9crIm6cw007qPZtMmCkqn84HEa1WsVtt90Gm80mybEq5MTKKbBHvQT2AFW1pYHB1/T0NLq7uwUYYM8/bQ8DJFan2PowMzMjdFYKJj755JNy7QBEMC+bzWJzcxPxeFzGSXm9XgHxOGLtrW99q9ih3d1dSQZZ+ePeVdkVwJ5QKoN6fn4Cj88995xcKz+/GlCWy2UBbFZWVpDJZERvZP/0EbV6SQbb5uamnL++vj6pODH5IMCs0+mwsrKCUqmEvr4+0RdgcMgAjGwpFYzo6emB2+0WZkc+n5eJA2w12N7eht1uF2Vv9R7xs7AFgSBxsVhsAjx3dnbEV/Ee8doYfLNFhXtD1XbJZDKSeDCgV6+lo6MDs7Oz0oLAChkTPV4LWxNVQPTgwYNYXV1tAh64R2mTVXabxWKR12Kitbm5KQE7mRz0c9vb28I4pE+mLxoeHkYul8PGxgbOnTuHer3eNBL1Dbj+w+1hIBBALBZDNBoVfQKXyyX+j73nbIM0m81IJBLIZDKo1WoYGRnBbbfdJj6QzCkC+SpQpVaf1YSPNjGfz+Pll19GX18frFYr2tvbpfWS1HsmdWRiMY566aWX5PrJJGxvbxcxZfpngpvxeFwo5R0dHZKER6NRaTMaGBgAAJmSotLaOaWL/1fbcGi7RkdH0dbWJte0s7ODmZkZJBIJaclSk3U1KY9EIojH41haWpLXI9uW947xO2NDgrfRaBTnzp0T8HhsbEziLjKAGbsQYIlGo7j99ttFYFuv14tgLG0KC1wETVlAo5+kLyUTa3NzUyrujOfIaCNYqo6V5DOyWCxNjF1gr3WAr6V+XU3o1fdh3Mj3oJ4WYzgA6O7uxssvvyxxN22U6pvIuCI4T3ZupVLBoUOHsLa2Jp+L18S2NBYQd3d3mwqQ/Dzb29uir0RbyN+PRCLShkc2rFarhd/vl4lom5ub+NWvfgWNRoPh4WH4/f4m0OXNun6XDIT/iPWbXv1bp6amjgO4B8CnJycnb/lnfu7dAJ75NT1N1uTkZAuA9wD4xv5fmJyc/H8BqAD4h1d7wcnJyUcmJyfPT05Onmdf+W233YbbbrsNBw8exPve9z7ccMMNePDBB6HX6/HBD34QOp0On/nMZ1AqlXD//fejXq/jQx/6EC5evCiH0Ww2w+VyoaurCwcPHoTdbsfk5CQ6Ojpw7733olKp4IEHHkClUsEnPvEJ1Ot1TE5Owul04h3veAfa2tpw0003wefzwe12IxAIoLe3F3fccQd8Ph8+8pGPoFar4c/+7M9QKpUwPDyMer0Om82GeDyOe++9F4FAADfddBM2NjZw5MgRnDlzBqOjo7jttttk/MnGxgbuvvtuWK1WfOYzn8Ho6CjuvfdeOBwO3HHHHaKuTvTUZDIJYLK7u4uRkRF0dnYKPZZjJAmisD+d96Krqwt9fX3Y3t7Gyy+/DIPBgHe+851wOp144IEHAAB/9md/hlqthj/90z+F3+/HyZMnsba2hptvvlkqmp2dnRgeHsbx48cxMDCAu+66C06nE+985zuxu7uLP/7jP0atVsPHP/5xZLNZHDhwQBThBwYG8I53vAPHjh3DLbfcgpMnT+Lo0aN4z3veg5MnT+JDH/oQLly4gM985jNwOBz4z//5P6O1tRWf+cxnpCVkbm4Ohw8fFoDE7/djYGBAlL57enqwvb0Nr9cLo9GI7u7uph5E9vd5vV6kUil0dHRIFY2U8OPHj6O3txcnTpyA1WrFxz72MTzzzDMYHR1tqtD5/X55D4/Hg8HBQbnPVqtVnNfVq1dhNptx5coVjI+Pw2Kx4ODBg6jVaujp6YHL5cKdd96JQCCA06dPY3x8HKdOncLZs2fh9/tx9913w2g0yqz6T3ziE6hWq/joRz+KX/ziF/jIRz4Ci8WC++67Dz09PbjjjjswODiIgwcP4tChQ+jp6cFtt90Gl8uFu+++G7lcDpOTk6jVavjYxz4Go9GIT33qU9jd3cX73/9+9PX14YMf/CBGR0dx/PhxCeAHBgbQ1taGiYkJtLa24vDhw2hpacHb3vY2dHd346GHHkIymURnZyeef/7539AE/V6t3xt7GAgE8Na3vhW33HILjh49ivvuuw8nTpzAxz72MQDAfffdB41GI/bwAx/4AOr1Oj784Q+LNgHbIDh689ChQ3A4HJicnITf78d9992HWq2Gj3zkI6hUKnjwwQdRq9UwOTkJl8uFu+66C1arFSdPnoTL5YLL5ZKxdceOHYPf7xd7+Mgjj2BnZwc9PT0iihUKhXDvvfeio6MDN998MyKRCA4dOiT28Pbbb4fD4UBPTw9isRjuuecesYeHDh3Cu9/9bpjNZpw9exYAcODAAUQiEayurko/JRO98fFxdHV1SQsYgxkmDGReud1udHR0wO/3o6urC5ubmzh//jxKpRLuueceOBwOsYePPPKIfLaOjg7ccMMNWFhYwLFjx2A2mzEwMACbzYbe3l4cPXpU7KHD4cBdd92FUqmEyclJ1Ot1PPTQQ0gkEvD5fEKtnpiYwAMPPIB3vvOdeP/734+77roLZ8+exZ133gmdriGiOz4+jv/23/4bTCYT/st/+S+w2+349Kc/jXq9jqGhIbz88ss4cOCACOh2dHRgcHBQaMItLS1YXV0F0AAryHJTA0oGtjy7er1enovJZMLBgwfh9XplVBurpKzIer1e7O7uCsuKKu3d3d1oa2tDIBAQEdxisYjZ2Vm0tLTIPHpqCahaKnfddRd6enpw+vRpHDhwACdPnsTZs2fR0dGBu+++GwaDAe9973vFHtbrdTz44IP45S9/iY9+9KMwm82477770N3djbNnz6K/vx8HDx7E4cOH0d3djVtvvRUulwtvf/vbUSgU8MEPfhDVahUf+9jHoNFo8PDDD6NYLOIDH/gABgYG8P73vx/Dw8M4cuQInE6ntEi2t7fjyJEjck6cTic+8IEPYHBwEB//+McxNzcHt9uNS5cuvQYz9Huz/kPsoWoLNZrGpKE777wTt912G44cOYL3vve9Ei+0tLTgzjvvBNCIXwqFAj7wgQap4f7770et1hhbyHGcDocDgUAAhw8fht1ux/333w+/34/3v//9qNVq+OhHP4pyuYwHH3wQlUoF999/P1wuF+655x64XC6cPn1aJj95vV709/fjrW99K9xuNz784Q9Do9HgoYceQqlUkmLBzs4OQqEQ3v3ud6OjowNvectb0N3djVQqhdOnT2N4eBhnz56Fy+XC0NAQUqkU7rzzTrhcLjz88MMYGhrCO97xDthsNtx6662oVqsYGRmRyU/hcFiEwguFAgYGBjA8PIz29nZpUSRwbDAYcOzYMeh0jbHc1O8KBAJYX1/H7Owszp8/j7vuugt2ux0f/vCHUa/X8cgjj6BSqeDhhx+G3+/H8ePHsby8jNOnT8PhcGB8fBxutxvDw8M4evQo+vv78ba3vQ1msxl33303SqWSnFfGCVarFfPz87BYLBgbG8OHP/xhfPCDH8RHPvIRvO9978Odd96Jd73rXejs7MR9992Hixcv4pFHHoFOp8N/+k//CV1dXfjEJz6BWq2G3t5eXLx4ET09PZL4OxwOEXckI2t1dVWEYilkq4rZMk5MJBIy5pr3hxN51EKk2vpBEFIFCwgWMQEn4EWtLk5cOH/+PLq7u2V0IwDR2Ln99tvR1dWFM2fOYHx8HDfccANuvfVWBAIB3HPPPTAajXJvP/rRj2J3d1f2MRk79913Hzo7O3H27FkMDQ3h0KFDOHjwIHp7e3H27Fk4nU7cc8892NnZweTkJCqVCj7+8Y/DYDCILbz33nvR19eH++67D4ODg5iYmBDNm9HRUfj9fhw7dkxiaIfDgfe85z3o7OzEhz70IVy+fBlGY2Oc9Jt9EdD71/78vi7Na0V5Jicn/z8AclNTU/+/V/nedwB8Y2pq6rF9X78XwKenpqbevu/rHwPwSQB3TE1NFfCvrP/+3/97/eWXX0YkEkEoFEJfXx9Onjwpc5gtFguefPJJoYuTgk/a9x/90R/hO9/5Du666y45/ACE0k4EsFwuSyVIrbSxOkX0juyBo0ePCiX94sWL2NzclOo/kch3vvOdOHHiBJ555hn86le/EmNdKpXwwQ9+EN/61rfg8XhEmM9sNuPYsWMinGi1WkUwJZ/PY35+XuYMc8QQk1Wq0JLWx7GVDNI4c5szb9PptIwjtNlsWF5exre//W3cfPPNePzxx6HT6URdnZRi0uEPHDgAi8WCCxcuSO+U2ubAflGizJy5y1YBVozYyzYwMICuri5BWVWq1u7uLmKxGMLhMM6cOYOrV6/C7Xbj8uXLIiYHQESUiJq7XC6MjY0J2kuAgLoIN954o1xXX18fDAaDVJe8Xi+uXLkiUx847aJeb+g5sApH0bR3vvOd+O53vwuPxwOfzyeUcoqRsWJfrVYlaTGbzbh69SquXr0q9+amm26SqiT1MKanp7G6uopsNttEIaNDo6HhswEgrJP7778f3/zmN5uMEqvD1EFQBRhV58e9znPF6ikrg6VSSXqUqTx88uTJpqog1Z7ZUpNKpUR0cWNj4w3L4/qPtIcPPvhgnYJQKysrOHLkCA4dOiRCWG63G9/85jelAs9AhdWUP/qjP8L3vvc9fPCDH0ShUJBJCbFYTKan/HP2kAEvnzH/PnPmDE6dOoVKpTFKcn19Hc8//zy2trbEJttsNrz3ve/FDTfcgGeeeQY/+tGPmlpy/uiP/gjf/OY3BbyjMvSxY8fg9XqxvLws/eVGoxGlUgkLCwsIBoNCw2SPfF9fn/So0r51dnaKsn5bW5vMZSfzieOB29vbYbFYEIlEMDU1hVOnTuFrX/vaK+whz5hGo8HRo0fR2tqKc+fOCRMHgFRsWB2nPSSVmq08Ki3a4/HgwIED6O3tFSFZlfWQz+exurqK0dFR/OIXvxAmxvr6ulT9y+WygJQulwsajQZ9fX0YHR2Vs0+7SdHfY8eOoVgsoq2tDX6/XyphrOrT1tdqNZnNns1mRXm9WCyKbRkdHcWFCxdQr9fhdrtFwJO91rwP9JP1ekMg+fz58zKb3OPx4NZbbxVbUywWUa/XMT09jZmZmSZ7SFujVlJVujCrkvfffz++8Y1vNLV0qWPPeE7220NWp2l7i8Wi0I2NxsbI4FwuJ36amhzHjx8Xhgdt9vz8vNDEY7EYVldX2XJ03R7itdnDD33oQ3VOUpmbm8PY2BhOnDiBUCgkLUhf+9rXhBXFNiZqFJXLZTzwwAMIhUKyLwEIyxOAMPw4xnh/BZ0+lNobp06dwl133SXaVi+++KJMLGKRx+Vy4b3vfS/OnDmDn/3sZ3jiiSeEjUPGwAc/+EE89dRTyGQyKBaLsNlsOHPmDDo6OjA9PS12nW0FMzMzCIfDEmO6XC6Uy2X09vbK2ESn0yngHdmA1Chi1ZrFtlgsJgJ3kUgEX/3qVxEOh3HfffdhampKRotzkgHP1IEDB2A2m3Hp0iWpjKuxIdBgUZKRwDPkcDikRZQ2z+Vy4eDBg1KcYLsd/+RyOczNzWFubg633norvve97yGfz8uZo4AvhZ05aaKnpwejo6NSLSeDj3ZmcHBQxHv9fr9okgENm3716lX53NwnxWIR4+PjGBsba/KXZKckEgkBJNgCSu0WYK9VUKfTIZ1O45e//CVeeuklaLVaeDwevOc97xHNGjJbnn76aczNzSGbzcr9V0UuuVcZS3M/8+c+9KEP4Rvf+IYAGozzCLyzbYH6MlyqLgztJ+NJu90uIEkul0M+n0dPTw9OnDgh8T7t7vT0tAAibHn9tXbJG9YW/ibrxIkTv1EC/tJLL/1e3od/tYVhcnLSAkA7NTWV/fW/3w7g//sqP+cAcCuAB17lZV7R9zY5OXk3GqI4t/4mwTLQSAyHh4elz4iV3WQyKcJtvb292N3dxerqqvSfkQb/D//wD9DpdDh37pwIIarCIjy4pICrKqnAnuo4ADn0pOcQDOAfCsuRplqr1bCysoKXX35ZDBCp6I8//rgEYRSK0ul0gj4Xi0WZZdzX14dLly5he3tbjDzpwhqNRuajk3KZyWRkHrle3xix2NnZKQ6DIlucBFEoFHDu3Dnkcjl885vfFLovE2cAAhKQ5kZ6Le+dGgRrNBqhvBJlJaCzvz+sWCxiYWEBi4uLAnBQtdvtdovOBWllw8PD4jij0SiSySTcbrcoH5P+HAwG4XK5hIHBXv9SqYSNjQ1sbW2hq6sLwWBQVH7ZFpFOp8VIk1qo1+uliub1eqHRNKYuuN1uzM7OwmQyIRQKiaYFQQaVokYkGmgEKayC5nI5EbQhNTwYDIpYHO+b2hJDpJqLwTRfv1qt4utf/7q0Z9BJcHQZWzJU0U86mdbWVrn+TCYDYC+IpgPj+/G6k8kkfvnLX8LhcAjzhYkMewwNBoPQm99I6/fJHo6OjmJrawvBYBBdXV3CponH4/D7/UgkEhgeHsbOzg4WFhbg8/lkUkOlUhF7yDal7e1t2Gy2JoFA9mfyjzp2VKW8mkwm6HQ60bpQ+9H58wSTgD1RqAsXLgDY0zjRaDR4/PHHpUee7QKtra04cOCAJPcMap1OJy5evIiNjQ2xT+o1kyKuzmSfnZ1FtdqYUtPb24ve3l50dnaira0NDodDNAy4x1944QUkk0l84xvfkDYB2lO1b1Wj0SCRSIi9VME9LtpDtgLRFqi0Udr0ZDKJ8+fP4+LFi9JDOjAwIGwpjsKMRqMYGhoSEIOgcKlUktHBAATAmZ6eht1uF3uYz+elNYLtF36/H5FIBEajUewEabEMwCm+lUwmpUJJkNRms0kPOlspCI5TjJXtgACk95Y9xdxrZJAx8KWw4sLCAiKRiOwt2kNqXKj2ENhLVNi69/Wvf13sFm29Tqdrak+hzouqlUCtgkKhIFRnAOLrCaIzkUwmk9je3savfvUrqUTTL7hcLgE7OPqPwN0bZf2+2MO+vj7kcjkUi0X09vZKkplMJgWIPHLkCEqlEi5duoT+/n6Z4kE79thjj8kzKZVKIoSpFkNI+VanEPF73DcE3Cl6zbYWAGIbCJYBDQBifn4ezz33nLwWC1rlchmPPfYYbDabtDDo9Y1RqByVms1m0dHRgd7eXly4cAGRSET2Na+5VqvhpZdeAgA5u1tbWzKW2WAwoKurS9pI29vbRaemu7tb4tunn34ayWQStVoN3/rWt+TzsEVH1YSgACNtIGNDLrYLUaCPrSKMJfkZqLly7tw5vPTSS2hpaYHFYsHw8DCGhobQ0dEBl8uFI0eOoLu7G5lMBkeOHMGFCxdEULBer6O9vR1Op1MmxtTrdSwvL4st5DPhyGtOf+np6cHm5iYMBoMwpBhHpdNpuUbaORbqmC+oIC2TcQKsqt6augj+xmIxGTeZTCZlXwONVt5r165J0ZK+g0LgBJG5v2nLOFWL76HT6ZrAA7WdWwUbWEBgSwYBfDJouc9YbGLLHNt42Frzy1/+El6vV1peU6mUjFPn+XE6nW/IiTSvdf0haCD4AHxncnKSP//Y1NTUD9XxEL/+ufcBeHJqaqrJA/667+1OAH+673U/B8AI4Me/fu3np6amPvkvXQgNh0ajwfHjx2UD+/1+UTYdGhrC9va2CEZRTBEAPv3pT+PRRx8VQ6+O52ppaZFEncEzA2D2GwFoMgj9/f3Y2trC97//fej1epw4cUKQRaKHTJxrtRoWFhZkZjYPnE6nw5/8yZ/g85//vIAH7DOj0CIrPzQQRFXpVIh8qiIvvFZWB4kobm1tCTpNITuqzjocDpRKJczNzaFYLOITn/gEvvCFLzQZdNUgARDkmBVEHno1iFN7B4kc87OrFTUmzURAWdmnMJHP58PQ0JBUumZnZwEAW1tb0Ol06OjogNfrlT5uirgYjUZsbW2JAi+DYTpjg8GAAwcONOkQELDY2NhAe3t7k/OmLoXVaoXH4xFl4d3dXZw+fVqSImowqLPftVqtgBxarRbhcFh6fwOBAGZmZmC320U1/erVq4hEIuK0eD+5Lxm4qI6bCLE67/yhhx7Co48+KgCOCp4xwSdAwuBIq9XK19TX5f9JTWbVjYEE7wcF/Cj8dOrUKQnWWZGcmJj4l4787+P6vbGHPP8rKyu45ZZbRJSvra1NQK+RkRFsbm4KgyadTksA8OlPfxp/93d/J2On1PFRJpNJKskqS4h2gDZUBQ37+/uxvb2NL33pSzAajTh79izcbreAmTxDtEnT09MIh8Oi10Lb9vGPf1zsIQG7QqEg/cFkvqj9vKp2C/dsa2urnGcm1qwSFotFmTQxPz+PlpYWuN1uAVUtFgs8Ho+IeuVyOXziE5/AF7/4RQmmVHtI/8BzxISUwatqNwkiEjSkPVRtJs8b7zP7e1dWVtDa2irtZkNDQ7jxxhuxtraGfD4v4lRAQzMlEAhINY0gcGtrq2gckE2kghgajUYCbQahZPLx98gCYPU9n8/D7/fLGE+yvNrb2zE/Py9Vef5NIIHvxUkYwWBQ7OzQ0BAuX76MtrY2mYzx8ssvyyhjdZH+S5CTwTCZEwQ9ed0PP/wwvvzlL0scUCgUZN/zeXAf7S8kAHtMEZ4FrVYrfp1nh/EK/fna2ppUr51OJ44ePSr+Wq/Xo7Oz8/earvrPrN8Le+h2u2E0GrG9vY1jx47B5XIJpZyCmZxfz/1LoIrn+OGHH8a3v/1t2RMAJMYkawCAFFWYNKpJMcGFsbExJJNJfO5zn4PJZMIdd9wBu90uABu1msjIe/nll7G2tgabzSb7jv72E5/4BP7+7/9ebE6pVMILL7wgmi68VjUuMJvNAsrSR6s99QRAmShyvO36+rpodnk8HhFY5BjZK1euiF1+8MEH8bnPfU7eB2gGVF5NHwFoHi3I3nzaQ1UHhWdD7eMHIPoHoVAIzzzzDAKBAHp6ejAxMQGfz4eJiQksLCxAq9XiypUr2NjYQCAQwMDAgIii8rooWG2z2YRtRzBT1exhbMhrMhqNkviyAKTG7nzO3C8EQGlTW1tbpbDJWIxFMwIr165dE6B1dHQUzz33HJxOJxKJBGZmZnDhwgWZdKXaIe4BPgcm+yowwNZFoBHP/cmf/AkeffRRtLS0yJ5ijMziEu0gn029XpcxvCrICkBiQDKxOPXObrejWq0iHA7L1DKXy4Xx8fEm+9rV1fXPgitvpvUGtPdN6zW3MPxHri9/+cv1bDaLaDQKk8kklDJWz5eXl1GvN+bRX7lyBQCkuqpWKkgbJLWXFXutVovNzU0Rz2NCTwEWonY00DfccAPS6TReeOEFmM1mGT9GlVQinRqNBseOHUOlUsHi4mIT0sfXK5VKIj7CSj2V/IE95+D3+2VEHhHabDYrnyGbzUrlhErfwB5tX1UeV6uMRNz1er2MP9RoNFJVAdBknPi7ZrO5SdmclXaCFnRu+ytCdF40UPuDMT4vVaRKq9Xi9OnTGBgYkCCPz5FIc6FQQCqVElVih8MhSDD1KkKhEPx+P9rb25HL5XDw4EHp2y2XyzCbzSLetbKygmAwiOXlZUkqCoUCotEoJiYmJHDv7OwUJ0Nxt0gkgq2tLbnHTNYdDgfa2toAQGj/kUgEsVgMpVJJKiYMNAhOqOJeDExJQ+O/eZ/okKjcrIrYUYyH+wyAIMk6nQ6ZTEaSBlZP+AxUsSgmbQwWyCzgXu3o6BA2RjgcRktLC3p7e0VojxXAv/zLv3xjw7D/Qevzn/98vVQqIZ1Ow+FwNFWdlpaWsLq6KtNaZmdnJeHbbw97e3ul6qWKR9XrdYTDYbFhKlBJe8gAi323m5ubePrpp+F2u3HbbbehtbUV165dw/LycpMg6s0334xkMom5uTmxgyr7hfZQPf82m00mBdDud3R0YGtrS1hLrJADjSAmmUwK+KbX6wXMoD1kNQfYa/fhZyMbI5VKiR0je4DXS9CDwArtIYEyBmn/mj1kcKcm8fy/GmTwjPF833LLLRgeHhbGR6VSQTKZFOCQrSkUMWPrmMFgQFtbG5xOJyKRiAiw5fN5HDx4UAQAy+WyqHxTJyEcDmNpaUlYV5yjftttt4m6udfrhU6nk8kXFH8lEALsjQ01m80C/MZiMRSLRYTDYWxsbCCVSsHv98tEHFUUk/aQ+5gixLSHfL5MFDgNg6KeAJqYgiwoAHv2kPRbgj3cGwSeCZ7T5zGO4D7hc9XpdDLicmVlBfF4HFarFf39/SLey+f+t3/7t9ft4Wtcn/3sZ+sAZJISgblCoYAf/ehHiEaj6OzsRKlUwuXLl1Gv15umB2g0DbX9/v7+JjCd/lKr1SISiQjQSRvD4g772mlj7rnnHqRSKfzwhz+E2+3G6dOnYTAYsLCwgHg8LoAeANx6661IpVK4dOmSXAttOavEjLloCx0OR5Ov1ev1MgmA/fIqi8blciGZTKJUKonN4nQdsmDUlh3aWBZzOCmEYn4skJHVw/dTCzN6vV5GURMEZtxAW6jGfwCaYkH12agUf/4cE3aKSb/tbW/D4cOHhcWQz+cRCoVkYhtHza6trSGTycjIYXUiVDKZRHt7OzSaxij20dFRGU3N501GG1mv1BJiOxwnWzC2YpxDdjKLkzs7OwL6tra2wmw2iw2Kx+NYXV1FJpNhm6foLTAvoY2h3ed7sc2CsZo6CYG2kHEemXIEudnuQVCHNpRjIWkLCRITgNtvC7VareQuamzI/evz+WA0GrG2tobNzU20tLSgv78fXq9X9gUAPProo29qW3j69OnfKAF/4YUXfi/vw7/FGMd/s8UkkXQqop6c+VupVJBOp7G8vCz/V1HPT33qU/j6178uAQBH19AQqBV+HhI6DAYIKiq6vb0NjUYjYMbGxgba2tqQTCbFwXBFo1GpOMzNzTU5iY9+9KP4+7//e7CHj1RwKv6r1cFkMilVFQYodDKsAO/u7kogql4/DzYFcwA0AQSsNjI4+9SnPoW//uu/ltfnfaRBZIBLGhRFyZikVKtVYYaoVF/+vla712tIg8QkR6XRMyk2mUyw2+3QarXo7+/H4uIivF6v9EgTCKGKLxWWeT2knDIp1ul0UmkLBoPY3d1FV1cXAoEAXC4X8vk8MpkMNJqGena1WkUgEMDKyoqMD02lUkgmk+jq6kJ3d7cIrgENquD6+rr0IHPOOQGPcDgswQh7HqvVKqLRqBh/LpUeCOypgQN79G812FBpZUBDOOrxxx8XWjjHJrEHm/usVqsJxZH3iIg4r8nlcgmCz+ozHRX7LXd3dwXoY895KBTC8vIyYrEYBgYGRHzt+np9iwEfAwQVHNja2sL29jYCgYDsM/X7Wq0Wn/70p/G1r31NgFgyGra3txGPxyVAZfWE1QmeU9UeAsDm5qbQsQuFAs6fPw+/34+VlRWpZAOQCsSBAwdQr9fFHvL1HnzwQfz93/+9tB14PB7Z2+r0BDLMGEBS+Zn7ktVglTFAijrt4/7AigwGADKSiufg05/+dJM9pB1T7xOTCTIQaI9pDwnG0IcAzTaVgTsTSgId+yvq9Dt2ux1dXV2IRCJCdbVYLJIUFAoFbG1tQaNpjNzlpAS2H7GaR1CzWq1ie3sbsVgM3d3dEqizMkqAuLe3F5VKY4RxqVQSDR4CTl6vV8D6dDoNADJ73W63C7BDxlMmk8Ha2hp2d3dFw4cVTFV/A9izhQRw+LNc/HxkgHCvcO9qNBr82Z/9Gb7yla+gVCrJFAfSZslW4R7hpCc+c+4vMknMZrPYX7VgQVaL+jlsNhuGh4fR1taGUCgkOj4DAwPw+XzX7eHrXF6vV/YIfRcZVOFwGKVSCX6/H0tLS03gARdF4L773e8C2Hvm8XgcsVhMYkOeS3Xyl8rOBCCxIRPDTCaDq1evwuPxIBwOiwYD0Nira2trGB8fR7FYxMzMDIBmDaJHHnkE3/jGN1AoFNDe3i4UdLYAsbUoFotBo9FIgYB7tVKpoFAoCOOIgCpBEjVRV/cf2RQsUnF8M1t0Hn74YfzVX/1VkyYWYxLGqzyHHM1HNivBDb6vyj6lrVPBEWAPNFDjIH6vtbUVbrcbOp0OLpcLiUQCNptNfAzBpNnZWcTjcbG1tD+7u7syiru1tVU0x5LJJBKJhNhzr9cLv98vvqi1tRWDg4MyOnRzc1PyFIIvJpMJJpNJtDGAvfZl6gYw/iuXy0gmk3j22WeRSqVkWhhjOYKvXPsBJ+5t/psFAZV1wWeuxm2PPPIIvvjFLwp7goALgVg+Y4LKqu6Puk8I8NMGq8/QbrfLfVtdXZVRx16vF+FwGAsLC9je3pYWJBY/38xLPedvxPWGAhCItlGca2lpCcViESdPnsSxY8eg1Wrx/PPPy4ZWKee1Wg1/8zd/A6/Xi2w2K31C7Glk8MgEk6wGUjzVXtZ6vS6OiQkUA9ZsNiuBBStiGk1jBF4oFML6+noT4qrT6fDYY4/JYSSNknQ8BiJMzNnrZLfbEYvFmuiVBBpoVPhZ6PzoaNh7RXoUjRqDIiLdX/rSl4TupiYKDocDHo8HsVhMeuABSHCuKswCDYdKh9fa2irOQtVL4LWyR550OxoogggUjYvH47DZbDITmE7cZrOhXC5L5Z0VI1JrAeDIkSPymdnnaLfbUa/XZc4xacPsVSO4QiCjr68PqVRK2Ap0nvF4HBaLRURjXC4XAoGA9KETYV5eXhZklp+bzpbBukrpUxMKglwqPRDYY3UweFArC9/5znfg9/sRDocFNGDvsyp8abPZ5BnQafAMkfmgilqySsdgu1wuC03ZZrOhUChgdXUVer0eAwMDAjJlMhkRPr2+Xt/ivkkkElhbW8PCwgIymQx6e3uF/fT8889LJYH7l8/7r//6r+HxeGQf02GzFYA2VNX9UKtztGM8Y+vr61L53tnZG9nKqgXtoVbbaN1hn73aDqDX6/EP//APTdRuBmArKytiD5m0BYNBEWziaC4Asv8p8MVgUbWH/JuTAQgwqkkCgyG9Xo8vfvGLr2hBqNfroptCvRreb9I+6Vu4GLyrTCHglX2mfMYEBXnOd3d3BfTIZDJ48cUXpV+Zdo2vQ82XeDyO/v5+xONxYQPp9XrkcjkR2S2Xy3A6naLvUqlUsL6+jgMHDgCAjFxUW5zom/r6+lCpVGCxWCSIZNWRz2pnZ6dpnGgul5PZ4EtLS4jFYuKDGWgyaKfWCwCpYnLv8XmrfpVfI5iq0qb1ej2+9a1vobu7G2tra5IUUUyZQXOtVpPPwhZAlTlXq9WERUGwgmCcOsaMgXhrayuy2SySySRMJhPGx8eFTULmmtPp/B1biT+MxQLJ9vY25ufnceXKFSSTSfFB1WoVzz33nOwDJk98lgDw2GOPCeOGMQ3F9vj8yRC12+1NNlJt1ywWi1haWpI2st3dXRHOI9DE82UwGBCJROB0OrG2ttbUysQq8Je//GXZZ5wExaq6TqcTwH99fV0KA7FYDMBeglKpVGRkI+MzFUAh+FksFqXgoQICjBsZr9VqNXz+85+Xz8M4xOl0Ctshm81KrLc/NuTrkG3GGI0sHxU4pa/h/eY1qbERwctCoQC/JzI17gABAABJREFU3y/P0GQySRHN4XBgcHAQW1tbAuJsbGwIayibzUqLNEVhqTnQ0tKCixcvymhbMkeZJDO+1GgaE3zUghvvI+M5tYikvka12pj68PzzzyMYDArrioCYVqtFe3u7FLVUX8TF56sySACI36R/Utu47XY7fv7zn8tYRzINaH9VVgiw18attmYQiOfPqEU6XiOfM3OuYrGI+fl5EbO0WCywWCzSUvmH0MKg+qs34npDNWCsrKzgypUruHTpEi5evCiCTzyg7G9U6VQMNs1mMz7+8Y9LEMnROUBDgAeABEY0dHTuKp1MRfZSqZRQsdhzxqSeRpA/u7u7i8XFRTFcajXu/e9/vwT3nD/OAJKHjn1EQINGy6QO2BNm4euxQsUAV63uERXlBAq1GqbSoLRarYxeA/aqZAwWBwYGRDWVQZVaEdpP/yOqSeVV9f6oARqdC+8hg2oKT124cAG/+MUv4HA4sLm52VQB57NrbW3FwMAABgcHMT4+jomJCVitVmi1WknaCWTk83l4vV6hgDPgLRaLCAaDSCQSSKfTAuxkMhmk02msrq5Cp9Ph9OnTmJiYEAV0h8MhgWhnZyduvvlmGRHU09MjRprUO16zGohYLBZRXec9URNAlXLGr3NVKpUmQTK9Xg+Px4MPf/jD8t5EkukEGNwzSGClhUkYWyNISWPVjvuF76+2yej1ehE3pejY4uIi4vG4jNFkVeD6en1rdXUVly5dwrPPPounnnoKCwsLwgLweDxNc9AZGHA8X2trq4z5rFQqaG9vl9ft6+trSs64H0g/VO0hAAk8Q6EQcrmcBG7UwVDtKtDYo8ViEZcuXUI6nW6yZbVaTcaraTQatLe3NzEfaA9VdlYul5PrAiDXShujKnbzGlSAcnd3V5S0actog1VG2kc+8pEmyi3t29DQEMbHx9Hd3S20WoKVarWHPa5kG9CmqPZOrd6ogC7tAO8l9R1+8YtfoLW1Fd/73vewuroqlFT6KqBB72cLQn9/Pw4dOiTBWa3WGD/mdrulUkldFya1TPJDoRDi8bj0AtN+sp+8XG4ovVPcmMywYrEobXE+nw9WqxW9vb0S3JNKS19Jm8/rs9vtIgSp3ov97R3cWwTtyRSgHaPta2trwwMPPCDJjVarFdYGwR3aw/16F0wiWaUkSMBEQE18+HkIGqfTafE78XgcCwsLyGazcDgcGBgYECD9+nrta25uDr/61a/wox/9CD/+8Y+F9cTWJ5vN1lQxJXhH2rjJZMIHPvABVKtVuN1uOYfd3d3yHmpFV6fTCRWcsRF/plwuIxgMCujFQhQZNipbrFwuo1AoYHp6WmynarPr9cYIcr2+MU1BBbcKhYLodjF+ymazEv9x36qFI8ZBaoxM+whAii/7GRWMC/j1Wq0xClBl+JpMJgwNDWFiYgIdHR1SnGLCr/oT2k76Efol1V7yd1RbyO/xWdCuZjIZ/OxnP8O3v/1tZDIZnD9/Xl5LBUE4TnVkZAQ33HADTp06JXR/Mijtdru0B7jdbpl4QNvBVigyquhbOFmDLWQEicjEZTGSbCmCKiaTCel0GisrK5ienpbpYLRz3Cv1el1iaN4b3gsAAgqrBUQ1HyIbmPdCZVS8/e1vl3iQIAqf+357rMaGZHixiMYCg8rOUdkk9H+ZTEZYGblcDtPT08KiIzNVnfbwZl3cO//an9/X9YZiIJw/f14cNoM9bsxEIoHLly9LewM3Lw+wwWDAk08+KRVa0nopJEe6GStoNJQMFuh4eJhpAAFIkqzRaIRGpla9eIjVfjBgr9/rO9/5DoDGoc5ms9jd3YXZbIbH45GEV6Ul8TOxr5TvQWfESh+DIzWY4d80JBwlqLY68Noef/xxuUYG+Xa7HT6fT56DGizxMxAlJuV9f8WOr09HROPE76uJCb9Oum1PTw+y2Sy+8pWv4J3vfCcANDkIoqrHjx9HPB5HIpEQcTmO1eQoxJaWFgwPD4vKOAM8jaYx65w9j0ScW1tbkUql4HA4sLOzI2MaE4kEkskk9Hq9tLGQ0UBAiQ6K4x77+vqkFWBxcRGrq6viWOjECYhxpBj3K5O7/dQ0PkPSBUkb02q1ePrpp5uqdezTVhFQVXyxVqsJ+0KlsBHJZiDDfbS7uyuJaS6Xk71qMpmaWjjW19dRKBQEUFGpx9fXa1s//elPX/UcMnnmZALuCwASzBgMBvzkJz+R/UMmAKsDbIsg5Z02jfYQwCvOLs8Oq+M6nQ6xWEyui7YLgFSl1KoxmQ60h/V6vUmHhiO4yETj+1Jbge/P16lWqxLIMdhUKync1yorQaWYqvawVqvh8ccfl7NG0Jb9rur522+P1Ao4KzIEKdTFoI1Jyn57yHvFz5zL5dDd3Y1//Md/RDQaFVvBKjiD7tbWVhw9erRJf4BsBIIzyWQS6XQaIyMjUgWkDVHtIVv91ASdQll9fX1wu90y9Ye0fYfDAYvFIqMqmfBUq412CavViomJCWFFzc/PN439JMjAvcCKIPci9xGTQj5nAu5kPZFRoNPp8OKLL8r9JxDCvaGyWNTXpC9WmQwqDZgxCbDHEiFDjjbbZrOJ0n8+n8fi4iJyuRyGhoYQCAREM+P6em3rRz/6kVSi1aSKcVkymZQ9ozKnyARqbW3F//pf/wsajUZo4ywM8XWY/KuxIZ+7mswxNlSBeL1e3yRWqyZ4TPwBNBUV+Lvf/e53pfjBPcT2Q/6uygRjNV+9F9xvHB24PzYkIAdAYmTGHEx0aft4b8kUU2NDCoGq00zUohttM+0Hz4x67vb/DrBH1efXVbtI8M7v96NQKODLX/4y7rjjDrnPapxpNpsxMTGBfD4vQq4AZNSvz+eT1rjR0VGYTKYm8MBgMIh+BYtVBA7INEomk/D7/QL4UCOMLXXAHrOFecLW1pYUoG644QYAEJBxeXlZRnrm83nE43GxebSFaqzNPciCEQBpy2PsptFoBLDR6/V4/vnnxf6pQIPKFAEg168Wt7hveE7U2JD7huLyHK0JQEAjAteMDUdGRjA0NHR9CsMbYL2hAAQAgvyyr7FWq2FxcVHG3DG4VQ0d0KhMnDlzBt/97ndF8IPVJyZKbFWgk+DBZDDKoFWv14vwE8eQMNjl4SAayL4mGkMeRLvdLj1BZ8+exQ9/+MMm1XE6PArXqQJ5HDdDA0BaFB0bK12klxFM4XXw/pGOxeAJgIAtWq0W99xzD77xjW8A2KsyMxhUpy2Qts7KsxroMohTg2p18X1Vp8+vqQg4NR7W19dRq9UwOTmJ9vb2JiOjVueZuNJp8v7o9XqZMzsyMiJoa6VSEWHDUCgkyQVHb128eBEApDrh8/mkGlcsFmXGeiAQQDKZlH66Wq2G9vZ2GAwGATPIKBkZGUF3dzdGR0extLSExcVFCdLZ88aEguMWCcbwmVK0Tb13fO78fyaTwc0334wnnngCAMT5ORwOubcMlAE0TXzga1AAyGQywel0ijPg/ibDRFVgp4gjwQcms1tbW8Ls6Ozs/M0O/vX1ikUwh/aKz3VzcxO7u7uiBK9S8RkQlMtlnDp1Ck888YT8Ll8zk8nIeVNbwRjokeFC9ghtktfrhcFgkGCYgQhBLQYnfC/uO61WK737lUoFd9xxB374wx8KMMD3pdYBA2faegb5bL9hks7AhgkkA0GeHSYTtNUM6lSbolafaQ/Vs8GKldrXzJYnlfXF91VFzFQgcL/tezV7yHtNMJpig+9617vw5JNPwufzNQEy6vXw3qTTaanos3Iaj8eRSqXQ2dmJjo4OmZbAatv29rb06lIjZm5uDi0tLWhra5OkngK+qm6F1+tFqVQSO8Dvsec4Ho8L8DI8PAyXy4XDhw/LTPetrS2p6BFYoR9T7SEAqdAxoeK9oO0HIAH9wMAAvv/974u9rFarwnLgvjSbzbJXuAf4Xmz/MplM8Pl88rrcmyxIEMwnEM0WR9rDSqWCUCiEaDSKw4cPw+fzvX6D8Ae8VFYAgZ1qtYqtrS3x5fS9ahLKP6VSCWfPnsUPfvAD2WeVSkVadmhbaXMZQ6rnGmjEOQ6HQ7QK+P5qMu9yuTA0NIRgMIhQKAQAkpzTjzqdTnnfO++8Ez/4wQ/kfchsICBC1iGBECbK+yv1BGLV+I3vrb4/q9AqILNffLder+Md73gHvvnNb0qsx5iWE00ASOFA1VbgNdEWElAgKKAyiIBm5gK/pto4+jq2B3/gAx+QwolqBwBIW6nJZEKpVEJ7e7sIBkejUUxPT0OvbwhSBgIBYTZbLBZpzaAtoNDs2tqa6J1otVr4fD7k83msrKygXq+LcC1Zn+pYc8ac29vb4uvMZjN6enqg1+tx8OBBzM3NYXp6GqFQSERquRdV9q4KhNOfpdPpJj+i2kudTod8Po9gMIg77rgDly5dkvyHo90J+HM/qdpbaoxP7QS73S7sM+ZVZPioxSaCxWohoFKpiP5OPB7HyMjI78I0/F6v32d2wW+y3lAAAg0aKdg8SPPz89KWQOOjbnIeqhdeeEECTwalpN5zJA6NVblchtvtlsSN1TkKV5nNZrjdbgk6IpGIXA/RVFWUiWghUVitVgu/349qtSoz2llV4lJ7kOnoGHRkMhmpuOl0DeEY9tzRURDdpQOlg2htbZUgkskDHSJRdQB4/vnnX9Em4XK5JBlm9VhF0lXNCRo5YI9u9WosBL1e3zQGSKW8EdFkFY9JwPLysozlUZf6+nT0dJoajUZ6XPP5PJLJJJaXl2G1WmXkYTQaFaqfxWIRcIisALY6EPnP5XIIBAKSiG9ubmJtba2p746ULovFgra2NhQKBZmZzv0MQJzWyy+/LAEzWS80NGQz8L6RMaMCBqy+aTQaxONxlMtl/PznP8fOzo70IwOQBIp7hIkd9ztfl5UIPjPSkZk4VatVOBwOua+skJDmx6CLZ5iV0ZWVFayurr5ue/CHvlgN0Wg0wqKp1WqYm5sTe6gmQMBeKxIAvPjii1JBJmjIoIt7lr2cBCxZ/WcljQrWVqtVArNgMIitrS2pmPG8uFwuqfjRHjJ41ev16O7uxu7uLhYWFmTaCVk4BARUBpbKiiF7iP/nRAFSzmkPCTISQGa7hcViEQ0BJnv8XdIzWaXhPTQYDNJyRio/sMds4L0kyKNWangN6hQIAE1Blvo1NRBW7WE+n8fTTz+N9vZ2EUlTF++1KnRLEJitJGR1UICY9yKfz4tfo41Mp9Po6+sTQTWOpuMziEaj6Onpkc/AgJAVXavVKpV8aumwqsoAl7Z3YmICfX19mJmZaQK51YRG/WxkEqgJCH+HfpgCtT/96U+b9Bm4x1WfSYCMdpGL9pA/n8lk0N7eDpfLJa01jBHy+TwcDgccDkeTsC9ZOtxP5XIZly9ffsV+uL5+s6WKqPK+k+FSq9WEhq720PN8Ao1n/+yzz0oBhv6V1XjSuMkcIDDGggirqW1tbbDZbAKyk92ltlqmUino9XrRjyIAx0KRwWCQqU7JZBLBYFC0HJg0sqC1H2jUarXIZDISw5EZoGrT2Gw22fOMR2kLGR+yvYMaAxSXJahWr9fxzDPPNAGktIWquj9tJeMJdfICF7+3n5FFYEEFt/l6fG0yjpnI6nQ6zM/P46677pJ7pcah9XpdgD/GNq2trejv70ehUBC2UC6Xk7Ga3FtbW1toaWmMZmX+wQkxiURC/CGBnnA4jIGBAdEUYgLOarzJZJLiD8XAySggGEB7QIbSpUuXxP+yur9fp4L2i8wI1a/z58jK4fefeeaZpmKD2s5MwJpnRtV3UAF5ANJOaLVaRVOIn5f21m63iwYWADlvfK1qtYqlpSUEg8Hf1iz83q/rDIR/x8WNr1LFiFgyCKEBAPb6S7jBBwcHsbGxIYeJBpsVfVYFyuXGXOtEIiEVA6vVCr/fD4fDIeI1Ozs7TSN56GRUZJuoNyt2qmHnZ+I4wHg8LgeQBpIBL/vt1Eoig3iivwaDQVBzq9UqySYASezZskGa3c7OjgSeDJR57WNjY9jc3BTggxQ8UlCpy6DS0miQGNxz0TjQsTDoVAEVXiP7zoLBYFP1nUmo1WrFyMgINjY2xPnSANGZ8f4RaWYPcCKRaOrJ5rUzkFUp3263G+FwGC+++KIkEna7HXq9HlevXoXBYMDQ0JAkQg6HA06nEysrK4KyhsNh6Tvk8wL20HT2MKZSKczNzYlwI585Aw86crWipjJa1EqmTqeThJKOaGxsDOfPnxf6ulo1UZ0yR3kygWQritqGkkqlJPipVCqyP9jmQQFQNZDna5PJwKQ1n28aC359vYalUj4BCBhKBgkZODx7agWV9jAcDjc5bmDvrPJMl8tloXsyMLdarfD5fAIeMPggEKsCr7S/pE2qCtQ8FyoSf+DAAanKUvBPVcDXaJp7a3ntDL4NBgM8Ho/0HheLRQmaeU28VwSFtVqt/Axne7PXVLWHGxsbUo1hpZvMNX52vj4XQQ/6ItVG0daogTbPLO0h7QqZUepYLAA4ceKE6AFRtwfYC05Uu8DkigAgWXO8Rj6b9vb2Jl/J6m44HMa5c+cEjCTr6Nq1a9Dr9RgcHJQZ4K2trXC5XOIvADRVdNXPyQSC/iudTmNmZkbE2Gg71ckyqvgkgQTaNnVPsRqnsrrGxsZw7ty5JpYMhXIZBzDRZxK5u7srtl59fdpsAiC8LgrU6vWNSU+MUxhjEIigphEnL11fr32pcQcAiZfIDKIOD/cziyl8Jru7uzhw4ADOnTuHer0uCTafpbqvONkkm82iVqsJdd/tdssELQonEoSlD2U8k0ql0Nvbi5mZGQHEAIjd5Wey2+04evSojEOl3WK8xP1G26i2iDE+ZqGI9s/lcglwqH5GVbuFwBpF7Sg0yNi7VqthYmJCklDqJjAWJs1ejYlVMFO197R9jFd4ZtSiF++J0+lEe3s7FhYWxH4ynuQ5n5iYEJCGYooqmMhrYMHDaDTC6XQKcKzVNlpmOT0GgJxb+lOytKanp4WNQPFZjhQeGRmREYgcQawWf+i3E4mEtGepQHGhUJDW3QsXLkhbKz8vCwYqw0ptT+GeVRN8+jz6Ke6RiYkJ/OIXv5ACnhqX877RT6qCsip7RafTif4X9yLjAuY1er0eiUSiCdTZ/9oqcPdmX2qO9EZcbzgAgX8MBoMYB1Zy1UBJNVgMxDiOh4ErK+4MNPkwiYixr5SvSwQ2Foshl8tJNUMNCBncED1mvxG/xiCEQagquMJZsKyWMblPp9Ni/FVDwASZiThpk0wS3W63jPDSaDSCBAKQKhYdF9FdBuv1el36wnZ3dyXQDIVCYhC2t7clWaHBUhcDQ17zfu0HPlNgT1G3Xq/D5/PB7XZjeXlZnjcdI0fNTU9PIxwOi5N1u92wWq3wer3wer2StJLSx7YQ3kubzSajuzQaDdbW1kQYsa2tTejY3d3dkhRTN2F3dxfDw8My1iyRSKC7u1ucL/vgnE6nVPU6OzslKCFjhIHK6uoqrl27Jsg99yOp37yHRHFpYFUqGoMb3mMaXzop0pB5L1kBZlDA4It7gu9J5Jn3k3uD76vT6YSSp9Ki+VrcpzxbdH4qY+X6en2L9oCOnjRRAom0f9wftFEMgKLRqAAOtId04PtbooC9MY18HZ59BlsbGxvyzLlfuNfq9caEEya3DGq4H+x2O2q1mgRTBJhoF/mZHA6H0OFV28U/pErSR7B1wWg0wuPxYGtrSwI4goq0jRQT5b6u1+vyvvV6HZFIRPwHmR+rq6sol8vy+VVKJu8fbZ0KGvM5qWwFFcRhcFav1yU5CQaDErAxaLNYLAiHw1hdXRVb7/F44Ha7YbfbxZYBEG2dXC4Hvb4xdSAWi6Ferwv11O12o6WlBevr6wiHw0LdbWtrg0ajkdaMrq4u7O7uwm63o1gsNgkRr62tobe3V3wNW9w44nhjY0MmzdCus1pLBsqlS5fEHqqjgekbySTkRBnVHqogmapJoCaY9F0q4M/rVdtgVLYLk30uFcwn2EpfHI1GYbFY4PF4JBhWGTP0Ffxd2uE3ekD5H7X4XHkvTSYT6vW6VHMZi/BckxXEZ6HVakXwlWeRjFDVJvD5JJNJ8ZvlchmZTAYOh0NGglPDA9gD8FQq/srKioxJBSA2F9jTpYpGo+jr6xN7yMo3ta4YQzJJ5+vTFrK1i8wMJo4AhOFF26ROg+F7kI2q+nv1XnO8Kn2GCvhFIpEmNtR+W8gzuh+wYyypVsGZWGo0DVHdzs5OzM7Oyv1ioYLFumvXriEUCkGr1YpIoMfjQUdHB/x+f5N+Cs9kNBrF1tYWdDqdiG56vV5hdMRiMZkw09bWBp1OJ+zUnp4eAVSLxSICgYCMy06lUlJkom1QPzN9CSeJ5fN52O12AYrn5+fx0ksvNdlCPmvuExabWKAkGMn7TvvGe07QRV3hcFhiCRY+yQzm76lMrXq9/gr2ryqcqBYz6Hd4XfyaCiKpxTzGDn8ItvA6A+Hfcak9PgQO6OSJsDLwYgCnqt07HA7p3SYybbfb5fVVSqFKn9/dbczMzmazCAaDUjVR+8iI0KpBCtWcVUYCAOl7pGAZBW9YAePrhEIhJBIJ+T7RSzXAYauEWtWhwXW5XMhkMk0HXVXc5X1UKytqK4HZbBYAgfdFFTtRUXM6CBodPiegOZhWf473iQEgP5ff728SxuJ7qMaF6DF7bre3t2E0GtHV1YVqtYru7m6pDpI9MT8/L06YvWakTfNz0vhRuCaZTEo/IwChXZElQsCDgEC12lD6VUW0UqmUBOakAafTaVitVqkS856zos89wECT18bKAPeqanQZnKqJI/9PUUfuZ71eLzoR7HlX6Zo8A3Tq+6sbKgjEZ51MJqUiotKtCbyoe5T30+12/1Y24Q950Ubx3Kg9q6xysmWEgCt/Ftizh6Rdk+6q0h6BvZGIBBPISMjlcgK67a8YsL1KZYypk2SAvURaq9UiGAwKsMqJNuyjZwC+srIie0l9HdVO6HQ6+ZwMaBjIuN1u6VNnALV/Yk1LS4uM9VNZGzx7wJ7Aok6nQzqdFjvEr/MsqpU0tc+X31MTXtpzVtzU59rZ2dmknUC7yvchk4znKxqNChOjv78f4+PjMvUkn89LNTQSiYhdINOhq6tL/JpKo43H49jd3YXX64VOpxONFwI/JpMJiUQCWq1W2in4bPgzVMRfW1uT+0/7mE6npa2LYrcApFLI+0WbxqSJYKtqo/jMVGCJz4XPwWq1SoWMPpdJGlmH3Osq81G1h2qbCT+PCj6l02nxJ+r3uf+oWM7fJ7B8fb32RZ+i3n/aCO4RJunUKSiVSmLb+DUCRQTn9rcSqexXth1Qj2RjY0PYnSqzRWUNcF8nk0nRvOL1056Hw2Fpq6Ldbm9vFyC1XC5jbm4O6XRa4gG1xYvvy89AYJg2vFgsoqOjA/F4vCn24LUzRqOAoJr88jWq1aq8N983k8lIX7t63/j5CeaoMR2wVwzjzzGu53llPMvWDrXoBKCp+MfYkEyIXC4nLLaBgQEcOnQIPT09IuhqNBqRyWQwOzsr7alAIy7p7e0VHSFer06nQzgclriTLamxWEyYmGSuEcDg9CraUybptEPpdFpylUQiIc+AbQa8T2oOodL+yXLhs1aTUr4OnzH/z5xILS6quRVtdTqdbor71PiBe0L1Sfx7f6GT+0zd8yw+cV8RJKa/ZXv4m3mpIMobcb2hAAQaGR5ovb4hUshKERNaBmg8MAwmSNFngNra2gqv1wuj0Shooop20vEAzdUiJu7AXs8+Ez8iaTyYNBgqC4Ho4vLyMiYmJqDRaJBKpbC7uysz2el4EomEIHfsB+aB4z2hKBWRaTqjer3Rg89Ki4oIq6/BpF2r1WJtbU1oWjQyrBqqyawawKtBrxq07V8qPZe0Oga0DN7ZJhAMBuX+8fqZmKrJEp+NVqtFZ2cnhoeH4fP55HkRSZ+bm0Mmk4HH40G9Xhc1bFKY5+fnkclkYDabm0aVFYtFpNNptLQ05uWSsUDjyb7HarUqdDgG1JlMBqFQSFgPbrdbBJB2dnaEEdPW1obl5WVBfslMYPWVr8X9s79dBNgbj0MxH5vN1jTXd2hoSAJsPi+dTgen0ylibCsrK7J3GIgDaHIgfN78v1pJVlFkXieDNj4rOjAGX/uR8OvrtS3aBjUAY8VMrYDxLDPo4BkkkER76HA4pDeTa39lTLVrtDOqbeEzp0K5WllXqyGqLaM9PHDgAACIPSR9lsliIpFAW1ubVFx4HbRver1eaPMM7nk2XS6XTFBRmRt8DX5Og8EgYy3X1taEqUH7R50EgmBqIsj7rSYN6nlhkgC80h6yws97RmaGw+HA2tqa3HcmA6yiqn4HgLAqAoEABgcH4Xa75b3VZMfj8aC9vV36xB0Oh/QELy4uyvhaziMnzZTMBafTCafT2QRiWiwW2O12sZF6vR5er1ee8fb2tugReDweRKNRaDQaCfRZLSRF2Gq1SjJIwJ0gLBf9q1qx5Jmgbg/tIX+mv79fwAGeIb2+MbUml8shEokgFAoJCKWCVPt1JvjMCVTU6/VXFU7m+6hjK7n3eG3X7eHrW9xrTG4IADKWU/u26RcJHPJrBPjpu9xuNywWy6sKePJ5qYws9f24D3gdZBKqNo/2c3/MtLOzI7aQIt9qG5BGo4HdbpcilFrMoh1gEYc6XrRvtVpNmD/t7e1YX19vskNMBtXiDqcPRCIRRKNRuWaeGd57AAJiqrECfROLRKo9VIE/+gwCJbTdZKlZLBa43W5cvnxZniXPMO+vWvQDIHGO3+/H4OCgtKoSzNZoNLh69So0Gg1GRkawtbUlxR9ey/z8PFKplBSt+H6VSkOLjGwor9crCbxer4fT6RSGMD8r/R7vVUtLi7CUQqGQsJxisRhcLpewIPazrwj2k+1K38T4SmVfEQCifpvVahWfz/07MDAgv8MCFkG2ra0tYdoR+FQ/B/c32Sj7AQ/aNe5/Xif3A/ca7xOBJvqzN/O6zkD4d1xtbW2CLKo98eqoHR4KtSWAhiIWiwGABDhOpxM+nw8WiwWJRALVakMch9R5bnoaAQbhdBQ8AAxazWazUNiYqPGAsvcUgBjxer2Ozc1NdHV1NYlZMaAA9gSbGCwymSbFOJPJIB6Pi0Eji4BKqB6Pp6miA6ApuSBjIhqNCgWaTmRjY0OMFQ0TwROVPmw0GgWIYTVTDYReDQUl7Z3tAezv93q9qNVqiMfjouNAMRYGW+3t7U0JAOeKj4yMwG63Y2trC0AD6FhaWkJfXx98Pp8o87I9hKwAJu5ut1uo/vV6XZTlqXzLahmdEAOWZDLZ1A4DNKoe4XBY9hxZCAxSGThzbyaTySbkXmVoAJCeWe5BBtQMhgKBADo7O+FwODA4OAifzweHwyHBbCqVgt1ux8LCAoxGI/r7+yW4Z28lR7wBezOKWRlj0MC9wf/vr8qR2s1+ykQiIQmtSqtTg/3r6/Utj8cjvdkMGAFIJQnYqxowsKKjr9frUjHmNA728nKyTLlcht1ul1Yhnn8yk1RQgO9Pe0FthM3NTVGCpg1gwK4KKvLMbW9vy4SOYrEoY22ZFBOc4L5XKeY8R1arVaiS6rnM5/Pw+/1NI1KZQKj2cGdnB9vb2/I5aXdoDxkMqywwNQhi+xjZbvsTzv3VSNpjtdpH39bW1ib3RR2vymBZZT2xxcJisaCnpwfj4+PweDxS7aTidkdHhwT+tN/JZBJut1sCbs4m39jYkDPNCm0sFkMmk4Hf75fAlvePQSsTePoui8Uie4F2goGq1WpFNpsVH9ba2op0Oi3Pjs+Ae4v3joAWEyYmHvV6HV1dXWhra4PFYkFvb6/oF2k0GhHndDgcWF5ehslkQiAQEDA3n8/jypUrSKVS8szor9UK2X7GIbDXVsS9TvYfk61UKiVtPvR5vGcqSHV9vbbl9/slKSR7hKwhtYjDWMZgMEiFk3tILTCw/YRjmnd2dgToJ4igxoZMjIA9lXnGhgSvqJugAqjAXsuZCkgWCgUZwxuJRBCLxRCLxSQJZIxIIJG/p7Z2JZNJiRlULQaCWH6/X3S3VGaUCm6Vy2VsbGyI6Co/a61Wk3Yw2nY1SeT+Z1sU7T0BOS6VmUV7RD0AakfR1no8Hmg0GhEzrFb3Jjnw/TnFRGVPDQ8P48CBA2hra5M2r3K5jGAwiIGBARF+ZsxfKpXgdrslbqXwazgcFrYANXbi8ThqtRra2tqQyWTk2XCf0ffy+oC9aWF89q2trchkMsIEyOfzwqDlWGwm5/Qv/H0CCgQXuA+ohVOr1dDR0YGOjg7YbDaxhXa7XQp4jFG3trZgNpvR29srMX0ul8Pc3BySyaT4fBZted8JDqt7ms9UjfPUqRu0hQQjGGOq8eAfQnvrdQDh33Gxh5/9QvV6HalUSgIKbloeHrPZLEm5Xt9Q+abAnclkQqFQQCgUkpElw8PDOHr0KB5//PGmHjeVrg40t1LQQORyuaZZqzTuKitCrVzzWilSqAaNNIxkEzCI4uvwbxpsopVqT2m9XhfxMJPJJOihWn3je1EQjwE9Hc7w8DCWlpbEABJNV9kXWq0WHR0d6OnpEU0AYM9I8mf4eWkgCIQw8OP4K7PZjPX1dTE4THbUtgf2oTFp2draQl9fH1pbWzE7O4srV64gl8tBq9VKIt3T04P19XWpqhmNRnR3d8NoNMp7M0FSjTmDOo/Hg1gshmvXrokirtVqFeoanZzD4UAymYTFYoHNZsPY2JhoSFCbwmw2i5ARHajP58PKyoo4Hd6LcrksaDj3o1rVV6nmbW1tcLvd6OzsRGdnp7AIqIrLIIKfp729Hfl8XhTsCV6YzWY5U2q1VA2eGWzsr5jx7Hm9XsRiMdlTTBZYteEeuj73/PUvh8MhgS+DukwmI7aG1H21NYBCf6TGLy0tAdhjWDGIaGlpwdjYGA4cOICvf/3rIhjGAEYNAhls8t+0X9wnpNMzoFD72hm08XdDoRDOnDkj1VqCC5VKRfrPVVATgFR9CJZtbW3B7XYLGAs0Aq1CoSAVGFJv6Rto3ymgS/sDQJKBoaEhLC8vNzGtVFvKe+7z+dDV1SX9rQCazo1KMeb5peAYK0UEFAjgABB7ybPI6xodHcXCwoIkr/F4HIcOHYLP58Pa2hpeeOEFYT75/X7YbDZ0dnZKQk+6dFdXl1TvyPjQ6/VC6Vcr9T09PYhGo8jn8+jq6oLf74de3xiR63a7ZaQZkyOOyOTYNPplAlj1eoMCzfvkcDiaerSZKNEeqiwXJhOqxgz9EgFV2kPaLQblfO4dHR3iU3hP+DxUATkCJeozV6veqq8D9iYBeb1eJJNJsYfsu+f+oa0l0+z6em3LZDIJ8KQ+I1WXiUk3mSxq65bBYEBfX58UUiqVCsLhMLLZLLTahujm8ePH8dhjj0nBAIAUdlTqthobco/TDqj96ZVKRWyMykbhuaEQ8dGjR7G5uQkAIlCoTmlSgVnaFO6pZDIJu90u9o42i7GV1+ttsq8sWLGtJ5fLiW9Qk7t6vS6jKFX2jQrUaDQadHR0oLe3F+l0WuyYGguqSadaPa/X69JKRoDDYDBgYWGhicGhvh9Bh7a2NgFTEokEHA4HvF4v1tbWMDMzg62tLej1epmeNTQ0hO3tbSSTSZjNZthstiZbyGdotVoFAFTH9LJoxbGQvb290OsbIzztdrtotfG50G6rmhO0HRTp3tragsfjEbu8vLzcpFtGsJX2hUUa7gM17wAaorgOhwOBQECAX71eD6vVKm2MPCMejwd+v19EHJ1OpzDTaG+LxaLsXTUJ5udUl8rGoWAldYxUAFXdQ7Va7Q8iNnyjF9DeUABCKBQS1FhF8pksqgEZk11uylKpJFQl0sJo7FlpSqVSQufkUg+HGjAy6FQp9vw6E0o1gKTCM7BXgWKA++Mf/xi1Wg0ejwcAmgISteJPwIDXwoNHI1cul6U9g8aGoweJnKqvo1b1eW2qMMu5c+fkM1utVthsNpn1TQeg0+kwMjKC4eFhvPTSS1Kt4rMAmicE0ECoYjDAnpJ2KpVq6qXj/STSWqvVsLKygpWVlab7UavVcPnyZUxPT4uDoHMvl8si4Nbe3i7VLn7v6tWrcg8oxEhQiSwPov+lUgnpdBrd3d1y3dVqVQQEWWEzmUwYGhoSui+DYRpgo9GIWCwm/b0jIyPIZrNitAFIoEzVdQacBBSISJMFQfrb5cuXsbGxgZ6eHtkPBIo0Go1Quev1OpaWlhCJRGSEHfcBwYZisdhEXQf2kk1+HrUnjnRsBjfqHuDe02q1wiZiv+D19doXJ3zw3DBoYPCn9gSrVHqepenpaWg0GpktDkCqNhqNRhSVVSenBkJq+wDtIas7+XxegEmVkso9S2V9oHmedLVaxY9+9CNotVo4nU75/n5by72k0jC5dnZ2BEzlOaeAWCKRgNPpRDKZlPekXdn/mQA07c/z58/L/bNYLBJ4qVUwnU6HI0eOYGhoCM8//7yc+/33X61I8TrVZIevGYvFkEwmZXoBgU1eb61Ww89+9jNpceAzAhrtFy+99BIWFxcBQGjXN9xwA3K5nHyGfD7f9P7Ly8vY3W1MoxgdHZV+X57h2dlZeS6sknZ2dkKr3et1JduLdsJkMmFgYEC0M3jfGYgTjOUIx7GxMfk+q7aq3eO9IBtFHceo1WoRj8cFQLt27RpisRg6OzsFzGLVjEAJA/Lp6Wkkk0lhxtFeETwolUpyPrgI7vKsqXuRTEfuS/pGnlPuG/ZSk015fb22tba2JtO0OM6ae4X2ibaLz4iJHPfQ3NycMGxoC1jEIQOAS7WJTK5Vxh7jHFXobz+QThapqp0CQAoqrLY/+eSTTVV6JmO0WwTl1eqv2sLBfcb9zJiAyTXFEAn8AntMGrJe+XsqWHLu3DkpdLAgp+5pjUaDsbExTExM4Je//GVTvKJ+FgLLjItph/heLKCRmUbbTvaUmnQuLi4K3Z73wWAwYH19HRcuXMD8/HwTSDs+Pi6tpx6PR6YF8NoWFxcFPB0bG8OxY8fkc2q1Wly5ckX+vb29Db1eL4KyLHSqwr4ESQiO8/qo+8X8ZGtrS4CQvr4+aaWl7VOnw/D5s9WDtgyAtEEDjVh1ZmYG29vb6OrqkmKPTqdDPB4X5g195czMDDKZDNra2gRUU8WGCfDwTPFv7sH9TBsAooej6qrxfNDWUpj3D4GNpfqK33ZNTk7eDeAvAOgA/M3U1NT/8c/83EkAzwO4f2pq6pu/zXu+oQCEdDotirQUjlEPD6ck0DHwZ+hETpw4gSeeeOIVvW5MrGdnZ7G2tiZGjQk5K9Pqged7qDQdGjMGyAQNaMxUFFeteN1+++345je/KQeQSSY/F50h0Izm8dAR6WbbA52j2uNpNpvFsaqHmkEeZ+OqaPBdd92Fxx9/XAxxW1tbUx8eDcDKyoqMkVSpuSpVa7+DUwXOmISq6uZ0WiqtidSpbDaLP/7jP8bXv/51aLVaoQs/++yzQjtlolEsFjE1NSWJzLFjx9DZ2Yn+/n5oNBoRI2KSbLVa0d7eLo7eYDAIEkrlcDokq9Uq86X5+dra2oQW2NrailKpJIGHqixPWjafHQMBijyZTKYm2jbZNGrASYei0Wjk3rGVhKixVquVz+ZyuTAwMACXyyXijX6/H263Wyovqhgcr4nGnM9Tpa/tZ+UwyTObzfB6vRIM0dHxvDF4vz627PWvRCIhivrqHmJARYev9qeq++3EiRP43ve+J4AWqzxkI125cgXBYFDAPdpDvhaDZe4Nvj73jsqWIjDG6wP29gywZw8rlYrYQy4CsvwZVlv4OupeVH9G1WVh9VoNPAlSqskAPwd7/vm6qj3kNQUCAQSDQRnhR/u9tLQkv6smmrS7qi3kog0hvZMCbgQSaA9VxhHtwfHjxzEzMyO2oru7G4ODg3jyyScxPT3dVB0tFot47LHHpJVqYmICfr8fgUAAADA3NycsAr/fL22AnMLAa6Ga+TPPPIPW1lasra3B4XBIexerZGq1zel0yvxv2gq2E1LPgsJn6h7WarUSMPNzkBJNMKejo0Mq/NxvZJyQucj7xnFqDocD/f39cLlccLvd4gc6OjrEfu/s7Ej8QF/LMbT7/Rv3lkpPZuLAHmn1rKqgE6vhqpbG9fWbr2g02iTWC+yB4ACE9cTzyNiRlfidnR3ccsst+PGPfyyxIZOidDqN+fl5RCKRJtvFqR20u9wTfOY8B7QfKtuILVQEE1Vwib/D+OjMmTP4yU9+ImdiP2OKgBh/Zz8IykSPvpf6MdlsFjabTYBQgn2qzeLeZ8EH2AN877zzTkxNTcFgMCAQCGBtbU2SYP7M7OysiEnvr1Tz3vE1udR2MNpC6swwrgWap3mpY4MfeOABPP744zAYGlO0Ojo68Pzzz4st5H3M5XKYmpoS3Z/Dhw/L1AatViu6WASmaMPa29vlM3J0tdVqxblz52AymbCxsSF2k/aSGht8PswHmBPQhlH7R6PRIJ1Oy6S3nZ0dsZHMcXiPyKKl//D7/dJGzWdYKBTg9XpFo4b20GazoVgsoru7G7lcTlp5S6VSk56Nygbk4v4msKsKsKttWWQ8EpyoVqvSQqEWNOmvuRf3+8g341L3/W+zJicndQD+J4A7AYQAnJucnHxiampq+lV+7v8E8KPfxfu+oQAEYG/OKTckK+vAHq1fTVbYD6fRaPCtb31LqOXsVeKcW/Zdqc4H2Av6+LVKZW/uPQNTGiSivKwkl8tlWK1WSapU2qt6OL761a+iXq83VT4YPNHJsKLIAJcBNB1hKpWSflkmcGqFzWq1NgUu/DwMxvm51SB1ampKQJZCoYBwONzUX63S5ZxOJzY2NuQz8bOqf9T7ROOvgh8EPPhHBTNqtZr0itXrdXzta1+T+9/W1oaZmZmm3iy1B41Gj0E6qd+FQgGpVAoWiwVOpxO5XA5+v1/Ujxkg9vT0SC+z3+9HOp2WthGXyyUiiWNjYzLvOxqNSkvH7OwsOjo6YDabkUgkmkachUIhAaT4jM1mM6xWq7QwqAkQ78vm5qZQg1kl1uv1uOeee7C0tCSsETr+crkMj8cjfW3b29uiy9DT0yO9ivF4vKn6AKDpWamLe4P7iD/H/zNBU4Mu7g3uxevr9S86dFayKC6nVrzVKhTtIZO6b3/720LZdDqdUolLp9PCWGECy8CQwQ+wByKo2hYqHbJer0uFm1Ub2iEmW2rCxet97LHHUK/Xpd2I1GM1sOb5ZgsCbSyDatrD/UwYsl7sdnvTeeLnod2nPWSAt98e5nI5afdgewewFzC53W5sbm42MQ+49lcvea8ANGk2MKlUgRFgTyCOlPevfvWrco1GoxFtbW0ChnOpLUekJZdKJRw+fBh+v1/UyBOJhLR3EVBmksM1PDwMjabRdlWv1/HSSy8hkUhIn202m0UymcSJEyfkOefzeSSTSWxubmJhYQGdnZ3ie9lvXK1WMTc3h1KpJFU0tjhYrVYRryRLRtWfoD1k0l+v15HL5eR9dDodvF6vVNJ2dnbg8/ng9XqFmZLJZBAIBNDW1oZgMAi3290UiPNecK+q9hHYo6+rorEsPlCDQtUHUhMg7sXfZUXqD2nxPgON80UdF541Pi/aCPpExoblchk//elPYbFY4HA4BMhPJpPyM2S8EnRUbSGLFWQ90h8zPiMIlsvlhFHIRI2vR9u23y8+/vjjoinE7xGgYOykMsC4h/jeuVyuiRVIX76725guRtFZtR2CFWaVPaoq/1cqFSnglEoliQ33i5lXq1UZb8mlxo98PxU44eJ9I2OCfgvYY3GpbAWe+6mpKSmcBAIBTE9PY2FhQe4vgT3+n/5Ip9Ohq6tL7FUqlYJGo5HJMzabrenZ1Go1jI+PIx6Po62tDadPn5a2rnQ6DbvdLuy+o0ePyr4go0uj0Yh4Lj8nk/2dnR289NJLTUCmKiKrAilkBdAncNwyC1gAkM1m0dHRIQwAp9Mp8SXQKG5NTEyIkHs6nUYgEIDP50M0GoXL5ZJRjyqIoNfrxVarwBHjDBUEJ6ORAJYKFKn3Vf0sb/b1O/yMpwAsTk1NLQPA5OTk4wDuBTC97+f+HwC+BeDk7+JN31AAAgOker0xGorTAmhYmGjurwSwivrQQw/hK1/5ihjQQqEg/Y1qDxADNLVFgNUrlYrE4JMJIKvA7GcFIGJNu7u78nM07Ly+T3/60/jsZz8r1E7SkoE9IRG1l46JMgX7aOAZ5POAk5VRLBZFHIqIO9W4ea9471S19kceeQRf+MIXxOGmUilxIgQO6vVG7+oLL7yAzc1NSVTU8VhEO0mJB/Z6pQEIGq5WdOhkGMAzkCba/qlPfQp/93d/h97eXkSjUTFuJpMJHo8HExMTktxTQddsNsPn80Gr1SKbzcLj8cDn84lz5vQGBv10lKTHkn1Cpe6FhQUx/IlEAuFwGOPj4/jVr34lDmJ3dxfJZBLJZBIul0tGPJKxEY1GxVlzvJeqIKyCPaSW8b4wMKXT3trawtramrAQ6Hh43Xx9BrmkC5O5Qx0G1Unzd1XaoUrFYyDDIIt7nvdQrbTxNQmKcM9dX69vsfoANKj2qlilWpUniArsJbilUgkPPfQQ/uEf/gEGg0HabJhs0d4wEGBVgfuOf9TElGda7aNllY+2oFQqweFwCBCoVjZUe/gXf/EXyGQyEjTxHNDh8rMWi0Whzav2kLaPPwvs6SAUi0W0t7dL2warygR9X80eAsAjjzyCz3/+83JPY7FYk73gWchkMrh06RLW1tbEbvAe8f7wDKpgC+9hLpdDOp0We8hkRGX/8L1aWlrwyU9+En/5l38Jg8GAgYEBbG5uYnl5WQDGzs5OHDt2TAQVGdxWq1UMDw/DbrdLtb6rqwt2ux02m63Jj/I6NBpNU8VyYGAABkNj9OL58+fR1dUFo9GIaDSKeDwOm82GixcvIhKJCDtgbW0NuVwOXq8XDodDglC9fk+JnCAyA1aLxdI0To1APu0bhUTVAJZj7jo6OkR7hiAZtQjox1QF+EqlApvNJkCCCvIQrFKTHzXY5R4mIEzAhs9XFR9WPwuTpf0g7fX1my1W1nU6nYCUfAZqbKiylpi0E7x53/veh2984xsoFouSuDHmAvZU81XbyniKBSXGK3yujN/UwggBXwKNHP/I1yYwxuv85Cc/ic997nMCwBI84/6ithJBewBCm6e9oF1TGTW0nb29vUgkEgKEMhbh79AGqFVvjUaDP/3TP8UXv/hFlMtlsVf0E4zX8vk8XnzxRUSj0SZ/wdiR16m2N/Ie8LpJwediy5AK8rJ4V61W8clPfhKPPvooRkZGkEwmMTc3h93dXXg8HvT09GBiYgJOpxPxeFwq85VKBb29vQJkOJ1OAVEp5qgCMzy/nOKl0WgwMDAAt9uNRCKB8+fPC2hUKBSQSCRgNpuluMOYU2XFmM1m8TfhcBjb29vI5/NNDE7mEWxH4eLITe4ZgqR8FplMRrRYVDunxpTqvqYuDs+Ox+MRlgHvBRm1agFXXXw+9PH0vyooru4nNSf4XVXmf9/Xb/o5JycnHwHwiPKlL01NTX1J+X8AwLry/xCA0/teIwDgfQBuxx8igMBgmQEeqVX7kSwVBCAybTAY8LWvfQ16vV6QVWAPpaUBA/YqaexPZwVPfV8mYjSINMpEdtWqFsf1qdekUmr/8i//sgnJZqsBaVDAHv2UNCYarf20ch54u90uATgDY5fLJQEar1dlWPBQk2736KOPCo2e183vs7LI+8sEnv+nEdNoGiJUrMyzIs57yM/NAGx/fxyfj8rIqFar+Ju/+RscPXpUKLGsmh0+fBgej0eqVP39/QI8ra2tiTBNOp1GNpuVUTj8nKrjVtkSFBMjQ8RkMsHpdCKfz2Nrawv1eh0XL17ElStXEAgEMD4+jp2dHQSDQXR1dWF7e1vEGckMYQVua2urSTmXVEgmiNxfKsKvitIxwA+FQrh27RqOHTsmDAc18SLdlwkjnQe/RhV2BjjsF1bBAJ4Bteqmfp97OJ/Pi+MFIJocvNbrlbbffqktS0ajUfo3GVwxkQKaW4j4va9+9avQaDRC/WWCwwoInzeDQu5Nsh5UkA2AJFekVNZqtSYWCvcr+9PVqhmBrN3dXXz2s59tqoRVq1Vp6bHb7fJ5GFxpNBphXPFcqCwmjUbTZA8JLLhcLmxsbKBerwuYut8eqq05jz76aBNQRlun0WgkUCRAs7i4KOeBlTUmGVarFYlEQhIS3j++Jp8p7Q7PGJ+dmmTUajV89rOfhdVqxbFjx4RdpNPp0NPTg7e85S04evQoPB6P+DnSpdfW1uByuSQg39nZkdF1vBa1IsivEQTJZrNwu93w+Xyw2WzweDzIZrMi6Pjkk09id3cX/f39GB4eRjqdxurqqjDAtre35fUJeJZKJWxvb0vyRdE7+iQG3KlUSnQbaK+YiPAeElj2er1SteMzbmlpQTabFZV+auRw8gjbMfi+tNtMKvffGz5r7mdVI4maIBaLRc4TzxHPxR9KwPxvtQgeUk+Dfe1qUkLmkhojUqPEaDQKExTYa6lSe8wJBLLli4kw4ygVLOB+5P4sl8vIZrNiF4FGjzz1u9TiCQVmeU4///nPy37iSFWttiHqx9+hzWZsqMabjF2ZuJIlZDKZJDnlNCaCImqbAPBKLTCDwYC//du/bYpp+Yf3nbEyNRaAPdYaf4cTYABISyfPGt9LtYnq91U2hArQ/O3f/i3OnDmDcrmMzc1NGAwGjI6O4sYbb8ShQ4eEYcK4GNjT0KBAIIEFdTzk/mII95LVapVWB2pn3X777chkMlheXsbOzg5+8pOfoFqtor+/H319fahWG7oa29vbCAQC8rmYkHNqUDgcFptFkJV+l384+l0FVHmv+fySySQikYi0nqmxPFsWCU5tbW3JHqQtZJsw/TuwF3+oe0SNlxnrEfDic9rZ2ZFroM9WxUTVvfRmX7/pZ/w1WPClf+FHXu2F9veA/A8A/9vU1FR1cnLyN3rff229oTgiNKrsX2VwSWQTgBw09pqzYmI0GvHQQw/BbDZLckVEVkXytFot/H4/Dh48CL/fL0gxETcGMKw8M0gmxZ6GW3U2BCLYi0kUmij4n//5nzdtJLUNg33DrIZRwZ9K6XwPBrYWi0UEYujIONeaI25YCeKoIqvVKjNraVC0Wi0efvhhcZRMblW2BQM8Jir7UXYCEipaTLST9181iOxzVWmFajUc2AsC/ut//a/Q6xujB4vFIiYmJvCe97wHx48fl95dVj+ZNOTzeSQSCaytrWF+fl7YBBz7plKaVYSUAQf/zQDUbDbD6XSir68PHR0dKBQKePe73y1sjWq1odx+8803Y3BwEB0dHSLkxd42UgvVZ0kaGasJKrWajoIBCwOkSqWCZDIpQj46nQ7hcBiJREISrUQi0XQ/kslkU1+6w+GQBI1BuXrv91exgb2kkSANq3O89wyi1L423j+OTru+Xt+iU+b9JQi6n05IIIgVOQJgDz/8sOwnNdkBmgG9np4eHD9+HF1dXQD22FAMpNXKNOmfpFAyyOPfvA6DwSAifmQAMPlS7SEriKyIkQbOIMVoNIqmB20+/wYgAnsqYyKbzSISiSAQCEiSQHvodrub7CHvmWoPeT+Z3BIEUBMLNcEnqExbyCD9n3tWfD/VHvJ5q8EsX+vP//zP0d/fL+OIC4UCjhw5gvvvvx+nT58WHRIVGM/lctjc3EQoFMLi4iKmp6eh1TZ6cfke+yvtfE/aA7LYmIxZLBb4fD4cP34cAwMDCIfDuOOOO+TnzGYzRkdHceLECZnUQLZdNpuF0WiEw+EQX8c/u7u70mao7v3/P3v/GSTndWWJoitNZVZ6X5nlHQoehYKlNyIlSqIoimqKRYoUZLp7KNvd0T/ezI24ETcm3q+ZNy/u3FHr9Yy6FU25ZktFSaQMKdGTIkXRASBcASigvMus9KZMVqV5P5Jr184ku5uU1NMEhROBAFCV5vvOd846e6+99t5AzXHkWUgnkucP8ZDrc2ZmRuanUChIzQSLxSJENNeuyWSS6+P3aazSDiPPKj43/uE5xt9rFaLucU9CIRwO/1EYzf8WgwoUOsUc3Nu0NWjH8ezkM7Varfj85z9fd8bR2eczMZvN6O7uxqFDhyRazXVBO4/7xmazieKKn9/o+Oqzk2udNi7XRrVaxVe/+lUAmw6aru/E85R45PP54HA4xK4iThNPOD8kdYvFIqLRKFpaWkQlarFY4HQ6Zf0zZ56fx7+//OUvv61tSDzQpJ7GQtoB/JlWVer1TxKVZxafIZ8riRsdXDKZTPhP/+k/CUkSi8Vw8OBBfPrTn8ahQ4fgdDoFq+kw83XxeBxzc3MYGxuTc1WnsGlSBqi3C5uamkRVRywMhULYvXs3+vv7Ua1Wceutt8JutyMWi4ki1WQyIZVK1TnNVMb6fD4Am13diIVMkQYgKg066iQZeG5xXrPZrAS6jEYjFhYWkEqlsLq6ing8Ls+eNb+SySRyuVxdGglTYPkMOLQfwPVJX4nrg0StDkbSXqT/pIOrrDPxfh+NZ8Y/9+cdjDkAner/HQAWGl5zEMAPhoeHpwB8CsDfDg8P3/H7XP8lpUDQRpbuS0qmlsaoBi5dXfyBBx6oi7DrqCqwmVM8Pz8voMdDgptEF6PR4MbowtLSkqRF0OAjuLFAHa+HTtrf/u3fCkBxE4fDYZjNZsnjo7QYgEiPmMtLo4gHGb+HEUU604xAU1LJ/DiyuAQdzt93v/vdtyxiHQ2jBJn3qqVdvG9dxE2rJIB6mSeAukI5/AzeL7BZj8JkMuF73/sestmstP7q6+uTiBFTGWgMF4tF6fGczWalXaKWNDJNhQcEv5vXxygni/VwHZAxtlqt6O7uxg9/+EMEg0E5wAKBAOLxOFpaWkQ1wgjt9PS0gLpWCtD4oKNO49jhcNTVPKDTwzlnmgLXmNVqxdmzZ6WYTygUgs/nQ6lUQldXF86ePQug1iGERdNaW1vlQNHybe4ZOnvcP7weHpw6Gr2+vi793nX0h8Y35d2Xx+83bDabFOokHpIYWFlZkXVKOTUxkHjIPQxA1rZ2dBkFIYYQo2iIa2OV64DFZ6lw4bXxO6rVqkTNgM28fo2HOmoWCoUAQDqUkAjmayqVirSqZKTPbDaL8oAEVrlcK+hH9ZTD4agrdqtVa9yDxPvvfve7b3E8tNHLedVpalrNQCxuJOY49zrqxnnifWjCgMYjI3J/+7d/i/7+fpw4cULOxe3bt0u6FlOdSFRWKhUsLS1Jnvj8/HxdUcBGo0VHBPUgEeH1euUs5H1s2bIF27dvxxNPPCHVxNfW1tDX14dcLieEK52e1dVVRKNRqQaunTYGAgCIw8815nA4JOeXCjfeB6+Pfd1tNhsuXrwokTOfz4dAIID19XV0d3fj9OnTcDqd0rqMeMhc6MaoKOeWsl6qS+jY8Szms2KKI6Xqer4pv9eYe3m886Ftw2QyWZdSoJWk2imhNJ649e1vf1v2uh7cwxsbG5iYmHiLbUgbkDirn6t2nkhw8LqIXXS6iIVcS3S4vvGNb4gza7PZRM0Ti8Vk7RCXtMPncrmQzWYlxYFFoDUOm0wmqf/l8/kEC6l4pS2oo+6cnwceeEB+R9uAe4Prm7n6tKE4N1Qx0Y6ho87B79BYqKPrnDfa9/rseeSRR0R9UK1WMTAwAL/fX+dsa0Xt/Py81DphUKipqakufU8PfhfXhclUq4/A9r+8bpIpXV1dojjq7OxEPp9HJpNBJBKBwVBTAM7Pz8Nut4s6a3V1Vdp46nmg060DmyziaLPZ6rrIsbghz7xCoYBcLgePxwO73Y7R0VE5m0OhkNQF6u/vx8mTJ6WoNtO5wuEwRkdHpXMO9wbteCo3aBNrtTGvmWl1JpMJ2WxWnidtQ21H/DEEl/6AJMlrAAaGh4d7AcwDuAfAvfoFIyMjvfz38PDwtwH8YmRk5JHf50svKeu9XK61y9NFPHhIU4LKwQgPN1lTUxPuu+8+fOtb35K2M83NzSgUChId4NDyK0aZeEjQcCXIs1AeDXctY6MhqZ1sbhLKx9fX1yWHVVeKbmtrg8/nw8LCAubm5kRuyYPKbreju7tb+sZOT0+jVKq1vWppacHa2pr0WiXZkUwm0dvbKwa2TmHgJue/jUYjPve5z+G73/2uHApaVksGOJ/PCyCx+BVbtPH1jblWOrrIzyaoa2NZy0R5ONFA/9znPodvfetbSKVSMBprLXTi8Tg8Ho88e4ItiQ6TqdaSkUbd6uoqbDabrBNeq75GstsAZB3pKtxUlgBAR0cHrr32Wjz77LOwWmttgRh9XFlZkYrHU1NTOHHiRJ1smsxrc3OzRNWoWKGCxul0wmKxIBAICKnEA5pzZbVaMTU1JekIBHeqC/hdVqtV6jDwNaFQCKFQSIwoOlc8xHj40jGj7JzEkTZOeCBw/bndbrjdbmk3ydSey+N3H5RP6uKhxB+mDgD10TRdJ4F4yLXEIl9MreKg1Jr72OVyiYHAtUrnWZOX7ITAa9UEk3b8jUajyNc3NjYED1nEz2yutTm1Wq24cOECUqkU0um0YCFQIxR6enrgcrkwMTEhhZsymQzC4TCKxSJSqZTcP1VC/f390t1HH+Z0PPjvt8NDvW+Jh6wlQCfR4XAgn8+LjJjzSOOSg9gGbKaSvZ3aQOMSn+1Xv/pVvPLKK1J/hwQ7ax1Q/cDnqovJ0gDXxJA+E/T38/s0YUKSkF0j+Bqz2Yw9e/bA5XLh5MmTCAQCcLlcEmnl2snn8zh58iRGR0eRSCTEydOScSoMqJ5wOp1ob28XPPR6vXWKDT1vFosFk5OTgpmUzxIPOad0HKheNJtrXYdaWlpErcZnSedIK6pY9JZ1P6hu1FE1pkJyv7lcrrquQbFY7PcHhT/SwTNG24ZcxyRR6bhr21A7/Z/+9Kfxwx/+UAh87mmqsrSTazAYJKIPQHLlmXJK9QEdUx0YoV3JPabVlgxUMd1oY2MDX/va1/Ctb31LlGOdnZ3o7u7G2bNnsbCwgEwmU0dMaNtwenoa8/PzAGprrKWlBRsbG1haWqrLkY/FYujp6UEymUQ2mxUbmE43sZA4YDKZ8PnPfx4PPPCA3K8mDxiMo63B2l4s1sjBc6ORTOUcNwZz+H/ahQDq/m0ymfAnf/In+OlPfyptq6PRKOLxuNhj+h6IG6wD09HRIYQo96rGWp5bvD6tuDQYap0T/H5/XSClqanWpYLOfDAYrHOUqaienJzECy+8gJMnT2JmZkaUNCT5zWazqCZ0Ki3TUlgI22AwSFtxrdy1WCyYnZ1Fa2trXRCQdTB4T2azGX6/X9K+qIqIRCIYGxsDACHq6V8R+61WqxCvDDzo84zXrbsfNTc3w+12CxZWKpW31L14v44/FIEwMjJSGh4e/hpq3RVMAP5hZGTkzPDw8Jfe/P3/+oN8UcMw6M33Xh9DQ0NVv9+PTCZT10OeFb6ZQ6VlTZQrkamtVmsFQigdZ7snHUWIRCLyuV6vVwxiMoSMDBcKBeTzeSk+w81GI5WMG4GQbBwJB+bQ06AkQbC2tgav14urrroKZrMZv/71rxGNRuFyuSSFoaurSyqyFotFnD59Guvr62htbYXVapWifsvLy8JO0xBnLqquam4wbOZfcRDkyCRyfniw0hgmYLGQGx1mDdQ0MBlN4kHPz+DccOh/62vkYeT1emGxWBCLxaTAoN/vx86dO8Wh4kEbCAQAAMlkEgsLC7BYLDh//jx27tyJrq4uITs0saHVD5o5JwlBI5lGcbVaqxo/MTEh30GAJ9tqs9lgtVpx7tw5jI6OvkUW29vbi/b2dvT09KCtra2u6rLRWKuuCwDRaBSZTAb79u2DxWKR1j9svdPX14ft27cDAHK5nEh1e3t7pZMFcymZisF1/eqrr+IXv/iFKCMaW0rprhA8dJmHrpU8+vnp1Aw6ZpRrGgwGnD9//v2vVfs3GIODg1W28yQZBtTIAxp92gmkUcp9/k7w0GQyIRKJyO8YLaZz7PV6xSGnLJxdHHRkQkfmOEhIUcLo9/uRy+VECcSiUsViEe3t7di/fz8MBgOefvppJJNJkda63W709fXB7XbDbrdjeXkZJ06cQLVaRWtrK2w2G9LptBCxnJempibs2rUL0WgUMzMzb6kCTqNNR9SIQcQCGpo0GKkqY0oFzyCd+0zyheQyU1A0wUBM1M4qUG9U81pKpZJU1Z6bmxM8bG9vx+DgoOzPvr4+dHZ2StpALBZDNBqF3W7HxYsXMTQ0hM7OTpkDHXXXTjmvh/9eW1tDa2vrW1JgCoUCxsbGEIvFYDabxVA3Go3SPWl9fR2jo6N45ZVX3kIad3R0oLW1FR0dHVLHQJM3LGK5uLiIXC6HPXv2wGq1IplMChlFPNy7d68Y+MTDLVu2wGq1Ch4uLy/DYrGIss9kMuE3v/kNfvGLXyCRSNTJrulgacOZUchGPNSEOOeGa5BnP/ERAC5evHgZD9/l2LdvX7W9vR3JZFJUb5VKRVK7SPLTUadzTtuQiiqq/RgFZuoUnzel/lTe0BbSbYsZVCLRqclI7VQDm7YGyb18Pi9kCIteU8XJAFN/fz927twJAHjmmWewtLQk3b6cTqesa9pcbF/Y0dEhAZ6ZmRnpMMEgxq5du1AoFKTooB7EQU0QkODT0WLOB0kRknO0IUmmENuY7sE54vuAzZQtbYMAqDtDtH3EcygYDKK9vR1zc3OiyPL5fDh06JAE+rZt24YdO3ZIymYsFsPi4iK6u7vlWWglKK+tURmh8dFsNiMajYrMn3OlUzuY1qmVDUxLmJubw/Hjx/Hiiy/KecL7a2trQygUwsDAgKhZNZHBujeZTAZLS0vYs2cPHA4HlpaWJMjjcDjQ29uLwcFBUTeTVO/r65OAajabFSKERK/JZML58+fx2GOPYW5uTp4l8ZDntMFggMfjQUdHh9Ryo3qENY74Xq1e0Qpg1qKpVqsYHx9/X2PhPffc844c8B/84AfvyXm4pBQIbFei5bbAZq4Uq7/rNAVdeOTjH/84fvzjH4szSsAhgGppOpnkTCYjkVoCAAvwEURJFJA4IJgBkGgtI4JkiQEIG3vkyBE88sgjAtDNzc3IZDLShmrPnj1Ip9MSSWpra0OlUpHokd1uR3t7e51cnJ0NeGCSUZ+bm0Nvb69UXWcEm+BsNpsFcO6++248/PDDMp/c8DoFgXO4vr4u7CKNYe0cUxHAYm804LUEmAa6luLxvXzOjOrceuuteOmllxAOhzE7OyutuF5++WW51vHxcezduxf9/f0IhUJiVDqdTgQCAUxNTUkrMkZLdRSQ862l90ZjrXduIpGQXEK294nFYujr68Pp06fr6lZ0d3djfX0d0WgUs7OzkvNGB51zyVxEh8OBHTt2SKFKHuaJRAIbGxvS5/fcuXPYvXu3FCKiwxWLxeB2u6Wtp8fjgdfrRSwWE0PVYDAgmUxK1XWqbFpaWhAMBpFOp0UqzXvXcmwaTZwfvo6OKZUemmhilxCtDPpjkKn9Ww3dhknnY3JP65aE3LskbwDgtttuw09+8hMx5OgYNrYyZGEyk8kkvaKZEsEuI9lstg4naCjw/4wME1t11xteN4mHI0eO4OGHHxaSzmg0IpVKoVwuIxwOY9++ffj1r38txG53dzeMRqPkoDICx1QOoKY24udrPJyZmUFPT4+sdzrBPCOottrY2MA999yDhx9+GEB9gUF9DvHn6+ubrXR1ygEHcZ7RJ2LF26kS6LDqqBF/VywWcc899+Chhx5CIBBAKBTC3NycYP3S0pK89vjx47jiiiuwbds2aXFJ+a3b7ZZ2s5oo0JFILX3Wka2mpiYpQkaHgIo3n8+HEydOiKHpcrnQ09ODXC6HxcVFnD17tq79Lx1tg8GAdDqNzs5ORCIRDA0NweFwiPNfrVaRSCSwtraGQCCAVCqFqakpbN26VQqQUToej8cxMzODlpYWlMtlyetmv3aqZpaWltDb2yvRPJJnoVCortUzr5FnF/FNt57koHOqlW9ATSFJPKSzy/Pl8nj3g8ELYhLXEB0bOrMkUIH6Ohblchkf/vCH8dOf/hQAhLzXKhIqWqj6JFFHTFlfX8fCwkJd2qy2DbkPuZ943bqoN3/HoJTVasW9996LH/3oR4Jbc3Nz6O/vR1tbGw4cOIAnn3xSAkWtra1CygKA0+lEV1eXRLqNRqO0VNVqmXK5LPuHbR2JfZow0+q0u+66Cz/+8Y/roqjcG9o21DJ2XZ9C4yWdbKZn6tFIXGjyVp9dVJR8+MMfxtmzZ9He3i4ETjKZxDPPPCPXduzYMRw+fBi7du1Cb2+vFAwk0bSwsIDe3l6pb8N1Q7UBr78xHSIQCAjZSMUUySIqw3TaK1NuXnrpJRw/fhwzMzN1KjM+83g8LqmxW7ZsgdfrFSUxg1fr6+vSXeLixYvYsWMH7Ha7tO01Go1YXFyE2+1GW1sbSqWS+CZsPcnnm0ql4PF4JOhlMpmki1gqlZJ20Y12Op+xwWAQ1Wm5XGtrzqAVsZDvpe+mCdc/FtvwD6VA+PcalxSB4Ha7pUicjqpRnsNqrlzwjbKyY8eO1VXp1gBEYCH7lcvlpCcrHcRSqYR4PC6tSJqbm+FyuSTiTbClsQzUQIZSoJWVFaTTaVQqFTmEstksnnrqKblHLQt94YUXcOjQIYm+ML+IzHYkEkF7ezuAzeKEGxsbmJ+fl8g8Dy2CXKlUa28VCoUQi8XqIiM0hDgvvC4ChN7QjXNYLtcKtUQiEcn/Z8Sac0AHnkaVdn60QQ5sRr/073iQWK1WPPPMM2hra4Pb7ZaoA69D59XPzc0hm82K9JXqErfbjXg8jmg0KoeudpCBTceA30snjeuNrGq1WkU8HsfExAROnDhRl3fOWgf5fF7YYA6uO0ZDcrkcjh49irGxMYyPj0v18mAwCIfDgaGhIRw7dkxSU+LxuEjOc7kcZmdn0dnZKek2TqcTmUwGPp9PjFQSPe3t7WJ48zWU8bJXMKMTmvHXUkUWgWQxHg4SRLrGgS4Wx0ikrglyebz74Xa7pcOLVl2RnCPJqQ0Wqpiq1Spef/112dONigX+nHjI58me4owM0TAgHtKw0VJ5ymT5/BnZyOfzQjxQyZPJZAR3aMAzGvjcc8/hmmuukfdTQZNIJAQPtTyTRmUsFsPCwoLgDR0Ig8EgBfXa29sxOztbR8ToyCAAPPnkk2/BKGCzFgExhDiUTqelwjYNYzqdel6J0bryuZZK6z3H3/N7K5UKnnvuOZjNZgQCAWldSweEz5XXNDU1hUQiIWqNtrY2AJDUD0bh9PPSGEwDXs8RFWYmkwmzs7NCzlBlxfa/ZrMZy8vLGB8fRzKZxOjoqOA2sElIU5mSTqdx/PhxjI+PY3p6Gt3d3ejs7JQ2kxaLBSdOnJC6HgsLC+js7JS2aZQks40vUyZaWlokclosFtHc3Ize3l60tLRI9M1gqNXH8Pl88Hg8sm64v/R5pdM6mKalgxm0Fxig0GQMHTun03kZD3+P4XK5EI1G69YpsYNprlq9w3RUtohdWVnBiy++WEeUa0eY5Csl32azua4lNQAsLi5KUEgr9HgtOqhCe4a2IVUN5XJZCCx2SnrqqafkDKad9fzzz+Pqq68Wp5ddJ7h+aRs2BmUWFhawsLBQJ7HnHuZe7erqwvT0dJ2tQhzQtgBxWhOdXPPaNqxUavUUWIdE13XR6WtUgXC+tOqA8wXU7zdeF20eoIbT27ZtEyUHa5jo+j4MMMViMcnv3717t3xetVrF0tKStKnValFt33MeNZERCoVQqVRw7tw5AJvtGVnMFoAUnlxfX8f8/DxefvllxOPxOkKFxA5rlZ09exYzMzOYnp5GT08Puru74XK5pHAma+BsbGwgk8mgo6NDCtDmcjm0tbXBZDJhenpa6t+Ew2EEg0GZb7vdLqmsVFeTaGNhyLGxMXg8HkmZAzbPAe4ZFmgvFouiNmMAViuKuT6o0GhqapJCutqmfL+OS50wvqQIBB6uLL5F54QGCyWhOupFBtpisWDv3r0CsAQESnQaZb58j9Va62kdCoVEysTDiAVn+D3a2SLImUwmYSQ5GMkzGGpS/qGhIbz00ksCHH6/X9oD/vrXv8aOHTsEkClVB2pFgKLRqETWeK3RaFSMUX4f77W5uVl69vp8PsTj8bocNBIsRqMR11xzDZ577jk5VLVkSQOtJhai0ahI52gkcX51e0sdyeHnaDa3kTRgdIbzevDgQbzyyiuSMtFYaR6oOUWxWAypVAperxdtbW2SzlCp1ApKvvLKK7jllluk2jajp43GeiPhxOdut9tFoWK1WuH1evHaa68Jq0vGlTU3dF5bozPC/Fv2Tl5cXMTy8jJuueUWZLNZzM7OYmNjQ+SHPp8P0WgUHo8HbW1tKBaLmJiYgN/vRyAQEBn3xsYG2traZH1pIiESidQVa7NYLELMsL4EjSg6JHof6IKN2hkAILJNYLOoIisJ00H5Y2CZ/62GVnYQrzjo+Gomnwogkmz79+8XI4HYwpoG3H8kDmh8NTU1IRqNIhQK1bHnxENgs62kXuN6/+qIM9cAHexSqYR9+/bhxRdfFIOGtRmSySQef/xx7N+/X6JjWhLKfU4Cg9Fn7hteG1/PNrnpdBoWiwU+nw+pVErWuo4WVqtVXHXVVeKsc/41znHoXF0Wx6LhBGwWtyoUCnV5tnRM9bzp1AX9+fxZU1MTDh06hCeffBJTU1MS2ebZRewEasbu7Oys3CvJaaPRCK/XC6vViueffx533HEHvF7v25LLeu3xnKDDpB229fV1hMNh+P1+nDp1SvCe5DfPaeIAz149f4z+UVm2tLSEfD6Pq6++WghZoBYtTKfT8Pv9WFxchM1mQygUwsLCAqanpyWiSoOeKj6uL84zC5GR/KKT2dLSIm3NSH5rBRl/phVbrJWjhya2G/GQ83GpR6T+vQbl0bTf6DBqmTedGx0xZiFPs9mMK664Ao8++qjI3LmH9BlFJ4gk7OLiIiKRiNQgKBQKAGqKp3Q6LUEpTbrxGZvN5ro6QDqCy9TW9fV1HD58GI8//rjYqsViEbFYDL/4xS+wf/9+uR9iTFNTk5CEtJOJu/Pz82LfEM+ZusEIOYvmsf0i1zrngefHFVdcgeeee05+1qhM0iomg8GARCIhOKHJAzrkJGZ0nQLaXfzMRiKBQ+/JQ4cO4Y033kClUkE2m5UCkiQmOdeJRAK5XA6VSkWUFySKjEYjnnvuOTgcDnR0dNTJ7fWaAlBHBHPvr6ysSN0LOtEtLS0oFAqC/7lcDidPnkQikXhLAE0rozXmrKys4LXXXsPS0hIKhQKuu+46KYTLwpFUTS8tLcHtdiMcDgv2BwIBFAoFjI6OCiazYDsLuVYqFVFPcD9xjfj9fnR3dyMajQpuUV1CO5HBAPoqJMw5R1Q06po5LKjIZ889834flwmE/42DOY9aHkV5WKVSKyhmMBjQ29srksN8Pi+1EmZnZ+scVW4KGm+UFAEQxpA9qZeXlyWPi8XvaPjSMCcIsNWkzsuqVCqSGwds9tMul8tSGZqKBMrs/X4/YrEYzpw5I4a2wWCQPDmDwYAzZ84AgETlEomEOPoABBQACMnCa+ro6JAINlDfGsvpdGJhYUHep1u2sYeuThchiFQqtdQKRpK4Qeg4NxqJGtB1OgPw1gODgNrU1ITZ2Vlx0Hl/pVJJZKvMOaacu1AoSJVYXak7mUxicnIS+/btk3xtzYjy2nidNEBYxV0bgh0dHbBYLLjmmmuwsrKCqakpTE1Nwe12Y2xsTOa50fHi383NzWhtbRUnKB6PI5VKicyZEQS2YrRYLFhaWsLS0hJCoRCam5uRTCaleI3X60Vvby9KpZL0pTeZTOjs7KxTBzSm4bS2tqK7uxvpdFoiJzTI6Eg0OqZc8xzaYeL3UBZqMtVa6V2OuP1+IxqN1h3cJHi4zrjOWfmekVrKNKenpwFsSiVZg0XjoVYksH4GDQMSDcQVRph17QKmUpDc4L6ikU7SgbhSKpVw4cIFwUMtxWVU6OWXX5b3AJDUA0p/GQVyOp2C39zLXLdc78Tj5eVldHR0YHl5uW4uqZ5i+y2S1SQs6SzrSIw2uMvlMnK5nOwf7hniYSMm8GzShrMmU/XfdJQmJycll58dUoAaHrIDgia7qazjWaW7HLCt46FDh+qULTzDmOJHrCYGUglCQoF42NTUJHUY5ufnJRI5OTn5tmoODq631tZWUd/NzMzA5/PBZrNJHaSFhQXk83kxeKlQJB4yx5cEQX9/PzY2NgQPjUajpJiRnCaJXiwWUSwW0dXVhZ6eHpw8ebJO1adJfR1ZprqOPeT5GuIg1yrJXDqSl/Hwdx90TrknqfjgXuKe7+/vRzwel6CLy+UCUNt3U1NTqFarUktIpzfYbLY6BRPXGtVFdKSIv0xdogSc38GaBiTmaeOsr6+LTcFgC697ampKuh2Vy2Wp+5JKpfDaa6/JvgY2iRQAOHv2LEwmE9ra2uDxeJBKpSQtk0EAXXeAGJlOp9HV1VXXKpB2AIv2bWxsYHJyUjCNNjCDERzEKpIE+jO5/4mzLCquU7VoI/KaGz9XO/G0DUmkFgoFsfOWl5fR1dWFtbU1SYcjjjHVl7V6qMSYnZ3F+fPn0dLSUtemkM9SE8lMk+Y1plIpOWeJhyxcXiwWkUwmJXjHM473xc/XP2tubpbWjrlcTmxDm80ma5kKVwarGCz1+Xxobm6W4CK70vT29qJareLUqVNSYLK3t1ds6saAU7FYlDoMs7Oz8iy13+Tz+eD3+yWVmmmuJFaoMjQYah1reO5zfzEFmqlq7/dxqRPGlxSBQIAC3hqRoRFNmS0j/MCm0ej3+8XhBiCbg5+nDWY6tASlfD6PZDIpB5NmInXBK118jMYamWnm/WhAbWpqEukk2Ub2eaVxRnCkUUomkI4YJZLsG6vlVDQAdXSfUUaz2Yyenh6Mj48LIFLKtLGxIWBC0sbhcMjhQWeT928w1Cq1Wq1WTE5O1sl0WVeB89woYdIHBUGY0S09+JpyuQyfz1fHTPMwZrcKHrgA5OA6ffq0sKNUmVA6uLS0JIUE6VxQUsVrpYFZLpfr2mHy2ZfLZang6/F44HA4sLCwIAaLVjY0yoN5iMfjcfh8PqksTkk2DQbWewiHw3U1Gubm5kQqTgOCkrXm5maRnPn9fmklxmjA8vKytIhkFIcERWM0R0emeTjkcjkxPpqbm+XZaXUC91tjRX8dNb883t3QqQF0aADUOUI0yugwUjZrsVgQDAalladW1nBf0QjQ0SAaTel0GrFYTIxmYBMHSOTxPbxWk8kkeKiLNWpH0mw2IxwOi+yxWq216mKdAGI875H7lUXv6ByTROD1AJtFEWkQAagzftmKdWpqSj5bO/r9/f0S0WNtG+6heDwue4XGbiQSgclkwuTkpJwjJFr42rcbmkTQRqkeWhkQCAQwOTlZR8YSD9lClucKn28ul8Prr78uxd9oIFarVSkA5/F46mpXmEybbQaJg9VqrZgmiSI+M84Zc2C1LHt9fV1qyDRGE/X6K5fL0u6M5FYkEpFCh/l8HouLi9jY2IDH46mr3TE5OSnrv1gswu12Y+vWrbIOmpubsbKygnA4LA4gjViNh5wTOk5c47pOBkkTRqUZ1eQe4rPnGUg85DrgvTIyeXm8+8G9xaGj/RoLs9lsnaPOAIvRaJS2z3QG6cADEIk8cVYrYOnQkWjj64FN25DXxO/VKZyUgjfWUqF9GggEsLCwAIPBIHhOG1RXwWeLWCoiebZbrVa0tLTUqZuIn9peZeSX1x6JRIQE5vVS4VStVsXepI1Be48F8YDN+kkkArX9TbuNjruOwr+dnUR7mUO/hp9XqVTQ0tKC6elpuVfO4/z8PHp7e2G1WhGLxeTZ5nI5/OY3v4HP5xPZfyqVqiMT2HWqcS3wefIZU33As5KYwdpBPI/MZrN0HYhGo5J+rUkRfT4wJY6tuHlOGo1GKd66uLiI9fV1+P1+OWeNRiPm5+dl3a6urooqgf5FIBCAx+OBy+WS1CsWVWZgiIrTlZUVSdWhL0JlB+tpeTweBINBSaXj51IRw7ofJMNIQJDMp22oFVvv13GZQPjfODSrrI0lLUVcW1uTSBHzZCl1ZDRGS7F0xwTKYQOBADY2NiT6q+WaWspFh4oyH314EAibmpqkTRgj+3RstVySG4ogSUNMbzbOAVUIZMsp1Tp9+rSwqSQ4dEoFDyj+LJvNIhwOo6OjA1NTU+IMkPwgwFN9UCqV5Nq1M81/53K5OradERgAAhwcPCw0UcNnQseIg0wx55VGHo04bWDTALbb7di2bRuy2Szi8Tiq1ap0RahUagUPk8kk2tvb0dfXh7W1NUxOTsLn86G1tRUOh0PmjPdHcKfy5OLFi1Loko7zxsYGstksvF6vGITj4+PCQuvIJq+dkflKpYJCoYCJiQk4nU6EQiEkk0mcP38e+/btQ2dnJ3w+H4xGo7QMY6S4paVF2jStr68LgcL8yEgkgu7ublmvRqNRKtOXy7XidGSEKeHjAckDgnNAQoMMO51Tzj8dPVbvpWHC6Ayfmy5yd3m8+0GDVUerud80Hk5PT0sUo1gsYnFxEUajUQwNLdHVLc8owQyFQlhfX0cmkxE81NegnUaSQ4z6aoUSHe98Po9CoSCSXDrpdrtdUjKIeVqV9HZ4SIOfhjSrrsdiMUkfAjarnWvigPtVR97C4TBaW1sxPT1dJyOl4crUB+IhnUKtrOC1kszk/3XldSrjSPIC9VE1nd5F470xmsc5p1yWz1FL4Yl1bW1tiEQiyOVySCaTsk+J86wTsX37dhw+fBjFYhFjY2Nob28X4pjzoc8HGnpU/OkUQs451SqUX588eVLIWUag+FrtOFWrteJg4+PjsNls8Hq9yGazGBsbw/79+xEMBoVMcDqd8izpRLFGS7lclva+PH97enrQ09MjToLBUOvQQNUdFSyUeXPtajzk4PexCwqLLWoCn5hNPKRyhbYD96o+Iy+Pdz50wV6uHe4P1udYWVmRGh2cf6q4jEaj7CGSdzxbeVaZTLUuDKVSSeoTcNBx5l7W9qmum8HP5zqnMpJtPXU9GQakVldXBU91cMrhcIgallimHTo68rFYDCsrK9I9ivfHeWKKA20QEn2tra1ob2/HxMSE2C18PRWmTNGg0korr7StzaKN/B5eZ7Vaqz9Bm5uDxAFxR+OVDqjpICBQO49oGwKbRA4DGmNjY+jr68Pu3buRSqUkvVirMCcnJ3Hx4kVs2bIFV199NarVKsbGxtDV1QWfzyeYwbRP4rFWc3BOGbDTZDyxeXV1FcePHxdCQa9BzgHv32CopQhOTExI96N0Oo2LFy/iwIEDUnyb3dAY8DGZTPB6vaJGI9HEIpm5XA5dXV0IBAJirxuNRiSTSUxMTMBsNiMYDKK1tVWCgkx74/quVqvo6uoSe7e5uRkGg0FaSrKbia7rwGfCeeMeJhbThn2/j8sEwv/GoWWDmr1nZEQ7ndrZASDKBB4eWlZNw4hGIBnEXC6H1tZWeDweSYeYmpoSwNJkgs4DAurby9Bw4MamgU12r1SqFTZkCgYNEkaNKcOkw6groOpc10Y5P6X12kjzeDzo6uoSo5jgFo/HJWePTgCltwAEFEki8BDUG2BlZUXkWDx0mTuqZXY88IDNCA2NKd6TjnDpeeZns+AQnzWwacRXKrUilXv37sVvf/tbuddIJCKEwqlTp2C327FlyxbYbDYsLCxgdHQUra2tEtFKJBI4f/68dLlob2+X3NnZ2VmUSiXMzMygVCqhvb1dHLR8Pg+PxwODwSDVzrnGOGecP5JYVDpQVUJDvFwuSx2HfD6PgwcPYn5+HkZjrWNCV1eXRN9olI+NjSGTyaBSqWBxcbHuGRkMBjGoVldXUSgUYLFYhL1m5XiuH+4fnTtKw4ndJNhKdHl5WWpBMK1Ip++Uy2UhS2ic6ed6efzuQ0e0KLvXrbh0VIPGHY0IPgftUHIt0Ukm7tBQYCRvZmamzijSkTdGaoD6wn+sieJ0OgWzKb2lYfl2eOjz+STaT/ykBJWpWFrVQvyi0c7Pp1KBmMwcV0qgw+GwFGbke6m00QocAKJ44D1qTMzlcoLVxFTdro+4rQkgPgvemyYbuZcA1JEIVGdoNR3/pqHtdruxf/9+/Pa3v5V77erqklbEr7/+OjweD6655hqEQiG88cYbeO6557B3714pJDY1NYVjx47JGUInnPeqVWU0RCkf5jNnH3qtXNFGfrlcrsutNRgMUng4GAyK88afHTx4UAIGLpdLiixyzkwmE8bGxiQda3p6GsFgUM5AjYcrKyuIx+OwWCxSXJMEkFasMXLH++WayuVyUheHhjNlu1Rj8Rny+RL36bhdxsPfbdD5o9PEsxbYtAuAzToD/JvOCpVENptNnEkAdWuUZ2apVEI6nUZ/f7+kBuRyOXG0ue+4rhnB1/sRqGE2W3EzRQuABIG4dpLJpBCkVD75/X5sbGwgkUhIKiexQJMNuvDj22GhXpterxddXV2yJqnCicfjUqyXWEXJPwC5tsb0BU1k5vN5wQg+B63EYqCKqkr+jIE9oL61N21IkggaQ3XL3Ebbp1Kp1b7as2cPnn/+edm/fX19sNlsiMVieO655xAMBnHdddehpaUFp0+fxpNPPonDhw/j4MGDsFqtOH/+PJ566inB0YGBAWzdulVIIaquuL6oUIrH44LdgUBAftdYd4vXyhQzzglJoEAgUIeFy8vL2Ldvn9h7Pp8PbW1toojlfF64cEECqqxxwda9TJ2mz8JgwszMDFZXV6Xrkz7jqGRkYWyq0cxmM9rb2+V5Li8vw+v1yhnOtURih74Qn7HL5fqjwMLLBML/xtHa2oq5ubm6yDWBK5vNAqh/IFqSVSqVEAwGpZCSlh6xYBI3Oas1A5BDhcXGuHm4wbm5SUCwsqpWNJDZY6SMzh43LZ3MlZUVaX3Con4seMW8IeYb83eNUSeXywWz2Yx4PC4HEIvitLa2ClOpDSJW4WffYRq7ra2tuHDhAgAIm808Lh2Np9FIUNDRMRZR4UHscrmkw4Vmvhm1IumjnU/KOzUz297ejnPnzslzZBQBqB00i4uLOH78OBYWFoQ9n5mZkXoEy8vL2LFjB1paWpDJZHDmzBmsrKxgYWFB0jsuXryIaDSKarUqbOzAwAC6u7vlkOIhXq1WpXqt2+0WeW4gEIDdbpf1xEGHgPNGg4cyykAggLa2NhQKBUSjUbzwwguYnZ2Vuejv78eBAwdEAkiVBRUlANDb24vl5WUEAoG6aIXX60W5XMsJ3rdvH1ZXVyV3nJ0d8vm8OGMkq0wmkxwwxWJR1oLZbIbH46mL1nCdA7XIsiZQgE010eWc3999RCIRIZN0ahUNXC2H5J6iCieTySAQCOD8+fNCVgGbxCNxzOFwwGq1IpPJCC5Q8k4CSRs+jNRTcUMyqREPabgRh7TaIBwOo1wuS0SWVfdJXmk81GlhJA6ISyRSKBclPjudTimqGolE4PV65ToMhlp7U6/Xi5WVFdnn5XIZkUgE58+fF2fDaDQK2cz712ol/kzjIQ1B4qHD4UAul5PzgyStdmKIi3zGLHbJ17a1teHcuXPyvLV6iJHIaDSKsbExxONxiXpHo1FEIhGcPn0auVwO1113HQYGBjAzM4Pnn38ec3Nzcn/hcBhHjx7FxYsXUa1WJf1h//792Lt3L4DN7iuMHJHQoXNkNBoRDocl/UtHDjnHGg9ZbKtUKiEcDiMSiQjWvfTSS5idnZXn3dHRgaGhIVHVcF/4fD50d3eLxHZlZUU6K3DeW1pa0NTUBLfbjYMHD0oBXEbiGDyg1FZH0Wjorq6uirqKxjTvjyl/PLdJqpPUJ57q+iWXx7sbnZ2dmJqaqksn5T6kWpO4AGzK55meyvzuycnJukAEHXmtqqPcnHVT0ul0XbBFO1dc1zrCzXbkVIUxFZJ1EKgg4PdHIhGcPXtWbEMSXuVyWdaZVqPq1AtgswYR0zdzuZx8hs/nQzAYFOUVVUL8rKWlJfh8PgkO6ZSMcDiM8fFxCTQQxzm0bajPCJKLxES+h7hO24mYRzuRc8uAE213o9FYF1BsbW3F2bNn654352F9fR3T09N1dUfYKWvHjh148cUXkUqlcNNNN2FgYACLi4t49NFHEY1G8etf/xqlUgn9/f149tlnMTU1hY2NDYyNjeH555/Htm3bcOjQIQQCAbFx2UGLwUt2j+H90TbUgTJNIDMFwmw2S+FBv9+PtrY25HI5xGIxvPDCC1hcXBRFWHt7O/bu3SspWNFoVFLq2LKyu7tbVNHBYFAK01NtRWxfWVmR9GqSsCxUy0Cs3W6va31rMBiwdetWJJNJpNNpGI1GITJKpc3WkSTUNTbSTqGv9X4fl/o9viMCYXh4eApAHkAZQGlkZORgw+//XwDuU5+5A0DozT8/VC/tA/B/jYyM/D/Dw8P+N3/XA2AKwPDIyEj6X7qOpqYmBAIB6W2t245pyaDOJdORDl2FmeClC4Yw0kWGkJLa8fHxusreNHS1bFVLVAkGOnqfzWalSj3/8JB444035PNCoZA4+CzQqHPNKXNihJeyIUo2d+3ahWq1Koyqz+eD0+mUnHdKzyiJYkeK1tZWOUg5R2fPnq1L8wA2e4BrQGc0hvfOnzfmhhWLRXR0dAiTqhUV/NzGnHh+Ho1mDhYI0ukLmnDgcyOBwe85efIkVlZWpI5EqVTCmTNnROpsNpulJ3w8Hq+TIlYqFZw5cwbnzp3D4cOH0dXVJRGAfD4vBzrXSDabFWLi7RwLrlFee7lcljY6jAYkEgnMzMxgeXkZwWAQS0tLCAQC6Orqwvz8vMiDWWdiY2MDXq8XgUBASJdCoYBMJoNCoYCenh6ZM8rNqFKJRqOiJMhkMsKYcy3TmeP+0jnPzOfTEe5qtSppDtwbPBjp3Ggn4lIZ7xU8ZAsndg7Q+02rc4h3Gg+NRiPOnz8PAHX5kjq312w2i2ST+JbJZDA6OlpX00MTgHymfD2ftSYamFeqI+fcDwBw4sQJeS0JOa5L1m/ReMi0BZIIjOiVSiXs3LlTDBRKP9nCkFFxRvlXV1eRzWZRLBbR1tYmRhWveXR0VAx9OgM09rmP6bwDb99phc/FZKrlLff29mJxcVGK51L5Riyjw6o/j9fAfXz27Nm3pNfxdTybcrkcTp06JRGhcrmMaDSKN954A9FoVNKgMpkMnn76aczPz8vaOHPmDGZmZjAzMyPPk1HNX//61zh27Bg+9KEPobW1FclkEsViEYFAQMhNRvFZmIxEEteLXrdvh4cejwcejwednZ2Ix+NYWFhANpuFy+VCIpFAR0cHBgYGsLa2hqmpqTqVCQl6j8cDp9MpKYUkSnt7e8XoZatfvp8Fx5aXl8XpIllMVYfH4xFilMWDNbnGtdNIchEXSczriOOlNt4LeOj1ehGJRLC4uCjrShN7AOpsN0bmaZMZDAacPXu2LkWHJCEAcf64Vq1WKwqFAo4fP458Pi/7kc+Sr+Na4XPnecdrZFE/OpFaRcvXnz17Fk1NTQgGg/B4PCgWi8hkMkIiUjXI/Hvaa2azGV6vFx6PB8vLy9i1a5cEsrinnE6nFIzkWV4oFJDNZpFOp1EoFNDS0iJpUrSvDYZaAW+S1gyiaRWWVlwQ+/T98/9GoxHLy8tC9JE4KZVKckYwKq6JCP7hmUXsOH/+/FvIA2DTPmQqgFZ5zc/P49FHH8Xi4qLY08vLy/jFL36BhYUFeTanTp3C/Pw8ZmZm5PwjVp04cQLnz5/HRz7yEWzdulVSRFtbW+s6HVSrVaTTaVy4cOEtyhBNLms1M9W8gUAAbrcb/f39iMViUkw8EAggGo2ipaVFisizsCjJFdqne/fulTS8bDYrxRe7urrEjjCZTEIKGI3GukBcKpWC3++X1smsvcEuZCRkSVzwTCAZz7VJcpvEDglU7o3GvfB+HNp/uRTHu1EgfGBkZCTxdr8YGRn5bwD+GwAMDw9/HMBfj4yMpACkAAy9+XMTgHkAD7/5tv8DwNMjIyP/ZXh4+P948///6V+6gFwuJw4oK6lyaBmtNtpYFAQArrzySjz66KNSRZcRLYKaLugVDAbh9/tRqVQkb44Ln5FVkgBc8AQyRmx50NBg17Ixfc3XX389fvaznwnI0KHTEmQaUwRxbj6j0QibzYaOjg6Ew2F4PB4xzmhM8zDk4UYjZ2FhQaqeEtzYk7dcLuPw4cN45JFH5Lpp5Gh5Hpl8fXgQDClJq1ZrRajK5bKoBhojnpx3kgS6XgMPfEb2i8Uirr32Wvz4xz+uWx+atbbZbHUV1Tln6XQaBoNBinJNTExIkRmz2SwVZDc2NiQlQaes8MAYHR3FVVddhd7eXqlI63a7EYlEJBIyNjaG48eP1zlRHLpQUyNQ9vT0wOfzYf/+/VhaWpLuH2R9d+7cCQAiwWZEl44We7mPjo7KmmIUkHOvZYJct3QWL168KHJD7UzyMNH3o/cEGWWyyly3LE5Gp7IxAnGJjn93PFxeXkZfXx+MRiNyuZwYHlxXWnLKn3M9G41GXHXVVXjsscekgCCwuS6BzchpU1MTQqEQAoEAqtWq1FSgRLZx/Wp8aswb51qh0UU81BHDa6+9Fj/96U8RiURERaUNNRKWxEODwSApDFQ9dHd3IxgMSjV+fg73isYdqiNmZ2fR1NQkhccsFgtsNpukbF1xxRV45JFHRMkBbBYJa9zbJLYZedd7ie9fW1vDyZMnAUAMNxLH3F80mnnWaQfH5XJhZWUFV199NR5++GG83aDKjTUAtCJlY2NDOnHQCfnNb36D06dPy2uCwaC0aGUhLRruHIVCAa+88gpuvvlmtLa2SjpcJBKRdJBsNotz587hhRdeqCP4OR+cG+1E8dkMDAzA4/Hg8OHD0pUIgEisd+zYIWcQzz6qF1ZXVzExMYG+vj5MTU1JO2aXyyWEDNcTnTAqcBwOh6Ru6FoaTM2h4Uz5OIA6kp54qPchv08XmNW2yyU8/l3xkEVO6ZwRC0miNT4DrXjh3F911VV4+umn69Jb+XpduycSidRhIQCxt/hc9fcajbVirAz26O+ljddoG2r76sYbb8SLL74odisAUfnx3rnuqXblXmhqakJbWxva2toQDofhcrmkCwSvWXeR4bVOTU3BZrMhl8vJOmf9KNp6V111FR555BFRCDSe529nG+q9pomd9fV1vPHGG3INmlDjHFIJQvuD88u0DtbOufrqq/GTn/yk7jr4jMvlMlpaWpBKpcSu4xywMww7ujz77LOChRaLBR6PRwJhtJs1SUwVyK9//WvY7XbpfjQ/P4+uri6Ew2EsLy9jaWkJp06dwksvvVRHyPKztA2t1ykA9PX1wel04sCBA4jFYrJeiFXbt28XTGG9Ho0509PT6O7uRiwWE5KXqha+Tp/tVGD7fD6sra1haWlJiFLWn+H56Pf7Ua1WMTU1hZmZmTo/oVAoSP2u9fV1BINBCU7xTOHZzP12qTvX72Rc6rj/b5HC8GkA//Q2P78ZwPjIyMj0m///BIAb3/z3dwA8h3/FYGYBrnA4LHJsMq7ayCI4MtpClvTxxx+X3xOw7Xa7yCmbmpokMsVFTOYPQB3wEwD5fx42NBwJelwgjdX8eRBsbGzg2Wefhc/ng8vlkmgNq0TzoCCAkOXr7u7GxMSEADxJB0rTeE0EWIIDDRvm7jItgR0m3G63ANdjjz0mIN2YT80/ujAYX8MDmK8hCLIdIe+bc8pikkB9Bwm+zuFwYGBgAFu2bJEoaCKRwNatW5FIJOqkxlwLzD+l46KNAT6Hubk5nD17ts4Yp8JjdXVV5l3nlnOk02k8/fTTGBoaQjAYRLVaK/j1xhtviFqCvXI5P9VqVZ4TmXYSCDyEmUYzMDAgcxOJRCSVgYc/DyOmDdB5crlccLlccg06GhYKheQgoZHL9ep0OuFyuTA1NSXt2FZXV+FyuSTiwKr5PDj4/Ggos0DZ6uqqRGhLpZLsL0oNdVTiUlQgvMvxb4aHJASYa8hnq3Py+TrK/WmkGI1G/OpXv5L5Z66ly+USKTqJJ5J67ObAtASqhhrxkMYejSMaflrBpYlb4gjf/9RTT8Hv98Pn88HhcMhnLC8vY319XdQ+ACSa1tHRgcnJybq+7lRoMNpBg0ZLYjUesh0gZZ9M82HkSuOhjhRrp1y3ROT9EQ91BJTyZbZX1J9HhQU/WxtiQI1k7e3txY4dOyTCMzQ0JPmwTB8iiUMCh6SBJvK00T82NobXXntN8ICYwirxfC8/U6sF5ufn8aMf/QjXX389enp6JI2GZ4/JZJJr45xo3OOzp6qDPy8Wi/B6vRgYGJCUlNbWVqytrSGZTMr8EA/pQBGnKpVaMV86Mez+wXQ+YiSfDc8hj8cDt9uN2dlZyRkuFouibDEajXV1N3TXEdoSlINrgm1jY7OlJoMPtBO0Qu19PP5N8JDPurOzsy5opDt96GAC7QJtbzzxxBNybjHizRQeg8EgUXtgs94THXeSm/wsHYkntpGY0mcj96LGaq3CtFqteOmll+B2u+H1egHUnEWm2ZC8IkZ6vV44nU6Mj49LGg4/0+v1wuFwyJlPXCJWkyQpFAqSSrGxsSHrn2m13KOPPvqo4DrnuDGwAGzWNuG/9es4qKAE6lsYcl+9XfCKwbMtW7Zg9+7dsFgsyGQySCaT6O/vl/QjqkxIWFMBRUKVKZbaPjx79ixeeeUVAJB0NgaW2I1AB/F4Tevr64jH4xgZGcHVV1+NAwcOwOv1IplMwmazvaVYJu+Da04rMxiEpD3PGgVbt26Ve2lpaREs5D1GIhGsra2Jz0HboFwuY9u2bSiVSnKGp1IptLe3S2oFg0n8LACy7mdmZkTtWCwW4fF4RA2u1SS8DxItDMyxywKft9VqFfUO75s+iiZ93s/jUr/Hd0rxVAE8MTw8fHR4ePj+f+5Fw8PDdgAfAfDjt/n1Pag/OMIjIyOLAPDm3y3/2kU4nU5xqD0ej0Q7mTvK6FNzc7NIEfW46667RLbKCBSZVaPRKNJWOk8EacptCZQsXMgICDc4sHmQ8XAg2Gpw4iFC5/gLX/gCfD4fDAYDFhYWMD09XbdRGbGrVGoFYNra2tDe3i6gmUqlpAhgOp2WXE3Oi74eyuZ4KGQyGUxMTIiMFoAwgXfffbc4uZQvESA4B3SEqWDgPOjCbHxvY5VjYDP3Vf+b82w2m9HS0oLBwUEpOGO32xGJRPChD30Ivb296OjokAgUmUyTyYTOzk60t7fXzTcHnyELIZJ1pTRwdXVVcsh1wU0+SwJ7sVjE0aNHJXK5urqKnp4exGIxLC4u4sKFC3L/JDHI9jLqq4vPsIIumdlEIgGfzydqCc4755v5t9VqVaqAky0OBALo7e2V7gqs8VEoFHDu3DkxPmjgMDqytLSERGIzkMT7pPHD/3u9XonS0rBvPPS43oB6qRbfy2jrJTjeE3hI0qtSqYjckHteq5C4xnSNAKCGh1pVoiP4NKBp3C4vL4uMlW0Vdf4pSSWuI+43Gqc0wnUkj4M4TqXSf/gP/wF+vx9Go1FkmjTgmL5FzHA6nWhvb0dvby92794tua3JZBKnTp1CJpOR6+FepsNOo3F9fV0MoXQ6jYmJCczMzIgElHh4zz331B6+cnY1HpIo4V7nHJAs0MQhSQu9L7TsGYAYqNq4DAQCGBoaQkdHB5qaai2AP/rRj2LPnj3Yu3cvtm7disHBQTGQSVru3bsXO3fuFEzTEU4aaydOnMDy8rI47+zHXSwWhWDWqQd8ltzzhUIBTz75JN544w1pLexwOBCNRrG4uIjTp0/X3T/xkG1FeYZzHTmdTtjtdiSTSZjNZiwuLkoKCh0BRg9NJpNECI3GWrFg2gHBYBCBQAADAwNCGhCfqFAoFAp1fc11GoNOR+AzIh5Smuv3+9Hc3CwFk51OpziKJDP0fPOzaHcwsqmL0F1C498dD7VykutD20EaD1mvRy7+zWdy991316lYSQxxbbF2QTqdRjabldRArnU68c3NzVIcUZ+D/Df3i64noEkAXpvf70ckEsHdd98Nk8mE+fl5TE9PY3V1VWrUaBKXtlFHRwf27NkDo9EoBRCPHz+OeDwu96yJDl13YXV1Veo+JRIJTE5OYmFhQdoa6vZ69957r9hyWt2qlRTl8ma3lUbbUEfYiS0aj7RTz+/QtmEgEMDevXul8LXT6URXV5ekEGzbtg0HDx6s62TQ1NSEw4cPY//+/fKMtRPH15w6dUpUVwCki8XKygrm5uakloXGfJJC5XKtfs8LL7yA559/Xur1VCq1FFiSE9quN5k2O7lw/khCEgudTieWlpZkLTA9hbWEOOcA6mqG0f5j7R+/34+enh6pR8PAwtraGs6cOYNUKiX+DvcQACSTSWmvXCrViiun02lRg2cyGUxPTwtpymBEc3OzqFjoh/CMZmCTa4s13Iib7/ehg7H/0p/36ninBMI1IyMj+wF8FMBXh4eHr/9nXvdxAL95U54mY3h42ALgdgAPvdsLHB4evn94ePj14eHh1zs7O9HX1wefz4fBwUH09fXhAx/4AFpaWnDnnXfCZrPhyJEjaGpqwn333Yfm5mbcf//9MJvN+NSnPoUnnngCH/nIR6QA3Y4dOxAOh3HgwAFEIhF87GMfQ29vLz7wgQ8glUrhuuuuw8LCAj7zmc8AAD71qU/B7/fjYx/7GPr6+nDNNddg9+7dGBwcxFVXXYWOjg7ceOONcDqduPPOO1GtVvG5z30OAHD//ffDaDTis5/9LJqamnDbbbehv78fH/rQh/DGG29g+/bt6Onpgd/vx5VXXolcLodrr70WAHDkyBFUKhV87nOfg8ViwfXXX4/V1VVcf/312LdvH66//noYjUbJbzebzVIZNRQKAajJ4iuVWiGpubk57N+/HxcuXMCBAwewsrKCD3/4w2htbcXAwAB27NiBgwcPYnJyEj09Pbjttttgt9tx5MgRmEwmfPnLX4bJZMIXvvAFlMtl3HPPPWhqasLHPvYxRCIR3HDDDRgYGMCePXtw6NAh9Pb24kMf+hB8Ph/uueceWCwWfOUrX4HJZMJXv/pVlEolfPGLX4TdbsenP/1pBAIB3H777bjqqqvwyU9+EkNDQ9i2bRv27NmDlpYW7Ny5E5OTk7j22msRjUZxxRVXIJfL4a//+q8RCATwn//zf8auXbtw4MABeU47d+7Erl27cN1116Grqws333wzbDYb7rvvPtjtdtx1110wGAz4kz/5E2SzWdxzzz0wm8249dZb0dPTgw996EPYtm0bDhw4gCuvvBK9vb24+eab0dnZiVtuuQVra2u45ppr8PWvfx2HDh3Cb37zG9x///1oamrCZz/7WYRCIXz4wx+WYl+Dg4PYtWsXPv7xj2PLli0YHh5GIBDAkSNHkEgk0N7eLsZ8T08P9u7di1tuuQW7d+9GMBgEUJOwk4nWUVVG3Shha2trk0huIpGA0+lELpfD2NgYnnzySZw8eRLT09OYnJwUw+uWW26BxWLBn/zJn6BYLOLee+9FqVTCfffdB5PJhKGhIRiNRuzfvx+dnZ3o7+9HX18f+vr6cMMNNyAYDOKOO+6Aw+HApz/9aZRKJfzpn/4pzGYz7rnnHiwvL+Puu+++VCNu7wk8bG1tRU9PDzweDw4cOIDe3l7ceOONCIVCuOuuu2C32/HZz34WVqsVn/nMZ2Cz2fDFL34RJpOpDg/7+vqwf/9+bN++HaFQCIcOHUIkEsHHP/5xdHd344YbbkAikcBVV12Fubk5wcO77roLfr8ft99+O7Zs2YJrrrkGe/fuxeDgIK6++mp0dXXhpptugt1uxyc/+UmUSiV8/vOfR6VSwf331/yMz33uc3A4HLjtttsEJ9544w3s3LkTXV1dcDgc2L9/v3w/AHz2s5+V99rtdtxwww0oFou46aabsHfvXlx99dVSx4Ckp8/nQ3NzsxRzYjeVcDiMhYUFDA4OYmpqCkNDQ8hms7jlllsQDofR39+PnTt34sCBA5iYmEB3dzc+9rGPwW634zOf+QxMJhO+9KUvwWw248/+7M/q8PDjH/84WltbBQ/37t0rePjBD34QXq8Xn/70p9HU1IQvf/nLMBqNdXjY3NyM++67rw4Ph4eHMTQ0hIGBAWzfvh1tbW0wGGrFc6+++mqkUikcPnwYhUIBf/3Xfw2Xy4X/+B//I3p7e7F9+3b09vbiuuuuEzy89tpr0d3d/bZ4WK1WcfvttyOdTuPuu++GxWLBxz/+cfT29uKWW27B9u3bceDAAVxxxRXo7u7GBz/4QXR1deHaa6/F9PQ0vF4v/u//+/+G1+vFT3/6Uzm/jhw5gnA4jI985CPo6urCgQMHMDQ0hD179uD222/H1q1bMTw8jFAohCNHjiAajUpBWYvFgra2NuzevRs33XSTFMJlGgujz3SQ6CTRoLZardKm12AwYGlpCUZjrZDwxYsX8dxzz2FsbAyLi4tYWFgQY/6WW26B2WzGHXfcgdXVVdx3Xy2l/8iRIzAajRgaGhJc7OjoQH9/P3p6egQPA4EA7rjjDjnjiIdNTU04cuQINjY2cN99913Gw3cxNBZ6vV6xeYaGhrBlyxZcf/31aGlpwac+9SlYrVZZf/fddx9sNpvs27vuugvhcBiFQgFbtmzBvn37ZF0dOHAA7e3tuP3229Hf348PfOADiMfjYhv+6Z/+KQwGw9tiIUm9a665Bl1dXfjgBz8Im82GO+64A+VyGZ///OdRrVZx//33w2Qy4bOf/SwcDgc++clPYteuXbj66qvR3d2NsbEx9PT0SJHPRCKB6667Dk1NTfjCF74Ao9GIz3/+8zCbzbjxxhuxuroqWHzdddehWCwiEokgn89jbW1NFLWUtwcCAZTLZYky7969G1NTUzhw4ACWl5dxyy23oK2tTTDkwIEDuOGGG/DMM8/gtttug8PhwJEjR2A2m/GVr3wFZrMZf/7nf45qtSo/v/3229Ha2ooPfOADGBgYwNDQEA4fPoy+vj7ccsst8Pv9gjFf/epXYTKZ8Bd/8ReChcSmYDCI22+/HVdeeSXuuusuHDx4EDt27MCePXvQ2tqKbdu2IRqN4pprrsHS0hIGBwexurqKv/zLv4TT6cRf/uVforW1FZ2dndKmcceOHdi1a5c8pxtvvBFWqxX33nsvmpubceedd8JgMOC2225DoVDAfffdB7PZjA9/+MPo6uoSLNy/f7/UxrrpppvQ2tqK66+/XlL+/ut//a9oamrCyMgIPvvZz8JkMuEzn/kMAoEAPvrRj6KzsxP79+/H0NAQdu3ahdtuuw1btmzBXXfdhUAggHvvvVda8lJh29nZiX379uGWW27B0NAQQqGQKHBJymiFE8ltpmG1tbUJftI2ZKvcJ598EseOHcP4+Dimp6eFBL/iiitgtVrxwQ9+EKurq/jEJz6BTCaD3bt3I5PJSC0LEjcMYvj9fuzbtw8OhwO33HILuru7cffdd6NUKom9feedd4q9ScXN+3lc6gSC4d0eWMPDw/8ZQGFkZOT/+za/exjAQyMjIw82/PwTAL46MjJyi/rZeQA3joyMLA4PD7cCeG5kZGTbv/Tdn/zkJ6tsacic7VwuJ1ExALJwKU8jQ2symfC1r31NCsMcPXpUIhvlcq1y9M0334xt27ZheXkZTz31FCYmJupyd3U0XueqMRqjWWRGd8meVioVkeqzHzWZ8U9/+tP43ve+J5ENylnJPFL2bzabpe0io4Os0cCcrpaWFgwMDMBgqFVCJaBQ3sWKsrlcrq4SNqM2jGxbrVZ8+tOfxje+8Y06CT+jbYzEMILPCDeZXua9s8IwBxl6zXpSBkpZ/Pr6OlwuF1paWtDS0oK+vj5RY1CytXXrVhw7dgyPP/44Jicn5fruvPNO3HjjjchmsxgdHcX8/DwuXLhQV63dZrPB4/HAbrcjm81Kru7U1BRSqRS8Xi/W19elkq6umK3VEpzXvr4+rK+vC/Hwj//4jyiXy4jH47IGuC4aI/NkiZm/yIrHNGJohLJ6Mr+TLRh9Pl9ddXCue52Xx+tnDQn+bHR0FEePHkWlUsG2bdtgtVpx+vRp6RttNpvriiiSIeZz1sWjyBZrSSejBdyDwKYUkfLKSqWCeDz+3kXIf2X8e+LhnXfeWWXBT6oMMpkM1tbWpOsHI9CM5vBZNDU14Stf+QqWlpaQyWRw8uRJ5PN5eXZOpxM333wzBgYGUCgU8MQTT0h0AdhsI0hseDs8BDYxg2ktVCMAmznGa2trgmsmkwn33nsvvve970kUgtJWu90u8l1eQ3Nzs9w7FTLj4+OyV9rb2zEwMACj0YidO3fC7/fL9WYyGfzyl7/E3NwcEolEHR6y7oOOaA4PD+Mb3/hGXdSITimw2fOdigytxmFqBOXrHIy8MOWAhp9OE2INA+Jhf3+/4Ai760xOTqJQKOCxxx7DhQsXRIn10Y9+FNdffz3S6TROnz6NhYUFzM/PSy0M1mMIBAIwmUxYXl6WHG/KoLnnKQdmNFArJpi60tzcjN27dyOfzyORSOCee+7BD37wA6ytrUkrOJ3O1IiHOvXFbrcLHrLeDPGQ18pOIcViEdlsFqFQSNQDb5cmxWvnc+V8r6+v48SJEzh16hQMBgP6+/vhdDoxOjqKhYUFrKyswGQySRSX5yC75jA1gfuL6hKuf0YnWQNEpzOWy2WR2r95blzGw3eJh3fddVc1FosJPlGturGx8RYs1EWAuU+6u7tx//334/XXX8drr70m6iPWU/rQhz6EnTt3olAo4KmnnsLY2JikD9BR4rrVZ3pjnQUAsjZ0ChGxi7aPxoj77rsP3/ve9+S95XJZ7D9dq4g2FPHKYDBgenoauVxOgke9vb2oVCrYvXu3BJyMRiNSqRQee+wxjI2NIZVKyT4HanuytbVVAhMs8v3JT34Sf/M3fyN7n3tap3DR5uFc03GlIpXfodMeOGeMZFOVxPPL4XCgvb0dnZ2d2LFjhzjMoVAI6+vr6OrqwunTp/H000/XdV278cYbceWVVyKfz2N+fh7z8/OYmJioUwI0NzcjHA4DgNiG7e3tmJqakm5lLIrO9oO0K7VtyDS+vr4+VCq12lvDw8P4/ve/D4ul1jZbq8A02altQ76mublZ2skfOnRIyOP+/n5J7ea5XSrVutIFg0FZB0wPIOZr9QfPMl77+vo6RkdHcfz4cRSLRWzduhXBYBDRaBRLS0tirycSCUmXo7KHRMH6+jqmpqZEwUZlFW1Vu92OQCCAhYUFxGIxWeu6e1elUsHc3Nwli4XvZHzlK195Rw743/7t374n5+FfrYEwPDzsAGAcGRnJv/nvWwD8v9/mdR4ANwD4zNt8zNvlvf0MwOcA/Jc3//7pv3Yti4uLckBTTkvQoKyJeTzaYeHm+MlPfoLdu3eLjIdkBFAz0hYWFuQzdH9mbj5uNj305ufvSTgAmxIuGoqFQkHy6MrlWsXtb3zjGwA2e6pWKhVJJ2A+KLBZYJCkBnPSmV/ErgqLi4sAai0U6RgCQCwWQzQalcq2+h5oBDHXuLm5GQ899JA47jrvjE4jnXHduo3Xxzw7YLN6ONME+G9dbZbfw2spFotYWFhAoVCAw+GQAi18ls8//3xd+yT+LhgMivF/3XXXIZvNwuv14tixY/KsDxw4gEAgIFGHUqkkhuni4qJE/0+cOFFXrReAHJ48ENfX13Hu3DkxFv/mb/4GVqsVu3btknaIvEdtaPP5E7x58JJAmp2dxdatW5HNZpHP55FMJnHhwgVcccUVMBqNEpXjWqAUr/EAZrVmOvIOh0OeHXsanzp1CgAwPj6OmZkZ2Tc6J89iqbUT5efqon10omggm81mSdNgLrS+JuYu6qJQl8p4L+FhLBaTvcZ8T42HXFfEQ/6MTtUjjzyC/fv3o62tTUhFphmx2nIsFhNHnePtchUbc/a1XJeYqnNvmbaQy+XgdDplfebzecFDq9WKcDgsBhtfQ0OIuMY5YL5yS0sLCoWCVDifn58X4nZwcFCMqmg0KgXyGnNg2VKNbRZbWlrwox/9SPBPS9q1M02pJuWaxDziB1Cf46vxUDs0NLp5nhSLRcTjcZTLZUlLMplqRdKY8pbNZt+Ch5Sp2mw2BAIBpNNpvPrqq9KRwWKxYGhoSNq4MX1p27Zt2Lp1K+bm5tDV1YVsNotjx45hcXFRamRwH+uClGtra3j99dflzPr6178Om82GHTt2YGVlBYVCoU4mznunkct0BBKirEM0NTWFvr4+pFIpBINBJJNJXLx4EQcPHkS5XEYsFoPX65UziPnafA6ca9YM4lrS6QxXXXUVmpubper97OysFAMjThG7TaZaCzwAUleB36MLJ9KRYMCgXC5LehzPXO5TplJeSuO9goczMzN1QaPV1VV0d3cjlaqJHXgu6fQpPneg5qDNzs6iu7tbbCTdpjgajYrTrtMh+X69v/lz7kFtR+raAMAmEWWxWFAoFOpaHtPB/p//83/CbK516PL5fNJGUncQ49oiacKoc1tbm7TnTiQSIg9n+g/3QiwWw+TkpHSDIEYRCzOZDNxuN7LZrKTqPPDAA3VEB3GZ+MNUINo4OsVRO88curiqrpXCWla0l1ijplQqwe/3iz3NtKbXXnsNmUxGWghy3gOBALxeL7xeL9rb21EoFHDs2DEcO3ZMIvqDg4Po7OxEZ2cnEokEyuUytm/fjl27dgkWZjIZHD16FJOTk3XpF3a7vS5Fj7YhiYCvf/3rsFqtgmNsnU27TZ+bOrWF2EMScn5+HgMDA9IpI51O12Hh/Py8dGUDIIXUdQoBsZA+Bdcl1+bBgwfR3NyMU6dOwWg0YmlpCRMTE3Up4ExXoX3Osz2TyUixRX4vMT8cDiMcDsPn82F1dRVzc3N1aYUkkOkzvd/He1ld8E7GOymiGAbw8PDwMF//4MjIyK+Gh4e/BAAjIyP/683XfRLAEyMjI8v6zW/mvX0IwBcbPve/ABgZHh7+MwAzAO761y6EkScezgQ1l8uFTCaDcrksDFc2mxWgosP0iU98Aj//+c+lI0AoFBJg2tjYwKlTp3Dq1CkBMLJmdPoIREC9U6xzXfl6HW2jc0h1hMViEaNjY2MDX/rSl/DNb34TGxsbiMVi0qeaBxhZXBqZLC7FyBzrIrCl4NzcHGw2GxKJBKLRKIDNYneaCW5qapLPoKqA7Gk6ncaXv/xlfOtb35L509FDs7nWIqizsxPNzc1IJpPi0Oi8Z026cL60o6nZec14A7VChfF4XDojaKfz4MGDePDBByX6SmOdjgA/2+fz4corr4TD4cC5c+ekaIzNZkNfX5+oOJqamtDe3o5du3bJ89y6dSuef/55PPPMM6L6YGE5MtDa6SiXy/ja176G7373u7Db7XIIch50/jCwmQOr61QwilEoFBCLxWRu6LDz2ev8y46ODjmI+Fy5dr1er/ybn02yoVqtSp2EX//613j99dcF9EkY0JBnZWLNVgOQvHQaDNo4orGi9w/vmW2EdGvOS2S8Z/BQV4avVmvVx/1+v+Ahc7HZrqnRgL399tvx6KOPCikWDoel3kWlUsGrr76Ko0ePCk6wyCiwaXw3GtMaI4FNTOR3Er+Ih8Rrfj4lq3/3d3+H9fV1RKNRMRJZKFXnNGvHlR1qmpub0d7ejmg0ipWVFUxPT8Nut9fhYbW6WVCPRi+jw1T5aEMum83iz//8z/H3f//3su8b85c9Hg/a29sFD9mairjK12p1ELDZWUHPG38OQPJsFxcXMTc3B5fLhd7eXsn57+npwejoqJAhdrtdFHDEc55TlGWz20qxWERvb68UI9u6dSuq1VpF7NbWVgwODgo+DQwM4Pnnn8eLL74ozgfJdla+5/3xvomHTqdTHKJG/NNrheQB759GcDabRSKRQKlUwuTkJJLJpDg7hUIBCwsLMJlMSKVS6OzslPOS+MqCaVQd8PN5HvM6du7cidbWVrz66qt4+eWXBQ953jEq7XQ6pWAj1y3tD65JbZCThOMeagxEUEGjibpLZLwn8LBQKAi2VSoVKXDpcDiERGBb7nw+X7cvqtUq4vE47HY7fvvb38JgMGD37t1yzubzeZw6dUo6ppCg4PtZC6PRGSAW8twlTtM+0qSrtg+oumKw7Itf/CL+/u//XrDQ5XLVpS/yM1hXhbjGvdnW1oZYLCYOm91uRzqdljpYvKdMJlMX1CHZT/xhnYNMJgOv14v7778fX//61wWntNKQHak4/4lEQmwHbRdqAprPQteLAOrb4dKui8fjWFpakpaGrBVVKpWwdetW/OhHP0I+n4fH4xHCUxdWXV1dhdPpxOHDh2G32zE6OopUKoW2tjYEAgG0t7ejq6tLbHav14u+vj65xu7ubrzwwgt49tln64gYp9OJQqFQV2OH9/q1r30N3/ve96Q4Z6NilxhEQlUTl9r2zmQyWFxclPeybhfPNNqN+XxesBCAPEs+R3bmIdlBP4PB0/7+foRCIZw/fx5vvPEG5ufn5V4jkYgoP1wul7Sz5XPJZDKClUDNTuQ5HolE4Ha7cerUKTmzif1G42YheCrw3s/jUicQ3nUKw7/n2LVrV5UFWSg3JSu7uLgIu92OUCiEXC6HWCxWJyUCNiNnlOgTmCgxLRQKUpiG0vtGECOYMvJE6ZhOPeA1cuh8TDLRPAD4+Zp9pJPK32lDiMYZr4Ofb7PZMDg4iKeeekrUC2SzCXp06Ci7InHCzarbUhFQmCaSzWbF0aZRFAwGsWXLFgHPs2fPYnl5GV6vFxsbG9L/lfPI4mxaQqWlnLwf5uaxC8W2bdvQ0dGBvr4+hEIhSX1IpVJ48sknMTQ0hLW1Nfz2t7/FwMAA7rzzTrS3t8t9cx7Hx8fxq1/9Clu3bkU4HMbBgwflfnSqAecUqKleHnzwQczNzdUZvlR/aCUFR09PD5xOJy5cuIByuVyXpqHvUx8UfIYul0uY2HA4jEOHDkn/+oGBAfh8PlQqFeRyOVy8eBGJRAKHDx+G1+uVw5lySN3xggYK5d4mk0n2STQaxaOPPiptjAjmlA8T5I3GWsEvAMjn88hms1I8kXU3HA6HHG68VxYhozyOhh77UD/55JOXNor+Ow2Nh8STtrY2+Hw+zM7Oikwwn88jHo/XEXfApqSXFZiJFYyGZjIZiWhpPGw09IBNA5ZqFOIosOkoaiOQ10DDlOSAjtzxPcRD4i5QnyqjI3DESbvdjm3btuGJJ54Q+Tn3BZ1Ls9ksHQaIy9x7TI2goq1YLMJut8Pj8SCdTotkVBeMDIVC6O/vh91uR7VaFTx0u91SfE072XRcG0lIjYckRJj2s76+jgMHDqC1tRVbtmxBMBgUjInH43jyySexe/du5HI5vP766xgcHMRtt90mec6co1Kp1mb2mWeekdoIBw8erJPNNhLiBoMBMzMz+Pa3v11XaNVkMonD1ngPACR/e3R0VJwvqjX0/Ws8pLqBUnSLxYLu7m5RkLAzTzgchsFgQDKZxPnz57GysoIrrrhC2hkTDymZ5vnJM5SYazQaZZ8kEgk8+uijuHDhghAhZvNmJXEWVyMhAUCUYnz2BoMBwWAQdrsd0WhU9kqpVJJUDh29NJvNUlDymWeeuYyH73Ls3LmzSlyhoigcDiMUCmF+fh4ulwvhcBixWExSExuJTm0bMrrKom5MYymVSnWpKlrRpT+La0CT6Pwdv1eTBsCmspTrFNiUw3OfMNINbLY7bFT06MAEcW/fvn345S9/KZ0jmFLF729ubpYigbw32svaNlxbW8P6+jqam5sRCoUk0s9UA16ny+WSloNmsxkXLlxALpcTLCRZwXliUIOBFN4P54vOMx1q2lTErp07d6K7u1vIk0QigSeeeAI7duxALpfD0aNH0d/fj49+9KNobW0V+5cYdOHCBTz55JPo7+9Hb28vBgcHBb/YppDpL5zTbDaLH/7wh1hYWBDlCwAhjjV5wOdFLDx79qykhfE6tHpUP1c+H7bpZveFw4cPo6mpCW63G1u2bJG2jLlcDufOnUM+nxfbUAdAucZ4rfw5i87Sv4rH41heXsbLL7+MCxcuSJAOADo6OoRcYyDI6/WiXC4jlUohGo3KmQMAPp8PHR0dKJVKaG1txfj4OGKxmBSkpB3Na2HaxH//7//9fY2Ff/EXf/GOHPC/+Zu/eU/OwyWllyPQrq6uykYyGo1YXFyUA71a3awqq3MMK5UKPvWpT8FkMmFlZQX5fF6qugI1MNf5kHTqOLThTKCj8UgDlIcOBw1QAGK0sP2PPlTuu+8+2Zj8bF4/ozCNEX1eP6NvTGFgr15GZgi0lD/xUOOgcR4IBOqi8eVyGXfeeacQNQRDEhBATSGwuLiITCaDQqEgVcEDgQCCwSBaWlpEzknjnd9JKRoPRR5YAOR3q6ur2NjYwPnz53H06FFsbGzId/X19SGTyUiFbUbJx8fHMTIygosXL0oklfO8vLyMjo4O7Nq1SwCL88sIppbKlctluFwuDA0NSZtDOh2MONjt9rqo0ec+9zkEg8E6Astut8PtdotMzWAwiJKChz3niM5LuVzG9PQ01tbW4PV60d/fL3nKVmutz/2uXbsk1YPPlnNHhQqNEho6lLNrNcrx48dFjufz+aR1H40Vp9MpReiogimVStLex+12S794MsjsX8/r1coDSkFdLhcCgcAfECH+uEYjHnL/MlJgtVolMkDyQJNqn/zkJwFACELuBUZoaDhp5QJxSpNgwGbPb64xGrKarKDqBICQmKurq4K7/EziocZvHcnXeMjrI6aWy7XaHOxV7Xa7BbfYeYQpSJwTLZWkcxoOh8UZZNTqjjvuECKF36Wj5KlUCvF4HNlsFmtra7BarWhpaUEoFEIoFILf7xcjm1EeYFNBoutLcI6JQ1TEbWxs4OjRo3j55ZelTksoFEK1WkU+n0d7ezsikYi0BD579iweeuihujoxPAOKxSI6Ojqwfft2qeStMVFXeec8t7S04IorroDP5xNMY8tbRtJ0+t+RI0cQCoVE+UGDl/V2eD06nYnrhgoHnh0TExMol2vF3nbs2IG2tjZRS/X19WHPnj3Sd10TNSTESVyQ8OQZwGvlvR4/fhzj4+OoVGo1hVgvh4oetsrVa7lSqUirPYfDIQX9rFarVFfn/POzGHzgvnC73Whp+Vebr1webzN4ttLmoW02Ozsrz4ntPFlDq1H5eMcddwgWsur+0tISlpaWpO2exkLu21KpVBcwIklHsoqfz9fwrNakOlN19JlNDL333nvrFAx07IkLmrzg+c9ccnYRY3oEryeXy8l659p3OBx1WMi12tLSIjUIaLvl83ncfPPNgn36czQZx+82m82IRCKChYFAoC7irZWK3LP8Pn6+vj8qNNjRgHZQOp1GJBIRlYTH45EOVwsLC/jZz36G8+fPS0CLz2BlZQWRSARbt26VOWDascfjgcvlEgfb4XAgk8nA4XBg3759cLlcQhZqZTCxkM/9yJEjaGlpkS4XDNy5XK66ThUaC0nwUClFLFxYWMDGxgb8fj+2bt2KSCQiipPe3l7s3bsX+Xwec3Nzdd0M+Ix4DlYqFQnY6VoOXKMsoFitVtHZ2YlwOAyPxyOkj8fjgdfrlWdI9UUoFEI4HJZ2zCxy6nK5kEwmEY1GYTLVUo5Zt6ZcLksQOBgMIhKJ/P7A8B4fxIF/7c97dbyTFIb3zGB0XPf6JkDyAJ6dncXq6mpdlIuRpccffxwA3nIQ5PP5OpkjDXP9Ov680dHXUTUAIo9samqSz6VaQcu2OCqVCn72s58B2JS00qGmrKsx2qYJAeYK0bCkrK0xokcmvNGJ4B/+jhGofD6PH//4xygUCvD7/ZILrAkXm82GxcVFcVDJMPO6KDvOZDJiNPPzdf6ePjgopyIIc85J3JDQOHHiBNbX17F9+3YAtZZ2N998M1ZWVnD27Fl897vfxQc/+EExjpnm0dbWhkqlgpmZGZE92u12IZ1YAJOF3ZqbmxGPx5FKpRAKheRZ0jGmY0MApLw3m83K8+Qz4XNqHDQO1tfXxeGhymFmZgZbtmyR+aLBTOLHbDZjbm4ORqMRvb29cv1cw0wriUQiKJVKiMViyOfzcLlcWFpawuTkJC5evCjXQsODOWrpdBrBYFCMZyopeJitrKyInJcOmu7/u7y8LA4L1yDfzwPn8vjdhk61ooHB1ko0NNLpdJ1MkOt3Y2MDjz/+eF2UhHszm81KWgHXEaOnOmqmo8zApiGuDT/ioclUK3rHtpDMwyXO6c/42c9+Jk4dsFmYUUfFSCzws7huSQgUi0W88MILoijQdXFIklIN06gC4PcxEsmozkMPPYS1tTUh2Rjp5B+r1Sr1Z4ihgUAAlUoFdrsdwWBQ6jnwe2ko0gHXiimeNVRo8HOBTXk/5aI841gkzWKx4IMf/CCKxSJmZmbw4x//GLfccgt6e3sF5yORCCKRCEwmEyYmJurkplS0UOmmU92y2SySyaTgAgl37mmNh7/5zW9EMq3xkGSpjkLy/vhvnkl8zplMBvPz89JRSEdYrVarGLLT09Mwm81yr5RiV6tVzM/Po1yu9UpfX19HMpmUyvSxWAzz8/MYGxuTtcKz1u12Y21tDZlMRgxe4r8mftfW1oRwoDO7srIiEUaqYegobGxsCJ5rEunyeHeD9pvO7V9fX5dAi91uxxtvvCHqGB2N5Zw//vjjEpEl2c3Wnmtra3UBAK57YqFWWPFz9bUx0KPVq0wP1IEOrbLidfziF78AgDps0sVrtaqRZCsDbCQGX3rpJbkWBg6490j4kbBjQU+9B3QXE5IcIyMjQlprMoJ7kwVHaRsyIq1bnFKdSDuWNq+2UwHUYQLnhfcD1M6ZeDwOo9GIRCKBXC6Hrq4ucdSvv/56VCoVTE5O4he/+AVuuukm9PX1ibKira1NiubOzc3J/Gq7hi3eOzs7Bd/W1takeCsDb0x3pbKA6+j555+H2+0WLOQ9kLDQawaoV5jQoefP8vk8ZmZm0NfXJ8+Qa5bKqqamJszNzcFisaCrq6tOZWg0GqXAYTgcRrVaxeLiIorFoti8bMtIDGVbe7fbLXW5Ojs760h6r9cr6j2ecwwyMdjLFrirq6t1NUqamprg9/vR1dWFpqYmTE1N/c54cKmMPyQ5MDw8/BEA/wOACcC3RkZG/kvD7+8D8J/e/G8BwJdHRkZO/D7feckRCAQ3gh7Bl4uS4E3w0UbK4cOH8eSTTwKAMGbNzc1vYZcJhjpdgdEYAg6/mwCnD34CAQ8NfiaAOgKC93TDDTfgV7/6VZ2hTEeMUW9tfGk1AY1/Gm02m02Mv0YpGD+HrC+/i7I29uMmS3jTTTfhkUceEfA0GAySS02j0mSqVaYmeC4vL4txxYOVzieZUKZ+6Pvi7wisOuJJw+C1116Dw+GAxWLB1VdfjWQyKZIrj8cjB53T6cTs7CwefvhhBAIBOBwOXHHFFeJEs2CO2+3GysoK4vE4otEootGoRIAmJyfF8GDbRDpnBoNBejQzSsG1cc011+Dhhx8Wo1fnWWrlBw8PvoaONSP1XIPj4+PYtm0bVldX0dnZKQc9ZeVNTU2iapmYmIDH40EwGKxzBrSBYzAYMD8/L1LsEydOSLEhPgfmftJgoMzO5/PB4XAIA7+6uirFeubm5uDxeMQ4YhSRkkjuARo1dCp4nZfHux9UU1F9o7GhUqlIZJp7jFEXoIZRb4eHLpdLIt2NUSHdM5uYSgOaRAQHDXF+P51LOlD8bBrjWtGg8VDj68ZGrde3Tt8igaDxkNcFQNYv8Z33DmzWfSHe8L0kfhl18nq9SCaT+MAHPoCf/vSnYmQZDAapcM7zwGw2S3SFTi/l+NyLb4eHWsoMQK6FpAnxEIDg4ZkzZ2Cz2XDw4EGcO3cOVqtVCvsRD5mLe/78eTz00EOIRCLweDzSDrZUKiEajSKfz8Nms4lEn0Xp2traAADnz58XooDrqlgsigGo8ZCpa83Nzbjqqqvw05/+tC6dhc+Aa5E/19jfSCzx+V24cEEI1fb2dgCbqXokzVdWVpDJZDA2Nga32y2OAe0GHf0tlUqYmpqC1+tFOp3G8ePHxamh4dxYrI5qF6ow7Ha7pPu4XC6sra1hdnYWbre7TkVIUo5rlTnZxEOqgC6Pdz9IUAKoK/RGRSoVliSs6eQSK8rlMg4cOIBf/epX4lzznCWuEq8YECChQAKT/9fOPLDZ7YFrmmuJSgjih8ZCjWHXXnstnnjiiboAS7FYFKeM7+U64/qiTUps4T1ToaCdF96XzWYTfNFYaDQaJdK+tLSE9fV1XH/99XjmmWfQ1NQEr9crwR3uK5PJhHQ6LfOby+VgNBrrUjkpnef+JkGsyQQ689r5pepzbW1NCl6zuv/BgwextLQEv98vthoVaH6/H+fOncPDDz+MUCgEt9uNPXv2IBwOY21tDdPT0zL/LNzLmgKdnZ3Socvr9UpAjfeSTCZhtVoxMDCAw4cPY35+Hq+++qq8/tprr62zDYkxGve1soX3ynmgLcnrm5iYwLZt21AsFtHa2goAkvpMG4zFQKempkQpyjOPdX5IsDc1NSEWiwn5eeHCBeTzeRgMBqnbRtLc5XLB7XajUCjAZrOhra1NlKWpVEq+f319HbFYDFarFVNTU0gkEkIwLC4u1gXtiKdNTU04f/68FCB/Pw8dgPl9xvDwsAnA/w+1ejJzAF4bHh7+2cjIyKh62SSAG0ZGRtLDw8MfBfB3AK74fb73kiIQyFIyMkKA1vLsSCSCtbU1icppBpPV5hm9YqS08dCmlCYSiWBmZkaAXrOG3MS6IA4BntIyGipv50zS6TcYDDh9+nRdyoT+LBqAPLS0odv4WTrH1263C2BTWspDSUc/+FkkZorFWjssFpV0uVxi/BIQeAhzDgkCuvI+K9iy2JCORPL1HJTwcdAZ4rMCag7E2NiYACrbCzLy09HRAY/HI/28GRXn655++mlUKhV4vV7ce++9aG1thdvtlsNlenoaIyMjYmx0dHRgenpa8tbK5bJE6q1WK0KhEJqbm0UuazAY4PV6MTc3Vyc94pxrySQdFx0Z0wQD56hSqYgsOhAISHSrWq0VzPP5fLj11lvx2GOPiRzWYrHI2mMNCz2/oVAIQC1n98yZMzh37pysfxrfJOpoiHHf6cJOqVRKqoszNYeOHL8vHA4jGAxK7nY+n4fb7Za8YYfDUed0Xh7vbuj8e+3Ecx0xukAnSDveRqMRp06dkvXJNcxCVBo3S6US7HY7WltbMTU1VRct15gFQCLGxCQ6wDqCookJXgv3gtFoFDykSoB4SOklP5POIPeKlvgaDAYxpmikkigFIJ1JOFfEHE2q8rqSySTK5TJGR0eFwKQRRMOURhvXPvNCG/GQzihxkRFDHUnU9XS4j2mQE7/X1tZw9OhRGAy1Vm3xeBw9PT2Ynp6G2+2WQrHJZBIvvfQStm3bBrPZLPfAito+nw+f+MQn0NXVhWAwCKfTiZWVFUxNTeHxxx8XOarP58P8/Dzsdjt6enqwvr4u/c0tFgva29vhdDoRj8dlLfl8PszMzMjz4Drhc9ZEDrCpwuDzplqF0d5qtSo1ChwOB9bX14W0jMfjcDqduOOOO/CLX/yiLlWEa89kqlViZ/oMACEX8vk8zp49izNnztSlbXAdLC8v16UemEwmKQpZLpcFD5nqpR1PrmG2pWRRt1wuJwXIuJ613PjyeOfDbreLLcY9QizkvoxEIqIu1IEiYtaZM2fk51SNkITT5AFzzk+fPi3KnMZIOb+bWKcDQIygE1s1EQtAlLD8rNOnT8t9ahK0UCjI3qF9QfxqTJfQRZ1pJ9Km5TlMe5kOvd4DtBfZxs9ms2FsbEzSb/jdbCtJjGY6ic1mExVDIpEQ25YYqyPtmqhmzQXOLYlobcuur6/j1KlT8qxnZmawsbGBiYkJ+P1+dHR0SIvjV199VdItFxYWkM/nsbi4KDUGrr/+evj9fiFAV1dXEQ6HMTo6KgEljqamJvT392N+fh6nTp0SdcWBAwfQ3t6OU6dOCW63trYilUrVqQr0c+LQWMjnzJ9rQqVarUqXJJLFoVAIJpNJOtLceeed+PnPf16nktFEKskQ4i5TUjOZDGZnZ3HmzJk634f+BAuX089wOByi/GEAkzW8WJOCyjzeO2u+8P6TySQ6OjoQCoVEwfzHoMb6AyoQDgO4ODIyMgEAw8PDPwDwCQBCIIyMjLykXv8ygI7f90svKQKhWq2ipaUFuVxOIlxcbJTlrq2tSaEWGrl0rtk+RSsTWNCIg8oDSsU1+PP3wKakl4tcHxDaqNaKg7eTajY1NaG7uxvz8/PyGVoKRukcv0M7mdoAN5lqFajJ5LLaM6XtjJqQgNASNSoedAXpcrmMvr4+xONxkcwxUkLSgASBbm3Iegz6QNCHqyYKOD86p48gp41MfhYNc4PBgI6ODkkXiEQiOHXqlLCk5XIZgUAAuVxOWvJQBszc7s7OTmSzWWGzg8GgGKPZbBaFQkHyU5eXl7Fr1y6Rt5XLZczOzsrBR4BmFfajR4/WXTs/x+FwyIFOQKbzoaXAVqtVeuOur69jdnYWfr8fP/nJT3Do0CG0tLSIA8JCjWfPnsXg4KA46+yVzgg11SOrq6vweDyYnp7GyZMnxaHRihutyuE65+FJw9tkqhVOKxQKUgG5WCwiEAggEomIAcb74qFBp8rpdKKlpQULCwt/AGT44xwWiwVtbW3IZDJi8FHlsba2JpEmt9uNRCJRZ0BYLBb09/cjmUzKs9nY2EA0GhVHH9hsI8XcxKmpqbr9TAKSxjKNbQ5GaDSJyqGjfzQGTSYTenp6sLCwIMayjsZTHcGfN+IhjTKTyYRkMinzwr0F1NKdtOpBOwda8cDq6sSwvr4+qVxOg5uSXn4PiTcWoWUesnYs9DmgyWs9V8RDPU+N0mjWWSBxcO7cOdjtdnR2dkoEnC17t27ditOnTyMUCqGjo0PUVIzat7S0SNoWzwGv1wur1SpqIwBCiOzatUtSAKrVKubm5kTazPn3+/3o7OzEsWPH6gxmRgptNpuQDcRDXT+jWCzC4/FIVIv3zE4Uv/zlL3HDDTeIc2C1WjE+Pg6r1YrJyUls3boVsVgMi4uLks6gVYNUWzidTiwuLuLkyZNYXV0VMo4OKQssUylCopSkEfcP2+WxPgKjxIFAQCJ1vK9qtSq4yXowLPJ3ebz74Xa7YbFYpB4QbRieaUx99Xq9iMVidThEDOrt7cXS0pKkplASz8F9aDQapa20DgTxO0lk6mKIxBfaL9pOBDaJNeIzbcNyuYzu7m7Mzc0B2MQLEqqaEGadDWIi92FTUxOSyaTYlFRg0tags687dPGaucYZydYObV9fn3RGoVSfZDW/hyQuidKlpSX5DK3q0Ao2zisxg88H2Ezr4NzxzKADCwCdnZ144YUXpAAuo+8MxvX39wuGtLe3iyq1UqnA4/GgtbUV0WgUwWBQ6syw4DO7CzidTiE79u3bh5WVFSlCffLkSTzxxBN1zyQUCkn6LAfvg2QzzzWuGZ4rrDPDNZ7JZCTYNzc3h0AggJ///Oe49tprxe61Wq0YGxtDtVrFuXPnMDg4iFwuh1Qqhe7ublGiaFVLPp+H0+lEKpXC6dOnhTzl86XTn0gkkE6n68jZSCQiKQsulwupVEpqZ1GR4Pf75ZwhMbG4uCjkEgDZo729vX8U6a1/QAKhHcCs+v8c/mV1wZ8B+OXv+6WXFIHABc82NsxB03n5yWRSpFbJZFKi9nSgdCSMMmu+l2w0AOmvSidRd3Lg95FkYISBMi8eEHT+9WHB79aFwNiOSjvblLbRKWDKhi5ao9MOyJTTuNGFhCKRCJaXlzE/P498Pi+AzEgKgZXOJKWl+Xxe7o0Rt0gkAqfTiZmZmbqIUVNTE5aXl+vaB2knmnPHZ8aDQB+CPEy0fJWRdc4diZ9sNitOC3ufs5AkKwebzWa0tLTIc2lvb8fs7CySyST6+/sFOLlGLBYLUqkUzGazsOSUUbW1teHKK6/EU089Je0y+fxp2IdCIal2z9xJGojAJpuuD0iuK+as6Vxtrp2pqSkMDAxgYmICjz/+OBwOB3p7e2EwGLC8vIyZmRlEIhHY7XZx9BgN0Ew+iQBGLSlF5L2vrKzUkQRazUKQr1Qq0uWDqhY6BZTfARApNQsqklwqFouyt3ggXx6/26CT6vV6Za9yTxCD4vE4PB4P/H6/tKSjlJ7ye2AzKtWogiJ2sg4ID3VGh7mH+N2N6VoulwtA/d7XBAMjulybrDegSVQaicToxtx4YNO41yooTTRTkWY2myUliQW++NmNShsdVVlfX5fWrTRmrVYrWltb4XA4hFjU10I80ntDzw0Jl38JD/U5oMlwfkZTU5OkSdBBjsViMJlMyGQyWF5els4uNpsNwWBQasJ0dHRgYmICyWQS3d3d4iTTIWJLMrPZjHQ6XZcLfM011+D666/HE088gWw2i0wmI5FG3k8gEBD1BhVuNpsNDodDDGA6Lzx79Xrkucb1w8+9cOEC+vr6cPr0afzyl7+E1+tFW1ub4PXi4iIikQjMZrNE/SuVCtLptMyrLqxot9sxNTUl+bl6TTZGYwEIzjKNhRjGPaRbXHKvORwOUSE4nU4h+VdWVmSd6JaDl8e7G0ajEU6nE+FwWCr8awUAVSJMaUkmk2KjUGGSTqcltUYrqBiUIfGaSqXwxBNPiFKA+5FYyLVMZZe+Ph14aiQE+flMQ+DveF20+YihjWoDnQbKc5trkiQq7TwA0pGJmMt0Ba1oJRYSP3SL2Hg8LvVDuK79fj8mJiZkv3PfFgoFUTfyTGkkmjWBSixsVChqBQbPMq3yJE7zc+LxuKS3MAjGeml+v1+UaDabDbFYTDCfdWBIBDGn3+l0CslOBVxXVxesVit+/vOfIxaL4fz582hubsaePXtQLpcxMzODjo4OxGIxwR5+py7ESiUdgDqltcZC+gycPxKlU1NTeOqpp8TONRgMWFlZwfz8PMLhsKhFmX5GUrtarSKRSAjhabfbpU4W14vL5RJSIpPJiB9CQoHtbRlYY9Fwl8sFr9eLRCIhpBhtkEqlVnS2Wq3KGUO7nkHAP4YUhndKIAwPD98P4H71o78bGRn5O/1Rb/O2t+3wMDw8/AHUCIRr3+Fl/rPjkiIQGNEkKGvg5sZjRfKuri44nU4kk0kxPNra2oSRpuNIh1RH8EgSaEOuUZKr++8S7OjoU2al0w2AzRwuGvjAZos9Ld202WwS0dCFvrjJySqTBS0UCnUHJQ9FAvLc3Bx27NiBVCqFYrEoDDSltABkA1NyyXumlHRoaAgdHR3SwsxsNmNycrKOWAE2Uw70/zmvPCB5vzyoOceaXNHEAwvy6QMS2CRRNCFEyTyrkAcCATECNzY2pLAjnWVGyvl+fqfZbJacvsnJSQSDQezduxdXXnklTp8+jcXFRSnWSVmj0WgUB4v5r+VyWZwUzeyTveZ98F6YY8b54H0vLS2J8mBtbQ3z8/PyrOLxuEh7+/r60NXVVXdY+v1+UTUwmsDIgWb+SWDwmfFQ5kFH54qOq8PhwOrqKmKxGFKpVF10orm5GS6XSwoakVhi+oLJVGspuXXr1t8LE/6Yh5bqAqjrwMI9wnaj3d3dkp5EDGUBPRo1dHZoMNLYpLoL2Nx72tijocNr4ucBm44g11UjLmhDktJ8bSDxvjQekuTVeMjX8Z6J3/ws4gqNmL6+PiE+uI9JpgKbeEjiQ+OzxWLB3r170dHRgWQyKYbxzMyMdAPi9+ooI++b0Th+D/c6C0tptZrGQxIIJEIa1R5akcFBA48KKBq7vM/e3l4573RRVBr6xGsa0DRaI5EIdu7ciUOHDuHkyZNIJBJiVFYqFandQyOQPb1JemqVCwBRl/E+SJ6wfTDfy2hjPB6XFsMrKyuYm5uT6Cfr2WSzWXR0dKCjo0PIIbPZLFXEc7mcFDmMxWJS54jqA36XfvYk2DUekpzy+XwoFotYWlqSNpeMOpM4Yds7EtAul0sIMbfbjYGBgX99418ebxkk7Fk8kHUxqLzka1ZXV9HV1QWHw4F0Oi3nN9cHFXNc9zpgpG1DDh3U0fYXsGkb8j3EBv6OWKgj8PpnWjXFPUBSgO2V6ZjZbDax6wCIbbWysiJrV6cPcb8Vi0Wpc8LAB/FldXW1TiWm1V+8D5vNhn379mHbtm2IxWKitDl16pScT7weYj4xS88NX6PTjbRCVV+HvhfabjqazmehnTOTySTtq9kdraurCz6fr87+4dnhcDgQi8XqaqYw4k4SiWRsPp9HW1sbbrnlFrz00kuYm5vD8vIyCoWCnLtOp1OKApJk5Xmn5xPYVLfxfoiFun2oVmnFYjEEAgFpe764uCj2bjQaxdLSkpDEHR0dElAzm83SVYYFEqkmNhqNgmckhlOplGCi2WwWGw+o+V2FQgHpdBqBQABdXV1CYFDJw+LcxNBkMonZ2VksLi7CbDajo6NDzneHw4H9+/e/cwC4REdjCss/N94kC/7uX3jJHIBO9f8OAG+R9w4PDw8C+BaAj46MjCTf+ZW+/bikCATK0FdWVuBwOLB79244nU5MT09Lbi6BOBaLSStBKhH8fj+AzTwcbRgCm/lpWjIFbLazaQQlvodSJJ2j28gsO51OYUE5uHhYxVRH9Fixl84zWUOye6xFwHuhsedwOCS6wmtJp9PSpobqAWCz8CMd50ZGPBAI4M5t2/ChWAyls2fhvngRU9u34/nmZmzZsgWrq6t1Bh4BmqwtHVAyro0HMiV+lPzx9Zp0obOtI/0ENz4PGrtmc63y9tjYmChRmppqrSX5vlQqhWw2i9nZWWzdulWiEjysGLXgdTAS+dprrwkxdeDAAayuruKFF15AJpMRB3ttbU3WCQ32ZDJZxyxrx0CTVHR2eFDr9Udmd8eOHdi5c6eAPaONVA1QNlap1Go9sOgP8+e2bNmC9fV1HD16FPPz8zAYDEKuUJnidDrl87ieGDGjfJvrNpVK1RkouhVctVqV31PKZzab4fV6ZT0w3eXy+N0GyaCVlRUpBsUq9KzdQmUTJZlGo1G6NPj9/ro9r/epNmgb8ZCkEvdUIy4yGs6904h55XJZotu6HgI/i/uR16WLAWo8ZC4mW4zRidDXyfVNsoD4Sqmkw+HA7OysGGM6ZapRvhwIBPDnra04uLaGyvnzcE9P48TBgzhpMGD37t2CyTSCGd3j9WuFQ+M88zwC6vNEebZoPKRByff7fD6Zf76eRtqWLVsQj8dlbhiFopE4NzeHdDqN2dlZtLe3S7s3YFMuzXkEaji1vLyM119/XWrB3HDDDUilUnjxxRfr0iBI0gKQXFkSDY3nKHFek0oaDzWJsLa2hpmZGezcuRN79+5FJpPBysoKNjY2pGBXpVJrZ8oAQXNzM7q7u+U+rFarpPZdvHgRCwsLMBg2c8WpcGMhTTqZbEFZKpWQTNbsLzoDVOjQQWMggcrAZDIphf4YvCCBQDukcQ1fHu9spNNpsZv8fj/2798Pu92OCxcuYGxsrC6avbi4iJaWFpjNtU4BJE49Ho9gHfeijnjTRuHgPtXBJB1o0ntXE/Xc7/xch8Mh5yiHTiHzeDzy/azhQJKLRAcDIS6XS/6vP8NoNNYVViUxzPPAbrfD5XJhfHwcAN6ChcRD3r/FYsHQ4CDuTibhP3kSzqkpmOx2PNLTA8fWrSgUCohGo3KvJDFzuZxEnHWgggG4SqUi9oM+V3gNvB8dgGNgkd9F25BkK8lZYmE+n4fRaER7ezt6enqwsrIigcV4PI7R0VG0tbVJNwUGpWij8YxiKgNQIwWGhoYQDocxMzODp556ChMTE6KEjcfjYocxpZXBIk2s8D45FzogR1WzJpnK5Vq77507d2L79u2i9KC9ZrPZUC6XpeA4AGlLScKWZ6jf78fi4iJisZgQGFSckqTiZzBVgYoU1v7iPC4uLqJQKAjB7nK5JMXc5XJhfX0dCwsLWF5eljaPra2tWFpaqlOBv9/HO1UgvIPxGoCB4eHhXgDzAO4BcK9+wfDwcBeAnwA4MjIyMvaH+NJLikCg0wRAZJM7d+6E2+2WiAMNJzownZ2dsNlsWFhYkMr6lNxzwdOgIUsK1OemEkj5uZSpafJBS3+1scPP063UdJoCAYDv0d/LvCNgEzRpLKbTacnJZOSNzjQPDx442WwW58+fx8GDB+F0OqWvsZZh0aElmAcCAfQajbgimcQ/7t6NpuZmtLW24qpjx7DP5cLrb5IIp06dEseDhwINPn6engutwuDhwd/zWvgzHWE1GAx1UbvZ2dm6uSTJw24RZNE597wWSvvHx8exZ88ekeFbrVbs3LkTr7/+OorFIrxerzwTyrfi8bhE4kqlWmsvpiz09/fDZDJhbm5O5pBF2zRrrGXijDYaDIY6543zoaOLi4uLkufLgnbsqcx0lYWFBSQSCfh8PqysrIgMjcZBZ2cn0uk0lpaWJDKtCR1KHZkjXiwWJa+X10ijmIcp748HCdnzTCYj8kYSZIyGplIpaYn2x1Ao599q8PkCtTW6sbGBK6+8EuFwGEtLS4KHjJykUil0dHSgublZWnjSqaZTzr/5HHnA6dxbYhFJBE2QMWrGvda4x2mEc73riBH3KzsANEblWLAL2IzIMaLB4l4mk0lwk5jCSuAkNqvVKmKxGHbs2AGDwSD7AdgsRkZs555saWnBNakUzC4XfrBtG5qbm9He0oKPPPssFnbuRNJiwa5du/D666+LEoDOs5bqU+lAw5GYRgeH3w/UV0/nvwHUOadGoxEzMzN18w1AokyUn/J3lMbq72WdG6oyKLXfu3evRJDa29sF29PpNBwOB5aXl6Vqe6VS69hw7tw5VCoVDAwMiCqDGEGlhlbJcI4ZoeI6YSSqkTjh6+fm5pDNZmG32+H1ehEKhYQcIbEei8VEdgxsRqBtNhv8fr/UD/ntb38r7f7oyHBuSqVaZxJeXz6fl/OVyoNKZbPNJSN0rH9BVWIul8Pq6qrgNx1DpnnQCL+Mh7/b0LZhIpFAIpHAxz72MQSDQczPz9e1i6tUKkgkEujq6hLbsFwuSxCKqQ1UatHpo01F0lM7ssRKqpZ0tJzv08SBtoWIWzqyrgMYk5OTghXETbvdLnhJm4kV7JnywOuiHcUIO4M6dIqbmpoQCARgt9sxPz8vykuSurQNuQdDoRAGBwdx7csv48VAAPHBQXR2dsJeKOATTzyBh665BoODg0ilUmIL6ho5xC2dyqDVaTplRNvKmpDRTrfGUaPRiKmpKfk9sGkb+v1+pFIpUZ3xmdAmXFtbExLQZrOhvb1dajr5/X4sLCxIzSAqqyjx595mgca5uTk888wzePXVV3Ho0CHpbMO5pD/QiIW8B11MlWeqXkv6bF1YWEA2mxVs6ejogN/vl9SupqYmpFIppNNp6ZqVSCSke1owGJS6OFQRsBYLn7tWIlDtkE6npbAi7czm5mZJ6WJas9frhcFgkGDb/Py8FMINBoOy/vr6+oT8YqDv/T7eqQLhXxsjIyOl4eHhrwF4HLU2jv8wMjJyZnh4+Etv/v5/Afi/AAQA/O3w8DAAlEZGRg7+Pt97SREIZCaB2sZlrpHD4RBGTEe6q9WqtObz+/3Yvn07Zmdn5RDR8nddTEY7scCm8azZIh0dAzYJBP6tDxcWjdJyWC1p379/vxRRZK0DyvAY8WFUm8Cl5U08sGggE5z4nYxsUFK1traG06dPy2GoC5EBkFSAD8fj+NnVV6P7Tfa4UqngmR07MHz8OGYOHMC5c+ckOl0qlZDJZEQCSHkZD1td34HXr+ebc6LnRx+2rGnBw3NwcBBTU1N1ObJ0fHWeYCwWQ7FYlDxgzgelp8zHdTqduOKKK1AoFPDyyy/LmmB7mqGhIUSjUZw/fx6pVAoLCwvSc5eHZDKZxJ49exCNRmXdUFLIVBGSJHoueIhw3rgmNQPN1BxWDx4fH5eUgGAwiPb2drS2tiIcDktBHv5NOdvS0hKi0aiw4ZwjPv+NjVpryHg8DrPZXPdzAFILIZvNwu/3S3SZRjTXYjqdlogdHSZGfEhQ0Ni/XAPhdx909oDaMzp69CisVuvb4iHJxIWFBbS1tWFlZQXbt28XwosYQiNN4yEd/sZ0JO5Tbfhq1YImVRvxkOQDnVuNn0NDQ5ibm6v7uY7W0ghlcTugvvAWnXOqEujcEcNIYFarVfT09EjLKsqRaTTre/J6vdi/uooH9+5Fl80mOe5PDQ3hg7Oz+OXWrchms/B4PFLMNh6PS8SceELSrlGWqyOM/H6qF/R5wXlsb2/H6OgojEYj9u7di7m5OcFZzofT6RQig45QLBbD8vKyzB1VcSwoSNUEMXbPnj1444038PrrryMUCgnG9vb2IpvNClHFe6XCoqmpCdlsFoODg5IzTFUTsFnPSJ+zvDfOBTFTRx6JSUzlYsFEngvBYFAKllEpwPZ9LOBVKpVgs9mwtLQklcxJ3HDeuadozGqboBEP8/k8PB6PFKzl2VUoFFCt1lp5khxiVDQQCMhZ73Q6JX/8j8Fo/rcYmsSsVCo4evSodBmhGojYxdcvLi6itbUVgUAAS0tL2LFjh1SLJw6Wy7UimsQGHQnndwGba1SnC9A+07/nvufnMB2GSoDGzzebzRgaGsLCwoKoDbQ9qZVZDFhoIpHfT8KL2E2Voc1mk6J6PT09WF1dxalTpySdStvIXP9utxsekwkBlwuWAwfQ96aCI7GygtTu3di5vIzflsvSAYpKSYPBIAQGSW2tzKBd1Ehaa0KF/9ZY2NraijNnzgCo7cl9+/Zhdna27nP9fr+kqHCtnDt3TiLgiURCiBNiE4lHu92OgYEB9PT04OLFizh9+rTYMcRuHWhhQOnVV1+Vs2BhYQF79uwRpRNtfWCzdoVWjDSuJyp6eR4RO6mcoxJjcXER4+Pjovb0+/3o6upCJBJBS0sL7Ha7PFcqFaLRKJqbm7GysoJoNFrXIQ2A2Mq8ThL0xHiuCWJ7T08P8vk8UqkUvF4vqtWqFCZnGjUA6WjU1dUFr9eLcrmM9vZ2UfIxDez9PP6ACgSMjIw8BuCxhp/9L/XvPwfw53+wL8QlRiAwekIQNZlMOH36tFS/p2y/WCxKQSgWxPP5fLh48aI4fSxcSPkaI1s6DYJ/Ezx1axENfNzUBDVgM+JOhq9cLksxEc02mkwmvPzyy6KE0CqFjY2NOpkaJUwsHqOj/rxeEgL9/f3w+Xw4c+YM0uk0SqWSgGwkEsH09HRdrjOvmU6sx+NBdmkJlgMH4Pf7EY1Gay2nvF4Y32QhnU6n5FGzui7ZY5IHWn5L5lkb+5ok4M+0U8L3kjEmGfL0008L0PI1XAOMXq2vr2NmZgY+n08ir9VqFTt37hSjUTs3zc3NuO6662AymfDaa68hEAjA5/Ohp6cHu3btQqlUwvz8PGKxGBwOh1SbNRqN0uKRDhGfjT7o9aGupWna8NHEgmbRaVhrR51MdjqdxvT0tOSO0UBNpVLo6emRtmupVArj4+OyHsjc09ChcctDnkWT+DMWUiL5sLGxgXQ6DZfLhXw+L/JfpitYrVbJo2PLNToFlNrx0Lk83v1oxEMAeOWVV2S9M2K1uroq+ZOlUgmxWAw+nw9nz54VWT2l1QBEXQBsRs+pvtIpB4xkAfV4qJ1C/o6DsvdqtYpkMin7QOPAK6+8InjI32klEj+f8nYWmtIqJo2HTU1N6Ovrg9vtxujoqPTvvnjxIhwOB/r6+hCNRmEymZDNZuvug3ja0tKC9OIi/H4/QqGQGMTV1lZ4pqYQCAQkDQCAtDPk/qZ0Xs8F8b7xLNGRJl6Hxg6SEnz2TzzxRF1dHc5Rb2+vpLk0NzcjnU5jcnJS2tSS0NiyZYsUldN4yL3J58U2hcFgEIODgzh58qQU3GKUj98/OjoqkV59Hw6HQ56tNpT1ufh2zo+WhjdGdfmebDaLfD6P+fl5nDlzRkgnl8uFUCiE9fV1IRdYq2B6ehq5XK7ueQObZ5XJZJKaP1S4MT2Da4O1ZhiV47lAVRbXZ3Nzs7SIIx5S1cUCnX9Ig/KPaRD/GO3mGc6icgAk3YvdPmiTeb1eBAIBvP766zCbzUI40kkiRumijDolgmSprvPCdUonj+tbqxBsNhtaWlpQKpXqbEN9HhsMBrz0Uq37mk7zYp0GEl+0F4HNNtFA/b4i6drf3w+HwyFt+orFIiYmJmAymaSjC1Df6YHXbDabEQgE4C+XEbda0dHRgfn5eTgcDni9XqyaTOicnsZvqlX09vbCZDJhenpaAhm8Pl4bsUqnuf1L54gOLPFnVJVp25C/4zVv27atLg0vn89jaWkJc3NzNfXEmyQrzwKuGW0bE7/oNzDdMxAIoFKpwGKxYHl5WaLotH9PnjwpaYQcDPDxTNbnQqNKS/sjfN60kbUyhGurUqlIbaxMJiO2ocvlgsPhQCgUQj6fRzgcRiQSQXNzM7LZLBKJhJCqXGPr6+viRxHjWHjW4/HA7XZLHRr6O8TvpaWlOpUua4ExDbulpQVArZjxtm3bkM1mYbPZkEgkMDMz85Z6Pu/Hcanj/SX1hLiIuVkZjafE3OFwSIGSjY0NkRs6nU5YrVZ8/OMfx3PPPSc5UD6fTyrDa8kUN76WRXEDEAS106eZQQBCSvj9fumRSjlXo2TFYDDgIx/5CL7//e8L6cBeqiQQOBrZWjK6Oo2Bh9fq6ir6+/tx6NAhPPvssxIdOX78OHbu3Am73Y7FxcU6B3xjY0MOptHRUZS3bcPM88/D+IEPSLGagM2G8ptGeUtLC7xeL2w2m8jRCfqcV0b4ec3aKCQ46ggT54cOCo00tsDiaz7xiU/gu9/9Lpqbm8UYYw4sD5R0Oi0OdlNTE3p7exEMBqVCNwkhzjFZZ0bZfD4ftm3bhv3798NisWDPnj0S3WX+Gg801uW49dZb8cMf/hDNzc1SjIysNpUkjABQCaHnhM9PS6i1c0Unn++j/JGOHuWyCwsLOHfuHLZt24ZMJoP9+/djeXlZDhUtIefnk3GnLJ2yTK5FOgRUwvAgZXpCZ2enPFMWDKtUKujt7ZU5mJubk+eay+WkW8Pl8e5HIx4yopBMJuvytzUerq+vS2eMW2+9FU888YRErtjqilFyHQ3WaQeMzNFIAjbbkGlDSEeMDIZa+hUllCy4pR1B7iXiIQBRMlGBQ0KOOMjrZE4520PR+KBzWS6XpVPJs88+K3Px6quvYmhoCA6HQ/CQQ58L586dg93nw/nRUViGhmT+u5NJxAMB2Gw2hMNhMQw1HhqNRlGGEac5T1rC36jUaDQYeb8mk0mIYwC488478Z3vfEcimuU3o38ApJXlxsYGMpkM8vm8RKy2bduGlpYW9Pb2wuVyiWJJp1GUy2WJMgWDQfT29mJgYABWq1VSwPg8uD4MhprE12azCR6yVaHJZJKimrqAmO5Uo0n4t8ND/o7PgKoHAHJeEA8tFgtyuRwuXrwIm82GwcFBrK6uYs+ePVKMMZlMSjqZJmztdrvMMVUvACSSSzUD8ZBpP0xv6+jokPXodDpFmdXT0yMO3fz8vFzvZTz83YfRaJTziwUAgZpzYjab4fP55Dxma1Wmca6srCAUCuGqq67Cww8/LLYNu7jovaoJAGBzHeo6HcCmQpSv4b4m0RkMBuF2u7GysoJEIiEOmI4800m89dZb8eCDDwpBSoxmnjqdy8ahA238TLYl7Onpka5Sb7zxBux2O86ePQur1Qqv1yskgv4szu34+DgmKxV8PBLBmTfri7FeUviVVzCxaxeC+bx07lpcXBRVksFgEDuTpCqfnw6qNZIoWjFMPCQ5TOzga++44w488MADooxsaWmBwWCQfHwG4jY2NqRGVX9/PwKBAHp6etDS0iKdW7T9TVVZqVSCx+OR9GimagIQe1crK5eXl2G1WvHRj34UP/zhD6WzD7GQtjKHxkJNmvP5ERe5trSNqBUojWcya4TMzc3hzJkz2L59O3bs2IFIJILu7m4sLy9LPRnamQyEhcNhwWwSqkajEZlMRgK3pVIJXq9XamWxHWowGBTlw9raGoLBoPhme/bsgcFQS8k+duyYnCVsQ/x+H5c6gfCHScD43zi4KSjnpqGYSqUQjUbrqvASuJeXlxGNRvHggw9Kvo3H4xGGlKBCJ0cbpwAkms2Iko6AaLmpTgXw+/1StIzkAbBpFGqW8aGHHhIjEoBUaGaEnENfFzeslkbyuxkRCQQCaG1tlVY1lKyeO3cO8/Pz8lk6x40Gbj6fx18ePYqbjh3D8tGjCIfDcOVyuP6xx3DswAFYLBZpJdjc3CxSJUY0ea/Mj9UsKw+1xs2jpb36WetDkH9/+9vfFuBilC0ej2N8fBzFYlHys3RnienpabhcLlgsFrS2tgIAFhYWxDBgxJZ5s4FAAIODg+KkNTc3Y9u2bfjYxz4mEdQtW7YI4JdKJfz85z8Xp43PjhJotpjT7b24hhujD0B99IBrTcvD9cGhDRlK8DY2NjAzM4Pnn38eDz74II4dOyZFLxldIzGkDyIa5aurq9IijmtZt/tjdBuokQ9kt2lEd3d3o6+vT54fWycVi0UhtC6nMPzug8+L860dv0QigYWFBZE2MnKyvr6OTCaDpaUlPPTQQ3C5XJIvuWPHDonAUeFCYxV4Kx7qgk40ALk2uYb4M2KRxWKRoq5APR5y3RMPdWRP4yuNcWI2641w7fP7uWeoiAmHw5L3DED2+vHjx7G4uCgFQPnZJlOtqCgVa//nxYv4wK9+hdjp0+js7ETLwgJ2v/YaLgwOAoCcJw6HA4FAoA4PiWvEQ+KuluQ24iHxXWMnCRXih8lkwne+8x05u4iJhUIBS0tLuHDhAsxmM6LRqDhErEdw4cIFuN1u2O129PT0wGg0SuEz4uH6+jrS6TSam5vh8/kwMDAgZ6vD4cCuXbtw6623olgsIplMorOzs64zzy9/+UtJ9+CoVGpFXpnHrds/Eg95njWqshojtFz3eu3r17P1ZLVaS4k4e/YsnnvuOfz4xz/G2NiYkJw6dUdHnPmM6LhRqePxeOTn3B8szknygTYGO1D09PRg69atkvrAoAeL4gK4jIe/46BdQHKa6SFArV7WzMyM1Oxg5fj19XUkk0mk02ksLCzgxRdfRDAYhMfjwdatW2GxWES6rdWaDDLx+/h7HeHm75jGRzyyWCwSxLBYLEgmk0J+Ede0LQAAP/jBD+S8ZxoQVamNNVSYdsM9TGKVjigVhS0tLVIokGQw7WSm0xKjuD8cDodI3bPLy/iH06fR8ZOfoD0QACoV9LzxBprW17EWDqOvr08CcYw0Ewu1Q6sj59rW0+S1DjbpIBNtXapE+PN/+Id/EOxia8ClpSVMTU0hl8shHo9LzQNi/vT0tBSM7u3thdlsxuLiolwrlQIkB/1+v5wNnBfe26uvvopYLIbu7u46RdzPfvYzsbf4vJlGQtyjokljIbFNK1A11vH/VE1xLrVPAUBqHJTLtVTqyclJPPfcc3j++efx2muvYWFhQdS7Pp8PHo9H/IhQKCTBQqa/JRIJSUHQ7WkrlYqkyppMJoTDYVHu8b3hcBjt7e1iP/KZT09PY3x8XBQU7/eh7e5/6c97dVxSBAINRLJwjMDROKlUKshkMlIUJxAICACurq7izjvvRDabhcVikd7pmUxGDDRGc3UhMW5EHhhAfZVsgjN/z8qk1WqtJzXbQ+ncd200A8AXvvAFuQf9O23ANBIUBBgyoAQGoGa4zc/PY3x8XAqpaSCkU9jT0yO9WOmoMk+4Wq3iz/7qr/B/Wiwwv/IKtv7jP2LXuXN47sYbsf7m5s9ms5iensapU6cA1Peu1Tn2lMFpANQHhT4k+Bz19a6urmJ+fl6ehclkwl/91V8BgBzeAHDmzBnE43GRKrJ4IHPBq9UqgsEgXC4XAoGAGAc69YLGnPVNeR4PamBTAbC0tIRIJIKDBw/iyiuvRG9vr6yzO++8s64okiaeHA5H3Xri89fri99Bg7YxKkFZGV/LtaINCs4d53VjYwPXXnutSHV5aHH9Mg+Ta57RtdXVVUnJYJ4lK1VbLBap5EuHZWxsDJOTk5iYmMD4+Dimp6dx+vRpnD59GsvLy2I8bWxsIJfLIRAIXE5h+D0GIwKMntpsNthsNnHgmGJC6WQwGBRDJJfL4fbbb0c2m62lJnk80nqKe4FONPc1DUlgs7gS1Qn6D7GkUqmI7NtkqvXijsViUvVaR7k1Fvzpn/6prAutYqCBpr9L7xMaN6z3wmvY2NjA3NwcpqamJBKmc5XZnrC7u1ucPe55GkUbGxv48F/9Ff4fsxldzz6Lge9/H6FYDE98+MMwvBm1W1lZwezsLE6fPi3td4nnGv85v7w+kkCaSNSGn8ZnOv8kgA0GA/7yL/+ybk2wW9GJEycwNzeH0dFRAIDf74fb7RZClJJ+h8MBj8cjBjXxiAQLa9uwHawmOJn2EQgEsGfPHtxwww3o7OyU9ffJT36yzhGhwQ5AIvwGg0HmSytcANRhoCadOR90FACIA8I/VF7oondGoxHLy8s4cOCAGKisF0PjnZjI+aZSjCkKAIQEZpcbRls1ATc1NYXJyUlcvHgRk5OTiMfjuHDhAi5cuCAt0yhhX15elrZwl8e7H4ziElucTqcQV9xn8XgcU1NTKJVKdbZhJpNBMpnEzTffDKfTKXVMqDIE6pU/WhUDbNbm0uoV4pO2LXQ76mw2i7m5OWkhq50EkoMkX7/4xS/K77QiiRFy/qHDqPdRLpeTMxyAqF4uXrwo1fWJ9Wtrazh79iyq1Sr6+/ulNTU/1+Fw1Mna2//iL/BwNouuH/wAVz7+OApGI0599KOw2+3I5/OYnp7GK6+8IimROuCmsVCrKKjS0HiosbAxjXNlZUXaI/Le/+qv/krui4Tqyy+/LN25WFCRRSdJDASDQZjNZlG1EnuIWTwf+fx0gUighkkzMzNoamrCjh07cNNNN0lhwI2NDdx1111i9+mziWcX1wwxmGtMpw02EgT6HNOEErGQmKbnmtdKv2hmZgZ9fX2iUqONx2KzrE9AFSptjng8LmpTj8eDlpYWOVtJlJCke+ONN3D+/HmMj49jfHwcs7OzOHPmDI4fP47z589jZmZGCpqvrq7C4/H8UaQwaHv/X/rzXh2X1BPiAjYajdIKxGazCdAzzYBFOBwOB9xut8gLv/nNb8Ln86FQKKC3t1dYSA4eKLoatDZkyJjqDazJBEZV2JKH+WU0oGiM0/mnMfjAAw8Ii6oZRcq0+F4tp+OBxvvm4QbUDtP19XWcOHFC1Ap8LRcjq8ay84CWz5O5/s53vgPY7fj71VU8Vy7jcFcXirEYLOk0XnnlFYyOjiKVSqFSqYj0a2FhQQgCDWx6E9Aoa4y2c7Pog5j/p9yZIPutb31L5rBSqRW0IWlDaX1ra6tUpuXnGQwGnD59Gs3NzQgEArh48SJyuRz6+/vhdDqRy+Wk28H4+DhMJhN27dolBiWZ7Pb2dgSDQWn3FQgEAEDSF3jvPKA43zabTcgCHSngffE6SQgwetYYkePz4r6gY6XXcnNzM0KhENLpNB577DEMDg5KDQ1Gdemc0YDQEQEe8my/Ew6HYTKZJGrj9/ulMM/i4qLIhiORCKxWq6wNOlLML6c8jmkMl8fvNig3NxqNkn5A402vMf7c4XBIxLNSqeCb3/wmAoEAisUiOjo6EI/HpSih3q86X11LeLXxpw1Xvtbv94t0kWkRzBHVeEjjlE7aP/zDP7zFqCYWkLhgy1BtGHOd0YiiYc3I+2uvvSbOdaNyh2lQHR0deO2110T9RcPJYDDUIlt2O/4/GxsYam7GUFcXSqkULBYLjh07htHRUUSjUVQqtY4GJpMJsVhM9hivl1FzTZLqqBT3XiMe8nxgWgHPnb//+7+XfHs+KxYG4z1QHaGLyNH4m56eFqNxcnISq6ur6O7uhsVikUgTpcsWiwVbtmwRo5S9vHfs2AG3241sNguv1yvVuR988EHZ64ye0rBnXQDOAwkMGs4krvgsq9WqYAznS0cv6YQwikZDnfNpt9trtSzSafzyl7/Evn376tou0glj/R6uby0vpgGdTqclZYVBDRZGtNlsiEajQsSy0vjS0pJcb6lUEjWYvtfLRRR/t0GiiHV7qPrTnX5IjuZyObENaTuur6/jgQcekHpaLPam7RTtoDVGyLlWdEoSB9V3NpsNhUIBxWIR+Xxe2jVzn1PJ6HQ6peNHuVzG97//fUl90DJ//V7uE21T0TbUKkOmIx47dkxIwsbodrFYhMfjQTgcxquvvlrngOouLd/61rdQrVbx32w27N69u2Y3Lixgfn4eJ0+eRDQaRbVaRV9fH8xms0jbtd0KoM5R1POoiVNiH+dVR2a1bUg81LYhU1tSqRTK5TK6urqkVhTvl10ExsfH4fP5pPW3rkuysrIiLXHZTr6/vx/hcBhATfW3urqKnTt3itLObrdLOsSDDz4oChkAkvZALCQGEFNoG/L80H4Br1s7mI3qaL5GByt5RrPLxNLSEpxOJ8bGxuTsjsfjUtiVRbmpZmz8PCrUgsEgqtVa0eJsNou2tjZZy6y1QRVgc3MzksmkpJgBkJa4JHArlT+OlrbvZXXBOxmXFIFAEGfxJxrQ7ClOx52Lb319HV6vFx6PB4lEAl/60pfw7W9/W4rWRCIRuN1uYRJpKBJsWeREM7qaEeTBz/67HHTIAEi+J51Jr9cr8t9QKIRSqYQjR47gn/7pn94i121ktYHNPDwdReM18ECg06aNK34eHc1qtYrx8XGp00DDnt9vs9nw1a9+FQ888ADi8TguXrwoRVBWVlbEMWH0JhaLoa+vDysrK6Jw0MZbo+RKEzF6NEpW+T4NlAaDAV/84hfxP/7H/xCWmNe8detWxGIxadfjdDrR2tqK1tZWNDU14fTp0+IEU6UyNjaG06dPC+HAugjr6+s4duwYUqkUdu/eDaPRiKefflpAM5FI4OzZs4jFYpLX9ZnPfAbf+c53RPXA585om9VqlV7IFotFSCEtk2XuWbValdeQ6eZ8EMA1ScP1yDkyGmuS5PX1ddx7771S+M3n8wmDroty8jN1S0mLxSJyS0YbdYSSlc0dDofkBpJ1pyw3FAohHo+jpaUFiURCcqELhQKCweAfCh7+6AYxiwYnHSemK9BAJbG2traGQCAAs9mMZDKJ+++/H9/73vdQKpVEdk9ilp/NQTzkd2jHlphLQqCpqQlut1tIMV1Y6Z/DQ+Yhb2xs4HOf+xz+6Z/+SYguHc3T0WwOOn8kQHWVcp4JNMoACIGrr6NcrrXTDQQCcDgcQqQsLy+LU0k8zGazOHPmjLSGY2SaaWVWqxWLi4vo7++XdqqNRAD3N+evEQ+1YaFJ1kbyGgC++MUv4pvf/KaoHTjcbjecTidisRheeeUVkZBGIhG0t7fDYDBIisPGxoZ0dBkdHcXJkyfR2toKo9GIfD4vpMALL7yApaUlDA4OwmAw4OWXXxbJaiaTwalTpzA3Nwefz4d8Po8jR47ge9/7nuQGa+UZVQ3pdLrOCeCgY6+LtvLsJx4S9/T7NEmj5dt0YlZXV3HvvfdKBM3n8yGdTsseYu0QBhd06qLVahWCVNdhIh6GQiEUi0W43W6USiU4nU709/cLsUWigcQzC42ZzWYsLy8LEX15vLtBm8JqtUqElClIJHK4LvSz8vl84tjefffdeOihh+Q58OeNaURcvyT+tVqq0TEmoUFbgPYK1y//TdUE1XkdHR1yrZ///Ofx/e9/X7q56DMeQB0W8szmfFApw2CWxkJ97Qw6keAbHR2VQtkknOnQsZjq8PAwvvnNb+LChQtIJBIwmUzIZDLSdYR7cG5uDlu2bBHiRAfptOqKz5EkMR1hTXxyDvXQeFipVPDlL38ZX//612WugZqqY8eOHZifn8crr7wijnFLSws6OjrgdDolBXpmZgYGg0Ek9qyVkUgkkEqlpAjs+fPnkUgksGfPHlitVpw+fRo+nw+zs7OoVqs4duwYpqenEQwGkUgk8NnPflbqdvHa+HxY8JW1ARrT9XgWUplBYohEg1Zq6bOD2KUDRZwTBn0cDgcGBwdx6tQpwULat/ShmpubhfAIhUKyDyKRCCKRCFZXV3Hu3DkhaQBIy3jalna7HX19fahWq0Kk+f1+JBIJBINBLC0tiS/F7hjv9/FeVhe8k2HQztp7ffT09FQZbSNAGY1GeL1eifZoiTcPFBYlBDYrjIdCISmuMj4+LsYCNyiNXhoUBDluXkb5nE6n5P/TWGU0iNdIQ1ZLK2m0A6jrCasVD9qA1+SG/pmWwTYaogQTTXiw8JN26Pfu3YtcLoelpSWJFLrdbiFFMpkMlpeX6+T0NIjobNMBIViyqrROA9HgpqNrJES0jJ+HBA03AHVRO95/tVqVSDvbGppMJpw9e1YijWZzrYJ2JBLB4OAgdu3ahY6ODpw9exYXL14UqT2r8LJKMZ8NgbNYLOLFF1+UKu48pPv7+xEKhZBKpaSfuM/ng9VqRSaTkUgfAZGHNfMO+byampok9YKDzh+NZBrPb1d0jJI1AFK0jGuwra0Ne/fulYgiD3o6SmazGW63G16vt66wJHscu1wubGxsYGJiAhsbG3KocH2T/PB4PNi2bRuSySTi8Tii0SgcDgdWVlZE/sz84dnZWdjtdrz44ouXNg377zR6e3urJpMJXq9X5NpGoxF+vx/Vaq2FqZZ4azzkmjIYarns4XAYLS0t8oypfKHsVkeNWIyMz53yTmKlz+cTRUu5XBY81BF93T2BElHiOkktfp9WY3E0tr4yGAyyN2h0almsfq3GFBY25WcAwMGDB7G0tFTnVHo8Hni9Xkn/aJTG0zkhwWK329HW1gaXyyWdCrSCTJMBwKZUX+8nngXaQdbROR2VIh4TD8Ph8P+fvT8PjrS80sTRJzOlTOW+b9r32hdTUFBNsZQxZjEY3IDMYoMxttu9TPz6xsSNub+4MRH3xvxxJ+7MryfmTo8XuttuNwY3ai/Q0G4GGzDFWhS1QO0qqbSmlFJuylSmlJJyuX9kPUcnE9xt6G4P4HojKqpKyuX73u99z3vOc57zHNnT5XIZIyMjdQGIw+FAf38/du7cicHBQXg8HoyNjSGZTOLcuXN46623AABdXV1obW2Fw+GA0WgUBW7u5ZdfflkYHny+7ACUTCal+wfLH5jxpWo7z02ynBikMJuo7SHnjjaLZ2S5vNFqj+sWqLeH1EVikNfV1YVPfepTosZOpzmfz8uZQeG95eVlOQMI1jHYGx8fl7poCkqS/lwqleD1erF582YkEgnMz89jfn5eMt/UJmIZ4fT0NKxWK1577bVL9vADjr6+vioBA9o8o9GIUCgEk8kkwRLtBs9QMra0Lezo6EAgEECxWMTIyEhd4MwkAPcp6+D5+3K5LMER1eYJYKyvr9e1VGVCjPtSJwsoIKfp/yzdJQgL1GxDI9Cr2aSNvmFjBl/7U2RoaHuza9cuKfUlAOBwOOD1eiWZpBN2nFvNIDCbzQgGg+IjpVIp8TN5PTpBpAEazbTl9TdmbfV9cfD7qc/V1NSEQCCAUqmEc+fOyfogyNPZ2YlrrrkGPT09MJvNmJubE+HAdDoNq9WK8fFxxONxEfReWVmREre1tTWcPXsW8XhcfLJqtYrBwUE4nU7Mzs4KoM8yMibtWBrK583SAraF5HXS9upBxi2fOc8OfZbw/bSFBCt4vnZ2duKKK67A0tIS4vE4stmsdLTh6yORiCTYyN4mEBCNRjE3N4fDhw9jeXkZTqdT/EECZaurq3A4HNi+fTuSyaRoJNC+cl94PB4YDAbEYjE0Nzfj0KFDn2hb+J/+03/6jQLw//gf/+NHch4+VvCH0WiUA5ybkU5buVwW2imNH2mP3KQPP/ywGNxUKoWFhQVUqzXlfU0d1fU+FEdh2xaXyyUZAw46tpraqxkANptNHDqCB5oGdPfddwPYAARIl9eIOY29pm8CG1lIZr/0wcR/kyrKLhV0tnndMzMz0saLdZzlchl33HEHstms1PTTQPH9FPPhM2B7pGAwKBn3xmwhHVjeu85iAhuHgWYqMCDgwWY0GvHQQw/JoUtHkgcYgDqxGmayYrEYJicnpf0OyxRGRkYEYGpvb4fX65WDiqj68ePH8dxzzwmzgQcv0Xw6D/fdd584JRTE4pokwMFsPYMKOgC8dwaCZKQ0HvbMLmtqpXYEmGH1er1oaWmBwWDALbfcImuCzw/YqPW22+0ol8vCHqG4EgNABie8dx4IBEosFotofpw9exYzMzOYn58XAToKWC0vL2N0dBQrKytobW2VdkmXxgcfJpMJTqdTxCwZ1HLN6LpTne1m9kLbw2QyiUQiITWgOvCmXWEmntlXiklRy4J7sdEeakYUwTSKcpLFpOnmd999t1wn7bq29Xqfa9YNsAFsajq8dmgBiHgdhbCAjSwjUKNT5vP5OnG/UqmEz33uc1hcXBQAkM4+nTWdHSqVSkLLjEQion/S6Fzz+htLGN7PHnIuaQ8BiC3kdfBcIUNMA6j8HALJZ8+exejoqJS3VKtVvPPOOzh16pTYpNbWVkSjUTkHaduOHj2Kp59+GrOzs2LH+HyZKatWq7jvvvukjIQlTAT+CXA4HA5UKhUBoRpLY3SJHgECDWSzrID/bmSx8Zmz3MpoNOKmm26qC7D4HfxMq9UqnRF4/msWAq+Rfsjqaq3FLbv0sDNRPB7HuXPnMDMzg4WFBZhMJqTTaQFUFxcXMTY2huXlZREWuzQ++GCGU4sIc00BqLOFQH2HD+rGPPTQQ1hdXUUsFsP09LQ8Uw360S4ZjRuaKwSnfD4fwuEwPB6PgKy65IFBng722NaWZ70uZ+Jr7r77bjl3dTmQ9g35HSx1ADZYGdovbLQ/tA0Uj2wEbpPJpNgxh8Mhv0+n07j11luxtLSEbDYr+4/3RmYB/RaCruFwGG63u+5s0NdPG6ptXiMITFvAz6afSd+Q5xrtqrYpLHvWtrBUqrVYZFtj7v3p6WlhVTKWiEajIoZtt9tFI+b8+fOIxWJSlsrrzuVysvbuv/9+AQ5YnqJ9Q7Klac+0XgyHLmmmfddnB+0v16l+3pxralHxbLNarcIaZZJKg0hsM3v+/HnE43Ekk0nk83mJDVimx1LFfD4Pq9UKj8cjyUUCMefOncP09DQymYz4jGQ9FwoFnD9/HrlcDqFQSLR0PslDJ1b/qT8f1fGxKmFgkMaNw4x+sVgU48G/SeWi0JjFYsFPf/rTus8g7TQSiaBSqQj9hs4sSyS0wmoikRAHulgsIpvNSu0dB4NrirFo54L1dwAEtX3qqackGC6VSu/JxjPgZr9tjSxqw8ChA/bGjL2uO6K4I6m43d3doiLNmi1dp0djxe/TdHteczKZFLCEIAvvTR9sOnvHz9UHqw7QG+l/pVJJ2hrxM/msAEiJgM7Ycw7n5+fxxhtv4NZbb4XBYEB3dzf8fj/OnDkjNV88hAk0TUxMSCtI1gWzFQ8PIB6yzzzzjATg/MMMRrlcFvYCgyAaaV0Dx58xUNEODO+RBwnXuH7+pIyxXCAQCODYsWOS+dJ0QLfbXafqzOczNzcHs9mMrq4umEwmxGIxEcRj399EIiGZOa4tzbjgumC5Dq/T5XJJJ4yPEwPqozYa68IJ/nG9acdKO5HsYKPt4fLyMuLxOAqFAqLRqGTa6QxyzdJZZhlUMpmUAJRdOwhQcG8TYCNboVgsCoiXz+eF0klbTXvItU4GmWbqmEwmyeAAG/tBsw400MqAFNgQLeU+IMWXLK+JiQlUq1V0d3eL/ahUKvjRj34kLfw4txrAYy2rZkywdIfZcJ0d1/aL38Hr4/zSHnLwbOLrjEYjnnzyyTp7qQOFUqkk4l8UcCMAQRbQsWPHsH//fpjNZgwODsLtduP06dPweDzo7OyUNppra2uYnZ3FzMyMOMYul0vYaTzX1tbWBDx99tlnxbbQOde1rQyaOM+0fS0tLeJU6npbOtS6bIb/brSHnBPuC9Yk22w2HD9+XMoy9Bqy2+2SldQ/Z+aR7KmFhQVYrVbRzWELNAYXfEaZTEb2JgPA5eVlYXoZjUbZP62trXV6C5fGbz502ai2hdQe4iCzlLaQ7BKj0Ygf//jHAgrF43HRuWBZgQYgyK6k7apWa4wvp9Mp+4x2lmwdAgr0I/gaaiRks1kBGgmEGI1GPP3002KD6SPqwNNgMEjrPQadtPtM+GgWAucIgNhn7SeRSWQwGDA7Owuj0YiBgQFhVdB2/uAHP5Br1HYM2PAted/0kVhuq4EODTbwM7TPo8Fl+o48H7Qtpm/4+OOP19l/ssEASOkmS1Rpl1jWd+jQIezfvx82m01aPDLh4/P5YDDUupkVi0XRBWBpJlsYEtin/WUm/+mnn5ZEGGv9dQcOlopoFjIAYQFqkLORac1z8f1sYeM+aWpqQiKREBFXu92Os2fPCsuE5yjZDgRi1tdrraBfeeUVWC/qXthsNszPzyMUCsk5Tb+A657lQ8ViUTQXdBkhfQeDwSAi9G1tbXXn3id1fJTBgd9kfKwYCEB9NpdBHA8P1tvyd5pWub6+jhtuuKGOCkWQYHFxUSjZPBi4EQuFAmZnZ7GwsCBU/mQyKcE8UDtMuPk0wszvLpfL0juVGVtm6yuVCq6//npxpEwmkzhrOrAmsABsBGt8DQdfz8BcZ/c1K4EBru5eYTKZRIWcgevNN98shlwfzpp6BkDacQG1oHdxcbGuzQ0Nv75WGlLNrHg/g0GDx0OEn/O5z31OXkNjzMCUFFLOic4UFotFnD59Wpxeh8OBrq4uXH311ejp6ZEuDFQ6n5ycRCqVkgChWCzC6XQiEokAgDiFnPdPf/rTYhz5cwZHKysrSKfTwn5gZkuj63QISGHT98zP1UwZ3rvOqNAp4FoBalREUimJ+nI9sWSH7YhcLhcikYgElrqEgy34uEZYFzg+Pl6XjWUJhcvlwrZt2+ByuUS4csuWLVhcXMRLL70kwMul8cEHQS5mEcg04lqkneTv+HOWO9AeAhu9txn8+Xw+yfjqfVkoFDA3N4dUKiXZp1gsJkr9dMBp3zRYxb8rlVrnA7JkWPtJVs31118vDhKz6VorhI4xbQ73N7NmOqMFbICo3Ec8A5g1Y2BLR4m0y76+PumoUyqVcNNNN73HAQc2BG25V202m+wtlimx+wu/g7ZaB7oc2n43so80sMKf3XzzzXX3TYCFXVJ4rmj2EfdqoVDAkSNHJFDnfr3hhhvQ19eHlZUVyTZNTk5idnZWamNZcmC1WkUvgeuO1/bpT39aspzMeDHAWl5exvz8vNhKnt16fpiRXF1drWu3zDVL1gsDJNoyzg/vWWf0mpqasHv3bqyvr0vHDgZy1IPR9tDj8UjAD9TKugh60B7y+mKxGBKJBC5cuCBzQEDN6XTCbrdj69at0iKNrTETiQRefvnlOlHnS+ODDdoWPj9mshkkso6bQT8A8Q3L5TI++9nPyt6jv5TL5cSPoQ2iPSTQwNJFtotk1xvaDc005F7W37G0tCS6AgTotaDxdddd9x7fUIPDmpHEa+R3aVuov5v7gnPG95GpyuAfqPkHAwMDAq7RRt52223yGdrWao0CMjQIilDrxufz1SWV+F7NvNLPlffAv6n143a7JXnH8+Hzn/+87Nuuri5s27YNfX198Pv90sZSzwd92aWlJZw6dUpsocPhkHI/tgVPpVKIx+MYHx9HKpXC7Owsjh8/jvPnz2NhYUFKZYGNTkX0rz/zmc/U2TQ+PzKqU6mU2ELGMnpd8/W0W9pn1uwzPp/Gz+C9aj0Q3md7eztWVlak7S3fQ3vILjPsYFYoFCTxWC6XkUqlsLi4KEzgtbU16WRCTQg+P7Z89Hg82LZtm7Ah2D61UCjg4MGDArx8kocGv/6pPx/V8bFiIOjsEgNzTe/nJuLCJ0WWG/C1116rc/zoVK2t1VqNWK1W2ZyaRkZ0kM66zg6xDpyOMw8vGkMaCG58ZscBiCE7fPiwMAMoEsXNRmNMY8DArbF+TKO3RCI1bY6OlVYu53cBNWN3/PhxMWCs9+cg3U1n8RrrsXhwsVWmy+WCwWAQ6qp2tDmHDHA1fVQbG304cTMZDDXxLv5bU9WYHefcEI2nE2EymZDJZPCrX/0KlUpFMkas2WIXhubmZoyNjWFpaUmQVR5KBIBMJhPcbjccDodcx7vvvivXwuCEv+NaZN0a71eDXUSAG5+r3gO69peZXTrv7NeuaYMWi0XEFNl3l44/AFEKByD0S14HRYQ2bdqEZDIpz4r3CEBeS8Ez0oQjkQgMBgOCwSBcLhdmZmaEucNglS2YLo0PPrQzy7Io7nM6WVwnzMJpWv/rr79eBxAyu0URMmabGu0hM2AEJWhzK5XKexTsGRTSHnKdMCvF7C2wocZ9+PDhOqdfl/HQbhiNRhG64z3yNY37ptGR5vnA++XvWY9Jx//MmTPyGZVKBa+++qp8N7+PdthoNNZlrfkeZl1YVw1AWGva0eZnEnBp1HvRzj//z+996623ZF4MBoMwkJhh5fPTgoKN9vD48eOoVGr6PdSUAYBEIiHZIfZRpz1kK1e2ziSjiVTnpqYmHDt2TNYn74sBP58bg2auD20reRZqR78RdNGsC73+gQ3Bt3K5LCUStIf8boJJ1OOgPdQZsXK5jPn5eRE/pK4Bv5/ADABx0PldZOz4fD4YjUahcc/NzdWtAYpzXhoffHBvEMDm3uCa5zNiFp+Ddos+BT9L+yfUNeH52QhM5vN58TO0dpbuuES2pi7l4jrmZ9N3oZ1jIMj9TX9N7wN+L2n3WjSPvpV+PfcKB+2B1lxhgEttkvX1dbzzzjt1c2Y0GvH666/XfQbvhX9Y9shRLBYxNzeH5uZmKWGjkOn7sax4zvD8oJ02m80IhULweDxyb9lsVro+vf322/B4PNi8eTOCwaDMr8Vigd/vRyaTEW0WBuVsX57JZDAyMiKMYQLyFosFCwsLSCQSWF9fx+TkpIBLpOyzDSTLE9xutwhomkwmHD16tO7s4DPRWlJkiOpEH89SzmcjSMO1qH1Dzhv3Q7VaK73SZxDjiJaWFkxPT8v7qbvB+IktT3k/PPvZyrG1tRWZTKautEQnOblGyMoul2vi5SaTSUpnJiYm6hg0y8vLOHfu3AeyAR/H8XFnIHysAAQOGg1mdjUlU2dq6KgwuN+0aRPi8fj7GnE6yjQkDLQ4dOmEpsRp5I9aBHTY9XUSPNA1cTS4g4ODmJmZqdMGoKEBNhgCjc6jRn/5ep3Z53t1kK1BFxpjouOk7Pl8PqTTaWzbtk0MC1CvBs7r4cGjkVBSmCKRCDwej4is8XW8NjqOjcaQn60RaQ0wAMDWrVvFgeOBSeZA41qhY2GxWNCbTOJAOg3MzcFvs6F47bVY2LlTMqjNzc1YXFzEhQsX6hSDbTabgAcMeNgnmSUN1WoVAwMDEmhzzrWwFwBpXcjnyiCJ60c/Q+2scD40PZlOM8EDrgU64US82WKTpQ1ci16vF01NTXC73SL6xQOHQESxWESxWBRK8+LiIpaXl+U5UbSPABOftcPhEKXy8+fPo1wuIxwOy3P3+/3o7u5u3N6Xxm84uJf0/uHc6hInrj1mgGnLNm/ejHg8XheAsW86AylmMPi5XI/8DAbywEa5FQBZf1z7tJG81lKphIWFhfdofDQ1NWHTpk0iosT30IbSuWx0hHlt2tHUWRs68nwdmTzMJPM72JGGmils15pIJLBt2zbMzMzIZ2lbrZkLGggAavucn+X1eoWNpMvUmBkCNoAUfT8acNTPoVqtYsuWLdIyjfcEQBS9G4Nt/t3S0oL9s7Poz+VgicXgdziQvftulNvakMlkhMpPpzqTyYg90Pon7DPPvuoM/qvVKjZt2oTXX3+9DsTStbtGo1HKHXj9BLBZ0sKzTp87nFee43SwNbOOgZDW5mBJIu0hqcssb2A7S5/Ph9XVVYTDYVSrNSFbn88noJDVaoXf70ckEhHWGr/D7XYLQMN9Ui6XRTupWCxiamoKa2trCAQCUvbj9Xp/J+p+/y2GZlLx/OTa0PR37avovVoqlbBp0ybpVMSkC89a1mkT+G5MclDwrtE3JEumsUyHa5n+BQNaDg2Y9fb2Ip1O11H2yaTRPhIH9wrPB9omzg/Pd51I0oEvfQYyw9bW1hCLxdDa2iriqLQ7ExMTck/ARlKMPyPDQyd/5ufn0dXVhVAohNXVVWlnynvWAagGgwnotba21vlhBEypZbZ7926kUim43W4R5HU4HHC73SgUCvB4PGJXOEwmE4pLS/ji/Dx6n3wSvkAAbp8Pk3fdhcWmJuTzeUmMnDhxQkDgYrEIn88ntpCdO8ji0CUEg4ODePPNNwXc57qlXaIPq1mnpPlrzR19zdov1Cw4PZdc64yR2KmEyScAIkRPJoHVaq3zDRn005fXZdgElYPBoNhCljSTwUcNGZaPkC28urqK8+fPY21tTZgNlUoFPp/vd0IP5hKA8FscNMjcDI3Zav6OxlxnuIFa2xJSIDW1k7VorBf1+XzweDzIZDJ1NUo6cGPGisGlrmnXKCENKNtU6Sw+r21mZgbVak3MkRmRRpqqphLzIAE26FzaqdKAA+dGsxp4DXyP7vPLGqWmpibE43FhU2gjxYNYz7tmRPDny8vLaG9vF4BC1+oTfOBz5eA16RIE/TvOwdzcHAAIPfv9DsbGw9OfSuGG9XU8/5nPwGa3w263487ZWdhnZ/Gu0ymK6efPnxe6LJ1oj8eDcrkmHqSZDzzk+ExmZmYEbQ0EAkJnZABEYMpqtYpj4Xa7sbS0JGrQ/L3BYJAgTZfW8JlxLfL+CQYtLS3BbrcLI4DPYm1tTWo7uQ74PClymMvlRO/B7XaLc10sFmGz2YRNkEgkYDAYpEaUQQUDI67PfD6P119/XWoDs9ksBgcH0dPTA6vVKmrTl8aHG9oeAhvZIdofXYbA7BRQ2xtcq/wcri06K8yKUL06k8nUObn8TDqIFEsiIAZAnHA6zJrRpQNubatnZmYkIOW108bRPmgm1fvZj0awTQfh3Fd6DrVjRptXKpUwOzsrNZvMGGtgV1NEaRca7SHnqlAooL29Hevr61hYWJB547XRDmvHrzHb9H6MpFgsVgeSanBElzVpQBIArpmdBVpa8Mu9e2vUVLcbD73xBk5Ho0hcfM65XE7atPFcIgWVtobPgAw3Dfjw2pj9WlhYkGvQdd68bqDmzNIe8p4JyOuMLp1lPjMN9jLbxfJCtvPjXGp7SMCX/gV/T8HIRCIhARVV5JeXl+FwOBCJREQPhjafZx0DMJbzMPB77bXXZB7a29vR29srTA6Px4NL48MN2rtGIUBgA0xiFld3QuBraHdYu61fB0BsocFgkE4CGkTgeWw0boh9644NDKLIJiC4RH9V+3X0r9bX1zE7O1vXbvz9RGM1WKoBVF4b7cD7sRoZZAMbCRcyHfS+mpmZQUtLizBy4vF4nU0hkKxZWdoXawRMOjs7sbKyIj4R71+fXTpZxnJTAjq6dJYsV9Lh2YqXYocMxNmBIJFIiH0ms/f/KBRwev9+zHZ0wOv1Ykc0it0/+Qle/sIXUCwWkUgkcOzYMaTTabGFLEujoCDvU68h+qaMP8iEoPgggLpzlCwqxgTV6kZ3GSaKCE7wLNMJUd2akyLB9A3JmmhMRiYSCSnV5r3xXCoUClJas7CwINo3mUwGqVRKulFQIDyZTMJgqDFPi8Ui8vk8vF4v8vm8sL7K5VrnisOHD2N2dhYAEAqFMDAwIKLMvwu28BKA8FscNIrMTOlAnAaSm0ijdXSwuZk0okzDT+NbLBYxORbtGNYAAQAASURBVDmJTZs2YXBwEFNTUyK0pI0lgQe2QJuenpbsRrFYlA1PVVJ+B++DzhDV7FtaWoTCRsqjFi/TQbt2TBuNdCPNk4ZcO5JEIunsAfW0PYr/tLW1CcKsnSsdyFKbgYaco1qtSs0YW8YQZefc/DqqceNzowHWz4poMANpjerzs3hY83tuX1rC0Vtvxab2dnEgj191FX7v5z+H+ZZbBDTK5XJ1lEdei75HOvwUP7LZbNLykc8pnU7LdXMQoadzYzRuqNfqz+a1c73q9c9noTOg3Bf8fp3RYB/65eVlQYDpKPGzE4mEoNI+nw9LS0sSiJDy29HRISCCxWIRgTAN7ASDQQQCAWkFtLq6KgdHpVKReuHW1la4XC4p57k0PvjQgWcjAADUtyvU7T7pHDidTgmU9f7Xjuba2hqmp6exdetWRCIRjI+PS/DfaA8pQhcMBgXgo+OmS2JId28ECelckjrKDDr3Ou0hs4gMCLn+NWDIe9XZa21zeM/cSzo4JeWVznSxWITb7UZ7ezsmJiZkb2oNGQ1SvJ+TXq1WkU6n69pcElhlYKBtM6+dzr9mYnCueQ9awFcLtvGPdmJ1gLF1dRVv3nILtkejAqAfv+EGdLz4IuavvRZ+vx+vv/66OLqcN9pdzdyoVCqic8CMFMEk2kMG0lwvwIaYpNbKYJmeXuN8D9+vAXNtDxsBNLZIJCBMe8RsX6FQED+AQZ3RaBR2jNlshtfrxeLiooAYLS0tSCaTcg5Fo1HpuqDFaCuVitR7U/9mbW1N6MM8I9ra2tDV1QWPxyNZ1Uvjgw2uJ2bTNQDKwIvPRTMCdcKHYnkMnPV+BjbENPv6+hAKhcQWalBWM2soyjw+Pg6TqdYlQrc7ZAZbgxiNttBkqrXpZRtA7nXN9NF2XrPOuB8aWZz6u2hjtOYWgDqdBc2CYra8s7MTgUBA5knrSuhraEwq8d7m5uZgMBjg9/vR1tYm18HOBzqIdblcsse4V6k/wiDTYDCgq6sLfr8fHo8HyWRSgAOLxSLirdyfGnS3Wq3o9ngQdjiQvuYaEQ5fttkw2d4O/+Qk1tva8Oabbwpjj9dAJgjnmn4nS5dyuZyUnlBItVQqiV6APkP1muM9NTLVeLbxuQPvbws5+PlMhFUqFdEaYjDP9cFW87SFXDOLi4vC1vL5fKJfxLMnmUyK7+n1emE2m5HL5eS7eeaEw2FEIhHxsZmQI3BC/7S1tRU+n+93wje8BCD8FgeDLxooGhr+m0PTHJkZK5VKghbSODLQYnaLm4IZIgBSM8T6SRpTfofX6xW6DmtgCVDQGWFmhtdIdJEGgcI+2WwWBoNB6jG1w0wHOhgMorm5GVNTU5LpbjxEgPr2INq4aRCAxpSHJl8DQA4EneHUGT8aBWDDcDWOarUqvV4pRKR7qOuhEWt96NNR1vdDlJUHDI2jLhFppLpyntcv3ovH46ll761WrFerooGh68gpIEPBHgZGpLuaTCYJjnUJB7N0dACYmSDoxbo4ambwufM5M3Djmi+XyyLols/nUa1WhWrLbAuVgXlY8QBYW1sTgVA+fwJEOhNiNpvFsOdyOQFHKBxKqmE+n8fMzAyi0Sg6Ozul9q23txetra2yZthHnuUd3Ltsg+r3+1EqlS4xEP4Fo1FATjMM9J7WYCuB1FKpJEwj3UaUpSnAhkYKQYRIJILW1lbE43FZ90B9D29mgOgw8bO0o0L7TQdKM6jolNjtdmQyGXEstD0k8Gk2m6U+MxaLiWPIvaSHtk/6+zRIR+eUe1XbUwqfatugP7sRSGsERvkd09PT2LJli6z7TCYjDivvn8+sEbAlyKHnnc4e55F/cz832lk6qNVqFSarVTQPbDYbVldXUfB40JTJIJ1O15Xh8Z61YK3f78fU1BSWlpakNpbZJU1Jph3V6udaYIwtJAlgLi4uyjOkvdcCiOVyGR0dHbBYLGIP2T+c9pLnNVkIpNKSiqvrqnVSgmc4549/Wlpa4HA4kE6nRXSRDJl4PC66BhQWa21tlQ4WBsOGZg/rixksBINBuN1uRKNRrK+vS5Lj0vhgQ9fecw/xb3Y+MBgMdZlbo9EoreYKhYKcmdwj9BNNJpO8r1QqCdgeDoeRSCSkhEczOhkwUVeDpbEApFxR+1X0IRrtjsm0UVZFAJa+D9/DPc/vGx8fr9PE0T6k9geBeruok030KxuBiEqlItRznuvAe7WrGpmg/BlHuVzG3NycCIuy1FHb7nK5LFR6sjDX19cFDCC7iIAGmZHsAkaAj+09V1ZWkMlkBNADIAF+oFxG+mIHDI/HIwnIObsdzaOjyF7UhdJML7bx9Pv9ovG0uLgogDeBcg3oEIDk89HPZn19HU6nU+aIoKteCzwDNBjc3d0tACZQY3Dx2VcqNc0tzptmbqytrYnQLs9O/t5qtYqGh8VSazfLdtxkY7F9p8FgkCQpbWE0GpVShu7ubnR0dIiNZRkH9xzLdiORCLxer3TFc7vd/yKb8HEYGuz5OI6PFYBAp5iLmkPTPGkQqT7e3t4uaqAUBqNx4WeyJpWHD+vdK5V6tfB8Po9EIiHZI5fLhdbWVgk+SYXSNbI64NWIOEdzc7MEf8BGTZSmt/Lwo7K9zWbDwsKCbFqdOeRhotkYNOQ8eHgdmomgUWYeItPT03XteHhP/JuBAJ9BI4rOn8/NzaGzsxNATTdAs0NoXHVGk4ejvnZ9feVyWdrQ8J6YFSfyqTOqBHFm8nnk3n0XoVBIMmb52VlkLtboBwIB9PX1weFwIJVKCSWOa4lBBueQjoPFYpF2iAzAiDavrKzUHdy65ppdGFhbzEBPKz6vrq6ira0NV155pVDG+VlaV6O9vV3WCAMJHvwaYGN7NFIrabzpxPAAz2Qy4mT19PRgbW0N8/PzyOVycDqdCAaDMi8M5HK5HObm5sTRcjqdWFtbQzgclvWwuLiIWCwmjhEViy+NDz64HgHI4a8ZAcCGPaQjFQ6H65TnWXbA99H2MJgj8OZyuaQUy+FwwOfzYXFxUVgoBINCoZDYQwaNBMPooHINAxssCZ0l07X7WkCK76e2CKmgzc3NSKVS4mQTJNNZbn6HLqnQ2UruYzpnDHB19n5iYkLsIa9dfwdHYxYJqO8AMTk5iZ6eHiwvL8Nut4ujqYMe2tbGLGBjtrNarQrtVNvDUCgEs9ks4lT6M3nv6/PzOHf6tAhaeTweuN55B6csFly4cAE+n0/U19nSjKJkmhrLc5OClqQNA5BuRU6nUzRqaFf4LAgI0R7SrmrwQrPwotEorr32WhiNxjpbyk4IdIyBjVIw/uF6ogNOf0BTyrlGuW51CWKlUkF3dzfW19cRj8extLQEl8sFr9criQCLxYJgMIh8Po+JiQk523mNoVBInmEmkxFhObvdjmg0+i8xCb/Tg4E7bSGwoTPEYTAYYLfbYbPZ0NHRIc+V9fJso0gQrFwuC4BJG0EKfyaTEbBzeXlZznGDoSYwHQgEpM1to29IP4Lrl34t30+fwWq1Srae9oHrSYMbVqtV2sXynKbf2egbvt+8sFsCz27aHS3YTaCNfnEsFnsPUEofQvtrjYktndiZnJzEli1bJLHidDrlfKCtX1tbg8PhEJ0XdolyOp0yb8ViEclkEpVKBfl8XvRYeL8GQ63V5eTkpNhG6tGsrq7ilUQC166uYmX/fjnLMpkMug8dwi/DYVjm59Hf3w+HwyHsJGoEuFwuOVs4ZzxDeHZaLBbptmG1Wt8XgCdIwsQQE26ayUHfk8zWtrY27Nu3T9idBHkJmKyvr6O3t1dsHAEfDQoRzNHdH8hU4NmpExO6tKyzs1NKn6kTQV+cDJBAIIBCoYDR0VGZG6fTKfoRvC92ojh//jwcDoe03vwkj0sMhN/i0HVhdDo0/Uc7WQy8HQ4HjMaa0F1PTw/GxsYAQDZSPp8Xh4pOILMpFAghEtrS0gK32y297inm0traikgkgrm5Oembywy+FiUzmUzSH31lZUUolpFIBKdOnarLKOugr1qtwnmxRt9sNkuvVX4Oa894yOiMFbBBawXqRQW1k0tQgcZjdXUVvb29mJyclN/zUNPvb0SZObTTViwWkUql0NraKi3etF6BZkbwvQyCGz+X39vX14fXXntNGCa8Zr5XH3hkPPyopQX/z3PncMztRqajA92lEg688w7+15VXIv7OO1hbW0NfXx8CgQAcDoc4vMxqcR54MGmqpMlkQn9/v5Q0lMtloYrxug2GGtWPqs6FQgHZbLaOuqYzjHSot2/fjmw2i9dee02yxbq+2Wg0wuv1Ym1tTQ5GOrPNzc2IRCIIh8OYn58X9gGDMADiUFFIky17TCYTQqGQADFkHdjtdvj9fmn5ZDKZRE2fKDUAaRdJhggPJIrjnD17VjQiLo0PPpgl04AlUFsbes1yv7K/ciaTEXs4Ojpat/8KhYLYTm0PAUiXEjp7bL3E9d7W1ibiUV6vV5wK7RA1sggYuDEwZ1356dOnxb7TgdGMBY/HI4wyOtR0rHQmsdEe0tZXq9W67Jl24Pl9jfawp6cHFy5cqOve0Ejx1Tb119nEQqGAVCqFaDQqDCStycDX6mvTP9egrdFoRH9/v2Qd6bg1sk70/3k/T7S04KEjR3DM60UpEMCOXA5dZ87gZ/v3Y+SNN9Dd3Y2uri4BFyioxoCokelBQIbro7OzE263G7lcrq4DjF6rmo3H81brSmgGBTt67NixA8vLy3j99dfFkWbAT1AnGAzKM2bLONq1UCgEm82GeDwuddHcL2REUI+IGUqz2Yz19XWEw2E5U8jIIRBKoASAgHTpdFrsIZlctM0UcotEIqhWqzh//rwIA18aH2xoDSoAdTaNQBWAuvOYbRMZoPf392N0dFRsFUFMMgU08K5ruclQZKnL6uqqMLEikQgCgQBisZgE3AS1CERw3bHch0EkGYCdnZ04f/78e5gAZAPYbDa4XC6YTCYR9yPoyrmgnaJvyZ+RZWS322EwGMQ30baCGgvcqwSFBwYGEIvF6rQm+Ll8L3+mf69/XiwWMTMzg02bNomvQDtNH46BsclkQk9PD/x+P+x2u2ioUOOEz7y3txdmsxlbtmxBKpWS8uJ0Oo329nbx61pbW0VrZW19HYcqFVz51FM4tncvlj0ebD91Ck02G47OzaHLbEZ3dzei0ShsNhuy2SxyuZz43gStCdpodq/ZbBa/idoZZDPwmrW9J4hOlgLXrLa1BCK2bduGfD6PF154QcpQGn1Iir+2tLTA5/OJX8mWk+VyWQJ6xi2avWixWKQshH6BwVArP+F5TvtntVoRDoelM4/RaJTSbP5dLpfFN+Tn049h95+zZ88iFov9a5mHj+y4BCD8FgcPBB7a6XRaWu5pPQOqH6dSKTQ1NaG3txf9/f2YmppCU1NTneGnEScNlKgnsCFcSDSO1C4GV7lcDna7Hf39/WJUAAhdiCIiDJwMBgMGBgZgNptx5MgRuZZjx47VBdCauknjQbo70WU63Nr48Lt5P8BGeYHOblGrgR0LeEhoUKFUKuHIkSPioOlDhwh9Y5aNo9HJBWoiNy6XC8FgUIyHdg5p+ADUHSCNlER+3rFjx0RrggdJtVpFe3u7vIftOTmKTU34z8EgvjA6im3nzmHJ6cR/a21F00Ua3OTkJLLZrBjVYrEoATEpzDSupIXx2gkYTE9Py0GvlYJpmDmfmprGoIi0Rhpus9mMzZs3w+v14oUXXqjLcNCx4YFD55wHaiAQQLlcxszMjGTUWDNJKiAPA643l8uFpaUlAatYP8gAslwuIxKJSHs/1ueZTCbMzMzIOi+VSvD5fFK3aTabBcSwWCyYnp5GPB4XWvGl8eEG5y4QCIhmAMtPGjVJ1tfXkUgkxAnr7e3FxMSEZOu4nljupXt0c50xo1GtbtSUExxihiebzaK3t1doo2wfSsFMZvSY6ejv74fZbMaxY8eEzsjWf7wHXcIEQILNlpYWJBIJZDIZodTqMiwGoNq+64CctpG/I3ii6cu0Oaurqzhy5IjYSl6HztRx/DrgQD+zhYUFeL1eccwICjPbxz2r2QOajcCzDgDefvttAcnZtpEgeyQSkfOM4C1t6bjFgm/bbLjv8GH4jUbEw2H8eU8PWi7W8p8+fRqpVArBYFBAH5Y5EURgFp/gIQN4gkKnTp2S84JZJgJUvEfqYgAbrA7aSjKtaA8HBwcRCATw0ksvYX5+/j32kM+F9tVoNEpbxvX1dZw/fx6bN2/G0tJSHcBLZ123+PP5fFheXobX65Vsmt1uh9VqlecQjUaFns5nZTabcfbsWRSLRbkPt9uN+fl5AaQjkYiwZxYWFrCwsCDq6JfGBx/0n4LBIGw2G1KplLTc1GUBXIvZbBYjIyPYvn07WlpakE6nce7cubp9SqCRe5I/53mvy44I3lFXhiysLVu2iJgmy6zMZrPsKSaSDAYD+vr6YLfbcejQIclGG41GvPPOO3JOa6YnB9dZoVBALpeT/zeWKdCeEOjTtpDrn2AZ688rlYqACrSnDJSPHDkiwCc/l68H3mv3dFJJ/zyVSiGdTiMSiYgPwnOGSZHm5ma0t7dLVxSyAKxWK3w+H1pbW5HP5zE4OAgAcDgccDqdMBhq7WdZKtbR0SE+fSgUQqlUwsmTJ2GxWPCS04kkgBt/8QvYmpvxhteLqWgUzaurOHv2rJRH0N+krSX7GICwUDWrlLbz5MmTEnDzdfRxTaYNMffFxcW6BBjBbQI8tIX9/f0IBoP45S9/Wcfaog0CNjL7ZCVo33B0dFQA03PnzsmZz7NUl/fZ7XYsLi7C6XRKBwUmkAgA0L+jj0kGxszMjJSK0xYuLCzIGc5uNhaLBTMzM0gmkwLYftLHJQDhtzyI5nV3d2NhYQGvvfaaZJ60k0UHq1AoYGVlBR6PB1u2bEEikZANTEPHYJvOIpFcOuMA5GdmsxlutxterxdLS0uYm5sT9WQGq83Nzejr68OVV16Jubk5HD9+HJlMRjK3FBjjuOGGG/DUU0/JoaEPCR4uDAAakXQeFKSzARtlEPwdKXj6fVqohsaawTGdtgMHDuDv/u7v6r6Tv2cgrClinD99WHBUKjXhHLYCpDNLaiqdRh7YDGjp7DLo5WffeOON+OlPfwqgdjBms1n09fVJ/RsVZ2dnZ8WgVioVFMpl/OCiM9tSrWJ9YgKGyUkR42G5C51jHrA8NBis84AlVY4Zi23btuGFF14QJJ1oPg91OiN0CJj9oiNOSq3VaoXT6URvb68Ieeo54nqnU2swGKS2nYe4xWIRZL63txcvvPCCPAuuBx0cEq0uFotIp9PyDEnLZVmGy+WC2+2GwVBTow6Hw6Kwvr6+ju7ubilp4EFNtLxUKuHChQuwXqy/bqzRvjR+88Fs+tatW9HV1YXp6Wm88cYbkonl0Ht2eXkZpVIJ4XAYAwMDUqpD+iqwwcDiOiNbhvuCdoMZGLvdDrfbLTX3bJmVzWZlrQ8MDGDv3r0YHx/H8ePHhfodjUYl68rvvOGGG/Czn/0MAGQ9834ZAJTLNRVwnSnTWSt+L9+vnStmut6Paqs1IfgaBrrXX389/u7v/k4ceW0faLd0bf37PS+OcrmMiYkJ7Ny5E93d3QJWEhwwm81151i1WhUgTzto1WoVn/nMZ/D3f//3YttXV1eRTCbR19eHtrY2seeLi4s4dOiQACqVSgXxUgn/10XA0pHLoXixWwo1YqampjA/P18HKNHJJMhC9hFtAx3ifD6P7du346WXXpLMHLOZtKV0jPk7sqO4tjWTz+v1YtOmTZidnUUqlZJ1rZ8vkwJNTTWFdA2AU7vBYKjVDXP++Nz0PiFoQRAhmUyK/SWTgTbc6/XWaVoEg0F4PB7pGU+GInUZgsEgrFYrdu7ciVKphBdffFHsfyMT5dL4zQbXZldXl7Sffumll0SkkGcvny/P5Ea2AKncXN/0G4CN7LBO4BAYY3BlNptht9uRy+UwPT0Np9OJSCQi2hjNzc3YvHkzbrzxRoyMjOCtt94S35CaCvwuZo0PHDiAp5566j0AAhMtq6urIuaoM/y8Z163tnfMmBMc0AwO7hfaDc4v9xd9jwMHDuDJJ5+su15tD3UpKj9D22lgw+aPjY3B7Xajo6NDwEjW11NvxWg0SiKP4GtLSwvW19dx7bXXyplSrVbx9ttvo1gsYm5uDouLi/D7/fjqV78qJZwUQ9y7dy++/e1vY2RkBEtLS3ilXMbrJhOcViuWZmdRnp6G3+8XHSCC8I2JLfpKTI5Vq1Up7yQgs3PnTvziF7+QuSCTjecRfUOtS0Wwh9l9Jv+cTicGBwcRi8Ukico55TOlTbFYLFI6TKCCoodADYC6/PLL8cILL9SdjbwmAgosRSArmX4v7e3q6io8Ho9oFxAUot7V2toaOjo6EAgEpDU4E1I7duyogdoXBUcvAQgfj/GxAhAMhprw3Jtvvonx8XFpVddYz6WFSVhntbCwgFOnTqFYLEqGjjRCZtboQLC+TQfnuk54aWlJanzz+TxGRkbEIAM1xzMSiQjN1uVy4cSJE6hUKpiZmZFaICJ3Tz31lIAaWr+ADov+bJ0VA1AnmKcNs87ic460QBODjMbaOB4u5XIZP/3pT+syXUA9O4IHEoNajXg3/p5B7YULF7Bp0yZEo1HJYurDhwcP62xpNClmRaNCwIXXpynYDOpJuWUmnRknrWNAJd319XVBU3VwTtoVAKGokobIZ0IqdyaTwT/8wz+8p6yjsb87P9tms8Hn88HpdMLtdksrL2bpGNgzW88aZwCixUG6cE9PD1wuF06ePCnt1Rj82Ww2vPXWW+KcE1zi/TudTnGQeXBpFolm4KysrGByclKuhXRAt9st653t2zweD/r7+xGNRuHxeGCx1Pok0zEoFAq/E0I5/1aDWf/XXnsNMzMzksEHNjK5el+S5TM2Nga73Y53331XhDd1baZuucrPSKfTdVktOknMIFMDJJfL4d1334XD4RBRJ4vFgq6uLnR1dSEQCMDtduPdd98VMdizZ8/WlQs8/fTTdRll7dzSRlO3QDvFvO9G9hVQL/TItmUE3oD6kiBNf9agxU9/+lMBvOgM61IGfmejc0l7qD+PczgyMoKtW7ciGo3KHtOOtnbUAoGA2K5kMolMJoNyuYyf/exndeVltLl06hg00x4SECRrSb+WddrUx9CUbTKq9PuodcC1R8CRLWCfeeaZOlCZ888zhz9n4OVyueDxeMQRpY4Kn1+pVML8/LyUGRConZ+flzXk8/mkYwxLAxcXF4UKTXuoxej0Get0OhGPx+V3mrrN9ywtLQmLb2pqSvqoU3TW4/GIc2wwGDA/Pw+Hw4HOzk5xqt1utzB0mpqapHb70vjggz7aa6+9hvHxcemKpEcjE6FSqeD8+fOYnZ1FsVjE0aNHBcx3uVxScqLtD/cRhfDok9IWlkolESZdWVnBiRMnMDY2JtofTU1N6OjoQEdHB9ra2hAOh/H6669LguXs2bPCYAVqdumpp56SPdJYqsF1SzujGX1s48yf0Z5q1ioTOJqJSIYuwdlGNhvt6pNPPll3zhAA5NzSB9f+qi7H0v9fX1/HqVOnsHPnTkRVVxhqgxDUJPvs5ptvht/vRzKZxKFDhzA1NYXe3l40NzdjZGQETU1NmJ6ervNJyUoAgJMnTwIAotGolJjQtlN3gX+ot0Ubx+C8UCjU2TK73S6/I0DK5GImk8Gzzz5bNxcAhGWigXImkrxeryQrXS4XnE6nsBYIfFKIEoCcFWy5azDUymR6e3vhdrtx+vRplMvluutmp4gXX3xRylgJSlWrNV2deDwu5TWalUCQNZfLSZJhZmZGntfy8rL444FAQEqN2SFjz5496LjYMpMaF4zDmPT9pI9/TQBhaGjoZgD/HYAJwF8ODw//54bfGy7+/lYAywC+Mjw8fPRf8p2/EYAwNDQ0AWAJQBlAaXh4+PKG3//fATygPnMLgODw8HB6aGjIA+AvAWwHUAXw1eHh4TeGhoZ2A/gOgBYAJQB/NDw8/NY/dR3amWFrKW48bZhoTEmXpfDbfffdh+HhYQkYSb1lIMUNRDqapovqfsAmkwkLCwtob28XQ0LKG509IqEGg0EM4uTkZK1lTHc3xsbG0NLSAqPRiKGhITz++OPiKFG5l0ggA0E9GhXXec/MLPH/dGh5IPEA4rVpRJgOK9/z8MMP41vf+pYcMHwfDxoeHMxUAvXtI/l/DUAUCgVMT0+js7NTOhXQcdfoOLARDDDIZDnA2toaHnjgAXzve9+TOQQgVClmrXg4MgDmdRHd9Hg8YlB5z3QeSEumwBmFshgEs5yBJRS8z/vuuw9/93d/J9dEJgPBAdLxGFQzCM9msxgfH0cul0M2m61ba9lsVsoFWFvHLF2xWMT8/Lz00G1ubpZSDA1wXHbZZZienq4DBUhZ1PVpPPB0r2ceHMyAMkBj8JjP50VQj6KQy8vL2Lp1Kzo6OuD3+4UVQwfL6/UKq+LjNj4q9pBg0traGkZHRwUAAurVfbm3AMjzKhaLGBoakox6qVQSsI4dE7TQJjO0er9rh3N+fh6RSARra2t17fFIC3e73ZJR27ZtG6rVqvRd7+rqwuTkpNiD38QeNpZuEVAgWwnYYGjovaRLuOgo8azQtoq2kDbUZDLhq1/9ap091CwN/fn/lD3k8+DnZrNZTE9Po729HXNzc2LX9blG4KRcLsPj8QgQTNv0pS99Cd/97neltpVrYHJyEiMjI7DZbJIFoz1kOZPRaJQsHstXtK2kMwtAztNyuSz20Gw2S0tDAlqaNn7//ffjySeflP8TNHA4HBKMU0coFArB4XBIq8NUKoWJiQlh9nFuk8mkBBhco7SLzDqGw2Fs2bIFJpMJk5OTAs7Qqb/uuuswNTUl5wTXF7s2MANKFhdZOVTdBzb63hOUZYCXSqWQSCQkK51KpZDP57Fr1y4MDAwgFApJZo/z5fF4RMj54zY+CvZQA1KNooM6OaJLL6lTwcDvnnvuweOPPw5g49xm4E4WaLValTIF/Vn0FwwGg/S953nH9cL17vP5JJu/a9curKysYHR0FOvr6xgcHMTZs2fhcDjkfP3KV76Cv/qrv5L9qAViCWI06oZopqmeH/pXtCvcf5yPRluogVfaN/79ta99Dd/+9rfrwFutA8D50gwOnezR7C9+/4ULF9Df3y9nEQFBXTbU09MDt9uNcDiMcDiMiYkJjI2NwWazYe/evbKnjx8/jqNHj8JisWBgYADhcFiy/ouLi+ju7kZTU62DQyKREJvM1sHcn9pv1H402S0OhwMulwt2u13YxQRkuYZKpdJ7bCGfG9u4k3EQDofh8/mk7Wcmk8HExAQKhQKSyaSst0qlIq1xyS7gOtOss0KhgM2bN8NsNkvXHJ6hLS0tKBQK+OIXv4if//znsmZ4dtM2ko1tt9sFNE6n09JyV+sKkUFXKpWQzWbFZrJTBJm6ZAyXy2XRsOH9s7vGJ300AmofdgwNDZkA/E8ANwKYAXB4aGjo74eHh0+rl90CYODinysBfPvi3x96fJAndGB4eDj5fr8YHh7+LwD+CwAMDQ3dDuD/Njw8nL746/8O4Lnh4eG7h4aGzABsF3/+/wXw/x4eHv7HoaGhWy/+//p/6gJYO0uHlFQybtJGyjwAycCn02l873vfE+EtGnw6IZpezo3MA4AZK2BDyKRSqQgTQSO8NMiNRtLj8WBsbEza2rEXuNPpxJNPPingAx07Gh0aXGbMtRHXxpffQwYDnSXeq74eGnY62/wMGjQemN/5znfq0OTGDa2zcPx/4/VoIIHzR7VcCuHwWog+Ev1OJBJiHBkUVKu1urg///M/F4fAZDKJyi0DnvcDOZh1ZwaBxlEPCgSRIsdDhEq6dCz00GDV448/Dp/PB6/XK5RGijUBkOe7vLyMd999V+q36bhrCqvT6ZQMG+dEl3GYTCYJxAuFAhKJhIAcZG+wRdvBgwcBQAAy7iMeQgRrHA4H2trapHaNIIl2OKiPwPZSFHIyGAyYmpqS9jz5fB7nzp2rU243mUzYs2cP8vm8dDX5mI7/7faQImxks5DGygBOAwrAxmFF+uBjjz0m2QIG07rlmc5kezwesRd0jGgbAMj61RkoOoAUjaMDaDAY4PP5MDIygmq11gqXNaMejwdPPvmkCIAyoOa96Bp5/XOd5Qfq7SGAOnooyxv4c+3o8t/8PNpzo9GI73znOzIvnGdtW3jfGtDVzCptNzTTa25uThxRApLARsBM+8sSNtpAAujf+ta3BHTQWSJ2aKGSN79X05orlZpqua731uuFNG+fzweHwyHq4S6XS5x8Dfpy7svlWmvZxx9/XFq3EkTlZzHDX6nU2j+Ojo4ik8mIEBy1HDjIeiLoSp0FfW+BQABLS0tYXFxEIpGQ2miK25F98corr0imi+ctz/JkMimZuJaWFrGHsVgM1Wq1TmyM4DBLvGj7+GxnZ2dlflOpFCYnJ1EoFIS9wUxcsVjExMTEJXv4Ie0hSwRJ12YdPZ8RbYPO/mp7Zrfb8eMf/1gSQJqVqLOt9Kn4M+0/0SbwjGU7W81kpW/JwLxarSISieDEiRPSDpUdwJhZ/slPfiLlfrSr2jekj6N9Q8340bZQzwX/r9lL9J34RwOqtJsGQ60Wn/YQqG+Hq31NzaRqHJrlxTlMpVJobm6Gx+MRf79araKjowO9vb3w+/1obW3FwsVSq9bWVuzdu1eSPNSXmJ2dxeTkpIjf7ty5s67EwW63o7OzE4VCATfddBMWFxcRCoVgNBpx+PBhABvgDAfXBMEC+m1kJ/BZ8J74NxNYTzzxBDwej2TcaQsJYDGZVigUcPLkSaTT6To9G9p8vTZoz/VZqANxdp9LJpPw+XxSskh/j21rn3322bpONwRFta5NS0sLIpEI7HY7FhYW0NTUJKATdegIhNjtdgFg2daSXWuampqQSqUwOjoq3UIYl+3Zs0cSEJlM5tdt90/M+FdkIOwFMDo8PHwBAIaGhv4WwB0ANIBwB4C/GR4ergJ4c2hoyDM0NBQdHh6ee+/H/Wbj3wLiuQ/AjwBgaGjIBeBaAF8BgOHh4TUAVJuqAiBfzw1g9p/7YDpINptNDt3R0VGk02nZ7GQK0NDy39VqFV/+8pfxxBNP1NG/tDNIJJZBEx0IBkMakSV1Tddh0hDmcjkRRgwEApK93blzJ9555x3Mzs6ipaVF1MsffvhhPPHEE4JqMlPHz9NIOp1WGhuNgBN04KLUjjKzYpoNwFpPfdhotP6P/uiP8D//5/98z0HEf9PZfD96buO162sql2siRna7XQyhphvSKWc2J51O19G2KpUK/viP/1iygcxY6QwXsMG2oEgaD34A4jjTODKA0mi8VsxmoEGHVjM+GKT39fVhaGhIxJjoRC8sLGBpaUkyrsza0rng91cqlbrAhuAJf64dFzojrHGmaF0qlUIsFoPVahWarNPpxDXXXIOFhQVB0AlUNDc3IxwOy2cwW5nNZtHW1oaVlRXY7XZkMhkUCgXpW07hMKL9ROcDgQA8Ho9QnUlVb21tlQypxWLBxMTE7wrK/G9mD7kOHA4H9u3bh2w2i9HRUWGwMPB8v4C3Wq3i3nvvlYxIo+PHfcBMGYE+glIM4Ph7Zt6YnaCd5F5/880362j44XAYu3btwtGjR4Xevbi4iJaWFnz1q1/F448/XufQaqdblxnQcdHdKDQAoEFXOtG8rsbMWKM91J8DQOwhbRxfp0GFRnuswe1Ge8n7WV9fRyqVknI3o9EoGiv8HjqWy8vLiMViYg9LpRK++c1v4s///M/r7qORfkz7RRvNudNdZLLZrKwpANLKk+yF1dVVOBwOWT/8Dv1M6DDa7Xb09PTgnnvuwcjIiATcvIeJiQnEYjE5Z3UyQAdFvF5tD3WGjHPA4LG1tRVzc3PCZhkZGUEsFoPNZkMoFJLSiGuuuUYCRs4N94jX60UgEKgTDMvn82hraxPRNNLbPR4PXC6XdFciE4Lz4Ha74XA4sLKygmKxiMOHD4tSOc8O0q0p+vwJH/8m9pBBkd1ux759+7CysoKRkREpbeFr+DfXF7AhFHjXXXfh8ccfF7CAZRE66OfZSIaW1WoVVg73Om0ea+BpZ8rlMhYXF/Hiiy+ipaUFmzdvhsFQa4V33XXX4eWXX8bExASsVqvoB3m9Xtx66634m7/5GzmzaZv1/gM2NFtox/S+JNjIRA2FwGmL6Ctpm0hbyO/Qa9NoNOKb3/wmvv3tb8vrtS3U79X+IQfth/YZ+f0siRwcHBQ279133w2fzye2MpfLYdOmTbBYLOju7sba2prYqJGREQwPD8PhcOA//If/AKfTKVpQRmNNAHtwcBAGgwHBYBDpdBp79+7F9u3b8dxzz4lmGeeQcQWTcQTayWDWQKY+N8j8dTqd2Lx5M+655x5cuHBB1lY+nxetjKmpKbF/bEVLO60TZQQJGksVeS36u30+n4AlZEBns1mYTCY4HA4BM8bHx3H77bfjmWeeEeYE1w3jF6vVKh3tlpaWEAqFJLHKc0WztfhsWYZCW0iGV6lUkpIhdm3g68iS4Dr/JI/flIEwNDT0DQDfUD96dHh4+FH1/zYA0+r/M3gvu+D9XtMG4EMDCL8pf6IK4PmhoaEjF2/kfcfQ0JANwM0AfnLxR70AEgC+PzQ0dGxoaOgvh4aG7Bd/96cA/svQ0NA0gP8K4P/8NZ/5jaGhobeHhobe3rdvH/r7+9HV1YX19XU4nU7ccsstCIVCuO2229DU1IQHH3wQRqMRDz/8MAwGg/z/nnvuwTPPPIPrrrsO0WgUO3fuxObNm9HT04MrrrgCVqsVBw4cQFNTE+644w4YDAZ85Stfgclkwpe//GXYbDY8+OCDiEajuO2229DZ2Ymrr74aAwMD2LFjB6688kpEo1Hs378fFosFe/bswZEjR+D3+1GpVNDe3g6Px4O77roLmzdvxvXXX4/Ozk5cdtlleOedd7Bt2zbw/m644QZ4vV584QtfgMlkwsMPP4xyuYyvfOUrAIAHHngAlUpFjOqNN94o97Fr1y709vZi//79cLvduOmmm9Dc3IwvfvGLMBqN+NrXvgaj0YhvfOMbUqbg8XjwhS98Ad3d3di/fz+2bt2KrVu34syZM2hra8Mdd9yBcDiM+++/H+VyGd/4Rm0J8DMeeughWK1Wed3111+PTZs2Yffu3bj88svR29tbd0+8h0wmgy9/+cvwer3yWffeey98Ph9uvvlmdHd3Y+/evdi9ezcGBgZw7bXXIhgM4q677sJf/MVf4JFHHoHBYMAf//Efw2Aw4A//8A9hMpnwxS9+ES6XC5///OfR09ODq666Clu2bMHg4CCuv/56fOpTn8Ltt98Ol8uFBx98EE1NTfiTP/kTmEwmfPOb30Q4HMYXv/hFNDU14cCBA/B4PNi9ezf8fj+i0Si2b9+Ojo4OXH/99QiHw7j11ltRKpVw2WWX4fDhw+jq6sILL7wAj8eDF198EYFAAOPj49i5cyc8Hg8GBgawdetWDAwM4IorroDNZsNnPvMZWCwW3HfffTAajfj617+OcrmMBx98EFarFffffz9CoRA+97nPYevWrfjsZz+Lyy67DN3d3bj22mtFrKlUKuG2225DpVLBlVdeiUQigd7eXrz00ku46aabYLVace2116K3txf79u3Djh07sGvXLnzqU59Cd3e3CB3u3LkTq6uruPfee+FwOOT53HXXXWhpacHVV18Nh8OBHTt2IBAIYHBwEIODg9i+fTuuvvpqdHZ24sYbb4TZbMYtt9yC2dlZ7N+/H/F4HLt27cLq6ipuueWWuoznx2h8JOzhVVddhd7eXnR1dcFgMKC9vR133nmn2KimpiZ8+ctfBgB85StfgdFoxJe+9CUYjUbcddddeOaZZ3DNNde8xx7u2bMHNpsNN9xwA8xmM26//XYAwEMPPYTm5mZ8+ctfht1uF3t4yy23oKOjA1deeSV6e3uxc+dOXHHFFQiHw9i/fz+am5uxfft2vP7668Ls8vv96O3txX333YeBgQFcc8016OjowO7du3H8+HHs3LkTe/fuRU9PDz796U/D5/Ph93//9+vs4cMPPwygZkuq1Sp+//d/Hx6PBzfccAN6enpw+eWXY+fOnejq6sI111wDt9uNm2++WewM7aHBYMAf/MEfoLm5uc4e9vT04LrrrhN7ePr0abS3t+OOO+5AJBJ5jz38+te/jqamJnzlK1+B1WrFnXfeiUgkUmcPr7jiCnR3d7/HHn7xi19EIpHAl770JXg8HvzBH/wBTCYT7r33Xvj9frGHV155JXbt2oX+/n5cc801CAaDInL4yCOPAKgBHQDwzW9+s84e3n777ejq6sK+ffuwZcsWbN68Gddddx127dqF22+/HR6PBw899FCdPfyjP/oj+Hw+3H///WhqasINN9yAYDCI3bt3w+12IxAIYMeOHejs7MSnP/1phEIh3HrrrahUKti3bx/OnDmD/v5+/OpXv4LFYsHPf/5zWCwWnDx5Er29vbBarejs7MSmTZvQ19eHyy+/HFarFddffz0sFgvuv/9+eU7VahUPPvgg7HY7vvSlLyESieC2227D5s2bccMNN2D37t3o6+uT9RIIBFAqlfDZz34Wq6uruPzyy7GwsICenh688MIL+OxnPwuHw4Ebb7wRg4ODuO6663D55Zfjqquuwr59+zAwMIDt27ejUqlg+/btKJfLeOCBB+D3+/G1r30NAHDXXXfBbrdj//79sFqt2Lp1KzweDwYHB7Flyxbs2rUL1157Lbq7u/GZz3wGBoMBBw4cwOzsLK688krEYjFpS8l5+xiO/y32sNE3HBgYQFdXF4rFItxuN2677TZEo1Hcfvvt4qcYDAbxG/j/e+65B8FgEJOTk2hra8OOHTvq1iOFDC0WC26++WbxL5ubm3H//fejpaUFDzzwAFpbW3Hrrbeio6MDe/fuRV9fn6yBcDiMa6+9Fi0tLbjssstw8OBBSXoYjUYMDAzg/vvvx44dO3DNNdegra0Nu3btQmdnJ959911ce+216O/vx4EDB8Ru0H9bX1/Hww8/jEqlgi9/+cviG3q9Xtx4443o6+vD3r17xRbu378fTqcTN910E5qamnD33XfDaDTiq1/96j9pC6+55hps27YNW7duxTXXXINnnnkGd9xxB6LRKB54oFah8n62sKWlBXfeeed7fEPa9wMHDsDn8+Guu+5Cc3Mz7rnnHuRyOezbtw+dnZ3Ys2cPTCYT5ufnMTY2hvPnz2Pr1q0AaomelZUVYS2dPn0aP/rRj3DgwAF87WtfQ6lUgtPpFNA1FotJa2EGusFgEFdccQXMZjOuueYafP7zn0coFBL//9/9u38nttDtduNLX/oSLBYLPvvZz8Ln82HPnj0IBAIIh8PYuXMnOjs7ceDAAUSjUdx6661YWVmR5GF7ezt+8YtfwGw249lnn4XT6cS5c+ewZcsWeL1e9Pf3Y8uWLejr66vzDa1WK+677z4AwFe/+lV51i0tLbj//vvR2tqK2267DVu3bsVnPvMZXHbZZejr68O1114rXQ5KpRKuvfZalMtlXHnllchkMujo6BAQ1ul0Yv/+/ejs7MTv/d7vYceOHdi9ezcuu+wy9Pf3Y8eOHQCA3bt3Y3V1FV/4whfg8XjwwAMPoFwu44477oDVapX1tXv3bgQCAWzatAmbNm3C9u3bceDAAfT09ODGG29EU1MTbrrpJiQSCVx99dWYn5/Hjh07sLq6Kmvzkz4Iuv1zf4aHhx8dHh6+XP15tPGj3ufjG1uc/Sav+WDXryldv24MDQ21Dg8Pzw4NDYUA/ALAvxseHj74Pq/7IoAvDQ8P337x/5cDeBPA1cPDw4eGhob+O4Dc8PDwfxwaGvr/AXh5eHj4J0NDQ0MAvjE8PPyZf+o6+vv7qxrVZCsRLVKnqa5EXSkm8+CDD+L73/8+qtXqe1RLiSAyw8bsETMTOntFRJKIKuk3rO9Op9PS1uRTn/oUbDabqMgajUaMjo7i7bfflhrmm2++Gc8995z0IT579qzcCxG+xuw0M4a6xIDZfiLAZFBYrda6rBTnSNfncRBlBIBHHnlEGAisadO0XM45UE8N1Bk3oqH87sYSB7fbjc7OTsTjccTj8bqauUZaMp8rAPzhH/4hHn30UUFlqVbLrL+mVxsMtZ61xWJRkFA+I64dXQ8cCASEmqUp2prFQDEuPpdqtaaS/rnPfQ6PPvoocrlcHRuEZSFkrbA2nMg/a8aIKOusKvs8k27LUgA+R9IXl5aWMDAwIGJnpEd2dHQgHA7j4MGDwoYgDZLlB1z3pKKzRdHExASMRiP8fj8KhQLsdjtCoZDUeLJGsVqtYn5+Xlor8f45v1wP7O7ADEhzczNeffXVj5UU7UfFHg4ODlZ1Fqe5uRlOp1NogboFFPcb9V6am5vx0EMP4W/+5m+EucPP0SVDul0f9RHo9NIe8XM5qFnCvcHyhFAohMsvvxw+nw9tbW3yvuPHj4uo3fr6Om6//Xb8/Oc/x8DAAM6ePYuJiQnZP3xPuVwW+8k9wOtnFl6zjbgXybLRjAWuTZbzaMYU7WG1WsUjjzyCb33rW1KLrG2ErhPm0NRcMoz+OXtIAcCZmRksLCy8xx5qm0S7/81vflPKzXhG0Say1E6XegAbLQpdLhd8Ph8SiYQ8d7JXDIZaZxev11tnU3XWnyw/Zo+ADW0As9mMz33uc/jOd74jbC8OXifLcMgo4DNptIdcx9oe8sx2Op1165HnVD6fR19fH5qbm0U/JxqNorOzE36/Hy+//DISiYTMD8sZWVpACjqV1YvFIsbHx+U8YXvfUCgEn88n+8rn8wGACMbabDbJjjaeNxQaZQaxqanpkj38EPZQ+4YAhBHHciDuCc084r9pRx588EH84Ac/EDtDdgozwyzDajyf6R8Btf2vv5MMS6BWgkNGRGtrK/bt2we/349NmzZJ+eqrr76KgwcPih1ZXl7Gvffei/HxcQmetd4Bs7n8fm3r9P1qhqz2DWkjdGtazo1uhWo0GoW9yHl++OGH8Z3vfAdWq7WuDbhmHGj/Tf+cn0EWEecwFApJy8aBgQF0dnZieXkZO3bsgNlsxuLiIrq6ukTMmgzUhYUF/MM//APeffddPPTQQ9izZ4/ME6+fNmtychKVSgWBQEA6V/Fsm5mZwaOPPorR0VHMz8+LdgoAOV/5OZxv7efyLNVs5qamJrhcrjrfkO+h7SSzQZfOaVvIM452jv57c3Mz/H6/zDGZXrwWPs+VlRVEo9E6LZzW1lb09PTg/Pnz2LVrF37+858LqMX4grZQa0KwrC0WiwkQw/a0Xq9X/EGyuYCa6PfKykqduCnngfPEkgWyCpubm3Hw4MGPlS38oOPRRx/9jQL4b3zjG//kPAwNDe0D8P8aHh6+6eL//08AGB4e/v+o13wXwK+Gh4fJADsH4Pp/8xKG4eHh2Yt/LwwNDf0MtXqL9xwQAO7FRXraxTEDYGZ4ePjQxf//GMD/4+K/HwLwf1z899+hJqTzTw5uHB3U0TEgFZTCUroulc7nD3/4Q3EUuElIkeIBTzob36spoAyOSHkEags/l8vB7/ejr68Pvb29ePfddxGPx9HT0wOTyYRUKgWHwyF1QUtLS1IXfjGAQjQahdPplBp2CqFoWqe+d1LaaUBpyBpHuVwWBWB9Pzx8NOigWz1WKhV897vfle/T1FbtFGuar6ZH8+d0NvVBwvcaDAYRMurp6UEul3uPA69ROE2bffTRR9/zOl0CostXeM8+nw/d3d1y/TTYrMdnGUM8Hpe5cLlcCAaDIjLIw5eGkM4CwYAf/OAHdbVwvF5NJ6eB5zXqIIHPWT8/0nx5v1znNpsNJpNJdDUIZPE7+MzX19fxxhtvwGKxwO/3i3PB9p6aDk7lXDq7um6SdX7FYlFonBT/4pw0NzcjkUjIgVIul6XOj7XOfMbaufo4jY+KPeRz4XoulUrIZDKy7+jgauq8yWQSe/j444/XBc90tCgSph1kfh+VqOmIahsE1OxwNptFIBBANBpFb28vjh49ilQqhe7ubhgMtb7crInnnvf7/ULnfu2119DV1QWfz4dIJILZ2VmhEBPY0PuEzgrXm7bvvHa9d1geoO1htVoV2wGgzm7wZ48++qiAmKzP1fub866Bz0aAgPOth7ZhrN0eHBxELpcTZ0+/RjuvvK5G+8o6bq3QrmtlCSx3d3fL2uF5wDIDAGILaA/dbre0aC0Wi0L3phPJ84qAwpNPPimUf+0U6+vX61L/nM9P06oZ0LGsRoP8DHD4XaSQ0yHXSYE333xTgH36AdTw0CWOBFWoXE4wTe8j9m6vVCrS8o1JCoPBgMXFxTodJYfDAYfDgXK5jKWlJWmt6nQ66wCoj8v4KNjDxpIEJhI4Gv0dDboCEHvIf/NvlmTxPGRJgg4YdfkC9xyvaXFxURgpmzdvxqFDhzA3NyfA1oULFyRDnE6nkclkROyvqakJ2WwWx48fR1tbG1wul+xdYEP0UPsRtNEs22osreLQZUGcDw3Aca6Amg/SWFJbLpfxne98pw6QaPT9OMcaeATq/UcdfLvdboRCIXR1daG7u1tKNOfm5pDL5bBjxw50dXXJtS8uLmJlZQVWqxUXLlzAyZMn8YUvfAG7du2SvacDdZZaapFYXkexWEShUBC/3mazobW1VQQACVxns1kpaWX3LN2to1qtSncWDVqXSiU89thjIkbcmODivBKg0kKIjT6wXtO8D63RwVIsloPoBJs+51mqTRDf6/WKzaW2FeOg5uZmEV+m38skkL5etk+nVhaFRSmCSV0eglcsEdbPgGVDvwuj8dz+F4zDAAaGhoZ6AMRQs7X3N7zm7wH8yUV9hCsBZP8l4AHwG5QwDA0N2YeGhpz8N4DPAjj5Pq9zA7gOwNP82fDwcBzA9NDQ0KaLP7oBG6IOsxdfDwCfBnD+n7sWLlgA7wla6UQwYCWrANhoi3LnnXcCgNR10shoZgGV9ymuwwAR2HBo9CFP55ltH202GzZv3ozNmzejs7MTPp8PmzdvlprxUqmE7u5uXH755QiFQjAYDLj66qtFYZVK9vpQoHEnWqwZFkC9lgMdaO000egQ2dPBAedPGyh+x1133SX3ywNJO3XvBxzow5fzw3/r++Eol2siYvl8HqFQqK7fuA6u+UetN/keXgP7bOv748G+srIiSt8+n08cCrbx0Y4jr6tUKiGVSiEejwuCSkYLjaSu01pYWJB+xC0tLQiFQgiFQnX129oh5oFlsVgQCATqWikRRCJDQK9jBirVak10zu/3S70uswnValXWeLlcFmqYxWIRVJiZC2bNnE6nHLQApDMJAHkvuzZQaJLijdVqFdFoFJFIRNgZpBFTVZi1whTa0ZoSH5fxUbKHdCQB1IFW2kbw36zbBDbW0ec//3lZJ9pZYD0i7aF2kBggasdR2wCgtlYymYwIXmlKcCgUwmWXXSbB5NraGrZs2YKbbroJ4XAYTU1NuPrqq5HP55FOp6UunBkkZkZ4zQRItA3ToADvn4Cd3n+/TlOGn0Wbxz1/1113ibOrwQPubQ0caHulHWdtw96Prl4ul3HhwgVhsPGaed0aiFRrrc4pp+PM5wZsdO2hU5/NZqWdXDgclnOzp6cHwWBQ1gO/V9vDhYUFLCwsIJ/PS4DNmlXNrojH49i7dy/S6bSIw3m93jpQnvNHfQTaQ3ZpaDy7tBI6mVM6WHK73XC5XMI009lV3cZ2x44d0tLS5/NJgMD79vv9dUr4dOZ173RdA7+2tgaPx4PFxUUsLCwAALq6utDa2irf7Xa74Xa7EYlEEAgERGmd5wgB1o/T+KjYQw32vd8+1H4ERQ4BCPPOZDLhtttue49vSIC9UqkJ4RE4IxuGz45q/UB9y1jqM7FrwGWXXSb2MBKJ4MCBA3A6nQJKbtu2Dbfddhva29tlfW3duhULCwtyzjJRojseENjQzFg9L3ouaPdox+lfav/k/YJ92mva3HvvvVf8Jh3k0sY0zj8HbSsDU7vdDo/Hg61bt+LGG2/EnXfeieuvvx6tra145ZVXEIvFcP78eeTzeQE6s9ksMpkM0uk0/sf/+B944okn0N/fj6uvvhrZbLYu4USflcwzAAiFQiL8zLOoUCiIeOva2hqi0SiCwaCsBc4rn30ymRTfkLaL56U+W6rVKlKpFK6++mpkMhlJWjJZ2BjTMElDe8NuNwSIdNxCf5C2kM+pXC4LUKl1vHgGaN9wfX0dmzZtEnF6zh3tOUVveQ7SdwYgMRJBCs6Ny+VCLpcTFl13dzfa2toEWOb9R6NR+P1+0Zoh0+V3oXwB2PDb/rk//9wYHh4uAfgTAP8LwJnaj4ZPDQ0NfXNoaOibF1/2cwAXAIwC+AsAf/Qvvf7f5CmFAfzsYsDWBOCJ4eHh53hRw8PD37n4ui8AeH54eLjQ8P5/B+Dxiwq7FwA8fPHnXwfw34eGhpoAFFEvEPG+g0GMztYCGwrbmrZKx4sOjclkwltvvVUn8EHnkNkDbXh5yHBDEuUjqk0NBlIwV1ZWcOTIERgMBvT09KCtrU2U8HUgy81fqVTkkDh16pSgyW63G8lkUpgVwIY4IQ8Mfj+D5UZknZ9PZ0wDAzSqutUZHSfeJw3fL3/5S0GlOd8auHi/DF8jI4GHlL42vp5/kw4VDocRiUTq+sESbdadIwDg+eefl0OI86GR7kaBnq1btyIQCGB2dlaCJNJTWQrTKCjJ702lUnXOMTOezNIxW9DU1ISDBw+KE2qz2QQc8Hq9Ur4Sj8fr1oTL5UJXV1fd4UOBM6B2sBARZtaXaxyAlDfoFmp8NqRaHjt2TNSm6bjzOpnVaGlpEWpuOk2RbIhCez6fF4ea4nZ8PmazGdFoFIlEAm63W5waAhOpVApGoxE9PT3I5/OYm5sTQOJjNj4y9nBtbU1ounQ8dKBJe6gZKdzDZrMZb7/9tpThkJlFAJX7mI62zjYz4KNKM1CzBVarVTo0LC8v46233oLFYkEkEhEmj9vtrvtMdiwh3fHUqVM4c+aMMILcbjcWFhYEyKUNYbaDdkYrVNPJ0fR37gdtf7SDyc+iPWSgqYOBRnvIz2XQwtEIlOrv1SyuxswSbdva2homJibQ2tqKtbU1sYf6tbzHarWK559/Xp6xpiDr1/P/ZIxs27YN4XAY8XhcAiVmgLgvCaroc7ZUKiGRSIg95DWTCUXGH6/j4MGDkrWnM16pVITlMjo6imQyKfNvMtU6y/T29uLs2bOIx+MCGnCtkSlFx1874CaTCW63WzJljfaFdvX48eMoFosIBAKoVqvCPiBYZbVaxXZTEZz3qkvlCNRohh6ZXdFoFCsrK/B6vWJj2ds9lUrBYKgJ6PH/zMh9zMZHwh5WKjVRQ20LgQ2QivsF2HDaWTZA0ODQoUN13UgYHHF/82/6TjxrmcnVHZQ0rZuMl5aWFnR0dKClpQXhcLgOTCsUCtIO0GQywePx4NSpUzh16hTefvttVKtV+Hw+zM/P1/mG3Pe6jR+BDQZzPAt4BnDw7NY2jP4N7QHLerQ/RcbOr371q7rPakwi8bloW6fZPUx+WK1WtLe34/LLL0ckEkEmk5EyuKWlJRFUHB0dRW9vrwiWXrhwAc8//zxcLhfuu+8+XH755cKC1EmusbExOBwOuN1uYbMxeG5ubkY2m5W2rfSF19fXRXCQ7FLOAeeYDCJdDs1706WbHC+//LKsFz5nCrZaLBaMjY1henpa4g76hps3bxZBUJ7VfFZkTun74bogaEKwSYNGBG+4bs+cOSMgFIVi+Xqr1SoC2fl8XvxeglEEXXg+EKjQ4G80GsXy8rJ0rODn2e12pFIprK6uoqurC8vLy0gkEsKu/aSPf0UGAoaHh3+OGkigf/Yd9e8qgD/+V/tC/IYaCB+VsW3btioNps5G6WwbqYNer1dqdogwX3vttXjllVfqaF0asWMWBoAohrPWcnp6WhzoarWmbBoMBhGPxwFsGBSLxYJ9+/bB7XajqakJwWBQEEIA0jpQB6IejwdvvfWWOFEzMzOIxWJy33R+eagxwKTTo3ug69fRoWLGRjMJCHzQYGhKFYPOO+64Ay+++GIdIMDveT9AgK/RjjGHRrJ15k2/prm5GYODg0gkElhYWHgPdVUj2TfffDN+8YtfiDNHx5jGkWAL69b27t2L2dlZed7r6+soFotCG00mkwiHwwCAxcVFlMs1JWUeBKwDI4BktVrlGaytrck62bt3L1566SUMDg6iWCwik8lgbW1NslHpdBrZbBa5XE4OH1LriHzzoLVYLNKfvFgsCu2VisIGQ639TTAYlMApnU4Lw8BqtQow4Xa7cebMGTlcSUFramqC3W6H2+2WbGI6nUYsFoPD4UA2m0UsFkOpVBI6J6nidFxsNhva2tqwZcsWvPPOOwCASCQCv9+PQCBQ12KrpaUF09PTmJ2dlQPo+9///ie6zu3fauzYsaNKJ6mx7lVT+UkPZfaGTvJ1112HV155BcAGa0HbQ2Cjj7jZbBamy9raGmZnZ2WtAjUQq7W1FVNTUzAajQJuejwe7N27F01NtTaeXV1dYr9IVaRtpIOby+Xw8ssvS1A2NTUlLfT0IPjIAJUUc20PdTkHATVdr8z5or2kM9Rol8rlMm677Ta88MIL7wn6tT3k9/H6gHob9+schvcDHGw2GzZt2oSJiQkkk0n5Hs3IqlaruOWWW/Dcc8/VMSMYqL+fPXQ4HDhw4ABisZjYNzqSLCtKpVJCx19aWhKGV7FYhMFgEKeSdGBm0tldxul0YnV1FVdeeSUOHjyI/v5+6WlerVYxMDAg9GTqsjDgJ4BDuqueD67f5eVleDwerK2twW63C/DNzBZtWT6fh8fjEdC4t7dXbOnZs2fF4aafQOqt1+vF+vo6CoUCFhYWEIvF4HK5hGFAFXZgA1CgX9LS0oLOzk5s3boVx44dEweajCzqiFDdPxaLYWZmRoLBH/zgB5fs4QccW7durWr/B9hIeDT6dT6fD8ViUYAejuuuuw6vvvoqgA27p5NS2hYGg0EEg0Gsra1Ju0B+r9PpRGdnpyju03fxer248sor5bkPDg5K6SG7LvCM5V6enJxEPp+XbkaxWAzj4+NiL3ht2nfTASxtIX1lvkezADhXDAZpPzhHmnJPm9nUVBNUfeGFF+qeQ2OJSKPNZtY8GAzC5/MJI4fgD32Yjo4OsT0Uwz579qwwpw4fPoyDBw/i7rvvxv79+2G328Ump9NphMNhlMtlFItF/OQnP4HBYEA6nYbZbMaBAwekO1VLSwvi8ThcLheefPJJLC0tYXx8XPyffD6PVCqFSCSCSqUi3RnYMhyA+DUsgdMt2dfX16WE4ZprrsGvfvUrDAwMYGlpCZlMBuVyGb29vejt7cX8/DxSqZS0nGW5NDVcNBDMz6TNZWLI4XAI45UsLPq71LCiLezr68Pq6irGx8exbds2jIyMSLKKAKrdbofX65UEVTqdxuTkpHTaisfjEpMAG6xIrnm73Y62tjZs3rwZJ06cQKVSQWtrK3w+H8LhsAB+9AOmpqYwPT0tfsv3vve9T7Qt/Ou//uvfKAD/yle+8pGch48VT4TGqFKpSJ2Rpp0CNSQ0Go3Cbrfj8OHDWFlZkQOdzi03Oeu/dDZeO5nMyK6trWFubq4OpS0Wi9KLVmd/mKlrb29HuVzGzMwMSqUSAoEAbDYbkskkotGoONm8PofDgdnZWTgcDrS1tUltPp1bBgjMPtE4a8qjpuqRUcDDgxn2SqVSh+5R+EnXinFeRkdHxenU86/RfM6bRqB1IM/fNz7Dxp+zrn9ychIdHR0AIME3sFGmwfeMjY2J46Zrj/k3a3xJnT127Bjy+Ty2bdsmDjXvgc/c7/dj165dWFtbQzqdxi9/+UuZC13rzACchzEP5tXVVYyNjQGAZPHZqvDChQvyu3A4DI/HI1Q8riddIsKsBrDRX5oCYm63G16vF2NjY+K4ut1uYQgwE0y2gu51zeF0OqXvOcEUPgeCTEZjTTyRa5/ZZYvFAqfTKcJhkUhEWAdkGESjUSSTSRgMBnR0dMjaon4C74kU30vjgw+9B2nPuOc1PTwajcLlcuHw4cOSXejo6MD09HRdRomfp5kvOlvn8XgQDoexvLyMeDwu675cLmNlZQWzs7PiMHMNpVIp5PN57NmzB2trazh9+jRKpRIikQicTiemp6fR3d0tAp5msxkejwdtbW0YHR2F0+kUW0p9GzrrvG46cvyZHpwPvk5n2JhV0qVxjboRvDeDwYDz58/XlSto552v/+cycMBGzWsj84CDgEc+n0dzczM6OjpgMBjqWovp146OjtaxQnT2jc+R9tButyMcDuP48eNIJBLYsmWL3LPWu+C62b59OwqFAhYXF/HSSy+JTdLgO20Vn71mwY2Pjwu4yfZrTU1NOHv2LM6cOQMAQmONx+Mivspzlt/FoMhgMMgcUJTL4/HA4XBICzyC8ktLS3VsMzJvqPFAUTwACAaDUqdLh5sAHLOaPE8SiQTK5Q1xPTLNfD4fCoUCotEoPB4Pmpqa0NHRgXw+D7fbLYKJFDPTz5nP75I9/HBDMyPNZnNdQK/P1NbWVjgcDrz11lsCotPfmpmZqQNh+XyADdo9g2eLxQKPx4NisSjfQz+KYpu0gcCGSNzKyoqUz5w4cQLr6+uIRCIiZNrd3Q273S4+Vnt7O86ePStss46ODlQqFaHbkw2oEzmaeaBZolzPujRIXzcBXYJxzMTrz9JgxOTk5HtaStKf4L8bE0ktLS2IRCIIhUIIBALw+/3iN5XLZSmfo44SAJw9exbRaBSLi4tYXFzEu+++i4mJCezfvx979uypA4EYXPP+crkcZmdrHUBZgvc3f/M3cDqd6Orqwo4dO9DT0yNzubCwIHoXDMQNhlo7wz179ggb6bnnnpOgnvOq2S589lwvADA1NQWgJmiYyWSQy+VgMpkwMjKC0dFRABCB6mQyKffPpCPPCyZwaH/JtmZLWbvdjlgsJgxTj8dTxw7TrXAJxFI7CQD8fr+U0DJGIYuF92I0GhEIBBCPx2Xv0f9muValUhGmjdlsRmdnJ/L5vLTOBIC2tjZhPrDch/ulvb39A1iAj+f412Qg/O8YHysAgcEuHSVde8Y/ZAZMT0/D7XYLLd1kqtU1Tk5O1tHq0+m0CHpoajdQC2CJ7vEPSwc0JRjYEK3y+/3o7+9HS0sL8vk8XC6XIImzs7OoVqtwuVwS/BcKBZhMJsRiMaRSKbkviiwaDAZks1mpv9d0XI320aAQENFUJw2uEKGm40djxIOCtaYrKytwuVwS6Gl6G6+D86rpgo1OsT5AGp17DrJGgJrBn5ubk3opiu41CgmGw2HMzMzIfRE40c+EzuSFCxewuLgIu91eR+vmWqLztrKygrm5OVSrVSQSCQEP+Kz4Hs4T58Llcsn8+f1+zM/P1wku0hng85qenkZra6tcDw8CLXZJxzcQCGBpaUlKGwKBgAQ8Xq9XvrtQKMBgMAgbgUEPwRJmBLUToUsi8vm8lFnMzc1J/Tl1CnSJBzORoVBIMgl0QggK6H2iHZx8Pi9rkO+/ND7cIDsF2ACZGmv5GTDG43FYrVYBmQyGmuI/QVXtcLEkh44BqerxeFxoiA6Hoy6Y10CqXneRSASbN2+WtU4gtVgsYmpqSoJ7YCNwXl9fx9jYmDhzdJwp3Lm4uCg6NY1BMudCO890qBsDf94b71VrJPC+NK2TGiNktOkyEa5vzfLS1OdGZpbOlDYOZl+q1apQ2zs7O+W8y+Vyklk0GAwIhULSHUDTlPlMdZmS2WzG+fPnkUql6hxtAFLuxrlhBlLvec6dzqLThvEcYk037WE8HsfS0lJdUEYbCgATExPo7u4W2jKAOs0OPjeCp+wQw0ywzWarKw9gPTMAeDweAJDuN0ZjrRTR7XZL+YHBYBAqNUthstksPB4PlpeXMTc3h2QyiXQ6LffFmuJSqYR8Po+VlRWEQiHRlOBcejweRKNRVKtVJJNJ2a8MPAkqMEjRiuqXxm8+GNww+NfZdAACBIVCIVy4cEG0KzTQ5vV6MTk5KWckyxs1oM5zP5lMSjKGrB2CDbweYKOuvVwuiy10OBySSGKpw/T0NMrlMux2uwBe9Amy2ax09LDb7YhEIgLkJRIJZDKZ9yQ69LmgwRXaVwrX6cQR/UEGwLqslX4pkwDUQFpYWBDfQDMoeQ20R2QHdXR0IBgMCrsymUyiXC4LiJzNZsWfMZlMcDqdyOfzOHjwIKanpzE1NYVgMAiXy4WZmRn8+Mc/xoEDByQQ1Wfg+vo6YrFYXSCeyWRQKBTQ0tKCpaUlYRmfO3dOSuX43RwGgwH5fB7z8/NYX1+Xc0kzUwj28iykbaB4dLlclkC6UCjIGuUZQj98ZmZGbCG7ZXFeeS7wvewWxhIGv98vz83pdApjlbbP4/HI8+NnESzx+/2SsGSJBddBLpeTchsmBMjEZUzG++B9s2yXGmA8N7X+GOeJ17O4uCg2OhwOIxQK/WubiY/c0MmAj+P4WAEIOmOsM0c6oxmNRjE3N4dTp06JgCEpNlqwrVwuI5lMisPsdDrlIKDDx81LJ6OlpUWEWDQrgMamUqlg69atCIfDYlToqLndbqGKa5YAA37S5mmceY9EZGn4AUjQy4C6MftFJ1gLtOj2UTTqugzE4XBgZWUFTqcTTU1N4qTye0ulkrQ0Y0aJz4KGgNfQmF1rZAg0Ztw04s3sf6FQEKQagOgD8HDXz1LXIlOEkeuhWq3KAcIDraWlRbJXdrtdKFuLi4u4cOGCBA+N98SyD94315XVasX8/LysKzondEAMBoOUQDCwymQyQuXjs0gkEvKceHD7/X5s374dBw8elNpkm80mYpulUknqiY1Go2S6zGazOKmcHx7iRM7ZnozZPWYHSS2j48/sNueaAQlrf6k07XQ6MTU1heXlZWFEcC2TOk3nxWQyoaOj43eizu3fanCNa9q6wVBTUKbDG4lEkEwmcezYMQSDQWzZskWeOYEtgp/MEFssFslkNA6ua4ITLpdLnBBNEwZq+23Hjh1obW0VB4P0TLfbLXYRqIEhpKFSMIx6DFSwJ0jQWG/MoUWraCe0A8/sGp0o/T5dukFni/3km5ubhQ1FQGNlZUXaqTbaX72m+TttD/n7RtaWBkgJ5JZKJRGZZWab80V72FjfTMeUtojXQZCcQAzBEzq1pKzSbiWTSfzsZz+TkjttS+gEasBBd2NhuzoGRYVCQWwJr4siZsvLy5iZmZHSAbKm4vF43VloMBjQ2toKr9eL119/Xc5jm82GXC4nzCu73S7nt8/nQy6Xk3VDEJSf6/V6JZCkyrjJZBLqNhkx2WxWtIl0Nyg+S54zvB9SpCcnJ1EsFuFyuUSZncGs3W6X0h6j0YjOzk55XpfGBxs6YUFgi2cU7UBrayvi8TjOnDkDt9uNrVu3CphKRglQ2ytkC5BazTVFEIxrlHaENpP15rS/9NUqlQp27dqF1tZWsVPz8/NwOBzweDwiJEjgibZqamoKmUxGys94frKEkqW6mq0IoI79wKGBS+4P+nLcxwwgGbAaDLUySYJubKVILQb6iB6PR+Zev5dJmkAggNbWVgHnaGt4XdlsVuj3BEabmpqEqZBKpTA5OSnAH5ND7777LkZGRhCNRtHW1ob+/n709PTIdb311lvCmGPHr/X1dXR1dWFhYQF/9md/ho6ODthsNni9Xni9XmQyGTgcDvh8PqRSKVitVqTTaTzzzDNyRvAaue44b5xHBt92ux3pdFrOJLvdXldaDUCEJI1GI5aWljA7OyuAKNku1Cfis2EpzrZt2/Dmm2/KM2YLbwI0XLcAROSVbD+dIOAzYutOdqVjMpF7yufz1cVOwAazhc+MbEF+jsfjgdvtxvT0tCQmdYKNzDig1qGmqakJnZ2d7+t/fNLGJQDhf8OgAdRZaaBWd221WnH06FGUy7U+tnv27JE6J52x0u+nqn6hUBCHkfRuBqWkeJF2BGyI5zmdTmEouFwu2ShHjx5FMBhENBoVxJYtUJg1ASAOjqbccYMnEgm5Z51hZ5aPhovZRU0hJZqnqb0MMBg0sB1kuVyW0gaTqSZ45fF46rJprBlLp9OSmeL36EEARoMFjeBB43sJltCxY521y+WC3+9/z8FG1JJGsPE6KIzEjBiz8mfOnEFvb68YbRpnu90u9Fk6ErxePXfUTeDh6PV66yiDFF4i3ZboMueR9d88wBmw6TIboriVSkUca9YIJpNJrKysCBjA7hxra7XWZjo44O8B1LUuIjWP804QjfvD7XYjGo1KizE635wzHhIE1jQSz3XMOkA6BNlsFkajEWfPnkVvb69Qp1nWcWl8uME9QEdQs6soXvjqq68KMHfZZZehubkZs7Oz8rxpd2gPSSVk1p1OjC4bINipbTDXNlvWEiBj9uztt9+GxWJBW1sbbDYbAoGAfI6moTKbw8BYOyR0WnTAoIM42hW73S4lbrQNtIt05jjI7qE95Bza7XYJAFhywfmpVCpwu92wWq2Ix+PSL1yDu3SseG2aFaFZH7wPYCNjSQCYZx3BPr/fj3A4LKCKFvfSFOP3s4fMFDkcDjn/RkZG0N7eDrPZLPaQZVDUIGBw8n405tXV1TpHmKw1zi8zerobBMERAALAkk1DTRmLxYL29nbRSqGNnZ2dFfVy1uDS6WSAY7PZBMwge81oNMJut9exa2h3eS/cQ7lcTvRtmA0zGo11zAfaQ2o/cG3S3lMTh+A/75O2P5FIoFQq4d1330VPTw+2bNkCk8mECxcu/Astwu/2oA3QbIBqtSrZ/iNHjogv19vbC7PZjImJCcnk8ozkGUqwkWcbWQgEnJjEKpVKUhdPW8iAy+12w+FwSDkgA9vm5ma0t7ejpaUFwWBQSgkJaBoMBqGP88yuVCriqzIQ1MyqxrJRBrFLS0t1QrEMGslc4GDwyTXLfaHFPSORCBwOR13ZJX3gWCyGXC4ntpD7kfolpPQz+62TS+xQwCSLbqE5NjaGYrEoWipkr9lsNqRSKYyNjUlr4H379on9OnXqFJLJpJTXcU74x2w2Y2pqSsq5qJdit9vh8/nq7AjtkLbptM8cXCNGoxEul6vOzyKIqhlbmulBXRkAAtTQRrW1tck9EASNxWLSNWF5eRkLCwvio+uyKzIUFhcXhWFFP47XToYJQXGuH/ptBFRp16jfoDXImLDk2cL9w7OQfiRBU9pCAiynT59GZ2cntm3bBpPJ9DvhG14qYfgtDu1cARv1qjSwbrcbo6OjQkHq7e0VSmAgEEAkEsHo6KjUoxkMhjrHuFKpSJaEjg7FRHRwRueSYnY2mw0OhwNOpxOzs7NIp9NSw0TRGAZmVBOnkBNQqwPy+/3idDGjQgNDpFsDF3TCyMDgfdDg8bP0gcGDU5cUrK2tyUFEQ0kjftVVV0kWulAoiPNO1FDXx7EulYG1LhXQz4wHBh1/Bt160Mk3Gms6EOwrz/rr5eVlbNq0CaOjo/I9NNr6M/haZvJMJpO0AqITQKPOIB3YEF/SzjKzCWSEWK1WCZTGxsaEQtnZ2YlsNivUcN6nRvktFgvm5+fluTmdTng8HmmHQ/ABANLpNN5++20Bqvh6u90uIBB1Fki3ptEm2yWRSKCnpwfpdFpq27QIGNckA6RsNouzZ8/KwcOsqe6aQFG9zs5OyZhwn/Egp1o6177ZbMYVV1yBUCiEdDotisOXxocbjRklDWSR3n3hwgVks1k0NzdLiz46QrSHBLI024lOAAEu7hkKgNHu0Cl1OBySUfZ4PFKXPjU1Ja3/crmciNglk0nZK+xowz3f1taGQCAgWWzNpmGmkGuWWWICY0ANgGB3CbKG6GhrMEFnHQGIHaMDTXvIoHPfvn2YnZ0VyjpF2AiS0WbQsdSOGO2rtr18hhy0jZodoZkJQE3cMJVKIRQKIRKJIJfLoaenB8lkUmrzG7Of/B6KkvF8o9MejUYlCC4UCiK2xeepv1/bQ845M4c8E7U2S1dXF7LZrNSXa+Cb4K/FYpG2kCaTSYAvBhi6Dj0ej4tT63Q6JVinQ0x7yOBea+gwexmPx9HT04OFhQUpN6CDy3KNarUqznQmk8GJEycEuAU2gA+WtVSrVfj9fnR1dYk9ZJlWoVCQTgwEvmkPd+3ahfb2dhQKBYyPj3/s2jh+VAb3EYE6Dayym8a5c+eEZTcwMCDlc21tbZicnEQ4HMb4+HidgB2ZjlpTSNtB2h+WVTE4c7vdMBpr3Tx4vk9OTiKdTmNmZgZLS0vo7e1FIBBAMpmUIJ+MQpfLBQDo7e1FU1MTJicnxc6ypJVlrblcTvYVAVD6hktLS9J5TAe+9Be4HumH6X1erVbrbEU2m5UkTzAYxNatW+W+CfqylWClUoHL5aqrmycowIC5qalJyh+YnMnlcgJwRiIRrKys4I033oDH40FzczMuXLiAWCyGfD5fV1rm9/uRy+WQTqfR19eHX/ziFwII6WQVfaOFhQWhzNNWxWIxKfOqVquYnZ2VjgA2mw3pdPp91xkAmU8mBp1Op4gC0vZ3dnZicXFRxLw1SEX/nYAI1xJbHi4vLwtQxZFMJnH48GEBzPn9bIHLQF+DtPRHed5SayIajdaVqpIRUSgUYDQapbw1m83i3LlzdWwqoGZftbBjMBhEb2+v7BnaQ3bDoM8BQJK27MJRKBRw/vx5SRp8ksclBsJvcTAApqNJJwmo1a+l02lMTU0Jnczv90vGzGq1ihNDITcaA24aGl1uairMk3JEVJaZGoofrq+vY3x8XGpUSfsnwre6ugqfzwegJlBiNptFGIYCJsFgUGqedu7ciaWlJYyNjQmt3WAwiEo0UHNIiVbzWmmEdMaIcwVsLFY6zjRIfB0NAv9/9OhRUZDOZDJSbxcIBOqcKZ35pNNKhJkOp67D06ACAwPeB4Ni3hMd/bm5OZmnQCCAsbExEa/Sdd92u12csEwmI8EUAKF408hRsGVpaUmCfDJJmH0HNtqF8pBliQN1LjQCTf0DnSFll4VcLlenuMxgJRwOi6FlzRy1BxgI0viHw2HJmGlNByLZei2Q6mi1WqWURrNDiCzTEWI2hRRBtjclak0apcPhwMDAgGQCl5aWYLVa6yjfBLnsdrtk3ti6iCVHVBe+ND7c4LPRDhIdBJ/Ph3Q6jdHRUWHKRKNRAficTqfYQwq5sVSFrWc1i4k0dgZldK65DknzpU7M6OiosAAoWsdAP5/Pi0CSz+eD2WzG6Ogouru7xQENBALIZrMwm824/PLLEY/HceHCBaTT6ToaOG0KGUYM5nkfGqAkCKLtIbM5uguDdrZ1Nv3o0aNwu93w+/1IpVJIJBLSrUA/E12moMsVdOtFAgi0mwzSmXHUta68HgYz5XIZ09PTsNvtiEajSKVSADZ62tPu0h7SjiUSCVQqFZljAon8nlwuh2q1KgEJFcTJbuM8asYHnVSWpDD45vyxblj/jPdB5592hv8PBoPCEKDWBtdbU1Ot3SdZF8FgUGwZ7SF1BWgTaX9ZX26xWISarAESDaTR2WXQQXtIxgztJO3h4OAggsEgnE4nMpmMlLHxfpiZXF5eFnCVtrFQKMh5eglQ/XCDe0TvPQBSjpRMJjExMVEnQkxwkgDY+fPnhQXAfUMggr4Ov4vMm9XVVaHyM1lktVphNpvhdruxurqKU6dOCXVd20KyXMPhsABcDJK7u7tFP4uf29zcjOuuuw7JZBInTpwQX6NUKgnYR2BOd5goFotiC8mU4jUD9SLYPFPI9gQ2yl7pc9IOzM/Po7W1FZlMBouLi0in08ICdrlcws6hr8SzhmKlnFuyYsleoj82NzeHWCwmAqfj4+MYGxuTRAuvjUCBy+WCw+HAqVOnBDCm3aB9IGuCXU80s4KdBejHk43Evc7zjaVOtDucN4I5AOo61HAdkn1C35fzQWDR6XSKjSmXyyKoThYor59nVHNzsySJqtWqxBiabcW55LmnS2DIVAAgTGedvON5yviJPrrT6cTS0pLsFcZhTFR0dXVJWUgikRC2itPphN/vl0QFk75kj7G0mJ+pwf1P6rjEQPgtDga53LRUdGW2f2lpCQaDQajbMzMzKJfLaGtrw9raGrZs2YKxsTFxlDT99dfVHnIDElggrZWblo7V6uqqbCp+rtFoRCwWQzgchsPhQKlUqsu4sVaSdZjMgPj9frhcLrjdbpw6dQqnT5+W4IAOEY0vAzBucDr3NFA6E0aqMkcjGwDY0JcwGAz41Kc+hYMHD0oATjqyVmylcWWQyYNWsx40qq2/i8E9f87ghhRhzRQolUpCp3U4HLjvvvuEYjY9PS2BSuPhr7+b18sDpampCUtLS4KU02BpURsaat4fHUrSckl1peOyZ88enDx5Ut5P+h/p3AQcWNO9urqKhYUFtLe3I5vNorOzE9VqFSdPngSAOlqYyWSSzC4DPtIdmTGjU0+HmQfdwMAAjhw5IlkFMmcI7BBcWV2ttT7r6OhAqVRCKpWSNQLUnKd0Oo1EIgGTyYREIiH12ARBeEiyBzqdZbPZjJmZmbpWlpcybh9+6Gww2VTUnlheXsb8/Dyq1ao8AwrIUoRr69atGBsbk1IU2jmuH6A+s8fgkvaEmQwCpbRHxWIR+Xxe9A742mq1iqmpKQQCAXF8SPtuaWlBIpFAV1cXHA4H+vr6ZH22tbUhGAwiFArh6NGjdcJzurtMubwhSkfQSnemoG1rZLIBqNvbdKBoL3nm7NixA2+88YbY9nA4jLm5uTonk/PH9/C1/HdjgKgBXl0ewvdp0S0Cn9oeFgoFXHHFFXW1pdPT08KSYLlco9gw75lZez57gpwaIKKdJqhEhpm2CawtNhqNsqdpD0+dOiXv57nN4EIL/tL+LC8vi3ZBR0eH0FvJfNNZUfYSLxQKwhTxer2oVqtSukZ1eS2SSHuos4B00lm2Q4ebnRVWVlakN7xmkmSzWQG7UqkUVlZWpJywt7e3Dmz3er2SSbbb7YjH4yLQSDG8S+PDDe5nAmderxfZbFb2Au2jyVTrIAAAHR0dUlZ63XXX4emnnxb7ANQL1QL1bahzuVxd1p9rmr+nHaZvyOQX/aLJyUkRmwMgXVbIQKWQ9ubNm2Ey1XQ5uru70dXVhUgkgoMHDyKTyQDY0DjRiSD6hgwCud81kNfoG/K+dYkVgUb9nnw+j76+Phw8eFAA32QyidXVVbS3t8Pv90sQyL3AwJbAhu50wudHoNRqtWJyclIEmk+dOiX7o7FEi2KTQI1B9cADDyAYDGJ5eRkTExMC2hQKBdhsNiwtLck64bOir6e1BlZWVqSbAH1ugolM8tBeawCf7Sh5/nBer7rqKjz22GPC+AVqSS0mImmjafuplRWJRJDNZtHT0wODwYBTp07JWcGEG1BjkFJklmA9zzQKt+vOMQSrAaC7uxsXLlwQAJ5AG88tghyLi4sIhUJYXV0V30+DQexkYbPZpE0w4yJ2u+BnUfODtnBmZkaYIdls9nfCFl4CEH6LQweaJpMJu3btwr59+zA9PS1iKT6fTwzL2tqaGBC73Y65uTkAEMoPHR2dQdaBNDePFjpaXV0VGjgdPZ1lokPPjULjzT7mRF/D4bBkaZkJJ/WIIITT6UR/fz9SqZQgpsAGg4BGj84SMyMdHR2IxWJ1BxavjfdLA0iRPz2/vP/nnnsOpVKtywDvIxQKYW5uTtpnaaNHZ5gBLTNA2siQsqqptpoiazabhZ4MbGSr9EZbWVnBk08+CZfLha6uLmzatAmxWEzoZroOkbRunXVn1k2DUTT6y8vLQqGmlgUdXM69Rpx5rQSuDh06hLW1NUGOqUI7NzeHYDAoCLXdbpdAY2ZmRlgdVBem8SRgtbS0BIfDgVQqJQwBzjkzsZppQQCBDtDRo0cFACOVl3oFFE2jw7G8vIxgMCg9zwGI8825Gx8fl0yHz+eT62A3B6/XK8wEIvszMzM4efKkMA+o8n5pfLhBYIe2ateuXdizZw8mJiZw7NgxLC8vIxAIiEOyvr6OkZERKUsgAwGAgI+69EkDR40lQqTuE3Sjor92gIANcSmCcnzvwsKCAIQspyCjiHsqGo1KYN7c3IzW1lYRxEomk3ItdPq4Jw2GDXE8AiY6E/5+CuR8n7aHOtCmPSyXy0KnNZlMCIfDmJ+fFxYGg33NctBzTAdZnzN02ggQELzg75g15Gv086lWq3j66acB1IIhAjCTk5MitEqbRXuoGQGaGUE7zUw57WFfXx/8fj/Gx8cxOTlZl+Xl56yurtaxYQBIu7y1tTX09PRgcXER4XAYzc3NWFhYQHd3N86dOwej0QiHwyFgz9jYGHw+H1ZXV6WjEteZ0+mUc5jiZnymzAjTHlL/hecs2YQAcOTIEbGHgUBASvloD8msqlZr+hPt7e3I5/NIp9N1ZxjPl7GxMSn5CYVCkhWOx+MIBoNwOBxIp9Noaqqpp6+urmJubg7Hjx+X+SZ4cml88NGYnNi2bRuuvvpqTE9P4+jRoyLAp0uKxsbGRMy4VCrhpZdekr3JTLsObgkkcE/zb2ZT6bdp8Te+h4E9bSGBRoPBIL4aaeXt7e3weDxC+y6XyxgcHKxLBrW3t+NTn/oU5ufnpT2gZiDwHgFIy2ij0Yienh5MTU3VKfHzO2hTtG/YCHxqP+zZZ5+tEwKl700xUHbJIrWewavWhFpeXpZSIQAiTstEQ6lUQiaTQTabrdNf0uAvGRpkl/7t3/4t3G43ent7sW3bNglMCaTqgF8zVzKZjJQkaRtNsdrl5WXs3LkTra2tOH/+PM6ePSvPn9dDsIFMJT57u92ON954A6urqxgYGEAmkxHtmfHxcWlbrO1YqVTC5OQkgsEgVldXEQqFEIvF5P4ZXywvL6O5uRnpdFrAAfqGTAzxXGPpsy43WF9fx5kzZ8RvY7LHbrdLmW0mkxFbGI1GpQxRr3Hujfn5eQFuPR6PMHsXFxfh9/vhdrulHCYYDGJtbQ2xWAxHjhyRshr++aSPjzuA8LEqwNCOncvlwvbt2xEOhzEwMCBOjQ70aKBSqRTS6TRuvvlmrK2twefzCW2NDjhQ7+wxg+5yuYRirvu+0kg3Gg7tGPJ3c3Nz+NWvfoVCoQCPx4OOjg4J2NbW1tDa2lpHH29EOy+//HJ0dXXVBcKaZdDU1CSqwTabDVu3bsWmTZuEmk4HnM4y38vDhrXvOhgBgHvuuUcOU51Fa29vRzgcls4SRLaZEdcUQh1M8PMbwQOK6mgghs9ZP3senqVSCXfddRcSiQSOHDmCyclJRKNRDAwMIBqNAoAIuvFzNNDCzBwFtpgBpb4AgSfNtGjMxHLwGTAztnfvXpRKJan9ZjbKYDDg2LFjAhLwPskoOXHiBHK5HJLJpOhzGI1GCbxZ70gF5Gw2i1QqJY41qXg8NJqamkRoyWKx4KqrrpI54IHMzMD6+rp8Pg+++fl5UVcmJdPj8YiYnMlkkrZk6+vrmJubw/z8vJQRJZNJAcnm5uZw8uRJvP3221LmQCbD7wLK/G89tD3s7OzErl27xCnTATKFvubm5rCwsICbbroJ6+vrcLlcwgRiAEgnS9tHOieBQEDWJvdyY92xtoeNGaZYLIYXXngBS0tL8Pv96OnpkbZR6+vr8Pl8Yle4HmlLI5EIrrvuOrS2topTS5usM1NkpTmdTlx55ZUYHBwUG6gz/I3XXKlUpBuE/lOtVsUeUp2djnA0GoXf75dsOEHnRnvIM4pOnbaHGozWTjZQnw2k/eF9Go1G3HPPPVhfX8eFCxfw6quvYmFhAf39/ejr60NPT49cDx092n4NPJMxUiwWJXigPVxfX8f8/LzUj+s1obN4/DeZITabDXv37pVsK7OlnOe3335b7CHPEDqQx48fRy6XQywWk/bHAGT90qlni7tcLidtZ2mP+dx4FpC95nA4xB6Wy2WkUiksLS0Jk4wUdQIrxWJRsm0E0wk+BINBKTtLJBKi+xKPx0W0jCKbvb29cDqdSKfTOHXqFA4dOiSAa6VSqev9fml8sKHXo9PpxNatW9Ha2opt27YJI5XrgZnvYrGIdDotbfluu+02EY7WmWPgvbXKDMYYcJJZSFvCfwMbCZ/GMohSqYTx8XE8++yzyGQy8Pl86O3tRSgUknOVYAP3sC459fv9uP7669Hb2/uesit+t8lkwvz8vCQgrrnmGuzZs0cAUG3nAcjn00YQGOE9a7bUnXfeKQBAe3s7IpEI+vr6ZD/QhlerNV0XfieBZABSYmkymYTdOj4+jmw2i1Kp1oGGXVJoP+kDGo01bSWWOAA10PLuu+9GLBbDK6+8grGxMXR0dGBgYEBK5Ejfb0ycEaxl1pzlyCxLYeB7/vx5zM3Nvcev5frjZ9JOU1eBNmdkZATz8/PI5/NYWlpCpVLB4cOHxT5p9hkAnD59Gvl8HrFYDHNzc3UMk9nZWUniraysIJFIYHFxUboYkXHK9chzgJ3HKCK7Z88esUGZTEZKY9bX1+u05lZWVhCLxVAoFOB0OsXvJWOBQE4mkxGQjPHX0tISYrGYMG1Z7nX8+HG89tpr8plkEupE4id16DP/n/rzUR0fKwYCA06Hw4EdO3agu7sbTU1NGB8fx8TEhARORM6Y8QdqmezHHnsM5XIZLpcLfX19OHHihIjq0RmjMbBYLJJpYgsvjVgycGPGvPHAoZEj3Wtubg7Hjh0Tehd1DSiWSISQQRwdkiNHjiAcDksNHWmedG6AjewhUDNcIyMjaGtrkywJnTNNhddBut6oOjh+7LHHhGaay+XQ3t5eR3Wl4dL0VgbE/CwaUj4/Di1YyHvP5/OSBedc6/cwg1epVPDEE0/IfU9PTwv9uVAoIJVKoaWlRVB8GmkAQs/WhzHnhtet67v4LHVGlT/jXFAbIB6P4y/+4i/qAgI+JzqTbEfJTCPXG7MRJpNJDmAtFETq6/LyMlpbWwWg4pxzLubn54XGznre6elpTE9Po7OzU1R0eXiQtcLvp1hmPB6X7BxRe93OkSyc1dVVtLW1oVwuS6eT/v5+lEq1NqZTU1NSrsBAb2JiAk1NTfD7/RJUXBoffHD9WK1WbNu2Dd3d3TCZTJiZmcH4+Ljse9I2tT2sVCp4/PHHUSqV0N7ejoGBARw/flyYOLQRXPvsrsDMrNbF0BlprgndpQXYyI6ZTDVRuomJCZhMJvT09Iijub6+LkK1RqNR6kgJci0sLODQoUNC4Y3FYmIPtZgqbRYDhqmpKfT09GBmZkbsi+4EoNkVdOz1/qL9euyxxyQQXVpaQkdHh8wRxcQ000JTbIENe8gzRAPWBHu1GCrV1t+PCaKp99/73vck67S6uoqzZ89ibm4Og4ODIuhL4Id2W5drkbHEIIhlU6T6MjDn7zWgxGfK//MzS6VSnT0kmMTPXFxcFNFE/k0wmRl5rRVQrVbFDi0tLYk9zOfzCIVCEugT2OE5lEgk6jRturq6MDExgYmJCXR1dcHpdAqr0GKxCFhF218oFJDP53HhwgVYrVahRrPkgfdFYIUUbgaH2WwW3d3dyOVycLvdmJ2dFWYX18XExAQMBgN8Pt8le/ghB/ea0+nE9u3b0d/fD5OpVkd/4cIFsVFag0gDatVqFY899hja29uxadMmAft53uuz2mg0SrlCPp+Xa6A2Ej+XYBLXrd7v3DdMEBiNRgwODqKtrU32cTablS5POugul8u4cOEC/vEf/xEdHR3wer0YGRmRc1zbZGb6WXZ58uRJDAwM4OzZs1hcXBSfg/PHf9P/0rottIl87fDwsKxz0tHT6bToNbDWfXFxURg5RuNGu1fNgMrn8yKYTS0Dsl7J4NVsAZ49FG8lyyidTuP555+XzPz4+Dji8TgGBweRyWSQTCZhtVoRCASwtLSEpaWlOp+OZXM8J3gPZG0lk0kp2eJ1MLGmhbL1HJZKJSSTSfzlX/6lAFj05crlWhcsxhCLi4sCMpMRxbJcs9ksiSL6YRRoZUIyGo3Kd9CWs73t3Nyc6BesrKzAbrdjenoa1WoV58+fl+SZ7prB50NbSx+TbSbJQuS5z3I3ACLOmE6n63xD+taTk5MCAPNcnJqagslU05/hWfFJHpcYCL/l0dzcjCuuuAKf+tSnxEiQNg5sBMQ680CK5cMPPwyDwYDZ2VnMzMxIlqdRWIs0ovX1Wm90AgFc5DQYQG2TsHZN09S4ifjdrP9+9dVXMT4+jlgshqNHj+Lw4cPwer2i9k2hxGq1ioWFBSwvL+PkyZNSA0qnQxt8YEPYZ3l5GZOTkzh69Kh8rxZB4f0y6NSHB6+X45FHHhFl4HK51vuVBp0tzIBaYL+8vCzqwI00YJ09I/WKCCuRUWYz2fqKTiDfQwCATuYjjzxSx8ZYWVkRejbZESxd8fv9cq2komUyGbRUKtiWy8GeSIhwGA8HZgw0AML51p+l7wsAvv71r9cJCFIZmAEVEXktEMO1QueV4AbvjQGKwWBAJBKR9er3+4XSm0gkcPbsWWm9RnBgZWUF4XAYd955Zx3lnKi4xWKB3+8XQEfT74g+81CgM0TxJ4oGjYyMSIByxRVXYPfu3WhqasLx48dx+vRpoVimUinE43GpR9aU00vjgw/uhauuugpXXHGFHPp0fgHU2TWdhV5dXcVDDz0EAMKWYfac1FW+Twt+sSc5g0edza9Ual1sSD0FNgS4GBQDECd7bGwMr732GqampjA+Po433ngDhw4dEkFOYCOwXltbw8jICBYWFvDqq6/i+PHjADb0Cd6PKcSWqidOnMDbb78tjjidKgatWvSTrCUOHTB//etfrxOQTCaTEni6XC5x+KiLQhBbZx75mRzc7/xu7nlSjCm0qtXBCZbwfv/4j/+4DvBgBufYsWPSZYEgks/nq9vv/K5MJgNfqYTtS0swXKzHByBCYmzBptljAIRGq88mzdL7+te/LucMFeQzmYwAl3yfpqvy/NOtMTXLxWg0iu5EMBgURkAoFJKWjqlUCufOnZP1arFYRK8oEAjgjjvuEICdSQlm00KhkJxhBOvJ0OLZrwX09HPL5XIYHR2F0+lEMBjEZZddhiuvvBIejwdnzpzB8ePHcf78eQGI4vE4mpqaZD02rr9L4zcfzc3NuPrqq7F//34Rtz5+/LiwOjT7iP4FsHGOP/LII5ibm8PExISIXtJmEjggs6ZarQp4wL3XWNJaKBTqRF91Mof7iADU5OQkfvWrX+HEiRN455138NRTT+GZZ57BO++8I/aP37W+vi4dJQ4dOoQjR47I3uTn68CE31MsFvHOO+/g+eeflw5LLC/geidzivZIZ9c1w8tsNuOhhx6STPjp06eFqUCdAyYdCEAzQcGzSWf7p6ampMSYPha7V1QqtZa51H/ifi+VSlhYWKjz0UulEj73uc/VlePyDFhYWIDX6xVBVKfTiUAgIEE5nxdbrLaurKA7Hkc+mRQWH+2U1kyjXSJYT3ADgNhwk8lUZwu9Xq8kebgGGhl3TGQCELBBa3NxvVH7LRgMCnjT2toqoM78/DxOnjyJdDotySOycKktdPnll8uaJOO0qanWTUGLj3O/kC1YqVTEryQQq3360dFRmM21dqZ79uzBFVdcUWcLz507h2q1KgwyAkKNa/iTOhqZjr/uz0d1fKwYCBotXVtbk1Zw58+fr0OTGQwym0sH5C//8i/lsKdjoZFlZqVYv0NHmgglAPksOlTMfunXMKPMwJKBNQ0/EVluwP/23/4b+vv7sWXLFoTDYanV6u/vh9PpxJkzZ0QDQQd3zDqR6kajQ0del1PQyWV/XAIDuusA6e+dnZ04d+4c/ut//a9iXGkQ8vm8fA5rr+iYGY1G+TcPWR442hHXSC0Nf2OmEoAYEX14AjWj/N3vfrfu2fF3ZA94vV74/X7JPBGYYdnI76+uYlOlgjcNBuzI5dBvNOL7nZ0oK4YGnTnOrw5U9PUYDDX9g56eHvzVX/0VgFomxOl0ioaABk8YTDXeJ1vmsD6N7+Mcano3HXCn04lUKoVYLCZZPa5jBvjBYBCvvvoqAoGAfCfngY4FALkuPh+KTFJBlx0zuE64HkulkjBAAoEAJicncfjwYeRyObS1tUmLSoqNsn5Z19FdGh9uNDc3w+PxoKWlRfpjszaTQebCwoI4Lqy3r1ar+Ku/+itxSEiN1DaWzjMpqLSxDLqADaec/Z1pD+k0a4YN35tOp8UeHjt2DHNzcxKkVSoVnD17Ftu3b8euXbvg8/kEDNuyZQusVivOnj0r+4rfzSCR903gizYxkUjUMQ5aWlqEjs42ZCxlIq2TwX1bWxvGxsbwZ3/2Z3Vq59lsVnq8E7zhtfJM0Kr+BA60Q6BBZ81E0jW+mlmhzxZ+Dm1hoz3kXJNqD0AE5dgmcWlpCetra/jTlRWUTCacMhjw6VQKJosFP+7qkvkyGjfq/rnvec28N20PPR4Penp68L3vfQ8Gg0Fa01Htmw45gxjtFNvtdgFyaePi8bi8j9dE7Qx9FrndbqTTaYyPjwsVl6wOMlzC4TDeeOMN6W4DQABs1r5rgJtryGAwIJVKSb16oVCQZ8NWkASHU6kU2tra0NHRgYWFBbz11ltIJBKIRCLw+XxYW1vD8vJyXRei1dXVS/bwQw6uQ6vVKto/MzMzorHBwQyvLl/luvvhD38o4BSDOr33GPjT92Mwr8E0vq+R+q33Jc92YGM/soxxdnZW3lutVnHmzBmcPn0a119/vSRCDIaaIJ/L5RJ9Byaw6FPyLKcdop1heZcGqmjTyDDUa5K6LkANzB0cHMT58+eRzWbxve99DwCE+p5IJBAKhQTIaG5uFrYaAQnWvmsbSdFX+iv0axtbkjMJxjOJ98Q21tTC+Yu/+Iv3rA0Gqevr6wIaUOSXbEwK+nqMRvzp4iJGTCbMm0x4uFzGGZcLL10UFSTrlnpQ2q7rchPaKK/Xi8HBQfzgBz+A0WgU0UDaQmDDz6MoI8uzeBblcjm0trbCbrcLe4mgPdcdAVR2c2MnpqmpKWFbEChfW1tDNptFKBRCPB7HuXPnxLayPIzgKfeLBr6r1aq0cdYivUA9W4clYj09PWhvb8fs7CwOHTqEdDqNQCAAn88ndpD+KPXBfhds4UcZHPhNxseKgWAw1BRODx48iFdffVWo2UQ66STr+lM6XSaTCV/72tdQrVbFeWTmp6WlBYFAoG7zMstE40ODSidqeXlZMjOa3sVNw58xq+Hz+cRZZTaD13XfffdhdHQUb7zxBi5cuCBt+Gw2m7RE4XcSPGBQq7Nbmk3AoBPYaJVGVJH0o46ODkQiEZkzfsbevXsxMDCAf//v/32d+ArFgeh4c94pysagUrcGo0HV9D86WRTe4uEBQFgYpEdZrVbpratrgfks9X3zGfDnpKcx4KYzv8fpRKvJhP8ZDuNVpxPft1jwHZsN91zs2UuHUGcWuQ54KPO7SNvSKDNf4/F46jIPun5Q10jygLVYLFKHTKecTim1DLLZLIrFotR1kkoeiURk7jSdmxnRa6+9VoAUHuDpdFq+S1PQ+X8Kw9G55X3RyeDa1+17WN/rcrmkLRP7KbN9YCaTkX7uOlC6ND74KBQKeO6553Dw4EHEYjHpJc/nyLWsVbj59yOPPIJKpSKURQZaFotF9h/3qg4auS5pD7mHGbDpZ6rLvkgRbWpqEtolwUyWdJlMJtx77704ceIEXn75ZczNzYn98Xg82LVrFwYGBgBAQCnaQgB1TIdGe8i/2ZWCtpn7PBqNorW1ta67icvlwmc/+1ls2rQJf/qnfyp2hu9ndox9trmHuYcoRAhA5l5fF53MlZUVKS1gYMr70a3meC5QjNdgMOAP/uAPxE7we3j9GuRjSRRtNuvvHzGbcczrxeORCF612/HfrVacMBqxd3ZWnjMDAL0u+J0EQLhW+Lztdju+9rWvib1zu91yturziWuDz5Bt2pqbm+WM1WcLAAGEmVVjOzDaWtpDltfpkpuWlhbs379flPkJZrInumYCMIjk2mVGleucz470dYL3VqsV/f39yGazOHr0aF0yY25uDnNzc1JuyZpltre9ND7cKBaLePbZZ/HMM89gYmICMzMzAnzSx+E5ymdMm9PU1IQHH3wQNptNNGG4x2mrtJ3RpTuaRcTnz5Im7Y/o5AgTBRaLRQJa1v1zjQO1BMuOHTswPDyMkZEROXfNZjN2796NwcFBABC2FQEEBn3cY7Q9ZPBwBAIBsfucH7fbjUAggHA4LGeH2WxGIBDAZz7zGWzduhXNzc146KGH6oAbdjkwGo3iG+TzebFftBW0daVSScADzg+TEdPT04jFYnWtzNlphUJ/TqdThMfZacFgMOBrX/uafJ4uydBMUX4nWweSkRAKhfAnKyv46/Z2PB0K4ZcWC/6z242ufB6hi/adtp2tKrXPr20hEzNkvn31q18V/4n+86+zhVw3BOZZesCOSWRHacbz4uIiCoWCtIonaE/WKktjyZYg6N7S0oL+/n55DRM77B5DFgR9CJZG6OQC712fxyxXYdvvbDaLI0eOyBlWqVQwPz+PTCYjaySfz2NhYUESmp/0wbX5z/35qI6PHQOBmdiJiQns3r0b+/btg8FgkEXH3stms1nqvSk299d//dcwmWpCYN3d3SLoQYOn24FpihDryeg46ANBO2osndCvpyAX/5/L5eRnpJiztnZ+fh6vvfYa8vk8BgcHUa1WMT4+jrNnz4pBZqCq6ay8BjpPRKP5c6fTCQCy2ZnV0UGm2WxGOp1GPp/H2bNnsby8jO9///uC+tKI2Gw2JJNJqU/y+/3S8i8ajWJmZkbEoEiPI7VMszL4LEm9Y9aHm4XsD85To+7Dt771LWl7qbNgmiZN/QA6b9QiuKpQwI+jURgMBuzatUtUt/HKK7XShot1b3z+dEA0uMRRLpcFkDp9+jQmJibgdDqRz+cxOTkpa4NDHxR07ltaWhAKheB0OjE/Py8tETlHOrAjoEN0HoD0Jabzw0OJ4mQAcPjwYTmgeYjoPsA0+GyvQxV2rmXW3LE9kWbQrK+vI51OI51Ow+l0yuGeyWQwNzeHSCQihw6DD4IHFJS8ND744PpYWVnBu+++i97eXuzYsQPLy8siPkVnlI5gpVKRTh60O3a7XTq3kLm0vr4uz1w7MszM057pVlDMOjFY09l0gohcH9qR4xpkIEbtlYmJCWSzWVxxxRXYtGkTVldXMT4+jvPnzwugReddZ8cJntAe8Ofcx2xppZkTBEe5z+mQzc3NYWxsDOVyGd/73vfE0aZz7nK5kMlkpKWb1+tFW1sbSqUSQqEQZmZmkMlkpL84AT7dbpfXx72qA15eM9tSGo1GaSHL93/729+u02ugPeQc85ygEDABonQ6XesOs7yMp3t6YKhUsHv3bqTTacwYjbj87bfx7EWAncG51hmiLaQ95PeQEs0SJrYMm52dlbNAAyh8L+/dZrNJti2RSNSxtXhmECwlYEQQlno9q6ur0pKRNpZlApVKBW+99Zb8W2dtHQ6HXAc1ETwej2SlAQigCmy0+dMdaljewrOHekqLi4uYnJwUh54AFtkW5XJZ9sKl8cEHz7eRkRFs2rQJmzdvxurqKmZmZiT7zG4cDDopoGgymfCjH/0IbrcbnZ2d0p4VgLDmgA2BQp3M4JrUZTgGg0GYNVzztI3c006ns650IJPJCP2fAbHJZMIPf/hDVKtV/OxnP8P+/fuxe/durK6uYmRkBCdPnqzzDQkeEhzT4tnvx+6kX8d7AzYEmbk3SfmPx+M4deoU8vk8Wlpa8MMf/lAo5wAkQUblfqfTCb/fj9XVVUQiESwsLNQlmAjGcN/SXlMMnP4br1cnNoCarSaTkqw3g8GA7373uzL3uiRUs9PIqKWfZDDUykSbLoJCuaYmbNu8GYuLi2hubsZjJ07g95NJDEcidZl/BvcET/nsAYiPZbVacezYMYyMjMDhcKBYLAqjiok2bbN1uZbFYkFHRwecTmddNxr6ygR9tI1eWloS35ksCz4nzgfLBLiGjx8/DqvVKmvAarXWgT4ul0vKtQhe8BnwnNci8lojjhpYGqxnEqmtrU2SHCwpYomL2+3+gBbg4zc+7gyEjxWAoCmF3d3d6O3tlQwRM1l0FuhcLCws4Nlnn8Xs7Cy++MUv4mc/+xmsVitcLheCwSBSqZQ4pMDGAaGDXE3D1cFgU1OTGG0AkiXX9Vd0LihCRkMBbCjefv7zn8dPfvITMYhvvPEG8vk8du/ejVKpJE49DymNSPH7+XtNqapWq+JAkbnAIIAHHK/RYDAIGnvo0CF4vV7cf//9+PGPf1xHN2UJg8lUE0Mj/cvpdKKrqwvNzc1SU0uaGgDp9EDHWIMHek5ZZ0YxG14bUU6OL3/5y/j7v//7uhZndG410AJAEG+LxYK2tjZ45+dRqVbR29sLu92Orq4u6bjAA2ZpaUm6DQB4z/MkAMADLx6Po7m5GXfddReeeOIJCdZ8Pp+UAjDDwO8pl8vS/sjlcsHr9WJ2dlZEH1kGwv6+PFT5/cyuEEhhcEODzMPKaDRi3759OHbsmKxZPgPSE7km8vk8jEYjuru7kUwmxfGiKB0POV2S0dbWhr6+PlF6ZrszALLuqW7t9/sFbDAajUKtvjQ++NAOQFdXlygb33zzzchkMqLlwUyXyVRTuv7lL3+JZDKJu+66C0899ZS0ZA0EAkgkEpiYmBB72EiB1dkSBl4MXOlM6Npy/o6/pz5AU1MTOjs7sbi4KJRjghHaHlIUK5fLYceOHchms0in0+L80nnh0A46gLq1CkACXwKSfK9mMTH7zL3+/PPPw+l04oEHHsBPfvITyWQ3NTVJ5gpAnZPk8Xiwfft22Gw2nDhxQgAzziU1dni9jWUN/MNSDOorcP61DXrggQfwox/9SFTEGxkYBEsYmFCwrKWlBd3d3XBebFc7MDAAr9eL/v5+pFMpGI8eFRCRwa2eLz1H+syh/TcYDLj//vvxt3/7t2JDCN7QbvOe+B0ulwuBQAB+vx8+n0/UymkPy+VaG02W0ZXLG12LeKawTIesCZasEBhtaWnBvn378O677wrQRHtI55X3w7IytlNOp9N19pDzoYOVUCiE9vZ2xGIxdHZ2YmVlRT6Hyv281kAgIABUc3MzwuHwv5J1+N0aDJ4MBoO0M7Xb7fi93/s96YSUy+WEPk4q//PPP4+5uTmYTCbceeedeP311+F2u9He3i66QtyjDHJ/XRJEJzK4RwkQaJ+Ha4tlL7xmlj0WCgVho1SrVXzhC1/Az372M+TzeTz33HNYWFjA9ddfj0KhgGQyKetbC8cCqCvDZaJIJz8cDocAaPSXNNirmYkEP1588UVhGfC6AIg/2NnZKaWiRmNNp8nj8eCqq67Ciy++KPpT+XwegUCgzqaQwaX3sy7DYLadNoe+LJN6ZITef//9ePrpp+sSHLwPJtho41dXV5FIJGC1WtHe3g5rSwvKx4+jvb0dTqcTbW1tWFxcRNJkwvpFDSgyMgBIkM81qBkk1WpVWChGoxG33347nnjiCXlGTqdT3kMbx/OKHV/8fr+U41JsU5cUsC032XBcT7xO2kz6xgRfXS4X8vm8lOgFAgFMTEyIn28wGOpEDAm4lEo10eVsNivC4I2+If+YzWaEQiGEw2HMzc2hvb1dAD369na7Xb4vGAzK2iAA9UkfH2V2wW8yPlYAAmuyyuWy1MMyEHa73UJjpEGis8qA6X/9r/8Fh8OBtrY2dHZ2oqWlBdFoFE6nE0eOHJEgksZLO148JGgMmEnSDgQNGo0bM2E2m02UR00mk6hI8xB67rnn6ijtQK11Cw8r3fZPZ4M5+N100klfonPNrIjRaBTmAQ8JHjYtLS0Ih8NCHapUKnj22WfluxwOB4LBIGKxmDjgdG5pMCuVitRj2+12URAnwqsDDR6qGhjQ2TNeN7Nx/A4eBP/4j/9YV6vPAJoHCh1pDeiwBvYXLhceWV/Hmx4PEokELly4gJZcDnuV+COVgTUbhQEGNQr4/JkNdDgcctBzDo1GI7Zt2waDodbGke/jc6KRHBsbk3vlWjebzRgYGJDn6Pf7ZV1T1I7ZfB7YZLXwc4lIO51OZLNZrK6uwu12C/jA7AsPVtYyUgCSWR3On3b2Nb2XhwPXHUVBCYLQWWEbJTotl9qWffhBmm21WsXmzZslS000n+BMY7DHAPP555+H3W5HNBrF4OAgAoEAstksPB4Pjh49WtcZBNhoh0qnWNsrzQbiuuS+1DXDpJVznTLLq4HNf/zHf6wrg6hWqzh27JjYYLZOI6Cq7aFmZQEbNpPOlabam0wmaSnK69P3E4lExLEDIIAlyyBCoZAIf9HB8vl8Yh+BGkOL9p+0XYKpmnlAB4/2V9tmDTg32kOj0YhnnnlG9i9/xr1WqWy0IeT88n5WV1eRSqUwY7XiZr8fhUgE8Xgc09PT6J+awqjLBVx8lnQSCYLQFhDI0WuBGVuv14unn35aMrk8S7dv3y76F7rcioyopqYmjIyMoFyuieMyALJYLOjv7xdAPhAIiAPPrGS1WhWAhEEPM54MoiYmJmCz2ZDNZkWsjaB1oVCQ+S6Xa8LBCwsLcLvdIlbGtafnpBFIGxgYEJYMWwaTums0GsUeEuTlcyUD4tL4YEOXULKFtcPhEIYVBfnsdrvsCzK0+LzfeOMN9PT04LLLLkMkEkGhUEAwGMTrr7+OVColrwM2NI3o47Gch0GdLikCNlqxMoFApoDNZpMSMKrl67LUSqWCf/iHf6gD2o4fPy6f53A46tg5OunCvaqTIGRW8nW0FfSh6SdyTQO1c8bj8Yg2Av2yn//856LFFQgEEI/HsbCwIEAd6fDcE52dnTh06JCIjjNI5HysrKwI41Uz2XjuNPqtvEb6J5y3X/7yl3K/tPfaFvIM1DZ2fX0d8XgcLpcLdpsN3W43Ri+yz5aXl/Hg2hqeuOj38Tv5mVrAncw0njkMsK1WK55++mlZF/R7tm7dCqPRiHfeeUcAKgb6XM+nTp2S+2fpgM1mQ2dnp9hhv98vc8DMfblcRiaTqWMVEgTg9Y6Pj2PHjv8/e38aHGl5pYuiT05SzvOcqVkllVQjVUUVUDZQgA0UGLANibEbs93utt3tu2Pf4dxz9rln958TcSM64sS5cXfc/uGevO3Gbjcydvc2bdoYYwMGAzVSc5XmKaVUpnJUSjkoh/sj61l6U+A2eLfdBtcbUVFVUg7f937vu961nvWsZ+3BhQsXRK9hY2NDdA0IlFBQPpVKwWw2i03nWaWWKaqssmq1ikgkIn5hpVKRxCMTqozprFYrarVW955yudzGjvmwjhsMhN/iGBoawq5du1AsFqUOVl24ANoQXqBFkaWxuvfee5HP54VSTZGmcDgMALhw4YKIvtA40VjSSDF7RGecgwEfMxh05jY2NsSBZqsTlbLTbDZx22234aWXXmorQ2g0Grhw4YJs5lAoJF0WDAaDGARgq7aORlF14mu1GrLZrHyvWu9GCi8dcxpsoqBHjx7Fv/zLv4ixpuFh9k5tLVSpVJDJZNrQayrC0sFUHTMaF2bqOdTvYnDBoIUHhEajwR133IHXX39dlHwbjYYYNWbNVORfzZifLBQwUKvh4dOncdHlQm16Gr3lMr4WCgFKy0cVtODBSaCChyIPYjqUd955J55//nlxitkdgvWvZIEwU0kVYvW5870q0ED9C7/fL3PA15dKJSwvL0vwpwbyBHisViscDoesBdIGOzs7JRPKoH59fV0Ed5gJ4bNXD6iVlRW5jkQigVqthsXFRWg0GvT29iKZTMJqtYq4nE6nk57r/Dw+sxvj/Y+BgQEMDg5K9lgFC7mGuFZpH1XBwXvuuQfFYhEjIyNwOp0SGO/btw8ajQZvv/22UETpENFOAFuBKltMqRkL7gkCedxTVJOmDaNdJWBVr9dx22234Sc/+YnsL2bzXn31VaGmBwIB2RP8Lq4p1aEhOAZsscvYNovZLNoVZpb5WWqWudFo4KMf/aiAG6qNpY0ngMk9mcvl5Hro9HHf876Araw9540/UwedU9JvOX/NZhN33nknXnrpJVgsFikDaTab8jxUe7g9COro6MBfr6/jf5qagqtSwYTZDPPVq2g2GvhWKATkcm1MKzq4PCMAyP3w58z6l0ol3H777W32sFgs4sqVKxJIcx1Ri6BarYpgMJ8j75eBAIGjWq0Gj8fTVvpGxl4ikcDa2hrsdjvK5bLYIWb3jhw5ImuOQR2BJwbzFDosFAoCANB28T0EA4BWlxmOZDKJarXV8qxer6O3txepVAo2m0064+j1rW4RZHk1m80b9vDXHL29vdi1axc2NjYwPDwsGflcLicZZ5YH0K5Qd8VoNCIcDuOhhx6Cy+WC2+0WYOzw4cPQaDR46623pAWqmlRgdpzJBWqV5PN5sR0EB1mjT/+GpUgEVWlnqW/E133kIx/BT3/6UwEKGo1WCQ5ZlcFgEOVyWYJ1NbhWy864XtWyNr1e3yZOSKZTPp+XwPPdbL5Go8Ftt92GH/3oRwC22LTUQyIbitlwtUsDQVM1gUC7RJtFO0+AeHtiiaU+m5ubwoJly+mjR4/iF7/4hSRWuK+2J+lUH6rZbEoZ8f/PYsH/fvo0Zmw2nFlZweFSCRM2G5brdWiUuaU/TbCYc7hdeJDfe+utt+LHP/6x2LNqtYrLly8LEMFzgp+7ubkpQos8b1SxYp5tXEeBQKDtrK/VWh3HaGNsNlubbWNSqLu7G0NDQzhx4oRcO7+HfiH97I2NDfENWWqrMuOYuCIDrdlsIpFIoNFoiI/Y09MjzEN2giA7kkm7RqPR1iL1wzpuMBB+i2P//v0YHh6WDcihZrBVpHJzcxNra2uwWCzYsWOH1L6pgSEdgZ6eHpjNZpw7dw6pVKqtNpbOMQM6CiJWKhWhpXPTqkr2qqOj0+nEONMJ5P+npqakrpyGVKXXbmxsiPPBOjNgy3EDtqjGdOToiBJxVCmd3PQqpY0GFNiqJbx48aIcBjwAgS3RP9JRCSZMTk6KUVKpXARwqPxNpJwHnMr44CDQQVCDyC7fPz09Lc9YDXDVkhMVlQYg81cqlfCMwYCrwSB6s1lM2O342eAgNNUqTNdLKPgc1TXFz2TwQfSUJRKNRgPnzp2T58Z1yM4UdBSY+djOJFGDdDrgbBXHw0BVW6bIIZFaBg2cK61WK1mNS5cuiSov51Clm9Pp8Hg8okhM6q3qzNORoPAlMxrT09NoNFoaE93d3VKSwes2Go2YnZ2VDBADWfX53Bjvbxw4cADDw8PizABoO9C3Z20IstEekq7OelGuW7fbLQHWuXPn2jRNaAtYZkMadkdHBywWiwBOKuOAwINGo5GAjcKotEGqfZyampI1zyBZdT6ZXaYQLj+bQSaANvaSqolAR1KdF4IuvBbV+ebn0R7qdDoJYln+Q2eOoqlc1+fOnZMzRrWHBO4Y1KosHxXw2W4PVdCa5XLUvyAbT+2CwcHPU7NDAGQvbmxs4P80m/GxcBiu1VW84vej7vFAf91R5BxuB9V5VqkCmGxvRiCd2VLV6aaeALVmyBKkPeRZsP26aQ8Z7K+vr8PpdMr9WiwWKV0kAEQmFG055+natWvweDxS+ki1cwo9cu7ZJpLnv+rUEqizWCzIZrOypgBgcnIStVpLVZ50aGaLWdu+sLAg16wCezfG+x/79+/H6Oio/L9cLkvyiDaCYpt8BhS7HBoaws0334yuri5hV/GPzWaTtpBvvfUWEomEJJ5ow9iqUa/XIxAISElnNpsVUIBBIW0Z7Qez0w6Hoy0hQZYj/SpgK3hXRRbJLmK5JW0hgQO1dEG1hUzIbM8gsyONKobKda0mZWq1Gi5duiSMIZYRlEolZDIZuN3uNir7yy+/LIAI7QeZQqTU89p53wR46WNwDhwOh3R0UJlu8/PzaDabuHz5sohKqj4usJXxVUFHgkic89VaDX+7bx88q6uAyYQf7tyJTKkEsyIsyM/YXr7C503At9lsig91/vx5AdJVQJXnAYNylYXKzwQg5y990HQ6LWub7yNri/aGbE8yUVkyooI8CwsLworb2NiQc4lABW2n1+sVkWDV56ZvwXtWQdBms4nZ2VnxPcj4djgcAkqbTCaxhSxn3M7E+bCO3xYDIRaLuQE8A6AXwCyA2NjYWHbba7oA/B2AIIAGgL8aGxv7r//a536gntCOHTvaMi80Zio1TM12cdx8883w+Xyw2+1SR8TB+ptGo4FQKCSBUS6XQ6PRwMDAAMLhMK5cuYLl5WWhHXIjms1mJJPJNuVROndqyxTS3OkkUsyqWCwiEolgeXlZQAkaffWgyOVyWFtbE9VcVbAH2Mpc8d7VbD+NG7NfvG8AknXmIJqu0+mkrt3tdkuWmgBBpVKBz+cT8TA662qGSz3wSOPkd5Nmp9anUkWW9C32sWVWiXOs1+vR09PT1gZHzTQSRADajRsdbNbOTiYSuHh9Ht2VCkKhEKLRKBYXFyUQUlFlHszM3PF3NIS1Wg19fX1YW1tDJpNpW4fVahWlUkkcXoImaiaLAbnX6xUnu1arieNJJWKtVitsD6ojk+rL4MZsNgtFjGuW12+xWODxeMTBIri0vr4u3SoI0lmtVgFuCD6srKy0sTRSqZSsLwYIXV1d6OzshMfjgcPhQC6Xg8vlamtpyuzBjfHrjaGhISmlUoMedV2pzBkGpYcOHUJfXx8CgYBkrbgX6ThbLBbs3btXsgx83rt27UI4HMbZs2cRj8eh0Wik1SIAabm3HRjg2mZASseJa5ICTfV6HZFIBIlEQl7LrLBKd2dWxePxyP4E2ntyA1ugHO9NLQsgpVxlE6mOEc8Sgod9fX3I5/PweDyyN4Et8TGXy4VsNtsGOqhAjmrXGcDwWhm40PaxHReDcwByraSX0j4NDg7i2rVrbdRU1UEG2rtQqM54pVKREovXp6cl8I9eX1/VahWzs7PSGYK2m+/nv8k6YOaUzLH+/n4UCgXk8/m2Oc3n89Dr9fB6vQLEqMCyag95ztBukOrKYEejaYmFhcNhKd1h+0aexawV5vPi9QItsS632y2tHLlu6QsQ2OB5b7fbpa6+Wq1iYWFB5p6sA9pmAKIebzQaYbVapWzBbrcLe4Wsvt8Hp/k3MYaGhtqAaQZTfAbcW3xu3JtHjhzB3r174XK52gJK9T0mkwn79+/H2tqaBFT1el26ILz22muYmpoC0NqjNptNOgXE43HJHANb+4T7vFKpCJBAFk6pVBJQFwCi0ShWVlYkcaHaKKAF5q+vr0tZrArWqcE/bTj3qZo8Uv06loNwHjkfKthgMBgwODgoAb8qpEc/M5fLwWg0ShZb3RO0xbXrCRsCuwyaCby63W74fD7JTvP66ROZzWbpXAW0kmrDw8PC/lLtPb9XZVGotpDX3mg0BIRoNpuIlsuIRqOIRCKYn59H7jori3uaQTwTP/xcVeOC5we7c6jMB4I7LpdLrod+Jj+3Xq/DZDLB7/cjnU5LORzbB3MdARB9KdWXVBOB7LQBtPw3ts5kKZjP5xPbBmx1qmBClj8jeEpQn+ARbW+j0UA2m5VnWq+3SiroG1JkM5fLiVAtAZDNzc0bIor/tuM/A3hpbGzsz2Ox2H++/v//ZdtragD+H2NjY2disZgNwOlYLPbi2NjY5V/2oR+o00qlXQNb5Qp0LFXqFg2Vx+MRmiPrluiMqrR6vj8UCkk7MpvNhsHBQbjdbjFobDFDFJQ0Mo2mXXSEzpXaGoWOKo06A1CKmdBZofOnUk5V5JHIN6nhRBhJjVdRahpjHnr8fBpzNfAG0OakVyoVeL3etuymyWSSA4vBPluKNRpbYl+NRuMdtcnqwcbDyGAwYGRkBMFgEHNzc5ibmxNhl8HBQbmHc+fOCT2emR31WmmkVTaKSjVW0dxCoSD3z7moVCqYm5uDxWJBJBKBz+eT9kGqkSaQwECgu7sbwWAQ58+fR71el7ZiavDA6wEg1EY6AdsNCGvSKda1trYGv98Pv98vpQWG68roXLfMeKRSKRQKBbjdbtkXpAXTUXW5XHIwMLDkcDgcsiYockSHaWZmRl6r0Wjg9XrlkHa5XIL20wnWaDQi3EkGTSAQQDabRTqdhsFggNvtFl2HG+P9D2ZaVao+g306H3xmDFKHhoYk48JAUy374s+AlpOwc+dOcVj8fj8OHjwoNqFSafWtn5ychM/nE+YK19x2OjYZUGazWcqOyCJStRvW19ff1R7yMxqNhlCRNzY2xP7QAaRt5z1vZyip90v2ALN+DH4BvON9tIc8W8giW11dRaPRgMvlEvBOq9XKtfH1qj3cbhc4FwaDAbt370YgEMDc3BxmZmYEMGVnHqCV2Y/H4wDQJtDIa303e6iCSNvtoco+I7U+l8vB6/VicHAQxWJRgCEKvakikFyH0WgUwWAQ586dE6CAwAC/Ww1IKLaqAmBkhgCtlsHRaBRnz56VLJrX6xWQgLRwFWQym81wuVzirLvdbjn/WbJFoMTj8UhAxPOE5y7rs4EWMOB2uyURMDc3J6AIP4cZUVKFGRhwb7IEpFKpSHeaQqGAlZUVAcxdLtd72fo3xrZBO8I1wAy1CmqpSR6bzYaDBw/KPtieeFEH7eWePXuwvLwstOujR48iFAoBgIjDTU9Pw+FwwG63i8bGdlvI9arTtToKqCKALGdUW4YyMFSvH9hK0Kh7mb4x7RyBevqi/BwyGWk3VZCMSTr6xzxPyAZV2V5qOS1LN/gdBBw5p2QC0Xdl8o7fQbCUfiK7sQQCAUxMTIgt9Hg82LNnj1zvyZMnMTMzI74hWwfyuat2T7U96jzSPrCDAf1KnU6H1dVVZDIZuFwuRKNRhEIh6XIEbMUOKmu42WwKoHnu3DkpC+E1qmADz2oCjWqJgQoqe71ehEIhrK6uCovG5/MhEolIOR+BC7I9KOibz+dRLBbbgAOyE3Q6HQqFgpSAELAAttiwHo9HGGvlcll8PgBIpVIS+9TrdQFjmbhSWcI8b8lIqFarSCQSCAaDyOVyojVitVp/L2zhu9mb39B4GMCd1//9TQAvYxuAMDY2tgxg+fq/12Kx2BUAEQAfDgCBNEIG09x83Ih0wui8sdc8HRJmDtg+CYAgsVS+tdlsGBgYQKlUQjgchtVqRbVahcfjwcjIiDiUdF7ozKo0W2YR6OCqP2MJBbNvpO3w+rlhga1SAn4+jQmd6u7ubqytrYlBcTgckuVIJpNy0AEQMTCVzslDS82m0wA3m03J3jBA4YHm8XgkACe6rLbj4wGgZi4ZPHAO6LRzPpLJJJaXlyVzkMvlMDs7KwcZmQ5EtzkfqhquirCrwjb8TgIoNNgMAOjg2mw2qXf1eDzo7+9HpVJBIpFoW190InU6Hebn5+V6gJYBJVKuBufq81UDG4oWMYAJBALSg3lhYUEcWrvdjmAwKNfDbCTplDzsqIyr0+ngcrnQ3d0t9MjNzU14vV5xlFlOwcyKy+VCs9nE5OQkKpUKkskkAIjhV4NOAmJ0kMiA4HUWi0Vx8ufn56HVauV58v5ZUnRj/HqD1Eiyobg2gS0xQTof3Gfc46Qqck1yb6prdnNzEz6fD8PDwyiXy9i1axf8fj90Oh1GR0dRqVRw+vRpKV2h3gEdE64zOrikRJLqyAyhGtDZbDYYjcZ3tYfcp2StMJtEW0p7SEox7aHRaEQqlUK1WoXX64VGoxGnXNUcoP2gPaRTTmeXdF1el1rSQceHmTxV+JbOk8r04nzwfmjLaGOLxSJSqVRbYJFMJuWamI3kWca5JmCsPkteE20+75v2sNFoiMNKUJXMp0QigdXVVYTDYYyMjIi+AM9erjnaoNnZWbETDDrYNUMFMwDI+lQ1eQg0kE0VCoXg8XgQDAaxsLAgwJDf7xdNoeXlZXGMCcZzkDXFUhuWE3D/+P1+eS5kBqytrYnQscViwcTEhKwrrmtqEzHo4XnDtUmmmM1mQyAQQKlUgsvlwvr6OpaWlgBAAHGerTab7UYbx19z0M/ifuO5wkCK56jZbIbb7W5LevB3/MOh7h+tVgu/34+9e/eiUqlgz549CIfD0Gq12L17N0qlEn72s5+JhlA6nRZbyP2vJrZ4hgJbgTWDcnZOIq2c96TaaPpFDBY56HP19fVJd6harSYCkna7XZi0gUAAjUarNp12g/4esMXS4r/JNOB9qYkgvs5oNLY9C2apuc55ffQP1WQZsBWwMklChmM8Hpd9ms1mMTs7K7ZfTQipACkBCtpQ1e5sv0/OMc9N9Uys1Vrigul0Gul0GsFgEP39/SiVSlhcXASwJRCrAoaTk5Ntoqiqb8gAncE0//A8oc/FeyFrwOv1oqenR2IPtgAnS2Bubk78gbW1tTZbmM/nBfBlu2EKarNdLRkFZLmRVeDxeNDR0SGg7NraWlvHGj5/9br5vMkSs9vtcLvdKBaLCIfDWF9fx8LCgpSf8FrJkv19YKf+FhkIgesAAcbGxpZjsZj/X3txLBbrBXATgLf+tdd9oACEkydPYmRkRCadm47Gg85HoVDA6uqqtBKk8aLzS9o8DxcGP2zv4/F4MDQ0JI4GjSSF6Biw8zq8Xi9MJhMuXbrUlsHYrjBPR0ntt8qgS0Vq6bDSmDLgVdtEsh6UtW80xE6nUxDAUCjUphROY6TVapHP59v0GaiECmy17KEx4XsBCJU+Go3C5XKJM0nUUKVnqawQfi7vhw44AMzMzAhdl/PH7DsNJZ1bBtos5aCxVA8tNWvIrKwK4KgOhfoeHgL5fB6JRALZbBY9PT3o7+/HysoKCoWCoMQqeKIaUjqyfJYqykxDq4qpMXt40003ifBardZSamernbm5OQBoc5Lr9Tq8Xq90ZOjo6BBqGJ3vUqmEbDYrLdHS6bQwAAhiFYtFUSYul8tIp9OigEvH32w2w+fzYXp6Gs1mE06ns21NFAqFtuBLq21pVLCcotlsSh29y+WCw+GQLPONLgy//jh//jz6+vqkv7Ma7HK9k2Kpsq7ojNJuqIeY6nDRqezv70ej0UB/f3/bPopEIpiZmcHKykpbyYTL5YLBYBAlfYJb6rPmfmaJg5oBc7lc8jsAkiXhffBnDLyZ1c1ms5J14vvdbjfcbjeq1SqcTie6urqwsLAAAAIE0NlikE0gQC3/AtDmDPJMaDQaWF9fR19fH9xut7AC1BpT1YZvn1uVYUYnbGJiAtlsVuwK0MqA8zyjk0oKbSQSQTweb9MQUEscyHQiEKPeN4Nw1cGm/WYgVigUMDk5CZvNhh07dmBoaAiLi4tYXFyUWlWV0cHuLRqNRnQh+Ln8m/aQ88QOIuyEtG/fPqHlNptNYTxtbGxIxp4dhajHQXtIAIpChaRkE8xwu93wer0SEFAVnt/H0q5IJCJgQmdnJ1ZWVuT8DgaDmJ6eBgDpCsLzk1RcZpINBgMmJyexa9cucapJu2YLX3YkUYWZb4z3Ps6ePYuBgQHJkPJ857omHT4QCIjOCJ/ZuwEHBMr5b/5/aGgIjUYDg4ODsnf1+lZL2kAggPn5+bbSJjKzLly4IDaAYtuq38ZzUhV55B53uVzi5xAMU0sZVGCCdmtpaUnKDxmUulwuKRny+/3YuXOn6LoAWz4LkzUq24DrUi3voD1U93exWJTOM2RW0O+jHpdanku7zr8JpDCxNz4+LuKV/F6WGDNQpR2z2WxS8rC4uNgmVL29xJnvI2uAdl5lXKhlCGR35PN5zM7OIplMYufOnRgeHkYymUQ8Hkc2m5V74mer5xrr/jlnqk0G3plYo1jhgQMHsL6+jkwmI/6n2+3GxsaGgJHUkOC8RCIRAZcNBoOwIWgPq9WqlJUSiF5eXkYmkxHhStpDrjMmK81ms4gkms1mEeeu1+siFs7zR9WOIxBC35CsLz5fl8slIrPUxrkxWiMWi30JwJeUH/3V2NjYX217zU/Q0i/YPv639/ldVgDfA/B/HRsb+1dVfT9QAMLy8jIOHDjQRv8k9ZGZg2az1daOTifV3xkkEjjg74GtoJIGk84DP5dOsNPpxN69ezE5OYm5uTkx8sPDw1hdXQWwZcCJYqr9aqmOz+wrHbz5+XkAkGyhGnRS9JAHDAXEdDqdODd6vV6yFy6XC/Pz8yKYsrCwgPX1dVitVjEg7ORABwfYykjxYK1Wq4jH42JwyPqgOi81GaiWS0eTyr1EcEkFAyBzSAPLeVdRWABtdENgC62lZsT6+jomJyfbKHIM5FWjzHuiQeMz4XMimMJDbWNjA6FQqK2+9sqVKwgGgwiFQjCbzbh48SLy+bw8w2q12uZkzMzMiMNOSnSj0ZCevyqIQrCK5SCkxaVSKXE+MpkM8vm81NmqlGuyAiiYQweDAACdac4zASEGW81mU0Agi8WCTCYjNZsMfMrlMiwWC1ZXV+WZUEeCmTdmJQwGgxwYZD1wzfMgqlQqcs+pVOpGze//wJidncWuXbskq0NHiGABxU4BtAWtwJadUjP8wJYQrQquWa1WjI6OStBJhzEUCuHIkSM4e/Ys5ufnpbxMtYdqMAps1Z+z9pXiomx9ptFo2vpdq5RdYKuMjbaF/9bpdOLU6PV66ffudDqxuLiIYrEIu92OyclJFAqFNtCW2WI1c6nS8mk/FhcXZe+xjWoul5PvZokR6bOkjfLz1LpmPiuHwyH2nkEBgW3VrnBuGZjSuS0UCrh69aqwotTr52dx8B4BiMiYWh7Cc5IOdOW6LgxtYzabxZkzZ9DV1YVwOAybzSadi4xG4zsC4EajgenpaTk/CZDU6/W24EalDFNRXqvVIpfLIZfLIZVKoVarwe/3I5lMYmFhQUBsZjF5hhiNRgGNGHSVSiURK6RTTYC80WgIm5CsC7agW11dxdzcXBuzrVgswmq1ikAez3oGfgwaarVam/gykxG0hxTEXV9fR3d3N9bX14VhcmO8/7G0tITdu3eLTWFQSsCNOkuq0KrqA6h+A/emune4D00mE/bs2dNmkzQaDSKRCO6++2784he/wLVr1yTQ27lzp9hCPlvaV/qjwFZnK5aocpBxSN8Q2EqcbfevaEsptM0SU7Jc3W435ubmREj31KlTSKfT0jmCZTYqiKz6oirjq1arIZPJiFAfbWGxWEQmkxE2GssoSU/nXlV9b54rBOIIiKhgA5+Fer7xD+1xOp0W9iw1Vujf0Z6qz1kFvVWxaNpi9eyqVCro7u4We7G+vo6zZ88iGAyKaPSFCxdEm4pJQhVonpmZkWfPZ0ntA543tGNkxDJZmEqlkM1mhQXl8XhkbVSrVQSDwTYWGW2ew+GAzWaTOIIC4R0dHZJ4stls0kKWSYhGoyEJLJPJ1MYWINhJFhavgWc6GWgsceOzI/uKpbLUDSPAQ0CViTR1/31Yx3tlIFwHC/7qV7zmnl/2u1gsthKLxULX2QchAMlf8joDWuDBt8fGxr7/q67rA+W9BwIBQRRzuRzi8bjQxdbW1uB0OjEyMtJGoVEppy6XS34HbNX7U+yQgSszUWqrKQ673Y7BwUE0Gg0sLS0JhWh2dlao7DSQ3LAsVSCdttlsShBPhzuZTIqzQSNjMpngdrslKCd1lQciFbTpRIfDYVQqFdFvoBECtsAWBtScCx62DGpJTwKAwcFBrKysyIans7m+vt4GFpB9AEDqmlTamFpu4nK5JENEo8Z2Oyqlj8EDAyOV8qfRaDA8PIx4PC5BAI3RdpocaXjbywpoqPkeOuU8rNVuF2zhZbFYcODAAcm+5XI5YbPw8/bt2yeMD7Ix6vVWGy9mKFnzrWY4rly5Iq/n92cyGRgMBkQiEdTrddjtdszOzmJ+fh49PT0AIA5oZ2cnVldXJetHxJiHcyQSweLiIoxGowAgdGTV7CH3DGmBTqdTHGcau83NTbhcrjbmAdcQ95fL5RKaWzAYFLBJr28p+AeDQUxNTbXVhd8Y72+Ew2FpAbW+vo6VlRX5m2U4H/nIR9rAAJV6zmwdsFViozqL6mCmGtgSntXr9ejr65OM3sLCAsxms4hNkZrLNV2v16UdFAN4BpWsvbRarRgaGsLKykpbyzyCwVx3dCTpeLMVGXU3yISgSJTRaJR2frQrqrPK+k86lZwr0jgbjQaGhoaE9cWzYXJyUhxKKv7rdDqxv8xGq8CMGiSSfqqyATKZTJuIFRkltKsqU63ZbAojgJ/NeVBr/tUsIc9QPncAbY6r6qQvLy+3OaWNRkM6w1itVhw+fBgzMzNYWloSp51gM9BSx2eWjGdhvV7HwMAA3G43Zmdn21gzLHt4++23pR6ZFOlcLifss2azCYvFgvHxcSSTSQwODiIej6NaraK7uxs6nU7sIZW9Vb2MaDQqwsV0ktWMLueXwAD1DVwul7AceUbRWeeccT65fhqNhtQME5QhaGE0GoXSOz093VbmcmO89xGNRmGxWMQeqG008/k8otGo+G0A2va4ymjl3qIt5PNU7SH3IrBlC8nU4jqamJiA0WhEd3c35ubmxE4DW74YbaHFYpGsOxmTBP+ZoBofH5f1pdFopG0hxQcZrLGci+c7gWSHwyGBGX0bZnzVUkqKllLVXwVV6H/yHvbs2YNEIiF7hHuZviHLvtjdIJ1OS0DJ+1DnhMw1MjEqlYqAiLR9BIbUvUa/ledgNBrFxMSEzAOTgCprg3aU5wLnUGWeABAQluUKfC70ldbX1yUBs3v3biwtLSEej4s2iwpY7dmzR4SH1TgkGAzC5XJhfHxcEo6MJarVKi5duiSlWfxD34620OVyYWpqCgsLC+jq6hJ7NzAwIMk9sqw5T1xfJpMJHo+njW3FDlxqMo9nB9kFPp9P1ivPGSaX1MH9QWDCarUK89bv97eVeRcKBfj9fszPz/9esLF+iyUMPwDwFIA/v/73f9/+glgspgHwtwCujI2N/X/ey4d+oACE+fl5Uceng8ngkrT8YDAoSBqw5XyVSiVp8wJs1ZGpi1vNdDNgJqWGBoHZFKvVCrvdLo7n8vJyW60aa3vpOHLDU5Gc32c2m3H+/Pm2w0ylv6+srKBYLCIYDIqR314fRQOaSqWwubkp7bEqlQrsdrvU9qtGgNdI0UOyHMh0qNfrOHHiBKLRqByYzKqwRRENCx1kHlI8IBOJhGTJAQhFnrRqBiEqikwDDqBNa4CGnADBq6++KkaOBpdzwXtgMK0q1PJzCG7wmfG9PEioM2G329HZ2Yn5+XkRxLTZbBgaGkIikRB1YDqmL7/8sqwxHh5kffAZdHZ2yvUAkAy9Sunl4U3HU6fTYXx8XOZ9cnJSxDSz2SwikQg8Ho841haLRVD/er0l+kVEHWjVEdZqNfm8cDiMxcVFlMtlyZZqta26z4WFBRFJ5LPVard6Fas/o4PAoMFgMGBubk6yK2TOMDvOPXdjvP+RSCTw4osvYnNzE0tLS6IODbTmnfstFArJfqDNAyCOE7DVvYXPjzZ1+14BtsQ3+VlWq1UyB9xvDDzplDJQ42dRnTkQCIg9o8N58eLFNmaKyprIZDJYW1uDz+eTTDWdcbU1WaFQEDFc2ga1/SyBTjpkPCcYQG6nCtfrdbz55psSJDALR8V1FexwOp3o6OiA3+8XO81yJ9pnzn8ul5OsIbNezDaSTUB7xufF58Bn+otf/EKem9rFhs+HbASgpTGhll2pQAqdc5WVwHNU1VUhJZ9ngcPhgMPhwMLCgpRHkaH005/+tO05ErApl8uYm5uTjJWq3E3gBYDYdtpkm80mFPXp6Wnp6nLx4kUBy/V6PaLRqNB6HQ4HTCYTxsfHkU6nUavVEI/H2wBcApzUz2DHJp7bBIaoxUCAhntBrV3mngIg9nFpaUn2HxmSPJcoYKaC1jfG+xvz8/NYvd5mL5FIyDyyDIDswNHR0bYAUR20iyq9ncma7e/hWuVr+TdBTr/fD7vdjnK5jPn5eXkt7Q07QdA2GAwGeDwe8am4h3Q6Hc6fPy++Ie2iTqcT0WSfzye+EUEEnt9Ay49aWVmRz2TQR/+G4FijsVWDr65ltSsEg/9qtYrx8XEEg0FJaplMpjY1fTURRj0Dvn92dlbum9/F7L3KUAW2GMLAFqNNFaqm/eJ9vfLKKxL8qloInDc+C3ZyUFmktJPqZ6qlX43GltgjM/uzs7NSTmu324WBt7S0JN3WALTZQsYHZCml02kUi0XRVVETlyxZZatJXi/bogPAlStXkM1mUalUMDk5KYyS5eVl9Pf3S4cOtv5WNV06OjqQSqUkiUobSFseCoUwMzODXC4Hk8kkmhYulwvJZFLYbPTVKTquziHnr1qtil4QtYPIGmJykmv53fboh238FgGEPwcwFovFvghgHsBjABCLxcIA/mZsbOw4gKMAngRwIRaLvX39ff+vsbGx53/Zh36gAISlpSXJtABbjhUdwXw+j6tXr+Lmm2+WzaAage7ubszOzrYdFKRqqowFBkYAZMMxu0qKODN9er0eqVRKHEo6n9vbn/Hvzc1NqS3nddxzzz34l3/5FwmOKSLCDK5Go5GAj5le9mrl5zKbz9ebzWapMyLdlQcAUVQiszyw6IC7XC5sbGzgnnvuwfnz52VuCJ7wQKZDVC6XMTU1JcaZwj502lUjQtVttd4LQNu9qaABAHG+ga0a7YcffhjPPvusZPvIQiBarKLwBH94cKjPY3vGlXVcBFWYVVQzAlRKdjgcsFgsokK7ubmJJ554At/97nflQAYghpEHKg9RtQUmgxKi01Rn5rUDkEwn74E1bKwL7uvrg91ux+rqKlZXV8UJZs3u1atX4XA4JLBjGQYdWrWHL59fIpGQe+BzIbuBokWdnZ1Sh6xmZ+bm5trYGQyS9Hq90MZviIb9+mNiYuIdFHU+J41Gg1QqhdOnT+PYsWMiyKVS5clg4mDWTS1roI3kv9W/aV9ZZrOysgKj0YjTp09LNl91xlW2i0qTZ+kBgYK77roLL7zwgjiWBkOrrSH7htfr9XfYQzotHAaDQUACs9kstZkEvhjE0zFTs/JkPHBtu1wuFItF3HPPPbhy5YrMM+9NzTIxQLx69apkHUmlV7tmEEBNJBJoNpsCqvJMIx2f/1btJB14Ps8HH3wQ3/rWtwQ0sFgswkKgIw9sibXRzvD5baco8z54rXS0WXtM283PY+0vWyUTVK3VanjiiSfwzDPPtNlbg8EgInMEV9XPZgmWCpjTHtJ5pl4CyxabzSbS6bR0SshkMiIgm0wmpVVYPB6HyWQSZXe19AtAG3hLu8Z10tHRgWQyKc+EwPP2zJuabeOZvr6+junpabGBBB1oD8m24Lq8Md7fULUH6OOoFPRsNos333wTfr9f9JM4uH5UgB2AZKi3lyvw+RcKBZTLZenMQgZjOp2Wc/Pll1+W9c39Rh9y+6jXt5T6eebbbDbcd999IoZI35ClGRqNRsBLgrXMkNMmsdyRSSKyvwBIVprfT30mMjoJHBIwcTqdKBaL6OjowOjoqOjOMJinLaSvUCwWRWeho6MDdrtdQBn6x3w9yyo53ypgTTvPPUVfVg36adMefPBBfPe73xWdFPqGLB9iIkwt/VP/zWtQS6v47KgtRd+Q5yXnM5fLIZvNChOP7OharYbPfvazeOaZZ2Rt8R6ZFOU1AS1fj4AQbRL/pq+onnfswsA5WV9fl9KD5eVljI6Owu12Y2lpSVh02WwWNpsNuVwOfX19ktzjPVMgm/uJsRZBpkQiIcG/WmpYLpcFAOd8bk8MLi4uSgJTLQHjdwLtmkMf1rGd4f6bGmNjY2kAd7/Lz5cAHL/+79cAvC9EQ/NBQnn27NnTpBGlg6fWGdE5HBgYwODgoNBVaQB4r0QE1XtnQEUHnIq1NAzlchmpVAqzs7OYm5tDMpls2+TMwvLAIhrK/wMtB46OsMPhEJqXWpMFQIw4HcvV1VUJ8tWNSUNI5NtgMIhx6O/vF6OusgoYKLLejcKAWq1WxPEYIGo0rXZ9zLplMhmpB5uYmJBAd2BgAMvLy1haWpKuALxPBo6cVzqFrM3nc2R2jgg0Dwk+IwbS/Lk6FzyUeFCTBaLW+6oHDrDVFULtAsDXsC86HW2WFKglL8xKcQ1SM4EOADsMEMTw+/0CQnGOVMYLASCKhTGTqLZlYrs1g8EgJR90RJ1OJ2655RZYLBbk83kpo6BjGggEpDVOs9lEKpWCVqsV3QMqzLN+kc4JgykewnQMeDDo9Xo4HA75PO4rBlicY7Il1FIiZmm//vWv/9Zg2A/T2LVrV3N75lilZ9Km3XTTTdi9e7eIyALvVBhXnTD+jvZIHdwDzWarD/bCwgLOnz+P+fl5rK+vy5qhs6ECaWppEQBx8NbW1uBwOISmyWvk91ssFgElTSYTVldXZU9zP9AO876ZvctkMrDb7RgYGHhHvTxtM+3QxsaG7D29Xg+n0ykZKu7HYDCIHTt2oLOzUxhfpVJJ7KHVasXAwAAWFhaQSqUkA2WxWAT0IKhGm86sDe0J54q/47mmUjrVDCuDe9ok7i814FZZCCzxULPlfK+qXK6yFug00x4yaADQBiTyrGE3G7UOm0EEs1osBSDbg/aeZ0Ol0mqbSUFJBnTAlj0kEEObxevxeDy44447JNs7NzcnKuIGgwF+vx82mw02mw3NZlP0B9LptAjQAZBnTHvIs12j0YjDzmvgdTmdTiSTyTZ2JNc874FaDDqdTuqZmYX+xje+ccMevs8xMjLSpD3g8+H65fml1+uxa9cuHD58GP39/W1rHWgv8QLemVwAIAAA9zYByHA4jOXlZbz++uvS4pNnJrDlW/CaVPYK1xBrzvk3mVtMOKh7g34VfTLuTdU35LqkLWQJ0NDQUBuLENhiXXDNVioVrK2tIZ/Pw2AwwOFwiI/LZEEgEMCePXvQ2dmJ5eVlsWdTU1NSLjY0NISFhQUsLi5KzbzJZEKhUBA2FlljtCf0eTjfPEv4DHlecS+yfIFJQ5XZwLbV1BwhGKH6lrTx2/eoynzja61Wq9hC2nAC3QDk/OLfXANra2tSBmq1WgUI2tzclE5pFNCmLaRN5bkeDofFFlI8m8+L661er7eVv+n1LX20j33sY3IGLSwsiM9NbRCyqSuVivyeZeKMLQiecr3wbGGsw3iDgEGz2ZTznT4JOzSpcQATnQaDQZgSWq0WPp8Pf/M3f/OhtoWvv/76ewrAjx49+js5D78d+OPfaNCQ01Axg0XaFgXdrl27hhMnToiQDQ+GkZGRtsXOxU9BER72Xq8XHo+nTUXeaDTC5/OJA6U6DTQ0Kg1er9cjEokgFArB5/OJqj4zSCqN8fOf/3wbfbVWq0kWeXFxUe6jXm91QKCQIO+XdCqil6Tx8froABM8YEkFuxzQ8FLlGmgZ8UcffRSFQkGulU53Z2cn+vr6EAy2BD+ZteahSJSXz4wOuxqs8HnxQKYjbzKZpOyC4o1E1s1mM2w2G5xOJ77yla9IMEO0XAVx+Nmsq6ZzzM/iAQO0BzakCtM4chDxpbNPBJ011yaTCV1dXfizP/szKeVgfWIwGBSaIe+byD+/lw6y2+1GR0cHgsEgHA6HHCR83pubmxgeHobf72+rm+S6T6fTmJychNFoFHGbzc1NHD16VA5cBvpXr14VkU22a/N4PAiHw20ZCrI8VPoasHXwrq6uts2fSu9k5pkBDeeXgc7AwMBvwlT8XgwGJrSHLAWgPeT6PHnyJH76059K+y4e5gyeVKBApaiq7AM1k82fc92wbGk7w0eli+r1eoRCIQSDQbGtdKDIxqE9e/LJJ9ucWWanMpkM5ufnhRVUq9WEDcZAlE6MzWYTm8Dr5H2w44jKzKIoLLPfzWZTmEbsEvCpT31K7CFtnVarhcPhQH9/P0KhkJwvwJZgHoNblbWlBia1Wk3YRjwTaA+pNUDdBWo9EIy22+340z/9U7lmBtO8d+5L2jjVOVbPHNpHzhGvTbWv6hqh3QMgzmytVsP6+rpoDQwMDODP/uzPYDKZhD1iMpnQ09MjYrW0XQx06ICypIEq9mQ38D181s1mE6Ojo/B4PG2JhY2NDVy9ehVra2tS7jU/Py/ze+uttwoIzfNvYmJChGyXl5dRLBYRiUQQjUYlqOHzs9vtQinm4GenUqk2xgVBau4h2sNyuSxOPx35nTt3/pvZh9+nQR+P/hXPHtpB2sSLFy/i+eefx/j4eJs2CPBOwEC1ZSoDZ2FhQZJHDBDn5+cxMTEh2VcCGAx4ubeAlm/V29uLnp4e+P1+OBwO2O12Ae3ob/Gan3rqqTa2JsshWWtPG0Ywk+U13Cvqmc3sL+9vu3YCfVMGvFzfZBTRDyuVSrj77ruFwq6WBfT09CAcDsvZQsFw+gLcG2T70gbxvFD9R9pZ2mDaQrLGuB/NZjOsViucTif+5E/+RNYAbSqfo3reMcHDc4afRUCZ18P30hbyHCQIoTJk6RvSz2Gpajgcxn/5L/9FyloIrPb19aG3t1e+j+uPgCsAyfq73W4pwSMTgvaE9zQ0NCSJAt5HpVLBhQsXsLq6imvXrsFkMiGRSEjZVi6Xw759++R86OzsxOzsLNLpNICWf18qldDX14doNCpriewLAqEqE09l6fBMpi3kvLL0kLaQ64NJqeHh4f8Bi/DBGJyXX/Xnd3V8oEoYgHYKmfpvOrX82erqKk6fPo3Dhw/D4XCgUqlgampKDDnpVtsNOzenmk0FIIt6//79InqztLQk6BqNEOlj3Fg8TDo7OxGJRDAxMQFgSwBrc3MTX/va10RJn0g1N5qqZUBHU0XM+Xqg1U6SteysfQ8Gg3KYqUGwmmXi73ngdna2elJ/5zvfEQomN/zKygrq9ZYo4ObmpgSedHYZxPBA4tieFSBtiXPEujkeKGpGSS27oLP3rW99S66JP6MRBiDOPQ8pOmp0ztWfqZRkfo7BYMDGxoYcMKx7U9utEUltNBpC6/vhD3+IW265BYuLi5ifn0cqlZK2YKQV0wFXKVtms1m+l1kztkBjEEL0mplYjUYjNYzM6F+8eFHotwQsTCYT/vqv/xrDw8Nt2h42m00CMTpEBE+Y0VAPYu4H0ot54HEQOeaaIqWQe4C0zdXVVelD/G5UzhvjvQ2Vcs4gnfZBBTdrtRrm5ubw85//HMeOHUMwGJQ1qx5Q21k6Kl1UpSDyuwwGA/r7+8WRoFaGyvIhPZz18lz7FosF0WgUMzMzQr+kc/e1r31Nuihsz0yRjkudG1UMUM0IAS1KfSgUwuLiomRPVM0F2l81qAe22royc2UymWA2m/Gd73wHBoNBAurNzZZYGwCxh8vLyzh9+nSbPaTd2e4MqKwR2kOy5khr5TzT0eKeIthqNBrx3HPPiegYMzvcg7RrfH7b9R7YSYAsDtpnXh8Hac0ELNnBgdcMoM255vU+//zzuO2227CwsIC5uTlRgQdaDjzFtMimY3aVIAf1iKrVqmgc0GkGIK9zOp3IZDJS+sd5P3PmjKzXZrNVz017uHPnThGwpFAw0GIbUuCQ9lfNDBKY4zyrZ77qi/DffO7MfHIOKUaWTCbh8XgQiUR+L4TDfhNDtU3bwUsVKKIP89JLLwlblf6Q6lOqviQTN2ylx0CI38XPDgaDwrrb3NwUbQEVtFe1XrimLBYLwuEw5ufnJbutMhS+9a1vSUcnJki4LxqNhmgnsLyR36mydb1er7TdzWQyaDQa0mmMLAn19QyIga2uWNw7zKD//d//PYaHh2WOE4kE6vU6duzYgXq9juXlZbz55pvig9HXYLKE9w+0d6hgoot6J8zMAxDwQmX7UpuK+/db3/qWBK0qRXz7vwns8HmqdH1Va0JlCPM96n4nO5bMVL6W64/+8Pe+9z3ccsstWFlZEeFZgtZ81ioDj4Kcattvg8EgDGa+RwWz+HoyWlQtmTNnzgg4QeCWZ81LL70Er9crvqHD4ZDyBM6BysDi4PnBtUnfENiK1VQGFlk7alIRgLDlMpkMnE4nDh069K4MyBvjd2u8JwAhFovNAlgDUAdQGxsbO7Tt9/9PAJ9TPnMEgG9sbCwTi8WcAP4GwG4ATQB/ODY29sb19/1HAP8XADUAPxwbG/uf/7XrUJEs1XgAW8E0UdNGo4F4PI433ngDQ0ND8Hg82L17N6anpwWd42fRCVJVw1UnXDU0Ho9HauQBCBpNw8EAXK/XI5lMtjlyMzMzbdkzGvuvfvWr+O53v9vm9NPomkwmoUOSUquCBgQ9mKmvVqvweDwiYEjVXaCdtqw6tkRwAYgWAmu2/tt/+2+yufn5fI+qsaBS//ldKjgDbLVGU6+BjjIPRAbGpPRWq1Wh4dMQb25u4g/+4A/wzW9+U1gQpAerz4+BMYNpIt1qpm37Iaai4szK8bDjfa2trWHHjh3YvXs3Jicn8dZbb8n3PfDAAzh9+jQqlQr8fj+cTifS6TTi8bhQ+VmTnUql5Ds3NjbgdruRTqdFlIZq9ax1o+Al6YDAFn2YrBUa6Gq11feelLHHHnsMJ0+elIDLbrdjZGQEyWQSPp8PZ86ckewAgypmUNVyDxV9V5F9jncD94hEczQaLTEfv98v3TE+SON3yR7SiVEPcDoiANocnampKWg0Gtx0000Ih8MigKU6AHQUgC3RI2CrxIvZYn6+1+sVBXqgpXvB7+QgkyuRSMha0Wq1YjspHMW19ad/+qd49tlnAWy1fWTgS9tEBgspvDwPVHuoXuPy8rIoTNNWMiCnDVMDU9Vhp+3/7Gc/i2984xttrX1pk1g2wSC9Xq/LvBCQUzM0AARgYNDPoIPfSRCaAQPtp2oPNzc38fjjj+Nv/uZv0NnZCa/Xi0ajIT3XgXbQnftfLRejPVTLS+j0qRkmri+eA8CWPRwYGMDtt9+O8fFxnDlzRsDL48eP4/z58wAggGEqlZJMGJ+X1WpFOp0WB7pcLsPn80lf82KxKMATQTI62FxHnCcCtmSLcD1zXdRqNTz66KM4deqUZAidTid27dqFlZUVeL1eXLhwAblcToI57iUGgHxGKs2Z/olq/0gVVgPa7faQa9zr9d6wh7+mPVQ7BvAMUxMLatZ0c3MT8/PzeOGFF3Do0CHs2rVL2ixvB8QZ1LATk5pJVbtGkX5N31AVTaWfx/IlJp9U34O+GINmNWHwhS98Ac8++2yb38V9yQ4zbre7jWlEBpPb7Rb9m2q11e5vaWkJlUqrW4Lq96mBMkEy+sr0lYAtAfJHH30UJ0+elKRCvV6X/cQgls+AvotWqxWWF+dbBdc4v/V6XUT8WMrBz1TtKq+xXC4L8+IP/uAP8Hd/93fw+/3CtlV9Q84Pzw3eO2MBfr8aLBMspX8KQM4XtfxhfX0dQ0ND2LdvHyYmJvDGG2/Ivn/44Ydx+vRpEU2t1+tYXV0VxqjZbJYyJuqr8d5YusegfnV1FQ6HQ8ADnvsrKysC4tOnrtVaApVsOQwAHo9H3qPT6XDs2DGcPXtWWG3sJubxeDAxMYFcLvcOdjFBeD4TzitBBYL9KhBN35JzCkDsOf12i8WCUCjUJjT+YR2/y+yC9zLeDwPh2NjY2Oq7/WJsbOz/APB/AEAsFvsEgP/b2NhY5vqv/yuAH42NjT0ai8U6AJivv+4YgIcB7B0bG6vEYjH/r7oAVXDj3WqPKGrDg73ZbCKRSCAej0uv5UAgIFkHZh7YD5XGheitGtCrhoTt/GhUNzc3hQ5Ep5NCJ6qRZNaChxo33wsvvCD9dCkuRQNmsVjQ3d0tjgdLEbgx3W630NnL5bIcdAaDAdVqFfl8XpxmzhcPLt4TSyToTAMt2tI3vvEN1OstRexgMCgBOJ1XOn6qGA6NAA8Du90u16zWZamIvF7fUmNnwMsDkuwGtjcEtoTeCB7s3r0bGo0GZ8+excrKihgrHtpqVlWlEHP+1deoNDbWXfN3bBHF+j8+7+7ubiwvL2N+fh71eh1f//rXYTAYREOio6PVC1qn0yEej2NtbQ02m00cDdKwASCdTiOVSgm9myUmzHB1dHSgp6cHVqsVZ8+elSBfLXtRDXQ0GkVHRwd8Ph9eeukl+P3+tnZSbrcbAMRZTyaT4lCQvr2dRmez2STToZYtqIeCyshRD2ONplWK4XA4sHPnzjaK3wdw/LvbQwKeDKQY4ANbzAMG6AxoJiYmMDMzg8HBQRw8eBDhcLgtCAK29o6aeVAzqSpzq9lsqUHv3btXAlQ6knSsGGxxrXLdqAKhKoj3k5/8BE6nE3q9vs0eAi0wgE6c2saW697lciEYDIooIgFUnh0EcFV7qGZCgC17qNqS1dVV/N3f/R1qtZoEeSqtfXNzU9qiEZzlYPDA84ZsK9pNgpb8bq1Wi3A4DJfLJdeu1WqxurraVmYGtPbl008/Da1Wi1AohH379qFer+P06dNYXV1ts5vqfuW/6bwze0XbQKCIwDzZStzL1EWgajYz8UNDQ4jH4yIO+bd/+7fo7OyUlrdmsxl79uwBAMm4ejweabmpghypVAqJREJAV2pTmM1mYYf19PTAZDLh7bffFiBIr9cLG4T+QaPRQDAYFIrxiy++KPaRQSPbkpHmnc1mYbFYpARQDfg2NzclM0gnnoCUag/5/NWsm3o+EhQZHR0VivQHdPy72kMy+VQROCZpuLYJIAItH2R+fh7xeBznzp3DkSNHMDw83GYr1da4FLAD2oVlySahn9fR0SEaA1x7LDnlea+Cc/wcVW9JBWgDgQBefPFF+Hw+6WxEUCsYDEqbZQJ5wNbe9Xg8CAQCsl+y2ayAdkzMEIxlKQb9atoNtkdXAWG2Y/zGN76BaDQqZw+vv1KpSFkGGZc8S9Skjd1uFyYT50HVIeO+ikQicLvdwgTTarUiBkigRQXwvvnNbyIUCuHQoUOo1+s4efKkaJyoz4/7jbaQ16H6xrSH3M/VahV2u10C883NTdjt9jYRw/X1dZRKJXR1dSEej2NhYQGNRgNf+9rXxE8nW3nnzp3o7OxEPB5HPp+Hw+EQe6eui2w2i2QyCavVCqvVKuuJ7LTOzk5pc3/x4kVhwfCMy2azoiNBfQr6uZlMBhcvXkQgEJCEFkuI19bWkMvlsLKyIqUwLDkwm83y3Agy83xlcmk7eKeyEvgM+DsycUdHR7G5ufmBBFPf7/h9AhDe63gCwHcAIBaL2QHcDuA/AMDY2FgVADl6fwLgz8fGxirXf5f8VR+sCspRKIkHB1XAVboYsJUpXVxcxB133CFKvD6fT2hVREdpPIB24RR10KmyWq3Yv38/NBoNlpaW4HA4sLKyItniwcFBMbQU/aLhYHDPTPsDDzyAn/zkJ0Jto9K4RtNSUnc4HAC2xADVDDkRXaq98vvV4I+blEayUqnIQau+hor+dKpjsRiefvpp5PN5ZDIZqWOnGA3LLlZWVgCgzVnj9dPBV5FmXp96aPT29kpwwECI/X8p7qgCCY8//jheeeUV+SyVkbG+vi7IN5Fq9UAggMTDnGACDyBeI7OADAZUetr09DTm5+elhi0QCGB+fh6PPPII/vqv/1qclvX1dSwsLMDv96O7uxsbGxuYnZ3F5cuXEQwGEQqFUCwW5dmur69LpoyBBo3q6uoq4vE47HY7+vr6MDc3h1qtBofDITQ/rs9gMIj+/n7pEPLggw/ijTfeAAChCLLGuFAo4MCBAzhz5owINarOklqjuL2em/OqBp9qxlNlJPDQiEQiMJvNmJub+1Vb/sMwfmP2kCAln43H45FAvVgstumgAFs1oOvr67h69SoOHjwowBKdBzJ/3g08UAMjMozoDHo8HuzZs0c+3+v1Ih6Piz3asWOHAFxspaeytbh2zWYzjh8/jldeeUUCToqxkibrdrslY0cQlnaVn1UsFqWNI/c69yTtFIFKUnMBtDk7dAz5+kcffRRPP/000uk0crkcisViG+VY7UIAbDHmVACN+4f2Sg1I1ec6NDQEn88nWaR6vY5SqYRkMgm73S52XKvV4tOf/jSeeeaZNro/74MOpiocppZC8DV8pjw/acNJ6VUDG1XQjODw1atXMTU1hZ07d2L//v1Ip9OYmZnBo48+ir/+67+WvU+ti0gkgpGREayurmJmZgaJRAI9PT3w+XzIZDKS6drY2IDT6RS7zue4Y8cOqQP3eDzo6emRdrF2ux3ZbFbmHAD8fj/6+vrEHn7iE5/AiRMnhP1CoCYYDKJYLOLgwYM4d+6cBDFqvTz3G0s5yOJRnWPOp0rhVZkyDLbq9bq0nJyamvpVW/7DMH4j9lAV16RIJsGdfD4vbD+e5TzzS6USpqamkEwmYbPZMD09jZ6eHgF3mIzh3iFIwEE/i6AQNZd27NghwSS7f/BM3blzpzCnuB4pSK0OBsz33nsvXn/9dVHOZ8Abj8fhcrkAbLXkVbtbsQyTrW8ZrPOaGTzz/2RCMrjkH2aYVVZTvV7Ho48+in/+53/G6uqqiKbSvjqdTmEKMCtNO0xmB/c4A0vVN6SPQd8wFApJmWej0UA+n8fS0hLsdntbIqXZbCIWi+HVV18VEJmD/1cTj6rPqvqGjAX4mTzH1BID2kZgq4Su2WwiHo9jcXER0WgUg4ODCAaDmJqawqOPPoq//Mu/lHW6traG6elpdHV1oaenB+VyGdeuXUMymURXVxei0aj43Tpdq7sPmQr5fL4t4M7n80gmk7BYLO+whVy7ZLMFg0EMDQ0hlUqhVCrB6/Vi586dWF5exubmprSndLlc0Gq12LVrF3Q6nfjjZGbQj6R/qLJYuNe2+/s8nwj48zWc80gkAqfTifHx8Q98cP1ehhqrfhDHe736JoAfx2Kx07FY7Eu/7EWxWMwM4D4A37v+o34AKQD/LRaLnY3FYn8Ti8VoJYcAfDQWi70Vi8VeicViN/+Sz/xSLBY7FYvFTu3atQs7duzA6OgoDh48iCNHjuCTn/wkPvaxj+GRRx6BTqfDf/pP/wmdnZ344he/CJ1Oh6eeegoGgwGf+MQn8LOf/QxdXV1YWVmROqRTp05hYmICp06dEgSWlFXWQBJpU+u2tFot3G43jhw5gt27d6O3txculwsf/ehH4XQ6cfPNN6NeryMWi6Grqwuf//zn0Wg08LnPtZh8jzzyCKLRKO666y5MTk5iz549GBkZwfDwMD760Y/C7/fjwQcfBADcd999qFQqeOSRRwAATz75JEwmEx544AE0m0309vYKmjkyMoK+vj4cO3YM3d3deOCBB9DR0YH7778fxWJRPuuBBx7A2toaPv3pTyMQCODo0aPo6OhAX18fPB4PotEopqenEQgEcNttt2F+fl5YF7FYDIuLi+LEPf744+jo6MDHP/5xhMNh3HnnnRgdHcVNN92EI0eOoL+/X3732GOPobOzE3/4h38IrVaLL3/5y9Dr9Th8+DDW1tYQDoelDMPr9WLfvn0YGBiAx+PBoUOHYLFYcPfdd+OFF17AsWPHcOHCBQwNDSGbzeILX/gCdDodPvOZz8DhcOD+++9HNBrF7bffjj179uDAgQO44447EIlEcO+998JmsyEWi6FcLuMP//APYTAY8OUvfxkA8NBDD6GjowPHjh2Dy+XC4cOH0dfXh7179+LWW2/FwMAAbrvtNiwtLcHlcuHKlSt44okncPnyZXz5y1+G1WrFl7/8ZRgMBnzyk5+Ez+dDf38/fD4fHnroIdxzzz1wu90isPmJT3wCvb29+MM//EPodDo8+OCD0Ol0+OIXv4hbbrkFDz/8MGw2G44dO4Zms4muri7s3r0bO3bswOHDh9HV1YUHHngAbrcbTz75JCKRCA4ePIhgMIjjx4/jrbfewuHDh5FMJrFnzx74fD5p6dhsNuF2u9Hd3Y3bb78dJpMJjz76KDQaDb761a/CYrHgq1/9KnQ6HT7/+c/DYDDgscceg9frxfHjxzEyMoLbb78dt956K/bv34977rkHwWAQn/zkJ2EwGPBHf/RH0Gg0+JM/+RMYDAbEYjEUi0UcOXJEWsB9wMbvjD0cGhrC6OgoDh06hI985CN47LHHcOutt+JTn/oUDAYDvvKVr8BgMOALX/gCDAYDPve5z0Gn0+H48eN46aWX4HA4MDk5icnJSZw7dw5nz55FMpnEzMyMBH3sRmOz2VCvt9qX0nlqNBoCZPr9ftx8883o7++XYPCjH/0oXC4Xbr31VhgMBjzxxBPo6urC5z73OZRKJbFpn/jEJxCJRHDXXXdhdnYWo6Oj2LlzJ4aHh3H77bcjGAzigQceQKPRwLFjx1Aul/HQQw8BAJ566inYbDY89NBDsjc0Gg127NiBkZER9PT04M4770Q0GsUDDzwAvV6Pj3/848hms/jYxz6GUqmE++67DxsbG3j00UcRjUZxyy23wGg0oq+vT/Q6pqen5R6vXLmC0dFR1Go1xGIx6bddLBbxmc98Bp2dnfjYxz6GUCgk9vDAgQM4fPgwBgYGcN999yEcDuPxxx9HZ2cn/uiP/qjNHh46dAilUgmRSAS1Wg0ulws+nw979+4VcOHgwYPSvaKzsxN33HEHLl26hMHBQRQKBXzhC1+A2WzGE088AZvNhuPHj6O7uxt33nkn9u7di5tvvhnHjh1DT08PHnjgATidTsRiMWxsbOCP/uiPxB42m00cP34cHR0duPPOO8UW9/b2Yt++fTh69CgGBgZw5MgRTE5OwmKxYGFhAV/84hdx9epVfPnLX4bFYsGXvvQl6PV6PPLIIzKnXV1diMViuPPOO9HZ2SlZ04cffhh9fX34whe+gEajgXvvvRcajQb/4T/8B9x2222IxWKw2Wy44447sLm5if7+fuzduxd9fX04fPhw2z09+eST6OnpwcGDB9HV1YXjx4/j0qVLOHz4MNLpNEZHR+H3+6U2mE52f38/br31VnR2duJTn/oUdDodvvKVr8BkMuFP//RPodVq5SymPXzggQfa7OHevXtx9913IxgM4pFHHoHBYMAXv/hFAJDz4bHHHkOhUMDNN9+MXC73P2ia/l3Gv4s9VG3h6OgohoaG5JynLbztttvw6KOPis/BM1Wj0eBzn/sc9Hq9rO2pqSlMT0/j8uXLOH36NC5duoRMJoPp6WkpBQyFQsLqK5fLCAQCqNfrsFqtUlZDRuWePXtEeM7j8eDo0aOw2+04fPgwNBoNPv3pTyMajeKzn/0sNjY2cP/996Ner+P48eOIRCK455570NfXh0wmg6GhIezcuRPHjh1DJBLBI488Aq1Wi3vvvReVSgWf/OQn0Wg0ZD1+4hOfQKPRQH9/v7AiRkdH0dPTg9tvvx2hUAjHjx+HRqPBvffei42NDdx3332o1+u4//77kc1m8cgjjyAYDOLQoUPo6OhAf38/XC4X/H4/Dhw4gJ///Oe47bbbcPnyZezevRv1eh2PPfYY5ufnEQ6Hkclk8OlPfxoGgwF33323+IbDw8PYt28f9u/fj66uLtxxxx3weDx44IEHYDAYRFSc++PAgQPSyarZbMLhcMDj8WDv3r0YGBiA1+vFTTfdBIvFgnvuuQc//vGPcezYMZw8eRLd3d3I5/N46qmnoNfrEYvFYLfbcfz4cXR1deHOO+/E/v37cfjwYRw7dkzsg8PhwKOPPor19XU89dRT6OzsxFe+8hVotVq5zrvuugsOhwOHDh0S+0P7fscdd0hb2cuXL+Opp57CpUuX8NWvfhVWqxV//Md/jI6ODnz605+G2+1GKBSC3W7Hww8/jI9//OOw2+2w2+1wu9148MEHEQ6H8eSTT0Kn0+HjH/+4lNQdOnQI9913H8xmM44ePQoA6OnpkXNi3759iEajuOeee+ByufDEE0+gp6cHO3fuRE9PD+677z4p25idnUU0GoXVahXgmQmtYDCIffv2wWKx4IEHHoBWq8XnP/956PV6EflkHPDwww/D4/Hg/vvvx65du3D06FEcOXIE+/fvl7P8oYceglarxRe+8AU0m0388R//sYDhhUIBhw8fbgPVP6yD4Nmv+vO7Ot5TG8dYLBYeGxtbuk4jexHAfxwbG3v1XV73OIA/GBsb+8T1/x8C8CaAo2NjY2/FYrH/CqAwNjb2Z7FY7CKAnwL4TwBuBvAMgP6xsbFfekH79+9vsg7WaDTKZm02m/j+97+PqakpUUdWWy8xg/WpT30KP/3pTyVzxnsnqtjd3Y3h4WEMDw/LgcCsGzN7rJMCttDL9fV1XLp0CWfPnhXaJB1rtiWZmZlpowGTwhWJRHD48GG8+eabbQgm69OIrJMaxjIJUuA4mGlnmx8GhqxzItJcKpWE0bA9eKN4H6lPn/rUp/CDH/xAUH3OvdoajPevMgDU2j8AUsdGBFlFMdUMeyQSgcVigdFoRDqdxpUrV5DNZqUmkPeh1Wrx0EMP4Yc//KFk99SsDueLaDizA0RAecgTHadzwGwllX45r8w0sa4X2KoRZvaRbI4nn3wSU1NTsFgs8Hg8uHTpEsbHx2X9qJodHo8H2WxW+gl3d3fDYDDIPddqNdjtdtx3331YWlrCwsICarUalpaWBAEmqMVsrMPhgNvtxk033QSn04lyuYxLly5h165deOGFF1Cr1RAKhbB7927UajVMTU1hfn5eVI1J8y4UClJTzN+xpIN12pwblmOwuwJpyHz+fC7MFH/sYx9DrVbDzMwMqtUqXn/99d9dC/ku43fFHt50001NsqgsFgtuv/129Pf348qVK7h48aLUVnJPco8WCgVotVo8/PDDePnll2VP0j4xi9XT04P+/n50d3e3ZXpIuWcGnHRLZtfX19cxPj6OixcvSocOsgv8fj8qlQquXbvWtj5Im/T7/bj99ttx9uxZAK0sz8LCgtSBcpAlQyG6d7OHZDgwS7LdHpItEQwGsbm5Ka1I+UejaW8z+Oijj4o9ZN2pOg/UOFDtIcssVEEo2kMqbat1pUCrfnjv3r3izHV2tlpGMqBRO5o0Gg08/PDDeP755yXDp9bvqufNu9lDdlCgPWRWiV0OuL+ZleS90oYzw8fMID+DtOannnoKExMTMBhareDOnz+PeDzeRv0nldblciEej6NYLMJoNGJwcBDNZhOZTEbOJQYa8Xhc7AeZNlxnZKc0Gg243W643W4cPHhQxOYuXbqE/v5+vPTSS8IAGBkZwebmJmZnZzE9PQ2HwyGlaGSzNJutbkw8Y8nqUDvkGAwGWK1WKavhvG/vaqKyOgjqz87Oolwu37CHv4Y93LVrV5MMHJvNhrvuugs9PT24fPkyxsfHceXKFdEPUOveWULX2dkpSSbuIdXH8fl86O3tRVdXFzweD3S6VotYMiZ5/qv6KuyssrCwgPHxcaRSKdlT1Cup1+uYnJwEsMV+YplOMBiE0WjEkSNHcObMGSnLYfmMmtlnWSv3IK+be1W1hRwqk4J0fr+/VSmilj/RfjDrzbOcPhh9YvWcoR9GZiXvmT6sOlQRxGazKewE2vTR0VEMDw8LwJdKpTA+Pi6M3+1MCtU3JLOU8wps+Yb0UVV/mraQ5wPLP8h+ZXv3jo4OKSWj/grvS9WUoY6URqPBk08+iStXrsDpdMLv9+PcuXOYmpoSVhfPFQoMJ5NJpNNp6HQ6hMNhaLWtdo28X5/Ph/vvvx8rKytYXFxEuVwWFjbtPjUTAMDhcMDlcuHmm2+Gz+dDtVrFhQsXMDU1hbvvvhuvvPIKgsEg9uzZg3K5jKmpKWG8svVmPp9HLpeTBAK1OEwmE5rNprCnWYrHbhGqtpp6DvF5cC1+7GMfE8H7ZrOJn/3sZx8oW/h+x6lTp95TG8dDhw79Ts7DeyphGBsbW7r+dzIWi/0jgMMA3nFAAPgMrtPTro9FAItjY2NvXf//swD+s/K7718/EE7EYrEGAC9aiPS7DlUZfmNjA6dPn0Y+n8fg4CDsdjssFosI1GUyrRI7qveXy2W89dZb0k6RRp5lBjqdDjMzM1hdXYXT6Wxra8VBpI7OEjeqzWbD/v374XA48Pbbb2NmZgbFYhFra2tYWFiQGla1Bgho0Xpvu+02rK2twW63I5FISLsc1nGypR6daLXEQqX+0Fhys6oCT0Ty2I1idXVVMokUy+EgWAIAb775JoB2kTwaANYYqiqsNLoqdUyldqlBAA07A3G73S7tbOhosW/t9qHRaHDy5ElxGFVtA7UeUQVs+J1cPwCEsh0KhWAymTAxMSF1gaQ1s76Mjinfp5Zg0JGsVqv4l3/5F+Tzeezbtw9DQ0PYsWOHtA8DII4kazIDgQB6enqQy+WwuLgoCvNms1kOnsnJSQmI9PpWf3oeOAQSGABQVIl13PF4HJubmzh58qTQdYGWYzE3NydiPel0WpzfYrHYRr0l8OH1epHL5aDX69HV1SWOPctpeBAQXFAdZj5vivRsbGzA7/d/IDUQflfsIcE30gfZ4SUYDGJhYUFqKa1Wq5QP0MmtVCo4ceIELBZLWwCZSqVkbU1MTGBpaQn33nuvBJrqYD2qWsOq1bZUnHfv3g2Hw4ELFy6I6GehUBAHZ3s5BADRZaDAHOm9tBO1WqsXNoC28gg6uioVn3uVDiz3MLBlD202mzj4zWZTWuHynOF18nPfeOMNcThpA9RaTl6rSlVnEKJeK99TLpcFIOagnaH2DQFbUpx5rqnjxIkT8j7VHqrAHedDtYcqFRWAUJXZtvDKlSviELKbCwMRNUjn+uPc81wql8t47rnnUCwWcfPNN4t9TyaTQuemI0+qdU9PD4aHh5FKpXD16lWZC4KbWq0W09PTUkqn17e6I9HmMGHA55fP56V3+9raGubn55HL5fDWW2/JvBAgmpycxPLyMprNJhYWFtrqjTk/DLQodsbgIRKJYGVlReqgud543Wogw/XKzDXBarfbfcMe/pr2kHNOgODq1asol8vo6ekRPwxolbKwpFS1hY1GA+Pj4/B6vWg2mwIoMmmUSCSQzWZht9ulnapqb1R/i8NgMEi5oc1mw8TEhNjCYrGITCbTFqTzvG02mxgcHMSBAwdEZC+VSomYNanogUAAzWYTU1NTbWr5PIfVMk2Cv+r+BLbKrNjlK5lMotFoiJZLtVptK39SfeK33nqrjcZP4JKfq5Z90P6xm4t6z5xvtVSEvwcgviGz4gCwuLj4jnOEtvXEiRNt5cdqJpf+pfr5nB8mtOhbm0wm9Pf3w2g04sKFC1I+Qj0q2kKCwPysd7OFlUoFL774IjKZDPbu3Ytdu3Zh165dWFxcbOs21mw2kc1msb6+joGBAfT39yOfz2Nubk50B3gWNhoNTE9PC0hA35BrVk2SMd4BWkB/sVjE5OSk2Eq2uqWvv7CwgFwuB4PBgEQi0QaMco3xXinWyefr8/mwuLgoQu5Go1GStEx4qb4h1ynbtHOfqqD6h3X8LrML3sv4lQDCdUqZdmxsbO36vz8O4H9/l9c5ANwB4A/4s7GxsUQsFluIxWLDY2Nj1wDcDeDy9V//E4C7ALwci8WGAHQAeFcRHg5md7joV1ZWRGSJjAGKTDHj1dfXh7W1NczNzWHfvn0wmUxYW1vDpUuX5LCmAaOg3S9+8QuMjIygv7+/rT2MaohUw8Vyhx07dsDr9eL8+fM4f/68COttfy8D18HBQUQiEXR0dCAYDGJlZQVnz57F+Ph4m4o60WUaNR54wBZyzKwPsxoM6AuFghh+BhDMGFLIzOVyCWJOQ6rVaqXuXhbL9QwyEWKixfxOtaaJ30fjBaBN1EhtV0U2htfrFXCGxpRzx8OVxpM1XDT46rNQHWR+3/bDj9dDoTI6ozzEWC/IGlzWJxLxZutEAPIerVaLkZERvPTSSzh16hTm5uZkjmkwVfYG0fR0Og2/34+bbroJ8Xgc8/PzWFtbEyBkfHxcgjxm+zk/DOxNJhPm5uYEOOBBzeD/8OHDEnS5XC7JDKs10+VyWcADFejiPdrtdsnqeTwe2Gw2Ud2nmBQPNtVp4b+59jo7O6XF1QfNYf5dsocUmqK43NLSEpaWloSuSLYIQSObzYa+vj5ks1ksLCxg7969orUxPj4uTC1VQLZSqeDs2bMYGRmRwJIgHZ8rsKWvwr1G+0YK59WrV0VIj8Af9zUAsdVdXV0wGo0Ih8NYWlqSjLW6d7muyJZQtT+YFVczX8AWW4wAIdkDXI9c66VSSZg72+3hrl27sLq6Kves9tmmrVH1B1THiBlqtS6f9pDXDWx1gnE4HAgGg2JH343OyGujvgTnXnWsVe0C9ft4/ernVatVsYcEgnlvDJppDz0ejzCNqOiuiuTyLKI9fO211zA7O9sWTHC++J5ms4n5+XkkEglEo1HcfPPNmJqawvLystxHvV7HtWvX5AxjjS+ZKGazGS6XC2azGbOzs8Jy4LlJxtnhw4exvLwsGjupVEocf4qHFQoF0VIgKMU5Z40wmRVUNY/H46jValJLzXuj88x757Mky5DaM9uzs7/r43fFHjLzTXG5ZDKJlZUV+Hw+uN1uWad8HXVGcrkcFhYWYDKZcOzYMVy6dAnnz58XFhFLVhk4nj17FuVyGV1dXZKBpS1Ua+MJqnNNRiIRuFwuBAIBXLp0SdYV9z2wlRQymUwIhUJwOBxwOBywWq0IhUK4cuUK5ubm5Huo9VStVoWFRvCVn1sul9v8MNX2sAU5wQ+n0yn3TH/Q7XbLGaOe481mEyMjI0in022sXM4vdQ64bxlsWiyWNkCTQ2Vx0iZwPmgLGQRbLBa8/fbbbfaN19ZsNjE8PCx2Wj0btp9XfE7AFjuBg34SgUAy/Wq1msw72bxutxsajUb0UOgbcm4JYO/ZswcvvvgiTp8+jfn5eblX+vJkxfD5UkvB5/Nh37598n+VWTE+Pi4ghtlsbjuLDAaDCCuy64fZbIbX65VzymAwIBQK4aabbsK1a9fgdrvFhgFo8+O4tjh3ZJ2w7SMAuFwuSdBS24taGATaVbBI1Ucj+5hlXPl8/pdt9xvjd2S8FwZCAMA/xmIxvv7vx8bGfhSLxb4CAGNjY1+7/rpPAvjx2NjY9ojgPwL49nWF3WkAX7j+868D+Pp1qloVwFP/Gl0X2BKcUtthFQoFPP/884JsMUtA52ZqakoCqXg8LkiZGoRzYXORz8zMYGFhAdFoFH19fRgaGoLX6xUmgYqeqYaZG/bQoUMwm80itqUivux13dfXJ90VmGVhL3GPx4NMJoNr165hcXFRHN7R0VEYDAYxJPx+NdhmrbIKMPAAIeWKTpSqHk1joAZ0FEekg0uKspqBV40ygQsG7Tx8OTQaDaLRKHQ6ndBaeWiQak1RLgryqJ/N72VGANhyPNU54JyqCDgPeQYvBCusVqso6NKB5HspUkNhOQYsvE6i8zycOjo6hAZdqVSwtLTU5qDz4FXvi/eUSCSwtrYGv9+Pnp4eaTu3uLgobBjSfpvNJkKhkKjrptNp9PX1Yf/+/UK/pRKuz+cTBXoCYTqdDsViEcvLy+jo6HiH+CYdXvVQZU2eTtdSRTYajYhGo8hmsyIQxf3HQ5HPhYc091ipVMLy8vIHtd73d8Yecl65hxuNBubm5vD9738fAAQEU/dvPB6X1nhLS0sIhULQaDRtpQAAJKMLAJOTk5ifn0d3d7foG5DWyPVLh5D7C2jt2WAwCJvNBpPJhNdff11aEHKQAtnd3Y2uri75DJfLJeKpXq8X6XQa8/PzwsbR6/XYvXs3tFot4vG40FlVemSz2SpZUoWkVDZDPp+X+zUajW3tEbnfVeaAag8Z/KoO8/bMFu0hg2n+m3YIAPr6+lCr1TA5OdlGsaXNYdaRpRR0tmj3aDtU0I52Rj3fOC/qvKsgIc9FKqdTDwjYsodkZZERwACYpSRkrqgOu2oPp6en2wB41Xar50i5XMbk5KR01NDr9VheXsbGxgbm5+flDLVarSiXy9BoNAgEAqjVakin08jn81IjTd0Ks9ksivKk7zLoYVu9TCaDzs5OrKysCL2ZmkgqOMNgiwACOzsFg0EUCgUkEgmZb56DasCingn0U5aXl6Wl8Qds/E7YQ1XEjSr44+Pj+Ku/+isR++R+5pxPTk62iTwTUKId4V7ivm00GlheXkYqlYLP50NPTw+6u7thMpmkDaRqexikkelgMplEV+vs2bMCDHJt0L+IRCKy7mkre3t7AUB8w4mJCWkTbjAYMDo6Cr1ej4WFBTmPed0cnZ2dcLlcbf4u750AFm0mQWnOG/e5arvVrlflcrnt99sTO8CWn622wFRfE41GodVqMTU11daul+r/tDFs76jaOPr9tIdcE7wW2mD+X2XVMpvO6/H5fNDpWh3OSqWSrBHa+M3NTbGFNptNninZzvRhaSs4F6urq8JIIvuE10F7yXlSg+vZ2Vmsrq7C5/MhFAohkUhgY2MDi4uL4rcbjUZpJx+NRtFoNETckoK1y8vLwlis1+vweDwIh8PCyDEajdDpdMhms8hms9I9h3HD5uamlG+xRE2r1cpZTYZgZ2cnQqGQ7BWysph85B5hSbQaJ9AWfkC1sd73UPfTB3H8SgBhbGxsGsC+d/n517b9/xsAvvEur3sbwKF3+XkVChr9XgaRfRpF0ufJSKBTxMObwQqzVyaTCRcvXmyjvKq1PAyySUWdmprCwsICrl27hp07d2L37t3wer1tD11FNlWHIxAISGY/EAiIIAmdid7eXqHMNhoNLC4uwmAwwO12w+l0Ym5uDhMTE2J8WHphNpuxubmJeDz+DvAAaBnDdDotB4vRaBS6HY0VDSpr7CuVimSu1Uw7a85ofJk9J6qrAimqrgQPYHV+gJazlEgkpPaX16s6WXTUnE6ndIrgtTKIbjabcqio2VLeGz8PeHeamtlsRm9vr9R1p1IpaXOjGnRSAfV6vVyLWtvP2j0eLnq9XpxKHkpcoxTm5DWpNcm8LvY6d7vdUvqwurqKarUqOg2cW2bA2GZsc3MTgUAAjUZDjL7L5ZIgz2q1CiBSrVblYKTzz8Cks7MTFotFHCICDMzKabVaaRtaLBbhcDiECaLWtanZAa49IvHFYhGLi4uCRH+Qxu+aPVT3EbNkrAlncK46xXQygBaYefr06XdkrMkwYKkY2VlXr17FzMwMQqGQCBwya0W7oGa4NRqNUBzD4TDMZrO07SONl+uit7dXeklzDRuNRgEWpqenZc0AgNPplMCt2WxK0KaChrxHBt+qE097wP3J2n3aQ3YuYKab2RueL2TsqIAJv1dlPQFb5xR/rjIv0um09DffHliqQbbT6RQxXz4P2iYCe7SHKo2W8/9uTC1eg8ViweDgIGw2m5QYrKysCKjE62YgRA0ist/UGmPOHynVtIdcX7x2tRRPBRVUJe9MJiMthEdHRzE+Po58Pi/BA+0iSwE6O1u94vm8e3p6AEBKFQlI8D5mZ2dhNBrFqU2n08Lc4vWqgAnB40KhAIvFIgwVlhmura3B5XIhl8u9g43Cz1MBPQZrBEZu2MO2n78ve8hSGO417lOC1GQKqBohiURC9Avq9Trm5+dx9erVtn1HIJ1rnWt0aWkJyWQSV69exeDgIHbu3Cm2jwAlsMXyIVBgMpng8/lkLfl8PtHZ4J6NRCKwWq1ik+grsNxxenoaExMTYivJunE6ncLi2Q4gcg7U1tBGo1F8IJ4d9DGq1SosFktbSRcz3fStyYZU/S01YcDvJjuR7DCVlasmKlKpFGw2m1yPyhag/9dsNqUVJZ859w39LooAqroj/H71bKINoq/H0o0dO3bA6XRCp9MhlUpJWZ+a/OF80EdSS9YAiJaBWvLAbjLc4ywR4fzQBvIM5jw1my1tgY2NDXg8HgwNDWFhYQHpdFpsNM94oAUUsS089wN9tkqlgpWVFQQCAQQCAQBoey1L1rLZLIxGo5SoAq1zwuFwyDrQ6XRYX1+X1+l0Oni9XnR0dKBYLCIQCMie5Hmq1+vl3OSaVP1yJpdUvbAP81DP/A/i+E20cfyNDTrEPARoNOhsbT+suTG5WGmAaPTUrBkzrzw4VHGsRCKBlZUVFItF3H333eJU8nu2o6zc8KR9WSwW9Pf3o9FoSKum7u5ucfgymQx+9rOfQafTSSC+PeNUqVRw+fJl2Gw2CehUDQJgq36Wf+jklstlybrQwaRD7ff7kUwmxeEhSENKP7M0/Cw6bww6OH88CFTBFFWwjME0D0oaSBqJxcVFoT6R/kZwhXOgaheYTCZ4vV5ks1kJ4HlNqrCXWhIBtIxrf3+/IMebm5vw+/3o6OjA4uKitBBT+8Cr9XxEXb1erziQq6ur0Ov1CAaD8Hq9Ygi55njIbKcr8+Dc7tgXCgVsbm6ir68Per1eelHr9Xop1YnH42g2m9ixYweArUOAqtCBQKCNEUJBT61Wi0KhgFKpJEDO2tqaBCCdnZ0YHByEz+eTQCAYDMp18fVOpxP1eh3hcBj5fB7Ly8uy/lWwxOl0wu12C0jFVlSsHVZFnW6M9ze0Wq2U33DQCVEdOXXfqFkOrknuV1UQdLs95P6r1WpS38h2d8xcbAcPVEbQ+vq6AFVOpxODg4MolUqYnJyEyWSS7FO9Xkcmk8Err7zSlgEsFosC8NE5vHTpEux2u2SO6eSpNoPOlZpR1ulabSfpMAMtISzaw5WVlbZAnfR36kBwbml3aGtVe0i9CAIwzLaowCprjqmDQHtIQIR7nNl/VV8BgNhwZoVcLheSyWRbGRFfp4IAKjuI9tDhcMBms6FarUpAPDc3J6VOdBoBiIgb7QWzSGS0sZwiFAq19aEnqMVzjvOglrRwjaqgOGvRR0dHMTk5idXVVaytrYmNbjZbZV69vb3SwsxoNMJqtSIYDCKRSCAQCMj6IpWadi2bzYpWguos876p9E7ANRAISDCm0+mwsbEBu90OAAiFQigUCiJ+xs9TmQtkTvB9qVRKep7fsIe/3qC/QSCf+3x79hnYosYD7fpO9CUZ0NA2sGSFvpYKROTzeZw9exalUgk7d+6Ey+USUFNlm3Af089iokqv12Pv3r0C0AItDRteWzabRSKRwLVr1+Q6GTTyvpvNJt5++23xDc1ms7AL1IBXTdQwkC+Xy/D7/W0lSGTnBAIBYV0RZOW9A5DyL+4rtZafc1iv16VunywFAp9qIoZBK0Flzl29Xsfs7Ky0qySjlkk+fpf6rMg6ow/NZ676hiqAwLk0Go1ttpAZddruRCLxjutn5p7rgkyktbU1aDStMuvOzk709PQI4M15ULPwvDf1DOUZwtcCkOc0NDSEmZkZiUvU9p0LCwsIhULo7u4GACkz6OzsRCKREKYfg3sCvR0dHUin07h06RKMRqPET1arVfZJOBxGMBhEqVSSZBeBBNpCAm6RSEQAi+2s5c7OTjgcDmFCE7xJJpNYW1uT5/FhHzcAhN/iGBgYgNFoRCaTkUCPDgEzuarTScSNzuTi4iKSyaS8RkX+uru7RRU3kUggnU4D2DIuAMSQDw4OSgZczbDTwHZ0dCCZTAr1p1wuw2q1yueT9kN0cmFhQbK4Kjq5nd7ZbDaxurqKcrks2XjS0zkPRGiBrUOL7AHSPVVqus1mk3oxHpp0nOgoqhQ+9UDk56gsEDqENIpqho9zubGx0YYYazQaXLt2DbOzs+JgqkE4B+eDyHAmk2kDBgC0gQkqBZDX3dnZCbvdLgg2nVWXy9UWQGm1WnEQ9Xq9HPgdHR3Sw9lms7Uhr6VSCRMTE20ZSJXtwudDcIuBNoMzvg9o0c8XFhbQ1dUFs9ksiuMM/Blora6uYteuXUgmk0ilUnC5XAiHw9DpdCKCw7mxWq0iZEdRO4PBgN7e3jbWiM1mg9lsxtDQELRaLRYXF7G0tASdTie96BOJBKxWq2RT1tbWhFpIp8ZoNIrwm8fjgd/vlyBn+965Md7/6OrqgslkEmVkrqHt+iLAljiq2gFlexmJytLxer3weDyo1WpSTgNsMXzIdFheXkYoFBInikET7QD3F8VqgVbtbn9/PwYGBsQWu91usT8EKFgixO/dvpfL5XIbu4BsHGbumEljNkidE+rd8PNIyXS73aL7wp9vbGyIACn3En/O+VL3br1el04X/AwCfypAQ9vFwJvnkVarxdtvv41r166J/SEFf/uoVqsiiqvSPtVzhHPHueSzIRDr8XjkHOH3k83E+wEgto62kVnBVCqFZrMpAqw6nQ4+nw+bm5sYHx9vs4ecI5XurQILKpNCZWwQVB0cHITRaBRRYTq4m5ubSCQSsNvt2LNnD1ZXV0X0LhKJwGAwCC2Xc0p7mEwmUSqV3mEPuX6Z3SVYu7S0JN2WSqUSMpkM0uk0LBYLIpEITCYTTpw48Q5BY5PJJEJkDocD3d3dMJvNYg/V+bkx3t+gb5jL5dr0BdR9prIBaAOYzKAfpmoAAS1b4ff7JZtKm6mytur1OlZWVuDxeIS1yeep+qMMorfbQrPZjO7ubqGtM4tLGnoul8PS0lKbuj+wVW5IP4JUdIPBIPXw9DmoaUDWJO9N9Q2BrfIsrVYLp9Mpn8n7UUHLtbU1AVTV8iX6hkzc0CZwqOwBAgKqLaQd5KD2A7PVBCRVhgVZCvS90+m0XA9BWbXT0PbsNllJfIaq383OQfQPtdqWOCsZqtTXoF8KtATLC4UCOjs74XQ6kcvlcPnyZWEl8Q/tHsEDPhM1M6+WnnKNTE1Nobe3F1arFZOTk9L9yOFwiG9Im5VKpZBMJuHz+RCJRABA2Fa09fQjuAcIRPX39wtjoFarweFwwG63Y2BgADqdDvPz81hYWBBAPJPJIJfLtXURKRaLwhwjG5qlwQRRPR6PlJKpz/PDPm4ACL/FceDAARgMBiwvLyOdTkutDJFFIsjc1BqNRiiKjUYD0WgUZ86cAQChPHLjFgoF0Tnw+XzSqoRBKCluqVQKx48fFz0CddB4VqtVxONxcTjpPNGB1Ov1yGazcLlcyOfzAkao4jFEWFWal8vlEsdNpRABW9oKBEzozNNA0ZlRA1uz2Sz10HwPADFS4XBYMlrsRkCjSmR3e6kADa9K/VM/e/vvAQjTg6JdNMxqgLmdZdHd3Y2pqSlxAPisVIdepZNxFAoFZDIZqQUEtjoErK2tvYMOR8ebgTiFYdRDkIawVquhr68PMzMzMldq/SvnnRQ8fq966HLOgBZCnMvl0NPTA7PZjHg8jnw+j0KhAIfDAb1eLzTfSCSC5eVlFItFmEwm6d9LARuLxSI18WRFAK2DLhQKYX19XVo3kqVAejXXmtFohNvtltIKHhBLS0siyETHTKPRCNWZqr/5fF5EmXhIq4HdjfH+xqFDh2AwGLCysoJMJoOVlRWsra1JxloVcKLjowotRaNRXLp0SQBDZq4AvKNtIstXVAo+18Fdd90lDCtV7BVo7a1SqSSKzMyUqAAS2QN0SgmQqUEcWQS0P2azGU6nU0Ar2jnaJWZQ6PzQ2aajyDapwFY2ymAwYHV1VajKqs2qVCro7u5GOp2W66IOAG0+zwnVFgJbzA+VRUXbw+9QnWa1FRqve7ujobJKenp6pAMHP482lM+d9pDOKm0ihQIJaKufT9YHVbRpp8k+IKOMz5yMONqfWq2GAwcOYHp6WrJJKhuM885M5nankfegBoP5fF5aurHlY6FQkDKObDaLQCAgNbiFQkG6kKj0YZY68LlwPpxOJ6LRKNbX1wWQ0Wg0wlAgbVmjabX77ejowOzsLLLZLMLhMIxGI1KpVFsbXN6L1WoVwUaWNLJlGksxfh+ybr+J8ZGPfERsYTabFRCSWVaetyo7gb4dgYSuri5cuXJFmJdqORWDrEAgID6YymLIZrN48803odFoMDAwID4JfUC1RSE74gDtFG6gFcDT19rY2EAul0MwGMSlS5faPpPUd4PBIOWe6XRaQD0yZABIxpysA/qGZBARnOP3s/Q1mUy2degC0Gbr+vv7EY/H5Tt4PqhaUrSJKvOKfo5qK/l6vka1q8BW216VpURfVgVU6vU6enp6MDU11QZok9nL50W7yu8DWm3Nk8kkvF6vvI7MWwbAtB+0F6rIIueR51Cl0upcw7LX/v5+zM3NSUzAjLx6PUxukUHC58TEpMo4Xl9fR19fH4xGI6anp7HlQrKAAAEAAElEQVS+vo58Pg+XyyVJL7YpjsfjAjDwugj68/NZ1sJyVZvNJuud57LRaBRxQwrF8ky1WCyYnZ1FsViE3++HXq9HMplEJpPB5uamMBm4v1iSV6/XsbCwgOHh4bayajK9P8zjBoDwWxykCfb396O/vx/Xrl3DyZMn2zLTNFgsHaC6sslkwvnz56V2U0VIgRZNUqfTobu7W5xaGiA6XnTsaETe7eHT2chms3I40FjmcjmkUinJ3O3fvx/r6+uiesrvqVQqQmkkxYlGl7VKagYNgBhXHoqqiIuq7kwjy3nK5XJtDpRKPTt16hQKhYJktZntU1tw8Zq3q6STkkSGA0EKPiv+nw4WjSjvVaWbqtlHvvbMmTOSXeDv1WB8e9CgHjKkX9GhYIaL6P3m5qYIC7KEgAa30WiI4SUC32w2hW0yPj4Ot9stB4Da0of3x8OW64tMCwbqRMkZyCcSCdhsNtx0001YXl5GJpPB+vq6AE9sP0rWBoUNI5EIwuGwZAdVMEdVJDcajahUKohGo7JXvF6vIO4UZVxaWpIaNZbo8BlZrVZ5DpzHYrEogSzry7VaLex2OwKBAJLJZFsv6hvj/Q23241Go4GhoSHodDpcvnwZJ0+ebMueMXhkFpsBd2dnJ86ePSv7VgX7AEh7z3A4LHaHz5L7jLRVNctN26MGxMViUewMgSVm6dPptAjYHTx4EKlUCvPz8+IokfJJpgSpyrxmrjvuQTp9qgo2AAmkt+8xNeAmw4vXrWbEG40GTp48iVwuB6/XC5fLJXRSlnbQHqlZI4KGjUZDnEMG5nw2qi1XyxxUe0hgjn+ArfPn9OnTbTYP2Kob5utUMJrZzUajIbaQn8s1k8vlRBenWq1KNw+9Xo94PC7tkgEIZZuldQx+AODatWsiYsnvUK+VwQ7vhfZDXcNMClSrVdHGIEiwsLAgZWx2ux3NZhNzc3Ow2+0wGAzI5/PI5/OIx+Po6+tDOBxGo9ES6VS/g7XUBBm0Wi0ikYgwzaxWK/L5PMxmM+x2O7q6ukTEbmlpSWqUWcrBM4xAi16vRz6fl37yAAQoI5OLdOcb4/0Pj8cDoGUTOzo68PbbbyOdTgtortpC+iuZTKaN+XPlypV3CFA3m622elNTU+jp6RHfkHaG+1tlAzARsn2vMshkK1buRQDI5XJYXV3F9PQ0kskkjhw5gvX1dSQSCSwuLsre29zcFGCLAR8TGtQ5oi2kTaa/xrWlgo8qeKqyNVhGy9cAWyWXtB2nTp2CVttq26sCtaqYLe9bLVmo1+twOp0wmUwCtKnlXzxn1L1Av5sAtGpLuM+Alr09d+5c2/MDtvxjfj/vX/Ur6/W6CHDy+7RaLbLZrMw/wRuCqfF4XEomVPZvpVIRTRm2Zp+amoLb7Ra/SmXAquwj1VcslUptMYj6GjIc7HY7Dh8+jEQigUKhIHZbo9FgaWkJqVQKBoNByggTiQRCoRCi0SiazaaIRTLRyrXLJJpOpxNbaLVaYbFYRCuBnSoSiQTW19el3DaXy4l/wNI4zgvZzRS7pI0FWsAu21v+PowbAMJvcagoLduRmM1mqQ/nw2AdfzgcFjqby+XCU089hfn5eRSLRZw/f1563tJoptNpoWTT6VGzMgx4GeSrtFB1qM4WX5PL5TAzM4NEIiHZ7sXFRVgsFtx7772ijbCxsYFSqdQWNNOBNJlMiEQimJiYaGtxQoPImnaVOkeU2eVyoVwuS22W1WoVY6SixDQY9Xodd911F/75n/9ZDIHf78f6+joymYwYwO1ZPNZDE4zp7u7Gm2++Ke1n+IxIrVOvgZ/BzyW1TqWy8iA6duwYvvvd70pQArTXM/L/RHFZu6bRaLCwsCCBsiqWowYtpOIDW6006RxShIiiXNVqFXNzc6jX67j99ttx7tw5NJtNnD9/XijUfE5EXXkwcC3zOXM98TlubGwgmUwim83C4/EgGo0iGo1iZmYG8XhcgnfWo+n1esm4sMba6/UiEolgenoa2WwW4+PjAmzQyWarKLID2JO82WyKcA5bTHKeCUpVq1WEQiGhK5KOrh4yzWYTXq8XjUZDwJlGoyGtgW6M9z8Y9Ov1eng8HmGEUHuF645Z4VAoJM6n1+vF5z//eWkZ+vbbb0u9qwqqejweyYwwWAYgjikzsr+sbEij0WBtbQ3lcrltD+dyOVy6dAlzc3OoVqs4d+4cZmdn0dnZiWPHjuHatWtoNpsCQhEAALayPx0dHfB4PJicnBTmhRpEs6ad4CLnhMEvgQ0AImSo1WoFiKAdY/B655134rnnnpOMcSQSQTqdRjabbaMDE/xjZobz0N/fj1AohNdff11o/wxEaGNVtpSaZaNN5J5Tnf9jx47h+9//vjjLwJYWD4ea0VNFGDUaDaanp1GrbfXh1mq1UlJH8In3ws+grSS7iFTdUCiEcrncZg8vXLiAWq2GixcvtpUa0iEF0FZeZzKZ2jKVKhujUChIFi8YDGLHjh2o1WqYmJiQEq56vVVSR+eWpSYMKCORCHw+nwiRXb16VYIGZmStVisCgQDW19dFSyGfz0Ov14t+TjqdxuTkpNgyZnxrtRoGBgaEMeZyuYQtSPCiVqshEAi0Afd08m+M9z/UjLbNZkMwGITFYhHmlOpbWK1WRKNROZ/8fj/uvvtuDA8PY3x8HG+88QZmZmbELwK2fLqOjg4BGehb0Baq4JxankMbAEA6gtFGsPTgxIkTWFhYkAA8mUxKSdD999+Pf/qnfxK2D22ZGuxbLBZ0dXUJY0IFIQFI+0T1Wrmng8FgGwORga9GoxFbyHOGQAP39iuvvAKdTieaSblcrg2sAbZa05Jdo9VqRa/k1VdflXJhzgkZISw94HvU/9Ne8vNVW3nnnXfi2WefbQvOaA9V1imfA1l6Go1GWq+T4abX67G6uirPUy0noF0ulUrQaDTCKrLZbHC73XC73QJoNptNHD16FBcuXEC9XsfFixfbQGR+J+8d2NIuIMCjng2VSqut4traGoxGI7xeL7q6uqDVajE9PS0dRZh0pS1kZr/RaCAejyMajQpYk0wmcenSpTZ9KrUMjLbQ5/PJs2DJB9uRc54YZ5TLZekKkclkpPsZQSayD202m5yHjUZDwKUP+7gBIPwWB2s9+adarUqnAxWd1Gq1CIfD6OnpQaPRwPj4OEwmEyYmJqTekw6Kmp3hd7DeVa3PZOaoXC7j4sWLWFhYgNvtRjAYhM/ng8lkkkxVJpOBRqORrglOpxNXr14VVI1IMg3Yj3/8Yym/YMZdpWrxoDKZTOju7n6H8jUNkZr14oHK7AozHx0dHTCbzTh48CD0ej3S6bQIG/KaeDC9/PLLcDqd2L17t2QeK5UKnE4nlpaWpJUh6XxEQwOBACKRCLxer9D+2M5L1ULYbiy3Z/EYnDBTtWPHDkGlT5w4IQ4ts+A0sHTK+dk0wGo9IOu2LBYLnE6nMDb4fZxjFZDh4U/Dztpai8UigM6JEycEjeY9AFu14zy01QOPaK9KdyVoYrPZ5PnzwOju7kZPTw82NjawtrYm+yCTycBiscDj8WBgYKCNLj47O9sGFPn9fplvl8sFh8MBnU4nIBGRaR7SRIgpEsXyCh7A165dk+wpKeV83ul0uq1NJ9vOAR98A/rvOWhnCNbUajWpPed64vOPRCLo6+tDtVrF9PS0iFn29/ejWCziypUrbc+PDirLWLgXALQ5ygTPCoUC3G43HA6HgIi0TXQqmYE3mUy4cuUKlpaWJDisVqtIJpNwOBx44YUXBCikjaAdplMCtBhpO3bsQKVSEeVxYKufNp2u7faQGWHuRavViptvvhkARKCPWSYCAo1GAz/96U/h8Xiwb19LdJ59wDOZDBYXF8Wecz8bDAY4HA74/X6Ew2GEQiHRM2ENrQqY0oZtZ3IQ1FSz2nq9Hn19fejs7MTk5KQIyqpgA0EDdV74/PhsCGaOj49Dp2vR7KkHA7TrTTDwoI1mu0e2M+vq6kJHRwccDoc88xMnTkh5hPoMGQSRmssAmllD0qgbjUYbe4rZLK1WK23K+vr60NvbK5TvSqUinT602lYt98DAgNjXzs5OLC4uik0vlUoIh8NYWFhAo9GA0+mUDKnD4RCGhtvtlrWntr00GAwiKsp7O3PmjNwPtRUASJ0w7WGxWMTCwoLYUTUjemO890HdEqAFfFKxnuKoXGM6nQ7hcBh9fX3QaDSYnJyUZADQ0pV5/fXX25hABLxSqZRk/Hm+s0yPe25qagorKyviV1DgVK9vCUxTV4m20Ol04sKFC1haWgKw5RuqLIUXX3xRKPy0hcyO0wczmUzYsWOHvIZribZQLbdiAMm9zPPaaDTCbDbjtttuE98wl8uJb8gMdb3e0n85ceIEjh49KkAD2RFLS0uy98jqoc/EJEgoFILb7cbk5CTy+bxcG+ecvihtBL+XwaXq6+v1egwPDwszhL4hAVCVlfXLfEPawnK5jOnpaQGaaQtVW62WFwOQ95Gx2tHRAa/XK/dN0P7NN9+EzWYTBirZCtRyoQ+tMueALRYyzwFeC/0rvb7VbnNqagp9fX3o6upCPp/H6uoq1tfX0dXVJQCtzWbD4OCgzA+7urF0r16vo6+vD4uLi9DpWtpeLJcNBoMiJOv3+6XUz263Cxuwo6OjTTMJAE6dOiW+A/0Ista4P8meXV1dbUvAftjHB93//UA9oRdffFEyIKVSSZwqGkBuwM7OTkSjUREUAVqHitfrxc9//nN0dna2tZ6jc9JoNJBKpdpAhY6ODvh8PgwNDWFpaQkzMzO4ePGiGGir1YqjR4/i4MGDUl/MeqPOzk50dXVhcHAQV69eFedpO6oai8Xw3e9+t82B5OCh12i0OjjQEPt8vjb9AxocFWGlk8/vpEPt9/ul84DX65V7JyjBAHp4eBivvfYawuEwnE6niJStra0hHo/j8uXLyGQyCAQCiEajcDqdMBgMUrrA4ff7pd0hsyx0tlSDTjExBrVqCYPVasWuXbvgdrvFoP7FX/yFOLVqwMogmUEQ6duFQqFtfliGwMOO4i7qvPIZEHggoJNKpdDR0YHBwUEpbdHr9Th+/DheffVVJBIJCV44pypbQu1SsT1zCrS0CarVqpQpsG1YpVLB+Pg4BgYGsHv3bqE8ptNpyeaFQiEROuJaHhoawuTkJAwGg5QP0BlmdwaVmr69xEOn02FwcBCRSASNRgMLCwt48803hSJK6iHV/FXKHbOmpVIJqVSqLRhVBf9ujPc3XnzxRbFdGxsbkrklsk9nhl0OqLSs0+mk1eMLL7yAZrO9DSIAsYtcxwykCQj29/djYWEBi4uLOHfunATndrsdt912G0ZGRmAwGET/oFgsSvvU3t5eXLt2TQJlDn7+448/ju9973tt7Cb+IfBWr9cxNzcHm80Gr9cr4BrXnMqE4KA95Frn3ASDQfT29oqQ4ObmpmjGEOja2NjAjh078Prrr6O3t1daqJKRNTMzgytXriCbzcLr9Yo9NJlMIsLHEQqFhHlhsVhQLpcFtKOTq54RjUYDgUCgrVzEZrPh8OHDUrP/ve99D+fPn38H2EIQRtVCUAFxoF2PgR1a1OCIJVa0V7wuPh+2SbTb7ejt7RW7YjAY8OCDD+LVV18VJW4+Ezr36nMnYEBbqDr+ZMA4HA7pAkO67sWLFzE6Oop9+/bh2rVrUstst9uFmWWxWCSIbDab6O3txcLCgqimFwoFsUs8YxiY8RwiqEFQjsrq9XpLKf7UqVMSRHANsRZZzcAyk12r1YSZxyD0hj389cazzz4LYEvclIwiBli0hZ2drR71zMzSxv3t3/4t/viP/xgvv/yyZG+5HwnCUZiP61Kv1yMUCmH37t2Ym5vD9PQ0Jicn5T0dHR04cOAA7HY7TCYTisUiUqmU+IaRSARDQ0MYHx9vq8fnHqE44mOPPYZ/+Id/EPaAytykj8EkmcVigdfrlfZ79IdpR+hzqXuROk5arRY+n09ajKsMB7KOKFyby+Wwe/duVKtVSaBRIHJubg7nzp3D6uoqvF4vuru74Xa7RXnf4XCIfWHXFO41tduM+ofPttFowOv1ttk2q9WKm266Sb6jVqvhL/7iL+T5EmxRgVrOB8FwllyppW1kvxFoZltLFUxQ5wjYErU1Go0YHh4W0KWzs1N8w6WlpTZfcHsQSR+adma7f+h0OiWRR60rtu6+dOkShoeHsX//fly7dg2pVEo6nFmtVinxUbVWGo2GdKuJRCLSLYnlKbSFBBuo0UFgDGiVlUciETSbTUxPTyOfz8uZ32g0ZE8S/OX7WKqxubkp7A/Os+oPf1jHDQDhtzjUdlQMSrjZBgcHEQgE0NnZKSI16XRahJL0ej2++c1vwuVyoaurCx6PRyg3alaHhpmoJylooVBIVPZVZDqfz+OVV15BR0cHDh48iEqlIjWZrCMrFArQ6/UYGhrCxsaGCM/QMD3zzDNtdaEUAKOhY61poVDAqVOn4HQ64fF4JPvFQ5KOPq+fG5PshWg0CrvdLtlm3ge/T2VcNBotBeDR0VHJGnKumLE2Go24evUqenp6sGPHjjaHkIOHEjPi3d3duHDhAs6fPy8BK405xV30en0bwMBMZ7FYlPZcP/3pT9sEyVQaMA0ujfTm5ibW19fbjLZK71UdXhXV5eGgZiMI5pASS5oYs1Tf+ta3YLPZpH6Qa5bv4ft57x6PR6hlbE1WLBbFAWAgoK73SqWCubk5uN1uDA8Pw+12S490nU6HTCaDZrMJn88ngmcnTpyQeXK73ZiYmJC1zhIGOunValV6ZDODFw6HhYrWaDQkeGL9tQqWqAJUasDBlqIq1Z1BzI3x/gedHmYg6vW6OJH9/f0CErLWlyJLHF//+tfh9XoRCARkzaq18mrtKoNrZoB6enpQLpcxOzvbtg+z2Sxef/11GAwGjI6OSlaB+0Nt8zowMID19XWkUikJ7LVaLb7zne8AgGS+SL9lhp+6IxRMc7lckilR7SHBM9bQcx9rNC0RxkgkIgAEs8V0YNimVK/Xt5UGfeITnxAQu9lsaYuw/Mdut+PChQvYuXMnRkZG5J5U0Fin0wlgYTKZ0NfXhzNnzkgLN9pDZrUIAhL85B/u00aj0cY84HPgZ5AqqtpmtRsMX8+/NRqN2EpmLVUmBNcbHXueU/V6SwiLrAyWff393/897Ha70P8Jyqj2WaPZ0gnwer3yrNU2iQR5GfgQ1OBzuXbtGrq6unDTTTdhfn4e09PTIvRKFXiW+DQaDZw9e1ayj36/H7OzszJfxWJRniszr8wqa7VbGi488wh4V6tVnD17to1NwXnk3KpnFZ1+YKtc5feBtvubGCrYSF+iXm/V2g8PDwuovrS0JBn+TCYj+7NcLuPb3/42otEo3G63iKVuLyMFttTwmUVmOcT4+HjbXuN6MBqNGBkZQalUEoZMtVoV0FOv1wuTikwEBme1Wg1jY2Pi07Asixl0ZnILhQLeeOMNYTy5XC7Ru1HXHu+Fa5Igam9vLxwOB7xer5S3kq3Atcx7bzabsufJcGVCr6urC+FwGHa7HadPn0Y0GsWBAwfkGtQ9oNfrEY1GMTg4CIPBgP7+fpw/f16EfdXrZvJJq9WK1goH/Tsyfn/2s5+9o5yVviHPA9pZJstUsJk2lj4Lf2c2m+VMIMhBW8gEEs/PTCaDM2fOwGKxSEvXZ599Fna7XUqu6dPxPlVWBdcuGS/U22KHBF4jwVuCIQAwPT2NYDCIAwcOIB6PY2JiQvRayGzhMyLLkD6C1+vFxYsXZV5ZAmSz2cR2k9lAtpnb7UY0Gm0rB8nn8zhz5oz4CwS2OYe8Vq5l+i98Viwl/LCP3xaAEIvF3ACeAdALYBZAbGxsLPtLXqsDcApAfGxs7MF/7XM/cAAC0Tw6tFarFbfccgsGBwdF6bZSqeCtt96SekYazMcffxwvvfQShoaG0N/fj7Nnz2JmZgbAFq1TFTMkSlYoFDA1NSWtm9QSg1qthvX1dSmPIGBAJ+natWtYXFyULBJbJgJbhvyTn/wk/vEf/xGlUkmyzGazWVp/kc5Dw10qlbC0tCS15jRQNCL8fDolzKrs3LlTyje4SVVHEtjq96vT6dDf34/x8XEA7T1pOV9sWUUDrIracI4Y1Bw6dEic+JWVFUEjVUEfDtJqVceWyC4P3yNHjuDUqVMAtlpeMtCmweffLA1RkXcaaxpx3iMpgMAW88DtdsNms2F5ebmtFKTZbCKTyUgbrs7OTnzuc5/Df//v/11EadTDiNeq9nFeW1uTQINZMrI0mDFjIMXnU6lUpI/42toaRkdHMTIygvHxcekp7nQ6sbGxgcHBQej1euzfvx+vv/66gFq8f4PBgImJCXR1dUmZyvr6OtLpNNbW1hAMBlGr1aQFGdACXCYnJ3Ht2jVx/pnlYIaT2R6yRYLBoBy4hUIBGxsbojdyY/x6g86qejAbjUbceeed2L17tziXZ8+exauvvirqynwujz/+OH72s59hZGQEvb29OH/+vJQC8LnR4WKmhrRvdmBQSx7oXNJeut1uCZIIml2+fFmyrtFoFOl0WgAEllc9/PDDYg/VDBSp7NzjdAoJyjLLT00CAG12nEClyWSC3+/HwYMHxVlWy5W4V2kXaUPZsqxSqUjNPIdWq8XQ0JBk4lRKrmqP6/U6vF4vbr/9dpjNZphMJiQSCczPz6NcLrfZHtXZJiVUBVQXFxextraG/fv3Ix6Pi21WP0O1hzwjeEYCaJsbBvgcBDZVIdhmswm/3y81s8xGMSCJx+OYnZ0VcPyJJ55os4f8fgZupPjT1lP9m5RYgtdsK0Z7o9YvU/GcDJDR0VHo9XqMj49jaWlJutaUSiVpTTs6OopTp06h2WwKqGaxWGA2mzE3N4dIJCKMFbJMSqUS/H6/ZEvtdrvQtycnJzE3N9cGuHC/sHacJUV6vR6BQAAGgwFra2soFAool8twOp037OGvORgQ8hwma/GjH/2o2EKW3bzyyivQ6/USHLF71eOPPy5q+ydOnMD09DSALW0i2kIVyCoWi5iamhIGl5ph5dqcnZ0VZiP1CTQaDSYmJrC8vIxGo4H+/n6sra1haWlJ2FHM8n7yk5/Et7/97Tb9E2aD+X3AVkloIpEQ3zCVSrXpKgGQe67VaujsbLUuPHDggAhRMhhWwX3OrWobGWCrSRsmBthuNZ1Oi91QM+70F30+H+655x7ZG6lUCtPT020giTp0Op0INnJUq1UReK7Vajh06JAkTFTdGJ5TvB+Veazeo1ryCkAAdNL3VTFKn88Hm82GlZUVFItFYRrVajWkUinE43GxhZ/5zGfwox/9SOyV6rfSrqksXD43fr+q0cPYgEAZny3Py0KhgNXVVezduxc6XUtgmQKHHo8HpVIJu3btkmc4PDyMc+fOiS0kg3F5eRkARMyY7bpLpRKCwaDYOp69a2truHbtGiYnJ+X6VN+BJT38P7BVDqbX6yX5SqDswz5+iwyE/wzgpbGxsT+PxWL/+fr//5df8tr/BOAKAPuv+tAPFIDg9/vl0OVGYe2lxWJpMxhsI0VjUyqV8Oyzz8Ln8wl9Np/Pt9Vik+qpbmg6yKlUCtlsVgxPR0eH0PIrlQouXLiA+fl5oYZyQzebTaHyGAwGCUBpxKvVKr7+9a/L5mHNmN1ul5pLFYljgM9MIwMHAG3q1fw96y8DgYC8VkU8eZ80ZsCWYjmNn4o+0/Bzc3s8njYVbw4GkzxwSa/WarXw+/3w+Xxy+Oj1ejidTrhcLthsNmxsbKBcLksmntfFerxqtYqnn35arolDrb1nSQcdaDUjrgYMHKxZVoN7PmOfzwefzwev14upqSnJjJF9QDBEp9PhueeeE+qqSpsjYKO24SGDhQc50Xw+D2akuNZVZ5+HWy6Xw8mTJ7Fnzx7s2rUL58+fl+yW1+vF0tISjEaj1BpSAJJBJ0sjeL3pdBoOhwMaTUtok8wUio8GAgGhBJNpwLr7jo4Oof8yq8P9l8lksLGxgeXlZVkXN7ow/I8Nj8cjDoXKaBkZGZEDnfRTaiSwlVepVML3vvc9+Hw+zM/PQ6fTtYF23CNqVoD7mwE7wVA6CCzhoj1cWloSCjedM9bJcm1RbInAU61Ww9NPPy3gHn/HoH99fb3N8ad9ZsBJ503NdgOQOku2VSNjQLUJer1eMi2qxgxt3fr6Okwmk4C0DIB5jQaDAb29vW2CjgyWVScfgAjrAa1sEMswaFsdDgc8Ho8onNdqLeFdteyAYpk/+clPhHaqOvl0LBnEAlv6MLTjai2wGhww6M3n8xLwsBQsGAyKzs3U1JRcR7lcFpVu2rsf/vCHYuMBSOZSBXxVqmo2m5UAimeTqrPDud1O46adpxL5nj17sHv3bly6dEmAqEAggMXFRZhMJly7dk2yeQQqGDgwAaDT6bCysgKHwyHZWtor0q5ZnseAkQLMAMQeEnhSqciVSgUrKytIJBKy53j23xjvfxCMpmI+0AIcBwYGpJySQDyZfrSF5XIZZrMZzz33HDweD3Q6nYircu+qtlClk29ubootpP0yGo2SWNnc3MTMzAyWl5dFfV5lXdI3pEgxQTEAAtZ++9vflswu97TH4xEWA20/97PBYIDdbofNZhN7wiBao9GI30hfoKurS84LlX2mlqHyd6qPyPnhUIN6g8GAnp4eASXUZBAHfRyn0yn3HQ6HRdSRAT/vxW63CxBJNgevgedItVrFd77znTb7oH6XagtVgIJ7k3ZQBTuYbKGIJW2B1WqFx+NBKBRCIBDAzMwMCoWC+D52u13E2AHgBz/4gdgx9azkPajlTwBEnJZzS9FPAlRkHgBbjGmuTa221UnnjTfewJ49e7Bv3z5cvnwZlUoFiUQCPp9PxGgzmQwuXbqEYrEoLFQmN8ngpi10u90C4lC0PZFIYGpqCj6fT/xCio2yVEKv14u/QqCNtj+Xy6FYLAp7kM/3hgbCv+l4GMCd1//9TQAv410AhFgsFgXwAID/N4D/+6/60A/UE2KdIOua6AxxcOMz00HHgxvyS1/6Et58803E43GhihEdVZ0WimDRIQgGg/B4PEK3VevQGNzpdK0e1HRAVOcGgCCTfC+vt1wu47Of/Sy+//3vy/dSmIn1XHa7XZgJDFT9fj+6u7ulDooqqGRpDAwMoKurS0RJvF6vIOiqYCOzlMAW/Y+OVDgcFtV9Bgn8DL4e2KKsq0P9P58F59ftduPWW2+V+Xc4HHA6ndKhgM9naWlJaPSNRkOQ6Uajgc9+9rN4+umnxSCp6DqzEHz2fFZ8LwBxCOjIEtGlw89MYzQahdFoRDabFf0H3hPr4lRDd//99+Mb3/gGarWaZMzoqDSbTTGuFGRUQR/S2li/mUgk5IDhIaQyYHgd5XIZly9fRnd3NwYGBpDP55FOpzE9PS1iUnfffTf+4R/+QcCOjY0NDA0NyaHNeWcttlbbamNGMSM1U8YsCVWGidZXKhVkMhmYzWa5ds4lnR7eJ5/Z70Od229qOJ1OQfm5N3nYq/R0ZqYZjNEefvGLX8Rbb70lGTTVeSUgRJtA59VgMMDn88HhcEi2gM+ZdpdjdXVVSnLoiHMf6nS6NntI2nez2cRnPvMZfP/735dsDAXn6ICTBspATKfToaurCz09PXC5XMhms0gkEkilUrK/du7ciZ6eHiQSCWSzWRER5frlXJESr4IDHGRhkZFAwA/YsoUM/rfbSbXEgDaLttjv9+Pw4cNtNa7MbGm1WszNzYnoH9se1ut1XLp0CQDwuc99DqdOnZKyDV6j+n1Uu1ZZYmqZllrqoNFopOUq/087SqbS6uqq1LZy7khpNZlMYrfuvfde/N3f/Z3QrwGIaC+fLcFYVTiNZ2+pVJJzQbWHPK8JbKnrnVmwrq4u9Pf3I5PJSPeZjY0N2O123HXXXXjmmWcEQC0UCti9e7fQqg0GA+LxuICrADA4OCigKJmGhUJBnlNfX58AvWST8G9qzqiAlc/na1sfKlh/Y7y/Qc0gnrG0C6otBLaCRgL5fI/L5cKnPvUpPP3006KDxT2r1r2rQCfbiXo8HqytrWFlZUX2kZpAIcBFEFDdV9yHBBy4DsjoMRqNeOSRR/DNb36zLbinDXW73chms5Id7+joQCAQwODgILq7u7G6uop4PI5kMikg486dO7Fz504sLy8jlUohHA4DgDDYgK39/G6aHLyOd7N/KoBJcID7gH6Lagu3B+6BQAC33HKLfB7bplI4kTX98/PzAhbX63VMTU3J9XzmM5/Bt771rTYfnD4hALGFtGlAOxCi2m4CGBSAVsGkUCgEo9EotpCABr+DySXaqPvuuw9///d/L+UJBNN5bhN8pJ9PYFxlpdKGUrSXsQvjFtW2Ay27fvXqVUSjUXR3dwvj78KFCyiVStIG+fbbb8fPf/5z8Xu7u7sBtLo1ARDfkM+vq6sL9XpdAP1cLodcLieCy2Sc8uygblhnZ6eU1nAPEmhV/XaCah/28V4BhFgs9iUAX1J+9FdjY2N/9T6+KjA2NrYMAGNjY8uxWMz/S173/wXwPwOw/ZLft40PFIBAtJ7Gh0Gt6piqTp/aCxcAnnnmmTYxKjWLxOCRDg2NmsViQTQahc1mw+LiomxSo9EIu90uPb3VQyOXywm1kzRHbhxm1EkXz+fz+Mu//Ev4fD5B97j5DQYDQqGQ1GUSPaVwTyAQkKxjOByWNjJU5Xe73RJkEDBQM2pELIEtSpcKiNBpVdkU6v95oPJ3dFq309W219x2dnaKgQIgzirfz04Zals5p9MJv98vJRzPP/88nE5nG8Wa30cQQaUZ81rVPwxqmOEsFAqSnVfZCMw6zs7OisFj6xkizTR2//iP/ygO/nZxRjrDBITy+bwETSrVDmgdnBSgYb0vD3O+ngFDvV5HPp/HxMQEenp6MDIygtXVVSwtLaFer8Pn8+GNN96Ay+WSXuZmsxnxeBxerxepVEpokRsbG5ifnxcqtpoZ3djYwMLCgrAmarVWKzIKXi4vL0tW0WazYXh4GFNTU7IX+BzZAYCZwRvj1xuzs7NtgS7XLbC1V1WHjeAi7duzzz4r9pCZMdUeApDSFKC1h1TG19LSUpsiOZ1gBv60YwTf1LZUFotF1gCdctZXfvvb3xbqumpv9Ho9fD6fAGAABJDcu3cvotEodDqdtPdji8FKpQKfzwe/349IJCI2Q9UoANqF/ThUGinnQHU8eQ0ctCm0Q5wfPgeNRiNZR55dVqsVe/fuld8zs0NntaurCzabDclkso355Ha7UalU8Pzzz0vnF7JLKHylAhu8Fv5fXR/qOQBA2lwyoGAQRIAbAGZmZsQOVatVeDyeNtX1RqOBH/zgBxJw0R7y2bKjjdPpRLFYlMw/zykGY7SZZB/QHtJe8lkyUCC7aW1tDTt27MDevXuxsLCAlZUVlMtl9PX14Re/+AW8Xi9KpZKUe2WzWQHG2GO9XC5jcXFRsrkulwuFQkGyv/Pz82IPG42WwBs7RSwsLECv1wuo0tPTg9nZWSlJZAmm3W6XQOKGiOKvNyYmJtrsFgMydaggEwNu+j2lUgk/+MEP3lVhX11fHCxp6unpgdPpxPz8vACo7OrA7+AeIeOKIpp2u11sMZXn1fKHlZUV2O12/NM//VNbkgto2WW32y1nP/dVOBzGzTffLJpTPp8Pw8PDwuisVCqiGROJRMTfox2gP6Tat+33TjtFm6H6z6otoe0kQEIQgeW4jUZD2Jy0M3a7HaOjo/K8VOYU0GJrORwOLC0tCUvO4/GIBkm5XMYLL7wg9pBnEW09P5ci0XyWBC1Vf4RzQUYVkz+0pQRagVZAr7KqAoGAJATpcz/33HOSmGQHK4q0EpByuVwolUqiVUAgjL5orVaTUlcAEtSTbfdu80/maVdXF3bv3o3l5WURNu7p6cH6+jrefPNNNBotbatAICDtG8mAJtifTCaFUeV2u4WFuLa2hvn5eWEJ6/V6iUGazaZ0AWOnhp6eHiwuLsqar9VqIr6ey+Xk2X3Yx3sFEK6DBf8qYBCLxX4CIPguv/rf3st3xGKxBwEkx8bGTsdisTvfy3s+UAAC0O4sMLBTaZl0ZA0Gg1DZaDzuuOMO/OhHPxLjoRpJdeMRzQO2sk3VahWpVEoc7dHRUezatQvz8/M4f/48crmcsAbUrA57UDODwmCKh0RnZydisRheffVVCXJ5f6Tlsi6JDvy+ffsQCoXanH29Xi/0ISLJdEaYqVHFX/hzAG0tpnj/1WoV4XAYKysrQu8HIFnAd6PzqUCO6pQT5Ww2m23OoWrgTCaTBAykz5nNZmFDDA4O4pZbbhHqbjAYxNmzZ3Hu3DmhZ9OAkx61vSxDpeBxPvk3u0DU63V0d3cjGAxicnISmUwG1WpVWB7MQFmtVskocL4bjQbuvPNO/NM//VNbloH3S8YCkWk+NzJRGBCQBUCDqoqJ0akmyMM5pIM+OzsLm82Gnp4e+P1+zM3NQafT4dZbb8UvfvELrK6uYmZmRihovLbu7m4x2gzkMpkMPB4P6vW60Ja9Xi+mp6eFbUNBO7W/NYNFPnMejKFQSOZxe731jfH+hxr8EQDaXjfINaaKNtE+3X777fjJT34itHg1+8nPVenwrHHls1VFaHfv3o2hoSHMzc3h4sWLUsZFx5C15Cp9l4AV7SEB4QcffBA/+clPhHFGp9pgMMDtdmNpaUlsjcfjwZEjR9Dd3f0OQSuz2Szfz24HAMRpo1PO+6RzRwcXgIB0qnOtzpOaxQe2gFgAcv+8B55ddDo5zwDkXAEg3UzorBoMBinPIEi0d+9eHD58GJVKBW63G1euXEEul5PMkgraMgOk2kM1A6iyQwjYEADd3NxEJBKB0+nE3NwclpeX0dPTg0KhILoAACRo5jPmHH70ox/Fc889J2comXgsJWEZFZ8dSzuq1aqojVMjgZTg9fV16HQ6rK2tiT0kM089Q8vlMiYmJmA2mzE6OopwOCxU8r179+K1115DKpUSZzoSicg+8fl8EtBTVHZ1dRWBQAClUgk+n08E98bHx2W9O51OWK1WYWvRtrPVL/0Wj8cDj8eDYrGIXC4nGc7tANaN8d4GxYWBll2kLdzO6FBbu3IwIDx48CC+973vAdgKioGtPUrAjYEcbSHr3bmHd+/ejT179iAej+PMmTOiycL9yyCTzCwCghsbG1L+p9O1WqqaTCYcO3YMP/zhD9sC3o6ODrhcLszPz4vtpG/Y3d0tJaO0cfSvms2mZIlpS8h22F6WoAbTakJIZdEQhOFraSdVwJTXTN0Gvo6+oRpEqcA3r5/Pg/dJPSb6P8PDw/jIRz4iDFGPxyNC3dRFUJNoLPnj4P2o/i81rvi82ZEhEonA7/djcnIS6XQag4ODyGQywnZj9py+YaPRED/7Ix/5CP75n/9ZbBPt38bGhpSV0Nemf0x9DpYW0EZYLBYBG2gLycojQLmdYTY3NweLxYKBgQGEw2Ekk0k5H0dGRvCjH/1ImCrhcFiug+UyLAGqVqvI5/Ow2+2o1WpwOBzo7u5GKBTC9PS0JB4JhHO98zq266lZrVYEAgEpY6BO1u+Df/hvWcIwNjZ2zy/7XSwWW4nFYqHr7IMQgOS7vOwogIdisdhxAEYA9lgs9q2xsbE/+GWf+4ECELgx6fCwzoaBoGr0aXDUg+KNN96Q7LGKtKoZIjUL3Gw2RfCNwlmsh0qlUigUCggGg5iamkKhUIDX6xXDvz3DUy6XEY/HodW2xPKI9m1sbOCtt96S72M2h+9nzZ56iPFv1cjS6Gu1WqFaqRQgHpp8H19L9Jl/q5Q/trpUjSn/MHDl+9SaYfWg5aHFOl71uzg3BBWY7aR4lcVigdFoxObmpmRqdDqddJHo6urC0tISMpmMZFdV4IJzyvWgOhREPZkNTSaTWF9fh8FgwNDQEDweDxYWFpDNZnHp0iUx0AAETafDSsHDfD4vNDBgq7SDSsfsK8yuGjqdTg44ALK2AMjBwMOf98T1y+xVX18fzp07J2ugWq2K8GUgEEB3dzc8Hg+mpqYwMDAAh8OBkydPolQqSe9iHuQ8mGu1mtS+JZNJOBwOAJBSmN27d2NmZgaJREL6BRMoYBaG1DauCWZDib6rINON8esNtTMKW8zRsVLtA0sRtgOFFJplEMihZphU0IHgHUE0OirqHmB7vFKphEAgINepMn64Pubn5wFA9gOBhLNnz8q1bK8bLpfLQhnl/lPbSalZJq6v9fV1EaFSAZft7BfV6aWDzPeoa1XNvKmMA47tIALnnQG0CnRsd7IBCGVaBSD5bAkG2+12+Hw+uY/9+/djaWkJKysryOVybZTh7dlC9TrpyHNvkrLLoNpgMGB4eFiYSoVCAePj46Jiz32v9u0m8FgsFvHaa6+12Teeyy6XC52dnXC5XMIwYEBCgJSlK0CLTch7N5vNci8M4PL5PGw2G3p7e3Hu3DnZF+VyGePj49BqW92AtFot3G435ubmMDQ0BJvNJm1IufaBFiWezLGNjQ1xbFkSxgAhGAzC7Xbj6tWrSKVSmJiYkIBBzS7mcjnJKvK6eL8EY7kGb4z3PxgwU3yQoDVBOO5p+icMrvi8Ozo68Pbbb7+j7loFDlUAjtlzMlEYEOp0OmHshUIh0aHielfb5wGQgG9ubg4A5PdkawEQ/1DtzMWEQjqdBrDFfCL7h9cObNkVUs7Z6Ur1hbaDBbQL/D3H9vcQFN3OXFP9VPVz1f0MbAlU8nq3r//tNpr3brPZxC9i1xydrlXaq9FoMDQ0JGVsqlA170G9XtVn5GuY+WeJCGvyBwcH4fF4sLi4iEKhINoBzJqT+UXfkm19NzY28Nprr4mtJauB/izBcZ6BAKTkiWc3u1AwsGZrxEajIclUBvlWqxVDQ0M4c+aMiPpWq1XpvhUIBOQPxcGHh4dx8eJFWdc8A+lTWK1WVCoVYcJtbGwIwyCXyyEUCmHv3r3o6OjA4uIi5ubm2lh2TDySfcuzgP6Hqk/C9X5j/JuNHwB4CsCfX//7v29/wdjY2P8K4H8FgOsMhP/pXwMPgA8YgDAyMiI0Ig4GmQCEVq2K+jEobjQa2LNnD1577bVfStUyGAzo6upCsViUQ71SqeD06dOo1WrSPjGbzWJ5eRkzMzNyQOj1eqyurrZll5kJUuugTCaTBKoej0fQwJ///OcA0KbCWq1WRcSPgRozcUA7Mq4CCHTYacSYjeJr1KwaXwNsCafReXW73Ugmk23oLOdZPYj5f/VwVRHH7YcLn5/qRPNgUrNJfr9fWBAEZUjF5gHCg5kZfr1eL4E+HYftzjO/j0gzg3JmLnw+n9D/DQaD1N6qjj4PNpfLhZWVFTHqe/fuxcsvvywHupoVZiZRq9VK2yOz2SwZCoPBAIvFAofDIf2iCUz5fD5kMhm5B7aA46GjOjilUkmyYtQ36O7uxsrKipRelEqlttKEVCoFj8cDn88n2WE669lsVjKpxWJRAjCWb3A+KALKOeZ9sx0cAQWVnXGjhOHXH6OjoyLYBbTm1el0in2gc0clfZVh1Ww2sWvXLlGrVjO3KkgYDAalRryzsxMbGxuS2WFP70KhgLm5OZjNZjgcDsmkpVIpOByOtu4d1F3hPmfZAwVLPR4PotGo2Gk6P8weWa1W+P1+LC8vC7CwvcyA1891SZ0X3p9ad6s6kNRMUUvY3i2goMiiun63OztqllMtDVNFBIF2wFW1UyotmLY3GAwiEokglUpJ5o6MCdazss83W0DSHqrgMD9fDZo5NyaTSewpALGHVOPW6/WYmJiQ7DrPHs6py+USPZ56vY5bbrkFr7zyitha2gI62yzxI6ur2Wy1AmWQQ5tIEdZCoQC32y2OPbAlNjY4OCj2kPOt1WpRKBRw+fJl9PX1iRBzJBKR7kVWqxXFYhErKyvY2NhAqVRCMpmU9rWcFwY7a2tr0qucoIDdbkc8HofNZpPggDXxfKYElnj+5XI5sdkMJrZnzG+M9zZ2794tDD/uZ7J2gHatK7UEVt0Dw8PDmJube0cpLNduT08P1tbWkMlkpL3ez3/+czSbLQ0Fn8+H1dVVEdO22+1iNylOTBYCAT4mZyh+WC6XZc1Ho1FMTk4KW0ZNbvG9oVBIau9ZGrTdHnIQ7FP3LP3k7fesvnc7mwBoX8+q3X2381xlnXHQZvH9BLlVP1ZlOqgsgWaziUAggFAohOXlZdGaUsEMihwygKWfp9LiG42GrAfV/+R10Bbm83kJ+t1uN+LxOJrNltbGwsJCmy3kdeTzeXg8HgEfAeDQof8/e38aG2manYeCTywkY983ksF9SZK5Z2VlrV3Vpd6lbqltSRRstzTSCLLG8BgDA54ZAxczGMwvA3eAwQUMzLVh414Z8DKUAelKVru6u6oXdWV17blnkrlxDUYwGPseZCzzI/o5PPEls7uqNWpVducLJDKTjPiW9/ve857znOc85yLeeust8fW4b7M0hTadttvhcAj7mLbT7XajWCxKQov6AeVyGTabDfV6HfV6HVNTUwiHw8K44XNpNpuijRWNRkU/ye/3I5FIyD2z7JCaXF6vF2NjY33xBbVe3G432u22lKBRIJJJs263K7o3nHfuRXxXyWDl7+nT/qKPnyNg/K8ArCwvL/8hgC0Avw0Ay8vLIwD+3crKyq/+LAd9ogCEM2fOyL87nY4sDgbAGnG1WCyPOBKsGaYxpGFinZLX68UzzzyDVCqFDz/8UIzs5uYm3G63ZFWInJlMJty+fRupVEqyzMViURA1ZpgpisdgnlTZcDiMxcVFbG5u9jmVXFjsUsCAenZ2Fm63WwRHeM90/vTfRJhpkOmkHBwciOq0RtRp/DlXJpOprwOCRqPpzGvnmigp6YA8Nx1mflbTTI36BbxGCld5vV74/X4x1lSTByAGhsGHx+PpE2zT1H5en3GuTCYTvF6vUL+sVisuXLgAj8cjWXqz2SzlFASmCLTQ0eYmNDQ0hJ2dHQm0+E5wHu12O2w2m5RcOJ1OOJ1OqSnjXNRqNdjtdqF3Hx4eSs046+pOnDiB0dFRdLtdzM/PS6kFVajr9Tp2dnakGwmZBQ8fPkQ0GsXFixfRaDSQTCZFkIfv9fDwsNyv3W5HoVBAPp/H+Pg4Op0OEokE9vb2YDKZEIvFpCRCl/3wXvT7R2DH4/EIFe5pxu1nH1/+8pdlzel1bBQfoj2h/eGgQKq2E1yfbM303HPPIZVK4erVq5IxvXPnDhwOB+bn54Vezu9dv35dxE8pPlqv18W5ImjA0h0tWBuJRLCwsCBOvHYg6HDS6bJarZiamoLNZhMFcZ1RN9KU6aTz3aTjTECDNgg4co41i4HH0GCoZito4IVDZ+4IstKm66wgact8NkZ2HB2rSCSCUCgke5ZRrZrUWDrUdEa1PdRZQx6few/tIYFvq9WKs2fPwuv14sMPPxRWFO0YbR/nVM8/7fL29rawXOhc0h5SO4YZL7YuptPZ6XSkfZqxXTCDs2azCZvNhpGREUxMTKDT6WB+fl4EhQlqlstl3L17V2p0T58+jXa7jfX1dcRiMZw6dQqVSgXpdFroyGSMjIyMwOl0yjWurq5KR5putyvCbgcHBxgfH8fm5qYEiFxTfJ80iFMqlQBAqMC/DJTdv63x+c9/XrLTRj/KGLwyqKRvxWezubkp3+W7TAE7v9+PixcvIplM4sMPPxRW3cbGBlwuF2ZnZ/s0t+gbUl+I3blYPkvfUAfOtFvtdq/V6/T0tLxbXKsEsRhw8f+nT5+WTjVGO8TBNUXwkMxRnlNrc9Cu8Xvaf+Lc6mPqOdO/5zACY2QjkR3AoJ/H0WA3z0Pb0m63JdnBpByZj/TDgF5QqsujWMKmWWr6eXNfYPLD6/WKnzI4OIilpSX4fD5cvXpVEn304ah3wfnjtdBOms29rma0hWazWXxBJhkdDofoq/C4BCP5LjLxRPvUbDbhdDqRyWTEfszNzWFsbAxDQ0M4ceKEgLnUYCuVSqKX1m63ceLECZTLZWxvb8Pv9+PMmTMoFArIZDLIZrPCrjGbzWILqeNx9+5dlEolxONxdLtdEea0WntitNvb2+KDat8f6C+joy10Op2yFn4ZkkvaR/jbHCsrK1kAnzvm57sAHgEPVlZWvo9ep4afOJ4oAIFoLel/mlpG48CXjoH2wcGBUNyHh4dFDZnGymTqKfB7vV4RjqJxYJBIuiJbnjA4+uijj1CpVDA4OCjZMN2mjxsFNzLWM9GRpciXyWRCJpOBzWYT0RveK2lrwWAQCwsLQtXS2S3tcBJN5lyQ3kznkrV4BEC4eLnp6BosUvWJfhKx5tzTSHLDoWOrN3Leu96MOD/czGw2m9RLGenBU1NT0opJq7ZyA9JdK+bn55FMJvHw4UNUq1Wh5/+kIJXXE4lEEAwGcebMGWQyGWEdhEIhjI+Po9FoCDWb38lms5JhoBPg8/mkVEXTJFOplGwMh4eH8Pl8iMfjcm10LqiZoTMa3EA8Hg+KxSKKxaLU5MZiMdnI4vE4Op0Orl+/Lg4svz85OSnPmewOv9+PeDyOeDyOzc1NEamk9obL5RItBAYunJfnn39eAi+bzSaK8Hzv+Py5sXOT73a7fU7DUwDhZx/M7Ov6b6A/O8Rnwew+tVyazSZisZg4Fcygk27o9/vl+MwI0CFi5pcZMz7Lq1evolAoSEcIgkq0jbQHfAfJ/KE4H50im80m76rH48Hc3Jw4ygTt/H4/zp49Kxl3nYHSgSxtBAEE2n3+X1+PVmgHjrRjaId5XM1eOC4zd1w5GP8mzZm2ic67BiK0/oEx8JmdncWJEycQCAQEnKXGDLNVZK1NTk5ia2sL6+vrfRkefT3635wLbQ/Pnz+PbDaLRCIhQokzMzOo1+vY3t7u64qQy+VEz4Z2PxAICHtBgyZ7e3vCcOp0OggGg4hGozKvLJVhiZfX6+0T7eI7Sc0YBgihUEhKGycnJ9FsNnHz5k0BRVKpFACIeBifyYkTJ+B0OrG3t4ednR1sb29Le9qBgQF4vV6YzWbs7u4ilUpJUJhMJtFoNHDx4sW+gJVlE7xfXjPfSXbDMZlMqFarfe/t0/HJB0EnvfZol3TAwoQABZiTyaRo9kSjUayurop/w88GAgG4XC4p+6MtdDgcyGazkgnO5/NyrmvXrglAQPYX2/AxcAeOSg9Yqsn3rVarSbDH99DtdmNpaUmYOZrN88wzzyAUCsnxgP4AmXOjW9/q95MsVSNIShtJkFOzBHhcDb4aQVtehy4jAY72FLO514KR920EJHSWmsciSD43N4cTJ070acowqUhb7/F4YLPZMD09ja2tLdy/f1+0XWjbeT7ehxbR7HR6bap9Ph9OnTqFXC4nzCK/34/R0VEcHBwI+ERgmsKFZGiazWb4/f5HbCF9qna7LcKPwWBQsv1M5PHdox8Yi8WQyWTEJyZTlPdWrVYF4GQwz/IulkSn02lh0507d07ue3R0FCdOnEAul5NShFgsJgAytRvS6TSy2az4+8lkEs1mE+fOnRMQhyADWbcEVzRDnEkysoW4Rp62+P70jycKQCgUCqhWq4L2MavBmh5mCYjKMStLMSSCA0C/cSuXy5L13tjYkEwucNS6C4BsHMxo7O/vS/2t3hRY+05nmAaXjjUNV6FQwPr6uhjrqakpLC4uYmxsTByMw8NDBAIBNBoN6ZerDT0DB02RZTCuqWw6M6cdxlarJQubaDtwhMjq4zBDrUsBaDz0JsTfaUCCmSMKsHDzI5tBgw6spdfMAqPwDw3O0tISQqEQut0uJicnMTo6iqmpKSSTSdy/f7+vtZKm6FGokaKWDHaZNaABjMViUl+pgRD+nhsDDTkDKtLnyPbY29tDq9WSUgv+3GQywe12w+VyiTMTDodRKpVEvZutn/x+PxqNhrAy2u22CEpOT0/LBlSv13Hjxg2ZL7Z0ZHaSwmEMPJ1OJyYmJoS6xgyi3++X1mQbGxv48MMP0Ww2cerUKfj9foyPj8t7l8lkUK1WkclkZNPS4A1BOToJGoR6On62kc1mpSMB1xadZL5fpDQGAgHpkKCfCctKOEwmkwRbuVxOAkfqDrAEBziyc61WC5VKBalUqq+GUwfwAMRR51rXpV18h9bW1gS8nZiYECeRdfYMNmkPdSAPoO+9okNH2q4GXvk7bQ+Bno3jvsLsJGuXSd3UTrIO+jRAoo+v33Gz2Sxld1QNZwDCY9DOcg0xCLHZbIjFYhgYGBAAlfdcr9fhdrtx4cIFJBIJAMDCwgLGx8cxOTmJnZ0dPHjwAIVCQWy1kabtdDqlgwPviS0+aauGh4fh9XoxNDQkosAEgwgmuN1u2Qvo9LrdbilTMZvNAkQSsCT7wGw2S8eFvb09eecqlQoCgYCodJvNZnkPuAey3awWOAR6Ghi3bt2SfTeRSODevXvCCkulUtjd3RVmH0Ep+hCdTq9dZTgcxszMDA4PD7G7u4v33nsPBwcHWFxcFMCGIGmxWES1WpXyNLLxGBTQ3+A+olkKT8cnH7Q1DMK1NgyDanZA8Hg8fbpJZD2yFID2g4KaDJQImLHeneVZFM5jtrrRaEiZA30G+koa7CTQZjKZ+liIBAMfPHiATCaD4eFhjI+PY3Z2FtPT03C5XPKeERgkcGa0QRqYZJCuy1H13Gm/jj/n3sK9m+Cm1pPRgAVwxA7WrFjgqJ0i5wI40r3h/sVsPI+lWcI8NgGJaDTaV/KgmRxOpxPPPvsstre30Wq1sLCwgKmpKRH63drakq4snHPeg8Vika4r9Pk7nY4IJ9K/Hh0dhcfjERYYz6+ZqdwjOf9Azz4yoRgOh5FKpUToljpUBEJYBkGQIRKJoFKpCDBRLBZhtVoRCoWk3IDPvVQqiT9MZkq1WsWVK1f6fEMtIJtOp5FMJhEKhcQWsjSGgAVFZmdmZgD0Wjy+++67ODw8xOLiIgKBgIhydzod5HI5SY7xWfEdMJlMUkah2Qe/LADCk27vnygAYXV1VUSimMlki5GpqSlMTU3BZDIhl8thd3dXlDxptNjaiRRaZgDosHY6nT61aqJmAES4qVqtolAo9InA0ODyGEA/DYubmW7Dx8w5nSyqo3JR0nEk2szMhgYDaGRojOi0ciMzKrFSFEprIPB+eU6dybFarRI80why89ODx+L1EHjgvHKwBo16AgQezGYzMplM3ybB50QjxPvivdPQDA4OSh9jBk5erxczMzOYmJjA7du3sba2JtRVfo713ZlMRu4BALa3t8Uh9ng88Pl8kuGy2WwIBAIolUqwWCySOSJtjpsFyyEsFotkUklRe/jwIUZHR6W7AbO8DocDkUgE3W5XmA1En4lKDw4OilAnKcUEmqgFwfreO3fu9KG9BBFsNhvm5+cFjOB9ENwqFosCwBFgoLI4s32JREJqg9kLOxqNCiWeqDLfVa4zTZumM/HLQFP72xpra2vyvKhlwbKXSCSCcDiMcrmMZDIpLZZogzqdDnZ3d1EoFEQkSdcoMntGh4HPlc6Sy+WC1WpFpVJBuVzuE8w02kM+bx6DP6dtJSjodDrlXsxmM5aWlrC4uCjvDMFcMl8YfGmnVAcNtBm0G8yi8fi0m/w8AzvaLGbVzWYzYrHYIzReo4OuM3O0gdqp5bn5vcHBQRFgAyCBu7aPwJH4GfcgvQdosKTT6YgGD49Htf+lpSXcv38fN27cwPr6umRDCfbRHjKLyvXKsj/W/4ZCIaHdUoOGTqy2h2StERwio4Ldighw3b9/H5OTkwKW0G6wrpbBVLlchtVqRbFYRLfbFTsYCAQwMDAgwomc+7GxMQngJicnsba2JsfrdHpdZkg/n5mZkUBAs+/q9ToymYyAUPV6XbrR5HI5lEolAc7i8bjY89HRUezu7orAL1klOsPJwWdAgOZpG8efbTDYNe4nfOYDAwPY29vD7u4uNjc3pfxFB72sVWeCgr+joB5LHri2AcDn8wm4d3h4iEqlIswWI1OUf/iua6aUXvPUTwAgwNPMzExfCS+BWIfDIawmrlsNaupSLNoNzZrS+7Bm9WqQEYAkmmw2mzAdaDs4z0C/aLV+Btpu0gbSbvE6Sd/nfekyBv6byQ36w7wH/dy537jdbiwsLKDb7Uo5aSgUwsmTJ7G+vo73339fBNCN7NbR0VGUy+U+6j2TQGRwBoNBaeE6ODiI6elpsW8sdea88v3gtVksPYFFsmHMZjPu37+PqakpBINBsQlMpJEBms1mpZsLk5xk4AYCAdhsNly5ckUEFpvNJpaWlqTDw8TEBG7cuNHXoY5liclkEtPT0/B6vWKHSqWSaOoQCHC5XCLUHggEsLe3B7PZLGKg1NFiaVk0GsXu7m7f3mCMu/ie631PM+Z+UcdTAOHnON577z3Z5Bn40Bnc2dlBq9XC7OwsgF7mOBaLifFgnVgkEpF6pHS618mCBpZOLTcQGlqK8xAEoLHSCJl2JGkYtTK42WyWjchkMmF6ehrPPvss2u02vF4vpqamMDIy0kd719lyZpxo5GmETCaTZDZItWSNk0ahgaPexXrTYOBLShcdQxpcI12NGxSvk0aBG5WmUjPDQsBCKxY7nU4pM2C7NWajarUaEokEIpGI1MvTuDAIoZNsMplEaE1nDrrdLuLxOAYGBhCJRHDt2jUkEgnJiDE4YhZUM0j0Zsl+w6zTpqhhJBLBwcGBiMVRECsYDMr7w6Ac6DkaVqtVkOTBwUF4vV75OVkgExMTcLvd2NzcRKvV64bAel9m/ZlFPjw8RDKZlA2ImxXFawgeVKtVTE5Oii5CMpmUtmOrq6t48OABvva1rwHoqY9vb28LbZOUX9YcXr9+HclkEqurq4hGo+L8kFHDZ8CNhpuAzmrwfda6CU/HJx98nxkoEwzz+/1CT+T7HQgE4Pf7+8Ctc+fOwe/3w2w2Y29vT76vy0/4ntDBJaOK2WKuTQDiGDCYpyPK95B2h39YG2qxWDA/Py+6HBRsCofDAPqFrXhs0h01NVbbWW0PyaigHdTsKNo6ricCCtoe0kGn/ec5NRBhZHbxWoz3rG0q247RBjILpzOJFO3b3t4WxX8NVOvsHFkNxiwk7dfCwgLcbjdGR0dx48YNEaKks9rtdkUtWzvl3W6vpIBMKt4bn+vY2JiUC5pMJmkFBgChUAgbGxvi9GuG4ODgIPb39/Hw4UMR8uL+RK2bqakppNNpbGxsCGOGrY19Ph8mJyf72iVSGZwAEt9V1hJTyJOCeKlUCul0Wlhqt27dwubmJr785S9LB4bt7W1EIhHYbDZsb2+j3e7VqEejUdy4cQNbW1vweDyIRCKSaWS3EL4TrVavzzmZWHx21Mbg3DwdP9vgc9VrUGfVub4BYHh4WMSFuTZMJhNOnjyJu3fvIplMyr7HcXh4iFKphIGBAWkjSpCLCR6uPfoXOsCln9TtdvvKB4y0+cHBQZw4cQKXLl1Cq9XC1NQU4vH4Iy14ddZf+6FGhhTr7S2Wnlgo50SDk/SpdCkC7ScBE14/bQPnmf6jfne130t/TPtnPI/2LQ8Pe+0VKcpHrRi2x+YxS6UStra24Ha7MTw8LMcw+hf8twZQyAABenbFbDYLrX9ra0uCau6ZLJulLel2uwLSs3MXnwF9w5GREQwPD4uQ8N7eHnK5nOzBtIUs6azVavJc9vb28PDhQ1itVulOQ+YMW2273W6sr6+j2WyKRlWlUpEYgsB/qVTC/v6+sKl4ndSYof9Fwcb5+Xmsr68jn8/Lnn/37l08fPgQX/jCFyR5trW1JV0v2GWB4vKrq6vI5XJYW1uT9cU4iOKgZOGyHS8ZG9xv+U5x3p+OT/d4ogAEUhrpFND4sXe9x+PB8PAwFhYW+koLGNTSOHc6HXzrW9+SViI6M8Y6XOConRY3ep6HNFT28j08PITX6xVDQmNmMpng8/kwOzuLUqmEvb09AJAsm8fjEWdsampKEDnt6HIBElTgZqCzaRxa2JAGk8g5HWY69brOjzVNBB54z3TMOIy1aMDxrczokHKj4GbOTalcLsPtdqPZbArqzwwon+nc3FyfE02aoNlsRq1Wk4wcgQAAcr3c7BwOB+x2u1DtJyYm8PDhQ3EONI2U88T5ZMaNGzep1qwv63Z7tWherxfRaBTXr1/HxsYGrl+/3sdkoeCYx+MRkIHZj3K5DJPJhImJCTgcDqF1M4tFGiOFEZk1ZPYLgAg5ud1uxGIxCbZOnjwpiDSFxF566SW8++67KJfL2NnZkfrARqOBv/7rv8bY2BgmJyclUGT2cmdnB9lsVjakZrOJVCqF+/fvY35+HqFQCBcvXoTZbMaNGzdQqVQkUNDtgDS9ne/FUwbCzz4ofqkVvM1mM/b390U8anp6GtPT031AHrM3Q0NDuHDhAg4ODvD666+LuCdwVN6ku8LQiSLThjobzBjxnWYmVjvxtA0ejwfj4+MoFovSKpTrMBgMyrnn5+fF4dCZfjIJtD3kPQH9bb9oD3VATwee39EONe2qzWaDzWYTgJptTBmAaLvGd1s7stoGa3aWBhJ47cyo+Xw+ZLNZodJTTb7d7gnfTk9Pi23j/ROM4HXx5xoIJSuNz83r9eL8+fOw2WzIZrPSfpDOMYFjzZZot3vteAkSaMozy9FisZjUi4+Pj+Pq1avY3NzEjRs3ZM6ZnWO9ORmCWtRLi7iS+TA9PY2xsTEUCgXcu3dPqOgE5LVwcbPZxO7urgT4nOu5uTl4vV44HA7kcjnU63W8+OKLePvtt1GtVvHw4UMpESyVSvjggw9E6Z3dP4LBIDwej7Ag9/f3pRc7xWlnZ2cRDofx7LPPwmzuaSFQJJJrlfsygSsOPqun45MPIwPIyAbqdHq17J/97Gf7GJ38LNf/3Nwc3nzzTWEs0m/i+8bnR20t6m2QpWixWAS0JODAttP0U2gzfT4f5ufnkc/nkcvl+pJBfr9fkh/0f7TIJm0r74O2ToMH2t4QqNJAq2Yy0dbodqIa3KLvS/o+74PHpG9Jf1sH7fod58/4b14v7XS1WpXOZpubmwgGg3C73eKnNBoNEUulgCoZPgCENUEQXDMhyDSjj+7z+RCNRoU9sLa2hp2dHUkeERwhgKCZRH6/X9hVvH76pUAPxPd6vRgZGcFHH32Ezc1NXL9+XfxCaotRrJgsiGKxKEBoJpPByMgI3G63sIfpGxYKBdy9exf5fF66uplMR3oJ3Fe3t7fh8/kwNTUlpT0LCwtShsb2sqFQCKOjo6jVatjY2JBuTrVaDW+//TYmJycxOTkJoAdUU2Mmm82KVgJjor29Pdy+fRtLS0vwer24cOECgF45XKfTkbXCBB7XHwBJXPD5/qKPpwyEn+Ogc0YDxKw8jTxpsMPDw488GGoDECRg8M8e5C6XS1qhEHklRZeGiwr/RJeZlaNTxA0EOEKK/X4/FhcXYbFYsLGxgdu3b0ummkY8EAgglUr1BeA8hnYAtZHkotOZPZYu0AmhAaUxpTHnnDWbTamLZi9aHahTOEgzD3QwwH8zA8dzataDvo5ut4tYLAar1YpCoQCrtddpgSULLFvgtRDpdzqdcLvdErR0Or262Fwu10eHAyAUVG5opKp6vV5MTk7C5XJhbm4OW1tbIuZHjQU688ViEV6vV+aWtcHMDDIzm8vlsL29jWKxiP39fRwcHODSpUt48803ZWNxuVwSqOfzeUGBqWRLIImbKX8HQEpI0um0qJm3Wi2k02m43W5hczQaDRSLRVEJHhwcxMmTJ+Hz+QRNnpubQ7lcxssvv4wHDx6Ic1IsFkVFmC1GSX13Op1wOBzw+Xyy9rxeL8bHx6UEh+UR4XAYJ0+ehMViwa1bt/pKRvR6YCBLRJ712k/HJx97e3viQOkAVgfX4XBY6Pd6UI/AZDIJW4n2i9lSUjNZg394eCjCr8zEEMTjhk/bRbEuna0Getm/5557Dq1WCw8ePBDRMpYrAZCgjPej70sDBJopoUumNHDKYFdn5jSoABwBA2QekT1Dx53BPMFKbQ+1zoeRNsyhHWUNhFitVszPz4tSNVlJpErTkWW7TN3SS5essVMKAQ/9DmgAAwDy+TwSiQQ8Hg9Onz4t7RA3NzeFAk4bxAxZqVRCJBIBAAmIyuWyHLPdbqNcLiOTySCRSKBcLiORSKBWq+FLX/oS3nzzTQHjg8GgdJ4h44WgDTOQutUc9SfIOnO73UgkEtje3sbAwADq9Tr29vZE8LdWq2F9fR2ZTEa0WkwmEy5duiTvNKm6pVIJr776KjY3N8WRLxaLcDgcUqbVbrcF8KItZ5mL1WoVQTMGG81mE7VaDfF4XBhqd+/eRbFY7Csf4vNnOSV9AmPm++n4eIOtWjXQqQfnV7N7gCPQptvtyjvodDrh8XgkOUSdA7Jj6H+R4s516fP5JHtOViQBOW2jGVwHg0GcO3cOnU4HDx48ECFigmcMdF0ul5QW8Rj8HcEM2mDaI75TtIuaUasBU/5bMwNon1qtluwB9A25FvW1AP0twDm0z8lhTI5xEOwmE5X6UdxryuUy/H4/fD6f+E48NkvZuMdQu0KfQzM1mKhi4BsIBHDq1Ck4nU4R4i4Wi8IUdTqdwk7O5/OIRCKyD7EU1O12y15HfbTNzU1UKhXs7u6i0WjgC1/4Ar7zne/IXHs8HtHD0WAU/THafw4mLvnv06dPI5VKYWNjQ2zP7u6ugPn8fz6fRyaTEUbf2bNn4XK5hP3Ajh/tdhtra2uizcAS2Xw+j+npadRqNQwPD0tbb5bPEshyOp0YGRmRhEKj0RAdhpMnT2JwcBDr6+tIpVKyPsimpQ/Od5udJX7Rx5POsniiAASibFrZlqhpq9USxXiWAmjDRYqjRv0ACG1JC0Bxg6dTYrVapXc5N3zWBplMJkxOTmJ8fBzb29u4e/euLCagV1P/9ttvSyCmVcSJbKbT6UcQczrdGiUmFYhBL+mzdBgJfOihqV00cHowM8wsI2tXSavXiC3/0HFnBk+XLfCcx90DNzD2stUZUWZ+ON+8VgYSBCn43LPZrPyMdY66zpobK2n0lUpFaGFEZPf397G9vS2MADIxqGQL9Cj9vG69sdfrdUFRySQYGhrC5cuXBekmoEO0OhgMIhKJCDOCGx7rx7PZLAqFAsbHx2GxWARkoVic3W4XJDwcDsNkMkk2rtFo4M6dO9LOjDVr+/v7sNlsuHbtGoaHhyVrRxruO++8g2w2i7GxMcnAMTuSz+cxMDCAWCyGubk53Lp1CxaLBfF4XNgSdFiSySTC4TBOnz4Ni8WCDz74QIIG4KiDCt85bpJPugH9uxwsT6G2SLlclrXI55zL5RCJRPrWJ4C+tcs2ZXa7XdYSN3aCRwCkfZS2b3T40um02ENmjBOJBO7evSvPu9vtirPDsiV+PxgMyvrOZDJ9gIjO1tPm0xbrGmdt3xg0Mzgw2iA6w8CRQw+gLzPM4/L/tK10oPkd49+aocBr0WUYujRgYGAAw8PDyOVyYr9oWxnQU0h1cHBQ7I4utajVan3ghXbMeS4CzAMDA8L6IlA7PT2NM2fOiOJ2vV6XdpvcU7rdrgArtO0Mlgi8MLDOZrPodHoq6z/84Q/7QEOrtdcWsdVqYWRkBLFYrK9dr8lkEo2jfD6PQCAg2kb5fB5msxmRSESABd4ja4QrlYoI3d28eRMTExOIxWKoVCqoVCrI5/NwOp24ffs24vG47DWtVguRSATXr19HoVDA3NycaNKYTCYBcBwOB2KxGGZmZnD79m0APTo0cNQVpVqtYnd3F5OTk5KxvH79ep9ApaZ56xrpp/bwZxuauXGc7dAlBMcBfjwGa8mZmWZpi9lslmSHbndIHRCC7dx3+ZxPnDiBkZERpNNpXL9+XRIzQK8E7Qc/+IF8l8wugl68XrITgEfbUfOPZhgY7RBwJABuBFMJFOg5MdpCggNaa0uXh2gbw6HBCuPPjbaK/2eNfqlU6rsfAOIHDg4OSqcXAsQsdeCxtLYF54slWjoJxZayJlOv24/V2utW8Oyzz2J3dxf379+XjgVkJPCYLPXlM3K73XIugoitVkvKOh0OBy5fviz7Jtc8tVOAHrhOVivnhxpYLIWgRlqhUBBAliAV78/j8YjPS7/gxo0bmJ2dxejoqJRy5XI5SRpR1JbvNVm1bNFIXYNWqwW/3y/AssvlwsTEhGg+sKyEQrqtVgvb29si0khmBP1t/Z7xGern/XR8uscTBSDouk8uOh3gttttqZ0E+lvKAJBg0mw2C0WexqVSqeDatWuiC2CxWKQOiyJiVNjVRpao4fDwMHZ3d2XDoaFotVqieD8/Py+orjbuIyMj2N7efgQd5z2Q5UAnVFPk6YAwGGAtIINybhgHBwfw+Xwyb+12W2qQuKFRDZXXxtp7DuMmo7N4xuvWyLOuQ+Tz4oZGSly1WsXo6CjS6bSItTB4pwPLYMBqtWJ0dFQysDTarP3SoILL5cLCwoLQy3w+nxjKhYUFhMNh7O/vI5vNIpvNilMAHKnMV6tVUcmlsXO5XNjf30epVOqr6//t3/5tfPOb30QqlUKn0xPrItWbopn8LDNU3GTL5bK0aux2u1IyQIYL0BPOYzaCSL3W5eA8hMNh5PN5hMNhbGxs4Atf+AK63S7u3buHaDQqyrq89mQyid3dXUxMTIgTT9omy0XIznE6nXC5XBJURCIR7OzsiEAkWxsxo9LpdDA6OoqhoSEkEgk5JtXun46fbXBdAP3UfWYFSKPVg840wUc6j2x5x+NVKhXcuXNH1qrX6xU7yM/QfpCtxaAxGAwiHo9jb29PakG1hszGxgaazSbm5+flurkOOp2O2EOjQ6xBANoP4EgIisGCzhKSZsqATdPyqVjNtcS9gWAH1ycZXkNDQwI483qMNs846NRpW6nvhXsX2XFkppXLZYyNjSGZTGJ7exuVSkWEbWnbeOxQKIRisQiTySSMFD5Xzj/vx+v1YnZ2VjKnoVBIsv4XL17ExMSEKHEzkGetN7OP1WpV2A7cZ4aGhoRFRmBkaGgIy8vL+OY3v4lsNgsA0hWHzKt2u6cBxMwxnfBOp4N8Pg+HwyEdQPb39/sc5oGBAayurkoQwH2S72mz2USpVMLk5CSGhoZw9epVnDx5EplMBi+//DK63S4qlQpGRkZgt9vlGbD0IBaLYWxsTD5XrVYFEPZ6vXC73RJAMutXq9UwOTmJzc1N3L9/H6Ojo5iYmMDBwQFWV1flfYnH4xgcHMTu7q4wPShC+XT87MM4f9pPMSY59N+dTkdAnOHhYbEbZNd8+OGHwswCIIw9JjRSqRT8fr+UPdCHDIVCmJycFJ+G2gn0g/b395FIJDA/Py/llAx2CVxEIpFHGH18jzQjlveogVKuewbr9BMJovL6ddJGr0XaDgpFMokHoA/wNPp6PJ8GZ43ggb4Pfpb1/0yqEEChFkoymZTWlkCvSxr3Atp/asHw+sxms7ClCB4QIJ2ensbBwQHS6bQIZlerVZw+fRpjY2PY2trC/v4+crkcut2uBOcErLlumVgjMFAqlcQWWq09IfTf/M3fxHe+8x3k83nxDcmGcDqdwurivkSAtNPpSLC+v78PAMjlcvD7/dIdyGKxYG1tTfxR4ChJwGMUCgVMTk4iGo0im80iFothY2MDw8PDmJ+fR6PREFCVCS6LxSLlWQRy6RsCvUDf4/GI6GcgEIDH4xHGNjsAra6uYmxsTACMq1eviq0Nh8Ow2+3Y29sTW6j32V/k8bSE4ec4QqGQqDFrAIFOTCgUkiwqh3ZIKpWKLKrJyUkJlgDg5s2buHPnjiDNZnOv1RQDfho41huRTcAgFoBkrLgR6ECZDmy9XkcwGBQ0u9PpYHt7Wza54zJJugxBO47cUJgR5ybAmlx+nzQ0XX9OBJIGnnNKdWs6TZxD4Cgw4bUe5xTTYGk6nEahyfTgM2P28vDwEOFwGBMTE6JczWDeWCNlMpmkjzgH7433zvovp9OJYDAoom+6zpdq7jMzM5ibm0OhUMDGxgZ2dnbQbrf7BAB5rWwDpTMBbrdbgpa/+Iu/AADJXhDsojPbbrdRKBTg8XhE5JGbNmv96HzTWSFwlE6npaTk4cOHsgnq95xsAAZyxWIRNpsNb7zxBqLRqLTkI4hFYIIIfCqVkhpDMl1KpRJKpZJkRdfW1qQEIhqNinNRLpfx3nvvYWhoCNPT06jX69ja2hJnjOJppBq73W5REn46PvkIBAICNmm6KjPmPp9PtFmA/vIGDQQAvSzq+Pi4vEc3b97EgwcPYLVaEQgEYLVasbu7i0wmI9kBAgJU1adzQf0FZsr5nnW7XWGtaOFCZvBo23QnFJ3159DsJq4vXVIGQLKEWp+A16wDXx6P9acmU6+GV9tDAhlGp0aLQHLe9PXpedbn0s49/09nF4C0cw0EApibmxPntVKpiK3RDjqvWzMxdIBhNpslK+5wOGTNcg+hDaCo5DPPPINOp4OtrS1p48i9hoKUZMNVq1Wp8eZeST2XdruNb37zm+JE64wha6pZ6xuNRjEyMtJXOuLxeKRDCIVhOW92u13Ea5vNJh48eCBZQR0oNptN7OzsoNvtwu/3Cwj81ltvIR6Po9FoiBgau9gAEEZMoVDA8PCw3LfNZpMe71arFfl8Hqurq6KRwNaRHo8H29vbUnq2sLCAer3eV7LFLCjn0eVySSvBp+OTDa4HrnXtc3B9GZkH+ru0AQAQjUYRDoflmHfu3MGVK1fgcrlEkyCdTiOTyQj7h4xDm80Gv98Pi8WC3d1dCe65zugbms1mYbhy/bEdIwFM2ge2ldb+lmZVGBM5/JsACEtByTbTIAOvXYMPrVarD5TjPFCsmcc3ziNZsMahn4VOJhmZW9qnZIKCLACfz4fp6WnR6aGIqgZDeP1M8vGYBD0IjNBeDA0NIRQKiW07ODiQdrM81okTJ7CwsIBMJoPt7W3s7u4CgNg6rmGWKOlSBgIO9A3feOMNAJDyXO6HTDrW63XcunULwWAQk5OT0jGNjFDaNvqGTBAODg4ik8kIW+HevXuS4acdpq3f2tqCzWYTIVqr1YqtrS2xbzs7OwI40Y6GQiEMDAwgnU5jbGxM9g7aLsZV1WoVt2/flk4dIyMjwg5ZX1+XrjdTU1MolUrSmYFzTfCb7cZ1MvgXdTwFEH6OY3Z2Vl5wTb91Op2IRqOYn5+XDVwbt1arJZkDtkABjoxZq9VCIpEQY6OpkDRmNBZ0bJeWljA2NobXX39dnE2CDzwfuzewFzQp+qTH0QhPTEyIk8PNjg6XZlhoh5l1+JlMBuVyWc7l9Xr7Nj8AslnRaBOVbrV6fWpZr2y1Wvu6G1D4j4OGUTu/mhVByr7JZJKMo66t4zn1Jsjfka7K7964cUOQ/EgkItQofjcSiSCRSMjmyN+RkVCv1/HgwQNYLD21eaBXnsIsIuu5iRiTmjo6OoqNjQ2sr68jm80iHo+LM80sJZ8HSxJYt9ztdvH5z38ely9flr7jFAYjiswNgAAH3y0GCNzQmIlgffrh4SGy2SzMZrNsDAR+mAH2eDy4ePEiDg97fcrb7TZ2d3dRLBbxm7/5m7hy5UpfhuHWrVuIxWLw+XxYW1vDhx9+KMcnVZm1v61WCy6XCy6XCzdv3kQul0MgEMArr7yCYDCIW7du4cGDB1Keww4b1GqgYClpeYeHh4LQPx0/25iensbm5qbQyJk5sNlsiEQimJmZecQect3S2aHTzGCba3pvb0/WHzPiLGugg8uyoYGBAZw5cwbRaBR/9Vd/JQ6d3W7H8PCwOHS01RRPpNimbj3Y6XQwMTGBRCIhtGTaCdoOnpufByBBaTablVKOYDAIh8Mhc6CptrSHnJN2uy2MHoIMpGJysLUfh9Z+4XF4TNL6Ob9Op7NPoIzXrgMABv8HBwdIpVISmHs8nr61GY/HEYvFBDz3+/2SmdIlbLT73M9u376NwcFBXLhwQbKpvFd2jCEziSymqakprK2t4e7duygUCqILsLOzI+UTvE6q2/t8PgmsPve5z+Hy5cu4f/8+9vf3UalUpLSEdb8Wi0XYKqdPn5Ygplqtyt5C286yOs4R3z/uSdS+YInVc889h8PDQ+zt7SEej+PBgweoVCr4+3//7+PGjRvy/BqNBm7cuIFgMIjTp09jfX0dN2/ehMlkwosvvihsAwKyFHBzuVy4ffs2stksgsEgnn/+efh8Ply/fl3KQYLBoAD8gUCgr+0pgS/dTvnp+OSD5TxAv60jIEiNAON+w3eNto7sRAbWzE4zi9zp9PSaSqUSut2usDdZ/mC32zE3N4fp6Wn85V/+pRzL6XRifHxcQEjusUxSkNHDUgY9mDHm0GCltsM6UKxUKkgkEgLQDw8Pi8gp702zdoAjXQUGxwQbeHxdJkBQUJc/aHab0bbqEhJdzqhtpr4vlr0NDAxIpymCL/fv3xcbRJaQBk4pgMtj02ekra1Wq7hz5w663S6+8IUviD4aA30mf/hOsNNAJBJBJBLBgwcPkM1mEY1G0e322sNrkU2gF3SHw2GEQiGJV1566SVcuXIFd+/eFVFZUv/Z5YYltPfv3xeGKAAUi0UEg0EpvaMtBHrAUzKZPBY043za7XY8++yzAIDNzU2Mj4/j/v37KBaL8Hg8ePbZZ/Hhhx/K3n379m3EYjEMDAyIACTng0BsKpUSH4J2nMKOgUAAL730EgKBAD744ANJJPl8PhGVpQ4DWRh81zSj9hd9PAUQfo7j3LlzWFxclECUgTbFlex2u1BpgCOUk84EN22tB0BVfbZ1pGFkOUAgEMAXv/hFKXNgtiAejyMQCOAzn/mMsBHi8bgokTIz53A4BJmm4JhWozeZTNjc3OxjB/D6gCOkV1MyM5mMKOsnEgkMDg4iFouJcBSNqZ6DbrcrmyOAvuw6s8M0OgQT6OgbaYG8Fg4aKm4eAISezoCZc83NiwGw2WzG7Oys1MBms1kcHh5ifHwcmUxGRGx8Pp+AEzReZCfQ+WXNPeu0XnzxRRwcHIgIIjd8doKo1WpyXo2CzszMIBqNIp1Oi9PbaDQwPDwMl8uFvb09ZLNZWCy9fsCsRx4cHEQikUAsFsODBw/6QB/+m04G0AsqqHNA+iyzWVTJJcpLp5sOMwMgPlO73Y5YLCbdSVjzS0bOv/23/1ael91ul7Ibi8WC6elppNNp3Lx5E2Zzr5PCxYsXBeXPZDJ47733pJae9cLd7hH1m046g9Dd3V3ZHOigdDodUZduNBoiYvl0/Gzj9OnTmJqaEueFDhbtoMvlkkyFHgxESbfVmXMGM/v7+8jn86KDAfTKGsLhMF555RVYrVZpL1Wr1TAxMYFgMIgXX3wRw8PDsNlsCIfDkklg4Egwig452UCaPUUGAod2+rU9pO3OZDLY398XIJj2kMKiZDsQcKOTRKcFQF/wYSyJIJhgbI3LeWWmj+KGWr+Ag+rcrPVkRkw7uXTSKYBqMvXq/lutXjs3MtUY6BOUYT0sHWgC2rQ37XYbkUgEzz33nJQxEBhmsL+/v496vY6xsTG5ZpaAnTlzRjQtCoUC8vm81AtbLBbJxlqtVoTDYbjdbgmESJvd2dmRd0wfH0CfPaTOAdtJ3rlzR+wh1chJIeY+SftJ8IBOP8EMgpWFQgGhUAgmkwn/5t/8GwmQKOAVi8XgcDgwOTmJcrmM69evw2q1Ym1tDWfOnEEmk4Hb7Ua9XsdHH30kLaGpT8E90WKxyB7F95oAiW4LSkYWW+6yle/T8cmHLlEC+jsQcM0cF6hqdhLBN/7u4OAA1WoV2WwWxWIRh4eHolVCGv1rr70m9HMmJYaHhxEOh/Hqq69K+8/R0VF4vV7Z92jzmEGmXSQDkfaA5RF6DzWyPhmAFYtF7OzsCHN2d3cXVmuvq8na2hrOnj0rdoN+rp4TBvm6zIvvKeePn+O1aBvHeeW+ohM+9Fv4edpb3qdmmHJYLBYsLS2J3kEul4PZ3Cs/pj0hM4nXzeuif0lAWDPVIpEIfuVXfgX1el3q+YFeUoqM2Hq9jkgk0gcI22w2TE1NIRKJiA9IOr/f75eyWrI3CGCz3KparWJ8fBzr6+t9dlD76ixfoC20Wq1wu93odrtYXV2F2+0WoUV2puD9855pTwEIk4NdcgCIqCLbOt+7dw//+l//674ERDQahdlsxokTJ8QWWiwW3Lt3DxcuXECpVILD4UA6nca1a9cQCoUEfIrH48Lg4t6YzWYxNDQkpR1MsmptM/q1TED9MpQxPAUQfo6DvVt1VlvT1oCegq0OoDlIe9T0JqKVqVQK29vbkjUhMNFsNjE3N4cLFy5I1o3Ufxr/8+fPA4AErTozT2NJB5SqqKzjtFqtIiqVSCT6HD8qcetsVbFYxJ07dwBA6L10pNfX10VIRVPB6KDSQaGjycCeAS6RaL2hUImYTrRRGZ11xvwez2dEfqm4SgRYI9bcPCjaSAPIjYIGk8EGDc/w8DAymYwE1twEWPoAQIRfCByxXovzz3IYAI8otrPm/+HDh9KpYHp6WjJtDIJ3d3eRSqUkYDtz5gzef/99Cazp5FOshgba5XLJ+8g6Q7ZrtFqtYvgDgYAo4ZJFw9Y5FkuvZRRFIPW7xlo2UtO+8Y1v4D/8h/8ggojMcqRSKXz00UdIJpPipGxsbCAej2N0dBSlUgm3bt2SQMZut+PChQsIBoNIJpO4fv16XxCjM2l0jqhifOLECYRCIZjNZqytrT0Vyvkbjvn5+b6youOCW90DWts9AH2iq7R7VKBfX1+Xloxco41GA6dOncKLL74oJQfNZhPpdFqO/8ILL4hD4PP5+lhTZHHRkTs4OEAymYTf7xdbaLVaEYvFkEwmxR7SmdU18u12G/l8Xpg+dru9LwOUSCT6WkTpTBttNIC+uTP+nraBc8r1SltGkIHHIDhGG0QbqPcrUjSBo97vGizhnuR0OsURZRcIj8cjgpcU9e10eqJZBDQ5Zzy2bmtGNhX3uU6n180mHA5LK0W+L5pZZrFYxKl7//33pZxpYWEBLpcLs7OzAHogyf7+Pu7fvy9itQsLC0gkEgJycU7cbreA/3SGKQbKsim2ZyS7qtVqSWtaslcobkhmocfjkTWh+4kT7GA3kW984xv4kz/5ExFEJMiUyWSk7pmZ0uvXryMSiSAWi6FareLmzZt9+h7nzp1DIBAQJX0KiNEeElziO8Ws9OLiouhA3L9/H6lUqk91/en4ZIPJBD24No2ZcSNtnplxDRyStr2+vi4MOpYcVKtVzM7O4vTp0/D7/QAgQBXPdfHiRVmP/AzXLD/P62s2m9je3obH4+nzDQFIKaKRIWAsOXj33Xf7bCFHJpORJI7R1vBv2iHtr9B/1T4j7TntAu25LhXjfsEAUts4HTDpY9BvIaihGUXcp8iyJaWfLAXNSiMziB0MjIxbPhu2qy6VSvIZli+43W7xLXmdwNEe6XQ64XQ68e6776JSqWBwcFA6fLEsul6vY2NjA7du3YLT6UQ4HMbs7Cy2trb6OqVplh+BV5bW0o7lcjlpAU4Qk+UR3CeY7KR9N5lMonnGc5ApMD4+3sfEHRwcxG/+5m/i7bffxokTJ+Sd3dvbw/379+X9abfbwkwYHR1FPp/H2tqalNiZTL324RS0vXHjBur1OpLJpLz7FOIlS4w2dnx8XHzera0tZLPZpwDCEzCeKACBC1qDBzQ23AhofI2ZNRppIqR0NJktZckCX2ouGGbwdJaIWQU96LDooJ0/B3obFfUTJiYm5HpZE0/lVRpnOiAMLrkh0GHsdrvwer2SEacmAGs2NU2Mm5ZGPRmk8vc03pxn1jRp9gLbtnHuNRquUVQObg4cFCk6ODgQxJGBCbOnFHskhZ/GlMej86XFCYkyG2v8WJrBjYfOKJXeSdNnVp3vCTecvb09AaRsNptQzpjZ5SbBMoVWq4Uf/ehHUitIJgcBGOBIqVu/RwSl2J88EAigVqvJ/YfDYWxvb2NzcxN+v18YK3a7HZFIBG63Gx6PR1o4cg0wm3vjxg289957GB4eRjAYFAYC6eNkC1B7odlsYmtrC2azGaurq+h0OggEAjCbzZifn5fs4ujoKDY3N0XBl04NnSA6F8x6sD3SxMQEwuEwTp06JZnZp+OTD+2ocXBNGrNU+t/8ozU6tK1MJBJ9dHO+/4eHh30ALYNjOu3HART62nh8OuhcSyxPoqNfKBRknWhGAM+lWQhAL3NEyq3D4UAulxPqbrFYRDQa7RNk1I4kz0F7yAwgnRett6MBVIpn8TppM/l7XS5htJG0M7QLBIpZ56zPbbVahb5L557BLuefbeQYrBrtJW0/P8/sGO/78PAQ+XxeskgAHgFAKAZMB9rhcKBer2N/f1/YARaLRdrj8p14++23JdPFeyLgTGCi2+2KreN85PN57O/vo1arIRAIiJCr3W6X9q+pVEoCd+4X4XBY9FX4rpL5Z7H0WszeuHEDb7/9NuLxOEZGRqQzjq4DLhQKYkebzSYePnyITqeDtbU1Efi12+2YmZkRkPvkyZO4du2aOPAABEC1Wq1S40sqeCaTQbVaRSwWQywWw+Li4lN7+Dcceo3poX0446BdIACp7djOzo5kpM1ms+x9ZI9w3fN5axsAHPlARtYp7RCvhwJ6LLcCjrSryuWy+DfadtMGkzHQ7XYli07afS6Xk++zTl+zPzVQShuhhRxpc7SvqAUmdbKMiR/eo953jptv+kja9tPGah+U/zeZTJJMog6L3l/4HbJfNWOCc00/l/b04OBA7B7ng20Kea2aEcxj7e/vy7ywZCKXy0kZsdlsFo2WwcFBbGxs4P333xffnfaebCT6TbpchPse24TX63W43W7xwx0OB4LBYF/73M3NTWFjsUQmEAgIQ5tMaIul1xnm6tWrqNfr+M53voN4PC7gNRNgqVQK1WpV/PB2u43t7W0AwIMHD6SEzWazYXJyUlquU3B+e3sb+Xxe9GU4X1xDBOYrlYowxNxuN+bn5/tEQ5+OT+f4WADC8vLyBoAygDaA1srKykXD7//PAP6ROuYigPDKykpueXnZB+DfATgFoAvgf7+ysvIj9d1/AeB//PHnf2LjT2Nmm86oNvg05Np40XjY7XbcuHEDV65cEYppq9VCuVzuE37i4CLl8WhMjKiR3qx0Bp6D6CyNs2YItNttcZD4WR7PaCBtNpsEnFTS39/fh8lkQjQaFUdI08O0EeWcGOl73BA4h7xGisMAEK0BDgIlNMi6LMRIz9LZPl1ywA2DnQOq1SoCgYBQUOn06WMQJPJ4PAKaUNGfWgTcsPX9AEeURAbcmvrFzzLQZ0B98uRJcRBYJ837ajQaQvFi5uLll1/GX/7lX2JgYEDAJ11vzZq3SqUiGdJut4tCoYBCoQCTySTvAjNsfr9fDG4mkxGxtOHhYfj9ftkc6MDXajWMjY1JBwez2YxvfOMbAgoQjKKTf+nSJflsNBrF7u5uX7ZhaGhI+pM/++yziEQiWF9fh8fjwejoqNSc0+mYn58Xx4blNgxAM5mMbNhDQ0MYGRnBkzY+LfbwcXWCdJ700DaJWVm73Y61tTXcu3evr7Z8d3dXnEGduWPg+Lhz8RxGFgTQn+3ierNarX2CVVwLrBPn57Xt4vfpXNPJYmaatFKXy4VoNNrHsqC90/oJzCrRHhNcYykHr43MAC3+p2tMdd2ypvYel2E4bi4066xWq0mWPRgM9rWbNLLEzGYzgsGgAM7sFsDyLK0jwfMRgCiVSqhWq+L0sXOQfmcILrGm+MyZM+LwdjodKZ1hScvY2JiwA0wmE1566SW88cYbfaVbBG5ZatXpdISdxeAgn8+LyC+BbOo2sLNMqVRCrVaTelqWT/AZ2u12pFIp1Ot1jIyMSBYYAH73d38XGxsbAHrtc3kfZnOvvzrLx8iGGRoaksyv2+1GOp1GoVDA2bNnEYvFRM9maGgIH330UR/4PTY2JvPP95PvGEG0breLUCgkbI4naXwa7KERMOAw+jzGEgCdCW42m3j77bf7gNVkMin7N/csi8UioJFe35oNS9ui/dXjMv60efT16GfobLzX6xU2Elmf/Dd9CP6p1+uIRqNwOp3S1py2kKwxDWDwHEYfC+hnHuh74O/JgmJJkQZ19ec0UMtxnF+q55EBLIEV2hae0+gbczAJQrtFhhzFWfW8MvlE+1av16W0xGgLOW9kfAwODuL8+fMC0gJHoroDAwOo1+sYHx9HOBwWW3jhwgV873vfk65GLK/lcyfLhULE9JmKxaKUuurW6i6XS1hv9A05t7FYTNp+M7ZZX19HvV7H5OQkwuGwJNw8Ho9oZLE0mvvZ+fPnRTtMMwP5nBwOh5Q7nj9/HjMzM7h//z68Xi+Gh4dRKBTgcDgkuUQmWLvdRqlUQqFQkDiAIuUs0RsfHz92Tf8ijV8mBsJrjzPgKysr/yN6Rh7Ly8tfA/DPV1ZWcj/+9f8E4PWVlZXfWl5eHgQgHujy8vIYgC8A2Po4F6CZBsZAnTVKxw2ijbq+lzQi0ja5MejMOp0Ino9GlkGnDox5ffraOIxULk39Yu2aMXtFuhGNLw1jOBwW5XX2gJ+bm5PODhR4YhaEaKbeSDUrggaQdWs8J7Ns/A51HJjp0+rodJaPc5o1FVb/TtOT6dCyplTP03HDYrFI+QG/Tx2Cer0uiHsoFBIHQXd0qNVqopXBjYjPghknIqrcGHlePR/dbhfxeBzNZhPZbFaAACK/FO0Ejmqgq9WqbFwsKSG1i9dKoa52u6cCXygUxMB2Oh3EYjEBJhiEkcJsfEcDgQACgQDee+89LC4uCjjEZzEwMIDx8XERsCQg02g0pP49l8uhVquJErDX65VjUXeBbffC4TBOnDiBfD6P9fV1qZXWgmiNRgONRkPqpp/Q8XduD41rSjuwWhCQg+8xmVx00BKJhNhHZmWYaSP4SiCOHUj0NRzHuNIgwuMyUUD/muL7T4Ey7bBpZ5fvrd1uRygUEgeW5WljY2MYHh6Gz+eD0+mUVrycK12qYAwwaItoW3hN3W5XWoBxjqg3YrFY+kBCXdrAcxrPo/+tgddutyvrmkwyrksjvZfHpggY/00AgoAQbSXbJdJhDQaDsFp7IqysWT2utKPT6SlunzlzRuZO78O8vk6ng1OnTqFUKkm3gXq9Dp/Ph0ajgbGxMRGkY3vRTCYjex1ZaBRQJMjMdo6dTkdKFjTbIhwOo9vtitNtMpmkxMtsNkuHH5OpV2bi9/vx0UcfYWlpSYIKAkkEhbUwG/cGOsP5fB6FQkHEfYeHh4V6TLZLIpEQQePFxUXkcjlsbGxgYGAAsVhMACi+25VKBXt7e8dmyJ+Q8XduDzmMwKVObgBHIIIx4USGHD/D7DxtIdcGfUIyg44bms2oQcqfdt38PO1dp9PpExvm7+nL6Kx6NBpFpVKREotWq4W5uTnE43HZu1mqyeMYr1/7qhpIOM6O63JbgoOcMyNoQHto9I15HKCfxUpbRLtGYVeuRWNJhBG4sVh6rcEJQDBxwmw629fSppI12mw2paMQh96LAEiXKc6LBoF5f91uj5ZPlhZwlBCq1+sIh8NIpVLCDGHwzHtjUpMxC5NXtPVsSc7uC3ymZHtx3x4aGkIymRT7SsBH20Kr1YpsNouxsbE+plu5XMb09DTC4bC8J2xpXiwWpcSH7cIDgQCi0ah0E5ucnITb7RbGrMfjwYULF7C3t4e1tTUpSWMsxrinXC73lZD8Io9fJgDh445/AOA/A8Dy8rIHwCsAfh8AVlZWDgAcqM/+vwH8XwD8b5/kBMYMF4NNTcXioGHh76enpyUTYTabsbOzg1KpJDQwvszsbOD3+/s2GX0N/L+xBsxoPIlM8jpodLjo2dqO32GWXpdiMMMbDofh8/lgs9lkA9M0fs4LVfAJPABH2Tx9bl2HRvSUx6DQGjdDfo8UMd0ySwM6el6YGeMwLhhSZQli8Br4Wc3W0Ag+ezDz3LyfRCIhARBBBT5bggbMbNE5oIPB0hFm+IGjdpO6FIHlF5wXm80Gq9WKnZ0djIyM4J133kEulxN9Am5MrJ/m3OjzMLBh8EGnmu8iW/S0Wkf90/k+VatVlEolRKNRjI2NoV6vyztltVoxOTmJ6elpcXopKEk67bvvvot6vS50OwqYZbNZ5PN5FItFYVx8//vfx9DQECYnJ8XJodiQxWLB/Pw8Wq0WSqUSHjx4IC0rWcfZ6XSwubkpzsy9e/d+2nJ/0sffmj3UgbsxqGTpAT/Hodcf6yHppAGQzCrtEYEyll95PB4JuI7b/PiOGoVc9fmNdFLtgJEKy4w3j6ntKwDJpI+Ojsp6pKAp6eJ6j6CAndGWaFvFa6Y90QEy51SXP9BmHSe+pm2hzn4abaR+fgD6gBJm+LWomvHzDCY4r1q8sdVq4eHDhwL+6iCKDKlO56jHOPcC7QQzQNB7CDNXnDcNSLNTy9DQEO7du4eRkRF8+OGHyGQy8Hg8EthTxJbf07Rozj0za9oeApAsPoHciYkJ6ezCbBad2ng8LoAKs3ETExOYmZnB4eEhotFoX2lKqVTC5cuXJdiwWHq6IOz6QEaVydRjcHzve9/Dl770JQwPDwvQcuLECclOnzx5Uvbjzc1NER8LBAJIpVJot3tq8gQdtrY+Uaz8JI6/NXuo7YNmTwF4JFA2MhFMJhMmJibE/xkYGEAmk5FOTMBRlwKyVdjyWg8jWEjfz2hLOLh+dEmjTsq0Wi04nU5ZK/w81zKPZ7H0tJnoP9IWUrGf57ZYjnRAut2uJN1om3iPRhtlnC/63LSb9CGNbC89J/zDezMCCTr452fJauQ1c660DeexNBuOICT1XgYGBkR/QIs5km1Af65cLveVmfJY+jz0B3X8wXvWc6jLSTc2NkTQNZPJwOfzCaugVqvJ8+Vc8TnzfA6HQ5JPjUZD2AWZTKavUxp1y3h/ZGh5vV5MTk5KGQRBn5mZGSl7JoDK+R4aGsJf//Vfi7aHyWSSduipVEpElukfvP7667BYLJidnZV78Pv9cswzZ84IYLK9vY1SqSQxjQaUTaZe6ZBuefuLOn5ZAIQugG8vLy93AfyblZWVf3vch5aXlx0Avgzg//jjH00D2AfwvywvL58F8CGA/9PKykp1eXn51wEkVlZWri0vL3+8i3hMJutxxhnop6vSGJOeRATMiPrTEBIY0MbCmGkD+rNo+pqMTqrR4ecmx8yWBiBYD8tzmUxHrRE9Hk9fvWy1Wu3bpHRWRaN42jhxU6BB1pklXocW+9IZMt6z0UHmPRqzbTTumianVdAZ6BJxNyLamuqnM5K8F1LEqtWq0JYrlQq8Xq8oJ4fDYRweHgoTgdev74nZJl06waFViJk54r9pWH0+H65duyZGlUG/sZe9Rog7nY6cj5Q1TU2n8jDfWTq5pC6zFQ4zsiwJoAI6M5m5XE7EIHktLH+hgNn6+rps0h6PB3a7XRSmOR/VahVbW1vweDyyLtiB5PDwEMlkEmZzr76d6P/zzz8vSu/AkdBppVKRHuxP2PhU2EOjU6cza4+zlbrmtNXqtVXy+XwAeu/42NhYHzWf65U2SgObwKPZKaNzxUEbqTPg2h7qbLFRXNNYO8xrYlaK9egEuUjzZGDK7x/HUuM86MDYOH+8Ri1UykwNcFRaRjunhXr1MzLaQf0dDbzo2k/aQ4I8es4YLPB51ev1PrHCWq2GSCQiGUkqfKfTaVmvBFb1MTVzQmf7OI8agDbuubzGQCAg7Qy1PQQgoDLnhfac5yBYQXvIz5hMPWZBKBQSwKPT6SCTyaDT6em0UOmejIvp6WkAPcAkm81iYGAAY2NjyOfzojPDvTiZTErQYrFYcP/+fbk2dmggMMW9amtrC3fu3JH3geD/2NgYWq1eq8p2uy2t/9rtNs6ePYtarSZdaygyS7G0J3D8ndtDvbb0mtI2Q69Z4NHSU7Ll+F5R8Nfoz7BMknoeHDoLfhxISP/FGPwa/699DJ6P3zeWFGh/LBgMSrbYZDL1tdUm2Mk1TIaasUSUVHN9P0YAQc+ztoX0N3Uiz7hH6fk22lheA4NnMkopOm387HHzpm016+p9Ph9KpRJCoRCGhoakC4bFYkE+n0cwGBTgkowv/U7pwXNoX10zPo2fBXr+jtfrxa1bt6SVN9tyajFM7Z8ziGcZFBNFJpNJ/GOWg9rtdqTTabGFh4eHCAQC8Hg8aDQaMJt7pXnj4+PCWE2n02KngF5rRwIcg4ODSCaTEi+1223cvXtX1hRLpZvNpgDCrVYLe3t7uHHjhthUvg8TExNotVpiX1k6Nzg4iEuXLokmWr1el6SlBph/kceTDiB8XL7cSysrKxcAfAXAP11eXn7lMZ/7GoDLip5mBXABwP9nZWXlPIAqgH/5443kfwDwf/9pJ15eXv7Hy8vLHywvL3+QSqWkTRmDHmbE2NOazhwdRTohNJbM5tD4M/AaGBgQsSOKE9JpoOopj806fa/XK4CE1+sVhWwiwGazGaOjoxgYGEA8HofZbMbY2Bg6nY7UZFEEjwJRFF1iNgeAtPRi6zzSlLjY2Ifb5XJJnTKvncgiA8t4PA6TyYTR0VGYTCZBrQOBgHyXm4CeFwasZrMZExMTQh1tt9sIh8MyL8xS2mw2obvb7XbpfBAKhdBut6XVG+eD18dAn5somRVkJtDBGxoaQiAQQLvdxujoKJrNJmZnZ1EoFBAIBKQdTKfTwejoqBh3p9Mpwb7F0uti0O12EQ6HAQCxWAxWqxXBYBAmk0kEcbxerziQvCbOO+m/bKv3+7//+xgeHsbv//7vw+fz4e/9vb+HYDCIz3/+85iamsLzzz+PZ555BidOnMCrr76KcDiMX/u1X4PD4cAf/uEfotvt4o//+I9Rr9fx2c9+Fh9++CHOnTsHt9uNr3/96xgfH8fLL7+MeDwOj8eDU6dOYWxsDCdPnpSs8uHhIRYXF+XvWCyGz33uc3C73YhEIigUCgiHw3C5XNJqyufz4atf/Sp+5Vd+Bb/zO78Dp9OJb3zjGxgcHMQ//af/FLOzs/gX/+JfIBKJYHx8XNafw+FAOBzG8PAwrFYrRkdHMTIygt/5nd/Bc889hxdeeAF+vx+/+7u/i06ng9/6rd+CzWbDb/3Wb4l46BM2PhX2cGdnR8qvKFLEbDS1Cpi1ZVBGm8HMP8FG/pttFbl+af9IT6RAJnDEzqHoKevoKTJKW2o2m4X1RYAvGo2K/QEgn6eIEs9Ne2ix9ESmWJZjMpnE/pBZRGeOrVqZfbPZbKIlQFsVCoUAQMqBotFoX8kHnWDaQgJ8tIu8N5bt0Jk9PDyU7DNtPO0oxVxpI3lPtL8syahWq2J//H6/MLP0/kV7SGeNDnelUpF9YmxsTBzooaEh+Hy+PpCI4CydaQYozJ7xfaFwo55jnQGl08tj8L1YXFxEPB7H8vIyQqEQ/sE/+AcIBoP46le/Cp/Ph9deew0TExN47rnncP78eSwuLuKVV15BMBjEr/7qr8LpdOIP/uAP0Gq18Ed/9EdoNBr4zGc+g2vXruHChQvwer34jd/4DYyNjeHFF1/E2NiYiBmOjY3hxIkTAm4CwNLSEjqdDhYWFjA8PIyXX35ZWp7mcjkBZKPRqGjPfPGLX8RLL72Er3zlKzCbzWIP/8k/+SeYmprCP//n/xxOpxPRaFQAV5vNJkrl7XYbIyMjiEaj+PrXv45Lly7h1VdfxdjYGH7v934P3W4XX//61+HxePBbv/Vbj9RePyHj78Qealt49+5dccY125MZbf1zzS7UjB8Cm9o28t3nH+pr+P1+sU/62FzrdrtdfFWCm6xF5zOm7+r1esW/A45sIfdW3QrQ5XLBYrGIjfH7/bBYemKk1GwBjkAMY1tIXgdtEINhBnv0uYBHmWP6uHoOOU+6lIt2wgj+8hr0d2jDtM/OxESz2RRATwuDaxDFmJSjDUqlUhgZGZH9JpvN9s1js9mUdoWNRkOYVtoWApDz8noJMvNcvB/NYuXv+E5NTExgZGQEX/3qVxGNRvEP/+E/RCQSwVe+8hX4fD589rOfxcTEBC5evIhz585hfn4en/nMZxAKhfCFL3wBQ0ND+L3f+z2xhc1mE5/73OewurqKZ599Fl6vF7/+67+OqakpvPrqq4jH43A4HDh16hSGh4exsLAgJaedTq8j1uHhoQgfnjt3TnzA/f192ctjsRicTieCwSB+7dd+Da+99hq++tWvYmBgAMvLyxgYGMAf//EfY35+Hv/sn/0z+P1+BAIB2ffop3OeWfL167/+63jmmWfwwgsvYGRkBF/5yldQLBbxxS9+ETabDb/xG78h6+EXeXBd/LQ/n9Zhelym6nFjeXn5/wGgsrKy8v865nd/BuBPV1ZW/tOP/x8D8M7Kysrkj///GQD/8sd/3gRAiCkOYBfApZWVldTjzv0f/+N/7B6XXaNDQ3qNHhoFZuZEj+OEyPRDM9ax1mo1FIvFR7JUuvaXjpXOxHW7XckOEdmmEWL3ATqCRCB1LRnPwU2CpQusSaKB5flYV3mcMq6RGdBut+F0OkXzgYaQ88UssabbE10GjrKLxt/xHoiu0qg2Gg2pqecxuJl3u13cu3cP7XYbzz//fF9tMRW6CeYQuWy328jlctJ6y+FwIBqNSt0wkeh0Oo3Z2VkEg0GZb/0MmW1iYMC5IWXMZDKhUqlgfX0d9+/fF+E2/SybzSa+973vIRgMiqAZdRU0Wm/Mfmj6HctoWELjcrmQz+dRrVbh8XiwuLgovdwZfLAf8MzMDJLJpDw7UijHxsbk/+vr61hdXZWM3fb2NnZ3dxEOh3Hx4kW4XC5sbW1hY2NDBM3m5+dx8eJFmM09oSY6IQyK+Bx2d3fl+q3WXovSjY0N3L59G6urq33iPwwOv/vd7356LeRPGX+X9vBP//RPH7GHzKgDkLWsx+PsobYRxuyKMfPEfwO9GvdcLifHNl6LdsSM9pBlBQQAaHe5tnXGnQ4ws+K8BjKKSEulABoDXP6btZV0EIEj2087FQqFJBusKbO0aZwv1mfS0aazxSw7S36M2Ss9z7xflnkRiK3X6/L8aEN3dnbQ6XSwtLTUZ+MJFJlMJtEtIR1WMzEGBwcFGOUeUqvVkEgksLCwIE6lZmMBR23mGLTw+eps7sHBAe7cuSP2kHaSe1Qmk8EPfvADxGIxobxSMJd7mZ4nssDIkgMgdt5ms8Hv98Nut6NQKEimbXFxEXa7XbJhPp8P5XIZbrcbS0tLUgOsyxIY3FMpfG1tDX6/Hx6PB6lUCg8ePEAgEMDLL7+MQCCAzc1NrK+vo1qtIpPJYG5uDpcuXRINCYLsDPbI3kun01LHTOB+f38fd+7cwfvvvy9sLzrdQ0NDePPNN5/aw09oD19//fUu0B/0MkNuzIzrda99Ia5vvb5ocx7nxOt9+/DwULSOtI2iL6gBOgadmuFVLpfFn9CDulYc/K4eXJesP9c+Be0oA1tmeOnz8fv6b21vaae4t5DJRX+IpaJ6/jn3+v+cD9oZI0ODv2+32wK2aCYJALFz7DilWSa8T9q+UqkkOksM+pngIIhOG7a2toapqSnxG3nNxjhAl+bpn3O+7927h1u3bgloS7/cYrGgVCrhgw8+EEZEJpMRLSxd3qoH2Rj098mMHhwcFHuVz+fRbrfh8/kwNTWFoaEh5HI5dDod+P1+KVtYXFzE3t6e+GuMYyiGvb+/j62tLayurgprYm9vD4lEAuFwGC+88AICgQBWV1exvb2Ng4MDZDIZTE9P48UXX4TJZJLyWSY2nE6naDjs7e0J04Bgwv7+PlZXV/H++++j2+0iGAxKktHhcOC///f//sTawo8z8vn8xwrA/X7/32gelpeXAwD+vwAmAWwAWF5ZWckf8zkffoKorXH81BKG5eVlJwDzyspK+cf//iKA/+cxn/MCeBXAN/izlZWV1PLy8vby8vKJlZWVNQCfA3B7ZWXlBoCI+u4GgIs/TXUc6DdEwJGh04taGya9Gej/k96aTqfF0JFWTgNPZJTHp/E1GlsOfWwjvQo4qiduNBp96qtG2nGj0cDm5qb0TPV6vWKENDWISDn/z2tinT4ddk1b1k45r5nCetyUNIJPA2Y01sbj8dzGAMJ4PqqM0+k1mUx9WZdGo4G9vT2MjIwIpYnXwRIEDdBwk3G73dIrudlsYm9vT+i5FKjRYI2mJvKem82m9EMnG4VDt9EkHZjCXmSDPHz4UEAd0nVNJlPf5g/0B1IMGDTgRNoYAYS5uTns7u7i+vXraDQa2N/fR7lcxuHhIQqFAjKZjGgecG4p5mWz2bC3t4dyuYxms4mDgwNks1mUy2UEAgG0Wi3k83lEo1G89NJLmJycxIcffoj79++jVCrB7XYLFZgZAQIInU4HV65cEeZKqVTC9evXYbFYcO7cObRaLWxsbOBb3/qW3CfbP7JX+pMmlPNpt4e65MrovOlgjTZK28p2uy1q3wzk9FrXgCaPfVzNLM+p7d9xNFbaQ6paG4+tg1WWNPG4GsDUJULahmn6O9e8niseT9t73jcDQx6X86VrkHktWmyP3zGCB0YQl+emQ0U9Atbi8hgHBwfY3t5GPB5/BLCmE69LopxOJ+x2O0qlkoiVmkw99X9mO5vNpjiPZIYc57yyFZcu++J+QyebJWJsLcayLZvNJu2+SqVSH8hEkIfn1aBIrVYTe8g9h/aQDL+lpSVsbW3h1q1bODg4QKlUkl7oxWIR+XxeMrQ3b94UlprV2muJmU6n5d3TWi+0oclkEsPDw3j++ecRj8dx48YNoR9TeGx2dhYejwflcrmvi9P169fh9/ths9mQyWRw48YNWCwWqf9NJBL4zne+06d2HolE4PP5cHBw8Ehg+Gkfn1Z7yKH9FC2myPf3ccAA33ENqOrPGv0abQNpn4zH1sCm9v14LqOfdtw1mc1mSQrRPmrgj8kk+qwES+mDUFBWX7sGO7Wt0z6itt/aJ+Oeru+fnzXuATpxYgSwee2dTk9H5Lh1cHh4iDt37kgbQGO5mXFfILNXd7dh6ZDZbIbP50O1WpWWv2RDGsFf7dfq69Xzw9/l83nZg3VXhgcPHqDVaklLRl2Cq0Eb/uGz4vHZXY33Y7Va4Xa7ceLECaTTady7d09A8mKxKAKSWt/m+vXr8j2yMjY3N0WroFAoIJvNolgswm63o91uI5vNYnh4GJcuXcLExASuXbuGtbU1lMtlhMNh+P1+zMzMwGazif9pt9vFNySLJpfL4datWzCbzXjmmWdgNpuRTqfxxhtvIJfLSQxDMXiykH/Rx8/xHv8lgDdXVlb+1fLyMkHa/+sxn3usqO1x4+PsVlEAf/bjOjQrgP+0srLy+vLy8v8BAFZWVv7nH3/u7wH49srKirGR8T8D8B9/fDEPAfzBxzjnscPopPJn/Ju/1061rrnViGa9XketVsPq6iqAo5YkDMB0XSzRPyJ6LFPQbAMdWOsMnrHeV28W/AwNH3BUu5VKpaSbAHun8lqY8WK2hy1v9H2yntZ4XXpj00ABUVp97RR44WAWjvNKEMOoOq6PrZ+Nzohr1gWNRbfbFQNbKpUwMjIi2UVqJhwXwAC9PsrUtACAZDKJarWK4eFhoUW73W7JOhlFxegsa1aHpnTT4STI4HQ6Bc2dmZmByWTC+vp6X6skZjU8Hg9KpZLMm84E8Dk988wzCAaDIra4tbUlDu76+roIypAlQkVwt9stiC7BINIrKSa2vr4Om82G7373uxgeHsbi4iLS6bSog3NNUK09HA4LBb5UKsFut6Ner+Pg4EAo19wEHz58KBtyLBaDx+PByZMnMT4+jnK5jEKhAK/XK+3vuJkz2/IEbhKfanuof2ccDKiNjiNtUq1Ww71798QhtFgs8p3jaOs648X1rbNW+jzaFgFHzrAGZHlt2qbw3AzU+V2ejxl1djTR96TBEopnGetUme3X7AadOdOONPVaNMBCG8h9x+gw85406MCfMZvHY1CoSj/bbDaLjz76SOyVziqSAcEMva6lpV0Mh8MCqFYqFcTjcYRCIWFpEUjXtpB2ig4sQQQ+R/Yopz1k2Vg2m4Xb7cbExARMpp4QFktmgKOOPF6vVwJozoPFYhFgwWq14ty5cwgEAtLmd3t7W57v9va2dA7hz8g+IOOM12axWMT+kz2YSCQwODiIy5cvY2RkBBMTE9jd3cX8/LxoFlDxPRAIIBgMikNdKpWEas0OE6xpbjabePDgAVKpFAYGBqRV2uLiImZmZmSuyJbhXsD3ULcCfYLGp8YeGgN64FE7aGQd6VattBkWiwUHBwcoFouIxWLyXaO91f8nG4oBrK7RN/pXZC/RD/04CSkCa2TtaSYjr5/r1sjqpH6NTuLQHvPajefX/zYCG7RjXH+0qdrHpb0wPh/jcbUt5TUTUOTx+TsGnKOjo6LhoksiuIfp85LlUSqVEAwGhUFULBYRj8cRjUbRbDZlHdMW6WNosIk+GZ+rnh8yOxwOB1KplAgXWq09gW2KYms763K5xHbQJ9b+u91ux5kzZxAOh1Gr1VCtVrG+vi7PfWtrSzRgWJKdzWZhMvWExrVuj9PplKCfDIi9vT0RTU4mkzhx4gT29vZw8uRJOS7Qaz/O8kHaqWw2K/4ufUNqHbTbbWxsbEgL3EgkgkAggKWlJZw6dQr1eh17e3twOBzSmrzT6UjS8Akt5frE4+fo//4GgM/++N9/AuD7MAAIH0PU9pHxUwGElZWVhwDOHvPz/9nw//8VwP96zOeuArho/LnhM5M/7TqAx4soGtFbjcwyy6kDtmaziZ2dHUEE6YzRuDPTygzB3t6eLBpmbo1ULxo7o2ghz08nPZvNSsBfKpVgMvVqZVmDVSgUkMvlkEqlpEe2zWaDw+GAy+XC4OAg8vm81Jt3u11RyqfBYcaNbaT0NWqnXWe6CAzQ2aWxpwHSQTEDBR7nuDIQo8Pc6fTExVgjzE2Vc0GFbCKy8XgcNpsN1WpVkGFd30dH3mQySQDBADwYDKJcLsumTqNM4282mwVE4EbKuaBTzsCZ7RT5vUqlIhkrvhNsIWe1WrG5uSnzxXeAjjH/EAxhpu7ll1/G4uKioMzMoqXTaRGUowo5s4n8OSlqjUZDVG3Hx8eRy+WQSCSQTCZFNIjvXLvdltpwaofs7+/j7t27KJfLiEQi8Hg8CIVCePDgAex2O959911BrnO5HLa2tlAqlbC3t4eDgwNMTk7i/PnzmJiYkFZrDx8+xNbWlmyOzDDwO2yn9CSNT7s9NDqS2sllcKwzVHwX2U6PARJrU7lOyWqyWCzSRpbnIyUS6KfXkiGkHWG9FmkzjVkvLUilnWGjQ0rnkOuZ65utrfiOHxwcSPkPAUadqWIwwX8TPNRON++XVHTt8NJ+cB3qQOYnZTgZ+HMNmEwmYUpwjqrVKkZHRxGLxTA4OCgOKmnKBBx1Zo/tObmvBAIBKRmgHaMoI5lZ3Pv4XjBLSXtIwE8/k4GBAeTzeRHuot4QAaDBwUFp76qZG1o0kZRcPg+Xy4UXXngBp0+fhsvlEqXxSqWCXC6HbDYr9o+gSqFQQKVSkeeby+UEEPZ6vQiFQlJ6tre3J22T2RFhdnYWLpdL9IKs1l5HBJvNJoFHIBBAKBTC/fv34XA48M477+DLX/4yBgcHkUqlxM6R2huPx7GwsIDp6WlEo1F0u12srq7i/v37ACDvJcu+SNkNBoPHL/ZP6fi02EMjeMehGVL6s91uV5JFGpjjO699SqA/C8/va/tLX4bZVwb7tIH8o20hAQf6MexgooFW+jrMOuuEFNCvBaDZBryOZDKJTCYj+lpMUAWDQbjdbjkH75H7h9F34/+1neRewt8b55d+5U8ber9i4Gjcu3hfXq8Xp06dEkBPA7+6RSWv7eDgAPV6HS6XSwRYa7VaX3tElp9pZqpRu4E2mc9Wd+zh+1MoFLC3t4dmswmHwyHMLXbtSCQSYgs5T7xm2n4yE7rdHnv2hRdewNLSkjA2mVzb399HrVZDpVIRcADoiW7TNw0Gg9LdoFQqwefzIRwOI5/PY2trC8lkUjrQ3bt3r6/cRzPi0um07PuxWEy00B4+fAin04n33ntP9MAymQwePHiAWq2GVCqFVquFyclJnDt3DjMzM4hEIuh0Onj48CGuXLmCdrstCbpOpycCmclkpMz16fj/24iurKwkAWBlZSW5vLx8nMDEY0VtH3fQJ4svhyMFbA4a+sHBwb7Alw4JHTwGa2ztksvlRKTQbrcjn8+jXq9L20Zm/gkosKUUDZSmiNFIasQZOBLx4eYyODiIQqEgbaWy2Sza7TaWlpbw3nvvCcVcMxSYoSGwQIHEarUqYEE6ncbdu3fRaDQEsbXZbFhcXJQ+r7w+Gjw6cARJ9MYAQMoWGPxqh15vcFoxnNd73L9Zfzo0NCSbBcGHRqMhJRrDw8P40pe+JAJFGvHlMekA08kFIOhnqVRCNptFp9OBz+eDw+FANpuVlkZ6Y+bGxXeE82msvWP2fGBgQNDVWCwmKvYmkwmFQgGFQgFnzpx5pBUXDTOzqrwnoOdIjoyMiAFmPeHw8LC8D81mU66dAANLD9LptLz/9XpdjPHu7q5Q9trtNl566SXcunUL+Xwely9fRqlUQjKZhN/vRywWQ6VSwe7uLgqFAlKpXpkpHRqCBt/5znfw7LPPIhKJYGRkBCaTCbu7u5ibm8Orr74qwnjlclm6NWhxq5GREaHWMfvCDe7p+ORDZ9j5t2ZdGWt9dUDc6XTkXalWqygWi1KyZbVapdaUQltkAGjxLO2cE4DV9pC2UNtHOktkywA9+0vHxWw2C5BmZAHorKKR5cU2V7VaDTs7O7hx40Yf08dms2FpaanPQdesLAajdGT03HG+uMY020ADxgRZtPP9uMCGOgRer7cPyNVgpsViwYULF3D27FkJOHXWj+wL9qjX80WHM5/Po1AooNPpIBgMwul0YmNjQ1hKDJJ0UETbqOux+Yw0INpsNqU1GsVvyUjhfnr69Gns7u72vadkeGggm/92OBxYWFjAyMiI3CMzX2QjAEdCa81mUzoqZDIZYZlRUNJut+P27dvY29tDqVQS7YRz587h2rVrSKfTeOutt5DJZPCf//N/htfrxcjICIrFIjY2NpBKpTA2NobDw0OEw2ERuKtUKnj99dfx/PPPw+PxYGRkREo2JiYm8IUvfAFjY2MC+jabTdy+fRsfffSRvMtjY2NSetHpdCQJ8HT8bOM4oMCYXT8u4UEQlcryfE9ZTkRfj8fXWXZjgEw/BkDfd44rC9B2jO8J17lm+ZBpyKGvAejXpiHwSb9he3sbH330EarVqtg1l8uFpaUlRKPRPtaSEfjUvq6eX9oobW/4HePc8/i8zuOeFYFtlgHpe9RM3Xg8jn/0j/6RJH6Mz54AwODgYF/LRzIoS6WSMDnC4TCGhoawvb0Nn8/Xxxzl39xD9f3pZ6vfJ5PJhFQqhUajISK2FOguFosolUqYn5/H9va2zIfWwCCYRN+Q4PDk5GSffg2ZTbR73AuoecYOISxzpcgly3KvXLmCdDotbAYCKV/84hfx5ptv4vvf/z4ymQx2dnYQCAQwMjIiYAB1xshSZSeudruN119/HZcuXUIwGMTs7Cx2dnZEK+Zzn/scJicn+5gXDx486ANTR0ZGpBSNPq4xYfCLOD4uA2F5efkfA/jH6kf/1tjtZnl5+Q0AMTw6/oePeTkUtf1nKysr7y4vL/9P6JU6/N9+0heemGFEgY2OpN4w+DN+j4gzszo0DPV6XVBerR3g9/sxMDAg/c+ZodFZGjpcNCA6ywxAGA8603Pq1Kk+5+bg4AAPHz7s+552tDQi3Ol0JAPu9/uRzWalNUowGJTMNbMvq6uraDQaiEajInClDTTPpTc4PThPZDrQoOpN04gS6+vnODw8RK1WExqfdpg5L1pzQFPY+NwI4vBcmvqXTqeRSqUQjUYRDAZRKBRgsfTUjt1uN1wuFzKZDNbX1xEOh0XgRjvC9XpdSgEoxkmjTepypVLB5uam0KXHxsbQbDZx+fJlYbP86Ec9vRFdL8x2SpxrBhkM1jRVnOd/9tln0el0+qi5vF46E3QSLBaLMBKy2axk+HUwefnyZQnyWO5B2mylUkGtVhPUl9dcLpdFKZpAzOXLl/Hqq6/KJhmPxzE1NYVQKCRzwOzj4uIidnd30Wg0MDQ0hDNnzsBut+ODDz6Qlo7lcvmnLfun4zFDUz+BfkeSa1VncrRzyHUFQGwg7RQzyCaTSbK1LKNiZo1rU+uwAI8Kk9Ex4rXqLDTQK8mhs0wwgOCBkUbKd5ZOIs89MDAAh8OBdDqNmzdvChspk8kgn8+j1WpJudrh4SGi0aiIcNHhZ6bdYrE8IlrGQWE8zebSLat4T3oYnWygZ9eZQWd5FudLlyLojjw6Y0ZRV4ovanYY0OulncvlEAgEJOPEPc3j8Yg4VjKZxMjIiHSpYZaTWTZek3HPIKhdr9fx4MEDuZ7JyUk0m0388Ic/lIwcs+u0dXT0yUQB0NdebmhoSKi+HH6/H6+99hp+9KMf4erVq3I82kM6/2Rhsf0bAKRSKezs7AjLjc/vnXfekbaWZFDk83mYzb1WtQToQ6GQlJbUajUB5IvFIjKZDH74wx/i1VdflTkcGRnBwsICxsbGhLnDLOni4qIIMTocDrz00ksYHBzEBx98gEQiIXoST8cnHzqoPQ5o1P6V/g5wBC7UarU+uwn0B4rajtIG6SBXM7uMx9agowZx9c8YoJL1yKGDWH3txuBDgxGpVArXr1/HwcGBdO3a398X3/DmzZtoNBqYmpqC1+sV4WjNcKDPaRz0eQn60kcy3rO2G0aWg743+gvav9PfAY5ARwLA+vnx95xT3bUmnU6jWCzC7/cjGo2K6KPP54PH40EkEkEymcTa2hqi0ai0vaXvbXyWxjnnc6hUKlhdXUWz2cTg4CBGRkZwcHCAy5cvi89Fn4eAO+eQyUVeOxNaLBfTttDpdOKzn/0sLl++LJpf1NEBIAAqAPGbmWhLJBLY2dkBcKSvQHt78+ZN0bGiX95oNJBIJFCv16UbG+eF+lg2m01Krt966y288sor0tltfHwci4uL0olOAzNnzpzBzs4OisUi3G43nn/+eQwNDeHGjRvY2NhAqVT6pUgufVwA4cdgwbHtcdVnPv+43y0vL+8tLy8P/5h9MAzguP7pOwB2VlZW3v3x//8regDCY8cTBSDo2lQacf03f26kYdEoOZ1OEckDIM4fAMlg6Xp83UOXxsSoJK5RVh30MnCj08fSiVAoJG3I+Dmr1YqNjQ3JFhUKBakfJ+jB0e32atWTySTC4TCq1aq0CwuFQpK1JvWTKrRerxc+n096aHs8Hqn70llCbbSdTicymUwfgkwDQCPNn+t55tzreWw2m3C5XH2IMoNcBsRGhJ9/aEA1WMRnyYDcZOr1CJ+ZmRHNATrerDFOJpMoFApYWlrqY1wwCHe73fLMmeHS+gLJZBKVSkXag21vb2NmZgaxWEw2wWeffRZ/9md/hmq1KhlDbir6PeaGS/YH20PSIeEGw8H36PDwUIw8r1UDOlQZ5xyyW8LXvvY1vPHGG4jH47h582Zf7S3b7nF9ORwOocG53W6hqhUKBRwcHODtt9/GqVOnRLcBgCD8vOZOp4NIJIIXXngB9XodgUBA5un06dO4du0aTp48KWyHp+OTDyNFVNtBDqNTp3/PNURngg4cmVu6owF/zjVKp/a4c2obooNrrlXaU1IvNTOIjpMO4AmEUQxV2x/aZIJsLONxu90YHBzEwcEB8vk8ms0mEokEEomEtOCNRCIYHh4W0Ix9wjWDQA+WDfCaCGJwfh9X96vnp91uy1qms8fPcI74eWbZOp2OgLkaUKUz53K5pO4fgJSKZbNZzM3NSVcCPlPWYK+urgr1n50wCKjqd0E/S123THs4Pj4OoKc7Mzo6Cp/PJ/f4uc99Dn/xF38hmT8CSrokRds5lulRSI12TjvSxhIIdqPR10YbWygUBPzvdrvyvn3lK1/BD37wAwwPD+PatWt97ydZh9x//H6/gAuhUAjb29twOp3I5XIoFAq4fPkyTp8+jTNnziAUCsm98T6B3tocHx/HCy+8gEqlglgshvn5eWmn993vfhdjY2PC1ng6Ptk4LtAF+gN4Hbzq7DK/y5IfBsa6TFL7N9xzNcMAON7+Gs+tmaXanmpbbmQ/aZBR/1wDGkZf1GKxoFKpSKcFitxlMhnUajXU63UkEgm88847cLlcCIfDsnaHh4cRDof7fF2eT1+7Bo6N96ntmH4G+lj6s+wmw89ou6gBC/4x+vYEXhmc078hEFssFjE1NQWfz4dardbH2LTb7djY2EClUpHEoR7axhuTmBybm5sol8uYnp4WAdmZmRlhC5hMJrz66qt48803UalUUK/XZQ6M2ic8Pm0hdcC63a6U3tKO6uScyWSSLiBGNrbZbJZybQoSDw4Oyt7x5S9/GXfu3MGVK1dkbyWTmaxhxhFkSkUiEWxtbYleVrVaxTvvvINTp07hxRdflJbNPJaOMUZGRnDp0iVUq1VEo1FMT09LIqDRaODkyZNIJpOPrKWn42cefwHgfwfgX/347//N+IHHidr+pIM+UQACnRBmo4F+xVRtcPjS6nIHUqdZ66uFaWhkGDxqZ1ELqzDI43n5GW1UND2/2+0il8tJGYNxI2JgOT09LU4kacXlchn5fB65XA4bGxtIJBJCV0qn0+IIswSAxohUXD0fmUwG2WwWGxsb6HZ7jAUKm0QiEaGfMiPHeiZSZHlfNHoaQeUwOsvdbo+mzo2Mmzad7cPDwz7mgc6Ycr75M2bHqFlAh5jPLxqNivGhkSWwwDq3paUlAJAMl8nUqztLJpNiKPmHzoA2xOx8EAwG4ff7kUwmEY/HkUgkMD4+jlAohDt37uDEiRPY3t6WkphisSjAkHYEzOaeOBIdWXbb4KahOz9ox3twcFCYG9op4XPnv5nZbTQa+PM//3OcP39e1HZXV1clWLt06RKcTifK5bJQ1UiLJkOB9EIyE95//30MDAxgaWlJmDTasSdbZ2pqSt6ZcrmMWq2Gra0taa35FED42QfZG7SHmoFgzORwHejaTn6f2VsCXgy4tJNDqqIxC2dUwua5+Xvt9AFHpQ86Y6UzE9o51VR+TUclGEtbxSw869hTqZTMiQZJOA9kG+3v72NtbQ1mc6+lVDwel3XMPYCZLKvVKgAatQB05lAHA8agRQ+WcrG+U+8h3W63r4MGnxWfjZ7fcrksNp/dbGjPrNZe+1SWebEGmPbEZOq17rp06RICgYBoWPAd4X7CzwL9+xv/7O/vo9lsYmJiQlq/Tk1NYW9vT7J9Dx8+xMLCAvb29oSpoHVktO2i4//WW2/J3kSbTzBIl561271ONVr3hwAIgyjNDmQGrVqt4r/9t/+Gixcvwu/3I5fLYW1tTezhSy+9BKfTKSwDzrXVaoXT6US1WhX2SKPRQDabxZUrV+Dz+QSc1wEW79Hj8eDll19+JLOazWYFFC4UCh93+T8dapAVqH2H44Jf7Rsaf1epVPqCOQKdHNquaWCVv9Pjcf83BtG6/WG3e0Rf588IavG7mhlxHFihAz22ydO2MJvNAoCAnbSF2WwWDx8+FMG7cDiMaDSKcDiMQCAgSSrtqxWLRQHkjDad12gsIdHzSH+BrAJ9f8fZUP233odoE2ij6BvR3tEWkqHEzlwmU4/FxAy4z+eDz+eTkhbOk7EjhBFQ6nQ60qJwdHQUHo8H29vbGB8fx97eHsLhMCqVCu7du4d4PI5MJiPlgYVCAYODg8IO4Z5K/+tb3/oWIpEIgsGg2MKBgQFJLOpEkNfrFV8dgJQ0aKCWz8jlconItsvlQiKRwOTkpHRLsFp7LWWfe+45uN1uYRkUCgXRRqJGDMtc2+2eyOzNmzfh9/vhdDpFc0iXBQM9cOTFF1/s03xoNpvY3NzEzs4O7Ha7MDZ+kcdxa/hvafwrACvLy8t/CGALwG8DwPLy8giAf7eysvKrP/7cJxK1faIABKCHclGpk9kn3eKLf9MB0xsHnQUaLr68+rtcZFx0XKD8Gevhgf4uC8Cj2T4OOn+aFqrPywCMDiTvKRQKYXJyUujziURCzkG1UyJ3rVZLAjTWSmkqnka1rVYrcrmc1L3T6LhcLoRCIYyNjSEYDGJ0dBTpdFrErDSaadyEef96QbBdGIMMff8A+oAabvwapOAc82c0+iaTCYFAQFrOUZiFwS0FdrRuAFsP6uwnnUufz4dGo4FqtSobmqYp1+t1YXhUKhVcvXoVqVQKHo8HxWJRHF2z2YwXXngBf/7nf46dnR1YrVZMTU1hZ2enTyuC90ZgYGtrC1tbWwJe8XcEnUjzo/OitR94PL5TzN5SK4O1bn/0R38kbXQICvl8PiwsLIjq7cDAgGhtUC+EuhKk/ZES3ul08PbbbyORSODUqVMIhUJ9GRmt48H38/DwENvb29ja2sLh4SEePHjwxImGfZoG2SikuhP4o23k4HtsXJ98ntzYmSkB+p00vttc/3y2pL1reqoxG2cEEDQ93hg88/hGsAJAX69x1nsaM3gApI83nUVmFJn9IBhM20gAcnt7G+l0Gmtra2InPB4PwuEwJicn4fP5RL2a2X89z7qG1TgYRNJG0y5px1d3wGHWjBn4arX6SFZPZyt9Pp+oZDMzxDV4cHAAl8uFbrfb1y2DOi4+n0+CDs304B6iM+g8H+1xLBZDNpvFtWvXUCgURHiLNdudTgezs7P49re/jWQyCYfDgenpaVy/fl3mRpezHRwcoFKpyO9ZIqKzjhSCJGsMOGpRZ8waM8NMezg8PIxisYh6vY4/+IM/wPb2tmT2yASYmZkRwWKHw4FisYhUKgW/349UKiVlZRSa5VwWi0X81V/9FVKpFD7zmc8gGAz2BUR8Zhogr9fruH79Or7//e+jXC7jo48+gs/ne/yCfzp+4tDaLzpw0raQwI6xDNNsNsPj8aDRaMh+xTWqkwmPq+kH0FeayHEciGjMrBP4NzKf+N6Ths735nFghPZhrVar2IFarSZtnIEj26E/r+3h1tYW0um0dG8iIMH6doKfBMr0HOnr0fNjZKnqBBLXII+hfVWdEOTaMZbp8f8si2I3NV43APFlfD6f+Nz0GVutFvx+PwKBgCRNaAdpbx7XWpLvVzweRyqVwu3bt6Xs7+DgQEDFbreLmZkZfO9730MmkxH/bGtrS3xRzpGeUwbV+lm1Wq0+cW/uRd1uV8BfDd7r4xE4ikQiqFQqqFQqcLlceO6557C+vi7vfygUwvj4uAhtE3xKpVIIh8PY3d2VluADAwPiS7DD1re//W3s7e3hy1/+MsLh8LHlQ/qZVyoV/OhHP8J3v/tdVKtV3Lp1q68DytPxNxsrKytZ9BgFxp/vAvhV9f+r+Cmitno8UQACA3YaDiKNDBCJmmmkWDuy+XxeFhUDWra00ZRxZvnpVDMDZQzK9XXRuAOP9vo2ftaYJWRJBYcGMAiEUHuBQEO73RaaPMVy9HHokOksNY0wNwxukjRghUIByWQSd+/ehdPplLo4GhOWfNAIHYfka0eTYMbjKFoMlrVx1HPEedZ11vxTLBbleMy0U/jNqNheqVSQTqcRDAb7kG5uOC6XS7JY7J1LdgOdWK03wPdidXUVoVAIp06dgtVqRSAQQLPZxKVLlxAOhyWTz88D6GtrRvBJOw68ZyO4RTDsONq4zooQkKnX65KJ9Xq9+LM/+zPpHrK/v48TJ07g9OnTaLV6isKBQEDQcDJStre3pSUZr4HqwqQor6+vI5fL4fz58xgfH+/LqHDTpQjo3bt3cffuXQkSz58//3ST+BsOBnl8d5nF1bot2nHju8Kgh0ODWpoOqoMx4AhQpbNzHLWWvzcKjGlnhv/WwCEHwTJelwYVaQ91NwXa/263Kyykzc1NKQHjd7ieNbjFe+JxCBjyZ4ODg7h69apkp2w2GyKRCOLxeF+GUvfsNtp8zh+FzFh7r8EDOqdc93xudHx5r8xa0jEulUpSo0/Qhc4xuxfoLg/6Wvlz/ay5v5LJoOdJAyScc4IpzOK73W6cPHkSFosFXq8X1WoVp06dgsvlEjBZdyCicB1tNm099ye+u2QbAEeBorE1qA4meAwmF6rVKvb392GxWBAMBvHNb34Tw8PDAIC9vT1MTEzgwoULwoQIhUIoFotwOBx99nBjY0N8BQL9DIZarRY+/PBD1Ot1PP/88xgbG3tseWCpVMKHH36It956S8rOnnnmGbmmp+OTDWPwrOfaSIc3gqn8HfWu+DN9jOMy6Py3tq/A8YkkY9Za21t9jON8S90JC0CfXdXJF6C/zNfj8WBjYwMbGxsoFovCOGNpLe2uppdz3XEeudcnk0nY7XbcuHEDbrcbgUAANpsNw8PDmJ+ff0SgWo/jfBwClFyfvJfjWK3aLzTOv9ad4P3pJBrvka0Kddmy9o2Ps4Wa+USgnKwvPShoyPgDAHZ2dmRuaNur1SouXryISCSC/f19AcWz2azo8HBPYCKA9oWAOZ8R50knaTi3fG7aphNkIChCW0i23RtvvAGLxYJ8Po/FxUWcOXNGQCuyaF0uF0ZHR9Fut7Gzs4OdnR0pX9BaQnyHrl27hnq9jpdeeglzc3N9ekE66VAsFvHDH/4QP/rRj2QvuHjxIubn5/GLPn6ODIS/lfFEAQhAf79uvoys+weOqNukbdEwms1meL1eoQrxhadT2Wg0pCaKNPZarSaOJFFJPYwPXy9+Xqv+nP4df86sMwW66JQbP0ujqgN0gijtdlvUS4me1+t1caBIOeIwbkS6/yzPcXh4iFdeeQVvvPGGGGa9odBo8571JgRAhAPZspHOL1Fuu93e54BrwEDfr9GpJQuB2UCdKTWZTJiensb+/r5sUs1mE6lUqg8M4sbBuaLwFjedWq2GRqMhIozdbq8E5MqVK6hWqyK04/F4RE2dbIrx8XHUajURazSZTDhz5gxu3ryJSqVyrJCk3jC1Bof+vd6ENYimO2W0221hF7jdbnFMw+EwvvzlL+Pf//t/j3w+D7/fj2effRYOhwNra2sCNhSLRaHisR7N4XBgfn4eJpMJ29vbUn8NQMR1ms0m3n77bRSLRczOzsLpdPaVPLCX/dbWlqzbUCgktZZPx8826LBw7XC+mYng2tEdSDTY6Xa7kc/n5XnrTJIumaFOB4Xo+H1tD42O8XE/0yAAcOT8Aehz6o3CgprZwr91xpy2hU5vo9HA7u6usA0IFLO0yWhXeS7aN4qo8ueHh4coFAr4/Oc/jzfffBNmsxknTpyA1WoVdgCdVr2WtcNLe8gMs34WtInaUSYgSqFLDu4XBAq5TnVwwO9brVbMzc0JPZ57Rrvdlo4pPKZ+VgQ0ODea+UUAc2NjAx988AFqtRoikYiUB/A+CMxGIpE+JXCTyYTTp0/jxo0bUobC56MDbQKm+tnw/NxPeJ+k/HLw3SdITIo0xQuDwSA+//nP4z/9p/+E/f19BAIB/Mqv/AocDgdu3bqFTqfXNz6fzyOZTMq1sZZ8fn4eZrMZiURCOgsBkKznvXv3kEgk8Oqrr2JpaUlsId8p6iZcuXJFrpWU83g8/tOW/dNxzDjORvA9Ao4CYwLhRv+i3W5L5xId7Gugz8jq0n/r8XF/ZsymGxkIXHMEhY0ghB7H+U4E53K53COsRQJyRqCF88H5Y6cyrm2CD5VKBZcuXRJhWmbEdWB43P3qeaNvZfR1Hndvev71/PCamfV3u90iwKd98PHx8b4EHEHjUCj0WGYHAc1WqyfEy9iBJV7tdhsPHz7Ee++9h3q9jnA4jG63K2US3JNYlsr3KRwOw2Qy4ezZs4+UjWlWX71eF0aBLg/l/kfbQ6DJWO7HUgfafafTKeWxFotF2CQXLlzAn/zJn8Dr9eL555/H4OAgbt26hXq9jlwuh3K5LC0qmUhyOBxYXFwEAOk8pkFq7hPJZBKf+cxn8MwzzwjwzXnOZDL4zne+I6KeVqsVwWAQExMTmJiYeORd+EUbTwGEn+Mg6qZRVyMazHpRtlABjowIW0sxe8psDbPlLpdLWv8B/Q4gHTajsIwevDb9PR0AchgzbsyS6aGNJh0hoL/1Czcdn8+HXC4nmg4EADTiro8JQCiy7C1+eHgIr9eLWCwmAjq3bt1CIBCAz+eD3W6H0+lEKpVCuVwWh4ogjaaTWiwWcdaMWSwaVBo+OqzGTcL4nLWQYqvVwv7+fp9AC+eDLBNmE6mwTZBEd9FgxoubIzNK1FFgwESHcmZmRjYs0h3pdFgsFpRKJaHIHhwcCBA1MDCAYrEogAZVvjUTgdfAQIjXQ5VcOuUUkSOQ4HA4Hmn9yZIE1jfm83l8+9vfljKEubk56SNcLBYxMTEhc81au1qthqmpKQQCAayvr6Pb7UqPYba64jtkMvXKRFZXV1Gr1bC4uCjAwv7+Pq5cuYK9vT1xQOLxOF566SWMjY39Uijt/m0POrgEOXW5Ad8zDZjS1hSLRQGfAIhjQECV7xezLrpci6wfI61T27rjqK0cGlQ1gg7GUgr+TUffmK0jWMhyBPaqLpfLfYEpbZFmNOm5YzBOMNbr9SIajUq7s1u3bgkwSHFSgppAf+cL3guDlnq9Lm2vuCfovUQ73nTste4BP2e1WuF2u/ueQzab7WObaCCiVCoJwE5whfejj8t54OA7xBZovEdef6vVwtTUlAAGNptNutvwurvdHlOMQAjt68TEhADcZCMQrCdAQCBMCylqJiDfMwLvtEnUvtE94QlY7u3tCTj8/e9/XwL3qakpZLNZbG5uolQqIRQKSWeSSCQiQdOzzz4r3Y+63R6jkefmdZFJUalU8P3vfx+FQgHnzp1DKBRCt9tFKpXCX//1X2NtbU3e81gsJlk6Ixvx6fh4QyciNOtUr5tutyslXzpjT3tSrVbld9zfjrNdRn+OwxjgHgeq6iDa+D0jY4x2Qgs5P+4cxqw9bXMwGJSOLcCR/pPOHBu/73Q6xW/MZDJC8R8ZGcHw8LAkc27fvi0ZbGOSSF8/7SKvgYEs/83za5+Pg/6X3nuMyRQOCiOy0wLtL5mZZIARSGbLRb4bOo7Q7w99VLfbLSWh9Clpo06fPi3Zfdp6Zvy51zBJSVCAe0ipVBIQulgsinYB7R19Xx6H92G320UA2GQySUKNoLbD4RBfVO8JLpdL4oV8Po9wOIxvfvObcDqdGBsbQyKRELH50dFRmce5uTm5D/qGOzs7fSwKnfykr95ut/HWW2+hVCr1saySySS+/e1v4+7du2L7x8bG8Oqrr2J+fv4RJsvT8ekbTxSAcNwiB44MsK6RYhBN42M2mxEMBiVrUK/XpV6eqGQoFBKxFR2Ukh7V7Xb7Mh3GDA7/5vG0MdUOL4/Lwd6/+rM6g0KkkUg0s4qDg4NiQKzWnpI/HT4GlERBLRaLIKikLvE7sVgMXq8XbrdblHiJTm5vb8NsNsNut8u8ki5Mp43Ottlsxt7enjjYDGj03PBY+jlqoEc7wABkI+CzJQjAtpV0wogmm0w9WizbD1KMheAKhZKo+mukxVHAkqARj2mx9HqRs4tFtVoVITC+AzSAyWQSwWAQQ0NDEsCPjIwgGo2i0+mIgCBBhWq1Kr3MNcOEWVOfzyctc+gAMONJAIVzSDSbz8hsNiOdTuNXf/VX8V/+y3+RGsdUKgWHwwGv1yv9ygEIa4KbsNfrRblcFoXinZ0dcdr5DIeGhkQ/IxqN4u2338bExAScTidu3rwpHTEGBwcxPT2NF154AcPDw309t5+On23oDAwHA2XtwPI90c61z+dDNpsVG8GgiTbPbrfD4XD0HYvPi+8XKahGh1rbsOOuWTt3+j54/VozhL8nsEZHm0wF0tkZjPL/XOcEjHlc3kOlUpF3kPaNuiWhUEhqfsmSsVqt8i7z81pUl/aJ4DQZPU6nEy6XS+j+xowmbRsAAUX5OW0nAYjTyZ+xTRv3JzqbmuLq9Xr75vw44P04IId/CLqyu4PVasXs7Cympqb6gONCoYDt7W15pq1WS+bO4/FIe8x8Po+FhQWMjIygWq1K++FCoYDDw0MRnaWiOHDUCrjb7SISicButwurhiwwvrsaxGHAsLW1JfN57949/MEf/AHW19dxeHiIvb095HI5YSmePHlSnikzdBQLc7lcuH37trQK3drakhabOjh0Op2Ynp6Gz+fDG2+8gZMnT2JoaAhvvfUWEomE7NnxeByvvvoqJiYmhGb8dHzyoQNY/W7zXeda4PtqDOJpyzT4xzVEMN8Iuung3ejf6c8Zh7bBHMbSC75/9P00gGe0jUZby+/Sv6WtpJYV7SEZQCaTCdlsVt5hgsZutxvT09MiaBqPxyUxR/ajFvBmkM/5YFkPz7m3twe73Y5gMChJI86Bce44n9yzNFDN8+ufcf+g30l7QL+Q5QdOp1Oei07YPO690OcEID6YBhGmp6clucT3pVQqYXV1te8Y7PDAFsJs2zo/Py/gYT6fx/7+PrLZrAAKuVxO/H7OB4EKv98v/m44HEar1ROJJaipk2V85tRy6XQ60v3t61//Ov7rf/2vePjwIQDAbrcjGo1icnJSQDWyByiGy5KLWq2GYDCIzc1N6QbEuSDQceLECczMzODb3/425ubm4PV68d3vfhfpdFr2mJmZGbz22msYHx8XZtkv+njKQPg5DpPpqKWikdpNp8yISmqDsLW1JfRyBpSFQkGcyEAgIBklLlad2eW/tbNLY0an7zihFR0kH/fCMEjV96GpSAwmiYQywwJAsuAzMzNSv/7w4UOhvpZKJaEbkdpOQRy/3y/oMe+JQQOzkLp+lhkeOkw0LAQTAoEAotGoUEY5b3pzs9vtfRsN0J+pPC5Y0ewDzh/bc/H7DGho4DlvdrsdIyMjIuiowQ8GPwRB+Axp0Ejf07V1mUxGnk+5XMbDhw8Ri8Xk8/l8vo/BQkNIY2uxWASdJtODDIdUKiW9hPWGRQfZYrHA6XTC5/MhFosJNXZychKJREIccB3gk/72rW99C+VyWeZ3eHgYc3NzsqkwMEgmkwKwESghaMENk8EK30ve09TUlHQ4+eijj8RJaLfbGBgYwMLCAi5duoRgMIjDw0PZ2J+On208zs5xrTIbSu0WoF+JmfRsUhrpRDJgJDtLl4vp9amdZmPmyOjIG0t2HpfFA44cO80u0jaBtkpnh9jais7s5OQkDg4OEA6Hsb29jfv370upF0vcmGEmZTIWi4keCueONpL3RNFPzQLTZR1kZhD45XrVYoC8D9oH/Tx5zzoY4lyRWcT5oC6LbnnJz7NcwO1293XK0NehWQf6WvR1alDe6XSKraW9oK0dGhpCOp3G1tYWRkdHJQChyrl+doODg8LOcjqdCIfDEmwQKMhkMtjc3MSdO3fEHvL6CTrYbDYEAgEEAgEMDw+LjY3H49jc3EStVuubG87x0NAQvv/97wuToNvtCSyfPHlSnHPeGxkUWufAbreL+CgZK1wbzK56PB6cP38eAPDd734XDx48kMCGujOzs7N4+eWXMTIyIs9Y14Q/HR9/kPmi/QrtUwFHdoXPSn+WiRGzuddeul6vo1aryR5GG2AEEfQ4Lgj+SX4fP6OBQg76lNo3YXBKu2dcw0ZmE4PA6elpHBwcYGRkBOvr69KJi4AVRaPdbjeCwSAmJycxMjICr9crIoq0bTyXBmiM5RO8PtoGrht2KNHlwMfZIt6L9vv0sTXIreeB916r1foAVCadyADjtRMw0kCFnltex3Fz7fV6+xI5TN5xv93e3sbm5qboQtGHYvJM710sb3A4HPD5fBgfH5fkX7lcxv7+Pu7du4erV6+K309ApFaroVaroVQqwev1SjtO+pUjIyPY2dkRFhjvi0C8y+VCLBbDysqK3I/H48HCwkLfu0jQpFQqodVqSRxht9tRLBalixt/T7atzWaD3+/Hc889h263i0QiId0+Go2GMGUWFhbwyiuvYGxsrI8V+HR8uscTBSA4nU7ZrHWWRlOlSB2nAdE1TKT6ezweKVdgmyZjfRFwVMfD82ljb6TTApBMnhYLAfqZCsdlXLXoiXboTKYjoUdNU9cCe2xftLi4iNHRUVgsFlFWdblcGBsbg8PhQCAQkPKEer0uvbN5XzxerVYTpJHtW4CjzZF9henUMYCMRCKi+qtbEelB0RjtGOvBgFIDQ5wLzgcFyDwejwS33KC42elj8LxOp1NozclkEq1WS8pdWq1eP3oaWJvNJg44gD60lYATAGSzWaTTady+fRtnz56FxWLB7Oys0PJpkHO5nLRuMzotpL4ODQ1JAMfNjEaYz4gUuWKx2EefoyGn/kIikZDrjsVicLvdmJycxPr6OqxWK2KxGF588UW43W5pS1csFpFIJNDpdGRzrNfrIp7DdUFwieuO1+h0OjE4OIjNzU15P+mIu1wunDhxAi+88ILoRtTrddnEno6fbTDw15RR7ezQrujsina6+JydTqfU55MZw/IdAlDMrnPd0qYe5/zyZwRGyW7he6MdqONAEF63ZiLxmo+j8vKYXAvsb01nrtlsYmtrC06nE9FoVOj28XgcsVisr0RK1+EDECDNOHg9OsPDnxOQc7vdotSvbbYGiDUgzXNrkSxtI9lKjUAryxLIOiPwSXvo9XrF3upr1uC3MQNIAJ3aGjo44b/J0mMXEGY219fXsbm5CbfbjXPnzqHb7WJkZKRPk6DRaEgnFz2XLIOz2+3iCDcaDdy4cUP2GGYyuU8cHBygVqshlUpJMECNg/HxcVitvdabGxsbwtqLRCLw+/2YmprC6uqqCCY+99xzYpvoCG9ubqLZbMLr9YrjTjCe64L2kGuOGc/R0VEEg0G88847AkBQP8Zms2Fubg6f+cxnEA6H5f0wahU9HR9/PG4v0TaE1HWgv9yU77ZunczyQbIECbTqEgdj1vq4QBjoT6Ac9zv+rcFWve5Ywmj0I3XiBThiW3AMDg4iEAjg0qVLck/VahW7u7siiMek0vDwMEZGRvrq62lrjGwA3qsRyNXzwGvi/kRRbtbUE1Dg3qDng4E/r8GoT0Bbr69FXw9bUuskIEESPc88H8+hYwnud+zAoH1+zjlBCbIR+I60Wi3cvXsX29vbuHr1Kp599lm0220Eg0Hx8/lO5fN5KUnge8VnyTKHcDiMcrks7xCZd7SL9A3JfCDTjawBv9+P4eFhVKtVrK+vS3BOG3Xjxg288sor+Pa3vy36WCyTi0aj0va70WggFosJiJzJZKT0j6V1XBO00Z1OB+Pj44hGo3j99dcFYOBatNvtmJubw2uvvSbd1Ah+/TL4hk8ZCD/HUa1W+2hlXIjasWS2E4AE4GQtZDKZvgxYPp/H3t4eMpmMKGzT+WSGhdkWBnbc5LUxB47q14zZdQ6duQP6M4Z0Lo8zbgCkjpV0MA4CFdpR54JlVsVms8HhcEjgbzabUa1Wpc7XmLmkIWI9mdHp1Jl2AKKRwFo7gh38jp4rXi8dLuN96k2dDqWeT9Zym81mFItFOQcdS51t47wS4aUxIkWfNWCpVArNZhMLCwuSvdeGnDRlAKIDwfkjKEEQyuVyYX9/Xwwks1Y0pEb0m/fOzUu3ptMBBt8f1sQBRy2LWFPH9yIUCsHn86FWqyEWi2F6ehpDQ0NIJpNC7TabzchmsxgeHsbBwQH29vZQrVaRTqeFss73hvoXbINpVDHmphaNRlGr1aQdpX7ODAbZIoh1eVrk9On45IM2iWsDOGqzx3VAe6hBO2bZCoWCvG+0mYFAAA6HQ54rHeaDgwPR1dCMKL6Peg3z//p912wFBkyawqq/p5lLHPpzRttqtCek7XJe4vE42u2e0rbdbofdbhdWAO2HzpzooJoOsDEI5zCuBWZ6KDxJII3XbgwU+H+js64zc9Si0CJc1DXQwA7njc4s7Z4GJnheDjrYnU6PKn3v3j1Uq1WcO3eujwHC79EusjUZ1zIZAWx32Gg0hMHEbBodcu0IayDG+JwLhUKfiCKzkjpg4PeoHUA7xj0xGAxKS8nx8XFMTU1haGioT/SL4muhUAjtdhu5XE40EQjC0Dfw+XySlXY4HMLg03TooaEhzM7Oolgs4tatW48EVFarVdrXcd3yXTSKZj4dH2/od1qDpnq9URgZOHrPyDblv/luEdgnMEVbovdnoL8LAI97HIig/SBtB/hOazDAyEzSZVfaNmlbqAN5fo7HI3Oo0+lgdHQUAET4lJnv4/xWfS7aAqNN57l5TzrDzQQN2UbNZhPr6+u4e/cu0uk0vF4vFhYWMD4+LqxVJgY1A0OvHyNgwT/H2SnuMxR5pC3U39XXzn2Rc3f//n3kcjlcvHhRRCI59N5EMUj6YvQFQ6EQdnZ2cPLkSdHM4nvEZONx9l4PnieTycjnjZ29jO8LS3Db7TZKpZJct9/vF0A7Ho9jenpa/Nl3331XjlUqlTA5OQmr1Yp0Oo1SqYStrS1hTzCuoBAky7mKxaIAGnyOTqcTp06dQiaTwY0bN8Sec740mE6fkKVpuoTt6fh0jicKQNAOBBcdAQJmfoyGkJs6N/xUKtXnIHCBNRoNZLNZydr7/X4BE/TxHA4H0um0BHNa1Vv38tZZMeBROps2zqxZ1mgyB40DHQuNPNMJ0QrpVqsV4XAYwWBQ6OkEN3huGnS9mHkt/A4/ozPxNLRerxeFQkEMEh12TTvj8bRxPi6QPs6Ik2bK56zbZ7JOj2i2zorp72uUWgfjRMOpUAscqQ+z7SLZKgQOdGaJZQQEEwYGBrCxsYFSqSS92FnXxU3LZDI90ubICAi02+2+gE7XUtOh0ZkMbhAMLvQ6IDi0u7uL3d1d2O12vPTSS+IslEolvPPOO1Le4fV64fP5cPv2beRyOdhsNsTjccniMRujnS86UUTWXS4XNjc3ZQPmmuBzX1tbE5ZEuVyWDchYJ/h0fPxhLK/qdrt9raoYfBqzQ7rWlVRsUuEJfDGjR0o2Kd2k/vO8FFACIDZDO9cAHglEtaOkHWkOIyBgBAy08/e4oW0K9UeAI4V+rhV9rUbbpbNQx7HKdBBbr9fFYaa4KJ+LZusAR8GwVtLmvzWAwbkgi4e2hM4Wg1bdR53f93g8feAcbSMDa22r+TuCLMFgUBxA/l7Piw50XC6XZEndbjcGBwdx7949VCoV1Ot1RKNRpNNpYS/pOdeBFO+Z9rzV6rWG5HtNfQ4+K36eNpBBGN9RDVCy1GNnZwd7e3twOBy4cOGCAOv5fB7vvPMOHA4HotEoHA4HXC4Xbty4gWw2K+Ji7LzBMhWy4XgtBIzm5+cRiURw5coVKX/TZUSHh4e4cuUKBgcHMTs7C7PZLPTqtbW1x77TT8fjB4FAoF+/gGtdZ8/1OqON5PrRmX6+5wQRtT3TTC4GcoeHh6hUKuJvcV3zj7Zz2pfV96A1Drieef2Ps3fGYxhto7anoVAIfr9fABIN9PP+jUwGfb3aDj4O4DWKlNO2JRIJ/Omf/in29/cB9NbErVu3MDY2hosXL2JychIul0vWiWZA8d60T62vTV8P/So+c2oP6H3DCILQpurfRaNRhEKhvq5Axu/p6yLIq8vW7ty5g3w+j3K5DL/fLz4mk120VUbwQN/PwcGBJD/b7bYwpvW7RFBfM7PJNOAz5T2azWYkk0kkk0l5R8+ePYurV6+iVCrhvffeQyAQwNTUFHw+H8LhMN59911sb2/D6/VidnYW586d63u3CSjrZ9DtdrG4uIh4PI4f/OAH0hVM2+tarYZr167B6XRiaWkJZrNZmMy3b9/G1772tWPf+V+U8ZN8mCdhPFEAgqbwG428RoiB/tolBtfVahVbW1vY3d2VRUejQqe50WigVCohHA5jcXERHo9HNv92uy0icnSWKWbITYMt0xh00UBrZFUbLf5tNNgcNAKFQkH6blMRltl0i8UiVCgKZmknjYE26Xt05li/ZQQ0arUa3G53n0OtHTan04l4PC4GUNO/dOCrAxwKAdGoa/VfvYkB/QALnTL+mxuqbnUDQCj0DGopHMRNm1kwvi/8bDgcRqlUEkqux+NBvV6Xrhu8Xu3gAxD6VaPRQDAYFLXuWCwmmSwGZKTJUrWdz5WfsdvtKJfLgrjyvHRadKaSz1A71LVaTbIIPKfH40G320W5XEaxWMTq6qq0V6xWq/B4PIjFYvL8qtUq3G43XC4X3G63qBO3221pU0lKNkuJOp1On6r6/fv35Rnr1oFk84yMjMDhcGB1dVUAIGYCn45PPmgLCZway6B0NwMdsNPZACAgGj/HZ04KIe0Hf6czrq1WC9vb29I/nfRs2j/+TZBTdwmgzeV7zmuk46FtAcdxoIIxm8T/6/sliEKHnW0r9doiCGt04kg9pz0wZuloW1h3q0sMGLBrkIf3TgEyDSZyrRgzbmSP8XxkgWixTO3Ycu8hgKqZB7x+vjt0xjnvnC8jhZjDGPBz8Nl6vV5cvHgRU1NTUl4RiUQEoGLZhab+E6yirWb2ieAW50jfM99zMrk4Dyyto+1pNBrCxmq328hms0gkEkI/1i3fCAjTHhPwCAaDiEajfQK2LJdxu92SxWu326KlUCqV8MEHH0hwSeCe12q1WhEIBOB2u3HlyhXZy2/dunXsWn86fvLgmtc2UK8J7RtqMFPbQs3UMSY4dCZcB7A8T6PRQDKZFN0YZopZtqmz/BpM0LaQQbyRvfCTwFL9c20L9e+M/iXtE+9DM6y0fdaDc8dsvr42/RnNgNNCiezSlEgkZH4ZOD948ACVSgXnz5/H7OwsAoGAaNnQNnKQ7cH71DZLMz9ozwnOaV+Q163/6HdC/56shOMYsfq+9XNgAszn8+GFF14QWwgAsVhMWLrUEqDQLOdOMy8sFov4cNq/1nsl59vtdst98J64d1GLotlsYnh4GGZzT1ybYA5tEbvRBQIBAQYoxhmLxRCJRCSxRN+DLc1tNhucTqe0DQ6FQjh79iz29/fx7rvvCruXzGDe89DQEIaHhxGLxfDOO+8gl8vBZDI9BVOfgPFEAQha7Zgoo17MfDG1oWBLPta3P3z4sK8VHj/LOu52u6dGvre3B7/f35f5qVQq0iaQi5j9ovf392UxMYMxMjKCSCQijjRb+LGmnAizdpyMNbgAxBEsFotS08T6dY38ZjKZPsEqbqhUmNZiYNzQOLQTb6Tt8vjaeJF1oI/BoIJOsHbigaMNWjuM2rml86vbOh43H8wI6s2AWT8el//m5qx7meusI5kGRHXp3DITYKwfB/pbD42OjgqYwIwWu3jQ4dSBBDcFXks+n4fFYkEmkxEaNedMI/0s3zgOcGGQwPNZrVYUi0VZH9xcHjx4gHw+j/HxcXz9619HJBJBMplEo9EQtXiKHDUaDezu7mJ0dLQvk+1wOOD3+wVNZucSipZxAyTlnfTm0dFRxGIxFAoFWK1WzMzMPC1h+BsOtl/lO63BPK4/YxDJEqVKpQK73Y5KpSK0QdpElrowWNPOFWszDw8Pkc/nhVqpFZnL5bIAXHz/yHYJhUKyVhuNhpQCHbe2OPTa106i8Xf6e2azWYI3foY2sVwuiz3ksTSd3pgprNVqosYPHDnqnU6vpp/An2ZW8V7otNEG8DycFy3aqzsw0IZy7niddDz1fRoBFGbi6bRqIJj/Z7aNx+B9OZ1OEW3V7C39OT34rvG9GR8fl3NzLyQNnKJgtImcQ+6nFEAbGBjA7u6uaCUYwSIN0PBnxmujY0qGB+t16RR7vV5sbW2hXC4jGo3i13/91zE2NoZsNiu2z+v1YmJiQsD0vb09xGIxsbHtdlvKvAgqzM7OIhqN4p133hGRRoJXbI9Xr9cxMzOD2dlZmYv5+Xl5X56OTz7YsYjBlwb9AfTtYdq3IVjGwPS48geuXQZqxiw0faxarSYAAvdsMgT5f/qwXOu03TpwN9pdY8CqQQIObQf04PUbbaHxeJwXTYfXP+e10fc67rycY65/rksm7wgeaHvFRFAikYDH45GOUPR1jEMDq8a9QtsAvU9pHQUjW4HP1QjQmEwmuFwusc/tdrtPP+O4Z6L/tlqtmJiYkOfM94ugKssYjKxj+uwWi0U6YbFTgmamaHBIgyz0ffW7pPcGm80mLAhqepCVkMlkEIvF8LWvfQ2xWAzlchm1Wg3r6+tSpux2u1GtVrGxsYGZmZk+MXeWsPG6Z2ZmEI/H8eabb4ruBeeN5Q+VSgUTExNYXFyUdXP69OlH2Dm/qONxwOCTMp4oAIEoPgMUZt600dMqp1yM7XZbhE74YtL4kD1AJ5sv7eHhIRKJBAKBAILBILrdrmxQDLIrlQrW1tYkQAf6e4E7HA7E43HMzs5K+xubzYZMJiMGzmKxiEExOkLacSPjweFwIBQK9aGUdAipsq+pdgz4dCafhoTULM6XNqoEVOj4kZpHp1ZT8jl0tt5IlSUrAIA4m7wmzQ7g/Wu6IYeeHx1wHBwcSEaLxpq/ozPO8+uAled9//33kc/nZU5OnjwpCLpmOuhspUaADw8P4XQ65dnfvXtXlHE3NzeFskbFcM1I4Zyk02kBbnid/IzOThjBM82KoGAc31Gtcmsy9aiYDocDIyMj4tAcHBwgl8sJOwGABBdEmBkcer1eEWzkRhiPx+U+uWERibZarcjn8xgYGMDZs2dhMvWU/0dGRqSeXgdmT8cnG2TyMJtNer5ey1prg7aCzqnOSPM9YSZZswM0e0qDiDpbTnucTCaRzWal2wrQ65gC9Fr5jY6OYnR0VIBOCnjy3Pq95zrRQarR5hznxGmgUDvFJpNJhKk0SKABRw2W8FwU7tPA5uHhYZ+ytTGA1cEIRdC4b9Fes0yLYAIdb84tg189B9oe6ewbQQLjddAO62CHGTCjDWeG6+rVqyLE6/P5sLCwIBlBfV4dOHAOWObE+6a4IoFE1tIGg0GEw2ERveRxSend3t4W4TD9XnJeyJLRz0oz4bg2GMRxf+Tew7ITl8uF8fFxaV3MDhADAwOIx+MSfPFd11R41v1mMhkREZubm0Mul+vTPqCejMvlkrWxuLgIl8uFW7duYXx8HB6PR3Rpno5PPjRYatSK4vtJDRHgSNhQM1uAo8wtcFQew/dcJyW0n0e7RbYB3zm/39/HjAQgvh7XIX1K+qe0MxqoMAaJenDdafBA/01bqCn9RlBFD/17Y2DKn+k1wPXPY2kWFn/Xbve63+zs7PTtTxrA7HZ7Cv2lUqmP9WQEL3ViikMDi/r/2g/U88Hj0pbqOdB+Z7vdxjvvvIN8Pg+32w232y16CEYQ6TgAgv4U/99ut7GxsYFqtSpBuM1mQzQaxdjYGMLhsIAz3W5XWJobGxuiB8M4AIAkqjRjUPuoDMiZXKB/QIBY23EC6vTNBgcHpeyLpVYmk0l8Stphrhu/3y/2kAmr06dPI5PJ4Pbt2/LMyFYIh8NIp9OikeBwOHDt2jWMj4/D7XYjlUohEok88r4/HZ+u8UQBCDRoXBisd6QiKDPjXETt9pFwG/upUsGe/bT5Gc1soHAiUVE6dsxY1+t17O/v4+7duyiVSo8gvwQiKpUKHjx4gHK5jKWlJQwMDODUqVOi1NpqtaRdULValSy2rk/jNY2MjMDtdktWpdVqiSEjMsoaXDpxZrO5L9jXNbMWi0VaBOpNiMcmpV8bGzr32uAaN2Q+F03lNXaQ0MfQKD+dZ26qdCy5AfCYRmPNzZiBAZ0HvfloZ5OBAhkk6+vr0pubQQ6zTpxD7WzQAWWA43a7xTkpFou4evWqtBojuLC/v4+9vT0sLi5KGQrZLmzHYwRQ2C2EWV2KdlHQp1AowG63Y3h4uK/Wl51KAMi1UyDRZrPh4OAAH3zwASYnJ0XHwuVyoVAoSHlOvV6H1+sVh8bInCCK7PV6cevWrT7hTL0xt1otnDhxAqOjo+h2uyIuRHCCCPbT8clHq9USW0KnwWazoVqtStu4paWlviC2Xq/L86xUKn3OoM6C6/ecQBM/r6mpo6OjKBQKSKfTyGazwtDSTh4dG3Z3qFarGB0dhdlsxvT0tARpZC0wK0LqPu3DcWtfB8cMHGkvjKwGHagz2KTDqwNeno/3QXFVzluj0UCxWOwDX3k+7k08NgCx2cxkEkRgrTCvh7YegATs3W5XgHKdpeT5tAPIc5jN5j7tGp3l53uis4gsCaMqOKnGVqtVSrJIs9X0bWNGj9fC99Bs7glyXb58WTQiqtWqzG00GsUzzzwj9Ffuoxqs1+8Qy/No42jP+G5TvDIYDMrzpUCmfgc6nY7QzXnvP/rRjzAzMwOfzwefz9fX8YlrymazSQ90AH0lOmazGbOzs4hEIvjggw+k/IJMHqfTKU73wsICZmdnxaaS1lyv1x9pO/l0fLyh1wBw5PtwnZGGrd9Tzd4iaKqz0Xz/NLNIAw0A+vY5Ml0HBgYkGNR7pr4u+jf0TWu1miRsNJOv2+3K+813TXeC4OA1GLO22lZocITrgNfHz+og3Fi6ZAQWtF3hZ3Siisck6yuXy8lz0t0XOOe1Wk2SF9qWaaBX22W9Fxy3N3CuWUbK504/lPeo9wxtv4vFItbX17GzswOLxSItEtm2W/voeq71vev3rVar4b333hM/nfvAgwcP4Pf78eKLL8Ln84meAOeXJYTaZw4GgzJnpVJJGIRa0JFiwQTVMplMX8miBoD53h4eHuK9997DwsKC6B9oMVy28Q4Gg6hWq5K4Y8KAvv3c3BzGx8fxgx/8QLS9NJhRrVbRbDZx5swZzM/Py/fGxsZkfn4ZRBSN7+yTNp4oAIFKrhrdLBQKaLfbCIfDgqIxQwtA0LmDgwPMzMz0ZUoZrGvHlsaEasnlclkcIjIZ7Ha71M1zaOOkM2ZAL7vsdrtx9uzZvs2DL4/WUQCOgAAep9FoIBqNwuVyicgZmQBEs+lY1et12YiAIxEuXZuus0Wsp9WZG+CoNppBNMVSeK/G0Wq1UC6XUSgUpLcwjQqdQ6K+zLpz6Aye3oRYe6Y3NQDimHEjY9ZKBwM6A2HcbHksZghPnz4tvbh1Fq1WqwkAAKBPIJDPi6APAwq+M5xbljdEIhEJQMgEYFudSqWCUqmEYDCIUCiEZrOJQCCAUCiEZ555BiaTCcViEfl8Xtq1EdE/PDwUcUJ2U6hWq0JLY1D4pS99CdeuXZP31OfzSXsybtIEe0iV47qhU0uFc17/6OgoDg4OsL+/3+dMaMbE4OAg5ufnUS6X4fV6RXeB7yoF+J6OTz4cDgfq9bqsF4ulp4VSq9UwPT0t7fBoc5rNptAXLRYLAoGACNwR1CIgqWnmmvlCp5dAwv7+vtgXgpHaMdN2jM58JpOBw+GQDiF0jIGjLDTXE//oEiUCG8dlz/TfQL+ILu+F18X3k3aaGWvtFPOamK1mL2ygP5gGHmVLZbNZbG1t9TlidP55zoODAxHq1d+ls8zBNWXMvvE6dAthXUalQQZ9TGMgxGsxm82YmJiA1+vtK0MAeiUzBO0B9FGxeSzaG9bB0n4MDAxI+Z7D4ZAe86zvDQQCqFQqwlZIJBJ9Nor1t6dOnUK73dMy4L7N0ofd3V0APWbA2NgYEokEarWatCJmMDYwMIDXXnsN165dEzCdgZlOJDBzypLHQCAge36329OXSSQSaDab8Hg8mJubQ6lUwq1bt/qAnmazKbXGdrtdFM7NZrPowlQqFVSrVWQymUee79Px04fNZkOtVutbW/RhaO+0L0FmogbvuD9r/5LrR68X/kzT00nTZ/249ueOGzwnbRFbTRt1Yui/Mrhm0KaZs7pUAzjeP6OtpB0xJhh0cE5/QJcvcRB40QxI7htG1pi+lv39/UfKSI8rHdD6CsZyA55f2ywj+0B/12QySXtuaq9o2248jvE+h4aGMD8/D7/fL5l/dnQpFAryzEymI50no11lUolgJq9Ds2ZZ1lepVFCr1RAMBlEqlXD79m3U63Ukk0lEo1EEg0HU63WEQiEMDw/j9OnTUkpYKBRQqVSkNDCZTEqJ1ezsLJLJJMxmM/b29nB4eCiJBLKhZmZmcO/ePXS7XWGPUjuNe3epVBJ/w+PxyPUODg4il8thd3cXBwcH8Hg8WFpaQj6fx/Xr16X7BPfifD4Ps7nHjp6ZmRGbPD4+LhoK+Xwe29vbj7zHv2jjKYDwcxx0cLhQSdd2Op3y0nPoTDgN14MHDwAc0dTodNFpYPADQIRvmJVif3T2nuZGr8sFaLSMQlitVgtbW1tYWFh4JBim4SWgoLPlvMZarYZoNCrXW6vVBKVmCz8arEqlAr/f3+dsasdRU82YHdHoIOeh2+0+kkUxbqr6PrrdHgXtzTffhMViwdLSEs6fPy8q3fwskVt+R6PNemjkmqAQN2sir/yZBk8000Cj78ZjM9vgcDhw7tw5eZb83dbWlvyfgXsymcTMzIwEbhTiIj2WDvOpU6fQ6XTg9/ul5jcajcLj8UhWn5mzXC6HUqkEr9eLeDyOmZkZWCwWqdOmTgFZKASRkskknE4ncrmcMC98Ph+s1iO1fDJppqam4Pf7cfbsWdy4cQPT09M4d+6cOK2dTq8GsdFoSJcGtnPUVMpWqyW9jFnOcPfu3T4KqF57c3NzGB0dxeDgIFKplGSWSYPLZDJPHea/wWA9KlkIVHwfGxuTLIlepxQ6ZDlKu92G1+sFcLRGCMSxHIbAInC0PljSlE6nJdNNpgoZA7SLmkZKO9RqtbC7u4uxsbG+66PzaqSna0FTAlwaSOBxddtCHQTy95ohRdtAEFE70cc5mARftDaAtod6DvlsHj58iJWVFQwODuLs2bP47Gc/KwKrHARYdRDOQFzPCx1vXRvNNUfgRoMqFotFBFp5HKCftqyzUDymy+XCSy+9JMfnu0AGBss2ms0mHj58iKWlJfh8Pjk/A7m9vT0AvSBucnIS7XZb2FTdbhfDw8MCJNBp5VzSti0tLWF+fl4YIGazGTMzM8KmmpmZkWzWzs4OHA4H9vf3Zb8IBAIC4LI8odVqYXJyEtFoFBcuXMCtW7cwMTGBs2fPCgvA6XQikUig0+nA4/Hg8PBQbKvT6RRQi85+u91GJBJBJBLBhx9+iEqlIutNv9djY2MYGRmBzWZDqVSSZ5PJZFCv15FKpZBOp3/qun86Hh30oVhuR9CKPoIOzIEjpX7giMmjNY8YvOos/XFZb4vFgkKhgGq1Kt27CAgeVyJwXADMfZxrXAfz9M+YsSeLiX90pydd767BDV6z0YfStleDJjrDTz+Jn9PMCx7TaMONmXizuSfYp1kF9DE1cEM9EeMc83wEamjLeZ7jGLE8D+fQqOvFezSCLxr8sNvteP755/vu2Wq1imgwmcOtVgv37t3DuXPnEAwG+47FhA7Qs4Xz8/PiL7LkmLYwFArJPACQtuAulwuTk5NYWloSEL7b7bH/CODTrjQaDaRSKWmnSwZ1MBgU1vXQ0BAqlQparRbGxsbwzDPPCNg2MTGB8+fPS9mW1WrF9v+vvXcPkuy6z8O+7p6Z7p5+v2Z6njuzA+wT+wZJrECAEEBaEFwMIQp7mdiyBJEsmbSVctllV6g4VQmTOHZMybIrieSH5FhOSbZuVKGUB0NQlZREwgIVAAJAEMDsexc7u/Pq7pme96v75o+e7ze/vjsg0MASc6ZxvqqpeXXf/u655/zO731u3RJ9dnNzE729vejo6EA6nZb9mLKQzt6hoSE8//zz0huG84TBgsOHD6Ovr0967nDvohNiYmJCHMIW5mJfORAikYgY57pmVteOAmgSLKz9qdfrOH36NC5dutTUzIPeaab+UKGkhyyZTIoDgWlHlUpF0m21UNSKHqG9rcwmAHY2rVCo0QOBggjAXYo/I+DcLNLptAh2GmQ68ru0tCSRHWAnhZYCQKf1pdNpaah49epVzMzM4ODBg+js7EQul2tqGqnHVoObBjccHgUTCARw9uxZ2fx4v/R6c8y0s4UbLyPidJAkEgmJBFE5LJVKwi0UCqFarSIQCDSdY68VfH4Wv3jEDZ1SfN3c3BzeeOMNJBIJHDp0CLlcDqVSSdJXyYHHnTG1OxwOY3h4GJOTk1hZWZGzf1dXV3HgwAGEw2GkUimJzqVSKZw4cQIHDhwQRZ214ay5K5fLch7xxsYG+vr6murOstmsnIIQCARw8+ZNxONx3H///bh8+TK6uroQjUZRKBRQr9fxwAMPNDVv4xwKh8PimEomk+K8YZoweZVKJQQCAYyMjMhmpY8EpbIzPDyMp556Cl1dXXjppZdQKBREwdvY2MDMzIwo7BbvD6xVpGLAkzN00yit9DFDi46lfD4vkQltqFL51MYs1wejxjMzM2JIrq+vS40ms5wok+fn58WQ59rXNa7+cgMAkjKulTztlAgEdmoxtcK7srIi8pdRDUb46EigA2R1dRXd3d1SvkalTkfeb9y4gWq1itHRUXGQAHc3btzNAQpA5OzS0hK+973voVQq4ZlnnkE6nZZ7pnGjyy/8Mpb/02URwE5/g1QqJT1qCEa0uLYJfW09dhx3OgP5FQg0Gl1997vfxeDgoGQAzM3NAWg+UpFOcCrM4XBYMueWlpYky2B9fR0HDhxANBpFIpGQ3gSFQgGRSETkIQ0K3nc0GpX+AmywyFKYUCiEkZERjI6OYmBgQE5eunbtmjgb3nrrLUSjUaRSKTlVQTvRtFMpEAhgcXERa2triMfjCIUajW5jsZg4Jfh8GcVbX18X+auPCKbz98knn0Q0GsWVK1cQj8cBQJwz3EOsPHx/4NzlmvJnIWkdg8YoX0O5Eo1GZfz167XsAHayOvnsyuUyVldXkU6nmwx3v76hswq0PNMp/drI5XfKbO0kAHYciP5mz/5mezq7jHoGHXaU3fr4xFqthoWFBTn6tqurCzdv3kS5XMaxY8eaji7XDgN/eYF23LJ5snbQEryPgwcPIpvN3iX/qD/rwBXve7dnzMxcfb8sNaYs1EE1nZ3ld7hrBION0rDvfe97yOVyOHXqFADIqS7MzNP7qc6CSaVS6O7uliMdl5eXRTeMRqNyqhfQOBXh3LlzOHjwIDY3N0Uf5PyhfL9y5Yo0fu3v7xcHfrFYRF9fHwYHB1GvN8rwrl+/jmg0irGxMYyPj8s1u7u7USgUmvqW0eCnk6pUKmFjYwOZTAahUAjT09NSutvV1YV0Oi2lIsePH8fq6iouX74sDZJ1+XJ/fz8+/elPI5FI4OLFi+I0YtPt2dlZKe9ud9gMhA8RrNPmCQB+z6mOMtHrz0XZ0dGB5557TpQRRrNo8LD+UHusdWM5XoORHQoJfiavpSP6WogCEMNNb3ChUKPnAr2rNJa1x46frwUdN5xoNCrKCAVztVrF4uKipDZRiaYxuLa2hqGhIUlhonEaCoUkrYpHR2pDAthJCdaZCowq8m9AQ9i++eabKBQKGBkZaUoh5n35U4D1ZwBoMnDp3GGZwOzs7F2e/FAoJFkavIZ27Ojr8zlphaNer0t9c61Ww9TUlESNUqkU+vr6JAW8UCjIsTlMc/U8T46e8TxPDPlarSYbhu4FwfFjBgG/OJZAw2udzWbF2ZFKpdDZ2Smp6t3d3ZIaR6dSOp3G+vo67r//fqm5vnLlCjo7OxGPx8VjDECOmmLqZb1eF+ONXcO5kXZ1dYkjolqtYmJiQtLz9Hin02kcP34cmUwGk5OTyOVy4iEHGumMCwsLuHbtWlOk2aI19Pb2Ynl5WRp46nXqXxuUNzyirl6v49atW7K5c01oZyg3fP//aDhxza2urkrZjC4vouzUTghmyPBnfbQr0Jg/c3Nzosjwf/6MBp1Rxd95z8wqY3q77qmytbUl6ZH6dIDh4WFRxOfm5prWKfsxLCwsNEWw9OZPZ4Y2Urgv8TPeeustvPLKK/jkJz+Jjo4OaaLK9Fa/E0I7JvganX1BBZopoVrWdXV1IZFINJ2GQeg5wvHTDSL5rDj2zLobHx9Hb28vRkdHEYvF0N/fL45IRrooD9nb5OrVq/LMkskkRkdHsbW1hXw+Lw4o3ZiT8oOyUM8BGgJMEedzYR15qVSSzBoaR6FQo3bZ8zycPn1anunk5KT0eODeT32hVqthcHBQmicz4kdHA/WAWCyGbDaL5eVlzM/Po1QqYWpqqqkHDGXrsWPHUCgUsLi4KP2MgsGgNEqbn5/HjRs33uvSt/AhnU43ObV0lHo3PQFobjoMQPY9jd2yi3h9BoSq1WpTZJ+v5Rx+pwwGHdnWgSfNgU4lvT70+/l5/j4EXDccA6bOs2wDgJRb3r59W8qeVldXpSa9Vqs1lZLxs3UzSf/4UqboptjM5NEOYAa1QqEQTp8+jUAggAceeECCETqzwe/o5FjqgBtloS670I4NBpX0XqOfhXYe6CwU/+tWVlbk+OmBgQEMDw9jbGwMfX19kqWldRpmXHmeh5mZGRm3TCaDsbExGRvdJ4zPPRhs9MHimDMjmYHTtbU1FItFdHd3SylcV1cXqtUq5ufnpUE139fV1YX+/n4Eg0GcO3dOPpOyulAoiExmYDUYDKK3txeFQkH2wkAgIMEz7vX8fXl5GdPT03jzzTcxNTXVVALNrG7Kws3NTRw6dEj0BJaGLyws4Pbt27AwH/vKgaCbz+mUf6A5KkShRQFVrVYRi8XwzDPP4Ld+67dEOaaiSeWSdU4UXmzIREOR0XBe3990h3+jwNCOgkBgpxuzNrYCgQCy2SzK5bLcgzaCtafcL1D5fx3VZ4kD65V0nSojy4ODg4jFYsjlck0ZGl1dXfI/RjRnZmbu8pIFAo2SAZ42kE6nkc/nZcwASCbCzZs3USwWRegHg0E5O55HwySTyaZMBAp+OhD8G3Mo1Gg8NTk5eVeKNZVdfZySNpL09fkMOKY0NHp6evDoo4+iUqkgm83K/UejUeTz+aaIHiP1TGs7c+YMXnjhBYTDYWl4yLlGj75u9kgFms9cRyD5vbu7W+YlHTz+I4qYOpxMJuX1m5ubqFarqFarOHPmjIyX53lSk0sPPaPYXBv6eCMqStyEMpkMZmdnMTMz05SZwk7j3FQ5B9j/gZ/39ttvY2pqCoFAwDZR/ABg1gijnHp+v5NnOxwOY25uTvpm3LhxQ+SQX5FlA1YdNaNzkRlBCwsLoiDofgec18w40A1JKdPY/wBoVtJSqZT0tmFETd8jcHdmkY78aMerdl7QeOQ853VY48p5yj4H4XBYjGVmHJXL5V0VfcrDer1x/jUzdvRrNzY28PLLL+PkyZOSheB5HsbHx7GysoKenh709vY29bDR4Jr0RykzmYx0L+ez4D2vr6+LYstnqK+tSzE4bpxDfHb5fB6PPPIIyuUystmszI1MJiMKss7Q4PFfgUAAR44cwUsvvdQUqQIghjUAcVTq1Gx+aQcmeVPG0eBnZozmwNenUinE43FxwC4tLWF+fh7Hjx+XXhZ0GvF58Lp8DtoxzmfOXkQdHY3TF2ZmZjA+Pi6OXO6F4XAY/f39OHTokKw/ffLM1tYWbt68Kcec7ZbhZ/HuYA8L//Gkeq5ruUi5UKlURM6xxwmhU+P1+3hNOpYYfeWc4Ov9hrW+lt8RQKOb8pGg8cvjdikTtX6ruerMS7/eBEDKcvX19bX6+vqktp8y2vM8JBIJ9PX1iUGrP0eDUWue5FIoFJDJZCQTiVmivHY8HsfY2BiGhobkaNVyuYxCoSDv8ct6fq5fT+I+wJMu/PODe6Xus+B/tnpc/DopDf+HH34Y1WpV1nEwGJT9MBAISCmt53mSZQBAsqCoG1J2BQIB6a3AMjw6f7QuRge3dmqlUimRn8w+SCQSovdrJw/LGJjFQmM9FArh0KFDkiVChxj3VOqGuvRPO+spG6kbTk1N4dKlS037MhvA53I5HD16VJ4/m/NyTl+8eBF37tyRLMF2h81A+BARCASkoQyho8j+vzEjgKk6L774IrLZrHRlprJBZZMLm7XFrFlnvTprFXUXch3VpvDkZ2uhxzIJdkWl0GZ5BIAmgcJraq+p7lDr3xiYQcA0eKbRUwHjGeyMEFK40durj2VhhJDKsk7J0l7ZTCaDer0upQSe50lpAdOWZ2dnpUaQDb5u374tx8OcOHECx44dk/vQY0rBpFOq+Rp6c3W9MzcJHRWn4UBHC6+vnw87KOv5UCgUmk6z4PXYX4J1uWwSxgZYly5dQjabFQfG7OysRGt7enrES6ujsdpBoJ855xxr2yORiMwbzkneH2v8GGVdXFyU+VIoFDA5OSnv103p6ASjss4vpnbzd33EEDfHWCwmxzSGw2E89thj6O/vRzKZRCwWQ7lclm7pVFq2trYQj8dRKpWQSCTsUT0fADR06NjR89QPrls2QAqHw1LbqNcWnVNaEedpAVRQ0uk0IpEI7ty5I3NZQ2deUR7qSBx5sHeNzmZidku9vnOEob6uXrs6U0dfG9hJ72c5Atcrx2pwcFCiUpzXdGYxlZKvpWFOOc1x0s5L7k2Tk5OYmZlBf39/03rk+M7Pz2NychILCwtIJpNIJpO4dOkSrl+/ju7ubjz00EM4d+6cKK46w0JHGfX3ubm5Jhmi9x02uqQjiI53HUXd7bpatnZ2duLgwYMYGRmR/1EuMGLI/Yfpz/Pz86hUKrh48SIymYyMdalUEmcS9yM6X+nIpKOJ0BG0Uqkk8lT30qFM5F7GZ8nUdvY/ACAOe/6P60P3+aExwHtiIzY+R5Zb8Od6vS7lGMw8OH/+PHp6epDJZKQUgw4agrrBrVu3kEqlxPFk0Tp0CvhuToTdIv46GMCG2cDOSVp8vR/cR1meUi6XpTTR7+Dj6/0ODYJzgN/1++j04prT19Cv9ctCrm8tQ7QM5+d2dXWht7cXnZ2dcqoPG+NRnnAcWRbG9/oDPkQwGEQ2m5UjCJm5xSxMBkLC4bBkSa6trSESieDq1at4++23EYlEcPLkSZw4ceIu54E26LVzj6Aup/VW6oA8WYVyXcO/v+j1z//zeReLxSZdnU4WAFI+tbm5iYWFBVQqFUxPT+O1115DsVhEsVgU/Zv3QAcCHa802LlP6nHmvVB/11knusE69wzaD/o0tnq9LmUT3KN4SgllMfVQz/OaTm+i3stgUz6fl3kxMDAgPWN4wlg4HMb58+fR19cnspB7hx+JREKaLNO50M6wDoQPEYFAQLyx2puslSxCp2bSI/f000/jD//wD6V+F9hRPpjuqN8zNDQk/QHouWPKmja2KFjeKdWK0SCeFsAFT0GfSqVEYeH7uTgBSPqPPipPG8Q0/oCd1KdCoSCGQiwWk4ZnOirFLvu6UQ87AtfrdfT29kqTO3/WRFdXFwYGBtDX1ydG9A9/+EOJRNMhQaUwFAphZmYGt2/fFqOD46wjgnrT1vfP/3HDKBaLmJqaEgG4vr4u0VDPa/SBoKGro6q8Pp81BbA+RkynanF8OQe4ifNZAsDhw4dx9epVvP7663jmmWfwne98B9FoVBRMvpaRWXJhOpz/3llDzsgZI7XawcD+AR0dHdJ9l/OBjRu1c+W+++7D1NSUZETQ8UAvL+cnlR9GO/jF7B/OEXqVddbBsWPHpIHUysoKJicnsby8jKmpKSm/YAQ4EAhgbm4OxWLx/QkDC4kOUB7tBq108Ts72x86dAjXr1+X/1HpoTJJBxPXCCPSNPCKxaI04tRyj8anNrL9Dk9eTxv6XKfpdFqaiGpHLT+Dqbh+RZ0GIF9H5U9H1Mm9VCqJE4/Oslgs1lTexnlMxTCTyUh5Be+ToJE9PDws5RPj4+NiTFIRo/zY3NzElStXmvoJAJDIn35+VPp0yZjeezKZTJMBQYWZTsVQqNHojZlPOqONMpbQvYXeKWrKz2aUjIYYFef77rsP4+PjeOWVV/D5z38ezz//POLxuJTmUaaypxB/Z9dvKvC1Wk2crJQ9LFGgvKOSy15ATO3VBhR7fvBaoVAIg4ODmJ2dlRIwf6kgx4HjR0cJ77mrqwuRSESa1TILLBwOI51OS5NGykOODflxLdXrdfT09CAcDstJPBatg3s417o2uPyGu34Nnz9PPmIGgo5w04EFNJcNaAMyHo9L5g0DD/wsnb2ieWhHKPUkvoevBxoygQ33+Jla1vG6lJ9cHxramaAzZ1mSSy7sBePPCmXjvVQq1STP/RkeNM7HxsYwPDyM1dVVVKtV/Pmf/znC4bA0kaVec+TIEanPZ8YiDdh4PC68tUzknsS9wA/dK03bCJQJrNXXz5PPWT8n3p/uweAfT/5MmRwKhcSRtbm5KWUKr776Kj772c/ihRdeQDqdvisjls+Fv+ueNtzHqPNTV9N9fvTzrdVqIgN1aTWzBJml4ZdvwE7/Nd2sWI8/y9W0U5yNnNmrQwfGuru7kclkcPbsWVkXlKNcezpzkKXVS0tLku1iYS72lQMB2Kk/YxQVaN4gdLo6sFNvtbKygpmZGRw+fFjSeNlplEYvuzZHIhH09PSgUCg0NfBKJBLI5XISPfd7u6kMa08ywUwGLST4PiqrVCr8EQoqjtzcdEonFUV6CWkQZrNZMQDYpZUCht5EpiYFg0FUKhUsLy83RYSZ5q7Bhc4NjJvBwsICbty4gdu3bzd5F5PJJHK5HKLRKAYHB6X7LJtGsfRBZx6QJ8dotzTnqakpMWZYp8f30zDxRxBozFBxY9SMv1OQc5x1KYvecABIXSI3/XQ6jUwmg29+85vo6+uTetmZmRnkcjksLS2hXC5LIx1ujsCOg4SKCmsRK5WKNL1khgXLYBh9plKhmzCxszmNoUAgII1+eF+cr/55pL3YemOiN5xGB42unp4eUZTr9TqWlpZQr9cxPT0Nz/PQ09OD1dVVLCwsyPV5BFutVpNu7RbvD5R37+RA8EdrtBN2fn5e6i/Zw4DGLlPh6/W6pPDTqcT5yL4Z7FjP+cT3a8cYlR9yogJJA5ZyMRgMNvVX0E3DeG06A/Sxqvrz+BoqUsFgEMPDw1LOVq83yrj0OmAzWToQmaWWSCRE7ug0d46lNqpp1HZ2dqJSqeDVV19tOnebkaaBgQE5kqtSqaBQKIgTkOVe2jggR46VdgAAQKVSkfRSXStLY7e7u1v2CO41odDOufF6j2PU0e+s0LKX79MymoZDd3c3EomEnA7zB3/wBzh48CB6e3ulSV0qlUKpVMKdO3fEMa9L+7S8Z/Tf8xqn4fC+aGQwa5COeBoXfCae50mkjXMjEAjIaQc6ukhlm5/L77xPzsetrS3hTec3nUaDg4M4ceJEU2rxxsYGyuUyksmkyGAarWxiNzc3h42NDZuB8D6hgwR+A9q/Tvk3OoLY36pSqQBA0zrTZQDa0cq5ol/HvlF06tHwZK+O3UB9YzenIbDTI4u6jt94969NXcrGNc21ypIzRrSZ4ZXL5WTN12o1mae6nIKZgxw78tQyXn+udrKUSiXcvHkTExMTCAQCYoCyTCGTyWBtbQ1zc3OiH3Z0dKCnp6fJAaDHTO8J/jHQ/cJ4/1zPsVgMS0tLdzWe9N+DLhPQGQ7aIa2dSfxOeaEj/NlsFplMBt/61rcwMjKC4eFhyZaNxWKYn5/HzMwM0um0OJx143F+p4MfgJRj8H9676ETw99LgvODTgLt+GDWCceW16atRej9gA4IBsrInfrh4OAgHnzwQcRiMdlH2SSRpcF+Z1m5XJYG29St2xn62exH7CsHAic9J6m/lku/jn+jMRsIBERpZAq1joRHIhHEYjExFnUtKFGv15HNZpHP53Hw4EFcvHhRjHFGxLQ3je/t7u7G0NCQLFDeB/+fSCTE8NKLlQKQC1N7rGu1mhji3GAikQg6OjqkppcKoF7Y2hNLjzONCTZdpPNkeHgYMzMzojgRekwoNJlZoJv6RSIRaZ5HocYjZRh14kauQSOF/GlEaMcLMxC0saOb6lChZh223hy4qVPo0njWx8nwebIfBI1sAJiensb09HRTVL6rqwunT5/G0aNHcfnyZfH2sgZufHwct27dkvTp06dPi4Dk/NSnifg3Sc4Npo/pDUBHN6lU8znxOgMDA2LU8+/aq85747XIR0eIdXMmGmZsMBkMBlEul7G1tYWZmRlMTk4iHo/LqRU6i4RN/JjabPH+oJ15OooK3B1103/j/GA5l45asdGqlmFaodBKI+VhOp3GwMCAzE0aSTrbhooc5xvLWnRUHoBkqrAOU6eh+p2JVLw5L5eXl6WhKWU6a/UpP6kYa4NAp6myIz6PqYxGoygWi8hkMigWi6hUKncpntpByeyCy5cvN2Ur0AAdGxtDMpmU0jrW2dNBoI+9JXTkcjeFOpPJYH5+XiJG2glNB0E+nxdZxPHifGD6qnZC+vchgnuPVqp5vCWj8qFQCMlkEufPn8ehQ4dw+/Zt5PN5kYmzs7N4/vnnMTExgWQyiaGhIZw5c0aMLP08OLf9Si0VdWYuaHmos1a03OLvAJDP56VETzsK9JzXTmltIJAXM2G0U210dBQHDx4UR9zm5iYmJydx+fJlSfVldiADBnSmZjIZ21T2fYLPkSd+8G/6//6/US9iICiVSqFcLss80jqlLnXxZ+3QqEwmk6hUKmJU6ZJDvUfrtcnjYZnWTo5672eDQ52do7O76FBjcCQYDEpjW5b+xGIxxONx0QGpF2pniy6DIzfqm+VyGYuLi1hfX5cmp9wn/GOsf97a2pKa9lgsJnIuHA5jYGAAiURC0tyZ3aBLljheWt5p5ybHUTtzGAn3O865/tnTTN+7X+b6HRY04LXOxbEmB+rB8/PzTSUI0WgUn/jEJ3DgwAHpq8XsgMXFRfzJn/wJJiYmEI1GceDAAXziE59octaQi5aFmhszsLinUd/SeyfvfbcSFI6Zdorp1+hnqueg1tG1zObnHjhwAKOjo03zeWJiAi+++CIymYyUM+TzebFdJicn4Xme9L/4CGBfexD2lQOBgiIYDEqjPC4wf8qlFv5cxBMTE+jo6EA8Hkc8Hm8SPLtFu4DmNE8aVSMjI4hGo0gmk5iYmMD6+rp0DdWLjkrs0NAQYrGYRIe4uPla1rhrPvw8z2vUHFF4M8LP+41EIhLtplcwGo3KvVCh1OPCseFnLS8vixKzvr4u2RlU4hldYuMXfRROrVbD8vIybt68KdkIPF7uyJEjOHr06F3RAN6rdmTsprxxvHU2B4Xe1NSUXE97YPn/SCQi3cB1eQKw0y+Cn7eysoLLly9LU0eOGyOvunHm0tISxsfHpWZ5YWEBKysr6O3txdjYGF5//XXJeGFqIg0SANKjYXl5WY4JC4fD0rzIbyxw7HSPAjYE4zjpxnDBYFBS0HUdu3Ye6IihViY4J3T0kg47jrM2PqvVKtLptHjzuZFNTExgYmICnueJ0qIVdCoxi4uL0sjMonXojXllZUWOedXKFHB3wyvKpenpaTE2GZXyG586u8FvMAONdNGDBw9KP4PJyUmEw2GUSiVRcKl4UMlNJpPClYaXloeM4unP0hGlzc1NLC8vY319HbOzs+IYYGpnPp+X+wQgigjXtL4ex1FnAzEzgE1ogd0NCK0k6ujn0tISXn311aZMuM7OxtnXjz/+eFMdst5zKL/9BgSvy/vXfOv1elMJhJadwE5EsrOzU0qbGBlnWiydB3zP2toaJiYm0NPTI5EjXc5Eecg1/9prr+Hy5cuSzr+5uYnBwUEcOnQIU1NT4jwIBhulXzMzMyKf7ty5I/JseXlZzg1nBJf3oCNfOttFy3FGfDmnOC90+i3vsVwu32WwcX7qKCSNGS079X7G0jZm2rH3Beeb53m4du0a3nrrLWxubiIej8seze88tmxtbQ2XL1+GxfsDnx0zqYC7o/l85jpzj04/yizOLcoUrZNo+OdPKBRCPp/H1taWZEVS3+R607rE6uoqZmZmxDnAa2lZCEDq4nVgQRv5jLjTIcYMR/bp0OuBWVuUvTrY5g/Ccf0tLi6KTF5ZWcHa2pqc9KSDerpvCTmylJF6DhvtHT9+HEePHpVAl/5M7hV6jP2OFx299kdxOV76/TpYwka5nuc1HeGqHdUEde6enp6m0860nObYra6u4gc/+AGuXr0qZbVra2vo6enBqVOnsLCwIHX98bfHuQAAKxBJREFUdPawrw6fH/cnHqkdCoWQTqfFIblbaZl2JFFf5X36nQDkz2fP8db9GCjvtG7Ie9TZOVxvvB9eL5lMIpvNynHw/KzNzU2Mj49jfHwcW1tb0lhRB5mWl5dRr9exsLBgs1P3AfaVA4FCU0dKtJeN0IIQ2FHMenp6UC6Xm+ojdWR5N2EF3N2gi13CU6kU+vv7sbi4iEgkIooAFQga2zzlQNex64Udi8XkiD8KbX02+eLiIgqFghij/f39Eh3W3m1uHjpVWBuG+ruOxC8tLUnaGIVJIBDA8ePHcf36dXk9FUgKTRqgrM+j8MtmsxgdHUWxWGzqeEtHD8ENVkf0tMCnx9TfhTsUahzNxZRDrdCx/oqbkD6Pm+Pl78KrI0icO1ScGdXTz4Qd7OPxON58803UajVcvXoVq6ur+MIXviBHOdJx1dHRgRMnTuDOnTu4desW8vm8bAjsg8A0XY6D/nxt2NFoCQR2ant1rwiW5eiNhuOlO8hznrJ7NPsssDkj75l9Hrq7u0XQ12qNRmmTk5OiZC0sLKBaraKjo0OO76Ejh0cDbW5uSqYHr+33/Fu8d2iHAFMa/coU0CzPuPEz04DOS/2/HxWF0JEf/p5OpzE/P49isYiRkREsLS0hkUjIUaO6+RyznnS0xB+5YjM6XSdKp9bKygrm5ubkyNG5uTmMjY2Jks71wHtgFoJf4fHfM8eT5TblcllOAmB/hGKxiGq1KqfxrK2tSRmTlh2Tk5MolUpN2RZnzpzBxz72MfT29jbJQN4fjUl/FJ1jDKBp3+JzCQYbnbjpoOTrgOYmtMxCoPOCco3OXnKhoVQqlRCJRJqiddxrGLECIAZRT08PUqkU3nzzTVSrVczMzGB9fR2f//zn5T28fm9vL86fP490Oo2rV69iaGgI8XhcjK35+Xkxinj/3Fs4Ltq5wP2B8oTzRhtJfqU7k8nI/kGlmw5QOmTZ14Dytl6vNzVwZLkHs1RmZmZkP6tWq1hYWMDW1hauXbsm72OvCGZO0GlC48zKw/cHrm2tG2ojE2hukqedCnR85fN5mRPAjjOOa00buvpzaZwDEOfp1tYWMpkMOjs7pWyAxjL1CO6FzNrZjS+vyZJJyjhgJ/DDstOVlRUcO3YM2WxWnBAsNdQRZsoYLYe03OF98evmzZu4du0aSqUSwuEwTp06hfPnzyMajWJpaQmBQECyFXgvvDb3fhrc2WwWx44dw+DgoPSoIic9vu/kHPC/Ro89/8d79byd8ixd0srABjPm/OV1er/knrC2tiYyiL2iOH+AnbKuaDQqjaTHx8dRr9dx9epV1Go1/OzP/qzIQe4N/f39eOyxx/D666/j0qVLGBwclAy1VCqF5eVlrK2tyf6uZa92amlHMecq7Ynd9ht/UI9yieNFOaqzubSDm/erm/KSR6FQwI0bN4Qf94OtrS1cvnxZnLV6D1leXpYyav8YW5iLfedAoJHDGp93ciboyUdjcnp6WgxhGpr6NYRfiGthxsWTzWZRqzUaYA0NDaGvrw/Xrl2TmkwqD3fu3Nn1elqhWVpaEgVmfX1dDMp6vY5CoYDjx49Lk56JiYmmRj+6DsovXLhJ6M2UERodUWfquU4NjUQiku3AI46o4DFaREUrl8vh/PnzWFlZkd4KTE3frYbZ7+0GmuvydbSRqU3a8A0EAtLtWtd+6XnC+UDHDpULbRxzMw4Gg9IbQ3PRaf300HZ1dcmpEePj46JI0ijmEXlUcnnvHLuBgQE5Co3GVSqVkhKTmZkZSWtmUzca7swo0Kl3Wpmlt5eCm8+aZwNzTDnXGBHkXOHa4mau0w11NIb3k8vlxAkxNTWFy5cvS48GRnJ4WgbnNpV7v8Jn0TqovHZ3d0vGC9eKdkYCdzsRuru75ehYzgvOV7/DQH8ntAIeCjWOOJyensbU1BTuv/9+9PT0SMlOIBBAtVrF5uamRFz0et1NHtK5yVrx1dVV1Ot1pNNpjI2NoVAoYGFhQRQTPV/pQOMaeieDXP/MOUlFho47Rgc5xoFAQDLYdBo7HYCBQAD5fB5PPvkkFhcX5XjIwcFByVZ4p2ga/6ejZcBOrxKdTcYxq9VqksLP1/B1vDedthyLxTA1NSVNWnXWFveTjo4OHD58WGSOVki5ZikjOjs7cerUKWxsbODKlSuSccQ+EtVqVZw75M3yFe57AwMDTVEuOocqlYqUkWxubsp553SC6Iicnut0PNOBoCO3lHUrKyvyefrvzBLUEWrtsKnX600RM45dJBJBLpcTh9PFixfx+uuvS5YkTwJhyRANSZ3a7nfOWbx3cA6wD4e/pGs3xyr1xWg0KpmXdFwxOEJox6q+1m5OhXQ6jenpafzwhz/EyZMn0dnZiZs3byKXy6Grq0uCGvV6XY62e6fn7nme6AlsbMf9O5VK4b777hMHw/T0dJOzDoAY9pzT2njVMlHfC7ATVJmcnMRzzz0njpWuri4cPnwYgUBAgilcj1rv1sGxhx56SHQmZqpxjWrD3f+s9L7gf37cs/xrmHKBr/E7L3XWRUdHBxYXF0Ue+Z0ItDfGxsbkb9SXtD7N92hZePHiRSlH0sfSMhuW6OrqQjabxfDwMDY2NnDgwIEmHolEApubm6hUKlLmkM1mReekfOH9+J+tdhZQ1ujyMx0c41jq+cNnSRmmHbP8TH/gNRKJYGBgQBxlr776Kr7//e+LU4CZHOw9QkeadliQj4XZeE8OBMdxbgBYBFADsOW67oO+//89AH9VXfMogILruhXHcdIAfgvAAwA8AF90XfcFx3G+AeCzADYAXAXwi67rzv8oHnQE0LNIRZGdw2lM6jQvLhbW3rM+iRF3rTD7oxT8m1/B5aKnAc7NhlHpUCgk3mE2r9JeYY1arXFc3/T0tDgdtAEejUaRy+WwsrIiaWTspKrTljgmjGz7BSzHhBFlRuQXFxcxMzMj47WysiLKMY//o8JYq9Wa0ospaNhAkMo7lX6OnxZYenPw1xJTOGkD2L8hUGnnyRraGeAfW+1EmJubk5o9Gl40UGgg87N0NgKVYR0FZLM1/RnsvD00NITJyUlMTU1JDwQA8lx7enrgeZ70nWCEi8KWjgag4Yxgh299zCOVCt4//6bXBz+TYxaLxaQxHO9Rrw+dkcOfqZjMzMw0nd6wuroqHacZaZyamoLnedI8LRhsNHmcm5trer48b/jOnTs/aqkbDVPkITvL87nT+PNH2rVCpCMJuVxOskb0UWF+z7/foAWaDV+mLa6treH27duSecNjm0Khxnnri4uLIg8SicRdTluut3A4jKmpKTmKNBaLSZQ/k8lgcHBQjk4FGg1Ndb0xnShcq+TrlxF+w3BjY0NKjLguePwsyy5YKkIDleuOMmFjYwMDAwPo7+8X+UJZy3XlV/Ipu/29S4CdNHhdAkTuwI480scO+q/BZ6gzVmhwaQ7amKVjT5/kQIWfCinlfCwWk87jbJba3d2N3t5e5PN5rK2tYWtrq+kYMc/z0NfXh97e3qaTJ7Szm/002BSWDolCodCUFRAMBqXruXY2U4brLD0dPOA+Sj3An83FbCveNzN9yuWyHHfX0dHRVGJ46dIlBINBvPXWW1hdXZW0ZO5bXAOce4ODg6hWq+LM03vlfoEJ8lA7TxnA+VHQjjruj3zebGiqjVItO3YzbLRjnafcTExMNDnuOM+599Jw0hF4rWtqpx2DPPF4XCLULFVg1hSd+Xwv5Qr1Kb+zQGfrADu9Rxh42NzcxMWLF1EqleR1qVRKjFw6gXWQze8EjcVicioCr811zeelZRpljdb/+D89JoTfUc770PqZLsPTY8M9h73QtOzUjgYdONT2B/dTPlMe/06jmJkL0WgUvb29TU1edWaw53kYGhpqytjldSmnV1dXpRmhzl5iNqvmSoez34bh8/WXzQEQByf1RX0N7hP1el2eeWdnp5Q55/N5ea/u+/Xaa68hEAjgjTfekNPraB91dHRI0IPr6f7770epVMLs7KwEnCzMRisZCD/pum5pt3+4rvsNAN8AAMdxPgvgb7uuy1ywfwbg267rPuM4ThcAdk37YwC/4rruluM4/z2AXwHwn70bCS6G7u5ulEol8ern8/kmzxi90VT0uIHrBn5U5HT6mN+YpaLHL911uVgsynV5BBMNeNZTDgwM4MaNGxL99jxPMgy4eTA1Kp1ON6VdBgKNRmHlchlvv/22LKxgMNiUkkWBxBRYKsKJREIEkk6x4+bFKNHa2hqmp6fFC8voE6Ml/no0GuW8FseIipb2auoOwv7UZ7+nWafo8Znps4hZzqANZl6Lm5Y/XcvzGulqFHbcfOkQ0YYAufOYH3qNuaEGAgFRBj3Pw+HDh8VzTMFM5Xl0dBTT09OYnZ3F3NwcQqEQBgYGZF7QmKfAZ6OicDiMarUqkRA6c/L5vBgptVpN5j5fQ4VYR7L0JsqMFr3R66M29cZA6CZ4nAvsKM566oWFBXnGNP5qtZp0u9f1w4lEQmqEZ2Zm9nua2p7LQ60U6jTXUqmEYrHYZJD6DWhGkvP5vKy53dJ+9Trz/4/KBtMRo9GodKfXZVcAxFAMBAISSaE8ZEo31xHneTKZbIqQU9lbXFzEjRs3pA8K153mFQwGZe2sra1Jg1d/d2tgx7heXl6WRrITExNyuszIyIg0AAN2FFTtkOEYUQ7wb7pelga3vzbVfw3KLTob+Gw0byqxNJD9zgDNTT9LoHEyzvz8vOwRvDY/Sz9boBEpSiaTTdF4Op/pvAKAo0ePYmhoSEr2eOqClgtauadzRzsvdWRvYWEBoVAI09PTclQpndmFQkHmE7lwPbDPAOU2P4+Gh86s0NE+vl5n8XD/oXOI/W0oDzc3NzE7OyvK8OTkpGTZcGxYJqgdFIFAo4ziyJEjuH79Oubm5kR32KfYU3nod37VajXp7M/mlXq98Tv3YEZyeUIA17E27IG7mzFy3WrZGIlEcOjQIQkOzM3NSePBYLBRcrS4uIhqtYrZ2VlEo1E5fYOZBtpxx6Pw+Hnkv7GxgWq1itu3b+Ptt9+W6DTXM41VHRhhoIJNFbVOpnsVcV6/8cYbUhLA4xn7+vrEyNZ7jIY/8ANAMjOj0ah8BoAmPZvXJfwy0u8c18+Q8lY7T/17nv+a0WhUgiF+p7Zf5lIfZ2aonns8/Yw65PHjx+VIX8/zJHtKz099D7RX9Php/Z4Bz9nZWTkdja9nSTONema4bGxsIJ1Oi3z2O4eY4avHXO8dOlOZDiOOD521+sjMjY0NTE1NSX+iUqmESqUiTggGyqiL6v00lUqhr68P6+vrmJ6eFtluYTZ+HCUM/wmAfwcAjuMkATwK4FkAcF13Aw2PMlzX/Y56z/cBPPNuF9bGhu7QCuwICnqStWAHdtI/WfMUDofF80gnAl/v/65BITY/P49qtSrRa3Z+XV5elmYpzCRgmhRreOfn57G1tSXHvCQSiaayBBpjTHG7ceMGlpeXZbFTQfN7X7lAX3/9dVQqFRw9ehQjIyNNwkpHZTY2NrC6uiqbJg3kVColNbmsV/Y7DxiF0zWmfA25MgIHQI7p4uuoTPk3dj5jGiZ0iujou//ZaA+rf5Pg3/P5PKanp7G6uiobmFbAqQBQaaRQpLOGygWVaiqxWnEBIHWBAKRjMR0zVFKYBRCPx8UhQSPh1q1bUv8NAEeOHEE4HEY8HheHBktZWGrS2dl5V4dl7VShU0PXIvojLFSSucnwubAZFBUbNrmZm5tDuVyWbJwrV66gWq3KumQkRPNZXFzECy+8IA4vNjBqc/zY5KFWqDo7O2X8FxYWkMlkZN3wufqda5z7wI4Dwp8iz5/9kSL9P8/z5PQDHg3L61FpTaVSCAQC6OvrE7kJNBQRHs9HB0QikZCSBX4O6zMjkQjefvttOQ7QrzBqGROJRLC+vo6XX34Zt2/flsZd+l607FlaWpKmjEAjsyGbzaKnp0eOPNNrRUOPpebAsddRdJ3aSsUeaF4rBJ0bVAJ1dgV56zpgvkc/Y/6N9xwKNRpzcf3qUzP42VqWct/h73TGsiSDvAYGBppKBTzPE4ObUTTd98bvtCdXXWZ148YNeV8oFBLHWDKZlJ4FS0tLuH37NoLBRkkWHRM6SKCjkKurqxLJ044YRhV1dNWfDs3INuUhs2RmZmZQqVTQ0dGBwcFBXL9+HYuLizJm7CtEPkAjw+zP/uzPxFGbTqf3s0P1veLHqh9ybfBn6hnaQPU71vg8aMiGw2HJBgR2nv07GaL6Z8/zpK8FdZdcLtfU96BQKKBeb5Sn0tHO+c7SUDpkqW8xxRuAOEvD4bAc4To2NtZ0XCnvnYYgI7pXrlxBpVLB4OAgjh492lS6ptdKrdZojnrz5k25XmdnJ/r6+sTB688g1fA7OrSORN2D/RmA5l4m+v1af+cz0PuR3xFMnY2yVBvG/mfF551IJCQzWTci9n8+eTGDIhgMSpCMehVfw1MG9OdqPY86MN/nl4Xkyb93dnbi2rVrWFxcFON9YGAA0WhUHBqUR2zoHolEkEwmhRPlG7OQ/ffJeajLs/hs+DPXVb1ebyqdW1lZQaVSged5mJ6eltNMBgcHceXKFXEa0AZi5jjHtVqt4rvf/a5wY4NFC7PxXh0IHoDvOI7jAfgXruv+y91e5DhON4AnAfzy9p8OApgF8D87jnMKwMsA/pbrusu+t34RwO+/GwlOfgoGCkut3O1WU72bwKcRyei/jmb7v2thpqMns7Oz6OjowPT0tKTJLy0toVqtIpvNitJ46tQpicb465aoIHKT4u9Uiqenp5sakenoF/npDIDFxUWUSiVp7MSx8iv83KyYfkmFaGNjA8eOHZPX/ahaZX+KGTer1dVVcdRQINGI1inzQEOZo/JG5ZlClg0I/U4iLcw09CZI0Pil4NWKON+jyxW4efJzmIqvI2N8P5VN/Qz1tePxOHp6ejA/P49oNCpCng1xtPc3HA5jeHgYQ0NDWFhYkFQ4ZrUwDTgQCEjtGBUVGuL+mnd9CoPuLUHo11O4Ly8vIxQKiTHFZqF0ALDuEYAYg/Pz87Iu2XkYgGwA5M1NgxEDpofvQxghDzmf6OTi3Ozt7RUno44w+zN0gB35xjpg7XzdLYrjj+hohZxH+TGCMDc3Jw7Vc+fOSVThxIkT6OrqEicBo2+EXtf8LJZozM3NyZrWxjzXn5aRHR2Nhp43btyQGnUNbVDrZrKTk5Mol8tYW1tDpVLBE088IdfUiqIfWgEjJzok+bwASFRbp9VT7vEZUO7p6BCVfT0uOu1d7wv83R/R5vUoCxk588s8nWpNmQigKUNLy0PKQZ2JofcloCEH5ufn5fhKfhZfr+8vGAziyJEj6O/vl9OAarWalC/orDA+87m5OekpQ8VZ37dW2P1OY15DP1/P8+R56Igaj55jWjmji9lsViLLzEjgM+U4cB5zLTJzIhAIiJNsH2LP5SHnNQ1nOk+LxaL83/96rYNpmUEHAuc8n4k2tvQc0vKQ64bZKuw3wqyVpaUlJJNJ0W0OHTokjsXu7m45ypCft5szkOVatVpNZCq/tNzmOFAfq1arKJVK6O7uFmcVZag2kHnfs7OzTQYv0GiQrY3qd5OF/B6JRJqc2NRPKEcoYyhDdPmtljNavumx18+TctCvH+72Xq5LBoN0qZjfSaENf4KOJj2//DqWLhPRuil1evb52s3JAUD6MPT29mJubk6yuXj8od9RkkqlJFMhnU4jmUw23RPlrr/cC4CMgXYsUy/n/bOR8fLyMuLxuPT82NjYQCaTQb1eR39/PyqVCqrVKpaWlkSWsveMLhnhnsn5AqDJYWZhLt5rl4qHXdc9C+CnAfxNx3EefYfXfRbAf1DpaR0AzgL4Tdd1zwBYBvA1/QbHcf4+gC0Av7vbBR3H+SXHcV5yHOclpqwCkBownvHd29uLQCAgyigViEQiAc/zJH2KXWLZ/IXZCFSiAUgTO30NAJLyxZrc/v5+6bra09OD4eFhfOxjH8PIyAiGh4dRr9cxODiIzs5ODAwMwPM89Pf3IxhsdK3u7GycUc66d5YcZLNZdHV1yXuOHTuGer2O06dPw/M8nDx5EoFAAEeOHEFXV5eceJDL5TAwMIDHHnsMjz76KHK5nIxPT0+PfG6tVkOxWMTCwgJOnDiBcrmMM2fOSLfwYrGIVCqFRCKBeDwu5SF9fX0AgFwuJ2mtgUBAvnN8mArW3d2NbDaLeDx+V1oyU1BHR0flGEMA0iCG9dMUZIw+8rlz8/Q8TzqF81mziVIgEMCdO3cwNTWFq1ev4q233kKlUsHc3JxsvDyTN51OIxRqNIOjB7leb5xzH41GpUyATTLprPI8T9KbKah5tGGxWEShUMDZs2cRj8dx3333IRaLob+/H8PDw3LsF4/6XF1dxZEjR5DJZHD27FnkcjmMjo6iVqtJ40XOjWPHjuH06dM4d+6czP1cLidjFwwGcfDgQXR0dODgwYMi1HnPkUgE+XxezuJNJBKIRqNIp9PY2mo0Cd3c3MSnPvUpZDIZDAwMoFKp4OTJk1hdXcW5c+fQ09ODkydP4sCBAzhz5gxOnz6Nw4cP4zOf+QwGBgbw9NNPo6OjA1/84hcRDofxy7/8ywgGg/jqV78KAPjc5z7XdATdPoIR8vDatWuSRcRNmEYQnT6MlFD+0cGqFeZAINB0nBIbRXF9JZNJUUyARqkV0JCxXO+JRAI9PT2IxWIYGhpCoVBAf38/Tp8+jdHRUfT39wNoOJ3YZAmAyKVsNovOzs6m+l52LmdGVG9vL+r1OoaGhuB5nszrkZEReJ4nJUI9PT3IZDJSMvPwww/jJ37iJ5DL5e4q1WGmTTQaxcLCAg4dOoTp6Wl88pOfRCaTwSOPPILh4WFxgupjG3X0nRlNHDfuRaFQSLLiAEiJh3Z4d3Z2So00lULWSzPDjeuTihfT44PBoKTE8hmzaWE8Hke9XhfZ29HRODaMR2Sxz8Ts7KzItFQqJT1mtGxPJBLSJ4M9LpglRiOAc4ulSZw/zI7q7e0VWbq5udl0jBfvk84Wch8eHsbIyAhOnjzZNI84ptlsFsViEQ899BAeffRRPPTQQ+I0Y9kF078HBwdlzm1tbaFQKEjNOseYex5LbJhB0dnZiUqlgrNnz8qRjQsLCzh27BjW19fx4IMPolgs4tixY+jv78epU6dw4sQJHDp0CE888QT6+/vx9NNPo7OzE88++yy6urrw1a9+FeFwGF/5ylfgeR6eeuoplMvld5I5JmNP5KGWhT/4wQ/kuEE6wbnOWMbJOU49j3/nvOXaon7H3gjUBwCIock9t1gsol6vS5lEOp1GPB5HX18fUqkUhoeHUSgU0NfXhxMnTmB0dFSOmU2n0026D/VNZmtSV+Va57qjnAR2gmdargM7WWOcx2zU9/GPfxxnzpxBLpeT4JnWe8nL8zx86lOfQiwWw+c+9zkMDw/j05/+NEZHR6WHiC7d8Jdx0JGhx1zLM94f74n3Xa/XpeSU6fH6OfF5cq/Tex7HgZ9LuU4ZyHvlftjV1YVoNCrZHvw8jiG58/P1c9GBLwbH9JzTe4PneSLXeC1m+urSLm1Yc3/hd+rMIyMjGBkZweDgoJQ8Uw7zONmjR4/i/PnzeOSRRxCLxZoyfemMoaOK48R70HOOjgM9vmwWXKlUMDY2JvvU1NQUDh48iNXVVTzwwAPIZrMYGxuTIyyPHz+O0dFRPP744ygWi3jqqafQ0dGBn/u5n0NHRwe+/OUvo7OzE1/60pcQCATw+OOPSyDKwmDoqO57+bpw4cJ/deHChb/7Dv/75oULF/6K+r144cKFG+r3Ry5cuPB/qd9/4cKFCy9cuHChu1Ue7+frwoULv/RhfI7l9dHlZnm1B68W+Ft5aHlZXvuMm+X1Y+Nv5aHlZXntI14mczOVl/1qfL1rBoLjODHHcRL8GcBfAvDDXV6XAvApAH/Ev7muOwXgluM4h7f/9ASAN7df/yQaTXH+I9d1Vz6gH+S94pc+pM9pFZZX6zCVm+XVGkzltSusPPxQYHm1BlN5AeZys7zuAaw8/FBgebUGy6t1mMrNVF4WeG89EHoBfNNxHL7+91zX/bbjOF8BANd1//n2634GwHd2qV/7TwH87naH3WsAfnH77/8jgDCAP96+9vdd1/3KB7kZCwsLix8zrDy0sLCwaMDKQwsLC4uPIN7VgeC67jUAp3b5+z/3/f5vAPybXV73KoAHd/n7fe+dpoWFhcXew8pDCwsLiwasPLSwsLD4aOK9NlFsF+zaHdgAWF6tw1RulldrMJXXRwGmjr3l1RpM5QWYy83ysvDD1LG3vFqD5dU6TOVmKi8LAAHPu/sMVwsLCwsLCwsLCwsLCwsLCwuNj1oGgoWFhYWFhYWFhYWFhYWFxfuAdSBYWFhYWFhYWFhYWFhYWFi8K6wDwcLCwsLCwsLCwsLCwsLC4l3xXo5x3LfYPnv4SQADADwAdwA857ruvOVled0LmMrN8rLQMHncTeVmebUHL8BcbqbyaneYOu6m8gLM5WZ5WV4We4O2zUBwHOfnAfwFgMcAdAOIAfhJAC9v/8/ysrw+EEzlZnlZaJg87qZys7zagxdgLjdTebU7TB13U3kB5nKzvCwvi71DO2cg/H0A5/zeK8dxMgD+HMC/3QtSsLxaham8AHO5WV4WGiaPu6ncLK/WYCovwFxupvJqd5g67qbyAszlZnm1BsvL4p6hbTMQAATQSIPxo779v72C5dUaTOUFmMvN8rLQMHncTeVmebUGU3kB5nIzlVe7w9RxN5UXYC43y6s1WF4W9wztnIHwDwD8heM43wFwa/tvwwA+A+C/2TNWllerMJUXYC43y8tCw+RxN5Wb5dUaTOUFmMvNVF7tDlPH3VRegLncLK/WYHlZ3DMEPG83p097YDv95afQaMoRADCBRlOOOcvL8roXMJWb5WWhYfK4m8rN8moPXoC53Ezl1e4wddxN5QWYy83ysrws9gZt7UAgHMfJAvBMm4iWV2swlRdgLjfLy0LD5HE3lZvl1RpM5QWYy81UXu0OU8fdVF6Audwsr9ZgeVl8ULStA8FxnGEA/xjA4wCqaHi0kgD+XwBfc133huVlebUjN8vLQsPkcTeVm+XVHrxM5mYqr3aHqeNuKi+TuVlelpfF3qGdmyj+PoBvAuhzXfd+13XvA9AH4A8B/HvLy/K6BzCVm+VloWHyuJvKzfJqD16AudxM5dXuMHXcTeUFmMvN8rK8LPYKnue15deFCxcuv5//WV6W137nZnnZr/0y7qZys7zag5fJ3Ezl1e5fpo67qbxM5mZ5WV72a+++2vkUhpcdx/kNAL+Dna6eQwB+AcAre8bK8moVpvICzOVmeVlomDzupnKzvFqDqbwAc7mZyqvdYeq4m8oLMJeb5dUaLC+Le4Z2diD8PIAvAfg6mrt6/u8AftvysrzuAUzlZnlZaJg87qZys7zagxdgLjdTebU7TB13U3kB5nKzvCwviz1C2zZRtLCwsLCwsLCwsLCwsLCwuHdo5wwEOI7zUwCeRsOj5QG4A+CPXNf9tuVled0LmMrN8rLQMHncTeVmebUHL8BcbqbyaneYOu6m8gLM5WZ5WV4We4O2zUBwHOefAjgE4N+ikQoDAINopMpcdl33b1leltcHgancLC8LDZPH3VRulld78ALM5WYqr3aHqeNuKi/AXG6Wl+VlsXdo5wyEp1zXPeT/o+M4vw/gEoC9mpCWV2swlRdgLjfLy0LD5HE3lZvl1RpM5QWYy81UXu0OU8fdVF6Audwsr9ZgeVncMwT3msCPEWuO43x8l79/DMDah01GwfJqDabyAszlZnlZaJg87qZys7xag6m8AHO5mcqr3WHquJvKCzCXm+XVGiwvi3uGds5AeBbAbzqOk8BOSswQgIXt/+0VnoXl1QqehZm8AHO5PQvLy2IHz8LccX8WZnJ7FpZXK3gWZvICzOX2LMzk1e54FmaO+7MwkxdgLrdnYXm1gmdheVncI7RtDwTCcZwi1LEgrutO7TElAJZXqzCVF2AuN8vLQsPkcTeVm+XVGkzlBZjLzVRe7Q5Tx91UXoC53Cyv1mB5WdwLfBQcCJ2u6276/pZ3Xbe0V5z8cBznb7iu+xt7zKELwKbrut727z8J4CyAN/a6C6rjOMMAFlzXnXccZwTAgwDecl33jb3kBQCO4wQAfBzNnWP/P47jXsLOfQuN/TAfADPmhJWH74uXsbIQ2B/z34S5/1GBnQ8t8bDysHVexspDO/ct7gXa1oGwLeD+FwBhAK8A+CXXdW9s/+8vXNc9u0e8/s4uf/7PAfx3AOC67j/5cBk14DjOawAec113znGcvwfgZwB8C8CnALzkuu6v7BGvrwH46wDWAfwqgL8L4D8AeAjAb+/VeG1z+0sAfgPAZQC3t/88COA+AH/Ddd3v7BEvO/ctBKbOh+3PN3JOWHnYMi8jZeE2NyPnv6lzv91h50PrsPKwZV5GykM79y3uJdq5ieI/BvBTrusWAPxLAH/sOM5D2/8L7B0tfB3AJwDEASS2v0Lq571CyHXdue2fvwDgCdd1/1sAPw3gL+8dLfw1AMcAPAzg1wE84rrul9Dw7H5xD3kBwD8D8GnXdX/add0vb389CeAz2//bK9i5b6Fh6nwAzJ0TVh62BlNlIWDu/Dd17rc77HxoHVYetgZT5aGd+xb3DO3sQOhiCpPrun8A4GkAv+M4zs+gkU60VziOxsKIAfiG67pfBzDnuu7Xt3/eKyw4jvPA9s8lAJHtnzuwt/Ok5rruKoB5AKsAygDguu7yHnIiOrDT8EXjNoDOD5mLhp37FhqmzgfA3Dlh5WFrMFUWAubOf1PnfrvDzofWYeVhazBVHtq5b3HP0M6nMGw6jlN0t5twuK77huM4TwD4PwGM7RUp13XfBvCM4zifQ8P79+t7xcWHrwD43e1UtRkALzmO86cATmI7jWiP8BeO4/weGoLl/0FD2H0bwOMA3txDXgDwrwG86DjOvwdwa/tvw2h46H97z1jZuW/RDCPnwzYXU+eElYetwVRZCBg6/w2e++0OOx9ah5WHrcFUeWjnvsU9QztnIHwNQK/+g+u6EwAeA/CP9oKQhuu6f4RGOtMnsLun8kOF67o/QKMpzr8D8DIa9VvPoZGG9Xt7SO3LAP6PbV5/DcBvAjgP4CKAX9xDXnBd9x8C+CtopH6dB/AT2//6q9v/2yvYuW+hYfR8AMybE1YetgaDZSFg+Pw3be5/BGDnQ4uw8rA1GCwP7dy3uGdo2yaKFhZ7Acdxcq7rlveahx+Wl4WFxYcJk9e2qdxM5WVhYfHBYOratrws3i/a1oHgOM6T7vbxMo7jpAD8EwAfA/BDAH/bdd1pA3il0egc+3HDeJk8Xr9mAq9tPv8IwK+6rltyHOccgP8VQA1AF4Cfd133Tw3g9SAAF0Adjdo703jt+Xi1O0xd27twS8PKw1Z4pWGIPDRVFu7CzcrDjzj20do2Qhbuws3kMbPy8L3zsrLQ4gOhnUsYdF3WrwGYBPBZAC8C+Bd7wqgBzetXAUzBPF4mj5cpvADgL7s75+b+KoAvuK57PxopWL+2d7SaeH0DDV73wUxeJoxXu8PUtQ1YedgqTJWHpspCwMpDi2bsl7VtiiwE9s+YmcLLVHloZaHFPUM7OxA0HnRd979wXfem67q/DmBkrwltw/JqDabx6nQch41Io67rvggAruteQuOc3b2C5WXxTjBtDWmYys3yeneYvLZN5WYqr48STFpDGqbyAszlZhIvU9e25WVxz9DOpzD0OI7zd9BoYpJ0HCfgui7rNfbScWJ5tQcvAPifAHxrO/3q247j/FMA/xuAJwC8anntG17tDpPXkKncLK/WYPLaNpWbqbzaHaauIVN5AeZyM5WXqWvb8rK4Z9hrofTjxL8CkAAQB/A7APIA4DhOEXs7IS2v1mAqL7iu+z+gkUL31wF8Dg1h9zU0zvr9ouW1P3h9BGDsGoK53CyvFmDy2jaVm6m8PgIwcg3BXF6AudyM5GXq2ra8LO4l2taB4Lru1wH83wC+tf1zYdtTedZ13Z+3vCyve4QVNJq/nAHwH6NxFvGE67qbe0vL8rJowOQ1ZCo3y+t9weS1bSo3U3m1LUxdQ6byMpmbqby2Yeratrws7gna+RSG/xLAT6NRpvHHaJwr+icAPg3gOdd1/4HlZXndY24fB/Cne83N8rLQ2GdryAhultcH5mXM2jaVm6m82h37aA0ZwctkbvuIlxFr2/KyuJdo2wwEAM8AeBjAowD+JoCnXdf9rwH8FIAvWF6W1z2An9vPGMLN8rLQ2E9ryBRultcH42XS2jaVm6m82h37ZQ2Zwgswl9t+4WXK2ra8LO4dPM9ry68LFy68stvP27+/anlZXu3KzfKyX/tl3E3lZnm1By+TuZnKq92/TB13U3mZzM3ysrzs1959tXMGwobjON3bP5/jHx3HSQGo7w0lAJZXqzCVF2AuN8vLQsPkcTeVm+XVGkzlBZjLzVRe7Q5Tx91UXoC53Cyv1mB5WdwztPMxjo+6rrsOAK7r6gnYCeAX9oYSAMurVZjKCzCXm+VloWHyuJvKzfJqDabyAszlZiqvdoep424qL8BcbpZXa7C8LO4Z2raJooWFhYWFhYWFhYWFhYWFxb1DO5cwWFhYWFhYWFhYWFhYWFhY3CNYB4KFhYWFhYWFhYWFhYWFhcW7wjoQLCwsLCwsLCwsLCwsLCws3hXWgWBhYWFhYWFhYWFhYWFhYfGusA4ECwsLCwsLCwsLCwsLCwuLd8X/D/pppVcESserAAAAAElFTkSuQmCC\n", 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\n", 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" ] @@ -294,6 +294,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ + "The image before immediately the fire shows no mark, but the plots for September 6 and September 19 both show an area with very low NBR values that appeared after the fire started.\n", + "\n", "The NBR can be interpreted as follows:\n", "\n", "> Healthy vegetation shows a very high reflectance in the NIR[^nir], and low reflectance in the SWIR[^swir] portion of the spectrum - the opposite of what is seen in areas devastated by fire. Recently burnt areas demonstrate low reflectance in the NIR and high reflectance in the SWIR, i.e. the difference between the spectral responses of healthy vegetation and burnt areas reach their peak in the NIR and the SWIR regions of the spectrum.\n", @@ -358,7 +360,7 @@ "\n", "Source: [UN-Spider Knowledge Portal](https://un-spider.org/advisory-support/recommended-practices/recommended-practice-burn-severity/in-detail/normalized-burn-ratio)\n", "\n", - "We construct a custom color scheme for matplotlib to match the values given in the table above and define a function that helps us plot the $\\Delta$NBR values using different color scales:" + "A custom color scheme for `matplotlib` is constructed to match the values given in the table above. This is used to define a function that plots $\\Delta$NBR values using different color scales:" ] }, { @@ -417,7 +419,7 @@ " # we only need the metadata which is now available in `src`\n", " pass\n", "\n", - "dnbr, window, window_transform = calculate_dnbr(potsdam_mittelmark_nbr_2018[1], potsdam_mittelmark_nbr_2018[2], potsdam_mittelmark_geom)\n", + "dnbr, window, window_transform = calculate_dnbr(potsdam_mittelmark_nbr_2018[0], potsdam_mittelmark_nbr_2018[2], potsdam_mittelmark_geom)\n", "plot_dnbr(dnbr, src.crs, window_transform, potsdam_mittelmark_geom)" ] }, @@ -453,7 +455,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 9, @@ -487,7 +489,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We can now calculate all pixels in this extract that are at least a low burn severity.\n", + "All pixels in this extract that indicate a low burn severity are extracted and used to calculate the total burned area.\n", "Each pixel represents an area of 100m².\n", "One ha is 10 000m².\n", "The conversion of numbers of pixels to ha is therefore\n", @@ -595,7 +597,7 @@ "source": [ "#### NBR Plots\n", "\n", - "The three NBR values are again plotted side by side.\n", + "The three calculated NBR raster files are again plotted side by side.\n", "The red line marks the boundary of the town of Jüterbog as retrieved from OpenStreetMap." ] }, @@ -666,7 +668,7 @@ "Like in Treuenbrietzen, regularly shaped losses indicate non-fire-related value changes.\n", "\n", "Media reports note that the fire broke out former military site which is now part of a nature reserve.\n", - "Using OpenStreetmap, we can find the exact boundaries of the nature reserve and use it to restrict the area in which we look at NBR values:" + "Using OpenStreetmap, the exact boundaries of the nature reserve can be found and used to restrict the area in which NBR values are considered:" ] }, { @@ -775,8 +777,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We can see that the former military site encloses an area with a high ${\\Delta}$NBR value.\n", - "We can create a raster mask from its shape and use it to select only the area it encloses." + "The former military site encloses an area with a high ${\\Delta}$NBR value.\n", + "It is used to create a raster mask which in turn is used to select only the area it encloses." ] }, { @@ -787,7 +789,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 18, @@ -827,7 +829,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 19, @@ -870,7 +872,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 20, @@ -1264,7 +1266,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 31, @@ -1301,7 +1303,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 32, @@ -1337,7 +1339,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 33, diff --git a/sources/resources/forest_fires/treuenbrietzen_2018.json b/sources/resources/forest_fires/treuenbrietzen_2018.json new file mode 100644 index 0000000..7dddecb --- /dev/null +++ b/sources/resources/forest_fires/treuenbrietzen_2018.json @@ -0,0 +1,9 @@ +{ +"type": "FeatureCollection", +"crs": { "type": "name", "properties": { "name": "urn:ogc:def:crs:OGC:1.3:CRS84" } }, +"features": [ +{ "type": "Feature", "properties": { "place_id": 3285415, "osm_type": "node", "osm_id": 387079362, "display_name": "Frohnsdorf, Treuenbrietzen, Potsdam-Mittelmark, Brandenburg, 14929, Deutschland", "place_rank": 19, "category": "place", "type": "village", "importance": 0.495, "icon": "https:\/\/nominatim.openstreetmap.org\/ui\/mapicons\/\/poi_place_village.p.20.png" }, "geometry": { "type": "Point", "coordinates": [ 12.902171, 52.0546551 ] } }, +{ "type": "Feature", "properties": { "place_id": 554316, "osm_type": "node", "osm_id": 226935349, "display_name": "Klausdorf, Treuenbrietzen, Potsdam-Mittelmark, Brandenburg, Deutschland", "place_rank": 19, "category": "place", "type": "village", "importance": 0.495, "icon": "https:\/\/nominatim.openstreetmap.org\/ui\/mapicons\/\/poi_place_village.p.20.png" }, "geometry": { "type": "Point", "coordinates": [ 12.9421292, 52.0487863 ] } }, +{ "type": "Feature", "properties": { "place_id": 303964452, "osm_type": "node", "osm_id": 282202396, "display_name": "Tiefenbrunnen, Treuenbrietzen, Potsdam-Mittelmark, Brandenburg, Deutschland", "place_rank": 22, "category": "place", "type": "isolated_dwelling", "importance": 0.42, "icon": null }, "geometry": { "type": "Point", "coordinates": [ 12.9443928, 52.0353239 ] } } +] +}