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AstronomicalData/07_plot.ipynb
2020-12-07 15:02:26 -05:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Chapter 7\n",
"\n",
"This is the seventh in a series of notebooks related to astronomy data.\n",
"\n",
"As a continuing example, we will replicate part of the analysis in a recent paper, \"[Off the beaten path: Gaia reveals GD-1 stars outside of the main stream](https://arxiv.org/abs/1805.00425)\" by Adrian M. Price-Whelan and Ana Bonaca.\n",
"\n",
"In the previous notebook we selected photometry data from Pan-STARRS and used it to identify stars we think are likely to be in GD-1\n",
"\n",
"In this notebook, we'll take the results from previous lessons and use them to make a figure that tells a compelling scientific story."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Outline\n",
"\n",
"Here are the steps in this notebook:\n",
"\n",
"1. Starting with the figure from the previous notebook, we'll add annotations to present the results more clearly.\n",
"\n",
"2. The we'll see several ways to customize figures to make them more appealing and effective.\n",
"\n",
"3. Finally, we'll see how to make a figure with multiple panels or subplots.\n",
"\n",
"After completing this lesson, you should be able to\n",
"\n",
"* Design a figure that tells a compelling story.\n",
"\n",
"* Use Matplotlib features to customize the appearance of figures.\n",
"\n",
"* Generate a figure with multiple subplots."
]
},
{
"cell_type": "markdown",
"metadata": {
"tags": [
"remove-cell"
]
},
"source": [
"## Installing libraries\n",
"\n",
"If you are running this notebook on Colab, you can run the following cell to install Astroquery and the other libraries we'll use.\n",
"\n",
"If you are running this notebook on your own computer, you might have to install these libraries yourself. See the instructions in the preface."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"tags": [
"remove-cell"
]
},
"outputs": [],
"source": [
"# If we're running on Colab, install libraries\n",
"\n",
"import sys\n",
"IN_COLAB = 'google.colab' in sys.modules\n",
"\n",
"if IN_COLAB:\n",
" !pip install astroquery astro-gala python-wget"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Making Figures That Tell a Story\n",
"\n",
"So far the figure we've made have been \"quick and dirty\". Mostly we have used Matplotlib's default style, although we have adjusted a few parameters, like `markersize` and `alpha`, to improve legibility.\n",
"\n",
"Now that the analysis is done, it's time to think more about:\n",
"\n",
"1. Making professional-looking figures that are ready for publication, and\n",
"\n",
"2. Making figures that communicate a scientific result clearly and compellingly.\n",
"\n",
"Not necessarily in that order."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's start by reviewing Figure 1 from the original paper. We've seen the individual panels, but now let's look at the whole thing, along with the caption:\n",
"\n",
"<img width=\"500\" src=\"https://github.com/datacarpentry/astronomy-python/raw/gh-pages/fig/gd1-5.png\">"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Exercise:** Think about the following questions:\n",
"\n",
"1. What is the primary scientific result of this work?\n",
"\n",
"2. What story is this figure telling?\n",
"\n",
"3. In the design of this figure, can you identify 1-2 choices the authors made that you think are effective? Think about big-picture elements, like the number of panels and how they are arranged, as well as details like the choice of typeface.\n",
"\n",
"4. Can you identify 1-2 elements that could be improved, or that you might have done differently?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Some topics that might come up in this discussion:\n",
"\n",
"1. The primary result is that the multiple stages of selection make it possible to separate likely candidates from the background more effectively than in previous work, which makes it possible to see the structure of GD-1 in \"unprecedented detail\".\n",
"\n",
"2. The figure documents the selection process as a sequence of steps. Reading right-to-left, top-to-bottom, we see selection based on proper motion, the results of the first selection, selection based on color and magnitude, and the results of the second selection. So this figure documents the methodology and presents the primary result.\n",
"\n",
"3. It's mostly black and white, with minimal use of color, so it will work well in print. The annotations in the bottom left panel guide the reader to the most important results. It contains enough technical detail for a professional audience, but most of it is also comprehensible to a more general audience. The two left panels have the same dimensions and their axes are aligned.\n",
"\n",
"4. Since the panels represent a sequence, it might be better to arrange them left-to-right. The placement and size of the axis labels could be tweaked. The entire figure could be a little bigger to match the width and proportion of the caption. The top left panel has unnused white space (but that leaves space for the annotations in the bottom left)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Plotting GD-1\n",
"\n",
"Let's start with the panel in the lower left. The following cell reloads the data."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"from wget import download\n",
"\n",
"filename = 'gd1_merged.hdf5'\n",
"path = 'https://github.com/AllenDowney/AstronomicalData/raw/main/data/'\n",
"\n",
"if not os.path.exists(filename):\n",
" print(download(path+filename))"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"\n",
"selected = pd.read_hdf(filename, 'selected')"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"def plot_second_selection(df):\n",
" x = df['phi1']\n",
" y = df['phi2']\n",
"\n",
" plt.plot(x, y, 'ko', markersize=0.7, alpha=0.9)\n",
"\n",
" plt.xlabel('$\\phi_1$ [deg]')\n",
" plt.ylabel('$\\phi_2$ [deg]')\n",
" plt.title('Proper motion + photometry selection', fontsize='medium')\n",
"\n",
" plt.axis('equal')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And here's what it looks like."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x180 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10,2.5))\n",
"plot_second_selection(selected)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Annotations\n",
"\n",
"The figure in the paper uses three other features to present the results more clearly and compellingly:\n",
"\n",
"* A vertical dashed line to distinguish the previously undetected region of GD-1,\n",
"\n",
"* A label that identifies the new region, and\n",
"\n",
"* Several annotations that combine text and arrows to identify features of GD-1.\n",
"\n",
"As an exercise, choose any or all of these features and add them to the figure:\n",
"\n",
"* To draw vertical lines, see [`plt.vlines`](https://matplotlib.org/3.3.1/api/_as_gen/matplotlib.pyplot.vlines.html) and [`plt.axvline`](https://matplotlib.org/3.3.1/api/_as_gen/matplotlib.pyplot.axvline.html#matplotlib.pyplot.axvline).\n",
"\n",
"* To add text, see [`plt.text`](https://matplotlib.org/3.3.1/api/_as_gen/matplotlib.pyplot.text.html).\n",
"\n",
"* To add an annotation with text and an arrow, see [plt.annotate]().\n",
"\n",
"And here is some [additional information about text and arrows](https://matplotlib.org/3.3.1/tutorials/text/annotations.html#plotting-guide-annotation)."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"tags": [
"hide-cell"
]
},
"outputs": [],
"source": [
"# Solution\n",
"\n",
"# plt.axvline(-55, ls='--', color='gray', \n",
"# alpha=0.4, dashes=(6,4), lw=2)\n",
"# plt.text(-60, 5.5, 'Previously\\nundetected', \n",
"# fontsize='small', ha='right', va='top');\n",
"\n",
"# arrowprops=dict(color='gray', shrink=0.05, width=1.5, \n",
"# headwidth=6, headlength=8, alpha=0.4)\n",
"\n",
"# plt.annotate('Spur', xy=(-33, 2), xytext=(-35, 5.5),\n",
"# arrowprops=arrowprops,\n",
"# fontsize='small')\n",
"\n",
"# plt.annotate('Gap', xy=(-22, -1), xytext=(-25, -5.5),\n",
"# arrowprops=arrowprops,\n",
"# fontsize='small')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Customization\n",
"\n",
"Matplotlib provides a default style that determines things like the colors of lines, the placement of labels and ticks on the axes, and many other properties.\n",
"\n",
"There are several ways to override these defaults and customize your figures:\n",
"\n",
"* To customize only the current figure, you can call functions like `tick_params`, which we'll demonstrate below.\n",
"\n",
"* To customize all figures in a notebook, you use `rcParams`.\n",
"\n",
"* To override more than a few defaults at the same time, you can use a style sheet."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As a simple example, notice that Matplotlib puts ticks on the outside of the figures by default, and only on the left and bottom sides of the axes.\n",
"\n",
"To change this behavior, you can use `gca()` to get the current axes and `tick_params` to change the settings.\n",
"\n",
"Here's how you can put the ticks on the inside of the figure:\n",
"\n",
"```\n",
"plt.gca().tick_params(direction='in')\n",
"```\n",
"\n",
"**Exercise:** Read the documentation of [`tick_params`](https://matplotlib.org/3.1.1/api/_as_gen/matplotlib.axes.Axes.tick_params.html) and use it to put ticks on the top and right sides of the axes."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"tags": [
"hide-cell"
]
},
"outputs": [],
"source": [
"# Solution\n",
"\n",
"# plt.gca().tick_params(top=True, right=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## rcParams\n",
"\n",
"If you want to make a customization that applies to all figures in a notebook, you can use `rcParams`.\n",
"\n",
"Here's an example that reads the current font size from `rcParams`:"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"10.0"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plt.rcParams['font.size']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And sets it to a new value:"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"plt.rcParams['font.size'] = 14"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Exercise:** Plot the previous figure again, and see what font sizes have changed. Look up any other element of `rcParams`, change its value, and check the effect on the figure."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If you find yourself making the same customizations in several notebooks, you can put changes to `rcParams` in a `matplotlibrc` file, [which you can read about here](https://matplotlib.org/3.3.1/tutorials/introductory/customizing.html#customizing-with-matplotlibrc-files)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Style sheets\n",
"\n",
"The `matplotlibrc` file is read when you import Matplotlib, so it is not easy to switch from one set of options to another.\n",
"\n",
"The solution to this problem is style sheets, [which you can read about here](https://matplotlib.org/3.1.1/tutorials/introductory/customizing.html).\n",
"\n",
"Matplotlib provides a set of predefined style sheets, or you can make your own.\n",
"\n",
"The following cell displays a list of style sheets installed on your system."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['Solarize_Light2',\n",
" '_classic_test_patch',\n",
" 'bmh',\n",
" 'classic',\n",
" 'dark_background',\n",
" 'fast',\n",
" 'fivethirtyeight',\n",
" 'ggplot',\n",
" 'grayscale',\n",
" 'seaborn',\n",
" 'seaborn-bright',\n",
" 'seaborn-colorblind',\n",
" 'seaborn-dark',\n",
" 'seaborn-dark-palette',\n",
" 'seaborn-darkgrid',\n",
" 'seaborn-deep',\n",
" 'seaborn-muted',\n",
" 'seaborn-notebook',\n",
" 'seaborn-paper',\n",
" 'seaborn-pastel',\n",
" 'seaborn-poster',\n",
" 'seaborn-talk',\n",
" 'seaborn-ticks',\n",
" 'seaborn-white',\n",
" 'seaborn-whitegrid',\n",
" 'tableau-colorblind10']"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plt.style.available"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Note that `seaborn-paper`, `seaborn-talk` and `seaborn-poster` are particularly intended to prepare versions of a figure with text sizes and other features that work well in papers, talks, and posters.\n",
"\n",
"To use any of these style sheets, run `plt.style.use` like this:\n",
"\n",
"```\n",
"plt.style.use('fivethirtyeight')\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The style sheet you choose will affect the appearance of all figures you plot after calling `use`, unless you override any of the options or call `use` again.\n",
"\n",
"**Exercise:** Choose one of the styles on the list and select it by calling `use`. Then go back and plot one of the figures above and see what effect it has."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If you can't find a style sheet that's exactly what you want, you can make your own. This repository includes a style sheet called `az-paper-twocol.mplstyle`, with customizations chosen by Azalee Bostroem for publication in astronomy journals.\n",
"\n",
"The following cell downloads the style sheet."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"from wget import download\n",
"\n",
"filename = 'az-paper-twocol.mplstyle'\n",
"path = 'https://github.com/AllenDowney/AstronomicalData/raw/main/'\n",
"\n",
"if not os.path.exists(filename):\n",
" print(download(path+filename))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can use it like this:\n",
"\n",
"```\n",
"plt.style.use('./az-paper-twocol.mplstyle')\n",
"```\n",
"\n",
"The prefix `./` tells Matplotlib to look for the file in the current directory."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As an alternative, you can install a style sheet for your own use by putting it in your configuration directory. To find out where that is, you can run the following command:\n",
"\n",
"```\n",
"import matplotlib as mpl\n",
"\n",
"mpl.get_configdir()\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## LaTeX fonts\n",
"\n",
"When you include mathematical expressions in titles, labels, and annotations, Matplotlib uses [`mathtext`](https://matplotlib.org/3.1.0/tutorials/text/mathtext.html) to typeset them. `mathtext` uses the same syntax as LaTeX, but it provides only a subset of its features.\n",
"\n",
"If you need features that are not provided by `mathtext`, or you prefer the way LaTeX typesets mathematical expressions, you can customize Matplotlib to use LaTeX.\n",
"\n",
"In `matplotlibrc` or in a style sheet, you can add the following line:\n",
"\n",
"```\n",
"text.usetex : true\n",
"```\n",
"\n",
"Or in a notebook you can run the following code.\n",
"\n",
"```\n",
"plt.rcParams['text.usetex'] = True\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"plt.rcParams['text.usetex'] = True"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If you go back and draw the figure again, you should see the difference.\n",
"\n",
"If you get an error message like\n",
"\n",
"```\n",
"LaTeX Error: File `type1cm.sty' not found.\n",
"```\n",
"\n",
"You might have to install a package that contains the fonts LaTeX needs. On some systems, the packages `texlive-latex-extra` or `cm-super` might be what you need. [See here for more help with this](https://stackoverflow.com/questions/11354149/python-unable-to-render-tex-in-matplotlib).\n",
"\n",
"In case you are curious, `cm` stands for [Computer Modern](https://en.wikipedia.org/wiki/Computer_Modern), the font LaTeX uses to typeset math."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Multiple panels\n",
"\n",
"So far we've been working with one figure at a time, but the figure we are replicating contains multiple panels, also known as \"subplots\".\n",
"\n",
"Confusingly, Matplotlib provides *three* functions for making figures like this: `subplot`, `subplots`, and `subplot2grid`.\n",
"\n",
"* [`subplot`](https://matplotlib.org/3.3.1/api/_as_gen/matplotlib.pyplot.subplot.html) is simple and similar to MATLAB, so if you are familiar with that interface, you might like `subplot`\n",
"\n",
"* [`subplots`](https://matplotlib.org/3.3.1/api/_as_gen/matplotlib.pyplot.subplots.html) is more object-oriented, which some people prefer.\n",
"\n",
"* [`subplot2grid`](https://matplotlib.org/3.3.1/api/_as_gen/matplotlib.pyplot.subplot2grid.html) is most convenient if you want to control the relative sizes of the subplots. \n",
"\n",
"So we'll use `subplot2grid`.\n",
"\n",
"All of these functions are easier to use if we put the code that generates each panel in a function."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Upper right\n",
"\n",
"To make the panel in the upper right, we have to reload `centerline`."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"\n",
"filename = 'gd1_dataframe.hdf5'\n",
"path = 'https://github.com/AllenDowney/AstronomicalData/raw/main/data/'\n",
"\n",
"if not os.path.exists(filename):\n",
" print(download(path+filename))"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"\n",
"centerline = pd.read_hdf(filename, 'centerline')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And define the coordinates of the rectangle we selected."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"pm1_min = -8.9\n",
"pm1_max = -6.9\n",
"pm2_min = -2.2\n",
"pm2_max = 1.0\n",
"\n",
"pm1_rect = [pm1_min, pm1_min, pm1_max, pm1_max]\n",
"pm2_rect = [pm2_min, pm2_max, pm2_max, pm2_min]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To plot this rectangle, we'll use a feature we have not seen before: `Polygon`, which is provided by Matplotlib.\n",
"\n",
"To create a `Polygon`, we have to put the coordinates in an array with `x` values in the first column and `y` values in the second column. "
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[-8.9, -2.2],\n",
" [-8.9, 1. ],\n",
" [-6.9, 1. ],\n",
" [-6.9, -2.2]])"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import numpy as np\n",
"\n",
"vertices = np.transpose([pm1_rect, pm2_rect])\n",
"vertices"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The following function takes a `DataFrame` as a parameter, plots the proper motion for each star, and adds a shaded `Polygon` to show the region we selected."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"from matplotlib.patches import Polygon\n",
"\n",
"def plot_proper_motion(df):\n",
" pm1 = df['pm_phi1']\n",
" pm2 = df['pm_phi2']\n",
"\n",
" plt.plot(pm1, pm2, 'ko', markersize=0.3, alpha=0.3)\n",
" \n",
" poly = Polygon(vertices, closed=True, \n",
" facecolor='C1', alpha=0.4)\n",
" plt.gca().add_patch(poly)\n",
" \n",
" plt.xlabel('$\\mu_{\\phi_1} [\\mathrm{mas~yr}^{-1}]$')\n",
" plt.ylabel('$\\mu_{\\phi_2} [\\mathrm{mas~yr}^{-1}]$')\n",
"\n",
" plt.xlim(-12, 8)\n",
" plt.ylim(-10, 10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Notice that `add_patch` is like `invert_yaxis`; in order to call it, we have to use `gca` to get the current axes.\n",
"\n",
"Here's what the new version of the figure looks like. We've changed the labels on the axes to be consistent with the paper."
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.rcParams['text.usetex'] = False\n",
"plt.style.use('default')\n",
"\n",
"plot_proper_motion(centerline)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Upper left\n",
"\n",
"Now let's work on the panel in the upper left. We have to reload `candidates`."
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"\n",
"filename = 'gd1_candidates.hdf5'\n",
"path = 'https://github.com/AllenDowney/AstronomicalData/raw/main/data/'\n",
"\n",
"if not os.path.exists(filename):\n",
" print(download(path+filename))"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"\n",
"filename = 'gd1_candidates.hdf5'\n",
"\n",
"candidate_df = pd.read_hdf(filename, 'candidate_df')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here's a function that takes a `DataFrame` of candidate stars and plots their positions in GD-1 coordindates. "
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"def plot_first_selection(df):\n",
" x = df['phi1']\n",
" y = df['phi2']\n",
"\n",
" plt.plot(x, y, 'ko', markersize=0.3, alpha=0.3)\n",
"\n",
" plt.xlabel('$\\phi_1$ [deg]')\n",
" plt.ylabel('$\\phi_2$ [deg]')\n",
" plt.title('Proper motion selection', fontsize='medium')\n",
"\n",
" plt.axis('equal')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And here's what it looks like."
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_first_selection(candidate_df)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Lower right\n",
"\n",
"For the figure in the lower right, we need to reload the merged `DataFrame`, which contains data from Gaia and photometry data from Pan-STARRS."
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"\n",
"filename = 'gd1_merged.hdf5'\n",
"\n",
"merged = pd.read_hdf(filename, 'merged')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"From the previous notebook, here's the function that plots the color-magnitude diagram."
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"def plot_cmd(table):\n",
" \"\"\"Plot a color magnitude diagram.\n",
" \n",
" table: Table or DataFrame with photometry data\n",
" \"\"\"\n",
" y = table['g_mean_psf_mag']\n",
" x = table['g_mean_psf_mag'] - table['i_mean_psf_mag']\n",
"\n",
" plt.plot(x, y, 'ko', markersize=0.3, alpha=0.3)\n",
"\n",
" plt.xlim([0, 1.5])\n",
" plt.ylim([14, 22])\n",
" plt.gca().invert_yaxis()\n",
"\n",
" plt.ylabel('$g_0$')\n",
" plt.xlabel('$(g-i)_0$')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And here's what it looks like."
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_cmd(merged)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Exercise:** Add a few lines to `plot_cmd` to show the Polygon we selected as a shaded area. \n",
"\n",
"Run these cells to get the polygon coordinates we saved in the previous notebook."
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"\n",
"filename = 'gd1_polygon.hdf5'\n",
"path = 'https://github.com/AllenDowney/AstronomicalData/raw/main/data/'\n",
"\n",
"if not os.path.exists(filename):\n",
" print(download(path+filename))"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 0.26433692, 17.84253127],\n",
" [ 0.35394265, 18.799117 ],\n",
" [ 0.47491039, 19.68211921],\n",
" [ 0.63172043, 20.45474614],\n",
" [ 0.76612903, 20.78587196],\n",
" [ 0.80645161, 21.41133186],\n",
" [ 0.58691756, 21.30095659],\n",
" [ 0.39426523, 20.56512141],\n",
" [ 0.22401434, 19.2406181 ],\n",
" [ 0.19713262, 18.02649007]])"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"coords_df = pd.read_hdf(filename, 'coords_df')\n",
"coords = coords_df.to_numpy()\n",
"coords"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"tags": [
"hide-cell"
]
},
"outputs": [],
"source": [
"# Solution\n",
"\n",
"#poly = Polygon(coords, closed=True, \n",
"# facecolor='C1', alpha=0.4)\n",
"#plt.gca().add_patch(poly)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Subplots\n",
"\n",
"Now we're ready to put it all together. To make a figure with four subplots, we'll use `subplot2grid`, [which requires two arguments](https://matplotlib.org/3.3.1/api/_as_gen/matplotlib.pyplot.subplot2grid.html):\n",
"\n",
"* `shape`, which is a tuple with the number of rows and columns in the grid, and\n",
"\n",
"* `loc`, which is a tuple identifying the location in the grid we're about to fill.\n",
"\n",
"In this example, `shape` is `(2, 2)` to create two rows and two columns.\n",
"\n",
"For the first panel, `loc` is `(0, 0)`, which indicates row 0 and column 0, which is the upper-left panel.\n",
"\n",
"Here's how we use it to draw the four panels."
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"shape = (2, 2)\n",
"plt.subplot2grid(shape, (0, 0))\n",
"plot_first_selection(candidate_df)\n",
"\n",
"plt.subplot2grid(shape, (0, 1))\n",
"plot_proper_motion(centerline)\n",
"\n",
"plt.subplot2grid(shape, (1, 0))\n",
"plot_second_selection(selected)\n",
"\n",
"plt.subplot2grid(shape, (1, 1))\n",
"plot_cmd(merged)\n",
"poly = Polygon(coords, closed=True, \n",
" facecolor='C1', alpha=0.4)\n",
"plt.gca().add_patch(poly)\n",
"\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We use [`plt.tight_layout`](https://matplotlib.org/3.3.1/tutorials/intermediate/tight_layout_guide.html) at the end, which adjusts the sizes of the panels to make sure the titles and axis labels don't overlap.\n",
"\n",
"**Exercise:** See what happens if you leave out `tight_layout`."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Adjusting proportions\n",
"\n",
"In the previous figure, the panels are all the same size. To get a better view of GD-1, we'd like to stretch the panels on the left and compress the ones on the right.\n",
"\n",
"To do that, we'll use the `colspan` argument to make a panel that spans multiple columns in the grid.\n",
"\n",
"In the following example, `shape` is `(2, 4)`, which means 2 rows and 4 columns.\n",
"\n",
"The panels on the left span three columns, so they are three times wider than the panels on the right.\n",
"\n",
"At the same time, we use `figsize` to adjust the aspect ratio of the whole figure."
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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IJJij4+rVq8jLy0MsFkNtbS1CoRDMZjM8Hg/C4TCOHTuGZ599FkePHoVSqcTAwAA8Hg9OnTqFSCQCs9nM3iuVSiGZTEKtViMajeLMmTM4fvw4BgYGUFBQgMOHD0OlUiEej0OhUODcuXOYnJxERUUFKisrYTAYMD8/j1QqhdraWuTl5aG5uRkvvfQSKioqMD8/j2g0CqfTCYPBgKWlJdhsNlRVVcFiseDatWtYWFhgz4pEIgAAh8OBcDiMlZUV5OXlobq6GmVlZVheXkZJSQnm5+dx7tw5hMNhtLS0wO/3Q6vVYn5+HiaTCSUlJSgsLERZWRlWVlZY/1Ef0jjRuC4tLWFxcRGpVAqRSATV1dUZ4yv8/eux7t7WSh65zvPz82UlT4YMGTJkyJAh4/+HHF64uw/S6XTWftFqtdBqtbs+j8fjuOeee+D1emGz2ZgSRwqXzWbD7Ows6uvrEY1GYbfb2bWpVArhcBjRaBT19fUAdpTQgoICeDwe1NTUQKPRwGazIZVKYXh4GM3NzdBoNJLtrKurg8vlYgqF3W7H5cuXsbm5iUAggJKSEmg0GqRSKRw4cABnz57F3NwcAKCjowNWq5UpgQUFBXA6nSgsLITdbofdboff74fVasWZM2dw+PBhTExMoLS0FMXFxdjY2EBjYyPOnz+PaDSKeDyOjY0NlJWVwWazwel0orGxEYlEAq2trQCA+fl5HDhwAJFIBO9973vx7LPPori4GBaLBVqtFi6XC0eOHEF1dTV0Oh30ej3y8/Ph9/tRW1sLu92OQCCAtbU1TE9Pw2q14uDBg4hGo9BoNAiHw9ja2kJnZyd7nsPhwMLCAmw2GxQKBfR6PQwGAzY3N1FRUYFQKISmpqYMhTw/Px9erxdWqxVqtRrhcBjFxcU4ceIEgsFgxti73W5oNJpd430r193bWsmTIUOGDBkyZMiQIYOHzWYDsKNMlZaWss99Pt8u795+oVKpmDCfSqXg9XqRSCQQi8WQSqXQ09MDv9/PlDVSCL1eL1wuF7suEAigra2NeRv5+3q9XlgsFvj9ftjt9oz78MqI3W6HSqWC1WqF1+uFTqeD3W7H0NAQioqKEAgEkEqlmPK5tLSE8fFxAMCJEyewsrKCAwcOQKPRwOfzIZVKYWRkBBMTEzh58iQqKyvhdDqh1WoxMDAAg8GA/Px8BINBeL1e9Pb2QqfTYWxsDOvr6ygsLITb7YZer8ehQ4cwOzuLxsZG+Hw+JBIJJBIJTExM4JFHHoHf72f/NjY2YDAYYDKZEAgEkJeXh8OHDyOVSuHy5ctoa2uD3+/H1NQU8zAqlUr2vIKCAkxPT6O5uRlms5k9r7q6GhqNBgcOHMgYq1AohPvuuw/BYBAOhwPAjrJG82VwcBAmkwnDw8Nwu93w+/1QqVQIBoMZihzNMRqb1wuykidDhgwZMmTIkCFDxv+Pmpoa2Gw2vPDCC8y7k0gkcO7cOfz1X//1Dd9PGDrpdrvhcrmwvb2NQCCA9vZ2aDQapgi43W7E43HmFXK5XCguLobP50MsFsPw8DA6OzuhUqkylARecUgkEjhz5gxTRug7q9XKlEmv14tkMsl+H4lE0NjYCIVCAbVaDbvdjvLycrhcLpSVlaGmpgazs7PIy8tDOBxGV1cXbDYblpaWsL29zZRWt9uNWCyGgYEBJBIJ6PV6qNVqpNNprK6uIj8/Hx6Ph3nstre3kZ+fj+XlZUxPT8NsNiOZTKKgoACzs7MIBAIoLS3FCy+8AKvVCqPRiJGRETgcDiiVSjQ0NADYCTU+c+YMvF4vUqkUvvvd76KjowMrKyvY2NjAsWPHcOjQIXg8HgwNDSEUCiE/Px/pdBotLS3Y2trC1tYWC6f0+Xxoa2uDUqnE6OgoSkpKmOIGAE6nE1evXsWBAwewtrYGo9GIUCiEtrY2FBYWori4GDabjY2RUOkWKn63GrKSJ0OGDBkyZMiQIeNthUgkgunpafb33NwchoaGYLFYUFlZiU9+8pP4whe+gPr6etTX1+MLX/gC9Ho9PvKRj9yyNqhUKhQXF2d42YAdhcztdjOlwGq1QqPRoLOzE8PDw2hra2MKHq808IpDf38/wuEwpqam8OCDD8Lr9SIajeL555+HyWRCKpWC3W5n15OXkOoCkmLidrtx8uRJNDU1YXx8HOFwGHl5eSgsLEQikUBvby+i0Sg8Hg/KysowMTHBcgUNBgMMBgN0Oh0KCgqwvLyM5uZmHDx4EABYWCcA5rEkZam0tJTlvsXjcfT396OhoQGRSATLy8u44447MDs7i8nJSeTl5eHQoUOYmZmB0WhEMpnE5cuXodVqMTIygry8PCiVSlgsFqhUKuTl5WF6eho1NTWYmZlBOp3GysoKcnNzsbGxAb1ej83NTQSDQQQCAZSXl2NrawvBYBBDQ0NoaGhAKpXCtWvXEI/HMTY2hqamJoRCIaZ819TUoKamJmNcvV4vU95fbwUPkOvkyZAhQ4YMGTJkyHibob+/H52dncxT96lPfQqdnZ344z/+YwDAZz/7WXzyk5/EJz7xCXR1dcHtduP555+/KWKM5eVl9v+pVAoAUF5ejsOHD6OqqipDqQPAFDZSCNRqNQut5JVCUhrcbnfG9QBQXFwMrVaLAwcOMIUwFArBaDTC7/fD4/EAAFM2/H4/LBYLy+9zu90YGBhAPB6HTqdDLBbD1NQUnnnmGczOziKdTmNgYAAbGxuIxWI4fvw4SktLkUgksLi4CJPJhMbGRrjdbmxsbGBkZARzc3Ow2Wyoq6tDXV0d7HY7XC4XXnzxRXg8HigUCqTTaeTk5MBqtbK+LiwsRH19PYLBIF5++WUAO0r6ysoK/H4/Jicn4Xa70djYiLm5OVy9ehU2mw2rq6tQq9VYWFhAbm4uZmZmEIvF4HK5UFNTA7vdDrPZjJGREYTDYWi1WqhUKlRVVcFut6OzsxNNTU24evUqVCoVNjc3cf78efz4xz+G0+mEw+FAXl4euru7mQcP2FGME4nErjGx2WzQarUZnj3hb24lZCVPhgwZMmTIkCFDxtsK9957L9Lp9K5/Tz31FIAdAownnngCHo8Hm5ubOHfuHA4cOHBTz+Lz+ChEUqVSsRBNv9+PaDSKwcFBpFIp9m9lZYXV3XO73Thz5gzm5ubgdDrR39/PiEcAMIWQUFlZiSNHjsBut8PtdgMAOjs7UVVVBY1GA5PJxMIaBwcHkZ+fz+5F4aSxWAwTExOIRCIwGo0oKChAbm4uNBoNlpeX4XK5sLy8DJPJhIKCAlitViwtLeGll16C1+vFyMgINjY2MDo6io2NDeh0Orz44os4d+4cEokEAGB2dhZerxczMzNYW1sDsFPi7Atf+ALOnDmDxcVFqNVqaDQabGxsIJFIMGUNAHJzc1FUVASNRoN0Oo1UKoX19XWUlJTggQcegNvtxtbWFiNTUalUyMnJYflzubm5KCkpQTQaRSgUQnl5ORYWFpgS/sorrzDClkgkAq/XC4/Hg5dffhnT09Po6elBKBTKyMUjVtFoNJoxJuRpFSrp/G9uJWQlT4YMGTJkyJAhQ4aM1wl8OCZ5c6xWK/PikNeJ8tlIEQSAYDCIVCoFv98Pg8GAcDgMn8+HSCSC0dFRxmjJe4gSiQQGBwdZ/h15+7xeL1QqFRobGxGJRGC1WjE4OAij0Yj19XWkUilMT09jaGgIxcXFjP3xhz/8Ia5evQqtVguz2YxAIIBXX30Vm5ubGB8fh8/nw9raGi5cuACn0wm1Wo35+Xm8853vREVFBU6cOIGqqipcvXoVU1NT+OlPf4p///d/RyKRwF133YXW1lbceeedqK+vh1qtxvXr15FIJDA5OYny8nI0NTWhtbUVubm5WFlZgdVqRSwWQywWQ15eHiwWCyKRCPx+P7xeL3Jzc2GxWLC1tYWGhga4XC4YDAZcvnyZKae5ubkYGBjA0aNHYTabUVlZiVgsBqfTifz8fMzOzqKvrw8VFRWYmJiAWq1GTU0NDh48CKvVimQyic3NTQwPD8NqtTJFD9gpneFwOBAKhXYRq/DeO6vVimAwyEJWbzVkJU+GDBlvC7zeYRFv9DP5e9/Ic96ofthP+27HmMiQIUPG7QR5c9xuNy5fvgyn08nCKUkZ5BXBdDoNYKd0QW1tLe6//350dnbCaDSy8EA+Py+RSOD555/HxMQEy78bHx9HIpFAOBzG8PAwFAoFCgsLMTAwgPX1dUxNTTHFpb+/H06nE+Pj47DZbFCr1TAYDPB6vSgvL0dtbS2i0SiUSiXGx8dRXFyMdDqNV155Bevr61AqlcjNzUV+fj6rsZebm4u1tTWmqFEO3Pe//31cu3YNRqMR/f39WFhYgN/vR319PVQqFY4cOQJgx+M1OjqK9fV16HQ6pnCp1Wo0Njaiq6sLBw4cQGFhIYqKipBMJhEIBKBSqbCysoKjR48yBdDpdGJtbQ1WqxXve9/7sL6+Drvdjo2NDYRCIaZQ9/X14cqVK3j22Weh1WqxuLiIaDSKe+65B3fffTcKCwuxuLgInU4Hr9eLwsJCrK6uwmazobOzE3l5eSwUmD/neO+d3++HyWTC0NAQFhcXb/lck4lXZMh4m0GKUvlmruWTwomt6xe9517f7af9pDwArzGKeb1emM1m0YTnX6RPsoHfzIV0yWL/z/ep1N9i9wYgmcwtvJ7CcFKpFCorK7O2/xcZX2H7KBSJktIpRMhoNMLj8WR8/nqMBf9ONDf4sJnXE/uds9l+83r3iwwZMl4/LC0twWAwsD3O7XZjeHgY8XgcPp+P5YcJ2TJ5YhaNRoOuri72Hf0/T/Hvcrlw5coV5ObmYmJiAidOnMD58+eh1+sRCAQQCASg0+lw/fp1LC8vI5VKQaVSob6+Hj6fD+Xl5bjzzjsxNjYGrVaL0dFRtLW1obi4mNV1czgciMVi6OvrYyGUzc3NaGxsxMDAAOx2O9LpNKxWK7a3t9HX1we73Q6lUgmfz4dkMol4PI4XX3wRtbW1SCQSmJ2dBQCEw2GoVCrMzMzAarVieXkZ0WgULpcL6XSaeRfr6uqQSqWwsbEBrVbLCGQmJydhs9lgMpnQ398PpVKJhx9+GOfPn0dLSwsjSVlbW4NCoWDEKqlUipVhSKfTKCwshN/vx9raGqqrq5GTk8M8oDqdDolEApcvX4bNZsPCwgIOHDjAchzprCTwZyHPlMqXXYjH4wiFQrd83smePBkybgFSqRScTiecTqekV2I/3gzhb14PT4dQ+L4RL4vwWvqbDiupuPJs75EtJl3sO7HPEokE+vv7WYy/1+vFwsICBgcH0d/fj/7+fkxNTeFnP/sZC6fYbxukQO/EJ1cLxzKVSkGtVrMk9oWFBRYyQ89zu92YnZ1Ff38/O6zF+phvG91boVCwkA9h+A//bqRgJRIJeDyefc9RavPQ0JBk//DXxGIxPPPMM4jFYhlhKDabDcFgkIUiUbtMJhNmZ2dZbgj/vkIigZtdC8IxGRwcxMLCApsfr5cXkX8uP4ZS7yE1B+n3lOfxi7RZ7NnCtbPf637R58qQ8XaCcE93uVwoKCjI8Pbw3jgqocCTgAB7n8vj4+OIRqOIRqN45zvfCb1ej9raWkQiEbS1taGnpwcmkwkWiwWJRALBYBBFRUVQq9XY3NyE3+/H0aNHcerUKWxubkKj0WBychJWq5WRqdhsNuh0OpjNZoRCIUSjUVy5cgVKpRJ33303ioqKkJubi5deegnj4+OYnJxEIBBAa2srysrKEA6HMTk5iVQqhatXr2J+fh7b29vweDyw2WxM4bFYLNDpdLBarVhfX8f09DQWFhZgNpuh0WgQj8dZIfhgMIjJyUnE43Hk5OSwPD+v18uUveHhYWxubsJkMsFkMkGr1eLs2bNQq9WMXOaVV15BIBDAiy++yMJAy8rKkJubC5PJhJGREVy9ehUA0N7eDr/fj7vuugsAUFpaivLycnbez87OYmBggJ3PNpsNw8PDiMVizMsI7BDklJeX7yqzcSvwplXynnjiCSgUiox/r2dBQRl742YO8mxKDS9E76VA3Y628+CVChJixX4jVK6mp6fx1FNPYWJiIkP4J6GOr5WzHwgFNrH3ErI7SQmXJOA7nc6MvAH+Wvq7ra0t43MheAWHQG3jN0Cp7ywWC3sv8ipR7HwqlcLw8DBCoRDOnDmT0U6LxcLYuq5fvw6FQoHz58/vap/wvfYDMQWXV6ho7Hw+H3snv9+f0T5SysbHx7GxscFyKMT6WMwyODY2tkt4CIfDOH36NFOo+FyB4eFhdnCK0TdLzQWr1Qq1Ws3WpdQ1vb29WF1dxdmzZzE8PAyTycRqCpWWlu7KS9Hr9ejp6YFer2cU3qQYA7sFo/2uBaGCxY8JHe5qtTpD6RRed7PhsGL9wo+h1Hvwc2Jubg59fX3MgLCwsIBUKsXGkfYGIXvbXm0We7Zw7WR7FzEGvxvpC7HrZQVQxtsB/H5vtVpRXl6OmpoaVgCd1mx/fz9mZ2eRSqWYhyobUQe/Z1Jel0qlQltbG+rr62G32xEIBGAymTA6OgqVSoXOzk5239raWhYOOjk5yfYer9eL7u5uRKNRrK6u4hvf+AZTtvx+P5LJJAuN9Hg8mJmZQV9fH1ZXV2GxWPDKK68gGo3iH//xHzEyMoKhoSFMTEygpKQEJpMJ+fn5cDqdiEajmJ6eRigUQnNzM3Q6HeLxOPLy8jAyMgKz2Yzi4mKYzWbodDrk5uZCq9WioKAAlZWVMBgMqKysxMbGBjvb9Ho9NBoNlEolK8UwNzeHhYUFXLlyhbGHkqdweHgYVVVV6O3tRV5eHk6fPo3y8nL4/X40NTVhcnISMzMzuHTpEvr6+nD58mW88MILOH/+POrr6/HKK68gHo8jEAhkjFUwGNy137a1tWWE2dJ4BgKBDHKeW4U3rZIHAK2trfB4POzfyMjI7W7S2xr85iNlHRZ6vHgBTGjx5oVol8v1ulrehe24UfBKBQ9egOEFvUQigdOnT+Ps2bNwu924cuVKxn0AMEatG1E+hoeHEYlEMDw8LPleQnanvRQcUmDdbveua+lvYgi7kTAyGl+/359xbSqVQl9fHy5evAi32w273Y7R0VFEIhEMDg5ieHgYiUQC165dg8vlgtvtRmFhIWKxGKqqqjAwMAC3242Ojg44HA4cPnwYR44cwaOPPora2lp0d3fvGqO9wuTEhFChgmu1WpFKpbC6upqRfE1eKpVKBavVmlHLiA5Ls9kMp9PJqK336kur1YqpqSlUVVWxEA+aL7Ozs1Cr1fjud7/LrJmdnZ3Q6/WsrcXFxaL3Fc4Fu93OrMg+n0/UA8wrpd3d3TCbzaivr0csFmP5CcJ7AeJzh8gG6DspZVdsTKQ8Z0QbTmNC9xAbb2KsczqdontRNu83fRaLxTJY7/iit2SpFzNq8CG9P//5zzE7O8vW8dbWFq5du8bqMKVSKYTDYXz7299GOBzOUISFRgZewBCj76a143A4JBVo4b50Ix7vva7fb2TBjeAXvQedX2QE2M99ZGVVRjaUlZUxBs3h4WGmZA0PDzMGRpKd/H5/RsgfKV6RSAQulyvDqcGH3weDQdTX16OyshKVlZXsGaWlpax0gtvtZuGBJSUlyM3NRWFhIVQqFQoLC7G+vo6xsTEsLCxgfHwcZWVluHbtGlQqFVZXV3HgwAGm+B08eBDNzc04cOAACgoKUFhYCIfDAafTiV/5lV/B/Pw8KisrEQ6Hsby8jLGxMUQiEfT09ODQoUPo7u5mipjVasWBAwfQ1dWFxsZGbG1tIS8vDy+++CKcTieam5uRl5eHjo4ONDU1IRAI4OLFi5ibm8OZM2dw6dIlXLhwAUqlEmNjYzhw4AAaGhrQ2tqKsbExJJNJJJNJRKNRTE1NsXc1Go3Iy8vD8vIyOjo6YDAY8F/+y3/B4uIiHnjgAahUKtb2ra0trK+vY3BwEF//+texubmJy5cvQ6/XY2VlhZ31sVgMV69eRUNDA9RqNZxOJ2ZnZ5kMVVpaysaON8Jeu3btls+7N7WSR2FQ9G8vdpp4PI719fWMf2913OjBI/z9fjxDBF6AECobdC2FSrlcrgwBzGg0Mi8GeQxIeGxra0N5eTm0Wm1GWNetBC8ISoVLZetDlUqFw4cPw+FwwGq1sj7jBRg+FGNwcJAJ2+3t7Xj44YeZEEgbs0KhYDHc+1WehFYinrGL98gJ2y6mVJBQfis85Py9hEqv1Wplin8sFsPp06fhdDqxsrLCvGD0XsXFxTCZTNBoNGhvb0d5eTkAIJ1Oo62tDbFYDPF4HC6XixVZHR4ehs1mQ2NjI9797ndDo9FIJkGLQSrUTqikUAiO1WqFXq9nNXbISyVUclKpFBKJBNRqNex2O44cOYLZ2VmmLJKnZnBwcBcNs9frRV5eHjY2NphVlqy+PT09SCaTqKioQDAYzBhjjUYDlUqFZDIp+r5SSjwdXBR+6XQ6MTAwsKtdOp0ODz74IHQ63S4igWwQUxil2gJAsk/IW0SWbboPjQPdjxRJ4XiMjo4iFosxAUu4F2XzfpPH7ezZs4hEIpJGR7H1JjTG1NbWMuHLZrOx4rznz59nxXxnZ2dhs9nYf4HMfQzYbSBKpVIZ4bper5etnby8PFFvulgUAB8WvN/9kfY1oUd4v5EFUm0S+55XcG9G+aLzq7e3d99K7S9qKBRCVhrfeiDjnNFoZEqdyWRiDIw2mw1VVVUoLy9n+eNutxu9vb2Ym5vDD37wg4xQPzIO0X9jsRhWVlbgdrsxNzfHzimVSgWTycTYMyORCC5evIhoNIpUKgWNRgOLxQK1Wo3jx4+ju7sbVVVVaGtrQ0tLC2pra9HY2IjDhw/D6/Wysg4jIyOYnJxEfX093vOe9+A3fuM3EIvFYLfbceXKFTz++OM4dOgQ/tN/+k+44447UFtbi3vuuQeHDx/GXXfdhdLSUrS0tCA/Px8HDx5EYWEhUqkUfD4fDAYDtre3sbm5ibm5OYyNjcFmsyGZTMJkMuHpp5/G3NwczGYzACAQCGBlZQU/+MEPAAAjIyM4ePAgi9yhkhFmsxlms5mVxRgaGoLT6cT3v/99+Hw+HD16FOFwGHV1dfjmN78Jt9vNvItVVVUoKChgpTbGxsZQX1+PiYkJJJNJrK6uIpFI4OzZs1heXsbf//3fIxKJwOPxYHx8PGNvogggv9+Pzs5OUSfBrcCbWsmbmppCWVkZampq8Gu/9msscVMKf/mXf8licU0mEyoqKt6glr5xEB4MN5prJAyrE/MMSd2PF16amprgdDpRX1/P2uN27xTEDAaDKC0tzRDAIpFIRmhXMplkHg2NRoPKykocPnyYCcw32x9Sv/F6vWhraxO9/36FDhJqe3t7EQqFmHIhJsCQsvIrv/IreOihh1BTU8M2a2oPb/XbLzQaDTo7O1n4By9oCz0xe4HGs7KyEuXl5cwLezNCB++54pVe+szlcsHlcqG3txdarRY6nQ4dHR0sV4ESzisrK6HX69HV1YWamhpUVlayfC9itKJDkowNoVCIKY5CLw+wtyeT/164PsTmF6+MZPMQer07tXbS6TRL3nY4HIwBjA4Co9HImM/E5pvw3hqNBj09PdDpdBnJ3YQboWymMaf3LS0tZePFJ4oL5xWv0IoJ3sJnkNIm5sUU29NIMBJSkKvVang8HpbLIiQHov9KhUHV1dUhPz8fHR0dAMDWjLBdYh4xWr9NTU3MMi30UEmFnfPCH5EgHDp0COl0Gn6/n+XRdHd3ZyjzFosFPT09Ge/Z2trK+kYI4X5O7yHsC+oP3itIe5HNZstYx2Kh2FJzifoimUyyOUHzRaxvhWPPe1qFoOiIcDgM4DUF92aUr9bWVkSjURw/flwyTFnYNqGh8BdV0m707Jbxyw9ijYxEIkyp4yMrVCqVqKxTW1sLg8GA97///TAajWhtbWXrh8IYbTYb1tbWMDs7i9HRUZw7dy4jPJoiSfx+P4LBICorK1leYCAQwOjoKOLxOMLhMGpqatjauX79OmpqauDz+eB2u+HxeBAIBNDf38+ibcbHx9Hc3AyNRoO2tja4XC5YLBb4fD78j//xP1iJAjJ2vvTSS3C73YhEIgCA/Px8TE1Nsfxvl8vFZEKz2cwUx2QyCZ1Oh29961uYmZnB8vIyfD4fTpw4gaamJuTn58NisWB0dBTl5eW4du0aysvLsbKyghMnTuDQoUNwOBy46667UF1dzVhDX3nlFXg8Hjz33HMIhUIIBAIsympmZgZOpxMNDQ0YGBhAaWkpmpqaUFpaipMnTyI/Px9msxkrKytMjqmvr8fFixehUqlw9epV5rmLx+PM49rU1MTOYdr7lpeXb/mce9MqeceOHcPXv/51nD59Gl/72tfg9Xpx5513IhAISF7zuc99DqFQiP17PehKbxTZkt6zCQVSEHodeIv2zUDMM5RNIKaD7fr167Db7fjxj3+cYXGneG0KzaLNhywZiUSCeTeEz+CF5/0obvvJadtLwBS+s5jAKQw3raqqgtvtRmtrq2RoZGVlJbq6uqDRaNh9hKFhVquV9T0/T/YSHoRzAADKy8tZH+9lrRfro+HhYQwMDGBhYeEXCqsSmz82mw3l5eUoLS1FQ0MD8vLy8MADD+DYsWOsfwj8HKC14fV6YbFYmIGAQlUoLyEej8NgMKC/v39XEjR/TymPE/99KvVaXh2QaRQReuqEeUjCuUjvXV5ezgR74eHf1taGSCSC+vr6DOVP6IUSCoR+v59ZG/1+f8b7+P1+1l9iEIY9kkIXDodZ28rLy1FVVZXhRcwW7isWesyvUd6aLXU93296vZ4ZM3ijgUqlgsViybgXrzDTeIiRz9hsNuTl5eHUqVPQaDRMmaQaVfR7odJIf5OwVVlZyYxYvDJNfUlRDHw/88IfKVzUr/QcYtijNpAFWLiHjI6OwmQyobe3N2PvTaV2QjM1Gg0KCwtZpIGUEcJms2FlZQULCwuIxWKYmpqCTqfLyBu1Wq17EvnQOqX5T/MAQMY+JTRekALJ769+v5+FswnnK0VHzM7Osv6j74PB4A1Fgfj9fhQUFCAYDEp6voXzkvcYZ8u93O++uddZK+PNheeffx5GoxGhUAhtbW1svxKbX/yZY7fbUVNTg7a2Nuh0OnR1dbFcr1Qqxe5XWVmJtrY2vOMd70BraytOnDgBYIfV2OPxsDzn/Px8AMDCwgJTyGpqahhpSGFhIQsBpciUWCyGlpYW6PV6Fj1D0RDb29vIycnB0NAQ+vr68LOf/YyFkOv1egwPDyMYDGJlZQVerxdf+9rXkEwmcf36dbzvfe+DyWSCSqXC5OQkFhcXYTab4XA4EIlEWLmE/Px8GI1GtLe3o7i4GO9973tRXFzMiGHm5+dRUFDAmJp9Ph8WFhZgMBiwsrKCnJwcrK2tweVyYXNzE08//TQWFxcxNjaG8fFxbG1tIRQKYWtrC8888wx8Ph9aWlqwsrKCzc1NHDp0CD6fD5WVlfB6vbjvvvtw11134eTJk3jnO9+Jzc1NGI1GbG1tYWpqCsvLy2hvb4dSqURHRwdWV1dRU1ODUCgEr9cLo9GI3t5exGKx192I86ZV8t71rnfhAx/4AA4ePIienh787Gc/AwD867/+q+Q1Wq0W+fn5Gf9uN6TCGkn44YWC/YAPp6G4axJO92JQA3bnzZAHhQQJMYFYKBSSghKPx3H48GEmcNntdhw6dAjl5eVMOeIPSJVKBZfLhcHBQUZFK4a9LJy84gaIhyzxgofJZGJWGLH+4d9ZTODkrbc2mw2xWAx33HEHC5WTuhcP/kAXUwT5eSJUHoQhU1JzQCxvTswKLxRChoeHsbGxgbW1tX2HVUndS+z9STGjRGny3vIhi2IEErQ2pMaY4t9PnToFg8EAABleGXr/bOQVYuNHljfeeyMGGodUKsWIM4TKJZ87QYoLn7NHnlmFQoHBwUGYTCZ2WJNwLmbMsdlsKC0tzUjGF7ZLTHjk1w7N5/Lycuh0OjgcDrZP8Yq0VPghHzq5vb3NlHFeMRIKKrwSI5bLKpxDQq8krwACO4YAMho1NTXh+vXrGBoaYp524dgKDTJ6vR6lpaWIx+O78oZ5pTGRSGB1dRVtbW1M8SRla3h4mL0HPyb8+uHbLQxP5T3d9EwxNlveMBAKhVBVVcU8wDQm6XQaGo0GyWQSZ86cYeMsZlBUqVRQKpXY3t5mIVkLCwss4oLaJkbkI3aGAcjwGvLGAeFewhsG+P21o6MDNTU1zNPK/7agoAButxvHjx/P8M4mk0kUFxdneDf5+bWX0mWxWDA+Pr4rlEpsHe2Ve8m3d68zfS/jk4w3F1ZXV/HjH/94l4EtmxEZeE024hVBuoaMWmTg1Gg0KC8vx9GjR1FXVwe73c5yeOnsW1lZwfT0NNRqNa5evQq73Y7Z2VkcPHgQq6urbE/e3t5mJRZaW1uhVqtZ+YN3vOMdKCoqQmVlJR5++GE0NzdDoVCgt7cXzz33HObn5wHsKJKrq6twu91QKpVYWVnB2toaBgYGYLFY8G//9m9oamrC1NQU9Ho94vE43vWudyE/P5/lzK2vr8PhcECj0SAnJwf19fWIx+MoKipCKBTC1atXMTExga2tLaaUUX0+rVYLpVKJ9fV1DA0NQaVSsTz406dPIxQKYXt7GxaLBQ6HA9vb22yPHx0dZedVIpHAxz72MZhMJlRXV8PlcqGiogIzMzP4+c9/DpVKhVgsBoPBAIPBgPHxcajVahw+fBg5OTksfN9kMiGRSLBQWUpHAXZk79cjulCRJlqdtwBOnjyJuro6fOUrX9nX79fX15kF+Y1Q+Gjy8JbTRCKB4eFhtLW1MUWKLJ4kzAH7r+fEC54UTtXZ2YnBwUFEIhEYjcaMOis30nax0BpqbzQaZYIa5bOkUikMDQ3BarUygZB+Twv9kUcegU6nY88YGBhgrn6j0Zgh9GRrC29dHx4ehkajwdDQUMb9+fYuLCwAAPOikKJTXl6OyspKybpg9BwKCSDBlB9XsTEVG3vhZyRo+f1+dHR0MEWHf15ra2vGAZFMJjOs4iRECcdFrB+BHSHY5XKx96br+HslEgnRcdzPO/FzWSy8UOgV4ceUrg0Gg4zEQkgjLTYfSVExmUwsD0vs98L7KxQKBAIBFBYWIp1OZzxPrL0UShmJRNDZ2cmEN+F1Yn18o3jmmWewuroKs9mM9vb2jOcIx4sg9jk/PsDuWn3CfYM+t1gs6O3thcPhYLlb1A9i64TWAPXl+Pg49Ho9otEompqaMvY24LV5zM9dsXcSItvv+HVeVVUFj8eDubk5AIDBYEBPT88uT7EQNG+8Xi/y8/MZDTnle5JXl5QYyjvl5wixedIap3el30l50oRtECohQg8zPx4WiwVnzpxBXl4eHA4HKisr95y7fF9RX9I4tra2MmWaH2+xPYAfl/2eYcJ5ya9ViiTg91Oxa2m/4884/jzk5xg/b4DdeyffnmxnJ9+nNE9sNlvGPpntXcX2wr3mwxuBN1o2eiuD+vJb3/oW3v3udzOjt9jYC+cpQUymoOvE1gqtV3490Zyfm5uDSqVCMBjEu971LoyNjaGwsBBra2sIh8NIJBI4ceIEMyhbrVbY7XZGxkLGYpfLhWAwiMbGRjQ0NODChQtwu93Y3NxETU0N0uk0qqurMT4+jnA4jEAggGQyiby8PBQXF+PFF1+EzWaDx+NBfX09pqam8Pjjj7N6eGfPnsXGxgY2NzfhcDiQTqdZVE5tbS18Ph9LaXn00Ufxox/9CFqtFjk5OSguLkZDQwP6+/uh0WiYskppWhSVEIlEmKGH5AXybCaTSUxOTqKsrAxHjx7Ffffdx2QFABgbG0N+fj58Ph/C4TC6u7tht9sxODiIra0t+Hw+xjFBIa9GoxEAWF5leXk5Dh48yGRJKu9wK9fdW0bJi8fjqK2txe/+7u/ij//4j/d1zRu9kQkFEilBVXhw8EL/fp4RjUZZ3hvddy/FA5DOHyIvoNu9Q4zgcDh2CdsUrkRCNbVFTHBIpVI4ffo0I1LhD85s9xN7TxJGScCmsJwLFy7AbrcjLy8Pdrt9lyJCytTBgwdZ/a5r166hpKQEJSUloooFj76+PiwsLKCqqgpHjx7NOs5SnwmFf7fbzbytNTU1TDnnlRX+PryQyCvUZGEXE8CFwmC23+xH2JBS6vgcNoLY4UV9QF4ZXhkEsC9FQnjw7Ue5FesLuo76Wur9E4kEnn/+eeh0Oib4iQnaewnC++lPQiwWQ29vL7q7u1koIf2G/06n00m2g+9vCrmhQ7u0tBTJZHKXMu50OrGwsIBQKIS6urpdCi2/Tvj5SN+T4tzU1ITx8XH2X16RFlN2shnEeEMH5YdJ7VtCAUjMWJENNCdWV1cBQHRP2svgwAtvUsaO/cwJKnQcCoXQ2NjIFEe+v1dWVthzyHJP54DYGcPPUXqHvfp0v4qp0+mEz+fLCCmVejf+fsK9UszoJLbuY7EYzp49i6amJtTU1GRVoPb7voD4PiMc15WVFYyMjCAajTIDwn4MOny7pIxEtwOyknfrQH159uxZvPOd7xSVu4T7A793AxA1WooZknw+H0wmE1ZXV5FMJjMMi06nE5cuXWLhi8TCye+v586dQ01NDSv2HQwGYTabkUqlsLa2hkQigY2NDTz00EP48Y9/zPLqlEol4vE44vE4Ojo6YLFYWBFzq9WK3t5eWK1WpNNpqNVqzM7OYn5+HsFgEA0NDQBeC5evra3FpUuXsLGxgeXlZeTk5MBoNLIIAuI0aGhowMsvv4wDBw4gFothe3sb0WgUp06dQk1NDZ588kno9Xrce++9GB0dRTQahU6nY8qf3W5HQUEBJicncfHiRRQXF6OlpYXJ2iSPORwOFBcXQ6fT4c4774RWq0UgEEB9fT1eeuklVFVVYW5uDi0tLSyckxTHYDCIlpYWRsJ1+PBhJieR0e7atWvQ6/UwmUxoaGi45evuTRuu+ZnPfAbnzp3D3NwcLl26hF/91V/F+vo6HnvssdvdNEkIwz6EORoEPkxncHAQg4ODGBoa2tczKHyQ8t5oAQsJOYDMOmhibHUEEjCA3Tk1FA5I4Ub8d4lEAgqFguWn8CA6XMr14w/d/ZCsiIVJUqiSXq/HI488ApPJxMJGyZJFeSgqlQpms5nlrWg0Ghw5cgSHDx+GWq1GYWGhaF4gtdNisUCj0YiSG4gRW+wnv8Jms6GtrY2xWrnd7l009Px9eEs+hSB4PJ4M1iYpMgUK1RKGLqZSqYz77gWx8FWxUFExVj2+T7e3tzNqowkTxsXaIxXqTGGR2RQ8HnT/jo4OGI1GdHR0ZH1/eu7CwkIGFTKAXeQyYl6YbOFhND5UuJx+x7NWCjE6Ogq9Xo/R0VF2D6nx55FKpTA5OYnNzU12IInNZ6pJuL6+zvqUX29iIXfCcKJQKISurq6MvUlqPvBjQn1LFmpiPKR9M9s78uGwFMp09OjRXQqAVN9QqCe9P4VkWiyWXSHIFHIrDN+l96D5D2BPBUkImhPXrl2D3+9neT0AdvU3jZ/VamUERMlkMuOMEVOs+L4irx7N6UQigb6+PszNze2Z48y/t8/nYyysUrnl/Hyn72j/NJlM6OvrQywWy9iL+XXPryUyOPh8vl3tE9tDpEh1hKCUBV44o3ZTrpPVamXkGA6HY+9B5d5fjBFWxlsPRUVFAMTz74HXQpltNtuusgp8zjLJXUSEZDQaMTExAZfLxfYGIumifFlaWxqNhtWdy8nJyVj3drsdJSUlyMnJQTKZRCAQQDqdRigUwuzsLOLxOJaXl1FTU4PLly/j2LFjcLvdyMnJQTqdRklJCY4fP47CwkJsb28jHA5Do9Ggv78fpaWlCAaDOHXqFN797nfj2LFjUKvVcDgcMJlMaG5uRiKRQEFBATY3N2Gz2bC9vY36+npsbm6ivLwcJpMJRqMR+fn52NraYgR3L7/8MvLy8gDsRGatrq7i4sWLrHj61atXMTs7i+vXr2N2dhb/9//+X8zMzGB8fBzpdBorKytQqVRQKBQwmUyIxWJM0UsmkwCAiYkJpNNpXLp0CVeuXMHExAT++q//GkNDQ3j55ZcxOjqKgYEBPP/88+jr60N/fz+uX7/ODLDxeJwR13i9XpaK4fF4kJ+fj1gsxphFbzXetEqey+XChz/8YTQ2NuL9738/NBoNLl68iKqqqtvdNEmMjIxgY2ODafWU70JMgAQ6uKxWK0pLS2G1WjOEr2xCokqVmfzN/1Ys/wrYEeLE2OoINtsOrW9XVxezRACZLHdCS7HX+xpzING2Eyg3hCY6sDs3bC9FQ/ie9HsKJaAE5crKyoyQHFKAgJ1ClUqlEj/96U9hsVjY9SqVihUHFQpt/Kack5Mj2l9ixBZi7yPMf1SpVKipqcHRo0czciCFwphUTh/NpWyFyUk5djgcouQUewlvwN75UjabDUNDQ1hfX8fExERGbThhgjmNVVFREbuWiC7EDCD8s4kBr7W1NWN8KCF8L0GaF7Aof4/PP5V679bWVjgcDnR3d7NwrnA4zARVvk/EDDnZ+po3Xgjzruj5QkFbihxJai1TIViVSoWGhgbk5uYyZYwY1vjQWRI8xOYhn+fJP5eUCJtth7yDCIPoN3RNMpkUzS8TjpHX62Xv2d3dLbpv3ko4nU688MILcDqdUKvVCAQCrPC8sI/E2iqE1PzfD2hO1NfXo7y8HA6HYxfhDY0Hz4Tr9Xpx8ODBDLZZXkCUakcqtUNhTvNmaGiIGRsB6bqd/Nokww15zQYHBzE7O5uhzPHWbp4UhfbP8+fPY2FhgRVwprnHz3f+3LDZpPNQ6XmkbFK5Ft6AJtUXZGwj5k6a27zBwm63w2g04sMf/jArQC28B2+04Y2FtN9J7VvZznsZbx5QvhV/PogZf71ebwajMtVR41NDSO4iYi6TyYTNzU309fWhtbUVlZWV0Ol0sFgscDqdeOaZZzA3N4fW1lbU1dXh5MmTu8Kyv/e970Gj0UCtVkOj0aCoqAiBQAB5eXlobW1Ffn4+7r33XiwuLqK2thYDAwPo7OyEz+fDRz/6UbS0tGBtbQ2vvvoqnn76aQSDQczMzGB6ehqDg4NYXV3Fd7/7XdhsNhQUFOCuu+5iJaccDgfy8/MxPz8Pu92OnJwcJBIJrK2toaKiAi6XC9vb26iqqkIkEmEyJOXmUTuDwSCWlpZYWaLS0lI4nU5WgmFiYgIbGxvY2NhANBrFk08+iY2NDRQXF6O5uZmlbTz11FNwu91YXFzE+Pg4NBoNvvWtb2FlZQVLS0u4cOEClpaWMDAwgOXlZQSDQVy+fBlzc3O4fv06rly5go2NDUxPT8NgMGBsbAwXL15EX18fkxVIvs/NzUVTUxNcLhf6+/tv+bx7y4Rr3gzeyJCEVCqFS5cuwevdKUxcU1OTYVElSzWfuC8MZQKwr1BGHnyoCwnO5MIXC+siQWWvHCqpEE/+nqQgCRUTsdAZClOsqqq66bylbKFE9B2fS+f1evHd734XOTk5qK2tRWdnp2gIhViuhsvlQiwWQyQSgcViyQiLuJnwPLEQP6kQsP2+s/D+vLeNDwURfi8VciYWkimWw+L1ejE7O4upqSnU19fD4XBkhG5muz8//wj876VyaehaqdDObH0nNs5ikArDDYfD6Ovrw9GjR1l4MP8MYdjajYwZ/y70fAqBlMpRIkjlW4rlzwLS8+BG5rOwnwCIhmxne0+xvtirr/bbNrHfi+3Dm5ubcLvd0Ov1OHXqFIaGhli4D0VECPuK+lDq3mLf7/d9xPZMqXuRgmowGFBXV5cRDr9XKDO/F5eXl0Oj0SAWi2F4eBilpaUsNF3snfhwQwDsOQUFBRgeHoZarUZzc/Ou0HNhiBr912Qy4cUXX9wVfsm/OxG78CHv+8nRVKvVu8LZxED3Gx8fh1arRTQaRXt7+67x5t9dGH4sllsMIOOzbGG8+81PvZWQwzVvHfbTl/y6bG1tRW9vL6qqqrCxsYF0Og2LxbIrv5xkK1oHvb290Gg0rAQMnfNu904ZALfbjQ984AMZsifJQ1tbWwiHw1haWkJjYyOKiorg9/uxtLQEpVLJFEy/349wOIz5+XkcO3YM3//+99HR0YG5uTmUlZVhZWUFFy5cYKyXgUCA1UyNRqM4ePAgrFYriouL8dJLL0GpVOLBBx/E1tYW+vv7kZOTg62tLUxMTCAcDsNoNEKtVkOtVqOsrAyJRAIrKytYXFxEYWEhGhoaoFAomFHJ4/FAoVCgubkZ6XQag4ODyMnJweTkJILBIAwGAzNakqeNUi7Ky8uRTqfR19eHdDrNCp8fOXKEefLi8TgsFgsKCwuxsbEBk8mE9vZ2uFwubG1tQaFQYGNjA6WlpWhubmbj9bOf/Qw+nw+1tbWMGIe8jxRmv7S0hEgkgt/4jd+Qc/JuFd7IjUzscOWFMJ/Px5K7KedFuOHTIUXhW3Sf/Sg3NypkCAXf/QrEe+VTZOsbsqrulSORrY/3+ywScufm5nDhwgXccccdyMnJkVRchO2gPI2CggL4fL59kWqI3Y/aTMVFtVotOjo6WJy9MAZfbE5ke2dewCBvCj939iIgEHtGtvfgc/H4Q0hI9PCLKq3ZBMwbFYRuVLAWy5fI9m57jZGYIi6WS0tW3GzGB/4dKJ9Oq9UyDzx5VXgyEOH7JRIJeDyeXcYg/t5SeVFiY8STCdE7CPsw2/6VzdghVBT2GsO98mU9Hg8ikQhL4Kf3k5rzUgrsfsf+Zn+fjczH6XRiYmIC165dw8c+9jEYjcZdgqGUoYXy/mgdU54QgUJSaQ8tLCxkc4W+E44pKWKlpaUZXuS9xkaqL6TykvdzFu6Vhye8nuZ5U1MTRkdHsb29jaKioqx5mQBE86v4OU/GBD6/VMqYd6OGjFsBWcm7ddirL2nueDweFtqu0+lw+vRplJWVQaXaKZfT0dHB5o/bvVMyxGKxoKqqCj6fD+vr67hy5Qqqq6tRUlLCoipSqRRGRkaQSqVw+PBhVFZWsjOAPFukIL3rXe+CWq1mxpmzZ88iEAjAaDQiGo2iq6sLg4ODUCgUWF9fx0MPPYSf/OQnqKqqgtfrhVqtRlFREZ555hmUlJQgHA7D7Xbj4x//OGMwt1qtePnllzE3NwedTofu7m6UlJQwb19BQQG2traQl5eHhx9+GLOzs/B4PHC73VCr1ZiZmUFjYyOam5uZ95Bq7KrVaiQSCWi1WpZTuLy8jFgshlAohKamJlaG4cKFCxgZGUFXVxeUSiWMRiMaGhoQCAQwPDyMAwcOIBAIwGAwsPZtbm4iEAjAZDKhrKwMVqsV73nPexAKhRAMBpFMJhEMBpGTk4Pjx48zxTcQCODll19GS0sLlEolDAYDTp48yda+1WrF0NAQgsEgI+eRlbxbgDfakyc8jAYGBhCPxxkjm5AVKVvYBn9Q7yXo7LdN2b6TeoaYVWk/pBNCQZDC0Eh4LSoqyspueLMKLS/k6vV6ALghIVH4+X6FVXpHKeIdahewc9jTZi+mjPHXJhIJBAIBSS+RUIGgg4SEFDElQvgue73XXuNCijV59vbjgb5R3KxHJ9v47UfIFCbBi3lD95pDpLSRIg68pjT09/fvYvbLxsgrVPzEFDp6T6EyxxsckskkE8rFlEqxdkmB3zt8Ph+MRiNmZ2fZXADEjQt0La9ISQn1+zVKia0PXonkIyr2YsYV7sXC+ZNtnvHPpOuyedOF4JU8XrmidxISW7ndbszOziIQCKC9vT1D2eLHiMZeeF+hp4rmFYUaZjNyCedrtugFMQVLjFFwv2s9kUhgcHAQxcXF+yLbERpjxbyTQlIzapNwrfFzT8q7l824RvfdT0THrcatlI2efvrpG77m5MmTovnHb0ZQXwaDQUSjUUlDLW8UOHPmDFNeeG88Ge0sFguuXr2KsrIy2O12ZsilouoUDcYX26Z1Sl61UCiEvLw8/PjHP0YgEEBZWRmqq6tht9tZpNNzzz2H6elpRCIRqFQ7ebZdXV3o7+9HQ0MDLBYL7r33Xnzve9/DysoKiouLkUqlYLFYMDg4CLfbjeLiYkSjUTQ0NKCyshJ6vR4ajQbf+c53UFxcjPr6eiwtLcHpdCIejyM3NxdmsxkPPvggrFYrXnjhBSwvL2NxcZGViqiqqkJjYyPy8vJQVVWFy5cvo7S0lNX0dDqdrEZsOp1mTpSioiI89thjiEQiePrpp1kNPr1ej1AohAMHDrA8W8qv39raglKpRF5eHiNZ0uv1UKlUcDgcqKurw9LSErRaLWKxGHJzc6HT6fDQQw8hHA7D4XDg61//OlpbWzE/P49AIMD6gvfsLywsYGFhAR/5yEdkJe9W4XZaq6TCZvYKp6HfiAmZQqGNh5Slf7/U7tk8SVQgW6lU4tChQ/sKtxSz2s7OziIYDLJDXUxYkvIkCtsn9m58iMLIyEgGE+WNKGZ8O/iNeWhoiCntYqGbwG4lgvcq0vUUJiUMoxOG7i0sLLCwpmg0ip6eHkYpLAzHk1I4pObAjXogsoWT0TtkKzvxi2A/YX9C8B5O2gOKi4tFFYIboY0XU0ikmEyFh7vFYsHw8HCGQLqXQid8hpgiKQzxpmukPHZ8aQApRkgho+d+xiWV2inPMDU1xYrddnZ2SipWfB4SKVJSHlspo5QwtHU/nj2puSLm/ePvz4fZCz2s/L4FZIawApmhe/sxbvF/U5/w4yTs01TqtTBMIozinyPGXLpXiD2NrdvtzhqOLOWh24vB+EY84FJzn/LotFotjhw5kqFsAeJKOW8E5NcXKeCAeMkPPhpFaDAQpmCIKflSBrK9vMWvB26lbKRU3hj1g0KhYHvEWwHUl2NjY9BoNHvuXcBrxonCwkKW98x777RaLTPE0TU0V/n/543v9J3Vas1IWXn11VcxNTXFiKnUajU7v372s59haWkJJpMJly5dgsFgQDQaxeHDhzE5OYmPfvSjmJ+fx5UrV3Dt2jXEYjEUFxcjFosxoxGdfSqVCkVFRSgqKsI999yDzc1NnDt3DgaDARsbG+jv70dLSwuMRiPC4TDUajWTZcg7F41GkUwmUVVVhXA4jOXlZdTX1yM3NxderxdFRUXQaDQsfzqVSqG5uRkrKyssOqqxsZF5GDc3N/HYY4/h8uXLcDqdSCaT0Ol00Ov1qK+vR3FxMebn55FK7RAJNjU1YXNzE/Pz8yguLobBYIBarUZ+fj7cbjdOnjyJWCyGdDqN+vp6VjpCpVJhZWUFXV1dUCgUyMnJQUdHB7xeL2N59/v9WFtbQ3t7u8yu+VaAzba7+C19zrNGSl0rJLsQ5s+QcEQgQYC+4xPAiYEpG8RCfKgt5eXlKC0tRWFhoeT1QqGNmEZNJhNjsSsvL0dnZydjeuIt7XTgA7sZPvnvpfqM74PR0VHGRClkVkulMosC22y2DBZAuge1A0AGW6WwADrf78K+oIRqogY+fPgwq2lFQgIJKcJ2Ur9T4rVWq8Xw8HDG/BEjtBCOYyq1Q7IgJAVIpfbH9CbV//x70zNJqPP7/Vn7Za+5KAQJQqQkZ5sDBFpDVDjaZDIBgOi6IgGN3pP6R9hWGhMiuaB3lCpgTW0gchOyuvJERWKsuPz6p2dIMQSqVDtEDmazmRHtSAmO9L4kVNhsO6QptA74eweDQTQ1Ne2a7zyEew7NqYaGBqyvr6O1tRVer5cZAHiiIq93J+/V4/GwdwDABHoKPebfU7g+eHZPurdw3tHvhCQ1/PgK2XL5d3G7d2i2BwYGdu3L/PP4uSWcJ/xclCI1oTHjQwL5eadWq1kYpdu9U3aHL12gUu0QVel0OtHnkNJPlnIhQYywf/m/x8bGMlhupfqYlE/qO6n35ffHbN+TYsUXdefh9XrhcDig1+vR3t6esV5o3omdicXFxbsIbYi9mP4WtovOc5vNxvqOJ+ASrlmeZEXsbKX2UL6eGEP1mwlerxfb29v7+kfe/bcaKISSH0c+Ioc/W/x+P7q6ulBXV8cMfna7HZ2dnSgvL2eEP6nUazU6vV4vrly5woy/lZWVqKmpYdcTm+zIyAhjGbfb7cwrlZ+fj+npaXbWDAwMwOv1MiPJnXfeyUI2l5eXUVZWBq93p37oHXfcgba2NpSUlGB9fR0ajYYZqo8fP47i4mLYbDak02lsbm7i3//93/G9730P1dXVzGO4tbUFj8cDs9mMzc1NrK6uIhQKQaFQMGK2srIy1NbWoqysDC6XC4lEArOzs+jv78fU1BQuXboEt9uNlpYW5OXlQafTYX19HQ0NDSguLobZbGZEY9FoFIWFhRgbG2OsnvF4nOXWEQHNfffdh7KyMqjV6ozwymAwyEhvvF4vqqursbS0BADQ6/W4dOkSXn31VdjtdigUCnR0dECpVCIYDMLlcmFoaAherxdTU1P49re/jVQq9boUQ1fv/RMZrwf4EB+CsPCs1KYudi2wYxWkOim0gAm8BZOEgdXVVWg0Glgsll2/v5H34OnDpdpMB6rbvcNi6HK5oNfrcf78eRQUFAB4TeAkRYtA3gT+4BXel74nYY1+JzyIvV4vs2DxCg3dk4RLejebzZbRp2LhYoODg4ytkq8hKNbvJOzT4S/Mv6TSA5R8TTVlTp06Jdr3pCDwIZd0z6qqqowQManxKy4uRjAYRFFREROUyFIt5ZWj9gr7XyjI8cq48DPhfOHnCEFMcZHypJGCJJwD/DW81Z/GSSoHVjiGlK/kdDqxvLyMwsLCjLVIa4FvD7+ehfNOuI7p93xZEd4LRGuUv07omRDrJ3pnh8OR0R9kWJDyepJg63K5WEiw0GqcbW7x1mRaUxqNhoWkjo6OMiFWTGjmlTghy6jH42HKqBioj4RzV9hu+h0ZKWh/oj53Op0YGxuDw+FgijQJ6VqtFkqlEgqFAul0OsNizhclp6LwvMIljHag99hPPjCQqUjRHpWfn8880vQd3z/UnmAwKOop5Gvq7TW2fDscDgdmZ2cz2F3F+hhARki+2PjRfqrT6XD16lX09PSIRnPE43FWu5Dfe/n7pFIp6PV6PPjgg5LzVrg3Dw0NsXBV/rn83iV2/krNN34MxbzuQgjX/OjoKPNOUP/diuiHNxKPPfbYDYVe/vqv//pbMg9QbN6QvMF7uwCIrl/aN3gjHRUEJ48e7TO0f9J8Gx4ehkajwYULF3Ds2DEEAgF2z4MHD7JSARaLhRGluFwuzM/Pw2azwel04tChQ7jrrrvYvVZXVxGJRFBeXg6/34+amhpsbW1BpVKhpKSEGdjW1tYQiUSQn5/PjNE+nw/RaBRra2soLCxEZWUl5ubmcOTIEXi9XszPz8NgMKCgoABKpZJFKFHduUAggJqaGly7dg1lZWXQaDTMmBaLxRgpytTUFNLpNGZnZ2EwGBijLpGweL1ebG5uAgAji9Fqtdje3sbExATMZjPcbjcMBgMikQhyc3PZPqDT6VBYWMii7txuN5RKJRKJBJLJJJRKJVZXVzE3N8fkN5/Px4hlZmZmUFNTg+vXr8NqteLnP/853vGOd9zyeSeHa96mcE2xQ/xG8lyk7rGXcADsKJNnzpxh7E0k8AotiWIH0s3mBwgPL75I8ujoaEaIGr+J0WErFfImFhq0n0LY1Adk6eUVQv4dSSEWux9v/ZXydIr1QbbcGyqyrtPpUFdXh9nZWXR3d+/K09zve1IbxZ7FtylbKCUfNkUCezZSDrFwQj5cTago03gMDQ0xITQe36mvJxailC230Waz7SKt4a/hwzP3qqMnfDcKbaXv+PpZe/WDGMnHXu91s7m2YvcThp2RsC3GZisM3RPmcWaDWFifMGeX9/DsJ7xWKDjvtQfttQdK7Zt8XjCFTLvdO+yp8XichUOLEWhQWCTNESIgoDxLn8+H4uLijPmcrZ1SYeL72aMA6XxkKQVEKmxb2EZhjpvUs/YzlsLf8+fSwMAA7HY7yynk+0ShUDDFm9+7+XWYLXUhW7vIkCOsjbefvXYv3EhoMJHd8GcLKaJvBMumTLxy6yCVkyeMqAoGgxnkVGIyDpBZz3ZzcxMvvfQSTpw4gcrKygyjIs3lUCiEuro69PX1wW63MwZouj+F3h8/fjyjrFJfXx+cTidGRkZQWFiI6upqADvly0ihLCwsxNWrV2G1WrG0tIS1tTXo9Xrk5OQgGAyisrISLpeLRQvRvZ9++mmo1WoUFBSgsbERc3NzMBqNzBO2urqK3NxcWCwWJBIJxGIxdu+CggLY7XbMzc2xGscFBQXMi0jvROtFqVRCo9EgFApBrVajoqICJpMJ169fRzgcZmc5eczNZjPm5uZQUFCAiooKGAwG6PV6rK+vw+PxoKSkhNUCjMfjqKiowMDAACorK1lOX2lpKSKRCCKRCDo6OlBWVgadTofW1lZcvnwZL7zwAgoLC5mhUKVSoa6uDlarFQcOHJDDNd9sEAvtEoa0ALvrXSUSCZZHIQwjlLrHfkBW/YGBAeTn52eEQwnbx4eYeb07RXIpofZGwuvoIE6lUlhZWYHdbmfFkYUhanw4E3mqyJJDoTlutxtOp3OXZdNmywx3lWrj8PAwtFotZmdnAbxmOSNrGZ9Tp9WKF9YmK5zH42F/C5/DjxvwmmBKfSkMv7JYLFhfX0d9fT3y8vLQ09OD0dHRXeFIwveUArVRWG9OOC6jo6MwGo0s5EoY+qZWqxGLxXDlyhVsbW1lVR6FoUnCcDUSSvmaWVT8dXJyEmazGVqtFqWlpewA5MHfn95BpXqt5hpfOFZ4DR+eude6Ea4vu93O6kU6HA4mBIr9FsCuMD+xtvPzU/id8G8h9lp//PV8SOtedQSp2PTo6CgqKyvR1dXFFPy91jrvjeWVJo1Gg8rKSvZf+v/9GIvIsEBriC9wzvcDhTyJhW7zfSU2Vvwc8vv98Pl8sNlsOHjwIOLxOLq7u9keRGHRKpWKKQNCkpZYLIaVlRW0traitLQUJSUlu0LuxNohDFUkrzSQuXfwY2iz7YQKkqeY/y1/XzEPPPWXzWYTNajwazWRSOD06dO4cuUKBgYGMoii9qv4CI1h/BlHe/LCwgIeeeQRmEwmdhYCmSG49fX1iEQi7Hzgoyqi0SgLq9rvGUXt4uuL8caIvfaM/TyH9lHhOuLnL3kMaRzobKFxzrYfyPjlxvLy8q6UBtobdTodzGaz6PnLr0Ha2wKBAOx2OwKBANuzyFPP1/GcmpqCTqdDJBLBI488gry8PFit1gyZaWRkBOvr63jxxRczDECHDx9GdXU1Ghsb4ff7sb29jWQyiY2NDSgUCiwuLiIQCKC8vBxbW1uoqKhAKpVCKBRCLBbD8vIyVldXsb29DYVCwc6gvr4+WK1W5nGbmZnB3XffzYhXqDh5SUkJ8wxGo1EAwMbGBoLBIFPCNjc3EQqF2J69ubmJjY0NhEIhrK2tYXV1lRmncnJysLGxwfL7zGYzgJ16xzqdDna7HQUFBTAajVAoFFAqlVAqlcjNzUU4HMbCwgI2NzcxPj6OeDyOnJwcnDx5EkNDQ1hYWMDFixextLSEsrIyLC8vw+Fw4OjRo7DZdtIe1tfX8cILL2BiYgINDQ0oKCjAwYMH0dLSgvvuu+91y0GVlbw3AGKHudiGLRQYSNgaHh5mSbdEciJ1D+HhLXbo2Gw2rK+vo7KyEuvr66KHBi8U08FEgofFYgGwQ9xCCatSEApXHo+HbUr8c/icGF7REipvFJoDQFR5Ual2whVJKCUrLK9QADsKtclkQnd3NwDsyj8jgYE8SlJhfKSMplIpUaVNTMmiMRLLZ9JoNGhubmabDhGrrK6uIpFIMCWf3pPyQIR9LdZGKeHA7d4p9js9PS0qyND7j46Osk1UpVLtCqET89jwBA90cNFYGo1GNi5tbW3Q6XRoaGhglP8ajUa0eLSY15Sfr2K5rnQN5bjx/SYFoZLG34P3UPLP58eCykYMDw8zBQTYfYALcxfpO96CLzW3sq11sX6i8ejo6JAkcuCNTbRugR1DiHAdCQ1RqdROvaLh4WFmJRUqujeKoaEhVpCb+pw3ePGhdlRiht9TyPvEF6EVy41JpVLMsGSxWOB2uzE6Oor6+nrmSd/LgERrhTygfr8fGo0GJSUlGYYsIPv+TZ5C6ke+34V7JgDm+aWCvNkMgvSuCoUCHo+HKUXCPGja86emptg8zs/PZ7kqJpMp6znD9y2vhPP5R3TGEckEGbb4eoR0b5rPlEckXOO0j62urrL5DUAyl1EMYvsqgIw8PTEIcyal5gawc27x7eENqrzynkplFqV/K2FgYOB2N+ENB1/WgPItaW/k9xan07lrTw0GgzAajfB6d3I9iaiErqVSCQqFAoWFhUyeqa6uhsvlQmtrK3Q6HWw2GzweD9sfnE4nW8cqlQqnT5/G3NwcFhYWWFpCJBJBRUUF0uk0SktLcffdd0Ol2knzcDqdrHTA7OwspqenoVAomIeNauwtLy+znDa73Y7FxUUYDAZmOJudnUVjYyOUSiXq6upgNpuZF1+r1aKkpAQFBQUsNF6pVCISiUCv10Or1SIUCiEejyOdTsNsNuOOO+6ATqeDTqdjLKK07+fm5rI8e6PRyAq/5+bmoqamBqurq9Dr9Uin09Dr9VhZWYHRaIRer0c0GmVh8QaDAdeuXYNOp0M4HMba2hrC4TD0ej0aGhrwyiuvYGFhAePj4+ycXFxcRDKZRF5eHj70oQ9l5Pd6vV4sLi7e8nknK3lvAG7WAif07BGrkjDXgbdokyUQgKSXjwRtnsFR7EAigZa3cBM5COX/bW1twefzseuEh5swd4QUDl4AoxooewmsnZ2dyMvLQ2dnJ+x2u6TywlvlAYhaYUmh9vv9GTl4BK/XC6PRiKmpKUkBlZRR6gsphVrYTrKa03tQv5FQRoIm/ZYEDo/Hk6EsCsdfykMhVJjFxkmlUqG1tVVS+aECplVVVejp6dlFPuD17iRonz59miV1CwlBeO9fZ2dnRtKyRqNBeXk5C12gNlKhUzEPqbD9PGnIXuGrqVSKbbyxWEx0zvHECcJ7kMeAhGZhCJrX64XJZMLs7KwoCQ7vsRGz7gufR2QjvJBMhxYgvdYJtF74tS/cO6gPeGMTWZG9Xi9WV1d3rSPeEEWW6cnJSeh0OszOzkKlUon24Y3AarXCarUyT5jQcMIrPcBuwhzy7tJYkALFK+m8Vb2rq4uRP/BeYaECILbeiByBFEVA2ntLvxcqfjQf3G53RruFc43ej55P+/HY2Nguw5LQu077eSKRYIyQBP69/H4/85q1tbWhpqYGp06dwgMPPJBR/mKvaIJoNIrTp09jdnaWGc+8Xi8746jeHs1Nvh3CM0HMeJFKpZjXa6/5zV8jVIbF7i/0nO7Ha8e3XewZPHgDFZ/X7PP5GJnZ3NwcnnnmGYTD4RuO3PllxPve977b3YR94YknnoBCocj4d7OeVH5fikaj6O3tZcaTVGqH8EetVmNkZASTk5N4/vnnWSREcXExZmdnmZGFjL4qlQqlpaXwer2YnZ1lXjyfzwe73Y7NzU0UFxfje9/7HlMaPR4PRkZGMDs7y8hBKC99bW0NL730ElKpFK5fv87yzEpKSqBUKmGz2ZCbm4tDhw5haGgIzc3NAHbOytnZWUbuQnX0rl69im9961ssb667uxsGgwE6nQ7pdDqD0bqsrAxdXV2Ix+PIz89HMBjE2toaampqYDQakZubyxTXkpISFBcXs/MzLy8P6XQaRUVFqK2tRSQSQWNjI9LpNHvnnJwcOBwOOJ1OhMNhZqimGncejwdXrlxBOp1m64xyYkOhEGpqahj759bWFqv7p9FoUFtbC7vdjuXlZRQXF+Pf/u3f4PP5cP78eXi9Xly7dg2lpaUIh8OwWCwoKyuD2+3G888/z4yY4XD4dTF+yEreGwCxQ2k/oZa8sGWz7SR6Usy2GPjDyGaziVrQ6YDiw3OEVkj+d8IwMv5dOjs7UVNTg7a2NslQKOG1pHCQgNLb24tIJAK/37+nwMo/W0x5EVqgyfpOgpmQQY9/VyHDKFnW8vLy9hXWx9c7EQoMYkqWmCAhxiZIv6P+y8aydiPGBH6cKAxRKs+DLO5FRUUszE7YfpvNhtnZ2QyWTykvBXmtKHSS5qgwvJAS0sW8edlC3XhPAe9pAnaMGcRA1tvbi1AohO9973ui7HxS/UkKHAn/Up56vV6Pnp4eaLXaDOsq334pNkMeKpWKzWc+ZJkUaKHCLXUPeo5QaE6ldpjUpqenWR4Gr0iGQiGYzeYMgwOBN0TZbDYoFArk5eUhHA6ju7tbsm3ZBGXhd5WVlTh27BiOHj3K9jYxA49wHgu9uz09PWwfIM9ef38/nE5nhnePX3PBYDCDNZif92Lzg9b70aNHmTFMyhhD48DPV6GBim83H3ZLY7O8vIyFhQUkEgl0dnaiqqoKzc3NTGAUM1DxSjG9h5SHkcacmDr5/ZfeW6FQZEQZCMeP9lKDwYDJyUmWi0LKWGdnJwKBwK65QO0A9qdIEmkEv4/RnBCLPKDIGLFQdqnzT2z86De80ZRvOyncTqcTXq+X7eHCNSg0jvIkGFevXmUejzdLuOYHP/hB0X+PPPJIVlbeXza0trbC4/GwfyMjIzd1H96wFwqFUFVVhb6+PqboJZNJBAIB5Ofnw+VyYXNzk0UlADt7wfT0NA4ePIhDhw4xwpNoNIrR0VFcvHgRGxsbLCLH7/eju7sbExMTKCwsxJkzZ1g4pU6nw8LCAnw+H1wuF9bW1lBVVYWRkRFWDL2xsREWiwVKpRJmsxkbGxv4p3/6J6TTaTz99NPQarW4ePEiCgoK4HQ6cf36dWxubmJmZoalX3g8HsaAeeLECSwuLmJ8fBwGg4ERl4VCISwuLmJlZYUZqtxuN+NtSCaTKCoqQn19PXQ6HYqLi/Grv/qrqKqqYqzuVGBcrVbj8uXLmJ6eRiAQgE6nQywWQyKRwPLyMtuj5ubmWDmZvLw8rK+vI5lMYmlpCXNzc1hbW8PGxgZisRjGx8ehVqsxOTnJ3i8ajWJgYAAzMzPQ6XT45Cc/idraWuTl5eE73/kOcnNzsbi4iIqKCqyvryMSiWBpaQlHjx5FNBpFNBplirbP50M6nUYsFkNpaemtnLoAZHbNNxykCGVj2BID71WQStznDw4SHrxeb0Z+GRVgT6VSWRPShUqAmAJABzTVFaK20H+z9QHRdR8/fhzj4+MZjKJ8vwjfkf8b2E1AwB/kfH/xRBZ0PfUVxWfTu9IziouLmXU427vQPWy21+iz+f4SWu55IYHGjRRQCr8QgggfhCFfwj4SGyexPiSPLy/U8v3D34eUmtXVVRYGK2yDSqVCT09PBssnT4pCAiM/dsI5zV9DXgsqyC3sE/5e/O8pL49yajweD/M0EYEDKVwNDQ24fv067HY7VldXd8XE8+3hcyrp2VVVVZJrma6l/+fzKITtpz4WU4To/j6fD62trRgdHYXD4UAwGIRWq2XrSCioi4H3XvHjTPNxZmYGBQUFrHisFAOscE7xJFGBQIB5ZonFUWxOCveXbN/xfUn9yZP+0LiT8UBsPfD/dbvdMBqN6OvrQ1VVlagnHwALFRSyi+613uheUmMsHAcKxaQ9mb6neSV8f759y8vLLG+FlN5kMpnBlktt5vcmmtfCtcXvVfQewr2A32OpODCR86hUr9V25EPEOjs7WQFlIasmKTR8iQ9+X+L7W+z85Pua1iR9Tvfg603SM00mE+s7XhnmSbmkojOE6wiA5F5GIMNVKpVCIBDI8IoTOQUVswbAcsFpXKgW4V7r/JcFZ86cwTe+8Q0YjcaMz9PpNM6fP3+bWnXj2E8pIR7xeJzloQM7xCvATk6eRqOB3+9HW1sbnnnmGWi1WqysrDC5h2oqUh08mkcUFgmAlUegHLZAIIBgMIjNzU0MDQ3h5MmTGdEApaWlmJiYwKlTpxAMBlFdXY3h4WGcOHECZ86cQTqdRjAYxPb2NvLy8uB277BJajQa6PV6BINBTE5O4uLFi0ilUvjWt76Fzs5OfOc738GhQ4cQjUaRTqdhNBqRk5MDlUrF9p/m5maWT/ed73wHoVAIBQUFMBgMuOeee1hIo8vlwvLyMra3t1mtuNXVVRQXF8NisSCVSuHSpUvY3t7GxYsXsbW1BYPBgKmpKSQSCYRCIWxvb2NychLJZBKJRIKFamq1WqTTaaytraG4uBhutxtbW1tYXl6GVquFQqFAeXk5PB4PC/k0mUyMtCUWi+Hy5ctQq9WYnp5Gbm4url+/DqVSychYNjc3kZeXh9XVVcRiMYTDYZSXl8NsNmNraws5OTkszDM3NxdjY2NIJpOsnh6doS+//PKtmrYMsifvDQZZYnnhZj+J4bw1kRavkGCAtwKLhUfRAS20ool5cviwob3CUoQhTdlCCEnR7O/vh9vtRjAYRFdXF2NU5A9JSvSnwpXCdxbmKVLtPYvFImplF3qKrly5ApfLleGhIAsv1abjQyel3p+s7oD4gSAVXgaA5Qt6va8V8hQ7xHnru9ACzIcO0mf8b3jrP/1eLNdQbMyllFgxrxl5GumZQs+umPeP3okPaSKmPxLmeaGKwBs1+vr6MDs7y9rJhz21trYiGo2itbUVwE7oXzgchtVqZWEoJIhm85Dz4ycMu+GJOMRAngxeqBPz7os9l8INSZmjkOXS0lKm0GYjGeH/BiDq+SOvfnd3N6vDxOfi0nV8qJpw76HnFBYWsut5Q42wPbyRQay/su09fBvIWsyHqFOfSIXKWa1WzM7O4vDhw8jNzUV5eTm7VuiNLS0tZfmj9N1+ojCEvxNbBzbbTkI+ERkRhOGm/HP4vdpqtaKkpAR2u52VTQCQsQZSqZRoniKtV9rbnE4n5ubmcOnSJfT392fkfgvHhvfy0T35VAIKAx0fH2f7GwBGWCTcT3lvodg782uFXxN8rrVwTRJRDO1RFLIrzAUXG/fh4WGo1Wr09fUxJV8sTJ5fR9miKPjx1mg0TIikM5M80+3t7WwuCuvo1dTUsPSCvWSFXxbce++9MBqNOHHiRMa/e++9lymvbwZMTU2hrKwMNTU1+LVf+zVG1iaFv/zLv4TJZGL/qPaZ2Wxm8gkRmRA5CLFPjo6OMqPv2toayw2mOUK5d06nEzMzM3j11Vfh9/uRl5cHv9+PQCCAqakp5gEbGRnBlStXoFKp0N/fj8bGRrhcLtTV1eHnP/85NBoNYrEYSzs5fvw4GhsbUVBQwJSh7e1ttLS04CMf+QgqKirw6KOPIpFIoKGhgSkvFRUVcDgcuPvuu9Hd3Q2bbSfyTKlU4ujRo/D5fFhdXYXBYEBeXh5qamowMTEBp9MJjUYDj8fDGEFzc3MxNzeHYDDIDCNXr15FMplkXrbz58+jt7cXTqcTKysr7BxIpVKM6CUcDgPYMSrk5OQA2CmTQJ6/zc1NxoDpdDqh1Wqh1+uhUCiYV3BtbQ1e706ZhXA4DJ1Oh83NTbzjHe9g+YCJRAJXr15lCmJTUxNyc3OZXPPwww/DZDIhmUzC5/MhEokwIpd0Os0KuXu9XpSUlNzy+SsrebcZXu9upkExiB10AHYpfhR2dPDgwV1WWhLm+Fww4b35z6TCu3jQAc3XABN+Lxbqsra2lvV3gDgDJv/OQGae4ujoKPR6PUZHRyXfif+MasrQgU19S3kwZrN5lyIk9v4kLEjlbdAGTUVMifzBbrdLFuIWCsZSgp9Qyeb7WExIo98Hg0HmURULFePvz1sUeQuhUKAmZZNXPMTGVcyzySvrJMhQ6QCp9/F6dwhJrl27luHx4MPKhEW7aY6QJ4xC3IThU3w7rVaraHigzbYTzkc5fVKg0GbekMAryGIKEz+3eOu+MJSwtbU1a1is2N+854MviltTU8OK5/K5uHy7hHsPr6C73W6k02lWhFfK0MPPKbG1RZ+LEb0I2xAKhZgHiYRuUnAAZLABEyjPLBaLMc+IlJAeCARQV1eHSCSS4W3fT1i0mELEjz/1Qzqd3hVmKLxeOP7Azv5oNpvZfCdFl/fYC8PQxc4bMniRsYnGNtua5UM2eS8iAHR0dKCmpgb33XffLqIaYXvEolGE/cT/3mazsfBQIkQQktLQM4mIZ2hoaNceye91QqNnW1sbEokEysvL4fXuhFfS+/FtEp4nYu3l5z4x1XZ2diIUCrGIBzJm0dqTCnHer3HhlwU/+MEPcOLECdHvnnvuuTe4NTeHY8eO4etf/zpOnz6Nr33ta/B6vbjzzjtZnTkxfO5zn0MoFGL/iExjdHQUGxsbGB4eZjnGbW1t6OnpQXFxMWZmZqDRaHDmzBkMDw9jc3MT58+fZ2fqwYMHoVarMTQ0hEuXLuHSpUsszJk8Y+3t7TCbzYykJJFIYG1tDcPDwxgdHcXPf/5zHD16lEVNjY2NwWg0MtZau92OAwcOYHNzEz6fD0tLSyyvz2Qy4Xd+53dgsVhQU1PDGDIXFxfhdrvh9/uxtbUFvV6PY8eOwWAwYGlpidVEtlgs2NzchN1ux8rKCoaHh6HX65FIJGA0GqFSqRipyvLyMnw+H4LBIPR6PfOOVVZWIh6PY3t7G6urq0ilUqxeXzQaRTKZZARO6XSaMdWSZ5Keo9frYTAYmCGRavYR+ya99+bmJlSqHabPzs5OFBQUQKfTYWpqCjabjZVqAsDIZK5duwaNRoNLly7BYrHg/PnzaGlpwfz8PJaXl5Gfn4/3vOc9eM973oO7774bra2tWFhYwJUrV14XA45cJ+8NrAUjdlCSZ8VkMrGFtlfolfBgBF6rm8Yn0VNCazZP1F7t5cOhst2LBNW9npftkBSCaqdRCCPVcePpyvn+TKUya1bxITp0jfDdqK/oPmSJ3qsen/A+wt8L+4N+53K5EIvFWC1EsTmRrT+F7RBrV7Z+IaWJxjQYDDJFWRgaJXZ/mmfBYJDllpBSRknMFHJCQpFwDOgefBHRhYUFxqopvEaqjxOJBJ5//nlotVrE43Hcf//9Gb8XhsnxoWTCOSFWJ2yvOU1e6Xg8nlFvTmquEOi+1Pd71cGTWu/x+Gs19IQho3vNEbp+ZWUFyWQyIyxWLCSTPhP2H40dAJSWliIQCOzqW+F8FLZP7F2pgK+w3qGwXXvdq6+vDy6XC3a7HceOHWPvTm0hwVlsjIXzlP8tKcl7tUEMNNeogDG1RaovxO7rdu/U7+vr68PRo0eRl5cHAKx9AJgHj/JYkskk1Go1fD5fRr86nU4sLCzsCt/mnym1FoRzWbiP8PNycHBwVx3YbGuM/47vb7oP5asJ5wg9m0i9hCHf/Lg5nU4WBsnP2bm5OfT29qK6uhr5+fnMGJCtH2gdiNVCpH6wWCzo7e2Fw+Fg9cr2Gu8bOTNvFV4P2Yjv9zcrNjY2UFtbi89+9rP41Kc+ta9rqC+fe+45OJ1OdHd3Q6fTZcyj/v5+phCSgUyj0eDgwYMYHR1lY0HzbHl5Gffccw+rBTk/P4/a2lqsrq5iamoKNTU1KCsrwyuvvIJAIIBIJAKDwYC77rqLnbGDg4MYGxtDUVERSktLEYvFoNPpcPDgQeZVJCNUOBxmXqv6+np4vTvlGZaXl+HxeFhh8YKCAlRXV6OqqoqxbVZXV8NgMODHP/4xNBoNcnNzEYlEkE6nsb6+DoPBgM3NTWxvb6OkpASzs7MIh8NQKBQwGo0oLi5GTk4Oi2YJh8NQKpUwGo0Ih8NIp9PY3Nxkn6nVamxvbyMWi7ESCFqtFmq1GltbW1hfX0cqlWLs3cBOXjHdQ61Ww2AwsDx+hUKBgoIClJeXY3l5Gevr6zAajTCbzVAoFMjJyUE0GkVhYSESiQSri2q1WlFYWIiWlhb4/X6EQiGoVCp0dXWhvb0d7e3tbP339fXB4/Ggrq4O7e3tt3TdyUreG6jk7SW488oUf6jtZ0OnRRuLxZhldT8K4173FBOus/32F3me2P2EyohQIM4mJGQrLs+3lzxCAJhXR0oolhJy+M/FFDf6HSUT8zmIFJLAKxi/aH/y7QIg2UZh2NZez6R5ZjQaWfmNbNdScfeqqiocPXo04x4knO13rgsVMRLCp6amUF9fzwS9/RoceMzNzaG/vx9arRYPPPDALmVRSlnjDSvCsRb2t1Ap2M+6koLU+tjvOwsFYVIUpfYeqT2Kn0OAtGEp25hQMd7u7m4Wtk1eQqFx4kYNYE6nE1euXEFhYSHLuRQzvmRTOMWUZV7ho5A+qfULSBceJ0WTitQDu/cMsT7j12EkEtlVBJ36nO4n/G4vI0C2fuXvLWYUA5Cxvun5YgaWbGeMVH/z8wLAvgx5dE9ewSZDoFjRdFJ819bW0NTUxN5jL0WMHz8eNJbj4+PMKHXq1KmsijS/RinPWCzc9fXA6yEbtbW1sTpwb2acPHkSdXV1+MpXvrKv31NfPvvss4jH4yySSsz4WFBQAI/Hw0j3yFC1srKCnp4e+P1+vPjii1Cr1Ugmk6isrMTg4CBTTKh+ncFgQFNTE9bW1jAxMYF77rkHiUQC73znOzE+Pg6TyQS1Wg2n04nx8XHk5+djfn4eDocDNTU1jDCFlFGfz8fC3gsKClBYWIj5+XlG7keet/b2dpSUlODAgQNQKBTo7e1l62tsbAwXLlxATk4OysvL4XQ6UVZWxgzEKpUKKysrLIRya2uLlS5Qq9XQarUIBoMIBoNQKpUst55y62KxGNRqNXQ6HQtDpXBTrVbLwjij0Sjb9+g7igxRKpXQarXQarXIyclh5DcqlYrdIxqNwmq1YnNzE6WlpdBqtYycLBwOIxgMYmtrC/n5+YxVVKFQwGKxQKPRoKmpCQ0NDSgrK0N5eTkCgQAKCgrg8/lgNBpvuZInh2u+gSCGPIqz5kPx6HAkF3t/f78o458UKCSsvLyc0c6T4HCzLmA6WPk8uWzPvxkLo1iIC/CaZTSVysyzAjJzKKxWK1ZWVhg9MIEsKnSt1LvRRsuH4wnDYsilT5Zuvs0UXsTnuvDhaKlUCv39/UwAp5AdEmb58b1Zi20qtZsKXCpUjEBhQul0mv2/2HsLx4bmWSgUYvV8iEBGrL1EFsPnEjidzgyGvZuFzWbbxT7Iv7vFYslg1swGlUqFcDjMQmPoM6kxoFBLmhN8aKFYf/N9KxZWSpBaD8Lvgcz8uqamJpbvsRd4wZoMQlRbUmz+8+0HMova84XOhWFmPLOpVDgkAPT29mJ1dRW9vb0Zv+OJefg28X0knPvCttvtdhw6dAhVVVVsDvK5gPwYC0tq0PU0Pvxvad+RKr/Bt4P+n0JzbbbXmI3pu+HhYcmyB2KswLQOqaQMrWE+lJJYfak9JFAK5zX/t9heIvwNhXdSeLVwPAYHB1lIE09oIqwDK+wvYRgp/0x+XtB9VCpVRq6dcO3QdfwZmEqlMuaTVPkfu90Oh8OBU6dOZewtUnvCXvs1tb+7uxsmkwk9PT27fitcI/wcIi/sm9kT9lbwJ8TjcYyNjd0UC2JFRQVT8IT7DhkqKisrEQ6HYTQaMTAwgJ/97Gf4yU9+ApfLhfHxcVRWVuLee+9FQUEBKisrMTQ0xMhctre3WdjvQw89hJaWFmxvb6OpqQkulwtWqxWjo6MZ4YZzc3OYnJxEf38/1tfXWV5cU1MTdDod7r33XlRUVKCurg4mkwnFxcVYWlpCbm4u7HY7WlpaGDNlJBLBzMwM1tfXsbKygrKyMuTk5GBtbQ0ul4spXCqVipF85eTk4ODBg7DZbMyAr9Xu1LIjD9/GxgbW1tbYO+bl5bEQfQrNTiQSUCqVbIzy8/NZHlwikUA4HGY5eDqdDqlUKuP3BIVCgXg8jnA4zAhzdDodLBYLq9GXm5vLiptPTk5iZmYGKysrCIVCLGyU2mY0GhGNRmGxWGAwGFBTU4NwOIy5uTnE43H86Ec/gt/vRzAYZCzAtxqykvcGgoQWqmUiFKKIQpeKpQrrF2UDCTgqlYoRMvD1iLJdJyakpFIpRjsrVKBuBlLP2W+eAW2KQkGSKPY9Hk/GPYisIicnR1So4A9U4QEtdtjyOURCgd1mszEiABKm6HqqIzY6Oir5DNrgSNDJlgMpBqHQxfeXmFAn1gf83yRUkqdKmBelUu0QrNAmKQYSFoGdmniVlZUsXJUEWhKw9jsHeNIJ/h354uSUY2az7YT3hkIhRh2dTYGy2WxoaGiATqdDU1OTKHEJfx3l+1CbV1ZWsLGxwerc8MIlbySQKuNBzxGS6Agh7Cvqg+vXr2NjY4PRe2dThMiAMjQ0JJobJ6aQ0We0BukZUoJnKpXCmTNnEAqFMDw8nFUI7u7uhtlsRnd3t6Rgz/+/UIESIzXihXJSdui39LkQtFZ7e3v3zJOmfYdCmoQ5dWJtB7DLaEbftbW17cr7pL4QIxMhQ5BQieH7X4z8SGycKD/U6XRiYGBAsqwAD8pnBsDKkSwsLDCla2FhAfX19aI1JvnnkTETABOKBgYG9qxdB+yvlInYeqHwfz4nl1e4hYYYfm/Jti/T/i3VfhKyxbyOYu/Iz6Hi4uLXRQB8I6FQKG53E24Yn/nMZ3Du3DlGSvSrv/qrWF9fx2OPPXbD9yopKcm67wwPD7N84bm5ObYG8/LyoNFosLW1BafTiWQyiZKSEjgcDjz00EM4cuQI3vWudzHClA996EOYmZlBMpnEiRMnYDabkZeXh+HhYczPz+Py5ctwOBwYGRlBbm4uK5FgMBgY2cnk5CTq6uowPj6OlpYWjI6Oori4GL29vfD5fHj55ZdZce+CggIolUoma/n9fkxOTsLpdCIajUKn0yGZTCI/Px9VVVWIRqMoKSlh6+XMmTMYGxuDx+NBLBbD2toayxOkcNHNzU3E43Gm4KXTaWxtbUGhULB8aaqxa7VakZOTw8LU9Xo9IzwCdkJueQM3QaFQQK/XQ6lUsnMzJycH6XSaKYdEkkXeOSJkoTDQQCCA7e1tBINBqFQqjI2NMWX3wIEDSKfT2N7exsbGBn72s5/BaDRibGyMOWXKyspufrJKQFby3kDwB7qUEEXf0UG0342dDqhUKsVoaqlWEk1Ywn4EAK/Xy+rCDA8Ps9/fiPLBW/KlniNl4bfb7Rl1YIRCbSKRwDPPPAOTySRKiiEsJL+f/uOZ4LIpfWJKoBTDqFQ7+N8QmQoxTKVSqV11C/cCCV37NQokEgkMDg6yUgO80EgKKyBeSJ76p6urC11dXbtCj0lBFNb9I48pzXG+7IaUx0IKvLDIk5fwpC9tbW2Ix+NwOBwZHhUx4dXv90OpVMJqtWJ8fDwrcQnwmocykUiwhOm1tTVRNkXqC3rOXqQ4VDtQrC+k1gvvMRW22ev1Ym5uDqdPn2aMgXSNmOIkJlALPxMaPsSe6XA4EI/H91yDOp0ODz74IMvxE3pieA8YjT0pl0Iv/I1GFPB7Gq3V7u5uyXnPjwPNZSKzknqmlIGKD/0jb6iwniY9iwh+eMMdsQ+vra3tUkh5hSORSIgaGCjKYHZ2FkNDQ3C5XCxckN9Phfs+eblo7Wu1WjgcDnZ+iXnX+XbxnkvKs3G73SgoKMD6+jri8fieSiadaaSoCY0CfN/xZyAZisjzzHvT+d/GYrFdZxfti2JKHLCznqamphCNRkXbzwvzN3KW2u126HQ6VuZHxhsHl8uFD3/4w2hsbMT73/9+aDQaXLx4EVVVVTd8LzEmZAAZDNAUndLU1AQAaGlpwcmTJ9HS0sLm1OrqKqLRKCt4TnPX4XDg8OHDGBkZwfr6Oqanp2G32xnT8erqKlZWVmAwGBhpSTqdhkajgdlsZkpSMBjE0tISxsbGsLGxge9973vIz8/H+fPnWb4g7VHhcBjxeByVlZUwmUyIRqNs//jBD36ARCKB7e1tGAwGlgtXUVGBSCSCiooKzM3NIRwOM8UrEokgkUggEomw8gfATo3A/Px8pNNpFBQUoKKiAslkEuvr69jc3GTPLSwsxPr6OvMuAkBeXh7zIhK2trZYoXRCOp1GMplEVVUVUwop5DOdTjPDXiwWw/b2dkYdS6VSyZTIeDwOvV6PSCSCgoICDA0NsVBUCtF3u904ePAgNjY2cPToUYTDYXz729/+hZ0pYpBz8t7AnLy9QIc+efukLH7ZrqX4ZjGyABLGhQntYqFJvLAej8eh0+lQWlqacW+hMCIMJRsYGMDc3BwMBgPuv//+jBAqsWv5kCJqJ098wF/zzDPPYHV1FWazGQ8++OCNdrVo/oNYHolUP0vljtxMuKrT6WTx+DU1NQCwK2dnv/ky++lX4LV8xWg0iqamJtYPwj4H9k8qwfchbc7AjY13tlw6sTzDYDDIaviR0C9FmMO/i/C9+Lm7n3tQDhHl+JCgXlxcnBEiR4W3E4lEhsdgr7ESW7div6PnCPcM4fucPn0ai4uLsNlsrPi0WG7UfucZjQc/vsJn8mGH+8k9FBt/IaEFjft+85alxp/aK7XmpQh6hP0k1W/7IU7KNsZCCHPJbLYdAhIiY7jjjjt2kY/wOdrCvqO1Pjs7i0AggPb2dtb+/ZKu3Gif8P3a2trKQixHR0eZsEbeXCD7vLmRvNub+e34+Dj0ej2MRiM7R61WKwYGBnDt2jU0NDSgrq5uV362WI4u9YfJZML58+d35Z6KkbSQocRsNkOv12fkIe5XJvhFIOfk3TpQX165cgXFxcX72iuE+edzc3Ns3QSDQTidTiiVSmg0GnaO9/T0wGaz4dlnn0U0GkVubi5sNhvMZjPOnTuHyclJFBYWora2FjqdDrW1tXjhhRdQWFgIo9HIDIRUIF2j0WB9fR1lZWUsFWB5eZmxcy8tLcFmszEP4osvvohEIoGamhrk5OTg+vXr8Pv9OHToECYnJ6HVajE/P490Oo2amhq2BjweD9bX19HQ0MDeOycnh+Xd6/V6pkBSXvX29jbGxsZYNJBWu1Pvjjx54XCYGUt9Ph9TnpRKJVP2FAoF89oBO+WvqKbj+vo6tre32V6bSCQQj8eZokry8MbGBhs7tVrNlNp4PA6z2QwAMBqNMBgMzCBYUlLCiF0+/OEPAwC++tWvorGxETqdjhkZbwvxytNPP33DDzh58iR0Ot0NX/dG4HYpeVKKAgkcRAt+I8QRUvcWKl7Azgbi9/vR0dHBrOdShyBZi/Py8lBVVcWKuIopQkKBLJFIoLe3F7W1tairqwMgTgBCyqmQtIEXCIikhPqLJ2u4mfmVTXDPJjTuRapxIx4Eem8qkKvT6XYpVvsV9vdqr5CwRqpvswnFez0zm1Iu1ec3oixLjdl+WBiF70b9uhezpVR/0nhQPxYWFiKdTosS82TrEyns1c9iyq5wz+B/Z7VaGVMthXTf6JwSCh57MZJma9t+31ls/xJbG7zCJ/UbIXEGebvExkaKBEO4T+1HmZO6736U1Gz3o7lH+ZhibLS8YY36hfY5MbIXsefx12Uz1BGE8yLbukuldujLL126hKqqKkYsInUmZGvffvaN/fYzbzRRqV4j/env78f8/Dz0ej1OnTqVlYGZN5RS7qrVamWlLoT9SHOD8qL4M+FGDAK3Aq+HbNTV1YX+/v5bcq83E3gljyIGePZvsTNYzIBGayIajeLChQssQmhqagp6vR46nY7VynvppZdQUVGBhoYG+P1+rK+vw+l0oqioCDU1NSgoKMDm5iYOHDiAF198EV1dXaisrEQ6nYbX68XIyAimp6eRSqXQ0NCA1tZWLC0tYXp6GvPz89ja2mJ5ec3NzTh48CB+/vOfY2RkBI2NjdBoNLh69Spyc3OxtbWF6upqltIwPj6O0tJSbG5uYnV1FWtraygsLMTMzAxycnIQCASQm5vL8umomHh7ezuWl5cRiUSQm5uLgoICjI2NsTIMm5ubyM/PZ/egaCSCSrXDWBqPx5miRx677e1t5skkIhUAyM3NxaFDhxCPx1kqBimTRUVFjMGTiGMoImp7extqtRolJSWIRqM4dOgQAKC+vh533XUXFAoFqyl77do1aLU7zKXveMc7YLVab5+Sly0HR/TmCgWmpqaY9v3LhttRQkHq8OKFQZ6C/mbj8KUsxkAmtTavVIgpOWTtDQaDoqxQPPiSB7zQB4hTpws9P0Jhmz/0blbp3Q9uxNJ7Mx6obM+UOvD550nRfO/nuXRgeDwemEwmxsR3owoNzSOhp1goGAoNCFL3A3Yr/DeL/XpTpN7nRhQeqWdJfR6LxXDmzBk0Nzdn1I7L9py9/uYNHBqNZtfaBbIbLfajQIopv/tR8n4R5eBGjSXZ9jiptbXXuuPD6PjQz72MJfv1sPwiXv/9vDt5+Hijh/CZ+9k3pCIdeM+gmAeKCqHzjJVifQ6AkYmQ9Z3majYDTLb990YMNjfC9Ck0ltB1FHotZkCg66ampnDx4kWYzWbcd999jPRBbM/hn+92u+Hz+dDW1sbOvxuN7vlF8MsW5fRmBvXl2bNnoVQqWRjz8PAwdDodTCYTY9LMdibxZ3ksFkMwGER5eTk6OjpYjrjP58PAwAB0Oh3S6TRqa2tRWlqKUCiEWCyG1tZWuN1ults2ODiIyclJlJeX495770UoFEJdXR1efvllXLt2DT6fD9XV1XjggQcQDAbx7LPPwuv1wmg0wmazIRqN4sCBA7DZdmrukbzmcDiwsbGB9fV1xGIxKBQKvOMd78B//Md/sLBHlUqFaDSK4uJiTE1NYX19nSm/ubm5yM/PZ3txRUUFCgoK4HQ6sba2BpVqp9ZdSUkJIpEItre3EQgEYDQasbW1hXA4vC/CNSFIRiLFr7i4GOXl5ZicnEQkEmG/KywshE6nw+rqKivNwCuVarWahZja7Tt1bWtra2EymdDS0oK2tjasrKwwApelpSXcc889qK+vv+VK3g3n5Hm9Xmxvb+/rHxUJlLEDOrwAsNh/yimyWq3Q6/VMkN9vXgmf9yb2LDp0eBKA8vLyjJwoOhh58hDgtbwHYt8TskKJvR+fp6NSqTLyTITXUggLX6SWB7VbLIdRCqRoiOVM8AIc/1kqJU0gIYTY+9tsNtHcR7Fn0t+UD2W32zNY8MRY9AKBAGKx2K5QF+qfbLls1O8mkwkXL17ExsaGZK6fsK38vOHnrrAAOPU5CSY8Q6VYe202W4ZAKNZuYXvExo5/R7E5SWy2FIbCP5+uEeZJ8eDXELXnRhQ8YKcA7ubmJq5du8buI/UcsvqTUEm/F7aDCrqPjo6y9+D3DPq9kBVXyqsvxsoKIIN8hL6nEGK6By/sS40LFVaPx+MZ9xOOJ3nWshGe0HVCEgzhHkfvIMwbFPsOeG3deb3ejFxS+s5isWBlZQWpVCpjnL3e18h+siHb/JX6Tbb5L9zfaf9xu90sfJmuE84f4boQawftiSaTCc888wzm5uZgMpmg0Wgy8vUo0iMcDrPzw+/3Z8wTah+1g+YFT+TDz19iLhX2tfC9CfyY8uso2xwiUqChoSG2BsTyevn722yvMXuSV47vR2HbbDYbwuEwDAYDC63ba88BXtuzE4kEzpw5g2g0itHRUcY0+2bF1tYWuru7MTk5ebubcltAOb9WqxUulwt5eXmIxWJMeaGyHalUSnR+kHxVWloKh8OB8vJy5Ofns+LqFHpItdk++MEPMg/dyZMn8b73vQ/5+fmorq6GRqOBXq+HXq/H9vY2lpeXMT4+joWFBfzkJz9hpQsqKytZoXZiuqypqcHBgweRl5cHr9eLmZkZ9PX1YXFxEaOjoxgeHsZzzz2HixcvYnJyEleuXMHS0hK++c1vwu/3Iycnh5UlsVgsSCaT2NraQjweRywWQ11dHYxGI0KhUEYJhEgkwpRfYMeA6nQ6EQ6H4ff7oVarGfnJzSh4AJiitr29DaPRCKVSifn5+V2/CwQC8Hg82NjYYLX6hKA8aMoj1Ov1LF/y4sWLSKVSMJlMSKVScDgcSCQSePHFF2+q3dlwQ0reY489dkOhcb/+678uW4E40GFBh9/CwgKeeeYZzM7Owuv1SipP2QQEPpmbQAKQQqHIEGh5xevw4cMZifFiChdtKkQKcCOWZylhjP+OFFuK1ScFUyiMSim9UoKikIqc/07IUkehNLwguB+BjAddm0wmdwkYwoNfKIADmQKmWGL2XuQt2cg8gJ15F4lEUFNTg9XVVcn3EArZ/Lzh5y5fxJmuoz4vLi7eF+EN5eO4XC5JwZ9XfvZinZR6Bi8Y0fsAryk31D8074T9JiTYkSIpklJOiBa7vb1dUqgTCqkAMp4rbAfNB7LK7tVuvp3CuShcK9RHNpsNU1NTMBqN8Hq9uww4/G/5dSM1TjabLYPMREpYX11dZYe3UOEh9sdoNIqhoSHGKCtcc/w7CJUZMeVeqDCVl5ejtLSUzcd4PM5YNIUsvqlUis3lbAYmeoYU+YLU+NC8onbQu/KkOcBOHg3NHdrXk8nkLiMfsHtdiLWDxvr8+fNYXV3F9evXmfeeN0j19fVhfn6ehYtSvSje+0t7eX5+PiurwK9F4RyWYkymOSKlIPHKJLEUi42H1/saKRAJ3ESMpNVqWfgcldyQMuAI+1HYNpVKhVOnTuHYsWPo6enJ8PaRYY5vm3D8/X4/Njc3sbKywmqC7ccQ+cuKnJwcXLt27U3JsnkrsLy8zNZPaWkpdDodWltb4fF40N/fj5GREUZEJFb+iowKNpuNyXCRSIQpClqtlilvRAgyPj7ODAwulwvLy8sZStB9992HY8eOoampCcvLy0wWnZ6eRnl5OXp6elBQUACdToe5uTk4HA4YDAZUV1djc3MTRUVFiEajCAaDAMCMfgaDAfn5+TAYDKioqMDy8jJWV1dZuQC/3w+tVguz2czy3NLpNAvbVKvVjLUykUhgYWEBi4uL2NraglarZayXOp2OOZUoyohwo/NMqVQy9kxgxwgYCoWwtraGSCSyK5KRfre9vc2iEui5xcXFSCaTWF5ehkKhgMvlwpUrV2A2m/H888/DarUiEAjAbrfj+PHj6OjoYPmPtxo3pOQ9+eSTyMvL2/fvv/KVr6CoqOiGG/VWBS8UpVIpTE5OIh6PIxAI7PotL/DuJUSSUE3XDA0NIRqNIhAISCpmQgHNZrMxT6LQ6s0fLNmUN96yLxRq+AOXQlOHh4dhs+0k1xuNRiYASAnTwn6hHEDeM0VCmpBtk74jQZPaBWCXF07MgyO0qEt5EgBIWoH5v/kyBWIeVx7Z6ktJjZNwrNva2pCbm4v29nZJz4tQEBfeg1f4eCZPvs+pDqBULSyhME0eZTFFzmazQaFQsLAWYh7drzdEymMhVG7E5puYMCYUrPfTbxqNBseOHZMM1eT7lvdu8IqncK3SfBDWWhQaR4TPE3qcxdYKKSqDg4OoqqrC7OwsrFbrnt4f6lcpz7xKtVPXjRQQ4Zzl+1ulUjGlhd5tbm4O3/72tzEzM4PV1VVYrVaYzWasra0xYwGNJ/WD1+uVVGbEDBgkyFdWVrLcDY/HA7Vajba2Nmbc4OuckueJPKhSBqb9RCUI9waLxcIUbQAZ+wvvpeX7neYRzSXaT3klZa/9gm9HQ0MDCzEiJl5+3yKq8JKSEmg0mowx5vsjlUphdnYWDocjYzyklH3qa1K0xEJohffw+/1QqVQwm80sp0ZsPKxWKyKRCHp6elBZWcnWAPUbhUfuVZ9RGAEi1jaNRoOjR4+y9c+fi1J1EW22HdIWnjGWr2f6Zsajjz6Kf/mXf7ndzbgtWFpaYpFTGo0GRUVF7P+3trYYAYnZbGZGb6FBmv5fWG82GAxCp9NBrVYjNzeXeX+J0p/kzfz8fCgUCly5cgXz8/PQ6XTo6elBLBZDKpXC8vIyRkdHsbCwgFAoxDyOwWAQZrMZBQUFKCkpwdWrV1FZWYkjR46w2szb29vMY3Xvvffi6NGjKCgoQEFBASuOTiyV09PTzPtPyhrlBJaUlGB2dhYA2DVUt25tbY3VqlOpVNja2mLevmg0mqHY5eXlITc3Fzk5OfsaH559EwArhE6fC7/nsbW1xdg80+k0i1BKpVIwGo0oLCxEe3s74vE4urq6MDg4CL/fD7/fj3Q6jbW1NTQ1NWFxcfGG5tR+ILNr3qa4c3LNq9VqdrjwG7gwf4hCMon+WQx0jUKhkGTPE8vd2U8OA99ul8vFDmCpXCYSNkmJI0EM2An58vl8LG/EZsvMIyEBQaxdfL/QPfmcoL0g1g908IrlVgDA4OAgjEYjIpEIs9BI5Qlms/zy36dSqYycFP73e93jRkEelr2YQ/f77JvJQRS7NykUJOSQcFZaWsrmDa0TMmTslcvCk7AA4kyMQCb5EAlf/DsLSRAA7ApNFM4Tsf+/2TGVIv7Ids+bybUSjs/AwAAWFxdRVFSEjY0N1NfXQ6/Xs7XGe3GFebb0//shMBJCyB7Jk4P4/X709/djcHAQyWQSv/3bv43KykpJJldazzdKqsP3J4X0ORwO6PV6Nl+Fa5/P0aIxoHZkW//Z+oife0LmWForQg+qMG+X32ekcmilIEYmxBsd+H1LiqCE+os3wIm1Q2pd3Ej+Lv8cvhad1HjstbbE1nW2vUXoocuWB7sf0hvhNW90Ph7w+slGv//7v4+vf/3rqKurQ1dXFwwGQ8b3X/rSl27Zs35ZQH157do1NDU17ZpjiUQC/+f//B+W/7W+vo7Gxkasrq7CYrEwIr6VlRXmYU8kErh+/TqUSiVj1fze977HCFD4PLUPfOADqKioYEb1lZUVDA0NITc3F4888gjcbjdGRkaQTqcxNDSEYDCIw4cPo7GxEVtbW6w8wOzsLDo7OzE/P4+NjQ1sbm7CbDYjFothenoapaWlcLvdMJvNSKfTzFA3MTEBtVqN2tpaTExMIBQKMWNPJBJBOBxGYWEh8vPzsb29jenpacRiMWxubkKj0SCZTDIFiqLTNBoNK2Wg0+kQCoWgUCgQDoeZMqbVamGxWPYVvpmTk4OtrS0AmQycAGAwGLCxscH+JsUzG/Lz86HT6VBRUYGysjKUl5djdnYWXV1dSCaTqKioQCwWw+rqKn7jN34DNTU1jDSnvb39lq479d4/EcenPvUp0c8VCgVyc3NRV1eHhx56CBaL5aYb91YGn7QuBqGiU1paypQkKdhsNmZpFBZP9Xq9CIfDOHv2LI4ePYpUKsUULXrOXgIKtdfn8+HAgQMZXgHhs0gYp1BLocePhDE67IRkM9m8TWTRAjJzhPYDEvr4ZwsVX2Eokclkwvj4OAoKClhYBN9e6hfqx2ztIa+skPJf+BuyHmdToPebt8lb+nkSJDEBi96dniMmhAoVpmz348H3K+WbUM2ewsJCRCIRlJaWIplMYnh4mBU9pbAWnvSHfx4JnkNDQ4w5q6qqCl6vl8XFk0JAfUrhtV6vl9XMEnvHtra2DEu71Djx34mNX7YxFQOvPPDXu91uNoeFoDZbLBb09fUxAqRUKsXuxbNs0pqk9TQ2NgaDwYB0Oo319XX09PSw8CDaV65du4b8/Hysra2x55KnhvqRFDb6TApCYRrInCP8vZqamrC2toaKigrm0SDWQeF8kzIS7TU/hV4bvV6P6elptLa2MsWGX/u84M/vXWLKAj2P9+SQZ0xoOCAPET1Hq9VmrAkKSaT7qlSZebtdXV0Ziu7Kygo8Hg8KCwtZiZZsoBSA7e1t5lXm9wV+zNxuNztrhHOcruE94uRVEO43wvER7jFi+w0/ZwAwr1hRURHzdArZPfn932KxoL+/nymzvEIqjHIZHByETqfD1NQUenp6MhRaAKwMTnFxMSv0zI+r2+3etSak1gavEAKZYaE3ctb9MuLatWuMaVCYm/dWD+OkvQvIPGfPnj0Lq9WKzc1NRpBy/fp1tLe3IxAIsPDhjo4OeL1epuBROKHT6cTo6Cjsdjvm5uag1+uZkSgej6Ovr4+FNyoUCtx9990YHx9nDOjXrl3D2toaLBYLbDYbYrEYHA4Hmpqa8Morr6C5uRl+vx8rKyu4cuUKCgoKMDIyApVKhby8PGxsbCCdTiMYDKKxsREejwdOp5OxXKbTaeTk5GBpaQmlpaWszEBRURFmZmZQV1fHSEqoxAJdA+wwXGq1Wmxvb7NwSqqDp1QqkZeXxwq35+TksAiteDyO5eXlrB44AjF40j2VSiVTLHkFD8CeCh6w4/WjM5bSaXQ6HQYGBnDkyBGEw2G4XC4YjUY8++yz+P3f/33Y7fbXhcfkpj153d3djBK2sbER6XQaU1NTUKlUaGpqwsTEBBQKBV5++WW0tLTc6nbfEtxuBim3+7U6RYcOHdq3QJRNsKcQxlTqNfZMlWqHke+rX/0qamtrsbq6invuuYdtEiQs8eUPpAQlnlFPpVKJUpCLWUalFJOb8QpJveN++4reQa1Wo6ioKGs5BPo7kUiw2jFdXV2i1ve9+oJ+5/V6kZ+fn+EZFCsdIUaJPjw8vIvhTup997IuZ+v7mx2X/dLD9/f3IxQKMXYuXtgTWrylLONCZlae1U+lUmV4AkixptC6VCqVwQB4M+D7nfcGi737fjxxUn3JjzEptNk8HP39/Zibm2Ohh9vb26xo7YEDB5ixiGqnLSwsYGxsjNXzsVqtsFgsGeyM/Lydnp6GyWRi18/OziISieD++++HRqPJ8MrxXj+p8cvmvef3G7vdntXAkW0dUPup7piUJ5gUelKMLRYLqqqqRD2CTqcTc3NzWF1dxYEDB1hIE91fbA1JrUmx8RW7xuv1wuPxZIwPsHvP4BlYR0ZGsLCwgKqqKhw9ejT7pMZulmSpfk6lUlhYWJBkXhaOscfjQSQSgU6nywhFJOzHey0FsTqCQs+d0LPb19eHhYWFjFIPYu9DyrNarUZDQwNjKKbn+v1+xGIxjI2N4cCBA6ipqck6j/fab3hPLin1N+KRvhW43bLRWwnZ+tLtdmN6ehozMzNobm6G2WzG+Pg4S3NKp9MZKTCxWAznz59HRUUFC6XUaDSIRqOIRqMsR44MQwMDA+jo6EBlZSX8fj8KCgowNzeHxcVFFopYW1uL8fFxHDx4EMPDw1hdXUVraysL4bznnntQXFzMipu7XC6srKwgEAjg7rvvxsTEBMLhMNbW1nDgwAFsbW0hGAzCaDSioKAAKysrcLlcKCkpwfT0NFSqnZBqSleyWCxoa2tjXr3l5WVsbGwgNzcXa2trMBgM0Ol0bF9bXV1lMm08HmcpZLFYjClmhP143XiQvEVIpVK7PHv7vY/NtpNuYjAYUFxczD7T6XRobm5mNQ7b2tpgNptx+PBhrK+vM+/tbWPXJDz00EPo6enB0tISBgYGcOXKFbjdbpw8eRIf/vCH4Xa7cfz4cfz3//7fb0lD34ogt3NhYeGevyUheK9N3mbbybPRaDQZOUKjo6NoaWnBzMwMjh49CpVKlZGDR3kQarWaUeuKESjweXdWqzWDnEGqraRAEoGAsL03wpxJpAMUB84TaBB4i3I2iOVYCa+ld6msrIROp2P5OMJ8RJtNPC+Lvx95OG02G0uYBrCrDX6/n+UNkqBD1n+j0YhgMAiFQiHJ6kYgZZi3rAv7kZ5Nn/Fsr3uNC5+jQn0gRmYhdk1raytMJhNOnTqFmpqaXcIkzUmpkDbeO0me4crKSjY3+bbYbDamSHg8HhZuLMYMKXynbO8NvKZs8Dlr/PzPZuDINk+F64LuyROG2GzirK5UdNVms8FkMsFqtSIej8PhcDAvEYXE0n5x4sQJVFdX4/7770dXV9cuUiaat3l5ebj//vtZPTO73Y5oNAqdTsfIn2iPUKlUWUmQsjHrEvj9hrxWYgRH2frT693JDaNwQSmPLOV0kaBAfSPmsaZnBwIB+P1+ZnyhvGJ+DMXYb3mPEr/Ggd37Ac0v2g9ICBD+hpTqVCqF3t5eaLVajI6OoqOjAzU1Nejo6JDsZx4UfUHeLal+prZStI4wAoKiIKitlD9eXFwsOk7C/uLzlQlibNLUNlKghGuP9jIgM1/aYrFgfX0dVqs1Y23R+9B7jo2NIZVKoaioiO3btJ8PDg7iypUrCAaDKC0thdVqhcfj2bV/8PN4rz2G+oGvn7bfqI1fdvzmb/4mzp8/f7ub8UsDm82GmpoadHd3s3Pq0KFDUCqVcLvduHjxYgbz6+joKKLRKK5evQq73Y7c3Fy8853vhMPhwPHjx1FXV4fNzU20tLTg/2Pvz4PbvO87cfwFgMR9EABBggRJkOAhUrxFSrIlW7ZsRrKTtLHdpEk3TTtN07Td6SRtt+3M7nZ2Z9Mjs52m6XZnnaZJsz22rhMnTuPmsA5btiRbh0nxECmS4iVCAAGCBEDiJO7fH/y9P/7g4fOAlCzFxzfvGY0kEniez/15H6/3622z2dDU1MTuCEIkXL58Gbdu3cLi4iIMBgMWFxfhcDiwvLwMg8HAcpK3trZw69Yt3Lp1C//wD/+A9fV1uN1uzMzMYH5+Hn6/H2+++SaampoQj8dhtVpx8+ZNzM/PI5FIIJvNwmazYWFhATKZDKFQCBUVFcx4tFgskMlkSKfTmJubY/dEoVBAR0cHysrKIJPJGPnKrVu3WN4f5TECQCwWY8ybYrLXnDwARbl0tD+lDDy6j8Qi0BTZlMlkjIk8m82ivLwcBoMBKysrLALpdrsZUdT4+Pie27pXuetInsPhwJkzZ3ZE6aampnDixAl4vV5cu3YNJ06cwPr6+j1p7L2Wn6a3ardoyzvx0okpksLnliosTiLMBdktj0MqeiXWvqtXr8Ln86G/v39XyNBe8jQcDgeuXr2KxcVF6HQ6fPjDH95ThIT//Z3UFuO/J5XnUiqCSQqd8N9SEQmxKIfJZMKLL74Ih8MBjUazayRPynssjLjxUQ7C/+/Fe7xbftdeIjPCzwhzLpeXl6FSqTAwMLDDSKXxo7nbbQ/xypWU00SY1yq2X8QilmIRmLsdI+HvSvWvVIRA7BnUTqlcULFx3a1oNuVV2u32ImO9lIEr7PteI8dSEa9SZ+Bu+U9i0XY+WgYUR0zp3AuHwyx6TBEks9nMIst83+ic5CP39FxhzT5+3OksGh0d3REF49cFH0kGgGg0irm5OXR1de1woOzlzuERDHz/xOCT/J6y2+0MwiqTyXDz5k0cP368iJVbCi1B/S21RoeHhxGLxaDX6zE4OMjeL7Z2dosMikX/KILb2dnJYPR8nh+AohzMK1euwO/fhnVrNBo213z79rLWxe4kfk5/2jDN+6Ub/cIv/AJ+9KMfob6+Hr/2a7+GX/3VX33fQ1B3E+FYSp3LpFNQisDY2Bg8Hg/sdjv6+/sRDAZhNBrx+uuvM1ih1WplTJt+v5/tj1QqBbPZjHQ6jaWlJej1ejidTszMzLDvf+QjH4FOp0N/fz++//3vo7W1FclkEiaTCbdu3WK14ahEgFKpZPX1bt68iXA4jMrKSlRUVGBjYwNbW1tIJpMIBAIAgP3792NlZYXtZ7vdjkgkgnw+z3JLb9y4gcrKSiiVSlZSyWAwsJQAcsKsrKywNpjNZoTDYSQSCVEDjI/eqVQqRoRytyIWyaOfkZ4iZmCSEUd5jQaDgdUUpKirw+HAjRs3cOLECTQ1NTFU33sikre5uckmk5e1tTVEIhEAQEVFxTsa3A+S+P076fv5i5E2ulDEvH7Cn5GnWowKnS5HghlqNBpJryB5EHt6eliUD3g7Z0cseiX8nFgfqC38JS4lZOBI0bDznt7u7m4YjUa0traWjCRKtYew0l6vF8PDw7uWsuCjKWJROzHvPCVK8wVA+X9LvYdnqaP3zszMwOFwIJlMoq6ujo0D8LZyyM+BlPdYGHHjoxzE/gdA1NsunA+p+oBic8Ar6FLzLIxgUV4BzyhGXjEav92ihtQ2gi9SMje1RSwaGQgEEIvF8Morr2BxcREjIyMlI5bAzgiMWH/EDE3hvAHi9Pl8//YSceTXIwAW4SSWUuEzheeIWISLnweaT8qfKBQKO/YDRVaE55twfdxJRF/s8/xe4xEE1H6pdvBtoXkQRhn5d9HaDYfDMJvNkMvl7J19fX1FRiGNhc1mw+zsLGKxGHK5t2tg0XPT6XQRc/LIyAgWFxcZS/Lo6Cg6Ozt3lCbh170wcm0wGNDb21s0J7RmSq0nOudpvZARRhEEGh86l2isR0dHMTw8jLGxMTZ2oVCI1YaitUp9pYg33w+e8ZgMGyECwWq1srI7YoiEUmtEeD4TkoafL8p/o5IZABh8kxRRk8mE4eFhjIyMoL+/H4cPH2ZwT3IM8OVNhOeT2Fqn1I3Tp0+zM3EvjLbvN/ne974Hr9eL3/md38ELL7yAxsZGPPnkk/jud7/LIjMfdBGie2jNk05B59UTTzyBwcFB5ki2WCyMIbutrY2duXRG2Gw2dHZ2IhAIsKLiKysrqKurY4Zfb28vrFYrTp48ibq6OnR0dODKlSuIx+NIJpPYv38/EokEi+SpVCp0dXVBo9GgpaUFJ0+eRE9PD77whS/g4MGDOHjwIDOqVCoVDhw4AJPJhMbGRqytrcHlcqG8vBxVVVXsXFIqlVCr1VhZWWF5ezqdjsE7c7kcg5/KZDLGYJvJZFBWVoZkMsmKlcvlcpSXl0OpVEKpVO4wjN6pgUfPEAoZfeQQlsonpX2czWYZgVl1dTWefPJJ9PX14erVq6ioqGC5mFeuXHlHbRWTdwTX/OxnP4vvf//78Hg88Hq9+P73v49f//Vfx1NPPQUAuHr1Ktra2u5VW9/XwsP5hLWSSsG2+N+R15xqRfGXBk+FvhcFUExI2RErrCxW34lX1AgaKKxvRULRJ7PZLKmskuKv1+uLivkK30fGWSgUwsmTJ9nmudP+0mULbIfpqZTFbuMnNMJ4KaV4if1byogX87T39PTAZDLh8ccfFzVuhP8Xmx8i7qCf09pxOp3o7OxkhVV5WKCUCOFzUjXC+LExm83Mq0/4eiHsjPfsEvQQeJsOHShdR05sLnix2+2sdg1BJfjagHa7HVVVVdBqtWhvb99RqkA4fmJlD6RErE1iP+Oh0ML+8t/hYad0PuxWe8tisUChUOx4pvAc4Y14HvLGG4KkiHZ2dkoas6XONxJ+TKUgebyBIiz0LqYQixmCfDvoPQSnIXKMVCrF8q5ojdPckoOBHFwEkcxms6xNDoejyPlBhsHm5iZyue1cUCqgTkY31ceiNlJfNjc3odfrMTU1hf7+/qK1yPePHz8xaC/ff1pPPIxU6pync7ulpYWVJSg1lwQl7enpQV9fHyv+TN+ZmJjA5uYmzp49u8NpQg4moXHHr/lCocDuKN6IF4Oj07ogx6pwDfj92zlOfr+fKZK05qkuHfWX1gfNid+/nYJAhBdra2vweDwIBAJwOByi80REL7lcTrR/lMdEzgVhHb67vdffa2K1WvHFL34Ro6OjuHr1KlpaWvCZz3wGtbW1+L3f+z3Mzc292028r8I7q3O5HGNY7+/vZ5Eh/i4Cts+q1dVV5HI59PX1wWQy4ciRI3A6ndBqtcw41Gg0ePLJJ1ltO0qLeOihhwBsk4h89rOfRVNTE8u9DYfDKBQKrMA3rb3a2lo8+uijMJvN7Lzz+Xxoa2tDIpHAo48+iqGhIfzhH/4hOjs7UV1djXQ6jU9+8pPYt28f9u/fD5/Px84AOj9qa2uhVqtZTTiCjJaXl7Ni6AAYFDISiSAajUKlUiGZTLK9VV5eDpVKxdg/6bNkcJGhe7dCrMq7wT2pHWq1mtUkVKvVSKfTUKlU8Pl8cLlcTO+JRCJQq9UMgePz+bBv3z6cP39+V3LFu5G7NvK+/vWv4/HHH8enPvUpRuv/qU99Co8//ji+9rWvAQDa29vxzW9+85419v0sZBioVKodhU1LebFLRV3ISKDoE8Fy9hrZ2IsIL2Cx/BL++ZOTk6JROIVCwYrl8nWmhJeuyWRCLBaD3W4virbwyqtQuSEla7f+ikV2SKFwOp3o7e0F8DbMp9TzpKKFpRQvYVRFaq6kor7C+mjA3oydUkLRloaGBkxNTSEWi2FiYmLXaKjQiw6I16QSjg2fB8pDsYSRBFKmlUoli8II61mJtY2fI5vNhvX1dYaz5/scCATgdrvh8/l2RGV5ZbKpqQn9/f0sx01s/HabSzEvPr+PxIx+v9+P1tZWxGIx0f7yxiX/fmG9OFIihGtE7Jn8WqD5ETNgeEOQFNFQKLQjD5eU43Q6jfX19R0RCeGc0xwRuyPl+AHFZEti5xC1w+/3F+XpSkULc7ntEglkcNCzKS9ZmCctNJD4PND+/n7U1dUVKWcAmBMhl8uhrq6OGWkUISanS3d3N9RqNSwWCyvN0NnZyc5MPg9MaMyKnelkvNLa4iNXfNvJWUaGCPWb8mRoDPv7+2EwGBgZifCMcTgcGBwcZIRUZMDSedXQ0MDmzGq1IpFIwOVyFSEehOcAjaVYnjDNvVQEj99zwrUkhhTgI8D0h/fe88be2toaenp6mEOEIqv0/6qqKpaLKMzR5c9XoZCS73K5ivLkeWfBXpwl7yfx+Xw4ffo0Tp8+DYVCgQ9/+MOMO+CrX/3qu928+y6EPgDAnKQU0R0ZGWFOp4mJCUxOTiIQCMDn88Hr3WapJeZoKq+QTCaZ47S9vR379u3D1tYWOjo6YLfbGbycjKdAIMDqtW1tbWFrawuhUAiBQAB2ux2FQgHz8/OMuXdpaQk6nQ7BYJDlIisUClRWVsJms+H27dtYWVlhBCw9PT1obW1lhdFVKhUjW1tbW2Os2tSuW7duAQD7W6lUMlZNvV5fxMxJcFVgu2h5JpNh5zNF2XgDr6ysbEcx81Iil8sZHJSHYgqfIZPJYLFYUFtbC71ej66uLtTV1UGr1aKurg7l5eVwOp2s5mh9fT1DezzwwAOIRCLo7e3F2toa2tra7ktd8XdcJy8Wi2FxcRGFQgHNzc3M8/x+kHcjJy+XE8/dKfUd4QUIvK28lML389+703fv1n7KlyAIJuWL9fX1IZ1OizJeUp4ZGXp0YfM5DtRuoDjfhGf+dDgcRWxy/Pf4dwrHZre8H/q9VD7aXvOGpETs+Xw/eU80P1b0N0/dLjQWd5u3vdQuEzL0lXqecC3xa5OU/1LvEraLnrdXRjl+jZPyI2ScBLBj3ZAsLS1hfHwcvb29aGhoKGrLnYyvVJv4ufT73651RTl+UntRmBNYan2LvZ+vl0ZK/J2cNcI8VamcOv57Yp/h1wnP5snvXaKuF865WF0wYe6hMC+SWA6J+IJ/n1g7/X4/y1ujuk5EFiO2Znab23PnzsHlcsFgMMDheLv0A8/gy7fTYrEgEAgwJlgyMqPRKFpbW9ka4clUgO2zIp1OQ6PRwG63F40tPf/1119HbW0tLBYLampqduT9UY6ZMN+Uz8mWqg0pNRYkUjmi/JnG5ywK9y4/9gCKWCb3eo7z5xgAyTNNymlXqk6gsM18rp/NZsPZs2ehUqmQSqXQ3t5e9Bm+NqfY+So2rmL5v7udA/dC7pdulMlk8NJLL+H//t//i9OnT6Onpwef+9zn8OlPf5qxJD7//PP47d/+bYTD4Xv23ndThGPJ6wG53DYUWqvVsty527dvY3BwkJU74p3UPNQ+kUigoqKCRXopmpXL5bCxsQGTyYRsNgu3243GxkZks1ksLy/DZrOhvr4ek5OTWFlZYfpYfX09HA4H9u3bhzfffBNra2vIZDKIRCJIJBKoqqpCMpmEzWbD0tISBgcHEQ6HcfLkSaysrOAf/uEfkE6n2ZlHht3s7CxaWlqY81Kh2C69sLCwgHA4jFQqxZBbwLZxR/0wGo3IZDLQarVYXV1FNpvF1tYWADCo+24mTFlZGfvMO4mCq1QqlJWVIR6Ps/PUaDSyvUykKplMpoj502g0QqfTYWhoiJ1DDz/8MP7t3/4NCwsLWFpawgMPPIDe3l6srKzgk5/85D3dd+/IyLtw4QK+/vWvY3FxES+88AIcDgf++Z//GU1NTSw8/F6Wn6aRt5sBAdwdGUGpC3e3d+/lu/QO4QUtVMpnZmbY5Xby5Mkdz+PJB/gac/yFyV9iwM7k/nQ6zerFkIeWT3DfbWykFNLdxvJODKVScifGNv9OIjLgjWOgdIFgklJKgphRt9sY0AVDbHJSiv1eC71LFcHebYypSLpKpUJfX98OAh1+3YhFXndTqHYb373uHRJKiE8kEmhvby8y4mjsKV+J6o5JlUootY7vVimk/Tk3N8cKoEuNgXDd7EYuI2wrlc9IJpMsKkKGvtjaEnuG0Mgn46Curo69l+Yc2M4Z40uPUL1AUiSWl5dZ/TNhYfFSY5ZKpYrOvqGhoSJHAd8OsbOO/9za2horrWK1WuHxeBAOh9nPTCYTAoEAQqEQrFYry4Xm5/jatWuM2e5Tn/oUcxDQ2gK2lSi9Xr/j7OTPHD7yLNyPpQhNqD3CEigUGYxEIjh58qToeUPPpnkWPmuv99Ze7tpSny91xgnbLDSOqRbWM888w9A2u93lpe6FvRCm3Q+5X7pRZWUl8vk8fumXfgm/8Ru/Icr4Gg6HceDAASwtLd2z976bUop4ZXR0FJubm7h16xYjK7JardBoNCwyLlwf+XweN2/exLFjx5jRR7XziBk2EAigpqYGc3NzLAJntVrh8/lY0fFf/uVfxg9+8AP4/X40NjYyxMH8/Dzy+TyrUxuNRtHc3Iy5uTnMzs5ibGyM8SA89NBDsNlseOihh/Diiy9iZmYGs7OzsFgsaG9vh8FggNfrZcbOyMgIstksK4/g9XoZoVQikcDGxgYcDgd8Ph80Gg2i0Shqa2sRCoWwtbXFjLry8vIdUTZAHKLJO8nuRhQKBfL5PGQyGYsSVlZWorKyEmq1GuFwGNFoFOXl5TAajchms6ycQ1lZGcrLy9Ha2oqhoSEcOXIEcrkc4XAYCwsLuHjxIsxmM6tLqNVq8eSTT743iFe+973v4eTJk9BoNLh27RoLlUajUfz5n//5PWncB0kIegGg6GLnRQraRRegGDRHDFYn/BxBfOz2YipmHlJVCsbp9XoZDICgPgTbIRjn8ePHYTKZmKIk1n9KmBcWDhaSWBB0U5gHFQqFkEgkmIIpJCIQCj82dFAC2AHtlFIihZBSPveDPLNut1uUlKZUe0rluwnbolQqWf4fjTWfO0JQHrF5p3EXG1+gNCyOniMcAwDM2ARQtI7pM3Th8NTAu+Vn8Z594XiK9Qt4m5RFmJPDP1NItCKcCyEEksaUIIiUNyFGjLKXvUPtJ8KI48ePM0eJyWTC6Ogog/QRDX8wGCzK6xLC0oSwTF6EcGEeridsE99uu307Z9jpdLIyAEJ4I633sbGxonVD5wsPw5aKkgDbeZapVAotLS1QKBQsB9hut2Nubg5bW1tFfSNYE0HphPNnt79d/sVut7M5T6VSjLjGZDJBqVQywiJirkulUlheXobL5WIlCoLBYFEuVKkxE559ZHCSx7pQKLB28+sLAINMEix5YGAABoOBkSeUlZXBaDRicXERer0eZWVlqK6uRmVlJcurVCqVKBQKLHrZ1dUFnU6HI0eOsLHjjaP19XW4XC4kEgl0dnbu2C905hBsl4d0iq0xfi9Qn3koKOX4ETyLjzzw76Tn8GkHYntUOPdiQu0DdiePorXKQzKBt884fs2JtZnOfypen0wmcejQIczMzBQZZKWg9EIoMv8ZngjmgwDV/OpXv4qVlRX8n//zfyRLepjN5g+MgceL2B3R09MDg8EAl8uFcDiM7u5utLa2FtXiJQin1+tFWVkZlEol2tvbsbm5yfbpwsICUqkUNjY2oFQq2br9xCc+AafTicbGRrafqW7dt771LZZHFo/HUV1djfHxcSSTSSwvL2NjYwPxeBwVFRXQ6/U4ceIEmpub4XA4cPv2bQwMDOD69etQKpUYGxtDfX09qqur0dPTg7KyMoRCIajVaqyurmJ1dRWbm5vIZrO4ffs2tFotCoUCcrkcysvLYbVaWYmBjY0NNDQ0IBaLIZPJwOPxQKPRIJ1Oo7y8HBqNBuXl5aL7XywH750YeMB2JFCv1xdF7Kh2XyKRYM4bnU7HDLy6ujq0trbCYDCgqakJzc3N0Gq1uHjxIt544w3odDoEAgHU19ejqakJHR0daG9vx8bGxjtqq5jctZH3p3/6p/jbv/1bfOMb3yhKTDxy5AiuXbt2Txr3QRLadNlsdkdyOykPwrplYpGGxcVFlm8hJfylS8qjXq9nSgxJqctQqNAIPaK8QkDJ+YODgyU938K28c8RGnxixonNZmOGHeV78B5hsfwe+jl5UgFpEgu+//zPxC5oXtEWI6UpJaWUFLG28GNN40FCpEe7fVc4vgB2NZTFxoByR8RYBOkzlHd048YNBsMgw1HYBsqHpEjH8vIyXn31VbbO+RpBfL8cDgc6OzsRDodZ3R2KOO/G2AlIO0xoj05NTTFFX2xcd1MkhQYy5fgRu62YQcPPB98WoRFrt79NkGKz2YryVYVrizfapeaW2khKamtrK8u3EMv34/chUKyI8oyg0WgUzz33HObm5orer1QqcfLkSRgMhh0KrcvlQiQSYXX8qL9kHIk5VMjYqaysZAYEGa1Ui1Kr1bL8MDJA6OdDQ0MsUsZHzYV5f1Jnl9TZRwgHi8Ui6WQSGuWUu5VMJiGXy+FyuXD8+HFWl1Aul6OyshJ6vZ6tIz5XVaPRwGazIRAIsHOJxp7Y9KLRKCMUkhKxO0nqc2Qk8Z+hfpFjqq+vDwcOHJDMbRWux1LjLmyj8C7cizONfy85EOjz/Bm323c9Hg98Ph9bg/39/UU5lKVEqv28CMexVHveD/KZz3wGarX63W7GuyLj4+PsHKBzktZdOBxGPp9nRGRCZ+fq6irGxsYwMjLCnAp89FutViMSicBqtcJkMmF+fp6VtiGH5ejoKBobG3H79m243W68+eabuHjxItbW1jA/P49z586xXL2qqipsbGywc81iscDhcKC8vBzRaBR6vR5zc3MsyHPlyhUsLy/jscceg81mg9lsRiQSwalTp7C8vIzz58/j8uXLCIfDkMlkCIfDMJlMUKvV0Gg00Gq1qK6uZvl3KpWKMXMaDAY2PmToqdVqqNVqBqG8n0I5ysA2PLOpqQl2ux23b9+Gx+PBxsYGUqkUCoUCYrEYc+KazWbodDpUVFSgs7MTs7OzmJiYQCAQwMLCAiOqoTS3559/HtFo9N63/27hmlqtFjdu3EBjYyMMBgPGx8fhcrmwuLiI/fv3M9zse1l+mnBNQBr2JwblEIOcuN1uvPrqq2hubkZra6sk7IOHypCBNz8/zzaPkHShFHSN30Bi0J29yl4hNGJtEYNdSrWXoEFkBJKCcCcw2VLv5HOreIXyncA4d2sL/zu+fh4Pm2tqarpjCKHYe8VqB0o9Twjbo/+3t7fj1VdfRSqVYh5JqTwd4RgT2yEpSgqFguUtCefnxz/+MTweDyorK9HU1MSKLO9WtxFAEUyUPsd7573ebRZSqs9Xak7EfrcbbJLgkVKwV6komPDdo6OjiMfj2NjYQH9//45aeQRrpf0gtr5J6RBCqYXoAIIx9vT0MGQA9QXY3gdkJKlUKoyPj+PWrVtQq9U4efIka5vUmAnXN58PJ5bPy59/YuuXHFzCfCwpBxYPL+THheaI3+eA+N4Qg2KlUil0dXVJQpiFIpUbK4zyi7WB/wy1l2BeUrUfxZAMtD5J6RQ6DvYKa95NxOaNh7WWgicL93Cp/VJqzb2TM7NUPqrY/cT3idZ0WVkZgsFgUQ7g3YzlvZSftm70QRYay2vXrrFSAsI6uJSv2d3djampqaKzrqysDOPj45iYmEAkEsHhw4fZWW6327G0tMRKUFRWVqK8vBxbW1vMGNrc3MSNGzdgs9kwPz+PZ555Bs899xwikQhcLhcqKipQKBRgsVgQiUQY9NjpdMJsNuPAgQMIBoMoKyvD4uIiTp06hdraWjQ2NiKfz8Pv96OyshKpVApOpxNyuRxbW1u4fv06Kioq8IMf/ACZTIY5pcgQWlhYwPr6OmQyGZxOJxKJBAKBADQaDXQ6HTY2NpBIJBgJChlapBdQoXEqq3A/SnCUl5cz9k6CY1LUNZ1OY2trC4lEgtVHJfjoU089henpafh8Phw+fJiVWaDyFJ2dnfB4PFAqlTCZTEilUojH48hms/if//N/3tN9d9cmcE1NDebn59HY2Fj084sXL7KE0Z/J2yI8+PlDnC428srTz8hg8Xg87AJra2srYhjjLxIhrNDtdiOZTCKfzzN6/FwuxyBEwnwK/pIjA5G/eMhzmcvlipTJ3Qg7yNtL1LalLlRSrEZGRoqUC368eM8u9YG8yVVVVRgfH4fVai1SYku9k4e10efE3plIJHD27Fmo1Wrk83kcOnSI/b7UpXwnioTwvcKxocPf5XIxTzsfXeXX0p0YnsK1s5d+8YyGvGI4MzOD7u5uBufjI4li76R5VCgUzDAXkp/Q5+kZo6Oj0Ol0KCsrg0qlKorYuFwuUUVOaMAC2wxvfFkBh8PBqKSpLhY5RYTPE9vLJML1JPwM/Z7aSgoj78xpaWlhkEZe6P25XA4mkwkrKyvIZrOiEQGHw4FAIMAiC9QOvk0WiwVnzpxhBDRSxhjlTF6/fp29j6KN5L2sqqpi783lcshkMsyIpWeSgsPvX3pPf38/myta3+SoIu/v5OQk9u/fz95Pz6XSBNlsluU28utTuBcCgQBjm+PHg/622+2M5Y4+53BsE8ecPXuW3XP83PLP6enpYZ/L5bZJE6TyX4G31zcZ5GJzTvcCfZ7fP0IRnvE8DFl4thGBC32HFNFUKgWPx1PUL35tkyFNdeFKOe/EIPG0Fvhzx263F8F+aX6k+kqQV5/Px5ySQmeH1FiVOm9LCY1pKTgpL/yYUXvoLKd1Sv0UnpPvxBD9mbx3hMiSgO0yEmtra4zsqampCU1NTUxny+Vy7CwEgKGhIYYAsFgsGB8fh9PpxPj4OMsDu3HjBsrKynDy5ElUV1fDaDTC7/cjHo8D2I4kVlRU4Pz586iurkZ5eTkqKirQ0tICo9EItVqNVCqF1157jRG1dHR0YG5uDj6fj92L1dXVaGxsREVFBd566y3U19czSOby8jIrm/b000/jxRdfRFNTE8LhMMrKypDJZLCxsYFcbjvvNZPJsJp35CjOZDLIZrMs6qdWq5nxJJPJkM1m2d6hNt9LA08mk6G8vJwZldQ+o9GIRCKBmzdvQqlUoqamBmazGWtra0gmkzAYDEin03C5XKz23+HDh1EoFGAwGLCysoJ9+/axO7+7uxuLi4s4cOAAFhYWMD8/j/b29nvWD5K7hmv+5m/+Jr74xS/iypUrkMlkWFlZwb/8y7/gD/7gD/Af/+N/vJdt/EAIXTJiOTx0KVCtHY/HI5pn5HA44HK5MDAwwKBtPAxKCEujMP/KygpToIjum79sxKAwpeppCUUst0vY92w2i2AwuGupA7t9m+rX4/Gw3Bbh52w2WxF8i5QRhWI7B4uHBQk9u0IvvhDOKTY/pGyEw2HU19cjHo/vWqBWCNe7F/kUdntxCQJSCIUwUsqF4eu/lWofPftO4UBCyCIP41MoFMwAlfKul3onzaVYWRBSkPR6PU6ePIknnniCRX7ISLp69eqO2lg8rJZgojU1NSwyREprRUUF87aJKVxikFCx9pfKGxL+nofwUG2hSCTC2iQGXwO28wWohpLYuiUYpkr1dv0lXtLpNF544QWUlZXtyIMRnlkE3TOZTJiZmUE6nS6aQ4KG0rg0NDTg8OHDOHToEFPqr169ioWFBUxPT8NmsyGdTuPUqVOIRqNwu90YHR2FxWLB2NgYKwhuMpkQiUSQy+Vw4cIFeL1eTE5OFo0/nUFra2ustpzf7y/KtaLPk1GztbWFjY2NImiocI7sdvsOyOLExARUKhUWFxdL7heCpWq1WqytrRVB5oXriKD4IyMjovtVbA2L7R/q2/LyclHtR9obYsW1ecgnPUuhULDSIfzPhQaHMGdMKkeV2iXMteSLzvPjTs4DMVgrCe3hvr4+1NXVMUZRMaHv8xBcMbjkXiCU/Hzs9UwX7neqG9bT01MEExW7q8Tg6j+T959QXbjR0VF4PB62vnm4fS63TcCUz+eLnBtTU1Po7u5GbW0tNjc3odVq8er//XOEr/0bvOf/H8pWR1ErC6JJFUZ69hUMVaxg7c1v462X/h63L/8QbaoQquUbwNocI0VpbW1FQ0MD8vk8dDodurq6IJPJIJfL0draiieeeAK3b9+Gz+fDzMwMbt68iaWlJUQiEZSVleHWrVssolVRUcFgiFevXkU0GsXs7CweffRRll9eUVGB5eVlVs9PqVSyHDuZTAaDwQCFQsHKHZSXlyOX2y6MDoB9Jp/PM0ORau+9U+FLIxC4Ua/XM4gopU1QTTybzcbKVxgMBtTX16OsrAz79u3DxsYGLl26hJs3byKdTuPo0aPI5/Oor69nAZPBwUH09vaiUCggEAjAarXi0KFDrJbevZS7NvL+6I/+CE899RSOHz+OWCyGY8eO4XOf+xx+8zd/E7/zO79zL9v4gRChQix2YAsvW7poKN+Cj9SIXULCi0ShUDC40NTUFBoaGtDU1MQUZ75d/OXJR8b4i4fPn+Jlt9wueodYXoFQ2eEVK1IMqa+8EklKAHn5iSxCaBwIRXg50zOJuZM8TPT7XC6HkZERRj3c0tKCoaGhHZ7iUu8pZczsVakAds6vsFiucKyF9d9KjcNuRkmp9pCS0tDQwDD8YmtFDCbHQySl8u/4ftHa2NzcRF9fHyPZ4HPHJiYmsLy8jImJCZbXIJPJdqw/agcpiqRsBwIB2Gw2aDSaHePh9/uL1ptYv0qJ1GftdjszTmQyGZqamnDy5EkAwNWrV3HlypWiKD8phcFgkNX8m56eLnL6kOFIhgWfv0kyMTHBIpyPPPLIDoQBGYe07+z27VxCtVqNmZkZAMVQNb4ItHBNeb1eTExMMKfM2tpakcEUCAQQi8Vw7tw5xvRpsVgYpInqHdrtdnR1dTEnj9frRWdnJ/R6Pfr6+lhelNlsZm3gFXybzcZqGFVUVDBlSmyuABQZOeRpVqlU6Ojo2HW+6QzzeDyYnZ1l+1FsHfFjJ2wHISH4Gqti9wHdIWSM8+cYQWmFhDLUTjHIocPhKDpL+XODvydobwHYcX7yY055pPQzIpQS3mnCM1PsfKL+k0P00KFDLHdRqn9ra2tFeaN8X8g5RCQXpfb13TjFeOHPbqmzl3fmfBDy8f6/LpQLRyy/xAS8vLyM4eFhXLlyhe0bIo2iu06v1+PGjRvI5XKMtbK/w4lYPIkFzxqy2TyaaqyQy+Toaa3HC68MwxMI4fqiF/5wBPl8AY8d7EBHcy3a29vR1NSEJ598EmVlZVhfX0c8Hsfrr7+O+fl5mEwmnDt3DsvLy5ifn8fGxgbq6urgdDrR2dmJ5uZmNDY2snIKLpeL6atGoxEtLS0suvaNb3wDN27cwPr6OkZGRhiZC5WXKS8vZ7BLk8mEtrY22O12tLW1sbM5n8+zSF8ymYRMJkMsFkMsFkMul2ORyrsVMjQrKioY2iydTrPnk8hkMkSjUWi1WlRVVaGlpYURlEUiETQ0NKC2thZms5nVHdzY2MCFCxegVqvh9XqxtbXF8vz//u//HqOjo/h//+//YXx8vGj+76XctZEHAH/2Z3+G9fV1XL16FZcvX8ba2hr+5E/+5F617QMpdxq9ELLK0cGvUChEDS5eHA4HHnvsMTQ2NqKzsxNLS0tFEQ56p/By5yNjPJSMnim8jIQkKCR8UV6Hw1GkjJOIeXPtdjs0Gg1qampEI3/8OFKxYJ4d707HP5fLYXp6mmG9+agOUa+HQiE2P0QSUupdvOdYCmojFRXaq9Eg1heaT56VU2yt8UWV9/K+Up8RUzbFFBcp7zfv5QfEFRqFYrt+2qlTp+B2u2EymTA2NsY8oPyY9PT0oK6uDlarlRnoa2trRcQ1Xq+3iDSBJ+OoqakBgB1F1On5sViMkZNQ+6PRKE6dOiXK7iXsqxS7KBknlZWVbA79fj98Ph/8fj+uX79eVOQb2Ib99PT0oKenhxWt5dtKxDTC9TU/P4+XXnoJWq0WuVwOTz75JDQaDXK57bxIHp7Iz6HX64VWq4Xf70dTU1PRcx0OB1P2pSLdFosFTU1NzHDq6emByWTC8ePHUVVVBa1Wi2PHjrE9zTujNBoN9u/fj4GBASiVSng8HnZWhUIhlqdC0Uta+7Q+JyYmsLGxgbNnzzJjiOZEGNknI0eIQBgZGcHo6Cimp6d3GM38d/l/U14c9Y8cFYuLi3A6nSzi1tPTI0pMwreDZ+sUW090Rg0MDLB30ZzG4/GiXMpSa1KKsIc/c6hdABgMmrz2/BiQg0DI2EnfIdRBKYSHlPDt3IujinemELyT+kLnARHSlIrWSb1rr9HBvRiJdvvbjNz0ub06k96rkkwmWWQG2DZw/vqv/xqnT59+F1v105GFhQVMTU0BAMtPJwcUAKysrDCHZCQSgVKpxOnTp6HVanHlyhXmdCRGXRSAKosJZoMWVqMeOq0GR7pbcXFsHjazDuubMTRUWWA26jCwvwmJZAp6tbKIzdJqtTIn2/DwMFKp7ZIwZrMZly5dgk6nY3l5n/vc51BfX48DBw6gvLwcbW1t0Ol0jOjF6XQyEpFoNIrvf//7iEQiCIVCyGQyUKvVyOVyLBqWTCbR3NwMi8WCbDaLzc1N5sxaWlqCQqFgka3y8nJks1nodDqkUinJwuZqtZqxi+5FFAoFrFYrcrkc5HK56HN1Oh0MBgNj9QwEAshkMoxNemVlBUqlEsvLy4x0joqiy2Qy3L59G5OTk+jq6oJcLofJZILP50NlZSVjfi4rK0N9fX1JMqy7lXdk5AFvs5YdOnTofVUI/actvFedV/j36i3kPaJi0A5eeKOsqakJhw8fRigUKopwiAkZHXq9vsjoulu4oRiMU9hfHrYijFAJoaJ8dEhozOyF0UwINaJnajQatLa2YnNzs2hcyQDVaDTo7+8vyg0rNR78e3hYrRjsTmjg7hUOCOwsESGEofI5IMI15vdvs3dRVGG3+S31GbE276bYkOd8aWmJeecod0tqXZ87dw7hcBjT09NFkF4eIkb5DQ7Hdq0d+hnlkFE/6DKRyWQ7ygUEg0HkcjlmXAn7UlVVtSMytLi4CJVKJbq3+O+T4kZRqKWlJVy6dIlBJYWGuc1mQ01NDerq6mA0GnfA3QqFAhoaGpDJZKDRaDA7O8uiojTmBJ3ljdxz587hwoULeOONNxiNNyncwj3L77tcLoelpSX09fUhmUzugPEpFArGckn9pmibzWaD0+nEiRMnGORcodjOwwyFQoyBNBQKMVICgiutra1hYGCAFckWzoXwrOJzvLxeL/OgDw8Po6ysDGfPnoXNZkM4HMby8jIbL7EIPB8BLhQKiEQiDL5Dz+bXFjkR6LkUxbLb7UUwR5fLhStXrjBnBZUukII1iyEhpIwF/mygvR4Oh4tISmhuKBonZBMVE/65fKSXh5oGAoGS54nQUBSDbIrBO8WEjOhSZVforKE5pvtCmAdXV1fHUhrojCo1LmJnnJhxLIQ907krdPyJIR2AbQZlgjLv5V54L8vHPvYx/NM//RMAYGNjA4cPH8ZXvvIVfOxjH8PXvva1d7l191du3LiBpqYmxrAMbM/xwMAABgcHUVtby0g+jEYjXn31VYTDYfzrv/4rFAoFVlZWmJ60tbWF+dsB2MwGdLU40NfWgMH9jZha8uLTHzqMrVQWVRYDulpqUWM1ooACUpksVtYjCAaDmJ6exvr6OtRqNQ4fPoyWlhbU19dDrVbj2LFjSCQSqKyshNvtxsrKCjKZDL73ve9hZWUFN27cwJUrV+Dz+dDf389qvTU3N+PgwYPMOd/Q0ICKigr09fXBarUik8mwcgRyuRxGoxFbW1swGAzIZrOYm5vD+vo6bt26xRwu8Xic3d8mkwlbW1usJBLph3K5HDKZDAqFAjqdDjKZDEajkUXlpEQmk0Gv1yOVSrGoG18pQK1Wo7KyElVVVawUQmVlJRQKBdPlC4UCi8weOHCAOXxbW1vx+c9/HkeOHIHZbEZHRwc2Nzfx4IMPsjne2tqC0+nE1tYW7HY7mpubWT7jvZQ7MvJ+//d/f89/flry7LPPoqmpCWq1GgMDA7hw4cJP7d13IuRBJEOEDvRSeHvhRc17P+niFvMciynkdrsdnZ2d0Gg06OzsFL2g6MKNxWJF7ISkmFJBWyklQPhMIYyTjIFoNMq812KQQ7G6fmIGGj9OvHIsVC7pb7Gxpu8aDIYdjIx2+3YO3MDAwK4QV15KRaz4n4sZuF7v2zUJpZ4vNXd8Dh6vbPAKJ4//F453qTzDUn3mFTVSiNxuN+bn5/HjH/+YRbdImfJ6vbh06RJOnTqFkZERTE1NoVAosEiwlLJ29OhRrK2t4ejRoygUCrBarVAqlcjlcqx/NN9k4NntdqjValaTjpwkCsV2DTOC/AoNb76mmjB3iiKOa2tr2NjYwL/+67+ivr6e1R6jCDYp0PR9r9fL5p7eOzExgbGxMZw5cwY/+tGPsLS0VDQ3a2trqK6uRl9fH1wu1w64G3mBBwcHUVFRAbPZjOXlZQYByuW2C9wSDTadH+3t7WhpaWGXCu0rsT3L7zuFYpv8Sa/XF+0XHlpGZ8WlS5fw5ptv4ic/+Qm7FOkME+4FMXgeRbxu3LjBIpR04ROSoaGhoSiKLHQkDA8PY3FxkRmUR48eRTabhcvlwtTUFLLZLEKhUBFTLl/LjuCANOZmsxlVVVV45JFHUFNTA7fbzaLLYnuESEGCwSCL/NF5HYlEYDQakclksLi4iFgsxgx+fg3wsGZa18K5Ee4b4d6tq6tDdXU1ezeN/8TEBBtPviaew+EoKiyfTCbx7//+77h58+aOch3AtgI7MjKCl19+mTkJifSGJ97h+8MbikTYI2wzD5UVCvWD7hFh3iWfwys0GK1WK8LhcNGZxyNpaN6E48KL2+1mZV5KCZ2vudx2KsDY2FjReUVzIrwbeVlbWxM1ht9vcu3aNTz88MMAgO9+97uorq7G8vIy/umf/gl/8zd/8y63TlruhZ557NgxLC8vs/ued8ZTqkNdXR1DIXzoQx9CLpfDsWPHkMvlcPjwYYaGKi8vh0mvQQGA014JW4UB3z59FRuxON6YmsdGLIF59xrOXJlBLpPDmSs3IAPw2MF22Gw2NDY2IhaLobGxERsbGygrK0NlZSXMZjMKhQIymQyMRiNCoRCSySRmZmawubmJkZERXL58GdPT05iensbLL78Mo9GIW7duYWNjA2q1mjEI22w26HQ62Gw2GI1GKBQKyOVyZLNZyOVyVjCcct5oH2ezWWSzWWQyGcjlcigUClZ3b2tri90FuVyO1dYj4ywYDLJ6gcSMKSVU6D0cDgMAK66uVCqh0WhY9I7KOjQ3N7PyENlsFg6HA/l8HolEAgaDAblcjkXl4vE49u3bB7vdjiNHjqCvrw9Hjx7FxYsXEQgEMDMzg1wuh3379sHpdMJisaCvrw/19fV3vK52kzsy8kZHR4v+fPOb38TXv/51vPbaa3jttdfwd3/3d/j7v/97jI2N3fOGism3v/1t/O7v/i7+63/9rxgdHcXDDz+MJ598ctdD990Q3hAhxTEajcLv9++oMcQriSRC76cwCV/MAy2E8RHcaW1trUjx5KMMPLEHfwgpFAr4fL6ii1IsMsVfhkIYJynQVNyXV7p5b6mY4bdbJIlXRIXjQ38DO6GAYsYj328+GsB7WEvBgnioJvB2TqVwXsT6Sc8v5eWVMuJL5eDR+0jZ4eG+Uu0QjgWvTAujU7RuKOdlcnISMzMzDFJHnyePNCnYSqWSwSv5tU3v4dfphQsXUFVVhZdeegkmkwk6na6oLABfgNlisbDkbqfTiTNnzkChUODf//3fMTIyUkTDHIvF8KMf/QiXL19mBnZVVRUbG57Oenx8HJlMho3B8PAwgsEgXnjhBRiNRly/fh2nT5/G5uYmJiYm2JoPhUKMXCOX2y563NnZCavVCoVCgWAwCLfbjddee40VSBdG7gneQ/A2r9cLn88Hi8WCZDLJEryJ7pqMXT53ic6UI0eO4Mknn2TsZPyepXkUW2sEm+zr6yvaLxT1sNvtLEfw0qVLmJ2dxerqKhtTyjsT7kXeYKA9Y7fbce7cOcRiMUxNTbF9KpPJmDOEd96QEU0QaTL4g8FgEQttW1sbIpEIOjs7WeSmu7ubRZbHx8eZUe/3+7GxsYFnn30W8/PzePPNN6FWqzE8PAybzYZIJIJMJsM+S/uWJwUheCAPA8xms7DZbCxyrdfrcf78eZazKKboj46O4ubNm3juuedYNEh4/tMeW1paYtHL0dFRAGBF0/k7gsopUC0/mUxWdM5RbtArr7yCW7du4Qc/+AHLZ6O5DwQCALYjM1tbW8xJODU1hWg0iunp6aJoGu+cJMcBD8undSfMBxQ7B8kQEzqqeGOdzwekM8bn87FoLM2JlNNBDFHDRxD5c1MsF1mITKE28sYjfzfyjmDaC319fUV38/tVSCEGgNOnT+OZZ56BXC7HAw88gOXl5Xe5deJyr/TMdDq9A+bP33VjY2NIpVJQKpUMbr1v3z40NTXh2LFj0Gq1sFgsjDlYJpdhLRgBAKxtRqEsVyASS+HN8XnMLftxff42DDo1hmfdCIQ2EdyMIZPJo7u7G1tbW2hqasLy8jJyuW2CPrlcjra2NszMzKCxsRHhcBgDAwNoa2vDY489hkKhgKqqKsjlcqjVanZu+P1+aDQaRKNRvPDCCxgbG8Pq6irefPNNxGIxuN1uPPDAA6ivr0d9fT1UKhU0Gg1SqRR8Ph+2trZY/jQZbHa7HRaLBXa7HXq9HlKV3miPqFSqoihcoVBAOp3eFb6Zz+eL/q/ValFZWYmamhrIZDIolUoYjUZotVrU1tbC6XTCZrOx/L1MJgOtVovp6WlGlpPL5RCLxfC1r30Nr776Kubn51n0jyCaFRUVsNls6OnpQWdnJ+RyOfx+v6gO9k7lruvk/dVf/RVee+01/OM//iPMZjMAIBwO49d+7dfw8MMP4z/9p/90TxsqJocPH8aBAweKwvwdHR146qmn8OUvf3nH51OpFFMwgO36JfX19T/1WjBer5cRC7S2thbVhAKA4eFhxGIx6PX6HVTawNslC/h6R0DpmmZAseczkUhgcXERHR0dkrV5SHni2fOAnfWX6Lti7eLbkk6nMTY2BovFgmAwyEgVHA4Hexdfl0+MCEDM+BHW1qLP8vUC+XICpHBQ0U/Cg9MFyveb2kZ1xO7kkhU+R2o+hAYm752nfhBpAkUr92KYij2HlBj+M2Rg0+d5xYpqUVGtut3qYxG9vNPpxMLCAuLxOLa2tnD06FFGsxwMBhmev6+vj0Xj+Dmz2+3MU85DppaWltDU1ITGxkZm4CWTSZw7dw4PPPAALl++jKNHj2Jqagr5fB52ux3T09NQqVQsIkRQktbWVlb81efzQSaToba2lmH0VSoVo5zv6+vDxMQE1tbWMDs7i49+9KOsHtDzzz+P5uZmbG1tMbrkdDqNhx9+mBkq5P2jyC31mWApqVQK09PTeOSRR6BSqaBSqVBZWVlUV4ui98vLywyefP36dajVajz88MMIh8NYWVmB1WpFXV0dW98OhwPDw8OYmppCa2srq7HpdrtZBOnEiRNFkVSpGn/CvQCgaP8B24ocFfT2eDwYGBhAS0sL7HY7g/Tx0Xp+vfHvBoBoNMqopekzk5OTSCQSzAP9yCOPQKlUMoOXDHKaW6vVimAwuA1x+v/XC43FYnj44YcRiUQY8QcxmxJstLu7GwBw/vx5ANsKQWtrK2ZmZqDVatHQ0MCgQsQIGo1G8fDDDzNIlhBKzRvcFNmZnZ2FRqNhdPoEeeXvhXQ6jZdffhk3btxAQ0MD2tra0NPTw85beh6VhSBCD3LuJZNJVgCd9hwALC0tYXR0lNGEq1QqtLW1IRaLobOzE+fOnYPL5UJZWRmmpqZYLS4iOCF4//r6OqvB19TUBIVCUVRqIhaLIZlMMoa69vb2Hec1v8akzk3+PKKzmYS/i8TOX3qPxWLBxMQEqqqq2NoTO3/4M5Rfn7T+Ozs7MTU1JVk6SOqc59tB3yfnpFS9QLEz/37K/aqT19PTg8997nN4+umn0dXVhZdffhkPPvggRkZG8JGPfOQ9CUW9V3omGfVieonf78fi4iLW1tZY5Jugf16vF4cOHUIsFkM+n0c0Gt0mG5k7C5NOgyqzET96cxw2kx6vj95EMBLHnNuPaosRdosRKp0agbVN1Nkt+LPPPY35ikPMqaDRaJheQM4Wclw+9thjyOfz8Hg8ePrppzE2NsYKdm9ubiIajSIWi6GjowMqlYoheW7evImNjQ0W3Tp69ChGR0cxMTHB6smFw2HI5XKEQiEW7aOziwim2tracPPmTaysrDAil3w+z84zAExf1Gq12NraEs2Jp7QMoUEnJlarFUajESaTCel0GnK5HPF4HF1dXTAYDGhtbWVkNAQ5XVpaQmVlJSKRCBobGxGPx7G+vo4jR47A7/cjmUziyJEjqK2txdzcHGpqalBRUYHe3t6iUmWhUAhyuRwHDx68p/vurnPyvvKVr+DLX/4yM/AAwGw240//9E/xla985Z40rpSk02mMjIzgxIkTRT8/ceIE3nzzTdHvfPnLX4bJZGJ/7kdotJTQZU+sYkNDQ6LEGLuxVZJnkOod8XkFvAdQKORhdjgcjDxCmPcmjNDw0CVh4nwulyvynlLU49y5cztgJ7lcjkXUAoEAampqduQeEaRFSDbDt114wYnldPCKlFi9OK/Xi1dffRW3bt1CIBBg5BS8EcvnTeVyOVajS3gJiUEnSXaDdQr7xF/+FM0heA8P4RQbC96rTf+n5+RybxPfiJUlWFtbY3Ayij4J++jxeJBOp1m0RqxvNMculwvJZBJPPPEEg1z88Ic/xNraGtbW1hAOh1FeXr4jZ4ogTFTvbGpqikH73nzzTeRyOVRXV8NutxflFp07dw4qlQovvfQS4vE4zp8/z5gbycAymUz43Oc+hyNHjqCurg4HDhxg+8hut+ORRx5BbW0tjh8/zhKmx8fHMTY2xjz+PT09CAQCMJvNOH/+PPL5PBYWFrBv3z5Ge720tITbt2/DZDIhEAjg/Pnz2NrawurqatF4JRIJ+Hw+xpYYj8fR1taGZDLJvIV8hJ+fK4rYBoNBRCIRaDQazM3NYf/+/aitrWUGOeXh0RhmMhnEYrGiOSM4ztjYWBFEUXgmUBSGIMY8SyS//yiq29vbC61WW5Sr7fdv5xAGg0FcvHgRo6OjOHfuXJGizkdk7HY7DAYDTpw4gY2NDbY+dTodI2/QaDSMFMlkMmF2dhYGgwHr6+sswkge50gkUlSL6o033ijKP7RYLKiurkZVVRVsNhuLQjc2NsJqteLIkSOMXpwMeoKU37x5E6Ojo5iZmcEPf/jDHYgHinbRWqJzeHNzEy0tLUgkErDZbGhoaMChQ4eKzsZ0Oo3nn38e5eXl2L9/P8vBXFpagtfrxfDwMDweDwKBACsHQqVBWltb4fV60dTUhI2NDRiNRpw9e5ada5OTk1hZWcHw8DDm5uaQSqVYNGlqagoul4t5ovv7+9HV1YVEIsHuGipvQYQCPHGAQqFAV1cXY9Akw91gMCAcDrP54c8zPipMdWOlUgR4eKXdbmfzzN9ftI75Uh1TU1Msskv3JbWBj64tLS3h5ZdfZvBZurtp/RPZDzls+NQAMUit2N1FEVl6P8Hx6Ls8McwHoYzCf/tv/w1/8Ad/gMbGRhw6dAgPPvgggO2oHjmN3ktyL/XMyclJppfwqTe0bshxkc1msby8jGw2i3g8DofDwVgvaX3r9XrotSosrqzhuZcvIbWVxsuXrqPSqMWtlXVoNWWQ54FkOoPAahgrgSDCmzH8nxdfgcfjQSwWw+uvv45YLAaPx4OFhQUYjUasrKxgYWEB3d3dqK+vh9frhVwux1/+5V/C4/GwmnyUU0Z54tlslkXAXC4XmpubodPpUF1djbGxMczPzzMnD6U7JJNJKJVKaLVaxONxqFQq5PN5xrr51ltvYX19HVtbW0ilUuyutlqtLOJnMBhgsVig1+uLDDw+V4+vw8cLPYOPAMbjcWQyGayvryOfzyOVSuHo0aMsCnfmzBlsbm4iEonA5/OhoqICv/iLv4hDhw7hox/9KNra2mA2m9HW1oZsNouDBw/iwQcfRFlZGUwmE1pbW6HT6dDR0cHOG7qjzGYzIpHIPVm3vNx1JM9gMOAHP/gBHnvssaKfv/rqq/jYxz6GaDR6TxooJSsrK3A4HHjjjTdw5MgR9vM///M/xz/+4z9idnZ2x3fezUieWMQJkC4kXupykPrdbpGju3mGWIRNKpJHfdTr9VhcXERrayvLfyKvNRkqYqx99B4puKJUJE/MS0pQNcKa82NCcKZIJIKTJ0/C798mR1GpVBgYGCjyJpPiINWuvY65MNIm5o2lZ1GkgKC9ZGgMDg6iqalp1/n0+7fz8y5dugS73Y5sNsvo+MXGipSgV155Ba2trWwdUn8nJiZYcnFNTQ1TNGis6BmU+0cwXYqyfec730FVVRXztNGYlpeXo6amBpWVlZiZmWFesdraWvj9fvT19eHatWvQ6/Xsgujr6yuCaXq9XkSjUczNzaGiooIZYwqFAhMTE9ja2kJ5eTkGBweLIg/0eYqYraysYHZ2Fo888ghaWlpw5coVLCwsIJFIoL29nUHH3G43vvOd70Cr1cLpdMJoNCISiWD//v2Mgv3QoUNoaGhAKBTC/v37MTU1xXKOfD4fampqEAwGYTKZMDc3B5VKhWAwCK/Xi89+9rOIxWI7PPjkrKCIEQB0d3fjxo0bSKfTKBQKKCsrQzabFaXYTyaTmJubw8MPP4y5uTk2RiMjI/B4PLBardDpdEWRatrPxC5LENienp4d0Q6hd5oir9RmcuzwivzU1BRMJhNcLhcrSSKGHvD7/WycyetMF+zW1haGhoagUCiK2kpKPLGEEmPq2toaotEoFhcX0dzcjEQigccff5wxmfLtHx0dxe3bt1EoFFh+Go1voVBg/fH7/dDpdJiamsLGxgaampqg1+sZC+jw8DA2NzeRSCTQ29u7I8JHY+3z+RjrHi/Dw8MIhULw+/341Kc+hYmJCWxubmJ8fBxqtZrtISHsn+YxlUqxCPLp06cZc6nD4UA0GsWlS5egVquhUqkY6Qh5l4PBIBtDig4LEQW53HZO7M2bN9HW1sYo1cUQFqUib8L5p/VnsVjYM6XOUOF5LXwuzUEqlcLQ0FDR/UUOvUAggJ6eHhZh/vGPf4xbt26hsbERBw4cEI2q0fqXum/E7gf6GbVBbM6F35PSE+6X3K9IHgC2f3t7e1nO1NWrV2E0Gu9LMeh3IvdSz7x27RqsViv7OUXrCKZKzLo8DJ8cdGTYEKnI0tISsjOn4FkNwrceweSCF4fbG3B6ZAZbiS34whHICwVYKoyosRqh0agRSyTR0+qE6+jHGHyQnPUEo83n84jH42hoaMCJEyeQTCbx7LPPMl3hgQcegNvtLoJX2u12nD59GtFoFPv27UNvby9mZmaQSCQYq69Wq4Xb7UZ9fT0zonQ6HaqqqpBIJLCysoJYLAa5XA6tVsv2UllZGRKJBNRqNfL5PMxmM4ukKxQKGI1GVFVVMTQMjTvV2SPYJrDtECTnHLBNrELoJLVajWQyibKyMuZoIcOzqakJ9fX1uHz5MiKRCNLpNHQ6HZqbm1FRUYEDBw7AYrFALpcjn89ja2sLY2NjeOyxx6BUKhkRi1KpZE40l8sFvV4Pq9XKyknQedzV1fXeiOQ9/fTT+LVf+zV897vfZXk+3/3ud/Hrv/7reOaZZ+5J4/YiQgadQqEgyaqjUqlgNBqL/vy0RCziBEgXEidFnSIxQsiPmKGwW+SIF6H3VMz7CRRH2ISF2on+l3IV/H4/Y+qjKCUAtvHESEx4DylPFy3m9RSrvwSgqB+Uw0Wec2EhY/p8S0sLPvzhD7MNrdFoYDabWY4PfY880NRfoDg/T2rMhRE+v393tjh61vHjx1nNL2Lwo1wuMaId4XzabDbMzc2x2m8ul0s0b8fr9bKxJmU8GAyyvCCaa74ost/vx+uvv47R0VGMjY2x3NKRkRHWnnw+X8RmZ7VaEY/HUSgUUF5ezgpvU2Rnc3MTra2tiMfjOHDgAMbHx7GysoI/+ZM/YUiBTCaD7u5uRCIRplzTmBkMBvT29hY5DxQKBZ588klW7JXmlQwrtVrNonChUAirq6uIxWI4f/483G43enp6UFFRgdbWVgSDQZbL1NDQgGPHjqGmpoYZrN3d3WhpaWHJ2RqNBhsbG9DpdDh//jz6+/uLIGyTk5Po7Oxk0Lh4PI5gMMhqz/FriifQAbaNlEKhwMaNDEoaj1AoVJQ7OzY2hkQiwfrKR68UireZ3TQazY5INZ1Z/D6gOmv8OPPKCuWVUMmKyspKxlYaCASK8qyIbZNXxvm+055JpVKsMDzlJVJS/8mTJ1nOBa1TyvHs7+9nxgKNm91uh8vlQk1NDeRyOUNECCMp5Kior6+HQqFgOVwajQYDAwNF5ReMRiOSySQeeOABdHR04NatW1hZWWFj2dPTg1QqxZATfLSdou/0TmGxbrfbjYqKChgMBjz88MNQKBTsed3d3VCr1eju7oZGo0FlZSX8fj9effXVonwhmr+1tTW0trYiGo0inU4zREl7ezvq6uowODiIhoYGTE1NIZ1OM8Oc9r7D4WD1N8mIpnPR6XTiscceQ11dHXK5HMsJXF9fL0JY0PzRnAjJnui+oVwfWn+0HsRQHvy6EWMgpTkwmUwYGhpic0z3FwCMj4/D7XZjamqKre2hoSE0NzdjaGhI8pynM1XqvhH7HvWRSmaIOQeF3yuVN/1+E+rb6dOn8dJLL+Gll16C3+/HzZs33+2mScq90DPJOOfXi92+TTBUU1NThJgaHByEVqtlzqmbN2+y9b+8vLxtTLXWw26twEY0gYd6mrGyEYWzxoxENoN0Jo/NRAqx5BaSqSw6m2vRWl+NlfUQstks8vk8ysvLcfjwYfT19bE8fbVajUKhwNA4Fy9eRF9fH+vT2toaPvzhD2P//v3sLDWZTHA4HNja2kI4HMbIyAj27dvHdCpKU9BqtVCpVKirq4PBYEAikcD6+jpkMhkrxVBdXQ2LxYKqqioWya6pqUFZWRlaWlqQTCYZpDOXyyGTySAQCCCfzzPUkFwuZznpfHSPkEhUbJ2gmBSAoDx/s9nMoJjkgA0Gg4w8huDyNTU1ePrpp1FbW4tbt25Bq9UinU5jZWUFQ0NDSKfTjPQrEAhAodgmkNHpdFhaWmIIl2g0CqPRiEAggOrq6nu4arflro28v/3bv8VHPvIR/PIv/zKcTiecTic+/elP48knn8Szzz57L9soKkRlKlSY79dAvVMhGJMwp4supUwmwyCDZGzxsCihsicmdOkC0kxrYvBC3oASGpB80riQ7Yz/LA8n45UlukiljCQyZsnIpUR/IeyFLgZSgsjTKVRKKUpDip5Y9E3YR1IQVSoVa4+wH7xithfYDP+5dDoNj8eDqqqqkmxx1NZQKIT+/n6m9KlUKjQ2NuLGjRusUK9YO2hu/X4/WltbkU6n8alPfYrVQuPZGKn8gJDggfKLqqqqUFZWVgR/ArYVlKamJqbwJ5NJzM/PI5VKIZvNIpFIMOZIj8eDc+fOQaPRMAWspqYGzc3NMJlMqKmpQX9/P6sfNjQ0hK2tLeRyOfzwhz/EwsICvvGNb2BtbQ0GgwFbW1ssEiIcMwAMpkZGDs0h1dgBth0NHR0dGB8fR1lZGX7wgx/AZDJh//79CIfDRfVuhoaGoFar0dnZyeaNDCMyHqgNwHZkjfILTCYT3nrrLUQiERZ5czgcSCQS0Gq1mJqagkKxzTZms9kYtITyBoROHGEdP35u7HY7nE4nBgYGGJGISqVCIpGAx+PB/Pw8XC4XNjc3WQ26iooK5jAS1lUj4fecQqFg5A8WiwXDw8NF5xUJr+Tyinc0Gi2CeL711ls4f/48I4bh55OHq5GRQRFpv3+bkMPlchWR7tB3Gxoa0NTUhIaGBlYyggxKOoeUSiX27dsHrVZbxFYqdl7W1NSgp6eH7QeKpJDhl0qlGNEInXVms7lIAVQqlTh58iQrUyEcXzJg0uk0rl+/XkTGsbi4yHICC4UC/H4/e96+ffswNDSEpqYmRupFEaXZ2Vl2RpIThyJ6VVVVKBQKLG+vsrKS5RCSYUXssvz4EeGK0Njgx53ozYk9Tswgo0gOOQZ5o5Zyj6empmA2m4vWJOWwJZPJHXMlNNKFTkSFQiFay5Xmgc4VyscFtj3/H/7wh1l9MuFdR+2WyWSoqqpizicxpAQA5vgieB7vLNlN9sKA/H6QxcVF9Pb2oqurCx/5yEfw1FNP4amnnsLTTz+Np59++t1u3g6513omQbSJeA4Ac3pRqQzeeU1rurm5GVarlZ3hWq0WdosJ0fgWrEYdllfDGNhXh814CurycqjKgDLFNlxTrVJgzr2GuioLPnxk+yze2tqCSqVCfX09VldX0d3djVwuh/r6epw8eRJqtRrnzp3DuXPnMD09zYqmu91uXL9+HTKZDGNjY7h8+TJWV1dRX1/PnFFGoxFzc3Po6urC0aNH8cwzz6C6uhoKxXZ+MEW91tfXsbKywvLh6+vr0dvbiz/6oz/CwMAAGhsbUV1dDblcDrvdDp/Px+5HOl9jsRiUSiV0Oh3KysqgVqshl8uRyWRYxE4mkzE4udFohNlshkajYcyc5HwmNAshkKjEg8vlwszMDJRKJfbv34/W1lY88MAD+Pmf/3n09vZibGwMsVgM169fx8rKCrRaLWKxGGMNpf3t8XiKIqWxWAwKhQKtra1YXl6GyWTC+vr63S3UEnLXRp5Wq8Wzzz6LYDCI0dFRXLt2DaFQCM8++yx0Ot29bKOoEAPRmTNnin5+5syZorD6e0WkImdK5XZxylQqhXPnzrHoHbCzZpZQyGMqLHBeyhDhLyhqQ6kLhBQR8sCL1XHi8yiEbRUaVHzbKOdtZmaGeTUoP44iAtQHYc4EsJMp024vLlTt8/kka9SJzY9CoYDZbC5JUy30sIpFGIlBjsaD8uuCwaDo+InNDz2voaEBJ0+eRGNjY1HOi5iHmAxUv3+bsZVIHBQKBcsFos8T02E8HofX64XD4WBKHVHTV1ZWYmJiAsPDwzh79iyWl5ehUChgMBhw9OhRbGxsQKFQMCNIodim1yca6Lq6Ohw/fhwmk4lFXCjHkLx/fr+fGZqklFOuxr59+/DJT34SfX19qKurQ3t7u2iZBd7Db7fbkc/nmXPC4XCwCA9/aR48eBDZbBYDAwMMY9/R0cHyBAiSbLPZoNFoiuZtbW0NFRUVKCsrYxEOYDuKRm3UarV46KGHoFQqWT08r9eL48ePw2AwwGq1FhlE+/fvR11dHYvG0Hql+SBvqt2+XcfPbDZjampqh2OFlG0y2mw2Gzo7O2EwGNDT08PgnT6fr+gMEDufSKi+Jq2fc+fOIRQK4dvf/jZzOlA0hy9pAGwrKqFQCK2trSwf0G7fLmtRqpYRzSn1iQyovdRy49mJaV3T3hTuHWEellgbKMk+nU7j9OnTWFpaYoyNTqeTOe7IAXDo0CGWXyQWaaczgo+kkwiN5FgsBpVKhbW1taLzlQwrWpe09onQAADzoPMGd19fH9sPNpsNuVyOwTTpGVT7ls+/JpbTtbW1ksgFiow++uijaGpqQl9fX9Fn6Gyks4m86ML8TnJ+FgoFdl+dO3cO8XicMa0K3y22JoSIGOHv6N1k1JIhXUpoLGmMibgpEAgUsYTyz+eRHLyBLNV2Qm9QGRQ+f+/9LF/84hfR1NSE1dVV5uw6f/48BgcH8dprr73bzdsh91rPJIcyEesJ1yWxU9PPaU/odDqo1WpoNBqcP38eNpsNZ4dvIJJIIJPP4WhvM27eDiK0GcXC7TX41iPYiG4hk0pj0R+EXFZAIp2CZzXMSjQ0NzezM6hQKOAzn/kMYrEYuru7UVdXh3A4zMhHDh8+jEAgwJwyGxsbaGtrg1qtRiQSwerqKqLRKDKZDDNE1Wo1amtrEQ6HUVtbC61Wi/X1dZa3TiQym5ubCAQCmJ+fRyKRwKuvvsqQGtFoFDU1NTAYDDAYDFAotouX87BXInfTarXIZDLMqJPJZDCbzSgrK4NWq0U2m0UqlWLO1HQ6zXIAc7kcotEoysrKEA6HEY/HcevWLTQ3NyMcDqO/vx8bGxtIpVIoLy9njqqFhQUMDQ1BJpOht7cXfX19TAdZXFyEXC7Hvn37UF5ejkwmg4WFBdTX12NpaQlbW1sMTXH8+HFsbm6isrLy7herhNyRkTcxMbGDoUan06Gnpwe9vb07jDuiSb9f8vu///v45je/iW9961uYnp7G7/3e78HtduO3fuu37ts774UIFXkiWqGJJo83rxiQskIXJR0AYgXOhVEvHt7HR3OoDe8UCiIFoxFeYNQOCrUT9ryiogKxWAwOh2OH512oTPB942tGATsjcslkEsFgUHTMhULRNvLKSolQWUun01hdXWVEBgRbGx8fRzqdxujoKCoqKhhem2oN8mQCYnBZfu4IokX5UPya4Mebor9msxnBYJApHMKIASmuFouF1Yih5/h8PgBgSjWNRUVFBRSK7Ry4eDzOoo1kPPGQPL6os5CSf3FxEVVVVQwuRvNEEDEAaGlpwZe+9CX87u/+Lh566CEcOnSIkVHYbDaMjIww40LoYCASGSJuESrD1LempiY88sgjrD4iQSqHhobQ39/P8rPoAuDXGRleBw8eZHmJfDvImGxoaIBarWYRCo/Hw/J9PB4PxsbGGASxrq4OVqu1aG+IRcb5kg6kCBNBBUHkaM1Q8XBS3v1+P27fvo1MJoONjY0iBVu4n/mfU44TPYPgv2QE8GuGj3TQ94UoBoVCgSeeeAKHDh3CwMCA6D4TOjGoD3TeiUWhadxGR0eLIPCBQKAIKs07PoT7gz8PvF4vZDIZOjs7oVAosLGxgXg8zlhWaV0BO0us8M8XCp0RfCkC3kjmobAnTpxghYb5qJeY+P1+tLe3o6enh7G0Uu4lH+kSqwXHoxr4c0UMQk5RPTHHIuVZzszMMDQC/xlik93Y2GARYr7UAa0TipYSWyoAlsfS09Ozw7kldbYLETFiawyApONQzAjjYar8GVlVVSUJ1SRYHpVDoHNTqu25XA43b97E1tbW+96w4+XSpUv40pe+xNALcrkcDz30EL785S/jC1/4wrvdPFG5V3pmbW0tgJ2G3tWrV+H1elFVVQWLxcKc3ryDu6qqiuWvuVwuTExMwKBVQatW4YkHumHQadDmrMJaKIZ0NotsHsjkgXA0CbVCAf96FFcmF7G+EcXZs2cZEROdjQMDA3j++edRKBTw4osvYnx8HO3t7ZDJZGhra8MPf/hDqNVqxGIxBAIBJBIJhEIhdHZ2MtbIVCqFhYUFRCIRvPTSSzCbzZidnWV6EZUzWFxcZFE2i8UCo9GI8vJyqNVq3L59G0ajEW63G9FolOkUVJ6loqICJpOJRd2A7Wge5e5RZE4mkzGot0qlQiwWQywWQyaTYRE8umtJJ62trUU+n2fMxvX19cjn8/i5n/s55oAFtknTlpaWMD8/D4/Hg8nJSTz44IM4cOAAGhsb0dHRgWAwyIq/9/T0MCTHoUOHGLEcEcMRestisdyXSN4dEa/QBb5XyIDRaMTY2BhcLtddN3A3efbZZ/EXf/EX8Pl86Orqwle/+lUcO3ZsT9+9n8nFpYSHcYhFxXiWR54ZkiCbwNtJum63mxFSCKEoREohVipBCCURtod+n8u9nZwuBn0Uy43j3y9G4sKTmZDQd/eaYM4n0p88eXLHexOJRBHJi1gf+X6Sd2pychJ9fX1Qq9UsSiMWeaP8v1gshoWFhSLCAYoibG5uQqPRMGYmGsfV1VVYrVZGflAqOZ/GSipJn9ovRnzBK9lCogyiEaeC4na7nUVPSdkUzi+NO+XpHTp0qGidEUTD4XAUlXwAwDxofJvoMJ6enmY067QfydASUqCPjo4iEolgaWmJJTbzlObXr19nxD+PP/44NBpN0Tjxe0mMXp0Mmd1KRez2PACsRAERs5ChRoYIEUo4HA5cvXoVy8vLrJblnZQSIa8/T3zBt4FIhYgxktYUFUmX2tNSUShab16vF1NTU2hpaYHBYCiCWUqdLaXOPrE9Jhxj2teFQqGoBAu/Z2QyGdsDCoWC7aOampqiCK2QdZd/76lTpxiRTVdXF7LZbNFzS5V9KEUgRc8fGRlBIpGARqMpgp0K+8xDsAl6KZXHJbaGS7WDP2vpbi+1Fmgd0LnHl/jh1wW/9/m9JXUmCfe5WH+E66jUOrmT70p9n34uRpZ2p88vJVL3J+1bcpLxkfE7fcfdyP3SjcxmM0ZGRhgD4ze/+U0cP36cMToSa+57Te6lnincK+SY0+l0DEZPDl0eIUSkXZTG4T/1N0hupfHa6DSymRzkcgUuXV/AtZlFBEIRZHJ5IJ9Dnd2Go31tSGdz0CmVOPmrvwcA6OzsZM+enJyEWq3GjRs3WCoCOWyTySTMZjMuX74Mi8UCk8nEnITV1dWorKyETqfDd7/7XVb2YN++fWhoaGDIHcrnm5+fh1KphNfrhVarZQQm6+vryGazaG1txfT0NBQKBSuZQHoosM2IqVKpoFarGVwe2A426XQ6RCIRKJVKFtmje4rIo+gsNJlMuHHjBpRKJSvLUFlZCbVajc3NTcbbEAwG0dTUhGw2i1gshmw2i7q6OsTjcayursJisUCpVCIWi+EjH/kII51ZWlrCW2+9herqajz11FN46KGH2LxbLBaMjIxgbm4OAwMDSKfTrBxLY2MjY/C9V/vujow8uVyOz3/+80xx202effZZ3Lhx474aee9E3i0jbzeRYgorZVCJCSkrKpWKKWFSRo7w50K2SzL2SrGhlTIe6bMAihQt4eW1V7ZKvgYTr2BSn8TeJabUkeK4vr7OEr+JtISKXwrbQZe/Xq/HzZs3kUwmodFo8MQTTxTVfLNYLHjllVeg1+sZ9CifzzNCg4GBAcm2UcSWDnYAoux7YoYzHWRer5cxNwkZRqnfc3NzcLlcjPGJ8ouEsD1Sxra2tjA7O4uhoaEiA0pYK42cC8R8yDsMhKyRXu82C2N3dzeLBIjVA6Q2z8zMoKKigs0NvXtubg5arZYxYooZzWLrVLju+Pfya1hs3fD14oSfo8LvvDHHzy3vnFlaWmI1zzQajajyK+UAAraN762tLajVahY5pTXAz43dbmcKA7+WxMaDHEp8bivfT4LC8fUjpQwzKcNdKFLGttTZIlZrTGjkkFAkUMwAERrN0WiUMaVqtVpJQ0nYZvo+sPOMFn5OzICQcoxJGf38c8XGQmzPUT+kamDy45LL5RjEkIhyLBYLzp07h2PHjjE4aKk7RepMFzqoxBwBUvtvN2fBXu+RUiJcu6UcmHtpk5Tw89DQ0LDjnt9tz9wPuV+6EdVQfuqpp/Af/sN/QDgcxh//8R/j7/7u7zAyMoLJycl79q73itBY+v1+jIyMoK2tDYVCAaFQiBGMEIEXoakcju06prwTZnFxEdFolDm13T/8Cr5/7hrc/nUkttLoa2vAbX8IvmAEwVgM0wse5LM52MwG1Duq0NVYC5vFgKqDTzH9w+v14rXXXmNRsOrqasTjcVy5cgXNzc1Qq9WwWq1IpVL4wQ9+gNbWVkZycuvWLZhMJqjVami1WqysrKC2tpaVSLFarbhx4wbW19cZRJdYhmUyGdbX13HgwAEkEglYrVb4fD4Eg0GEQiFWM662tpaVDaIgAJ9Hx5fSoehcPp9HoVBALpdj0Xa32w2TyQSZTIZIJMLKQFBai0qlYg74uro6xgjd0NCAlZUVBrk8evQostksI0shh5fT6WTn+NNPP40LFy5gZGQEbrcb7e3t+OIXv8hSN8i5ns1mWa1squ2aTCbvObvmHRl5jz76qGQOhZQ899xzTEl9r8lP08i7kwtgt6Lid/Ke3SJjdMGQh0jK417KeNtNceHfwyuWpEiS50pKWd5rX/n/Cw0coRHER7xI8SsrK8Pk5CTDvxMpg7DgLR8dsVgsOH/+PJxOJ0wm0w5ll/KfaA+Mjo4ik8kwWJawBAWv9Hg8HmZA0veFCp5wrfBKHf2uvb0d0Wi0aD1RWyjqJTTw+PkBtnMTyJBqbW3d1bMttg6kFGpaAzzJh5gTQ2pfCJVcsX2z2/6709+X8vLz39lrlFtM4SWYJ13yVCJAodiGwfIOIH6fUx4Vz9Dp9/uLiCzE5kHKoATeLh0gRqHPO2vos8Loq5ThLhQefXDs2DHMzMyweqFjY2Msiga8Df9LJpMsqiQWeSIlORQKFUWKpQwQschTKafaboYtP8b8z/n5pbMlnU6L9rPUeUh9oNIrfISNXxc0XnQGCwuLS0VNKXePCqnTc8ScR3sZH6k9IPZzAKKOhL3svbuNru32DKl9fbeGpXAeCAlCiIp70Zc7lfulG506dQrxeBzPPPMMFhcX8dGPfhQzMzOwWq349re/vaMk1wdBaCxfeOEFpFIpGI1G1NTUIB6PIxwO48CBAzvmGQB+9KMfwePxoL+/H319ffj617+O1tZWyGQydHV1Yfj5/4lbKwHc8oaw31WDbKGABU8At1bW4VkNQS6XoUwhh16rxuF2F5KZNDYTW7DsO8KIVmKxGN58801otVq4XC44nU6MjY0hGAyiu7sbJpMJvb29+Mu//EtWt+8XfuEXsLi4CLPZzHJGqbSS0WhEV1cXLBYLlpaWcOvWLWZMKZVKRqi0tLSEiooKBINB/OIv/iKmp6cRCoUY6+ji4iIz6JRKJWQyGTY2NhhEXKvVMpK41dVVGI1GRKNR5PN5mEwmRnyi1+tRWVmJ8vJyRjZz+/Ztlr9nNpsZKoTqABIjNM/CqVKp0N3djUKhAKfTiY6ODkxNTcHn88HhcEAmk8FmszFiOrvdjqWlJZw+fRptbW2w2WwYGhrC2bNnoVKpoNfrmX5J6VJTU1NQKpXo7e1994y8D5r8NI28O7kA6IIlT4+U0nu37xG7+Pd6YQvfQUZSe3s7M3bi8TiDSVKbKVLR09ODhoYGSciXVBSF//duyg7BDYjRcmNjY4cRxEdJS0VuhoeHGTSJIhG84ba2toZYLAa3240HHniARRWFkVC7fZuAZX5+Hm63Gy0tLUUMmnzdJmqbTCZDMBiE1WotgtpKrRUejlbK0C1lWEgpMxQF0ev1O4xBMdmrYnIncLR74Z2/W7kXnvu9RCjE1jBFWqTmeS+RSD7KI+bs2YtCC7xdc03KGUA1APlokvDdpdYdjz5IpVIsIuvz+bC0tASFQsGIVCipnt5HMCAe0r7bOt8N6re0tITXX3+d1U/cbW3Y7dsQ+snJSbS2tu6AsfIKPIAdDja/X7xuFiAN2y01x1LrScx4KOWoobnnnyN0DN6plFpzYu1QqYprropF2ITfFzOk76ZNvJTaa3tF2kidBX7/NqNqMBhkyv9e23Uv5aepG1Eh6DsNILxfhMbS7XZjbGwMHR0daGhowPDwMPx+P8sHF+7VK1euYH19HTU1NaiurkY0GsWNGzfwxBNPbNede/lr+NGbE7BbDRhob4J3PYzXhmeQTKYwvxJAhU4Nk9GAmgojDEYNtrYyWA1uoqy2E01NTWhsbEQ4HMbCwgIqKytx+PBhDA8PszO0trYWDz74IN566y2YzWa8+eab+NSnPsXInShaNzs7i+rqarz++uuoqalh0b9YLAaDwcCia8FgELdv32Y8HUQmVV1djdbWVpw+fRrANvRSLpdjamoKRqMRmUwG+/fvx+3bt7G5ucny3J1OJ8LhMEuJCYfDyGQyjNBrc3MTZWVlaG9vx8LCQhFzbkVFBex2O1ZXV5HL5VhBdrlcjpaWFsTjcczOzrKoGs0hlYV45JFHoNFo8PLLL8Nut+Pxxx/HysoK2traYLfbGVorl8vh4sWLOHDgANxuN2Pe7O7uFoX8v+uRvA+avFcjeeSpJOKQqqoqduGXUsr595T6jFhh2FKfF7YfePtSonC12+2Gw+FAKpVCV1fXjktYChoEQBLOBaCkR7dUG+lyFxpIvKefpJQRLRYh4SGsqVSKQR7J+MnlckXeeHoueempeDV5aoWQLD4KsRt8iV8rQgNJuBZ2m+Pd5F4oGlKR5b1AkcU+c6+Un3ca6dvLZ8Wi2aW+6/V6mVPg4x//uCg0TuqdPNyOojxGo7GotMlexk/MoVNq7oC3I3kAiiDBkUiEEQu0tLQgFosVOTPouclkEq+88gpaW1sZtT/tqVxum+woGAyirq6OEd+IteVu85f4iJvXu11TsrGxET/3cz8nOs5CaJ0QnSAW2SdDlZwwZrOZRc2At88kodEnBesUE2HbgJ1nB+WrBAIByGQyRjqwG/ReyjDmzxix991JhJTvBw89LZVnKBwbUlidTifLIRY+t1REW+yzfL+EUMq9OqKknEbCKPQ7jRLerbxXU1nej8JH8g4dOsTOR6HTReh8X15extzcHHQ6Hex2O+LxOI4ePcpKRPlP/Q2uTi0iHI2jq7kOvvUNjM24cWXmFipNemyl0tjfaIdaWQ6b2QCTQYfxm7ehbDyIVCqF+vp6VFVVYXFxEU6nE7W1tVhdXcXc3ByWl5eh0+kYA+StW7dgNpvR0tIChUKBcDiMxsZGqFQqVkLp1q1bSKVS6O/vRyqVYoaT0WjE6uoqLl68iFQqBblcDrPZDJ/PB5/PB7vdzgw2r9eL6upqRCIRpFIpeDweVFZWssiX3+9nRdzpHVQSh1BSarUaABjhUjabZeWRXC4XCoUC+vv7GZNuMpmEVquFXC7H7du30dHRgWg0itXVVVbvb3NzE4VCATqdDiqVCp/4xCcAAN///vfhdDrh9XrxoQ99CFarFWtra0in0+jr68PGxgZDS6lUKiwvL6O9vR12u31HKsHa2horUfQzI+8eyXvtIBNeJGKwI1KaxCBzvJTKQcrlcpL5bFIidckQgyQpKaTUEBQwFosVJRDz+hUuewABAABJREFUSgqwk1ymlGKxG0SHFyEMlVc+ePgWhf/FjKPd8kCkjCghhEw4x6UMlVL5F1Iwpd2UOTF5NyBAAIoio2Jjcyde9DtRqu7EmLkTJUoIFRXCJXeDLO/27H/5l3+BTCaD1WrFhz/84T21hV9HBLEkgiCz2cwu1b2MX6m1KbZXSYEnJwrBOxcXF2EwGFjepNFoZA4mMqpoTUjlA9JeGRkZ2UEQVGpM7jS6wkO4ZTIZbt68iePHj0Oj0ewYL6l8KqGiLhbZ58dsYmJC0lEj1v7doMtiBChCoXGenp5mVOkOhwMnTpxgRvxukU6hEcKjBQCI7lWpc3c32UskXPg5Pq+pqalpR/+lIMq7wavF3nUnTqe9Gph7cdreD7mfutHW1hYmJiZYEWtefv7nf/6evuu9IDSWb731FkNmia1hsQgxMU9brVZWFqBQKGzXZJz8HnL5PBRyOexWE9y+IP7mO2cR3owhHIvD5bBBr9HgiQe7EIoloFOpEIrEcFvZwsoFhcNh6PV6Bk1cX19HS0sL1tfXsb6+joqKCqjVaqTTaSwsLEClUqG3t5exYBJDJeUYbmxssJw8IlmxWCzw+XxYXFxEPB6Hy+VCKBRCoVDA5OQkKioqcPjwYRQKBcaCSUECyt2jc768vByzs7OIx+OMNKW3txdWq5UxhW5ubiKbzcJgMEAul0OpVDKop0KxnapDaTBbW1soFAqsBiGVXaitrWVw0Lq6uiIHv8ViYfX7KI+QcpUfeOABuN1uRCIR2O12lm9XVVUFv9/PiFvImXn+/Hk0NzejpaUFDofjvuy7nxl576FI3m5kDqTk7wUyJ+ZhLkU88U7aL3U5kUFCSaW8glPKmNmtDXu58ITKl9gBSgopRQYIPimmkN0JVFYYmdjLWIkpy8I+liIC2M1QFM7fvVZa9irCSN5eDVyp9vHKLp+0vpc1yj/T7Xaz5+5Wy1DsuTdu3EAymWRFyXeDPu41ykRRrfb2djQ1NZXc78LcNyFpDhlevPGxVzZbvu3kmOGjUgQnpQvN4/EAeNtII2g21YskpVusDVKRwTvdLzQ/QvijFLyOX3+lopb83EoZ7sI8q92cMHwunsPh2BWpkUwmMTExgbKyMnR0dDBDjt5bVlYGo9HIyI+Ee00YyZucnEQ2m0V1dXURSRB/5pADg593IZzwbiN5d3rO3E0ks5QxWOpMFPus1Pv2auDx7aIoNd2VPFP2uwVRv1+60csvv4xf+ZVfEaWKJ4PhgyY0ltPT02htbd0VfSW2h8jYozw2uVyOztw0tBoV7FYTvIEwvGthLHpWMbnow/6marh9YVQYtai1maHXqjAyfQvhSBw1B55ARUUFzGYzIpEIcrkc9u/fj+XlZczOziKZTLJ9TeeLTCZDIBBAfX09XnrpJfz8z/88xsbGIJPJcPHiRRw/fhwrKyuIRqNYWVlBQ0MDlpaWsLKygq6uLtTV1eHUqVOorKzE4uIidDodVlZWsL6+DrlcDp1Oh5qaGnR1dWFlZQXBYBAulwtmsxk3btxAKrVdTiiTycDj8TB0FjF7UhmHYDDIDLeKigpoNBpmPGYyGaTTaWQyGWg0GsjlcmbAUimUVCqFqqoqtLS0sFy9RCLBSs3s378fmUwGer0emUwGfr8fNTU1SCQSOHLkCPr6+vBv//ZvcDgc2NjYYGdBMplkME0636mUlk6nw5NPPgmFQnFf9t1dF0P/mdyZkAJBl5uY2O3FNX1IQSHPsN/vR09PD6vtJaZA8oqcQiFdC0oIB6QFR/Whcrnt+iFLS0u4cuUKcrncDmWRbzcpRvQc4O1i7j09PSgrK4PP52PFuksVYJcSajN5Vbxeb1Gf+XHgoxV8zStSMOx2O4Ou3bx5s6iuFvUHeLuWoBjMU2z+VCoVGhoaMDg4KKo0C+cBKF4bfB+FRXzt9u16Y52dnZJ1qvixtVgsRWuHX39i7SBDgeZI+Nx3KrlcjpVfIKWTf59Ym4QiXLeUJ3ju3DksLy+zWmhCKfVsv9/Pihn7fD72/TuZ8/b2drbfAHGlUrgn9yIE+ZPL5SW/4/e/XUiaLhZ6F9V0a2pqQlNTEzNiafxMJlPJGpk0T5QzSfuPkuRpHOjsArZz88hB4nBs12dTKpUoLy+HQqFghXWBbVIf2i+0Vh0OR1ERdH7e+DVA63NiYkL0TCAiH8pj5Nez3+/H0tISzp49C7fbXbRGyPkjHHMhjM7hcOwajSIPLv2bFHd+nU1MTMBsNkOpVDKoFm/o8s9KpVKYnp5m80BzzovNZkMsFkNrayubW+FeVigUbF10dXWhvLycjZNwXvV6Pc6ePYtEIsHmnYrOx2IxjI6OwmazsTOV1h8/VvR/vlYfADZnwnOm1P6z2+2QyWQMNSH2ORp3aotQhO0rdUYIPysmezkraS9RrceRkRGcPn0ai4uLeOONN9ha5s/83c7E95P8zu/8Dj7xiU/A5/Mhn88X/fkgGni81NbWiq4fWjdUE5XXb9xuNzsHaH8B23rJrNsPW4UB/uAmPIEQfOub0KhVeOrRA3iorx1VVhPc/hC8gTBu+0Io5PNIZ97Oga+vr2cMkvv372dQQ6pHSSV9qqqq0NfXh6qqKnz/+9+HTqfD+fPnUV9fj9OnTzPyk8OHD2N9fR3pdBqLi4twOByMtGRiYgIGg4GhBnw+H5qbm2GxWKBWq1FWVsYKpQPbZ0symYTP54NCoWD1XSORCCsKb7FYIJfLUVVVxerS0Z/y8nIYjUZks1lsbW1Bo9Gw3wFAoVDAkSNHUFVVhYqKClitVuj1egwMDGDfvn2wWCyora3F7du3EQwGsbq6inw+j9XVVRw4cADxeBwKxXYdT7vdznITX3/9dTidTmaIhsNhZLPZovQrml+bzQaDwYBHH31UVK++V/IzI++nJHtVYMkwEn5OeBDw0BmpS5J/p9glRd8lqvfl5WWMjY0xBcPv92N8fJxBXqQuMd4w4YsO87+nDUEKyd0WYCfjk/DMwvaIjdPExAQSiUTRBuONGJfLhVQqxVj8qD+8gknPFTMs+X6KGcKlci2E88T/TFjEl747NjaGkZERjIyMiD6DxnZsbAxvvfXWDgWWfxbfDqGhINU2YZ/ElDGxnwnXD70vHA6zz/EGHEUZhO+hn3m9XgYFdLlcUKlUjLHqTvIu7fbtQsU9PT2oq6sr8qDuprTRnCuVSvbuUk6Bu1Ha9vId+kxFRQVGRkaQTqdht9tZoWl+HEmE8y3VZvocERfZbDaoVCr09/czA4c/u0iRJ4/0buMsfBe/z4DSUU/qIxWS9/v9RU4K8oxTcW1+TGw2G6LRKHQ6HdbW1iTXSCljg55J5yi/jmlshE4joLjotti+kxJ61tDQEPr7+zE4OFjk8KP3NjQ0oL+/n+X+pNNpdm6K3S1TU1NIp9PY2Ngo6r9CoUBPTw/L2yEUgdPpRDAYRCwWw4svvojNzU2cPXuW9V9s/4oJOTJzuVzRmIg5nIRzcuHCBWxubuLcuXM7HGL8WO11r5U6I6TWAP/zUu/j72kikVEqlUilUgw2dvToUca8R33Zi3H5fpJAIIDf//3fR3V19bvdlJ+6SN1ptC/p3qLzFQAmJiawvLzMcpBtNhvTfbZSGYzddMNWYUBdlQX9bQ3ob3OixmqCw2ZGh7MGjTUW2CwGmE06OB02tDfaUVVVBY1Gg9dffx06nQ6zs7P43ve+h5GREdTX1yMajSIWi+HWrVsYHh7GxYsXMTY2hpWVFTQ2NmJubg6f+MQncPHiRdTV1SGZTOLgwYMYGBhAfX09y827cuUKnE4n5ubmsLGxgfn5eZSXlyMUCiGfzyMej6Ompgbd3d1ob2/HgQMHkM1m2dmsVCoRDAYxPDyMVCqFfD6PhoYGVFZWQqFQMOZLuVyOhoYGBoOkIulmsxnV1dXQaDQIBoNsP6lUKrS0tKC8vBy9vb2w2WwwGo2oq6tjBmgul8Pt27cZLNNkMmF+fh5bW1tYXl5GQ0MDdDodBgcHoVKpYDabkcvlYDKZoNfr8fGPfxxNTU0YGhpCXV0dDh8+jIaGBvT09DAnvEKhgMvlwosvvohoNHrfDL17YuSRJ00oU1NT9+LxHwjZ62HNf46UR7vdLnmBSF2Se3knbxBRHgXRZVNEqLe3ly1Ovg1ilx4pcXQYCaM0FNWjZ9+Nh5L3zop5+cUihJ2dnUgkEujs7NzRBxq3rq4u0cgLD+0URveAnZe/mGGwFwNRTKh+y17GiJ9rGoNcLodMJoNAILAjAiZlgGi12iKlUWoNeb3bBbiJjUusz2KRSFpjdJmRQ0MY3RJGaCjywv8M2KZSHhoagsFgwMDAABoaGkpGeqXGjiIaPFSzlNJGUQyK9mSzWTZ+pZwCd6O07VX5DAQCTCmYmJgoiubx40ginG+v14u5uTn85Cc/KYoS0+dqampYZJAMOd6pITy7xM4jsXHm+yG1z0qNjUKhQKFQQDAYhNlsLumkEEY4T5w4gebmZvT19RU912azYWNjgxntYkYEtZscZLxzix8LodOI/k39p+K3xEhaKjpIYxsKhTAwMLADwit8r0KxTXJ19uxZFonlHYSE3ujs7ITT6WSOLl7W1tbQ2tqKZDLJovAOhwM9PT1IJBL42Mc+xsgLSA/g96rY2AmdREJ46m6G78TEBFt7x48fZ9FG/j13s9dKOTrEUB20NugclIJq0veB7TNrYGAAg4ODcDqdMBgMOHr0KIskUM6y2Hp7v8vHP/5xvPbaa+92M94VWV1dRSqVwvDwMK5cuYJLly4xA4YQEtFoFGfPnmWwbXKIVVVVAdiulZvJZKBQKLAob0S0/lF4a4YQqHkUjg//LpQHP41U+8cwoeyH40Ofx/4Pfx4eZSviNQ9A3/1RPPnbf4bPf/7zMJvN+OVf/mVUV1dDqVSitrYWNTU1iMVi+JVf+RVYrVYWeVxaWsKrr77K4LTt7e34y7/8S+j1eqyurqK2thbj4+P49re/jfr6elRWVsLv98NqtWJhYQF2ux3r6+vQaDTQ6/VwOByoqqpCoVBgxCyPPvooIpEIVlZWMDc3h3w+j6qqKkxMTCCTySCX22bArKioYNE4cowAwLFjxxhCQCaTsQidy+VCTU0NDAYDtFotmpqa0NHRwYrSr62twWw2Mxb2+fl55PN5XLt2DclkEoFAAE6nE7FYDLlcDkqlEkeOHIHRaMQv/uIvQqfTwWq1snGsqalhPBD0N40vBUL8/u0c/lwuh5dffhkmkwlXr16FzWbDysrKPV937zgn77vf/S5+7/d+DxaLBYVCAd/4xjdw+PBhAMCBAwdw7dq1e9LQ+yHvNeIVoewFj38nZA7CXABgZz4LsJPghM+ZIYhULideHJ1vu1StqDvJu6I2CvM6xPI8+DIE/PN3a4uwtADfBnqesL6eVB6HsH38s8RyWfg5FFKplyLOEeYL8b+n70rlBt6LPA+3241r167BarXC6XQy5ZNfU1LED7vlnlJ/+Ogn9QtA0b/Fcsv4NUpwtlI5jMJ5klLUeLl69SrLLTh58mTR/uHbDYiXHeBF+F6xvki1k+aaasARLXV3dzdzduyVPXdkZATj4+MwGAysxIdUu/icIb60w16UarFx5vNg+d/vJT+SPwOE60Lq87vlav34xz9myvbQ0BDOnTvHiKpo3Olvvp4csDfjgu8jOepUKtUOtlCx7wlLCpRaw7ncdtmGra0tqNVqDA4OFo25VL7ibnuFvk/nSC4nXp6BzgFhHjl/5pFThifS4eeI0An8+8XyOO+EmEtKxHK36cylnEkA7Bx3OBw72I3FxlF4T+02Z/eiL+9E7pdulEgk8IlPfAI2mw3d3d0oLy8v+v0XvvCFe/au94rQWE5OTsJgMMDr9WJiYgJyuRzt7e1FNYKpfAwR4tH5QHuFUgtkMhkSiQQymQz27dvHmCYtFgsuXryIgwcPQqvV4tVXX4Xb7YZCsV165pd+6ZcY4ory7Gidra6uQqVSYWVlBQ6Hg9WTO3PmDMLhMD7+8Y9DrVbj3/7t32A0GlFRUYH6+npks1ncvn0b9fX1SCQSLC8vFouhUChAr9cjEAhga2uLkZbMz89Dp9PB6/VCp9OhtbUVsVgMb731FkPkxGIxBAIBRCIROBwOtLS0IBKJMIj4wMAA4vE46uvrGRHM6OgoFAoFdDodPvrRj8JkMuHChQsIBoNQKBQs589isSASiUCv1zP4J32GSoDlcjlWTsHr9aJQKOD48eN4/PHHMTk5id7eXigUCjaWhUKhyMlOPBS5XI7Bk1OpFCNlAVBUFsNgMCAYDN7zOnnvOJL3p3/6p7h27RrGx8fxrW99C5/97Gfx3HPPAdjGvf5MtqUU5EdK9grTIsNgN/H7/UVwSlJGhHkUQsjoxMQEy1krFTkUtouPEgg99WLRQB7SIozeiHnIqU/C6M5u0EdhW3p6eiTz5HK5HIuKicFlefiXFLxmr0rf5OSkZH4aHxni89qE7eW/S5AtMn758bjTKGo6ncaVK1ewtLSEXC4Hh8OBAwcOsIgDKSIjIyNYXFyE3+8vgosJ38/Ph9SYUYSGvJwUwSXoHR/949coHzkRQl7Fxkts3e0mNpsN8XgcBoOhiLWVLmTKJSjVBqn38n3ZLTKcTqexvr6Ozs5OaLVaHD58GIcOHcLa2hqWl5fZetiNqIja0NHRAZfLxSLu/LvFINY0l+l0WjIfUihifaJ95PP5MDo6Co/Hwy5doQhhTwDYOUbrYjdYdanP0VgsLy8jlUrh+vXrTAnhDWvhPlUoFPD5fEXjIHbui0ERQ6FQSYQA3zZixQOk4er8eVlTU8Py7XjDIpfLMc9zOp3GyMiIKDxSuD/FznJh9JG/W/r7+xGLxUT3gNi80jnKR6GF0UA+j5PeJ7y3+Gh7qTHlhZ9Pfizp/PH5fEXrn97rdDpFESz85+x2O+sLP89Cg1CsL3tt/3tdnnvuOZw6dQrf+9738L//9//GV7/6Vfbnr//6r9/t5t1Xofurr68PtbW1OHbsGJxOJ9ORFAoFhoaGYDKZYLPZ2JpPp9NszZHelMlksLW1hQMHDiCXyyEajcJisWBychIajQbLy8tQKBTQ6/VIJpNYW1uDTCbDCy+8ULR++HSJY8eOwePxIB6PY25uDolEAq+//jpDYCQSCQaB1Gq1+PjHPw6Hw4Hjx4/j8OHDkMvlDKXT3NyMXC4Hq9WKdDqNtrY29PT0wOl0ory8nOW9dXR0oKmpCWazGRsbG2hsbERZWRny+Tza29thMpnwwAMP4ODBgyxySCWoAoEAHA4H3njjDezbt48ZjJlMBlVVVZifn8fY2Bj0ej1kMhnKy8tx8+ZNZLNZOBwOmM1mHD58mEUfq6urkc1mkU6nWc08YjR94IEH8Nhjj+Hxxx+H3+/HjRs3ivKQ+/r62FxS+gDBaj0eD2ZmZuD3+zE2Nsby/+12OywWC37zN3+TOQ/vBHWwV3nHRl4mk2HercHBQZw/fx5f//rX8aUvfekDW9zyboSMI0qk3ctBvRfj4E5y23g4ZSkFn4+c5HI59PT0QK/XF0F5dmublDHGG0lChYSHtNBFu5tBQr8nQ00IhaK29PT0YHNzk3n7eVgEb+Tyzy0rK8Pa2hpMJhMUCoUoUQmNkcfjEYUs8yIFw3I4HNBoNIxulza7GCkAIA5j441NeqbYGPNzA2DPa3FiYgJutxvj4+PMMJMiTwiFQuw9QmWa4I09PT2iuae88NBb4ToQwm6tVis0Gg1bozQ3Uu8RU+aAbTaxdDpdlF/FCylaDocDH/rQh+ByuXY8g4csl2qD0JFA5yi/38TWP8211+tldSrPnTvHSEaEIrYGxPoVCoXgcDhw6NAh5jjiHRhSEMz+/n7U1dWxvBLhWNH3af5zueLcMN7YTSaTqKqqYhBxsXaOjIxgbm4Op0+fZgozb3gISZ7EnkFtAMT3U2VlJWw2G/tbCmpO4+3xeJDL5Xacr1JGOg9FdDgczFAo9T1+zGmcCUJFa1UMri7mCPT7tyHGBCfy+XySJC5CETvLS90HtEbKysrg8XiQTqfZWahQKBjhDJFNUZ+ppmJ7e7uko4SEj5RRfuTY2FgRoZbYmBJklfY73w/h+UNzSwodb9DSWUj3hdg4Cue91Dzz7bgbJ9R7Vf74j/8YX/rSl7C5uYlbt25haWmJ/VlcXHy3m3dfhc6MUCiEzs5O6PX6IhIs0g2tVisAsPIGMzMzqKioYE7EpaUlFoGjurv5fB4KhYKl13R0dLCzxWKxYHBwEOFwmNXnrKmpAQBGeOJ2u3H+/HlkMhlsbGxAqVSyXECn04nHHnsMra2tmJmZQSaTQSwWw6VLl7C0tITZ2VnYbDbI5XJMT08jn8/jjTfeQGNjI9xuN5qamnDw4EE8/PDDOHbsGG7duoVwOIyOjg44HA488sgjbO8tLi4im80iGo2yMgmJRILpt0ajkbFeNjc3Y35+HiaTCbOzszh27BgaGxvx0EMPAQDW19exsLCA1dVVZrwVCgWo1WokEgnI5XIsLCzA4/EwYpd8Po9Dhw5Br9dDpVJhcnISY2Nj8Hg82LdvHyNn29jYQCaTwdTUVJH+LXROkxOU8gU/+tGPor+/Hz09PcwJTyVw7pe8YyOPcLMkVqsVZ86cwfT0dNHPfybb4vcXM6cJvdJ36qUTU7ykPH78ZSSE40iRZAgjRw6Hgx0UQu90qfZTO3lSDKFCQp/hDTWhwSkUsWikmPDGsN1uZ8UppdYovZtyfMSMR17Z2cs4SBlXpASJsaYKvyuWh0i/B7DD2CxlJBPUTCr3g/eE06HU29sraawA2wYOz9DHGySzs7N47rnnEI1GixREqYiu3+9ncyZUIvn/+/1+FAoFdpAK50ZsXfDf59edWDSGF3LW+P3+or3EP4N+7vf7sbi4iNHRUVEvHX1HoVAUXRR8lEJM2aP2U+kPgvoRKx8ZO1L5vGJrlJRasWgqRUylFHmKrlZWVrKoMa+Uer1eFuEdGxvbwXhICAOfz4dQKITy8nJJdlqaV6q7RwozP980nlIGCxk41B/h/nA4HNDr9SxPilg+CVYoXLt0Nomdr1JGOo9y2Ov3qG1kHGWzWQSDwaKItt+/kxVUKgLLO9Lq6uqKogqlZDfHm9T6CgaDrPSDcCxqamp25FNOTU1Bq9ViZmZGkpCMhEd0eDweLC8vI5vNMuNcqt10H1+7dm2Hk44fN36OSt01wrnd7Xd8m4SRR2HfgJ0olfebpNNpfPKTn4Rc/v89zr/a2loAKHJy8Welx+PB6OgoXnnlFYyMjCCbzSISiaCpqYmhCihHjAqk9/X1YXR0FFtbWwCAhoYGyOVypgcolUo0NzdDq9XC6XRiY2MDABAMBpFKpRAOh9HW1gatVouOjg5YrVZYLBZYrVb09/fDYrGgpaUF3d3dCAQC2NjYQCqVQjqdxvj4ODu3p6amkM/nWeRQq9UiEomgpaWFwfBlMhmuXLkClWq7gPrGxgYsFgsrIxCLxaBUKrG1tQWXywWPx4NYLAav14twOIxkMonNzU1UVlYyAha6A3Q6HVKp7ULrlPsXjUaRyWQQCoWQyWSQSqXQ0NAAp9PJCs3funUL0WgUiUSClVqoqanBiRMnEI/HGUnMxsYGFhcXcfv2bczPzzP2TQouANtQ5KtXr2JpaQmrq6sMmr1v3z5ks1l0dHRAr9fjwQcfZDU7+ag/3Uv3Wt7xTvvnf/7nHUxJSqUS//qv/4rXX3/9nT7+AyN0OfO5Y4A4wcSdyF48frsZYFLwKbHIkVDxE3uG2GVF7eTZLYXKh5QSuZdIBIlY9ICPQlB05dixY0ilUujs7JT8LkFSpRQfeibv2d1LW0tF10rB04Se5lLzyhsEpRSSUh5yHjaoVCpx+PBh0VptZKxTxICUfeoXrZdr165BqVRicXFRFBorjOhSdIkvBSEmwogT/UylUsFisYgqTmLCQ9goEsd7+UuJ1PwFg8EipVtsLqUMd6HwjpdcbjsJvL29HUeOHGFrmT7Dexiloup8BMxut4tGmfcK7eU/5/Vuk/J4vd6iaBlB3oTRJzIyKL9Kr9djeHh4R0kX+qzT6cTx48fR0NDACAn4NUCRNvodL3wUjy+nIjSieacLsG3cWywWRhHOM7yazWZoNBrW9ztdK2JnFvWJd27x0D5aM0KoeS63TcDDt0EqAss70siQlXKmlWq/UMgRIjSa+Ai1cM8LyWfo8yqVihEvlDr3eEQHOXuIvIKHdIohNpRKJYue8LLXtb/XsRH7XS6XY2x+/Hkr1g4xR+P7TX71V38V3/72t9/tZrxrwivyfr8fbrcbi4uLcLvdjDCEh1Da7XYkk0kMDAwgGo2ip6cHDocDJpMJdrsdHo8HtbW1iMViALbTJdxuN9bW1hipiNPphNPpRGVlJXK5HKamptDe3g6VSgWj0QiFYjtXjV/vRqMRGo0GLS0tTGelUhcdHR2oqKhAZWUlzGYzHA4HXn/9dZw/f57VoauqqkJlZSWam5vhcrlYpLKtrQ25XA6HDh3CrVu3sLGxgevXr+ONN97A7du3IZPJUFlZCZVKhdbWVlb2Kh6PIxwOw+l0Yv/+/fiN3/gNAGARTK1Wi/X19aJyQGTwpVIpJJNJqFQqqNVqrKysYG1tDZFIhJVaGBgYgM/ng8/nwyuvvILTp08jm83CarWipqYGfX19GBwchMfjgVarhdlsZvnEdB5vbm7C4/HgwoULDNZNY9rR0SHqYOIj+7zOfS/lHRGvXLt2DRcuXIBSqcTRo0dF4TXvZflpE6/kcjmmcFKSOQ8z2S1vZjfhyQvIMy9FRiJslzAvoNTvdvsZQcj0ej0GBweLfr+XYrlCpUto3AiFT8InI5I3UIUkLDxRBV/klx8nse+WGid+vHYzrsT6Weq5UkQpwp9LjUOp9pd6914LZUuRFQiVWMotsNuLCTXExsPtdmNychKtra2IRCLIZrMlyYWkxoiStPm1KBQigaA9Q8/g80+JLctu3z2/jURsLUi1s9R4C/cOrVMi1rFarchms0VrudR5wo83Kdu8gca3V+w7u/WbSrJYLBYGZ/V6vfD5fCzCJiQ6At4mcZmbm4PBYGARQrHP0uf5846IjWpqahAMBosKw9P4UY4LRcP4uXC73VheXmaRVOonf2aQs4DaRe+mPgpJsErNN40rT6TCEyEAxWdQqWfR/FDR5Pb2dqYUltq7Yu24E7IPsXVRigxMai0Lya/oc7Qm+P2725hKtUvqd/fiDr7TM52EP586OzvxyiuvoL29XdSZ9tOU+6UbfeELX8A//dM/obe3Fz09PTuIV/7qr/7qnr3rvSL8WOp0OuZIyWazWF9fZ0Y+ObsAMJQGOUTGx8eh0+mwtbUFo9HIYMxEOkTn9fLyMtbW1hismJwodD699tprUCqVcLlcCAaDzBnncrlQXV0Ng8GAeDyO6upqVFRUYGJiAjKZjH3/2rVrqK2thd/vZ/B+KqJeKBTgcrnQ3NyMYDCIJ554Ah6PBxsbG9BqtfD7/ejo6MDi4iIuX74Mh8PBcuSCwSDKysoQDodhMBjQ1dUFs9mMaDQKrVaLQCAArVbLnM06nQ6hUAinT59mhtrDDz+Mn/zkJ6iqqsLIyAhj+STCl/b2dthsNqyurmJ2dpY5d1pbW2GxWHDp0iXcuHGDQUHX19fx0EMPoa2tDSaTCRUVFSxfvLGxETU1Nejs7GRoHJvNhitXruDGjRvYv38/jhw5AoVCIXkeit3376li6H/913+NwcFB/I//8T/w3//7f0dfXx+6u7uLanf9TIqF4Ge81xcQV6jeCXSTPH6k6AP3FuYhZnDxP+vp6YFGo4HVat0RsaRLlLzg/CUoFtHhSSykLj3eAyqEIQlJXkiJ7+zsxNzcHPR6vShpixS0RyxKJzRGSXncjQJbKvIqFCm4nbAMhRCSKoxu3WkEUUhuQMaXMMLCt09qbTQ0NKClpQUNDQ2sOKiQOINXjtbW1qDVarG4uMjKetBluJcxIhHLJ5USvmQFH9VTqVSMWIQnWdlLxEMIwxPLmSKZmJgQrTc2OjqKaDTK1jdFcQiWqFAoWERWCp4qbBcPVaU8xJGREcmC8ncSTedzzAieDYBB7sSIjoC34WxDQ0OMyKKnp0c0T5KPyAFvRwoB7MiL4tESpDzR+4TtEEZe+c/19PQw8pL29nasr6+z9c+vXSEaQKw2HT+3Go0Gs7Oz8Hq90Ov1zIsv3N9S5wC9N5FIYHp6GhaLBTdv3hSNCkndLWL5YnsRKRQIRdKEMGyCJ9E65SOSfE1H+pzNZtuxf/cCFyWjTWyf8hFx/vwR1lDdbcx4EUYv97pf+POJDN1AIPC+zrsrJdevX0d/fz/kcjkmJycxOjrK/oyNjb3bzbvvQmcusJ0P19fXx84VPs1hbW0N6XQaY2NjGB8fRzabxfj4OGOlrq6uxubmJhKJBKttSUai3b5N6EFr3+PxYGlpCRcuXEBNTQ3TdbRaLebn51nx8oqKCni9XuZgoHzdYDCIqakpZoBQqYK6ujrE43HU1taira0NLpcLx44dQyAQgMViwe3btxGJRNhcx+NxXLhwAevr69DpdLh27RpWV1dZPbrKykrU1NQgHo/D5/Nhbm6O6QIUuVSr1ZidnWUF0D/ykY+gq6sLGo0GFy5cgEwmw/LyMsxmM0KhEJLJJNbX1+HxeLC5uQlgu36eXq9HbW0tXC4XKisrIZfL0dzczOr1BYNBDA4Osj1cV1eHmZkZxsgZiURgNBqxubmJXC7H9r5MJmMF2oVnD+/sFqaj3E+5o0jet771LfT19aGzsxP19fX4gz/4A/zhH/4hZDIZbt++ja9//ev4X//rf+EnP/kJS358L8u7EckT86ALvbS0aPZCqb3X95V6RinP6F68przQBZ3P52E2mxltNoCivvPU3cJIE0/7TpcdH4mj/1Of9hJxEnr9c7m36fUp+rHbOEmNp3CMdvOK85EBYTRgL5FUqTkRflYYYdstwrhbn/l5KxVh2e15NDZiER1qM1/+QaFQ3HGU4U4iT7uNsXDshHv3Tt6/WyTv7NmzjKqfzoVEIoGZmRlW64fOBP4dAIr+XYpmn28fUdwnk0kAYGuxr69PNJpIz7mTKK/YXr/TMaNnkKfb7/fDaDQiFouhs7MTU1NT6OzsLCobIRap4c8Tsb0m5XSgZ5FXtqysjMGuqF/CCCawTZE9NzeHrq4uZkjw+5Mil1qtlnnGqR7hbtFePlpPCAoqVdDZ2Ynr16/DZrMxJ4PY+hLrN43vXiJbpfaOMDonjJTSe4TnFY+y4KHyd3qfUaRQ6EGn5wgRLlJrei93oNBbv9e2Csul3M0ZfT/kvV5e6v0kwrEUrif+/+l0GufOnYNOp4NarUZVVRXLHybDhncInDt3DlqtFgqFAhqNBlVVVfB4PAgEAqiqqmLn1M2bN6FQKJDP53Hs2DHkcjncuHEDSqUSExMTMBgM2L9/P+RyOTY3N7Fv3z5GPJdIJDA7O4uKigpEIhHs27cPhUIBMzMzmJubQyaTgU6nw759+zA1NYWZmRmWGnPw4EFcunQJWq0WS0tLUKlULFdcpVLhwoULLC+woqKCvU+pVCISiSCV2i6tolKpUFtbi9XVVTidTlRUVECv1yObzeL69evsbCECtsbGRlitVpw+fRoLCwuoqKiAw+HAwYMH4Xa7EYlEUCgU0NLSgq6uLlRWVkImk0Gh2M4dVqvVuHnzJlKpFOx2O9xuNywWC8rLy6FQbJdK0Wq16OzsZAb55uYmc0Q3NDRg3759O5Bi0WgUZ86cwYc+9CGGVuHPiPux7+7IyOvo6MD8/DyAbSzsM888gwcffBAHDhxAX18fKioq8LWvfQ3/+I//iMuXL9+TBt5PeTcPslLwDq/XW6Qs3Alc8G5ErOYQnxcipjBJ/f/KlSsYGxuD1WqFVqtFa2vrDsV8Nxim2KVKxgFfj+hOYZR0sVPCMUVF7gc0Zy9wob0oUaQI8grPXiChwjbsxTCRer+YsXMnsEVgpzIj1X+pcSPngdVq3UF8IKakihmF79Tw28vvxMaNH+/djCMxRwddIhMTEzvOBLE2UVRnc3OTKQlSUF9SqKnOHYCS0G4SIQxWakx22+t823nHi1C55/O7iMkyGo0yRtrdHA53e3YK55Gv70bPoT7RGiV2UGC77lU0GoVKtV37iXfq8HM8NjbGFBpyJIidLzwUXljHcDcnz6lTp1hUlHJ7xCDEvPHpcrlYXSeh4St1ftFaJQWIxkgIZxVzjrndbtYHIUGY2FlYaq6l6pIK19RuUGqxPSt0sIgZyXtxGlJdNJPJJAknF/brXt//YnIvdaOJiQl0dXXtmWxlamqKGRkfBBGOpdQZb7PZcOrUKWxubiKTyeDRRx8tcgyRAXj8+HEoFAqMjY0xJAdFzyjVhI+eh0IhtLS04KWXXsKhQ4cQi8WQSqWQz+exvLyMqqoqTE5O4tChQ8jn80w3stls8Pl8WF9fx/r6OoxGI+RyOcrLy1FdXY3FxUW8+OKLMJlMaGpqQiqVwtbWFtxuN7LZLHp6epDL5dDc3IxAIAC9Xo/19XUoFAq4XC7E43GsrKzA7Xaze6iiogLl5eWYnp6GXC6H0WhkEP9MJoOmpibodDocOHAAi4uLiEQiAICXXnoJGo0G4XAY2WwWJ0+eRFlZGW7fvo2pqSkUCgVoNBpWLuH69eusqHxtbS26u7uLyr1UVlZiamoKN2/exPr6OsrLy6FUKtHd3Q2FYpuQb2lpCSaTCR0dHUgkEgySmkql8NRTT+H8+fMwGo1oampi59+ZM2cQiURgNpvxmc98Zsc+ftfhmtPT04hGo3jzzTdRXl4OuVyO73znO/jIRz7CiiK/8MILGB0dxb//+79jaWnpnjTygyik8AA7LwgArKbIXuCCUsLD60pBTYQEKASTJHgaf7kTjIagLjzUMJfLIZ/Pw2KxwOFwYGhoSLTWj9/vZwnxQgIXQJoFjSITwhIQexkXGm9KkDWbzZIQUCl4DhHKuN3uHWQ0peCrUm0RY2kTvttu30mOshdIqFAhKAUTLCXCueDbLgVb5PtA/+bpzEv1X2rcyBM2NTW1A07Ir1e/3y8JPROuE9ofS0tLO/ZIKXiocO+KQTKEUDu+H0KIBg/joDkTMjkS3bLwTBDrG5FYdHZ2IpfLYX19fce88xBErVaLwcFBRr4hBYXj55Ug2UajEVeuXNmxJ/ixImVdrMwIf6YAYGudzhYaExoDh8PBmCDpfJGCf/IihNPtBsGTmkeHw8HyqXkobi6XY0Y4z/B6/Phx1NfXo7q6muVvUM3JkZERBm0cGBhgxrtwD/Bzy8P7Sp0xBHukuff7/XC5XMhms+js7Cw6d/nivQTFDofDcLlcWFxcRCqVKtpzPPxVjOCLYEihUAgKxdskXTR2tHfEzhZi/RPWSKSzhJTBUpBKGhdi0hMz/P3+txlWaX3cyZ7l54R/FjmwShGf0f+JVTCZTBbBUcXWJr9P3m9Qzv7+fgaR3os8+OCDcLvd97FF746srKyUPOPX1tbQ2trKaPz5McvlcvjOd76Dubk5vPLKK5iYmMDy8jKmpqaYccITeASDQXZfJhIJXL58GY2Njbh8+TKi0SiCwSBz7E1NTaGmpgbr6+u4desWkskkfD4fpqenGVmW1WqFw+FALBZDPB5HJpPB7OwsmpubIZPJ0NjYCIfDgYGBAZw8eRK//du/jZqaGrS3t+PatWvo7OxET08Py/UrLy+HwWCAzWbD4OAgjh49iqqqKrS0tMBgMECj0TAiGjozfT4flpeX4XK5MDo6ioWFBQa/b2hoQDweh0qlQiwWw6uvvsr2s1KphEajwebmJubn5+HxeFBdXY1MJoOysjKUlZVhfHwct2/fxr/8y79gZWWFwVfVajXa2tpgsVjQ0NAAtVoNo9GIqakpbG1tYXNzk6UY1NXVIZVKYXBwEHNzc6ioqGBspnQmWCwW6PV6PPTQQz+1SP1dE688/vjjePzxx/Ff/st/QT6fx/T0NMbHx3H+/Hn83d/9HcxmM6vzQdb2e03eC5CEUqF7PgFdzGO42yLZK1RKLDIl9h4KidNFmM1mi6CGfARBytNaiqTjTqInYlA1oWdMyuO5WyRuNxIPig5ZLBZMTU3tmdxA6v1S41MqArVXSOidkDbsFQYlBnnl55t/F4Ad8EvhWEnBDklx5qFMYhEhKbiZFESRn+fl5WUEAgEWIayqqmKKmpDwQWo8xOCmeyU5yuW2676lUimWxyRFYEOyW2SBLhSeKES4//caDRbrLz//165dQyaTQUNDA4sEikEd+SgOH6miOSBoOs0dQemEkL9S41jq7Lhy5Qr8fj/6+/vR1NS06364U3iwEIrIR86BYgKVS5cu4bXXXkNLSwuOHDmy6z7fS/ScbzMRuPCoh1JReD6qS3UMeaIhIcRVKpInXB/C/VzqLKZnCc9UPspL9w19j3e23EnkXrj2+bkS23die0XqzNpLRJXaSlEHPtIotfa8Xi+i0SgWFxcxNDR0R/fN3ci91I3kcjk+//nPMzKh3eTZZ5/FjRs3GOT5/S40lteuXUMul2PnmZT+QzBMovonZ0t5eTlGR0fx4IMPor+/H6+99hra29vR0NCAiYkJtmZ8Ph9jenQ6nYjFYmhpacH8/DwrlE7EJbFYDL29vZiYmIBGo4HFYoFOp4PNZmM6fKFQYGf71atXsby8jNbWVqjVapw5cwbHjx/HwsICHA4HqqqqoNFoEIvF8Morr0CpVEImk0Gr1TLCmEQigYGBAeh0OrjdblitVvj9fvh8PnR0dMDj8SCTyUAulyMUCqFQKLASCA6HA3a7HeXl5XjzzTdRX18PhUKBixcvQqPRoLKyEgsLCxgcHERlZSU2Nzdx/vx5KJVKqNVqxhUBbOdf9/X1wWg0YnJykkUYV1ZW8Nu//dtYW1uDwWBguksul4PJZMLKygp6e3sxNjaGBx98EBqNBg6HA6Ojo/D7/RgeHsYXvvAFzM7OIpfLseDCxMQEg9NL6cfveiSPl6985Sv4i7/4C3zuc5/DtWvX0NbWhp/7uZ9jCY3BYBButxvf+c537klDP6giVSuOktYJojIyMsIuGrHoFyAeBRIW5xXzEopFFcXq6dFnCbrDk7zQs1Uq6ZIDwv6W8lgLpdRnqU0TExNIJBK7lqMQ9pcu0FOnTiGdTu/wMNOYUQHTvr4+OBwOTE1NiZIbSAk9hy59+jd53YeHh4suAKm+02VQqqC41LoSWwe7RUKFbQPAkrc3Nzeh1+tZRJGSiomRy263M6WPai0KRegVp3/zhDoUEXI4HPD5fEWRN/odrVexCIfYuqf90dvbC6VSyYwnj8fDCB86OzslIz7CvZrLiRcM50VqHYdCoSLil1LQxrNnz2Jzc7No3fGf56N0wv1PzxgdHZUkWZESem4ul2Oso1R8l/Ju+WgdP5d8FMfr3S6xMDw8zJR16jMfcSeCJCpbwM+BMDJXag0TdC8cDu/oi1RUVK/XY25ujkW39lpGg2Cc/PPF9qLL5cLGxgaSyWRROQZhH8g4BiBJDCJsMykj5KWms5aiakJyHmpfZ2cnKz9AMDAiWeDvAqlIPPWZ5o+fT+qLcAyFUcFQKFRE9kS/B8CerVAU17LcS+ReeN7xkTd+rvx+P7sLkskkW198RJIfA+F5I2ZYCp9PbRUWVac2i/XFbrcjEonAYDC87yJ5x44dw+zsbBHJSqk/pDh/0OTy5cswGo2MiElq3YRCIbS2tmJ5eRlOpxNXrlxBWVkZkskkjhw5gnQ6je9973toampCMBjE2NgYNBoNZmZmkE6n0dnZySJKer0eJ06cgMFgwIkTJ2AymdDc3MwIURobGxlMPBKJIB6Po7u7m52/wNsOFYVCAblcDovFgv3798Nms+E//+f/jOHhYbS1taGurg4ajQaJRAJnzpxBIpFAVVUV+vv78cQTTyAUCkEmkyGfzyOZTMLv90On08FoNDI45OTkJJLJJFZWVrC5uYlYLMYKnldXV0Oj0eAnP/kJrly5Ap1Oh0AggEgkAq1Wy8a1rq4Ow8PDuH37NkZHR7G5uYlAIAC1Wg2ZTAaHw4H6+nrY7Xa0tLQgkUggHA6jvLwcHo8Her0eP/7xj+FyubC5ucnKOsjlcpYiYDKZ8Nhjj0Gj0bBzobOzE8PDw3A6nfjhD3/IEBtLS0vMKStWC3k3VMk7lXdUQmFhYQG/9Vu/hXPnzoEeU1ZWhm9961v49Kc/fc8aeb/k3YrkiXndpXJmysrKiryydXV1RUoRL3eTIL6X70t5bvnfC72PUl5UYV4FUEwYsZeIknAMyVtKzyUiht2iRjT2ZWVlmJyclMyN2CsF7m4RsVKRsHw+z3Dd5K2S8nzzYy0V8dktIrgX7zX9TFgSQ+jF5tvj8/l2lCy4k+gWvwb4HAS69IeHh7G0tITy8nIcPHhw1ygLHwkgZVksqi0G9yoV1RWb17shoeEPdynjVLjOeTIPMUeM1Hf59iYSCayvr0Mul0sa31LPpMijMH9MmHMllX+4tLSEV199FS0tLYzJTSoK4na7ce3aNZjNZuh0OnZB3gnRBbU5FoshFouhu7ub7WOxc40ISsiTTgnywoiYmOOl1LnMR6GIbY68wBaLRTTavbS0hPHxcfT29jJvsNS5JiTboeiXGCpkr2fyXvonFRUWI4kRkkxJ3S38z8UiiWKRe7EcJ57NmSLGRC0vhgpIp9N4/vnnGdV6c3OzaJ6klNxNJH+vEWleWaRiyvdL3gsopw+K0Fh+4xvfQGVlJbu3+BxeciLw9zGRYsViMSwuLrL82NnZWdTU1CCfz6OpqYnl1jmdTpSXl7NzSgzpRM6kfD6PQqEApVLJ9gO/7ghFEYvFsLCwgMceewwOhwOnT5+GXq+H0+mEUqnEW2+9hfHxcZSXl6O7uxtDQ0MYGxvD1atX4fV6cejQITzxxBP4zne+g2g0Co1Gg1wuh83NTXR1dWFqaopFFW/evAmTyYTp6WloNJoix5RMJkN7ezvGxsawuLgIk8nE8vU2NjYgl8vhcrmg1+vxxhtvIJfLQafTob29Ha+99hp0Oh0UCgUaGxvR1taGRx99FMPDw2hqaoLf78e1a9dw7NgxZDIZVnpmcnISGo0GNpsNGo0G7e3tCIVCMJvNLK0gHA4zRlwyXr1eLz7+8Y/jtddeQzQaxdbWFlpaWlBTU1OUA2+3b+cd87qYwWB4d4lXpGR1dRWXL19GOp3GAw88gPr6+nvRtvsu79ZBxl+qUsyOwkuulCIo/E6pi0ioHO2FEGO3i0ssIb6UwcgbBaR8W61W3Lx5E/v27YNard4zhEys71KGM7VVzLjhoYFCBaoU2YLUs3mlSgpGyo9FWVkZq3lWKBQkFTPhWEv1leiXqSAw5bQlEgksLi7i+PHj7KARU+T459JlsxtZiNQ4iikybrcbgUBgh4Gx2zwKyS12WyNCBVtq7qT6A0g7HnZzfuwm/F5UKBQlnT3C9SBU4IXtFlsrwnkWe4bYGAgNAh42JmR45L8jpZQStJGcVvx88P0lIgKdTod4PI729vYiJ9Je4ab02YmJCWxsbGB1dRXPPPMMlEqlKAskjRsRj2xubqKmpgY2m42x2SmVyl3ZQoVjyTsaqJAuRcyo/cL54M8evvafGPQ2nU4jFAoxZtS9jtFe4Km7OQfF0gJ4ch46q0qtOeEzeSfnXqCz9J319fUdMMilpSWcO3cOzc3NaGlpAQDRNnu9XmxsbODMmTPo7OxEPB7HgQMHJOv97cUoLSV7cRDRs0sRydxr+ZmRd++ExvL555/HoUOH2L3FOywPHDjAPi90OhDBChldc3NzsNlsTGdbW1uDTqfD4uIic/wBbxt2V69exY0bN1jZF75YeHt7O6tlSkXUu7u7GfKACKHq6uoY86VCsV2yp6WlBWtra3jjjTcgl8vR19cHi8UCq9WKU6dOwe12Y9++fSy/LZvN4umnn0YoFEI0GsXY2Bh8Ph8WFhaYDrC2toYDBw5ALpfD6XTCYDDgzTffRC6XQ0dHByYmJvD/Y+/M4+Kqzv//GWaYYZlhGRgYGPaQBEJCQGJiYmqCZjHuWuM37raafq21tq7V1qrVWmsXrbW1NWqj9tdWWxOt2tTEKEmMZiUQCCEJBALMZCYMDDtkBob7+4PvOd653Fkg7Dzv1ysv5c695557zj3nnuc825dffonY2FgkJSWhs7MTOp0OUVFRWLFiBaxWK7766isEBQVhyZIlCAoK4rlDr7zySpSUlOCyyy7D7t270dvby9deUVFRPB1CVlYW97Xr6uoCAB5ngrUL23CLjIxEVVUVurq60NraCoPBgPPOOw8mk4mvcWJiYtDY2Ijm5mYemEar1SI+Ph7nn3++h1BfU1OD7OzsiSfkTVbGU5PnL8Q5Q86/yd8H0t+uq/g3uWTRvvwCAxEu/S0uxL+zhU9xcTEUCgV6e3uxZMmSgBdQcogFHHFgBLmFkLQ+3uorXaTJaVSli362oPGVKsHXYkEukX2gO79s4eV2fx2FUKPR4MiRIzys8urVqz2uES8oAcgKYSOBxWLBgQMHeLQsseZUKoR765dANjR8nReo5sVXf3kTsAOtm3jhLKcp8PVeyt1DKtQx087U1FT09PTImol4E1ID3aTxpkkGgD179nAhb/HixR5lsAAd0dHRXv2omKmN0+nkAmUgdZTCzlMoFNi1axdUKhUPciK3eeatXQ4ePIi2tjYeKMOfJs/b5obdbufzjy8fZXEZ4g0aqU8WG+tsI0kqtAz1mwEM3tjwl+BcTrMm57M81HErtnbwpmWUXiMnDNXW1vJEzgsXLuTPJJ3j2PsdGhrqsWiW3kvaHtLvNDMBk3NLkLa1nAWBN4sTX2uFkWQ81kZFRUXYtGkT7rrrLuTl5eH111/HXXfdNSb3Hk1YWzItEEO6YSn3PZHOD/v374fVakVCQgLi4+P58YMHD8LlcvF1icViQWdnJ//es0jLra2tCA8Ph0qlQkREBFwuF2644QY4HA5eRnp6OvLz8z2sTCwWCyoqKhATEwOlUonTp08jPj6eb5Tp9Xr09PQgKysLdrsdZrMZ/f39sFgs0Ov1qK6uxsqVK/l4rK6uxqZNm6DRaBAVFcXnNpVKhaCgIPzoRz9CWVkZoqOj8fbbb2PRokWIiYnBqVOn8MUXXyA4OBjt7e247LLL0NbWhpiYGFxxxRX49NNP0d/fj7a2Npx//vnYu3cv+vr6MG/ePP6t+eCDD9DZ2YmgoCDExMQgJSUFwcHBsNlsXNv/jW98A+Hh4dDr9Xzjh2lJmbWXeE3JUlYwE3bxmGUYDAYUFxfDarXyPmcb8GycW61WnH/++RPDJ48YPkqlkicGBuDTH4rZ87OE0AqFAm731wmupbCPlLcoXNIPjjhaG3tpWfAHg8GA+vp6WCwW2UWyt0AYNpunz4McjY2N6O7uRmNjIzQaDZYvXw63243LL7+c+xCxRZE/fxjpeSwilNVq5QsF5oNUUVHB/VLE0TLF0Rm9tZnJZOI+TsDAh1wc3ZKdJ01Cz6L/AYP7WqkciHzJkoNLy3C73R7+PNK29qbZZbbpGo2GayNMpoGIp06nEyEhIdwnSorNZkNJSQlfiA8X8Tsi/n+j0Yi5c+ciJCQEOTk5g+ot9ktj5hriejDzu5qaGl6mnE27rwUlm4Tlno/VAfDsL+nYEtc1kLKl9RT7qYn7UfxeslxsYm0+IN/vRqPRw0fSZrNx3w4WkVBu3Mr5eonnHalJKZu7mNbC26LTaDTyf2JYvzLHfvF8Jn6u3NxcREZGcqGGfQjZ+eLokb5gz2IymXDhhRciIiICBoMBTqcTlZWVg+YqVgd2T4tlIBJiTk4OIiMjsWrVqkGbR3L+dNL3QKkc8HGLjY3lGzhut1vWR0fazybTQGS7mTNnwmazecx3bKwzH0xxe3t7R6WI7y2tN+sbthkhho0xk8nE24RdL/WvE98HgOzcID2PvdNiSxOpP7P0GrmomkrlgL+k2I+OBTqSJiOOi4vjmmO1Wj1o00VuzhS3M6sz8zWUiwYs9idXKj19DKXniN/foVq4TCZefvllPPvss3jnnXewfft2HDp0aLyrhLS0NCgUCo9/jz766LDKkq6f7HY7FixYAJPJxFNmsXeIvWtMg8c2C4xGI4KCgjzWaDabDXFxcQCAI0eOoK6uDlarFTt37gQwsAZh0SQ1moF8c6tWreK5+EpLS+F2u7lPbkxMDOrr63Hw4EH+HamsrOTX6/V6tLe3o7q6mgtLTKNWUlLCNz+YqWZzczOWLl2KpqYmfPLJJ9iyZQv++te/or6+HmfPnkVKSgrS0tJwwQUXQBAEXHLJJXj//ffhcrmwYcMGBAUFYefOnYiPj8fZs2eh0+nQ2toKjUbD/fVtNhteffVVHhglPT0dmzdvRnV1NRoaGtDQ0ACz2Yx9+/Zx7Z1arYbD4UBNTQ1OnjwJQRDQ3t4OpVKJL7/8El1dXTh69Chqa2vR39+P8PBwdHd3e0TCbWxshCAISE1NRWZmJp8DxWsI9n0JDQ1FSEgI9Ho9urq6kJKS4vHtNRqNOHXq1DDfVO+QkDdOsBcBAP/IezuPLcT6+vrQ3NzsNfAK8LXjNouUJhce3hvswyIO6SsWfsQfuUAWyd6eyWKxoKenB9XV1dDr9TAaByJ1XnnllYiIiPBYLHgTvqR1EZ/HFj1swcPahAVyYMEISktLUVtbC5vNJhugwld/mEymQUFHWL3Ywo2dx3Z3mDOz9B5lZWVoa2vDtm3bPBZuTMvLwnezxT+LmCjXFuJ6pqSkoKCgADqdDrm5uXxRMX/+fLS3t/NwzgwmdLD6nauS32azcUFYvAhmEx5LXi1+BgAei3mjcSBwi1gQEC8ifW1qBPKOSoUYsWAo7S/2HrGgCN4WrKz/pWXLLfrlFm3MD4NtgACDNxRYXaWbIDExMaiuroZWqwUAHt6ZCWUlJSXo6OjgOScPHjzI5wsmLInbQE4AZHMXC3TkbWyaTCaemkGu/ZkmUG4+Y4sgsQ9ecXExvx8b86dPn5btX2/CrNVqRX9/Pzc5Yhsg3sa9eG6RE1pYnwIYFNhIKoRK342SkhI4nU6+0PclREg3BqXzIhvvUq2Tt3fMF9KxYbFYvG42yI0xX/M/m8Nqa2t54BxxGdKNIWYSxQQxbxsw/hBvqDDEqSOkQVnYfcTzjjjYj7Q8cTuzvkpKSkJcXByPUuqtfdgCXnyedLNLOs9MRWJiYhAZGYlf/vKX+PLLL7Fnz57xrhIA4Omnn4bVauX/Hn/88XMuU/wusfm+oqLCY6Olu7sbRUVFHu+/Uqn00Bix+Zl9U2fOnMlTKtx2223IzMzExRdfzOeg3t5e5OXlIT09HfPmzUNISAj6+vpgNpt5mVarFRaLBWfOnMHx48dhNpuRlpYGrVaLiy66CK2trYiIiEBfXx86Ojr4xuSJEyfQ2toKhULBcyJ++eWXUKlUfDOtpqYGe/bsQXd3Nzo7O5GYmMiDYrW1tWHp0qV8zB89ehS33HILmpubERQUhJdffhnBwcFYuHAhbrzxRpx//vlYtmwZjEYjqqur0dfXh23btiE3N5fn5Tt9+jQaGxtRW1uL48ePo7+/H8nJyVi4cCG3GGMmlnFxcUhKSsLp06eRkZGBzs5ONDU1ISwsjOcGFAdp27p1K0/NILcZKrfmy83NhdPpREZGhuxG8axZs8753ZJCQt44EojGi8FeBn85odjiKSEhAVarVXYnUYw4gqFcFDix8COemHzlXZOanTCVtnQQ5OTkcFMttoCRfgzZ/fV6vYeAIxYgDAbDICFNXAfWJgUFBTzMrrjt5UxqvPWXWFDJz89He3u7RxQ2FnyC1QHwbw7KBr5Op+N9JTdJiPtKrl6+drfZx4DVY/78+YNyrol3whcsWCAb2MSX1kx63Gg0oqWlBT09PXC73R7vrXRy8yUQSrV5RqMRqampXABgDtBiIUuskRbvjMppXcUClLSPxf3F3iOp2aN4XIjfK6mAFKhWhWnX8/PzPTYUxPnBxNpps9mM+vp6bN26FbW1teju7kZ1dTUXVMULgsjISO64XlRUhM7OThQVFXlEeBS3vzdhWCrwyr2PYjMUqXDqTZCWliEW6JjZHtOWqNVqHg5bii/hg/nB5ebmorOzk2uJxDAB2uVyISEhwesGEAvQwd43sTUDE8TYTrn03WDRMNkc6mscA54bg+I6id8/OXwJj760aFKLBGCwYCX3TvuaS9kcduzYMdkypPOA9B3ztngSw9qDWaEwQV+qCWaLyYqKClmtmXjeYf0np3GWa1M2fzCTNl+CNzOzZed5s0DwtWk1Fbjpppv4/z/55JN4+OGHx7E2X6PT6TysEtgGmjecTifa29s9/vlCbE3FMBgMqKqqQmpqKt/MZOsMFrka8LRSyM/Ph06nw4IFC5Cens4j3qekpCA+Ph65ubn45je/yQNVAQNaa4VCwTd82dhobGxEQ0MDXC4XFAoFnE4n0tLS8N5776GjowM2mw1paWkwGo2YM2cOgoODsXTpUmRnZ0OpVPLomREREWhsbMScOXOg0WiwaNEiZGZmore3F1FRUXwjOScnBzfddBPCw8OxaNEi6HQ6/O///i9SUlKwbNkyNDc3Q6FQ8EAnJpMJc+bMQVRUFN8M7OnpQWZmJo4dOwan04mqqir09PQgNDQUQUFBiI6OhkKhQFNTE0JDQxEeHo5LLrkEP/jBD7B48WK+oTxnzhwoFApkZGTA7XbjxIkTSE1NhVar5Sb+27dvh0qlQl1dHfLz82G32z0itDOka2G73Y4VK1bwd0pqQTEa3nMk5I0jgS76xJO+XAJpMWIzFyZIJSQkeOxIimETTE5ODs/jUVZWxj+M3lIp+ErqLLfTK05rwHZBmU0yW8jLmSqx+7N0BaWlpXxBxQQIi8Xi09xIKvCxBUtkZCQ6OzsBBLYrLF3wsmP+BHR/H2e1Wo3Vq1cjPT19ULoLm83GzWbPnj3LBX25egHyGh/pOX19fTw0ulzdffW7t2eRO87aW65/5QQoJsgA8CkQiutnMpkGaYSkGmkAXs07jcaBkNXsPZLTHEqfRyq0yLUzWxBI6x3IjjzLtcY0RmItDhNYS0pKoNVqoVarkZSUxLV+9fX1UKlUHru/4rqJNXuFhYXQarXIzs6G2/114ly3283TFgCQNen0JvBK20DuvfAlSEvLYGbqLL0EE8iUSiUWLFjAfeu89QMbOyy5sjjpuM1mG6TNFtexpqYGRUVFAOB1rNjtdjQ2NsJsNvN5k81PrP+kAgR7N5j5pdR0U3wNg5XLgtZI0yD4wpfwGIi2mwlVcoKVt/4TWx2Ixxv73lxyySWypspGoxFNTU1cwPb2jgWyKSd9Z6UbB0yAFG+cyn0rmNaVhb+3Wq2DrCnk2tvtdg/SkEs3PKUmu+x6uXnc18bqZOajjz5Cfn4+7rrrLlx33XXYtm0bAE+hbzx5/vnnERMTg7y8PDz77LM++x4AnnvuOURGRvJ/LBDh6dOneX+KrWaYuaX4Xbbb7Tw/Xn9/P5xOJ4qKimA2m9HY2AibzTbI8oWVC2CQ+0psbKxH1F1mVnnmzBkIgoDu7m5ER0dzjWBfXx8SExP5WjIqKgrNzc0ICwtDZWUlZs2ahb6+PuTk5ODMmTM8MnBlZSVOnz6NyspKvta75JJLYLVaMXPmTCQmJiIpKQkzZsyA0WjE2bNnudCmVqu5r/eFF17IhbT+/n4kJSUhOTkZS5cuRVhYGP7zn/+gpaUF9fX1PGLnxRdfjI6ODphMJvT09CAqKgozZsxAdHQ0lixZArVajbq6OtTU1ODo0aOIjo5GcHAwXC4XNm/ezMs/77zzMH/+fDgcDpw5cwYZGRno6elBXFwcXC4X/vvf/0KlUsHpdKKwsJCP6aqqKm5CKoaNe7Z5Kp67pWsRtkYbSSjwygSMICXV/LCPxlBCtPsK2CK3U8iCNlRVVWHmzJmykczE17GdULFTvZyTv1hQEU9EQzEfAr4OpuJ2uxEbG8sjc9bV1aGtrQ2zZ8/2m75B+ixbt26FRqOBVqvlwpXcjr5cW0mDJfhKxB5IfeRg93E4HHwiYU7RcuWxydtXQB9xfwwnIqS3Z/EWLt/fs4t/BwJPoeHrWtZ2wNfjp6amBg6Hgy8Yxe+pNIjCUNOMDLV/pWUMtU/kAqwUFxcDAA+HLQ7u4a8N2QfI5XLxkNGHDx9GTEyMR4AS8TPK1VncB+IPGOsHufEgvcbbswY6L0nLYykYxM/C8BWS3u1247///S86OzuRkZHBg3XItYM4mIo02qgvDb64fYCvI2vKXSdeINhsA0FNpH3jbY4Va6GkkS3lxq2v99mfVQKDBalhubL0er3f6JjsvmwRNmfOHB75T24O8zenDCUtgy/E442luhEHKvN2f2l7i+dzljKjsrISGRkZ0Ol0HvOJt4ToQ10HDJexWBv97ne/w3nnnYf169fjvffeQ2ZmJg4fPoxf/OIXuOyyy3D33XePyn2HwosvvojzzjsP0dHR2L9/Px577DFcffXVeP31171e43Q6uQYcGGjL5ORkHDp0CHFxcR59x7TOADxStLhcLhw7dgw6nQ5BQUHcvaG0tBQAeFCjuLg4BAcH875iQdPYRlBSUhLmzZuHoqIiaDQadHZ2wmg08qiQ2dnZ3PeYjRWXy4VPPvkEfX19iIuL41G/mTB16tQplJeX45JLLkFGRgaOHDkCnU6HlpYWVFZWAhhwQWK+sS0tLTwdTUhICM9719LSAo1Gg9raWlx11VXYtWsXD8Syc+dOLFq0CHa7nfup5eTkIDc3F5s3b4bD4UBERATmz5+PxsZGREdHw+l0Ijo6Gk1NTcjPz4fD4UBtbS3UajUaGxsRHh6O3t5e6HQ6rF69GsXFxSgoKMCmTZt4ioXFixdzTeaZM2f45mlGRgbi4+PhcDhQWVmJmJgYrFq1Cs3Nzejp6eHPLE1J5G9NJh3TEyoZOnFuiCV4qQbMZhuI8sNMVryZTPkqW7w7KGcaJ93Zle7yi7VJcgFW5DR5vkx3mClKoIncpTANZmxsLDffMZlMCA0NRWZmJtra2gaZdPoqX6lUYsWKFYiMjER+fr5XDY1491fODFBq2iRnohbIrrPc87P2zM3NRW5uLlJTU7lvndzuu1jjA8hrJ6X1Harpj7dnkXsfAnl2b1odf++Dr2vZP6fTyc15mXkn25mUagrZh06Mrz7xp83wVX9v41Gs7ZbidrtRXV2Njz/+GFqtFi0tLdxUkV0XHByM0NBQqNVqREdHc82SL5gJYVBQEIKDg/k7HR0dzUNCS5+Rfbi6u7s96iw1GxSbJ3ozV/On5WYaXl++c+Iy5EwXo6KiPJ5FXA9mYik3P6xatQqZmZnIy8sbtBsrthJIT0/HwoUL+TskDojAzJ+9aczdbjf27t3LowuLNd9SE2WVSoW4uDg+F7AFGXvHpT7U0vaW08TJaTPF7Sn1AxaboXrrM7fbjZiYGPT09PAIfr78Hhms7xQKBeLj4/luufg7JX73/H1HvFkPMP926XvpDbHWet68eeju7h4UMEqMt/YWz+cajQY2mw2tra3Yt2+fx7sp1dyL6xGI5c9kQaVS4a9//SsaGhrwP//zP1i3bh0++ugjrF27Fi+99NKomK4BwFNPPTUomIr038GDBwEA999/P5YtW4bc3Fzcdddd+POf/4w33ngDzc3NXsvXaDSIiIjw+AeAjwGp9oYJZi6Xi29KMVPikJAQ7tvJrG/i4+NRVVUFu92OyspKuFwuHmCEjVWWDsDpdKK0tBRnz55FU1MTGhsbERERgZqaGsycOROhoaFISUnxsBArLy9HY2MjWltb0djYCIfDAbVajYKCAixcuBA6nQ6zZ89GcXExSktLkZqaiu7ubmRlZcFgMGDp0qVYs2YN6uvrUVpaioSEBNTV1aGwsJDnBm1oaEB0dDROnDgBAHj77bcBDFgimc1mREdHY8+ePcjPz0dUVBRmzZoFt3sg8CBLsRAXF4fe3l7ExMQgNjYWJpMJZ86cwZkzZ1BVVcVz7tntdvT39yM0NBQRERFYv349GhoaEB8fj08//RSpqalcQGZrbgD8HtHR0WhubkZ1dTUA8MAtrL8UCgXv88bGRg9tPTM5b2pq4htM4jlnLMY0afLGSZPnT9MmTjjMtAmB7uT5O8/Xzq4Ub1oNf7upconC5XaA2XnS/HByyN1TfIwl7WYTjrdQxHIaGKm2VG432JdGVVwW88vzls/In3bQ3y5tIDvZ/nbb/WmPhqKdGsr9fN0HgEd/yOV481WmtCx/ub8Y3jRrgYyPQMv0VXf23L40eRaLBVu2bMGZM2eQnJyMjIwMNDc3Y/78+QDgobljC2GtVovOzk6foeflFsX+2k6s2RDn+ZS+9760fWwnmgXf8ad199ZWUq2MXB2kKR/EZk6sDLao8pYWgj1zS0sL32CSvnPi+gfa/3V1ddi1axciIiJ4pD1vmia5/IJszmM+nNIUDf7aki0Kxd8Z8TnFxcU80XJBQYFXAUr6fkjDh3vTZEq1rnV1dR6mi+waNg4B+JwXfGluxfcNRBsph7d+DdR6RPzu9vT0YNeuXcjIyEBqairfKJO6ZJxLfYfLWK6NLr74YmzYsAG9vb0oLy9HWVkZ/vCHPyAhIQFarRYHDhwY0fs1NTWhqanJ5zlpaWkICQkZdNxisSApKQl79+7FokWLArqfNIWCeHywOUTsx8+ibItT60gth/R6PV83ied8YOAd0ev1aGpq4uVZrVa0t7cjIiICISEhPBecXFodlsjcYDDw/k9NTQUwEE1y5syZ+P3vf8/NHcPCwjBjxgz+LExztmvXLrjdbu4OlJKSgnnz5uH111+HTqdDTU0N5s2bx00uLRYL/1bt3r0bq1at8tgo1Ol0UKvVSExMxOnTp1FRUYHTp09j3rx5OHv2LBISEmCxWHD69GkEBQXhxIkTCA0NhcvlQmFhIWw2G1JSUpCYmIioqCicPHkS3d3daGhoQFpaGgCgpaUFsbGx6O3tRUtLC+bMmYPc3FxYrVYoFAoYDAacOHECM2fO5NFFmfn5v/71LwQHB0OtVvMgOEx7Zzab0dPT49cCgGlXKU/eCDGeQp4vUzNvC75AF96BmkMFUp4v0zVfZUnz78mZOIoFM7aYlHveQM3YmMAoXjj6ak9fZpdsgS/OTeSrLcXtILdwEv8ul2fsXHJKSZFbiHgzp7RYPJNbiz8YgQhI3u43nHOkeeO81cGbiZn0fG/PzM73N0YCXVz523zwtRD2tliUMzXbs2cPKisreYQzl8vFw8DLlSNuD8B7jk05IdfXYt6fwC6tu9yG1rFjxxAWFhaQ2Zu4j9i4ZCZv0kTmvvqCRdQ1m80wGAxcCJCav8pt5gzVhM5f/zNT0aysLB5UwGg0QhAEr8/kcrlw+PBhPi+dd955PEF7YWEhXyj5EoLEv8fFxXHzQXF6Abl6sjEUyEZUoPOW3HvH2phZZki/F+w98FY2ExSZX6u3zSF/85uvd1xuThjKHCg212T5tex2O+rq6tDR0YGsrCyPPKwWi4WH2PcmuI40Y7k2qqiowC233IIlS5Zg3rx5OH78OA4cOIDdu3d7+GlPBD7++GNceeWVqKurCzghvbgtw8PD+fvjdrt5zjv2Hok3ntgc6na7B61r2DHmoywNMCRewzB/uaysLJSXl/PvRkFBwaBrAaCjowMHDhxAZmYmYmNjeeCYhoYG9Pf3o6enB0bjQPL0uLg4nmQ9ISEBzc3N0Gq1aGpqgtVqRXNzM5qamrjWMj4+HlqtFrt27cKMGTMQEREBo9EIvV4Pm82G48ePQ6fTITg4GJ2dnXC73di9ezdWrFiBzs5OREVFwWQyob+/H7t370ZzczP0ej3Cw8PR39+PO+64Ax999BEaGhrQ2tqK0tJSXHvttejs7OTJ07Ozs6FSqaBQKGCxDEQR7enp4eaS/f39OHnyJLq6urBu3TosW7YMFosFNTU1sNvtXKs6Z84c7Nq1i5uipqam4uTJkwCAGTNmeOSmFa9FmAWL3MZgU1MT8vLySMgbKSaiT16gu6BDLW+4dvzD/WBLBS5vGjG2iy63EJd+FEdao+JLoybeZfOVjFzuflKhSfq7dEHpzedoOH3nbYEul/Senc98E1mST38LRbl7BrqL7WuzQZrE2Ns1+/btQ319PT/Pm+bPV/sF+oyBaGSkWrNz0XwyQVelUnFneTnNMzBYo+VtU4jt+rIErOxaOQ0o06h4q4Ncf0rL8+VzyDRUBoNh0KaGr7YH4DEuvT23r/eMfahtNhtCQkKwYsWKQXOTrzLc7sHJzAPdSJDWZf/+/XxhIPX38yYks2+C2WyG2+1GamoqlMoBs2S2kMvJyUFFRYVXAcblcmH79u3IyMhAWFiY7BwXaD/LnTcUX1/xOGBj2OVyobm5Gbm5uR4aXl/Cu16vR3l5OQwGA9d8AN6/m4GM/aHOHYEIhdIFvLjd2QaEWMBtbGzkOVmZhpOZgY62Nm+s10Znz57FJ598gsOHDyMiIgK33Xab18i5Y8WePXuwd+9eFBYWIjIyEgcOHMD999+PBQsW4N///nfA5YjbsqOjg49l9s1ikb+lC372jsXExMBqtXrMx1arFZ2dnQgNDYVSqZS1QgAGj9eDBw9yAWbFihVQKpXcvN3hcCAmJgZtbW3o6emBwWBAeHg4oqKi4Ha7IQgCTp06hcsvvxxffvklBEHAjBkzUFdXh7lz5/Jv9rZt26DVanmagBMnTqCqqgpZWVlob2+HQqGATqeDxWJBeHg4Zs2aBa1WC7vdjvb2djgcDpw9exZ5eXnYuXMnWlpaEBERgfPPPx9NTU3o7+8HADQ3N/NNAEEQEBsbi1WrVkGpVOLkyZP47LPPuObNaDQiLi4OQUFBSE9Ph9lsxlVXXYXjx4+joqICGo0GZ8+ehUKhQGhoKMrKytDf34+rr74aS5cuhdvtxr59+1BRUcEFTWYyL/7+s42z4cwtLpcLX331FQoLC0nIGykmopAnNhVjKnxpfp/hlDecBbivBYz0Wm8fd39mkr60i4B/M7aReH5f50vbINBFv7dFlpyJIZskHA4HVCqVh9mdP7NMb0KqVDCW20li7SrVIp6L+WUgSK+VCtb+3lVmTqJWq5Gdne1VIyp9TukCUdpPw9HIMc2BNPiPL7wJQWKTx4SEBO7jFUj7isuUbpxIBXx/JthM2I6Li0Nra6vs7qO4DAAeGlhv785QN1zkFshD3WyS3sNiscBqtUKv16OlpQV9fX0+rRSGa6Hgb5MhkLnVWx3k5ki2ueR0OrFixQqfZr9sE6qwsNBDyD2XeZY9a1NTk2yb+jNrbWpqwunTp9Hf3w+j0TjomyfXzkxIOnbsGLq6urj2DvCutfZVl6EItEMxBRcH1vDmCiCdv8XtyARX6SbYaDJaa6OGhgYebXKic+jQIdxzzz08JH9qairWrVuHRx55hFtHBIK4LcXJx6Ojo3kQEmb1I96ktdvtiIiIQFVVFaKiopCUlMQtNywWCxobG3ni8oaGBtxwww1wOBweG0IulwsOh8NjU2rbtm3Q6XTcV9jlcmHHjh04fvw4tFotVCoVOjs7UVBQgNjYWBw/fpxbGkRERKC7uxu9vb08TcK8efN4bIODBw+ioaEBgiAgJSUFubm5KCoq4oFnmEllWFgYamtrERYWhr6+Pj6GQkJC0NTUhKNHjyI2NhYXXHABdu7ciQsuuABarZYHWeno6EBoaChKSkowb948VFZWIiEhASEhIYiOjuaR16uqqmC1WvGNb3wDKSkpMJvN2Lp1K1JSUjBjxgzMnDkTp0+fxqlTp6DT6RAZGQmn04mQkBC0t7djxYoVPCiX1JycbaIDgy3xpBurgVq8jIYmjwKvTDDYi2MymZCUlOQz/YF4QvBXnq+PNtOssR1Qhre8bHLXegvpbTQOLY8S290S25f7Shsh1wb+zM18XS8euBbLQN6zyMhIHsRC7nnEKJWDw93LlS9erOXm5kKn00GhUPCAO3Lt5Ha7UVtbi/379/NgCdJ+Y/Vjzv0shLzNZuNRn5hGY+vWreju7h6U5Fmp9Az8INfG3t6ZQJBey+ocyC61zWbj0VVnzJjhkWcMAMrLy9HW1obt27cDkA//L9dP3p4pkPGjVH6d89HbeyGGPa842TR759kCV6yhDGTsi99L6biVy8PU29uLsrIyjyBF7PmVSiVSU1OhVqt5MJ1A+5ud19jY6PW55drIW9uz9zDQlAG+7qFUKnkOSJYcXkwg77m0LcX38/Zey9VFmiZDfH+5nKLefADZb3l5eXA6B5Lsin0kWSoCVp7ROBDIRqfToby8nAfPYUK0XB8H8p0Rv9NySNuGlclMjQ0GA2JiYrzmJBS3JROc3O6B4GKzZs1CUlIScnNzYTQODjQmxduYFtfR17iXm+PFIevFMJPiuLi4QfOMXJAuVve8vDzZFBOTndTUVMTExODiiy/G/fffj7feegulpaXYt28fbrvttvGungfnnXce9u7di9bWVvT09ODYsWN46qmnhiTgSWFBf/r6+tDZ2YmcnByPfrXZBgIbWa1WGI1GtLe3IywsDG1tbfz7yM5RKBRQKpU4deoUQkJCUFFRwd8fYGDjbdeuXairq+PfArVajVWrViE8PBzAgH/r7t27ER4ezk2B9Xo9kpOTYTQOpHmJiIiAQqHA7NmzodVqUVhYyIM/rVixAnV1dYiIiIDFYkFXVxeqq6t5GhSLxYLs7GzU1dVhwYIFcDqdSE9PR1BQEMLDw3HmzBlkZWWhtrYWLS0tiIuLw5IlS3hOu76+PmRnZ6OzsxNWqxX9/f0IDg5GdHQ02traEBYWhiNHjmD27Nk4evQozp49y7Vzu3fvxokTJ9Db24u+vj4sWrSIz51msxnnn38+EhISYDQaccEFF+Ab3/gGtFotrrnmGqSnp2PFihV805LNnaGhoSgoKIBarebrIzlhr6KiAvX19Th48CC2bNmC2traQfO5eL5la3yxBd9IQULeGOLrYyCFvQjNzc1eF1fnstAWf7iNRvncYLm5uQgLC0NMTAz/TfqxF39Q5X4P5AMlXty43W60tLR4JH72BWsDtlhmi6BA28Xbuew4AK/5+AJZlPmqi1RANhqNCA4ORlxcnGwblZSU8ATYLIeSSqXyiLrK7i1OgC0XDa+5uRk6nW5Q1Dvp4ktu8Qr473dfSBdhbreb556SliON7mc0fh0FtrOzEzqdDjbb17nxDAYD33VlbeTt/Za+m3L18rWBAHyd70ic89Ef0kkeADc7EQszgbw77AMhXvhLx61UoDCZTDzKmXgDRyxsszZQKBRwu90ei3GLxeKhbWFtwK6TJm4PBLm2ZwKKOBCHt36Qtq0/odxkMvEQ3+IPtK/3HICHrxdbxLB2lwrvrK0B33kR2fPIRSyV4u2dYLk2dTodz+tWV1fH8/eJhRfmA6TX61FVVQWtVsvfHznhSPqu+Wp3aZvKzSdyz2EymZCRkTHIbM2bVYHb7eYbCUFBQUhJSUF6ejoXfMXmn4HOTf6EQ7nnZeOUzcniBOzAgL+ZVqtFa2ur7Dzja4x7m2vGwidvtKipqcEbb7yBiy66CDU1NXj88cdRUFCAJUuW4KOPPhrv6o06RqORW2nk5uYOGi9GoxFJSUlcg8sELWneU6axUyqVuOiiixAeHs4FRvb+xsXFITU1lefjrK+vR21tLYqLi3nY/5qaGqjVap7m4eabb8all16K/Px8BAUFITMzEzqdDllZWVCr1bzu6enpSElJQXV1NZxOJ7744gu43W60t7dDEAQ0NTXh0KFDKC8vh9VqRWRkJLq6uhAbGwtgQLtpNpuh1+uxb98+nsOuu7sbHR0dPOhOUVERiouLceDAARw/fhwtLS1QKgeiu1dXV8NsNkOtVmP//v3IzMzE2bNnucmpRqNBVlYWsrKycMEFF8BisWD+/PmIi4vDjTfeiLa2NtjtdrhcLpw4cQJtbW3IzMzEv//9b4SHh6O5udlD6cA0dGxzRhrxXjyWc3NzkZCQwH0DDx8+PGj+lM4DLMDMSEPmmmNorilnuuHvfF++A+LFnds9OG+dv7LFJi3eTIukfjFy/masHsx8Zqi+c1ITw0DM9qRt4Ha7uS20OOKfN3Mcf+Z4ciZ0UjOZQHwGhxL8w5eJJHsXxFHBIiIiUFdXh+zsbK+RSeW0mszksampCatXr0ZoaOigZwrEvPZc+53BTOBYVFRx/4ujB0oDdEgDtYjbUhqddjj+jXLXiAM7MJ9KIHC/WW8mYXL/78t8TlwO+7j4iyYrxl9+NFam9N0OJBCTt3Hmz3dRen9fc+VQTD+9vb+B1NsbvuZyad38tZm0bbzNX4HWkc0VLKCK1NRVbs705lsmFbLk3jUg8GBI0ucQzx1svIvPlzPTFEdDZdHrvJmBys3N/trQm2DpDbf762jYzJyOzWF6vR7FxcU8wAZLteGtP8X1Zhtb4iAsY6XNG8u10Z49e3D77bfj+eefx7XXXjuq9xoPpG0ZyLfInwWQ2IxdHBmYjRnm53/27Fm43W7uW9fY2Ije3l50dHSgsLAQRqMR27dvR3R0NGJjY/nczKx9Ojs7cckll8DhcPD5oqmpCUFBQcjNzUVDQwM+/PBD5OXlYcaMGVzL6HA40N/fj7lz5/LInGzjrra2FiaTCbW1tejs7IRer8f27dsRFhaGwsJCpKWlISoqCnv27IFGo0FDQwPCw8PR2dmJrKwsrFy5Ep9++inMZjOCg4Oh1+vhdrvR1dWF9PR0tLW14ezZs+js7MScOXNgMpm4WXdUVBQSEhJw4sQJ7pN88uRJBAcHc2sqjWYgvcnChQu50Mry+imVykFRrOX8Id1uN9555x0e5XTZsmUwmUyD+krc3zabDWFhYdDr9WSuOVkR79IEsjPNJH2xZkdu0a5UKgMyrZTWRbxr6W0XU3zcaDSipqYGGo3G4z5irVegO6FyOxrMxFBqtifV5ogRm7dKtSFut3tQjqdAzfHEx6U7qNLd6dzcXFlNETBgniE29/R2D/FOjtyHnGmwCgoKuLlCcXExNBoN7Ha77P3FHwOx+aXdbkdTUxN6e3tRUVEx6D6BmtdK+z3QPI5i3G43T7RaWFjoEWSD7YhJTQ0Z4n6RM21lu3RSszD2ofGnUfemrWxubuaLWn85w6R4MwmT0/6y9xgA1xgzSwBWP7bolfaZ3E6j+BnkzAXFdTMYDHA4HMjJyRly38otSCyWgXxBLOz0wYMHB5Ul1sq73W5Z0z1vmiFpOWz3daia/UC10uK5XNrGTMPubx6Utg1bYDEtPDBYAyg3FqUWBQaDAWFhYViwYMGgHFjiMkymgTxuMTExXq0gpOa33rTdxcXFqK2t5cma2bVscSttC3Ed2NzF2kF8vtFohEKhgNlsRn19PR8X+fn5fK6QE36k3xTx/aXvhxS2UGXj2p9GX9zn7H4AuLDW3t6OY8eOYffu3fy76U2QFNebuWvYbDZ0dHR4re9kZ/HixXjppZfw85//fLyrMiYEojEWm22y/Hji8cssR9gmKEvtwspva2vjgZmSkpJQWFiIhIQExMfHIyEhATNnzoRSqYTD4eBaOrZ+Ym4qDoeDr6fcbjdcLheOHz/O89+VlJSguroaOTk5/Jrw8HB0d3djyZIlSE5O5nMQq39LSwtSUlJw9uxZLFu2DAsXLuRJ1wHAarWiu7sbBw4cwPnnn4++vj5cfvnlCA0NRVRUFCIiIlBUVMRTKLDN7aCgICgUCtTU1CAqKgpRUVF889tqteLIkSPo7u6GSqWCWq3m6Q00Gg2uvfZauN1uzJgxA3PnzoVer8fatWs9TFXb2tq4ma3FYsG+ffuwf/9+nrOWjUv2TS4tLYXRaITD4cBNN92E9PR0vhb0NR+SJm+EmUiBV7w58Et3Tr1p94biyO8PtuMil2/JVwCPoew0DkWz4i0ypFy9xR9OqRZouDv8gdRdeoyVHUgOrkB2juV231kkPZYgXaotEGsbxLvBwIBGqrGxcVAUu6EgbT+msZAGDfHVzsPRHPrSxLLdtc7OTj6ZigUC9htLBss+hP7uxeoptplnfcn+P9A0HyUlJV4jXfq6N9vdd7vdCA0NRVxc3KA0H77aFwg8IAWbd6RRZqXRLf09r7jdlEolenp6sHPnTqSlpXFnfenuNACvmmFv40xOa+hrzHmr61AsLeSe0Wazoaenh/tu+Hr/pW3jK/WEr7qId+6lEXq9werE5vPIyEiez0oahElOGyfVxJ05c4bPJyxQQaDzrbQdpL+zSKTiaLri+WaogUh8aRjZ7+KNVGDw+yiu85EjR9De3o7Q0FCe61D8rCzYRUxMDNfkjWbfjgSjtTbq7e1FcHDwoOPV1dWYO3cuzp49O2L3mij4aktv337xGmzevHmyUYCZtq25uRnnnXceUlJSPKKal5aWwmq1Ij8/H+np6YM0/AaDAeXl5XC73TxYCUsA3tfXh5aWFn5PsVa8paUFZ8+eRUhICGbMmIHi4mI+/kpKSqBSqRASEoKcnBwegbK+vp4H82L5AquqqqBSqWA2m5GSkoJTp04hPz8fX3zxBZYsWYKPP/4YMTEx0Ol0XKMXFxeH5ORkbN++HS0tLZg/fz7mz5+PlpYWhISE4NSpU5g7dy4KCgpgsw0EpLJarThz5gyam5uRmJiIG2+80UMzeezYMZ4/UGydo9frsWnTJiQkJECn0/G1U3l5Oerr6xEcHIz8/HwYjUaPPJ4s2jELZsUsIKSKGTlaWlpIkzdVEe+8M98MOT8Jtksj9XmR25kfLjabDWVlZR4Ou8DX2hG22+xN4xDIbqO33Sy5XVNf2hzpdVK7aLZwkZtIpbvWbGIdioaHwTQfLPCAuG3ETvpyu8j+tHji8gBw7S4zGWQ7bdL2Y9qGuLg4LnCye6Snp2PBggWoqKjg79pQYMIKK1PcD+Xl5aiqquLaGl+aFH+aQ/HziMsRa0FYe7I6abVahIWFITc3F3FxcVyrwjQLHR0dyMjIGKQ1lGtvsRAn1jKzc5gfkregFVJYX1mtVthsNtm2kX4IpLv7Gs1Augu3280FPxYGW659maZETvvlzTKA3dPtdqOmpgYWi8VDOyU3duTGvrTd1Go1Zs2ahZ6eHo85TDwGmIZJbqdb/DzsnnLPHhcXx8sIdJfUl6WFv+vE7xLzU2HPJqdlFmsjWdvY7XaPuSGQHX9gYO6pqqpCamqq7C6xHOL5Sa/Xo6OjA5GRkTz9QmlpKWpra2GxWLiPp1h7x75R7B3My8vju/YM9h4xYVL8XZNrP6kFh/j52KaRnBbTarUOWcMlfj+kME0JC64gtgoQ79iz8REWFsbnG1aeuM9DQ0NxxRVXcJ9B8fVSjaj0OVhC6sLCwoADO01kwsPDkZeXh29961t46aWXsGvXLlRXV+Pll1/GqlWrxrt6Y443rTEwsKaLjY1FaWkpDh48yE2Cxd+k1NRUzJ0712PDprOzExUVFXC73Thx4oSHaSdLz6FUKvm3X6lUor29HVarFWfPnuWWQWzujI6O5j6ESUlJmDdvHtLS0nj6hLVr1/KULPPnz4dareZBlIzGAXeXzz//nPun5eXl4cyZM+ju7kZNTQ06OjpQX1+PzMxM7NixA7GxsdiyZQsiIiJQUlKCpKQk9PX1IT09HWlpabBYLMjLy0NBQQESEhIgCALmzp2LiIgIZGVlDZpre3t7ERQUhKCgIHR0dOCzzz7jlmnHjx9Hd3c37HY7FAoF74+6ujq899576Ojo4LlJ1Wo11Go1IiMj0d3dDb1ez+cksbWbRqPhmlZBELjFj9Vq5X3ubb46c+bMiL9jJOSNE9JJnX0UpCpduQUK+0DJmVBJTXeGY95hNBp59CSxYCU2p/LlTM9+l7u3dOcK8BQMmRB08OBBLmwplUqPhKFysMHJtFxGo5ELvg6HQ9Y8R/qhlU643mCLF4vFwuvIFkvMOVqv1+PYsWN8QhUvntva2qDVaoe0mBMvhMSml6zNlUqlR94sZg6YkpKC1tZWHtBB2mbezAf8IWcebDQa0dHRAa1Wi5MnT/IIoL6ez98CXCxMiMsRC71s04NpJFj4Z7VaDUEQuGBrNA6YvK5evRozZ85EQUGBV4FCKkyI62mxWHDo0CHU1tZy4VJqoudL6BELEoH0Pbs3M9spKCjg/gQsep8U8Thj74vcZoxYSJIT+NzugfxAPT09UCqVHsFipGOnu7sbxcXFHpsk0v5lATZWrVrFI1xK5xJf7wTrS2Y2I/fBZAIj+39fc2Cg5pmBwBZdF198MZKSkvi7I70fE3akEUO9beD5w263Y+bMmR7Jd/09H3vv8vLykJGRgdWrV3PTzZaWFjidTr44kdaTzRstLS1obGzkJl1yZvVsnLKx2dbWNshkGhisxRDXmUVElWrrTCYTQkNDeSJlKeJNO/H30GKx8PREvr4prI3YZhPbmJFqJNVqNfLy8rgGU669pZsiYgHY10YY+644HI5RM+caSz7//HOsX78ewcHB+Nvf/oY1a9Zg1qxZePnll+FyufCTn/wE7777LiorK8e7qmOC9Hsg970DBvII2mw2rh0CIPt9FwfdAoDo6GgPM0/xhnNOTg66u7sxb948GI1GREVFobi4mAcd6evr4yaaMTExfONDEAQYjUb09PQgIyMDFRUVMJlMKCgoQHp6OhITEzF79mw0Nzfzdzs9PR0hISEIDw/H3//+d5SXl6OhoQHHjh1DW1sbnE4n2tvbkZubi6amJlxxxRVob29HXl4eLBYLFi1ahPT0dISHh+P888+HTqfDJZdcgri4OJw5cwYWiwVxcXE8pY/FYkF1dTW2bNnCrXZYBGwWaIqtUx0OB9RqNSIiIjxSByUkJPD1jEKhgMFggMFgQGhoKK677josWrRokKuI3EYpE47ZN8HbhiwAxMfHj/g7Ruaa42Su6c1MzZ/ZnthMhH1g5RJoM3tqcSCSc8mDxOonNtGRmpr4+x0YHCxDLldZSUkJj/6k0WggCAL0er1PUxVfbReo+Za/9peas4lNu6Rlik1MmQmA1KTQV54lXyaO4t8ADBKapdd5M+X1dQ9/dHZ2YvPmzbjuuuug1WoBeM8jM9yFib8+FbeBnNlwoM/nz4xMakLNBKPW1lZkZWXx3VGxCWEgOfiGUh9fzyvNc+ir7lLTU7Z7GxISgoSEhEHjdt++fTh16hTCwsJw2WWX8XuL68H+v7i4GGazGQaDgYfjlnseObNQb3OJ3DXsvszchpmuS9tFOg+xMsRJ2QHwMuLi4vjiP5BgF97mO18mjr6Cz0jfd29tE8j7whiKWbzYnEvsB87GsbR9XS4XzGYzf8cOHTqE3t5ebiUgrpt4bLK5k21E5efnywa0CqTOcpuG4nerpqaGm6MzM6ioqCg+XphgJm1LcX1Zndg9xP3ibWzJvXPi8qTvja9vktx4G21hb6zWRv39/Th+/DhKS0tRWlqKw4cP4/Dhw2hsbByRjZeJQKBtyTYlWB+zMVFfX4+KigrodDoEBwcPMiX3lstXoVCgublZ9rvPzBjZuspoNGLr1q1QqVTo6+vjuTbZt45tmDNLM5YSZOvWrXA6nUhJScHChQthsw34j+7fvx8FBQWoq6tDRkYG2traoFAoUFpaip6eHmg0Gp7zkZlYJiYmor29HRkZGaitrYVGo0FFRQUuvvhiuFwuPsczjSb7frF/F198MSIiInjwvqKiItTW1kKlUiEpKQnXX389N9MEwAVNtVqNFStWoLm5mfdTZGQkjh07xjcMExIScP755wOQd3kIdL3GNpikweLYNaMx7kjIGychT+6lCOTjJl5YSCOjiX8X+4Kxl5aZ9NTV1WHFihVQKpVeF1KBLooB/z5F4uvEUQ+VSqWsfyGbhMTamtDQUNmIfMNp70AXT1KkC2dfAqF44mXaj6FEeBvq4mwoiyLxfYfqy8muN5vN6Onp8fCTHIqPTCCTord3fKTx5ucqfWfYOdJNEzlfCWkU2nPtT1++dXICnZzgx5C2L/P3EUcqBOC3HGk9mZCvVCr5R0xu4etLAPVWttziWTr+pOVK/YrlfBvVajUUCgWio6N52zL8RYz15ksmfp/EkTLF75BcNEvpvHQumzDSvpbb4JMTpKWbYWKhlPnqiPtbvGCpra1FZWUlVqxY4RGxV65O9fX1KC8vR0REBM/JONTvkLgfWLuK62g0Gvn3JikpiS/iWlpaZBO2i/vUV8RkX/UT+0SxBaXUb5b1s5wP4kgJ7OfKeMcrOHPmzKhoNcYD1paVlZU84IkU8ea23W7nmx9sjeRwOBATE4Pm5mZ+XG7dJRUSva0tWJ5JNk7YfCN+d43GAX/Szz77jJtBFhUVISwsjM+bO3fuRHNzMxYsWIAZM2YgJycHRUVFSEpKQmlpKQoKCtDT04OYmBiYzWb09/ejvb2d5877/PPPkZiYyHOyMis1ZqmhUCi4GTcbO2azmVvO9PX14cCBA1AoFNDpdMjJyeHP7nK58Omnn6KxsREpKSmIioriz2k2m9HV1YUjR47gsssuQ2ZmJlwuF4qKinDRRRdxiwMmDCckJMj60Aei2PD2vZNbh5KQJyItLY1rUhg/+tGP8Mtf/jLgMsZ7IpNyrrv93s5hAp9Wq8X+/fthMpmg0+kAgAtcLMx8oCkbxIKp+BrAe/h3uXP9ac78aTaH00bDXTyNxHWA/CRxLnUcyrsg3T3eunUr9/HyFdSG4WuX0NeC0ls5viZFsbZaLICci7DnTUvmTbMqXrQxfyVvdZHbYAlUkyd+19kHAPj6vfemyWN9yrQt7MMRyCLVm5Dqr3/k6izWonjToPl65/2dI62z3EdVfE5paekgraJUk2ez2bhwN5TFtq93SXpcqvXxJ5gOZX4JVNMt1d5KhQ1vm09MKGWbACqVymPMe9MgeOsTsSarpKQEoaGhAaWACaQf2PiV9qU/jT87JtXYGY2DAykFUhepkCgOXMR8kAoLC2WDXUmfgyE3B0wVTd50gLVlaWkpYmNjfY41lnpAPCc0NjZyLTSb0wEM2hBieRrdbrdH3lJv6yp2/76+Pr4GBOARQI1tjISFhcFqtcLhcMBisSArKwsulwu7du1CUFAQEhISsGDBAi7Y1dXVITU1FbW1tcjJyQEArvUvKCiAy+XCP//5TwQHB0OpVEKj0WDu3LkAgMrKSmRkZPBImSqVCoIgQKFQ8IToycnJPB5BaGgo3n77bcydOxdNTU3QarVYs2YNlEolamtrcfDgQe5TKAgCD55WVlbG/W4LCwt5fTIzM7Fw4cJBbeZrM9Kf1hQYbGkg/v/R1ORNap+8p59+2kNd+/jjj493lYYEewGYvwAQuDATiCkcO4cF6NDpdFi7di0iIyN50mixP4/R6NsnhC0KxL8ZjQNhYlmycHaOXEJfo9HIHdTFx81ms4eNsnhgiMPvSn8Xm3O43W7U1tZi//79PlMmBNp2bFcskFD7/hDfT1qnc6njUM5lHxGbzeYRiCQjIwNOp9NnUBsxRuPXjsXSQD+sHnJBSKR9xsphk534d/abyWTiPgTA1wFS5Po/UOTam+2aygU2KCkpQW1tLcrKyvg5LpeLh1CW+vowMzRpedI+kj4D26FkPlBK5dd+Z9K5QdzOzKGbHWdtJxc6nt1X6hMmDbEv1z/SMqT+fjbb1ykh2Jwg9h0Rly/3vrL3k/mpertG7BMo9pkUf4S9+Q2K50OxbyPbKR7qwtnbuGPHWVuJzZfF7cXqrVKpuOA5lAW8+J2Rzh/S95z1JwDuNy2um1zdXS4XHA4HD/qhVCo9/I6lfsjsHtIEwd3d3di+fTuff2y2AZ++2tpa6HQ6uN1uj/fF13N46wc23qR9KX4e1r7i952Vb7FYUFJSwv2bpWNCPG4Cmdek6YBMJhNPP8R8mKT9bLPZoNVqcezYMdTX1+PgwYN8PhE/y2gLeMToIJ1Pxe82WxstWLAACxcuhFarRV9fH/cRY9G0xQE+xPMfG1NxcXEICQlBZGQkampqUFxczM+R+ls3Nzejp6cHVVVVst9SaXyI3NxcHgCF+bobjUbMmTMHS5YsQWlpKQwGA4qLi1FYWIienh7odDqUlJTAYrFwwcVms6GiogJJSUmIiIhAWloasrKy0NraiubmZqhUKmzbtg2zZs1Camqqx8YeAC7wKZUDEYk//vhjzJkzBx0dHaitrUVDQwP39WW+ecynkI3JlJQUrFq1Ck6nE2FhYdi+fTuUSiWOHj3qEWBJrq+Agblx//796Onp8ciJKU5Yz64TB9UTlzNW43lSC3ksrCn7x3yDvMGcO8X/xhM5gcjbAtbfwtbX7+IFEAvznJKSgtTUVOTn5/OPoK/FrnhBIv1NoVDw/5d+5MQffDkhwO12ewxgcbt4+7DL/W6z2VBSUoJDhw7xXE2+Fqr+YAsoFnyALQLEH3lpmwcifEjrdC519Ie4Pnq9Hnv27EF4eLiHQBAWFoa5c+f61C4F8s7JCWnePmjeNMLMIVlu8hOXKRUI5Orqre7icuQ+fFLTl97eXgiCgP7+fgDgH0e73Q6r1Sq7mQEEFlBGGkkxISGBL/ili3Lx3CDOhyaNBikWZLwtJOWC7UiDZviqv3RxIu1r6eI/kHHBIkQyp3hviDcAxAKTtE6pqalYsGABT2Mgh1gAkNYvEOFC+mzS/xcLDawO0vfY6RzIQSe9H9u02rdvH+8Tuf4XvzO+xiB7VpPJxN8ruYi+rAxmpsQEMPG1rExpRGHx/M7ebRYdkvnlsG91WFgYcnJyoFQq0dzczIOnSPtBeg9v71Ig402uP9limQlYrI5ymzBarRZVVVUewqi0XOn4A77WDhYWFsLpdCIrK8vrvNnZ2cmTVvf396O1tVVW+CUmH4mJiVwjy8YvE9QAz028/Px8pKamct9gFvlWvFkknv/YmEpJScHMmTOxZ88e2Gw2dHZ2YuvWrTzHJBvb9fX16Onp4Zv6YkymgfyzeXl5CAsL41ZdarUaq1evRkZGBjfRzsrK4vdeu3YtBEHAwoUL4XA4kJubi/b2dvT29qKyshJhYWGorq6Gy+XiQVAiIyN5sKeuri44nQMpDQwGAyorK/l92TfRZDJx4bCkpIQLlkeOHEFfXx+ioqIgCAJfUzY1NUGn06GpqUlW2GWpHFJSUtDU1IScnBw+d4vnGOkGVmlpKerq6lBRUcHHvLcAbmO13vPGpDbXdDqdcLlcSE5Oxtq1a/Hwww/79Ct66qmn8LOf/WzQ8fEySZAzZZEzoQH8m08FYv42HJMgf+XLmXh6M1eSM1MQO6IycwFfZkjS68WL8n379nEtijeH+kDNr9izsYHOzAbFARMC8TUaqWA3Q71ebPrDTC1YFKvVq1d7CFe+3hs53zI5/xdg6DnYxOd68+fzZgImNa/058Mlh7dzWPks+E9HR4dHjqqenh7up8DSJ0jNvQLRFPt7BnaeWMvd19fnEVTJm6+it/dGbmy53W5utqvT6Xya+dhsA356ZWVliImJkdV4+DJJ9NUX0nfNFy6Xi3/gveUb9IWv99FbG3kz1/E2HuT88nyZ57GNF9ZmBw4c8Ahkwu4lzpkGfD3uxP/vz2fL2/OITbXYcW+moG639wBcYnNMsXmiuJ/Y//sywQ10XPuaJ/19T1i7soTSYrNnuWA6cr6r3t47cX1Z/4hNqaV9Jl6EMjO9scqNJ4bMNUcOaVuK3zcWVM6XO8JQ3j02lysUCpw5cwZ6vR7h4eF8XmdjrKmpCU6nE01NTRAEwWPN5G19Jbe5YrfbER0dLeuWwDYyjx8/zv16IyMjoVQO+GyXlJSgoqICaWlpcLlcPIplbGwsWlpaEB8fzzfpbDYbD/TENGcRERFwOBw8ejozxdRoNPjGN76BL7/8EklJSTh06BDS0tIQFhbGoy4nJSWhsbERJ0+eRE1NDQwGA0+9ZDQaERERgfb2dp4iio0/1g8qlYq7OnjzffSGr29zVVUVsrOzyScPAF588UWcd955iI6Oxv79+/HYY4/h6quvxuuvv+71GqfTyc14gIHBl5ycPKEmMl8vgK+Pib+PnK8F9kjXayjCjq/F01Dr6asNpOUNVcCWE2R9LQRZWcN14AeAnp4evPvuu0hJSUFmZuaQEv5K6+x2u4ccYZN9MJiD8+rVqwHA6wdnKAKO3EdkKO+99Li3v31F3ATkF2jSRZ/BYPAIPhLohspQF9re/mYfZuZLwLTfERERslEa/dVDbuHMBCxf/lHsOrvdzuvFtGbeFuW++lDcDszUOyIiAm1tbUhISPD5Homj10p9SaV978/nULrxJfcM3jYhXC4Xtm/fzvNEyY0HwHsQF1/vd319PU8wzrRZzLea9Tsg71M2XDMg6XN6E9qlQpHc3LFlyxZ0d3cjLS0NixYt8tmO3trC3xiR9gFbzIrxNyblhFa5zVB/wq0ccvONN5/AQDYzxwoS8kYOaVtKNxFDQ0MHBTWSwvxfmZaXjR+pXyybN44cOcL9aI8dO4asrKxBKT7sdjt6enrQ2trKI9zKbT6ya+rq6jzMEZkliVg4Fb+zbrcb+/fvh91ux5w5c7gf74kTJ5CdnY3i4mIcOnQIer0eycnJCA8P524jTHgUrzEsFgsOHjwIAMjPz+f+ghqNBj09Pfjqq6+QkZGBxMREnmjdZrNhyZIlsFgsaG5u5huTRuNAAvOKigr09fWhv78fKpWKtwPrHzbvMqHQW2TkoeBLYdLU1IS8vLypK+R507SJOXDggGyAiE2bNuH6669HU1MTzxHij+k4kY3Fh8Of4BeI0DbS9ZRGPXO5XLBarVCpVIiNjR30YQd8O8jKPY94wmW7T+Jw7dLFkL822bJlC6qqqtDb24sbbrghICHPm3Dj73xv58ktoEZSMB9thqPhkz6ftw0CXwuzc9XgiuvuLTKfr6A0vhbHgPfgP9Lf5J5NvKMq9YHq6enxiFAmjs7J2hLwHAvi52xsbOQ5+aShwsXIjTVpf7ENFrmNlkA3xdhvvjTN3jaALBYLj+Iojh7p7R6BjCu22JG2ody5JpNp2NFzWR3q6+tRUlICvV7PIyLLBRaSo7q6Gjt37sSyZcuQmZkJAKitrcXhw4cxf/58pKSkjMgcf/DgQVkrBW/PFOizn+t5k5npuDYaLVhbOhwOdHR0APg6uBYzG5RuJEph88yxY8cQFRXFhavDhw9Do9HwTVjx94HNRSwtDEv1xCLmOhwOKBQKD+212WxGb28vQkJCsGDBAl4Gi9rJNFtu94AZN4tcLK6neC5nLi6CIODSSy/F/v37YTQa4XQ6ER0dzQOptLe3o7CwEJmZmV41nS6XC1988QUX0FasWMEtBJjAGBsbi7S0NB7lMyMjAxqNBl988QWCg4PR3d2N7Oxs3n4sJURXVxe6urp4mXq9HuXl5R65Pfv6+nxu9AO+tfr+1gbTQpPX1NSEpqYmn+ekpaUhJCRk0HGLxYKkpCTs3buX7xr6gyaysWO8P4zShV9TUxPPfyJdgInPD8T8kF3nTbswFBMj8bGenh689957WLx4MTIzMwNqt0AFraHsSgeqiWEfrJF2Jj6Xd4fVzeVywW63c/t/ph0JRHM4HO263OJ/qM/KygG+jvYnFZpYHzqdTq8m0960U4G0rdhEs7y8HAaDgftdyWlJmdkn8z06duwY/3vu3LkeCw45gQvAoNQHcvUR31tq8i3e0LHZbNzPU2z6M1xLCV/50wBwIbikpIS3kVwib7n+CMTawFdfyj2HL41nILC0GEzA9JfXTXqtVDAWH1MqlSOyKTRUQZbwD62NRg7WlkeOHEF1dTX0ej2P+Ctel/gywWcaNqZJiomJ4Vp9s9mM1NRUXqZ0A4/NUXq9Hps3b0ZeXh7MZjN0Oh3fTHO73TzPZXBwMObPn8/XRTbb4JzA0nyfwNf+3rt27cKsWbPQ19eHyspKtLS0YMGCBXzcf/7551i5ciXCwsJw5MgRdHd3Izg4mM+T4rUJ+67FxcVx7ZrNZsOcOXO4YKtUDkTRLCkpgdFoxKJFiwZttvX09KCzs5NrFMVrFPFGVmhoqMfGoDRKrly+T9YugG9z+UA2iymFgg8+/vhjXHnllairqwvYrI0msulDICZccucPRbAYiaTjcj4cQ9F+BmquJaclOheNE0s6LE5sPJTn9qV5Gq6Jsbh+Bw8ehM02EFl01qxZg/zsxOeKTdGYcDXUNAP+TMh81VVcJlsUsw+MeDEgztcn1awE8kHxZpoj7hP2+7Fjx3D69GkYDAYsWrRI9h4sGm1HRwcuueQS/oEsKipCamoqurq6PHwcvL0Tvt5N6WaNRqPhu9VMmBDXy2q1ora2FsHBwT6T2Qa6OSI+z9t9WRJht9vNo9AGol0aKcFczLkKQIFqef1dK/eMQy2PGDtobTRyiIU8h8MBjUbDN5zE6xJ/2nHx2GHmkywYCEss7mvtu2XLFjQ3N0MQBKxbt87DwshisaC2thYtLS2YP38+lEqlx4aOeF3B7t3a2oqZM2d65NBkm3rd3d2Ij4/nJpdsrmxpacGMGTPQ09ODuLg4Hj02NDQUy5cvx7Fjx7i1lfib63a7cfDgQfT39/MgXenp6ejq6vL4TkvnFZvNJrs2Ye0p9jMUW8uINaxlZWWIi4vjlgferCrE95XbQAxks46EvP9jz5492Lt3LwoLCxEZGYkDBw7g/vvvx4IFC/Dvf/874HJoIiMmGueyCDoXf7BzrbM4yT2bSIdSn0CC2Ay3rlJzE2bLL2dbL/aXUCqVPEnrUE3+/GnyvG06SD8E4kAYLMoYWwyI8yZJ2yiQ/vVXR/HvUVFRKCsrQ0JCAhYuXCh7D28mjf6ESbn+8qZl9qZR8/bs7N7sIy09V3rPoZjqSTWI4rp5M9EeCuNt/UBMX2htNHKwtmRRZ71ZvAzF1H+oJvZGo5En+y4sLERoaCgA+TywLPiInHUO+9Z3dnbC4XCgvb0dixYt4lrByMhIbN68GQUFBfyYwWDA1q1bYTabERsbi/T0dOTk5KC8vJxHYe7r60Nrayt0Oh26u7uRlZXl8V3r6elBRUUF4uLiEB8fL2vaLxbQ2HeD5UyVBkiRfue9XQ9gkBYzEIuPQDaDSZPng0OHDuGee+7BsWPH+MJy3bp1eOSRR3jEsUCgiYyYSoznonAoZo6BXD+azxKo+SnwtZnkUH3s/N0jEL8xb+WMlN9foCaKgW44DNXP7VzrN95M9PoRxHChtdHIwdqysrISOp3OQ2gIxKyPId288qWhD9QdY8+ePSgtLYXJZMKll146SNPE6srMq91uN7q7u/HJJ5/wQGARERFYt24dD0rW2tqKgwcP4sILL0R6ejosFgv279/Pk4UvXLgQxcXFqKmpQVhYGPd3S0hIQGtrKzfzZ5YqTqcTR48eRU9PD99QkzOXl/ojigNVtbe3e2j82HNUV1cjJyeHa+m6u7vR1NSEoKAgjyjq7B5DscTytTHprRwS8kYYmsgIghgPhmo+TBAEMVbQ2mjkEAdeYSkUgK9N/HxtKAKepodMgGACWGpqKhYuXDjonoG6Y+zZswc7d+5EZmYmt9Bg57I0NWwTkqUVAIDw8HBUV1dDoVBg1qxZHkHZtm7ditbWVnR1dSE3NxdxcXEwm81Qq9XcdL22thbbt29Hf38/Zs+eDa1Wi9zcXNhsAzlPWVoGJqhlZWWhvLwcAJCXlzfInFNcX6a1E5uVRkVFQalUQqVSebQLi1Cdk5ODsrIy9Pf38zQLoaGhQ46i6ctlxp/wbjAYeIRrEvJGCJrICIIgCIIgvobWRiOHWMjr7u4eZMrHtGXMNcBbMCaxqWB9fT3X5ElzAgOBW4CIzdmZH544Mqc4L6s0sifwtWAqvo/L5cK2bdtw9uxZxMfH86i80mAw9fX1sFgsUCgUSE5OhtFohNlsht1uR1JSEgoKCrh2ra2tDf39/eju7kZHRwdiYmK4tk7sE87cArRaLWJiYmC1WnnOT/b8p0+fRlxcHFJTU3mE6qqqKoSFhXHB8vDhw4iOjkZ6evqglDneojqz32JiYmTTEHnzjxZb9QQHB494CgXViJRCEARBEARBEMQgzpw5A7VaDZvNxhf/TNAC4JFGgSEW7MSkpKTw6JdyAh0TquTMGZlPd0lJCXJzc5GUlOShNWQpchISEqBQKNDb28uTlDMtFxOO7HY71+DV19fze61Zs2aQxrK+vh5WqxUKhQLR0dFobW1FcHAw7HY7HA4H3G439zNnz8IiebIE5M3NzTxnXVxcHPdTZwJjVFQUOjo6uBYtISGBR2q22+2IjY3l5YrbtLCwEBUVFdw3MTo6Gna7nZt5MqGsrKwMnZ2d3D+9u7sbBw8eREJCAhdI+/v7YTKZBvUNi47N2kzax7m5uaipqRmJV82DoBEvkSAIgiAIgiAIAEB8fDzXyDGUSiVSUlKQkpLC/bLFCcfFQU+YkGaz2TyOM20gE6qArwOL1NXVwWw28yAqKpUKubm5aGtrQ2RkJMrKyniZYtxuNxobG3mwmK+++grR0dEIDQ2FUqmEVqtFVVUVDAYDgAHh0Gw2w2w2DyqL/X748GGUl5fDarWipqYGmZmZSEpKwpw5cxAXFwdBEBAZGYnQ0FAuBCmVSuTn5yMsLIxHKmYCLsvRarPZeD6+rq4uLF++HG1tbTAajWhubkZ3dzfKyspgNBoRFhaGgoIC7oPHonsyU1KmtQwJCYFGo4FGo8H27du5IJ6bm8tNS41GI9ra2rhQbDAYoNVqkZeXJ9tnRqNxUP+L+1itViMxMfEc37LBkLkmmSQQBEEQBEEAoLXRSBJoWw4lEJbY/LCnpwdHjhzB/PnzkZ6e7pFTj2miAHgEYJEz3RQHLrFarejp6YFKpUJLSwsyMjLQ09PDc+JJoyVLfdGYAOV2uxEaGorc3FxYLBZuPslyrcppEFUqFX9GuQik+/fvh9VqRX5+PtLT03kuz7a2NsyePRttbW3QarWoqanBRRddxIO4SAPUiPPjsRyD0mik//rXv1BQUICoqCivaS18BWYZapC00Rh3pMkjCIIgCIIgpg3PPvsslixZgrCwMERFRcmeU19fjyuvvBLh4eGIjY3FfffdB5fLNSr18Zc/VPo7E8qam5u5Tx07zlIEMa2VyWTy0CIxk0Wx4ME0TSaTCQkJCWhra4MgCJg/fz6ioqJ4EBKxdk1cHtNIsrKSkpKgVqu5WWd6ejpPVC4WVtlzpaSk8NymTAtZUlLCtWjs2cxmM06cOMETnRuNRmRkZGDVqlUICwtDTk4O9u/fD5VKhaNHjyIhIYHn2RP3HTPZFJurinPl2Ww2j1x8YsTCHXtuYOB9qa+v96izuK/ktJyjDQl5BEEQBEEQxLTB5XJh7dq1+O53vyv7u9vtxuWXX46uri7s3r0b77zzDjZt2oQHH3xwjGs6uF719fVwuVxQqVTIz8/3SMfAhLW4uDjZa5npplTwYMIWIzc3l+eGk+JNyybOrcfMK8XCoMVi4QIcE9KkycgNBgMSEhKg0WgQGRnpIRgxoWzWrFlQKpVwOp3cx42ZcDocDixcuBB9fX0wGAxwOp0oKirivnQMFslUrVYPioLJzDi9RSaVtp3UPJYdZ356NpsNCoUCbrd7kAA42kzrwCvMUpWFhSUIgiAIgpjOsDXRVPbm+dnPfgYAePPNN2V/37ZtG44ePYqGhgbuK/Xb3/4Wd9xxB5599lmv5nROpxNOp5P/3dbWBiCwdabb7caZM2cQHx/vVaN3+vRpNDQ0AACSk5Nx9uxZ6HQ6dHV18XO6u7vhdDrR3d2NxMREnD59Gk6nE1VVVTya5Ny5c9HR0YHo6Gi0tLTw+545c4ZH9ExMTERNTQ2cTic6Ojp8+oydPn0aPT09qKysRFBQEM93x4KsJCYmoqOjAxqNBr29vejo6EBfXx8v1+12o6OjA3q9nt/nzJkzCAsL423ndrsRERGBiIgIxMfHo6mpCdHR0Whvb4fL5cKRI0eQnZ0NAFi8eDGvV0JCAlpaWpCcnIxjx44hPj4eYWFh/PnFfdPR0YGuri7Ex8dDrVZDp9N5tA8AtLa2AgC/9vTp01zoDAoKgkajQXt7O8LCwnD8+HG4XC50dnYiJiaG94kcozHuprWQ19HRAWBgoBAEQRAEQRADdHR0IDIycryrMS7s2bMHc+fO9ViQr169Gk6nE8XFxSgsLJS97rnnnuMCpBhaZxKBMpLjbloLeYmJiWhoaIBOp4NCoRi1+7S3tyM5ORkNDQ3kxDyBoX6aHFA/TQ6onyYP1FeTg7HqJ0EQ/Gpupjo2m41rbhjR0dE8DYI3HnvsMTzwwAP87/7+fjgcDsTExAS8zqTxKM9Ub5fRGHfTWsgLCgpCUlLSmN2PqZmJiQ310+SA+mlyQP00eaC+mhyMRT9NRg3eU089JatFE3PgwAEsWLAgoPLkhDJBEHwKayz0vhhvgV38QeNRnqncLiM97qa1kEcQBEEQBEFMfu69916sW7fO5zlpaWkBlWU0GrFv3z6PYy0tLejt7R2k4SOIiQoJeQRBEARBEMSkJjY2FrGxsSNS1uLFi/Hss8/y3G7AQDAWjUaDgoKCEbkHQYw2JOSNARqNBk8++eQgFT4xsaB+mhxQP00OqJ8mD9RXkwPqp5Gjvr4eDoeD5zUrLS0FAGRmZkKr1WLVqlWYM2cObr31Vvz617+Gw+HAQw89hPXr14+6qSD1szzULkNHIUzlGLkEQRAEQRAEIeKOO+7AW2+9Neh4UVERli9fDmBAELznnnvw+eefIzQ0FDfddBN+85vfkJBBTBpIyCMIgiAIgiAIgphCBI13BQiCIAiCIAiCIIiRg4Q8giAIgiAIgiCIKQQJeQRBEARBEARBEFMIEvIIgiAIgiAIgiCmECTkjSI7duyAQqGQ/XfgwAF+Xn19Pa688kqEh4cjNjYW9913H1wu1zjWfHryn//8B4sWLUJoaChiY2Nx3XXXefxO/TT+pKWlDRpLjz76qMc51E8TB6fTiby8PCgUCh6inEH9NP5cddVVSElJQUhICBISEnDrrbfi9OnTHudQP40vp06dwp133on09HSEhoZixowZePLJJwf1AfXT1ODZZ5/FkiVLEBYWhqioKNlzpmtfv/LKK0hPT0dISAgKCgrwxRdfjHeVJjyUJ28UWbJkCaxWq8exn/70p9i+fTsWLFgAAHC73bj88sthMBiwe/duNDc34/bbb4cgCHj55ZfHo9rTkk2bNmH9+vX4xS9+gYsvvhiCIKC8vJz/Tv00cXj66aexfv16/rdWq+X/T/00sXjkkUeQmJiIw4cPexynfpoYFBYW4sc//jESEhJgsVjw0EMP4frrr8dXX30FgPppInDs2DH09/fj1VdfRWZmJo4cOYL169ejq6sLv/nNbwBQP00lXC4X1q5di8WLF+ONN94Y9Pt07et3330XP/zhD/HKK6/gwgsvxKuvvoo1a9bg6NGjSElJGe/qTVwEYsxwuVxCXFyc8PTTT/NjW7ZsEYKCggSLxcKP/eMf/xA0Go3Q1tY2HtWcdvT29gomk0l4/fXXvZ5D/TQxSE1NFV588UWvv1M/TRy2bNkiZGVlCRUVFQIAoaSkxOM36qeJx7///W9BoVAILpdLEATqp4nKr371KyE9PZ3/Tf009di4caMQGRk56Ph07euFCxcKd999t8exrKws4dFHHx2nGk0OyFxzDPnwww/R1NSEO+64gx/bs2cP5s6di8TERH5s9erVcDqdKC4uHodaTj8OHToEi8WCoKAg5OfnIyEhAWvWrEFFRQU/h/pp4vD8888jJiYGeXl5ePbZZz3MVKifJgZnzpzB+vXr8de//hVhYWGDfqd+mng4HA787W9/w5IlSxAcHAyA+mmi0tbWBr1ez/+mfpo+TMe+drlcKC4uxqpVqzyOr1q1ilsdEPKQkDeGvPHGG1i9ejWSk5P5MZvNhvj4eI/zoqOjoVarYbPZxrqK05KamhoAwFNPPYXHH38cH3/8MaKjo7Fs2TI4HA4A1E8ThR/84Ad45513UFRUhHvvvRe/+93vcM899/DfqZ/GH0EQcMcdd+Duu+/mZulSqJ8mDj/60Y8QHh6OmJgY1NfX49///jf/jfpp4nHy5Em8/PLLuPvuu/kx6qfpw3Ts66amJrjd7kHPHR8fP2WfeaQgIW8YPPXUU14DqrB/Bw8e9LjGbDZj69atuPPOOweVp1AoBh0TBEH2OBE4gfZTf38/AOAnP/kJvvnNb6KgoAAbN26EQqHAv/71L14e9dPoMJTxdP/992PZsmXIzc3FXXfdhT//+c9444030NzczMujfhodAu2nl19+Ge3t7Xjsscd8lkf9NDoM9fv08MMPo6SkBNu2bYNSqcRtt90GQRD479RPo8Nw1hGnT5/GpZdeirVr1+Kuu+7y+I36aeIynL72xXTta+nzTYdnPlco8MowuPfee7Fu3Tqf56SlpXn8vXHjRsTExOCqq67yOG40GrFv3z6PYy0tLejt7R20a0EMjUD7qaOjAwAwZ84cflyj0SAjIwP19fUAqJ9Gk+GMJ8YFF1wAAKiurkZMTAz10ygSaD/9/Oc/x969e6HRaDx+W7BgAW6++Wa89dZb1E+jyFDHU2xsLGJjYzFr1ixkZ2cjOTkZe/fuxeLFi6mfRpGh9tPp06dRWFiIxYsXY8OGDR7nUT9NbM7lGydlOvZ1bGwslErlIK1dY2PjlH3mEWO8nAGnE/39/UJ6errw4IMPDvqNOdGePn2aH3vnnXemvBPtRKKtrU3QaDQegVdYkJxXX31VEATqp4nKRx99JAAQ6urqBEGgfpoI1NXVCeXl5fzf1q1bBQDCe++9JzQ0NAiCQP00UamvrxcACEVFRYIgUD9NFMxmszBz5kxh3bp1Ql9f36DfqZ+mHv4Cr0y3vl64cKHw3e9+1+NYdnY2BV7xAwl5Y8D27dsFAMLRo0cH/dbX1yfMnTtXuOSSS4RDhw4J27dvF5KSkoR77713HGo6ffnBD34gmEwmYevWrcKxY8eEO++8U4iLixMcDocgCNRPE4GvvvpKeOGFF4SSkhKhpqZGePfdd4XExEThqquu4udQP008amtrB0XXpH4af/bt2ye8/PLLQklJiXDq1Cnh888/F5YuXSrMmDFDOHv2rCAI1E8TAYvFImRmZgoXX3yxYDabBavVyv8xqJ+mDnV1dUJJSYnws5/9TNBqtUJJSYlQUlIidHR0CIIwffv6nXfeEYKDg4U33nhDOHr0qPDDH/5QCA8PF06dOjXeVZvQkJA3Btx4443CkiVLvP5eV1cnXH755UJoaKig1+uFe++9l39kibHB5XIJDz74oBAXFyfodDphxYoVwpEjRzzOoX4aX4qLi4VFixYJkZGRQkhIiDB79mzhySefFLq6ujzOo36aWMgJeYJA/TTelJWVCYWFhYJerxc0Go2QlpYm3H333YLZbPY4j/ppfNm4caMAQPafGOqnqcHtt98u29dMuy4I07ev//jHPwqpqamCWq0WzjvvPGHnzp3jXaUJj0IQRB7WBEEQBEEQBEEQxKSGomsSBEEQBEEQBEFMIUjIIwiCIAiCIAiCmEKQkEcQBEEQBEEQBDGFICGPIAiCIAiCIAhiCkFCHkEQBEEQBEEQxBSChDyCIAiCIAiCIIgpBAl5BEEQBEEQBEEQUwgS8giCIAiCIAiCIKYQJOQRBEEQBEEQBEFMIUjIIwiCCJCsrCy8/vrrw75++fLlUCgUUCgUKC0t9XneD3/4w2HfR4477riD3/uDDz4Y0bIJgiAIYrJy7bXXIjo6Gtdff/14V2VEISGPIAgiAHp6elBdXY358+efUznr16+H1WrF3LlzR6hmgfHSSy/BarWO6T0JgiAIYqJz33334e233x7vaow4JOQRBEEEwJEjRyAIwjkLZ2FhYTAajVCpVCNUs8CIjIyE0Wgc03sSBEEQk4tALU6mEoWFhdDpdLK/TWYrGBLyCIIgfFBaWoqLL74YS5cuRX9/P1JSUvDiiy+OWPldXV247bbboNVqkZCQgN/+9reDzhEEAb/61a+QkZGB0NBQzJ8/H++99x7/vaOjAzfffDPCw8ORkJCAF198cVRMPgmCIIipz3hZnExEJrMVzNhuJRMEQUwiTp48iWXLluHhhx9GTEwM+vv7cf755+OBBx7AN77xDSxYsOCc7/Hwww+jqKgI77//PoxGI3784x+juLgYeXl5/JzHH38cmzdvxp/+9CfMnDkTu3btwi233AKDwYBly5bhgQcewJdffokPP/wQ8fHxeOKJJ3Do0CGPMgiCIAgiEJjFyWTH5XJBrVajoKAATqdz0O/btm1DYmKizzIiIyMRGRk5WlUcVUiTRxAE4YW7774b1113HR5//HHU19dj8eLFeOSRRxAVFYUvvvgCwLk5bHd2duKNN97Ab37zG6xcuRLz5s3DW2+9Bbfbzc/p6urCCy+8gL/85S9YvXo1MjIycMcdd+CWW27Bq6++io6ODrz11lv4zW9+g0suuQRz587Fxo0bPcogCIIgpia7d+9GcHCwhxBTW1sLhUKBurq6EbnH8uXL8f3vfx8//OEPER0djfj4eGzYsAFdXV341re+BZ1OhxkzZuC///2vx3WffPIJli5diqioKMTExOCKK67AyZMn+e/vvfce5s2bh9DQUMTExGDFihXo6uqSrcPbb7+NmJiYQcLaN7/5Tdx22228nvfeey8eeOABxMbGYuXKlQCA4uJiHDlyZNA/fwLeZIeEPIIgCBlsNhs+//xz3H333XC73SgvL0d+fj6CgoKgUqmgVqsBnJvD9smTJ+FyubB48WJ+TK/XY/bs2fzvo0eP4uzZs1i5ciW0Wi3/9/bbb+PkyZOoqalBb28vFi5cyK+JjIz0KIMgCIKYmpSWliI7OxsajcbjWFRUFFJTU0fsPm+99RZiY2Oxf/9+fP/738d3v/tdrF27FkuWLMGhQ4ewevVq3Hrrreju7ubXdHV14YEHHsCBAwfw2WefISgoCNdeey36+/thtVpx44034tvf/jYqKyuxY8cOXHfddRAEQfb+a9euhdvtxocffsiPNTU14eOPP8a3vvUtj3qqVCp8+eWXePXVV0fs+ScjZK5JEAQhw969e9Hf34+8vDwcO3YMPT09yMvLQ0NDA5qamnDhhRcCGHDY3rFjx7Du4e1jJqa/vx8A8J///Acmk8njN41Gg+bmZgCAQqEYctkEQRDE5Obw4cPIz8/3OFZaWnrOkaClzJ8/H48//jgA4LHHHsMvf/lLxMbGYv369QCAJ554An/6059QVlaGCy64AMCAlk3MG2+8gbi4OBw9ehQulwt9fX247rrruDA6b948r/cPDQ3FTTfdhI0bN2Lt2rUAgL/97W9ISkrC8uXL+XmZmZn41a9+NaRnW716NQ4dOoSuri4kJSXh/fffx/nnnz+kMiYipMkjCIKQweVyAQDOnj2L0tJSJCUlISYmBq+++irmzJkzIv5umZmZCA4Oxt69e/mxlpYWnDhxgv89Z84caDQa1NfXIzMz0+NfcnIyZsyYgeDgYOzfv59f097ejqqqqnOuH0EQBDGxKS0tHfQ9KikpkRXyXn75ZbzwwgvDuk9ubi7/f6VSiZiYGA+hLD4+HgDQ2NjIj508eRI33XQTMjIyEBERgfT0dABAfX095s+fj0suuQTz5s3D2rVr8dprr6GlpcVnHdavX49t27bBYrEAADZu3MijXzKG4yu/detW2O12dHd3w2w2TwkBDyBNHkEQhCwXXHABVCoVnn76aXR2dmLGjBl45ZVX8OKLL6KoqGhE7qHVanHnnXfywC7x8fH4yU9+gqCgr/ffdDodHnroIdx///3o7+/H0qVL0d7ejq+++gparRa33347br/9djz88MPQ6/WIi4vDk08+iaCgoEHaPYIgCGLq4Ha7UVFRMUiTd+jQIVx77bWDzj98+DBuueWWYd0rODjY42+FQuFxjH1vmPUJAFx55ZVITk7Ga6+9hsTERPT392Pu3LlwuVxQKpX49NNP8dVXX2Hbtm14+eWX8ZOf/AT79u3jwqCU/Px8zJ8/H2+//TZWr16N8vJyfPTRRx7nhIeHD+v5piIk5BEEQciQkpKCv/zlL/jRj34Eq9UKlUqF7u5ubNmyxcP/7Vz59a9/jc7OTlx11VXQ6XR48MEH0dbW5nHOM888g7i4ODz33HOoqalBVFQUzjvvPPz4xz8GALzwwgu4++67ccUVVyAiIgKPPPIIGhoaEBISMmL1JAiCICYWx48fR09Pj0cAkT179sBisXho8o4cOYLvf//72Lt3L3bu3Inf/OY3uPrqq0e1bs3NzaisrMSrr76Kb3zjGwAGgsSIUSgUuPDCC3HhhRfiiSeeQGpqKt5//3088MADXsu966678OKLL8JisWDFihVITk4e1eeYzJCQRxAE4YVbb70Vt956K/R6Pf7yl7/gmmuuGfF7aLVa/PWvf8Vf//pXfuzhhx/2OEehUOC+++7DfffdJ1uGTqfD3/72N/53V1cXfvazn+E73/nOiNeXIAiCmBiwZOUvv/wy7rvvPlRXV/PvBItC2dPTg1tuuQX//Oc/cdVVV+Hdd9/F7bffPupCXnR0NGJiYrBhwwYkJCSgvr4ejz76KP993759+Oyzz7Bq1SrExcVh3759sNvtyM7O9lnuzTffjIceegivvfbasIOeTRfIJ48gCMIHZrMZLS0tXh3CV69ejbVr12LLli1ISkrCgQMHfJb3yiuvQKvVory8fMTqWFJSgn/84x84efIkDh06hJtvvhkAPD7id999N7Ra7YjdkyAIghhfSktLsXLlStTW1mLu3Ln48Y9/jF/+8peIiIjAH//4RwADaQwWL16Mvr4+zJw5EzNnzkR7eztKSkrwP//zPzyYykgTFBSEd955B8XFxZg7dy7uv/9+/PrXv+a/R0REYNeuXbjsssswa9YsPP744/jtb3+LNWvW+Cw3IiIC3/zmN6HVakdl43UqQZo8giAIH5SXlyM8PBwZGRmyv2/dujXgsv72t7+hp6cHwIA56Ejym9/8BsePH+eJX7/44gvExsby359++mk89NBDAICEhIQRvTdBEAQx9hw+fBgFBQV47rnnPI6Lo1oePnwY8+bNQ3l5OebOnYvDhw8jNzcX+fn5eP755/H666/7vY9cBOlTp04NOiaN6rxixQocPXrU6zmffPKJ33vLYbVacfPNN3ukjfBWz+kMCXkEQRA+WLNmDTo7O0ekLGkKhJEiPz8fxcXFPs+Ji4tDXFzcqNyfIAiCGHsOHz6MO+64w+c5EREROHHiBMLDw5GdnY1f/OIX+N73vufzmldeeQWvv/469uzZ4zOtwVjjcDiwbds2fP755/jDH/4wJve8++678f/+3/8bk3uNNCTkEQRBEARBEMQkwmaz4cyZMx6pDeS47bbbcPXVV+PIkSMwGo247777cOmll3o9fzQtTs6V8847Dy0tLXj++ecxe/bsMbnnZLaCUQiUMZcgCIIgCIIgpiyzZ89GRUUFVKoB/U5tbS0ef/xxHDt2DPfff/+wUysQExcS8giCIAiCIAhiitLa2opLLrnEr1k/MbUgIY8gCIIgCIIgCGIKQSkUCIIgCIIgCIIgphAk5BEEQRAEQRAEQUwhSMgjCIIgCIIgCIKYQpCQRxAEQRAEQRAEMYUgIY8gCIIgCIIgCGIKQUIeQRAEQRAEQRDEFIKEPIIgCIIgCIIgiCkECXkEQRAEQRAEQRBTCBLyCIIgCIIgCIIgphAk5BEEQRAEQRAEQUwhSMgjCIIgCIIgCIKYQpCQRxAEQRAEQRAEMYUgIY8giEnDU089hby8vPGuxoigUCjwwQcfjHc1pg07duyAQqFAa2vrqN5n+fLl+OEPfziq9yAIgiAIf5CQRxDjxB133AGFQgGFQoHg4GBkZGTgoYceQldX13hXbUIgJwQ99NBD+Oyzz8anQhOQiSZQTLT6jCbehMbNmzfjmWeeGZ9KEQRBEMT/QUIeQYwjl156KaxWK2pqavDzn/8cr7zyCh566CHZc3t7e8e4dhPr/gCg1WoRExMz5vdVKBQ4derUmN93KiIIAvr6+sa7GqOGXq+HTqcb72oQBEEQ0xwS8ghiHNFoNDAajUhOTsZNN92Em2++mWuvmGniX/7yF2RkZECj0UAQBNTX1+Pqq6+GVqtFREQEbrjhBpw5c4aXya579dVXkZycjLCwMKxdu3aQxmHjxo3Izs5GSEgIsrKy8Morr/DfTp06BYVCgX/+859Yvnw5QkJC8P/+3/+TfQaFQoFXX30VV1xxBcLCwpCdnY09e/aguroay5cvR3h4OBYvXoyTJ096XPenP/0JM2bMgFqtxuzZs/HXv/6V/5aWlgYAuPbaa6FQKPjfUnPN/v5+PP3000hKSoJGo0FeXh4++eSTQc+xefNmFBYWIiwsDPPnz8eePXsC7aJhkZaWhmeeeQY33XQTtFotEhMT8fLLLw86r6mpCddeey3CwsIwc+ZMfPjhhx6/79y5EwsXLoRGo0FCQgIeffRRLiDdcccd2LlzJ1566SWuEWaCqK/rgAGN2/e//3388Ic/RHR0NOLj47FhwwZ0dXXhW9/6FnQ6HWbMmIH//ve/HvU5evQoLrvsMmi1WsTHx+PWW29FU1OTz/owjdfWrVuxYMECaDQa/PWvf0VQUBAOHjzoUf7LL7+M1NRUCIIg266vvPIKZs6ciZCQEMTHx+P666/nvwmCgF/96lfIyMhAaGgo5s+fj/fee89nP3311Ve46KKLEBoaiuTkZNx3330emnSn04lHHnkEycnJ0Gg0mDlzJt544w2cOnUKhYWFAIDo6GgoFArccccdvG3F2syWlhbcdtttiI6ORlhYGNasWYOqqir++5tvvomoqChs3boV2dnZ0Gq1fPOHIAiCIIaNQBDEuHD77bcLV199tcex73//+0JMTIwgCILw5JNPCuHh4cLq1auFQ4cOCYcPHxb6+/uF/Px8YenSpcLBgweFvXv3Cuedd56wbNkyXga77uKLLxZKSkqEnTt3CpmZmcJNN93Ez9mwYYOQkJAgbNq0SaipqRE2bdok6PV64c033xQEQRBqa2sFAEJaWho/x2KxyD4HAMFkMgnvvvuucPz4ceGaa64R0tLShIsvvlj45JNPhKNHjwoXXHCBcOmll/JrNm/eLAQHBwt//OMfhePHjwu//e1vBaVSKXz++eeCIAhCY2OjAEDYuHGjYLVahcbGRv5s8+fP5+W88MILQkREhPCPf/xDOHbsmPDII48IwcHBwokTJzyeIysrS/j444+F48ePC9dff72Qmpoq9Pb2BtxXAITa2tqAz09NTRV0Op3w3HPPCcePHxd+//vfC0qlUti2bZtHmUlJScLf//53oaqqSrjvvvsErVYrNDc3C4IgCGazWQgLCxPuueceobKyUnj//feF2NhY4cknnxQEQRBaW1uFxYsXC+vXrxesVqtgtVqFvr4+v9cJgiAsW7ZM0Ol0wjPPPCOcOHFCeOaZZ4SgoCBhzZo1woYNG4QTJ04I3/3ud4WYmBihq6tLEARBOH36tBAbGys89thjQmVlpXDo0CFh5cqVQmFhoc/6FBUVCQCE3NxcYdu2bUJ1dbXQ1NQkrFy5Urjnnns82i0/P1944oknZNv0wIEDglKpFP7+978Lp06dEg4dOiS89NJL/Pcf//jHQlZWlvDJJ58IJ0+eFDZu3ChoNBphx44dgiAIvB4tLS2CIAhCWVmZoNVqhRdffFE4ceKE8OWXXwr5+fnCHXfcwcu84YYbhOTkZGHz5s3CyZMnhe3btwvvvPOO0NfXJ2zatEkAIBw/flywWq1Ca2srb9sf/OAHvIyrrrpKyM7OFnbt2iWUlpYKq1evFjIzMwWXyyUIgiBs3LhRCA4OFlasWCEcOHBAKC4uFrKzsz3GK0EQBEEMFRLyCGKckAp5+/btE2JiYoQbbrhBEIQBgSY4OJgLOIIgCNu2bROUSqVQX1/Pj1VUVAgAhP379/PrlEql0NDQwM/573//KwQFBQlWq1UQBEFITk4W/v73v3vU55lnnhEWL14sCMLXwtHvfvc7v88BQHj88cf533v27BEACG+88QY/9o9//EMICQnhfy9ZskRYv369Rzlr164VLrvsMo9y33//fY9zpEJeYmKi8Oyzz3qcc/7553PhgT3H66+/zn9n7VVZWen32cR1GaqQJxZqBUEQ/ud//kdYs2aNR5niduvs7BQUCoXw3//+VxCEAaFl9uzZQn9/Pz/nj3/8o6DVagW32y0IwmCBYijXLV26lP/e19cnhIeHC7feeis/ZrVaBQDCnj17BEEQhJ/+9KfCqlWrPO7V0NDABR1v9WHC1QcffOBx/N133xWio6OFs2fPCoIgCKWlpYJCofDazps2bRIiIiKE9vb2Qb91dnYKISEhwldffeVx/M477xRuvPFGj3owIe/WW28VvvOd73ic/8UXXwhBQUFCT0+PcPz4cQGA8Omnn8rWR1oeQ9wGJ06cEAAIX375Jf+9qalJCA0NFf75z38KgjAg5AEQqqur+Tl//OMfhfj4eNn7EgRBEEQgkLkmQYwjH3/8MbRaLUJCQrB48WJcdNFFHmZ9qampMBgM/O/KykokJycjOTmZH5szZw6ioqJQWVnJj6WkpCApKYn/vXjxYvT39+P48eOw2+1oaGjAnXfeCa1Wy//9/Oc/H2RSuWDBgoCeIzc3l/9/fHw8AGDevHkex86ePYv29nb+HBdeeKFHGRdeeKHHM/ijvb0dp0+fDqgccf0SEhIAAI2NjV7LXrNmjUfbAEBOTs6gY75YvHjxoL991Ss8PBw6nY7Xq7KyEosXL4ZCofB4ts7OTpjNZq/3DfQ68b2VSiViYmIG9RnwdTsVFxejqKjIow2ysrIAYNB7I4f0XbrmmmugUqnw/vvvAwD+8pe/oLCwkJvmSlm5ciVSU1ORkZGBW2+9FX/729/Q3d0NYMCM9OzZs1i5cqVH/d5++22vdSsuLsabb77pcf7q1avR39+P2tpalJaWQqlUYtmyZX6fzRuVlZVQqVRYtGgRPxYTE4PZs2d7vAthYWGYMWMG/zshIcHn+0kQBEEQ/lCNdwUIYjpTWFiIP/3pTwgODkZiYiKCg4M9fg8PD/f4WxAEj8W7v+MM9ptCoUB/fz8A4LXXXvNYfAIDi31f9/eGuN7sXnLH2L3FxwJ9Bm8EUo6/ukh5/fXX0dPTw/+eOXMmtmzZApPJNOT6+aqrtL/F/SP3HML/+ar5aqdAr5O7t6926u/vx5VXXonnn39+0D2Z4OwL6bukVqtx6623YuPGjbjuuuvw97//Hb/73e+8Xq/T6XDo0CHs2LED27ZtwxNPPIGnnnoKBw4c4HX8z3/+M6iPNBqNbHn9/f343//9X9x3332DfktJSUF1dbXfZ/KH4MW3UNpHcn3h7VqCIAiCCAQS8ghiHAkPD0dmZmbA58+ZMwf19fVoaGjg2ryjR4+ira0N2dnZ/Lz6+nqcPn0aiYmJAIA9e/YgKCgIs2bNQnx8PEwmE2pqanDzzTeP7AMFSHZ2Nnbv3o3bbruNH/vqq688niE4OBhut9trGREREUhMTMTu3btx0UUXeZSzcOHCc6qfnDCXmprqVcskx969ewf9zTRfgTBnzhxs2rTJQyD46quvoNPpeP3UavWgNgrkuuFw3nnnYdOmTUhLS4NKJf/pkKuPL+666y7MnTsXr7zyCnp7e3Hdddf5PF+lUmHFihVYsWIFnnzySURFReHzzz/HypUrodFoUF9fH7Dm7bzzzkNFRYXX8Tdv3jz09/dj586dWLFixaDf1Wo1APh83jlz5qCvrw/79u3DkiVLAADNzc04ceKEx7tOEARBECMNmWsSxCRixYoVyM3Nxc0334xDhw5h//79uO2227Bs2TIPc7iQkBDcfvvtOHz4ML744gvcd999uOGGG2A0GgEMRKl87rnn8NJLL+HEiRMoLy/Hxo0b8cILL4zJczz88MN488038ec//xlVVVV44YUXsHnzZo/0EWlpafjss89gs9nQ0tLitZznn38e7777Lo4fP45HH30UpaWl+MEPfjAmz+GLL7/8Er/61a9w4sQJ/PGPf8S//vWvIdXrnnvuQUNDA77//e/j2LFj+Pe//40nn3wSDzzwAIKCBqbutLQ07Nu3D6dOnUJTUxP6+/sDum44fO9734PD4cCNN96I/fv3o6amBtu2bcO3v/1tLujI1ccX2dnZuOCCC/CjH/0IN954I0JDQ72e+/HHH+P3v/89SktLUVdXh7fffhv9/f2YPXs2dDodHnroIdx///146623cPLkSZSUlOCPf/wj3nrrLdnyfvSjH2HPnj343ve+h9LSUlRVVeHDDz/E97//ff4st99+O7797W/jgw8+QG1tLXbs2IF//vOfAAaEfoVCgY8//hh2ux2dnZ2D7jFz5kxcffXVWL9+PXbv3o3Dhw/jlltugclkwtVXXx1QuxMEQRDEcCAhjyAmESxBeHR0NC666CKsWLECGRkZePfddz3Oy8zMxHXXXYfLLrsMq1at4toSxl133YXXX38db775JubNm4dly5bhzTffRHp6+pg8xzXXXIOXXnoJv/71r5GTk4NXX30VGzduxPLly/k5v/3tb/Hpp58iOTkZ+fn5suXcd999ePDBB/Hggw9i3rx5+OSTT/Dhhx9i5syZY/IcvnjwwQdRXFyM/Px8PPPMM/jtb3+L1atXB3y9yWTCli1bsH//fsyfPx9333037rzzTjz++OP8nIceeghKpRJz5syBwWBAfX19QNcNh8TERHz55Zdwu91YvXo15s6dix/84AeIjIzkwqNcffxx5513wuVy4dvf/rbP86KiorB582ZcfPHFyM7Oxp///Gf84x//QE5ODgDgmWeewRNPPIHnnnsO2dnZWL16NT766COv73Rubi527tyJqqoqfOMb30B+fj5++tOfepie/ulPf8L111+Pe+65B1lZWVi/fj1PsWAymfCzn/0Mjz76KOLj43HvvffK3mfjxo0oKCjAFVdcgcWLF0MQBGzZsmWQiSZBEARBjCQKgQz/CWJK8dRTT+GDDz5AaWnpeFdl2pKWloYf/vCHHvnSCHmeffZZvPPOOygvLx/vqhAEQRDElIE0eQRBEMSY09nZiQMHDuDll1+WDX5CEARBEMTwISGPIAiCGHPuvfdeLF26FMuWLfNrqkkQBEEQxNAgc02CIAiCIAiCIIgpBGnyCIIgCIIgiGnFrl27cOWVVyIxMZEHNfPG//7v/0KhUPjM5UkQEw0S8giCIAiCIIhpRVdXF+bPn48//OEPPs/74IMPsG/fPp53liAmC5QMnSAIgiAIgphWrFmzBmvWrPF5jsViwb333outW7fi8ssvH6OaEcTIMK2FvP7+fpw+fRo6nQ4KhWK8q0MQBEEQBDGuCIKAjo4OJCYm8hyY05H+/n7ceuutePjhh3k+Tn84nU44nU6PMhwOB2JiYmidSfhkNMbdtBbyTp8+jeTk5PGuBkEQBEEQxISioaEBSUlJ412NceP555+HSqUaUoqX5557Dj/72c9GsVbEVGckx920FvJ0Oh2AgQaNiIgY59oQBEEQBEGML+3t7UhOTuZrpOlIcXExXnrpJRw6dGhIGrjHHnsMDzzwAP+7ra0NKSkpI7bOPH36NHp6etDW1ob58+dDqVQOqxy3240zZ84gPj5+UBmnT5+G0+mERqPx8EP0dc1Qyh/qdd7qM9UYjXE3rYU8NnAjIiJIyCMIgiAIgvg/prN54RdffIHGxkakpKTwY263Gw8++CB+97vf4dSpU7LXaTQaaDSaQcdHap0ZHh4Om82G3NzcYQt4wICvoVKpxMmTJ5Gfn+9RFruH0Wjkx91uN0pKShAZGYnu7m6YTCa/5avV6oDOlRIdHe3xt1x9pjIjOe6mr7E1QRAEQRAEQUi49dZbUVZWhtLSUv4vMTERDz/8MLZu3Tpu9VIqlTCZTOcs7BiNRrS1tSEyMhIWiwUWiwVut9vrPWw2GyIjI9HW1gaj0RhQ+RqNxu+5brfb495yBPrMgZQ13ZjWmjyCIAiCIAhi+tHZ2Ynq6mr+d21tLUpLS6HX65GSkoKYmBiP84ODg2E0GjF79uyxruqoEBcXx//f6XTCZrN5aN3cbjfXoBmNRthsNmRkZAQkYDLBTA5xuTabTfbew2Eky5oqkCaPIAiCIAiCmFYcPHgQ+fn5yM/PBwA88MADyM/PxxNPPDHONRt9bDYb+vr6uDAmp3Wz2Wzo7u5GSUkJAIyIBhEYMOWsq6uDxWIJWOMXCCNZ1lSBNHkEQRAEQRDEtGL58uUQBCHg87354U1GmBaN+bnJab6MRiP3wxst7Zj43mIN33CESV/aw+kKafIIgiAIgiAIYpog9nPz5sumVCqRm5uLtrY2GAyGEbu3yWRCamrqIIFMbG5J/nUjw6QV8p566ikoFAqPf6SiJQiCIAiCIKYj/oQjl8uFgwcPwuVy8XMtFgsXrqTYbDa4XK5Bgpfb7UZ9fT3q6+uHLIjJBVJhZapUqkG+esTwmbRCHgDk5OTAarXyf+Xl5eNdJYIgJhllZWW49957UVZWNt5VIQiCIIhh4084KisrQ2dnJ8rKyvi5ALgvmy8hUVy2xWJBSUkJ6urqzlkQY+kZnE4nlEollEol+deNEJNayGMSP/s3kupkgiCmBxs2bMDbb7+NDRs2jHdViHGAhHyCICYrUqHMn3CUm5sLrVaL3Nxcfq7JZOKaNamQyEwrjUYjenp6cPToUej1egCAXq8fEUFMLj3DSKWKYExX889JLeRVVVUhMTER6enpWLduHWpqanye73Q60d7e7vGPIIjpzXe+8x3cdttt+M53vjPeVSHGARLyCYKYrEiFMn/CkVqtxoIFC6BWq2XPNRgMcDgcXGnCzrHZbNixYwcaGhpQVlYGk8mEjIwMFBQUjEjOvrCwMB7ldDSEselq/jlphbxFixbh7bffxtatW/Haa6/BZrNhyZIlaG5u9nrNc889h8jISP4vOTl5DGtMEMREJDc3F3/4wx+Qm5s73lUhxgES8gmCmKyMpFmj2+1GWVkZIiMjYbfbB/0eFRUFlUqFmJgY2Gw2GAwG7qt3LoiFTSaMMV9Bl8s1IkLfdDX/VAhDiR87genq6sKMGTPwyCOP4IEHHpA9x+l0cvtjAGhvb0dycjLa2toQERExVlUlCIIgCIKYkLS3t3PzOVobnRsTtS3l0hXU1taipKQEcXFxSElJ8dDyMXNHRl9fHxwOBzfZHKnUBaxebrd71O4xURmNd2XSavKkhIeHY968eaiqqvJ6jkajQUREhMc/giAIYupRVlaGdevWYd26dZPW3478BQmCGA3E5oss4qbZbIbb7UZTUxPMZjMX6pjgZTKZuPCn0WiQm5s74toxptUbzXtMJ6aMkOd0OlFZWYmEhITxrgpBTElowUlMJjZs2IDNmzdj8+bNk9bfzpe/II1HgiCGi9h8saSkBLW1tejv70d4eDiys7MBwCPFQnd3N0pKSuB2u7kgplarzzk4iq8cfSN1j+mMarwrMFweeughXHnllUhJSUFjYyN+/vOfo729Hbfffvt4V40gpiRswQkAf/jDH8a5NgThm+985ztoamri/z8ZYfWWq/9Yj8eysjJs2LAB3/nOd8h/lSAmOUyIcrvd6O/vh1KphFqtRnJyMlQqFZKSkmCxWNDX14ekpCS0tLRwX7mUlJRB5cmZfwaCWKM41c0xx4NJK+SZzWbceOONaGpqgsFgwAUXXIC9e/ciNTV1vKtGEFMSXwtOgpho5Obm4p133hnvapwTLCiQHGM9HocjVJJgSBATD7FAZrPZEBsbC6VSCYPB4BFNs6+vD3a7HRqNBgaDAWazmQtjSqVyUDlM25efnx+woMeuJXPM0WHKBF4ZDhPVIZYgCIIgJhLDEdguvfRSfPrpp1i5ciU++eSTUb0XCZQjB62NRo6xbstANGoWiwVOpxMqlYpfY7fbER0dDY1GwwU+m80Gq9XKA580NjYiMjISYWFhMJlMvByx2af49+HUbTpDgVcIgiCIUYF8vAhfDCfVyMmTJ9Hf34+TJ08O6V7DyV1I+Q4JAoNSEMilHmD+eMDX8SwiIiLQ0tICm82Gjo4OngsvPz8fDocDbrcbubm5CAsL41o3sV+fUqlEfn6+x+9SLBYL6urqPKJ0BsJ0TWQ+Ekxac02CIAhi5CCfS2Kkee655/D000/jiSeeGNJ1wzFFJXNygvja/NHtdnv1dRP745WUlCAjIwOdnZ0wGo1wOp04fvw4tFotiouLYTQa4Xa7YbVaoVarPcwrWTnSckca8tsbPmSuSSYJBEEQZO5GTEnovR46tDYaOcarLQM1jRSfx5KhR0VFoaKiAnq9HklJSbDb7TAYDDCZTDxZujeTTF/3MBgMsNvtQzbXnC5mnqPxrpAmjyAIgvAZ5IMgJiukoSamI4Fo1cTCF9P+RUZGwuFw8A2RxsZG6PV6qNVq2O12LoRkZGQEXBemibPb7cPSxI2WhnA6QEIeQRAEQRBTEjLjJAh5mPDFtHMOhwMKhQLR0dFQq9UAAL1e7yHU2Ww2ZGRkDEmjZjAYUFZWRpr0cYACrxAEQRAEMSUZTsAYgpjMBBqohAVOycnJwdGjR1FfXw+9Xo+wsDDo9XpYLBYoFArExMTwYClMozaUQCh2ux16vR52u/3cHowYMqTJIwiCIAiCIIgpQCCBSsSmmmVlZXC5XHA4HLDb7UhJSUF5eTm6u7ths9lgt9sxY8YMAOD58fr6+vwGQpEzB3W73VPar26iQZo8ghgmFHKeIIhzheaRqcFI9CO9C8RIIE5t4A2pqWZSUhLy8/N5hM3IyEjU19dDp9MhPDwcHR0dcLvdqKur4wKhwWDwWQ+WIJ29z0wwJMYOEvIIYphQXiaCGD+myoKY5pGpwUj0I70LxEjAApX40pgxQZDlvlu4cCEWLlyIlJQUaDQatLW1ISUlBcHBwdBqtcjOzgYAuFwufPnll9BqtV7NL5m5qMFgQFtbGyIjIwHAr+BJjDxkrkkQw8SfQz+F7iaI0WOqRE2kwCDjx0jO0SPRj/QuEGMJE8aAAR87JhiaTCZuxhkVFYWmpiZYLBao1WqcOnUKsbGx2L9/P9atWydbrjiaZn5+/rRIfzBRISGPIIaJv5DzU2URShATCbYwX758OYCRXRCPx8YMpa4YP0Zyjg6kH/29X/QuEGOFzWaD2WyGzWZDc3MzYmJiAAApKSkABrSBCQkJcLlciI6ORm1tLdLT05Geno66ujosXLhwUEoEbz54xPhB5poEMUp85zvfwW233Ua7sgQxgrCF+Y4dO0Y8auJ0NpebKuavQ2H58uVIS0vjGwajSVlZGW655Ra8+eab0/L9mojs2rULV155JRITE6FQKPDBBx8MOqeyshJXXXUVIiMjodPpcMEFF6C+vn7sKzvCGI1GJCUlIS4uDn19fbDb7Vwos1gssFgscDqdUCqVCA8PxwUXXICQkBCkp6dj3bp10Ol0HqaXLpcLW7duRWtrK59DnE4ntm/fzgO4EGMPCXnEOTOcxcF0WFBQ6G5iujEW43o0N0+m88bMdBRwd+zYgVOnTmHHjh2jfq8NGzbg5MmTyMjImJbv10Skq6sL8+fP96o9PXnyJJYuXYqsrCzs2LEDhw8fxk9/+lOEhISMcU1HHqVSiZSUFKSkpCA2NhZBQQPiADO1dLvdcDgcMBqNyM/Ph06nQ35+PpRKpazPX2lpKdrb23Hw4EHug8fy67W1tfn0xROnfAg0/YOvMnwdm26QuSZxzgzH5IVMGQli6jEW43o0Tdqms7ncdPQHG8tnFt+LNv4mBmvWrMGaNWu8/v6Tn/wEl112GX71q1/xYywp+EjAzBvH01/NZDIhNTWV14H54sXExECv18Nms0GpVMJoNHpNzcBSKqjVaixYsAChoaEwGo0wmUyw2WyYOXOmz+cTlwvAb/oHf2Ww6wJJJTHVISGPOGeG86GcjgsKghgvxsrXjMb15GU6Crhj+czTsX0nM/39/fjPf/6DRx55BKtXr0ZJSQnS09Px2GOP4ZprrvF6ndPphNPp5H+3t7d7PXc8hBCpYKlUKpGXl4eysjIYjUaeuJz95na70dHRgcOHD6OwsJBr98RluVwu9Pb2Qq1WIyUlBUqlkt9D/FwulwvFxcUAgLy8PF4WEyBZueL/DxRpGd6OTTcUgiAI412J8aK9vR2RkZFoa2tDRETEeFeHIAhiVLj33nvx9ttv47bbbqOFJjHtocjHvpmOayOFQoH333+fC3A2mw0JCQkICwvDz3/+cxQWFuKTTz7Bj3/8YxQVFWHZsmWy5Tz11FP42c9+Nui4XFuOtSbP7XajpKQEkZGR0Gg0Hpo7dszlcuHYsWO45JJLEBoaCrfbja1bt0Kj0UCn0/HIm8yHj/nz2Ww26PV6rul0Op3QaDRcyGPl1NXVQRAEaLVaLF68GGFhYdNWyyZlNMYd+eQRBEFMcaazrxlBSJHzP5wOfuJE4PT39wMArr76atx///3Iy8vDo48+iiuuuAJ//vOfvV732GOPoa2tjf9raGjwem4g+exGEpvNxoUIAB7J0Nva2uB2u7Fr1y60t7ejqKgILpcLNpsNhYWFiIyMhMFgQHd3N7Zu3Yqamhq43W5oNBrk5+cjNzcXarUaBoNBNhm7zWZDamoqNBoNEhISUFBQ4NdXbzrhdrtx+vTpES+XhDyCIIgpDgUBGgwt6qcvcpse0zHwDOGd2NhYqFQqzJkzx+N4dna2z+iaGo0GERERHv8mCkajEWFhYcjPz4fJZPJIhs6CqmRkZKC3txcZGRkoKyvj+e4SEhJgMpnQ1taGsLAwVFVVAQAXUpubm6HX62G322WFV4PBgLq6OixZsgQFBQXQ6XSIi4sbr6aYcDDT3ZGGhDyCIAhi2jEZFvUUuXh0kNv0IG03IUatVuP888/H8ePHPY6fOHECqamp41Src0MsfLH/V6vVHknQZ86ciRtuuAGdnZ3IycmBSqWCzWZDd3c37HY7cnNz0dPTgxkzZnAhTqwh9KaZs9vtmDlzJjo7O/n9+vr6eLqG6RwBEwDXfo40JOQRBEEQ047JsKgfjiA6GYRXMRNFKB0tbTcJ6hOXzs5OlJaWorS0FABQW1uL0tJSrql7+OGH8e677+K1115DdXU1/vCHP+Cjjz7CPffcM461Hj2YoOdwOLhWrrGxEeHh4Th+/Dg335w9ezbCw8NhMpngdrvhcrnQ1NTEE6qz1AUul4sLcGItIovWyYQacWTN6YpSqURiYuKIl0vRNYkRhRzaCWLkoXE18kyGaIfTIXLxVE+nQymGJi4HDx5EYWEh//uBBx4AANx+++148803ce211+LPf/4znnvuOdx3332YPXs2Nm3ahKVLl45XlccEcRqFyMhIVFVVITIyElarFUlJSdBoNNzU0mKxoKysDL29vWhsbOQROQ8fPoz4+HjEx8fDZrPBYDDAarXCYDB4aBJZ8BmDwQCLxTKu6SSmIiTkESMKfZwIYuShcTU9GY4gyq5h2qCJvjEw2YTSoTIdBPXJyvLly+EvwPy3v/1tfPvb3x6jGk0MxGkU1Go1VqxYwTVtLPedWPsWGRmJ6upqREZGwu12o7GxEb29vejp6cHu3btx3XXXoaysDJ2dnSgrK8OCBQv4vZiwV19fD7PZDLfbjZSUFJ/1mwj5BScLZK5JjCiTwQSKICYbE3FckUnZxGaymG1O5aBAw9XAT+U2IUYXZip5Lj5uzJTSZDJ5+O25XC5s2bKFp1tgefC0Wi1mzpwJtVoNAIiLi0Nqaio6OzuhVCqxa9cu5ObmIjQ0FDExMejp6cHBgwfR09MzrLqKhUzp847E808lhqTJ+/DDD4d8g5UrVyI0NHTI1xGTk8lgAkWMDWRiOHJMxHFF2sWJDWmDBjPWcxKNEWKs8ZZgnQk/ALymbXC5XCgpKUFcXBxPai4ut6ioCDabDQqFAldccQX/LT8/n5ftdrthNpuhUqkwe/ZsVFVVobCwEGq1GklJSXA6nSgqKkJYWBg+++wz6PV67rPX2NgYUEoFcZJz8fMajUaeB3AsE8xPZIYk5LEkkYGiUChQVVXFkyMSBDF9oAXO1GYqCRFTcUNiIm4MjDdjPSdNpTFCTA7EApAYm80Gs9kM4GsTSYbL5UJZWRkPlGK1Wj20d2VlZcjJyUF2djb6+/u5WSYTApVKJTexrK+vR3NzM/r7+yEIAvLz83lSdbfbDZVKhcLCQlRUVCApKQmNjY0AvjYRtdvtPoUzqammVOBjUT5J7hhgyD55Npst4NwWOp1uyBUiCGJqMJUXOFNRKBgqU0mIoA2J6cFYz0lTaYwQkwOpAMcwGo3chFEqADJ/OY1Gg5SUFMTFxfFzysrK0NbWhqKiIqxYsQJqtRpOpxMWi0XWd44FU7FarUhISODlMI1bW1sbTCYTFixYALfbjdDQUI9z/GnypJo7OYEvIyODfPX+jyH55N1+++1DMr285ZZbJlQiyMkG+bwQk5mp7FcyWfydfEHzy9dMRJ9HYuSRm5NoHBDjyXB9yIZ6HdO2MTNM8fW5ubnQarXIy8tDUlKSh6lmbm4unE4nUlNTUVZWxqNj+rqPWq2G0WiEWq3m93K73WhpaUFkZCTPjQdgUN4+f8IZ8xc0GAwoKSlBd3c3DwATaBnTiSEJeRs3bhySdu5Pf/oTYmNjh1wpYoCpsJAkxh5atIw+U0EooPnla6bKhgSNfXl8tQuNA2I8YZqpoSYFl0a49IdUKLRYLKirq0N9fT230LPb7R5lut1u2O12FBYWoq6uDlqtFkqlEqmpqbL+fqxsvV6PY8eOQa/X87r29fXxXHkAvAZO8VYmgwlydrvdbwJ2glIoTGimsrkbMXqQ6dnoMxXMsGh+mXr84he/wObNm9HU1IR33nlnvKszYfA1J9I4IMYTZmLodrtlA6b4u86XgCMOtgIAfX19HmaOLpcLFRUV0Gq1aGtrQ25uLteSMQGrr68PFRUVmDlzJtra2jBz5kwPTaBer0dRURH3gTOZTKioqEBYWBgqKiqwYMGCQWaVYr86aaAY9hu7t7f2GI5p5nRMvaAQ/CUJ8QJLGjmoQIUCISEhyMzMxNVXX80l+YlIe3s73wkgs1JiqkD+YgQxPbn00kvx6aefYuXKlfjkk0/GuzoThrGcE6fC/Etro5Ej0LYcaQHE7XajpKQEnZ2dXIBjZpRMi9fW1obMzEycOHECTqcTSUlJWLhwIWw2G7q7u+FwOAbF4GC+b2VlZQgNDcW2bdtgMBgQHh6OxMRE5Ofnw+12o6ioCBdddBEcDgcAcEFN+ozS57ZYLHA6nVCpVPxevtqDBYZhz+cLVjZLDzHRGI1xN+w8eSUlJXjjjTewYcMG7Ny5Ezt27MBrr72GN954A5999hkeeOABZGZm4ujRoyNSUYIgAmOqmJ4RoweZ9QXGWLfTud4vKioKSqUSUVFRI1uxSc5YzonDNf+kMTm9GWl/MovFgp6eHrS3t/PE5mJBCwBycnKg0+kwb948qNVq9PX1wWKxwOVy4fjx49BqtaioqIDZbIbdbofVaoXZbEZZWRkiIyOxf/9+dHR0wGw2Q6FQoLOzE9u3b4fdbkdWVhYqKipQUlLCzUK3bt2Kjo4ODxNT6XMbjUaoVCr+/3LtITblFCdZ9wfz55tO5p3DNtdkWrqNGzdyibO9vR133nknli5divXr1+Omm27C/fffj61bt45YhQmCIIhzg0x6A2Os2+lc7/fjH/8YsbGxZHr4f4yHVm245p80JomRRqlUcgGOCTZMm6VWqz2CsIiFKbPZDJfLhZqaGuh0OjgcDuTm5noIYna7HZmZmejq6kJYWBhWrFiBXbt2ISMjA263Gw6HAzExMXC5XNBoNLDb7dBoNKipqcHq1atlNZdMeLNardDr9bK5/piZqdVq5UFjmCYvkPaYiBq80WTYQt6vf/1rfPrppx4qxYiICDz11FNYtWoVfvCDH+CJJ57AqlWrRqSiBEEQxMgw1n5Ik9GEraysDE1NTbjsssvOqZ3Ysy9fvhw7duzw2Qbn2i9TwVd0JBkPwWm4feCt7yfj2CHGHqnQxLRjBoMBdrvd41ylUomEhAQP/zh2PvvbYDAgISEBDocDqampMBqNKC8v59E1DQYD6uvreWqG8vJyrFixAna7HW63G3q9HiqVChkZGR4+fsx3j5mElpSUID8/H0qlEjabDXV1dbyMuLg47N+/H3l5eVCr1dx/T/w8arUaCxYsGPH2myoM21yzra2NJzEUY7fb0d7eDmDAdMTlcg2/dgRBEMSIM9YmvSMZwTBQs7ZzNX/bsGEDtmzZgtjY2EHtNJSy2bM//fTTftuATK1HlkCi4E4UM0lvfU/RP4lAkEbpBAY0bsXFxdi3bx9qa2tRX1+Pnp4eOBwOGAwGj+vEJpRGoxGpqalQq9WIjY2FUqlEUVERqqur8emnn2L//v3YunUruru70dnZidbWVlitVl6GwWCAw+GA0Wjk/ntOpxMtLS0ewV/a2toQGRnJr2PmlDExMXA4HCgtLcWhQ4dQWlrq8Xt+fr5HhM9A0kn4O2eo0UonC8MW8q6++mp8+9vfxvvvvw+z2QyLxYL3338fd955J6655hoAwP79+zFr1qyRqitBEMSUZbL5fw2FkUw5Eeii91wXx77qPJSyWTlPPPHEsNpguP00UYSX8SQQoXmkhKiRaG+5MqZCuhZi9GECkNvtRl1dHRf2jhw5gjNnzuDo0aM4dOgQduzYAYvFgvLyco/rxAnJ+/r6eLkqlQoulwtdXV3o7OyETqfDF198gZCQEDidTlx77bVITEzkY6y7uxtFRUXQarUoKyuDxWJBZGQkampqkJGRgba2NhgMBthsNuTk5PC/gQENY0FBAcLDw5GZmQmVSoW4uDgYDAYPTZtarfbw4/MmoLlcLhw8eBAul4sHmxFHG5Vrv6nmrzdsc81XX30V999/P9atW8dfCJVKhdtvvx0vvPACACArKwuvv/76yNSUIAhiCjPZ/L+Ggi8TNrE5GqvXSJg0BnqeN3M4X3UeimmduJzrr7/eZ13kGG4/kY9XYIyU6fJItLdcGWSCSwQCM9Gsr68H8HWOuxkzZqCrqwuzZs1CaWkpWltbkZaW5iFYif3UDAYDysrKEBMTA0EQoFKpcOzYMbjdbsybNw9NTU1ISkrC2bNncdlll3FhjQlIxcXFCAsLQ3V1NWbPng2Xy4WqqipcdNFFPAUDE8oqKiqg1+tht9t5HZRKJfLz82Gz2XDZZZfBbrf7TLXAtIVy6STEQVmkUUK9td9UY9hCnlarxWuvvYYXX3wRNTU1EAQBM2bMgFar5efk5eWNRB0JgpigDMVfZCr7lozEs421n9xI32+4bSBe2ALwu1D2tuiV3j/QxfFwFufeyh4NwWq4/bR8+XLs2rULy5cvH5F6TFVGSog6l/Ek9tscbhnE9EPsP8eEIaPRiMbGRp53T6vVYtmyZbBYLOjs7ERycjJ0Oh1SUlJky7Tb7TwaJ/PRy8zMRE1NDfLy8mCz2dDY2Mj96KQ58IxGI8xmM3JycqBWq2E2m6HRaLBr1y6sXr2a+/OVlZUhJycHdrsdLpcLtbW1Hr6ETOBi/5UKclKhT05AkwZlaWxsHLKmbtL76gnnwK5du4Sbb75ZWLx4sWA2mwVBEIS3335b+OKLL86l2DGjra1NACC0tbWNd1UIYlLyve99T9DpdML3vve9ET13sjGVn02Ow4cPC9/73veEw4cP82PDbQNxWd7+PxBG4v7nyr/+9S9h3rx5wr/+9a8RLXc4TOV3crzbdqSZaH1Fa6ORg7Wlw+EQzGaz0NfXN2Jlm81m4eTJk8KBAweEkydPCnV1dcKBAweEyspK4YMPPhA2bdok1NTUCIIgCH19fUJVVZXw0UcfCd3d3V7L7Ovr4/Xs6+sT6urqhLq6On785MmTfL0fyPU1NTXChx9+KFRWVvLrzGazcOLECWHfvn3Cvn37hF27dgkffPCB8OWXX3qULS7L3338ta2/unsrI5BnHilGY9wN2ydv06ZNWL16NUJDQ3Ho0CE4nU4AQEdHB37xi1+MiABKEMTEZij+ImPtWzIZfM4mot9UIHWS82MabhuI/abE/+/LV2okfZdGMtjJjh07cOrUKezYsWPcA2ZMZV+u8W7bkWYq9xUxwJkzZwIO7CENEuItaAjzI8vNzYVGowEwYGW3b98+nD17FgA8Imaq1WrMnj0bFRUVg8pi9wDAtWlMW8aCLLKAKnq9HvX19TyYi7gssTaO+ffFxcUhLCyMR+J0u91oaWmB0+nk6Rxyc3ORlJTkEYkz0GAogZznz+fOWxmT3Vfv/7d37nFt1ff/fyUnJBACIQmBQLi0FFp6gUJhvdn1slXr1226Of3VfbdV91OrW+u8TJ3bnJd+p855/X3dutmpnX6dq6tatbZbLwptbQttaYACpdCGS5MmJJCQAAkJOfn8/uB7jkkIFGigXD7Px4NHm5OTz3mfz+fk5PM67/fn/RYQQshoPlhYWIgHH3wQGzZsQFxcHKqqqpCVlYXKykpcf/31kyJDzVhUl6dQKBODzZs345133sGGDRsm7JqW4dg43mGuE8WmoY4RaOPGjRsva8t49eFI1xdSRsdUDv2eCNC5UeTg+tJms8Hlcg0r7I+rZSeRSKDVage8HgyWZaHT6dDd3Q2r1QqRSMSvvSOEIC0tDR0dHZDL5ZBIJGAYBkqlErW1tfwavMBjeL1eHDx4EFlZWYiLiwPQn1ilsbGRr5+nVquDMl2Gs0cul/Mij3vNiVLgq7p7gWvvJBIJH9aZn58PsVg8aB+FC+UMDGEN7O/Bwi/Didzxxm63Q6lURvR7N2pP3rlz57By5coB2+Pj49HZ2XklNlEoFMqgfPDBB8jPz8cHH3ww5H5DPR2fKB604TzBH2+vxXBsupz3q7q6Gtdffz0yMjJw/fXXD+jnwP4PHYvq6mrcdtttePbZZwedxAfaOJz+4fZ59tlnx3TcA9d3cWustm3bdtWvs6kGLTVBmWwEerguR6j36HLepECBwnn1RCIRLBYLKisr8eWXX6Kurg5msxn5+fmQSqUAAI/Hg4MHD6KpqQlms3nAMcxmM+Li4uB0OvkMl3a7HVlZWbwHMS0tbVC7GIbB/Pnz0djYCKVSCaPRyJdwCKznZ7VaeS9a4LlarVbI5XJUV1cP8DwqlUrU19fz6wc5oceJP65sg9lsDvKEDuax49YgciUehupnLlsn9+9QpRtGQltbW0TaCWTUIi8lJQXnz58fsP3LL7/kix1SKBRKpAXVli1bcObMGWzZsmXI/QabCFZXV+NHP/oR/va3v42ZcBrqnAPfy8/Px8aNG/Hss8/itttuC7s/J2hWr149LsKUs+lKxMm2bdtw4MABXLx4EQcOHBjQz4HCLFSkbdu2DR999BE++ugjfltofwaO7XBE6caNG3HDDTegoqIC27dvH3PBPJLaeGPJRHmYQaFQhk+oILycQAwULlxiFK5GtUQiQWZmJux2O4xGY1CiEpFIBIVCwYskLmslV3aAgxDCFy9va2uDRCLhC5SHsytQDJWUlEAikaC2tpY/l5SUlEGFXWAbnKgMrKXHUVtbC4lEgpKSkiDxxp0zJ3ZDM3MOJZiHG9LJCchAIRkJkpOTI9JOIKMWeffccw/uv/9+lJeXQyAQ4NKlS/j73/+Ohx9+GD/72c8iaSOFMmLo5GbiMFxPFDdmH3zwwZBj98QTTyAvLw9PPPHEoG1cbj3ZhQsXkJWVNaI1MMP1IHLHGOychxI14TxNnKApLS0dN8FwpZ6vjRs34tprr0V6ejquvfbaAf0cKMxCRdrGjRtx88034+abbw4Kexzs3Ify6nDXAwAkJibCZDJh1qxZY752cqjaeON5b5pqa9cCofd4CqWfUHGiVCoRExODOXPmYO7cuZBKpbzQ47xOnOcqOTkZaWlpYBiGD8+02Ww4ePAg1Go1urq6IJfLAQB6vR5SqRQdHR1BIi2UQDGUlZUFj8eD+fPnA+h3EAH96/tEIhFvT+g6wMrKShgMBqjVaj7UE/hKQM6fPx8ulwuxsbEwGo3QaDQQiUR8fwQKUC50kxOugwnTy2XRDF0DGSgkI8FYhIiOuoTCo48+CofDgTVr1qC3txcrV66ERCLBww8/zP+oUqYXE2mdBK0RNXYMZ5wDU4K3t7fjhhtuuOzEmhuzw4cPo7m5GUDw2AUed7CJXei4f/DBB9iyZQueeOIJvkZZoJgYTBiEW1cV6EG8XL0z7rOrV6/GbbfdBgD49a9/zXueQu04f/48Lly4gM7OTuzdu3fAuYfuP9Zs3LgR7e3tqKiowKVLl8LaE0jgeJeWlmLjxo3497//HfTeYLXjQscyPz8fO3bsGGBP4L/DJfB64M5pNAznfhKuD/Lz8wdcK+N5bwrtt3BjcSX37erqaj7RGnd9jxfT7R4/kX5fKROLcCUH0tLSeCGmVCoBAFFRUXxYJyd+TCYT1Go1fD4fdDodYmNj0dTUhKVLl6K2thY5OTlwOBzIysria+/l5+fzgmwwj5jRaERCQgJsNhvWrl0Lo9HI198TCoW8DYFlEICv6vQplUpYLJYB9es4EWiz2bBw4UIYDIYB7wEIKhFhtVrBsixMJhMv/kIJLckw0n6fsFxpes6enh5y8uRJUl5eTrq6uq60uRHzpz/9icyYMYNIJBKyaNEicvjw4WF/lqYJjiwTKQ30VEuxPRhVVVVk/fr1ZP369eN2rsMZ5/Xr15OoqCiSnZ0dtO9QKfK51zt37gw7duGOO1gb3Ou8vDwCgOTl5Q3r3KqqqkheXh6JjY0lmzZtIps2bSKxsbEkLy+PvPjii3x6/NDPDHZOmzZtIlFRUSQqKmrI/uLObf369ZctITDaMgOjKUnAnfvlPhNuvLnjrV+/fsjrJXRcR/vdDfe5cOMxknsU9/1at27dZb9jXNt5eXlDHuNKv7NXcm8Ld/6j7X/uuyISiYKu7/G690byOpkMjOfv60SfG9ntdrJjxw7y0ksvkZdffpn84x//IDab7WqbFZax6suhygZwJQrKysrIuXPnyKeffkpqa2vJm2++Sd577z3y/PPPk3/+85+krKyMnD17luzevZvo9Xqi1+vJ0aNHiV6vJwaDgXR1dZE9e/YQl8s1oJTA5coWGAwGcvToUb4sQnl5OfnnP/9JPvnkE3L06NGgsgyBbXDH4Uo36PV60tjYSMrKyojH4xm0dILBYOBLMbS0tAT1k16vJ8eOHSN6vT7oWMMpwxB6jMCSFcPti+GMGSFjc61csci7muzYsYNERUWRv/71r6Suro7cf//9JDY2NmiAh2Ki38gmGxPlx3Oi2DEeDFdEhCPSk6TA7dykf926dYNOsgOFzXAmvYPVZpNKpbz4WrduHcnOziYvvvgi2bRpU5AwG87kev369UQkEpHs7GxeROXl5RGpVDroJDbwnLjzXr9+Pb/vlZxbuP4JtPFyAiqQ0Qicy4mmwH4LHe9wwjVc+5yo5/4dyTkNdn6DPTAI91AgdHwC9xnJ9+tyDykC91m3bt2A6+RynxlKqF7uYcdQNo5WCHPfPe46DPz8cB8OXO5cx4KJ9DByJIzn79pEnhu98cYbJCcnhzzwwAPkhRdeIC+88AK5//77yezZs8kbb7wxorYOHTpEvv3tb5OUlBQCgOzatSvo/a6uLrJp0yai1WpJdHQ0yc3NJVu3bh3RMcaqL8PVb+NEhMvlInv27CFnz54le/bsIfv27SMvvfQSee+998izzz5Lfv7zn5NHHnmElJaWkk8//ZQcPHiQlJeX86JKr9eTlpYWUl5eTkpKSsjJkyeJx+MhZWVlvFBqaWnhxRpHV1cXefvtt0lXV9eAGnucTV1dXUHbQwkn3F544QWyY8cOcvLkybD7ejwe3vbQdkPF5uX6cKh+DjxeoFgbbi29ocbM5/NdfZH34IMPDvtvPFi8eDG59957g7bl5uaSxx57LOz+vb29xOFw8H8XL16csDcyyugZziToahFpO0brFQj1WEWCQPEx2EQ3nBeKEwgjFarcuWdnZ/OTSqFQSAAQpVIZ1mMReJxwfRcq8gJt3rlzJ1m/fj1JT08nIpGIFzQvvvgiyc7OJuvWrRsweR/s3Id7fuH6Z/369UQoFPI2BHoXBxNmw/VGXY7BJsjhjssVBucE9+U8s9zr0HMKd4yhBCh3XO6aCBV+oUI6KioqSDQHisydO3fyYxt6TXPvLV++fNj9yp1jdnZ20HUy1D0rVPSGu24DH3YECuzBvk/cNbV8+fIBxduHEqmh/Rzu3jOcByOX65+hvKBXev8ciaCerkxkkTd79uywUWNOp5Pk5OSMqK29e/eS3/zmN+TDDz8MK/LuuusuMmvWLFJSUkKamprI66+/ThiGIR9//PGwjzGmnrwL54jvwhFCbM3E5/ORkydPkoaGhqB/Ozo6yIMPPki2bt1K7rvvPrJlyxZy9913k3vuuYfs2LGDHDt2jJSXlxO9Xs97qQ4fPkx27dpFGhsbeYEXKpY4kcd5/Xw+H3n77bfJSy+9RLZv3z6oh85gMAwpigLFIScs9+/fT7Zv3z6giPtgnrVAPB4Pf35DeemG7OcRePuGaiNUHIb2y1UXeatXrw76i4uLI1KplBQWFpLCwkISGxtL4uPjyZo1ayJm4GB4PB7CMAz56KOPgrb//Oc/JytXrgz7mSeffJIAGPA3EW9k481U+nEbyisyHBExVn0RbvJztRjsKfxICfXeCQQCAiBIJIXbN3T7YCJkqLEI9RTt3LmTLF++nMjlcvLQQw8NKnbWr1/PC4FwoWbZ2dmEYZgBYnXTpk1EJBIRAEQgEPChiXl5ebwIC+e1GmyyPpI+DpxMBwqP0DbDXefD9UaNxBM1EkEzWPjiYN6nwfop8NwCvUXhPIGB3t1Qz2KokOIeFDAMQ4RC4aDeyMDvblVVFVEqlfxvSGjfjsSTNtj+gcfmvh/cmIcTfoEPbS43TpzIi4+P58OZR+LBC/XGX25sh9v25ewe6wd4kfbyTdbf1Yks8ubMmUNMJtOA7ZcuXSKzZ88edbvhRN78+fPJli1bgrYtWrSIPP7448Nud0z6sreLkOZjhJz6GyEn3yKk5iNiuHiRF3aBYmL37t3kxRdfJHfccQd58sknyX/913+RrVu3kj/+8Y/kjTfeIGfPnh3gpSorKyOHDx8eEPYY6C3jvGfl5eWkoaGBtLS0kHPnzpHt27eT+vr6IO9XqIcwnNjhjq/X68nHH39MDh8+zO/DidaWlpYgsRT6b6AQ47a1tLTw4Z+BXj/O4zcSERcaznq58EyOy4naCePJC+Sll14i3/nOd4LioG02G7npppvIiy++GBHjhsJoNBIA5OjRo0Hbn3nmmUG/6NST18+ViqCrwZX+WI5mchrpvgg3MR2PH/9QD0igoAo3WbycBy70nAIn1NnZ2UQgEBCGYYLCtcJ5DkPbDA115NofLORvOB6NwewfSuQGespCPUGBApALBX3xxReH9KYOdQ7DGbOh2hsq1HCofgpHoCgL14cjZbieocE+F+qxC/1/oJ2c3bGxsYM+uLicByc7O5uIRKKwobbr168PCkHctGkTiY6OJvHx8WThwoX8A4HQvgx3DxnuvShwP06oC4XCsA8TAoX/cMQ59zo0nHmkdg12vQ1n20gY6lqK5P060qJsov+uDsZEFnm7d+8ms2fPJjfffDO57777yH333Ue+973vkdmzZ5Pdu3ePut1wIu+ee+4hxcXFxGAwEL/fT7744gsik8nIkSNHBm1nTOeZAeLOc3QbOfn2E8RzdBshJ98ivrZzQWvYysvLicvlIkeOHCHPPfcc+e///m/y+9//nuzcuZMcO3aMfPzxx+TgwYNBa+440TKY2PF4PHwYKOeRa2hoIOXl5aS8vJycPXt2gMgM9AAO5XHjhBAnMI8dOxYkxPR6Pdm9ezd/jNAQSs5WTiQeO3aMt40TdZzXL5xHkhOB4ezjtpeXl5PDhw+TTz75ZIAIHopwnrxwfTyhRF5qaiqpqakZsP3MmTMkJSXliowaDpzIO3bsWND23/3ud2TOnDnDamMi38jGkrF+GjoWjOWP5WAToCv1ZAz12XBhgWNFqDci0Ht1uSfugZ6OUC8BF64V+N7OnTtJeno6kclkJDo6OsjDFBMTQ5RKJXnooYdIXl4eWbduXdCxwom8kXh3uP3DiclQL8xQoidQCId6FwPPfbhe2SsJ6xtKJHB9Mtw1jZcj9NwiEcp7pfeV4fRDoCfvSjzlQ30XhrpHjPR+OhoBGPpwJvT9cAmGLmfjcI47UkK/a5EiEqL5ajCRbRuKiTg3qq6uJn19fYSQ/knzsWPHyAcffMCLluF6VQYjnMjzeDxkw4YNBAARiURELBaTd955Z8h2xixirK/3K8/dybfIybefICV/foScfPuJ/m1nPiD68+fJtm3byHPPPUd27NhBPv74Y/Lhhx+SnTt3kn/+85/kyJEjpKWlhXR1dZGPPvqIbN26lQ/ZvNyaMp/Px6/v27NnT5BQaWlpIQ0NDeTTTz/lxU/oernBPHiB7YfzwHE2nTx5MkiUnjx5kv+3oaGB349L8MKFoQbaE+pR5LaVlpaS3bt3Dyp2Az2GJ0+eJCUlJQMSvAzVb6GJWwYLWZ1QIk8mk5HPP/98wPbPP/+cyGSyKzJqOIwmXDOUiXgjGw8m2w/P5SY4w/n8SEOABiNSYpPzFoV6vEbKcDxvgaIgNjaWpKenByUnuZzHi1uzFLreh/OgBHoVBjuvwMmfXC4nAEh6evoAD+NQwmu4HsZw5xDoQR2OgAnn2QmEa3M44a6hXpjhTFSH4wULHNfQcMxIeE64JDZDrY27HFf6fRnpeUTy3jYaz9aVtrtpU3hP9OXgruvBvImRvAcOReB3LZK/L5PtN2uyMxHnRgKBgEgkElJYWEjuuOMO8uqrr5KSkhJit9sj0n44kffCCy+Q2bNnk08//ZRUVVWR1157jchkMnLgwIFB2xkzT57fT3wnthPDnpeIr+yNgZ68sjfIzjf/m9xzzz3klVdeIZ988gn58MMPyd///nfy1ltvkc8//5zs3r2bX6P27LPPkocffpg888wz5MMPPyTl5eUDslcS8lWYZnl5OampqSF79uwhHo8nyDRun2PHjvGiarjJSIa7zo0TWIHCjvuX89b5fD5+P05cBoZXhgpH7jh79uwhe/fuJW+//XbQuQ2WKGW4iWO4UNNwHs4J78n78Y9/TDIyMsjOnTvJxYsXycWLF8nOnTvJjBkzyIYNGyJm4FAsXryY/PSnPw3aNnfu3EETr4QyEW9kU41I/DiHioqRTkQi+RQ7kk+8Q71goyHcue3cuZMolUoSExMT1rvAeYBCw/IGE0yDhQSGEyDr1q0jAoGApKenD7ruaPny5fzap6HOI1KEejSGM4netKl//Z1QKBwyiUrg+q/B2hvOQ4rBzn84/RJujCLRn4OVnxhJ29Npcn65cx1OX4TzRI+VPaPddzTtTKfrYKwYzz6ciHOjo0ePkpSUFHLzzTeTH/zgB6SgoIAIBAIiFArJ7NmzyeOPP35Fgi9U5LlcLhIVFUU+++yzoP3uvPPOoN+uyxHJvjQcfJ1c2PV7YtjzEu/R4/4Me14if/r1neTuO+8kf/nLX0hZWRmpqakhb7/9Nv8v54VrbGzkvXtc2ObHH39M9Ho9L0q4ZCWcN6ykpIR8+umnfAKTUC+XXq8nhw8fJuXl5WFFzFDiMXS9XWimzFBvWOjaQ86TePLkSX7/wDbCrcsLFZBc/3BtDJYoJZRQ0RfqrWtoaCB79uwJ8jaG649IXyscoxZ5PT095Kc//SmRSCREKBQSoVBIxGIx+elPf0q6u7sjZuBQcCUU3nzzTVJXV0ceeOABEhsbS5qbm4f1+Yl4I7vaRHpiEInJ5nC8Gldq52jaGm27kWgjXFsc3ORcqVQO6QEK9WqFC5cc7BiDEdjGYGM/HO/bWDES78xwSx8Md1I+1LGHOzkerv3hPDsjZbA26IQ9PJe71w33XjgV+3csH+JMF8azDyfi3KiwsHCAp620tJRkZ2eTZ555hqxatYrMmDGDWCyWUbUfKvK4Pti7d2/Qfhs3biTXXnvtsNuNZF/66vbwnjxO3PnK3iAtn75A9LueJyVbHyXP//YX5PDhwwOEUFdXF9m+fTv5/PPP+ayZLpeLNDY2kjfeeIPs37+ffPLJJ6SkpITs3r2blJaWkjfffJOUlpaSY8eO8du4tWyhmS3Ly8vJ0aNHgzJyBhLqFWtpaSG7du0iJSUlpLy8nK/Zt2fPHlJSUkK2bdtGPvzwQ154ciIpnDgKTM7C2Ra47i70M+E8dIEewOEmSuHaGuxYoWJzsKyaXLtnz56dOCKPo7u7m1RVVZHKyspxE3eB/OlPfyKZmZlELBaTRYsWkUOHDg37s+N1I5tMP9qRDl2MxGTzaoZshRJ4ziMJhxqsjbHgxRdfJEqlclgJkALtHkzkjdZzEwkRPJztV5vh2hWJcR9uG3RSPXoifd1eabtjyWgePET6OJThMd09eTExMeTcuXMDtu/evZt8//vfJ36/n9xyyy3krrvuGnabXV1dRKfTEZ1ORwCQl19+meh0On6t1apVq8j8+fNJSUkJ0ev1ZPv27SQ6OnpEtfIiKvLOHxog8gx7XiJH3/gVOfrGr0jZ9sfJ0b89TerravmadJzg0Ov15PXXXyd/+ctf+DV4J0+eJB988AHZunUr2b59O7/WjPPgHTx4kPfehYZFhnq7uDDKo0ePkpKSElJWVhbWc8d9Xq/Xk507d5Jdu3bx7XNJXT7++GOydetW3tZAL13YfglpeyQhlcN5HUigJ3E4xwoUc0Nl8mxpaSH79++/uiKvqqqKsCw77P1ramr4hbITkfG6kUXSmzWRPR3hPjueE9vB9h8PT95IbBxr4cvZcrki1KPdHgn7h+JKQhcnMpG4Dkfy/aST6tEx2a+zkTDUuU6nfphoXO3v70QUeStXriS//e1vB2zX6/UkLi6OENKfdGPGjBnDbrOkpCRskpTbb7+dEEKIyWQid9xxB0lNTSXR0dFkzpw55KWXXiJ+v3/Yx4hkX7aU7yVH3/gVafn0Bd6L1/jBc+STF+4jtTv+ixx749ek8YPnyO53/kT27dtH3n77bdLQ0ED0ej3561//Sn7xi1+QrVu3Bnnyjh07Rnbs2EE++ugj0tjYGFTmgPOOcd40zjsXTgRxYobbl6u7F+gNCxQ8nCcvcA1fYOjnhx9+yCdQCZe0ZbAQzsvVqgtd4xfquRtK4HGfC8wwOlj74UI+A7ORcv3MiePGxkby2WefRfx7J8IIKCwshNlshlqtHtb+y5YtQ2VlJbKyskZymCnHxo0bg/4dDdu2bcM777wDAPjjH/8YEbvCkZ+fP6z2t23bhr1792LDhg3Iz88f1MYrOffq6mps27YNq1evRnt7O9rb21FdXc0fbzBCjxlqF9fuxo0bL9tWKKH9w7XX3t6OG264YVjnWVpaiubmZpSWluKWW24Z0fE5hroeOBva29vD7jPYZwcb+9DtW7ZswZkzZ7Bly5YR2T/cfh/smonE9+hqMtzvViTaiMSxpiuT/TobCUOd63Tqh4nGeP3eTya2bt2KZcuW4fz583jiiSeQm5sLr9eLV155BUqlEgCgVqvR1tY27DZXr14NQsig72s0Gmzfvv2KbY8Y4tigl+YOB6ovXISpwwG90YK87DQ0XHQhO1OME6ZLKFxUhMbGRiQkJMDj8YBhGGi1WojFYsjlctTW1qKgoACNjY1QKBSwWq1ob29HXFwcWJZFUlISfyylUgmr1QqtVguz2QyPxwOz2QyNRgOj0Qiv14uOjg4UFhYiIyMDra2taG9vR0FBAViW5bWD1WqFRqMJOg+tVguGYcCyLFiWBdD/G3b27FkoFAowDAOr1cofM5wNOp0OcrkcRqNxQLsAYDQa0dLSAqPRiIKCAhw8eBASiYSfU3L/Go1GGAwGsCyLjIyMAUNgtVqRk5MDh8OBrKwsGI1GaDQamM1muFwu6HQ6Xit5PB6+zwDwdno8HlRXV0OtVqOmpgZSqRR9fX0wGAyRuU4CGJHII4Tgt7/9LaRS6bD293q9ozJqqhGJCddgP7hXIlgibU+4bVdy7oE/dImJiXjnnXeQmJgYtr3Qfgjc53Ki70oJJ3iHGpfhTp5G2wZ3/tXV1UhMTIy4WHriiSewZcsWPPHEEyP63HD7fbhik0IZC6bTdTbUuYZ772r93kw3qMAeyPz583H8+HFs3rwZ8+bNg0Qigc/ng0gk4oWYTqdDamrqVbZ07NDOmAXmUiLUCXFoMlphtNrhJwQigQCzZ2nh8vZhdloybLYOLJ87G9bubsTFxSEpKQmFhYVYtGgRCgoKYLVaYbfbER8fj88//xwajQYtLS3o7OxEUlISLBYLpFIpFAoF7HY71Go1RCIRL844UcMJPJ1OB5ZlodFoYLVaAQAmkwkA+Nec4An8LCeiWJaF0WgEy7K8wOrq6kJOTg6cTiekUinfdjgbGIbhhRXXBgBe1HLYbDYolUpUV1cjKysLer0e+fn5sFqtvIjl7DGZTPxnA4/DHTcrKyus0JTJZNDpdHy7gYKWs9NoNCItLY1/XVtbC5VKhaioqIhfMwIy1GOMEFavXg2BQDCiA7z33ntISUkZsWHjgdPphFwuh8PhQHx8/NU2Z1Rs3rwZ77zzDjZs2DDhJyYjnSAE7g9gyM+OpB8iPVEJ114kxmUyje1wGE2/00klhTJxmEr3JHpvGZyJPjdqaWlBVVUVGIZBUVERP5E+cuQI2traRh0hMxZEtC89XcCZD2C02FFWcwENzSYo5TLkZqbA0eOGMj4WPr8feoMFOVnpEOeuA0sESEtL4wWV0WiEx+OBSCSCxWJBd3c39Ho92tvbeZHxne98BwBQU1ODvr4+qNVqSCQS3tPGiSetVovKykp0dXWhp6cHeXl5QccBwAulQA+bx+OBw+FAYWEhGIYJsgnoH9+2tjakpqYiJSUFJpMp6ByGghOM3LE5T57X60VlZSXUajW0Wi0vwDgPIifUAPBeQc6h5fF4IJFI+HMJ9UwG/ltdXQ2ZTIbu7m7+/IZrc1dXFxYsWBDR792IPHmlpaUROSglckymJ34j9aCFC43kCP2BHkk/RPpJfbj2IjEuk2lsh8No+p2GLVEoY8tIxM5UuifRe8vkJTMzE5mZmQO2f/3rX78K1oyMQEExHAEQRFQsIBBAnRCHKIZBgkwKlVwGp7sXHm8fLHYnRAyDeGkMRH4WhaliWEWpQd4ktVoNnU6HpKQkPjyRYRhkZmaipaUF3//+93Hu3DneoyYUCmG321FXVweDwYC4uDgoFArMmTMHtbW1kEqlMBgMWLJkCcRiMX9OWq0WRqMRRqORF1uckHM4HJDL5Xw/sCwLkUjEi6jq6mp+W2gfBXr9OLHJ7cP1beA2oF/gHTx4EFlZWRCLxRCLxUEevkCPHxemyglatVqNM2fOQK1W88cMDenkRKrVakVhYWFQ6Cjn/RtqrM1mM3w+38iuhWEyIpFHmXhMptCiSE4QQn+gJ1o/jOf6q6nMVJpUTmao12PqMhKxM5XuSfTeQrkaBIb4BQqNYSEUAlGxsLZdxNyZKVAr4iAUCpGbrsGR6gbkaJNh6+6Bj2WhTVJAbG+EdsFCsAC/dsxqtfIhjR0dHbygOXnyJBQKBU6fPo3y8nLExcVhwYIFiImJQU9PD1paWkAIwcyZM5GXlwehUAi3242KigpkZGTA6XQiKysLra2tvLmBYZOB4ZXcmjpum8/ng0Qi4QXUzJkzUVFRgby8PF44ckLVaDTi9OnT8Pv9UKvVsFgsvMcstG850Wc0GiGRSKDX67Fu3bpBhTbLsrxAczgcUCqVqK2thc/ng8lkGiAOOYYKHR3OWHMeQLFYPLLrYRiMKFxzqjHRQxIog0MnnRTK+DGVwvQowdB7KSUUOjeKHKF9eUWePACo3wvWYYK5wwGv1weDxYbOHjdy0pKhN1qRpU1Et9uLwjkZYBghkFoAI0niQw65dXRmsxkKhQISiQRVVVXQ6XTo7u6GQCBAS0sLtFotVq5ciezsbPz73/+G0+mEy+XCkiVLUFBQAACoq6uD2+1GVFQUiouLAfSHOiYkJCA6OhpJSUkDvG2hhPYHJ7RiYmLQ0tKCtWvXBomf1tZWtLS0gGEYiEQiKBQKSKVSXtQFevm4tXVJSUno7OxEfn4+xGIx73kLDMEEwIdM6vV6rFmzBjabDWq1GmazGUBwgpjQMRzOtnAJaALDVd1ud8TDNYURaYVCoVAoU5aNGzdiw4YNk97rUV1djc2bN6O6uvpqmzJh4LxzVOBRKGPP5UTPZQnIsMmyfjRcbIM0Oqpf4KV+JfAAwGixg71UA02ighd4DMMgIyMDeXl5qK+vR29vL+bOnYu8vDzMmjULUqkUHo8Hfr8fZrMZZWVlSE5OhlQqhVKpxLlz5/D555+jpKQEXq8XWq0WKpUKlZWV6O7uRm9vL06cOAGHw8FnlhzqXMP1R1JSEvR6PZ/9MhCNRoOYmBgUFxejqKiIT8rCtcUwDEwmEwwGA59IRSwWo7i4mBdU3BpDtVrNi0Luj8uaWVtbC41GA7FYjIyMDGRkZPA2BnomuWyggV7Ewc6N26e6ujpoX41GA4lEguTk5NFdE0NAwzUpkxK6nmLqQj0LE4+pEqZH7xsUCmVSI5HB3OGAx9sHq6MLMqkEemM7Fs+diaPVjchKVaPJaIXN2QNFvBRmixXatmpoM5byTbAsi5KSEjgcDrzzzju49tprUVRUBABoamqCRqOB3+8Hy7JITEyE3++HUqmETCaD0+nktwmFQkRFReHs2bMwm83o6OgAIQTR0dE4c+YMFi9ezIcqer1evkzBUGGJXPjmggUL0NHRwc8BOC8Yy7JB5RxCwyC5NX7c/zmPGechlMlkMJlMfEglV/YgKSkJPp8PKSkpsFgs/JrB0PYD7fD5fPw+gSGbg8Htw2Xe5EQmV5ZuJOU/hgsVeZRJCV1PMXWhE3HKWEHvGxQKZVIjlkGjksNosQMAurrdcHu8+H87DiJOJoHuXCsWzs7ArDQ1as4bkJOeDK/3MDSiBFRfdPC172JjY1FXV4fExERcuHABy5Yt4z1OM2fO5EUZF+ool8vhdrsxa9YszJs3j0/7DwAJCQnw+XzIysqCRqPBuXPnMGfOHIjFYt5DVllZiZaWFvj9fixevBhAv2BqbW3l19WJxeIBJRYC1+5xiVtEIlFQps9AOE8lByfSWltb0d3djZqaGixdunRAfT2WZWGz2ZCfnx+0ZjCUQDs47yh33KHW3YWGbnKJaTjPHlfrMdJEZE2e2+2GzWYbcIK1tbWYP3/+lTY/ZtC4cwpl4kE9eRTK+EG/b5FnsvcpnRtFjkj3JWtrhbnsA7CsH56+PrTbu1F9oRUXTTbYu9xYtjALWpUSuoZWMIwALrcXc2Zo0O1hIclcAkm8AikpKWBZFn19fTh58iQWLlwIhULBe7M48cIJIIFAgIaGBmRnZ6OtrQ0OhwPZ2dloaGiAyWSCXC5Hb28vli5dCqfTCZ/Ph7S0NAD95RDEYjFUKhVqa2uRn5/PizeWZXH69Gn09fUhMzMTWq02aL0aJ6g4e0IFX+iauqHWO3PIYpsAAEzCSURBVLa2tuL06dNQKBSIjY1Ffn4+bwO3L3fuQ7U50jWVoZ6/oUoxcCGxE2pN3gcffIDZs2fjhhtuQH5+PsrLy/n3fvzjH19p8xQKZZpB1whRKOMH5znftm3b1TZlykD7lDJWmG3d8Hj7wLJ+OLp7UTA7A4nxcehwurA8Lxu5mVpER0dBo4pHrESMrxfORpIyHmmJcZB0XcDCvDw+ZFKr1WLJkiVwuVxwu93wer18shGgf22cSCSC0WjExYsXcfr0aRw9ehROpxPnz5+H2+2GXq9Hc3MzZsyYAYfDwXvYODo6OuD1eiEWi1FYWAgAqKiogMvlAsuySE5O5sWdy+XCwYMH4XK5eCEVuJaQW98WuD2ob8Ksi+PQaDRITU1FRkYGX5D8wIEDfBIXjUaD9vZ2eL1e3n6v14t9+/ahs7MTOp0OXq93gODj1vQNOl7/axOAIA8k8JX3jxuLUa/THIIrFnm/+93vcPr0aVRVVeGtt97C//2//xfvvfceAGAaJ+6kUCgUyiDQBCgTh6mSVGciQfuUEmk4QaHWzoBEHAWGEUIZL0Vt0yUQANqkBHh8fcjPToNGJYc0RoLVxXMxU6uGVq1AtDgKizISMFPcAZvNBqVSCbFYjMzMTD6Ek9tuNpuh0+ngcrlQUVGBv/3tb6iqqsK//vUvtLe3w+FwIC4uDp2dncjIyMDy5cuRlZUFlUoFo9GIjo4Ovq5ccnIy0tLSgmrgOZ1OHD9+nH8/MzMTGRkZfNITh8PBZ7UM5zELFHyBQmsw8QcAVqsViYmJ/HrA6upquN1uOBwOfu0eVyqBE4nV1dWQSCSoqKiATCbDwYMH0dXVBZ1Ox3vhwonKcDZx9nLr+Lh9vF4v/++lS5cifdlcucjr6+vjVX9xcTEOHz6M119/HVu2bIFAILhiAynjD52AUSiUsYR6OiYO1HMeeWifUiINJyisNju0qSnQJikgEUchPzsNRXNnYGFOBornzsDBE3VQy+OQltS/xktvtMJosUPEMNCo5EBbLTSS4FBHLoywoKAAEokEXq8Xra2tOHfuHM6fPw+pVIqLFy8iLS0NiYmJSE5ORkNDA+9xS05OBsMwsFqtaGtrg9VqRXV1NUwmEwghQQXE4+LicObMGWg0GnR0dARluVSpVJBKpbyn7eTJk3zdvVCvGfeaW9dmNpsHFX8AggSg2WyGXC5HTEwM8vPzeU9eWloa0tLSeJGYm5sLo9GIm266Cd3d3cjKyoJerw8q5H45j+JgHsjQTJvcv5HmikVeUlJSkBhQqVQ4cOAAzp49S0XCJIVOwCgUylhCPR2UqQ59WEqJJEGCQiIDwwj7C56LRcjQqDA7PRkfllSA9bH4sOQUut29qG0ywmrvgsXuhI9lYe3sAgAwF49DmxgPhmHg9XrR2NjIe/Y0Gg1qa2v5Onpc6YFVq1YhLS0Nq1atQn5+PuLj49He3o7s7GwcO3YMer0earUaqamp8Pv9UCj61/5xgstgMIBlWfT29mLt2rV8lkmtVgur1QqDwQCDwQCLxQIAsFgs6Ovr41+Hes0CwyCHE7oZKraysrJw7bXX8klauIQtgaUS6uvrkZGRgcbGRhQWFiIuLg5r1qzhPY2hpRS8Xi9OnToFpVIZ1qZwgi8/Pz/o30hzxSLvf/7nfwbUdhCLxfjHP/6BQ4cOXWnzlKsAnYBRKJSxhHo6KFOJcIKOPiylRJKgmmtiWdB75g4HjlY3QiYRY/fRKijjY7Hv+Bm0XLLC7/cjKSEeKaoEaFRysKwfRlMb2MYvAL8fVqsVfX19fE05s9mMuLg4uFwuCIVCOJ1OREdHw2w2QywWo6ioCAzDoLu7G6tXrwYAREdHo76+HkD/urOEhATY7XaIxWJeDKWlpSEzMxNr166F2+3GzJkz+WNyXjSJRAK5XA6j0YikpCRkZmby6/hCvWaBYZDh1rOp1eqg9YWhfRkq6ICB3sL8/HzIZDLe26fVamGz2SCXy1FdXT0gZLO6uhrd3d2ora3lvaSDrdkLXY8nFouRmpo6sotiGFyRyDt9+jQ+/PBDfPTRR2GfVl1zzTVX0jzlKkEnYBQKZaRQzwVluhJO0NGHpZQxQ5MPCL6avmtUclyTl4MejxffXrEQFwwWSEQinDzbgrN6A862mAABwDBCvsaesakRxop/Qa1WQ6PRBImn6OhoZGVl8QItMzMTiYmJmDVrFi/MZDIZLl68iEWLFuHixYuIi4uD1WpFfHw8oqOjkZSUBLVaDZGov1KbVqtFRkYGL/ysVisvgDjRVVRUBIlEApPJBJ/Px4sfYGAB8nAFyQOxWq18Pb3h0trailOnTvEhoqFF1Lk1dg6HI2zIJicK58+fPyCUFBgoIseDUYu8V199FcXFxXj66afx5JNPoqCgAHl5eaioqIikfRQKhUKZBEwFzwUVqpTREE7QDfdhKb3mKCMmVgWkFvIvGUYImSwat13XX/B84ewMiCVRSIyLhaHdgUtWOyobWtFq6oA6IQ4ScRQAwNVajY6mGhQWFgaFLXLr0hwOB+bNm4fi4mLccsst/Ho9oL80RG9vL06dOoXMzEzExMQA6E+4KBQK+XVmAIKSjZw/fx6lpaXwer0DkpCwLMsXIucSogQSWLzc6/XyyWEGy6YZuN4vdC1f4OvW1la0trbCbDbD6/UOEIaha+wKCwshlUoHJIfhRKHVakVLSwvfFpexk2uHE4Bc0pWxFH0jEnlvvfUWTp8+DY/Hg2effRa///3v0dHRAYvFgpaWFtx0001YvXo1vvzyy7Gyl0KhUCgTkKnguZgKQpUy/lxJ9Au95iijQpMHyPqXSrGsHyzrh0QsgkAggKnDDqEAiI2NRvMlK2ovGFF1thX/OlYFo8UObZICGpUcjRctkHc1gvG5g8IWOXHV29uL9vZ2FBYWIiYmBoQQmEwmeL1evv7frFmzoNVqIRAIIJPJ0NrayicoiYmJQVVVFQQCATQaDYxGIz755BO0t7ejvr4eKSkpA5KQyOVydHd3o7CwcEAoJcuysNvtfLjkYGIQ+Coc0mq1hl3LF/iaWw+oVqsRExMDpVIZJAJZloVIJOIFo9frRVNTE9599110dnaGFZlAf7ZSlmX5jJ2c8ATAny8nWsdK6IlGsvMLL7yA8+fPAwD8fj9OnjyJV155BYsWLUJBQQF+97vfQavV4uGHH0ZZWdmYGEyhUCiUiQc30Z3McAJ1MgtVyui5GkXM6TVHGRUCATDz62DPfIyKsw1weTzodnmQlZqIsjo9Zqaqse9YDRxdblxqd8BgsWHt1xbAbHNALBbB6/UhLlYCp9OJHFc94M8BhEKwLIvq6mqYzWaYzeagdW+cZ6q+vh5JSUmwWq0oKipCeXk5xGIxTp48iRkzZkCv12Pt2rUoKSmBVCpFR0cHZs6cCaD/d2Lv3r345je/CYvFgs7OTuTk5ECn0yEnJwcSiSRI4IUWE+e8ZmlpaXxx9dD1eIEFyzkRyQk0zvvGJUphWRYpKSkA+kM85XI5TCYTOjs7UVhYCLPZzGcf5QRjSUkJnw1TJBLhhz/8YdDxuTWC3LEABNX647yJCQkJqK+vR3Z2Nr8WMtKMyJN39uxZdHV14dixY4iKioJQKMQ///lPfOtb34JKpUJmZiZ27twJnU6H3bt3o6mpKeIGUygUCoUyFkzn9cg0bPDqeNWm8zVHuUIkcTBHZ8HT54PeYEVcTDTcXh++sWguUtUJWL0oB3GyGEgYBjKpGD4/C41KDlevBzVNRgD96/lYpwWn/vU/fPig2+1GUlISUlJSEB8fz3uZOjo6oFAoMH/+fKhUKvzkJz+BXq9HamoqnE4nCCFoa2vjBeLatWshl8v5NWoajQZyuRw33HAD2tvb4ff70d3djU8++QRutxv19fVgGCZItHEhmmazGSKRCFqtFhqNBmfOnIHb7R6w3i00jJMTVmazGS0tLfw2j8fDF17v6OgAwzBQKBSQSCQQiURwu928KOQSuHCeuDVr1mDFihUoKCjArbfeOmgdP7FYzCd4ARC0BpFhGN4rOpg3MhKMyJMH9GfR+drXvoZrrrkGCxcuxPvvvw+/34+zZ8+iqqoKhw8fRmlpKe644w7Y7XbIZDI4nc6xsJ1CoVAoFEoE4AQOgEnvkR0tV+pVuxqeQMr0RjN3KVi7AWnqFr6sAgBYO7vQ4+lDsiIeUUy/P2ft4nnQqhU4eKIOWamJcHt80CYpoDvXim6XG9VH9yNpVr9nLCUlBVFRUfB6vWAYhq8t197eDgCYO3cubDYb4uLiIBAIIJFIkJycjLq6OojFYuh0OjAMg/z8fFRXV0MsFuPgwYOYMWMGHA4H4uPjoVarceHCBdx00004d+4cL6SCzk+jgU6ng0Kh4MURl9DEZrMhLS2NF0+ccOMKqmdlZYXvs/9tkwsrzcnJAQBIpVJkZWXxNf2A4AQunEcTAFasWDGicTIajWhpaYHRaERRURHUajVOnz7NJ6yZEOGagbz00ktYvXo19Ho97r33XixcuBAZGRk4ffo0UlNT+RjXmpqaSNpLoVAoFMq4MJ0m7VM1bHAkY3ilIcdUKFPGG4ZhkLHsu0DdJ4C3h9+uUcmRqIhHTmYyTFYJUpRyWDu7sPtoJRSxUnS7vSieOwMAoJLHgvX7kR9rA5Mo52vbKZVKOBwOXthwXrOqqipeBF24cAGzZs1CRkYGXC4Xvv3tb+PLL79EX18fTp06BZFIBJlMhkOHDoEQgt7eXqjVanR0dMBkMiEhIQE2mw1arZYPqQQQdMz8/Hw+KQoXIciVZAAAl8sFu90OlmUhlUrhdDr5Ug8cgfXpuOQpRqMRc+fODS5PEbIvZ8NgnjbOgxj4udD3ufBQrvxCRUUFCCHIycnBiRMnoNVqUV1djdmzZ4/iChiaUYu8goICVFRU4N5778XSpUtBCOlvUCTCW2+9BQB89XjK9GI6TYzGG9q3FMr4MZ0m7eEEzlS434znGE5VoUyZ4IgkwIyvAw3/Bsv6Ye5wQKOSY8n8LKQo5dCd06P87EUYrJ1I0yiQqlJg4ex0sKwf1ecNkMuikaKSw9reDs2FL6DN/Q+wwiiYzWZkZWUFiR+v1wuTyQRCCM6dO4fm5mYQQiAWizF//nzYbDasWrWKL5FgNBrR2dkJgUAAl8sFAEhMTITX60VDQwMIIbh06RKUSiUOHDiAmTNnIioqij+mx+Phs13qdDp0dHQgNzcXWVlZ/Po2ztPHCb26ujrk5eXxGT+Br0IoA18zDAOfz8cfiwspDSTwc4Fr/TghrNPp4HZ/lbgmUEgCXyV6EYlEyM/PR21tLfx+P98nt956K7+2sLe3N/KXxpV8eNasWThw4ADa2tpQVlYGr9eLpUuXIj09PVL2USYh02liNN7QvqVQxo/pPmmfCveb8RzDqZB8iDJJiU8BkhfAfOYIXG4PqtsdyM9Og9Fih9HSBa/HA7avD1ECJSAExAyD9/aVIT1ZAb/fz6/V0+kqUej3ATnX8eUFAj1dXK07r9eLvr4+AP1aQK1Ww2Qyoba2FgsWLEBGRgZ8Ph8aGxths9lACOGFkVAohEwmg91uh91uBwA0Nzfza/sWLlwIjUbDJ4HhPHl9fX2w2WwQCARBiVSSkpIA9DufduzYAYZhUFJSghtuuGHILlOr1UHtB2bd5P4fKAwD9+HW+cnl8qDkLVy2TC55DJf4hft3zpw5OHfuHJRKJYCvavEBGBORJyCcC24awqWA5eKDKZFhKjz9najQvqVMB+h1PjGg4zA9mQ5zo+eeew4fffQR6uvrERMTg+XLl+P555/HnDlz+H0IIXj66aexbds22O12LFmyBH/6058wf/78YR9nXPvSz4Kt+Ri6ymrIZdGwO11oMXegvsmEZqMFdlcvrsnPgphhcMHYjswUJWKlMfjGorno6OpBn9cHIiDI1CSCkcSihZkBU6cLAoEAaWlpQSGQLMuiqakJX375JTIyMsCyLD777DMoFAosWLAASqUSX3zxBeLj41FTU4Pi4mKkpqZCKBSisLAQLMti3759cDqdWLJkCTQaDS5cuIC1a9ciJiYGLMuioqICHo8HmZmZ0Gq12Lt3L7q7uxEVFQWn04kZM2ZAJpMhMTGRzwLqdrtRUlKCNWvWBHnywsGt7eOKmZvNZiiVSpw5cwZqtRoZGRlB5xsaljmYZ08ul0MqlQYJRK4NLtNndXU1n7NEo9FAq9XC6XTyIbKRulZGXQydQhkMmi1s7KB9S5kO0NphEwN6v6FMVQ4dOoRNmzahrKwMBw4cgM/nw3XXXYeenq/Wtf3hD3/Ayy+/jD/+8Y84efIkNBoNrr32WnR1dV1Fy4dAyIDJXoPCuTMhjZZAnRAHRihAklKGqCgRvL19uHDRCoPVifjYGHi8fuTNSoOtqwfuXg86e1xghML+unueHqS46qGOFeL8+fPo7u4OqgfHMAw6OzuRnp4Om82G999/H1FRUbDZbGAYBqdOnYJSqUR9fT2USiWkUimuv/56iMVisCwLq9WKrq4uEELgdDrhcrmQm5uL6upqtLa2wmg0wuVyob6+nn/NZetsb2/HxYsXceLECZhMJvj9fn69ntVqxbp168IKvNBC6IGZMzlvZW1tbVDGTQ4ucYrJZArqg1DBl5+fD6lUOmjtPo1GA6vVivz8fHR3d8Pj8cBgMMBsNqOtrS2SVwOAKwzXpFAoFAol0kz3MMmxhnroKNOdf//730Gvt2/fjqSkJFRUVGDlypUghODVV1/Fb37zG9x8880AgLfffhvJycl47733cM8991wNsy+PVAkmYzG0gnKwrB8MI4TX64PN4YK9ywUv64c0OgoCoQDK+BgkxErR5nDC7nQhOy0JepMVfj9BsjIeEjFgqyuBlCjQ3d3Nh0hynqv58+ejpKQEDMNg6dKlqKurw/e//30kJydDrVbDbrcjLy8PJ0+eREJCAg4ePIhLly7B6/WisLAQK1asgMViwYIFC6DRaPDee+9Br9dj9erVUCqVEIvFSEhIQG1tLSwWC4qLi7Fu3To0NTWhpqYGhBDExMTg2LFjmDlz5gDBFkpouGVo5kwAfDbQ/Pz8IE8d0J9ps6+vDyaTCQsXLuTbCCzoHtgWMHAdX+B+hYWFaG1thcVigVqt5gulRxLqyaNQKBTKhGI6eJBGWpcuknXsqKd0dNBaglMXh8MBAPxaqaamJpjNZlx33XX8PhKJBKtWrcKxY8cGbcfj8cDpdAb9jTtJc4H4fqHBMEKIxSJ86+sLkaxKQIoyHt0uL2x2Nw6dPodX/rEfh0/Vo/FiG76sakBZ9QUYrTY4evrXhyVIoyFxNkPN9AxYt2az2ZCTkwOlUomoqChs2bIFK1asQFxcHJYtW4YbbrgB2dnZWLBgAdxuN44ePYqmpiYkJiZCo9HA6XRi3rx5YBgGH3zwAU6fPg2z2Yzjx4/D5XKhr68PTqeTD13kBNPMmTPx3e9+F9deey3q6uowb948OBwO5ObmQiQSQalU8jXzAv/lhBQn2ri6d4FeN658RKAg40RhWloanE4nTCYTqqqq+ILoXJgn57UMJLB0AjDQeygWi6FWq2G1WvnyFJGEevIoFAqFQhlnRprUJJJJUKindHRMhUQ0lIEQQvDQQw9hxYoVWLBgAYCvygUkJycH7ZucnIyWlpZB23ruuefw9NNPj52xw0EgAGasgLn5LXi8fRAxDLx9LL67qgAn6poQJe6D7mwrzB0OqBPioJDFYs6MFDicLsTGiBElFCFJEQeNSg4AkIij4LtUBa88Gp3R6byXiysLIBQKkZOTA4fDAZlMFpT1Ui6XQ61Wo7y8HBaLBX19fSgrK4PVakVcXBz0ej0UCgWcTidiY2Mxc+ZMFBUVobGxEX6/H/Hx8fB4PFi6dCkYhkFXVxd0Oh3mz58Ps9mMpKQkHDlyBNdddx0aGhqQkJCA6upqft2bUqnk/w30sgWusQskUNgFJk1hGIavb2cymZCSkhLkydPpdJBKpaitrUVxcTGftObMmTN8cpbW1laYzWYoFArelsBjSKXSiF8KVORRKBQKhTLOjFRoRVKY0SyQoyPS4piGzU4MOO/sl19+OeA9gUAQ9JoQMmBbIL/61a/w0EMP8a+dTufVyTgvlkJTeD3MJz+FRiWHRiVHZUMrVhTkoPaCERp1AtpsTuRmpkCtjMX8mVrUtVwCCwIiBDx9fbB2diEjRfW/pRYuQtRwCsmzvLC2JQNCIXw+H59VEkBQOKfZbIZMJkN9fT0UCgVWrVqF0tJSfn2dXC5HTEwMVq5ciS+++AJCoRBZWVkQi8WwWq3weDwQi8WQSCR8pkoAOHfuHN+GSqWCwWBAYWEhWlpaEB8fj46ODixcuBBisZjPmpmQkID29nYUFBTwtprNZr7WX2B4Z6Do4ggMuZw5cyZmzpzJvxca5pmbm4tTp05BpVKhuroavb29EIlEYBgGBoMBLMsGFWoPPHZojb1IQEUehUKhUCjjzEiFFhVmV59IjwH1DF597rvvPnz66ac4fPhwUF3nwELYgULGYrEM8O4FIpFIxmRt1Whg1NnQzv0a0HEeRosdPpaFNlEBrVqBzm4XxCIhOrvcaLV2oPlSB5bmZaGrpxdyWQxKTpyFPEEKrUoBdUIcAECdEAeR8yJY/WGoi25Ebf05vjZe4Lo0ThBxxc5ZloXH48G6detgMBhgMpmwevVqZGdnQ6fTITo6Gl6vF7GxsfB4PHy9O7/fj3nz5iEuLg4sy8Ln8yEpKQkWiwV+vx8AkJ2dDblcjoKCAhiNRsTExECr1UIsFvP9wIVXcyGSQP/4er1efj1cYObLwAQtJpMJBoMBarV6QEkFDu6zSUlJqKurg8vlgt/vR35+PqxWKy8uuWuJy9oZul5vLKAij0KhUCgUCmWcoWGzVw9CCO677z7s2rULpaWlQd4ZAJg5cyY0Gg0OHDiAwsJCAIDX68WhQ4fw/PPPXw2TR0f6EqC7DUAHgP41ehkpKnx/dTFKTtej4lwzLEYHHN1uuD1erL9uMZoutaOyoRW2ri5IxBLcuKIAqUkJEEeJwDBCuNpbUfL3l5C1/HsoKSlBZmYmqqqqsGbNGl7wAYBKpYLZbAbLsujt7YXL5YLH40FxcTFiYmLAMAzy8/Oxf/9+FBQUQCQSwW63Y/bs2fjyyy/h9XohFAr58E+z2YyCggIwDMOvfevo6OBF1NmzZ5GVlTUg+QmHyWTik62ErocD+tdTVlZW4tKlS1CpVLxYT0pKglgsHtS7F+gVTEpKQnt7O5YsWYKYmBj+ujIajUhMTIRYLA4qtyCTyWAymfhrLNLQxCsUCoUyztAEDpMXOnaUSDEdEgxNVDZt2oR3330X7733HuLi4mA2m2E2m+F2uwH0h2k+8MADePbZZ7Fr1y7U1NTgjjvugFQqxX/+539eZetHgEgMzPg6tMlKZKYkQpukAADMTFNjYU46blieh8SEeAiFAngJi6qGi1AmxCIpMR69fQSMQAAiJEhLUoL1++H1+mDvciFLKUbj4R0Q+fuwc+dOCAQC1NbW8iUFzGYzTCYTfD4fOjs74ff70dLSAqlUisbGRrS2tqK1tRUAkJCQgHPnzuHcuXOQyWRobGzka+Bx4ocrP1BbW4vY2FicPXsWRqORL6Wwf/9+CAQClJWVoaenB0eOHMHx48ehVqtRXFyM4uJipKSkQKlU8slWAhOvcP9Xq9VQqVQQi8XIy8sbIO44Qr2WaWlpSEtLg1gsRk5ODmpra/lSDdz6RZFIxIe0tra2wu12o7GxETExMdi3bx+8Xm/khz/iLVIoFAplSGiY1sTlcuuk6NhRKJOfP//5zwCA1atXB23fvn077rjjDgDAo48+CrfbjZ/97Gd8MfT9+/cjLi5unK29QuKSwWgLoBVW8ZsYRgiNSg5Teye+v7YY51vNMFockMaI4e3tg73ThVULc8D6/SjMyQTDCNFi7oDN0Y35M7Xo7HFjrkaOkpN7kCCdgfr6er4vWZaF1+uF3++HzWZDdnY2Ghsbg7ylJpMJQqEQFosFRqMRx48fh0qlgs1mQ0JCAoRCIXJzc2Gz2XivnNlshlwux9GjR9HZ2YnTp08jIyMDNpsNubm5kMlkyMrKwpEjR2CxWP73PBksXrwYQL8ntqOjg7+vB669C/w/52njErbU1tZCqVTy+7S2tvLJV7hQy4yMDP7cuYQzXHin2WyGz+eDRCLh1xtymTQTExP5OoRffPFFxIeeijwKhUIZZ2iY1sTlciJuso4dTfJBoXwFIeSy+wgEAjz11FN46qmnxt6gsSalAKy9FeZWPTQqORhGyHv1WL8fi+dm4WJbB842X4LeaIGrtxdebx/WX78UGRoVAKDJaIXF5oRKLkOyKh5WexcUUhE6jJVYfN2tvCDjvHic0Orp6cHChQthMpkgEAigVqvhdDr5DJXNzc2Ijo5GQkIC5HI5PB4PYmJieM/biRMnoFaroVarceLECfT09KCmpgZCoZBP4mIwGLBixQqkpaVBJBIhPj6ePxYHF6rJ2dfb28t7E30+H1iWhVarhcVi4T26DoeDX1vHhWZWVVWhr6+PD/kMXFPHMAwKCwt5QRjoxeNEJFfOwWq1QqHoH4OOjg4kJCREfNipyKNQKJRxhibRmLhcTsSFG7vJIKDG0wM5GfqDQplWCIUwx8yBx3cB5g4HtEkKfn0eh7WzC8p4GTqcLnj6fJDGimFud8Dc3l9qocPZjXhZNCAAGlstiIoSQn/RipmpSsg6aqARzAHYZD6pidVqhVwuh0aj4ZOhcKUNuNcMwyAqKgp5eXmQyWSQyWQ4ceIECCEQiUTIyclBTU0NEhMT0d3djbq6OtjtdkRFRSExMRFr166Fy+UCy7KYPXs2Ojs7kZqayic3Ccz4yYk0rm5eR0cHVCoVWJaF0+lEWloajEYj3G43RCIRtFotH34amH1z4cKFsFgsUKlUaGlpAcuyvCcvFKPRCIPBwCf14UpzEEKCSjNotVp0dXVFfNipyKNQKBQK5X8ZjQCfDCGc4+mBjER/UKFIoUQWzYzZMPdYoXE3Bm1nWT/MHQ7kzUqDUCjE7AwNurvdEAkYVJ9vhdfnh9fbh8LZmYhiRNAo5CB+ggZDG9I0CkRLJNAo44CLJwFLDaDMRofZizlz5qC7u3uAUCosLOTLIHi9/ftFRUVhzZo1MJvNsNlsOH36NFpbWxEXFweGYSAQCJCSkoLy8nLExsYiJycHCxcuxOLFi8EwDFpbW2G1WjFv3jzU19cjPz8fYrEYRqMRHo8HRqORX9fX2toKQghfPJ1l2QEZLrl9w2W/FIvFKC4uDltnDwher/dVH38VxsllYA1sNyMjA3a7PWJjzUETr1AoFMokJ5LJQGhikZGzceNGbNiwYUKHcI5nko9I9AcnFLdt2xZByyiU6QvDMNDmrwSTGnwPMHc44PH2wdbVg+J5M+Dp8yEzNRECoQB+P0F3jxtikQCObjfWLp4HsVgECATITkuCLCYaKnksPH19MHc4wHrc0JXugcxwBM6zh5AUFxXWjo6ODrhcLr4o+tq1a2Gz2ZCRkYHrrrsORUVFvPctNzcXqampcLvdmDNnDjo7OyGXyxEdHQ2GYaDT6WAwGODz+VBfXw+5XI7Kyko0NTXB6/VCJOr3ZwUKL652XXJyMjIyMpCVlcUXJ+/q6kJ8fDyqq6vhcrmg0+n4JCpms5nfptFokJmZyWf/5MouBCZxAYC0tDQwDAO5XA6HwzEgSyf3uba2toiPOfXkUSgUyiQnkp6kyeCVmmjQ8NtgItEfk3XtI4Uy4Un/GiDXAs1fAt4eaFRymDsc0KjkYFk/5LExgABgiR+MQIjYGAnOtpgACLG/vAarC3NR1XgRLo8Hnc4eePr6IBaJkKVNgrnDAbksGo7uXmgUXfCd/TfMllpo81f1H/N/4YqHh3rczGYzMjIycP311wPor2134MABeDweLFiwAGfPngXDMGhpacHSpUv5LJUCgQAikQhZWVl45513MG/ePJhMJqjVaj5UUiAQ8GvkgP5yB4EeNS7ZSlZWFrq7u5Gfn4/Kykp4PB60trby4aaVlZVwu92oqKgISgrD2c+FeRqNRj7hCucVzMzMRHV1NZ+YhWVZtLS0wGg08gXSIwkVeRQKhTLJieSEmE6uKROB6SacaXgqZVyJTwXm3QS0Hgdja+KTsLSaOvBlVSM6Onvg8/ng9vQhViIByxK0mu1gRAwOVtTB18fiwsU2EFYAQIDi3P7MmSzrhyQqCvnZiTB3OCBiGGjEbqBxPxCjAJs4F2avFJrUVBQXF4NlWTQ1NcFkMkGlUqGtrQ1er5df41ZRUQGj0QibzQan0wm73Y729na+KDrnpeMSl7z99ttQKpUwmUxYuXIlHw7p8/lgs9mgVCqD/i0qKgIA3psmk8mg1+uxZs0aWK1WqNVqGAwGVFZWghCCwsJCaDQanDp1CjabDT6fjw/t5NpgWXZAuCeH2Wzmy0SsXbuWD09VKpV8xs1IQsM1KRTKiKDhfBOPSIbi0dpd04ux/D7Te8XwoeGplHFHJAGyVgMzVwKMmF+bNzM1EbkzNUhJUkCblACBCIiXxUAeHwMBBPB4+mCwdqC+xQJJNANHlxu9nj7sO14DV68HDCOEtbMLPpYFwwjBMEKwrB/GFj2MJ3bDU/0RzFVfAL5+z5dOp8OZM2dw/PhxtLS0oKSkBEajkQ+NdDgcEAgE8Hq90Gq1fFZOr9fLh0DGxcXh/PnzmD17NpqamvDd734XM2fO5EMp29vbMX/+fEgkEhQUFEAikaC7uxt79+7F+fPncerUKXi9XnR3d/N17jweDxiGQUxMDLxeLxoaGnhPXVpaGrKzs/k1fUB/GKrH4+HDO7l1iFzdQI/HAwD8MbjQ0dzcXHR2dvKZNiMJFXkUCmVE0MkIZbIRCbExVQXLWH6f6b1i+EyGdZ2UKYpqFjDvJpg9EijipYiXSXHTykW4/YZrUDAnE8p4GeRSKeSx0XB0uXC+1Qxd/UXEx4phaLMjLUmBvUer0NnVg0aDBRqVHBqVHBJxFB8CWnG2GeeaTTh5tgmXLpnhbdXBW/kRWJ8PSUlJSExMxJIlS+DxeJCWlgaz2Qy1Wg2RSASFQoHs7GwolUrExsZi4cKFcDgcOHv2LHbv3o2YmBhERUVBrVajt7cXX//611FfX4+mpibs3bsXTU1NMBgMOHPmDNRqNZ9hs6KiAl1dXSgrK4PX64XNZkN+fj7sdjsSEhJ4YdnX14eUlBTMnj07KCNmVlYWL+w4L57dbudDMYGv1txx5wL0P0iVSqVgWRYGgwENDQ2Ii4tDbW1txIeWhmtSpjU0RGbkTNVwPnotTAzGYhwisc5wqq5VHMvv81S9V4wF0y08lTLBkMigWX4bzGcOIauvFYywP/RSb2iHVCyBoc8OpSgWLNuLi+0OLJiZCmOHE4/98D9w+nwr1Kp4XDC0ISZajFZTBzJSVNCo5DBa7DBa7TC22aG/ZIVEIoLubAsK5mTA2tmFxEVZyMjIQEZGBkwmE5YsWQK9Xg+FQgGr1QqGYeDz+dDU1IT4+HgkJCSgu7sb2dnZsNvtiI6OhtPpRFRUFGJjYyGVSkEIQVtbG1pbW+H3+9HR0YH4+Hh4PB5UV1fD6/XCYrEgIyMDbrcb3/ve99DY2Ij8/HyYzWZcunQJbrcbPT096OnpQVtbG6RSKdasWcOHkXJhoC6XC21tbZg7dy4sFgtSUlL42nnAVyUUOM+ex+OB1WqFVqvla/TNnTuXD0eNNJNW5M2YMQMtLS1B2375y1/i97///VWyiDIZmaoTt7Fkqk5G6LUwMRiLcYiE2JiqgmUsv89T9V5BoUxFGJEI2sJvAi4b0HQY1XU6aBLjUHfhEr7xtVxIJRJcsthBBAQsgK/Nz8SJc02Yk65B/UUTFLGxOFbViEvtdiyaMwOs34/a80b4iR9KuQw5GcnosHfBHx+DivoWKBJiwZ6vhKYwCQzDQKlUwm63Y+7cufyaNq/XC5fLBbfbjc7OTgiFQuTk5KC3txcFBQWora2FUCjEzJkz0dTUhLS0NJSVlSEpKQkAkJyczBczB8AnTuHeJ4TA4XDwBcy9Xi88Hg8qKiqwdu1aNDc3w+VyQS6X4+zZs7zIY1kWZrMZHR0dSEpKQkdHB1iWhcViQXFxMZ/IhUuuAmDAuj2NRgOLxQKNRoOGhgaoVKqBg3KFTFqRBwBbtmzB3Xffzb+WyWRX0RrKZGSqTtwoI4deCxODkY7DcDx/kRAbVLBQKJRpgVQJzP0O8qPVqD66H/fcvAa2rh6oE+LAsn7YunowKz0JzcZ2iEV9OHqmEXHSaLS2dcDR5ULtBROUsljU6C9BEsUgWRWPGLEYclkMlPGxOHW2CSnKeOgvWqB2syBJ85GWkQGpVAqRSASDwQCJRAKtVouMjAysWLEC1dXViI+Ph1QqRUxMDNLT0yGRSJCRkQGZTAan08kXWnc4HLDb7bjnnnsgFov5dXQMw8BoNIIQAkIIbDYbWJbli6AbDAYIBAL09PQgOTkZBoMB119/PebNm4fDhw8jKioKp06dQmFhIW9Peno6XyrBYrFAqVTyxzObzVAoFHA4HPzxWZZFVVUVWJaFWCyGXC7HRx99BI1Gg4sXL0Z8KCe1yIuLiwvKWkOhjBQ6caNw0GthYjDScaAeWMpUhYaQU64aQgbiWdegWJ0FNH8JjVgE3blWsH4/khTxyFCrEBMlBkv8yM+Kg8PlxvwsLT47CqQnKeD29mHuDA36WD9WL8oFAOgaWtDh6EZhTia6ez1QxsVCkyiHWM5ArVbjzJkz8Hq9MJvNvCcvIyODz4DZ1taG7OxsOBwOtLe3Q6PRYP78+fznWJaFQCDgvXxnzpwBACgUCj7LJcuySElJ4evzNTU1gWVZWK1WeL1eSCQSXHPNNWhsbMTKlSt5b92sWbN4b5tAIEB8fDz0ej3Wrl0Lq9UKl8vFl3Hwer1obW2FWq2GyWRCfn4+H95psVjQ19fHe/y4MgxutxurV6+O+DAKCCEk4q2OAzNmzIDH44HX60V6ejpuvfVWPPLIIxCLxYN+xuPx8NltAMDpdCI9PR0OhwPx8fHjYTaFQqFQIgidCFOmKps3b8Y777yDDRs2jOsDDKfTyWctpHOjK2NK9KXPC+OJT+EyNcLe5epPpuL3o6rxIlTyWGRqEsEwQqgT4mDucAAA1AlxqG26hPkzU2Hr6oEyLhafn6pDTLQYcTHR0Kjk8LFsf3KWnIXY1+iB0+mEWCxGVFQU4uPjwTAMX5vOYDDAarUiKioKCQkJfPkETrhxwjApKQkejwcXLlxAb28vhEIhCgoKUFBQgJKSEmRlZSEuLg5qtRr/+te/4PV6kZaWhvj4eOzbt4+vcScUCiESieDz+fj1dO3t7ZDJZIiJiQHDMFAoFJBKpdBoNKioqIDH44FIJILFYoFcLofL5UJOTg4kEgkvWrlafFx9wNbWVhgMBqSlpSEhISHi18qkza55//33Y8eOHSgpKcHmzZvx6quv4mc/+9mQn3nuuecgl8v5v/T09HGylkIJZqpm6qNQxhta8mFyQO95I4dm3KRMCERiaJZ8D9I5q1CUNwcZKSowQiEUcVJ0drnBsn54vH2wdnZBm6QAw3wlLcw2BzzePtQ2XcKcTA3ksVIUzZ0BbZKCz75pvlCDrMx0xMbGorCwEGvXrkVPTw9MJhNaWlr4WnIsy2L27NmQSCRITk6GUqmESqWCSCRCfn4+CgsLUVRUBJlMBrlcjubmZuj1erS1teHMmTOQSCTQ6/XQaDSwWq2Qy+Xo6uqCWq1GU1MTXC4X9Ho9X69OrVbziVRUKhX6+vrQ3d0NhUIBQkhQ+QQu6yYAyOVytLS0IC0tDY2NjfB6vdDr9Th16hQYhkFxcTHvkNJqtcjMzIRGo8GlS5ciPnQTSuQ99dRTEAgEQ/6dOnUKAPDggw9i1apVyM/Px1133YW//OUvePPNN9HR0TFo+7/61a/gcDj4v7GIf6VQhgNNLU6hUKYT9J43cugDDMpEgWEYaBcsB5P3PSA+FdokBWJjopGbqQHDCHnBZrTY0WJqx8FTdeh2uWGxd0EijkJ+dhqk0RIUzskIEoEAoFHIEEecWLduHcRiMaxWK3JycpCSkoKYmBio1WoolUpERUXB4XAgMTERWq02yKPW2dnJr3tTqVTQaDRYsmQJsrKy4PP5eM/a7Nmz+4+p0UAqlWLWrFmw2WzIycmBSqVCUlIS1qxZA7FYzLfn9Xpx9OhR+Hw+KBQKnD9/Hm63G1arla+Lp9FokJaWBqVSyQvJ06dPIzMzE/X19bBYLHwoKvBVaQVOJAbW0YskE2pN3ubNm3HbbbcNuc+MGTPCbl+6dCkA4Pz584NmqJFIJJBIJFdkI4USCWiSD8pUhoZQUkKh9zwKZQogjgVyrgNjOYtCsQxmswkaZdwA4TY3MwWd3W7kZ6dBLO6XGtqkr4p9Gy12GCw2sKwfGSkqaCUuGP9XNAkEAj5ZSWpqKkQiETIzM3mPl9VqBcuyUCqVYBgGHR0dkMvlMBqNsFgscLvdYBgGixcvhtFohMlkgs1mg0qlgsVigVgsBsMwyMvLQ0lJCZKTk2Gz2SAWi5GdnY3GxkbIZDIcPHgQs2fPhtVqRUxMDNxuN1JSUsCyLM6fP4/c3FzYbDYolUoYjUacPXsWPT09cLlc+PLLL7Fy5UpUVFSgqKgIPT090Gg0A0orGAwGvoaeQCCI+HBNKJGXmJiIxMTEUX1Wp9MBAFJSUiJpEoUyJtAkH5GHCouJw9VKhkKvgYkLvedRKFMEgQBIngcmeR60AODzAH1uoM8NbWY3GKMBGkUsGOLlt6PPDfjcwGBpQJxGaNKXw9zRGSTguLVsXCgk0B/iyHnCAPAlEliWhVwuh9/vh0ajgVarBdBfJoETV2azGUajEfHx8fj8889RVFSE7u5uaDQa+Hw+iMVizJ8/Hzt37oRGo+FLJBw7dowvjdDd3Q25XA5CCK85Kisr4XA40NPTg6ioKMybNw9utxtFRUVoaWnB2rVrIRaLB3jwuFIOZrOZ1snjOH78OMrKyrBmzRrI5XKcPHkSDz74IG688Ua+hgWFQple0CyLE4er5bWh1wCFQqGMMyJJ/19MAhgAWnVO+P0I+V9B6IJ2Vg8YYys0ChlA+oA+NxivkxdwXDbMQHEXCCcAXS4XqqurUVhYCKDfQ8YJPIZheKH3lQkELMuioqICGo0GTU1NmD9/PgAgLS0NDMPAbDYjMzMTXV1dKCwshE6nQ2ZmJnp6esAwDO/tS0tL40slxMfHo6GhAZmZmbxt8+bN47dxyVaqq6shk8ngcDj4z+t0OnR2duL8+fMRGxKOSSnyJBIJ3n//fTz99NPweDzIzMzE3XffjUcfffRqm0ahUK4SNBxs4nC1vDb0GqBQKJQJikAAREUDUdFgpEpoFeGTH4YTZ+HQaDTQ6XSQy+VBtfA8Hk/Qa26bSCRCUlIS6uvrcdNNN6GxsREqlQomkwksy6Krqws5OTmwWq3o6OiAWq2G2WzG/PnzYbFYMGfOHHi9XjQ2NiInJ4cP+wwszVBfX4+5c+ciOjoaAJCTk4PGxkZkZmbiH//4B1JTU1FbW4slS5bwtuXn5+O9994bVNBeCZO2hEIkmBKpbSkUCoVCoVAiBJ0bRQ7al2NLqNcvnBcwcJtOp0N3dzdkMhmKi4vBsixaW1tx5swZSKVSuN1uzJkzB0eOHIFcLkdiYiJaW1uRmZkJu90OgUCAhIQE9PT0YM2aNbBarQDAe+RsNhtMJhNWrlzJe/m4sgktLS183TyZTMbX2PN6vThz5gyqqqrw9NNPR/RamZSePAqFQqFQKBQKhTJ9CfX6Xc4LyIVMcmu2uVp8CoUCDQ0NmD17Nux2O2bPng2GYWCz2aDRaGCz2cAwDObMmYPOzk6kpqaiuroaZrOZXz84f/58vP7660hMTER1dTUYhuFr5iUlJcFisSA9PR3d3d1IS0vDmTNncOnSJbS1taGvrw8KhWJQu0cLFXkUCoVCoVAoFAplysGVJ+BCOIuLi4Pe58ItuTV5XAbPwOLlMpkMXq8XXV1dKC4uhtlshkgkgtvthsPhgFqthtVqxbXXXovjx48jOjoara2tSExMhN1uD8qsGWhXfHw8X5cvLi4u4udORR6FQqFQKBQKhUKZcmg0Gj5cMxwMwwxI2sh5A7ni5V6vl/cAct5ClmVhtVrBMAyf6VOv10Mul8NiscBut2PhwoV85k6R6CvJxbIs3G43KisrkZeXh9jYWMhksoifOxV5FAqFQqFQKBQKZcox3EQuQyEWiwd4ADmvn8FggNlsRltbGxQKBRITExEVFQWFQsFn+uTW5hkMBgCASCRCc3MzJBIJmpubsXDhQqSmpl6RjeGgIo9CoVAoFAqFMm147rnn8NFHH6G+vh4xMTFYvnw5nn/+ecyZMwcA0NfXh8cffxx79+7lvTNr167F73//+zGZjFMmJ1wGT6/Xy9fZ48RgYAIYzvPHodFo+OydAKBQKFBTUxNx+2h2TZr1iEKhUCgUCgXA9JgbXX/99bjtttvwta99DT6fD7/5zW9w5swZ1NXVITY2Fg6HA7fccgvuvvtuLFy4EHa7HQ888AB8Ph9OnTo17ONMh76kDMzyOZrPSiQSqNXqiF4rVOTRLx+FQqFQKBQKgOk5N7JarUhKSsKhQ4ewcuXKsPucPHkSixcvRktLy4A1XIMxHfuSMjrG4lqZ1uGanL51Op1X2RIKhUKhUCiUqw83J5pOPgCHwwEAUCqVQ+7D1UkbDI/HA4/HM6BdOs+kXI6x+N5Na0+ewWBAenr61TaDQqFQKBQKZUJx8eJFpKWlXW0zxhxCCG666SbY7XYcOXIk7D69vb1YsWIFcnNz8e677w7a1lNPPYWnn356rEylTAMuXLiArKysiLQ1rUWe3+/HpUuXEBcXB4FAcNn9nU4n0tPTcfHiRep2nyTQMZt80DGbfNAxm5zQcZt8jMeYEULQ1dWF1NRUCIXCMTnGRGLTpk3Ys2cPvvzyy7Citq+vD7feeitaW1tRWlo6ZL+HevI6OzuRmZmJ1tZWyOXyMbF/LJis94bJajfQ7/XNyMiA3W4f0ls8EqZ1uKZQKBzVU6r4+PhJd/FMd+iYTT7omE0+6JhNTui4TT7GeswmkyC5Eu677z58+umnOHz48KAC7//8n/+DpqYmfPHFF5ftc4lEAolEMmC7XC6flN+xyXpvmKx2A4jog5VpLfIoFAqFQqFQKNMLQgjuu+8+7Nq1C6WlpZg5c+aAfTiB19jYiJKSEqhUqqtgKYUyeqjIo1AoFAqFQqFMGzZt2oT33nsPn3zyCeLi4vh6ZXK5HDExMfD5fLjllltw+vRpfPbZZ3yae6A/OYtYLL6a5lMow4KKvBEgkUjw5JNPhnXFUyYmdMwmH3TMJh90zCYndNwmH3TMIsOf//xnAMDq1auDtm/fvh133HEHDAYDPv30UwBAQUFB0D4lJSUDPjcYk3W8qN3jz1jYPq0Tr1AoFAqFQqFQKBTKVGPqp02iUCgUCoVCoVAolGkEFXkUCoVCoVAoFAqFMoWgIo9CoVAoFAqFQqFQphBU5FEoFAqFQqFQKBTKFIKKvGFQWloKgUAQ9u/kyZP8fq2trfjOd76D2NhYJCYm4uc//zm8Xu9VtJyyZ88eLFmyBDExMUhMTMTNN98c9D4ds4nFjBkzBnzHHnvssaB96JhNTDweDwoKCiAQCFBZWRn0Hh2zicWNN96IjIwMREdHIyUlBT/+8Y9x6dKloH3omE0smpubceedd2LmzJmIiYnBrFmz8OSTTw4YEzpu48vWrVsxc+ZMREdHo6ioCEeOHBly/0OHDqGoqAjR0dHIysrCX/7yl3GydCAjsX2weXB9ff04WgwcPnwY3/nOd5CamgqBQICPP/74sp+ZCH0+Ursj1d+0hMIwWL58OUwmU9C23/72tzh48CCKi4sBACzL4lvf+hbUajW+/PJLdHR04PbbbwchBK+99trVMHva8+GHH+Luu+/Gs88+i2984xsghODMmTP8+3TMJiZbtmzB3Xffzb+WyWT8/+mYTVweffRRpKamoqqqKmg7HbOJx5o1a/DrX/8aKSkpMBqNePjhh3HLLbfg2LFjAOiYTUTq6+vh9/vx+uuvIzs7GzU1Nbj77rvR09ODF198EQAdt/Hm/fffxwMPPICtW7fimmuuweuvv47/+I//QF1dHTIyMgbs39TUhBtuuAF333033n33XRw9ehQ/+9nPoFar8f3vf39C285x7tw5xMfH86/VavV4mMvT09ODhQsX4ic/+cmw+myi9PlI7ea44v4mlBHj9XpJUlIS2bJlC79t7969RCgUEqPRyG/7xz/+QSQSCXE4HFfDzGlNX18f0Wq15I033hh0HzpmE4/MzEzyyiuvDPo+HbOJyd69e0lubi6pra0lAIhOpwt6j47ZxOaTTz4hAoGAeL1eQggds8nCH/7wBzJz5kz+NR238WXx4sXk3nvvDdqWm5tLHnvssbD7P/rooyQ3Nzdo2z333EOWLl06ZjYOxkhtLykpIQCI3W4fB+uGBwCya9euIfeZSH3OMRy7I9XfNFxzFHz66adob2/HHXfcwW87fvw4FixYgNTUVH7bunXr4PF4UFFRcRWsnN6cPn0aRqMRQqEQhYWFSElJwX/8x3+gtraW34eO2cTk+eefh0qlQkFBAZ555pmgUCM6ZhOPtrY23H333fif//kfSKXSAe/TMZvY2Gw2/P3vf8fy5csRFRUFgI7ZZMHhcECpVPKv6biNH16vFxUVFbjuuuuCtl933XW8RzyU48ePD9h/3bp1OHXqFPr6+sbM1lBGYzsHN5/65je/iZKSkrE0MyJMlD4fLVfa31TkjYI333wT69atQ3p6Or/NbDYjOTk5aD+FQgGxWAyz2TzeJk579Ho9AOCpp57C448/js8++wwKhQKrVq2CzWYDQMdsInL//fdjx44dKCkpwebNm/Hqq6/iZz/7Gf8+HbOJBSEEd9xxB+69914+dD0UOmYTk1/+8peIjY2FSqVCa2srPvnkE/49OmYTnwsXLuC1117Dvffey2+j4zZ+tLe3g2XZAf2dnJw8aF+HG5/k5GT4fD60t7ePma2hjMb2lJQUbNu2DR9++CE++ugjzJkzB9/85jdx+PDh8TB51EyUPh8pkervaS3ynnrqqUETqnB/p06dCvqMwWDAvn37cOeddw5oTyAQDNhGCAm7nTI6hjtmfr8fAPCb3/wG3//+91FUVITt27dDIBBg586dfHt0zMaekXzPHnzwQaxatQr5+fm466678Je//AVvvvkmOjo6+PbomI09wx2z1157DU6nE7/61a+GbI+O2dgz0t+zRx55BDqdDvv37wfDMNiwYQP6I4n6oWM2PoxmHnLp0iVcf/31uPXWW3HXXXcFvUfHbXwJ7dfL9XW4/cNtHw9GYvucOXNw9913Y9GiRVi2bBm2bt2Kb33rW/x60InMROrz4RKp/p7WiVc2b96M2267bch9ZsyYEfR6+/btUKlUuPHGG4O2azQalJeXB22z2+3o6+sb8BSBMnqGO2ZdXV0AgHnz5vHbJRIJsrKy0NraCoCO2Xgxmu8Zx9KlSwEA58+fh0qlomM2Tgx3zH73u9+hrKwMEokk6L3i4mL88Ic/xNtvv03HbJwY6fcsMTERiYmJmD17NubOnYv09HSUlZVh2bJldMzGkZGO26VLl7BmzRosW7YM27ZtC9qPjtv4kZiYCIZhBni+LBbLoH2t0WjC7i8SiaBSqcbM1lBGY3s4li5dinfffTfS5kWUidLnkWA0/T2tRR73IzdcCCHYvn07NmzYwK9d4Fi2bBmeeeYZmEwmpKSkAAD2798PiUSCoqKiiNo9nRnumBUVFUEikeDcuXNYsWIFAKCvrw/Nzc3IzMwEQMdsvBjp9ywQnU4HAPz40DEbH4Y7Zv/93/+N3/3ud/zrS5cuYd26dXj//fexZMkSAHTMxosr+Z5xT7Y9Hg8AOmbjyUjGzWg0Ys2aNXxkilAYHIxFx238EIvFKCoqwoEDB/C9732P337gwAHcdNNNYT+zbNky7N69O2jb/v37UVxcPGBOOZaMxvZw6HQ6/jqbqEyUPo8Eo+rvK0rbMs04ePAgAUDq6uoGvOfz+ciCBQvIN7/5TXL69Gly8OBBkpaWRjZv3nwVLKUQQsj9999PtFot2bdvH6mvryd33nknSUpKIjabjRBCx2yicezYMfLyyy8TnU5H9Ho9ef/990lqaiq58cYb+X3omE1smpqaBmTXpGM2sSgvLyevvfYa0el0pLm5mXzxxRdkxYoVZNasWaS3t5cQQsdsImI0Gkl2djb5xje+QQwGAzGZTPwfBx238WXHjh0kKiqKvPnmm6Suro488MADJDY2ljQ3NxNCCHnsscfIj3/8Y35/vV5PpFIpefDBB0ldXR158803SVRUFPnggw8mvO2vvPIK2bVrF2loaCA1NTXkscceIwDIhx9+OK52d3V1EZ1OR3Q6HQHAzxlaWlrC2j1R+nykdkeqv6nIGwE/+MEPyPLlywd9v6WlhXzrW98iMTExRKlUks2bN/M/mpTxx+v1kl/84hckKSmJxMXFkbVr15KampqgfeiYTRwqKirIkiVLiFwuJ9HR0WTOnDnkySefJD09PUH70TGbuIQTeYTQMZtIVFdXkzVr1hClUkkkEgmZMWMGuffee4nBYAjaj47ZxGL79u0EQNi/QOi4jS9/+tOfSGZmJhGLxWTRokXk0KFD/Hu33347WbVqVdD+paWlpLCwkIjFYjJjxgzy5z//eZwt/oqR2P7888+TWbNmkejoaKJQKMiKFSvInj17xt1mrrRA6N/tt98e1m5CJkafj9TuSPW3gJCAldYUCoVCoVAoFAqFQpnUTOvsmhQKhUKhUCgUCoUy1aAij0KhUCgUCoVCoVCmEFTkUSgUCoVCoVAoFMoUgoo8CoVCoVAoFAqFQplCUJFHoVAoFAqFQqFQKFMIKvIoFAqFQqFQKBQKZQpBRR6FQqFQKBQKhUKhTCGoyKNQKBQKhUKhUCiUKQQVeRQKhUKhUCgUCoUyhaAij0KhUCgUCoVCoVCmEFTkUSgUyjDJzc3FG2+8MerPr169GgKBAAKBAJWVlUPu98ADD4z6OOG44447+GN//PHHEW2bQqFQKFOTjo4OJCUlobm5edyPfc899+A///M/AQC33HILXn755XG3YTJDRR6FQqEMA7fbjfPnz2PhwoVX1M7dd98Nk8mEBQsWRMiy4fH//t//g8lkGtdjUigUCmVy89xzz+E73/kOZsyYcVWO/de//hUA8MQTT+CZZ56B0+kcdzsmK1TkUSgUyjCoqakBIeSKxZlUKoVGo4FIJIqQZcNDLpdDo9GM6zEpFAqFMnlxu9148803cdddd12V4yuVSsTGxgIA8vPzMWPGDPz973+/KrZMRqjIo1AolCGorKzEN77xDaxYsQJ+vx8ZGRl45ZVXItZ+T08PNmzYAJlMhpSUFLz00ksD9iGE4A9/+AOysrIQExODhQsX4oMPPuDf7+rqwg9/+EPExsYiJSUFr7zyypiEfFIoFApl+vCvf/0LIpEIy5YtC9peW1uLlStXIiYmBgUFBTh69CgEAgGqqqoiduzm5mYIBAK0tLTw22688Ub84x//iNgxpjpU5FEoFMogXLhwAatWrcI3vvEN3Hjjjbj55pvxi1/8Ag899BBOnToVkWM88sgjKCkpwa5du7B//36UlpaioqIiaJ/HH38c27dvx5///GfU1tbiwQcfxI9+9CMcOnQIAPDQQw/h6NGj+PTTT3HgwAEcOXIEp0+fjoh9FAqFQpmeHD58GMXFxUHbamtrsXTpUnz961+HTqfDE088gVtuuQVRUVGYO3duxI5dWVmJhIQEZGZm8tsWL16MEydOwOPxROw4Uxkq8igUCmUQ7r33Xtx88814/PHH0draimXLluHRRx9FQkICjhw5AgD43ve+B4VCgVtuuWXE7Xd3d+PNN9/Eiy++iGuvvRZ5eXl4++23wbIsv09PTw9efvllvPXWW1i3bh2ysrJwxx134Ec/+hFef/11dHV14e2338aLL76Ib37zm1iwYAG2b98e1AaFQqFQKCOlubkZqampQds2b96MG264Ac888wxyc3Nx8803Y9myZZg3bx7EYnHEjl1VVTVgDbxWq4XH44HZbAYAfPbZZ5gzZw5ycnKuKCnaVIWKPAqFQgmD2WzGF198gXvvvRcsy+LMmTMoLCyEUCiESCTif8x+/vOf45133hnVMS5cuACv1xsUCqNUKjFnzhz+dV1dHXp7e3HttddCJpPxf++88w4uXLgAvV6Pvr4+LF68mP+MXC4PaoNCoVAolJHidrsRHR3Nv25ubkZpaSmeeOKJoP0kEknYpGRPPfUUn9V5sL/BomIqKysHtBkTEwMAcLlc8Pl8eOihh/DFF1/g9OnTeP7552Gz2a70lKcU47vyn0KhUCYJZWVl8Pv9KCgoQH19PdxuNwoKCnDx4kW0t7fjmmuuAQCsWbMGpaWlozoGIeSy+/j9fgDAnj17oNVqg96TSCTo6OgAAAgEghG3TaFQKBTKYCQmJsJut/Ovq6qqIBaLMX/+/KD9zp49i9tvv33A5zdv3ozbbrttyGMMlrWzqqoKN954Y9A2TsSp1WqcOHEC8+fP538Xb7jhBuzbtw8/+MEPLnte0wUq8igUCiUMXq8XANDb24vKykqkpaVBpVLhlVdewbx581BQUHDFx8jOzkZUVBTKysqQkZEBALDb7WhoaMCqVasAAPPmzYNEIkFrayu/LZCEhARERUXhxIkTSE9PBwA4nU40NjaG3Z9CoVAolOFQWFiId999l3/NMAx8Ph96e3t5D9+hQ4fChlYC/SIxMTFxxMd1Op1obm4e0GZNTQ3S0tKQmJiI0tLSoAefaWlpMBqNIz7WVIaKPAqFQgnD0qVLIRKJsGXLFnR3d2PWrFnYunUrXnnlFZSUlETkGDKZDHfeeSceeeQRqFQqJCcn4ze/+Q2Ewq8i6ePi4vDwww/jwQcfhN/vx4oVK+B0OnHs2DHIZDLcfvvtuP322/HII49AqVQiKSkJTz75JIRC4QDvHoVCoVAow2XdunX41a9+BbvdDoVCgaKiIkRFReGRRx7Bgw8+iLq6Oj6LcyQefHJUVVWBYZgBHsMjR47guuuuAxA+WoX+5gVDRR6FQqGEISMjA2+99RZ++ctfwmQyQSQSweVyYe/evUHr366UF154Ad3d3bjxxhsRFxeHX/ziF3A4HEH7/Nd//ReSkpLw3HPPQa/XIyEhAYsWLcKvf/1rAMDLL7+Me++9F9/+9rcRHx+PRx99FBcvXgxaS0GhUCgUykjIy8tDcXEx/vnPf+Kee+5BSkoK3nrrLTz22GPYvn07rrvuOvzkJz/B3/72NyiVyogdt6qqCrm5uZBIJPy23t5e7Nq1C/v27QPQn4Ql0HNnMBiwZMmSiNkwFRAQunCDQqFQhkSpVOKtt97Cd7/73bDvl5aW4o9//GNQ7bpwrF69GgUFBXj11Vcjb2QAPT090Gq1eOmll3DnnXcGvScQCLBr165Bz4VCoVAoFI69e/fi4YcfRk1NTVCUCdC/ZnzNmjW45ppr8Oyzz46pHX/605/wySefYP/+/QAAn8+HuXPnorS0FPHx8Vi0aBHKysqgUqnG1I7JBPXkUSgUyhAYDAbY7Xbk5eWFfX/dunU4ffo0enp6kJaWhl27duFrX/vaoO1t3boVb7zxBo4fPz5omyNFp9Ohvr4eixcvhsPhwJYtWwAAN910E7/PvffeG7S2gkKhUCiUy3HDDTegsbERRqMRTU1NsFqtKCwsRHt7O1544QU0Nzdj165dY25HVFQUXnvtNf61SCTCSy+9hDVr1sDv9+PRRx+lAi8E6smjUCiUIfjXv/6FW2+9FV1dXVcc7280GuF2uwH0h4NGqqaQTqfDXXfdhXPnzkEsFqOoqAgvv/xykIi0WCxwOp0AgJSUFMTGxkbk2BQKhUKZHuzcuROPPfYYjEYjkpOTsXbtWjz77LNITk6+2qZRwkBFHoVCoVAoFAqFQqFMIWgxdAqFQqFQKBQKhUKZQlCRR6FQKBQKhUKhUChTCCryKBQKhUKhUCgUCmUKQUUehUKhUCgUCoVCoUwhqMijUCgUCoVCoVAolCkEFXkUCoVCoVAoFAqFMoWgIo9CoVAoFAqFQqFQphBU5FEoFAqFQqFQKBTKFIKKPAqFQqFQKBQKhUKZQlCRR6FQKBQKhUKhUChTiP8PjsEausjZ0ekAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 900x450 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(9, 4.5))\n",
"\n",
"shape = (2, 4)\n",
"plt.subplot2grid(shape, (0, 0), colspan=3)\n",
"plot_first_selection(candidate_df)\n",
"\n",
"plt.subplot2grid(shape, (0, 3))\n",
"plot_proper_motion(centerline)\n",
"\n",
"plt.subplot2grid(shape, (1, 0), colspan=3)\n",
"plot_second_selection(selected)\n",
"\n",
"plt.subplot2grid(shape, (1, 3))\n",
"plot_cmd(merged)\n",
"poly = Polygon(coords, closed=True, \n",
" facecolor='C1', alpha=0.4)\n",
"plt.gca().add_patch(poly)\n",
"\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This is looking more and more like the figure in the paper.\n",
"\n",
"**Exercise:** In this example, the ratio of the widths of the panels is 3:1. How would you adjust it if you wanted the ratio to be 3:2?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Summary\n",
"\n",
"In this notebook, we reverse-engineered the figure we've been replicating, identifying elements that seem effective and others that could be improved.\n",
"\n",
"We explored features Matplotlib provides for adding annotations to figures -- including text, lines, arrows, and polygons -- and several ways to customize the appearance of figures. And we learned how to create figures that contain multiple panels."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Best practices\n",
"\n",
"* The most effective figures focus on telling a single story clearly and compellingly.\n",
"\n",
"* Consider using annotations to guide the readers attention to the most important elements of a figure.\n",
"\n",
"* The default Matplotlib style generates good quality figures, but there are several ways you can override the defaults.\n",
"\n",
"* If you find yourself making the same customizations on several projects, you might want to create your own style sheet."
]
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