{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "376d9e61", "metadata": { "tags": [ "remove-cell" ] }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "plt.style.use(\"../styles/hda.mplstyle\")" ] }, { "cell_type": "markdown", "id": "63acb2b7", "metadata": {}, "source": [ "(chp-map-making)=\n", "# Narrating with Maps\n", "\n", "(sec-map-making-introduction)=\n", "## Introduction\n", "\n", "This chapter discusses some fundamental techniques for drawing geographical maps in\n", "Python. Scholars in the humanities and social sciences have long recognized the value\n", "of maps as a familiar and expressive medium for interpreting, explaining, and communicating\n", "scholarly work. When the objects we analyze are linked to events taking place on or near\n", "the surface of the Earth, these objects can frequently be associated with real\n", "coordinates, i.e., latitude and longitude pairs. When such pairs are available, a common\n", "task is to assess whether or not there are interesting spatial patterns among them. Often\n", "the latitude and longitude pairs are augmented by a time stamp of some kind indicating the\n", "date or time an event took place. When such time stamps are available, events can often be\n", "visualized on a map in sequence. This chapter outlines the basic steps required to display\n", "events on a map in such a narrative.\n", "\n", "```{margin}\n", "The existence of such freely available and carefully curated data is\n", "itself worth mentioning. Wars, in particular those tied to national identity, tend to\n", "be well-documented. In the case of the United States, military conflict continues to\n", "distinguish the country from other developed economies. The country invaded two\n", "countries in the 2000s and has ongoing military operations in several countries. The\n", "United States government spends more money on its military than any other country in\n", "the world.\n", "```\n", "As our object of scrutiny, we will explore a dataset documenting 384 significant battles\n", "of the American Civil War (1861--1865), which was collected by the United States government,\n", "specifically the Civil War Sites Advisory Commission (CWSAC), part of the American Battlefield\n", "Protection Program. In addition to introducing some of the most\n", "important concepts in plotting data on geographical maps, the goal of this chapter is to\n", "employ narrative mapping techniques to obtain an understanding of some important\n", "historical events and developments of the Civil War. In particular, we will concentrate on\n", "the *trajectory* of the war, and show how the balance of power between the war's two main\n", "antagonists---the Union Army and the Confederate States Army---changed both\n", "geographically and diachronically.\n", "\n", "The remainder of this brief chapter is structured as follows: Like any other data\n", "analysis, we will begin with loading, cleaning, and exploring our data in section\n", "{ref}`sec-map-making-data`. Subsequently, we will demonstrate how to draw simple\n", "geographical maps using the package \"Cartopy\", which is Python's (emerging) standard for\n", "geospatial data processing and analysis\n", "(section {ref}`sec-map-making-projections-and-basemaps`. In the pre-final section ({ref}`sec-map-making-time-series-maps`), then, we will use these\n", "preliminary steps and techniques to map out the development of the Civil War. Some\n", "suggestions for additional reading materials are given in the final section.\n", "\n", "(sec-map-making-data)=\n", "## Data Preparations\n", "\n", "The data used here have been gathered from the [Civil War Sites Advisory\n", "Commission](https://web.archive.org/web/20170430064531/https://www.nps.gov/abpp/battles/bystate.htm)\n", "website.\n", "{numref}`fig-map-making-summary-cold-harbor` below shows a screenshot of the page for the\n", "[Battle of Cold Harbor](https://en.wikipedia.org/wiki/Battle_of_Cold_Harbor), a battle\n", "which involved 170,000 people. The data from the Civil War Sites Advisory Commission were\n", "further organized into a [csv\n", "file](http://acw-battle-data.readthedocs.io/en/latest/resources/cwsac_battles.html) by\n", "{cite:t}`arnold2018american`. We will begin by looking up the Battle of\n", "Cold Harbor in the table assembled by Arnold:\n", "\n", "```{figure} figures/cwsac-cold-harbor-screenshot.png\n", "---\n", "name: fig-map-making-summary-cold-harbor\n", "width: 50%\n", "---\n", "\n", "CWSAC summary of the Battle of Cold Harbor. Source: National Park Service, \n", "```" ] }, { "cell_type": "code", "execution_count": 2, "id": "3a6d922f", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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battleVA062
urlhttp://www.nps.gov/abpp/battles/va062.htm
battle_nameCold Harbor
other_namesSecond Cold Harbor
stateVA
locationsHanover County, VA
campaignGrant's Overland Campaign [May-June 1864]
start_date1864-05-31 00:00:00
end_date1864-06-12
operation0
assoc_battlesNaN
results_textConfederate victory
resultConfederate
forces_text170,000 total (US 108,000; CS 62,000)
strength170000.0
casualties_text15,500 total (US 13,000; CS 2,500)
casualties15500.0
descriptionOn May 31, Sheridan's cavalry seized the vital...
preservationI.1
significanceA
strength_mean170000.0
strength_var166666.666667
\n", "
" ], "text/org": [ "| | VA062 |\n", "|-----------------+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|\n", "| url | http://www.nps.gov/abpp/battles/va062.htm |\n", "| battle_name | Cold Harbor |\n", "| other_names | Second Cold Harbor |\n", "| state | VA |\n", "| locations | Hanover County, VA |\n", "| campaign | Grant's Overland Campaign [May-June 1864] |\n", "| start_date | 1864-05-31 00:00:00 |\n", "| end_date | 1864-06-12 |\n", "| operation | 0 |\n", "| assoc_battles | nan |\n", "| results_text | Confederate victory |\n", "| result | Confederate |\n", "| forces_text | 170,000 total (US 108,000; CS 62,000) |\n", "| strength | 170000.0 |\n", "| casualties_text | 15,500 total (US 13,000; CS 2,500) |\n", "| casualties | 15500.0 |\n", "| description | On May 31, Sheridan's cavalry seized the vital crossroads of Old Cold Harbor. Early on June 1, relying heavily on their new repeating carbines and shallow entrenchments, Sheridan's troopers threw back an attack by Confederate infantry. Confederate reinforcements arrived from Richmond and from the Totopotomoy Creek lines. Late on June 1, the Union VI and XVIII Corps reached Cold Harbor and assaulted the Confederate works with some success. By June 2, both armies were on the field, forming on a seven-mile front that extended from Bethesda Church to the Chickahominy River. At dawn June 3, the II and XVIII Corps, followed later by the IX Corps, assaulted along the Bethesda Church-Cold Harbor line and were slaughtered at all points. Grant commented in his memoirs that this was the only attack he wished he had never ordered. The armies confronted each other on these lines until the night of June 12, when Grant again advanced by his left flank, marching to James River. On June 14, the II Corps was ferried across the river at Wilcox's Landing by transports. On June 15, the rest of the army began crossing on a 2,200-foot long pontoon bridge at Weyanoke. Abandoning the well-defended approaches to Richmond, Grant sought to shift his army quickly south of the river to threaten Petersburg. |\n", "| preservation | I.1 |\n", "| significance | A |\n", "| strength_mean | 170000.0 |\n", "| strength_var | 166666.666666667 |" ], "text/plain": [ "battle VA062\n", "url http://www.nps.gov/abpp/battles/va062.htm\n", "battle_name Cold Harbor\n", "other_names Second Cold Harbor\n", "state VA\n", "locations Hanover County, VA\n", "campaign Grant's Overland Campaign [May-June 1864]\n", "start_date 1864-05-31 00:00:00\n", "end_date 1864-06-12\n", "operation 0\n", "assoc_battles NaN\n", "results_text Confederate victory\n", "result Confederate\n", "forces_text 170,000 total (US 108,000; CS 62,000)\n", "strength 170000.0\n", "casualties_text 15,500 total (US 13,000; CS 2,500)\n", "casualties 15500.0\n", "description On May 31, Sheridan's cavalry seized the vital...\n", "preservation I.1\n", "significance A\n", "strength_mean 170000.0\n", "strength_var 166666.666667" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "\n", "df = pd.read_csv('data/cwsac_battles.csv', parse_dates=['start_date'], index_col=0)\n", "df.loc[df['battle_name'].str.contains('Cold Harbor')].T" ] }, { "cell_type": "markdown", "id": "035d2baf", "metadata": {}, "source": [ "For each battle, the dataset provides a date (we will use the column ``start_date``) and\n", "at least one location. For the \"Battle of Cold Harbor\", for example, the location provided\n", "is \"Hanover County, VA\". The locations in the dataset are as precise as English-language\n", "descriptions of places ever get. All too often datasets include location names such as\n", "\"Lexington\" which do not pick out one location---or even a small number of locations --\n", "in North America. Because the location names used here are precise, it is easy to find an\n", "appropriate latitude and longitude pair---or even a sequence of latitude and longitude\n", "pairs describing a bounding polygon---for the named place. It is possible, for example,\n", "to associate \"Hanover County, VA\" with a polygon describing the [administrative region by\n", "that name](https://en.wikipedia.org/wiki/Hanover_County,_Virginia). The center of this\n", "particular polygon is located at 37.7 latitude, -77.4 longitude.\n", "\n", "There are several online services which, given the name of a location such as \"Hanover\n", "County, VA\", will provide the latitude and longitude associated with the name. These\n", "services are known as \"geocoding\" services. The procedures for accessing these services\n", "vary. \n", "```{margin}\n", "The file ``fetch_battle_lat_lon.py`` accompanying this book contains\n", "the code used to perform this task for the current dataset.\n", "```\n", "One of these services has been used to geocode all the place names in the\n", "``location`` column. The mapping that results from\n", "this geocoding has a natural expression as a Python dictionary. The following block of\n", "code loads this dictionary from its serialized form and adds the latitude and longitude pair\n", "of location of each battle to the battles table `df`." ] }, { "cell_type": "code", "execution_count": 3, "id": "62ed2d5f", "metadata": {}, "outputs": [], "source": [ "import pickle\n", "import operator\n", "\n", "\n", "with open('data/cwsac_battles_locations.pkl', 'rb') as f:\n", " locations = pickle.load(f)\n", "\n", "# first, exclude 2 battles (of 384) not associated with named locations\n", "df = df.loc[df['locations'].notnull()]\n", "\n", "# second, extract the first place name associated with the battle.\n", "# (Battles which took place over several days were often associated\n", "# with multiple (nearby) locations.)\n", "df['location_name'] = df['locations'].str.split(';').apply(operator.itemgetter(0))\n", "\n", "# finally, add latitude (`lat`) and longitude ('lon') to each row\n", "df['lat'] = df['location_name'].apply(lambda name: locations[name]['lat'])\n", "df['lon'] = df['location_name'].apply(lambda name: locations[name]['lon'])" ] }, { "cell_type": "markdown", "id": "d4e204a9", "metadata": {}, "source": [ "After associating each battle with a location, we can inspect our work by displaying a few\n", "of the more well-known battles of the war. Since many of the best-known battles were also\n", "the bloodiest, we can display the top three battles ranked by recorded casualties:" ] }, { "cell_type": "code", "execution_count": 4, "id": "59d43df9", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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battle_namelocationsstart_datecasualtieslatlonresultcampaign
battle
PA002GettysburgAdams County, PA1863-07-0151000.039.873030-77.217873UnionGettysburg Campaign [June-July 1863]
GA004ChickamaugaCatoosa County, GA; Walker County, GA1863-09-1834624.034.904493-85.135566ConfederateChickamauga Campaign [August-September 1863]
VA048Spotsylvania Court HouseSpotsylvania County, VA1864-05-0830000.038.184116-77.655980InconclusiveGrant's Overland Campaign [May-June 1864]
\n", "
" ], "text/org": [ "| battle | battle_name | locations | start_date | casualties | lat | lon | result | campaign |\n", "|----------+--------------------------+---------------------------------------+---------------------+--------------+---------+----------+--------------+----------------------------------------------|\n", "| PA002 | Gettysburg | Adams County, PA | 1863-07-01 00:00:00 | 51000 | 39.873 | -77.2179 | Union | Gettysburg Campaign [June-July 1863] |\n", "| GA004 | Chickamauga | Catoosa County, GA; Walker County, GA | 1863-09-18 00:00:00 | 34624 | 34.9045 | -85.1356 | Confederate | Chickamauga Campaign [August-September 1863] |\n", "| VA048 | Spotsylvania Court House | Spotsylvania County, VA | 1864-05-08 00:00:00 | 30000 | 38.1841 | -77.656 | Inconclusive | Grant's Overland Campaign [May-June 1864] |" ], "text/plain": [ " battle_name locations \\\n", "battle \n", "PA002 Gettysburg Adams County, PA \n", "GA004 Chickamauga Catoosa County, GA; Walker County, GA \n", "VA048 Spotsylvania Court House Spotsylvania County, VA \n", "\n", " start_date casualties lat lon result \\\n", "battle \n", "PA002 1863-07-01 51000.0 39.873030 -77.217873 Union \n", "GA004 1863-09-18 34624.0 34.904493 -85.135566 Confederate \n", "VA048 1864-05-08 30000.0 38.184116 -77.655980 Inconclusive \n", "\n", " campaign \n", "battle \n", "PA002 Gettysburg Campaign [June-July 1863] \n", "GA004 Chickamauga Campaign [August-September 1863] \n", "VA048 Grant's Overland Campaign [May-June 1864] " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "columns_of_interest = [\n", " 'battle_name', 'locations', 'start_date', 'casualties', 'lat', 'lon', 'result',\n", " 'campaign'\n", "]\n", "df[columns_of_interest].sort_values('casualties', ascending=False).head(3)" ] }, { "cell_type": "markdown", "id": "c46bb9ee", "metadata": {}, "source": [ "Everything looks right. The battles at Gettysburg and at the Spotsylvania Courthouse lie\n", "on approximately the same line of longitude, which is what we should expect. Now we can\n", "turn to plotting battles such as these on a map of the United States.\n", "\n", "(sec-map-making-projections-and-basemaps)=\n", "## Projections and Basemaps\n", "\n", "```{margin}\n", "The most widely used projection is [Web Mercator](https://en.wikipedia.org/wiki/Web_Mercator). It should be stressed, however, that this projection is also widely disdained by geographers because it assumes the Earth is a sphere rather than ellipsoid.\n", "```\n", "Before we can visually identify a location in the present-day United States, we first need a two-dimensional map. Because the American Civil War, like every other war, did not take place on a two-dimensional surface but rather on the surface of a spherical planet, we need to first settle on a procedure for representing a patch of a sphere in two dimensions. There are countless ways to contort a patch of a sphere into two dimensions.\n", "Once the three-dimensional surface of interest has been \"flattened\" into two dimensions,\n", "we will need to pick a particular rectangle within it for our map. This procedure\n", "invariably involves selecting a few more parameters than one might expect on the basis of\n", "experience working with two-dimensional visualizations. For instance, in addition to the\n", "two points needed to specify a rectangle in two dimensions, we need to fix several\n", "projection-specific parameters. Fortunately, there are reasonable default choices for\n", "these parameters when one is interested in a familiar geographical area such as the land\n", "mass associated with the continental United States. The widely used projection we adopt here is called the \"[Lambert Conformal Conic Projection](https://en.wikipedia.org/wiki/Lambert_conformal_conic_projection)\" (LCC).\n", "\n", "Once we have a projection and a bounding rectangle, we will need first to draw the land\n", "mass we are interested in, along with any political boundaries of interest. As both land\n", "masses and political boundaries tend to change over time, there are a wide range of data to\n", "choose from. These data come in a variety of formats. A widely used format is the \"shapefile\" format. Data using the shapefile format may be recognized\n", "by the extensions the files use. A 'shapefile' consists of at least three separate files\n", "where the files make use of the following extensions: ``.shp`` (feature geometry),\n", "``.shx`` (an index of features), and ``.dbf`` (attributes of each shape). Those familiar\n", "with relational databases will perhaps get the general idea: a database consisting of\n", "three tables linked together with a common index. We will use a shapefile provided by the\n", "US government which happens to be distributed with the Matplotlib library. The block of\n", "code below will create a \"basemap\", which shows the area of the United States of interest\n", "to us." ] }, { "cell_type": "code", "execution_count": 5, "id": "7e6ac2ff", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "filenames": { "image/png": "/Users/folgert/projects/hda/_build/jupyter_execute/map-making/notebook_8_0.png" } }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import cartopy.crs as ccrs\n", "import cartopy.io.shapereader as shapereader\n", "from cartopy.feature import ShapelyFeature\n", "\n", "# Step 1: Define the desired projection with appropriate parameters\n", "# Lambert Conformal Conic (LCC) is a recommended default projection.\n", "# We use the parameters recommended for the United States described\n", "# at http://www.georeference.org/doc/lambert_conformal_conic.htm :\n", "# 1. Center of lower 48 states is roughly 38°, -100°\n", "# 2. 32° for first standard latitude and 44° for the second latitude\n", "\n", "projection = ccrs.LambertConformal(\n", " central_latitude=38, central_longitude=-100,\n", " standard_parallels=(32, 44))\n", "\n", "# Step 2: Set up a base figure and attach a subfigure with the\n", "# defined projection\n", "fig = plt.figure(figsize=(8, 8))\n", "m = fig.add_subplot(1, 1, 1, projection=projection)\n", "# Limit the displayed to a bounding rectangle\n", "m.set_extent([-70, -100, 40, 25], crs=ccrs.PlateCarree())\n", "\n", "# Step 3: Read the shapefile and transform it into a ShapelyFeature\n", "shape_feature = ShapelyFeature(\n", " shapereader.Reader('data/st99_d00.shp').geometries(),\n", " ccrs.PlateCarree(), facecolor='lightgray', edgecolor='white')\n", "m.add_feature(shape_feature, linewidth=0.3)\n", "\n", "# Step 4: Add some aesthetics (i.e. no outline box)\n", "m.spines['geo'].set_visible(False)" ] }, { "cell_type": "markdown", "id": "a66ed231", "metadata": {}, "source": [ "\n", "\n", "Settling on a basemap is the most difficult part of making a map. Now that we have a\n", "basemap, plotting locations as points and associating text labels with points has the same\n", "form as it does when visualizing numeric data on the XY axis. Before we continue, let us\n", "first implement a procedure wrapping the map creating into a more convenient function. The\n", "function ``civil_war_basemap()`` defined below enables us to display single or multiple\n", "basemaps on a grid, which will prove useful in our subsequent map narratives." ] }, { "cell_type": "code", "execution_count": 6, "id": "da7428a4", "metadata": {}, "outputs": [], "source": [ "def basemap(shapefile, projection, extent=None, nrows=1, ncols=1, figsize=(8, 8)):\n", " f, axes = plt.subplots(nrows, ncols, figsize=figsize, dpi=100,\n", " subplot_kw=dict(projection=projection, frameon=False))\n", " axes = [axes] if (nrows + ncols) == 2 else axes.flatten()\n", " shape_feature = ShapelyFeature(\n", " shapereader.Reader(shapefile).geometries(),\n", " ccrs.PlateCarree(), facecolor='lightgray', edgecolor='white')\n", " for ax in axes:\n", " ax.set_extent(extent, ccrs.PlateCarree())\n", " ax.add_feature(shape_feature, linewidth=0.3)\n", " ax.spines['geo'].set_visible(False)\n", " return f, (axes[0] if (nrows + ncols) == 2 else axes)\n", "\n", "def civil_war_basemap(nrows=1, ncols=1, figsize=(8, 8)):\n", " projection = ccrs.LambertConformal(\n", " central_latitude=38, central_longitude=-100,\n", " standard_parallels=(32, 44))\n", " extent = -70, -100, 40, 25\n", " return basemap('data/st99_d00.shp', projection, extent=extent,\n", " nrows=nrows, ncols=ncols, figsize=figsize)" ] }, { "cell_type": "markdown", "id": "c3a59676", "metadata": {}, "source": [ "(sec-map-making-plotting-battles)=\n", "## Plotting Battles\n", "\n", "The next map we will create displays the location of three battles: (i) \n", "Baton Rouge, (ii) Munfordville, and (iii) Second Manassas. The latitude and longitude of these\n", "locations have been added to the battle dataframe `df` in a previous step. In order to\n", "plot the battles on our basemap we need to convert the latitude and longitude pairs into\n", "map projection coordinates (recorded in meters). The following blocks of code illustrate\n", "converting between the universal coordinates---well, at least planetary---of latitude\n", "and longitude and the map-specific XY-coordinates." ] }, { "cell_type": "code", "execution_count": 7, "id": "f0734aa4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "200.01533942069264 958.8639317948623\n" ] } ], "source": [ "# Richmond, Virginia has decimal latitude and longitude:\n", "# 37.533333, -77.466667\n", "x, y = m.transData.transform((37.533333, -77.466667))\n", "print(x, y)" ] }, { "cell_type": "code", "execution_count": 8, "id": "af335c18", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 37.533333 -77.466667]\n" ] } ], "source": [ "# Recover the latitude and longitude for Richmond, Virginia\n", "print(m.transData.inverted().transform((x, y)))" ] }, { "cell_type": "markdown", "id": "2390c47f", "metadata": {}, "source": [ "The three battles of interest are designated by the identifiers \"LA003\", \"KY008\",\n", "\"VA026\". For convenience, we construct a new data frame consisting of these three battles:" ] }, { "cell_type": "code", "execution_count": 9, "id": "70cb97f8", "metadata": {}, "outputs": [], "source": [ "battles_of_interest = ['LA003', 'KY008', 'VA026']\n", "three_battles = df.loc[battles_of_interest]" ] }, { "cell_type": "markdown", "id": "fdfda6bf", "metadata": {}, "source": [ "In addition to adding three points to the map, we will annotate the points with labels\n", "indicating the battle names. The following block of code constructs the labels we will\n", "use:" ] }, { "cell_type": "code", "execution_count": 10, "id": "3f4d4a5e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Baton Rouge (1862)', 'Munfordville (1862)', 'Manassas, Second (1862)']\n" ] } ], "source": [ "battle_names = three_battles['battle_name']\n", "battle_years = three_battles['start_date'].dt.year\n", "labels = [f'{name} ({year})' for name, year in zip(battle_names, battle_years)]\n", "print(labels)" ] }, { "cell_type": "markdown", "id": "4d45bc5b", "metadata": {}, "source": [ "Note that we make use of the property ``year`` associated with the column\n", "``start_date``. This property is accessed using the ``dt`` attribute. The ``str``\n", "attribute \"namespace\" for text columns is another important case where Pandas uses this\n", "particular convention (cf. chapter {ref}`chp-working-with-data`).\n", "\n", "In the next block of code, we employ these labels to annotate the locations of the\n", "selected battles (see figure {ref}`fig-map-making-battle-plot`). First, using the keyword\n", "argument `transform` of Matplotlib's `scatter()` function, we can plot them in much the same\n", "way as we would plot any values using Matplotlib. Next, the function which adds the\n", "annotation (a text label) to the plot has a number of parameters. The first three\n", "parameters are easy to understand: (i) the text of the label, (ii) the coordinates of the\n", "point being annotated, and (iii) the coordinates of the text label. Specifying the\n", "coordinates of the text labels directly in our case is difficult, because the units of the\n", "coordinates are in meters. Alternatively, we can indicate the distance (\"offset\") from the\n", "chosen point using a different coordinate system. In this case, we use units of \"points\",\n", "familiar from graphic design, by using `'offset points'` as the ``textcoords``\n", "parameter. (A point is 0.353 mm or 1/72 of an inch.)" ] }, { "cell_type": "code", "execution_count": 11, "id": "ab0544e0", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "findfont: Generic family 'sans-serif' not found because none of the following families were found: \"Roboto Condensed Regular\"\n" ] }, { "data": { "image/png": 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" ] }, "metadata": { "filenames": { "image/png": "/Users/folgert/projects/hda/_build/jupyter_execute/map-making/notebook_19_2.png" } }, "output_type": "display_data" } ], "source": [ "# draw the map\n", "f, m = civil_war_basemap(figsize=(8, 8))\n", "# add points\n", "m.scatter(three_battles['lon'], three_battles['lat'],\n", " zorder=2, marker='o', alpha=0.7, transform=ccrs.PlateCarree())\n", "# add labels\n", "for x, y, label in zip(three_battles['lon'], three_battles['lat'], labels):\n", " # NOTE: the \"plt.annotate call\" does not have a \"transform=\" keyword,\n", " # so for this one we transform the coordinates with a Cartopy call.\n", " x, y = m.projection.transform_point(x, y, src_crs=ccrs.PlateCarree())\n", " # position each label to the right of the point\n", " # give the label a semi-transparent background so it is easier to see\n", " plt.annotate(label,\n", " xy=(x, y),\n", " xytext=(10, 0),\n", " # xytext is measured in figure points,\n", " # 0.353 mm or 1/72 of an inch\n", " textcoords='offset points',\n", " bbox=dict(fc='#f2f2f2', alpha=0.7))" ] }, { "cell_type": "markdown", "id": "ecaf50f3", "metadata": {}, "source": [ "\n", "\n", "This map, while certainly intelligible, does not show us much besides the location of\n", "three battles---which are not immediately related. As a narrative, then, the map leaves\n", "much to be desired. Since our data associate each battle with starting dates and casualty\n", "counts, we have the opportunity to narrate the development of the war through these\n", "data. In the next section we introduce the idea of displaying both these data (date and\n", "number of casualties) through a *series* of maps.\n", "\n", "(sec-map-making-time-series-maps)=\n", "## Mapping the Development of the War\n", "\n", "The number of Union Army and Confederate States Army casualties associated with each\n", "battle is the easiest piece of information to add to the map. The size of a circle drawn\n", "at the location of each battle can communicate information about the number of\n", "casualties. Inspecting the casualties associated with the three battles shown in the\n", "figure above, we can see that the number of casualties differs considerably:" ] }, { "cell_type": "code", "execution_count": 12, "id": "890630a4", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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battle_namelocationsstart_datecasualtieslatlonresultcampaign
battle
LA003Baton RougeEast Baton Rouge Parish, LA1862-08-05849.030.542141-91.095604UnionOperations Against Baton Rouge [July-August 1862]
KY008MunfordvilleHart County, KY1862-09-144862.037.294492-85.884709ConfederateConfederate Heartland Offensive [June-October ...
VA026Manassas, SecondPrince William County, VA1862-08-2822180.038.662376-77.432476ConfederateNorthern Virginia Campaign [August 1862]
\n", "
" ], "text/org": [ "| battle | battle_name | locations | start_date | casualties | lat | lon | result | campaign |\n", "|----------+------------------+-----------------------------+---------------------+--------------+---------+----------+-------------+-----------------------------------------------------|\n", "| LA003 | Baton Rouge | East Baton Rouge Parish, LA | 1862-08-05 00:00:00 | 849 | 30.5421 | -91.0956 | Union | Operations Against Baton Rouge [July-August 1862] |\n", "| KY008 | Munfordville | Hart County, KY | 1862-09-14 00:00:00 | 4862 | 37.2945 | -85.8847 | Confederate | Confederate Heartland Offensive [June-October 1862] |\n", "| VA026 | Manassas, Second | Prince William County, VA | 1862-08-28 00:00:00 | 22180 | 38.6624 | -77.4325 | Confederate | Northern Virginia Campaign [August 1862] |" ], "text/plain": [ " battle_name locations start_date casualties \\\n", "battle \n", "LA003 Baton Rouge East Baton Rouge Parish, LA 1862-08-05 849.0 \n", "KY008 Munfordville Hart County, KY 1862-09-14 4862.0 \n", "VA026 Manassas, Second Prince William County, VA 1862-08-28 22180.0 \n", "\n", " lat lon result \\\n", "battle \n", "LA003 30.542141 -91.095604 Union \n", "KY008 37.294492 -85.884709 Confederate \n", "VA026 38.662376 -77.432476 Confederate \n", "\n", " campaign \n", "battle \n", "LA003 Operations Against Baton Rouge [July-August 1862] \n", "KY008 Confederate Heartland Offensive [June-October ... \n", "VA026 Northern Virginia Campaign [August 1862] " ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "three_battles[columns_of_interest]" ] }, { "cell_type": "markdown", "id": "f2f06a05", "metadata": {}, "source": [ "Drawing a circle with its area proportional to the casualties achieves the goal of\n", "communicating information about the human toll of each battle. The absolute size of the\n", "circle carries no meaning in this setting but the relative size does. For example, the\n", "Battle of Munfordville involved 5.7 times the casualties of the Battle of Baton Rouge, so\n", "the area of the circle is 5.7 times larger. When making a scatter plot with Matplotlib,\n", "whether we are working with a map or a conventional two-dimensional plot, we specify the\n", "size of the marker with the parameter ``s``. The function below wraps up the relevant\n", "steps into a single function. To avoid obscuring the political boundaries visible on the\n", "map, we make our colored circles transparent using the ``alpha`` parameter. Since the\n", "dataset includes an indicator of the military \"result\" of the battle (either\n", "\"Confederate\", \"Inconclusive\", \"Union\"), we will also use different color circles\n", "depending on the value of the ``result`` variable. Battles associated with a Confederate\n", "victory will be colored blue, those which are labeled \"Inconclusive\" will be colored\n", "orange, and Union victories will be colored green. The map is shown in figure\n", "{ref}`fig-map-making-battle-plot-casualties`." ] }, { "cell_type": "code", "execution_count": 13, "id": "4d32368b", "metadata": {}, "outputs": [], "source": [ "import itertools\n", "import matplotlib.cm\n", "\n", "\n", "def result_color(result_type):\n", " \"\"\"Helper function: return a qualitative color for each\n", " party in the war.\n", " \"\"\"\n", " result_types = 'Confederate', 'Inconclusive', 'Union'\n", " # qualitative color map, suited for categorical data\n", " color_map = matplotlib.cm.tab10\n", " return color_map(result_types.index(result_type))\n", "\n", "\n", "def plot_battles(lat, lon, casualties, results, m=None, figsize=(8, 8)):\n", " \"\"\"Draw circles with area proportional to `casualties`\n", " at `lat`, `lon`.\n", " \"\"\"\n", " if m is None:\n", " f, m = civil_war_basemap(figsize=figsize)\n", " else:\n", " f, m = m\n", " # make a circle proportional to the casualties\n", " # divide by a constant, otherwise circles will cover much of the map\n", " size = casualties / 50\n", " for result_type, result_group in itertools.groupby(\n", " zip(lat, lon, size, results), key=operator.itemgetter(3)):\n", " lat, lon, size, results = zip(*list(result_group))\n", " color = result_color(result_type)\n", " m.scatter(lon, lat, s=size, color=color, alpha=0.8,\n", " label=result_type, transform=ccrs.PlateCarree(), zorder=2)\n", " return f, m" ] }, { "cell_type": "code", "execution_count": 14, "id": "0c648ee3", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "filenames": { "image/png": "/Users/folgert/projects/hda/_build/jupyter_execute/map-making/notebook_24_0.png" } }, "output_type": "display_data" } ], "source": [ "lat, lon, casualties, results = (three_battles['lat'], three_battles['lon'],\n", " three_battles['casualties'], three_battles['result'])\n", "plot_battles(lat, lon, casualties, results)\n", "plt.legend(loc='upper left');" ] }, { "cell_type": "markdown", "id": "cf67e74f", "metadata": {}, "source": [ "\n", "\n", "In order to plot all battles on a map (that is, not just these three), we need to make\n", "sure that each battle is associated with a casualties figure. We can accomplish this by\n", "inspecting the entire table and identifying any rows where the ``casualties`` variable is\n", "associated with a NaN (not a number) value. The easiest method for selecting such rows is\n", "to use the ``Series.isnull()`` method (cf. chapter {ref}`chp-working-with-data`). Using\n", "this method, we can see if there are any battles without casualty figures. There are in\n", "fact 65 such battles, three of which are shown below:" ] }, { "cell_type": "code", "execution_count": 15, "id": "f051279d", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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battle_namelocationsstart_datecasualtieslatlonresultcampaign
battle
AR007Chalk BluffClay County, AR1863-05-01NaN36.378952-90.417358ConfederateMarmaduke's Second Expedition into Missouri [A...
AR010Bayou ForchePulaski County, AR1863-09-10NaN34.754519-92.251272UnionAdvance on Little Rock [September-October 1863]
AR011Pine BluffJefferson County, AR1863-10-25NaN34.268790-91.931510UnionAdvance on Little Rock [September-October 1863]
\n", "
" ], "text/org": [ "| battle | battle_name | locations | start_date | casualties | lat | lon | result | campaign |\n", "|----------+---------------+----------------------+---------------------+--------------+---------+----------+-------------+--------------------------------------------------------------|\n", "| AR007 | Chalk Bluff | Clay County, AR | 1863-05-01 00:00:00 | nan | 36.379 | -90.4174 | Confederate | Marmaduke's Second Expedition into Missouri [April-May 1863] |\n", "| AR010 | Bayou Forche | Pulaski County, AR | 1863-09-10 00:00:00 | nan | 34.7545 | -92.2513 | Union | Advance on Little Rock [September-October 1863] |\n", "| AR011 | Pine Bluff | Jefferson County, AR | 1863-10-25 00:00:00 | nan | 34.2688 | -91.9315 | Union | Advance on Little Rock [September-October 1863] |" ], "text/plain": [ " battle_name locations start_date casualties lat \\\n", "battle \n", "AR007 Chalk Bluff Clay County, AR 1863-05-01 NaN 36.378952 \n", "AR010 Bayou Forche Pulaski County, AR 1863-09-10 NaN 34.754519 \n", "AR011 Pine Bluff Jefferson County, AR 1863-10-25 NaN 34.268790 \n", "\n", " lon result \\\n", "battle \n", "AR007 -90.417358 Confederate \n", "AR010 -92.251272 Union \n", "AR011 -91.931510 Union \n", "\n", " campaign \n", "battle \n", "AR007 Marmaduke's Second Expedition into Missouri [A... \n", "AR010 Advance on Little Rock [September-October 1863] \n", "AR011 Advance on Little Rock [September-October 1863] " ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.loc[df['casualties'].isnull(), columns_of_interest].head(3)" ] }, { "cell_type": "markdown", "id": "b21b02cc", "metadata": {}, "source": [ "Inspecting the full record of several of the battles with unknown total casualties on the\n", "CWSAC website reveals that these are typically battles with a small (< 100) number of\n", "Union Army casualties. The total casualties are unknown because the Confederate States\n", "Army casualties are unknown, *not* because no information is available about the battles.\n", "\n", "If the number of such battles were negligible, we might be inclined to ignore them.\n", "However, because there are many such battles (65 of 382, or 17%), an alternative approach\n", "seems prudent. Estimating the total number of casualties from the date, place, and number\n", "of Union Army casualties would be the best approach. A reasonable second-best approach,\n", "one which we will adopt here, is to replace the unknown values with a plausible estimate.\n", "Since we can observe from the text description of the battles with unknown casualty counts\n", "that they indeed tend to be battles associated with fewer than 100 Union Army casualties,\n", "we can replace these unknown values with a number that is a reasonable estimate of the\n", "total number of casualties. One such estimate is 218 casualties, the number of casualties\n", "associated with a relatively small battle such as the 20th percentile (or 0.20-quantile)\n", "of the known casualties. (The 20th percentile of a series is the number below which 20% of\n", "observations fall.) This is likely a modest overestimate but it is certainly preferable to\n", "discarding these battles given that we know that the battles without known casualties did,\n", "in fact, involve many casualties.\n", "\n", "The following blocks of code display the 20th percentile of observed casualties, and,\n", "subsequently replace any casualties which are ``NaN`` with that 0.20-quantile value." ] }, { "cell_type": "code", "execution_count": 16, "id": "a24905e1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "218.4\n" ] } ], "source": [ "print(df['casualties'].quantile(0.20))" ] }, { "cell_type": "code", "execution_count": 17, "id": "07942f20", "metadata": {}, "outputs": [], "source": [ "df.loc[df['casualties'].isnull(), 'casualties'] = df['casualties'].quantile(0.20)" ] }, { "cell_type": "markdown", "id": "e751e1bf", "metadata": {}, "source": [ "Now that we have casualty counts for each battle and a strategy for visualizing this\n", "information, we can turn to the task of visualizing the temporal sequence of the Civil\n", "War.\n", "\n", "We know that the Civil War began in 1861 and ended in 1865. A basic sense of the\n", "trajectory of the conflict can be gained by looking at a table which records the number of\n", "battles during each calendar year. The year during which each battle started is not a\n", "value in our table so we need to extract it. Fortunately, we can access the integer year\n", "via the ``year`` property. This property is nested under the ``dt`` attribute associated\n", "with datetime-valued columns. With the year accessible, we can assemble a table which\n", "records the number of battles by year:" ] }, { "cell_type": "code", "execution_count": 18, "id": "d8a0327d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "start_date\n", "1861 34\n", "1862 93\n", "1863 95\n", "1864 131\n", "1865 29\n", "dtype: int64" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.groupby(df['start_date'].dt.year).size()\n", "# alternatively, df['start_date'].dt.year.value_counts()" ] }, { "cell_type": "markdown", "id": "a7482058", "metadata": {}, "source": [ "Similarly, we can assemble a table which records the total casualties across all battles\n", "by year:" ] }, { "cell_type": "code", "execution_count": 19, "id": "ac72d340", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "start_date\n", "1861 16828.6\n", "1862 283871.6\n", "1863 225211.8\n", "1864 292779.8\n", "1865 60369.2\n", "Name: casualties, dtype: float64" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.groupby(df['start_date'].dt.year)['casualties'].sum()" ] }, { "cell_type": "markdown", "id": "1e590288", "metadata": {}, "source": [ "The tables provide, at least, a rough chronology of the war; that the war begins in 1861\n", "and ends in 1865 is clear.\n", "\n", "Additional information about the trajectory of the war may be gained by appreciating how\n", "dependent on the seasons the war was. Fewer battles were fought during the winter months\n", "(December, January, and February in North America) than in the spring, summer, and\n", "fall. Many factors contributed to this dependency, not least the logistical difficulty\n", "associated with moving large numbers of soldiers, equipment, and food during the winter\n", "months over rough terrain. By adding the month to our dataset and reassembling the tables\n", "displaying the total casualties by month, we can appreciate this." ] }, { "cell_type": "code", "execution_count": 20, "id": "e4a6eb9a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "start_date\n", "1861-04 0.0\n", "1861-05 20.0\n", "1861-06 198.0\n", "1861-07 5555.0\n", "1861-08 3388.0\n", "Name: casualties, dtype: float64" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.groupby(df.start_date.dt.strftime('%Y-%m'))['casualties'].sum().head()" ] }, { "cell_type": "markdown", "id": "0c27a1a4", "metadata": {}, "source": [ "All that remains is to combine these monthly statistics with geographical information. To\n", "this end, we will plot a monthly series of maps, each of which displays the battles and\n", "corresponding casualties occurring in a particular month. Consider the following code\n", "block, which employs many ideas and functions developed in the current chapter. (Note that this code might take a while to execute, because of the high number of plots involved, as well as the high resolution at which the maps are being generated.)" ] }, { "cell_type": "code", "execution_count": 21, "id": "21263bd3", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "findfont: Generic family 'sans-serif' not found because none of the following families were found: \"Roboto Condensed Regular\"\n" ] }, { "data": { "image/png": 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zJBAIEADkq1/9as/3vhXh9rVGt/bF02kOht104z/R7+g3v/lN3c+pLd55551V29/61rcSAOTUU08lq6urbHs8Hif79u1j38P647Y6g2JT09PTxGg0EgBEp9ORK664gvzzP/8z+e1vf1vjG1WSyWRYCsTbb7+9SisIh8Pk/PPPr9uGdevHbxcGxa4OHz7Mrjs9Pd3WMbQ9+eAHP8i2JZNJ4vf7CbCmd2YymapjVlZWamqk8XSaa2wHOyKkesxXKpXIscceSwCQu+66q2q/Ruk0r7zySgKAnHvuuSQajbLtkUiEnH322QQAufrqq6uOufrqqwkA8tnPfrbmfkqlEvF4PAQAefLJJ3t6ts3EINpUO23Ejh07CADy5S9/mW1bWFggNpuNqFQqctdddxFFUdhnMzMzrM5nI39q165d5Jlnnqn6rFQqkR/84Ac9PVc9NuUkHiGErK6ukosuuqjGGF70ohfVzb98++23EwBErVYTAORtb3sbOXToEIlGo+QHP/gB8fl8BAB5/etf3/IeX+i6COl0mkiSRIaHhxve22233VbzWT6fJxaLpaOOdSszSLZUr2Gs/KP2FQ6HiU6nI0ajkSwvL9c91yWXXEIAkHvuuYdtq5zE++EPf1hzzMGDB4lKpSKiKJKZmZmenmUzMoi2RAftxx13HNFoNMwB+sIXvkAAkDvuuIMQ0lwob4bX6yWiKJJEIlG1nX7XF1xwQU/PsVUYJNv64x//SAAQk8lUJRI88sgjBAAxGo11nTnaT/p8vrrFzz/4wQ8SAOT888+ve9zu3btriilvFwbJfl7otunmm28mAMinPvWpqu2FQoG43W4CgDz99NPdPdwmZ5DsjJCNm8QzGo1kcXGx5rhPfepTBAC54YYber73rQi3rzX4JF5nDJLddOs/dTOJl06nmTC6XignhJCnn36aCIJQV6za6gySTd1///1k165dNc+gVqvJBRdcQH7xi1/UHEP9rMoAqkrm5+eJWq0mDoejSuDs1o/fLgyKXT300EPsnuv9zvW46qqrCABy8803s22f+cxnCABy1llnVdlRM/gk3vNsdTsipHbM993vfpcAICMjI1W2VW8Sb2pqigiCQERRJM8++2zNuZ9++mkiimKNbvmzn/2MACCnnHJKzTE//vGPCQBy2mmn9fRcm41BtKl22ogzzzyTANU1h9/5zncSAOSd73xn3WMefvhhAqwFP1GWl5eJLMtEFEXy1FNP9XT/nbDp0mkCwAMPPIDjjz8ehw4dwg9+8AOsrq5idXUV3//+9xGNRnH55Zfjox/9aNUxdOltsVjEa1/7WnzmM5/BxMQErFYrXvWqV+H73/8+BEHA3XffjcOHD78Qj1WXxx57DHfccQfe9KY34YYbbsD111+PW265BbIsY3V1FdFotO5xl156ac02WZYxPj4OAFhYWNjQ+94qbDdbWp9CgP6dfPLJANaWAGezWezdu7dhHvy9e/cCAB588MGaz6xWa13b2rFjB84880woioLf/va3/XugLcR2syXK9ddfj3w+j69//esA1tLVSZKE1772tW0d/9xzz+Ff/uVf8Ja3vAU33ngjrr/+elx//fUolUpQFAWHDh2qe1yzPPqDxnaxrf/4j/8AsJbKsDKd5amnnooTTzwRqVQK3/zmNxsef8UVV9Stc0bTF9533311c5dfdtllUKlUvd7+lmW72M96jnbb9KY3vQkA8KUvfakqnct3v/tdLC0tYd++fdizZ0+fnm7rsV3trJ+cdtppcLvdNdt3794NgPvmzeD2xemG7WI3vfpPnfDII48gnU4jEAjgL/7iL2o+37NnD0466aS+XGsrsl1s6uyzz8b//u//4he/+AX+/u//Hueeey6MRiOKxSJ++ctf4uUvfzk+9KEPVR3zk5/8BABw5ZVX1j2n1+vFzp07EQqFcPDgwZrPu/XjB4HtYledQurUkPrZz34GALjxxhurUvRxWrNd7egv//IvccYZZ2B6ehr/3//3/zXd93e/+x0IITjzzDNxzDHH1Hy+Z88enHHGGTW65QUXXACfz4fHHnsMTz75ZNUxNJXmINYk3q421Qx6/6L4/HRYq/7vtNNOg9FoxOOPP45cLgcA+PWvf41CoYCzzjoLxx133Abf9fNsumSvsVgM+/fvRzqdxgMPPMAmpYA1oe64447DiSeeiI997GO45pprsHPnTgCAyWRi+73xjW+sOe+LXvQinHbaafjjH/+I//mf/8HExERP91nvBd+9ezfe/e53t3V8KpXCX/3VX7Us4JlIJGCz2Wq201zn6zGbzQDADGuQ2Y62dMcdd2B0dLThuY4cOQIA+PGPf9zSKVpdXa3Z1uzco6OjuP/++zE3N9f0vNuR7WhLlNe97nV4z3vegzvvvBN79+7FH/7wB7zyla+Ey+Vqeq1SqYRbbrkF//Zv/9awyCuAuoWsAWBkZKTp+QeF7WJbuVyOTbbUq1d2ww034O/+7u/wH//xHw3rmY2NjdXdHgwGIYoicrkcwuFwjW0Osi1tF/upx9Fum/bs2YPzzz8fv/rVr/Czn/0MF198MYDn6+TRunmDyHa2s37CffPu4PbF6YbtYjf98J86gdZIa+Y7jYyM4PHHH+/5WluN7WJTFJVKhQsuuAAXXHABgDXB9d5778X73vc+PPzww/joRz+KSy65BKeffjqA53WERiJmJaurq9i1a1fVtm79+O3OdrErh8PBti8vLzf0eSpZWVkBAAwPD7Nt09PT7Nyc9tkudtSIT37yk3jpS1+KT3ziE3jDG95Qdd+V0D6sUXsDAOPj43jwwQeraoKKoojXv/71uP3223HXXXfh//yf/wNg7Xu95557IMsyrr322laPt63Y7jbVCFoX0W63s220/3vxi1/c8nhaD/CFass23STej3/8Y6yuruJlL3tZlRFRduzYgTPOOAP33nsv7r33XmZIlS9xoxd6bGwMf/zjH7G0tNTzfdLZ+kr27t3btiG95z3vwT333IM9e/bgk5/8JF70ohfB4XBArVYDWIt0WlxcbChAVc4ac+ozKLZUSblcBgAcc8wxOPPMM5vue8YZZ3R8/kFlO9uSy+XCRRddhB/+8Id417veBaC+iLCez372s/jyl78Mr9eLf/qnf8LZZ58Np9PJIjDPPvtsPPjggw3bMJ1O184jbXu2i21973vfYyvH3/nOd9bsm0qlAKxF4R48eJA9Rz8YZFvaLvZTjxeibXrzm9+MX/3qV/jCF76Aiy++GE899RR++9vfwuv1Yv/+/W0+7fZjO9tZJ1Su0KwH9827g9vXGq3si1PNdrGbjfSfmtlUs2DPQW3LtotNNUKtVuOCCy7AWWedhd27d2N+fh4/+MEP2CQe1REuueSSqgmbegwNDXV594PHdrGrsbEx2Gw2RKNRPPTQQy0n8UqlEh577DEAa6tYKHz1XXdsFztqxL59+/CKV7wCP/vZz3DHHXfgIx/5SNP9u7Gj66+/Hrfffju+9rWv4VOf+hQkScI3vvEN5HI5XH755VWTOoPAdrepekSjUUxOTgIATjjhBLad9n9XXXUVtFpt03NQTeGFass23STezMwMAMBisTTcx2q1AgAikQjbdsopp7D/DofDCAQCNcfRGVej0djzfTaL7m6Hb33rWwCAb3zjGzj++OOrPkun030x9kFnUGypEnqvJ5xwAu66666Oj5+ammr5mc/n6+LOtjbb3Zauv/56/PCHP8SPfvQjOByOuilV10PbsC996Ut192+URpNTzXaxLZoKCgDuv//+lvvefvvtNdsbtT8zMzNQFAVarZaLBuvYLvbTiKPdNl166aUYGxvDT3/6U0xNTbFVeH/zN38DSdp0LvNRY7vbGUWWZQDPi+broRGXnP7C7WsNbl+dsV3sphf/qRub8nq9DT+jNBsPbme2i021wmg04qyzzsK3v/3tqsw8gUAABw4cwM0334xLLrmk4/NyP74+28WuRFHEpZdeirvvvhtf+cpX8JrXvKbp/t///vcRj8dhMpmwb98+tj0YDOKZZ57BgQMH6qb05dRnu9hRM26//Xb8/Oc/xz/90z81zIBCtUi6cqoe9LP1uuWuXbtw1lln4cEHH8RPf/pTvPKVr2Sa6SCm0hwEm1rP1772NRBCYLfbceqpp7LtgUAAhw4dwgc+8IG2U2PSQIYDBw707f7aYdOFWVHH8pFHHkGxWKz5vFgs4pFHHgFQPevr8/nYyqL/9//+X81x0WgUjz76KIC15Z0vNPQlqGfw//Vf/9VXQx1UBsWWKjn//POhVqvxq1/9CrFYrOPjY7EYywdcyeHDh/HQQw9BEAS85CUv6cOdbi22uy298pWvxMTEBIaGhvCGN7yBrQhuRrM27Je//GXddK2cWraDbc3MzODXv/41BEHA1NQUCCF1/2jb8p//+Z8s2qmSb3/72ygUCjXbv/a1rwEAzjnnnIGeSKnHdrCfZhzttkkURdxyyy1QFAX/+I//iK9+9atQq9X4m7/5m+4fYhuw3e2MQgf7zz77bM1nhBBWx4XTX7h9cfvqhu1gN736T81sanl5mT1HJS960Yug1+sxMzNTtz76s88+iyeeeKJfj7il2A42BbQneFLx1u/3s20XXXQRgOeDoTqF+/H12S52BQDveMc7oFKp8JOf/ATf/e53G+4Xi8Xwjne8AwBwyy23sLTiAHDhhRcCWAtKaFfzpAELg1pTEdhedtSIk08+GVdffTVSqRT+4R/+oe4+5557LgRBwEMPPYTnnnuu5vNnnnkGv//97yGKYl3dkmZ1+cpXvoLnnnsODz30ENxuN17xilf092G2AINgU5VMTU3hwx/+MADg7/7u76r6o276v5e97GVQq9V44IEH8Mwzz/T1XptCjjJ79+4lAMi3vvWtup8vLy8TvV5PAJBbb72V5HI59lkulyM33XQTAUBsNhuJxWJVx95zzz0EALHb7eThhx9m27PZLLnqqqsIAHLaaacRRVGa3uPIyAgBUHWObrnuuusIAPKhD32oavsJJ5xAAJBPfOITVdsffvhhMjQ0RAAQAGRycrLuva3fTqHf729+85ue732zM0i21Mge6vG2t72NACDnnnsueeaZZ2o+T6VS5Gtf+xpZWlpi237zm9+wa+zevZssLCywz5LJJHn5y19OAJBXv/rVPT3HZmUQbWl1dbWt/f/xH/+RACDXXXdd1fZXvvKVBAD527/9W1Iul9n2Q4cOkfHxcXad9W3RILVRhAyGbX34wx8mAMjevXub7lcqlYjL5SIAyI9+9CO2nfaTAMjf/d3fVdnTH/7wB2I2mwkAcs8991Sdjx535513dnXfW4FBsB/KC902USKRCPtOAZArr7yy20faMgySnRHS2Defnp4moigSlUpF7rvvPra9VCqR97znPcwm1tvcnXfeWXc7hfpYrdrI7Qq3rzW6ta9BtZ9BsJte/ae7776bACCjo6NVY7dwOEwuvPBCZlPr/aQ3velNBAB50YteREKhENueSCTIy172sobHbXUGwaYIIeS9730veetb30qeeuqpms+y2Sz5yEc+QgAQlUpFnn76afZZMpkkgUCAtV/pdLrm+CNHjpC77767alu3fvx2YVDsivKpT32KACAajYb867/+a9XvTQghTz31FDnllFMIAHLqqadWPS8ha+2M1+tl30c2m636fGVlhfzud7+r2rZv375tbUOEDJYdNRvzHTp0iKjVaiLLMpEkqa4GesUVVxAAZN++fVXPGo1GybnnnksAkKuvvrrutePxONHpdESWZfK3f/u3BAC57bbbenqezcog2lQ9vTyfz5P//M//JE6nkwAgL3nJS2rapZmZGWI2m4larSaf//znSbFYrDnPU089Rb7zne9UbXvzm99MAJBjjz2WHDhwoOqzUqm0IW3Whk/iPfLII+SMM85gfyaTiQAgO3furNpeyV133UVUKhUBQLxeL7n00kvJpZdeSjweD+swvve979W93m233UYAELVaTc4991yyf/9+1kn4fD7y3HPP1Rzzox/9qOpeZFkmAMjxxx/Ptu3fv7+r56dOzUc+8pGq7d/61reYoZ100knk6quvJi95yUuIKIrk2muvbThZN8iTeINsS80apfUUCgXymte8hjnnp512GrnyyivJa17zGnL66acTjUZDAFRN8FGB4KyzziKnn346MRqN5FWvehW54ooryPDwMAFAJiYmyOLiYsf3vhnhttS7UP7AAw8QtVpNAJBdu3aRq666ilxwwQVElmWyd+9ecvbZZ9dti7ZzG0XI4NmWoihkdHSUACD/9m//1nJ/GmRQGRBA+8mbbrqJaDQasmPHDnL11VeT8847jznvt9xyS825tuMk3qDZTyUvdNtUyd/8zd+w+7n33ns7fpbNziDbGSGNfXNCCLn11lvZvb7sZS8j+/fvJ8FgkJhMJvKWt7ylrs3xSbxquH31174GxX4GzW764T/l83kmlttsNnLppZeSl7/85cRms5HjjjuO7N+/v66fFI/Hycknn0wAEIvFQvbv308uv/xy4nA4yMTEBHnVq15FAJCvfe1rbT3LZmXQbIry1re+lfkwIyMj5NJLLyXXXnstOf/881mwuEqlIp/73Odqjv3Tn/5EgsEgE2f37dtHrr32WvLKV76S7NixgwCo+c669eO3KoNqV5XccccdzNd2u93ksssuI1dffTV50YteRARBIADIeeedRyKRSN3jH374YSaoDw0NkVe96lXkNa95DbvX9f3gZz/7WQKAmEwmcvnll5M3vOEN5A1veENVEMJWY5DtqNWY75ZbbmH71NNAV1dXyfHHH8/aqVe/+tXk1a9+NbHZbExfD4fDDa9/7bXXVp3/ySef7PgZNiPcpkAuv/xyct1115HrrruOXHnlleTcc88lBoOBACCCIJA3vvGNJJlM1j3Hr3/9a2K32wkA4vF4yPnnn0+uvfZacvHFF7MAl6uuuqrqmFwuRy6++GICgEiSRM4991xyzTXXkPPOO4+1cf1mwyfxKlf4NPtbzyOPPEJe97rXkdHRUaLRaIhGoyHj4+PkDW94Q1XEUD2+853vkJe+9KXEarUSWZbJjh07yNvf/naysrJSd386+G72NzIy0tXz08mUO+64o+5389KXvpTY7XZiMBjIySefTP7lX/6FlMtlPolXh0G2pUYdWDPuuecectlllxGPx0PUajWx2+3kuOOOI9dffz353ve+RwqFAtu3UiBIpVLktttuI6Ojo0SWZeLz+citt97atrC6FeC21LtQTgghjz/+OLnkkkuIy+UiWq2WHHvsseQjH/kIyeVyDdui7dxGETJ4tvWrX/2KACBarbYmQqsejzzyCHP2qA1WTsY98sgj5NJLLyU2m41otVpyyimnkC9/+ct1o7i24yTeoNlPJS9021QJDbQ67rjjOn6OrcAg2xkhzX3zcrlMPvWpT5FjjjmGyLJMHA4HufLKK8mBAwcaTtbxSbxquH31174GxX4GzW764T8Rsrbq7uabbyZer5eo1WoSDAbJ2972NhKPx5v6SYlEgrzzne+sGu/ddNNNZHV1lZx33nkEAPn5z3/e1rNsVgbNpiihUIj813/9F7nxxhvJKaecQtxuN5EkiRiNRnLccceRm266iTzxxBMNj4/FYuQTn/gEOeOMM4jZbGb2ceaZZ5IPfOADNcd268dvVQbVrtZz+PBh8va3v50cf/zxzE78fj+54ooryPe///2Wxy8vL5N3v/vd5LjjjiM6nY4YDAayc+dOcv3115MHH3ywat9yuUw+9rGPkd27d7OAdKAzbWyzMch21GrMt7i4yCZeGv3OyWSSfOxjHyMnnHAC0el0RKfTkRNPPJF8/OMfJ6lUqun1f/nLX7Jzn3baaR3f/2aF29Tzf4IgEJPJREZGRshFF11EPvrRj5IjR460PM/i4iJ573vfS0466SRiNBqJRqMhIyMjZO/eveT2228nhw4dqjmmXC6Tu+++m7zsZS8jNpuNqNVq4vP5yPnnn0/+7//9vx0/SyuEPz8wZ4M47bTT8Oijj+Lb3/42Lr/88hf6djgcDofD2VRcf/31+MpXvoI777xzIItKczYff/mXf4nvf//7+MIXvoCbb775hb4dTp/hvjlnI+H2xdnKxONxjI+PIxqNYnl5GcPDwy/0LXE2OdyP53A4HA7n6CC+0DewnfnNb36Dxx57DGq1Gnv37n2hb4fD4XA4HA6H04RHHnkE99xzD4aGhvD617/+hb4dTp/hvjlnI+H2xdkqPPLII1AUpWpbOBzGDTfcgEgkgksuuYRP4HE4HA6Hw+FsIqQX+ga2IzfffDOeffZZ3HfffSCE4LbbboPD4Xihb4vD4XA4HA6HU4e//uu/RiqVwk9+8hMoioKPfvSjMBgML/RtcfoE9805Gwm3L85W47LLLkOpVMLxxx+P4eFhLC4u4rHHHkMikYDf78fnP//5F/oWORwOh8PhcDgV8Em8DeC///u/kc/ncdJJJ+Gv//qvcdNNN73Qt8ThcDgcDofDacC///u/QxRFjIyM4IMf/CBuueWWF/qWOH2E++acjYTbF2ercdttt+EHP/gBnn76aUQiEUiShLGxMVx66aW47bbb+Co8DofD4XA4nE0Gr4nH4XA4HA6Hw+FwOBwOh8PhcDgcDofD4WwyeE08DofD4XA4HA6Hw+FwOBwOh8PhcDgcDmeTwSfxOBwOh8PhcDgcDofD4XA4HA6Hw+FwOJxNBp/E43A4HA6Hw+FwOBwOh8PhcDgcDofD4XA2GXwSj8PhcDgcDofD4XA4HA6Hw+FwOBwOh8PZZPBJPA6Hw+FwOBwOh8PhcDgcDofD4XA4HA5nk8En8TgcDofD4XA4HA6Hw+FwOBwOh8PhcDicTQafxONwOBwOh8PhcDgcDofD4XA4HA6Hw+FwNhl8Eo/D4XA4HA6Hw+FwOBwOh8PhcDgcDofD2WTwSTwOh8PhcDgcDofD4XA4HA6Hw+FwOBwOZ5PBJ/E4HA6Hw+FwOBwOh8PhcDgcDofD4XA4nE0Gn8TjcDgcDofD4XA4HA6Hw+FwOBwOh8PhcDYZfBKPw+FwOBwOh8PhcDgcDofD4XA4HA6Hw9lk8Ek8DofD4XA4HA6Hw+FwOBwOh8PhcDgcDmeTwSfxOBwOh8PhcDgcDofD4XA4HA6Hw+FwOJxNBp/E43A4HA6Hw+FwOBwOh8PhcDgcDofD4XA2GXwSj8PhcDgcDofD4XA4HA6Hw+FwOBwOh8PZZPBJPA6Hw+FwOBwOh8PhcDgcDofD4XA4HA5nk8En8TgcDofD4XA4HA6Hw+FwOBwOh8PhcDicTQafxONwOBwOh8PhcDgcDofD4XA4HA6Hw+FwNhl8Eo/D4XA4HA6Hw+FwOBwOh8PhcDgcDofD2WTwSTwOh8PhcDgcDofD4XA4HA6Hw+FwOBwOZ5PBJ/E4HA6Hw+FwOBwOh8PhcDgcDofD4XA4nE0Gn8TjcDgcDofD4XA4HA6Hw+FwOBwOh8PhcDYZfBKPw+FwOBwOh8PhcDgcDofD4XA4HA6Hw9lk8Ek8DofD4XA4HA6Hw+FwOBwOh8PhcDgcDmeTwSfxOBwOh8PhcDgcDofD4XA4HA6Hw+FwOJxNBp/E43A4HA6Hw+FwOBwOh8PhcDgcDofD4XA2GVK9jU899VRHJwkEAgiFQpAkCaIoQq1WQ6VSQaVSQRSfnyckhLB/6Z+iKCgWiygUCpBlGRqNBktLS21d1+PxYGhoqGZ7LpfDoUOH2r7/4eFhDA8PV91rPXK5HBYWFuByuZDP51EsFpFMJpHL5dq+FkWr1cJsNmNlZQWCIMBms8HlciEUCiESicDtdsNsNkOlUnV87s1IJzal1Wphs9mQSCQgiiIkSYIkScymBEFg+1balKIoIISgXC4zmxoaGsLq6iry+Xxb156YmIBOp6vZHo1GMT8/3/Yz7Nixg70HjVAUBel0Gul0GlqtFuVyGblcDslkEqVSqe1rUUZGRjA3N4dyuQyVSgWfzwej0YipqSmUy2X4fD7o9fqOz7sZ6bSN8nq9iEajEEURKpWqxqYo9dooQgiKxSKKxSJKpRLcbjcmJyfbuq7BYMDIyEhN21IulzE5Odl226FWq7Fz504IglBl/+spFotYWVmB0WhEuVxGuVxGKpVCJpNhz9YJwWAQMzMzANbeS5/PB0VRMDc3B7PZDIfDAbVa3fF5NyOd2lQwGEQoFGL9XLv9nqIoVf2e0WhEqVRCJBJp67qBQAAWi6VmezqdbtsuAcDn88FisbTs97LZLJaWljA8PIxCoYBCoYBkMtl2m1qJzWYDIQSxWAyiKMLlcsFms2FxcRGJRIK1Wa3uaSvQqT2ZzWZIkoR8Pt+036u0JwBV/R79fVwuF+bn59vuR3bu3AmNRlOzfXV1FcvLy20/wzHHHMPa2EaUy2XWx6lUKiiKgkwmg1QqhXK53Pa1KGNjY8zu1Wo1fD4ftFotpqamIIoivF4vtFptx+fdjHRqU36/H+FwuKqNojbVjm9eKpWQz+chCALsdjvrC1oxNDQEj8dTs71QKODQoUNQFKWt8xiNRgSDwZbtQT6fx+LiIhwOBwqFAkqlElKpFLLZbMf9HrWZubk5dg9erxfpdBpLS0twOByw2WyQpLrDpy1HJzYliiL8fj/r96gvRf9t5ZsrisLaKJvNhmQyiWQy2da1R0ZGYDKZarYnEom27ZKeR6/XN22jCCHIZDKIRqMwmUzsPUgmkygWi21fi+L1ehEOh1nb7vP5YDKZMDMzg3w+D5/PB4PB0NS32yp02ka5XC6kUikAqPHNRVGEIAhV7/D6fq9UKqFQKKBYLMLj8bTtA0mShB07dtS8x4QQzM/PIxaLtXUeQRBw7LHHAkDTdqpUKiEajbK+vFwus/Ffu+1hJaOjo5iamgIAyLIMj8cDWZYxPT0NrVYLt9sNWZY7Pu9mhGtS9eGaVPdwTaoWrkl1D9ek6sM1qe7hmlR9uCb1PD2PQulgSJZllEollEol5HI5lMtlZhjtkk6nEQwG294/EonAYrHUOOG0MWy30zGZTE1/ICqO0Y6nE6NsxPDwMFZWVgCsvUgqlQrLy8uQZRljY2PQaDTbYkDXDV6vl71QiqIgm81CURRmU500/KlUCrIst/1yZ7PZug5TJ4INfeGbOUu04Zmenm77vK0QRZGJoOVyGYQQzM3NYWhoCHq9ftt0bN1gMBjYYLlYLCKfz1fZVCd0IuJkMhkUCoUaEVmlUsFgMLTtMA0PDzd1lgghKBQKWFlZQTweRzQabfseG2E0GpHNZqu25fN55HI5BAIBaLXaTduxbTROpxOKokCtVqNUKqFYLFa1U520Ufl8Hm63u+39E4lE3T6rkzZKpVJBp9O17Pfy+TympqbY4K5XLBYLZmdnAawNGAVBwMzMDHO+600kDQpOpxOhUIi148ViscqP6sSmstlsR/5DPp+v+9130mfYbDYAaNnvZTIZNkHSDyrbbzpIXFpagsvlgk6n2zaTLZ0iSRI0Gg1kWWb21Eu/R3/fdojFYhgaGqoRkdVqNbRaLTKZTFvnGRoaatpG0f6cTobQyYBecDgcSCQS7P9VKhXi8TgIIRgdHYVWqx1Y39zv9yOXy0GSJGZTtH3qtN8jhMBsNrc9iZfJZGA0Gmu++07eb1mWIcty0zaKChlTU1NscN8rGo2GjUFoWz49PQ2r1QqDwbBtJlu6wWw2I5fL1fjm1KY6gU6SttO20YnZ9fYjCAJ0Ol3bv/vw8DAbw9eD+ubxeJyN+XtFrVZXjUPo9xUOh1nQyqD2e1yT6g6uSTWGa1LdwTWpxnBNqnO4JtUYrkl1x1bXpHr28kqlEgRBQDwe78f9dASNPKrnhLf7ItOomkbkcjmsrq5CluWuogYasf5cDocDhJCBdbwroQ1Qu4P7VufqZICcSCRgt9trtnfivDYblNOGh0bP9ZNKmzKbzdDr9TAYDNym/ky/2qhOhap8Pl93JUgnzkazAVSxWEQsFkMsFqsbqd4ttEOj+P1+iKIIi8UysIM5SiaTgSzLfbEpRVE6soV4PA6Xy1XTxnTym0iS1HAARQhBLpfD8vIyTCZTV1Hizah8f6xWK1uBNujQFWmFQqHnc5XLZUiS1PbgLpvNwmw293TNZoNyuvpucXGx7gqtXqi0J6fTCb1eD6PRuG0ixrvlhfTNqchYr43q5HdpJvLk83lEo1EUCoW+/tblcrmqLaWD2UEWnChU4Kmc5OwWGp3fLvF4HA6Ho+aYTvo9nU7X0Denq+8WFxdht9v7Ot6rRJIkmEwmGI1G3u/9mWQy2Rc/g/pS7Z4rl8vBYDDUbO/EprRabUM7LpVKSCQSWF5e7kgUa8X6Nsrv90OWZZjN5oH3zbkm1R1ck2oM16S6g2tSzeGaVGdwTaoxXJPqnq2sSdW9S7/fX7Mtn89jdXW1ZnuhUOirI5HJZOD3+7G8vMwEKBpRTP9UKlXVsuL10AjRdnA4HA1/rGw2yyKdtFotrFZr28tLW0GNfnZ2FoQQTE5Owul09iykbVbW25QgCFhZWakbjZROp/v2AqVSKYyMjECW5aqUGDRNhlarhSzLLGWLIAgolUo11+8kIrTeoBBYayji8ThLgdBN6rBmFItFDA0NIRwOs/QHPp9vyzRGnVCvjVIUBQsLC3X372ejHw6HMTo6ikgkwsQsURRZ+1QZBdtoEEQIqYkoaoRer28YDVIoFDA/P88iUoaHh7t5pLrkcjl4PB5EIhGUSiVMT09jaGgIDoejb9fYTNSzqXQ6XTeCLJVK1R1YdQNNjeHz+bC0tMTaBUmSoNVqmV2JoliV/mA9nbQnDoejoZOWyWQwPT0NRVHYPXSTnqceqVQKbrebvaeTk5NwuVwwGo19Of9mop49CYKAxcXFuhHZ/ZyMiEQiGBkZQTqdrvLbaH+n1WqhVqtZv9fouu3aFF29UA9FURAKhdh99NsBF0URRqMRqVQKKysrSKfT8Pl8fb3GZqGeTRWLxYYpT/v5XcfjcZauha6kE0WRTYxoNBpIksTaqHrtC03P1A42m63hoC6fz2N6epq9My6Xq+3Vfa1IpVLweDwsvevU1BSGh4dhtVr7cv7NRj3fPBaL1RUsU6lU3bQ53VAsFlnq0kq/ja6Wo21VZb9Xb+Kvk37ParU2FBaSySQbj5VKpY4mg1qRzWbhcrmwvLyMUqmEqakpeL3egfHNAWBhYaFnv6UVoVAIfr8fiUSCjdWpb17Z7wFrflej9qXdQBq6srgedEV4P1ZyrkdRFPY8uVwOs7OzsFgscLvd21LM5JrUGlyT6h9ck+KaVD/hmtQaXJPqH1yTWoNrUo2p25LWS3VkMplYbYpCocCWZndbI6ARoVAIgiBgYmICmUwG5XKZ5bxPp9OIx+NVhlEv1UGrOhiiKLJISI1Gw1IsiKLInq9UKmFxcZFdK5fLweFw9M1hot9bMBjE0tIScrlcX7/HzcZ6mxIEAcPDw9DpdOz7V6lUKJfL0Ol0fUkPQaFpayYmJqqWr9MUJ8VikdmLSqXCjh07qo5XFKXlUnBZlmGxWNhyYLqEWa1Ws8iXfD5flcM8n89DluW+rLwAgPn5eQwPD8Pn82F+fh6ZTKbvgulmoV4bJcsy/H4/1Go1q+OjVqv7EjVeSS6Xw9TUFEZHR2GxWFAoFNggLZfLIZVKVYn0dHVI5eCa7tcMvV4Pq9XKIi7pOWlalmKxiGg0WrWkvJ+DV0VRmNiUSqUQjUaRSqUwNDS0LYWCejZltVoRDAYhCAKKxSKrf1AsFvuSuo2ytLQElUqF8fFxpFKpqjaKfveV7/LY2FjNOVqJ2DRizWAwVPV7NF86rSszOzvLrpVKpeBwONquCdKKUCgEo9GIkZERzM/PI5vN9n3guFmoZ0+iKMLpdEKr1aJUKjGntFgsQqfTtT2IagUhBFNTU3C5XBgbG2NpNQqFAvL5PLLZLEqlEmsvtFotDAZDlUBeLBYRDoebXker1cJisbAUg5X9Hr1eJpOpEtv6/XtPTU3B4/HAaDRiaWmpb6s6NiP1bEqn0yEQCEClUlX55olEoq/fdSKRQCKRwMTEBHK5HEqlEltxl81ma65Xr95JNptt6ecajUZYLBbIssxSVdEVfLQGyOrqKvObyuVyX1PoUD/N5/MhGo12XWthq1DPpoaGhmr6PSr+dFIjsxXz8/PQ6XTYsWMHUqkUEw/y+TwSiQRrIynrfXNCSMvVEZIkwWq1sgkcmq6KClm035ubm2PtYSqVgtFo7JvvuLS0xHyJ2dlZ1v5uR+rZkyRJcLvd0Gg07L2VJAnZbLavk6V0gjQQCMBkMiGfz1fVis1kMlXtj9VqhV6vr2o/8vl8y3G+Tqdj4z0AzD+n9kX9tsoJvH73SbTfy+fzCIVC7P3ZjnBNimtS/YZrUlyT6idck+KaVL/hmhTXpFrRdjhEvQLkNIqyUSRat1AByuPxYGlpqWmjv7i4yCJXgLWXPJFIQKfTwWAwQKvVspli2jnRovcLCwssGs9ms7Goz8XFxbrOS78dZDqTTBvC7ewwrYcQwgooV36vsiwjEAjA4XD0VSyIxWLQ6/XIZrNNlxuXy2XEYjE4HA7WKdDBn9FoZClwKm2KOkPxeJyJlSaTCTqdDnq9HplMpm4thFQqBavV2rc6CcCaTVUKsdtVKKhHoVDA3NxcjU3Z7XZWOLif38fU1BRGRkYQiUSavrurq6swGo1VgmY2m4UsyzAYDMyZoiJZpfhN2z9RFDE0NASVSgWNRoNwOFy3w+5350MFLypi0rztg5KqjqaEqESlUsHv90On0/VtAA2sfdfz8/OsTWjW36ysrCAQCDAhslwuIxqNsnQlGo2mpo0qlUpIJpNs8KfRaGCxWNi+lQIBpV4EaK9kMhnY7XZ2rUFqoxRFwdLSUk0bpdPp2ORFP9NALS8vIxgMIplMNs0fT4vXV642KhQKUBSFpcGh/R4ANijN5XKs/RMEgU2+6PV6JJPJupOAtC/t54BjveiwlZzwXslms5idna2yKUEQ4HQ6mU/bT+FkcnISgUCgKkKzHktLS9DpdGx8QAhBOp2GVquFXq+HTqdj90xrPBWLRaTTaSwuLrJ+ZmhoiKVaWV5erhuB2W9hiPbntN+jIux2FArqEQ6HEYlEqtooSZIQDAYxPDyMmZmZvl0rm80iEolAFEWEQqGW9+XxeNikS7FYRDweh9FohMFgYAJlZb9H06DRc9M+Uq/Xo1AoYGlpqaavzWaz8Hq9fRXbaLtHrzVIbVSpVMLCwkJNv2cymWCxWNg4qV/Mzs5iZGQEsVisacR2LBaD1WqtirqmdfVMJhMMBgOLNqeBBDQIZnV1lQUQ2Gw2SJIEnU6HaDRatw+naRb75e9QUZ62VbSG7qD45lyT4ppUP+GaFNek+g3XpLgm1W+4JsU1qUp6+iYURcHc3BxcLlffnfBSqYSlpSW4XC4sLi423I8O+mVZRrlcRiqVYg5cIpFAOBxmhjc8PIxwOFzjgBWLxbY6rX4KBaIowufzYXl5eaAGc+tZ3yjQYs2NUrL0wsLCArxeL7LZbNNIo9XVVZhMJmi1WhZtZ7fbkc1mEQqFql5wn89X1z7rDTDWU69mTC/Isgy73V5VmHhQRKdK1ttUJBJBPp+Hy+WqijrrB7Ozs/D7/U1FLZqygi4/p5F3BoOBOfC0bdFoNDCZTDVilqIodVPHrIcWwe7Xih673c6ct8rnGWTK5TJmZmZYPvZ+9guZTAaEEDgcjqa/dzqdRjabhclkYgKA2WxGLpdDLBarcuA9Hk/dNiqfzx/1fk+lUiEQCFStehhE6onGk5OT8Pl8fa/lMjMzg5GREWZbjVheXoZer4csy8jlcsjlcrBarSwlZ6WfEggEamyKENJW6rB0Og232923STy9Xg+9Xs+KUw8qlb8tIQTLy8soFAqw2WwtV1R2gqIomJ2dhdfrrRspSqH+OPVxUqkURFGEVqtlKWHoPZvNZpRKpZoxRLlcbquNoqkZ+9FW0dWy8Xic+YmD2Fatf+bKVU79JhKJwG63w2QyNfWbo9EorFYrDAYD881tNltVMAHF6/XW7fcymUzLsWqnE7bFMsETSzk8s5pDuqhAVokIWNQ406+DSaOCWq2Gz+fD1NQUO4b75mCrXD0eT9W4pR9MT09jdHS06juvx+rqKqtrR8eGFosFmUymalW3KIpsEqcSRVHaal+TySQsFkvf2mKz2QxRFF+Q2m+bFa5JdQ/XpNbgmhTXpPoN16S4JrWRcE2qe7a6JtWX6cxwOAyv19vX6Eyg/R+K5quORqNNIyczmQz0en3X4lG/crHabDbY7XZkMpmqc61PPTSo0LopGo2m72mM2hmc0wjHcDiMUCjUNKKl15e+Hw4Tdb51Oh0OHjxYtb2fDtlWJp1O9zU3N6XdNiocDsNmsyEajTYdxOfz+Z7zew8NDTUVV9tBq9XC5XJBkiQcPnyYbacRx4MOIQSrq6stB/TdnrsdaPHo9ekr1lMoFHqK+GuU+75TXC4XzGYzqwtE6XfU9FalVCr1vRYThfZ7zWyLpiqMx+MIhUJNhZxe7k8QhL7YlCRJ8Pl8kGW5qt+jNbU4a5MeY2NjfZ3E6wQabR6JRJpO8GazWdhstq5FV0EQ+jJZaTQaWf9bKdY3q6U2SCiKgng8znyZftLuxBmdNKFCWLP9eqFRvbRKCCH49ZE0fnowiZV0Gcq69vW7/5vAK45z4eZ945ibm61qf/vVr251+l3DrJJ2zptOp1EsFhGJRLC6utrwGEVRemoDBEGA0WjsuY2SZRlutxuyLOPQoUNsu9FobMtmBwGuSXUG16SawzWpzuCaVGu4JtUZXJNqDtekOmc7aFJ9sfxSqQRBEPpabBBA3ai3emQyGQiC0DL1SS6Xg9Pp7NphojmmO31GvV4Pm80GQRBQLpdZh10pktH0Qpw1QqEQxsbGqgYp/UCSpLacsGKx2FZD2EvEGo1K7+Y4mkeYFhStrAtA78ntdvNBXQXJZBIul6uvKTGMRmPL6DZKOp3ecDGVFp3tFBoxJ0lSlU1XOoSiKG7bIufdkMvlGhYM7wWXy9VWVHo6nWb1qJpB0660s0qqHmq1uuUKiXrQ9JAAWLqLyjpswJo4zsXM51ldXcXo6CiOHDnSt3OKolhTW6oR+Xy+rfaxF4G8l37PbrdDq9Wy6xNCWEozus3tdg9MapV2yOVyfU/TOjQ01FZflsvlkE6nW7Y9xWKxJ3FHo9FApVJ13L9qNBqW2qiy36v8b7VavSHt/FYlFothx44dfZ/EM5lMbYnu+Xy+ZmVwo/16EV21Wm1ToUEhBF//Uxy/OLQ2njTJItSqtZSLKpWIkkKQypXx3SeWcXA1izefYQXt6YaHh7mYWUE4HMbIyEhfV+PRlM/tkM1m24oA70UgV6vVXfV7kiTBbrezGqEUOqlI76ky3d6gwzWp5nBNqnO4JtX8OK5JdQ7XpBrDNanO4ZpUc7ajJtW36evl5WXY7XYsLCz0fC6XywVZlhGPx9uaqaUpg1pRLpd7mrHP5XJtdXDUUKiDlMlkWI0Po9GI0dFRxGIxaLVajI+Ps2fkndvzlMvlvkU8qVQqeL1eVo+oHdqtX5DNZrtO26EoCkqlUsvjac0FWnC5VCohkUgwEWX37t3IZrMoFosYGRkBIQSZTAYGg4EP6ioIh8MYHx/vy7msVitMJlPby78BsDourehFKEgkElV1rRqh0WhYBBN912haDlEUsWfPHoTDYZTLZUxMTKBUKqFcLm+pCJWjwerqKux2e1/ykPt8vrbqAlGy2SyMRmNLhymXy8Fut3ftMBUKBZjN5pYOk9lshtlsZhMr6XSa1fhwOp2w2WxIJpMYGhrC8PAwS4HHo+iehxYk7wcajQZOpxPlcrntQWK7/UUvKwZpFHGr4yVJgs1mg1arZbV/EokEez+OP/54RKNR5HI5jI2NoVwus/6Y8zzLy8sYGRnpyySew+GATqdDJpNpOz3O0ej3MplMW/2eTqeDzWZjwlIul8PKygrK5TLUajWOOeYYluaT9nuKovAJl3WkUqm+pUgKBAKsHlE70Not7QgF1EfrhkKhAKvV2rA//tXhFH5+ZAWi9TEY1EboCi+CQESUywoKhbU2zqqXUVIInpxP4K4nJHzist0o5PPQ6XRtvxeDQDqdhtPp7Mu5DAYD7HY7S3/YDu32e70ErySTybZ+c1mWYbPZoFarWS2iWCyGQqEAQRBw3HHHIRKJIJvNYmxsjNUH4hMu1XBN6nm4JtU7XJN6HqpJabRaPL2QxEI0C0M8gqAxAlEQuCbVJlyTeh6uSfUHrkk9zyBoUn2702KxWFUcuhfUanXH9U3abYx6jSBfv4ydRgIYjUaoVCoYDAYoigJJkvDcc89V5blWqVQsyt5oNCIej2NkZITlTudUUygUGubO7QSLxYJIJNJ0ee96stks1Gp1Ww5TL2mgMpkMq79AoYM4uuLAYrEgn89DpVLh2WefrTp+aGgIkiRhenoafr8fqVQKDocDarV6SzVER4u1KGlVz++b2WzuOFXL0RAKtFpt3Q6UDuKoXVBhfHV1taaDPuaYYxCPxxGLxaDT6UAIgclkGqgi5+2Sy+UQCAR6dpjohEYn+fELhULbKb96GTjVe1foII4WwDabzSgWi1Cr1XjmmWdqVrI4nU48++yzcDqdCIfDCAQCUKvVWzIH+UajKEpfnPChoSEsLS119N62KxT0mgaK9nuVq3noII72e2azmU1qVqZPAQC/349yuYyFhQX4fD7WD2s0Gt7vrYNOQvUjTatOp9sw37yXtoAWSl+P2WyGyWSCJEls4kQURUxOTlb5g4Ig4JhjjmHCZi6Xg16vh9FobFqrZlDJZrNwuVwt6421gk4IdxINTifnWgkFvaaByufzNQIRDSwQJBm/+tWfQOy/QFH/J8SxFtGry53O9hVFESqVCoVCFiatCn+YjOC5UA4neM18Aq8B/ahjRlN3ddLWtesf9ZIGSqvVIpPJ1KwO0+v1sFqtkGUZgiDAYDCwumrrJ6AmJibYqsHh4WGUSiWYzWZotVpuU+vgmhTXpPoN16Se16RmVuP4wD3P4YnpMAoKgSwKmLDLeM+FE1yT6gCuSXFNqp9wTWqwNKm+eX00qrUf0WDdRL4eDYdJkiQoigK32w2/3w+v14uRkRHk83mk02no9Xpks1lWAN7n88Hj8VTdIyEE4+PjrED70tISyuXyllq+ebRYXl6GyWTq+TyRSAR2u72jY6hI2Ype00ABa+Klz+eD3++Hx+OBx+NBLBaDLMss1UIymUQmk8Ho6GjVfVG7NxqNrBh2LBaDIAh8UFeHpaUl+Hy+ns+zsrLSc57wRuTz+a5tSqvVIp1OIxgMVrVRGo0GkUgEer0e5XIZhUIBc3NzMJvNCAaDVecolUqwWCwsom9ubg6ZTIY74HXI5/MghPT8rimKArVa3bFj027awF76PXoNr9fLbCoYDLJaMnRFBrWpYDBYleuf2s3Y2BgSiQTUajVCoRAIIXyFSx1mZ2f7UithaWmp49UNmUymLV8kl8t1LZDRCRebzQa/38/6PZfLxaLBVSoV8vk8otEoFEVhwlIldPCrKAoWFxeRTCZ5lG8DotFoxz5QPdLpdMc+Wbu/SS8iBk2bWNlG0VUq8XgcBoMB+XwepVIJk5OTcDqd8Pv9VfdYLpeZ70VXcNCUjJxq4vF4X1Zp0MjdTqAD842GTvhW+uZ+vx+JRAIPTsWxmipAUqcBKCAoQZTzVf0xtXu1Wg2NCsiXFHzn4bWURNyXqmV2drYvvvnCwkLH/V67NkVXk3SDTqdDOp1m+gG1Kyro6/V6EELYSgpZljEyMlLlW5bLZeh0OrY6YX5+HqlUio/16sA1Ka5J9RuuSa1pUtlsDu///lN4dCYKo16G06CGVhLwbCiPf7p3DopCuCbVJlyT4ppUP+Ga1GBpUn19A2KxWFsRkq2gNVw64WgIBTTlS+X9ud1uaLVamM1mPPPMM7DZbFAUBVqtlhnHyMgI1Go1Dh06xO6TDhqWl5dRLpcRDAZ5HZc69CsKutPfvVQqtS0UdDtzT6OqaFFNeh6fzwen04nl5WUkEgmMjY0hHA7D7XZjaWkJw8PDcLlcyOfzbDmyWq1GLBbD8PAwFhYWEAgEWO5fzvP0q5iwyWTqONKNRqm0ih6i+aK7iaShnVEymWTvjizLsFqt8Hg8OHjwIIrFIvx+PwRBQDabRT6fx8jICCRJwvz8fE1toEKhgMnJSezYsYMP7OqQSCR6WpVEIYR03JYcjUg6QghL+UJtw+/3w2g0QhAEHDhwAF6vl/X/kUiEpegRBAGTk5PsXlOpFPx+Pyty7Xa7+cRLHfrR70mS1HGkYjabhdVqbRkh3EsaKK1Wi3w+j0gkgmKxyGze6/XC7XZjZmYGmUwGIyMjSCaT0Ol0rGC3JElIJpPsPtVqNVKpFAwGA2ZmZjAyMtIXkWW7EYvF4Ha7ez6PVqvtuA5Bu1DBtZvxgyAICIfDUKlUzObNZjOrGfTss8+y2lIajQaZTAaEEOabT05OMjuk7XAmk8H09DQmJia4WFCHXC7Xl9Wd3Rzf7lipW9+cPtfS0hIURWH36Pf7Ybfb8cCjR1AsleAovAIxUoYkGCGnTkWqqEAQRJi0KpT+bIeCAJQVBXqNhN8dCiMWj8PZBx90u0HTY/WKTqfrOO1dOp2GLMst+0safNJNamJZlpFMJpFIJKr6d4/HA6/Xi8OHDyOfzyMYDKJQKKBQKCCRSMDv90OSJITDYXZ/ays819JrTk1NYXx8nKeRrgPXpLgm1W+4JpVASjOEZ5ZSsGjVUEOBpFZDltVQSSU8s5TCUwtxDHFNqi24JsU1qX7DNalaTUrQCLgncQ8Oxg7CJbjw/sD7IQvyltek+joyTaVSbeW+rbmJiqW0Wq2W1aHYCLrNF+1wOBAKhaoGdMBahLPX62VCpdVqxczMTE0HPTExAWDtOzIajRBFEblcDn6/nw1euMNUSyaTgSzLHTtOGo2GCU70Ze6UjU4D5fV6MTMzU3O8KIpIpVKsKDYhBMVikaXzmJ2dhU6ng9vtRrFYRLlchsvlwrPPPgudTgefz8dFpwbQnO+dIooiS8dVLBah1+uxurra0TmoLbdymAqFQlcRVRqNBoVCoeb8hUIBJpMJk5OTUBQFTqeTiQnUxiKRCEZHR1EqlZDJZKDT6WAymRCLxTAyMoJCobBhbfJWh+Z879RhoineaH7vTovTA50JBd0Irl6vF4uLizX9WTKZXEup8uf0HRqNBtlslvWrVOTasWMHgOraHaVSiUUe9loTZLvSrVBAi4gnk8mu0v6USqW2f49u+z3qI61HlmWsrKwgk8mw9DK5XI7tOzs7C7vdDq1Wi3g8ziLQp6amEAwGYTabuQ/VACr4doooiixVG/3rdGK4XaEgm83CbDZ3LLiaTCZmD7R9m8xM4r65+3DNidcgMrkmPLhcLqyurta0s+Pj46xegsVigSzLSKfTCAQCKJVKHb0Tg0Q8HofRaGQ+RLvIssxSLA0NDXUlNLRry922UT6fDwsLC6zfm8xMYjIziXFxHKcPn46VWBoCAE3ZD2vmBgBAKFNC8s+TR7mSDKtm7foqlQQUilCJAKBCGbyNakS36bF0Oh1keU2QGRoa6jitWC6Xayt4RVGUriLcJUmCJEl1dQeaorhYLMJkMiGXyyGdTrN7oRN5VOC0WCxMjwgEAn2r07Ud4ZoU16T6DdekgKV4HoWyAlEpQREEFAoFiKIIvaxCLFPEXCSDPXu4JtUOXJPimlS/4ZpUrSb11dmv4r7IfdCoNThYPIjPP/J5vPusdwPY2ppU3+9UpVLBZDJBEARIksRSHqlUKvbjVs7ulstlJtZYrVbo9fqa+ift0K5QkMvlOsoXLYoiRkdH16JP6rwQ+XyeOUt0ddR649Lr9SiVShAEAaFQCAaDATt27EAikcDc3BxUKhWPUGlAZU24SpuSJIk5NOsjqMvlMorFIvL5PEZHR5HNZjdUKOi0ETKZTHA4HFhcXKzrbNHJOhoxVy8Xv8PhwMrKCorFIpLJJEwmE44//ngcOHAAxWIRbre767Qv2x1BEFgbVdk+SZJU1UZRaBuVz+chiiJcLhemp6c7vm67QkE3+aJHRkZQLBYbiva0TTUajTCZTHULH9PUdKurq7DZbBgeHoYsy6wO49jYWEf3NEhotVqYTCZWB2d9v1fZRgFrNlUqlZDL5TA8PAxJknquL9SMTmuYqVQqjIyMIBKJ1B2sxuNxNlEXDAaRTCZr2jK73c5sPRwOw+fzYc+ePVhYWGBpE7sRWAYBRVFgs9mYo1vpS63v94A1e1IUhQ2YxsbGEIvFupoM3CihYHh4GHq9vqbOD4Xav1arhd/vZ34VxbD8MGxSELOpAAqFAnK5HNRqNY477jiW897n8/EVCQ0QRbHKN6+0q3q+ORUXaEpJq9WKQ4cOdXzddoWCYrHYcZH60dFR5HI5FpVJ+V34d/if8P+APEHw+sDrYbPZmEhZCa2BIIoiVlZWYDKZEAgEoCgKs7+dO3d2dE+DAiGEFY2n/V5lO0X3qdyf+ua5XA5er7cqorYT2vWP2q3xSdFoNPD7/Ww1CgA8Hn8cd83ehVw5B9WCCnuH9kIrnQ9RVX3eXInQm0MmX4JVllAql6D+szCSSWQAEOQzaQC9p7bdrpjNZgCoap9a+eZU0BsbG2N1LTthI4NXfD4fBEFo2O8dOXIEwJpO4HK56uofdBWfoigYGhqC0WjE8PAwnn76aRBCatKPcZ6Ha1Jck+onXJMawdSjByGLAgplAo20dk+SJCGVK0AtAhZ1GYIgcE2qTbgmxTWpfsM1qWpNaio7BbVKDatsRagUwtOrTwPAltek+jqJpygKNBoNNBoN0uk0y81KG5xWpFIpjIyMdHXtToSCTnKeDg8PY2lpqaWDpdVqIcsyW5JZCe3oJyYmUCgUUCqVoFKp1gqkCwL0ej2PeGpAJBLBnj17cOTIESiKglwuB0VRmGjZinA43HVUUifFzjuJzBoaGsLU1FTL+6IRB/UiLWn9FkVR2OflchkTExNt1zUaVPL5PDweD2ZnZ9ngn9pUO7bSbUHdjRIK1Go1CoVCW6tuHA5H3Shlaut0VUKhUIBGowEhBB6PB2q1+qjUodmK5PN5lmqi0p6oTbUik8l0LcK0KxTk8/mOVj14vV4WHd4Mm82GXC5XU4gaWLNhnU6HHTt2IJfLMcHT6/VCr9fDYDBsqbQFR5NIJIKdO3eyfo8Q0lG/l0qlukr5BWxcGii9Xt/WQNPtdtekUAEpwzb5Q6hCFgQv+//Y6nSNRoNyuYyxsTHWZnHqIwgCrFYrQqFQx/1eMpnsWoDJZrOw2WxtCQWd9HtmsxnxeBzRaLTms3OHzq36tzJCcz2iKGJsbAylUqmqNhZNS8Z98/okk0mMjIwgFouxlSqd9HtLS0t9qdPYjHQ6DYPB0HZb6PF4WHQ45dehXyNXzsGmtiFTzuCB6AN4ufcV+P18FqXS8+KWSRYRzZUhCIBVL0OjUUMhCtZMmqAIEbudenjcndVrGyRolD3t9zr1zS0WS8crmigbVcNMFMW6gZjrcTqdmJ2drfucdIKSBurQOkK0rifv9+rDNSmuSfUbrkktImgCJuwyng3lQQBoVAIyhRLSRYKTAzbsdq35ilyTag+uSXFNqp9wTapWkxrVjWIhv4BYIQZBFLDbvntbaFJ9X4k3NTUFt9tdV9Rrh27zg2cyGQwNDbUUCoD2G6OhoSEMDQ01HQCKoshy2C8vL9c9dzqdxuHDh2EwGKDRaCCKImuMjEZj1yk6BgFFURCNRqHRaOqKNa2gjVk3CIJQFbHQiE7yRY+MjECr1TY9J82PrShKQ3umUZ02mw2yLCOfz0OtVjNb2krLgY82S0tLMBgMKBQKXbU33aQ+oPS76Ktarcb4+HhLkSoYDCIWiyGVStXtBAkhOHz4MNRqNcxmM/R6PUufZjabkclkuMPUhLm5OVgslroD5lbQCZpuoGkmWjk2ndRT8Hg8MJlMDSPHgTXRyOl0QhCEhgJVNBpFNBqF2WxmDjcVNfhqqebk83kkk0mIotiVKJnL5SDLctdpWtq9Rrs1zMbHx1u2fW63G/l8HqVSqfacggrR8csQFmXkjxyB1WplqVoqI6B5v9eYqakptnKtGxGp236vXC73vZaLyWSC1+ttuIprTD+GMf0YRkdHkUqlWNqx9RSLRRw+fBharRZ6vR4mkwmyLEMQBJjNZmZfnPqsrKzAYDDUjaJuRalU6nrc065I2UkNM7/fD71eX2snFSYpiiJUogp7dznw3UeSyBQJDPLaoN+iVUGnXnseWaWwlS5EICj/eYL6VSd5+FivCclkEplMBqVSqatV5HRlQjd+fbu/S7vnFkUR4+PjLdtNn8+HZDKJfD7fMDXm1NQUVCoVrFYrtFota5f0ej3S6TT3zZuw3TWpSCGCZCkJm9qGB6IPAACuOeka6AQd16Q2gIHUpGwmQNIyTUoUBNx0uh1f/EMEhyMFJAsKZFHBTruMN5/thPLnVWJck2oPrklxTarfDIomJZRycDz3XzAkDkEKnIaC5ybMLtWmlX2199UA1lbk7bLuwlUjVyGfz295TartVpV26JW1MWhqp/XpeYC1mc1mImAj6Gx7p3neFUVpu5OgyzJTqRTC4XDD/YxGIyu62QitVtv2oCOdTsNoNLKC8DqdDisrK1tu+Wa/oHYkCEKVXVXalyRJKJfLsNvtyGazHefozeVycDq7i3zNZrMsoqQZhUIBXq+XNTKN7EUURRQKhZbvhcFgwOrqalvibTQaxY4dOxAKhdjKPGpng0g9O6q0J/qXzWYRDAZrUra1QywWg8vlwvLy8gY8wRo0RU65XMb8/HzD/RwOB2ZnZ1sK6YQQqNXqlk49TXVlsViQy+VgNpuRSCTYezpo0OembRTt8+rZlCzLrE5Fp3SbH5wKBe1QmY4gmUw23E+tVuPgwYNNBxNmsxmpVKqt1TO0pksikWBBB4uLi3C5XG3d93aj0n4q+z6a5oKm58nn83A6ncjn8x1HWSYSCQSDwa5SrCiK0pZQQKNHFUXB3NxcQ3uhNfpatT0ajQaZTKbh+5N2nkZvELFYrKrfy2azKBaLAxk93so3r2yjSqUSAoFAxzWjgLW2xmKxdLXCs92+ozIorlmaRZvNhiNHjjT1zURRRKlUAiGkpZBKJ6QVRUGxWITBYEA0Gu04ved2od1+TxRFGAwG5HK5jmvj0T6vG1KpFJvEb4aiKNBqtRgZGcHKykpLP+ngwYM12146/FLM5GYQK8agltR4ieMlcEsanOLR4sHZDLSSAJW4Zt+y6nk7L5fLkDVrAkE0p8Bl0uCkYdXAipn1fHLaPlWmzsxms/D7/ZiamurYH4pGo2wl90ZRKBQwOjrK+r1G92g2mxEKharei1xJwXeeTuBQpIAddhmXH2dm71KrekblchmJRAJ2ux3JZLJqgmgQJ1x60aQWk0X8ZjKNP8xlkS8p8JjV2DtiwNlBPdSq6r5qM2tSD8cextfnvo6CslbztlBeq002W5rFu45/F9ekOoRrUrU4n/wiHCv3I+Hbh8hpb2HbHXoJ7907jMORAlbTZQwbVJiwyxCLaZhMHq5J/RmuSTU+H9ekOodrUtU4nvsv2A9/H6JKBYSfRj5fABm/pmY/vUqP1wZe+/xxJse20KTqehiVD7I+tzOdoV3/t37JptFoxDHHHIPFxcWOBnehUIjVJOjUaWpXwFGpVJidnYXVamUiGY2AcLvdrJESBKGleOZwOLCwsNB2JMTy8jKCwSD0ej1LCTUIDng9m6JpwurZVbFYrNq2srICp9MJq9XK8iG3SzgcRjAY7Fi4ohHZrZAkiS0d93q9yGaziMfj0Gg0UBSFLZOneaVb2VSzFXj1mJycxDHHHAMArD7Jdmd9Y1tpR43saX0bJUkSW6rfididzWZhNpsxNDTUdMBVj3YHdWq1GqFQCIQQBAIBZlM0Glej0WB6ehqCILD3qBF00N9uIe10Oo14PA6Px8PSzgyC8NSs36tMaUj/aAqxyu1WqxXHHnssDh8+3FEk+fLyMgKBQNPJkHqo1eq233dRFDEzMwOn08lW79Ln8Hq9bMVKO22UwWDA9PR02xHE8/PzGBsbg1arZWlntns71U4bVWk71J5oeh5qWx6PB0ajEQcOHGj72oQQxGIx+Hy+jgVNWoeh1W8ryzLS6TQikQj8fj/S6TSi0Sh0Oh1UKhVL0UP9smZ2TSeY2vUVFUXB9PQ0du7cOTD2BLT2zeu1Uev7Pa1Wi507dyKRSHQ06I9Go/D5fFAUpemAqx6d9Htzc3PQ6/Xwer3I5XLMF3I4HFWp6Vq1ky6XC6FQqG2RjU7amc1mxDKFLR2d2QmNfHP6b6N+j/4tLy/D4XDg2GOPxTPPPNPRtVdWVljd507EAlmW2+p76Kqsubk5NtmfTqdZnTyv14uVlRWkUimIoli33zvFcgqsaiuOpI9gt383PDkPkskkrj3Ritl4EXOJIswaVdUEHiWbyyNVFGDUSnjPK3bBIJe3vfDUrm9O/620J7pNEAT4/X5oNJq6E6uNoDVduhE0222j6AqcbDaLQCCAdDqNWCwGjUbDUjLNzMxAkiQUi8Uqu/7O0wn87GASgiDgUDgPtVrCm335tlf00BpDo6OjzDfn/V5nmtQvHj2ET//PAuK5MtTi2gT8wXAeh8J5PLqYxS2n26GRnv9ON7Mm9cOlHyJTzsAgGbCcW4ZWpYVGpcGh2KG2VmEBXJMCuCbVaLwnlHKwzN8LIR+GbuqXmN/5WkD1fFpMURCwc0iDnes0e65JcU2Ka1K9wzWp1pqULnoAEACY3FDiCxCWngDqTOKtZ7toUnXfgn7M5icSCTgcjo4mI4C1TnRmZgZerxf5fL7tBqmdL1+j0bBC7IqiIBQKQavVQqfTse3Ly8vQarUsDU8rCCEdL2WemZnBrl27WPHgQWiM+mVT3eTVTqfTKJVKCAaDWFxcbHtVg6IoLZ1wWviadiwLCwuQJAkOhwO5XA5qtRpTU1NwOp3QarUtBVW6GqETyuUyDhw4gGOPPRaCIECn03V0/FakH/ZUKBSQz+e7WlmwvLyMoaGhrlccN4K2CdTustkslpeXIUkSnE4nEzUTiQRGRkaYaNEMo9HYVk2OSsLhMGRZZu3TIKQt6IdNxWIx2Gy2jlNBlctlzM7Owuv1IplMtm2T7Uy20DRxNB/60tISNBoNDAYDs7O5uTmYzWaMjY21JSjRFS7tQgjBkSNHsGfPHgBrK2m2osPUCf2Kikyn012lWInH46zfa7ZiYD2032u2v81mg16vZ/VU5ufnIUkSPJ41gVutVjM/jv53M2h9s07I5/M4dOgQxsfHWTqo7U4/bCqTyaBYLLY9gK5kfn4eTqcTBoOh6Uq59bQSnmRZhslkYvvG43GWEtZut6NUKiEajUIQBIyMjCCXy7V8J9RqdcdR8gsLC/g/v5nB/UdiOGfcio/uby+idCvTr36P/n6dkM/nMT8/D7/fj9XV1bZS8wLtCYNGoxFGo7HKN1er1bBYLGzAPj09DbvdjuHh4aYrocb0Y5gwTsBld7E6LzadCn9/jgP/9w8RHIkUkCQEWkmEKKxl4MwVFRAAVp0KH//LE3D6iLVje9yK9KvfoymlOyUcDsNisSAQCHTk91KbatTviaIIi8XCVoDSFSwqlQputxupVAqlUgmLi4usVt36fu9QZG3FlF2nQiRbxlRc6TglXyqVwvz8PNxuN1sZtN3pl36gM1vxif83g+VUCRqVAJtOBZUgwAgR+ZKCRxez+OnBFPYfa2bHbWZNSsBav0oIgVpUQ4QIURBxpu3MDr4Zrkl1y3bXpIikRXrkPKjm7kXcfS6Iqr1n5ZpUd3BNqjFck+qO7a5JZW3HQBd5BkgtASDIWo9p6z63iya1oT11Pp+HVqvteCIPWBtMezyetvenUQzNDIjmRa8crOVyuZoGJ5/Pw2KxtFyC6nA4umps9+zZw4xXr9dv+8jMflEoFLp+yfL5PGZnZ+H3+9vuPJaWluD3+5tOqplMJqyurjIboo7T+oKuS0tLGBkZadmQejyejlOgybKMXbt2sQLZg+CA94tMJsNSA3ZKOByGyWTqKMVYOp2GwWBo2CZSwXJmZoaJCVQwWG+HNBKqGTT1R6c1kHw+H+v4DQbDluzcXghoFFEnRcUrj52bm4PP52vbnmjUeTOGh4exsrLCHEJCSN1+LxKJwGQytRT3qeDaKccffzwbrA7CoK5f0FQi3ZBOp5HNZuH1etvOjb+wsACn09mwKDmtxbOyssJ+z1KphFKpVHON1dVVDA0NtZxwsVgsmJqaauv+KAaDAWNjYygd/i108SmQk/6qo+MHGVozpdOVBcDa6imHw9FRG0fr4jUSq5xOJ+LxeFUqIVojar2Qb7PZWg5u9Xp92xNClQz7RnD/zx5BKJXH/UdiSBcILNydakk3PgaF+judTLrE43EEg8Gmg3u73V41MagoCvL5fE39vtXVVRgMhpY+II1KrsRhkPC+vcP401IO/zOVxjOreZTJWmBw0CrjZRNGXHfeqdCrMTBiZr/IZDKwWq1d1Z2Kx+PIZrNwu91tBxusrq7CarU2XMGk1+shyzLm5+dZf1YsFlEsFmvsIhqN1h2H7bDLOBTOI5Jde1+O85o69hPtdju8Xu/ArBTuJ7/+32Usp0ooK0COECTyCmzaNdFQI4nIlgjunUzj4l2mmpW1m1GT2u/Zj6/OfhUFUsCJ5hNxza5rICgChpXhtu8T4JpUtwyCJiVf9HE8d+Q5KKLc1j0CXJPqBa5J1YdrUt3RriaVV/L40dKPMJWZwqh+FJe6L4UGmk2vSYV2XQuzxYLy7CNIm3citKv1KjzKdtCkNvQtWFhYgMPhaDs/6nqSySTGx8cRCATaclbL5capSmiEXbsTivF4HKOjo033MRgMXQkFzz33HMtpm8lkuh78DhqlUgmhUIhF3ncKjXYbGRlBIBBoub8ois2L/Q4Ps4jxdq4tCAIMBkPT/dqJYlhPoVDA/Pw81Go14vF4V8LcoEIFAq/X29Xx6XQaw8PD8Pv9cDgcLfdvNTjS6XRIJBJtrZqJxWIt7Vin03VlD/Pz80gmk5BlGfF4vOvi7oMIXVnQbQ2AXC6H0dFRBAIByHLrgVOz9kKr1SKfz7fdT2Wz2ZZCRTcTlABw6NAhqNVqlMvlrvrNQSWXyyGZTLb0RxpBV50Eg0H4fL6W+6tUqqbv+/DwMKLRaFvRw4VCAXq9vmX0cDc+UDqdXosIffYHKBz4fyjE+hd9ut1ZWVmBXq+H2+2u+zkhBHkl3/B3SSQSCAQC8Pv9bU0wt+rPRFFsW7SIRqOYmJhouo/ZbO6qjQkvzuLcCTscJg3OGrPAqOFCQTsoioLFxUWMj4+31WfVo1AoMN+8Hf++WZthsVhYAEM7lEol2O32pvs0ahclUcCpXh3+7mwH/uUSD/7xQjf++WIPPnqeEy8bMyC6suabd1M/aZBJJpMoFAoIBoNdHV8oFKDT6eD3+xu2c5WoVKqmNkUnFNvxhTOZTN3xwOXHmXHRLhN22GVcstuC1724/UkhSiQSQSQSgVqtRjQa7TgT0CDz2OTyWi2hPw/D1mfA1UkC4vkyllP1v9PNpkmdYjkFHzrmQ3j3znfjLeNvwRn+M+CX/BCFzvotrkl1x6BoUp1M4AFck+qFrapJreZX8fVnv47Hio8hW27sd3FN6ujTjib1o6Uf4Verv8KhzCH8avVX+PHSj9lnm1mTIpIW5Nx3YPqs27G65wYQqf065ttBk9rQ8AhCCKanp1lqiU5JpVJIp9OwWCxtdZA0B2w9gsFgR7Vh4vE4TCZT3ZoyoiiyYojdONClUonVjrBarZBleSBSQfUD2oh3U3ATAPst27FJKlbWQ6fTQaPRdLQiZWZmBhMTE5ibm6uJYJEkCX6/v2tnJxqNsuhPj8eDUqnEo5/aZGFhoS1xux6KouDw4cMQRbGtKE29Xt/QZrxeL2KxWNvOSaFQQCgUwo4dO3DkyJGa98FoNMLlcnWdWoGuCNXr9dDr9dye2qRUKmF2dhZ2u73raLpIJILh4eGWbZxWq206YHO73R3VXVhZWcHY2Fjd9GI0JUs3gQbAmiP41FNPQRRF2O12qNVq3u+1CRXtuoXWv2hHEHW5XA1X4dlsNiiK0nbKZ0IIZmdnMTExgenp6Zr+TZZl+Hy+rrI1AGurJ2JDL4fOEseQ1o5yudx2HZpBh0aBr4cQgq/Pfx0Pxx7Gi60vxrX+a2v2KRQKOHLkCEsH1gpaH6oegUCA1dpoh3Q6jWQyibGxsaqVexSr1QqTydRxbRBg7dmv2ini0hE7XHYzSqUSt6c2yeVyWFpaglar7SrIY3l5TWD3eDwt+z2TydSwbxVFEVartaOMFgsLCxgfH69bl1OSJFaXqhVaSYR2nZuUSqVYv+d0OqFWq7ue6Bw0lpeXO1r9tJ6pqam2+z273d7QV3K5XMhmsx2tPF5YWMDOnTsxOTnJdAKtJOLaE63Q6XTwer1dtVHAmr0uLCywOnxUkOe0RicJ0KjVgFKGSVPbtgsAm+Rbz2bUpMxqM6waK9ekXiC4JlUfrkl1z1bTpMKFMD5z5DOIFCIQ50Wc4jwFb3C9AeK6dUJck3phaEeTmspMAQJgU9sQLUYxmXl+bMU1qc3Lpn8DCCHQarU1KVDWMzY2VpPSQhRF7Nq1C5lMBrlcru2805S5uTl4vV5WsF2lUkGr1cLj8SAcDndUcJui1+tht9tZLb1MJsOKzfLlwe1RKpWgVqt7ikBsNeCRJAk6na4mbRMtZEwbxU4ol8s4fPgwdu3ahXK5jOeee46tUnC73ZiamurYRqlgYTQaUSqVWE7tbtOvDSq9RB4SQqDT6VrW7/B4PDUCEQBMTEyAEIJyuVz382bEYjEoioJjjz0Wc3NziMfjMBqNsFqtEAQBhw4d6uh8wJqw7nA4IIoiyuUyMpkMZFnmQkEH9DqZQAhpq43z+Xw1QrZGo8HY2BiSySSSyWTHA8upqSkEg0HW76nVaqjVavh8PiwuLnZUC4tiNBrZBFCxWEQ+n4dGo+E2dZSg33MrW6CC4Hq78/v90Gq1LI98J+TzeUxNTWHXrl1Ip9OYnJyE0WiEWq3G0NAQJicnO46qFEURDocDGo0G5bIXuVyOpVnhtE+9fq9ACng49jCixSgejj2My72XQyPWDmwIITAYDC3T3QWDwbpi9a5du1hNxU7rANOUnnv27MGhQ4dQKBRgNBoxPDyMTCbTlW+u1WoxNDQEQRBQKpWQTqe5b94hNIVct7RT6w5Y88MPHz5ctc1sNsPj8SCXy3U8OaIoCo4cOYLx8XF4vV48++yz0Ol0EEURXq8Xs7OzXa2ioxPKiqKwFFR8Aq8zevXN28kcYLPZkMvlaq41NjbGxPl6AQPNSKfTmJubw+7duxGJRLCwsACj0QidTgeTyYQjR450/GySJGFoaIhFj9N75j5Ue+wakvELUYBVpwKp43JkigQuowSXsXEbxjUpznq4JvU8XJPqD1tJk3o6+TQihQisaiuKShFPrj4J3ak6aFNarkltElppUqP6URxKH0K0GAXIWh3oSrgmtTnZ9JN4wFqB+lY/uqIoIITA5XIhEonA4/FAp9NhYWEB2Wy2686VEIL5+XmMj49DURSkUqm6q14aYTQaYTabWeOTTqexsLDAjhdFkeUk3mrG80LRTnHfZrQzqFOr1Uin0zCZTFCr1cjn83A6nZBlGc8991zT+i6toGl+xsbGUCwWkUql2na+6SpQnU4HQgiKxSISiURVHQe6ZJrbU/v0mj7EZDI1XL1CkWUZy8vLGB4eRjabhdFohMFgQD6fx8LCQtcDJkEQsLKyApvNBrvdjkwmg5WVlbajhjUaDWw2G8tVTuvGVLaZOp0ODoeDD+zaRFGUnt+9dtq4QqEAtVoNs9mMeDzO+j3qRHUTRUmd94WFBYyNjUFRFCSTSRw6dKjt98RsNsNkMgFYcx5TqRTm5ubY8XRlziAUp+4X5XK562hfYK1faDUg02q1SCQSLNJcURTY7XaoVCocPnwYarW667aSpkAZGxtDPp9HKpVqe0AnSRJsNhsTl4rFYk2aHpvNxpxy3kZ1jyzIeLH1xWwlXr0JPIpWq205YSKKIjKZDFwuF+LxOBwOB3Q6HWKxGCKRSNf2JAgCFhYW4Pf7WVqy2dnZtn19vV4Pq9XKfPNsNoulpSU2oSwIAmKxGKxWK/el2qRX35ymdGtFPp+HwWCAVqtFKpWCx+OBVqvFwYMHIUlS1/1eoVBAJBJZq7VZKnXsm5vNZhiNRiaIJ5PJKmF1q0X5bgcsFkvLNkqn0yEcDsNut7P6nWazGYQQTE5Odm3TgiAgHA5DrVZjbGwMmUwGqVSq7dUysizDZrMxDSSfzyMSiVSNPVUqFQ6lD+Gbz34TU8kpjFnGcOWuK3Hi8Ild3fN25hSPDh6ThKVUCWYZUFUsucsUFRAQvGzcAKnRUrw/wzUpTiVck+KaVL/ZSpqUXrVWRzOn5FBUitBIGuTiOXgcHq5JbRJaaVKXui+FAAGTmUmM6cdwifuSmn24JrX5OCqTeL02RpFIBCMjI1haWmpoAHSmNxaLwWazIRqNVhWg7oZAIIBYLIZkMtlWNML6QRx1kJaWluo6WENDQ3A6nSiVSigWixAEgS8PbgNapLNbaEdSL1UqRZIk2O12KIqChYUF2Gw2Npijg/1O0Wq1cLlcmJ2dhaIobQ3k1g/iqINUb1CqVqvh9XpZOiN6r9ymNp7V1VWMjIwgFos1LAAriiImJiZQLBZRKBRQLpfZqhaaG79TnE4ngLWVCe0KA0ajERaLBYIgsGje1dXVum2lwWBgImmxWIRKpeJOU5v0OlhJJBIs5U6jfkyv17N0dA6HA4uLi6yQeTeIoohAIIDl5WXkcrm2ihlXDuIURWEO0sLCQk3fLwgCXC4XbDYbyuUyc8p5G9WacrkMSZK66nsAMLFbr9c3jFxTq9VsYLS4uAiLxdJzv2cymWC1WjuKEq4cxNFVLPF4vO71NRoNfD4f+27owI+nQWxNPd9cEARc67+24Qq8SkKhEEZGRrC6utpwNZ1arcbExASy2SwMBkONaNgNXq8X2WwWsVisadHzSuggjvZ7mUymoW9uNpvh9XpRLpeZL8XtqTX9WIGeyWQQCASqBtiViKIIg8EAnU6HxcVFOBwO1rZ02/dJkgSfz4eFhQUUi8UqAbLZMZWBBXTSrp49qlQqeDweGI1G7pt3SK/6QTgchs/nQzabRSgUqruPSqXCyMgIyuUyVlZWIEkSjhw5wgJZummr7HY7dDpdRykT1wcW1Ju0o9B6f0+Fn8KHHvgQUsUUZFHGXHIOj688jo//xcf5RN461CoBt55ux//9YwKz0SxUwtpEXlkhUIkC9o4acMFE61rWXJPiVLLZNakn4k/gicQTON16OnabdrPtXJPavhxNTepky8k43Xo6Ho8/Dp1ah6vHr4aQEjCVmmrreK5JHR2aaVIaUYNXe1/d9Ph+aFJiIQFtYhI58xgUuXUpBq5JNWdL3GU6nUYul0MgEEC5XK4Rg2jkUCfOciuGhoaQzWYbLkcWRREmkwkGg4E5+s0GcesRBAF6vR5HjhxhwhONrOKNUXNopGQvLC8vw2azYWRkBPF4vOY3MxqNmJmZYcUuac2eXhxwj8fTNCWLRqOByWSCVqtl12o2iFuPVqtFNpvF3NwcFEWBx+OBzWbr+n4HiV6FglKphOnpafh8PthsNszNzdVEWpbLZUxPT/ckXlYiyzJ0Ol3T2i9Go5GlrqMdaSaTweLiYlv3YTabsbi4iEQiAUEQMD4+zuyTs7HEYjFks1n4/X4Ui8WaPPI6nQ7RaJSl9WlXzG6G0+lEOBxumDpMkiSYTCbo9XoAqIq8bCeFmUqlgiRJOHz4MIrFIvR6PYLBIO/32oCm7Ol2Eo8QgoWFBTgcDoyOjmJ1dbWmFp0sy5icnGT9TT/6vXqp7yrRarUwm81MBKGrokKhUFvR6gaDAfF4HNFoFIQQ+P3+tuq0cZr3e60m8IC1qMrp6WkEg0EIgsDEoEpyuVzDCZluMBqNEAShYRpPURRZRDEd4NP0mPUGcfUwm82YmZlBJpNhQocoijyKvAW9rkgAwPqfYDCIbDZbk7bOYrFgeXmZ9Xfd1J1dj8fjweLiYkM/m0YWU9+nVWBBveNprZpSqQS73Q6Xy8VXJrRBZXuSyJfxwEwGD81mkMgrMGtEnBnQ4+ygHuY69c3o8bOzs3C73RgdHcXi4mLNxIsgCDh8+DDr5+i4v1tfXRRFFgDTCL1eD5PJBFmWmdCUzWaxvLzcVn9rMpkQCoVw52N3IpaNwW1wQyWtieQrmRV8+7lv80m8OhhlEZJKgEIIygQIGCWM22T8xYgBx7s0ENt4H4+GJjUVK0BRgHH7ml/ENanNSy+aFCEED8cexsG5g9jt2I39u/Yjmaj9zbrVpHLlHO6euxvhQhjPpp7FP+z+B4jC2u/JNanNSz81KYvVgvufux/RfBQ2tQ1+rZ9NmPVDk5IECdcHrkcqkELQG0R0sXGKfa5JbV161aTEQgIjD7wHcmoeBaMP02ff3nIij2tSzdkSk3jAWucxNTUFk8kEp9NZNbDrpfB1PQwGA0wmE6ampgA8HyWg0WiQz+eZc5RKpbrK7wqsGVql4+fxeKBSqfiArg16rbtBoYV3abQKhRYI7udMvNfrZZFzkiSx6DiVSsVsKp/PI5FINIwWbQXNNwysNUw0+q7dOiODTL8Exvn5eahUKgQCAdZ+AGsdUS+p8NajUqng9/vZBJ5Op4PVaoVOp2MRVVQUaBTR1A6V6RgcDgev53KUoSK5w+GA0WhkgqUgCHA4HF1P6NSDpk1MpVJMCDebzWziiEYppVIpxGKxrt6ZUqlUVSeEvhec1tBJvF4JhUIIh8MYGRmpmsQzmUyQJKmvv0cwGGTRvbIsw2KxsDRNxWKRRV1Go9GuUwFVrprRaDSsrh/3pY4eMzMzkGUZfr+/qmi5x+Ppuuh4PTQaDYaHh1m/ZzAYYLFYoNVqmR9FVxusrKx03e9VtlFut3vLRGW+0PTrvUun00in02yFLZ3MV6vVMJlMfZm4ozidTlavjq5coW1hPp8HIYSl/+02/Wsul6sSPGw2G/MHeTvVnHK5DFmWcWA5hc89FMZqurS2QkgEQpkyDkdi+MWhFN585hDGbI3906WlJYiiiGAwWOWb22y2vq6yFQQBwWCQ+c5arRYWiwV6vR6lUqnKNw+Hw12nVaQayEJuAbJKhqgS2fVllYwj8c5q1w4K981kMBvNw6pVIZlXcLJHh9eeZO34PBupSWWLCv7lwTUB8kMvdcI7ZOaa1CamF03q8cTjuHvubhSUAh6IPIBMOoPXnvravmlSkijBLJmRKqVgU9sgYO335JrU5qZfPvN9B+/Dtxa+hcXCInKlHCRBwph+DLeccEtfNSlJknDSyElck9rm9KJJaROTkFPzIKIIOTUPbWISGcdJDffnmlRrtkQ6zUqSySSGhoYAgM28dlPIvB4qlQper5flRvV6vSyCd2lpCaOjo31d7QesCQQqlQo6na6v593O9HuGPBqNwm63I5FIQBRFlp6nl9UHFJPJhKGhISZueDweFAoFpFIpFAoFmM3mmmiGXtBoNHA4HKzwJ9Df92+70s/vqFwuM8dIp9Mhm81Co9FUCQe9QHNMF4tFuFyuqvQDVDzoh+1S7HY7tFot9Ho9X43QAf20qWg0Cp/Ph1QqBZ1OB4PBgGg02hcxU5ZleDweiKKIQqEAr9eLYrGIdDqNxcVFBAKBvvZ7oijC7XZDFEVotVr2PXG7ak6/gleANdtMp9PQ6XSsvbLZbJiamuqL3drtdlgsFiiKwqLD8/k84vE4BEFAsVhsuJKqGwwGA6xWKzQazZbLaf9C0s82qlAosHdYr9cjl8tBEISqSb1uEQQBXq8XGo0GhUIBbrebRfAuLy9jbGys77650+mEJEkwGAy8beqAbLGM+UQRQ3oVtFJvfnooFMLw8DCWl5ehVqsxNDSEpaWlvgSv6HQ6uFwuCIKAQqEAj8fD6gFlMhm43e6++uaSJMHlckGlUrHVV5zWlMtlpIrA5x4KYyVdgk2rqqplVlYIVtIlfO6hMD78MmfDFXkAWAouURRZHSqTydR0NUonOJ1OGAwGlEolDA0NMd88EolAo9EgFAqxlTT9wGw2Y4d9B36/+nu2jRCCQrmAcct4366znZBVAgQBKCkABEDdov5dKzZCk9JIAo5xaFAiwDHjQeg0MtekNjHrNam8ksdvw79FupTGi20vhk/ra3jsbHYWBaUAu9qOSDGCuexcXzUpSZDwlvG34Ej6CHYZd8FsNnNNagvQj+9oMbeIL059EfFiHFatFRpoUEIJz6Wew6ef/DTeFHgT7LK95+twTWpr8EJrUjnzGApGH1uJlzOP1d2Pa1Lts+Um8ej5AoEAE8c7ieBen2oHeL4AcalUwurqas2yTVEU4fF4qmZr+wVdrl4ul9su6j7o9HsSL5/Pw263w2w2sxl/lUrVdqejVqtZVByNOqf5pGkqqfXRlpIkYXh4uO8OuKIo0Ol00Gq1VYWqOc2h9aa6jYpdDxWFBEGAxWLpuA2kqXYqnV5amyORSGBpaanmnEajEYlEoq/OEsVqtfb9nJz2oW3eyMgIUqkUq8PTLnSFAXV6aRtFV0QtLi7WCKOiKMLn8/W93yOEQKPRwGAwPJ8nnbdRLVEUpa8TVLlcDkNDQ1CpVCxtYCerpujKOlmWq/o9OoCbmZmpaYskSYJarW67fme7lMtl6PV69l5wX6o9+u2bl8tl+Hw+FIvFrvo9mmqHTlbTfq9cLiMSiSCXy9Wck07y9BuVSgW73c598w5YTBbxgXufxnw0A4dewtvPHoLb1H2bVSqVoNFoEAwGkUwmoVKp2ERuO9AVBlqttqrfo5M58/PzNeNHSZI2ZLxH+z29Xs9sivd7rSmVSnhgJo3VOhN4wFpNM5tWhdV0CQ/OZHDhTlPT8+VyObhcLlZDtdP3mqZ/VqvVNf1eJpNBKBSq8c2oTtHPCTxgzSe4+tir8b/x/8VKZgWySkahXIBJNuGKXVf09VrbhZeMGjCZEvHYTAx7hjW4cGfrGnit2AhN6sN/nrCLRcJY4prUpma9JvWN+W/gwciDUKDg99Hf49073w2L2lL32J2GndCKWkSLUciijB3GHX3XpHzEhz1kD9ekthD90KT+J/w/iBfjsKltkFUyoAK00EKn1mE5u4wHIg/gUvelbZ2La1KcSrrRpBTZjOmzb4c2MYmCdQJmh59rUj2yJSfxlpaWEAwGsbS0VNdZojP0Op2OdXx0oo462u2m2rHb7Sx9S6MCxv2ARxO8cOTzeWQyGeh0OoRCoZrUAaIoskgDWZYhiiJKpVKVGJBMJhEOh1vaukajYVF73abmaQbt+CvvndOaUqnU10k8ujogFotVpXuj0Ah/Wr+A5ienThGN5GznfqxWK8xmMwqFwoaImdSGuC11Rj/fbUIIQqEQ3G53wwhf2kZRwZLaTmVNqEQi0dLREkURQ0ND0Ol0SCaTfXsnKp+F2hIXMtunXC73Ne1XMpmE2WxGuVzG6upqzcSaKIrQ6/VsUmV9v0drQhWLxZa2bjAYYLPZoCgKQqFQ3/u9ylWKXHh64VhcXMT4+Djm5+eRyWRqPpdlGQaDAXq9nv1OlTbVSaodm80Gs9nctE5QL1Ab6uc7t935xaEUpsJZGNQC5hNF/OJwCq8/ufsaOOVyGfF4HFarFeFwuG7fR+1Jo9FUtVE0MJOm2mnV76lUKgwPD0OSJMTj8b6vlKusm8T7vfYpl8u4byoJQRBqJvAoKnGtLXlotvUkHk0lnc/n6/rLkiRBr9dDr9fX7fc6Sf9ssVhgNptRKpVqajv2A0EQcJLzJHziLz6Bbz33LUzGJzFuGccVu67g9fAaoFeL+MhFE5iZX4Ra7E+0PdekOJUcSB2ASlDBpDIhXopjIbfQcBLvWNOxuHn0ZhxKH0JQH8QJphO4JsXpiyb1RPwJqMW1YJNSsQRZI6NcWktrCQV4IvEEm8TjmtT2Z3NoUl4oyi6uSfWJDZ/Ek2W57/UkaJ2CSiRJwujoKHNs0uk0otFoT0Y7Pj7OirJuRCQBAExPT2PXrl08BVSbiKLIIiD7STgcxujoaNW2YDCIcrmMQqHQc90eYM1G/X4/4vF41znGW6EoCp599lns2bNnSzVELySSJEGSJOao9ANCCJLJZM1vMDExgWw2y5z0busXUDweDyRJQigUqiua9oNQKMRSenCbao0oipAkqe/ibyqVYsI37deMRiOcTifS6TRyuRySyWTPbcv4+DgSiQRmZ2c3LO3J4cOHsXv3bl5rqk1o8eV+v3/Ly8sIBAJV28bGxpDL5djKgVAo1JPTrNVq4XQ6EY/H6wY09INCoYCDBw9i165dvI1qE2pP/ayLUS6Xkc/na36DHTt2sDYqm832PElCfbN60Zr9YmFhgU06cjGzNaIoQhBFQADot9WP7iMejzORkeJ0OqHVapHL5ZDL5RCPx3u2g7GxMSQSiQ1Z3UI5cOAAjj32WD4x3CZ05XYyr6BVZlZJBOL59tqUUCgEu706jRgd7xeLRWQymZ7q9gBrQQYWiwWRSITVnuo3yWQSMzMzOH7keJx4Dp+0aweqScmq/rXpXJMaXOppUjsNO/H76O8RL8VhV9vh0TavkbjbtBu7TburtnFNanDplyZVRpnVQCQgUMoKc84ECCiREtekthnhTAmEAA5D9cQ516Sas1U1qbp36/f7a7Y1+uLo9nr/0jQ4/XjJaA2BUqmEXbvWZnGdTmfVdWZnZ/sWmUTTt/Q77RNFFEV4vV7odLqBiHjq1KYqP6v8f1octdfvSxRFaDQalv4iGAwin8/D6/Uym0qlUj073RSVSoWRkRHMzs5umOhkMBgwPDwMWZa3fc7xTuyJflavjaKRkDRdRS9QUbRQKGB0dBSSJCGXy8Hr9bJopqWlJaTT6Z6uQ6FR45XFyPuN0+lkKRS2u7PU736vH226VqtFoVCAoig45phjWH5wep1SqYSZmZm+RSaNjo4iHA73tV5ZJZIksdpW25169gTUt6n1dkT/uzL9W7/6PVmWkcvlYLVaWSHqSpuKxWJ9+/11Oh08Hg+mp6c3THSyWCyw2+0sred2pp/9XqlUYgJUL35zpW++Y8cOEELYChRqt3Nzc30LkKHpOisL3PcTQRDgdrthMBggSRK3qTrb19sSsOab7z9Jg2fC81iKZeA2STh/ortUdbSWsCiK2LFjLb2Yz+djfhS1qX5MPtOUQMvLyxuyohNY68ddLhc0Gs1A+uZAe/1ePd+cEAKrTo3FePP2o6QAFk19H5UKWHSMp9fr2X9TmwqFQn2bbLNYLLBYLJient6w33toaAgWi4X75g22c02qM7gm1T9N6mrf1fBqvUiVUzjdejqsamvL++Ga1NZmM2pSx5iOwR+jfwQhBFqNFoIgrJVlkNRQSgpOdp7MNalNTKdt1LceW8LdD4cAAlx+shOve7G3qj/imlQtW12TqjuJ1+9IxHrRvlRMUqvV0Gg0LPIAqHW6qGHY7XYcOnQIgiDgyJEjfb1HislkwtDQEEKhUNMCjTSPa7N9GiGKIkZHR1kR5EGg3zZV77uTJInZEv2XNvKVgijtJGVZRqlUQj6fRy6X27COx+l0QqfTYXJysqHooFKpYDAYWCRop5hMJng8Hsiy3Ovtbgn6bU+0vlMlNHpFo9GwosxU1FvfRlFR1G634+DBg5BlGVNTUxviHMuyDJfLhXw+39RmtVotZFlGKpXqSuzy+XywWq3bfjBH2QibWo9KpWL9Hv2XOur1+j1FUWAymTAzMwNCCCYnJ/t6jxSr1Qqr1YqlpaWGYjtNr6goSlcRdjQyWavV9nq7W4KNWNFhMBhqtlE7qrQp+s7WmwikBaj1ej0SicSGpPkSRZHVHWrmq9EULul0uiun3263w+l0brnouW7pt02ZTCZIklQlNNKJvUp7atbvFYtFDA0N4eDBg5AkCQcOHNgQwUan08HpdCKRSDQd0Ol0OkiS1NWEjCAICAaDMBqNvN/rAjOAz19xDJ48PA+nQYJeXvO/6YoqOt6rFGAqxaxKsWF4eJithpqenu7bPVbicDhgNBoxOzvbsP0RRREGgwHFYrGriWitVotAILBlRYJO2Yh+72W7hvC/iwmUFcJSatIIcEEUQAggiAQXneSD3++u2++ZzWYsLCxAo9Fs2IStSqWC2712/ampqYb7ybLMUkN145u7XC4MDQ1texGTwjUprkn1m43UpLQqLV7ufDnXpLgm1TX90KQuVV2KZ9LPIF6IQ9bKKBfKKCpFJItJaFVanKo9tS8TeFyT2hg6salMQcFXHlpEoUwgAPjmI4t48TCBVfv8RDDXpKrZDprUUVM+vF4vi6qjHVapVGK5m0ulUtNIbY1Gw2qzbFTUiNvtRqFQwMzMTFUDYzabYbfbUSwW2YAgl8vBaDTCZrNheXmZFU+nuVXn5+cbNlKBQGCgnKWNQKVSwePx1Az+i8UiCoUCMpkMy+fcCLfbjUwmA6vVing8viH3OTo6iqWlpRqhNBAI1AwICoUCPB4P0uk0stksLBYLa0zz+XzDCDy1Wj1QzhKAjoo8t0OpVGKR95WDf9pGpdNpFnHXSKAUBAFmsxnAWqe3Ee2UXq+HzWbDwsJC1fOr1Wq2QoG2r4VCAbIsw2q1YnFxkeU7p+LHyspKwyhRp9MJi8UyMM7SRkAjW9cP1IrFIhMEqU01wmQyQZZlFqG5Efj9fiQSiZqocYfDAYPBgFKpxN6FXC4Hu90Om82GcDgMs9lcFWXZrCh6MBjc0s5Sp8iy3Pc2oLLfq1xRRe2JToY1m0ShaegcDgcWFhb6en+UYDCIhYWFqucXRRGBQKCmdke5XIbX62URxiaTifV7NAVVPWiU76BM4AHoa+pLYM1vGhoagtlsrmqjaP9B7alZG6VSqVi/18r2usVut0OtVmN2drbq+XU6HVwuF/PNafohnU7H+kmz2cz8bUEQavrOSrxe70BN4G0EVoMWZ+0ZAVC9+oX6uLlcjvUpjRgaGkI6nYbRaNyw1XEjIyN16w15PB6o1Wr2HpTLZWSzWQwPD6NQKCCRSLAVUPTZlpaW6l5DFEX4/f6BmcAD0Nfa0pQLj3Phe39axmI8jyGDCqIgAKD9XxmRTBlOowq7jfmGwpfRaEShUIBKpdqQNF90HLawsFD1/DRlHfXNaT1ZahsrKyuQZRkmk4n55tFotOFkjM1mg91uH5gJvI2Ca1LPwzWp3uGa1PNwTap3+qFJuQU3bj3hVnzh8S8gko2s7QsCi9qCa/3XIqAL1D2uE7gmtTkQxbXawOWisjapqxDMxIqwuJ5fVc01qWq2gyZVV/2wWq2IxWJ9u0gmk2GDn26x2WwolUpwu90b4ryazWbodLqqwRhthNLpdN20GIlEAmazGUajEYlEgg0GRVGE2+1GPp+vKfhIC2ZzeoMQ0nM6JZ1OB0EQoNPpGhbm7AWv14tMJlMVRWCz2Vh0Qb0GMJFIwOl0QqVSVRW6NhgMCAQCdQtnO53OgXKWgLWInJmZmb6dT1EU5PP5nmzKaDRuaBulUqng9XoxNTXF7EIURXg8HgiCgNnZ2bqdr0ajgdVqRTKZRDweZ+3Y8PAw1Gp1jZAvCAIsFsvAiQT9nnQpFApIJpM9pdOxWCxQFAXDw8MbIo7TaO7Kvlmr1cLj8SAWi9VdAZFMJmGz2aDT6apqMlTWV1gvvNrtduh0ur7f/2aGppHsJ6VSqac2SqVSQa1WY2hoCGq1uu9iK7Amjsdisap3aXh4GAaDoWZijxKLxeByuZBKpbC8vMyEDrPZjEAgUHfixeFwDFzdFqfT2XDCoBuy2Syy2WxPKbpsNhuKxSK8Xu+G9BkajYateKCoVComENTzzePxOAwGAywWC1KpFKvFKAgCXC4XCCFYXl6uOkaSJD6B1wcURal6h7vBaDSiWCxCp9NtiJhJJ34ro9BNJhMcDgdCoVDdicNUKoWhoSHIslxVJ1Sj0SAQCCAUCtX49MPDw1teJOgUr9fbV98cAPQSwd+easLnHipgNZmHIAiQxLUUmoQQDBskvOmMIZg19dOP0UlUl8vVd7GVQvupyj7V7XZDo9Fgbm6ubl+rUqngcDiQTCaxsLDA2jG73Q6/34+FhYWa98hmsw1cTUWuSa3BNanNC9eknodrUr3TL03qJdaX4Lhzj8NT6afw3OxzsKqtONF8IvSq3t95rkltLJ1oUlpJxGtPsuBrT8QRypQgAvjnB0PYf6wZr9q9FmTJNann2S6a1FEJYc5kMnC5XD05TNSRGR8f35Cc4DabDdFoFD6fjy1N1uv1OHToUFNDrfdMiqJgYWEBJpMJwWAQ8/PzrCEzGo0D54BvBIVCAWq1uqeivpOTk5BlGUajccMiM4vFIvx+PwghrBZRq+XH9dKbpdNpZDIZOJ1OCIJQ5dgPmrMEoK+rESi9OgjJZBLJZBIul6tvOcYrMZlMiMfjGB4ehkqlgqIoMBqNOHLkSFMxvlHE3OrqKmRZRiAQQCQSYfdMC79zeiMWi8FisfTkMNGo8p07d/ZdGAPAVjrQfg9Y+/1bpQaqtzqqVCphbm4ONpsNgUCgKvJXq9UOnDjeS9+0UZTLZUxOTsJoNLKItn5D+7pAIABFUZgg0Sy9GICaSRVgzb9KpVJwuVwolUpV7dggtlH9HjQpitLzRCgVCgOBQF+FVorD4UA4HIbH46nq9w4dOtTUD0in0zX9MCEES0tL0Ol0CAaDWF5eZu2zXq8fuEnhjSCZTEKn0/XkA01PT0OlUmFiYmJDbEqr1SKdTrOaIzS9XivfvJ6wSlNIORwO2O32qsjfQfTNN2KCTBRFjNlkfPhlTjw4k8FDsxnE8wosGhFnBvQ4K6hvOIEHrP1GU1NTsNvtG7JqSqPRsDqzkiRBURQYDAbMz883HVuWy+W6/V4kEkE8HofH40Emk2H+liAIvI3qA1yT4ppUv+GaFNek+k0/NamXDL8E4/nxPt3ZGlyT2lycEzRg2CDhE/euQCOJyJcJfn4whVces7bKn2tS20+TOmpvRT+cBK1WC51O15PjJcsyDAYDK95Lcwen02nk83kWFWC325HP53sSTZLJJBOgaCPEHfD+kEgkoNfre47SpRG5vWAwGKDX65njQpcox2IxZLNZNmgcHR2tO2BrFxo9rtFoMDIyAkVRWJ51Tu/0o0GntVwOHDjQ9TkkSWLRkTSVAl06TqPoyuUyJEmCVqvtSYgvFAqYnZ2F3W6Hw+Fg9ZD4oK53SqVSXwYzZrO5pm5Vp2i1Wuj1ehbpSVOmJJNJJhIRQuD1entqo4A1Z4oKULTOCG+j+kM2m2XpMHvB7XZ3VTuFIooidDodDAYDS12xvt+j/er4+HhPRakVRWGpV0ZHR3m/12f60e+pVCpYLBY89dRTXZ+D1kfU6/VQqVSs38vn88w3VxSF1f7pRTTJZrOYmZnB8PAwq6HH7ak/0Mj9XgOZbDYbAPTk39A2iq7EojaVSCSQyWTYBHQwGOy5pk0oFIIkSQgE1lJUaTQa7kf1CUVRIIoizBrgwp0mXLjT1NV5XC5X0/RKraA1WAwGA9RqdVW62GQyiWw2y+x1YmKiJyG+XC5jfn4eZrMZo6OjTHTnNtUfuCbFNal+wjUprkn1G65JcU2qU6xaFWRJRKaoQCGAxfR8Ok2uSW0/TeqoPUU/lsEGAoGWS8ypk63T6SDLMotgqszJq9VqEY1Gm+ZzjUajGB4exujoKFZWVrp2xgkhUKlUMBqNA7cUeCOh+bl7dZjaEZ5oEXIq9gDVtT5oDZZWUQnz8/Ms8reXCIZSqQS1Wj1waXo2mnw+33NKRYvFwnJMN4O2UTQaZH3Oc9o5NhOWSqUSwuEwRkZGkM1m60bLdUKlfXP6Qz/a/GAw2DIKiTrP6wdu1DHK5/MwGAxYXFxs6mAvLS3B5XJheHi4YerDdlAUhaen2wASiQSsVmtPk3iCIECr1ValJ6yHVqtlIhWdVKmsw5fL5aDRaJoWMgeAhYUFBINBKIrSk1BO+71Bqi91tKB9ULe4XK6W9RHoxK9Op4NGo6np92hbk8vlmk76ZjIZ6HQ6jIyMIJFI9DRBLIoiDAYDFwj6TD/8CLfbjf/93/9tuo9arWY2RcXoSt88n89Dr9djdna2qX3Pz8/D7XZDrVbX1J/qhHK5zO6J93v9I5FIwGAw9FQfUaPR1KRpqge1J61WC1EUq/q9YrGIbDYLSZJa9mXLy8sYGRlBsVjsqfYsFcb5ZEt/4ZoU16T6CdekuCbVb7gmxTWpTnEaJFx3ihU/fDYJvVrE6062Vn3ONantpUkdtbejXC73nIs+mUyyNBUajabGyaYFtROJBGKxGEqlUsOBWyvRgRDCGiAapdnNwE6n08FsNnNnaQPoVXgRBAH5fJ45H1QIqOzANBoNYrEYcrkcUqlUQ/ulxzbrKIvFImZmZiDLMvx+f9eCptvt5s7SBkCFgl4cplwux2q50Daq0skWBAGSJLHC9dFotGG7YjabW14vHo8jHo/D5XJ1vUJHEATY7XbuLG0A/Wj3E4kE1Go1i9ZdL4DLsoxMJoN0Ol2VD3w96XQaFoulqehAVz0JgoBgMNh1TTer1coKVnP6Bx0s9wotMF7Z7wFgNlUpKiWTyYb9HvVtmvlGuVwOMzMzMBqNcLlcXUfV0fpCnP6STqeh1Wp7KlKeTqerJlToKiTqf9N2MBaLIZFIsGL39fB6vS0n5sLhMMLhMCuA3s24QpIkWCwWPoG3AfSj3c9ms8yOtFptTb+n0WiQSCSQzWYRDocbCgGEEBgMhqYrj+mqJ5VKBb/f37WgSVd28n6vv6RSKTidzp4m8eiECfXLtVpt3X4vHA4jk8kgFos17NfoKtFW95xKpWC323uq6UbrBHH6C9ekuCbVb7gmxeknXJPimlQ3nBM04Jygoe5nXJPaXr75UXtDisViTw6TyWSC2WxGJBKBSqVCOp2ucbLVajWsVmtbaaI6cYrn5+dZHvFOl7nb7XYuEmxSfD4fSqUSTCYT8vk8otFojZPtdrvbivReXV2Fw+FoK/KkUCgglUrB5/N1ldplOxTj3Izk83lYLJauj1er1RgZGUE0GmW55usJ4LTQaitoeoJ2UhMsLy+zmkSdCh0Wi4WL4xuEoig9rXKxWCzQarXIZDIs1UA4HK46H40sapW+rFgstj3QokXaR0dHMTc313F6DC4SbBy9OqFjY2PI5XIwGAzI5XJVqS8pHo+nrX4vFArBYrG0tW8qlYJOp4PT6ew4QlMURd5GbRDFYrGnwbJOp4Pb7UYkEmGDt3g8Xrffa6dvEkWx7TZzYWEBgUAAy8vLHYsFQ0NDA1m75WjQaxs1PDwMQRCg1+uRy+XqTvw6HI6mghMlkUjA6/W2NS4sl8sIh8Ndi+TbUSTYLPTiT4iiiPHxcSSTSWZT6XS6xq/x+Xxt+eapVAp6vb6t1VCRSARerxeiKCISiXR031TI5/QfrklxNhtck+JUwjUpTr/hmtT24qg9Ublc7ukLHBkZwczMDEKhEBKJBPL5fN0BVrsDKFpbph3K5TJmZmZYjt5O2I5Gsx0wGAywWq2YmppiBVSbRYe3QlGUjgShWCyGUCiEYDDYkYAmCAIXCTaQXr7bnTt3IpVKYWVlBfF4nOUJ75bV1dW2In4ps7OzLJK8EyRJ4ja1QdBIt24JBAKYnJxEKBRCMpmsWxOjkzZLUZS2B/A0N73T6WwrAq8S3u9tTjweD/R6PWZmZthKu17qb9B0de2yurqKZDKJkZGRjmyEt1EbR6+++cTEBJaXl7G6utqXfi8cDrfd3iiKgpmZGRgMBni93o6u8/+z995xkpVV/v/npsq5uzpVdXWYnmGAQaKSFhkFDIAyCgioC4jrroBpZc1r3jXsssGw/nTdXXHVrzlhDiusK4IigjIIM0zqnCvnG57fH8W9VHVXrupUdd6vV79gqm7durfq1HnO83nOcw4JmdsTnufR39+P48ePY3V1FalUCvl8vuw4V69PaMS+U6kU5ufnEQgEGt5dQOPe9mR8fBwcx2F+ft4Y91rp2xONRhsSV+fm5iDLMkKhEI172wTSpIjtBGlSRDlIkyLaCWlSncWmLuK1YjiZTKZmpm0jxrm6ugqPx1P3+2uahsXFRciyjNHR0bpeMzQ01JDARWweHMetyx4oRyPOSC9RVi+5XA4zMzPw+/3o6+urebzZbMbY2Bhlj29T8vk8FhYW2nY+VVUbzkaKRqNYXV3F6OhoXYNWT09PQ36QaIxWhYJ0Ol1zkUXTtLrfY2VlpaEgXFVVzM3NQZIkDA8P1zxeL3lAmZkbRytxVKt96SrRiI1nMhnMzs5iaGiorkDcbrdjeHiYSoptEI1MosqRzWabLhVXjkwmA7u9fCmYcjDGsLq6ing8Xnds3tfXB4fD0eQVEhtNtTJhOo2Me9FoFE6ns+73l2UZMzMzcLlcdS0OC4KA0dFRKim2gbQy7smy3HQZpko0uns5kUhgcXERwWCwLjtxu90YGBggMXODIE2K2E6QJkW0G9KkiLWQJtVZbNoiHmOsacMZGhqqK1u80RXmZkoIxWIxJJNJjI2NVb0fi8UCl8tFwtMG0koAHggE2io8AQVn1Ojgo9f7dTqd6OnpqXos9dvYeJr9bB0OR92lWRoJwhVFadhPZTIZLC4uYmJioqr/4XkePp+PhKcNpJWsp7GxsZrlCPT3qBdZlpsqU6H3HKqVSe5yuWC322mXyzZE/73XU9qpEfSSmo2gKArm5ubQ399fczFFH/eIjaGVSZ3P52s6U7waeknNRtD7eezatavqmCmKIjweDwlP25Rdu3bVFZs3MqdMJpMNLeLp519aWoIkSRgYGKh6bG9vL2w2G8Xm2xBJkmCz2VrqK1QOvTRnI+RyOczPzyMUClWNuzmOQ29vL8XmGwhpUkS7IU2KaDekSRHthDSpzqLsnesT3Ea3K1ajlWxfn89XV6PxRoOybDbblPGsrKxgbm4OIyMjZZ0Zz/MIBoPUlLOIwcFBWCyWbZEFFgqFkM/nqzaRboZGyxcUc/ToUaiqWjGjzuVywel0UrD0FDzPw2azbZs6x6Ojozh27Fjbz9tolopOJpPB0aNH0d/fX1FgHx4eprrjRQwODkKSpLaPe83Yp81mg91ux+LiYl3HN/IejLGmxuL5+XmsrKxU9FGiKKKvr69jg6VGURQFfr8fNpttW0xKdu/ebQS+tWgkCG+0pKaOpmk4cuQIzGYzQqFQ2WP0z48ooDcRb6ePamURb2hoaEPGvXA43NQ9xmIxTE1NVSyFyHEchoeHaQGviGAwCEmSGl7kqkazQoHf74cgCHWJmXpvj3pp1sYnJyeRSqUwPj5e9nmLxQKPx7Mt4tDtgsfjgcPhaOvvrNm5z549ezA9PV1Xf8NGxr1GS2rqyLKMI0eOwOPxoL+/v+wxQ0ND2yJm2C6QJlUd0qQahzSp6pAm1RikSVWHNKnGIU2qOqRJVVjEm56ehs/ng8PhwMjISFsCcUVRmjKc4eHhupq4Ao1PHJt1RkBBuJqenkYgECh53OVyYXx8nBzRGpLJJLxeLwYGBrZ8q7Tdbq+7pFijWeayLDf9e4lGo+uCeJ7nMTg4iMHBwY52RI0yNTUFh8MBm82G0dHRtu3UaCYgtdlskGW5pd5SlVAUpWlfoqoqZmZm1vk4i8WCsbGxhkqWdQNzc3Pw+Xzwer0YHBxsSyCuKEpTNjU0NIT5+fm6jm103FteXm7aB6fTaaNfUDE+nw9jY2M07hWxtLQEWZbhdrsxNDTUVpG8GQRBwMrKyoadv5nfi14Kca3YJYoigsEgent7t8WEeLswOTkJj8cDm82G8fHxtgm9zfgon8+HdDq9ITvx0ul00+OTLMuYnp5et3vKbrdjbGxsW4h224mVlRX09PSgt7cXfr+/LedsVijw+XyYnp6u+/hG3iMWizVdQjWRSCAcDpfEUhzHoa+vD6FQiHa3FDE7OwtBEOBwOBAMBrc0zhQEAYyxtu8+Lz5/M2iahoWFhXXzFpPJhJGREbjdbhLHiyBNqjakSTUGaVK1IU2qfkiTqg1pUo1BmlRtul2TKpuWo6qqUUfX5XKhp6cHkiSB4zhIkoTJyUlwHGeUpxBFcV12t8VigaIo6OnpweLiIlRVbcrhO53ODRvcgObKF+goioJsNotAIIDZ2VkAwMDAAGX5liGRSCCRSEAURbhcLiMrTFVViKKI6elpMMaMrPByWZNms9kYnJqdlEmSBEEQ6h7cdHGxnixOoOCMent7sbS01NT1raysIBgMYnFxEZlMBjabDR6Ph4KlMuifsZ79pPspnuexuLiIfD5f1Ufpn6nf78fS0lLd3/Fa+vv7kcvlWriT6ujlC+rZQVOOaDSK0dFRnDhxAkAhu4eCpfXIsmxkGXk8HmOSoo97x48fhyAIhk2VK1VhsVjAGIPT6cTKykrTYqbFYqnbxzWa7SvLckviv54t2t/fj8XFRfA8D7/fT0JmGaLRKKLRKEwmE5xOp7HrRVVVQ8jTNA2aplX8jZvNZjgcDqRSKWSz2aYCcLfb3dA41ih6Sc16xa21LC0tYWRkBDMzM5BlGR6Ph4TMMjDGDB/lcDjg8XiMmKY4jqo27plMJiiKgv7+/ronZeXw+/0NlX9qND7XS2o2E9drmoZkMolQKGTsmNAz74lSstksFhYWwPO8EZvrix+SJOHEiRPgeR6yLBvjzFo/YrFYIIoiRFFENBpteJccUPi+JUmqezdCo++RSCQwNDTU9NwhFosZPTgikQhEUYTP56PdLWVYXV0FULALp9MJr9cLk8lk/C7j8XhVH8XzPARBgNfrRSQSgSzLTY0FfX19dZUT02nU1ySTSdhsNqTT6UYvDUBh3BwbG8Px48cBFK53q5N9tiOkSdUHaVL1Q5pUfZAmVT+kSdUHaVL1QZpUfXSzJlUzWojH44jH48a/zWYzRkdHkclkYLVaDaPheR6RSAROpxOapiGbzYLneSQSCYyPjyOTyTT1g+d5vq4arDqNBvp6Kahmg/DFxUUMDQ0Z2zZpQlcdRVEQDocRDoeNx4aGhhAMBg3HxHGc0XQ6Ho/DbrcbNqUoCkwmE/r6+oxJfCOBcqO9EXSHV+9gqmlaS85IURScOHECY2NjmJycRH9/PwVLNUin0yW/X57nMTY2hnw+D7PZbHx+jDGk02njN6ooCjRNQyqVQigUgqZpDU34dcxmszFh2gj0TPl6t7GvJRqNQlEU9PX1IZfLkZBZB/rii47T6TTGMX3ck2UZoihidXUVbrcbmqYhk8mA4zik02ns2rUL2WwWiUSiqWuo108129ujlSB8dnbWKIFIZXpqk8/nDWFTJxQKGbGDJEnGOKYoCjKZDCwWCzRNQy6XQz6fR09PD0wmU1M+ym63N22H9ZDL5dDX19f0Il4ul8Pk5CRCoZCRqUkLeNVJJpMlkypBEDA+Po5cLgeTyVQSN8RiMdhsNmiahnw+D47jkEgkjHGyGZuqt+yhTqPfZzgchsfjadqmVlZW0NvbC4fDAavV2hUTulbQNG3duNfT04PR0VFjkq3H5vp8z+VyQdM0I/5SFAW7du1CPp9veEzSx5BGYu1G30MXQJoR1xljmJqawujoKKLRKI17dZDNZpHNZo1/cxxn7FIwmUzG56cnHujfqaqqxjg4ODho2F2j2Gy2pv1HPUSjUQQCgab1g2QyiXw+j+HhYSwvL5OQWQekSVWHNKnGIE2qOqRJNQ5pUtUhTapxSJOqTrdqUg3fZS6Xw5NPPmn82+PxGIbl9XoxOTm57kuIx+NwuVwIBALo7+/HkSNHSgL7Wtjt9pKgrZ0sLy+XZOs2w9LSEoLBIMxmM5V+aoK5uTnj/0VRhNVqRSKRgCAI8Hg8OH78+LqgSBAEDA0N4dRTT4Usyzh06FBd75XJZBrKSmvGGUWjUSODtFkikQiVwGgSTdNw9OhR498ulwvJZBKapsHhcIAxtm4SFovFYLFYEAqFsG/fPiwvL9cdoMiyjP7+/g0TyRVFgcViaWknTTKZhMvlgtvtpgC8CfSsTR193OM4Dl6vFydOnFgXbMdiMfT09CAYDILneTz++OMNBeSSJNUVNDXjo+bn5zE4ONhSoL+0tGSUK6AFl8Ypjjn02CGTyRj9qcrtkhJF0fBR6XS67p4H+q6kemlG5M7n8y2JT5qmIZFIYHR0lMa9JlBVtWJsri+Grc3OjcfjsNlsCIVC6O3txczMTN0Lc4wx+Hy+lnbzVSOdTsPv97cUR62urmJ4eBgWi4XGvSZYXV01kg94nofT6UQsFgPHcfD5fDh+/Pi6mCQcDqO/vx979uwBYwyPPfZYXe+lzxvrjXOa6Wm1tLSEvr6+psUnoPCZjI2NkfDUBIwxY9cZUFr2y2w2w2KxIBaLlbxG38muj3vRaLTunVDpdBp9fX1N70KpB13ob7Z0mb47Q9+lTzQGaVLrIU2qNUiTWg9pUs1DmtR6SJNqDdKk1tONmlTLo3vxhD8SiVRcRY3H43j88cdx7NixhgaBjcwe14lGo/D5fE2/XlEUCIJAAXgbUBTF+M5VVTX65axFVVVMT0/j4MGDDWXF5fP5hiZbzWT76hOEVpxIPB6HKIpd44g2kng8bgQayWSyor1ks1kcPnwYBw8ebOhzX1xcbMimmhHIZ2ZmMDg42PDrilEUhXxUm9DHPcYYwuFwxUBodXUVf/rTnzA3N9dQZlAul6vbBpspXaZpGhRFaak/VDabhSRJXZPxtJHkcjmjJIQsyyVZwcUoioJjx47h4MGDDZVL0TP+N5LFxUX09fW1dI5EIkE+qk0Ux+bRaLSivaTTaTzxxBM4ePBgQ2JSpdisEs2MewsLC+jv72/4dWvfk2yqdTRNMxZY9F6W5QQcxhgWFhZw8OBBQ1So9/yyLNdtJ80IBfou1VbsIZFIwGQykTjeBtLptBE753K5dQt4Ovl8HkeOHMHBgwcbEg1XV1frLs/aLHNzcy3H5qlUinxUmyBNijSpdkKa1NPnIE2qPZAmVYA0qfZBmlR3alKbfqf5fN6op6x/2PqXrTsSxpjxZzab4fP5NizrCSg41PHx8YrCWS04jusqo9mOuN1uw570kjnAepvSNM04rp5tu81uC85kMvD5fOtKqNULlRPbWiRJgtfrNerVF2cKFduUbk+tDDz1oKpqy5lPLpeLhKctQlEUuFwuMMZKfFRx8Fw87kmSBI/HU1fmXbM+KhKJYGBgoOmMX5rQbS2CIMDtdhtlyar5KMZYw9m+zaCqKux2e0MiRjF+v5981Baix9vVYnOgMOHSS1TqvYo2glwuB6fT2dLOKb0MJLH5KIoCr9cLnudrxub6uGe32+vqvdHKuNfb29v0DtKNjvWI6oiiCI/HY4x7xTawdtzjeb6hHZPN9t8UBAEmk6npRJm+vj7ajbBFkCZFbASkSRHthDQpop2QJtUZbPooryiKUVNcVVWoqlo1cI5Go0Yz8XpotpFws01pAZAT2mIYY0b/BN2mqmEymeByueoKkJvJKAAKYli9JV8qvZ7sauvgOA6ZTAbJZBKqqtYMUvbu3Vt3MNOsQJ7L5ZoOloDGezMQ7UOWZVitVkSj0brGvWw2C4/HU9e5m7Uns9ncUE+rtawV0IjNR9/BV8+4Z7fb6y532WjfDR2O45pewANg9B8hto5UKmX04qj2/QuCgImJiQ2/nmbLsxJbjyzL0DTNiKNq+SjGmFFqqhbNCgU2m61pcRyg2Hw7kM1mDQ2h1hjlcDha6rVSD4qitLTTnca8rYM0KaLdkCZFtBvSpIh2QppUZ7AldyvLMnK5HBRFqfll53K5hgaPZpyCxWJpKQBv1mCJ9qAoCnK5HPL5fF31ffVm6fXQTOkCoCBwtWIXzQZqRHtQVRXZbNYQoWohimJL5U82g2YaJBPtQZZlw0/VM+4lk0k4HI66z9+Mr7BarU33cSG2Hk3TkM1m6x73VFVFMBis69zNCuStjlnko7YW3UfVM+6pqgpJkmC1WjfsegRBaEkkACg+30pkWTZ6ftXz204kEnXHUc36KLPZ3NKCDmOMYvMtRB/36o3N9V5V25mNXGAkakOaFNFOSJMi2g1pUkQ7IU2qM9iSRbxGvlzGGBKJBPx+/4ZdTzqdbsg41+L3+6l0wRYiy3JDpUjC4XDdwUyzgUsymYTT6Wz4dTp2u73p1xKbz/T0NLxe74a+RyvldkwmU0Pl9Ij2oveoaOT4fD7f0rhUi0gkArfb3fTrqQTU1tLoZH5ubq7u76vZyb4syy01vm+k9BnRfhqNdVZWVlrqWVcLVVVbGrdcLhf13NhCGu15ou9cqOc7b3YxLRqN1p1RXA4qK7azOH78eN2lxVoRuZuNhRot+Um0H9KkiHZCmhSx1ZAmRVSDNKnOYEsW8RrNInE6nVheXq7r2GZr2jczKPI8D57nkclkKPNpC5FluaGA1ePx1G2DmqY1FQyvrKw0FfTo70WZmVtLo/5geHi47h4JzfqKRgddHVEU6yrpQWwsjdiU3mOllZI6tWh0oqmjj3vZbHYDroqoF1VVG/r+Glls0XdZNUokEmmqFwONe9uDRse93t5eLC0t1XVss+Nes68TRRG5XI7GvS2k0djcYrFAEIS6dqHovcgaJZFINJVooN8HZQrvLEKhUN27mpr1NalUqilBUhRFo/QesXWQJkW0E9KkiHZDmhTRbkiT2vlsSapOI4bj8XiQSCTqLqnTrDPieX5dU8dahEIhZLNZCIIARVEoq2CLUBSloUm5x+PB0aNH6zo2n8+jt7e3qetqxhmNjIwgk8l0XV3f7UYjPspsNiObzdbV8BV4ugdDo2XCdGG9kcCnr68PJpPJaHhMbB2N+IPe3t6GGpC3InQ3yujoKDKZjBGId1vm03ZBFwrqEZU5joPFYsHhw4frOncmk4Hb7UYmk2nomvSm6o0giqIRS9EOl62lkbjD4XAgnU7X3bOu2fGH4zgIgtDQuKcL9/rraDfe1tDoTjy/3193355my4oBzcXmxfM9YuvQF2/r8Qd6CbkTJ07Ude5MJgOHw9GwUKXvHm1kvHQ4HOjp6amrlBWxsZAmRbQT0qSIdkOaFNFuSJPa+WzJIl4ul4PP56vZxJXnefT09OD48eN1n7sRZyKKIhwOB+x2OzRNQzAYxPT0dNnrsFgsxp++6stxHFZWVqAoCkZHRylg2iIymQz6+/uRSCRqfv82mw2MsbonW406IqvVCofDAbPZDFEUYbPZyopcoijCYrHAarXCZDKB4zgjc3xubg4mkwnj4+NUEmOLWFlZQSAQwOzsbM1jBwYGGmoYnUql4HQ6EYvFah7L8zxsNhscDgdEUcTAwEBFQcJiscBsNsNisRjCmd6wfXV1FUNDQxvav4ioDmMMTqcTiUSi6nH6uFTvpA5oTCA3mUxwOBywWq1gjGFgYAALCwvrjuN5Hlar1bArnucNUWx+fh4AsGvXLrKpLSIajSIUCmFycrLmOOX1epFKpeqOj/L5fEMihO6jTCYTJEmqKLKaTCaYzWZj3ANgZNDNzc3B5XIhGAySYLBFJBIJ9PX11bW7rq+vD1NTU3WfO5/Pw2Qy1bUrhud5OBwOOBwOMMYQDAYxOTlZ9ljdR+m7uDiOA8/zSCQSSKVSCIVCVK5uC9F/87lcruZxkiQ11Ni+kfjcbDbD6XQaY5nX60UkEll3nCAIJeOeHpurqmqUJN61axfN97aIpaUlBAKBunyP7svqjY8ymQx6enrqXsSz2+1wOp0QRRGSJFWM6U0mkzHfK47Nc7kcFhYW0NvbC6vVSkksWwRpUkQ72WxNajW/ComT4JJc654jTaozIE2KaDekSe18tsQbr6ysIBQK1QyY9EGnEWPIZrMlg5QoirDb7bDZbMaXrWcAyLKMdDqNeDwOTdPQ39+P4eFh4xj9OFVVkc/nkUqlEI1GjevRjwUK4ofdbqcgfItYWFiA1+vFyspK1eMGBwdrHrOWtUGT1WqFzWaDxWIxMuUYY0bj2VgsZghVY2NjkGXZOIemadA0DYqiGMfqz+sTQqAgeGWz2Q2tP0xURs/qqAeHw1FRYCyHPmHUAyY9KLLb7ZAkybAVvdxAOp3G8vIyVFWFw+HA6Oiokb2r+yhN05DP55HL5ZBKpYzSF319fYYtrqyswOl00q6ELWJ+fh7Dw8M1AyaXy9Vw8sDaTDqTyQSbzQabzQae50tsJZ/PI51OIxKJgDGGQCCAYDAIACXH6U2Pk8kkIpGIsfNBPxYoBP/dFDBtJzRNQywWg91uryk69vX1NSQ8AevHPbvdDqvVagjbxfFRNptFJBKBLMvgeR6jo6PI5/PrYilZlpHL5YxjAcDtdhs+KR6PI5fLkU1tEdFoFCMjIzWP00XERkos6UKBns2pL9TpwvZa35NOp7GwsABN09DT01M2Ntc0DblcDplMBvF43BDMAoGAcW3hcBh2u72rsjO3E1NTUxgaGsLc3FzV4/r6+pra+VuM2Ww2/NTa2DyfzyORSBjx/8jICOx2+7rYXFVV5HI5xONxIzaXJMkoR6yqKjKZDAnkW4SiKMYuo1oJAV6vt+7dCPq518bHdrsddrvd+L6Lx71MJmMsmphMppL5nn4cY8yYz6XTacMv9fT0GPYbDofh9Xpb6idLNA9pUkS72SxN6qdLP8WPln8EiZfwhme8Aef1n0eaVAdCmhTRbkiT2vlsWUqFLMtwu91VV/6dTmfN7M21pNNpeL1eI2AaHh7GwsICkslkzYyYRoJ9ACUZUnoQThm/W0M2m8XQ0BBWV1erOhuTyYRUKtXQuYsDdlEU4ff7sbi4WFcz4kaE01QqVXJt0WjUcHjE5rOyslJTfDKbzQ2XBFjb7yAYDCISiSAcDtcsjZdMJhsq9VO8oyKfzyOTyVDAtIXoZQ2r1e52Op0N+6h0Og2bzWbYRiAQwPz8vCEGVKOezD4dTdNKMuBXVlZKFmGIzSUWi2FkZKSqT9B3JjUaSxWPbU6nEw6HA6urqzWFU03TcOzYsbrfZ20MmEgkjAQZYvNJJBLw+/1Ve/44HI6Ge6TkcrmSMlChUAjLy8tYXV2tea7V1dWGSrkU+7RkMolsNttUPxiiPZjN5polEK1Wq5FNWy/5fB6iKBr2MzQ0hPn5eUMMqEYjIpcsyyWZ7SsrK3A4HLQwvEUsLy9jcHCw6m48/btpND4vtpv+/n4oilKSdFKJfD7f0Hyv2J9pmoZ0Ok2LeFsIaVJEO9ksTep/Vv4HChSk82l8+9C3EZSDVV5JmtROhjQpot2QJrWz2bJFvPn5eYyPjyMej1cc4FRVhaZpGBoaMgaN4lVZj8eDJ554ouQ1sizDZDJBEASIomgEMrWyQFuFMYZ4PG5kqRObz+rqKvr7+8tuw9XRM04kSSqpN6/blMvlWtc3KJfLGaJiNpuFqqp1lQcqRyM17qPRKLxeL4lPW0QqlTLqd1cSrlVVhaIoGBgYMLKkirMm7XY7lpaW1jUY1m3AZrNhbm6uarmwWjRiU8vLy7QrYQuZm5vD8PBw1YmULMvgOK7iuOd2u3Ho0KGS12SzWfT19Rk+KZFIwOVy1VUWrxUURUEymYTX693Q9yHKo4t/1UpB6TsB+vv7IYpiyQ4VxpgRK60tiaIL43og7vP5mp68N+qjXC4XiU9bRDgcxvj4OMLhcEWRUVEUqKqKwcFBYyxZG5sfPny47GRNnzQuLi6it7e3bLmwdhOJRGC1Wkl82iLm5uYwNDRU9bvO5/Ow2Wxwu91lY/Ny414qlYLD4UAmk4GiKMhkMrDZbE01uG/ER2UyGaTTaWOXArG5yLIMTdOq9q8rjs31MrvF457FYkE6nV63UKL7LJvNhuXlZYRCobrKjJWjEZtaXFws2fFHbC6kSRHtZjM0qQHzAJ7MPAmBFzBgHmj4GkmT2jmQJkW0G9KkdjZbWtxYlmVIklTRGUWjUSSTSSNgX0ulbd2MMfT29sJms+H48ePw+XwQBAEej8coYaC/fzQaLbvC3NfXB7fbDVVVkUwm6zK85eVlOBwO2Gy2mscS7ScWi9X84c7OzhrbctcOMjabrewESp+su91uRKNRLC4uYmBgANlsFj6fz6jNq5fhWVlZKSt+jY2NQZIkZLNZhMPhurJXVlZWjF4vxOaztLQEt9tdcVeCoiiYmZlBPp+v+J2vDZaAglBgNpsRCoXwxBNPQNM0o3eMy+UyxHZ9QCrXu8VqtSIYDBr19BcWFmpmdmYyGSSTSbjd7jo/AaKd6Asj1YLc5eVl47svN+6VEw5VVYUoiujr6wPP85iensbY2BgEQYDP5zMEbMYYZFlGOBwuK3QODQ3BbrdDUZSS0mPVWFhYgM1moyzyLWJxcbFmKaiZmRlj4WWt3enx0Vr0MlDDw8OYnp5GOByGw+EAx3Hwer2QJMkY9zKZDFZXV9fZK8dx2LVrF3ieN0qP1SqZxxhDJBJBf38/LbpsEYlEAjabrWKZlWw2i9nZWciyXHbMsdlsZX2X3oNhYGAAhw8fhiiKEEXR2Omp26GiKIjH42XHTo/HA7/fbyxgLyws1BQMotEoPB4PlYLaInK5XM1SUPPz82CMlY3N9dKr5c7b09MDt9uNfD6P+fl5jIyMIJFIGLG5IAhGyZ6VlZWymeUjIyMwmUzGnLCevnwLCwslvV6IzUVfGK42j5qenoYsy2V3+gYCgbKLc4qiQBRFjIyM4Mknn0QmkzF6tbjdboiiCJ7njZK/5SqyiKKI0dFRcByHTCaDpaWlmjvYdZ/X09NDiy5bBGlSRDvZDE3qDuEO/OD4D+D3+HG25WwM+AdIk+pgSJMi2glpUjubLe9QWu0HrtffrUQ6nYbb7UYymYQkSfD7/cjn8zCbzYbYpDcgn5iYMJxQMS6XC+l0GisrK0bg1NvbC7fbbRiA1WqF1WrF9PR01W2gjDEsLi4iGAzSxG6LqDVgVNs9V7ytW2/kqZeN0gWmgYEBOJ1OWCwWOJ3OsoGMy+VCKpXC4uIiVFUFz/MYHh6GJEkwmUxGk/NwOFzTISUSCcTjcXg8HprYbQE8z9ecfFcTpcPhMIaGhrCwsABBEIxyYnqww3Ec9u7dC6BQXkwXxotxuVzwer2IRqOGUG+32zEwMGAcrzd6nZ+frymSz87OGs2Gic1H75NSiVrlK/QsTEVRYDab4fP5kM/nIUkSJEmCIAgYHR2FxWLBxMRE2bHI6XQik8lgeXnZsJeBgQHY7XaYzWbDPiwWS80G2aqqYmVlxch4JzafWuNetZ0piUQCwWAQy8vLkCTJ2AWn75jiOA7j4+PIZrMQBAF+v3/d9+xyueDxeJBIJLC0tARN0yCKIoLBIARBMMY+i8WC5eXlmiL56uoqHA4H7XTZIjiOq+qHNE2raVO9vb2IRCKGzSiKAovFYmTd7tmzBzzPY3x83MhCL8blciGTySAcDhtiu9vtRm9vrxGb6z5qenq6ZknO2dlZjI2N0U6XLaKWj6oWZ+l9oPSFQJvNBpfLBVmWYbFYjD5Tet8N3abW4nQ6kU6njUUVPbvYbDYbgpUeS9UqZaf39vT7/RSbbwGtxub6LpmpqSmIogiv1wtRFCFJEtxuNxhj2LNnDxRFKVm8K0Yf9+LxuCGqms1mBAIBI0FBj6cWFxdriuSLi4tG3xhiayBNimgnG61JnTxyMkK9ISNWJ02qsyFNimg3pEntXDhW5ps7ePDgprx5KBSqWtO+HvRMEkEQ1jkaxlhDmdzhcNhYmCl3rmQyiZmZmZqDcn9/P3p6eiiLvIjNsCm9DE89WbSVsFgsGBgYMBpjrg1SOI6rO3BhjCEWi8HlcpV9XT6fRyQSqdp7Rn/PsbExmtgVsVk+amRkBFNTUw03dS0mEAhAEASjlrye8aL/t14/ofsgQRBgsVjKvi6TyWBubq5m0ORwOBAIBGhiV8Rm2BTP8xgaGqoZhFRD9wcmk8nwK8U2pR9TL5FIBE6ns+wEUFVVxONxzM3N1fwNBAIBmtgVsVk+amBgALFYrOZvvhputxtut9sok9PsuKcLSnrpjHKvyeVydS3k6bsZaGL3NJs57jVbSkcnFApBFEWYTKaWxj2gsAPCYrEY51pLKpXC7OxsTXHD5/Ohr6+v5q6wbmIzbMpsNsPj8TTc46kYQRCMHXPl/FEjsTlQsCl93FtrU7IsIxaLVS2DpjMyMkLJBkVspn4wNzfXcG/OYvr6+mA2m2G328v6lXptijGGXC4HRVFgt9vLviaTydS1kGexWDA8PNwVWeT1QpoUaVLthjQp0qTaCWlSpEm1G9KkSJOqxZaO6LUCj1roGSR6vXsAhtGUm5hVQ689XS7bDigYoNPpxOjoKAYGBqqee3FxEbFYrCUnSzSO1WptScgECtkkemCiD248zxt/jTgDTdMMR1TudSaTCT09PQiFQvD5fBXPwxjD1NRUy/dGNI5e97lZeJ43sjB1G9Ifb9RHAQUb10tlVHo+GAxiaGioqvidTCaxvLzcsg8mGkMUxZpCcy2KywQUB0y6TTXjo3ieL5uxpJf8GRsbQ39/f9Vzzc7OIplM0ri3yZhMpqb6sxZjt9uNTHE9nmpm3NPLY1QrW2g2m9Hf34/h4eGqJVSKy8IQm0utxuO1EATByJ4sFgmaGff0EpyVFvCAgv2GQiEMDg5WXaALh8MIh8Mt3x/RGBaLpS2xud7fqV2xeXFMVowkSfD5fBgdHYXf7696runpaaTT6Ybvh2gNvbxTK1it1hI7aNamOI6DJElVY26r1YqhoSEEAoGq42M2m8X8/HzN7Hei/ZAmRbQT0qSIdkOaFNFOSJPa2WzpIl6rWUF6WRy9LArQ2Grv2mspV9pgLRaLxRjkqjE7O1u1QTLRflKplJGt1Cx2ux2JRKItW3AFQSgJ5suh94Px+/1wuVwVj1MUBVNTU1VLWBHtp9UMDn0gCofDLfs7juMgimJN2zSbzfB6vUYpu0qEw2EKmjYZvcRAK5jN5pLSYq0E9fq4V802OY6D1WpFT08PhoaGqp5vamqqbD8PYuPI5XItlwi0WCyIRCJtydSuZ9zTy3YODAxUzebNZrO0kLcFtDru6eUx4/F4UxO5tddSbifCWvQyLqFQqOp7LS0tle1jRWwc7YjNbTYbcrkcBEFo+bvT47JqdsLzPOx2O3p7e6su5GmahsnJSVrI22Q0TWtpvNIX3lZXV9s27tXSEEwmEzweDwYHB6uO2clkkhbytgDSpIh2QpoU0W5IkyLaCWlSO5stW8Tjeb5qNqwe7Fb7wSeTSeTzeaMWNNC6g6uFLkbU09C8XNNsYuOw2+1VdyR4vd6aJUqmpqaM5tGbtQVXn0xWy3wCCiV+SMzcXGqJPD6fr2rmv6IomJ+fN+qOb9YESvdRtZpqr66uUsC0iVgslqrCTHFmeCX04FsXsVoRyOtFz6qqlkEOFOybxMzNxWQyVf0N+3y+mot8x48fR09Pz6buUNLHvZ6enqrHpdNpEjO3EXr/qGqxeTabRSwWM8afzRj3dD9otVprlnmi3Xibi9PprBq7Op1O2Gy2quOY3qy+1cWbRtAXkKuJmUBhBw+JmZtLLZGnp6enamzOGMPk5CT8fv+mLmxwHAez2WzMCSoRj8cpNt9ESJMi2g1pUkS7IU2KaCekSe1sNq0xBM/zMJlMxkQnEAhAURRjZV5VVUSjUaNe/K5du8BxHFRVxYkTJ8oOhAMDA8jn80aZnc1sYCgIAkwmU1Xjz2QyUBSFavxuEDabDdls1gi8dRGgt7cXPM8jm80iHA5DlmW43W4MDg4CKPTrmZ2dXRewS5KEvr4+pFIpmM3mTRULANRlv62WTSOq43A4DB/kcrnAGDPqh+v1v6PRKBhjGBsbM0rD6VmOa9H7TOXzeWM3wWbWZ67lexhjUBSl5Z08RHn0LDX9dzs4OIhMJoPh4WHwPA9FURAOh5HJZCAIAsbGxgAUJkcnTpwoO74EAgEkk0mjf9lm+iie5yFJUtVxL5VKQVXVjm8ovFXY7XYjs0yfbPv9fmPils1mjYmQ3gsFKNSZX1hYWDdps9lscLvdyGazRub3ZvqoeuyXFvE2Do7jYLPZDJvq6+uDqqrGuKdpGuLxuDG+7dq1C4IgoL+/H1NTU2UnSD09PZAkaUvGPX0hr1r2pSzLUBSFfNQGoWfm6uUOvV4v0um0Me7l83msrq4agvfw8DCAgu+anJxcJ+LofTvi8bixs2G7xebZbLakBwjRXopjc7181+DgoPHdpNNpY3F+eHgYDocDfX19FXfeOhwOY3G5np2Z7aYem5JlmXrCbhCkSRHthjQpot2QJkW0E9KkOotNWcTjOA67d++GqqqIRCJwOBywWCzrSuS4XC4oimIMZHqwMT4+jnA4jMXFRSPTIJ1Oo7e3F9lsFqlUCrFYDENDQ5sWnDDGambyyrKMeDwOn89HE7s209PTA7/fj1QqhWw2a9SOL87Adjqd8Hq9hiCgaZpRZ95ms+Ho0aNGI3Kr1QpRFOF2u43JIICaWS3tpJ6MmOXlZTgcjpZLNBDr0Ruzrq6uwmKxwGazGeUndFwuF/x+PzRNMwYOURQRCATQ09OD48ePAyjYjSzLxsRQ35ng9/uNvi7bhdXVVZhMpk2z827BZDJhbGwMiqIgGo3C6XRCkqR1Ow70cQ8o+ABVVWEymbBr1y4sLCwgGo0au19SqRS8Xi8ymQzi8TjS6TQGBga21biXSqWQSqVq7l4gGmdwcBBut9uYtDmdznXjnsvlgtfrhaZphugEFIR0p9OJw4cPG8fp9eUtFgvS6TQikQisViscDse28geLi4tG7wWivUxMTACA8d1brday454em/M8D1mWIUkSRkZGkEwmMT09DaAQl+VyOUPMzGQyiEajNcvHtZtambyMMUSjUfj9/k2dcHYDdrsdw8PDyOfziMVicLvdkCRp3c4jj8ezbtyzWq2YmJjA5OQkstkszGYzXC6XIXqm02nEYjHk83n09fVtq9g8HA4bAhnRXoaHh2G327GysgJJkuBwOCAIQsln7XQ64fP5oGkaRFGEoijgeR79/f3wer04cuQIgILdMcYwMDAAoLCwkUgk4Ha7YbPZNs0f1Dvfq2eHFdEYpEmRJtVuSJMiTardkCa1feagnQBpUp2nSW3KL0RfWbdarejr66u4GqpnRunox3EcB7vdjmAwCIfDYZQ4UVUVFosFZrMZHo9nU7O1VVWt6/3m5+dhsVhoYtdmUqkUBgYG4Ha74XK5Kg5AoihWHAgCgQBkWYbX6zVq+Orbc/WAZDMHtnrKO2mahrm5OYRCIZrYtZlcLge73Y6+vr6KE3mO48r6KP3/R0ZGjJ0NutipNzt3Op1QFGXTbIoxVlepi1gsBrvdXrN0BtEYiqKAMVaz8fPaoLx43PN6vbDb7XC73QCA/v5+aJoGq9Vq9MLQg63NQNO0ukpdzMzMYGxsjCZ2bSaZTKKnp8fYXVfJl1QbG0ZGRqCqqjFu6juS9JJ2jLFNzVirRyiQZRlLS0sYGhrqyGy6rSSfzxs9UBqNzRljMJlMGB4ehtlsNnYgyLIMs9kMs9kMt9u9LWPz5eVlWK3WjpzYbSW5XM6IgSwWS1Pjnr4I7PF4jMeAwgKhfs7NLIda73tNT08b2fBE+8hkMnC73Q3F5mufGxkZgaZpRmkofceUviioquqmLujXY1O6eN/X17etRNadDmlSpEm1G9KkSJNqN6RJkSbVTkiT6jxNatMiVv2DbkaA4XneKPlUXKKg2LAYY5s6gPA8j71792Lfvn01j11cXNxUo+4GVFWFpmlNl6+RJAlOp9PIylxb+kL/92ZO6iwWC/bt24dgMFj1uEwmY2yvJ9pHPp9vaSJvsVgMIVw/x1qftJk+iuM49Pf3Y9++fTVFpYWFBerp0mb0SVizJVD0THNdyNTPof9XH/c2M1tNFEXs27cPp556atXjNE2j2vYbgCzLRm+MZsY9feKmiwx6OU4dvan0ZgoFdrsd+/btQ19fX9XjYrFYR9e23yoURWk6NtdLV7rdbmMBDygd5zY7NgcKC9X79u2reU/z8/PU06XN6HG5Hlc3iiiKcDgcJeNesb/T/72Zi/mSJGHfvn3YtWtX1eMURUEsFtvUHmvdQKuxudlshtPphNPpNOyoWPhcOw5uBh6PB/v27auZRLC8vEzj3gZAmhRpUu2ENCnSpNoNaVKkSbUT0qQ6T5PalNFgeHjY2AbcCnojw0rPbSZ6Jmg9wXU6nUY8HqeJXZswm80YGRlpSw8DnufL2tRWZD3qDrZaLxed+fl5ZDKZTbiq7qC3t7fqToRG2C4+CoDRl6ZWhqamaVhZWem4AW6r0DO/i4XtVs61XWxKD9LK1dpfSzQarcuXEfVhs9kwPDzcNh9Vzna2wkfpwkc9IsDc3Bz14GgjennWThr39NhcF0CqIcsyIpHIpu7q6mQEQcDo6GhbEgG2U2wOoO7YfGlpiRZd2ojeO6rTxj29TGM987jFxUXqC9tGSJMiTaqdkCZFmlS7IU2KNKl2QppUZ2pSG7qIZzabMTo6WnVr+U5Fv5+lpaW6jqesgvbg8/kwPDzckc2+JUkCYwyRSKTmsTTAtQee5xEIBNDb29uRZdpEUUQ6na5LpOzEAW4rsNlsGBsbg91u77hxj+d5MMawuLhY1/G06NIe/H4/gsFgR5ZpkyQJqqrWJT7Jsmz0AySaRxRFhEIheL3ejusJp+/aqieOAgo7XUh8ah2Xy4XR0dGSHkCdgiiKYIw1NN+jRZfW0MuqbmZ/lc1E719Uj52k02kkEolNuKrOhjSppyFNqj2QJlWANKn2QJrU05Am1R5Ik3qaTtOk2rrncffu3Uin03C5XMjn8xAEYVOb2W82PM+jr6+vLoekaRpisVjH1WPdSPQmnKqqQpIkZDKZTW08vlUMDAxgYWGh5nGxWAxerxcOh2MTrqozCAaDRn1wfVt5JwbfOhzHwWKxwGKx1DVhW1hYgNVq7UjRZKM46aSTkM1mYbfbkclkjD4rnQrHcRgcHMTk5GTNYxVFQSqV6sjFp43C4XBgYGDA2DWQz+fXNZ7uNDiOg8/nQzgcrnns8vIyXC4XxVINMDY2ZvS+00WWTv5N8jwPt9uNSCRSV9mwlZUVWK3Wjo8t2wXP88a4Z7VakU6nYbFYNrWMzmbDcRyGhoYwMzNT89hMJoN0Om30DSFq4/f7YbfbDb8kyzKsVmvHjnt6NrvL5aori3xhYQEOh6OjNZV2Q5pUZUiTahzSpKpDmlTjkCZVHdKkGoc0qcp0mibVtpFHFEVEIhEjs9dqtXZ0sKRjs9kwNDRk9ASpRiwWoyyVBihuFM1xHBwOR8cHSzzPw+PxwOFwwO/31zy+kzIKNhqO4xCPx+F2uyFJEiRJ6uhgScdkMmFoaAgmk8moZV2JfD5PvRIawGw2Ix6PG71W7HZ7RwdLAAxfPDAwAJ/PVzNbkHoENYZeU95kMhk16DtVyNQRBAG9vb2wWCzo7e2teTyNe/XD87wRm+siZqdMYKphsVgQDAZhs9lgt9urHptMJmncawCTyYR0Om18rg6Ho6MX8IDCuOd0OuHz+eqKzWl3Z2PogrgkSRAEoeMTV4DCTpe+vj6YTCb09PRUPVbTNBr3GoA0KdKk2g1pUqRJtRPSpEiTajekSXWXJtW2WZff74fP52u6YeJOxuVywePxYGVlpWq2iqIoTTdS7kaGh4chSVLX2ZQoisYAt7KyUtXZ0OBWP1arFYFAwLCnThcIirFardi1axcURUE0Gq16LE3q6mdgYAAOh6PrfBTHcfB4PBBFEaqqIhaLVTxWlmVomkbjXh1wHIdgMAhBEIzm9t2CyWRCKBQyxr1qUA+z+vF4PBgYGOg6HwUAdrsdY2NjSCaTVcvyMMZo3GuAQCAAq9XadTYlCAL8fj8kSUI8Hq8qWJKYWT+iKCIYDBr/7iabslgsGBsbA8/zWF1drXos+aj6IU2KNKl2Q5oUaVLthDQp0qTaDWlS3aVJlf2GG/3i/X4/enp6uk500tFrstrt9qr3r2+VJmqza9cuSJJUtYFmJ2MymcAYq5mdmc/nN+mKtheNlgDRy2AA3SUQ6Oi/o3rKyZCPqo+hoSE4nU4A3WlTep8gj8dTdfKhCwXdRj07ytaye/duCIJg9PXqNnSBxOv1Vj2uG+0JQMO7nZxOJ4aGhro2NtebnpvN5pqfHY179TEyMmLEX91oU3qfIJ/PV/W4fD7flTbVaAlRnuexe/furp3rATDEpFo7hrvRngDSpBqFNKn2Q5oUaVLVIE2qMUiTaj+kSXWfJlX2Ww4EAnWfYHBwEH6/v+tWfcthMpkwMjJS9ZhOMZxGqbfZvSiKGB0d7eheCPWiaRp6e3urljDI5XJdOcANDQ3VfazX68Xo6CgAdETmRbPoCwOjo6NVBc1u9VEDAwN1HxsMBuHz+cAY63o/ZbVaMTw8XPF5TdM6pnRBI/T09NRdxsJqtWJ8fBwmk6mr4yh90aWvr6+qGNytu1yKd6vUwu/3G1m+3Tzu6ULB6OhoVV/dreNerQVzHZ7nEQqFDJGgm2GMwe12V41DO0koaIS+vr66YyKn04nx8XHjN9qt6GN+MBisKgZ3oz0BpEk1C2lSlSFNqnFIk6oMaVKNQ5pUdUiTao5u0qTKRjh2ux2Dg4N1GYLJZOrazJRiOI6DIAiwWCxVs+m61WEXZwhUgzEGi8XSlUHAWgRBgCiKRm3jcnAc15WfldlsxsjISF07E3ieN/xUt6NnPVXbJdTp9bMr4Xa76949ZTaboWla19sUx3EQRbFq4+lujQ0kSUIoFKpLLNCbmXdKYNkKgiBAkqSqvRK6ddyzWq0IBoN1/ab03lLd+vsrRhAEmM3mqgtWnd7TrRK9vb11LeRRbP40PM9DFEXYbLaaO126DZPJhNHR0br7bprN5q6Po4Cnx71qO1261ZeTJtU4pElVhzSpxiFNqjKkSTUHaVKVIU2qcbpNkyp7J6Iowufz1TQejuO6oglnIwiCgEAggImJiXWfn9ls7lpnZLFYMDQ0VNPB8Dxv/BEF9NrRejmHYnp6errys+J5Hk6ns64MTbvd3pVBZTXcbjcmJibK7uzoVh8lSRL6+vrgcDiqHsdxHMxmc1f+7iohSRLGxsYwMTGxbgeV0+nsWpvSex7UQp/4dXsAXozNZsPExATGx8fXfS6NlmzrFARBgNvtxuDgYM1jbTZbVy4iVILjOPT29mLXrl3rMlz1RZluxGw2Y2BgoGZJI31yTOPe01gsFuzatQsTExPrdlD19PR0pU1xHAe73V7XuEeJK+txOByYmJgou4PKarV25edFmlTzkCZVHtKkmoc0qfWQJtUapEmthzSp5ukWTariN64bRTVOPfVUo38L8TQmkwkWiwW9vb0lGVDdnh3GcVzVH47JZMJJJ520iVe0M9AnJvoW4eLfWzfbE1A7e354eBgOh6PrP6e1SJIEi8UCl8uFvr6+dc91KxzH1dw5deqpp27S1ews9HGvv7+/xIa6tb+bTq1x3263Y2RkpCvFuWroWeRWqxWhUGjdc90Kx3E1F1x2797d9aVZy2EymWC1WuH1etftPuv2ca+a+C0IAk455ZSu9uOVMJvNsFgsCAQCJb83nue7+vOq5aN7enrg9/u7+jMqhyiKsFgscDgc6wThbvdRpEk1B2lS5SFNqjlIk6oMaVLNQZpUeUiTap5u0KSqepFazmhqaqpjPoiNQBRF9Pf3AygYUyP9TDoRURSrZhTk83lks9lNvKKdh9VqNXpO+Hy+qmUNuoFagdDs7OwmXcnOhOd5eDweoyfJ8PBwVweX9QgFS0tLXf2bq4XJZDL6A+j+qpsXqHRRrhKpVAqKonT1wlQ19J0dbrcbPM+jr68PVqu16/1UNaampjbpSnYmgiAYuxJEUUQoFOpqn87zfNXYXFVVxOPxTbyinUfxzg6XywWPx9PV416t3a3hcJj6t1SB4zg4nU4jw35oaAiSJHX150WaVGuQJlUKaVKtQ5pUKaRJtQZpUqWQJtU6naxJVY2ILBYLnE4nEolE2eer1dkmCoiiiLGxMZjNZoii2DGG0yw+nw+RSKTrP4dm4TgODocDTqcToih2veOWJAkDAwNYWFgo+3y9fTm6GUEQEAqFYDabIQhC1wsrVqsVZrMZuVyu7PNkU7WRJMkotdKNJcWK4Xke/f39OH78eNXjNE3r6slKNXieR09PD/r6+mixEwUf5PP5EA6Hyz5vt9u72ofXA8/zGB0dhcVigSAIXf/7s9vtEAQBqqqWfb6bP5t6MZvNGB8fh8lk6no/JYoiBgcHMT09XfZ5Pdbs9nizGoIgYHBwECaTydAPuvmzIk2qdUiTKoU0qdYgTaoU0qRahzSpUkiTap1O1aRq7sTz+XwVn19cXISmaTT4VcFkMhmCCjWdLDgbj8dT8fl4PN71n1EtrFYrLBYLOI7r+t+enkFeyWYymQzy+XxFYYooBEzF5R26/fdnMpng9/srPr+0tNT1v7ta6KVWyEcV0D+PSqTT6U28mp2JzWajZvBPIQhC1TgqHA5DURTqu1EFSZKM2IEx1vWLVGazuWrPqUgksolXszOxWq2Gn+/2cU8vA1VpMVNRFGSz2a7/nKqhC+SSJHW9kAmQJtUOSJMqhTSp1iFN6mlIk2od0qRKIU2qdTpVk6o5a7VYLPB6vWUnuJqmkSOqgqZpyOfzRvDd7SIBAGPLfaXyYiRmVkdRFMiyDMYY1f5/CpPJhEAgUDG7otsz7KvBGIMsy8Zkjj6nAlartWIgnsvloGkaCeQVUFXV8FGdVHu8FQRBwMDAQMWMuVwuR59TFfRxD+jufnjFmM3mqjsTFUUhm6oAYwz5fJ7GvTU4nU7YbLaydpNOp42dU8R6imPzbu+HpyNJEgKBQMUenqqq0udUBUVRoKqqMd8jSJNqBdKk1kOaVGuQJrUe0qSahzSp8pAm1TydrElxrI4ZmT7wZzIZLC0tGWIKAASDQbjd7o76UNqBqqoQBAGyLHd1U85KqKqKbDaLRCKB1dXVEmFgz549XV/7vxzFGYY0oStFH/gzmQxWV1dLAm+n09n1PW/KQT6qOpqmIZfLIZ1OY2lpqUQcGBsbqyh2djOqqoLneSiKQjZVBn33QSwWK9nZwvM89uzZQ5PgNejjHU3oyqMvRmUyGSwvL5eUW/H7/UavEuJp9HEvn89XXFzoZlRVRS6XQyqVwvLycokwMDExAbPZTDa1Bv0z0jSto0r1tAPGmDHuRaNRxGIx4zmTyYSJiQny62vQRV69Vy793kohTapxaL5XHdKkGoc0qcqQJtU45KOqQ5pU43S6JlXXIl4x+XzeyA7LZDKIxWKYmJggw3kKfTLXaau9G4UuQuk2tbq6ip6eHqM/B/H0wEblVOpDzwzTsy8WFhawd+9e+uyK0Ac2+kxqowfjuk2lUink8/mub7hcjG5PAJW+qAdVVY2dQIqiYHFxEWNjY0Yzb4JsqlGKfVQ+n8fy8jJOOukk+uyegjFmiOP0mdRmbWwei8WMkps07hWg2Lwx9AVifcfU/Pw8TjrpJADk43UoNm8M0qSqQ5pUY5AmVRsa9xqDNKna0LhXP6RJ1aZb9IOGF/GK0QUoylAh2oWeUdeJK+bE5qMH5JIk0eBGtAVVVaGqKu3iINpGPp8Hz/O0i4NoC/okj2Jzol0oigLGGMXmRNvI5XIUmxNtgzQpot2QJkW0E9KkiHZDmlT30tIiHkEQBEEQBEEQBEEQBEEQBEEQBEEQ7YfSAAiCIAiCIAiCIAiCIAiCIAiCIAhim0GLeARBEARBEARBEARBEARBEARBEASxzaBFPIIgCIIgCIIgCIIgCIIgCIIgCILYZtAiHkEQBEEQBEEQBEEQBEEQBEEQBEFsM2gRjyAIgiAIgiAIgiAIgiAIgiAIgiC2GbSIRxAEQRAEQRAEQRAEQRAEQRAEQRDbDFrEIwiCIAiCIAiCIAiCIAiCIAiCIIhtBi3iEQRBEARBEARBEARBEARBEARBEMQ2gxbxCIIgCIIgCIIgCIIgCIIgCIIgCGKbQYt4BEEQBEEQBEEQBEEQBEEQBEEQBLHNoEU8giAIgiAIgiAIgiAIgiAIgiAIgthm0CIeQRAEQRAEQRAEQRAEQRAEQRAEQWwzaBGPIAiCIAiCIAiCIAiCIAiCIAiCILYZtIhHEARBEARBEARBEARBEARBEARBENsMWsQjCIIgCIIgCIIgCIIgCIIgCIIgiG0GLeIRBEEQBEEQBEEQBEEQBEEQBEEQxDaDFvEIgiAIgiAIgiAIgiAIgiAIgiAIYpux4Yt4hw4dwsc+9jG88pWvxN69e8HzPDiOwze+8Y2qr5uZmcHrX/96nHTSSbBarbBYLNi9ezde+9rX4tixY1Vfm8lk8A//8A945jOfCY/HA5vNhrGxMVx77bW47777So5Np9P43ve+h9tuuw2nnXYaHA4HzGYzRkdHceONN+Lhhx9u6f5vvvlmcByH973vfS2dh+huW+I4rubfI4880vT57733XnAch/379zd9jp0E2VLh79Of/nTVY//sz/7MOPbmm29u+j27iW62rWLe9a53Gbbz7W9/uy3n7Aa62X7IN20e3WxnAMXmGw3ZV3vtq1ti9G63Gx2Kn9pHt9vUb3/7W9x4440YHx+HxWKBw+HA2NgY9u/fj3e+85144IEHWjp/t9LtdqVz/Phx/M3f/A1OP/10eDweWCwWhEIhXHfddfje977XlvfoZLrZjvQxThAEPProoxWPczgc4DgOJ06caPq9ugmyKa7EttxuN0ZHR3H55ZfjAx/4QM172TGwDeaNb3wjA7Du7+tf/3rF1/z+979nHo+HAWDBYJBdddVV7KqrrmKBQIABYA6Hg913331lX3vs2DE2MTHBALDBwUF24MABds0117BnPvOZTBRF9sEPfrDk+M9+9rPGNY2MjLCrrrqKXX311cY5BEFg//7v/970/d90000MAHvve9/b9DmIAt1sS/p5r776anbTTTeV/ZucnGzq3Iwxds899zAA7OKLL276HDsJsqXC37nnnlvxuMOHD5cce9NNNzX1ft1GN9uWjqqqLBgMGu9z5ZVXtnS+bqKb7Yd80+bRzXbGGMXmGw3ZV3vtq1ti9G63G8Yofmo33WxTd955J+M4jgFg4+Pj7Morr2Q33HAD279/P3O5XIauQDRON9uVzr/+678yk8nEALD+/n724he/mF133XXs7LPPNuzuec97HotGoy29j87IyAgDwI4fP96W820HutmOiu/3iiuuqHic3W7vuO99IyGbKtXLr776anbhhRcym83GADCO49gtt9zC4vF4U++xXdjwRbzPfvaz7C1veQv76le/yo4cOcIuvvjimoZ0/vnnMwDsNa95Dcvn88bj+Xye3XLLLQwAe8YznrHudclkku3atYtxHMc+8pGPMEVRSp5fWVlhhw4dKnnsrrvuYrfccgv7/e9/X/K4pmnsn/7pnxgAJknSutfVCwkF7aObbUl3Shs1gHWLQKBDtgR2zjnnMADs8ccfL3vcO97xDgaAPfOZzyShvAG62bZ0fvjDHzIAbGBggPE8z0RRZPPz802fr5voZvsh37R5dLOdMUax+UZD9kWLeM3Q7XbDGMVP7aZbbeqRRx4x7OfLX/7yuufz+Tz7wQ9+wD75yU82dF6iQLfalc6dd97JADCz2cw+85nPMFVVS55/9NFH2RlnnGHE9Nlstqn3KaYTF/G62Y70OZ++uPJ///d/ZY+jRbzGIJsqbyu5XI59/vOfZ36/nwFgF154IctkMg2/x3Zhwxfx1lLLkDKZjPEFzM3NrXt+bm7OeD6VSpU89/a3v50BYK973evadr2XXHIJA8A+8IEPNPV6Ego2jm6yJVrE21i60ZY++clPMgDsbW9727pj9Exgr9fL/u7v/o6E8hboJtvSueaaaxgA9r73vY89//nPZwDYRz7ykbZdYzfRTfZDvmnr6CY7Y4xi882G7Ks1ujVG7za7YYzip42mW2zqXe96FwPAbrjhhrZdC1GZbrErxhg7ePAgE0WRAWDf/OY3Kx4XiUTY2NgYA8De+c53tnK5jLHOXMRbSzfZkX6d+nVdeOGFZY+jRbzW6EabqmYrx48fZz09PTt+DrjhPfEaRRAEiKJY8zi73Q6r1Wr8O5/P47Of/SwA4M1vfnPbrufMM88EUKgT205kWcYXvvAF3HDDDTjppJPgdDphs9lwyimn4G1vexvC4XDZ142Ojhp1gX/2s5/hkksugdvths1mw3nnnYe77767rde5k+kWWyoHYwxf+cpX8LznPQ+9vb0wm80IhUJ4zWteU7OmdCqVwtvf/naMj4/DbDZjeHgYr3/967G6urrh171d6URbOnDgALxeL77whS9AVdWS5372s59hZmYGN9xwA8xmc8VzfPOb38Qtt9yCU0891aiFPzExgdtvvx3T09NlX7N//35wHId7770Xv/zlL3HFFVegt7cXPM/jO9/5TtP3s1PpNNtaXV3F3XffDY7jcNNNN+GWW24BAHzuc5+r+Bq9f9Bdd92FRx55BAcOHEBvby+sVivOPvvsiq8tft0f//hHXHvttRgYGIAgCPjXf/3Xpq5/p9Fp9gNsvm9ijGH37t3gOK5qf5irr74aHMfhU5/6VNP3tlPpRDsrx/ve976qvczuuuuusn0Yix9PJBJ4y1vegrGxMZjNZgQCAdx6660V43qC7Eunkn0R5ek0u2kmfiqOqctRHCetJZlM4h3veEfJfO91r3sdwuFw1dd1Mp1iU0tLSwCAvr6+pt53dXUVf/u3f2v0LLLb7TjrrLPwL//yL5Bled3xzcbx3UKn2BUA/MM//AMURcEVV1yBl770pRWP83g8+Id/+AcAwCc+8QnE4/F1x6yuruI973kPzjzzTLhcLtjtduzevRs333wzfv3rXwN4elycnJwEAIyNjZX0veqmXmmdZEc6t99+O4aHh3Hfffc1rGOnUin8/d//PU4//XTY7XbY7XacccYZ+NCHPoR0Ol1y7Kc//WlwHIeXvOQlFc938OBBcByHwcFBKIrS1P3sNDrRpqoxOjqK97///QCAj33sY2W/5+npabzxjW80+gO6XC5ceOGFuOuuu8AYK3texhi+9rWv4YUvfCH6+vpgMpkQCARwySWX4BOf+ETb72PbLeJJkoRLLrkEAPDe9763JFCQZRnvfve7AQCvfvWrwXGc8dxDDz2E1dVVBAIBjI2N4fe//z3e/e5346/+6q/wnve8B7/61a+aup4nn3wSADA4ONjsLZVlcXERN954I37yk5+gp6cHl19+OS6++GIsLy8bjSFXVlYqvv4///M/8fznPx/JZBKXX3459u7di9/85jc4cOBAzcaV3UK32NJaZFnGNddcgxtuuAG/+tWvcMopp+DFL34x7HY7/uM//gNnnXUWfve735V9bT6fxyWXXIJPfvKT2LdvH170ohchm83ik5/8JM4//3wsLi5u6LVvVzrRlsxmM2644QbMzc3hpz/9aclz+qT9Va96VdVzXHfddfja174Gu92OSy+9FJdddhlyuRw+9alP4ayzzsLhw4crvvbrX/86nvOc52BqagqXXXYZLrnkEkiS1PT97FQ6zba++MUvIp/PY//+/RgdHcVVV10Fr9eLQ4cOrWtuvJbf/OY3OP/883Hw4EFcdtlluOCCC/CHP/wBt9xyC97whjdUfN19992HZz3rWfj973+P/fv34wUveAFsNltT17/T6DT7ATbfN3Ech9tvvx0AKi7Qzc7O4u6774bT6cSf//mfN31vO5VOtLONIBaL4cILL8R//dd/4YwzzsDznvc8pNNpfPrTn8Zll11WVvwkyL6I5ug0u2klfmqURCKBiy++GB/5yEewurqKF77whXjWs56Fr3zlKzj33HMRjUbb+n47hU6xqVAoBAD4xje+gdnZ2YZe++ijj+IZz3gG/v7v/x7RaBT79+/HxRdfjMnJSbz5zW/GC1/4QuTz+bKvbTaO73Q6xa4YY/j+978PAHUlmxw4cAButxuJRGJdosHDDz+M0047DR/84AcxNTWF/fv344orroDP58OXv/xl/Pu//zsAYGJiAjfddBPsdjuAQkLdTTfdZPw5HI6G7mEn0yl2VIzFYjESm971rndB07S6XreysoLzzz8ff/u3f4vp6Wk8//nPx/Of/3xMTk7iXe96Fy644IKS5Lnrr78eFosFP/jBDypq7J///OcBAK94xSvqWtjqBDrRpmrxile8AhzHIRqN4sEHHyx57p577sFpp52Gj3/849A0DS94wQtw7rnn4o9//CNe9apX4aabblp3vnw+jwMHDuC6667Dz372M+zZswfXXHMN9u7di4MHD27M2LfZW//qqct69OhRtnv3bgYUmiseOHCAHThwgAUCAWaz2dib3vSmknqtjDH2mc98hgFgz3rWs9gdd9xhbKcs/jtw4ABLJpN1X+sf//hHJooi4ziOPfLII03db6WSKvF4nN19993r7iOdTrNXvepVDAB77Wtfu+58+lZyk8nEfvSjH5U898EPfpABYBMTE01d606jm2wJdWwP1nnb297GALBnP/vZbHp6uuS5T3ziEwwA27VrF5Nl2XhcL9UDgO3Zs4fNzMwYz8XjcWNr87XXXtvwte8EutGWlpeX2W9/+1sGgL3sZS8zno9EIsxisbB9+/Yxxhj7x3/8x4ol67761a+u21ovyzL727/9WwaAveAFL1j3Gv2zBsA+85nPNHz9O41usi3GGDv99NMZAPbf//3fxmO33347A8BuueWWsq/Rx0kA7A1veENJTfUHHniAOZ1OBoD94Ac/qPi6d73rXet6MnQC3WQ/W+mbotEos9vtzGKxsJWVlXXne/e7380AsNtvv73h+9oJdJOdMVY5Nn/ve99btcTK5z73ubI2pz8OgF1++eUskUgYz83OzrLh4WEGgH3xi19s6np3OmRfBZq1Lyqn2R1200z8pH9G99xzT9nndVv83Oc+V/L4G9/4RgaAnXXWWWx5edl4PBaLsf379xufw9rX7XS6xaYmJyeZw+FgAJjVamXXXHMN+9d//Vf2y1/+cl1sVEw6nTZKIH74wx8u0QpWV1fZpZdeWtaHNRvHdwrdYldHjx413ndycrKu1+j+5D3veY/xWCKRYMFg0NA70+l0yWuWlpbW9UijcpoFOsGOGCud8ymKwk4++WQGgN11110lx1Uqp3nttdcyAOyiiy5ikUjEeDwcDrMLLriAAWDXX399yWuuv/56BoB97GMfW3c9iqKwwcFBBoA9+uijDd/PdqUbbaoeHzExMcEAsM9+9rPGY3Nzc8zr9TJBENhdd93FNE0znpuamjL6fFaKp/bs2cMef/zxkucURWHf/e53G76XWmzLRTzGGFteXmYvfOEL1xnDOeecU7b+8oc//GEGFBohAmBvetOb2JEjR1gkEmHf/e53WSAQYADYjTfeWNd1JhIJtm/fvqqBcz000xchlUoxURSZ3+9f95w+gN1xxx3rnsvlcsztdjc0sO5kusmWyjnG4j/dvlZXV5nVamUOh4MtLi6WPdcVV1zBALC7777beKx4Ee973/veutc8+eSTTBAExvM8m5qaauoetjPdaEv6pP3UU09lZrPZCIA+9alPMQDszjvvZIxVF8qrMTQ0xHieZ/F4vORx/bO+7LLLmrr+nUY32dbvfvc7BoA5nc4SkeChhx5iAJjD4SgbzOnjZCAQKNv8/D3veQ8DwC699NKyr9u7d++6ZsqdQjfZz1b7pltvvZUBYB/96EdLHs/n82xgYIABYI899lhT97bd6SY7Y2zjFvEcDgebn59f97qPfvSjDAB71ate1fQ172TIvgrQIl5jdJPdNBs/NbOIl0qlDGF0rVDOGGOPPfYY4ziurFi10+kmm7rvvvvYnj171t2DJEnssssuYz/96U/XvUaPs4oTqIqZnZ1lkiSx3t7eEoGz2Ti+U+gWu3rggQeMay73PZfjuuuuYwDYrbfeajz2L//yLwwAO//880vsqBq0iPc0O92OGFs/5/vWt77FALCRkZES2yq3iHfixAnGcRzjeZ498cQT68792GOPMZ7n1+mWP/7xjxkAduaZZ657zQ9+8AMGgJ199tlN3c92pRttqh4fcd555zGgtOfwW9/6VgaAvfWtby37mgcffJABheQnncXFRWYymRjP8+zgwYNNXXczbLtymgDw61//Gvv27cORI0fw3e9+F8vLy1heXsZ3vvMdRCIRXH311fjABz5Q8hp9660sy3jlK1+Jf/mXf8GuXbvg8Xjw4he/GN/5znfAcRy+8IUv4OjRo1XfX5ZlXHvttTh48CDOOOMMfPzjH9+we3344Ydx55134nWvex1e9apX4eabb8Ztt90Gk8mE5eVlRCKRsq+78sor1z1mMpkwPj4OAJibm9uwa95JdJotrS0hoP+dccYZAApbgDOZDC6++OKKdfAvvvhiAMD999+/7jmPx1PWtiYmJnDeeedB0zT88pe/bOkediqdZks6N998M3K5HL785S8DKJSrE0URr3zlK+t6/eHDh/Hxj38cb3jDG3DLLbfg5ptvxs033wxFUaBpGo4cOVL2ddXq6HcbnWJb//Vf/wWgUMqwuJzlWWedhWc84xlIJpP42te+VvH111xzTdk+Z3r5wl/96ldla5dfddVVEAShqWvuBDrFftay2b7pda97HQDgM5/5TEk5l29961tYWFjA/v37ccopp7Tl3nYinWpn7eTss8/GwMDAusf37t0LgGLzapB9Ec3QKXbTavzUCA899BBSqRSGh4fxZ3/2Z+ueP+WUU3D66ae35b12Ip1iUxdccAH+9Kc/4ac//Sn+5m/+BhdddBEcDgdkWcbPfvYzPO95z8N73/vektf88Ic/BABce+21Zc85NDSE3bt3Y2VlxSh7VkyzcXw30Cl21SisTA+pH//4xwCAW265paREH1GbTrWjl7zkJTj33HMxOTmJ/+//+/+qHvt///d/YIzhvPPOw0knnbTu+VNOOQXnnnvuOt3ysssuQyAQwMMPP4xHH3205DV6Kc1u7EncqTZVDf36ef7p5bBa49/ZZ58Nh8OBRx55BNlsFgDwi1/8Avl8Hueffz5OPfXUDb7qp9l2xV6j0SgOHDiAVCqFX//618aiFFAQ6k499VQ84xnPwAc/+EHccMMN2L17NwDA6XQax73mNa9Zd95zzjkHZ599Nn73u9/hf//3f7Fr166y768oCq6//nr8+Mc/xsknn4yf/OQnRg3mYsr9wPfu3Yu3v/3tdd1nMpnEK17xipoNPOPxOLxe77rH9Vrna3G5XABgGFY304m2dOedd2J0dLTiPR87dgwA8IMf/KBmULS8vLzusWrnHh0dxX333bdhjUa3M51oSzp//ud/jne84x343Oc+h4svvhi//e1v8aIXvQj9/f0VX6Nf02233Yb/+I//qNjkFUDZRtYAMDIyUvX83UKn2FY2mzUWW8r1K3vVq16Fv/7rv8Z//dd/VexnNjY2VvbxUCgEnueRzWaxurq6zja72ZY6xX7Ksdm+6ZRTTsGll16Kn//85/jxj3+Myy+/HMDTffL0vnndSCfbWTuh2Lw5yL6IZugUu2lH/NQIeo+0arHTyMgIHnnkkZbfa6fRKTalIwgCLrvsMlx22WUACmLpvffei3e961148MEH8YEPfABXXHEFnvWsZwF4WkeoJGIWs7y8jD179pQ81mwc3+l0il319vYajy8uLlaMeYpZWloCAPj9fuOxyclJ49xE/XSKHVXiIx/5CJ7znOfgQx/6EF796leXXHcx+hhWyd8AwPj4OO6///6SnqA8z+PGG2/Ehz/8Ydx11134p3/6JwCFz/Xuu++GyWTCy1/+8qrX2Gl0uk1VQu+L6PP5jMf08e+Zz3xmzdfr/QC3ypdtu0W8H/zgB1heXsZzn/vcEiPSmZiYwLnnnot7770X9957r2FIxT/iSj/osbEx/O53v8PCwkLZ51VVxSte8Qp861vfwsTEBH7+859X3M2kr9YXc/HFF9dtSO94xztw991345RTTsFHPvIRnHPOOejt7YUkSQAKmU7z8/MVBajiVWOiPN1iS2vfFwBOOukknHfeeVWPPffccxs+f7fSybbU39+PF77whfje976Ht73tbQDKiwhr+djHPobPfvazGBoawj//8z/jggsuQF9fn5GBecEFF+D++++v6MOsVmvN9+gGOsW2vv3tbxs7x9/61reuOzaZTAIoZOE++eSTxn20g262pU6xn3JshW96/etfj5///Of41Kc+hcsvvxwHDx7EL3/5SwwNDeHAgQM137tT6WQ7a4TiHZrloNi8Oci+CtSyL6KUTrGbjYyfqtlUtWTPbvVlnWJTlZAkCZdddhnOP/987N27F7Ozs/jud79rLOLpOsIVV1xRsmBTjp6enqrPE0/TKXY1NjYGr9eLSCSCBx54oOYinqIoePjhhwEUdrHo0O675ugUO6rE/v378YIXvAA//vGPceedd+L9739/1eObsaObb74ZH/7wh/GlL30JH/3oRyGKIr761a8im83i6quvLlnU6QY63abKEYlEcPz4cQDAaaedVnI9QKEigsViqXoOXVPYKl+27RbxpqamAABut7viMR6PBwAQDoeNx84880zj/1dXVzE8PLzudfqKq8PhWPecqqp45Stfia997WsYGxvDL37xCwwNDVW8hmrZ3fXw9a9/HQDw1a9+Ffv27St5LpVKVTR2on66xZaK0a/1tNNOw1133dXw60+cOFHzuUAg0MSV7Ww63ZZuvvlmfO9738P3v/999Pb2li2puhbdh33mM58pe3ylMppEKZ1iW3opKAC47777ah774Q9/eN3jlfzP1NQUNE2DxWIh0WANnWI/ldhs33TllVdibGwMP/rRj3DixAljF95f/uVfQhS3Xci8aXS6nemYTCYAT4vma9EzLon2QvZVgOyrMTrFblqJn5qxKf1aq9lbtflgJ9MpNlULh8OB888/H9/4xjdKKvMMDw/j0KFDuPXWW3HFFVc0fF6K48vTKXbF8zyuvPJKfOELX8DnP/95vOxlL6t6/He+8x3EYjE4nU7s37/feDwUCuHxxx/HoUOHypb0JcrTKXZUjQ9/+MP4yU9+gn/+53+uWAFF1yL1nVPl0J9bq1vu2bMH559/Pu6//3786Ec/wote9CJDM+3GUprdYFNr+dKXvgTGGHw+H8466yzj8eHhYRw5cgTvfve76y6NqScyHDp0qG3XVw/bLs1K//IeeughyLK87nlZlvHQQw8BKF31DQQCxs6i//mf/1n3ukgkgt///vcACts7i9E0DTfeeCO+8pWvYGRkBPfcc09ZQ2wn+o+g3Pv8v//3/9pqqN1Kt9hSMZdeeikkScLPf/5zRKPRhl8fjUaNesDFHD16FA888AA4jsOzn/3sNlzpzqLTbelFL3oRdu3ahZ6eHrz61a82dgRXo5oP+9nPfla2XCuxnk6wrampKfziF78Ax3E4ceIEGGNl/3Tf8t///d9GtlMx3/jGN5DP59c9/qUvfQkAcOGFF3b1Qko5OsF+qrHZvonnedx2223QNA3/+I//iC9+8YuQJAl/+Zd/2fxNdACdbmfF1wsATzzxxLrnGGNGHxeivZB9kX01QyfYTavxUzWbWlxcNO6jmHPOOQc2mw1TU1Nl+6M/8cQT+MMf/tD0Pe1kOsGmgPoET128DQaDxmMvfOELATydDNUoFMeXp1PsCgDe8pa3QBAE/PCHP8S3vvWtisdFo1G85S1vAQDcdtttRllxAHj+858PoJCUUK/mqScsdGtPRaCz7KgSZ5xxBq6//nokk0n83d/9XdljLrroInAchwceeACHDx9e9/zjjz+O3/zmN+B5vqxuqVd1+fznP4/Dhw/jgQcewMDAAF7wghe092Z2AN1gU8WcOHEC73vf+wAAf/3Xf10yHjUz/j33uc+FJEn49a9/jccff7yt11oVtslcfPHFDAD7+te/Xvb5xcVFZrPZGAB2++23s2w2azyXzWbZa1/7WgaAeb1eFo1GS1579913MwDM5/OxBx980Hg8k8mw6667jgFgZ599NtM0zXhOVVV24403MgAsFAqxY8eOtfV+b7rpJgaAvfe97y15/LTTTmMA2Ic+9KGSxx988EHW09PDADAA7Pjx4yXPj4yMlH1cR/9877nnnvbdxDalm2ypkj2U401vehMDwC666CL2+OOPr3s+mUyyL33pS2xhYcF47J577jHeY+/evWxubs54LpFIsOc973kMAHvpS1/alvvZbnSjLS0vL9d1/D/+4z8yAOymm24qefxFL3oRA8D+6q/+iqmqajx+5MgRNj4+brzPWl/UTT6Kse6wrfe9730MALv44ourHqcoCuvv72cA2Pe//33jcX2cBMD++q//usSefvvb3zKXy8UAsLvvvrvkfPrrPve5z7V8D9uVbrAfna32TTrhcNj4TAGwa6+9ttlb2jF0k50xVjk2n5ycZDzPM0EQ2K9+9SvjcUVR2Dve8Q7DJtba3Oc+97myj+voMVYtH9mpkH0VaNa+utV+usFuWo2fvvCFLzAAbHR0tGTutrq6yp7//OcbNrU2Tnrd617HALBzzjmHraysGI/H43H23Oc+t+LrdjrdYFOMMfbOd76TvfGNb2QHDx5c91wmk2Hvf//7GQAmCAJ77LHHjOcSiQQbHh42/FcqlVr3+mPHjrEvfOELJY81G8d3Ct1iVzof/ehHGQBmNpvZv//7v5d834wxdvDgQXbmmWcyAOyss84quV/GCn5maGjI+DwymUzJ80tLS+z//u//Sh7bv39/R9sQY91lR9XmfEeOHGGSJDGTycREUSyrgV5zzTUMANu/f3/JvUYiEXbRRRcxAOz6668v+96xWIxZrVZmMpnYX/3VXzEA7I477mjbvW0nutGmyunluVyO/fd//zfr6+tjANizn/3sdX5pamqKuVwuJkkS++QnP8lkWV53noMHD7JvfvObJY+9/vWvZwDYySefzA4dOlTynKIoG+KzNnwR76GHHmLnnnuu8ed0OhkAtnv37pLHi7nrrruYIAgMABsaGmJXXnklu/LKK9ng4KAxYHz7298u+3533HEHA8AkSWIXXXQRO3DggDFIBAIBdvjw4ZLjP/axjxlf+P79+9lNN91U9u+zn/1sU/evBzXvf//7Sx7/+te/brzv6aefzq6//nr27Gc/m/E8z17+8pdXXKzr5kW8bralak5pLfl8nr3sZS8zgvOzzz6bXXvttexlL3sZe9aznsXMZjMDULLApwsE559/PnvWs57FHA4He/GLX8yuueYa5vf7GQC2a9cuNj8/3/C1b0fIlloXyn/9618zSZIYALZnzx523XXXscsuu4yZTCZ28cUXswsuuKCsL+pkH8VY99mWpmlsdHSUAWD/8R//UfN4PcmgOCFAHydf+9rXMrPZzCYmJtj111/PLrnkEiN4v+2229adqxMX8brNforZat9UzF/+5V8a13Pvvfc2fC/bnW62M8Yqx+aMMXb77bcb1/rc5z6XHThwgIVCIeZ0Otkb3vCGsjZHi3ilkH211766xX66zW7aET/lcjlDLPd6vezKK69kz3ve85jX62WnnnoqO3DgQNk4KRaLsTPOOIMBYG63mx04cIBdffXVrLe3l+3atYu9+MUvZgDYl770pbruZbvSbTal88Y3vtE478jICLvyyivZy1/+cnbppZcayeKCILBPfOIT6177xz/+kYVCIUOc3b9/P3v5y1/OXvSiF7GJiQkGYN1n1mwcv1PpVrsq5s477zRi7YGBAXbVVVex66+/np1zzjmM4zgGgF1yySUsHA6Xff2DDz5oCOo9PT3sxS9+MXvZy17Gzj33XGYymdaNg/o9OZ1OdvXVV7NXv/rV7NWvfnVJEsJOo5vtqNac77bbbjOOKaeBLi8vs3379hl+6qUvfSl76UtfyrxeLwMK+vrq6mrF93/5y19ecv5HH3204XvYjpBNgV199dXGea699lp20UUXMbvdzgAwjuPYa17zGpZIJMqe4xe/+AXz+XwMABscHGSXXnope/nLX84uv/xyI8HluuuuK3lNNptll19+OQPARFFkF110EbvhhhvYJZdcYvi4drPhi3jFO3yq/a3loYceYn/+53/ORkdHmdlsZmazmY2Pj7NXv/rVJRlD5fjmN7/JnvOc5zCPx8NMJhObmJhgb37zm9nS0tK6Y9/73vfWdX2VJua10BdT7rzzzrKfzXOe8xzm8/mY3W5nZ5xxBvv4xz/OVFWlRbwydLMtVRrAqnH33Xezq666ig0ODjJJkpjP52Onnnoqu/nmm9m3v/1tls/njWOLBYJkMsnuuOMONjo6ykwmEwsEAuz222+vW1jdCZAttS6UM8bYI488wq644grW39/PLBYLO/nkk9n73/9+ls1mK/qiTvZRjHWfbf385z9nAJjFYlmXoVWOhx56yAj2dBssXox76KGH2JVXXsm8Xi+zWCzszDPPZJ/97GdLsrh0il/XKXSb/RSz1b6pGD3R6tRTT234PnYC3WxnjFWPzVVVZR/96EfZSSedxEwmE+vt7WXXXnstO3ToUMXFOlrEK4Xsq7321S3202120474ibHCrrtbb72VDQ0NMUmSWCgUYm9605tYLBarGifF43H21re+tWS+99rXvpYtLy+zSy65hAFgP/nJT+q6l+1Kt9mUzsrKCvt//+//sVtuuYWdeeaZbGBggImiyBwOBzv11FPZa1/7WvaHP/yh4uuj0Sj70Ic+xM4991zmcrkM+zjvvPPYu9/97nWvbTaO36l0q12t5ejRo+zNb34z27dvn2EnwWCQXXPNNew73/lOzdcvLi6yt7/97ezUU09lVquV2e12tnv3bnbzzTez+++/v+RYVVXZBz/4QbZ3714jIR1oTBvbbnSzHdWa883PzxsLL5W+50QiwT74wQ+y0047jVmtVma1WtkznvEM9vd///csmUxWff+f/exnxrnPPvvshq9/u0I29fQfx3HM6XSykZER9sIXvpB94AMfqGvn3/z8PHvnO9/JTj/9dOZwOJjZbGYjIyPs4osvZh/+8IfZkSNH1r1GVVX2hS98gT33uc9lXq+XSZLEAoEAu/TSS9m//du/NXwvteCeumFigzj77LPx+9//Ht/4xjdw9dVXb/XlEARBEMS24uabb8bnP/95fO5zn+vKptLE9uMlL3kJvvOd7+BTn/oUbr311q2+HKLNUGxObCRkX8ROJhaLYXx8HJFIBIuLi/D7/Vt9ScQ2h+J4giAIgtgc+K2+gE7mnnvuwcMPPwxJknDxxRdv9eUQBEEQBEEQVXjooYdw9913o6enBzfeeONWXw7RZig2JzYSsi9ip/DQQw9B07SSx1ZXV/GqV70K4XAYV1xxBS3gEQRBEARBbCPErb6ATuTWW2/FE088gV/96ldgjOGOO+5Ab2/vVl8WQRAEQRAEUYa/+Iu/QDKZxA9/+ENomoYPfOADsNvtW31ZRJug2JzYSMi+iJ3GVVddBUVRsG/fPvj9fszPz+Phhx9GPB5HMBjEJz/5ya2+RIIgCIIgCKIIWsTbAL7yla8gl8vh9NNPx1/8xV/gta997VZfEkEQBEEQBFGB//zP/wTP8xgZGcF73vMe3HbbbVt9SUQbodic2EjIvoidxh133IHvfve7eOyxxxAOhyGKIsbGxnDllVfijjvuoF14BEEQBEEQ2wzqiUcQBEEQBEEQBEEQBEEQBEEQBEEQ2wzqiUcQBEEQBEEQBEEQBEEQBEEQBEEQ2wxaxCMIgiAIgiAIgiAIgiAIgiAIgiCIbQYt4hEEQRAEQRAEQRAEQRAEQRAEQRDENoMW8QiCIAiCIAiCIAiCIAiCIAiCIAhim0GLeARBEARBEARBEARBEARBEARBEASxzaBFPIIgCIIgCIIgCIIgCIIgCIIgCILYZtAiHkEQBEEQBEEQBEEQBEEQBEEQBEFsM2gRjyAIgiAIgiAIgiAIgiAIgiAIgiC2GbSIRxAEQRAEQRAEQRAEQRAEQRAEQRDbDFrEIwiCIAiCIAiCIAiCIAiCIAiCIIhtBi3iEQRBEARBEARBEARBEARBEARBEMQ2gxbxCIIgCIIgCIIgCIIgCIIgCIIgCGKbQYt4BEEQBEEQBEEQBEEQBEEQBEEQBLHNoEU8giAIgiAIgiAIgiAIgiAIgiAIgthm0CIeQRAEQRAEQRAEQRAEQRAEQRAEQWwzaBGPIAiCIAiCIAiCIAiCIAiCIAiCILYZtIhHEARBEARBEARBEARBEARBEARBENsMWsQjCIIgCIIgCIIgCIIgCIIgCIIgiG0GLeIRBEEQBEEQBEEQBEEQBEEQBEEQxDaDFvEIgiAIgiAIgiAIgiAIgiAIgiAIYptBi3gEQRAEQRAEQRAEQRAEQRAEQRAEsc2gRTyCIAiCIAiCIAiCIAiCIAiCIAiC2GbQIh5BEARBEARBEARBEARBEARBEARBbDNoEY8gCIIgCIIgCIIgCIIgCIIgCIIgthm0iEcQBEEQBEEQBEEQBEEQBEEQBEEQ2wxaxCMIgiAIgiAIgiAIgiAIgiAIgiCIbQYt4hEEQRAEQRAEQRAEQRAEQRAEQRDENkMs9+DBgwfrPoEgCBgeHkY2mwXHcRAEoeR5xpjx3+I/VVUhyzLy+TwURYGiKDCZTOjr68P09HRd793f3w+/37/u8VwuhyeffLLue+jr64Pf7wfHcRWP8tTCtgABAABJREFUYYwhlUphZmYGAwMDyOfzSCQSyGazxj02gsvlgiRJWF1dBQDY7XaEQiGcOHECqqpiaGgIdru96jXtJBqxKY/HA7fbjVwuB0EQSj6D4s9a0zTjMU3ToCiKYVOqqkJRFPT19SGTySCRSNT13uPj47DZbOsej0ajmJmZqfsexsfHYbVaq35/iqIgHA4jl8vBZrMhl8shkUhAluW636eY0dFRTE5OGp9RIBCA3W7HkSNH4HK54Pf7YTabmzr3dqMRewKAkZERZLNZw57K2dRaH6Vp2jofpWkaRkdHceLEibre12KxYGxsbJ1f1DQNJ06cQDqdrus8ZrMZu3btAs9Xz7vIZrOYmZmBx+MBAKRSKaRSKeO30ijDw8OGP+Y4DmNjY0gmk1hdXcXAwABcLte6e9upNGJTkiQhGAwinU5DEISS76XYR621qXI+yuFwwOFwYH5+vq73DgaDxvdbTDqdxrFjx+q+h0AgAI/HU9VHaZqGZDKJ+fl59Pf3Gz4qm83W/T7F9PX1GTYJAD09PfD7/Th69ChEUcTg4GBZ/7sTadRH9fX1wWQyQVVV8Dxf1Ufp/1/OR+nxw+rqKnK5XF3vPTExAYvFsu7xlZUVLCws1H0Pu3fvhslkqmpTsixjeXkZQMGvZbNZJBIJKIpS9/sUMzY2huPHjxv/Hh4ehiRJOHHiBHw+H3p6eiBJUlPn3m40alOjo6PIZrOGPdUz7hXH5rqP4jgOwWAQk5OTdb2vx+NBIBBYZweyLOPo0aN1f9culwvDw8M1Y/NMJoPp6Wn09fVBURQkk0mk0+mmYnNJktDb22v4Y0mSMDY2hoWFBWQyGQwODsLhcNQci3cKjdiU1WrFwMAAMplMxdh8rY/Sx718Pg9Zlg0/5fV6wfO8MQeqxcjICJxO57rHE4lE3XYJAKFQCE6ns6pNqaqKWCyGSCQCn8+HXC6HeDyOfD5f9/usfc/5+Xkjth8cHITL5cKRI0dgs9nQ399f1v/uRBr1UcFg0PAxtca94r9y414oFMLMzExd8a4gCJiYmCg7NszNzSEcDtd1/RzH4aSTToIolpVTDPL5PObm5mCz2SAIAtLpNJLJJGRFwYMzGfz8WBJHw3nIauGeTQIHkefAcQBjgMqAvFq4d57jMOZ34LxBAfvH7LCIPEKhEABgZmYGfr8fXq+35jXtFEiTWg9jDLn7/j8I9/0zeMkKzeyCqqpgjCHPeNyX24WfZvfiMXkIaWaCygrjlcBpcHFZnGGaxvMtj+Mc0yQEjoHnC/5cVRXw+QQEpoDf/3Yc79lPmhRpUnW/TzGkSVWGNCnSpGpBmtR6SJMqpeUIz2w2Q1EUrKysQNO0pn+YAOoWnHRWV1fh8XjWBeGCIECSpLoGHo7j4HK5qhqNbty6k2xk4KyE0+ksmbx6vV5Eo1H4/X7YbLaOCb6bwefzYW5uDrIsQ9O0poQYHVVVG5p4J5PJsj/YRgYFr9dbVchkjCGbzUJRFCwtLQEAYrFY3eevBMdxxmfF8zwkSUIsFsPo6CgsFkvHiE7NIAgCVldXW/ZRABoSm7PZrBEQF8PzPGw2W90B08DAQM3gW5ZlzM/PI5vNNiS8V8Jms5X8djweD1RVhclkwq5duyBJUsdM6BrF7XYjmUwiHA4bwXWzZDIZOByOuo9fXV2F0+lc55MaGTNEUaw5IdcnClNTUwDaM+5ZrdYScczhcCAcDmNoaMgQt7oVl8uFyclJw0e1Mu7pk716yWQyZUXkRmyqr68PoihWHfcymQzy+XzdAmk9FP/2JEmCIAjIZDIYGxuDxWLpWh+lf3ftiM0BNPT6WCyG3t7edTYliqIxZ6iH3t7emgvCemyuaRpmZ2frvsZKuN1uZDIZ498+nw/pdBputxuDg4MdsyDcDH6/HysrK0in0y37qFwu15CAF4/HYbfb18WxjYwZVqsVNputqk3psfnc3BwAtMWmRFEs8cdmsxmRSATDw8Ow2WxdHZubzWYsLCwY9tSKTemiZj2oqopsNlv299yIXQ4ODla1QU3TkM1mEY/HkUwmkUwmjeeWUwq++IcoHpnPQmMMdhMPp4mvOWbJGsNkOI2jSyp+NZnGay8YxAjHQZZljI+Pw2w2d+241y2alDb/R3D3/xsYxyMvWAFFBmPAr/Pj+LfExZhRvWAALJwCMydD5Aqfg8wExJkFP8uejF9kT8JucQlvcv0CZ9jCxrismZwQlSTYfR9D/4v3wTJ+NmlSpEk1DGlSlSFNqnFIk6oMaVLNsdM1qZZH5VwuB5PJ1HQW9Voa+QHqmQhrA6ZGzsHzfMUviTGGdDqN2dlZOBwOmEympjMxy71vcSCgT+S6OVDSyWQysNlsbRH6kskkPB4PFhcX6zq+3gGsGmazueL3qCgKotEoFhcXMTQ01PJ7VcJms8FkMsFqtW57J7QZCILQNh+l75Spd5BsNoutmLXZf8Vks1ksLi4ik8mgp6enLTYMYN09er1eSJLU1SKmTjKZRF9fH1RVbflc5cawamQyGaiq2tLvWhTFiq/XM53m5ubQ09PT9HuUY61NWa1WWK1WGvdQsANRFEsWEJolk8nA6XTWPRFvR1xjMpkq2lQ+n0ckEsHy8jKCwWDL71UJXazodmEceNqe2jXuNSJc6RmerVLpO9QXhOfn58HzPBwOB+LxeMvvBxTmD8U+yuVyGQJUtxOLxeBwOOreRVCNXC4Hn8+HSCRS1/GpVKqsDTYy3zObzRV9lKqqiMfjRoZvOym+bn0hm2LzUloVMoFCrG02m+tefGnHuFdNOMzn81heXkY0GkUgECh57pH5DP7joQiiWRUOEw+LWL8tSAIHv0VCOpvHZDSPv/vFPP4ib8ZNF453rYip0w2a1NzUMQz/+v0Q1AxkSyFGzzMen0zsxw+yp0FmArx8ChK3/jclcRpsKMxJc0zEE8oA/jpyLV6l/g7XW34D/Uo5Ww+45AIcD9wJjHwRbZALdyykSbUOaVKlkCbVOKRJVYY0qfKoGsNySkFWZeABOEw8vNanbXena1Jlr3JtsAkUghA9MxEofOD6DrV2BN860WgUwWAQ8Xgc6XQaFosFZrO5RCAq3lpcDlmW63ZSg4ODFb+sVCpl7L5LJpNwu91GGahWWVpawtDQEGZmZiDLMg4fPoxAIACv19uW82831toUx3HIZDJYXV0Fz/OGWKNnUrZjkAEKAT3P88YWbLPZDLPZDIvFYky+9Am2pmngOM4Qv4qpd7DlOK5syR+gMNAuLy8bOzDb4WyLSSQSCAaDmJmZQTKZxOHDhzExMdGRAVM5HyUIglGySF8Q1yfp7fRRy8vLCAQCyGazWF1dLfFR+sBX7KPKDYaqqhrbt2vh8XgqZgbncjmcOHHCsM92BjN6UJDJZJBMJnHs2DF4PJ4NFeG3knI2BRQy8XX/pNtUPp9vKRtzLclkEsPDw1haWoKqqrBYLLBYLDCZTMZ76/ZUKXOvEZ85MDBQ1i8wxhCPx40Mp3Q6DbvdXret1mJpaQmhUAjT09NQVRVPPPEEQqEQXC5XW86/nShnTzzPIxaLIR6PG+Ne8c67do0JsVgMwWAQDocDs7Ozho+yWCzGbrlaPgqo36ZEUaxYckJRFMzPzxvCfzt9MVC4xv7+fiwuLmJpaQkrKyvYvXt3Ry7iVbKp+fl543PdqHFvdXUVw8PDSKVSiEajsFqtxrinx0vFNlVugq8oSt1lT/r7+2Eymco+l8lkcPz4cTDGwHEchoaG2raIFw6HMTIyAlmWkclk8OSTT1Ysk9YJlLMpVVWxsLCwLjZvp4/SdyQMDw9jbm4OgiCUxOblxr1yQkEj457P5ytrl4wxRCIRI1tclmUIgtC2e41EIhgZGcHU1BQURcGhQ4cwNjYGu93elvNvJyrF5svLy8hkMkZsXrxrrl2f8+rqKgKBgDHmWK1WmEymiuNeud3n+q6UetAFn3Lk83lMTU0Z5yqOFx+czeDffxdGVtHgswrgG114YwDAwWwS4eOARF7GJ39xBGlZw637JzpuIY80qQK6JuWZ/DHElT+B2XoAxkFmPD4Sfz5+lj0Zdi4Pr1AqmjPGoKF0BxnHcTCBoY9XEGNWfCZ2HtKaCa+2/RIAQy6fg2TxQpz/I3DwW8AZN9R1/TsF0qRIk2onpEkVIE2qfZAm1ZwmFU4ruH86g4NLWUzFZGRkDfpHI/AcXGYeu3wmnDVkhWhe2NGaVNlIoVz5EFEUjQ9Zz3KzWq3QNK1tu9OAQsmUeDyOiYkJJJNJpFIpJJNJo+b9WoLB4LogulImuyiK0DQNDofD6InA83xJnWu9FJMsyyUBYj6fb2vt5lwuh+PHj2N0dBRLS0tGeZpOpZxNORwOhEIhY9u1nlFhNpuxsrLStveen5+HzWbDnj17sLy8jGw2i0wmY4gSxfA8D7vdXhIwqapa9nqKnajL5TImhLIsG4GY2WyGqqpIp9NGgKijlzBrtpbvWlZWVox613qPoE61qXL2xHEc/H4/rFYrMpkMNE2rOMFuBUVRMD09jVAohOHhYUQiEaPGfbnA2ufzrSsdodvgWnRxw2azwe12G34pn88bA5zJZEIul0Mul8Pq6mrJe7b7+z527Bj6+/ths9mwtLQEWZYN4bTTKGdTJpPJCBDz+Tw4jjO+y3aUG9EJh8MIh8PYs2cPIpEI0uk04vF4xfJQekBVTKWgRhAEMMbgcrmMcgWMMeRyOWPM43ke6XTa6NtSfM7+/v62LeKlUilkMhmMjIwYCSzd5KOAQtmLkZER5HI5oxSIKIpt3ekPFEpN+Hw+7N69G8vLy8jlckin02XHPUmSYLPZSiZc+Xy+4rinaRrMZjPcbjfMZrPRo0i3LZPJBFmWkc1mkUwmS3buKIrSUNZoLebm5uB0OhEKhTA1NdWW8jTblXI2JQgC/H4/TCaT0aNZj83b+Tnofef03irxeBypVAqxWKxsbK6PG8VjhZ6xuRZ93HM4HMbON47jkMvlDPFdFEVks1nk83ksLi6W9A1pJ6qq4tixYwgGg0gmk4hGo23LmN6OlLMpq9WK4eFhY36nL7CJolgyPrTK0tISJEnCxMQEVlZWkM1mEYvFKo57dru9ZGGXMVZxHNaFWLfbDavVaggOuo/VY/x0Oo1cLldS7klP2mxX2d9oNIpkMomxsTGj9Gs3+SiO4+D1etHf32/MdS0WixHftus3rGkapqenMTg4iPHxcaMvbCqVKvsb1nvRF4tHuVyu7O5Q3UdZLBZ4PB7DLxWLsvoYrttx8dxO/76fWM7hP34XRk5h8Fkq72aoRT6fhyAKMJlNcHEyUnkN/33/JHodFrzsmcNNnXO7QppUkSbFNLgnfwLGAE40A3IeX0o9Cz/Pngwnl4WNLxJOGaAyFSrKLM4wQIUKAQI8XAZxWPDFxJkYlSK4zHywYK/CU/HgH78KPOM6oIMSo0iTIk2qnZAmRZpUuyFNqjFNajWt4Ft/iuPB2QzSsgYOhd7CJoEzEqVUjSGSUXH/dBq/mcngq4/G8Pzdy/iLS07F0vzcjtOk6t4vWNwjoJienh54PJ62ijIAcOTIEYyMjCASiVQtjTE3N1diPHoD9YGBAYiiWNK02GKxGCv4c3NzJYOlxWIxmtUvLy+XnVS0WyzQMz11x9lo/fWdztr+AEBh0AuFQggEAkbd23aQTqexvLxs9KKohKZpWFlZwdDQkDEo5PN52Gw2oz9LcdNih8Nh7KwoDqpEUYQoiujp6UEsFlt3n0DBGfX29ralVrSOw+Eoub92Z1ZtZxhjRj33YiwWC4LBYFt3FAHA1NQUhoeHa2buhsNhOJ1OIxtOLzWmN3UuzpDSA/VYLGZkwBTfhyRJcDqdWFpaKhucbcT3bTabDd+fy+Ua3mq/k8nn82Xrbg8MDMDr9ba1txdQCFCHhoYQDoerfpdzc3MYGxszBE1ZlqEoSsVxL51OI5FIIBaLGeMYx3Ewm81wuVxQVbVkMqejaVrbsyYlSUIulzOytLrJRwGF3/baYJvneYyOjmJgYKCt40E4HIYkSRBFEdFotOJxsiwbPXl1FEUxBPDicU9VVdjtdkSjUUQikZJsO/29enp6DFF+LclkEi6Xq+r1NIrD4Six326yKX3X1FocDgcGBgbq7sVTL8eOHUMoFIKqqlVj1sXFRdjtdmOHpp7N3t/fD0mSSsY9s9mMbDaLVCpl9MfS0Xf8WSwWLC0tlZ1nNDr3yCoaZmIyVtIqFI1B5Dn02gQE3RIsYkHY4Hne2N2XyWQ6Vigoh75gu5ZgMIiBgQFDkGsHsixjenoaXq8XkUik6ne5sLCAkZERY0zK5/PgeR5DQ0NGiwLdR1mtVqRSKSQSiRLfwPM8TCYTPB4PstlsWT+UzWbR29vb1vHdarUimUwa99fJC8NrYYwZolAxkiQhFAoZ3327mJ+fRyAQAM/zVWNz3T48Ho9xnbIsl/TzLO6BZTKZEI1GsbKyUvL96WVavV6vISyuJZfLQYaAux6OICVr6LE2v4CnI/ACZKXwXnYTj5QKfPp/j+KsES8m+urvabMT6VZNyrZ6EObEJFSTAyKAx+V+fDl9Dkycsm4BT2EKNFT/DFSoBUGVy2KZ2fFvsfNxmvc4+oQENI0BFjewchiYeRAIndv8B7gDIE2KNKl2QpoUaVLthjSp9ZoUYwy/nk7jq4/GEM6osIh85QoHAgfrU6aiaAzRrIov/zGKg6uP4rq9FoQ8ph3lo1ou+rm6ugpVVdvak0JncnISQ0NDVTM/NU1DOp02aqDrJQ/0H3Yxvb29FbNqs9lszeyTdn6xbrcbXq8Xs7OzhgHvlBqsGwljDJOTkxgebn8mYSQSgd/vr5lpFI1GjUyVTCaDaDSKTCaDWCy2blJgMpnKOk29Nn6l3Rj6Me36znmeR19fHwRBKAncOrGkWKNks1mcOHECAwMDbQ2YAGB6ehrDw8M1e8SEw2EjWyaRSCAejxu7CoqRJAler7fs+XQfVe29UqkUHA5H2QC9USwWC/x+v5F9A8DIkOl2FhYWDDG6nQK5oiiYmZlBb29v2eBfR9/lJEkS8vk8otGokf29dpwaGBgoWwZaD/RrjXvtFEJ8Ph+cTmeJQNwtwng1NE0zFkfazeLioiFoVvsuV1ZW4HK5IEkS0uk0YrEY0uk0IpHIugSmYDBYVnjQy0ZVazidyWTg9XqrLuKpGkMiX8ikc5r5iuXGBEFAf3//ulIwZFMFQWp2dhY+n6/u/iv1MjU1hUAgULPXRTweN0SBeDyOZDKJbDa7zmfqTdTLjVuZTKZmn0hZlmv2/5NVht/PZ/DLEykcWc0jpzIoWlGvMp6DWeCwt9+Gq84MQlpaNn4v3SIQ1GJmZqYuX9Io6XTaKPtVLZs4nU4jm83CZrMhl8uVjHtrr2doaKjsbgVN05DNZmsKle1M2vT7/bDZbJicnDQeoziq8Ls9evSosTjSTmZnZxEKhWqed3l5GXa7HTzPGzuL9R0qa8sPBgKBsvapL+pU84eJRALfP5LBTFyGp4UdePq1iFJhFxfTfRgH+GwmLCZy+MefPIFPvvwsSEL32Vina1K2lT+A0xQw3gTGGD6fPA8pZkY/X3qvKlNrLuAZ1wwNKlT0Cmksqk58PX0mbnf+smCjggXIRoGpX3f8Il45SJNqDtKkKkOaVHOQJlWZbtWkNMbwjYMx/PDJJBhDQ+XJRZ5Dr8MERePwh5kYji8nceuzfBga2jn6QVu8dTwex8jISNsDJqvVWpcxJpNJY9W22iQ+lUrBbrc3veXUarW2nDmhOyFBEJBIJErur1JPmW4knU7D7Xa3dXswUAhwai3G6tmYS0tLNQfCVoQMQRDK9mRoFI/HA4/HA47jSjKk9RJtRHuD02ZIJBJGs99qA5Qsyy19ZzabDRaLpaWASc/Ws1gs4DiuRGz3+XwdWc++GSKRCAYHB9uanQkALperrnJA+Xwe8/PzFcvZ6eRyuZZKNdpstpZFW5vNhr6+PgCFRaXic7XDB3YKsiwbpVfaiV6+ohr6zqr5+fma/qMVW9B7FJUjnddw74kU/vd4CquZgk0POEQ8Z8yOPxuxwVy0S8rr9RolqIrHPZvNRuPeU2QyGQwMDLT9vHoZsFrEYjFjB101/5PJZOD3+5setywWC3p6eiouVv5hIYMv/SGGhaQCxgCLyMEm8ZB4GJnsCuOgMg5/mM/gD/NPos/G4xWnu3H6gBUul4sWhp8iFouhv78f8/PzbT2vw+GoGW8DBT81PT2NRCJR1ae1mnTZjvmY0+lEb28vAJQs4OklkIgCesb/VuxOzOVyyGazWF5erroIp2eSN0skz+OnhyKwiDxEvklfwgGiID5VbhjIKU/rB6IggOc5+GwmPDIVxb2HlnHZKf1NX+9OppM1KUvsCMBxAMdhUu3BQ/IIHFwWxcMTY6x8Cc0ycODAwKAyFQInwMzJ+En2FNxkfwA+vvA+AICFg3VfYydCmlT9kCZVG9Kk6oc0qfroRk3qW4/F8f3DSZgEDg5T/Yu5PM9DlAq/P15T0GMVEM6q+NRvwggFA7jQ19SlbTpt8SB6ZmO7VtuBwgfc399flzGm02lIklRzApDL5eD1epsehBljcLvdDS3imUwm+Hw+iKIIVVWRzWahKAoEQYDdbjfKx+hlq4gC4XAY4+PjbQ2Y9AGgniBc07S6BIVW+vvo/ZAaxeFwwO12G++vb1EWBAFOp9O47qGhIcogL2JlZcVoJt0uBgYG6rZRPVOlFq0IBbIs12zIOpWZwoORBxGWw/BJPpzXcx5OD5wOi8Vi1KUWBMHYtq5n9oiiWLFBdjeil/Jqp/gkCAI8Hg9OnDhR89hUKmWUDqtGOp2Gw+FoqcxCo+UPLRYLfD4feJ43Fof0yYDb7TZ6d+lZqESBpaUljI6O4ujRo207p8PhqLvptaZpdcVwrfqocuNeLKviX+9fxZFwDjw4WMSCeDQVk/H5hyM4OL2ED508BWd6CpqcAyeawNwhcP6TYBMHkVYKx1dqkN2txGIx+P3+spmPzTI4OFg1K1NH35lZa7KmqmpLgoamaWUXXWSV4cuPRnHv8RRklcFlFiAJBTvhOA6CWMjaZAyQmAaO4+HiOMiahvlEDh+7fxWX7fHgnbvIR+kkk0kjIaNd6H2H6tkxqvf2rOWD9B17tXaLVoLn+Yb7A9lsNni9XnAcZ+x80Od7Ho/HGIMHBwdJzCxicXERw8PDbS3T6vF46v7uFUWp69hWxr1fPBlGRtbglhpYwOP0xTkeDADT9JK+DABX0k9QEEQAHMySAC0j4+5HZrt2Ea9jNSlNgSV2DEwo+I5fZ0eRZRL6+NKkr7U78HJMQoZZwIHBjiwsnAzdirSnzJEB0JgGJ5fFqubA75UxPI9/6l5FC7D0J0BVAKE7K0aRJlUZ0qSagzSp8uilqUmTaoxu06TueXweP3wyUdcCHs9zEAQRHAcwBjBWKJPOP9WDT9M0+CwCojmGf/zZUZwS7IHXvv1j9LaNxpFIBD6fry0BUzAYhKZpmJ2drWsgqrcerqZpLW27red9rFYr/H4/uJVDEP70bSTHXoCVFc34QQ0ODqKnp8dYvNu1a5dh9CQ8PQ1jrG3NqSVJwsDAADKZTNVSAsXk8/m6tiWn02nYbLam7T6fz5cEOeXQS9CpqgpFUUrq53Mch1NPPdUoIdLb24v+/n7kcjkSx9eQTCZLej61Ql9fHyRJqlhbvhz1ZvK3EjBls9mqPu6elXvw3YXvIs/yhgBwX/Q+vCTzElzkuQgAYLfbje3u2WwWo6OjRlBOwlMp4XAYLperLXXIQ6EQ8vl83QF9JpOpK6kkn8/D7/c3fY2yLMPhcFRdxLPb7ejt7YWqqkaf18XFRSOYGx8fhyiKRpmhiYkJqGqhFweVwnga3ce3A6fTCbfbjXQ63dYeF0B95QsroWla2Z0Xn38kgidXc3CbBUgiV9hxwBR4shHkMyk8PGvBfy0fwpst34cIBlGUoLKCmDlq74V68ouR2X0VzGZzG+905xOJRDAyMtKWRbzBwUGjR0+9PZzrjWtbGffy+fy6eEdWGT79YBi/mUnDKvJw2QWYJJPxXowxqIoKxRDBBUhSwSYFAIMeK5JZFT85HIf2o0N4/4v3wSSSrwIKsVQ7dgzzPI9gMIhsNlu1BG8xqVQKZrO5pu9Jp9Pwer1NL+Ll83kj4aQSLpcLXq/XGPdSqRTm5+eNeevJJ5+MTCYDRVHgcrnQ09NjzC1oZ+fT1JtkUg8+n8/oP1iunGo56v0umt3lIqsMvzgShyTw4LjK5+A4DqIoQtYYZFVDYS1GA5RCHMXxHCxmCxRFhqpqRjxeiKOevgenWcTD01EcWUp2fG+8SnSiJiUoaXBqDowrSHeH8j3gAKw13+LfUorZsKx5UShODsSgIsBWYOMK47fAGDSOg8xx0KBB4gXwDDiu9oHDU4t4vATIGSAXB2w7ZItCmyFN6mlIk2oPpEkVMJlM8Pv9RtKvLMuIxWLG+E2aVP10iyalCmZ86Q9RyBqDz7LevvTFTICBMTzVM1SGbspmsxkcV3ic4ziYLWaAAX6ThploBp+85wj+9oqTt32c3rZFvHw+b/S1aBWe5+ue0BW/ph5a2WrO8/y6AdTlchklnex2OyRJQjKZhOP4j6E89lUgmYSy7y8BFIymp6cHJ06cgNlsNkop1LOdvhtJpVIIhUItbw222+1IJBIN7SRJp9Mwm801A6ZsNttSGahsNguXy2UETKIoGhkoul3otf09Hg8OHiwtaaFPLhYWFhAIBBCJRDAwMACe5ynjqQx6GaNGsqvLYbFYMDs729Dvtt7BoBVfoAtrxZl4drsdbrcbx5PH8cNDPwQncOg39YPjuULJl/QqvjH9DYyaRxGyhTA6OopoNIpIJAKv12sE9e2awHQSmUwGo6OjLQdM+vfVyGJLvUJBq2Wg1o6ZPM/D5XLB4XCA53mYzWaYzWbDRz355JMlAr/T6YTNZsPhw4fh8/kQDocxMjJCQmYFcrkcBgYGWl54s9vtCIfDDYnY9QoFrZYmz2Qy8Hg8xiRtKQMcXFbgsprgsEpIZhUsRZLIyiokCPDwAsycgp8oZ+OV5kcxaCvkmuezGUgCD5aJQnzov+B8/DvgLnwT8IzrAFocBlD4/UuSBEEQWo4zTSYTpqamGvInGy2QAyhbmuWbh9L43XwOHpsEs+FrGASBhywrUGQZITYLjxaFxCnIS704lh+ABhMKRcY4uG0SJIHDz/+0hB77k/ib55/U9DV2EslkEkNDQy3vGDaZTMhms3Xt6tTRe2rWEgpaLQMly3LJ+KpnJFutVoiiaMz59HHvT3/6EzRNQ0pJIa7EYXVZMZ2cxvLkMnYFd2F5eRnBYBBms5kSNsugaRo8Hk9D87Ry2O12LCwsNNQXpl5/1mwZqOm4jHhOg9MqgsfTvq44O5znBSRzMpbiOaTzKjRW2HkHDjAJHHxWAT6nDZqmQn4q9iskwwhgjAPwtJ+1mQQk4goenY127SJeR2pSmgKAGat2T8p+iFyZMf2pbXYa47GieaCBg/hUeU0FAhbgwxieLofMMwYRzFjoY4zDcaVosU7fvqBtfrnb7QRpUqRJtZtu1qR4nofdbgfHFbQonueRTqdLeo5yHEeaVAN0iyb13T8uYSGpwGsRwPEcBF6AIPAAOHA8B57jn9ocJSKbyz7dOxiAIPDgeR7ZbPapZGIZJrOpkEQlCHCagZ88toCXnBnAvoC76evcDNq2iKeXL6iVwVEP2WwWZrO57kxfYHMyCnieh6IoGB4eNjJQrFYrpqamMDQ0ZGSk2O12LA8+B+7TZdhOejHw1FxTdzijo6N4/PHH0d/fj+npaQSDQSqlWYZwONyWLJVoNIrh4eGGA6Z6svhaLQOlC2zBYBCqqiKfz8NkMmFxcRGjo6PIZrPI5XJgjCEWi2FsbAzhcNgQT8PhMNxuN1wuF3K5HJLJJJaXl9HT00MCeRkWFxcxNDSEY8eOtXSe2dlZ9PT0NCQ+6Vlq9ZSBajbL3Wq1Gv0g8vm8scM3Go3if2b+B2kljV5Tr7GAx/M8eu29WEgu4MHogxi2DhsC+8zMDCRJMnxUuybEnYQsy2CMtVy+4GlRp7EyKPUKBa2Oe7IsG5MzvW/bzMwMQqGQUTJPkiTMz88jEAggl8sZGaa62Do+Po7jx4/D5XJhbm4Og4ODlJlZhoWFBezdu7flRTx9Et3IIl4qlYLFYqkpFLRSmtxqtRpCgcVigaqq+OXvZpFTNNgtPJJZGXORFFhBv0QOEhY1DzxcCjmY8Lt8CC80HYFJksDxPCCIkCUnmCBAyEbB/c/7gbnfA8/7O0CkXXlAYVdCX19fy33MVldX4XK5GvreN0MoMJlMiMViCIVCUBQFDxyP4H+OzENRVCzmVCisEHtbRAF+i4Kruf/FlfkfYkBbgPCUuMlyHFKw45fCufi+9SoczxdKHtrMIhQGfPvhWVww0YMLdvU2fZ2dQjqdbstCVDabbbg0ZyMxd6vjHmPMGPfy+TysVivm5uYwOjpqlKLiOA6LS4tIOBL44bEf4v6F+yEzGQwMJskECRLOXD4TF/ZcCF7gMdBP5X7LMTs7i4mJiZYX8aanpzE4ONiQr9PnXbVEwWbLQE3HZCgMEKBBkqSnSjk9LWZpmoZETsNCPGtkimsaAwMABmQVhvmEAhVZ9LmshdqHgDFOr7UnPWHhycX2lJLciXSkJsUXSqbqRpJlEniwp9+rUJgAejVNFQI08OCN5TmAB4MCARrjwHPMOJ3AAMbp81SGDCtKgHiq4kHh/bsX0qRIk2o33axJmUwm2Gw2JBIJY15hsVgwNjZmlNZmjJEm1QDdoEnlVYYf/WkZFkmExSwZFZ3ycsFXMVbo8aqXKjZJJmhMg5wvxEvqU/djNpuRyxdKtcr5gobF8zzsZgELcRnf/+Nc9yziAYX6vu0ImMxmc8Mr7PUODrIsN10vmjG2zkH6/X4MDQ0hm81idnYWPp8P8XgcqmUImVP+AqIoItTjgN1ux+OPP26UT1DVgoHlcjmsrKxgcHBwS5ucbleaLYVTTLkdlLXQy33VQ7POyG63I5/PryunEAwGjSxnVVUxOjqKmZkZ9Pb2IhqNoqenBz09PdA0zSiRZbFYsLq6it7eXiwsLMDpdNI28zKkUqm2lO3p7+9vuDxZLpeDJEk1fVsmk4HL5WoqYBIEAclkskRkFQQBg4ODiE3GoCoqZF42erYIvADGWKEmtFWD3W4v6rEhGNe6sLCAUChEiy5lWF1dhc1mQzweb+k8HMc1PC5t9C4XfawszowDgEAggMHBQaysrCCZTCIQCGBubg4WiwXz8/Ow2+0YGRmBxWLBoUOHABTsKZfLwe/3Y2VlBYlEAiaTicpplqHVMnUAmpp0ZTIZ9PT01IzhWilNbrfbkcvlSmKp1VgSPFcoMzS3FAFjHERoT20uUKEyHnFmg5PLIc8/3fuMK8q2U1QVvK0XUDLAY98pHPCCj9KOPBREo0Ag0PJ5PB7POl9Qi3qFgkwm01IPs0gkgkgkAlll+MQ9C1hNyVA1VtjRol+LmkMyF4NDPI5hcRrMkDYZeHBwIYEr1J/jecn/xY+F5+DT+AtwZgucZhGLiRz++aeHcfZrvDCLtAiTSCTa0nujmbFpo4UCfTfy2oWgYDCIQCCAmZkZ5HI5jI6O4ldP/ApfX/o6jsePQ4UKq2SFS3BBzsswiSZklAzuXbgXD6w+gEFpEG86+004O3R2U9fVyei9c1vF5/M1rEHoJVprxeb5fB69vY0v4s/GZfBPLaytvUeTSUJe5bEQS4MBEHkeOUUzfNbTHgpYTubhsZvB84VYkeM5owfW2lhQ4Hk8Pt9aTLrT6TRNShVtYIIZvFqI60ycCg2lfo5jhV0IGtPAQwUH9tQ4V1gUZigsJnPcet+oj2qMAWauyK9rMmCyA+bGelt1IqRJkSbVTrpZk+I4DocPHwZQ+E3o/jqfzyMYDMJut2NmZoY0qQbpdE3q18fCWIxn4TI/7Uclk2T0odVUDZJJMsZW/b+63qTveuW4QrUDXuSgKBo0TQXHF3oNWyUBP/vT4v/P3p/HSXaf9b34+3zPVqf2pfe9e0YajVZLtrzIC9gCeYGAbQjgmMUEAjgQQhLyy82FG0Iuyc1yk5u8shBCAN+wBRLgOoDxAhhsy5ZkybJ2jZaZnt732rez/v44fc5Ud1d3V1X3SLPUR69Rz3SdOudU1bee5/l+nuf5PHz8G8+SMq7dDuJTzRrV6/WuAlwhBIZhoOt6WJEtSVJHQ8v3o1uioJtWc03TDq1iDiqct7e3AX8D8eqrr+65j52dHWZnZwHCigMhBJVKhdHRUer1+omkhG5kNBqNruRLNE1D13UMw0DTtLByan19vetrX02iIBqNksvl2soy2LbN1tYWjuOg6zqu6w/gDBz02toahmGQy+Wo1+tYlkUqlQpf49DQ0KnNVboR0c170yoXGIlEkGU5DOK7DcLr9XrHREG3gUkwCLhSqRzoaAjsqmb6AbSqqtiOP3w6+Ok4DhnNnx9TLpeJRqMYhkE+n2d0dJRGo9GX/D0EweydTgMmRVGIRCJEIhF0XafRaBCJRHoiGjoNmGzb7ppw1XWdkZGRtjJC+XyeeDwe+tFIJIJpmuHartfrbG9vh36vWq0SjfrJl1qtxsjIyKnOwbnR0K1t0TSNSCSCYRioqko+nyeXy3WdcAkGh3eCXj67RCKBrusHZhUlIwLXg0ZpC8uVEXit6mDIuFjI2J5EWlRxHRvPqaJaDRzbQag6khYHPJ9sAnjhD2HsPnjDR7q+zxsNtm139XkJIfbYqKDow7KsrmPVTomCRqPR9QwzVVXJ5XJh/A3wtdU6C0ULezeBF74mn+6kRJT/ar+ft4unOSPWWsjyKwdrWHyr8znSjTL/t/oPkGSFbFRjYafGl17e4sHzwx3f442KQHWk067MwO8FsXmlUiGZTJLP57u+9tUkCiKRCMPDw21j81qtFiabhBA8tf0U//7iv6dkl4gpMTRJQ3gCTWh4wkMT/n5Ec/1/X25c5ue/+vP8Y/0fc9/wfV3f242OTuMT27X5/PbnWWouMWAM8KEzH2IkPkI+nycWi3W9phqNRkfFKwHP0C0coeF4VVy3vQ3eqTRxPVBlgevtduDt/t9Pwvh7UdeDQtUkE5WxbRtNVf2OvTa2XRYSxXp3ccSNhhuOkxIKjdQc8c2vI1SNKbHFvJfee108hCTAA1lySUtl8l4SCxmQELgMUmA3p0yL20NCCqU6p5TClQfsBkzcD3K/0LzPSfU5qdPGzcpJBbPWpqam2NzcxLKssMu9UqkwNTXV56R6wI3OSf3WHz/jdxu2zAF2bAchC1xnt4NQEiG3CVf2Arqu7/7bCe2p615RSAi62WO6QqFm8dJ6mftnrt05sKfqkSVJQlXVsOK39cMMnEqrfETQJlutVikUCiQSCQYHB3nllVe6vnanREGz2WRgYKDjJJ6qqoyNjbG5udn23LZth0TZmTNn2NnZOeBAk8lk2OK+sbFBIpHg9ttvp9ls8vLLL4ctnH0cRCDj1mw2DxiH1jUVrCfbtmk0GuTzeWzbDlu4e9GbvloyUENDQyiKcuhA40BGLZFIMDo62vb7MDg4SLFYxHXdMJF85513Mj8/HyaH+2gPWZaZnJwMB5oG2G+jgj+NRoNGo0G5XEaWZWZmZsJW/27QaZdLL5ienmZnZ+dQeY7FxUXuz9zPl4tfpmgWMTDCDWbZLhORI7xn8j0YdYPt7W1yuRwzMzMAoeZ9KnVtt5W/XnBdl3g8zvj4eEc2KpD5KZVKWJZFLpdD1/WOB5zvP38nREGQROs0qItGo+FGs519q9Vq1Go1hBCcPXu27b0PDAyEQ63X19eZm5vjzjvvpFAosLS0RCwW6/u9Q2DbNrOzs5im2XZNBZ93EJg2m00ajQb1eh3HcZidnaVQKPS0cb5a84UnJiYwTbNtYtFQBI2mRc2WcBG7CZUra9rb/U1SKnOL9TBuvQKegwSogNf0kCQBkRQkRvxEnlmFL/87mHk7pKe6utcbEe1i81a7sT82bzab1Go1isUimqYxMTHByy+/3PV1OyUKup1hJoRgYmKC7e3tPT71C/NVTMcLZen8aVEeGhYeEhYKRWJ81r2fHxN/FD7P2/M3D4HHO5xHWK//Or8R/0E0ReABn/z6Sj+Jhx/3Dg0NEY/Hj7VRrbF5sVjEsixGR0fDYsZu0Wls3qlMYoBUKkUqlWJlZaWtTw0IJl3XMVMm/+wv/hllu0xGzYT3pKoqjuv7TMu2Qskoy7JIuSkKZoFfeOQX+Ofv+ufcmrm1o/u6WeB5HtPT09i2fWRs/p+f/898dv2zeK6Hi8tT20/x07f8NHfdetehn91RuJrFK7Ozs3jPPrdLLh30raZpUTV39yK7leGtCTwZBw8PBxkPqFsOQ4qOqqg0GnU8j0PtpnNI0vBmwY3ISVnZc4idp7Fsm1uUDb7QPOtLj+8ziTIyDg4pqYSGRcPzycsENWJSY0/yLoQk4bh+vHVW2y2MCdb7yJ0d3d+Njj4n1eekThs3KycFMDY2Ft5LKyRJQlEUDKPPSXWLG52TenW7ceB1ua7rcxISRHQd0zyY0FYUJTzGsuywuMJxbEzT2lU02D1WSDiuxysblZsniRcYoFKp1JNRKBaLJBKJnq7dKVEQZH87RdCBd5zMRywWo1AotNXKD5z9zMxMWIFg23ZofPtJvMNRKBQYHR3l0qVLPVUXbW9v99zl2GnA1K1etGEYXL58+djjstksr7zyStv7r9frZLNZBgcHcRwH13VxHIepqSnq9Xp/gPARKBQKpNPpMIjoBo7jUKlUuq54gu6Igm7WrGEYVCqVY/X1p4wpvv/W7+fXXvg18s6VSmVd6Hz7yLczHZtGTfvrJqhgcV2XM2fO4DhOf00dAsuyUBTl0EKP47C9vR1WB3WLboiCbiqzhoaGuHz58rE2N5fLsby8HM69a0W9XscwDM6cORMmk2zbJh6PMzs7i6Zp/RkJh2BnZ4dMJsP8/HxPfq9UKvXU4QJXjygQQrSd1/Cly1V+7Wt5P5BG3R3nIiF5fiLFBWwEMi7fpn6GpldiSYacJ5NFXEnWeA40Cn7VeGYaYgNQXoWnfxfe9dNd3euNiKBytZdZi/V6vWeJ126Igm7WeiaTYXt7e49Na9guL2812c9dK/j2R9oVFnMQXHb3JuKCcULskdj0eH/z0/x+9LuoiRhRVebZ5SJ108HQbm5JzVqthqZpXLp0qacYe2trq2cSplOioNsZZoHNPQ7ZXJa/+8W/S9Eq7kngwZU4T9EVX8DO87tjVEVFlmUiRNisb/Jvn/i3/IcH/4PfNdMH4K+JqakpFhYWDv1sa06Nv1j+CxRPIabGcDyHpfoSzxafZbYy2zYW6QRXo3hFCIFpmrhWE3GEW3WD9ez6P4M5nQIXGRenpS1dFtKuz/N2u2I8RJuTe55HRL25bdSNyEnpt74b5+X/iWfXuV+/zK/X3kLDUzGkvXvSYFSCi0uMOhmqbfN2sFvoIkkgyVS8CAnR5D59t9jKbviz8KYe6Pgeb2Rc65yU67m8sPUCO80das0aERFhLDJGXDl8flifk3p9cbNyUuD7yHavO0iAB8nfPifVOW50Tmq1bKMeEq4psoJptleMcT0XRSj+a2tJZgoho+uSXwgc7AJ3i6qW8ycfbXI1ceq98ZcvX2ZycpJKpfKaSmXV63UGBwdPlSgYHR0lmUwekH5qhSzLzM7O4jjOoQa42Wxy+fJlZFlGlmUGBgaIRqMoioIsy+FQxj7aY2tri6GhoZ7kBxqNBgMDAyfa2B3nvLrRi56dnT3W8YyPjyOECCsk2mFzc5PNzU1UVUXXdXK5XCj/EbQG99EehUKBbDbb9aDyAEFXbS9dLqdd7RuNRpmcnDyWpJqbm8M0TbK1LFkzy1cLX2XH3CGrZbk/fT+TxiQLCwth5WowmFpVfeLJsqz+mjoCly9fZmxsrCMCcD+CmYS9IJDiOS5g6maG2cTEBIZhhLNb2yEajTIyMgJwqA5/pVKhUqmEfm5wcBDDMMLX2pfSPBy2bVMul8lms3ukAjtFMAi8U/K6FZ2uk25mmJ09e7atL3Ncj0++WMZyPGbFBhtugoIXxUHsyj/5ULD5gPoFPqj+OcKTcCTYljyirkdEknYzMLIfhNsNKC5BZhaUCDz3B/CWHwP95h6Cvrq6yuzsLLIs9yRD0yvxdDVmueRyOYaGhg5Uii4VLUwXhESYyJPwdqU09yIqNaFlKt4VXEnluXjEqPFg83P8ofFBdFVQadi8ulm55geevxZYWVlhbGysreTycbAs60REgaZpx8ZvzWaTXC7X0Tmnp6cxDOPIY3K5HIlEgme3n+Vy9TIxJXaAWLUdG9vxO8mCanIhRJjQE0KQ0lO8XHiZZ7ee5e7Buzu6v5sBzWYT0zSJx+OH7uVdz8U7JB3RbDZ7mgULnfs927bxkHh2vc5CwaLpeOiyxFRa5fZBHXk3oaYoCnNzc9TrdYZivv1rJ8ep6RqysLFdX0JaAnTJwfQEHn5nuuMLTCMBmgye5+4STj6kNolg0/E4M3Rz+zy48TipWOocjS/OoBVe5fbIKueUdZ6xxjC4QuIHa0xBwfEcHMnBAeSW+bDhsQQymjIeEnVX5VtjLzKs7HImjSIMnfflNPsArk1OqmpXeaL4BF/a/hKrzVU8yU96CElgyAb3p+/nrZm3MmVM7bFBfU7q9cfNzEkdJVXc56R6x43KSdm2jeUejKOEEOF6OOx74DoupmOGCTpV8ZCE8P0f0FrKCf77YDrX9qiztjvrRCIRvkGtP4UQ4QDl/T9b31DbtpmammJra6trR1Wr1XoaRNxNRUHQAWdZVtt20cBJqqrKCy+8cOS5YrEYOzs7VCqVYw2o4zhhAi/Y3G1sbHS8ybyekUz6A5Fb10nrGmq3tlohyzJDQ0OUSqWuZAhOYujr9Tqaph17PcdxSCQSJBKJA5XhcGU9BQM1j2t7V1W144ocy7KYm5sLpe1s2w6/QzcyTmqjTNNkdHQ0/O52Q1Dm83mGh4d7ajXv1GlJksT09DSSJLGwsHDg/oI1lUqluHTpUkea5hsbG5imyaQxyaQx2fY4z/NQVZXBwUFM00RRFAqFQleVotcrAhsFV9bUfhsVrCNZltvKFExOTrK1tdU1idRsNnsK4KvVKsPDnUm7KYrCzMwM9Xr9wOazdWMoSdKxfi+ZTLK2ttZR9V9QTRe8Z0IIdnZ2bnh5laNsFNCR3wvseLlc7qqirlKphHIm3SLwVcfZRMdxGB4exvM81tfXD6z54By6rlMoFNoWQ1VMl3zdISpMZMlhWJRI0GTNSZISdSLUmRKLfIf+p9wpXUCSdgece2BLUJJcImGyb1dTSshg1sCqgZ6E2jasfh1m3tH1e3GtoRu/125NmabJ5OTkAQnKTlAqlRgaGmrbTXkcOvV7siwzPT0N0LYyPFhTsViMF1988cDmf6vmYLsecU1QbLq+zFhLAs9GRuBiYPIO8QzSnnlA/v+CX3lIoazr+xt/wh8aH0STBabjslps3DBJvE5i8/1/b4WiKIyOjlIoFLrye8Fn14mt2Y9arYZhGMf6S8/z0DSN2dlZisXiAXvYem3HcY71e9FolJWVFf7g4h9gezYJ6fA4O7h26xq1HRtN1tBlnWKzyKfnP33DJfGOslGt8RMQxgSta8pxHHK5HEIIqtXqgX11TI7xhuQbeCT/CKZl4nouI/oI5+LnKBaLjI+Pt53rdBw66XJp2i7/39Mb/OkrRRZ26li2XwzhF+JKjCUU3jOX4F3TBul0nNXVVcrlMlMpFSFJOB4o+y/jQUyTKNTdUBPRERq628T0ZGxkPARC8osT0tHI7v2C4xxOrEoSnBu+MfaBfU6qhZN68QLpyW9muPAKwrX4aOwx/o/CX6HiasTFboy42/0Lfkee8ASe5OK6NmKfzww68DxZJe9EiUtNPpL4uv+gvWtf7/5uuMEKzW8kTuqp4lP81vJvUbSKCARRJUpU93lG0zKpWBU+v/V5Ht55mPtS9/HRyY+iSmqfkzpF9Dmp3jmpo9DnpHz0OakXwr/LkoTt7V1/QWK3k2Sz53loqhYWTSGBbbXv7JSPklC4BtD2WxDopLabl9HuTztjo6oqc3NzbGxsdCXrtLOzw8jICLIsd9SK24pOZaAURWF+fp5YLMb09DSWZeE4Dp7nYRhGaKQ6MW6ZTIbFxcWODe76+no4DyKoyus14309IXh/W/V4g5/719L+tRcglUoxNzfH888/39W1V1ZWmJ6e7uhzylt5LlUvsdxYprJVIV/NI7kSaTXNhDHBhDHBtDF9QALHcRwWFhYYHx8Pu/IikQiu62IYBoVCgWq12tE6cRynq0r5CxcuMDnpJ2U8z7spnFuwTuDgWmr9e+t62r+mhBCMjY0xODjIq6++2vG1TdOkWq0yNjbWdr7TUegmYNra2qLRaIQzQur1Oorit4ILIVhZWenofENDQ+Tz+Y6TANVqlUuXLjEzM4Nt211VzFzP6NRGta6r/YhEIszNzfHqq692FfxsbGwwPj5OPp/vimTw9bw7sxVCCC5evEgul2Nqaopmsxl220WjUVzX7djv6breUQdWgJVXnmb61V9HLbyMN3IX6h0/ghDjHT//ekRg60/q9zKZDGfOnDmWYN6P9fV1pqenO5LJaYU/4Lmzqst6vc7a2hpTU1N4nke1WiUSiYRVcVtbW0eS9HFNkI4Itkou7MZDCg4J0eQfp/6Y26UvU3fqKIDkXkmv+D8k7D33GcR/AnCgnofEGHgubF64IZJ4R/m9/TPIDovNg0RZMpnsatNfqVSIRCIMDg4e2n17GLpJ4i0vLyOECElN0zQRQhCJRJAkicXFxXATu9/22btrJKnL1GwP0/aTcPbuPCkZlwgWd4lLvEN65uANeOBn9q5043l4ZNwdFM/ClvxNnmlf29WZ3eA0/F48HufMmTPhrJJOsbKywvj4eMcFIQE6SeC14tKlS4yMjDA5ORkSoYHfazQarK6udrR/FEKQr+V5svAkutCPfU4gLeSng7095J6hGHxx6Yv82D0/RlJLHnme6wmd+r2jYnPw49aRkREuXLiw5/eSJPHXJv4aWS3Lpdol0mqa9w+9n4SSwHEctre3mZyc7Fqa7Lh9eLnp8J8e2+H5TRNJgqgikUsb4IHrOpgOrFcdfuuZEk9vNPmZ9w6ieH4CcjKloikSTdtD0VqSBrLvG+OqoNTwCxAU4fdG2SJCIO7keR6uB1FV4Nomkq6FMtJtWokxbRdZkrj1Bkni9TmpvZxUceI9JBf/DCN/gQcir/I+43n+sH4Xmuegi4M2WpIkJGQQMh4ukucSdB24kkCSBA1XxULw1xOPc6u+7T9c34HRe+DOD3f1uq8HXC+cVCsikciBZPJj+cf4zaXfxHItUmoKWZKRkBCSL+Wrqzq6ouO4Dg23wWOlx3A3XX7ilp/AaTh9TuqU0Oek+pzUaeNG4aQ8z6NgFyhZJVxcBIKkmmRWmuXSpUtdc1JZQ2axuNduSZLUlS01TRNFVZAVxS/29MOuPRCSxGC8N7WQ1wptLWuvbd6tCDbfvcxlWVtbI5fLMT4+3hXJcFwQns1micfjNBoNPM+jXC5TLpfRdR1d17Esi62tLWRZZmpqqqMq9qBVvBvs7OwwNjaG67qk0+mbIol3GmvKdd2epMVs22ZpaYnR0dG22vie5/Fy9WUe3nmYp0tPU3fqSEhIQkLCNwxBVZsiFMb0Md6Rewf3p+/n7NRZZFkOzxms10wmw+bmJrIss7q6SiqVYmxs7NiNZSKR6HjAdSvW1tY4d+4cjuMcKwl0I+C01pMQoqeBwIVCAcuywvkdnSIgHw+zGYZhMDAwABBu5C5duoQQgnQ6TT6fD7Xmx8fHaTQaxwZChmF03T0RzEAyaBIpX0ZVJoFoV+e43nAaa8o0Ter1etfVS57nsbS0xNDQEPF4vGOZFsdx0DTtyGMCGcsg6ba9vc329nbYEe66Lpubm2HHwnHXFkJ0rb8//Ox/QV35IlIkBhc+xYDrIs78h67Ocb3hNNYTcOTA+aPQaDRYWVlhcnKSjY2NjtekaZp71st+CCHCgdkBqRXYwGw2G/q9ZrMZKg8c5vdkIfFXziX5zceLrLkphCThInG3uswD+kUq1m6IGiSoENgIFBzAQ/E8JBE+7CMorbMafmTueVDoLpF5reI01lSwMexlTQVzzCYmJrqSUDwuxk0mk6TT6XCDblkW8/PzKIpCLBaj2WyGnZwTExOUSqW2pJISSNkJGEtGWCk2iDjNMH6L0uQe8So/r34CjUNIqb2KKnhIfvLPa1De3TJpyo1DIJyW3+t0tkUrXNdlaWmJkZERTNPsOL5vNBrEYrEjY+WRkRE0TQuPCWZBJpNJyuUyQgjW19eJRqPMzc0d+33QNI16vU7JLmF5FrrobHNvW7szr7y93wNN1mjYDXbqOzdUEu+0/J6qqly8eBHH9Sg2HBK6jCr7X0xNaHzbyLcdev1gFtPy8nLH5HPQ6dQutmnaLr/41TzPb1qkoxoyLq7rYjb92FtRFGQcUhGJpu3y1GqDf/X5y/zIPVF0RZCKyLxhJMIjizVi2hXboQSyYLJELqqwXfNlNYV0JQHkeh6eB7oikYv64zfsXfm0QBZqP4p1i7F0hDdOZzp67dc6bkROyvM8kukM6WSia07Kk3U27vxRJr/ysyhWkY/Hv8BlO8tT1jhZqY7GIapQEoDA21eEXHVVKkT4JuMVPpp6yj+wvg1aDB78OVCubSKzF1zLnNRhaDQaGIYR7vlfqrzEby//NpbnJ/AkSQo7TNxdGTjT2rVRsoKOjiRLPLb6GP/V+6/872/534+N4/qcVGfoc1KvESdlGOi6flNIaV7PnFTdqfO14td4sfwi87V5SnYJx3Pw8FBkBUUopBZSjCvjnN85z72pe8klch1xUmeyGpcLLWtM6m08i23ZqIoKeMiy0iKr6Y/6ADh7jUuSX9XyiGq1Sjab7UnSaXt7m+Hh4a6kVjzPO7rqOx5naWnpwOPNZnPPAg8y2sdtSkdHR4+cl3cY7rzzztDoBdXFfRyPSqXC4OBgT891HIfl5WUmJyf3BExlu8wfrP4BXy18Fcv1N+ZpNR122mmqFgZBnudheRZL9SV+e+m3+Yutv+DHYz/OQHPggAHZv1EolUpks9ljJVdzuVzXGsaapnHrrbeGg16FLPjq2le5WLiIh8dYfIy3jL4FXb7xAvGTYmtri4mJiZ7kd4LOym5s3M7ODvF4/FDbEsjz7nferuseuEaz2Tw2uO5kbkw7jI+PE197FO8zP4vRLCFFkvDQL8DZB7s+180E13UxTbPjWWH7sbGxwdjYWMfHB/ISR8EwjLZ+b//9NZtNPM879r4nJye7noEUKbyMGonhRXNQ20be7K5y9WbGzs4O09PTPZHklmWxuLjYVWdCMOfqqHVgWRbr6+sH/F5gowIitFQqoev6kTHcN8zGOJ9/kT9+uU5eZLlfu8yHo0+iSQ4xOUbFruDgogA2AteTsCQJBY/k7qygdkQmoYyiB073syJuZASFZN1W7QIUi0WEEF3ZuEajgaZph27uE4kEq6urBwh027YpFot7fuc4zoHfBRiIyijC7y7QFBhPKvyV6p+juxUUHN4oXuYe6VWE5B4cDnQIJL93AVPSMB0XTRaMpiKdPfkmQdAt2ctcFs/zWF1dZWJiouPnBHvLo6Cqalu/t9+OBjNZjouTxsbGuHz5Mk3X95NSe6OzBxISESMSHi+1SPMISeB6Lg2ncym2mwkbGxtI8Rw/8ruPs113iKmCn/3GQc4PHv/dCwpYhoeHO7Zx6+vrpNPptl3Gfzlf5dn1JilDRnLtAxM2wzXvgSYkUjo8vlDkXMrjobN+N9y7ZmJ8dbmO6XhocuvcFf9nXBMoQqHYcKnbLq7rIUkgSxLxiCClC8TuGA5VUfHwJTz3w3U9bNfl2+4Zu6GKDU4Drzcn5bgez6w3+Mv5Khe2TCR5A89xODeg8Q0zMe4ajiALqSNOqpG+ha1bv4ehF/9fUvYW/zT9Sf7P8l/hq41JFMkhLdU4TgnM8STybhRJErw/eoF/mPk8ugCpXgDXgXf+XRi5s+v36mbB1eCkjsL29jYTExNh/PPpjU9Td+pk1MweHtEyrQNzQ+3dGFhBwZANHtl4hFeKr6DYR+8fT4OTuhkSLqeFPifVHuPj48TjcWzbDguQ+zgerzUntVnd5E8Kf8Jn5z9LySr5STuhoEoqmtCQkFBUhYbZYKO2wYq7wuOFx/nk2id5a/qtvGfwPaRUf1TBYZzUTNq3J67nIXYLFyyr83EjAQzDCDmM/bFUzbSJqPI1r2ZwVSO8jY0NIpEIIyMjbR93PZeiVcT12gdExWKRqakpJiYm9mjDHgZJkg7NxgYVdp0GXyurK9x6661HHtONlFkrnnvuOcrlMtVqlc3Nza47+W5WBJUBZ86c6bmVutlsMjExwfT0NJdql/iXr/xLvrzzZRRJIaNmiCmxMIEnSdKeQEiSJDShkdbSJNUk69Y6/+Txf8InVz956BpuvXfLssKKlsPQS1emaZq89NJLuK7LJ5/+JD/0mR/iH37xH/Kfn/7P/Jen/wv/+Mv/mI99+mP8wct/0FO1wo2MWq1GtVplamqqp+c3Gg1SqRSjo6MdObp4PH5kABONRjuuvtna2jr2vg3D6Mm+rF56AeuP/wHUtrGEjlfbhs/+rC9R18eRWFlZYWBggHQ63dPzy+UyU1NTTE1NEYkcT1gd9Z2Ox+Mdy/iCH9DPzc0deYyqql2vqUb6FuxGFa+yhWfWaWbO9W1Rh3Ach/X19WM/l+POMT4+3pGdi0ajR9qo8fFxtra2Ovr8Al39/ev4S5er/Ncndvj6qq/T/46BKv88+lv8x+zv8LH4IySFf31d1kirKSQkbAkkyUGSHGQ8cp6EvhvCeq63LynjgQg6VCWQb3w5n25QLBZxHKerxEkrSqUSw8PDjI6OdkRiKYpyZKzcTXfv2toaZ8+ebfvYREpFlyUsv1HTl0PRTH5U+SN+WPkU94qXEdK+Vrsj4C8piYpIYKLRtFwiqsyZwWu7OvP1QFAs0GvVfa1WY3Jykunp6Y7i+6Psz+DgIMVisWM/Va1WGR8/Wt5ZURQ8zwtlNPeTpG3vEc+fX+SBZVt7vgOu5yIkQUTuJ4TbwbIsfuGPX2Cj6uB6UGq6/KfHOk++2LYdzmsMpN2OQqDSsx+O6/H5S1UUWSBLncUssuTPIvvL+VpY0X37oM5sRqPU9DuhpTb6TRFFMBxXmEiqjCYURuMK40mFTERG7JKWtm37/tkD07Rw3b33tF0zGUzofODuG3vmcC84jpM6DifhpJZLFj/35xv8P1/e5vHdZK7rejRtl8eX6/w/X97m5/58g+VSez+4trZ2gJPKz32Q7TPfiXAtctYa/zr3h/zNxBeIYLPpJth2YtRdFcdrmQ/oSdRcjU0nzpYbJyNq/IPEp/nZ9GdRPROnvIHnmPCWH4U3/mBP79PNgtPmpI5Daxy1VF/ileorROUrCQ1N1bBt+1jfFBERTNfkcwufu+qc1PLyck+dfDcr+pxUeywvL4ed9UtLS13NiL/Z8VpwUp7n8Xjhcf7FK/+C37v4e9ScGkk1SVbLklSSGLKBKlR0RUeRFCJyhKSy+7iapObU+MzmZ/iXr/xLHi88HvrNdpzUfWMGMU1QNa/MzOuFTmo06nie31Bl27ubxl1Umw73z2QYucYLNq96mdbKykrbTgHXc/mVhV/h5y78HL+y8CttN2SNRoP5+flQHuMoHDbUMLj22NhYx+2gn934LD/55E/yM1/4GWbPzB5wzpFIhMnJSRzH6VpWDPzFvri4yM7OTjiboY/OEMhh9CpBurGxwdLSEs9vP88vzv8im81NUmoKQzYOVHaoiopjH/xsJElCkzVyWg7P8/j0xqf5/dXfPzaRt7S0RDqdbruByGazzM7Odq25H8A0TX7j0d/gP174j1wuXSamxhiKDjEYHSStp9msbfIfvv4f+NVnf7VPnu/D9vZ2z99Bz/O4dOkSm5ubHVUGKYpyIGAKBtQGsnedwnVd5ufnOXfu3AHiTAjBxMQE2Wy2J/kYtb6F1yhhKjEk1QAjjdcsQXmt63PdbPA8j5WVFXS9t87XcrnMwsICpmkeGqjans1yY5nL9mUeXnyYF8svstxYxt6dwRJUPuZyua6qjkulEvV6vW3CKJFIMD09Tb1e79qGrN/5IxTH3kVDSVGZfDf2vR/DeeGPodR9J9DNiGq1eiJpjZWVFZaXlzv63AYHB9vaDFVVGRoaolwud9Vtc+nSJSYnJ8nlcgC8st3k175W4E9frfDLXysSzY1RkbNXpC/3IakmGdYGSLsQdz1yeEx6Ehlvd2KZ64VcqAdXzmGkCMXu08cTJDcbOo2H2yGQ1CkUCsduyIP4eb+PlWUZIQTT09Oh1GEnsG2blZUVzp07d2BvkTB07p5M03A8HNe/3h/J30wTP6Hb6qE9pANUl7fnKC887s/0B0GSqFkOd46nMLQbXwK/WziOw9raWs9V9zs7OywuLoaSqkchSNLth6qqaJqGrutddS5vbGygKErbZE8qlWJmZibslkgqSVRJxXI72/t5nkej6SfyJK6Q+qZjoskaWePojsKbGfmqHyvL0u6ILrM78m9hYaHjeYfxeLxtR8yFHZv1mkfUV13qGIbssl7zuFz1bYUsJH7gDWmiqqDmSGiaeqgfVYRERBHoigiTd61wXZdms+mPfJAISfuaaeN5Hn/zG88ylLi2yafXC4dxUp2gV05quWTxr760xXzBJK4LclGFbDyCLnskdJlcVCGmCeYLJv/qS1ttE3nNZpPt7W1uvfXWK5yUJLF17qPk7/obyJqBXl3hI/pX+JXcr/NDsS8zJJdporDlxll3Eqw5SXbcGBaCGWWbn0x8nl/N/TrvM57HbVahvIoka7jv+Lvw9r+9Oyioj6NwWpxUJxzE8PBwKN/5aP5RTNcMi0pkIe/OzjzeRgYF6X+28GdIhnTVOKmXX34ZIQSyLHfdoX8zo89JtUc+n+fy5csYhoEQos9ldoirzUnZrs1vLP0Gn1j4BEW7SEbLkFASyNIVmxisRUVRDvDqsiSTUBKk1TR5M88nFj7Bbyz9BrZrt+WkUhGZN09EMd3dovIObF47eB40myaO6+xJBDYtByHg299wdGHftYDXrTy5bJd5rvwcJavk/7RLYQvlfhiGceyXfnZ2losXL+75XTDI2DRNKpXKno2h53msN9epOTUmjAm03aptz/P43ObnyJt5vrrxVR67+BjfcP4beOmll1BVlWw2i67rLC8vd90SrOs62Ww2lJypVqusrq5y/vz5m2ZQ52nA2Z0H0EsCFaBgFfi3T/1bylb5gAxBAEmSfG3eFuMgIflD6nfbbk3TJK7EqTk1Pr/1eXJajncPvPvIa7/yyivccsstpNNpXnzxRYaHh1EUBSEE8/PzXTulZDJJIpFgp7nD/3zxf2LaJhktg96iYa/KKjkjR6lZ4ncv/C5vGnkT9wze09V1bnScNBhIJBLHJkvazdkUQjA3NxcOjm5XCXwUms0mFy9e5Ny5c6yvr7O5ucnExARCCCqVSteyMYqikMlkMIaSiK+lkeo7WJ6H7FQRsQFI9Kt7O4Hruieedaooyh6fVbAKfLXwVZ4vP89SfYmG20CSJSzbQkJClmQiIsJ0fJp3zb6Ld4y8g2Kx2PXaXl1dZWhoiPPnz/PCCy+QTqeJRqPouh6SrN0gGo2SHhtDPvvvqVkW9fVXGfijn0Qxd/CSo0gf+e+Q7Fyu4WbFSW2ULMvHbgzj8fgBxQIhBFNTU+HshP1x1nFwXZeXX36Z22+/nWw2y7Prz4Dw5Q5tF16+dJlb1WESSOA5IB0MSzU1Rsw0kK0qnlBg1z/DLoHpgSd5CE8C1wZZBT3p/10SMHiuq3u+WXDSNZVMJtvKz7ViZmbmgPyuEIIzZ85gWRaNRqPrWK5SqbCwsMCtt97K/Pw8pmkyMjKCqqq8c9Xk0Ut5LFugyhJb8gDPivO8yX1ql+ze7cSTAG9fIq8N59FA508i34Jpu0jAt7+hb6sOg+u6PRPkATrZB+1fd0IIstksmUwG27a7SgoHuHz5MpOTk6HfGxwcDJOCi4uLoe2MKTHekHoDX975MlHvcFknWch+DCD5ncKO6+BaLnpEx/M86nadD8x94Iaah3fa+CvnEry0ZWI6HoqA997SfQesYRjHFsAMDQ0dOEYIwezsLI9sLeB5oHSZz1CFRLlpU5RiTE1lWFhY4O13zvK9TYNf/coihUoDQ+1izy/5c60C8tLzPBzbQQIURcVyXIp1i3efG+Jb7urH6VcT3XBSjuvxi4/tsFWzyUUVjEhkt/p/r6SzJktkDZmtms0vPrbDz79nCHmfxNf29jaWZXHbbbft5aTO/C2WBu4k87V/j1F4iUlK/KCxyfdHH2HFTXPRHqDsRQCPjKhxRtliSJR9eVbJRjTLgEdz4HZW7/gR5t7ybT4n1U/idYSTclJSSzx7GBRFQVXVK/Pwqi8hSzK6pu/hpDpFRESoOlUefuFhvuXebzl1TkqSpHBWbrPZZHZ2tqvz3Ozoc1I+Qk7KMLBtm0ajwdbWFrquk0hc21KH1xKuBicFYLkWn1j8BE8UnsCQDTLRjF+0tgsJnzdQNdWPgx3n0E5hIQnSWpq6U+fhnYdpuA1+cPIH23JS3/dAhifXX2Kr0iSld5c7CQoLgk55x/UbsiKRCK7nslMzuW8qw9vO5Lp/k15jvG5JvISS4I7EHTxXfo47E3eSVA7fyHSy8CzLIpVKkU6nKZfLxGKxkHTcr6dac2r8t8X/xvPl53E9l5Sa4iPjH+HO5J1IksQdiTt4ovgEw/owt43cxiuvvMLY2BiO47C1tdVx8i4SiZDNZhFChMZwY2NjD5FmGEY4rPOKxEYfRyGQSekFnufxe2u/x0Z9IxwE3A7BvApN203uuh6SkBCSoNFs+BW1u4YoKkcpuSX+eP2POR8/z0jkcKmOWCxGo9GgVCoxPT1NuVxmZ2en4+AvnU4Tj8f94ea2TaVSYWVlhc+sf4Zis0haTfvflzaKUQktwUZtgz+59Cf9JN4+nDRg0jTtWMmIYK2dOXOGarWKqqooikKlUumJdAowMDDApUuXSKVSTE9Ps7GxEQ5KPw7BJjCQSDRNk2KxyKZpEj//o4w8/R+R7SpeNAsP/QKOlqDfg3A8TqMoI/B76811PrvxWZ4sPknNqfnFBEJFFzoRNQKKv7ZMx8TyLC5ULvDc15/jE+IT3Ju6l4eGHmJYH+74uoqiYBgGFy9eZHp6GtM02dra6niDGI1GyWT84gjHcajVaqytrYXBX2Ll66j1TdxYFlFaxVt9CqmfxDsWwZrqVX47EokcG7vouk6j0WBmZibsiAk29BcvXjxSsvwopFKp0M+970238lLxAo8vlHjHVJSxhEI9ehu2nka2yjh6et+zJT/gToziFReQHAtPyPs2ArsTqlwLTxJIiTE/edfMQzQHo2/o+p77OB6dxObB7OeJiQmq1SqRSARVVdnc3Oy5IleSJHK5HK+++ipDQ0MAbG5u0mg0OJ+BkbjCatkia/gbtd9UvoO7zOfRCWxYSyLvADw/v4eEh8SXtbezQ4qdmsl0Nso7bjlafupmxkmTeJ2QmUIITNNkfHwcWZbD/VMkEuGVV14JExzdQtM0JEni8uXLTE9PU6vVDvV7b8u8jcfyj2F6JrrkF8yFSTv8wgLXcf1OnBY7pci+JGfTaaLKKu+beV/X93kz4YGpGLdMDPG5Z5a5dUDnTePdS7VGo1Hq9fqRx6iqSrlcZnZ2Nvy8A1J+ZSPoiug+8hVCsL61Q7MZZXp6mq2tLd416vHCRIQvXfaThocl8iQJ5P1JO9fZW0QlgSQJTNtlu9LkrokUP/Mt59vOyuvj9NANJ/Vi3mO5skouHsHQZEzTPDSGE5JEUpdZLFo8u9HgnpGD3SzpdLo9JxWdpvK2f0pq6c9JXf4MevkysltiRtpiWl7AkxSQBLIskFwbyfT3iC4y1cQUxen3Upx4kEg81eekusRJOCk4Xm4crsTmU1NTPv/zqo2qqAhxkJPqBAHHhcpV4aRaffDg4GC/UaFL9DmpfZxUS9FWIG0O/v7ipMmpmwGnyUkF8DyP/77833mi8AQxJYYudFzPDe2S4zphV2cgAd6JjTJkAyEJnig8QURE+NjMxw5wUrHaNt9yNsJvPt2gaYN+xPxfIQSyIvv7Os9/Lyzb2lNEI8u+PcxXLRIRlf/f+86hyte+vXpNknjtvrhCEvzQ1A9RtsskleSRgcLq6ipTU1OYpnmoYdE0jVgsxvr6epjxP6yC4A/X/pCvF7+OIRvoQmfH3OG/Lf43fvbWnyWpJvn+ye/nm4e+mXvP3svWyhau6x47ZFQIQTweDytQAvJyfX39UOc8MzODYRg0Gg3q9XpoQPs4GsGw3F7w9dLX+Vr+a8TUGIZuYJlW+1ZcyTdYwUZclmUs80pQs98QJZQEeSvP/1z9n/z4zI+3Xc/JZJJYLMbi4iJAWzmgVqiqSjqdJhKJ7Gr2+gHS/qp2gKdKTyELmagRBW933gYCjytBuCRJRJQIX1n5CrZro4j+WjstbGxsMDo6iqqqLC4utt2kCSEYGBigUChQKpUwDKMryad2GB8fZ2dnh3q93pHcXjQaJZ1Oh4UFpmkeGrBXRt5C5dw3kFWb1JQ0SjyHJkn9YPw1wsraCs/xHL9+6dcpNAvoQietpsOZnQCaouE6LrZtowkNxVWIiAiu5IbVTE+XnuZbR76Vd2bfuee57aAoChMTE+Eg88uXLx95vBCCVCpFLBbzSSbHCTvM230HZFlm+N6HkC/+Jl5pBTc5ijt4x+tXTXQdwbZtNE3rujIyQJBAmZ2dPbSjUpZlkskklUqFjY0NUqnUnkRLLxvLXC6HJElXYrftbT58q8GHb71CULlKlNLEu8m+8ntIgKyoVzrtdteV44EUHUGtrSM5Jr4+nbSbvtvtxhMKJMfw9ASS54LdgDs+Bnp/hlk7nJQoWFtbC+dutItLwI9jgiRuvV5HUZQTScOCX0G8srKCZVlhPBVeT5b46D0p/t1XtqlZHjFN4gX9Dn5V/AA/3PgEKjatYpp7U8GEvXoeEi/I5/iP0Y9TadposuDvPnQrutInDA7DSat9Pc9je3ub2dlZNjc325JQkiRhGAaVSoXl5WWSySSLi4snWsuGYTAwMBDu847ze+dS55hLzfFK+RXiim9bXPdg0q71ngMpI8d1KDaLnM+e586BO3u+55sFd47GGRTpnp+/vb3N8PAwQ0NDezoqWyGEYHBwkHK5zPb2NolEIpSR0+XeCldUVcVrNHHNxgHp4r9+XwYhwZcu12g6DindT67IshKqSgd+71DJTUVBVmSKdYu66XLvVJr/60N3ko5qbY/v4wpO6ve64aT+52efxXFcZBwajeNVLDRZouR5/OV8dU8ST5IkpqamWFhYOJST8mSdwvT7KUy9l1j+edKlF4iWLqJsXwCrjus5uJaNK+s0crfRSJ2lOnAP9dwdIIk+J9UjTsJJgZ/wrVarzM7Osrq62jbGb43N19bWkPElKoOul24SeAGEECTiiavCSYFftD45ORnO8dQ0Dc/z+mvqNcCNyEmBLymby+Wo1Wo0Gg00TetzUq8R1tfXmZmZoVgsks/neaL4BI/mHw1zKeCvKdfzY2FJSG3HnHUCXei4ssujhUf5RvkbcS77cVtrbP5NZ+K8sNnkiZX67pgrKeTuZSF2x2uAu9tp185EShJomi9JnK+ZeJ7Hx981y9mh66PL83W1pEISh0potsK2bRYWFhgYGAileVoDWyEE1WqVlZXj5+u4nssTxSdQhYoh+wFSSk1RsAq8UHmBt2TegpAEb5p9E5Vipa3hUxSFeDxOLBbzJRdd99AKlKMQ6Pt6noeu60xPT/crnzqA67o9BUye5/GF7S/geA4qKpZphcGEae2ttpWFjNk0wwSf7RwdfEuSRFSO8lLlJZYaS0waB2drDAwMHCpFZhgGiUQiDHIOq0A5DDWnhkDsuWdN1ZD3EU6yJGO7Nk2n2U/itWCzvsnTpadpuk00SWMkMtJV91KgOZ1MJpmcnGRra+tAAOM4zp6NV6/SGwGi0ShCiLZVxkIIotEoiUTCT0a7Lq7rUq1W93RFtXsdTxaf5C+3/5LV5irDxjAPpB/gLem3IIsCc3Nzhw627eP0UHfq/OKLv8gz5WdQhMJIbOSAjRJCYNv2FV/Ywk0JSRBTYkS9KCW7xO8s/w7Pl57nY1MfC/1eO4yOjrK6utr2MU3TiMfjRKPRsDLcsizK5XLHHTWe57FRl6m98ecx8i8hT9zLaGq8H4R3gNOoONze3qZerzMyMoJpmgfmHei6zqVLl0Kis9dOqQCSJJFOp3n11VfbPh6NRkkmkyiKgpT4AaTVv0RpFrGldNs4ypM1zPgEwq4hm6XdZJ6fvHPUBI4aR1Mj/rDn6hbEBuHu7z7Ra+jjcLiuy9LSEplMhpmZGVZXVw90ezabzT2Jtm5l6Pcjk8lQr9fb+k9ZlonFYnxgfJxLVY0/eHodHYHmwR/I76WuKnzc+jUiNNm/o7vyLwkHwdfE3fyf2t+jUHdoOB7fc/8kD5zpd+EdBcdxTmzHq9Uqi4uL5HI5stnsAbI6lUqxsrISJvhOaqPAJ4YOK9SMRCLE43EikUgYm1uWxV8b/2v8mwv/ho3aBmk1fey+zTItbMemYBXIRDL81H0/1VYxo4+9CNZUrx3o4JNP8Xic8fHxtvFK0Gke+JzWOVBTaRUhJEzH80miDiBJEpbjFwpMpg7uVTOpBD/zLaP8yQvb/L+PLpOvW8RUD9016WRBeJ5H3bIplZtoAt57Js5Pve9WBvpz8F4TdMpJLS8v89xaDVWA63ZOZOqyxIub5h4+aGRkhO3t7c45qeER8pU3s1Kv4zkWsl3z5cWFgqNEoc3+v89J9YZeOalWFItFGo1GWPS2vLy85/F4PB5KhwPEpTiO19vcNPDnqmuKhlk0IXrw8ZNyUuB/T+bn58Ok5MTEBKnU8ZxvHycvNLhROKn9qNfrXLhwAcfx55j1OanXDo1GI/R7yZEkv//C7+N6bsgpHcVJmbZH1XJxPZAFxFR/3MFRMGQD27H5pad/ib9/5u8fyBdFIzr/20Nn+Nd/ucJXF4p4kkRUFXiui2l3Zhs9wLQsdqoWQoK/dt8QH77v+uGkXrdOvF6wtbVFpVJheHg4dHDB8M1OK3slpLBDqd1j4Ld+CyEol8skEonQ6KiqSr1exzRNqtVqT/OGWtFa9TI2NnbiIOBmQa9EwVJjiVerrxKV/YjF9VxMy0RTtT1SBIqs+PuooCy7Q+hCp2bVeGTnESbHryTxgplCq6urKIoSVjJJkoSiKGFFST6f79mJJpQEa421MIEnJIGQxZX737WVtmsTVaMYSveyNDcaPM/jQvUCX9n5Cs+98BxVqxp2MGpC49b4rbw9+3buTN6J0mZOUzuUSiVKpRIzMzN7bFJQjXZaMAyDkZER5ufnw8BI1/XQRlmWFXYCd0N+fH778/z+6u/juA6qUHm19Cqvll9lub7MT77pJ/vBUhfo1TfUnTq/NP9LvFh5MZQocFwHRVbCYgIhCV+f3Dn6s5UkiZSaouk2ear0FL80/0v86MyPtk3kjY+PU6vVsCyLdDpNLBbztcxVlVqtFvq9bjXtW+G6rl/pZwxSNgY5O3cWWZb7A6o7QNCJd1LUajVqtRpTU1N7fh/IEgYVkSeFLMtMT0+zsLCApmmkUikikUj4edfr9XC+gW8bJdJnvovhZ/4zklXDO8xHSRKuGsNVYwceEkJGCBnMKuDBAz8J6YMFNX34OK3vXT6fp1gsMjU1FXbxAkxPT/fcOdoOqVSKZDLJ5cuXQ+ULRVHQNC20XbVajZWVFb5lRrC4qfPYUo2IIoiqEp9WH+Tr4g4+bH+Kb3QeJkm5hTL3aKDynHSW31c/yOPibiqWwPIkHrpjmL/1nltO7XXcyDgNwte2bdbX1xkaGiISiYRrKB6PE4/H9yRZTgJJkpicnGR7ezuUqjMMAyF8/1qv12k2m5RKJba2tvY8d0QZ4a9P/3V+9fKvkrfyxJQYmqS1ff2u69LwGlTtKkk1yc+89Wc4lzt3osTUzYJg3lQ3857aoVKpUKlUmJmZ2ZPEC2QJD5OKvn1QZyyhsFKy0Yzji2gkSULTNFYLNaYyOu++cwojoofzrEzTpF6vs721yRuzDuPvyPDbzxR5dr1JuemiCr+iXJOlPTPRXM/DcjxMx6PpeChCYjat8j13pXjX7RMMpK+PyvFrAa8VJ2W7YLte17PlhCRhux62C6p8CpyUUHA6mL3Z56R6w2kUr4Bf4LSyssL4+PiewoVMJoMsy3vs4BvTb+SF8gs4noMsdVfcJyHRpMm4Ns5sYpZsJnvqnFTwegIERaBBAej1QJC/njgtG3W9c1L70dopODo62uekusBprCnXddnY2OBTO58ib+fDxNphnJTnwVbNpmp6e/IuxYZLXBPkDPnQuiVN1UjKSbbqW3y58mV++M4fbstJ/fA9BnHJ5AuXq1QaHkldPjRBaHs2FbuC5VkoqKjEaNgSqYjM99yV4gcfvH2PXOu1juuuFSdonxVCMDo6SrFYpFqtHthgHQZJknhL+i18ZvMzVO0qilCo2lUyWoYHJh9gYmAi7KwLhl2vra0hSRLT09OHdin0AkmSmJ2dDWeGBIumX/V0NHqdu/FS5SVM1yS2j/xzXMfvWNutihWSwDLby+IcBUmSUCSFZ8vP8p3edxKLxUin06iqGhLjpmlSLpfZ2toil8uhKMoBqZVecG/qXl6qvBRuIIP7AcJEXjCL41vmvuVYWb0bHbZr8z9W/gcP5x/Gdm1iaoyUkgqTuU23ybOlZ3mu/Bx3Je/iByZ/IEz+doIgSBkdHaVQKIRVUSeBEIJYLEY2mwV8Wzg4OOgTAtvb2LbN2bNnj5TwPQpVu8qn1z8NHmS0DACO57Bj7fCpjU8hvyjzN9/wN8ka2RO9jj4Oh+u5fGLhE7xYeZGEkkAV/ibadfz5nI7rE1rBgOBOP2dd6AhF8GLlRT6x8Al+dOZHEZIIkyuxWAzHcdA0jVwuR6VSoVgsomkaIyMjJ9LH3w9ZlpmZmQmvF2zq+n7vaJx03tR+1Ot1YrFYODA8EomcWJYO/GrMbDaLLMs0m01yuRzNZjOs4B0fHw/X134Upt6LsfMCyaXPA+B2WGwiy0o4qBqzitQowh0f7HfhHYPT3Ki0bswDSR3TNE8c3yiKQiwWI5PJhF1Qw8PD1Gq1cMb02bNnD8TmqizxY/dnSUUEf3Gpyk7dJanLrMkj/Cf5r/Mr3ke513mKYW8LFYtFW+KL3jgFMUlGGqRqgaYIvusNY/zkg7ceWzXax+mjWCyGck+xWAxZlllfXz9xN2ckEgmL6WzbJh6Po+s6lUqFfD4fEuXH+b3b4rfxE3M/wW8v/TaL9UWqXhVd6KhCDWNJy7Vouk1UoXLHwB38+N0/zl0jd103JMHrjdNK4gWwbTuUEavX68iyfECStxWykHj3bIxff6pweDee5Mfniuz757rpX+O957IUC3m2LIvZ2Vm2trYOFDWMJFT+zgMDLBUtHl6o8chijZLpUm+6LXGRh+v5UouGKnjLRIR3zkR5x/kJkruFDNDnDl4PHMVJKQIUIdG0uyOtXc8josgM5jKk0+k+J3WN47Rj83K5TCaTCdU3DMNgZWVlz37v3tS9fHL1k9ScGgmlswR+YKNcXNyGy/un308mnbkqnFSAeDzO0NAQkiSFMXq/eOV4nHZ8cD1yUodhbGwMTdNC/qBvn15b1J06X1j7AhE5gizkIzmprZpNxXQRkoQstRYlQanpIEmQbSmOEpJAlmV/FjAeilCIKBG+sPYF3p16NykjdYCTiiiCj92X4d6xCL/9dJHVso3reeiKQJMlVOH7MNuzWa+v4jrgeBqu56LIJd46nuXnvv1+huPqdcdJXVedeAGs3YB4aWmJZDLZcaWIrutEIhF+ePiH4QI8vPYwjuswm5rlB8/8IKqj7qkiDtBaYXCa8DyPZrMZBmlAvzqlA/T65Vpq+Lrd+5/rOi56RA8DZSGLjrrwJCSEEEhCCpNiUSlKxaugZ3RUT2Vzc7Pt+sxmsxiGcaiWeLe4P30/n974NDvmDiPqyJUuvN2OQs/zKDQLRJUo751576lc83qF67n81vJv8ZWdrxCRIyS1JIqs4LiOv7aQMGQDQzb8DqbiU/yy+8v82MyPhbrPx6FSqXDLLbewubmJrusd2yhVVYlEIsRisbAapFW6sF6vt9U3l2WZ8fHxEwVLl2qXqDiVcEPgei6bzU2abhMPj0/Nf4qV6gr/5t3/pt/JeZXwxe0v8kz5GWJKLEzgwZV5B5qmYZn+jE6vQ3keIfmDhQN53eerz/Os+yzfPPbNYVFBO3mUeDzOwMDAqfu9YJZCPB7v+70uEJCZp4WgOrNcLtNoNDquypRlGV3XicfjYcAL/ibRcRzq9Tpra2ttzzcwMIDruofP3pAEa3f/BADJ5b9Esus4ehqOKTpxHAdFFkjVLcD1E3gP/QL019WROO3YvF6vc8stt7C8vEw0Gu3Y72maFsoWCiFCnxck7Wq1Wijz1QpVVZmYmDhUClGVJb7/DRnuGYnwm08VWavYeJ5HRBGYssZX5PvDDpyK16Bk1VHsKGXXZSIT4X/7wJ28ZTaDJEl9G/U6wDRNDMNAVVVWV1fJZDIdxf5CCHRdxzCMUP4ZrswZazabYZJ5P1KpFOl0+ti5eAGmjCn+/tm/z8XaRb6y8xWeLD7px0y7+xRVUnl79u28Lfs2HrzjQRLxRNi50V9Tx8O27VP1e4VCgbNnz5LP531ipwO/9w0zMZ5aM3l6vU4mqhJR5Svbw935dZ7nYlkmTduj1HS4ezjCm4clHMdhaGgo9LOHYSKl8t13pfiuO5Ns1RwWixbbdQdnt5MrpQsmUiojcSXs0CuXSgwODPTXUZdotQenQdQdxklJksS5AY3Hlw/KywEhdyBkcYVy8MBueNwznqDZbPY5qesAp034VqtVzpw5Q71eZ2trC13XD5w/Kkd5S+YtfG7zc9iujSKUtpwU7O4fvSvqUwWzQEJNcIYzbG9vA6fPSbW+FiEEkUikv6a6QOD32vkn2/V4dKlG1fS4f9wg00GH+PXISR2GUqm0R0nmeki23Ej4WvFrFK0ig9FBZFk+lJMyHY+q6ccvLaIC/tx7IYELFdNjIK6iCClcV47jYNlX1qcu6RTMAs83nufDcx8+1O/dM2Jw+2CEp9cbfGG+yoWtJnXLpeR6SEDNqWK7BkgWsqiRTc5D5nnOTb2ZodjbiMVi152Nui6TeCsrK0xPT+O67h7yMZlM4rou0Wi0LblkWRaNRoNyucyH0h/iPbH3UHNqDOvDCOegjq8sy0xOTmJZFqurq1eleiRw/kKIviG6ylisLx6QHWg4DfJWHhqQM3Jonobp+hv7ulOnaBfRhc6gMbg3KPL81mDP83AdF9vbdbQeNOwGzyw9w7n4uQP3kMlkyGazbG1tnWp3S1yJ830T38evLf4a6/V1knqSqBIFD5pOk1KzhCZr/Mg9P8K57MH7upnw5Z0v80j+EQzZICL7rfgeXls5naCD6YXyC3xq/VN8aPRDHV1jZ2cnHAre2iUczCyIRCJhYO66bkgmWJZFs9lkc3Oz48BnamoKSZLaap53g2B9e54HEpiuiemZyJKMi0tMjfFS4SWe3XqW+0fu7/k6Nwu69XvrzXX+aP2PkJDaJotNy/SHOHsu7m5lr4QUJux9IqBVHM4LCabABwp8iZZff/HXGbaH28591DQtlNY8zSrfVgRrvk+Odw7XdU88E68VzWaTpaWlsPMymDGl6zqapqEoSigtF6xl27ZDErwbqZ3h4WHi8TgbGxvHyrF6ssbqG36KevY8Axd+E6W+hSdrOGocJNmfRB0e7IHnoFhVpKaDFB/Ae+An4e7v6SfwOsBpx+YbGxthV0JADgEkEgk8z8MwDHRd30OiBjMUguRvp3F26x7guC6dYHP35Gqdv5yv8sq2Sc1ysVs2nYrQyGo6Z3Ma3zAT46G7p5gY68/A6xanuaY8z2NhYYHx8XGazWYYM8uyTDQa9WdRR6N75G9eWi+zVmyQsVxGnErH8s+xWIyRkREKhULXFepCEpyNneVs7CwfHv0wJbtE022iC52kkiSm+OofgX8OfF8fxyPoCjotVCoVNjY2iEajbG5uhvJchmGgKAqqqmIYxoHY/B++N8O/+NN5nlqpImER08SerjzT8aiYLh4edw9H+Pibs8xNT6JpGpubm52P/JAkBmMKg7Hj6RlVVcMu+j46x2qxwf/1hQ0WChZTaZUfemOWoQ7e78NwFCf1vvPw9fUVPCGjKbsxiUfIH3iuT4YHWWHT8cBzecuo3OekblIEs8pGRkao1+sUqgXqTp2IFiEbzaIqKrFYjB8e/mGWH1/mxcKLpJU0spAPclIt8DyPkl1CFSofGf8IcSV+1TipAJIkhVxG3+91DsdxQvu+H7/1dIE/fbWK63n82cUKP/eNQ0S1o/c71yMndRhUVT317tebAacVm79YfhEPL+wUPoyTapr+emmVBfdvBPA8hAS261KsNUnoh69fVagIWXCheuFYTkqVJd44ZvDGMYOm7bJctlktWzRsj89c/iSb3gaDyholvci4MFjWIqw2V65bTupUvwHBHIFAuzn4eTUCTFVVwwUZiURCDd58Pt8xuZRSUwcGJbZiZmaGtbU1arXaVZM+2d7exjAMDKPf2dIO7daToig9fcnqTv2AjOS2tY3t2kiSxGZ9k1F9FFnyW/7zdh7btTFdE62pEZMPzuDZD4HA9Vya7kG5H03TSCaTLC8vn+qcmAB3Ju/kx2d/nE9vfppX66+ybvqSCLqscz53nu+57Xt418S7Tv261xUk+GL+iwC+rKrkB5ZCEjhu+wBFFSqqUHkk/wjvHXpvx7KamqaFAUzQaTAwMMD29jalUgnLsk5sV6ampkJpupNWO52JnSGlpCjaRVJSKuz+cj1/wGtMjVE2yycapn0jIvB7+21Ut/PLPrvxWcp2mYyaaX+At7sJ2pXpEsKXHZCQwu62TtZTUkmSt/J8duOzfN/k9x14fHJykpWVlbbDqU8LGxsb4aahj4NoXU+ta+q0Ny2t3SBBrDYyMsLm5ib1ep1isXhioigej6MoCktLS53L4EmCwvT7qQ7cS3rhMySX/hylWWA3K737DZB2E3oSjp6mcub9JN/xN5Cz0ye63xsR+2PzYK6AYRjIsnxqlbKe5/mFBrtrJlC/yGazbG9vUywWT0UWb3Z2lu3tbSqVSsfrU5Ul3jwR5c0TURq2y3LJZqtqY7keqpAYiCmMJxUiu0RrrVKiUomHJEcfexHYJlVVw/UU/Ps0Echwgb+ODcMIpRCr1WpILhUbDr/8+A7PbzaxHA9Vlrh9UOdvvClLKnJ88cPIyMipxOYxJRYm7fa/jrW1Naampk5ltumNhsAXtfo9VVX32JPTgqIo4Xc6KFYZGhoKScd8Pt82lvqJ+1P85bzC5y9VWS3bVMxA7sSvNp9IKnzjbIxvmIkxOTaCbdtsbGycaK7UUWg0Guzs7DAyMnJdEU+vFQ7jpP6PT1/muY0mEUXw3EaTX3lih3/4rqETXeswTupe12MyqXBxp0nWkI+cj+d6fhfnTFrjzqGDvFmfk3r9cZqc1FGwsfnC6hf4vVd/j4X6Ap7kocoqCgpvyryJN6fezIQ+wfeNfB//pfFfuFS7hCpUonL0QLG65/kjQqpOlagc5bvHv5s3pN5w1Tmp4NqB3+vPWDyIYB+/3+9FIhFKpVLbffjjy3VkCRKazFrZ5nLR5Pzg8Tz79cZJHYZKpYJhGB0rM9xsOIqTqtgV6k4dQzaIK/Guz+15HvO1eRShHMtJWY6zW6xy+PkkfGnNo6BqKsIWPL/9PI2BRsefua4I5jIacxk/3l6wmzTyL1KWQPOgoRh4uIxFxq5bTqotIzQ2Nrbn3+2+1K2/a5W+CSr+gwy+67onMtyBoTEMg2q1GrYEV6vVUJrJNE1qtdqhgXcvmJub66p6rltEIpFwKOfNYIQOW1Ot3U/tfjqOE8pcBhUhrusyPHywg+Q4SLv/CSH8ZJ60m6CQ/IozDw+hCGTJbwuWPP/ehCQQdBGgSezpiAG/En1gYICFhYWr5tgGBga4JXML36p+K/OleS4WL+J6LuPxcc7nzt9Qc/B6sVEAT209xWpjlbgaD3/vuR6edLQcRlSOUrJLPFl8krdn377nsYD8Dr7Lm5ubzM3N4bouuq4zPDwcyg5cvnz51D7/ycnJUBbqNKALnQ+PfZjfXPpN8lYegd/Z5eAQU2IUm0WmklPcnrv9VK53raGbNdX6M/B5wZ96vd613ytYBZ4sPoku9DCpLAnfVjm2g+vtSv46LoqqhNIoju2EXcGdQpL8Tr8ni0/ybSPfFhayKIrC1NQUq6urVy2BF8xHaJ23caNi/3qCg2uqnY1qjaMCBYGT+D24Qn7ruo6u66yurpLL5chkMtRqNYaHh3Ech0ajweXLl0+NdMzlcsTjcRYWFnr6vK3YCJvnf4DtW/4qkfwF9NI8WnUVybXxhIIZGyU2fS/GmbeRimVueCKznY3a30He7u9BHNUam9frdTzPQ1XVnnxSMJMikEna2dnh1ltvpdFokEwmSSQSmKYZrqnTIuJnZmYolUp7Btx3i4giOJPVOJM9mExRFIWJiYmwG+dGj89Pw+8FayqYc9oLAglMTdOIxWJsbGzgui7T09NUKhVGRkbCLuC1tbU9BQGe5/HLj+/w9bUGMVUQ1wRN2+Praw1++fEd/t7bBw79HHVdZ3x8vLsigy6RTqcZGBi4KZJ3p+33wPcjvUBRlNDnqarK+vo6ExMTaJpGo9EIY/Nms8nly5ePldbUFcFDZxM8OBfn+c0mi0W/wjuiSEymVG4f1JGFxOjoKEIIlpeXe7rv4yBJEmNjY8Tj8XB+zI2M0+SkHMfhlY0qEcW3EwALBatjScReOKkffVOGf/WlLbZqNkldbjtX0XT8BN5AVOHjb84e6F7oc1Kni9PipBqNBmv1NWZGZ3q6j0BqUtM0otEoKysrPF5+nD+++Mds1jbx8IiICBISruNScSt8bu1z/MXGXzAXneN7J76XvzX3t/iT9T/h0fyjlCw/LgqK0V3PxfEcNKFxe+J23j/0fm6N3/qacVKZTAZVVW/4NdUrJ9UamzuOg2ma1Ot1Go3GoRzCVErjybU6zYZDOiIf6CK+UTip/RBCMD4+TjQavTID/QbGaXJSzxSe4ZHSIzyx8UTIe5+Pn+dduXdxPnH+2HsJbFRDblB2yqiSeoCTajSiVJsR9EgeITscO0bcF4tCPiR8kSTJHyFjWSgolKwSRbtIWk0fe7/t8G3TH2O+Po9b36KiamxKDmPGGB+996NMZiavS06qbRLvpMMu98OydvVSd6t0VVUN/7RWxLUG863zMALppsnJSRoNPwt72rrNAcbGxlBVlcXFxbZElhCCeDxONBpFVdUDw2Y7ga7rTExM3FQSGKe9poK1ElQXtP5sNe6t+s0DCwMUS8Ur7eJCIq2nKTT9Ia9ROQqOXwEFMKANUHWqqJKKIXdWleZ4DjJy2K2lqiqjo6PYts2lS5faPkfXdWKxGLFYjEaj0XY+1XEYGBhgYGAg7NSYS88xl57r+jzXC3pdT4+sPoLpmMREbE/nnYQUasoHxF1I4EmgoVFxK1xyLvFd498V2qhADqzZbFIqlRgfH2dzcxNN03jllVc6njPVDQJifGdnh3K53PaYaDRKPB4nEomEXTWd4P70/WTVLF/a+RJ5KU/WyFI0i1StKtPJaX7snh8jqSVP8+VcMzhtGxWQ1oFEU/Cznd977NJjNGiQi+QQ+PKFQZJO1VQs0/dFpnXyLhYAQzYoWAUeKzzGe4ffy9jYGEKIQwN6RVFCGyVJUk/kVCwWCwdS3ww47fXUiiCOal1TQbdKazDfGtA3m02q1SqKopDNZkPlglbZw9NCNBoNB5wfNlvKMAxisRiGYVAulykUCoeez1Wi1AbvpTZ4757fj46Okszc+Mm7AKe9pgKiwDTNsOul1V4F7+v+2DyYhxH4vYmJCXZ2dpBl+dD5dCfF8PAwhmGwvr7e1p8JIUK/p6oqa2trXSejZVlmamqKaLSzbvsbAVfb77X6vP1+r/VPQGAFfyYmJigUCliWdew9LhYtnt9sElMFhuqvWUP1rxMkW6bSe/2OoiiMjY3hui6XLl1qu4EPiNVYLIbjOD3JjaXTaYaHh2+aLoSr4fdau/SCtRT4wKNslG3bmKYZJlgCf7OysnKiZIgsJO4ajnDX8N49fCqVIpVKUakcLuMarCfDMNjZ2QllrLvBxMQEyWTyhicxA5z2mprJ6jy55CeIG7bHubEYuVzuqnFS40mVv/+OAX7xsR0WixZlz0OTJYQk4XoeTcdDliRm0hoff3OW8eQVW9HnpK4OTmNNeZ7Hf1/+7zySf4T4q3F+YOwHuD19e8ecVKvfazQauK7Ll5tf5ncWfgfXc4mKKIrUQtNKfrFt0Fl3oXKBf3fx3/FjMz/Gd4x9B+8ffj9fK3yNJ4pPULAK2J5NVI5yNnqWt2bfykTEL2B4PTipGx1Xg+OMGAb5hktUV8nGI2GM/jMfGOB3nlyn1LB5/+0D3D2RvGE5qQCSJDE1NUU83n332PWK01pTf7b5Z3xy7ZPYko2GhiY0HBy+Xvo6L1Rf4KNnP8oH5z54qI0KClOazSaXdy6D8DlR8Dkp11FYXX4L5eIUnicQcpOhkadIpF+m0HBxPdivqAngeCBLElF17/5dQvLjZQnMpomHhyIp1N06JbtEWk33xEnl9Bx/+/zP86WdL7HSWGEmOcNH7v4I4+nxk7/JrxPaWtfDhmmeBCMjIzSbzbB6pVqthlnijiTAkknq9Tqqql61SqTJyUk2NjYOVGMGQVRw//V6nc3NTaLRKBMTE9RqtXDOR6DTu729Ta1Wa3ud8fHxmypYuhpQVZWhoaFwnkpQERWsqXYYlUe54FwIH9dkjZSbIh6PY9s2qrR3k60KlbRId3VflmehCpWxiF9BMTY2dqALQVXVsGKldZNZLBbJZDJMTU2Fie/AMcuyzMrKSttq9lgsdlMFS+C/5l7sQNXxn3Ng87s7U0xG3jNHLJwrht+xt1ZcO9RZBO+/oijhZ3vaSKfTAAeI8UwmQzqdDr8D9XqdfD6Pqqpks1lM0wyTJ67ry2M2Go22BP6Z2Bnedeu7SKfTNw1JcDWgKAojIyOhfbJt+1C/95Wlr+A5Ho7t4ODsOYfjOGFH3mlBSH6X5fPl5/nhN/0wy8vLe9arEIKJiYmQrLcsi1qtRrlcJpFIMDMzQ61WC2fPBn7vMOJcCMHo6OhNk8AD/zuZz+dP9ZyKooR+z7KssGrzKL+3H0G1byqVOlE302EQQpDL5Q7YKMMwGB0dDW1UMJ+4VCqRTqcZHx/3O9+F2OPnDtvIBDbvZknggZ9UOA05ylZkMhl0Xd9TBVypVDqW541EIti2jaZpp9LB63keDbexp3BqZGSEarXK+vr6nmOHhoaIRqPhmqrVamxtbYVdBdVqFcMwQhslyzLlcplisdj22hMTEzdVAu9qIIjNW7tfms1m+O9OMDY2xvb2NtFo9MjkfoDNmoPleGFnTQBdkajVXTZrDlPpvc+ZmJhgYWFhj61pnTkVfB9qtRqlUolUKsX09HSY+G71e4cR58F7cbMk8MDfq5+2X1FVlVwut6dDr16vY9t2Rx2+Qgg0TQvX4WF785Mg6M7aX8QQqA8EfrrZbFIsFqlUKqRSKWKxWLh3CLrBbNs+YOsCDA0N3VQJPDh9Tupvv2uS//DwCq9sVrltWOfH3jJ01Tmp8aTKz79niGc3GvzlfJUXN01s10OXBfeM+nNY7xyK7OnA63NS1zaKdpFH84/i4rLd3OZr9a/x1qm3dsxJ7cfXGl/jt1/6bVRFJSESfiep59u3ViUlSZKIyBE0obFlbvHLl3+Zvz33t8lqWd6RewfvyL3j0Gv0Oamrg145qcOwWW7yf39lnudWSggJHro1zffcnQ7t1AfPyIAMlFlebp84u1E4KfDXbSx2/EijPvbihfILfHLtk3h4DOqDIF1J0sXkGCWrxK+/9OskrAS3xW879ny6ofufl3KFk1pdvZP8zixCtpBlC9fRWVt5E3qkSEJfpdRwcDzpSsed5yfwANKGfCDBp2kapmXusVECgazIDAwNMBIb6ZmTympZvm3k2xBCMDc3d937vbYWNh6Pd7Rx6hSVSgXHcU5EaAUDPlOp1FXRLB0eHvarW3aDJSEEmUyGeDzO5uZm2+CnXC6Hx+8nVgKpqv2EfzKZ7GuNnwKCWQPdYMKYwMMLW4nx/E27pmiYnnkqck+mazJlTGHIBtPT05RKpdAQaZrGwMAAQgjm5+fbXm9rawvDMDBNc0/gJ8syo6OjoURHK7LZ7E0VLIEfIPQSMB0mKerhhRIZR2G/1nwrdF2n0WiQSqWuimMIZgu1BkuJRIJ0Ok2tVmtbVRdsJAICo9UpxuPxcP5Z61oTQtyUc4BOmyCvVCo0Go1jZw3Yns1SfQlVHCT6AlleSZy+rJsqVNbtdWqNWrjuhRAMDg4SiURYXV1t+34Ui8WwarQ1OJIkicHBQYQQBzoWcrncdR8sdYtYLHbqSTzLsrr2e60QQmBZFslkMiR5ThszMzN7CEhd1xkcHDyy42VjYyNMxrT6xYBc2NnZOWDvU6lU2H14syCbzfbUDXQYqtUqsVhsz6D7bhGJRGg2m6cSm7uey68u/CrPlZ/jrZm38t3j3006nSYSiex53el0mlQqRT6fb/t9CGyvLMsHSIF0Os3k5CTLy8t71lrQddXHyWBZFtvb2yeSaPI8j0gkQiwW68hGDUZlVFmiaXthBx5A0/Zn4w1G99qJqakpqtXqnq7BwcFBVFVlaWmpbRyYz+fDxNH+gpfh4WFs2z7QsTA4OHhTFa4AV6U4xDTNnrpBAgQkZmCjTtvvBTJfi4uL4e+i0Si5XA7TNLl48WLb5zUaDSKRCI1GY889RSIRpqamWF9fP5DASSQSN11sftqcVFyY/PxDflzhv5cm3SrpHsdJ2a5NxakQEREish/7ykLinhGDe0b8whLbBUW0KSqlz0ldD4jKUeJKnA1zA1VWiTrRnqUEa06N33z1N5EkiXQkTbVRZae5Q8P1948RESGtpvfsE4UkSKkp1ppr/Onmn/Jd49915DX6nNTVQ6+c1GH4b1/f4YkVE0P2sByP/+/ZbQZ0l3fNdJ7I6nNS1zdOg5P6wvYXMF2TjJrxk1vOlcIAgJgcI2/l+cLWFzpK4qmyGqqUCSFoWB75/BweDi4mApCVOrYVo1ScYmR0AwGUmi6264Xz8xRJImXIJPW9nKymariee0XeGMnvjvck3KbL1sYWUWPvPu1m5qReEyvbaDTCbH2vCDbi586dO7QFvFdomoZhGNi2zfi431bpui7RaJRXX331yOce9gXb3t4OZ2sE8ztkWb4pA/CrgcAJdGPgbk/cTlSOUnfqxJQYpmUiJD+7fxoJPNfzjeN9qfuIRqOh44lGo7iui2EYFAqFY4O8dtXsjuOwvLxMKpXa4+QCSZk+OkNK8ed/tZt/sH+O4X64nktWyx76eLVapVqtMjU1dSJStB0URSGdTmPbNqOjo6FkQiqV4qWXXjr6vl23bSKpUqlQrVbDzeL6+jqSJBGPx2+6APxqoFQqkcvljk3irTfXabgNdHGQCLBsPyAxIsaB87iey7a5jemaGLJBVs1yzBLeA13o1J066411Jscnwy4oWZYPlUAM0G52kOd54XDgyclJtra2qNfroT7/zYbTmgG2H/tnoHUD13VDPxJ0h54WAjlD13XDKkzXdYnFYqysrBzb/dDuccuyWFxcJJvNkslkwsrfQKboZsPVSLqe9H0MyNXZuVkWlxaPPvi4c1kFnik9Q8ku8Uj+Eb5z8jtJJpPYth12BjuOQyKR4OWXXz7yXKFKg+NRtVxiqkCVJQqFAuVyOVQH2d7eRghxUyaFrwaKxSLRaPRQWaVOsLq6iizL5HK5jooWgnlkX1/zfaSu+Am9quXyhpEIk6krMXIQmwez8DzPCzt9jpOCbefLXddldXWVWCzG5ORkWPkbyIjebLgafu+ke2bTNFlZWWFkZKQn+cqjIIQgnU7jOA5DQ0OhjUomk1y6dOlISV/P89ru9xqNBgsLC2FiOehGNwzjpvR7p42AkzrJujqMkzJdkz/d/FMe3nmYil1BkRTekHoD7x16L0P6UHicJEmoh7ibPid1fUATGj8686M8vPMwY6kx3pl6J/RYu/JE4Qm269tktAyO67DeWMdyrbDwuObUsDyLYX14TzGxLMloQuOrha/yLcPfQkxpn+Tpc1LXF17aMomoAkP2Y/7tms18weRddJ7E63NSNzcqdoUXKi8Qkf3ZiI7joCgKrn0lRgu6ep+vPE/FrhBXjpYrtcs2uOBKvsRmw/bAEyB5+O0QEoE78TwBkt9tl9Bl6raL6/oz8AxVHOjAE5LwfZHnJ/Na77FWryEQJJX243xuVk7qNftWnMbmOJvNIoToOTPdqkUfDDx2XZdmsxl2HQQkyWnINNm2zdLSEtlslrm5uVAbu4+To1QqhRrMnSKjZrgndQ9f2fkKUS/qD83UtZ4rhoNKBCF8w1NqlkjqST5wyweQXZnFxcU9JGkgxXMSFItFyuUy09PTSJKEruv9ALwL3Ju6l09vfPqAXNdxsFwLWZJ5Y+qNRx6nqirJZLLnmZ2GYYR/ZFkOhx5blkWxWKTZbO6pHo/H4wfk57qB53msra1hGAZnzpwJ547cTBJ1VwtBO/9xKFtlf5bmIV2eqqr6cq7sJfBLdomaU0OSJCpOBV3oBzZwEi02SvjBEewmsR2JmlnjpeWXEHH/8x4ZGTmxjWo0GiwuLjI8PBxKaPZt1OmgXC5jGMaJ5cAmJiZ6tlEBwRTIgAU2KpB1Wlxc3ONT5+bmTjw4fWdnh2KxyMzMDEDf750iTsPWX7Iu8U///J9SqpX4ztHv5P7M/V09PxqNEo1GGdPHuLdwL89sP8MDww8wmB4M5cSC2NwwjI42YK7n8dlXKnzmlQrlpktCF7z3bJyHzsbBcVhZWSGRSHDmzBlkWe7H5qeEWq3G8PDwiZJ4QDhvqhNIksTfeFOWX358h+c3m9QaHroieOtshn/w0FnSETlMrjQaDZaXl/ckVyYmJk6c3KlWq9RqNcbHx1FVtW+jThG2bZ9YUlGSJAYGBo5NghyGYE5UJBI54PdqtdoBadZ4PH7ihObm5iaqqnLmzBk/6dMyA7CPk+FqcFK2Z/MrC7/C08WnEZJAFzqWZ/HwzsNcqFzgJ+d+ck8ir89JXf+YNCb5nvHvQdO0rjmpAK7n8sXtLyIQGBGDnfpOyDkEPkRCwnZtak6NhJLY8/yoHKVklfh6+eu8f/r9RKNRNE0LpWFbY/M+J3V9IGPILJQcDOFLD3pAUu/+u9rnpG5e1J06rueG3bseXttCb1mSsVyLulM/NomXVtLkojnyZh4Dg4gqoUQXsMrn8CQbPAfH1pAkl3j8yigMWUBcE0dyUsH4ltZOQVVV/fXmWmS0TNiI0Q1uZE7qNUvincYblkqljqwmaA2yhRB7hjIGm7dgUHowl+8wBMdNTU2FczZ6RTKZ7Mv0nDJM0+xJuukbc9/Ik8UnqTpV4kocSZKOrJSUhRwm6VrhcWVt2ZaNJEvUrBrvGXgPdtGmzEECI6isHBoaOrDh6wbBcNt+tVP3GI2Mci5+jmdKzxARkT2fq+v6MqutDiRAxakwoo9wPnH+yPNHIhHfCR3y2cqyTDweDytqWwenB9VJ1WqVQqHA4ODgoXMxgLByfGxsDEmS9kj5dItAXq8fKJ0uOnk/bc8O6pfaPq7ICk3zYJWR4/mJEVmScTwHSZb2VC8F8xxd18V2bBRJ2TPnyvVcXFxs98qmbm1tjXQ6zfT09JFDqo+DJElhxWcfp4dKpcLAwMCJkniBFMZhc8GCykfDMEIpuP0Druv1OuVymdHR0WMHSs/PzzM8PIymacd2eB6FgJjoV2SeLoJ5FCchnH936XdZrvjylP9j5X9wb+peFHHlc1JVNSQrZVneMzQ9mBNVKpWQJImfOvdTzG/Mk1JSbQmxer3O6uoqk5OT2LbN6upq23v67CsVfvvpIpIEuiyRrzv89tP+mn/fLT4JFsgM3SgbumsF3RDDFbvC7638HvP1eWaMGb5j7DuIK3Hi8TjPPvvsoc8L1lNAGo57Hv96doJXN6usFOqkNI8RwyMd8Wf3HNXFurS0RC6XY2Zm5kCCrxsIIYhEIjdMle+1gmKxSCwWO9RndYKADDpsbqcQIvR7wd6q1UYF8xELhQIjIyOHzmoNcOnSJYaHh1FV9UR+L5lMomlaP9lyyrganNRTxad4pvQMUSWKLnSE5JOVSLDV3OJLtS/xE7M/0eekbkD0ykkB5K086831sGOmaTWR2DtCIehQcTwHVVEPrN+yU+aS6Xf+bm5udhSb9zmpaxfffVeK//x4kZ26BZ7HTFrjwbnuZ8L1OambF4ZsICQRckXQXnHM8RyEJDpqbJAkiTsH7+Rz85/DUA0iisTY2FOsLmSxmzk8RyAJm9zgS2RzG0hS55xUO1iWhSIreMLj1tStPfvtG5WTes3YEMuyTlxJZ9s2uq4zMjKyZxB0EGQrikK9Xmdtbe1IZ1QoFBgbGztWvzhoRR4fH0fX9bbtmsehHyxdPfRi3Kej03zT4DfxR2t/hO3aeK4vpbN/VlpgbIIZQp53sBMmPNbzKDVLjEXH+NaRbz302kFrrxCCqakp5ufnu75/INwY9tEbHhx8kJcqL1G2yySUK1Iijuv4g5vtvbajalcRCL5p8JuOnIkHhJVKrZ9RKwHueR6aph3Q/G6HTj5jy7JYWloik8mQy+UOHQp83D2nUql+sHQV0EnAoUhKqBPeDq7nIssyirzXXaelNA234VdaSSo6OqZ1eJe6bfnV7IFEZ5A4bCXbwfePhUKByclJarVaT11UAwMD/TkbVwGu656YzFNVFdM0w3lNgTxnYKMC2aZOyOzgfo5aI4HcXDDfrteN3cDAQD+BdxVQqVQwDONE8zxk4a9JIQSapjExMYEsyeGaChLH6+vrx9qTgYEB0mr6yGOazSaLi4sMDQ0Ri8UO3LvleHzmlQqSBOmIf2+GCvm6w2deqfDgXJxEzCAej/cTeFcB3cQSv7fye3wl/xVkSWa14SdkPzb9MZrNJkNDQ2EV9n5yKZiTuL29vYcEiAJnd4uJHcfv4k2lUsfO1Nre3mZnZ4epqSkWFxd7IjSHh4f7CbyrgHq9TjKZPFEST1EULMtiaGgIVVXb+j3DMFheXj6WpwgKO48in5zdbt9oNMro6OihxQZHQZIk0ul0P4F3FXA1OKnf2votJCGR0BPhyAbXdXFsB8VTeHj5YT6Q/EA4Iy9An5O6MdDrHrru1HFw0CQNz/XQFC2U5QziE8/zu2h0RQ877PbsGT3Yqm6FRQr1eh3DMA4tWgjO2eekrk3cORTh//hGjfmKwKpXuW/UIKp1v776nNTNi7gS53z8PE8Wn8QQRtu9jud5NJwG96XuO7YLL8Bdmbv4s4U/8xVMhMxAyiN7x+eplIewLINoLI+m7WDb7qG8FhzkpA5D027iOi5vHnszsjiabzgMNyon9ZoxIo7jE+S9BkwjIyNEIhEWFxexLKvth6iqKplMpqPNVzdB8fLyckhodmuQEolE3xBdY3ho8CEulC9wsXkR1VaRXAnHc9oaG1VV23ZmBfA8j6JdRBc6H7/z40SbxwfHruuytrbG9PQ0a2trXQfivVZ79eHjtvhtfOfYd/I/Vv4HRbtIQkmEhGNrlYrruVScCq7n8s2D38wDmQeOPG88Hmd0dJTLly9jmuahtm5iYqIjJ9RoNDreqOXzeYaHhxkbGzu2Qng/gkrfPk4fwUb+KLInoSbCbrr9SWJN1ZCQcOyDmzYZmRF9BAcHXejHzsvy2DsH0vZsZEk+VGM88HuFQqFr8sww2geMfZwcJ31f5+bm2NraolQqhQUq+zE6OtpRN8rm5ibZbJbNzc1jjw3kV6amplhdXe2q20WW5b7fu0oIYvNekcvl+KmBn+Kff+WfY7omHx76MGsraweO69TveZ53bGI4wMbGBmNjY8RisT2z06qWS7npost7vysRRaLcdKlaLpPpdD8pfA1gvj6PLMmk1BRFq8h8fZ7p6enQXhxWRT4wMHCo/WpFvV4nm80em8QDf+0tLy8zNTXF5uZm14ntfgLv6uEkfk/TNKanp1laWqLRaBzqe8bHxzviKHZ2djpOKtZqNSKRCOPj46yurnaVHO53dV49XA1Oaq24hud6YTGdJEl+FwGe33Xg2TTcxoEkHvQ5qZsZkiQhIaFpml9EJ6IUKGC7dlhg7nouilCIKTFc56AN8fAQXPlct7e3GR0dPTKJF6DPSV2bGI4K7poZ6mgucDv0Oak+3pV7F8+Vn6PiVIjLfpIuKBr3PI+KU0ETGu/Kvauj842PjzOqjPKrz/4qhWZhj7RvJLpIhCtFnUcl8ILHO4nrak6NpJpkxp1hYmqiz0m14DXz5I7jnOgNDLTsG43GieergC/PEY93lnUGWFxcxDRNpqamugqA+tUp1x40ofH37vp73JG7g+36NnW7fqyxaQfXcylYBTSh8b0T38u9g/d2/NxgcHkulyOdTnf8vKCCtI+T4Z25d/J9E99HQklQskrkzTw1p0bdrlN36hSsgv/ZShofHPkgHxz54LHv+/T0NBsbG9RqtRNVdwbY2toik8l0fPz6+jqbm5vMzMx0FQD1A/Crh6AL5SgM68NERATTPdhFJysyjabfbdfORsmSHEomdIIgqQj+nMeIiOyZ0bH/3i9fvowsy4yNjXV0ftglLvrk+DWJyclJhBBsbW3tmbfSK2zb7srWlEollpaWGBkZ6Sr+6s/ZuHpwHOdEpN7o6CiJaoKfveVn+Sfn/glvSL3hRPezubnZVUy0srJCuVxmZmYmJEJjqiChC5rO3vXdsD2SuiCmin5sfo1gxpjB8RyKVhHHc5iNzRKPx5mfn98zb2U/PM/rat12aj9s22Z+fp5YLMbQUHvf2A7BnI8+rj3Mzs5Sq9Uol8s9S6W2olarEYt1Lm22s7PD2toak5OTXVWD9xN4Vw9Xg5Mai4z5sXqbuKrpNn2ZYLl93NPnpG5exOU4qqxiezamZSIhMagP7kn2RuQIg9pgSJDvh+d5Bwoyu0kM9zmpaxMneW/7nFQf5xPn+faRb0dCIm/lKVtlmm6TmlMjb+WRkPj2kW/ntsRtHZ0vk8mwenmVN6fejOVaRza5dIJWTqodXM+fh/fWzFvRJb3PSe3DdZPEK5fLx1awdbOpK5VKJJPtOxCOuofV1VVmZ2c7us7s7Gw/CL+KOMl6ikpR/s65v8O9qXtpuI2QQDiANhyn53mhAcxpOX546od5Y/qNVKvVrjZonueFszpmZmaOPT4Wi3XtDPs4HPdn7ufnzv0c3zv5vcxEZ4Ar88mG9WH+6thf5efO/RwPDT3U0VqrVqs9DbU+Ct06HsuyWFxcZHR0tCOSYXx8vGs72EfnCOZNHQVFUpgwJrDcg+RSR50rhwwrbgfbtkNZTsu1mDAmUKSj19jOzg7b29ucOXPm2PMLIZibm+v7vauIk/i9Wq12ojkF7eC6bld2ynVdlpaWMAyjo0A8m80yPj7elxS7Sug2iddwGvzO8u/wL17+F/zO8u+wWdzsqNq7U1iW1bX9qNfrLC0tMT09jaIoqLLEe8/G8TxfQrNuueTrvi196GycM7PTfUmxawTfMfYdvC3zNob0Id6WeRsfHvlwx11zna7b7e3trohJ8Ls8q9Uqc3Nzxx6rqmrf711lnMTvVavVnuQsj0K7WelHwXEcFhcXyWQyZLPZY48fHh5mYGCgT5BfJVwNTuotmbegC52KU7mSyJPAdE1cz+Xt2bcfkK8P0Oekrn/0up5Saopb4rdQaVbC32lCY0gbYjQyymhklCFtCE1obTkp27WRJIm7k3fv+X2fk7q50eek+gB/hNDHZz7Ofan7kJDCgvH7UvfxN2f+Jg8OPtjxuUqlEgDvGXwPWS1LySodOKZXTqrt9awSOS3HewbeE/6uz0ldQdt37mpUEwYSOb1gbm6uI5LguIzufvTyOi3LCoOm9fV1KpVK2+PS6TS6rt+w2d/rGZqmMTMzw8svv8zfmP4bPJp/lP+19r8oWAXAr3jShLZHmsD1XCzPwnRNLNdCExoPZB7gQ2MfCquf8vl8x/IFrQiGtk9NTbG8vHwocR/MMOrjdIaSA0TlKG/Pvp0HMg9Qd+skc0mKW8WuupvA70aQZbmjzpZuul+azWbXsw8cx2FpaYmZmRny+fyhQZyu68Risf6a2sXV8HuddOIB3J64nRfKL+B6LkISSEjoER3b6qB6zuv8+xDIFwSdfbcnbu/oec1mk83NTebm5lhdXT3UxgU2qt+RcHXW00kQj8cZGhriwoULp3rezc1NMplMR5KaATzPY3Nzk6mpqSNlxoQQYSzVR3eV1Z2i2yTeJ9c+yee3Po+QBAvNBVIvpHhf/H2nfl9CiK6k52zbZnl5menpaba2tnjorO9nP/NKhXLTJReVeehsnA/dM4xhGP2OhGsEcSXOD0z9AOCv71tuuaWjQoNu9nuNRoNcLkc+n+/q3qrVKuVymdnZWZaWlg7t4hoeHu7bqF1ca34vk8kQi8UwzcPnBfeCfD5PIpEISa1OEMjWzczMoCjKoTJpsiyTSCT6a2oX1wsnNRud5dtHv51Prn6SvJX3Y3lbwnM97k7dzTcNftOR5+1zUjcnNE3jr975V3nmS89gu3aY6JUkCaWDqUdVp0pOzXFX8q49v+9zUq8drlaxRa/n7XNS1z9O0++dT5znfOI8ekpnbWcN1VM7noEX3Mstt9wSxiwpNcWHRz/MJxY+Qd2pY8gtxQI9cFLtUHfqCEnwodEPkVJTex7rc1I+2nqHeDyOLMsYhsHS0lJPA773w3GcnjbNQgii0SgXL1489thuk3jlcpl4PH5o0HMYarUaFy9eDHWE9y+eSCTC4OBgP1hqwfT0NI1GA1mWu9ZHPm2MjY2FsipCErwt+zbuSd3Dk8Un+dL2l1htrlK2y36Q7/qzWTw8VKESlaO8Ofdm3pp5K+PG+IFz97opWFlZCec2tFvrw8PDxGKxflXmLizLYnR0FEVR2N7eplarneh8kiQRlaMMRAawle5lB3K5HC+88MKJ7qEdNjc3GR4eZn19vavnOY7Dq6++SjabZXR09EAVsizLjI+P94OlFgwPD1OtVolGoywsLJzKOTslyO9P38+frP8JdadOTIkhCQlJkrCdk0tg7IfnedTdum/L0m/u+HmlUolKpcLU1BSLi4sHNnbxeJx0Ot3vmNpFpVJhcnIS27axbburJNfVwPj4OBsbGx3Fc91s6rqV1GzFwsICkUiE6elpLl26dODxsbGxG3IYda8QQoQJg27nCh6GTrqFWzFfm0dIgrSapkqVp1af4n23nG4Sb2Njg3Q63XUVcbPZ5NVXX2VkZARJknjfLRIPzsWpWi4xVRCNaIyPjfUTeC2Ynp6mVquh6zpLS0uncs5OZsG2QzDTvJNZdN2uW6Cne9rc3CSfzzM1NdU2Ns9msyQSiX5svot6vc74+DhCCEqlUtezSw7DScjMdr6lHbpZG9VqlbGxsa6SeOCv24sXLxKPx5menuby5ct7HhdCMDk5ecNWjveC64mTes/Ae5iNzvLozqOsmqsMJYY4r57n7uTdh3bhBehzUq8drjVOKmtlGdAG2GxuklbTHdu7QNLugewDqOLgeu5zUq8NTpuTOin6nNT1j6vBScXkGCPRka7nXkYiEVRV3VMI98bUG3kh8wIP7zyMkAS66K3oqN1+oek2qTt13p59O29MvbHt8/qc1CFJvIWFBeLxOI1Gg7m5OXZ2diiXy+Eb3Iu2ruM4PVWVTU1Nsba21tGx3SbxisUiY2NjXQdMwbWCyoLWDcL4+DjxeLxPEuzD8vIykUiEdDrN5OQkm5ub4TpyXfdUgvJOYRjGgW6E1o6skl1ipbHCRnMDPaZTrVRJqSnGI+MM6UPI0uEGoV6vYxhGT/JSpmlSLBZJJpPhxlDTNCYmJohEIv1gqQVra2uhHNbo6CiVSoV8Ph+uo171v3t5jwNbeRqzOtvhJLZkZ2fngCxGLpcjk8n0SYJ9WFhYIBaL4bouZ86cYWNjg0ajgef5A4B7+Xw7lexJq2nuTd3LwzsPE/WiaKqG2eyicryLZWtZFpZn8ab0mw5UNx0H13VZXl5mYmIiJJ8kSWJycpJoNNonCVpQKBSo1WpomkYul2N8fJytra1wHb3Wfk+W5VOXVgngui6yLPf0HWk0GgeqO2OxGMPDwzfsMOpesbS0RCwWo1KpMD09TalUolAovKZ+byY6w6XaJcpOGReX2eRsT9c8CpZlnSh5u7a2xuzsLIVCAVWWSMsyw8PDpFKpPkmwD4G0rSzLzMzMsLGxEXYtncTvCSG6fu7AwEBHBZvBvXWzbgNJzW678cD/Xq2vrzMyMhLuR4UQTE1Nhe9dHz62trYwDAMhBENDQ0SjUba3t1+X2FxRFFzXPVW531acpLq7UqmQzWb3dBynUikGBgb6hSv7cL1xUrPRWWajs0iSxNjYGMvLyx2du89JvXa41jiphYUFPjrxUX5p/pcoWkVSaupYm2e5FmW7zLn4uT1yc63oc1KvDfqcVGfoc1Kd4/XkpPZjfHyc+fn5Pb+TJImPjH+EhtvgicITuLJ7pSOvi0vYto2iKFi2X5Rad+rUnTpvTL+Rj4x/5OiZeTc5J3XoqwuCiHq9TjweJ5fLhZVQm5ubqKrK1tYWiqIQjUb3DM5UVZVcLodt28TjcVZWVrqW7AkQj8c7Jp66rbCEkwXhnueFBml+fh4hRF+m5xDYtk2lUqFSqaDrOslkEl3XsW2bZDLJ8vIykiRRq9UwDAPTNHEcJ6y21XWdVCoVtof3WjkVjUaRZfnQAE2SJFJqipSa4nziPAMDA+zs7HQc0G1vb/ckXxBgZ2eHsbExFEVhZ2eHaDSKrus3bCvwSRBUOl26dAnDMPbIhdTrdSzLCgmbZDJJpVIJbZQQgkwmgyRJxONxtra2eto4gV9Fd9pSPa1oNptomtbzNQJC8/Lly7iuSyKR6AdLbeB5XrgGyuUyiUSCeDyOJEnEYjFWV1fRdZ3t7W1UVUVVVUzTDNeUruthJ0EkEmFlZSVMbnSCh4Ye4unS05TsElER7cqfSV1ETEW7SDqS5qGhhzp+Tissy2KzsMmj1qNcWLvAbHyW75/7/hs+WOoFpmlimibVajX0e5FIBNu2iUajIWFuWRaJRIJarbbH7xmGQTweR9M0ms0mGxsbPQXgg4ODCCF6ipE6QSCpubW11dPz19fXGR8fZ2dnh0qlQjQa7SfwDkHQpXTp0iWi0SiZTAZVVdF1nXw+jxCCra0thBAH/J6iKGSz2dAPrK2tdR2rBEPSN8UmM8YMDyY6n6fQDYKZZ72SaRsbG8zOznLp0qXQhvcTeAfhOE4Ym2uaRjKZJJXyizvi8TjLy8tomkahUAjjhqC7GHwCMpVKIYRACBHO1Ok2iadpGoqidEx2dZvEazQaZLPZnpJ44H/v4vF4WEWu6zq6rvcTeG0Q2JTLly+HezfDMMLPrFwuhzPF2sXm8XicSCSCYRiUy+Wei0/Gxw+qpRyFbv1joVDYQ3B3i9XVVaamplhZWcE0TRKJRD+Bdwj6nFRn1+tzUp3hWuSkzsXP8f2T389vLP0GeSuPIRtExN5kmYeH67lUnSqWa3Fr/FZ+aOqHiMjt9/R9Tuq1Q5+T6gx9TqozvN6cVCt0XW+r/KIIhR+c/EEiIsKj+UdpOk3SWhqZzq/ROualZJUQkuDt2bfzkfGPHNu9Dj4nVS6XmZqaYmFhAUVRbhrp6GNfoW3be4aMB9WH5XKZM2fOoOs6lUqFoaGhMJvaaDQoFApIkkSxWAxbjGu1Wk+b8m6cT7ekT7lcJpVK9Sz5USwWQx3fgYGBviHqAIGWbeu/U6lUWLUGPvkZVFG6rkuj0aBcLuM4DoqihAMtg+Cn02C522C2FyJJVdWeZHuC6wVzXer1OoODg32S4BgE8kutEkyBrMj09DSRSCSciRI4sEajQbVaxbZtisUiuVyO4eFhTNPs+rOTZbnnTXwnCILwTqs596PRaLCyssLY2BiWZXU0XPhmh2VZezbqmqYxOjpKtVrl7NmzaJoWbv5M00RVVer1euj3CoUCExMTyLLM9vZ2R2tqWB/mW4e/ld9Z+R0adqPtAPN28Do9EF+iwMPju+a+i5nETE8bO8/z+HdP/zu+Xv46juvw1dJXkV+W+ZG7f6Trc90s8DyPRqNBo9EIfzc4OBgmYaLRKJZl7SGmLcui2WxSrVYpFApEo1HOnDmz55hO7VSQBOzmfrtBkJTsFY7jsLCwEFZoZrPZfgLvGDiOE5LhAaanp6lWq8zNzaHrOvV6nYGBARzHCf1eqVTC8zyKxSJDQ0NhB2Snfi8iR/iu8e/izjvv5OLFi1dNNmhra4uBgYFD50Ydh2q1yvb2NoODg+i63ifHO4BpmnsS8bFYjFwuh2ma3HLLLciyTL1eR1VVbNsO/x34PcdxmJmZQZIkSqUStm13bUs6jbV7kdMUQnSVKNyP9fV1pqam0DSNsb4s67EIuuBa44yRkREURWFiYgLDMGg2m2SzWcD/fILO7Hq9Tj6fJ51OMzc3F1aQd7OeVFXdYx9PG4Fkdq/xv2VZLCwsMDU1RbFYJJFInPId3njoc1JHo89JdY9riZN6Q+oNpNQUn1r/FBcqF8LZikIS4IFr++dOKkneOvBW3j/0/kMTeK3X6HNSrx36nNTR6HNS3eP14KTa3UM7KELheye+l/OJ8/z+6u+zY+4QcSPokn6kcl0Ax3PIm3lM2ySrZfnw6Ie5L3VfV75zZ2cHwzDQdZ2xsbGbZp5w12lK13XDlsrt7e09EkiHDbsMMqNnzpxhYGCAS5cudTTzAAgrp3qtnjwOxWIxlCXqtUp9a2sr3JD00T3y+Xz4+UqS5LfV7hqLw9ZUpVIhlUpx22234bpux9rP3W7ogiReN1hfX2doaKhrzehWbG5uMjU11ScJekQw22VzcxNN00KCXFGUtm3oa2trSJLEzMwMd9xxB/l8vuMAJZ/Pk81mr6pUnSRJqKra8wykZrMZBo19crx7mKYZtupvbW115Pfm5+fRdZ25uTkmJiZ48cUXjyUP35l7J8+Xn+e52nPEpFhHAVCnOTzLtajaVe5J3sPd8t0MDg72pLNedso8V34ODY10PE2xWeSz85/tJ/G6RCtpEHSxBOujXZVjs9kMB9XffvvtmKbJyy+/3NG1tra2uOWWW07v5tugVCqRyWROFKttb28zPj7e93s94jAbFSRd9se4y8vLCCE4c+YMd9xxB2trax13U1arVTKZTMdJvG7ja9M0Q1m+XrvxSqUSY2Nj/dktPaKViFpfX99jlw7ze8G8r9nZWYQQPPvssx1dKzhvp7K8vVQUr6ysnIh8Av99mJ6e7nd19ohAinBzc3MPKS6EQJblAzHu5uZmuB+64447qFQqB2SdDsP6+jqTk5Mn+ryPg2VZYedXL3Bdl3w+z8jISJ8c7wF9Tuog+pzUyfB6c1Kz0Vl+fPbHWWms8Gj+UV6qvETNqaFICkOxId6QfAN3x+6+Il13DPqc1OuPPie1F31O6mR4rTipAJ7nUbUFX75UotR0SeqC+8YMMoYfs0iSxJvSb+KW2C38xc5f8FjxMXbqO3h4KJKCKlQUSUFCwsPD9mws18L2bCQkkmqSD97yQe5T7ut6zEuAoMjuZipcOXGvYetCOarS27ZtLly4gGEYHW1+hBChobtaur4B1tbWTuTgglbVm6F182rD87w9TuGoNVUsFikWi0xMTHR07qDFthun00u1bzDfp9cZQeB/X/qO7XTQSoYf5bA8zwtnCYyMjHR0bk3TcF33qna5gB8ABq3ivSKQ7ejj5OjU7zWbTV544QWy2SyyLB8bMCmywsdv/Tj/dfm/8vja48TkWEfDgo+zFU23SdWuclv8Nj429TGEJHqu+FUlFRmZpuu/btuziaq9d2H1cXAGx1EyJaurq6yurnYsFaYoCqqqdj3IulsUCgVmZmZORG71UjTTR3u0ft5HxTyu64bJ4KGhoY7OHUjC9trR1CkWFxdPnHQxDKMfm58SWu3SUfakUqnw/PPPMzo62lESVpblMDbvNGHreV7X8UzQIRFUwvcCy7KQZbkfn58CWu3HcXOogtg36Iw5DpqmoapqV59zL7H52toa09PTIaHWC1RV7cfmp4Q+J9XnpE4TrycnNRYZ40OjH9rzu3Q6fUDV4zj0OalrC31Oykefkzo9XC1OSgiBomr8xz97if/+2AJVy0HCrx3/3WeLfPOZOB+6PYksfNuQUlN8aPRD/MBdP8CnXvwUL5Zf5FL9EiWrRN2t+9KZSMiSTEbLMGvMclviNu5L3cfowCiu6/bche44Dqqq3lQcwmvu4S3LYnh4OJSNCIxHMKgx+OO6bqjtmslkrmprcFBJ1yuCKvo+Xh8IIfYETYetKdu2wzbjTiV1eknigd8unkqleq6EyWQy/TX1OkLX9QNrKvgT/Nt1XSzLwrZtcrncVb8nRVFO1JUQdDX08drDtm1GRkbCDdRhNspxHCzL4h+9+R/xzx75Zzy28RgNp0FSSfa0gfI8j5JdwsPjnuQ9fGzqY2H1ZqVSYWRkpOuAyZANPjD8Af7X+v9io75BXI3zQ3f+UNf31sfJEEiSBThsTVmWhWVZXclL9FoBbts2sVis46r2/RgYGOhv6l5HRKPRcE21roHA5wQ2KkjgJZPJE1V3H4eAjDwJFEXpk0+vExzHYWJiYs/6CX7u93umaSLLMrFYrKNZML0m/EulEul0OuwI6xbBTJI+Xh+oqnqs33NdF9u2cRznNanKliTpRDOC+vu91w99TqqP00afk+rjtNHnpPo4TXTDSX3i0WV+79kdVEkiE5ERkoTreVRNl/91oYQkwXfccaV7zvM8YmqMB7IP8ED2AX98g12kZJdwPAdZkkkqSVJKak8s3SsnFSCQDb6Z8Jon8Wzbpl6vd7zxbzQazM3NXdV7EkL0TDoF6NWI9XFy2LbN+vp6xxVGxWKRkZGRsL39KLTOH+oGkUiExcXFrp8XQJKkm84YXUuwbbur6v9gxkInQXivBLlpmieyM5Zl9aUwXidYlkWxWNwzy+MoeJ7HL7zzF/iVR36FP1r7I/JWHl3oGLLhz0ZoPbaNnqbrudSdOk23SUJJ8K0j38o7s+/c81zDMHoOlh4cfJBz6XOItOCW7C3MpmZ7Ok8fvcNxnI58WIBGo9GxxEpAFHRrb04aS13tCvc+jkaz2WR1dbWjY4UQ4Syrq4le5na2IqjO7OO1h23bbGxsdNw1sLW1xdDQ0FVN4sVisRN1C/dj89cX3fq9sbExDMM4sR05CkGCp1d0W2TTx+mhz0n1cdroc1J9nDb6nFQfp4lOOal83eEPn91CRiIbN8JYXkgSCV2m3HT47CsVHjwTJx3xC3D3rydJkkiradJq+shrnYSTCq5zs+F1SYF380Y3m81QauVqIRKJnCgAF0LclIvnWoFt211t5kulEqlUZ5q7vVY99TpEuPX5/TV1/cB1XQYHB6/qNU6ynuDmdHDXCoKh6J2iXC4T0SO8e/Dd/PTZn+bt2bcjSzIFq0DezFOxKzTdJo7n4HoutmvTdJtU7Ap5M0/BKiBLMm/Pvp2fPvvTfEPuGw4k/yKRSM969gDn0ud4cOrBfgLvOkGlUulYLrEva9nHcQjmYnQaS/UCWZZPRBL046jXF4H0ZKcoFAodd6D0aqMCSbxe0ZfSvL7QbDYZHR3t6NheY+yTxuZ9vL7oc1J9nCb6nFQfrzf6nFQfR6FTTuprK3VqtktU2f289n1kMU1Qs12eWNlbJNVrocFJYvObUXXlumBpLMsimUxetfNXKpUTnX9oaKivPf46oluioBst8V4Dpp2dnRNVqQfSHn1cH8jn88Tj8at6jZM4qEgk0tHchz6uDhzH6VomMJjdM6wP832T38c/OveP+I6x7+C2xG3o4v/P3nuHOXJVef/fysqpW63OeTyOGGObwYQFr00wBmyiMQbbLLAGDMsCLxl2+S3LwgIvu8Ql7IJJSzRpwWRjMH6BdSDZYHvGnpnu6ajuViunqrq/P+RbI7VSSa3p6ZbOh6cfxlJVqSQd3XPu9557joaCWUBSTyKuxxEvxlEwC9BEDad6T8Wzh5+Nf9j/D3jR2IsQ0SI1r7+2tratMWpgYIBKH55EWvVNyWTS9vHtZvvmcjm43e6Wz+Nsp4QUsX1a/c5TqdQJXcQzDGNbYmkgEKBM35NIsVhsaW7Edy7YOaddAWl1dXVb4lYoFOo5oWAvE4vFTnjsa5pm2+OMJEk7UvKT6BykSRGNIE2KONmQJkU0wq4mlcibEFDaeQewqmRwURAgAEjktr/zmzSp1jkpXr5VB6QoCtbX120du5OZdJqmweVyoVgsti16EdtH1/WWfrgul8v2991uKaZkMmm7EW05gUDAKs1CDu7k0epvub+/33apg+30mxJFsaWSc7zkWT6fb/l3QnSWVmyKZz1mMhnrsYASwBPDT8QTw0+EznSs5leR0BPQTR3DkWHkYjkMaAOQBXtune+kaRWXy2X1f9nOgg2xPfjv2e5OJb/fbzvLjZc5aTUrLplMwuFwtFwKKhQKWb37aNHl5NHqeODxeHD//ffbOrZdv9fOTjxFUeDz+WAYBgzDoF2lJ4lCodCSkMR/+3ZKQBmG0ZZQzXfStIrPV+pLWywWadFlD9HX12fbH/GxotUxJ5vNQpbllv1lf38/8vl8y4vdRGchTYroJN2mSa1l1/DHlT/ijKEz4JSdLV+D2D6kSRGdxo5N+TQRDIAJBkCoio1MVmro4nNsf45FmlTrnJSZbSs/2kgkgo2NDdtBdbuldwRBaHkwGR4ethod25l0EieGQqEAp9N+YBEOh3HffffZvna7E/Z2Aq1AIABBEMieTjKCINie2LndbuRyOdt9Vngj61bJ5/Mt71QJh8MwTdN2bXTixNGKfxkdHW0YgMuCjGHHME71nIozfWfirNBZGHYM217AK7+nVoOmSCQCXdeRz+eph9lJJJ/P296lJIoivF4vDh48aOv4bDbbVuZtOwK3LMtwu90tTwaJztOKmBkKhZBMJm2X/Wr3uzVNs+XdeDw2FwSBbOok0uoOpZGREdtj1HZE6nbir76+PpimiVwuR+UTTyKtiNiKokAURdu9oDKZTFu7FwqFQsuxuc/ngyRJkGWZxqiTDGlSRCfpJk3qcPEw3vaHt+FN/+9NeO3PX4t4vv2eVUT7kCZFdBo7/uURw064ZBE5Q0ShWD3XSxdMuGQR5w5XjnftxsikSbXGSUn9isViiEQiTRsJS5KEQCBg27kB9oUCh8MBt9sNp9MJxhh0Xcfo6CiOHj1adZymaXA6nVamHJ88iqKIYrGIdDoNr9dLO6dOEvl8HpFIxFqJb0QoFEIul2vph25nMBJFES6XC263G4qiWOcEg8EKRyqKIpxOJ5xOJ1RVhSiKYIyBMQZN06DrOuLxOFKplJVdQOw8i4uLGB0dxdzcXNNjR0dHbQtPQEko8Hq92NjYaHicoihwuVzweDxWPXuPx4NkMllxnKqqcDgc1hjFj2WMQVVVGIaBtbU1KIrSc1kqu4lcLodQKNT0e+ffpx3b49gVCpxOJ9xuNxwOR4Xf2ypyOZ1OOBwOOBwOK9BjjEGWZYiiiFQqhVQqBa/XSzZ1kojH45icnEQ2m23qzwYHB21njgOlDEs7kzru9zweD2RZtmzE6XQimz1eI1+WZcueNE2rGqN4k20+KaTszJPD6uoqRkdHcezYsabHDgwM4N5777V97VwuV2UXtVBVFR6PB06nE4JQyvwcGhrCkSNHKo7TNM2yKW6rPO6SJAmMMcRiMbhcLto5dRLhcUsqlWp4nNvthiAIyOfztq9t1+/xMUpVVTDGYBgGBgcHsby8bB0jiqJlTw6HoyI25+clk0nL75FNnRyWlpYwOTmJo0ePNp2bjY2N2V7AA0pj1ODgIBKJRMPjZFm2bIrbiaIoiMfjFcIk93sulwuKolT4PUVRUCgUEIvFYJqmZf/EzkOaFNFJukmTuuE3N2Azvwmf7MO9G/fi14u/xlOmnmL7XonOQJoU0WnsaFJBp4Sn7Pfjf+5LYjNdgFsVIQoCTMaQLpgomgxPPcWLgKNyzk6a1M5wUhbxUqkU+vr6mh7ndDpbzmLimXR8wujz+eD1eq1BxDRNmKaJfD6PVCqFjY2NCuc2OjpqHcPLGuZyOaRSqSonOzAwYAXsm5ubVkBP7DzLy8sIhUIVk/Ja9Pf3tzSpA6oDpkgkYgVF/E/XdeRyOayvr1dM4kZHR61SCaZpWtkCyWQSxWKxwr65eAWUAv9cLkdB+EmC/9YlSWoYXPNsyVbGqXw+XzH+aZqGvr4+6zrcVgqFArLZLJaWlqzrOxwOjI+PQ9d167hisYhcLoeNjY2qcj6BQMCqt7++vo5AIEA2dZJYX1/H+Ph400A5GAy21CMBON6DgdtqMBi0AhluJ4ZhIJ/PI5FIYG1tzTp3YGAAIyMjVf4xm80ikUhU2L8gCBX9hHiyAYlPJ4dYLAav14vNzc2Gx/n9fttlDznlfk8URUQiEWtxpNyfZbNZRKNRy04EQcDY2BgMw7DsifuzRCJhlXricIETKE0qtttXj2gfXmqwWUm5dnphZDIZBINBaxHP7XZblQe4TRmGgUKhgEwmg1gsZtmJ1+utiM0ZY1Zsnk6nqzJ6+/r6Kvye1+ulcnUnieXlZYyNjTVdxAuHw7YzxzlbbTQcDkPTNMtu+NiTzWYRi8Uq4qOhoaEKv8f9YzqdxubmZsW1JUmyenUwxpDJZGgR7ySSz+fhcDiaJgTYOaacrf2mZFnGwMBAhbDN/V46ncby8rJlJ5IkYWRkpMLv8XlhLBazYnaO1+u1zk0kEtZ7InYe0qSITtMtmpQmlKog5MwcBFGAS6G+1ScD0qSITmNXk3rZ46bh9Ubx9TuOIZYzUOqOB7hkEU89xYvLT6vu30qa1M5w0ma18XgcfX19DbPDXS5X3YmfqqpQVbXq+Ww2i3A4bD0eCoUwNzdna0CLxWItTSJXV1etfycSCeRyuZa3FhOdgZcvsNPPoF6mL8+A2yqglw8YsixDlmVbmeoAbB8HlN5D+WC6vr4Ot9tNuxJOEouLixgeHm4YYDfKtONZuJlMpsImtwbgAwMDWF1dtZWBnsvlWtqhVS7uG4aBdDpNAdNJpFgswu12N+zRoqpq3UxwTdMgSVJFrzwASKfT8Hg8iMdLpU78fn/VzpV6lPuxZjDGKo5fW1uD3+8n8ekkEY/HMT093XARj+9mqjXx41m4hUKharJVPma5XC7ouo6lpaWm98QYa2mM2mrLm5ubli8ndp7V1VVEIpGG37XL5aqbaMD93tbYvFgsVvge3rPDTkmdZDJZle3biPJ5RS6Xa7s8LNEZBEFouitBFMWqsYDjcDggCELVgkw+n6+4rsvlqtq5Ug87YxnHMAxEo1Hrv6PRqLWzj9h5+G68RjGOJElYTa3ih6s/xFxmDkEliEeFHoUx55jl92rtgCn3e6FQCKlUqunOPKBkI634vfLxjDGGRCJh7VIndh7SpIhO0i2a1BMDT8RCYgHL+WU8OvxoPCryKNvnE52FNCmi09jRpJwODc85w49zQzruWsoikTPhc4h4xJATgwEXaVInkZO2iLe5uYmZmZmKrKOt6LpuZeCWZ8ExxlAsFmvWkebNznm5gYWFBdtbkLfCt/3a3eYei8WsMizEzrO0tISRkZGGDs4wDAwPD1s2V54RwG1q6zZ0Hgg7HA4kEgkUCgVbZfG2IggCNE2zvcsmnU5b29yJnUfXdQiCAJfLVVdcMgwDkiRVjFHlGW5+vx/RaLRKgOTlT3gW3vT0NA4fPtxyHWm+ldxuX6LV1VV4PJ626p8T22dlZQVTU1N44IEH6h5jGAb8fj88Hk+FPfEMt4GBgSq/l8/nEQqFLF8VjUYxMjJiu7E1h4utWzMy68FLjJH4dPLY2NioKg1XDreh8jEKOL5LhWeybQ2wedNyLmz5/f6mwX4tRFGEqqq2/V4sFkMwGCTx6SSRzWYxNDQERVGqFnY5xWIRiqLU9Xt9fX04dOhQ1RjCGLNKks3Pz2NiYgKHDx9u+R65/6p3f1tZW1urKD9G7CwLCwsYGxtrOIk3TRN9fX1VsTnPAI9EIlV+j8fHfNdBPB63VRZvKzw2z+fztmKwYrGITCZD4tNJJJvNNpyHrWZX8e5b3435ZGk+yMBwe/J2/N0Zf4eHBx8Oh8OBQqFQJRjxMYsLmbxktd2xhsP73dktD8vFp1b7fxKdgTQpotN0gybVr/bj/8z+H0uzyOfyUBXyeycD0qSITtOKJnWWx4MzZ0mT2k2c1Bktz6KsF+RubGw0dEq8vMlWGGMIBAJwuVzY3NyEoijweDxWgMx3NvHa4Wtra1UD1cjIiFXuIpfL4dixY00NKBaLWeIrsfPkcrmmu9YaDVROp7OmLfIyULzvTywWw/DwMABY2biiKFpB1/r6epXQKQgCZmdnIcsyCoUC4vF4xfbheiwvL0PTNBILThLr6+vweDx1AyZd1xv2R/D5fDV3EJimaZUsWF9fh2EY8Pl8Vm16Xq6Mi1MrKytVEzev14uRkREAJdtfXl5uKpTz3lN9fX094eB2Gzzw4aV0arG4uNjwGrXK/vBr+v1+SJKEubk5DA4OwufzwefzWX6Pl6FLJpM1fevExAScTid0XUcmk8Hi4mLTIJ4H4a00cic6x+bmJiYmJhoe06iUZjAYrLkwl8lk4HK5rPKuyWQSfr/fqmGvKIrl9wqFAqLRaNX4I4oi9u3bB1EUkc/nbWeWR6NRjI6O0i70k0QikYDD4agrXGez2YY25ff7a8bLvIdGX18fNjY2IAgCvF6v1WOMf998/IlGozVLJvLFnlwuZ2s3XzqdRjqdht/vb/bWiRMATxZoRKMFPlEU0d/fX/V4+W4Hj8eDhYUFTE9PIxAIwOfzQVEUqyRUsVjE5uamlRlczvT0tCUUpFKppiXQgJJA63Q6adHlJLGysoLR0dG6GsFPoz/Fkc0jCCgBiEKpHGYsH8Nn//xZvO2Ut2FsdKzmDjtd16GqKkKhEOLxOHK5HPx+v9Vjive242XoVldXq8ZJTdMwNTUFQRCQy+WwtrbWdCexaZpYX1/H4OAgLbqcJEiTIjpJN2lS3H+TJnVyIU2K6CSkSe1tTuoiXiur9bXY2NhAJBJBJpOBpmlWRiYvayAIAvbv3w9BEDAxMVE1QGiaBrfbDZ/Ph1QqhZWVFYiiiJGREbhcLitrV1VVTE1N4ejRo03FgoWFBUxOTtLE7iRhpzRTPbLZLERRhCzL8Hq91gTdMAxommY1M+cNo3lz13KcTqdVamptbQ2pVApOpxPDw8OQJAmSJMHpdEJRFKiq2nRwzOfz2NzcRDgcJgd3EtA0rW6wZIfFxUVMTExgcXERPp/PmkzJsgy/3w9BEHD66adD13W4XK6qgF9VVauRcCaTsbJY+vv7EQwGIUkSBEGAx+PB2NgYVlZWmpb+WV5etoR4YufhmbvtkkqlEAgErCbRHo8Huq5DURRomgZRFDE7OwtFUTA2NlbX7wUCAasWuSzLGBkZsYR0SZIsP3rkyJGG98sYw9LSEsbGxiib7iSw3TgqHo9jYmICa2trCAaDln8CSuOPJEmYmJhALpezSvdshY8nuVwOS0tLyOfz8Hq9iEQiEEURkiRZAqiiKE3LZSSTScTjcQSDQfJ7JwFVVWsudthlbW0NIyMj1k4An88HwzCgqip8Ph9EUcSpp54KxhjGxsaqRGtN0+ByueDz+ZBOp7G4uGj1ZfT5fJYNKoqCyclJHDt2rKlYsLCwAE3TeqbMym7D7u6RWnDhmsfk3D50XYemadZincPhgKqqGBkZqRo3HA4HXC4XQqEQYrEYNjc3rWP5+eV+r9lOGV5ic2hoiJINTgK8HGY9/pz8M2RBhiiUxhZBEOCW3IgWoogWotBWNWtHFF9gEUURoigiFApBEATs27cPhULBso1yymPz8kWVQCCA/v5+61o84UVRlKY7ZTY2NqykBmLnIU2K6DSkSRGdhDQpotOQJrV3OamLeOWlndphY2MDU1NTVsblVsMQBKFpRpsgCFamgdvttrZgbj3P6XRifHwcCwsLDctjFItFRKNRDA4OUumeHaavr69hbyA7HDt2DFNTU5YjKrcpbhPNVvdlWYbH44Hb7UY2m7WOL7+WLMuWmNWsRvnq6iocDofVDJvYObxer+0eK7XI5/MoFAqYmJiwxiie8VJuX83GClVVoSiKVWKOlywoR9M0DAwMQBTFpr+DxcVFjI+P08RuhxFFcVuTOqAU8E7PTCOai0JUS71duE1xm2gmVPOscpfLVVHCqdymuG+cnJzE3NxcQxE2k8lgY2MD/f39JGjuMMPDwy3VkN+KaZpYXl62snIB1PR7zWyKCwqzs7PI5/M1y1koioJAIABRFJvudllaWrKCe2JnaVRK0w6JRAKBQADDw8NWxnYtv9cIXuqJL9jwidxWv+dwODAyMoKVlZW6/YqAkp3z8laURb6zOJ3ObQlPQEmMnp2dtRZH2onNJUmC2+2G2+1GX1+fNaZtvZbb7cbExATm5uYazlE3Nzet3coUm+8skUik4UKrW3ZjNV/pFw0YEAURDtFh7QCYmpqqqR9wm2o2ViiKAlmWsX//fhQKhZp+T1VVa2GvWQWWY8eOYXJysieyyHcbpEkRnYQ0KaLTkCZFdJJOaVI8Ni/XEEiTOvGc1JoNduqbNsLj8cDhcFSstLYiEmyFl2WpF2S5XC5MTExgYmKiYWC/ublpbUcmdg5FUbY9GA0PD0OWZUss4sFzO+VN+IBTzx550DQ7O2uVQqjH/Px8y72IiJMPz6DjWZjcjraKUHbgtaF5GbtaOBwORCIRTE1NIRAI1L1WPp/HwsLCtrJOidaRZXlb4jgAHGVH8ZpfvgbX3Xwdrv7h1Xjrr96KI4kjbZdgcjgcdcUFLmhOT09jYmKi4WtEo1Fsbm5u268TrcHL5mwHnpXLd8216/f4uNaoHr2qqggGg5iZmUEkEql7LcYY5ubmkM1mW7oHYvts9zfMdz2VL+AB7fk9fr1aIgGHZ5ZPTk427KWYTqexsrKy7TGYaA1eqnI7RCIRaycwj6nbjc0B1FzA40iSBI/Hg9nZWYyNjTW8zuLiIhKJxLbEf6I9Go1Tjwo+CoIgIK2nYTITeSOPnJHDmd4z4VdKOw76+vosIXM78z1+XjO/Fw6HMT09XbM0LMcwDMzNzdnuIUt0DtKkiE7SribFGEPOyIExRpoU0VFIkyLK6YQmFQqFrGQm7u8AkCa1A5zURbztro4Wi0UUCgUUi8WG9VztYifQUlUVXq+36cQuGo0iFovRxG4HSafT285ezGQySKVSHcsuanYdURThcDjg9/sRDofrHscFze1mMxOtsV07ME0T+Xwe8Xgcoih2ZDxodk+KosDtdmNgYKBhVhOvL02C5s5RKBS2tQvkUPoQPvTnD+H+2P1QRAWiIOLXS7/G23/1dmzmNtu6ph2/x0sDNfN7S0tLTUtnEJ0ll8tte2dROp1GIpHYMb/HS/gEg8GGEzvDMHD06FESNHeY7fZk4v2i0um0da1OxOeN4GVc+IJ0PeLxOFZXV0nQ3EGSyWTDxVU7ZLNZZLPZtgXxrTS7Dk9G8Pl8JGjuQkzTbPg7f2zosbiw/0IIgoC4HkeBFXCa9zQ8b/h5AErjUSaTwebmZsd60Nnxe7yka6Md5sViEfPz8w13WBHbx2Qmbly8EW/88xvxgUMfwGqu/YoGAGlSRCXtaFIr+RX866F/xVv+8ha879D7cHj9MGlShAVpUkQn2a4mBZQWYPP5fMVC8HbslDQp+5y0RbxGzYMBwO/3W3XA65HP58EYq9gSvFMNoXlt1kaQc9tZeB35WgiCgJGREfT19TWc+K2trcHv91tNOXcKXuanEaZpbnunIdEajYQ+h8OBsbEx+Hy+useYpolYLIZgMHgibq8hqqrC7/c3PCadTtOkbgdpNEYBpfIrQ0NDdQPdn6/9HGk9jQHXAFyyCx7Vg7AzjMXUIn4297MTddsWjTLNOZRJt7M4HI66sZQkSRgbG2ta7m1lZQWhUGjHxwKeFdoIXddpwWUHaVZexePxYHR01OqlUQtd15HL5SqO2anYnJffbATF5jtLOBxu2GNxcHAQAwMDDftXxONxeDyeHY/N+e6FZpDf23nqZVgrioLJiUm89LSX4u2nvB2vmHwF/s/M/8HfTf0dfMrxeD0ajaKvr2/H/Z6d2JzrG8SJ4+7k3bh57WZk9AwOpg/ihr/cUPdY0qSIVmlHk/rawtdwOHMYDAwPZh7EJ+7+BGlShAVpUkQn2a4mBZS+M0VRYJrmjvk7Tq9rUjtWINvhcMDhcGBzcxOCIGB4eBimaVq1ng3DQCaTQTweh2maGB0dhWma8Hq9iEaj2NjYqPphT0xMIJfLWSWgdrLetyiKUFW1oXGkUikUi0Xqv3GC6OvrQzwetxpoOhwODA0NWWWXCoUCEokEstks/H4/AoGA1Xh8aWmpKqDlvVU2NzfhdDp33Kbs7EzNZDJUh/wEIUkS+vr6rP5S4XAYsixbY5Rpmsjlctjc3ESxWLS2cns8Hng8HqyurlYFtDzzqLxB9U7WZ25mv4yxjmTiELXhjcaTySREUUR/fz90XUcoFLLEcr4LShRFDA4OwjRN+Hw+rKysVNWRP5o5CpfqKk3oxNIYIIkSTJg4kjhywt+PJElQFKWh39vc3EQwGOz6hsInA0EQEA6Hsba2BtM0rVImY2Nj1m+9UCggHo8jl8thcHDQGp+439u6q83n8yEUCiGZTEJV1R0fo+y8Vi6Xo954JwhFUeDz+bC+vg7geGnV8tg8m81asRbPfPR6vVhfX7dssRx+DZ6dyUsg7gSCIMDhcCCZTNY9hvcFob5TJ4ZAIIB8Po9sNmuVptQ0zYrNi8Uikskk0uk0NE1DX18fTNOE3+/HyspKVeasLMuYnJzExsYG3G73rozNk8kk/H5/V/ffOFkIgoCBgQGsrKwAKI09sixjYmLC+rzLY/OxsTGoqgq3213aSbkyXBWzhEIheL1eZDIZy552m9/L5/NNe8kQ7eFwOCAVJBjMgFf2wmAGsmaWNCmibTqhSa0WVqEIClySCwYzkBSTpEn1KKRJEZ2m05qUIAiYnp5GIpE4abF5L2tSO/JJi6KIyclJCIKAYDBobdfeOujzZuO8pipjDLIsIxKJQFEULC8vQ1VVjI6OIh6Pw+v1WuULlpaWKoSsE41pmk23/JqmifX1dQwMDNDErsNEIhGEQiFEIhGrVI+iKBWiDG+8u1Vg4g2hDx06BF3XMTAwALfbDV3XoWkaRFFEOp1GJpPZ0WbQdur2rq2tWQ6a6CzT09OQJAk+nw+GYVj9CMpxuVwIBoNWxgnPjguFQnA6nXjggQcAAFNTU8hms5aDLBaLWFtbQygUqjn2nSjsZMktLy9jfHycgqYOo2kaxsbGIIoiUqmUlSm79bv3eDwIh8MVfk9RFAwNDQEoBSAulwvDw8MIz4URT8UhSRKYyaAXdciKDAECAlrghL8nO5mXfBGpr6+PJnYdhu+ACoVCyGQycLlcVf7J6XTC5/NVZe663W5MTEzgvvvuAwCMjIxAlmVrIZALDIIgIBAI7Cq/t7KyApfLRYsuJ4Dp6WnrO2eMWT1TynG73dZOTd6DUZIkhMNhOJ1OHD16FKIoYmpqColEAqFQCMViEcViESsrKxgeHt7RDE07mZfRaNTqN0N0Dl5+UhRFxONxOJ1OqKpaFZt7PB4wxiwhnDEGTdMwPDyMYrFoCZ18Fx/PuM3lcojFYhgdHd1VY1QymUQqlYLP5yO/12EmJyfhcDjg8/lQKBTgcrmq5tROp9MSxctLGfr9fjidTtx///0AgPHxcUuU4oJhLBaDy+WCx+PZsXHKjk0tLS3B4XA0zIInWodrUuFiGDdHb8ah+CEE1SCef8bzK5KFSJMi7NIpTeoM7xm4deNWJMwEIACPHHoknE4naVI9CGlSpEl1khOhSa2vr1sJBvl8/qT4vV7WpHbkU+Y1eN1uN1wuV8MPsXyA4kYgCAJ8Ph9cLhdcLpclNHDDUhQFk5OTO9q8sLxZcaOtv+vr61Y2INE51tbWEA6HrezdegiCUBGs8n8LgoDJyUkAsCZIhmFYzckVRYHf799R4UkQBCiK0jQQP3bsGKampmhi12FisRgGBwebNo0ut6ly25JlGTMzM3A6nTBNE06nE7quQ5ZlyLJs7T7eKSfCBVeeVVoPLooNDAx0nYM7meTzeUvs5tlP9ajl90RRRDgcRjAYhNvtBmMMl++/HB+864NIFpLwql5IioT13DrcihsXjl94wt8TACsDsBHLy8twOp20e6rDrKysWKV1GsUUW/0eRxRFzM7OWhmYwHG/53A4oKoqGGM7KvCIotjU75mmiYWFBUxMTHRlNt3JJJ1OIxAINPV7tcYooCRMlfu9cDgMwzCs2JyL5jsFt2cuaNQjkUhYC+JE5yjfAdksNi/3ieV+b3R0FIZhWPO9/v5+q0edoignJfPfbmw+PT1NyQYdZm1tDRMTE5YN1KOe3xMEAbOzs1aZQwDWGOV0OqFpmhUv7xQ8Y72RAKXrOlZXV5v2+SRag2tSfrcf//7X/44H4g8g7Awj4o5UHUuaFGGHTmlS/2f0/2D68DQObh7EvsA+XHX6VdAk0qR6EdKkSJPqJCdCkxoaGgJjzEoG5sl5O0kva1I74g3KG9u384MUBAGqqlq1yHmgUn6tesH7iWR2dhZnnHFG0+OWlpa6uibrycDpdKJQKLQd0EiSZJV45bZULkxxR7OTDkRVVezfvx9TU1MNj9N1HfF4nOpGdxhVVS0BsB3Ks+540FVuUzs9RgmCgL6+Ppx22mlNS/JEo1Fks9kdurPeQJZlmKa5Lb+naZoVdAiCgEumL8FzT3kuAGA1s4r13Dr8mh+vPfe1mPZPd/T+693T/v37ceaZZzY9dmVlhfoldBiXy4Visbhtv6eqqjVGlS+Kcb+3kzgcDuzfvx8jIyMNj8vlcg1r9xOtw3v2dNrvldvQyYjNh4eHcfrppzd93eXl5aryssT20DStqejXCJ5IVz7fK/8euY3tZGwuyzL279+PU089teFxjDGsr6/vqHjfCzgcDui6vq0xyuFwQJKkXeP3vF4vTj311Ka9ieLxOPUy6zDlmpRTceLM/jNrLuDVgzQpYiud0qQCngD+5qy/wXse9x78zVl/A00qLYyRJtV7kCZFmlQnORGaVHksvtN9YPlr9rImdcJ34vGyBc0aze81ZFkGY6xh3w1OsVikrIIO4vV6MTQ01HVbrfnAx/s+NGJ1dRVut7vrsgpOFiMjIzue5bYTmKZp1U1vxvLyMsbGxminSwdQFAUTExMd72ciCiJefvbLcen0pfhT9E9QJRXnD54Pv9a4WXSn4AH/2tpa02MzmYxVWo/YPqFQCAMDA11X/o/HRLzvQyN4eTHa6bJ9BEHA+Ph404zMvUZ5r5BG2b5AyT/yspq002X7OJ1OjI6Odl1GPrcNO2PU5uYmfD4f7XTpELxMXbf9Pg3DgCAIiMfjTY9dXFzE5ORk1/2uTgakSZEm1WlIkyJNqtOQJkWaVCc5UZrUyabXNakTqgYFAgH09/d3ndFwGGOIxWK2jo1Go/B4POTgtoEgCBgaGoLX6+3KQZ03FbWbfbK0tETlxbYJbzzdrMzvXoX3d7RDJpNBMpnsKgd3Mujv70cwGDyhgsuYdwxj3rETdv16CIIAwzCwsbFh6/ilpSU4nU5adNkGkiRheHgYbre76xbwgNL74/3TmmGaJtbW1mjRZZt4PB5EIpEd7YWx09gRM4HSThe/30+LLtskEonA7/d3nZAJlPwe321gh8XFRWiaRosu20BRFAwPD9fsf9cN8B4ydnZtFotFbG5u0qLLNiFN6jikSW0f0qQqIU1q+5AmdRzSpDrDTmhSJ4te16Q6qgiddtppKBQKcDqdVsmnbgy+OaIoYnBwELlczpYAtbGx0bUD84lAVVWccsopVg3fbDbb1aITUJrYjY6OYn5+vumxuVwO2WyWAqYWmJiYgKZpltBULBa7+vMTBAEulwt+v9+WALWystK1E5ITxZlnnol8Pg9N05DP56EoStdlz5UjSRLGxsZw+PDhpgIUYwypVKprAqadwOv1YmJiwip5kcvlulZ04siyjKGhISwtLTU9Nh6PIxQKkfjUArOzswBKAgHfndbtsXkgEEAqlbJVio5nkXfzZ9JJRFHE6aefjkKhAFVVkcvloGlaV8fmsixjfHwchw8fbnqsruvIZDJdKZqcKLbuuOO21a3wflPhcBjRaLTp8dFoFH6/v+tjgU5CmlRjYrEYaVItQJpUY0iTah3SpBpDmlTrkCZVn27TpDr2rTqdTmxubloNohVF6epgiaNpGkZGRhCJRJqWZ0in011Xj/VE4vP5kE6nrUbNTqezq4MloOTgPB4P+vv7MTEx0fR4qmtvH1EUkcvlIEmSVbu9FwIDWZYxMDAAn8+HwcHBhscahrGtfja9hs/nQywWg6qqME0TmqZ1dbDEcTqdGBkZwfDwcNPfUCKRoF4JLeBwOJDP58EYA2OsJ0Q7QRDg9/sRCAQwPj7e9Hjye/ZRFAWpVMoaoyRJ6onYXFVVDA0NIRQKNe07lcvlKDZvAb/fj2QyafXY6HYhk+NyuTA0NITx8fGm75f6ubQO93kAunoBjyNJEoLBIHw+H0ZHR5seT7G5fUiTaq5JpVIp8nstQJoUaVKdhDQp0qQ6DWlSvaVJdWQnniAIGBgYgNfr3VYTzr0KrwMtimLDrF9d17vGcE40siyjr6/PauTb7YFSOZIkob+/33rvjWyGAnD7BINB9Pf3wzTNnrInoDSxGx4ehmEYWF5ebnhssz5CRAlRFNHf3w+XywXTNHvO73m9XgiCgEwmg83NzbrH6bpuLR4QjdE0Df39/TveHHo3wCd2diaxdkqQESXC4TBCoZCVPd5LOJ1OqKqKbDbbtMwY2ZQ9eHzKF1l6KZYSBAGBQACiKEJVVeTz+brH8kSMXvp82sXr9aKvr68nPy+ebGDH31Nsbg/SpEiT6jSkSZEm1WlIkyJNqpOQJtV7mlTNb7jVTABeE5ox1hUfSqvwwdfr9TbNmqfByB4zMzMQRRGiKPaccwNKAaMgCBgbG2v4/ns16ykQCLR0vNvtxtDQUM+OUUDJwSuK0nRXQq+Kma0GPOPj49aW/F4LloDj77m/v79hzMADpl5jZGSkpeMFQcD09DSA3rQnoBR7CoKA4eHhhsf1ahzVLLN+K6FQCKFQqOf9nsPhgMfjaXhcL45RQOuLcFNTU9bvtBdjc/47ataXs1f9Xjgcbul4Xqa0l8coWZYhSRIGBgYaHteL9gSQJtUqpEl1HtKkSJNqBGlSrUOaVGNIk2qNXtSkan7LrYhPExMTlkjQi46Nw+vbNyuJ0S2G0yp2HZymadi3b1/PlL5oBGMMHo+n4XbzfD7fk0F4OBy27aQikQjGxsZ6MjOlHD75iEQiDUsV9aI9Aa35venpaXg8np72eUDJ72ma1tDvMcZ6MjvT6/Xarrvu9Xqxb9++ru/Z0gye5RsIBNDf31/3uFwu15MZ5ENDQ7aPHRkZweDgIMXmggBJkjA8PNzQ//fiGAWg6cIBR5IkzMzMwOFw9HQcxXG5XA2TDYrFYk/O90KhEGTZXpGfUChkJa6Q32Po6+uDz+ere1yvjlGkSbUOaVKNIU2qdUiTqg9pUq1DmlRjSJNqnV7TpGqOHk6nE1NTU7YcliAIPbkVuBaCIEBVVQSDwZqTGP58LzIwMNC09jFQyuJRFKUnBbqt8JJqbrcbsizXdPa83n+voaoqpqam4Ha7mx6bz+chSVJPB0scQRCssnX1xnc7n2k34vF4MDExYcuXiaLYs5PfrQiCAIfDYY1TW5Ekybao103IsozR0dGGi1Ec3gye4qjjfs/r9dYdt51OZ0/+/hwOB6anp6FpWtNjuYhJNnVc0AyHw3XHom5pdN4qgUDAVj8uwzCsHni9Dv9d8XKttWKpXh3PFUXB5OSkLZE8m81CVdWe/Jy2wpMNgsGgVbZuK73QH7cWpEm1B2lS9SFNqnVIk6oPaVLtQZpUfUiTao9e0qRqjiCSJMHtdjcVn1RVhdPppIGoDFEUEYlEMDMzUzUx7uUMVlVV4fP5mr5/XvKIAvDjaJqGmZkZzM7OVjkzn8/Xk9lhXEBpNkaJomj12iCO4/F4sG/fPkxPT9Nv7SEkSYLH44HX6214nKZpUFW1Z8fyWkiShNHRUczMzCASiVQ85/P5uiZgahVN05qWCgFKvRFojKrE5XJhdnYWs7OzVaUxejWWEgQBLperack6WZablo/sNQRBQDAYxMzMDCYnJyue46WiehFFUeD1epsuDDudThKetsCFu9nZ2apxni/G9CIOhwOhUKjpcf39/T2bZV8P7vdmZmaq7EeW5Z6ME0iTah/SpGpDmlT7kCZVDWlS24M0qWpIk2qfXtGkGn7jzSZ1MzMz9GOrgSzL1sS4fCLDGOvpH5koig1tSlVVTExM7OAd7Q14FjlvgF4eIPXqpI7TrFfC0NBQT09U6iHLMmRZhtPprNqy36uZmZxmfaf27dtHfq8GiqJY9e3LJ3a9PD4BJb/XKGB0u90t9xHqBcr93tY+HKqq9rRdNRujx8fHe3YnUCN4bO52uysmdqZpds2krl0aZTvzUppkT9VwvxcOhyvmN73+WTVbGO/r64PX66XYfAuSJEFRFDgcDoyNjVU8Z2cHdjdDmlR7kCZVG9Kk2oM0qfqQJtUepEnVhzSp9ugFTarhKNJsUhuNRslwGsBLY/DMC968u1dplh1eKBSQz+d38I72Hg6HAwMDA3A6nRgdHYXH4+npYIA3mq7H6upqT//mmiEIAtxuNyRJgs/n6/ksKF5PuxGxWGyH7mZvIsuyVbaOl6zp5d+gJEkNS/Wl02kYhtHTv7tmOJ1OBAIBuFwuTExMQNO0nvd7jVhdXd2hO9mbCIIAn88HQRAQCASsvly9Ct/pUg/DMJBKpXbwjvYeqqpiYGDAEjbt7MDuZkRRbCho8jiK/F59nE4nnE4nvF4vJicn65bZ7BVIk9oepElVQprU9iFNqhLSpLYHaVKVkCa1fbpZk2oYEWmahlAohI2NjZrP9/IPyy6KomBmZobq/j9EIBDA+vp63dq9hmE0zWTpdTweD/x+P0RR7Pnm3YqiYGRkBPPz8zWf7+Vg0i6yLGNqasoKFHrdprhokkwmaz7fLc7/RKJpGqanp2k3EEpj0MDAQF17Ako21eu/u0YIgoC+vj7Lnnr9s1JVFYODg1heXq75PMUGzZFlGTMzMz2/u4XD+7sVCoWaz1O/jeaU9+7q9dhTlmUMDw/jyJEjNZ8XBMEqpdnrn1U9RFHEyMgIFEWhMR2kSXUC0qQqIU1q+5AmdRzSpLYPaVKVkCa1fbpVk2o4mvCV8Hqsra3BMAwyoAbIsgxN02AYBk2CURKf+vr66j4fj8e76gd2IuC7EHrdsQHH65DXC4zy+Tyy2Sz99hrAm8Dquk42hdKY3SiLPhqNks9rAi9jQPFBCU3TGta1TyaTPf+7a4bD4QBAEzqgJAQ02jmVSCRQLBbJ7zVAkiQ4HA5rjOp1m1JVtWE/l/X19R28m72JqqqQJMlKyuh1HA5H3VJYhmEgk8ns8B3tLXhsDpQW0Xt9jCJNavuQJlUJaVLbhzSp45AmtX1Ik6qENKnt062aVNOUAL5FmgeS5TDGaCBqgGEYKBQKYIxRZuZD8PJF4XC45ueRzWa76gfWSRhjMAwDxWIRgiD0ZPPgWiiKgsnJyboiuSAIPR8E1MMwDOi6DtM0aYwqw+l0YnBwsOYuDS6O0zhVGz5GAc374vQKoigiEomgr6+v5udRb/cLcTzOLBaLEEWR/N5DaJqGycnJhot59NurDY/Nye9V4vF4EIlEapaty+fz5PcasDU2p99eyf+PjY0hEAjUfJ4EuvqYpgnTNK1S2+T3SpAm1T6kSVVDmlT7kCZVG9Kk2oc0qdqQJtU+3axJCczmt14sFpHP5xGLxRCPx63HI5EI+vv7u+pD2Q784ywvj0WDUDWMMeTzeeTzeSwvL1s/MACYnZ2FpmlkUw9hmqaV5cT/TZ9NNYZhIJfLIZ1OV/QE0jQNs7Oz9JmVwSe6vDQdjVG14T0R1tbWkE6nrcfHxsasnkrE8Sxx7vdojKoN93vZbBbLy8tWOTEA2L9/f9cFmNuhfOcBn9AR1ei6jnw+j0QiUbFbyu/3Y3R0lOypDD7R5Z8J+b3a8Nh8dXUVuVzOepwvGpNNlSiPzQ3DoMW7OpimiXw+j0wmg+XlZWueLEkS9u/fT7/DMig2twdpUvYgTcoepEnZhzQpe5AmZR/ye/YgTcoevaJJ2V7E4+i6bm1HzOfz2NzcxPj4eFd+OO3AP076POzDswhM00Q8HofX64XD4SDR7iF4kETYwzRNK5PHMAysrKxgamqKfpNlkE21Bvd7pmkil8shm81iaGiIbOohyJ5agzGGYrFoib8bGxsYHh62MqQJsqlW4Rms3Lai0Sj5vTLKJ3OEPcpj83Q6DVEUEQgE6DN8CBqjWmOr31tdXcXExAQAmjNzyKZagzSpxpAm1TqkSTWGxqjWIE2qOWRTrUGaVGN6xZ5aXsQrhzEGXdep6SvRMXgwXqucD0G0Q7FYpDGK6Bg8ECebIjqFrutUjoboKOT3iE7CRU2KzYlOUSwWqWQW0TFIkyI6DWlSRKeh2JzoJKRJ9S7bWsQjCIIgCIIgCIIgCIIgCIIgCIIgCKLzUPobQRAEQRAEQRAEQRAEQRAEQRAEQewyaBGPIAiCIAiCIAiCIAiCIAiCIAiCIHYZtIhHEARBEARBEARBEARBEARBEARBELsMWsQjCIIgCIIgCIIgCIIgCIIgCIIgiF0GLeIRBEEQBEEQBEEQBEEQBEEQBEEQxC6DFvEIgiAIgiAIgiAIgiAIgiAIgiAIYpdBi3gEQRAEQRAEQRAEQRAEQRAEQRAEscugRTyCIAiCIAiCIAiCIAiCIAiCIAiC2GXQIh5BEARBEARBEARBEARBEARBEARB7DJoEY8gCIIgCIIgCIIgCIIgCIIgCIIgdhm0iEcQBEEQBEEQBEEQBEEQBEEQBEEQuwxaxCMIgiAIgiAIgiAIgiAIgiAIgiCIXQYt4hEEQRAEQRAEQRAEQRAEQRAEQRDELoMW8QiCIAiCIAiCIAiCIAiCIAiCIAhil0GLeARBEARBEARBEARBEARBEARBEASxy6BFPIIgCIIgCIIgCIIgCIIgCIIgCILYZdAiHkEQBEEQBEEQBEEQBEEQBEEQBEHsMk74It59992HD33oQ3jhC1+IU089FaIoQhAEfOMb32h43rFjx/DqV78a+/fvh9PphMPhwL59+/Dyl78cDz74YMNzs9ks3ve+9+H8889HIBCAy+XC1NQUnvvc5+K2226rOJYxhne96124/PLLsW/fPgQCASiKgqGhITz96U/H9773vW29/yc84QkQBAE33HDDtq5D9K4tHTlyBIIgNP3b3Nxs6/oAcMMNN0AQBFx77bVtX2MvQbZU+vvhD39Y91jTNDE+Pm4d+853vrOt1+w1etW2tnLVVVdZtvO73/2uI9fsBXrVfmhs2ll61c44FJufWMi+OmtfvRKj97rdcCh+6hy9blM//vGP8ZznPAejo6PQNA0+nw8zMzN48pOfjH/6p3/CPffcs63r9yq9blecP/3pT3jlK1+JU089FV6vFy6XCzMzM7j22mvxy1/+siOv0c30qh2Vz/k8Hg9WVlZqHre2tmYdR9iDbOr4nyzLCAaDmJmZweWXX473v//9WFpaauv6uw52gnnNa17DAFT9ff3rX697zl133cUCgQADwEZHR9lll13GLrvsMjYyMsIAMI/Hw2677baa5z744INsdnaWAWBDQ0Ps8ssvZ895znPY+eefz2RZZu9617sqji8WiwwAczgc7Pzzz2eXXXYZe85znsPOOecc615f9apXtf3+H//4xzMA7LOf/Wzb1yBK9KotHT582Dr/mmuuqfuXTqdbvjbns5/9rHX9XoBsqfR3xRVX1D32xz/+ccWx//iP/9jy6/UivWpb5WxubjKn09mx6/USvWo/NDbtLL1qZxyKzU8sZF+dta9eidF73W4Yo/ip0/SyTZW/9zPOOINddtll7PnPfz579KMfbdnY61//+rau3ev0sl0xxphpmuyNb3wjE0WRAWCTk5Psmc98Jnvuc5/LTj/9dOs1XvSiF7FcLtf265TDr9lN9KodbZ3zXX/99TWPi0ajXfm9n0jIpo7r5VdffTV75jOfyR75yEcyTdMYACbLMnvzm9/M8vl8y6+xmzjhv4hPf/rT7A1veAP76le/yg4dOmRNbBoZ0gUXXMAAsJe97GWsUChYjxcKBfY3f/M3DAB72MMeVnVeKpViMzMzTBAE9t73vpfpul7x/NraGrvvvvsqHjNNk91yyy01Hcwtt9zCXC4XA8B+/vOft/jOS5BQ0Dl61ZbKB6UTRa8IBJxetyW3281OPfVU5nA4WCwWq3nslVdeyQCw888/n4TyFuhV2yrn4x//OANgBX+hUKhjk7hup1fth8amnaVX7YxDsfmJheyLFvHaodfthjGKnzpNr9rUd7/7XQaAeb1edvPNN1c9n06n2Ve/+lX2xS9+saXrEiV61a44r3rVqxgAFgwG2Te/+c2q52+99VY2OTnJALBnPOMZzDTNtl6nnG5czOlVO+JzPlmWmaqqTFEU9sADD1QdR4t4rdPrNlXPVpLJJPv3f/935na7GQD2nOc8pyPj0slix38RzQwpm81aX8Di4mLV84uLi9bzW3cevfnNb952ZslWuOG+5S1vaet8EgpOHL1iS7SId+LpNVtyu93sve99LwPA/uM//qPqOJ4JfPrpp7Prr7+ehPJt0Cu2Vc55553HALAbbriBnXrqqQwA+8pXvtKxe+wlesV+aGw6ufSKnXEoNt9ZyL62R6/G6L1mN4xR/HSi6RWbuuqqq7Zti4R9esWuGGPshz/8obUA85vf/KbucUeOHGF+v58BYJ/61Ke2c7uMse5cxNtKr9hR+ZyPLwi/4AUvqDqOFvG2T6/ZVDNb+d///V9rV95engOe8J54rSJJEmRZbnqc2+2G0+m0/rtQKODTn/40AOB1r3tdx+6H34umaR27JgAkk0l86lOfwuWXX47Z2Vm4XC54PB6cc845ePe7341sNlvzvPK6wF/96ldxwQUXwOPxwOv14qKLLsKvfvWrjt7nXqZXbKkWxWIRn/jEJ/C4xz0OwWDQqmv8ute9DtFotOG5a2treMUrXoHR0VE4HA7MzMzg7W9/OzKZzAm/791KN9rSi170IkiSVLNny1e+8hVks9mG/VeKxSK+8IUv4Morr8T+/futWvinn3463vSmN2FjY6PmeZOTkxAEAUeOHMG3v/1tXHjhhQgGgxAEAb///e/bfj97lW6zrbvvvht33HEHPB4PnvOc5+DFL34xAOAzn/lM3XN4/6BbbrkFP//5z3HxxRcjGAzC4/HgsY99LL773e82Pe+Xv/wlLr30UvT390MURXz7299u6/73Gt1mP8DOj02pVAp+vx+yLOPYsWN1r3vuuedCEATcdNNN7b61PUs32lktrr322oa9zN75znfW7MNY/vjKygquu+46qwfR1NQU3vzmNyOXy3X0XrsJsq8S9eyLqE232U078VN5TF2L8jhpK6urq3jlK19pzfdmZ2fxtre9DdlstuF53Uy32NTq6ioAYGBgoK3XnZ+fx2te8xqrP5LP58NjHvMY3HDDDWCMVR3fbhzfK3SLXQHAv/zLvwAArrvuOhw4cKDucRMTE3j7298OAHjPe95T027m5+fxute9Dqeffjrcbjd8Ph9OO+00vPKVr8Tdd98N4Lhf5Gzte9VLdJMdcd7xjnfA4/Hgy1/+Mv7whz+0dO7a2hre9KY34dRTT7XGqUc96lH4+Mc/Dl3XK45985vfDEEQ8NrXvrbu9b73ve9BEAScd955bb2XvUg32lQjzj//fLz61a8GAHzgAx+oecxf/vIXvOQlL8HU1BQcDgeCwSAuvvjihn6sWCziU5/6FC688EKEQiFomobx8XE87WlPw5e+9KWOv49dt4inKAouuugiAMA//uM/olgsWs8Vi0W84x3vAAC85CUvqRi477zzTqyvr2NkZARTU1O466678I53vAPXXXcd/uEf/qGtxa0777wTX/3qVyEIAp72tKdt851V8oc//AHXXXcdfv3rX2N4eBjPeMYzcMEFF+CBBx7A29/+djzhCU9oOOH/h3/4B7zgBS+Aqqq49NJLMTo6iptvvhkXXXQRfv3rX3f0XvcqvWJLW0kkEvjrv/5rvOIVr8Cf/vQnPOIRj8Cll14KXdfxb//2bzjvvPPqTvZisRgOHDiAr33tazhw4ACe/OQnIxqN4t3vfjcuuuiinl3I60ZbGh4expOf/GT89re/xV/+8peK52644QZIkoQXvehFdc9fWVnB1VdfjR/96Efo6+vDU5/6VDz+8Y9HNBq1mtuura3VPf///t//i2c+85nIZDK45JJL8NjHPhaiuOtc0gmn22zrv/7rvwAAz33uc+F2u60FmZ/+9KeYn59veO63vvUtXHzxxVhdXcUll1yCs88+G7fddhsuu+wyfPCDH6x73te//nVceOGFmJubwxOf+ERcdNFFUBSlrfvfa3Sb/QA7PzZ5PB68+MUvhmEY+NSnPlXzmr/5zW9w1113YXp6Gk95ylPafm97lW60sxPB/Pw8zj33XHzve9/DBRdcgCc84QlYXV3Fv/7rv+J5z3veyb69XQvZF9EO3WY324mfWmVxcREHDhzAf/zHf6BYLOLpT386Tj/9dHz4wx/GxRdfXPFZ9hLdYlPj4+MASjFTPB5v6dyf//znOOuss/DhD38YpmniKU95Cg4cOIA//vGPePGLX4xrrrmm7rntxvHdTrfYVSwWs16zUTIdh9vK4cOH8ac//aniuR//+Mc488wz8W//9m+Ix+N48pOfjCc96UlwOp345Cc/iW984xsAgIc//OEVNnfNNddU/PUS3WJH5QwMDOC1r30tGGN4y1veYvu8Q4cO4RGPeATe9773IR6P4+lPfzr+6q/+Cn/6059w/fXX45JLLkE+n7eO5/b63//931ULfJzPfe5zFcf2At1oU8144QtfCAC45557sLS0VPHcV77yFTz84Q/HZz7zGbjdbjztaU/Dwx72MNx666247LLL8A//8A9V14vFYnj84x9vre2cc845eNaznoWpqSncdttteNvb3tb5N7HTW//s1GV94IEH2L59+xhQaq54+eWXs8svv5yNjIwwl8vF/v7v/76iXitjjH3yk59kANgjH/lI9vrXv97aTln+d/nll7NUKlX3dd/3vvexa665hl1xxRXswIEDTBAEpqoq+9jHPrbt97t1u+b8/Dz72c9+xgzDqHg8FouxpzzlKQwAe+9731t1Pf5eQqEQu+OOO6zHDcNgL3vZyxgAdvHFF7d9v3uJXrGlVstpXnHFFQwo1frd2NiwHtd1nb3xjW9kANjjH//4inN4qR4A7DGPeUxFL6Ll5WV21llnMQDsDW94Q8v3vxfoNVtyu92MMca+9rWvMQDsjW98o3XMX/7yFwaAXXrppYwxVrdkXSKRYN/97ner3nMmk2EvfvGLGQD28pe/vOoeJiYmrDIc3/ve91p+D3uNXrEtxkq10/v7+xkA9stf/tJ6/NJLL2UA2D/90z/VPI9/RgDY+9///ornvvvd7zJZlpkkSewPf/hD3fM++clPtnXPu51esZ+TPTbdf//9TBAENjQ0VHUeY4y96EUvqmmf3UKv2NnW97s1Nr/mmmsallj5x3/8x5o2xx8HwF760pdWNEz/85//zDweDwPAfvWrX7V9z3sZsq8S7doXldPsfrtpN37iMfXhw4drPs8/w639ZS677DIGgF1yySUV73NpaYmdfvrp1uewnf5+u5Fesanf/va3TJIkBoD5/X72whe+kH384x9nv/nNbyr801YWFxdZMBhkkiSxG264oaJn0NzcHHv4wx9ecwxrN47vFnrFrn72s58xAExVVVYsFm2dw3vjfeYzn7EeO3r0KPN6vQwAe9e73lV1raNHj1bonIxROU1ON9jR1jlfPB63/N8vfvEL67hG5TR5X/TnPve5LJvNWo/Pzc2xU045hQFgb37zmyvOedSjHsUAsO985ztV19vY2GCapjFVVdn6+nrL72m30ms2ZWeMMAyDqarKALCf/OQn1uN/+MMfmKqqzOPxsJtuuqninLvvvpuNjY0xAFV9Znk8dcEFF7CFhYWK57LZbNW1OsGuXMRjrPSjveSSS6qM4bzzzmM33nhj1fHvec97GACmKAoDwP7+7/+eHTp0iMViMfad73zHahB99dVX133Niy66qOK13G43++QnP1nVpLGd99tKzdX777/feq9b4ff2kY98pOq55eVlBoBpmlZThOo2esWWygelen/cvu655x4GgE1MTLBMJlN1LcMwrAW5P/7xj9bjXCAQBKHicc7NN9/MgFKD7HJH2S30mi3xoCmXy7FQKMSGh4et6/GF3m984xuMsfpCeSPS6TSTZZmFw+Gq57jg8LKXvazl+9+L9IptMcbYN77xDQaAzc7OVjx+4403MgBsenq6ZhNh/hnV8nmMMXb11VczoCSO1zrviU98Ylv3uxfoFfvZDWMT//y++tWvVjwejUaZpmnM4XB01cSunF6xs63vt9OLeGNjYzVjr1e84hUMAPv//r//r+173suQfZWgRbzW6CW7aTd+amcR7/Dhw0wQBCbLcs3zbrrpJut99eIiHmPdYVPf/va32fDwcNV7cDgc7FnPehb73//936pzeJxVnkBVzu23384AsEc84hEVj7cbx3cLvWJXX/nKVxgANjg4aPucAwcOMADsX//1X63HXvOa1zAA7IorrrB9HX7/3Uyv2NHWOR9jjH3wgx9kQGkhpPx91vref/nLXzKgpEvWmpf94Ac/sJ4v1y0/8YlPMADsmc98ZtU5H/vYxxgA9uxnP7vl97Ob6TWbsjtGDA4OMqCy5/Dznvc8BoB9/OMfr3nO17/+dQaAPetZz7Ie+93vfmfZ2urqasv33S67chHvtttuY5FIhO3bt4995zvfYdFolEWjUfbtb3+bzczM1JwIv/vd77a+uBe+8IVV17z99tuZIAhMEAR26NChhveYTCbZXXfdxV7ykpcwAOyv//qvWSKR2Nb7rTVhM02T3Xrrrezd7343e8UrXsGuvfZads0111iBjs/nqzqHv8d6wXowGGQA2NLSUlv3u5foFVsqH5Suueaamn+33norY4yxD3zgAwwAu/766+te75WvfCUDKneucIHg7LPPrnseH4y7MZO812ypPGjiQvhNN93EdF1nw8PDrK+vz8rUbCaU33XXXez9738/u/76660x7JprrmEul4sBqNgNythxweEHP/hBS/e+V+kV22KMsac+9akMAPvnf/7nisfLM8y3Zi8xdvwz+rd/+7ea1/3JT35SU9zi5/3Hf/xHy/e6V+gV+9kNYxMXLrfuVH/ve9/LALBrr722pfe0l+gVO9v6fju9iFdvkeVDH/oQA8Cuu+66tu53r0P2VYIW8Vqjl+ym3fipnUW8z3/+8wwAe9zjHlf3frie0IuLeN1iU4yVEqK+9a1vsVe96lXswIEDzOFwWPcpSRL79Kc/XXH8mWeeyQCw22+/veb1TNNkHo+HiaJYIY63G8d3C71iV+0s4j3ykY9kQOUi3v79+xlQuQumGa0I9HuVXrGjWnO+XC7HxsfHGQD2rW99izFWfxHvXe96FwPAXvCCF9R9jaGhoSrdcnNzkzkcDqaqKltbW6s4ntvp//zP/7T0XnY7vWZTdseIgYEBBoB97WtfY4yVNrr4fD4mCELdxbjV1VUGgA0NDVmP8cXMq666qqX73S67bhEvFouxcDjMXC4Xe+CBB6qeP3jwIHM6nUyWZXb//fdbj3/4wx+2vrjybbjlnHfeeQwA+6//+i/b9/uqV72KAWCvfe1rrcei0WjNhZStgVD5+906YVteXmaPfvSjrXuu97cV/vjWMpycZsF8N9ErttTKoMQX6Oz8lU8UuUBw+eWX1732Yx7zGAZUZix0C71mS+VB0x133MGAUjmC73//+wwAe/WrX209X08oTyaT7BnPeEZTOzty5EjFeXyM+vOf/2z7/e5lesW2FhYWmCRJTBRFNjc3V3VdnnVZK9Djn9G3v/3tmvd08OBBBpSyh2uddyLKFOwWesV+dsPYZJqmVU7knnvuYYyVgnpeCqieqNUN9IqdbX2/nV7Ee8c73lHzvF5dhOGQfZWgRbzW6BW72U781M4iHhedal2Pc/bZZ1ed1w30ik3VI51OsxtvvNEqN6eqKpufn7ee50lOdv6OHTtmndduHN8t9Ipd/fSnP7XsZjvlNPlicrntNcOuFraX6RU7qjXnY+x4rHP66aczXdfrLuK9/OUvZwDY2972trr3xnXLrdVVrrzySgaAffjDH7Ye4+0aBgcHbdv1XqHXbMrOGKHrulVO86c//Slj7PgCnZ0/WZata3FbfNe73mX7PXYCGbuM73//+4hGo/jrv/5rTE9PVz0/OzuLAwcO4JZbbsEtt9yCffv2AQCmpqasY8r/Xc7U1BTuuOMOLC8v276fa6+9Fh/96Edx4403Wg15U6mU1fhyKy996UttXfelL30p/t//+394zGMeg3e+8504++yzEQgEoCgKCoUCNE1reL4oirbfQ6/SK7ZUjmEYAIBzzz0XZ555ZsNjzzjjjJav36t0sy2de+65OOuss/Dd734Xm5ubAIAXv/jFTe/hLW95C7773e/i9NNPx3vf+16cd9556O/vh6IoAIDh4WEsLS2BMVbzfKfT2fQ1eoFusa3Pfe5zMAwDmqbhyiuvrDpufX0dAHDjjTfiYx/7GHw+n+17akYv21K32E8tdnpsEgQBr3rVq/Ca17wGH//4x/HRj34UN910E44cOYLzzz8f5513np2PoCvpZjtrBdM0Gz5PsXl7kH2VaGZfRCXdYjcnMn5qZFOCINR9rlfHsm6xqXq4XC4861nPwoEDB3DKKacgk8ngBz/4AV72spcBOK4jXHHFFXA4HA2v1UyrIo7TLXZ1zjnnQBAEFAoF3HXXXXjkIx/Z8HVWV1dx5MgRAKWYntNo7CHq0y12VI+rr74aH/jAB3DPPffg85//PJ7+9Kc3PL4dO7r22mvx5S9/GTfccANe/epXA4B1v1dddRVkedctj5xQut2mavGnP/0JhUIBACy9nPs+SZLwwhe+0Pa1TtZYtuusdG5uDgDg9/vrHhMIBAAAGxsb1mPnnHOO9e/19XWMjY1Vnbe2tgYA8Hg8tu8nHA4DKDkhzuTkZF1h2g7pdBo33XQTJEnC9773Pev9cA4dOtT2tYnj9IItbYXf64UXXoj3v//9LZ/PA61Gz42MjLRza3uabrela6+9Fq9//evxk5/8BA972MMq7rseX//61wEAX/3qV6sWjNPpdEsOu5fpFtv67Gc/CwDI5/O47bbb6h6XzWbx5S9/Gdddd13Vc/XGn14ee5rRLfZTj50em6699lq87W1vwxe+8AW8973vxcc//nEAwPXXX9/W/XcL3W5nHFVVAZQmjLU4evTotq5P1IbsqwTZV2t0i91sJ35qx6aGh4frPtfovF6gW2yqGSMjIzj99NNxxx13IBqNWo+PjY3h0KFDeMc73tFWsi/F8bXpFrsKhUJ47GMfi1tvvRWf+9znmi7iff7zn7eufdZZZ1mPj4+P47777sN9992H0dFR2/fd63SLHdVDFEW8+93vxuWXX453vvOdeNKTnlTzOD6OPPjgg3WvxZ/bOuZcfPHFGB0dxV133YU//elPOOOMM/CFL3wBQGkO2Gt0u03V4otf/CIA4GEPexgikQgAoL+/H06nE9lsFh/96Edt3/P4+DgA4L777uvY/dlh16VZ8cDyzjvvRLFYrHq+WCzizjvvBFC56jsyMoIDBw4AAH72s59VnReLxXDXXXcBQEvZ1DfffDMAWKvOnSAej8M0TXi93qoFPAD40pe+1LHX6mV6wZa2cskllwAAvv3tb0PX9ZbP/8Mf/oB77rmn6vFf/OIXWFhYgMfjqcik6hW63ZZe+MIXYmBgAH19ffjbv/1bW+dwR17Laf/3f/93R51tN9MNtnXrrbfi4MGD8Hg8SKfTYKVS3VV/fEHkM5/5TM3r1PN9/PEnPOEJtu+pV+gG+2nETo9NPp8P11xzDRKJBP7pn/4JP/rRj9DX14crrriivTfQJXS7nXH4ZP/ee++tei6bzeKWW27p6OsRJci+yL7aoRvsZrvxUyObuvvuuzE/P1/1+OMe9zgIgoBf//rXloBXzo9+9KMKsa6X6AabAtB0DmYYBhYXFwGgYhGF6wg8GapVKI6vTbfYFVCqdgEAn/rUp/Db3/627nFHjx7FP//zPwMA3vSmN1XsWHnyk58MAPjP//xP26/Lq2m0o291C91kR/W47LLLcMEFF2Bubg4f+9jHah7z+Mc/HgDwP//zP4jFYlXP/+hHP8LS0lJN3VIURVx99dUASjvwfvrTn2JhYcFWFbNupBdsqpzbb78dH/3oRwEAb3jDG6zHZVnGxRdfDAD4xje+Yft6fCz7zne+Yy1a7gg7UrSzjGZ1WVdWVqx63Ndffz3L5XLWc7lczqo7GgwG2ebmZsW53/3udxkAFgqFKnqXZLNZdsUVVzAA7Nxzz2WmaVrP/c///A+75ZZbKh7jfO9732N9fX0MAPvIRz6yrfdb3v9A13WrYfSXvvSliuN/8IMfVDQd3kq9xznUE+843WJLrTbqvPzyyxkA9sxnPrNmrfGNjQ32iU98oqLmM69BDZQanZd/Hqurq1ZvhNe97nUt3fteoddsaWsN8kbU6zt11llnMQDsX/7lXyoev/322637qzUW9dIYxVhv2Na1117LYKNfz/r6ulWD/O6777Ye558RAPbBD36w4pzvf//7TJZlJkkS+93vflfxXK1eL91GL9gPY7tjbOL85S9/YYIgWMe94Q1vaOm97EV6xc62vt+tvcluvfVWBoD5fD527733Wo9nMhmrn1ktm6vXy4zTqz3NOGRfJdq1r161n16wm+3GT+9617sYAK6K0JcAAQAASURBVHb++eezeDxuPT43N8fOPfdcy6a2xklPe9rTGAB26aWXsnQ6bT2+vLzMzjzzzLrn7XV6waYYY+zFL34xe8c73lEzztnc3LTeh9frZdFo1Hpubm6O+Xw+pigK++hHP1qzP9Tdd9/NbrzxxorH2o3ju4VesSvOK17xCut+v/Wtb1U9/6tf/YpNTU1ZY8zW+zhy5AjzeDxWrK7resXzc3Nz7I477qh4jPfW++Mf/9jWPe8FesWOms35fvGLXzAAFT06t3L++eczAOzKK6+s+ByOHTvGTj31VAaAvfnNb655/fvvv58BpR54z3ve87b1W9jt9JpN1dPLU6kU+/CHP8zcbjcDwJ7//OdX3cPtt9/OFEVhPp+PffnLX6563jRN9tvf/pb96Ec/qnj86U9/OgPAHvvYx7LFxcWK57LZLLvppptaei92OOGLeHfeeSc7cOCA9ef1ehkAtm/fvorHy7nhhhuYJEkMABseHmZPe9rT2NOe9jQ2NDTEADBN02o6DMYYe/3rX88AMEVR2OMe9zh2+eWXs+HhYQaAjYyMVDRkZOz4xHtgYIA9+clPZldddRW75JJL2PT0tGUIL3vZy5hhGG29f/7D+dznPlfx+Ac+8AHr+hdccAG78sor2SMf+UgGgL31rW+ta4SNjJOx7hbIe9WWWl3Ei8fjlt05HA524MABdsUVV7BnP/vZ7JxzzrE+j2w2a53DBYJnPOMZbHp6mvX19bFnP/vZ7LLLLmM+n8+aIKZSqZbufbfS67bUCaH861//unUvZ599Nnv+85/P/uqv/oqJoshe8IIX1B2LunmMYqz3bCuZTFoBEW8O3AieZFCeEMDHq7/7u79joiiyhz3sYezKK6+0mlIDYO973/uqrtWNi3i9Zj+c3TA2lfOkJz2JAWCiKLIHH3ywpfeyF+hVO+PUi80ZOy5uu1wu9uQnP5ldeumlLBKJsKGhIfbiF7+4ps3RIl4lZF+dta9esZ9es5tOxE8bGxtsbGzMEiSf+cxnsgsvvJC53W524YUXskc/+tE146T5+Xk2Pj7OALBIJMKe+9znsmc84xnM6/WyRz3qUeyCCy5gANhtt91m673sVnrNpjiXXXaZdf4pp5zCLrvsMnbllVeyCy+80Fo8cTgc7Jvf/GbVuTfffDMLhUIMABsaGmIXX3wxe8ELXsCe+tSnWrZ2xRVXVJzTbhy/V+lVu+IYhsFe97rXWQlvU1NT7FnPehZ73vOex8444wzrNa688soKvamcm266ybLFkZER9qxnPYs9+9nPZo94xCOYKIpVfvC1r30tA8DC4TC74oor2Ete8hL2kpe8pK373y30qh3ZmfM99alPtV6jlgZ68OBBNjo6ao1Tz3ve89jTnvY0y6dedNFFFQtSW+G+EQBTVZWtr6+39B52K71uUzxW5n/Pfvaz2YEDB5imaQwAk2WZvfWtb2WFQqHmdb785S8zp9PJALCJiQl2ySWXsKuuuoo96UlPYgMDAwwAe9Ob3lRxzvr6urWo7HA42MUXX8yuvPJK9vjHP54FAgE2MTHR0nuxwwlfxPv5z39e8QOs97eVO++8k73oRS9ik5OTTNM0pmkam56eZi95yUvYPffc0/A1b7zxRnbhhReyQCDAVFVls7Oz7HWvex1bXV2tOvaPf/wje8Mb3sAe/ehHs+HhYaaqKnM6nWx2dpa98IUvZDfffPO23j9fmPvGN75R9dw3vvEN9qhHPYr5fD7m9XrZBRdcwL74xS8yxuov1tV7nNPNAnmv2lKri3iMlXZ7fv7zn2dPetKTWH9/P5NlmYXDYXb22WezV77ylVUZBOUCwerqKnvpS19qvYepqSn21re+tWsW8BgjW+qEUM5Y6XO88MILWSgUYm63mz384Q9nH/7wh5lhGD27iNdrtvWf//mfVqBmJ+C68cYbreCNB1Dli3E/+clP2IUXXsh8Ph9zuVzs0Y9+dN3AsRsX8XrNfji7YWwq5/3vfz8DShnE3Uiv2hmnUWyezWbZm9/8ZjY5OckURWFDQ0Psb/7mb9jS0lLdxTpaxKuE7Kuz9tUr9tNrdtOJ+Imx0q6Vq666ivX39zNVVdm+ffvYO9/5TpbP5xvGScvLy+y6665jQ0ND1nzvjW98I0un02xmZoYBYPfdd19L72m30Ws2xTl27Bj7zGc+w17wghews846i4XDYSZJEvP5fOycc85hr3/96xsmKC0tLbG3vvWt7Oyzz2Yej4dpmsYmJibY4x//ePae97yHHTp0qOL4duP4vUqv2tVWfv/737OXv/zl7JRTTmFut5s5HA42OTnJXvSiF7Fbbrml6fkPPvggu/7669ns7CzTNI35fD52+umns+uvv77q88hkMux1r3sdm5qaYoqitKyN7UZ61Y7szPn+8Ic/MFEUG37P0WiUveENb2CnnHIK0zSNeTwe9shHPpJ99KMfrbtIw/n0pz9tXfvZz352W+9jN9LrNlX+J4oi8/v9bHp6ml122WXs/e9/P1taWmp6rUOHDrG/+7u/Y6eddhpzuVzM5XKx6elp9qQnPYl96EMfYgsLC1Xn5HI59pGPfIQ9+tGPZj6fj2maxsbHx9nTn/509uUvf7mt99QIgTFqXHSiYIxhYGAAa2truOOOO3qylxhBEARBNOIJT3gCfvGLX+DnP/95z/bLIHYX55xzDn7/+9/jpptusnrEEN0BxebEiYTsi9jrHDlyBLOzs3C73YjFYhBF8WTfErHLoTieIAiCIHYGispOIJ/73OewtraGcDiMs88++2TfDkEQBEEQBNGAb33rW/j973+P0047DU95ylNO9u0QHYZic+JEQvZF7AUYY7jzzjurHp+fn8eLXvQiGIaBq6++mhbwCIIgCIIgdhHyyb6BbiOTyeC6667DAw88gF//+tcAgHe9612QZfqoCYIgCIIgdhvr6+t405vehI2NDdx0000AgPe///0QBOEk3xnRCSg2J04kZF/EXsMwDJx33nkYHx/HqaeeimAwiPn5edx1113I5XI488wz8c///M8n+zYJgiAIgiCIMmh20WEKhQK++MUvwuv14jGPeQxe85rX4LnPfe7Jvi2CIAiCIAiiBslkEv/1X/8FWZYxOzuLt7zlLbj00ktP9m0RHYJic+JEQvZF7DUkScLb3vY2/PSnP8Xvfvc7bG5uQtM0nH766XjWs56F17zmNfB4PCf7NgmCIAiCIIgyqCceQRAEQRAEQRAEQRAEQRAEQRAEQewyqNA5QRAEQRAEQRAEQRAEQRAEQRAEQewyaBGPIAiCIAiCIAiCIAiCIAiCIAiCIHYZtIhHEARBEARBEARBEARBEARBEARBELsMWsQjCIIgCIIgCIIgCIIgCIIgCIIgiF0GLeIRBEEQBEEQBEEQBEEQBEEQBEEQxC6DFvEIgiAIgiAIgiAIgiAIgiAIgiAIYpdBi3gEQRAEQRAEQRAEQRAEQRAEQRAEscugRTyCIAiCIAiCIAiCIAiCIAiCIAiC2GXQIh5BEARBEARBEARBEARBEARBEARB7DJoEY8gCIIgCIIgCIIgCIIgCIIgCIIgdhm0iEcQBEEQBEEQBEEQBEEQBEEQBEEQuwxaxCMIgiAIgiAIgiAIgiAIgiAIgiCIXQYt4hEEQRAEQRAEQRAEQRAEQRAEQRDELoMW8QiCIAiCIAiCIAiCIAiCIAiCIAhil0GLeARBEARBEARBEARBEARBEARBEASxy6BFPIIgCIIgCIIgCIIgCIIgCIIgCILYZdAiHkEQBEEQBEEQBEEQBEEQBEEQBEHsMmgRjyAIgiAIgiAIgiAIgiAIgiAIgiB2GbSIRxAEQRAEQRAEQRAEQRAEQRAEQRC7DFrEIwiCIAiCIAiCIAiCIAiCIAiCIIhdBi3iEQRBEARBEARBEARBEARBEARBEMQugxbxCIIgCIIgCIIgCIIgCIIgCIIgCGKXQYt4BEEQBEEQBEEQBEEQBEEQBEEQBLHLoEU8giAIgiAIgiAIgiAIgiAIgiAIgthl0CIeQRAEQRAEQRAEQRAEQRAEQRAEQewyaBGPIAiCIAiCIAiCIAiCIAiCIAiCIHYZtIhHEARBEARBEARBEARBEARBEARBELsMudaDd999t+0LaJqG4eFhFItFAABjzHrONE3rMcYYTNOErusoFArQdR2GYUDX9eM3I8sYGRnB0aNHbb12X18fBgcHIQhCxeOFQgEHDx6suJdGDA4Oor+/v+ExxWIRyWQSi4uLGBgYQDqdRiaTsf0aWxkYGEAul0MikQAAuFwuDA0N4ciRI/D7/QiFQnA4HG1dezfSik0NDQ1BVVUYhlHx+fJ/l9uVYRgoFosoFAqWPfHnASAUCsE0TWxubtp67cnJSXg8nqrH4/E45ufnbb+H6elpuFyuhsfkcjmsrKzAMAy4XC4kEgkUCgXbr7GVqakpHD582Prv4eFhyLKMhYUFRCIR+Hw+yHLNn/yeoxV7AkrfB/9suR2V/3/5n67rKBaLKBaLlk2V2+Hk5CSOHDli63VVVcX09HTV584Yw9zcHJLJpK3ruFwuTExMQJKkuseYpolMJoO5uTkEg0Houo5UKgXDMGy9xlYURcHAwAAWFhasx6amphCNRsEYQzgchtvtrhp/9yqt2JTX60V/f3+V3+M2VP5vbkPFYhG6rlu+j+NwOBAOh22PL0NDQ+jr66t6PJvN4oEHHrD9HkZHRxEIBBoeUygUsLm5ibW1NYTDYSQSCWSz2brHpwomjsWLiOcMGAyQBMDvkDDqV+BRRYyNjWF1dRX5fB5AaXz2+XyYm5tDX18fAoEANE2z/R52M62OUWNjYxAEAaZpNvR7pmlafo/blGEYFX5vcHAQ8Xi84XdVzszMDJxOZ9XjGxsbWFxctHUNQRAwMzPTNG7JZDJYXFyEoihQFAXJZNL6HbXDVr83OjoKwzCwvr6OgYEBeL3ehuPmXqIVm5IkCRMTE1V+D6gfm5ePU+XxlyiKGB8ft+33PB4PxsfHIYqVeYKGYeCBBx6wHecEg0GMjIw0PMYwDKRSKRw7dgz9/f3I5XJIp9MVv4dW8Hq9cDqdWF1dBVCal0xMTGB+fh4OhwP9/f1NY7u9RCs21d/fD4/HUxUT1fN7W8eocr/n9XrhdruxvLxs67XHxsbg9/urHk+lUrbtEgAmJiawiU387Y//FqIgwqNWx/vMLMWBhmlAluTS+MrasycA0FQNhUIBDKXPSJEViKKIQqEAWZEhSVLNOCqaiWI2MItPPPETEIW9kXPbqt+bmpqqqR9sjcvLY3M+Vm21w7GxMSwsLNj67YuiiJmZmZrxxsrKCqLRqK37l2UZMzMzUBSl7jGmaSKXy2Fubg4ejweCICCZTFboH60giiJGR0cxNzdnPTY2NoZsNotUKoWBgQF4PJ6q8XevQppUNaRJbQ/SpKohTap9SJOqhjSp7UGaVDWtalLN2OuaVEdGz0KhUPGjapetzq4ZsVgMoVCo6gOWJAmyLNsShgRBgM/nq/s8Ywy5XA6maVpiFp/cbwdZliuCxUgkAsMwMDExAYfD0TXBdzs4nU7Mzc21PcEpRxAEZDIZ28cnEomaAVMr30d/f39NQZRjGIYVbHOH2co92kFVVTidThSLRUxPT+/qQWinOHbsWEeu04pdFgoF5HK5KpsSBAEOh8N2wDQwMNAwWCoUCsjn81hbW4NpmlhfX7d9j/WQJKlqYUAURYTDYTgcjq4RxtuBLz6sra1t+1p80meXtbU1+Hy+KtGole9DVdWa4xyHMYZsNgvTNC1/t7KyUvPYhUQRt81l8PulLKJpAwWTwTCPTzAkUYAqCgi7JTzhNAFnh0xEXKUgOxgMVoxR3RJ8t4OmaTh06FDHrtdKYJvJZGr6rFb83uDgYEM/o+u6tbiSy+WQy+VsX7sR5ZNZt9ttiS2Tk5NQVbUjr7EX4SJlJ/weXzi2SyqVQi6XqxKNJEmCqqq2haFaE8NycrkcDMPAwsICGGO2hfdGKIpS4eOHhobAGMPo6Cg0Tetpv+dwOBCNRpFOp7d9LdM0WxqjYrEYPB5P1effyvfBFw6/c+93kNWzGHANVB7AUFqsY4BulGygqLefYGAhwFrAAwBREsEYK/k8sb7P86peHE4cxj1r9+Cs8Fnbv49diCRJFULvdtiazNII7odq+axWhOWhoaGGC3jFYhGZTAa5XA66rtsW75tR7vdCoRAURYEkSejr62t4P70AaVKtQ5pUfUiT2j6kSVVDmlRrkCZVH9Kk2kMUxQqb2mua1LYX8fL5/EkTShwOR82so/KV52YoilL3SzIMA4lEAouLi/D7/XA4HB0TnrZmXkqSBEmSej74BkqBsN/v78ign0gkqjI36iHLsuUkthOwNvrh5/N5rK6uIh6PY3h4uO3XqAcfkGRZhiiKcLlcXZPptB06ORAXi0XbQqTD4aj72q1MDus5Q8YY0uk0jh07BsYYIpFIRwQ2oHqSoGkaFEUhe0IpC7LZDhG7cHuygyiK0DStpu20koGrqmpdu9R1HbFYDCsrKxgYGKgKcjgPbBTw7b8k8OfVPPKGCVkUoEoCPIoIWSz95hhj0E2gaDIsJnV86fYFfE1gOC2s4Zmn+bBvH41RnGw2C7fb3ZHfL/d7dsQdLv5tl0Y2lcvlsLS0hHQ6jdHR0W2/VjmCIFi2pqoqFEXpedEJKPmXTk5qeVxkx285nc66sbldvyeKYkPfyXffqaqKQCCAjY0NW9e187rl9yjLMlRVpTEKpcl6X19fR8aobDaL0dFRxOPxpseKoghZluvalF14bH7P+j3WuFF+HZ6VfCLmYXyMEvj/RKFpXKpJGhKFBA5uHuzaRTzDMKAoyrZ2Y3Oy2Sw8Hg9SqVTTYxv5q1ZsqtG4kMlksLCwgHw+33G/V+7fymPz3S46nWhIk2oP0qTqQ5pU+5AmVRvSpFqHNKn6kCbVHlvnmXttjKp5l0NDQxX/zcUR7sAURYGqqpZA1O72/VpEo1EMDw+DMYZCoQBN06wfbnkJBMMwkM/na2YH8y2iduBZdFudJGMMiUTCcrSpVAr9/f22S780Y2FhAWNjY5AkCYlEAocOHcLw8DBCoVBHrr/b2GpTgiBAkiQsLS1Z2bW6riMej8PlcnUsW7FYLCKbzWJ8fByJRMIS+fiEGjguLPHt6rXs2W7muCRJcLvdAFBlU8ViEUtLS9YEs90t5fVYWlrC+Pg45ufnkclkcPDgQczMzOyZwagVttoTUAp4s9kskskknE4nFEXB5uZmR8SBcqLRKCKRCGRZRiqVgqZp1mdcXgLBNM26Y5Su67YznniWkWmaVcJTNpvF0aNHK8qedYpMJoNgMIhwOIxoNIqjR4/C7/djbGysY6+xm6jl9zRNw8rKihUoSpKEtbU1yLLc0d/v+vo6RkZGSiW3HvK39fwez8LdSit2Hg6Ha04OTdO0giWg5Pc8Ho9VYgcA8rqJ79+fwg/uTyKrm3ApIvrU2uXABEGAIgGKJMClAABDETJ+v5TDvdE8fr98J15+0WkY6Avavve9Qq0xin/mq6ur8Hq9EEUR+XzeGkd4SYftkslk4Ha7MT4+jng8DofDYQl85X6PZ9zVel2e+WYHTdOsTN+tNlUoFDA/P2+9Rqf93vr6OkZHR7GwsIBYLIbNzU2ccsopXbmIVy82j8fjKBQKUFUVmqZhfX29qvTTdllZWUEkEoEoishmsxW70srHKO736o1RdkXHwcFBqKpaU8DiJXqA0gJxf39/xxbx1tbWLB+3sbGBw4cPY2BgAAMDA03O3JvUGqcURcHS0hKcTqe1eBaLxeByuTomGpumiXg8jtHRUaTTaWuxtFZsrut6R/xeIBCAyUzcH7sfqlQmUjBAL+rW7jtmMoiCuK0SmuUUCgWoiopCseTfc/kcNFWDIDUW8vhn8cCm/ZJEJ5t6sXmhUMDGxgY8Hg9kWUYymUQul4MkSR2L0WOxGCKRCILBIBKJhGW/QGXpO9M0rXJ3W+EJAnbgCyn8vPJxKpfL4ejRo9ZrdHIs5mXKhoaGsLy8jKWlJWxsbGB6erordyOQJkWaVKchTYo0qU5CmlQJ0qQ6B2lS9jSp7TA3N4exsTGsrKwgm83i4MGDdUv370ZqjqRLS0s1Dw6FQpAkCalUCoVCAaOjo1AUZVs1k7eSy+WwuLiIyclJ5HI5LC8vN1xxdTqdcDqdFV96rVV/l8sFTdNgGAa8Xi8EQbAErGQyaRmoIAjIZrPIZrMVpXl0Xe+o4zFNE0ePHsXExAQMw9hWD4+9QC2bkiTJquWey+XgdDoxPj5eEYx3go2NDWsHwPz8fN2gCCgFcqFQqKIMlK7rVWWaZFmG2+2GaZrQNM3KwOOTK13XrdJRxWIR6XQaiUSiYnKYyWRsZ43agfdcmJ6etsqydXIys5uoN0a53W709fUhFotZ4l6nyzaYpomlpSUMDQ3B6XRaNeTroet6VWZHNputGjcdDgfcbjdyuRx8Pl9F6QA+RgmCAEVRkM1mkcvlrFrg5ffWSRYWFhAIBDA4OIjl5WXLoXdjtm8tmxIEAf39/dbvWpIkjI2NQVGUjgURQMlnpdNpzMzMYGVlBRsbGw2/Sy4elX8PW+9na0YRL1VgGIb1PcqybD2fTqeRzWYryjFks1kMDw9b145lDXzkN+u4fz0PTRLQ56y9eFcfAQpMDAWcWE/l8M0/x3Eo8Rd88Pnnot/TXeVV6o1RiqIgEolgc3MThmFYY5YkSR0NwqPRqFUnf35+vqGIJElShSAJwBJdt967x+NBoVCwSldyv8cnj6IoQlVV5PN5ZDIZbG5uViwSFovFqtJN2yGRSCCTyWBiYgKHDx9uabfXXqOeTfn9fvj9fmsxLxKJQNO0jvp/XdextLSEsbExyLKM1dXVhvYqSRJcLleFqJzJZKq+G5fLBafTiXw+D5/PVyFmJZNJK4tckiTL722NDzsd58zPz2NwcBChUAgbGxsds9XdSC2b4iWKCoUCstksVFXF2NgYNE2ra4PtEI/HkUqlMDk5icXFReRyuYbf5dZdNrXKNImiaPUd4zbIx4RcLoej8aNIFpJwSA/F7EZpUYcv4OWMHPJ6HoqowCk4OxLrMMaQL+Th0BzI5/NgD/3PDrIo4y/rf9n2PewU9exD0zQMDAwgFoshm83C5/PVFD63y8rKCvr7++H3+7G4uNjwt8uTXcptKpfLVc3JeKmnfD4Pr9cLWZatcSyVSll+U1VV5HI5ZDIZbGxsVIyPnRbIo9EonE4nxsbGMDc3Z5US7cZFPNKkSJPqNKRJkSbVSUiTIk2q05Am1VyT2i6GYeDIkSOYnp7GsWPHUCgU9pTfaykC2Cro8ACYZwB0cqJ75MgRjI2NoVgsNnQoKysrcLvdloMrFotQFAWjo6MVK8XZbBYulwuxWAyLi4tVjkQQBCvwqvd6nf5i+fZnHuB1MvDcCxiGUTFI5XI5xGIxDA4OYnh42HYzaTvk83ksLy8jEok0rEPNGMPq6qqVkcbvc3BwsKoZdjqdxsDAAJaWlmrWIRYEAcFgEPF4vKZDTafTGBwc7FjABJSy18vfXzeLT7XgjoeztLRkOblgMIhYLNax1+JBUzAYbFiHOpVKIZVKWQ1bdV2HIAjWGMV3xHCh2+121xRIuSjl8XjqZgUWi8WObjUHAJ/PZzW45dnL3ZhJV4tafZZSqRT8fj/6+/s7Un+8nMOHD2N0dNTaeVCPxcVFOJ1OazJQKBTgcrkqBEtd163yUmtra4jH4zX9nsfjsY7dSnlwHMsa+L+3reFwrICAQ4LSZBdBPSSpZJ9eVYRDEnD3YhKv/erv8W9XPLzrFvJqUSwWK0rp5HI5azfZyMhIx/okAKWJlizLiEQiDcv3GIaBjY0NDA0NQRAEmKYJxhhGRkYq/B4X9fn1tmbacVsJBoPY3NysOQ4lk8mOlSbiDA0NVXxunRZMdzvxeLyiLCFfeBkZGYHT6dxW4++tzM/PY2RkBF6vt2F2+sbGBnw+nzVR4yLS2NiYZV88i5OX06slkAqCAFVV4XA46pZebOTvGGM4Gi/iV0fT+Es0j2yRwakIONOXxzNz38SpxkGkBx+Jtf1XgYml0mG8fCPf5ZDNZrtWKKiFaZoV/Say2Szi8Tj6+/sxMDDQsR5mQOm3Ojc3h6GhoaaLLouLixWZ/LquIxgMIhQKWTusuC/r6+uzxIdy7orfhUw+A6fDiUK+ULHbLmNksF5YL/lJAXCIDgxodXZgMkDS05CKScDUAUGGoXpgym6wGnYiyzKKevH44p1NLVOTNCxnlhHPx+HX9kZ2cC3y+XyV3xMEAWNjY5Yg1ynW1tYQDoctG2h0T8lk0uq9aRhGVWzOdy8Ui0WEQiEsLS1V2SjfjRAIBBCLxWoK1dlstuNjcTgctvxeq/3bugHSpEiT6iSkSZEm1WlIkyJNqpOQJtX5eZjX67USYIG9pR9s2+rT6TSi0WjHRRmgJBYMDw83dSiZTMYSAXjT9VoDBm9YX69mebNGrp38YkdGRqAoijUQAThpddx3G8vLyydke3Q6nbYylBpNpHhWnyzLyGQyWFlZqRvM6rpe9znGWMMST9utc16OpmkYHh62Msg4veLYGsFFotHR0Y4GTACsnQnNiEajljPb2NiwduFsRZZl9Pf313yO92xpJJymUin4fL6OlP7o7++H1+vFysqKNWaWl5LpZeLxOGRZhsvl6mgDcNM0MTc3h0gk0jBg4rsKRFFEoVCwSgHU8m08k64WjLGmJTQMw0BeN/GR36zjyGYBQacEWWwjiBIAVSn5OD5mKpKAflXGX5YSePONf8RHX/AIOJTuyyS3w7FjxzA+Pt7x6/IyeM12+sViMYRCIUs0ikajdcth6Lpe8zluf438Xj6fRzgcbvFd1MbtdmNgYADxeNy6H0EQaIxC6Te2sLCA/v7+jgrHQCkbdmRkpKmf2dzctHYbrK2tIZFI1IzNC4WCVUJsK4wx5PP5hqVmc7lczZ4gmzkD/3VnDPes5lAwGGRRgCgAG1mGY6sp3ML+Cucpo3hL8tsIKh5szD4HkUgELperYsHB6ezMjqy9ztramlXGp5NiHJ+7eb3ehjEaL8fKSw8vLS1ZGbxb8fl8NW0mqSchQAAzq3fDpfQUGGOQBAkQgJyZQ8EsQBUr52YCY1AyKxCLaQAMEASA5SAWUzAVN4quQWshT4Bg7Vgu6Mft0649yaKMnJ7b84t4tWCMYW5uDhMTEx2/djQatRWbr66uWjs34/E41tfX69q23++v+RwXPhv5vVQqhXA43JGxOBAIWH1A+ZjJS2v1OqRJtQdpUvUhTap1SJOqD2lS7UGaVH16TZPqBKIoWr2Ky/3eXhqjOnKnqVQK09PTHQ+Y/H6/rYA3lUohk8k03V6ZTqfh8Xja7p3h9XqRzWbb3sapKApCoZBVemNruY3y7fK9TiKRwPDwMBYXFzt6XbfbXTebu5x8Po/Dhw83zR7ZzmDCyx9sB7fbjUAgYPUtKS/54HQ6KQh/CF67227zX7vYzTDiGb/Ly8sNy0lst0RKIBCApmltB0yiKCIYDMLlckEURRiGUREQcJGfKAnUk5OTeOCBzvarGRgYsJUJmc/nsba21tRH8rIw7YpHPp8PPzx0EPev5+HXWl/AEwSh1I9NFABWXSddkWX0uWX8YT6OL/7mKF76uOm27rMbyOVy6Ovr63gsZadePu+Bt7S01HRM205WJS+fuB18Pp9V3mWrMOHz+TpermavUigU4HA4Op4Jq2marX4HvOfL1hI7W8nn81Yfq3bgpVzKs+g3cwbe/6sojm4W4VZEeNXjDcwFswg1F0Na1PAr/XS8Lu3D+1KHrEX0TCZTESd4vd627qsbicViGB0dxZEjRzp63WbZ45xisYhjx441XUSsN97ppg7YdGFCnQOlfAxiMQUI0vFddwIggEEspiHn1mG4ByBLx/1eoVi5gCfY9KOCIMCEiaLZ2T46uwld1ztaxo1jZ6GUx7h2/N52SsH5fL5tz/cCgQA8Ho8Vg5ePl319fXtKfDqRkCZlD9Kk7EOalD1Ik7IHaVI1YAyCkQcTZUAsvSZpUvbpJU0qGo22nUioqir6+vqslhNLS0vWb0AQhIq2Irudjlg+b3oeDAY7cTkAJZGAl2RqRiaTseUYCoXCtsSjQqHQUrNDWZYRDocxOjqK4eFh+Hw+y1nzurY8wzccDm9b2Oom4vF4x519X18fisWirSCHZ1Y2g5eIagdd1yGKYksOyOVyYXh4GKOjoxgaGoIoipaYZpomhoaGrPsZHBykSV0ZS0tLGBwc7Nj1RFHE2NiY7QlYea+fRmxHKOB1yu0iiiICgYBVyq+/vx+pVMrKtJdlGX6/33JsvDQacVz86eSCgcfjgcPhqNlDYyuZTMbW75uXL2iXP87H8IODKWiSYKuEZqlGvgxVVaAoCkSpFHjzDQuKqlgCpqIoEEUBqixCU0R84TdHcc9i8wltt7K6ugqfz9fRa0YiEdviKC+l2YztLAjxLHW7MMbAFCcUXxi+vggikYjlw3lZxoGBAat/TDgcpl1TZaysrHTU78myjKGhIVsZxDyzu5lP224GeDqdroifGWP4rztjOLpZRMAhwamIlTYhyhAkGR7kEBYSuM8cxr8sP9K6B7fbbe3O8fv9JGaWkcvlYBhGR4WTYDAIQRBsiVmFQsHWa9fzewys7uKcT/ZBFEQYzIDJTLgkV41deCakQgIQBDBBgMBMCGYRAjMBQYQgiJCKKYh4qDfnQ6bP+8cAJb9nd4zi92qwvVPip1WWlpY6tjubMzIyYksc59jxaTsZmwMlsWpkZAQjIyOIRCIoFApWXyJBENDX1wdRFK2etkQJ0qRqQ5pU+5AmVRvSpNqHNKkScnYNffd/BdM3/y1mf3oN9v/sWuy772OYwDH09/WRJmWTXtGkdF23SsHaQVVVRCIRa4xyu91IJBJgjEEURQwPD1u914eGhvZUEnDHRtNMJoNwONyRrcETExNIpVK2Mz1N07RlONttqNrsfB7k+f1+FItFJBKJijqrALBv3z6IoohkMolcLmdl/hYKBRKetsCFgu1mkDudTquxrN3MvHw+b6tBNs+ka2WyuPV1/H5/3d+N1+tFKBSCqqrI5/OIx+MVfWNkWcbExIRVj1hVVczOzlp1+Inj8HIUnWBkZAS6ruPYsWO2M9/s/r63a++NzpdlGYFAAMFg0Nq2Ho/HKyamAwMDcLvdSCaTiMViGBkZweDgYE/VHbdLOp22soK2y+TkJOLxOObm5mwdn8lkEAqFmpYeKBQK2wpKPvv/jiJbNBHQak/suIhU2hVV6veh60aFv3Q6nTAM46GJKKCpGoDSv/m2iIBTwXIih/+89TD+7YqHt32/e51O7ZgKBoNwOp3Y2NhoWAajHF5vvlmsUygUtpVBqus6HA5H3fsKBAJQXV7c+uAmvv27BTwYXYZumhABjPoVPPGUAF7whDHEVpegaRo8Hg+CwSB0XadM3y1kMhlEIpGOXGtsbAz5fB5zc3O27dSuILSd+Hzr4vPReBH3rObgVkTIYqlflSRLkCUJrJgDUqswRQkCGCRmwqMI+H1hFItphj65iI2NDQwPD1ulYahMXSVcfLYzsW+EJElWSalGPTvL4SXImo09vC/e1gQGWZCrymhyHFKpB17ezENTNLglN4r6lr6fZhECMwBBKu2oM3QADGAMpiA+tLBnwCxkoXlLY5JQ2qZnZf7WW0SsBT9+62JiN9HJXcKRSASCIGB1ddXWbmHAfmy+3TJOjd4nT6jjC9qZTAbxeLyiX1ogEIDX67V6Rw4MDFilzsjvVUKaFGlSnYY0qWpN6mj0KH5094+QLCbhkT04N3QuDkwcIE3KBqRJAe7UYYze+V7ImRUwUYEpKTCNAsSDP4T2wM+Qnr4c/se9njQpm/SCJsX1g3o4nU4Eg0F4vV4UCgXE43FsbGxUxINnnnkmksmklUQxNTVl9e3bS36vY9afy+U6ugWx1fICOyEUlGeYAKUVar4abJomQqEQgFL9bJ4NXu5wuUPjk4t8Pm+VO9pL2zd3ilgshomJCRw+fHhb15FluaJZsx2y2SwcDkfTgImXgWo3YCoWi1Zza77AwgVv3tOD92cZHR2tWMADSo7bMAzE43E4nU5Eo1GMjo5CURQKmGrQqbI9giDUrSHe6Bw7bEco4FvUeT8Gh8OBUChk9cMKhULQdR2ZTAaiKMLr9VY4e57dm06nEYvFEIlEkE6nO5rR2k2kUilEIpFtB0x8YtiK4GBXKADa93sLiSJ+dywBtyZBEExAACRRgiRxfys89O+Sr1NUBWzLAt7xZuw6BFGEoRvWrqnyn4QgCPA6FNxxdAMPRlOYDvdmhl08HsfY2FhFjfZ2kCQJmUzG9gIeUPJnfHLeiO2UgRJFEdlsFn6/H7lcDoqiWH5P13WEQiHcdt8i3vPNP2JpMwNJkqCAQREBkwEPbORx+PZ1fPe+X+Pah7lw8cNnsL6+jqGhoYd2dlJplXL4b7ETZXsEQcD6+npLk/qdEApUVa2IzX+7WIDORPS5FACCNU7quSTk2AN4KHsATBBQ8IxDkZ1IF4Bv/O+DuOJ0D1wuF3K5HDweD4njNYjFYhgfH8ehQ4e2dR1Jkixx2S685HAzoUDX9ZoxsENyWLsaatmmKqqlP0W1dtEJECBJEkRJBIqGtShXqy4nf4TbnKGXhCa9qFu78VoRCQxmQBIkuJTu3g2ayWQwMDBQUX6tHURRRCKRsL2AB9hPXtlOGShN0yyBLZFIQNO0UrKKqlqxeTabhSiKyGQy8Pl8VaXOBgcHkc/nsbGxgdHRUcTjcfT39+8p0WmnIE2KNKlOQ5rUcU1q7tgcfrb5M3z1z19FRs9Y4+f3176PZ7Fn4VHyo0iTskEva1JmegPBX/87WGYVpisMiDJEQUAxnwcUD8RCEn0PfBPSvvOQ9lxKmpQNul2T2nq+KIrweDxWBSNBEODz+SAIAo4dO4bh4eGqBTy+e31jYwNOpxObm5twuVxQFGVP7cIDOlROk5PL5aygYTtks9mWJ847lVGQzWat0hY88F9YWICmaVhcXMTS0hICgQASiQS8Xi+mp6ehqqolXAmCgEgkgng8jlAohKNHjyKbzVKmbw1SqVRHflDJZLLl6/Bs32ZstwwUt8ehoSEEAgEkk0nouo5EIoFCoYC1tTUUCgV4PB5kMhkMDQ1VlCdYWVmBJElWbfxWM3F6jWg0iqGhoW1fZ3l5ueWyd3zrdjOy2WzbdekVRUE8HrfsRNM0ZLNZbGxsgDGGzc1NzM/Pw+VyWTujJicn4XQ6rbJn+XwebrcbhmFAEAQsLi5ibW2NxPEa8HJ+2x2nTNNsayw50ULBbXMZ5IoGnLIARVGsPgeAgGKx+JAoUIRh6JBl6aHMOMkqTQDh+ARAUVRL0CwUCjVFVLcqIVcw8IO7l9u6325gc3OzIyVC1tbWWh5HMpmMLfFmO2WgNE1DLpeDqqoYGhqySjoVCgVks1n86t4FvOVb92AlkUOfR0PYo8LjyULw3wkWuAXO4B3wOpNYSebwoV+v486jG0gmk1hYWCC/V4d4PN6Rsj0bGxst25Td2LxYLLbtY2RZRjwex+joKAYHB3HPSg6KJEDXSz5M13XkC3lIqSVrAQ8ABMYg50p92GRRwN3LWWSzWTidTszPzyORSFBsXgO+O3G7MUE7meimadr+Tmr5vSFtCLIgo8iaL/IwMKiKClmWrdKYOpMBSQEzDUAA3JAwoZvwQIIoiAAzwQQJRVa6R1mRrR0c3O+1Qt7Iw6f5EHZ2ttzkbiMajaKvr2/b11laWmo5NrerOWynDJSmaUgkEggGgxgaGoLL5UIymUQmk0GxWEQymcTKyopVzk7XdUxMTMDr9Vb0wOOxlWmaiEajTXsa9TKkSZEm1UlIkzquSX1/+fv4wp+/ACYy9Lv6EVSC8Ct+5Ao5fOneL+EnsZ+QJmWDXtaklAd/DDN2FAU1CFGSwfIpIB2FpicgGnmYireUcHXnDXA7HaRJ2aDbNSlOoVDA8PAw+vv7rd1zS0tLUFUVx44dw+bmppXMEAqFMD09DVmWIYqileDAq4Bwv7cXq650dB/qyspKR4JwO5ngW2lFKOC1dVuBN9SMxWIVK9OapmFychLLy8vIZrMIh8NYWlpCNpu1DCYYDCIcDuPuu++2tpTz++WCJm01r027DZvLkWW5pd0InO0IBXbgpX62ZkwpioL+/n48+OCD1nHHjh2Dw+FAPp+Hx+PB2NgYZFm2miz7fD4cO3YMQ0NDiMfjNKmrQzabbXlsqcXg4GDLDa55NlKz1+cTz3ZKVcmyjEwmU5HVJYoiJicnkU6nsbS0ZGUqLy4uwuFwWPWlJycnMT8/bwXx3N4cjlLwtN3+Dd3KysqK9VltB8ZYyxP6E51J94flPGRBgGEYFddgjEF5aGcPYwySJKFQOC6KCkJp94skS8hlcwCOZ7oLQqk3Xq3dEIIgQJZE3HZoDddfONvWPXcDzXaZ2MHj8bR8Hb4bohn1drHYwe/3Ix6PV2UKapoGHRLe+aU7kMwZGPQ7UCjmkHT8HFntf8HEPEp5ZwwC+zk8xUchvfJY/OuPH8QnrzwDItM7Wpatm2hn8a0WwWCw5R2ifCLY7LvhQkE7ts8YQyqVsvxeKlcEmAlVLe3uNAwDkpkDitU7aCRWEgZEQUCmoFf03igWi9su/dKtbGxsWPOX7dBOc/rtCAVDjiFoooaiWYQqqkjraaSMFHSmQxVU+GQfXIrLKq1TgQAoqoqi4oOsR/HwdApXbW7CyUxkBRFf8vvxe6cDgrsfeOgeRVFEwSyVHzZZ6+NT0SjitNBpXb/byjTNbe9GAErl4FvdNcV3uTSL4bYzFrhcLqysrFTNaSORCIrFIo4ePQqg5IPn5+fhcDhQLBbh9/sxOzuLeDxu2YDX60UymbQyzuvtOu11SJMiTarTkCYFCG4B3zr0beQ39kPKRpDwxhGMLEATBchFGVlk8ZPln+CA5wBOHT+VNKkG9LImJf3ixzBME8wogK0vQNRzEB4qdq4KAqC4UFT9EGKHgaU/wOHwkSZlg27WpHhJ4a36QSAQwNjYGI4ePQpd1y1NvLwSzcDAAAKBAP785z9buhX3v9wHG4axpxbyOrqIZzeQlGUZmqbB4XBAVVXrA+Nfvp3GwVuxKxRkMhm43e6WtprzmuK1xAu+fZmX1wgEApZx8cktL08AlMQ53pSTZ9xHo1FqzlkH3uOmmVCgqiocDgc0TasoWZPL5eB2u3Hs2LGWX9uuUNCOcMgbANfqA7K5uWk5vGAwaL13HvQlk0mIogiHw2EFADw453aYSqXIuW0DURQrxig+rvFs6nw+3/L3blcoaGfy5HA4MDAwgFgsVnVffEs8n+hNT09bgoE4/xv4Y/ciEzwVadczkEqlIEkSXC4XBEFAIpGA3+9HIpGgMaoOXGhp5lNkWYbT6bTGKL7zEShNztbW1lp+7VaEglbL6WmeAGL5FUiCia2b9nnmE1/M2VqKausCnWGYD5XQxEPZdGLd/mWaLGJxM4tErgifozdFBLsTXk3TrJJIXIjh/XROtN9rdVIuiiKGhoag63rNcmTxeBzf+d0C1jM6+r2lkndp183IOm4DmAzB8EEURDBmwhSySKm/hDNsIrr6BPzqgRgeM+awdlERldhddBVFsWKM4rukeDnmdkR2XjK1md/L5/O2yiSWw/uzLC9X7tx1KgI2sgy6oT80WWRQsrXLyzBmgJkGdEOASy2931gsBr/fj42NDXi9Xtv300vk83k4nU7bsbmqqpbfA2D18dr63dlhO0KBKqoYcgzhwcyDSBQT2NQ3AVa6ZtbMIs/yGFQGIevV02PjoVLRpuaHT8/hhSuH4DZNJEURXtPAVfFN3OedQcoRBCsWYZqmNSabhmktuLS0q0cA9gX32T++yxFFEaqqWn5PluXSIvxDZShlWW5ZvMpms7Z/5636PUmSMDw8jHQ6XbPE5+bmphWbT01NWeVE+XxvY2MDDocDsVgMoijC7/dDlmUkEgmEQiEkEgm43W7yezUgTYo0qU5DmlQQv1j4BRLr49AXH4OsKUHcKO1KD4TnwUwGr+rFWm4Nf0z8ERPZCQCkSW2XbtSkgoklCBCgZZYBowAmiGCCBDAGBgahmIGkF2AqLiCzAUH0kyZlg27VpPr7++F2u2v26ItGo1BV1UrA3NpiQdf1UsuXh+w4mUzC5XJBkiTE43E4HA5Eo9GOJLvuJB1dxGOMweFwYGxsrOJHy42Cb/PkH2Y6na6o4etwODA6OtpWJm4rQkEr9aJdLhdcLhfm5+drTghN07SutW/fvpqOmZfD8Hg8WF5eht/vx/79+yGKIu6++24rgCKqSafTmJqaqhKPuEjMMwV4xnQ8HkexWLRsbmRkBPl8vq1s3xOVUTA6OopUKlV3YsAzvfr7++H1emvWX/f5fNbW8pWVFYyPj+OUU07BysoKUqlUR7IPuxVRFDEzM1ORCbd1jDIMA8ViEblczionUX4uz0hrhRMpFAwNDWFhYaGuQ+QiwcTEhNXM1RX9PUbueDckPQtDdoINDyEcPhNra2vo7+/H9PQ0GGO49957IUnSnspO2UmKxSICgUBVWbDyMYr7vXw+j1QqhUKhYPlIj8eDgYEBZDKZll+7FaGglR5mwWAQBzeKyOSLcCvVE8fyRTpNU5HPV9udLJfsRRSFh2rha9AcpcWZfC7/kPhW/dqaLCGeLeLQagqPGO/NuvfZbBannHJKReYjHxO4z+M7RfL5PNLpNHRdt47hDanbmczbFQpa9Xvj4+OIRqN1szljsRhuOZIu9cCTRGT1VeSctwNMhsiO94MSBBEic4GxLHLa7ZDV8/H9e6J4RH8/IpFIS/fUSyiKgsnJyYqJTS2/x8uaxuNx6zuWJAnT09NtCU92hYJWd5PIsoxgMIjFxcUqcfy0sIajm0XoxVKygSbogJ4HExWAGYD5kO2KJcFANnIo6CoeMebHKaecAkEQcM8998DpdFJsXodsNovp6ekqIWVrbM7HKB538DGpr6+vrR0uAHDfahq/fTCFPqeEhw06INb5jur1MJt0TeJg+iCSetLq8wqUYn6d6VjPriOiVY8lxkN2I4kSwo4gHBCRkEXoEJEUTbhMoE8LIoWSYFssFKE5NDi0hzLHi4VSrz2b6KYOAQKm/FO2z9nL6LqOffv2VcVC3Jb4/3PRMpVKVfz2Z2dn2xqjgBOXvDI+Po7FxcW6ds5j89HR0bp9sjRNQygUwsrKCpLJJIaHhzE4OIiDBw+WqiLQjqmakCZFmlSnIU3Ki2P3HoOa6UfBlDAkrmPJ7IOUCkIYOGa9viiIcAQdEASBNKkm9Kom5VM8cBhHAKNYWrzj9i0I4InDolmEaRRQhEqalE26VZNSFAXz8/M1bbFYLFoLg5OTkzV/D319fVZMsLi4iP3792P//v0oFos4ePAgwuHwnivR2vFFvGw2i2Qy2VbmUi6Xa2uLOWBfKGilxqsoilYpgmZO0efzYWVlpWaGOc9A4Y2FgdJnVSgUMDtbKhlGQXht0uk0GGNYXFxsazt+IpFou8SW3YApm83C5XLZGvA0TYMsy7Z+Hy6Xq24D5UQiAZfLhamp0uSeiyV8u/BeG4h2kuXlZQwODtbMOGuGaZpIp9NtbwU/EUJBMBi0nHAzisUiVlZWAADO2L2Q9CyKzjCUbBS5udvhHDofU1NTVqkWxhhmZ2eRz+dpjKqDYRjQdR3r6+tt+a90Ot122QPeW6zZ6/JdLnaQJAnBYBAP/Oke6CaD3MBkZVlCPl+7z49uGJClUi88CwYIwEN9XYDSf1WiSAJ008RGantl2vYyGxsb6Ovra2uMAkoBcruN7VsRCuwE60BJDONjZz3SRYZj8SJcaqmcU8FxL5iQh2BW93ko7chzwRDjkNz3Yin9aPQPjbXcX6uX2NjYgKZpWFpaavnc8sz+VjlRQkE4HEYsFqu5u+WxE27c/GAaOZ3BpYpgRhECSr08mSgD4kN2wgCB6ciZgFtT8dQzB60F8n379lGZugZwYXJ5ebmteIhXlGiV2+bS+MIfl5HO6ZBE4MIpN65+eKDmuJXNZuHz+aps92zf2fhp9KcwYULCcSFIEAQITEDBrN2zlSPJEpYKIjKSDK+uIymJ8BgmUrKMqKiAMXZ8tx0r9dYTJREOsXm/0XIShQT6nf04Z+Ccls7bq6ysrMDlcrXt99LpdNsawonY5eJyuawFRzvUe9+8F9f09DSA0nhsmqYl/JLfqw1pUqRJdRrSpA7DI3tQcN0PcdPAktkHUTRgeGKlHrJaqWw00xm8ipc0KRv0iibFGMPB9EGsF9bRp/YhGDkAz+odYBBQndHLwAQBAhhEMGDkHNKkbNKtmtThw4eb2mEwGMSRI0dqJklsbm4iEAhgeHjYeoxXy5idnX2oWtTeSl7p+Ki6sLCAYDC44yvkrZRRsjsYDQ8PQ1GUhsfLsoxTTjkF/f39dUsNGYaB5eVlHD58GEePHsXy8jKKxaJVj5VozLFjxzA6OtrWuZlMBoFAoK1zec3cZuRyOdvbuoeGhpoOEhMTExgfH28Y6MXjcSwtLeGBBx7A/Pw84vG4Jajm83nq4dKAXC6HYrHYdpmsQqHQcpNzjt1x0W6Qz8uJNRtHZmdnMTU1VZFRmg2eCkN2QslGYchOrMqjmJubw5EjR7C0tGSNUTwTjISC+hw9etTWb7sWdptL1yKTydjye630MBsZGSmNJQ+5vVrnSZIETdMgilJd/8hMhmKxlOlVKORRLOoAF9JZ6f9rwV9P7/H+Zqurq203PI/H4+jv72/rXLu2mMlk4HK5mh+IUizVLO6KDI9ClGWID5mFKWYACBDK7MTKdGYmwFjJnKQMDJMhns6S32sAX8TjZbRapZ0m5xy7vsNubB6JROB2u+sKFxN+BWcMOJAzRYiSDF1QUJrubB1TTOhMQrwgYX+fDC9LWX6PX5vEp/ocPXoUY2NjbZ3bTj8Txhi+fncCuaKBfrcMRRTwyyMZLCZr72ooLxtXzox7BoPa4EPdV0pYYjYYRNSezCuyUkpAgYCELOOGyDRSsgyXaSD10H9viiKKevEhv1eoEBO4YGD3vRaNIp4y9RQ45d4oQ2aaJpLJZNu7NjKZTNtxvd3YnJdraoaqqhgaGmoqrs7MzGBycrKh6BWNRnHs2DE8+OCDWFpaQi6Xs8YoXpaWqA1pUtWQJrU9el2TOtt3Nnx9c1BHbkWo/174xu+AK/AgisWS39vMbMIpOvHYkceSJmWDXtCkGGP45tI38ZHDH8EN8zfgP+b/Azf2yzAFEajXK9g0wRigixqWVtdJk2qBbtSkGh3v8/kwMzMDt9tdd0NDPp/HysoKHnzwQRw9ehQrKyswTROSJCGfz++5BTygzk68kZGRiv9u9sa29sIpFAoYGxtDPp9vOes3Ho8jEolYu0Vawe5gpCgKxsbGIIqi1RuKo6pqafL00GBx6NChhtfy+XxYXl623ew2GAxicHDQEkTi8TgGBgZsnbuXKbepevbEf9RbA1RenmB8fBzpdBrr6+u2X5eXnFQUpeXglDvGZhnogiDA7XZjYmIC2WzW6mnA4U3Iee3qZs1nRVGsuwOvFuPj49A0zdqN127m4F5iO2MU/2/eVyAajbaUdRKLxTA2NoYjR47YPodjd4ySZRljY2OQJAkLCwsVtsv7IfLt6PPz8w134UmShGw2W5XllQk/HAvnvQ3O2L3IBk9FJvxwALC2o3N48+NupxWbqmVPhULBGgNa9V98YtdqtnChUEAwaK/kpKIo1kRsa4kd3tuIC06HDh0qZb+hdrAlSiIKxQKYaU98kGUFsiyBf2yGoUMUa086+Gcr73Hx3K491fJ7/N+iKGJ8fByJRKIl2+DNv+3ulNt6P+WLGPUQRRF9fX1WH7OtZTE8Ho+1gyCZTFY1ot6KKgkwdR0FAZAVEaLpQklSZxULeRbCQ3+mGyIYNHnvBeCt0onYPBKJQNd1rKystFTSaX19HcPDw22Vq2s1NpckCXNzcxW2K0mSFY9pmoYHH3ywrm0LgoBXPWYI7/3lCg6upuFWJIiyB7KeLPXbEATAZMhARULwYSLkwN8/fqxiQSqdTvdEz43t+r1isVg39m1Gqcyyw3bMajIgp5uQBQGiJEKRTGSKJrLF2nYgiiIURcHExAQKhYI1HxUFEReFL8KDmQdhMAMSJAgoldIEA9xK7b4YoiiikC9Yi393evtwv9OHPj2PdVlDUq6Mk1TleA9ABgbDNCDJ9n4L6WIaTtmJJ0480dbxu4XtjlFAKQYdGxvDxsZGw93bW0kkEhgfH2+r/GEru6H4e1xbW6u6P+73XC4XotFoU22gWCzW7PFS77X5bjzGWNvZ8nsN0qRIk+o0pEm1r0n5FT8uDD8BP2Q/hBk6CLfkhiCIMJmJtJEGROC5+5+LPmefVQKy2yFNqrEmdTB9ELes3wIRIvqUPhRQwLcWbsGjvRE8IrEEmDogiLCSex9a2GOSiqJ/kjQpkCbVCK/Xi2PHjtn+3UQiEQSDQWsOubm5uef64QF1FvHKB/R2tosDJWObmZlBMBi0ar7bIZlMWo2gmzmWcloRqyRJwvz8PGRZxvj4eMVzpmlClmWsrq7aWpX1er22A3CgFPTH43FMTk5CURQoitITdX07YVOqqmJ2dralgAkoZeKNjo5ibW2tpZJQmqbZsl0uhB09ehThcBijo6NWo3VBEKwmo4lEwlbQ1mpgd+jQIbjdbsuWeyHjqRP2BAADAwMYGRlpqZ44z2KcmJjA/Px8SyK53Xs1TROpVArJZNKyJ44gCDBNE06nE6qqNn39SCRSt0FtJvxwa/GOk8vl8Oc//xlDQ0PweDw9k/HUCZsSRRGnnHIKNjc3WwrC19fXEQ6HEQ6Hmy52lON0Om1PkCRJwuHDh+H1eivGKF4bXVXVCoHD75AgiQJ0E1C2uCgBgu0FPKA0pumGDk0tjU2CKNbshwcARYNBFkWEPHs7u7xTY5TD4cDU1FTLwfSxY8cwNjZWs2dYI+ws4AElv2cYBubn5zE4OIjR0VFLCJUkCYVCAV6v16q73wiHwwHJyGPUr+CBjTxcigi1cCoEdjOYkIXAqnf8GchAYBr01Ck4JexC0N3eDrO9RKdsanx8HAMDAy3F2Pl8HpubmxgbG8P8/HxLr2f3XkVRxPLyMnRdr5npLggCYrGYLcF93/gQXnuggE/fYeKe1RyWEYIqOiAbWZimAB0yFFnC2cN+vOT8MMRiBvfeey9GR0etBXCKze0hSRL279/f8iLe0tIShoaGbJf/lUQB5w07cetcFmupIgzTxGRAxZi/tqDDhenDhw8jGAxW+L3wSBjfi34Py9llGMyAyUwIEOCSXfDL/prXYw/9r5ykrFQt3nHyhTxEQbRi8lZKV/3/7P13nGzpXd+Jf04OlXPq6njDzJ2IpJnRaJQ1WMiggBDJGAcZB4wBex1wwNhrdsH+md86gF+7XsIas07YRoARAgtJSEhiJIEEM6MJN3SO1ZXTqROf/aPuc25Vd3Wlru6+4bzndTWaW6fyU8/3+3y+qWk28fa5tyMfmK7S8aKY1R5F/ZTXX3997PsQQrCzs4OFhQXs7OxMlKQw7ms1DMOdRZ7L5RCNRgHAXVemaUJVVYiieKLfTYlEIhPZddu28fWvf91tUef55uNzt2pShk1wq6Th9dUtEJZDPBqBLHCYj8gIKYKnSZ0RniZ1Ok3qW1LfAgYMPlP8DGpmzQ12KpyCd8Xehbf53tb3uu93PE1quCZVMkowHANRIQpRFMGYDBpOA7cyb8CT2u+CgAVntdDtlsGAcCJswQ/GsVDNvRvrniY11WPcT5rUMHien+j97e7uolQquUlRiqLck3Zv4K/gNBtQ72M4jjORs0Shi21+fn5sZ8RxnJGGIp1OQxRFlMtltw3F5uame1infeaBbvn4ONkplmVN/HkxDANJkkAIeWB6Rc9iTUmSNPJQdNJzb21tIR6Pw+fzjf0Y1WoVkUhk6Aa2sLAAx3Gwv78PAO61oijCNE3XuImiiFwuNzJThs55mRSGYdwy80lbFN2LzGI9AV3xeJrspU6ng52dHeRyOezu7o7dj5x+TyddHwqFEAqFoOu623ufCqaSJMEw7swfy2QyqNVqI4WKcYarD3qd1KipqvpAOEyzWlO6rk+VIX14eIhAIIBcLjd2b3xN0xCNRofuGblczhUBgK4oQYUJ4I6tZhgGCwsLbkbUXEiAyDIwHQKB63HYWabbznBSCM0koy1hBgsSumVDFlhcSt7bVTCzWk+BQGDioAnQ9Yk2NzeRSqXQbrfHzsxutVoIhUIniuo8zyOXy8G2bTe7j9o/SZKg67orYPn9/pE2FACi0SgODw/xzkUfbpZ02A4BhzBk7Slo6hfgoA2GKN3gMQgIowGMBbnzZjhOGB96MvtACAWzWlO00m1S6JyLSXxzoLtmBmW0U+LxOFRVRaPRcG3c5uamm7FuWZbrm8/NzbltUIZBCEFQYvC/vCWGzZqJ39to4dVDEZrhh4+18HBSxnPLUSyE7yQLMAzjtoj1+/335KFuUmaxpnieP7F12yj29vbcahC6jwzjTz8ZRsQnYL0OBDkT33otCGnA4NZ8Pg+GYdzHrFQqqFQq4HneXTvfFP8m/Nfd/wpZkOHYDgRGgMAODshxLAfHnrLFMwMwhAHHjreeqnoVATGAP/fIn5vu+S6QWe1RwWBwZPb1ICzLwtbWFjKZDIrF4ti+mG3bQ6tCZVlGMpmEZVmuL0X9NGr36B4Xj8eh6/pIMYtmj08CwzDgeb6npbmnH4z7GHeDJuUQgteLOr6218FOi8FmVUdb34NpO7ebze+BZQCBYxFTOSyHBTyclPDhN1/1NKkZ4mlSp9OkWIbF+9Pvx9tjb8cf1/8YTasJP+/HE8EnEBJC4Fne06Sm4H7VpGJiDCIrom23IUFC02pCZEUomXfBKNyC0NqDoaYB5rY2QGxwZhN6cAG1/Hs8TeoU3C+a1ElIkjTVzHbadYgQglAodP+005wVtP3OJNlLFE3T3L7OtM/yKGzbHroZSZJ0rFUBAHeQfS80EjyMXC431qHzKDTyS7NE78WFcxE0Gg1Eo1HwPD9RhiWlWCwin8/D7/ej3W6PFIGazebQsmDqMA/a3GgpOd2EqfM0alOmLVgmQRAELC4uuq0fHgTjNit2d3exuLg4UdYThR7mE4kEms3mWCJWuVxGIBA4MftWlmUUCoWBh/+je6BpmmOtp0naEVESiYQ7S4bjuAdCzJwFdMh0NBo91l5wHBqNBgKBAFRVhWVZQ9uk0ucbdeDmeX6g3TtqJ+n+QfdWv8gi4eOw27Cg9uiagiDA0Ie/ruMQyGYVpNkEJD8Yf+rEK3XLwVLch6B8/7fLGIdisYjFxcWxbNZRCCHY39/H/Pw8CCFotVojH6NYLCKXy50YxGMYBp1OZ2B7DrpH0ecwDGMsQYjOYnlqTsHHXuVRatuIKix87XcDADrKV0DYencAOggYIkHRnoNZfRcyQRnvfjjl2b0J2Nvbw8LCwsB9YRSGYbhiUqfTGevw1G63IUnSiaK2oijY2dkZuCcd3QPH8c17hSeGYbAQFvuCdSfhzgO9va96dm88dF13xbppDtOVSgW5XA4+nw+6rg/9fmWexbc9HBhLUB90e+9jvyP2DrxYfxHX29cRZINDz2I8z0M3JkyGAgNJluAW741x1DNsA6Zj4s8/+uexEl6Z6PnuJ/b29rC0tIRbt25NfF/HcbC3t4dcLodqtTpWe83Dw0OEw+ET9yhRFE9sa03tHvXHx5lJxbJsX+LwuIRCIfdc6vnmk3GRmlTbcPDCdhufWWthq2bCcggEngcHBxLHQOW73SkI6bYNNh2C/YaJ7ZqB39to4WOv/xGezYl4bl5BNjDYN/Y0qfPF06S6rTXfHnt73995mtT03K+a1GXfZbwz9k58tvxZHGgH4MHjnbF3Yin6FLafyiD94k9Drt4EQywABIQV0Yo/gYMn/hpsMYi0p0lNxf2kSZ1EJpOZ6ix75coV9znv1fV0puk2tVoNuq5PPQCWbi6RSGSsQbAMwwzNJphEzN7Z2cGVK1eGXjNt5vdrr72G7e1t7O7uTtzy40Fne3sb8/PzU2eKNRoNSJJ0rI3qIGh25UnMz8+P7TATQtBsNkc+7zR9nk3TxMsvv4xKpYJbt26h0WjMLIPjfofOBurttz0JtOqE47i+eTonEYlEThQURFGEIAhjl6IXi0WkUqmh+5AkSVM50Pv7+3j99ddRLBZx69atB2b2xiwoFAqQJAnxeHyq+1O7l0wmx8pgHHbwS6VSE7V62dvbw9WrV93/fjKjwHJI334yzQGf71SAxj4YowmmsQ+7URi4RxFCYNkOnrs03Wd3P0IIwfb2NpaWlqZ+jHa7PbB9+CBCodCJexSdBzRu2zzq8I/6LdCh7KrA4i8/FYVPZFDWHDgOC3/7GxGp/AD8zfdBbb8d/uafRLD0V9E5fDdkhsHffFcee5traLfbY70mj67IXK1WsbCwMNX9G40GVFWFqqpIp9Mjr5dl+UQboiiK25p1HHZ3d7GysjLUrk1bobK+vo7V1VUUCgWsr6+PPLB63GFnZweJRGLquRK1Wg2qqva15R3GsPWSz+fHmgHCMiy+K/dd8HN+aBg9Z2hSCAg0TYNld1sK29bwNU4IQaVTwWPxx/CRyx+Z+PnuF/54X8N/famC3/jK9antnuM4ME0TLMuO5d9Ho9ETE1c4jptoPkyz2YTP5xsayON5firfvFKp4NVXX0W5XMbNmzcfiHlTs+KiNKkX9zv4x58p4P/5agUbVQMKzyDpFxFTefhFFiLHgGMZsEz33wLHQBVYhGUOcZVHWOZQbXXw8Rst/ONPF/Brr9Vh2sf9Z0+TOn88Teo4niY1PferJsUwDD6c+TD+/uN/Hz/0yA/hh5Z+CB/OfBgMw8AI5LH5ln+GrWf/NxQe+Ys4eOQvY/Mt/xTbb/5xmGr3fOFpUtNzP2lSg5h2PuLLL7+Mw8NDbGxs4ODgYOwz6N3EmdfMT9oruhfLsrC3tzfWYFSayXKUSCQClmURDAYnKnu3bRvr6+t4+OGHkUgk+m6LRqNYWloau5/0INrtNhRFcbN4PMbDtm1Uq9WpP7NqtYpSqTSWk5rJZI6tX5ZlXQeetmUdl0KhANu2ceXKlWNCx/z8PBYXF8cuWR5Eo9FAMpmEqqoTZ3c+yLRaral/x0BXVGy32yPXFF2zR9eMqqpQFAWpVGrioes3b97E4uLisUMEz/NYWVmBqqpTDWQHuobYtm1kMhnIsuw54RNQKBSmzuyhVU6WZY2sakgmkwOFpVgsBqArPk3S5qzT6WBvbw8PPfQQIpEInptXIXEsNItAEHiIkgh7igM+a3ffB7kthHJ2Z6Ao2jJsyCKH9z06OjDwIGGa5tTt6oDu4apSqYxlFyKRyLHWmzzPIxQKuXvUJHvBxsYGfD4fLl26dOxwt7S0hIWFhb6KmYcTEn742ThiKodqx0apbUHXA2CaT4OpvRPt8hvRaPsRUzn89WfjuBTmkMlkoCjKPemEXxTjtGI+CTp7qtPpjDXvcFCGbiAQgCAIiMfjE1UPEEJw69YtXL58GZlMpu82VVWxvLwM27bHbh97FNM0wXEckskkRFH07N6YEEJweHg4tW/ebDZxeHgI0zRH7lN0ntBRotGo2xJx3ABsSkrhm5PfDIc4MFjjmN0WBRGSKMG0pvcRHbs714rlWOCE5UQIQVErIiyH8cNv+GEI3INZif7H+xp++oUyfuWVOv7/n9vH516fzn8FusJfvV4faRdYlh0okEuShEAggEwmM3H11urqKlKpFJaXl4/9JlZWVpBKpSZupUkhhEDXddfueee98TlPTapQaeDffa2Cf/n7Rew1TIRlDomABElgJ6re4lgGQYlDRAIYjsevvNLAT3zuEGuV7h7naVIXh6dJnYynSU3H/apJXbp0CW/MvBHXuGu47L/crwEwDLToNVSW3o/q0regE74MHNEIPE1qeu4XTaqXVCqFxcVFlEqlqddCq9VCOBxGKBS6J6vx7glLLUnSSMcrlUr1lR8LggBJkhCJRBAMBqc60Hc6Hayvr2N+fh6GYYDneQSDQZimifX19YkWjSAIiEQirijQbrdxeHjoGlBBELwWBmNiWRZ4np86S3qcgdOiKLpzEyl+vx/RaBS2bUMQhKnmFNGBxvl8Hqurq8hkMm6bs0kPFz6fD+Fw2M32q9fr2N3dBcuyePjhh91SZI/RnNYZCIVCI7+/XC7XF1BjWRayLCOTyXSztI+st3FwHAfXr1/H5cuXkc/nsbu7i3w+D9M0XZF1XOhhgGba6LqOWq2Gw8NDNJtN5HK5iV7bgwwdRn8axrl/IBDoq4pSFAWKoiAQCMDv9081r6Fer4NhGHddvnFBx5c26iAEMCdso8mwDHiOB6NEALMJhhAQhoHJ+SCiW6nA3O4xRghBvWPi7ZcTWE7c2/PwzoLT7lGiKI4MuIRCoWPJUH6/H8lkEp1OZ6r5mkA3kLe8vIyFhQWsrq4in8/Dtm2Uy+WB1Q8PJyT8xDem8JUdDb+71sJ2zYRJullnV5MqPvhEFu+4HIXIEtTrdWxvb0MURVy5csWze+dIMBgcecg/OneF4zgIgoBUKgXDMKBp2sRr2zRN3LhxAysrK919o15HOp2GaZrY2NiYyI7yPI9wOOy26tE0DeVy2Q08jlNx4dFlFnZvnIqGo/uQz+dDMBgEz/MIBAITC09vi74NVaOK/1n6n2AEBhLb7WDAoDs/yDAns3ssy4Ln7nwOtm27opysyLg9/MqFBvBUQcU/eOYfPNBtNG+WDGimg7jKodi28dpBC/n89Pu53+8fWUGXSqWOXeP3+5FKpaBp2lgtnY7Sm2ywuLiItbU1zM/Pu7NkJ03KCYfDbmWfYRio1+solUool8tuO0SP82EcTYpRw/i7//mruFnWofAsgioHluvuCxzLwXYmTzgiBPDxgE+UcavSwU99sYx/8L6rmFNVT5O6QDxNqounSc0OT5PyNKlZcj9pUsFgEJIkubGYSaBxIZ7n3Wrk/f19EELwyCOPjNUO9G7ingji0eH2wzITbNvGwsICeJ5Hp9Nxy4m3t7enNqx0kPX169cRj8dBCMHa2tpY9+1dKI7jQNd1VCqVY++BlrfSYbP30uK5KGif+WkZp0c3rRi4evUqNE0Dx3FotVpgWXbswdaDiMViME0Tq6uriMViODw8HLsNmN/vRygUAtDdkJvNJvb29vqcP47jkMvlvLU0IbPI6FFVdeReQ5MKaHs7XdfdTLxpoN/36uoqVFVFPB7H2traWO+nV7x0HAeWZbnCQC9+v9/NovHW1XjM4rDCsqOzdR3HwfLyMgghsG0blmVBURSsr69PXZXk9/sRDAZx/fp1JBIJfOQxC1/brKHS0hGQhu+7LMuA4/ie2R7ddUVYFaxvDpzVgi34wSnBns+oq2hWNRN+icf3vW36tpH3M7ZtTz17A7iznoZB2+9evXrV3aNoVug0c2Qo6XQalUoFmqYhmUxiZ2dn5F6pCizesejD+x/PAKICzXAgsg6IoXUDLYU7Qr0gCMjlcp5IcM4QQqCq6lAfxrIspNNp+Hw+d00RQrC3tzfVvFag+31ns1ncuHED4XAYgUBg7BkiveKl4ziuIH70cBkOh13xwLN74zGrIN4wUZNlWRBCcPnyZXcP6XQ6UBRlbN/nKAzD4Huufg+UXQW/uvqrsHgLPuKDQ8arHugN2hEQt5Uj6Sm7Y9A9xx4N4DnEQUkrwSf48Pee/nt4Kv3UxK//fuJSTIQisCi2bSgCi6tJFRjR6nQYLMtCEIShc/E4joOqqshkMmi1WuB5Hpqmod1uTxwQpjAMg1wuh52dHTAMg1Qqhc3NzbH8MpZlEQqF4PP5QAhxK/GPVu5RwRWYjc/pMR6jNKly28I/+ZWvY61mIRlUwLMAwIBhugHYac+bLMu4waKET0CpbeIf/Y9X8JfeFMVTueFtzjxN6uzwNClPk5o1d5MmRQhBxaygoBdgEAM8wyMuxhEX42CZ/u/U06TuTu4nTarT6YzdvUWWZUQiEXc2bafTQbFY7HsPDMMgmUy6yRj3ki91LkG8025Gu7u7SKfT7kIYdLjjOA6lUgnNZtN9vtO0VuK4bosmGrQbNtgV6GYk+/1+d1j1oIXSC8MwuHLlChzHQbvdRrvdht/vB8Mw98ziuShs25669zu9/8HBAVZWVlCv1wd+t9Sp2t3ddXuWn7YHcyKRgGmarkEadjg8asxs20az2cTu7u6Jv6dwOOweQhuNBhRF8QbAjslp96hisYhoNIpLly5he3t7YLYRzU7b3NyEpmkQRfHUM3fm5uawtbUFx3FQr9eHVhyrquqWjFPxstFoDM2MWVhYgKIoqNVq0DQNwWDQc5rOie3tbczNzYFhmIFDe2miSqFQQLPZdJ2U07QtkSQJ0WjUPRQeHBwgKQDvuxLAr7xSg2wTCNxt+8QAHNvNLmZwO2jnOLAsE4N+To7gAxH9kCQJhBD3dbIsC9N2oJsO/vI7lvFINjT167+fsSwLgiBMHcSjc9AuXbqEUqmESqVy7Jre5KdWqzUTu5fJZFCtVt02HMOCgaIoIhwOQ5Ik9wDQbDah3Z6hOEgySyQSiMfjbisp6kd5dm80p7V7+/v7SCaTyGaz2NzcHGjPOI5z7QxtVXmaVkFA1+5R33zUsHZ6AKS+uWEYqFarQ20vnbnXaDTQarUQDAYBjFcl9iBzWjET6FYGLCwsQNf1gXsF9Wn39/fRaDRm4kcFg0Goqornfc/DSln4ROETKJklBIUgOKb//TDo7i10LRAQOPbxoF0vLMtCEqWuL+/YYBgGLMOiY3dQ02uIylH8/Wf+Pt6UftOp3sf9wBNpBT/45ihulQ2sREU8NR/EwcH0QbxarYZgMIhLly7h4OBgYDCPnrm3trbQarVm5pvv7++7e92whIWjARbTNNFoNAbaaEo2m0UoFEK1WkWn00EwGOyuK2+PGslZalJtw8G/fqGEtZqNsMyB2JY7v+40T8swtAK5uy5t20ZIZFDpOPi5PyjDL8bwcEJ2r/c0qfPD06Q8TWrW3A2a1IF+gC9VvoSvVL6CulWHSUw3wMEzPHycD08En8Cbo2/GgrIAhmE8Teo+5jw1KcMmaJsOIj75mCZ1EnR0ms/nc9d2u9122wYPgud5XL58Gbquo9VqgWEYqKp6z7SUvideJc3alWUZ+Xwe+/v7fcaLZVk3e2AW0I3oaNYbzegLBAJuP15CCCzLQqvVmmhWDG21QR2qQCAw9UD4Bw1akXAadF3H2toaAoEAFhYWjm1IdJYYzUg6rbMkCAKCwSBu3brV9/csy7qlxjQDoPcQN0npMTWYdMNcWFhwMzk9J/zsKZfLaDQaiMfjMAzjWPYQIaSvzPy0IkEsFoOmaX0Gkmax+/1+15A5jgPHcaBp2lBjNoidrU0wzT2YSgK8IEFRlFMdVjzGx3EcrG+s4zPVz+CLlS8CFvCB1AfwROgJAF3hp9dJPu3MAZZlkc1mj+2FLMviI08kcKPq4Ov7bcREDjzL3hEvjfEF+e4sl44rZvA8D5sApZaBJ/Nh/Ok3L5zqPdzP0Cyx09BqtbC2toZwOOxWCfQiCAL29vZcv+S0dk+SunvGUXGA4zgoigK/399n907KDh9GuVxGsVh0fa/l5eWxhm97zIZCoYBqteq2pDsqkluW1RdoO+0+lc1mj/lFNEPU7/e73z3NBG2329jf35/oeTc2NtzfgCRJ8Pv9nvA0BrMQUyzLwvr6Onw+H5aWlo51P/H5fCiVSu46O60fxXEc4vE4VldXwTAM3pd6HxbVRfzy7i9jX9+HyqvwC10xm4AApHsGsezxkymIQ9DpdNwgH8/zqJgVOHDwbPZZ/OA3/CCy/uyp3sf9xBNpBU+ku79j27bHajc3jHq9jna7jWg0OnBONMuyODg4cJ/jtGsqEAiAYZhjdozjOPh8Pje4Qu3eqADLIAqFghvkpm3QaEtgj7NlmCb131+p4VbZRDwggtj2SSMwJ0YQRBiGCUNYh8VvgbfyEK1FRFUOFc3Bf/h6G//6Iwvwi5ynSZ0zniY1GE+Tulim1aQ6dgcfP/g4fq/8e+jYHfAMD5EVIXMyGHT9IMux0LSb+N3S7+KLlS/iydCT+L5r33f2mtTOjrtH8TzvaVLniOM42NzchKIoWFpawsbGRt93PQtNqqLZ+M3rdXxxS4NuEQRUCU+ni3jfFT/CcvcMRmcY+/13ksJpLKbRaKBWq41t9yzLwvXr1901GIvF4PP57pnA8LkH8QgheKnxEnY7u4gJcVRLV/HFrTZEjsH7LgfwZOZk8aXT6bgZULT3M22rc5phxb3QFhjVahWKoiCZTLq3ybLsboqnGaRI6XXYk8kkBEHwBnWOwax+XI7joFarQVGUvtYYqVQKDMOc+iBHoS1PdnZ2EI/H+wLAkiShWCxOfIAbRO+G6fP5oKpqV3jwHKaRzOp3Z5om9vb23GGrlMXFxanmcp5ELBaDoigol8tIp9Ousy3LMmq1GlqtVp/zPBXERvr3/zeopZfQjj0G5sP/1hsmPAGz+Jz+sPaH+JWtXwHLsLBh4xe3fhE/Iv8IliJLiMViU/UXHwTHccjn8zg4OHAzmQC4a6pUKuGvPRPFT35Gx1pFR1jm7lTkTUjvx2KDQaVl4KF0EP/02x6HLHhC+UnMQiigj1MqlTA3N9cnjuZyOZimObMB9D6fD8lkEru7u0gmk+7sFVptUC6X3Rksp6H3/tFoFIqieDZvTGa1lxuGge3tbSwsLPQF8RYXF4dWk0xKOp3utuclBNls1hXCqS1st9uoVCoz9c0zmYy7dj3OBzqrQhTFvpnm9Pc9qjPKuAiCgLm5Oezu7roBHkIIsiSLd1x7B/7vr/3f+PTep3FgHkDmZCisMtW+QoN3NrGh2Rpsx0ZUjuKjj34U37z8zcdaUnncgdq9057HLMtCoVDAwkJ/olA+n0e73Z7Z7zsYDCISiaBQKCCVSrl7hyiK0DQNtVpt4qSCQfTuUalUygvgXQBHNamXDzr43fU2/LJwW+qeDaIodBMHxE3UA/8RhOmAITLi7T8HzsgjJAPrxRZ++pOv4c9+Q2Tq5/E0qem4FzWpVDqFz772WbASi8eTj0PiJE+Tuou4KE3qQD/Az278LLa1bUishIgQGfhdcRwHCRIMy4BBDPxB7Q+w9cdb+OjCR/HU3FNno0nhuG/uaVLjM6vPiQZfE4mEmxClquqpNamKZuP/9/lDbNVMSBwDRRZRb+v4zRs6Xq86+GcfuIKIKriaVK1Wm8meSDUEhmEQjUbBcdw9s6bOvZ3mbx/+Nn5j/ze6h5naNbQPgpBZFQ4hWKuY+DtvjeNS7OSoumma4HnenYGiad35KJMOie5FURT4fD7Istxt7WWaEEXRzWRyHKdr9FKpmQoStH2Bbduuo+84jpfxO4JZf0btdhvBYBCiKLoZ3bu7u6eaPaSqKnw+HyRJcjMtVVXty2TKZDKo1WpDZzVMSiAQQDab7XOSPGdpNLMSril0z1tcXESn03FF62kRRdF1gjmum2lJW5P1CuErKysol8szeT+Cdgi19BJ4u41g/TU4Th2OEwbgranzYkfbgUMchIUwOIFDUSvCDtoIBoNotVpui8JpUFXVzWQCupmdqqqi1Wq5mUyhUAgMw6BWq8HHAX/zuTh++oUSrpd0SBwDv8hOvBYYBhBFCVXNhNE28UQ+jJ/40COI+71sumE4jtOdqTQjdF2HoigIh8MghLhVeNPuHbTKwOfzQRC6opOmaVAUpa+6bn5+HpVKZep5aIOIRqOIx+OeQDAhszyo0MdiWRbz8/PQNA2maaJWq039mLIsu745tXuO44AQ4grhPM9jfn7+VPZ1ECsrK24LK5p05a2r86XVaiEej0MURbfCslwuT31wp1UGvRm8nU4HPp8PrVbLXUPxeBwcx+FD8Q/hmnwNny19Fi/XX0bFrIBneMicDIERxloPDnFgOAY6TgccxyGkhPAnFv4EPnT5Q0iraS+ANwLaRnpWAjat7Mvlcm7719MEhXmed+0ez/Nu60JRFFEqldxz5NLSEkql0szeB9BNaggEAm4yg7c/jccs7R7VpGxw+OXXNFgOg7DIwLamT06i1SssywC449MY3AYcdMDaIRC2Bp3bgGRlwQJQeBafXW/hjVkFj6amC+h6mtR03GualG3b+Ok/+ml8audTsBwLeTmPv7b013A5f9nTpO4SLkKTOtQP8W/W/g0KegFBIQieOTlEUDNrqJpVOOi+TomVsNfaw8/c+Bn8FfOvYEnpzrafpSZFmZ+fhyRJbhtOwFtT502n00E8HkcgEEAkEoFhGKfWpD65pmGnYd+eI9u1ezInwrBs3Cw08fOfvYHvf/uCq0nNCo7jcPnyZdfXvJfs3rkG8QzHwCcLnwQYICJEUGsuQrcsJIMEHDiUNRuvHOpDg3hAd/EsLCxgdXV1rOwzmtUiyzIEQXDLeXtbWdDhmYOcu0QiMbDs/LQQQtx5G3TB3AuL5qKZ9WGl0WjgypUraLfb2NnZQSgUgm3beKXxCn7n8Hew29lFVs7i+cTzuBa45goBkiRBFMU+kYcOY9U0re8A1wvLspibm4NpmjMXnhqNhlvtQAi5J8qB7wbooWVWB+xyuYyHHnoI29vb0HX9WFsS0yb44/0OvrLTRq3jIKIKeOtyGG9ZicKvKsf2KNM00W63UavVBjpDPp8P6XQau7u7M3OWGmIAm4Es5lt7EPLPgA3lAHhzgc6TjJzpOixmDbABv+gHU2PQElsj16qqqn12r3ePonZvWOvCbDYLURSxvr7u/l1E4fB3357Ax19v4DevN1DSbKgCC4Ufb24GIQRtk6Dc6cAvCfizb1vAn3l2EbJ4T3T2vlBm7VSWy2VcvXoVlUoFhULB9UNOgrYuEQTBPUDR9URbWQzrP89xHObm5k6ddDWIarWKZDLpipneHjUes842rNfruHTpEtbX18EwDERRHHq9LMsQRdH1pY7aPcMw0Gw2US6XB77WSCSCWCx2rOXirN5LIpFw901vTY3HLNeUruuu/drY2EAwGBzaRoz65tTuHfXNaYClXC6faPfozA/a7eWK/wqu+K/gUD/ElypfwhcrX0TdqqPpNMGAcefDMLhj/xw4sBwLYLqfh8iKmFfm8eGHP4z3LL4HfsFrzzouVFiZFYeHh7h69SoKhQJqtRoCgcDQ63med1tVUlGd7lGEENc3bzQaA+2nJEnIZrOoVCozDeABXRseiUTc5BVvjxqPWdu9TqeDm5qCtWILEYUHcYY/Pst2k98Ytrt/0JnSt18dHIfcngnc/zgcMweWyCBcDSxRwHQy7m2qwKCkOfitm82pg3ieJjU5pk1QaJlIpme3pk7SpE5iUk1qS9vCJ7c+CRYsVFbFhraBG8wNXMZlT5O6SzhvTcpyLPzi1i+ioBcQFsLgWd7do3oTjQgIqnoVZbN/neiO3vV5CPALG7+A//Xx/xWX85dnqklRKpUK8vm8+9/emjp/bNsGIQTJZBK3bt1CIBA4lSalGRY+v74PgQFsy4AmvgJT3IZgzkHENYgcgy/vG/ibgRB2tjdn/l5ooQ2NL9wrdu9cg3gOceDAAYfuh8NxBggAmzgghAMYQOZH/xhpaTDP825/aJpZ5ziO69DSP5qmQdd1NzN4XBRFwdzcHCqVClZXVyd/42OgaRrC4TAAL5PgoiCE4Pr161hcXITjOKhUKnil8Qp+buvn0HE6kFgJr7dfx8b2Bv72438bT0SfcAc/12q1idqBZbNZ+Hw+rK+vT7QWx4VlWdRqNVd88hgPOm9qVg5To9HA3t4eFEVBs9l053Wm02mUNRv/7Ldu4bWDFhxCwDKAXTTw+5stLL94iB98JoqIMp4BYVkWy8vL6HQ6WF1dnel3/mLj69hbeSceVWJ4/snvhY+fnZDyIDCL7+Kp8FM46Bzg85XPQ2Il/JUn/gqyetbNlBQEAZlMBpZl9c1YoXaPZkdNksEZiUQQj8exv78/MNgicgy+9VoQT6RlfOzVOl451FHSbPAsA5FjILAMeBauHbYcwHQIDJvAcggknsVT+QB+8E9cw8PpgOeAj8ms2mn2Pt5rr72GfD4P27bdLgO0Zd1RP4rOF2u1WqhWqxMdzBYWFsDzPNbX10/dPnMQ1O7FYrGZP/b9zKx9hHK5DEmSIEkSGo2GG3DJ5XKugNN7cDMMA5qmodPpwDTNsV+PKIpu685bt26dia9D/TMquHpcDKurq1haWgIhxM2+pa17es971O61Wi10Oh00m82J7F4ikUAkEsHm5ubAQGFCSuBb0t+C9ybfi93OLnY7u9jp7GCjvYFD4xAm6a5fjuEgsiJycg7zyjxySg5ZOYuEmEAmlkFIDnm++QScRQX66uoqEokESqWSa/cSiYSbSHA08EuDdJO2m15eXobjOMdmx8wKlmVRr9cRiUzfQvFBZNa/v93dXfzaHzfBAGBvB+HAAKIggoB0g3Sg/4M7iSqWM9Frke1liJ0/hw6zDlbPQjQX3dsYhoEqsHi1oGO7ZmIuNN1vxtOkxse0Cf755w9xs2zg8dd1/MAbfFOPGehlkCYFAKFQCH6/HwCOJTxNoklZpNuSnOd4KKKCtt5GsVrEHrc39H7T4GlS03GemhTHcfjV9V/FWmcNUTkKgRVAQECc7tx7m9h9zYHLnTsBPJq8REBgwwbHcCjbZfx64dfxrea3ntl3rmmaN7NzQmb9XWxubrodS06rSVU7NtqGDZ4FDPEV1AO/AjAmNFlAuM3CxzyKtm7htZvrCMmz14xarRb8fr97prhXmFgRogdajuPckn+O49y2M/Tv6b8BuA64zMl4MvgkXqi8AN3QIUb+AP72ChqdABjGxkpExFvn1ZGvgbZCYVkWwWDQzbzUdR2lUmkmIhHLsshms1hdXT0T0Yk+B8Mw6HQ6D3Q/+zutI9i+dUXbCNBssF4xZZZRcpZlkUwm3dkqiqLg83ufh+7oiHDdw5HMyqgYFfzy67+M9HJ6qucJBoMAgJs3b56ZYaOZ76ZpzvTge68xaD3RddT7h+5RHMe5Ts0skCQJsVgMlUoFfr8fiqJAFEXYBPjRX3sJ14sdBCUO4m2H32Ha0FHD62U//vULBH//7YmxDgOLi4vY3t5Gp9OZ2WunPB58HABwLf82gOUe6HY9vXvSqHVFP6NZBFxYhsUHMh/A+9PvRzgcRiqVwsbGBmRZdjMv6/X6iRWak8LzPCKRCG7dujXy8ZajIv7mc3Hs1E18YbONP9rTcNi20TQd2D2ZyNzt4F42wOPJjIK3LwXw2GIK4bD8QAfwBq0n+u9eX6rX7p3m8yKE4Ms7Gm6VDaxERTw770cymYTjOG6bHVpxsLGxMTO/J5lMotVqzWSO8ElIkgSGYdyD74PK0bXU65vTdUXXFND9vfM8f+rZJxRZlhEIBNBsNuH3+93MS0IIDg4OZram8vn8mSVCAV2BjGVZGIbh+eZD7B5dT712b9YZrLRNLt2bqO0rFAozm2VG25XfuHFj5OMJrIAFdQEL6sKx2xzinNgeUxAEOI4DXdfdFtYPIuPYPbqeen+Hs0IQBCSTSZimCZ/P5/pRgiBga2trZnvU/Pw8isWiW4lyFoii6LYUe1B9qdNoUrNiR+Nx87ANv0Sfp7t2HeLAtizM5Otnuq/baGchk+zASxSeQUmz8fnNFr7rsfDET+FpUl3G1aS2qjrWawcwHAav7DdRaEnIBU+/tgZpUpIkQVEUbG9vT5TwNIi8kscV/xW81noNmq4hzIXxpP/JU7/uQXiaVJe7VZNiWRa3tm7hv934b2AcBnAA0xnuV9u4PUMMx/Ugh3UgExmf2foM3iy/GWl5Or10GNTH9DSp89ekegmHw+A4DqIonlqTUgUWEs9AMx2wwjbAmGCdMBy2ClvYhVa9AkVgoQiz/77p53Iv+uYDv9FUKjXw4t6sbNqSi2aq0cNJb/YaNTLJZNJ9jO+e+24kpSS2tC0kpSSevnYJt0rd7P0n0jIUobuB0WxeWnZJHfmDgwN3lpiqqtA0De12e2YiBNB1lPL5/Ewd+qMEg0GkUil3LsP9zrA11ZtN1PvHNE23dzP9Qz+rXC430fOzLAtZlt12A4IguIc2juPg9/tRq9UgiiLa7TZWK6tgCetmnzAMA4EVsNeZLlMplUq5fc3P6vvO5XIIBoMPxGFu3D2qd12ZpgnDMI6tM6C730ya1SOKomu8BEFwjejm5iay2aw7s47OBTJNE1/ZbuNmSUdQ4sAxQKFloeO0AOU1SInPgo0AN0vfghcP3oI3ZpWhz7+0tITDw8MzCeABQFAJ4rsuf5c7i+Z+d5amsXt0RtOgPSqdnsx5ZVnWbS1HW4HxPI9area2C6R2r9PpDMxmcoiDL5S/gE1tE/PKPJ6LPjf2zB2fz4dkMonNzc2JnK9cUMB3PBrCdzwaQtNwsF0zUdNt2A7AsUBI4jAXEuAXWcRiMcTjcVfYv585aT0BJ9s927ZhGEafH9X7XczNzU30Gnied32pF7Za+LmvHkC3HfC3ukGWDy537R7HcVNV2I1ibm4OhmGcatj1MBiGQT6fh8/neyAqpia1e3SPOsnuhUIhCIIwkf9M7R4VAehnvr29jXw+j2azCVEUR7brnQaWZbG4uIjd3d0zC+CpqopsNnvPHeamZRzfnFbi0rUzzO5ls4MF5pNgWdb1y6kvxfM8CoUCOp0OwuEwarUaZFlGp9NBo9GY6bksEonA7/djc3Pz1DbpJFubSqUQDocfaLvnduQZYPcGrSe6R7EsO7Ev1Wv3aOtnWgmeTCbB8zw0TXMr2U4rih+FVgnX6/WZPWYvHMdhfn7erZj37N70mtS4DNOkbtRZ6KaFgI+/3Vp8sgq7UdDW1F3fcPh1Asvgy9savvPR0ETrwtOkukyiScG0sRTmcKNk4Vraj6RvfJF8Uk1qlr45z/D4h0//Q7xw+AL2S/t4LPgY4mJ8Jo/di6dJ3f2aFCEEf1D+A9TNOoJCcKznYcHChn27yrh/j+FJd2ZwxazghcoL+FDmQxO9h1Hvb25uztOk7hJNKpFIjNSkxkXkGLwlr+ATN5pQjRwgC3DYKhiIcDppGDbB88uqW/gwK+51TWqgxTk4OJjpk9i2jXA4DJZlIQgC/sLcX3A3dUIInkL/oqQLUdd1VCoVWFa39Ht5ednt97y/vz/T1wjcmVVmWRbW1taOfaGiKLoZDDQzdHd3123pSa+hP6KTCAaDSKfTbobK/b4RAbNfUwzDuAIUPaDRz5F+b71G07ZtmKYJTdPQaDRgWRZUVUU6nQbLsmg2m33DzbNyFq80XnEzPQghMB0TGV9m4Os5iVAohGAwiFarNfAzUFUVfr/fzYjhOO7YfBdFUUYOC83lcgiHww/EWgJmv54cx3H7IVMRqdfxpHsTvZYKD7quo16vu7/5hYVudraiKHj99dePiU1f2WnDIQQix6DQstA0bBDOBFqXAQBy+hOwov8DX9i+gjdm8xhELpcDy7LY2dk5lqHM87w7wJpmyDQajb61TbMJh2U38zyP+fn5Byobc9ZrCuju9TzPu2tq0B511KnXdb0vMWVpaQmGYYBhmJGv8QvlL+A/7/xnWMRy5/S8NfbWofeh7Q8Mwxg4W0qWZbf6ndq9jY2NPhFdlmUYhgG/CDyUGCx+R6NRJBIJN+vpft+rzmI99do9mhHcu6aOCqU0gNNqtfDV1UO0DRPpoIRCw8R2EygWizPN9qTE43EoioJarXZMyGRZ1t2j6PtwHAebm/197qloP4z5+Xn4/f77fi1RZr2mLMtCKBSCoih9GebA8T2K7lNUeOgVAZaWukPsRVHEjRs3ZvoaKfl8HoSQgVWiPM+7lX80KFQqlfrWNt13hh0yZVlGLpd7YAJ4wGzW1PXmdex2dvHG8BsBdO0ePasd3aPov4/65rquuyKAIAjI5XJotVowTROFQuHUr/EoPp8PsVgMmqa58+96URTFrVCmYsba2lrf2W4c3zyVSiEajbq/q/t9rzoL31wQBDcIStcUZdCa6rV7VPxOp9Pw+XwIBAJYX18/k+S3TCbjBqCPrguWZeHz+eDz+VyfsNPpYG9vr+8a2lXoJFiWxcLCAlR1dNei+4Wz1qR6K2AG2b1RmtRrB43bIuqMW6bSlpyEDFwT3QpEFgzLggHAMCxkW0ddd1DSbMRV3tOkTmAWa4pngb/1XByFloU3XF1Ap906M01qXGxi40brBlpWC4vqImJif4v5Xk3qYeZhPBx/uO92T5OajntVkwKAVxuvgqDbCnwcgnwQFavb4rW3zSYLFj7W192XGA4vNV7CR/If8TSpKbkfNKlJ+OarQbxc0LFVewgS+TAg7sDuZNBqXsF8SMCfvNqdXzyJJjXM7t0PmtTAIJ4kSUOdyEkhpDsLo9VquRvNOBHP3lLZRCIBXdcRiUTOLLstn89je3u7b5Pjed4N7LVaLbTbbVQqFRBCwHGcO4ePLnpajmlZ1kADTMvkqbPkMR00C07TNNi2PVVmbiaTQaVSQTAYdHuOU55PPI/V1ioqZgUCK8B0TMisjOcTz0/0HKFQ6Jg4GQqFEIvF+tYT3XxEUcTKygp0Xe+rzEgkEm5m8lEikQhCocmy7u51YrEYSqXSzB6PGidN09BsNo9VwIwDFULj8Tja7fbANVnrOGBvf0+GTcAwDhiuBcf2wTZSYB0FNqujZJQBHA/iJRIJ1Ot1t/80ZW5uzq2mabVaKBQKsG0bHMchFothfn7efU/0vYqiiJ2dnYHvJZfLPVDOEtDdU2ZZhUTbHLVaLXePmjTThwqZ4XB4rGDLprYJi1iIiTGUjBI2tA28FcODeLlcDhsbG32vTZIkZLNZ13lrNBpuO8Rem0gPo7quIxaLufvZUQRBQDwef6BaHWYymT6BbhYwDOPO953U7i1FeEgcg2LLgsSzuJpUj+0js4Dnu8LRUWE8Ho8jEAig1WpB0zSUSiVYlgWGYaAoCpaXl93MecuyYFkWkskk9vb2BlZdJZPJByqABwCBQGCm3xnd76i9msbuhUIhOI6DRCIxcIbmSRBC8NXaV7HWXsOSuoQ3hN5w4neZz+dxcHDQd8inSXcAXLtXr9fhOA44jkM6nYbf7+8LPlKx9qTf5YNUgTcrdrVd/Mzaz6Btt/FK/RX80+V/6h78T2P3ms0mVFVFuVwefYcpiMfj2NjY6Ps7VVWRSqXQ6XTQbrdRr9fdNScIAhYXF/sy53VdRzweR7VaHfi7VFUVkUhk5i1G72aSyeTMg66EEPc7mea8R4P8hmFA1/VT6xuD9q5AIADTNI/tLZlMBpIkodlsQtM0HB4ewrZtsCyLQCCAxcVFNxnCsizYto1kMomdnZ2Be3Emk3mgAnjA3aNJ9UI1qUAojNf3dmZeIQB0A3im2V99xzAMBFEACIFNqy2s2+3tGECVBJTbBjQhhEwm6GlSZ4zAMcgFBUgCj/oZalLjcKAf4Oc2fg67nV3YxIbMyXg+/jy+OfXNrm/laVJnw72qSRFCsN5eB8+OdzYnBPBzIZjERMtuuUE8DhySUtINNKqCirpTB+fjYBqmp0lNwf2gSU1CWObwI29L4IsHHH7zJQ6d9sNQeAbPXVbxocdieGRl3tOkjjDw1SuKMlOHqV6vIxQKjXxMy7HwYuNFfLH8RexoO9Ad3R0Q/q7Ou/ANkW9AQAkgEAjM7LVRstksOp2O61z7/X5XnDipraZt29ja2hr4I1BVFfl8Hvv7+30CVCgU8kSCGWDbNjqdzqnKX0ulEjqdDuLx+LFD9rXANfylxb+E3zn8Hex19pDxZfB84nlcC1wb+/GXlpbcwyzNJKUZTKurqwPvYxgGVldXj72vSqWCRCKBaDSK3d3dvtsCgcAD0a6gF1pOPyuo0Hea7FzbtlEoFGBZFhKJxMBrQjIL5/Z3K3IMDJsFsX0AYcGJB3BYDbAVxMTosfvSSgPamk5VVUSj3evK5XJfRfDR10SrSXuhhq9er/clRnAc98A5SwBmOkQa6Nq9kzJoJ3kMy7IQDofH+k7mlXnwDI+SUQLP8FhQjs/t6bt+ft6d2UJnzAaDQViWhfX19YH7q2VZx4J+ANzDZz6fx97eXl/FSzQafeBEgrM4wJ5mj3o6p4BBDDttBoshHu99LIdbt27N+BV2W4ltb28D6IpvoVAIsiyj0WgMrPQkhKDdbg/sflCpVJBKpUAIOZbx5/P5HiiRAOju+bMM4mmahmAweCq7R9ulsizr2qNx+Grtq/h3W/8OhmNAZLt7A63k6iWRSMBxHHdv9vv9CIfDAID9/f2Be7Zt2ye2LpckCfl8HsVisS+bnM5b8xifgl7AL2z+AkpGCQQELzdfxmZ1E4IlnKrdablchmmabrbtrFlcXHQP9jzPIxgMIhAIQNf1gXsU0J3ps7a2hnLbQq1jIyRziCgcKpUKotEo5ubmsLu72ye6RCKRe14kmJSzmHtEz3vTQgjB4eEhDMNw7clpOLp3cRyHD6982A0Ky7Lsfve1Wm1g0oDjOG6l+iC7l06noev6MWH4QQvgARenSQ2j3W6j3W7joE3QNp1TBfHI7X9Y3DnHd9t7Od0AHgNwbLdKnoDAPKGtJiGAbZmwLBt/tLqHvNByb/M0qbPlrDWpURBC8Etbv4QtbQsBPgCO4dCyW/itwm9hXp3H48HHPU3qDLlXNamO00HDboBnRvgpBKjqNhq6A8cBWDaMkBSGIjsgtgOFU7oVddztjhemhbbRxvW9633zgz1NanzuB01qUh6/soSVXAvPzxF0LCAVCyERDXua1Amcy+nCsqyhHxYhBC9UXsBvHvwmSmYJDnEgsiIYMN3szsYreOX6K4gKUXzfN3wfFkuLMxNvFEVxS8dN00Q2m3XL3DmOG9hm5ehrH0S73YamaUgkEuA4Dnt7ewgEAg9UeflZ0m63IUnSqQxctVp1M7UHBUCuBa5NFLQD7rRM8fv9cBwH4XAYwWAQhmG4AZhWqzX0MU5aU4eHh+68xmq1ina7jVAodF9sRHcDp/1dGoYBwzCwsrJy4r7xVE7F729pMGyCmNJ10juOAKjdmXiMo4Irfwue+4Y7/elpG1+6pjKZDBzHQbvdhizLuHnz5sjXdpLh297eRjgcdgUoURQRjUYfOOHpLGg0GkgmkyN/76Meg2EYRCIRvPLKKyOvfy76HBgw2NA2sKAs4C3Rtwy8TlVV96AlyzIymYxbFWVZ1rFD2VFO2qPq9TqazSZSqRQsy0KxWEQwGJy4t7/HYGgm4zRZvgzD4Om57kEzHo9D1/WZzRKmiU9+vx+WZSEWi7nVEz6fD9vb2yNF/UFrihCC/f19KIqC+fl590AaCoW8PWpGnLZKiAbCHnrooYmCwmvtNRiO4VYNr7fX+4J4tGWKz+eDbduub97pdCCK4omiE+WkPUrXdWxtbSEWiyEajWJnZweqqiIejz9wwtNpcIiDn9/8eWx3thHgA7CIBdMx8c+/9s/x42/4cZi16YN49XodgiBAlmWsr6/P7DXT9UQIcZOiTNN0K6WGZdJv1Ux87JUaXjrQYTkEPMvgsZSED18LASijVqshk8mg3W6jVqt54vgMOa1vbts2arUa8vn8TCo76d4Vl+IoG2UcsoewLAupVAqO40DTNPh8Pqyuro7MpB+0TzmOg93dXQQCAVeAYlnWbQHpcTpGaVLjQP16KZCFbpoIiNN9Lx2ng5LR1b18nA8xOQaO5cCwDAihQfHbrfMYwNTH2FcZoGX0rztPkzpbzkOTGsauvosNbQM+zgeB7SZSBPgAykYZL7VewnuvvtfTpO4xZqVJ5RZyePnWy+Bw3Ne3ye0qXgx/rqpuo6rZABiwDOAQoNYBBE5GVBVA0A06siyLjt4BcW63+sRg++dpUufPRWhS43JUk1qYy3qa1Bic26/iJMeTEIJPFD6B3zz4TThw4Of8A8t6LcdC3anjX33tX+Hd4Xfj/en3j73B8TwPn88HVVXdXtWmacKyLHQ6HdRqtWNtBmi13zhzWU6CEIJCoYBgMIjLly+7w5A9Tk+tVkM0Gj31XIPFxUW3amASeudldPvSczAMA5Zlod1uu6Xjvciy7Gb7TiuemqaJra0tLC0tucPbPWbHoOygSVBVFYqinOiAP5GWsRIVcaOkIyhxtwdhh+Cwj8Goz6OlBfBoKoVvftMliDznOmGtVstt40uhYr7f70e73Z667L5araLZbGJlZeXYvBGP0zELx3NlZWXk/AEKy7B4a+yteCveClEUoaqqOyeKZnVRu0erHXqJRqPuoPVpM8Acx8He3h7i8ThWVlbcPdLj9NTr9ZlUY6XT6ZFBkEHQ9UQz8Hieh67rME0TrVYL+/v7x/ahQCCAUCiEarU6td3TNA2bm5tYWVlx5yp4zIZZ+KS0ZeAk1VdL6hIkVkLZLEMRFLxp/k1YyC30zWGo1+tu5TlFkiQQQsaayzKMUqkEWZY933xK1tpr2NF24Of9biWl7ujYaG9g19iFH/5TPf7ly5enatcjSRJ8Pp87u5z65rZt97Xx7SWVSkGWZfA8P3CP2qqZ+KnPF1FsW1AFForAwrQJvrSt4VbZxN96axz5ELCzs4NcLodYLObZvRmi6/qpfBKga6tCoRCuX78+0f2oqESTfQkheEZ8Bp+vfh5lswyBFRCzYsda1EWjUQSDQbfF7zQ0Gg20Wi2srKy489s8ZsMs9vtcLofXSyYw4ZGRYRiwLAuWZVFoFWATCwzDomk34Xf8kIh0bB/iOPb262bgOCOekADWgCXnaVJnx0VrUqzAgmEZiLwIkRPBMAwc4oC1WHTsjqdJ3aOcVpPac/bw47/74yi3ynh3vKud9yKxEhh010rf8+LOHkUANI1uQIVj78xQsx2g0jbg4wkYpnsfwhNwLAfD6c5Mk9nJq7U8TersOG9NqhdPk5o95xbEO+kD+3z58/jNg98Ey7AI8sET78+zPGJCDHWjjt8+/G0EhADeFX8XgK4zpigKAoGAu0B7B8iapol2u+32FVZVFYIgoFarnfh8jUYD7XYb8Xh8YLn4JO87kUh4hm3G0GHnp8WyrIFCAc/zUBQFwWDQNaK9wz51Xe/ryTs3Nzdy/tHOzg78fj8ymQwODw+ndvYCgQBkWfYM24xpNpuQZflUwiBdG4MO7bIsIxEI4Ce+NYV/8ombeO2ghZZFwAKwiQwWMi5HRfzFJ1Ts7+4gk8lgf3//xOeybRtra2uIxWKIxWLH5rtMAp3b4TFbZuEoOI4zcB1QuxcMBrttdm7vUb0zoOhcH8dxEI/H0Wg0hrZSKJfLaDQaSCQSbpu8aeA4DpFIxFtTM6bVaiGVSo0dxDvQD/By/WXsdHaw1l5Dw2rAIQ78t/yIIIIFdQGLyiIeDT4KkRVdJ5u2qhxk93oDK+PYvc3NTYRCIWSzWezs7ExVRQjAFcY90Wm2WJZ1YvBiEk6ah0f3KOqv0TWVSqUQDAbxWvk15KU85s157OzsIBKJDJzdQ9F1Hevr64jH40gkEsfE80lIp9PeHjUlhmPAgdPXAo4FC0IIDEx+2LaIhRvNG2haTfh5P5aMpYF2j+M4d02xLHvM7hmG0Te7PJvNDhQwezk4OICiKEin06jVasf214+9UkOxbSEosei0G4DTgcXKCKoBFNsWPvZqDT/05jgkSYLf7/eCLTOmVqvB7/efqoqOagGDhKCjgd/e9USrf3vnRD2TfQbfm/1erLfXsagu4huC33DsMdfW1hCJRJDP54f75oQgsPcFyNXr6ISvoJF5rjvc7DZ0Xtn9IjrdLTStJl6sv4gldQkBfroRLYQQNAf5Ykw3oY7jOPerJO7/3NGnLMuEQ2zc7pgJAHBsG4Q7LtrbtgPHMW6L2szQhBmGYXBSd09PkzobLlqTUjUVET6CQqeAsBCGJEpo6S0QQnBZuTzQ/nma1N3NLDSpT+9/GjvNHXCEw6eLn8bzieehcN2OLF1NKoH5nXms1dcgCt1kLHK78pc4BJZtwbQJbJvcrg6+szexDOA4gE0AnuneT9d18DwPwhJIkJAQB7fxHIWnSZ0NniZ1f62pcwviGYYBQeifk6DZGn7j4DdAQODnR2dtMiyDkBRCmZTxyfIn8YGHPwAf53OHGBqGgU6nMzJ7s91uI5vNDg3iAV2R/ODgAIlEYuohjtFo9IHs5XsenFbMo8Oe5+bmXMNEHSKaGcCy7MiWqkA3cyQQCIwUV5vNJprNJhYWFrC1tTVVhmYsFvOcpTOg2WwiEomcymGKRCJwHMddU71ONhWXEpEI/penA3jxQMCXt9uo6Q5CEoun51Q8npIh3D59jZsxQ/voZ7PZqZINqHDvMXtm4TDRQzdNSrkjAFhuwLharY5ct8ViEel0emhgGOhmVu7u7iKTyUBV1YnbugDwRIIzZJy9/9XGq/hs6bN4tfEqDMcAAQHP8OAYDizLomW2ULbKuKV12x/G5TjelXkX3u1/N3RdRzAYHCs4YhjGWBlyVBifn5+fuj2e10rsbGg2m64vNC20Dcogu0cHkft8vmN7z2X2Mi7HL7v/bVnWWPsGnXEVDoeRSCSGBv1Owu/3z3yOyYPEkrqEEB9C1awiJIQAAA2rgZgYw9XwVRxq438nf1j9Q/z6/q+jaBRhEQs8w+PXyr+G7175bjyXfe6Y3dM0DSzLjlWxUCwWEYlERh7+NU3D9vY28vk8Op2Oe1ataDZeOtChCt0AXsw+BAMCYjdQagOqHMBL+zoqmo3H80kvgHcGUDtzGiKRSN9572jgt9PpwO/3j2X3GIbBU9GnBs7w7KVSqaDZbGJ+fv7Exw3sfQGZP/oXYGwdhOvufY3sWwF0z7iBQMAL4M0YQgj+yVf+CV6vvo6cnMPfvfx3wTH9flXbbuNm6ybCQhjzyvzAx5EkCZGgD4LAgeU5CLer5e6sr+78qGEJBCE+jJLZnSmqciok7mS9iBDANC23OuXkxyWQ+MG+kqdJnR0XrUl9W+bb8Iubv4iKWQFjMWAZFtf81/BM5JkTn9PTpO5eZqFJzYXnwFd42I6NhC+BhdwCWLB9mtRD4Yfwevl16Iw+0NZwDMCygENIb34JHAJwLI4lDFiWBc3S8ETsiYGd9UbhaVJnh6dJ3V+cWxDPsqxjBu6rta+ibtYRFE6uwKPQFjqGYUBmZFS0Cj7+2sfx9tjb3WsEQUAkEhnr9TAMM3aZ8uHhIVKp1MDB5aOQZdlzwO9SlpeXsbu7OzSYS9uqjqLZbCKbzY5dIbG9vY1cLod2uz10DscgPJHgbLBt+1ROeDKZRDAYxPXr14fuK5FIBALH4I1ZBW/Mniwi1ut1+P3+Eyscemm1WuB5HvPz89jf35+o7NzLHD87CCGnaodx+fJltFqtocFZx3GOBXyrZhUtq4WsnO2zP5O0Utjb20M2m0U4HJ44OHw/Okv3Ak2riV/b/zW8UHkBpmNC4RSEhTszTxgwkGUZuqFDui0YWo6FYruI/3TzP+GTm5/Et2W/De8LvW+s5ysWi0gkEjg4OBh5LZ3zMz8/j1qtNjKJqhee572ZCGfEaTPI8/k8BEEYOQ8vFAqN9XiWZR1L+DuJarWKWCw2cHD5KPx+vyc8nQKZk/Gn5v4Ufmnrl1A1qwCAoBDE98x9j7u3jMMfVv8Qv7j1izAdE37e3002EDlsN7bxf3zt/0AxXxwYLFEUBSzLjjyPGYYxkT2ivrlpmjg4OECtY8NyCBSBBZwOGBBYDA+eWOCdDgQuCM10UOvYnh91l+L3+5FIJHDjxo2he8S4VeI0gWCcykDTNFEqlTA/P49isXhMgJKr18HYOiw1Cb5dgFy97gbxaBspj9niwMF+ex+araFslGE4hludAnQDeP/y1r/EVmcLIiPiO3PfeWy+9PLyMizLAmkUwBEHWscBe2QuHsMw4HgOGLKsFE5BlsuC4zkQa7xzQtdG8uA4AYbZ387TIQQOAbKBwf6Sp0ndvZxWk3o8+Dj+zuW/gz+s/iFadgtvmnsT8lZ+rECKp0ndfcxCk/ozgT8DramhYTXwXPQ5FPYLx657c+rN+Pjax2ESEyJz3N4wDBCQWFQ1BzYAFt0AHkAQlDgc3U5sYoM4BE9FnvI0qbuMi9KkTsLTpE7HuaU1O47T5zgQQvCF0hcA4FgG1CBYloVpmO71DBh8vvT54318x3ROyuXy2KIC0G23sr+/j/n5+YmymDwH/O6EznAZJSROstFNYmxt23azqebm5sa+H+0l7HE2nOZwk0wmsbe3d6r+5b3UajUEg6MTHHqv39raQiqVGjuZAYCXlXmG0EHP0yJJ0sTOyl5nDz954yfxz27+M3y6+Om+2zRNm6j6ZHd3F+VyGYuLi2M7W7TXucf5sqPt4Kdu/hR+r/R74BgOESEChVP69jQ606dX+OZZHkEhiLAQRsko4ec3fh6/8PovuAPPhzFpAMgwDGxubkKWZWQymbHv5/P5PLt3RpxWKAiFQmN1KxiXQqEwkf0qlUruLLJxk66A+/dQd548FnwMP3r1R/HR+Y/io/MfxY9d+TFcC1wb+/4WsfDr+78O0zERFsIQ2O6MJomXEGADMBwDv77/67DI8cALIWTsdUsIGTtgSwjB9vY2NE3D/Pw8wioPnmVg2gQWK4OAAU8sEDCwWBmmTcCzDGJ+yQsKnyGn8c3n5uZQq9VO3TKYYhjGRH5Uq9XC5uYmIpEIEon+9mKd8BUQTgLfLoBwEjrhK+5tfv/p5kp6DIZjOPz5S38eb4m/Bd+Z+86+AB4AvNZ8DZvaJvycH7qj43Olzx17DFVVsbW1BZlnkQnwMOzB575xVi0LFozDTLR/mKYF07QgiiJY9s6zmDaByDHIhwb7ZZ4mdfHUzBo6dn/ryllpUikphT+Z+pP49uy3423Zt41dCeVpUncnp9WkKocVfFPym/Dt2W9HVs4OvO6RyCOYU+bQtJonrq+wxCGssOBZBuR2BV5E4RCSju9ZTauJkBDCQ+JDniZ1l3ERmtQwPE3qdJxrEK934RjEwJ6+N1bGJgMGju2A9KQbSZyEglFA276T1TZJhZymafD5fGNfD3Szn9bX1zE3NzeWcHX16lWvXc8ZchrjRggZOctnUmhLzUkolUo4ODjA5cuXR14bDofdrHePuw/a63kUkwT5JhWFCCHY2tqCqqqIxWIjr19aWpooUOgxGUeTVyaB5/mxqpWO2tZNbRNVs4qm1cSN1o2+a0ul0kTJKwDQ6XSwsbGB5eXloc5fRbMBhsXly5c9J/wMGbSetrVt/Mzaz2Bf30dICEHl1IHXOcQ5scKJZVhExAh4lsfHtz6O/7T9n44lSQ1imlZnBwcHaDQaWFpaGnltOp1GOp32BPIzwrbtqfcolmXRarWmHjg+CMdxJl5PjuNgY2MD8Xh8rDY8ly5d8nzzGRHkg3g68jSejjw91liEXm40b6BoFOHn/X3VwrbVXZN+3o+iUcTN5s1j950kiDdpYBjodkLY2dnB0489hMdSEtqmA1kNoMQlUGWCKHEJyGoAbdPBN+R8eNOjV7zA8F1Ku92equXuMCZZf5SdnR04joNcLuf+XSPzHPae/Bsor3wYe0/+je5MPHQrnKPRqFc1dUa8Kfom/PDVH8bTkaeP3RbkgxBZEU27CQKCiNC/d7Asi0aj4Z7lVqISnIHnuvHPeo7jgOUmW0+EEBi6AUG4MzPRsLtVw2k/717zpe02/uOLVWyTiOebnyGjfqsOcfBfdv4L/tHr/wg/9tqP4cX6i+5tniblMWvG1aQYMPhw5sMQWbFPUz9yEcIyh8WYilxIwFxQQEjmjmUp6I4OAoL3p98PlVM9Teou4yI0qWGcpSYFdDXU+1mTGvjuz+IgYtt2nwjTsTtwSP9Q9JOQZflYmwsWLBziQHf6ByJO4lTTlpqTsra2hlwuNzSTnIpOXoZKl7tJgAuFQsjlcqhUKjN93GazObHDBHTbrRweHmJpaenEwDLLsojFYp6zdJuz+hymNW6XLl2aqZBJaTQaU/UG39nZgc/nQz6fP3EPCgQCEEXxvs1QmZSzMPLTZj3xPI+rV6+O1daEtkegPBJ4BI8EHsG8Mo93xt858LEnhRCC9fV1LC4uHsskB4Df22jhR/7nPn7xZQ08z3vCE6b7nKehaTXxsxs/i4pZQVgIn9jZQBCE7hwVZ3iFncqpUHkVX6h8Ab9V+K2Rz09nTk38um/P4lhcXDwxaCMIgtdapYez8M1Pk5lJW6vMGtM0p/r9rK+vI5FI9InkR6F+lGf3upzFb2vcRKWm1XRn4AHdRAJJlmBa3UQDnuFhEQsN63ib+knW7bizFo9i2za2t7fxw+99FKmghLrugJcDEAJJ8HIAdd1BXOXx/e++4u1Rt7nbPoeFhYWx2/NOkmBXKpUQDocnfj2lUgmEEMzPz3fPxQyDRvatOLz20W4bTYaBoihQFOWu+ywvivPQpHpZUVfwocyHkJEyeDz4OD6S/Ujf7VevXu0TMx9KSGCYbrXuccb3haf1mg1DhyAKEAQBuk3waFICd7s678s7Gv7tV8r4rZst/PjHX8NnXh8+G/RB4SI0qU1tE58vfx42sVG36viV3V8B4GlS9wP3uiZ1xX8F74i9A4ZjHKsS7cNxIPLssRaaAGA6JlpWC48FHsOzkWf7bvM0qcm5XzSpcR57UkZpUpRsNntfa1InfpMLCwszjV4eXTgCK3T7so7IVGIZFmAAy+5vg0FAwICBwNzZOCdtY1cqlaaK+Nu2jfX1dViWNdCJj0ajCAaDXgCvh1wuh6WlJSwvL1/0S0EikUCpVJpqgO8opv3Oq9Uq1tbWkEwmBz7m3NzcfZtJMA2lUgmLi4u4dOkS4vH4hb4WlmUhy/JMS8wp1Wp14iwVyubmJg4PDwe2xvD5fEgmk54D3oPf78f8/DwuX748swPetFUugUAAlmWNNcD3aEa4n/fjh5Z/CP/4oX+Mh/wPHbte07Sp9hLDMLC6ugpBEI7dv6LZMAmDsjZ9Vc/9xv7+PhYWFrC8vIz5+fkzeQ5CCD629zEc6AcICaGuv3QSLFBql1A2yigaRZSMEmpmDaZzXNxUeRU8w+N/Hv5PbLQ3hr6G08xUOzw8xMbGxsA9iud55HI5z+710Gq1sLCwgEuXLk0lzgziNIc6QRBQKByfsXFapg0ME0KwsbGBZrOJVCp17PZgMOi2rfLokk6n3TU1K8atUqIz8Gi7TJ7nu11Xbp/laIAvwB9f65MKBY7jTPW9t9ttkPo+/vm3XsOz811BUzO7Z4dn8gp+6tsewbW50RnmDwqFQgGLi4tYWVmZqGXyKKb1K/x+/0zb/VJ0XZ+6mnd3dxe7u7vI5/PHbpMkCZlMxmt7eISz1qR6YRgG746/Gz929cfwA0s/gJh45/ctyzJYlkW1WnX/7sm0jLjKoWX2awqTDlawrJMDi8MgBDB0Ax3ThshzeNvincDLrbIB02GQDSvoWA6+vju6MudBwNOkhuNpUpNxP2hSH0x/EE9HnoZmaye21rRsa+AepdnduXtX/FfwZ+f/7MCzqKdJTcb9okmN4iw0KaDbTtbn893XmtTA8OfBwQFYlgXLslhcXIRhGGi3224m2zjllEc5OndDZmUE+ADKRvlYP/JeBFFwZ+H1YjgGgkIQKn+nSmWahROJRKZ6P0BXgFpZWUGz2XR77S8tLUGWZU8kOMLW1hYYhkEkEsHS0hLa7TY6nQ44jkOn0xlrY5gVgiBgf39/rGsnDQzT9gWNxvHM4XEol8vI5XLY2dkBACiKgrm5OYiieF9vRJNSr9fRbDYBdNvO+P1+d00JgjDxYGbKNJ+x3+9Hq9U6EwccOF1FT6fTAcMwkGUZnU43uyqbzcLv93siwRF2d3fBsixEUcTS0pK7LxFCYFnWVL/paedNJZNJbGwMD55QJrV7pVIJ6XR67D3wKPv7+1heXsbq6qrbmuEH3vsEnnmkgcdy4ake836Ezn9jGAbJZNK1e5qmQRAENJtN6Lo++oGG8ErzFXy5+mUonHJiBZ7lWKhbdWi6dqyjAQDUrbrrj8ncHUfYz/lRMSv4zzv/GX/70t8eGiCkLTWnqUYmhKDVaiEajaJcLgPoZiYnk0mvPd0RSqWSm629uLiIaDSKdrsNXdfBcdzUmdzT2D0qPJ0Ftm2f6ruv1Wpuljg9t+Tzeaiq6okER9ja2gLLsvD5fFhZWYGmaWi322BZFoZhuH7WJIzbsuey/zLiYhwFvdCtIr59HgC6+0LTaiIpJXHJfzzAOGnwmQaGi8XpKlF8ThM/9Z1vwNdevYVax0bUJ+KNj1z2fPMjtNttbG5uAgAymQwWFxehaZpr96rV6kA7dBaIogjLss6kSwaFZdmpfH/LsmBZFnw+n1vNnEgkEA6HPbt3hPPQpMYlm82653OKwDF455IPv/xyDQ4hYOl+QDBReR1NiJr291HTTFxNB/F4xgfn9mO85eE8Prt5E3t1HTLP4ZGs16oOuBhNal6Zx9uib8MXK1+EKqj4cPbDADxN6n7gftCkeJbH9+a/FzEhhk8VP4WKWYHKqZBYqe910P9PCIFJutV3HMPh2eiz+Pbst0PlTu4e5WlS4+NpUuMxSJNaWVm5PS/2/i6mOlEddhwHjuPg5s2bEAQBkiRBFEX4/X74fD4IgoDDw0PwPI9gMIhWq4VKpQJRFBGJRKCqqvtFlstlNBqNvsAWy7B4LvocfnXvV7ttNU8QiFiWhUn6g3iEEFjEwrORZ902LPTvJ93wWJbtVgROaBgpm5ubyOfzWFtbgyR1B5t7AbzjEEJACEGpVEKpVIIsy/D5fNB1HXNzc6hWq+B5HvV6HX6/H4ZhQNd1tFotBINB+P1+92BDeyxPg9/vn+j7oULBuMaw2Wwim81O7TDVajUwDINsNovd3V34/f77uhT4NNDvZGNjAyzLQpIk+P1+sCyL+fl5EEJQrVZBCEE0GkW9Xnf7g0ciEfj93TksHMdB07SpK+kymczU3/c40Jaa0xwqCCH4b198HQVLQlo08aas5O7lHsdxHAedTgc3b96EKIpupnU8HoeiKJAkCaVSCZIkQZZlaJqGarUKWZYRDof7MrMPDg6mrnKZ5CA/jd07TWDYcRxsbW1hYWEBa2tr8Pl8kEUe73k4PfVj3q9Qu0edU1mWEQgEoOs68vm8O1el3W4jFAqh3W67QRnqR9HDsuM4WF9f7/uuf7f4uzAdEwFxcFWW7ugoGkXYxAbLsN1AX+9SIYADB5qtoeN0EBbCbtULnUm1qW3iteZruBa4duL7LBaLSCQSODg4mOpzOjg4QDKZRDweR7FYhM/n8/aoE6B2b3V1FRzHQZIkqKrq/pvneRweHoJhGMRiMTSbTZTLZfA8j0gkAp/PB0KIO9+gWCxO5V9Eo9EzqT6nWJYFnufdBLlJ2djYQD6fx+bmpnsQ9gJ4g3EcB41GA41Gw11HpmkinU6jXq9DFEWUy2U3q1XXddRqNfj9fgSDwT7ffHd317V7o2wYz/D4QPoD+Pdb/x41qwbe4V1hqGk1IbIiPpD+QN85jzKp3TNN81TBkU6ng8PDQzxxdQmbm5sIh8Pu+dGjH7pH7ezsgGEYSJKEYDAI0zSxsLAAXdfdIEwkEnHXHiEE4XAYPp/PPfeYpukK7pMyNzc3VhtNyqQ6QLFYRDgcdpNPJmVnZwfZbBYMw6DZbLr7uMdxzlqTGhdVVQfOLntuXsVv3WiirjsIy3ced9JVO+12YtgEAMHb8iIW5uddTeo9K0nIkoyv79bxSDaI9zx8vLLqQeQiNCmWYfEdue/AN6W+CRIrQWIlT5O6j7gfNCme4fGBzAfwSPAR/Pr+r2O1vYq22dWeBFYACxZtpw3DMeA4DniGR17J432p9+HJ4JNjrYutrS3Mzc1hb2/PTdjzznuD8TSp0QzSpBiGue8DeMCQIF4vpmm6jnClUkEymUS5XEY8HkcwGMTBwQH8fj8ikQhs20alUkGxWAQhBI7jIJlMYnFxEbZtw3EcVCoVEELwVPgp/Hbht6HZGnz84L7LAI71JNAcDRIr4ZnIM1O/cUq5XEYsFps6O9M0TVSrVWQyGSiK4pWXj0mn03GzMLa3tyHLMgzDQCKRAMuyIIQgEAi4xqhWq7lBDI7jMDc3B0EQEIvFoOv62NnCk24U1OmfJKOFBnKnzaarVqsIBoNIpVIIh8NeUHgMHMdxs32BroGjwngwGES1WoXP50MkEgHLsigWi64DYds2QqGQ21YjGo2i0WiMffjnOG7qJIBxqFaryOfzUwXx6DwEwwZUiUf0T1zCtSlm7D2IGIbhZnA3m03E43EcHh4ikUjA7/fj8PAQgUAA0WjUtQO0tZzjOMhms/D5fNA0DaIoTlwlM+6eM2nWE9CtQg8Gg2MNvR4EFeGSyWSfiOsxnF67RxFFEalUCqZpQlEUBINBVzQvl8vQdR2EEAiCgMXFRTcYc6tyC683Xz+xk4HpmCjq3QAez3YP3Q7ptqqj7cgZMG4ClQMHFbMCBgwifLeVociKaFpNfLH8xaFBPMdxIMvyqRKiaBs2QRAQDAY9kWAMbNt2A78AXN+ctnQ/PDyEqqoIh8OuYFWtVuE4DmzbRiwWw/Lysisq0NvGgQaWzwoaGB4kmI6Dbds4ODjA3NwcWJaduvXdg4au626FsK7rCIVCqFQqSCQSkCTJbfEdj8fR6XRQq9XcSiKGYdwWuAzDQNO0kTbmjeE3AgB+o/AbqBgVaKYGnuGRlJL4QPoD7u1HcRxnKn++NwN8UlqtFsLhsFsx5QWFR0MIOWb3TNOEz+dDIpFAq9Vy9yie51EsFnF4eAjD6IqEPp8PS0tLYFkWkUjETXIZB57nz7TqT9d1pFKpqYN4NOi9tLSEUCh04vwpj37OSpMal0F2L6by+NDDQfy/f1yFYROI3HT+i2XZEyevEEJQ1208kpTx3JzUp0kpioLnryl4/trx9tIedzhPTSrI36mG9DSp+5N7XZNa8a3gry//dWxqm3ip/hI2tA1sd7ZhOiY4hsPD8YeRRBIPBx7GFd+V4aMcjuA4jttO2nEcqJ4mNRaeJnUyD6omNXHokxDiZltvb2+7ok2pVDpRwCkUCigUCsjn80gkEm6LlpgYw5sjb8Znip+B4AgQ2eOReMe+nXVidxcPHbr51uhbkZROn1HUbrcRj8dPZeAqlYpbXu4xOb0iVLVa7VtHg9aUZVnY2NiAIAhYWFgAy7K4fv36WM9FndtxmSZrYW9vD+l0+ljLjUnY2dnB5cuXvQGvU0KD8u12G/v7+0PXE9DNNqvVaojH44jFYlAUZezvb2tra+hg1aNM41wZhtHXdmdcbpUN6DZBQuVR0izcKHU8cXwKqCAM3GnDMmpN0Sy6paUlpFIpNJvNsZ1w2p6QHgCGMU3WU6lUwsLCgpv9Pg2FQgFLS0ue3ZuSXmf1aBLRoDVlGAbW19ehKApyuRw+VfoUTMeETxgs/JWMEmxig2M4EBA4xIFFrL45xAwYsGDBgQPLsLCJjYpZgV/0u9dIrISvN76Ott0e2ialUCggkUicakba7u4ulpeXPbs3JfSz39nZwe7u7sg9imahZzIZxGIx8Dw/9vdXKBTg9/vHbmU26T5jWZZbaTht21naGvKiZ5TcqxiGgcPDQwDdANYou0crEliWxdLSEiKRyFiH8jeG34gnQk/AiBl4de1V+FgfLvkvDazA632uSe3e7u4u5ufn3XaP07C3t+e26vGYHCocNZvNY5Xbg9ZUq9XC2tqa22LZMIyx2zqtrq6e+cyrRqOBSCQydStjGshbXFx8IDLHZ80sNalxoBWTg2zSe5Z9+NqehpcOOogp3FRnLZqcwDDdWXfjUNcdBEQOf+bJMDiW8TSpU+JpUsfxNKnTcS9qUgzDYEFdwIK6cOw2qmlMqklRLMtCsVh0K9E9JsPTpI7zIGpSp96Nez/sUR/81tYWZFnuq1b7cObDKBklvFh/ETInQ+VUcGzX+aF/6GN3nA40W8MjgUfwHbnvOO1Ld9nZ2UEmk8H29vZU92cYxm3/4XF6xl1Tpmni5s2bA4ekUliWhSAI7uBLQRAmymByHGfirCPLstxS+mnFJy9rfHZMskcVi0UUi8WhTjXHcRBFEaIouq2nzpqDgwMsLS1hbW1tovutREVIHIPDtgWfJOKxufDZvMAHjEnW1Nrampu9eJLDRFu90bYSkzhA02Q9AV2niWZyTQNtUecJT7Nn2JrSNA03b97E9fL1bkXdgLWiOzpMYoJluu3eHDiwnP4AHgAQENjEBgEBDx4cONjERsNqIMB222qKrIi23cZuZxeXfMdnU/W+rlQqdaqEqFAo5K2nGTHJHkWr3VKpk7P1eZ6HKIpwWAfb1/899Bd+Fy0phOrSd2E5/MRsXvQRtre3sbCwMLZoP4hoNOr55jNi3DXlOA5u3bqFTCYztGqA+lCCIEAURYRCIQRqgbH2j2l8c6BbcXGajF+e58Fx0wn0HsMZtqaoqJnNZk+8hp67qC8ly/JEgtA04lGlUsHi4iJqtdrUlck0kdjj9JxWkzoKz/N9a2pY9S3HMvgzT4bxE587RFlzEFWm82VM04AgCDCM0QJry3DgEODDjwSRC3Zfm6dJzRZPk/I0qVnyIGtSvSSTSW+PmhGeJvVgalLn/usxDAPpdNqdy0EIwY+mfhQ///rP43P7n0PFqkBkxO4gTTBgbRY60dE22xBZEW+OvBnfPffdA6v2pmWaqHEvD9KCuRthGAZzc3Pueur94ziOO9i80WjAsiy3Xdk4w86n7R9sGMapHCafz+etqwtEkiTkcjl3HQF3eujbtg3TNN3h6rVaDUtLS2f+mug+NYnQ8HROARDFatnA2x5dwvMPey1VLgLbtpFKpWBZ1sB9yrIsmKaJdruNer0Onufxuxs6fufVAuaCAr79kRBUcfB+MK39Mk0TgcDgWWrj4IlOF8uN+g3IggxR6PpCboCOAJVOBQQELMPCIhZsMlwUd27/Q1uiNIwG/FJ3PgPP8LCJjR1tZ2gQD+iKBZP0zj+Kqqqe3btAaJUncKd1Su8e1eq08B/+4MfwF17/JHy2DcIw+J3ya/jMEz+Ed8XfdSav6bTBEi/YcnHYto25uTnYtj3Q7tG2eK1WC7VaDT6fD4qijFUVM61QoOv6qTJ1vZEJF4sgCO4edXQ99frmnU4H1WoVKysrZ/6apmlx1wttP+tx/gzSpOgZi+oHpmmi0+mg2WzCcRy3xfAgMgEBf/XpGP71CyWUOzbS4uSB4dv1FCOvaxkOdJvgW6748fzynY4Mng91sXialMesuV80qV68ZKiLY1JNio65OKtKPMDTpKbh3IN4tE/w0TYa3xr9VjylPIUXKi/gy5UvQ7M1OKQrKoWUEN4cfDOeiTyDeWV+5j96juOmnpEAdN/TafsPe0yPZVkoFApjC4ftdhtzc3NYXV0dee20QoEkSadqKzbt83rMBsMwJhoqzPP82HMMpt0rqLGdBIZh8MycimfmVCwthT2H6YIwTRO1Wg3VanWs63/npS38/JcL0DoGXj3UIXAM/tTj4YHXTuswjSuWDsNbTxeDTWw0jAZgA4Z5/ODfNJtwiNOdgXd0qPAJUH+LRbetpk50yExXXGQZFg179KD00/pSk8yB8Zg9uq4PnUH3++Xfh1Z+GapDUBZkhB0Li7qGnz/4Dbwx/Ma+WS+zYhxhaxi2bXuzyy4IwzBQr9fH3hOq1Srm5ubw2muvjbx2WrunqipKpdLE9+vlQRQL7hYsy5qoLRzP8/D7/af2dYZBRa9pMQzDCw5fECdpUidRrVaHVqwDwMMJCT/4TBT/5stlFBomAiLAs+PvVQyGz5slhKCmOyAE+JYrfnzk0VDfXuhpUheLp0l5zJr7RZPqxTTNB6r14d3EpJpUqVTC0tLSWHbS06TOjwupYz3pQ55T5vAR5SP45tQ3o2SUoDs6JFbCc48/h8pBZer2J6M47fBrSZI843aB0Nkp436HxWJx7DkJF+W4eIbtYpnUENTrdczNzWF9ff1sXtApYRjGE54uEMMw4Pf7R194m+1yEy3dhswx0CyC/cbsgxscx51KIFdV9YFzmO4W3ODcgI+/aTVhkcnXi4Ou8MOg237TIXdEJEJI33+fxGmFI6+1yt3NrfYtvCrJKAsSYqYOm2XxYjiFtt3Gensdjwcfn+nznaa6BejucZ5vfnFYljXRb5rOBxrXn5/muz3tmvKqpi6WST/7QqGAbDY71oyqae2XZ/fubSZZU6ZpghAysiXvtaSMv/VcHP/h6228vt+AyDHwi+xYz9W9ZvCa0i0HDcNBUOLwbY8E8e4l37HH9DSpi8XTpDxmjadJecySSTWpdrsNhmEgCMLYc/QmxdOkJudCrPyoD1nhFMwpc1jxrWBOmUNACpzpF6Np2kSL+SiRSMTbjC4Q0zQncmpYdjxHGsDUh/39/X3E4/Gp7gt4/cfvNViWPfM9gGXZqZ13SZI8oeACmXSOQbnjoG1YKLRsaKaDx9Ozz9IulUqIRqNT3z8cDntCwQXBMRxYsMd0nqbVRNksT/24FrkzN485EiEUmNHVTLVaDcHg9NVYkiRNfV+P0zPq9yyzMkq8iJ+cu4b/kFzCz81fw/+IZsGChczOfo9yHOdUayIYDHq++QVimuZEVZD0uxonKDJttu/e3h4SicTE96OcZn/zOH8mOe9Ni2maU+9THMd5lcIXzKTrg2GYse6zFBHxL77tYXzwoSAYhkFJs9EyRlfJdVsm3rFbhBDoloOSZqFlEjyekvEP35nAe5b9A1+Hp0ldLJ4m5XHReJqUxzAm1aTOQ+vxNKnJuWd+QbVabazrzjOTLhqNusG/aYese5weKhSM27Jn3N7jANx+5ZNWgRqGMdV6yOfzbt90j4tj0kOdoihjZzxN+93atj3x65IkCZlMBoZhwLZtz2m6QCb57l7c6yAkC2CIjY7lICTfPbYlmUxCkiS3F/6Dlvl0N8AyLFJKCreMW+7fabaGillBt0CPGbuNZi8EBBaxwDIsuNsiEq36i0ujBYBpxcyFhQVYlnWqjggeZ88bQm/A75V+DzeJgf1IEoIooNQqukl3wzhP39zv9yMWi8GyLM83v0BM05xYKLBteywfiVY7TMq0M4Wy2SxYlvXa1F0wk37+Pp9v7PaptHJ00taYhmFMvKY4jkM+n4dhGO4sWY97h3E1KZln8ZFHQ3gyI+OTt5r46m4HJc0GxzCQeAYix4Bjjp8PbIegYzkwbALDJhBYBssREe9Z9uO5eRXcgPacniZ1d+BpUh6zxtOkPGbNJN8d1XvOqgrvNDzImtSFhCwFQRjb4c3n8xP1AZ52M3IcZ+Ke9IFAADs7O9jf3/dmuVwguq5PVEmZSqXGaq0CTJ5J3MukYib9Tezv76Ner3tiwQVCCBm7fUQ4HEan0xlr4CvQXa/TzL9oNBoIhUIT3ScUCuHw8BDFYvGuNL4PEoIgjO1cXMlGYdk2DJvAJ3JIqMMPX9PaPYZhJnKiWZaFqqqu3fOCLhfHkroEwnRthEMcVMwKCCHgGO5YFd249Ab/VEEFAJjEhMAKyMm5kffvdDrw+XwTPacoitB1HYVCYew91ONsGJW9u+xbxnfkvgM+zoeW00JDbyCv5PHR+Y+CY4bvUdP6yJ1OZ+Jh59FoFLu7uzg8PPR88wvEcZyJMvjn5+fH9s1PA8/zEx30WZYFz/PY29vD4eGhJ2heIIZhjG1jZFkGy7IoFotjXd9qtSbea+j9Jq3QVFUV9Xodh4eHnm9+wZyHJnUpJuH7n47hJ74xhW9/NIRckAchQEN3UNbs238slDUbJc1CqWXAchgERA7vWPTh7749gX/0riTevugbGMADPE3qbsHTpDxmjadJecyaSTSphYUFrK2tjf3YniZ1PlxICHxnZweZTGbkcGo6kHpra2vsx6Zl7CctIPqF+3w+CIIAQog7lDqdTruZC6IoQpZlKIriGkx6LX1sSZLcHq6apnmtoC4Imm3t8/nQarWGXptOpycenDnKcRFFEYqiwOfzuZm6juPAMAyk02ns7+8D6GbGKIrirhv6uPR6RVHgOA4sy0KxWEQ4HPbW1AWxs7ODxcXFsTKZstksXnnllbEfu91uIxQKDc3So+tJluW+fUeWZVSrVTiOA57n3T1KFEU3C6X3er/fD0IIDg8PUa/X4fMdn5/gcT4Ui0Ukk8mRg4EVRcHfeH4ReruBYtvGOxZ9WIwMd95HOUzU7vn9fvA837dH5XI5bGxsAOjaNLqmqCPVu554nocoiiCEQNM0aJo2lejlcXrSXBosw4KAoG7VYTlWN5DCABy4sWbY9dIb+COEwEH3/rqtIygEkZSSfdeLogi/3w9FUcAwDBznTpuocDiMarUKlmVdm0cF1aN7lKqqME0TpmmiUCggGAx62ZkXxM7ODubm5rC5uXniNc9Fn8OTwSdBkgT7W/tYVpfBMqMFUE3TRvpo1DeXJMldI7ZtIxaLodFoAIBr91RVdQ+hg3xzWZbRaDTQarW8VlAXSL1eRzQaRbk8vM1vOByGbdsTHcJH+eY8z7trivrcjuNA13Xkcjlsb28D6AZ76J9Bdo+2frJtG/V6HZ1OB6qqjv06PWbH4eEhFhYWoGnaSL9nUuFJ13XEYjFUKpUTr6F7T6/dcxzH1Qw6nY5r96jto3sUAPd6VVXR6XRQLpdRLBbh9/sfuFZQdwvnqUklfDw++FAQH3woiKZuY7tho9BhoBMONmHAsQxknkU2KODhbASdyh5YhvE0qXsIT5PymDWeJuUxaybRpHieR7vdHvuxPU3qfLgQpcS2bYiiOHLAuKqqE2cTtVot+P1+t9Q8lUr1LRDbtl3H+WgWgN/vRyaTgeM4ME3TXRAnZQvUajW3BL5UKiEQCHjtCy6IUqmEdDo90mEKh8NYXV2d6LGPrtH5+XnYtu0KTHStNBqNY9cmk0mk02lXOGi326jVagOFCpZl+5zzdrvtOUwXiG3bUBRlaDbTuLMRejEMo+97DYfDrmNDW0npuo56vY5SqdTnsPM8j0wm47ae63Q6qNVq7rD1o1SrVXcPrVQqiEajU2VceZweTdOQTqdHXheJRMCyFv7im8bvDW4YRl9Llmw26zrQ9BCmaRqKxeIxmxoOh5FOp0EIgWEY6HQ6aLVaJ9peVVXdtVar1eD3D57L4XG2PBF6Ar9W+DW07TZaVgtgABqHY27/M25LTRrA672+YTagQoVFLLw1/lYsLyy7+xN1ttvttnuA6yWdTiOdTsO2bei6jlarNfA6oLunUfHSsiy0221v7tQF4TjOWMPLI2oEK6kVvFp+dezH1jQN8Xjc9dHi8bgbrKNrStM0VKvVY88tyzKy2Sxs24ZlWeh0OqhUKrAs60S7R/fCYrGIYDA4dhazx2yp1WpYXFwcGcSLRqNjV0xRjvrR+XzeTSag57h2u41CoXDs2lgs5vrm1O41Go2BvjnDMH1+U7PZ9IJ4FwgVaka1NOR5fuw2dcDxOYuKoiAej7v7E/XNW60WKpVK397DMIyrH1iW5frwJ/nmoii69rDdbrtJDh7nz0VqUku3z3GdTqfH7jkAdIhWE7Fs1tOk7kE8Tcpj1nialMcsmUSTmiSAB3ia1HlxYenOu7u7SCaTbkbIIBRFOXao6430S5LkZlJSdF1HJBJxHSZJkrC3tzdW2W6z2ZwoI6Z3I9U0De12+4GKAN9N0PkYo8Qn0zSPHepkWYYkSVAUBbZt4/DwsO9227Zd557neTiOMzJjj1IoFMZ+D9RQ9t7X7/d7sxIuiK2tLSwsLLgZIYOQJOmYk95bfaKqKg4PD/u+V6A/k05RFFSr1bH2Hsuyxl57APqelxCCRqPhOUwXSKVSQSQSGZrpzXHcsT1IFEV3j+J5/lg7HyoUUKFUEARsbW2N1dKgWq1O9B56nblqtYpoNOoJmheAyql4KvgUfrv427CIBZ7pcecYgAcPi1hDA3l91Xe3r+MZHgQETbMJsIDMyXhr8q3QdX1kxh5lmF93lKOOealUgqqqXjXeBbG5udlXpTQIRVGOzWShvjn1z3d2dvr2HzpviiLL8kDbOIhOpzNRC7PejGIaGPaCeBeHrutQVXWoEOA4zjFfqrf6hGGYY/tKp9PpE7VYlsX29vZYbb/GnZMGwM3ypdDAsOdLXQyFQgGLi4tDg3g8zx+rLGBZtm+PqlQqx9Zk754lyzJardbIADTQXSOT7FFHz6G1Wg2qqj4w4tPdxihNaq1i4PpGFebXirgcIrga74reniblMQhPk/KYNZ4m5TFrPE3q3ubCejfQQ92wLCFN0xAKhZDNZpFOp5FKpRAKhUAIQa1WG5gRQoeW+3w+pFIpbG9vI5vNurdzHAdJktwWFyfBcRyi0ehEDlCpVPL6kF8gW1tbyOWGz+2xLAu5XM5dU8lkErIswzAMVCqVgf2d2+02VFVFJpMBz/OoVqtIJBLu7YIgQJblkY6NLMtIJBJjO0CmaY7M4vI4WwzDGFoVYhgGeJ5HNptFJpNBKpVCNBoFy7JotVpgWXbgPkMIAcuymJ+fx97eHhKJhHsdwzB97eeGEQwGEY1Gxz74F4vFsURTj7OBOhjD6HQ6SCaTfXbP7/fDcRxUKpWBzolhGFAUBZFIBJFIBNvb2317IRUaRgnZgiAgFotN5ACdVGHlcfa8K/4u8OgG3Y6OwWMYBjzDD5yPRyv1KDSAxzEcWLBgwMCwDXScDt678F5EuSgIIX3+EBXYR2V6q6qKRCIxdkZ4q9Ua2tbF42whhIDjuKEH606n41bHUbsXDofBMAzq9ToEQRi4J9C5HjRI2Oubsyzr2r1h9oxhGITDYYTD4bHfkzd36mLZ29sbmfFrmiZSqVSfb+7z+WCaJsrl8sCzGBWpE4kEAoEAdnd3kclk3Nupbz7K7omi6FaGjoPjOGg2m96MoAukUqkglUqdeLtlWWAYxt2j0uk0YrEYBEFAq9WCaZoD9zi6by0sLKBarcLn87nrh+lpazjKnvn9fsTj8bFbZFYqFW8m7AUyTJN66aCDf/p7h/h//2AP//XFIv7FCxW83pQ8TcpjKJ4m5TFrPE3KY5Z4mtS9zYWmOhuGAY7jTpyBUK/Xj2X79nLSJkEIQSgUgqIoODw8hKIoSKfTbnYL7f1MyzkLhUJfJgzDMJifn4fP54Nt2zAMA5ubmyNFAJo1NYm44DE7xvnRDstgkWV54FrsdDpIpVKQJAksy6JUKiEej7t9x+lQbNrGgJac974eURQxPz8PURQRi8XQbDaHZrpT9vb23MxRj/OnXq8PNR6O4+DmzZsn3s4wzMA1Zds2fD4fVFV1BQHqkNP5KyzLum15SqWSOxOIkkgkXEcrFouhUCiMbC9k27bb5sObv3Ex0JZ1JwmARzOejjLMAaezXqvVqtsemto9OhuBtlopFAp9No068DT7s9PpYHNzc+SMonK5jGAwONEgd4/ZEBWjyMpZVM0qHOIcm03GMAx48LCJ7c64A3CsOo8FC5Zh79zfAWzYSCpJ/IXH/wKMhgHbtpFOpxEKhVyBgNo9wzBQq9VQLpePZXTm83kIgoBoNIparTZWld7e3h4WFha86qkLot1uQxCEE4Opuq7j1q1bIITgRusG6lYdy+oyomL3MHiSb+44DgKBAHw+nzvLIJ1OuwIBFVBN04Su6zg8PDwmbOdyOVc4jcfj2N3dHdnqRdd1VKtVxONxr9LlghgV8NrZ2QEhBF/Z0fAHuxoElsHbF324Gr9ju45CAzEMw0BVVWxtbbnnL+qbcxzntqNrNps4PDzss2k8z2NhYQGSJCEej0PTNGxubo58vQcHB1BV9YHJ+L3bqNVqIwMaw3zzk2a8GIaBQCAARVEQCAT62mTSmYnUN6dC+9HM8WAwiGw26wZe6Ny7YRBCUCgUMDc351WhXxAnaVL/5aUa2oaDqNK1T5WOhf/zc+u47EuD7bEnnibl0YunSXnMGk+T8pg1niZ178KQAd/ayy+/fC5PvrCwMNZh6SRov/pOp+OWdVLooEO6OIdlzZmmCdM0sbq6Cr/fj2Qy6bZvoRiGgY2NjZEZAyzLYmlpqe+1eJzPmmJZdqzh1MPI5XIolUpIJpPubBiamU6NWKfTcfvnD4L28a3VaigUCkilUggGg31Zeo7joN1ujzWkNhQKucbUo8t57VHJZBKNRmPqDFmO45DP51EoFBCPx13nmlYk0BkctC3GSdBZQGtra+A4Dul02h1aTTFNE8Vicaw2UfPz897cqSOcp907enDTHR2fK30OLauFZyLPICNnTrg3XDEA6GYp0QxeQoi7x5imCY7jhto9wzCg6zo2NjYQCoWQSCT6DmZ0H1tdXR3pNAmCgKWlJS/o0sN5raefXvtp/GH1D2E6Zn8grgeHOLBIf0Y2i25GJgvW3ZNYpvtveu2PvOlH8J0PfSdYlnUzPEfZvUKhgEajgUwmg0Ag0Lev2baNRqMxllhAD4Tewe4O57Wm8vk8dnd3R/7uP7b3MXyq+ClYjoWwEMYPLP0A8koeoigik8m48wlooKXX7gHdNTPK7pmmiVu3bkGWZaTT6WMt50zTxN7e3tCEP8rS0pI3d+oI57mmtra2hl7z+Y0WfuGrFehWd334JRZ/+7k4LsUkJBIJmKYJn88HjuNcW8OyLHieB8Mw7h41zO7pug5N07C9vY1YLIZIJHLM7nU6Hdy6dWvke1JV1U1S8OhyXuspGAyCZdmJWy9RGIbBwsICdnZ23IAbDabQ9URFS/rfg6B2b2trC5ZlIZ1OH5tFZts2KpXKWAks2WwWkUjESzbo4aI1qe//H7swLAcBqfudtk0HBMC/+pMZqMId/8TTpO4dPE3K06RmiadJeZrUrLlITWoSPE3q4rjQHZgOYp0WTdPc1hb0EEU3IzrccxwBSBAECIKAK1euuAbyqANNs1ZGZRbQ3tQ0w8Xj/IjFYkP7+o7D/v4+Ll265K6b3iGx9N+jMpBo6XkikUAkEhl4AGRZFqqqYnl5GRsbG0M3pFqtBkVR3JJ4j/NDUZSJesgfhWaP5HK5PgcJ6M9eGfW9chwHlmWxsrLi7mtH7yMIguuUjRILtre3sbi46GWRnzM0GHKU/7j9H/GlypdAQPDl6pfxVxf/KkJCCAH+eKZ5rVZDMpkEy7KuQ9Rr9wCMZXtEUYQoiq7dOwptHbW8vIydnZ2h1S6maWJ/fx+ZTMYTNM+ZsD8MuS5DYARotgYHTrdZZm+G+JGWmixY8GyP+0fQF8BjGRY+wYdr8WvuPjNqTdH1Mjc3d6LwyXEcAoEA5ufnsb29PTRT+fDwEJIkIRQKeYLmOXNStm4vdbOOz5Y+CwYMwkIYFbOCzxY/iz+d/9PuHkdbNVHRaZBvPQxq9y5dugRBEPr8MYogCEin0xBFcWS1y/b2NhYWFrws8nPG5/ON1Ybr06stmDZBwseDEIJi28YXNtu4FJNweHiIq1evumuA+kG9a2qcdpi0dR3NED56BmUYBrIsY2VlBVtbWwPtNaXdbqNYLCKRSHiC5jkTjUbHEpxPghCCarWKpaUl8Dzfpxv07jGj/BkqrC8vL8O27RPtXjgcBs/zbsXpSezt7UEUxQcii/xu4yRNKh/k8cqhDtUhYJhuEG8uJEDh+79nT5Py6MXTpDxmjadJecySkzSpSfA0qYvjQnff084TiEQi7oEMgJs9MK3gI4riUCdLkiSk02lcunRpqIPd6XSwt7d36h+Gx2TQQb+nYXl5GcAdAzXoUDcu9HB30n2p07SysuI+70ns7++jVqt5MzjuMQRBQCQS6TvQASe3XRkGXU/DqmFo27pLly4NnRfiOA42Nze92VPnDM/zAw9H15vXwbM8fJwPO9oO/vfr/zt+9NUfxc9u/CzqZn+FSTqddg/5lEnF8V6o3Rt0f3r4y+fzrpB+EvV6HYeHh94MjnMm58uBYRjExbgb9LVJvxhF5+Oxt//hmeOCs01sWMSCyImIyTH4BT9ygeHzPI5C19Ewu0cDeSsrK1hYWBj6eNvb22g0Gp7dO2fG+bwdON3g7+0ZigQEuqOjZbXg8/ncWVKDgi2TQPegk2Z5AHdmml26dGnofAfTNLG9ve3N4DhnaEvLUTgD1ghdiQsLC9197LYAOUh4mgRqy06ye4qiYHFxESsrK0MFrVKphHK5PDLo7TFbTmsTaJUMFR85jpv6rEcfY5jd43keoVAIKysrmJubO/GxCCHY3Nwc2SLYY/actKa+98kIUj4e1Y6NsmYjqnD46Dccr5b0NCmPXjxNyuNuw9OkPHo5SZOaBE+TujguNIh32szFWq2GVqvVtwDPOmObDozNZDJDn6vRaKBYLHoG7hzRNO3UWRy0JQpw9muJQvuY9w67HsTOzo43VPicOW2WmWmaKJVK7uHpPPYDlmUhyzLC4fDQ34NlWdjY2Bg5V8FjdhiGMbBa4LL/MizHwqFxCJOYaFgNlM0yXii/gF/a/qW+a4vFYp+jO+2BbhKo3cvn80OvK5fLU7e38piOnNINtBEQRMQIEmICIivCgQPLseAQp+tQgwHP8t0KPKa7FxFC3OAdAISlMOYD8wADROUoYnLsTF4zdcRVVUUymRx67dbW1tStYzymY1jLE0qID+HpyNMwiYmKWQELFl+rfQ0/+tqP4r+v/XfUajWYpnluPjAdlE4zf0+i0+mM1SrUY3Y0m82xfPO3LvjAMkCpbaGk2VAFFm/Kddv07O3tub7Kefrm49i9QqGAZrN5Lq/J4w6n0RAcx8H+/v65+r+0ytPv9yMSiQx9bevr616ywTlACMGXttv4jy9W8fnVwUGJfEjAj70rie9/OobvfzqKf/SuJK7Ej/vxnibl0YunSXnMGk+T8pglJ2lSk+BpUhfHmff/cAjBSwcdvFLQ4RNZPDOnIuXnEQwGUa/X3cxKy7L6NpNUKgW/349yuXxiObrjOG4G3Hm3W6LDPodlDXgb0fkSDoexvb3tZlX2fv48z2N+fh6WZWF/f//EjLROpwNFUfraX5wHVNQchSc8nR8cx7mHaNpup/fzD4fDiMfjaDabQ1sF6Lru9og+TwRBQCAQGJrRe3Tf9ThbkskkSqWSm8FG96E/lftTkFkZnyp9CrrVXXMOcWDAwOuN11E0ioiLcQBwWxVS+3ee0P75w7JLvT3qfHlT+k1Qvq5AszX4BT9kTkaaTUNzNLSsFnSiuwE7t6yFQff/MwAHDn7ej6gvCpHrtlcxbRNvn3v7me9ZHMeNbAVE58h4nA+SJKHdbru+uW3bfZ9/PB5HOBxGrVbDd+G78HDgYay31/HJw08CAEzHxCcOPoFvbHwjHg8/fiF2T1XVoS3GPN/8fMlms9jf33fn1/X63yzLIp/Pg2EYvF8tgGWAL21rEFgG71nx4dFkd38wDONY+6fzgNrqUXh273yhM3kG+eZ+vx/pdBrtdhu7u7snPka73UYud6fa/LzWFc/zUFV1aKs9x3E8u3cOfHlHw7/9ShmmA3x67Tr+0hsjeG4peOxsdGUhizc84mlSHuPjaVIes8TTpDxmzUmaFCWXy0GSJJRKpRPPVJ4mdXGceRDvl1+u4bduNG9PaQF++2YTf+ttabxnOQ5CCBKJBDiOg23b0DQNnU4Htm0jFutmgKdSKfh8PhwcHBxzQC5fvgxd19Fut8FxHARBGCuDeBbQw+gwms2ma4A9ZgvHcchkMm4GQCgUAs/zWF5edtsOGIYBTdOg6zoURYGiKHAcBwsLC+6A3178fj/m5uZQKpWgKAo4jjt1hsIkjLP51et1+P3+c1vnDxKqqiIWi2Fra8tttUP7M9N2YJ1OB51OB4ZhIJlMguM4RCIRyLKMYrF4LBt7bm4OkiSh1Wq57XbOsz/zqHVC35M3K+FsSCaTsG0bpVLJzcD2+/2u42FZlrtHfaP0jfj92u/DcAwwpNueDgBs2DCcrmPFMAyuXr2Ker0OSZLA87z7WOfBIBH2KOVyGeFw+Fz3zgcFQRCQyWSws7MD27YRjUYR8Ufw7sV34xPrn3B/x47jQHAERNQIHOJAt3Xotg7TNmE7NhgwEBgBAitAFmSIvOiKhk2zCYVX8N7F957Lexpn7bZa3RaN3my82RMMBuH3+7G7uwue590Wc6FQyG2DSO2eaZpIJBLd9q3xOBRFge/Qh0AxgN85/B1InAQQwGZtWKyFVqvl+ubnNTOMzk0YhmEY6HQ68Pl85/KaHiRYlkUqlUKz2USj0YDf74ckSVhYWHDbLpmm6do9nufh9/vhOA7yc3P4nlAI79nf7xNyBEHApUuXUK1WIcsyeJ53W+6c13saRblcRiAQuK/nb1wUtG3gxsYGGIZBMpmEKIq4fPmy6+Pqug5N02AYBqLRKERRdLO1B2Vjp9Np+P1+1Ot1cBznXn9ejLOmNE2DLMue3TsDYrEYOI7DrRevw7CBXETFXr2DKuPHpUuXPE3KYyLuR02KYRgU9AJ4hkdUHNym3NOkzg5Pk/KYNZNoUoQQhMNhEEJcf2l/f/9YpbmnSV0cZ3qq3m2Y+J1bLfAsg3hQBQGwX+vgt9YNvP+5/pJa6kSHQiH37wgh4Plu1R7QLd1WVRWLi4vughFFEYZhoF6vD21PMWscxxnZ6oIQgoODA+RyOe9gN2Pi8TiCwSDC4TDa7TZkWT62aVAnqReWZSFJEiKRCBqNBjRNw/z8PHw+H0zTdAeQdzodNBoNcBx3buLTONkCtVoNgUAAoVDIO9jNmFwuB57n8eijj7qZSkehmUQUQghYloXf7wfP81hbW4PjOLh27VpfKw3TNNFsNsFx3Llmko+Tebmzs+O2jfKYHZIkuUIBHSZ+dC/pPZSF42FkbmbQNJuwYAEE4BkeOTmHh9MPYy43h2q16u5RhmGgWq0iFoudm8Nk2/bINUUdxFQq5R3sZkw6nYbP58PDDz+MdrsNRVHAMAy+55HvwQv7L6CqVxFV+ofNs2DBczx88IEQAkM34BAHsiR3K/LQdcRZpuvAt8wWPrj8QSyGFs/lPY1TbXB4eAifzzd07ovHdGQyGXdPsSxr4OFZFEXXDwfu2L1AIACe59HSWrgauIob2g0QQvBU6ik8ln4McLptvHr9+rOGigCj2N3dxcLCgicWzBjaKjAWi0HTNIiieMwODKrApdUKoVAIrVYLjUYDyWQS8XgcjUYDLMsiEolA13XUajVEo9G7yjfvdDqoVquIx+Oebz5jaDb4o48+ik6nM7CKgOf5vqA89bNVVQXP82g2m7AsCw899FA3yeX2mZznebRaLTAM44rt58E4a2pvbw+yLJ+6JZ9HPyzLIpFIgOd5vP0xE5/dfA37DR2KwOPxfBQcx3malMdE3G+aFCEE/9dL/xc+vvpxMAyDD6U/hHfG33nsOk+TOjs8TcrTpGbJpJpUL4IgIBgMwjAMFItFhMNhZLNZT5O6YBgyoG715ZdfnsmDf2m7jZ9+oYSY0l0UHMeh2jYgcCw+9TffMdGm4TgOTNN0F9fRsk36Ns5rI7JtG8ViEa1Wa+QA6mw2i2h0cBbLg8Ks1lQvjz766KnKd2mbKDrQnP5/4I6weJ6lwbquo1QqoV6vDx3EyTAMlpeXH+hsurNYT8FgEPPz81M7NIQQWJYFQRD6hGm6hs57jyKEoNVqoVKpDG0tBgChUAjZbPa+M3CTcBZr6vLlyxNVDPxR4Y/wEy/8BPbb+2DAYC4wh7/3pr+HR1OPui0Re/ckx3HOtcWKaZo4ODhws/+GMT8/3yf8P2icxXpiGAaPPPLIQLv3sRsfw8/80c9A5mT4xZODXXQ+Xv8Dd9u3HrYPkQ/k8TPv+RmEpPMJvHQ6HdfuDRM2eZ7H0tLSfZlNNy5nsaZSqRQSicTU96d2z2Is/P7u7wMEeDb7LBRBcW8Hztc3r9VqaDQaaDQaQ6+Nx+NIpVIPtPh0t/rmtm27QnOv3bsI39w0TRQKBbRaraEZvwCwtLT0QFd4nsV6otUHp/HNbdt2Wz4NOu+dpx8FdKvsaIXgsPZhsixjYWHhgQ66nMWaov4pIQSferWAr+/W8Ug2iPc8nBxrHXia1L3N3Wr37hZNaquxhe/77e/riuS2CZVT8ZPXfhI8czyA6GlSniY17uvxNKnxuRs0qaPQNuaSJHma1F3AmaZzpHw8RI5BxwZkhgEhBJpp43IqMPEXTLNVev+7l/M+hNNWoKlUauQPbX9/H6qqelkFMyQej8M0zVMdbGi2Xe9/U867ry/QXcPZbBbhcBirq6snXkcIQalUcjPoPU4PwzCIRCKnykjqnZ0yaP2c9x7FMIw7+FXX9aEGrlarIRwO92V0eZwOKuRN8r0/mXwS/+59/w5/fPjH4BgOTySf6Laow+BhwRexT83NzQEY7WDSLHKv0mV2pFIp2LY9cN//4KUPYru5jY/d+BhsYiMoBgeuvUF/ZzomyloZSTWJH3v2x84tgAd07W4ul4OqqtjZ2TnxOsuyUKvV3HaOHqeH4zj4fL6Z2D0BAt49/+6Bt583wWAQ0WgUr7766tDAcLFYRDAY9CpdZgjNyD3Nvn/UN+9dQxdh8wghyOVysCwLr7322tBrDw4OMD8/f25Vgg8CyWTyVOI4ne8J3Fk/F33eE0XRncc3bDZep9NBs9k816qu+x1JktyzGsMweP5aCs9fS030GJ4m5dHL/aZJCazQ7c7B3ukKw2Lwa/A0qdnjaVKeJjVrptGkjtK7R3ma1MVzpp/2QljAswsBmITBQUPHfr0Dn8Tjzz+3eJZPey7wPA+GYVAqlUZe6zgODg8P7+vhiucJbbFzv2Um0veztbU18tpqtYpWq3XWL+mBgOM4LC4uwu/333fiMMMwY2WoAN0WBqOyzD3GIxAIuC2gJkUVVDybfRZPZ552A3h3C4IggBCC3d3dkdeapolKpeINqZ4BNMEjGo2eeEhmGRY/8OQP4HuvfS8YMDhsH6JjdYZ+/g5xUNNrqGgVrIRX8JNv+0lcjlw+q7cxEPp+9vb2Rl5bKBRGZpl7jIcgCFhcXISqqveV3aMt8RqNxtgt68Zp8eMxmmg0ilQqdV8dkgG472d7e3vkte12G/V63bN7M4BlWczPzyMUCl2IOHTW2LY9NIBH2dvbg6Zp5/CK7n8URUE+n7/vqoY8TeriuB81qbQvje977PvgF/wIckF8V+67wDIn78GeJjU7PE2qi6dJzY7TaFJ3Mw+6JjXTVEFRFN0ezrZtI5PJ4CcuXcEnXyviS2slBGQB3/J4Bo/PhWf5tBfGOD3IKbVaDaFQ6L4r5TxLerMn6ayWTCYDVVXvywMdwzAwTXPsDWZ3d/e+yyo4awRBgGVZ4HkepmkiGo0iFoudqrz8boZl2bEFSsuyUKlUkEyO107Go4soirAsy/3MMv8fe/cdJ1lV5g38d26qnLqrc54EzICEQYYgDAqoBGGUDCppVYKZNS0GhFV0l3UN6OprABdzJCwmVAwkhSEOaZjY07m7uiunG877R8290zVduWugu+r57mc+LlV1b92qfuqcc5+Turrg8XgadkSirusVN6ynp6fhdrubenmxagmCkNujbu9v1+l0orOz09r/ruSxTMAVh16BozuOxjee/ga2zW1DJBOBJEiwiTaITAQHh2qoyOgZgANuxY23HfI2vP2Qt8Mpv/IzkgRBqOpGbXx8HIODgzTTpQrmPj1m/RcMBhEIBBq67VBpTKVSKcRisaZfXqxaiqJA13VrOZ3u7m64XK6GrfdUVa24LTU+Pl5w/yNSnLnUpSiKUFUVXq8XbW1tsNvtDdkeFQShokQmkMs1zMzMoKenpyHvfQ+U/XNSnZ2d8Hq9DdXZMh/lpA6sZstJnbvmXJzefzp27twJrpfPS1FOqnqUkyqOclK1oZxUcY2Wk6prFmRoaAjAvkLJXNd505E92HRkTz3fakkQRRFtbW1Ip9MVjQ4PhULweKpfSrRZSZKEgw46yJpOvtilCpYDWZbR19eHnTt3ln2tpmlIJpPUYKpCe3t73qjexSzRsxwwxuByudDW1obp6emyr5+ZmWn45G69rVmzJq8R3uhllCRJ6O7uxs6dOytqjMdisYZpML0S7HY7VqxYYf23GVvVOKztMHz9lK/j6emn8efhP+O5mecwmZxE1siCgcEpOfGa4GtwdOfROKX/FLQ6Wuv9MaqiKAp6e3sxPDxc9rXmKE63u/i+fyRfT08P7HY7RFF8VfZ/eqUJggCfz4dUKoVwOFz29dPT0/B6vdQxXCHGGNasWWMt7dsM9Z7ZNt+xY0fe/jKFcM6RSqWoE68KPp8PXV1d1n8XWza6UZhLi3V3d1c0ijwSiSAYDFJMVaFYTqpRUU7qwGrGnJTT7sRg/yDlpA4QykmVRjmp6lFOqrRGyknV7Y7V6/Uik8nAbreDc940N8OyLKOrqwuqqiIajZZMGKTTaWuTUVJeR0cHUqkUFEWBKIpN8705nU709PTA5XJh69atJV+radordFXLnxlD8zeIbuTGkkkQBLS0tIAxBofDgd27dxd9LeccqqpSg6lCra2tiMfjcDgc4Jw3TRlldroAuVkHpUaUx+PxRa3r32za2tqQyWQgyzIEQai5LSUwAUe2H4kj248EAMSzcSTUBERBhN/mhyQsrTaa2+1GR0cHvF4vXn755ZKvpeUPK2e2yYHGTxDMJ0kS2tra4HQ6YRgGJiYmir5WVVXout409y2L1dHRgUQiYe2p1Cz1nt1uR29vL2w2G3bs2FFyOTpa/rA6Xq8XqqpaywI2cgeeiTFmfW6v14vt27eXfL2qqtSJVyHKSVFOqt4oJ0U5qXqinBTlpOqNclLNlZOqS6tGlmW0t7dba602whdTDYfDAZvNVnY6p67rZUdwkhyv1wuv1wvOeVPczM3HGIPP57P+/1LLa1IyszKMMfT09MDtdjdVItMkyzJaWloqamBTGVUZm82G1tZWSJLUdPEE5G7sOOdQFKVkg0nTtKZMkAuCUPVvqaWl5YCVUW7FDbeydGevCYKAQCBQUX1Pe7lURhRFdHZ2wu12N8xNSzVsNhskSapoVgLFVGUcDgf8fn/TJJz25/F4rPuSUjGTyWSa8jdX7p6lkI6ODrhcLui63nTflyRJaG1treg7o7Z5ZSgnRTmpeqOcFOWk6olyUpSTqjfKSTVfTqrgX7maZYoYY+jq6oLNZmv4JXpKYYzB7/fD7/eXfF2zFkbVxIUoiujp6WnKxpLJ3BdpxYoVJQuaZt30tbOzs6rX+/1+qwHejJUbkPtdmcv3lNKsycxqNvxljKG3t7dpG0vAvjLd7CQoplkTBf39/VW93hxBbe4L1IzMWRhDQ0Mlf1fNWkZVu29bMBi0fpvN2jYXBAEulwvBYLDk65qxjAJQVVnDGEN/f7+1Z2czMu9zBwYGrJmIhWia1pQx1dNT3dYZTqcTbW1tTX2/Z87I6OvrK/m6ZowngHJStaCcVGmUk6oO5aRKo5xU9SgnVRrlpKrTjDmpgn/pjo6Oiiu4lStXwuv1Nm1DyWRueNvW1lbyu2jWqeYdHR0Vvc5ut2P16tUQBKFpG0smc6p5qcZBOp1uygrO6/VWPL2+t7cXXV1dTTkqej7zs/t8vpLrQTdjPAEo25Ccb82aNXA4HE3bWDIJggBFUdDe3l70NZzzpowph8OBQCBQ0Wv9fj9WrlwJoLqkeqNyuVwlYyqZTFY926MRtLS0VBwfg4ODVnK8mZkdTsFgsOTSMs1YRgGVd7qIoog1a9ZAluWmL6MYY7DZbCXva8wlWpuN2+2ueL+R9vZ2DAwMUNt872f3er0lB2o0a4KcclLVo5xUaZSTqh7lpIqjnFT1KCdVGuWkqtdsOamCf2273Y6VK1eWHGVoatbRhsUoioLOzk54vd4FPyZBEJp2PXu/34+BgYGyr0un0w2/+XS1nE4nvF5vwUrOXOKg2SiKgsHBwYpmJsTj8aYekbk/c/Nzr9dbMKnp9Xpfhat69TkcDqxataqiGzXDMKjem8dms1kxtf/vTFGUplmXfT5RFNHe3l5RkjwWi1G9tx+32w2Px1OwzeT3+5uyc8pms2FoaAgej6fsazOZDAzDoJjaS5Ikq21eqIxvlI3Oq+VyubBixYqycWIuddiMv7tizIEahX6PLperKZO+kiShp6enoiR5NBq1ZniQfbOniiWEm7VtTjmp2lFOqjDKSdWOclILUU6qdpSTKoxyUrVrlpxUwU48xhjsdnvZwri1tRVOp7Ppe37nY4whEAigv79/QQPBbrc37XclSVLZz28u1UNJgnzmhp39/f0LGgh2u71pGwKKopRNZjocDnR0dFBM7cfpdKKvrw+Dg4MLlsZo1u9KEATYbLayS/d0dHRAluWmLcsLMRvhfX191ubCJo/H07TflSzLcDqdJV8jCAIGBwepAb4fm82Gvr4+DAwMLPhNNkoDvFpm27zcEllerxc+n69p2wbFeDwe9Pf3Y3BwMK9MaoS9EWoliiJsNlvZUeTd3d3U4bIfSZLQ1dWF/v7+BbMTPB5P035XiqKU7RQ3l49s1vZmMQ6HA729vRgcHFzQadWsneiUk6od5aQKo5xU7SgnVRjlpGpHOamFKCdVu2bJSZX8FOVGPTVr73g5ZnA4nc68G7tmvwE29yYpRpIkiqkizKUcgsFg3u+ymjWTG1G5xJPb7YYoig1TYNeLWRbZbLa8Cs6cit7MyjWYAoFAU5fjxZgx5Xa7F9zYNfP3JYpiyd+UzWaDzWajMmo/5jKI5gyq+Td2zZwoAMp3Yrrd7qZvbxZi/sYcDkfeUjXm0mPNijFWsu0tCAJaWloongowf2d+vz8vgdfM8QSg7N4sTqeTEk8FmPWeoijo7u7O+82Z+7w1K8pJ1YZyUoVRTqp2lJMqjHJStaGcVHGUk6pNM+SkSt5lSJJUcuRXMpksO8q8mTHG4HK54HQ60draCrfb3dRrIIuiCI/Hg1gsVvB5VVWRyWSadpR9JRRFQTAYRCqVgs/na9qlMEyCIECWZaiqWvD5aDSKtra2V/iqlhebzQaHw4GWlpamL8/NRmQp8Xi8aZcMqYQoivD5fFBV1VpqrJnrPUEQ4PF4EAqFCj6fSqWg63rTJ31Lsdvt1o2K1+tt+u/KTAIUm72ZTCYr3o+xWTmdTtjtdgSDwaZvmwuCULLuNwwDyWSy6dubpUiShEAgAEmS4PP5rJhqVuZSfYlEouDz8Xj8Fb6i5cdut8Ptdlv/mj3xSzmpxaGcVD7KSS0e5aTyUU5q8SgntQ/lpBavkXNSZWfilVrXPpvNNvVNSiVsNhsGBgaspY2avRHu8XhKNoiKVXxkH7fbjY6ODtjt9qb//cmyXHLPKcMwwDlv+u+pFFmWMTAwgEAgAFmWm/67stvtJde1pzKqPLvdjt7eXmtmQjPXe+YsllLfgaZpTf+7K6e1tRVtbW1QFKXplx612WwlNz2ntnl5sixjcHAQfr+/6WckALlOzVKzErLZ7Ct4NcuT0+lEV1cXnE5nwyQJamXOoC6Gc077l5UhCAJ6enrQ0tJCbXNQTqoeKCeVj3JSi0c5qX0oJ7V4lJPKRzmpxWvUnFTJT8EYg9PpLHojMjc3B13XqRFegiAIEAQBmqY19Q2dSZZlBIPBos9HIhH6nsowZyE0e5LAZLPZijbCVVVFMpls+kZAOZIkWWVUs8eUIAgll1CZmZmxGuKkMHOmkK7rTR9PQG60aql9zMyNzklxkiRZv7lGaYAvhsPhKPo9JJNJZLNZapuXwBiDKIpURu0limLJRMHMzMwreDXLE7XN85XaG8+c3UnfU2nz671m/64oJ7V4lJPKRzmpxaN6Lx/lpBaPclL7UE5q8Ro1J1U2E+JwODAwMFD05o5+YMUZhgFVVcE5t5aBILmRT319fQXXOTYrNyqMFjK/E03TAOQKJbJv1E5XV1fB3xiVUcXpug7OOXRdhyiK9D3tZdZ7hZYooCRBefPrPZIrg1pbW9HX11fwO0mn06/CVS0Puq4D2FfvUQdejs1mw+DgINrb2ws+T/VecbquW7Nfqd7bx+l0or+/v2DHi6qqVPcVYbbNzRHR1DbPEUURXV1d6OnpKVhum2U7Wcis78ykE9V7OZSTqh3lpAqjnFRtKCdVGOWkakc5qcIoJ7U4jZqTYrzCmknXdWsEgdnrq2ka/H4/enp66Ie21/wfkmEYDRcw9aSqKlRVxezsLJLJpLW0yooVK2C32+mmZS+zMjNji76XwjjnyGazUFUVExMTVpkliiIOOugg+t7mMRMDZhKTFKZpGjRNQywWs0b56rqOzs5OtLa2Ur23l67rEAQBnHOq98ow672pqSmrvOKc46CDDqINz+eZH1N001ucmZhLp9OYmpqy/tvhcGDFihX0ve1llk1U75WnaRpUVUUkEkE0GrXqvb6+Pni9Xoqpvea3zSmmiuOcW/XexMSE1a7inOOQQw6h722e+SPFqd4rjnJSlaGcVOUoJ1UZyklVhnJSlaOcVGUoJ1WZZslJVdyJZzIMwyq4VVVFPB5HMBikwCE1M0decM6RTCahKApsNhtVcKQm5igeIBdbkUik6GwFQiph1ntmozydTiMQCFAZRWpm1nuGYSAej8Pr9VpLHRFSrfn1nqZpiEajVO+RRZnfNk+n0+Ccw+12UxlFambO2jAMA5FIBG1tbbQMG6kZ5aRIvVFOitQT5aRIvVFOigA1dOLtzzAMChpSN2bDiWKK1AuVUaTeKKZIPVG9R+qNyihSbxRTpJ7MmbHU4ULqhcooUk/UNif1RmUUqTeKqea06E48QgghhBBCCCGEEEIIIYQQQkh9UbctIYQQQgghhBBCCCGEEEIIIUsMdeIRQgghhBBCCCGEEEIIIYQQssRQJx4hhBBCCCGEEEIIIYQQQgghSwx14hFCCCGEEEIIIYQQQgghhBCyxFAnHiGEEEIIIYQQQgghhBBCCCFLDHXiEUIIIYQQQgghhBBCCCGEELLEUCceIYQQQgghhBBCCCGEEEIIIUsMdeIRQgghhBBCCCGEEEIIIYQQssRQJx4hhBBCCCGEEEIIIYQQQgghSwx14hFCCCGEEEIIIYQQQgghhBCyxFAnHiGEEEIIIYQQQgghhBBCCCFLDHXiEUIIIYQQQgghhBBCCCGEELLEUCceIYQQQgghhBBCCCGEEEIIIUsMdeIRQgghhBBCCCGEEEIIIYQQssRQJx4hhBBCCCGEEEIIIYQQQgghSwx14hFCCCGEEEIIIYQQQgghhBCyxBzwTryXXnoJX/nKV/D2t78dBx98MARBAGMMv/jFL0oeNzIygve973046KCD4HA4YLfbsXr1alx99dXYsWNHyWNTqRT+4z/+A6997Wvh9/vhdDoxNDSE888/Hw899FBF133JJZeAMVbRtZZy+eWXgzGGG2+8seZzkJxmjiXz+FL/nnrqqZrODQB/+ctfwBjDySefXPM5lhOKpdy/b37zmyVf+7rXvc567eWXX17T+zWbZo6t+W644QbrfL/+9a8Xfb5m0czxQ2XTK6eZ4wygtvmBRvFV3/hqljZ6s8eNidpP9dPsMfXPf/4T73znO7FixQrY7Xa43W4MDQ3h5JNPxr/927/h0UcfrfnczazZ48q0c+dO/Ou//isOP/xw+P1+2O129Pf348ILL8S999676PM3umaOI/N4URTx7LPPFn2d2+0GYwy7du2q6X2aDcUUy4stn8+HwcFBnHHGGbjpppvKfpZlgx9gH/jABziABf9+/vOfFz3miSee4H6/nwPgvb29/JxzzuHnnHMO7+np4QC42+3mDz30UMFjd+zYwVetWsUB8K6uLr5p0yZ+3nnn8de+9rVckiR+8803l73mX/7ylxwAZ4yVvdZyLrvsMg6Af+Yzn6n5HCSnmWPJ/Kznnnsuv+yyywr+2717d03n5pzzBx54gAPgGzdurPkcywnFUu7fhg0bir5u69atea+97LLLanq/ZtPMsWXSdZ339vZan/2ss85a1PmaSTPHD5VNr5xmjjPOqW1+oFF81Te+mqWN3uxxwzm1n+qtmWPq1ltvtc6xYsUKftZZZ/GLL76Yn3zyydzr9Vp5BVK9Zo4r05e//GWuKAoHwDs6OvjZZ5/NL7zwQr5+/XrrPd74xjfycDi8qPcxDQwMcAB8586ddTnfUtDMcTT/85555plFX+dyuRru734gUUzl58vPPfdcfsIJJ3Cn02m9x5VXXsmj0WhN77FUHPBOvG9/+9v8Ix/5CP/pT3/Kt23bxjdu3Fj2j3PcccdxAPxd73oXz2az1uPZbJZfeeWVHAB/zWtes+C4eDzOV65cyRlj/Atf+ALXNC3v+ZmZGf7SSy+VvN7p6Wne3t7OjzjiCH7CCScsuRu5ZtbMsWQWSgeqAmuWBIGJYgn86KOP5gD4Cy+8UPB1n/jEJzgA/trXvpYS5VVo5tgy/eY3v+EAeGdnJxcEgUuSxMfHxxd1zmbRzPFDZdMrp5njjHNqmx9oFF/UiVeLZo8bzqn9VG/NGlNPPfWUFT8//vGPFzyfzWb5fffdx2+77baqz02aN65Mt956KwfAbTYb/9a3vsV1Xc97/tlnn+VHHHGE1aZPp9M1v5epETvxmjmOzHs+s3Pl73//e8HXUSdedSimCsdKJpPh3//+93lbWxsHwE844QSeSqVqep+l4IB34u2vXCClUinrDzA2Nrbg+bGxMev5RCKR99zHP/5xDoC/973vrfn6LrjgAi5JEn/iiScqCvpyKFFw4DRTLFEn3oHVjLF02223cQD8Yx/72ILXmCOBA4EA//d//3dKlC9CM8WW6bzzzuMA+I033sjf9KY3cQD8C1/4wqLO2ayaKX6obHr1NFOccU5t81caxdfiNGsbvdnihnNqPx1ozRJTN9xwAwfAL7744pqvhVSuWeKKc863bNnCJUniAPgvf/nLoq+bm5vjQ0NDHAD/t3/7t1ov3dKInXj7a6Y4Mq/TvK4TTjih4OuoE29xmjGmSsXKzp07eWtr67K/Bzzge+JVSxRFSJJU9nUulwsOh8P672w2i29/+9sAgA9/+MM1vfcvfvEL/OxnP8NHP/pRHHnkkTWdo1KqquLOO+/ExRdfjIMOOggejwdOpxNr167Fxz72MczOzhY8bnBw0FoX+P7778cpp5wCn88Hp9OJY489Fvfcc88Bve7lpFliqRDOOX7yk5/gjW98I4LBIGw2G/r7+/Gud72r7JrSiUQCH//4x7FixQrYbDb09fXhfe97H0Kh0Ctz8UtQI8bSpk2bEAgEcOedd0LX9bzn7r//foyMjODiiy+GzWYreo5f/vKXuPLKK7Fu3TprLfxVq1bhuuuuw549ewoec/LJJ4Mxhr/85S/429/+hjPPPBPBYBCCIOCuu+6q2+dbLhottkKhEO655x4wxnDZZZfhyiuvBADcfvvtRY8x9w+644478NRTT2HTpk0IBoNwOBxYv3590WPnH/fMM8/g/PPPR2dnJ0RRxJe//OW6fJ6lrtHiB3jlyybOOVavXg3GWMn9Yc4991wwxvCNb3xjcR9wGWrEOCvkxhtvLLmX2R133FFwH8b5j8diMXzkIx/B0NAQbDYbenp6cM011xRt1xOKL1Ox+CKFNVrc1NJ+mt+mLmR+O2l/8Xgcn/jEJ/Lu99773vdidna25HGNrFFiampqCgDQ3t5e0/GhUAif/OQncdhhh8HtdsPlcuGoo47Cf//3f0NV1QWvr7Ud3ywaJa4A4D/+4z+gaRrOPPNMvO1tbyv6Or/fj//4j/8AAHzta19DNBpd8JpQKIRPf/rTOPLII+H1euFyubB69WpcfvnlePjhhwHsqxd3794NABgaGsrb96qZ9kprpDgyXXfddejr68NDDz1UdR47kUjgc5/7HA4//HC4XC64XC4cccQR+PznP49kMpn32m9+85tgjOGtb31r0fNt2bIFjDF0dXVB07SaPs9y04gxVcrg4CA++9nPAgC+8pWvFPw779mzBx/4wAes/QG9Xi9OOOEE3HHHHeCcFzwv5xw/+9nPcPrpp6O9vR2KoqCnpwennHIKvva1r9X9cyy5TjxZlnHKKacAAD7zmc/kNRRUVcWnPvUpAMBVV10Fxpj13ObNmxEKhdDT04OhoSE88cQT+NSnPoX3vOc9+PSnP40HH3yw5PtOT0/j2muvxcEHH4xPf/rTB+CT5ZucnMQ73/lO/P73v0drayvOOOMMbNy4EdPT09bGkDMzM0WP/+53v4s3velNiMfjOOOMM3DwwQfjH//4BzZt2lSXjWobQbPE0v5UVcV5552Hiy++GA8++CDWrl2Ls88+Gy6XC9/5zndw1FFH4fHHHy94bDabxSmnnILbbrsNhx56KN7ylrcgnU7jtttuw3HHHYfJyclX+NMsDY0YSzabDRdffDHGxsbwhz/8Ie8586b9iiuuKHmOCy+8ED/72c/gcrlw6qmn4rTTTkMmk8E3vvENHHXUUdi6dWvRY3/+85/j9a9/PYaHh3HaaafhlFNOgSzLi/5cy02jxdYPfvADZLNZnHzyyRgcHMQ555yDQCCAl156qezmxv/4xz9w3HHHYcuWLTjttNNw/PHH4+mnn8aVV16J97///UWPe+ihh3DMMcfgiSeewMknn4w3v/nNcDqddftMS1mjxQ/wypdNjDFcd911AFC0g250dBT33HMPPB4P3vGOdyzi0y1PjRhnB0IkEsEJJ5yA733vezjiiCPwxje+EclkEt/85jdx2mmnFUx+EoovUptGi5vFtJ+qFYvFsHHjRnzhC19AKBTC6aefjmOOOQY/+clPsGHDBoTD4bq+33LRKDHV398PIJckHR0drerYZ599Fq95zWvwuc99DuFwGCeffDI2btyI3bt348Mf/jBOP/10ZLPZgsfW2o5vdI0SV5xz/N///R8AVDTYZNOmTfD5fIjFYgsGGjz55JM47LDDcPPNN2N4eBgnn3wyzjzzTLS0tODHP/4x/t//+38AgFWrVuGyyy6Dy+UCkBtQd9lll1n/3G73oj/XctEocTSf3W63BjbdcMMNMAyjouNmZmZw3HHH4ZOf/CT27NmDN73pTXjTm96E3bt344YbbsDxxx+fN3juoosugt1ux3333Vc0x/79738fAHDppZdW1LHVCBoxpsq59NJLwRhDOBzGY489lvfcAw88gMMOOwxf/epXYRgG3vzmN2PDhg145plncMUVV+Cyyy5bcL5sNotNmzbhwgsvxP333481a9bgvPPOw8EHH4wtW7YcmLrvlZ76V8k0ye3bt/PVq1dzILe54qZNm/imTZt4T08Pdzqd/IMf/GDeeq2cc/6tb32LA+DHHHMMv/76663plPP/bdq0icfj8YLvee6553JBEPjDDz9c1bWWU2xJlWg0yu+5554FnyOZTPIrrriCA+BXX331gvOZU8kVReG//e1v8567+eabOQC+atWqmq93OWmmWEIF04NNH/vYxzgAftJJJ/E9e/bkPfe1r32NA+ArV67kqqpaj5tL9QDga9as4SMjI9Zz0WiUn3LKKRwAP//882u6/qWuGWNpenqa//Of/+QA+AUXXGA9Pzc3x+12Oz/00EM555z/53/+Z9El6376058umFqvqir/5Cc/yQHwN7/5zQuOMa8fAP/Wt75V02dYTpoptjjn/PDDD+cA+P/+7/9aj1133XUcAL/yyisLHmPWkwD4+9///rw11R999FHu8Xg4AH7fffcVPe6GG25YsCdDI2im+Hk1y6ZwOMxdLhe32+18ZmZmwfk+9alPcQD8uuuuq+mzLXXNFGecF2+bf+Yznym5xMrtt99eMObMxwHwM844g8diMeu50dFR3tfXxwHwH/zgBzVf83JG8ZVTa3zRcprNETe1tJ/M933ggQcKPm/G4u233573+Ac+8AEOgB911FF8enraejwSifCTTz7Z+h72P265a5aY2r17N3e73RwAdzgc/LzzzuNf/vKX+d/+9rcFbaP5ksmktQTiLbfckpcrCIVC/NRTTy1YhtXajm8UzRJX27dvt9539+7dFR1jlief/vSnrcdisRjv7e3lQC7fmUwm846ZmppasEcaLaeZ0whxxHn+PZ+mafyQQw7hAPgdd9yR97piy2mef/75HAA/8cQT+dzcnPX47OwsP/744zkAftFFF+Udc9FFF3EA/Ctf+cqC69E0jXd1dXEA/Nlnn63pMy1FzRhTlZQRq1at4gD4t7/9beuxsbExHggEuCiK/I477uCGYVjPDQ8PW/t8FmtPrVmzhr/wwgt5z2maxu++++6aPk8pS7ITj/PcJoenn376gmA4+uijC66/fMstt3AAXJZlDoB/8IMf5Nu2beNzc3P87rvv5j09PRwAf+c737ng2B//+MfWMbVcaym17IuQSCS4JEm8ra1twXNmBXb99dcveC6TyXCfz1dVxbqcNVMsFSoY5/8z4ysUCnGHw8HdbjefnJwseK4zzzyTA+D33HOP9dj8Trx77713wTEvv/wyF0WRC4LAh4eHa/oMS1kzxpJ5075u3Tpus9msBtA3vvENDoDfeuutnPPSifJSuru7uSAIPBqNFrz+0047rabrX26aKbYef/xxDoB7PJ68JMHmzZs5AO52uws25sx6sqenp+Dm55/+9Kc5AH7qqacWPO7ggw9esJlyo2im+Hm1y6ZrrrmGA+Bf/OIX8x7PZrO8s7OTA+DPPfdcTZ9tqWumOOP8wHXiud1uPj4+vuC4L37xixwAv+KKK2q+5uWM4iuHOvGq00xxU2v7qZZOvEQiYSVG90+Uc875c889xxljBZNVy10zxdRDDz3E16xZs+AzyLLMTzvtNP6HP/xhwTFmO2v+AKr5RkdHuSzLPBgM5iU4a23HN4pmiatHH33UuuZCf+dCLrzwQg6AX3PNNdZj//3f/80B8OOOOy4vjkqhTrx9lnsccb7wnu9Xv/oVB8AHBgbyYqtQJ96uXbs4Y4wLgsBffPHFBed+7rnnuCAIC/KWv/vd7zgAfuSRRy445r777uMA+Pr162v6PEtVM8ZUJWXEsccey4H8PYc/+tGPcgD8ox/9aMFjHnvsMQ7kBj+ZJicnuaIoXBAEvmXLlpquuxZLbjlNAHj44Ydx6KGHYtu2bbj77rsxPT2N6elp3HXXXZibm8O5556Lm266Ke8Yc+qtqqp4+9vfjv/+7//GypUr4ff7cfbZZ+Ouu+4CYwx33nkntm/fbh03OTmJ9773vVixYgU+97nPvaKfE8hNJb/11lvx3ve+F1dccQUuv/xyXHvttVAUBdPT05ibmyt43FlnnbXgMUVRsGLFCgDA2NjYAb3u5aLRYmn/JQTMf0cccQSA3BTgVCqFjRs3Fl0Hf+PGjQCARx55ZMFzfr+/YGytWrUKxx57LAzDwN/+9rf6faBlpNFiyXT55Zcjk8ngxz/+MYDccnWSJOHtb397Rcdv3boVX/3qV/H+978fV155JS6//HJcfvnl0DQNhmFg27ZtBY8rtY5+s2mU2Pre974HILeU4fzlLI866ii85jWvQTwex89+9rOix5933nkF9zkzly988MEHC65dfs4550AUxcVe/rLVKPGzv1e6bHrve98LAPjWt76Vt5zLr371K0xMTODkk0/G2rVr6/Tplp9GjbN6Wr9+PTo7Oxc8fvDBBwOgtnkpFF+kFo0SN4ttP1Vj8+bNSCQS6Ovrw+te97oFz69duxaHH354Xd5rOWqUmDr++OPx/PPP4w9/+AP+9V//FSeeeCLcbjdUVcX999+PN77xjfjMZz6Td8xvfvMbAMD5559f8Jzd3d1YvXo1ZmZm8PLLLy94vtZ2fDNolLiqFi+wh9Tvfvc7AMCVV16Zt0QfKa9R4+itb30rNmzYgN27d+N//ud/Sr7273//OzjnOPbYY3HQQQcteH7t2rXYsGHDgrzlaaedhp6eHjz55JN49tln844xl9Jsxj2JGzWmSjGvXxD2dYeVq//Wr18Pt9uNp556Cul0GgDw5z//GdlsFscddxzWrVt3gK96nyW32Gs4HMamTZuQSCTw8MMPW51SQC5Rt27dOrzmNa/BzTffjIsvvhirV68GAHg8Hut173rXuxac9+ijj8b69evx+OOP469//StWrlwJALj66qsxOzuLn/3sZ1XtoVPoB37wwQfj4x//eEXHx+NxXHrppWU38IxGowgEAgseN9c635/X6wUAK7CaWSPG0q233orBwcGi59qxYwcA4L777ivbKJqenl7wWKlzDw4O4qGHHsLIyEjJ8zaiRowl0zve8Q584hOfwO23346NGzfin//8J97ylrego6Oj5HtpmoZrr70W3/nOd4pu8gqg4EbWADAwMFDy/M2iUWIrnU5bnS2F9iu74oor8KEPfQjf+973iu5nNjQ0VPDx/v5+CIKAdDqNUCi0IDabOZYaJX4KeaXLprVr1+LUU0/FH//4R/zud7/DGWecAWDfPnnmvnnNqJHjrJ6obV4bii9Si0aJm3q0n6ph7pFWqu00MDCAp556atHvtdw0SkyZRFHEaaedhtNOOw1ALuH6l7/8BTfccAMee+wx3HTTTTjzzDNxzDHHANiXRyiWxJxvenoaa9asyXus1nZ8o2uUuAoGg9bjk5OTRds8801NTQEA2trarMd2795tnZtUrlHiqJgvfOELeP3rX4/Pf/7zuOqqq/Kuez6zDitW3gDAihUr8Mgjj+TtCSoIAt75znfilltuwR133IH/+q//ApD7Xu+55x4oioJLLrmk3MdrKI0eU8WY+yK2tLRYj5n132tf+9qyx5v7Ab5aZdmS68S77777MD09jTe84Q15QWRatWoVNmzYgL/85S/4y1/+YgXS/B9xsR/00NAQHn/8cUxMTFiP3XXXXXA4HLjpppsW9DCbjdfPfOYzuO222/C6170O//7v/w5gX2/9fBs3bqw4kD7xiU/gnnvuwdq1a/GFL3wBRx99NILBIGRZBpAb6TQ+Pl40ATW/15gU1iyxNJ+u6wCAgw46CMcee2zJ127YsKHq8zerRo6ljo4OnH766bj33nvxsY99DEDhJML+vvKVr+Db3/42uru78aUvfQnHH3882tvbrRGYxx9/PB555JGiZZjD4Sj7Hs2gUWLr17/+tTVz/KMf/eiC18bjcQC5Ubgvv/yy9TnqoZljqVHip5BXo2x63/vehz/+8Y/4xje+gTPOOANbtmzB3/72N3R3d2PTpk1l37tRNXKcVWP+DM1CqG1eG4qvnHLxRfI1StwcyPZTqZgqNdizWcuyRompYmRZxmmnnYbjjjsOBx98MEZHR3H33XdbnXhmHuHMM8/M67AppLW1teTzZJ9GiauhoSEEAgHMzc3h0UcfLduJp2kannzySQC5WSwmmn1Xm0aJo2JOPvlkvPnNb8bvfvc73HrrrfjsZz9b8vW1xNHll1+OW265BT/84Q/xxS9+EZIk4ac//SnS6TTOPffcvE6dZtDoMVXI3Nwcdu7cCQA47LDDrMfN+u/CCy+E3W4veQ4zp/BqlWVLrhNveHgYAODz+Yq+xu/3AwBmZ2etx4488kjr/w+FQujr61twnNnj6na78x5PpVL461//WvT9nn/++bz3BQpPDa/Gz3/+cwDAT3/6Uxx66KF5zyUSibxgJ7Vplliaz7zWww47DHfccUfVx+/atavscz09PTVc2fLW6LF0+eWX495778X//d//IRgMFlxSdX9mGfatb32r4OuLLaNJ8jVKbJlLQQHAQw89VPa1t9xyy4LHi5U/w8PDMAwDdrudkgb7aZT4KeaVLpvOOussDA0N4be//S127dplzcJ797vfDUlack3mV0yjx5lJURQA+5Lm+zNHXJL6ovjKofiqTqPEzWLaT7XEVHd3d9HnTKXuBxtZo8RUOW63G8cddxx+8Ytf5K3M09fXh5deegnXXHMNzjzzzKrPS+34wholrgRBwFlnnYU777wT3//+93HBBReUfP1dd92FSCQCj8eDk08+2Xq8v78fL7zwAl566aWCS/qSwholjkq55ZZb8Pvf/x5f+tKXiq6AYuYizZlThZjP7Z+3XLNmDY477jg88sgj+O1vf4u3vOUtVs60GZfSbIaY2t8Pf/hDcM7R0tKCo446ynq8r68P27Ztw6c+9amKl8Y0BzK89NJLdbu+Siy5YVZmw3Lz5s1QVXXB86qqYvPmzQDye317enqsmUV/+tOfFhw3NzeHJ554AkBueqeJc170n7l32M9//nNwznHXXXfV50Ni34+gUMD/6Ec/qmugNqtmiaX5Tj31VMiyjD/+8Y8Ih8NVHx8Oh631gOfbvn07Hn30UTDGcNJJJ9XhSpeXRo+lt7zlLVi5ciVaW1tx1VVXWTOCSylVht1///0Fl2slCzVCbA0PD+PPf/4zGGPYtWtX0fObZcv//u//WqOd5vvFL36BbDa74PEf/vCHAIATTjihqTtSCmmE+CnllS6bBEHAtddeC8Mw8J//+Z/4wQ9+AFmW8e53v7v2D9EAGj3O5l8vALz44osLnuOcW/u4kPqi+KL4qkUjxM1i20+lYmpyctL6HPMdffTRcDqdGB4eLrg/+osvvoinn366outvNI0QU+Z5yzGTt729vdZjp59+uvWetaB2fGGNElcA8JGPfASiKOI3v/kNfvWrXxV9XTgcxkc+8hEAwLXXXmstKw4Ab3rTmwDkBiVUmvM0Byw0656KQGPFUTFHHHEELrroIsTjcWsW1v5OPPFEMMbw6KOPYuvWrQuef+GFF/CPf/wDgiAUzFuaq7p8//vfx9atW/Hoo4+is7MTb37zm+vyGZaTZoip+Xbt2oUbb7wRAPChD30orz6qpf57wxveAFmW8fDDD+OFF16o67WWsuQ68U4//XSrYfmhD30ImUzGei6TyeD9738/9uzZg0AgYFUAphtuuAEA8PnPfx6PP/649Xg6ncY111yDSCSC9evX47jjjntlPkwJ5rqp5ihv0+OPP45PfOITr8YlNZxmiaX5Ojo6cN111yEcDuPss88ueFOXSCTwox/9CJOTkwXPcf3112N8fNz673g8jmuvvRa6ruOtb31rReufN5pGjyVZlrFt2zbMzMzgC1/4QkXHmGXY//zP/+Qt17N9+3ZcffXVB+Q6G1EjxNbtt98OwzBw0kknldxj5Y1vfCM6OjowNjZWMFk5MjKCj3/843nx9Nhjj+FLX/oSAOADH/hA/S9+mWuE+Cnl1SibrrrqKjidTnzjG99ALBbDpk2b0NXVVdsHaBCNHmem17/+9RAEAb/73e/yZsTouo4bbrgB//znP1/Fq2tcFF8UX7VohLhZbPvplFNOAQB8/etfz7t3m52dxWWXXVZwhp7T6cSVV14JAHj/+9+PUChkPReLxXDdddc17dKujRBTAPDJT34SH/zgB/Hcc88teC6dTuOmm27CP//5T4iiiPPOO8967t3vfjf6+vrw/e9/HzfeeCOSyeSC43fu3Ikf/OAHBd+X2vGFNUpcAbnVnj7/+c8DAC655BJ8+9vfXlBePPfcc3jDG96AXbt24aijjlqwLOK//Mu/oLu7Gw8//DDe9773LdgveHp6Gg8++GDeY+aAhVcyUb7UNFIclXLzzTdDlmV861vfyvuMpoGBAZx77rkwDAPvec97EIlErOfC4TDe8573wDAMXHDBBQUHdF544YVwOBy49957rbLp0ksvbcoBBs0SU9lsFnfeeSc2bNiAUCiEk046yRpkYPrIRz4Cr9eLz3/+8/j6179ecMDAc889lzd4ob29HVdffTUMw8C55567oFNZ13Xce++99f9A/AD5vn5wAAEAAElEQVTbvHkz37Bhg/XP4/FwAHz16tV5j893xx13cFEUOQDe3d3NzzrrLH7WWWfxrq4uDoDbbDb+61//uuD7XX/99RwAl2WZn3jiiXzTpk28u7ubA+A9PT1869atFV/7xo0bOQD+85//vObPf9lll3EA/LOf/Wze4z//+c85AA6AH3744fyiiy7iJ510EhcEgV9yySV8YGCAA+A7d+7MO67Y4/tf8wMPPFDzNS9VzRxLZqwU+7vPl81m+QUXXMABcFEU+fr16/n555/PL7jgAn7MMcdwm83GAfAXXnjBOuaBBx7gAPhxxx3HjznmGO52u/nZZ5/NzzvvPN7W1sYB8JUrV/Lx8fGarn+poVgCn56eruj1//mf/8kB8Msuuyzv8YcffpjLsswB8DVr1vALL7yQn3baaVxRFL5x40Z+/PHHFyyLGrmM4rz5YsswDD44OMgB8O985ztlX//BD36QA+Bve9vbrMfMevLqq6/mNpuNr1q1il900UX8lFNO4ZIkcQD82muvXXAu87jbb7+94utd6potfuZ7tcum+d797ndb1/OXv/ylps+zlDVznHFevG3OOefXXXedda1veMMb+KZNm3h/fz/3eDz8/e9/f8GYu/322ws+bjLbWBs3bqz5mpcTiq/6xlezxE+zxU092k+ZTIYfeeSRHAAPBAL8rLPO4m984xt5IBDg69at45s2bSrYTopEIvyII47gALjP5+ObNm3i5557Lg8Gg3zlypX87LPP5gD4D3/4w4o/z1LUbDFl+sAHPmC1YQYGBvhZZ53FL7nkEn7qqafy1tZWK0fwta99bcGxzzzzDO/v7+cAeEtLCz/55JP5JZdcwt/ylrfwVatWcQALvrNa2/HLVbPG1Xy33nqr1dbu7Ozk55xzDr/ooov40UcfzRljHAA/5ZRT+OzsbMHjH3vsMd7e3s4B8NbWVn722WfzCy64gG/YsIErirKgHvzKV77CAXCPx8PPPfdcftVVV/GrrrqKz8zMLOpzvJqaOY7K3fNde+211msK5UCnp6f5oYceapVTb3vb2/jb3vY2HggErPx6KBQq+v6XXHJJ3vmfffbZmj7HUkMxBX7uuefyyy67jF922WX8/PPP5yeeeCJ3uVwcAGeM8Xe96108FosVPMef//xn3tLSwgHwrq4ufuqpp/JLLrmEn3HGGbyvr48D4BdeeGHeMel0mp9xxhkcAJckiZ944on84osv5qeccopVxtXbAe/EM288yv3b3+bNm/k73vEOPjg4yG02G7fZbHzFihX8qquu4s8991zJ9/zlL3/JX//613O/388VReGrVq3iH/7wh/nU1FRV116PSs7sTLn11lsXPPfAAw/w17/+9bylpYW7XC5+xBFH8K9+9atc13XqxCugmWOpWAVWyj333MPPOecc3tXVxWVZ5i0tLXzdunX88ssv57/+9a95Npu1Xjs/QRCPx/n111/PBwcHuaIovKenh1933XUVJ1aXA4qlxSfKOef8qaee4meeeSbv6OjgdrudH3LIIfyzn/0sT6fTRcuiRi6jOG++2PrjH//IAXC73c7D4XDZ12/evNlq7JkxOL8zbvPmzfyss87igUCA2+12fuSRR/Jvf/vb3DCMBedqxE68Zouf+V7tsmk+c6DVunXravosS10zxxnnpdvmuq7zL37xi/yggw7iiqLwYDDIzz//fP7SSy8V7ayjTrx8FF/1ja9miZ9mi5t6tJ845zwUCvFrrrmGd3d3c1mWeX9/P//gBz/II5FIyXZSNBrlH/3oR/Pu966++mo+PT3NTznlFA6A//73v6/48yxFzRZTppmZGf6jH/2IX3nllfzII4/knZ2dXJIk7na7+bp16/jVV1/Nn3766aLHh8Nh/vnPf55v2LCBe71eKz6OPfZY/qlPfWrBsbW245erZo2r/W3fvp1/+MMf5oceeqgVJ729vfy8887jd911V9njJycn+cc//nG+bt067nA4uMvl4qtXr+aXX345f+SRR/Jeq+s6v/nmm/nBBx9sDUivNje21DRzHJW75xsfH7c6Xor9nWOxGL/55pv5YYcdxh0OB3c4HPw1r3kN/9znPsfj8XjJ97///vutc69fv76mz7AUUUzt+8cY4x6Phw8MDPDTTz+d33TTTXzHjh1lzzM+Ps7/7d/+jR9++OHc7XZzm83GBwYG+MaNG/ktt9zCt23btuAYXdf5nXfeyd/whjfwQCDAZVnmPT09/NRTT+Vf//rXa/o8pbC9H5gcIOvXr8cTTzyBX/ziFzj33HNf7cshhBBClpTLL78c3//+93H77bc35abSZOl561vfirvuugvf+MY3cM0117zal0PqjNrm5ECi+CLLWSQSwYoVKzA3N4fJyUm0tbW92pdEljhqxxNCCCGvjCW3J14jeeCBB/Dkk09ClmVro0ZCCCGEELI0bd68Gffccw9aW1vxzne+89W+HFJn1DYnBxLFF1kuNm/evGAvq1AohCuuuAKzs7M488wzqQOPEEIIIWQJab7dG18B11xzDV588UU8+OCD4Jzj+uuvRzAYfLUvixBCCCGEFPAv//IviMfj+M1vfgPDMHDTTTfB5XK92pdF6oTa5uRAovgiy80555wDTdNw6KGHoq2tDePj43jyyScRjUbR29uL22677dW+REIIIYQQMg914h0AP/nJT5DJZHD44YfjX/7lX3D11Ve/2pdECCGEEEKK+O53vwtBEDAwMIBPf/rTuPbaa1/tSyJ1RG1zciBRfJHl5vrrr8fdd9+N5557DrOzs5AkCUNDQzjrrLNw/fXX0yw8QgghhJAlhvbEI4QQQgghhBBCCCGEEEIIIWSJoT3xCCGEEEIIIYQQQgghhBBCCFliqBOPEEIIIYQQQgghhBBCCCGEkCWGOvEIIYQQQgghhBBCCCGEEEIIWWKoE48QQgghhBBCCCGEEEIIIYSQJYY68QghhBBCCCGEEEIIIYQQQghZYqgTjxBCCCGEEEIIIYQQQgghhJAlhjrxCCGEEEIIIYQQQgghhBBCCFliqBOPEEIIIYQQQgghhBBCCCGEkCWGOvEIIYQQQgghhBBCCCGEEEIIWWKoE48QQgghhBBCCCGEEEIIIYSQJYY68QghhBBCCCGEEEIIIYQQQghZYqgTjxBCCCGEEEIIIYQQQgghhJAlhjrxCCGEEEIIIYQQQgghhBBCCFliqBOPEEIIIYQQQgghhBBCCCGEkCWGOvEIIYQQQgghhBBCCCGEEEIIWWKoE48QQgghhBBCCCGEEEIIIYSQJYY68QghhBBCCCGEEEIIIYQQQghZYqgTjxBCCCGEEEIIIYQQQgghhJAlhjrxCCGEEEIIIYQQQgghhBBCCFliqBOPEEIIIYQQQgghhBBCCCGEkCWGOvEIIYQQQgghhBBCCCGEEEIIWWKoE48QQgghhBBCCCGEEEIIIYSQJYY68QghhBBCCCGEEEIIIYQQQghZYqgTjxBCCCGEEEIIIYQQQgghhJAlhjrxCCGEEEIIIYQQQgghhBBCCFliqBOPEEIIIYQQQgghhBBCCCGEkCWGOvEIIYQQQgghhBBCCCGEEEIIWWKoE48QQgghhBBCCCGEEEIIIYSQJUYq9OCWLVsqPoHT6UR7ezuy2Sw45wCQ97+6rkPTNOufruvQdR2GYSw4lyAI6O/vx65duyp6b7/fj56eHjDG8h7PZrPYtm1bwfcopLe3F36/v+RrstksZmZmMDs7C6fTiXQ6XfH5C+np6cHs7CxSqRQAwO12w+/3Y2JiAh0dHXC73ZBluebzLzXVxFR/fz90XQfnPC+WzH9mTKmqasWT+fr9+Xw+iKKI2dnZit57YGAAHo9nwePRaBTDw8MVnUMURQwODsLhcBR9Decc6XQaw8PD4JxDFEVkMpmKzl/M0NAQdu7caf13d3c3MpkMMpkMgsEgnE4nBKEx+u2riScAWLlypfVb2z+uDMMoWEbpul7wXAMDA9i9e3dF7ytJElauXLngt8w5x8jICCKRSEXn8fv96OrqgiiKRV+jaRpisRhGR0dht9utz1Mrh8MBn8+HiYkJAABjDAMDAxgfH4fP54PX64Xdbq/5/EtNNTHV2toKt9sNVVUXlFEACpZRmqYVLKMkSUJ3d3fF5UtHRwfa2toWPJ5Op7Ft27aKP0Oxsm6+TCaDyclJxGIx2O12pNPpgp+hmvccHR214jIYDFrlc2dnJ1wuFySpYLNk2am2jBoaGrLaUYXqPbNsymazVplVrIxqb29HLBazyrxK3tvlci14fHZ2FmNjYxWdQ5ZlDA4OwmazFX2NYRhIJpPYs2cPBEEAYwzZbBZCNo72578L3577IWUjAOcAGDhjACtQZ3EdjAMAB5gAzeZHuP9NmDrkSvQMrUY8HgcABAIBOJ3OBW3E5aqamJIkCf39/Xm/2f3b5oXKqWLt2mrqPYfDgcHBwQX1lWEY2LFjB9LpdEXnaW9vR3t7e8nXqKqKubk5TE1NweFwIJvNFv1dVKK1tRWGYWBubg4AoCgKuru7MTo6itbWVng8npIxvtxUE1Pd3d0QRTGvvV2obb5/W6pQnWG329HS0lJx+VLsPi2RSOS1e0thjGFoaAhOp7Pk69LpNMbGxpBOp6EoSsXxWszQ0BB27dplfQ+dnZ3QNA3xeBwdHR1wOp0l23bLSS1tc7OM2j+mDMMoer9XSG9vL8bGxiq6N2eMYeXKlQXbsNPT05icnKzo+h0OB/r7+0ver+u6jkQigT179kBRFBiGAVVVKzp/IZIkobOzEyMjI9Zj/f39CIVCsNvt8Pl8ZWN8OaGc1EKUk1ocyknlo5zU4lBOaiHKSS0O5aQWopxUvkVfmRkEld6IlWIWXJWKRCIIBoMLfrSiKEIUxYob8qUau7quI5lMQtd1q9JNJpMVX2MxhmHkNfS6u7uh6zpWrFgBRVEWff7lTJZlTExMIJvNLvpcgiBU9feKRCIFC5FqGhotLS0lG0vZbBbRaBSyLFs3coup2Ezz48lut8PtdsPhcEBRlIZJENSKMVaXMgqo7m+laRpSqdSCBhNjrKrfeSAQKPo35JwjlUohkUhYjcLFJp2AXBk1P+77+vqsxLCiKA2TGK+FYRhIp9MVJ3rKqSahMzMzA7/fvyCmqimjFEUpWe9pmoZEIgHOOaLRKABU3CFUzvy4aW1thaqqCAQCS7qh9EqQJAm7d+9eVCLGxBir6gY8mUwW7MSrJqba2tpKdm5kMhmEw2HYbLa8G1L32IPofuI/IadnAXBwJgKCAJQqX5iAXB8eB4MBKT2L4NafIDD6Z+hnfQX2oZOhKErDJAhqoWlaXeu9auIylUohk8ksKGMEQajqd17qhs4wDKRSKWSzWYTDYet9F0vX9by6tq+vD0AuISXLclPXe4wxRKPRihM9pVTbNg+FQvB4PAvaQdX8xs02cTGqqiIej4MxZl1bPdpSjDEr0cAYg8/ng6ZpCAaDTV/vCYKA0dHRupzLMIyKyykzaV0o6VfN/VIwGCzauWG+RzQahSAI4JwvOjEOLGybd3V1QZZldHd3Q5blpq/3KCdVPcpJFUc5qdpQTqo4yklVj3JSxVFOqnbLOSdV8Arnf/GMMTDGijaOs9ls3X84kiSVLJQURYHD4ShaKZkjGSpRagSkqqqYnp7G7OwsPB4PXC4XEolERecthzEGh8NhVeaZTAY2m61hG0vzY8r8/4v9jaempuD1ejEzM7Po941EIhWNpHM6nXA4HHC73QsqCqC6BFapxlIqlcLIyAgymQy6u7srPmelzEaYefMhy3JDNpaqKaOA6v5+5aTTafh8vpKJLFEU4XA44HK5it7gV9rwKpX4NAwDkUgEo6OjYIyhu7vbquAWizGWd+3ZbBZOp3NZVGy1qKaMmpubw8DAQF3eV9M0q8OhVJzabDar3iv0umpGI7nd7qINLHOkUzQatUYlLWZmy/7sdrvVQMxkMlAUpSFjav/vt1xMxWIxOByOurQx5ubm0NPTgz179pS8PjOeijWeq4mpUh14iUQCw8PD0HUdPT09AABmqOh+7N/hG/kLGNfBBQkAK915tz/GACaDQwSgQ0xMQvzFO8APPR/COV+r/DzLxKtZ72maZo18LEaSJKstVei+wJxZU4lSbRdN0zA3N4fJyUkoigKfz4fp6enKPkgF5rfDM5lMyXp8uaum3pucnERHR0ddOvGSySTa29sRjUZLxun8MsowjAUxUW29V4w5+y6ZTKKzs7Pic1aCcw6Hw4FUKmXNPqZ6LyebzZa9569UNBpFR0dHyUSWIAhWGVWszqq03CyV+OScIxaLYWRkBIZhoLe3t6JzVsIwDEiSZHUOZ7NZeDyehh1kQDmpnEpzUgY3sDWxFU+En8CsOouMnoFdtKNNacN6/3qscK5Y8B1RTopyUqVyUmk9jScjT+LlxMuIalFwzuGW3Bh0DuK1/tfCLRWuWyknRTkpyknVhnJSOZSTKq7gVba0tOT9t3kDYn5I8487OTmZN3WzHsbGxtDS0gK3220F6/xp6+YyFKlUCvF4vOAoukwmU9EfWBRFtLe3WwExv2LRdR1zc3PWSKdEIoHOzs66deKNjY2hs7PTuuHYvXs3uru7F3z3jWL+5+KcW6PN5ubm4Pf7wRiDpmmYmJhAa2urNV16sQzDwOTkJPr6+qxKdf9p64ZhIJPJIB6PIx6PY2hoKK8wMUeVVMLtdlsxuX9MZbNZq7EE5ArKcoVkNXbs2IHBwUFMT08jkUhgx44dBafNN4JCZZQ5uiuRSMDlckEURUSjUczNzdX1pi4UCiEQCGBgYMAqZ/Yvo3RdRyqVwuzsrNV4ms8c+VaJ7u5ua/YKY8yKTc45EomENYq5nuUwkGsYRiIR9Pb2Ynx8HBMTE0gmk+jv76/r+ywVhWLK6XRao9bMpMnExAQURanLqEzT6Ogo2tra4HA4FtR7ZpmVzWaRSqWszp79VTrCW5IkBAIBMMYK1nszMzNWbMbjcfh8voqXfiln9+7d6O3thaIoCIVC2LVrF/r6+hoyUVAonkRRhN1uz6v3stkspqam4Ha7MTU1VZf3zmazVqN+/zIK2NeZYs4SSKfTC5adNAzDWpaynEAgULDeM2cemB145nmZlsbAgx+Ga+bZ3OsEubrOu3k452CCAM4ZuCCA6RrYMz8GoqPApT8HpMaJrUIxZX7v5t9QEASEQiFrRlG9TExMoKWlxVoK0Hz/+eWUpmlIp9MIhUKQZblgvVfJiFxBENDT0wNFURaUUeZITDNRn81m67q8ZTgchiRJ6OrqwsTEBEZGRipa1nO52r9tDgAulwvRaNRqRxmGYbXN63UPBOy7D5IkqWTbPJlMIhwOY9WqVQvOUekIb5vNBrfbXbDeU1UV4+PjVgI7lUqV7bCuxs6dO9Hf349IJIJIJIKdO3dicHCwadrmkiRBURREo1F4vV4wxpBKpTA9PQ1ZluvSgQfk2iuCIBRtm5vLUpuzws3cxnyaplkze8vp6Oiwyp796z1z2ej5dW49jY+Po6+vD+Pj41Z5v2LFioZMkFNOqrKcVNbI4pG5R/BQ6CGMpceg8dxsfIZcZy8Hx99n/45+Rz9e1/I6HBM4BiITrc9JOSnKSe2fkwplQ/h76O94dO5RRNQIDBgQIAAs11n8j7l/4L7J+7Detx4ntp6IXse+wQqUk6KcVD1RTopyUpSTylewE6/YaBO73Q5ZljE5OQnGGILBIDwez6LWdt+fYRiYmZmBLMtIpVJlG9PRaBQOhyPvjz6/USMIAtxut7WuqVk5mQEYDoeRyWRgt9shCAIEQUA0GkU0Gs2b8r7/UgP1MDExgf7+fjidTmt5hEZVLKYCgQDGx8etnn/zhr6eUqkUxsbG0NfXZ42KLCWdTueN2NU0DaFQyPpvm80Gl8uVN9rcLNjMStIcHWIWrHNzc4jH43m/lXg8Do/HU5dRzabh4WEMDQ1h+/btAOp/47hUFIsnURTh8/msvSJ8Ph8GBwfr/tudm5uzEqjlGvehUAhutzuvUkilUnm/d6fTae21o6qqlTgz901RVdVK0MqyjHg8jkgksiDJXu+/t1n+BoNBTE5OWvtxNeJyPYViyvzbJZNJJJNJiKKIYDAIl8tVlyVsTJqmYXJy0trXpNwNWiKRWFD+zC9HJEmCy+WCy+XK+1uZe6rNzc1Z+/2Y5W04HEY8Hs9773Q6jWAwWLcGEwCMjIxgaGgI0WjUGqHZiEqN2m1pacHo6CgMw4DD4bBGwNZzUIdZbnR2dpbdL8FMQs2fkZfNZvNiyhzFaY66M2cBmJ2BoVAIDofDqvfS6TRmZ2cRj8fzyrpMKo7Bh/4Vzplnc3veCYut7zk437tkHRi4KIMZOrDrb8CPLwIu/UVuec4GUCymZFmGy+WyZl62tLRgaGiorjfRnHOEQiFrWbhyo9LD4fCCUb+pVMq6JnNGjMvlgs1my0sgqaqKcDic1zEpiiJisRii0eiCeq/eyYKZmRl0dnbC7/djbm6urjfHS02xes/n82FmZgaZTAayLKOtrc3ae6lestmsdR80Pj5e9l4ykUjktaN0Xc9rmyuKApfLZZVjZv1ollFm29xMgOi6jnA4jFgslvc3TiQSaG1tretnHR4exsqVKxGLxapa9nG5KVYuMMbQ0tKCkZGR3CwOtxsDAwPWrIV6/YbNmZ1+vz9vz7hCzIT9/I6XTCaT93d3OBzweDzWaG2zbT6/3pvfNjc7nOPxeN5nqvf9vdkJ2tHRgZGREast1YideJSTKp+TimtxfG/4e3gx/iI453BJLihCfiKSc44sz2JHYgd2Jnfi+djzuLT3UtjFXPxTTopyUvNzUtsS2/C94e9hNjsLSZDglb1Wp6/J4AaSehJ/Df0Vj4cfxyW9l2C9f731POWkKCdVT5STopwU5aT2qapmSqfTVuOWc47p6WmEw2H09fXlraVcD+Pj4+ju7oYgCCX/WLOzs/D5fNZ+LuZUyO7ubqvASaVSmJqaQjAYxNTU1IKbBXMDe0EQrJ7gQuqdKHC73UgkEtYPr5ETBcWY3z2Q+/xjY2MIBALo6uqqeLP6Sui6jtHRUfT392PPnj0lG6fj4+MYGhqyGtiqqqKrq8tKWGazWSQSCczNzaG3t7fkkmWlRkekUikEAoG6duL19vbmLdPQyI3wQubvEwDklq6IRqPo6elBMBisy3IYpnA4jJaWFnR1dWF8fLzo68wRdeaoGlVVrZkG+4+QUhQFsiyXvFEsVdaqqlq3pYlMHo/HinFzU9xGbDAVM79Rqus6Jicn4XA40NXVVff3Gh4eRl9fn3WDVczk5KS1v4A528lcXses9xKJBGKxGDo7OzE+Pl60/hJFseRyP/Wu98zfoRnDzVZGAcgro8zlbNra2tDT01PxBuWVyGQymJ6eLrvxudkp09vbC0EQoGkaDMNAT09PXkddNBpFKBRaVL3neODTcM48XXEHXoor2G50YZy3QIUIGTq62CxWCuNwsNx7LEgCizKgq8COvwB/uAF48y1l32c5Mzu9TLOzs1bb3O12VzyjshLT09PWzLRSM0fNmy+zEy+TyUAURattbu7tEwqF4PV6kUgkio7cZIxBkqSi9V69yxBzWTqzfZrJZKzR+s1ifrvUnKnm8XjQ1tZW1zarYRhWvTc+Pl7yPmh8fBwulwuKolhJ72AwaNVf2WzW6kTp7u4u2IljJj/NGWCF6jdz2a9KzKV0PDScxKN7kohmdHhtIo7tc+KEficCjn0JT3N5Y7OebbZ6zxwEYDJnmXR2dqK7u7tu++KZ5xYEAb29vSU78nRdRyQSgc1mA2PMmsU1v22eyWSscqC1tbXk+UrVe4lEou5lcVtbG4aHhwFUtx9go6CcVO64pJ7EN3d9E9sS2+CW3As670yMMdiYDTbFhoyewWPhx5AxMnj3wLshCRLlpEA5KTMntT2xHd/c9U3EtTj8sh8CK3zPLzABbsmdS9prEfzvnv8FB8fR/qMBUE6KclKUk6o3yklRTsq06OElqqpay+zUa0NF09jYWEX7hsXjcYiiiGw2i9HR0aJ/AHMT62I9yuUawGZBt9iGsiAI1lT6+Ym1Ups6NpO5uTmrAVxPqqoiEolAUZSSowoymQyy2Syy2SxisVjJvVbK/dhLNYLrmRTy+/1obW3F9PR03jUtlynBBxLn3Gos17PBBORu2Pr6+sq+zqzgVFXF5ORk0REzuq7D5/OVbDCVujGNxWLw+Xx5yZJadXd3w263W0kCIDfwYLmsFX0gmQ1cr9dbt/XeTXv27EFnZ2fZZE8mk7GWpRofHy9aLxVLVJrKlWH1SgzJsoze3l5kMpm83yGVUTnT09MHZFmQZDJpjaQs9beORqPWqMZwOFwyUVUuJorVe86pJ+DbeR/AAYjFy5EMl/Cgvg73ahvwrDGINBSofN/rZabBjiwOE3fhLdJjeJ2wBTZmlot761RJBtQM8Ph3gUPPA3rXL3yjBmYYBkZGRtDd3V3XxDGQ2yPG3NuwlNnZWdhsNmSz2ZIdNMlkEi6Xq2gnHue8ZL2XSqWsPccWq7e3F7Is57XNPR5PU3XgFROLxeB0Ouu+dI9hGJiamoLL5Sp5XrOjzuwALpWoquR+rtw1lfNyKIPb/jGLUFKDyBgkAYikDewKh3H/9jjeu6EFh/cF0NnZuWC2H9V7ORMTE3Xby2W+aDQKn89X9nUzMzPw+XzWrM5S7blybd9SsWvutViPsrijowMulyuv49Nms1HbHM2Zk/rJ8E+wLbENHskDWahs8IFNzHVcPxN9BndP3o0PH/thykkV0Ww5qbAaxveGv4e4FkdADlTU9mGMwSf5ENEi+NHIj7CydSWOHjyaclIFUE6qNpSTKo5yUtVrhJxUXSI/mUyiu7sb09PTdR0JFgwGKwrGZDKJTCZT9rWpVAo+n6/mG/1AIADDMGoqjARBQEtLC+x2OxhjEEURoVAob2mhQmupN6tQKIQVK1Zgx44ddT2v2+2uaL8Dc63wchYT75Ikwev11ny8zWZDS0sLRFG0RmjN/w34fL6GXHu8FuaoDo/Hg1gsVrfzlpodMJ+u64hGo2WXOVjssgDBYBA2m63mBpPP54PH4wHnHLIsQ9f1vBFU5l4BJDeibtWqVXVvMPX09JS8STOl02lMT0+XXXc8lUrB5XLVvJeR3+/H7OxsxeubzydJElpaWqy9AfZfhk+SJKr35olGo2VnD9Si0o2gU6lURTMiahkJx/Qseh7/HJihAaINuZ68hR7WD8GXs5swzNvAOYODZeBGEgrTwBjAOYMKCRnIeEQ7BI/qh6CfTeGDyl04Xnwh14dnFlGiAmgZ4Jf/Arz3caABlxorRdd1SJIEm81W0++3GJfLVVE72pwVVa48y2QyaG1trfl6WlpaoKpq2d9NJK0jns212fx2ES4lV9cGAgErSSdJEtLpdF7b7kAk8JarUCiEwcFBbNu2ra7nDQaDGBsbK/s6VVWxe/fusmXQYgddBgKBktcTSmr4r4dmMJfS4beLsEts31JCAMJpA//viRj+56Aha0k+k8PhWFaJggMtnU6jra2tonZPNSqpp8z96yqJvcWMAA8EAnlL4hUjJyfgGX8YYjaGtHcI8c4N4GJuP0ezU1KSJGu0u6m1tbUhl9KsRTPlpHZFd+GpyFNwiI6KO/AAgIHBqThhMAP/iP4DETUCnuCUkyqimXJSj849ilA2BL9c3f2+KIgIOoKYyczgr7N/xVH9R1FOqgjKSVWGclKVo5xUeY2Wk6pb97W5+Ws9GuGCICAYDFobDZaTSqUqSgBks1lrE+papFIpuN3uiq5JEAQEAgFraqm5aWgkEsHKlSuRTCbR2toKm82GRCIBr9dbcGPIZpVKpeo6/drhcKC1tRXJZLLiG7tK9mnIZrM1j0o2lyyrdKq5zWZDIBCw9vJIp9OYmppCZ2entRTMwMAAwuEwUqkUgsEg3dTNMzo6ir6+vro1mHw+H/x+f0U3/wAqbggtJlEwNzdX0Sgsk8fjsTqSzbXOR0dHsXbtWoTDYciyjO7ubkSjUQiCQMnMeTjnmJ2dXVRjZD5zU3uzvignlUpVlJw3y4JarzGTycDv91c0qlmSJGuPGXPWhBlHPT09yGQy6Onpsfb3MOt5khMOhyuaPVApp9OJ1tbWihv1ld4M1bLcROvLP4WSnAJnIpjAACO/nMtyEV/Lno279OOR5SICLAZF0JFLNwFWzxwDFGiwQYOXpZDlInYb7fhY5kpsEh/G+23/Bxvbe30CAyAB4d3A498BNryn6ute7kZHR9He3l6XjmFBEOD3++F2uyvq7K10j6bFrkoQjUYRCAQKnnf7bBYPDSfx3FQGcykdOgcEgUGWRHR6FBzV68aG7jA6HGGsXbsWkUgEDofDmj3lcDhoRsI8mqYhmUzWbbk6RVHQ1taGTCZTUbliLk9Xrt5LJpNwu901JzSy2WzRBNvTEyl84x+zGIunwRhHKsFgE2W0uW0QxCx0Q4fHJmEylsGft87ivCPaMTg4aLXNOzo6KJk5z+TkJAYHB+vWied2u9HS0lLxLIdKy57FJMjn5ubQ3t5e8jWesYfQ+extEDJRMMYgiBL0sXWInfofiBkMY2NjOOigg6z99np7exEOh6HrOjweT83X1oiaJSf16NyjyBpZBOSF9d98DAyiJFrLIppLMdqYDTEthj/t+RPOX30+5aSKaJacVEbN4OG5hyEysegSmiaBCRAlEQwMHBzc4NA1HQ7RgUcmHsHFsYspJ1UC5aQWopxU7SgntVCj56Tq1omnqiqCwWBdGkx9fX2YmJiouJe1ms2cF1MYlVqbXFEU+P1+OBwOq1DZsWPHggbfoYceimg0am1M29/fj9bW1qZce7wcznldRpB7vV7Y7XaMj49XnHxMpVJVJQpq3WQznU7D7/cXvNl0uVzW2vrmptp79uzJa0iaHXs7duxAS0uLtY9RNpulKeb7MQyjbokTc7PXavaveiUSBaUSa2YC1uVywe12QxRFjIyMYGxsLK9c7O/vB2MMyWQS6XQavb298Pv9TbfueCWy2Sx8Pl9dGkw9PT2YmJiouC5IJBJob28vm6TUNG1RZYGqqkV/N2b543A44HA4YBgGduzYsaA8W7NmDSYnJ6EoCtLpNNrb26HretPt4VIJc6b+Ytdl7+josJZzqvR7Nkddlnt9Op2ubvlCzhHYeS8ADjBh7yQ8BnM2XpaLuDF7Kf6kHQknyyDA4sgVl/tmtuTP3Nv3uMJ0dCCMGBz4mX4SZjNefNb+IyhmRx4TAejA47c3ZSeeqqp1G1nY29uL6enpqto7ldYZi6339i83J+Iqfvh0BM9NZaBxQJFE2O0KZEFANpuFqmnYOaPi5ak47npawBsP7cI1nXFIehbT09MYHBxES0sLstksjfTdj6ZpcLvdefsH1cLswJucnKw4QZpIJGC328u2zdPpNDo7O2vuxEun0/B6vQsSbE9PpPDVf8xgKhkHpAQ40wAuIaW7MBxWIUpRCFIGAgTYWBvue2YEb3tN0NrHSFVViqcC6pXc7e3tRSQSwZ49eyq+3z+Qg1dM5mDNYvVrR+RJtD5+Mxh4bj9XbsDQJGD8Seh/+xJih78PnZ2dkCTJSkK1tLSgv7/fGgxK9mmGnFRSS+LPo3+GLMgLYjhrZJHQE8gYGQhMgEu0wakKEAUFhriv49DpcCKeiOP3u3+P493HY8XgCspJFdEMOam/D/8ds+osXOLCzhFRECGKorVXo8FzSfH5MSwwAV6bFxOxCfxt/G9424q3UU6qCMpJUU6q3ign1Vw5qbpFfyaTgSRJdftBVTvC85UYUTA/seZ2u9Hd3Y3BwUF0dXXB7/ejvb0dTqcTk5OT1mjL+T265qw8xhii0ShEUUQsFrMaBiTf5ORkVSM4islms1UnRVOpVEWJr0wms6jRarquw263W8ut9vb2YmBgAJ2dnejt7YXNZoMoiti+fTvsdjv8fn/e8R0dHQD2zeoz952RJIkaTAXEYjG0tbUt+jy13OBU2mAyl4Gqhc1ms/ZZsNls6OzsRH9/P3p7e9Ha2oru7m44nU4kEgmMjIygvb09byQTYwxOpxO6rlubJM/Ozi56SYVGFY/HK1oiqRKMsarj6pWq98yGjdfrRU9PDwYGBtDV1YXW1la0trbCbrdjZGQEuq6jvb09r+wxZ5YxxpBOpxGLxZBKpSCKItV7BZizEhYrnU5byyxXc0wlo9DM5TAq5ZzaDDk5Ac6EXCcesK+TjjHcpp6DP+lHwoMkBHCM8RbsMtoxarQgzu3YP3zZ/ktxMsDLUvAhiT/qR+CrmbfMe47l3jP0MjCyueJrbhTmfnL1KKfM0fvVeCUSBYqiWAlyp9OJbUk7vvBQGE9PZuFQRHT7nQi6bXCIDBLjcDtscNsk+O0iWh0iRIHht89N4j0/fBKPbB2H3+9HNBq1lvAh+WZmZurSjjLbFdXMcDBH+1Z67loxllse00w09fT0oK+/H3e/nMZcOgmIYTCmg0HI/a8UBlgWuuaBgFwCP6nFMBGPQVVVTE1NIZ1OQxRFiqkCzEGti2XWe9W0eSqNlVQqVfOsXEVRkEgk4PP5oCgK2tvb0d/fj76+PrS1tSH+wneRzcZgZBO5TjwAgpEF4wY8E4+AaWn4fD5wzhGPx+FyuRbsN0X2aYac1HBiGLFsDA7BAVEQocgKFFlB3IhjMjOJmBaDaqhIa0mE0rMYz0xDT4xCSs/lXaNbcmMyOYlZbZZyUiU0Q07q+dnnwcEhCzIkUYIiK7ApNsiyDFmRc6tosNz7CExY0FktyZI1g2/L7BbKSZVBOSnKSdUT5aSaKydV119ALBZDS0vLos9jVnDVeCVG0hmGgVgsho6ODjDGMDExAVVVMTMzA6/XixdffBFjY2Nwu93Wxo19fX0IBoPweDxIpVJgjMHj8SAej8Pr9WJkZAThcJhGZhZQrxHQ5k1dNSpNFCx2GShd15HNZq1lFUZGRqCqKlRVRTqdxs6dO6GqKvx+v1WRDg0NWWuLT01NAcjN2ovH41AUBTt37qzr/jeNpF7L1YXD4apnN+i6XlG5Vm2CfD5JkjA7O4uWlhY4nU7MzMwgFAohEonA6XRifHwcL730EhRFgcvlgq7raG1tRWdnJ7xer5XwNdeKBnLJlT179iy7ESqvBHNfknrMdDEMo+qy5JVoMOm6jmQyaY1UGhsbg67rmJ2dhdPpxHPPPYdIJAKPx4N0Og3OuTWLxeVyIRKJAMjtWzU3N4e2tjbs2rUL8Xic6r0CzMbkYkUikaqTxclksqJYzmazVcV8y857wbixd1YcwM1OOAY8rB2MX2vHwckziMGBER5EBE6koCAKJ/bwIMZ4C1RDhMEZDM6gcwaDc4Ab1rk4AAfLwokMfq0dh4e1g/ZdAJMAwwAe/27F19xIzDphsRKJRNVLjVSTKKg1ycMYw+zsLDo6OvDP0RS++IftCCdVBBwMbntuaalMJrN3BHku/mRZgiRLkCQRTpmhzWPDRDSD//r7JF6cTmN8fByTk5NURhVgGEZdkiiaptX0/b4Ss1wMw7CWxctkMhgbG8NzY1G8PB2FIcTBIGDf5pss15kn7h39zGUITAA3BOhiFOFwGIFAADt37rTuA0m+cDhcl+X75ubmqi6jkslkRcek0+mal61UFAXRaBQOh8OaxToyMoJUKoU7d9yJX6pTSDAGHRw6DMDIzcYTBAZwA9OxNHaMh8B5rt1n7mm0a9cuapsX0eg5qXg2Ds3QYJNzuQpVVZHUkpjLzO0tkQSIYJC5AYlzaIxhQgSEzBxErlrvLUkSdEMHszHKSZXQDDmpeDa3VK85ADCr5mbacc6h6Rqm4lMYi48hqkdzMQNmDTZnjEFTcwNyJEHCXGqOclJlUE6KclL1RDmp5spJ1XVYRCgUsmYG1UoQhIo35pyv0i++1vWizeV64vE44vG49XgsFsPg4CB27NgBXdfhcDgwNTWVd6PmdrvR19eH559/3hqRYC6p0dbWZk03Xk7rsL5SYrHYojanB3IdXMlksurjKm2013ptnZ2dCIfDC65NURRIkmRNi9c0DZOTk5iamgLnHKIoorOz09rnhnMOv9+PXbt2ob+/vy77lDSqTCZTl++ns7MTu3btquqYVCplbcxbSjqdRltbW03rpEuSZCWcTJqmYc2aNZiYmEA0GoUsy4jH45iYmLDW2Lfb7RgcHLTWjDaXBU4mk9b+LZqm0QjyAmZmZuByuZBOp2s+h3nDVG3D5kAnCszBJ/tvvK5pGnp6erBt2zYAuesfGxuzkrKMMfh8PvT39+OFF16AruvWZ2SMoaOjw5qBQaMzF6qlvtpfMBhc8HcrJ51OV3xDWU2s2iO5OMHe2OCcg4MjwyV8ObsJKhchQ0MYHgAcMgxwMOgQAHDE4IQHSTiQBd87D08AhwgD4IDIOMyEugcpTHI/vpTZhPXif8HGtNzeeDqAyeeq+ToaRjweL7hnXLU8Hk9Vy/UA+xIF5cqgZDKZd4NVKTOhnU6n8cTWYXzjwWlkdI4WhwC7zYZMNgtu5NpNmq5B13RoBofBAVkU4HDYYKQzEMDR4bVjdDaBL96/HV/atBpOp7PqDutmMTs7C5vNVvmSugXUunfPgV6itbW1FbFYbEEsRtK52AFTAb7/NTCAaQA4DF0G5wDnAjraR5HJZKylEJdbkuCVVI96r7Oz0xrcWClzhl25NlypZZzKMcu2+fkDANit7sZvh3+LVYoTuiAgYxhw8NzQFAaOVCaLJ9ROfOJvSQjCFqzuHMbJg04cxULo6+kBkGuPUf5goUbPSZmDxVVNtWY/RTIRcPB9+5lxnlvFnDFIAFQAUaYjlRxDXBAgZSW4ZTd06DA45aTKafScVGYiA8MwoGr74p0xBoEJGImNIK2nrZXw01oaQSUIprHcTD1JRlbNxTETGHRNR1tbG+WkSqCcFOWk6o1yUs2Tk6rrlZodDMXYbLkp2TabDYqiQJZlK0g451aDYXR0tOr3rjRRkEqlql4vuru7G7IsY3h4eMFz0WgUqVTKCgiPx4OJiQkA+5Jc6XTa+jFFo1EoigKbzYZQKATOOUKhEFavXl3x9TQTc0RQoQauIAiw2+2QZdn6ThljeQ0Y88c7MjJS9XsfqESBIAjo7+9HIpEo2JAbHR21KvWenp7cKNHYMAK77oMtuhMZ7xCM9e/ErKcfqVTKGmHucrms2aFtbW204WsNFEXJ+yfLslU+meUbY6zgHoblVJooMMuSagQCAWtD40KVrjmjEwCGhoawfft2APvKqFQqhd8/O4aHXhjB2q4ILtl4GIBcAzOVSiGdTmNoaKiqa2oWpf5egiAsiKn5jSOz3uOc11RGVdpgqnoPM8BaNmbPnj0LnpuamrLe2+l05hLke5dEMz9XOp223i8ajcLr9cLlclmDEQRBwMqVKyu+HpIjSRJsNpv1vzabzfrOTWY9WEs5VfeRdIYBOTkJzhgYE/bOnMsd+6C+DsO8DX4Wwwz3wwAgw4ABARoEyNDBwKFCRBwOeJGrLzkYNIhQIUGCDo0ziDD21vdAC2IY5u14UF+LU6RnctfBAMzurO7LaBDm760Ys/1ktqUURckro2Q5t+fO+Ph41e9daaIgk8kgEAhU1YnX1tYGt9uN4eFhGJzjzqfCiGZ0tDpE6EIEs8IzSPueAWdJiHBDSKxFKnYoUpncbBrGAF/GgEcGBF2HIgtocYoYDafxnQd3452He7Fq1aqqP3MzMAwDiqIUrFMEQciLJ5vNlpf4nL9MaaH6pV5qSRQMDAwgm80u2M8cANT4XG7AgCFDYDqMvCKQA1wCwKCqDgBOgBnQkwN4MQyI0hjADbjd7rotd9RoSrVnzPrOzCHYbLa8MsocqZ9KpapOimYymQVbFRRTbVLL5XKhvb296NKXW4a3IKNlMCU78JjDgeMSSXAGKByQwZFmAu70BpGVfwXGFTwz14lnRg9Bt9uHD71OQ6eD12WJv0bU6DmpF55/AQIEGNywOu3Sev79pfmbysUtBxhDhjGoex/XDA2z6VkwxvC77b/DRX0XwdANykkV0eg5KclYeC+bVbNQdTW3v6IgQIAAHTpSego61yEy0ZqpZxgGuMFhcAM+m49yUovUrDmpdDptTZwxDANerxcA5aQqQTmp5slJ1bUTT9d1uFwu9PX1LfjyDMOApmnWj1LTtAWNG1EUMTg4WNOohGQyWXGioLW1teLz+v1+aJqWN4pgf/OXOdy5c2GSyOl0gjGGrq4uhEIh+P1+DA4OQhAEvPDCC+jp6aHRmUXMzc1hzZo11g21WcCbe7OoqopsNotkMmmNSpuvvb3dGtlxoJibq1bacOrr68PY2FjRkXdm/Hd3dwMAIjs2o+/RT0FKhwBBhGP2eQihzchu+jayHi/Gx8cxODiIvr4+xONxaxQGKYwxhjVr1lijiuY3iDRNyy1JkkwiGo0W3Ktl5cqVNY2iO1CJAkEQ4PV6C5Y9pvmNpcnJyQXl5ONjGXz7iZeRVnX8aUcCXq8XbzkqNwpq27ZtCAaDy2p0yispnU5jxYoVVhJpfhllGIZVRqXTaWvvyvkURUFvb29NCUdN0ypOFHi93oobTB0dHYjFYkVncpmfweFwoKurCzt27FjwGo/HA0EQ0NbWhqmpKXg8HvT390MURbz44ovo6uqieq+ISCSCdevWWYmd+TFlllGZTKZovdfX11fTqEmg/p14SnwYzMiCMXFfImmve7UN4JxBEXSoXNw7wJdBhQhpbwcekOt/y0KCyhhEziGAQ4YGFRK0va9NQ4YDufJaYTq4AdytbpjXiScAagII7wH8zZf0lGUZK1assMqA+fWeWUYlEglEIpEF5QljDCtXrqxpSaRKEwXVLs9ot9utpZoA4OVQFi9MZ+BWBGjyMKLeX8AQogAEMEjI8ikY7nEY9n9CmHwbjHQPDOiYS2lIaCo6RBmSGIDDbocHKv6+M4Z3HjdA+24UEY1Gccghh1h7hBVrmxer9zweDwKBQE2zBiqtN8zYq7S91tPTg1AotGC2lGnQJ2LQ58BzIRe4GAaDsHe/Tg4OA1z3AlxErozToUhZjM/4cevfJvC6Va14+zoHBqq4/2w2qVQKa9euxdxcbs+u+TE1f5sBM4ewv6Ghoapn4ZkO1DJQ7e3t2LVrV9Hj/KIfkiAhLQI/8PmwXZLxulQSq7IqDA78P78X//AOAxjOhZWLQfA/gD3xdfj8307C5990BM1GKKLRc1K99l54JA/iehxeIZfkNmdJAYDAch18EAQwY991pJkIVRDAkFsI2Hzt30J/gw02XHP0NdQ2L6LRc1IrXSvxp5k/QTVUyEKuXDGX6LQ6hOe14RkYdANIpjWkdQ2GocOhZgEROH7weLS3t1NOqgzKSS3MSQmCAEEQMDAwgMnJSWvVO8pJlUc5qebJSdX9FzA5OQlJkmpqSJv7g9XCXLO3XKKgmvWibTYb2traCs7Am09RFLjdbmvq5v6i0Sh0XYff70dXVxeAXKGtaRpWrVplbfpKFspms0ilUpiZmampIZ1KpWpuLFUaJ8lkEk6ns+iN/3ytra1FR3GZzIJXkiQMDw+jY9d9kNIhaI5gLhHJDcjxSWT/8T20vPEmazkpINdh3N3dTYmnEoaHhzE4OFjTrAIgF1O1LldxIBIF3d3dZZOr5nIt6XS64EyHl0NppLIqOrw2TMVUbJ1OWSNzVqxYkRuhR2VUUZFIBMlksurlCwFYDapapFKporMh5stmsxVv2OtyueDz+axlCYpRFAWBQADDw8MF4zUUCiGZTCIQCKCnp8eqe1VVxdDQUE3rrTeLWCyGdDqNqampmhrSqVSqLkuTlWK2Wwq1eeaT0iHs+yvvi5MUV/CsMQgHy5VdMnQkAah7m6Ui9pWxBoCUYGC3LEHggN8w0KLrkKBDBYORS6fnluVke+tClsEWfRAprsDBsrCyW4mZpuzEGxkZQTAYrKneM2e41KKaRIFhGNid3I2nok8hrsXhltw4wnsE+h39eWWFJEno6urKm73w4O4EVIPDJccQ2duBxwwPBIgAAzTNyM1YkGOQO36BzOTZgO4E5wxpzY1J8WEE7Awe9Xi4bW2Yyur46/YI1g111/S5G51hGEgmk5ibm6tp2Z5MJlPzcj+VJgrS6TQCgUBFZaHf74fT6Sw560YSRVx0eAu++qiO6QQAIQ4DGsClXAeeYQNjHKJgwC4zBF0tcNtsSGV1/GXrDNJqAJ/rP3DJ2+VuenoaXq8XExMTNd23pVKpmttSlbZFqmn7d3Z2Fkzkz3do4FBsjGzEQ5EHMarYcbfAkGFAlxbD75UufD/1VqizQ+CGDCaokJ27IXu3gLn/iWl1B77+2FX4zureiq+p2TRyTsou2nFs4Fj8bup31nkcggNxLZeL4Ng7SAccbO9MPQ6OpIDcnot7CRDQ6miFJEh4IPwANkY24nj/8TV86sZXKCc1mZnEXHYOAhPQbe+GWyo+03qp56QO9RyKoBJEKBuCT8gtrc/AIDEJHtmDSHZf/sAreRHLcISS2dwe1XuFxSRkEQjauignVQHKSS3MSRmGgcnJSTgcDnR0dOTNFqOcVHmUk2qOnFTdS9XZ2VnY7faK/zj7q7UgqiYgzOmi5Qqvjo6OoiP+TIqioL+/Hx6Pp+iNIucc8XgcIyMjmJmZwZ49e6wEmDlaixS3c+dO9Oxd+79a8Xi85o2tK51Cnslk4PV6K4o/p9OJRCJR8jX9/f3o6uqyClFbdCcgiLkOPABgAjgTwGa2Yvfu3ZiZmcmbSpxMJmv+/TUDwzAwOzuLYDBY0/HpdNoafV6tSte013XdWpKjlNbWVnDOEY1GS76ur68PAwMDRSv0lS0KZAEYj6QhCxydttxMH1EUrU2Fq93YvZmMjo7C7/fX1Kgst9RdKeZMg0qYyyiU09raing8XrLR7vf70d3dbcVHIbquIx6PY8+ePZiZmcHIyIi13ng8Hqd6r4xdu3ZZs7GrFQ6H0dnZWdOxlf7Ok8lkRfWegFyiff9o2m50IQ0FNuTqOR/LtZ/MDjmTCgEGAEFMgQHQGTAjCpgVRTDkZuVx5JbTTGJffNugIg0Z24353wMHtNr3CVjOUqkUNE2reSm/WpbUMVVyXFpP47+e+S/8147/wu+mfoe/h/6O307+FrduvxXfG/5e3jJhHR0d1rI6QK4M3TKVgSwwZO3PWB14IpMABhjG3j2mGIOhOwApBtG1FYCwt93EkY2tRkJ+BNOOb0OVd4IBeHps+W10/krauXOnNTCxWuY+J7VIpVIVtXFVVbWWXizH4/GUbZt3dnbi9KNW4tNvXoO1QT+gBwA1CEEPwC44YZckCBDBDRmpjITRuSymoyk4FBF+h4xHd8ziV8/UNlOsWYyNjdVcd8VisZrb9ZXWe9lsFi6Xq2xMOZ1OSJJUdkZ8X18fPrThQ/jo2o/htb4L0Jb2IAIHPiGehZtjH0cmdliuzOIiDN2BTHQdEqPnIjtzKrgUwtPZ7+KJ8eqXvWoWjZ6T2hDYAJtgQ8rI1YUe2QNREGEgN2jF2DsYirPcP+ytz9je/wMAAwZimRickhMZLYM/j/652o/bVMyc1JboFnxtx9fwua2fw1d3fhVf2fEV3PjSjfjZ6M8wky28vOFSz0lJgoQTWk6AznN7JAKAYsst4xi0BdEqt8In+dAqB5FOuzCdMJeVZjD3pWZMQzq8Fh+7+2FsmdlCOakyKCdVWCwWw9TUFCYmJjA+Pk45qSpQTmqhRsxJFfzrVtphsv8+LOZ/ZzIZq+d89+7dVY0kn5mZQX9/f9nZb4VU+oOWZRktLS1QFAUjIyN5jbRAIABN06zNa8uNjGhpacHY2FjFo97NZYlM0Wi05sJ3OakkpuZP+d3/f1OpFIaGhqBpWlV7aJjr4Pp8vqr2WgFyFWslMw3MgigQCEAUxQUjeXt6ejA6Omotb2DumVjK/HNkvENwzD4PcMOaiQdDR8Y7CADw+Xzw+/3QdR26rpe93kZQSzzt/5gkSVixYgVmZmbKNjjmm5ubs8qoakfUVVox2mw2BINBCIKAaDSalwiw2+3weDyYnp6GoigIhUIlR3vKsoxkMlmyLDumxwGgBTtms1jd5sClJ7/GSl6m0+mm2OB8MTFlllE9PT0QBKHkMhKFzM7Ooqurq+qReIZhVNzwkCQJLS0tsNls2L17d95zHR0dCIfDyGQyYIyVXD4aALxer9UAqoSiKFaHlNmQqnR2znJVTTzN///3X0JsxYoVSKfTZf8m85mj/6tdc95830pmuciyDLfbbZUN8+s1QRDQ0dGB8fFxiIrLPDHmTcnDOG+ByiUoLBdDLqQhQ4Oe290OGkRw5GbhiWICMjJgPDfyTGNAWBAQ0HVgbyceACS5DR6WhgAOBRqykDDOAzgUZnuSAcrybW8tpm0O5MoLv9+Pjo4OjI6OVjUTanp6Gr29vQvKjkqUq/c45/jhyA/xROwJOEUnAvaAtcxL2kjjsfBjkGUZH1j3AczNzVntLDNGQykdsYwBRWRI2Z9Fbm6BaM1EMPje74DpuX3LuAjRtR1adD0EzuGACntWwZnxDP7oCiNk/zEU5Z3YPiMhqxlQpMYdRb7YtnkymcTg4CCA3MCDasRiMbS2thbcf64UXddhs9nK3ncJggBJkhAIBCDL8oJ7h66uLkxOTlojcMuVsTabDbt27UKvzHH+Oh92PaRCERhsEkNSNRBJGxAFZhVzOgfmUjq8TgN2Obd83d1PjeKSDf2wSY2ZgKpHvQcAK1asQDQarWqvn0QigZaWFsiyXPXKLdXkDxwOBwzDWLB3oizLaG1txcTEBGRZRjweLzsSXlVVjIyMoBvdeH7u99hjY3gyfh6yiUPBmAYmJsx+l9xccg7AUJCJHAqAQw7+EV/f/L84duDGqj7vckI5qeI5qS57F470HYlH5x6FzGQ4bU608BaEMiEY3ICOhZ/VLKHMZRFFJiJjZDCeGIdbdOPhiYcRSoXQ6mjcpX8XW+/9cusv8cPRHyKjZ6AwBQ7Rkcs3GWn8eebPeCb6DK4ZvAYBsQuMAQ5ZsI5d6jmpYwPH4u+hv2MmO4OAHACQ2xcPAFySC5wD0wkNCXX/Dm4OJsXBDQfU8DGY1fy47bEf43PHfLiqz7kcUU6qvjmp+XRdz9ujk3JS+1BOKqdZc1IFO/Fq2cS3kKGhIbhcrqoKo0wmg6mpKQwMDGDPnj0Vj4KqZv1nRVGsm7nOzk5IkmQdby6B4HA4KmroVXIjOV88HseWLVuwatUqyLJsjdZrdPWIKVEUsWrVqqqPm5qaQnt7O9rb26taUkOSpIpigDEGQRAwMTEBr9eL7u5u2Gw2a13ycDiM/v5+qKpa0fIG+1d+c4Nnwj3xKKTUTG5GnqFDs7dibvBMALllssbHx3HIIYdAVVXY7faKP+NyVa8yqrW1FYFAoKoyinOOPXv2oL+/H5OTkzUvCVVOKpWyZtSYo+pUVbXWtDbjrNyyBR0dHWU7jhlj2NDrxIbeXIL7ueeeQ0dHB/x+Pxhjy3KESrXqFVOrV6+2loqoVDyem/HR19dX1SAFMybKMW/qdu7cCZvNhu7u7rx6Lx6Po6OjA8lksqLzmWv1V2p2dhazs7M45JBDAOSWR2j05VXqFU+KolhJ8mqMjY2hu7sbdrvd2mOoEtW0pYBc511LS4v1XuYqA9FoFH19fWB+cW8nW/7NpYpcgiuXoGQAA3QuQERumUwFGgRoSMoZiCwzv/8PAnIz8jTGwOb1DaqQkIEEB1TsnWCFLDfLLgNgIuBZvssj1iument74fP5qqq7dF3H2NgYBgYGMDY2VlWSvFxiYTg1jKeiT8GluKBwBZqqWXWOXbBDzsp4MvwkRrOjWNm1EoyxvLZZLGNAMzhssgDOkrl9yfbOwFMNnkt8Mw5wAYCQ68gTsuCaA3YDMLiIlcIo3hvejVOTLnysjUN1PYZs/C1IZDQoUuMmDOoRU4wxHHTQQVUfNzs7ay1tU8112O32igYnMMYgSRImJibgcrnQ3d0NRVGseIxEIujr60Mikajot6CqqnXs33cnIQDw2XPl2ExSB2N54xQgMkAzDMQzGmySAp9Dwlg4jYe2zeANB3dU/HmXk3qVUW63G52dnVV14gG5+6He3l6Ew+Gq9oWtNPlp7n01MTGBtrY29PT0WO0wxhgSiQR6e3shSVLZtlwwGLQ6AeNaHJP8aRiZLqixQ/Z24C1sQzIGQMwCOpCNHgLBvQUvxx9FJBOBz+ar+PMuJ5STKp2TuqjnIsyqs9ga35rrZBYc6LJ3IabFMKfmt/3278ATzP9jAtJaGi7RhayexURioqE78RYTUy/GXsT3d30fHBztrvZ99+AMcAtuGNzAdHYGNz/3P9BG/wUCZJw06MTFh/khCmzJ56R8sg9XDVyF/9n5P5hT59Amt+U9n1QNJFQD+UUmB5NiAJeRmTwDRjZXvz2x3Ynp9dPoRG2zq5cLyknVNyc1n6Zp2LJlC+WkakQ5qYUaJSd1wHuPyi1PUkg6nbYa4pWOfjIMo+x07d7e3Lrxu3btsirCYr27fX19GBkpvUSFzWarqbBsa2uDzWaDYRjwer20XE+F7HZ7TfEE5DryXC5XVSMLpqenrVGVxQwODiKdTlujHKLRaMHKNxaLobe3t+x79/T0YHp6Ou+xrKcfe469GYFd98EW3YWMdxBzg2ci6+kHkCsM29vbAeRGuFA8Vc7hcNS0V4JhGNi9eze6uroQCoUqrhwNwyhZmba2tsLpdCIcDltxVCz+zJku5ZIPgiBUPTvT7XbD7XZDEAQ4nU5atqBC5v6UtawnHovFkEqlqmo0JRKJsjMZ+vv7oes6tm/fDiCXlChU783OzmJgYKDsTBuv11tTOdze3m7N8KJ6r3Iej6eqTrj5xsbG4Pf70dbWtqBeKSYUCqGlpaVoTEmShN7eXiQSCStO5+9NNl8qlULA3w5DckJQ85MFsrnMJgcEBuh7l3cSYUCCgT42DQYDO5kMfb8+QAOAwAGAI8sYFG7AAEMaCgwuAAxWgkFhe28AOAccPsCdn5BoRrXuEaSqKoaHh9Hb21vVjZ0oimCMFa2rtvPtMJgBmcvWEk7myG8AELmIqBrF/dvvx+r1q0u+N+NOQEjmVk7d24HHmAEIGXDdDiA3I4+rPnDdiQQ4OATs5h3YBS8OyUZxaiKJe1zPwpZ8A6iYKk+W5ZoTR3Nzc0gmk+jt7S17z2WanZ1Fd3d3yXpoYGAAqqpa9V4ikSj4+nA4jKGhobIjldva2vJmVb00k4Ei7gsOo1gzjLHcfkEMsCkSkMnihfFYw3bi1Yvb7cbk5GTVx5kJzba2XDlfaUee2VlSLKacTieCwSDi8bhV3xWrU80R3eUS7i6Xy6pnN4c3Q0cSaux4cC6BiWXaWEIWXHdBix0K1fUAHtjzADat2lT6GNKQOSm7aMd7Bt6DO8fuxJboFui6DqfkhF3YN6CXgeVmps9rSAkQIDIRAhOs+jmhJ+AUnFCN6mayNpO/hv6KrJFF0BYENzg0w8BsOgWAgRsKBAaAuRDXp2C3vQSeWoc/bEug0y3j1JW55cyXek5qyDmEa4auwZ3jd2IsMQYRIlyiC5IgIZrZ2znNAHADTEwBggauOZGZOgN6Yo11nlS8C0l+YPfnbiSUkyqMclK1oZxUcY2Qkzqg3Y7j4+Po6+uraaaZrutIJBLWaJVKGIZR8octSRJGRkYqCmbDMMru19DR0VH1MjBArvOPMWY1mpZj4LwaEokEDMOoeT3xRCIBURTR3d1d0b4w2Wy25JRth8OBdDpd0Sbs5jII5czfYDjvWjz9mDzsGgyf8EVMHnaN1YEH5EZdBQK5JQ90Xad4qsLo6Ci6urpqnr04MzODzs5OaxRJOeWWz7Xb7ZiamqpoFFYmk4HPV3rkbSX7vBQiiiIcDgdEUSxbrpJ9DMPAzMwM+vr6ahrVo2kaVFVFW1sbWlsrGwVb6n0EIXdzPjo6WtUyA6W0trYW7bQpRjc4tkyruPn/nscHf/o0brjrOfz6yRFE05QoKCcUCsHhcMDj8dR0fDgcht1uR09PT0XlXDKZLPk6cw+N6enpsvWepmmw2e3IuHvB5iWPUgx4wZlATDSwTbZjlyQibMUxgw4BSdjAAPgNAxy5JTQNlvtfvvdxlTGkWC49FecO6BCsTpcsJCjQ0MX2doByAK3Vz+RvRHv27EFPT09No1k551YnSmdnZ0XlXDqdLhlTST0JXdeLxpPZpolruf2AvF5v3vNemwBJYNAMDnv6MIAZMLi+dx88AIKaGyXONOS6gA1osXV705q5HRgneBA3p68D50C/psNgKYj2Ubhsjb9SxmJls1lr5GwtMpkMOOfo6Ogo26YByt/rybJszRytdDZMufaby+WyZi0YnEPV8+/dHBLD/uFr8NwcZKci5vqOkRtLkMg0/pL3izUxMWElEGsxMzNjzRCvpJybm5sreV/ocrkQDocravuYe1KVIklS3szOsfRYbjBLagBgetnBA4wBYDq05CAYA3ZFdpW9rmbXyDkpl+TCZ4//LC7tvRSDzkFk9Awi2r7lGud33jEwSEyCyHKDa8zpw+ZsPIlJ8Nv85T9gE5pT5/BC/AXYRTsMbkDVdexJTCJuzOT+6VHEswbimb1fqvtZeGwidM6xcy7/77zUc1JDziF84bgv4KyOs+CTfYjpMcxkQkgjDEhRCFJk7/KZNqhzxyA1+va9HXhm4cWhZr1wS/6yn43kUE6qMMpJ1YZyUsXNL3OrXYZ2qTignXhmZWKuO1qtubk5qKoKTdMqWqvUXOaikK6urqr+yKOjo+jv7y/a+BdFseZCdmRkBC+99BJefvll7Nq1q6Ye8mY1NjYGh8NR8xKks7OzmJubq6gwcrvdRUdxCoKAzs7OiqeEc84xPT1dcjnQWpdW1XUdzz//PHbu3ImtW7ciHA4v2wLplcY5x/DwcM3JJ3M5ilAoVFE5FwgEiu6R4fP5oOt62aUITOFwGC6Xq2SnttfrranijkQieO6557Bjxw5s37696n21mpk58rHWTapnZmaQzWatvVdKEQSh5FIDvb29VS1bMTo6iqGhoaLlkLmxdTUDBSbiKj77wBQ+8stn8avHh/HQy1P44wuT+Px9L+CCbz6CP71Q/Wj7ZrNnzx5roEYtwuEwpqen0dlZfkmbYDBYtK0kyzICgUDFs/pUVUUymYQ08NrcA5wjxYAbW7z4dUsMuqDCMCRkGDAjAjrbl2oKcS90iGjRdQR1AyLfuz8eB1p1Ay7DwIwgwckN6BARgQsMHOLeGX4ZyLBDxUphAjCMXF6h97UVXXej03Udo6OjNbfNzeUHY7FYRXVnqeUPW1tbYUeuLV2s3WI+7pZys3Pa2trgcrms51scIrw2AVmdw5Y5HKLhgyHEkIsYwJx9J8hhCMrc3hksh0GADgEGJOgQwLHL6MEMfBgW7eDcQIePQRaX3xIrr4aZmRkYhlHzYIOZmRkkEomK2iySJJWc+dfX11fVHqITExN5e5Xvz2az5d0LCoxBEvNnlvrsIsS9Hck659CM3F6MdolBgoF0Og1V1QDwXKceKWv+jLpqcc4RiUQwPT1d0d4ypQblOp1OKIpS8RJnqVQKnPOS9a3X681LRKaNNGQxN5Nn/oCXUhg4YChQRAFJjWa7lNPoOSmP04MTgyfiI6s+gg+u/CAO8x5mLZ/JwCAyERKTIDHJmn1nXqfBDYADBjcw6B3EgHeg4mtrJhE1As3QIDMZmqFhLB4CZ1nk0qkcTExCwN4BHVyALoShGbnBHObSy/Mt9ZxUl6cLZ3WchRsPuhFX9V+FY3wnQkyuhZw+GHLyKGSm3ozk7vcgO3MaeLYN8zvwwDTITIAt46acVIUoJ1UY5aRqRzmpwnbs2IFt27Zh69atGB0drXof5aXggN+dptPpqvZXmc8wDMzNzYExVvYH29HRUbCB3d/fb/3xq1ljGABefvllrFy5ckEl19nZid7e3qp6kuczN1rv6OhAR0dHU2zQWU/JZLLmURjJZBKpVKqidcXb29sXVG42mw19fX0IBAJVb/gZjUYRCoVwyCGHWMtomFasWAGv14tdu3ZVdU6Tw+GA3+9Hb2+vtWY0qYymaTX9jk2zs7PW5umlOJ3OgpVEe3s7AoEAvF5vVZUbkKuEfD4fDj744LybO5vNhlWrVlkzZmrh9/vR0tKCnp4eOJ3OmsvxZhSPx2teX1vTNEQikYrqvZ6engWJJ0EQMDg4CEEQkMlkKm6Am++9a9curF69GitWrMh7rr+/H+3t7VVtnj2X0vGlh0LYMZeFWxHQ6bOj02dHl8+BoMeGuWQWn733efz95dpitFlUUr6UEovFkM1my9Z75lIl+8ed2+1Gd3c32traKl7yzjQ5OYnYuncAogzGdfzW6cDjNgUBZOCz7QG4DTJHboc8IQV9bxJAhYRx3gIVEgK6jiFVxaCqYVDV4NGBDBPRphsQuYBp7kcaCuxQYUOuLE9yGw4Vd8HBsoChAaICbHhPVdfeyLLZ7KLrPUEQyu4J7ff7C77GrFfsdjtWS6shCzLSRuGOmbSRhiIoOMJ7BABg27Zt6OnpwZo1a6yRnYd12KFxBofUBl/8fIiGJzf7TowBQgYAh6E7oSVWQY+vAjckGGICAnQYEMDB4EUCowrDn50BAAxru9oo+VSFWCxWc72XyWQQj8dhGEbZtkZfX9+Cek8URQwMDMDpdGJ2draq9koqlcLo6CgOOeQQDAzkJ68HBwfR2tq6YEmfVS0Ksvq+2FBEhk63BLciQGQMssgQcIjo9MiQRBGKIoPvTZyvaq+to7PZ1LoMlCkcDkPX9bLJGVmWCy7xFQgE0N7ejtbW1qr3p9mzZw8kScIhhxyyYJbNmjVrwBjLW6LKLtghiwyCkAXnld2/cc4gCCpkSYBTqm3GYrNZbE4qNJsrd5ZyTkpgAla5VuHU4Klwi26IECEyMW/pzP0x7B2UwIBzVp1DOYQiJCaBMYaoFsV4ZhwZI4lcx5Wxdxl3ERyAWxEgCICqi4ikdQz6Fbxp1cLZdsslJ6UICo72H41Lei6BK3I+lNkL0ZI8B/b0UYBhQ26pi33/GNMgSlm0uXzobm+leKoC5aQKo5xU7SgntZCiKPD7/ejq6kJbW9uy3GdxWawTY7fbyy5b6XQ689bPDwQCcDqd0HUdHR0dRUcalKLrOkZGRtDR0YH+/n5wzq2kRbk1WucTBAEtLS2w2+3gnENVVYTDYevmRJblvFHFpDRN0yBJUs1JzUo2Bzb3O5xfMHR1dVl7GJiJgmrNzc3B6XTC4XCgtbUVPp8P2WwWU1NTBTcYLnV9LS0t1nq+qVQK4+PjMAwDgiBg7dq11v9Pyltsos7v95cto9rb2/MS4IqioLW1FQ6HA7FYrOY9ZYaHh9Hf34+BgQFEIhF4PB5rTfxKbgxMPp8PHo/HGj0aiUSsvbii0eiC5BYprh7LPVQyK1cUxby4CQaDVidMd3d3TY3lTCZjLWXV1dUFRVHAOc/bC6bS6394QsNk0kC71w4BubLb/K05HA60uRVMRjP4+gPbcPzKIESBbvSKWWwZ5XA4yna4+Hy+vMSSObrX6XRay3pWU6aYJjIO+NtfA3F8M37vtMFlGLgyEkUv/x42C+vxLX4yUpAhiClougsGGARwpKFglAfhRhJeloTIczP1BAAOgyEBB2Lciezepqyf5erQLBfBGHCO/I/cZlXcyM3C8/UWv0hSNY/HU3bGU0tLS95+Yy6XCx6PB5IkwefzIZFIoN/RjyO8R+Cx8GMAcgltc7n5tJFGSk/htf7Xot+RW0acc47du3ejp6cHAwMDSKfTuOC4Vjy0ZwsiiTQcch/86rsQk59CUnkGTEzA0BSkx94OrvnAxARk1zC0VB90wQAzdASEORwWuBs3+oYQFbJg3IHT+w+h5FMVDMNY1I0wY6yiNqthGHlJrs7OTjgcDkSjUbS0tFSdzARg1W9erxft7e1wuVzQNA1zc3OIRCILXn/SoAtPjaeh6hzy3r3xFJGh3S1DkiSwvftycm5A01RwDkTSOjr8Lpy0urJlicji6z2fz1e2bd7W1oaZmRnrvyVJQnt7u3WfV+t91OjoKAYGBqx9ivx+PzKZDHbu3Lkgedpt7wYD4PIMIza3bu9ensXPnctfinD7dkNgDIPewZqukZSnGRoennsYD80+hOnMNDx2D45wHoGTgiehVSn8W14KOanV7tVokVuQNbJQeS7eBJaLZQaWN2nK4AZ06OhQOrAhuKHqa2sWnbZOiBAR02K5jlFRB9fs4NDAOYMMO1pdIpwSw6wKHOpdh2NXBLGu3QanXLgcWUo5qYxgx55QHM/vHIWdL8yxORUBR3Y58OBwAi5ZRIdLgU3KIJLRoBu5zasFKQO7ZEAwvDi+x4VdO3dQTqpKr0ZOSpRFOHwOZKQMdFVHMlXb7G7KSS09r0ZOSuMaZuVZZFgGW3dthdfmhTqjQkR11zE/JzUmjeH3Y79Hm70NF4QvQDJaeYxKkoSWlhYrp5XNZjEzM2PdSxx66KHLbouzZdGJp2kaAoGA9eMthDGGNWvWwDAMa4SxqqoIhUI1JZ2AXCHocrmwfft22O32inqhgX1LTimKAsMwoKoqotFo3k2Cec29vb1W556u6zUvE9lMFvs9mRu5yrJcdISmoiiw2+1Yu3YtIpEI7HY7JiYmrJv6UrFYDGMMXV1dSCQSGBsbg8fjwe7duyuKT6fTCb/fb21SmkqlMDU1teBYp9OJ7u5uGIYBzvmyK5BeLYttMKXTaXR0dJQcrcs5R39/P2w2G6LRKGRZRjgcRiQSKZtcL8Zut6OjowM7d+6EJElwOp0VddwIggC/32+NZtJ1HbFYDKOjowu+i/b2dmt5BF3XaS3yCtTjd2cuTVZs+RQg1yg5+OCDrUZTPB5HJpPB1NRUzTEdDAYhSRK2bdtmJTIrGTBhs9kQCAQgSRIMw0AkkcLvn98DgRswNM1a2I4xQFaU3B4djMHvlLFrJol/7Ajh+FW1LffQDMzBK7WO0NQ0DW63G3Nzc0VHMMqyDLfbjc7Ozrx6L51O11zvCYKAnp4ezKy5EO0TT2JSFHB5JIqTkiloSKFPeBQwgP/mp0EUVBhCBoZhg7B3WUwdIsLwIMrdUKBCgAGAIQN57wwqQIMIGRo8LAXOgVnuwYAwhdeJzwO6CggScNz7avreSHHpdBrt7e2Ympoq+hrDMLBixQpIkoREIgFBEJBIJDA7O2sNZGOM4dLeSwEAT0efxpy6L84UQcFr/a/Fpb2XWmWq2+1GS0sLduzYYS116EzHsDYo44nxFGwSg2j44M9shDN5EmIZHWn7Y+CaF0zIgOsuKO5/wu59CYbmgiDFoNvH8ag1kj6LQ1wn4OhVa3JLjdEeHBVZ7Pdk1pt2u73ooCZRFCHLMg455BDE43HIsoyZmRlwzmvao9zU0dEBwzDw8ssvw+PxWEvnFXN4px0dbgnjcQ0dHhsEgc3rtNMW1L+aAXAm4i2Hd8EmCdSWqtBi2+aZTAZtbW15s972J4oiOjo64HA4EIlEYLPZMD09jUQiUbADtxKSJKGnp8d6X7fbjR07dhR9/Xr/etw7eS/Q+jySkYNhGAq4kC3Ykcc5B+M2CIIOf9tW+BQfNvZurOk6SWmaoeG7w9/F09GnAQ7IgoxwJoz7U/djc2Qzrh26Ft32hcvWLYWclE2w4fjW4/Gbyd9AgZLbe5brEPYuwmX+tgzk8gUyk/GRoz4Cv8tPOakizNmMQK7j04ABiBqEvcuVAnHIkgtJQ4VdtOG8wRPRZS+9BN1SyUltnjLw/x4ZR0o1YP//7P15mGTZWd+Jf8/d7419z8yIyMilqrp6UWtpdUtqCbWElpYQQpJtxCbDT4AZ4MEaxuCxZ+yBn+3BnuexPSz22IAG42ETwj8P2AgEEhICqYV2taTeqqursnJfY1/ven5/RN1bEZmxZ2RmVeb56OmnW5U3b9yKOPG+7/medxEJ/u7Lw3hD7miBwROLPnxlq4WmzSGsCUhKEuI+By2rdXt9SWgaPASR4O1XY1haWmKa1JicliaVzWax3lzHH7/4x3hq9yk0zIbXWjcshvH66OvxaPhRhMXwSK/LNKm7k9PUpJILSfzZjT/Dn6//ObZr27Co1T7AJxz8vB+PRR7DayOvRUYdLanW1aT++Ot/jP/j+v/hJaR8bftr+Ln7fq7v7x3WpAzD6CqgcuF5Htls1tNF7qX93ql45+Mao93dXUQiEVy5cgXr6+s9gxZKKVZWVnpuniZBlmUEg0Gsra0BwMAqGb/fj1AoBEKI1/6j10LphBDibUK3trbA8zwSiQTLVBkB27YnnkcItL+g6+vryOVy3n8fFjUlSUKz2fQO2dys8EkGsrrMzc1hb2/PC9L6tdJwM9RVVfUC6Xq9jp2dnYHl49FoFIlEAoVCwevZryjKPWOMzpLj2oxKpQLDMHDlyhUUCoUjB/Yue3t7XusMd01NihuAu1UOlmX1XVOqqiIUCnnOzDRNVKvVoZl7S0tL3hBaV+gYNVuecTw2Nze9lsurq6tHNnfugY6b3Xbc9QS0K2tEUfQqGfrZO47j4Pf7EQgEPL/XarW6sppuFg1UdLsr+5QQAlmRvRZXHCGQBQElauHabpUd4g3Atm2IojjxIZ5pmtjY2MDi4iJ0Xe/ZFpPneVQqlan6vUwmg42NDTjx18EfexgpaxOLpgkLQJnnEaAGHqRrsB0FFC2oQgnUiEKHCB4OAFdoImjhaOtxCzx4OJgjBXCgqEKFRCz8A/mPIDvtNopY/Dbgytsn/jucV45rLwqFAvx+P65cuYLd3d2+gvfGxgZM04TjOH3tlMIr+OH5H8Zacw1PV55GzarBL/jxiuArMK/OextQN1Z2/Z7bnoUQgg+8IowbRQPFlo2owoPnefhEHn4VaDoPYE2o3D60q0OQ98EJ3euagsLmKpBJGP/o9T+AjY0NcByH2dlZFpuPwDQ2v+vr60in05AkqWeSmyiKMAzjiN8btzVdJ/F4HLque9Uxg+YOhUIh+Hw+UErxj54M4uc+dh27VR0RhQPXRySxKFCzgIdmfXhLTka1Wj3SYpHRm+PaqEajAdM0cfnyZVSr1Z7twQghKBaLWFtbm1oslc1muyqQ+9lGWZbboxDEDN5cfzM+tvoniMavIb//AKgDOMQAIZ3PQgBHBkdEJJLXYPMbeHX4Sfh4H7NRIzLOZ/u5wufwjco3oPIqZE72/pwTOBTNIv5g+w/wPy78j0cE0rtFk/qe2PfgucZzWKmsICyE0bAbMKgBb+wiQbvdJsfjfVfeh9ekXsM0qQEY1IBNbYhEbL+Pt6GgsKkNCoqa2W5d97bE2zCrzA69592gSeUbFn7tb3bRMikCMoeq7uC3v1HC/QkZqaDSpUnNzNjYqBP83tf2sFMy4Zd5SDyBAAGOw6NqOBB54EdfN4c3vvwy06Qm4DQ0qRdLL+LD3/wwXqy8CMMxIHFS+5AaHCgo9vQ9/Net/4qP734crwq9Cu+dfS/8Qv+4hWlS55tRNKkvbH0B//or/xplswye8NB4DT7OB/DtZJGG3cBf7P8FPpv/LN6RfAeeTD7pJUX0olOTeqrwFExqQoAAGzZu1G9463YUTaoXoiji8uXLKJfL2N7ehiRJiEQi90yywT2TYuNmmqTTaVQqla5NVmfF2zTgeR6ZTAY3btzw/kwQBK8Syi3FdLMF6vW618pwVCileO6557z/H4vFvNkejME4jnPs7DDHcbCysgJRFJHL5bo2WwC8jExXQJiWON65RjVNg8/ngyAI4HneW1OuMxs3q7hQKHQ5wEgk4gV6bF2dPK1WCy+++CIikQjS6XRXBhTHcRAEoatl6nHX1OHe0xzHeZ+5W93rHgKP4sx60Zk57GZIsczM02N3dxd7e3uYn5/H1tZWl/1QFKVrztlx15MoikgkEl2fuSRJCAaDXvWDa6Msy/KyN/u9ruO0/7zT8lBK0WreER84UQS53dXHdtjsqUG4lXjHwbZt3LhxA6qqYmFh4cgMVlmWUSgUpram3GDYcRyAEKw/9vN4++d/BNclCUumhZBtQyDAiijCbsmAYyNMdfjIATZpzDu04+GA4M6zUMCbYybAxhzJQyU6mlRGAzK+R/gsHuevAZYJqBHgvb86uDfZBWUa4mKtVsOLL76IZDJ5pCqP53kQQroqeQe9JiEEOS2HnNa7TQ4hBNlstqtdotuuHgAyGQX/WArhX33iJkqGjahKvVaGPEJIBcooi58GUVYAQQelCtrWh4KSFhwY4GkQ/5/5D0KuUFRRRTAYZDHUiExD8KWUYmNjAzzPY35+Hqurq117K7/fj0ajMTUbpWkaAoFA1x5AURT4/X4IggBBELpi81qt5lU9xAD8xKNh/NpXCig0bQgcgU/kIHBtG2XYFHXTAQHwQELBj73Sh1atDC4aAs/zTCAfAbca6DgzgkzT9Coss9nskao8URRRrVantqZSqdQRcT0cDoPnea+Cyp39qOs6CoUCTNPE69TX4cvSl7Ed+xSilKJUuArH8QHUBiH09qw8vl2BF30WXOTTSEkpvCX2Fi9BgjE9KKX4XOFzANB1gAe0bZ0MGavNVeS5POL0TgLa3aZJ/WjmR/Hrt34d6611SESCyt9OEIYNm9pQOAWvjbwW71Tf6X03mCbVG5GIUHgFPuqDbdqwcSfJhN6OUSmheDLxJN498+6R73vWmtRBw4ZuA2FNhCTwEEUH5aYNqoYRDitHNKm35kSoJII/ebGK7aqFqt5+B3iOIBeW8J6rATyaIrh27Zr3O0yTOl0GaVLP1p7F713/PRw0DuDjffCJviOficqrcKiDpt3EZwufxXprHT+W+7G+LYSZJnX+GaRJvdB8Ab/2zK+hZtYQFsNHDud48AgI7faodbuOP979Y+iOjvfM9J7BeliTSskpEBBYt+fe+yQfcpkcQDGSJtUL0zS7zmJmZmbuqSSDe6ISr5OdnR3Mzc15h3iyLCORSPTMKp8EtxS4VCohnU4DgDfHzufzYXNzc2qBGdAWJQRBQCQS8Q5yGIOZZqmr2+rU5/N5m650Oo1arTbWjLp+EEIQiUQQCARQr9eRyWS8YFvXdciyjO3t7Ynba/TCLUt3qxVZwDScaX7visViV5Z1qWWjKYVQfXEFviksW3deh23b8Pl8CAaDniCgqip2dnaQz+en+nfieR7JZBKyLA+/mAFgemuKUoqdnR0kEglv/lQ4HIYsy2MPne6H3+9HPB5HqVTybJTbM9z1e+MG23GfAIkn0DtmBnVCOAKe52DZbaEhHR7ccuai41biTYNms4lWqwVJkryOAfPz88jn8xPPmu2E4zhv3mer1erwe7N4c+ND+OVv/QoA4LJhYEUU8XvBMpSD52DV7gdHAQFNzHP7KFMNJeqHARGHv00ibIRIHSHUIcBClWpoQMbbhKfx96U/Bmwd4EXgyV8AAqlj/50Yg9nb2+uaUcFxnFeFOQ0kSUIqlUKj0UA0GgXHcZ5oqWkaNjc3cXBwgKwI/A+PBPEbXy1iv2ZCEzmoAgEhBJozD8lS0bRU6MIzoFwNFA5ACaijImC9Ej965Uk8lsp62b3xePyeHHh+r2PbNg4ODhCJRDxhKJVKwTTNiVqH9SIUCiESiaBarR6Jzd01NSw2fyil4OfflMRnVxv461t1FJo2nNsDzUQOuBqX8eZFP16dViELHHw+HzRNY3u9EZnGIZ5LtVpFKBTq+rNcLoetra2p7MF4nvfshWVZyGQyXmwuiiIqlcpAkSkqRfFjCz+GX7/169hO/AVSoWehlx9CrTIPx5HAcQb8wTXIoWdApW3MyrP48aUfx4O5Bz2RlDGcUd8ni1rIG3lI3NEOAED7YK9oFlHn64hb7UO8u1GTiktx/Myln8HT5afxVOEprDfX4VAHKlHxcOhhvC7yOlz2XQYhhGlSQ+AIh8fCj+GT+59EQk6gYlbQcO6Mw+DA4YeyP4THo49PdP+z0qSEQAvaF4uo6jZ8to2K3m6pSZolHBwclYoJIXhDzofXZTU8v69jt962z3MBEffFpa6qdKZJjc9JalIv1V/Cb2/9NiqtCqJidOBnwREOPsEH2ZGx2ljFr936NXxo6UNdFXmCICAcjaPWNJgmdRdzkppUS27hN679BmpG+wBv0JoihMAv+FG36viL/b9AWknj0cijXdf00qR+ZOZHsG6u46v5r0LhFPz4/I9je2v8+df9nslNWr+XuOcO8dyAPhAIIBqNglIKy7ImCsB5noeqqvD5fN4m3XEc1Ot1NBoNFAoF79mDweDAftWTQAjBfffdBwAsG3MMbNue6vtlmiZUVfXWkyzL3oyNcZFl2RsS7D6jW1Jer9e7WqxmMhlUKpWpHuAFAgFkMnf6DLtBOWMw7poap5p2EBzHgeM4+GIz+F8++gx2KnuIKsD/9qYkwsroJ3kcx0FVVWiaBlmWvTVpmiaazWZXRjrHccjlctB1fao2d35+HpqmgeM473CH2avTxbIsiKKIeDwOVVW9WRiTrFe3T72maRAEAYQQWJaFarWKRqOBYrHorZ9EIoFmszmRgBZWeLzKG4B+xw4RAsjy7XbIBCg3TcR8Et54JTH2a1wkXCFwWrix1MzMDCilkCRp4tY8iqJ4fs/9nE3T9OZ9dsZNuUd+BD+xfxOfX/tD/Go4jF1BwJxt4u/Kv4uV5tvwMetx7NEwIqgiQmqIkDoaVEYLIhwQcKAQYcNPmiCgMCiPPRqBRCx8j/BZ/H3pv0NymgDhgW/7GeAV3z+V9+s8Mm2BjhACURSRTqdh27YnNo4Lx3GejXKrDCilaLVaaDQaXbZPlmWvKtnl5TMqfv7NIj7yzTK+vt1EvumAJwQST8BzMYj6O4HyE9D5dYDokIiC1yUv4/sfmYNfavu25eVlCILA/N6YTHNNGYaBYDCIubk58DwPQRC69mXjIEmSt99zP0fbtr3YvLPdlJsoOmpsHvcJeN8DQbzrvgBuFHTUDAqBA2Iqj2xIbLeRlmUsLS0BuBOXs9h8ONOeeeN+j+fn573EmFFm3ffCXU+yLHufpWEYKJfLR+KmxcVFNBqNoWt3TpnDh5Y+hE/sfwJfKX0FRPoU5AQFBQW5/T+f4MOrw2/GBx78AC7NXOqyUWxNDWdU+8ETHiIR0XR6rw+b2u05P7IfAfXu1qRkTsZrIq/BY+HHoDs6DGpA5VSI3J2YkmlSo/G25NtwrXYNa801yLwMCoqm0wQBwZwyh1eFXnWs+5+VJvX3n1jAv/vMCiqG7c3Ei2mDZWKeI3gopeChPj9nmtRknJQmlZxL4l/89b9AzaghJIRG/iwETkBQDGKtuYaPHXwMf/9lf9/TpJ66WcQvfeybaJk23nXFj3ffF/Bek2lS55PDmtRvv/jbKBtlhIXBB3id+AQfikYRf5n/S3z7/Ld7nekGaVI//6qfBwXFwX7vkUWTwPM8rly5ck+uo3uyBrVSqWBmZgY3b94c+Ka7PVI1TfPa+nSW89q2jWaziXw+7/Ut/9JmEzcKBpajEh5Lq177Hp7nj7SeOi6uKKGqdyoQmHMbjWm+T5VKBZcvX4au61hfXx86XDgQCECWZW/ddbaxcA9XyuVyX+cry7I3TPg4czx64WZquWv9XjNIZ4UraA+aYzkO29vbuHLlCv7bF69hs9iALBDs1yluFQ28Yra74kjTNPj9foiieMRGuVnh5XJ54LMlk0n4/f6evfSPS61Wg9/vZ2vqDHFtSygUwo0bNwZmyHIch0AgAFVVvTYTro1yW2E2m03s7+8PFBo65zNMypOX/Xh6p4liy0ZEcX3wbRGFALWWBZtSfP9r5uGT78lw5NSYtph5cHCAq1evolwuY2try2sB1QtZlr32O+4zdPo9wzBQr9e7gu3D+Hw+JJNJlEolFK/+PXybTfC3XvxdEMcCJTzA8YD0h/g2/gX8kvFerNEEqEOgEh0yDETQAiEApYABAVWqokllEEKR4/bwD+Q/wuvIc4BtgvAi8MafBd74P0/t/TqPTPsQ7+DgAEtLS7h16xYMwxjY5sbv93dt2g7H5rquo1gsDhQp5+bmoChKz9g8pgn4qdfGsF428dRaHc/t6dipWTBvmzyR17DgewgPJRW8Pqch6et+1kajgXA47P1/5vdOH13XvfVx69YtCILQ12e5yZ2dM3c6/Z4bm1er1b52zh1w7669cZF4gvsTved167rudRFhcdToWJYFSepdCTUJOzs7uO+++7C/v4+Dg4OB91ZV1fN77p6z00YZhuG1metbXReNIhQKdc1DH0ZUiuJ709+L70x9J75a+iq29C207BYUXsGcPIdHwo/AL/ghGZLX8nCaHWoYbTjC4ZHwI/jLg7+EQ50j7cHqdh1hMYx5cR4zielrUv04jiZFCIHCK1Bw1E4xTWo0gkIQH1r6ED5f+Dy+Wvoq1pvroIQCFNAdHR/f+zjeM/OegbOeBnFWmlSiXkeSS+CgYSOu8UMP8EaBaVKTcVKa1H95+r9gq7Y18ACP4zjwHH/k5yIVYcHCVwpfwa39W/DBB4dS/NKndnDQsCBwBP/t+QoenVPw8HKaaVLnmE5N6tkXn8Wf3/pz8PTomgEAAgKObx8ik44BKxQUQRLEpr6J50vPI9fInbgmNejv4saC95LPu+cq8QAgn88jEAiA53kYhuHNFcjlcl4GlOvA3IBolOD5bzaq+NVrfwJT2IC4l4E/+P147yOXsL29PZUy9l7s7u5ieXl56kaOMR7Xr1/3smTdtZJIJKCqqpdR7jgODMPwMgMm+cwWFxfBcVxXb/tpQinF6uqq93dhjIabVTKtgMkwDGxvb+P+2SASPh77dRsJH4/XP7SImE/qslGtVss7pBvXVqqqimw2i1Kp1NUrfJrUajUUCgVvRgJjNKZt07e2trC8vOwN7QXubL4sy+o6pGu1WkMP6fqRTqehaRpWV1eP/X1YjEj4Hx6N4sNfKSJ/e2aQyBHUjBYsEMgCj+97dB4/8JreM7AYd5i2SEcpxfPPP4+FhQUA8D7rmZkZSJLk+b3OQzpXiB4HQgiWlpZg2/adOR+EYP+hvwcjkMXsN/4deKMMalOA4/A4/zweUa7jc/aD+GPrNfiWs4AaNJhUaJ/ggUAkFhQYeB3/PN4tfBFvIN+CQo323DxfHHjyXwEPf/fU3qvzyklsriuVCiRJgq7rXiy1sLDg+bzO2Nw9pBvX74VCIaRSKezv73vtXPqRDYn43peFAQAty0FVd0AIEJR5SD3a/LoUCgWoqurNsGKcDaurq1heXgYAT9h222C6a6fzkG7S7hbz8/OQJAkrKytT7Y7Ryfr6OpaWlliLujGYZhtp9343btxAMpkEcMfvpdNp8Dzf5fdarRYqlcpElQQ8z2NpaQmNRuPIfKtR8Qt+PBF/ou/PDcPA1tYWMpkMO8Abg3E+yzfF34Svl7+OklmCT/BBIhIcOKhZNRAQPJl8EvVSHWbYnLomdZhkMolQKMQ0qbsAv+DH25NvR1gM4z+v/2fEpBgEKqBhN/Cp/U/hku8SXhZ82cT3PytNKqYJUzm8c2Ga1GSchCa1tbWFv9r/K4DCO2D2kljo7ZmOFHCo460xemiQgQQJJbOEp/aewtuTbwcA2JSCAOAIABBkcwsATKZJ3WWclCb1XO05lMwSgkIQHOEgiqLnYynaSSrUobBM68h64igH3dLx1M5TyKQzvV5mqprUoL/LvRib97TUfr/fa8twpwVW+99uSS7HcV4mkZsJ1rnR7Xwjpj1PYnZ2FqqqIhQKQZIk7zS+VCoda1bCpw8+CTPwGRBCYdKX8OdbYTwYfOcUn7wbTdMQiUS82WjnGXdNuQa3c710rqnOfw4LJ51rapqG2x0azXEcZmZmvOxxjuOwsbExNcPnts/sHPw6bWKxGPx+P0zTPNdzXAKBgDfIvdNGuf/N83zP9dRvTfE8j1KpNLXni0ajiMfj8NVq+PfvfxluFlq4FFfhFyjW1tam8hruun3ppZdObMMlCIK3ps67kDnIRrl+7rDfO2yHTtLvZbNZCIKARCLRlRl+cHAwtQ29O2vq+vXrU7kfALxyVsX/980iPrtax+dWG2jagCjweP2lON77ygweyUXO5doKBALeehhkozrX0iC/N+2MQ1VVMTMzA0JIl98jhIxnoyiFUroOuboCzmrBERTogUW0wpcBQrCwsIDd3d2ea7ScewdqyceQ/uovwL/3lXZVHghkYuMtwjfwFuEbaFIJN50ZbNMoDAiQYGGWFLDE7UClTYA67dw+XoCz9GZw7/n3gD85nTfpLmOQ3+u1jlxb1W9NCYLQNRfxuMTjcYRCITiOg2Aw6MXmtVqtq13hcVAUBbFYDNevXx97w6UIHBRh+HdIlmVPIDiPtqmTcWLzzjXVSefnMKj6clw4jvOqTlKplOdTCSHY2toaed227Ba+UfkGbtRvYKWxgrJVBqUUfsGPRW0RD888DF/dh/raZO2ERyEcDiMQCMAwjKlWlt1tjOr3OtfUIL/ntlaaFsFgEMlkEqZpYnZ21quMpHR6sTnHcVhcXDxR0YnneS82P+9tNM9Sk0rJKfzEwk/g9zd/H+utddSdOgghCAthvCP5Drwx+sYT06Q6CQQC0DRtqrH5YZgmNb4mtVZYAzjAL/lhGAb8gh8Fo4AXai9MfIjHNKl7j3tBkyoJJdyo3kBADkASJDRNG/maAYE4UMXR9pYc4cARDk8VnsJbE28FRzi8/6EQfucbJdgO8LceycAqbmHvhA5DmCZ192lSlmyB53ioUruC27Is2E53IlzFqqBu1UFAEBSD0Hjtzt8JBAWj0PM1TkKTOkwgEEAoFLonY/O+uy2316zrLNx/u8Gu+4/jOF3X9cLNeBsGx3GQZRmSJEGW5a72cu7mcXV1FYFAAOvr6zAMY6Is3n7Y0iZgUFArBAgl1OzrAE7mEC+ZTCIWi12o7LnO/s7u+un878PradDn6g54HoYoit6akiSpq72cLMvY2dmBbduQJAkbGxswTXOqG0aX+fl5lMtllMvlqd8buNN7WtO0c+/YgDuCdqftOWybeq2rfmtKluWuwb+DUBTFW0+SJHW1sFAUBTdu3EAkEkGpVEK5XIZpmkgLDpqlGiabvHEUt+3TysrKiR3gBQIBzM7O3nNO7Th09lgHjuf3ZmZmRnpNnuehKIpnqzrby/E8D90w8Klv3MIXi/sQjDpekZLAY/qVAvF4HIIgYGNjY+r3TvoF/O0HQ/ipt16F5g9CFgVw3Pm2U50i5CC/12mbhvm9ztkSg3Btk+v7OtvLqaqKlZUVr8Joa2sLpmmOX33iWAhufRbh1T+DUn4JxDbg9rukvIRW+DKkV/9dbG1LaLT6C5m2GsXa6/8NtP2vIf7i78N38HVwlg7YNigAFSYexE08SNysTgqAgjgAQABJAxa+DeTxnwLJvb79DOeUcfzeKDYqGAyO1LLHjc074ynXRgFt/3nz5k1EIhFsb2+j2WxONTZ3URQFqVQKt27dOrGMyWg06iVKXBRG8XujxuZzc3MjvaYgCJBl2VtPnbG5KIqoVCoolUqQZRnr6+uwLGvs6hXDMfDpg0/jMwef8Q7ueMKDJ2172NSb2DP38IXSF/A7L/4OXhN5Db4j+R3wCb6xXmcY8/Pz8Pv9FyJr3N2vTys2J4SMvKZcn+euqc7YXFVV3Lx5E8FgELquY29vb+LZZYNw92Jra2sndoCnKAoymQwUpXfr1vPIWWpSD4cexiO5R7DSWMFucxcqr+LlsZfDJ/tOVJNyCQaDCAaDWF1dnep9O2Ga1GSalNWw4NgOqHPnd4H2DMJeME3qfHIvaFJfvvFltKwWVEFFpaljt2bBoe1Zqwkf4JNGi09kTkbZKqPltKDxGr4t58Or5nyIp2ZhlPdg20yTmhZ3oyZlmia2t7ehqio2NjZQqVdgOzYMs3e8U7WqKJml9v+hQN7Ig5d4yPxtG0kAgx793ZPUpFzm5uYQCoXuWb/X8xBv2mX6tm0jm812OUiXTkPm9iV1y8PdOXVAO5BfWFjwxIOTaCXw+Oz92Fy/BsOuQCA8Xh2/5P3M7/dDVVVvkCelFD6fD8Vi0cswliQJoVAIjUYD9Xr/jM54PH7hgqVpf14cxyGdTnfNKXD/3fmPaZowTRP1eh3lcrlrw+aevoui6A0inzapVAqCIGB/f7/r/oIgQNM0+Hy+rhkZsixjdXXVEys0TUMgEMD+/v5A4zw/Pw+fb7rCw93MSdgod46Yy2Gn2TlbxTAMtFotr42hSy7XbgsoSRIODg6mfsDmZqbruo7V1dUuW6qqqvePe3Cgqip0XfecIMdxCAaD4Hl+YPadpmkXLlia9poihIxko9x2ha1WC/V6vdvvcRw+es3Ax5/JA6QIy7aQC0n42TfEEVam4z+CwSBCoRCq1WpXtQzHcZ6NctsjuH5vb2/P2/wpioJgMIhyuQxd1/u+zuzsLCKRyIUQMoHpryfgToauSz/RwbIs6LqOWq12RKiMxWIIBAKIxWLY3d1Fq9Ua+zmI1cLsN34Zge3PA6CwRR+oFPQO8URiw1+6BvuT/wThmcfRfPmHQIX2RlNVVfh8Pm9zIghCe74Lz2Mt+QiE5j6S25+GVngGZO95CEYZhNrtVpqEgBIelhSCHr4E5fKbID3yA0Bw9tjv7b3AtNeUZVlIJBJd66Of4GAYBgzDQLPZ7LJRALyWrG4sNW3cdd9sNo8ImT6fz2t7CbT9tKZpqNVq2NnZAdCOt0KhEGzbHpjdHAqFLtwB3kn6vc41cnhNWZbl7fUqlUqXUClJEmZmZsDzPFqt1kSx+WZrE7+z/ju41bgFnvAICkHv8I5SCl7gIXDtGXumbXpt0J6pPoMfvfSjeDT9KARB8P4OmqZhY2PDexZVVREMBnFwcDDwICibzSIQCFwIIROY/nqilEKSpJH8nhubu+upM/6enZ2FLMvw+Xy4devWwFhlUubn52GaJtbW1rrWhCzL0DTNE7Rdwd62bc+eufPSZFnG/v5+39cQRRHZbPbcV0p1crdoUkEriAANAA6Q380jsBA4UU1KVVUkEgnU6/UjQibTpI7HtD6vxyKP4QulL+BAP4DKq2g4DYSUEN5137uQ9qeZJnVBuBc0qb3iXvsepN1a3qEUAkdgORRNk6Jml9GwqyDgkJBj8Im9fQwHDiY10bJb8It+T5Pa3d1hmtQUuRs1KbeAQNM0OI6Der0OCZL3u73i3KbdBCjAc23/YlMbLaflHeJRSuHj79iKk9akyi0bv/V0CRs1ipdlHfzDJ32I+e9N39fzEM/n8w10+ONiWRby+TwajcbE95ibm4PjOEilUifi2ADgg6/8ICzTws3GTSxpS3hb4m3e7IVKpeLNrepkdnYW6XQajuNA13WUy2X4/X5EIhFsbW0dcXKCICAajV6oYOkkoJRic3PzWPeYnZ1Fo9GAIAhTa3nRiSAIEEXxSPCdyWRACEGhUMDe3l5XEEcIQS6Xg2EYsG0bjUYDhUIBMzMz0HW9p5NLJBIXKlgC2oHo7u7u1O7nzhFzRb9JCAQCEEURmUwGrVbrRCrkZmdnsbe312UD3dd0ZwwVi8WuQCoUCiGbzXqZ7LVazXPEOzs7PbPbU6nUhQqWgPb3ddoZj3t7exPNvvB+nwbxieeehyoJ8EkcmjrFrZKBT7xUw/sfCh37+TiOQzQaxa1bt7r+3LUpxWIRhULhyN8hk8nA5/N5fq9YLCIcDkMUxZ4zqtxWQxflAA9oi7fTHsBsWdax/B7HcYjH46jX614APjaO1T7A2/ocbCkAKijYJQ5u8g5aBFBBcAky4hBArBYCW58FCIH4nl+CTQny+Tyq1WqXfeR5HrlcDrquw7KSKMcXcGCaSCaTqO+voZ7farfa5ATYoh+2HEY6nYYUiUz8XtyLRCKRqcYqlmWhVqsdq51SIpEAx3GeD3KpGw6+sdNCuWVD4AkuRSUshMWJDjPm5+exurratWY0TWuvj9ti2OF2nYlEwovNDcNArVaDLMvIZrPY2to6cvBCCLlwB3gnASEEm5ubx6pGmZ+fR6vVgt/vn2htrjZW8au3fhVFs4iAEIDIiTAdExWrgobVgIN22ytQQOVV+AU//IIfHM/hwDjAL1/7ZXyw9UE86HvwyHO5SRGtVguFQgHxeBwAesajbgvNi3KAB7T36sPmVI6LruvHuqcsywgEAl4W+Ukc4MVisSOVLYIgIJPJwDAMFAoFlEqlru+FoihYWFjwKrjq9TpM00Q2m+2rmbiHkReJi6pJzczMHJmnyDSpu4sl3xI+mP0gPlX+FNYr61hQFvDu1LvBl3lslseL1Zkmde9yL2hSAhG8GWUS325jaDntSjxKDDTsMkAAChsHegE+sXdypAMHHDiInMg0qRPkbtSkstksHMdBIpFAtVoFAOTUHEROhO7oUPij3QE4wnnzFt2ZeG5M7NC2P1rytWdmnoYm9VtPl/CljSZUWcRfPL8LjhD8y781+fzSs6TnId60N7HVahWxWOxYAdPOzg4cx0E8HoemaVN8ujbz8/MoFUt41+y74Pf7EQi0M6zK5fKRxdTJ9vb2kT8rFAool8ueQ+50xm7PdMbxcLOEjnNQcvPmTTiOg+Xl5amIyw6luFEw4FDgUlTCYjaLjY0NiKKIUCgETdPAcRx2dnb6Vj9QSnuut62tLQQCAWSzWWxvb3cZ9ovSrqCTkxDajrsG6vU6bt686QmF0yYYDMJxHDSbTWiahlAoBEVRUK/Xj2T+dtKvZUa9XkcymQTP8112zC2hv2hM+4CpXC5DVdVjBUxfeGEDumUj6hNBKSBwBDwheG6/BeD4h3jZbBb7+/teNpzP54MkSSgUCgOzwXu1N9jf3/eyxIvFYlcWWSgUmuqspHuBabfpAo6/Rh3H8QbYTzpoPrj1WQS2Pw9L8uNrsohPSAa+JDhoEgoHAA8ChRp4TODxTlvFq0UB4d2/wc6Xfx+FmW/reU/bto+IVUB7nYXDUSSvzh8RoC6ijZp27DiNGQD5fB75fB5+vx/JZBK65eAPn6/gs6sNVFo2CAEcCki3D/Le/1AIl2KjfXZV3Uae+vHM19dgNOp4xXwE6UQEiqKgWq1ibW2tbwzYy3651ampVAqWZXVdo2nahVxT06bVakGSpGMdlNy6dQu2bWNhYWFsm1c2y/i/1/5vFM0iwmIYFBT7+j5aTqsrU5g67Yz0ul1Hw25A5mXEpBiCXBBls4z/dOs/4X9a+p+QUe9UgPWamba7uwtFUTA/P4/d3d2uv/dFaaHZyUnsRY57T8MwcOPGDfA8j8XFxSk91R0kSYLf78fa2hoURUE4HIaiKDAMA5ubm31jwFar1XO/t76+jlgshkgkciRp5yLaqIuqSeXzea9Ck2lSdy8vD70c77z/ndjY2gChR+ecjcq0NSmgrSk17AYIIXhw8UGmSZ0Q94ImFeADEIgAi1rQRBFxH9Ay2wd64CzUTACUAISivZvrjUUtyJyMVDjFNKkT5G7UpNbX1+E4TldF37w6jyVtCS/WXux5iBcUgtBtHTZtrweRE+Hn261iG3YDPt6HR8OPAjgdTepm0YAs8oj5ZRTqBp7dOpmWwqfBqahqjuMcW8CzbRuEECSTSTz77LNTeS6fz4dAIOC1TPH5fJBl2WvvEgwGUSj0HrY4yvNubm4iGAwim81ib2/Py8pkHJ9qtQpVVY+VnWdZFsLhMABMJTPzo89U8Rc3agAheMuVGH42oyMej8MwDO95B23ohlGtVj0BilKKWq2GUCh0IZ3bSTANgRxob756iT2ToCgKAoEAZFkGIQS2bSOVSqHVauHg4ACZTAZ7e3sT339vb88L8AqFgtfqjmVlHp9Go4FUKoVKpTLxPULy7WwlEFim0W51QCmSvsn8qduOwPV7tm0jGAxC0zTU63UIgoBmszlxSzzTNLG+vo5oNIpMJoP9/X1Eo9ELl5V5UhiGAVEUjxWEW5aF2dnZyaqFKUV49c9ggeLDPgF/LJkwCYVCgbDjgEd7WHsdFH8l2vi80MR7BQk/3LDgv/knKKTeMPbMulKphEql4mX+mqbprV/G8ZmW38tkMvjGM8/h330hj6d3WpB4grDCg+fa7eNaFsVz+zr+7efz+KnXRPFgsv88p4LB41O3GvjrG2VUW7twKMARwPf1Eh6f38cHHl8GrR70/f1hz7u9vQ2fz+dtGIPBIPx+/4UTnk6CcrnszR2bFMuyoCgKFEUZ2P70MJRS/OH2H2Jf30dYDMOBg319H6ZjgqAtrjrU8bKBQdtZwgQELbuFneYOEnICITGEolnE72/+Pn566achcINtTavVwtramlfJWSgUEI1GL9TMspPkuN9Lt33rLg3ic599EQs+a+IYykUURTynP4eVxgruC9+HuBlvJzHoOg4ODryK30nJ5/NeJV+1WvUOc1hsfnyYJsU0qWlTq9UQ8AXuKk3qW7Vv4TOFz2C1vgoQ4MreFbx7/t14KPgQ06TuAaatSV3yXUJUiqJgFBDiQvBLHPy3z+8dqqBkyrCJDlACvxDseU8CAhs23pR9E2KRGNOk7iGmoUnZtg2e5xEMBvHcc88BaMdnb4i+Adfr12E4BiSuOylE4iSklBRadgsEBCqvgiMcHOrAcAy8cfaNuJK9cmqa1EPpMP76RhGFugHdsvHg3PET4s+KU1NBpnGivLi4OFbbAo7joCiKl2Hr9qKXJAmtVgu1Wg0HBwc9y1VVVYUgCEilUkN7Pw+iUql4A15ZttP0qNVqXluw45DJZHD9+vWRrxcEAYqiHOnJa4LHX3/sywAoCKX49LV9vG2eQ6Jjo9hqtTA3N4dyuTyWMNEJpRQ7OztYWFhAJBJhQuYUcRzn2NWdbvuCceyUoihe33B3ThQhBIIgoFQq9WyZArTtm23bSKfTODg4mDjo13XdW1PufAfGdDhu4PnqORV/veXgxZ0KyO0DPJ/I4S1L/QdecxwHVVW7Kkscx4Esy6jX66jX60dapnQ+r9taZ1DW0zAKhQJ4nsfCwgJrTzdFyuUyNE071twxQghisRheeOGFkX9HkqR2QkF9BVptBb8aDuAPZRsqJQjaFNVWAjuN+2HbGkS+hYj/RcSlbdQ5iv+fYACRAH6s/BKU0nW0IlfGfmb34GVxcRGyLLMN3RSZhr13RZw/fqGCb+y0EJT5dnZvx2uoIoEiEBSaNn79K0X84rtziIf83rwMdz7i19aK+Oefuo6DugFKdHC8Dp5wkDkVLUPAx6+V8bXt5/CP37qAGbE5ccVrvV4HpfTCzZc6aUzTnMpe59KlS13JUDWrhq+WvootfQsCEXDJdwkvC7zMO2DjeR5r5hqerj6NoByExEvYbGzCpCY4wsGiVs8Wnza14cBpz8ejNvaNfaTkFAJCADcbN/Hl0pfxuujrRnrm/f19pNNp5HI55vemSKPRgKIoE81vdfmbTQP/zzeuod7UkfQJ+Lk3J4fOFXZnuGqa5s2JcufZ/dn1P8P/9cL/hZbVAiEEDwQeQFSMQuEVPBB4AIlUAplMBsViceJ9qmVZ2NrawtLSEiRJunBVnScJ06SYJjVNzkqTqjgVbBgb8Gk+vDzxcvgEHyil+NTOp/Abq78B3dahcAooKL629zU8e/Asvj/z/XhN5DVMk7rLmbYmJXACXh99Pf5o+4/gUAccuWMDOUKQ1ZKoWzpEToBPUo7YSEII6kYdAgQ8KDx4ZFwE06Tufqaxd77vvvuOJJO8MvRKfLn0ZXyz8k2vhb0LAYHMy1BF1fssbWqjrJeR9qfxrrl3naom9U9nHfzbT7yIZ7fKeHAuhJ998r6J73vWnKq1PTzofFzcTXcnsix7IriiKN5QT8dxYNs2Pr3+afzpt/4Ub469GY+FHwPQzqALBAJeP9deNJtNrK6uQtM0pNPpiWfb8DyPRCLBgqUpM41MOqBd2dDpaFwB3B0Y7VY9uGvK7VOdz+e7Au3kzCxkjqJiOSAAgjIPTex2gPv7+xAEAZFIBOFweOKgKRaLeW0QGNOjUqlA07RjDZPVdf1I4CIIQtehijs41l1ThmF4mSadwdrc3NzANeI4DtbW1iDLMlKp1LGq/9LpNBMyT4Djfkc1icMvfOdl/NZTN/DNrRpSPgFvu+THK7Jhz+9JkgTTNEEp9WyUOwuj8/A3FArBtu2Bm0w3s9Lv9yOdTk88f02SJESjUSZkTplWq4VwOHysQzxKKUzT7PJfhw9+BUGAYRjemjJNE81mE41bX8M16PhvEg+FAqqj4Nbekyg37oNDxduVLQ4OKq9BSHsR2cSfAryOPxKBxwQb2dYGWhj/EA9oHxS5Bz6M6TGN6s5ms4lCpYa/WqlD4Eh73gYh4DgOHMfd/swoKAXiAkWhYeKrWy28QSBd8zK2qib+9eeL2Ks1YXIHsGEBt/d1VbsCv+BHVApjr9LEv/izl/Ar738ZUJt8YzczM8P83gkwjdi01Wp57e6+WvoqPrr5UVTtqvf9/+viXyPry+JnHv4ZpLU0LMvC7z77u2jZLahERdEsQrf0Owd47iwOdNsPevt/pmNCJCJsaqNqVRERI6A2xecKn8NrI68dye4EAgFWJXwCVCoVhMPhYx3iPb1VR1O3EFZ47Ndt3CwYeGw+0HWownFcVyxlGIZ3uNIpMKXTaXxr71toWA3Y1IZu6/h6+euQORkEBJ85+Az+cPsP8YMLP4jHlx6/Pet1stk2c3NzrKLzhDgLTUrXdVSrVeTzee93mSZ173MWmtQ3D76JX3zmF1HU2+1RZ+QZ/PjCj0PjNfzWjd+CZVuIiHfmRqucirJVxh9u/yFeHnw506Tuck5Ck3os/Bg+sf8JNJ0mwnIYhLsd19yeVyaJkuf/bNu+07UAgCiIqBgVXPZdxoK6cOS1mCZ19zON72i9Xj/iqwK+AH764Z/Gv7/27/GNwjcgUQl+0d+eh0cpqNPWPW3HRtNpomk3MavN4icv/SRUS4WN3smYJ6FJxUTcszPwDnNqOw1XKOhVUTIqgUDAyxxxHAeUUk8Ar9VqkCQJPp+va8D9x9Y/hhdqL8BxHO8QzzRNqKo60ms2Gg2IooiZmZmJBozGYjFmiE6I44p5mqZ5WSOdTqvVanlB9tzc3EhGo1Iq4h+8eR6//tQGbErxdx4MwScdNZbuHBZ36OskmSqhUIgFSydAo9FANBo9VsA0OzsLXde9weKHD35t20YmkxmpzY4rfg7bZOq6ju3tbeRyOayuro79zO4GgTF9jiMQuKSjfvz0W694Nsod3Ose/AaDQZimOTQDtFwuY25ubuj6ppSiWq1CkiTEYrGeg8uH4bYVY0yf49r+aDQK0zS7/F7nwa9pmn1tlGI28OeqCJMAIZtgde+dKNfvh0MMUK7e7pRJHRDwKNYfAADkkn+EfZ7iT2Ue/0gTUZpgWDchhLU7PCHq9ToURTnWIV48Hsdnru2iYlCENQkCT26vLXr7s6YQOg4KHdvGp1/M49FUous+n3yphnzd9A7weHBwQL2Dl5pVhUQkRFQfCg0Tv/eFFfzP77jacx7CMMLhMPN7J8Rxv6euGJpKpfCt/Lfwke2PoEVbiMpRENpeW5SjuFm+iX/+pX+Of3jpH0LiJHx5/8uQSDtzu2bVANLO+O13gOf+mftzi1rgwKFhNxASQlA5FevNdezqu5hRZoY+N6tEOBksyzr2+/ryXBxf2d5E2XAQ9Ul4xfIswr52q6ZisQjLskaOzR3HgU/0oWW34MABBw5hMQyNb89GMxwDG80N/Mr1X4Ft23jT1TdNFJsLgsBakZ8QZ6VJ9YJpUueD09SkDMfAL137JRSMgjf7dbu1jY9ufhSPhB9BWS8jIkfas187ni8gBFC2ynim+gxeHX4106TuYk5Ck0o5Kfxt82/j927+Hip6BRqvQZREGOZgO0gpRUEvwC/48d7Z9w5c60yTunuZhiYliiLC4TBCoVCXJqXrOj44+0F8Uvkk/mr3r3DQaPs9nuPbbVipDYc6UDgFrw6/Gu+bfR9eNvuyoTEX06T6c2q7Dbd/+KTcf//9KBQK2N3d7XuNZVlHHMm3x7+9698ulFLwPD9SK55yuQxCCObn57G1tTWWAHUeF815QBAELC0t4caNGwPbYYzaqqnVauF1l9KYV0cTwjY3NzEzMwOO48bOLGCtxE4Gt3XBpLgtlF566aWB143qRAuFAoLB4EhVN6ZpYnd3F9lsFpVKZaxKHVVV2Zo6ISilA9thVMwKtht5KCSEOV8EIt/tIx944AHs7OwMnINhmubI63ac9Z3P5xGLxTA/P4+NjY2xWnqw9XR3omka5ubmcO3atYGHNv1inF1i4wsyD5UCTWMW5cZlcJwOh9iePO4QDhJpbwjLjctoGjPQlG18QebxfPEACw+kYNv2WAIUx3FMHD8hjptBfvnyZei6jpXNPZi2DeoQmD1MRadlEziCUqs7tqrqNr6w3gSIAYe2D/BM2j4ABAh40rYpVasKv+CHzBN8dqWC7905QC6bRT6f9yq3RkFRFHYofJdy3333YX19HZVKBX9w6w9QM2rtyjiHegduAicgLIaxq+/iy6UvY0lbgu7oUHgFLbsFk5oglHgZvr0O8Fzcgzx6+8DYpjYM0p7t0TAb2GhtjHSIx2zU3UkikcAPX43DalaxW7PwyJwKrlnCwaGt36gxzs7eDr5R/QZkXoZEJMi87B3gAe0ZMBExgqJZxO+u/y6WA8tIp9PevLxREUWRrakT4qw0qX4wTepiM64mVTSLqFpV+ASf1xZR4iSsNddw1X8VFBQiL8Jwug9neMIDFGjY3bES06TuPk5Kk3qd9jpsRjfxmfxnYFELESHS5w5tbGqjYlagiRp+7MqPYVlYHvraTJO6OxmmSQ1jmCYlEhHfnf1ufGf6O/GZjc/gq6WvomSW4MCBj/fhocBDeE3kNUjI7QROpkkdj3vmEI/n+aHDMt1ZUp28JvIavCbymiPXHhwcIBwOj3yi686mymQyaDQaI/2eO0eGcffh8/lg2/bQfvbjZi2Mahwppdje3obP58P8/Dy2t7dHyoSPx+Pn1hjdDRzHRvn9fqysrEztWRqNhtevfhRarRbW19cxMzMDv98/UiAuCAIbbH6COI7Tc00ZjoHfuPlf8KXSl6DbBkBFqPrDeHvsPXjXlRj8t6t4OY4bOsi+l9/rR6lUGtq2p5N8Po9SqYRsNuv5wGF0zuJjTJ/j2KhYLIZarTZx1dVLkowmIYg7wHb9PjiUh8A1cDSUJOCIAdNRUKpfxay0jQOO4CVRhri5iXA4jGw2i62traGiFSEEiUSCZfqeELZtH+u9lWUZKysrUG4nIDiUghuyRm0KKEL3a17PG6ibDgivAyAdTXzc+zrgCe+1RtREDmXdwTfWi+CsFtLpNAKBwEBR1UUURZbpe5ciCAIIIahUKqhaVbxQewEK3/vA1c3w/Vrpa/DzfljUgkhE1Jyae/YLjJl4TAkFKNAyWwj5QqhYFezpg/eeABAMBplAfoIcx+9FIhEU8gd4YmE6VW3PlJ7BVnMLUTHanv1CgWazAd20IYs8VEVrV48Lfmy3tvFM8Rk4loN4PI5MJjNS5bA7C4ZxMpyVJtUPpkldbMbVpDReA094mI4JmWuP6bCohQgfQVRq2w3LsboqzQHAdNozYqNi9Mh9mSZ193ESmhRHOPydub+DkBjCx/c+jryeBxzAx/vAE97rAGU4hnfYG5Ei+KHsD+FN828aWDnVafOYJnX30U+TGpVRNSm/6McbY2/EG2NvHHjtJJrUzb2b+FT1U7hZvImUkMJ3zXwXQmKo7++cZ03q1A7x3NPfSVBVtWfv8V6vMeriNAxj7GCGUor19XUsLCzAsqyBgiYhBIuLiyyL7gQ5jiEKBoPY3t7u+bODhoWbBQNLUQmpMe55cHCAUCiEYrE48u/U63U0m01cvnwZ169fH3gAmEgkmJh5l8JxHAzDGKkSYJyD4VFbanays7PjZasM60m+sLBwbp3b3UA/n/Sr1/8LvlD+K1BHAKEKwBloKF/CH+04eH7vPfjZ18eRTkZHmlEwjt+r1WqYm5sbOWAC2mLH6uoqlpeXYVnWwLadoigil8sxG3WXIoriSO3C+lFT43A4HsQ2Ydkq2od1wG3dG8Cdiqv2kiSwbRWE2nA4EVU1BqAduDebTSwtLeH69esDXzOdTiMYDLI1dUIcJ9tXFEU0m01YloXLMQmayKFhUvil/vaIUgqHUjyc6o6/dZvCphQyOfws7dMYQtpiFE/aBzccaV/fstorb3NzE+l0Gslkcqi4uri4yA5c7lIikYg3wL5lt+BQp31QchjarqDjCY+G3YBB2xUHXrxEMLCN5mE6xU4KCoc60A0dPM/DIYMT8wKBADKZDLNRdymU0qHCk3vdKDxXfQ4WtRAQAqCUotlqYK8JUCqAWBRJNKCqGiROQs2q4dnqs3gg8AAODg7g9/uxvLyMGzduDHyN+fl5NgP2BGGaFGPanJQm1YuAEMATsSfwif1PoGAUQEEhczK+I/UdeDj4MGJiDPlWHnE5DttpJ8o51EHVqmJWmcXVwNWe92Wa1PlgmCbFEQ5PJp/Eq8OvxjV6DX96809RMAtw6J3PW+RELPmW8IboG/DK0Cuh8EpfTWq9uY6P7XwMLzVeQlgM49vj347HI48DAP7f5/5ffK78OZTNMpaVZbwx9J14aU9FRXewGBbxilnV60LENKmTZRyfdJhQKHTmmpThGPiPN/8jbjVuQRZl3LBuYE/fw08v/7TXraWT865J9fTmwWBw4gGn/bBte+JsjeXl5aEt6oDxF+c47Qs6WV1dxczMDEKhUF+RPJPJeBmljHbQOyzD6LRIpVLw+/09B0MfNCz8i8/sI9+wENME/Eo80eMOvdF1HfF4fKxDPKAtot26dQvZbBa1Wq1nRp0gCAiHw+fWEI3LSTn5Sb+v991331DhcBLGaanZST6fByEEuVwOm5ubPdutxONxZqM6iEQiI1VxjEOvKpfnyi/ii6UvgFIBAny3qwUEOKQBBJ7B9c034s9v+vDzj2TxwgsvDH2NccWISf3wysoK5ubmEA6H+2bUZTIZlpV5G0EQvCH0dwMLCwsA2tmRkyLxMsDLoKYJkWsAoKCUQiA2LNr+3AVi3/7z9u8IXKMtjfMyZP6OSKXrOra2tpDL5VAsFlGpVI68nqIo0DSN+b3bnMR8pOMc4l25csWbeRHVBDwyp+Kzq3VoIulbjVc1HKgCh9fntK4/l3kCnhAonAqOlOFQBwIR2qICAXhwsG+3ZAEAh6J9vXDndTY3N5FKpbCwsIBbt271fP2ZmRnm9zoIhUJjxxfDcPdi43ayCAQCSKVSeO655wAAQTEIhVPQdJqQud4xn01tJOQERCJ2vTZw5/DObZM58Jm7aj+Jdw/bthENRZFKpXrGB4QQJJNJZqNuI0nSsdo1TZsrV66gVquNvc8fRMtuwbEdCLIA0zKhmzYoFSASBybloJsWOgt9W/Ydn1ur1SAIAnK5HHZ3d3v642Aw6L2PDKZJDYNpUuNzr2hSg/iume9CVIri+erz4AmPxyKP4eHgwwCAD2Q/gN9Y/Q3kjTwIve3LqI2QGMIHMh+AQPof5jJNanzuVU0qJsXw3envxqPio7hev46aVYNJ29WdcSmOnJrreoZemlTBKOA/rPwHFMwCZE7GVmsLH9n4CDhw4AiH39v4PdiwIfMyPl9ax599ZROSEwe5/fd7WUrGh14bQ3omyWxUB6elSY2CJEnIZs9ek9pqbWGjudEeqUBkWJKFDWMDe/oeZpXZI9efd02qpxUvlUpYWFiAKIrY29ubygZv0rkb8XgchmGMLDyN8+Xf398fq32Bi1t2HgqFem7s5ubm4PP5mCHqIBKJYGZmBjzPjxT8niThcLhvNcLNgoF8w0JA4pBvWLi2V8cV/3j3n0S80HUdq6uryOVyR9ajJEnIZDKQJGm8BznHrK2tYWFhATzPo9Vqjd3DfZqIogiO4yYatjqMcVtqdnJwcIBSqYRMJnNE0IzFYohGoywrswPLspDL5SDLMlZXVyca8H2YwwL5rcYt/Ntn/ysszgBxFFDiViwBhEqgXAuCWMHn11vYL5RGmnUxrlBQLpfh9/vHHpbtOA42NjaQSCQQDAa7Dl0IIchkMqxFXQfr6+ue3XYcZ6qtdidB0zTcvHlzpGv7+a+smoUkBFCTbIS057FXeQwOlcATEzwx0dm/zqESOGIirD2HmqRCEgLIqJmu+9XrddTrdSwuLh45xPP5fJiZmWF+r4Pt7W0sLCxAEASUy2WvYuk4THqIp2kaKKVdduR99wdx7UDHXt1CUOYhdcz4dByKcsuGQ4H3PRhA0tftey7HJPhEDrrlICyEULRKcKjb+oXChgOZkxEUggCAhunAJ3G4FO1eH7u7u1BVFdls9ogolkqlEAqFmPDUgSzLWFhYgCRJeOmll6Zy+DLpIV4ikcDBwYH3DDIn49XhV+NTB5+CTe2uTFsKCt3RQQjBayOvRUgMQSCC11Lz9kVjQ2i7Ik8kIhzqtCsBm+3ZZLIsd8UFPM8jm82yFnUdrK6uIpvNQhAEmKY5tBvEqEyyn+Y4DqIoTl0IU24no7jPJIs8iEVhUg6EUMgi3/N6F7cV4sLCwpG4IBQKIZFIsErhDpgmNRimSY3PvaJJDYIjXN+WdVf9V/Gzl34W3zS/iS9tfQkA8FDwITweedybRzUIpkmNx72uSYmciAcCDwy9rpcm9ZXSV1A0i4iIEW8+Y9Eo4tMHn4bESbCpjYgUAaXAzs4TaBkSgpoBv6BBtxx8c7eFpwscXvYA06Q6OQ1NalSSySSq1eqZa1IiEUFIe241BYVu6eA4DpFgBOgY/3lRNKme35ZKpeIJKrlcDtFoFLZtexurUfq5H2bSrKdQKISdnZ2Rrh134ZimeazNV7lcRiwWg6ZpXsny5cuXIUkSC5YO4QYogUAACwsL7f7dlgWe59FoNMYa9n1cOI7ruwlYikqIaYJXiXc5oQJNo+e1vcjn8wiHw2NX47kcHBxgaWnJE1s1TUM2m2UbukOYpukdTM3OzmJxcRGO48CyLIiiiLW1tYnEqEm+tz6fb+wDkXGYpKWmi2VZsCwL8Xjc+47Nz89D0zQWLB0in88jn897whwhxAtYbNueaJNlWVbXmnoq/3nk9x+ElNgCiAnTESFw7ZaElBggVIRMwqgbNq7d2kJ4hD3SuFlPlUoFc3NzE6/Zg4MDLC8vQ9d16HpbRL1y5QrLoDuE2+oIAKLRqFcJZ5omBEFAoVAYq62py6Ripm3bx6rCA9pZmy8LPoyvlL6EpL+CkPoiio32xo8jBghpV+A5VILjKAhrz0H2V1ESFDwafBgxKdbzvuVyuevQJRKJIJlMMr93iGaz6fm9TCbTFUsJguBVxZ0GkUjkSNyW9Av4mdfH8R+/VMB6xURFb8/Ho5SC4ykUgeA9V4N45+WjmVEBmcdrsyo+eaOGqOSHKqkotkrQHR0c4eDjffALfnDg4FAK3aZ4YkFFQD66r2g2m+A4DuFw2KvgWFpagqIo7ADvEG62tizLmJ+fB9C2UTzPQ9f1iQ5AXKFg3BhMkqQjCUdvTbwVz1afxa6+C5VX2/N/QNEwGtAdHS8PvhwPBR+CTW3InAzDMeATfBCJCBMmOMrBgTOwGq+z7SYFBUc4aLwG0zEhcRLSShp7e3vI5XK4deuW931bXl5mNuoQjuN4diiZTB6xUTs7OxOJUZP4PVEUoev6VKvwAOCBwAP4zMFnoNtt26QqGpJoQDctbyYe0G79xBMeDwYePHIPSimazSZmZmY8jWNmZgbhcJjF5odgmtRoME1qdO4VTeow4/jUlJzCu0Pvxvuz72ea1AlzkTWpilW53eL+TmwtciLKZhkqr3rJV5apwWhFwXE6eL59uCILHJo2wXMHFjsUPsRpaFKjomnayPvLk9SkZpVZvDL0Snyl9BW0nBYICB4PPY4Hsw9iY2PjwmlSQyNF90PjeR6CICAYDGJ5eRlAO4ua4zhomgbLsnDr1i3EYjGEQiHvy00phWma2NnZmWjzrKrqyMLTJL1eJ21f4HLz5k3kcjmsrq4iGAyCEHLuF81xqFarnnCpqip0Xcfy8jI0TfNEA0mS2kNVDQO7u7tIp9MQRRGUUu8znjQDfVj5f1wT8L+9KeHNxEv4RBT00cWIVquFWCw2ccBUr9exsbHhzTOLRCLnuhR4Grh95AkhUFUVHMdhaWnJ2yRTSuH3+z07JAgC4vF41/eUUjrRRhBob7ynURHRj0lbarpsbGxgZmYGPp8Puq5DFEUmEgzAtm0vGHc3KslkEktLSwDamWiCIECSJG9eXCqVgs/n8/ye4zjQdd3zkUC75cTntldgN94Hq7oFMfRVgGvAohIEzgSICbn5SsD2gZc48LCBEWb5TDLb4zg2hVKKGzdueFnkkUgEwPHmQZx3CoWCN5NH0zQYhoGlpSVEo7cH0FuWV7Hn+sjZ2VkIguD5PY7jxpqZ0cns7OzU2ps9Hn0cT1eeRllWMZv9Iugmj0p9GaajwK3E44iFkP8aZtNfRFkMQoSNx6OP971noVCAruuYm5vD1tYWgsEgs1FDcP0Vx3GQZRmyLOPSpUsA4G2GgsEgTNP04lP3u+piWRY2NzfH+u7u6rv46OZHUV+t42W+l+GdsXd2VUilgyL+2bcn8cxeC19cb6LQsiFxBK+9nMIDQQNhpb/tedslP76y2USxaSMRkJFQEqBOd/KKQymKTRsRlcdbL/Vvk7C6uopMJoNGowGO48DzPDvAG4Cu657fk2UZlmUhm81icXERQDu2dTO8bdvG+vo60uk0FEXxbAulFJVKBY7jjO0PFEWBIAhH7FRUiuKnFn8K/3X7v+L56vMomSUQQhAQA3jLzFvwZPRJCESAQAQ8FHwIXyx+ERrV4Bf8KBpF8ODh4Pbz9TjI62yj6V6r8Ro4wqFhN5DTcpiRZ2CaJlZWVpDNZnHr1i1Eo1Hm84bQ2c5L0zTYto35+XkvucxxHKiqCtM0kc/nYVkWUqmU9z1193uTVjVks9mxEldGTZS7338/ZuQZbLW2kFATsKgFVdW6WmhSSlGzasioGVz1954/tbOzg2g0ing8jnw+z5LrRoBpUoNhmtR43O2a1GHcvQDTpO5eLpomtaAtgBAC3dEhc3J7nrCj42XBlyEqRvHJ/U/CcAyAiHBgA+ChCio4yt22yxR+hfm9fpyUJjUOkiSNPBrkJDUpjnD4wcwP4pLvEg6MAwSFIF6qv4QP/MkH8I7ld+C1wms9XeUi+L2RvzW2bcO2bezv76PRaKDRaCASiSAajWJjYwOyLGNxcRH1eh2rq6tdAYjf7/dajkQiEaysrIxUkulykhvv/f19JJPJicUxoG3QlpaWwPM8yyQYA7cf+c2bN72AKBwOw7IsFItFqKqKxcVFbG9vo9VqeUGLO4NCURRcunQJrVZrZGc3ShZCXBMQ19pfjeNkFBvG6BV8nRiGAcdxsLi4CFmWmfA0IpRSL/twc3MTuq4jEAggGo1ie3vbWzducGTbtufgJEnC7OwsFEXB5cuXsb29PXImE8dxJ1qy3Wg0kMvljtVCZm9vzxPjznt5+TRxg5atrS1v8x6JRODz+bC5uQlVVbG0tIRyuYxbt2512YlwOIxkst3j3bZtfPpbn4ZhiSAAjPybAFCIgecArgUCCXLzlfDV3oaC6eDNlyIIq8JIG/lJhIJisYhYLDZxC1hXrHVbHLGszNFxbZTbRksURYTDYTQaDdRqNS9e2tzchGma3priOA4zMzNQVRXLy8uoVqsjz+F0HGesmQ2DxMyr/qt4IvYEPnXwKUCSMbv8NcRq11GrzsM0JfB8C8HwBiRfFQ2nvZl7S/wtfYVMl3q9jng87lVMXYQAfBo4joNms4lmswnDMNBsNhEOhxGNRrG+vg5BEDA/Pw9d17G2ttZlU9y2k7IsIxAIYG1tbWiVzG+t/xZeqr8EVVKxUdlAkASPtHPiOYKXz6h4+cwdX5PJzA6N0+YCIn7yNTH8hy/msVfV4ZNFSISCI+0ZeA3TgW5TRFQeP/lYDHOBwXZnb28PmUwGhJATm1lyHnHXwNraGmRZhmmaiEQikGXZa1e6tLSEfD6P7e3tLr8Xj8cRDAYRDoe9llyjMEggSMgJ/PjCj2NX38V2axsc4fBg7EFE1EhXG97XRV+Hr5a+Ct3R4eN9qHE1mI4JAQJstNvv0D49NgUIoKAQiICAEIDlWAAB3hB9g5dhbts2dF332o+yA5fRcf2ea4NUVUUkEkE+n4dpmggGg5BlGRsbG7Asy/NBgiB4fu/SpUtem/hROYk5ohzh8P2Z78d/vPUfkTfyUIkKibuz9zccAzWrBr/gx/elv6+rQuEwrn4QDAZZbD4GTJPqD9OkJuNu1aQ6YZrUvcNF0aReEXwFHg4+jG9WvomG1QAFRVyK4ztS34GQEMJqcxU36zdh0Rp8gXWY1YfQ1B34FRFV3YIk8njb/TMn9rzniWlqUjdu3Birw9eoduqkNSmBE7w95x9s/gG+Xv46BCLgIy9+BPc9dh+uxK5cGE1qoh1IvV4H0J1d3mq1+orMtVoNtVoNgUAAmqZBVdWR20hVKhX4/f5jt4Hqh2ma4DgOiqJM/BrVahXhcJiJBBPiBuMAulr31Ov1ni0NKKXY3d3F7u4uYrEY/P7Rh9aNO+B8koyCzc1NL2tpUjY3N3HfffcxkWBC3GC8XC532aV+dscwDKyvr0OWZaiqikAgMHLAtLKygrm5ueM/9AAqlQoikcjE2XSO42Bvb+/En/O80hmMuy0OgLbf6/eZlEollEolhEKhdsuWwAIeiIXxua0qHD0Kc/+dsApPwKdWEJVjoLYPJd2GKnL47lfOQBYa3msOe7ZxA6ZarYZoNIpSqTRxxq/bOviiBEvTxg3GTdPs+pzd+OowjuNga2ur3f/9dtA+Ku68lGlACMH7Zt8HAPir/F+haBagaA1EAxVIggTd1NFyWiiaLYiciLfE34L3zb5vpDW6sbGBy5cvM5FgQtx1VCwWu+xSP7/XbDaxuroKTdMgSRKCweDADF6HOthp7bRn0/FB5O089vTRDpJHrnJJyPhfnkjgL16q4cvbBiotCstxwBMCn8ThiQUVb73kH3qAB7T9umvrGOPjHhADbXHZXRvNZtPb+x3m4OAABwcHiEQiY9kc27a9dmb9fFJKTiElpwC054wdtilXfFfwcPBhfK38NUichLgUx76xD8uxwIP3DvHcyjy3BZQ7B48jHGJSDAIRUDSLWNAW8Fjksa7X2N7expUrF0ckmDbuAXFnBQyAvvG2ZVnY2NiAIAgIBALw+/0jH+KtrKx4VVrTZtm3jJ9Y+Al8dPuj2NF3UDNqXqUnT3hk1Ay+L/19WPYNf/2NjQ0sLS2xxJUJYZpUN0yTOh5Mk+p9D6ZJTc551qQETsCPzv8ovlH5BlabqwgJIbw6/GqExHb899NLP40b9Ruo2lXEl3P46NMOnt/Xka/pCGoSPvj6Rbz+Uu9RC4zeTEOTEkVx5IP9VqsFWZbvOk2qZrfjLoVXULfqqFm1CxWbn6o1rlar0HX9iPjkloF2/tt1FLIsT5w9Miqbm5tYWFg4MothVNySaVZifvrk8/kjGSccx0EQBK9CxF1TnYHPsEwmSim+Vv4atgvbyCk5PKQ+NHZv+1AoNHH1VDAYnOj3GMfDnfN1eE25GY3uv93/JoQcWVvDmGS2XbFYxOLiIsrl8sRt8diMqbPBtQGyKONDlz+Ih7Ub+ItrArbKPAwrAMEOodIicCiFKol4cNaPT75wAFtvYt5P8ao5FRLf3/ZMEjABbVE2lUpN1FcduNPOiB24nC6O4yCfzx+ZncJxXJe/c//tro1pCoQ84fG3Z/82Hgw8iM8XPo9vVb+FklECsQmoQyFzMh4NP4rHo4/jqv/qyK8dj8fZejoD3EqGVCrV9eedcZT7zyMHj+Cp3aewb+xD5VVc8l2a+vPMBUT84CsjeN8DNmpSFLc2tqEIBJeiUs8ZeIMIhUJMeDoDisUiZFk+cignSZLX0tv9787v/Kit5Ny2c51whMPfmfs7WGmsoGgWEREjSEpJ5M08dEcHaPvgTiACQG+30qQAJRQiERGTYhCJiLJVhsZr+J7093RVWAHtPSlrUXf6uNUwmqZ1/TnHcd46cv9x/R7HcScamy/7lvGPl/8xSv4S/vLGX6JhNqDwCh4MPIir/qsDK/A6mZmZYfrBGcA0Kca0OSlNysVxnIk+V6ZJ3ZvcK5qUwAl4JPwIHgk/cuRajnC47L/s/f+ffT3FetmEPz6Dh7JxRH2sWvg0cW3AYTvSGZu7tsq9huf5kfXD09Sk3hh7I16ovYCG1cCybxmvS7/uQmkIp76zdR2JmyHkDv60LAumaaLVanVlwYRCIYTD4RN9Jo7jjhWUuUM+GWfH3NwcHMcBpbRrTbVaLdTr9a72LEtLS97A8358rfw1/Of1/wyTtgfb/1Dmh3o6p35wHOdl3kyCoigXyhDdbbitDNye97ZtwzRNWJaFer2OSqXitV/hOA6XL18ecsfj0znIfRLYejo7bNtGIpFAKBTCB2Yz+IFH2kPUV/N1fPFWGV/eLOPF2rdQVb6Jv2mWQDYFEH0BXP1liH9rBk9e9uPtl/zgeviZSTIzgfZG/zh+z90wMM4GnueP2CjXTjWbTdRqtS6/d+XKlbGEgmEQQnB/4H7cH7gfeSOPjeYGAtEA6qU65uQ5xKTxMyuZ3ztbVFXtWlOdsbmu67AsC++Nvhd+24+qU8Wblt+EdDN9Ys8TkHk8kA1ilkzeSprZqLPDtm3Mzs56dshxHM9Gua1f3dloADA/Pw9VVUfyS/38XlSK4kdyP4Jfv/XrKJpFBMUgUnIKuqOjbtXRcBptm0jaB3oKp8Av+KHyKhzqoGSWIPMyvj/z/VjUFo/cn7UTO1sEQTji91wbVa/XPT/oCklXrlw50efhCIdXxF6BWCM2kRgKtPcbzE6dDUyTYpwE09akXNx2muPCNKl7m/OkSRFCMB+WcHkxBllmB3hngatJGYbRtd/rF5unUikoijJSEsBpalKXfJfwTy//UxTMAhaCCwhIgbFf917m1A/x3MGenSXqg6jVashmsyf6TLIsj+Q8+3EcYZ1xfCzLwv7+/sgluO5Mi2vXrvW9ZqWxAsMxkFSS2Nf3catxa6xDPEEQRh4Cmm9YeHqnhYbhQBE5vCwlI5mczAgypoNpmiPPJHAcB6Iojtz+ZNKN/nHtjGVZrL3KGWEYBqrV6pE2Bz5QXCvcwrfwO6CRfRBCweH2917ZhBP4IvZrr8LvfvOt2Kla+MFXho8c5E2a9eT2U58UVo1wtjiOM9bcFEopstnsSDOq3CB8VJsTk2KISTHkMjms2qPNwOrFOHNpGNNH1/Wha0rjNXzXzHcBAB5afgjPPffcicXAHMdN3O7XhcXnZ4fbznRU8bBSqSCTyRxbKLjku4SfXPxJ/Pb6b2OztQmRE+HjfYhKUaTEFHRTb/8+2mK3Qx3UrTp0R0dUiuJ709+Lh4MP931tFpufHZZljez3KKUQRfFY839HZdK4Hmh/Tw5X1jNOB6ZJMabNSWhSLpMe4o2jSfViUmGeMR2YJsWYJv00qX6USiVcvnx5JD952ppUUAwiKAYh8/KF06TOpMfMOG+ybdtoNpuIx+M9e1FPA9u2j9V2wOfzMed2hgybo3GY3d3dobM6FrVFSJyEfX0fMidjQVsY65nclgeDRMma4eAj3yzhy5tNNE0HhBBQSiELHB5ftvGPvzOIZIBt7M6CcR3Bzs4O0uk0bty4cUJPdLyKArfFAuNssCzLe/9v1G8gb+Rxn/8+fPJmEU/p/wmQiuAdPwi98xkRQuCgARr4EjiO4lMrT2ImIOAdl6eTadT5TJPg9/uZ3ztD3EB51A3Y+vo6FhePVpb0u/c4h3jH/T0X1u733qJUKiGTyRxr1sogHMc5lt/rbAfDOH3G9TGVSgWzs7OQJGloRu4woWBBW8A/vPQP8fG9j+OpwlMom2VQUMhUBke5djY7tWE57Rhd4RU8Hn0c75l5jzfLpRc+n+/CCQV3E+O+96urq5ibmxvpEO84B3HHgfm9s4VpUoxpchKalMukAvkomtQg2GHL2cI0KcY0GTc2dzuxaJo20ly803imw1xETequP8QD2qez42TejYthGMdyUGxTd7aYpjlWwDtKgPuq0KsAAJvmJq6Er+A+4b6xnmlzcxOJRKJv1kLDcPB/fv4ALx7oUAQOEZUHd1uQbZgUf/VSEdsfeRq/8n2vRCLAgqe7nUQicWKDzl2OI5CzFlBni5s9+TeFv8Fvrf8WGnYDGq+hUZsBFQrgnRAIuj8fQgiIo4ICsLWvg689jD+/LuDbl/wDZ+SNSrlcRiaTQalUmuj3/X4/83tniGVZY1UqhUKhkW3ApNm++XwewWBw4jUlSay1ylky7vc5HA6PXMEwqUB+XDGT2aizwzTNI/OmBuHOdRm1neawz1bhFbxv9n14W+Jt+Grpq3ip/hJuNW6hxbVgWRb8vB+5QA5L2hIeCT8yUgvgwzPZGHc3sdj4bZ3Hpdlsjlz1cBh3tjDj7GCaFGOanIQm5TLpId4wTWoYrFL43oJpUoxBjLvHd+OUk1xTTJMan7v+EI/jOFiWdWInv8dhbm4OgiCA5/mJRS/G8Rn39F4QBFQqlYHXEELwSPgRPMY/hkQigZ2dnbGeaVgG+Z9er+L6gY6QzEPsEOQVRYEsU9gOxfW9Kn79r2/gn7zrgbFem3F8xnUEtm1jfX19pGsnrVKZJGAKBAKIx+PeLBqW8Xt2EELwyf1PomyVQUBQskqAXAYcFYT28B239/6EKnC4CvjAN5HPz+FrW028NtstJJ5mBnk2mwUhBDzPT7yhZBwfN1t71EM8QRCwt7c30rWtVguapo3dn36SOIjjOCwsLHTNnWGcDeN8lwkhME0T+/v7I11/mjYqmUxCVdV2NTNrLXZmGIYxcoUB0BYKRm29adv2yHG/X/DjifgTeCL+BCilSM2lsLm5CYEII6/5hYUFb3YI4+wYtwKdEILNzc2RrjUMA4Ik4LnCc6haVQSFIJZ9y+DIYJ9m2/bYcZAkSchkMt5MPxabnx1Mk2JMk5PQpFxcnzpKy+lOJu1qsLS0NPHsM8b0YJoUY9qMs6bc5LpRP2umSZ0OZ+LhBUEY+Ys7Pz8/VqueSYwRx7Vbq4w6rFiSJIRCIYiiiI2NDaysrLBZLmdIs9kc+bMjhCAej4+8piZ1MoIgQNO0nsakZTn461t1CBxpH+CR9hrkeR4OddrCKXWgSjw+9fweDmqT98ZnTIZpmggGgyNdm0gkvEHVo9BsNifK5m40GkgmkyNdKwgC/H4/fD4f9vf3sbq6eqxB6YzjI0kS8ka7pRMFBcHtTE1OB0W33+IIB4e2/4yAgICHLa/AoRTX80c/x0kCJtfmqKo60vWKoiASiYDjOKytrWF1dfVYMxYYx6NWqw2sMmjZLaw0VrCr70KSJGiaNvKBS6vVGquCxsVxnJFFe47j4PP5EAgE0Gg0sLq6ikqlwkTyM2ZU35ROp0deT8CdytFxabVaSCQSI10rSRKCwSAURcHW1hZu3brFbNQZ0y8O7kUmkxmr/dMktkIURfgUH1RJHem5VFVFJBKBbdtYXV3F5uYmSzY4QxqNBqLR6EjX+v1+AG1fOQqf2/wc/vcX/nf88s1fxodXP4xfuvlL+IUXfwFPl58e+HuGYYxsoziOg9/vRyAQQLlcxurq6olXTDAGwzQpxjS51zSpw3AcB03TEAqFoOs6VldXcXBwwA7yzhCmSTGmjdv5YhTm5+dx69atke/NNKnT4Uwq8dbW1pDNZodmCUiSBFVVx8p4MgwDgiD0NF6yLENVVWia5gVJbjZAsVhEPB5HrVaDoihQVRWSJHkZf+4/jtM+ZDFNE4qiQBAEGIaBRqPBys3PCMdxUKlUEA6Hh5bhZjKZiTKYesFxHFRVhaqq3mfvOA4opTAMA/v7+8hkMtjb2/PWlCAI+PpGBTVzFyFNgshz3triOM4LsGzbhl+UsF838PW1Et72QGqsZ2Ycj93dXeRyuZGy45LJJJ599tmR791oNBCLxXraNTfQ1jQNgiB4a8O2bW+j7wbisixDURTPlnXaKMuy0Gq1oKoqLMtCrVZDqVS6kD2j7xY2NjagSRo0WwMBgWFxMFC9/VMHbk4NQY9NFiWgxARoOwngMINERUVRoGmaV5nSuUYODg6QTCaxubnpXSeKYpffcxzH83uUUiiKAkKINxuEtUA8G1qtFhzH6dnG63P5z+Fjux9DzaqBIxxePftq/AD3A+AxWsA+KJvN3eBrmgZJkrrWia7rKJVKSKVSKJfLUBTFi5Pc+3auP13XEQjcmfGYz+cRiUTYmjojNjc3kcvlsLq6OvA6QghCoRA2NjZGvnej0YDf7+/pU91YX9M0L5uSUgrLsjxBTJIkiKIIVVUhy3LP2Nw0Tei6DlmWIcsyTNNEtVod6yCJMV22t7eRSCSGVgEnEomxN+CDhAJ3Pbn+qnON7O3tIZ1OY3t724vNXWH0sN/TdR2CIHjt7XRdnzjJgXF8isUistksSqXS0MPUbDaL69evj3Tfp8tP4zfXfhM2saHyKkQiwqQmtlpb+M2138SPLvwoXjf7Ovh8Poii2BWbu2siFArBMAzPRrm2DMCR2Nzv93si5v7+PoLBIJvfeUYwTYoxTe41TQro9nuuTXNtHdBudRePx0cW2BnThWlSjGmzsbGBmZkZbG1tDbzO/YzGOXRlmtTpcGaN2HmehyiKAzdtmqaNnU1Ur9cRDAZRKBQAwGtX4X7gzWYTlUqlpxM0DAPhcBitVgvlchmmaQ7cJF6/ft27jxuEs972Z0O9Xkc6nR4aMPn9/rEHvXauFY7jkM1moeu658QqlUrfAdeEEGiahlar5WXGbGw3Ydo2HJvCdO4IS0eNXnvtNU2W9XsW6Lres21F1ario5sfxWpzFQvaAn5u+efGuu/h1jmpVMprf2KaJlqtFg4ODnravkqlgmg0CtM0Ua/XUSqVBmbH3bp1y7NhlUrFa5PHOH0cx8Gl8CUUW0WExBAO7BYMWgUoQVdRPGlX6nVCiQ3eCsIigCIcDXh1XYeqql4rsvn5eZim6YmQjUYDxWKxpz+zbRuhUAitVgvFYnGokNpZLVUoFOD3+5n4dEa49qAzCH+u+hz+YOsP0LAbcGi7hc4Xdr6AYqWIDy1+aOTDjE67oigKkskkDMPwDt8GrZVIJOIdLlar1YEBfWeVhOM4aDQaFyoIv9twHGfo8HJJksbOym42m5iZmfFEiLm5OQBt+2OaJprNJmq1Ws+10mg0EIlEoOs6KpXK0Nj8xo0b3vMVCgVEIpFjzRhiTI5hGCMdeAWDwb5xdD8Ox0i5XA6GYXgiZK1WQ6FQ6LtW/H4/Wq0WCoXCUL+Xz+e9/y6Xy+xg+Ayp1WqIRqNDK4Hd1ofDsKmN/77z32E4BpJaEqbVXguqoMIn+XCgH+BP9v8Ej6YeHbhW3Mr4RqMxNDav1+veunS1CbdykHH6ME2KMU3uJU2qH5VKpcvH1et1doh3hvTTpDqZ5ECMaVIXEzcJeFhL1GAwiHq9Pta9mSZ1OpyZd19bW8Pc3NzATF5FUbwhrIIgeFndkiSB4zhIkoSbN292/Y6u60daTNVqNVSrVQzDNM2xNpGdi941YOPMf2BMD8uyYJrmUPHJMAwvm8BdS242EiEEhJAj2XimaR4xcvv7+yO11OmVNROUeQgEMG0KWegvArR0AxwhiGpM0DwLdnZ2sLCwcCRg+ujmR/GV0lcgEAH7xj5+8cu/iPdH3+9lwblVAO6mcHd398ia7HRclmWBUjrSvCpKaZeYNMr1nZTLZS/7hXH6/K3U38JWbQubtU1QQgFHAKgIcqizdffnRkEIhWy+AoTn8YYHsgC6/Vmj0UAoFOqaJ1QqlUaaL9RqtcZq59RpB+v1OhOfzpBms4lkMtklPv1N4W/QtJvQHd1rycpxHF6qv4RtYxvL4WVIkgRFUbwMN9M0j8x97fyc3Wzevb29kQ5visXiyH+HwzZqf3+/KwOYcbqsr68PrcZTVdUTJd0qpc4sXFmWsbKycmQNdQoMlFJvkzYM27Ynjs0dx0G9XmeHeGdIuVweWpXgOI63T3PtU6eN4nn+yJp0fU9nIkA+nx8pY7her48lTHSuqWKxiEgkwgTNM6JYLGJhYQH5fL6vPxIEwYtrOI67PW+8bacEQYAgCCgWiyiXy7hRv4FdfRc+wdcdG1OAcAQa0bBR28C39r6Fy/7LfZ/rOLF5Pp+HqqoXRny622CaFGOa3Eua1CA67dT+/j4CgQCLpc6IfppUJ7Ise/EQ06QYw3A7Zbh+rReCIGB7extAOzZ3bZRbGS6KIlZWVrp+h2lSp8OZ1bA6jgNRFAcKNZVKBcFgEKlUygtEKpUKdnZ2sLGx0fNL77aBCofDyGQy2NjY8PrnE0IQCASQSCQQj8cHthpQVRWZTAapVGrkTKa9vb0L14/1bmJrawszMzMDr2k0GpiZmUEymYSiKDBNE4VCAZubm9jd3e25Ht02ULlcDj6fD9vb24jH4wDa8zUikQiSySTC4fDADVg8Hkc2m8UrFuLIhETUzcFiaNVwEPeJeHUuPPwvzzgRqtXqkQ3YanMVAhEQFIMQIeLF8otIpVKIRqPgOA71eh17e3vY2NiAbds9BSXHcSAIAi5dunRk865pGuLxOJLJJHw+X9/ghud5pNNppNPpkYPqQqEwkhNlnAwRRPBLT/wSfnj+h/HB+R+Cv/YOgAqgpGPuJYW3eQMBHK4Kzg6hVbwPYZngjZfjR+5rGAZkWUYymUQqlcLa2po3o4XjOIRCISQSCcRisYFVToFAAJlMBolEYmQxKZ/Ps/kbZ8jGxoZX1QQAJasEoB0LCaQtBNiODRCAaASSJMEwDOTzeWxsbKBUKvXM3jQMA5IkYXl5GUDbFrqtLyVJQjQaRTKZRCgUGpj9mUqlkM1mu9pmDsLN0mOcHbZtD8yOdQ/F3Njc9XtubO62OzkMpRSqqmJxcRHb29tdAqPf70cikUAikRj42qIoIpPJYG5ubuSKzd3dXeg6my18VhQKhYHzO4G2sJ1Kpby4x7IsFItFbG1tYXNzs2ds7m7W0+k0otEoVldXvRktPM8jHA4jmUwiGo0O3GtGIhFks1kvhhsGpXRoxjnjZNne3sbs7Gzfn7siuhubi6KIZrOJ/f19bGxsoNlseoJi1arCpjZEInp/pshKO3kFFBInwaIWWqSFWCyGZDKJQCDQNzYnhGB2dhaZTGbkKoNqtcpi8zOEaVKMaXOvaFKhUGikQxTbtlGtVtnc6jOklybViXv4wTQpxiiMcuBVqVSQSCSQSqXg9/tBKUW5XMbW1hY2NjZ62himSZ0OZ1pnPyy4aDQaQ8WczmwUQRBg2zYIIYhEIt6AxEAggPn5eciy7J0cA/BKz0ulUlc2sCsSuEYoFAphZ2dnaAaLOw8mHo+zrIIzYlgmkptN0AtPOO/A7S/vlpdHo1GUy2UkEgkvw6UzyDJNE41GA3t7e12iUSgUQjQahSRJCAaD+IHX2fhXf3YNdcOBTzoqGjRNB7ZD8cS8DMcyAIm1xDgL3B7eneTUHPb0PVTMCkxqYpaf7ZvF4paru5lRnfN+EokEBEFAOByGpmnIZDJeVYMrJFFKoes6qtUq9vb2vOCZEIJ0Ou31qg4GgygWi0eqaQ5DKcXu7i6y2Sxrs3JGBIQAHos8BgCopR/Eb2+U4fifBiEGiKMCuN13nuigpAXO8UMqvhemo+LJy34oh2yBKIqwLAs8z3sBtizLCAaDmJ+f76pmANr98pvNJvL5fFc2sKIomJ2d9QKqcDiM9fX1oRlR1WoVtVpt5EHujOnitmZyWdaWca12DTzhYVELHOHAg4cIEb6WD2W7O4uTUtplC9yql1ar5fk9N/gOBAKIRqNQFMULqCmlnt/b2dnpCp7j8TjC4TBEUUQgEEC9Xsf6+vpQ8Xtra8ur7GKcPq1Wa2AMa5om1tbWBt7DPSwG2nGU+5nH43FIkoRAIABN0zA/Pw9Jkrw5dwC8livlcrmrEoHjOMzPz3s+ORgMYn9/f2gmsFvJNzMzwypdzohhsfmg1oj9YnPbtr0sbkmS0Gq1POHS9Xsu7nzF/f39rn2le3jsxuaRSARra2sjtdf0+/0jJycwpssoh/KDbJTjON4ePyAEIBABFrUgUhGSKAGkvcZ4jocpmJCpjKu5q5idaR8cunOm3OSFTp82MzPjrcNAIIBqtYrNzc2h4vf29jZyuRxrJ31GME2KMW3uFU2q0WhgbW1t6PPu7u56M9IYp08vTaoTSunALhpMk2IcZth3vlQqDeyicdhGMU3q9CC0R1T5zDPPnMqLD2vZMwye55HJZLwMKrelAaW0a7Amx3EDAxg34HrhhReQTCYRDAaPBNG2bWNzc3OkUvTFxUU29PwQp7Gm3OqAYU5jELFYDJZledm87trp/Me27aHOxhUMNjc3PZGq83copfg///x5fORLa7AdCk3kIHAENqWomw44EDw+r+FHH4nA72sLXay92B1Oy0al02ns7+93ZS5VrSr+YOsPsNpYRU7L4f1z70dA6C/k5HI5lEolJBIJcBznBU2ujXJt06AMcNeW3bx508uK6nSCQNuOlctlbG5uDv17zc7OIhqNso1dB6e1pubn5z1xyaEU/8/XCvjUwWfg+L8MIpYAOAAoCJUhGEtwSm8AjDl8+6IPP/jKMJTbFTCCIIDjuLbQ1LGmAIxsowghuHbtGmZnZ+H3+4/YGNM0sbq6OjRo4jgOi4uLrL1YB6e1nvx+PyRJ8tobFowCfvHmL2JX3/U2WBIn4V2pd+E7Ut/R8x6zs7MolUrIZrNwHAc8zx/xe+6fD8KyLC/gz2QyEEWx63copWg0GlhdXR16kBcKhTA3N8cOXTo4TRu1vr4+ccY1IQTz8/NotVpea1TX37mzNgAMjc1dv3f9+nVEIhGEw+GesfnBwcHQ+VgAkM1mEQwGmd/r4DTWFMdxQ1vVDcPv98Pn88Hv93uJBu7n6NqIUf2e4zh46aWXkM1mjxz2Ae0s4pWVlaGiviAIWFxcZO3FOjgtG5VIJNBoNMae1dJJNptFPp/HzOwMfvIzP4nVyiriahwc6W77u9/cx2JoER9++4fBc0f9kasPAO0KiM6DGfce1Wp1JJvqVjxMMtvovMI0KaZJTRumSUlHfqfVamFlZWWoqK+qKtOkDnGWmtS4ME3q3uAsNKlJkCSJaVJnxJke4rmtBY7D8vKy19++c8GMi5tN7i6YXobEtm0Ui0Xs7u4ODMR5nsfCwsK5XzzjcBprKplMHrsliVtO3rmOjrOmbNvuEhsO//zj39zER/7mJl48aMJ2KDgCzIdEvHnJjzfMa+C59u+Fw2HMzMywTJXb3CubOqAdnLgDxt0AaZJAxXEcL6uT47ie69JxHC+jbphIPj8/P7Al0EXjNNYUz/NIJpNd2ZcOpfjESzX82fUSDuhNOFwFxOEBcw68HUdM5fHkZT/efskP7vZndeXKFRBCpuL3XBsF9PZ77lyOQqEw0O/JsuxlFzNOz0Zls1lsbW11bbwPjAN8ev/TeLH+IoJCEK+NvBaPhh/t+11XVRW5XM4LvCe1Ue7GrvMgsNc1rVYLGxsbMAxj4JpKJpOIxWLsIO8298qmDmj7Trclz3HXlGmaXTNiDmPbNmq1GjY2NgauJ0IIFhYWmKDZwWmsKXczPs6szMMQQnDfffcBuBOTH+egw80U7rcmDcPAzs7O0PZhfr9/rNau553TslELCwu4devWse4RiUSQSqXAcRye2nwK//JL/xItq4WQEoLESTAcA+VWGYqg4J+89p/gDek39LyP6/PcJIV+fq/ZbGJtbW1oq6e5uTlEIhEWm9+GaVJMk5o2TJPqbVt0Xcfm5mZXu+FeME2qG6ZJMU1q2pyVJjUJTJM6G87U+h63r3IsFutqt+Rmi0+yeNx2LINwZyyEQiHs7+97me+HsW0b6+vrXtko497h0qVLXm/o465P16AN+vl3vDyDt96fxEaxiWev34TCAym/4In1LqVSCYIgIB6Ps6DpFDnuGnAz8dwME0LIxPfsFyQdvsbn8+Hy5cueYNCP9fV1r6c+C5pOh8PDyAGAIwTvuBzAty/58bWtGK7nDbQsB4rA4XJMwqvmVEj8nc/HbXHRea/O7LlxGGajgHZrhHg8jng8jo2Njb6Z7+7mb5x++Izj0+uzj0txvD/9/pHvsby8jFar5R2UHKcCy93QDbpGVVUsLCzAtm289NJLfa/d29sDz/OIRCKsMuEUOa7f8/v98Pv93gb/uGtqlNjc7/fjypUrKJfLfTPfKaVYW1tDLpdj7aBOmeOuqaWlJQB3WrMeN2YZ5vckScLs7CxmZ2exsrLSN/O9Vqthd3cXMzMzrDLhFDnueuI4Dul0GrquQxAEfFv22/C/kv8Vv/nMb2K9uo6SU4LIiVgMLeKHX/bDfQ/wgDstqAdBCIGmaVheXoZpmrh582bfa7e2try5MSw2Pz2YJsW42zhNTQpoC9/ZbBaUUrz00kt9D16YJnU2ME2KMU16aVLjwjSps+NMVZFhH9SwBZDP51Eulz0jNOmiGQdBELwFNMh4GYbR1S+YcfIYhjEwQB1lbVy7dm1gBsBJIEkSllIhPPHwMmYD4pEDPJeDgwM2APaUOa6NMgwDq6urEEXRy9Q9aQghEEURPp8PwWCw73WuoMkGn58etm333ZhLPMFrsxp+8JUR/L1XR/F3XxHGa7Na1wEeAGxsbHTZgUmz6MZBFEWIooi5ubmB1zUaDZTL5YHXMKaL27qpH6Osjeeeew6KopxqvCKKImRZHrqmtre3h7bOYEyX4/o992DDPXA5jXXF8zxEUUQ4HB64YXPbkA1rGcWYHrquH7sK5MaNG55AcFqxuev3MpnMwOvK5bI3Y4Zxegw6OBu2RhzHwYsvvghZlr119Yb0G/Dht38Y/+ZN/wb/7PF/hn/zpn+DD7/9wwMP8MZFFEUoiuK1x+vHxsbGSHP/GNODaVKMaXKvalJuK9hhfo9pUqcP06QY02SQJuUybE0xTersOLP0iWQyiUKhAE3ToCgKms1m1yJwh9fXarW+/XR5nvdEgtPO0naHfQ5yYJZlnUoQx2gTDAaxvb2NQCAAQRBQrVa9tiWKomB+fh6O42B3d7dreGYnroM8Ton5pIySzcSEp9NDlmXU63UoigJFUbyWXW7Qk0qlEIlEvOyiXsGQO9D1LGwUz/PQNG3gzAR3o8k4HWZnZ7G/vw+fz+etL1eocVu9SZI0sJrE7Td+FmvK7Z8/yA4xv3e6uJ9HMBgEx3GoVqve5xMMBjE7OwvTNLG1tdX3MOxwHHVan90oWXcA83unSTAYRLlchqqqUBQFhmF0ZTrOzc0hGAyiXq9jfX295z04joMkSWfq9wYJ4LZtjzTjkTEdZmdnsb297c3vrFarnlAjCAIWFhZACEGhUEA+n+95D3feyln5vWEwG3V6CILgtdj1+/2glKJWq3mHcbFYDIlEArquY21tredn41Y6HfZ7POHx8sTLT/T5Xfs4jONmyDNGh2lSjGnDNCnGNGGaFGPaME3q3ubUDvHm5+e9DNhwOAy/349QKOQNgHYcB61Wy1s8Pp8PHMd5A33z+fyRL/7ly5dhGAZqtRp4nockSafWzmSU9hmNRgPNZpPN3zgBNE3D3NycJ0wmk0lIkuT1owfafXNbrRYsy4Ioil47AneA6vr6etcmKRQKIZ1Oo1Qqeaf87mDq02AUA5PP5+Hz+VjbnhMgkUggGAzixo0bUFUV8XgcsiwjFot5A391XYeu67BtG36/HxzHQdM0LC0toVKpYH9/v+ueCwsLEAQBtVrNC54OD/89SYa9DqUU9Xrds8OM6cFxHObn59FsNrG7u+u12snlcl7bQtu20Wq1YBiG12YQaM8bUBQFu7u7XZtyjuNw5coV1Go1mKbp+b3TamfitkocFDAVi0VEIhE2f+MECAaDSKVSWFlZAdAWnhRFwfLysjd7rNPvKYoCnufBcRyy2SxardaRgxd341culyEIghdH3U1+r1QqQdM0duhyAqTTaQiCgNXVVQQCAUSjUS/+cdujuH7PcRzvsDgQCGBpaQmlUulIG6/l5WUA7Yo8juM8v3cajBKbW5aFZrPJ4qgTQBRFZLNZlEolFItFJBIJiKLo2ShCCCzLQqvVgmmaXQca8XgcgUAAGxsbXXPDFEXB0tKSZ6NcO3Va9mAUW3hwcIBAIHBu2/acJZFIBPF4HNevX4ckSZ7fC4VCnt8zDAOtVgu2bXvtuGRZxtLSEmq12pGZL5lMBpqmoVqtghACRVHuqtgcAKrVKhRFYa2kTwCmSTGmCdOkWCw1bZgmxTSpacI0qfOnSZ3Ku+wGyJIkIRgM9pyZ4hqew3MqeJ6HqqqIRqMwTROKoiCdTnuLRdM02LYN0zRP9fTeXejD2NzcRC6XYxu7KSPLcrsN5dISdF3v+f66Qc9hXCEhEomgUql4n4+7fqLRqCdYnWZmwSgZTc1mE8VicWjrDMb4BAIBKIqChx56qGuwqotrx3q1x1BVFRzHodVqodVq4b777oNt2+A4zsv4PYvWOP3muHSyvb0NWZbZxm7K8DwPRVHg9/sRDoe9IOnwNT6f78h7z3Gc5/cODg4QiUQQi8U8YTMYDMI0TViWdarZ2o7jDG11QSnFzs4OMpkM29hNGU3TIIoirl69CtM0j7y/rq3pleXf6feq1SouX77sCaBAO0g3DOPUMyFHWb/lctn7HrGN3XRxK+4efPDBntVpri3qtQFy/Z4bLy0vL8OyLG+tiaI4kg+aJo7jjNTiaXNzE6IonsuN3VnS2SY3Ho/3FIjcCqrDuDFtLBZDsVjEzMwMgsGgN78lEonAMIxTr6QcJTa3LAv7+/uYnZ1lyQZTxu/3QxRFPPTQQ339nizLPfeBbtzVaDRQq9Vw9erVrp8Hg0HPfp0mo6yp/f19aJqGQCBwCk90cWCaFNOkpg3TpJgmNW2YJsU0qWnCNKnzp0kR2iPKeOaZZ6b+Qtls1guWJqXTiB12ZKddxukGTLquY2tra+C1iUQCyWTyQotPJ7GmHnrooWOXyFqW5Tk14E6WiOM4p966wDRNmKaJvb29ofM1FhcXL7SDO4n15PP5sLi4eKx7uOvRFcLP0kZRSmFZltdSaJBjVVUV8/Pz587BjcNJrKnLly8fu6rJFcUBnPmacitYGo3GkQy/w8zNzSESiVxYv3cS6wmYjt+zbbvLv3X6vdPeiLt+b1C7T6D9jEtLSxf60OUk1lQ8HsfMzMyx7uGum7vB77kCqmEYWFtbG3htKBTC3NzchT50OanY/Lifez+/58Yxp+33dF33qgsHMT8/P3Duy3nnJNaTKIq47777jnUPV+pw/93p/87S762trXVVnR5GEAQsLS2N1H7zvMI0qdGehWlSo8M0qeEwTWp0mCY12rMwTWp0mCY12rNcZE3qVN7pYDAIVVWP/cZ1brR7ZU2dNpIkIRqNDr1uf38fjUbjFJ7o4pBOp72g5jgIguAFTJ336gyiTgvHcaBp2khrand3d+DGjzEeoigeW8gE0BV4n7WNclvC+P3+oaXtzWYT1WqV9SKfIm7Li+N+7m621N2wpoB2Vnw8Hh963c7Ozplk+p1XCCHI5XJT6e3uttjs5fdOG9fvhUKhgddRSpHP59kMjimiaRoikcix79M5U+qsbZRrc922n4Mol8ssNp8yqVTKEyKPQz+/Nw2fOi6O48Dn8yEWiw29dnt7+9SrT88zPM8jk8kcOzbtXEuH93dn6feGCd+WZaFUKrHYfIowTYppUtOGaVJMk5omTJNimtS0YZrU+dOkTvzdjsVimJ2dPXdZZO4A436DHg+zvb09tOSTMRye5zE/P49wOHzuSvfd9gv9hmZ30mg0UKlUmIObAj6fD7lc7lxWeIiiiEajMXILg1HasTCGk0qlkEwmz10WmRt4b2xsDL3WcRzs7++zQ5cpIIoicrkc/H7/ucoiA+DFhru7u0OvLZVKqNfrJ/1IF4JgMIh0On3u2mq5bTyLxeJIbV02NzfZocsUIIQgnU4jFoud2jyM08K1UcMqO4F29cKoa48xGFmWkcvlvBl35wlRFGFZFsrl8tBr9/b22KHLlGCaVBumSU0Hpkm1YZrU9GCaVBumSU0PpkmdT01qqjutWCyGSqUCTdNgWRbi8bg3DPg8QikdebPaarVQq9WmkvV8UeB53pubYRgGFEXxBnGeVwzDgCzLI23Ytre3oWnauX4/pk0oFEKj0YDP54Ou64hEIggGg+dOdHLhOM7LDhwWXLuVLnNzc+fWZp8EsVgMjUYDgiDAcRwkk0lomnbuRCcXx3FGFkDK5TJCodCFbi82Lu6gcXezEwgEEIlEzt1hiwshBLquQxTFkUSlra0tb54NYzQikQhqtRo0TYNhGIjH4/D7/ee6jeSoPsytdEkkEufWZk8bQgjC4bA394nnecTj8alUt9ytuPOvRhGf9vf34ff7L3R7sXHx+/0wTROapqHZbCIUCiEcDp870cnFnSXK8/xIotLOzg5yudy53aucBEyT6g/TpMaHaVKDYZrU+DBNqj9Mk5oMpkn157xpUlO1En6/HzMzM17J7Hn/0nEch0gk4s1KADDQKBUKBYRCoXP/vkwLSimy2az3/y/CmpIkCXNzc7h58yYADMzmpZSi2WyygGkMeJ73ZmtchPUEtLO65ubmsLm56QVQ/XDFzPN6YHASRKNRz+/1Gj593nAF21arhWazObTioFqtnpuA6TSglGJhYaHr/5/X4NtFlmVks1msrKx48WM/LMtCq9Vih3hjIMsy5ubmLkxsTghBMBhEMpn05iQMis3z+Twikci5PTCYNpRSzM3NAcCF8Xtue6tmswnbtof6vWazyQ7xxuTy5csAuufWnWdUVUUmk8Hq6urQ2LzZbELX9XMr7p4ETJNimtQ0YZoU06SmDdOkmCY1bZgmdXE0qalZi3g8DlEUvYyyi2CIgDuL59KlS0PnJei6fq7KOE+aXC4Hy7Iu3JpSFAXz8/N44IEHhm5iWQ/y0RFFEdFoFLZtHxnGep4hhCAQCGB+fn6kIclsTY3O7OwsgDsbm/MeLLmIoojZ2VlcuXJlqFDZaDRYa7ExyGazsG3b83vnXch0UVUV2WwWV69eHXoti6NGx+/3w+/3w3GcC+f3IpEIFhcXkU6nB17b+X1jDGd+fh6maV44vydJkmejhh2msDZQo0MIwczMjHc4enge1HnG5/Mhm816B5iDYDZqdJgmxTSpacM0KaZJTROmSTFNatowTepiaVJTSenSNA3xePxMBo7fDciyDMdxhm7qHMc5NwvnpEkmk/D5fBcii6AXPp9vpJLzi9rTflj2Tq/rc7mcl81zUQQCF0EQ4PP5RmoFxTZ1oxEMBr1WNBfR7ymKAsdxhtpny7IuTIZhJ7Isjz1EOZ1OQ1XVC/l+EULg8/lGmqnBbNRoiKKIubk5CIJw4dYT0P778zw/kgjAYvPRcNs9XdTYXNO0keyzrusXoor6MIIgjC26LSwsQFGUC/l+cRznJVkMg/m90WCaFNOkpg3TpJgmNQimSY0H06SmD9OkLp4m1fNvMCx7pxNJkjA7O3thgyUXN+s3lUoNvO6iBkzjBD1+vx+JRGKkL+N5xXXoy8vL0DSt73WuUHDRGJZZ3wnP85iZmYGiKBcqw/cwPM9DURTkcrmB111UGxUIBEa+VlEUzM7OXqjsuV4QQjA3NzcwZhil9dh5JJPJjGxr3BlTkUjkQq8pnudBCMHy8vLA1oYXNTNzZmZm5GvdzERRFC/segLa3y2/3z9SNd5FZJw2RaqqehVTFzU2d1lcXBzYkscVCi4ane3mhsFxHBKJhJc5fZFjc0EQsLi4ONBWX8T1BDBNahKYJjUYpkmNB9OkBsM0qfFhmtRgmCY1PhdNk+r5SUej0ZH7rs/Pz0NV1Qu9aID2wuF5HqFQaKCTv6hZKqM6OEVRkMlkAFzMTIJOOI6DLMuIx+N9r2m1WhdSfNI0beSexjMzM4hGoxcysDyMK2iGw+G+11xUgTyZTI5sc3K5nFflcZEhhEAQBC/7qx8XcU0pijLyoUswGMTs7KyX6XqR4TgOqqoimUz2vaZer5+bIHwcgsHgyPNG0uk0gsHghV9PhBBwHDf0vbuINgoYPTbneR7z8/PgOO7C+z2O4yCK4kChwDTNC7mmFEUZ+dAlFot54vhFx61EH7TfG7ey/7zANKnxYZrUYJgmNT5Mk+oP06Qmg2lS/WGa1PhcNE2q5+qQZRnLy8sjDeWmlLIAvANJkjA/P4+5ubkjGa5u+fBFxO/349KlS0Ov03Xdy8ZntNE0Del0umdGXTKZvJDvlVtl4PZ/HkSr1WLieAeEEMRiMU/kPcygYOo8oygKLl++DEmSRrqeBeB3kGUZuVzOa93XiaZpF3IotVtdN0rP/3q9fuEzxw/jDj9PJBJHfjbogO88I0kScrncSCL5eco2nAY8z2Nubg5zc3NHMskJIedm0Pm4qKqKK1euDLU9rPruKIqiIJvNepU/nUQikZEPHs4TPM8jkUhgfn5+6LWNRsM7ZGe0CQaDmJub6ylCRaPRM3iis4dpUpPDNKneME1qcpgmdRSmSU0O06R6wzSpybkomlTfHYYoiggGg6jX631/eWlpCbIsswD8EJqmwefzQVVVrKyseAGlJEkX1mi72buD+kbzPI/777+fObdDCIKAcDjszYvY2dnxfnaRg0tRFIdWJcTjcSQSiQv7HvVDURQoigKfzwfLstBoNM76kc4cN4NnWJ/2q1evguM4tqY6cLPpCCGQZRkrKyvez9yWIRcRt03WIGRZxqVLly50q55eSJKESCTizW3J5/Pezy7qegLafs/n83W9H4dJp9MIBAIsNj+EqqrQNA2apmF1ddWrQrjI3zvX78myjGaz2fea+++/3/tvRhue5z3RSRAErK+vez+7yH5PEISB7ZCBdquoTCZzIefgDUJRFMiyjEAgANu2UalUun5+Ud8vpklNDtOkjsI0qclhmlRvmCY1OUyTOgrTpCbnomhSAyOdYSeV1Wp1qg9zXnAXR2cZPtDOLD8vC2cSBEEYmO1MKR1pyOlFxM1WDYfDCIVCANrB0qDe5BeBYQK5m+l7kb93vXDfE3d+hPv+qKp6IbPHXdyWRoOo1WpsPfXAfU80TfOyEQkh0DTtQr9fwzZ2tm3DsiwmPPXAbQkVj8ehqiqA9vvJ1tRggbxWq53Sk9xbdMbmnbO7fD7fhT/Ic+PKfrRarQv9neuHG0u5c5OAtkA8atvb84ogCAN9mmEYrAqvD4QQiKKIVCrlxeOyLJ8r8WkSmCY1GUyT6g3TpCaHaVK9YZrUZDBNqjdMk5qci6BJDfxmuP1V+/U3FgTh3LwRJ4EbiCcSCfj9fqiqeqGz7d2WRaVSqefPHcdh5cBDEAQBoVAIgUAAiqKMXGZ9XuE4Dn6/v69oydbTcERRRDQaRSAQgCzLFzbT10WWZRBC+q4dJjoNhhDizYNzq14ueiZrJBLB9vZ2z5+dl97sJ4koiohEIojH41AU5cJ/B3mehyRJfQWmi5wNPSqCICAWi3mz8hzHubDrihDiHZL3glLKYqkh8DwPn88HURShqurA9/Mi4Aq8hUKh589t22ZraghubK6q6rlp/3QcmCZ1PJgm1Q3TpI4P06S6YZrU8WGaVDdMkzoe51mTGvjJS5KEmZmZvj+vVCrMIA1BVVUkk0kvO+WiBksubkuHfrBs3+EEAgGEw2FIknThe/+LojhwPpJhGEwsGIIgCJiZmYHf72fiL9rZqr3mcLmwKpfhaJqGWCwGVVVBKb3QQSbHcQgGgwN9v2EYzEYNIRKJIBQKQRTFC/9eudmq/ahWqxf+PRqGu79xszIvso0C2nuVQbNH+rXaZNzB5/MhGo16wtNFhud5RKPRvvGkbdswTbPvgQyjHTskEgkEAgEIgnDh1xTTpI4P06S6YZrU8WGa1B2YJnV8mCbVDdOkjs951aQG/i3c7Mx+f9l6vQ7Lsi680R6Ea6ht2z43i+Y4uK2x+nG4/z+jG3c9uRlibE21N3b9ys1t20ar1TrlJ7q3cLPsLcu68MEScKeXdj9KpRLL0BwBtqbuIAjCwCDcbbHC6E2n3wPYXC6gnZ3Zr62maZrQdZ3F5gNw/R6Lzdu4lVP9KBaLzOeNgDvDk9moto3qt6YopWi1Wuy7NwDm97phmtTxYZpUN0yTOh5MkzoK06SOB9OkumGa1HQ4j2tqqLWVZRmLi4tIp9N9BYPz9IZMG7dV1kXu6XsYTdOwtLSESCRyZO3U63VmjPpg2zYIId6/L3oGnYsgCEin08jlcj3nkLBM3/50vjesFc0dZFnG8vIyZmdnj9huZp/6474vbqA0bHbXRcGdObW4uIhgMHjke8YyyPvjriXX7zGRoI0kScjlcshms31bGDF73hv38M4dHM9oo6oqlpaWkEgkjnzPDMNgvq8P7qEBW1PdEEKQSCSwuLjYc1YSq+7sj+v3XGGc+b02TJM6HkyTOgrTpCaDaVK9YZrU5DBNqjdMk5qM865JETriJ+9uenVdR6VSgWVZqNfrkGUZuVyOBZi3cTdz7tvKnFp/HMeBaZpoNptoNBowDAP1eh3z8/Pw+XxsTd3GndXiZs4xp9Yft0VPqVSCbdveurr//vvZeuqg004xG9UfN3NH13VUq1WYpol6vY5wOIxUKsXW1G1c2+T6Pfa+9Me2bViWhWq1CsMwoOs66vU6Ll++DFEU2Xt3G7ea5SLPbBkFNzbv9Hv1eh0AcPnyZbaebkMp7arQYGuqP5RSmKaJVquFWq3m+b1UKoVIJMLW1G3c2Ny1VSw274/r90qlEizLQqvVQrPZxNWrV9mBQgcsNh8NpkmNBtOkRodpUqPBNKnRYZrUaDC/NxpMkxqNi6JJjXyIdxh3k2cYBlRVZV86xrGhlKLZbILjOEiSdG6/dIzTw7IsNJtNaJrGbBTj2FBKYRgGLMuCoihsTTGOjeM4aDabkCQJPM8zv8c4Nm47TRabM6aB2/oQgGenGIzjYNs2ms2mF0cxIZhxHJgmxZg2TJNiTBumSTGmCdOkLjYTH+IxGAwGg8FgMBgMBoPBYDAYDAaDwWAwGIyTgaWVMBgMBoPBYDAYDAaDwWAwGAwGg8FgMBh3GewQj8FgMBgMBoPBYDAYDAaDwWAwGAwGg8G4y2CHeAwGg8FgMBgMBoPBYDAYDAaDwWAwGAzGXQY7xGMwGAwGg8FgMBgMBoPBYDAYDAaDwWAw7jLYIR6DwWAwGAwGg8FgMBgMBoPBYDAYDAaDcZfBDvEYDAaDwWAwGAwGg8FgMP7/7L13mGtXdff/PUW9ayTNaEbStHuNfW1jDDbGlBjHjg0YsLEDjk2xaTFgCAm8BNMSSkhIzC+8lECAQEwLPcYOmF6NXyAYg8H9tuldvZdz9u+PYe8rzahLcz0zWh+eefCVdI7OkZb2Wvu7116LIAiCIAiCIHYZtIhHEARBEARBEARBEARBEARBEARBELsMWsQjCIIgCIIgCIIgCIIgCIIgCIIgiF0GLeIRBEEQBEEQBEEQBEEQBEEQBEEQxC6DFvEIgiAIgiAIgiAIgiAIgiAIgiAIYpdBi3gEQRAEQRAEQRAEQRAEQRAEQRAEscugRTyCIAiCIAiCIAiCIAiCIAiCIAiC2GXQIh5BEARBEARBEARBEARBEARBEARB7DJoEY8gCIIgCIIgCIIgCIIgCIIgCIIgdhm0iEcQBEEQBEEQBEEQBEEQBEEQBEEQuwxaxCMIgiAIgiAIgiAIgiAIgiAIgiCIXQYt4hEEQRAEQRAEQRAEQRAEQRAEQRDELmPHF/EefvhhfPCDH8SLXvQinHrqqZBlGZIk4Wtf+1rT4xYWFvC6170Oj3nMY2CxWGA2m3Hw4EG86lWvwrFjx5oem8/n8S//8i8499xz4Xa7YbVaMTk5iec///m46667tr3+6U9/OiRJavj3jGc8o+v75+e+5ZZbuj4Hscmg2tLMzEzTc/K/RCLR8bk5t9xyCyRJwvXXX9/1OfYSZEubf9/5zncavlbXdUQiEfHad77znR2/3yAyqLa1lRe+8IXifL/97W97Pt+gMKj2Q2PTyWVQ7WzruSk23xnIvvprX4MSow+63XAofuofg25T3/ve9/Dnf/7nCIVCMJlMcDqdmJ6exqWXXop3v/vduP/++7s+9yAz6HbF+cMf/oDXvOY1OPXUU+FwOGC1WjE9PY3rr78eP/vZz3o+/35nUO2oes5nt9uxurpa93UbGxvidUR7kE2d+FNVFR6PB9PT07jiiitw8803Y3l5ueNz70bUnX6Dj33sY/jgBz/Y0TG//e1v8ad/+qdIJBIIhUK49NJLAQB33303Pv7xj+MLX/gCvvvd7+LJT37ytmOPHz+OSy65BEeOHEEwGMSFF14IVVUxOzuLb3zjGzjrrLPwlKc8pe77XnrppRgZGdn2+JlnntnR9RM7A9kScN111zV8zmg09nTuQYJsaZNbbrmloaP84Q9/iPn5+Z7fY9Ag2wKSySRuvfVW8e9Pf/rT+PCHP9zTOQcFsp9NaGzaWcjOiJ2E7IvoBrIbip/6zSDb1F//9V+Lez/99NNxzjnnwGKxYG5uDnfeeSe+973vIZVK4f3vf39X5x9kBtmuAIAxhptuugnvf//7oes6JiYm8Gd/9mdQVRX3338/PvOZz+Azn/kMXvziF+OTn/wkTCZT1+/F4Qs5jLGez7VbGHQ7AoBsNov3vOc9+MhHPtLTeYhNyKZO6OWMMaTTaSwuLuI73/kObrvtNrz1rW/F//k//wfvete79rZ2znaYT37yk+xNb3oT+/KXv8yOHDnCLrjgAgaAffWrX214zPnnn88AsFe+8pWsVCqJx0ulEnvZy17GALDHPvax247LZDJsenqaSZLE3ve+97FKpVLz/MbGBnv44Ye3Hcev6cc//nH3N9oAfu7//M//7Pu5B41BtaXjx48zAGwnf67/+Z//yQCw6667bsfeYzcx6LZks9nYqaeeysxmM4vH43Vfe8011zAA7Nxzz2UA2N///d/37Tr2M4NqW9V89KMfZQDY2NgYA8C8Xi8rFAo78l77jUG1HxqbTi6Damdbz02x+c5A9tVf+xqUGH3Q7YYxip/6zaDa1O23384AMIfDwX70ox9tez6bzbIvf/nL7POf/3zf3nOQGFS74rz2ta9lAJjH42H//d//ve35O++8k01MTDAA7LnPfS7Tdb3n99xpLezRYFDtiM/5VFVlRqORGQwGdvTo0W2vW19f35ff+04y6DbVyFbS6TT7v//3/zKbzcYAsD//8z/vy7j0aHHSfxGtDCmfz4svYGlpadvzS0tL4vlsNlvz3E033cQAsNe+9rVdXdNemMgRJxgUW6JFvJ1n0GzJZrOx973vfQwA+9jHPrbtdYlEglksFnbo0CF24403klDeA4NiW9Wcc845DAC75ZZb2KmnnsoAsC996Us78l77nUGxHxqbHl0Gxc62npti85MD2VdvDGqMPmh2wxjFTzvNoNjUC1/4QgaAveUtb+nbOYnGDIpdMcbYd77zHbEA88tf/rLh62ZmZpjL5WIA2Cc+8Yme33cQFnMGxY6q53x8Qfjaa6/d9jpaxOudQbOpVrbyv//7v8xkMu35OeCO98TrFEVRoKqtq3zabDZYLBbx71KphE9+8pMAgDe84Q07dn39Ip1O4xOf+ASuuOIKHDhwAFarFXa7HWeffTbe+973Ip/P1z2uui7wl7/8ZZx//vmw2+1wOBy46KKL8POf//xk3sauZlBsqR7lchn//u//jqc97WnweDyirvEb3vAGrK+vNz12Y2MDr371qxEKhWA2mzE9PY23v/3tyOVyJ+nqdx/70ZZe/OIXQ1GUuj1bvvSlLyGfzzftv1Iul/G5z30O11xzDR7zmMeIWviHDh3Cm9/8ZsRisbrHTUxMQJIkzMzM4Bvf+AYuvPBCeDweSJKE3/3ud/25uT3EfrOt++67D3fffTfsdjv+/M//HC996UsBbJaEagSvjf6Tn/wEP/7xj3HxxRfD4/HAbrfjqU99Km6//faWx/3sZz/DZZddBp/PB1mW8Y1vfGMnbm/Xsd/sBzj5Y1Mmk4HL5YKqqlhYWGh43ic84QmQJAl33HFHt7e2Z9mPdlaP66+/vmkvs3e+8511+zBWP766uoobbrhB9CCanJzETTfdhEKhsPM3sEch+9qkkX0R9dlvdtNN/FQdU9ejOk7aytraGl7zmteI+d6BAwfwtre9Dfl8vulx+5n9YlNra2sAgEAg0NXx8/PzeP3rXy/6IzmdTjzlKU/BLbfcUrecYbdx/KCwX+wKAP7xH/8RAHDDDTfgvPPOa/i68fFxvP3tbwcA/NM//VNdu5mfn8cb3vAGHDp0CDabDU6nE6eddhpe85rX4L777gNwwi9ytva9GiT2kx1x3vGOd8But+OLX/wi7r333o6O3djYwJvf/GaceuqpYpx60pOehI9+9KOoVCo1r73pppsgSRL+5m/+puH5vvnNb0KSJJxzzjld3cteZD/aVDPOPfdcvO51rwOAhqWkH3zwQbz85S/H5OQkzGYzPB4PLr744qZ+rFwu4xOf+AQuvPBCeL1emEwmRCIRPPvZz8YXvvCFvt/HrlvEMxgMuOiiiwAAf//3f49yuSyeK5fLeMc73gEAePnLX14zcP/mN79BNBrF2NgYJicncc899+Ad73gHbrjhBvzd3/1dW4tbt956K17/+tfjVa96Fd797nfjzjvv7PPdneDee+/FDTfcgF/84hcYHR3Fc5/7XJx//vk4evQo3v72t+PpT3960wn/3/3d3+Haa6+F0WjEZZddhlAohB/96Ee46KKL8Itf/GLHrnsvMSi2tJVUKoU//dM/xatf/Wr84Q9/wOMf/3hcdtllqFQq+MAHPoBzzjmn4WQvHo/jvPPOw1e+8hWcd955uPTSS7G+vo73vve9uOiiiwZ2IW8/2tLo6CguvfRS/OpXv8KDDz5Y89wtt9wCRVHw4he/uOHxq6ureMlLXoLvfve7GBoawrOe9SxccMEFWF9fF81tNzY2Gh7///1//x+e97znIZfL4ZnPfCae+tSnQpZ3nUvacfabbX3qU58CADz/+c+HzWYTCzI/+MEPWvYxu/XWW3HxxRdjbW0Nz3zmM3HWWWfhrrvuwuWXX45//dd/bXjcV7/6VVx44YWYm5vDn/3Zn+Giiy6CwWDo+V72AvvNfoCTPzbZ7Xa89KUvhaZp+MQnPlH3nL/85S9xzz33YGpqqquG23ud/WhnO8H8/Dye8IQn4Jvf/CbOP/98PP3pT8fa2hr++Z//GS94wQse7cvbtZB9Ed2w3+yml/ipU5aWlnDeeefhYx/7GMrlMp7znOfg0KFD+NCHPoSLL7645rMcJPaLTUUiEQCbMVMymezo2B//+Mc488wz8aEPfQi6ruMZz3gGzjvvPPz+97/HS1/6UtFvqNE9dBPH73f2i13F43Hxns2S6TjcVo4fP44//OEPNc9973vfwxlnnIEPfOADSCaTuPTSS3HJJZfAYrHg4x//OL72ta8BAB73uMfV2Nx1111X8zdI7Bc7qiYQCOBv/uZvwBjDW97ylraPO3LkCB7/+MfjX/7lX5BMJvGc5zwHf/Inf4I//OEPuPHGG/HMZz4TxWJRvJ7b63/9139tW+DjfOYzn6l57SCwH22qFS960YsAAPfffz+Wl5drnvvSl76Exz3ucfj0pz8Nm82GZz/72XjsYx+LO++8E5dffjn+7u/+btv54vE4LrjgArG2c/bZZ+PKK6/E5OQk7rrrLrztbW/r/02c7K1/7dRlPXr0KDt48CADwEKhELviiivYFVdcwcbGxpjVamV//dd/XVOvlTHGPv7xjzMA7IlPfCJ74xvfKLZTVv9dccUVLJPJNLymen9PecpT2NzcXM/3u3W75vz8PPvhD3/INE2reTwej7NnPOMZDAB73/vet+18/Lq8Xi+7++67xeOaprFXvvKVDAC7+OKLu77evcSg2FKn5TSvvvpqBmzW+o3FYuLxSqXC/vZv/5YBYBdccEHNMbxUD7/O6l5EKysr7Mwzz2QA2Jve9KaOr38vMGi2ZLPZGGOMfeUrX2EA2N/+7d+K1zz44IMMALvssssYY6xhybpUKsVuv/32bfecy+XYS1/6UgaAvepVr9p2DePj46IMxze/+c2O72GvMSi2xdhm7XSfz8cAsJ/97Gfi8csuu4wBYO9+97ubfkYA2M0331zz3O23385UVWWKorB777234XEf//jHu7rm3c6g2M+jPTY98sgjTJIkFgwGtx3HGGMvfvGL69rnfmFQ7GzrubfG5tddd13TEit///d/X9fm+OMA2Cte8QpWLBbFcw888ACz2+0MAPv5z3/e9TXvZci+NunWvqic5v63m27jJx5THz9+vO7zjcpWXX755QwAe+Yzn1lzn8vLy+zQoUPinnaqbOijxaDY1K9+9SumKAoDwFwuF3vRi17EPvrRj7Jf/vKXNf5pK0tLS8zj8TBFUdgtt9xS0zNobm6OPe5xj6s7hnUbx+8XBsWufvjDHzIAzGg0snK53NYxvDfepz/9afHY7OwsczgcDAB7z3ves+1cs7OzNTonY1ROk7Mf7GjrnC+ZTAr/99Of/lS8rlk5Td4X/fnPfz7L5/Pi8bm5OXbKKacwAOymm26qOeZJT3oSA8Buu+22beeLxWLMZDIxo9HIotFox/e0Wxk0m2pnjNA0jRmNRgaAff/73xeP33vvvcxoNDK73c7uuOOOmmPuu+8+Fg6HGYBtfWZ5PHX++eezxcXFmufy+fy2c/WDXbmIx9jmj/aZz3zmti/2nHPOYV//+te3vf6f/umfGABmMBgYAPbXf/3X7MiRIywej7PbbrtNNIh+yUtesu3Yt7/97exTn/oUe+SRR1gul2Ozs7Psi1/8IpucnGQA2CmnnFLXADu5305qrj7yyCPiXrfCP4cPf/jD255bWVlhAJjJZKorQu03BsWWqgelRn/cvu6//34GgI2Pj7NcLrftXJqmiQW53//+9+JxLhBIklTzOOdHP/oRAzYbZFc7yv3CoNkSD5oKhQLzer1sdHRUNKPlC71f+9rXGGONhfJmZLNZpqoq8/v9257jgsMrX/nKjq59rzIotsUYY1/72tcYAHbgwIGax7/+9a8zAGxqaqpuE2H+GdXzeYwx9pKXvIQBm+J4veP+7M/+rONr3SsMiv3shrGJf35f/vKXax5fX19nJpOJmc3mfTWxq2ZQ7Gzr/fZ7ES8cDteNvV796lczAOxd73pXV9e71yH72oQW8TpjkOym2/ipm0W848ePM0mSmKqqdY+74447xGc4iIt4jO0Pm/rGN77BRkdHt92D2WxmV155Jfvf//3fbcfwOKs6gaqaX//61wwAe/zjH1/zeLdx/H5hUOzqS1/6EgPARkZG2j7mvPPOYwDYP//zP4vHXv/61zMA7Oqrr277PPyz2s8Mih1tnfMxxti//uu/MmBzIaT6Put97z/72c+ELllvXvbtb3+7rm757//+7wwAe97znrftmH/7t39jANhVV13V0b3sdgbNptodI0ZGRhhQ23P4BS94AQPAPvrRj9Y95qtf/SoDwK688krx2G9/+1tha2trax1dcy/sykW8u+66iw0PD7ODBw+y2267ja2vr7P19XX2jW98g01PT9edCL/3ve8VX9yLXvSibef89a9/zSRJYpIksSNHjrR1rYlEgk1NTTGg++zrZot4uq6zO++8k733ve9lr371q9n111/PrrvuOhHoOJ3Obcfwe2wUrHs8HgaALS8vd3W9e4lBsaXqQem6666r+3fnnXcyxhh7//vfzwCwG2+8seH5XvOa1zCgducKFwjOOuushsfxwXg/ZpIPmi1VB01cCL/jjjtYpVJho6OjbGhoSGRqthLK77nnHnbzzTezG2+8UYxh1113HbNarQxAzW5Qxk4IDt/+9rc7uva9yqDYFmOMPetZz2IA2D/8wz/UPF6dYb41e4mxE5/RBz7wgbrn/f73v19X3OLHfexjH+v4WvcKg2I/u2Fs4sLl1p3q73vf+xgAdv3113d0T3uJQbEzzk4t4jVaZPngBz/IALAbbrihq+vd65B9bUKLeJ0xSHbTbfzUzSLeZz/7WQaAPe1pT2t4PVxPGMRFvP1iU4xtJkTdeuut7LWvfS0777zzmNlsFtepKAr75Cc/WfP6M844gwFgv/71r+ueT9d1ZrfbmSzLNeJ4t3H8fmFQ7KqbRbwnPvGJDKhdxHvMYx7DgNpdMK3oRKDfqwyKHdWb8xUKBRaJRBgAduuttzLGGi/ivec972EA2LXXXtvwPYLB4DbdMpFIMLPZzIxGI9vY2Kh5PbfT//mf/+noXnY7g2ZT7Y4RgUCAAWBf+cpXGGObG12cTieTJKnhYtza2hoDwILBoHiML2a+8IUv7Oh6e2XXLeLF43Hm9/uZ1WplR48e3fb84cOHmcViYaqqskceeUQ8/qEPfUh8cdXbcKs555xzGAD2qU99qu3r5RPvCy+8UDy2vr5edyFlayBUfb9bJ2wrKyvsyU9+srjmRn9b4Y9vLcPJaRXM7ycGxZY6GZT4Al07f9UTRS4QXHHFFQ3P/ZSnPIUBtRkL+4VBs6XqoOnuu+9mwGY5gm9961sMAHvd614nnm8klKfTafbc5z63pZ3NzMzUHMfHqAceeKDt+93LDIptLS4uMkVRmCzLdcsg8KzLeoEe/4y+8Y1v1L2mw4cPM2Aze7jecTtRpmC3MCj2sxvGJl3XRTmR+++/nzG2GdTzUkCNRK39wKDY2db77fci3jve8Y66xw3qIgyH7GsTWsTrjEGxm17ip24W8bjoVO98nLPOOmvbcfuBQbGpRmSzWfb1r39dlJszGo1sfn5ePM+TnNr5W1hYEMd1G8fvFwbFrn7wgx8Iu+mlnCZfTK62vVa0q4XtZQbFjurN+Rg7EescOnSIVSqVhot4r3rVqxgA9ra3va3htXHdcmt1lWuuuYYBYB/60IfEY7xdw8jISNt2vVcYNJtqZ4yoVCqinOYPfvADxtiJBbp2/lRVFefitvie97yn7XvsByp2Gd/61rewvr6OP/3TP8XU1NS25w8cOIDzzjsPP/nJT/CTn/wEBw8eBABMTk6K11T/dzWTk5O4++67sbKy0vb1nHrqqQCAxcVF8VgmkxGNL7fyile8oq3zvuIVr8D/+3//D095ylPwzne+E2eddRbcbjcMBgNKpRJMJlPT42VZbvMOBpdBsaVqNE0DADzhCU/AGWec0fS1p59+esfnH1T2sy094QlPwJlnnonbb78diUQCAPDSl7605TW85S1vwe23345Dhw7hfe97H8455xz4fD4YDAYAwOjoKJaXl8EYq3u8xWJp+R6DwH6xrc985jPQNA0mkwnXXHPNttdFo1EAwNe//nX827/9G5xOZ9vX1IpBtqX9Yj/1ONljkyRJeO1rX4vXv/71+OhHP4qPfOQjuOOOOzAzM4Nzzz0X55xzTsv33q/sZzvrBF3Xmz5PsXl3kH1t0sq+iFr2i93sZPzUzKYkSWr43KCOZfvFphphtVpx5ZVX4rzzzsMpp5yCXC6Hb3/723jlK18J4ISOcPXVV8NsNjc9VyutasEJngAAvZBJREFUijjBfrGrs88+G5IkoVQq4Z577sETn/jEpu+ztraGmZkZAJsxPafZ2EM0Zr/YUSNe8pKX4P3vfz/uv/9+fPazn8VznvOcpq/vxo6uv/56fPGLX8Qtt9yC173udQAgrveFL3whVHXXLY/sKPvdpurxhz/8AaVSCQCEXs59n6IoeNGLXtT2uR6tsWzXWenc3BwAwOVyNXyN2+0GAMRiMfHY2WefLf47Go0iHA5vO25jYwMAYLfb274eHjhXHzMxMdFQmG6HbDaLO+64A4qi4Jvf/Ka4H86RI0e6PjdxgkGwpa3wa73wwgtx8803d3w8D7SaPTc2NtbNpe1p9rstXX/99XjjG9+I73//+3jsYx9bc92N+OpXvwoA+PKXv7xtwTibzXbksAeZ/WJb//mf/wkAKBaLuOuuuxq+Lp/P44tf/CJuuOGGbc81Gn8GeexpxX6xn0ac7LHp+uuvx9ve9jZ87nOfw/ve9z589KMfBQDceOONXV3/fmG/2xnHaDQC2Jww1mN2dran8xP1IfvahOyrM/aL3fQSP3VjU6Ojow2fa3bcILBfbKoVY2NjOHToEO6++26sr6+Lx8PhMI4cOYJ3vOMdXSX7Uhxfn/1iV16vF0996lNx55134jOf+UzLRbzPfvaz4txnnnmmeDwSieDhhx/Gww8/jFAo1PZ1Dzr7xY4aIcsy3vve9+KKK67AO9/5TlxyySV1X8fHkWPHjjU8F39u65hz8cUXIxQK4Z577sEf/vAHnH766fjc5z4HYHMOOGjsd5uqx+c//3kAwGMf+1gMDw8DAHw+HywWC/L5PD7ykY+0fc2RSAQA8PDDD/ft+tph16VZ8cDyN7/5Dcrl8rbny+UyfvOb3wCoXfUdGxvDeeedBwD44Q9/uO24eDyOe+65BwA6yqb+yle+AgA499xz2z6mFclkErquw+FwbFvAA4AvfOELfXuvQWYQbGkrz3zmMwEA3/jGN1CpVDo+/t5778X999+/7fGf/vSnWFxchN1ur8mkGhT2uy296EUvQiAQwNDQEP7yL/+yrWO4I6/ntP/rv/6rr852P7MfbOvOO+/E4cOHYbfbkc1mwTZLdW/74wsin/70p+uep5Hv448//elPb/uaBoX9YD/NONljk9PpxHXXXYdUKoV3v/vd+O53v4uhoSFcffXV3d3APmG/2xmHT/Yfeuihbc/l83n85Cc/6ev7EZuQfZF9dcN+sJte46dmNnXfffdhfn5+2+NPe9rTIEkSfvGLXwgBr5rvfve7NWLdILEfbApAyzmYpmlYWloCgJpFFK4j8GSoTqE4vj77xa6AzWoXAPCJT3wCv/rVrxq+bnZ2Fv/wD/8AAHjzm99cs2Pl0ksvBQD8x3/8R9vvy6tpdKNv7Rf2kx014vLLL8f555+Pubk5/Nu//Vvd11xwwQUAgP/5n/9BPB7f9vx3v/tdLC8v19UtZVnGS17yEgCbO/B+8IMfYHFxsa0qZvuRQbCpan7961/jIx/5CADgTW96k3hcVVVcfPHFAICvfe1rbZ+Pj2W33XabWLQ8KZyUop1VtKrLurq6Kupx33jjjaxQKIjnCoWCqDvq8XhYIpGoOfb2229nAJjX663pXZLP59nVV1/NALAnPOEJTNd18dyPf/xj9pOf/KTmMcY2a4a/6U1vEnVP77vvvp7ut7r/QaVSEQ2jv/CFL9S8/tvf/nZN0+GtNHqcQz3xTrBfbKnTRp1XXHEFA8Ce97zn1a01HovF2L//+7/X1HzmNaiBzUbn1Z/H2tqa6I3whje8oaNr3ysMmi1trUHejEZ9p84880wGgP3jP/5jzeO//vWv2dDQkLCnrWPRII1RjA2GbV1//fUMbfTriUajogZ59fn5ZwSA/eu//mvNMd/61reYqqpMURT229/+tua5er1e9huDYD+M7Y6xifPggw8ySZLE6970pjd1dC97kUGxs633u7U32Z133skAMKfTyR566CHxeC6XE/3M6tlco15mnEHtacYh+9qkW/saVPsZBLvpNX56z3vewwCwc889lyWTSfH43Nwce8ITniBsamuc9OxnP5sBYJdddhnLZrPi8ZWVFXbGGWc0PG6vMwg2xRhjL33pS9k73vGOunFOIpEQ9+FwONj6+rp4bm5ujjmdTmYwGNhHPvKRuv2h7rvvPvb1r3+95rFu4/j9wqDYFefVr361uN5bb7112/M///nP2eTkpBhjtl7HzMwMs9vtIlavVCo1z8/NzbG777675jHeW+/3v/99V9e8FxgUO2o15/vpT3/KANT06NzKueeeywCwa665puZzWFhYYKeeeioDwG666aa653/kkUcYsNkD7wUveAEDwD784Q93dA97hUGzqUZ6eSaTYR/60IeYzWZjANhf/MVfbLuGX//618xgMDCn08m++MUvbnte13X2q1/9in33u9+tefw5z3kOA8Ce+tSnsqWlpZrn8vk8u+OOOzq6l3bY8UW83/zmN+y8884Tfw6HgwFgBw8erHm8mltuuYUpisIAsNHRUfbsZz+bPfvZz2bBYJABYCaTqa7DYIyxN77xjQwAMxgM7GlPexq74oor2OjoKAPAxsbGahoyMsbYBz7wAQaABYNB9oxnPINde+217KKLLhJCj8lkYp///Oe7vn/+w/nMZz5T8/j73/9+YWjnn38+u+aaa9gTn/hEBoC99a1vbWiEzYyTsf0tkA+qLXW6iJdMJoXdmc1mdt5557Grr76aXXXVVezss88Wn0c+nxfHcIHguc99LpuammJDQ0PsqquuYpdffjlzOp1igpjJZDq+/t3IoNtSP4Tyr371q8IuzzrrLPYXf/EX7E/+5E+YLMvs2muvbTgW7ecxirHBs610Oi0CIt4cuBk8yaA6IYCPV3/1V3/FZFlmj33sY9k111wjmlIDYP/yL/+y7Vz7cRFv0OyHsxvGpmouueQSBoDJssyOHTvW8f3sdgbVzjiNYnPGTojbVquVXXrppeyyyy5jw8PDLBgMspe+9KV1bY4W8Woh++qvfQ2K/Qya3fQjforFYiwcDgtB8nnPex678MILmc1mYxdeeCF78pOfXDdOmp+fZ5FIhAFgw8PD7PnPfz577nOfyxwOB3vSk57Ezj//fAaA3XXXXW3fz25k0GyKc/nll4s46JRTTmGXX345u+aaa9iFF14oFk/MZjP77//+723H/uhHP2Jer1dc18UXX8yuvfZa9qxnPUvY2tVXX11zTLdx/F5lUO2Ko2kae8Mb3iAS3iYnJ9mVV17JXvCCF7DTTz9dfOfXXHNNjd5UzR133CFscWxsjF155ZXsqquuYo9//OOZLMvb/ODf/M3fMADM7/ezq6++mr385S9nL3/5y7u+h93AoNpRO3O+Zz3rWcKO6mmghw8fZqFQSFzfC17wAvbsZz9b+NSLLrqoZkFqK9w3AmBGo5FFo9GO72M3Mug2xWNl/nfVVVex8847j5lMJgZsLhC+9a1vZaVSqe55vvjFLzKLxcIAsPHxcfbMZz6TvfCFL2SXXHIJCwQCDAB785vfXHNMNBoVi8pms5ldfPHF7JprrmEXXHABc7vdbHx8vOP7acWOL+L9+Mc/rvkBNvrbym9+8xv24he/mE1MTDCTycRMJhObmppiL3/5y9n999/f9D2//vWvswsvvJC53W5mNBrZgQMH2Bve8Aa2tra27bX33HMPe9WrXsXOOeccNjw8zAwGA7NarezQoUPsta99LXv44Yd7un++MPe1r31t23Nf+9rX2JOe9CTmdDqZw+Fg559/vjDaRp9Lo8c5+1kgH1Rb6nQRj7HN3Z6f/exn2SWXXMJ8Ph9TVZX5/X521llnsde85jXbMgiqBYK1tTX2ile8go2OjjKj0cgmJyfZW9/61n2zgMcY2VI/hHLGNj/HCy+8kHm9Xmaz2djjHvc49qEPfYhpmjawi3iDZlv/8R//IQI1TdNavv7rX/86A8ACgYAIoKoX477//e+zCy+8kDmdTma1WtmTn/zkhoHjflzEGzT74eyGsamam2++mQGbGcT7kUG1M06z2Dyfz7ObbrqJTUxMMIPBwILBIHvZy17GlpeXGy7W0SJeLWRf/bWvQbGfQbObfsRPjG3uWnnhC1/IfD4fMxqN7ODBg+yd73wnKxaLTeOklZUVdsMNN7BgMCjme3/7t3/Lstksm56eZgB6/i082gyaTXEWFhbYpz/9aXbttdeyM888k/n9fqYoCnM6nezss89mb3zjG5smKC0vL7O3vvWt7KyzzmJ2u52ZTCY2Pj7OLrjgAvZP//RP7MiRIzWv7zaO36sMql1t5Xe/+x171atexU455RRms9mY2WxmExMT7MUvfjH7yU9+0vL4Y8eOsRtvvJEdOHCAmUwm5nQ62aFDh9iNN9647fPI5XLsDW94A5ucnGQGg6FjbWw3Mqh21M6c795772WyLDf9ntfX19mb3vQmdsoppzCTycTsdjt74hOfyD7ykY80XKThfPKTnxTnvuqqq7q6j93IoNtU9Z8sy8zlcrGpqSl2+eWXs5tvvpktLy+3PNeRI0fYX/3VX7HTTjuNWa1WZrVa2dTUFLvkkkvYBz/4Qba4uLjtmEKhwD784Q+zJz/5yczpdDKTycQikQh7znOew774xS92dU/NkBijxkU7BWMMgUAAGxsbuPvuuweylxhBEARBNOPpT386fvrTn+LHP/7xwPbLIHYXZ599Nn73u9/hjjvuED1iiP0BxebETkL2Rex1ZmZmcODAAdhsNsTjcciy/GhfErHLoTieIAiCIE4OFJXtIJ/5zGewsbEBv9+Ps84669G+HIIgCIIgCKIJt956K373u9/htNNOwzOe8YxH+3KIPkOxObGTkH0RewHGGH7zm99se3x+fh4vfvGLoWkaXvKSl9ACHkEQBEEQxC5CfbQvYL+Ry+Vwww034OjRo/jFL34BAHjPe94DVaWPmiAIgiAIYrcRjUbx5je/GbFYDHfccQcA4Oabb4YkSY/ylRH9gGJzYich+yL2Gpqm4ZxzzkEkEsGpp54Kj8eD+fl53HPPPSgUCjjjjDPwD//wD4/2ZRIEQRAEQRBV0Oyiz5RKJXz+85+Hw+HAU57yFLz+9a/H85///Ef7sgiCIAiCIIg6pNNpfOpTn4Kqqjhw4ADe8pa34LLLLnu0L4voExSbEzsJ2Rex11AUBW9729vwgx/8AL/97W+RSCRgMplw6NAhXHnllXj9618Pu93+aF8mQRAEQRAEUQX1xCMIgiAIgiAIgiAIgiAIgiAIgiCIXQYVOicIgiAIgiAIgiAIgiAIgiAIgiCIXQYt4hEEQRAEQRAEQRAEQRAEQRAEQRDELoMW8QiCIAiCIAiCIAiCIAiCIAiCIAhil0GLeARBEARBEARBEARBEARBEARBEASxy6BFPIIgCIIgCIIgCIIgCIIgCIIgCILYZdAiHkEQBEEQBEEQBEEQBEEQBEEQBEHsMmgRjyAIgiAIgiAIgiAIgiAIgiAIgiB2GbSIRxAEQRAEQRAEQRAEQRAEQRAEQRC7DFrEIwiCIAiCIAiCIAiCIAiCIAiCIIhdBi3iEQRBEARBEARBEARBEARBEARBEMQugxbxCIIgCIIgCIIgCIIgCIIgCIIgCGKXQYt4BEEQBEEQBEEQBEEQBEEQBEEQBLHLoEU8giAIgiAIgiAIgiAIgiAIgiAIgthl0CIeQRAEQRAEQRAEQRAEQRAEQRAEQewyaBGPIAiCIAiCIAiCIAiCIAiCIAiCIHYZtIhHEARBEARBEARBEARBEARBEARBELsMWsQjCIIgCIIgCIIgCIIgCIIgCIIgiF0GLeIRBEEQBEEQBEEQBEEQBEEQBEEQxC6DFvEIgiAIgiAIgiAIgiAIgiAIgiAIYpdBi3gEQRAEQRAEQRAEQRAEQRAEQRAEscugRTyCIAiCIAiCIAiCIAiCIAiCIAiC2GXQIh5BEARBEARBEARBEARBEARBEARB7DJoEY8gCIIgCIIgCIIgCIIgCIIgCIIgdhm0iEcQBEEQBEEQBEEQBEEQBEEQBEEQuwxaxCMIgiAIgiAIgiAIgiAIgiAIgiCIXQYt4hEEQRAEQRAEQRAEQRAEQRAEQRDELoMW8QiCIAiCIAiCIAiCIAiCIAiCIAhil0GLeARBEARBEARBEARBEARBEARBEASxy1DrPXjfffe1fQKbzYZAIIBcLgcA0HUdmqZB0zRUKhVUKhXxmK7rLc83Pj6O2dnZtt7bbrcjEolAlmvXIiuVCg4fPgxN09o6z/j4OBwOR8PnGWMoFotYWlpCLpeDJElgjLV17kaEw2Gsra2hWCwCAFwuFwwGA4rFIoaGhmCxWKAoSk/vsZvoxKYmJydRKBSg6zoYY8J+uD1xW9I0reX34HQ6IcsyEolEW+8dDofhcrm2PZ5KpTA3N9fWOUwmEyKRCEwmU8PXaJqGQqGAmZmZnm2JMzk5iePHj4t/j46OIpVKwWq1wul0wmQyQZKkvrzXo00n9gQABw8eRDqdBmMMjLFt9lRtU60IhUJYWFho631lWcb09HRdW1haWkIsFmvrPIFAAD6fb9tYV02pVEI0GkU0Gu3LGGW322G1WrG2tgZg815CoRA2NjYwNDQEq9UKg8HQ03vsJjqxKZ/PB5vNhkKhAADChrhdVdtTK78nyzLGxsYwPz/f1nsPDQ1hZGRk22+5WCzi8OHDbZ1DkiRMTEzAZrM1fA1jDIVCAfPz8yiVSn2xqcnJSczOzorPxO/3o1AoQFEUeL1emM3mpja+l+h0jJqenkY2mxVjlK7rwpa2jlOtvgefz4dMJiPssxUTExOw2+3bHo/H41hcXGzrHDabDWNjYzAajQ1fU6lUkMvlMDc31xd7ArbHjKFQCPF4HE6nE3a7vakf3mt0YlOqqmJ8fByZTAbA9ti8esxqJzaPRCJtx0AGgwHT09NQ1dophq7rOH78OPL5fFvnGRsbg8fjafqaUqmElZUVpFKpvthUIBBAsVhEMpkEAJjNZni9XiSTSfh8Plit1oGNzcPhsBiXADSc67UTm5tMJni9XiwvL7f13sFgEENDQ9sez+VyOHbsWFvnUBQFExMTsFgsDV+j6zoKhQJmZ2ehaVrf/F51bD4yMoJ0Og2z2Qy32w2z2TywsfmBAweQyWS2xeb8/6ttqhWjo6NYWVlpazwDNn1uPVvY2NjAyspKW+dwu90YGRnZNtZVUy6XkU6nsbS01Bd7MhgMCAQCNb45HA4jFovB7XbDZrM19cN7DdKkaiFNqndIk6qFNKneIE1qO6RJ9QZpUrWQJrWdxlFnm5TLZTDGsLq62o/raTv4BoBMJoNisbgtCJckCYqitDX4SZLU1LGVSiWkUilhPAD64uA0TasxjNHRUVQqFRgMhl1tMCeLZDIpgvBekCRJCA7tkEgk6gZMnXwnLperqU3lcjlsbGzA6XT2LVjait1uh9PpFJO5/RIo9UK7k/JWdPKdcUGonj10MiGy2WwNbVDTNGQyGSQSCRHA9MOuyuVyzXtOTk5ClmWMj4/vq8lcN5TLZZTL5UfF78ViMQwNDW0TaTr5jRuNRpjN5obPF4tFJBIJqKqKUqkEoD82pes6ZFmuCZjK5TKNUdj8/jY2NjryV83OVS6X2359Lperu4jXyXfidrsbCoeMMeRyOaytrYlFmX75vuprDAQCsFqtsNls+2oy1w2VSgWSJPVtjOrk+yqXyygUCttsSpblpmL3VpqNUZVKBel0GoVCQdj6Tvi98fFxMMbgdrsHPjavVCpCmOnX+dqFL1BsjT06GaNsNltTmyoUCohGo7BYLGL+2O8YnYsDTqcTBoOB/N4fx6h+fM5cYG+XfD5fdxGvk9+50+lsOKbpuo5sNtt3v7dVP+ACfTgc7mh83Y+QJtUdpEk1hzSp3iBNajukSXUGaVKNIU2qO/a6JlU32uPBJr8BWZaRzWbrZs/yD7NfVCoVDA0NIR6PbzMiVVVhNpthsViafsDVmaKtcLvdDYPeYrGIxcVF5HI5WK1W2O12pFKpzm6oAcViES6XS3ym6+vrcLlc+zZY8ng8Nd+XLMuIxWJ1Bwo+ie5HwJRMJjE5OQkAIiO9GpPJBJPJBIvFIoJVTdO2OYR2M+gANM0kSKfTmJ+fh67rTV/XDfyc/LeaTCbhcDj2xEDUKfXGqHK5LLLnt9LJ99eKVCqFUCiEtbW1beOfLMuwWCzCpiRJqismM8baHjsNBkNDQbpSqWB9fV2IaqFQqO1MqlZomibugTGG9fV1+Hy+fbWzpZp6NpVOp0VmajXJZBJut7sv76vrOiRJgtvtrpudaTAYYDKZYLVaRZBUb9zsJOhqJkjn83mR6eT1emE0Gvvm58vlMlwul7BX7vcGYYzi/99IAM9kMjAajX1ZxIvFYohEIlhZWakbt5nNZmFTiqI0FSHbpVEAzhhDMpkUmaL9+t1wZFkWNhqPx2E0GusuSO4H6o1RxWIR6XS67us7+f5akc/nMTw8jGg0us1GFUURsTnPrq43vmia1vZY0mwhtlwuY3l5GalUCqqqwufztb27rxV83IvH4wA2xyiPx7OvdrZUUy82j8fjdWOmaDQKn8/Xl/ctFosiI7/evMpoNIoxittBvdi8Extv5mtyuZzYfdfv77pSqcDlciGZTELXdUSjUTidzoHxe7qui9/TVrgw148YPRaLYXx8HCsrK9viNlmWYTKZxDgly3LTuLod+Dnroes6YrGYEGrr7SLtFl3XYTQaxcLQ+vo6AoHAQPk90qRIk+oF0qQ2IU2qP5AmtQlpUv2DNKlNSJNqTN1IgTtxvsrJGIPL5YLP5xMBuaIoKBQKSKVSfRGdOMvLyzCbzWL7Os+sY4yhUqmIMjc822p8fLzu9bezXdTtdsPr9UKSJFE2hTtMTdOwtrYmnHY+nxdbwftBNBqFx+NBOBzG0tISNjY2YDQam5Z52ctstSlJkhAMBsEYg8FgEINGMpnE0NBQ29t422F2dhY+nw8+n0/Yja7r0HVdZIxns1lomgZVVXHgwIGa4xljdYOtrfCyS9y5lctl8d88g5kHS/x5VVX79vuZnZ1FOByGxWLBxsYGlpeXYbVa+3Lu3cZWewIAi8WCSCQiPl/u6PnW+37Bs/9DoRDK5fK2EhulUgnZbBaJRAK6rmNkZGTb91AsFtsaSxwOB/x+P1RVFaU6VFUV75VKpWoWBfqZRVepVLCysoJIJIL19XWR/VlvzN0P1PN7Xq8XqqqKTB1FUUTJw2w227f3XlhYgNVqxfT09Da/Vy6XUSwWEY/HxY6Tqampbedop3Siqqpwu92iVE+lUoEsy8LvVSoVLC8viwApk8nA5XJhfX29L/e5tLSE4eFhUfZqfX0dZrO5aQbWXqVaYOI2pSiKKEmnKAoYY5AkCbFYDHa7vW9ZdJqmYW5uTpT54iWkuF0Vi0WUSiVkMhlomgar1Qqr1VoTRGua1lbJH4vFAp/PJ4J57vd4iZhCoVBT9qufk1cAmJmZQTgcRiqVQjwex8LCAk455ZS+vsduoZ7fs9vtCIfD4nFZllGpVBCNRvu6iMdj1HA4XNfvcZ/GY6xQKFTX79WbgFYjyzKcTieGhobEuFQdm/NFEO4/K5VKX3efZLNZKIoiFsFjsRgURRmY2BwAhoeHxe4RblPpdBpWq7XhYkw3zM3Nwe12Y3JyEqVSaVtsznf98Rj54MGD287RjrBqNBrhdrvFd1ipVKAoipj7lctlzM/Pi7GJ70xuJ+5vh/n5eYyOjsJisWBlZQWrq6tCWNtv1PN7fNzg8zwukGxsbIjYth/wRY6xsbGa8nbcF5VKJSEm67oOr9cLq9VaI9iUy+W2REebzSZic34c93uVSgXZbLZmp0U/x2Jg87fDBdJ0Oo3l5WVMT0/vyx0JpEmRJtVvSJMiTaqfkCZFmlS/IU2KNKlW1J351vvg19fXIcsyFEURX5rFYsHIyEjfL6pQKGB9fR0Wi6WlqLWxsQGz2VyzZZc7N6PRCJvNJoJ0RVFQqVSEEabTaTExdblcIhjf2NhAJpOpCbp2Yos579vCB8N+Bp67jXo2tbi4CKPRKIIYSZJE5pfFYumoHFgzdF3H2toaxsfHsb6+3nQFv1KpIJPJ1GQ0lEolIWby7Dej0SicFxdIud1Go1EhGHBxa2VlZdv9pNPpmgyAfrCysoJgMFhz7/uRevbEt1ubTCYhFPLeEf0uMVMul7GwsICRkREsLy83HR/W19dht9trnAJ3iqqqivJviqJAUZSaevvZbBZzc3Mwm83weDxi10wikaibLd/v7zufzyOfz8NkMiGXy6FUKtXNCtwP1LOplZUVqKoqRCBgU7wZHh7u+3idy+WEANFKKI3H4zCZTOJ7qM50N5vNsFqtImON+z0+QUyn0yIj0m63i/tbXV1FPp+vseVSqdR3oXF1dRUTExNCOOv3os5uoVEAm8vlasYoWZZFVrDRaGy5yNEumqZheXlZLEY0+5xzuRyy2WxNH5ZisYhcLgdZlreVqOQ2pWka8vk8lpeXoaoqPB4PzGZzTRmxrb8TXsKsXzundF3HxsYGXC6X+A0Mkk0Vi0XEYjEYDAYR25hMJgwPD/d9nOb957xeL5aWlpq+dn19vSZTEzix4KKqKmw2myjJUx1H8RhsdnYWFotF+D2eKc8F+Gr67fdSqZSI80qlEorFoohR9xv1bGppaQkGg0EsmkqSBIfDAZPJJDLr+wFjDPF4XCwOtlqQSyaT8Pv94nuoVCpiwcVisYhymVtjcx4b8tJkfOdMuVyuu2srm81iZGSkb4t4wGYsEQ6HhZA3aGNUOp2u8XuKoojvst1Sg+1QqVTEQt7i4mLTsSEej8PtdtcImoVCQQhJfL7HRTN+fk3TkMvlsLCwAKPRCI/HI34v6XQaGxsb2+6H7zjs11hVLpeRSqVgsViQTqeFeDsosTlpUqRJ9QJpUqRJ9RPSpEiT6jekSZEm1YqORhGeKcLJ5/OYnZ1FKBSqGaT6AW9SPzw83DRoymazKBQKIgMul8vBbDZjeHhYZN0lEgkwxhAIBOpmQCSTyYZbnqvp92AUCAQQj8fF57afA6ZGVAcvjDEkEgkUCgUEg8G+ZZhxZmdnMT4+jqWlpabB2MrKihAseabdyMiI2FVQnX3AJ4pbaWdHRbFYhN/v7/6G6jA2NlbThHu/BkzNqB6HyuUyFhcX4fP5EAwGsby83Lf3KZfLWFtbQygUapqlxyf2vMwYd0ojIyOoVCqiV5SmaaI0y1aHmclk2hKUCoVCX7eam0wmqKoqxk0u6u3HgKkRW8flbDaL2dlZRCKRvr/X+vo6/H4/PB5P06ApHo/D4/HAarWKBROXywW73Y5isYhsNot4PA7GWEO7j8VibWWc93sMCYVCWF5e3rGeQ3uB6jGK7yzifm9mZqZv76PrOubn5xGJRFo2rF9bWxPlNUulEkqlUo3fq94REwqFtvk9njHXimw229fyh7Isw+fz1fi9QbOpraVwisUi5ubmMDo62rAkSrfk83nE43GMjo42Xcjj4xAXl/L5PGRZxsjICMrlMnK5HNLpNHRdh8fjQT6f3zZp5aJmK/o96XI4HCiXy8Ln9ku820tU3zNjDKlUCvl8HqFQqO/vxRddgOY763ipG5PJJBIIfD6fECxTqRQ2NjYAoKF9tpPBy/tk9JNIJIL5+XkxNg16bK5pmij3HAqFasbvXqlUKlhaWhJ+rxGMMcRiMZjNZlGaWNM0EZvn83msr68LkTAQCGzzcTyGb0Umk4HT6ezbWKyqKux2u5h7dNoPcD9AmhRpUv2GNCnSpPoNaVKkSfUT0qRIk+L0nAqg6zpWVlbg9/vrOo5eSCaTbdVozmQyYktpM0eVz+dhtVq7rmvNt9n3OqE3GAxi23N1ANfvetR7lUKhgGKx2NfsTE4ul6vJ3KtHpVJBuVwWYlUzEanXH3u/HE8gEIDL5aoRavnODmIzk3FiYqLv5213kri2tgaXyyVK7DSy62KxKPovdHs9Xq+3Lw2Tw+EwjEYjjh07Jh6rzg4dZHgfEr/f37dt/ZxYLNZW36FisQhd15HJZIRwWQ+eVd5t4NMvMdNms2FkZATJZLLmd0Nj1CbZbBZer7fv5+Xl4lr1Hcrn82LhYn19vWkpjF78XqVS6VsmXTAYhM1mw/Hjx8VjqqqSTf2R5eVljI+P93URD9iMo9qx1Xg8DovFIvxeI7vJZrNwOp1tlV+pR6lUathbrRNkWUY4HIYsyzU25Xa79+UuvE7hWbP93I3HSSaTMBqNTedn1SXsUqlUU7vudaLfL7/n9XoxNDSEpaWlmvF3P5bS7IZ+9nKphu+maUUikYDf70c+n8fq6mrDuWGv2f6lUgk+n68vYzFfpKoeo6p7Rw4ypEl1DmlSzSFNqnNIk2oOaVKdQ5pUY0iT6pz9oEn1xfJLpRKMRmNfaykDwMjISFND4ORyOVQqlZaZS4VCAV6vt+uAyeFwiB9Kp7hcLjgcDrFFX5KkmkmwwWDYMzVYTwbr6+uYmJjA0aNH+3pes9nc1vdXKpWwsLDQ8nW9BHS8pFS3x/IGn7quw2QyoVwu1wSCPp+PJnVVFAoFDA0N9bVUhMlkakt45JnsrQKZXkt2uVyurmvOW61WUdaPZ6Lzmuccp9NJYuYfyWQyCAaDfQ+YRkdH2xIf8vm82MHVjFwuB5vN1taOlnrY7fauhAbe48NqtdbUza++DqvVSn6vimg0iomJib7uxuO046vy+XxbtteLUGCxWLoeo4xGo+gJwG2K94vhBAKBgcrKbAYvudKLUFgPl8vV1k4BXo6lVQ+QUqnU0zjgcrmg63pXi3h2ux0ul0v8W5KkmgkdL6tHbBKNRnHgwAEcPny4r+f1er1t9R3ipcBaCQC99vdxOBxdCQ2yLMPr9Yqywjw2r/bTLpdrTwkFO00qlWq4g6QX2l3cyGazLcsDA735PafT2XV/MZPJJHqEMsZEibNq2/T7/X3fPbpXIU2qNaRJdQZpUq2PJU2qM0iTag5pUp1BmlRz9qMm1bfl69XVVfh8vr6stjscDng8HhSLxba24Obz+ZpeLo2oburaDYVCATabra0fiNvtht1uF5mj6XRa1M8/5ZRTRPah3W4Xk03KzDwBb2rfL0ZGRmA0GtvaqgucKKfTagJfLBZhNpu7yiDnNYHbOd5gMMDj8YgAqVQqiRIKU1NTws4mJydFLyNey53YhNc97kfAZDKZRFP1dib/QPvZI71kkCcSCTidzrZeWx0g8R4fy8vL0HUdZ5xxBmKxGBRFwcTEhCgzRGJmLdFotG1BuxUejwdOp3Nb74tG8DI9rcaOQqGAQCDQdcBUKpXgcrlaBkxbAyTesyUWi8HpdCIUCiGTyWB0dFSM7xaLhSZ1VeRyub6VcpBlGcPDwzAYDG03Um93MtSLMJbP59t+H5PJBI/HIxbrisUiNjY2UKlUcNppp4nSVdV+z+Fw0KSuiqWlpb6Vq7NarRgaGhL9FtuhXb/Xi92n0+m2d/M4HA7hIzVNQyaTET789NNPRzweh8FgwPj4OEqlEiRJ6lp8348wxrb1N+sFv98Pi8WCZDLZlg3k83kYjcaWfo/3+Ow2g5zv7my1c0pVVbjdbrFox/3exsaGGH/z+TzGx8dRLBZRKBRE3yliE96brh8YDAb4/X6oqtp2bN6uv+glNk8mkzW9oZphsVjgdrvFzp9CoYDV1VVomoYzzjgDiUQCpVIJExMTKJVKKBQKFJtvgTSpWkiT6g3SpGohTap3SJOqhTSp3iFN6gSDoEn1bRZRLpfhcDj6EjC5XC7Mzc11dEy7mde9CmT1MvuqJ3Fms1nUGX7wwQe3ZcWccsopWF5eFsLa5OQkgMGsPd4K3iul20k4x+v1tl2/mZPL5doSCnK5XE9loHjd4K3HWywWeDweMQhpmoZSqbQtC4w3yX7ooYcQDAZRLBbh8Xhgs9lIJNgCLz3Sj+bygUAAi4uLHZ3nZAgFzYQ1PkHjvTQAYG5ubtvuhQMHDqBQKCCdTos66XxiR+J4LcViEYFAoC8Bk8Vi6UhoLxQKNTtIGtFrGahyuVz3eKPRuCk0GRQczh3GfGYesfUY5lbmYJSMOMV+Csat43AZXIhEIjh27JjozzU2NrYto444QT92To2MjCAajXYktHNbaZXN22sZqHw+X7f8odVqFeJl9e6qrRnIPp8PiqJgaWkJw8PD0DQNXq8XDoeD/N4WeFZ0PxgaGsLCwkJHv9uTEZs36rlRPYkzGo1iwn/48OFtv4vTTz8diURCLBSPj4/Dbrf3VbjbL5TLZfh8vp53TlksFjDGOprv5XI5WK3WljF3r2Wg8vk8bDbbtkW86sQCnjCgaRoefvjhmtfxxaRHHnlECBZ8wZJ2Cm9HluW+9M4ZGRnZVrq0FZ0kr3Q7f+CLufXKH/LEAm5TjDGsra1tS5SIRCJi55XL5YIkSfB6vahUKmRTWyBNijSpfkOaFGlS/YQ0KdKk+g1pUm4YjUYx3jDG8OCDD9b4WUmS9o0m1ddFvHK53JfsTFmWOy6D0O4PuZcvSFVVkfHmdrshyzIMBgPS6TRKpZJoXJxKpZDL5TA+Po54PC4cvtlsBmMMfr8fMzMzcDgciEajovQKUcvS0hIOHDjQc8CUTCYxOjraccBks9laBkK9loECTogCNptNOPV4PC4ahJZKJSwvL2N4eHhbE2SevcobHq+srMBoNJJQ0IC1tTUEg8GexadumtS3O0b1UgbKZDIhl8uJDDmDwQBVVVEqlUSmZbFYRD6fFzs0bDabEAskSYKiKGJc4w1fR0dHKSuzDtlsFoqi9CUINxqNkCSpIx91Mna5KIqCUqkkys5JkgRVVbEYW8Q3576Jn6z9BEcTR5HX8tCYBjCAgUGCBItiwah1FC9QXoDzh85HNptFpVJBIpGgWvYNWFhYwNTUVM/l6nhs0UnjdC4U5PP5pq/rpQyUqqooFotwuVwwGAxCyDcYDCJDju8uWFxcRCgUQjgcrpmg8ix3bteLi4swGAxCrCJOwHdO9UN8qlQqMJvNLe2jG3opA2UwGFAsFmG324UooKoqcrkcstksRkdHUSqVkMlkEIvFRAYm71fEJ3tutxsPPvgghoeHsba2huHhYfJ7dYhGozh48GDP58nn8wgEAm2VqOMUi8W2dm31WgaKJzM4nU6xWKeqKpLJpBhrdF3H2toaPB4PJiYmsLKyIuYMXMxwOp0oFouIxWIwm82w2+0Um9dhcXER4XC453J1sVgMXq+3o5JSfBGs1RjUSxkoHpvznczVvorvRMzn86KkNe//Uz1XMZlMUBQFxWJRPBeJRGiMqgNpUqRJ9RvSpEiT6jekSZEm1U8GWZNKp9PQdV2UmY7FYpAkCRMTE9jY2BBxG9cP/H4/EonEntak+rqvOZVKtb1tthndTObbNZxehAJd1xGLxaCqKlZXV7GwsCC2iQ8PD+PBBx/E+vo6SqWSGLgcDgcikQhCoRAKhYIwtkKhIGphr6ys7LnV35MB7+fSK92srvOa+u3Q7XfH6zsnEgnk83ksLCxgcXER5XJZ7HI4duxYTfZnNBrF2NgYwuEwPB6PKMVgNpuRTCZFI+Hq2vbECXgZqF5hjHX8vVcqlbYcBA/Wu8FgMIgMnFgshoWFBayurqJQKGBkZATHjh3D4cOHoWkaHA6HaEQ7Pj6OcDgMWZZrAjVd15HNZnHs2LGem6fvV3gJgV7pJuA6GeUwdF1HIpEAYwzLy8tYWFjAQ9GH8Na734r/eOQ/8PuN3yNbyW6We5FkqJIKg2yAJEnIa3kcTR/F/73n/+L1d70edxy/A26PG8vLy22XkRk0NE3rOfjm5+mUfD7fVunAXspAGY1GFItFpNNpZDIZ4fe4OB+NRnHs2DFomgaLxSLsLxKJIBwO1+yOUVUV+Xweqqri6NGjO7K4tB9IJBJtlfdqha7rHfu9doUCHjd3gyzLiEajUFUVGxsbWFhYEMJlMBjEww8/jOPHj0PTNCGEqaoqbKr6vjRNgyRJSCQSmJ2d7UsMuh8pl8t9KY21k36vl3kVj80rlQqWlpawsLAgYnFJknDkyBGUSiVRgiwWiyEYDGJ8fByBQKAmNo/H4/D7/Zifn++qb+MgwOfHvdLNfI8nr7SCly/sBqPRiEwmI8TLhYUFzM/Po1Qqwe/3Y2lpCceOHRMiVKVSQaFQELE51xSATfvntnf06NG+lLXdj5AmRZpUPyFNijSpfkOaFGlS/WYQNSm+M9jlcuHBBx9EJpNBsViELMtIpVIYGhpCJBJBMBgUMbjJZEIqlRLJzntRk+rrkiPPLukWWZZFdtpObeUvFAqwWCwdiz0Oh0MYRXXAzLdh8qx5u92OtbW1mpIgiqJgenoawIlSMHxg4gJCLwLGfiabzXadAcKDjOHh4a4yJ3daKBgbG8Py8vK2e+NZ5byutaZpSCaTwhFmMhl4PB54PB6xO4GX7RkeHqZM3yZomtbT2MIFHI/Hg+PHj3d0bC6XE9lpzeDlJzrdDs+b3m8do/L5PNwjbvz37/8buWIO4+5xeNNexKInHJYkSZienobBYBBjpN1uRzqdxvj4uPjc9lKt6JNFPB6Hw+Hoqfyhw+FAuVzeMYG824mnz+dDPB6vubfjueP4+EMfx3pxHUWtCDBAlVUw6Y/X/sdLUiUVkiyholdQKBewmlvFF3JfwIq0ghvPuBEG2dD2JGLQ6LYUDnDC73XT4LpUKrX9G+/W7w0NDdUt+8L7YvH+EJVKBbFYTATW6XQawWAQXq9X9M8aHh7GwsKC6A1Eu/Dq00kfwnrIsgxFUWA2m8XutXbhv/FWfo+XL+xUkOY+i2dTchKJBA4ePIgjR45A0zSRdVkdC8qyjAMHDkCSJCFw8kVmHps3Kt0y6CQSCVit1o52E3D4GOXxeLoa63ZaIA8Gg9jY2Kh7bTabTZTW47tcuU2lUilYLBaEQiFsbGxA0zS43W7ReyoUCpEtNaGXxShuEyMjI5ifn+/o2EKhALvd3lIX0DSt63jFYrEgGo1uE7OdTidWVlaQTqdFubz19XXhu2OxGMbHx+F0OkWM6PP5kEgkhN/rR9LPfoQ0KdKk+g1pUqRJ9ZNB1aQikQhmZmZEBY1MJlNTkYE0qe4ZNE0K2LQpv98vKjkYDAasrKwI/SAajcJoNGJiYgLLy8siKYLfXzgcBtD+wvZuoa9XyhircTKqqkJRFFHaxmQywWAw1HzJuq6LP4vFAlmWOx6IgM6EAqfT2VHAxOvQ19vunMvlRLBktVphMBi21fRXVVVkDMTjcZjNZvh8PlETW5blvpSm2Y8wxsT3yoUkbk8Gg0FszZYkCZIkiYxqblNcFOqmPvBOZRQYjUaMjY0hGo3WtdeZmRnx/uFwuG7pBqvVirW1NZF1ZzAYEAqFMDc3B03TMDw83HXmzH6n+ntVFKXGpoxGI4xGo3gN73fCbUpRFFgslo5FAqB9oYA3sO6E4eFhmM3mbb2jdKbjjtU78NP7f4pMJQMGBvOqGSNHR3D12NWYtG72P1jOL2N2fhbzy/NwRp247KzLYDaboaoq5ubmwBgTvRKIWvgYBWzaVvU4xctu8TGKU+33eImSTntudEI3PcwmJyeRy+VqJpuJcgKfmv0U1gprKOklQAIUSdlcuKsT6zEwyJIMBoaCVoDJYMIP5n+AQraAl02/TAgJxHZ4eS9eyonbVHVJEgDb/B5jTJT82kmBvNPg3mazwe/3Y21tra7PPHbsmHj/ycnJuvGW0WgUAXipVIIsyxgbG8Px48fBGMPY2Bg1Om9A9fijqqoovVVtU438Hh/H+HfUCZ0IBUNDQx2dOxQKQZKkbX4P2BxjeZ8yg8EAl8u1bVGbi7OapiEajcJut8PhcEDXdeHjDxw40NE1DQqMMbEzgPu96ri8OjbnVPs9m82GSqXSVSzViVDQSVkhWZYxPj6OZDJZd+ystrPR0dG6uwvsdjuSyaTo5+lwODA2NoalpSVUKhW43e6+7Irdj1R/r9V+z2AwiDGKi8FbxyhJkmCz2bC2ttaxQLSTyStDQ0Ow2+1YXl6ueyzXD2RZFsLm1vfjO42BzX5aiqIgEAgIvxeJRDq6pkGBNCnSpPoNaVKkSfWbQdKkODw2l2UZwWAQR44cqXme7yzkSS0ul4s0qTYZJE2Ks7GxIRaBvV5v3YpG1a0gEokEfD6fSHYuFoswm817Ljbv6yIe//JDoZDYEqvrOiqVihjYK5VK0yB4amqqq/fm5TBaBUyd1ov2+XxIpVIt6wwbDAYEg8G6wZ7RaISiKJicnEQymUSpVILX64XP58Pc3Bz8fn9fytLsR6LRKE477TQh/Om6LjIweH+lZhM2r9fb9WfbSbPzTjKzgsGgCGyaMTY2hlwuV7f8jiRJGBkZQTabRTKZRDAYhMFggNlsRjqdFk1iie1UKhWcdtppiEajwp40TUO5XBYZ/c2C4ImJia628e+UUCDLMoxGY90GtLet3IbvrX8PqqTCZXDBbDIjW8xiJjeDf5/5d1w+cjl+l/wdHs48jIpUgQQJDAxfXvoyLpm4BH9+8M9F3em9lJ1yMuH9wbgtVdtUoVBAJpNpWj5FUZSuRZh2a9UXCgV4PJ62A6axsTGsrq5ue/0v47/EanEVZVYGpD/utpMk6Kz29yL+zSAms4wx5LU8fBYffpX4FS6UL8QBiQTyesTj8YZ+L5PJtPR7nfbbqGanhAK/34/Z2dmWY1skEkEsFmu4ABmJRJDNZpFIJOD3+wFANKVupxTooGIwGDA9PY10Oi3GqUqlglKphFwu17KM69TUVFcZ3vl8Hg6Ho6VQ0GkPM6vVinK53NbOwPHx8br+kQsmU1NTSKfTyOVyCAQCADbHTL/fTxnkDUgmkzjjjDNgMBhqfF+lUhFzvWZ+z2KxwOfz7eg18l0m7Y6FoVAICwsLLeM7biP1djqrqgqbzQaTyYR0Og2n0wmXywW3243V1dW2+vkNKqlUCmecccY2v8djcx5XNSISiXRdUnmnklccDse2hbl6jI+PY21trWEsNzU1hUwmg2QyCY/HA8aY6F3Wbpm9QYM0KdKk+g1pUqRJ9ZtB0qS2whM2t56f6wbc72UyGQQCATDGkM1mSZNqwiBpUlvhPazr2R5fEJ+YmEAikRCVMrxeLxYXFzE0NLTnqvn0/RcwPz8Pt9vdcRknTrc1bnO5HFwuV1sG0e5g5HA44Pf7W2ZhcSGpXokoAEIc8Hg8sFqtQqzQNA2jo6NUrqcJmqYhk8kgm812VVO7WCzu+HbrbDYLm83WVmZVKBSC2WxuGixVZytt/R3ltBx+l/wdVldWIUsyDg0fwlNGnyJsSJZlWK1Wcm5NWFhYwPT0NNbX17sSJUulUtflKtr9nXeSOT49PV1XpNoobeCn0Z/CIBngNrs3nbbOYJAM8Bg8WC2u4j9m/0MsxCj4o/2oVmTKGXzlka/gVyu/wrue9C7R3Jqoz8rKChRF6crv9VJOI5fLwWQytTy+XC63LfT4fD5R4qmail7Bzzd+jqJehM50qJIKSJsLdowxaEyDjjp2ywAJEmRJRknbzAhmEsOnH/g0/mT8T2BWe6/dvt/I5XLI5XJIJpNdlRgrFotd21S7QWyxWITRaNyW5V2PSCQCVVWbjpsul0tMWOtl+gKbY7eiKPD7/bBarSIb2m63I5fLURzVhOPHjyMcDmNtba2r47stddfJ2NOu3zOZTAiHwy0X8Px+P/L5PNbX1+vOLUqlEo4dOwan0wmr1SqSDRhjCIfDyOVyFEs1IZFIoFgsthSU61Eul7ue7/GenK2O5wux7SzijYyMwGazNT2nwWCAzWaD2WxumKW8srICWZYRCAREbzMu2rpcrj0nEpxMEokEhoaGEI1Guyq31Ivf24kSrVNTUy3HNI/Hg1QqhWKx2LBf4uzsLIxGI7xeLwwGg9hhyndP0RjVGNKkSJPqJ6RJ1f8dLS0t1fg90qTaZ1A0qWp8Ph+SySQymUzdMZIxhuPHj8NqtcLpdNZUpuFJqqRJNWYQNKlqZFmGx+Npuit1Y2MD8XhcVEfg9lQul+H3+ztOJN0N9C3VhpcmYIxBURS4XK6uzlOpVLoKHjqpjcuD31bZTx6PRzQKboTFYoHFYhGNgRuhaZroscC3nKuqilQqRc6tDryUCm+0PDIy0pVdZLPZrjNf281SKRaLcLvdInBuBC/rU68ERjWBQABms7nGCTLG8OONH+NdD78Ln1v4HL63+j18Z+U7+Nff/yte9bNX4Sv3fkW8lpcyIGrh2UEWi0X0DeiGdDoNr9fb9TW0g67rGBoaamm7fr8fGxsbdR31vcl7UdAKsCk2KLICg2pARdt0rEW9iKJeREEvIKflkK1kkaqkEC/FsZxfRrachV21YzY1i3f/4t2ooEKZmXXgfo/3c+q2lF+3AXg+n29795Esy/D7/S39jcViEY2Cq/lD+g9YL69Dhw5FUiDJEsA2r73MymIBj+kq9LILTFch/fF/AKAxDRVWQaKYgFN1YjW/iruW7urirvcvvMShxWLB2toaQqFQV+eJx+MIBoN9vrpa8vk8AoFAy900vJwT76fRCK/XC5fL1VDIBCCaVy8vL0PTNKyvr4sgnPoj1EdRFJGBWCwWxS6iTimVSl3vdOzEdwwNDbUsaRIIBLC0tNTUVgCIXeTN+s9omoZ4PI5MJoN4PI5CoQBVVUUctdcmdTtNdWzOJ8TdzGEqlUrXO4j4LpdWaJoGs9mMQCDQ0gZVVW0rNjcajU13ezHGoGmaGKPm5+eFOJBMJmnXVB2qY/ONjQ3Rn6RTEolE136vk+SVkZGRlqV/uS9bXl5u+jo+d2yUuAJs2nE+nxe9zZLJpPB7kiSRhlAH0qRIk+onpEmZmy7M8B2uS0tL0HW9ZtwjTao+g6ZJVWO32xEIBETPsnpomoZ0Oi3i83w+D1mWRYxOmtR2BkmTqsbtdsNoNKJcLjddcNY0TVQ8WFxcFDsHE4nEnvR7da+4URC89Uvl/66upcoDA7vdDr/fj8XFxY7KW3Dhan5+vuNyTe06VB7cDA0NIRaLCQEI2CxDVSwWEY1GoShKy+azXq8Xq6urbWcpx+NxHDx4UBgLr4e+32nHpqr/m28B5ja1srKCsbExGI3GbbWTW5FIJDA8PNxW2aVqeKmlVpl4qqpC13UUCgVEIhGsrKyI3Ql8W/Lx48chSRJkWW6ZocIYE/0PON9f/z5uW7kNAOBUnZt9qLApjMfyMXxu7nNweV34s7E/63rw3Us0m6jXsyleP5zbFS/NMzU1hVwu1zTDYyvpdBqhUAj5fL7j0j3tjlEmkwnFYhGKoojyKdymvF4vLBYLFhcXRUBTL+slp+U2J/iKCk2vzaxJVVI1u6ZkyIAEbH5cm2UP1wprGLGO4FjqGH659ks8x/Ocju51r9GL36tUKlhZWYHb7cbY2BiOHTvWUcb2+vo6wuFwx3Xtea3zdlAUBfl8HsFgEKurqzWlqSKRCOLxONLpdEO/N5+f3+yDx040rAaACtu0K3NFxxMTPowng1hjQ/ihfBA590Mwen4BSWKiVGumlIHfuJn1dNfiXbgoclFH97xX6HaMqh6nVlZWMD4+DkVROupHpus6crmc2NXQCbyGfqv4y2QyiUU1viuKj1EmkwnBYBAzMzNQFAWMsZYZ6ZVKpe1dYvz+xsbGxOc1CPTq95LJJCwWC6anpxGLxZoKx1vh4np1fNMu7Y5RRqMRqVRKlF4qFovivfhCDN/plMvlmtooFxNaxfCcVCqFAwcOCOG3UCjAZDK1dexeptPYvHqM4otVIyMjsFgsohdTu8RiMYyNjbUUEbfS7sIFF3ny+TxCoRBWVlZqSlNNTEyIibyiKC0XhY1GY0fXGovFRE/FUqnU9a6evUSvfk/TNMRiMUxMTHTcl6VYLIIxBqfT2fK73Eq7Ao7ZbBYl84LBIKLRqBijHA4HPB4P5ubmIMuyKNvYCEVRUCwW255/cPvx+XzQdR3lcnkghEzSpEiT6jekSfWmSTUjmUyK8btcLpMmRZpUDXa7HZlMRvQwawUvc2+32zeThstlis3r/HvQNKlqHA5HRz46Go3i4MGDkGVZlBndiwmbdaPWVplj7cC3c3c6eGuahoWFBYRCIWxsbLRdL7XdQNZkMgnDyWaz8Hq9omF2tcgRDofbGgx5EN4umqbhoYcewvT0NIxGI+x2+55c/e2UfthUuVzuqk5vIpGA0+lEOBxuWF6iEa3sV1EU2O12yLKMdDqNcrkMh8MBu90uyugsLS0hHA5DluWWIiW3zWo2Shu4Y+0OyJIMh1qboa5ICpyqE6lSCp+671N4ov+JsJj2f1+gftgTsDkh7ybAXFhYQDAYhNVq7Si4bee9ePN1XdeRSCTg8Xjgcrlgs9lQKpVQKpWQzWbFb6HROOU2uAEGQAG08gnnXdbLyGu1x5Q1Bbpm29w9JWtQ1TxKKCBZTEKChO/Nfw/PPuXZe9LJtUs/bCqXy+HAgQMdf05cyBkfH8fS0lLbYh+3k1bwciY8m83tdovmxrquY319HW63Gx6Pp+GErqgXoTENbLM+5uYuPJ2BgcGg61Ak4AH3BlyGZfxNNIeXwYF3Rq/BvTgfJu//E+fRoaPIijAqRjwYe3BPljBoh36NUcBmk/BO2djYgNfr7UokbwXPSJYkCalUCpqmweFwwOFwoFQqQZIkrK2tIRwOQ1GUhs3NOQ6Ho2PRNRaLIZvNYnp6WmS07nf6FZtbrdaOFz4ZY5ifn8fY2BjS6XRbpZo6gffp4ZPPoaEhWK1WIZpns1nIsoxIJNKyNxawOeZ1UkqGMYbDhw8jFArBbreL8XG/0w+bKhQKmJ6e7vg43ptjfHwci4uLbZfwaafnhizLsNlsIjYvFotwOBwiS1iSJCwvLyMQCEBRlLbsudPF60KhgPvuuw9nnHEGJEmC0+ncl76umn75PVVVu8oiX1lZQSAQgMVi6Vgkb+eaVFWFpmlIJBLQdV30YCkUCmCMIRaLIRKJQFGUlmUPfT5f050I9VhaWkI2m0UwGIQkSQOxw4U0KdKk+g1pUt1rUq1Ip9N48MEHcdppp0GSpIFYcCFNqrUmxfF4PB3PSWdmZuD3+zE0NCQq1ux3SJNqrklVwxcv26VcLuOBBx7AaaedBgCiZOteY0c9dbPGia2Om5ubQygUajtg0nW95Y96fHwcuVwOR48eFddVb7BLp9Mi47gZTqezq5rYPFjSdV04W6I1PLOxG1KpFLLZLMbGxtrOLFhdXUUwGGzqbHi2AG+iWSgUUCgUttnV4uJiW0F4KBTaJnj+Kv4rFLQCPAZP3WMkScKQfQjRfBQ/X/k5Lp+6vJ3bI7AZwHRrU8vLy0JobHecKpfLMJvNDcucBAIBqKqKhYUF4TT5bomtgqTRaGzai+ZxrsfhtpXbkCqlYJNO1LQv6SWxC0+ChIpmgF52ga/MMF1FpeSAwawhU87AZ/HhWOoY8pU8rIbutuYPCryvRDeUy2XMzs4iEom0nX3OSxo2Y2JiAplMRuyS0DStrt/L5/OIRCINs+MUSYHOdMiSvLk4jM0FOTAGBqAgSygx4Kc2I65MZfG48jI+onwClybehIr7fyHJlRO78SoZOE1OpIqpzdKtRmp63ghFUToWjzmxWAxGoxHBYLDtCcHKygr8fn9DAVRVVSFo8eCa9wfZale6rsPj8bQcY71eb0c7LoDNSUAkEoGu62L3FNEeuq539XkxxoRYkM1m2/adkiSJnhb1CIVCKJfLmJmZEa9pJETwjN9mtNurcSvhcFj0SrDZbHtyUvdo0Etsns/nxeJwu7E5XyhptvDPn+c7mEulUl2bWlxcFI3umxEKhTruJynLMg4ePCjE025LGw0ikiR1bVNra2twOBzw+XxtZ/snEgm43e6GdmC32+F2uxGNRsU8jtvf1vfgu9lbYTabO15odLvdGBkZAWOM7KlDSJOqD2lS3TGomlQrDAYDpqenRclsiqPaZz9rUtV0uqt5eHgYHo8Huq5TbN4B+1mT4gQCgY6qynBOOeUUAJu/OV79Za+xo556cXERY2NjNU1RO4Gv7PNs7lZomtbyde02Dm2nd4jb7e44exzYdMTtbosnTlAoFJBOp7vKfAJQs023nZ0Nuq43zV5wu91Ip9NtOS1el79Vhlu9AfdI9shmZ6kG18IYg6RvPveHtT8MTGmxfrC6ugq73d6yr1MjEokERkZGEIlE2nIChUKh6Y4Rk8mE9fX1tsaFXC7XtISDQ3Xg+ePPBxgQL8VR1Iuo6JVtu/CYZgMgAZIOSAyQdDAAWtkGnemoaBXoTEdZp7GqFYwxLC8vIxwOd519WCgUEA6HMTY21vNk2mAwoFKptC1kaZrWsHeIXTlh3+yPq3g6dCiMgUkSZAZoEqBJDGG9ABmAFxlcxB75o41tHidBQrFSFAt6GqPxqhmpVAqVSgWjo6NdHV8qlWA0GhGJRNoa53Rdb2p3Ho9H9ChoRblcbktoZIx1LK7l8/ma/mXk99pncXERPp+v694s8Xgc4XAYoVCorXGuVCo1jX14A/Z2vkNeRrUZHo+n7TKa1aytrYldnZ3sZhh0KpUKotEoJiYmutrFwctKhcPhrse5aqxWKwqFQtu7nBhjLft48N6encAz11VVRblcpjGqA6LRKFRV7WoXOrC58OFwOBCJRODx1E+ArKZQKDRddHE4HIjH423tSikUCi17FLWzm7QePB4wGAzI5XKUvNIBpEnVhzSp7hhUTaoV5XIZmUwGqqoin8+T3+uA/axJAZt+tN0Fxmr4Io/RaBS73onW7GdNimOz2bpKXtnY2BD+uduF80ebHV3Eq1QqOH78eNcNN+PxOFZXV2t6ZLSikbOIRCIdZVGura2JMhn1sNlssFgsXTmnTCaDBx54AA888ADm5+dJLOiAaDQqhLtuWF5exuLiYlult4aGhhqW2FFVFS6Xq+2BiDGGpaWlpiWHgsFgXcekMa3lVuhSuQStoiGejIvyZkR7zM7Otmwo3ghN07C4uIjFxcW2hALe7L4egUAAuVyu7UlUJpNBuVxuKGgqioJrz7oWrzzwSoxZxlDSS8hqWWFLCpTNhRRdhdhaJWDQ9c1eVsVKEaqkwqpS1m87FAoFLC0ttQw8GrG+vo7V1VXRcLcZqqo2FRbHxsY6qq2/tLSE4eHhusHemc4zocqqWMDjyNi0J763U4eE3xstKEkK8jDCL8UgKScCLAnS5uKwXoFBNpBdtUEn32E9lpaWMD8/39aCmt/vb7gLymq1wmg0tl1Kkfej4X2h6sH72nUKYwwzMzN44IEHMDs7i3w+39V5BhH+2TWKb1vBx7j19fW2/F6zRbHR0VFRmq4d4vE4VFWF3++v+7zBYIDL5epqUlYsFvHAAw/g/vvvx9zcXMPsZGI7qVQK0Wi07ab2W1lZWRG7hVsJBRaLpakQ1Gm/oaWlJUQikYbv6/f7uxYvVldX8cADD+DIkSPY2NggkbwDFhYWeirtt7i4iLm5ubZ6fAUCgYZ+j+8AaFcoKpVKSKfTmJiYaPiasbGxrmxB13UcOXIEDzzwAObm5kg/6ADSpOpDmlT3DKIm1Q4LCwt44IEHcPz4cdKkOmQ/a1KBQKCr2LxSqeChhx4S871uq9MMIvtVkwI2YzODwdDVOBWLxfDAAw/goYcewvLy8p60qR0vfN1NhnU1xWIRTqez5VbJSCRSt//FKaecIrIIOq3rfOTIERw4cABjY2N46KGHAED05CgWizhy5EhXopHX64XVagVjDJqmiVJQ+71XQr/gWd3dOgKgdR1oWZbhcrlEKR6Oy+WC3+9HPp/vWFgtFAqYm5vD6aefjkKhgKNHj4qyK5OTk1hdXa17zmHTMB7JPNLQRnipKkmTMO2bhtVqpa3mHdKL+FssFmGxWFqOL0NDQ3WFp/HxcWiaBlmWOy4pt7S0hGAwiEOHDmFmZga5XA6yLItSQrOzszjDdAYOHTyExcIiinoRChT83cN/d6K/mVwBdAP4MswmMmS5CEmSwCSGp4aeCkUim2qXcrnc9W+QMYZSqdRWGcV6ZQ5UVcXU1BRWVlY6KnnH35v7PUmS8PDDDwvx8mlnPA2js6OYycwIW1AkBSo0MAZUIEFhgF2XkNZdOMKcCCCNqDUGSa6IXXiSJMEgG1DSSjjNexoMyv6vbd8PepkE80lYK79nMBjqliIMBAKinwwv09MuyWQSuq7jjDPOQCqVwtzcnGh+PTk5iYWFha4yM81mM7xer2hMbbVaqQxUBzDGevZ77WT+j46O1n3N9PQ0MpkMZFnuuL/e7OwsJiYm4PP58PDDD4vdo8PDwzAYDDh69GhXvxe32w273S5KGlkslpY7U4kTlMvlrhfxeE8LSZJa2uXo6Oi2fmNmsxnhcBjxeBzRaLSjeWe5XMaxY8fwmMc8Bpqm4ZFHHhHf+fT0NDY2NrbNBdpBlmX4/X4YDAZomgZVVQeil0s/6WWM4nFUKxGSl9Dd+l5jY2ObcytJ6tjvra+vC7+3vLyMaDQqevmMj49jZmamK9HIarXC4/GIcqN8vCL9oD1Ik9oOaVK9MWiaVCt4khUvoc77PhLts581qW5+J3a7XSxCUWzeOftRk5qamkI8HseRI0c6vidZljE0NCR8HWOsrUSK3cae6F5rMpnaamJePXCNjo6KBp+MsbazU7YSj8dhNBoxPT0NXddRLpexvr7edkaeLMtwOp2w2+2iZEw6na4p82K1Wqm2fQe0U6KiGQaDoeWkzmQyIZvNijrxjDGxHfn48eOw2WxdZavl83khaI2Pj0OWZeTzeRw/fryhjT/R/UT8IvYLFPUizIoZsiSLiSUA6ExHupSGylQ8RnkMFhcX8ZjHPIYcXAf0ujXf5XK1zKq02+1YWFiA2WxGqVSCy+WCy+UCYwyxWKzrCVM8HoeiKAgGg6hUKmCMIZ1O4+jRo+I1siQjbAkDAO5L3QcZMirYtDdZyULXXQBTsLkjTwKgA2oGiqTAAAPOsZ8DWZZpYtcmjLGef3vtZHbyHh8mkwnFYhHhcBgWiwVLS0swGo0dNbjm6LqOZDIpJnKSJKFQKGBhYQGPdzweM5kZMbZIkKBAwUi5iKwsw6kBz0rIOKXIEEAKUUXBXb5F8E3/EiSAAWbJDJ3peFzgcR1f36DCP/NuJ3d2u73lgovdbkcikRB+j48rBoMBs7OzsFgsXY2V2WwWqVRKCE6KoiCbzXYkOplMJng8HqiqCk3TUCwWsbq6KhZr4vE4Dhw4QH7vJGK1WluWbjIajVhaWoLFYkGxWITf74fNZkM+n0c+n2+7h8ZWotEoHA4HpqamUKlUoGkakslkR+XEqnc2aJqGTCZT0/+FT/SI9uBjRrdIUuOy8dUUi0XIsiyEUx6bz83NwWq1dlVKtVwuI5VKgTGGiYkJEZt3kvWtqio8Hg9MJpOYL8bjcXG8oigi5qM4qj16jc3dbnfdxZRqnE4notGo8Hsmk0mI0AsLC12XoUomk7BarXC5XLDZbJAkCblcDocPH277viwWCzwej0hWyefzWF5eFn4zm81ifHyc/N5JhDQpoppB06S2YjQaxY4YXddRKpVqdp0bDAbSpDpkv2tSrbDb7XA6ncLv5XI5LC0tic+lXC5jdHSUYqk22a+aVLvVUmRZhsfjEYu/lUoFqVRKxIaSJMHtdu+58WlPLOLx5q/NmrkaDAYcOHAAxWJR/OATiURXGd6c4eFhUU+WTy5bCU6qqsLtdsNsNgtD2SoMcHjmqKIoIiuaslVaw/sB9Hp8sybmqqrC6XTC6/UiGo3CZrNhbm5O7FLoJoNSURSMjY1hbW0NhUJBZCm14vSh03FO9hz8ev3XMMpGqLKKilYRzqyoFZHX8niS50l4XPhxGBoaQqVSEc6PbGrnSSaTCIfDWFxcbBj4cgekqioSiQRkWcbS0pIYJ7rB7XbD4XCIxtitbOqRzCP49NynYVJMKFfKm7ujlM3+ZUyzgekqJLkESU0BUgUSVFwyfgmeduBpYuyjgKk1/Qgsi8UiRkZGmmZCmkwmHDhwQPQf2NjYAGOsJ783NjaGXC6HeDwuFm75WPPs4WfjB+s/QKqSgsQ2fWJJNcBZKuGm9SjGK2XIkCApEqKKjH/2eZBW5RO78CBBkRUYDUbIsoyLwhehUqn0VDJrUOA7Obot+ZDL5RAKhVCpVBoKPrwUocFgwMbGBiwWC+bn50U/qG7e22g0IhgMYmFhQfijdvye1WoVQbWmaSgUCnX7pvHdLh6PR/g9mtidHNLptPB7jWJjRVFw8OBBMS5pmoalpSWUSqWuF6R9Ph8MBgOWlpYgSZKwkWbIsgy32y12HPDYvFoY4BgMBoTD4RrBjOKo1ui63tNYzudBPp+vocitKAqsVisOHDiAeDwOq9WKxcVFqKqKQqHQVQlUWZYxNjaGRCKBdDoNRVHE996M6sQCLl4mk8m646Tb7cbw8LAYo2i+1x69ipmpVAqjo6NYWVlpKHIrioJQKASDwYBYLAaj0YjFxcXN+KZU6koct9lsYucB0H4PPL7jgPeiyuVyWFlZ2TZWKoqCkZEROBwOaNpmywXyeycH0qSIagZNkzKbzfB4POL1pVIJsVhs20KkJEkYGhoiTepRYK9oUtXH8V6lmqYhm83W9XuqqmJsbEyMZwBpUu2wXzWpRhgMBng8HjGHK5fLSKfTdRcR7XY7RkdHhT31Oo85mZyUq+w1CI/H48jlcjhw4ACSyeS2rDqe8TQ/P9+3Zpc8A4D3aKhnNLIsw263w263i0kZr4XfKstKkiSEw2HEYjEkk0lRYoMyVVqj63pP214ZY1hYWEAwGITH48HS0tK2SZrFYsH6+vq2gKrT8hfVhEIhzM/Pi4GinmMzGo1wOBxix4Ou68jlcrgmcA2yuSzuT98PxhhUefOnW9bLUCQFj3c/Hq8+49VwOBxYWFhAuVxGIBBoqxcE0fsYlc/nMT8/j4mJCZRKpboTJF3XxXfTDxRFgcfjqSkrVc+mrFYrnE4nJEXCv9z1LyiwAvwmP6wwYa0SFQt5klI4sRGPn49pONV5qiizMTExAYPBQGPUSWBtbQ0OhwPT09OIxWLbyveYTCYhQvcLn88ngiVge0kPs2LG1aGr8Zm5z6CslyFDhiIpuN9qx/8xqHhqLoeApmFdUfAzqwVJRQaqFvAkSYLP4kO+nMeFvgvBkgySTSK/1wZ8ot/tIp6u65ibm0M4HIbP56s7ueMLI1sX+Xop5Tk2NtZyjDKbzbDb7TCbzaKkU6NJ3FZ8Ph/MZjOOHz8OxhhGR0fFZJBoTq9+L51OI5/PY2pqCtlsVsTL1VQqFbGA2w9MJhNsNpsQx7m9VCPLMqxWKxwOh1iQ4ZO46h0HjYhEIshkMpidnYWiKJiYmBCLhURj+iHQLS0tYWhoSJTf2Tr557s/t2aZ99LPYmRkBOvr62IBsJ6tGgwG2O12sUNF13UUCgVsbGy0FLysViuGhobEXMPtdsPn89GiSxv0OkaVy2XMzc2J+XWj8mCdZHW3QpIkDA8P15S+q2cjVqsVdrsdJpMJmqaJ3cD1Egu2MjIyAlmWceTIEciyjHA43HUfpUGDNKntkCbVPYOoSa2trbWM6fiCDmlSnTMImhRPfuKJBclksuV9j42NoVKpCL9HmtTJYzdqUsDmwq7NZoPdbhfJT6VSCYlEouW8wGAwIBgMYm1tDdlsFlarVSzo7QWb2htLjYCo9+33+zE0NFSzmsqbd/YrWDIajRgaGqoZiIaGhuB0OlEul4Uj4zXN2xGatsIYw+HDh8W//X5/26VkBp1+ZfIsLy9DlmWMj4/XfNdcAOrXhA7YHIjK5bKwE14znJfl4P1AisUiMpnMtmwBk2TCDRM34IH0A/h/sf+H+fxmlsuEdQJP9j4Zp9lPQz6Vx/HUcXEPvATMXhmMHk36MXbouo5jx47BYrFgfHy8poeG1WqFqqp9C5aAzQC8WjS12+0YGhoStsR3G+TzeWxsbOB3sd9hNjULm2yBmluDt5SGg+nYUCSkZRkaULOAJ0NGmZVx870346rRq3D1watpjDrJpNNppNNpjI2NoVgs1giabre7r+9ls9lqxHFeSs5ms4mSGLqu48qhK3F/5n78JvYbVPQKKmxTnMqoBnzLYd/ss1gFX8BTJRVugxvZYhYjphFcFrgMLpeLxqY26deOxfn5eSiKgkgkUuP3DAYDzGZz1xmY9RgeHq6x2eoyZdymeGnMVCrVVYmpajHfYDCIJtc0TrWmH36PT6idTue23QnV5XD6gaIoGB0drfGtLpcLXq9XxOaMMRGbtyM01aO67A8vZUf21Jp+/e6i0Sii0SjGx8drREZeCq6bnVGNcLvdUBRFxPuKosDn88FisYjYnDEm/G8ikej4d5PL5WpsipdWpHGqNXwHei9+iTGGmZkZGAwGTE5O1vg9k8kEk8nU19h8bGysZg5nsVjg9/tFDMX9XqFQQDwe7+q9q8dZi8VCu1tOMqRJEZxB1KTaIR6PC/GdNKnOGARNqhufXn0PfNGGxqiTx27UpMrlMrLZbFvJT1spl8s1fm+vaVJ7YideNRsbGwiHw8KhWK1WKIrScfPNRvj9fjgcDpRKJYyNjdWU3XE6nXWzGXrBYrHAZDLB4XDsKcN5NOlniQdd1xGPx2vKGIRCISwuLvbFuamqipGRETEJHRsbqym743K56mav1z2XpOKxzsfisc7HNnwND/ZcLpfY1UCcXPL5/LYJlN/v76geeDN4SQ1edor3NSgUCpBluUb0quZ/E/8LjWmwFWKQy1lAkqHKKoZ1Df5KCZokYc1gQlE+0W+xoldQ0ku4Y+0OPGHyCQgbw325h0Ggn7+91dVVBINBETD5fD4UCgUkk8mezy1JEgKBAGw2m/B71dlxNpttm997yehLkCllcDx3HDJkFPUiymxzVzDDppAuS5u79FRJhU2xwSAZkNEyGDIO4a9O+yuEvWGR3UlBeGv66fd4xn918/PR0VHMzMz0ZcHFaDRieHhYLOBwm+Ll7iqVSte90OrBS+x5vV7RqJpoTT8/p1QqJcRL4MSCS7UY1Qterxcul0v0wuB+L5fLQZKkvsfmZrMZJpNJLPLQGHXyWVtbQyAQEOV7gsEgotFoX8RMWZYRDAZhMplq/F65XBZ9QftpU5IkiZ1XFJu3D09e6UdySblcFv0UeYw8MjKCY8eOdV3atxqr1QqfzwdJkuBwOGC320VsrmkaYrFYTztntsITb3w+X087gQYN0qQaQ5pU5wyqJtUOpEk9+uxWTapbjEYjzGYzhoaGyO91wH7WpHrFZrPBbDbvOU1qzy3i8eaMPGOEb53sBO5U+EDAa6xyR8a3sldft8/n66voBJwoX8CbwfLHiOb0O4unUqnA4XDA7XajVCp1tTWb25LZbIbRaBQZ4YwxpFIp5PP5bQFYOBzG6upq3+4D2AzAx8bGamyKAvHWaJpWM7HvFcYYLBYLhoeHUS6Xu/oObDYbjEYjTCaT+D75BI7XsK++XlVVYbfbG463q4VVqEyHXMkBkgL2x7FGA4MuSTAwBq9WwYp8wi1IkgRIgAYN353/Lp4+8fQTjxMnDT5JHBsbA7C5aNGpGKQoCiwWixCn+U4Axhjy+TwSicS2HQ6jo6PbSgUBgNPgxI2TN+JLi1/C75K/g1E2wq24oUoqZEmGLG3aO2MMFVZBVsuixEo4YDuA68avw/mnnA9VVUWwRPbUGk3Teuq7Ue98JpMJIyMjKBaLYgdbJ5hMJuH3+PE8lkokEsjn89vE10gk0tdyG8BmRmYwGBQ2tZeC8P2G0+mE2+3uOk6z2WzCrqr7H5TLZaysrKBQKNTYqd1uRyaT6ectANhcMOL984D+7TIj2kfTNBiNRkQiEVFO2GQydbSIp6qq8HtGo1H4PV3XkclksL6+vq3kTigU6mpXcDMMBoPou0axefvw771fu1AYYzCbzRgeHhbzvU7jfovFAqPRCIvFUuNzNE0Ti8xbdQmHw9HXHaTAZta43+8X4yRAsXk7kCZVH9KkuoM0qcaQJtUdg6BJdYvf7xd9Y8nvPTrsNk2qF3hP5L2oSe2ZcprVbGxsIBgM4vjx4w2z8/jgwbfbVjcs5Nt5s9ksEolE00HSaDQiGAyiUqk0bWLcDVyY4A56rxjNfiOTyYgt383ERYvFArvdDovFIpwX/ysWi8jn83UDo2p4drrL5UIymeypj0c98vl8TUYYBUvtwcWifgkFy8vLmJ6exurqasPMlOq+PQaDQUz8uBjA7SmVSjWdFBqNRlGibnFxsWHApEGDrJcBxsDkE2ONznRIAHRJgknXoIBB+2NdTQkSGBhsBht+v/F7bOQ34Lf6u/xUBot+Bq66riOdTsPtdjfNnjMajbDb7bDZbDU9M6pL7aRSKVGCpxE82C8UCtv6o3EcqgOviLwCv0n+Bj9c/yEWCgvIaZtZWayqD54syQiYArhg6AI8zfs0qPJmHXzu78jvtUc/s30BIBaL4cCBA8jlck39XvXukWq/x0vtFAoF5HK5pn5PVVXRuLzbMirNyOfzwtf1+3Paz/R7cr28vIyJiQnMz883nNApigKbzSb61VX7PR6b87KFrWLz4eFhAJslYvsNt2eKoTqjnzZVKpVQLpdhMpmajlF854jVat02RnG/l0wmW/o9Xv4pm832dccUv5dqX0d21R79Tl5ZWVnBwYMHEY/HG4pBsizDYrHA4XDAaDTWjFG6riOfz6NYLCKbzTb1ZUajUewOX15e7utuBGCzpCMXnCjJ4NGDNCmin5AmRQyCJtUtfGGH/F5n7HdNqls0TduzmtSe24kHbDo4TdO2TYgmJiZQLBahaRrK5TJyuRxSqVTXgXMkEoGiKHWbzHZDrBTDval7ka6k4VAdOMt5FuRZGaeccgqJTh3Sb5uanZ3F9PR0zWM8s5/XB+dbhbvNApBlGVNTUygWizV1nXtho7SBdCUNn9EHh+qArut46KGHcOjQIQqWOqBSqfT1N6hpGjY2NraJDxMTE6hUKuKvl749wGZfBI/Hg42NjZZZmW6DG0vsj9mVegUS08AgQZYA9sfFuq2ui4FBhQqJSSizMjLlDPygRbx26PcYFY1G4fF4arLPLBaL2ElV7ffi8XjX7z81NQVN0zA/P9/SLiVJwjnuc/AE1xMwk5/BXG4OK8UVFLQCDLIBAVMAIUsIB20HoUgnfl9Hjx7FoUOHurq+QYVnZvaTI0eOYHJysuaxcDgsJm299u0BNnegjI+PI5vN9s3vbaVUKuGRRx7BqaeeSrFUB/Q727dUKiGbzW77Dnjco2kaKpUKcrlcT6L26OgozGYz1tbWdmQXHgAsLS2JBUeKpR49lpeXceDAgZrHvF4vHA4HyuWyaGKfTqcRjUa79nsHDhxAqVTC3NzcjpX8euSRRyg27xBd1/u6iMcYw+zsLPz+2jh2fHxcjE/c7/WScGKz2RAMBpFKpXbM72UyGczMzGBycnJPCU+PNqRJNWZ2dpY0qS4gTao+pEl1xyBoUt3C47yRkRHyex0wCJpUt+xVTaruIt7o6GjNv6t/JI1+MNVfTvVqK9/C20+mpqZgMBgwPDxcs6rbzwk9z3TqR11zjWm4feV2/Cz6MxS0gjD4b61/C5dNXIaJygSsqrUPV7174TbFS09w2rEn/u9qm1LV/q0/m0wmIVyGQqGabKbFxcW+CVwTExNYXl7uSxZBrBTDlxe/jIcyD0FjGoyyEecPnY9XPe5VcNvdfWu0vFvpZIzimTrNxihVVfsqBo6OjsJut6NQKNTYVCqVQiwW68t7OBwOuFwuHDlypK3Xn+06Gw8kfosKGAx8MQ8MKgPKEiADKEmy2IXHPx+n0Qkmby7mOYyOvlz7bqSRTTULEpvZFG/i3S8OHjwISZJEXwz+t7y83LdsvVAohEwmg7W1tY6OkyQJk9ZJTFonW74uEAjAarWKjN/9SjAYFLbTjd+rtiX+3/2cBDudTgQCAei6XjNG8bKF/UBVVdFQvZ8N1KsxmUwIBAKiF95+ntT1OzY3mUxIpVJ9y76ORCKwWCyQZRkulwvAZmwejUb70isB2BQJVFXFsWPH+nK+eng8HrhcLhiNxn0vPFXH5tVlZHZDbC7LMqanp7fF5gCwuLjYtx294+PjiMVifYvNtiLLMoaHh2E2m0WPt/1Ktd8DOh+j+L93qiyy3++H2+1GuVyusalcLte3Mk28THW/eu3Vg/ffM5vN+9rnAaRJAf3VpBrh8/lgt9uh6/q+HqMA0qSA/mpS9VBVVfg90qROQJpUb+/Bd7cPqt8jTap/7HVNqq7X2SrgVBtBN/Ca7Y0cj9FoFL0OjEajcIZbRSyr1YqjR4/CYDDgyJEjO7IiqygKRkZGUCgURKPiRrSbwXz7yu343vr3YJAMcBlckCUZqkFFTsvh1uO3wmQy4S8f+5f9uoVdSbVN9WpPAEQd3nrIsrzNpniQVj3QmM1mJBIJ0WOlX01et8IzE+bn51uWNWjHnop6ER+b+Rjm8nOwKlYYZSPKrIyfxn4KyzELbjrvpn5e/q6k32OU0WiE0+ls+LyqqsKmzGYzVFWtEeh5mR2Hw4HDhw/DarVicXFxx4Jjr9cLq9XaUsistqnHux6P243fQKqcw1DlhGgrAVDAAEhIqQbw7XgMDLIkw2l2IlFM4EnBJ8Fn8e3I/ewG+m1TIyMjTZ+vri2/1e9VL9ooioLZ2VnIsoxHHnlkR3YJGI1GjIyMIJlMthTbu925I0kSxsfHYbPZ9n3wDWBbb4l++L1QKNTwOVmWhT3x/6/n96xWK5aWlmAwGFAsFnekFCGwWZrO5/O1FDJ72QlmtVoRCoUGprl5v8coXjan0SKeqqoihuJjVLX4sNXvWSwWHDt2bEcWbHnfIUmSWgqZvdhUMBiEx+PZ94t3nH7bVDAYbPo8H5t4H00u7FWPUQaDQfRZkSQJR44c2RG/xxdb1tbW+l4+k6MoCsbHx2G17u9ETU6//Z4kSdvErGq436uOp+rF5na7HTMzM7BYLIjH433vechxOp3weDw4duxY03vuZYxyuVwYGRnZc4JTt5Am1V9Nqh7hcBhOp3MgYnOANKl+alL1MBqNGB8f7/vCwW6FNKnONalO8fl88Pl8+z7BgEOaFGlSraj7S+h35hhjDGNjYzU1wPnjvB54uVxGNptFKpWqm12pKArC4bBo0LoTwdLQ0BBMJpNoTM0xGAw1zaP5+9tsNhSLRSwuLsJoNMLlcsFkMqFcLouJTKwUw8+iP4NBMsCu2gEARoMRiqrApbqQLCZx25HbcMWBKxCwBvp+T7uFfttUdUPN6iCI21S5XEa5XBb2VO/9vV4vZFlGIBDYsW3fkUgE2WwWc3NzNTbrcrlEbXxuT5IkwWKxiOw9u90Oh8MBVVURjUaRy232m7o3eS8WCgtwqS6osgoJEhwmB7KVLH668FNce9q1iDgjO3I/u4V+25OmabDb7SLg3GpTfIwqFovI5XKoVCp1HZfZbAawGWDx76ufGAwGjI6OIhqNbsueGhkZEY1Z+e/AbDaDsc3yQXajHc+bvAr/deQWpHIxOHVujxJ0AHHFgIxc5bTB4Da5ka/kYZANeM70c/p+P7uJftuULMsNxyjGmBijstkskslkXZ/GAxm73d6yZni38L5SKysrNWK+2WwWYyS3Jy6GZTIZrK6u1vSNyefzTUWGcDi8p4OlTtmJDPxmfo+XriiVSigUCg393sjICGRZhsfjwfLyct+vEdjM8E0kEpibm6u5Bq/XC4vFUuP3FEWByWTC4uIiisUiHA6H6Je2srLSUGQwGAwDtYAH9N+mdF2Hz+eD2+3elrVZHZvn83mk0+m6sTmPW/h/78QCns1mg9frrYmDgM0xlttz9e/AarWiUqlgfn4eqqrC5XKJvjHNeswEAoGBWsADTn5sXqlURPlLXrpwK3a7XSyGZLPZHfF7Y2NjKJVK23b08feu5/disRji8TisViucTicMBgNSqVRDkYGLBIOygAfsjH5gNBrb8nvNYvNQKCR63e2E35NlGZFIBLFYbFtpukAgILQLblN8J8H8/DwYY3A4HGJOuLy83FDjsNlsA7WAB5Am1U9Nqh6jo6MDtYAHkCbVT01qK3wsHJQFPIA0qW40KUVR4HQ6RXzUrMS+2+0eqAU8gDQp0qRaU/fX4HA4kE6n+/YmhUJBNO3tlmAwCE3TMDw8vCO1wA0GA1wu17YsAp75vr6+Xvd9h4aGEAwGRW3qUqkEs9mMcDiMtbU13LtxLwpaAS7DZmkhWZIhKycEAofRgY38Bn6++HNcefDKvt/XfkXX9Z6bOg8NDSGXy/V92zrH5XKhUqnUDCJceMxkMg0d1tjYGGw2G3K5nKhNzetMLy4uYj4/DzBA/eOCi2pQIckSbAYbVnOrOBw/vO8X8UKhEBYWFvp2Pt4Do5cyci6XSzjJRgFVr4RCISwuLtY4tqGhITidTqyvr9e1Y6vVirGxMRSLRVygXoDVwCp+sPod5LU8HJChyFYkJR1JLQ2dVQD2R2FWtWw6SqbjutOvw5NHn9z3+9lN8F4D/aJSqfTUSwzYnFxXKhUMDQ3tyE4Bi8UCi8WCmZkZ8ZgsywiHwyiXy1hfX992/aurqwgEAiI7mN+j3W5HOBzG0tLStuDP6XSKCeKgwMtI9pNKpdKT3+OTJkVRwBjrW8mLagKBANLpdI0IYbFYEAwGkUgksLS0tG1s5CU5eE+1lZUVMMZEc/R6ouvIyMhALeABm59tP8uKFItFZLPZnnal+P1+6Louvr9+oygKgsHgthI9vExTo11ULpcLwWAQpVIJmUwG0WgUBoMB4XAYiURi2xyHlwAdpAW8naLeb7wTeAN7h8OxIyUu7XY7ZFmuKZ+oqirC4TByuRxWV1e3+bDV1VUEg0EMDw8jn8+LfmlutxvhcLhumbOhoaG+l+7b7UQikb6X/CsWi00X31thNpthNpvh9/vFol+/GRsbw/r6eo3O4XA44Pf7EY1G647bBoMBwWAQxWIRmUwGS0tLkCQJw8PDqFQqdct7+v3+gVrAA0iTqqZXTWrrMXzHzyDF5jvBIGtSW+Gx2SBBmlR3mlQmk0EikYAsywgGg6J/2lZ4Gf1BgjSpTUiTakzdX0S/6xZnMhkEAoGeAiY+OIbD4R0JmILBIBYXF2uyUUwmE+bn55sKE/VWeQuFAubn5zczpeIyJEmCLG0KA4qi1DY/lmRIkJAoJvp+T/sZnsHfS/bb4cOHoaqqaJrZb1wuF9bW1uDz+USfGMYYZmZmmjrTekFRNBqFqqoIhUJwJ91g6yf6RXDbqrAKFEmBxTBYokG/6FW849u+PR7PjgSwbrcb8XgcRqMRQ0NDUBQFZrMZKysrOH78eMPjcrlcTQbWc4efi1HzKH68/mMsFBegQ4euAybZhLJeBgOD1WCFw+jA4wKPw3Omn7PvF/CA/vYbA4BUKgW73V43IG0XHshMTU3tSMAUCASwsrICt9stMpKMRiPm5uaaBo/1BKlMJoNsNiv6glRn/nLRdJDYCaGw14BT0zQ88sgjMJvNiEQiO+L3TCYTNjY2xO4Dg8GAQqGA48ePN/R7jLG6E+C1tTXRH2Rr5u+gLeABvX//W6lUKj0LwnwsGB4e3pGeJ8PDw1haWhI7NHn5vKWlpaa7C+qVYSmXy5ifn4fX60UoFMLS0pIQrWw220DaVL/JZDIwmUw9JQgcPXoUsixjampqR8bRoaEhrK6uihJQkiRBVdVtuxO2Ui+ZIJFIIJVKYWRkBMVisWZOOAj9yrayEz6l18+wUCjgyJEjcDgcO7KoajQaRVY6331gMpmQSCSalhcrl8vb/B5jmz1lbDYbwuFwzW50Hp8NGqRJ9U+TMhqNNRqDy+UaOHF8JxhkTSqdTtfEWoO0A28nGRRNCtj8/SwuLsLpdG5beOHl/AcN0qRIk2rFSfPc/QgSeBb5/fff3/N5rFYr7Ha7yEgvl8twOBzIZrNYXl6G0+lEsVjsKbN4fX0dUlGCJEtQFAWKoogFF47OdDC2WbaOaJ9kMgmr1dpzdp7H4xHlM3rBaDTCbrfDarWKrcmlUgkWiwWpVAobGxuYmJjoaWdGpVLBwsICzhk6B3cs3YGCXoDL6IIkb5Y/iOfjGLYN4/GBx/d0L4NKvwb0YDDYsi54O1itVtGzqLqEgqZpwmGFw+GOM/YkScK57nNxjuscHM0dxfH8cRgsBhhlIw66D2LSOwld0eE0Ofd1D7ydplAowO1293wek8kkeiX0gqIosNvtsNlsooZ4qVSCzWYT5RMCgQBisVjX4yFjDCsrKyLzN5/Pw2q10qSuTxQKBRiNxp53PAUCgb6UVjGZTHA4HKJECvd7RqNRZMNNTk72VL6M9+0bGhqC1+tFuVyGxWIZuN0IO0U//J4kSfD7/XjggQd6vhYem/MyPLquiyzwlZUVGI1G+Hy+niaQsVgMyWQSwWAQ5XIZJpNJlLcjeiOVSmFoaKjnXb42mw2qqvbcw8VgMMBmswlBQNd1FItFWK1WZLNZxGIxhMNhzM/Pdy2c8jKtPPM3n8/DZrOR3+sj1b04u2VkZKRlX7F2qC7ZVF3OUFVVsUNzamqqp/fKZrPI5XLw+/1CPzGZTDuSKDGIDKomxXejFwoFWCwWGqP6xCBrUnw3Overg7jgshMMiiZVTSqVQiaTEQsvvN3CflhwebQhTWr/aVInbRGvHz/AycnJlg0OOWazGSaTCRaLpW5N3kQiIbaF1yOTySAYDGJiYgKLi4tdZ4OeYTsDtyu3I6/n4TK6tj2fLqVhNVjx1LGndnX+QSWXy2F4eLjngGl4eLgt4Yn3UuBBL59Q8skb77MQj8cbTjSj0SgmJyd7Lg3j1ty4+uDV+NKRL2GjuCGuxWF04K8e/1cwq4NVxqBfVCqVnrevu1ybv/F2BCyDwSBsigvS1b0VVFXF6upqw7FHkiQUCgVMTk4iHo937FAlScIB2wEcsB2A3W5HMBjcN45tt9APweXgwYNtl6eyWCyidBQXA7jf470NVlZWGtZaTyQSGB4eFr1auq3JXigUoGnawNWw32l4Jl0vJeYkSYLT6cR9993X8rV8UYXHU9zX8Fr0FosFS0tLTcsxJhIJTE5OijJ13ZJIJOB2u+FyuWixpY/047McGRlBqVRqa7wwGo1inKoWA3Rdh6IoomRKo9icv8/ExATW1ta6XozWNE1kadKCcP/Qdb0vY/74+DgeeeSRtl7Lxyiz2Vy3P+Ly8jKSyWTT2DwUCkHTNMzPz3d9zZlMBl6vV5QBJvpDOp2GxWLpKfGEL9S34ztVVYXZbIbVaoXBYKjxe3y+t7S01FQXSKfTmJiYQCaT6bpcMWMMyWRy4PpLnQwGVZMql8soFArwer3k9/rIIGtSfLcXr5RA9IdB06Q4uq4jnU6TJrUDkCa1vzSpk3Ynuq6LldZuqXaO1UE2z/pQVRWlUgmapqFYLKJQKCCTyWwLihRFgdfrbZp1WalUMD8/D0mSEIlEus5WGbYN4/IDl+Orh7+KZDEJh9EBWZKhMx3pUholrYS/OPUvELAGujr/INOPwahaeOIDjdlsFkE2b47J61On02lEo9FtQVEwGGxZczqdTiOdTsNut2N4eLhrQTMQCOD6oetx9ujZ+OHsD7GeX8ekaxLPmHgGJlwTXZ2T2AxEbTZb25OyeuTzeRHg1AuyZVkWgQ6fTMVisbpB0djYWNOJGs8w4a9Np9NdZ5IHAgEKlnaAfgjkqVRKjCtGoxFms7kmyFZVFcViUfi9fD6PVCq1zRYsFguMRmNTH1wsFjE3NwdVVTE2Nta1oGmz2eB0OvdVsLQbKJVKPf9OeZY3h49RXAAHNu2MN0svFApIpVJ1m1iHQqGWmeHxeBzxeBxerxdut7vriV0wGBy4/lIng3w+D5PJ1FNJsEwmI8r18NicjzeStFmJgmdZlkolFAoFZLPZuuIE7zXUCL7rCeit/5YsywPZX+pk0A8hr1AoCF+1deEX2BSceGzOezsmEom6fela7eLK5XKYmZmB2WzG6Oho14Kmx+PZN2V6dhOZTEb0i+qWcrlcE5tXz/e2+j0em8fj8brzulAo1HIRZX19Hevr66I/VLc7U0dGRig23wEGVZMyGAy0gLdDDLImxctSE/2DNCnye/2GNKn9pUmdtLsplUoioOkGVVVFaQHe9Lm6gSGwaUwul6tuM+hqNE1re3DgdVTHx8e7Cpp8Ph9e6XklFEXBbUduw0Z+AxI2J5RWgxV/cepf4GVnvKzj8xK9D0ZutxuVSgUjIyNCYOJBER9sRkZG2mosu76+Do/H01bGZSaTgc1m61rQ5CLB2YGzcXbg7I6PJ+pTLBZht9u7Pp43X81msxgZGUGlUkGxWNwmgIfD4baCZcZY25PM5eVlRCKRrkpC8XJ4RP/hfSu7LQNlMBhgNBphs9lgtVpFkB2NRoUA7nA4wBhrWcIin8/D4/G0NSGoVCpIJBJdN+v2er37LljaLwSDQRQKBYyMjEDTNJRKJeRyuRoBfGxsrC2/l0gk4HQ6kUqlWr42FouJRb9OxVhJkmC1Wjs6hmgPXqK120U8RVEwPDwsYnMuLiWTSeH3JEnC2NhYW36vEyFseXkZExMTmJub61iM9Xq9VPZph+g1Nue/dZ/PB13Xhd+rXvj1+/2IRqMtv/doNIpgMNhW+dVCoYBCodC1oOlyuWgBbwfgu3R7IRKJiNi80cJvu36vWCy2XdZ6bW0N4XAYy8vLHe+eMhqN5Pd2iEHWpGgBb2cYZE2KFvD6D2lSRL8hTWp/cVJ34vUyyJ966qlYXFxs2pCRG2c7lMtlGAyGtoLqQqGA5eVlhEIhxOPxjno0KIoCVVbxl4/9S1xx4Ar8fPHnSBQT8Jg8eMrYU2gH3qOEyWRCKBTCQw891HPtcWBzgOkka2R1dRUej2dbJvmd0Tvxo40fwapYcVXwKkzZprYdSyLBzsAzM7vl4MGDKJfLLbO423WePAhvp6+Gruuicbmu63WbvDbCYDCQTe0Q3O91GzA95jGPwczMTNNgqBO7lSSp7evhE8dIJNKxAEX2tHP0Ekd5vV4MDQ3hgQceaDoRa3dBJJPJYHR0tK1FPABYWFjA0NAQhoaGOsqoUxSFbGqH6LX84amnnopYLNa072En4x/PDG+nr0a5XMbCwgJGRkZEBnG7qKpKwtMuZWpqCocPH266sNzJfK+TBaBYLAan04lIJIKFhYWOFodpjNqdjI+Pw2q19tyzk8N32LUrfPLYXFXVjnZ5kt/bOQZZkyJ2H7tVk2oHGqN2BtKkiH5DmtT+4qTdlaZpPX2ImqY1DZaAzgImPhi1S6lUwsLCAux2O8bGxto6xuPx1GTRBawBXHnwSrzsjJfheQefRwt4jyImkwmZTKZlsNTJQNdptmg8Hsfy8jLC4TCcTieO547jq0tfxUpxBUeyR/DpuU+jrJ8YpBRFQSQSoSy6XUw3GSKNKJfLHWUjaZqGlZUVlMtljI+Pt3WMzWbraBwkOqMTn1QPTdNaitmdvEc0Gu2osXEulxOB+PDwcFvHBAIBKnu4SzGbzdjY2OiphNRWeDmWdolGo4hGo4hEIm2Nb0ajEaFQiMSnHaLX2FzX9Z56HW4lmUzC6XS2/fpKpYKlpSXIsoxIJNLWMU6ns6cMZ2LnkGUZpVKp5c7QTkT4XC7XkU9KpVJYXFzE6OgohoaGWr5ekiSMjo5S+acdpJc4SlXVvsbmADqahzHGsLa2hnQ6jfHx8baSJiwWC4LBICUa7BCkSRG7id2oSbWCNKndD2lSRDWkSe0vTtoiXi8ZBV6vt61SKJ0Yjq7rXZXSWV1dBWMMo6OjTV/HSwxRuZ6do5eBaHh4uK1skk5YX1+H1+vt6JhyuYz5+XmMjIwgoSdQ1ItwqS5YFSvSlTSy2okMu0AgQI2Dd5hubYr/ztspzdJpBkyn3zfvQTU9Pd3ytdRnamfpxe+Njo62VWagE79XKBQ6/r4ZY1haWoLZbIbP52v6WqvViqGhoX1ZtmC30IvfczgcHe1Waod4PA6Hw9HRMblcDktLS4hEIi1tJRgMUrmeHaSXMYqXU+nnojDQXdbkxsYG8vl8y4U8SZIwMjJC5Xp2KeFwuKU4Dpwo7dQOsVisI6EA2BQrFhYW4PF4Wo5vbrcbbrebEg12KQaDoa2dvZ3E5sViseNF23Q6jZWVFUxNba+wspVgMEgLLjsIaVJEv9lvmlSr8Y00qZ2HNCmin5Amtb+o+03yyU4/b7pXw2lne3cnkzpgM4O3mwySpaUl5PN5TE5ONnxNO+LUIMEDid3g7EOhEIDaptT9oFKpdB0gHzlyBE8MPxHD1mHEy3HktTymbFNwqpvZUCaTCU6nk4TMP2IwGKCq6q75jZ1yyikdl6Boh7W1tY7FJ2Azk3xlZQXj4+MNxcpgMEgTuioCgc2d0f32e938Zi0WC7xeb9MSdZxO/R4vX9ApvP/GxMREw/OOjo6SkPlHJEkSE9zd4PcOHjyITCbT90ldNpvtaldTpVLBsWPHMDw83DCjzul00oSuCpvNBqC/Y1SlUun6Nzs1NdVVX55W8JKanbK+vo5EIoHJycmG9xQOhylzvAr+2+unTXWb7ev1emG321v2kOLv0cm42q2NHzlyBFarteHisKIo8Pl8u2KM3w0oigKTydT3z6Pbuc+hQ4ewurra90SDTjPIOcViEbOzswiHw3C5XHVf4/f7aVdnFaRJNYc0qc4hTao5R44cwdDQUMPFYdKkaiFNqjmkSXUOaVLNIU2qwSIe304diUTg9/v78kaapnX1QQaDQWQymb4H4MDmYNTttt14PI6VlRXhfDkGgwETExMkPG1BkiSMj4+3lYmx0zgcjra3mHeaocIY68rOdV1HOV7Gu574Ljwn+BxcGbwSrxx/JWRJhtvtppIFW5idncXIyAhCoVDb2/R3CrPZDF3X28rM7JRyudz1WJLNZjE/P49gMFjzuCzLGBsbg9vt3hUTmN1CPB5HOBzG5OSkEMt7pduSPSMjI9jY2Ghr/KknmCbLSSwXlhErxbadIxaLNRSPWrGxsYFEIrEtLjCZTJicnCThqYrFxUVYrVZhU482BoOhr2UPq+l2HKlUKlhcXNw2xkmSBJ/Ph5GRkV0zKd4NzM3NIRwOIxQKtV1Cqx26mUC53W6USqWO+hL8/+29yW9je5bf+b3zwHmmKIqkpIj3cohGImE34KzMyoJRhg3kIg0vvOiFe2F4mXDvG7CBBBpeedXuWvTC/0B51QvDiy7DhRoWVWVkwXZm1quM914oNIuDOIjT5Z28UP5+QUocLgeJeuL5JAIRL3V1RZHnnnN+39/5nROUZVtqjtPpdHB2doaDg4OJ/5+1fgqFQiQ8jTEcDrmP2lSOuapQkE6nA88MW3ajcDAYrJxL3dzcYDgcPtpYDofDFPcecHp6ilQqhVKptPW4J0kSBEFAq9Xa+L09z1v5ebEsC2dnZ49OybBTwslk8lULT8tCmtRiSJNaDtKk5uN5Hi4vLyFJ0qMcnDSpx5AmtRjSpJbjNWlS8yBNanWmqiMswQTuK46YQ2K7pR8+fAj8AwzDwGAwWNlwIpFIoJ1fYHnDWbV9AWMwGEAQBGQyGV45enh4SJUEU2BzcHRdx8HBAZ+j4/t+oMGrDFVV4bouXNdd6XWwUxFBgxurKAiasLMkvF6vr/T69L6Of/n3/iVOT0/hOA5CoRAJmVPwPI8nvUwwAD4t2tn7FwTTNNHv9wGsJmYmk8mNV9CNs6wNjuN5Hnq9HorFIn+/yuUyTNMkIfMBvV4PvV4Poihib2/v0TH9oCdOBEGAqqqwLAuu6670Puu6jouLi0DXMvvwfR//rfPf8Ge3f4Yve1/C9V2IEFE2y/hR8kf4u/G/C1G4932JRGJlYavVaqFSqcC2bbRaLQiCgEqlQgu6KbBNs3A4zOMe+6zu7u4Ct8/RdR2j0WitKjrP8wL7xGVptVqIRqPodDorfX+9Xsfh4SE+fvwIz/OQTCaRyWRIyHyA4zg8N89msyiVSjwvF0URX3/9deB7jce9VUgkEoHaHq7KOot5x3EwGo2wt7fH1w9sQUdxb5J2u412uw1ZlpHP5yeeOc/zuL0tQpZlCILA26uukrPIshyoXQ97bcvYSKPRQD6fX1nYajQaKJfLcF0Xg8EAsiyjWCxSbj4Ftp6Lx+M4ODiAIAiQZRm+7+Pm5iaw32H6AbBabh4Oh2FZVmDhe1mB3LIsqKoa6HT7NNrtNkqlEj8xUSgUEIvFSMh8AGlSwSBNKjikSQWjWq1yH0Wa1GxIkwoGaVLB+aZrUkEhTWp1Fnrh8UDG2kN9/vnnvPpWFEVIkgTf93F6eopcLgdZlrmzsiwL+Xwe1Wp1pYRJVdXACf8qLVzYcfNVk3BW8SuKIpLJJCXfCxgOhzwZZ0Hg6OiIzwhgiRTwaShqPp/n/81aP62aMMVisaWEzGVtynGctWatWJaFk5MTlEolnJyckJAZAJaMA5/80dHREVzX5UKPoijwPA/1eh2qqsI0TXieB9/3MRqNkM/nV54VFY1GAyf8q1Cv15FIJFbul1+tVpFMJhGPxzEcDqEoCiVLc/A8jycr7H1Kp9P47LPPYNs2X3Sxr338+BGFQgGiKMJxHL4I1DQN7XZ7aWEIuE/8g55w8X0fEID/cPkf8CeNP4Hru9AkDZqowfVdvO++x1e9r/Cru1/hnxX/GWRR5r/DqtXEJycnqFQqaLVayOVyFPcW0O12+Uweton35s0bRKNRbkvsPRwMBryyzPd9HvdUVV1ZgE4mkxgOhxv7fR7S7Xaxv7+/8iZet9uFZVkoFos4Ozuj+VIBqFar/N+iKELTNHz++efcBwmCAEVR4Ps+n+2lqupE3MvlcqjVaivFA9M0nzTudbtdRCKRlcWIy8tL5PN5GIYBRVG4mEJMx3EcLqqw2FAsFvH27Vued7P3j9lUoVCAIAhwHAee58HzPEiSBMuylo4JhmFAEITAMWmVdnjrLOpd18XXX3+NSqWCk5OTRxuexGNarRYXZlicOz4+5muwcf2g3W7DdV1Eo1H4vg/P8/hGfNCN3YdkMpknFTMbjQay2Syur69X+v7b21tYloW9vT1Uq1WYpkm51AJIk5oPaVLLQZrUfEiTWh7SpOZDmtRyfBM1qWXjDmlSq7FUKYXv++h0OryVgKqqvP2JLMvI5XKo1+vo9XqTP0SWkc1mkUgkkM/n8Zvf/GapBEXX9Uf33BTVahWFQiHwUfZZ9yiXyy+qH/I3Afawfv3117yiTtd1GIaBZrMJTdOQTqfx8ePHRwkSqwZ69+4dhsMhvvzyy0A/kwWMZV6jKIpLJWij0QjhcDjQIPVZP7Pf7+Po6Ai6rlNwWwImJL1//x6+70NRFMTjcbRaLbiui1QqxWcxjSMIAlKpFKLRKFKpFK6urgInKL7vI51OryxgL4LZ0zpDr5vNJkqlElKpFFVlLgFLdmq1GhqNBo97qVQK19fXPO5dXV092iRRVRW5XA6xWAy+7+Nv/uZvlkpQZFkOlDT5vo//dP6f8MeNP4YqqohKk23oDMnA0B3iL5t/ibgSxz/Z+yeo1WpriU/AvQDFWrDRoi44zAbev3/PN+/C4TB830e320UoFEIsFsOHDx8eJdvRaBTRaBTv3r1Dp9MJPPNgNBot1aZplSQfwFrik23bcByHxz0iOKx1zvv377mPSiaTqFarEAQBuVwOd3d3j8RwURSRyWSQSCSQTqdxcnKyVN4Sj8efrEVrq9VCqVRaS4Sv1Wo4ODiALMs7UZW5KZiPOj8/50UHmqYhFouhWq1CURTkcjmcnZ09ilG6rmNvbw+ZTAaO4+CLL74I9DMty+LrgCD+x/O8pddbrVYLqVRqrVyq0+nQqc4VGI97LDePRqPo9/uwLAuxWAy6rk89TZxIJBAKhfDu3TvU6/XAeYtt28hkMk/mozzP4/P/VhWfer0ekskkKpXKq2/9tGlIk5p9D9Kkloc0qdk/kzSp1SBNajqkSa3GN0WTWtZHkCa1GitFd/ahj0YjvtvPZptMw3EcXF5e4vLyEqFQCJqmBU6Y7u7uoGnakyVMnufBsqy1Kn4tywKwXpXnruP7PnzfR7/f51Vug8FgZiufXq+Hr776CgAe9YCfB2ujsczrWnZHnyXQvV5vZTG0VqtRFd0asPfdtm3eVgTAxL8fXl+v13nLCVZpF4Tz83Pkcrk1Xu1iqtUqcrncymIE2yDY1DyJXWQ87rF2OrZtz1xsj0YjnJ2d4ezsDOl0GrIsB457lmUFrnyyXAv/8ew/QoAAUzKnXqNLOhzfwZ81/gy/n/l9RBGFJEnQNI3Hr2XpdDrI5XIU99aAnbQb31y5u7ubmYt0Oh2+MFtmJlqj0UAqlVrvxS7g6uoKxWJxrWHqtVoNx8fHJBKsyLiPGl8MzarK9TwPNzc3PK5kMpnAQk+1Wl1KdF4lF2q322tturiuu9YMD+KTTQ2HQy4KsNg2jeFwyNvb7e/vL7Up5zhO4OtXEQru7u5QKpW4gLYKt7e3yGazJI6vyHhuPv5cz2vN22w2+dcLhULgn3V1dfXkAuH5+Tn29vYCt5qaRqPR4O3XiOUhTWoS0qTWhzSpSUiTWg/SpCYhTWp9XqomtYqPYvcnTWo5nn0VYts2wuEwZFmGqqr8bzY8dbxdC3A/nND3/ZWPFQehVqvh8PBw5YSJtS2i4LY9RFHk1daKonDbYp8JsyfmXMbba8xjlZY9wH1iFo/HV54ZE4vFSMjcImyGB6voUFUViqJwHzWeCDMfFpRVkujBYIC9vb21Kn7j8TgJT1tiNBrx957ZEfv7YZsyNog8EokEaoH439v/HfVhHSFp/uBjUzLRslv469Zf4/fSv4darcZPU6wCe93kp7YDO8U3Hu+YTU2Le8tUpq3io1grmHVmraVSqZ2poHuJzMqjpvkoXdefPOdtt9s4Pj5eq+LXMAyyqS3hui4kSeJ+anzdN/6ZMJsSRRG6rgfyH6sIBcD9Jlwmk1m54lfX9ZWFUGJ9WNxjOTn7w+wM+BS/WB4flFU+V9d1ua9c9RR6JpOh3HxLkCZFPAWkSRGbhDQpYpM8pSa1SoEdANKkVuDZn57RaMSDARs+PxwOea/gh87ENM0nrygQRXFl0Yl9/y4ZzUtDEASk02nejms4HKLX63Gbeogsy9B1PVDF+aoJk6qqawtPlIBvD03TEI/HuU0xe3Jdd2rC89lnnwW+96oCkG3bKydLAEjI3CKsbUav1+Nxj1VgTqvCHA6HgU+P1K37Sj1ZnB/ORUGEAAH10f31qqqu1aqORILtwmaesNNGg8EA3W53ZtzTdT2w0Ljq4HJBEFae2wd8motFbAfDMPiMFtu2+SD0aXFPURRUKpUnf03rznKkuLc9XNdFNpvFcDjk9jQv7vm+D8MwnnQTzzCMlWesAXiWzWtiNoqiIJlMch/V6/Xged7MuPf27du1hMYgsPl9q7JLleMvDdKkiE1DmhSxaUiTIjbJU2pSq27ikSa1PFvZAu/3+4GDyXA4RCg0/4TBupimuVYC/pSLA2Ixtm3j9vY28HBg27ZRKpXw61//euG1qyZM6ww6Zj+XkvDtYds2b2MQBFVVEYvF1hKHFrFu9bdt29R7fEswsSlo9W6320WhUFirRdNUhPvNPOA+7q2TMK2aqBGbgQ1FD4ooiiiVSoFmdaz62QZthTeLoIOziafBsqzAuTkblK4oypN9bpsQ39lJGeL5sSwL3W438MZ+r9dDqVQKZIOrbuLpur7WKZpV1wTEZnAcZ6m4p2na2u0un5rRaERzYLcIaVLEJiFNitg0pEkRm+QpNalV9QPSpJZnKyuRZd5kz/PQbreftPJpmR3macRiMToSvEVs216qouP6+jpw8FnVKdi2vdaijBZ03yw+fvyIbDb7pD9jHeFIkiQSMrfIeOuCoNcPh0OEw+GF1xb1IkRBxMAZoG230Rg1UB/V0bSbGLqfTrE4/v2Ccl+/n6V2d3cX6P6zSCQSVEm3RZaNTR8+fAjsA1ZdsHuet1YuRAu67bLsZ35zc7PUjKplWdeedF2nuLdFHMdZ6v3vdDpwHCeQH1g1N+/3+2vFvWg0unNCwTeZ9+/fIxKJBLp2HVFyHZtYZrYosXlIkyI2CWlSxLYhTYqYx1NqUqtCmtTyvPhNPOA+IQlaJbVKEu44zlofvKqqNCNhi9i2vVQwWeZBX7Xq6fLyEvF4fOnvY1Bw2y7L+qhyubxW+5MgsPkyqzDe45rYDsu8/5IkBW6vklEz8HwPN6MbtOwWek4PfaePO/sO1VEV18NrDNwBek4PcTmO78W+B+C+p/064hH5qO2ybN6Sy+UC2+Cqmyf1ej2wYDqNXUvAXxrLxohcLhd4xso2cmRFUSg33yK2bS/lRwzDgCzLS7X8XZZGo7HWSRoqNPhmcXBwEPhEzKp0u92VRW7KzbcPaVLEJiFNitg0pEkRm+apNKlVIU1qebZSqrOM4ei6juFwGDgJXzVxWcWZlMtluK4LURT538Tzwyp3g7bsMU0TNzc3ga4djUZIJpNotVpLv65V7OH4+Bij0YjaYXyDkCQJo9EocLsex3FWahPGRKtlWmKkUilEIhG4rrt0VTyxWZbxB6FQKFACXrNq+IMPfwDLtSD89n+i8Nt5GD7gw4flWahaVZiSiZ/kfgJN/JQkrRL3Dg8P+SKVWottDyb0BM2NNE0LPDB6MBggFAqtNI9sWXuQZRnlchmj0Witdj/E86KqKizLQqfTCXT9qrn5Kv6lUChwkcBxHDqVsCWW3cQLh8OBc+11BKRVbOro6GjtGTDE+rCTKEH8CctvPn78GOjew+EQpmkuLX6usqHMZqs5jhP49CnxNJAmRWwS0qSIbUKaFBGEp9CkGM8Z93ZZk9rabxr0yOTe3l7gBBxYvhe4KIq8PUo+n597rSzLCIfDyGazKJVKEAQBV1dXOD09pVkuW2Q4HCIejwd6+GVZhqZpqNVqge69ikPQNA3pdBqGYSwMULquIxaLIZ/Po1gswrIsnJ2d4ebmhgTNLdLr9ZDJZAJdm81mUa1WA9+73+/DNM2lXk84HIbv+wtbl4miiFAohHQ6jf39fZimiWazibOzs7VmLBDroyhKIKFGEARkMhmcnJzMvc7xHPz703+Pa+saeTOPlJqCIAhwfff+D1x4+BQPRUFEUS8CuPeD8XgcsiwjmUwufN2RSAS5XA6lUgm+7+P8/Bynp6dkU1uk1WoFbpdimiY8zwvcb340Gi3towzDQDgcRiwWC3RtIpHA3t4ecrkcBoMBzs7O0Gq1qIJ8i9i2HbhaO5/PB94UZvdeZkNHFEWEw2G4rotisRjo2nQ6jWKxCFmWUavVKDd/ARiGEWizTRRFxGIxnJ+fB773sr5CVVUkk0moqrrQv6mqimg0yuOebds4OzvDxcUF2dQWaTabC9fqjHg8jm63G/jzWqXVqmma0DRtYSwWRRGmaSKZTKJQKPDXdnZ29uQnJojFkCZFbArSpIhNQ5oUsWk2rUmNs2xuTprUamylPPXy8hKlUmnhsUxN06Bp2lLJiGVZvFKKwZJn0zShKAoEQYDnefA8D47joN/v4+zsDIVCAalUCpqmQRRF+L7P/7Brh8Mhms0mXNfF4eEhr0LodrtLO0FiM3ieh1qthkQisXBIZ7FYDFw5zpjmjFRVhWEYvP3PuJ2w6vRms4lSqYRer8ftbvw6z/Ng2zaGwyG63S4ikQhvRdbr9WBZFtnUlmg2myiXy4GuTSaT+NWvfhX43sPhENlsFp27Dv5H53/gL1p/gbpVR97M4+8X/z5+p/A7kESJ24nruhgMBqjVaohGo3xhd9Ic4dfXXXwnH8JRyuA+yrIs3N3dodFoYH9/nyf89Xod4XCYWtZtidPTUxSLxYUiZTQaDVQV98u7X+J0cIqIHIEIEWE5DE3U0Hf76Lk9eL4HSZAQUkKIKBF0nA5+Yf0CPzj+AR9qfHJygoODA4iiCE3TJnwUsz/btmFZFvet7LnwfR+DwYBmJWwJ5heCnBwoFouBqzIB8M//IaqqIhQKwTCMiRzJdV0Mh0O02220221UKhUMBgMuGDyMe5ZlYTAYoNPpIJlMcp/UbDaRTCbJprZEtVpFuVxeWOUtCAIikQhOT08D37vb7U49aWWaJkKhEFRV5f5nPDe/urpCJpNBJpOBLMuQJInbpud58H2fx71Op4NGo4FKpcLjXrvdRjgcptY9W+Ls7Ay5XA5XV1dzr8tms0svwKfFSFmW+XrvYW4+Go3Q6/XQarV4bj5ud+w63/f5DJB+vw9VVfkMLNu2J3wb8bz0+30kEgkoirJQG9jb28Pf/u3fBr63bdtTRS1d12GaJnRdfxT3BoMBGo0GVFXFwcHBRLHCuE25rjthf+ObfvV6HbFYjGxqS5AmRWwS0qSITfMcmtRD/2cYBkKh0IQ2ME+Tmhb3SJN6uWxakxpn2kl1FvdCoRAfdTCuM5EmtTxb7TGzSHyKRCJL97Lv9XqIRqM8YapUKuj1ejzRmZd8XVxcQFVVNJvNQMb61Vdf8X+zJJwGVG+H4XCIXC63MGEKhUK4vLxc6t7j1UeyLPOkazAYoNvtzq1OYs7RcZyFlQmtVmtC4Op0OjAMg8SnLXF3d7ewommVRbfruhBEAX94+Yf408afAiIgQcK5dY5fNH+Bv7z4S/zTwj+FKDyutru9vYWmafiq1sf/9cfXuLM8RDQR/+ePMyjFH4sP48F5MBhgMBg86WBaYj6KoiwUn2KxWKDK7D+//XP4vg9FVHh1pgIFMTGGbCgL13Phez48/16UlH0Zf3755/j9yO8jrsT5fc7PzyHLMmzbDlQ99eWXX/J/12o1RCIRale3JdrtNvb29hZupqiqil6vt9S9x20hFAohmUyi2+1iMBig3W7PzZEuLy/5Am4R4xXIvu+j1+vtVBL+0rAsC/F4fO5GnmmaS1dlW5aFVCrF71sqlTAcDrk9zfM/19fX0DQNjuME+rkfPnzg/261WkilUjAMY6nXS2wGz/P4pv88nxGNRgO3FGM8bAN1eHiITqeDfr+Per0+1/+cn59DFMVAcc9xnEc2FQ6Hd6ptz0uCbYLNK0wRRXHpVl/AZNxLp9NQVRX9fp9vvs2yYdu2ebvVIHHv+vqa/5tt3AQ5xU48HaRJEZuCNCli0zylJjW+kba/v88LBNjm2yxbYZpU0NycNKmXxSY1qXEeFhhXKhWuH9ze3s79eaRJBWdrv+Xp6Skqlcrc45mCIOD29hbhcBi6rkNVVV6NBNwHv9/85jcT3zMajbgAJIoi70kdpI2U7/uwLGul38fzPPR6PUqYtgRrFZZIJNBsNmde1+/3IUkSYrEYdF2HLMsTO/26ruPrr7+e+J7RaARFUXgPZ7bbH6Tf+TotLRqNBmKxGIlPW+L29haVSgWSJM1MTgRBQK/X49VKqqpOVCPpuo5qtfrI//xV9a/wp40/hSqqCCthSPJ9D/OBO8CfNP4E3wp/C9+LfW/qz7QsC39bG+DO8pAyJTT6Lt7fjqZu4k37nUzTJPFpS1xcXCCXy82tfPI8D61WC5FIhMe98RkwhmHgi998gS97X0IV7z9zz/cgSzJ87/4a3/cBH3C9T3ZrSAZadgsf+h/w/dj3J37eqi0IRqMR+v0+otHoSt9PrIdt23Bdd6H41O/3YRgGVFWFrusTJ+SYL3jYGpH5PFEUMRwOIYpi4NZk67S0qFariEQiNCNoS1xfX6NSqaDT6cwUDkVRRKfTQTgc5nGPiQC+7yMUCuHLL7+c+H42y4p9f7fbhaZpgVu8rpqbA/fik67rJD5tiWq1ikwmM3eTzrIsjEYjRKNR7qMexr3xxTrwqf1ht9vlmyej0ShQbr6sGD8OE0xDodDK9yBWp9fr8RNK8/xCv9/np3xVVZ2Ie4qioNfrPWpjx3wW83H5fH6uLxxn3bgXCoV2Rnx6aZAmRWwS0qSITfOUmhTzYaIootVqIZlMBi6qWic3J01qu2xKk3qYmw8GA6RSKe6TmFYRpJiYNKngbDVbZIn0rKByd3fH++52Oh04jjORSB8fH8+8bzqdRjgcxsnJCQ4PD1Gr1WAYBmKxGBcbLMvibQgeEo/HkUgk4LouWq1WoOPuNzc33HESz0+9Xsfh4eHchKndbkNVVf6gj1cj6brOW+aMw4QC1hqBOb3Ly0vEYjEegDzPQ7fbnWkrxWIRiqLAsizUarWFyZTv+2i1WryVBvH8NJtNJBIJ1Ov1qV9nrZVEUUSv10O73Z7wJ6zq8iH/5eK/wIOHRCiB4XAICRIEQYApm7BsC78c/RI/2f8JHMdBs9l8FNDeplREdQktC0iGNfyvR1kIwmBh1QqrUqfKp+0wGo0Wxgf2zFuWNfWEyps3bzD0hvDh89OaTCBnItXIHkFTNTiuA0mUIEoiBAgQPRGyIc88FZHNZhEKheA4Dm5vbwMlXDc3N4FmLRBPw8XFBcrl8tw5LZ1OB6qqwrIs9Hq9CQE7Ho9PtUnWBqpUKuH09BS3t7eIRqNoNpuIx+O8tZjruri7u5vaikoQBJRKJS5e1Wq1hdWaruui0+kglUrRpsuWGA6HMAxj5vM/GAx4RTbb2B33J0dHR1P9i+d5CIfD2Nvbw/v373nbS1mWkUgkuNhg2/bMUwqhUAjZbBae5/EWUYuo1+uIRCLUCmpLdLvdhTPDWq0Wbzs3GAwmcnNRFHF0dPToewaDAfL5POLxOJ/dUyqVcHd3h2g0ytuo+r6Pfr+Pdrs9NUfa29uDrusYjUZoNBoTre9mUa/Xoes6tYLaEhcXF9jb25spPrH1mCRJvHXzeOwpFApTC19c14UgCPjss8/w/v17jEYjGIaB4XCIRCLBWzw5joN2uz1VOJckCQcHB1xQrdfrCzcBWWym03jbgzQpYpOQJkVsmqfSpDzPg6qqODo6whdffIFUKsVbHiaTSb6+n6VJAfcdX/b39+H7Pu7u7nB7e0ua1AtnU5rUQxzHgaIo2NvbgyAIuLi4QKVSQbPZRCgU4i06gfs8flaXA9Kk5rPVTTzXdec+4MPhcO5iynEcbliiKPKFnKIoPIjlcjkYhoHj4+OJamFGIpFAt9tFrVbjwlY4HEY6nebVU6FQCKZp4ubmZu7rdV0X9Xod+XyeFnZbYpFAOK+1gW3bEw+9qqq8bRQTFDOZDEzTRDQahWEYfEHHiMfjGA6HaLVaaDab3F7y+TxM0+QzhUzTxNXV1UKH1Gg0EA6HeV9y4nlxHGfus+z7/txqpV6vh3Q6zdsfRCIR+L6P6mkVqqxCgMCrOVl1i+qruHVukUgkANz7qH6/j5ubG17xdJwJ4f/534p4X7fwvYM43mTvq9HPz88XPgMXFxc4PDykky5bYtEJgEVzOTzPg6mYEHAvTsrS/fwDQRQgQAAEQPEViNJ9T3FREAHh/rSeKIgoZAo4zh6j0+mgXq9ze4nH4xPtd0KhEOr1+szFAoMJD5lMhjZdtsSiZ37eZ8jESYamabz93f7+PgRBwP7+PjzPg6IoSCaT3FcxEokEnw3EBANBEFAoFPipmlAohFAohIuLi4Ui+c3NDZ8ZQzw/i3Jzx3HmtvQZjUaIRCK4u7uDIAiIxWI8v8rlcpAkCYVCAYZhoFKpTFQLMxKJBHq9Hm5ubri4pOs68vk8rwRnNsXat86CxemDgwM66bIlFvmodrs982vjp6M8z4Msy4hEIvyUiyRJ0DQNvu8jEongzZs3PK9iJBIJpFIptNtt3N7e8ntmMhl+opTZ083NzdzXA9wL+p1OB/F4nOLeFmAz6eYxz0f1ej3uY4B7XyJJEkRRRKVSAQAcHBzwNZskSY9yZhb3qtUq3xBkcdMwDEiSxG3q/Px8oUh+cXEBTdOonfSWIE2K2DSkSRGb5Kk0KVmW+Xrv4OAApmny+DctN3+oSSmKwuOeKIoIhUIIh8OkSX0D2IQmxU6HslPFLO6xk8WZTAahUAjHx8ePigDi8ThSqRRpUiuw1dWsJElrtTT5+PEjP1rMBt6zqks2KDiZTEIUxZnHv9lx41QqhZOTE2Sz2UdOS5IkHjCvr6/nJk1slzkWi71643lpLGoptgjXdXFzc4NsNotUKsXt6OHnmEgkIAjC1EDKBncahoFsNoubmxvkcrlH1+u6jkKhgIuLi4WvmVUw0MLu+UmlUnPnbiyiVqvh4OAA2WwWiUSC20DxoogP3fsZK5IoAQK4nbmei3woz+8hyzKi0SgikQiurq54ciRJEr5X+fSzIpEIDg4OcHZ2Njdpsm0bjUYD2WyWFnZbYJnhwNM4OTnBYekQ36t9D//15r/eL/IEAD743yx+jSdKPbuHkBLCt1PfhqZpSKfTyGQyODk5QT6fhyzLE3FPlmVkMhn4vo9GozH3NVWrVZimSdV0W4AJ06syHA7R6XSQTCb5aRnmi9jfLLealdOwRZthGHwuRzqdhiiKE99jGAb29/dxfn4+twWL7/u4vLxEqVSihd0WCIVCj9rMLcP5+TnK5TLi8TgMw5hoEcVy83g8zvOlaSiKgng8jng8jo8fPyKVSvF2UwwmlLJKz3m+tdfrodlsIpVKURX5MyPL8lqtBoH7dneFQoGfhBnPXZhtsUX7tFxZEAQYhsE3gk9PT7m4PX4vVVWRz9/nX4v86uXlJTRNo2KDLZDP5xfmJfNot9swTROJRAKZTIbbAItXvu8vbPMlSRLC4TBCoRAajQZEUZw4WcUIhUI8N5+3ked5Hm5ublAoFHaiivylQZoUsUlIkyI2zVNpUgC4j4pEIrxDxjTmaVLj9yJN6pvBJjSpg4MDvjnH1v3MX43n5tPiniAIpEmtyFZXsuskSwD46ZXx3V72/7MAFcQhMCMrFotccJh2TTKZRKlUWjgH4eLiItCRT2KzRCKRhRUDixivcJJlmTuk8T9BEmGWaLGq82l2qGkaDg4OJirspuE4Di4vL9cWQYjVCDKsdx6CICCVSnF7EgQB/6jyjyAJErp2937j5bd0R11IooR/WP6HU+/FjpbPEhbC4TAqlcqjhOohjUZj5vF14unYhJjJBICfVH4CURAx8n57P2ZHAiZsCrgXpPp2Hz/c/yGy5qeNGs/zUCwWoWna1LgnSRJyuRz29/cXCpWnp6drLViJ1QiFQmvnG57nIZfL8YWbKIr8VMIycU8URei6zmPotO8xDAOlUomf6JvFcDjE9fX1WjM8iNXYRMyTZRmhUIjPNgMmc/OgG2me53H/MyumxWIxHvfm2enNzQ06nU6gYenE5lhXzAQ+iULMtgRBmPBNy+TmnufxjZJpNqUoCgqFAj81Mwvf93F2dhao/SaxWVgbuHXwfR/5fJ7bwXi8W8ZHAfdC+niLqIeYpolKpYJoNDr3NPDd3R3q9fra+gixPKRJEZuENCniKXgKTWqV3BwgTeqbziY1KZY3MV8zbltBbIo0qeXZ6ibeulVBsVgMsixPPPSrLs7HF4bzrgmFQiiXyygUCjOv830fp6enlDQ9Mw9bD6xCoVDAaDSaGFa9Kqwab55NKYqCTCaDcrk8ty9xv9+npGkLrOujWBu5wWAwca8fFH6Anx7/FJZrodqrojFooNqrwnIt/PT4p/hB4QdTXwurTJn3uphIXi6X5153dXWFdrtNSdMz4nne2qdA0uk0BEHAjw5+hKPYEZrDJlxvdlLv+z5uh7cIKSH84+N/PPE1tmkzz05EUUQ0GkW5XEYqlZp5ned5OD09DTRcndgctm2v3SIwl8uh3+9v5IQSi3vz7qVpGnK5HCqVytzX3ul0UK1WaSPvmVk37pmmyduKzTvBGYTxjeUgca9UKs2938XFBe7u7mgj7xlhrXXWIZfL8XY96352QeKeJElIJpOoVCpzW4fZto3z83PayHtmWJX3qoiiyNuCrevvmPi5yKY0TUOxWOSzQGfRaDRwe3u7tlhLLAdpUsQmIU2K2DRPpUmt+lpIk/pms0lNSpbvR7uwP6tAmtRyvNhNPEEQFrZRajab6HQ6UFV1YgD6U8J2lCORyFzxyfM8NBoNEgqeEVYBMIuHc3ym8eWXX8IwDHie92ytJyRJ4gNA59HtdkkoeGYW+ZNF7SRs28bJyQnC4TA8z/vkpwQRP/v+z/Dz3/k5fnzwYxzHj/Hjgx/j57/zc/zs+z+7n2O25us2DAPxeHzudZeXl1Tx+4wsErSZL5gHO52kSir+1d/7V9gP76M+qKNn9x7FG8u1UOvXIIsyfvb9n+G76e+u9LpZ5WYymZx7neM4uLu7W+lnEKuxaHNj0dBqAPjiiy8QiUSeVTRkM4YWxb1ZQ9SJp2NR3FtkU71eD9fX1wiFQgvnDG0KVvHJ2rrOwvd9XF9fk1DwjCxalLPWc/M4PT3lAvlz5uaSJPE2w7MYDoevWih4ibDnfRaLcnPP8/Cb3/zm2eOeKIq8iGUeVLzy/JAmRWwS0qSITfNUmtRTQ5rUy2STmlTQe24C0qTuedaZeGzwIQDs7++j2+3yo922bU9Unr1584a3y/j666+nOhrWWsV13cBHyjeFLMtQFGWus7Esiw98JDbPuD0B923FbNvG3t4eBEFAt9tFp9PhXyuXy/B9H/V6feq8F7a7b1kWT9af06aCJPtUmfm0jNtUOBzGcDhEJpOBoijwPA+3t7dcUD44OOACwNdffz11wa1pGqLRKB9GPG5PoiDih/s/xA/3f/gkv8us2TDj+L5PYuYTwpIZ9h7v7++j3W7zuMcG8LJqqDdv3kAURQyHQ3z48GHqPWOxGBzHgeu6KMfK+Le/92/x7/763+EX1V+g2q/ez1fEfTseWZRRiVXwz9/9c/xu8XfX/n1YJeeiuLdulTwxm4dxj7UtTCaTEAQBnU6Ht/BJJpPI5XJ846LVaj26nyzLCIfDEyf6KO7tFuM2lUql0O/3kc1mIcsyXNfF7e0tj2+Hh4cwDAO2beOrr76aGj9M04RpmlPj3lPDxIJ5myqu61Ju/oSwUwNs3ZbJZNBsNpHP5yGKIgaDAVqtFnzfh6qqOD4+BnDfSvD8/PzR/QRBQCwWw3A4hK7rzx5bgvio0WhEce8JGfdRqqrCdV3E43G+Vmu1WvyZz+fzSCaT8DwPJycnU4VmRVEmcnPg+eLerPlVD6G497SQJkVsEtKkiE3znJrUU0Oa1PZ5ak3quWPLrmtSz7KJJwgCjo+PYds2rq6u+ID6aDQ68YEnEgnYtg3f9yGKIlzXhaZpePPmDZrNJur1OoB7J+Q4DkqlEgaDAe7u7uC6LqLR6LMOg15kEJZlodfrIRqNPtMr2h1isRjy+Txubm4wGo2QTqehKAr29/f555JIJGBZFhzH4fYE3ItUsVgMHz584E6HCZm5XI6LoJqmwTCMF5Xw3tzcIBQKLawIJJbn4OAAhmHgw4cPiMVi3J+M+5R4PI7RaMR9E0uEDg8PMRgMcHZ2BgC8ErNSqcD3ffR6PYxGI0Sj0UDVd89Ju92GqqpPXjG6a8iyzO2iWq3yAfX7+/v8vfZ9H8lkkicgLLnSdR1v377lM5xYFTDrF97r9fhiMB1O49/87r/BSfsEf3T6Rzi/O4ft2UjqSfxo/0f4O7m/A1l8vnqddruNZDK5cE4HsTzpdBqpVApnZ2e8Ck3TtIl2b/F4nMc9ttDzfR+5XA6pVApfffUVAPAWhfl8HqFQCHd3d3Ach8eXlxT36vU6DMN41vxuVzg8PIQgCDg7O+PPraqqE1X9LO55ngdVVbltHR8fo9vt4urqCgC4jyqXy7Btm8e9eDz+onJz13XR6XT4xjexOXRdR6lUQqfTQavVQiaTgSzLKBaL/L32fR+pVAqO40wICpFIBG/fvsXp6Sksy+IzpiRJwv7+Pu7u7tBqtSBJEkKh0NpthDdJo9FANBqdewqUWI18Ps/XbKFQCLFYDJqmTVT1s7jnui73UYIgoFwuw7IsnJycAAD3Q6VSCbIsT+TmiqK8qDz49vZ25mwYYnVIkyJNatOQJkWa1KYhTerlxOLXwHNpUuFw+EWt1V+zJvWsmWEkEpk7nF5V1amBQFEUPrCeVRGwAGiaJgzDgO/7z9p6wnXdQC2ezs/PeeUysTlYNVmxWJy5+z+v6sPzPOTzeXS7Xezt7U18fzwe57b0nK0nglSfOI6Dm5sb7O3t0cJuw7Cg9Nlnn/H/fgjr//0QSZLgeR729vYwGAxQLBYBgIudrHLYdd1nTZaC+KharQbDMGhht2FY5U88Hkc4HJ45nF7TtJnt6Zj4zcRBURTheR7C4TC3JZZsVWIV/Iv/5V886e/kum6gVhfn5+eoVCqBWjkSwfE8D7Is4+joaGbcYyeRpuH7PhfDi8Uiz6NEUUQ8HofjOM9eBRnk5/X7fdze3iKTydDCbsMIggDTNPH27duZbVAeCgcMVVVhGAby+Twcx0Eul+M+Sdd1aJoG3/eftT2O53mBWjxdXV1B1/VXubDbNqIoIp1OIx6Pz4x783LzTCaDXq+HdDrNBSbP83gF+fjG33MQ5Gd5noerqyscHBy8KAHjtSDLMj777LOZM1wkSYJpmlO/1/M8FAoF3N3doVQqcR8lyzJisRjPa54zNw9iU+12G6FQCIlE4kWJrK8F0qSITUGaFGlSm4Y0KdKkNslza1LPwa5rUs+ihrBkZtVj/KIoIhwOI5vNIhaL8VYtD1tgPOeHIwgC3r59i29961tzr2N9yOnI+WbpdruP7GAZVFVFIpFAoVDgC8JxAYv1AX7OpETXdbx79w6ZTGbude12m+ZvPAGsvdOq/Zx1XUcqlUKhUOCtpMbtJ8hMhU3CTt+8e/duoahEA6o3D/P5bONlWSRJQjQaRTabhWEYEASBVwSzrwN4VpuSZRnf/va3cXR0NPc627bRbrdp/saGabfbEzFqWVjcYws6Fj/ZPcdPvjwX4XAY7969WzgroVarUdx7Anq9HhfGl417bAMwlUrxGU/jcY/d77njXqlUwrt37xZu+D6c5UCsz3A4hCRJj/KfoCiKgng8jnw+P2E37LNkM6Cec6NMURS8e/eO+81Z9Pt93sqY2BzNZnMiRi2LpmlIJpM4ODgAgKm5uaZpzypmxuNxvHv3bubGI+P6+hqWZT3Tq9oNSJMiTWrTkCZFufmmIU2KNKlNQprU69OknmUTj33g61ZQjzuyhw7tuauzmfEGodVqod/vP/Er2h1EUeRHwtdddEmSNFW82ka1P2t7FiQBvLy8pIXdBolEIsjn8xtZxDN72rZNCYIQuHrPcRw0m81XF+C2yf7+Pm9ZuA7jPmrbNgUEH1pcrVYp7m0QWZZRqVQ2ci8mhL8Ee1pmE+Xm5oY2XTZIMplEPB7fWG7+EnwUOxHB8ql5sNZnFPc2gyAIKJVK/N/rwIoLptnTc59KYgJYEFu+uroKdBKUCAZrz7oJXlIexQTKRb7H8zzU63XadNkgpEmRJrVJSJMiTWrTkCZFmtSmIU3q9WlST/pui6KI/f19pFKpV3fMmolgbBbIIi4uLqiqYAOYpolKpYJQKPTq2ouwtkE3NzcLr7Vtmw8fJdYjnU5jb2/vVfZ0VxSFz7paRK1We3UBbhtIkoRSqcQrdF8TTFi9uLgIdP3V1RVtumyASCSCcrn8Klsg6boOz/PQarUWXtvv92nTZQMIgoB8Po9sNvvqWv8JggBZltFoNALZCW26bAZVVVEulxGJRF5dbs6ekcvLy4XXep6HWq32rC2FXivs1Phra4EE3D8vo9Eo0AmWVqtFJzw3AGlSnyBNajOQJnUPaVKbgzSpe0iT2gykSX3itWlSG81iDg4OcHd3h3A4DM/zYBjGqxSdGIIgIBaLod1uL7zWcRy02+2Fx9KJTyiKgmw2+2jw/WsTncaxbRvxeBzNZnPhtfV6HdFodGE7FuITuVwOlmUhGo3Ctm1omgbTNF9dYGOIosh7pgdJmm5ublAul1/U4OyXDhtmr2kaXNdFOBx+laITw/d9pFKpQEnTcDhEr9db2CqR+IRpmohGo9A0DZZlQZZlRCKRV/1MOo6DcDgcSKi8urqCaZozZ4sQj9nf30e320U0GoXrutB1nbdDeY2Iosjj+iJRyfd93N7eolAovNr3Y9OIoohisYjRaMRnr0QikVcpOjE8z0MymUS1Wl14bbvdRjweRyQSeYZX9jpIJpMA7td4lmXx3Py1xj3Weo/F+UWwuPea17+bhjSp2ZAmtTykSc2HNKnlIU1qPqRJLQ9pUrN5bZrUxjbxBEHAaDSamLXy2hfEgiAgEokgl8uh1WrBcZy5LS9arRaSySQ5o4AwYUCW5Z2wJ+A+ScxkMuj3+5AkaWEVynA4pIRpCfr9PsrlMgDwOUCvHcMwsL+/j7OzM6iqOvfUQb/fx2g0etUL3U3ChJjxeVCv3U+JoohoNIp+v4/hcIjhcDj3xEun00EsFnv178umcBwHqVQKgiAgHA7vxPumqiry+Tw+fPgATdPmxj3f92FZFm3iLUG/3+fzoHYl7pmmiUKhgOvra4iiOPfUARMzX/Mm1KZRVRXRaBTAbsQ9SZKQTCbR6/Xg+/7C3HwwGNAm3hL0+328efMGABAKhXbCR2mahv39fZycnEDX9bk25TgOLMt61RsGm4Q0KdKkNg1pUqRJbRrSpEiT2iSkSe2WJrUxb5HJZJBIJHjC8BrenCAIgoBEIoHj42OkUqm5145GIzpqvgSHh4d8vsmu2BNwL44cHBzg6Oho4e9NLXuCo2kaCoUCfwZ3IVlihMNhvHnzhi9o50E+KjiFQgHhcHjn4p4kSchkMjg+PkY4HJ57rWVZZFNLwObeeZ63M/YE3LfVrFQqCwdUA6D5QEvABpGz92xX4h4TNN+8eYN8Pj/3Ws/zyKaWoFQqQVGUnYt7siyjUCjg6Oho4YYvtWgNjiiKKJfLfAbTrvgo4F7QPDo6CjT3j3xUcEiTIk1q05AmRZrUJiFNijSpTUOa1G5pUhvxGLFYDNlsFqIo7mRFD+utvui4qu/7r8ZwnppSqQRd1yEIwk7alKZp8DxvoVCwqz3tl61GlWWZJ+C7lCgx2JygIL8/CQXBSKfTiMfjO+ujVFWF53kLT0Q5jrOTcY+dUlmGw8NDPodiF/0Ua/+xyL/voj0Byy/yDcNAsVjc2dycDWCXZXnhYnZXbWpZ9vb2+AnhXbQplpsvWu/tqkC+SsX88fExz093RXRiCILA13mLnqddtKdVIE2KNKlNQ5oUaVLzIE1qOUiT2jykSe2eJjX1yVlUtTpOIpFAPp/fmWPAs2Ctr1jLolnsqjMK2qZIFEXs7e0hGo3uxDHgWbDfu1wuz+3da1nW3GPDr5Ug1TsM0zRRKpUgSdJOBjYGEzNZ4jiLXfVRi6pWx0mn0/x0yy7HPeDTEO5ZuK77ahKmZcjlcoH9jSzLKBaLCIVCT/yqXjbsWTo8PJzbkmdXhYL9/f3A10ajUX79Lsc9QRCg6zpvWTSLXfRRABZWrTIEQUA2m0Uqldq501LTKBQKSKfTM7++qJXda6VQKAS+VtM0lEolaJq2s2s9AFzIPDo6misG76I9AaRJrQJpUvMhTWo5SJOaD2lSy0Oa1HxIk1qNXdKkpn7S0Wg0cC//WCwGRVF23mjYzncoFJqbHLwWw1mWYrHIq8PmIcsyYrHYTidLDFEUoarq3ITJcZydbF+g6zrv+byISCQC0zR33p6Ae5vSdR3JZHLbL+XFkUwmA8/Z2uVqp3FYpXM4HJ6bA+xi3FNVFcViMZCN6LqOaDS6k+/TQyRJgqqqcxcwr6kdxjKYphnYd0ejUei6Trn5b0+1mqY5d12zi8ITcC+QBxE0BUFAPB6n3Bz3cU9RFMRisZnXvCahYBnYnLcgNsKeyV199sYRRRGapiGTycy8ZhfXegBpUqtAmtR8SJNaHtKkZkOa1GqQJjUb0qSWZ9c0qam/IROfEonEwhsoivJq3oxNIMsySqUSyuXyo6RTVdWdHc5pmiaOj48D9dOWJImC2ximafKZCQ+dUjab3UmnLUkSUqlUoDkSoiiSjxqDzUyoVCpTBYOglfmvDU3TFp4AYizbOuO1o2kajo6OUKlUHsW4SCSysK3Pa4RVQgeZ8TYajXa2heYsQqEQDg8Pp1aSZzKZncwRFEVBLpcLdNplfGYZcZ8H5HI5lMvlR4KBIAiB/P5rRNd1HB0dLRQ0Pc8L1JZ0l2DvXblcfpQTpNPpncwTRFFEPB7H4eHhwmvZDDyyqU+Ew2FUKpWpleTzxPPXDGlSq0Oa1HRIk1od0qQeQ5rU6pAmNR3SpFZnVzSpmYqRJEkLg/t3v/tdqniagq7riEQiyOfzEw/WLvb7H2dRlYCqqvjOd75DVZkPGK8if3hkf5dtKsi8g/39fSQSCfJRD9A0DeFwGMlk8pEwsKv2BHyqCpvHu3fvIAjCTr9P09B1HeFwGIVCYeJ52+UFMPu95/3+pmnizZs3tKh7gCzLCIVCiEQijzatRFHc2TxBkqSFC7bj42MYhrGTYso8WG6eyWQmWtfu6lwSxvhcrmlIkoR379494yv6ZsA2f1luPu7ndzk3D1KQkkwml2q9uSuoqopwOIx4PP5I0Nz1uEea1GqQJjUd0qRWgzSp6ZAmtTqkSU2HNKnV2QVNaq4XWdRi5fT0dKMv5rWhaRoPcIIgIJfLvRrDWQVZludWVIxGIwyHw2d8Rd8s2MkONofDMIydrVBhLKoev76+fqZX8s1EURRkMhke4DKZTKAWI68VQRAWziW7ubnZaT++CMMwJmZxJZPJnV4EK4oyNwkfDAawbZsWdTMQRRGxWIxXkUciERiGsdPv1yKh4OLi4pleyTcTRVEm5izlcrmdt6dFrSHb7TbFvTmYpsltirXa3OW4t2jeT6vVAoCdfu7mwXInpsPE43GoqrrTzyBpUutBmtQkpEmtB2lSjyFNaj1Ik5qENKn1ec2a1NwnQ1VV6Lo+M4hFIhEynAXIsoyDgwPoug5VVXe+dUgymeSLt2ns8nsTBFEUEYlEEIlEoCjKzlfay7KMVCqFRqMx9eu6rpNNLUCWZRQKBei6DkVRdt5H6boOWZZn9vXf1bZry6CqKsrlMlRVhaZpryZhWgVBEJDJZGYKTL7v8wr7XX7u5sES70wmA0VRdv59UhQF4XAY3W536tdDodDOv0eLkCQJxWIRhmHwFmy7vKHAbGaWr95lISUIgiDAMAxUKhWoqhpozuBrRpIkZDKZmaLlrq9dgiBJEnK5HDRNo+cPpEltAtKkJiFNaj1Ik5qENKn1IU1qEtKk1ue1alILT+LNG7Jcq9VezRvxVGiaxgctM7Ful2FtHWbR7XZ32lkHIRQKIRQKQZKknX/+JEmaOyei1+thNBpRq7o5sPeQVfnu+vOnaRqy2ezMr89KzolPGIbBF3We5+20TbGWa/NE3cFg8Iyv6JsJGwa/yy3FGIqi8OrnaTSbTT5vipiOqqqIx+O8vdiu5+aapiGVSs38eqfTecZX883ENE2Ew2HKzXH/PEWj0ZnPlW3bGA6HNLdzDuwUuqZpO51DMUiTWh/SpCYhTWp9SJP6BGlS60Oa1CSkSa3Pa9WkFkZvwzBmDgC0bRuO45AzmoHv+3BdF77vU7L0W0RRRCqVmvkAzaosJ+7xPI/b1C73Hh9HVdW54pNt2/Q+zcF1XS74ko+6xzTNmZXPvV6Pv2fEYyjuPUaWZeRyualf830f//+vrvF//+cv8Ue/vtn5RfA0XNflzxzFvXvYDIlpeJ4Hy7Ke+RV9c2A+ivlw8lH3xQbzNl263S736cRjPM/jeRQJT/coijJXfKI20vOh3PwxpEmtDuXmjyFNaj1Ik3oMaVLrQXHvMaRJrc5rjnuCv2BF5vs+HMfBaDRCs9l8dOz86OgIhmGQQ3oAE5ts254YJEzcvzeO46Df76PRaEycQhAEAZ9//vmrGjy5KVzXhSRJcByHWqs8wHEcOI6DVquFZrM5Ud2byWSQzWbJnh7AXD+zK3p/PuH7Pmzbxmg0wu3t7aNTCG/fvt35+STToLg3G9d14TgOer0e6vU6RqMRAOAvzvv4f/+qCRcidEXCz3/6XfyD70zf8NtFmH/a9XaH03AcB7Zto9lsotlsTmywHBwcIBqNko96ANtkIR/1GJabW5aFer2OXq838fXPP/8csiyTTT2A+SiyqcewuNfpdNBoNCZaQoXDYZTLZbKnBzCxib0v9P58gjSp1aDcfDakSa0GaVKzIU1qeUiTmg1pUqvx2uPewk28cXzfx2g0gmVZcBwHd3d3GI1GOD4+JnHlt7CdcKpKCQZLxm3bhm3bqNfr2Nvb4y1piE9OiAU2Yj7MR7mui8FggEajge9+97v0LI4xXjFOvns+nudhNBphNBrxpFyWZRSLRXrvfovruhBFEZ7nkY8KgOM4vJXYH/zxB/zhX19hPxnCddvC//6DCv6Pf/B22y9x67CWF6+tcu4pYAs8lpv3ej3c3d3h888/p/fut/i+P3HyjvKB+biuO5Gb397eIhaLIZ1Ok039FsrNl2O8heZoNEKtVsO3vvUteh7HGK+mp+dsPqRJLYY0qeUgTWoxFPeWgzSpxZAmFRzSpBazK5rUUpt4D3EcB67rQpblV/0mEc+HZVkQBAGyLJMzItaGBTtZlqlSjNgItm3D8zyKe8RG+KNf3+Bf/3+/hOV4dBKP2Aiu68K2bYp7xMZgJ4cpNyc2ge/7sCyL51EkaBLrQpoUsWlIkyI2CWlSxKYhTWp3WWsTjyAIgiAIglgN3/fxn/+mil9ddvDdQhS//21qs0IQBEEQBEEQBEEQBEF8gjbxCIIgCIIgCIIgCIIgCIIgCIIgCOKFQWfDCYIgCIIgCIIgCIIgCIIgCIIgCOKFQZt4BEEQBEEQBEEQBEEQBEEQBEEQBPHCoE08giAIgiAIgiAIgiAIgiAIgiAIgnhh0CYeQRAEQRAEQRAEQRAEQRAEQRAEQbwwaBOPIAiCIAiCIAiCIAiCIAiCIAiCIF4YtIlHEARBEARBEARBEARBEARBEARBEC8M2sQjCIIgCIIgCIIgCIIgCIIgCIIgiBfG/wQoALbd6qmQKAAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "filenames": { "image/png": "/Users/folgert/projects/hda/_build/jupyter_execute/map-making/notebook_37_2.png" } }, "output_type": "display_data" } ], "source": [ "import calendar\n", "import itertools\n", "\n", "f, maps = civil_war_basemap(nrows=5, ncols=12, figsize=(18, 8))\n", "\n", "# Predefine an iterable of dates. The war begins in April 1861, and\n", "# the Confederate government dissolves in spring of 1865.\n", "dates = itertools.product(range(1861, 1865 + 1), range(1, 12 + 1))\n", "\n", "for (year, month), m in zip(dates, maps):\n", " battles = df.loc[(df['start_date'].dt.year == year) &\n", " (df['start_date'].dt.month == month)]\n", " lat, lon = battles['lat'].values, battles['lon'].values\n", " casualties, results = battles['casualties'], battles['result']\n", " plot_battles(lat, lon, casualties, results, m=(f, m))\n", " month_abbrev = calendar.month_abbr[month]\n", " m.set_title(f'{year}-{month_abbrev}')\n", "\n", "plt.tight_layout();" ] }, { "cell_type": "markdown", "id": "18034a46", "metadata": {}, "source": [ "\n", "\n", "The series of maps is shown above. These maps make visible the trajectory of the war. The end of the war is particularly\n", "clear: we see no major Confederate victories after the summer of 1864. While we know that\n", "the war ended in the spring of 1865, the prevalence of Union victories (green circles)\n", "after June 1864 make visible the extent to which the war turned against the Confederacy\n", "well before the final days of the war. The outcome and timing of these battles matters a\n", "great deal. Lincoln was facing re-election in 1864 and, at the beginning of the year, the\n", "race was hotly contested due in part to a string of Confederate victories. Union victories\n", "in and around Atlanta before the election in November 1864 are credited in Lincoln's\n", "winning re-election by a landslide.\n", "\n", "The series of maps shown previously offers a compact narrative of the overall\n", "trajectory of the US Civil War. Much is missing. Too much, in fact. We have no sense of\n", "the lives of soldiers who fought each other between 1861 and 1865. As a method of\n", "communicating the essential data contained on the United States government's [Civil War\n", "Sites Advisory Commission](http://acw-battle-data.readthedocs.io/en/latest/resources/cwsac_battles.html)\n", "website, however, the maps do useful work.\n", "\n", "## Further Reading\n", "\n", "This brief chapter only scratched the surface of possible applications of mapping in the\n", "humanities and social sciences. We have shown how geographical maps can be drawn using the\n", "Python library Cartopy. Additionally, it was demonstrated how historical data can be\n", "visualized on top of these maps, and subsequently how such maps can help to communicate a\n", "historical narrative. Historical GIS (short\n", "for \"Geographic Information System\") is a broad and rapidly expanding field (see, e.g.,\n", "{cite:t}`gregory2007historical,knowles:2008`). Those interested in doing serious work with large\n", "geospatial datasets will likely find a need for dedicated geospatial software. The\n", "dominant open-source software for doing geospatial work is [QGIS](https://www.qgis.org/).\n", "\n", "## Exercises\n", "### Easy\n", "1. The dataset includes an indicator of the military \"result\" of each battle (either\n", " \"Confederate\", \"Inconclusive\", \"Union\"). How many battles were won by the Confederates?\n", " And how many by the Union troops?\n", "2. As mentioned in section {ref}`sec-map-making-projections-and-basemaps`, the Lambert\n", " Conformal Conic Projection is only one of the many available map projections. To get a\n", " feeling of the differences between map projections, try plotting the Civil War basemap\n", " with the common [Mercator\n", " projection](https://scitools.org.uk/cartopy/docs/v0.15/crs/projections.html).\n", "3. In our analyses, we treated all battles as equally important. However, some of them\n", " played a more decisive role than others. The dataset provided by {cite:t}`arnold2018american`\n", " categorizes each battle for significance using a [four-category classification\n", " system](https://acw-battle-data.readthedocs.io/en/latest/resources/cwsac_battles.html#significance). Adapt\n", " the code to plot the monthly series of maps to only plot battles with significance\n", " level \"A\". How does this change the overall trajectory of the US Civil War? (Hint: add\n", " a condition to the selection of the battles to be plotted.)\n", "\n", "### Moderate\n", "Evald Tang Kristensen (1843--1929) is one of the most important collectors of Danish folktales {cite:p}`tangherlini:2013`. In his long career, he has traveled nearly 70,000 kilometers to\n", "record stories from more than 4,500 storytellers in more than 1,800 different\n", "indentifiable places {cite:p}`storm:2017`. His logs provide a unique insight into how his story\n", "collection came about, and unravels interesting aspects of the methods applied by folklore\n", "researchers. In the following exercises, we try to unravel some his collecting methods. We\n", "use a map of Denmark for this, which we can display with the `denmark_basemap()` function:" ] }, { "cell_type": "code", "execution_count": 22, "id": "64565765", "metadata": {}, "outputs": [ { "data": { "image/png": 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+x93d3Ye6MkEQUCqVUCwWoWnaWu0kgiCIDiMwoKM4SJLEbVgiIvpACA60u2wQBJjNZri9vf2xwa4kSahWq8jn89A0DZIkffv1nufBcRzYtg3btjGbzTCbzdgqhGJTLpdxfn6e9DKIiChlDjawm81muLm5WXpqgqqqqFarkCQJoihGW7e+78NxHBiGgclkwhYhtFHHx8eo1+tJL4OIiFLmILdiHcdBq9VaaRSWZVlotVobWBWtq1aroVKpwHEcPD4+wnXdpJe0MT9ljYmI6DAd3KnYIAgwGo1Y57ZndF1HvV6HpmkoFAq4vr6GpmlJL2tjeBqWiIg+c3BXB8Mw8Pz8nPQyKEaiKOLk5ASKokS/p2karq6uMJ/PMRqNVmorU6vVIEkS+v1+6rJ/DOyIiOgzB3V1CBsCH2hZ4d46OztDNpv98PuKoqBUKqFQKMA0Tdzf3y9U+6iqavSYgiCgUqlgPp/j4eEhFa+dsK6TiIjovYPZig2CAJPJBPP5POml0BJeZ+E+E55W/o4oitB1HVdXVwu1CDk5OYGu67BtG4PBALZtI5/P4/LyMhXjuxRFYWBHRESfOpiMnWmaPPSwQ2q1GsrlMhRFwWQywePj44evyefzqNfrCwc5mqbh8vISj4+PXwb41WoV2WwWw+EQT09PUYuaYrGIk5MTXFxc4O7ubvV/WAyy2SwDOyIi+tRBZOw8z0On00nFNhr9rNlsotFoIJvNQpZllEolnJ2dvfkaXddxenq6dOPocJv1syyfKIqo1+t4fn7Gw8PDm76D4/EY7XYb2WwWV1dXP2YSNymXyyX23ERElG4H0cduOBzi4eEh6WXQAk5PT1EulyGKb+85wobS7XYbtVoNuVxurWkgtm2j3W6/OVRxeXkJ13Xx9PT05d+rVCo4OjpCEAQwTROj0QjD4XDldazi169fDO6IiOhTex/YmaaJf//9d++nPlxeXuL+/n5ns5KqquLo6Aj5fP5DUPea53lvtiF934frulAUZeH6tyAI4Ps+fN/H/f09dF1HpVJBEAT43//93x//fq1WQ6PRgCzL8H0flmXh7u5uK02pZVnGf/7zH56KJSKiT+11YOd5Hp6enjAajZJeysb9+vULAD6de5tm5XIZpVIp2nZdhmVZ6PV6GAwGyOVyKBaLUFU1yuT5vg/P8+B5HlzXjUa9maYJ27bhum4UCIfTQxZ9OzQajTf1fYZh4ObmZuPf+1qthpOTk40+BxER7a69DuxGoxHu7++TXsZWnJ+fo1wuwzAMPDw8wLKsxNZSLBZRLBY/bJW+z6iJoohMJrP0SVPXdTGbzfD09PRpIBVm/DadpT06OkKtVoueL5w9vMnnvbi4QKlU2tjjExHRbtvb/RzLsr6tldon2Ww26uOWzWZxeXmJdruNyWSy1TWEJ0ozmcy326mrCLc85/M5er0ebNv+9mu34fn5GZIkRTWBuVwOl5eXuL293diW+CLtWoiI6HDtZcbOsqxvW1rsA0EQUK1WUSwWoWnah/YXjuPg5eUF/X5/Y2vIZDKo1WrIZrNQVXVjLThs20ar1dpqoLqMs7MzlMtlCIIQ9UvcREuUbDaL6+trtjohIqIv7V3GzrZtPD097XxQd3R0FE0+eH5+fvPvyeVyOD4+hqZpX25jKoqCZrOJTCaDdrsd27pkWUa1WoWu69A0beNF/L7vYzAYpDaoA4DHx0eIoohisQhBEFAoFHB+fh77SexSqcSgjoiIvrVXGTvbtvH4+IjZbJb0UlYmSRLOz8+Rz+ejoM1xHPzzzz9wXRfNZhOVSmXhPmq+72Mymaw1DksURVQqFeTzeWia9ua5fd+HbdsIggCiKEIQhKVOqP5kOp3i5uYmlsfatMvLSxQKBQiCAN/3oybHcbm+vv5xygYRER22vQnswkzddDpNeikrEwQB19fXH3qU2bYNwzCQyWS+zdJ9JQgCzOfzpU7MCoKAUqkUbfW+DtbCejfTNDEYDD5kR8OTrrqur5Vhcl0XNzc3ME1z5cfYJkEQcHp6GvXYC3vvPT4+rt0KRdM0/Pr1ixk7IiL61l4Edrse1NVqtahNRy6X29g80kVOzObzeZTL5egQRLgWz/Ng2/aXwdxnNE1DvV6HrusrNRMej8eJj+9ahSzLODo6igI827bR7/fR7XZXfsyzszNUKpUYV0lERPto5wO7cFLA6wkCaSEIAiqVShQgdbvdD5mb4+NjVCqVrWViLMtCv99Hv9+PtmbDE62apkFV1ehEaxjMGYaBwWAAwzBWek5JklCv15HP5988/nccx8Ht7e3OZOs+k81mcX5+DlVV4fs+5vP5Stk7RVHw69evtSZtEBHRYdj5wC6tveqy2SxOTk6iAxDAn2BlMBig0+kA+BPUVavV2FuD/CQch+X7ftRLLgwsPc97s826ajD3lUUbEg8GAzw+Psb63EnIZDK4vLyEpmkA/htY93q9hf6+KIq4urriCDEiIlrITgd2lmXh33//TeWkhXw+j7Ozsw+HHCzLwv/+7/+iXC7j6OgoNaOhPM/DaDRCv9/fSpZMVVU0Gg0UCoUP2cp9GwMnyzIuLy+h6zqAPzWKYe2d53nI5/Nvvg/hW1IQBKiqGgWFREREP9nZwM73fbRaLQwGg6SX8qXT01NUKpU3NXNBEGA0Gq1cd7Yps9kMv3//3upzyrKMv//++03w63ke2u12qn+uqxBFMcrgqqoKQRDgOA6CIIj1FDERER22dKSLVjCbzVJ98a9Wq1Hri9fC06Zpu5BvY4D9a6qq4vz8/EPGcj6fp/rnuirf96Ot5Ww2C1EUo1+CILz5X1VVkcvlFm5pQ0REFNrJwC48BZtWjUYDtVrty21WQRCi2rVwFFiSwq3BbQrr7F47lDFwi9QtnpycoFqtpu4GgIiI0m3nArsgCDAcDreeYVqEIAg4Pj5GuVz+9pSr7/vo9XooFAqJBnamaWI6nWI+n2/9VPFgMECpVIpmn3qel9qf67bl8/loigUREdEydi6wm8/n0anStBAEAfV6PQpUfrogm6aJ2WyGZrO5pRV+vobb29vEAinHcXB/f49mswlRFDGfz/Hy8pLIWtJElmWcnJxwG5aIiFayU4cnwmBgm3NgBUGIZqMqioIgCGBZFobDIQzDQK1WQ6lU+nYihGma8DwPuq7DdV3c39+jWq2iXC5v7d/xmmEYuLu7Y3YshTg2jIiI1rEzGbsgCDCZTLYa1DWbTRSLxQ9ZuFwuh3K5DMdx3kxn+Ex4Cvbl5QVHR0dR09+k+pKZpsmgLqVyuVwqai6JiGh37UxgZ5omWq3W1p4vPADxVa1ceHrxJ5ZlRaOknp+fAfxp0pvEVpvjOLHMLaXNKJVKnAVLRERr2e7IgxW5rotOp4Nt7hoXi8W1L7Jhtu79usOt2W0KgmAjkyQoPqyrIyKide1EYDebzTCZTLb2fKIoxjIR4nW27jXTNGFZ1tqPv4zZbJa6Qyf0VlqmkBAR0e5KfWBnmubWe5upqrqxbF1om33jXNdFu93e2vPR8gRBYGBHRERrS3Vg5/s++v3+1rctS6USRHG9b81X2brQcDjc2izU2Wy2lfmvtDpFUdZ+zREREaX6SjKfz9Hv97f6nIqioFgsrvUYruvi5eXl25rAIAi2Etg5jhMd2qD0YmBHRERxSO2VxLbtaLbmtgiCgLOzM2QymaX+XhAEsG0bQRBEkzFGo9G3f6dUKm1l6202m8G27Y0/D63nuz6IREREi0plUU8SY8MEQcDl5eVS/eVeNyvu9/tRo+JF6tkWaZWyLs/zvt0OpvRY9maCiIjoM6kM7AzD2PoJzpOTE+Tz+S+zJkEQwHVd+L4Px3Hgui5s20a32422VAeDwcLPt43WFoZhsLZuR7DVCRERxSF1gZ3jOFs/wfnV0HXP82BZFubzOSaTCSzLguu6az+fKIobz9CEp3JpN2z7gBAREe2nVAV2SYwNA4BKpRLVu02nU4zHY8iyjMlksnZDX1EUcXp6iuFwiOl0CgDQdX3j9XW2bWM4HG70OSg+8/kc5XKZdXZERLSWVB2eME0zkX5rr3vWWZaFfr+PTqezdlCXyWRwfX2NcrmM09PTaA7od1u+cclkMjg5Odnoc1B8xuMxs3ZERLS21AR2nufh5eVla73dXnsd2MUVcEmShKurK+i6DuBPoFWr1QBgK4PeBUGIAkpmgdLP8zwGdkREtLbUbMWGW6DbJgjCRgK7crn84eRrJpOBpmnQNC2W5/iJKIqoVCrI5/MYjUbsZ5dyrutu5bQ0ERHtr1Rk7CzL2vrYsJCiKG8Cu7hq3z67QAuCgOPj47XHlS1DEARkMplYpmnQZjFjR0RE60r8Sp/U2LBQNpt9E/DEdVr1sy3lTCazVJ+8OCmKspUtYFodAzsiIlpX4oHdfD5Hr9dL7Pmz2Wy0/Rpni5Ber/ehwbIkSYnVuwmCgHw+n8hz02IY2BER0boSDexs20ar1UpyCW/q3QzDwMvLSyyP6zjO2qdq48ZDFOnG0W9ERLSuxAK7IAgwHo9hWVZSS8DR0VF0atW2bdzf3yMIgtgef5sj0X4SBAEzQilnGEasrz8iIjo8iQV2tm1vfWzYa7quo1wuQxRF+L6PTqcTeyAWx5SKuITjzyi9HMdh8E1ERGtJLLCbz+eJ9KwD/ns6NZzPuakpDaZppiYDM5vNUrMW+pzrugzsiIhoLYkEdq7rJnpg4vj4+M0JUVEUUavVYq9BsywrseD1NcMwEpnoQctLw+uFiIh2VyINig3DgGmaSTw1dF1HsVh8E8RlMhkcHx+jUqnAdV1IkoS7u7u1t2bDrbVt9q17z/M8dLtdBgw7gllVIiJax9YDuzhbiiwql8tFDXpVVY22YF8TBAGapsH3fXS73Vjq7dJwYGE6nW79+02rYwBORETr2Hpg5zjORurZvlIoFHB+fr5w1mw6ncZ6qMMwjMQaA9u2jcfHx0Sem1bDjB0REa0jkcBuWzRNQ7PZ/DKoCzNq4S/XdfHw8BDrGjqdDnRdh6qqa9XwGYaB2WwG4M+4MlVVf5yS4XkeM0A7hj8vIiJax14GdtlsFkdHR8hms2+CuiAIMJvNYJomHMeBaZqwLGujbUlc18U///yD6+vrL8eJBUEAy7Ki742maW+2i23b/lDzJ0kSzs7OkM/nOQN2jzBjR0RE69h6YLfp3m6VSgXNZvNDHV24Bfz8/LzR53/v7OwMkiRBVdVP/zwIAkynU9zd3UUXdUVRcHR0BFVVEQQBBoPBh4DY8zzc3d3h5OQE1Wr102xgOMKMwcLuYMaOiIjWsdXALggCzOfzjT5HuVz+ENQFQYCXlxf0+/2NPvdnBoMBzs/PIcsfv9VBEGAymXyYeOE4zsJbwu12G/l8/tPAUZZlqKqa2AlkWl6appUQEdHu2eoenud5Gw3sVFV9M/s1JAjCj/VomyIIwqdbpeFItdeZulUEQfDlTFpRFFEul1d+bNq+2WzGrB0REa1sqxk713Vxfn4OQRAwmUxiH3GlquqXByU+a3GyaYIg4Ojo6EO2Lmz5EtdBje+yPEmdyKXVGIYB13UTuxEhIqLdtvWMned5yOVyaDabuLq6irV5r2VZX/aNS6JJcLlc/hBYua6Lfr8f6+nb77ZaNU378tAGpU8QBKmaMUxERLtlq4FdEARRdkkURRQKBfz111/RAYN1OY6Tqm2s9xMuTNNEq9VCq9WK9XlM0/w2oK3X67E+H22WZVlJL4GIiHbU1vtkvB9Gr6oqKpUKTk5O1n5s3/c/BDiO42A0GuHl5WXtx1+GLMtv6v1msxlubm42MgXCtu1vJ1zkcjkGdztkMBik6gaFiIh2x9bbncznc7iu+6Hm7at2IMt6HeDYto2npydMp9NYHnsZ9Xo9+jcahoHb29uNXayDIIBpml/WZYmiiFqthiAI0Ov1NrIGis98Podt258eBCIiIvrO1jN24YSH9yRJiqXR7uvAbjweJxLUiaKIfD4P4E9N3dPT08YzMO12+9tDFIqi4Pj4GP/5z39wdnbGpsYp99VJZyIiou8kcnX/LACRZTmWk4BhAOX7/puZtPl8Hrqur/34izg+Po6yLbPZbCsXadu2MRqNvm2dIggCNE1DuVyOAk9Kp/F4zO1YIiJa2la3YsODBJ9l7ERRRC6XW7uZbpiJ8jwPuq6jWq0im81GUxzm8zk6nc7Ggq1cLodCoQDgTwC7zUkX7XYbmUwGhULhx7m0nEaRbpPJhNuxRES0tEQydl8V+seRsQsDGkVRcHp6GgV2oihCkiQUCgVcXV2hWq2u/VzvKYqCk5OTqLbONE3Yth3783zn/v7+x6DVcRzMZrMtrYhWxYkhRES0rK0GdmHQ9VU7h8/Gbi2jUqks1JBXlmU0Gg0Ui8W1nu+1QqGA6+vrNxmWTY9P+0x4QOK7U7JpawtDnxsMBuxpd8DCQ1GDwYAtcIhoYVsN7MJedZZlfboVmMlkftxC/Iqqqp9OefhKeJggjrq7RqOB09PTNyd7HcfBYDBY+7FXMRqNvs3asTB/N8xmM7Y+OTCe58G2bcxmM7Tbbfzzzz/wPC+RButEtJu2UmMXBAEEQYgOSHwVfGmahlqtttKoMUmS4DgOTNOM+tlpmvZtBi+TyeDk5AS/f/9e6eIpCALOz89RKBQ+nDIVRRHVahX9fh++72/94jyfzz89IOG6LluebEHYnHo2m62VdXt+foaqqrFmlylZruvCcZxoEk/YKcAwDFiWBcdxEAQBJEnCyckJSqUSAzsiWtjGAzvLsmBZForFIiRJQi6XgyzLn2bmBEFAqVRCr9dburh/Pp/jn3/+efN7uq7j+vr629Ye2WwWR0dHK02DCLdzP/u3hBMfKpVK9G8JJ2+Mx2MMBoONHmDo9/uoVCpv+gUGQQDDML5ti0LrqdVqKJVK0DQNgiDA8zzM53M8PDx8CO7DQz2vOY6D+Xz+5rWx7TpN2hzbttFqtTCZTL79Ok3TcHFxEVt/TyI6HBsN7Hzfx2AwiLJHYaPc7wItTdNwfHy8cKAliuKX2bD5fA7Lsn6su8vlchAEYelAS1GUb7eOwz/zfT96bFEUUS6XP7RjiVsYRIaBnW3bGAwGW5/AcSgEQcDFxQXy+Txc143alaiqilwuh1+/fuHu7i76mZydnSGbzX7IxARBEG3FdTodZDIZZuv2iOd5PwZ1giB8KO0gIlrURgM7wzCibdXpdIpCofBj+4Ywazcej789uZnNZqMTqI7joNfrfRjXJYriQo14VVVFtVpdeovy/fQM4E8QZ9s2LMvCdDrFaDTa6jZsuVxGpVKJtrw9z8N0OsXT09OnByrC3naapm19rftAEAQUCgXU63Vks1kIggDDMPDw8BB9jaqquLy8xOXlJVqtFk5PT798HwiCAFVVoapq1LZm3UNFlB6LbKkeHR0tdAiMiOgzG7tiBEHwJiPV6/UWzjzIsozj4+Mva99qtRpqtVrUHkVRFGQyGeRyOTw9PQH4713vIi1UBEFAsVj8MbALJ0oUCgVkMpkPd9SGYaDX6200E/cdSZLQaDSidTmOg8fHx0+nb8iyjGazCV3XoaoqBEFApVLB79+/2eNuAaVS6U0A/foG4v1paFEUIcsyJEnC5eXlQoFaEATwPA+GYUSvbdp9Yculr7J2kiR9Wd5BRLSIjQV24TH90LKTDrLZLC4vL3F7exsFGoIg4O+//0Ymk4EoinBdF7ZtQxRFqKoatTsJt7vCOifgz1akYRhwXRe5XO5DxkTTNOTz+TdBkCAI0HUdxWIRqqoik8l8uf1qWRZubm6+bTOyae+3b2az2YegLgyadV3/EPRms1mcnp7i8fFxK+vdRYIg4OzsDMVi8dNssG3bHwL7bDYbHaBYJKgLt8273S6CIECxWIx6MdJukyQJzWYT0+n00xuoRW9GiYi+srHA7n1AsUrGIZfL4eLiAvf399HJWuDPuCXDMDAajeC6LgRBQLPZjAK7cBsjPCwwm83w8vISBV3NZvNDYCdJEqrVKqbTKURRjA5GKIry4wU1CAIMBoNEg7pSqfQmePZ9/9MM5MXFxZc/izCQ/a5u8ZCFGTdd1+F5HgRBeBPk+76P8Xj84XXQ7/fR7/ejzFs2m4Usy1AUBZIkIQiC6OS053l4enp6c5I2fL0za7cfNE3D9fU1Xl5eos9JQRDQaDQ46o+I1iYEG9h3sywL//zzTxQcFAoFXFxcrJRxCIIAlmVhNBphOBx+e6KzVCqh0WhAluUo8PtsW7RWq+Hk5OTD77uui/l8Hm2zLrodMpvN8Pv374X/TXETRRG/fv36UJfT7XbRbrcB/HcSRz6f//bfFQQBOp0OD1m8ErauKZfL0DQNjuPg5uYGuq6jXq8jk8nAcRwMh0N0Op2NrKFareLk5IRbdHsk3HHwfR+SJL3ZYSAiWtVGMnZhL7lQpVJZeRvpdXF/vV6P2kG02+0PWaXRaITxeAxZlr8NAD879AD82SZb9gSi67pbnQf7Wq1WQy6Xi7aJ38vn8zg9PYUoip9uvX4mPAzAwO7PDUmlUoGmaW+24F3Xjdr4jMdj6LqO2Wy20SznaDRCo9H48rVLu0eWZR6MIaLYxf6pEgTBm23Y8E40DpIkRY+Xy+UwGo0+ZEjCNh/fibNWaTqdJjI6DPjTBPe77bkwIF6WpmkoFosYj8frLG9nhQdvwt6LIdu2YZrmmyzwIu0r4uB5Hg+1EBHRj2IP7BzHedN2JNyqipuqqqjX61AUZeli/7gCO8uyVmpsHJdNZYhEUTzYzJCiKDg/P4eu62/6EM7nc7RarURndiZZw0lERLsh9sDOsqwo4Ai39TZFFEWUSiUAWCq4i6OOxfd99Pv9RC+2n2Umw5qddbKkvu9/20NwX5XL5TftYsKehOHhh6TxQAsREf0k9sDu9bZkrVbbePd0URRRLBajCReLCJslr5O5C3vWJUWSJOi6/uH3bdteu27HcZxEM1ObJAgCMpkMstksNE2DJElRrVNYRxdOLBmNRp/2AEwKAzsiIvpJrIGd67pvetdtq++WJEkol8sLB3aDweBDe5BlOI6T6BZsOL7qs6yc53lr1zS6rrvT9Vxh8KZpWjS2KwzewjrN17VzruvCNE3MZjMMBoPUBrUM7IiI6CexBnamab7pv/Xy8hJdYCVJ2mjd1rLBzPPz86ezOhcxmUxgmubSfy8OgiDg8vLy00MT4cD5dWeL/nT4JO1+/foFVVW//NmG81gty8J8PsdgMHjzuk2rQ617JCKixcUe2L0WBEE0MzObzeL6+nqlQGoRmqahVCp9mBf7FcMwYJrmt6dKwwDA930EQRA1kg17w21bGNR91YtuPp9jOp1iMplAURTIsgzf9+G67pvJB+EEja+kNWO1qPB1GGbpwobLSc7wXVc4P5aIiOg7sQV2nue92YZ9zzAMOI6zscBOFEVUKpWFA7v3UwPeC4IAk8kkmnqRBrVa7cugznEctNttWJaFu7s7AH8Cm88yUbquo9FoRC00wnmxwJ9tyaRm3cbl9bzgcFScYRipqpdbVrVa3dh7h4iI9kdsgV3YsPU7tm3H1tPuM2HAskhz3Uaj8WFSw2uu6+Lh4SE1QR2Ab6dG2LaNWq2G2WwWBbdfbS/O53Pc3t5G/31ychIFdpZl7fxWbCgcKWcYRtJLWdsm3zdERLQ/YjvdsMj23aa3+MKs3U8XQUVRUCqVfmx7kqYMiaIo3/67VFWNxk4tW4vV6/Witi27vg27j1ZtNE1ERIcnlsDO9/2FtkC73S4Mw9hoFiyTyeD09PTLoE1RFFxcXPxYr6QoCn79+oVGo7GJZS4tPNH5mSAIohPIsiyjXq8v9divG/Ee6rSJtArnLKfpJoOIiNIrlq1Y27YXql/yPA+/f/9GNptFoVCAoijRqdk4h19ns1lcXFxE9XGKoqDZbEJRFKiqunBGK5PJoFgspmJuqizLn36PDMPA8/MzXNdFoVCA67pLB2elUgmSJME0zZ2uQ9s3zWYT1WqV80SJiGhhsVwxlmn9EU41CCcbyLIctaeISzjx4vLyEnd3dzg9PV15AkZ4ujSt7TBeHwpYpQWLqqool8sA2CctLURRxPn5+bc1lURERJ9ZO7ALgmCtLM/5+flG2jgIgoB8Po/r6+uo5ccqmQ9RFFMR2DmOgyAI3lzogyBYe/TX6elpNMs3TQdFDpWmaTg7O0M2m42yr6IoolAocDuWiIh+tHZg5zjOwi1Gvvr773meB9/3IQhCFGwIgrB0YCYIwrd96hYhiiIajQbu7+/Xepx1+b4P3/c/TExYJ6huNptvxpIxsEtWtVpFvV5HJpOJppuE2+qlUgmnp6cM7oiI6FtrB3a2bccSEDiOA9M0MZ/PMRqNolOawJ+AQ5IkFAoFZLPZqMFumGnatGKxiP/3//4fDMPA4+NjIluWYc+512zbfvN9WlaxWPyQAaRkVKtVNJtNyLKMIAgwHA7f1EqORiPU6/VvW/QQERGtHdit2x4jzEBMp1M8Pj5++XW+76Pf70f/raoqLi8vF97GNU0TQRCsdGEMZ4+GAeX9/f3We72FWczX1llDuVzmJIOUKBQKaDQaUUZ6Npvh+fn5w9clXQ5ARETpt1a7k3Xr6wC8adOxDMuy8PT0tHBwMx6P165HA/40Qb66unqzhbktrwM727bfBLrLCuekvsaM3fZpmobj4+PopLZlWdEYvvcY2BER0U/WCuw8z1u7q394sVJVNQryFjWbzfD79+8f535aloVer4d+v7/W1mVI0zRUq9W1H2dZ4ffadV08Pz9/CMyWfaxutxv9dxAEH7KvhUIBV1dX0alZipcsy28ODzmOE7Wu+Uwcr10iItpva23Fep63dhZhMBggn89/utW4CNu2cX9//2XPryAIMB6P4XkePM+DaZprH6gAls8wxuH5+RmWZWEymcQyIcKyLHieB0mS4HlelAFUFAUnJyfQdR2yLCOXy6FUKr0ZQ0brEUURl5eX0UQJ0zTRarW+zSpzKggREf1kregkjq2h2WyGu7s72La91uN0Oh3Yto1ms/nmUIVhGOh0Om/+e93AzrZttNvttR5jFa7rvsmyrcu2bcxmMxSLRYiiiOPjY8zn8w9j2URRXHpMGX1N07QocA7LGR4eHn7MyM1ms5Xb9hAR0WGIbVbsOubzeSxB4nA4xP39fXRQwjAM3N3dvakd6/f7az+XYRgrNQNOo8fHRxiGAUEQUCqVcHJy8iaoY91d/I6OjpDL5aJA/fb2dqFt1vCGYt2bICIi2l+pCOziZBgGbm5u0G638e+//34I4mzbXntLa9snYjcpHPPW7/c//Lssy4paz6zTq5DeCk+Ch+PgljEcDvHw8LA3NxZERBSvvQvsgD9blr1e78ts0zqHDgCsfWAkbXzfR6vVws3NTRT0hr3UHh4e8PDwkIp5uftCkqSo9nMV8/kcNzc3mE6nHANHRERv7GVg95N1tmM9z1s7MEwry7KioNWyrKiebzKZJLmsvSJJEkRRhOu6a2VBXdfFzc0NHh8fMZ/PU7FlHgQBXNeNXkeWZcF1XQafRERbtFYVdhouJqtwHGfli43neXu1FfveYDBANpvFeDze2Z9vmimKAkmS1noNvjYajTAej9FoNFAqlbbSdDoIguiUueM4cF0XjuNgPp/DNM037w9JkpDL5VCr1ZDNZpduaURERMs5yON1uq6vfIHZ9+zDbDbD//zP/yS9jL2laRpEUYw1aA6CAJ1OB71eD8fHx8jn87GcYg4DONd1o19hAGcYxkJZb8/zMB6PMR6PUalUUK1WORaNiGiDDjKwy2QyK7eMYBaL1hGeON7EDYLneXh8fISqqjg6Ooqyg+H27+u5wK/FEcAtYjAYYDwe4/r6msEdEdGGHGRgZ9s2fN9fKWvHwI7WEd5QbPJ1ZFkW7u7uAPyZcyzLMjKZDFRVRSaTiYK9MJiLO4D7jud5eHh4WGrOMxERLe4gA7v5fA7LslbKGjCwo3VMp1OUSqWtvY6CIIDjOHAcJ5ZZyXGwLAvj8Rj1ev3LLCIREa3mYCuZP+vbtoh9r7GjzRoOh3t9+GZRnU5n79oGERGlwcEGdoPBAI+Pj0t38d/GdhXtL1mWv613OxRBEKDX6y00cYOIiBZ3sIEd8GdbrNvtLnxxcV0Xw+Fws4uivabrOiRJOvjADvjTqoVZOyKieB10YAf82ZKdTCZf1jwFQQDbtjGfz9Hv91NTp0S7qVgsMqh7pd1uc2uaiChGB3l44r3Hx0cEQQBd1yEIQtTuwXEcTKdTzOdz1tbR2mRZRi6XAwAGd//HNE30ej3U6/WVWxAREdF/8ZMUf7Jyj4+PSS+D9tzJyUksjYP3TTi6jsEdEdH6+ClKtAWNRgO6rsOyLPi+j1arlfSSUoXBHRFRPPgJSrQF3W4XLy8vSS8j1RjcERGt7+APTxBtAxtbLyYMgNkGhYhoNbwtJqJU6fV6AP5sXzNzR0S0HGbsiCh1er0e5vN50ssgIto5DOyIKHUURUEmk0l6GUREO4eBHRGliizLuLy8hKZpSS+FiGjnMLAjolS5vLxENptNehlERDuJgR0RpYamaVBVNellEBHtrLUCO7ZwIKI4lctlSJKU9DKIiHYWM3ZElBqsqyMiWg8DOyJKBVEUuQ1LRLQmBnZElAqKokAU+ZFERLQOfooSUSpkMhnW1xERrYmBHRGlAhsSExGtj4EdEaWCoihJL4GIaOcxsCOiVGB9HRHR+vhJSkRERLQnGNgRERER7QkGdkSUCoIgJL0EIqKdx8COiIiIaE8wsCOiVGC7EyKi9TGwI6LESZLEcWJERDFgYEdEiSuVSpBlOellEBHtPAZ2RJS4fD6f9BKIiPYCAzsiSlS5XEYul0t6GUREe4GBHRElRpIkNBoNSJKU9FKIiPbCWoFdEARxrYOIDtD5+TkPTRARxYgZOyJKRLVa5RYsEVHMGNgR0dYpioJarQZR5EcQEVGc+KlKRFt3dnbGLVgiog1gYEe0w66vr6EoCnRdx+XlJf766y/oup70sr7VaDRSv0Yiol3FjqBEOyqc1nB9fQ1ZlqOTpWdnZ/j9+zdc1014hR+pqopKpcItWCKiDeGnK9GO0jQNsixDVdU37UJUVcXl5SUURUlwdZ87PT3lTFgiog1ixo5oR5XLZQiC8Omf6bqO6+trzOdzzGYzWJYFwzC2vMK3jo6OuAVLRLRhzNgR7RhZlhdqFRJue56dnSGbzW5pdZ/Tdf3bQJSIiOLBjB3RDqlUKjg6OoIkSQsHSYZhoN/vb3hlXxMEAcfHx6ncGiYi2jdrBXacPEG0PYIgoFarQZYXf9sGQYDRaLTBVX1PEIRUZAyJiA4FM3ZEO6JWqy3d+800TfR6vQ2t6HuqqkZBHbdgiYi2g4Ed0Y4oFotLBUhJZusajQYqlQpPwBIRbRkDO6IdUCwWoWnaUn/HsqytZ+tEUcTFxQVyuRx71RERJYCfvEQ7oFqtLh0oOY6zch2sLMsrbZ+en5+jUCgwqCMiSggzdkQpl81mVzp8sE5Qd319DUEQYJomut3uQj3warUa8vn8Ss9JRETxYGBHlGKCIODk5OTNZIlFhRMpPM9b6vkuLy+jbV9VVaHrOiaTCabTKcbj8Zd/l6PCiIiSx09hohRbtFWI53nwff/N76mqiuPj46We7/z8/MPzKYqCarWK8/NznJ+ff/r3VFVlnzoiohRYK2PHFgZEm1Or1VAoFL59nzmOg+l0im63i0KhgGq1+uYkaqFQgKZpME3zx+crlUrI5/NfPp8oil+2WykUCitlFYmIKF5rBXbvMwREFI96vY5arfZtsGRZFp6fn6PtUcuyYFkWTk9Po+yZ53lwHGeh5/zp+YD/Hqp4X7/HmzwionRYayt2mdodIlrM2dkZGo3Gt1ubhmHg7u7uQ83bZDLB8/MzbNtGEASYTCYLvU8bjcZCW75fHchwXffHv0tERJvHjB1RSoiiiMvLS+RyuU8zYK7rYjqdwnEcvLy8fPn+Gw6HGI/HqFarC82IlSQJ5XJ5oaxbGDB+tjYiIkreWoGdbdtxrYPooKmq+unBhddkWYYsy3h4ePjx8XzfR7fb/fHrwlOwi4wqc10Xk8nkyz8LgoBbskRECVs5sPM8b6HeVkT0PU3TcHFxsVBwlcvlcHJyglarFctzn52dQdf1L//c930YhgHbtjGbzTAcDr/8Ot/3eYCCiChhKwd2rusudNKOiL4mCAJOT08XCurCry+VShiPx5jNZms9d7PZ/HH+rCAIMAwD7Xb728cSRZHZOiKiFFj58IRlWXGug+ggnZycLD1VQpZlNJvNL/9cFEVUKpVvM3Gapi00pkwQBBSLRcjy9/eAxWKRzYmJiFJg5Ywd6+uI1lMsFn/MmH1F1/VPt2SLxSKazSY0TYPv+7BtG5ZlYTqdYjgcRgcfPM9b+HkzmQxOTk5wf3//5dcsmnEkIqLNWimwC9soENHqKpXKj5mwrwiCEP398XgMXdeRyWSQzWajxxRFEZqmQdM0FItFFAoF3N3dAfjT2Nh13YVr4vL5PAqFwpfv+9dNkYmIKDkrXVVs28Z8Po97LUQHQ5KktbNcoigunPUTBAH5fB7FYjHqfee67sJrkCQJp6enGA6HeH5+fvNnmqZxnBgRUUqsVBTjOM6XjUqJ6GeVSiWWLJcgCAtvqYqiiHK5HP33ohMpQoqioF6v4/r6GrIsQ5IklEolHB8f8zQsEVFKrJyxI6LV5XK5rT6f7/uYzWZ4eXmJfm8+n6NUKi1V4xdm/v7++28IggBJkngalogoRZYO7IIgwHQ63cRaiA7GNk+Quq6LXq/3JqgDgNFohHq9vlLmkFuvtElBEHzIKL++gQgz1cwUE320dGDnOA4DO6I1WZa1tazd+0xdyPM82LbNgw+UKrZtYzKZoN1uRyU/YVD3+n8lSUKz2UQul+ONBtErKwV2nBFLtJ7pdIpyubyVzN13gZthGMjn8xtfA9FPPM/DfD5Hq9X6UO4TBniva7s9z8PDwwM0TcPR0RF0XWcGjwgrHJ5YtuCaiD4aj8dbO1muaRoKhcKnfzYajXijRokKggCGYeDp6Qm3t7dL13Cbponb21vc399jOp3y9UwHb+nAzvO8N/+dz+dRLpe5nUO0pMfHx61McAmnR3zGtu0P72mibbFtG91uF//++y9Go9FajzWdTnFzc4NWq4X5fM7ODXSwlt6KfX03JEkSTk5OoKoqPM+DYRjo9/tRnywi+prjOBiPx2g0Ght/Lk3TPv193/fhui5rlGirgiDAbDbD4+Nj7LtAg8EAg8EA9XodhULhwzZuEAQIggCiKL5p6E20L5Z+Rb/OMNTr9ajBqSRJyOfz0HUdhmFgMBhgOBzGtlCiffTy8oJisbjxkVyZTAa5XA6z2ezN7yuKwhmvtFW+72M8HuPh4WGjz9PtdtHtdr/9mlwuh6OjI2SzWbbtob2x9Ce667rR///sjSCKInK5HE5PT/HXX3+hVqutt0KiPeb7PgzD2PjzSJKEo6OjN0FcqVTC5eUl57zS1nieh36/v/GgblGz2Qy/f//GZDLh1i3tDSFY8tV8e3sbzYs8Pj5GvV7/9uuDIIBpmhgMBuj3+6uvlGhPaZqGX79+bfxEX9gbzHEcSJKETCbDbB1tjeM46PV6P2bRknJ6eopSqcSTtbTzlt6KXTZdLQgCstksVFVFLpfD4+MjTy0RvWKaZhRsbZIgCMhkMjzoRFtn2zaen5/XPiCxSU9PT7BtG+VyGaqqcmuWdtbGA7uQKIoolUrIZDJ4fHyEaZorPQ7RPnpd4kC0TyzLwtPT04f6zjTqdrvo9Xool8solUrQdZ1Zbdo5S79i3491WVY2m2VdD9E7DOxoHxmGgbu7u50I6kJBEGAwGODm5gYvLy/s3Uo7Z63AblWZTAbHx8drPw7RvmBgR/tmPp/j9vZ2K70aN+Xl5WVr/SaJ4pJIYAcAuq6jXC7H8lhEu451p7QvgiCImgXvww3LdDrF79+/MZvNeHKWdsLWt2JDkiShVquxQJUI4Ek82gtBEGA8HuP29navblZc18XNzQ1H8NFOWKsqdN2iUk3TfmyXQnQIGNjRrvM8D4PBAPf393uZ2QqCAPP5nMkISr2lT8W+DubWDewEQeAhCiKAY41op3meh263i5eXl6SXslGlUomBHaXeWu1O4jgGzgsaHTpZlnmDQzvLcRx0Oh0MBoOkl7JRhULhy5nLRGmyVlQVR1DGwI4OXb1eh6IoSS+DaGm2baPVakXTiPaVKIpoNpssmaCdsHLGTpbl2AI7SZLged7aj0W0i3K5XNJLIFqK7/uYzWZ4eno6iD5vJycnzNbRzli5xi6bzcZy9yJJEjRN26kGlkRxqVQqvGDQTrEsC71e72Bmf5dKJRQKBdbW0c5YOrALs3TZbDaWF7ogCMjlcgzs6CBVKpXofRQEAS8elFqe52E2m+Hx8fFgdlgkSUKj0WDJEO2UlQO7ONPvnMVHh6hWq0FRFAwGA0ynU+i6jlqtlvSyiD4wTRPdbhfD4TDppWzV6ekpM+q0c5YO7BRFgSAIsCwrtgzDPvY8IvqJ53n4559/ou78giAwa0ep4rpulKU7tMa8pVIJ+Xw+6WUQLW2lwK5cLsMwDAZ2RGt4n/0ol8sM6ig1DMNAp9PZ+xOvX6lUKjwFSztppVOxzWYTruvGtoXKwI4OXTabRTabTXoZRNGEhX0bC7YMvh9pl60UmSmKAt/3YyugZWBHh65er281O2Db9l4MaN8ky7KikpNDEQQBJpMJbm5uDjaoA7b/fiSK00qBne/7aLVaMAwjlkWw6z4dMlmWt5odME0Tv3//RqvV2tpz7iLHcfDPP//g5eUFpmnufYDn+z6GwyHu7u72/t/6HUEQeGCCdtpKgZ0gCMjn83h4eIBt22svolAooFAorP04RLuoXq8jk8ls5bk8z8Pj4yMcx4FpmgedlfmJqqoQBAGdTgf//PMPnp+fMZ/P9/J75rouer0eHh8fk15K4iqVytbej0SbsHJgl8vl4LpuLIGdLMs4Pj5mryA6SNu8iMzn8yjT7rruwfQjW4WiKDg/P49OK3e7Xfz77794enrCbDbbie/dIpm3IAgwHA7x/Py8hRWlXz6f5yEm2mkrn34IL0Zx1emoqorz8/NYHotol2yzluf1CUfP8/Yy+xSnfD6PX79+vbnpHA6H+P37N+7v7zEej1NXq+i6LsbjMVqtFlqt1o/rcxwHnU5nS6tLN0mSeGiCdt7KKTJJkiBJUqwfarlcDkdHR7xzpIOyrexAEAQwTfPN7+1C1ilJgiBA13X89ddfMAwDo9EI4/EYADCdTjGdTqFpGhqNBnRdhyiKsG0bjuNAEIRoprYkSRtvxB7+fN+3KMnlciiVSl/+vUW35IvFIiqVCmRZjv6d3W53r6YGVSoVKIqS9DKI1rJWYKcoCubzeWz97ARBQLlcxmg0+nABItpX2ypU/+wkOwO7xWQyGWQyGRQKBdi2DcMw0Ov1YJomTNPE/f191Lz9fXmKIAjIZDLIZrPQNA2SJL0J+MJfqwqCAI7jYDqdot1ufwjSvgsogyDAaDT68s9FUUStVkOhUICmaW8eS1VVZLNZ3N/f701wx4bEtA9WDuzCk0Oz2Qy+78e2naQoCo6OjnB7exvL4xGlXZKBHbdilyOKIjRNg6ZpKBaLME0T8/kcg8EArut++v0MgiBqnfJeGPRpmoZsNhsFfdls9tua4zCYM00Ts9kMg8Hg0+fWdf3bE562bX/agFhRFDSbTei6jkwm8+WNuyzLODo6wu/fv3f+JG0mk2GHBtoLa51WUFUVw+EQruvGWiek6zpKpdK3d5JE+2KbF8T3gV2cM58PjSRJyOVyyOVyqFar8H0fQRAgCILo//u+H81Z/axs5XXQ9/rzrlqtotFovNkWDIIAtm3DsixMp1MMh8NvA3NJknB6evrt1mImk8Hl5WWUcSwUClFz3kW3JLPZLI6OjtButxf6+rQ6Pj7mNizthbUCuzCYc1031jsdSZJQqVQY2NFB2FZgJ8syGo3Gm0L5l5cXFAoFZirW9N12aj6fR6lUwnw+x/39/UKP1+/34boudF2H4zjRL8uyFs6yXlxc/NiPLWxd9Z///GflOkBBEHb+wEEYoBPtg7UCu3CrYBN3/dlsFrlcbm9qN4i+sq3DE4IgoFKpvMkOeZ6HyWTy7XYbrU9RFBSLRTQaDby8vCz0d8bjcXRQY1nHx8dLBSqfZarG4zGGwyHK5TIKhcK3r49MJgNJkna2ZlNRFE6aoL2x1jGt8O5uE8f9JUlCtVqN/XGJDpmiKDg7O8Nff/2FSqUCAOh0OjystAXh4bBNBxCCIPwYiC3CMAyMx2Pc3d1hMpl8m1lWFOXbk7dpN5lM+B6gvbFWYBd+QG3qDcGxLnQItp0pE0URuq7j+PgY5+fnCIIAt7e3zI5vgaqqODk5ie3xwoMWxWIxCqxKpdLaTa99339zqOL+/h7T6fTb4G6XtzI9z8Pz83PqehISrWLtwE4QBBiGsZEUvCzLHO1Ce2/T/c2+IkkSSqUS6vU6XNfF7e0thsPhwQ2+37ZcLhfLTevZ2Rn+/vtv/PXXX7i8vIwysNPpdO2JQL7vv6nlC4IAd3d33wZ3u16nOZlMMBqN+Nqnnbd2YCfLMizL2khgJ0kS+wrRXhNFMdGTeIIgoFgsAvhzMX94eMD//u//ot/v8wK3IYqi4Pj4eK3HaDabKJfLUe88AFEw57ru2gfPwoM2r4WZ3aenp6h/6WuKoux8cNdqtTCfz5NeBtFa1q6xi3u02GfPQbSvyuVy4jOSNU2Lsj3Anwu4qqo8TLFBuq5D1/WV/34ul/vw89E0DYVCIbYTnrlc7tN6wMFggN+/f2M6nb75fUmSUC6X137epLVaLbYBop22VtQUNikGNnMyNjyxR7SPVFVFrVZLPIB6365ClmXWt26YIAhrZUT7/f6HXRJd13FxcYHr6+tYArtMJoNms/npn4U99d7bh9dN2PSZaFetnQ4Lt5E2UZvguu6n3dqJdp0gCDg7O0vN1tXr4DKfz7P1w4Z9NgVkGaPR6NMtQ1EUY71RyOfzX+6afPY8+5Lpbbfba9cpEiVl7cAuvACMx+NYgzDP8zAcDmN7PKI0OTk5SW1T1/BQFG3OuoEdsJ0tQ1VVP9TahT6rDZVlOTU3K+tgUoF2WWyBHfCn71EcPM9Dr9dbuJEn0S7RNA26rqcqeHodZLC+aDvWndNr2zbG4/HGD7l8ta37WW2oKIp7c+CNhyhoV60d2L1+cw8Gg7XvQsOg7vXYI6J9cXx8jOvr61TVIr3Pjs9msw/BnW3bawci9F/hLNl1tdvtjWeWVFX9NLj7aot2X1pUTSYTvuZpJ619HO91xm4+n8N13ZXrczzPQ7/fZ1BHqRCO4FJVNapdev/rdU2Tbdt4enr68ubm7OwM5XI5VZk64M+6XzcZ9zwPlmVFW21BEGA8HqNcLvOUekziChiCIECv18PJycnGfjbh7O73Bwq+mhGettf3qizLguu6exOo0uFYO7ATRRGiKEYfVKtm7BzHQb/f5/YrpYIoivj16xc0TVv4QpXNZiFJEm5ubj78WbFYRLFYTN1FLwiCT3uetVotXF1dIZPJwLIsyLKceFuWfRJnJmgwGKBUKm10CzSbzX44ybvvW/ZBEDCwo50US43d6yLaVS5cpmni4eGBQR2lxvHxcXQxW8ZX/cnimAawCfP5HN1u98PvW5aFfr8Py7IwHo93elxU2vi+j8FgEOtjttvtjQZamUzmTa9DABgOh5/eyKft5mUd+x680n5aO7ATRTGqFxJFcalt2CAIMJlM8Pv3b/YNotRQVXXl7Icoip8OQ/d9/0ND16QZhoHHx8cv/7zb7eKff/5BLpdLdDrGvpnP57Gf+DdNc6PF/u97HQJ/blb2fQTXbDbb638f7adY9lbCOot6vb7QBcC2bViWhel0il6vF8cSiBYW3ny8L2CXZRm1Wg2FQmGt7Zev2j0MBgNUq9XEe8R5nofZbIaHh4cftwSPjo7WmpBAb3met7GdiX6/v7EehEEQfHrz3Wq1kM1m3wR9+5SxGw6HqNfr3I6lnRJLYBd+kOTz+W/f1EEQYD6f4+HhgSlu2rqwIXAmk0EQBNGvMMCTZTmWD3BN06Bp2psDCcCfGxrHcRIN7BzHwePj40LZw1KphFKptFcX6m2zbRuCIECWZQiCgNlstrHdidlsBtM0N7Jtbtv2p7WY4Wf6vgZ2vu/DsiwGdrRTYgvsMpnMt40pPc/DaDRCq9ViapsSMZ/PUSgUNn4IQJZlHB8ffzhEEQ5tT9JoNFooqBMEAY1Ggwcm1mBZFu7u7uA4DnRdRz6f3/gOxWQy2UiPRMuyvvzc7na7KBaL0Wt7314z0+n0x6QFUZrEcj4+7Db+VSbCtm202208PT0xqKPEDAYD9Hq9tXstLkLXddRqtTe/l/Q27DJF+5lMhlmKHziOA9d1v/yzVqsFy7Ki+spNH3AA/mzHbuI5vms+7zjOm+x0JpPZq+AuPEREtCtiCewkSfq0h1JYl3F7exv7KTCiVby8vKDX62E+n8NxnI3daIiiiFqtFvWtazQaiTcldl134ZO5uq6zZ90PPM/D8/Nz1L8zCAJ4nofpdIpWq5XIYZm4x8GFW60/fX5PJpPovSRJEgqFQmxrSFr4PSDaFbFtxYZ3pqIoIggCmKaJwWCAfr8fx1MQxabT6aDT6UCSJOTz+ejUZ5hpiCurlslkcHp6imazCVmWEw+UwuBjEfsw73PTNE1DPp/Hv//+C1mWoWkaPM+LbbTiKmq1Wizb/Z7nwbZtTKdTdDqdH1834cGgsO+jrut7dTP/8vKCQqGQeCkF0SJiCezCBsVhofBoNMLLywu3XSnVwrrP10XhmqahWCxCVVUoigJFUaLC91WIopiaLc1l3o+sJ1pMoVBAtVpFv9/faoZOFEUUCgXMZrM328HrHpwwTRPT6RSDwWCp7ccgCGBZVpSVTstrPi6O42A0GqFWq/G9QakXW8ZOkiT8+++/AOLtqk60TaZpvqkXep/V03U98XYlq1q2xyT9TBRFlMvlre5MVKtV1Go1qKoKx3GiX5IkrZVptSwL9/f3K9eTmaYZ9XBUFOXNRKJ98Pz8jHw+n3hJBdFPYgnswuaVSW5BEG3C+6xevV7H0dHRTt61h7Ww+3SxTYNtBjFhr8UwgAuzyuvyfR+dTmetQwLD4RC1Wg2yLENRFOTzeYzH47XXlha82aFdEVvRz76l3ok+I4riTgZ1wH/bEi2CF7HFhf0QtyHsxfiZsPF0eJhjGZZlfdqnbhmO40SHcwRB2Ojs2iTEFUQTbVpsZ9J3dXuKaBm7vA0jiiJ0Xf/QOPkzDOwWt8yhlFWENxMnJyef1tAFQQDDMPD8/Bw1P768vESxWFz4OeJqmmzbdjSpZN9u9r/q/kCUNgzsiBakKMqHeZm7hhm7+C2bHVuGKIr4z3/+E83hfp8tDturPDw8vPmZvby8IJfLLfS57DhObI2TZ7NZNK0kk8lAEIS9eS3F3UqGaFNiC+x4J0P7rtls7vxWzKLrZ7uTxW0ysAuCAK7rIpPJwPd9eJ4H13XheR48z8NwOPz0NK5hGAuPF7MsK7amxuPxOHqfhIeNNjVCbdt4jaNdEVtgt0+dxonekyRpIzM4t03X9YUOOu3ylvO2bfLQRBAE+Pfff6OAfJkAbDabLfSaXWRrflFh4KkoCgRBiFqyENH2xHYLwrsZ2mflcnkvaoYURcHJycm3X1MoFPbi37otcQZGXwlbmiyj3+//mE30fX/tQxPvvd565euIaPsYjREtICwI3wfZbBZHR0ef/lkul8Px8TFv1BbkeV5qx025rvtj+xLXdWMPTF9nMPdpS5/vCdoVsb1S96VAlugz+5R5EAQB5XL5wzzPQqHwbTsN+sg0zYXn7ybhp6DN9/3YP7tfB3aKouzNtv6+/Dto/8VWGMemp7TP9u00nKIouLi4gOM4sCwLrutyFuaSbNvG09NT0sv41k+fy7IsI5PJxBqcvn5OURRRKpW2sl29aawjp10R2yuVGTvaZ9PpFL7vR+0bwgviLhNFEaqqMkO3hCAI4DgOTNNEq9WK7TRpHARBgKZpUY3kIg11ZVlGo9HA4+NjbOt4fy3Y9fdJiIEd7QoGdkQLaLfbb/77169fe3PB2me+78O2bTiOE7UNWfZ0c9gAeD6fYzKZYD6fp+LzThAEVCoV6LoORVGiUV7L1oLpuh5rv7n3j7MvNw6ssaNdwcCOaAnFYhH1en3nGxWnhWmakCQp9q7+rutiPp9jOBwim80in8+vFGB4nofJZILHx8dUfcbl83kcHx9DVdW1ywTCxttxHAIJp5u8f/y4t3uTwHIj2hUM7IgWoKoqjo+Poes6p6zEaDAYYDAYIJPJQNd1ZDIZyLIMWZYhSVL0v4sEfUEQwLIszGYzdLtdOI6DWq2Ger3+IfgJv/a7wMi2bXS7XfT7/Vj+rXFqNBrfFvOHDYwXySrbth1bDdzZ2dmHdUmSBEVRdj6wG4/HyOVyzNxR6sUW2G2y+zpRkhRFwdXVFbdeN6DRaCCfz8O2bfi+H7XfcBwH8/k8Gk2l6zpUVY2CvTDgC/+O4ziYzWYYDodvbjKHwyGq1eqHbN18PsfNzQ2Ojo6QzWYhSRKCIIh+WZaFl5eXVNXQvdbr9aI6ulAQBFFAN5lMMBwOcX5+/uNpzrB+dFHZbBb1eh2SJMGyLPT7fViWhWKx+OUsW8/zFv/HpdRgMEC5XN6LRuW032IL7Pbh1BPRZ05PTxnUbYgsyx/argD/zagNh0N0u91PP19EUfwxIAmDnHBuaSiTyaBer3+ondwV4/EYtm2jUChAEATYth2dbnZdNwpuHx4ecHl5+eXr17ZtvLy8LPXclUoFpVIJwJ8t4XK5HG2pf3bAwPf9vdnGtCyLgR2lXiyBXTiImmgfsQXI9oUnPBuNBjzPw2Aw+PA1iwYLnU4H+Xz+TeZKURTU63VkMplYT4Ruk2maP95Qm6aJwWCARqPx6RbifD5fOpv2Pkj8adzevgR24Yljz/NYjkGpFkuxwCIdzomAP3f4u+anuaq0OZIkoVqtrvUYvu/j9vb2w89RkiSUy2VcXV3tdd3Uy8vLp/NaPc9Dt9td6rEEQVj6RifMIu4yQRBwenoKQRAwHo9ZU06pFltgR/QTTdNwfn6Ov/76C7VaDblcDtlsNvqlaRo0TYt6q6mq+mELbVteZyX6/f5e1AjtKk3TUK/X13oMx3Fwc3PzoVWJIAhQVRXFYnHdZaba4+Pjh5tvwzCWLqEplUpv3hu2bf/4+b8PN0ZhLeZ4PMbT09POHwSh/RbLVixf5LSIcrkcFb6/b4kQXmxfX3TD/+84DjqdDsbj8cbWJopiVBitqioURYFhGHh6evq0Boy2J+zXNhqN1jrM4Hkefv/+jVKpFLU/sW0brVZr729Ow/Yv4SGSIAgwHA6XfpxSqRTdaE0mEzw8PEAQBDSbTZTL5Q+ZT9d1l84Kpo0oitEWbLfbRRAEME1zb/rz0f6JJbBL68kxShfDMGBZ1qdZuPC/P8vOSZKEk5MTyLIca+sJVVVRqVSgaVp0wvD18+fzeVxfX0MURdbUJExVVVxfX2MwGKwVKIQBzSpBza4bjUYolUoQRRGmaS79PTg7O3tTSzcej6NM9tPTE4IgQLVaffMeSvss3UWEtZiz2Sz6t3S7XeTzeX4uUCqtHdh5nneQH5K0vNFohMlkgnq9HtXpvL4ICIIQFc2/L9BWFAXNZhOKouD5+Xml5xcEAcViEYVCIdrm/emDmadh00NVVTSbTRQKBQyHw08PVNDXTNOE53kQRXHpw25nZ2dRUAj8CZDDIEfTNLiui3a7/aYRdBAEmEwm8f4jtiz8zBAE4U0D53AbmydkKY3WDuxs2975OzLaHt/30el0vv2acED9++1aWZZRq9WQyWTQbrcXzhSHW0XFYjGxmj2KhyiKyOVy0HUdtVoN0+kU3W5377dS41Cr1SDLMizLWirreXp6+iaoA/60/Qjr805PT6EoyocaPtu2dz74rtfrUFUVjuN82C0YDofRODaiNFk7sGP/OopbWOh+fX39IbgTRRGlUgm6rsM0TYzH4w9NaV+r1Wool8vQNI0fwHskzOxqmoZisQjDMNDv9z89/Ul/6LoO3/fR7XYXPgxULpc/1M5ZloWHh4foMWaz2ZssfChsOr3LwmydYRgfbh4GgwFqtdqPDaCJtm2twC4Igo0WtNPhCltUXF1dfQjugD9ZPUVRkM/nUavVMJ/P0ev1EAQBFEWBpmkolUrIZrMM6PZcJpNBJpNBLpfD3d1dLDNP940kSchkMktvYVcqlTdBnW3beHp6enND3+l0IMsyisXim9KGXa+9DoM2z/PQ6/U+/ZrpdMrAjlJnrcDOsiw2JqaN8TwPd3d3uLq6Qjab/fRrXmduwm74oigymNthYZZn2d5ysizj6OgIv3//3sSydlqhUMB0OkWr1Vr474Sze8N6utlshufn5w/ZviAI8Pj4iOl0GmXHZVne+QA7PAE8m82+zAS/vLxEJR5EaSEEa3RaHI1GuL+/j3M9RB8oioLLy8svgzvaL/P5HI+Pj5BlOcrMSpIEURSjX4IgQJIkCILw5vdEUcTz8/OXGZZDJQjCSk11RVFENpuNDl4sQlEUNBqNT4PAXSBJEs7Pz5HP52EYBm5ubr7dUj4/P0e5XN7eAol+sHJgFwQB2u02P0BpKxRFwdXVFbc9DoDrujBNE5ZlYTKZYDab/RiUhC1pJEmC7/s80EUryefzOD4+hqZpmM1muLu7+zE4zWazuL6+ZusTSo2VAzvLsvDPP//sfHEs7Y56vY6joyNusx6QIAjgOA4sy4JlWRiPxzu/xUfp1Gw2UalUoCgKTNPEzc3Nwqetr66u2MicUmPlGjvDMBjU0VZ1u93oQAQdBkEQosMRhUIB1Wr1TaA3HA45p5rWFk6eURQFnueh3W4v1UJnNBohn8/zppNSYaXAzvO8WCcAEC1qOp0ysDtgoihGc4QBoFqtYjabodVq7fwpTEpOPp+P2rWYprn0ocDhcIharcbPJkqFlQI70zS5HUKJ6PV6HwaR0+GSJAnFYhGapmE8HuP5+XmlQwK0nwRBQL1ehyiKcF0X/X7/09fH6xm4q/ZC5E0npcXSgV0QBGxxQolxXRfD4RCNRoPbHhTJZDKo1WrI5XLodrsYjUZJL4kSViwW0Wg0oubkQRCgVCqh3W6/SUxIkvQmIFv1xiBsfRJmk4mSsnRgZ9s2T8JSojqdDlzXRS6Xgyx/fAm/D/hkWWaG7wAIgoBsNovj42P4vr/zc0ppNbIs4/T0FLlc7s1JVUEQoOs6Li4uMJ1OMZlMovF0rz8flu2fGPJ9H6ZpMrCjxC0d2JmmyUMTlLh+v79QnWcul8P5+fkWVkRpoSgKjo+PYZom6+4OTKPRQLlc/ja4UhQFlUoF5XL506z/qjsBgiB8eqNJtG1LvQp5aIJ2iaZpODk5+TDDMu1838doNILjOMjn81sfi+a6LnzfhyAIO/e9C6mqiouLix+by9J+0HUdR0dH0HV94ffKV1+3aj+68/PzT8cfEm3bUoGdZVkcsk07oVwuo9ls7uQWrCAI6Pf7MAwDnU4HlUoFlUplawHefD7H3d0d8vk8zs7Odja403Ud5+fnuLu7S3optEGlUgknJyexZctW2UptNpsoFAqs+6VUWKqYgIcmaBecnJzg+Pg41UGd53mYz+fo9/vodrt4fn6ObpoEQXhzcRkMBvj9+zf6/f5SvbVWFV6cptMpnp+ft/Kcm5LP53F0dJT0MmhDcrkcjo6OYt0Cfd1OZxHFYhHVanXl2jyiuC38buChCUo7SZJwcXGBXC6X2jtn3/cxm83Q6XRgGMabPzMMI9pKeh+UBkGAVquF8XgcjTza1L/x9UVyOBxClmU0Go2dHJkkiiKq1Sqm0yl3G/aMqqo4PT2N/QZOkiRUq1W0Wq1vvy6bzaJWq0HXddbWUaos/Go0DGOtgc6CICCfz0fduT3P44ctxUbTNJyfn6d6lqzjOOj3+3h5efn0z2ezGRzHQSaT+fK9NpvN8Pv3b5ycnKBQKGzkgiLLMiRJitbQ7XahadrODjqXJAm1Wo2fNXtEURRcXFxs7ATqd58jgiBE779dLVOg/bbQVcH3fQwGg5WfRNd1nJ6eQlXVN1mGarUK0zTx9PTEsUC0MlEUcXZ2luqgzjAMtFqtbxt7h3NRHcf5tg+b7/t4fHxEqVSK+nTFSZZlqKr6Zq2tVguapqX6e/ydbDYLWZZ3eluZ/ggz85t8LWqahmKxiPF4/OG5Ly8vlzqkQbRtCxUFrDJiJVQoFKJMyvs3QjgeKM21UJR+5+fnqez4HgQBbNvGcDjE79+/F5rWcnt7i9+/fy8UgIxGI/z+/Tv2TFTYD+41z/MwHA539oSpoiio1+tJL4PWJAhCFFhtkiRJaDabb8oPJEnC9fV1qks9iIAFM3brXDjq9fqngZvneWi1WphOp7yLppUdHR0hn88nvYxImHUzTROTyQTD4XCpTvbLBk6e5+Hu7g7X19exBLe+739ZBN7tdlEoFJDL5dZ+niTwBnL3bSOoC2mahtPTU9zf3yOTyeD09DSVN5BE7y0U2K0aeBWLxW/fCJZlMaijlR0dHaFSqSR+Gi3MzFmWhel0uvXMVniTdHl5uXbNnWEY3z5Gq9XC1dXVTtYW7eLhD/qv8/PzqEZ7W/L5PP766y+oqsrXD+2Mha4Cq144c7ncl39XkiQcHx/j9+/fKz02HR5RFKOGw2EdWFJbIq8zc0kEc+/N53NMp9O1DzgIgoD7+/sv37dhJrJara71PElI+gaAVnd6eopisbj197skSWw6TDtnocBu1fSzYRgIguDLN6Ou62g0Gl+eEiR67fT0NPGTmbZtpyaYe6/VaiGbza51UjCTyUQzL7/Sbreh6/rOHaRYdbg7JSuXy6FUKjEwJ1rQQu+UfD6P09PTpVPRw+EQ0+n0yw9UQRBQqVR2cluHti/JXlHhUPl///0Xd3d36Pf7qQrqgD9bsu12G7Ztr/wYsiyjUql8+zW+76PX66Xu3/8TtjvZTbVajdugREtYeCu2UqmgUChE7Rhs28Z0OoVhGN9+wIeF3V8VXIdFqbe3t6v9C+hgfHXH7rouXNeFbdvR/1cUBfl8PpabBtu2owkRaTeZTDCfz1EsFqMO+pqmLfV9WCRDPxgMUK/XN9ZHLG62be/Ez4/eymQyPLBAtKSFUyDhQPDXF4h6vQ7HcTAej/H8/PxpZi4Igh9P7eVyOVSrVfT7/RX+CXQo3m/pG4aBXq8XNfZ97/r6eq3ALggCzGYzPD4+fvr4aeV53pu+k+HpvkVnzWYyGQiC8OPWpeu6qQ3sfN+PgvzZbIZut7tWg3VKRqPR4I4O0ZLW2tsKRx+FY1Xa7faHXl2CIOD8/PzbN6coiqjVahiNRvzwpTdUVUWpVIKmaW/aVdi2jcfHx29rwdapqXIcB4PBAJ1OZ+XHSINCoYBGoxEFakEQ/FirJEkSFEX5cUs3rVuxlmXh+fkZ0+k0tWukn0mStLOtdYiSFEvRkiAI0HUd5+fn6HQ6GA6H0Z+dnZ0tdEQ9nPt3f38fx5JoRymKgmq1GjWuVhTlQ32N53nodrvfBnXAnxOchUJhqecPggCGYeDp6enHx087SZJwcnLyJiD+LNg1TROu60LXdYiiGDUO/ymwS+tN2Hw+/zAxgHZPo9Fg70GiFcRajZ7JZHB8fAxFUfDy8gJJkiDLMizL+vQC/V4+n0epVPp2nBLttmazCUEQPt0aazQaqFQq336YB0GA8Xi80Lb9y8tLVGu2iHCU11dlBbsml8t9yJR/doNl2zbu7u5wdnaGcrkM27YXmpLR7/eh63rqLr7rHB6hdAhnixPR8mI/ZijLMur1OhRFwdPTE25ubgD82RJqNpvfFsJKkoRGo4HJZMItlD2l63oUwBuGgclkAlEUo4kGP20TzudzPD09LfRcvu/j/v4eR0dH0HX9yxuLsL3H8/PzXp2cXDTg0jQNqqri8fERsixjPB4vlI2bz+d4eXlBs9lMVR1UWA+paRqOjo6ieruXlxc2RN8RtVottfWbRGknBBtKTQRBgMlkgvv7+yj7IYpi1Gjyuwv4YDDA4+PjJpZFCbu6unqzPRq+Nn7aqg+L4J+enlbaAiwWi1EtaFhvZlkWDMPAYDBYKEO1a8K5mouUQpimiV6vh9FotPRNVblcxtHRUWqCu8FgANd1USqVPtRl9no99Hq9BFdHi/jrr7/YGJhoRRsL7ID/1ivd3t6+uRifn5+jVCp9ebFxXRf39/d7lT2hPyPAarXaUo1GPc/DZDJBp9OJZYstDO7G4/HBbPlfXl6iWCz++HVhsHtzc7N0Zuv09DQ10yi+a4ruOA5arRZr8FKsXC7j9PSUDYmJVrTRd054qOL6+vpNWv3x8fHboE2WZRwdHSU2Lorio+s6zs7O8Pfff6NarS79YT2bzfDw8BBb3VSv18P9/f3BBHUAFm7VIggCNE1Do9FY+jnSNIXju88NRVHQbDYZNKTYTzs6RPS9rbx7stksLi8voy24IAhwf38Py7K+/TtHR0fbWB5tgCRJ+PXrF66vr1GpVJDNZj/UuPm+/23QEc5jZdf51YmiuPTor1Vqm+bz+c7Ur2mahuPj46SXQV/YldcRUVptbUZT2M7k5eUF/X4fnufBNM0vLyKCIKBUKsGyrDfNVin9wqDus4AiCAK4rgvLstDv9zGbzdBsNlEoFD4U+wuCgGq1imKxGE07eXp6Sk1mKM0ajQby+TxkWV7q1KrneSvVMEqStFMZ9nw+D1EU+VpKoeFwiHK5zKwd0Yo2WmP3Gdd1MRwO0W63UavVcHJy8uPXdzodTqXYMbVaLdp6DTNvlmVhNpt9eupZURQcHR1FwchX5vM57u/vd2oSxLaVy2WcnJwsnOn0PA+WZcE0TQwGAxiGsdTzCYKAi4sLFAqFnQnugiBAu93mQYqU+vvvvzlKjGhFWw/sgP8OVA+CYKF6irBVAT+Ed0vY7NbzvIX7woUtKr5rT2KaJh4eHna+gfAmyLKMX79+LbSd6rouDMNAp9NZOpgL6bqO4+PjhceVpclkMuGM6pQ6OztDpVJJehlEOymRwO4nnudFW2/hIHPXddHr9fDy8pL08mgLfv369e04Icuy0Gq1MJ1Ot7iq9HvfTuYzvu9HPehWPXkuiiKOjo5QLBZT0+ZkWY7j4H/+53+4HZtChUIBl5eXO3ezQJQGW6uxW5RlWbi/v4+yMeGJ2rDxcaFQgGma6Pf7zNjssfdbrY7jQBTFKIunqirOzs7w/Pz8ZoTdIavX698Gw77vwzAM9Pv9lU8Fh6dKw4kTu3zhlWUZlUqFOwEpNJlMoht7IlpO6gK7+Xz+JmB7nVCUJAm6rkPX9ehghWma8H0fvu9Hhd/hL8dxWIu1J1zXxfPzM2q1GrLZLGRZhqIob0bYHbJwxu5nZQ2GYWA2m315EEnXdVSrVSiKAkEQ4LouPM+L3leO48DzPJRKJei6/m0N5C4Jx1YxsEun7w7XEdHXUvUJ7Xneh0MSX+0Uvw7yPhMEAXzfh23bsCwL8/kcg8FgL2aAHoL323uapiGfz+P29halUglHR0fIZDJRJleWZbRarYRWm7xyufzplmgQBBiNRuh2u5/+vXw+j9PT0+jk7HA4hOd5yGQyyGQyUBRlr08nqqrK07EpNZlMUCwWdzorTJSEVAV2YbH9a6t+4AqCAEmSkM1mkc1mUSqVUCqVcHd3t1I7B9oeRVE+bX1SLpdhmiaGwyEcx8HZ2RlUVYUkSahUKpAkCQ8PDwmtOlndbhfFYvHDSULTNL8M6gCgUqlE3+vP2slomoZisQhVVaNAeldr6j6jKAp0XWetZgqNRiM0m82l2vUQ0ZYaFC8qnFTxmm3bsQRigiAgl8vh169fPEafcl/NHZVlGc1mE6qqYj6f4/b2FrPZDEEQQBRFlEolXF1d7XWG6StBEKDf778JysJs3XfeXzTff+9M00Sn08H9/T3++ecf/PPPP6maMrEuQRB+PGxCyQiCAM/Pz7FNnSE6FKm7Ar6/oHc6HTw8PGA4HKLX62E8Hq+1ncqu8+n20wGATCaD8/NzSJIE27bx+/dvdLtdOI6DIAiQyWRWGom1DwaDATqdDlqtFh4eHnB3d/dttg542+U/CIIfa5pc143ej/tS1rBPGch9MxqNcHd3x4NyREtIXbuT6XSKm5ubb79m0aHmX/E8Dzc3Nyv37qL4qKqKYrEY1XRls9mFMm62bcMwDLiuC9u24fs+XNfFdDrdm4BjG0RRRL1ehyAI6PV6S41z+qklza6Yz+f4999/k14GfUOWZVxcXEDXddbcEf0gVTV2AKLWJt9dYNZNzUuShFqtdrD1WGmQyWRwenr66QzZRf/+623EcLrFaDTC8/NznEvda77vo9PprPR3n56ecHV1tfM1UJxNmn6u6+Lm5mbnJpwQJSGVW7HVavXbr4njTc06u2QJgrByUPfV42UyGdTrdZyfn8fymPS9cN7vrtfbhZliSrcgCHB3d4d2u43xeAzDMGCaJizLgm3bUXurXX89Eq0rdRk7AD9u78TR2ygcjs7C3GRYlgXHcWIL7ELhIRlFUdjDcAu63S5yudxOH0AI625///6d9FJoAb1e79Peg2FXhWw2i0qlslc9F4mWkbqMHfDng/ar7R1FUaBp2trPIUnSXtQH7bL5fB7bYwVBgCAIMJ/PMZ1Od357cJc8PDzAsqykl7GWQzxJvW/COtvJZIK7uzt0Oh3euNNBSuWnWVgD95larRbbXRi3X5IV5wevIAgQBAGqqkJRFN6pb5Hneeh0Ojtdq8YDN/un3+/j4eGBh+To4KQysAPw5USJOLJ1obi3AWk5ruvG/qErSRLy+TzOzs7w119/rXV6mhY3Go0wmUx2MkAKggDj8TjpZdAGzOdz3Nzc8LQ8HZTUBnaqqn66VRrnm5OBXfJms9lGHlcURaiqyjq7LWq1WjvXb8zzPMxmM86L3WNhe6t1e6AS7YrUBnaiKKJcLn/4/Ti3e1hXs79838d0OuU2zBb5vo92u536YDoIApimGTW/vbm54QX/ANzf32/sRpIoTVJdiJTL5SBJ0puRYv1+H8ViMZZsGzN2yYvjhDPw52IdnrT1PA/j8ZjbawmYzWYYjUao1Wqp7DXmOA4GgwFeXl4YzB2gu7s7XF9ff1nqQ7QPUh3YZTIZHB8f4/HxMfo9wzBgWVYsb8zweDz7HiUnrprJsJaGF+vktdttZLPZ1J06dxwHT09PmEwmSS+FEuL7PlqtFq6vr3ljT3sr9XuRuVzuwwnHuLZ6RFHknMgESZIUW8ZO07RPt+4pGU9PT6lqNeF5Hnq9HoM6ihobE+2r1Ad2YdbutbgCO0mS2O8sQZ7nvdlmX4ckSWg0GrEFirSepKdSjEYjdLtdDAaDqO1Ft9tNZC2UPqy1o32W+sAO+JO1e922YjqdxnbBYGCXrLCgOY4t1Ewmg/Pzc2ZhU6Lb7SZ2AZ3NZmi323h8fOT2K33AjB3ts1TX2IUURcHx8TFc140mC8znc+Tz+bUfm4FdskzTxO/fv3F6eopyubz2SeVsNourqyv0ej2MRiPIshw1LLZtm6dkt+z5+Rm6rm+9nimfz6Pf77/5vdPT06im0/d9zOdzdDqdra6L0sG2bQRBkMoDPkTr2onADvgTgJ2dneH5+RmFQiG2rAy37tLh6ekJAFCpVNb+sNU0Daenp2g2m9EBGUEQohYod3d3cSyZFmCaJgzDiOUmbBmapr05UV8qlT7cOORyOQiCgOfn562ujZLnui5c12V2n/bSTmzFhlRVxfn5OSqVSmwBmaIovGtLiVarFdv8WEEQoCgKJEmKfr6iKMY6uYQWk8R2bCaTQb1ej/67UCh8yAYLgsCTkQcqDOyI9tFOBXZA/E2FFUXhzNiUCIJg40EA26FsX7/fT6RpcZjZ/6r1CrfmD1vaG2kTrWpntmI3RRRFFAqF2DJFtJ64Tsl+hT0Lt8/zPJimufVtL03T8PfffwNA1DLJdV1MJpNo8gSzNofLsqykl0C0ETuXsdsEbsekQ6FQQK1W2+hzMGOXjLhOPi9LluU3fTAlSYJt2+j1egzqDly/3+drgPYSAztwZmxalEqljZ9SZsYuGUltx74nCAIqlcrWD3NQ+jiOw6wd7SVGNODFPi1s2974z4IZu2T4vp+a3mGZTCZqr0OHjTWWtI8OPrALh8dT8jqdzsYbyXLbfXskSUK1Wo1q66bTaWoC63CizeuTs3R4BoPBxut6ibbt4AM727YxGAySXgb9n6enp40G2qqqsin1FsiyjP/85z84OTnBr1+/0Gg0UndYQZZlNBqNDyML6XDU63WW4tDeOfhXtGma3IpNEc/zMBqNNpbZkSQJlUplI49N/1UoFCDLMgRBiHrK5fP5VNTZvRZmFc/Pz5NeCm1ZtVpFsVhkH1PaOwcf2HEbNn1eXl42WvvCJsWbl81m31wwJUlCo9FI5UVUFEWUSiVcX1/ztXEgms0mGo0GSzNoLx18YJeWgm76ryAI0Ov1Nlb7wjFCm/e6xUhI07TUNgMXBAH5fB5XV1cbb7lDyZEkCVdXV6jX6/wcoL118IEdpdNoNNpY02hJklhXs2G2bSe9hJUoisKt+j2l6zqur68/HS9HtE8O/tXNQvr0arfbG6nJ8n2fdZUbxtOGlCaNRgMXFxepzRgTxengR4p9tmVE6WBZFu7u7tBsNpHP52Orz2Lvqs2zLAuTyWQne8WlpSULrU6WZZRKJei6jkwmA1VVmaWjg3HwUQ3f7OlmGAZub29xeXmJYrG49uNZloVWqxXDyugnT09P0DRt5w4kMJu7eyRJQrFYRC6XQyaTQSaT4U07HayDf+UzsNsN4/E4lsDOcRxuEW6J7/vo9Xo4OTnZ6fdZqVSCoijodrtJL4X+T3jYpVgsvgnk0njqmmjbGNjt8AXnkBiGAc/z1m5PEH74c7ttOwaDAYrFIgqFQtJLWZiiKDg7O4MoipBlGZqm4eHhIellHbxcLodisRg1GVcUhYEc0ScY2DGw2wmu68L3/bUDO1VV0Wg00Ol0YloZ/aTX6yGXy+3Me02W5TcnY23bxnQ6TXBFh0nTNJRKJaiqClVVoSjKzryGiJJ08IEdG1TuBlVVY/lZCYKAYrHIwG6LptMpbNvemVo727bhOA6y2Sx838fz8zMzvFuSzWZRr9ejQI6fz0TLO/jATpZliKLIgumUi7P3lKIoKBQKmEwmsTwe/cyyrJ0J7ERRxN3dXfR6Y03mdoRb4LvyOiFKq4PPa0uSxF52KSeKYqw1WpIk4ejoCLqux/aY9L1dCo5kWYaqqvA8b6fWvcs0TcPl5SWDOqIYHHzGThRF5HI5jhZLsXBrJk6apuHi4gLj8Rjdbjd1w+n3zS5lxEVRhK7rK38mCIKAZrMZ1RUahoFOp8PX2BeOj4+jk8dEtL6DD+wAxB40ULxyudxGTr8pioJarYZSqQTbtmHbNgzDQL/fZ01VzHbt+7lq5qhUKqFer0PTtOg1q2ka8vl89Nra1EEMQRCiU9+O4+zE9/zs7AzlcpmnW4lixMAOPECRdpv++ciyDFmWoes6SqUSyuUynp+feRIyRruUsQOAfD6PTCbzZuatqqqoVCpvghBBEKL/Dk9vfvZ6VRQFiqIgn8/DNE2Mx2PM53PU63VMJhMMBoO11ivLMq6urqIWIKZp4u7uLtVbyfl8HoVCgUEdUcz2JrALggCu66404J0dytNLEIStBt6CICCbzaJcLjOwi9Gu3TxlMhmcnp7i5uYm+r18Po96vb7W44bbvOGJW0mSkM/nUS6XYZomptMpZrPZUoGwLMu4vr5+k2XM5XK4vLzE79+/11rvpoTb1fzsJYrfTr+rDMPAbDaLttBs24aqqiiXy9A0beEWGfxwSa9cLrdzQQF9tItZGV3X8ffff2M+n2M4HGI2m2E8HiObza5dD/b6hiWs883lcqhWq3Bd901pwHg8huu6Xz7WVydJ0/y5Vq/Xkc1mk14G0V5K7zv/B57nodvtYjQavfn9+XyO+XwO4M9d99nZGXK53LePJcsystksh8NviSAI0TbXd3VAsiyj0WhsvSmp7/sYDocA/tRMCYIQ/TetZhcby4qiiGw2i2w2i0qlEr1WN1m7JghCtG2by+VQqVTQbDZhWRbG4/GH+s/j42Pk8/kvHyvJKSvFYhG1Wg22bWMwGESfy8CfoHkXg32iXbCzgZ1hGB+Cuvds28bd3R2urq6+bW0hSRJKpRIDuy1oNpsol8uQJAme58FxnOjX60a2xWIRuq4ncrDFdV1Mp1NomoajoyMoioJyuYzb29udKEhPozRnjxaRZGD6uga0UqlgNpthOp1GW7hfBUimaSb2ej0+Pka5XIYsy8jlctB1Hf/88w9834coijywRrRBO/lp6zgO2u32Ql+bzWbheV70gfIV9k/avEKhgFqtFm1Bve8hWK/Xo59TknfzYcF5rVaL1hfWLN3d3UUXS0VR0Gw2oWkafN/HeDxGr9dLbN1pxl6R6xMEAZqmQdM01Gq1b7/Wdd21D2SsQpZlnJycfGgonslk0Gg08Pz8jHK5zNYmRBu0k4Gd67oL9ZiqVqtoNBoLfYiE9XhpPkW2ywRBQKPR+LZebtsHJX7y+rUgCALy+Tyur69h23a0Tfc6YAm3l7rdbhLLTS1N03gh3yLf99Hv9xOZrHJ1dfVp7ZwgCNGuCT9jiTZr9wpfsNgHg67rCwd1AKLtNoqfJElffuCnUThm7n3BuiAIUd1TqVT6kIUSBAGVSmUn68k2qVar8XuyRa7rJlITKorit1vu4ftpOp0yuCPaoJ38tP2pFYAoijg5OVk6S8ARU/Gr1+v466+/kM/nd6ZYWpZllMtlDAYDWJa11N9VVRVHR0cbWtnuCdvH0PZkMhmcn59/6LenKAqy2ezGsuI/vb/DwM7zvDf9AYkoXju5FfvT3Z6iKCvV9HC7KB5h49FsNgtN03YuWyMIAgqFAvr9Pnq9Ho6Pj5f6N4STMnjQ4k+2bpVC+SAIEATBzr120iKbzeLXr18AEPX2DH9ZloVWq4XZbBbrc3qeh+fnZzSbzU8/f8PDaat+PhPRYvYysLNtO2r+uQxeRNZ3fHyMarW689/LsFdZv99HoVBAoVBY+O+qqoparcZaO2DlTO18Pke320WlUmEvwxW8rml7T9M0nJ+fo91u/9hZYFnD4RCGYeDs7AzZbDb62QdBgHK5DNu22ZiYaMN28ur708GJIAhwc3OD4XCI+XyO6XSK+XwO27a/DQp3ZaswzVRV3fmgDvizHVutVgEAj4+PS23JCoKAcrm8F9+Hda2SBXddFy8vL5hMJnh6emLmcwMURUGpVNrIY1uWhd+/f6Pf72M8HmMymWA2m0GSJFxcXCCTycBxHHiex58t0Qbs3G2T53lvGl1+JZPJRB9cYb80y7Kik5e+70OWZSiKAlEU4fs+C3pjsE/fwzCrELaOaDabCwdrmqbh7OwM9/f3m1xiqoVbf8sKb8aAPxk/Zuvi53net9Ms1hUEAVqt1pd/LooiJEmCrusoFArQNA2ZTIY3Q0Qx2LnALhy385PXW0Bhg89QEATRB5tt25BlGdPpFI+Pjxtb96FotVrRqdLXWzG75n2g3+12USqVljoIkM/nUSwWMR6PN7HE1AsnHyzDtu03AQEnFKzP9324rgvHcWDbNizLwmQyWfpgUNxr8n0fo9Eo2g4ulUo4PT1lIE+0pp0M7Bbx3Z2fIAgfgr18Pg9ZluE4ztprPEThSVJFUWCaJkRRhKZpO3tR9jwPLy8vb35v2WzCotnlfbVK9mUymbx5D/JA02osy4rKT8IgLu3bnqPR6Mdel0T0s50L7H5qdRJaJVPAoG41+XweJycnezcmKJPJwLKs6CDOsoHKZDLZ6HZX2i27tWaaJp6fnz88Bi1PEAS8vLzsXFuRcKQgEa1u5wK7Re86l70I79oHYJrsy4GJ1xRFwV9//RUVeYc1mYsIggDz+fxDkHJo6vX6wq+LIAgwHA7f3LipqsrTkyvKZDI4OTnB7e1t0ktZCj+Hida3c5+am8jYhRdiWk2v18NoNEKxWIQsyxAEAaIoQtf1nd6OFQRh6YyR53kYj8cHf5qz2Wwil8st/PW2bX+Ys1soFLgtt4ZwSkoSM2NXtU+Hr4iSsnOB3aIXy2WCCdd1Y+/ndGhc10W/33/ze4Ig4OrqCvl8PqFVbZdt23h5edmpC+km6Lq+9Gg1wzA+vLf3bWt/20RRRK1Ww2g0WviGOGmcUkK0vp3bP1t0a2bZ2h7eKcYvCALc3d3tfTY0zPje3t4efFAHYOlxfp7nffp9Y33d+jRNw69fv3ZiXGK9Xt+JdRKl3c4Fdot82C9TmxMEQeyjdei/fN9Hq9Xa24Mpvu9jPB7j9+/fibaPSItKpbJ08btlWR/eg+HJdXrLdd2ls2/ZbBYXFxdoNpsbWtV6JEnC1dUVJ1IQxWTn3kWKokDX9U+zQIIg4OLiImp2uYjPthApXoZhYDKZoFKp7Gy93Wccx0Gv13szOizs3RbOOv1MPp+H67rRr31SKpWW/hl/9l4OR7rRW57n4enpKfqMUxQl+vXd911RFNTrdWSzWTw+PqbmdddsNlEqlbjtThSjnQvsRFFEsVj89GJwfn6OQqGw1IXFMIydqT/ZZa1WC9lsdq9qaDzPg+d5yOfzKBQKUFU1mmQSBAFM0/yQraxUKjg5OYEgCPA8L6rLm0wmCf5L4qEoytIXaNd1P52pWygU9u6kdRzCOcS3t7fR51ZYS1csFr89oS6KIgqFAn79+oVOp5N4XfHl5eXSn9dE9LOdC+yA/3ajf50RaTQaK31I7Hv9V1oEQQDHcdYK7MIO+uGvIAiiRtNhQLVNmqZFQdpnr7tMJgNVVXF3dxdt0xaLxWid4drPzs4wm83w9PS007We1Wp16SybYRifZo9YX/e1XC6H6+tr3N7eRq14Xl5e8PLygnK5jHK5jGw2++WJYlVVcXJyAk3TEm3JY9s2giBgYEcUs50M7LLZLI6Pj6PRQ4VCYelTeABPw25TtVpdqv3Fa+EEh36/j+l0+mGLUxAEqKqKer3+JnDahp+eS1VVnJ+f4+bmBp7nfXoRk2UZpVIJmqah1+vtZGmAIAgoFApL/Z0gCL4ct8Zt2O/puo5fv35hNBqh2+1G74nhcIjhcIhsNhsdRvjsexlOihkOh4nVhrbbbei6vtSBCdd1o4kamqYdzIl7omXsZGAnCEJ0IfR9H9lsdqWiW06b2A5N01Cv15fuSRZ+iL+8vMAwjC+/Ltz2fHh4wMXFBYrFYqqyAGHx+k/NYlVVxfHxMYrFIlqt1k4dxjg9PV16G9ZxHAyHww+/L0kSA7sFaJoGVVVRqVSibdmwttP3/ajpsyiKyOfzyGQyb94XiqLg+Pg40SbGYRC66Pt1Npvh/v4ewJ+bqr/++ouTKoje2cnADsCHWa+r2KUL566SJAlnZ2dLba05joPZbIaXl5elf0YPDw+4vr5eOTu4KblcDr9+/frxAhZehK+urjAajdDpdKJsjCzL0fD0TVMUBdls9k1GUhAE+L4P27bh+z48z4OiKCuXQYTb6e/pus7TkQv6qYl2NptFp9NBu91GrVZDoVCAoiiQZTlqIl4qlRLbuej3+6hUKguXaLx+vfi+j36/j+PjY9ZjEr1y0J+erK/bLFmWcXV1tfCHtm3bmM1m6HQ6K2dSgyDA/f09rq+vU3UnLwgCdF1fuMF2JpNBvV5HqVSC7/sQRRGiKML3fViWhYeHh9jr8QRBQK1WQ6lUQiaT+TLDGmaEVp2hG/pq/blcLlUZ110myzIajQYURcFkMkG/30cQBMhms8jn81BVNdHADgBGo9HCE2rCrwvfR/1+H6VSKXU3ckRJEoIDnXsUBAH+/fffb7f4aHW1Wm2pnma2beOff/6JLVjRdR3n5+d7W4Q/n89xf38fWymBqqo4OztbaltsXYPBAI+Pjx9+//LyEsVicStrOCThAab5fI5Op5OauayCIODvv/9e6LMiCAIMBgM8PT1Fv5fJZNBsNqHr+t6+34mWcbAZu/CEJa1PEARks9lomyeTyXwZIDiOA8uyIMsyVFWNviasmwwPDoRtHcLtx4eHh6XWFF68jo+P93JbLyyen8/nmEwmmE6nKwfFmqbh8vJy6xfFr9bLi/NmhNu2mUwGuVwOhmGg1+sl3qA9PETz+vPgK+HnhCRJeHx8jEoDHh4eIElS1KsvPKn+/lf4GOFMa6J9tH9XvAUxsFufKIpRluenBqnAn6xcq9XCZDKBIAioVquoVqtR/7fj42OUy+XoAiRJEoIgWPmU6HA4jLY097EGJ7xIl0qlqO3F+1/hRfOrrTZBEHB6err1YMp13U9794X1X7RZYVPjMMALT9Mm5eXlBcVicaGsnSRJUVPjTqcTnaz2PO/H9i1hSYOmacjlctH3IazZXvaAF1EaHewnaHjRo9UIgoBfv359WT8Xns4L75Rt28bz83N0MQ+CAL1eD7Zt4/T0NOpD97r1ged5GI/HaLfbK6+z0+lAkiQUi8W9PWn50/itfD6PSqWCTqfzoa704uIikabR0+n000xRPp9nYLdFkiQhn89D13UUCoXoxOm2BUGA6XS6VF2spmk4OzuDIAgL1wiGNzzT6RTT6fTNn2UyGeTz+ei0cdgvlWjXHOwnKKdNrOerkVmO48A0TYxGIxiGEd0Fz+fzTzOkk8kk2jJ9fbccBn6dTmfttbZaLfT7fRwdHSGXyx3cXXl48dY0DbPZDLPZDIZhrHyadV2GYbypkXqNQ+CTEU6lqFarifVRXLXmL67Xr23b0b9dEAScnZ1tvS8mURwONrBjtm59hmFEJz0ty4p6zr0u6F+kXclgMIAsy2963YV38HGxLAt3d3fQdR3FYjHaegmnVhxCsBc2Qi6VStHrf9tBned56HQ6X95YcWZockRRRKVSSSywW+W1uKkt5CAI8PDwEJWHMItMu+RgX63h1h8zd6t7eXmJ5p2u++H68vICRVFQLpejOphGoxH7wPL5fP5hO7JQKKDRaGz1RGjSkvh3hvV+X83FVVWVgV3CVFVFPp//cFPVaDRgmiZM00xNU3fP89Dr9Tb6HO12G57nodlsHsxnA+2+gw3sZFlGNptN/ETYLnNdN5at0tDT0xOCIEC5XIYkSSgUCvjPf/4Dx3HQ7/cxHA4RBAEkSYIsy9HhgTBIlyQJLy8vME1zqecNT5U2Gg2Uy2WeytyQ77ZgAaBSqRxE5jTNwqzd+8CuUqlAURR4nhe9778aB7eqZceDfTWjOW7dbhflcpk3HbQzDjawEwQB+XyegV3KhKO0arUaMplMtF16fHyMRqMB4M/PLgzkXgt7XK0iCILocMHZ2dneHrRIiuu6eH5+/rYEIolDHPSRpmlvdjMymUx0ECp8P56cnECW5di2bZvN5tJNhkVRRLlc/vEk7LrCUhMGdrQrDjawA9gvK636/T4GgwHy+TyKxSIymQxUVf3x5zWbzdauy5tOp3h5eUGz2WRdTUzCLdjvbqLCnzElL5PJoFKpoNfrQVVV/Pr168N7QVEUHB0dRVnyZciyHJ1Sl2U5OoUaHlJwHAdBEERjz74SBMHWbsBmsxmbZtPOOOgr1/vxNJQeQRBgMplE9ViyLKNcLqNSqXwaACzSw2pR/X4fmUwG1WqVJ+JiYBgGWq3Wt19TrVYZSKdE2AR4MBhEQdZnwobAsiz/+PMF/mTYTk9Pf5wQ4bou/v3332h6zfv3e5hBG4/HsZaCfGc4HKJerzOTTzvhoK9aYXNXSj/XddHtdvH79+9P2yKEF5m4tNttzhJek+/7GI/HuL29/fbmKSyLoPTQdR2np6c/NnKXJAmVSgXn5+ffPp6iKLi+vl6ohjWcXNPtdnFzc4PxeAzbtuF5HubzOZ6fn/HPP/9sLagD/tw4LnLCnygNDvoWWRAEFIvFRDuu03Jc14VlWZ9eHAqFAq6urvDw8BDLzNlWq4Wrqytu2a/AdV30er2FtukajQa3YVMozE799F4SRRGlUgmyLGM8HmMwGLwJ5AuFAo6Pj3/8Gfu+D8/zIIpidCjCcRzc3d1BkiSIopjoidy0zNYl+slBB3YAotoOtj3ZHfP5HIVCIZoeEh6iCJus/vXXX+h0Ogt3o/+KZVkYjUao1+tsdbAE3/fR7/cXCurCmyt+f9PFcRz0ej2IorjQjU2Ydc3lcqjVajAMA0EQRLWTP22zW5aFTqcDwzBQrVY/1GN6nrfSzZogCNA0DdlsFqZpRutaBV+jtCsOPrDLZDLM2u2YyWSCRqOBIAhgmiYURXlz8VFVFScnJ8jlct+211jE8/MzdF1f+sTeZ1zXhSRJe32BCA9KLLpNVq/Xma3bsPB94rouNE37tE7MdV34vo9MJgPHcfD8/IzxeIxarbZUXZkgCEv3I3QcB61WKzr4tM4IQeBPPe7R0VE0gzrM9gVBANd14ThO9Gs2m2E+n/8YNIbzq4l2wcEHduEdHe0Oy7Lgui4ymQw8z8PDwwMuLy/ftMuQZRmVSiWWXnvdbheapsXSY202myGXy+1tcDebzfD4+LjQ1zJbt3lhnePj4yOCIEA+n//Qzsf3fQwGA5imiVqthufn5yhjViqVNvrz8TwP3W43likz4Undrw5nCIIARVHe/NtrtRpc130T8BmGEdXXSpKEXC4XzdMl2gUHH9gB4EmnHRPeeWcyGfi+H9XhXF9fv8kUGIaBbre79vNNJpNo+3cdYQ2SZVkoFAp7lwEwDAP39/cLb3XVarVU3VSFU1Q8z4uyPbssbOz9eks8bOcTtioJggCj0Sg6Uf66fKFYLG68t2AYbK2rWCzi+Ph46ffU62Dv9b81zOC9rvcj2hUM7MDAbheFJ/XCIMJxHDw9PeHs7Cz6cI+zfcbLywt0XV87a5fL5XB/f49ut4vj42Pkcrm9aPNhWdbSh1Y2nQ36Tnja03Ec2LYNwzAwmUyi4vxMJoNms4l8Pr+TPx/LsqLt1Pf6/X504GE+n3/ZqkRV1S9/Po7jwPf9tbfRw0kXhmGsXBNbr9eX3jL+CSeg0C7bvU+sDdjFD+5DFwZ2rw+9zGYztNvt6M5dURQ0m821a3aAPwc2LMtaezsmm81CkiQ4joP7+3tks9lo+2hXe+Y5joN2u71UO4hNZuvCKQmvvd5qsywLk8nk20J627bx8PCw8InOtJnNZt+O/Op2uz9msz+b7BIGwc/PzxBFMZZT44IgoFwurxTYHR8fcxQd0TuMaIDUDLWmxYVBxPsLc9jz6vz8HIqiIJ/Px3bq2TCMtQO7TCaDer0ebX0ZhoGbmxuUSiXUajVks9md2voJggD9fj9qJL2oTWXrPM/DcDiM5geHgch0Ol3pfT6ZTGCaJs7Pz6Hr+s78bLLZLBqNBrrd7sqnQOfzOXzff3PD8f60+Ww2WyuwC09Qr3Lz1Wg02ESc6BMM7AA2ntxBs9nsy2DNNE3c3NxAkqRYf7aDwQDlcnnt7EA+n/8wJWM0GmE0GqHRaOzUwPHZbLb0SKlKpbKR2q3wRO4iUxCW4TgObm5ucHZ2hmKxuBOBRDabhaZpKBQK+Pfff1d6jLAeNPxZhYddXgd2nU4H+Xx+5W1Q0zRXCupUVUWlUtmJnwXRth38u8L3fbY62UGWZcHzvC8zaGEj4ziZphnLY2qahpOTk0//7OXlBf/++y9ms1nqR93Ztr3wCdjXNpWtm8/nK61nEUEQ4OHhAZ1OB6Zppv5nA/wJxLLZLJrN5sqP0Wq1YJomgD/Z0PdTKBzHWWtCy6q7Jaenp3t3+IgoLgefsbMsi6OjEhC2Iwlrzvr9/lI1NkEQwHEcaJqGYrH4bT1RnEzTXHs7Nqwp8jzv01Ysnufh5uYGl5eXyOfzqd3+G4/HS1+YRVHcSDbSNE3c3d3F/rjvdbtd9Ho9NBoNVCqV1B+8EgRhrdfrfD7H79+/USgUohO07/V6PWiattLPdZXg7Pj4mK1HiL5x8Bm7OEZP0XJEUcSvX79wdHSEYrGIXC6H09NTXF5eLvU4rutGp+q2ZTAYxPKakSQJ1WoV1Wr10z8PggC3t7ex9PfahHAywbLK5XLsh5Vs28bT09PW3stBEKDT6eD+/j7KZqXZut/vsG7xqxuv+XyOm5sbGIax1OPO5/OlazNzuVyip6mJdsHBB3bZbHbjvZrorc9mg4aNQJe56w+3hbLZ7Na2ZQzDiG1mpCzLaDQaKJVKX37N09PTl88XBEFiNyaWZa20jRZ3c+YgCDAcDhPJus/nc/T7/cS2ZcOJEj8JJy9sUliH+H4U2HfCQ02Lvh4EQcDR0VHqs6RESTv4wA5g1m7bvhvPtUwT4DDgkWUZFxcXCwWFxWIRR0dHyOfzCz/Pe3FmacJu+V+tx3EcDIfDT4MHQRCiebnbtmx2JhT3NqxlWUsf3ohTv99PLGvn+z4eHh4wmUy+fQ0IgrCVQwae50VZ5kVek5qm4ejoCH///TeOjo5+XOPp6SlvwokWwBo7y1o6A5PNZlGpVCDLMmRZjuq9HMfBdDqFYRixtNfYR7quf7i4hy0p+v3+Unf80+k0aseQzWZxeXmJdrv95fbO+fl5dKqxVqvBsqzoeZe5OA8GAxSLxdh6Z2UyGZycnODh4eHTgCk8efhZXZFpmpBleasXPN/3o3VKkoRyubzQtuxXo57W8VNQsw2j0Qiapm19e9DzPFiWhdvb2zev7fcEQdja2nzfx+3tLU5OTpDP5yFJUrTO+XwO0zQhSVKUtQ9HOqqqimKxiOl0ik6n8+Fmu1aroVAocAuWaAEHH9j5vh99+HxHURTUarUoMPnqol6v1+E4zpv5g8PhcOUMx76pVqtvvnee56HVai1dawP8dzswDBRVVcXp6SmGwyGm0yk8z4PneRAEIbrQhBeG8MRgNptFqVSCZVl4enpaKMCbz+ewbTvWYEpVVZyfn+Pu7u7Tk7ftdhvn5+cfAiNJkmCa5lYDO1EUcXJygkqlEo11WySwK5VKsWeO0lCD2Ov1UC6Xtz4eLQiCKKh9eHjA0dFRdMP53jbbggRBgKenJ0iSFDXjfh98m6b5JssuCAJUVYWqqigUCtE8aM/zoGnaTjfwJtq2gw/scrkc/v77b1iWhdlshvl8Ds/zoi2uSqUS1X4tUtshCAIymcybC3C5XIZpmhiNRhgMBolnGJKiadqHbdiwtu6nwE7TNJyensKyLLTbbXie92kzX0VR0Gg00Gg0op9hEATRxc513ahoO5yFKcsydF3HxcXFtxm/1zYRTKmqiouLC9zc3HxoKzGfz9HtdtFoNKLXYRAEUSakXC6/+V6EB0s2dTF8PUzdcZyFbo42EfikIYMTBAEmk8m3I7i24fn5GY7jvHmNAH/eY5lMZuv9OsMbq8+YphmN1Xt/k/z+85OIlnPwgd3rQCw80h8EQRQUxFGoGwYvuq6jWq1GTV3fX7z33VeFz4VCAb1e79ti/DBbGv7yPO9NcPGZ90GNZVlvTjIOBgOoqhrNBA0zfi8vL+j3+9/+W4bD4UYyUJqm4fLyEjc3Nx+28/v9PsbjMWq1GgRBiG4WRFHE0dHRh0zNdDpFLpfb+LglWZahquq3BxjCr4lbGgI74E//wWKxuNXG0mHg/vp10u/34TjOhzFo2Wx2paz4Jg0GAxQKBRSLxaSXQrRXmNt+Jyw0lmU59tNXYT1JrVbD33//HfUpOwRhYPuZMKD6jizL0d2/qqrQdX3pn48gCB+ypWGwF27DhvNlf2rqusmgXNd1XF1dfRq0uK6L5+dntNvt6FCF53kf6kTD79fj42PsZQCmaUa1bbZtR9ve39lEmxMA354o3ibf9zEYDLY6nlCSpE+zoJPJ5EMrlrTOw358fNyJljFEu0QIDnVfMCXCi7Jt21EGJq52GkkL645c10WpVPp269L3fbTb7W8zZdlsNmpOumqmxrZtjEYj9Hq9D8GZLMs4OzuLHn8wGETjqV7Xk4Vr2WQxdxAEmE6nuL29Xejrz8/PUS6X3/zeZDLB7e0tRFHE9fV1bE1du90u2u02isUiZrPZQqfKLy8vN5KZcV0XT09PW2tQ/RNN03B8fBw13t608Xj8ZWNmVVXx69cvyLIMwzDw+/fvVB7qKhaLODs728r3i+gQMLBLGc/z4DgOLMuCZVkYjUY7Ocu2Wq2i2WwunCkIggCtVuvHLVBBEHB1dbV2ptN1XZimCcMwMBgM3gTTuVwO9XodkiSh3W5HF+ptb/uFs0/v7+9//FpZlnF5eRllMT3Pw2g0ilqBKIqCv/76a+0stOd5+Pfff5d6TQqCgL///ntjhwssy/ry0ElSwjmtYeH/Jnqvua4L27Y/3bb//+3dbVPi2BYF4JVXCAmBSAAxra1Wz/z/X9TT3aOjgooMb5GEcD/0TUYUMEASAqynypqyQchYJSz2OWfv0PX1NUqlUjQ14ubmJvHrSEKj0UCtVmO4I0oAg13O7WPQK5fLODs7W+vNbFXl4T1ZlnF9fZ3YBuvpdIp+v4/b29u5pdpGo7HzsVGz2Qzdbhf//PPPp/d9269sURXtzz//3Pp3NhqN1h4qXy6XcXFxkWowznNFKuzXViqVNg4u4b5f4Hd1ezQaodPpfLqM6ThONJklCAIMBgPc3Nzk8vd0dnYGy7Jys2+SaF8x2O2ZMOhNJpMo6OVpj4ppmjg9PV07QIzHY7Tb7dgbvM/PzxPdXzWbzTAcDtFutxEEwdZvxEkK24k8PDxs9TjbBrsgCPDw8LD2KLG34SJNg8EAP378SP15NmUYBur1OjRNW+vQje/7eH5+jvZUBkEQu6m6JEm4vLyc2wYxHA7x48ePXJ7OPz8/h2maDHdEW2Cw23N5Cnr1eh0nJycbV7h8349604XVp/AN8OHhYe7UZZwDDpuYTqdz7VHyYjqdotPp4PHxcePH+Pr1K3Rd3/gk76bBKVwOTNs61c1dsiwLlmXFWt73PA/tdhvdbnfj5yuVSnM9ENfdv5mltJftiY5Bvt69aG1hE9DwhbBWq8HzPLiui9vb28yWXBzH2XoaQzjJY5HT09O5JcC0wmseKnSLSJIE27bh+z5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" ] }, "metadata": { "filenames": { "image/png": "/Users/folgert/projects/hda/_build/jupyter_execute/map-making/notebook_39_0.png" } }, "output_type": "display_data" } ], "source": [ "def denmark_basemap(nrows=1, ncols=1, figsize=(8, 8)):\n", " projection = ccrs.LambertConformal(central_latitude=50, central_longitude=10)\n", " extent = 8.09, 14.15, 54.56, 57.75\n", " return basemap('data/denmark/denmark.shp', projection, extent=extent,\n", " nrows=nrows, ncols=ncols, figsize=figsize)\n", "\n", "fig, m = denmark_basemap()" ] }, { "cell_type": "markdown", "id": "c780939c", "metadata": {}, "source": [ "\n", "\n", "1. The historical GIS data of Tang Kristensen's diary pages are stored in the CSV file\n", " `data/kristensen.csv` (we gratefully use the data that has been made available and\n", " described by ({cite:t}`storm:2017`; see also {cite:t}`tangherlini:2014`). Each row in the data\n", " corresponds to a stop in Kristensen's travels. Load the data with Pandas and plot each\n", " stop on the map. The geographical coordinates of each stop are stored in the `lat`\n", " (latitude) and `lon` (longitude) columns of the table. (Tip: reduce the opacity of each\n", " stop to get a better overview of frequently visited places.)\n", "2. Kristensen made several field trips to collect stories, which are described in the\n", " four volumes *Minder and Oplevelser* (\"Memories and Experiences\"). At each of these\n", " field trips, Kristensen made several stops at different places. His field trips are\n", " numbered in the `FT` column. Create a new map and plot the locations of the stops that\n", " Kristensen made on field trip 10, 50, and 100. Give each of these field trips a\n", " different color, and add a corresponding legend to the map.\n", "3. The number of places that Kristensen visited during his field trips varies\n", " greatly. Make a plot with the trips in chronological order on the X axis and the number\n", " of places he visited during a particular year on the Y axis. The data has a `Year`\n", " column that you can use for this. What does the plot tell you about Kristensen's\n", " career?\n", "\n", "### Challenging\n", "1. To obtain further insight into the development of Kristensen's career, you will make a\n", " plot with a map of Denmark for each year in the collection showing all places that\n", " Kristensen has visited in that year. (Hint: pay close attention to how we created the\n", " sequence of maps for the Civil War.)\n", "2. The distances between the places that Kristensen visited during his trips vary\n", " greatly. In this exercise, we aim to quantify the distances he traveled. The order in\n", " which Kristensen visited the various places during each field trip is described in the\n", " `Sequence` column. Based on this data, we can compute the distance between each\n", " consecutive location. To compute the distances between consecutive places, use the\n", " Euclidean distance (cf. chapter {ref}`chp-vector-space-model`). Subsequently, compute the\n", " summed distance per field trip, and plot the summed distances in chronological order.\n", "3. Plot field trip 190 on a map, by connecting two consecutive stops with a straight\n", " line. Look up online how you can use `pyplot.plot()` to draw a straight line between two\n", " points." ] } ], "metadata": { "jupytext": { "cell_metadata_filter": "-all", "formats": "md:myst", "text_representation": { "extension": ".md", "format_name": "myst", "format_version": 0.13, "jupytext_version": "1.11.5" } }, "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.13" }, "source_map": [ 16, 21, 93, 98, 126, 145, 151, 157, 193, 225, 236, 257, 270, 277, 280, 285, 288, 294, 299, 319, 339, 359, 361, 379, 414, 419, 431, 433, 458, 462, 464, 478, 481, 486, 488, 501, 503, 510, 530, 589, 597 ] }, "nbformat": 4, "nbformat_minor": 5 }