{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Matplotlib - plotting in Python" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Ondrej Lexa" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Introduction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Data and model results can be abstract if we can't see how they look. Also, it is easy to get too removed from calculations and end up with answers that don't make sense. A straight-forward way to investigate information and to have a reality check is by plotting it up. Here we will cover the basics for making a variety of commonly-used plots.\n", "\n", "Matplotlib is an excellent 2D and 3D graphics library for generating scientific figures. Some of the many advantages of this library include:\n", "\n", "* Easy to get started\n", "* Support for LaTeX formatted labels and texts\n", "* Great control of every element in a figure, including figure size and DPI. \n", "* High-quality output in many formats, including PNG, PDF, SVG, EPS, and PGF.\n", "* GUI for interactively exploring figures *and* support for headless generation of figure files (useful for batch jobs).\n", "\n", "One of the key features of matplotlib that I would like to emphasize, and that I think makes matplotlib highly suitable for generating figures for scientific publications is that all aspects of the figure can be controlled *programmatically*. This is important for reproducibility and convenient when one needs to regenerate the figure with updated data or change its appearance.\n", "\n", "Matplotlib provides a [gallery](http://matplotlib.org/gallery.html) of plot examples, as described by text and shown as plots. This is really helpful for finding what you want to do when you don't know how to describe it, and to get ideas for what possibilities are out there.\n", "\n", "To produce figures inline in Jupyter notebooks, you need to run the command `%pylab inline` for interactive MATLAB-like interface or `%matplotlib inline` for matplotlib object-oriented API, whem more sofisticated figures are needed." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2022-11-23T07:11:30.344390Z", "iopub.status.busy": "2022-11-23T07:11:30.344244Z", "iopub.status.idle": "2022-11-23T07:11:30.599095Z", "shell.execute_reply": "2022-11-23T07:11:30.598661Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "%pylab is deprecated, use %matplotlib inline and import the required libraries.\n", "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "%pylab inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The scaling of the figure for figures with `%matplotlib inline` depends on the `figure.dpi` parameter. So if your figures are to small and you do not want to increase the `figsize` then you can just set:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2022-11-23T07:11:30.620782Z", "iopub.status.busy": "2022-11-23T07:11:30.620485Z", "iopub.status.idle": "2022-11-23T07:11:30.622855Z", "shell.execute_reply": "2022-11-23T07:11:30.622437Z" } }, "outputs": [], "source": [ "# mpl.rcParams['figure.figsize'] = (10, 8)\n", "mpl.rcParams['figure.dpi'] = 120" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## MATLAB-like API" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The easiest way to get started with plotting using matplotlib is often to use the MATLAB-like API provided by matplotlib. It is designed to be compatible with MATLAB's plotting functions, so it is easy to get started with if you are familiar with MATLAB. To use this API from matplotlib, we need to include the symbols in the `pylab` module:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Example" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A simple figure with MATLAB-like plotting API:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2022-11-23T07:11:30.624763Z", "iopub.status.busy": "2022-11-23T07:11:30.624639Z", "iopub.status.idle": "2022-11-23T07:11:30.722793Z", "shell.execute_reply": "2022-11-23T07:11:30.722363Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = linspace(-3, 5, 100)\n", "plot(x, x**2);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can alter the plot with color/symbol selection or commands like `xlabel`, `ylabel`, `title`, `legend` etc. which act on the active figure, but you can only reference one figure/axes at a time when they are not named." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2022-11-23T07:11:30.724833Z", "iopub.status.busy": "2022-11-23T07:11:30.724515Z", "iopub.status.idle": "2022-11-23T07:11:30.842630Z", "shell.execute_reply": "2022-11-23T07:11:30.842192Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot(x, x**2, 'r')\n", "plot(x, x**3, 'g--')\n", "plot(x, x**4, 'b:')\n", "xlabel('x')\n", "ylabel('y')\n", "title('Power functions');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can define size by `figsize` argument of `figure` command and/or divide figure to several axes using `subplot` command" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2022-11-23T07:11:30.844480Z", "iopub.status.busy": "2022-11-23T07:11:30.844350Z", "iopub.status.idle": "2022-11-23T07:11:31.014863Z", "shell.execute_reply": "2022-11-23T07:11:31.014393Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure(figsize=(12,4))\n", "subplot(1,2,1)\n", "plot(x, x**2, 'r--')\n", "subplot(1,2,2)\n", "plot(x, x**3, 'g*-');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The good thing about the pylab MATLAB-style API is that it is easy to get started with if you are familiar with MATLAB, and it has a minumum of coding overhead for simple plots. \n", "\n", "However, I'd encourrage not using the MATLAB compatible API for anything but the simplest figures. So, don't screw over future you! Set up your plot properly from the beginning using matplotlib's object-oriented plotting API. It is remarkably powerful. For advanced figures with subplots, insets and other components it is very nice to work with. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The matplotlib object-oriented API" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The main idea with object-oriented programming is to have objects that one can apply functions and actions on, and no object or program states should be global (such as the MATLAB-like API). The real advantage of this approach becomes apparent when more than one figure is created, or when a figure contains more than one subplot. \n", "\n", "To use the object-oriented API we start out very much like in the previous example, but instead of creating a new global figure instance we store a reference to the newly created figure instance in the `fig` variable, and from it we create a new axis instance `axes` using the `add_axes` method in the `Figure` class instance `fig`:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## A. Figure overview\n", "\n", "A `Figure` in matplotlib has several basic pieces, as shown in the following image. Note that `axes` refers to the area within a figure that is used for plotting and `axis` refers to a single x- and y-axis.\n", "\n", "![fig](http://matplotlib.org/_images/fig_map.png)\n", "\n", "### Figure and axes setup\n", "\n", "Steps for setting up a figure:\n", "\n", "1. Open a figure, save the object to a variable, and size it as desired.\n", "2. Add axes to the figure. Axes are the objects in which data is actually plotted.\n", "3. Add labels to clearly explain the plot, such as axis labels and a title.\n", "4. Plot! Most basically, use the `plot` command to plot lines and markers.\n", "\n", "Here is a good way to set up a general figure so that you can easily work with it:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2022-11-23T07:11:31.017506Z", "iopub.status.busy": "2022-11-23T07:11:31.017277Z", "iopub.status.idle": "2022-11-23T07:11:31.127563Z", "shell.execute_reply": "2022-11-23T07:11:31.127070Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(8, 3)) # figure size is given as a (width, height) tuple\n", "ax = fig.add_subplot(111)\n", "# alternatively you can add axes to given position within figure\n", "# ax = fig.add_axes([0.1, 0.1, 0.8, 0.8]) # left, bottom, width, height (range 0 to 1)\n", "ax.set_xlabel('x axis [units]')\n", "ax.set_ylabel('y axis [units]')\n", "ax.set_title('Title')\n", "ax.plot(x, x**3, 'r');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Although a little bit more code is involved, the advantage is that we now have full control of where the plot axes are placed, and we can easily add more than one axis to the figure:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2022-11-23T07:11:31.129460Z", "iopub.status.busy": "2022-11-23T07:11:31.129330Z", "iopub.status.idle": "2022-11-23T07:11:31.296074Z", "shell.execute_reply": "2022-11-23T07:11:31.295588Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "\n", "ax1 = fig.add_axes([0.1, 0.1, 0.8, 0.8]) # main axes\n", "ax2 = fig.add_axes([0.2, 0.5, 0.4, 0.3]) # inset axes\n", "\n", "# main figure\n", "ax1.plot(x, x**2, 'r')\n", "ax1.set_xlabel('x')\n", "ax1.set_ylabel('y')\n", "ax1.set_title('title')\n", "\n", "# insert\n", "ax2.plot(x, x**3, 'g')\n", "ax2.set_xlabel('y')\n", "ax2.set_ylabel('x')\n", "ax2.set_title('insert title');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we don't care about being explicit about where our plot axes are placed in the figure canvas, then we can use one of the many axis layout managers in matplotlib. My favorite is `subplots`, which can be used like this:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2022-11-23T07:11:31.298007Z", "iopub.status.busy": "2022-11-23T07:11:31.297877Z", "iopub.status.idle": "2022-11-23T07:11:31.429630Z", "shell.execute_reply": "2022-11-23T07:11:31.429237Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.plot(x, x**2, 'r')\n", "ax.set_xlabel('x')\n", "ax.set_ylabel('y')\n", "ax.set_title('title');" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2022-11-23T07:11:31.431478Z", "iopub.status.busy": "2022-11-23T07:11:31.431347Z", "iopub.status.idle": "2022-11-23T07:11:31.677086Z", "shell.execute_reply": "2022-11-23T07:11:31.676584Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(nrows=1, ncols=3, figsize=(12,3))\n", "\n", "for p, ax in enumerate(axes):\n", " ax.plot(x, x**(p+2), 'r')\n", " ax.set_xlabel('x')\n", " ax.set_ylabel('y')\n", " ax.set_title('Title')\n", "#fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That was easy, but it isn't so pretty with overlapping figure axes and labels, right? We can deal with that by using the `fig.tight_layout` method, which automatically adjusts the positions of the axes on the figure canvas so that there is no overlapping content. Try to uncomment it and evaluate cell again." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Useful commands and keyword arguments\n", "\n", "These commands and keyword arguments should be frequently used to customize and properly label your figures. Command syntax shown is common usage, not all available options." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### labels and text\n", "\n", "`ax.set_xlabel(xlabel, fontsize, color)`, `ax.set_ylabel(ylabel, fontsize, color)`: Label the x and y axis with strings xlabel and ylabel, respectively. This is where you should state what is being plotted, and also give units.\n", "\n", "`ax.set_title(Title, fontsize, color)`: Label the top of the axes with a title describing the plot.\n", "\n", "`fig.suptitle(Suptitle, fontsize, color)`: Label the overall figure, above any subplot titles.\n", "\n", "`ax.text(x, y, text, color, transform=ax.transAxes)`: Write text in your axes. The text will appear at location (x,y) in data coordinates — often it is easier to input the location in units of the axes itself (from 0 to 1), which is done by setting transform=ax.transAxes. The text is input as a string and `color` controls the color of the text." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Figure size, aspect ratio and DPI" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Matplotlib allows the aspect ratio, DPI and figure size to be specified when the `Figure` object is created, using the `figsize` and `dpi` keyword arguments. `figsize` is a tuple of the width and height of the figure in inches, and `dpi` is the dots-per-inch (pixel per inch). To create an 800x400 pixel, 100 dots-per-inch figure, we can do:\n", "\n", "`plt.figure(figsize=(8,4), dpi=100)`: The same arguments can also be passed to layout managers, such as the subplots function." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The same arguments can also be passed to layout managers, such as the `subplots` function:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Saving figures" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To save a figure to a file we can use the `savefig` method in the `Figure` class.\n", "\n", "`fig.savefig(\"filename.svg\")` or specifying format and DPI `fig.savefig(\"filename.png\", dpi=200)`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### What formats are available and which ones should be used for best quality?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Matplotlib can generate high-quality output in a number formats, including PNG, JPG, EPS, SVG, PGF and PDF. For scientific papers, I recommend using PDF whenever possible. (LaTeX documents compiled with `pdflatex` can include PDFs using the `includegraphics` command). In some cases, PGF can also be good alternative." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Legends\n", "\n", "Legends for curves in a figure can be added in two ways. One method is to use the `legend` method of the axis object and pass a list/tuple of legend texts for the previously defined curves\n", "\n", "`ax.legend([\"curve1\", \"curve2\", \"curve3\"])` this method described above follows the MATLAB API. It is somewhat prone to errors and unflexible if curves are added to or removed from the figure (resulting in a wrongly labelled curve).\n", "\n", "A better method is to use the label=\"label text\" keyword argument when plots or other objects are added to the figure, and then using the legend method without arguments to add the legend to the figure:\n", "\n", "```python\n", "ax.plot(x, x**2, label=\"curve1\")\n", "ax.plot(x, x**3, label=\"curve2\")\n", "ax.legend()\n", "```\n", "The advantage with this method is that if curves are added or removed from the figure, the legend is automatically updated accordingly.\n", "\n", "The `legend` function takes an optional keyword argument `loc` that can be used to specify where in the figure the legend is to be drawn. The allowed values of `loc` are numerical codes for the various places the legend can be drawn. Some of the most common `loc` values are\n", "\n", "| string | code|\n", "|:------------:|:---:|\n", "| ‘best’ | 0 |\n", "|‘upper right’ | 1 |\n", "| ‘upper left’ | 2 |\n", "| ‘lower left’ | 3 |\n", "|‘lower right’ | 4 |\n", "| ‘right’ | 5 |\n", "|‘center left’ | 6 |\n", "|‘center right’| 7 |\n", "|‘lower center’| 8 |\n", "|‘upper center’| 9 |\n", "| ‘center’ | 10 |\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following figure shows how to use the figure title, axis labels and legends described above:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2022-11-23T07:11:31.679866Z", "iopub.status.busy": "2022-11-23T07:11:31.679730Z", "iopub.status.idle": "2022-11-23T07:11:32.050243Z", "shell.execute_reply": "2022-11-23T07:11:32.049749Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "\n", "ax.plot(x, x**2, 'r', label='$x^2$')\n", "ax.plot(x, x**3, 'g--', label='$x^3$')\n", "ax.plot(x, x**4, 'b:', label='$x^4$')\n", "ax.set_xlabel('x')\n", "ax.set_ylabel('y')\n", "ax.set_title('Power functions')\n", "ax.legend(loc=2);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Formatting text: LaTeX, fontsize, font family" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The figure above is functional, but it does not (yet) satisfy the criteria for a figure used in a publication. First and foremost, we need to have LaTeX formatted text, and second, we need to be able to adjust the font size to appear right in a publication.\n", "\n", "Matplotlib has great support for LaTeX. All we need to do is to use dollar signs encapsulate LaTeX in any text (legend, title, label, etc.). For example, `\"$y=x^3$\"`.\n", "\n", "But here we can run into a slightly subtle problem with LaTeX code and Python text strings. In LaTeX, we frequently use the backslash in commands, for example `\\alpha` to produce the symbol $\\alpha$. But the backslash already has a meaning in Python strings (the escape code character). To avoid Python messing up our latex code, we need to use \"raw\" text strings. Raw text strings are prepended with an '`r`', like `r\"\\alpha\"` or `r'\\alpha'` instead of `\"\\alpha\"` or `'\\alpha'`:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2022-11-23T07:11:32.052642Z", "iopub.status.busy": "2022-11-23T07:11:32.052444Z", "iopub.status.idle": "2022-11-23T07:11:32.202122Z", "shell.execute_reply": "2022-11-23T07:11:32.201621Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "\n", "ax.plot(x, x**2, label=r\"$y = \\alpha^2$\")\n", "ax.plot(x, x**3, label=r\"$y = \\alpha^3$\")\n", "ax.legend(loc=2) # upper left corner\n", "ax.set_xlabel(r'$\\alpha$', fontsize=18)\n", "ax.set_ylabel(r'$y$', fontsize=18)\n", "ax.set_title('title');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Setting colors, linewidths, linetypes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Colors" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With matplotlib, we can define the colors of lines and other graphical elements in a number of ways. First of all, we can use the MATLAB-like syntax where `'b'` means blue, `'g'` means green, etc. while line styles are also supported: for example, 'b.-' means a blue line with dots.\n", "\n", "A handful of colors are available by a single letter code:\n", "- b: blue\n", "- g: green\n", "- r: red\n", "- c: cyan\n", "- m: magenta\n", "- y: yellow\n", "- k: black\n", "- w: white, \n", "\n", "We can also define colors by their (html) names:\n", "\n", "![color chart](http://i.stack.imgur.com/k2VzI.png)\n", "\n", "Other inputs to matplotlib possible:\n", "\n", "* Gray scale: a string with a float in it between 0 (black) and 1 (white)\n", "* Hex: '#eeefff'\n", "* RGB tuple in the range [0,1]: [0.1, 0.2, 0.3]\n", "\n", "Optionally provide an alpha value using the color and alpha keyword arguments." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2022-11-23T07:11:32.204236Z", "iopub.status.busy": "2022-11-23T07:11:32.204100Z", "iopub.status.idle": "2022-11-23T07:11:32.295825Z", "shell.execute_reply": "2022-11-23T07:11:32.295342Z" } }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "\n", "ax.plot(x, x+1, color=\"red\", alpha=0.5) # half-transparant red\n", "ax.plot(x, x+2, color=\"#1155dd\") # RGB hex code for a bluish color\n", "ax.plot(x, x+3, color=\"#15cc55\") # RGB hex code for a greenish color" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Line and marker styles" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To change the line width, we can use the `linewidth` or `lw` keyword argument. The line style can be selected using the `linestyle` or `ls` keyword arguments:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "execution": { "iopub.execute_input": "2022-11-23T07:11:32.297999Z", "iopub.status.busy": "2022-11-23T07:11:32.297833Z", "iopub.status.idle": "2022-11-23T07:11:32.442432Z", "shell.execute_reply": "2022-11-23T07:11:32.441893Z" } }, "outputs": [ { "data": { "image/png": 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jRiRPTS0UqxXxZeHkhcioPAKbxYZjNVmIRnvTxPcmYsAQHQ5aUjBvdMSna1Bsbwr9PEQtFdub5AJVK1xOF+xldljNVhxYti+89qb1wNfrj0ruU6lVEFzhVSsAFW5efbPi/bsW78Ke/NqoVSy6XdgNpl5G/FZwNnJxKOC/y13oiTU4G6ZeRnS9ID5faCMKIIsXL0Zpaams+uE2e/ZsDB06FOPGjcODDz7oGURoMpnwj3/8I5KnpiaiKVYsmnN704EVB+D4owLbtwsABkR8Pme1ExmdMtB2cFuka1oDUfis3G5oO2TnASVNcNZESwkLrFgQRYbtTf6525sW37gYmV0yPVUKW5kNENxHhd/edNXXV0uqFUnpSXgh83lYT0Z3fUW0KxYqtQpXfXU13j37bXxiuRJn4TcM8/m/dfnp/1uvwdnQGw246qur43IIIRBhAHnnnXeQnJyMq666SvH+Xr16Yfny5Zg5cyamTJkCrVaLsWPHYs6cOZyCHodiERaaYsUingJDtH1797de7U0DIj7ftd9eK21vir/P3wGxvYmIgsH2Jv/c7U2rXlgFrV5b195kEVuc9v6wJ6z2pqLiDlCpVDCYDMg+I9vT2mQwGbD25TWwVofX3tRjXA/ZfR1HdcKe/Oqorq+IRcXC2MOIm3+7FQsnLsBvBedgDUYgF0XQwwYb9DiEDhCgCjq8NqaIAsiPP/5Y7zGDBw/GTz/Vn/yo8TXFsNCc25u+vedbrKs5DpvFhn3H9QCUy7yhGPPUGJzRT41DJ9Mw7/rIr7Gpi8f/JtjeRBRfWkJ7k5uzxomDy/eHN29iOfD+6PeV/urwqhVqNf5xTLlb5sTWE9iT74haYIjF+opYVSyMPYyYvuNu7P1xLzbM24CDKxI9gbj7uZ0wdPpQdL2ga9xWPtyiNgmdGl5TbG+KtniqVpTuLUVRWSX2bXQA6BLx+Q6uOAiVqQoGkwFZXbOAPyK/xt6Te6NnHuBogu1N8VitYHsTUXyKVsWiubY3fTP9G+SenStZjG21WFFzqgbhBgaoVLjo1Ysk7U0GowFv9vs3rKfiu70pVusrYlWxUKlV6HZRt7iccB4sBpAGwvYmUXOuWCycuNCrvSnyxdh3brkTffuKb5A7dgCPtvB5E/H43wPDAlHkotneBESvYhFP7U3r/7UerfJaydqb9i0tDK+9ab8K5fvLoTPoPIEhq1sWDCYD/vxiJ6y1oQeGxNQEnPm3M2X3dTw3/tubYrm+orlULKKNAaSBMCyI4qViseqFVdijMsNqtmLPoQQAUyI+5+DbB6NPbwFH7ZmY91Dk11jfoM54F4+Bge1NRPElmu1N7vNFq2IR7WoFABz89UBY7U17vgVe7bBH4Yhw25tUeOjUw9AZ5FWGBeNrsCff2eLam2K5vqI5VCyijQHED7Y3xU9YAABHjQOnjtpg3l0NwBTx+bZ+uBXZKIEmUYOq9NzILxDAmX87E3l5pxdjRyGANKR4bG+KBVYsiCIXr+1N0a5YhFut+PH+H3Hot0OwWqywmW2eaoXVbEX1yeqwt3s9894z69qbjGKL08IJC2CtCqe9KUExfAAtu72J1YqGwwDiBysW8eWtQW9Ftb3p+qXXY9BZidAZdNi5U4WX2N4UyeXEBKsVRJFrSe1NkVQsul7YFTWnaiTtTft/3hverIntQMn2Es/tiWmJMJgMSGuXhqriSlgdYbQ3pSXgolcvkt3XaUxn7MmvYXtTFAMDqxUNgwGkkTTn9qZtC7ahRGeB1WzF7n1aABdEfM7ul3RDz66dUewyAW9Efo2pOalISI78PI2lJQQGViuIItPS2pvCXZC9cNJCCC4BrlqXzxHhz5q4c9tdMBgN0GfpoUnQeO5fMH4B9uS72N7E9qYWjwGkkcRLWHATBAG1VgcA/7tOBGvlMyuRDfHbH7FiEXkAOf/FC+ram6IQQBoS25uIKFhsb1Lmbm9a/vhyVB6v9FQp3IuybRYbilYdDGtB9mFHR3S7uIc4Z8Kk97Q3ff+372C1hTdrIjsvW/F+tjexvYlEDCBBas7tTe+PfR9pFYdwrDoL0WhvmvjuRPQfooXBZMC+43rMGxT5NTYktjeFdh6ilortTcr8VSwElwBbmQ02iw0Hlu0Lr71pPXBk/RHpnSpAn6WH4AqvYiEIKly95GrZfbu+2oU9+bVsb2J7E8UAA0iQ4qVicXDlQTg2lsNmsWHnnyoA8i3vQpXcOhldhnZBmqY18HXk19huWDu0Pv1NuLY08vM1tJYQGFitIIoM25sCc7c3fXHNF0jOTobVbIW9zA7BJZw+IvxZE1d9dZWnSqE36pGUkQS1Ro3n05+D9WT05k2wvYmBgWKHAaSJ+eaub3zamyIPIFMWTKlrb4pCAGlIbG8iomCxvUmZu71p9QuroUvWeXZs8m5vKvx+T1jtTYfKOyA1JxXZedmewGAwGbD2lTWwVoc3a6Ln+J6K93ccFd15E2xvIoodBpAYWzRtEZbbjmJ/sQHATRGfb/Ts0TijvxoGkwFFpamYNyHiUzZpLaFaQUSRa+7tTW7OWicOrtgfVnvTgeXA/FEH/BwVbsVCjek75K29J7adwJ58R1Tbm6JdsWB7E1HsMIDEWNn+MmS2ATI6ZgBRaEfqc3kf9Dr9TfipHZGfr6HFY8WC7U1E8Sea6yuaa3vT17d9jdZntJZUK6pPViOS9qYLX7lQnDPhVa0wGA34v9xX4r69KRYVC7Y3EcUGA0iM3bzyZk9702MtfNYEEJ8VCwYGoshFOzBEa31FvLQ3rZ+7HtlnZEvCgnsnp70/FobV3lR0WAWb2eYJCxmdM2AwGlCw6E9Ya8Nrbxp+33DF+5tCe1OsKhZsbyKKPgYQ8isewwLbm4jiTzQDQ7TXV0S7YnHw1wNhtTft+Qb4v/b/5+eoMOdNqFV4xPaI7D5x1oSzRbY3xapiwWoFUXQxgDQj8djeFG2sVhBFLl7bm2KxviLc9qbv7/0eXc7vIqtYVJ+sDq+9CSoMu2eYtLXpdHvT/JHvwloZTntTguJ9Lb29iRULovjHANJIWkp7EysWRJFrKe1NkVQrul7YFTWVNbL2pn0/7Q2vvWm3CpbdFgBAQmoCDCYDUlqnoPLYKVgdYbQ3pSXg4tcvVry/4+jO2JNfw/amKIYFViyI4hsDSCNpKWGBFQuiyLSk9qZwqxULJy0EBMBZ41Q4Kvz2phmH/w6D0QBNgsZzn9je5GJ7E9ubiCgCDCBBYnsTEQWD7U3+uRdk//zQzyjZWeKpUrirFkUrD4ZVrTjs6IiuF3WX7dxkMBmw+PovYbWG196UmpMqu4/tTWxvIqLIMYAEqaVULIhaGrY3yfmrVgguAfZyuyc47P9lX1gLsos2A8c3H6+7QwXoM/UQXOFVKwRBhWvyr1G8f/N7XbAnv5btTWxvIqI4wgDSQNjeRBR/2N7kn7u96ctrv0RydjKsFrFSIbgEr6PCbG9SqXDjyps8VYqkzCSoNWo8n/5cVGdNAGxvYlggonjEANJAGBaIIsf2Jv/c7U2/Pv0rHHaHrL2p8Ps9YbU3HSrrgOTWyTD1MsFgNEBv0nuCw/LHfoHVHkZgSE1AhxEdZPdFe9YEwPYmIqJ4xADiB9ubiCLH9ia5+qoVzlonbKU2HFi2P7z2ptXAJ6sPKf3VYU7HVuPunXcr3n9wxUHsyXdELTDEYn0F25uIqLmy7LFg07ubUHGgAumd0jHw5oEwdg/uC4/GxgDiBysWRJFhe5N/7vamJbctQet+rSXVCnu5/fRR4QYGFSa9P8lTpXAvyn61w//FfXtTLKoVANubiCg+RDMwbHpvE5bctgSCs64t9reXfsP4/47HwJsGRuuSY4YBhIgAsL0pEHd705pX1iC1Xao4Z8KrvWnvj4XhzZo4rELViSrPULr0Dumenze/sxHWmjDmTaQmoP/1/WX3NYX2plhVKwC2NxFR44pmYLDssYjnkqzJE98vl9y2BB1HdkRWt6yoXHesMIAQUYtpb3I7uOJAWO1N+5YCb/Z7U+mvDnvWxCP2R6BSyf/uk4dOYk++s8W1N8WqWuG+XlYsiCgY0axWBBMYMrtmSoepeg1Udd/m/mfx9mJJkKk7ISA4BWx8ZyP+8txfwrrWhsIAQtRERati0Vzbm76/93t0uaCL7IXbarGitqom7Pamcx8/V9be9P6o92CtDG/WhFL4AFp2exOrFUQUqnhqbxIEAdUnqz3vO7/N+S1gYHhzwJtw1br8DFOVSspIgtMR+LiKA8F9udaYGECIGkA025uA6FUs4qm9acO8DegwsoM0LJit2PfT3vDam3arYNltAQAkpCSIYaGVAaZeJhxYtg/W2vDam0Y/Plp2X8fRnbEnv4btTVEMDKxWEFGwGqy96dYlcDlc0CRoJF9q2cw2WbXC5XAF/ZzaJC1yx+RKh6kqDFbVZ+mh1qrx00M/YfXzq/2eL71Tekh/c2NgACGKsWi2N7nPF62KRUzam34Nr71p9xLguZTnFI4Iv71pxqG/Q2/UQ5sofalbMH4B9uS72N7E9iYiagQN3d7kXg/hO0zVtzpuNVtx8NeD/qsVgoD82/Pl96kAfZYYFjK7ZqLdsHaSLcsPLD+Awu8K/f4Ng24bFFLL1MCbB+K3l34T/2bvS1WJr8WDbhkU9LkaCwMIkYJ4bW+KdsUi3GrFzw//DHOBWfEFvPpkdXjtTVCh3/X9ZN8AfTVtEazW8NqbUtumKt7P9ia2NxFR44hWtcLldMFeZhc/iAdob5o/ej4SUxPF96pS32GqoWs3rB1GPjpS0oqblCEOU/Wn1+ReeOPHN6IWGIzdjRj/3/Gyf48qtQoT3p4Q9wvQAQYQagZaUntTpBULQRBQXVHtCQv7f9kX3qyJTcDxTccl9yVlJsFgNECtUcHqDKO9KS0Bkz+YLLtvy/wt2JNfy/YmtjcRUSOJVsWivvam1JxUJKQk1LsI22oRwwSCyBJWsxVJ6Ulo1adV4Pam07+vfmE1Vr/gv72p09hO6Dm+Z0h/dywCw8CbBqLjyI7Y+M5Gz/9dBt0yqEmED4ABhJq4ltbeFO6C7M+mfgadQQerxerzTVGY7U0qFW789SbPC7Y+U+xLBdztTQLbm9jeRESNINrD6UKtWLiHqSrt5lSwuCBge9NHF3/k9zrUOrUnLGT3zfYEieKtxTi85rDfxw2fMTy09qZbBoqLxqPc3hSLwJDVLSvud7vyhwGEGhzbm5S525t+ffpXOGuckhdt9zc/hd/tDmtB9iFrR7Tu3xrtz2ov+dZnxePLYLWH0d6UmoAO53RQvJ/tTWxvIqLGEe3hdCU7SrDk1iUQBJ+KhVPA17d8jd1f75a9X1VXVId9/a36tMKg2wYpVikSUpV3DbTsseCN3k2jvakpB4ZoYwChgNjepCxQxcLlcMFWZsOB5fvDa29aDSyceEh2v0qjguAMczo2VLh51c2y+4pWFmFPvoPtTWxvIqJG0iDtTbctQbsz20GfoVdsbVJajG2z2FB9MkCYEICCxQXQJmk9YSGjUwYMRoO4AFuhvWnTO5vw+79/93vKHhN6YPh9w0P6u9ne1DQxgJBfbG8KzN3etPjGxcjsnOl50baX2U8fEWZYUKkw8b2Jkhdvg8mAxLREvJD5PKwnw1mQrVO8j+1NDAxEFLzGbm9yc9gdsir5pnc3BVyM/e+8f9d7PTqDzhMWsrpmwbLbgooi/19O9ZnSB1M/m1rved0S0xLxx1t/sL2JGECaG7Y3KXO3N635vzVIa5+m+A3Q3h/2hDdvorgDVGoVDCYD2vRv4/m2Z8t7m2CtCW/WxIAbBije33FUJ+zJr45axYLtTUREwYl2e5PfisXp9qbjm45DEATFKkWttTbk50vvmI6eE3oqLsB236bTS7+sqm/eRGa3zJCuge1N5MYA0oy0hPYmt4Mrwps1se9H4N9n+PsWKNx5E2r84+g/ZPedOnIKe/KdUW1vinbFgu1NRNScNVR7U8eRHZHZNRO1VbXy9iaFmRM2iw2le0uVKxYAIADr/7Xe82tCagIMJgOSs5Mluzl57+pUsKgA2xds9/s39L26b8gf0GMxb4LtTQQwgDSqaK6vaK7tTd9M/wa5Z+XKXtBrKsOcNaFSYdRjoxR7U98849+wnorv9qZYVCzY3kRE8SBe2psAcUemmsoaz/vO6pdWB2xv+s/A/8BZ64Sz2lnvdSWmJ8JgNECj0wQ8rttF3TDh3QnisQmBjwWANgPaYMenO6IaFmJVsWC1ghhAQhDtwBCt9RXx0t60Yd4GdBzVUfHbnn1LC8Nrb9qvQvn+cugMOs+3PFnds3Bw2X5YHeG1N42ZPUbx/o7nxn97U6wqFmxvIqLG1GDtTafnTVgtVqg1avl8Ca+KhavWFfTzaRI16Hhux4DzJQwmA/RZek/wqK+9qfWA1kjNUR6mqiRWYYEVC4oFBpAgRTMwRHt9RdTbm34Nr71p9xLg2eRn/RwVbnuTCg9VPizrSxVnTbhaZHtTrCoWrFYQUSgasr3J/WFXcAmwV9gVd2zy/uLryIYjAedN/HS/z2u8CtBnikEho1MG2g5pW7ebk9GAg78eROF3hX7/hkG3DWrW7U2sWFC0MYAEIZqBIRbrK8KtWPz4zx9RtLpI9g1Q9ckw25ugQr/r+nlesL2/+Vk4fgGsVeG0NyXIwgfA9iZWLIioMUWjYiG4BNjL7eLQtwDtTe+PeR8JqQnie5RsmKqcSq3yDEb1p8PIDjjvufM871VJmUlQa/w/pvflvfHGj9GbNQGwvYlaNgaQekQ7MERarRAEAdUnqyXf9uz/eW948yZ2iEOG3BLTE2EwGaDWqGB1htHelJaAyR9OVry/05jO2JNfw/amKIYFViyIKFjRXF9RX3uTzqCDNklbb5XCVmqTnUNJVUkVElITYOxpRK4xV/FLLu/dnJIykvDzIz8HbG/KHZGLDiOUh6kqYXsTUXQxgNQj2u1N4S7G/uyKz6Az6GCz2OBy+PalhtnepFLhru3ToTfqJX2pYnuTwPYmtjcRUSOJZmAItVrhcrhgK7X53c1p7w97A7Y3fXHVF4rXodaqPYGhVZ9WngBxYvsJHF5z2O/1D58xnO1NRM0MA0g9wm1vWv74clQer5R9+1P43e6wFmMfquqI1me0hn6YXrJnt8FkwPf3fAerLYz2ptQEtOrTSnYf25vY3kREjSeaC7JLdpZgya1LIAjKsyZ2L9kNZ41TEjLqhqmGp83ANhg+Y7isSpGYlgiVSv66adljwRu92d5E1JIwgNQj3AXZReuBI+uPSO5TqVUQXGFOx4YKN6++WfH+XYt3YU9+Ldub2N5ERI2gwdqbblsCY08jktKSZDs2yXZzOn17dUW1/ycTgIJFBdAkaDxfbLXJbSP7kss3SKyfux5rX1nr97RdL+yK/tf3D/pvZnsTUcvDAFKPmsrasNubrvr6askLeFJGEl7IfB7Wk9GbNQGwvYlhgYhC0ZjtTW6Oaofi1q/bF2wPuCD7vRHvBbwebZLWEyAyOmXAsseCk0Un/R7fe0pvTP10qmJlwp8hdw7ButfWsb2JiMLGAFKPhBRdeIEhNQE9xvWQ3ddxVHRnTQBsbyIiClY025v8VitOtzcd33wcEKC4GLumsias68/qnoUzrjnDb5VCZ5B+WVXfrImsblkhhQ+A7U1EFDkGkHpEOzDEYn0F25uIqLlqyPamjiM7IrVtqiQs+LY12cx1i7PL9pb53xJWANa/vt7za0JKgicsmHqaxPCgsJvTto+2YfN7m/3+Db0v743RT4wO+m+OxWJsgO1NRBQZBpB6RDswxKJaAbC9iYjiQzy0NwHibky1VbWSILHhjQ0B25vm9ppb74wJAEhITRC3LK9n1kS3i7phwjsToDfqoU0M7u02vUM6tnywJWqBIVbVCoAVCyIKHwNIPaIdGGJVrQDY3kREjatB2ptOz5qwldqg1qoV50u4qxXOamdIz5mcnYwuf+kibW3yXYRtNECTIG5ZXl97U+sBrZHaNjWka4hFYGC1gojijUrw3Zsvzu3YsQN9+/bF9u3bkZeX1yDPadltwbtnvw2bxRpUYAg0Cd37nAsnLoC5wAIVhKhUK4iIQhHt9qZAW6n+teCvyOqW5RmmqrRjk/dtRzccRUVRcLsPuiVlJskH1Hn9XPhdIQoWFfh9/IgHR4T0jX6wf3M4SgtLGRiIqMkI9fM5A0iQYhEYBJfgVa044KlWdGS1gohiTKlaodKoQqpWCC4B9go7bBYbVjy5Als/3Or3WL1RD7VW7WeYqg8VoNFp4KzxX8HocE4HnPfceZ5woc/U19sSFYvA4O/f44S3J2DAjQNCOhcRUVMV6ufziFqwVq1ahWeffRZr1qyB3W5H+/btMW3aNDz22GOeYzZu3IgHHngAa9euhVarxdixYzFnzhx06dIlkqducLFob+L6CiIKRbQqFvW1NyUkJ0Cr1yovwPbezanUFtSaCQBw1jhh6mWC4Uzp4mulnZySMpPwy6O/BGxvyj0nFx3O6RDS3832JiKi+BB2APn4449x/fXX44orrsAHH3yAlJQU7N27F0ePHvUcU1BQgNGjR2PAgAH49NNPYbfbMWvWLIwcORKbN29Gq1byKdzxjIGBiIIVzfYmILT1FS6nC/Yyu+KgOqvZisIfCv0vxhYEfH7l54rXoFKrPOsgTD1NkjanI+uP4MCyA36vf+jdQ0Nqb2pKuzdxMTYRUWjCasE6cuQIevbsiWnTpmHevHl+j7viiiuwbNky7N27F2lpaQCAgwcPonv37pgxYwZeeOGFkC+4sVqwiIiCFY32JjeXw4Wjvx/FuyPehSD4fBgHABXQaUwnOGx1g+1sZTb5cSFoPaA1ht87XLaWIik9yW+Vl+1NREQtV4O0YL399tuoqqrCzJkz/R7jcDiQn5+PadOmecIHAHTs2BFjxozBokWLwgogRESx0CDtTbctgam3CYmpiYqLsJV2c7KX2wM/oQAcWHYAKa1TYDAZkH1GtmJbk3eQ2DB3A9a+utbvKbtd1C3kD/hsbyIiomCFFUB+/fVXZGVloaCgABMnTsT27duRlZWFyy67DC+++CLS0tKwd+9e2Gw29OvXT/b4fv36YenSpbDb7UhKSor4jyCilqUx25vcnDVOeXCwWLHt420BZ028e9a7Aa9Fk6DxBIY2A9vAYDTg2OZjKCss8/uYvCvzMGXBlOD+WIjzjdb9ax3bm4iImrCyfWX44uovcGzzMeQMyMHlCy5HZpfMxr6soIQVQI4cOQKr1YqpU6fioYcewquvvooNGzbg8ccfx/bt27Fy5UpYLBYAQFaW/I0nK0vcirGsrAw5OTl+n+fEiRMoKSmR3FZYWBjOJRNRMxHNWRNAgIqFU8DXt3yNgysOwuVwyaoVNadqwrr+rG5Z6Ht1X8UqhcFkgC5ZB5VK2uZU37yJjE4ZIV0Dh9MREcU3QRBQU1kTcLvyHZ/sgK3UBgA4sv4Ivrj6C9y67tZGvvLghBVAXC4X7HY7Hn/8cTz44IMAgNGjRyMhIQH33Xcffv75ZxgMBgCQvZF6C3QfAMybNw+zZ88O5xKJKI40VHtTx5EdkdouVdLK5Ful8L3v1NFT/ndyEoAt728BAGj1Wk9YyOqaJQkQ3kFi+4Lt2Dx/s9+/ofeU3hjz5JiQ/u5YLMhmexMRUcMQBAE1p2pwbNMxfHv3t7DssiC9Qzr6Xt0XUEF8bzLbZO9XgbYiV3Js87EY/QXRF1YAMRqN2LNnDy688ELJ7RdffDHuu+8+bNy4ERMnTgQATyXEW2lpKVQqFTIyMgI+z/Tp0zF16lTJbYWFhZg0aVI4l01EQYiH9iZAfMGutdZKvv1ZP3d9wPamN3q/Uf+MCQC6ZJ0nMDirnag8Xun32B4TemDKginQGXT1nhcAMjpnYMuHW6IaFmJVsWC1gohImb/2JkEQUF1RrdiC628tn9VihavWJTv/ymdWSm5zD1NN75COnEE5il9yef++YPwCHN1Qt/tszgD/XUXxJqwA0q9fP6xdK1/A6N5QS61Wo2vXrtDr9di2bZvsuG3btqFbt271rv/Izs5GdnZ2OJdIRGFosPam0/MmyvaVQaVS1c2Y8HkBd9gdIT2fwWRA5/M6B16EbTRAm1T30ldfe1OrPq2CDh9A7MICKxZERNHlHqaqFCTWvLwGlcfEL6eOrD+CeXnzkJieGPQwVX2WuGV5ZpdMtB3aFgaTAVve3yJ5P1Rr1bhz651BD1P1NWXhFFlIairCCiCXX3453nrrLXz33XcYOLDuQ8m3334LABg+fDi0Wi3Gjx+PL7/8Ei+++CJSU1MBAEVFRVi2bBlmzJgRhcsnooZsb8rqluUpJSv1o/oGiBPbTwScN7Hyaem3P4lpiTCYDEjJSVHczWnvD3tRsLjA79/Q/8b+IX+j35Tam1ixICJSVlpYis+v/BzF24qR1T0Lw+8bDrVWrdyC6/Ve5fue54/D7kDO4BwYhisPUPX+PSkzCWqNPEyU7CjBkfVHPL/nDMpBq97hz8TL7JLZZNZ8+AprDggATJgwAT/++CMeffRRDB8+HL///jtmz56Nv/zlL1iyZAkAcRDh0KFDMWjQIDz44IOeQYSlpaVhDyLkHBBqyhqivSmUeRPepeQVT67A1g+2+j3WYDKIL+YKpWQlSRlJcDlcqKn0v1i709hOuPj1i2EwGqDP0kOToAl4zljMmgA4b4KIqCHVt3uTy+mCrdTmv73JXTX3ua8+Ko1KFhj8BYlv7vwGxVuLPY9tN6xdxB/2m/KuVfUJ9fN52AHEZrNh9uzZ+Pjjj3Hs2DG0bdsW1157LR5//HEkJiZ6jvvjjz8wc+ZMrFmzBlqtFmPHjsWcOXPQtWvXcJ6WAYSarGgOpwPq+TCuUuHSf18KTaJGVqWQvIAHU0o+LSElQaxKuF+kTXrFb34MJjFMqLXqetubRjw4IuRv9GMVFkoLS9neREQUZS6HGCa8w8KP//gR5fvLPcckZSTB1NvkeY8KZpiqWquWvP8c/PWg5DEqjQpXfXWV5L0pMS3R7zBVX805LMRCgwWQxsIAQg0pmu1NoXxzL7gE2MpsAXdzOvjrQZTuKQ3tQtx9qd5h4XSQOLrhKA4sP+D3oeGEhVhVLBgWiIgajufD+KZjyO6bjfOePQ9avVa5KuHzXlXvMNXTUnJSFN+b/FUpEtMSJbupvn3m25L2pmhULCh4DTIJnagliNaCbJfTVe/uTR9d/BGSs5M9L9z2MnvQfan+tBvWDiMfGemZL6E36pGUodyXCtQfFrh7ExFR/Av2m3vvYar17eZUvLUYzmpxS9jjm47jo4s/8vv8mkSN530np0OOYrvTr0/9Csuuul1SoxEWLl9weZNdkN0SMYBQsxHN9RX17d6U2iYVuhRdwC33Qikll+4tRfWpahiMBmTnZct7UxX6U1e/sBqrX/Df3tRpbCf0nNAz6L+ZuzcRETVNDrvD877zxVVfwFxgBiDu3vTO2e+gy1+6yN6jghmm6p5/5DuPQqVW4cJXL1R8b9IZ5MNUfeWelRv1sNCUF2S3RGzBokYTzcAQzvoKZ61TfDFW+LanYHGBZG/tUKh1atkLctneMhzffNzvY0bMHIG/PM/2JiKilsa3YjHhvQlITE0MOAHb977aqtp6n0eXrJO3NNWzm5N7C3K2N1F9uAaEmoRoLsj2+0EcAFRA/xv6Q3AKshfw6pPVYV9/qz6tMOi2QYov4AmpCbJvf7h7ExFRyyIbpqrQ3mSz2LDn2z0hvx8lpCT4DRKb3tmEioMVnmPbDGiDW9bcIpl/FCouyKb6cA0IxUSDtTfdtgTthrVDUkZS0BNGTx49qby+AgAEYMv8LQAAbZLW8yKd0TlD3PrVa5Gb7wv47//+3e/f0GNCDwy/b3jQfzPbm4iImi5BEFBTWYPjm47jm+nfwLLLgvSO6TjjmjMAwO+2sKEOUwXE94Vhfxum+N5kMIo/axP9f3zrd20/WViIJHwAbG+i6GMFpJlq7PYmt1pbrSxIbHpnE/Yt3RfWtbjpDDrPC/Kpo6dQVVzl99geE3pgyoIpIU2zZnsTEVHTp/TNfUbnDHGYqp8vt/zt5uS7DkJJUkaS/5YmP1uWvzfyPbY3UZPHCghFbfcmoP7F2GX7y6BWqxWrFVazFQ5b6N/+pHdMR88JPRVfrN236fR1YaK+WROt+rQKKXwA3L2JiKgp8B6mqrQZyMb/boS1xApAXJA9t9dcAAhumGpmEgwmA9I7pCNnkLib05YPtkjeD9VaNe7ccqdk/lGouHsTtUQMIHGgIdubOo7siMyumaitqvXbk+pdSi7eXux/+1hBwMqnVkpuTkgV+1JTWqf43c2pYFEBti/Y7vdv6Ht135A+pA+8eSB+e+m3qG4fC7C9iYioIZUWluLzqz5H8dZiZHXPwlkzzoJaqw7YgmsrDX6YKiAOxes5vqffKdju2/SZymGiZGeJpFqRMygHrfq0iujvZnsTtUQMIGGIdXtTKNUKQRAkpeTfXvot4LyJ/wz8D5w1zqBKyYnpifW+sHca2wkXvXqR5wVck6Cp97xtBrTBjk93RC0wxKpaAbBiQUTkT6CFye5hqv6q44q7OZ2uVACAeacZS25bIntOlVolhgajAcYexnq3LP/ymi9xbOMxz+PbDW2Hq766Kuy/mdUKouhgAAlRQ7Y3uRwuaBO1fnfOcN8eTCnZTZOoQcdzOwbeeu90KVmj09Tb3tRuWDu0PqN1SH93LAIDqxVERLHhcrpgK7XJgsSK2Stw8tBJAGJ705v930Rqu1RPZaK++Ucqjcrz/mPqZUKRuUjyGJVGhasWXyV5b0pKT4JKHXjGhLepn02NamBgtYIoOrgIPQShLEwWXALs5XbF9ib37wdWHEDp7tLQLkIF6DPlpWP3bk4Hfz2Iwu8K/T58xIMjQvpGP1aLsQEuyCYiaiieasWmY8jum43znjsPOr0u4Jdb7mqFvdxeb5hwy+6r0Hqr8CWXwWhAYnqiZMtyzpogarq4CD2GNr27KWB70/tj3kdCSoK4hsJik1U2QtVuWDuc8/A5khfwpMwkqDX+F7n1vrw33vjRf2BgexMRUfwLZu6CZ5hqPWv5rBYrjm8+Dme12Hp7fNNxfHTRR36fW5Og8QSGNgPa+N2yfOn9S1Gyo8TzuEgDA9ubiFoOBpAQVByoCHh/VUkVElITYOplkr1gKy10W/3iaqx+wX97U6exndBrYq+QrpHtTURETY+j2iGGh9NBIv/2fJQWihXyI+uP4L/D/ot2w9qFPExVkyiGCd91fyq1Chf+34WK7026ZJ1smKoSU08T25uIKCwMICFI75Qe8P7hM4aHtnvTLQPx25ymsXsTqxVERMp8qxUT509EYlqi4rawiu1OZitqKmsCPofNYsOB5Qc8YSGzS6bkyy2/W5YbxDDh297UdkhbnPm3MyP6uxkYiChcDCAhiPZ2r2xvIiKKb7XW2oBr+axmK/Z8s8dTjTiy/gjm9ZlX73l1yTpPYFDazWnt/61F2d4yz/Fth7TFbRtuC/vvYHsTEcUTBpAQsL2JiKhpEgRBDBNmK4q3FGPpA0tRWliKtPZp6DGhB+CCYsgIZ5iqSq3C0L8OVdwW1v27Ninw22/3i7uzvYmImi3ughUG7t5ERNQwlBZjZ3TOQE1lTfDzJU7f516EHUhiWqJ8W/J6tiyfP2o+d28iohaNu2A1ALY3ERFFh2SYqkJ70x///QPWE+KAuiPrj2Bur7lQqVRBDVNNykiCwWRAWvs0yW5O615bJ6liq7VqzDg0Q5x/FMQwVV9sbyIiCg0DCBERRYUgCCjeUozFNyxGyc4SZHTJwODbBkOlVtUFC7NNFjJcjuCHqbocLvS4tEf9VYosPdRa5S3LD606JKlY5AzKQUqblLD/brY3ERGFhgGEiKiFCjRrwu8w1UC7OVmskspC6e5SLL1/qfRJVYA+SwwLmV0y0W5Yu4Bbln957Zc4tvGY5+HthrbD1UuujujvZsWCiKhxMYAQETVzLqdLDBM+6ySWP7EcJw+dBCC2N73Z/02ktU8Tjymtf5iqSq3yBAZjDyNyTbnY9fUuyePUWjVuXHGjJ1wkZQQepupr6mdTox4WWLEgImpcDCBERE1E2b4yfH715zi+6ThMvUwY9egoaBI0ilUKyUTsUpt063A/aiproFKr0KpPK/l8CYVF2EnpSVCppQPrfOdN5AzKQe7ZuWH/zQwLRETNDwMIEVEMBGpvcnPWOmErtQW9m1PZvjJPi9OJbSfw+ZWfKz63Wqf2hIXsvtl+g8TS+5eiZGeJ53HR2L2J7U1ERLH12C+P4fI+l2NAmwGS2zcf34wvdn6Bp8Y+1TgXFgIGECKiKHDWOiUViCW3LUFpYSkAsb3p7TPfRrth7SQho7qiut7zahI0ngDh2xKl0qgwaf4kWbhISE2ASqXyc8Y6pl4mtjcRETUh24q34emVT+PplU9jTKcxuKrvVRjWbhhmr5iNxQWLAQBX5F2BM1qf0bgXWg8GECIiSCsWbfq3wUWvXYSE5ATFKdg2s3witnsStj9WsxX7ft6H5FbJ0Bv1yOiU4dkWVmm+hPs2XbLOEyZ825vaDm6Lftf1C/tvZlggIoo9fxWLTcc2YeH2hbh72N0wW80wW81I1iVjRIcRkuMEQcDQ/w7FiaoTMFvNntuXHViGZQeWeX6f3GsyZp07K+7DB8BBhETUzDnsDsWdmyRhwmJF0coi1Fprgz6vzqALOKBu7atrUba3zHN8zpAc3Lb+tqAqE/4E09ZFREThC7e9yf1x2vc1/j+//wd3fnMnAKBdaju0S22Hcns5ik4Wwe6wy84ztvNY/DztZ9ntrV5qJQkfvjbdsUl2zQ2JgwiJqNmqtdbCarHi+ObjWPrAUpTuKUVa+zT0nNgTgkuQr5swW4MKFbpknew4lVqFcx8/VxYy3EFDp9cFPGf3S7rLwkIk4QNgxYKIKJa825sm9JyA2wfdjnJ7Od7Y8AbWHF4DADhRdQJqlRoWm8VTtXD/fPC+g2iT0kZyzgJzgefnI6eO4MipIwjEYrUo3m4ymPwGkC6ZXRo1fISDAYSIYs73m/vLPr4MKW1SFHdsCrSbk8PmkJ274mAF1r++3vN7QmoCDCYDkrOTlXdz8gkSBqMB2iStvL1pSFucO+vcsP9mhgUiotirr2Lx5JgnUVFdAYvVIgkL3r9f0v0STOg5AWe0PgOb7tiEJ1c8iUUFi/D1rq9lz/fWxrf8XovFapEFEJPBFNLfU2orVbz9nmH3oLKmEka9ESaDCUaD+M9JCydBo9KE9BzxgAGEiCIiCAJqKmsUg4T7tu2fbIe9VCw1H1l/BP/q/q+gtoVNTE+EwWhAattUZJ9Rt5vT+n+tlwy8U2vVuK/oPuiz9NAmhveyxt2biIjim0twodxe7gkPBZYCT8ViUq9JePzcxwEAExZMwKGThwAAz616Dk7BGfC8mUmZmNBzAgBgQJsB+PLKL/Htnm9x6ceXhnR9ShWKDukd0MvUSwwNeiNWHFwBjUqDmSNmSoKE+/6MpAzFc08fOl3xdo266YUPgAGEiLwIgoDircVYfMNilOwoQWbXTAy6bRBUapXitrDukOGqdYX8XP1v6B9wDYU+Sw+NTvmF9fBvh2WzJlJzUsP+uwFWLIiIYq2+asWUPlPw494fFdubLFYLLDYLXELd+037tPaSioV7Fyhv9YUPQDk4jOo4SvK7RqWRhQXJPw1G9DD2kJ3n+v7X4/r+13t+z5snro+4f8T99V5Xc8YAQtTE+VuYLAgCqiuqJQuug9nNyeWoe3G37LJg6T+XSp9QBegz9Z6dnNoOaVvvbk4fj/sYRzcc9Zyi3dB2mDR/Uth/M6sVRESxF+yCbEEQZK1NvuFhX/k+LD+wHE+vfBo6tQ7/vvTfGNx2sGT7WEEQ8MyqZ4K+PovV4qlYbD6+GQP/MxAAMLrjaCw/uNzv47RqrSQ8dDd2lx2TrEtG54zO0Kg12HDbBqQnpke8ji8Wdkzf0diXEBYGEKImQHAJsJfbFYPEmlfWoPJYJQCxvWle3jwkpiXCarFK2pQUqSCGB6MeWd2yYDjTgN35uyXzJtRaNW5YfoMnXCRlJkGtUYd0/VMWTolqYGC1gogoNhwuB0ptpfjt0G+e9qYBbQZgZIeRqLBXYPuJ7dh4fCOAunkTVbVVaPVSq6Cfo9ZVi1uX1L2Gu7eP3WPZE9K12hw2WGutMOgMGNBmAPq06gMAuHngzTinwzmeioXvuonUhNR6w4RKpYJepwcAv21RFD4GEKIGVLavDJ9f/TmObzoOU28TRj0yCtokrd8qheefpTbZEDp/HHYH2g5pi1xTrrSlSaHdKSlDHiZ8F2PnDMpBhxEdIvq7GRiIiGJLqVpR66zFioMr8NnOz3DtGdfK2ooA4KkVT+GbPd94Khbl9nLZMZuPb8bm45s9v/vOm0jWJSNBk4AaZ03I1+29fezJ6pNol9qurs3JYIRJL18n4R0m9Fq97JzeLU/xpqlWLKKNAYQogPrmLrgcLtjKlHdsUgoSpXtLPVWJE1tP4PMrP1d8XpVG5QkLrfq0kgQI3yCRf0c+ircWex7bblg73LTyprD/ZrY3ERHFXrjzJtwOnzyM/N35sFgtKDAX4H/b/oenVz6NzKRMGHQGlNvLUVVb5Tn+rT/eQtXDVTDoDJLz7C/fj3VH1gV93YNyBuHLK7+U3KZSqWAymHD0VF2rrUFnkIUF73UTr617DYnaRMnfP6rjKBz+++GgryXWGBZihwGE6DRnrRO2Umlg+PEfP6L8QDkAsb3pP4P+g1a9W3lChr1MPkTIl1qn9gQG3yqGSqPCxHcnyqoUiWmJQfeaXrnoSrY3ERE1Ib8f/d3T3jQidwQm9JyAcns5Fhcsxp/mPwEAv+z/BTWuGpitZswePRvT+k+TnGOPZQ/u+uYu2bnL7GUos5fJbgfExdYd0qUV7WC2iU3WJaPGWQONWoPBOYMVj/niii+QpE3yBAx3+5I/b/7xZr3PS80XAwg1G97Vijb92+Ci1y9CYkqi4rawStWK6orqep+juqIaFUUVMJgMaJPbJmB7k/v3hNQET5iQzZoY3Bb9p/WP6O9mYCAiiq1A1YqF2xfi7qF3K86XSE9Mx73D75Wdb8KCCZ6fVx9ajdWHVsuO+e3wb56fj5yUD68zGowh/x0Wq0UWQEZ1HIUaZ43/aoXBiCRtkmf3prfGK8/BGN5+eMjXE22sWDQdDCDUaOprb3JzVDv8zpfw/ufBlQdRWyVOsz664SjePevdgM+vTdJ6wkJGpwzFILHiyRWw7KqbStpuWLuIPuyzvYmIKPbCaW8SBAHWWqsnPPQ29YZep5dMxx6SMwQatQbl9nIUVRTB5rABAF5Y/YLidfRp1UcxgJgMJhyrPBb032OxyadjmwwmpCWmyddF6E34eNvH0Kg1eP3i1yX3t0qWLxQf12McxvUYF/S1EEUDAwg1qFpbrScwfH7157AUiC+qR9YfwTtnv4Mu53WRhYyayvoXtekMOtRaayW3qdQqjHpslOK2sAaTATqDrt7zth/enu1NRERNiHdgcA+nq6qpwr3f34s/jv0BANht2Q2oINs2ttpZVwl3L472nY4dCqX5EoBy9UKtUqNzRmfFBdhn554tO75taltUPFiheP4f9/0IAJjSZ0pI19uQWK1o2RhAKChK1YqUNil+50tYzadnTPjc5xsSvFUVV2Hbx9uQkJLgCQymnib5gDqFdiedXidvbxrSFqOfGB3R383AQEQUW/VVK54c8yRO1ZzyO1/CbDXDbKv7+Yq8K+odTvfpzk/rvS7v8OCeNfH4ssfx5K9PBnycCipk6jNhMpjQJqUNBEGQrel74S8voNpR7QkaY+aPAVTx/aE8nq+Nmh4GEIIgCKitqpUHCa8wsWPhDthKxVLzkfVH8Hq314EgdoVNSE2AwWRAcnaybDenje9sRMWBum9v2gxsg1vW3AJtYnj/WbK9iYgovgmCgIrqCk9Y+OPYH55qRW9Tb3x8+ccAIBlO99P+n7D28Nqgn2NQziDF4XShsljlbU+XdL8Er69/HRqVBg+MeMDT2uS9diIzKRMatSbguYe1Gya9If7m2xHFFANIMyMIAmoqa3Bs4zF8e/e3sOyyIL1DOvpe0xcA5AuwT4cMZ7Uz5Ofqd30/xYqE5zajAZoE/y/CZ1xzhiwwhBs+AFYriIgagrti0a91P1TYK2C2mpGdnI395fsl6ytWFa3CK2tekVQsSm2lcLgciuf90/ynJCy4Z008szL4ydiAvHLhHk53+ORhJGoSFRdaK82XaJ/WXnbuM9ufibapbQEAD4x4IKTrakisVlC8YwCJA/4WYwuCgOqT1QHnSyjd56p1yc6/8umVktuSMpNgMBqQ3iEdbQa28btOwn3bgvELcHRD3f7e7Ya2w+QPJkf0dzMwEBHFVriLsZfsXiLZzcnd+lRUUYRNxzfh6ZVPSx4ztO1QbDi6AUDddGyz1Rzymgk37+F0Rr18vYRGpfE7X6Jf636K5yyfWR709uYNjYGBWhoGkAYiuATYK+yKuzmteXkNKo9VAhDbm+b1nYfEtETYLDa4HK7AJ1YB+kwxJGR0ykDbIW1hMBmw5f0tkpkTaq0ad269EwajAfosPdRadYCTyk1ZOIXtTURETYDD5UCZrQy/HfrN0940sM1AjOwwEuXV5Vh+YDmKKooAiIuxP5n6ieTxKpUK13xxjWSIXX02HN0gm44dzHwJANCpdZ4wUeOsgVatlQSmO4fciQk9J0iCRlpiWshhIl7DB1FLxAAShtLCUnx+5eco3laMrO5ZGH7fcKi16oBVCVupzTMBuz4OmwM5g3JgGB5gvsTp25Iyk6DWyMNEyY4SyYLsnEE5aNVbvv1esFitICKKPd+KhcPlQKmtFCuLVuLrgq8xqdckT0Xib2f+TTbV+r7v78Nr616TnXfT8U3YdHyT7PZDJw8pXofRYERVRfAB5I7Bd+DNcdLBcrlpuZjaZ6riOgnv21ISUjzhwD1rwtuANgNkFZzGxGoFUeQYQMLw6ZRPUbylGABg3mlG/u35smNUGhX0WT47OZn0ikHimzu/QfHWYs9j2w1rh5tX3RzRNXJBNhFRbIXa3lTrrIXFZkGCJgFZ+izJffvL9uPe7+/Fkt1L8PTKp5GsS4ZKpUJlTaXkuA+2fuD5+Yq8K9Als4vk/mRdckh/g79tYk0GE4oriz0hwXdbWHeIePiXh6FVafH02Kdl5+iY0RGfTq1/t6lYY2Agij8MIGEo2Vki+V2lUeGqxVdJgkVSehJU6uDKvVcuujLqYYEVCyKi2PGeNTGq4yiM6zEO5bZyLCpYhD/NfwIAlh9YjmpntadicbL6JABg9ujZmHXuLMn5bA4bluxe4vk9mPYns9UsCyD+2p4MOoOnvemcDud4AoTvVGy3327+DQmahHrblp5d9WzA5yUiUsIAEoacgTnSeROD26LHuB5hn49hgYgo9vxVLNYdXoePt3+MmwfcrDhjwv17ckIyvrjiCwCQDaf79eCvsudbdWiV4nUobe8aygf4lIQUGPXieglfl3S/BG1T28ranfQ6vae9aen1S+t9jkRtYtDXE02sVhC1DAwgYWB7ExFRbIWzexMAWGutigPrepp6yqZjf7HzCzy36jk4BXEb8tfXvR7wmnzbptyzJs56+yysPRL8nAqzTd72lKXPwkXdLpLs5jTv93nQqrV4f9L7ntuMBiOStEl+z93T1BM9TT2DvhYiosbAABIGViyIiGLHu73p0u6XetYXeA+nKywthABBskWsxWqBzWFTPOe313xb73Ts+pTZyuBwOaBVS986O2d2xtoja6FWqdEpo5N8roTPfImO6R1l59aqtfju2u8kty3csRAAMLbz2JCvtaGwYkFE4WAAISKiiAVbsdht2Y39Zftl8yV82550ah1qXbX4Zs83+GbPN57zTe41GQ+PfBhD/zs0pOuz2Cy4uPvFQU/HzkjKkIcHvQm1zlpZAPnPuP9g8/HNUKlUcf2BPJ6vjYhaFgYQIiIKmiAIOFl9UhIYNh3b5KlYdMrohG5Z3VBuK0e7tHb4atdXAOqG0z2+/HEs3L4w6Oc7q/1ZWHN4DQDpcLqMpAyU28vrfbwKKmTqM1HrrPXc5p6O7XA6cP+I+2VBI0ufJQsZgaQmpnLGBBFRCBhAiIhaGHe1on/r/qiorvAEifVH1mPpvqV4/i/Po0+rPpLHrDiwAld+fiUsNgscLoffcx8oP4AD5QcAAL8f+102nE5pqnUgNc4az7V4V1cu6HoB7A47THr/8yWMBiMykzKhUWsUz63VaHHroPhtp2XFgoiaq7ACyPLlyzFmzBjF+9asWYPhw4d7ft+4cSMeeOABrF27FlqtFmPHjsWcOXPQpUsXxccTEZFUMO1NLsEFa60VKQkpssc/teIpFFUUwWKz4GD5QWw8vhFPr5TPbXDrZeqFF89/UXJbojYRxVXFfh6hbNEVizCp9yTJbe7dntQqtWxthCQ8nP65XVo7XL/oetm5P5nyiey2xsSwQESxNmHBBOwt2xvUsV0zu+Lrq7+O8RWFL6IKyLPPPisLIn379vX8XFBQgNGjR2PAgAH49NNPYbfbMWvWLIwcORKbN29Gq1bhT+YmImrujlcex9K9Sz3tTXmt8jCk7RBU2Cuw9shaHK88DgCYu2EuTlafxKCcQdhw2wbZed7f8n7Qb1oAkKBJkN0WaJtYjUojCRKbjm2CRq3BwBz5OosZw2fg3jPvRXpSOtQqddDXRETU1EQ7MOwt24udJTujcWmNLqIA0r17d0m1w9esWbOQmJiI/Px8pKWlAQAGDx6M7t27Y86cOXjhhRcieXoiorjjW61wupwotZViVdEqfLXrK0zqNUk2X8Jis+D1i15Hxwzp7khv/v4mZq+Y7fl9R8kO7CiRf9PuXgvhb6q10WAM+k1Qp9YpzpfIScnBKxe8olixSEtMk6yBcM+b8P17ACA9KT2o64g1ViyIKNaaU2CItpitAXE4HMjPz8e0adM84QMAOnbsiDFjxmDRokUMIETU6EKZN1HrrEWprVQSHjqkd8CQtkMASLePTdYlQ61S41TNKcl539/yvuJ1zBwxU/aBPdT1EkoD7gBgaNuhSNYlK66ReOSXR6BRafDztJ9hMpiQkpCiuKA6OSEZM86aEdL1RAvDAhHFWnNqb2oKIgogd999N6666ioYDAacddZZeOyxx3DOOecAAPbu3QubzYZ+/frJHtevXz8sXboUdrsdSUn+ByoREcWKw+XAnyV/yobTfb3ra3yw5QPPG9HiXYthq7XBbDWjorpCdp67htzlCSDu6diP/fIY8vfkh3Q9StUL77anJG0STAYTSqpKoFVrcWmPSxUXYAuCIAsQcy+Z6/d5n1v1HABxlgURUVPRXNubap210Gl0ktsEQcCTK57E8VPHG+mqoi+sAJKeno57770Xo0ePhtFoRGFhIV566SWMHj0a33zzDS688EJYLOI3cVlZWbLHZ2VlQRAElJWVIScnx+/znDhxAiUlJZLbCgsLw7lkImoGAlUrPt72Ma7vd718voTVArPNLJuODQAVD1bUO5xu+4ntAa/JNzgMaDMAX139FbRPaiFAUHyMQWeQLcBuZZCviRvXYxwO3ncQJoMJBp0BQF17U7wtwvbGigURxVq8BIZo2W3ZDf0zeozpNAbfXvut5D6VSoVX1r6Ck9UnG+nqoi+sADJw4EAMHFi3uHDkyJGYPHkyzjjjDDzwwAO48MILPfcF2hu9vn3T582bh9mzZwc8hojiVyjtTW52h10ykM4dJnae2Ik3fn8DT698GqM6jsJrF70GQDod+6XfXgrp+mqcNRjQZkDQw+mUVNZUym5Tq9R44S8v4JW1r0Cr0uK9Se95KhRGg9ETJuqTmpiK1MTUkK+JiCieNLf2psqaSny09SPZINX/jv9v2OvcHC4HHC6H37V8JoOJAURJRkYGxo0bhzfffBM2mw1Go9i77K6EeCstLYVKpUJGRkbAc06fPh1Tp06V3FZYWIhJkyZF67KJKEa810OM6TQGV+RdgSRtEr7a9ZUnMFyRdwX6ZvfFmW+fieKqYpitZlhrrfWe+9eDv0rCwuRek3F+l/Mx/dvpIV2jxWpBTqpYhXUPp3Ov6/DdDtZ37YT7tkRtouK57x9xP+ZvmQ8A+EuXv4R0XQ2J1QoiirV4qlYoDVMNtQW1qKII1y26Tnb7M2OfiXijDX8BZHDOYBw7dQw2hy2i88eLqC5CFwSx3UClUqFr167Q6/XYtm2b7Lht27ahW7du9a7/yM7ORnZ2djQvkYj8CFSt+Hzn53hqzFOyquXSvUuxqmiVZDcn79Ynt2UHlmHZgWWe332H0x0oP4ASq7TdMpD7zrwPr657FUDddOw/jv4hOSY9MV1xxybv1qe0xDTZuU0Gk+JWtvGCgYGIYq25VSwOlB9A33l9Pe9TvsNUZ42aFZXnMVvN6G7sHtZjWye3xrPnPYucFOWlCZ9O/RR58/LiJshFKmoBpKysDPn5+RgwYIAnWIwfPx5ffvklXnzxRaSmim0ERUVFWLZsGWbMaJzdVIhIXOR25NQRT1DYdGyTp1rROaMzumV1Q7m9HLssuzwl37GdxmJsl7GS83y751tPEAiWOzB4MxlMAQNIZlKmJEyclXsWftz3I4C66dh9WvXBjuk7YNQbkaXPki3iIyJqjmIRFhqzYlHjrMGaQ2tk7U3u9Xzun3dbdgd9TmutVXELczd/VYdANCqN5Asuo8GI5ITkkM/jZjQYcfPAm8N+fFMTVgC55ppr0KFDBwwZMgQmkwl79uzByy+/jOLiYsyfP99z3OzZszF06FCMGzcODz74oGcQoclkwj/+8Y9o/Q1ELdJjvzyGy3pfhi6ZXSQv0H8c/QO/Fv2KYe2GwWK14JLul2B8z/GSx24t3ooh/x2ieN795fuxv3y/7PbsFHk1MtBwOiVatVYWPgDg7qF3o7Km0vNi7l2pyNRnQquWv1R5z8cAAL1Ojz6t+oR0PbHGagURxVo8tTe5OV1OlNnLPO9Lp6pP1f+g0wpLC3H2u2fH8OrkSu2lIR3fy9gLO+/eWe9aZvIvrADSr18/fPLJJ3jzzTdRWVmJrKwsnHPOOfjwww8xdOhQz3G9evXC8uXLMXPmTEyZMgVarRZjx47FnDlzOAWdWpRgFmO7BBcq7BWeMFHjrMGojqNk57ph8Q1YXbQae8v24umVT/t9zqX7lgIAMpIyZAEk1OAAKH9DlJuei57GnnXVCYVtYd2/T1o4CRqVRvHcdw+7O+TriQUGBiKKtebW3gQAVTVVOP/D8z0VizJbmd9dABtDZlImpg+dLl/bd/q9KjUhFX3/3Tfo86nV6kYJH10zu8bk2MYQVgB58MEH8eCDDwZ17ODBg/HTTz+F8zREzYL3Yuy8VnkY1nYYyu3lWHtkLY5VHgMAzPt9HirsFXAKTs/j2qW2w+G/H5adb2/p3qDfvID650sAdaVk94vy5uOboVFrcMfgOzwv1j2MPWTnmdZ/Gqb1nxbUdWjUyuGDiCheNbf2JiXfF36PTcc2Sdqd9pfJq+CB6HV6rDuyDi7BFdVrS9QkSoKCd3j47x//xfGq4OZi5KTm4Omx/r+wi5VoB4amEEaDFbNJ6ERNmXfFQhAEz4vy2kNr8W3ht7io20WKW8W6//nlFV9iZMeRAOqG0920+CZsLt6s2IdaapOXfy02i+JQufqqF1q1VvIirbQgzqAzYO0taz0v6mmJaVCr1J773bMmnv/L8/X/y2okrFYQUazFW1jw5nA5UFJVgmpHddCPcW8W5O1/W/+Hj7Z9FNG1qFVqZOmzwlpL4atLRhf8csMvnvlH/ioNX/z5RdABpLE0p8AQbQwg1OSFMmvC4XKgzFYmX9h2+vc+rfpgcM5gyXTs+8++HyPeHSE592c7Pwt4Tb4Lqge0GYBHRj2CqZ9N9fMIObvDDmutVbao7fLel6Nvdl9JCfmv3/4VWrUWG27bgLTEtHpLwyqVCme2PzPoa4kGBgYiirXm1t5UUlWC+76/D5f3vtzzpZbbz/t+xkUfXRTS+byr7G7htOQquffMe+F0ORXbcC/834X40/xnUOdJ0iWhY0bHqFxTKJpTe1NTwABCTVatsxari1ZLwsLj5z4OQDqc7uvdX8Naa4XFakGZvSzgOSf1moQbB9xY73Ts+ih9C9Q6uTXapraFxWqBRq3Bpd0vDThfwnv6tbfr+18vu02v0wNAxPuPExE1lOba3mSrtXm+1HIJLgzKGRT2uUqsJXht3WvITcuVBRCjwRjy+ZwueQBpn9YenTI6Sd57viv8TrEyH8ijox71e18s1kuwvalpYwChBhdMxeLwycP4Zvc30rkSPhWLiuoKyeMXFyyWhIXJvSbD5XLhq91fBX1t7tkV9U3HTtIm+R1UZzQYcXaufAePkR1H4sjfj3jamz6d+mnQ19XQWK0goliLh7AQTbstu5H8bLJkmOqANgOw6Y5NEZ/bYpMPdQ6ncqG0o+A/z/4n/nn2PyW35c3LCzmANDQGhqaNAYQCCqW9yc3usMNitSi2OBWYC/DRto/w9MqnkZGUAYPWgDuG3IFNxzdJpmObrWbc+c2dIV3rd9d8h4s/vhhA3ayJmUtnAvVsFZ6sS/ZUHnoae0ruc0/HttXa8MUVX3gChlJlgoioOWtu7U0V9gq8vu51z3uU2SZ9v/rxuh9DOp/D5ZANuIt0TYROrcOgnEGKw+naprbFshuW4davbw36/y6NtRkI25vIFwMI+eW9e9OYTmNwZd6VKLeXY8H2BdhSvAWAGBbc06zdur7eFUdPHa33/OX2cpSjHI8vF9umvKdjby3eGvL1tk5p7ZkD4Q5MIzuOhN1hV9xBw73rk7t9KRC9To+BOfJKSLxgxYKIvDXX9iZAXEh9quaUfBMQqwUnqk4EfZ4jp47g3u/v9Xt/oOGowXJX1cPV3dgda29dq3hfgiYBozuNRqI2MaLnaAjxHkap4TGANDOBKhYLty/E9KHTYbFa0MvUS/bB++NtH2P+5vmSF3S3ZQeWYdmBZZLju2R2kYUPADDqjUEFEG++07Hd+3L7WxuhtI93drJ8UN64HuMwrse4kK4l1hgWiCjW4iUsRMuB8gM4499neIJGras25s8ZanjITs7Gs2Oflb1nKe1mGO9YsaBYYwBpROG0NymprKnE17u+xrbibXh+9fN4euXTaJfaDu1S26G8uhxFFUWwO+wAgBdWvwAA2Hj7Rtk3+odPHvYMrwv2eZUo9aWmJ6YrBomPtn4EvU4v+3fQNrUtTj50MuhrISJqyppbexMghoYVB1ZIvtTy/nmXeVfQ57LWWrH9xPaoX2MrQyv54NTT/3RX1INlMphwy6Bbon6N9YlFWGgK/31R08YA0ki825vGdR+HO4fciXJ7Od7Y8AbWHF4DADhRdQIatUbygj21z1TZThMnq0/i2i+vldx25NQRHDl1xO/zK/WlGvXB7aiRmZQJk8GENiltFL/Zef4vz8PusHteyLP0WdBpdIrn+mHvD0E9Z2NixYKIYi3eKhYuwYVye7lkHV+5vTykc6w/sh43fnVjTK7Pl3uYarm9HDXOmqAe06dVn2bx+s6wQE0RA0gI6qtYPDnmSZysPin/tsdqgc1hw8MjH/Y8xj2c7oIPL0D+nnzk78mXPd9bG9+S3TawjXwdQrDBwZvSjhp9s/vipgE3yVqb3EFi8ieToVFpsOPuwC/Yw9oNC/l6oqU5vJkQUXxrjtUKb4IgIPnZZE/lPFzhvDf5k5mUibuG3CWvVvgMU82blxdXQU4J25uIGECC5l2xmNRrEib2mIgPt32ILce3eD7MP7fqOcUhP4D47cxD5zwkqRYMaDMA53Y6F5/v/Dzo61AKDonaRKQnpkOn0UlemFccXAGNSoOZI2bKXrRz03Nl5zmz/ZkBh9M11u4ZRESRiHZgaOxqhdPlxM6Snehh7CHbVvWdje9g8a7F2F+2P+zzq1QqZCRl4HhlZFOmTQYTEjQJ8llHevGfb298G8VVxUGdKyc1B8+c90xE1xMOtjcRxQYDSJDcFYtAw+n8hQ/3fRXVFchIypDcrvQNkbuULPmG5/QLdr/W/RTPXzqzFGqVWnKbe97E/SPur+evazysWBBRrDV2YAiG0oA4f3ZZdiFvXh4OzTiE9mntJfcVmAuQv1teUQ+VyWCSBRAVVBAgBH2Ofq37wf6I3e8C7EUFi4IOII2FYYEoNhhAQlDfcDolWrXWU3mw1lplAeSOwXdgfI/xuOe7e6BRa7Dhtg2eUnIoQj0+HAwLRBRrza29yVxlxt9/+LtkAfYtA2/B7YNvlxwXzq5OZqtZFkDCGU6n5NULX4VLcElacYf+d2hIQa4xdn5iexNR08AAEoYBbQage1Z3FFcV4+q+V/vdFta9lWygF+GBOQMxMGcgHvjpAQCQBRQionjW3NqbAP/DVFUqFe4cEtqA1BPWE/i/tf8nuW1Uh1Gy47Sq0N+OlTYT6d+mP67uezV+2PtDRJOsz+tyXtiPDRbbm4haLgaQMOk0OrRPa483x73Z2JfiFysWRBRr8RAYArHV2lDrDL668GfJn9A/ozyctE1Km5ADiBKzTR4cQllj1zG9I7666it0y+omu++ibhfhom4XIW9eXkQBpCEwLBC1XAwgcYJhgYhirbm1N1XYKzB3/VzZfAl3xcJsNcPmsIV0zkBrHMxWMwQh+DUQAKBT6zCgzQDJer6zcs+SHRdKu1JyQjL6t+kf0nVEA9ubiChaGECIiOJUc2xvAsRtXitrKmWBwWKz4ETViaDPc+TUEdzz3T0xvNI6GUkZMBlMsNZaQ3pcd2N3rL9tfYyuyj+2NxFRPGMACRMrFkQUa/ESGKLp1q9vxYdbPwx6WFxDy0nJwRuXvCHZNjZLnyXb7jbeMSwQUTxrWq+oRERxqrm1N/naWbITr619ra5qcfqfoc6KUKvUUQ0fvpt/SGZOnP75vh/uw4HyA0GdL1Oficm9J0ft+oLF9iYiakkYQIiIoiCeqxUbjmxAcVUxyu3lYZ/DbDXjrY1vRXwt/raJVavUMOqNqKiuCDqg9DH1wY67669GP/zLwyFdY2NoaoGUiBpfrbMWqw+tRqmtFFn6LIzIHQGdRtfYlxUUBhAiapGaW8XiUMUhTP9mOuZdOk923+WfXo5DJw9FdP5ozZe4rPdl6GnsKatYpCelQ61SI29eXvBBruHHTABgtYKIGletsxbPr3oeb2x4QzLMs01KG0wfMh0PnvNg3AcRBhAiinuxCAuNWbFwupwoMBfU7d5kteCy3pchU58pOc5itQR9zlM1p/Dz/p8V7zMajBEHkNbJrXFux3NlM49eXvMyjp46GvR5hrQdgiFth0R0LaGKdmCI9zBKRPEpGhWLWmctJn0yCd/u+RYqn29hiiuLMWv5LKw7sg6LrlwU1yGEAYSI4l68tjc5XA7UOmuh1ynPjfBnl2UXer/RW3Jb/zb9MUQf2Qdzf4HFXb1QQRVwm9lAjAYjlt+4XHb7O5veCSmANAYGBiIKVTTbm6JZsXh+1fP4ds+3AOTbhrt//2bPN3hh9Qt4dNSjYV1vQ2AAIaKoa27tTcWVxbhh8Q2S+RIWmwXl9nLce+a9ePWiVyN+DqWp1qEMp0tLTMNVfa+CIAiymRILLl+AJG0Sznz7zLgMct7Y3kREjSna7U3RqFgIgoDNxzejuKoYL695ud7nVEGFNza8gZkjZsZtFYQBhKiFa27tTQBQ7aiGxWaRzJfwnTdx+OThoM9nsVnwwZYPFO9TCg6hMugMqKqpUrw9WO3T2mPuJXMV74vW+g0lbG8iongQr+1NwVYsRr43Ep0yOqGnsSdmj5ktO8/Z754Nu8Me1HMKEHC88jhWH1qN0Z1GB/WYhsYAQtTCNXZYqI/dYYfD6Qj6+AJzAZKeSYrhFUlZbMGv03DrmN4Ri69a7FlP4a+FK0GTEOnlxRwDAxGFqqm3Nz2/6nncN/w+2ZdbU/pMQaI2UXJtL6x+IajnXndkHdYdWYcRuSNkAUSlUsFkMIX0xRkAlNpKQzq+ITGAEDUxza29CQCeXPGkpLXJe3F2Va28MhCIS3BF/fqStEmeBdi+i7A7Z3QO+XzJCckY0GZA1K+zPmxvIqLGFK/tTU7BCUEQ8MaGN4JaKzdr+SzMWj5Ldvs5Hc5Bx4yOnt9XH1od8nuYv6q6UW8MOYBk6bNCOr4hMYAQxVBzbG/yVlJVgkMnD8lanY6dOhbSeV5Z8woqqitidJWitMQ0SXj47dBvQT9nl8wu+P6672N6fUrY3kRE8aCptzdNWDgBA9sMFN+rbGbZer4nzn0CIzqMkISicJitZkkACbUCMaTtEJyTe47ifUuuXgKtWouB/xmIE1UnAoYkFVRondIaI3JHhPT8DYkBhCiG4iksxMITy5/AvN/lcydCZTQYoxZAclJyMPeSuZIqRZY+S9bOlDcvDxUlsQ09kWJgIKJQNfX2JvfuTS7BhXJ7uewLLnd1/ETVCSzYviCoisX3hd/j+0L/XyKZreaI25U0Ko3sfSzUCsRL57/kd81GbnouAODuoXcrVl+8CRBw99C743YBOsAAQiTR3NqbKmsqUWAuQC9TL8ntO0t24qrPr4LZasbxyuNhnz9ai5sH5QxC6+TWnuF0Jr2p7meDCTN+mIED5QeCOlemPhOX9b4sKtcVCrY3EVFjisf2Jjd7rR3/Wv+voMLCE8ufwGtrX0OpvTQmLbVKzDZzyGHh2bHPYmznsZ73qrTENKhVaskxI3JHoHVy66hWLB4850GsO7IO3+z5Rvbv0/37pd0vxcwRM0P6exoaAwiRl3iqWChtpwoA5fbyoM9RVFGEBdsWyBa06dQ6bDuxLdJLhNFg9PysggpZ+iyYDCYUVRTB5rAFfZ7Ppn4W8P5Hfnkk7GtsKPEeRokoPjX19qYXVr+Af579T7y29jXproNeC7RD2azDKThhtkW+u6Cv3LRcdM3q6qmOe7fk9jL1woA2A0IKC/88+5/1/rvUaXRRr1joNDosunIRXlj9At7Y8IbkS8TWKa1x99C743r7XTcGEGqymlu14lDFIYx6b5TnRTsjKQO7/rpLdlyoZWKlBW3Rqlxcc8Y1uLDrhTAZTMhIyvDMrciblxc3Qc4fViyIqDHFy3C6Ulspjlcel7Q3FVcW4/nVz9f7vO55EzOGz8CDPz8Y1LVGIlGT6Kk4qKHG5uLNQT/2g8kf1LslbSzam2JRsdBpdHh01KOYOWJm1NrtGhoDCDWYaAeGxq5W1Dhq8Nuh32TzJcxWM/559j9lbU/1OVVzCiuLVnp+97fft1Yd2v/bKn3zlJ6UjofOeQhGvRGvrH0l7EnW7m+RYi0WYSHeAykRxZ9ora+IZsWi1lkb9O5NSsPp7sy/E5/tDFyF9sc9b2LD0Q1IS0zDyeqTYZ3H1z1D78Hw3OGyXQeTdcmezoBaZy1y/y837tubYlmx0Gl0cTvnoz4MINRgGjswKHG6nCi1lXrCQ7BDfgCgsKwQI95VfkGb1GtSyAHE18nqk6hx1sgWT4cyG6KXsRcWXL5Adrtapcaz5z0LAHh387thB5CGwrBAROGIZmCI5vqKYCsWM36Ygct7X46uWV3RIb2D5Lh1h9fhr9/9FYcrDge9e5PScLpofIlUaitFv9b9UFVTpbhdeUZSBv723d9Qbi8PKiy8fOHLzaq9qTlULKKNAYQUNbf2puLKYtz01U2SErPZapa9GKYlpkXl+cKZjp2WmIZr+l7jecH296bQJqVN0G1YarVacR1JrLG9iYgaUzQDQ7TXV9Q6azFnzZygnvuNDW/gjQ1v4PWLXsc9Z94juc8pOPH70d+DOo833/cP3/ealIQUJOuSQ9qSNkufhZU3rQx4zP6y/S2+vakpVyyijQGkmWhu7U0QxG9q/G2/Z7aZUVRRFPTpLDYL5m+eX+9xTpczrMtN0iZJvvUx6o31P8hH+7T2+Pe4f4f1/JFgexMRxYN4bG8Cgq9WjHxvJDpndpa8b3XJ7IJlNyyTPGb1odUhtyoptdKGW7nw3e3p9sG3Y0qfKZ73r0RtItubwLAQawwgzUSjB4YAqh3VsNgsqHZUB/2YytpK5LycE8OrUuZwOYI+1v3GYjKYYNAZYnhVscWwQEThaOrtTU/9+hRuGXiLbMcm9++PjHwEJoMp6PUV646sw7oj6yS3Ka3ZC2fehFJVvU1KG8wYPgOZSZl46beXcKrmVMBz+AsL7dPao31ae8ltbG+iWGMAaQTNrb3J11WfX4XC0kLPC3plTWXI59CoNFG9piRtEkZ1HCXtS/Xeiu90y9MFH16AP81/Bn1O357chsD2JiJqTPHW3iQIAk7VnILFasHxyuN4fd3rQQWGp359Ck/9+pTf+6/rdx12WXZFNB3bYpVXLkKdN/HFFV9gfI/xstvTEtPwyoWveH5nexMrFk0JA0gQml17kx8bj23EmkNrIh5Ot/n4ZuyyyLePDYXSt0apCamSsLDm0Jqgp2d3yeyCH677od7jor1egu1NRBQPmnp708SFEzEoZ1BdK65PxaLWVRvy31Ifi9WCamfwlXsAGJIzBGe0PkPyBZfvTKdQh9ON7zG+3n+XbG+ipoYBJAjxGhjcBEEIaVrobstu/FnyJ3q36i25/ds93+KxZY9FfD0mgykqAcTd3mTUG2E0GGW7P+XNy0NFSXABpLEwLBBROJp6e9MLq1/AIyMfQUV1hSQoeIeHkqoSfLj1w6Ce97vC7/Bd4XdBX2c41Co1svRZnvCg1+mRnJAc0jleuuClej9Ys72JiAEk7lXWVOKjrR95XrAH5wzGxF4TJcccrDiIAnNB0Od0uBw4UXVCFkDCWTitZGqfqTiz3ZmSaoVRb8QtX98SdCVJpVI1yrcjbG8iosYUb+1Nbi7BhROVJ/DautfqbW9yD6drn9YeN311U1DX2ljmXjwX53c93zNMVa1SS+6vddaGVK0IZjE2wPYmIgaQGBIEASerT8Jis6DCXoGBOQNDPkdRRRGuW3Sd5/fbBt0mCyDhBAelHTVaJbfyfPtz+ORh2By2kM8LAPcOv1fx9kRtYljna0isWBBRqJp6e5PvdGxBEHDZp5ehpKrEU7EotZUGXWl3D6crrgx/7YSS3LRcdMnsIn6xpa/7gst7TV9aYhrOnX8uzFZzUIHh9sG3B/x3GYtqhfu8bG+ilowBJMoOlB9A33l9PRUL965Keq0e1kesEZ9fKTikJKQEteDOLTs5G31a9ZHdPqXPFEzpMwWA2N4Uz21nAKsVRBSe5tDe5B0YvP1+9HdsPr4ZJypP4PnVzwf1vL7TsVUqFX49+GtYuzV58w1RAKBT6zzVcY1Kgy3FW4I+3weTPwjqg/U9w+6JamCIRbUCYHsTtWwMIFFmrbViR8kO2e02hw3WWmtY27VqVBoYDeJsibYpbWX3q1Qq5KbnBj0Xw2QwRTylOxzRDgysVhBRKOK1vcl9vrkb5gb1ZdKTK57E/M3zseaWNWiV3Epy34dbPsTr618P6m9w8zcdO9IA0je7L7679jvJguyUhBTPguxYzJoAoh8YYlmtcJ+fFQtqaRhAGpDFaoEhPbQA0svYCzvu3iHrS/WVkpASyaU1CAYGIgpVU29v+vuPf8flvS+XzJcYkTsC53Y6V/KYdze9ixNVJ4L7W1y12Fu2FyXWElkAMRrCW8vnGzauzLsSpbZSSXhIT0rH9YuuR5mtLKjAcH7X85tNexOrFUTRxQASZZlJmbhryF2y+RJGvRE5qaEP1lOr1fWGj1hgexMRNaZ4am+yO+ywWC2w1lrR3dgdtc7aoIfTzV0/F3PXz5Xc9vA5D8sCSCg7GbopDadzD0ZNSUgJOtAA8tkUT455UvG4+868r0W3N7FaQRQdDCBRlpOag2fOe6bBn5ftTUQUD6JRsYhFe1OwgeGZlc9gxcEVKLOVebaNraqtAgB0SO+Ag/cdxOpDqyMaTqcUHHLTc0M6x439b5RNrwaAu4bchelDp7O9yev8DAxE8YcBpJlgYCCiUEWrvcl9rmhVLIKtVjz969O4ddCtfofTmW3iz/vL9gcdGOwOO37a95Pife7gEO7aCPcw1YykDNl9F3S5AOmJ6fUOV3UHhrfGv6X479O9voLtTUQUzxhAGgHbm4ioMUW7vSnSioUgCKiqrYLFasHxyuN4Ze0rQT3vk78+iSd/VW4VigVrrRW2WpusXak+n0/9HON7jpcNU/WWoE3AP876B9ubWK0gahEYQILA9iYiigfx2N4EhLa+wqg3YtmBZbKKRbWzOqS/I5Yu7Hoh+mb3lcyXcK/nS9AkYETuiJCG003oOaFRAgPbm4goXjGABIGBgYhC1dTbm3wXY1usFqw7sq6uvel0gDhRdQL5u/PrfV73dOzzu5yPz3Z+FtS1hkoFlThM1WvzD5PBhIzEDLy/9f2gd29acvWSgP8+NdCwvYmIKAJRCyBvv/02brvtNiQnJ6OyslJy38aNG/HAAw9g7dq10Gq1GDt2LObMmYMuXbpE6+mJiOJCvLU3ubkEF8xVZry+7vWgFmP7DqfbdHwTLv340qCv25d7Ona1I7qVjn9d/C+c3+V8z9oKjVqjeFymPpPtTaxWEFGcUAmCENz47ACOHDmCvLw8JCcno6KiQhJACgoKMGzYMAwYMAAPPvgg7HY7Zs2ahbKyMmzevBmtWrUKcGa5HTt2oG/fvti+fTvy8vIivXQiIgCxaW/y96E0lPamp1Y8Ve8HZwCY3Gsyrsy7Elf2vVJ23xn/PgN/lvwJp+AM/o8BsOyGZZ4PrZuPb8bA/wwM6fFK7h12L4pOFim2Nxn1RqQnpmP0+6NhtpqDqlYU3VcU9E5Ykz+ZXG9gCOX/NrXOWsVqRZuUNhG3NxERBSNvnvhZeMd0+RDshhTq5/OoVEDuvPNOjBo1CllZWfj8888l982aNQuJiYnIz89HWloaAGDw4MHo3r075syZgxdeeCEal0BELUhzam9yupwos5chPTFd9jxfFXyFZ1c9G9RzLypYhN2W3YoBxCW4Qg4fgHS3J5PBBADQqrWS8OASXFhZtDLoc07qPaneb+LvGXYP25uIiJqxiAPI//73P6xYsQI7d+7Eo49Khzc5HA7k5+dj2rRpnvABAB07dsSYMWOwaNEiBhAiClq8tje5zxXsrIknVzyJ9ze/j1J7qWddwpY7t6Bf636S4/J358PusAf99xw7dUzxdnd4CJX3bk9tU9uifGY50hLTPFu9AojJvAm2NxFRcxUvFYvGFlEAOXHiBO677z48//zzaN9ePhBp7969sNls6Nevn+y+fv36YenSpbDb7UhKSorkMogozjX13ZvuzL8Tl/a4VDJjwr2D08XdLsbdw+4OaThdrasWhWWFktuUhtNp1aG9RGvVWgiCIAkIAPDA2Q/g9kG3IyMpA9MWTwt6MbZ3WFCr1EhPSpcdG4t5E9y9iYjiQTyGBVutTfIedLL6JNIS0+p/YJyJKIBMnz4dPXv2xF133aV4v8ViAQBkZcn3TM/KyoIgCCgrK0NOTo7i40+cOIGSkhLJbYWFhYrHElH8aez2JrcaZw0sVotk29eK6oqgKxbvbn4X725+V/G+7ORsAOEPp3NTCiA9jD1COscnUz+RhQ8AuLRH3eLx+868L+rtTbGoWLC9iYiaM0EQYK21ygaoZuozcVG3i2THdn29K4qrimGttSqezx2W3OIpNCkJO4B88cUXWLJkCTZt2qT4huct0P2B7ps3bx5mz54d7iUSURiitb6isdqbnln5DFYWrUSprdTzgn6q5pTsOK1aC4fLEfLf5ctiO/1FS4jD6W7ofwOGth3qWYDdv3V/2TF/HfZXvLD6hbhvb4plxYLVCiIKVmNVLARBQGVNJZITkqFWqSX3ffnnl/hp30+eoLG3dC+cghOGZw2KLbZjOo2RBRCVSoXKmkq/4aMpCiuAVFZW4u6778Y999yDtm3bory8HABQU1MDACgvL4dOp4PRaARQVwnxVlpaCpVKhYyMDL/PM336dEydOlVyW2FhISZNmhTOZRM1S9EMDNFcXxFsxeL5Vc9jfM/xstYm758PlB0Iur3J7rDjx70/1ntcOOEjJSFFtnvT0LZDASDk4XT/Hf/fev99NqX2JlYsiKg5sdZaYau1wSk48b+t/6t7X7JaYLaZZTORapw1OPr3o8hJlXb13L7kds8XVd78vQcpVcMBcS1fibVE8b4umV3ivuLhK6wAYjabUVxcjJdffhkvv/yy7P7MzExMnDgRn3/+OfR6PbZt2yY7Ztu2bejWrVvA9R/Z2dnIzs4O5xKJmr1oBoZIqxW+peTjlcfx8hr5a4MvFVSY9/s8PLvyWdidwS+2jgaDzhDSt0k/XPcDLuh6gd/7YxEWgKbX3sSKBREFoyGqFYIg4GT1SdmXWr7hYUqfKbiq71WSNia7w4795fsBANcvuj6o5zNbzbIA4m82kRIVVHAJLsX7Hhn5COwOu2zr8tHzRwOBG5HiUlgBpE2bNli2bJns9ueffx4rVqzAd999B5PJBK1Wi/Hjx+PLL7/Eiy++iNTUVABAUVERli1bhhkzZkR29URNTDy2NwHhr6+YvXw2/rvxv7DYLCHt1uR97uOVx2EymGC3Ri+AXND1AvRt1Vc2Edv9wp2lz4IKqpB2bxrTaUy9z8v2JiJqrhp7QbZLcKHCXiEJEk6XExN7TZQdO3HhRKw7vA4WmyWoanfXzK64qu9Vkts0quCDg5tSpWPuxXPx+vrXPe9FiwsWQ6vW4rnznpO9RwUapnptv2uVn7QJhg8gzACSlJSE0aNHy26fP38+NBqN5L7Zs2dj6NChGDdunGQQoclkwj/+8Y9wr5uoQTSH9qaHRj4k203pyMkjePP3N2G2mlFiLcHXu76u9zlVUMmmY9sddhw5dSTo6/YnJSHFU3bOTMqUfcOTmZSJtze9jcqayoDncYeF/Kvzg/r3yfYmIqKG53Q5AQGyD89rD6/Foj8X1VUqvCoWFptFVh3QqrWSzTp2luwEABwoPxBShdv9/uMdrqpqqpDyXAoAMYz4vi95vtTyask9I/sM2bmn5k3F1Ly65QRrDq8BANw08Kagr685isogwkB69eqF5cuXY+bMmZgyZQq0Wi3Gjh2LOXPmhDwFnaihxFN7k69CSyFeXfdqUM89a/ksCIKAWaOlH7LL7eV4euXTQZ3DzV2tWH1otedbc6PBGNI5/Hn+vOcxtvNYZOoz/W49m6XPYnsTKxZEFISGrlY4XU7sKd2j2N4kW9tntaDUVooO6R2QnJAsOc+W41vw4m8vhvS8SgJVL3RqnSxIDGk7RHacQWdAt6xu0Kq02Hn3zno3XGosTW3th1tUA8j8+fMxf/582e2DBw/GTz/9FM2nIpJp6u1NV31+Fc7OPdvzQp2oScS/LvmX7HwXfXRRSFu+bj2xVXZbJMHB+7lHdxqNF//youybofTEdAz4z4Cg25su631Zvf8u2d5ERM1VY7c3uTlcDpTaShWDRHFlMZyCE/9a9y/cc+Y9ksfZHXb0fqN3SM91sOIgAOn2sSerT4Z0Dp1Ghw23bYBBZ5Cc65mxz+BA+QFZ+63JYEJqQmpQYUKlUiFBk+D5maIr5hUQIn+aenuTez2ES3ChzFYm+Zbn7NyzYTKYQto+9suCL/FlwZee300Gk2IAcb/QBktp1wyj3og+rfrAqDdCEASsOrQq6PN5bzc7pO0QxW+OALY3ERE1JkEQq9beVYdJvSbJPkzPXDoTXxZ8CbPVjHJ7eb3nfeSXR/DmH296ft8xfQcMOgOStElhrQX0plPr0L91/7rAoJe3Pbl/NxlMSNYlK4aDSb0mRXQdsdTYITNeMIBQg4vn9qYaR03QgeGJ5U/g/9b8H8qry2V9qe4dk0KZju2r1FYKl+CS7SkeavXiqryrZLfpNDrPi2CtszakxdjBzJoA2N5ERM1TY1QrBEGQfdDeV7YPH2/7WLYtrMVmwYHyA3AJLuS8LN2RqfKhSlnbk8VmQWFp8EOenYK87UmlUsGoN3rWBBp0Bnlg8AkTjy9/XPJeFI/i+dqaOgYQCkpTb2+665u7MK7HuHr38R7SdkjQgcEpOFFqV26Fci9oC3U6dkZSBnLTcj0v0naHXVbx+O+4/+Ksd8+CxWoJKjDcOujWgM8Zq+1j2d5ERPEgXtqbvB09dRQlVSWeqnmprRROlxP3fnev4iykOefPwR1D7pCco6iiCI8teyyk5zVbzbIAYjKYAj4mWZcMk8GE4qpiaFQaTB86HS+eL1+n8dO0n5CsS4bRYAyqUh/qOkRqXhhAKKDGbm/yvg6LzSL5hqe4sjjoxWrvbHoH72x6p97jSqqUh/yEymINbzr2oisX1fvBupuxG/427G9RDQyxqFYAbG8ioubNWmuVDVH1/t2oN+Lx0Y/LHtfx1Y6K28O+vv51xedR2t61vuDg7zwdMzpKbrug6wVISUiRVSyMeiOMBiOStOK8NneQUwofANDL1Cvk64m2eAqZFBgDSDMVjYpFtKsVwa6HUEGFV9e+isUFi1FmF9dWhLowLVyhbNsHAPcMvQdn5Z4le9F2f/sT6nTsxmpvimW1wn1+ViyIqD6NVa3wHaZqsVpwVu5ZSElIkRz39sa3sa9sHxwuBwzPGGBz2AKet7ept2IA0ag0cKD++RRuStOxWxlaoUtmF+n6iNP/fGPDG9CoNfhw8oeSMOFeVO1tbOexGNt5bNDXQhQNDCBxIFrtTe5zRatiEW614r1N7+HwycOy7fcOVxwOqr1JgCBWOxS+8YmUuzzsbx/v9mntcUf+HUEHhpcvfDngv8+m1N7EagURNVculwuvrX1Ncb6E+3ffBdR/3P4HBuUMkuzSZLHWHRfMgDul4AAAIzqMwC/7f/H8rlapoVVrMbDNQMX5EoNyBsnO0TqlNfb+ba/i+T/e/jEAxPUXP6xWtGwMII0o2u1NkVYsqh3VKLGWwGw1o7iyGC+vebne51QaTvfUr09hf/n+oK87XKHuuPH9td/jwm4X1nvc1uKtLbq9idUKIgpWQ1QsTlWfQom1RHm+xOn1fN5hosZZg9YprT2Pdw+nu++H+0J6XncrrTd/U6rdVFAhU5/pCQ+tU1orLiCfe/FcCBBgMpiQpc9C/zf7AwDW3ro2pGtsSAwMFE0MIGGIx/YmIPiKxcj3RuLLK79E29S2kmOeWfkMnvr1qZD+DqXhdCaDKSoB5PLel2Ngm4GKW/AZ9UaoVeqQdm8KtsTM9iYiao4aezG2IAioqK6QVR7cv/v7QmnSJ5Mk1YL6pCemR+V6laZjbz6+GX/54C/QqDV47rznZOsmMpMy6w0pANC7VWgzM4iaGwaQEDRGe9Pzq57HjLNmeL71yUzKRNesrpLjj1cex9VfXI1VRcHNclh3ZB32lu6VBRCjPjrD6TpndkaprVQ6/EdvQkZSBub8NgcnawKv53AHhgWXL6j33yfbm4iIGp5LcKHcXo4aZw2cLidKqkrQKrmV5Jif9/2M2Stme4KGxWpR3MJViXfb0+GTh0O6thEdRuCba76RnctWa0OSNklxxoTSnImMpAzZuQe0GeCprtw88OaQrqshsVpB8Y4BJEjRrFiEMpxu1vJZkg/Ydw+9G3MvmSs5RqfWYfmB5SH9PauKVmFkx5GS28LZUcPNe7enT6Z8EvBYtjeNDvvxRNRyNOaC7Pc2vyerUnj/7J5T5PbTvp9w9RlXS85TWVOJlUUrI74ejUoj+913IJ33Imx/uzHtu3dfxNcSKwwM1NIwgAQp2IrFxIUTMbDNQNkLdo2zBrv+ugsAIhpOp7QwOyMpI6gw463aWS277fyu52PVTatgNBiRnpiOgf8ZyN2bGBiIKAiN3d7k5nQ5UWorlb4HnQ4SxZXFcApOTFgwwXP/kLZD8NFlH0nOoVKpcO/396KypjLo5/37j3+XzHXYMX1HUF9q6dQ6SZvtscpj0Kq1kn+Puy27UWYr84SNtMQ0xenXRNR0MIAEIZSKxXeF3+G7wu/8nken0YU8nM6b0o4aGrUGk3tNxpcFXwZ9HqUP1dnJ2chOzvb8zvYmIqLGIwgCnIITO0t2Kq6beGL0E7JtYv/67V/x5h9vBjzvkt1LPD8fqjikeIzJYAopgDhd8taqThmdcNeQuxTnS7h/T01IlYQJ79Yrtx7GHkFfR0No7JBJ1BwwgAQhkoqFt1JbKVqntA55ON2zY5/FmM5jYNQbZT22bgunLAxpQXYwFQu2NxFRc9XQFYsaZw0sVnF78cykTLRLaye5f49lD+774T5J0KiorpBcq687h9yJblndJLcZDaGt5fO3JqN9Wns4XA7F7cq9g8Rd39wFrVqLLXdugV6nl5yjXVo7zLt0XkjXEwsMDETxhwEkCKFWLHLTcuXDgbymiYY6nO6fZ/+z3g/msZg3wfYmIooH8dLe5M93e75Dma0MDpcD931/n2zGhNlqxqmaU57jnzj3CdlwOqfg9LT5BstsNcsCiFLbk0FngMlgwomqE9CoNBjfc7xnAXb7tPaK5155U3BrN9yhwzd8EBEFwgAShFArFh9M/iDgB+tYDaeLRcWC7U1E1JzZHXb/8yWsZphtdT+nJqZi2Q3LAEirEvvK9nm2kH1t3Wv1PqdSK22wuxCqoEKH9A4wGoyyDVEAYFKvSeib3VdStXCHA/c1L7h8QVDP1RjiNWQSUXQxgAQh1IpFY7U3xbJiwWoFEQWrsSoW1lqr4nwJs9WMGwbcgE4ZnSTHl9pKoX8m+G/ulbZlBeS7NNVHaTORLH0Wrut3nWQ3p2dXPQuNSoOvr/4aRr1RUkn3p1NGJ9nfSUQUbxhAgtCU2ptYsSCiUMRje5MgCKiqrYLFaoFapZbdX1VThVu+vkUWNGwOm99zvrv5XcmCbfd07FCU28vhcDlkuzRd++W1WLh9ITQqDQbmDJS03yqtnWiT0kZ2bo1agw8nfyi5be4Gccv1fq37hXytDSWe/rshoqaDASRITa29iRULIopHvx/9HbvMu/zOl7BYLTh66qjnNTYtMQ0nq8XhpZ62JwHYaQ4tQDhcjqCPzUjKUJwvYTKYPAHE2/8m/w+bj28GAKy7dV1I19WQGBaIKF4wgASJ7U1EFA8as2IhCAJO1ZySzZfwDRIHyg/A6XIqflh/Zc0rWLA9+DUIStu7QiW2PdU3VVsFFTL1mTDqjZg9erZkUF7evDw4XU48d95zdWHDYESWPkt2zfXhTAoiotAwgISA7U1E1Fy4BBcq7BWocdbA6XLim93feILEmE5jMDBnoOT4n/b9hEs+ugS1rtqgn6PvvL7QqOvWRwQ7nM5bD2MPz+BU79B1V/5dqHHW+J0vYTKYkJmUKXl+Xxq1BpN7Tw7pehoSKxZE1FwxgISBFQsiCkZDVStcggvl9nLYam2y+RIAMOP7GThQcQAWqwXrjqyD0+WUVQ/GLRjn+bl1cmsc/+dxyf1piWkhhQ9AbHvyDQBGvREalQZZ+ixJ5cG9Laxv61PrlNYYv2C87Nz/HvfvkK4l1hgWiIiCxwBCRHRavC3I3le2D9tPbJe0Ox09dRROlxPnvHuOp2JRaiuFS3BhUM4g/HH7H7Lz5O/JR2FpYdDPq9Ta5G+bWI1KIw0SBhN+2f8LtGotVty4QhaIHhr5EB479zHFxeVERNQyMIAQEcWKIH6Y/7PkT8WtYT2/2yz4YNIH6JrVVfLwD7d8iCdWPKF46tWHVstus1jl27sC4nC6YAKITq2D0WDEHYPvkN3XNrUt3p/0vqxCkZaYJlsD4Q5yStWYBE1CvdfREOIlZBIRtUQMIETUJDV0taLWWYtSW6ksRPQ09cSojqMkxxZVFGHAmwNQZi8DAPSZ16fe8x+rPCYLIKGul1AacAcAYzuNRW5arnx7WIMR07+ZDq1aiz9u/wMpCSl+F1TrdXpM6z8tpOuJFoYFIqLmhQGEiBpEPLU31ThrUG4vR3Zytuy+Ulsppi2aJgsaFdUViue6Y/AdngDi/htdLpcnfARLKTy4A0iSNskTGvZY9kCj1uC6M66TtT4Z9UYIgiALEc+c94zf53VPyU5NTA3peomIKMqsVsDpBFJ9Xo8FAfjb3wCzWfzfAw8A55/fONcYJQwgRNQsmK1mbCveFnC+hPu2UzWnkJKQgg7pHSTncA+n+3Drh0pPoUhpqrVa7X99gwoq5KbnSnds0ptk1wIAk3pNQtXDVTDoDJ7b3CHnjUvfCPoaG1o8hEwioriwbx+wZw9gsYjBYrx8Uw1ceinwyy+A3Q78/e/Ayy9L71epgP/9DygvF3+/7DIGECJqfhqrWmF32CVBQRYebOLPD53zkOyxP+37CVd/cbXCWZVV1lQqVgtCkaxLhkYl3WbW7d1N7+Lx5Y9Do9Lgq6u+gtFghFFv9FQcgpGoTQz72oLFsEBEFIAgAKdOASkpgO+XS2vWAB98IFYlnE7gyy/lj/+//wPmzhV/Pvts5QDidIrhAxCDihKjsS6A+DumCWEAIWoG4qm9yc1aa5W2MNkrFGcyCIKA7v/qjuOVx1FVWxXUubcVb8PRyqMA6v72qprgHuvtp2k/oW1qW8/vefPyUGorxYA2AxSnYHu3OhkNRiRpk/ye++aBN+PlNeK3WP3b9A/52oiIKEZcLuD33+tams49F+jYUXrM1q3AhReKH/Zra4H9+4FOnaTH7N0LvPmm+LNGI4YV3y+1jF47CJqV1+kFdczYsUBennhsv371/onxjgGEiAISBAFVtWIbkO/WqYv+XISf9v0k2c3JXb2wO+yK53MHBrcd03fgVM2poMMHADgEh+w273CTnpiuOKDON0xk6bNk58nSZ+G7a78L+loaWjyFTCKiRuNyAdXVgF6hqvzKK0BBgfhhftIkYJrPBhqCAAwfLv4TABYskAcQvR447jUPyWyWBxCT10YhTidQUQFkZCgfE6A1FzffDJx3nnis73O4vfWW/8c3QQwgRA0sHqoV1lordpbslK2NcAeIg+UH4XA50O6VdrBYLah2VuPI349IqgUAsKpoFeb9Pi/i6zEZTDhRdULxvsykTFmQmNJnCmb+NBNA3b/HGmcNymxlyNJnQafRRXxNRETUwEpK6tZL1NQAl18uP+aBB4D33xePuegiID9ffsynnwLr1ok/d+ggDyAaDZCZCZSWir8rtTSZfHYhVDqmfXtg1CixKmEyiaHI1403AtdcIwYTfyHkvPOUb2/GGECImihBEHCy+iTMVjNstTY4BSc+3PKhbL7ElN5TcGXfKyWP3WXehaH/HVrvcxw9ddTz88j3RmLv3/ZK7jcalIfT+ZOoScT2u7bL1l08fM7DsDvssqCRqc+EVq38MuUOIG4JmgS0Tmkd0vXEGqsVRNTiOE8PMtX4tNzu2ye2K5nN4of5Dz8E0tKkxyxcKO72BIgf6JUCSHU1cOL0F1aRtDQZjWIA0WrF3ad8paeLi8Hd4WLQIPkxffsCK1Yon98tJSXw/S0UAwhRPRqiYiEIAiqqKyQVCafgxISeE2THTlw4Ed/s/kZxWvW0xfI5DV0yusgCSKjBAQCcLvnzdc/qjhG5I/yuk/DeJvbc984FVFBc9H1tv2tDvp5YYGAgIlKwezdQXCwGhx49gD4+s40qK4HBg8UP+2VlwHffiesnvJnNwEsv1f1eUiIPIN5Vh9JSsaLgWzXwPsbfYuxBgwCbTQwPw4crH7N8uRgOUlPl6zYA8Xn//nflx1LEGECoWYmH9iaX4IIgCLIF1+sOr8OigkU4euoonC4nRr03ylOlsFgtskDRNrWtYgAps5Uphg9/lLaJ9R5wp1FpPDs0ucPC8gPLoVFpMHPETLRKbgWj3oizcs+SnWdq3lRMzZsa3IWEv9kUERFFyumUVyWAunYlsxno31/5Q/f48WIIAYAnngAef1x6v8EgLsh2Vz+CbWnqKh2+Kqlc6HTimorMTOkxF14oBheTCcjJkT8PADz1lPLt3tq2rf8YihkGEKL6COL6gtVFq6XzJazyhdcWmwWltlL8PO1njO40GkBdKCqzleFY5THPaVcWrQz4tGarWXGb2EDVC61aK6tEDMqRl40NOgP23LMHRr0R6UnpssXl7mu+f8T9Aa+xMbFaQUQtmtUqfui3WMTwcNll8mrB228Dzz0nHtO6NbBrl/w8+fliOxQAXHyxcgCpr6VJrQayssSqhr9jTCZg4MC6lqbkZPkx55wDHDgg3m8wKFcmhg0T/0dNGgMINaqGrFg4XA6U2kplwcH794FtBuKeM++RPM4FFwrLCnHOe+cE/VxKU62VtqCtj7XWiuQE6Yv0Df1vwLkdz5UEjWu/vBZalRY7794Z9FyLblndQr6eSDAwEBEpUNq69dQp4NVX68LFo48CvXpJj1m1StrmZLGIIcBbdbW49gLwvwDauzLhb72E9zEnTyofM2tW3bFDhsjvT0sDNm5UfqybwSDfjYqaJQYQClo8tDe51TprPa1LZqsZpbZSTOo1SXbcgz89iC/+/AJmqxnl9vJ6z1vasxRv/vGm5LYCc0HI1+cdQNz/vtYeXos78u/A3tK90Kg1uPaMaxXXSrhvS0lIUQwTSn9ngiYBgPL6CiIiakDFxcCxY+KH+aws5cXLF1wgtjRZLMAzz9QtvHYThLoP9IC4i5JvAFFqafININ7HlJcDDoe46Npbt25iYDAa5Ws73N54A5g3TzxGadtbAPjrX5VvJ1LAAEJxaX/Zfny87WNZe5O7YlFRXSF7TC9TL09YcIelo6eOBhU83JQqF75UUEGj1qBvdl+/8yXObHem7HHD2w/Hlju3eK5t3qWRb18bK/EQMomI4s6qVcBPP4kf9tPTgaeflh9z6611W8Necw3w0UfyYw4dAg4eFH9WWi+RmioGBcfpmUdKlQmjTzuue0tZbwMGiOshTCbxePfcC2/Tp4v/CyQ3N/D9RCFiAGnGGqticezUMZRYSxTnS/iuoThYcRCtk+Vbpx6sOIhHlz0a0vMq7dKkVQX+T9ygM0jCQ//W/fHSBS9Jjsmbl4dqRzV+ueEXmAwmGHSGkK6rITAwEBEF4HAAhw/XtTQNHy4GCG/LlwMzZoj3l5aKC6B9qwUrVgCzZ4s/d+miHECC2QK2vrYnlQoYOlTcBcpkArKz5ce0awds2yben5UFJCTIj+nZU2zfIoozDCBxIp7am9xstTZJYDhpPwmH4MCTK56E2WqGyWDCrHNnyR439L9DceTUkaCf51jlMdl07E+mfBLy9S6cshDXL7oeQN2/x1/2/4LVRatlW8O6d33S6/yUkn0kahPRIb1DyNdEREQNYO5ccWq1xQJcfbU4HM7b4cNA5851v//2G3CWz85+TieweXPd72VlQKtW0mOC2QI2mGNuvhm49FLx2H79lI/57Tfl2920WnEOBVETxADSAgiCAGutVdLCdFbuWUhJkA7HeXvj25i3YZ6nUmGtVRjMA+Dx5eL2ewmaBHyy4xNZaDIZTCEFECWtDK3QOaOzdG2Evm6NhFKYSNQmys4ztvNYjO08NqJribZ4CplERI2qslJcM2E2i9/6K+1udO+9wC+/iB/mr7wS+L//kx/z9NPieQDxW3/fABLMVGvfliazWR5A2rUTz+89+dp3cfd994ltWEajfAtZt5tuUr6dqIVgAAlTPFUsKuwVeH/L+3UtTzYxZOwt3Qun4IThWQPsDrvkMb/f9jsGtx0sua3MVoZNxzcF/bxKLU+AfJvY9MR0yQJr7/Awd/1cJGmTFP897rt3X9DXQkREcWbXLnEthNksBo1//Ut+zBNPiNOmAXGQ3e+/y485eBDYvl38+dgx+f2A+GHfHUCUWpqSk4HERHFXKH/H5OYCM2fWrZdoLW8Pxrhx4v8Cad8+8P1ExADS2CprKlFSVQJbrQ1OwYn/bf1fwLUT0/pNw3N/eU5yDmutFfd+f6/f53C4HLLb6htO549apUbXzK4wGoxondwai65cJDtm7sVz4RJcMBlMyNJnQafR+T3fR9sUFufFmXgImUREDUYQxDUQ7vUSXbvKP4zv3w9Mm1Z3zMqVYmXA29atwD//Wff7K6+Iw+W8hboFrL+WJvdzm0zKC6ZVKnEBeXq6GC4yMuTHGI3A888rn5+IoooBJEoEQcDJ6pN+50vYam14+cKXPce7KygHyw+iqrbKc7t7DYM/RyuPym4LNJjOH6XdngbmDMT9Z98vG2TnrliMnj8aUNX/gbx3q94hX0+0MCwQEdVj0SJgzx7xA/9ZZwGTJ8uPadsWqKkRf54/H7jhBun9Wq34gd7NbJYHEN+2p9JSeZAJZsH2pZeKjzOZgB49lI/58kvl270pzaYgokbBABKmqpoqlFhLkDcvDxarBRabRbHS4KZWqfHSBS/JJk6HOpxOKTgkaBLQOaMzErWJkm1hFxcshlatxXPnPSdbhJ2RlCE7z4A2AzCgzQD/T84RE0REjcfhED/Eu1ualNZL/OtfwIIFYqXgjDOAzz+XH/Pqq8Cvv4o/33mnPICoVOKH/aOnv/AKZgtYpWOys8Ug414vUVsrP2bCBHGrWKNRfk63yZOVQxIRNVkMIEHy3aXpYIW4f/fOkp1BPd4luFBhr0CmXlyQ5v6mfvo30/Hv3//tOU6j0sh3bPKqSPQ2KVcXlNZLrDm8BgBw08D4XezGigUREYCSErEyYTaL4eGxx+RtQu++C9xxh/hzSoo4LdvXoUPAGvG1HwY/W4YH2/bkDiBKbU8Ggzg8Lz1dPFZpN6a8POBIPRuStG6tvNaCiJo1BpAY0qq1kvDguxAcAO4bfh9u6H8Drlt0HTQqDf68+8+4nWbNsEBEpKCmpm4tRGamfBGywwFMnCjebzaLVYpLLpEec+xYXbgAgFtukQcQ7+BQWSkuqE5M9H+Mv/US7dqJ6yRMJqBTJ+Vj3nlH3N3JaFSeQQEAr72mfDsRUT0YQILk++G75796osRagulDp8uqFO7f0xLT6g0TPYxiP2uCRhwgFK/hg4ioRfrtN2DLFjE4tG+vvH3qkCHiQDgAeOgh4NlnpfdrtcCyZYDNJv6utJNTMC1NvsdYLGKLk7dhw4B77hHDRU6O8t/0+uvi/wLhegkiiiEGkDBpNVrkpObg6bEKU1DjBCsWRNSi2Wx1LU19+8qnWi9ZIlYjLBaxkqA0+O2994C33xZ/HjNGOYAEO/n60CHxZ38zKFJT69ZLaBTWB/bvD/z8c90xSq1Lo0eL/yMiimMMIHGCYYGIKEg1NcAXX9SFi2uvBbp3lx6zcqV0GN2RI/JqwYkTwNKl4s/BrJeIZPL1tGmA1SqGB98heQCQlAScPKn8WLeMDGBsfA1WJSIKBwMIERE1HEEAqqrE8KBWAx06yI+5+26goEA8Zvp06doIQJw+fc01db/37y8PIFlZ0t+V2pW8KxdWq1gx0eulx5hM4gd/kwno2FH5b3r4YeCvfxXP16aN8jFPx2+1nIiooTGAhIkVCyIiH7t2ARs2iMFBqxU/lPu6+mrgk0/Eny+7TKxk+Fq9Wlx3AQD75Dv8ISlJnGxddXqGklLbk+8MCqVjuncHbryxbvK1IMiP+fvfgX/8Q367t4EDA99PREQSDCBERCR++K6oECsFOTnylqTNm4Gnnqrb7WnDBnm1ID+/bvJ1u3bKAcR7Z6dIWpqys8WWJZNJvhMUIAaKxYvr1ksoVS/y8sQ1HoFwYxAioqgLK4Bs3rwZjzzyCLZt24aSkhLo9Xr07NkTd999N6677jrJsRs3bsQDDzyAtWvXQqvVYuzYsZgzZw66dOkSlT+AiIjq8cMP4s5LFou4/mDoUOn9J06IgcFxepjqsmXyhcyVldJp0xaLfLtZ38XYgiD/AB/Mgu2LLwY6dxaPHT5c+Zi9ewOHA61W3PqWiIjiTlgBpLy8HLm5ubj66qvRrl07VFVV4aOPPsL111+PAwcO4NFHHwUAFBQUYPTo0RgwYAA+/fRT2O12zJo1CyNHjsTmzZvRqlWrqP4xRETNjssFlJWJ6xN8P/ADwCuviFOtzWZxgfKTT8qPuf12oKhI/Pm55+QBJCOjLnwAwbc0+V6Pe/cm91Tr6mqxXcrbNdcAZ50l3u9vAF19LU8AKxNERE1YWAFk9OjRGO3z7di4ceOwf/9+vPXWW54AMmvWLCQmJiI/Px9paWkAgMGDB6N79+6YM2cOXnjhhciunoioqSouBtauFT/Il5aKrUu+H6qffhp4/HExhOTlAdu3y8+zfj3w1Vfiz/6+1DGZ6gKIUktTQgKQlla3C5PSMa1bA5dfXrdewneRNyBWLmprA4eDvDzxf0RE1GJFdQ2IyWTCiRMnAAAOhwP5+fmYNm2aJ3wAQMeOHTFmzBgsWrSIAYSImi6HQwwOer04v8HbiRPAAw+IH+QtFnGqdO/e0mPWrwcmTar7ffp0cWG1t+RkMXwA/tdCBNPSZDSKIcNkklck3ObPF+8zmYCuXeX3Z2YCn3+u/Fg3pdkVREREPiIKIC6XCy6XC2VlZfjss8/www8/YO7cuQCAvXv3wmazoV+/frLH9evXD0uXLoXdbkeSvzdDIqLG8McfwIED4gf+rl2B886TH9OpE3DwoPjzf/4jtjj5ev/9up+PHpUHEKXJ174BJJg1FcOGiddqNMqfw23JEjGABKpMTJ7s/z4iImo8ggD89FPdJiDe/ywtBb79VtzWvAmJKIBMnz4d//nPfwAACQkJeP3113HH6f3aLae/rctSKNNnZWVBEASUlZUhJyfH7/lPnDiBkpISyW2FhYWRXDIRNXc1NeKaCaX1BZ9/LrYrmc3i/InTr18SDz1UN5zuxhuVA4j3N/1KVQelGRS+3GsqDAYxPFit8mNGjQI+/rhuJyclN9wg/i8QpV2iiIioYbjnH1ksQG6uPCzMnw98/734ftK3L/Dqq9L7VSpxUw2bTfn8FRVilboJiSiAPPzww7j11ltx4sQJLFmyBH/9619RVVWFf7q3YQSgCvCNW6D7AGDevHmYPXt2JJdIRM1BVRWwbp344mw2iwuZvbdzBcR5EjfdBJw6Beh04gJo39eYrVuB//1P/NlftSCYLWCNxrr5FEoBRKsVKwp6vXhs587yY7p2Ff8ufxO4AbHS0qmT//uJiKhhCYK4K6BvJcL9/uTvtupq8fEnTsjX6/3xR918JKUvowDxvenQIeX7zOaWFUA6dOiADqen2F5yySUAgIceegg33HADjKdbBywKb+ClpaVQqVTI8P0A4WP69OmYOnWq5LbCwkJM8u6bJqKmwWYT1034rpcQBOC++4CSEvFF9P77gfPPlx5z5Ii0EnHWWfLhb0lJYvgAxIXQp06JC6u9BbNewh1AUlPFIKNk1izxTcLfeglAumWtEo0mcPggIqLYEgTxvUKlkr83HTwIPP+8cpioqQn/OS0WeQAJ5osvkwk4fFissLur4u5/NsEqd1QXoQ8bNgxvvvkm9u3bh8GDB0Ov12Pbtm2y47Zt24Zu3brVu/4jOzsb2dnZ0bxEIoqmffuAwkLxBTM1FRg3Tn7M+PHAzz+LAWTGDHHbWG8qFfDBB0B5ufj7pEnyABLMVGvfYywWeQDp1Qu45JLAW8A+9xzw0kuBX9CV/k4iImo87mGqvlUItRrwmVEHADj7bOD338UvrJ58EnjsMen9lZXAm29G/zqV3r/OOENssTIalYemAsDy5eI6wWay2UdUA8iyZcugVqvRpUsXaLVajB8/Hl9++SVefPFFpJ5OlkVFRVi2bBlmzJgRzacmonC4+1INBnlP6tq1YjCwWMTKxRdfyB//f/8HnN54AmefrfzB3OGo61sN9M2OO4AoHZORIV6fyyX+rNQH2727uKbDZBL/16aN/JgLLxT/F4jvQnAiImpYLpf4nhCotUnpn06n/FwdOyoHEJdLDB9AcF9qBeKef+RdlfD3z7595Y+/7DLxf4H4fqHWxIUVQG6//XakpaVh2LBhaN26NcxmMz777DN88sknuP/++z0DBmfPno2hQ4di3LhxePDBBz2DCE0mE/4RzKApIgqdyyX2k7pftEeNkn+jsm0bcNFF4v01NWIlw3edwt69wL//Lf6s0YQ/1TqYY8aMEddkGI2Aws55UKuB48fFHletn5etrCzl3aiIiKjx1dQAGzbUBYaLLwZ8NyJ6911g5kxxZyf3FuSRCvTFV6BjsrKAc8+tCw6BQkVaWpPbhaqxhRVAzjrrLLz33nt4//33UV5ejpSUFPTv3x8ffvghrvNKmb169cLy5csxc+ZMTJkyBVqtFmPHjsWcOXM4BZ0oEEFQniINiFWHggLxBXzSJOD66+WPPfNM8Z+AuIuSbwDR68WtYd3MZnkA8X5xdjrF0rbvui33MYE2lLjpJnFCt9Hof0H1W2/5f7wbXzOIiBqX0ymGg/oWYI8aJQ5X9Wa1AuecU/f7d9/JA4ha7f+LqnDodEBKihh+EhKk991zD3DlleL7WJcuyo9dvjx610ISYQWQm266CTfddFNQxw4ePBg//fRTOE9D1LyYzcCePXUL2JTKrTNnivMjLBaxVSg/X37MJ5+IO0IB4nZ+vgFEoxG/uXF/oxNoC1g3pWPatwdGjqz7hkfp26gbbgCuvloMJv76UpW2sSUiovhw4ABQVBRcm1N5ed2XW4EoraFLTxffJ9xtUqG2PbmHqSpVINw/+/6emur/C7L62nEppqK6BoSo2XO5xBdf3w/b+/eLi9XcL9IffCDv11y4UPzGBRBfGJUCSHU1UFws/hzp5GuLRbxOpS390tOBl1+ue7EePFh+TF4e8Ouvyud38901hIiIGl5Njfje5PvBf+dO4O2360LE11/L378efLBuC9hoUXr/UqnE95wTJ8TqvtJavv79gddeUw4XycmBq+3UpDCAEO3ZI37oN5uBHj2APn2k91dWAkOGiPeXlYkTR32/OTGbgRdfrPv9xInAW8CWlorfAvm+EQQTLgYOFEOF0Si2Win55Rex7JyWpvyCrVIBf/+78mOJiKjxVFcHN1/C+75Tp4B33gFuvll6riNHxLZdt/Jy6fsMENpiayUGg7wq0b+/8rGbN4tfgPnbgjw3F/jb3yK7HmoSGECoeXC5lBeAffZZ3QC7fv2UP3RfeqkYQgDgiSeAxx+X3m8wiFvNhlI2tliAbt38H6PTiWsqfCdmX3ihGBpMJnlvrNvTTyvf7q1du/qPISKi2KqtVZ4n9NJL4lA5i0UeKCorw3supfcm37BhNstv8/49JaX+XZx8b9Prg79Gf+9r1OIwgFB8slrFnZncL8iTJ8sDxrvvijMbzGZxgfLu3fLz5OeL7VCAuOuTUgAxmeoCiFLZWK0Wg0JJifi7vwAyYEDdi7LSVq4jRoi9toFKycOGif8jIqL4YrXKw8K4ceKHdm8vvyy2EVksYivr+vXyc735pvgeF01K71+tWwNDhwYeWPe3vwF33CEe0wQH2lHTxABCsaW0deupU+KLs/tF/JFHxAFx3latkrY5KX1rY7eLlYlAQpl8DYhVCSWzZtUdO2SI/P7UVGDTpsDXYjD4HzBEREQNQxDEMBHsfAn3z0prFrZtk891qK4WqxtA4PedUAJIenrgKoTJJIYdX+3aKQcgb77vrUQNgAGEQnPiBHDsmPhinJkprkf4//buPEquus77+Kd67+q9qjuQkI0sZIMkEAIJigaOCwpIZGAIjIOCjnNYfNDjiGxmeQBFJ3lGnCEuOKOMQEZAYJDNQVnO4zA4PsMwRtRnjCOQBxyTrqru9L7Vff74eVPbrap7q6vqdlW/X+f0qU7Vrapf1+ncX3/v7/v7ftOdc470f/+vOfHedpt03XWpj1tWasfRSy/NDECcUppy5a329ZmGd+k9IpYtMxusw+HMvR22u+6S9u7NvZR87bXO9wMA/Pf//p/pFdTbK82bl9lP6M03pfe/PxFUjI0V533zpT1lC0DWrTOr6/nSm7q7zQq8UxoXUMEIQJDw4x9LP/qROWF2dDjvNfjYx6Tvf998f+mlpsdEujfeMKlGkvOScFubCRQmJ7Mfkx5sOB2zfr10662JE7VTacCrrzZfuSxYkPtxAEDpWZZ05EjuDdiWJX3965nPvfRSM4dJ5px/112pjzc3Sz/7WXHHGwiYi1/pNm+W7rgjEVA4ZQK46X0EVDECkGowOWmu7tgn6E2bMiswPf+89KlPmcejUZNqlL5a8MILZhO2ZJrSOQUgxeh8HQiYVQnLMsc6NZg77jgzWdhXf5zyUk84QbrlFucxAAD8NTJi5iY36U32rX1hKpumJrN/Iv0P+uQVcad5p7PTrDhk665t7/Vz0/Xa7jcRCjn3P1q7NnMFBkAKApBKsHdvYml52zbTYTTZm2+mdph+8UVzBSbZ1JQpf2eLxTL/8E8+gWfrQeHmmI9+1Cx1d3dnPwm/9JLz/ba6Oumkk3IfAwAoPacr+FNTpryrHTh8/ONms3Oyhx+WPvSh4o5ldNTs30gv9JF84StbMZEdO8xePKcgww5QAJQFAUgpDQ0l+ksEApknZ8nsj3juOXPMJZek1uu23XqrCUAkafnyzAAkfb+E21J86QHIcceZVYXkztfpJ+TrrjN1xu2rP04+8hHn+wEA/pqaMhegvKxKvPOd0kMPpb5OTY1Zgbb3UrztbZlz3HT7S0jmYlT6CsT4eGYAsmOHaagXDpsUYid2MREAviMAKdR//qcp8WrX7P7KVzKP2bHDlOOTTMrR//k/mce8/rqpoiFJb73l/F7hcCIAcQougkGTomRPBE7HLFggXX994iR+zDGZx5x3nvnKZf783I8DAPzz/PNmhTlbcBGLOe+Xy+XQocz7AgEzn7z5pvm3m/5I9fXu05vs47I1U03HXj6gohCAFOpnP5M+/enEv/fsyaxSkS8nNf2YbClNJ5xgViO6u50DgEBA+t//21z1CYfNUnK6cFj64hedXx8A4K+JidSmdAsXmr14yfbvl/7szxLH/PKX0rHHph7z6KOmzHkxZZu/1qxJBAtODeZWrZJ++tPEMa2t7oIJAFWPAKRQ6Vd2otHMVYV8OamS2SsxZ455veXLnY95+OH843FK7wIAlN/4eGow4SbNKb0H0e23SzfdlPnaP/lJ4vve3swApJC0p+bm3KsS2Va+f/CD3K8bDDr3TQIw6xGAFKqnx1zxSc5JTXf++WaysJeUnVx4ofkCAMw84+OJgGFszPliz5//uWlEah83MDD993W6aOXUHyndvHlm9SRfqlNyulMwOP3xAoAHBCCFWrMm+54N27HHZl6dAgD4Y2Qkd9frT34yM+3pzjvN/jnJrATYHa6T/fznJtWomLIVE/kf/yMRPCxdmnnMlVeaLwCYwQhAAACVZ3jYXWpT8u3wcO7XPO+8zADETSqtm7Sn9vbcPSacNmKna2go/v4OAPABAQgAYGb50Y+kV181f/CvWCFddlnq4wMDmc1WiyFf2tPIiAli0lOWPvABsxrhFEzYzVQbGoo/XgCoUAQgAIDisCxTljzfyoT9fV+f9NprmZWRvv516cEHzfcf/GBmANLaaqoOTkxMf8xdXalVmtK97W3SCy8kjmlqyjzmox+d/jgAYBYhAAEA5Pe730nPPJN7D0Vvr/egoL8/s3R4cvqR014IuwfF736Xel8olLu/RPrm61DINLrLJRzObP4KAJgWAhAAqHbxuPlDv7fXfL9iReYxf/qn0htvmGNuukn6kz9JffyXv5Q+/OHijy0SyQxAjjkmESwsWuT8vPvuM2lNdkDR1SXV1hZ/fACAoiMAAYBKEo+bbtZeNl9HIuZ5krRpk/Qv/5L5uj/+sUmHkkwgki5bKfF8amtzr0p0dGQ+Z+dO85XLWWcVNh4AgO8IQADAL1NTiWBi8WKpsTH18QcflO69NzWYiMUSwUQhsnW1DocTAYjTMd3dJl0pV+Ump9uODrpfAwBSEIAAQDFMTkrRqPPqwymnSO9+d+rx//mf0sqVZuO2JL3yirRuXeox//Vf0mOPFXec2UrJfvCDpsleOCydeWbm4/PmmaZ8BBMAgGkiAAGAdBMTJphwm+LU22sqOmXziU9kBiChUCL4kLKvOrjR2JhYkXCzKuHk5ptzvweBBwD4a2Qk+7x0/PHS5Zf7PULXCEAAzB4HD0o/+Yk5YY+MmM7X6c49V3ryyeK+r1Nw0dVl/qi3gxCnY1atkrZty1/RKRgkQACASmFZhTVTHRnJ/prnnEMAAgAlMTpqTsS5ViLs73fvlt75ztTnP/984gRdXy9dd13mH+7NzcUbbzCYqNCUrrbW7PHo6DCBxJIlmceccYb5AgDMTLn6H+Wao8bGijuObOm1MxQBCAB/WZbpfO3mxD005P51nSo5JacfTUw4d9TOVu2ptTX3KkT6bTicP5j5oz9y//MAAErLsqQjR9wFEMm34+P+jdnuf7RwoX9jKAABCIDpsZeSIxFp/nyppib18XvukZ5+2pyoTzxR+qu/Sn08EJAuuMC8RjE5pTTZwUV7u/neKQD56Eeld70rM6BIr1AFAJi5LCvR/8jtXr5IxBQU8UMgkLh45WYvX3d3Rfc/IgABkGBZZpXB7ZUf+/vRUfP8Q4eknp7U1/y3f5P+4R/M99mCjO5u5xULN+wUpvQT9MknZx67YYNZ9m5oyP56p51mvgAAM0M8bgp9eElzikRMqXM/1NaalQmnuSnb6nlnZ8UGE4UgAAGqlWWZK/yBgNTWlvrY669Ld9zhfPKezlJyJJIZgCSnPWXrQWEHIF1d3vpMhEJmL4dbtbWz6gQPADNOcv8jtxe7otHp9T+ajro6d6sR6Q1W07MBkIIABKgE9lJy+gm6pkb60Icyj3/b26Sf/tTsc/if/1P63OdSHx8akr72teKP0ynAOPFE6QMfMCflRYucn/fss1JLiznRAwAqw+SkCSa8pDnFYqklyMupvt7bXr7ubpOmS5XBomO2B8otHs/MS82X5hSNOuelLlrkHIDE4yb4kJwrY7jtLyGZIMcpL9XpRH3SSZnPv/BC85VLR4f78QAAis+p/1G+VYpYzL/xNjRk9j/KNT91d5tiIgQTMwIBCFAMExNmxcE+OZ9zjjR3buox3/62dP315gRfrLzUbGX38qU9hULSO96Re1nZ/r6zk6VkAKgk4+PuS5bbt/39/o23qSn/SkT6fS0tBBMVjAAEsNl5qflO0u94h/TpT6c+d2jIpD3ZnnoqMwAJBKTDh4s33vp6czVnfDxzU/W110oXX5y9v0RdnfTCC8UbCwCgNMbGvDWr6+01+//8Egx6T3MKBv0bL3xBAILq9vrrZnOzmytAbvNSnSoodXSYzc32yobXtCd7KdnNCdv+vq0t+9Wf9743/88BACivkZHUlQk3aU6Dg/6Nt7XVWyDhpv8RIAIQVIKJCRMYpP/h/4tfSH/7t4mT9D/+Y2aFoxtuSJSALRan4CIQMCff3//e9ItwKje7dq305S87n8jJSwWAyjI87L7rtX1b7H5HXrS1eU9zov8RSoQABOVl56W67S/R22u6kv7t30pXXpn6Wm++Kf2v/5X4d19fZhfrbF2t3Wpuzjwxr1vnfOzLL5uVkGDQOZhYsEC67rrpjQcAUFx2/yMvaU6RiFnN8Ivd/8htIBEO5+5/BJQZAQgKNznpXDZ1zx6T9uR0wi40L9VpI3V6SlMkkhlwJB/T0uJuCTn5hO0lL3XePPfHAgCKz7JMypLX7tdjY/6NuavLW5qT1/5HwAxEAAJjeDjzxHzuuZkN7Pbskb7yFXPM6tXSv/5r5mt99avSb35T3PE5pT0dc4x06qmJk7LTCfkTn5D+7M/MMU1NxR0TAKB0LMusgHtNc7JLkJdbIJBopup2daKri/5HmJX4ra82lpU9LzXXSdxpKflnP8vs6zA2ZlY3pOxdrcNhbwFIe3v+Kz9r1mQ+b948U/o2l+mmYAEAps/uf+QlkIhEnPsflUNNjVlpyFWmvKcn9b6ursx9iAAcEYBUgjfflP77v80Jee5cs5k5/fFzz02ctEdHi/O+TgFG8h/02QKQdesSm7LzXQEKhchLBYBKEo+bPXde0pyK2f/Iq9pa981U6X8ElAUBSLlYltn/kOtEPTUlfeMbmc/dtk368Y/N91dfLd11V+rjwaD0H/9R3PEGAs5NiTZvlr7whcTJ27IyN1w7/QwAgJnHqf9RvlWKaNQEIX6oq3NfDtY+pr2dYAKYYQhACjUyIr31lvtqTpFI/rzUxkbp61/P/IM+X1frjg5zcs02IdhLyV6u/mRbSl67NnMFBgDgv8lJExx4SXNy2/+oFOrrs1dssu9Pf6y9nZLlQBUgACnUI49If/InxX3NsTFTCrC1NfX+5LQnp83YNTXSjh1mJcSpklNXF1d/AKCSTEyYYMJLmlNfn3/jbWz03v2a/kfArEUAUqhcXa3dqq3NPCmPj2cet2OHaagXDpvVDifbt09/PACA4rP7H3kpC+uUAlsuTU3ZVyCybcbO1v8IABwQgBQqvbpSfb23Kz92XqqbE/aCBaX5GQAA3oyNeW+mWmj/o2JI7n+Unt6Uba7y0v8IAApAAFKoVatMDwz7pN3WxtUfAKgko6Pu90rY3w8O+jfe1lZvaU7hsNTc7N94ASALApBCBYPSxo1+jwIAIDk3U80XUAwP+zfe9vb8ZcrT/93Y6N94AaCICEAAADNHrmaquQIKp2aq5dLRkXtVwmllgv5HAGYxAhAAQGlYlklZctNjIvm2WM1UC9HV5a63hP19KGT2AAIAXCMAAQDkZ1nSkSPuViOSb50q+5VDIGCCiXx7JJIfD4VMozsAQElxpgWA2cayTJlXtyVh7dvJSX/GazdTdVtl0O5/5NRMFQDgu4ICkGeffVb33nuvXnzxRR08eFCdnZ069dRTtX37dm3YsCHl2JdfflnXX3+9XnrpJdXV1enss8/W7t27tWTJkqL8AAAwq8XjpgGdl0pOkYg0NeXPeGtrU1cfcgUU9vednTRTBYAqUlAA8tWvflWRSETXXXedVq9ercOHD2vPnj3atGmTfvCDH+jss8+WJP3qV7/Sli1btH79ej3wwAMaHR3V9u3bdeaZZ+qVV15RT09PUX8YAKhoU1MmmHC78doOJuJxf8ZbV+dtv4Td/4hgAgBmtYICkLvuuktz5sxJue+cc87RsmXL9PnPf/5oALJ9+3Y1Njbq8ccfV3t7uyRpw4YNWr58uXbv3q0vfvGL0xw+AMxQU1NSNOqt+3U0atKj/FBf762RajjsvpkqAABJCgpA0oMPSWptbdXq1at18OBBSdLk5KQef/xxXX755UeDD0latGiRzjrrLD3yyCMEIAAqw8REajDhZnWir8+/YKKx0f2qhH3b2kowAQAVZGQkMeU0Npoe2ZWiaJvQ+/v79fLLLx9d/fjNb36jkZERrV27NuPYtWvX6plnntHo6KiampqKNQQAyG9iwlsgEYmYYMIvzc35N1ynBxXBIMEEAFQQu/2Rl6rlyb1UP/AB6R//0b/xe1W0AOSaa67R0NCQbr75ZklSJBKRJIVCoYxjQ6GQLMtSLBbT3Llzs77moUOHdPjw4ZT7Dhw4UKwhA6h0Y2OJfRBu05yOHPFvvC0t7lYjkm+DQf/GCwDwxLKkoSFv17h6e6ff/ugPf3ZXjKIEIJ/73Od033336a//+q8zqmAFclyFy/WYJO3du1e7du0qxhABzHSjo+4u+SR/Pzjo33hbW90FEOGw1NNjblnxBYCKYVnSwIC3a1y9vf60P+rtLf97Tse0A5Bdu3bptttu0+23365rr7326P3hcFhSYiUkWTQaVSAQUGdnZ87Xvvrqq3XxxRen3HfgwAFt3bp1usMGUErDw97TnIaG/Btve7u3PRPhsEm4BQBUBLv9kdepaWLCn/EGAqb9kdtpqdIKy04rANm1a5d27typnTt36qabbkp5bOnSpWpubtb+/fsznrd//34tW7Ys7/6POXPmOG54B1AmlpVITPVyCWhkxL8xd3Z6S3MKhaSGBv/GCwDwJB5P9FL1UrHcz16q9rWrbBXK06emzs7q7qVacABy6623aufOnbrlllu0Y8eOzBeuq9P555+vhx9+WF/60pfU1tYmSXrjjTf03HPP6VOf+lThowbgnWWZlCWvaU5jY/6NuasrdwCRfPa2g4m6om1tAwCUWDwuxWLernH52f7I7qXqpWp5Rwftj9IVNFPv2bNH27dv1znnnKNzzz1XL730UsrjmzZtkmRWSDZu3KjzzjtPN9xww9FGhN3d3fr0pz89/dEDs5Vlmc3UXteS/UhMlcxacldXYi+Em/Xkri6CCQCoIOntj9xMUbGYv71U3WzlSz6mo4Mig8VQ0Oz+/e9/X5L09NNP6+mnn8543PpD7fuVK1fq+eef12c/+1lddNFFqqur09lnn63du3fTBR2w2YmpbtOc7NuZsJbs9hJQta8lA0CVmZw0wYSXa1yxmH/tjxoack9HTve1tRFM+KWgAOT55593feyGDRv0wx/+sJC3ASpPPG56RnhdS56a8me8udaSsyWqspYMABXFbn/kZWrys/2R3UvVS5pTSwvBRCUhvwHIZmoqNTHVzSWgaHRmryWn38daMgBUlPT2R26mKD/bH9m9VL2kOdFLtfoRgGB2mJw0wYSXNKdo1N+1ZLdryPZqRXs7Z2wAqCCjo9638g0M+DfelhbvFcvppQonBCCoPBMTqbvc3FwCisX8G6/TWnK+RFXWkgGgooyMeN/K52f7o7Y2b1v56KWKYiIAgb/Gx72vJff3+zdeN2vJ6fexlgwAFcOp/ZGbqcnP9kd2L1W3aU6hEL1U4S8CEBSPnZjqZS3Zz8RUt2vJ6cEEAKAi2O2PvE5No6P+jbmz09s1LnqpohIRgMDZ6Kj37teDg/6Nl7VkAKhqlmX2P3idmvxqfySZ4MDL1EQvVcwW/JrPBoWsJQ8P+zde1pIBoKrZ7Y+8ViyfmPBnvIGAmWqSF8bz9VXt6qL9EZANAUglsSyzY83rWrKfian51pLTLwmxlgwAFSW9/ZHbiuV+91L1kuZEL1WguAhA/GInpnoJJHp7zT4Lv7CWDABVbWrKBBNepqZIxL/2R7W13gIJeqkCMwN/HRaDZZnN1F6DiZmyluymqhNryQBQUaamvFcs97P9UX19at0PN1MT7Y+AykQA4tX4uLRtW+bln5m8lpweZLCWDAAVJb39kZtrXX19/vdS9bI60dZGMAHMFgQgXtXXS088UZqyGqwlA0DVm5jwvpWvr8+/8TY1ZZ+asm3GppcqgFwIQLwKBMzZ9a23ch9XV5e70zVryQBQ8ez2R16yb/1sf+TUSzXfdS/aHwEoNgKQQmzbZsrU5jp7s5YMABVldNTbfoneXn/bH9m9VL1k4DY3+zdeALARgBRizx6/RwAAyGF42Fvro0jEVDn3S1ubc3pTts3Y9FIFUMkIQAAAM5ZlZe+lmiu48LP9UUeHt6184TDtjwDMLgQgAICysNsfuQkgko/xs/1Rei/VfOlO9FIFgPwIQAAAntntj7ymOZWigKAbgYBpZ+SU3pRtlYJeqgBQGpxaAWCWsyypv997mpNf7Y8CgdQgwk2aE71UAWDmIAABgCoSj5ueEV7SnCIR0zXbD7W1ZqXBS5oTvVQBoLIRgADADDU1JcVi3tKcolEThPghvZeqm7Kw9FIFgNmHAAQAymBy0gQTXtKcolGTHuWH+np3AUTyLb1UAQBuEIAAgEcTEyY48LJfIhbzb7wNDfk3XKff0ksVAFAqBCAAZrXxcRNMeOl+3d/v33ibmrynObW0EEwAQDWyLGl0VGpu9nsk3hCAAKgaY2Puy8Hat0eO+DfeYNB7mlMw6N94AQCl46ZXktN9HR3S73/v9+i9IQABMCONjnovCzs46N94W1udA4lwWOrpcX6s0q5YAQDcsSxpYMD9POalV1JHh5lH5s+X1q2Tjj229D9PsRGAACi54WF3AUTy98PD/o23rc17mlNjo3/jBQCUjt0ryWt584mJ/K9tN0hdtEjasCH/vBMKmSIhlY4ABIBrliUNDXlPcxoZ8W/M9pWiXH0lkk/24bDZtA0AqD7xeKLxqpfy5vkarwYCJjgIh6UlS6TTTsu/Kt7VJdXN0r/EZ+mPDcDONfWa5jQ25t+Yu7oyT+R28OAUVFTLlSIAQKZ4PHt582zzWSSSv1dSTU1ijlm+PHOOcZpvaJDqDQEIUAUsy2ym9rI83Nvrbnm4FAKBxLKz2zSn2XylCACq3dRUanlzN/OYm15JtbWJuWTlyvzzTThsggkapJYW0zkww9jLw166X0ci+ZeHS6Wmxqw05Duhpy87c6UIAKrT5KT38uZ9ffmDibq6xJxy4onO80z6qnhHB2XIZyICEKCE4nFzUvWS5hSJmCtBfrCvFKWfyPMtO3OlCACq08SE931/fX35X7ehITGPrF/vrgw5DVKrBwEI4NLUlMk19VLNKRrNn2taKnV17rteJ18pIpgAgOpk90rysu/PTa+kxsbEHLNokbv5prWVYGI2IwDBrGQvD3tJc4rF8i8Pl0p9fe4TutOyc3s7J3cAqFajo973/bnpldTcnJhHlixxnmfSvw8GmW/gDQEIKt7ERCLX1O1VnVjMv/E2NuZekXC6jytFAFC9Rka87ZeIRExJ9HxaWhJzyQkn5J9v7GACKDUCEMwo4+Opy8Nurur09/s33qYmd/skkh/jShEAVCfLMk1UvZY3d9Mrqa3NzCVz5kirVrmbd5qaSv8zA4UgAEHJ2LmmXq7qDAz4N95gMHtjulzLzgCA6mP3SvKa5uSmV1J7u5lHjj3WVHPKtyoeCpnVc8xeU1NTisVi6u3tVU1NjU444QS/hzQtBCBwZWTEexUMN7mmpdLa6q7rdXKQ0dzs33gBAKVjWeYCl9c0p/Hx/K/d2Wnmkvnznas5pc87oZCpAIXZa3JyUtFoVJFIRL29vUdvk79Pv43FYrL+sBH1Xe96l5555hmff4rpIQCZhdKXh91c1Rke9m+87e3uAwn7litFAFCdLMuk3npNc3LTKykUMnPI4sXShg3555tQiAaps93ExIQikUjWwMEpuOhzU6c4h97e3uIM3kf8t6lglmU2oXlNcxod9W/MHR3uAwn75M6VIgCoTnavJC+BhJteSYFAokHqkiXSaaflLwvb1UUwgUxPPPGEXnnllawrFEfc1Cn2oLGxUT09PQqHw+ru7s647e7u1vz584v6nn7gv9oMYeeael0edpNrWipdXd7SnEIhU04WAFB9pqYSjVfdzmNueiXV1CTmkhNOcDfvdHaaxqrAdN13333at29fQc8NBoM5Awmnx4LBoAKzoFINAUgJWJZp3JPrSo7TfRMT/ozXvlLkJc2JK0UAUL2mprKXN882j0Wj+Xsl1dYm5pLVq93NNzRIxcjIiOPqw5lnnqm1a9eW9L3D4bAkqbW11XMw0czm0qz4E9KjyUnpvvvyn4jd5JqWQk1NYtnZ7X6Jri6uFAFAtbJ7JXlJc+rryx9M1Ncn5pITT3Q333R0UIYczgYHB3XDDTc47qEYzrIR9ctf/nLJA5AvfOEL2r17txrZXFpUBCAe1dRIV16Zf8m4GGprs5eBzbXszJUiAKhOExPey8K66ZXU0JCYS9avdzfftLURTKB46urqdNddd3l6Tjk2Y7e2tpb8PWYjAhCP7BUGr7/zdXX5A4lwWOrpSdzX3k4wAQDVKrlXkts0Jzf7XRsbE3PJ4sW55xn7tqWFYGI2syxLAwMDWSs4RaNR/c3f/E1J9yY0NTVp/vz5ampqyprSlJ7uFAqFSjYelBYBSAHmzUtdenZzpai9nZM7AFSr0VFvgURvr7teScFgYj5ZutRdmlMwyHwzm1mWpSNHjuTtK5FeHnYiz0bUO+64Q21tbSUd+8GDB0v6+pg5CEAK8B//4fcIAAClMjzsPc3JTa+klpZEkOC2mhN7WGe3eDyu/v5+18GE3Y9isogbUQOBgEKhkPr7+0segGD2IAABAFQly0o0XvWyOjEykv+129pMkDBnTqKaU3Lw4JRi29RU+p8Zle/RRx/VjTfeeDSYiBdx02ltba1CoZCnSk6dnZ2qpVINiowABAAw4yX3SvJSzclNr6SODhMgzJsnnXSSu+7XFMRBqUxOTupXv/pV3uPq6uqy7pMIh8MpgYV9X0dHh2rYXIoZgAAEAFBW6b2S3KY7jY/nf+3OThMkzJ+fu5qTvRmbBqmYnJxUNBrNuT/Cvj311FP1la98paTjWbp0qS666KKcwUV3d7fa29tnRcM6VCcCEABAwSzLlHn1muaUL0U9EDA9irq7TSWnDRuyr0jY34dCNEiFN+9617v0ox/9yPXxDQ0NJRyNcfLJJ+vBBx8s+fsAfir4VD0wMKBbb71Vr7zyiv793/9dvb292rFjh3bu3Jlx7Msvv6zrr79eL730kurq6nT22Wdr9+7dWrJkyXTGDgAoonjcNKDzEkhEIqZrdi6BQGLVYdky6fTT86c50SAVlmWV/Ap/voDCLglrrzycfPLJJR0PMFsUHIBEIhF94xvf0Lp167R161Z985vfdDzuV7/6lbZs2aL169frgQce0OjoqLZv364zzzxTr7zyinp6egoePADA2dSUFIt5S3OKRvM3Wa2tNSsN3d2JSk5O6U3pDVIJJma30dFR1+Vg7e/37dun8847r6Tj2rZtm0477bSsm7GDwWBJ3x+YrQoOQBYtWqRYLKZAIKDe3t6sAcj27dvV2Nioxx9/XO3t7ZKkDRs2aPny5dq9e7e++MUvFjoEAJgVJidNMOGlLGwsZtKjcqmtTQQJq1e7Kwvb0UGD1NluZGTE1X6J5NuhoSHP7xOJREow+lSXX355yd8DQKaCAxA3y6KTk5N6/PHHdfnllx8NPiQTvJx11ll65JFHCEAAzCoTE2alwUuaUyyW/3Xr6xNBwtq1+QOJ7m4apMKYmJjQ/v37Xa9OjLipU+xBW1tbxibrnp4erVixoqjvA2DmKOl2vd/85jcaGRnR2rVrMx5bu3atnnnmGY2OjqqJ4ugAKtD4eGIfhNs0p/7+/K/b0JAIFhYsyB9IhMOmLwXBBAoRi8W0YcOGorxWR0dHzspN6WlO4XC4LBu7AcwsJQ1A7OXTUCiU8VgoFJJlWYrFYpo7d67j8w8dOqTDhw+n3HfgwIHiDxTArDc25i2Q6O2VBgbyv25TUyJIWLw4d5qTfdvSQjAxm1mWpYGBAfX29qqvr0+nnHJKSd/PaY6WpK6uLlcBhP3vUCikemoaAyU3OZlYSe/tlY491uzJqyRlKViYK10r12N79+7Vrl27SjEkAFVsZMTdPonk+wYH879uMJgIFJYtc5fmxB5WJPvlL3+pf/3Xf825ITsSiWhiYkKSVFNTo4mJiZI2j6urq9Njjz2mzs7Oo8FEV1eX6qhpDJTcxIT7eerIEXNxqrY2teDHBRcQgKQIh8OSnDeSRaNRBQIBdXZ2Zn3+1VdfrYsvvjjlvgMHDmjr1q3FHCaAGWx42Fsg0dtrnpNPa2vi5L1iRf6ysOGw1Nxc+p8X1e2xxx7TDTfc4Pr4eDyuvr6+rKsUxXL++eeX9PWB2cBeSXezim5f9Erev5d8u3ChdMopqfNSa2v1rI6XNABZunSpmpubtX///ozH9u/fr2XLluXc/zFnzhzNmTOnlEMEUCaWJQ0NeU9zGh3N/9ptbebkPGdO/mpO9lUjtp7NbvF4XLFYLGX1Ye7cudq4cWNJ39e+MCdJtbW1CoVCGaVf028pBQuU3+io+6qDQ0MmMLD376VfzFqyRNq4kVTbZCUNQOrq6nT++efr4Ycf1pe+9CW1tbVJkt544w0999xz+tSnPlXKtwdQIpZlrt547X49Npb/tTs6zMl53jx31ZzCYXPSx+w1NTWlaDTqqoKTfRuLxRRPa3pyxRVXlDwA+aM/+iNt2bJF4XBYHR0dJU2tAmAMD7ufp+wib42NznPOsmXSpk2pc1IwOLuDiUJMKwB56qmnNDQ0pIE/7MT8xS9+oYceekiS9P73v1/BYFC7du3Sxo0bdd555+mGG2442oiwu7tbn/70p6f/EwCYFssyeaVe05z+kKKeU1eXOTkvXCidfHL+NKdQyCxHY/aanJxUNBp13V/C3qht5Wt64kI5+k50dXWpq6ur5O8DVCPLykzLzTV3jY2Z5wSDznPPihXS296WGUyg9KYVgFx11VV6/fXXj/77wQcf1IMPPihJ+u1vf6vFixdr5cqVev755/XZz35WF110kerq6nT22Wdr9+7ddEEHiiweN2VevaQ5RSKmokYugYAJJrq7TSWnU0/Nv18iFJLYw4psvvSlL+nVV1/NCCr6+vqK+j6NjY2OHa6d7ps3b15R3xtAdvZKutt03PFx87zk/XvJt2vWZM5LpNrOXNP68+C1115zddyGDRv0wx/+cDpvBcw68bjU1+et+3U0Kk1N5X7dmhoTHGRbSk5OberpMbddXabqBlAsjz32mP75n//Z03OamppcBRLJty0tLa4a5wIonL2S7nYVfWLCXNhqbXW+iJWefhsOm5QoVA+uTwJlMDVlull7SXOKRk0QkktyKb6VK/M3q+vuljo7TRCC2Wt0dDSl5Gt6mtNVV12llStXlnQMCxYs0MKFC10HEnYwAaC0LMuspLuZpyKRxEWv9nbnuSc9/TYUYt8eCEAAz+wGQF7SnGIxc1LPpa4ucYJOr+SULc2po4NgArn9+te/1jXXXJMSYAznqVO8ZcuWkgcg+/btK+nrA0ispLuZp+wV9EDAXKhymnOOPz51XiLVFoXi1waz2sREopuo2zxUNynqyXW91651Tm+yT+D2fe3tVNFA8VmWpWeeecb18W1tbRp1U/sYQFnZK+luVtFjMRN81NSYYMLpItby5an3dXURTKB8+FVD1Rgfz79PIv1E3d+f/3UbGhJ7IZKbAuVKd6qmZkHwzrIsDQ4O5i0H29DQoO985zslHUtPT49OP/30rD0m7PQm+/sGciOAkpuczJ6Wm35fX59ZQa+pSVQWdKrmlJ5qy749zGQEIJiRRkdTu4m6SXf6QzXonJqaEifu4493l+Y025sFzXaWZWlgYCBvOdj0IGPcLtmSQ2dnZ8nH39XVpZdeeqnk7wPMVvZKuptV9P5+E0zU1pr0pfS555hjMqs5kWqLakQAgpIbGfFeFnZwMP/rBoOpjYGc0pvSAwrqe89ulmWpv7/fVQCRvEl7wk3TE5cCgYBCoZDC4bB6enoUj8dpRgfMEOPjibTcfKvoR46Y59TXJ4KJ5DnnuOOkdesy9+1xQQsgAIFHdgMgL2lOefa7SkqU4uvudq7m5NT9urm59D8vqsftt9+unTt3ajJf0xMPampqFAqFcpaFTf53d3e3Ojs7VUtuBFByY2PuV9EHBkxgUF+feiHLvk1vpsq+PWB6CEBmKcuShoa8d792szfVLsV37LFmKTlXmpP9PfW9UWrNzc05g4/a2tqjwYSbsrB2MMHqBVB6o6Pu56mhIfOcxsbMnkZ2+u3GjanzEqm2QHkRgFQByzJXb7ymOY2N5X/tjg5zcp43L7UxULb9EuEw9b0hHT582HWaU29vrz7ykY9oz549JR3T5s2bdeONN2YNLtrb2wkmgDIYHnY/T9kr6M3NznPO8uXS5s2p9wWDBBPATEcAMsPY3US9pjm5SVG3q2csXOiumlMoZJajAa/Wrl2r//7v/3Z9/KFDh0o4GmPz5s3avHlzyd8HmC3slXS385R90au52XnusdNv04MJANWHAKSE4vHs3URzdRXNl6IeCJjgIByWliwxS8nZ9knY/6a+NyYmJhSJRBQOh1Vf4siyu7vbMQBpbGx0THEiMAD8ZVmm+IfbNCf7opddDCR9ZTw9/TYcNlUIAUAiACnI0JD0ox/lDyoiEROE5FJTk6iesWyZtGlT/jSnri7qe892Y2NjrsvB2rdH/lCy5Wc/+5lOOumkko5v165dGhsby+g10dLSogC5EUBJ2SvpbtOc7GDC3r+XPuckV3Kyu1+zbw/AdBCAFKCvT7rggsz7k+t6O1VycgooOjup7z3bjY6Oegokent7NeimTnEWvb29RRy9swsvvLDk7wHMBvZKups0p2jUdMuWTDDhNOcsXJiZasu+PQDlRgBSgJ4e6dvfzgwsaBaEZL29vXrmmWcyekqkBxRDdsmWImltbc1ZxWnZsmVFfT8A7sTj5gKWmzQnO5gIBMyFKqcLWenNVEMhUm0BVAZOVQVoaJA+/GG/R4GZ7rXXXtNll102rddob293VQ42+baR3Aig5KampFjM3X6JWMwEHzU1iWIgTtWc0vftkWoLoFoRgKDqWZalwcHBlJWHqakpnXvuuSV933A4nPLvjo6OvIFE8vehUEgN5EYAJTc5aVYc3KQ59fWZPRa1tSZISA8kenqkVatS7+vsJJgAgGQEIKgKTz75pF588cWseycm0uoUL1y4UK+//npJxzR//ny9+uqrCofDCoVCJa88BcBsqI5G3aU59feb59j799LTnJyaqZJqCwDTRwCCqvDEE09o7969ro8vx0bs+vp6rV69uuTvA1Sr8fFERcF8aU4DA2Zlor4+UQwkOXA47rjUak72vj2KsgFA+RGAoCji8bj6+vocVx/OOOMMnXHGGSV9/3A4rJqaGoVCIYXDYfX09ORMbwqHw7Isi5KwQJmMjbkrC9vba/pRSGa/ndN+iUWLpA0bUu9rayOYAIBKQQCCDFNTU4rFYp7KwkajUcWzND3ZsWNHyQOQW265RTt37lQNuRFAyY2MuO9+PTRkAoOGBuey5E7NVFtaCCYAoJoRgFS5yclJxWKxvAFE8m00GpVlWUUbQyQSKdprZcNmbaAww8Puu1+Pjpo0p+Zm57Kwy5dLmzenPhYM+v0TAgBmGgKQKvPHf/zHOnjw4NFgIhaLFfX1GxoaPJWF7e7uVltbW1HHACCTZZnVBrdpTmNj5nktLc5pTsmVnOz7mpv9/RkBANWBAKTKvPTSSzp48KCrYxsbG7MGEtmCitbWVvZNACVmWWZTtds0J7vIW0uLc/frE09MvS8clpqa/P0ZAQCzFwFIEYyNjbnaJ/F3f/d3mjt3bknH8va3v12HDx92tToRDAYJJoASsyzpyBF3aU6RiOlJIZlN1U5pTuvWZQYZZCACACoJAUiB/umf/kkf//jHFYlENGiXbMnjd7/7XckDkPvvv7+krw/MZvG46R3hJs0pGjXBRCBgyr1mq+aUHGSEQqaMLAAA1YwApEC1tbWuGtm1tbUdXXEo5sZuANMTj0uxmLs0p1hMmpoyDeg6OpzTnJYuTb0vFJLqOMMCAAo0MuI8H6UXHX3/+6Xjj/dnjIVieizQ4sWL9aEPfSjnHopQKKTGxka/hwpUvakpc1J2k+YUi5m0qEBA6urK3BvR02OqOSUHF11dpls2AABeWZZzxUF7PsqmuTkxFy1YIK1fXz3zEQFIgZYuXarvfOc7fg8DqDqTkyZ9yU1Z2P5+cyWottaclNP3S/T0ZFZz6uw0KxkAAHhlWaZZqtN8lCuYsCsOhsNmteLUU2f3fEQAAqBkJiZMMOGmLGx/v3lOXZ1JX0pPc5o711RzSg4yOjpm78kbADA9dsXB9HnJno+ySS4SsnSpdPrpUns785EXBCAAXBkfz18O1r49csSkONXVJa74JK9CzJ+fWc2pvZ3u1wCAwliWc5GQgYHszwkETDBhz0UrVphb5qPSIwABZqHR0UTZ13xpTnaRt4YG57KwixZJGzakPtbayskbAFCYeFzq68ucj4aGsj8nEDCBgz0PrVlj5iXmo5mJAASocCMj7gKJSCRx8m5szAwkwmGzlHzaaan3t7Rw8gYAFGZqygQTTvNRtrklEDD7I+x56qSTzG0wyHxULQhAgBnErpLhpvv1yIg5ETc1Oa9MnHCCtHlz6n3BoN8/IQCgUk1NpRYJseej0dHsz6mpSRQJCYelk082t8xHsxsBCFAClmWu7rjZL9Hba/ZXSOaE7BRMrFqVuVrR3OzvzwgAqFx2kZBs85GT2lpTJMSeixYvZj5CYQhAgDzsKhlu05zsk3drq3Oa00knZQYZtIsBABRqYsJ5PpqYyP6c5IqD3d3SsmXMRygfAhDMKpZlKjS5TXOanMyskpF8u359ZiO7hga/f0oAQKUaG8ssEmLPR9nU16fORStWmOCC+QgzFQEIKlY8bkruuQkkolGTuyqZ3hHZqjkl/zsUMid1AAAKYVcczDYfOWloSMxFxxwjrV7NfITqQwCCGSEel2Ixd2lOsZg5eadXyUiv5pQcZHR1meVmAAAKMTzsPB/F49mfk1wk5LjjpLVrmY8AiQAEJTA1ZU7K+dKcIpHEybu2NhFMpKc5nXBCapDR1WWOBwDAK8tKVBxMn48sK/vzmpsTc9GCBaaaU2cn8xFQCAIQ5DQ5aZaL3aQ59fWZ59TUpFbJsG/nzMms5tTZaY4HAMAryzLNUtPno/7+3MFES0tiLjr+eOnUU5mPgHIiAJlF7CoZbtKcjhwxJ+/0Khl24DB3bmY1p/Z2Tt4AgMLYRUKc5qNc2toSc9Hy5dKmTWavHw3rgJmLAKRCjY/nLwdr39on7/QqGfbtggWmmlNykNHezskbAFAYy3IuEjIwkPt57e1mDurpMZWc3vY2E2AwHwHVhQBkBkiukpEvzWlw0JyI6+ud90ssXixt2JB6X2srJ28AQGHicZNimz4fDQ1lf04gYFYh7LlozRpzy3wEQCIAKbqREXfN6np7zSY4KVElw77qYwcOS5dKp5+emuYUDHLyBgAUxi4Skj4fjYxkf05NjdkfYc9Fa9cyHwGYHgKQAn3ta9ILLySCjNFRc38w6JzmtGJF5n3BoL8/AwCgck1OJioOJgcU9nzkpKbGVBK0L2otXMh8BKD8CEAK9I53SJs3J1Yumpv9HhEAoFJNTJiKg+krE+Pj2Z9TW5soEmJXcwqHzao6AMxkBCAFWr3a7xEAAGai8fFE+XI7mIhETJCRTV1d4oJWd7e0bJn5vrGxfOMGgHIhAAEAIIuxscxViWjUpD9lk1xxsKdHWrnSrFQ0NJRv3AAwkxGAAABmhdHRzP0SkYip8pRNY2MimDjmGFPNKRQyKxYAgMJwCgUAVJzh4cxqg7FY7mCiqSmxX2LePFPNqauLYAIAyo3TLgDAN5Zl+kmkpzn19ZnHskmuOLhokXTKKaZUbG1tuUYOACgUAQgAoCgsyzRLTU9z6uvL/bzW1kQwcfzx0saNpoldTU1Zhg0AKLOyBCCDg4O65ZZb9MADDygajWrlypW64YYbtG3btnK8PQDAI8uSjhzJTHM6ciT389raEsHE8uXSpk0mmKBhHQDAVpYA5MILL9RPf/pT3XHHHTrhhBN0//3369JLL1U8Htdll11WjiEAwKwVj0v9/ZlpToOD2Z8TCEjt7YlgYuVKc9vWRjABAJiekgcgTz75pJ555pmjQYcknXXWWXr99df1mc98RpdccolqSdoFAFficZPSlJ7mNDiYPTAIBMwqhN39es0ac9vSQjABACi/kgcgjzzyiFpbW3XxxRen3H/FFVfosssu009+8hOdccYZpR4GAMw4U1OmclN6mtPISPbnBAKmcpNdzWndOnMbDBJMAAAqQ8kDkJ///OdatWqV6tLqHK5du/bo4wQgACrd5KRpUJee5jQ2lv05tbUmmLDTnBYuTAQTAABUq5IHIJFIREuWLMm4PxQKHX08m0OHDunw4cMp9x04cKC4AwSANBMTJphIT3MaH8/+nNpa06DOTnNassQEE01N5Rs3AACVoCyb0AM58gJyPbZ3717t2rWrFEMCMEuMjyc6XicHFJOT2Z9TX58IJsJhU80pFDJdsQEAwPSUPAAJh8OOqxzRaFRSYiXEydVXX52xd+TAgQPaunVrUccIoDKMjWXul4hEzF6KbBoaTBARDks9PaaaUyhk7gcAAOVX8gDkpJNO0r59+zQ5OZmyD2T//v2SpBNPPDHrc+fMmaM5c+aUeogAfDAykrkqEYvlDiYaGxP7JY491lRzCoelOlqqAgBQMUo+bX/wgx/U3Xffre9973u65JJLjt5/zz33aN68eTr99NNLPQQAJTY8nLlfIho1zeyyaWpK7Jc47jhTzamry+ylAAAA1avkAcj73vc+vfvd79ZVV12lI0eOaNmyZdq3b5+efvpp3XvvvfQAAWYQy5KGhjJXJvr6cgcTwWBiv8SiRdIpp0idnQQTAAAgU1kSFx5++GHdfPPN2r59u6LRqFauXKl9+/Zp27Zt5Xh7YFayLNOcLnm/RG+v6YidS2trYs/E8cdLGzeaJnY1NeUZNwAAqG5lCUBaW1t155136s477yzH2wFVx7KkI0cy05yOHMn9vLa2RJrT8uXS5s1SezsN6wAAgH/YugmUWTxuViHS05wGB7M/JxAwgYOd5rRqlbltayOYAAAAlYUABJiGeNzsj0hPcxoezv6cQMCkNNkrE2vWmNuWFoIJAABQ/QhAgD+YmjJlYNPTnEZGsj+npsZstraDiXXrzG0wWLZhAwAAVBQCEFSlyUlTBjY9zWlsLPtzampSu18vWmRum5vLN24AAIBqRwCCGW9iwgQT6d2vx8ezP6euzgQTdtO6JUvM901N5Rs3AAAAMhGAoKzGxzNXJSIRs2KRTX19YmWiu1s64QQTTDQ0lG/cAAAAKA4CEBRsdDSxGpG8MjE1lf05DQ2JVYmeHmnlSvPv+vryjRsAAAD+IQCBJLPR2g4k7GAiGjVVnrJpbEzsl5g7VzrxRLNSUcdvFQAAALLgT8UqNDycWRa2ry93MNHcnFiZmD9fWr9e6uqSamvLNWoAAADMBgQgM5hlSUNDmfsl+vrMY9kEg6mVnDZsMKVia2rKNXIAAADAGQFImViWNDCQmebU35/7ea2tiWBi6VLptNNMEzuCCQAAAFQiApACDQ9Lv/td6urEwED24wMBqa0tkea0YoX5vr2d7tcAAACYPQhACvT66+aru1tatcrctrYSTAAAAAC5EIAUaNUq8wUAAADAPXYSAAAAACgbAhAAAAAAZUMAAgAAAKBsCEAAAAAAlA0BCAAAAICyIQABAAAAUDYEIAAAAADKhgAEAAAAQNkQgAAAAAAoGwIQAAAAAGVDAAIAAACgbAhAAAAAAJQNAQgAAACAsiEAAQAAAFA2BCAAAAAAyoYABAAAAEDZEIAAAAAAKBsCEAAAAABlQwACAAAAoGwIQAAAAACUDQEIAAAAgLIhAAEAAABQNnV+D8CrsbExSdKBAwd8HgkAAAAA++9y++/0fCouADl48KAkaevWrf4OBAAAAMBRBw8e1CmnnJL3uIBlWVYZxlM0fX19euGFF7RgwQI1Njb6No4DBw5o69atevTRR7Vs2TLfxlEt+DyLj8+0uPg8i4/PtLj4PIuPz7T4+EyLa6Z8nmNjYzp48KDe+c53qrOzM+/xFbcC0tnZqQsuuMDvYRy1bNkyrVmzxu9hVA0+z+LjMy0uPs/i4zMtLj7P4uMzLT4+0+KaCZ+nm5UPG5vQAQAAAJQNAQgAAACAsiEAAQAAAFA2BCAF6unp0Y4dO9TT0+P3UKoCn2fx8ZkWF59n8fGZFhefZ/HxmRYfn2lxVernWXFVsAAAAABULlZAAAAAAJQNAQgAAACAsiEAAQAAAFA2BCAAAAAAyoYApAheeeUVnXvuuVq4cKGam5sVCoW0efNm3XvvvX4PrWI9++yzuvLKK7Vy5Uq1tLTouOOO0wUXXKB/+7d/83toFWlgYEDXX3+93vOe96inp0eBQEA7d+70e1gVYXBwUJ/85Cc1b948NTU1af369fqHf/gHv4dVsfhdLC7OlcXHnF563/zmNxUIBNTa2ur3UCrS888/r0Ag4Pj10ksv+T08VwhAiqCvr08LFizQ5z//eT355JP6+7//ey1evFh/+qd/qttuu83v4VWkr371q3rttdd03XXX6cknn9Sdd96pQ4cOadOmTXr22Wf9Hl7FiUQi+sY3vqGxsTFt3brV7+FUlAsvvFD33HOPduzYoaeeekobN27UpZdeqvvvv9/voVUkfheLi3Nl8TGnl9abb76pv/iLv9C8efP8HkrF+/znP69/+Zd/Sfk68cQT/R6WK5ThLaFNmzbprbfe0htvvOH3UCrOoUOHNGfOnJT7BgcHtWzZMp144on64Q9/6NPIKpP93zwQCKi3t/do3XCuPOf25JNP6txzz9X999+vSy+99Oj973nPe/Tqq6/qjTfeUG1trY8jrDz8LhYX58ryYU4vjvPPP1+BQEChUEgPPfSQBgcH/R5SxXn++ed11lln6cEHH9RFF13k93AKwgpICXV3d6uurs7vYVSk9AlVklpbW7V69WodPHjQhxFVNntpFt488sgjam1t1cUXX5xy/xVXXKG33npLP/nJT3waWeXid7G4OFeWD3P69N1777164YUXtHfvXr+HAp8RgBRRPB7X5OSkDh8+rL179+oHP/iBPvvZz/o9rKrR39+vl19+WWvWrPF7KJglfv7zn2vVqlUZf3SsXbv26OPATMO5sjiY04vr0KFD+uQnP6k77rhD8+fP93s4VeGaa65RXV2d2tvb9d73vlc//vGP/R6Sa4TyRXT11Vfr61//uiSpoaFBX/nKV/Tnf/7nPo+qelxzzTUaGhrSzTff7PdQMEtEIhEtWbIk4/5QKHT0cWCm4VxZHMzpxXX11VdrxYoVuuqqq/weSsXr6OjQddddpy1btigcDuvAgQP6y7/8S23ZskVPPPGE3vve9/o9xLxYAUmTq7JA+tcrr7yS8tybbrpJP/3pT/XEE0/oyiuv1LXXXqvdu3f784PMINP5TG2f+9zndN999+mv/uqvtGHDhvL+ADNMMT5PuJcrXYhUIsw0nCuLhzm9eL73ve/p+9//vu6++27Om0Vw8skn68tf/rK2bt2qM888U1dccYVefPFFzZ07V9dff73fw3OFFZA0K1as0N133+3q2IULF2b8277v/e9/vyTpxhtv1Ic//GH19PQUd6AVZDqfqSTt2rVLt912m26//XZde+21xR5exZnu5wn3wuGw4ypHNBqVlFgJAWYCzpXFxZxeHIODg7rmmmv0iU98QvPmzVNfX58kaXx8XJKpOlZfX6+WlhYfR1n5Ojs7dd555+lrX/uaRkZG1Nzc7PeQciIASTN37lx97GMfK8prnXbaafra176m//qv/5rVJ6vpfKa7du3Szp07tXPnTt10001FHlllKubvKHI76aSTtG/fPk1OTqbsA9m/f78kVUy5Q1Q/zpWlx5xemN7eXv3+97/Xnj17tGfPnozHu7q6dMEFF+jRRx8t/+CqTHKVwZmOAKSEnnvuOdXU1DjmkCO/W2+9VTt37tQtt9yiHTt2+D0czEIf/OAHdffdd+t73/ueLrnkkqP333PPPZo3b55OP/10H0cHGJwry4M5vTDHHnusnnvuuYz777jjDr3wwgt66qmn1N3d7cPIqkssFtPjjz+u9evXq6mpye/h5EUAUgQf//jH1d7ertNOO03HHHOMent79eCDD+q73/2uPvOZz3ClpAB79uzR9u3bdc455+jcc8/N6Oy5adMmn0ZWuZ566ikNDQ1pYGBAkvSLX/xCDz30kCSTXhAMBv0c3oz0vve9T+9+97t11VVX6ciRI1q2bJn27dunp59+Wvfeey89QArE72LxcK4sPub04mpqatKWLVsy7v/2t7+t2tpax8eQ22WXXaaFCxfq1FNPVXd3t379619rz549+v3vf69vf/vbfg/PFRoRFsG3vvUtfetb39Ivf/lL9fX1qbW1VevWrdPHPvYxfehDH/J7eBVpy5YteuGFF7I+zq+td4sXL9brr7/u+Nhvf/tbLV68uLwDqhCDg4O6+eab9cADDygajWrlypW68cYbtW3bNr+HVrH4XSwezpXFx5xeHh/5yEdoRFigO+64Q9/97nf129/+VoODgwqFQnr729+uG2+8URs3bvR7eK4QgAAAAAAoG8rwAgAAACgbAhAAAAAAZUMAAgAAAKBsCEAAAAAAlA0BCAAAAICyIQABAAAAUDYEIAAAAADKhgAEAAAAQNkQgAAAAAAoGwIQAAAAAGVDAAIAAACgbAhAAAAAAJQNAQgAAACAsiEAAQAAAFA2/x8dsxvQKPhgPwAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8,6))\n", "X = x[::3]\n", "ax.plot(X, X, color=\"blue\", linewidth=0.25)\n", "ax.plot(X, X+5, color=\"blue\", linewidth=0.50)\n", "ax.plot(X, X+10, color=\"blue\", linewidth=1.00)\n", "ax.plot(X, X+15, color=\"blue\", linewidth=2.00)\n", "\n", "# possible linestype options ‘-‘, ‘--’, ‘-.’, ‘:’, ‘steps’\n", "ax.plot(X, X+20, color=\"red\", lw=2, linestyle='-')\n", "ax.plot(X, X+25, color=\"red\", lw=2, ls='-.')\n", "ax.plot(X, X+30, color=\"red\", lw=2, ls=':')\n", "\n", "# custom dash\n", "line, = ax.plot(X, X+8, color=\"black\", lw=1.50)\n", "line.set_dashes([5, 10, 15, 10]) # format: line length, space length, ...\n", "\n", "# possible marker symbols: marker = '+', 'o', '*', 's', ',', '.', '1', '2', '3', '4', ...\n", "ax.plot(X, X+35, color=\"green\", lw=2, ls='--', marker='+')\n", "ax.plot(X, X+40, color=\"green\", lw=2, ls='--', marker='o')\n", "ax.plot(X, X+45, color=\"green\", lw=2, ls='--', marker='s')\n", "ax.plot(X, X+50, color=\"green\", lw=2, ls='--', marker='1')\n", "\n", "# marker size and color\n", "ax.plot(X, X+55, color=\"purple\", lw=1, ls='-', marker='o', markersize=2)\n", "ax.plot(X, X+60, color=\"purple\", lw=1, ls='-', marker='o', markersize=4)\n", "ax.plot(X, X+65, color=\"purple\", lw=1, ls='-', marker='o', markersize=8, markerfacecolor=\"red\")\n", "ax.plot(X, X+70, color=\"purple\", lw=1, ls='-', marker='s', markersize=8, \n", " markerfacecolor=\"yellow\", markeredgewidth=2, markeredgecolor=\"blue\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Control over axis appearance" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The appearance of the axes is an important aspect of a figure that we often need to modify to make a publication quality graphics. We need to be able to control where the ticks and labels are placed, modify the font size and possibly the labels used on the axes. In this section we will look at controling those properties in a matplotlib figure." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Plot range" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first thing we might want to configure is the ranges of the axes. We can do this using the `set_ylim` and `set_xlim` methods in the axis object, or `autoscale(tight=True)` for automatrically getting \"tightly fitted\" axes ranges:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "execution": { "iopub.execute_input": "2022-11-23T07:11:32.444732Z", "iopub.status.busy": "2022-11-23T07:11:32.444486Z", "iopub.status.idle": "2022-11-23T07:11:32.716651Z", "shell.execute_reply": "2022-11-23T07:11:32.716194Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 3, figsize=(12, 4))\n", "\n", "axes[0].plot(x, x**2, x, x**3)\n", "axes[0].set_title(\"default axes ranges\")\n", "\n", "axes[1].plot(x, x**2, x, x**3)\n", "axes[1].autoscale(tight=True)\n", "axes[1].set_title(\"tight axes\")\n", "\n", "axes[2].plot(x, x**2, x, x**3)\n", "axes[2].set_ylim([-1, 6])\n", "axes[2].set_xlim([-1, 2])\n", "axes[2].set_title(\"custom axes range\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Logarithmic scale" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is also possible to set a logarithmic scale for one or both axes. This functionality is in fact only one application of a more general transformation system in Matplotlib. Each of the axes' scales are set seperately using `set_xscale` and `set_yscale` methods which accept one parameter (with the value \"log\" in this case):" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "execution": { "iopub.execute_input": "2022-11-23T07:11:32.719981Z", "iopub.status.busy": "2022-11-23T07:11:32.719846Z", "iopub.status.idle": "2022-11-23T07:11:33.152212Z", "shell.execute_reply": "2022-11-23T07:11:33.151723Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(10,4))\n", " \n", "axes[0].plot(x, x**2, x, exp(x))\n", "axes[0].set_title(\"Normal scale\")\n", "\n", "axes[1].plot(x, x**2, x, exp(x))\n", "axes[1].set_yscale(\"log\")\n", "axes[1].set_title(\"Logarithmic scale (y)\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Placement of ticks and custom tick labels" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can explicitly determine where we want the axis ticks with `set_xticks` and `set_yticks`, which both take a list of values for where on the axis the ticks are to be placed. We can also use the `set_xticklabels` and `set_yticklabels` methods to provide a list of custom text labels for each tick location:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "execution": { "iopub.execute_input": "2022-11-23T07:11:33.154266Z", "iopub.status.busy": "2022-11-23T07:11:33.154134Z", "iopub.status.idle": "2022-11-23T07:11:33.241680Z", "shell.execute_reply": "2022-11-23T07:11:33.241276Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10, 4))\n", "\n", "ax.plot(x, x**2, x, x**3, lw=2)\n", "\n", "ax.set_xticks([-2, 0, 2, 4])\n", "ax.set_xticklabels([r'$\\alpha$', r'$\\beta$', r'$\\gamma$', r'$\\delta$'], fontsize=18)\n", "\n", "yticks = [-40, 0, 40, 80, 120]\n", "ax.set_yticks(yticks)\n", "ax.set_yticklabels([\"$%.1f$\" % y for y in yticks], fontsize=18); # use LaTeX formatted labels" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are a number of more advanced methods for controlling major and minor tick placement in matplotlib figures, such as automatic placement according to different policies. See http://matplotlib.org/api/ticker_api.html for details." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Axis position adjustments" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Unfortunately, when saving figures the labels are sometimes clipped, and it can be necessary to adjust the positions of axes a little bit. This can be done using `subplots_adjust`:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "execution": { "iopub.execute_input": "2022-11-23T07:11:33.243998Z", "iopub.status.busy": "2022-11-23T07:11:33.243760Z", "iopub.status.idle": "2022-11-23T07:11:33.338162Z", "shell.execute_reply": "2022-11-23T07:11:33.337671Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1)\n", " \n", "ax.plot(x, x**2, x, np.exp(x))\n", "ax.set_yticks([0, 50, 100, 150])\n", "\n", "ax.set_title(\"title\")\n", "ax.set_xlabel(\"x\")\n", "ax.set_ylabel(\"y\")\n", "\n", "fig.subplots_adjust(left=0.15, right=.9, bottom=0.1, top=0.9);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Axis grid" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With the `grid` method in the axis object, we can turn on and off grid lines. We can also customize the appearance of the grid lines using the same keyword arguments as the `plot` function:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "execution": { "iopub.execute_input": "2022-11-23T07:11:33.340200Z", "iopub.status.busy": "2022-11-23T07:11:33.340063Z", "iopub.status.idle": "2022-11-23T07:11:33.485038Z", "shell.execute_reply": "2022-11-23T07:11:33.484565Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(10,3))\n", "\n", "# default grid appearance\n", "axes[0].plot(x, x**2, x, x**3, lw=2)\n", "axes[0].grid(True)\n", "\n", "# custom grid appearance\n", "axes[1].plot(x, x**2, x, x**3, lw=2)\n", "axes[1].grid(color='b', alpha=0.5, linestyle='dashed', linewidth=0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Axis spines" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also change the properties of axis spines:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "execution": { "iopub.execute_input": "2022-11-23T07:11:33.487044Z", "iopub.status.busy": "2022-11-23T07:11:33.486912Z", "iopub.status.idle": "2022-11-23T07:11:33.574654Z", "shell.execute_reply": "2022-11-23T07:11:33.573981Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(6,3))\n", "\n", "ax.plot(x, x**2, x, x**3, lw=2)\n", "\n", "ax.spines['left'].set_color('blue')\n", "\n", "# turn off axis spine to top and right\n", "ax.spines['top'].set_color(\"none\")\n", "ax.spines['right'].set_color(\"none\")\n", "# only ticks on the left and bottom side\n", "ax.xaxis.tick_bottom()\n", "ax.yaxis.tick_left() " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Twin axes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sometimes it is useful to have dual x or y axes in a figure; for example, when plotting curves with different units together. Matplotlib supports this with the `twinx` and `twiny` functions:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "execution": { "iopub.execute_input": "2022-11-23T07:11:33.577156Z", "iopub.status.busy": "2022-11-23T07:11:33.576563Z", "iopub.status.idle": "2022-11-23T07:11:33.720405Z", "shell.execute_reply": "2022-11-23T07:11:33.719977Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax1 = plt.subplots()\n", "\n", "ax1.plot(x, x**2, lw=2, color=\"blue\")\n", "ax1.set_ylabel(r\"area $(m^2)$\", fontsize=18, color=\"blue\")\n", "for label in ax1.get_yticklabels():\n", " label.set_color(\"blue\")\n", " \n", "ax2 = ax1.twinx()\n", "ax2.plot(x, x**3, lw=2, color=\"green\")\n", "ax2.set_ylabel(r\"volume $(m^3)$\", fontsize=18, color=\"green\")\n", "for label in ax2.get_yticklabels():\n", " label.set_color(\"green\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Axes where x and y is zero" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "execution": { "iopub.execute_input": "2022-11-23T07:11:33.722915Z", "iopub.status.busy": "2022-11-23T07:11:33.722776Z", "iopub.status.idle": "2022-11-23T07:11:33.822063Z", "shell.execute_reply": "2022-11-23T07:11:33.821568Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "\n", "ax.spines['right'].set_color('none')\n", "ax.spines['top'].set_color('none')\n", "\n", "ax.xaxis.set_ticks_position('bottom')\n", "ax.spines['bottom'].set_position(('data',0)) # set position of x spine to x=0\n", "\n", "ax.yaxis.set_ticks_position('left')\n", "ax.spines['left'].set_position(('data',0)) # set position of y spine to y=0\n", "\n", "xx = np.linspace(-0.75, 1., 100)\n", "ax.plot(xx, xx**3);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exercise\n", "Let's plot historical temperature data measured at Prague Clementinum from 1st January 2000." ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "execution": { "iopub.execute_input": "2022-11-23T07:11:33.824193Z", "iopub.status.busy": "2022-11-23T07:11:33.823877Z", "iopub.status.idle": "2022-11-23T07:11:33.942424Z", "shell.execute_reply": "2022-11-23T07:11:33.939792Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "year,month,day,avg,max,min,prec\r\n", "1920,1,1,1.5,3.5,0.5,0.7\r\n", "1920,1,2,0.9,1.6,0.5,2.2\r\n", "1920,1,3,-4.1,0.5,-6.5,0\r\n", "1920,1,4,-1.8,-0.8,-6.3,1.8\r\n", "1920,1,5,-1.9,-0.3,-2.9,0\r\n", "1920,1,6,-0.6,4.5,-5.2,0\r\n", "1920,1,7,2.2,3.3,1.2,0\r\n", "1920,1,8,3.2,4,1.4,0.4\r\n", "1920,1,9,1.8,4.6,0,3.8\r\n" ] } ], "source": [ "!head clementinum.csv" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "execution": { "iopub.execute_input": "2022-11-23T07:11:33.952277Z", "iopub.status.busy": "2022-11-23T07:11:33.951526Z", "iopub.status.idle": "2022-11-23T07:11:33.999395Z", "shell.execute_reply": "2022-11-23T07:11:33.998730Z" } }, "outputs": [], "source": [ "# read CSV file, skip one row with headings\n", "data = loadtxt('clementinum.csv', skiprows=1, delimiter=',')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Plotting with `datetime` objects\n", "\n", "If you want to plot with time, use `datetime` objects to hold the time/dates. Then when you plot, things will work out nicely. In fact, in the following example, the plotted dates will be formatted correctly." ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "execution": { "iopub.execute_input": "2022-11-23T07:11:34.002586Z", "iopub.status.busy": "2022-11-23T07:11:34.002171Z", "iopub.status.idle": "2022-11-23T07:11:34.047854Z", "shell.execute_reply": "2022-11-23T07:11:34.047363Z" } }, "outputs": [], "source": [ "# convert first three columns (year, month, day) to array of datetime objects\n", "from datetime import datetime\n", "dt = array([datetime(d[0], d[1], d[2]) for d in data[:, :3].astype(int)])" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "execution": { "iopub.execute_input": "2022-11-23T07:11:34.049787Z", "iopub.status.busy": "2022-11-23T07:11:34.049580Z", "iopub.status.idle": "2022-11-23T07:11:34.051818Z", "shell.execute_reply": "2022-11-23T07:11:34.051532Z" } }, "outputs": [], "source": [ "# create mask for fancy indexing\n", "sel = dt > datetime(1999, 12, 31)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "execution": { "iopub.execute_input": "2022-11-23T07:11:34.053599Z", "iopub.status.busy": "2022-11-23T07:11:34.053332Z", "iopub.status.idle": "2022-11-23T07:11:34.322372Z", "shell.execute_reply": "2022-11-23T07:11:34.321890Z" } }, "outputs": [ { "data": { "image/png": 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ixcRisUTcS83vz67Lb7zxBuc+GzduJDabjaSnp5PS0tLQ9ljaseA9Hn744YjyRwghOTk5nPofZMGCBcRisZDnnnuOsz3Yzg0aNCjiHLYc4d+c/czh/WOwrWvdujXJysqKOO+6664jDMOQyZMnc7YXFxeTiy66iLhcLpKbm8srTzgtWrQgqampxO/3R+y7/vrrCQDy008/SbpWkGjP9dlnn3G2V1dXk5tuuokwDMNpx7TqQ2K5f3hbPmrUKAKAPP/885ztYt+bLYPSfkxJuerQoQNvnUxKSiJNmzaN6H/OOecc4nA4yKlTp3ifKT09nTRr1ox3H4VCMQ6q4KJQKHFBcBA0aNAgMmjQIPLOO++Q/v37E6vVSgCQ1157LXRscAAkVRnEZtq0aQQAGT9+fGjbypUrCQDSq1eviON9Ph8588wzVVFw9evXjwAgO3fu5D3n4osvVmUwdfvttxOn00nq6upC244dO0YsFgvp1q0b59ja2lrSuHFj0rx5c86kKBZZg4qUbdu2qSLzk08+GfGtgqxatYpXwXXxxRcTm80WoZQjhBCv10uaNGlCLrvsMtnysQlODq6++uqIfcuXLycASMeOHYnX6+Xsy87OJgDIY489xtkuNjHo0KFDxHUIIaR9+/akSZMmnG3RFFx8SpZOnToRAGTx4sUR+3r27EmsVivn/koUXO+9917E8UOGDAlNysMZN24cAUDGjRvHey858JUvMYL1d9GiRRH7evXqRQCQn3/+OWJfUAkVVMZHg689CrJ//36SkpJCmjVrRr744gsCgFx77bW85UFMwfXQQw9FHD9+/HgCgFxzzTUR+5YtW8Y7IY1VwZWUlBShePR6vcRmsxEA5NChQxHX69ixI+nYsSPvvfgQU3C9+uqrBACZM2cO7/5+/foRq9XKkVHN7x+sy40aNeJVwAbrP7ucx9KOARCdrItxwQUXkE6dOnG2aang4ltk2LZtGwFA7rnnHt77zZgxgwAgI0eOjPo8tbW1BAA544wzePefc845BEBIeSwVvucqKCggVqs1om8NEnyuN998M7RNzT5Eyf179OgRcXxdXR2x2Wzk0ksv5WxXouCS048pKVdjxoyJOOfxxx8nAMj7778fsW/w4MEEAGcBgM3ZZ59NAHAU8BQKxXioiyKFQokrgnEeGIZBenp6yHXmoYceijj28ssvF7zO0aNH8dlnn2Hx4sU4evQoqqurOfuPHz8e+r1161YA/K4MFosFV111Ffbv3x/T87BZu3Yt7HY7pk6dyhtjpq6uDvn5+bxuhHz8/fffGDVqFDZt2oSCggJ4vV7O/oKCglDQ17Zt26J3795YuHAhdu/ejXPPPRcAMHv2bBQVFeG1117juLvEKqvL5cKFF16oisxi3+XKK6+McM+pqqrC9u3b0bRpU3z99de893c6nbLjMQnRrVu3iG2tW7cGEHCdCrrdBAm6/4THuxGD7zoA0K5dO6xdu1byddLT03kDkbdu3RqHDx/GpZdeGrGvTZs28Pl8yM3NVSUzltj7Ero/IO99ySlfWsvcoUOH0HY57VGQM844A6NHj8aDDz6IN998E02bNsVvv/3GWx60egY1OPPMM5GamsrZZrVa0aJFC1RWVqJz5868Mqxfv16V+wfryfLly0NxHNnk5eXB5/Nh//79Ee9Dre8PAJdccknEewACrpTjx4/H1q1b8eijjypqxzp27CjoukoIwaRJkzBu3Dhs374dxcXF8Pl8of0Oh4P3PC3g67uD36m0tDQifhoA5OfnA4Ck9jsYuy8jI4N3PxEIexALGzduhM/n4437BiAUR49PbjX6ELXvb7fb0aJFCxQXF0fsixW1+rFoqN3WBUM2FBQUoG3btmqJSaFQFEIVXBQKJa4IDjyl0LJlS97tWVlZuPzyy1FcXIxrrrkGN954Ixo1agSr1Yrs7GyMHz+eE6Q3GLsrGKskHKHtciksLITX6w0p8YSoqKiIquD69ttv8corryAjIwM33HAD2rdvj6SkJDAMgxkzZmD79u0RgYgfe+wxLFy4EOPHj8dnn30GIBBjBQAeffRRVWRt3ry54KRBrsxi38VqtUa8o+LiYhBCkJ+fH1VuNeDLrBRUuontCw8cLkZ6ejrvdpvNxhvMXAihLFBqyytXBjXvH0ud0ENmue0RmxtuuAFpaWkoKyvDvffeG5OiUY9yKvf+wfuI7QtXTsZKUNnxxRdfiB5XUVERsU3NdyfUjwT7sWB7p6QdE+oTAeD111/H119/jVatWuGmm25CmzZt4Ha7AQSC9R85ckTWvZTAJ2fwOy1cuBALFy4UPJfvO4UTfC6hAOKtW7fG3r17VVHiBuXeuHEjrwI1iFblS8n9xfoXtvJTKWr1Y9FQu60LLkQEyxOFQjEHVMFFoVASFiFFyvDhw1FYWIixY8dGZNuZPHlySKkTJBgo/dSpU7zX49seDL4sNAnjyzLYqFEj+P3+iEyFcvF6vRg0aBBatmyJLVu2RFikCK2I3nXXXUhLS8PEiRPxySefoKioCPPmzcNFF10UEXw7VlmFvkksMrO/S7iVh8/nQ2FhIWfCHxzA/utf/8KWLVtkyU2Rhli5l5MFVG1irRN6ILc9CkIIwSOPPIKysjI0bdoUP/74IwYMGIBrr71WB6kjsVgsqKur491n5LePRrBdKC0tlZTAQyuE+pfc3FwADXIqaceE2t+8vDx8++23OP/887FmzZoISzK+THvRUNIW8MkZfO5vvvkG//nPf2TLwyY9PR0Oh0MwC+vVV1+NJUuWYPHixXjyyScV3Sso92uvvYbhw4crulY83l9tzNTHFBYWwmazcZLvUCgU41Ge/oZCoVDijIMHDwIA+vfvH7Fv+fLlEdv+9a9/AQBWrVoVsc/v90ekzAYaXB+C6bzZlJWV8bo0XnnllSguLsauXbuiPIE4BQUFKCkpwVVXXRUxka+oqBCcFLndbtx33304ceIEFi1ahEmTJsHr9UZYb6kpqxKZxb7LunXrIgbAKSkpOO+887Br1y7FSkQKP2LlftOmTXqLEyLWOqEHctujIF988QXmz5+PBx98EEuWLIHdbscDDzyAgoICzWQVIyMjA6dOneK1djDy2wOBSbGQxUkwE+PKlSv1FCmCLVu2oLy8PGL7smXLADS0d1q0Y1lZWfD7/bjxxhsjlFs5OTnIysqKOCfoUib0XtVuC9T+ThdccAFOnjyJsrKyiH2PP/447HY7pk2bht27d4teJ5rV5+WXXw6LxWJY+dLr/tHKg1qYpY+prKzE8ePHceGFF6riykqhUNSDKrgoFMppRzCFdXDiEGTBggUYM2ZMxPE9evRAly5dsHTpUsybN4+z78cff+RVVqWmpuLss8/G6tWrOQNkn8+H119/PSLGDhBYYQWAp59+GidOnIjYX1lZiXXr1kV9vubNmyMpKQmbN2/muB14PB688sorohPgoAXJr7/+il9//RU2mw0PPvigZrIqkfmRRx4BAHz88cch9x0gEP/rnXfe4b3P66+/jrq6OjzxxBO8q73FxcURyo7BgwcLxi+hcOnWrRssFgt+++03VFVVhbYXFRXh//7v/wyTS0md0Bq57REArF+/Hu+99x66du2KH374ARdccAG++uorHD9+HI899pgsV261uPzyy+H1ejF27FjO9nHjxmH16tW6y8OmSZMmvBNiAHjppZdgt9vx2muv8bbldXV1uignSktL8cEHH3C2bdq0CZMmTUKjRo1w1113hbbH0o6JESyDq1at4igoKioq8PTTT/NaywRdwI8ePcp7zWAcrbFjx3LOP3bsWMRzSqFbt2645pprMH36dPzyyy+8x2RmZiIvL0/S9Xr27Am/348NGzZE7OvYsSMGDx6Muro63HbbbYKKk/nz5+OWW24RvU/z5s3x4IMPYtOmTfjwww953+WhQ4dw+PBhSXLLRa/7RysPaqF2uYqVDRs2wOfzoVevXrrdk0KhSIO6KFIolNOOF154AWPHjsW9996L/v37o02bNti5cyfmz5+P++67D7///jvneIvFgjFjxuDmm2/GHXfcgf79+6NLly7YsWMHFi5ciFtuuQXz5s0Lmc4HefPNN/Hkk0+iR48euPfee+FyubB06VJ4PB5cdNFF2L59O+f43r17Y+jQoXj77bdxxhln4NZbb0WnTp1QUVGBI0eOYPny5bj66qsxf/580eezWCz4z3/+g6FDh+KCCy7AnXfeibq6OixduhRFRUXo1asXli5dyntujx490LVrV0ydOhUejwe33347b1BitWRVIvN1112HZ555Bj/++CPOO+889O/fH3a7HbNnz0ajRo3QunXriG/yxBNPYPPmzfj+++/RpUsX3HTTTWjfvj2Kiopw+PBhrFixAo8//jhGjRoVOicYAyQ8aD0lklatWuHBBx/EhAkTcPHFF+O2225DWVkZ5s6di2uvvTaUGEBvlNQJrZHbHpWUlGDAgAFgGAZTpkwJWdw899xzWLx4Mf78808MHz4c//3vf3V9jpdffhljx47F888/j8WLF6Ndu3bYvn071qxZg759+2LOnDm6ysOmd+/emDJlCm6//XZceumlsNlsuPbaa3Httdfi7LPPxi+//IInnngC5513Hm6++WaceeaZ8Hg8OHr0KFauXIlmzZph7969msp47bXXYsyYMVi/fj169OiBkydP4vfff4ff78fo0aM57pOxtGNitGzZEgMGDMCUKVNw8cUX48Ybb0RpaSkWLlwIl8uFiy++GNu2beOcc9ZZZ6FNmzaYMmUKHA4H2rdvD4Zh8PDDD6NDhw644oorcO2112LFihW4/PLLcf311+PUqVOYPXs2brrpJkGFoxi//fYbrr/+ejz55JP49ttvccUVVyA9PR05OTnYsWMHdu7cibVr1woG0mfTv39/DBs2DAsWLECfPn0i9r/zzjuhOJOXXXYZrrrqKnTr1g0pKSk4deoUVqxYgQMHDvAGLg9nxIgROHDgAAYOHIgJEybg6quvRosWLXDixAns2bMHGzduxOTJk9GpUyfZ70QKety/V69esFgsePvtt7Fz586QpdV7772n1mMAgCblKhb++ecfAPyWtxQKxVioBReFQjntuPDCC7F06VJcddVVmDt3Ln744QeUlZVh+vTpeO6553jP6dmzJ5YvX46ePXvi77//xrfffovq6mosXbo0FP8pPH7LE088gTFjxqB169YYP348/vjjD1x11VVYvXq1YFDV//3vf1ixYgVuu+02rF69Gl9//TWmTp2K48eP45lnnsFHH30k6Rk//PBDDBs2DG63G6NHj8b06dPRrVs3bNiwAe3btxc999FHHw25GfG5J6otqxKZf/jhBwwfPhwpKSkYNWoUfvvtN/Tp0wcLFy5EWVkZb0ydkSNHYvbs2ejevTsWLVqE4cOHY9asWSgtLcWbb76JV199lXN8ZmYmLBYL7rvvPlnPc7ry008/4Y033kBVVRVGjhyJ5cuX4z//+Q8mTZpkqFxK6oSWyG2PnnzySWRnZ2Po0KERmb/GjBmDTp064e233+a1TNGSc889F4sWLUKPHj0we/Zs/Pjjj3A4HFi7di1vhjI9+eabb3D//fdjw4YN+PDDD/H+++9jyZIlof0PPfQQNm/ejAcffBA7duzAiBEjMHHiRBw8eBD33HMPvv/+e81l7NSpE9asWYOMjAyMGjUKf/zxBy655BLMnTsX//73vyOOl9uORePnn3/GO++8g+rqaowcORILFixA3759sWbNGt4A3FarFX/99Reuvvpq/PHHHxg0aBDef/99jiXQzJkz8dRTTyEnJwffffcdtm7dis8//zyUxEQubdu2xebNm/Hxxx/DarVi0qRJ+Pbbb7FmzRq0b98eo0ePxgUXXCDpWt27d8e//vUvTJo0SdCtbuDAgdi5cydeeukllJaWYuzYsfjiiy/w999/o0uXLhgzZgyvi3w4aWlpWL58Ob777js0bdoU06ZNw/Dhw7F06VKkpqbiq6++wg033CDrXchBj/ufc845GD9+PFq2bInvv/8e77//Pt5//32VnoCL2uVKLn6/HxMnTsRFF12E7t2763JPCoUiHYYYYcdOoVAoCUSPHj2wfv16lJaWIjk52WhxKAAOHDiAM888EwMGDIgpQHIQQgiaNWuG66+/Hn/88YeKElIoFAqQnZ2NTp064dFHH8W4ceOMFue0YvLkyXjggQcwffp0jgsohSLG7Nmzcccdd2DChAl46KGHjBaHQqGEQS24KBQKRQJVVVW8sU7GjRuHNWvW4MYbb6TKLQPIzc2NSCNeVVUVsl5QOmnZuXMnCgsL8fbbbyu6DoVCoVDMxYABA3DFFVdg8ODBhsSto8QfhBAMGjQI3bp1441PSqFQjIcGFKFQKBQJHD16FP/6179www03oGvXrvB6vdi6dStWrVqF9PR0DBs2zGgRT0u+/vprTJ48GT179kSrVq2Qm5uLxYsXIycnB7fccgvuvfdeRde/4IIL6MSHQqFQEhCGYfDjjz9i+vTpOHHiBNq0aWO0SBSTk5ubizvuuAP9+vWj2RMpFJNCXRQpFApFAsXFxXjzzTexfPly5Obmora2Fi1btkSfPn3w7rvvokuXLkaLeFqyePFifPnll9i2bRuKiopgs9lw5pln4oEHHsCrr74Ku91utIgUCoUiCHVRpFAoFApFPaiCi0KhUCgUCoVCoVAoFAqFEtfQGFwUCoVCoVAoFAqFQqFQKJS4hiq4KBQKhUKhUCgUCoVCoVAocU3CKrjGjBkDhmGQkpISsW/Lli3o06cPUlJSkJ6ejrvvvhtZWVkGSEmhUCgUCoVCoVAoFAqFQlFKQsbgOn78OM477zwkJyejtLQUFRUVoX179+7F5ZdfjosvvhhvvfUWampqMHDgQBQXF2Pbtm1o1qyZrHuVlJRg+fLlaNeuHZxOp9qPQqFQKBQKhUKhUCgUCoVy2lFbW4tjx47huuuuQ3p6etTjE1LBdfvtt4NhGDRu3Bh//vknR8F13333YenSpTh06BDS0tIAAEeOHMEZZ5yB1157DZ999pmse82cORP9+vVTU3wKhUKhUCgUCoVCoVAoFAqAGTNm4M4774x6nE0HWXRl4sSJWL58OXbv3o333nuPs8/r9WLOnDl45JFHQsotAOjQoQN69eqFv/76S7aCq127dgACL7xr167KH4BCoVAoFAqFQqFQKBQK5TTn4MGD6NevX0jvEo2EUnDl5eXh1VdfxdChQ9G2bduI/YcOHUJ1dTUuvPDCiH0XXnghFi5ciJqaGrhcLsHr5+fnc7YdO3YMANC1a1ecd955KjwFhUKhUCgUCoVCoVAoFAoFgORwUAml4HrhhRdw1lln4fnnn+fdX1hYCABo3LhxxL7GjRuDEILi4mK0atWK9/zvv/8eQ4YMUU9gCoVCoVAoFAqFQqFQKBSKYhJGwTVt2jTMnj0bW7duBcMwoseK7Rfb98ILL+Dee+/lbAuazFEoFAqFQqFQKBQKhUKhUIwhIRRcFRUVePHFF/Hyyy+jdevWKCkpAQDU1dUBCGQ6tNvtaNKkCYAGSy42RUVFYBhGNDJ/8+bN0bx5c9Xlp1AoFAqFQqFQKBQKhUKhxI7FaAHUoKCgAKdOncKwYcOQkZER+jd58mRUVlYiIyMDDz74ILp06QK3243MzMyIa2RmZqJr166C8bcoFAqFQqFQKBQKhUKhUCjmJCEsuFq2bImlS5dGbB86dCiWL1+OefPmoWnTprDZbLj99tsxffp0fP7550hNTQUAHD16FEuXLsVrr72mt+gUCoVCoVAoFAqFQqFQKBSFJISCy+VyoWfPnhHbx40bB6vVytk3ZMgQXHbZZejbty/eeust1NTUYODAgWjatCn++9//6ic0hUKhUCgUCoVCoVAoFApFFRLCRVEOZ599NpYtWwa73Y577rkHjz32GLp27YoVK1agWbNmRotHoVAoFAqFQqFQKBQKhUKRSUJYcAkxbtw4jBs3LmL7pZdeikWLFukvEIVCoVAoFAqFQqFQKBQKRXVOOwsuCoVCoVAoFAqFQqFQKBRKYkEVXBQKhUKhUCgUCoVCoVAolLiGKrgoFAqFQqFQKBQKhUKhUChxDVVwUSgUCoVCoVAoFAqFQqFQ4hqq4KJQKBQKhUKhUCgUCoVC0ZCCilqsOlAAn58YLUrCQhVcFAqFQqFQKBQKJe6oqPXizanbMWZlltGiUCgUSlS6f7oYD/28Hj+uoG2WVlAFF4VCoVAoFAqFQok7hv2zD1M35+Cjv/fgeEm10eJQKBSKIOuyCuHxBSy3Ppu/12BpEheq4KJQKBQK5TRkX245bvlmJUYuPWi0KBQKhRIT67OKQr+LK+sMlIRCoVDEeeSXDUaLcFpAFVwUCoVCoZyGPD52A/acLMMXC/YZLQqFQqFQKBRKQlPn9RstwmkBVXBRKBQKhXIacqK0xmgRKBQKRRE0TDOFQqFQ2FAFF4VCSWj25pbhvtFr8fvGo0aLQqFQKBQKRUUIaVBxMYyBglBC/L3jJO4dtQZzM0/iwTHrqBs8hULRFZvRAlAoFIqWPPDTehRV1mHD4SL8+7L2RotDoZgSQggYOjukUChxDAPahpmBF3/bAgDYmF0MAFh9sBBPXdMJTpvVSLEoFMppArXgolAoCU0RDTprKg6cKseaQwWcVXeK8fjp56BQKHEIuyuhOnrzQrt8CoWiF1TBRaFQKBRdKKmqww1frcADP63H6oOFRotDYeGjGi6KyhBCUFBRa7QYlASHgLooxgNUwUWhRJJXXoPnJ27GhLXZRouSUFAFF4VCoVB0YVO9uwIA/Lwqy0BJKOH46eyDojJvTctEt48W4bGxNC262dl9ogw/LDuEkqr4s3jmWHBRF0XTQmg6AAolgremZWLezly8P3MXzbCoIjQGF4VCoVB0odrjC/1OctDux0xQCy6K2vy+6RgAYNm+fOzLLcdZLVMNlogixK3frgQAbD5SjDGPdjNYGnmwWy5qwWVeaBdDoUSy6mBB6DddaFQPasFFoVAoFF2ormtQcLnsNNismfDRgRVFRcJj7G07VixwJMVMLNpzymgRZMPJomigHBRx9p4sM1oECsV80KGXJlAFF0UXMnNK8efmHHh81PySQjld8bKWcB02OhUxE366vE5REY+PlieKPlALrvjgvRk7jRaBAuBwQSV+W38UFbVeo0WhhEHXGdWD+ohQNKfW68PtI1YBAIoqa/HMtV0MlohCoVAobKiLIkVN6GIWRTdYTVedl7ZjRlFR68XzEzejRZqLd//e3HKdJaLw0evLZQCATUeKMPy+iw2VhcKNTUddFNWDWnBRNKe8pmGVYNRyGliaQqHEN9kFlRg8axcyc0qNFkU1qIsiRU281IKLohPskvbEuI2GyXG689eWHKw8UIA/N+cYLQpFAtO3HDdaBMUQQhLK+pwquNSDKrgommNl2YzTVV0K5fQlUbIo3Td6LcatyQ5ZpiYEifFpKCbB46d9PUUf2DG4cstqDJTk9OZYcbXRIlBOI+q8ftz27SpcP2wZymo8RosTM2ydVgLp6gyHKrgomsO2DKCruhQKJUD8BkvJK681WgTVoS0zRU3oYhZFL2jbZQ4SyZKGYn7m7DiB3SfLkF1YhdHLDxktTsywa014chZK7FAFF0Vz2J2el67qUigUiumg4yqKmtDFLIpeULcec0D1WxQ9qWRl5S6uimcLLsL6baAgCQZVcFE0x0crrymprPVixf581Hh80Q+OQ75YsBdXf7bEaDEoLBKx/v+x8ZjRIqhCoriPUswBTVpA0YJarw8r9udzMsAlYr8Sj1BFI0VP2D4Av60/itzS+HdPpnVIPaiCi6I57JVciyV+3ZISjWcnbMYjv2zAu38lZurmkUsPIYfGhKBozP9N22G0CKpAx1UUNaEDdYoWDJ61C4/8sgHPTtgU2pZIRa08jmMJUcxFcWUd/vvHdkzecNRoUTTBwnDnkwNnxudcht180XUh9aAKLormsAe6VL9lHlYdLAAATNtCM95Q9IehbYGpoOMqipqED9QTSQlBMY7JGwIWs6sPFhosifp8sWAvLhzyDyauO2K0KDFBldrmYtCsXZi2JQdvT89EVZ03+glxRvh88mQCWHDRGFzqQRVcFM1huyqEa9zZx2w7VkID01IoFIoB0IGVuSit9mBvbpnRYsQMLU8UvUiUsjZy6SEQArw3Iz4tUaiCy1ysOJAf+l3rSby5Vfh80uweQsdLqnHnyNWix1ALLvWgCi6K5nAtuPgboA/n7Ea/kavx5tTteolFSWAyc0qNFoHCQyL03cv25RktgibQuYl58PsJbhi+HDd/vRL/7Mo1WpyYoMXJfCzYlYtBM3eiqLLOaFFUJd7KWnFlHQbN3In5O+OzbgtBJ+fmIuH79LDppMn1W3hz6nZsP1YSsZ39naiSWD2ogouiOV5/dBfFcWuyAQAztp3QQSJKonP7iFVGi0CJgsnHIoI8Nnaj0SJQEpzyGi/yymsBAG/E6aIPHaibj2cnbMb4tUfw7l+ZRouiKvFW1N6bsRPj1x7BcxM3J4z1GSDNkm7F/nysy0o891Kzk4ghIcITmVhN/pB7c8ujHpM4rYHxUAUXRXPYjRBj8gaIQqFQTkeOFlUZLQKlnkTIaOkP84gZueygMYJQAHCVD/MSzHIo3urL35knQ78TKduoFF3dI79swIAf1+FgXvTJvtEcKazEAz+tw9jVh40WJSYSSXnKR3hIGyEPIbMgZdHHn0DtgdFQBRdFU2o8Pnyz6EDob7ObkFIoFMrpyIu/bTFaBAoP8booFK50OFZUjTpv4sWBiReEFCmJMAkOf4R4eiZvAk1o5VhtLt2bH/0gg8jKr8Cn8/bgpq9XYM2hQgyZvdtokSg8hPcnFpNrNCpqogf6j6Omy/TYjBaAkth8s/gA/tl9ymgxKBSKGaC9t2kpqaLp6c1CIlQTvmegbovGUOPxYclebuxAQgiem7gZu0+WYcoz3Q2STB3CS5WfANY40QsnloJLzrHmfe7rhy03WgRVYL9hJm6DQghTF2dJyaTUdTPXi3jD5PpOSrwzc+txo0WgSKDG40NFbeKlEaaYlzg1TKGYCJ+foKQqsQJmA2ETkzitJ7U81lp07G4Mg2buwguTuBaa+09VYMGuUzhWVI1BM+Mza1+Q8HK1+mCBMYLEgDfOJuliyJmcm1Wvl7AuYvX9SCIlmAi34DpwqsIgSdSDKrjUgyq4KJqSqH1FotFn+HJc+uFCZOXHfwdBoVASH0II/j16LS77eBG2HC02WhzNiEf9ls9P0P+HNRHb4y1WUqLw+6ZjnL8ZBqisa1jQOlVWq7dImvLTyiyjRZCMx5c4dULO3NysE/l4swqSw5iVWbjkw4VGi6Ea4Qqu685sZpAk6kHnzOpBFVwUTTFrJ3a6Ex6jIqe4GrVeP978c4dBEiljxf589PpyGX7feNRoUU5rfH6CjdlFqExQa8B4iu2S6JRVe7HpSDE8PoLnJmw2WhxVifdylnm81GgRdOPHFYdw/bBl2BpHSlYLw3BiclniPjgqt77E07jTG56NIY6RZcFFZ/L6QoCP/t5jtBSqEm4lPH3rcdw5cjVKq+M53AKtF2pBFVwUTQnvw+I1YK4c4sHVT8gXvCwOOwafn+CRXzbgcEEl/jdNPP15vE8czc6o5Ydw76i1eHDMet798fz2CSGoqvMZLQaFh2pP4n6XeOwzhdrZRGx+P5m7F1n5lbh31FqjRZEMA8DLshzafqzEMFnUILxcxZPOKN4TL3h9/lA2Ozk6K59JG4N4Uo5GhbB/JtBz1cNXd7YfK8FXC/cbII06UL2velAFF0VjTq/a+tv6o7hw8AK8Nc3cllDh6XWDxNtcavn+fHR5Zy5nm9iAMd7HLkcLqzBlw1HTKlG/WLAPALBNwoQp3oKePjV+Ey7+4B+jxTjt2Xq0GDO3HecO2OO8XodzrLjaaBEUIaSUS7DPxCGegoWHW3DFC4KK07C/za6kSHZYQ7+Px3Fdr/H4cP2w5bj6syUoq/EkRAwukxcdCguhsf7xkvitU2Zvu+IJquCiaIpZOzGteOevTPgJMGXjsegHG4hQ3IfyGi8e/nl9XASdPVZUhUd/2RCx/ccVhwTPiffi2PPLpXhreiben2H+75MoFFbU4s4Rq7B4b17cx0shhODt6Zl45JcNcelGWlbjwV3fr8ErU7bhz805oe3sQWF2QSUu+XAhvl18wAgRVaHfyNWh3/GlBg4gJDO1oDUJTHy6xgkp5cLLldkniUnOhgT2njgeJP+x6RiOFlXhVFktflqRJa9+m/Qbmb3syKGc1ccn0GOFEIqXFo99ZpA4bJZNC1VwUTRFSmeRyAGCzYpQ/IOTpTVYeaAA49cewU6Tx1HZfIS/3IxcKqLgitNePvi9gp/trzjNThqPr/+DObuxPcfcdUEqW44WY/KGo1ixPx/fxKEC6FhRVej3r2uPhH6zm7OeXy5DUWUdhi/cH/fuP/GKkCVwHFb/hMTCxOdEXkgXFGnBpbkoimC/+ngdkwABCy72bzmTc7O6Xgt9jXj+TkBitr1C/btJi5Yk4rFdNitUwUXRFCmBJD9OsMCH8YCUJrSgwtyZlQRXc0WeLt66DkIInhq/Ed2HLsbRwqroJ8QR8TII2Xuy3GgRVKOwoiFFeLxnTGXX80SMLxIkXuoJGyH3Yzp2NwcMGE4MrnhBaPJXUuWRdJwZCYoa7woUQF47bDFpw0YElHTx/nkSoXyFU+vlj71pxvAXM7dJW5ROwM9kGFTBRdGU8LrKbnYIIRg4c6egJQ5FO6QMAM0+ABYKUlrjSZwYXHtOlmPRnjycKqvF/0we1y1RMWswXOWYbxAoB/ZnEbIcWLArVx9hNCV+vtMnc/fgP5O3CrqOJJoeMl5jvTCM8AKRmeFrivlcreMpQ19QKRRHIoeICO4v4xnMmrgzkRdLEg2hsb4ZdaevTNkm6bisgvheeDQTVMFF0RSxueHiPXkcNxOKfkiZs5s9Rkcsg9h4G7wMZ2WDWZtVaKAk8omnSYYY8WQNIIfVBwuMFkER7M9S5/Njb25ZxDEvT96qo0TaUFBRiw2HizBiyQFsNbE7/+YjRfhxRRZmbT8hGgcxkViyN89oEWImHmM/8S02ZBdWSjrOrARFjUeFIxuGYWT1+RaTariEik745r25Zfh28QHklddoLpMcDuVX4JtFB3AiTPke36WLn1UCYxgzKrikIlURRomOLfohFErsiJnFHilKHJerPzYei6uYNlLMlc0eUDuWQWwcjXsBALtPxG/sJ4/fD6fFytkWj2bycSiyIOy4J9UefvN+MyP2LW7+eiXuuKi1fsLoyH2j1wIAvvxnP7KH3mawNPzksLLB7T4ZqWwE4m+BAQCKKuuw92QZ/CQQZ+jCto3QPM0FAKiui79EDQBQVeeDz+QLWHzwLTbwubqZ/9FY7tUEWHuoEC9P3mKgPLER/jXkjMnMqoQQWtAKjF0ahL7565UAgGX78jD9hR56iCaJW75ZiTqvHzPCXOISaRwTDTO6KFL0hyq4KJoS54tSkvk/HvexN6Zux7u3noOMZIcBEokj5bMkogVXvGHWQKxSCB9Q/bo2G4Nn7w79HS9PlqgWXInIrO0njBbhtEVKNYnHqtRn+HIUVTbErrNaGOz/6BZYLQyq6uJPSRzkRIm5LE+kwBcfiVfBFUcFjQC4/6d1RosRE+zXzECeFRoDBhW1XqQ4zTUNFQwyD+CbRQdQXFWH9247J7R9y9ESPcSSTDDw+uECrmVjPC4u8EEIQWWdD0d4LDdDxMPg0lIL+B2ID2HjE3O1LJSEQ8xKIB6tOfioEXjGPzfnoGWaC2/cdJbOEkVHygDQ4zX394nFpD9BilxcwH7X+eW1GDhzF3e/zvLEypEEC+5PoWiBlPY4Xuo8G7ZyCwg8Z0WNF42S7KiOYwXX3ztOGi2CbPgshPg83eJJwRVPsooiMzPnZ/P3Ytg/+/DDQ5fihnNbaCiYPISeYePhIny1KBAyonOzZD1FOq2pqPVi+pYcXNm5Cc5skYqXJm/FP7ty4bZbBc8xu8rI6s6Cu/0v8FaegZqcR40WJ2GhMbgoFIX8tVU4O8bqQ+aMcyNlHOIxuQVXLB6U8baKFccGXCAgqKrzYvuxEhRX1UXsj+NHi8DM1oSEEGTmlAoq4inGUFJVh4N5iZOhk9c9ifHC4spBULWVKItawcYrni24hDKQmRmpChQTN8cRCD3ShLXZuPWbldh2rERXeeQQPp4SUnJbnLmAJdJi0OsnePrXTZrIFjMC3+Mwy2Jo+7E4DB0RR3UiSHFlHR75eT0GztyFG79aASCgmPf4CMpqhN3Dze754G4/FozFC3vqHt79BRW1yMwpxfmDFuDFSVsSp9/UGargouiKydudmPAIZYwCYLeYs4olQhbFWJQK8eaWEc/1hRDg5d+24s6RqzFqWWTQabMPQuTwz27zZusbtTwLt49YhWcmbI567JDZuzAvM/4sO+INj8+Paz5fij7DV2BdnCWPEII9CA/+dLf9FcmdRsDRZGlguxGCaUCw6YpHJVEQwUyXJoZv3OINjQN8CJawg3kVpm7HuI/BXyven7kLu0+W4b5Ra3WRKRa4LooMb+wzW8ouJHf+Gsmdv0Y8tABCw8p4TwIgJL3XpO1AndeP675YynEBfX/GTknnmn1kyVg8ovuv+nQJbh+xChW1XvydeRLrDxfpJFliYc7ZN+W0IN6V0tuPlURNQ2+Ns0wxbMQUd2YgliDzplstVIDZLXIIgMX1Wcami1g5JgKnymqNFkGQz+bvBQCs2J8f9dixq7Px/KQtpq/7QHxbAx3Mq0B5/Qr04Fm7ohwdH/AVGVtKwKXH2fwfnaVRB6EJlRl79eo6H2ZsPY7jYdnThDB7CAI++Kq8z0/A2AuRfMYncLf/CcGpfPy0Y+L740URyTD8YzJXm98BABZ7CcBEWnKbDSErf3aIhXjzBACAf3af4t1+4ZB/8Pb0TJ2lic6ek2URVloT1h0xSBotiSxL4XW+uNL89caMJISCa9u2bbjtttvQvn17uN1uNG7cGN27d8fEiRMjjt2yZQv69OmDlJQUpKen4+6770ZWVpYBUlPimZOl1bhz5Go8O2FzRGwhNvGt4DJ3Jx7Lilp44E2zI/adfl51WD9BYiCeFRByiZfVXamrtWZXngLAiVJp1pgPjVmPYybL2KukalTWmjNzH3tyy86oyCZ4yOBZu/DshE2mj2ElNKEyo/XpB3N249Xft6HPsOWSjvfGSZvFhq+d9foJXC1nwGKrhC05CxbnKdHjzYb5JZQO//tm9znmqzfhxEGRiQkhZX1VnQ+TNxzVWZroKGmfTDrtEiD6cyZqmdSahFBwlZSUoF27dvjkk08wd+5c/Prrr+jYsSMefvhhfPTRR6Hj9u7di549e6Kurg5//PEHfvnlF+zfvx/XXHMN8vOjr25T5LEjp0R0fzyuggSRYg0BmNfFTMq7N3vw01jjHsXD5D2I2Cf4auF+/QSJAZOHcFOVeJhIAQGrBinUeMz58WJpklYdLMALEp9bL9jtr1xlyXmDFphSySWlPSYg2JRdhHFrsrFg1yn8sDzSdZkSG8FJarXHJ2lxwez9Ox98Mvv8BIytgn1U6JdZx19s4vE78MGA+ywW5wk4ms0HYzFfWyWGpIW5sENOp8U8vVBSL8y4AKGERGkj9CYhFFw9e/bEqFGj8NBDD6FXr17o27cvJk+ejCuuuAI//vhj6LiBAwfC6XRizpw5uPXWW3H33Xfj77//Rn5+Pr788ksDnyAx+d8085m9qoXU1QWbSZcS4mQ+LkosLooAsLTebS4eEBs4mb3TE/o+jCMfVnd2Qg0KYy2LZmXPyTKjRVCVzOPmCgrMjV0jn28WH1BNFrWQpOQlXHfeA6fiO8i+Wav9FZ8sxuYjxaLHmDX2jhhCLopCVkJm/T5sscwqoxRqvdwyxI7bmtz5WzibLgs7w/wPK+V7hI+9un20CDO3JXYYBr1RsmhozlmXEImZfdgMJISCS4imTZvCZrMBALxeL+bMmYP+/fsjLS0tdEyHDh3Qq1cv/PXXX0aJmbDwxz+Ir6ZHCKmDEvO6KEZ/AIYBSqs8prVOMXPmOrUQe0SHzdzNN2+5sVQjpcswJHUchXxf4ijA43GyKMYjv2xAWY14IFRK7LCb31jykEzfkqOeMCohReFOwHUfMbuSXohg/2lW6fPKa/Hv0eYNTh4rPj+BxXkCrra/wpocsGD2+v0Aw/4S5hxzseEkZDBQDqV8y1K0M4wEpYT5P42ksX15WGyowso6vDJlmzYCnaZIG98TOJvPhbPlXwgkmagnDsqZHBJpMVhPbEYLoCZ+vx9+vx/FxcWYOnUqFixYgBEjRgAADh06hOrqalx44YUR51144YVYuHAhampq4HK5BK+fl5cX4cp48OBBdR8igeCrlGzL0Xits1V1XvyyWlr8I4tJTWWl9B3bjpbg64UHcH6bNEx7/irDzX4JIfhj0zE0S3Xi+rNbxGyFFnyMRbtPoaiyDvd2a2v4swkhNgE0a4bOIHyyW93HQr/3Vc8GcL+OEmlHncnj1cXC7hNluLJzE6PF4BDPbu1s2HWDiWE0XlBhvqCzUhZCCEmMMUBQbDMr6KJZmZu1zxPDTwiSO38LALCn7gbwWmS5I+a34GJTY/I4dFKZs+MkHNZoYxLzfZAajw9TNhzF+W0aoVvHxpLq9PYcc1kEJyJSrOKtyfvhaLICAOCvaQNPyeVai6U+DIlaLcw6jzQ7CaXgeuGFFzB69GgAgMPhwLfffotnn30WAFBYGEjF3bhx44jzGjduDEIIiouL0apVK8Hrf//99xgyZIgGkicm5uvK1GHovL3IypcWrNysFlxSvk4w68qWoyXIr6hF81Rh5a8ezNp+IuT2uvL/eilyCztSWImn6jMqJjttuO1C4XpvFHMzTyKvXDg7n81qjrK1/1Q5GrntaJHGLR/8A0VlE3vTEg8zKV4ILK5j8Nc1B/zc7xe3jxQHsF9trF2Ex+eHPeqEUj+itccWx6l6BSVLAaGxTLFyKL9CwmQdmL7F3G5Jj/yyAb882s1oMVQjQpdFSL2Ci9+Cy8wKyCC13sRQcB0plJLIw3zfY8SSgxixNGCosP+jWyRJaNbQI4mElAUTi6PB4MTiFM9ob14kKPJoeYsJ84yOVOCdd97Bxo0b8ffff+OJJ57ASy+9FBFbS2zVKtqK1gsvvICdO3dy/s2YMUMN0ROTKPXWfF2dNH5dKz1VrVkbJrnWT7O2ndBGEBnM2XEy9HvXiTJFLoo7jzfEGJqzw/hn4yNaYGyrCSy4th4txo1frcAVnyxGRVjg62gDFIYxXn61MGtbFi29tD19I5I7fY/kTt/pJJEy4mC+KgnOxDts3CE102u1yZJlRPs2Vndkpi4zfs9D+RXoPWw5rvl8qeAxhPAnK3lz6nZsPlKkpXiyWLE/H39t5VfCxaPbS7jMhNQHmWcaXMRJHChQOZxG1hmOjDVGixDB+DXZod81Xp8kpahZx/VKMJuiVZJymlXvQaycXXVef1y2cXxIWWyhRJJQFlzt27dH+/btAQC33norAODtt9/Go48+iiZNAq4WQUsuNkVFRWAYBunp6aLXb968OZo3b66u0AlMtH47QdoeUczaEcp99x/9vQePXtXRUIuB8DlhrLHBthwtQbcOGaG/+WPF6U92QSXWHy7E7Re1RpIjetNshnHx14saYnBszOZO7HizKLJipSSSBRe7bB4rqsKaQwW47cLWSHEa28UurLfCFMLVajoAwOKI7BfN6A5oPoligxODK6wasCdcUq9hBqK1x6T+mOcmbg7bai5+WpEV/SDCPwGbujkHUzfnIHvobRpIFhuFAkrusrA4Qoy9ENakLHjLIsN4mIVwK0GCoCsmaztpGKOYbYK7L7ccO4+Xoo4VnN1sMmqJs/lC1BX2NloMQQiR1q4eL6nWXhiduWDQP/j2/n/h5vNbGi0KAEDKsJxhGpRyhFXvc4qrccUni9C+cRL+eqEHLCadhwEALHWAzy56yOnTQqhLQqsFL7/8cni9XmRlZaFLly5wu93IzIwMbJyZmYmuXbuKxt+iSGfS+iO4+/vVOMR242PqwNi5kygzTqDUxmoGLQQPsZju13mNVgSxlSOxZ677cUUWJ0ioWeIn3fLNSvxvWiY+mL1b0vHmLFkN7DrBF6eCP9tVvDN/Vy7u+n411hwqQO9hy/G/aZl4e7rxQfRrZSlvzbWCy4cSl6N/j16L70ySfZA9qQ2vBVInvGZLsiEl8+b6LK4S3Gxz+/VZhZiy8VjU4+Jp7CK1lU3p+gXcrafB1XKWpvIoIXzRxB/FRdFMX4kQgpu+XoH/Tt2OSlbcLbPV49OOiApyen6POp8/bPHBWCQtYDPsMUuDBdeGw0UorvJge04pZpvUQyOIs9l8o0VIWBJawbV06VJYLBZ07twZNpsNt99+O6ZPn47y8obU1EePHsXSpUtx9913GyhpYvHuXzux5WgJa4sfSZ1GIKXrF/A7zTHB0AuzrhzEMrHwGqwI4lpwMYoGhofyK0K/60ximh10OZIywQLMYcEl9gWej+JimUgWXAfzKrD1aAke+Gk96uqVSrO3Gz+wkqWUtpg/a6ISa4f1h4swbOF+U7hicGNwMYL7xFASg1ALok9IGPzftB2cLeZ6AuDfP66TfGy86CXk9hP2dPNMcsMJV3D7CQkspLBclaxJDRZ4ZqoiQvUjclhlIqFPQ+KlXvMxeUOkG3i8Im0xi99yk80rU7Zh94noiy9G4cjYGPWY08nKU00SwkXxmWeeQVpaGi6//HK0aNECBQUFmDp1Kn7//Xe8+eabaNasGQBgyJAhuOyyy9C3b1+89dZbqKmpwcCBA9G0aVP897//NfgpEgO+TpyxVsLqzAMA1DWeAOB5naUyjkSy4Kr1+QCIm9LqhRILLoDrOhqvfYfZMqtIkYYRWGmnaEM0BRch1pCZP8N4QGBuK2Y1Jh9mqO9s5Ty7Gh/Mq8Cyffk8Z4hfwwz8E8UdFogcH8TrwP2xsRs5iyRmJpaFhOcnbsYdF7VGz7Oaw+2wRj9BJ/7ZxQ0kfdZ7AeuH5K4N5cjd+k+Ul9YH1jdR8RIar/hYZmn2jFVwNluEmpN3wVt+kV6iqYo16SCIL8loMWKDAP8LU8LHCzuPl5rCalwtomWBBcCNwSXSzn0wZxemPNNduVAGYaJmLK5ICAuu7t27Y8OGDXjxxRfRp08fPPXUU8jNzcWECRPw+eefh447++yzsWzZMtjtdtxzzz147LHH0LVrV6xYsSKkBKMogz/wLbvhaaiqcTq2lYVZLbhiwWO0BVfY30pCZ4nEeI4b4lLsBIrBZXEfgbvdL7Amm9cq1ccbCE0AJqyGmbB9TpQ+g6PmrW+Aquq86DN8OY4WSclGZj4LrlgwmY5OMtuOlXDc3BONeTtz8fykLRg4c6fRonD4dslBgT38BclMrqRC1ZVdB1wt54Cx1sDddrI+QqmMxX0ESR3GILnzt0aLIpnwUchWjvdJ/LBbgot4EFvaNrjbjoPFkaehRMqQtoAT3YILgKmyDfPB2Mrgavsr7BmrjRYloUgIC67HH38cjz/+uKRjL730UixatEhjiU5forspRG+0CCFRM1rGC2ZtV2Ox4PIYHIOLE7eGUWbBwB74ms0SSirxWUfYmkXjpFCD5I4/AABsKftRvmeowdLwE72aE4Hf5kRJDK4gZtALEZ5qkF0gTbEVxGiX8ehE7y/M/gSJALubsLqzYU3KRl1Rd4A4o547dXMOvrg3DiyJBPoSM9T1IIIuivGq5eXBkS7dxdeMKFWIGjp3kSG6u80UAIDFdRKVB9/WSCBlSKsXDcfYUnehrrAX71E2kxsauFr9CVvKfthTd8NTfCXY8cQAc7Vj8YRJp9+UeIXf5YA9mpei4FJPHqOxWcxRxfblluP6L5fh07l7AMT2jqvqjI9dE4RhpFkw2DPWIrnLZ7Am7xe9VjwSr3IHYWj3ozl7T5VHP0gAMzbDaii41LiGUtRQsJt/YhwuX+RzxquLYryS1HEUnM3nw9lirtGiqAy/MtVMpUtovGI2V2MlEL+5Xdz5YCukQp/CUgNr0kHITbwiya1OI2JRzlnsfImAzIFXgvU5O4ui1Z0jeJzNrJYG9ViTWZapjNHJvBIHc391StzB276zlVrEHxqYCw1uzTAB+WHZIQycuVNx5kCzWAc99etGZBVUYnR9CvRY3vH7BrsrsCUur/FKGhi6Ws6ExVGMpPa/cK/FOtUs30guZhBb/gQ1MgZXRa0Xb03bgfFrstUSi4KAUvvvHSdlnGF8uxsVFUQ0Q/+yKbs49JthgCV7T+HV37fKuoaRkylJSFjMMhOnk7LNkbHeaBFURsBF0UTflAgMJRPB1bgBEwxKFBDsG5I6jEZShzFwNJPn7WNkpnGzdwdykRIShRBpTmh2q9nLZTRL+gT7uDpBFVwUVeGfPLDiboHgjhGrRJUTRlflncdL8dn8vfh17RH8svqwomuZZeHgWFE15+9Y3vHmI8XRD9KQ4qqGLG9D5+1VNDA0uoypgdliWEkyzeeZ9A77Zx+mbDyGQbN2Ia+sRgPJ1MeevsFoEaIyTpLCUHhgVVRZp6Y4qqBKkHnll1DM8IUNFqU+P8ET4zZh/yl5QcvNoKgTR4KLookeQUqQ/HikoV020ctWGUZAmWqmST93vOKHLW0LrEmHEsqCK97LWPBbWF2BhSFn06WyzjdSwWWmtlQNvJKC7DZMsIjfCqE+xyyeNEJw2i8eC65E+7Z6Ye6vTok7+DtrVoVlCHadKMPWYyUiQTeNrc3HWEF+tx5VptQxo3UQISQuG8zymgYF18nSGlEXHVtqJpI6fSO4nxtk3nzfSAomDysgQGRQ0JUHCkKbSqo94SeYEler6UaLEBVZAeaBCOXjy5PlWRTpgSouiiabUK4/XBTTeaaPwRWRtIDHRdFEE2Izp5JXAitfsIFSaI2Qi6J5npk9XrGlbYe7zR9I6vATKrziY0xrPHX0cWa1CXAt4ZV2DbVGKrhMVNbVQIqFMsM0JPpgLD7Y0zfyHmf2IPNcqIuiWsTTV6fEAfwuiuwKGzjAI6KdN1r5wnWiUja4MGMWRULMZbovmfD5ksgjuNtOCq3CBQnEVAjAVpaZ8BNJIj4Vc6xEAfX/ZystzPZEcVlP6pE2QIyv51NDwTVh7REVJDGe+IvBxXOEiR5h5FKhDH2JgoletuoIPJuJHpndl7AtgIs9x0XPs8ZVPx/9hTuaLIG98QodZJGP0v6FWnCphyQXfIYbI80u4HptfhfFBhg+Cy4D5EgEqIKLoirRXBSDq7h+IrzeYLQFFyc+k8IaYkblCUFiNJh/Z8qJLwQkdRgT+j1p/dHQ78ra+Ez3bsKiJZPAE3Ct6QwSRQC+MZazxUz9BYkB+QoQ87cKakg4bKFwwol4QkoQXmMJly+ycp8sNY9LsuljmiklzpTZshB4NjM9MdtFkR0cu6hSfPxhcu+qMKK/cWfzf+BqMRfWpEM6yCOPnceVBV2v8xmXiCmeF+P4kOKi6LCFHUP4K4vNYAWXvG+TWN/RSOKq6aSYE7+f4I2p2/H679t4LbO4GunISW04RrfThGNlotCCy2wzdgQUiLG66UxYlxjWD2zyy2uNFiE26otWUWUdxyLN1HDagkD3w+78v1lsDisKn5/gWFEVr7Ld0XitARLJR/6EPfJ4s7nz7Thm3qxPemP0QlA0+FaiwzlcUKmDJKc3TntwmG/u8qIFZqoinAUHVt1YuT+Ki6IJx5CCyMgAZ3Gd0FAQ6bDf7jMTNiu6Vo3HSBfFxEJKkHmrlfu+re4cWFP2RhxndAwuWe0QjcGlGlTBRVHMjG3H8efmHEzfehzXfbGM5wiu0x8gPjg3euC+5UhJ6LdSv3YzDk0ICXwRa8peOJosBRjpypH3ZxibSVELOjVNNloEyVhcOXA0/QeMtRwWhsHJ0mpc+eliXPv5UlTVGWuJJq2sR9Yn9sr27O0nTBHc/LXft+Gaz5diyoaj0Q82KT4VYjT9vEpZkg21+WpRYlhfqYGZYnDxr1CbRz7tMe+zOm3W+l/mlVE55o/BxakiHNcq8WmYGcNcCMGY6H2rh/RnqpMUGF0bEk0JIsVC2WqJtJhLajcO4e2BzeA6JO/TJNiHNBCq4KIo5mBelOxPbPPxehNSn1840LnRRgPszInHi6tFjoyOGZsqAoJKTwWS2o2Ds/mCgJIrDlDzXV7dtWno97mt01S8cmxINWFO7jQCzmZL4GozGRYG+GbRAdR5/Siu8mD2dv1XRJUNquqV3WHjGCPjWASZVf8u35+5y2BJYkd2llEeN5+P5+5RSRqK2pgpBhdvUYsoT/EzUZeOH+72PyKp09eAxTzulrzw1G+L8wQsTvEYUHGBkIuieapIWH1l9XECblVB4irIvJxRGk/SCSOIFss0uetQOJvPkXQtI8cu0g0DjB9fSUHKAg7Do+ACAHv6Js7fSjKuq4Esow3eGFwmasjiCKrgoigmWqPOWBqyEhKWi2JEpQ0eZ6K6bCJRVIMQoMLT4Opjb7QVjiaL4Wz1pyxrLr1RM8aAmm6oaiD30WzJWWDAGG7tKBeGx5rzeAlXiWx0vAQh7Okb4Go92WgxJBNnRYMiE6MH7Wz4JYmPiZQSbKm7YEvOgtV1Co4my40Wh5eGPoL7lRh7IZI7f4vkzt/B4sjTXzBVMX8MLq+Ai2I0gtYn3y0+gDenbkeNx7g4T1FJwDhvFnspHE1WSTrW0CyKkl+9+b9RaZVHkotieJD5IOFuinp3lYQQlLIygnPuz5oP80NdFNXCZrQAlPhHzCzX4jyOpI4/srYEOutwCy5745Vwtfgbtfm94Sc3aCSpfGQ3LJYa2Bttgq+qC/y1rUzZMGUXVuJUWYMbmMVRDGfzhQAA4slAXUFvo0QTRc1Xabb4zLE8WzyF5gjBGgAfyuePv2POx/LC1Wq60UJoCkPXCeMKMwVF5118kDGJj1cYayXrd7SJizE0fBvu97Cn7Qj9tjXaoqNE6iOUDdZMgbfZC8EMZ2IuLqOFYbDnZFkoOUaHJkl46foztBBRBRK/zothZMxKXiNaWylsadvhLbsQxJtev9E8dYKPUcsPYei8yDhafBAIhOUIsw7s0jxFqViyeHL8JqzYn4/xT1yOHl2bhhYZbKmZcLX5TfRchvHTcZhKUAsuimL4AssHcbWZwrs93PLE1eJvAICz2WJTWaXInfK5Wv4FV8s5SO78jUYSyaOqzov7RnGDYt/yzUp8Oncf7/FWVw4sjlNgbGWC1zTToJGLHxb3EUCo02PBtn4ww7Q+vMxnxxB82bSfhQPbXZlflWWieXsDlvjLtClfAWrGF08RQo0Ya2ohzX4mASe/bEVFFFczowgNz8Intix5pSQEiEfM1CfWelllhV1uoigcrBYGx4oalKdbj5aoLJmamOiFS0TNBTUjx5J84/Kk9j/B1WIukjr+wNpq7rouVbkFAH6L0DzF2LZ4yd48eP0Ej43dwNnubjtJUBnfQOT++KtV5oBacFEUIxYLhLHwB4z2E+GuwEwT3GCfUef1w2GL3mjaG23nnm9w0zRy6UFsyC7ibCNE2C3P4spBcpevQPxWVOwfCBBnxDGEGGM9dKRQfIXc2WIOHI3XwFN2XtRrmU1JFy7O1M3Hop5jYRhTuFcGCZUJxgsQoa4l0kUx4giTfZsA5h4UysOP+jQTRgtCUYCpFoIiRCFwNlvI3WRyy4GY4Ci4zFmfpm3JARAZAJyw218BVx+j8Pj8sDKM4gDrJqoi3FAeHIUivwtpEKuF4YyxjY7JFXwO3vFwItZxGRjpGcBX1i3OgsD/7azswyb8RoUVtRi2cD+2HCmWcZYfXluOwD7j6gjbii/oZqk0BhclNqiCi6IY8brLH2hWTIlltFIonLWHCvHEuI3oe2ErfHHvRbLONXqAFU0pFI7FXg4gELzRmpQNX+VZEcf4CYFF5w4kM6c06jGOxmsAAPa06IHB2e49Rn8jILIDHLn0UNRzSqs9+H1TdEWYlrDrqs9PYE3ZDXeb3+ApvgK1ebdHOZu/DJkptlAQiy1KIg0TImAfh6ROI8DYylB1+D9hJ5jvvVOEMdPXCrYDVnc2GGslCHHA3mhb2FGJN3Bnu5oRQaW+sWwOTRqFg/47Gq/WTZ5oFFbU4pZvViI9yY6//3MN7NbYrTFKquuwdmMBep3VHM3TXCpKKR9uKA8+F0WBeEIWhqPUMlKxPXPbcbwyZRsA4M2bIseG5mqV1IaAXWcYWwmsyQfhLT8f8LtCRxiF9HmT+drhIbN3hxL7SIXtHh5BuHeAjnXGw6PllHd7vvMTuV5phzltqilxhayqV3+wWCdtprrsJ8D9P61DtceHqZuFVgsAW8ouJHX4QXA/EFj5OpSv70RZyWCIsdTybjdCAZFVwP/eGFuZhKCNkbBXWUxU3KLAlTQ8OLvRrD5YgKR2v4KxeOFoIjBh4ihRGHw2P9IcffEe8wU8drcbF9N5Kw/kqyuIQqzJB2B1nYDFVgFns3lGi0NRgJGD3hqPD0cKGyYYhAQmfEkdR8HdbgLsGWsizjGPrWkkS/aeiu1EhuW6bFILLgCwuI6GuSnBtC6VXy3aj7zyWuw/VYF/djV8l0B5l1fmX/9jO/43LRMDflynspTyYWeF47op1f8Os6Jj7IUAACvDcBKv1HiMU1AElVsA8MUCvjAX8TOaChLpjSD0DNztyZ2/hrv1n3C1+jO0zUjlY7Rb2zNWwd1+NCwOc41JAGD+zlz5J4laOhnX27CtLYN6aXkWXPFXh8yKOXs4Slwhr01vsOASGqCby/WCK8vvG4/yHuduNwHWpCOR57N+Pz9xM3oPW44pG/ivoQXC7qMS3rGAe6lZPg9jL0Jy16FI6foFwPAr44RgvxYzPI94mecPEix0lFFIcy3mxuD6YVmkpdrvG421SuPD4iiKfhAPD/+8IfpBOsJYWFlSreF1xugSRJGDUe0WIQT//nEdrvtiGUcxZE3KCv22p+6JOM/ZcqYu8sXCE+M2RT+ID5ZSItJizTwkd/qepw0z5/C/tLpBaciO7/rP7lOQbn0SOO5gXmBhLCuGmJZqI2hhwxBYHHlwtZzF2ZzS9QtYk/fBYmE4rm+cWF6moEHxKC+Wm1lV3tHGYvXPaq0BANjTdjbsNXAwGW385Wo5B7bkw0ju9L0+Askg1cVv/WpxnoCz+d9g7DzjL7GM72EWXHp+FXb2R5vFEsP9zWdhF6+Ys4ejxBWiprECHV5xZR2+W3KQ/3omnmf9b1pmzOcu3huwTHlreuzXkItg/H8JAxFGIC6HWRSQzqaLwDB+MNZq2NLkvVMfx4LL+OcRGpww1nIkd/kC7vZjTBcnJRynhBh1UmJwicX0o0iHP04eV8EouI9ieoz6WoQA24+VAGhQDBHCVZ4SX6Q7GBOHiRqiwe4jLY5CAyWJARNacB0prMRslqsSwwAH88qx+mBBfaB1aaXenrE2+kE6IzRsYkCQ1Okb2NM3R+xztxsHK8NwxlxGWnBF4kVSxxFI6vQ1wNTFafwgif0g40NShx+Q3HkYYOG3njdyaBzrONaashuMLXoIEC1hWyg2QJDc+Vs4mqxEcpcvIvZyFusi96omm1w4Flz1TWxJpSdkkRkVHgsuk0y54g7z9XCU+EOk8kXGrgk0PF/ymjcHMFqBcnbL1NDvq7s2VXQtdpB6I/AJRr2U8I4Z/gmJORUQ8jo0ThkzweMIrfw5m8+FxVEEW/JBWJOjx+UykjS3nWerH4yV3QZEf9lG1//Th+gD+85Nk0EIQV55jT4iycSesQquNhNgceaCLb/FeQLutuNgTdltnHACrD2kjiKktNqDFyZtxsil/AtFWsFXOwkIZ0Wd+COTkyQkJl90iDfenLqD83dFrRd9hq/Ag2PWY27mScnuO7a0HdEP0hnBbo3xg7HwlyOGIQELLta5YlnL9caevgVW93FYXafgaLwSCWF9IlDGbKm7YE06CouzAM6mS3iPMXJoHOuwKandr0ju8rm6wsjEwrMaZ3E2WAczDIE1+QD3ABELLhKm2tBzSOll1c+gBdfLk7cgucswSedb2ONlS7W4pRpFFKrgohhCea3waq7RCpRLOmSEfndokqTKNesMGpQoyiQvaMGl4JqaIU8or8licAlacLEUxIxFXMlghF6IfU8rzyDF3f5nJJ/xMaxJ9ZNw9uAxwoIoQFwquBh+d17zIWJBx/c5GGDo/L24/OPF+HGF8QrWc1qlwZq8H/aMVYClBq6Wc2BP24Xkzl/D2XIGAMCadADJnb+FLXUvktr9aqzAPIxfk63Kdd6enom5mbn4YsE+FFXqV/746ichiFPrDYUk+DPbdM7Yd7KMaxmzL7c89HvL0RJIVaBE6yuNgFNrOH2feH9ntZg4yDTrPTPWapkKX7NOP/nfNWOtZv3mj/tqpDeAkjIipGDVCz4FF8JiACe1/5nzt6gFl8DYUg+8PDG4tueUSnbfdda7KjP2IqSc8TGSuwyDxx8v40tzYdYWhhJHqN2kfzZ/L67/chmGzosMQK0H7H5iXVZssXdC16p/O0YNUJRYcAm5KJp2sCWJgOwcF0UzPI8UEUxuLbBgV3igUAJb8iEwDIG7/djQtgaEFFxaSCedg3nl0Q8Kw0zxd/blluP6L5dhwS6+wNlSYr01wAAYvTwQW+mTuca0xwAwN/Mkrvl8CfacykVS+1/gajkHjsarOMc4MtYDAJI6/Mx3iYRGz0UhXgVX+AbBwXyiZYiKZ9mjY9FZwRUViRZcQmMXIxEu51EUXAxj4lIW1p/LUfiaJCmD1CDzbKUpMeHYJVS8mDpYkw4BiB+X8NLqSGUVXx22uI4i9H1kuCjq2cdwXRTlt58We8Bd1N36dzAWLyz2Evy5m99ikCIOVXBRFCOv8eCr8NxOcW5mLrIKKjFq+SHDXPuC/J15UpXrGNXvCb4/BZk6jFZAKCMgvFdQ8WcMUqyWLPZi0f38MZf0Y9ORcPkanikwWPGD4SQuEBgkGljADhdUos/wFTGcKVyeZmw9HrtAMgkEAF/LG1TZ4syFq83vrC3RCwxjdKGq54VJW3CsqBoWe0lom73RVuMEUoAWr7TG49NtEM93m8h7C/U7kZMWIy2267x+w8cYZkZv/VZ4MfprS3jbKfFbCYRXMBIi8DvaWCzgomjOQRcT9hcjw0WRmDAGHABBJZ2z+YKopxqprA/e2d12EpI6/BSyBIoHKvg8enj6iuRO38OWGnA/ZkRd94wbt7CLQOxS+DhJyzZllykR6bTFpC0MJZ6Q1aTzHGxL3Rm5sZ6CCnnZ8dRBxU6q/lJG9XtCAUmVrAka7UKqBj6W76YZxo5CA9hgph4AcDZbrJc4KsF9pqQOo+Fstoi1xXwuir+tj8yEKgmRScqrv2+L7Zox8PDPG1BSxT/wS+rwPddMPsyM35a8H/ZGG2Fx6qeQk4/gNFFkm7nQQsF1zedL8ejYjepfmAdeBVfY38IWNJEnG9WdlFTVocdnS9Dzi6XRD2ZqYU9fD4sjT9K1Z24zcx2SDmNwprvwUBYMbzvLs82ECQ2Eu7XoFlxxM+SKwyyKkVLE/rINDTJff29bSiC+sSPDXBmc5cPfh4QUdwJZ3gFEJNDQ87MQzsJubGU8ucvwsIuaw9ox3qAKLopihBp1i4PPRSaywlvdxwSvHe/KFKOlF04praQT1/+p+G/ZUJbYlh1iBGNamS0Gl6AMorGduGeZQVHHhSsQe0UKAIhgDC7NBIoK/ztULpAedaawoharDhYI7mes4WWJ+/6dzf+Bq/U0JHf+DkFLCbN5KEWdE5nQciNWGGtFKD26xZmLpI4j4Gi6WFDJsmJ/PspqtA9IKxiDi42Mia5RCu0flh1CfnktTpRGj9fkajkLrlZ/RU48BHhlyjaF0imA8UQkXYiVah0tAwEpfRjPAbx13nSdIYRlEpe11nokftx4ZVllmfWZJITvELBUO15SjVNlxsR/M6uVXzQIIXBYecqNQB/CMF5YnLmmteBij19jlSI8Iy/x2w0rV/EMVXBRFCPUrLrbjePZyrNeItIpmrfNJnA0WQZ745VSDzeEWkUuiuZRQBzMC8/GyYVrGSRMctehAFOLvPIGy0C9y5jPTzB84X5MYlkLCQ5ORCaK9nR9LDZiJmrvzn+AkUptvjvb0rbFeGYDejyST82CXF/ujLbgiCTKM/IOeuPQBY2pQ3LXz5HS9XNYHKfgbvczrO4cOJstRHKX4bAm7+c9zacoq4g0eNsqAnDrs/R+x6iJWa7ohMEPdlmzp2+Wff33ZmRiY7ayGJ6xkNT+JyR3/lq1/mHMysOqXEcV+PpDnjpvsVWKegaYiihjsaOOYeZVXoTJTvxugwRRDynBwO3pW3i3f7FgH679fKkhnidxowQN46eVWbxJuIS8TBhrbaB9E7VQC4/BpURCeWjyHYgVV3yyGPnlRng0xS9UwUVRjFCFtjjEYwY1IDyJMqJjl3JLW8puOJvPh6vF37AmHRA8LvhujMquUuNR34LLiG8yYulBVa7DMH7YUriTQ72/zW8bjuLbxQfw7l87GyZAQvotkcGWq9V0DaSTh3hRiO29GjmY57u1mxO3SvBM0b2mtEQVyTRkcZnVxYr9HiPlZ3jcFlLO/LA+OK3x1Hh8mJsZnowhkpQzPg09i7P5PFjs3MQHrtZ/8J7n0SG2IF9RjmhDo7goWlw5ISWdUVWjVsB9H5ZqJHf5EkmdvgW/m0w0N9kAE9cdxb2j1ioRMSasSYGyrlb/8PHcPapcRx0i37dQNjV324kQcnMyAuFuTbzO+plaeHVQXCslYDUop/0xxzNJDTIvlVqvH79vFPZK0QpzvE35CCaviaL4tbpOaCCNcjgWXAxQrEqG40AhnbLBHOOYeIEquCiKUd6wxp+Cy+JuaGhsaTtUuaYWCFpwSfxqjK2s3k2mwQ3AlJN1WRi3ugMAqw80uJHdO2otcoqrRCZ5MoK2mm6IE00eM1pwaXNvvhVK4xFud5M7/gBYqgxPXCAbnskuY61GUiiLp7F8uWCfhKP8YSnpq3kOsfGeqUvd4VNwheu3BCcnBIytDMmdRiCp/S+wJh/QvY8/UVKNx8ZuwPyIrK8BnE2XwuIogtV1ErY0HisglvJO3E2GIpfo1g98Looi30BWTChtEXoyKRZDUwxQmMjFlrIfjLVK8vF6dy3jVh/GY2M34HgJT3vKRkECpiDVdforVpU3o/E2fpR+rr5Pxr3bg2PWK78kEzSUoMhBkYKrtrYWo0ePxv33348bbrgBBw4ELFlmzpyJrKwsVQSkJBryujWz6lJsqbtDvx0Zwq4AwU7HqMcQXKWW0Ilb3UeQcsYnSOn6OZI6jkbwKeLUEto0hCsNrv5sKQbP2iVwsHkG6LKJWsb424KzWqaqL4tEYi/b4idO25wT64Ulsymb32KWsRfA0ewfvj2i17O6olsa6Y/4e+az4AIElEQGMGaVFHevsDrPYw1FiIP3TD0sPXhjcEk+m8DKWhyyp6/TPWvq639sw7J9+YL7GWuDtZyz2bxQHLSGA4IKFQJ7+lYNJNQHi0ktIETh6Q8ZiQHljXbhEry9BCXp5ogMxWaB+1ABKy5zMnj2bizbl49Xp0Srs8rLiRELWsoX58w2sFfvHRoZR3D3STUyINK5VyzwLwNKoKCgAL169cKuXbvQsmVLnDp1CuXlgYHBjBkzsGDBAnz//feqCUoxMRquHBgS0DzaJMpaAatTeIAcxOI6BqBT4JoGtUzCK/rR5bGlNrgmWN3HAsFcid288SCkQsItuPR9HguPWYyQNYGwqw9ABKw4zEOU9yrgIndBm0YayKIjlipY3TnwVXYBEMh+c7igUvPbvjCJPy5IcqeRsSl4SOxZgIzC3Xac0SIoJ2ISz2cyxZ9VyauDsog/yLzE+zKEE3OTYXy6L2JtOBwlLharzbU4SpDU8YewA+oFjgPrraQOP6DqyNO8+xwZ0i0Lajw+uOxmyOTFo+CyisfnDEKINhlMpULqrRctjjzu0oJIHx93yFmQU8FSSirs9mmjwEIQ62jF9zOinCltRxl7CYinsTrCqIGi8mHcHIX7HdQqCMaGuolXYrbg+r//+z+UlJRg06ZNOHr0KKcB6dWrF5YvX66KgJQEg2dSy04pTvzclWkjLLiijdUZiRn7kjuNRLE3sFptWLMk2L7GIlHgHFWDWRsAMTpwtqzbiwwYwya55vssceiiGOtLZA3Gkjr+gKT2v8DZfL5KUsWKH86WfwkqtwgY+GpaipxvvhDz7PccnmkIQESsKu7OGsRFwPnwgT3fQF9IwaWD5QB/DC5pMABXdsZvPpf3MIsgiy2sTMmceBn5fNakI4IBscXhlqP//rFdHYGiEPVN8bx7V2uxGIkNxxu9MOf3EyR3/QxJHcaAsTW48klxUWSzN7ccfb+TmNxIc7jvVNg12VjEqmDEvlis5i1VYL8LmwHph5UW75SunwPwIluHxThpKHkg40YuWiqhzDfGNzcxK7jmzJmDDz74AJdccknEKm/btm2Rk6O9SwbFHCiu0JwVLO61goOSvbllGLv6MCpq4ysN/JzD0+Dx+U3YMMUgUNAP3HwPowgzP43Y4JcQ4y24xOt+bG9WDyuUcGo8PkxYm41tOaWKrxW07nQ0aZiEjFuTrfi6crGnb5RgpSE+BIgzAy5RUs74EO72v+h6z2C52nJUuotRuEUKXzBdq5t/fKVHzeGr84RANGkB+2xOmWP8putPmChKUAYEjLUCjiYrONs9pRfzHq/b81mqYc9YFbGZsci33rSnb+L8/XfmyZjFkkPUxUWesieq1OYouGIUSiV88HMWcxuQr1DZebwMO48r76vk8M0i4WRKsaHfBxFTbkbWT/lypZ71AZytpoX+thrQcaqhWGHsZXhinEmycysIz+H3pKsnh9x7s8RWrxiYq4+MF2KeIZWVlaFDhw68+zweD7ze+FJEUGInon+wVMFi5+98ea1nREy0gx3TzV8HJos7j5dh2H0XxSSnesiIOOJLwtjVh9HvX200lCcGYlppC3wnoweKQWK3xDI2yLwcqYkvCYxVIJ19mBXHiZJq3PX9apzVIhVD+18Yu4BqEa2MCUyIjbB4+GrRfoxeriRupEkqBYuoMXaIBeJyM6ZTcAmlDpd0rsUHW/JBXV3LflyRheELA9kC/3N9V0nnOJoulXQcYy8yxKUkvL1cc7AAL03eCvCHBeNgcecAfjtri/4uilERam9DELjb/Rpw2+ds5lcW6/V4rlbTYU/LVOX+po2lFD7ptUaxNmFI6AUY7d7j9wuMc2N0UTxeUo3zdXLn33OyDF8t2s+zx2yVlx++MR4hBP/9YzsKKsLjNsb2TI70Tag9eQ8AwGrRNn8bIQQ7ckpxZotUuB3W+m0AY1Oo9CQWZCWEBReXshov7h21Bq3T3fj63xdrGnqB3c6odhcaZD4mYq6FnTp1wtq1/CmQN2zYgLPOOitmoSjxBbfz8CO5y5dI7vwN77FWZz7s6Q1WBY4my8KsDLhVOLxjmrZFe8vAqI5V0QZVHCyYtP6oYS2TUAMby0QxaH5utKm/YsJjcOn8ccQ7V+7CgKdMRFEVZsH1/bJD2Hq0BFM2HsPeXDUCW0ZHrChEL2P174Gpg7P5bNgaBVYOjVBw/bRCWVIUiyMfzpbTYXGcUkkiNZDyHsWPifeqzo9+Wruxqw+Hfn+75KCkcxhLNAVLAD4lhB7fK7z9f2DMehRJTIWe1G4c7I0aXOYYxq+7y3u0u9mSssUPYEikcksEPfpLQgivciuA/PLOTgSgJ9H7Yq6CK6XrJ9KvbXBbRoQstUyeSGbp3jzc8o2AS6TJFkCEYNfB4PBr14kyTN96PPJgFWI/WbXVb2H0iizcOXI1HhizLrStxleOlDM+VXjlwMvRw9U9GnJdd7lwv+G3iw9gY3YxZm47oXnCBnY7o7oerf7iAa+ghBycqUrM1fDBBx/EZ599hpkzZ4ZeNMMw2LhxI7755hs8/PDDqglJMTccjbWtAhabeKpgV6u/wNiLYE06FDVOjRmVKa7W06IfFIRYQIgZNe8xKLjqFXumi5kiG3NacDlbzETKWUNgTd4n6TpEIA4PABRXGh8A2eKIlogh8CYcTRfD0WQ13K2ngbGWG+KiqPSOjoyNcGRsQFKnEarIow8M4k/BpYZA+j1UcZX8esgwEq3fDXJRVlo97embG/5gfLpnURRHyqRKnrx61CG17yHkAms8YTGfLNGsnxq+Z/hYsrLWiz835+B4iT4ZVn1+obIlXuaIgGWgXnGe3p4upDgFbKk7FVzZ2HpfItA2R3NRFidwrkXjbzN03l4AwNajJaFtx2pN4lqoGrF/B7G3P3+nttapWrT3wcVigoDl5hWfLEa/79eYrO80HzEruP73v/+hR48euOuuu9CiRQsAwE033YQrr7wSV1xxBV555RXVhKSYm1gqtMVWBouTL65DeAyu2GRSQrTniQg6K360pGtqheAKQgyrVK42kwCYZ9KrxF2Jjd6PI/RNHI3XgrF4kNR+LGuriHQiCi69lJBiK1Su1n9GOxsAYEvZ27DFVikyEdAOtco0YzFesdiABAs6kXaAgDHfAoPJrR3UwCIhQy8AgCeLqh7WqKquHDP6x6cUv1/sVo/29C2wpUYGY9dFwaX9LcwR/1TuuIV1fHiX+N6MnXhj6nbcMFyfhFhCFlxRLVUMzJgKAFYRZY3VpU9sNqVwLLjq///tYoGYYkosuOoTVBgRZN5P1OgbA9cwRa+vJLuoyDccs+qw4D410KYPbvCeGTRzJ4oq67D9WAm255RocK/EIWYFl91ux9y5c/Hbb7/h1ltvRZ8+fdCnTx9MmDABs2fPhkVjH2RKIsAXj4v7pxETLFUbqHp3OKPjP0QiXx6rK+B+ZZZJr5gFkzjmtODiPVZ08Cvcxnp0UhIF3h3/C+TLcsdL2GCELkqphKQYaPIsuI4ViVvnak98WXDJxdF0oeR6QxDZ/sWftZC+LoolVVFcKaUoUEUmXu62kyO26eWiKIw6k+0+w5ajzqttvxL9Vcm7P/vJw7/DX/XuaVV1CibSMvCTGGNwCYxz9LLe0Gwqp2PGRfarCoaI2JBdJHB07HIFrW+1jsHFh08oxpsMHI0DYYdMMcRX0UVRTzhlTTUf3noLLgKcKGkIYWDX2hc2zonJxr26uhp9+vTBkCFDMGDAAAwYMEBtuShxBBH5S+nVjhVVobTaTFYR8iCwgIDwdhg5xVU4kFeBa89oJrpKpgThBjb272QeBUSM70xSti/tkBfgMrZO3uvT5yN5UYbkLl/CX9cY1ceeUH5BwphjcJUASLFwTGKqUSuwz5ayG36cydn2yC8bsPSNnsqFi5UEt+ByNlss/WCD2jFVFTaMT9cFk2pPlEmghPJlS44SS81SBfiTQn/q8XRR1NSq3CO3rAabjxSje5cmqlwvFmype2Se0fDsRvcrPkELm2guivzTNN0suMyWaSQG5FmdKuhjggouA16ZX5FrZQBHkxWozbvVFAvyylxFAWvSQRBvKvx1LVSSSBqaxMZiKYPZfZjLHusi/+lBTAout9uNzMxM2GzGp6mnGI+WA4dXpmzT7uJCqPk8hAGYyEv6/QRXf7YUADDkjvPw6FUdVbypJMFiPtM0MbhiNmEOH33o+zyyOkCxVU6RCa5e3+iUfRos1kJYHIWwJsk1/SZh/6//y+iZyGkDAzdqBRVczqbLUVblBHB9aNthnTMs7TxeikGzdrG2JJAFF1MHgADEqdol9Qkyr961rM58VNZ6UVnrRbJT+/GkGhZCjmYLRfcntf8FVdkvNVxRh48idg9lwZrDr6XapXiJ9qacEjOM8l3RiH7lwKlyfDZ/L+65tK3wN4rRRVEvxbAlARRcstosJZZl9QouLWNwTd7AnwBi14liQKWkusGiVePx4Z3pmWiT4cZ/b9Q5cZyCdsuWugvO5gtA/A5U7H9X1T42GlxrQXWvTWAeD5p4IGb7tu7du2PDhg1qykKJU1YfLAj9ZuwlMs7kq/3GV15VJSD2QJD5sEapjpWl5OO/5a5KSkfNGFxBjFRAWJMOwp6xCmC8YBCjgosJV6ioIJhECCGYse2EnDNiuo9eY1IvWNkaGXmWlrwWRowP6w8LuQ5Q1IWJauVVlfSPTrLw0/e7VdysR2pM1s0wX7PUILnrZ0g541Mw1kpYnCfhaLLMaKkkIdT+u1rOiel6d4xYjR6fLTGFpbZFwvjFYqsQ3R8eoN14t9H4sXpU/V2JxOBSm6LKOvyw7BD25TbEaL3/p/VYtCcPz03cIhgjKdYYXHotYmmnrNFz4KXZwVzqv6WWdV4o6H9Vnfox8n5edRjTtx7Hd0sOYofe8Z4UxOAKtsGMpQ4We6laEklEuxhckeXK+PmymYlZwTVs2DCMHj0av/76KyoqxDt8SuJSWu3hmEwmd/xBxtlmmGlE4vf74WozEUkdRwAWpRl2SL2CS+QQjV4DIUQwvgQjUxnBxjALLqYWSR3GwNVyDhyNl8c82XW3mQSjXBfmyc3gEuMzmrNmcTnfwmPxxfhwvKQaHhOkqY5/osXgsoDoGAdFDZS6LQBAqzR9VnPFFgLs6ethsVWCsdbA3ngFkjt/EzWjcAQ8304P1xItmv+SKg8mrjui/oXDiCa6u/3P6t/T6BX3GPsQa9JBIGwRKR76FSG0tnx47fdt+Gz+Xtz09YrQtoKKBvtYwRhcURbqhGKN6jUO085FUc8YXA33Cn8axl6IpE5fwdlitmK5gv2TVnVe6LpHCitVdd8vrqrD5iPF2HWiQTl0pFDn+JsqPY+7/S+IVsfUhBuDSy0CFx21/BDnO5jFmcasKLLgysnJweOPP45GjRohNTUVaWlpoX+NGjVSU06KSckrq2H9JadBIrwuVowJJlzFZA/saTthdefAGcUdISoSnker4cPiPXm8263JB+BuNyHGqxJdgwKzYWwN7lH29E0xr/Aw1hpYXA2r7L9vOsaxQtSSmduOyzwjVgsuvaYisZcFT0oWAK4lF1P/Td+Yut0cWbviGvFvw9iLUGLXb+CnCqr0D/q0Xwt2nRLc52oxL/Tb6j4W0/X5rO/0sRbS5ibVOgT7jiZ7NOusWDiYp/0CsBYWXEkdxsDRdFlM58aO2mVLv4Ws5fsbsp/ylWXBLHdRLbj4p2lmyJQcL4i9KXebKbC6TsHReDXA1Cp0USRR76cEoTK8PadUtaziQCChRP8f1mBuZsOCrBYWYuJI6w/aeMTlsthLYGu0TQV5pKFJOyNQB6m7ojgxBz3o37+/jpMoSjxga7TFaBFUwUMaFCmMTal5K7/JMvtvrarRh3/v5t2epGCV2tX6d/j9V8Z8vnoQRSbMjIUbeejBMeuRPfQ2pUJFpaxa5iBBdPArXHC0bpkra72Ytf0Eqj1eNCRzk3fXwy6e71f/TWduO4GMJAcG33GeMkFPZ6J8DnvaLvEDTInyVV29AugOmrVT0nG25KwY72CMlaNW8+oRSw/CamHw2g1nRj84jpiw7gi6dVQpOI4AYmWa+F0xX9fZbCHqCnrHfL7xGBOD67xB8/FRvws421Ye4F9wjG6pwq/gqqj1YvKGo7isY2N0bZ4Sg5TS0CoBUiNUQp9lxTALrvrHubprU6w6WACLo+G72DPWA36HkjsB0E6ZKnRZj9evqgVXJY+CVotnElOaMRZpY+XP8wvwYOuWoscwlijZc1WEcMqaulkUw9EpWXrcErOCa9y4cSqKQYlX2NXO6soRPI4P4XhdBEYaw6urFQ+u6ITFfWJbrWj0rFpo9+2NtsFrUKtqS2lQ2FkcJYo7dFerqWBs5ajOeQggSgY10pFr/RbrqpzWaw+DZ+3C1M05cLcjsXciQVgrpoy1wSV43JpsquCSwRWdGofFL0vE1T3lz6TXqqdN61TxOlk7e3x+HMqvwFktUsEwjKbv75vFBzRVcCXCgjchBAfyKtC+cVIoi5bocwlYAJ0e6BeDi42fAO/8xY2VtPJgHlK68hwcbaFO4Pt9xIrdquXiHFvBZXUfhrPF36gruhresosVXfcG60ZMxo0KpZMG10Ux8DwNscUans/VYq6yG9W3yVq1kUJK2vq7anLPIFrEYquoEVFiSVzAzpAQzoIoUlrKQ5t2RkDBlQgdmoaczj0fRQW49Ut6cbI4CuAUNH83rtISQrD5CHuSqLBRZwhvp6SHBRd/2xc/E8Rw7OmbOX9b7GUCR0bHmnQY9vTNsKXsh0N2ZiZp+P0EI5YcwIS12aFtwqvI3O2Mtd6tJUYrtQN5FRg8axf2nyqPfnAMTN0cVGYrKwv2jFWwOApDf7vbToTelinlNcYHt1aDJin6DeIMQwWljl6WHHbNc8Xr46L44qQtuPnrlRizMhAz76uF+9W/SQKj9jeZujkHN361Ao+NbUjyJNYnxxr8nw+tvTZUnxyy2os9J2MfL6iCQNtlc2dHOTEwrrY12ghH04XQM54QwB0BJ3UcDas7B+42UxRf1w4dXd54Xr02/YC2Yxeh+mG3MqpacPGhRSy2/0zZKryTkVY+0n0S6oNAHDstWHkgP/pBshFQbFL9ligxL77/+uuvUY955JFHYr08Jc6wurPhaLxG8vHRUm3rzaoDBUhz25BbWhO2R2mjzp/9Qo92ib/xU94JztlxEtef3ULxdYyEHc/L4tDGUH761uP48p/AZPCidum4sG26yNHcj+VqPRXe8nNhF40dIFw2h87bCwD4dW02sj7V3vUygPxSzTf5YuwlIB5tXXrYZOaIuSErq6mMrQzEm6boGlI5PTLsKG+//Dq9F61cexrQ5zn+2R2IJfbx3D14+trOob/jkURY8f6/P3cAANZlNSzExf9TBSiqVNuVqOHNPD5uoy5hCIQQssa2OKOMPwgDxpEPd+tpgT99SfAU91BbPEGOFGkTXJzo6KXBUQxpelv+8b56V+e/sNtuhdatgBb9GbsNC4eRqOBKlfSyG2Q/u2WqpOvGyvfLDjXcVa1XJnAdvcItxCsxK7gee+wx3u3sFR6q4Ep8CAgsjlNI6jhK9pmx7VOfzUeK8NDP6wEAt1/UmqP8UEpwUBP+RBw/bdXuJiKHrQSuljPgreqi+FrTt+Rg+H0XKxdKNiq+KY7ZvzYrX2sPNVgm7c0tx4Vt00UGPtwdtpR9sKXsUyyD5m4ZrE9icQrEGJGNvhZc4gM3ZS8wqeP3qDz4lqJrSCURJu/RYKzKJ1t+Z6wxr+RhhIsiHfCKY1gGYI05Dap+jJjoxcRoYUNggcXRYBViSz6gm4KLEIKSKm0snP06xnDmaxcb+ksV5QgFmdfKRVFgO+veWqGFiyIXP1ytpoEQC2pz7wIkZHrvWiXRap2V0Cw+Ld2FXBR1FiPOiFnBdfjw4YhtBQUFmDlzJn7//XdMmaLchJVifggBbGmZ0Q8Mw2LXxnUqFqZuaogdtmxvHpydZof+ZqwKlV1MwF4g3Byak0pWo46efU9Xm8mwJR2BLXWvGldW4RoGw1Zw6RDLJviFhZUQscpAYM9YB+JzK46JoRRXi79VuY7FmQ+fp6kq15KC+JtXVjYsgnEG1SdysJMA9TQMNawtvU3HAnhduTBRsBngokgRJ2EnBIn6XAphrFWwN1oMb8UZ8Ne0N1iaGD+SgTHUtFScGmXBFbyrFs/G1C/OadXOCCq4CKB5DC6NP5et0ZZQGBJHxkZJ58QSo9br06+xVG9qR2NwxULMCq4OHTrwbrv00kvh8XjwzTff0ED0pw1qVzJ9K20jtz30u7zWi1TWSlsg+4Yf1qQs+GtbwNX6D5lXZ1lwWapgdR2Hr6oz5xG16jeCt7C4cmBLOqLilY1K3aFeuSAsn3xGo+fhW8UTfIIYlWy21J1wtZwJAKisbQ5/beuYrmMmHE2WobriHADAp3P34O1bzzFOGJ0CeatBxFhHhYbF701WfhEVUcOCSy+McFGk411xxCYE1mTlFrNGoZflnpkTp59bW4vdTidnm6v1n7A68+BsthDle4YaJFmQGMcZOsYPCkfLCbSeo0g/S+MULMOhRyNqWnBpnUVReIGU0XisYtO4PxNavGrkSEdpXQnvvqCC65KaGmxxiWWLbZA9HpVCQoq8jYeL0DLNhdbpbp0lig80WRro3bs3Zs2apcWlKSaDEKg/CdR5ECVuektgb7wKSR3GIOXMj2FLOSDv4gwBIYH3lNxpJJI6/AxH06XcjkrDIPMWVw6SO41Q98KGTfrVvC/rpethwVU/qpLqoigFi/Mk3G0nhf62uuVlMVUH9d+dr6pT6PfoFVkoqqyDR0KmHDnsP1WOF3/bgpUH8qMMRtV7vhqPtsGBI4PmqiG7yfLQxJHCUfNujNdFUS8IYOHGqyQ+p8Cx5kGsDia1H6ujJOoQnLgnrGWaDO4ur8Q5tdwYXlbV3OZVIOa2iwmb4BoUu0pl9LTg4iOo6FD3EQ1yUSSA1skHtE4wIYSQcgtoUPyMzs3HXzknRa7SILtXx8ayuo5/3OpQSYZP5+3FVUOXoNarb+KJeEGT0euRI0dgteq36rBkyRI88cQTOPvss5GcnIw2bdrgzjvvxObNmyOO3bJlC/r06YOUlBSkp6fj7rvvRlaWPjE5EpFAQx7fFlyiMH6FqYP9oXcUzBbnbLaI12RabfyEwNF4lQZXTjAFl77TQn5iGPwylvAgnCaqNwrw1zXh/H3JhwvRZ/hy1HnVU3Ld/f0a/L3jJB7+eUOUI9V7p4cLKrEvtxzj12Sjolb9DFKarEyqubqtCnFUxjWfEBj3LtztxiHljI9gdbNDVcTuZq0Xf+8QmwTFH8HJml6ZQc0MAVBoNZlCnoOCb8QaH+j5pcX6FMYuHCBcCqccXtgzVkcoyrWA/RxM/dhPk/cYjMGl0UcS+h56xOAyYxOTzgRCyLgIQVePtFhxWsVh3HK0GBPWcT1lCipqeY+VPayK8m1PlGhfh+KRmF0UV6xYEbGttrYWO3bswKefforevXsrEkwOP/zwAwoLC/HKK6/g3HPPRX5+PoYNG4Yrr7wSCxYswPXXXw8A2Lt3L3r27ImLL74Yf/zxB2pqajBw4EBcc8012LZtG5o1a6abzIlCoNFTt8FgLLUgPnv0A3VB6bPVr7CGNap6DEgDnZ4GhuAapyMOJ6dYa7ckrUzo+LapHYPLaNSXm+EpX0cKq7Bw9yncdmErVe7BVjCJr7aq8XwEAAOrhcGNXwX6zZ3HS/HFvRepcO0GtInBZbYJo7rlzecneHbCZtT5/BjzSDc4bOo9r9bqraR2v6Ku+IpAQN569FF0kFACDHe7cajYPySwOeYJVqB+6EGzVPNbmckhOFnT6qv7PY00urI4jL0QIHYw1iq4Wk+Br7ojavNuFj1ng9uFPFvMUxrtiXncpIHvuQokd/pO0fmb06rhSpsNqzsHtd5+cNq0M4rgxryt/xHapub7DLooamTBJbRdg3mY9LurhZblukF2LRRcdV4/7v5+TehvZ8tpsDjzUJ3zCOCLDPMgXwLxM6xm9h03kJh7g549e0aYLAYrdZ8+ffDdd8oaPzmMHDkSzZs352y7+eab0bVrV3zyySchBdfAgQPhdDoxZ84cpKUFUrdfeumlOOOMM/Dll1/is88+003mRCHgOqRug+Fougi1p/qpek3DYAj8BPAQ7uoCx+BcsyDz4XdSC/0UXCdLq3H1Z0sDfyhQrDX2+VAkZFWqg5VKxJgqAjXeqT5KMs0n0QLfWTMzbLHHEZi0N/N60d7jxXG7DblRJ1U+ADZYWPV86uYc1RVcmjisGRjgmBeVV6lnbT+ORXtOAQAmrjuCJ67uFOUMc+HIWA9P6SWwp+2Ar6oDgKtUvX74wkwAljWEtZZ3uzz0U+43TxOL06INWoau8fj9cMOqoXUFI/KXNlgcp5Dc5SsQwsBf3R5WVy6srlwwFn5riHghloDYAYxb/BK14LJWq3IPe6OtmLD2CJ66prMq1+PD528YUwSVAZq4EWpswbXxML/VHAHRfOHZKAuu/mfci2kHpvLuk16ntFVwVdU1LJhanCdCQfKdzeeh9uQ9CK/DD5aVY3yjNBl3iKLg0jyhTXwSs4JryZIlERNzl8uFjh07okWLFooFk0O4cgsAUlJScO655+LYsWMAAK/Xizlz5uCRRx4JKbeAQGD8Xr164a+//qIKrhgYvyZb9eCGjsbr4KtpC1/lGSBe7VcQtY3BQ0AIwa4T3I7pwKmK0G/tlO8EWiijLm6n36rupHVHQ7+FOrOLa2qxzSW+Mv/biVzc3K4Na4v2MS24Ssz6bULFKU5iCxFC8O8f12l8F35FVmFFHe92xXcTbQD49/2cm4dOHi9uayvBosziA/w2LNunbTwYbRSPkXVj85FiXNohQ4N7RSf2SSI/eWUNk+bcMnXN/PWq0a5W0wKxhhqvRp3/CVWvzV83BJ4s1jaM8esWSFuojjDWCt7tCu6EYN25qqt2GWGJP3g3jUobEf1TExxNAwtaDENgZSXHsTjE20+rGX2oOMQ4FjNw7qpXuKLcUm1drNhxl4Ixd7V5tnoLLi0uDWDQrF282/Ww4DKqdjmsKnjzsPomLWJweViZGRlrQ1luCJzfsD/F78cLxaUyFVziaJ0AIF5RZMFlZkpLS7Fly5aQ9dahQ4dQXV2NCy+8MOLYCy+8EAsXLkRNTQ1cIpkY8vLykJ+fz9l28OBBdQWPM1YfKgTc6jcY7tZ/wu9phMqDb6t+7XDEBofKs3YR+PwE/zdtB1LPatj60m9bGu6h8A5CeP2E191LKU67fo0pR/knMIGKptwCAEvYqRZbWei3Vh0332RKqKypMnHXQUm283gZNnBWEbVYBeUvsx/P3YOnr1V/lVd8vCPwveo3h5cr/oO9AJz46O89MiWTR8RquwrlgfBYcPX/YQ2yh96m+NqxYfZJLAudJtzsQNoen7qx3cJXuwkhguVKq2y0aiJkkeJu/7Oq97Gl7oS3/AIA2rqPhPoTnSy49EGgHEVpz0zsnBgg1kzJyQfhKeoe+ttiK4845nhJNdpokElNr4xzY1YdhstuxRs3nRX94BjwshQQltBiowbhFYJB5jV6bUIu9ATQPXSImjCOfDjrFdvh2C1q1GyNXRRFkiBZU/bA2aTh2R4vKUOS7AIifryFuijyErP/gdVqxYYN/AF6N2/erGuQeT5efPFFVFZW4t133wUAFBYGAnw3btw44tjGjRuDEILi4mLRa37//fc4//zzOf/69eunuuzxRGDwpk1rbrGXanZtMfzeFJYMkYMJOTD1LorhFFbWsY7RpnEqqfJAi/fn8+uXsYP7bmJ/lvA3zLAUXPBrH5clqgVXnEzcK+vUD44ejhZKWTH43bDqEZzMS4dh9Kkv3LKlVnnif1LRd6YlKitxf990TNXrsdHWHVkfwie4s3echEgkmBjvwqNE0wi/wKu3utQNPs/ObqtlTQm+Ku2qo84uiowH9kY7BHZGUXAlqgUXwFFeWN3HwFi549JXJm+N/doiEB2bqhFLD+J4iTpuj+Gw2zGrJTzIvIqluv47aaUYdAgkUSCEqLLA4KtuK7hPq+plT1+HlC7DBPdbLWroEhrejc9PVO1jjhVV4YPZ/JZ1AJDUbjysSQ2eKLEoXdIc2o1TEpmYFVxiBcTv9xuWUhQA3n//fUyaNAlfffUVLr30Us4+MbmiyfzCCy9g586dnH8zZsxQQ+S4xcJAW8sRRlpmDEWEie8tO1/Fi/tRWu2BYZMaDZQFfh1HPVzL29jvG97Q2VIaLC+1CqTL69yjqYui9gN89kqoZuikEAoiGmdE4J1aQvslwGivFAQansOasgfJZ3wEe+pu5RcViE93tEjrxA/82BDZH7TwxNYuZOaUIiu/MvS32iMWoWJlS5Fvyff5tZ9Lvavsa4sRrjj5z+StAvcgqr1ALXWnelmk6HXPq4YuQVZ+hXYuijpbcDmaLhHZK/6MVhmvICuf65KqS3IGRX0899ykzl9x/t50RHxxPlb0ri8lVdqEIeC4KDJauigS1n/VR8iCa+DMXdpnUdToqVytZojutzHCFlySWyfWuzlaVIVLP1qEiWEZD2Pl3lFrsWDXKcnHx+Kt4Wm+SnS/du1/fKMogqyQQmjz5s1o1EibSWM0hgwZgo8++ggff/wxXnrppdD2Jk0CqeeDllxsioqKwDAM0tPTRa/dvHlznHfeeZx/Xbt2VVX+eCPgz65d5WL7M+uHeoM6KS6O2g4h1VdGldXqF+yVYb+dGDrwS2pq8OWpfFhEy6h+gbSFpLBnrBHYo8bV1cMjYoqtGjophILE4qIY3F4hJfaBTgq74HMktRsPi61S/GDJ8NcNo9av7DwLHrYY27idJ0qViiOKkCuExX2Ud7sYt3S6ReKR6rYBvM/A2w6rN3nXclJthJGPlsqTao8Pr/6+Tbvn0iEBCxt72raYz00TMs9j8fLkrSipqouII6mPQWpsNyE+Z8RCpcVWpUHcuEj0VnB5NFpAY7djQQuusmr1F88Za01gUV6j9ybkiqbHIrpRBpJWrxpKT67wRZV1eG/GThWuyxO7M8p7ElPEP15SJrjP1miz8IlUv8WLrJndN998g86dO6Nz585gGAb9+vUL/R3816pVK7z44ovo06ePVjILMmTIEAwePBiDBw/GO++8w9nXpUsXuN1uZGZmRpyXmZmJrl27isbfovBj0dBFEYAuFlyR0qv3PPb0LbA4j4sG4td0sqiBBdeh/Aoc08mCg60/CLisymP8yTzcVFUd5ZPqkUWx3iyeEAAE9vQNsKbUW9gwHjibLlPhLtr3chGxBjRYNQzEYtCvxxaNyRDFRdEvoezoFptIwxVps8D3vsWV18JoHZdVuFzFcOMNP0k6TG3r2mhZFMW3SSTsdWg5kTLGgkvb658oqTZZLVWA6HhF/CmfLBWeHAbPn739BD76ew/yy7mLdGa04OpYFxj7BpT6kedakw6rIZUo0cou8asQAJyFT4KSMha4MbgYHMwrx+GC4CKQeh2Bq9V0JHcdihq/WgtMXETnChp7ARjVxljXfKv4GmonpwlSUSt/MTb4Ca+qinTHfbGkRPA8d2v+TJIUYWQpuNgWTIQQdO7cOcKiqUePHhg4cCBGjx6tlcy8fPjhhxg8eDDee+89DBo0KGK/zWbD7bffjunTp6O8vMF//ejRo1i6dCnuvvtuPcVNGKwWRlPTWD3i10QMbmLs71p5+Rs7V+s/IN49aDnT0uLb+DF5g3wrhFgIZrxhHPlRjoyC6CvWpvzyjZkJAWxp2+FqNR1J7X6FPWM1krvGT/bWkxrFyIjAop/lpvjkRtxF0SfFgMum/Uo7oNXknf+a67OKUOPRrm3ecLgI13+5TJI8sdpfah2Y1cs7WSOwuk7Iv9jcNyQdJp4RVD6Ssyiq6H6lpRJKz9BxSZ2+grP5XHy5YJ+m92EYRjMFDQnrOLV/ffIXG4I0iqocCZy/KbsoYo/ZLLheKi7B9VX1i4iMT0Dxp/3CXPRypY1LdG5pDW77diXeni4Uj00e7MWG4yXVeH8GK2aSyt/eYqvEvqqF6l40eG2ePqvhG8VPbEc5qBJbT6O4rh/Olh8GIjhe+bgg0pvMFuOjJswCh8rISk9w//334/777wcA9OrVCz/88APOPvtsTQSTw7BhwzBw4EDcfPPNuO2227BuHdf8+MorrwQQsPC67LLL0LdvX7z11luoqanBwIED0bRpU/z3v/81QvS4J6B/0NKCS193JSUIZVRjLOLB3uPNggsMwffLDsFHCP5309khJZQWBN+N1ZWj6DpeI3NtgxVkHgS21AYrUlfL2SreRPturtar1yBKv+8lmjZaQMEefNVeCZU3qcNPKN8zNBbRZKGJYkCgTP3ftB3YkF2EL++9SP17Arhv9FrJ8sRa7LVWcPEVK1tqJmwp+zW7J1F5kqOLBVdEkHkFl4pCZB3RTklrdZ2C1XUKhXk3aXYPINBSavfOwhRcmncx8hcb5F6br97rY9kn7R4DysrxbEkZRqYHwrwE+pjo9drr88MmEIQ8VqJLrLKCq769eX/mTuw6UYZdJ8rwQs+uaNc4SdF1wxX1a7MilQtqUufXxsOBb6i94kBB4IcKY303UwshyXWxcuTBqkoZ00b2WJLUBC3Om/CE+4h1RGL6/BoGEXNruHTpUlMotwBg9uzAJHH+/Pno3r17xL8gZ599NpYtWwa73Y577rkHjz32GLp27YoVK1agWbNmRokf13RplgJtFVz6BpwOoG9roal+S4NnCbpcjV6ehWlblCmeohEajIp03m8UFvNu713Z0FW7RV139PvetCOSip4KLuGywQi4SAelk946ad+OaRk0l48/N2tT93kH0kwt7Okb4HdEWl/EMoghhMASfqLKRS7cRdHVejLcbX9T9yZhqJ3dks+Ci9/dPj4suDhly1KN5K6fIbnLl5rdD4Bm1gNs9OpXNJ/kioVyUKmfNip+oFz57ax3zVh4FnrD4qP9sOxQTHKJEbUuqryoFmy+Fu5uCNpdrYKlsN6uyTZGm3A3DE8n9fHfu+v3KX/GLkwM1sUaIyd5hCA6LP5KRcgQApAwBGG0ScKQqMiy4OKjtLQU+/fvR3V1pOvKtddeq/Tykli2bJnkYy+99FIsWrRIO2FOM649sxmWr9duAKeHi6JaCMeCIZo2sAfzKvC/aTtwy/kt8dQ1nbk7NbLgCpJ5vBT3dmun/j3qCa5Y2ZKF3Tw6efiVEGwFVyPRiZ9W7h2RVHt8gLphK6LcUWu0uqd+zxKeGZKxlQGEAfGlAnwTCzQMRKRYcAGBZBPEl6pEzKho8cYCg2Y/LM48+GtbQA/F45wdJyO2uVrOgj19M+8zxhKDixDtLbi4Ci4Ce6Ptmt4PAPxE3f6SP46Y2i6KXDRVcLF+O5qsgMUeLW6TCmis4Morr9Uui1aYEkV7Vz6Rd6W0jDEkMBQzyoJLpvx21jdlLNET+yzem4eXe58hWywxon9vdd8bXzlW5dPoPDRiiEaJi3i6rND7UaGdER0lG6QjErPgkl6l9BRefFxhFTkq2ojEnrEenqJrIrbTLIr8xKzg8nq9eO655/Drr7/C5+MfVAltpyQOBNoF8AOgi4uiWg23YOPEEGjpovjU+I3ILqzC5iPFkQoujWJwBdF6khhcsbI3Eo7FINSInVWnfYICMdir3cE4KTnF1XAps7YXxJa6G54ifRYVghjr+KkO7Ek8YytDctehALGg8uDbsDhzec8JKbgk3sPiyoWvUmMFl0Yuis6WM+DI2IDagl6oy9fW3QoA/tp6PGKbPV0kg1AMEAAr9heoes1wuMohfVx71S4D/MaNKltwhc1S+CbVfj9RxRWebeGmRxY6ALDYi0EIEcw6rgbrD0daNqpDeAwubSdSYsl4lNehwLX5YgeaybI6KIqdJZOz+fyo52kRKcLvJwBTC0fTpfDXtI3YL/695KPVdxAqt7ZGm2Cxl/PuMyN8n5jw/IoV8WVgYypJkoiWVboCwzzxyZTMl53N/gH8DnhKrlBRosQlZjXzV199hdmzZ+OXX34BIQQjRozA6NGj0a1bN5xxxhmYN2+emnJSzAoRV94oJp4suARfg/j74TM7lkN2oYi/v8YWXDaNU5FJmRNYBUZFZwpYdkXeQ/uO+2BeBZbszdP0HrakbEhXucSGfu4d+g1I2DG4HI1XgWH8YCxe2BttEsyAGBykEIkvxNFkmVIxo6JVkHlHxgYAweyW2iO3iMVSJP2EaO5ezYntJmAJKIfby6Nn5vKpXG94g8yHtZeMrQT21Mjs1FKJ+H5ht9x5vBSXfbwIb05VbgHH/iSB2Jja42iyXHPLpzErszS5rtWVC04ma827SjH/HXUUXDnFkd4mZorBFSRacG0SNn3TYrGRkMCk2tl0GdxtJ6p+/XC0+g58inrGXgh36z81uZ9WpcnIIPNGKYGTREJISA5Ab5iLYuR9xVwUo8FYPHC1+guWsJjEZlLQm4mYFVwTJkzAu+++Gwo6f8UVV+Cpp57C+vXr0aFDByxdqs9gmGIshPVfLWD0sOCSsEUK4hnVtLPgEkeLTq/hmlarthoPqwQFmpVnWypPAEdhtHdR/HbxATw5fpMm92Hjaj0VzpbTYKYVK7PjZZUVwnLJsabsE5xUyR0v2ZLVj48SDiGAo1n0haV2EhW/AfQvR3ooUZ+dEGkRpnShIZzLO2U0XFuFfuyjgkL8fjzSfZON2hZcUlwUkzt/DVfraQruEm7B1fD32kOF6PvdKhRW1mHq5hzFMcb25bKtNXSaFRBGcwWKGnGKhEg9+31Y3QEFmvZvTMxFUWFbJNJo61MSZLooyiwzWii4/ITAlha78lr+/SK3qWE5xOva7tAy0Lw2ndh5rdMith3Kr1/40NhF0SiSROqB9AyL5nkyNZxXwz0LzPN05iLmd52VlYWLLroIlvpIrTU1DWndn3vuOUyaNEm5dBTTEzBh1u761pT9AesHDYPrqTX4rGLEqpOIgkuVu/Nj4QnKrJyGZ7FqPBuVouBSnkY4cP7iPaeiHGd+7I22w5GxEbY0ddJrBymsqMV3iw9g14nwmDUada06rrhxLbhWh37bkrMg9HxmdM2stO6Cs+nyqMfdXhHdEiiEASufWrpyBeGzplTbBaN5KivQsAIF11uFgTbcAqCNV/w6ftFkGvLh7xvDLLisNTzHSMcBbt/++YK92HMy0M7c/9M6vlNiJpasV0ohsGiu4PL7ucp5tUnq+GPgPgYGmVfLRZF3jy56fJkKrij7w62LtWg2lX7vh0rL4Pb78UpRiS730/u6gmhUFxu5xUqF8mfc73TAlrqT/+oqvcLl+/Px44pDqPVKU8q7RG7Mt7jNj9qu+wTj12THdK7QLLFHVaRlKUUZMSu4kpOTUVdXB4Zh0LhxYxw5ciS0z+12o7BQ2zSsFHMQaDa0Gx04MtbD2Xx+wPdYI9irwlIUKkLEGmReywmdJm4YYS6Km48U42Spuo1zabUHqw8WwOOL3jHxZVnhG1/cLDixD1zgyfGbkF8ePZirZAxcVrHY1W1/X5myDcMW7sfMbdpk2QlXUmoa1y8MTgyucFcygXprJgUXIQTPT9yMguTvJR1vl/FqLfbSGKWKzrZjJbjm8yX4etF+ze5hJBxrKgUKrvvLGmJFRXNv8Kvtoig1yLwAA8qix7exh7lVT95wDC9P3sp7bDyuVBNvquYuJPzfSX201xOIZbTVTsHVe/hy1ccwEcjsNKJacIWF79DERVHh+S8Xl2LtkRz0qRQJo8G+H1/WVhV6W15Pa4EMyWqgVTURva5Ki1EBV9TIuqbG1ctqPHj0lw34ZO5ejF4uza1abAFbqkxqhyGZtiUHg2btErqb6LlC88TgWSNz8zCgrBwzcoTH2u7Wf8LVZgJCPlTUR5GXmBVcZ599Ng4fPgwAuOqqqzB8+HDk5OQgLy8Pn3/+Oc466yzVhKSYl0C90r5y2RuvCf2es0OdSXZVnRc+P+GPMxIDws0agV5Dc4/PzxtEVU3YK4eL9uSh/w9r0P3TJZJXZKRw/4/r8OCY9fh6YfTJr0Oik+lTpQIZs1gf7kSJHqsoeqhH1M3is+qgtgG55x0zLj11pFVaAxYHf9w0jXIkxcT2nFLM25kreRAXbeLUU+JkRCn3jV6LY0XV+HrRAc52uc2x7LGrJ9LNA1DfRdFPAoHMXa3+gCNjbczXsQj85kMXF0UZL/zdwmL8cjKKZSzP9Q7m8QeAj8eBvK+6veaKodyyGs1jSdobr8DLk7dig2YB7aG/BVd9dsKCilp8NGePwuvHcH8Roiu4tLPgqvH48O5fmRi9/BCUjFcYBKxspPaXfOGW1LGsjbyGvcmKiG1n1wp7igjFeuVHmzGemCVaIAarNJ4sKYVDZmZxNdrewoqG9ztdYgxMm8ht75Rsja5u27hgV+zeHkKLVMFnuba6Bu8WFiM9SpgVe9ouWFwBi+Q47BZ1IeZx+r///W/s3x+YfA4ZMgR79+5Fhw4d0KpVK6xZswYfffSRakJSzIufiFsnqQXD+GHPWAswtXjpN/7VXTkcKazE5R8vRt/vVnEG8X4FQfOFsyhGOU/FvrDP8OW44pPFyCuPzW2kjSewmt5YLAMq63vvPtmgHDhRosxVJUid1x+6bnltdMuHTjzZEvm6BilJAPQLoq418fUgLSPKm3499qztwso1R+MGxQTDzoqpqUTyKK2WtxJti/Ju3y4qxr0SLG+UUucVGsDJ//ZXyzLv1yviDoGz+VzY07fA0WSVKteMVu6IAS6K0UgVCRIMyKtLSr9c52bJAOOBPX09rK7IbJ3aQHRwkdK+TLtazEWZ9yTuGx27sjY6Is+h0IIrXAFoS92OlDOHwNliBoCAklBb1FZwcftMNccuo5YfwqT1R/HHJmWJOILWKlJF085FMXKbLelIxDaxuzsJke5GplF1FHo9FqfwGIZP5lS/X9SL0uI6Dnv6Ok6CCVXUjGGZxaVgF7jz+wVF6F4ttc6q7WUk7W3wPaGQ0uWmsIVFKcoZxqqix0kCIj3LZhgvvPBC6Pe//vUv7N69GzNmzADDMLjhhhuoBddphfKm78eTp+BlGLzQsrngMa6WM2FxHUftyXsU32/gzF2oqPViz8ky+FgDcEKggcJOPwuuI/UZFYf/E5vbz9ycE6hlGAxs2hjzU5IFjtI2YIWcWFhPl5RK9sMXt7BTHy3SKl9RXYP1blfU4wjRycYoSl2xEwJPLCNvnWM/WdxHkNRhlOgxVjTkqDTTgplXVkKF6C6KFgLkW6VHt1CbWOY4LxWXYlWSm7OtY50H2Y7ImCV6ub8SEoghqSZRLbj86saqVOqiCEipyoH+0eI8AX9dc4AIx5lROv89v3Uj5GAanE2XKbuQTCprvUh2xjzcloA+ZdpiK4PP01Sz64tboSkbd9gzVqOu4MbQ3+62kwEAjsbrUHuqH9x2rds8ad8oeFT00hJmwaXissvmI8WqXCe4qCi1zeUNMq9C0SYEcDRdBFvKXlQfHwDiaQpP+Tmwp0q32rMAOL+2DqvD+hne++mQuIgNYy8RPGdwQRG+z2iEv1JTQttchEDM3yK5UyDcgcVRiNq828RvLgP2JaSWViELrn7lFZLH/s2YEpywFwB+F4iv4T14fX7YrGqPlcVflNBzh2830yJqvBLTl62pqcE777yDzZsbMhG1a9cOL7/8Ml566SWq3DqNUMNF8f8Ki9G9phbXVNegtUfcYseRHshE55E5qQunqq7hPuGWBFI743Arp1j947WwGqqsi81d0ALATaJ0zxorHzwy4onYCH8jxncF4RhpDajtpqQWV1VVY/LxXIzO5XeZi8QczyHPrJ8N/3lauSgltRsb1cVHSXpnLVhzsADvz9iJY0XyXAqjWQYwAA7xKIb0IpbXzHeOP6wK3FC/QqqbggsA/A5Vr2mJVv696lqh8FpUyGz/o09CCOwZ65Dc+TsktR8T5Uhl385HCBxNoidiUJu7vl8T/SBF6NU4GdevMBZlIRCczZaI7nfYNFgUslTD2WI2nM3nwtXqL1mnRm2nVciaJw0lcWm5/49O5DOrYdV1MK8czmaLYHXnwN02tgRoDJFeywghsheeorF8fz6+XXyAfycRbmUb+3z4oIDrVmwlgF/CxMPRZGXo90d/71Y1DIlUrAJvXU5t9bjykdL1SySf8QnANFg9vfsXf0D9aIgWSVb/yHeY1DGxrDzwJhubmoWYWnSXy4WvvvoKlZUysjFREhISJYC6FB5mucNEc58JojQOBLtBiNSnSJPh0hqp5qFEdFKlhVKlokZZAE3xzo//WdR6CjnXsYDwHu/n2SrsQqqNi6KanU4Xjwfn19XBCuAyKWbZGmbUCruR6N5YpwyutM0c8/ggWgVTlpIJTmigZRQPjFmPCeuOYPDs3bLOi9bGWkCQrFPQaj4ilZiRQz124FkpJf3XE7loVL8gITQxVHuhgShwdxciuouiqreLiI8WkEHeTaItLDDww9VyJgDAyuM2xEbp8/n9RPNYVeEwIDiuS2xHPdCuX1GyePFyfZa+/0jM1qcXzhZ/w9F4NRxNVshO+BNNwWVP3wRYzF2uQgouiZ/WTwLukWzUaNO+WrQv9NvqOgmAvx0LXxRhw9eOCbksbjxShG4fL8L+U+q5+j/6ywbhnSIW+8FHasXKwBvLKy2r8eLTuXtjOFMZQvVAjr1ldWo2gEDf72w+P7Rdm6y64mMTqWPijCiu/eH3okQS85LFOeecEwoyTzl98RN1V8TFAgqyeXDMetXuGTlpluhfLbnnjbYSJ/EyMli6L1/2OefXSlXY8Te8RjS1fBkUAX79jt4xuATjJcSQmY79nP8rlOI+YI4w6LFKYWvxD5zNFkZs9xqoeFH8Ri3miJcQrY1lCNBI0uBKfQ6cKo9ou6zuSKUHe9ArpEYKd4cIfr808C/MVdV6Y45dyIcW7u5RXRRVdh9feYAvuYRMF8Uo+y0yZI51snu4oBIPjlmH+XsTM2OnnHIWNbaTCPzLSeoQa9P+clEJnqlPIPN0aRmWHBWJG6Ugm2ks2NO2x35ulPdhdR+Du/XvMV9fDE58JAVNmJTS4q/LaPhNCIbO4ypR1InLxdPG8NSZ8C0/sxJk8D3Ly8UlAuWNoKTKg1enbJMjpAKE1T1BuXtWNijj/AzQzCu/LkgNDC9ELJ9SaLwSa0vEjqsaK+KPoc6iLwPggVJpClKtXGLjnZjH7O+//z4++ugjHDp0KPrBlIRF7SyKellJsO8SsXIocbAY3sAK+seL7jWLMxlXASQ65dDNND46QtYBfFvN8J6t7mxY3fJXjdiyn+WRshKsx9NGt1BRMr938GQ50sqCSwpKXRQt9mKYYcUtWslgADgER6Layj94Nl/q7UiJ2YNeBvwK7XAFV+gQgUI5fu0RXPXpEmTl82fwk0vgFarbVkbPoqhD2yyzUkerN0Llkc+iJ9aB/BPjNmL1wUJeq1DN0cViTNo9OtZ5MNfAjLVixNq2NwkLFdFMxDUsEGdRYMxgMj8fKd4MttQGZZCak1xG5K9odKzzYGRuHhYca0jiIGYZxa4ffEVAaZ9/MK+C6zYmYt0ebvnflFW2+Nrec+s8aObzRyx2Bxf9iyrVjYnYQNg7kWDBxT6CgMF3p/LFk0nxXUvNFWCJl7Lx1EuhTM9ugxbmuBCB3wGihhlg4TRZmxRvxBz1cuzYsaiqqsI555yDCy+8EK1ateIUfoZhMHPmTFWEpJgXNVwU2ejsPSBAbAqutl4v8m08VYoRf0eqdhoK4HaAwmgVw4YQgqd/3YRFe6TGmWqQ+fLqGmxgBV/nV3BFn7Sr6S7KN+B0tZms2vXFb66tBZfVfRiuNr/BYhdfYUohfpQrtH1irBWwuHLgqzzDUAuuC2prsaY+wGwsVhCMpRpJnYeDeDKQWvqc2uJJlyOK7BYIK7hSz3kbntKLUHPifg0kQ0AJwYbxwJocuYjmCLPg4oNtbWIhDe212BDY6yf4cM5ujH38cmkCi6B23whImBPoMiCW66IojveMkfx34bmNEgsuAKZanFEXaS/muurqiIy1aT4f3iwqwSmbFfscDixMThK5jZYWXLF9XDkiWd05ASUniYyNp6TmCMVBlOuWyJZD6oKKo9k81OXfIvs+YigZktpBcG1YGAWPaMvFVj7xuA0qbNJOldWA/+vy3Cvsb/Y3YAhXUfdyUQlHecSpVRpOZJwtZsCWuhvVxx6Dv7Y1AICIxOAKtr/s8a8fwHl1Hiw7ehwPtmqBTJdTM3m5yH8vfNFAB7Fjit36JTD3DQDA7ydycUfb1qFdTr8ftRZ9vRmcLeaK7pdTtaIruQP7qR6Mn5i//I4dO+BwONCmTRsUFhZi586dyMzM5PyjJD5qW3DppeoRv4+0QXD4Ne4qr8SNFZW4pSLcBYYgGeaOlQAAA1ix0ETfj0DnrfTbbc8plaXcYosyKjcPs1kr08+XRLoBCjd22rgo8hPbBCsGdUpM95FKUsfRUZVbAP8gvXu1vLqQ1PF7JLUfB0ezhYZZcFkIwQcFRbiiugYvFpcguX5EMTo3D83rTf2jrcw5mv0DqzMftpT98NoP4J2/MvHpvD26Wg608XgluIyJK/DsjbaDscl3s40FV8u/eF1VHWE1ItobtKChLOr1tv0q943S7sltX4o1sSCQ66IY2zvw8VpwKYNhlAVJvl+iywgfczNP4rkJmxuUbQYQfH/pLCWXixD0q6jEsyVliK6OMZ+CSz7894m1ayGE4JrPl8LiyIOrzQTYUuqtUBlldU/q5MzZdDksjjw0cquXGESJBRdf2AhRAy6W6z5f/660f6yu80lWbIcrS9l/WkDgYy+aCBxXf6XAdtWrC4Gj8TpY7GVwtxsv6Qx+C66GfWNzT3Hic4leS+HzsD+l1Evxjas46rzLngr97BSWpEwr1ZZYmQzGeBPcL+M+QiFYIuSRcc3TiZi/f3Z2Ng4fPiz4LysrS005KSZF7cmZEaGxwy2orBIHweGy2kAwLL8Qn+cX4pza8MGN+V0Ub2GZ/bpFv6s2q+Cl1fJXO4Pvzg6go9eLv3JO4pO8AjxRUhZxrNCKqCNjIyyOgGJNcwVXjNf3hp0359iJUFY4PsTM8PWEb3L7Y670+HDO5nNhcQRW65xNl8FrkAm6BUALnw9jcvPwHKtsXVVdg8XHTiDz8FG8ESXAscXecF5pbTV+W38Uo5dnCcQ5ko+vtpmk46SUDGEXRX2xp2/h306iK7jCj2AifmkLIYDFJt/d8UEFShS21ejwf/bhXx8uxOjlKoeRkOuiyLOtTZRsyQC/wkP5eENZ+3FveSzuqwGZX5i0BfN35YoHi44Zee9lFCsbb29WbB6PgdbksS5eyD5LZeuaoFWxu/0Y2NN2wd1uQv19lC1myQnXkdxlOCqg3pxLiVdBLc+57bxedKuuQarPj2vCArMz1hrAGlD61ngi3xlfogtZ8nj94Nb7hp4gHPZRLb3eCCUW24KL/X0iM+MRzp2U0tDuNUgoN5YrW1nCfg4nQdTs9VogtYzxHcWpGyLX0UzBpeBcOc1PtAQtFoc6Y8dExRyRiClxSZ3Xj43ZxbClxHfg1vAMR1JXnCOaVdZpXN92AoQpzawpe0QuZAzsxqAjK87TGXVcZZ277W+aZO+p8ypXXnT1eHB7ZRWvWbPYa07uMrz+GBVdFFUcR1eEmVl38HrxXljqZy7maNrlSPFoaaRSMjwOl3EWXNGPieq2yApwbHU2rPIdEXBvkYuvuoOk46Iprwj43QK4B6lbvnafiPz2YnBcFAWqLHu7BQ3tul6631hj4riVxNFinfvtkoMAgE/nqZ35SqaCi+fwuyUoivh02YprvwwLrjSe+DR8E45owZodYRaIR1Wq7xwkzpqCR51X58GH+YW4v7QcrxaXhPZHt+TQ0IIrxmIvW2EtUAZiVZ4G+yT2AobVnQ3GosyCS6r1RpBd3m8V3Y+Nkq982BHZezAAfsnNw7KjOehaF7mQ6Wi8EgBQXp/9m7GVIanjd3C2nI5VBwuwL1eZ0p+bOVVMwcXgl5OncHd5BX4+yfUmsBOuGyK7XYvoDZmgBZc69SU07BFUmkYvLPeVN7zD2yq4bZDPJGFS+OAbaUitG0rjpgqxTGISL4vzVOQ21rcKWgQLLVZHSwjkajkbgPniB5oFRaPU2tpajB49Gvfffz9uuOEGHDgQ0LTPnDmTWnCdBrw1fQdWZEUqt66oVi8TlVaINQiMxFVescbTx+kvLAjP3pPEMi82Y9fyaGk5LquuwbVV1fj9eC4+zOfGxrGnq78K7RUJDqsG5njPsXVEM1JTIraJNt4ax+CSipwBxtkRVo+ReH3GdORSVtP5AoI+X8xaZWVNrJzNF6giFxupivkkCQquPiLWgYGbqfsdNh0RU9ZGEi3DGMCtaQEFVwDdbABjfEVzk5Px7al8dKrz4Is8eSu0xK/MBU/iXWQdzc7IeXd5BeYeOx5FkRK4fshFkRUYXuk4Xo6LYlseGfla1TPqPBhUUMizJ4DVKc/tXkvYr69fRSXeKSrmtAf/KZZnFaImerkoMvCDsRWrdj0+uZM6joK77a+xX7TNpbC1uEDWKT6o546shb6DAeAAv5KYqR8fV9YF6qez5QxY3cfhyNgAxl4ku3+IhET+5HlGHwNcVlOLIQVFaO/1ciznbWEuiuz4SFq7KIYW9oQUXBL647ZeH+YeO4H5x46jeZjyXmqrqPRx1KrhUt38tIoXLBXGGpk5my37/xUVY8KJXAwV6OejWXAFoeotfmKeBRUUFKBbt254/vnnsXz5cixZsgTl9RriGTNm4Msvv1RNSIq5qPH4MHXTMUzfclzxKpUpkZxFUfg4dkcIwkQouDjXMeHqiYsQ/JKbh5Gn8mEHcEkNt6Fmr1aqhdbvQUpnEU/pdsU774Z3OXLpQe2FiSpFdKR0RtoEmY9uni/lOfjces9hWT8qjf8TneiqGwYESTzvkB2Tx0kIro66SKHud5A7t5XtokgaypdeNbzMfzSm8+6qqECvqmrMOn4SN0dTNIZRVFmLKRuOxuTuLRXGKk8mNyEYf+IU3i0owrsFRWjn9UWpT4Ev5CcEzuazkXLmYNhSd7J3xY4lcsIhRB1Pf8SnsCcMeK1S9EUdtW1GNDMqDc0f+WKuSYHvrDEnIy0nQjD+BjdC9nViLFtCfZLVnRPT9c6q8wBPL0Gr41txfq308qruEp5235nP+saWugfW5H3wB63hWK5XDONRvrDFqxiK3Ba+hR0c304Ix7VP1IJLZQVXUIlqT9uu6DrtvF608UaOQ7xS3QVVHKNLvRKvi6LEyion3pU6RJeL/Tw2ABfX1iEy5UX9/viZjpiSmBVc//d//4eSkhJs2rQJR48e5VjE9OrVC8uXL1dFQIr5GDpvL978c0fgDx5l0HpWNju5SGn07BmrY76+NBlia1W6syaFnIrFeGERUXDFAxHvRIOG12qR33nKOUOK3lLNRWSll2IPbs/ksW6Sah31xYJ92HasRKE0sXHYYY+atS+IlG+pxSq/LXVX1GOkmMS7eCY6nIGYgIJLtSGjRMU8nwvcO4XFuLWiEu8WFIUsOtp7xCbtaiu45F1PWhbFBixoeD2c4y01YOzC1jdK2Fs9I6bzLqqRM6nlMnb1Ibw1PROv/74t5mtEw91mkuxzLqmtxYDyitBAXkqSF7+fwNFkNRiLD+62EwEoX4BgLNKsy91+P87la3N5jvWbxDZYLVJElVzaPWthRWyLpXwl4grROuSH1XVCZL88/DEuurh53vO9ZeW4p959lwEw8YSIoi4czSbD6n5zPqWDxVGIpPZjUerN5T3Ho8C6PxB2gs9FMZLXwuJoeliHhrsosp8jMhA6Yd1bGcv25eHOEYE5j8XFrzRVaqkUHuOVjTV5LxibOgva4a/Jmrwv6jl8C9PSLbj0Jno5lePVIPU5qYciPzEruObMmYMPPvgAl1xySYRWt23btsjJiW31gmJ+xq3JZv2lf80K+h1rhVQXxfDGsylrwGJjtTiMtU409oecRlhtX+uRuXlo4fXiMZ6g7GwiG9pIqZUu7lhjaI3kBGKVkmNIVQWXwmv1qqwOKRm+4jFhlvO6Fu7mHziagWAWQinFR63yz9iK4Wz+d2DAaImufJZi/ccX28rGuak8C64ajw/DF+7H7O2RkzH+9yDFgguCFlyf5RdiACs2kiQrGz8xJP5D+LuOFofHwgkyH8SL5E7fIaXrF7AmqRtSIbe0BoU1sQWAtUU/RJBgOV28Vzu3OMaq3GpbSpbe8GJqcR1V3j5LCPyd7vNh2vGT+G9RCTqFWWbFPpHUto4wKroM/3RSrOxoN2X8fL66seLuEIrzJlAGYlWeKokLyZbxlaISDCwsbqj/vQfJtEBRrwxoaUwvNmY7VRssA9xjlFtuRw8yf27t/7N31XFyFNn/293jq8nGXUlCQnAJLkGCBsnhDocdcshhP+5wdz2CH4f7weEQCBAuOCHBkhBZyWbdd3Zmuvv3R4+0VHVX28wE9ssn7HR3dVV1d8mrV+99Xx/201nMDlVZO+3T3Q1J9WLUMoGRgyv9x4P3eMJjX+KX9Rn+LHKGQqm7vmMWWzk25nGUTr5e2QxyVYoWHAfExjxmnY7w6bPvO1Jh+14pUWVdOadgmF9Y3Q4B68jcOfRruEhwrODq6OjA2LFjideSySRSjGFH+7Ghw13HurLRn91zK3yzto16bQjPxs9g1nmm6YjZOYG+c8w6Cf5Q046trn0fl778A1N6Lmi+wApJMnbqjeO96jpcoCKaJYFl18E1P4qD6dOOCa8lCThkT10UyQZp9vL/b806LFm1FmMI4ymLAiKDkrCbZbM7WH3Vx9PuJCyWXl55KEbHPIpQ1ScoGX8vU3qWhQZJcFdbcNl1UXxi0Wrc/cFynP3Mt6hv144fxFfFuMgdKooGi0DbPS9d1l53LsScuz5BPOnO/dLuZ1V/jxbB+OavaGox7NlnlBOZRYoQrQYfUuafDMmxV/jnxys95yljAZ8/hjFXYBm79IqDkvH3OxqdGzpUfYdhAbJ1vA+jUyIGShJeq12nIZEnzfkbJRIM/cfvtsCWPwsh+4yEmQLTP81HbhFvjpk666xhBJcrQOG3mUR6FkobcEpy79S1EgAGEQIZZDFkY5u5WX+beFLE20vXobnL3ErUT8sXM2to2vzuhp+V48A0Fm/b20fctL5zfSPObWnDse2dWgsuVZb6yJFD4dO6RsetGhqscHmGB33kKtskwwcPlFpbW1nBiXxtWjWLvtccMEpushS2XQcWREY8i9KNrrRMZ6dvFU5q/33AsYJr/Pjx+Pzzz4nXvvjiC0yZMsVxpfqxAcGlEH9oV7c2u0JporlENjJgBdgELbOB6lSVRdSQpASYhItnVeyc+PiXaO5O4Jkv1qI6HYmpro0ezTAy4gXT/D6srkkv/KzBMlC4/XLUyY+nc77Y2Q2xih4HiJ5acDlxuVQjQ3dCy8X8m8jgAjnCYC+jQ9r90lYlj04vUFjamFdRFIUwWxScDFiGOWK0H1ulaPGhygrnt0bt+EFeVLFbnj5TV49xFrxB5iorpawVDV34ub4TL3xVzVQ2NTebn/XHUI61okUQMCmZW8ie39KKP3V2aRbzHPQcXCI4dZh1H7gkWS2B9XC1NbiBeMuZW3ClXRQJbdyJtWBDp3OXTw7aRYa+9N26e3BWa/sGpODyBk1dfZ4HhamMsdhYGzcSdukly0AVkoyzCKT5TvslDU7nJMVxTj1G6U0W7c4e1vX4+2tLcfq/v8Hc++k0Hw2dcbz7Y841MrMJ4BXMLLhEmTT6eTGoEb65blKn1WuPnl6c0t6BILTuyOr5vlcX5XoAr8j/a5p7cMJjX+CHGm+CN8iSlq0pPGgBvOjVLBxcssTWP1nhiUzqJuKw0yJJcxCXQLDiO3C89UZf9qlHbWOZlpVrTJaBxs6+gkUZL1Y4VnAdffTRuOmmm/Daa69lPzjHcfjyyy9x11134dhjj/Wskv0oZuiEjR66wkWPjW0RaPoILomSibegdPL14ALtzDyqZovemCxjXoeiKEtyHCB0U9OyWnA1qXbdTnvyawDAec9+R03PB9uo1/bo7kGFjcHQaCpLiBvjUjtEuz085G3qPXYsuCx3Q3hFwfXp8iY8/Mlvrq1S3PJFWd1tpgwOD3kXpZNvQGjQe57URZP30P/YSu+GTFSPfEXa0oPFFZZU/wBDfWn9vzyaEyg74lplFPE9MFinZBACMFhlPUCqgqm1h27w6+pzacFl87sGdN+jQpLxfO063L2+ESe0GzcoOFnrmBId8zCiI591WFtryLJs63uoYbXYOKad7k7u9eLdDSJOTWJUJPPkK/YQCqjFXIb+qCtXvcjQ0+Pf3dCEEqa2+3tZeCjPse31H+DIh/7nac57bTyMKZ3eAkjzRYbOoF/LniSPVYVwUVTDUFfO3vIsJafw3o/mnF3Pf6VQx1S30OX0yzQeAt63W7MQE1J6zLC7AWUJzXxFdlFkkT/U0dHN3MdSck45+dEvjTjg3k8ZcreG1DuGcNZYj2GpFEolKbsGsUKS4elDAz+1TbPgBYIA5nRR1k+EqMHHt3cgJkl4oJ7iau0yUEaSEPDATrC1bFMMWFuSsdb0k+VN2Pb693H0w96OyRs6HCu4Lr74Yuywww44+OCDMXToUADA3nvvje222w7bbrstzj33XM8q2Y8NB1fbcDm0RaDpIwLlS8AHO8HxSYQHv41fY2wRkayszcLpCbCPBzF6ExdsAR+pRWfc/p79j+uURc4Xq03CJ5tMRpNtRn1i2Ut0K+fR7heidOsQy3ptezqw80VM5XNcCl19KRzzyGJc+9+f8ODHbLw8vQkRc+/7DEc99D8NGSp5g9tDF0iTrDLKzfDgDwA4J8IlITSQbLlLA2vJbBxctopmA4PAwzJRknbbWMjpac8UFHL10gtV8YSxcXEOFSoA+d1LZvot/eLA5WbsF6ta0KiytAkPfRWxCbdR05cQ2vO0RBK79fQSly9qknmR4xAoWaW724eG5XAxYBVj8OKWNjxZV48tCZEuaQqu7r78U0ZcpCNsVsPcmpbsogg46/9BwaaCS3es3kShufJYWnj6bVnHaEnvvpXnvs2Xq1tdbwKpEQuxWSyZpopp+XWI4zaNg8vhy3Gsx4XF97BpwcVxKZz6r69w5X+WuSJlX/ybWqb0XmH+uUkQKpFoNyy7jt6nGRflzDktWOZq9dsw+zpu5mI1nGwaP7puPd6rrsMna2rw9+ZWpnuYXBRLfoNYttB2fdRw2sdupq0rCRZcF7a04bM1NQyRoJ0hRerwToKIsWx+MmZ19Rs/QpKB//3WUhBO1GKFYwVXMBjEm2++iaeffhr77rsvZs+ejdmzZ+PJJ5/E66+/Dp53nHU/NihoO9NAG7M9yeCVhSOCVK4bqLlxgpXfst8HZDkeSO4+GSE+SeEAKJ10M0rG34Om1K/2KswI3tQtkgETdlP+gTRQGHOw4nWwAnVgluljiaXb4ZybgPE7s1WAS2ms5F74ms3t6sWvq/FddRsWrWzG8ypXLdcWbRbXWXtKeMgbSBF2uvIF1hGhmC24WDjo9PW/vKnFVhAEPQKqOVQvVP31+e8IdzC+aV6xZTSt2ay/WOTm7Xd498f12PnmBcoBH0do4P9Md/ENpW99ijGN6oNwkJmFnYQHrldpGyRH97K4XW/Wl8A/mo2bGzxF0XHS4186qosCGeDYx/Z76xvwbG095tFIvgGMTNIXBNGRz4KP1BAVB06sbATV4phljNGnOUplBTEkJeKxdesxrS+Ba1WLLut+XhwuipEiXvywWkKZuu3olELk7kDqlynHX8gNB5d2jNKh22aQirRS5fFFqzH58rccyx+8hlrB+/ZiNr7JolEpMZzXzgMvfFWNC1/4Hq3dbFYzHMBkwcUy7ooaknmzMr15b28v1QUHIjZo7bmM1bgd/qYOgU2ZmipZZCNXIzRBpb1Q+lNcFP3kriJZcIG3ZzAAgFz3mYdrDsebRrImo99NMQdXWiiO43DEEUfgySefxLvvvounn34aRx11VL9y6w8Fts70oGlknhzYl+FeRu9ythDhAMyvb8AlzS14mGAOm9n5TVmUIQz40FH5bsA0AR/7CnDcq0DpUKZoHpe/utRVnYjjMh+HEK2l3rMTi0tsdCBbBbiUZnJg5dDqS+W+7dLaHNeCJMsQSpYjWLk4u8PjyUY+VelIRqjqUyzvdrfz5gYyoyTD5CJQoMmbRfhVf4+N+/pwRGcX065wX0rC04vX4se6nOtZPCniP6roiSmdUPUhIUpeoHS5dWEAMPcBwynDu5cl81FRJ2h70a5709YgHGct1KlLn5FIAfvdBpzwX2p6K67BQEnOWvOzFe45Z2QZtoMKAMpGySzGnWdS26JZcC1eZWLpa4HoqCdQutE1EKKrmdKXSxKmWxCvm41dgdJfUTL+XtS0ErgXHXR/jVLcAWfovM4uXNPYjCfq1qNMlrFVvA/P19XjIJXbzNRE0oJywb3StK6tF09oIljbx0km7q1O4OWGA6uiyHTe47VL25/Dxm3UcbwxKm3J5Bshgk4jYQY3c5JG7aLPRlTGwU/W1GBieiP1dAKnGA2f/+ZsHNPIPT4EygiaZDmu8wvDuRjiWVm/LyXioheX4MWva3DFa3bkzVz/44Q+RR7TPRuLPKWx4DJrrx5ZcJ3x1De6M9YKLuK4O+0AT+ojc3EsdtiufIEDDi4u0InggEXgAm2OitQH/AGczfXEb7n3DZpDJ5oU9xFHfz9wrYmqqanB008/jXvuuQfPPPMMampqvKhXPzYUME6A28fjTO6LLGSHCmTUtOaUGx/8tB773vUJ3llWb3KPCnwPomMeRHjYK44ncQ7AYFHC0R1dGEqIhpPZE5E5ztRkWS4i3hQNMt9CNrd+4EKNAN+LFQ30HXs2GL9DaADdHW7TeB8b/8mwGcBulzOVr54c1jT3YL+7P7Gc0EcNiGV/q9tkXG5HbMwjiAx/BcGKtKBio63tT+MdSIMDUMpoMdmSWsNcrp8wi5TIokT1Z+62HnNY9jfVnzbTX/RcUSTc8d6vuOyVH7Dv3blIfre9q0QsUvpWj/UiikEplEVa4WuaoyxpdqsJCTRHvJdx5Rn6yBGdOauaO9MBNzB8M00ag4uixbcQojm3xUTK3ZgsQ3YUremV2nVEy2YSogThXv2MgbIfEBt/F4QS59GvKmICAmU/g+NTiI5+HHzIeqOKLWiJ9Tc+6uHFhnNOur9WCWP9XQ0uigDmdnVjCxMFFg/gGRPKBd6DBe/B93+Gf/xnWfY4NPhtxMben16oWb+Zl2rWodKNPx1gKMfLDQdWXRmV15APApx2pN40bvxmg7lWiPHh2lsDXWgW6FyfZvBMwaW/mB5TKyUJr9bW43+rq3FWG7uCSy2LsEKUZLRoLKP8UHDR8yxNGJWPPFLZeV/9rj/4yXosWt3UrSiJdHNKqGoB+JDWQo7FSlst5ZvJxHaCH9kDaVeDQVH3pyeBjQ/KHW9xnOMaHPeoUQnJCkc8dzuca5Kh/fGMD3YgMuw/iI27z35dANz5PsnjxsG4Sqq7zjiIlWRejX4LrhwcK7gkScI555yD8ePH45hjjsG5556Lo48+GuPHj8fZZ5+dJQvsx+8bnA2bq4MtFuwAmy+4UrCMJarIJCc/8RV+XNeRJV+3QsnwtxEoWYXQgMXgw8ZJlQVWBOdqt4VUxU8mKZ33FaeB+mzdJkuGgSI48BMAEoTYSpROvA0lE2+FHfs7YjGk92ni285C4J3FLn9jSqaPDLWsrgOHz2cnbmzvzSka+uScaX2wUnER4gRzofPC5la8WlOHV2vqstEFDUgLvhyA/1aztV2+SMKrmdWCjYOrMJO3RoY85iVgk3mGMO4SYeObxYKri8CP9NAnqyBEV6N04m0onXQL4qK5O4YdklMmbhcLC67wsFc1CiEv9Vss4+HkRBIv1azDf2rqMDQja+hImcOqtiLDun0FynJjdG/CvUtvqnuS7XvsuFZECYKsemEVHfUUhMg6xMY8ZrseGciy2vIhjsjwFy3vYWnzTpuLk+6veU0+WKRkYO6y5F4eXt+hUtbwvQgP+ghCbG36m1g/lxfuieO5dZpjLxdTrHlR37MQMoxtEwmusDJF2Zjk2pjK18MrBZcxY+2mBVswgxzKwvYdtS5/5QftCY8skdQwo5XoJFB9CFwuurX6VjOLv4wc95dnMhZQ2ucID/7AIIuxKKUk1URnNs550d+d8qYShziOA8LlueNQmbNKQeuxYBdaF0XGWYA32/Jx3vf4oLJJZneu7yGmZ69H9qlJ7Tc6QHM4grYGUOenC2DWb8GVg2MF15VXXol7770XJ510EhYsWICffvoJCxYswIknnoj77rsPV155pYfV7EfRwguBsWpy9uc2vaxcHzLOelpvvssOTrUTbaV0ICEqSTjFYjeNRdAHgJALh3GnlhN2FVz6nQSOk1Ey8RZERj6l1CPQDS7Y6qguGZDH5fwpZoRIraPJQa10UVt+iMgJ13yoEYHSZbDCfl3dmJhMEQVzElg57zibEZm8hFoRuQVhRz2DgrkoEoT4vXXK+NWhtJC1/TnApNnAoQ8DZ34O7HpZNg1pN94uB5daqA0Pe03JS+jF+p7V5jcSgljQ0yqLwBmJnFJsoN4CVRJNyc4DsTWIjXuQvUw7YFhU8QA2SiYxPpnKCYq6Nl6i6hs9HM+0Q5+B6wioXjfT0xYCu/2f5lSUUIhX3C8ZyLpNCz6yjpJSlYYhX9a50Vgf+zdqrfEKs/HKe1wup9r44SP1THKYF22jlNPKSoVQcFHV80LAMAaQlSnkbyHBWSAGp2OFfnQ1jLYVIx3lm0FpxL5g+eyXet7R/LooyoR2zEPMvmP1u6Ztdl3y0hJsfs17+HpNC5bWZlxyrZ+DZdya2pebM4eKZu3F/XsjyqIMHFzU5yigDOgKQsg6zT43Oc7eLoce0ajAyTpYb8G1yZ8MSQZIEu6nRYNMQx/V3MuAUhs6HLf4Rx99FOeeey4efPBB7LLLLpgyZQp22WUXzJ8/H+eccw4effRRL+vZjwJDiZrTYjRP9WKH54zPsp379LZ27NpN4N4wwEOB0cEzfLC2FoMslAusZsqVMecaLqcKLjuLPRr1Px9qBR/QfqunFq/BsY8sxqom+3wWxMWLSYQ7l9F+DYiOegbxlAOzftUEqf4eopQTgDghjujoJy3zsrSt0e3wsKI0QXazlGUZ//fqDzjr6W8s3bK4YAuc9LsyVT/5PwIxdjZ/hrz8mbuNmR5OI8je5WLt8a65Y5KCy8rKUw+tsJV7IykLU3yOMYoPB2R5as5sbcc+Xd04vbXdqFCVJaRs9C+3Ua50hVumIJru6+pwhoqvZmQqZUtV7nYXVIayCeAaU/cH9rkRGL4psIs2GixprPDCckADfbtjGHRZFClOBU8nuoR7F6i56VgUQd7D8+9igH/v3KwcNwTrerAqitppHL980MDBRXKHIylR0leYytfDKyWfod2luTadIiR48MV9sOAyc9snKrh4MavMUr9q/Xt/4atqHPPwYjz7ZTU64ymc8KgqsAbDWMwiE5/S3oE5Xd04ta0d00wikXsx9pPbFWFTQ9Cvlyhlq8fy8hGO6+UGjoYLFsXcdqcD5//sIHP7/Ve/5hKiqxEbM99BybpyD7yHmGonC07OYMX3muN+C64cHI+ALS0t2G+//YjX9ttvP7S0OCc17UfxIDOxnPfcd5j3z8+x8Fd9ZCsPJsBAGJi6LwBgmCjinoYmzDSx9ADgsauB/bzKGEZq9l3q/O8qb2JKiKuDLDFxEAEcLn9lKT5Z3oRT//WV7TqRx2XtEDXWQVQRO+hIttm+R11v9dznZEfYVCkaqwKOtnYRImFw7yri+U+WN+Hf/1uL/y5Zh8c+I6cBgGDlFyiddLMj3gL1Ew1Muw6c3tqOclHEA6rdqUK5KJIIQremjT/hUmo+ajVw5juycHCpoRG2ZI583gVmd/dkeWpisoxbGpvJvC4cZ2rBpYd6V9PtN+JD1rKDdjwiW3Dt1dOLB+ob8GpNHWIye3xewKv37UEeRzwFbHcGc3JPlGoq6N25OMHaFZYoVG52jDYfh+/GyV1v/qDi5WRZ6DoowwpmHJzOMtQ/hzcLeOtytYdeMpGwKrioivdA2DAGkBRcEuctR5IbJZ/aonl6n65vcRyw0RzmvCbqXN29+dw23SJFCffU06PfWoFUWnv5cpRFFAtqtXWKfoi+6MUl+HRFjlerU/U+WBTMLP0+Ksu4ubEZ51iQ/Xuh0NZHTlZgfEPhoW9qjg3Psd1Zyt/vn82d+/Vt4C9fAQfcBUAJAlZO4BE2wp36X72JnWBwv7NVZPlw6zQE2JVXpg7XunfGxv2TaV7MIOeiqPu+wYitetAgSjIaO/tw+7u/YElNmyd5bqhwPJdvuumm+PVXEtka8Ouvv2LGjBmOK9WP4sDNb/+MWTd8iG/WtuL17ylcP14JbtMO0hzmM+y2124dGbAphdyRzNsJab9jTy8ubG7FJc0t2M5KgaiGbH+gcEI4T55otLPb+S1ttvO1AycCuyTJ4EKNEKKrNbs7kmxfGUe1+Nnj78CFK4BRWxkuXWJiFZUBR5ES1BFhlpt8s8jwlwHANKIlDSTVwllt7fhkbS12VO1OsazN/dicEkrI85hdaDi4MnnbrC9tkSdaNkzrgv7c2o7T2zoMVg7Uutix4Er/XVLThh1u/BA3vGnGOWiO0IDPLNNo3mvWRVE74nIAduyNZ63T7Izz3lim5H8n1eu5TArTld7UOuirUDkGGDRZc8q5BZfb52Ow4PLhs3n5XbhgC0om3qzJna0O7qF/CtZ+srS2XRMllgRWUYZa4sgtjAouYkIJZTB6CTgiwIY7Zfjsnl6c39KKy5payEEMlr/LnNcmfVpLj8xcEk+KWPBzAzrjTjYH7T3bp2trsGuvfSt4s/JaKn9Dh6QEyXHsOs7k9q7Ke8QWwP53OisLgBdjP6sFV7B8iebYMLamjQcgqb5/62plTN5oHwBKELBP1tqX7exC/UgrG7VeHpG0jHOQ3nrezILr8Kc8rRMLwgHWlZ0F9r8j9/ts53Q7eqQkCWc99Q3u/nAFDrzXWpb6PcOxguuWW27BDTfcgP/+Vxua+/XXX8eNN96I2267zXXl+lFY3P/RStR3xHHEg3SSbdc7FZnFls7s3FIYc61YU5vd+GNBxRIVLl0BR/k/8qm9xYcA4PiOThzdYVP55CBSiSELWdYQsJPT5H5zQhciI57JkrNnQHRNmn6w6/pl0MvIfaVGd6oTpRNvQ2zcPxEP5CKWiQ4UXDFqm+FyfUSXxozXKgMayTynsbxhqaE7qGuhn3xYFoELfrGOnGQXwXJrbjQWaJwL0wd2Lbi05uUqF0UPTCXObmtXeJtYSObB2Yhom3NRPObhxahrj+PBhb85rCWQ6hlvmUZrgZH+TXNdyt7DDlF06aIow1dCcxq8doUThj9m+x7Nez7nW+CMRUBYu+vt1JrI7RjFMsb4seHlJQdXZMTz4HjdPMXEweU9WPheVjR0Yf97PsW+d3+CNc106gJrJX46nf5JKsYA43YC9r0N2PRwzSUOwPktrZpzilWihxZcLhRcHIAT2ztxpHpRf+yrud+yDQJs3WvJ9JVLX/4BJz7+JU5+3L5Vvd0xjGWM3dck2BTNfbQ+vgIAWRmxuqkbZ/zbKriUTQvH6ABgqxOBaQcq7uEnvgUMsJ6X7JRnhSRpDmL5HvokHGG+zzQO1WaXF5ar7T1WMj69/qe2deCVmnW4qkm3YZu+5976BsyM9+Ws/nf7P2Da/q7qC9hTmrb1JHD7e+42RLPGGyM2B85dAlxSDVRNdJWnGpIEfLG634MOcNGmzzjjDMTjcRx44IGorKzElClTUFlZiblz56Kvrw9nnXUWZs6ciZkzZ2LTTTf1ss79yDNMrYRUyqFSJ4uwKWQTbCvLB7tC6KIVTXh68VpDlDwFhbXgolnXWOGaN360lZ5d4aaDxKr0oT/HyU98hS2veQ+fqUzI9ZAhQ4gtR7DyC0SGv4hgxffgQ1ruKF6TPo0D7masnzXeWGJ/F2ttV85apT2U23EVYV/B5aQlsCwWOcpQr7Y48ytCIStXGstk9Minq7Csjj1UOgvE+FBP8lG/vcyz2OXgkpwquOwsRASzqETOkHFR7Ig7I2pWQ04OtExDtOACgL2vV3Z8IxWGe+y8IvcKRRm/BwsuJ9BYXw8Yryi3NjtK+V02AogOKJwFF8Nmlh+KIJ7gBu04r5DWBYwPdBLdrA33edA29ApUFuXOy9/UZH+/sYQepIBVwWWwLN3zSuCEN4CyoUoAEB1iujrSLLWcvp2ltc7mI2I7O3UBMNEZ95bBaTV94pVvFZnG2aLXQ4X5pD0BwJ73QBpyWoggKSOu/e9PeGtpveF8UCCENTZBVl6PVAL73ar8PvxJJcDH2O2BeY8z15fPIweXoWz9CaIFlGxyjY6QCe3Gbe/+gk2vfteU6sKs9jyAScmkZt00OZEAvlW4a3fpjeOpdetzVv86q2BH4JKQJBlLatrw2Ger0JMwl1/OfuZbV8VtGu/DFDV324CxQKScfoMDPGry/v9ocKzgqqqqwowZM7Dzzjtj8803x4gRI7D55ptj5513xvTp01FVVZX9N3CgtcDajw0VuQnw9vUOfO8rxxJPWzdM9gmktTuBox5ejMte+QFPf7HWmMCnnXZ2gZJNpB5eYcdH21i2ZSkhCr+QnV1ECj78uQEpScYxjyympulItCI29hFEhr+MQBmZMNLQLkZv6+kE0dBpX/jS1kpS/bKn4Jqm5+CgQWdZwzKIs1hwuY0cR4PaRdGsDbL1Agn73f2pyxrpcuzzhnBVHbVvdEoRlAIm75QLNaaJ+3OgLRi9sODKIlRifn3iHoY2ZglPSeatIZAsuABg1lnAZeuUaJc62KmhN33Bf2UTp49uW6Aogdo6qA/SR8EocPbXwHlLgHC5Y2WL6NqauDCWTp66KHLGeSU08BOGOrCDxe0dYHNR1Ljtq8a3eFLEN2tbs+dSMpty3NACSBYq6su6Y5mTyS/DYZ+/9r/O3bENKBumPd77euZb9bX3ZAzz0rvhoPuALY4HKkbjwfoGHNzZhbk6dzSJ0k8yn4s0P77/03rKPeqPzGi5WToUuPBXYOAEY4IRmwE7XWiZj4L8cXDpYRhbSRbbmXFUR1dwdHunad4VUKzvuvtS+K66TbPhcM+HipXdVa/TN97NNijU9X6gvgGHdHbh3vWNijslCR5EhQwNeh9rW3pw4L2f4arXf8TNb/9imv6T5fQNeitc0NyKJ9et9z0u/OOLVvtcwoYDx+HbPvroIw+r0Y8NFqoJcDgDaeC0vgR+CocQzgzeu/yNmO6rSNiiXPbJu6Y1xwnw/FfVOG7WOGgnCn8WBazWG1auexmMH1SCde3mETVyMD6T5XQw73HgqcMIWXm3+2wmczX11dAvpqH+7DI420JpTJLQw/PZdkiooa38FKjeLOdcwWW6CDJRILAsFmlWghoLLstcvICJwofpfgne00DriLTtLgw4AZBFbJxIYv+ubqwOBvDXNFec2dKrdOJtkKUAupZfBkgxALoFo60woTbqXGphsXbgPUDDT0ATO/8LS037UiIjf4XNXWr99wpGiP3FTqtxHUUxTy6KVzS34OpBVdnj9oHLgG530dfcgmpRygtQeoTs+NWIbjdbmLh4/ICHMobePRFAsNLKRQu2hogjO7pwY5X1xjSLi6J2EyX3+9R/fYVPljfhzF0n4m/7TIXIKGcYOB0tOAX186PXLoqeQh8lOTZIe3z4U8AXl2YPZ/X2YmUwiIZAQHkvXALhIW9DjA+HjG1Mi1rb3IMxVTGLCrl8TztfBCx5Dtj6FMXC7sC7gbcvw/b/uw/b98bxcmkJXi3LbazSSst8c5oyyxoMFlwyFKVJwGTtESBvMs9ftx7XVw3E6lDaOpqTAaTgYolNVOaxzLOGNCTZkeCiCLBTKhw+/3Msre3AlQdsjBN2YHfdNBOtulQUAzv2xjX8rEQwUS2YI1S1EOc/n4tC+Pii1bh8v2kQOA48760qKqwOdOMyQqoRMvzZmtmw4c9c3o8/DlQCI40YflOVSfL96xvw15ZWvFybNikmuJIAgGhpEcA+8WoELKKc6XAS33iu6WXWztWXYiu/T+pGoOJLcIE268QEQd7SRTEQAXa6QPmt3jlMLyommIRFVtK5G2BZdufVwqoM2OMHO/olvFhbj7+2tOL+9RQuJwcrL1km7xRKjDvSGZi2F9OdL5a8rS24PvzZe34rQ3kOr+USeb8wMXODZUL6JXIAbmhsxjN161GZHmisRDCOTyFQmuN0oBlqWbtm2XgvwajCKUJTdEXKgUl7sOcHawOuj39txMwr38UFKmHSDbQu7GzPbmd0SnnBwZWHRfQQ3aZSd2kNAhVfArwbomd3sOw/Mrv7vh6sShDTwi3APMSUjzIseCcmyFa4pM2LX+o78eq3tUjaCBQDwPuIjHoMnmryDbXPwWLBpZ0dc+kz1hD3f7QSAJBi5KxUlzg8lbJc6BoVrvb6ZXdfCs9/VY3qFiMxPQCcsatH/DmBqDI2a2BujTO/vhHBdBKZA2JjH0Jo4CJER7yEjkSbaXH/+nw1Q6VcjmGT9wbO+wHY4dzcuWSOg6tMP+FROl+mmf39NXa+TI0rKitH3bgdGRIZMSveh9dr12FEmsP11/IWlG50Lfiw0XWSFcRNFidcexkLR7VVWrRS+atTcBE5bgl5L61VAkZcaWKtRYJZ7p9G9W3fAhaWm0xZcDLW6vr1rBs+wP73fOpZ5OpsWZkf5SOBwx71NG+/jDQ2dDhXL6exbNkyrFmzBvG4Udt6yCGHuM2+H0WPXMeiWSzd0pAz6xwkSjjJwgzWbrl2IBN+qScNWebYQ62b7fTAe5L5usATiI74FlKqBN3Lr7BI7cCCi+OVaH3bnQWUVBku37e+AXNGjzTLwKoEc7C4OxjusdEOJuyK0amUafvjnMRSoim4TPgKiGU7nE/ZCJtpCq7c+U4Kf5Jb3hvmXsCU0PuJXIhqLQfzvQ8miznBLiVJ+PDnzC41u4sFJ7BadqYxdntg29OAD65Wjrc4Dkh0A2NmGQjBzRAZ+TQgc0hJV5um+8drS9GXkvDSNzW4du4MREMCRlZGUdvmTBGj2UwhjgHGr2jHTcyte49swcE1KCWiyYNoTKRAANERLyHV6TxwQkqUsLalBxMGU1zWLWD9np3Gq7MRWt6kbCswu0/+5QvFuvnG0dlT96xvwu0DK7FZvA+3VuWscXheq/gSJRl737kQAPDpiibceMgmCAjFst9MHwH1e1gsi0BOw/NIT7emb6FlXoAyA9xX34CXykpxZlu7MxdFG/j7a8vwUppHbPWN+2mudfel0Jtw1iYN1Rg7i+EmYxvJ9DcZgBCtzp7vTZkHE2Jav7vdUCJaXOa+iJ63t4wjE9AHOJK1vTm0z2ctNwgAMOdmi1Tm0oH6KifEERnxLHpWnWdZNgmiJCM4cCECpT8jvu5QyGJJNpq1aR30nyzTZubcAjx1qPJ7+GbKX53CtNsiUItbV2szi0/TvKfsB/yiDWjnhYsiCU1dCTR1JbBweSN2mzLEs3yztZ31FyDmMW0TJwKyR9Edf0dwrOBauXIlDjvsMCxZooQo1S+COI6DKHrn2tSP4oR6N5E03BzW0YnhrO0gXA70mYeSzpYb6IGcGmCdEGQibc1EpJr8mJVbACDoJt0D7wX+85fcZcZsomDjXuoKfAsA4AP0KDRZEEhniVNzsCS3o5aZMPTKrc2PBb59EqNSImb19uJzuzstjGBZVBqW/HYUXEwmzU4suNRHufrINhVcTuHGgovFCtvNWn+nnl6M4aN4Km3oEDEVcBjAyUXrXeIcao4a4KR0tCvmx+SSiI2db7/Y0dvmfk87EJi8p+0sMiHKf2xfCEDLWyLLcnZxq94l7epLIRoSTBSnjO4kGTAGwbAztP9S34mZoyrZbyAWSB+bSEoUM742GmglkDgMk6KEIIMS5aynv8E7y9bjuoNn2K4PwGLBJUNk6uzG99FlYkWsbm/q32pUcF2wUgWbVm3cTsDqNN9VIGqI3Dk6lcIdDU2oFwSNgksc/SywMuda1qdS1L34dQ16kyLuO2oLi5q5gxeK+/rBX4NPTYPUp3BFsVADaiP10tv4b4k3meogc8DOvXHsnHFh6rZneSxDIqpYaWrXl1Qk+fGkiEhQkSNSooS971yoocCwVQ+WD6J/XwRlXiYbg17DQgK1lrdk95x+JItLlWIiwsghWN3ai+vftMN1JtuWWzg+YK14sDBV1itpOCHXNljGJzWSKQmRoUqfiI58FmIfWzAcI8l8upxJeygWdc3LgT3TG1I6JdGs3jieK2ff4LILrYGB9vmpb2PSbOCQ+cANus11C2WcWyRSfllF+SDAcilADqLfTVELxwquP//5z6ivr8cdd9yBadOmIRSyr2Hvx+8Buc5KMm+1NQT9+SPgHjYhLzRwIeJ1RzKlVY+DxEnPqcm/3oKrapK2XMZsxnP1+PjXRuyy0WBn9SBAiK02nDu3tU17YvuzgVULgXVptyHajsje1wGpPuCH5y2jW5LAagFEIxhVw2CtRFJwlQ0HOtcBO/5Ve56FCJvSFtSCrR4aNw21O6xdCy5bqXNgsziw5uCiwY01y97dPdgzEEVFbxs26UvAbJZgW/T6b4pdSBFB6/Kj5kfLPbc+0k+g1JwYlYpxOwL73wGIKWL0MTtoTxoDjEgykAlkJfAcpLTbX8Yli6zrFBEos3Z7sLZGdcfBddGLSzBvq9HWCSmQZXu73Xt09+Ac/fjMgJ2seErSCJR/i1/qd8SMkWRKADXeWaZYEF7+ylKUTbNdJQaLUhlVooRJiQRWBoOYkkjiZ0Y+xG6KguuC57/HJ8sb8eTJ2+LjXxtw34KVuPGQTTBnk+GadNsIP8LKTsi0/+95FfDru8CYbe0tsELaSHv6IfW/S9bhvqPot8eT7jeLvRjXeqNNiI2/G10/KxQGbC6KbDyPrHZ9hlQJhg0/9f0cEOX6YLiLofhPlzdh9saKouGX9Z2OlVvkipEqoFdwkSxTiSkR6GvXJ9UVZ7LZJHQiNu5+It+bLZAsuFTPENRVQaLII1+sasKizt9YCkR09OPgw+vRs/oMIKWMdyxjsSDaj3qdBccDskTwYsk9z2ZXv4ejth2Do7YZg8Mf/BzTR1bgoeO2omaZVG3cCNFqcIxu58ZnTdeB44Cjn09PTqpzKpR7GcyGAFkGIiOfghBdi541f9Zco84bO10IhEuhPIda1vbXYsnrmEteRLGlQYjWIDLieaQ6p6Ov/mDfytnQ4FgF+sUXX+COO+7AOeecgz333BO77LKL4V8/fu+QwQVzkyhJW6o3QTZF1URg18uYkgYrclwusiwjUPYDoqMeBx8yklBqoviwCBE67NBDmVgEcxdFkmjwRnWd4Rwvczj+0S9M87KL6KgnNccnt7VjpJV7B03ZEakAdr8cgDPuFNaJgkURZpgkSPec/xNw9jfAHv9gK1iF8Zzx+wDmkWFEFddWQPVbtsnB5RQsLoo0knkW5ZUbKoKALCPGCTijrSNHGjqWzHORZFiC2bKwdAjbRZQOM73MHB0TWpcfQcXfUdf3Xfb31bq2yCr4ErHVScC2f2ZT/pqAaBGhaluCylQww29FanvBgZ9pxnYarLhCsNEcw6n8Ky7pddQLXjc1NmFC0v54EZFlPFhvbcESHfkcoqH8uDBkn40PkhPsdD44AM/Urce71XXYIm6MXFsmkonAe5PGRWhvQsRL39SgobMPZz71Na5/82e09yZxxlPfGNKKLGOM2cVgCbDbpcDE3Z3nQYEoyWjqIkfxveYNe1w3JHjV/jlOAid0AZCYXBTVVsKZPt8RN35H1o2wuOk2iRH6jROJE9EUMva1KrnZcE6PcDDXc93qAgzzzKqPjYn01qkEK/TM4+mrw/e1oKbVyBvGCZ0AZNN5PTT4PfChVvABdjoRopxM2oBUbaQGdX2c9korObZ68KEGBEp/AR9s07rzMUzqbIthSi9KrwX0JO18sC37u703iQc+WolLXl6CuvY43vtxPVY20t1IEyrPF1nmAJ4twrdlPzeZ663Wa27HkKb4OgTLfwAfbEdk+ItseYfTrvJHv6CrjFcWXOR1kfl4JKf7ETuyTdCHaOXR0U+AD3QhNIAepf6PCMctZPDgwaiosN4N7MeGCRZhIzL8BYQHLcgekzTUJ7WzuRzmMrHXJH+u74AkA9FRTyFQ9jNi4x4wpFEPnLlFlXonwHxQ/+d6o3UCACCgF7S0z0/iRxmbMgpWTqyiaODDdQhVLTAoAqqIRLYcNG/HbMJIXzNfWJKvsT6eXRdFJfP0c82+UnEZOXi+MoFXTbRctE8iEAIHKZEPn/liLTUfScwJHkPEnILVrgWXU7AJHeRULGTazhlz0gpRvVB+4n9JSZGyYcHllhfMDLZ32o74NxCmz4VTKMTTGXB8AsGBH4OPrsn2gWDlYg2v1s+9uXf27JfVugwKTzBK+hzqBVRQNa4nshZcxpsyLhlWsFTVDJkKnPBfYNvTs6fypeB69dtavPB1DUwVXLL5MQCFjJYBJYwr7YDHUaFoyD4KJeIYtjwR2P5sRGQZw0SR2N8kSlVlwoJZPT5ZcbqxKLiy32L6wcDRLwKDp6oKY3vXVqWQPvdxjy7GNte9j0+WG+WNpxbT5x9WZOt06gJg6CYmCa3fUcnk6xEdO59pzlZHI8uMCbe+Y7Q6lRmtcw0lWtShT/c81YPJ/HQjResozmorbrX1Ghcwt5ZiAqlt6a2KSBxc6WrorZ9EWcQ5z3yrORes+BKlG12H8LBXTL+d2rWOBdc3Nmm4drMgBoVQW3CxKbim8WsYa5LLmw+qFZYMFlwsMgWtb8QUWg+WyOlqd32zABNJDbULxzyBuVH7lHpMrK6H2iqNDzKuDTNE+JP31G6OeqTg4lgoX3SIjHgOpRtdh0D5d8z3+OlQyWkoafzfBN5Q4Pidn3HGGXjooYe8rEs/igikcY4PNSA24TaEh7wBAAhWandIM4P7rWmF0PBUCuV2B0ybZqf73PkJUioBn0S2rK5C9qdqshAi62yV+UJtOj1thzoNVqcCJ/vqQvQ3YqSskgl3IzzkHRs5qRV9ZjOocs20rpSFNosy4tf1nXh80SrLdOoBSwZyQuGOfwUurQY2Pdwyjwzur2/EMJ3C0cnUsHz16uzvmJQTXmTmFqDAVH4ppZNd0qKXqmEIrZ7GoFJzK0TA3YZTQJaZBZEkkwup7LpOlkVQL1CeY8TmwN9WUvMbY2GZEx7yFiJD30LJuAeyCsfI8Fc0aQRTkt3CCzQygVBGvYDiItUomXgLQoPeywr1qeBalE27BJHhz1vmH9UpcZiUkON21ITjdkuQy4Jv17bivOe+SxdosoDUHWvG1Z0vArY6GTj+daYyWdWbXkeFsgQtCAsvABvn3ChGECyLJYD4/kQiabXqPotHZFFwHdORXniN2kZZVO13u3IcHQgMmmx5P2Dd1lq6jErvz1Y0Q5KBEx/7kqkMFsTS/WZwKqW4Hw2cCIzcAjj9E8t7IyaKU46TEIitxiOf2XOPzgwJ365tM1xj3RAy1MpC6djtIRl1SMVhpx7fwkPYFPO2YVBw0SWwLl6v4JLwje49R0a8BAAIDfjCvIVK7FZyW/fGcUBXD8r0k3IwpgQt0SORs1pidVHkTUc5CULJrwiULdXKOUJu4zFQas3f5SriWlo+0yvsSBAZI/QmRFV/kHXueSYwDpvs4z7rZoljmFSFOjLzrmPhWYCybjG5I1jxHQCFG80+/J6HCy8PFgsct5yLLroIF1xwAbbcckvMmTMHAwdqyfk4jsNf//pXyt39KHaQTOUjo/4NIdwIIdyIvoZ9DdczC+29e3oxvmYdRqZS9nfN09YeO/b04tMYG5k5aUzuTYgIB3jwPKcRRMyieLBiaoYHJGW+y0Wy4CJBYGIb1SI2bj6kRBW6V15k+94sDPUzqQeDBVd48HuI1x1hOM/yxv/8r6+YUhomb7VwK5grHPUYLoq4oqkFZw3LKY8cfApUN7cDMeW3pOEbccnBVTUZKBumvPsZh9LvY3jBtGWhugmMrCT3N3cKLiiCLgPsLG8kWaYS5/sGM0HLpO0d19GBuwdW0rMN5XaaP/6V7G4W5EzeYR7cNq1AqoGm3VS9DD7UjPDgD9CduBRAOcRhdwJQNkr6GveBnCqn5h+SZahHW81O+ZDp9Iqpvou1K68EcMk0WaviRlUesTemfLGqRXVkpuCSdccqjNoa2Ghv8o2EaFISYz9wGxmSBUe2d2JoxvJg+7/QE6oGnsM7OnGzipAdyMydBMsugjJDM6VbPKLVu3q7utboyj9uB+CsL4GSQbbnGC1kZL707rd9RE2VosgogdJlCJQttVXiLj29+HNbB4amUtrdbAbZ5PF1Dbhy0ECMSqXwfgl5/Hl7mXFzMJ4UERL4rOWWJshP+gPxBGtCiWI9rYeg78jjdC7v+94KfHY3sMM5QKwKPR+cx5QvS+8IBXJv0U8r4iz01s8mHFz64D+ihbJCXX9ZltGbVLvEsSsFH1hPmLPO/kahtggR2s13T2V/6hVCcY5DeOhrhlvU42Wg4msIsVXoa1Dc0ENVH2c3dVPd6kAnuXv0m/EkMFlw0caPilFA3TcGF0VA8aqQ+kZkj2n9W4+U3oKLEW6kIisXRZYNAjOYeQPQFVw+u9YTAnIBfnBwMWKzY4Dv/u2iJG3FWQIa/F7hWMG1ePFiPPHEE2hpacG3335ruN6v4NqwcfFLSwznhLA514da7tiIwJXBhPQO1eREklnBpSc6XdnYhYPu/QyTh5bi5TO21wj2q5szFjYUdzopBI5n5Mz58T+ml9lcrhQOLidQL4ytwFSC2SDIWVtwBSu+Iyu4GCaK1c09EEqs02ny5cDsMuIEfLgeQnQtku2bZxe9JKjNgzUh0W0ruHQvKlIOnPCGdT0Z8hYpX07SCblWaexiRCqlCLoMYLPgMiMoZ4PVwsTrncSwDOza3YOPKItENW56+0eQetnEsBkJvHkfEGQZNzSyjxWOQHilamFWDufcKruTRl6YQNlSJFu3p2bP80Gon5N5sT5+F2DQFKBzHXqGbQ6IdCvRUNWnCFZ+he7fzoOcqsQNb/6MGw4xceUiQPMaTBSP+j7LPAPsd5tRwcV4s98GXP+qq8fmGb65A+4CNjVhTVd9sxCA29c34vyhuSArkur/apAW7erxKaFz+cluaHEJBCu+RUPYfG7XKrdUL2zwRqb36UH6JCWTr0OicTaSHZsjJdEtZ2nNOTr6SfIFE8gAJtmWxZQKTE8k8EJdPb6MhKkKLv3WycrGLsy99zNMGFKKV8/cHhzH6aIoKn9J3rLMFs/6FzRUF+1zm1OVf2l0L30Q6CNza7IWl6m3eupQN7VU1xQm7kDb2PRI4M0LTZPQrFlJymDNddXlC57/Hm8sYfdk2K27B7N649g2HkeYVHzVRPrNqsjd+six75fEECr53HBLNroil0J0hMLFxHEpAH/SeCwESliI6MlgcS/UtL3yUcAuf1NcmNMKCVIeJRPuRudP1yMz6rNa0iY01ns8WC1z3NgrWtntsc411PtNHoFqla2Ru7yfxAaU8Ghp8zxbA5hf3ZybgBGbAWN3AB5QLCAHiiJaBEZFny7SuDrYzx8NjvvCX/7yFwwaNAivvvoqfvnlF6xatUrz77ffnA80/Sg8PvqFwjuVhXGg8UTPnnZBsDOM6U1+L33pB3T1pfDt2jb8sr7ToGBZWttOFaakRBV7wbteqj3WFaS3X7uiqQUkuOXg4kMNiI27D8GBVvGh9LAz6qUVXA6UHewcTgwWXPrULhVc+jegrmvJhDsRGf4ywoPfNc2DV+8Aqd1hKTtDzKgcy5SM5e2mKG4asm4idJq/GjP6+jCvoxPntbQqiu6d2awMSyIWIbpVtXGjdLO6ldQrTmlrt1ZwHfEM9RLzREtx8xW4CL5c3YID7vmUcJX+QFP7Evh0TQ3mdBuVSl6C9D20ljW5t9rWGzcl1yWB17nqaMchk3FMCABnLAIu+AV81Lp9cUIc4aGKAonEhWSG6pYe3PjWz6ozJgouszZo1kDLhxtOTaJEFtQjry6KW55A4KhUQdBeE/X8QRzH7KJoNgW8vkRRbISHvI3I8FdQHbPRD1jHGBL/HuFWPtCFyPBXESFYqGjSebjb7vcX5zgRKxu7sqTxl778Azr7Uvi+ug0/rVNImHmNgkupkUB4RgFslr6G/UAL3tbKgfaUk2bQeAOo24fsgfRLClqUIdjOgm7BpUfKSsGlqv/L39YalMNmKJFlHNnZ5SgwBnbLyc16knka+My8yOUU1IHSnymp9Tez9Xm2uqje9vS5wJbHKxFV0+MZzUWRC7Zmf5vxbqmhJpm35aLostff3NCE/brIvFSsPjkrGjqxoqELXX06ChAncpvPLooiyJsebrhnSeBIWnISwqWKgn7oxsDhiuL0n/UN2JvyTYzQ5p93aoIigmMF17Jly3DzzTfjwAMPxOTJkzF27FjDv378ccDLsv3GtOWJxnM/WVus6KG34OpUDaqiJEOUZATKv0Fo8NsAl8SnK5rohKasSol9bwU2NVor0bBFPI7DOpVF3QTdgkRgmDTaeug7z9HRj0GIVpsSNBMnPb2QaTbwMlhw0cA8p9mU6/1QcJEWVaEqc74STtWWtAo4ly6K+9xITqib8PWLQxIkmoKLoV52lUkRScbfm1txcns6yszobYGp+yu/T6Lwww2ehp1n34Tte3oxhBCIIQsuQzJvq0oaWD0PSflwUluHtan8xN2ol5ibNo0wXgbm/fNz/FBLIDO2cFEsdfiynugARjIuYDJFcEIXwkNeh1Dyq+4959rfec99gz1u+9hWXfQ8c5oeYNX+hQAQiqE0xOZexofsKbYyOP/573Rn6GOTOW+eve81gJE35Zo3fkR7j0PLagbQeP6ICGvdUfVE4ICeOFcB2UWR/r6e/0qxHAwNXMReN7vY/f8Mp8zehJW7lOBhMAAvljamteFE7HHbx9j3rk8gSjK6VbJXZiGvjuCbWWuRlHhDsBNTfSQicTkdxw/fCVMZItmSmpEoydS5RtPuvHATZ1zIX9PYjGGpFG6nBT9KQ7Kw7HVoxwwA2J4WWZwFsUHZn3oOLjqUhOoocaxulKyeDkwbzbS5Jq3gotVI7RWiVjjQolsDwMLlao8Zs5S6slw2xTndPbixsRm7EL5xp8AzKQxn374Qs2//GHvfsVBDC2NWNWq9fVdwkaMhFsxFUY1pByh/Eknc2tiMEUzymKw76ldw2caYMWPy44Pejw0CjhrSXtcYz3WtN56zQMpkR0SWgeZ4I6Ijn0d40EcIVX2E3oRI7fQ0N8xz0zasx2eiQm5xvDLZHTxfOZ5+sOGeg7u6UCZKKJEk3Lm+KfuO9GHdrblhgP98TzaxD5R/Dz7USrzmKdIKEpa6Ooc9Cy7lFq8tuBzkoVqIaYxWbJLMG1A2lHxep/gaLIqY2pcwta5b35XCV6u1FoRLa9ux4OdcW6T1CbvDvFFpyAFHPAVc2Q6M2c54wyEPA2f9D0LFSDy4vhEfVNfhh1XkqGGR4S+Z1pUFVneSlMEhyNYBMEwEMfbx0UmboT+Rm6XyFiKHt2vq8EB9AzhZxta9cZRRxtpMDSLDX0So6jPExjyq65qqN+Ag6qOBLXDnv6kO2J4ywMjlwYeVhaPddr+sThcVymSlETPbVXUgV41jsOJatLIZ//iPPQ4nO8i6rxz7inXicJn2XlIaRgWXfoNLk97V9MD4HWxGfrYCybqpaJH+RjWtvajTRbA86L7P8M6yerKLIuGVcYyMKXbH/tJADC/U1ecsKBhx74fLMfNK7YaMxuLZC3aEs79RiNg5XpkjrcBxmNvVjfeq67BnWgFBay2iLGHyEL0FWA5urKB36jUGc2KGap4MMdYh86q1AZTM+11uHmfrT2zRkwmNGchy89FKClZ+lf1tNl6p8ep36qieZItWEvih0zXBVRCpZLpPD5o8GRlmboGqRm1bL45/7IvssTMOLn8VXPLA/4ILNiNQ9gOcyV9scDyq73h+9ieTlaGunfyR1TSOZ+ZLLrkEt956K+JxFwNdPzZg6HbU7faio543CLkAbJG4CrHlAICkbrGgH0ha4rnwxYHSn3HXB8vB2VxkndLegffW1uKCjLN2ZtDd9HDg/J+AQx+F/p2USzLera7Fe2trNbvsw0TtIOpGnI2OpLtFWcO+iyKJRNMK7E3DwUjscvQ2vgFZ95clDxUHl+aKT5Nl1UTgqBc0ZT5dV4/319ZSo+C0xRM47J+f47e0a1hLdwL73/MpHl+0OpuG9irtbmQYFVwW08zMeWzpAARiqwHIrviErAR7Uq/gZVgLWjYjwBKzoEUidXAPAJzU3kG9xlAZAMCOvXF8UF2L+fUNGCSS23QmimKgLOc2onXhUb9V+ytDQQaOTlsEjkkmdcpftnEszLEJyiTLIab7DGeU568gvLORZlaKVtj8GOWvKngD60j+6nfOuYiYcOA9wMTdrdMxKbiM78iKg0sPV7vXrOMeoU5u5nQPDbggO1GW6e4x2zhR95WgwBt0zac9+bXGWivzrUgWXJJFhMxsOqZU6kqmN+csksm6heGt7/6K7oS2Tur29NUatoASpuAF4Pg3FBnSxAI4B+N7WxEky8ySLCIo0J/aTcAlgzKozOg6TYWq77POmETrUAvu2igygbLY+oB9qhC1gsvcgis08LPsb3aXsVxLV6zVGF0Utz8XmPeYYv2z2+VA5WjzGwaMV/4O31RzmvZt7HLNfbK8KeeWaeYkQrvgM8k8H16H0km3IDrqKYSqPsqe91ov5FjZohorWaJ0GknmnRa84cPxO//mm29QW1uLiRMn4phjjsE555yj+Xfuued6WU9LdHZ24m9/+xv22msvDB48GBzH4corr6TWffbs2SgtLUVlZSUOOeSQfs4wu9AtqmwPQbQoUaUUqxUCYmMfAQAkU9q6kHYMcxczJ+wvsoaJqhgi6i3I8hHUXdxSWTaGT9bB5r6Rc2x9ikUhDCTzRTRYyuDcvxjd88icEqUnOOAzQ9J7PliOz1cazd3pSgmbiiEZwLidFPed2VeaJ44O0BwGAQySJIRpHBDputzxvqIUXlLTlr0WKP8WwQGLIGX4rSQZj3y6Kms1aFcOtq3gspsOUt45uATAWsFlYsnBs9aX1pZMbydfvH19I/Z2xb2VexODRQkBAKsobn41rcZyaNsOdjcXMnef19qGW9c34vF167XfgnERH7IpKNe29eJLndWjHWT63AhdVL5hqRQubjGzurVoK3NuAeY9Dpzyvqosxjr5aBwk73QRsMVxbIl134LYqkgWXIRNA7O+4U64Z7yZYFXm5jV7GfHK9An2uVGZaw55yDQP816TK0GUZaIjlVYeU9Lr3TA//rWROKaTLEZtf9L0vGLlys/SVjJpJEnGnem5VCnDyZgmA3xQcaEuG8Z4E0GNTnmuhCia9nfRRd8wWPILVvTkKkzeM/uTtaVLxOiR5nfHuLSCizGIk7nbeKZQmgWXwp9mZiUYqvoAQsmvSLK+eE2b4pi5tXheUOTDw/+tkOBb4eT3lPnkxLeB7c7KnrZttGCCTN82kyULZcEFKTfChYe8l/3tn4eazXxHbZP9qXbpnUZ1u9aORf/5vtZeeb8jOFZw3XvvvVi9ejXWrVuHp59+Gvfee6/hXz7R3NyM+fPno6+vD3PnzqWm+/nnn7HrrrsikUjg+eefx6OPPopff/0VO+20ExobnXFv/G7BpSCU/ALwBCs93YTumesaY8Q1NfSkjZo5CHLWuiBzRknkQ/Q9GwOimmcobzqj2Vdq+UJsCdJK2uqg/cmGVdHDNoHr0ozdwXZ9zMpMhJsRHfECIsOMXHC3vfcrjnzof4Q8cosubXQ3e22MAxRX14vXADv+1TzxiM2AUqNQTFNwZd7b6zpXVz5ch+jI5xAZ9h+IEWVn7j/f1+GaN37EOc98ixUNnbYnej3HHLGdZQSpbU9XpWOcjviUK89UJwouHgCGTrfO/OgXmfMkg2IhRVLI8z0QSn7VuW3ksFNv3J3+l1nhCKxtMfJ1qBes2n5BekbzjyJARkSWsXdPLwbrF708m9VvhNGCC0DWemjeP40Rvai3qNs5l8has+m/3DvVdRhkRjRs1UBDMWWcUG0GsbnXWMOVUO9CMTOMYNFGsqSrbTNvZ3o4fhohpIRrZwGB+N+N06KemNkOTm7TcvTFDd9E9Ua2O0OZa2b+Cdj+bOXcNn825Gm60FVZPdGoIgjSl8GC6/hHv4AkGhdsJJlAsjuqMY5jLM1XBtAZT2LTq/WBZ5xacNmVp9ifPSFJ2Wfigk3gI1q3/4wFl96Siw81IDTgC5iB+EYPuFv5O3EP84rplNv/rDePzg4ATZEOcMEmzbkysG7esCq4XOTVq2xYmLW08JD3EBvzKNRz/MrGLs1mo7YoVX+SOYQoZOjG+2z2j9LBynwSimm+zV9a26m3cEI3hJLl0MgrXJ+yXuSM7vIZqzWzyJ5jaNFebcghGphF8VVB6JqkPcG74JczAfMmpx4qY5BfVRuMVGsunSXqxS/94Kzc3wEcz8OSJJn+EymuDH5h7NixaG1txccff4wbbriBmu7vf/87wuEw3njjDey777445JBD8N///heNjY249dZb81jj4kd46OuIjXkMsTEPG67phU8nrmtEhBTOgD162C0P9Dsi6p0dWaaJHj6rlcbukHMlIeCB+pwy1RY5r0NwpcMU03Cnj52eNKsDDhRcrGU6YcekEbEzolpn3p8MWxOSvvqtdkdEbZGibXsOFFy8wMbpIgSBvxiF0DB1i0zXRzIWedEcz4MU+QkA8NEvOYHzh9p22xZcZ7e2WSfa61olut3eqrFaJ8jsTrE+4rikKwsuJy6KAIB96PNKFqrdaaY8DQnZXRRj4x5IC8xkOBaosnWxNy7plSPq9xyVc8L5EI7Ux8zratxAUdWN0a09ZGMxyZE2dWxA7ZLyS1hr3ZBp5TunOXQGGGQl1h3+XH9htuCyuO4m4pJkd3I5PMc5tHW8z3id4KL42GcrDQogSQaClV8gMuI5cIIuOqfsQO82dX/gr8uAEsaIylMPAGYcBmw0B9jsaADeWj/Ygd7C2tKlJTPXzL5aGY/3ucmQJGCaRW68Sooy8V3zvFYeA8hE+qP6lhvOkWZCmQOw1UlmldKCcYHMEr1SkmXc/9FKdMZduBirYYOSwy4SqRQ4cAiULUHppFtRMv5+zfVMX39q8RrN+cjIZy3zJrpjb3EccOZi4Eh7tBk79MYxOWGuvKmuWIfSSdr1WVfQ/BvkxElGyyeWZMGI6nc097tdCWbBNNSo1k5nPvUNDrz3M/xQo1UmSZKsUe5yQh8ERtd53o16XTVHjkml8N7aWixcU4NBOivk2Pg7ERvziMalLzr6X4iNeSzLk6oGi4LrZBqdAs06kNRfZ6oCfx14D7UsDXjt3MMFlDnE6yHc8SpP9Zxqi3yaxSHnk4JuQ4S37JgFBMdxlqbdqVQKb7zxBg499FCUl+ei+IwdOxa77bYbXnnlFb+ruUEhE7FEvQjOQjfYeua6NvtKIDoAm/UlcE99I65rtFY4pCQzCy7o5jdZ99dLqPPkgMFTqSk3SiazCxs99wMJ8aRbi7P0S1HzXOg5gxiiKFY6YFb18k0beni00lV+Cd2YwUnWAud5z32nPaFRcKnPO3hyOzxOBGtHqqKZoS6ZtW04kKtDPCnZcrU8v6XV0iUXgLKwGjpdq8zTLUSO6CBHtwGXcueiaHGd+qpijAteUp6s6ShCLIl7SAibWxwbyhTCwNFG4dNGDlSEkMTiVVp3Po0Hh2ohHOJIygwLBZfpRTbFFW9nJ1hgExKbu/rw8Ce/YU1zt+ZtZYRkM1zf2IS/NzXjudp67QUHbZt1qLGSkfIaUVy1WCTWitQXOBk/r9MuhPqSfYgMfxnBim8RHqaV4WTI2G+m1p3bEr99BJQOYU/P88BhjwBHPQvMVZQInm342YS+3PMznKFW0IzH2q9h/iwqCy6J7DquYd/LcnAZcwrCOC7s0tOL03WWJDv19CobJAfeA/zla5O6ZSrgocunDDR1GusZsBkxOQu7Flw2niUlKS6K0VFPE69nyM6veG2ZtkpBa5nbwMsmp+s2ZCoQCDPXMQMvglDqkXXcYLSkZ3JR3PRIYMA4xXp+h3Ny5xl53pS0xnKe+Hy15liSZa1cySfQyxjMgncT9EKncB0mihggSRihs7Dlg4pspnbpC5SsBAAEK74zZJsRX+KqfPTRLSP6yWfklsDpn9rj4NrvNsWS8OxvFNdfFlBkLq+jD2a/igvZVb1xQtt4KJ10K4TYCsdl/J7gWsH1zjvv4NJLL8Wpp56KtWsVE9gvv/yyKN39Vq5cid7eXsycOdNwbebMmVixYoUpaX5DQwOWLVum+bdixR+zIZVOvl5z7JWLBCpGAhf8AgDYtbcXOzKEI/52bZvmWC3EKxOFUSiIkhZZbqEmzh0w1nIgsyN23f2hcXfTDrjMAlNUmQHb2j1UahuxsEoKVS1AbPxd4MO5RRu724u9NuRFi9O7QLDyHKhRHsl9SfUuINGtTIUxySTmr8tFDc1acLkAfRfS+rkSKSVNOJibFvqSoq35mD3sNwEcAy8PAHBS3knmlQus0yWJL4T1VnKbSWmsfGREhr9ATGda5iVrgMmzWWtiyzVgS2451jR3a87RXjNP7BfmfeVCM84qxnFM0Ik7czvpSih1WPev17Ri7zsW4l+6RQigkGhf+9+fsNcdC8m+WGkck96d3q43N59VSDLmdXZjuGMLLtW4w3SDBFmWsbS2HR1xsjtIJ+U8C+xarFq1L7Ky11hGUsotmgKlv2pTy0Cd9LG9eiWslZNWMLd6AvyyINdvNI5zE8wgDdNn0bgoyvhRH0kUWnmM5qIIAKLqnZSLIg7u7MJFLa2YpLPuuailFQiVKBZDgybps3GNxb81Y+87FhKv/bq+k2h9NpUnR/3VYxt99EEf+YWSYhJJnh5Ugk4ybz2aeO1z4K8PA9u4xGbBFVWUquf9oOVBTY9lbJE6jfXRNynl0zjb1OY8suBSw+1olTFCeOp/q+lF609sdhQwbBPtOTXFyojNjZmES4Etj1cCMTFC0FkKZ9YAxUjOLmh+0ysYG/sw+Eg10V30jwTHo2tPTw8OOuggfPDBB9kJ7IwzzsCYMWNw6623YvToDuKBWgAAyJhJREFU0UXn8tfcrGiMBw4caLg2cOBAyLKM1tZWDB9Ojghy//3346qrrvK1jhsqmgQPI12odoBYhup//GcZyqbljjXrDBngCBxcESQI+4UuMXwzYJN5QNNyYM9rgO/+zXRbimF274ynQIg5yYzNE+lBXLUYMChTTEnmlS9hJbhn+ICiox8FcDIA+uSYSEkIBdRf2HpG0XxJP6QiB1uJUZUFtfZpLJSBstY5lQPsWXARQO8v7M+ljryUECVbE70r1xxd+6MJnOO5OldcQdYcXDQrOMYGFwgDKe1Chp2jkLybmFItRoIDFiFYaW65cFx7h3FyV7tUsMCGgkuAhF5dxDG1IlHd0kmbIZxFv9tevzAcOiP3e8ZhTHVU72yXiyKuaWrBq2WllNS5vnvoA4sAAH9/bRmOmzVOk+qrNYrirS8loU8T7ETbVi5oacPs7l5Mt3DFAWAU6mmw7aKoRB/d/55PMaIigkWXGrlyWrq19eNkmTkSn/0+aZEvQcFFClBgysEly5AZo/N5CetRXAb5+VNwIZb74pJhLp+oLbhkRIOCIfKgWpklZy24iE5uAJSoo5+uzdEAqFPO7u5Bhd3dDcZ2mUl1+Hwjz2YGl778A8YPKiHcy6aMuLy5BQeNGpE7wWLtNGRjoOHH9AG70JMURayPPEK9LlLeiyzzlqUY25k7bYCfohxrUBNmyYtkGTTzT8Cylxn7n/Fd6fuD3oLLDlwFqaBssEouP1CmrVW39qCEYlDLVMTY7RWrrliVouT2AMO5JqiddMND3kKqezKATTXpFq3QcsDZRa5tOO8rajnSymuqZPx9SHWPR+/a01Dd0oPRA2PmN/wO4Xg+vPzyy/HVV1/hpZdeQnt7u0a42WuvvfD++++b3F1YmA0AZtfOPPNMLF26VPPv1Vdf9aGGxQB7O3+kKCdUjN3ROk2FEtrWybiqrYpM5LhicQt0VPChDwOnfazwd1gIVi1ppeBX5b0QSn/2vj5p3Lq+EVMzLo4aBZcNC670S2UdMPhgR5bQXP8aJEnGxS8uwWZXv0uMSmhaDdVvf3ZYnLhgGl0U1zR3I2KhQpVBmOrcWnC5cFEkWx5xttwBXS2wdAoVI0Gyggj6XInTrAvxCr1lDavCR83Dtetlyq3MVjkUCy6Vi2Jk2OumWdy+vhEXsbommdaFffTlYIzKRWs3Tiy4DG9+wDjgyOeA/e8AZh7OVEdepTy2ViG4HVz0bl7Aln19iFi1vSOeAQZOsF0GU/tSta269jixH+gXvYNscKl6bcHFB40RLAWCXKJ139XWX07fVXwwvvvIiGdQutE14KNrjMl5tu04Jjcrm4iZKpTUFlwSAunNES7QhkDF1wDXpxlGMp+KZAUlUr6WiWEkGxjbpSjLeGdZvWW6VU3dhnNJxh0MwwYhy3zvwOUPABJiCkmBbsFF59uzHve9VqT6asHFquDa4TznZUxS5nyW5yBt5uinWmXudNaXraJLmoKyJnA7qmSHaDvrrgHjyOeHbaJErvcIEZ03T6DsJ0SG/Qf1vas1589+5ltX5Xix5FTL95b8igACJasAAP/+H2FO+QPA8Tj1wgsv4JprrsHBBx+MaFS7MzxmzJisu2IxoapK4VDJWHKp0dLSAo7jUFlZSb1/yJAhmD59uubfpEnem0gXA0KD9Gb9jL2zZLD59fE7AwcxkP/Z2oXQu5mpruir7Ydiiwr2smKjH/etFnv39KriW6sVXHZ2itMKLhvKjuyEoLslJcl47qtq9CREYlRC61r4CAe7ZmoLgYyc29TVhyBnbq3RReJKcBoxJg36rk7uwn0LVhDPZ8+oTnGctUufZ9A/O+VjizaVbnpY3ZqJ0vX4ugbs2t2DO9dn3O0ZW9/+dwIbzwXm3AzsejEAMPNngJMAQrtJSeyKBu/iw9rrbXqeMLULjOaVk/qYxbhs5BMLAFP2UcimGd+t0Lo6+9tqPcq662+Sg7Pbpu5ro4jcc7O6KKpB6gd6qjfbEevswGKsiwx/xXBO4FKGEUuUTRRcskuXHZ/AQ0So6iNExzyc5ksREaz4HpzQh+iof+H5r6o16SPDXmbL12pYTCvcTbHL3zSHw0yUnOp+khTlrNK0ZMKdSjTi4a+A56CQ/wvdprw2mSAF+mfwSsE1tc/CelJWXI6doHrI90zpKlTjODM/2s4X5X4PnsJcJ1ESwckUgm64U3AZUriUEZxQQ7CDbSwfXDbaeRFpRSXbaEmqj/ZOUXJuwcW72SSluiiqrTDZnlIo+RnRsf+EEFuu2qBj/M4zj7COxukRaKNbS0KrHE6aRT5mQLaNu+grPOU3Q+F/SDie+RsbGzF9OjlsOs/z6O0tPib/iRMnIhqN4ocfjGEzf/jhB0yaNAmRSIRw5x8P4cHvaY5Dg9+2vilSkY2CSMXhT7HtUKeFX6tlHR+phtmgSVi+U87bwKkfsqXzUDFQFnHJ1dCRDhQwTmU9N2prYNqBuePykfT7XZg964VaqnKCQfk4WBXNZU8bkTZpMCzgnCi4CBZcZZGgZRvbt6tHIzhwkD2w4KIhV5tb3vnF4E6mTWlcJOYFugUv7Uv0lNTb4uCqbevFDW/9hKW1ClmxlXIsY44/KZnEPQ1N2CPDA8iqfCwZBPzpCWDb03J1Zuw/HERwASO5fsqGcMXqUmZdGXbxgIOscaME9IqHHATClw1WLkZwIJn3hggH3DX8ms9VdTBvA0QrmmKD6juzGWiSrJu00PcNM9eULXVuo6OjFptbenTQrUtoCMDICahRrHL6azI42LSAIQTv8Bocn0R4yNsIlKxAbOzDiIzMEYHzgW787cUlmvTBCjYFiikh/JYnApswuPNOO4CpLAAAn0Bo0HsIlC5DSsrF0eQEpW0EK75DT6odJZNuQumkmxCXKIFDoOLnMtuwZK+Z6ialfezfZbS88gbsY3NYBt6ursWD9Q04mLU+U/YFjn9d4X4KW8jXKnSL3eBl+nqGquByxP2Qz41jm2CQ6d6srkXQTURLOx4OnNE6y2jB5Vzpx7mhufCKE47vQWzM4wjEViM29pHsxglnuaJLY58bXK05MtiFgcO5myMrgfVysCvXT3hj9eg0mJsrq74NGI7f+ciRI4mKIgBYsmQJxo8f77hSfiEQCOCAAw7Ayy+/jM7O3ES7du1aLFiwAIccckgBa1fcCBssugiItwMH3GWRiLWHKh3SygyzZPx9hjz18zZpHmcVSXbvJihRYoMY7/Zu0j9sy1HeZDR1f2Dv65XvNHprYPuzgd3+D5j3hHnkqAyJps3i4gSScv1COAfr9zVQknDH+kb8pbUNJ7VRwgrbgLEd0JRvZmSNuUlbs9Nlsuo8vbUdp7e1a16oIw6uP3+kOaQHe9CeTxAUJoG024jWgovLn4JLp9yj9dG2YQtNCHKNOP7RL/Dgx79h/3s+BWDdylK0Vu5CwPksxsZ/VcW1IVj5pbFONp7XMwsuG4/LARBF/ThMtuAiuSjywQ5Ehr7JXqADQVxQPZCVoBgZ+pbt/NVg3eXWYKM5Nm/gCL/MktM50jIwuJObZKcfqWwruHpb7aUHwBNcFFMajq20FVCoAUJsJRKiiNZOm2MqzTXGQ3C6+SRYnotk56jtpGFqwTVhF7YxjOOYZZzYmEcRHvwBoqOfRFu8gzhXLG55FRyfBMcnUJ2kbw5mvqLZosTZVKTc5VtkS0oUNhIEWcbIlIjte+Psiy+OUzwfbBLqL5M/Bw+6gou+0ZP/xbC/NpbW3310SnRtPY+xO6KDwZqYD7agZNJNiIz6V/ac/o1LkmyrXanhBweXNn/j+7z93V80x5Ghb2iOM67vwzhGShKPNumubtSWl7PGzyFOCWekd+F3WyUv2rhavi9ilXLRwPE7P+SQQ3Ddddfh229zfqkcx2HNmjW44447MG/ePE8qaAdvvfUWXnzxRbz+usJR8uOPP+LFF1/Eiy++iJ60tcdVV12Fnp4e7L///njrrbfwyiuvYL/99sOgQYNwwQUX5L3OvztM2AUYPJV+nXW1nB5NymQZZ7W2YXszTbzJzrQsawcqO7sib1bX4bYGF8SCthcsdHimZOA4YNZZwJYnKMeBMLDLRcD0uVY3qv7PjmMeXmx0KXEZi352Ty9Oa+sA3fieHTvqLE3FAHlXNTxEu/iWNYt3SfVbgSTLVHeMTeJ9OKutHTGZkMKukKWLJENd4Oj6SE5BpHoOwr0cjDtZZki6EQIMFlz0zOz0hxUN2qhokiwjovfFUl+nFetWAGbAEL4Z4UEfGc7XdyjtlBOsI7x5J/jY+5gpg4si+R174o5ihz8wW27ueTyL+mtSmm0czhaUJFeEPRdF/XsnuijKMjihE5GRTyE44HPTPqh+hyFJthmVF4BkP8KTQFj0GTi4hG6UTLwdsbEPYUXn11jbYtNyxy6XmAOYu8A6H0Q9YxtzsJp77pufibxu2iiK2m+lHs8y9l965bPrpW76e+r5r2bp5n7Ho7sNq+98ssHJkA0ux2rQ5DAu4CCK6I5/tX+Pukw/h2NWRZFbDcaxr2Ahw0ZWePjL4INtCJb9CC6kKFyIJPMO5yjejZzi0Irt7g9XaI6Dld9ojjNjdCRE7wGap/VI1hooSZi/bj22iMdxf30DphKCvIS5OOFO4F+fr0Z1S87AIfeFnEWmzbVx5429GNkkixmOW9E//vEPjBgxAttssw222morcByHE088ETNmzMCQIUNwySWXeFlPJpxxxhmYN28eTjrpJAAKT9i8efMwb948NDQ0AACmTp2Kjz76CMFgEIcddhhOOOEETJo0CQsXLsTgwTZ3IPuhxYgtlL8VJtZGAUYXUNUAd3pbBx4kaN5z0E5gGuWDLENit9PJFS/LGJ1KuYhnBGDoxsBxr7nJIYuEVGCXX5sk8xl8tabVIPTSFVz535OYmEzh2PacJVhPCZlkNjTwc82x+pF+iv6YO5+eBSWJ/jRrgrlWpU7DyQBEhihrJmCdAEm7t7TPYkcf2etGMNHdK5rIm244uJq7EoiZ3E9fE+RhZ5sqjMsIVi5G6UbXWmbh2fLcxjtePGQtfuvR8umpDbrUOfWU1CE44FN3dWPlNFPXR9W+Mv1kZNKZsOoLSNG5zKB2UbRJMg+QFdeSLCM8/BUEy39AZNhr6CWQgWfTqvpDiSzZVzpK2nd/WZORVF4PgeDiIqosuDhORunk67PHoYGfwPa8kodpiDPrpS4suASzPmtrzLRfh89WNhJfnTomn/p6eNhrKN3oWgQrvwCg4uAyc1HkOGDYTHsVSyu41G7JO/f04k8dZEUOJ3QhVPUR+NB6xgLYLW3yyQbHN49BQh/5QwXSpVDVR+DsWg7Ne1xxf3UBP2ZWLvuXdUZ0WYsA25YrH8xZrmbetX6YFd1EUXTTyljXZzaRcRiYMZLR/dvDzcRZ8T48sa4BO/XGiRvAIROu3IPvX4T7FqxAdUtPVlEfKCd7rlnBi001niJTWcEOxcXvCY5bUVlZGRYtWoRrrrkGpaWlmDhxImKxGC699FIsXLjQQDyfD6xevTodFtr4b9y4cdl0W265Jd5//310d3ejvb0dr7zyCiZOnJj3+v7ukCEn3f0K47VtzwAOexQIsg6gdvxj6OS5MnSmpmk1upUM6dmEO2FXT7JZ0/eJJ/k4hkMXRcA4EOstPegp84PDOu3vWKYkGSc+9gUOuf8zjStiSpJx9es/KhZclG3JDoGshuIAQLRv1aDGF1Fa/9K+c5LLmwzFsktj8cixRR0UZBkBWcaBbnhOdEJNuZmVlUMFV0t3AnPuMu9LhkhXGbgQug5lbWMmQi2JdJsEzzi4+toNp85vobuVtSVrNMcSxRKmedD3iAx7g3jNT0gqpVhGUHyonnURaxf5UIbmnofNRVE7tpAtuIBAbGX2OGXSlgaIYlZBeG1jsxLC3Q500S+P7OzCg/UNprfwhMW33l1Zu0Dn7C8U82LBZaZEcOGi6PhOfRWc5US0AlZbcKnebWiAohCPDFcI9DNX9CVXqkjuRyVTwAk2x450pdTjOukNZxagkVH/RnjI2yiZeAdKJt4CIbbcNHvHASnm3OzsPjX+TlcKD+TofGcAkJKMkTnDQxi4dtWYvBcw/WD7yvk8gudYNzHyI39yvFHG07sVKqKPeX0GUoI/cA42f7LwScGVkfnNIu1WargU/VEFk/q9SB1vZTR19eGWd37B3Ps+y6biQ9YbMaZlu9icdRol1y1B/oYKV60oGo3ikksuwSeffIJff/0VixYtwmWXXYZYLOZV/fqxISFDMD9iM2DuA9prc24EZhzKnpcdgmOdsKjemZZlAKmcCWoEfek05sjHTtvxKsshAPhpHZ1TKiUV2tIg7aLoYHA2cHDRdhVdRy5zj3CizORqrp29s6weC35pxDdr2xBO5oQCGRwe/WwVuvtSiHHWVnfqHfeIC7N0K+gVujQrOlINWCy43qypwxs1dRhiEnHLEro+v1XcKIDbqRMJu9yyQLnfJM1pbUbFDgBXLgyslkL03Wb2B/asF23zZ8Op3brpbdroimwMvlAsKEvXbXTKXnu1VPZySQCSgWOJiOGb2SqbUFj2l2X0PCBL/J0B6VFYlNnZMgE8V7cOL9asw869cVsE2ACAEiPnY8SiYwtcylBHLQcXCXYtuPKg4LJh9WMHAoBH163H5ETCwD9jCw7Gur03HkrceFBblGSuk9pZVsGlu7RZXwIHdHZji3gcZ407wH4QgIwFl3rjhkAPkNmPCsRWZ8/xoWbExj5inj9BWRkz8w0EgJPfJ46vtmHCmbSb8A31GgC0Bxl4da1QOdbd/aO3BeCPvJ35viSrTyK8Ili3A8pOu2LBZV7vADVYk4u3GfRn7Z7pDrQn2rGnV9sG8kAHkYFZIJUMmrsTOSWkXLiovE7lKDNLzt8zHH+pCRMm4PvvyZFdli5digkTGCLl9eP3i6rJ7u63M8CZWnDJCHflImJVcl3p8xZZml71ZrAI6Saofe+mW5bQrCHyBocuioDRFYa+m1CYQVgtUJNIjDMIDvgi+7uxM6d8Ke3LKcUyT5YUZQQYfPW3jvdhQiKJEknCRS2tvoUsXFXeAD6yNnuc/QYqKzM+2KpYnqnfB6ewcFlhRErESJKyoMJG6G1dn/ejD3bGU9S7RyZTuKKpBUd3UHa+nSq4NtqHeeetvbSGcoW9/3uq4BqyseaUmQusIVqqeqOhCDRc42Ue0/oSiEoSrmJwhyPBjD+Qj1SjdKOrUDbtMoSqGFwwXUZM1booMiTntQrjW975xZBGeTy2j8UDqJBkTEk6tDolPL8VEThPclG0UibY3jjxfx4yteBysdEjyDK2jvfh5dp6QpQ+f10UBUGZvviw1s1fPd1nxogm2RhII8vBRXBRvL6pGU+sa0BZwIFnSFp2UjvQcgBE3Xi+uJQHHzK3ICSBD68znLOMdjZ6a8+ItGmbJxI4lIEeaTrFtbkv3OkznPUlsM9N2Y1wT3gZKQiwWnAVQsGVhv41iqJs+U7ob95Fu2L2sLGHDMk8TQ4wKITzasFFg94yOH3WoYJLJvyyC824YsPart+CyyZWr16Nvj7yDns8HseaNWuI1/rxe4aq94VK3GVla+I0Kri4YDPAxwFZG5VI1v2lFq9PMG6n3G/BC3pzYxlmug2nLlkXNtNdiuzBPsl8lpg9LfTGxt2H4IBPqYMtKTpLPqAeBHtDdAsVIVKd/a12s1TXO/NLcVG0LjsA4KXadfhwbW1aQeTtO8gIDgkhhZLx9yt9AkAiJQF8j4YPIlD6q6ENcpxzaykAwOwr2dPaEGpcxikgkmff1dCIP3V2uePdI6FyDHN459aK1cTz03j2+ZRlR5IJgTCw1UmaU2aKOr2Cq7XbHZ9cBiM84sniOQHP1NVjwdpaTGJQynCBjEWtnF60p0yjWUZHPg2Ot1HXXS9lT0uCTZL52Nj5yryYxqOfrTKkkRksB7Jluh2qCHM81Sohc4tgHJ/pLu8Z2BTuzThEPYK5i6LyDp7/stokDRmFJJlPihJkSCiZcKfmvFopvLxB6VNdsnE8y4wfpu2q2dxdkIh0m9JYcIHcKkom3k7MIjbuXgQrFxOvRUY8bzjnW8RGAjajrMNkAENMlFhm7mK+Y/BGwHanA9EBAPzl4OItrGkvysjIbjccXEBPMp+SJEtFN/WduVGcOlAsHXDPpwiULjNNI2ZdFMn9Iqmvs08KLhIPFtUNX18l8mlmeDEiaOpv4ztPH1HuQekbHly1Ilo40t9++w1lZWauPv0oZug5LVhgiHI4ZJq7Ssz8E3tanbAYF35D6aRbUDLxNqSkFFGQsXZR1KU46D6gahKw6VFA+Qj2unkEpwquY2jWKHbB2VdwhaoWojTWAxlAZORTEKLViAx7A4kU7VkKo+Bi3T2U5dwesHqhq3GJzZDMyzKzE0oAyJGeeyh03rq+EUFdu+GDiuVKbzKO0km3IFS1UHOdFP3RDaE7Rm3FntaGUlwd3cYJSMpHvUWlZ5BSrheek7la5rSePoVujjdbfOoXTLe/p1gI/VDT7sow8SjPxjAeAoASxspkFPTBAYtQMuFOREf927QvkJQvppg02156Q4EcsO3pQOVY5jEsOvIZ0+uSTOaIIWHPHnd9kAQq/10abcM/QlLSKk5FyXykZX2eLPa/w156PWZfBZSPwqk0V2eY8wJlNkz+9tISAEBXH7vSlPcu3LLmaBIh+pgBsgRRNr5rUaNxl9HQEScSYdM4uDRYtdDsKhnDjaT0HOxQwwNCtCbNgWh8v3zA2A9YNzS8wDmtbcTzVhsdpOBLeYdXfJEmsHJRzFpsF9KCS3ecFGVYzeS+WHBRYFaTH2rbER39pOn9mT1tiZKT4WweLbhovSAE7ZiXaarhoW85KlvOlD7GJlelCupxxc4Qc9XrP6LFow3HDQm2WtETTzyB3XffHbvvvjsAJWph5jjzb9asWTjhhBMwa9YsXyrcD3/x4tc12OTKd2zft093j9YEieOArU5OX7zRfkW2O4s9rW6nozX2NACAD3Sitmc1JE2YanNT2WyW+hMDxgJnfw0c/AApuWdY2Ugmo3aiZCgXRc93dO1OOwdOVcxohXAuCmZvihyWt2AuiqwJVabJosqnXSu+K0eSLBOthABgq17a88NTF8UJyZTx2dLK4OreH4gL8ppWrbDOOa3S3tcDf/oXMGAc+z02dlBPfsLo4mIHpEdybZFCg5Qyj27GgHUYwJxW9lLA1RGBm1lw9egW4isblIXDAfe6i5iY8upxbArNfDqEe2TY6wCAQNnPphZctrk5OE7ZNHGDOTcB5y1BH8/GfyVEaS6wClg5uK5qbMZu+k0tDxBkmANWd2pdK2tb6IokAOB4G4L9wfOByjHs6UnY8Tzg/GWYR4nSB5hx7aWvZ60HgZvf/pm5aNMR1M4YpFM8PFDfiNNb2zHZRNH10/pWyJxxbvuhVvt9epMiSLMuLYqiBk42gAZPAQ59RBuxGEYXRSawWjfmUZap1FnEl6atZSSYzwWeWHC5lVcywYt8fF2ciTJ5i3jcOxkZwM0pu4Yd6Y1j1WdaWtuOve9caGnBRZVXXCkNKfcKNiPk6pCz4mRsc35xcBHeGY1kfiqntaDlXMpV8vBNgAPvBcbt4DgP9VthlfO4YBOAtNfGHwy2WlFPTw8aGxvR2NgIjuPQ1taWPc78SyaTOPzww/Hggw/6Ved++IgLX/ge3Qn7BKjErrPfbcB5S4HtzrBfEcaQu4BCBKpFbhSTZJGoaLC24PIJx76a/Ukanl77ro54mxMOLs0zbGLDIs4ElTZJxIOi0XqjK6HlBokn03kWykWRsdhhfK6daRe6qvaWuS7KECnzz7GmFinevQOBMAVmXGOSlO84+/aFhu/lyIJr1lnAxgfZv48Z7t4TqTf5tpcsurfgsoNZvR4qHsJagd3sHf1Urw2SQbJsdII+vbBbMthZRqK9HUxZMs5BoglZq+xk1jjqecWS68B77d+rglvhOwNW4+1D3ERLNYGViyIAwwLu9nd/Mk9vR8HloZuSaU4WVmWx8XcDUBSOr39PlglI8G4M0+Y0TBRxVls7JiXo9W6QPyU+V2u3WsGgfF+S90dmjDC1fnKqlNnkMMgqAm2ai6I1MvOmjPDQVxEd+09iqnxKMvpRJyNGyeCQNHG494TXtWyoywycc7sCwLGPkN1G1UgMZtxg8WBzcU71MuzZzW7ZGh72H0RGPANZxdd62pNfp385/T4eSjIzDgW2PcM15UxLdxyd8SRkyjMZauyTZR+Rg4tSlJ7vsb7DZGOaAfLkvYEtjnWVh3p+ZG2tpZNuBQDwRcCDmm/Yssk844wzcMYZirJi/PjxeOmll7Dpppv6UrF+bFhQhDkCgU+lDZJph4iNflx3JlePlu4EFi2tByrSVzh9CjK6M6F2Q6XAPjd4UU0FE3czvUzTstfL9iPeaIQGj1zfTm/rwIJYDLVBtqEjJSUMLm99umds6MhwSBRmh0HvxkfDRK4GGeYQNa9IBdeFpvTvzNmURJvKLRZxHroo8jJBeZfezUyauPWIkoTggM8gp8rAcTP84r13Ce8rZXDzilQAcXPrECZ4YMFlp2/YjQxoicl7A8vTVr12HsMjhXVcLezu/DcDLxgz7Eb5I8BTCy4AqJoIHPOS8wql4ZXsaknYTsNB9zm7b5vTgC9ym6FBhiajHiJlWbbgswLCsLEw8dBywNRdcKy5Sw8fUKy/UpJMpQIhwbM1jIOMAiW/ItGyo/GCSrvNcXJaGUvfdNRciVQC8TZVIQ5I5rPVUNVDpm9AmSE06CMkGveAULISoYH/o6ZzZB3mEPp2lrEeU7oJB9qgbYwjaRMDxinKDzfIWHA5vP2T5U2ITRgCIUwODsAFOoCAxYZPdABQPsq9y3ga1zc2o0EQ8H0kbJk2ULICALAy/gEAxZV2XXu6viYWXNv2xlEXoKjQ3Yxh+nZ72KPK339t4zxPAGc9/RXKIxFsNjIJeENhzAht+ye1syRFveq1FabEu59bNBZctjqNZGse+b3AsdPxqlWrvKxHPwoMWZbxbXWb4/sDsuxbBDi7UE/cd7z/C0ZyvVkFV3OAS6dhxCVrfSOfJA03Kxu78H11GzYdXak5H0c9IbU5tMoND77N8E1Rse57vFlTh03Hs7lxtMX7oDQNLsstQicFLkz7iTC2W1m1YE+qniGBAJD218/Y6qQkmSrkmk5zHlo98SBM0mmhyYyYuTb1adYtqyWxM2S50rM6eQfvLbiM7pwe9XsphSE2LR/1kN0oi7Y5DdjyeDelZ3/ZEZG8mg4S6n4041CgfLizjKIDXdeFbs0ogQ92UK75D69E16TkICLi1qcCmx/jrMB9bwZiVcBH1wNgI+dW26XKsrW73wx+FZay1sdDBZcXo4coyYXZeR82E2hLR90NxoCkYpViVpWNu0rxFeH7yYQjUjfKjHEaN2iOU5QPHWnX2t2cB2YoU60IJyWTqHIQWSw8aAEghSGL5hHMSKP9HjYse+xA32IzxxJn/r3oW3BGVIgi2gVViz5zseL66XbR7IDb1V7+DNab5y5RNrI9UEAAijy5T3cPk4Irgy4pJ99zHAfIMqbwa7GWkn6gKGIdVcFlo7LMcOuKKqMjnlKCTBBiePgm+fMBQDWnkb4wlavORTRbcn7uZwTnLbRA80iB4ZsnVj82LHyyvAmH3L/I8f2bUyK5FAZa9zHSACazTsw+RlYh1eC9H9fjoPs+w5ernYWx1+avZiT0YAo58W1g5Fa2Bo3vahsh6+qSSlB21AvkohhmfDdxXmG1APSuSkaz4ZRIp3ClukSWDFashjwCb+Klv7KR7ia5Lvl19ndj32r3O71+IN1WOuMOFuSAhpcvm6XhhEfToyxix944DujsZrYWNGThpm/sezMwdLrz+1V1tjMaeuICA2APNZm5m2+yxXGu60Kz4BJKfnWdtxt45aKYksh8NaNpUScPng/MudldoZP3zP60IpkHtFOZDOuddr2riXliL10U3Y+bHb1J2FmxejaF7nc7MHYHYOr+wIW5tm1WkxncalqtVL/ldGReY0WzHFzqS5FKbZ+fsp9FxenYtr0Ru3f3YNfuHpzc1oFde3oxx4GrbaD8O8s0elqMl2rW4ZaGJkpqd+AHT9UcZ0qWAcRNGoQtSjZDoQFv3Mg8mGM5gaw45CADMkN/5gXPlFsZbGfGs0qAgJwyLPNWJ5gElhmRSvlEMq+6d9TW2Z+s3Iz0bDP2hHmWJXXjuR0XRS/GbzUkD9q64yAinGSI1PlHQL+Cqx8AgDvfdyegj0yJKJQFjhH6euitWIpJGUfGPz9a6ToPjXmmF4vNUEzZtbMBnktClmXNIiTQpeUUyYYHt1iIXN/YBOzxd1vlGxAykoCy0mcuLe1DdNQTALQLXY6g4Lr6jR+pCi7qxOmUW4hWjkwf4Fc10RVcamGGA8/My+MHRtEW1pBx+7u/YOZV7+Jfn6+m3k+LCEs6a3Tn9EggEBVh9PqmZjxYT3alsILk9W6iLeReTKWpC5sJobHDkq9ubMbWcdV4HXNhhTX9ENu3BMq0tj80Di5OoC9obvRpYauGV11UlMlj8J9ohOmbHu5+cThyC+DwpwCwcXBpthYYXBR5O1qf0mHsaS3gRSS9Rz9bbWsYMl1A2lkclQ0FTnwTOOIpDQ+faRRVgKhhG1SismThZGKkXjWyS9JgCTDvce2w4qKtBQDc1dCEexqaEIIyN97cqOdvZYGMQMV3pimGijlF8ZHtndgomczJGRP3cFAmHbyOADzzjZ4vL0OziXAjy1zOHc4CvnEkZV0UnXcWjic/QyfPIzTQyL+1syo4RlQJG+u4bBomJZN4oL4BUUaX764+o5xDc0HjZBkntXfQldluvo36Xs144Q3FgpW1recwfFv25yBvnDivv+yBElWtrrPFFiF09yu4+vHHhQl3LjuKxEVRGy7HaMUSHPBFPmuTCws76y+a02aTuujBuwx5OkFlslHymb9uPVNyKdxoaBY36aJCZfishnJ0q7WRyRQO6OrJReZ0ilPeB2YeAZzwX0e3B8p+Brg+JGnuDenG1taToFoJslgpeAEOQBt1UqVXQr27rljLF65fz69voJCmy7j7wxWQZeDvry2j3k/rR6SzvllwUaxi7ODHykbrRACOb/fBTU73Dv/RRFsUatPNmTHEddEGwt6SQc4zsylghpBEaLA2orCZay8N+/rkmqQG54bFXwXa8/kuKE7bHwAjZ4bOgstqcWxrURU2boA4hRe2YF+scqKA8Q9m75r2LWQuqUklSjJxTslY2mdb8kUrgBGbgTAyFxRCZD0CsdWmaSYnkriwuRVHtnfiopbW3IXSYcBcjyNx61yfWLmDZBm45Z1frBNC+QIntSl8lDPjfR4qhbxwUSTfHed5hKo+M5zfXiVPVImi69Jp2LE3js3jbJvpJGtnkfId36uuQ7lkFkPPhyiKLsFlNujy7aXBWVtw0cBDhlD6I2Lj70Sg7Id0Bs4VXJIHs6jazflYG0aCoaqFXhspbhBwzMHVj98XCrmIZcU/mppxX2Ulmmi+52kY3Xm0xxznzK3JMY55Eaj7Fhi9HfMtogdmMxp3KM++r5LPZKpljRYdQ40Chh6ZZ6WF6wWAWEYAcOtCMmQqcIgxwuue3T14ryRGuIFQl/H3QZTuyJ1QtbfczjR9Igzlqa8JkNGrm9WESB3E7o1MBQ21sMWBK6gF1+iUiFsbmrDDWF2wCjp3rga0fsSk4Bo4EehiU+SaQqXg8nOpduf6RuzS42EExSy0b4s16ujg0pz5gNMmVMil7Xi+HquCWqYaJ+NyPp7BThlcsAmhqk+QbN/CcC0pkpWx+ZKNmaIoqqJhKsnNrQptkQV7ycHlwTgvyfZkM1Z3ez9A29DpiX6oOZZkQJYSBg1gZu7MvrcQ23xcjOAAHE+KlnzQfR5EHtRBJxM1BNiWdWWRAPqS7Av2c1rbsWNvHNP7Et658mYsuFw1W3s3q4OWDJAkXyy4MlgUYwuKQLRopAzqGfmRNK6d09LmnXUdwTPBOZR2Jgtk+SQrKVRNBmbYt7SmQu+iaMvsSURs9L8AANFRT6HzpxtBZtdjw0YV4xzfm8EgScKb1XXo4ziUl40A85fhUv0WXP3444JOnmsHHgtXZ32hcUk7rLMbC6rpfumkenCQc7sH2ZN5FgJDJcC4HQFBK3iYDTdefA9NRCqvovOl62XHCkkhAlYd695/Mm0+aBZ5KLuo9kkYsbMYEcINuoUuSTih5+d1dBZqOYRiwkPeTv8y24nPXeN5DpLTyGoegbxo0567b8EK4r00hQSJg0vzXY55GZh7P3MdTaFWcPn46bfpjfuzY6V7/6xiUsolsb6hLIGdtNcLRNCHElmryDeNoliEOLXNGAU0Nu5BhAYsRsk4oyVJX4qi4MqbUt4asfac+74MORu8hAZbFlxFRjIvyzJxg2EI5TtFTb+T+29oKrNQypD5Hk2q17+vQ7JVS1MQGfVEVi4wBvuguU0VF9Q8ddRW5Mca02GbjYYCzLoQXlba89bxPsRkD936PCCZt8uV1K3a9CvxWcHFDtWmYjbSO82aVnle/Tubv249Tm3vIFyxAUd9jWF8Ta/BegZ+Q7x8fsbK8eyvgN0uYyyXAbpva4s/eNiPujMyghXfO6rGXesbMbpkhKN79RidSmFSMgneXsiffgWXE/z888948MEHcd1116G+XokEUVdXh16iW0k/ihUFXsOSMXgKsNMFwBmfA2Nz4acfsXSPUw/MpAdjfNgdzmNL5xBlJi9dvzDn5RLb+Ue9UmoRwLTTDmBU61jC7pTWBU6UZHDBFnQPpofdzg5UPgkjdnO14uCysiqwd94ZnC52NC6K4ECny88PQsSqautEc7UguyiSn12zTp60BzBwPFP9LLHt6bkyvMmRCP/EdGeLSskD10wNTnnffR7jdrKVXP/kqbQy/r4FK3DsI4vZMxq5pa1y7YJGMl9BcKXmA3T+vQRFKZmvJSBL/9AbJtsikU/jqbp67NLTi3v1nHgeLgK8eGeiTHbno9VycsJf63TzqHzWGME14a4PlhtkgmDZT+gTlLoXg7rBCTbty1kW0hXCPswADmUiSQYEVWg1IUbeJAIIrqeeKbgyHFz5wXWNzVDTs4dk2dM+7xiqjZTMWE5T3NO4/bKbW66+De1d0Ht36dT/Y8hXmYd4QvTRLeJxjEq53wxjgZsvHaz4CpHhLzu6d/eeXs8Dltn9ysXQzPMNxz1BFEWcfPLJmD59Os444wz8/e9/R12dsitz2mmn4YYbbvCskv3wH57si/m1uTZ0Y+CoZ7OH1i5equscaQeXsaLbn82WziHM/PP1Ci5BqrCdvyYMtlc7nyM2U+rDmFyAjJQJXwAHIClJiI54lpJCQUdm1803Cy576dUKLjX9zapoCpzQae4CmPkRjAH73JS74HQGOvBeIDpAcX9QIUL55sEBnyPA0ZUPepJ50a72e9gm9tJbgPhWGE2hyCTzFAUXc41sYsocJSIZjAuFgR5YOWXgW/117Yi1B4oqdzeno4+mrOEzHeaiwuFPMieVYST6TUkSehIp3PLOL/hkuQ3y+GNeAg59hD29XVBe8BbxPlvWV4V2UWSBejZRHs1e6xqZTGFmXwL3rm/ELvpoZ0VhzZGDJJGtUEnz1eN16xXrGhqGbOy6PpYKLsK4HFTVfwy3Xp1ae3/Ggkv/DD5/kz084shTb/rRLbh8eBaHefYmUnjtO2XNxofrEBv7MDWtPipkMVlwsWKb3jgO7OpGQiVnhWUURZ8f2bfccK4hTG6XmdpSqQLcaDIqRuV+p3kRAXNxy+AhQ0ykpIl0jzJcqqTx2XoBD7U64SFvmV63jMgaq/KsLoDNOZnrt+Cyheuuuw5PP/00brnlFixdulSzKJozZw7efvttk7v7UWygRRuzBz/Nx3OdM2ghsGt3B2XC7hNjPQXW+Ho2Me9xAMDGqt3W2TohqzepX/jaf7catzuvrLm2OA4AuwXXmgFrDYTs6u/BcxxESYYQW2uaT20wvT/FebsLkq2Hzfeb0jyT9t7IqKdAs+AalkphaiK903vOt8DobWyVS8QWxwJ/WwVsfgzGp3Ll0gb3yLDXTENQ6wlPrdxlr2jSBQc48jnT9E6gJ5oXosb2cuNbPxvO6V3KuEAbhBJyxFjfxFyOAybvqfxUnQ5LEhasZXG5ZoPXYa1z0OZLHUl08pPkgfIuO4a5jZ6aQXQAMHACU9Ifo4LGnQVQ2tNLX9c4K3fq/tbpHIMsvG6SSNhq131UBVceXMMiyibOdjas/2XI4C0WWLZqXgSLXTUkWSbuTXEALtONu+NovJizr1I2P4bNcF0fs7cjUYgRNRstJrJXloNLf+HgBwFwCifigHGMNWWHeWRYdgQ1G0MU+KLg0r6xEKMs39qTay+RYa+ZppX0D1Rk/YQFp6fdtftUz1IsFlwRURWlNl2dX8vIlraZeV7/BTjCL9soG6qsT3a7XBMU6yp5IDg3m+QmJPP+SPTZgk2OvMUoits4AMWKv9wbF8UM7DxLsGwp4in/g90UGxyPUo8//jiuuOIKnH/++ZgyZYrm2vjx47Fq1SrXletH/qBxSxIoIcGtMMyDHXYaVBNq0NY4K8ModDFm4JMyBdMPVpQbmx6FiWllRxfPAcgNkEtrO/DyNzU4/cmvUdPaQ/XHN4NmAIyUu6tzBiHFVdIO10/KEKIzd5ySZHT02nCr8MuCy2b6pEnYUSXCkvH6tr1xvFqzTiHUHL4pUDbM853QO9vi2Ko3blj86CFTF4WSNggpOIgmytE3quvwp07VeFE+EqgYyVhpdtxXr40iGKwwcjn88+OVBncereJeQunkGxEb8zixDGKEsCOeVoJDHP+G3Sobcs/9PwcvWzN5R9cDkU73Tt+hBmPQpuuWWl0XzQHKonbH813nlUXMeSTGlCjjCmLUToY5xceFlFc5Uy248qDfyvSx++vNI4YaY6dYzI26RZVp1EWP55dDOh3KUgAC5d9BkmXiBgMPGUfq8qbWfMfzgM2PcVwPDUxenUy0lgeCjGTVMmXhjtHbAOf9AJz+ieduPpaVsgGe8lsDP+QXnRLeKqpoBmPAFpkXIFBre/wcblSMrJ8vYymktuCyt5ZggMMo35KNRpgZi6O6UX9SZsPc7Twz/WBgl78BgRzn5XSE8E51nWMlV65NGr+0F8E46AVr34WbjRqzuJUAzAP8bHqk43JpsON1wglxdCfp1AS/VzgepWprazFr1izitUgkgs7OP97L3JCxulkxrwwOXIjSja51lonX0WHUUE9KFoOUwYJLL+Cyhnr1Q5jKYOAEQAhmh8z/RaOITbgLGVGiMhbE+c9/j7eX1ePMp75xpODKomQwsOfVrqushn6oLzMxMxYlGSn1RMMBQsmvCA74DIDEHKpaudefReLyoD1rPa3bHoEjhdDGhqdSKMlM5ntdm0loq1wrTBCBx+obDIsfPVI8haR49GOGBZUkacXbk9racX1jE96orsNY/a6V6JIDZq/riKeDAO5YnxPIg+U/ENN19Wnro7HgsoieWk7a+Z66H3DyO8B4e9xNBuSBa4Q4mZ/gVjEHYMKumsNOarxpbZtvE9e6tgzmAaBqkrf9ROfKawcpirXHeNQz3M1RfnsAvS+lw5KSheTgGj4T2P9OBAH8iRSBLg1JltCbEPHIp6vw9ZpWy/lcvzAxfR9eLtx3uhDHtDuXg6Mjn0UKnUSSeVIt8xOt08wCCxDCxn6gVY4qB8ZI17kmzMsyMHkv7cXK0dnNtWKFuudQFQE+WXAd3tGJsCThAT2nnAlm8r9lf1st3g1BWTx+DjezhMAoG1em5Zik6llCLsolYi9naydZKx6bIrMqiQm52p/S1q6yRPRhJJBlDBdF59aOWQsu4/0VvhJA68Z+n3Rp+3d15zwz0jixrQNhSVLkVh/WLXZdDnmq3Pb7heMnHjJkCH777TfitV9++QWjRhl9bftRvMhYpESGvlngmlCgmlAt3eN0JvF6oSxUtZCtTN6XmGRUCOFGCNE1ALSPsKSmHUEkKHcx4PyfFGshH1FOmaQqRNHgoggugdiYRxEZ9jpCVR/h53obiwCfFFw/ROxFaEuqnpfcGi1MscvS5sqatpo/U3mJouAKlGoJgGVwSOkUXBFZxgFdPUblFgB0swvYRGz/F2Dni4iX9AJEDhKE6GqAj0OUZCRFCYt/a0Y8KUKUZETHzEfZtEsQGf6KadG+vv0M14iHApbeFcUwmZ/7vRK91S22P1txV9jvdgD0xUhlREtSLIqJbN820b+YwheRbPBGQKjM0a00EvYBYDD/99Gtx+BCpC7WRptLSIUlmc9sKl3STLf++76mHdP+/jaueeNHHPfoF5YWK/qreVNwbXKYa7fhROl7RAsu0mybfa7tz3FVphnM3l0pehEijLGa75ONEEeCyoLrII8i2OYRkUK5KA6cgP9rbsXna2qwY2+ceR4TwQN8HLFx96Wtzs3S6uCxrKKeH1jpLwBAiK5CivGVkiy4Ql7P+iGadbM5RFnOyixWrzbzuBHVqLyxKsCBP3Kk8k2s6GHoUFoQycKTFAjFL7h7M/S7t+/pNVg5n9/ahs/X1GC2mWUXK/a7jVAbe08j+GmwUaRwPNruu+++uO6661Bbm+MQ4TgO7e3tuPvuu3HAAQd4UsF+9EOBOvKJVVqtW5Lj/SG/XBSz+RMGKMpudECmE9JTs8/88ItLTAWa6a8EDklJazkjCTli31DVRz7WygIuOHEE1chJ9gwzfkftrm76t3pByXvwnRiFG5Gn8yPp3fxEWZvWdzXc5L2Jp2nuBMGBnyI27p+IjX0QoiTjuv/+hMPn/w/nPvstJFlGoETZiAlWfMdWvg/m5H5YcJ3Z1qYtQp8gYIxY5AiBMLD3dcDWivvFgRQy1d5SLZ9YSk5a8rcVDA7HxN/a9aHDFUgsWiQfFdh9JuWzuiwBdBdFV/wrdpDuJ0EAp7a1o4oQXWtZXZv2FouItfqam7pbeqmA4OwFcidhQCmZg0sk5pxO6JU7IgFmzyNyHDjCxoma+F42seDK9CEBAEoHu6mmPXjULccnGaLGetG+TnhTCRhwwF3K8a6XAlD6DGAenVsNCTzCgz6AEK1mSKuD5y6KuY9gx2UtNu5B5rSZ96NW0tAC8eQbPckUDp//P1z4wvfM96gteDRP4YcSNf2eYk4tsjP9ndDvA37yO+Zp0zgIMs1JTspwWY+tTgZOXQAcPD97yu7qlN8AefPcwvETX3311UilUth4441x6KGHguM4XHbZZZgxYwbi8TiuuOIKL+vZjyLGqzV1/heiGqiGWJAXa1wUOcmWgK+B3yadstEwPFj5FcAlDUoGfVhtFuSTOpPqtMQBfSkX1md+4qB7gb1vAA57zPat1ubBjGSakkoozqPFoEyx4AK0Ci5ZBlL5VnCN3hqY9wQwfDPNadrObsbqVIisgyQDjy9aDQB4Z9l6A8m8Jfa5Edj3Frs1ZkCGg4thl58RE6wWVD4JNPtbRQtKQ5ST2cV5cSwjVHAo+HKUdyoyZadKlA464BVMdTY28klR5lYBwHWNzeBkGUeYuA+6hmpT6ZzWdiyorsVmumjD+mdNDP3INEv93GlKceBpn+FsR+fVQ5RTEAnjHqm9ZU/5OI846TXqd1AbycgCRiVM7jvll/Q7r2OTF1YU43YAzvwc2PIE5TgdnCGDGxubmbKRZB5coJ0pbZ9eFvbRRdGPWSuqUvqd29qGmCRhXCKJWX0MSkkXuJ/RZTRTuzeWrLORe+5NaV1I/bPgCjtWCCpPSNqM8HeV5R3JvGC0Y8xdk2Xz53Db7zkOGLkFEM5Zntt9Fr6oYiHnB46feOjQofjyyy9x5JFH4uuvv4YgCPj+++8xZ84cLFq0CAMHDvSynv0oUgxNpTCRZefKLVQTKgfg0XXr6Wk1i0gZ7igsfcSKDwwbGsGK7xAa9CE64tp3KsA+t1FeFVyUeU8C0CfqrM/U1k3pSorx4b7UyxTRAcCsM4HBU8wJIgmIi90om3YJyqZdgpoIYeIjWXCpDzKCgkbBlT8T4o5S+q6tpOsvehdFv3gMNJg+F5h1luYUy06fXjHc1GnT8nG7MzRChGcwCYc+hhb9zAK7WrVZnyxQo4xCbpP8i2JBV7aEUQFEgS+77M4qFOC0rsxCdBVi4+5DY7m1FQR4HjjwXmCTecpfD2HGoeMVB9eBXd34dG0NLjdxH3QN3RjIAXjCdK4HpLDFgl73AkJm7cljCy630SdFOQVZaDOcJ7ooZoryynLTJuqC5Jam7vuNoZSygWdqwZVfBVde4YdFia7PbNLHtqEoQoDjJaCXc8sxL2vasx+zlvqtj0qJ+HBtLV6pXYeAz21tp964dSI4c+HnaG3JjzaWHjOd5pzhSeQ44/zidhPAomDNoZvRvQT0b2m5peBVf1H1dbs5UtvL7xiuZvOhQ4fin//8J6qrq5FIJFBXV4f58+dj2DB/+X764RfsKYKm9CXwQi0Lua4X0HZOc19wnQVXsfbrjhrihBEetMBwLmBBkF1oNATIw62i4NIKXERrNMl/N0o6OHqIdQoa5U8tUhB2qghku1C7b3qy887W2FMBunJEltX8YjK+WtPkoAQPMP1gzSHJRZGP1GiO9dYOh8//3PNqOQLBRTHz+8k68wU8NUurBD5ZoLIKVk2cEjwiOuppX+rhCg5dFPUul7FxD0KIVqO9hPEbbnEscOjD3gdk8ahTJiRaFEXluYmBGLwEQcHEA7h1vTrim7066JV/v5kFFPFSWOA413vmkpxCeNiLxqxJxWV++BDFlgX/i5Epu1N6KwqBPPdkFvmc39QQOjjnFdJCrcykPoEvJPPaPFld/D6t7AXHsylgrMp0hUl7QI7mDCLysR1dIsuKUsJPt60RWwDQWo+xgOPjCA1+yzKd2iLH/z1Hdwqu3IYvyYLLVw2XyZE9dAXo9bTsc55tXueewK7Cqt9FsR9/WPCRapRMthcBZKfeXgzwNQKGCrrObDLW6CChaC24wD7gOnkC3yxt9r/TcKpbt5jeIq4ITiLHGXhd2se8pjpSKlnKMZA0ZzBptvL3T/9iv8cMHIfj2zts3VLdZWGxQXj5GiuWqsnKX69dFD1YoMkqU2xZlvHU4tXaIsxu3vsG1+VnoVNCkBYiJeO1ljDG9XexOMcZLbgyNRvo1xjqx0LxkIfYi5f9FV1dYd7j2cVNxuXuguZWDLB0f899q0DpMt+qZxelYbrSxkzI01s8FjSKIkBdcJbpAsfYgT51r5ni11MLLs6c74sBMgAhUks8r0c+vpGTkSplmDBEdJaTA1QpZeQ3uI9jXiEd5nT1oFIUEZYknNJGkSd8UXBpX7AwcQ/mWwNlPzss09vnSKladF6ldT++x58/Ana5GPjTEwAccCUN+g/Cgz62TKdWcEjaCzZLZICcsa506aJIGLt9teDSwa/NWcv1qFftTOPJZC/PP6KCy/FMctJJJ1Gv8TyPyspKbL311jj44IMRCnkejLUfHiM6+nHwARtKBliQtXoNg6mpmZuB2gVOzh9BrgOwR7yxPzQ75h6zwlYnAuN3Bt6YS02yZbwP30QiinpRthZZShAHs5Pgkc8BXfVAhVeRWjkMth3JxfzdWr77zCJr+Oa5c9ueZrMO/kAbRRHQi5zEZ/t7K9BeDQwY61u99JNVoOIrQxpJv1ghmMQXBCYuiv6V6YNAM2YWAMV695dwCGWihE6BXE6VNMWgQCkajNkO+OuPwHt/x2U/PI8T2zswIiXif9EIPotFqbflxjIR0dFP5qeuDBB4GFaGg9NRTs3aXFKU0dbbhyFlilubLJJH4by1W9pOt4tmpL/1cB2HWIUool0QcEhnl+ccXO4tuGQEBM7A/mLmkuonnHwGvewSGf4KJMHEjY7zScE1/WBg2SuG06YuqzZQIst4q7oOKY5DJW3TIg/jIZ8PCziP55ZSVRupkCTE/ea/zSDhA5/giM2Vf0llk5e3+c25sq/Z0qm+gV5C8x7KMzhd85VznWgFYBzJgLVBHxXaeXLf2Zga4TtTD4/aM8NailqF37PrNwWOW9aCBQvQ3t6OtrY2BAIBVFVVobm5GalUCpWVlZBlGbfffjumTJmCjz76CEOHemyS3w9PwQfYiIPV8DX6hQXMpnCNG1CgA60V3/pdHR8gQUsiWbiaEDFwgunlzEQocRxEr91ahICHyi1rVKVENBtcMC0mGko0TANKqoA/fwx0rQcm7+Wofl5DbaUiyxKO2GYU3mjJXSc2RZ73VbmlLzcoy8AIo+uOMWqfDYHAY14kEtQbmL53aR+tBR6sb8CiaAQJjsOVg6uISWVZ8miG8GmeKR8OHHAnuB+exwhCtD5iTWQZXLAFpZNupqaZGe/DkkiYet0fGN9Rpn2ZGTwd+sAiLKtrxzOnbodtJ1QhRYmimDdQ2iyvUbrbbQ+59Me0d+D8ljbN1Zdr6/F1JKxw2nnNweVSocHJ7BQLxGQb7eOqfD2cKNb0/HuB0l9N00cpdAeuQVFweYlSWTZXYsn+b7hwQhBCSobo5+Le47nlIm4Qfkqtwsx4HzoEHusD3io9evKlMFMj/f5ZnmQk12idSAd1K9N8aR+jKO7V3eNobpvI1+ArbE6Uiz+KRXGFb7yO/kpZVzU2Y1oikVVoH9PegVfLSnHnet339MpFsXJ07ve0A4BaowxMwx/RgsvxE7/00ksoKyvDM888g97eXqxbtw69vb14+umnUVZWhnfeeQeffvopWltbcdlll3lZ534UCQrZXcx2EgLICemRoW8iEWGLKqPGs3njFiMjUKHdxRmWyj3TKW1skW98BcdhTjqa2mmtxvqoTZlTDC5YBbXzsBAESWbZnKUCy4ZiZcRmwEZ75223yQqiilRehoxYSGc9WcCPtUOaWH0yZcfMoEtlVTQCwPBNHdaKHRu8BVcaVZKEA7p7TEPSS7KEox9a7FsdPEGoxFZySRJRMv5u0zQxF7usTkFaU7O0tR9q2yHJwOHz/4edb16AlQ0Fnlso1ieuYhSk/w5JpXBxSxv0zpxDRBFzunuU4Akeuyi6XdYMStSA9ek1qY5+CdjuTOCg+1zWwD30HFxWCPg1D6p4ngqGfFi08oK/yi3Ac1llIoL4cG0t7mlowvh8BK3KC5R3xMKJZub6d2x7B96prsVR7Z34V11uXaKOnKgZZ3z59kr9ju3oxBkEed8Kv4z6DIHyb4lRFH2F+l1s82cAOdlxB5uBpUjYubcX0xI5Ht2LW9rw6ZoabBvXB9byaF4ZMg3Y6zpgt8uBbU61dWu/gssGzj//fFx44YU4/PDDIQhK9xIEAUcccQTOP/98nH/++dh+++1x8cUX4+233/aswv3wB7JsXxTT+E6P28m7yjDAzEUxYBLOlRXTrUxOPQLNlS1Y/j3x/OREAtsxRmbxezF9XWMznq9dhzMJCjd12UkKcbGCYnBhslJwkWBRb4LZRH6UG+5LEbjc95IhGaMoui7BOTLf4scweRfxl3qty4G1IlKd2EcBwGUUIkdwSKRuDu0TfB2hR2zr6kugN+mBxUIe3Rytvo8sp8AJ9PE3Kkl55RTJwVgon/3LVqG1LT1o6LRHU+A5qBZcqiR2+rTMgcR/R4WXfYZzH5h9QIo9AIVGlpg8G9jnBqBkkMsaGAqxDbvW57xfg2QwRjyd1+4q5cFl3u9ozLv9nw9KFDk7t5/X0oateuNZbsQNFul3ZP9rGANqjUiJuLSlFZurImRKqnRaS1E/OLiUMZcHiPI+C6Ijn0NfyL6nkGeY9RcAwL/r1uOVmnXYr9uDuhAGD+L39tJtePu/ALv8zXae/QouG/jyyy+x8cYbE6/NmDED336ruIVtttlmaGpqIqbrRxFBtt8UAupBlSI8+IXisHVxD9pzcLw2ql9mMpuQSDJ3Wg4ADrzHadUsEQQwjVIf9SIvZargsoHNj/UmHz2sLLgIC2yet1KAFiiwgQeC51Au54/IiQmIeXCrYIXVbmhXXB8Ns0gUXNkoRP4sp8apdhFx4D3AaQv9Wejo2lcHhX8LAIbw9i1nCw3L3iOaby6YEpj7CUK/z+jY7YwIed9h14PSZqMq00yJZ494ywXbsayiTfnNcoOnSmHOtYsi7W7Sed+CyliUawXbFlyyT9JdQMcFvOc1/pRjhnzMpR4spgOyjEmkTd5BU4BdLnKdvwEqq9dKScJj9Q243De3tXxBacf1DO6WpOjKGdC+prqbaGYdH0nmMzjZoZKrK9JmOJet7SEPO8rTHMawPjFZxqRk0pPxkvlN+yGL2cyzX8FlA+Xl5ViwYAHx2ocffojy8nIAQG9vL8rKypwW048ihqbx+L1rZAPFYBPEhPG70AdInQIlswtqp8NyALDFcfbr5QBqIv+rG5s1VgMp0XpBIrHMNrte4qhulrBYhKhNkDMYLJjvrHOWCrDiRZTLLeJ5sRdvL6vTXC/kNGklKoqyBCG2ArHxdyJQ/q29VV8eBABaf9cTX7PijvWN2LerGw/VN+RObnGcj+6W2icwU4eM5JoA3plFUJko4V71MxUJuGQBd6BNQFR46P4ygWIdlbcNJUofrFBZvqSEOPhIDcBgqS1E1uWydl05m+B41y6KkEH8uKRn8fX5ogOy1bELPQeXZVF+PYmgs/odpEQy9kufRkQ+LLhczmMjkyl8tqYG9+h5hGYeDhz1rKu8qfDZSvevLQVQltlQNJk9PY0SQt2SNF/cl3epzXNup3fz4OiMS+qY7TzLMwuNfkv7DF6wvDF/YV/4UO3l+UckmXf81o866ijcdNNNuPzyy/Hdd99h3bp1+O6773DppZfilltuwTHHHAMA+PrrrzFt2jTPKtyP4oHWb7xwnWdcIolnVJxZG0w3nj6Xuv7muIxSRVT9X+mwzBxIvB8uSpSiVL+Hp1KaY1GkK3s4PgVwKUgWbiebx+Pw7ctacOaUEHiGghaLq9z32/CgfjJZSqGlR2u1wury5AesLCJEWURs7MMQIvWIjnwOoYGfmqbfo7sHI5MpXNfYnBcXRRoudrhbPbunFzc1NmOYmCcrO53QvpsJj4UIgA86e64bGpuwS9YVu3hcFHlKlMFCg6zgsu8Wy1PGtbx9AUofVFtwrR++CCXj70V42Gv2ss73sMXxrmcsGRwSIsn9NM8u8Me9Bgyc6Mi+z+49vim4AjoFF8PG2wYJlxY8d61vREyWMUofeOOQ+ZbBhRzDZwXX8e2FcHdk/w7fhiOIDH8BfKTacB+Nn0vdr3zfmtNVwYwzzC4uzCgfvXanBoAAnUIhMvUA19kXdK1ps59zRcLxm0847hc33HAD5s2bhxtuuAFbbrklRo0ahS233BI33XQT5s2bh+uvvx4AMGvWLNx2222eVbgf/kDvEseCgEa/lYfOc9YXCrleuTGCnlrg88sNyHNwPJK098YnER72Mko3uhpCdFU2epEgy8wKhnwOaOqS9Eo4q8hcoaqPLS24du6JAyGf3GAtFFykXfiNUEc4mwNPUHDlZ4Hl/purw7pzctLQnwrDMZQu2+L616tbNMehqoWm6ffo6cHbNXU4sKvbZwVXmsOC8u6CAP5To21Tm+qJSosC2va1q4mCS7E6ddYeC2UlaM3BVTzuulZgiaJouIcjj9V56/MUS/AQYc4LDfjCVtZ5F+95gYlg2gxJmnhAOOfr8w3fFDjnG8iDp9q+VbIph8T86v16BZdH1AmcLONuvbWTHkIYGDAOGDPLkzL9wuzuHkxJFkDxZyMwB9F1EsCe3XRrYc2oki++YBvtfl1QQLDya0RHPGcY6Whj7zQh5xk1NKVuy/5bcHnprzNEFBXrwGDUw1zTOGS+stE/dBOl/6kQ0lt0+gk/FLh/QJdDu3BspRcKhfD000/jiiuuwMcff4zm5mZUVVVh55131nBzzZ4925OK9qP4oFG05EOZMniKQq638Vxw87WCQlg1gKQ2GEU1h5/DIcolMSvAR8c+hHgqkL6DXZDN52sQZBkpLkfmqx56H1z4CwLjTO4t+RWchZ8ABwDhCpe1pMBCuOIIk9MnJfSdIQAIVHznpkYFhSYCk5QycHoU1EXRQlB46dsalNlfgynIwxhmxrUxIqVdcO3Q24tmgUdNMH+WmJbQvaOwyfcQwSEy/GVHxRTK4Z3U19WQGQTVQkw/gzijKGeXZB4wUXDla9OIwh9k1s5Y0a7ni9vt/4CGH4FlztqoJTwgme+jNCbSopcDgGkHuiyx8PDPRVEna3nkLvjh2loMsooUfeEvCk+t4IVjlBWcv7/Cic5s/XteRydGpETcNdAoN4+lKOYM0fIGjAVWf2K7hvkAH24yBPyijSEnhUdhbeuvGJlKYWMCjYan2PlC4IUTsodebngEZPhHPzJic+CCX4BIuUF2iRDmTLsotIvinesbcd7Qwd7n/TuB6y88bdq0fhfEPyg01gj51CYTdnkrxJyAkfwdKLb5QFf2N8dJWQ4uAXaEkPyJK5ooV9AuqgQrdz4ApckIOsIm7j9cAPCLwNlCweWkVKF8mbO6uIUHShrN15JTALTCZCFdFK0VHy5IsvNCMk8Hybqr+HT1nOGIk2XIhHa3JBKGgBpnpeQxcqIdFKsF1/nBUfgm3og4x6E5oPQSTgZQOQYcrCxVZGS/a6EtuCh9MOhB+V36+SNDlu2bgouzPXfs3t2DD0tylsoTksASgpROslLnAFuWMMWK/FlwuVcKXNPYbK3cArIcZnkBx+H8llbcPtB+mc06JfDgVAqNDCTprkFpt/q55e/NrXisgszpTJsrb20oUJAzp7KYajgG6JsLUSGMmxrzFMhl47maQy83PKw2LV2jpCr3e+/rgY9vBg64C6Gaz1xnbfqFz/oS+NeBwNgdtHXwChyPPXp6USZK6DQJ9vNHhidvpbGxEWvXrjX868cfCPlUcHE8SlScHFMTCZQW6YLIFDYmwEwURV6WiUv4+4iEzIVxUeRk7WKdpyyacpAhW/jR+OpuaWXB5V/JRQmtBVcSnI5HqZAuinGrduDGDzQPHFymCi7COVr6CX7v2NJAeP8k5ZZbaBSZRTS2S0WqQBjEBfFWTR0eVs0DHMcD5y6BwNMXqNExDyE24fZsMABxMJmzLpAvpTYliiGPPCyEvIYDC65N+rTuV7IMxGCM3ElS9HOZG3xEPr5A3kjmPXBRnNtVjEEnOIxMOnu2byJay/Qn1q3H8e0deLF2HeUOj0Bpt8Q5kcZbSzm/4a0NdJtItOrnxRowUwkdL5iHrzSv9umzzgIuXg1Mn4uABxZcpiPi4I2A838CDnvEg3IISFs739qoKHCn9G24ga38giuJ/tprr8WQIUMwbNgwjB8/3vCvHxs+2IXKPKoBOA5DRBGntrVju95eXNLciuAGN4kBdt6ZmmReIty3bdwoBPvucVUxJvtTb8GlFsAFSwWXteDMTKzvBBZWGb6W7TlUH33EFo5yUL8NTk4hOuIlzfVC7hW9VVpikcLex8qfFaqs+0uoi+54aThMbHtbxOO4s8GC88U35GecL1alMosFV0HqLqXAQWu/KACWVkSBkpUQwo0ID3kHACAHu4jpsguaYTNzJ3f8q/P60mBCYu2WzyrvSI8n57e0YqveOP7RZN/aQuKAkB0+R58VsPmIOBjzaxzWKwTSLosxaQNrVwzw6g2OTom4sKUNU/zeUFG3W9X3Vze3DCclrQkWo2eDF6D2OYo7dz42hDYoCy490gsjwQOPEMuW5OciLN1Ptu+N483qOvx7nXlk9z8iHH/hRx99FDfeeCPOOeccyLKMyy67DJdeeilGjRqFyZMn4+GHH/aynv0oEMwUR5qBN6+Ed0rB57S246H6RlRJEgR4LADPucW7vDxAxsKJB7LuimqQXDh8Dwt78rvAgfcoOyKqoYSHrHNRtFBwcTJkqwnTz0exaDdetey89BD1hDr3AYdZqN4HwY3DKpJhYWGvbhoRMQ8WXGYl6Jv4whiZdPWJdQ0Y73CH3jXyFLhCK/QWTxTFYrXgykSES6i+Tyhr9Wt9Ox9sMb0+TEwpY/2xryiuF3P/CeziA29KbCD10gbnhJFegJ7Y3onH6huIG1N66BeOIshO19R34beCKw/Kgaichy89YTdg+sFA1WQc2dGJEYUaT/3AmG03MBUOqAouNS5tVsYoWmCmDe6ZGUEdvqmWuT7Nl6O2zv700oKrUHybXlhw5T0yr6bwXD8ZnUohUtRyeWHgeCa57777skotADj44INx7bXX4ueff0ZZWRmamgrk99wPT0FTcAmyjB17VFZD+QxBSinLUyuubU71Li8abLyzzJMJMrvA6/sXKR8ObHEcEB1gmKTUiyqBZ+CtsfI88/NpLMhmvYrKmTei5gw4HlfF7RuAq5WNi1cZXV8LttDc/BjLJHyo1TKNGhqleJ45uFha9O9NaL+BkQ9FE6F30BR/KkPAyJT5QlcuVgVXpWJNG+dzLSbjkMXSqoXoWsTG30G9PjIlKmN9ySDF9WKzI4GgeaANr1GohZBj6MaTPob5vkTSK7g4olIps4E02kCs7e8cI+VhDov5Oeod8Qyw5QnAwf9UOLnOWoySLU7Af2vMoyJvUNj82A1PGax2F1UpbtQtoSzdN94vIW/82JemNwxQa9v4Uz6rAcx7IvvTy7G4UDJOgBKx1xVGbK78nXOz93nrQZBXT2pr97/cDQiOx8EVK1Zgu+22A58280ukQ7dGo1FccMEFmD9/vjc17EdBQSN3fbVmHYaJKsVAASy49GAhomU2h82nwo4BGastDjJExikhr1EUVe9LH0WRh7V5exXXZnrd12cxcYsBvFPoZHe9fA0VrnpTHIeDRfuhkLVuTsYF/4xC+fofdB9KLESrkvH32MpS823zwcGlH36GzQRm/YV6W3GNQnA9Lu7X3YNLms2thQCVMrhiDLDDua7KtIOzWi0ERAYFV0GWT7tdBkDbd8vTljDzEtbtmhP6IETILg57dve4rp4XoFmOFmtAAv14sgWBRkCPEh1huQigSyAouNKPfM/6RmzUl8DpmXbrswLWixALgmQ+hkfrvvOgFAqm7gsccBdQNkw55gWA45mibTnltco7eAFi2RjrdAQUjNtRvcmoVnCpN0rTIyvNEpJ5I3LcTrarl19on4M6etd8Tbngk9RQMRKIKWTpG5y7OAGeWHDpTxz/OnDKB8A2f3adt3Xhxu98VAeZYuCPCscSfSAdWYPjOJSXl6OmJhctadCgQaitrXVfu34UHCSrkyGpFMbpd7rzSjJPUXAxTHDFxafEPhHF069XgA0ejGT+FibqKvEykIwNyx1zVmKxjAjXZ5qC91PhWGoeZtfTNrPXtcCfnvQwQx3U74njwfECXrO5O92lisjCcdoF0+3rGzHWwsrFT8RovBMOobHYycMYZrDgOv0TYO/rqOkLGbGSDHf9kIORSJuErAXXqR8ClaNdlWkHVoTELBxcouoV5U05lHbt2yLeh3GJJKKShEvSk8ZRCQ7T+8zHVzMIsqxYvRQShz9FUW2TI3gWBXTjyVQG5UFY1/5SNAv69N+JyRReqqvHWW35UXC92+ssKqoavIWaLJbvxTPjO/PKkjsf6J6wr6P7CvaMGguuXE9X1yczJ1At4VllAzWPYB6wSdzm2KvbBYvQOOL0FrRCGBi5Zdaa1xdM2FUpyr8S8gbBAwsuw8wTLgNGbZUfAwlCGXn3EilyOJboJ0+ejOrqagDA1ltvjYceegjJZBKiKGL+/PkYN26cV3XsRwERYO0vpUN8rYcWhMEjVMrkD60eAMYYzPsVnNna5rBe/oOX2XdRD+vMnzafh9aCq3PELtljOWxNiK2P3mPIP68Wglp4NVWlOADbn22pUHMF/aTHCS75mrTC/649vS7ycg/B4wWcZtGZF5J5d7invlDk8ml4ILix7P5mo/ZF7Ye69xMSQ93VFraHd3T6WR0DAgBerl2HBWtrMSodnyoIHke42NnlAWDiHp7UzzEGjqdsNBSxQK8bT1hGF30akdLdhtE2GTYAy4qkxYvIO5cM45hWpGpUIng/3K/8hJrrk8/RKqjfeWbeoPM/MX6hPCvET2zvsJWe18lc1P4Q0MnMFy0HTn7P3+ebcwuwyTzw253lbb7pgA/5hODBZmmxjQmmm/FJawvi3xscS/Rz5szBwoULAQCXXnopPvzwQ1RWVmLgwIF46aWXcPHFF3tWyX4UDkwa4bLhwE4X+l8ZM5z9DZO1g3pI0yvvLmxuxQP1DTilzd6E5BgOJiIessFE+9T07u2AtMtoWJLwTG09046xV9BYpgwYpxGwOgfRTKnT6QPWiy++gFOJV7siibwIVroyhJCrN6e34Co4t4foXZs+Ri94Egj1vYb6/bG0KvW3O6WtHbv2FlbB6AYZZQ+LY0B2bM5nKHQGJEXz7YVzW9qQUik2BAA45mV/K6VDEECJLOd2+DnO1RgWkGWNVUVBwAlFaM1oAV2ULpZxWK/8JbljjUkmcVkzhWuwWDnibCDvcwzj4rrYFrNm4Bz214I9IwMHV0btRRvLOHBsG0ClQ4Ejn1P+7n2D/brahP0voX2+zWjWt/p2G6nwf5wuqQIOfRjY1eP1fcUob/NjQCTl3Ko5g2IbE0zHzl5raojfGxxLj//4xz+yv3fffXcsWrQIzz77LDiOw3777YfddtvNkwr2o7CwjJZxZbuya5hXknldN66aDJQNBctwo+bx0E+UVaKIHXvzqeW2/86SwUpUlVQAaMueC6Wf6YH6RrxfEsXRHZ0YJOZX0FV/EW7ynhB6bVgNEcKgG5L43bwq6GbdXhU9thAcHgfcCTywPaKShF4HYZE5FJeCa1ORQ71HMpyB9LnERyvU9K60mmOnm+F7qK1Si8K92oV1xe5p6z+W5xA5KC4XRYa1LV2AyXq4XJKQilYCsuKaGJBlYFKBrJ+CsexPN21HaaUFFuV5gTj2BMq/z3tV/ISgW7TqZ/E5Xd24qbGZ/jWGzvCjWr9vCGyBWIptMWsGroAW744wckugba3yO1wGdNUD0FNfmFtwcQB27e3F16vWYsvxFHlu2EzFnXvKPsBGv/gvWJ7wJgLPHWLrFr3LNdUCf9BGQOsq5fdOFzipnXNQIzg6QOlQ7/KygdiyV4Ayd3kUGxeZ+SbQhjSCeQNHo2A8Hsf8+fPx00+5KA5bb701brvtNtx66639yq3fESolo6JkYEZ5khHG8s2BQRFIWGqhHpb1FlwbgkiQCpZjk92v0ZzLKLimJxI4t7U978otQOeiyAdcmcg/sm49tu6No1TV9nhm4jGH0LWpPdLcOaOTSdeKhQM7u7BXVzeOyIe7klqwlWVg6HQAwJYmPBD7d3Wb5KdtS4WeIi9NeKf0eKFcJd2M3tZgceEp0mNliUog+muLdcRHjYBPSzR8U+f1sgsXFiKZKLcs3UkCgFPec1yWLRzxjEI8fNK7lkkFCz94QZZxrDAoezyB4gafF5QNT//gXHGmCDLyHESGgNIhxIVtdORz+a+Lh9he5/LN6xaqehfFwzq76GPwgHHAbpd6VjcSRgol2d9Ht3diOxOL0oEW1o5Fg03mMSVjocAoFvDCBuaiOOdmYPJewO5XZInMAWBIKteGMiMQzYJL4hXZIARgUPq+Azp1ss0UFTdZPtYt43bwj69KPSaP3MqvUsjg7UfnLjZw4HFlY7OrPDSzYrjCVV5ewHStUug5vABw9MSRSATnnHMOGhqMIeT7sWGCJoycoHPjqRRF3JAZFDY/xu9qkVEySNm9MIDFgiv3O6jTvue9+w+ZavsWRdHD4aj2nLIkVASCl2YhLoTB2/Bv53Qk9NvE+/BofQNmqazphL48uY2mcV1jM25oaMK/1q133S6ubGrBbY3NyItIoBbaVMoIsyZymmnkuAK7vOx/BxCIAvveCgCo4r1TcE1KqMjO9XwWXkOlQP1vdR1uaWjCMe32FJ7U3Tk/SWX1cLFjmbFeo+UwM96HgaKIbXrjmHDgg/lT3E3dFzjhDWDMtoZL++qUvxwn0fmPAHTxPPYSKnH3+ka8ULsO5TSCYD9w2KNKXwGA0mHAPjcqv6fuR41AyAIBReCiGIxteC6KDDi1vQMXNrciKkm4rrEZgiGyl/aZtzEjrD7iacX6xUeIqvoc19GBh+obUUbZUHOyMVRK2FD1HYzjTKE3d+ygPOpsniwYx2bpEODoF4CdtVQntzY2oVwUsWd3T3ZziGbB1V65cfb3c3X1uKGhCf/HELHXb/hn5aPKN99GBl5acBUQh5pt7jJAAIDNjlaUW8e85Emd3MB0rfIHVHA5bqUTJkxAfX29l3XpRwFxdHsn7hlYaThfphM4FqytzTWaQpLWHf4UcN/WmlMsQ7xaSA7ohMe8hxsfsbntW3iOAzgeCdXDhorATFa7k1EGocc6UloWlCiL6paX76G5RJaxf9qKy21kofyKHurScvWmkRUD5u9Wz8GVd2x1ErD5cTkuJg/JSE/XKPZ87kPlI7I/x6RSGMMQiTIkyZBU343qLu5xZElTRAcAFaOB9mrF8okPAJ+zuUeUZJQ9lLZ4TVMzxiRTEKBYgRYEU/cH+pZkD29qbMYpbR04ZJRiDbW8oROSiSfrsnAIPC9gt0IsFGccCkw7SFFGSWKuz+xyMaSVbwFwVifFgiuPo9gm84AfXsgdcwLA8Rtm5K4RWwB131AvNwkCju/oxNEdnQgA+FLXlzlORjGpVqRUb7Y6VgosJwrJB+oLtGl+8nvAhyebJimer0DApkcB3z8NZMi/HSxmT2zrwJ/zxT/LiCmJJD5WrzlA57TiVMrhIaKYld8KjQ1y3LKCn9bu+YIHcxoHAHPvBw64uyj4Qk25Nv+ACi7HT3zuuefixhtvREdHcQ2I/XAGmgeY/rSmCy9/x6faOIPd4Uq/YCxqASYNnuMBjtN8h1ghdj11UO9SceFSey6KKgVXhjAf0Cq4NuTwt3kVcCiTNomsOHuLaX6Fb1sawcFDBVd5PvvN5L2AGYcpXCOMuLqpWdPqqZN1Pq1reB44YxFw5mLF8onjqBYcegRBdlF8p7oWb1bXYkIyhQDS7bGIhDG1pS8HybQvze3sLmzdhYAyBqj7TCiG+PQjnWcJOb/PNPcB4MS3VCeU8ouCg84uTnjD9PL4tAtr5mvxhoVjrm8NsVSK+y/BiGKuDpk5OcEoO7JgcKHcGkdvY5lEv9G1p5UC5YC7Fc6nk/Pgan3gPcCfPwL2ulY5dtBfz29tQ7QINkv1MoxebUBtV/m2YmKEJY+xFSrHao+rJgN7Xq2zpi7OZ7eCYllcqLp7WG4RKLcAKxfFDbONuIHjr7Js2TI0NTVh3Lhx2H333TF8+HBwqhfIcRzuuusuTyrZD/9B6xemHabHnf9yIaB+HL0FVyGWJZwsG0glTdNDseA6ra0db5XEUC5J2KsIdqo0LoqcPQ4utZXQjL6c5ZdmcV9AuavH5eKuYBZcKgFoq3gcX0TJbnimFmrFoOBSIxj1zNgqryIJxwGHPQIkeoDrh1unBzBSt6ClWkSM2gZYmkfz+Ei58g8AJBFXNTXjoiGDIFqMY5k+PECnEBucEo3uu4V2iVNBEyGWkzRWdXpEx88uKuVcBoILizgByK+VoBDUWjeng9i4fasFIQQOlZhe3kgX6dhADs5JKBUFdAm5IA1U5GEBs0NvL/5TVgogZ5E5p7sHr6bPqeHke7lWBvgI/dv9R5OF+9uWxyv/8gEhoOkzVmrCUknCDj29eKfUvH1mMW4n53WzCwvSf5qnBVt7y38Dc705O3wm0LYmd3zax8q4svrT3LkCKC8EWTbM+Rc3t+KmqgHMeRTfTGkTc24udA1yqJoMrnk5/fofUMHluH3de++9qK2tRVtbG15++WXcd999uPfeezX/ihFdXV0477zzMGLECEQiEWy22WZ49tlnC12twsJE8NuQeC9Yuq+sSlUMFly2rc44HgCHQaKE96vr8J+adWZBvfIGNck8OA6CwwVRWNUWJdWAXMjlbnPplAKWbhN7XpX7PWBc9ufRHZ2Y29mFrQlRQs3aYGeoi3yhQJFvvFQeFERpaqP+HCyUvJFKYJvTgK1PUVxUAGBiniP2jZ2FPXt68dmaGsukmXY2VGelQWx/RaQk0kSIhWw6I/LB0qKqewYCY6Q4EvhCkMxr5g/ljbutwXN1BaLUOPYVxe3yQK1MPCyVMrZ93bzZhli2vRUDyfnfWtpwcGcXrmpsRiw9V/9ZZXWthpPxtfh6Tg4aRbcso8LMArjAJNy8hUK7QpRwDGvQm5lHAIc+7EGtGGHx7uhthEGa3vQIu7VxDX0wK9vQr88yY/FOKr6y0Ub+SL/xYH0D9tZxWB3S2YXna9ehTJQwgiFqOC8DCMUs0/kCLxQ+NizyfceZ/4MAZC3qL9cr4ItQLvEbjp9YkiTTf2KRRlA55JBD8MQTT+Af//gH3nrrLWy99dY48sgj8fTTTxe6aoUDxwHTDiRfynNVXIFhIlEnmazbPc12hlHW5upewW4H5NMWXAAQkeX8WqGYYK6Usw6qDJYQXC3sQ8PBVUDTecnF4lCDfFhBbLQPcMoHwPk/AcHcNymXZFzT1IKzCITyZguR9aVNxpODpgBnfO5Fbe2j1IQAySY0O6sbz/UsX1PQLJMGTjAmlbWupcnIIG2CnS8E9r1Z2b0/4C7guNeAw//tZW2tEVEiB5Uw9E/aZglxpMinxZAFtBaOsql1ROynl4pSkHRjwRXIt4siQCyPdyGNnNLWjinq+f7QR3K/M8r66EDH+Zti4u6KgmCwNqjM87VGhZvegiul6h3WX8B/aa1CknB1UwsOUS1sR6eMPeI+h1xahZznraDeEKWOTpvMUzaWNC62+cesgdNNXVoP6upit5Y75EGgbJg3FWOBlQUX5TxvNUaduZg4z/oNYbf/8zjH9BsYs63ilnruEiBa6XEZ1tg23odbdVEIg7KMaYkkFq2twTs1dZZ58JD9G3fzgiJaIQsBcABer6nDE3XrcXinfnO6iOqaJxTL+jgvePPNN/Hee+/h6aefxpFHKpwUu+22G9asWYOLLroIhx9+OIQNLbyuR6C6KOa1Fk6h1J5lh1PNNTZC7wI0fDNg9G7A5kd7WDdzbBvvw2cU1zESMhxcxYY/ySVItdRiXDKJQaEKo6sFIypVinH15/S9V5q8U96r931SHjjrOA4YRQ8ZTTKXt/1043YASqqs0/mB3a8AXt3Hk6wEGcoO3CZ/ArY8wZM8LUFT3Bz7CnCXNpoXD20fiJeNBybuB3yetgRRRclEIARM2NXLmnoO2vhcbBZcJ7Z14LHKcpzT0gZAPwfKGitgPaSN9vvdKbgKYsFFUgRzQTh1MTIo8Tc5LPf75PeAJc8BM//kKG/2SmifaQDBAmhYVKvEliFnN3osg50UkVywc28cNzr4VoWUvgOyjJTJO1Rz8QX0iriyEcAFP/lVNdsQOA7z6xswd9QIw7VyUcRJ7R1YGSyslRkVYtL0Mu0LWbZ+B1HLvYCQced3iixPVSZIi2osdhCoyk/YnWU4QImUXRB4MF4W0ZibQZUkoaqPEG23COUSv+H6id955x1ceumlOPXUU7F27VoAwJdffonGxkbXlfMar7zyCkpLSzFv3jzN+RNPPBF1dXVYvHhxgWpWvChaYlcPBpYAZOyo5rUoHwnsejFQMcp13qy4uqULu3X34JLmFqYojjz4ohyoYnwQp7R3YHZPrxLxyqEFxsaqXXamCHJeYee/US8Jbt/38W8AF64ARm9tndZnkJ7Edk8qZPurGOlZVgJkYKM5wHan54/ziTZulSvPNTGR46DTL2g56JTbRWztQIKthUkB5ca/trbh/bW1OLVdCaCjngM5Tjbl4BLGbl+U43PAFQeXrLEGzQvU7XzPawC4E1ZN7x0wFtjlbxqXbl9QOcYyyfDoIJzf0po9ljkU18a72i3KAk6+VyEpMYIW46k6WrVhtigSkuksZImqiD+hvRNhuYj5zmLmFj1VFO8g026iJ2rPIwKu3VUpLopFCLtDFQ8AgzcgChA9ivhbAMCzteuwY08v7q1vKPq6+gHHT9zT04M999wTc+bMwc0334xHH30UTU2KO8utt96Km266ybNKeoWlS5di2rRpCAS0k9HMmTOz183Q0NCAZcuWaf6tWLHCt/oWA9SLrAkJ852VvCKmsiBJu1eycXDlIMjQRI3plfPvVjsEPO5uaMLRHV1MUd0UayLKk5YZd+vyBvXgyXH2oiimwctakUwbQc5naWyTeXhk3XpUiCJO1nGKDCgJu8s7FANKB7vLwyOQhFrb6ycXi+VigiAD6CG4YPoJmoIr3X/UPYCH1uI0KQGg9pDihy1ho4DKOw5GnrDcNQlmo3QgE8WwyCAEnC+yAjKA4Zt5VhdmnLsEOOIZYLszAQCCC01PUXCJsri6cwJObO/EtmmuRDn9H0DoP8e9priLZ5CPPqO3dDVxL3LCGVZIpUvISsGlakOGgAUF5twyoGoytcVnelHR+qrMvlLZ8Jm4OzBkuvZa+Uj8ZfB2xNs4cMCfniTnecr73tbRBqIBl/KjgYOr+OYXp1A2jwr0PJNnu8+jyL/F9EQSD6xvxC698X4Flx1cfvnl+Oqrr/DSSy+hvb0dsqoT7rXXXnj//cINKDQ0Nzdj4EDjhJw519xsHhXw/vvvx4wZMzT/5s6d60dViwY8gKfq6nFcewf+qedVmPd4IaqkIDYQmPcEsPNFyj+kJzgLtKu4oXgAG6ui9pUWQkhRKYLuWm+92DZ1UQyXaY9PXeCmZvagGzwDDji49Hc0qtyFfRfGeB7bxPuwcG0tztPxVPG8y0msNI/8FSTseln2J9lF0eaqooj4kdxAAIA4mSA578gquFSnZB0PHThg1lmKgjEQAbbIU4Quj8ADwKCN2BJLBeLwnH2l4ZR6XPpt2DfoNRnbBD5QlIKkGysCvmJMYQT5AWOBqftmrWPcVKEovgjLuJluOxkFiszlxgTt43OKS7LGojMPEW/VMsbkvYGLVmZ5+PRwZsFVONzWSI+KeGR7J9p4E3nEK55Or1A2FPLWpxAvZeZ719H9/ELFKOC8pYrbvnqs/fPHwHlLUVkxjngbz3HAxgcCmxEoRjzk7rSLkOBSwQUARz2n/B26SVHOL07BFYLfMYMtT3R86wltHXi8bv2G9S2KXBnnBxxvxb/wwgu45pprcPDBBxsI5ceMGZN1Vyw2cCYf2ewaAJx55pkG98YVK1b8LpRcEYoAzAOY2ZfATJUiCEJIIZkeNCk/laNh+lzlnw2oI/N9HIvixoYmfB8OoUSWsf3w4d7WjwUqa5gtSX7T+uSsHFxHvQCM3MJNzexBPdDLEngHShD9U9WrLC0rxDwI76AJ2C4nsUJFiclgl78BXeuBrx4huhzbt+AqLgXXVY3N+Mdg+5xgAmRATFgn9A3ayKOAVsEV0EXs48ArZL9//VHpbxauHMUGDjK7lUmhhLFBkw2n7Fj/8DxflApgzkWfDRSJYOzGgktjGbT5se4r4wQs3yC9oI+nN1XWRpIIp6c+rUUUgY8nHwqLaCWwy8XAmkX/396dxzdR5n8A/0ySJr3oTTkLBcpZQASkoCIgIIeggAgoioAKgsiueIAnsIIHui4o3six4uKKgLreiLDL/tT1wBVUPNAF5D4L9G6a+f2RNp0kM7maZJ5JP+/XC00nk/T7dOaZ4zvPAYxc6p6A8OCQgr+90PN2sUBWn49604HDaF1ZifNa1XYxPe05Vm/vGZEMLSRNO48HDr/rtbwouTWQngLLAY2JYuJTgVaXALv/AVgbqK8TaTX7Va/pwNuznK9Tmvnc36oc1fu/WYR5xWvZzHXt3i0D7YYAt+0AUpoKl6gYfa4Imxokh/RZE6BfeeqQnLrjdGGdvyMsRj0HfLUSGBpAjzm9Y9VByAmu48ePIz8/X/U9k8mE0tJS1ff0lJmZqdpK69Qp55MbtdZdStnZ2cjO1u9JQCSNz+qJJw9t8VruyO4KHPjafWFcgv7JrTA4YTbBCuDpY9Utpzro0PUqyCfrZq0xuHrfCvyiGMQ8gPE+wsrjJGUOsYui0qDiErxVfeLsUKFfIsJf4tuXHqVl+nfpkyQguyMA9ae28Y4gb4wES3B5zoYaKLMMfRJcXScAP7wFTHzd6y3PceeUXRZdEzc0aBTpCCMiqPEcPVuj6iiYrlZmKU7IC0mpLi24BBkEqi5xuJKUI5cB+aPDFFGQ/CU+LfGufWdHfO1NcXl1sku99FFuwQUAA+71vw4Ca1HvyavrX1RJWHr0OO7KzkKl4pyfV+nn/HLVy/rtUz4kW5Ox7uAR7I+z4K3kJHyamAAAqLCmAVevhvlJjWv4CeuAxp2BvMFAmwHRC1jNeROc1xtpLWuHedDYz127jmeCa8gjkYsvAElxSehXUoov4224+lwR1qQGOeh8TXkz24Q/uDCYd/I0zi8rR88y/w/oPTmPdmKcX0Ki97m+27XOfzWu3wS8onEs0jtWHYRc4mbNmmHXrl2q7+3cuROtWrUKOahI6dKlC3bv3g27x+x5NeXo3LmzHmEJIdFswy0eXbMAoKrNYO+VBa0owY75cMOZc57fELZYAhb031Ly/ky364ChDwMOxX4d9Sbz7oNfm8LQRfH2U4UYe/YcHj92QtfpXkO5UK9hAcQYn6P6gl1tqyTLMh44od09w0tNwm7aP53dAab9s+7x1UFciC0XzJABuw4JrjEvAHP3Op+SK129BlWKfc3cvKfHOHRiHndreI5d5yng6K3JQs0O5Svu+SfcH5hJklnI82OyNfRuMnVpORVOv5lC77bqSq72mKzZpS7ifD3oiE91DingIwmm2pVciEknVPaP3jNDCkfv0R0HlpTis32/460Dh3DFuSJnNyRfpv/LOSOnYA99AACSCZ0rKjC8uMTtGCZBAhIztB845F7k3B973BD9B6WezHHOG/jci2qXaSZyq/dDZZ0YOB/oMzNi4QXEZMbTR4/jX/sPIL88hOsNwSeTSZRljC4qRo7HfXUgJBk6tkgL7e/qPha1GOdGlzaXOlt1qRIs1igI+UpszJgxWLx4Mb755hvXMkmSsG/fPvzlL3/x6songtGjR6OoqAgbNmxwW75mzRo0bdoUBQUFOkUmBrVZZFSnFxfwAh4IPhHRxrPlhx4H2mB/p1qyxFL9xKpKxwSXWznkkLooeu5VmQ4H5p88jaHFJXUKrc7qsF8kORz6t+ACUHNys6id0xt3xbhzRYF/VU15mnYDRj3r/L+OVMsUAGcLruCfOoaF2qx0+aPcW3BdcDPKUFuP0xPDMJZHBM06fQZ/PXQEgzTqqwQA9jLtL0jNAaZvB2772tlKWC+NuwS8apJH60ezWcwEl8USercdsyBdYgrrMKWzEFtE66HPtH8Cc/cBjTr53HfUZxvVoQVXIAY/FNIg87ruadV/S5sMtK60Y/GJU/6HjWhyXhQCC5FmvXXuYxZRx+Dyx+9+rjyJCtBdUXI+IrDJRpsWJkSdrnS9XHH4KHIrKpGr0creBFm/BJfK/e5H+w/izQOHND/SsbwCK44okt4CnusRpzEkiiDn8WgK+c5r/vz52LJlC3r16oXOnTtDkiRMmTIFv/76K9q3b4958+aFM86wGDZsGAYPHowZM2bg7NmzyMvLw7p16/DBBx9g7dq1zovTekytqprUKoWIlToE3qUQ/wBgj0vzbnVSc6BWtuDSM6kih9pF0cebbQaGHk9dNO5S2zUsBMkOhxhPd6vLoDqe0OV/Bl5WaampRYTyKPib3l2LcwwugWaGhceg8h77XWqC2AkuC4DzyyuwQWM2WBNkoNJHslqWgSZdIxNcMG78GPjiRaB5T+Do9zDLlcCP3k9Fs+xVsHjseyZBB5mX6nA+EKu2h0bIAbUHzgc6jwHSc2uX+dh3VN/xGPtSGGYLrGYT4HPOUdGIf/0XHPXy1Owx5lYDgKpfohdOuGjOdi7o9guhN4M7AY9dvlzxtHMIBgAFZeX4x8HDeDUlGY9meg8BJNqZsklVFVDlHC7F4XHvm1ZVhdcPHXH/gIDnerQfBqS2AEpPARWKB9f1MMEV8tZp0KABPv30Uzz00ENITk5GmzZtkJiYiHvuuQf/+te/kJCg4xNYHzZu3Ijrr78eDz74IIYOHYr//Oc/WLduHSZOVJl5oz7R2Pktakk/ESs1gj+9ed3sG+AAIMGk0gqiuhypzWsXWeo6sGWw3FtwmUM4qfuczU9l8OeI6n8v0HEkMP5V1OXCqVWlXYz9yjU7l9p7Qd7Caj0h0kmoT6LNMgC7Ti24NDgUT5wlyQRZsesI20XRY//R2ptMMpwDBWsS5EI+Lh64aDbQ8kKg181IyRuiutqDJ095PSE0C9pFsZXGzGOBMAtYnmCF0pooEsaedQ6L0LG8Arj4dvfkFhDCwwP3864utK4d6zr7sGDa6DgOaEg06m2Z3bmfmApuiWY04eMvkSvC9ZZSXScdEbyLops/fOvs3tp+uNti1etO6Jzg8tG677VDR3BpcYnzOO2LaPsaAFhswG1fAXf8qHckuqvT/pWQkIB58+Zh+/bt+Pnnn/Hpp5/i3nvvRWKiWDdASsnJyVi2bBkOHz6M8vJyfPvtt5gwYYLeYelPUp8ryqI2CPN5Yv69gk9wATjvmghEEkGSSoKr5gQ4+nlnN5/zro3+DGseY4GYQ5hByedlQDRuspSJm4v+AIxfC6S3DHqQ+d7VE2y0qajAdWc9x3nTiY8xuII+Sef2rXM44RRyF0VA51kUvSkv3c2S2W0eRZNgLedcPFoHeU4WUUMCgDEvan+PqBfykoTmKgNNZ9urcNojkR9ntgp50RtntsGm0bLOH1HG4OpcVYdulmGMoy7mnTqN5UeO4aUjR9X3E18tuFQfTijPu3WPLzRaw9+Lsd+EyySvMVsFp3EcOlvibOlvEWFs0FBoJLhq9zcBkr5KGuftfiWBTsQmQBkCVXMtMOYl4JrXahdrra5n0VKbAV2uRn+VIRU6VlRi2bET2GOtrSOFqo09BD3GWWxCTdSjl5DvGu+880788MMP4YyF9JSQ5jb+Sw3z/7a7LxhwH9BPvO6nQPAXVKbzPQfR1ONgpfidly0KYG0zkJCu/mZWW+CPu4DRWoMMRpLHGFwhteAC0G6oxptRSHBd/mfn//MGeYyRFNx+kV7lwM7/7cebB48gXpibdmcZVGepCiZxMvpFMbqRKYTcRVGWBUxwKRJakglmRSsIzy6LwvBIcLWpVB9sVgKcs3kWzND4IlHqigfJpJFElZHikTSKM1mFbMEFkyWkQYABcWZRHOzw/eD0ah8PE8QogXMcnn6lZUjVmrnWxw2T+hhcgnZRBPCj5L6/Nau0Y+nR4zpFU3eiJEkDpnFezMlIAmDgBJdGot5VP5SzDabmRDwcvzRacCU6HMjxN0MnIO6DHzU1xyNbsrOrXDXPrvzCuGoF7jl1GlMLz+CNg4e93q70l8AS8VxPLiFvnWeeeQZdunRBr1698MILL+DMGd8zKJHgmnRTvb3wamXe727AKm4LvWBIkuR+gxv1mQc9tA5kSmYJaNZduwuiIE8UQh6DS6s5dzRar3S7Fpj9jXOabIVgW3AB4txQuVSXIUntQiOYJvTnjQ9TQKHrXlbbgvGxYydC76IIABfeFp6gwmS6I9n1uoElyW3fM0qCa7xGosEV/YB71b9H1ItgyaQ6hpMEoL/HU3iLKc79ovfSByIcXICk0NvTWEQ5p/i5XO3hY5p61cS+kIJMcInWWkXB7hGwBFmzq5JLeitg6kcRiylchhcV6x2Cfw71hHYDm/M612YRe0xHTVqJ3Jr+/N1vADpf5ZzhueMV0YtLi49rV3/1wSLLwo156pPGNYpmCy4BjllN7VW4/fQZtNcYCN8nUa/JavS9Q+8IdBXy1jly5AiWL18Ok8mEGTNmoEmTJpg4cSK2bNkSzvgoWhIzIDfs4LVY1yakYZTgcOByj4sSk2RyH4Mn6uNWeQjgYCnVJCOGPqpYKsBG8uiiaDEH30XRBFl7QM66jmMQqIzWtbNS1v7y6PzuSKret2yqCS7BT9Ienjp6AouPn8S/9h3A8OKS0Lso9pouXBfl8Y5EPHH0ODYdOIw4swUnpNqL+bpMdhBRHhfgWo8JXLUoPkVjDQGOY2okk+qNiATvWXoks+cg84KUyWwN+VxuOvJdeGMJkb+xwHy1EhCm5qRUj5PpZ6YrtVnHVMeoFLgFlycTArihnfoB0EKn2cz9JHIljdfC0khwxcdVH7UkE64/cxYJDgeWHznmXNa6f3RiqwvNQearmS3A2JXOGZ7rPMB7GGgct2T4Py49f+SYsa7PNGLVmuTDQCXTIPiRoN9c4KqXgdt26B2JLkLev1JTUzFjxgx8/vnn+P777zFr1ixs3boVgwcPRsuWLTF//vxwxklR8G+z94nDSAcg1RkfAXQtK8f/7TuAR46fdFsuQQJSmtYuUA7SrocAnpTXXpy4J5T059FFMYSTsgnQnv1Rx8HAQ2nBJR5J8V8PRnpCCCDV4cAVRcVIr+6qEHIXxfwxwpXdAglDSkqRV1kJz611tCrQMTuibPTz4fkeIY5jaiQUqdwoac5qpzyPJDeOWFRBsdhCvhQXpYb4TXD5eE+Y65jJ/wB6TAau26j+fnUZF5445f2Wj/UB6Fd/GndWXew55puEAPalaD3ICsR517r9WJLaTqdAQqR4YKvcM1zXM5KEu08V4v/2HUC/0jKg1zTnEASi8zsGl2AUddQzQl8J3wdOnEJBWbnKpwSm1YJLa5B5UU/5gRI9+WixAV3GunfbrUfCsnU6duyIJUuW4MCBA3jzzTchyzIWLfI/nhCJZWe59/gIIjQhDZRWpO0qKhAHlZOLZAIuuMn51KrTlfo3Zw7gYJmTXtOFSbCuCZ6DzIcwLX2iQ9a+wP3q5RADqzuTSBfdofKVpBP9JO1H8Huak5CDtiu3k8c2ixN1P2w3BJjxmc9VZp4uNMbNkxrJhGMWlb999WF3rLJLpiQB3ScBbYc4xxMUqIWgXQptkHa/3cqixF+Cy9dtoNbEB1GX0RoYuQxo2UdjBWcpMqq8Hzaqlu/862pfZ+bVObyQXPms6uJ8j1kHJTmA7SDSMXnkUrcfz2X3dL2WAPG7Uqa3dCatcgrcJh1yPXys/r+rxe3wx4EGjaIbYyg0WyoKmghS7NOee7+vBI+1pq6I+oDVptISW7MFlzoj3V+qMvi1c6wL9d7Ay88//4zVq1fjr3/9Kw4dOoScHAEG96Og5MalYm+l+1hqgh5aVWmd9mSNUpgkCYhLACa9FbmgguL/r22uaUkgxOxJSu6xhzQGF3yMN+A5c2QUWURNLARDcSLOtttxzGJRfc+IQj1GSXqPueeXR50SeT9s1EnzraVHj2NgSalmS49aQhzIVKntYxIA5A3CXb9uQfuKSucYUJLZOZbjxNejHKF/obfgEmO71CnBFd5QIqf6vK5W01VvhrtNdJ4zU3OA5IYRDU1Tmvq1vlpi1O92EOpc5DWImDu9ulIGY/jjzv+v7QtUtwB2TRoh1N86CM16AL987b1cjMOUN43ztgzfLRpdXa5F3U63/Bv4+QPg/btrl2kk47TGQDTS/aUqUbcNAajjeb+oqAgvv/wyLr74YnTs2BF/+ctf0LdvX3z44YfYu3dvmEKkaJme2cNrmZEy7JqzPWktFuLgpPj7msy44lyRz7XPugbFF+zU4HZik2Exh/i3NVmAIQ+HJaRwCXZGSDFrTO32aeA5C5FIT80jRLVeiZwwArwvFgWr8oFy3ej6a9UpSisbL7LqbEoSABTcgkRZxoRzRWhbWSn0BW+ou0+qxqxl0RZX6Xtgb8nH7iN4TVdwbiW16y717uUm5+QorfpGNqwgNKyerfPmQu+HpX73QV3rj+/oZOOkSX3zaMFlOL2mqy4W9vSouL7KVLTMbGqv8nl/5TpbCjbTs0t6S6BgOmBL9buq5iDzop7yAyVq6zoCUIcE1w033IDGjRvj5ptvRnl5OZYvX47Dhw9j3bp1GDx4cIyMW1O/ZFi8Bz4Vpml/AH6zqg8+qVUCf7MyRYVDEbPJgls8Lgo9qSflRNhGHl0UJd83s2r7VZwM50VXwS3OVnXKLqOJWWGKM3hmA90eaVIcj0ef87hRNOqFbhBuO30GL9QMpFtD9MSeRx2RDbqdXC2A/HZbFuE4pkJzzBd470MC71OaD4D8aFqpPlh1tCWc3uPzfdVB2KsZ5jqmpgWXQcL15fxyjy6KCCAJoWf9Ud6zdBqlMtmMcSnPHK6xag16PtHaLsJWGcWDtAvKyjG4uAStKypxbVpnmNS6+VVzteASfPII99FS1LeC1vFMuD0wId05RmK1kZ7Xyl6Y5xBZyPvXBx98gOnTp2Pnzp348ssvMWPGDKSlpbneP37cezwnEtsFSTleF7PCDtwYBK0TXygDoYedcqYbc5zfGeFcCS6hE8gyJD8XqmrllCA7y2UyO8dFu/iPtW+mNAlrhMEwx0ILLsX+MlE5ZhAgfksmf/rf43cVqyzjwlKPbq4hjBMXee71eqCjdip3IferALj2Ln83r6ImITRuMEyQAbPHzZYI5xQtIf55U/w8rIiWuhylBN4qHmpacHlza+3RuEt0wglBzRHMs1uSZwLScxB650qCnItquvYpCX3N5ZuywYHrml74LvrBaZ6ZoHcI6hTnPROAJ4+dwFsHD6OxJREmH0cm14zXgx+KcIB15b9eaLVUE65G/WGnc4zECesASLi1sND3+gY+JtQHIZ/3Dx48iD//+c/o3Ll2XA1ZlvHee+/hqquuQvPmOs9IR0GLkyx46+Bht2XGuTAEGtq1p+NVJcLNiFuCy+r3gK96qyXCjWGvm2pf5xT4TR5atLbKb/+sfZ3Vvvb1xbfXIbi6CbblgyhdetxYk10vvW5XA0z0tK0QtKn8RX/wu4rfGcgElWaqTaA4DHox5Wo9o5jV67Ii55PR1hWVtSs2EGTGQU++6ke2x9hjAu9ToT6ssl44O8yRhEZrHJcaMTEGV2ImAPUWZ67ytR0CjF8bvZiCJHn8X7ncZG3g+rljRSXe/f2Q+0p6tuAacG/t6/g03cKIBOX+70p2xQmaEAqRySTo+VHrnGCKg9nHOd01lITfsSt1NvCB2te2BqqraNVqiwj3LkqW6geKHYYDc3Yj+YJp+sZDdRLyozmLYpDiX3/9FStXrsSaNWtw+PBhWK1WXHXVVWEJkKLoxM+I9zjgGObCEECibEJNCqh/cQm2JTm7XGqlGywi3IwoWwcEkGio3TqCzaLYegBw/SbnBXpyNkyFv/lcPU7rAr5KccNrSwZm/gco3A/kDQpvvEEIdD9pUVmJKkiYddp3N1Nd5A1yzqZ07jBQfg4N7XYcrzmGx8X7/my1lw4f87+SHgKoN+rj1wjSWsAHyWRxHcC0JssQRmoOcOZ3r8Wuv7KltjXaQydO4bLiElxQVg7kDQYO/xcYuzIqYQYtpanqYglwm53MuVDcfSrkvUeE8yTqdi3iLzkmDIsVmPU1zM9e4PWWJANIbiTkBAZKNfuZqeVFAGqPBzIk2IY9DnwxHwBQIbmPSWSRZX1bFXW/AWjQ1DkbpWo3OEUrKIPsTjWUyW3Xw8c47yFJjKxKhOtgNVrXGWYLJLtJ8/I9wSFoeTz1mAKkNAOy2mnWX63jryzaJY2yRXZKE8SZ/HRTNsp5pZ4KOcFVVlaG9evX4+WXX8b27dshyzIkScKcOXMwb948ZGZmhjNOioaOI4EvX3JbJBmoApsVR0vlYbYqPh24cCLQqh/w6RzXcktFSRSj06BswRVIgsv1eNR9zCvdSRLQ5lLXjyY/3Vo0u2J63kxld3D+09Gw1I544vcPUOqnq+LaQ0eR6nCImRQ2mYGpHzr3lSM7sXrlQKxLScYVRcVuLWt8SRexZRoQelJByC6KSrJHgktwU94DPnsGiEuEdGA95OpjlGsgWUtti4FEWcaQEuesXhj7MmBt4Bww20BUb3IFbmUXzF931LkivNkgGYOLS4QpU11Sh2KUIEBZeYEPMi8gV4LLmgQoLm8kGYhTJLkrJAmJsozWFZX4zRqHZ47qPKyJyQy0H+q+7MLbgE+fBnreaIADsDZlK3RXsivGWnA5RN1AWtcnpjiYfdRqzV4OojGZgfbDfK6idewW7orS41wXZ9RxQwlACA/FvvzyS9xyyy1o3LgxJk+ejB07dmDy5Ml45513IMsyRo4cyeSWUWW09lpkyh+tQyChUe7Myqavprh44LJFQNvB7uvv/HuUIvMhIb32tckCdJ3gc/Xa552CteDyEHIXRQFvchuYbfjg90NYcuyEz/VMELzFoyQ5/75Nu6GF3Y65pwrRsaLSexwhDcKWLYB9Rr2LooCtbTwusIbaarvtXZAoeLf/tBbAsMeAXje7kluAIimvuZ9JQtZ7f1wlVB7rBGntpCaYLopTzpzFxgOH8dixE8DvX0QwqsD5e9jmq3QC1nSf1AZllgAxHmYFSuX4mqiYyCjR4WyT+rdDR/CP3w95j5EogkF/AmZ8Cgx/QrzWJkFwH2S+pgVXbCW4hK0ZWi24LDaf18kmwNk6KgZozZZ47Vnfs8brzXJ4p+8VBD7fU5AtuLp27Yrvv/8eANCnTx9MnToV48ePR1JSEs6cEbBbDgVH5UBsUrTKEZ3yaYiyJJonvtJTkQwnMOP+Cqy5AmjdD4iLh9RjMrBlu+bqLeL1m00wGJKf5EHn8goctagcfkRMOgDIcDjQyK4+S2cNX7N4CU2QFhqRpbJthOyiqGyZ6UCv+MZY+tsnSHDIaN3BIF1KPLr0nTOZgNy+2kksg+5/rtKYLLVTuQu5TzkFk+BqVWmvXbuyNCLxBMvfrYTPMbiMlBiCelmNUktcLRs96rUECc2TmqJnaRl226xYcMJ5/ZUky0iyizFTpxeTCWiUX/1DbXnKJJv6+oJyn9XeKHtSkMrO6h2BOq1WQNZknwkuc/PewJDFEQoquswe119/OFWIxnY7hhUL0IvGB2nPZqBVC/eF8WmAowrIuQBIMsb9WH0VVILru+++gyRJuPzyy/Hoo4+iU6dO/j9ExqFysBVipsEASYpHbMruI0I/eWveE7j719puYj5ukHqWlqFrSnUru3ZDat+48LYIBhgak58bvcuKS9C6shIvpaW6lkmAoZ+IaD2loghq3iug1WoOAWPPnsMbKQ0wrKhYzC6KynrjsAMmMwbWdOWTfSdYReW44Gag/598rCHyAdqpid2Ow14J+eoKr0xwGfj4peS2RQQpU53G4ApbFNHheUMIVM9ElpmnQzTBce07qTnA8e9cy3+xWSCZLVh55BjKJclrvFfhKZJElQZLcFUoxnq1CJyErwu5sljvENSZ44AxLwF7/+0cp+qj+5zL03ORc/ZbwH5a9WNS1/GANSmKgUaOZ4vUbuXl6FlWrk8wddWoM3DdGwEP7UH6CeqaYenSpejatSveeecddOnSBX369MGKFStw7tw5/x8m8am0njEJ2qJGjc1Suzsrx7AQfnDmuATXxZPk42Zi1ZFjtQOCJ2YAf9wFzPxcyCnDTX66HJkAzFYbjF2Qmyl3zn3JXwstwfcy3wbcr3cEgWunGCdl0ptBffTek6ex6vBRPHTipJj7mrIbX1Wle5ckEeMNgN1i9d1KywAtuFpWVnotc0WtHFhX4G0U6iyKopTJX/S+BpIXfw9zp/mwZPRzUY0jFK6/tXJWQtebzr3QcMktAMbbi2qdlmtbyKWbDdIS2IdHj51AC49jstDX+V3HAVc8BRRMB1pd4mzRfMGNuC2xneZHzDGUiPQcU9Awk36okt3u2UhcQV25zJ49G9988w2++OILTJs2DT/++COmTZuGJk2aYNq0aZAkyaMpLBmKyoWsr4SLaGyW2hOCMmojHUr91p9ixThQaS2A7I6RDShEkp9B5jXHUxF4f/N3AWXoI1+/u7wWjTwn6BPRUc8BgxY6x0YJ8AlnTYvOOAA9y8phkyFmdzJlsqSq0n2WVYHrhqc7T9Y+le6f5m+SCGPWHFfUMfYkt3epR5dEQa7p/LWQ9VWb1ca0EplaWUoyugDpudEOJWiua5iENF3joFqFcm0yKN1s/LG3Li8uwbsHDusdRvDMccAN/wAmvwNYbEi1aG8LI/We0TRyGQDv41kMlIwMIKT9rGfPnnjuuedw+PBhrFmzBj179sQbb7wBWZZx44034s9//jNOnjwZ7lgp0tRa3QhycRsIZahuCS4DlcHvzV7r/lGJoq78dVHULKWISYcAxdJJe9u+AxhRJGiCKzEDuPiPirFRgDWHjvr8iOr+JmIXRbcEVwWQ1LD25/hU7/UFdcPZc3jv94P4cu/vsPlLABnq+FyrtgWXortSTVdFAQXagiurymNuK0G2j9rMgkq+klgmyMC1r4c5oshRHYNLkO3gTyPhpkYLE4P8/dXcFp/ret3cmqZbHORBeb73fEvE65Ng9ZgM3PUrTL1nuS0W6oFDt4nO/zc5T/XtppXO1o9TCqvHeDN067P6pU73ZPHx8bj++uuxbds2/Pzzz5g3bx5KSkpw1113IScnJ1wxUrQY/YlBifqg8crD0YrDR5FRVYUZat3jBOD3Eio5Oxph1JnZT9fWmj1t9qlC17LLikuE3gf9dVE02kDGvmQ6HGKPXeehe3k5HvEzy6UXEbtfK7soOuzAhbOAhh2A5hcABprRFgBy7FXOrkh+WzgZaEdTKL1wnvPFeeNrF8an6RJLOEmehzFBjsl+uyj6OD6bO4xwH7fSALy78YixHfz501lxk7x1IXQXOD8GW7LwwuFjeO/3g7CaYyBxcs1r7jOQw1g9NVx8PNCNiRZcAJCUBbNHIs/fw4qouvzPwIR1wKS3VN/+26EjePrIcdx2urB6iUCxk09hq0Ft2rTBww8/jP379+Ptt9/G0KFD/X+IxKJ6wycB/aov5AtuiWo4QVN251Ecg5QPFAvKyrFt/0HMLBQzwWXkp4RK/rooWqsv3m8+cxaLjp/EtNNnMP5skTA3U6Ew+pZrVuk+k5XRHsTbfdQd9RZcAia4Bj4ImOKAhAyg/TDA1sA5zt5NH/t82is0ZdJOjQGOefMUXS5ryFnV46f0vRPofy8wfq3Y3bIUf+fxZ7XHTfVK5AtyTPa3l1h8teASpAzB8IzYZIB6AgA5RjtxBCi7QW1LzSSrsZJEpopzuLCsDDn2KvfrZKNqPwy4+39uiwyZdvDRSsuIxywtZpP7tYtQLbjiEoAOw70SpjUyHQ70Ly2FqwSxUH/qibAfpU0mE0aMGIERI0aE+6sp0tQOqJIE9J8HdLkayGwT/ZiC4HZhLqm+VP1ZLGJHFyh/zauVg8xeqewKJ2LSoVpMj8EF4Lmjx/BQZoazJR2Md8Hoa45B1W0j4gVkei5w+/fOySRqxhczyI2tG1sKUF7dpN/ib8Yx8cvXxiP5CwANEqrLFRcP9J8b5YjqxlcyyOvILUg98TsGV7OeAA6of9bPAxcRmWUZlYq6H/IkAVEwoqgY7yQnoUGVw/f+kty49nV2J+DYD5EPLkyUE+eYTeJuC1W73659/dN7QO8ZztdNzwcOfeNsIWw0RjwvevKV4BL4WjhYZo+HXIYuWQz11Ih1Yly5kBhUD6iS80SSlWeoE4pyfhWLwBeG3owUqzbJzyyKVq2TRPvhEYgmOkzX/B24/En3cZMMpFWlHSuPHMOEc0UAAIdiX+xeVqZXWAGr8nV8GvoIMOIv7stEPZ41aGSo8bb88pfgEnU7+GGkCVicav/OvrrzJTo8x+ASo5xSr2k+32/YeqDme/5m9RWRZ8Qij8H1wIlTePj4CWw8eNhtf8m2eySGrYnALf8HXL0ayNKeQU544m4K/ypKal9P3OCctMVA49PFFJN2q2yRE9rBMoncRdGXMS+pLDRI7MQEFyloteAyCGWkypI4tA5Iwx6PZDghEfkiNih+bopsWgkuPzcxuqiO1d8YXFJOAXDBjcCc3dGIKuKU5U1yiH9S925jo9C0O9BzarRCoUrFTHxx/ma6NOYxTxJxDDefFAkuH9W5pVdrNTG2j6lZD5/vZ1kSNd8zG7IFl/vPIndRTJRljCwqQeOqKij3l0dtrb1Xbty5ejxB8c8pSkYak9In5bVZUibQ7VrnxC0Ufb5aaQlc34NlNrs/5BKqi6IvauOesgWXYTDBRbW0xuAyitQWrpfKLnA25QldWcb24o0TV18SXCmerQRqCNws228XxZrYjTBW0nUbnV1ERr+ouYpyS/jq/ieKnmXlmu/FTL0yivSWta/93TwZdNtIBr58smgkFy4uKcVV1S04XQRpweWry07/4hLN9wCxk0NaPFs5GKZFh2J/OU/2Mf6e38knRCNGPagzQepzuBkyAemji2KC2Wj1Q5vQg8z7onpPbJDYKVaO2BQWBrwIVFJGf2FpGVpUViLJ4cCt5kaKlSSNT4hCxJjCL8VzKvoaRr74MlL9yRsIzPzMfQY4D3GKJHGlAcrWrrISTx097hwHxoORkxGGNPBB58VhTm8gMdPPyuLvW2r8dcMWjTJBojUG13NHj8MrPS9I3ffVYk6WJJ9xmozW2i4732ucGsMk6RX1QtJ6kAUAF/0x8rFEiEG2BIkuu6Pq4lcPHUGcn3FsjcTk2YJLpziCpnaOZwsuwzDWFRpFliQ5++N7LjMIZaQWWcabBw7jk/0H0USyqq8lYNkM85TWH49E1QjlQPLwNbuFuOX310XRLXZb9RhKQx6JWDyRprwJtksAWl6kWyyBGlBSimHFxV7LzQK3DIxJna4E7toDTHnf/3FWwONwIIw3BlctX2NweRGknL5acPkrjeHq/+jnvQbVN86sasqx3ny0/U1upP2eiAx6nPISK+XwYMi0Q94g1cVdyyuAKp+DLhiKxSPB5W/CELEZOvh6xShnTIqWbtd6LDDuyTAOzrEh3IjegsvXxYdhLnDhVY6Fx0+6/WyYJsoAAj6hKct829fApLeBglsiE1IUtLTXTtUwpLgEGL9Wx2gCp1aD4nwM5koRkpih/gTUk0FvuAzXKijAMbi8CNLl2uSjRYO/4hhuW6U0M3AXRcXMj75aOxgt6QjBrx3roWaK8QJlQ11TVvN17pN9tH40GM9B5rW6yBOFk4HumEkXRrr5UFxMuR0+tZJaAiaMfF7E5vaNXiB15fG39RyJQ/MJjsDNsv2NweW2byU3BFr3C+wGX1BZVQ48dfQ47jh5GuPOFgG2BnqHRCQMi1ncY5Ua5Rg1ccF0szD7GEcpinx2UQQ0xktxMhstwWUyGbeLooLUpJv2m4IkTkNj5Bt04+1HWgaU1I69F3s9x2KnQGaL+znE0C24Ym9Hi1nGvfuiKDHOyVAzUq0DktEuGEc/r3cEgfOTPNR81yLGzVRIjLY/BWBASSkmnz3nHJdHwIRwwGq2zQU3O/8fn6pfLBQT4kzGOlYpH54EVZMFSUT4TXCl5YT0WSFJZgN3UVToP0/7PcNtkxg5v8dKOWJdDCVSzCb3AfMNVvM9xM52iXXGegRJ5JPGgUfZ1FfwLoo+n9KmNI1eIHUVSoLLmhyRUMIlqDG4YpIxy5fgcNTuj5c9BLS8EGjRW9+gyPDK7BacPHQI5eXlkA1wMzIsdyr6mJxdeppnV2BdVRW2Jya4rfNbhspshOm5wG+/RSFC30pK4jEqexS+L/oev5T84r1CXAKePHocDzTMxI2FZ/FURprrLbPALYNVSSavcdIM00XRbSxKH61+BUmchsI420KNkWP3JdbKJf45JVAmrxZcBi6bkWOvZwx21qdouP7MWbySmoLxZ88Z6mlPK3MS/l3pHOspVTl7j0M5WKPYg8wbupWMkp8bCtW/vKhlzx8NvHc3/F5wiLg/BWP0i8CmadrvG7R8Txw7AdceF5cAdB6jazxkfJdlXoZDZx2A+Qzi4uJgMkBX5M7NLoC9+hhmgwnxDjt6e8atNuudxea9TAdWayqGNR6GC8svxMcnPsZHJz9yvScDgCUeg0tKcem+AzADbgkuI2wfNya1FlzGPP5qMpmBCeuA167RO5LAxMrfX5D6HA7uWyTGEg8xlEgxe3RzZwsuigYmuMjLnacKMbKoGHkVlf5XFsitCbn45fRPaGavcs5CUsOhmMlH8BZcMUMyI6+iAnusVlxW5D2rnfpnBL0JiU8Fbv8e+OHvwO4XtNcTNf5AnTceKNwHbF2s/r5BLvA9Lz8uKS0z/rYhYbRNbItBWYOQmJSMJs1yYLUao6vi/47/iBLJeS7MlK1oVFmEH6xWt/rSuqLmvCnBVZOSM4RoPWyvLEXFSTsSziRgEAbht9LfsKdkD4Dq8cWqb6LUbp7MksEuddVacMXiMazDcL0jCFhpVe01ZZzR7nEHLQQ+nu98nZCubyxhNKi4FK+kpgAAeltip1xORtvJtJk8kqqGPpJdcJPeEVCADHbWp2gwAehYk9wyyE0tACTBjJeOHPd+w202EtEHmRcvppCYTFh69AQ+S4jHSKMnuADnoPHJ2X5WMk5d0ZTdUe8I6kx17iGR9y0ylPzkfKTaUtGkUbZhklueZAmALRWQS6B63GrQGCg56Tx3+j3uRYdJMkGySIhLjUNqSSo6J3euTXABQIMmmp81XHJIMntdCZiMcn7JG6h3BBHRPKGh63Uv2WD1PqWZ4ofYSZx0Ly/HsqPHYZVltE9P0juc8IqhFlzwmMXaXFO2VpfoEEyQbtsB/O9fQHpLoOg40GWs3hFRgJjgIj8MclEFuLfUUio9rb7cQMk7I2ppt6PluaLAPyD8TYif/SUm9ifjl8Ghth1iYtuQbqZ8AGxzdt9tZG0Em9UGq9W4YwgBADJawXbiO5Sp1hdTbbJbkONyzbhHkkWCzWpDttUj8ZaineAyG2zGS5jMMHvc3xpmFsWB8/WOICL6ZnTG1MIzsMjAkORGeocTHOW+E0uJEwCXlpQ6X8RYuWIpEel5DjEBQLfrgEvv1yWcoGS2cf4jwzHYWZ+izigXVYDHWFsKh/9b+1rw8kgmseOLKEFupLTkJGnfQDnV420nEPUWXNw2VAct+7hemiUzzCYTjFzfJUiAJKF5ZRX2WFWOu9Yk4Y7HygSPyWSCRdHtULYkqH2kdv3Ehj7fF44kweR1gyvw/jb5PeDtWUCvaUB8it7RRIQkSbj99BnnDw3Eqht+KcdENfDg/r7FUEII8Oh5YnAe11+mlhcBo57RKRiqLwx2lCbywaEYMyy1hcZKgg8yL/JFbD2XZUvDs0eOaa8g5P4UpLIzekdQZ+yiSJEWK3uTTeum0Gq07j6+b26t8WnRCSOMTLL7+UTobpa5FwGzvwF6z9A7kugwWmuh9sOAlOZAXCJw6QN6RxMZBtskNZ4/ckx9VkGj7WO+eBy7pEvu1CkQqk8EPmOSGAx0065swdX9+trXCRm1rwUfZN7Y00/HOElC39IyDNUaUywWElwx8HRX2UWxf3GJ84XIN4f1kTVZ7wjqNZ/3TsImg7SPr/5uBc0GPK55jcEVC+cX0ofFBtz2NXDHj0Bajt7RRIgxE0IXlZZh6/6DKu8YszyqPK+/4hL1iYPqFV71k29GuqiqUiS43G6gjHOiEPopbX1XvW0MVCOC17ir3hHUmXIkvj6lZc4XrFdimfQWkJQNFBi5xYfBjgSqz3Y8ymC2egxILa4WlbXne9lvaweDbSsAJs8xuAxYhphlpOviGnHxzhmhY5WBWzxlOFTanRu4PF486wuvxygKuJeRHwY6kWe1rX2tnNbc7UShLE8MnUBigujbw0B1IVTZHfSOoM6Ue5G55gUvqMTSvCdw58/AsEf1jiR0hjsc1AYsubq/eRxzszsBFkFniPP4e2fbFQkuldXnnzgJABhQXGLI+m/23L+MmFSJJbGUcIhJxt4+I6p7Bsw9WTMplrHL48bz+GvA4zEZDweZJ9+MdFF1yV3A8R+BtJZAToHiDcWJwi2/Jd4JxEh/7nqneuNwE4lN+SxUUnlFguDBTj8qf/r0qirBt4mk+ZPamXxsURkuKD2EZna74OVSZ/Yob7yFl+tEmgS8ng/GouMnMf30GbSsSdwbvDxuvBJcxjsek/EwjUp+GOhAZEsGrv07MHwJYDLXLnc7T4hdHuU5zRxLJzhPzXoCaVoTAQiqPnRRjAGy4uLJVYf4xJDqqEGVZzcS4x4JXKeW+DS0rahAM7sdjauqfH5GJJ61WVZLcVlsaGm3O5/iGvCGyrOMcWaz6nqGVzADsCQA176udyS+GXAfql+Mfb1sBpBrt9eeVTLzdIwmzNiCi3TAvYxik6RMcCluTK6snpo2MVPIwXTtivYn1lhOcNmSgdn/1TuKILEFlxEob9NdJzheUFEd/am6y5tRqbZ4SmkGK4A0h8NVVxYsWABJkrBz505cffXVSE1NRUZGBubMmQO73Y6ffvoJQ4cORYMGDZCbm4slS5a4vresrAx33HEHunXr5vpcnz598NZbb7nF8tprr0GSJCxfvtxt+fz582E2m7F582bVEuRWViK9qgpJjgDOjSZliyfjHbU9W3AZsQwBGfYoMG8/0G6I3pH4FsvXY7EglrZPTgHQtJveUYQRx+Ci6GObZ/LNqE+tTMoDqOLE13EEMH27cyYZk3gH2QSzzfX6+jPn8GJ67AwKuu7gETzQMAOjzxUDDU3urewA8S9QarooCh5mfadsZ8MxuChczi8rd73Weviw8B/f44dDZ6MVkk+dmqZg/sh8188mSXKdCuNqzn2ex2CFcePG4brrrsP06dOxefNmLFmyBJWVlfj4448xc+ZM3Hnnnfjb3/6GuXPnIi8vD2PGjEF5eTlOnTqFO++8E82aNUNFRQU+/vhjjBkzBqtWrcKkSZMAABMmTMA///lP3HHHHejduzd69uyJTz75BIsWLcK9996LwYMHewckAUmyjKSqKvwG2eOWqbpg3W8AdqxxPsByKFLdBqz/9WoWRVHHfdMUw9vCSC6cDXz6VPUPMXRh1mOK3hGEF1twkQ6Y4CLfJIM2i3drweVx4msi7kxxVrMNrxw6gp+sVlxRVBxTCa7OFRXYdPCI84eG1ReIlnjAXqZfUMFwjcEVQxdSvqS2AM7s1zuKoDkUN4ImVxdF3pBQ3WQ2aI6XDh9FRXYF4mTZo4WQ0w+HzuI//zulQ3T+SYoEl8VrBHNv06ZNw5w5cwAAgwYNwkcffYTly5dj48aNGD16NACgf//+eOedd/Dqq69izJgxSE1NxapVq1zfUVVVhYEDB+L06dNYunSpK8EFAEuXLsV//vMfjBs3Du+++y6uvfZa9O3bFwsWLNAqgWasrlP8wAeBjNZA637AK2OUhfdbXtGYPMcc402hQOrJNYDolLM+yyozERpVanO9IwgvJrhIB0xwkW+Ge7JWTdJowWUA3cor0K28AsYZESUENTcck94CVgreNcHFGXOWgcaqCcmEdcDOvwOXPgAs76F3NEFTbp3aFlzGu8ElwUxcj97PFuC3mkGAVfapTk1TohyUtsBi0a4XI0aMcPu5Y8eO+PbbbzFs2DDXMovFgry8POzbt8+1bP369Vi6dCm+/fZbFBcXu5bHx8e7fZ/NZsPrr7+OHj16oHv37khJScG6detgDmGsKdetbVIWcPEfq4umuAYw4A2VV4KLrYaI3CmPwaL3AAhG7sV6RxBenudKAx6PyXiY4KLYpDyAGunEp2x9omMYEVezfTLaKBYKvp2qt83NhWfxfwkJSHM48J+EeD8fMqAOw53/DOqUKR2As1WgiYPMU7gEsA8puwSKzX+yJCMjw+1nq9WKxMREr0SV1WrF2bPObpkbN27EuHHjcPXVV+Ouu+5C48aNYbFY8Nxzz2HlypVevyMvLw99+/bFu+++ixkzZqBJkyY+QvY1i6LKuUPZ/dKA9d/sWV4DlgEA7jtxCi+lpeD+k6f1DiWMmGwUj+DXj8GItQdykgmN7XYcsVick7UY9FhGxsIEF8UmZfeRFgX6xRE0SeVVLKounaFO5M5Yk2UZbxxydrXs0spgM0HGqoR0oNR5A8UxuCgiDL4PReNIu3btWrRq1Qp///vfnV0iq5WXl6uuv2LFCrz77rvo1asXli9fjvHjx6OgIEzna7ftZaTzjJPFK8FlvDIAwIRzRZhwrkjvMMIghhIosSJWW3DFGknCysPH8GZyEq4oKjb8uZSMgXsZxSaLFbhsMdD2MmDUc3pHUz+1uND5/5Yqza2NeILzMSAz6Wzye0DrAcCYl6C8EeEsihQ2Bk0w+BTmIkmSBKvV6paMOXLkiNcsigCwa9cuzJ49G5MmTcL27dvRtWtXjB8/HqdPB9/SR/XWVjJ2Cy7PiNlFkciT6tywJBrJhBy7HbcVnkFLu92Qx2MyHsPvZefOncPdd9+Nyy67DA0bNoQkST4GKQV27NiBQYMGITk5GWlpaRgzZgx+++236AVM0XPhLGDieiClqd6RBC6WbqImvAqMWQFMWKvypsrFiOhP4FKaAbl99Y6C1DTqBEx6E+g6zm2xybVLxVC9In3E1EV5ZI61I0aMwE8//YSZM2fik08+wZo1a3DxxRd7dT0sLi7GuHHj0KpVKzz77LOwWq14/fXXUVhYiClTAptBLF5xvuhbqjJRidsYXMar/2aPY5YppvY/IzLePhTz2ILLGLwGmWddosgz/Bnz5MmTePHFF1FeXo5Ro0b5XPfHH39E//79UVFRgddffx0rV67Ezz//jL59++L48ePRCZgoCO3KKwAAjx87oXMkIUjMALpe7ew+5smaVP3CQCc6SQJu+AfQfZL/dUk3Sbbalhummht5c5xO0VDMYILBrylTpuDRRx/F+++/j+HDh+Oxxx7DvHnzcO2117qtd8stt2D//v1Yv349kpKc54LWrVtjxYoVeOutt7B06VK/vytelrH4+EncVHgGU8+c817BZPBB5nlTKBgmUMTDFlyGwFkUSQeGH4OrZcuWOH36NCRJwokTJ7BixQrNdR988EHYbDa88847SElxzjDUo0cPtG3bFk888QQee+yxaIVNpMH9IvaVw0dxyGJBXmWlTvFEiCvBpWSACxRJAkxMlogszmRy7UquVBcTXFRX1mS9I6gTkyJBUuU61nonTRYsWKDaCn716tVYvXq11/Jt27a5/Tx37lzMnTtX9XtrvPLKK3jllVe81hk7dizkIFpiXFFUPUuj2g2Twcfg8hy1zGT859Gxg8lGMRh1Milfxv1V7wgigLMoUvQZfi+TJCmgwTftdjveeecdXHXVVa7kFuBMkA0YMACbNm2KZJhEIUmU5dhLbgHAgPud/49LqF2WN1ifWCjGKMbgipWLXtJfUqbeEdSJRXG5VyU7fKxpQGrlMfgYXB/EVbn9bNRZFGMSzytiiMVEY6cr9Y4g/NiCi3Rg+BZcgfr1119RWlqKrl27er3XtWtXbN68GWVlZV5TYCsdO3bMqyvjnj17wh4r1WOxeML2dMM7QINGztfWRODKZ4D9nwOD/6RvXAHjxa3IlFtHAoAGBhqDjyhC3Iar0S+M6HEbg0u/MMLFqLMoxgxlC840zp4sBo7BZQgmj1QDE1wUBfUmwXXy5EkAQEZGhtd7GRkZkGUZp0+f9hoMVenZZ5/FwoULIxYjUb3o/tbKY6D2869z/iMKMwkAbtqsdxhEulPOwlcvbgVNxm7B5YktuHTWuAvQeSxw/CdgyMN6R0OAxwPhenFUMyYTW3BR9Am1l23bts3V5dDfv//+978h/Q5fT8H8PSGbOXMmvvvuO7d/b775ZkhxEKmyWIGOI52vL39S31iIDEhWXOjKANBA+6EFUVAuW+z8v0W7pbeo3G8FY+BmMKu97/cNPgaXJykGymBokgSMfRmY8W8guaHe0RAAtuAyKCa4KAqEasHVvn17vPTSSwGt26JFcE2EMzOd42fUtORSOnXqFCRJQlpams/vyM7ORnZ2dlC/lyhoV/8VKD7mHIj93Tl6R0OeeCEltCrF9jED7i05iOriwlnATz8AFpvekQTNrHieaYqFZElDfwmuGCijAltwEXmIhRZc/e8Btj2idxTRxWMZRYFQCa4mTZrgpptuish3t2nTBgkJCdi1a5fXe7t27UJeXp7P8bfqFUs8YC+rH93lRGQyAQ0aA+VFekcSPle9DLx7BzDgPr0joRhXpbjQtTAZSeEWZ8zrhFSzFacqHaiChCxzdRmMnATyF7tykHm5Sns9Qf2hqgGWmc/VLjDytiKKiBhowXXhbCa4iCKg3uxlFosFI0eOxMaNG3HuXO1Fw/79+7F161aMGTNGx+gEM3070GcWMOP/9I6kfoulk0CXscDcvUDBNL0joRinTHCZO1yhYyRE4pAgoVWlHXmVlTDHQgsuf2WwNah9XXYmsqFEwHlwT6TKMbHNiMLIbeYMg84Ma66HDQmYrKcoEKoFV6jef/99FBcXuxJXP/zwA9544w0AwPDhw5GYmAgAWLhwIS644AKMGDEC8+bNQ1lZGR588EFkZWXhjjvu0C1+4TRsBwxZrHcUFGsngVgrT30wdhXwn+cNNMMloGyrYW7aTa8wiIQTU0dgf+eTPrcCe7c7X2d3inw84eZRPnMsPfAiCosY6KJYH+t1fSwzRV1MJLhmzJiBffv2uX5ev3491q9fDwD43//+h9zcXABAhw4dsG3bNsydOxdjx46FxWLBpZdeiieeeAING3LQSBJNTN2OxBCDXkiFovMY5z8DcWvB5Tk9NRHVD+2HAePXAgnpzi7/BiObmOAi8kmKgS6K9fE6n8cyioKYuPrfu3dvwOv26NEDH3/8ceSCIQoXtngiCtrdyMBNOIIEhwOtExrpHQ4RhUtiJlByEjBb3ZenaUw6VDMjsQHJHiOImCVOlkHkJj6t9nV6S93CqJP6eJ3PBBdFAfcyImHVwxOfERj2SWH9UCDb8MaBw3j/90Owet4IE1HE7N27F5IkYfXq1ZH5Bak5QGZbIM457AT63wtk5wPX/D0yv09PHjeBFrZGJXLXvCfQdTzQ/ALg0gf0jiY09THBxWMZRQH3MiJR1ccTH1EYtK+sdL5gHSKKmiZNmuCzzz5DmzZtIvMLJAmwJQPSMefP/ec6/8UgWTK59Ya3sNUDkTtJAsa8qHcUFCyLTe8IqB5ggotIWLw5JwqasoUdbwqJosZms6F37956hxET8uHe+rSxNVWnSIiIiIyFV/9EomLrE6LgKacLZ4KLKCgLFiyAJEnYuXMnrr76aqSmpiIjIwNz5syB3W7HTz/9hKFDh6JBgwbIzc3FkiVLXJ9V66JY833ff/89rrnmGqSmpqJRo0aYOnUqzpw5o0MJjaHBr1vxj98PYdbpQnzw+0FYTXF6h0RERGQIvPonEhYTXGLiGFyGwQQXUbXgZhwbN24czjvvPGzYsAE333wz/vKXv+D222/HqFGjcPnll2PTpk249NJLMXfuXGzcuNHv91111VVo164dNmzYgHnz5uFvf/sbbr/99roUKObl2u2YXngWzexVfOBFRMZ1yV3O//eZpW8cVG+wiyKRqHhBKyYOMm8crEMUTe/PA47s0jsKp8ZdgGGP1v4cZFWYNm0a5syZAwAYNGgQPvroIyxfvhwbN27E6NGjAQD9+/fHO++8g1dffRVjxozx+X033ngj7rrrLtf37dmzBytXrsTLL78MifXUPybricioBtwHdLsWSG+ldyRUTzDBRSQqXvQTBc/tRpB1iKLoyC5g37/1jkKDsi74T9KPGDHC7eeOHTvi22+/xbBhw1zLLBYL8vLysG/fPr/fd8UVV7j93LVrV5SVleHYsWNo1KiR388Tj2VEMa3dUL0jiBxJAjJa6x0F1SNMcBERUexQJobZ6oGiqXEXvSOoVcdYMjIy3H62Wq1ITExEfHy81/KzZ8/6/b7MzEy3n20250xapaWldYqz3uCxjCg2Xbse+HVLbTc+IqozJriIjIADzAppybETWJmagjmnTusdCqlhK0iKJmWXQOEENwYXCcaox7IxK4BPlwGXLdY7EiIxtbvM+Y+IwoYJLiKRdRgB/LIZuN7/IL4UfcOKSzCsuETvMIiIfDNofoRqGHQDdr3a+Y+IiChKmOAiEtn4tUBFMWBL1jsSImOQ2FKFyFtwY3CRYIzagouIiCjK2KmfSGSSxOSWcHhzKDbeyBN5sSbWvral6BcHhYYJLiIiooAwwUVEFAzmTIjIaOISgfRcILU5EJ+qudqCBQsgyzKysrLclq9evRpFRUVe62/btg3fffcdACA3NxeyLGPy5Ml+v2/y5MmQZRm5ubkhF6le4SDzREREAWEXRSIiih2OqtrXJp7iiFwS0vWOgELGFlxERESB4CMhIiKKHVUVta/NVv3iICIiIiKiqGKCi4iIYodbgitOvziIiIiIiCiqmOAiIqLYEa8YQNuSoF8cRERhw8EfiYiIAsEEFxFRUHijIbTLn3QOot2iD5DdUe9oiIiCd8ld7j/LPO8QEREFggkuIqJgXHib3hGQL1ltgTt/Aaa8D0gcmJmIDKjD5R4LmOAiIiIKBBNcRETByO4I3Pol8Mfv9I6EtFhsTG4RkXE16eb+M1twERERBYQJLiKiYDVsB6Tl6B0FERHFIkkCOl+ldxRERESGwwQXEREREZFQFK1Q2YKLiIgoIExwERGFavgTQFJDYNwrekdCRBS85EaAKQ7IbKt3JOTJrZs1E1xERESBsOgdABGRYfW6GbjgJo73RETGlNIUaNCExzAhsQUXERFRsNiCi4ioLnhjSERGxmOYmJTbRXboFwcREZGBMMFFRERERCQUdlEkIiIKFhNcREREREQikdhFkYiIKFhMcBERERER9uzZgylTpqBt27ZITExEs2bNMHLkSOzatcu1zvHjx2G1WvHAAw94ff7HH3+EJEl46qmnXMv+/e9/o0+fPoiPj0ezZs3wwAMPYMWKFZAkCXv37o1GsQyKXUeJiIiCxUHmiYiIiOrosS8ew4+nftQ7DABAh4wOmNtrbtCfO3ToEDIzM/Hoo4+iYcOGOHXqFNasWYOCggJ88803aN++PRo2bIgRI0ZgzZo1WLhwIUym2melq1atgtVqxcSJEwEAO3fuxODBg9GuXTusWbMGiYmJeP7557F27dqwlTVmcRZFIiKioDHBRURERFRHP576EV8d/UrvMOrkkksuwSWXXOL6uaqqCpdffjny8/Pxwgsv4MknnwQATJkyBZs2bcKWLVswePBg17pr167FyJEjkZmZCQBYtGgRzGYztmzZgqysLADA5Zdfji5dukS5ZEbEQeaJiIiCxQQXERERUR11yOigdwguocZit9uxZMkSrF27Fnv27EFlZaXrvd27d7teDxs2DI0bN8aqVatcCa4PP/wQhw4dwtSpU13r/fOf/8Sll17qSm4BgMlkwrhx47BgwYKQYqw33BpwsQUXERFRIJjgIiIiIqqjULoEimbOnDl45plnMHfuXPTr1w/p6ekwmUy46aabUFpa6lrPYrHg+uuvx9NPP43CwkKkpaVh9erVaNKkCYYMGeJa7+TJk2jUqJHX71FbRp7YRZGIiChYHGSeiIiIiLB27VpMmjQJDz/8MIYMGYJevXqhZ8+eOHHihNe6U6ZMQVlZGV577TWcPn0ab7/9NiZNmgSz2exaJzMzE0ePHvX67JEjRyJajpjAWRSJiIiCxhZcRERERARJkmCz2dyWvfvuuzh48CDy8vLclnfs2BEFBQVYtWoVqqqqUF5ejilTprit069fP7z33ns4ceKEq5uiw+HA+vXrI1uQmMAWXERERMFigouIiIiIMGLECKxevRodOnRA165d8fXXX+Pxxx9H8+bNVdefOnUqpk+fjkOHDuHCCy9E+/bt3d6/77778I9//AMDBw7Efffdh4SEBDz//PMoLi4GALcZGMkDW3AREREFjVcWRERERIRly5bhuuuuwyOPPIKRI0fi7bffxsaNG9GmTRvV9SdMmICEhAQcOHDAq/UWAJx33nnYvHkzEhISMGnSJEybNg35+fmYOXMmACA1NTWi5TE0a3Lta4tNez0iIiJyYQsuIiIiIkJaWhpWrFjhtXzbtm2q66ekpKCkpMTnd1588cX4/PPP3ZZddtllaNu2LRNcvvS9A9i1HrAmAZ3H6h0NERGRITDBRUREREQRMWfOHJx//vnIycnBqVOn8Oqrr2Lz5s14+eWX9Q5NbIkZwB+/A0xm5z8iIiLyiwkuIiIiIoqIqqoqPPjggzhy5AgkSUKnTp3wyiuv4LrrrtM7NPFZrHpHQEREZChMcBERERFRRCxbtgzLli3TOwwiIiKqBzjIPBEREREZgswZBYmIiEgDE1xEREREAZAkCXa7nUkWnciyjKqqKkiSpHcoREREJCAmuIiIiIgCkJycjKqqKhw+fBh2u13vcOoVu92Ow4cPo6qqCsnJyXqHQ0RERALiGFxEREREAUhPT0dJSQnOnDmDM2fOwGKxwGQysUVRBMmyDIfD4UooJiYmIj09XeeoiIiISERMcBEREREFwGKxoEWLFjh37hzOnj2LyspKdleMMEmSYLFYkJCQgJSUFDRo0IAJRSIiIlLFBBcRERFRgCRJQkpKClJSUvQOhYiIiIgUOAYXEREREREREREZGhNcRERERERERERkaExwERERERERERGRoTHBRUREREREREREhsYEFxERERERERERGRoTXEREREREREREZGgWvQMwuvLycgDAnj17dI6EiIiIiIiIiCg21ORZavIu/jDBVUe///47AGDUqFH6BkJEREREREREFGN+//13dO/e3e96kizLchTiiVmFhYX45z//iZycHNhsNr3DCdmePXswatQovPnmm8jLy9M7HCJhsa4QBYZ1hSgwrCtEgWFdIQpMLNWV8vJy/P777+jXrx/S0tL8rs8WXHWUlpaGK6+8Uu8wwiYvLw/5+fl6h0EkPNYVosCwrhAFhnWFKDCsK0SBiZW6EkjLrRocZJ6IiIiIiIiIiAyNCS4iIiIiIiIiIjI0JriIiIiIiIiIiMjQmOAiAEDDhg0xf/58NGzYUO9QiITGukIUGNYVosCwrhAFhnWFKDD1ua5wFkUiIiIiIiIiIjI0tuAiIiIiIiIiIiJDY4KLiIiIiIiIiIgMjQkuIiIiIiIiIiIyNCa4iIiIiIiIiIjI0JjgMrBPPvkEU6dORYcOHZCUlIRmzZrhyiuvxNdff+217o4dOzBo0CAkJycjLS0NY8aMwW+//ab6vU8//TQ6dOgAm82GVq1aYeHChaisrPRa79ixY5g8eTKysrKQmJiIPn36YMuWLWEvJ1Fd6V1XlO6//35IkoTOnTuHpWxE4aR3Xdm6dSsGDx6M7OxsJCcno2vXrnjqqadQVVUV9rIS1UUk6srSpUsxZswYtGrVCpIkoX///qq/e+PGjbjmmmuQl5eHhIQE5ObmYuLEifjll1/CXUyiOtOzrtR466230K9fP6SkpCApKQn5+fl48cUXw1VEorAId135+eefceedd6JHjx5IS0tDRkYGLrroIrzxxhuqvz9m7u1lMqyxY8fKAwYMkJ999ll527Zt8vr16+XevXvLFotF3rJli2u93bt3yw0aNJD79u0rv/vuu/KGDRvk/Px8uWnTpvKxY8fcvnPRokWyJEnyPffcI2/dulVesmSJbLVa5ZtvvtltvbKyMrlz585y8+bN5bVr18offfSRfOWVV8oWi0Xetm1bVMpPFCg964rSN998I9tsNrlRo0Zyfn5+xMpLFCo968rmzZtlk8kk9+/fX37zzTflzZs3y7fddpsMQJ49e3ZUyk8UqEjUlfbt28vdu3eXp06dKjds2FDu16+f6u/u1auXfMUVV8grV66Ut23bJr/yyityx44d5eTkZPm7776LZLGJgqZnXZFlWX7kkUdkk8kkz5w5U37//ffljz/+WF6+fLn89NNPR6rIRCEJd115+umn5Q4dOsiLFy+WP/roI/m9996Tb7jhBhmAvHDhQrffHUv39kxwGdjRo0e9lp07d05u1KiRPHDgQNeyq6++Ws7KypLPnDnjWrZ37145Li5Ovvvuu13LTpw4IcfHx8vTpk1z+87FixfLkiTJ33//vWvZM888IwOQP/30U9eyyspKuVOnTnKvXr3CUj6icNGzrtSorKyUu3XrJs+ePVvu168fE1wkJD3rysSJE2WbzSYXFRW5rXvZZZfJKSkpdS4bUTiFu67IsixXVVW5Xufn52vetKv97oMHD8pxcXHyjTfeGGxRiCJKz7ry1VdfySaTSX7sscfqWAqiyAt3XTl+/LjscDi8vvPyyy+XExMT5bKyMteyWLq3ZxdFA8vOzvZalpycjE6dOuH3338HANjtdrzzzju46qqrkJKS4lqvZcuWGDBgADZt2uRa9sEHH6CsrAxTpkxx+84pU6ZAlmW8+eabrmWbNm1C+/bt0adPH9cyi8WC6667Dl988QUOHjwYrmIS1ZmedaXGo48+ilOnTmHx4sVhKhVR+OlZV+Li4mC1WpGQkOC2blpaGuLj48NRPKKwCXddAQCTKbDLcrXf3bRpUzRv3tz1u4lEoWddWb58OWw2G2677bY6lIAoOsJdV7KysiBJktd39urVCyUlJTh16pRrWSzd2zPBFWPOnDmDHTt2ID8/HwDw66+/orS0FF27dvVat2vXrtizZw/KysoAAN999x0AoEuXLm7rNWnSBFlZWa73a9bV+k4A+P7778NTIKIIiVZdAYAffvgBixYtwnPPPYfk5ORIFIcoYqJVV2655RZUVFRg9uzZOHToEAoLC/HKK69g06ZNuPvuuyNVPKKwqUtdqavffvsN+/btc/1uIpFFq67861//QseOHbFhwwa0b98eZrMZzZs3x7x581BRUVHnchBFWiTqytatW9GwYUO3hFos3dszwRVjbr31VhQXF+O+++4DAJw8eRIAkJGR4bVuRkYGZFnG6dOnXevabDYkJSWprlvzXTXran2n8vcSiSpadcXhcGDq1KkYM2YMhg8fHomiEEVUtOpKQUEBPvnkE2zatAnNmjVDeno6pkyZgsWLF+OOO+6IRNGIwqoudaUu7HY7brzxRiQnJ+P222+v8/cRRVq06srBgwfxyy+/YPbs2Zg9ezY+/vhjTJ48GU888YRXy2IiEYW7rqxYsQLbtm3D/fffD7PZ7FoeS/f2Fr0DoPB54IEH8Oqrr+Lpp59Gjx493N5Ta56o9l6g6wW7LpFIollXnnzySfzyyy94++236xAxkT6iWVe+/vprjB49GgUFBXjhhReQlJSETz75BPfffz/KysrwwAMP1KEkRJEVjroSClmWceONN2L79u3YsGEDcnJy6vR9RJEWzbricDhw7tw5rFu3DhMmTAAADBgwAMXFxVi6dCkWLlyIvLy8oL+XKBrCXVfef/993HrrrRg7dqxqt91YubdnC64YsXDhQixatAiLFy/GrFmzXMszMzMBqGddT506BUmSkJaW5lq3rKwMJSUlqusqs7qZmZma3wmoZ5WJRBDNurJ//348+OCDmD9/PqxWKwoLC1FYWAi73Q6Hw4HCwkKUlpZGoJREdRft88qtt96KRo0aYdOmTRgxYgQGDBiAhx56CPPmzcOCBQtUp4onEkE46kooZFnGTTfdhLVr12L16tW48sorQ/4uomiIdl2p+d4hQ4a4LR82bBgAYMeOHUF/J1E0hLuufPjhhxgzZgwGDx6MV1991SthFUv39kxwxYCFCxdiwYIFWLBgAe69916399q0aYOEhATs2rXL63O7du1CXl6ea/DemjFSPNc9cuQITpw4gc6dO7uWdenSRfM7AbitSySKaNeV3377DaWlpfjDH/6A9PR017//+7//w+7du5Geno577rknEkUlqhM9ziv//e9/0aNHD7cm8wBwwQUXwOFwYPfu3WEpG1E4hauuBKsmubVq1SqsWLEC1113XUjfQxQtetQVtTGFAGf9AQIfrJ4omsJdVz788EOMGjUK/fr1w4YNG2C1Wr0+G1P39rrM3Uhh86c//UkGIN9///2a64wbN07Ozs6Wz54961q2b98+2Wq1ynPnznUtO3nypBwfHy/fcsstbp9/5JFHvKZzf/bZZ2UA8ueff+5aVllZKefn58sFBQXhKBpRWOlRV06fPi1v3brV6995550n5+bmylu3bpV/+eWXMJeUqG70Oq+0atVK7ty5s2y3293Wvffee2UA8n//+9+6Fo0orMJZVzzl5+fL/fr1U33P4XDIN954oyxJkvziiy+GHD9RtOhVV1544QUZgPzqq6+6LZ89e7ZsMpnkvXv3BlcQoggLd1358MMP5fj4eHnQoEFyaWmp5nfG0r09E1wG9sQTT8gA5KFDh8qfffaZ178au3fvlpOTk+VLLrlEfu+99+SNGzfKnTt3lps2bSofO3bM7TsXLVokS5Ik33vvvfK2bdvkxx9/XLbZbPLNN9/stl5ZWZmcn58v5+TkyK+++qq8efNmefTo0bLFYpG3bdsWlfITBUrPuqKmX79+cn5+ftjLSVRXetaVp556SgYgDxs2TH7zzTfljz76SJ47d65ssVjkQYMGRaX8RIGKRF358ssv5fXr18vr16+Xc3Jy5E6dOrl+Vt6Iz5o1SwYgT5061ev37tixI2p/A6JA6FlXKioq5O7du8upqanysmXL5M2bN8tz586VzWazPGvWrKj9DYgCEe66sn37djkhIUHOzc2VP/nkE6/vO3PmjGvdWLq3Z4LLwPr16ycD0Pyn9NVXX8kDBw6UExMT5ZSUFHnUqFHynj17VL932bJlcrt27WSr1Sq3aNFCnj9/vlxRUeG13pEjR+RJkybJGRkZcnx8vNy7d2958+bNESkrUV3oXVfU4mGCi0Skd13ZsGGDfPHFF8tZWVlyUlKSnJ+fLz/00ENyUVFRRMpLFKpI1JUbbrhB8/tWrVrlWq9ly5aa67Vs2TLCJScKjp51RZadLYmnT58uN2rUSI6Li5PbtWsnP/7443JVVVUki00UtHDXlfnz5/v8vq1bt7qtHyv39pIsV3dCJiIiIiIiIiIiMiCOrEdERERERERERIbGBBcRERERERERERkaE1xERERERERERGRoTHAREREREREREZGhMcFFRERERERERESGxgQXEREREREREREZGhNcRERERERERERkaExwERERERERERGRoTHBRUREREREREREhsYEFxERERERERERGRoTXEREREREREREZGhMcBERERFRUKqqqlBeXq53GEREREQuTHARERERGcD27dshSRLWrVvn9d5f//pXSJKEL7/8EgDw1Vdf4YorrkBGRgbi4+Nx/vnn4/XXX3f7zPHjxzFz5kx06tQJycnJyM7OxqWXXort27e7rbd3715IkoQlS5Zg0aJFaNWqFWw2G7Zu3Rq5whIREREFSZJlWdY7CCIiIiLyr3v37khMTMS///1vt+W9evUCAHzxxRfYunUrhg4dioKCAsyaNQupqal47bXXsHr1aqxatQqTJ08GAPz0009YtmwZ+vXrh8aNG6OoqAibNm3CqlWrsGXLFvTv3x+AM8HVqlUrNGvWDO3atcOtt96KlJQUtG3bFrm5uVEsPREREZE2JriIiIiIDGL16tWYMmUKvvnmG3Tr1g0A8OWXX6JXr15Ys2YNJk2ahI4dOyIhIQFffPEFLBaL67MjR47E119/jQMHDsBk8m7EX1VVBVmWMXToUKSkpGDjxo0AahNcbdq0we7duxEXFxeVshIREREFg10UiYiIiAzimmuuQXZ2Np555hnXsqeffhoNGzbE+PHjsWfPHvz444+YOHEiAMBut7v+DR8+HIcPH8ZPP/3k+uzzzz+P7t27Iz4+HhaLBXFxcdiyZQt2797t9buvuOIKJreIiIhIWExwERERERmEzWbD9OnT8be//Q2FhYU4fvw4Xn/9ddx0002w2Ww4evQoAODOO+9EXFyc27+ZM2cCAE6cOAEAePLJJzFjxgwUFBRgw4YN+Pzzz/Hll19i6NChKC0t9frdTZo0iV5BiYiIiIJk8b8KEREREYlixowZePTRR7Fy5UqUlZXBbrfjlltuAQBkZWUBAO655x6MGTNG9fPt27cHAKxduxb9+/fHc8895/b+uXPnVD8nSVK4ikBEREQUdkxwERERERlIkyZNcPXVV+PZZ59FRUUFRo4ciRYtWgBwJq/atm2Lb7/9Fg8//LDP75EkCTabzW3Zzp078dlnnyEnJydi8RMRERFFAhNcRERERAbzhz/8AQUFBQCAVatWub33wgsvYNiwYRgyZAgmT56MZs2a4dSpU9i9ezd27NiB9evXAwBGjBiBhx56CPPnz0e/fv3w008/4U9/+hNatWoFu90e9TIRERER1QUTXEREREQG06tXL+Tm5iIhIQEDBw50e2/AgAH44osvsHjxYvzxj3/E6dOnkZmZiU6dOmHcuHGu9e677z6UlJTg5ZdfxpIlS9CpUyc8//zz2LRpE7Zt2xblEhERERHVjSTLsqx3EEREREQUuJ07d+K8887DM8884xo8noiIiKg+Y4KLiIiIyCB+/fVX7Nu3D/feey/279+PPXv2IDExUe+wiIiIiHRn0jsAIiIiIgrMQw89hMGDB6OoqAjr169ncouIiIioGltwERERERERERGRobEFFxERERERERERGRoTXEREREREREREZGhMcBERERERERERkaExwUVERERERERERIbGBBcRERERERERERkaE1xERERERERERGRoTHAREREREREREZGhMcFFRERERERERESGxgQXEREREREREREZGhNcRERERERERERkaP8P1zEAaM57OLkAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(12, 4))\n", "\n", "ax.plot(dt[sel], data[sel, 4], label='max')\n", "ax.plot(dt[sel], data[sel, 5], label='min')\n", "ax.plot(dt[sel], data[sel, 3], label='avg')\n", "ax.axis('tight')\n", "ax.set_title('Prague average, minimum a maximum temperature (Clementinum)')\n", "ax.set_xlabel('year')\n", "ax.set_ylabel('Average temperature')\n", "ax.legend(loc='lower center');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Other 2D plot styles" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In addition to the regular `plot` method, there are a number of other functions for generating different kind of plots. See the matplotlib plot gallery for a complete list of available plot types: http://matplotlib.org/gallery.html. Some of the more useful ones are show below:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "execution": { "iopub.execute_input": "2022-11-23T07:11:34.324300Z", "iopub.status.busy": "2022-11-23T07:11:34.324170Z", "iopub.status.idle": "2022-11-23T07:11:34.326470Z", "shell.execute_reply": "2022-11-23T07:11:34.326075Z" } }, "outputs": [], "source": [ "n = array([0,1,2,3,4,5])" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "execution": { "iopub.execute_input": "2022-11-23T07:11:34.328002Z", "iopub.status.busy": "2022-11-23T07:11:34.327886Z", "iopub.status.idle": "2022-11-23T07:11:34.629219Z", "shell.execute_reply": "2022-11-23T07:11:34.628797Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 4, figsize=(12,3))\n", "\n", "axes[0].scatter(xx, xx + 0.25*np.random.randn(len(xx)))\n", "axes[0].set_title(\"scatter\")\n", "\n", "axes[1].step(n, n**2, lw=2)\n", "axes[1].set_title(\"step\")\n", "\n", "axes[2].bar(n, n**2, align=\"center\", width=0.5, alpha=0.5)\n", "axes[2].set_title(\"bar\")\n", "\n", "axes[3].fill_between(x, x**2, x**3, color=\"green\", alpha=0.5);\n", "axes[3].set_title(\"fill_between\");" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "execution": { "iopub.execute_input": "2022-11-23T07:11:34.630920Z", "iopub.status.busy": "2022-11-23T07:11:34.630794Z", "iopub.status.idle": "2022-11-23T07:11:34.828668Z", "shell.execute_reply": "2022-11-23T07:11:34.828186Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# polar plot using add_axes and polar projection\n", "fig = plt.figure()\n", "ax = fig.add_axes([0.0, 0.0, .6, .6], polar=True)\n", "t = linspace(0, 2*pi, 100)\n", "ax.plot(t, t, color='blue', lw=3);" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "execution": { "iopub.execute_input": "2022-11-23T07:11:34.830572Z", "iopub.status.busy": "2022-11-23T07:11:34.830405Z", "iopub.status.idle": "2022-11-23T07:11:35.152687Z", "shell.execute_reply": "2022-11-23T07:11:35.152238Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# A histogram\n", "n = random.randn(100000)\n", "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(12,4))\n", "\n", "ax1.hist(n, color='darkcyan', lw=0.1)\n", "ax1.set_title(\"Default histogram\")\n", "ax1.set_xlim((min(n), max(n)))\n", "\n", "ax2.hist(n, cumulative=True, bins=50, color='darkcyan', lw=0.1)\n", "ax2.set_title(\"Cumulative detailed histogram\")\n", "ax2.set_xlim((min(n), max(n)));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Text annotation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Annotating text in matplotlib figures can be done using the `text` function. It supports LaTeX formatting just like axis label texts and titles:" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "execution": { "iopub.execute_input": "2022-11-23T07:11:35.154703Z", "iopub.status.busy": "2022-11-23T07:11:35.154575Z", "iopub.status.idle": "2022-11-23T07:11:35.262018Z", "shell.execute_reply": "2022-11-23T07:11:35.261541Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "\n", "l1, l2 = ax.plot(xx, xx**2, xx, xx**3)\n", "\n", "ax.text(0.15, 0.2, r\"$y=x^2$\", fontsize=20, color=l1.get_color())\n", "ax.text(0.65, 0.1, r\"$y=x^3$\", fontsize=20, color=l2.get_color());" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Figures with multiple subplots and insets" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Axes can be added to a matplotlib Figure canvas manually using `fig.add_axes` or using a sub-figure layout manager such as `subplots`, `subplot2grid`, or `gridspec`:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### subplots" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "execution": { "iopub.execute_input": "2022-11-23T07:11:35.264123Z", "iopub.status.busy": "2022-11-23T07:11:35.263877Z", "iopub.status.idle": "2022-11-23T07:11:35.588380Z", "shell.execute_reply": "2022-11-23T07:11:35.587997Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(2, 3)\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### subplot2grid" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "execution": { "iopub.execute_input": "2022-11-23T07:11:35.590246Z", "iopub.status.busy": "2022-11-23T07:11:35.590114Z", "iopub.status.idle": "2022-11-23T07:11:35.870775Z", "shell.execute_reply": "2022-11-23T07:11:35.870285Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax1 = plt.subplot2grid((3,3), (0,0), colspan=3)\n", "ax2 = plt.subplot2grid((3,3), (1,0), colspan=2)\n", "ax3 = plt.subplot2grid((3,3), (1,2), rowspan=2)\n", "ax4 = plt.subplot2grid((3,3), (2,0))\n", "ax5 = plt.subplot2grid((3,3), (2,1))\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### gridspec" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "execution": { "iopub.execute_input": "2022-11-23T07:11:35.872735Z", "iopub.status.busy": "2022-11-23T07:11:35.872495Z", "iopub.status.idle": "2022-11-23T07:11:35.875016Z", "shell.execute_reply": "2022-11-23T07:11:35.874622Z" } }, "outputs": [], "source": [ "import matplotlib.gridspec as gridspec" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "execution": { "iopub.execute_input": "2022-11-23T07:11:35.876608Z", "iopub.status.busy": "2022-11-23T07:11:35.876440Z", "iopub.status.idle": "2022-11-23T07:11:36.210667Z", "shell.execute_reply": "2022-11-23T07:11:36.210168Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "\n", "gs = gridspec.GridSpec(2, 3, height_ratios=[2,1], width_ratios=[1,2,1])\n", "for g in gs:\n", " ax = fig.add_subplot(g)\n", " \n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### add_axes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Manually adding axes with `add_axes` is useful for adding insets to figures:" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "execution": { "iopub.execute_input": "2022-11-23T07:11:36.212948Z", "iopub.status.busy": "2022-11-23T07:11:36.212526Z", "iopub.status.idle": "2022-11-23T07:11:36.365942Z", "shell.execute_reply": "2022-11-23T07:11:36.365447Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "\n", "ax.plot(xx, xx**2, xx, xx**3)\n", "fig.tight_layout()\n", "\n", "# inset\n", "inset_ax = fig.add_axes([0.3, 0.5, 0.35, 0.35]) # X, Y, width, height\n", "\n", "inset_ax.plot(xx, xx**2, xx, xx**3)\n", "inset_ax.set_title('zoom near origin')\n", "\n", "# set axis range\n", "inset_ax.set_xlim(-.2, .2)\n", "inset_ax.set_ylim(-.005, .01)\n", "\n", "# set axis tick locations\n", "inset_ax.set_yticks([0, 0.005, 0.01])\n", "inset_ax.set_xticks([-0.1,0,.1]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Colormap and contour figures" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Colormaps and contour figures are useful for plotting functions of two variables. In most of these functions we will use a colormap to encode one dimension of the data. There are a number of predefined colormaps. It is relatively straightforward to define custom colormaps. For a list of pre-defined colormaps, see: http://www.scipy.org/Cookbook/Matplotlib/Show_colormaps" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "execution": { "iopub.execute_input": "2022-11-23T07:11:36.367913Z", "iopub.status.busy": "2022-11-23T07:11:36.367777Z", "iopub.status.idle": "2022-11-23T07:11:36.370441Z", "shell.execute_reply": "2022-11-23T07:11:36.370038Z" } }, "outputs": [], "source": [ "alpha = 0.7\n", "phi_ext = 2 * np.pi * 0.5\n", "\n", "def flux_qubit_potential(phi_m, phi_p):\n", " return 2 + alpha - 2 * np.cos(phi_p) * np.cos(phi_m) - alpha * np.cos(phi_ext - 2*phi_p)" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "execution": { "iopub.execute_input": "2022-11-23T07:11:36.372138Z", "iopub.status.busy": "2022-11-23T07:11:36.371914Z", "iopub.status.idle": "2022-11-23T07:11:36.374868Z", "shell.execute_reply": "2022-11-23T07:11:36.374470Z" } }, "outputs": [], "source": [ "phi_m = np.linspace(0, 2*np.pi, 100)\n", "phi_p = np.linspace(0, 2*np.pi, 100)\n", "X,Y = np.meshgrid(phi_p, phi_m)\n", "Z = flux_qubit_potential(X, Y).T" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### pcolor" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "execution": { "iopub.execute_input": "2022-11-23T07:11:36.376711Z", "iopub.status.busy": "2022-11-23T07:11:36.376479Z", "iopub.status.idle": "2022-11-23T07:11:36.595045Z", "shell.execute_reply": "2022-11-23T07:11:36.594573Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "\n", "p = ax.pcolor(X/(2*np.pi), Y/(2*np.pi), Z, cmap=matplotlib.cm.RdBu, vmin=abs(Z).min(), vmax=abs(Z).max())\n", "cb = fig.colorbar(p, ax=ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### imshow" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "execution": { "iopub.execute_input": "2022-11-23T07:11:36.596957Z", "iopub.status.busy": "2022-11-23T07:11:36.596826Z", "iopub.status.idle": "2022-11-23T07:11:36.766163Z", "shell.execute_reply": "2022-11-23T07:11:36.765672Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "\n", "im = ax.imshow(Z, cmap=matplotlib.cm.RdBu, vmin=abs(Z).min(), vmax=abs(Z).max(), extent=[0, 1, 0, 1])\n", "im.set_interpolation('bilinear')\n", "\n", "cb = fig.colorbar(im, ax=ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### contour" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "execution": { "iopub.execute_input": "2022-11-23T07:11:36.768405Z", "iopub.status.busy": "2022-11-23T07:11:36.768188Z", "iopub.status.idle": "2022-11-23T07:11:37.029022Z", "shell.execute_reply": "2022-11-23T07:11:37.028480Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "\n", "cnt = ax.contour(Z, cmap=matplotlib.cm.RdBu, vmin=abs(Z).min(), vmax=abs(Z).max(), extent=[0, 1, 0, 1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3D figures" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To use 3D graphics in matplotlib, we first need to create an instance of the `Axes3D` class. 3D axes can be added to a matplotlib figure canvas in exactly the same way as 2D axes; or, more conveniently, by passing a `projection='3d'` keyword argument to the `add_axes` or `add_subplot` methods." ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "execution": { "iopub.execute_input": "2022-11-23T07:11:37.031759Z", "iopub.status.busy": "2022-11-23T07:11:37.031338Z", "iopub.status.idle": "2022-11-23T07:11:37.033898Z", "shell.execute_reply": "2022-11-23T07:11:37.033489Z" } }, "outputs": [], "source": [ "from mpl_toolkits.mplot3d.axes3d import Axes3D" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Surface plots" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "execution": { "iopub.execute_input": "2022-11-23T07:11:37.035920Z", "iopub.status.busy": "2022-11-23T07:11:37.035598Z", "iopub.status.idle": "2022-11-23T07:11:37.958815Z", "shell.execute_reply": "2022-11-23T07:11:37.958320Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(14,6))\n", "\n", "# `ax` is a 3D-aware axis instance because of the projection='3d' keyword argument to add_subplot\n", "ax = fig.add_subplot(1, 2, 1, projection='3d')\n", "\n", "p = ax.plot_surface(X, Y, Z, rstride=4, cstride=4, linewidth=0)\n", "\n", "# surface_plot with color grading and color bar\n", "ax = fig.add_subplot(1, 2, 2, projection='3d')\n", "p = ax.plot_surface(X, Y, Z, rstride=1, cstride=1, cmap=matplotlib.cm.coolwarm, linewidth=0, antialiased=False)\n", "cb = fig.colorbar(p, shrink=0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Wire-frame plot" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "execution": { "iopub.execute_input": "2022-11-23T07:11:37.961957Z", "iopub.status.busy": "2022-11-23T07:11:37.961826Z", "iopub.status.idle": "2022-11-23T07:11:38.086370Z", "shell.execute_reply": "2022-11-23T07:11:38.085978Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(8,6))\n", "\n", "ax = fig.add_subplot(1, 1, 1, projection='3d')\n", "\n", "p = ax.plot_wireframe(X, Y, Z, rstride=4, cstride=4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Coutour plots with projections" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "execution": { "iopub.execute_input": "2022-11-23T07:11:38.089276Z", "iopub.status.busy": "2022-11-23T07:11:38.089145Z", "iopub.status.idle": "2022-11-23T07:11:38.264380Z", "shell.execute_reply": "2022-11-23T07:11:38.263979Z" } }, "outputs": [ { "data": { "image/png": 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aQYgmwaphvt5LsViMxsZGhoeH2bBhA7W1tbM+iadWmgQ3L4tVaUzNzdN1fZyI6urq4sqVK8uam2e+b/P1pgsfFiJKsBYRokmw4lkI76Xh4WEaGxuRJImDBw+Sm5s7p21JvTgIDISQXBwkSZo0N8+0NzBz8ywWy7ih8ply8+bDTE7oQkQJ1jpCNAlWNPP1XtI0jba2Ntra2iguLmb79u3zWu6d2p4T3Lwsx0xbam5eRUXFDbl57e3tJBKJRc3NM4/B2WxzOiLKNNpMnYuazSpYgWCpEKJJsGJJHfYGZi2YwuEwjY2NeL1etm7dSmVl5bxPwqKqIlgpzDU3z+l0zvk4mK9YnE5Emcf5RBGVmpsnRJRguRGiSbDiMK0ERkdHcTqdWK3WWZ8wBwYGaGpqwmazcejQIbKyshZk20R7bmpups9kJa6eTDc3z263jzPanE1u3kK/7/mIqOUehhfcnAjRJFhRmO24UCjEyZMnOXDgQNIoMB00TaOlpYXOzk7Ky8uTfjILhag03chKEw8Cg6ly80wRNZfcvMUWi9OJqFR7g8ly84SIEiwFQjQJVgyp7bi5VHSCwSANDQ0Eg0F27txJWVnZgm+jEE0CWJmVppkwc/NycnKoqalBVdVZ5+bNNAi+0EwmojRNS4qoWCwmRJRgSRGiSbDsTBaFYlaH0h247u7u5vz587hcLo4cOYLL5VqUbRWiaWrEZ7K6mEtuXiKRWFYxYq66MxEiSrDUCNEkWFamikIxxdJMF+JEIsH58+fp6emhurqazZs3L+rJcblWz63kqsZK3raFxjQ1XY2VpplINzdPlmUuX76crFotV24ezF1EmavzBILZIkSTYNlIrS7B+NVx6YgTn89HfX098XicvXv3JqMpFhMxCH7zoo5lr1ltNqwWC+Hl3qBFZrLcvJaWFrxeL0NDQ3R2dq6o3DyYXkSpqkosFkueZ1KrUEJECdJFiCbBkpOO95J5dziZaNJ1nc7OTi5evEh2djYHDx7E4XAsybaL9tzNSyQSASAei5GVlYXFYkFV1WUVCUuJzWbD6XQSjUY5cODAis/Ng/EiyjxmTREVjUYB40ZosnaeEFGCyRCiSbCkmMPemqbNaFY5mWiKxWI0NzczMDDA+vXrWb9+/ZKelIW55dSsdSFpt9vRdJ1oJJIcmPaMjpKVnT0vw9TVRKq55WrLzUsNHjbfC5CsQiUSCaLRqBBRgmkRokmwJKS6AJvD3jOZVZqBoCajo6M0NDSg6/qsrQgWClFpupGb5WJisVrJtFrJyMigp6cHh92OpmlJ4TSb4OfVynSzXCs9N28ik4ko879EIjHOrVyIKIGJEE2CRWeuUShmpUnXda5cucLly5cpKChgx44d45ZBLyXLMdNkBg37/f7kxSYvL++muEivRBRFwe/3E4lEyMnOBsDn9ZKdnY1tjX8n6Q7Ar8TcvHS2OVVITSairly5QmFhIXl5eeMElBBRNw9CNAkWlVTvpdkG7cqyTCwW4/Tp04yMjLB582aqq6uX9eS01JWmkZERGhoakCSJ4uJifD5f0pTQ9NPJy8sjJyfnpmkRrQR0XSccDlNVVYXP6wXA6/WSk5u7pr+Hufo0rYTcvLls80QR1d/fj9vtnrQSJUTUzYEQTYJFYTLvpdnOMmiaxtWrV7Hb7Rw6dIjssbv65WSpRJOu67S3t3Pp0iUKCgrYtm0buq6jKAqqqiYHcEdGRpJ+OpmZmeTl5S3bKqabsWVpt9vJysrC5/MBRsUpJzd3zQ6Hzzawdyomy83z+/3J/To1N8+sQs03N28htlnTNCwWC1ardcZ2Xqq9wWxzMwUrFyGaBAvOVN5L6aJpGpcuXSIajeJ2uzl06NCyesGkshSiKRaL0dTUxNDQEJs2bUpGYMRiMcC4603104nFYng8HkZGRpKrmFIHcPPy8hZ1duRmvBikfv92hwO3rhPw+5NRJTk5OWvyc1ksfypz1V1WVlbauXm5ublLtmoWrs88maJxpnbexNgXi8UyLjdvLe4fNwMr40okWDOY1aW5tOMAQqEQDQ0N+P1+HA4HBQUFK0YwweKvnvN4PNTX16PrOgcPHiQ3N3fGx9hsNoqKipI+VeFw+IYBXHN2xKxELWfbY62Q+vk5nU4S8TiRSIREPE4wGMTtdi/j1i0OS2XqOVluntfrTVai5pKbN19S/eQmYzYiajK3cnE8rg5WztVIsKqZ2I6by0mgr6+P5uZmHA4HR44cobm5eUW2fExH6IXE9J5qaWkhLy+PXbt23TDsnu7nOXEA15wdGRkZSbY9Uu/YxVD5wuDOzExeHMOhEHa7fc3NNy1Ue262yLKc3F8n5uaNjo6mlZs3X2YSTROZSkSZc55mO0+IqNWFEE2CeWNGFsy1HaeqKhcuXKCrq4vKykrq6uqSg5QrUTQt9HbF43Gam5vp7+9nw4YNrF+/fsFOmBNnR8y2x8jIyLg79oUYKl+J39ViMVnFRZIkMrOyGB0ZAcDv85Gbl7emLn7mTM9yM5fcvPkulpitaJrIZOHDQkStPpZ/7xesWswDfj7tOL/fT0NDA5FIhN27d1NSUpL8t6kcwZeb1Gy8+WJGwSQSiSXxnkpte5h37PMdKhcn8+tYLBZcLhfBYBBVVddcm265Kk0zMVlunsfjSe7bZm6eGfkyl9y8+YqmiaQroiZbnSdE1PIhRJNgTszVeyn18V1dXVy4cIHMzEyOHDlCRkbGuN9ZyaJpvlWV1Pe/1FEwqay0ofKVTCQOrQNWCt0ami5jmeLa6czIIBqNJtt0DodjRVRnFoLVElRstVopLCyksLAQuL5fj46Ozjk3b6FF00SmE1Gqqo4TUanWBmZu3mr4XtYCa+NIFiwp8/FeAuMu8Ny5c/T19VFTU8PGjRsnPRGtVNE035mmRCLB+fPn6enpoba2lg0bNqR1Il6K9td0Q+XXrl1LDpVPtoJprbfnhgIKwahMMCqDaweOeC+6DhN3fUmScGdm4hkdBSAQCJCdnb0mLmpz9Wlabibu19FoNGm0mZqbl52dnbQ3mJibt9iiaSIziSjzd1JFlFmNEiJq8RCiSZA2k3kvzfbg9Hg8NDQ0oKoq+/fvTyaoT8ZanGkKBAKcPXuWWCzGvn37knfC6bwmLP2dfjpD5eaw7ejoKNlrOE7EoujYLTrRhASSlYitinO9GpuK4tgmnEmtVisOh4NIJEI8FiMWi62Jz2Wltudmi91up6SkJDkOkE5unnnML2d23mxE1MR2nmBhEKJJkBbz9V7SdZ2Ojg5aW1vJy8tj586dM15EZFkmHo/Pd9MXnLmKpu7ubs6fP4/b7Wb//v04nc5Zv+5yMt1QeXt7Oz09PXR3d69Zp/KSLI1id5SRkMKlPg1dtuOPyDR229hcHCfTMX6fcLndRKNRQ2wGAthstmX/DufLamnPzZaJuXnhcHjcPNSVK1eSwqOnp4eCgoJlb1NPJqI0TUvOmcZiMSGiFgEhmgQzMt92nJmdNjw8zMaNG6mpqZlV9txKY7aD4KmrA9etW8emTZvWxEnLvBPPysqivb2dLVu2YLVabxgqz8rKSntuZEUT9qNcracgp5SegJ+YayMxJZ+4KnG+18qW0jhZKcJJlmUyXC6CgQCqqhKJRGYtlFcaa1U0pSJJEhkZGWRkZIzLzevq6qK7u5vu7m46OjrG5ebl5ubicrmWXUSlHltCRC0OQjQJpmQhvJeGh4dpbGxEkqS0zRpNVqpoms1MUzAYpL6+nnA4zJ49eyguLl7krVt6zH1CkqQ1PVQujfYgxcJIA1fYIcFgNIpacZj2ESuaLnGh18qWkjhZzuv7htPpJBwKoWkaoWAQh8Oxat7vZNwMomkiZm5eXl4e3d3dHDlyZNysnxl3tJJy88ztFiJq4RGiSTAp8/Ve0jSNtrY22traKC4uZvv27bNu08ymohONRpes/ZFue66vr4+mpiZcLtekqwPXOnMZKl/uC820ODPRnVlIYR+KBCWaD33gVZSCA1z2uNB0iYv9VraXx3Fajf3DvOD6xyJWwuHwqt4PVusg+EKQOgg+m9w80+JgOXPzYHoRpaoqsVgseZ5PFVDm6jyBgRBNgnEshPdSOBymsbERr9fL1q1bqaysnNNBl05FRx/L/PL5fGRlZZGZlTXr15ktM4kmTdNoaWmhs7NznFnnzc5qdyrXc8vQc8sgMEKkrR6XlECKBCjueRm98BbagvkkNImWXgvby+NYx75yu8NBKBRCVVVCodCyXzznw1oZBJ8LU1XbZ8rNa21tXfbcvMlIFVHm+cwUUdFoFCDpETXZ6rybFSGaBEnm670E0N/fT3NzMzabjcOHD5OZmTnn7UmnPef3+fD7/caf/X4yXK5FFyjTVcDM7LxAIMCuXbsoLS1d1G1ZScxmOH4pncoXHHce59Vs1tkTFKpeJE2lpP8E0YLb6IrkEEnIXB6wUFeSQJLGZmRcLvw+H/oqrzbdjO05E1M0zUS6uXlOp3NcO285bxBS415gvIgyRzTMn0ciEbKysrDZbEkxdTPtE0I0CYDxw97AnNpxZnWlvLycLVu2zNvQbybRFPD7k4JJVhQKCgqWpKIzVaVpYGCAxsZGHA4Hhw8fXlNO0DMx35Nmuk7lK2eoXGLQkkNeZS3y1QYkXaNq6Bjh3LsZjrvxhBV6vTplOcbxZLfbCSkKqqoSXsXVJiGaZl9lWwm5ebNlKhHl8Xg4e/ZscvVvaiUqtaW3lvcRIZpuchbCeykYDNLQ0EAwGGTnzp2UlZUtyLZN1waLRCJ4vV7AOCkVFhYumevyxO3SNI1Lly7R3t5OeXk5W7duFe24ebLSncqT4iGrEK1mL3LHWWRNZcPoKwSy7iOqWegcUch0aGQ69OSKLHO2KRIO41yF1aabfaZpIVqT6ebmud3uZCVquausqT5xYNwEmCHEiURi2siXtSaihGi6iVmIdpzpPWQOO7tcrgXbvqkqTWoikQxFlSSJ/IKCJY2pSJ21ikQi1NfX4/P52L59OxUVFUu2HTcTK3qo3J1nCKcrb2DV49QFT9LovBUdibZBCzsr4siSMdsUDAaNlXShEI5VWG0SM00L/96nys0zHcsn5uaZVdbliOYxOxEWiyX5WZjiyfxvrYsoIZpuUsx23PHjx6moqJj1sHZqFEh1dTWbN29e8BPKZKJJ13VGR0eTP8/JzV3yMrZZaRoaGqKhoWFB5rfWAkvp3r7cQ+U3vFdXLlrldpTORjLVUSoTbXRaNhCOy3SNKlTlqclqUyAQQNM0YtEo9mUeBp4tS92e8wcStF0N09MXQZElHA6ZTbUuSouXfv5nsUTTRBYjN2+hSB3fSCW1OzGdiPra177GD3/4Q1599dVVK5yEaLrJmNiOi8fjJBKJWe3APp+P+vp64vE4e/fuTd79LzSTDVyHgsHkyg7TgG458Hq9dHd3U1JSwvbt25fkrm8ln2SWeyl1ukPleXl5C9buuOE955SgxULIfZepiLQw7C4liItuj0K+S8Nl13E4nQSDwaRhos1uX9HfayrmRXCxtzeR0Dlx2sPPnxuk4Xxg0t8pLrTx4N0FPHJ/Ia6MpWmFL5VomshUuXmjo6Np5+YtFJqmpVUpmkpEDQwMMDw8vODbtZQI0XQTMVkUiizLybuHdB7f2dlJS0sLOTk5HDx4cFGXzU60HDAHKME4ELNzchbttaciGo3i9XqJx+PzslOYCzfzEO5smGmo3Gx3LMZQuV5Ygx70IPuH2BQ6RX3GnehIXBmysL3MuNt2ZmQQCgaTd+DLOfA7G8xjcTH3weaWAJ/7cied3ZFpf69/MMbXv9/D4z/v59feW8ZD9xQs+rGxXKJpInPJzcvMzFyQbVdVdU7HiSmigsHgsjunzxchmm4SUqtLcH11nKIoaRlIxmIxmpubGRgYYP369WzYsGHRd3yzPWeKBa/Xmzxx5+TkLPkJzHQ31zSNvLw8qqqqlvT1BXNjMYbKpxSwkoRWuQP50glccT9lsSt029YTiMoMBmSKMjWcTiehYBCAcCi06kTTYhx38YTGf32rm58+M5j8mdul8KY78tm9PZPqCsNJ3eOL03QhwPPHRmjvDBMIqnzuy9d4o9HHRz9UTaZ78S5pK0U0TSSd3DxFUcjJyUlWoua6aEJV1Xl9BoFAYNWvKhaiaY0z07B3Ol5Io6OjNDQ0oOs6Bw4cSF58FpvUIMp4LEY4FAKMk4RjCTO8dF3nypUrXLp0KRmDspTzO6uF1fKZLPpQucVqzDddOU1l7CKD1gpikp2rwxbyMmJYFBmHw0EkEiEWi8357n2pWaxKk8cX528+205zi9GKs9skfuXtpbz1wSLstvEX6KICG5tqXTz6UBEn3vDy71+/xvBInOOnvPT0tfI3H99IXs7irDJbqaIplaly88z9u7Ozk7a2tjnn5s13Xw2FQqvWo8xEiKY1jDmzZFZrJlsdN51oMsXC5cuXKSgoYMeOHUt6V2xuq2kOZ7KUbbnUsOG6ujqqq6tpamoiHo8v2TasBlZzuX0uQ+UztkrdeWgFVViGOqmJNnPRsY+EJtHtUajOV3FmZBCJGC2ocCiEexUsIlgM0TQ4HOPP/u8levqNOcWNtRl8/CM1Mw56y7LErQdy2FHn5p+/eJWTb3jpuBbh//tkK3/7FxspKlj489RqEE0TMWN8XC4XFRUV4/bvueTmzVc0BYNBUWkSrDzMKBRTME0XhaKMGe5NJBKJ0NjYyOjoKJs3b6a6unrJL4zmCcq8IwfDu2SpltqaFTaAW265hZwxsTabTDzB6iLdoXJzRiMrK2vKoXK9ZCO6b4iCWA89ag1+JY9en0JxlorDasFqtRKPx4lEImS4XCv+grzQommiYLrrSC4f/a3qG6pL05GVaeEv/6iWf/tyJ08dHaanP8pf/d1l/umTmxd8QFzTtJXhSD8PJu7fZm6eaW8wU26eOQg+V4LBIAUFBQv4jpYeIZrWGLP1Xpqs0jQ4OEhTUxMWi4VDhw6RnZ292Js95baB0QcH44Bfimw5Xdfp6OigtbV10gpbuoG9Nxtr8TOZaqj8/PnzRKNRmpqagCmGymUFrXwLSvsb1ETP0ZhxO7oucW3UwsaiBM6MDOJjc3rRSGTFm12mzkPOF38gwcc/fV0wPfKmQn7nVyvmJMgUWeIPfrMKq1Xmp88M0tkd4dP/coVP/a8NKMrC3eitxkrTTKTm5lVXV8+YmxcKhUR7brk3QLBwpEahpBu0m7p6LtXZurS0lG3bti2LgZqJ6UWijuUeuRdoBch0xONxmpqaGBgYYOPGjdTW1k7a0lyLAkEwM+ZQuc1mo7CwkIqKihmHyrOzS8jy9lEQ72bIWs5QQKE0W8VlsyVvWsLh8Io3u1yoSlM8ofHX/3yF7t75CyYTSZL47Q9UMDQc48QbXs40+fnKd7r50PsWzmx2LYqmiUyVm2dWonw+HwAnTpxIVqHSzc0zW4OiPSdYdiaLQkn34JZlmXg8ngya9fv9bN++nfLy8mU/gUuSRNGYwZtZVl5MvF4v9fX1aJrGwYMHkzEHk23XcrTnlvv7mI6VvG2LgdmiS2eo3GlVOJwtUR1rYdhSii7JXBtR2FJqhLYGg0FUVV3x9gMLIZp0XedzX+qk6YJRPb7jUC4f/uD8BJOJIkv8r99bx598qpW2jjA/+sUAe3dksW/XwlSnbwbRNJHU3DyAM2fOIMsymZmZSYuD2eTmLZdoeuWVV/j0pz/NiRMniEQiVFRU8IEPfIC/+qu/mvVzCdG0ypnMe2k2JyBFUQiHwxw/fhyHw8GRI0dWzJ2AeTCCMcu0WCcsXde5du0aFy5cIC8vj507d0575yTac4KpmGqovHfkGhUEKE500mddhyes0N41QEn+9VWg4XB4zYumJ18Y4tmXjQikug0uPvbhamR54QS3w6Hw539Qw+//eQvhiMY//kcHX/jMFnKy5z+LdDOKpolomobb7Wb9+vVAerl52dnZyf16OUTTt7/9bd7//vfz7ne/m2984xu43W7a2tro6emZ0/MJ0bSKMatLs2nHTXz8yMgIwWCQyspK6urqVtTSZ3P4G8C1SAdaIpGgubmZvr6+tP2nhGianJvpM0nHaDR16JbycvTWV6mMXaLfUokuKXT7bLS3nqC6upqszExi0SjRaHRB414WErO6OlfRdLkjxH98wzAWzc+18r//uHbKoW89HifW0kC8/RJqfy96KIBkdyBn5WBdX4e1bjtK9uSV4LISB7/zq5X8039cZdSb4PNfvcZffLR2TtucihBN3DAIPl1unukT9e1vf5uGhgYOHTpETk7Okl5juru7+a3f+i1++7d/my984QvJn999991zfk4hmlYhE9txcwna9fv9NDQ0GMGhDgfbtm1bpK2dG/F4nMTYsn6L1booB5rf7+fs2bPE43H279+f9qoOMdN0Izdbe27WyDJa6WbsV+spjV+lx1aL4shn47YDJILXDR0vtbYSiUaXPFMsHeZjbhmOqPztv7QTj+vIMvzZR2rInaT6o3pHCT3zP0RPvYoeDk76XJETR0GSsO++Beeb3oK1suaG37nv9jxeP+Plldc9vPK6h9fPejm4Z34LWoRomtlyYLLcPL/fj6qqPP/883R1dfHHf/zHfP/73+fuu+/mnnvu4fDhwzgXyXfvS1/6EsFgkD/90z9dsOe8ufeAVYg57G3aCcxWMJmtqBMnTqAoCpWVlSvmpJxKMHA9c2oxhtG7uro4ceIEdrudW2+9dVbLYEWlSTCn7z+rEN2VQ0X8ErJuLL7wqXmsq6lJ7uNFxcW43W4GBgaor6/n2LFjnD17lo6ODnw+37Lud/Npz33pv7uTK+U++O4ytteNrxzriQTBX/yQkU/9EZGXn7kumGQZpbAE6/o6LBXrkOwOc2OInj2J5+//HP/3v4oeHR+7IkkSv/PBSjKcxiXu81+9RiSSXlzUVAjRNHufJpvNxlvf+la++tWvcvLkSRRF4Q/+4A/YunUr3/nOd7j33nvJycnhn//5nxdle19++WXy8vJoaWlh9+7dWCwWioqK+PCHP5wcap8totK0SjC9l+bTjovH45w7d46+vj5qamrYuHEjV69eTTt7bqnQNI3QmPu3z+9fUPfvRCLB+fPn6enpSX4Gsz0RCtEkgDmIB0lCK9mEre11SuId9NjW44vI+KMyDqeTgN+PBNTU1FBXV7fwTuXzZK7tuVP1Xn7x/BAAO7e6eeebi8f9e2KgF//X/41E55Xkz6ybt+M4fDf27XvRbXZ03Rj01tUEiatthF95nugbr4KmETn2DPGWRrI+9DEspZXJ58jLtfJr7y3n81+9xsBQjO/+Tx+/+t7yub59IZqYn7mlueDh4Ycf5r777gOgs7OTo0ePsmXLloXczCTd3d2EQiHe9a538fGPf5zPfvaznDp1ik984hM0Nzdz7NixWe/PQjStAmbrvTQZHo+HhoYGVFUd14pKJ0ZlqQmNpcCDkfe2UGZogUCA+vp6otEoe/fuTa54mi3C3HJybiYhOefwZFcOelYRFf42eq3r0CWFrlELdcV2goEAuq4TCYex2+1zcipfzHmouVSaAsEE//JfnQA4nTIf++3xg9+xCw34vvzZZKVIKavC9rYP0mbdTONlle7v6Qx7o8RVsFkhxy2xvryWrbduYNP9jxL6zn+SuHIRdbAPzz9/kqwPfQzbxq3J53/43gKefWmY1ishfvzkAA/fVzhnt/CbXTSZYyFz/QzMG+HMFPf7qqoqPvjBDy7I9k2GpmlEIhE+8YlP8Gd/9mcA3HXXXdhsNj760Y/y/PPPJwVcuty8e8AqQdM0YrFYMrZjLu249vZ2XnvtNTIyMm5oRa000WReHMBY2RcYu5DMl56enmRL8vDhw3MWTCBmmiZDzDSlj1ayAasepSR+FQBvWCYUU5KCx8yjS8UcKq+srGTXrl3cfvvt7Nu3j7KyMiKRCC0tLbz66qucPHmS1tZWBgcHFzzqZy4zTV/+djfDo8Z2/Pb7KyguvC7qwieO4v2Pv08KJvmut3L6rk/x6Rdr+erP4rzRotE3ohMf+yhicRgY1TnRrPLln8b5+yfzOHfPX+B4+F3G9oWDeL/wt8TO1ydfQ5Ylfuv9FWOP1/n69+e2Yio1iupmxbxOzLXS5Pf7AXC5XAu2TTNhDqg/8MAD437+0EMPAYaFwmwRlaYVymTeS+Z/6WI6Fg8PD7Nx40ZqamomNWpcSe25WCxGYszM0jy45iPqVFWlpaWFa9euUV1dzebNm+d94lvO9tycKxyCBWVe34PDjZ5TSoW3jT7rOnRJptujUJvvTObRRcLhaVeMTuVUblaiurqMVWqTOpXPkdlWmpou+Hnq6DAAe3Zkcv+d14O+w8eeJfD9rxh/sVi59vDH+XF7Df5r148rmxU2VMgU5kg47RLhqE7vsE57t0ZchWGvzg+Pqpwq+SXe8c5KnD/6F0gk8H75s+T8/p9jrdkEwLbNbm49mMOrr3t44ZUR3vZgERtrZ+dKvZBu6KuV+Yom82Y4cwlzFnfu3MnJkydv+Pl8FjUI0bQCma/3EhhtrcbGRiRJ4uDBg0lzsokoioKu6yvmYmweWAAZY8nbcxVNoVCI+vp6gsEgu3fvpqSkZEG2Ucw0CeaLXrwem+dVChNdDFirGAkpVObZsFgsJBKJZB5dusek6VRu3lnHYrEZncozMzNnXbWG9ERTLK7xr18y2nJ2m8RHfr0q+bjwiaNJwRR35fLc/k9x5tx1gVhWIHHfAQvb18vYLDe+Viyu89p5lRdOJxj1w9U+nX8d3MG73/y/qfnp/4FYFO9//D05f/zXWIpKAfj1Xy7ntTe8JFSdb/ygh7/+0w1pv+/U934ziybz5nquoslszy2lT9M73vEOvvjFL/Lkk0+yZ8+e5M9/8YtfAHDo0KFZP6cQTSuMuUShTHx8W1sbbW1tFBcXs3379mlDJs2TwHyDGBcCTdMIjx1YTqcTRVHm3D7s6+ujubkZp9PJkSNHFrQkvJyO4CtZrK3kbVto5v1e7RnoeWVUjF5mwFIJkkSPR6E80xgIN9vyc51RSsepfLZD5bMZBP/RzwfoGotJeewdpZQWG+8j2nCKwHf+CwCfq4wfbf4E3V3GjFGGHR69y8q+Ohl5mtewWSVu32Xhlq0KT55I8OIZlYQK3z5XxQN3fIJ9L/0fCAXxfemfyP3jv0ayOygrtvPA3fn8/LkhTjf4uNAaYMum9C/e862yrAXmK5rMG+KlbM/df//9PPLII3zqU59C0zQOHTrE6dOn+eQnP8mb3/xmbrvttlk/pxBNK4SF8F4Kh8M0Njbi9XrZunUrlZWVaWXPwcoQTaZgAqPKBLMXKJqmcfHiRa5evUpFRQVbtmxZ8Pe1HOJlJVQBp2Olb99iMN/3rBfV4hx5hXy1l2FLGUMBmYpcO2DMfkQikQUb7F6IoXKzGj3T+zZWqvUCsK7SwaMPGavl4p1t+L7+b6DrDLhq+G71X+D3GsfmxkqZ9z1gJdud/mdqs0q89Q4rddUyX/15nEgMnu6qJrH/f3Ho9N+j9nbh/85/kfnB30eSJN7z1hKefnGYRELnm4/38umPb0z7tUzBICpNc/8MAoEAdrt9yV3vv/e97/HJT36SL37xi3zyk5+krKyMP/qjP+ITn/jEnJ5PiKYVQKqVwFzbcf39/TQ3N2Oz2Th8+HDafWPzAFBVddqK1FJglm9l5fpQ7GyGroOhMI0N9QQCAXbu3ElZWdmibKcYBL85aR9QuNRnpbYogaYvwMXT5kTPLaPCe5lhSxk6En0+K/kOB5FIhFg0iqaqyIsg+k2n8srKymSy/cjICKOjo7S0tCQjjPLy8pJ5Yum28P/rW11EY8bx8Tu/WonFIqGODuP7z/8H8Rj99iq+XfnnhKLG+7ptl8Kjd1hQlLmJ0M3VCn/4bon/+J8Y3gA8P7oFy8YPsP/SN4i+cRzr5u04D99NYb6Nh+8t4ImnBznb5Ke5JXCDX9RUzNcNfS2wEJWmpawymTidTj7zmc/wmc98ZkGeT4imZWQhvJdUVeXixYt0dnZSXl7Oli1bZmUGaR4Ay72CLh6PJ2NTUtsE6bTndB3OXQ0x5EugqDqHDx9e1L65WWlaKXNggqXhcr+Vq0MWrg5ZsHAn8qiPklKwzEPT6EU1uEdfJTsxhNdSQL9PoaQ0ZSB8bLZpMUl3qNzhcKDrOiMjI1MOldef8/PK6x4A7jqSy84tmeiJBL6v/Auaz8OArYL/rv5LwnHjHPXIbRbu3T//y1BpgczvvcPGv/4gRiAET2t34y68St3gSwQf/wa2TdtR8gt5z1tKePKFIeJxnR/8tI/tdenNNolB8IURTUvpK7ZYCNG0TCyE91IwGKS+vp5QKDTnykpqe245Gdeay7i+smUm0aSqGqcvBYiQjWSDotpDuN2Le2Izvychmsaz1qtvGTYNu0UnmpBI4KBl0EHP6xpHNkWpzJ/jClR7BnpuKRW+y3gtBWi6xHDIjlNRUFWVSCSCc4kvNFMNlV+7do1IJEJ9ff2kQ+WaDv/5jWsAOOwyv/ErhpFk4EffJNFxCa8ln+9Wf5ywalS0H73Twp17Fu4SVJQr87uPGsIpEoOf5n6APG8bRdEu/N/6d7I/8pfk5Vq5/05jtun1sz7aO0PUVM28kk7MNC3M6rmVEgY/H25e2byMpHovzVUwdXd3c/z4cSRJ4siRI3NuRa0E0aTrerI1Z7Vax7UJp5sfCocjHD83SgQjU8pp06ksWPxdOlU0CQxuBvF46+YYj90W5M4tEWwYMT++sMxTDU5euWgnMUfdpBfVkK0OkqEasQ69fgt2h+GCr6rqgvstzZbUoXKz/b9p0yZsNhvXrl3j9OnTHDt2jK98q5GOa0aF7N1vKaYgz0bkjRNEjj1DWHbx3ao/w68ZAuUtty2sYDIpK5T5wENWJCCmyvxw3f8iIjuJX75gZNYB7/ilYkx/ze8/0Z/W84pKE0ljy7ke62Z7brWfK27ePWAZMKtLpnndXNpxiUSCxsZGmpqaqKio4NChQ/PqE5t3Dcvp1ZRq5pdaZYKpK02Dg0OcPD+EZjOMOt12nd1VkLEEM4bmiXMpRZPZFgmFQitWrK3U7VpIFBk2lSaoll9ma9EAVsV4zxe6rfzktBNfeA4XBLsLsksoj7cBEFclgonrx0EkHF6QbZ8vZmXVHCjftm0bt912GwcPHqS4pJqnXzaO4Sy3RmneFVpOHsf3nS+iIfOjso8wJBnH6p17FO7et3gVm601Cg8fMQTZqJrJ02W/CUDwie+g+X2UFtu5/ZBhwfLyiVH6BqIzPqcQTfOLUAFjZnU5ZpoWmpt3D1hiTMGUGrQ7W8Hk8/k4fvw4g4OD7N27ly1btsz7IF4JlabU1pxzBtGk6zqXL1+mvnUQ2WXkTGXYdHZWgW2Jms1LXWmKx+OcPXuW+vp6Xn/9dU6cOEFLSwsDAwPLXoW4qfAOQW87aCqgUZvv5Z23hCjONsTCSFDhJ6ed9Htnf0zqRTUUJrqxaYZA6vFZsY0thohGo8vePofJ29HmUPmrb1gIjh3Gv/ruEqorinE/8zhSNMJz+e+lw74ZgC1VcR4+vPht7fsOKGxZZ3wPzfa9NLsPoYeCBH7ybQDe9Yixok/T4SdPD874fGIQ/HqlyVzpbc6hmguYZiIQCKwJ0SRmmpaA+Xov6bpOZ2cnLS0t5OTkcPDgQRwOx4Js23KLJl3XCY/dSdvt9hvuZFItB6LRKI2NjYwGdewlBwGwWXR2VoJ1CUcNllI0+f1+zp49SyKRYM+ePei6nvTb6ekxIiEyMzPJy8sjLy+P7Ozsm/pueDGRWs8gXTqDbndSa81Fjlbhdui8eU+Y19tsNF2zEYnL/PyskzftiMxuzsmZiZRZQFmknQ77VsJxmYSUARhVkOjYbNNyYiYTTGRgKMb/PDUAQN0GFw/eW07o6R8TGuyh0X2EUzlvAiDXFaYmq4FXX9EW1Kl8MiRJ4pffZOXvvhUlGIanin+VqnALWa+9RPzWe1lfs5Fd2zJpOOfn6ReHeN87SnFlTL0N5nu/WY8tXdeRgNLSUoaHhm449zmdTtwzrNheKzNNQjQtIpNFocz2oIvFYjQ3NzMwMMCGDRtYv379gt7tLLdoSr2LnuyiYN7ZjIyM0NDQgCTbcJUdIaFJSJLO9nKwL7FTgvn5L/Zn1tPTQ3NzM9nZ2Rw8eDBZdcvLywOMCpS5wqm/v5+rV6+iKAo5OTlJEbVUq1XW/B24rkPPZQCkaJh10TD6yR+C9xDy1kMc2gjZGRqvttpRNYlnGh3ctyNCdUH6wkkrqqGk7QzXbJtQJQv9QSfFVm8ydHS5RdNU2Wvf+EEP8bhxEf3Nx8pJdHUQevJHDNjKebLICGN1O+EP3pODy3FkwZ3KpyLLJfHe+6x8+adxoth5puj9vLP3cwR+/E1y/uiTPPpQEQ3n/ITDGs+8NMyjD02dR3mzhvXquk4sFiMYCOB0OpM/m0g6ojcYDC5YKsNyIkTTImEayF25coWKioo5XbxGR0dpaGhA13UOHjyYvFguJGbVa7lmmsIp8xrmQZmKJEl4vV66urrILyjAVriX0ZBx8tpYDJljD9F1HSIBJOfi5xotdqVJ0zRaWlro7OxM5uVJknRDK85qtSYHdM2Knem1c+XKFS5dupQ0LDRF1GIay63pmSZJQn/o19G7LxsVp+EeJE2Dc8fhShP6LQ+xpbwWp03n+WYHmi7xXJOD+3fOouLkykFxZVIc76THVos3rFCa4USLBo2VtvE4lmX0UpusPdfWEeKFV0YAOHIgm621dkb/4d+J6RZ+VPx7JCQbEvD+h6zkZknAwjuVT8eO9Qp7NqmcbdW4mLGXFtde6trPEKt/jQO7b6G8xE53X5QnnhrgLQ8UosiTv87NKJpM/65YNDruZ06nE6vNZlw7GPP4S+O8EgqFbphZXY0I0bQImNWlWCxGe3s7RUVFs+rl6rqevOgVFhayY8eORb3YzTWqZL6ktuYcDscNJ6VYLGYctLEYmzdvxpG7jtY+43cKM3VKsseeR9PQrzaij/Qgbz6M5J48Z2+hWMxBcHNJt9/vZ9euXZSWlqb1WpIkkZGRQUZGBhUVFeMMC0dGRrhw4QK6ruN2u8e18haqLbLmK00ANgfUbEev2c4bT/2EnfFBbP4hpLAf6cXvo2/cy7q99/CmHfBskyGcnm1y8PDuMCU56R1fWlEtZR3n6bHWgCQxHHWRjRE/EY5EyFxhoukr3+lG10FR4NfeW07o6R+h9l7j6cJfZ9hm7LsPHLKwuWry/WwhnMpn4u13Wrl4NUooCs8Uvp/a0DkCP/kOedv38dYHi/jC167RNxjj9TNeDu/PmfQ5bjbRFI/H8Xm942a5/IEAfr+fnTt3zvr5zO9WtOcE45jovWSaTM5GkEQiEWNuZ3SUuro6qqurF/2CtFyiKRqNoputuQlVJo/HQ319PYlEgry8PMoqazh9xfg3m0VnYwlIEuiqitZ2GnzGMKd27Rxy3a2L+pktVqVpeHiYhoYGrFbrvA06JxoWJhKJ5MVoaGiIzs7O5O/k5+eTm5uL2+2+OcTPAuCxZTK8+xaKA/1IZ55HSsSQLp2BkT6q7ng792yH55scqJrE041O3rIvRK4rjf3FnYfdYaUg0cOQtZyhgI28HBtqIkY0ElnW72iiaDrb7ONMkxH58tA9BZSofYw++wTnXQdozLodMOJR7j+YnjCfq1P5TEkGmS6Jt9xh4bvPJvArObya+2buHn6cyImj3HfHvXzte92Ewho/fXZQiCaM+Tmfz5f8u81uJzMzk96+vnl9BkI0CcZhDntrmpbs/ZuiKd3W1+DgIE1NTVgsFg4dOkR2dvZibnKS5RJNqavmHCn98qtXr3Lx4kXy8vLIysoCoK0fEppxwt5YbAx+65qK1nYKfEPGk7hykDccWPSLykLPNOm6TkdHB62trRQVFbFjx45Zubqng8ViobCwkMLCQuB6W2RkZISOjg4uX76M1WpNVqHmckd/s2CKZUmWYcMu9JJqePUJo2U33ANPfY2au97NHVvKeOmCg1hC4ukGJ2/dH8Zpm0E4SRJaUQ3l164wZC1HRyKkZWAnhq7rRKPRBVsEMltSB8F1Xeer3zUWIjjsMu99SxH+L30Sr5zDLwp/FQCXAx57wIo8RctrJtJ1Kk9nqPzgVoXjjSqd/Tqv5TzIbt/LyE//mLxDd3LfHfnJaJWu3ggVpTd+vjeLaAqHwwT8/uTf3ZmZOByO5AjHfDoeQjQJgOtRKKZgSl0dl5rrNh2aptHa2kpHRwelpaVs27ZtwS+a06GMuQ8vJbquJ6MizNZcPB6nubmZ/v5+Nm7cSG1tLc3NzYQSdvx+48RbmKlTkDn2uV85e10wZeYbgklZ/M9tIStNiUSCpqYm+vv72bx5M+vWrVuSSsLEtkhqK8+8o3e5XMk7+tzc3BlbeWt6pmk63Dno9/0KnH4Wqa0BKRyA5/6bTXe+k0BNLW+02/FHZJ5pdPBLe8Izx65kFeG2XiJLHcGn5NETcFHr8hrHTDi8bKIpdRD8ldc8XLpi3PS8/ZeKcJ55hkDXVX5a9v8RVYy5lfe+yUrOLAJ4Z2Iqp/J0hsplSeLtd1n57PdiqJKF5/Lfw7v6/43wy8/w5vvexBNjtgM/e3aQD3+g8obXvhlEUyRFMEmSRFZWVtL2AoRPk4kQTfNgpigUSZJmFCShUIiGhgYCgQDbt2+nvLx8ycvvy1FpiqWsmnM4nfh8vmQ77sCBA8kTI5JE1FYFgCLrrB9b4KJ3XQBPn/EXd96SCSZYuJmmQCDA2bNnicfj49/zEmOeILOysli3bl3yjt4UUdeuXUOSJLKzs5NVqIkrnG6mtl6y0pT6nhUL+sEH0bPykM8eRYpH4ej32HPHO/GVbOZSn5UBn8KrrXbuqIsy7cclSeiFNZT1tuFz5qFqMqrsRFZDhnVJIoGyhDdVJmZ7LpHQ+fr3jSpTVqaFt90iEfznH3Iq+z6uOrcAcHi7wo71i+sDkupUDjMPlRfm5rJ/i5XTFzRa3fu45t1I1bNPUH7bfezelkn9OT/PvTzCr767DIdj/LavddEUiUTwpwim7EnanpqmzVk0JRIJwuGwqDTdzKTrvTSdIOnt7eXcuXM4HI5FD5mdjuUQTamr5sxBZXNpfeqddFQuQJeN1l11vmEvoA13ofePDTg53EsqmGBhKk29vb00Nzfjdrs5cODAslUPJmPiHX00Gk0KqK6uruTFyBRQubmLO3i/apAk2HILmj0D6bVfIKkJ5Jd/yO13vAtfuI5+r0Jrr5WCTI1tFdObkuo5peT1X8ahBYnILvpDbkrtRmUnPDbbtNSYoumZl4bp7jNWVL33bcWoP/kSQ+RzNO+dAORnSbz1jqW/tKQzVF5ic6PI21E1mRfy3sUHej5N5JVnefP9d1B/zk8wpPLSyVEeuKtg3HOvZdEUj8fxmzNMUwgmmF+lKRg0FjMI0XQTMlvvpckqTaqqcuHCBbq6uqisrKSurm5ZgyBlWV7S9lzqqrlYLMbF1lZqa2vZsGHDuM8yoUJINmZwHFad8lzQwz70q43GL1isyBsPIlmWdkXRfERTaiu2qqqKurq6FX8yttvtlJaWUlpamrwYmSKqtbU1eRwMDw+TmZlJbm7ukraXl5oZv/faHegWK7z6EyQ1geXlH3Df7Y/x4/B6QjGZE5dsFGSqFGdPc6Miy1CwjrKhK1yx7yAYt4PTClqcaCSyLBlemqYRT8B/P94LQFGBjftyWgldPM9Py/+chGzYC/zKA1YctuWtPE43VF43MsK5awV0OTfSmrGHjc88Qe1H9pKXY2HEk+DJF4ZuGtGkqipejyf59+zs7CkH6+cjmsxsUdGeu8nQdT1ZXUo3aHeiaPL7/TQ0NBCJRNi9e/eim31FoiovnRjh9TMerlwNMuqNI8sSRQV2Nq13cXhfLpK0tJWmeCyWfL2R0VH27duXHFBO5doI6GO7aG0hSLqK1nYGzByo2n1I9qX3/ZjrIHg0GqW+vh6v18vOnTvnHLK8nKRejKqqqoyTrtfLuXPniEajNDU1Jdt9qa28tXjBmfbYr6pDh6Rwcr36Xd50+Nf56aUyNF3i+WYHjx6YfjBczyunaOA4nfpmEpINb8xFtsWTDPxe6kF9Xdc5cQZGPEaV7H2P5BF94nO8lvMAPY71ANy1V2F9+cr7rlOHyh8r1fnrr0YJR+HF/Hew8dpfMfDk42xed4AT9Q4uXg5xtrGPndsKkyJhLYomXdfxer3JmwB3Zua0g96i0mQgRFOamNWl2UahmKJJ13W6urq4cOECWVlZHDlyZFGNvmJxjcd/1sv3ftKDP3BjFcnrS3DpSpCfPztAdibcd1uUujoNi2XxTwyDg9eznurq6ia9+4gloGtk7C9xHwWZmejXLkDESJeXyjYhZRXc8LilYC6VptHRUerr61EUhcOHD5M5Q+TAakFRlORKu/z8fCorK5NLxHt6emhvb0dRlHEGm06n8+aYgaqqQ4/HjFZdPErx69/g8O7f4dWOHIJRmRfO2Xlod4QpF5cpFuSCckpHO7hm28RQxEW22wsYA+FLLZqCYY2jJ4xzSXWFg4MDP6Mn6uKlwkcBKMyVeOjIyr+kZDgk3nTAwhOvJBiylXPefQs7rrbwzl9+OyfrB9GB7/+kHe9IS3KoPBqNrrnVpAG/HzWRAK63NqfDzJ6b02sFjPP2Wjjvrfw9fJmZ2I6bbW6coijE43EaGhro6+ubtA210HRcC/HX/3SJjmvX54Yy3RZ21GVSkG9D1XS6eyOcu+gnHtfx+uHxJ+OcamriT39/PXUbFuduwGxLZjid2O12rFbrlOXazmHQ9LHPOXAF/OXoAx3G3925SKUbF2Ub02E2g+CpFgoFBQXs3LlzRl+ZqVgNQsNms1FSUkJJSQm6rhMKhZKtvLa2NlpbW3E4HOPmoeb6eSwXkw6CT8X6nWixsDEcHgmy9cLX6Kv6MG2DDnpGLdR3WNlbM/V8k55fRcngSbqs69ElhYjuxCGFkkGpS9nWf+mkRthY8Mr77tCIPP0iPy3/C1TZarTl3mTFZln5+yjAbbsUjp5J4A/Bsdy3svXa69T4L7NvVyWnG3xcbHfyW++rJBTycu3aNeLxOJIk0dTUtCBO5ctNJBxOrl62Wq24ZqgAqaoGVjcBNZvLAxYSmnF+tsg6TptOeY46tfjnumgSlaY1jqZpyepSuu24iaiqSm9vL4qisH//fgoKFrc6cvKNUf76ny4RiRqto3WVTj74ngpuPZCHoozf9nBY5YVXhvj69zsYHtXp7ArzkT9v5kPvq+Jdj5Qu6AkhGAxSX1+Pqqrk1tYCk8emAETj0OMx/myXwsSiI2gdw8YPZAV53e5lPVmlW2lKJBKcO3eO3t7epIXCaj3JzgVJknC5XLhcruRcidfrHVeJgpsgcHjLLeghP9LF08jeIe4Y+A5DGR/AG1Y4026jNEelNHeKVq/FijWviCJ/F/3WagbDbiozjPmQyNhs01IwPBrj1dPG/r5lQwZbGr7Miew3Jdtyd+5VqClbPd+bzSpx3wELP34pwYithObMw+x57mc89OBfcrrBRziicbnTyZvurEDXdU6fPp1cMLNQTuXLRSKRGLdSLjMra8rzkqrBgF+m32fFUXYbQzEgNv53lJBORc70M7HmTJMQTWsU03tpLu241Ofo6OjA5/Nhs9m49dZbF/2gevH4MH/z2UtomrGQ533vLOd97yifsuXmdCr80puKKS8c4OmXQrxwAhIJnf/8RidXrob4k9+pXZB2nblSzOVysX3btuvRKVOIpmsjoI9VmXKsozisUaNfB0jldUiO5R0mTGemKRgMcvbsWaLR6JKI5ZXATCJSluXkRQZWVuDwbJhVpcl8zJ57IOhD6mrF1t/GfTUv8D/yfaiaxNHzDt5+MIRjioKbXriOspEz9FuriWp2VKwoxImEw0v2+Xz7R33EjUOQX97UwdCZOC9WvAOAghyJhw+vvkvJ4R0KL5xO4A3CK7mPsL3zz9mlXCY3x86oJ8FTR4d40535SJKUnNPbuHHjgjmVLwe6rl9fKQdkTWEGquswFJTpHLYQU8fvXxZZx27RkSSIJSRsY3+eDnOmSQyCr0Fm8l5KB3Mg1lxN5HA4Fl0wvX7Ww6f/5TKaBjabxF9+dCO3Hkwv4NdmU7jrEDz65m38n//XSv9gjGdfGsLjjfOp/7UZm21uwik1eNZcKTY0ZJhRWiyWSU8qsQT0eow/52ToZCX8FNrGztauHKSidXPaloVkpkpTf38/TU1NZGRkcOTIkRlnBdYCc7lwr7TA4UVFltGPPALP/TfSSB8F7S9xuK6aVzybCEZlXrrg4P4dkckvPlY7zpxsckN9jFpKGI64KHIs3UB4V2+Ep44ax+3WdRrVZ77Ltwo/SkI2votfvs+KzbqyhG062CwS9x6w8KMXE4xaiznvPsjuF37Cfbd/mB/8dIDzrUE6u8NUlTvHDYIvpFP5UhMKGuHPYFT6JzueYgm4PGjFG75+3rcpKsHBy2xdX0h+jmvcfqqlMdoZCARwOp1rYlXt6n8HC0i63kvTMTw8TGNjI5IkcfDgQbq7u8d5Ei0G5gyTqupYLRJ/82d17N2ZfgSLWXbetN7N5z+zg7/42xYuXg5yqt7LX/3dRf76T2cvnEKhEPX19QSDwWTwrKqqxGNGbXcqX6Ku0euzTFX5Ova2nmSvXK7esSKqDuad50TRpGkaly5dor29nYqKCrZs2bLgJ8q16rq93IHDs2EulSYALFb0O94BT38dKRxgy8Vv0r3hT2j3Z9M5ZOFcl5XtlZPPN+lF6yhvvcCopQR/wkUhXqQlGgj/xvd7jOo1Ou92vsQZ6QidzjoAbtupsL5iAdtyug4BD/hGIOQjWTbPyAR3DmTlG3YMC8Sh7QrPvm7MNr2a+2a2Xf0r7r3Dxw/G/v2ZF4f5zccqpl09Nx+n8qUkHo8n22SKokw6x+QNS1wasBIfqy5ZFZ2qvAQOdYSOzsvkBMIovihoKug6utWBkpGNnn+ji3oqwWBwTVSZQIgmYHLvJfO/dNE0jcuXL3PlyhWKi4vZvn07VquVvr6+RfVACoVV/vfftRIKG6/xFx/dOCvBBONtEXKzrfzjJ7byF5+5SMM5H6cbvPzNZy/xv/940w0zUVNhVlommnaag4cweWsuoULPqPHnLKdOdrQPPTa2Wq5oHVLG0mTxpcNE0RSNRmloaMDj8bB9+3YqKiqWceuWh4UUdGs2cDgj0xBOz/03sprgjs7/YrD4owRiFl67bMw35WdO0va1ZZCZZSczOoJfycMfzyDLGlz0gfCLl4Mce80DwJ4qL/kj7Txe+dcA5GbCm29bgEuIpkJPG1LnRejrQIoEp/xV3eaAknXo67ZB2fp5CyibReLufRaeOGaspGtx7WNXw5Ps2PIITRcCPHdshA++p2xWlgOzdSpfiqHyG9pyk8wx9ftkrgxZgLHIKrfKOrcX68hVGO1lT7YGo9fGPUYC9GhwRtEUCoVWZKt9Ltz0omku3ksTCYfDNDQ04PP52Lp1K5WVlcnnWGy37X/9r3a6+wwx8sH3VHD7ofRacqlM3EanU+FvPr6Zj/9NC00X/Lzy+iif+3I7f/ihmmk/m1TjxvLycrZu3TruZB4Zq7jJsjxpWbjXA+pYKG9lrobecQGAmAb20k2zfl+LSapo8ng81NfXI0kSt9xyy5IFLd9MrKTA4TlXmkzyS9EPPoh04mc4oh7u8f+In9rfhaZLvHDOwdsOhLBOpoGKayi/3EaLMw9P3E2W1RAXkXB4xtVPc0HXdb7y3W4ALBaJ98R/xi8Kf5XYmEP/e+6bp4llLAIX30C6dGZaoZSKFItAZwtSZwt6Rhb6tsOwfte8xNOtOxSeO5UgFDGqTXVNn+S+B95G0wXDmuX1sz70efg0peNUvthD5aFQKHljnOFyYUkZjdB16PIodI0ackCSdGpzwxT7W5D6upn4Des2JyhWowIYDaHbZ973AoHAmhgCh5tcNC1EO66/v5/m5mZsNtuk/juKoiR7yAvNyyeHefZlY9Zg385s3veO8jk9z2TCzulQ+L9/tpmPfeI8bR0hfvrMAJVlTt7x5tJJnyMSiVBfX4/P55u00mImtAPJ1OxUNB26x6pMGTad3GAHxIxScltIZusSxqSkg5n63dnZyYULF8jPz2fnzp2rd+Zmniz1HeRiBA4vKTXb0UcHkFpep3S0kX3lmzit7sYTkjnRaueOLdEbH2N3kesGZ9xPmEyiqhW7EiccDpOxCA7hp+p9NJ43Kr0PrBukP7GBKxnbATi4VaGueo6fp5qAi6eRzp0wMvrG0C02KKlGL1kHOYXgygHFYlSiQn7wDCL1dRhVqUQMKeRDOvU0+sXT6AcfgKKqOW2O3SZx5x4LT55I0G+v5opjG3u9L+N07iEc1njmxSHuvWVhzC2ncypfrKHyRCJBaGwQW1GUG/wBr40qdHuM86tF1qlz9ZLd1YCkGdctHYjas7g4GGDrLbcjWycIujSKAmZ7TlSaVinz9V4Cw0rg4sWLdHZ2Ul5ezpYtWyYdclMUZVEqTT5/gn/9UgdgeDD96UfWI09nlDENU1XD3C4Lf/PxOn7v400Mj8T5j29cZV1VBvsmtP8GBwdpbGycUjgCRCOR5B36ZPNMgz6IJoztL89WofMSAKrFQXckTt0KdOTt6enB6/Wyfv16NmzYsCZOCKuRhQgcng3zrjSZz7P7LvAMIPV1sKf7cbqrquiN5XGx10p5nsr64klutoprqbhymUuOPXjimRQrI+i6TiAURpUshKJxZMCiyGQ6rditczvFq6rOl79tVJlcDrjd+xTfrvpLALJd8La5Zsv1dSCdehrJP5r8kZ5bhL5pP1TVgXWKm46MTCgoQ9+wC+JR9I7zSOdPIAV9SL5heO7bUHcAfdedhtCaJbftUnj+dIJYHE7kPsz6N/6FOw/cwVMvezld72P/Vn1Rzj+LPVRu3lCYTLQXSBVMNkVjK+dw93Zcf3xWIVrJRoY9AQZ7LtwomIw3MeN2hEIhMdO0WlkI7yXTcygUCs0YhzFZ9txC8OVvdzI6Fmfwe79eTX7u3Csc021jYb6N//tndfzhXzYTi+n89T9d4j//YQfFhXZ0Xefy5cu0tbVRWlrKtm3bplwdkTrPZJ8gmvSUKpNV0SkKt4FqvLdIXhV635UlDxSeDrPU7ff72bt3b3J2YTFZDYJspQypzyVweFlWOMoy+q1vhae+hhz0ck/Xf/HD0j8mqlo41mKnMEslyznhM3W4yc9Q6UyECCQysIWHGA1FCfWHyXRloKrjhZbTZqEkx0Vh1uxc2J97eZjObuOYfXNOAy/nv4eoYlQo3n2vlQzHLPfHeBTp7FGky/XJH+nZBYbIKd/AZMsGdX3SH4PVDhv3oNfuQL/4BlLTMSQ1AS2nYLAb/Y63g3N2rSCXQ+LIDoUXz6hcdW6hWyrnzqxLPEURmg7NrRYO7l/8m7aFHiqPRCIk4sa51Ol0jqtY9XrlZEvOqmhsj54iIzIAgK5Y0Sq3QZZxblNV77wqtWIQfBWyEN5LAN3d3Zw/fx6Xy8WRI0dm3BEWQzRduhLk588ZO/e+ndncd/v8PIBmmrvaVOvijz+8nr/918v4Awn++p8u8Zm/XM/5c02Mjo7eMMc1EV3Xk6LJbrffcMfmC4M/Yjy2NEtF6m4z/iEjG9VdAKwc0TQwMEBjoxEYXF1dvSSCaTWwkkVdOoHDTqdznIiabmn0QlWajI1zGhf5Z76FW/Vz1+gPeTrrvcRViReaHTyyL4wy4VotldRQeKmVk7FaelQdtzWBomvEYsoNF7ZwLEH7gJc+T5Da4hzcU5lBpT4movL1HxjGowWuBCX2KPWuXQBsqYywrXbyla9TMtKH9Mr/IAU8gNGG03feBpv2gWxsry8k0TWi0O9VGAnKBCNysvKsyDqZTo2cDJ3SHJWKvAQ5Lt2oKG29Bb1iI5z4KdJwL9JwDzz1NfS73gW5xbPazLv2WDhWr6JqcDznYd594TtUl/8uV7sjNLXalmUfn89QuaZpBMecuGVZJiPlWjUclOkYHhNMssb20HEy4sadq+7OQ6vcYYjTMeYToQLGTFNOTs6cH7+SuClE00J4LyUSCc6fP09PTw/V1dVs3rw5rZ3IbM/pur4gB52u63zhax3oOiiKxO//xrp5P68sy+i6Pu023ndHAecu+nni6X4uXArw6X86zQN3aBw6dGjGwefE2NwYTL5qzqwySeiURtqMGQZALq9D0tOPLFlMUqtqZWVljIyMrAnPkZuNqQKHTRHV3d299IHDucXohx5GevUnrAs1sz3jLM2WPQz6FV5vs3F443gL5lHVRn8oRDQeQJOdZCkBEmqCaCRKhmvyPMtwLMH5a8NU5rsozZs+/+sHT/Qz6jEqVr/keI2jBY8B4LDGuHdPEMhJ733pOrSeQTr7AtLYMa0XVaEfehjcOcQS0Npt5VKfhSH/1FUMVZPwBBU8QegYtABGFW5LWZwNJQmUrDz0+x6D088gtTUihQPw3LfR73o3FKY/55mTKbGvTuH18yqtrj0MjfyAuzcH+Fq3hVGvQtvVOMt9jzSbofL8vLzkfutO2Yf9EYlLA8YqOVnS2Ro6iSthnIS1/Er0ss0gjd/f57tCMxgMrpkVxWv+rJ867A3MSTD5fD7q6+uJx+OzbseYO6qqqgtykX3tjIfG80aP+m0PFlNVPv+2grmNmqZNe2B8+INV1DcP09md4LUGK295eGNaK8XGWQ1MaM1F4zA01nIvdGtYBy4bf3HnQVYB8lg/fjkrTbFYjMbGRoaHh5NVtWPHji25kFvJ1ZzVihk4nJdnrDqNxWIzBg4vaKXJpHoL+mg/0vmTHBr6H/pLKhmkgOZrNkpyVGoKjfNX92iYbk8YObeU4r5eepRqwqoVp6KhqnFjCfgULyGhcbV3gHg8RlVx/qS/Mzgc4/Gf9wNQ6/LQV3ok2ZbbW9WO055mVTsRR3r9KaSOcwDokmS04rbcQjgu0XDJRkvPdT8gE7tFpzBLJdOp47Qa7ySmgj8sM+iTCcWMc9WgT2HQp3CmQ2N/TYwNJcDBh9CzCpDPvmAMmB/9Lvqd74Li9AfE79lniCYkmdeyH+ROz7N8Q34ITYNjrwU5fCDtp1p0phsqDwaDyfN6MBhk1OMxqlCZuVzszxhLXNCpi5wmM2FEVGklG9GLaiZ9rfmKJtNyYC2wZkXTQngv6bpOZ2cnLS0t5OTkcPDgwSlNGafC3NEW4qKvaTpf+m/DJ8OVofDYO+e2Wm4i5jZOd2DEYjGaGhu5/9ZRvvk/WURjOv/47x186Z+yyM6avuRviiaLxXKDcOz1gD62qLU0cTW5EkMu25RsocLyiSav18vZs2cBuOWWW5IlZrM6J7jOWvg80gkcNpeDj4yM4HA4FiwuQ995B4wOoPRe4b7Br/N40R8Q0628dN5B7v4gQ0E/nlAcWZLQbE6y7HH6Y2H8mhO7HAUkItEYDqcDGeN8oY9JKBkdNRY25gcHPWiazrrSGwXQV77TTSxuPGZ/wSgNGUcAOLRNodjmQZIKZ34jIR/SS48jjRriS3dmot/2NhJ55TR0WGnqtI0TS5kOjQ0lCWqKEuS5tCkjOXQdPCGJtn4rF3sshGIygYjMixccXOxVub0uQvaWg2g2uyHYEnF46Yfo97wXCqaeO02lJF9mW43MuXaNxsxbuaPzx+zdKHP6osbJM0EiERWHYwWtwkzBnHXKysrCMzqaXLWtahoej4eurh7sJQeRx2KoamLnyYv3AaCVbUYvqJ7yuWe6oZ4OsyK2ViwHVtZypAXCbMfF4/Hk6rjZVphisRhnz57lwoULrF+/fk6CCcYLkvly7LUR2juNZfjveWsZ2ZkLc7KeSZiMjo5y/PhxAoEAD91/gD/4TeNuZMQT55+/2D7txVJVVWJTuIBrOvR6jT+77RrukZaxv+QhZRkn9HRy3haLrq4uXnvtteT8WmpPfjJH8JuZtVgFMwOHKysr2bVrF7fffjt79uxJDum2tbVx7NgxTp06RVtbG6Ojo/PbT2UZ/da3oGfmkaWOctfI9wGIqxLfOZlgJJhAQ8J8BUt+CfnxbqKalbhmnGei0Si6bhxbkiwhSxISOmosQuru2jvspWfIM+7lz10M8OJxo02zN7uf5sL7AcjL1HnbnZbkzee0DPUgPfX164KpqBL9wV+lgyp+8FoGZ9rtScFUkq1y/84w7zkcYn9tjHz31IIJjKHwXJfO/toYv3wkxK2bI2TYjE+j16Pw+OsZXOyxwPpd6IfejA6GNcGL3wfP4Awf/nXu2Wfc2KmyldPZ93G7vRmAcETn1VOeaR65MohEIknBlJGRkbx+VW67G9lh5D4WxDopi10BoFNz0x7Q8fl8U57TFqI9t1ZE05qrNC2E99Lo6CgNDQ3ous7BgweTpfu5sFCiSdN0vvmDseWnmRbe/nDJvJ4vlalEkxk63NraSkFBATt27MBms/HA3TonTo/yyuujHDs5wguvDHPvFMPopjcT3Ciahv1G4CNAmdSfnHuQSzfesG1LKVBUVeXChQt0dXVRW1vLxo0bb9iHhGi6+bjaB1ZLNhUVNnp6eti7d2+ynbdggcM2B/qd74Snv05N9AI7g6/wqmUv3nCCs1et7KmOg2Q4MauSTG6GxlA0TiCRQa7Nb5j1xmLYbDZ03ajOyFp80n21s38Eh81KXpYLVdP5968bVWybrGFft4mgbEVC530P2XHYpJnnMq9eQDr5c2MlG6Bv3ENwx5s4fimD9sHrl5p8t8rB9THK89QZg16nQpZha3mCDcUJTrXZON9tQ9UkXm5x0O+Nc+vmbSiJmGFvEIvAiz9Af+ADaa2qqy2XqCqW6OzXOZN1Nx++9mdk2DcTiio8+9Iw994+eWtzJTDV8PegX2YoaNxkZ+peNsWakABvRhGeqJWRGYbKhWi6zpoRTZO142Y7vKnrejIotLCwMCkS5sNCiaYTp0dp7zQctd/9llKczoUrEafOXZnE43GampoYHBxk48aN1NRcdwOXJIk/+u1ami824vHG+dyX29m9PWtS2wPTBVySJGwTXG57PMb/LbJO/miT8ZeMbMi6LsCWuj0XDoc5e/YsoVCIPXv2UFw8+Qocc3WK4ObhZ6/GaevWyXbLFGVUURu0sK48Z+EDh7Py0G9/FI5+j82jz3PSmQNKCT0jFrKdOrXFCWRdRdVBzi2hsLubPrmabD2ALBkmslabDQlQ0EioOhZFITHhHKTrOpe7Bti5voIXXvHQ1mEcq3vXwYjdaP3fe8BCbdn1VvSk51Rdh/MnkBteNv4qSej77uNKzkFeOeUgGjfOG3aLzoH1UTaXJZijpdwN2Cxw6+YY6wpVjp6zE47LXOy14gtLvGnHHuyxMHLDy0ghn9Gqu+8xsExfoZckiXv2WfjaL+KEFTfnXbewz9LNsZ4qGs4H6BuIUlK0uHl/cyUUDCa/KzNWKBSTxuJRwEKcutDryGho+ZW4y+rYNnYDON1QeSgUmlOnJbldwqdpZbEQUSiRSITGxkZGR0epq6ujurp6QVoOkwmS2aLrOt/9H2MJsNul8NYHF67KBDfOXXm9Xurr69E0jQMHDkxaacvJtvJHv1XDJ/6hFX9A5bP/2c6n/nTTuM8s1Wpgogt4KGbMJwAUWb0oqlGRkkvHm0QupWgyTTrtdjuHDx+e9iAXM003spY/j3BUp73HeH/egIQ3UMFnfwBb18W4a6/Cxkp5YQOHS9bRu+U+uk+fYH/8eY7lvI2w5OJCt4VMh0qha+x8oljIzVQYCsUIJJxkWUPJm0ebRSERN1rjqs6kwknVNM629vCV7xhtudJchdGCrQBUF8NDh4xLxJTD76qK9PqTSO1GC0u32okefjuv+jZxufm6OKktinN4U4wM2+LsI+V5Ko8eDPNck4MBn0Kvx8JPzzh5eNcRXH4P0pVGpJE+eO0X6EfeMoUB1HV2bJDJy4IRH7yW8wAPdP0bxzAGyp97eZj3vTO9GamlJJFIJMPhrVYrNrsdVYPWfstYCLrO5vAb2PUIemYBelld8nOYyak8EAgQCAQ4efLkrJ3KY7EY0WhUVJpWCuYJYj7tuMHBQZqamrBYLGktoZ8NC1Fpam7xc77VKLm+5YFiMhawygTjhd3Vq1dpaWkhLy+PnTt3TpuBdNstedxzWz4vvDLM8dOjHH11mHtuu14lisViyZPtREPLPs/1P5f4jRU2ONyQM14QLsVMU2qFcSaTztTtWssiYbasxZmmVJx2ib/8NTvNV1RePxena9B4v+c7NM53aNSUSjx4yMLmsWiR+QYOd3tCdGbVYKnxY28/xwHfM7ya/QgqFt64YuHwhjjZTuOYkHKKKAr00qtW4baEkCXDgd/qHH9BU/XJfeO+/9MuRoMqLnsuebUVJACHReMDDzuSId3m8Tfue46GkY79GGmgEwDdlUX//sd44Wop/ohxTrFbdG6ri1BbtHih5SYuu84v7Qlz9LyDjkELo0GFn9Vn8Eu7HsQd9CD1dyJdvYCeVwJbbpn2uRRZ4u69Fh5/MYHHWkTCWURtocqVQYVnXx7hV95eOucEhsVA13UCKc7f7jHDy6vDFsJx47uojF0iVx1Ed2SiVe2cVjhO3H9PnTqF3W4nIyNj1k7lwbEIl+UUTV/60pf40Ic+hMvlIjDWvpwrq1Y0LYT3UmrAbLoXy9myEKvnHv+ZscLBapF49KGFrTLBddF06dIlRkdHZxUL8vu/vo4zjV48vgT/9pUO9u3MTq6mm8pqQNOhb2wAPMsaISMwAoBUXHvDay72TFM8HqexsZGhoSG2bNlCVVVVWu9biKabD/srj7Mn4Gfn1q281JMgZN3L2VaJWALae3X+/cdxNlepvPV2C2WF49tYswkclhyZdIctZLud6LU7IRIiu7edvYGjnHLeQwKN1y/buHVz1KjcSDI5uU6GvBHCqgOXJYIajxJXuOEipo2dK83z0ZXOMG80+pEkier160gohoXJe++3k599/T3c0J7zDSO9+EOkgOnvU0bD+vdzqtU9tpwdynMT3Lk1isu+dMeJRYF7t0d49aKdlh4r3pDMz+rdPHLg7bhe+IqRV1f/oiGciqdeLQZwcJvCkycShKJwMudBbldf4wp7GBiK0XghwO5t0/tdLSWxWIz4mPO3w+nEYrEwEpTp9xnff6Y6QlWs1XD6Xrd71lEzmqbhdrupra1Nvl66TuWhkLF4ablEU3d3N3/yJ39CWVkZXq933s+3KkWTpmlEo9Fxs0uzFUyhUIiGhgYCgQDbt2+nvLx8Ue6WzW2ba6WpbyDCq6cMUXHv7QXkzSMuZSrMOwG/38/+/fspKEjfYTw7y8rv/8Y6/u8/X8brS/CFr13l43+wATDudsEoFaeevIf9XF9BE203fmixI+XfaKGwmJUm039LVVUOHjxIbm5u2o8VM003spZFpK7rRE4cRfOMwLFnOODIIOPgJR5+68Mc68zlWL1KNA4XOzX+4dsxbtup8NBhy5RxI1MFDvcMDHGiqZdMm4Td6SQrM5Osii3kJGKUDHWyTTpBs/MQ0QS83ubkyKYINosO7jxKfN10JyrJUMLo8TgRSceVMbHFbEyRS5JELK7xozFPpvySHPxSgmxd5649Crs3jRdb49pzPVeQXv1JMmw3WLmbo+630t1p3CzJks6B9TF2VMbnPOg9H2QJbtscRZLgQrcVX1jmyZZc3nzknTiOfsMYVH/1CfSHfm3awXC7VeLWnQrPnlLpdmzgiPZjLMoeEio8+9LwihFNuq4nh7/NFZ+xBLSNDd8repzNkTMAaNW7wDZ7b7+Jg+DpOJV//vOfJxqNsnv37uSiiOXgwx/+MHfccQd5eXn88Ic/nPfzrSrLAXPYOxaL8eKLL3Lt2rU5Cabe3l6OHz+OpmkcPnyYioqKRW0vzCdK5SdP9SdDpN/+S/OvMumJOPHuq4TrXyN44ihdTz/BuV/8BCUaYdOmTbMSTCZ3Hcnn8H5DcDz38hCn6j2oY5YPcOOqOdNmwCJp5IeMZa9S0Tok+cbSrumttdACpbu7m5MnT2K32zly5MisBJO5XWtZJAjGo4eCKEVlydgPayRE/OWnif3DR7m96Z/507s6uXWnjCwZc9HHGlQ+/Y0ob7SoM+4npgN5VVUVAXcFR/bvpnb9erKzMvH7/Vy+0s4ZLZOw3c268Dlqw40gQSAqceKSjWgcFEXGlZ+LPREgmrCgoxGPxSY9bnQdZEXhuZeHGRyOk5mXiTM7i3giSmHmKG+5/cY5FX1sKZ7zSj3SSz9ICqZrm97K47yd7lHjMVlOjbfsC7OzankEk4kkwa2botSVGeegkYDC09eqie99wPj3SBDp+BNJX7ipuG23BUU2vr/G3Ls5UGBYF7zy2ijB0OK3HNMhHA4nry8ZLheSJNM2ZCGhGV/A+mgTDj2MXrbJMA2eAzOtnjNvALZt28Ztt93GwYMHufXWW4nH43zxi19kZGSERx55hA9+8IN885vfpKenZ07bMVu+9a1v8dJLL/GFL3xhwZ5z1VSaJrbjLJY0fUNSSF1KXlVVxebNm+e1jDJd5iqaolGNJ18wDtJdWzNZv25uqw90TSXSdIbQ8aNELzSgR6+3zSQg6QF76lm8+4+QcfhurMXpDzpKksQffmgdDed8hMIq//yfV/j83163DUiNTonEYNQobFHIAAoayDJS0dSl8oUcutY0jZaWFjo7O1m3bh2bNm2aU0SGGAQfz1qfaZJdbnI+8hdooSDeky/hfflZXMN9oOvEzp2Fc2e5r3Yzt9z5GD9tr+bSNY1ACL75VJxTF2Tec6+V3KzpP6MznR5kJKxWhdwcY56kvBxi8Th+v5/+UTd5nU1sDZ8iIdnpdGzGH1E43mrn8OYYTqebMnsP7eEcCsfuUyKRyKR3+Fe7wrx8wovD7SSnyLiQuq0Jbt8bQdVUlAntGy0SZqfnMhn9Rjsurjh4fcOHaPZeX126vjjObZuj2FbIVUWS4NbNUaJxifZBC/1ehRdt+7lv3VXkjmak/k70cydgx61TPke2S2JrVYymDjsXXXu5Z+DznOBeYnGdl06M8PC9aZh9LiKaphEa6xQoioLT6WTAL+MJGde1wngXRYlutOxi9Pz0ndEnMpvsOXOo/GMf+xgf+9jHeP7553nPe97D+973Pk6dOsVv/MZvEI/Hqaur4+tf/zoHDx6c83ZNx8DAAB/96Ef5zGc+s6ARLitk956ZeDxOIpFItuMURUkaeKWD3++noaGBSCTC7t27KSlZ+NmgqZBleU6i6aUTw/gDxnt85IHZhU+ahBtP4/vRN0n0ds38y4N9BJ78EYEnf4R9xz6yHnkPtur1ab1OYb6d33yskn/9Ugf9gzHarngoLTK+q9QVFsYsk3HxKA5eBEDKr0CyTN12nClQOF0ikQhnz54lEAjMex9YjkrTShcmN4OIlDNcyPtu5QoObqmtRjt5lMhrL0MiTuLKRZxX/je/snknl275dZ5ozCYQhparGp/5ZpS33G7hyA5l0u+xczjItdEwVXkZaPr4KBSb1UpBXh552VnoFZWoDS+z0/MqmiTTZd9IMKbwYhNsyO2jKFMhSxslqtqwKzFisSgOh2PcBS+e0Pj+E31YHXbyy4yLvkVSeeQOBzZLgq6BYWrLU843g104X30CV9Rn/DVzIy/mv5cRr7FIxKLo3LopysaSxLJWlyZDluDubREi9Q56PRbaB628VvFWDo30IvmGkZpfQS+phsKpL6p7N4Zo6rCDJOPJ20Z+KM5wyMozLw4vu2gKplgMuNxuogkpGcRr08Ksjzaj2zLQK7bNuGJwKsyw+7kWGGKxGLFYjL/6q78iOzubYDDIsWPHeP7556msrJzTc6bD7/7u77J582Z+53d+Z0Gfd9WIJrMNZx78FoslLSGi6zpdXV1cuHCBrKwsjhw5suS9VTO0d7b89Blj3iA3x8ptB2dXVtVCQTzf+g/CbxxP/kyyO9A376Db7kYpLmPzrj3YLQrq8CAtR5+lYLQfqcdYCRNteoPBpjdwHrqL7He8HyUrZ8bXfOT+Yp57eYjWtgA5WTogYU+xGtBTBsDdcgi3ZpyEpSnyjkwWQjQNDw/T0NCA1Wrl8OHD8x5KnM+cmmBtoJSU43rvb+J6+J2EXvg54ZefgXiMxMVGalr/iI8ceBPPVbyLU5csROPwgxcSNFzWeO99VvJSqk7heILTV0cpy3FMmxsHIFmsKHvvgvOvsbvvGLKu0enYTAInraPlDA40UGgNIhdsxa4YdgPhcHicfcbPnxtkxKdTXF2MrCigJXjwFhv52carD4x4KcnPIcOqIDUfh/MnkHSdBBbeKH4LDfIe9Iix/YVZKndvjZCdsXIFsyLDm3ZEeOKNDDwhmcYuJzl1j1F3+vOGoe6rT6A//Otgm9yHKD8zTkm2lz5vNo1Zt3KL/Sf8IrSdi20hrnaFqa6Yf/7nXEgkEkkfPKvVitVq43yfdcxeADZF61EkFa16/6wHv1Mxz71zFU3majXzuutyuXjwwQd58MEH57xNM/H444/z05/+lLNnzy74zeaqEU0TzSrTaXnF43HOnTtHX18ftbW1bNiwYXHTyqdgLu25jmuhpM3Ag3cXYrWmv93x7k6Gv/C3qEMDAEjODFwPPEpXyTqu9Q9QXV3N5s2bk5+FtawKz7Cf7OpqKpxWAs//nNArz4OmEj75IpGm0+Q+9ts49x2Z9nVlWeJjH67ls19sxekwnttmu25ZMBqC6JgDeHHEmGUiqxDJOf1A5XxmmnRdp729ndbWVoqLi9mxY8eCrJAUM03jWelVsIVkomeRnJWD+22PkXHPLxF86kdEXn0eNA359Wd4wHGMbbf+Jv8ztBdPAFo7Nf5uQtXptSsjZDqs2CwWVG2qGIuU/V9SYOthcGays/1VbHqYy87d6JrCENvJcPkoig4St2RilaPEYjEGBgZwu930DVk41RiiqGpMMAH37JZYl9KN13W42tTA1r56JL+xCKXLvoEXst9GWMoBHSRJZ091nD3rYizDKXXW2K3wwK4wPzntJBKXeeVaITlb30pp848M48tTz6Df+pZJH6uqKnWlA/R5s0nIdnJy3WB0KXn66DC/9f6Fa/3MhmDK0nl3ZiZ9PkvS6qE0doUcdQitfAvMcH6dCfPaNVfRFAwGcblcSzIKA4ZI+73f+z0+8pGPUFZWhsfjAUjGeXk8HqxW65zNNlfB7j45M7XnPB4Px48fZ2RkhP379895dmUhmItoMmeZAB6+tyjtx0VbzzH4D3+RFEyOHfvI/NPP0JxVTO/wCLt372bLli03fBZmNcdaUkHuY79N8af+FccuI9JbDwYY+eI/MvrNf0ePRW94zVRqqjJ495uNmAFN03n25etLPE1vJhmNwpgR2SAXrZvxPc11fiiRSFBfX8+lS5fYvHkzu3fvXjBLiTlvk6oy4gvQO+Shd8jDiC9AIiEqVmsBOSuHzHf/Orl//g/Ytu8FQI+EKX/+c/xW/19zsNKorJpVpy88Huf1S14G/VGyM2xTCiZ5svqTJEHtDth5O3WxRnYFXkZXo6BLdI5m0xUtIxKTkSQZSQKn08Wlth5+/IsRiqpKUMaOg1s2RNm2wUqyIegfQTp7FO8rv8A/PMSIpYgnC3+Dn+f+KmE5B4A8t8rb9ofZV7s6BJNJllPnvh0RJElH0yWe9e0mULoDAOnqeeg4N+njNE2jJCdExVgn7kLubdS5jfPz86+MEE8s/SraWDQ6LtMzplnpHDVEiUMLsC7Wgp5dhJ43f0E3X9EUCoVmHyc0D4aGhujv7+cf//Efx0XCfOc73yEYDJKbm8tjjz025+dfVZWmVCwWy7hcM5PUvLR0DBqXgtmKpnhc49mXjINyz/YsykrSs6+PXmxm+N8+nRQ2WW97jMDuw5w9dw6n0zmty/XEFpilsIT83/0zwm8cx/PfX0QL+gm98hzxa+3k/86fouROnb+0vtqKqia43BHjS/89zJED+eTn2RkauzHK1wawkAC7C7JnFoRzac/5/X7Onj1LIpGY0tV8Psy20hSKxOga9OANhFA1FS1lf5CQyMnMoKwoj2zX8pT6F4KbpfI2pTv2GJbiMrJ/+/8jeq6e4I++gTrQi7XvCm/q+0Pqdr2bJ/QH8ARlmq9GeOnKELdtc1GdjznqN/61AE2b5txRWAGHHmbduVfJHH6CN9z3EFKy6As4kRMh7DYbdjmK3W7lckcOORXFyIqhdGrcV7EkPLSct1Msx8j09KL4hwEYUYr4nnwQreCu5EtJJNhTHWFPDatKLKVSmqNx66Yor1x0EI7JPOt+lEfsV7BEg0innkEvrARX1rjHGPM8Mnfvs/LNp+KElCw25URoCYDPn+DkG15uv2V2q2/ng67ryZaXJElkuNyc67MY/li6zqZIPbLVilY+9zmmVBaq0rRUlJSUcPTo0Rt+/pnPfIaXXnqJJ598ck6rxE1WjWiayGRCJBqN0tTUxPDw8A15acvJbEXTa2c8eH1GFe3Be9KrMsU6rzD8+b81BJMkk/3B3+NaTjFXGxqorKykrq7uRqM7TScaH1uCLE++jc59R7DVbmbkS/9M7PIF4lfbGPjbPyX/9/8cW1XtDb9vuLMb215/PkIkqvHZL7bz+7+7GV03zrRFY95MUlF6UTWzFU29vb00NzeTmZnJwYMH55WZNBXpiiZd17k24KF7yJNSL5CRLTK6aqwE1dEZ9QcZ9YcozHGzrqwQ6wKbrC42K+E4W2nYt+3Gtmkb4aM/J/j0/0AsSmXD9/mQ81le3PZRftJrR5csnD4v0dET547dFsoLJ5i7SjpTFKCu43Ch7rqTrO427mh7igvKdq466uiJ5JMX7MORrSCpCe6/K5vTrw+g6zo7Cr3UFCWIDQ5iGR1B0nU8Ui4Djj1022sIKLmgQ3EkSIYjg3X5QbThV9lesR9ZXpm5a+mypTzBkD9OS4+VgYCN4+t+kzsu/otho3Dy5+j3vHec2DDNk3dvkvn5KzojAYmBgt24+voIJoyB8KUUTZFUi4GMDHp9VoJR49xaHm8jUxtFqzkwY8ZeupivNddOTSAQWFJjS4fDwV133XXDz7/2ta+hKMqk/zYbVteZOYWJ7bnh4WEaGxuRJGnWRoWLjSzLSc+idHj6RaPKlOFUuC2Ng1EdHWb4c39jWAlIEq73fZgm7AS6uti5cydlZcbAQjiq03g5zvkrCTp6NYZ9WtKmRGIrWRkq6y+G2FhlYdcGCzmZxkGi5OZT8LH/g/d7XyH40tNo3lGG/t9fkfc7/wvHll3jtiXVBdztcgJ+Xj/r4VKXimSVsRMlRx0CWUHKT2/lRLozTZqmcfHiRa5evUpVVRV1dXWL1pJNZ5tUVeNi1wCeQPjGbdVBkizIspZSddIZ9PjxBkI4bBYqSwrIdq+NkMu1wAuvjOB0yFSXG99XWs7xVisZ978N+/7bCDz+DWKNp7CFRyk98zn25h+kO+8ufBGJYa/Oj1+Ks6FC5tB2hRz32HPPqJhAQkfVdSirRSmuZHt3G5Vdz3FB2c6F4SL2ZIyQYdVxOFTWbS1i0KPQp2Uz0B9EkyuIZjoJKNkgWyZUtTRU/zl2VzjIdelcHY6uGXF8ZFOU4YDMoE/hgreQkuo3s+nqz5D6r6JfPA11B5K/ay63V2SJu/Zb+dGLCTy2YnblXeT4QAFvNPoYGIpRVLDwxsMT0TQtaUYsyzKa4qJrrC3n1PxUxy6iF68H18Jd/xaq0rRW9p1VI5oma8+pqoqmaVy+fJkrV65QXFzM9u3b0woRXEoURRknJqbD64vz2hkPAHcczsNhn35H1eMxhv/j79F8xmPkh97JG1Gw29XkKjGPX+Pp16KcbIoTnUK76Uh4QxbOXExw5mKC7z8LdesU7txrY/t6C7JiIedXfgtLcRneH3wNPRph+HOfJu83/wjn3kPJ5zHfpyzLvOutFTx1dATFZkEa+06KYleRACm/HCnNO6F05ocikQgNDQ34fL5xQnGxmKnSlFA1Wjr78YWm/t51CXRkFIuEmnIDEEuoxOIqT756htL8XG7ZsQmHffFPyIKp0XWdr363m6GROFarxLqyDLB5uPVgPnbbzMJcySsg+0MfI3a+nq7v/zeXAy5qvC3s9jTSUvEQjdI2VBUud2m0dWtsrVHYt0km26WhyBKarjPl7qalzHYqVqiqI6tiIyUNV7EO9DCsFGCvtCFJMkW5cUZDVobjxWjyBNGvGyteMx0q5bkJ8px+oiEvIZ8V35CxH589e5b8/PyZA4dXOIoM922P8ONTGUTiEsfit5CfeZ58/xUjZqW0BrKNFk7qcvtbtik8dTxGKCajl9TCgA9dh2deHFqSEN9QisVAhttN65AVHQl0jU2Rs0gZWWgzrEaeLfNdPRcKhZa0PTcVX/va1/ja17427+dZNaJpIoqiEI/Hef311/H5fGzdupXKysoVqWZn0547+uowqmocFPffObMHiPeHXyfecRmA+K5baLHnUFZYyNatW5EkhadPRvnF8SjxlPNqhgPWl1soLZBxO43P63J7L76wnZGgG19QRwcudKhc6AhTVijz1jvsbK+14L73zSg5eYx8+V9ATTDyX/9I7q/9ARkHbzfibcZEk8PhICfLxu/9+jpOnIslX7sobvhFSYXr0vo8YOb23MjICA0NDSiKwqFDh8jMXPx4g+lEk67rtHYP4Y8kDJNAXUOdZvtVXUKxWMYJJySoKi3mWs8A33v6Fe46sINMu8Lo6GgykmCl7etreaZpYCiG1298P/G4zqWrNv7hC9f4/Fe7ueNQLg/eU8Cm2pm/E9vW3bS+vRB7fQO554+hRBNs6/oZ1cpLNJa9lStqOZoOzVdUzrclqCrW2bJOZl2phCJLRkisntqy08fa4cbrJhI6rddUzjaFGI2NDQH74UF3gKJ8GZucYH1RhO7hBGHdiaIYeW1uh0aWU6coS8emmPthBmRnkJOZQV6GlXPnzpGdnZ1W4PBqwO3QuXtbhCfrHSQ0iWdzH+PRwN9h12Jw4mfo978fZGWcibLdKnH7HitPv6Yy4qhgfd5Z2kbsPP3iML/8aGky4HgxSCQShFMsBoZCGYRihmCviLfhJohWdRikha2uz7c9t9QzTYvNqhVNoVCIeDxOPB7n8OHDS3KhnCuzEU3PHxsCoKjAxo4t07+ncP1rBF98CoBoYRlttTuSOXojPp0vPxGko/f6xbpuncLd+2xsXWe54eAusHnQdZ3du3dztU/j9XNxTjbHiMSgZ1Dj3x8Ps7VG4d33OSnad4R8ZwYjX/g79HiM0a/8K+g68s7rJW3TBfyuI/nEXWP999gITj0I7jykjPHDltMxlWjSdZ2rV69y8eJFCgsL2bFjx5JVGaerfrX3j+INGsP4xsVNRlEkNFWd0odH1SUUxYKqJpAlCQlDuK4rL+TKtT6++7PnybSorC8rQNd1HA4HeXl5yQvWQgdNz5bVdLGcC8WFdr7/nzupP+fnhWP9vF7vJxqTCYU1njo6zFNHh6mtdvKW+wu580geDvvkF5jLAwEGAgnKD+wnc/8OYq8fI9b0Bu6EjyPXvkWdtYimwvvppBxNV+nohY5eDasFKopkSvMl8rIlMp0SFkVHTWgEghpDHugdUrnaq5HQZcCY41PjCbyDI8S2uVB1sCgKdmuMiswQJSWaUZkah47E+BsCjz+EUzE8dsxVyNMFDpv/LfcCnHSoyFPZVxPjjXY73pidYxW/wb3X/h1ppA+aX0XfeQeapo07vm7fbeGF03Hiqkx+ST5tIwGGRuKcbvBxy97sRdvWVIsB2Z5Jd5+xTRmqzwjjrdo2p1y5mTAjVOZ6jAcCgXkNXq80Vo1oMr8wVVW5ePEinZ2GCeOhQ4dWXDtuIumKpp7+SNKb6d7bC4y7yilQ/V483/oP489WG31HHuCWI7eSlZXF5a4E//mjMMGIceIrzpP55fsdbKqa+us2564kSWJdqcK6UoVHbrfz0pkYz74eJRyF8+0qf/PVAG+53c7d+3eR/wd/acxSxaKMfvVz2P/oU+AyhJ55wvSEJRxO4/sp0wybgVh2BbM5tCebH0okEjQ3N9PX18fGjRupra1FR2LAK1GUvfgVj6lmmgY8QfrNnJgUNF1CVhQ0TZ20zSIB6BoK+rhZPU3TSIT9DA/1oebkYcspZltNGcPDw0bAa09PMrvMbJuY6eKChcXhUDi0L4cN1Qn2b+vG4d7FC696OFXvRdPgytUwn/2vTr7ynW4eureAN7+pkIK8623VWEKl4ZoXh00hy2FFkm1k3PMw1t23EHn9FeKtTeTFB7iz51v4lFzOZx6kw1FHXLcQT0B7j0Z7SmSXBGjx6Ji8NjHEmhpP4B/xEfT6ee9bi9m6JYtoJEIsEsKCSsiWwUjfCHkleROEk1HNmni+6h32GP86tl9NFTg8MjJCS0sLuq7jcrnIy8tLLvleqa28Pevi9HsVukYstMXLKcm/l+3Dz8O5E1C2Hk3TxlVZ3E6JwzusvFyv4nVXkeVuxRdI8IvnBxdNNKVaDNgdDq4MOw15q2tsip6F3GL0nNJFee1EQkWXbAQiEqoGNgvYLXraKyhDodCSDoIvNqtGNIGhWBsaGgiFQtTU1NDe3r4qLg7prv46+spw8s/33j69Mvd850tofsP3JXjHwxy8/0EsFguNl+J86YkwpvXPXXttPHqXHatl+s9psm102iUePGzntl1WfvJylFcb48QT8PjRKM1XEvzqL20h/yN/kRRO0fjYQW23J08y/WM2TZKuUpDoYTQo8d8/jfGHvzXjxzFu21LvfAOBAPX19USjUfbv309BQQHhGDzbYKFnVOIdhxIUZi2ucJqsPReJJegYy+aaDE2XkCQLEipaymMVdNREHLPJIkvGDEssFuPSpctEImFuP7iPAU+Q822dyIrM4Z11rF+/nlgslrxYdXV1ceXKlVV5x7/asChw68Ec7jicz9BIjKdfHObJF4YYHonjC6h87yf9/PBn/dx5OI9HHypiQ00GZzo9BKJxqvPdSLIR8aFqOnJOHhn3vwXtltuJNpwidr6e7Mggtwz/nH3SM3Q7NtDtqKXPvo6QfP3io+s6SBLS2J8dahB7eIgro3bCwSgSOu98pJhd24yqrt1uIxoJI8kybkuIAbUYa+81MkuKwHJ9H5mslTzqCyAn1EnPt6Zoz8rKYt26daiqisfjSe6X165dQ5IksrOzk/vkShL2kgR3bTXmm4JRmRO2uyiytVIUuwbHfwalu1GU8e2le/ZZeLUhjqrL1JQ7abjo53T94gyET7QYGI1lEY4b59fK2CVcljha2ZYFez1Ng36vzLVhCwM+hUHfRhLaFi5dD5dAknRyMzS2VcapK5s+zky055aJWCzGyZMnycjI4MiRI0SjUdrb21FVddlbEzORbqXp6KuGaKqpclJTNXXUi//MSSJj8Sj65h1sfudjyLJM/aU4X/pJGM3IwOWxBxwc3pHeATxdPp47Q+axB50c2GrlW0+FGfLoXLyq8umvBfn1Rzaz7vc+ztB3vgQ5hneT4hmGwkISKgz5jefIT/RhIcFTDU6eeHmIIwcLOLA7J+1tM1cf9vX10dTUhNvt5siRIzidTga9Ek+eteAfi3Z47ZLCm/eln0s4FyZrz7X1jkxpUGiiA5KkIGMsYlDQSKR87kY3T8bv8XLp8iUsioWtW7fidDpxODNo7eji/OVO/IEQd+3fic1mo6SkhJKSkuTJdWRkhOHh4eQdv9vtTrbysrOzF21F4VqeaZqOgjwbj729lPe8pYTjpz385KkBzrcGUVVjxd0Lr4ywfrOd4i0KW9a7cTstaLqONmFfkbNzcd5xP47DdxG/fI54SzN0XaU6fIHq8AUAInIGPks+EcVJQpOQ1Bh2LYIrNsKLiT00B4uBCFZF4lfeUcbWTddFliJLuJwO/H4/iiKTY/PTqa2jqqeNzKJ8cJjjABKKIo1zIdc0HV8gvcUsiqKQn59Pfr5xPohGozcIe4vFkhRQubm5OJ3L60/mtME92yL87KzTML4s/ADv7PlH7IFRKvov4s0dn4aQkylxYIvCyfM6kexK7M42ouEoT70wxAfevbAD4eEUiwHF5qJn2Dinu1UP5fHLaBsOzCsmxcQTkrjYY6W110IkPv05QtclRoIKCXX686yu60I0LRc2m43du3eTl5eHLMvJFkYikVjxd9KmaNJ1fcq7q45rIdo7QwDcfevUVabhvl783/wPrAAOJ6W/8YfIsszFqwm+8oQhmCwK/NbbnGxfn37bMp18vE1VFv78g26+91yE187F8Yd0/vX7IR69cxN73/c7mAvrQ9/4PBkf/F1GCrYkc5CKEl3owAsthhj8hy+08eV/2kWme+Zd0BR0Fy9epL29ncrKyqSr+cVumaPnFFTNeJ0NJSp3b198h+2JlaZ+TwBfaHq3dBNDOMnIJMYJJuMfdfr7B7jW2Ulmppva2vVYLGNOv3YHJQW59A15uNo9wC/Cr3Pf4b24MxzJbcrMzCQzM5Pq6moSiQQej4fh4WEGBwfp7OxEURRyc3OTF6yFymG8mWJlpjK3tFgk7jiUyx2Hcmm5HOTHv+jnldc9JDSNhm4vWr/OmZNBDu+LcXBvFhnOydtVFpsVadMObJt2oKsJEr1dqIN9aMODWMMhXNEwkhxDl0HJyeNyrIRvNTrxBFSQdLLcFt7/jlKqKlOFiG7Mplgs2B0OYtEoNilBpjXMNdZT0X+Z7OwAek4JYLRhjBKW+WgdXyhKQlWxzLLNZrfbKS0tpbS0NHkRNUVUa2srmqbhdDrHiajluBEuydE4uD7Ga5ftBFQnLxS9nwf7v0SxrwfN0wtsGPf79x608tr5KDoSVRVuLl2K8tTRIX757SVYLQtzY6KqKiHTYkBR6PBmARKSrrIxehappBY9Y34tweGAzNl2G+2DCuMdVnUKMjUs2ihywsv6mnIUCWKqRCAiMeyXKcqa+VwbDAZFe265KCwsTJ6wzINqNYSmKopimBhOI5pePH69NXfXkRvdts0MNe9PvkNRyCjfZL/9fSjZufQNq3zxf0IkVKPC9NuPOtlWO7s5r3RbiA67xAd/ycmmKoXvPhshnoAfvRil5C055JKAkUEY6GH4c5+m//f+C3Bi1SPkqoNIWYW849F1/NN/tjM8EuezX2znL/9ow4xlek3T8Pl8eDwetm/fTkVFBaoGxy4oNF41TuASOoc3q+xepy1J0nqqSEioGt3DfmQZ0vXglHTNuB4Zq7wB0DWNjqtXGRwcpLysjMqK8gnfiU5BbjbBcBR/MMzgqI8nj53iwdv2kem6UfxYLBYKCgqSQ5ihUCh5sWpra6O1tRWHw5GchVoJA+VrhboNLj7+B7UMDMX4/I+u8PK5EdSIhMer8uTRIZ5+cYi6jS727shk83oXtlTbgpQKlKRYsFasw1qxbtzzy7rG5XY/z70yzKUrIUADWWJjdQbvfbQYt2v896hIkuHlhLGyNR6Po0g6WQSJqjau2TYR912lIHgBvaAa7C6UVMNbHTR0+oe9lBfN3V1fkiTcbjdut5uqqipUVcXr9Sb3y+7u7mS7L7WVt1QRWDsqjfmmjkELnVI1Z7LuYZ/veYqunIKtuyHj+uKcwhyZfZskTreCnFOEzRlg1BvlxGkvdxxaGJ+kYIrFgF/NJpIwznfVsRYyMmxohXO3FwhGJU612bjUN/5aUZKjsrk0TmV+AqcNWlo6CIfD1JUVz+l1VorlwEKxqs6QqRcqc6hwtYgmuG6SNhFd13lpTDRtrHVRXjrewToWi9HU1IS3s4NNlxsBsFbW4Lr9TYQiOv/+eJjwWJHjgw/PXjDB7F23D++wUVGk8J8/DhEMa2RnGJU/RbagAjGbC59m3OkWxbuR0JGLqnl4YxHHT49y8g0PLx4f5pa9Odx/19TWCh6Ph/7+fnRd59ChQ2RlZRGOwdP1FrpHjM/SYdW5f3eCynwdPRSAjMW/q0ndF7uG/cQSGslVclMMe5soqCRUo91osSgkVPX/Z++/4yTL0vpO+HvuveF9pK/M8qbLdLWv7urumelxjIUZnBAIIQnECgmQ1+5qJYFg0aD33XfRokXIsNIrAxKwggU0mDHMdI9pb8r7qqyqzKz0ERne3nvO/nHujYyIjMjMsl3V6ufzye6sjBv3nmvP7/6e3/N7aDQaXL50iWq1yt49e0il0xpUCUFrZULgOIqJkUEuXb+B7UjypQp/8q03+a4PHyUUXJ9xDYfDhMNhJiYmkFK2JqtMJtOarDzdycDAwE2XkP/3zjT1Cl8I9j8WZufBINk5yZvHCswvNpBKcfZimbMXy/gs2LMzwp4dYXZsDTAyYPZkKhxHMTtf59LVCsdOZplfXE2XhYIGn/rIIEefSPR0EVdtppVCCMLhMOVSEQSk/AUW6ynmfdupOlHGb1zEDMeQqbFWNZb3wreYzbNlKHXreiSlwLGhWQO7gWU3GFA2AwkfJEawnUHK1RqFSo3l+Rmmrk2CYXWwo6FQ6K7poYSAFw7UyJbCFKoGb4U/zEjtGhONK6hX/xD1kT/b0UPmO476eftiHSUEI1tSTF+Z5w+/unRHQFOj0WhZuGAGmMtr4BF3ltkip5Fbn72lNilSwukZH29P+rFdhl4Ixe4Rm8e2N0hFOi8er3ruVuN9puk+Ce+NeL2mvfdLtIOmXpV+12eqTN3QN8cLz3a+xeVyOY4fPw7AwYWrLS+fxA/+ZRAGv/4nVZZyGux85jk/Rw7eWiXhepqmfrF1xOR//pEIf/JyvvUc+W8XJ/iu7/xLFJdWK8iG7BnwBSExjBCCv/eTu/nxv3OSXL7JP/+3VzmwL8rWLZ2aBqUU09PTnDt3jmAwiGVZxONxlguCPz5mUazqm30wJvn04zaxoMQ59k3UmVcxP/2jiIHRWzoOmw2veq7WsJnPre6rVAqEgWl0daZ3w0Bh26sOo45SVMplLl68iGEYHDx0qKXvUIBlGh0NfYXQmqjx4QGuzy3pyqVKjS+9/Bbf+aGnN11JahhGq6rJE5R7FXnT09MdgnKPifL73zfYvNl49coyjqMYTAQ4tDXEB46kmL5R441jeU6eK1KrK5o2nLtU5tylMjgSISSJuEU0bOLzGUipKJYd8oUmjqPvDeXoogufJXjm8QQffj5N3E11C0OA4+BRmKZYey1aloU/GKJZrwIOaX+RTCNO3hygGogyVpskfuMsViCMHU5i2jaGgFq9QTZfYiC5jh2KUuA0oV5B1MvQqLi/V6BRQazTS8/v/qSA7REgAk3DoOSssDizzMnLCukPkk6vsqN3unrab8HHD9f4g7dCOFLw1eQP8v2ZXyW2cB119jV4eFXfNJI2eGy34tgVQTidwj+7wqlzJa5OVdm57dZ1WkopSsVi698zJQ3CTNVkX+04avvD+pl6k5EpGnzjXIBMaRUE7RiyeXp3nUS4DSzZDViehXyG0ZlLWE4TUZjUHlDBMCocg/QoDIyB1f+5UK/XaTab74Om+yEeJKbJY5f6jfUbbam5Dx3Vqbl2D6KBgQEOpGLkfus1AIJPPEtgzwFefLvOiUsaRB3ebfGZ529d27UZTVOviEUMPvqEpF7T3dtPTRpcDnyYz39QP7AjTp6oLEBqG8I1XUslfPzPP72b/+UL56nVJL/wzy7xK194mEBg9TidOXOG2dlZ9uzZg+M4LC0tcXle8LVTFraj1713TOuXrEYZ+ae/h5qd1N//9h9gfu6v3NXqHE8IPr1coBetJBWYlonTDnhQSKfRsdzi4hLXr18jEYuxa9euVvd5L2zZiwVUJOJRUuUKK4UyUioyuRJfefUYn/7AU7eUyvD7/R26k/YS8nPnzqGUIhaLtd72uwXl90sl1L2IzTJNFxeK5KpNhCFIRwKt72yfCLJ1PMjnPjXMpckyZy6UuThZplB0AO38ncvb5PJ9XgilZHjQzxOH4zz1aLwFlto+xjJMbPeaUX1ASjAQwGk2kU6DoFlnIFAhU4/QMAJcDxwg5qww1pwmkJlhWEA6qBA3zrJQmGJw57jLuAiQDkgbYTegWYdmbV1gdLPhk01SAlJheCgMddFgqbLE5fkb1KRY97q81RiISj60v86LZ4M0jBBfSv8I3730r7FOfQs1vBWGV1tAffL5IMevaLZpcHyQ2cs3+G9fXuRv/g/bb3n77eLvsoxTczQw3F0/hX9wBBXf2Pi4PaSEE1M+3rnqb+lME2HdvHg87Z6rSgGmLiCmL8DyLELp66e1pdzq+rwrX77w/TDeqfVqD6/ly/ug6V2K9oeUEGJN/7n7NTyA1w+UfPO1LAB7doQZH9N6g9OnT7OwsNDyIMr8iy+4nXVNEt/955hdcvi9l3ROLh3XOiPjNiaum03PeaGUotnQ46g2/DhSEAga2EF9kwzbMygpyf3Ob5H+yV0YEf33px9P8mc/P8Zv/8EcV65V+Of/9ir/40/uolqtcuzYMWq1Gk8++SRDQ0NcunSZufoOThz33igVz+5zeHynRM1fw/nW74Gr8yI+gPnC9971SVwIQa3pkCmu7SvnhZSqo3JSqFWrASkVU9evs7i0yJYt42ydmFinm70BdJ4bRyrGBtOUKjUcqVBKcmMxwzffPMWHn3m092puYt/aS8ht224ZGS4sLHD9+vWWoNxjod6Pzqg3HU5MrSCVJB0J4TP1RC6EaunefJbg4L6ornBTiky2ycxsmfnFBrlCk2LJRrqEUSRskoxbjI0E2LHFIpkwEfS/xh2ltM+blDjS6bmsEIJwJEKlpGjaTYJGmS0xg4VSEEcJimaKopkiYeWIN+eIqyyiXqZYL1MLNQn7Nzd9KNBpPn8YFQjr331BlC8Aph9MEwyX+fDSd3YD0axBvYyoFqGS06AMCKgmE1aT8TTUA3HmHB8zC/Ot6zKZTHYUOtzqs2DPqM1SscHpaT9Zc4RvJL+Xj+V+G/HyH6A+9aMQ0umy0bTBk3skb102iaUTBMIZXnw5y4/+4Djx2M1PsY7jtMCGwmSuoi0jhpozDPnLyNGnbmp9xargxbNBFvKu/lMoHtve5LHtDSxDwdw1xIW3YPZKzyvKEQaOL4gvGNIAuVZpnQvS6zP674Om+yxuxmn73Yz1WLHpG1WuTeuJ90PPDpDP5zl+/DiO43DkyBEGBgaoXzlP/fQxACIf+BhicIz/+BtlbEena370O0OEg7cHEm4VNDUajdb3dkxE+OFP+rgw536oJEP2DepT09QvX2D5V/4Jg3/rH2MENW39Yz+0lbMXS5w6V+TLLy4xNiQZS18nHA7z7LPPEg6HadhwYmEri02dDvBbik88arNtwEEe/ybq5LdaTI/Y+TDGc59F+O5+NaUQguVykyG1vqxAKoVlGUjHaaVWm40mly5folKpsmfPHtLpNAqFaRg9PXIkGnzJrhcE07IYG0wxNa8bPPtMi0tTs6SScR596M71n7Isi6GhoVYhRrVabaXyLl261OrN5fP5WF5evq+NDO9ErFfQ4cXxmRx16QAG6Uhb+kK1laS1hxAMD/oYSMZ49GD/9Rqup9fGIVr/XQ9cGYZBMBzGLuRRgOGU2DkAmUqAXEVgCIOimSQvYggliYgyYVnkbBkOhPz4VRVTSIRpaZNMXwBpBXH8EZpWBNsK0zRC2Mqg6QhsCbYjsOsga7RYDwBDKAwBPlPhM7VWMRRShIYVBgpqJURxCZFbQNSKCCBYL7CTAjuGElRTO1iqSlZyOSYnJ7l06RKBQKBDD3WzKeand9W5PJ2nxhBXgodJRRZ4svwSvPwHqI/+YEvf9KkPhnjncg2JweDEEDcuTvOlF5f5gc/dnEyglZZzn2lz1RQgCMoyu+xzyJ1P31SblKuLJt88H6Rh6+OcDEs+fLDGUMyBmYuI0y8jVhY7xxBNwvgezagNjPHmqXMMDA6ye/fu1WUqRVhZhND6YMgDTe8Lwe+TeNCYpl6g6dtvZFu/795W4/XXz5BMJnn00UdbVgrF//ZbegHLR+wz389X32wwvaAn108842f3xO2fRi/d1O1+u1G0NyIOBoM8e9jECehpIeUs4Vd1pjJap9C8eonMr3yBgb/xjzACQSzL4Gf/zl7+6v90isxKk//4X5f5K39ugI985BFM06RQhT9+xyJT0g+6ZFjxmSeaJNUKzpd+DxZ1HztMC+PpTyL2PXHP0kT1pkOpIVFu24n1wnbAdMFQqVTi0qXLWr908CDh8KruoavKuyN62T9JpUjGo+RKFQqlMrZtY5gGb52+yFAqzpbhtVWYtxueiDgcDrN161aklORyOS5evEi9XufkyZMIIVpv+wMDA++pDuebiZVynSuLJZSEwXgA02WZVNeZ1Uam7m9CoRwH0+0CoGCNjxOAUpt/sVGKnqnj7rAsi1gsRqFYRClFrVJmJCoYiposlwT5itCFDxiUiFEyYizXDSqBva1nhRBKX7sSVENAY/1t3kwIFJGAIh5KkozFiQ3twqgVEZlpxIpOI4lqnnA1z7Zomok9+5CBQz1TzJ5n2eYbDktGeZsl/8coN3y8Ffs4SWeZ3Yun4fhLqCc+CsBgwuCZhySvXjCIJmOEYmG++JUlvvczI1gbGAu3R73N+btsh6g4Ie36XXsHY/sh8G9Ox+RIeO2yn7MzqyDxwHiTo3vqWMvXEa+8qFvFuKFMH+w8hNr9qGaP2u5Xp61hcSvCsY5Kwn7hmXLez23ObjYeaNBkWdYDzzR963UNmkYGBbnMJXbv3s3u3btbD6P6lfPUz58CIPKh7yBDij9+WV+IowMGn3nuzrAq7SnEmwJNbQ0kTdNkqaC7V4FOzWWqAf5Z7gf5yyMrDC0co3H5HJl/8YsM/PQ/wAgEiUbgB7/T4d/8F4XtCP7T7zZ5/NEa0VSUPzlmUW242iixxPcejRO4fgLnjS+B6z5Ocgjzhe9DpIbvyHHYbCwW6+DaSGxUwWIKhS0lmUyGySuTxBNxdu/e0/Jf6ljWNNd6N6EnUdM0sZudLINSgtGBJKVKFSlly9ripTdO8t0ff5Zw8ObFojcThmGQTqeJx+M0m03279/fqsibmpriypUr+P3+DofyB11QvhHT9Pb1HACmYZIKr96fJrrsX4hVN3DHZZ6E8vBNm92A0O7w7Yap/fRJvUIIhXTHulFlo+nzEw6FqFSrKCUplYrE4zHG4oKRGMzM5Sg1BFYoTdPRRRC5Qo50Mu0eE9G3r2JnKCwDLEO34TDE6ouCUnqybzrCPS7eNwSluqBUN5jN6e+mIymGB+NER/ZgZK4jlqcQ0kGUshiXXkMMTJAY2UsikWDnzp0dKeabaTisDWgbPLdriZcujdF0BC8mvp+QU2LL+TdQyUHY9QgAn/pghLculmkqi6GtI0ydvcq3Xl/hI89vLn0tpWyBDKkMFmpa/L2jcZbo8BAqtrmXoEJV8LXTQZaL+vnitxQf2l9jZziDePlriJlLq8fWH0TtPwL7nuwLyG6neu799Ny7HN0X9IOSnusnBF9crnPhsr6odm+rtzQ87VH8o9/Rv1g+op/4bv71n662SPnhTwU3bI9ys2O8mRSdbdstps9r0LugO7tgqiZpe55vrmzDET7+Xfiv8ZfSv8Jo9hSNi2fI/MoX8P2Fn+b42XOkE/C3/spufulf36Bak/zyry/z8NFki7rflc4Rzr6C/1t55PTF1vbF/iMYT30cYd3b3oP1psOK25B34zd5rfmamppicWGB0bExJiYm+uIsRykMYSB7MApSKgwhdCrVBUcSRdDvZ2QgxcJyFqn0RFuq1vjWW6f55AduTv9wu9FtZFgsFlupvHZBuaeFisfj98yD517E9eUy84UqSsFwPNhijgAQChNwlP5pNxI0hKL7SabQ1wNCYAjt47WB4XxnuPeyEAZS2RsyouFIGKkUtVoNgaKQyxOJRrAsH4YqYdSK7Nsex5FQs8FnLLM9rf/teK4YgOmCIcvUAMnX9n/T2FyVvCOh1hRUGhowFWsG5YZONtpSsFg0WSyahHwWY4mHGNy3DWvpqmafUIjMDCq/iNqyH5UY6UgxA5tuOOw9D5NhyccP1/jSiSAOFl9O/TCfz/5fpN74EiqaguGtJKKCDz8KXz0OoWiIWDrO7/7RAh9+bnMWDaVSCeVub7GeRGIyYM8yFqqghh7Z+KAB15ZMvnFuNR03FHf42IEysclXEGdfQ7gO3sr0wYGnUQeehg3kDP2scjYT74Om+yw2k55T7kOgXqt16G8Mw8Dy+Qj4/QRDobuqwRDuRNcNmv7kT6+2fv8znz/E0FDnm0RjapL6GVfL9PzHOL0U5+xVzew8/4iP3eN37vTdCmjyWCaAUDBIw4as24h70J7FRHH0Q7t4J6+4Ngf/IfHX+fP2/8lE4TSNS2fJ/R8/R/QzP8QjzxzF7/dTrft46SQ89Ng2pNK0/AsHbUYX3yK8cAyl3HMdimI8/10YE3vv2P7fTCy0WQxshJmcRp3z589TqZTZvWcPgwMDyA1aD+iS8c6/GUKgBEjvOmp7CEsUqViElXyRWr2BEgYCyfXZRc5cvs6hPbdexXMz0c1mtAvKd+7cSbPZbE1Uc3NzXLt2Dcta68Fzv0c/pklKyfHpHChtFZEMrzJqAt02RfUBLmpdNKRcMKxQOpO3YQgB0rUZkMrVxPWwwGgPR+kUu0BQrVYA3ZYnHI6g3HWABkVaplUj6isS72GserthGhAJ6LTcUAzAoelArmKwXDbIVwwUgmrTYHLZYMqw2JI8xGhqAt/8eUQpi7AbiKmTqPgQcvxgBzjYbMPheFyLsJVSTKQdXthf56VzuqLuD1M/yuez/5b4N38X9R1/HhKDfOy5CK+cLFCWAYa2DjN58gonzpZ47ND66al6vd7yZCrbQUp2mKAssYcrqG1PbIg0HQlvXPFzenr1mnt4osHT8ctYL34ZUVit0FY7H0Y9+sKm0mueZONW58dSqYQQ4oG4rzcbDzRoWi895/XhKhWLPYGA4zg0m02qlQrkcoRCIWLx+B33/PCivaTfcRzOnj3LN17JAT6GBvwcPriWwi196ff0L4ZB8GOf43d/X99U4SB8/oU7K3a+FQsHT89kmiaWz8eNldXU3EhzGpIjRJNh/tYPKv7DH1U5fhF+Y+Bv8Gecf8Hu8knC2UXiX/9/MB8+RNMYIDg6wUNeWrLW5OrrJ/mz1RMk8pOtbYodhzCOfhoRvPMP6s2EIyVLhSqmqauXNCPU+4FSLpc4f/Y0hjDc/nFhVxjeOwXnhVQK01hNy5iGwLEdlJI4UmIYogOsKaXvhbGhNFdn5lFSYhgmoHjtxDkClsWeHeN38CisjU0ZPfp8DA8PMzw8jFKq5VCeyWRagvJwONzSQiWTyQdKUH5mNk+xbqMQDMaC7nlSWIZAIfqyRALVk1nsCKWvPUPoSsqNwHp3skx228/32YZpmq7OTrnACSqVMkF/gHptbZughUz+roCmXuEzYSgmGYpJGjYslUzmCyYNW7NPU1mLWSPNxMDTjCZvYM6dRzhNRGEJo/wyavwAKjm2Zr3rNRxeXl4G4Pjx4y3j10cntnJiJkHVjPHF9I/xuey/Jfbib6M+8SMEw3E+/byP3/kW+AJ+0mMD/M4X59cFTVJKiq4nk6MEi/UUpnI40DyOsfsRMNafpgtVwdfPBFkqmO5xUrywt8iuma8g3jreWk4lh1BHPglDE5s+5l66/3bSc9Fo9D3FJj9QoKlXes4TzbVH0+383s5CCSG07sayEKyCJg/IVKtVqtUq4UjkrjQ19VKJpVKJ48ePs5KvMTOvKcvnn15L39pL81Tf0b5MoSMf4JvXkmTy+qH1XR8IEg3d2fHdLNMkpaRe1+MJBoMIIVjI68+CskxMrmAMPQ2A3yf48c+H+N2vlXjxHR//98hf5/OLv8bB0pvYs9Nc/2f/X9742P+HTE2PwVQNePNP+Ce7jhFxvWoawiL4oc9j7Dy07rjyhSaJ+N1L1y0XajQdiUQXQmmbh7Xy7aWlJa5fvUIkHHL1S6u3Wm/vpc5QGKBsXVHnOB2bEMJYIwiWShIOBUjGI+QKZRwlEUqnSV4+fpZQKMD4SP+ehvc6hBBEIhEikQhbt25ttdPwUnkzMzMdmpN0On3fCMp7MU3FapPTswWUUvgtk0TIt1oRqdzqrz5hsIZYXBPaGF65fQvdi6HvKhVyTU9DMM2NNaBKgXR0P0/DNKiUyigUPr+PVCqJ49iYbc1hM/kiO+whfPe4/Y7fgvGkw1jCIVs2mFkxqTYNbCm4lvEx79vG9q3DpFfOYObnEY6NmDqFzC+hxg/AOin99obDo6OjvPnmm+zatYtSqcTMzAyNxiQD4gAZtZeymeC/pX+cz2b/A8mv/SbqY3+O5x6P8vKby8zVYqTHBjlx6jKXJivs3bUWXHosl5eWW66ncJTF/sZbBLc/tKHw+/K8xbcvBGg6ntmvw8cGzpF4/Q8RVU37K9NCHf4A7D+yau2wyWg1Cr5F0FSpVG7L9uF+jAcKNHWHZVlUq2t9ckRbKsyrDAmGQmuAkFKKRqNBuVRqradSLlOr1UinUgTuoIjWNE1yuRyXL18mEolgBg7gyGkAnjvSg2X62h/pUhTAfOFzfPkPNUAZGzD4wGN3HhTcLGjqqJoLhSjVoFR3BeDNaYQ/BG0GbJnlZdLiJM/uGeHNq9v4/eG/StmIs9e4xmtP/Ay1mj7WE/EaH8/9FwJ7V9mlr98Y5Xfn9/BTR8bpl9l3HMWXXlzi3/yn6/ztn9i5btPj24n5vNs8U2hjP0cqfB7zo7TwdmpqisX5eUaGBtm6dYLeb/eGPr99niUKl5HqSj8LtAi3W9yrFJimwchAimK5piu1XGq9Ydu8+PoJPvvhZ0jF75624HbaqJim2UrRgb6+vHSJpzkJBAIdmpO7xQrfSrwzvYIjNbgZjAUQQlecaV8u5fZ965Oa28RxE20gWcucNHDq9VVD0Ooz1x6O3FgULlrWFwqf5SMWj1Mpl7EdG9M0KZfLGIZJMBTEMi2UVCyvFBgbene8ugwBg1HJQESSKRtMZS3qtqDWNLiwHCYZepIdE/NE5k4inCZGfh5VXkFufRg2Iaz2nocjIyNs37691XA4k8ly6sY0c7WtGjgN/DifXvlPpL/y68iP/hDf9+kE/+L3JIZpMLxtlN/6f2b4mb+3b836a7UaDffls2SHKNphttXPkxofhXC877jqTXj5YoArC6v3wKHRMkeXfx/rtXOtv6mR7ainPwWxW2vrcrugqVwuv6fsBuABB039hOCWZZFIJpGOQzQW64tyhRAEAgECgQDNZpN8Lke9Xkc6DsvLy8Tj8XW/v9mQUtJoNFhYWGDbtm3s37+fL/zyZUCb1j16sJO6leUSlVe+DkDg4KP86fUxqnXNqH33C4FOcekdipsGTS7I9I7hjTarj2F7BrFle+sBfeXKFS5fvszY2BgvvLCfF5YFv/b7FV6N/yg3tkXAfXPdt/gSH5r/OqZr5NgMxPjVMwf5k/O6i/ff/tnzHNwX5YVnB9i3O0I0YpEvNDlzochXvrHMjTkN5H75165y5LHkmqaltxuFaoNq3W7tN2hwo1xRr+PYXLh4kXK5zN7du0gk+j/0pFKYloXTR99kCqGv7a651rM46KWRk1IDraF0nPnlXCvd4jiSRrPBl7/9Jt/78Q/i36Qp4bsZwWCQLVu2tDQnhUKhlcqbm9NGYF5T14GBAeLx+D17m+0GHfP5KlPZCihByG8RD/o0MeguZwjREkr3WJm+5zYYevd9uQqcpOv91PVhnxCGgerDNgkhcBwvBaiXMQyDSDTK3NwcoWAQaYC0bUrFom7F4g+wkMm/a6BpdewaPKUjDRYKJtMrJo4U5KoGJ2pjjI8MsLV4HLO4iLDrmFffRg5sQ43tXZd9adfA6u20NxyGY9dqvH01SM2I8N/SP86H87/HxB//e+rbnmR/fBvnC2PE0nFOXMxxfabK9olVbY/tHkcAW5os1lKMNKcYHwl0vHB2x/Vlk5cvBCjX9ZgCluSF5Fl2nPk9RFMDMOUPoh7/KOw6fEv96by4XdBUKpXuG4b4TsX9//Rsi+4Db1lWXyH4zaJbn8/HwOAglXKZXC4HQKFQwLZtkqlbb1BZqVQ4fvw4zWaTgYEBDh48SLMpeeOYzmU9/XgSq6s5Z/nbf4qqu0zO89/JN76hAdOeCZOHd9+dU3YzmiZPXA96clOIVtVc3FkmSA0xOEGz2eTkyZMsLy9z4MABtm3bhhCCrSPwnR9J8Pak6eYdJEdXvsij8s3W+tXYHoIf+zP81PeYBH7jMl/8ShZHCs5eLHH2Yqnv2BIBm5/+82N3HDABLOYrq/9wLwdPwFsul7l06SKGEBw8cJBwwNxQdyL7vPmbQrQ0T/30T1JKDNHp36SULnNPJ2KsFErUG7b+3GU8KtU6L71xjE984MhN7/tGcTcfil4jYa983BOUewDKE5S3s1DBu2y10L6/71zPITBQSAaiAQ1MOljA/heCadAfULlh0Js5Ukozno6SHZVx693D/a4591P9X9dN3POJEkK0/IOGh4dwmjaOdFrVs9VqhRvJMAPJBH6//13VrxgCxhIOg1GHqazFYtFEKcFMIcCy7wi7R+ZILp1ASAcjM4UqZTTrFE70XF83aGoPIeCJnTYhf42XLwZw8PG15A/wcPkVnpr+Oo0tZa7kkjSNECPbx/h3//48f//vPtQSRRfyeg5QChbqaRJ2hp0DNqR7a45KNcFrl/1cXVxll7bGSryQ+b+JzKwy82rbAdSTH285lt9OeNfS7VTPvZcq5+ABA03dcactB4QQRKJR/H4/mUwGx3GoVCpIKUkPDNz0xLCwsMCpU6cIBoMkk8nWzXLibIFKVY/7uSOdtKlyHMov/QkA1tgEX1nej+2yEZ//UOCuTU43wzTV6/XWQzcYCrFSppVT1wLwUYrVBseOHUNKydNPP00qpffTkfCNsybnZkwQYKkG37HyW2xraCuBRrFMcXIG+7WTBK9MEfvOH+DPf98wo6lrZEp7+eZrORaW1urYJoYMjthv81nxEsWv7UF+9OcxzDt3eduOJFtcTUl6k5RSiuXlZa5eu0osGmPP7t34LbHGT6lXKDTIaWebDCHc863X70jVV79rGOYa7YpUmokaG0xzbXbR1d+s2hVMzS9y7NxlHj/Qv1/U/R7dgvJyudxK5V28eBEpJZFIpAWg7rSgvB1wXF0qslyuI4Cw3yQe8rda5bhLu//ul4fdREpzHZG4dNlErzKuR+HlmtCauM6ldI/fdo+oTp2eVBIDg3A4glSSWqVCs9lsCYVvzC/jdxlwwzBa+lHTNFs/XsryXoTPhN1DNsMxh8lli0rDoNY0ONMcZ2hwkJ2lt/FXMoh6GePyG6jhnajhXS2H79Z+rwOavDgwbhMPKf70tC71Px15jln/Lj5U+D1+as+r/PPJD+ML+JjKjfDFP3qdreMBtm7dStA1L15pxvA1yuxLFRCDW9esv2HDqSk/J6Z8OFIfP78pOSreZP+lL7auLBVJoI58ArbsXrOOW407oWl6Pz13H8XdcgT3+f0MDQ+TWV6m2WxSq9XIZDIMbBI4SSm5ePEi165dY2JiggMHDnDixInWBfjaWzl3/IKnH092fLd24k2crK7Y4NnP8MopvX+Hdll3xPm7X9wMaGrXkQWDQa66bVMMZTNoz5EVOzn22mskEgkee+yxlrN5rQlfOmZxI6u3FXVyfGrl1xmwF6iJEL+Xew57YZYPV6fxA7WTb1E7+RbGtt3sSAzxyU9s5a/80CEWVhRTMxVKCxmaM9dJXH6ZbfmT+pUcUNUy+YUCqS13LmWwXKx2TIbedTA3N0cmk2F0dJSJrRMYGEjZwGjpWdYPR3b6Mimv2Zgbiv5sk9aodM67utLFIBIKEo+EKZQrrcnKUVqv8s7ZS4wNpRkdvLMpldvRNN1qdKZLtnVUPmUyGaanpzEMg2Qy2RKU3wlhqhBaW3ZipqDtIJRiJBZac843Ss3ZUm6YPdnonpRylRnajPmlVGrN9dl97pzuUj8FwnRBkTCIRqM4UtJsNGk0G6wUy2x10lhulXC9Xof62mo70zQxDEP/mCZm1//vNEsVCyoeGW8yl9cpO6kES5UAK9az7EjPMrxyDEMpxOIkKr+AnDgEkWTr+96x3+h6GU87fM9TFV48G2SxYJL1jfL7A3+Nhypv89ODf8jvrDwHI4OcOD3Is08nWoCpYgdoVCVDzlXy1gSJNnPhWgPO3vBxetpP3V7d/i5rhufmf5OI7TJVhgkHn0EdfHZdgfuthLf/72uaVuOBAk290nOO42yqF9TNhmmaDA4NkVleptFoUHeFqel0et1tVatVTpw4QaFQ4PDhw4yPj7fW54311bdXADh8ILYmjVRyWSYRjvCi/XSrued3feDu9lNrTawbVteolp4pEAjgSIOM2yt30J7DEYK3L15lx46d7Nu3r/UAyFfgD9+2yJX1v4caM3wy9xtEVBmx/ykij3+EJ274+P1v1PjXc0/zoezvcbj4CiYOcuoKW7hC8dRrFAFp+hh37DVl1bawmNr3OR7/8e8nGr+zx2sx31lw4D1Mstksu3bvYnBAC88NoXAchTAMhHQ2RSRgGOBINw2z9uMW27QmFKaxFlB5k+HIYJJipdqRkrEdhc8w+MYbJ/mejz+P339nHrL3i2ahvfJp7969rReebDbL1atXW/3IPACVSqVuWVB+aaFIoWZjoIgFTQKBHo/T20zNCdgU+PZMTZ0NvJhaYRjgpV56fk9gmqu6OaU62wUJIRAI/H4/fr8fhcLGJB6JYDeb2Lbd1+plvWeMYRjawsSy9I/baeB2ri8hYEvSIR1xuLpskaua2FJwuTHOYmqI3ZXjRGoLmnW68gYqPYEa3QOWv9UhYTPbj4cV3/VElWPX/By/7kMqwYXwk1wMPcZTqbPY+bMsbx8jGNQAxJYmpYpJsnmZyVyZ2uwxhOGH8HZKbGGxHO/ozTcoshzN/j7j9fZU3H7tuXSLQu+N4k4IwUdGRu7kkN71eKBAU3e0t/64G34uhmEwMDjI8vIyzUaDWrVKLpcjmUz2vImWlpY4efIkfr+fZ599tqPfjmePcG26yvyifgN79snOC705N0Pjwmm9/FMf4eVzep8O77bYNnr3/WravaT6RbtBaCgcZqGtbcpIc4rrZcVjjz3O6Ohqo8q5FcEfvyWoORow7ayd5iO538U3Mob5zJ9DuJ2yD+2CAzsjnL4c4KV3/ge+fflzPFb4Bg+XXiVpr5qzGU5n6qtoJpnb+jw7v+9zfHDfna+aK9eaVOqr2yxXyly8qNOJO3fubAEmoCWyVUphmCaOvYk3f6mwDINmH9a01ULF7jEJ9UjdeJV0fiwGk3GWVvJ4ngXCZT7ypRLffvs0H3328Q3H9yBHMBhkfHyc8fFxpJQtQXk2m2V2drbl0eMJymObKPzQ4NPh1I0CXk3GcLy3V9F6VXObQdQGks3azW62kQmspmu1s3zvLXiVfyDWvJh2s5wCwUqpytax1XZGSkpsx9HNqqVc/b/7e69njXQ/b7altz27GA+gmbdobxD0wf5Rm0xZci1j0XQEhYaf49YRxpJZtubfxKeaiOwMKr+AGt6JdG6O/TIMeHJXgz2jTV676GMq60cJk8nQYR4aW+Tj42W3vY2gWLYwhcl84AiNpGClCCtlC1XqvF7S9jxPFr/Ozvq51jlWoztQhz8IQ3fXf81zA79V0FoqlToa/b4X4oEDTe0iRs/7xrbtu2aCZxgGg4ODLC8t0Ww2qZTLmKbZcooFfaNfvnyZyclJxsbGOHToUIcvj7cex3F4zWWZAJ59qhM0lV/6Uuv31yIfxnv5+/Qd6i+3UWzkHQSdqblAIMi8WzUXlGUiTpaJR58nmljdr4tXynz9UhzHNYB8tPRNnlGvY37484jtB9bcjIYQPLLXxyN7fawUd3Dq8gTfnvw+slcmSZfniTaWCaoapt+HLz1IfN8e9h/dxf703Ss/Xyqs7vNyZpmrV68SCUdoNpv4A92uz6sgSUq1Kd2dwGvOuk5Z+pp2r60PsEwDu4sp8CazoVSMXLFM07Zb945C4fP5uDozx5lLaQ7tvTOO4e9Geu5mwkvTJZNJdu3aRbPZbKXxbty4wdWrV1uCco+J8lLL3TGZU/j8DkoqUtEAvh59BHXpf3/A1AvwdseaNNk6IZV02aHNs01COsg+dJdSYLh6qV5svn6mrW6rXKlRrtaIhLQIXxgGPsOAPkyeUgoltWGrx0A5to3jOB2yC88axvPkM01TVz0Hg2uesxuFV2WXDDeYylosFLSz+Kw9wGLsE2yV1xgrncNwmoi5i2wRFo2gAGlvaDLZHomw4pOPNcgUbS5dLhAPVEmmDQzXzj1fNHl9epCa6n19marJztpZDlTeZKx5DbdOkmxkiPK2hwlv13317var9O20UAE9X7yfnruP4lZcrG8lPMZpaXERx3EoFgpYlkU4HKZWq3Hy5ElyuRyHDh1y+4qtfVB6LM5rb+cA2LolyPjYaoWPrNeovPYNvexDj/L1Se0hcmCHyY6xe+OKvKHhYltqzu/3U2kalNu8mcz0FgIuYJK1Km+9Nsebtf163crhA6U/5tC+MOLQT26qX1wqZvChx/08fUDy0kvzPPPMM31ZvrsVSilXzySZmZ5hfn6ekZERxsbGOH78eEfaTPTqF9dDP9IdhgGOrbBMcw34WV2PKxrvIfPtNa9KV9vkODA6kOTGUqa1PwBN28EA3jh1joFUnNHBu0Pv38/h8/kYGRlhZGSkzX8ns6aVhgegkskkhmGQLTeYrSh2gPbhifduEbEehtTXxPrj02B6cwDIE/sLpdvwrN+WRYeUClOxKSarF2jSbWE603aLK3l2hjZXuSiEQJgmhmmuSZEqpXBsm6Zt02w0OoyIvQKdSqWCaZoEQyGCweBNTe6WAbsGbUZigqvLFsW6gS0NrrKLG/FtTDQuM1K7gqVs9gRBnfsmKjmKSm7RlXYbPYOUhFIW33KBaGyURNTEZ2gguJITvDo1SMPQgEkoh4CskrYXSdvzTDQus6V+FR+abVOpEeyJfawkx1mu1FlZWaFy/PimGg7fbtxOs16vK8f7oOk+Cu9k3g0xeK9tecBJKcVKNku5XObUqVNYlsXRo0c72Kde3y+WHM5e1AKgo12pueqb30bVdEn7hZGP0ryh//6pZ+8NywSrbFi/aDabrc/9gQCnLy+DbxiUYsSexhx9CiUd7HNv89LlGBcDj+plZZVPhN9k2wvPITbR76jXuICWqeO9jFy5TrVe58rlKxRLRXbt2sXg4GDrmmuxK0r1P3Zt+pHuEAJs29Eu9ZL1O130JS1UT4bBmzbj0TArxRKlSg0hDM2IoVN4zWaTb755nM999HmCbazZzcb9omm61WgXlG/fvh3HcVp98paXl5mamsIwDFKpFK9PV3GkZv/S0SCWIdYCD4WbWBOtJrZKrfp6eYfLEKKV5pK64eLqmG6CuWtVUAkt1F7b/rfXPm+sl5LSBWE9QJOu/jRa1gSGIVjKFtg+OnTbgm4hBJbPh+XzEQqFNIhyHG19UK+37j/HcSiXSpRLJQKBAMFQCJ/Pt+nrMRJQHNrSJFs2uO4aYzakxaS1n6nYXobq1xlrXifslBCZGcjM6Ga30RQqGAN/GOVW6QrHhkYVqgXyVcGsuZ2Cby/j0SX8LmCanm7wn78RY3fgPHt813l+R5GILCDqVX1CTAsGEhB9BDk4rlueROIYwID7A5tvOHy7cTugCd63HLgvold67m4zTV74fD7SAwNk3H5EpWKRdDrNoUOHNhSTmqbJxauqJew++mSy4/Pyt74KgEik+eKSbhWyc4vJnol713trI01TtbLqU3Tq9Fns1BEEkHIWCYQCqOwilTd/h6+an2I2sAuAmCry2UeKDEwcveVxeQ/Am2kmfKfi+vwy586eRUrJwQMHW29NLXPLloGhwumjKVHKY5HWXqeCTiy0Xl+69iqpzUS7bmV0MMWV6flV+wEEti0xhUGuWOYbb5zgkx+88/5ND2qYpsng4CCDg1qvVq1WyWazHLsyx2y2CCimrk8RHEuSdRLEYrGOyUUIDZc0GFZ0y9G8a1mqVZG/cAGUB5427EfXsb62tLDaXFrYAGzFhteUBmG9i208awLDNFr2F5l8kaFUb9+jWw0hREscHolEcByn1Yjd2896vU69Xse0LEIu+7QZ8CQEDEQlqUiDpaLBjZwGT7YymfPvYs6/iwhlko1ZEk6WiCzgzy9i5LU2QQFNEaBsxMmZg2SsQ9QCUXyiyURoEZ+hxxcIhjj08AD537zMxYntXGxu45VzBf7Ojw8Sj9wcyNxsw2Gv2CGVSt0S+LldvfD7lgP3WdxLpskLwzAoFArE43H8fj8T4+Obyqtr0KRvjEjY5OH9q4xLc/oazWvaIXxp1wtU3MaL3/GM/56+wa+XnlNKrbaaqVQQwSGEoYHiSHMa8nOsvH2CL6V+hJyl3WyHg2U+c9RPJHh74mzvrfVea2Zmbszy8lvHCYfC7Nm7l4Df5x6fVb8ZT2m0ptdXVzg90nSGEMguR3DHm0T7nHbR5tbcHn0BlUtjBHw+BpMxllYKbe09wLAsnEaDqbkFTp6/wiP7b120eb9rmm4nQqEQA8Mj1OclAwMG2Vye7SMpGvUKk5NZhIBwOEIiEScejxEJBZHeSew6lwa9GZ52FkoI3aB3M6HtDzrXJ9XGLVO89fe7ptqXU0r1vCYd2QmYAJayhTsOmrrDNE0ikQjhcFjbwlSrrV6Yjuu0XS6VNLgIhzfFfBkCRuKS4ViDTNlgPm9SdF23y0Qo+/fiJgAQSmIpnT5zhIUUncAiZNYYDWYwhT7GwVColT77sR8Y4l/+1yUGx4fIqTj/8tcz/PW/OEgkdGvP+vUaDmezWaanp1sGsR4LtZmCB7j99Nz7TNN9FvdK0+TFysoKx48fRwhBKp3GsW3q9TrFQoF4YqOHhMGVKT3epx5NdLiAl7/9p/oXIfiTxvMADKcMHtlzb0/PeqCpXq93uMOGB/dQqIJP1knVZ5ibrfDlgZ+gZui3it3DNh9/1EcPfewtjQvuHdOklOLixYucOH+ZgYFBtm3bpo+N0oaSqq3thZLKrYbZeGyiK03Xs9pJgWWtFXZ74SiJYfSeDHtNflKtVjkNpeLkSxVs1/oCNzVoWpphfPvMRUaH0gwP/Penb9pMvHU9S7Wh+cSQz2Tfzq0YQtBoNikWixQKBZaXFpm9cQPLMonF9EQWi8XwtVk7bCiHAd1seZOsYo/kYCt11u/ZaBoC29brdqTcQAclXEZ07cANo9MEEyBfKlNrNAneITuL9UKIVdsDKSXVapVatYp0gZ6nfQoGg4TC4U294Hpi8cGo5OyFq5ScCMHEuKvfdF+WhEFT9Ep/SUZCRaJmoXW0wuEw4bZWIs8eSfEnX1tkZskiMZRivhbjV/9zjp/84STRWwRO7dFuuwH62e0BqJmZGSYnJzsc9FOpVMt4uTtuBzTVXBbwfdD0Lkc7OvZM0u42aFJKce3aNS5evMjg4CCHDx/GsiyWFhexbZtisdiq5ugXk1M29YYe+zNteibVqFN545sA1Lc9wlRNX+gffcqPcY91Iv2OZa1W49rVqy0LheGx7cxMuwJwe5p8UfDF1I8hhb6cntjpcHTfxqZ9m41W89N7AJoajQYnTpxgZWWFka27CHT5n0iXCrDEKvvVSwDeK9rTJlr83fu63Ujb1K9/mHSNEnU7FZ0ckii3N5lECJPx4TTXZxdd+a7HHggMYWBLyddfP8b3fOyDBAI3N+E96JqmjWI+X+X6ckUDGQWpkIHp/u5pSQbTaRylqFcr5PIFCoUCU1NTKKUIhULE4jES8QTRcGjDXnO6+fPmKlr7fe4o1ff7sssE0xCib3rZHc4atsYTqvc694uZHNvG+vdPuxthGEaLfarX61QrlVYWolarUavV8LkaKX9gc90VhKzhb+R5ZHyYpgOVhqDSMGjYYLvu3Kah8JsQshrQKGDbq3YJXrP4jnUKwU/+2E7+6v94RrNEg0lmSyF++deL/NUfiDKYvLMGn4FAgLGxMcbGxvo66IdCoQ4Q1S59uZ0WKsD7oOl+i/X6z92JaDabnDp1iqWlJfbu3cvOnTtbN1t6YKAlDM9mswyPjPRF5SfOeg1u6XABrx57HVXRF9cboQ9CEyIhwdGH730H916apmw2y/Hjx9m9S2uU/EIxf+IcpLXIe7gxxe+rTyOFhSEULxxyODhx58HNvQBNxWKRd955ByklTzx1hCuZet9pRLpMgGIdAXiv73m/bJDKMq3+peOO5yLdYxWGYaIcxy1V1wus+ukowsEgsUiYYqWKl3GRCgy0eLhcqfONN0/wiQ88tel9eq+HlJK3rmW1WFtB1G/gd1YnEm/q1VIkQTgSJhAKMTI6guM4lEolCvkC+VyexYUFBHoyjcdjxGJxgsEuxkKB44IaXX1puKm7Xuwi67NRPYCBYQgcuyud54nQ+6xKKp2G6161Uq4nWRc4W1rJs3V08F0B00IIgsEggUAAu9mkUq3ScFN3zWaTZrOJYRgEgkGCG9gWeOaWoFuzJEKKRKi7UbakUql0aD4NwyCeSPTVuo6NBPgLf3acf/ufb6CAxGCS5Yqf/+O/VPmL3xlk37a7o2Xt5aCfz+dbIOrGjRsd3mW1Wo1wuLcH2UbxPmi6T+NO959rj3w+z/Hjx5FScuTIEdLpzrYTPp+PRDJJbmUFKSUrKyt9W60cO61B075dYVKJ1Rup8vLXAVDhGN9uPAoCPviYD7/v3j9s2h987ezali1bWg8W/7nXWRz9LAAJe5nFepyijBCwFJ963GZi4O7oWoyuJqh3Oubn5zl16hTxeJzHHnuMfM1BsbYNRCuEQCEwpNxc/zAvlNK+Shv0pvNATi9KQimwuq57nbLTD/Du0Xhmlx4IGx1MUZqq4ihtSyq0ahlDmjhKMr2wxKmLVzm8b+fm94v3rqbp9I0CK5WGW3kI6YiPUt4Dmy4Qbtv1dmxvmmar2TBAo1Yjn89RKBSZvTGLI2cIBALEYzFi8TixWBSfaXYkWaXLC4oeXl0bGVr2EoX3qsrT6bz+z1Kd5l0FTTp12LajXZdpo2mTK5ZJxd+9CVMIgc/vJ+H34zgO1UqFWq2GUkqn8lygY1kWgUAAfyCwxn28HTS1h2eJUHXF6O3XfjAUIhKJbMjQfPenh3nlzRxnL85iN5oMbBmi3DD5V/9Pg+942uITz1hY5t2dB0zTbDFMoJn2bDbLysoKs7Oz1Ot1SqUSjuO0lguFQpsCw6WSbqz+vhD8XY7uk3U3+s8ppZiamuL8+fOk02keeeSRvuWb4XCYeq1GtVqlXqtRLpWItjmBAyws1Zme1cZsTz6y+pm9vEj9wikApkae02yNAR967NZLv28nDEOXoNu2zenTp5mfn2ff3r0kDYcqgJSUmgFsS795jNrXebW2h3hI8Z1PNkndxefjZtIUtxJKKS5dusTk5CTbtm1j//79GIZBZim74XeFEDjSuemxKSU3FOkqz5epz3qlUi1IZZgGjr2qs+ppP9C2Kcs0GR1MMZ/Ju9oP17wQzZRIR/HGqQuMDqYYSic3tU/v1fRcodrkzGzeZTphJBGkmi9hGgLDK9lvM7DU+rb+5zUYDOD3DzE0NISUOlVSLBTIFwosLS9rJiAcJBqNEo8n3AlKi8QNw9B6urbYzHXXTUT1rc5UygVmPc6lUi3bAQE4Tmf6XbNdnVTVYjb/roKm9jBNk2gsRiQa1am6arU1b9i2jW3blMvllvu45TYb9vl8mIZBo9FoASXbcWi2dUbwwvL5iEYi+Pybe36bhuBv/8R2fvp/OcfyzBJWrcjAjglsw89X3nA4fkny/R+12Lf13lVQ+/1+RkdHGR0dRSnF66+/TiAQQCnFlStXuHjxIsFgsCOV149N85imWNd8eLfi61//Or/xG7/BK6+8wvT0NMlkkqeeeoqf/dmf5cknn7xj23ngQFN3eP3n7lS0A4Y9e/awe/fudScEIQTJVIpGo9GiOgPBYMeF9MY7udbvTzyy+hCpvPpi6/evOs+DAU88ZJGM3dmc9mbDcB8Or776Ko1Gg2ce2kX03DdZ2v9BAPzZG1zb8gEALFWHWhkVSfP9TzQJ3WWcdzfSc81mkxMnTpDJZHj44YeZmJjQf3ckhWpjw+8b7pikEh1Nd9cLge7ztZ5It33pfqHZI9P1h5Idi/aasmVXCiUZi1Ks1CiUymhN0+rELB0JUvHSmyf57o8+e8u92d4L8cbVjGviCEGfSSrip5rXn60ChdVY18hUddoIGIYgFosSi0XZMr6FZqNJoVikmFthcXGJudk5LJ9FPBYnFo8Rj8Xxtyo4e1fN9d7sKttkCkG/V0zVYqV6tebR14ZpGDjS6alXbO9VB7BSKNG0bXy32PbkboQQolWub9s29Vqto8il2318wGVg8rlc33X6/H6tk/LffLXzxFiQv/aXtvLLvzbF/HKNgfrrDO3awVJgK4srin/5u032Tjh8/GmTvVuNe6pz9fYlmUyyc+dOpJStVJ7HRIEGRR6ISiQSLYat4qYr7xXT9K/+1b8ik8nwN//m3+TgwYMsLS3xS7/0Sxw9epQvf/nLfPSjH70j27l/ruZbjDuZnisUChw/fhzbtnnqqadaHi0bhWEYpNJplpeWAK0DGh4ebl10rx/LARAOSXZM6AlISUnl1ZcAqAzsZMG3FYAPP/HusEygxZL5fJ5kLMrTUQfzm/83tYFxlF8L3IvhHVSkfoiMNqdYDuzk8486mPcA493p9FyxWOTYsWM4jtNyGvciW6ptqouX0dKZKJQQCNUrgdIZwuWHNq5YclMrhtFWGt6ZpDGAZk+Rb28X8u7n7dhgilq9TqNpt9gIQxgIoUHYSr7AayfP8cEnH1l3n96rcXWpxEKhhjAFwmWZBALDNQftBWrXdX4Xvd3bvfD5fQym06STcZTSvmiFYoFiocj161OgFKFwmGQiRiQSJR7b/GSkQfPmGnL3SgsrBbjXlHT7zvXaRve6llcKjA2l1y58H4RlWVjRKJFoFMe2abjO403bXtdCpKMXnpvSu534xAsDnDhT5MWXVzhTHOCz117h8KDgW6nP0zQCXJqRXJqRDMQFT+432L/dZPuowLyF1J3tKAplyJcUxYr+qdSgWlc0mtCwvX0Evw+WF0YYrUYpSYehpGAolSSV0sUxzWazZbC5sLDA9evXMU2T3/zN32Tbtm2tlN+9Ypp+9Vd/leHh4Y6/fepTn2LPnj384i/+4n+/oKkbyd8JIbhSipmZGc6dO0cikeDpp58muE4lXK8IBALEYjGKxSJ2s0khnyeRTNJoSI6d0q+muyaareaYjUtncTLaHO3NgLYZ2DZisHPLvaNivZBScvHiRZaXlxmQVR5fuAIF3XajtmUvAEoJThXGSEYBpRi0Z4k9+jy3afy76biT6TlPvxSLxXjsscfWnOtssbbJNa2Kc5Va9atZh5fEcZp4lpZe2mX96L020zSwHacvs9FtbwBek9U2c1jTZGwwzfW5xdU9UlpBo32fTM5dmWbr6DA7xkfZKN5LmqZ60+Ht6ytuaxJBIuwn7LfcEvve6ciNUnObaajrrVYICEfChCNhRkdHdfumYolisUAms8LC/Dwo5abxtDeUfx0HaA2DDJRa/1kpW/q3LgCEajGrptn7XvTSd+3XwUI2f9+CpvYwLYuQZeHVuXkO5GfPnCEWjzM+Po4QAtO8uQa+mwkhBD/9Y9u4cq3K1I0af5Q/zF8dOcNfm/r7vJb8FO/EP4xtBMgUFF95w+Erbzj4TBhJC4bTgkREEAkJLNNtPiCh2YRKXVGuKooVKFYU+bKiVNl4PJ0xxrk5ePGE1mCaJowPCnaNG3ziaYvh4WGGh4dbPn6ZTIb5+Xn+4A/+gHK5jN/v56d+6qf45Cc/ycc//nGGhu5eRWU3YAItQj948CDT09N3bDsPHGjqDtM0Ozpi32zYts3Zs2eZnZ1l586d7N2795Zvilg8Tq1Wo9lsUiqVCAaDnDpfo1bXD5idW+3Wm56XmlOGydv+ZwB44Yl7a2YJ2sPjxIkTFLIZHm0uM5i52vpMDm+jPrwDgOl8hIRbRJFyFoiNjmLcpSbJveJOgCalFJcvX+bKlSts3bqVAwcOrDnXm03NCRcwtc+RUqo1Au32MIXCbgNBUm7sxdOrd53ZxhgIYYDqbT/QcwyG0aFpiYZDDCbjLOcKHdtzV45hGnzzzZMkYtF19SnvNU3TW9ez1GwHw9QpqaF4EMNY1ZL1CsOzeOgTmwGVqk+K1zRNkskEyWQCNQHNRp3CSpZcPs/MjRnUtCIQ8BOPJ4jFY8SisR7VbhsbXgKupkm1/VuBUhibOMXCEKg2wFWt1SmWq8QivX2A7tfwHMirtRrRWAz/JnVKtxrhkMnP/b3d/K2fOU+h5PBvrzzM3//0Nj5x4td5fuWLnIke5VTseeaCujij6cDMkmJm6c68qPhMzSz5LEDo1nn1JtQanayj48DUgmIu4/Cdz6/CByGE9qMKh/n93/99Go0G//Sf/lN+7dd+jStXrvAjP/IjOI7DY489xic+8Qn+4T/8h+u2HbtTkc/neeedd+4YywTvEdDkOVXfbJRKJY4fP069XueJJ57oiVRvJjzTy1Z/upUV3j6pK7AMA3aM21oDU69Rfec1AG6kH6dqRgkH4cn991Y74pl1JhpFPlS6hlHK6Q9MC+OxFyhtfQRKmiXL1SOEI/rm2WJfRww9ek/HeruapmazycmTJ1leXubQoUNs3bq153K5cn+bgY7x4E1AnWNyZH9vnN5gan03ZnCBlTsRGUJohsmdwaSUPSvFFWAZ2nupYww9JuWRgSTlao1qfRUsSndkAkHTtvnTV97isx8+SvgmGdgHMWZzFa5nKrrvmlCMp9z+cu5B1oLpHqm5da4cwcZ93lCbE3YLAaFgAP/wMINDg0ipG6N6qbylpSWE0G/ZsViceCJOKBjSWqQ+Hl8d+9HtLq88GCVan/cDX57+q/3oLGbzDxxo8uJ2fIpuNsZGAvyjv72Lf/CLl7Edxf/25Ti/8De/wM7Lf8SRV1/kSOFrlMw410IHmQ3tZjm+l5xviKITxJZrx+i3IBSEWFgQDwsSUUE8AsmoIBaGeMAmajUIWzY+4V4TQiB8fkQggLJ8vPjiS+zccxjDP8BCVjK7rLg6KwkFxLqVfX6/v9VE+Jvf/CbFYpGXXnqJr371q3z961/nC1/4wt06jB3xUz/1U5TLZf7hP/yHd2ydDzxoulUh+OzsLGfOnCEajfLcc8/1dUS92fD5fMQTCfK5HI7jMDqk6fCH98cIBfO6Z9Kx11B1nQJ6xXoOgGcP+++ZzYBXHXjh3FkOOVmGlydbZciFQIzUZ36Egm+Q+blFYgGoNCyCQc0qhWSJVDKI8N27RsJwe5qmUqnEO++8g+M4PP30062cfK/IljaXmlOyfwVcr1EaQuD0+KBboN0rHOlOWoKWmqYVQnsz9boHeq2x237AW8m2sWGuzszTsJ0W2+QordsSwqBYrvHVl9/hsy88vSlX5Qc1bEfy5mRWG0MCyUiAaMDXOqeGEL0dJoRa03C3PTaGxlrztNknmXf+DMNEKUezS/EYjEOz0aRY1BV5i4sLzM7O4veZRCJR3eYlFtsQCHg95cBlyLp2bT1TYatNhwewnCuwY8sw5r0QP97h8ATw9yoOH4jx9//GTn7xn0/SaCp+7l/M8TN/5/t55JPfTfXFP0G88U0eLr7Gw6XXYMkdI2ALH47hQ0WS+IJ+fH4DswlUQS074NioRgPVqOu5p6lfkByg2G8wlo/9Pj/+t0cIjI4zPDbB4+PbsJ7aA+GN9XTlcrklAo/H43zuc5/jc5/73O0eok3Hz/zMz/Cf//N/5ld+5Vf++66e62U5cDOgyXEczp07x8zMDNu3b+ehhx664zdFJBJp9UJ66nCQxw8FefKxJKY5h+M4VF77BgDNQIwr4cMAfPAe2QzYts2ZM2fIT0/yfO0GgZJbWm+Y5Hc+zvG6n4fsIV455fD8Dn1jFe1IKxU31ryKMXrr/cluNW41Pbe4uMiJEyeIRqMbatUcKclX1vFmckOgWk7IvSZQr7Kt/bpUcp1rdMPUlk6TKelg99xebzCpheTCNbrsHF93BPwW4yODXJ1d1J5AhgDb0dX0SuFIxXKuwEuvn+Tjzz/Rc3vvBU3TW9ezlJo2KPD7TIZj3S8H7j52nTIDgSPW2/9NHJtNHr/2YgDtw9QJUnx+3Vg8PTAASlGpVCnmc+QLea5du45AEQwGWy1eIm0tPrxw5Gr7HUPotGP7Mo5c7ZO30Z5KKVnOFRgZSG5q/+6n6OfTdDfj+SNJ/u5f3cH//q+uUa1JfvZ/u8L/9JM7+OB3/zCR7/qzNM6dpHH2OM3zp3CW5hGATzXxOU0oVKDgAqnbHYjdxG83YXqS+vRkh2udtX03yb/7C+um5UulUs9r617Ez//8z/NP/sk/4Qtf+AI//dM/fUfX/cCBpu64GSF4uVzm+PHjVOs2ew49QzCSYirjGbtB0AeRAIT9m5jH1gkhBKlUipkb81gm/NgPpgiGE1yfNHFyWerntTfT6cgzSGGxf4fJcOru35jlcplj77xDKjvNs4VrCK9ZbGoE80PfQ7XcIHOmxBffsnh4VKfllALTF4A6mKrBSKSBCN57s7KbTc+165cmJiY4ePDghg+/XKWxudScO7n1Ss954cjVyjchVtNrvUKuk9JrbRPVtx9dL0fm1ejdj66bbXIcRSQYYOvwANOLy3r8pgkolFQYpq74m1pY4M2T5znyyP7O8b0HNE1z+QpXl8otc8otqTCmYXQwdv30Z2sAows2vH9IqdZtjdPuAr5RGEJ1ml9KMIXQzZ67QwiikTDhUICR0RFs26FYLFIq5FuiXdM0icVirkt5vKXf8diklgau/Ry711DPFi09BOGL2fz7oOkm4qMfSGNZgv/fr17DthW/+H9e5Yemqvzw948RePgJAg/rFxdZLmHPXMNZXkBml5GlAqpaQTUb4PbfE6YJloXwB/RPILj6u8+vP3NfipXUKnJVr1HPZVm6NknaFIjsErKQa41P+DduQ/NuNev9+Z//eX7u536On/u5n+Mf/IN/cMfX/8CDps0yTTdmFzh/PYcv8Sg+K8aNMlDuvaxlKNJRGI5DKsKmBJBrxmVZfP3lKp/4UIhEzCQYrOmb79RbrTfKYyGdmrsXLNPCwgJnTxzjYPE6A8WF1t/FoWcxnvgIUliculxnSe3CNCRbk5q0tfwBcmX9tj3anMK3bdddH2uvuBmmybZtTp48ydLSEgcPHmTr1q2bmtRXSvXWmzX016B4QGkjUa30TA83xSCsPz7H8Tx0er8g9Ns9qVb70bVHryEZpiAeDTGu0txYyuJN9u2pGttRnLlynWQ8yt4dExvs04MTDVvy2pUMDUdiCNiSDBPymx0WAfo4ilaVmBea9VGY7t8Uuopu1cZhtUrSEMJtfdJZOakrKTcXa+4DAarXSW5btxeWZZJKJRlIJ5lwJLVajWKxSD6fZ2ZmBqWUdiiP62bDiWikZajZfQ+td1lre4PVBUqVKpVqnXDo3qb1bzfeLdAE8KGjKWIRk1/45UmqVclv/v485y+X+ds/sZ2hARfYRqL4H3oYHnr4jm/fKRaZefNNxp95hkgkgiwWsGeu0rxyAXNwZMPvVyqVe+4G/gu/8Av83M/9HP/oH/0j/vE//sd3ZRsPHGjq5wje/SDzomlLjl/KUlaDWKnRPg+mzldAWwoWC7BYgIClGE/BlhQ35UdUrTn89hezJOMpnn4sTK1WIxGPY37lbQDyoTHmAjuIRwSP7L57p8FzvF66cIpnStfw112kGIpifPC7MbbsotqALx+3uJHVN+KudAmfqY9UvqFL5oSSbAkUEJF7n5qDzWuaSqUSx44do9lsbqhfag+lFLmyJqA9sGS4PkrtW/VSc61/rTMkhdKu3vbG1Xiej04vJsMQuvkqSpHL5bAsH5FIuKvdg+rpA6Rwj10XS+U1Hm7fAY8NS8Y0pT6zmG2NSaHwmxYNadO0HV49eY5ENMLw4OrxfZDTc29cWaJUszGEQSLkIxUJrNWg9UqNorDc496ZBm1zCW9L6UlXHwQeOFduz7rNpuZ6H2elegv/YW1zXnCtBQyDoNt/TTuUS8rlMoWCbja8tLSEKWiltJuNRseTspfFgBe90ncL2Rw7xzeebO+XkC5T826BJoDHD8f55//rfn7hlyeZvlHj2OkiP/E/neXHfnCcT3908Ja8mjYb3nPO86EyYnH8Bx7Ff2BzRUDtmqZ7Eb/0S7/Ez/7sz/KpT32Kz372s7z22msdnx89evSObOeBA03d4YlStX9IZwn8XLbOxXkBxlDr5g36FMNxSIZ1Ks7nfsWRiloTijVYKUOmpJmCui2YXILprGL7IGxJbi51d/x0gWZT8R//a44nD4cxTRhIpzAaemJ+J/QcCMFzj/ju2oXfaDQ4cfw4oRsXeLo4hXAfnmJ8D8YHP48IRsgUBX/0jkWxqscQYIXD40WkA8IwmS9o0DRo3yC0Y9tdGedmYj3hqReLi4ucPHmSSCTCkSNHbsprq1BtrJlwPBM/g1UwsmpsiFvBttFkt7kyb4BeXXg9Q0LHcbhy5QqFXA6pFD6f5bIBCWKxKJZlrbp5d4+gz6ZNs7Nxq05TmzjSIREN4zNNZjM56vUmAmg4suVCXm/YfO2N43zuI0eJuEUUSimKlTqRoL9V3fcgxORSkalsBYQg5DcYS4Z6ivb1ORQtUbRh6GOrWN+0sl9KzwPnphA9z1uvWE8s7si1juSm0H/vGV0PMsMwWmm68fFxHLtJLpdnZUXrHq9dv87s7Cwxl4WKxWL4/b6+1Xhah9fexLfA9rGhdxWE3Ex4oOHdHu/W8SD//Bce4l/9xxm++o0M1arkV//9NF/8yhJ/6c9u4ZknEnflfvOet7dq3lkulxkfH7+TQ1o3vvjFLwLwpS99iS996UtrPr9TL3UPJGhqn4S8E+o4TsfJnZtf4kI2jTD0LsaCGvSkI71Bj2VC1IRoEMaS+kGzWFDMZKHSEDQdweUFmMsp9o1CfINiuzdcF/BqXZFIpigVVzBMCz73w/Ab/5LT0aMI4PlH7k5qLpfLcfKdt9mdvcxIyU3HCYHxxEcRDz+HEIIr84I/PWVhO/qAbEtXidfeQTraC6SuQmjIABO+DCJ2b20G2mM9TZPXF+ny5cuMj49z8ODBm77Rs6XeAnBvUvQE1e1j2JTnjZI9wVCvkJIul3CtJ6rX6ly8dBG7abPvoX1IKSkWixQKBTKZrDZCDEdIJDSACodCHRe56sNi9ZrM29t8hEMBdowNsbhSIF8s4/Uf8/Q6lUqdP33lGN/54Wdo2JKpTBkxtYhpCJKREOlYiFQ0dF8DqGK1ydvXsthK4LcMtqYjGkx2XWqaxVvVKLW3MFnPoNTYwPASXO+nLvf3frHu9SYAXN+uTRzy9So3hQDLtBgYGCAWjXD6zBm2b99Oo9GgkNd6KIBIONzSQnWzn6KLP3Mch0yuyFA6sfHg7oPwjvW7DZoAQkGTv/MT2/nQ0SS/8u+mWVxuMHWjxv/6zyaZGAvw+U8N88KzKWLROzel3y5outfpuZdeeumebOeBBE3t4TFNtm3j9/uRUnLp0iWuXr3KwMQhauZWdo/AWOLmxN2mocHTaAKWioqrS1BrCsp1wbHriq1p2DFIT0dspRSvv7MCwCMH4yQSEaRTo1Kpws595D7w/RTmBjm402QgcWdvSM/dfPLkMR4vThKuadNCQlHMF74PMbodpeD1SyZvXfFuBsXRfQ67UkVmZ1fde2dLWsSXsueJbX939Sv90nPt+qUDBw6wbdu2WxIl5zaomnOk0uaUHRPM+qBJsJqy6dVEt1cYwsBxuQTDMFhZWeHy5cv4/X4XDBooJYlGo4yNjWHbtptOKbK4uMD83CyGaZLw2IB4vK1z+9oquu5xdVf+WabBxHCadCxCtlCiWK66QNJBSsXM4jL/8Q9fIhGNUG44rWOVKVbIFCtYhmAgHmYoESV6txsU3mQ4jsO3Li1QsxWWKdiejmhmr8dp0vussLqAsvZfur1xGOhKp1bxQFcvwY4xu75c/UL3mTNay23EzvbymwLXIsOzHHD/FgmHGUinGRsdxXacFnBfWVlpCcrj8Zj2horHWr3Y2sHHfCb3wICm7vTU/RBPPZrg//rfY/zBlxf57T9YoFxxmJmr86v/fpp/8+szPHE4xtOPJ3jicJzR4dszS3YcR7duusV1vFtC8LsdDzxoameaarUaJ06cIJ/P8/DDDzM+PkHT0SZftxpCaEH4YBSmskpX2ynBdBZWyooD47rarj2uz1RZWNI6lqNPJAEILsxQsRWkBol98DmGvuzw/CN31vDNcRzOnj1LZfIcR4tXMW0XCIxsw3zh+xHhKPUmfPWkxfUlDdb8luI7HrXZMaTI5SDhurTaBLGVNtvcai0iYofv6FhvNnq9EZfLZY4dO0aj0eDIkSOtXkc3G+V6k3pz42KCbpChJUHrsQyrXkkS6OlC2RVetZ1CMTc7y/WpKVLJJDt37dJu3rbTASAty2o1y1RKUavVyK2skC8UyGQyrlNvRIt6EzFCwW4Wqtd+djNSknAoQDDgQw4kKZSrzC6vMJddodFsIjIFDCQTg8k1u2hLxUKuzEKuTDTkYyQRZSAeuS/YpzeuZcmUm1iGydZ0GMtnuOmtzuW0+3t7hVobm7LBOV3XhcCN9uOtgVPvSjhzkz5Onl3UZnyfJGsZLg322yorpRbHt183lmmSSiZJJZMIoVmFQqFIsVhgZmYaKbWtQTKZIBKJkIjHkVI+UIJwD3DeD0xTe/j9Bn/mu0b5zMeG+PKLy/zBl5dYXG5g24o3jhV445h+UU4lLfbvjrBze4jtEyHGRwOMjQQIhzYHAj1jz1sBTUqpluXAey0eSNDU0T/LZZoymQxXrlzB5/Px7LPPtpoE3g5gag/D0MzSUAzOzypKdUGpLnjnmuKhURhqc4R/451c6/enXdBUe/1bMH0N9Rf/BqZl8L0fqHJw951746pUKhw/fpzk4iRP5K+ulsUfeBrjyHcgDJNsCf74HR/5ir4JkhHFZx5vknJfBpqNRusGma/oHUrYSyR33Lu8dL/oTs8tLS1x4sQJwuEwzz777G2Zk670Sc2tCaVw5KruZyNxevvEo1zh7cZsk56Fp65fY25unvEtW7QuoE207a22+1nW6uAeDDI6NoZj2+QLBYqFAktLiyzMz62yUIk4sVgcTLMjdafBjMA0DF0TplTHPhqGIBkLM5CMsn/7GIvZPJOzS1yfuUE+n2f/gf0E/H6EYaCr7PX+mEJQqtQpVepcX8wxkooykorht96dt/hL83kml0r4TYMtqTBBv0kXHmqFQFeneWk2xarCeWOmsT9r5EV3+s5Rqyaa7am/jfsUroZhmCA36dSzRtvUWfmmFd39J0+lIBKOEAqFGBkZxnEkpZLuk5fL5VmYm0cYotUn72o4wME9O+57mwrveXO/jjMSNvnez47w3Z8e5vT5El//dpY3juVZyevzvpKzefXtPK++ne/4XixqMjTgZ2jAz2Dax0Dax1Daz/Cgn5EhP4Npv05Rd0lebjYqlcr7TNP9GN5bwPnz5xkdHeXhhx/e0LFYNWqo/CKUsqhqEZo18Eq5TR/4g4hgDCJJRHwAEVw98ZEAPL4Dri4pZrICRwrOzsLWmmLnkH7+vOaCprGRABNjQVSjTvXYa1CrknnjFINHH2UwISmXCiSTyds+BktLS5w6cZyHilOM5G+4B8bEeO47MfZoHVK3fmnHsOQ7HrFboNJxHBoNzY41pUVN6jfBbf4lRPTAbY/xdsNjmpRSTE5OcunSJbZs2cKhQ4dumz5f2YShJUK1AI/jetSsl54zRHc1ledfs36ptm03uXz5MsVCjj179vRkzxQKq49HDmhQZ0sHs42FQimq1Qq5XF5robIZBHoiSyS0qDcQDLosi2Yf2qsE24GUlBLH0XqY0cEUo4MpEkGTc5eu8/qJsxw5fICA30IIA9MQKNHJZNiOw43lPHOZAgPxCGMDMcKBe5e6W8hXePv6Cn7TZDwVIeAzW95C3SxTywG8pwfSKoDtFUKA2mC+NaAnqySVa3Wi2owsNykW199XGJsRNuGZoK6m9Lq1brpws60nYY8QbXZgpmmQSMRJJOIYhkGjXmcll6NYKDA3N8/c7CzZ+RmGhoZIp9OkUil8vnvbQmozcb8IwTcKwxA8cjDGIwdjSKm4cq3K6Qslzl4oceV6lbmFzudbseRQLFWZvN67/ZhpwvBggIGkJBbx0yDD7h1htm4J3hRDfK+r5+5VPNCgyWs2CzAxMcGhQ4fWeRtSkFtALl6D4nL/lUoHmjVUOQeZaf24CkYR6XHE4ATCH8IQsHsYkmHFuVlwpGA6KyjXFduSNqfPa4+jo0+kEEJQOfkWqqYv0G+cCnF0j8n4oEO5VCIYCBC8RZbEE0Bfu3iep6rTRIuur34oivnRH0AMTSAlvHbJ5NjVVWBxZI/Nkd2y4wWzVCq1fl+qJQFI2Mukdr/7LBOsgqbjx4+zuLjI/v372b59+22/BTZsh3Jt44bPJqLDYVczTmvdtr3oNSqFcJvt9p78qtUqly5dBCV5+OHDG1T/9d9vR8m1RopCEApHiEQijI2NgZTk8nnyhQLz8wvMzMxg+Xwk4glXCxXDsix93wgtEDeE0ep1JwyBIVab/w4loqjtwwyODnLm4mUO7tlNIOBzQYXjgswuo0ilWMqXWMqXSEZCjKVjJKJ3t0dZsdLgW5cWCfhMtiTDWJbZAgntgFahMBEoubajnFdqv1FrFLEeOvaWWYc9ki3GSXWkejcTxgbgvOcXZO8qVa84YL2XUc1MdeYqDaGrOf1+P0ODgwwN6j55lUqZYNhHqVRidnYWIQTxeJx0Oq2F57HYfcHu3I+apo3CMAR7d4XZuyvM93xa91KtVB1m5+vMzNVYWGqwsNRgKdNgOdtgOdukVO48344Dcwt15hYALF595zoA4ZDBQ3siHD4Q5fkjSbaN979XlVLva5rupxBCkM1mOXHiRCvnmkql+gOmwhJy+ixUu7rsmBaEE4hAWP+uAKeJqlf0so47mdZKqNkLqNmLiNQoYnQPIpJgIApP7oDTM4pKQ5AtC7IFQSTqo5Bv8MyTSQCqb3xLr8YIcSn0KMGrPiaGiq2mvsN+/03fmI1Gg5MnT1JemOX5yjV85Zz+ID2K+bEfRETiVBvwlRMWM5k2/dIjNjuG12pWyi5oqjUUFakn6x2hDCK076bGdbfCtm0qlQqNRoOnnnqKgYGBO7Jez5tpo1C9KAUhUKr3tNnP3dlRqqtCzh1HboXLV64QCYfZvXsXfr+/9zbd0HYIRl9H8u7WGm2D1vOjYZBMpUimUuBpoXK61YanhYpGI0TdyqhQKIREuqk8UFIhURimqb2rlMR0maeRdIKZxSVGRtIE/UF9WzkS0EaBXuquPfLlKsVqjYDfx1gqdld0T5V6k6+dmydkWYwmwyCMDlbF+1WgWRqpVr26biU2bNBLfzuC9nUYwsBQ8qZAk5LKZZDMTTmNe016e7b78dLCSuuq+kVHmlcI3SAY/TdhaPsBw03T+UNBHt23g0ajwcrKCplMhhs3bnD16lV8Ph+pVIqBgQHS6TQ+n49MsUqt0cSWikQ4QDwcwLrLYOZBYZo2inDIZM/OMHt2hnt+Xqs5LGebLCw3WFxuML9Y58Z8nStXCyxmHKTUJ71SlRw7VeTYqSLxqLUuaKpUKiil3gdN90tMTk5y7tw5hoeHOXz4MN/85jd7Vokou4maOo3K3lj9o2khBrYi0lt0+m09ZqpaROUX9ferRUChVuZQK3OQHMEY308oFOPx7XBuVpEtCzAt/vJPHOZ3fusCjx6M45SK1E69A8D5yFM4ho9H9wVJpixWslmklGQzGQaHhjb9dlUoFDh27Bjhap5nCxcw6prFEtsewvjg9yB8fhZygi8dtyjV9DrTUcmnH7dJ9mBLi8ViK82UtYcAQdpeILHr3fNlao+lpSWmp6cB7mhzZYCVTYEm1TsV1qeyxBRg953hhFuh5bhrVszPzTE9PcPg0CC7d+5w00EbV9z1awKs19u9VZdF6FV9JQThcJhgKMjo2CiO7ZAv5CkWiiwtLjI3O4fl+kKlkkkikegqyFfKBYKWNtIUAmkY7BgfpNawQdqYpol0jUCllCAlhhAYpqkZO9PAcfVilVqTK3NZri/lGE5EGU5GCPpvP3VTbzr80fEZAj6LYQ8wdWm1VvvtrqbpeuIepZVaPduWrB7SDe0oBGJzwEophFB9DXzXrneVHXJQHb3q1gtTmDR7gPD2Ia7XgcH1X9WO56qzMq/b8bxSrVEoV4hHwoyMjDAyMqKNeKcXOX1tllMXlymXrwM2jrRIxIJsGUozmEqw4IKYSCjAcDLKUCJ6VwoL3iugaaMIBk0mtphMbOlkts+dO0epVCU1tJ/LVyucv1Tm9IUSN+bqPHowtu46y2Vtovw+aLpPwufz8dBDD7FjhxYTeq7g3dEBmAxTM0QjOxHmxrsthIBwHBGOw9geVDmHWryKys7qJ0NuAZlbQAxtxxx/iIcn/FxeUMzmBLG4nx/50YOUmgaBt1/RKT/gVOw5fKbN4/t8+H1+6rVaiz0p5PMkNqFvmpmZ4ezZs2wzG+xeOoNw2TBx6FmMpz4OCE5PGXzrnNnyldk75vCRQw6+HrvtOA6lombgmtLSLJNS7EhUEP7hDcdzN0MpxdWrV7l48SLxeJxarXZHAZOUikJ1Y7fuflVIwmUq1jTn3WCCctw3btu2uXbtGsvLGbZu28rY6BhSOa3JZqP5dD1PH0+DIt0JXgjRWt40VtNqXrQ7kpuW2dJCmYZBsVgiX9BaqCtXJhGGcP15tKA8Gom4Hk5aMG0KneIJ+n0oJVHum6ppmq4wXGAIBUoCCpRAqK6qO1symykwmykQCwdIx0KkY2ECvS7idUIpxVyuxNfOzjOaCJOIhHr2aVPKNTGF1YGsA3w28jXdKHWnV785BsuzrjBNc1OthDpSeQqEafQ1oGwPSW/fJu8YbORLppTW2iml1nqCOWpNxnh+OUc8EkZKyeRikdPTGXKVBqYIER0IEko62I06YaNBo1xibmaKuWmlDTjjMeLxBKVqjblMgV1bBoiHN29mu5m434XgdzscxyEQsNizI8yeHWE+9ZFBAJazDQZS67/IvA+a7rPYtm1bB0iyLKvn24+Y2K8F39EUxvbDCP+tT7gikkTsfBy15SHU7CVURjMfauk6amUOMXEQp5jgy3+U4ROf3oHlMzk9rRi7USAMFMwUU8F97Ewt4fdpcW8ylaLRbGI3m5RKJfyBQF9QIKXk7NmzzMzM8EhYMnz1WOu1znjmUxj7j9Cw4aUzJpfmXNt7oXh+v8PhbZ36pfYo5FcrKxZqaUAw7EwTHd96y8fqToRt25w+fZr5+XkeeughDMPg8uXLd3QbhWqjryapI/pMFJ41QEdzXrxS5fUetIJms8H5CxeoVWvse2gfyUQSwwDpdNoBrN9zT7if954QhSEwXBTQzmj0A1uihyeCVIpwJEw4Em75QpXcXmWLS4vMzc3is3xYfp9u7mrb+H0+DKHfzj1Hc9MywZE4Sukm223H3XZszYS57JXsUk8XK3VK1QbTy0WCfotEOEgk6CMc8OG3TKy2/kaOlNSbknK9SbHWZC5bYqlUY/dwCssyMHtogwzhgkolO5TbvdrSwCqbsl70S5t2LLPJhJtuo9Mp2F4v1hQgbKIhtOFWp/YibFZ7La62X+l7DYn+mj2r6+Uiky8yt1LmratLZIo1BGDiFlwIQSwcYHxLqsUi1et1SoUcuZUsczduMHN9Cn/ATzweZ3FpiUO7tzE+fGu2I71CuvYf73WmqV84jtNTxzaY3rhow9PIvi8Ev0+jH9Mk/CGMAx+AQPiOvS2IQBix81HU6E7k1FktKrcbqGvHiVRiTJ62+J1Cgx/4oX0oBLNP/AADpSrnrzRAGGxLLQB79bqEYCCdZnFxUeubslms4eE1lSTVapXjx49TKhZ5NuoQufy2u+MWxgvfh7HtIbIl+NJxi5WSS10HFJ98zGYs1R8UNBoNKpWK3obtpyYDmKpJwl9EGO+emWWlUuHYsWPUajWOHDnCwMAAMzMzm27Yu9nYXGquf9WSbrzq6j30X7QD9AZVS+VyiUsXL2EagoMHDxIKhRDCNZPr+m73mrp9gZRa2+Or/dtKyjUVXIreqT+nh05KdeliLMsimUqRTqdxpKRaqZAvFFjJZnEch5MnTxKNREkmEkRjMcKhEMI0sJs2pimwDLPFepim2fI90ron9++GoVk85Zk1rqb3qnWbar3UMW5haIE9wlwFY0pRtW0cByYGE+5kL7QOrQtUaBZurd/AekzfelC7VYG23mWgNtYzedHu0u7I9dvyiK7lOz/ZzLbWAvXWpjybhT7PUsMwsB3ZU7MHaxsNTy6VefvGRaLhkMet6utBCGJBH+Op1ee2KSDgs/APDDIwMIDdbFBx++QVi0WWl5e5cuUKu8eH2bdzK+l0+rYF5e9ms977ITTTdGt+Wh7T5Fn/vJfiPQGa+jFNACJ4d5CuCMUx9j2jNU7TZ6BZZ0u4yK/9ZcHvnhAc3rqXM9eaOKafzIf+ItWRJUYWJfFgqeNmtHw+Uuk02UwGpRSZ5WWGhodbmpHl5WVOnDhBwO/ng8Eq1mVdLUgghPmxH0IMT3Bx1uDFM2bLTmBiQNsJhNe53pXSzV/177BY129oA9VLNNJ3t4JpvfD2NxgM8uyzzxIOa/HiRm/KtxIbuYCDZuv6JTYEqyVKng+TkutX4mUzGSYnJ4nFYuzbu7f1UDeEcFNXnbHRm73n4N3NNnmVS6bZu4lrP0BgGgK7a4dlr2o8BAJtnBkORzANg6XFJcbGt1DIF5hfWMC5cQPT5yMRj5NMJYnHY5gYIDzna/2iY5o6lewNSTN2EsMwXcZq/YlPs0Q6LWSgy9+lVAR9PnwhXwswOVJ1OPgrtPN/t2Glu3vrpKIkah0vAUOAs8FcbRjr9ITr2Dc6AYhgXZVSv816gvJegEogWu7Pepvd4FEDGQ/Q92SuhGiB7XY38c71uMDKtjm7UGYuX9Mu4jEvvSswDAj6tHeWEELfF9LpYCYVAsvnJxoVRN1J2W42KRSLZAsFTl+4TNhn4PP5WmnmgYEB/P6bs7X47x009ernutnwXsbfT8/dJ9F9U68nTrzb4xDpLaj4INXLpwmUZokEFX/hmSzMvcW2F7/F1NEfxYmm2fbQEGPb69jzouW06kUoFCIWj1MsFHAch2wmw8DgIFevXuXSpUuMDQ9zKH8Frp/TX4gkMD/xwzjRQb59xuTM9Go7lKd2S47scXrS7O1RLpdpur5MuUaUpvIRkQVWSgsEkvdeAK6U4tq1a1y4cIHR0VEOHz7cccN6b9ebFcNuFJV6E9uWG/omrev2bBgdU5fEG1vvnM7MzAyzc3OMjoywdetWhGFgCq3/0CmqPvu1wf6uYaMQrcmx377JPlV8vcCZUmpNNZ5UEsMUSKdzQk+nVt3J67UaK54v1OUrGKZBOBIlFY8TicWIRqMI0wAl0EdSYJhGC0DpzKJsoQshaIEo4YEHw3Qr3V31PAqUhWH6dCNcNBPlKO203b67pneT9DhG/VJzrV3t6LGm/+MNo19FZcf3N1mQ11tPp1w9nbPmXujNMrnf6nNpGqKTPeruSadcmNYx/h6GmN614EhFvxvLUZJ3bpTIVZooNDNVKFWIhfWLmikMxhMhXSggaAHrHkcAy/Jh200QAqsNIIFi+2CcRrVMNpvl/PnzrUouD0AlEokNAdF/76Dpdswt39c03edhWRbN5sZeO3crhOXnxZkJvvWVEn/nM0UGolooPnp4AvOlX+bcB/8evkQcXzCAMfIUjaazJgUXi8Wwm02q1SqNRoOrk5NcvnKFA3t3M37ldZid1AsmhzE/8cPkVYwvv2axXNQ3ddCn+PgjNtuHNn4a281mS8tkS4NsMwFKsTdV4WRmc2LTOxmO43D69Gnm5uY6BP7t4T287hRoylUabuWZfrtFqd76lXWORfe8oB/y3W41ev8mr1whl8+xc8cOhoZXBfYKgRBrJ6X2kG61Wb9Kq1brlRZjsqqqlm2C8O5o73PXGo8CyzXH7Ph7rw13zcJaFG+0xhMMhZiIRHDa3MlLpRJzCwvIuVn8Pj/xRIJoPEYynsS0LGzbaelIBKJjdErpSdcQBsJwCx2UQiiFKUzNdhiGbnysvInd3XfVIVdqNdxdz+W6599xLQmEankhKToOuda3C8246HTZWlZoI13S6jh6D0SitEaobT39jDLb96nXC2avsbQfF9XjODkdNgLGmhS22cPvqVS3ObNQoVB1tPgfbVZbLFdboGk0EcAyDQSqrzaqNQYEls+9ZhQgvNSlYC5X4fCuCXbs2IFt26ysrJDNZllaWmJqagrTNEm5aeZ0Ot1itNvjfdDk3PL+l0olfD7fLaf37ud4T4Am0zSp1Wrv6hhee3uFNyf9/I+/PcT//+8akJvHjIQZ/fARLk2dp+Z/kmDIxAwNcnbO4ZHtEGg7+kIIUuk0jfl5XXkUDPLo4YcZOPZlWJrRCw1NYH78h7icjfDiaZOmmwMYTUo+8ahNbBNZNaUU2Wy29TBeqA+gMBg35oiPjmBMXr6noKldv/TUU08xODjYcznv5r1TD7J2PZO3u91mlYL1O9SLLkfwdjM8rzqtXqtx8dIlms0G+x/aTywe71iHUmoTVVSetYH0vrQmVeYJrg3WMiSiz1t/v/Pca5+94y672KaWNsqdVB1HIozVzTlSYhomuO7kA+k0QhiUXD1KqVxiaXkZDIN4NEosFieZTBAIhFxMJrB8ps65KaErwVaNAbTrtaEtCwzDcseuMEzLZTz0QDyWSVsLrLaG6Xl6e6TmhFjVk2nAsNY9HHQ61y0WXD2OymtPo1qGleuBm/ZtyvWa93YxQpt5l+jWRJnCwOnBjLWzTcplJdfuq8ARoie7JZXsyOjOFuqcX6zo7ZugbBdkCkHDdqjbNqPxMNGABUpuyopBg1atZ7Ntu+N+bDYlV24scmDHFizLYmhoiKGhIUA/c7LZLNlslitXrnDx4kVCoVCLhUomk1iW9T5ouk2m6b0oAocHFDT1Ss/1EoLfq2g0JO+c1MzNwUNpxM6d5H/tF4k+9jCGz8cHty1QFq8w6X+afCNApWly7Jri8FbdlsWLubk5zp49y+7du/H7fDhSUUxvJbY0g7FlF/JDP8BLl0KcnVm9kB/f6fDMXgdzk/d2PpdrsXK5RoSqEyQkS+zYnWq94d+rVGcmk+H48eMEAoEO/VKv8M75nQB0tiMprXEB193ttbbIK9nfwIW5Q8dBR3rCNAxyuRyXLl/C7/dz6OAhAj0cvg3DQM9Z6x9z2Ut30xaOdBmlngLc3hOQAixTp0i6t9VuVLjuuHoso5Nt7eJlx9XTKPfYSmKxCJFI2F2HpFAskssXWFxcZG5+HtOnq6KSySSJeALT0vkvKR2dksNw9T3etWG4rUPAsEzsdmCp9OImnaBYg+S1+9SemjPcCknpZv7WM3fU+95jAbEKoAwhYBPpO28cG2mjPD8kpVRP7VrPMRqrFgTr3U/ePdcrPQeudUYfryml9LXlOJLJTI3JbM3F+gLpyDUvCqVyleHxNAJnQ8BkuHnQ1rWntDt9Z58+yJUqLGTzjKQTHd8Ph8OEw2EmJiaQUpLPa0PXbDbLjRs3EEKQSCRacoA7xW4/aHE7miYPNL0Xj9sDCZq6Yz0h+L2IY6fz1Or64XP0yRTNy2epHD9O/eok4ju+l8GUIGLnOJT7Om9xiEZ4G3VbcOy64uAWSIYl58+fZ2pqiu3btzM+kCC7uIgTjFLdegDiA8jxR/jqW0GypdV03McOr3X3Xi9KpVIr11x3LDKNFEI5HBhpYAX0W8FmvWBuJ5RSXL9+/ab6BbYzTbcbuUpjHa0PrlBZIDe4pvQbu/t712cLi4tcnZwklUqxc9euvg8fJeWmQYpmdfp81nIP7L0Oy+gtCO+7yR4CGCnlGlG6rm4zWr+3luvSQOmJp42BciSWaWK7b/PJRIJ0Ko0SUC6VyRcKWti7vIxpmYQiMQ2gEknXndwBBcLnR7pMG+7kZqvulypDM0Sqc1Ltt++r1YhrGSHpViv2A7AbWQ1IpTCUPh+Okhvo6TZzb2sWSCjV2WR3vTFI1bKEkOsAOI9tog9oMD0Wps8qFHB+scJ0vr6avlRSt5fpEo0FhE2j2SDg92GZrPERA1yHr7UeUHhGqT30T9fnMyRjkb7+XoZhkEqlSKVSgLY18FiopaUlpJS8/PLLrTReOp2+aUH5gxhKqfeZpj7xngBN75YQ3ItX3lwBwGcJjjyWpPJffwuARr7Mr7z9OD/x4RV2WtcxpM0RTnBdSmaMHThScGpGYVanqC7f4NFHH2U0GsL5yq+TatRZeeLTOJEE1cQwi/N5ihVNS42ldHXcZtJxXlTKZfJutZyUgrnaEArB7lCG2MBQa7m7UaXWHu36pX379rFz585NvY20a5puNzZsnaK0lsYSgrWdx9rG1Jbm8LRPUkmmpqZYXFhk69YJRkfH+uZN2tmpzdgh9tLGeOOwpYMp+tON/c5ov6oq7UK9tk1Lr+Pf63rRPepWa7wUbgPZNuBkOzaG4XqKGQYI3WI2Fk8QT6ZQwqDRtCm6vlDzC4vM3JjF5/ORTKWIJ9Mk4lYH0BdG50PecMfcPWzTbQfTHVpfhqt360rRtdbV+5rYKJ3rrcNbt+EK2vtr1TYJglyG7aZCQM8D0L2Y8Fr2dH+i3K/3H+O5+TI3Ck2XDtP8I7jXYtu+BS2DkClYzhUYHx7AUdrTqR04mULgSLtnhalep+j57HKk5NrsEg9tH9twXwECgQBjY2OMjY25jtglhoaGyGQynDt3DqW0uaYHoDYjKH8Q43b77r3PNN3n8W6m55RSvPq2Bk2PPRwnZDnk3n4NgMuRR6kYcdIHt2CoUeTV4wi7zo7KKaKBPBd8h1EYOKGdjO4bZyhUwPmT/wCVAiYQzc0zHxgiZDUYjlZ5YfcNSnKQx3dbbPY+VUpRLpXIu8JvpeBGbRhbWQwbGbZs69QQ3c30XLVa5dixY1QqFZ588smWxmAzcWeZpo2tBkzAlhuYCbrUieFOLE27yZXLVyiWiuzevZuBAV3J028ebX+cbIZt0kJeo4sB85yWxbrrUFL1bTDcr+CvV5uWXiBLp/k6H67eWL1Kr1U/aP1vj3lQ3vZNa3UOV7gVcxLLgIFUgsF0AqX0w7hYrpIvlVmenEQIQSQSIRaLkUoPEAxZrUo2w2WLeh7SNX/T6U0l+lsBCFdDo3/vo/HZAOd0nHN3u708s0yxvqi7a+jazbuPpUDv74i+FW7t4RXCiS5A3u7d1QusTGZrTOUbbmWh1uNp8b2bTgQMUwvJU0F9XeRLFYbTCXyW1QGcTOH1clx/Alarnu4dkS2WWSmUScVvjvlQSuH3+9mxY8caQfnCwgLXr19vCcq9Pnl3smPBuxktz7RbBE2lUuk9WTkHDyho6n5geem5dyP3fPFKmUxW62OefSpF7eRbqJr2qDgdPcqBnSbpuAEMIQ5+kIU3v8ZwQDFYnyLQzHMm+DS2ESRb9XMsq3hI+QkDi/s+zddqz1G5qHhyYpGxeIVowCbKPMVijFgstuEbjuM45HM5qlXdm04puFEdoi79xCiwd1diTc+mu8U0deuXbpa6vVOapmKtib2JNIbHsKznwizEapuSarXKxUsXUVJx8MABIhH9wOjVskR/t4dzeD/00ra9NYxJ14Tb1/JgnfVL1dt6wasu6yWK7l6NkhIhDLdVij5ujlKursVb2NX1GJ0GoEqBY9va50oYneNQq+aiwhDEEmkiSYNRoNlsuixUgUwmw/ziMj6fRTIeJxqLE4vH1lSpAq2KNu/YGwYouXoubzU2x4J2LyNWHeU9P6ybDF0E4An+N/cdYdA31dtj6Y7nqld04B2s7t2eK9S5slzDQ8YayHdW2Al0lWHEJ7AMT9gvWM6VGBtMAmArsAzR8/7pPUyh3eZ7vEBfm18mEQ3dFCvULQRvF5QrpahWqy0t1KVLl5BSEg6HWyxUKpW6ZdDxbsftgqZKpbKuRvVBjgcSNAEdD3PLst41wZ6XmgMNmiq//Q0AakaIS+HH+NHDq/lvwx/kZMlklxlgm1EmRp4nqt/gQvAp8uYAldAQJw7/FaxKnuOZEbedhGCuMsSusRWq5QIApWKRikt/hsJhLMvq2G/btqlUKpRKpdW0kYQbtRHq0k9IlXl4VxDLWntD3GnWztMvXbhwodVgeSP9Uq+4U+m5/GZcwIXqeMBLpfTDe42TtB7PykqWS5cuEwwG2XdgLz7f6jl3+rBVJmB3TdFS0hOkdC/jHYvW5NW2HkfKtZ4H3ncd2fMjha5A6mY7FKpn6bjjWiDgmg9KqZAuE9HNjjiOdNN8q3+XUmmPp66B6GOktU6eA7gXhmWB6Ue2XeeeeeHgwABKmFSrFXK5PPlCgaVMBkMYhKNR4rEYiUSCYCjkMlCaEfJW5TFz3WCq+yitnsI+6aqNrk21TipOKUxhINE6p00zRu56wb1Ou9JavWOVcdyMtMG7hrtW0bb5VbYsV7E5u1hFCAVKM3eixSl2hoEiHjChxZIpVgolBpMxfJaJgcLeRAuY9rAdV2zPanUdQtFsOsxn8mwZSm1qPbC+EFoI0RKUb926FSkluVyupYeamZlBCEEymWxV5T1I6SrvmrjV1GO5F/uP9gABAABJREFUXH6fabqfw7uwbdu+5yK9l13QtHdXhIFAjfnTxwA4FzlCKOLn8J7VQ1wqlVAKrhVtBh55gkR+Gn9hiYerrzLl38e0by/S8NGIDrLdksxl4cmdkkd3SISI04gEyeVyNBsNpJQUi0WKxSKGYbSAiOM4ax6CDdvkRn0ER5mEVIVHdlr4A70bLt5JpslxHM6cOcPs7Cx79+5l165dt/zQuFPpuZVNpua6pxFHrRVTC7Rb8fnzFxgYHGDnjh0tjc7aaJ+MVV+9SntlU99waaHeguTeAMj7zDB7f9ZvMpdSuakcD1i4vbiEnkzbv6d6pAd1+s1NzrVtQjq6aXGvljPepG8IgTAMDJ8fafhde4bVI+mZDyih2a1gKMxoKMzo2Bh2s0GpVCZXKLC4tMTs3Bw+n494PE4iEScZi6O6JgSxTrnkej5Zq5+vf20aG7A7jtIpQmOd62NNdAGszYAM3eNQr389I8rWJtSqpYR+AehhUSAV9abDyfmKa/DZsYK1KxWKoAk+Q78YesdWKUUmX2RsINF6CZagq/T60WjKMy51wZkwkI695lTeWMoylIrj6/Gy2CuklD2Zyl5hGEabueaqoDyTyXD9+nWuXLmC3+9vAah0Or3pdb8bcSc0Tf3sYx70eB803UbMLdS4OqVTcc8dSVF96xVwHyinY8/y9CEfPks/bObm5jh9+jRCCLZv3056ZAvSBHnxBAwOs50LJJxlLgUeo26EiQQVe7Y4RMOKpgN+C/x+P0NDQ9SqVYrFYss6QEpJw3X3bg+BYLEaI+/EAUGUEg/v8hPoA5jgzmma2vVLTzzxBMNtho63EnciPdewHcq1jVm0fkyPN6lJpZBSan8hJdm6dSujo6N9AaFu42G1Jhstau0PUvr17gJ9HBxH4bfWWgWsbk/1LROXkvbysLZ97t2PTimFaRmuwaZmzBzlpl3agIRoX1GPfTINYw3o8ATG/TyPFCAsP44ywK2Mak/0OYDlVs91RyAQwOcPkEqnUeh0QaFQoJjPcTWTAQSRaESDqHicYDC0LsPXvoVejPbGXlubC6lAuyv0a5TSGUYfgLze97uvLW1O2f+e99qoaPF8n3Y+wPnlGnVb0v6CYAiJ4wLk1lZdjBYLem7unWtayRUYTERaOjkBGuC2pQTdgekXBNUGMt0MZS99l+1IZpdW2D62ucn8dnya2gXlSimKxWIrlXf27FmUUsTj8RbQisfj95Wg/P30XP94YEFTd3oOuGsC5n7Rnpp7/kiKym/q1FzOGmAquI+/+IgPKSUXL17k2rVrbNu2jeXlZe3NszyL/MpvYDds3mw+QWIwxIHgVR53XuK6fz9zvp0gBDdWBHM5xWgCxpIQDQpC4TChcJhms0mtVqPZaOjUhlIYpolsOiwWDJblIN5TZtDM8dDOGJa1/o15J5imbDbL8ePH8fl8t6Rf6jcuuD3QlK+sBZa9Yr3JUwG23eTihYtUqhWUVIyNbVyZI9VqamyjLI4Q60+YXjl83zEq1zqiF6hSnmv32vX32mLLq0eh+4m1gYVeppntfd7aw3HtCrpF6koplKPc9imrf7d8PqTh61stBWBaFk7PujHlioJXAV0sEiYaCWNsGaPWaFIsFMgXCiwuLDI7O4vfZxGLxYnH48Ti8TWTxUapt814WvUDwmvW5YEyxcbAqVcaVvVnhHQ6tatScgN2SmMmnY5Vfai4q5kqS+Vmh1jepcFcRhaX0dK6rbAlCFiet5anaVrd/+VcidGBRMc2TGs1lehVrvbtyShETyfz+UyO0cFkXwuCzuNyZ8wthRDE4/ra2rlzJ81msyUon5ub49q1a1iW1XIoHxgYINjD0+1exu2AJqXU++m5+z28E3uvQdO3Xs8CMDocYGsgy9K1SwCcjj7Lrgkf6ZjNm28eJ5/Pc/jwYcbHx3nllVew8os4r3+LjErytYEfYMU3AmW40NzFJ4bPsLt2hhF7mqv+g+StIaQSzOZgNgdhnyIVhVgQgn4flt+HZSmcSo1CsU626qciVkGKqWx2JcqMjSU25Rh8Oz5NSimmpqY4f/48Q0NDPPLII7ekX+oVd0LTlNsEaBJCrTu5lcplrlzS53nrxATXr13bpJZOuL3a5IbHV+uW+lfSCcSGRobrH6c+gvCuydO7FhzZG2h52qb21Ipej2c3wJrlewEncNN1poEELF+opZHquwdCoETvB3o7qyWEblPjGWs7SuFz3cl1jzyoVCuUCgVW8nkymSxCQCQSIZ5IEI/HCYeCHdiwOy3qadvWHS8bp++8tXqntt3Sol/0cvPG3c+eBQx9LlPPl773x6rVdqaXBipftZnM1un29tJVpW0LGoDU+5QImq1zpCv/ALWa7s3miwwkoh2pNM/AFbXxPYQQmKa1ppG1VIqZhQy7J0bW/z53DjR1h8/nY3h4mOHhYZRSLYfyTCbDpUuXuHDhAuFwuJXGSyaT91xQ/r6mqX+8p0DTvbQdWMk3OX2+CMDzT6eovv7N1menYs/x4d1NXnnlDUzT5OjRo8Td9hmxeoHRK+9wKvAUr8c+iSN0qmw0KfmOR0LEw0+hKnli81d4eOV18s00N3x7WDGHQAgqTUFlpXs0AgjrH/epJ5RkxJdjx0SUQDDe/YW+catMk+M4nD17lhs3brBnzx527959R0WPt8s0KaXIb0LPtJ5bUiaTYXLyKrFYlH1791LI5/S6+6TCukO6D/3NQPt+VXCGAbatU2W90mleeBm4XnOulKoPbPLKy922LB0mlpsZr7es6DvhS7lWGN6+DcP0beK6URhWoGdazlvPKliSeE3neumShIBIOEw0EmF4dFT3ZSwWKRQKLC4sMHtjloDfIhKNkUjEicXW3ktCbZxIM0Q/jqZ7udXrT7dccUFmjw6/phDY66y0Re54XxX0Zh/R94fVp0pUSokp3CbKrmzIO/SOlJxdqOAoWtyePn3uy4d7HSupEFIPJuQTdMuKPEDbPp7lXIGxwVXhtrY9kDhOLyF+j3Cvwe7raSlXZHwoRTCwvpTjXrRR8SwzIpEIW7duxXGcDkH59PQ0hmGQSCRaIOpeCMo9Y8tb3c77oOk+j3cjPffKmyuth9EHjqSo/roGTTcCuyiFR6ln32B0JM0jjzzSEvypxRkmZi7wlfifYzqwD9BaiKd2S57a7bS8l0Q4gdj1BKJZJ5W5QXLlArXKKZasLWStEUpGEtXrTVwpIqrIYLDO6GiUYHjzlSJe3ApoqtVqHDt2jHK5fEf0S73idjVNpU1aDfRuCaG4ceMGs7OzDA+PsG3bNgxDtKp03P4Qmwq1yeW6e4S53+5gwfSv/fkBLSrvfby8Zqs9PkH1ECLLPj5PUintRt4V/awaXE5qDaAzfRYSS6c/Hd1HzDANVMsSsW1Zq7eOSQgtDleesLiLEVoP+nnn3XIr8tLpNLgsQKGQJ58vkM1qLZRh6J9qtarTKJs4p5tlSLuX0/3yDM2YdG1no5ShUq6fkpdq6dGguT0c1bt6c7Wq0AVX1mqF3uWlKqWGdJki7ws6NbYKWIReidB6vYivc0d0o2u5ZtsrhTIDiTh+n6kBoiNRwmNAN37WK3p3i1BKMb2YZe/W0XW//270njNNk4GBAQYGBgD9bPUA1LVr17h8+TKBQKCVxkulUndFUH47zXpBa5redwS/z6LTN8RwBbL3DjR9203NJRM+dnON3MoyACdjzzMWX2D/Q7s6qsXU4gyTL73OS+m/Rs3UCDwWVHzHozZjqT5pGF8AMboLRncRbjbYXl5hW2UJpzZF1TapKx+OsDAtC3/ITzgewQrHECJ2y/t1s0LwlZUVjh07hs/n4+jRo3ft7UIzBxunK/rFymasBlBrgITjOExOTrKSy7Fjx44OQLjmTX6DMIWBLR03Tbchd9NmKaDDMASOrZCOo+dPw9Aatn6C8PWMMrvtE1CuYaHs23KlX1qv31a0eHxtu5LWZOqyEKZvLWukUO6+O7qizDBQQmiqzTBaSiaB69Ct9HlQXdooL3o1MvbCFEL3qluzu5oFCIfDjI6OYdtNCoUiMzPTlMsVzp8/h9/nIxqNupqVWO80ikJ7MG2ArnSLkLXLyZYOTXYsvV4LFC+ctpTrptKDPe4xheqYQB3XlmGlWme60HD9yiQCA9AtXeihfxNCs3IRv+myZy4g6/Yr87arFAvZHDtGB/X16LFbSp+zzTT17bfHmXyJieEGoXXYpvuhYW8wGGTLli1s2bIFpRSFQqElKJ+bmwMgHo+3WKh4PH5HWKjbaaEipXyfaXoQop+p2d2IUtnmnVN5AD7wdIr6G38IgI3F2ejT/OgHA+zePdBavjl/g5dfW+ZM/Idaf9s75vDCQYd1Ctk6Qvj8kBxBJEcwgLtVrLpZTZNSiunpac6dO8fg4GAHo3a34nZE6oXqxnomU3Sm5mq1OpcuX6LRaLD/of3E46tgdNUTVE8YJhs/YFpJHCVwIde6yzty1XRSoXBs2QJRjuOA+2BT7oTc6wG/njaqla5SinLToVAuU63bri8PxCNBUpFAa73dGiYvvB5l3VvRU2sf/ZTLRAmzN2vUvawGigLD7+97DRiG4XqbrY31APf6rXKkTr4Kgen3MTSYZmlxgXg8RiqVprCyQq5Q4OryMsIwiEQiJOJx4gldkSeEy6RsgmLUqdveyzmSDubOFKybmmsPpXoLwHvFKrMlW2OSjuwAQErpY3ZmroJXriZaMFa52jXVWhY8rZYiGTQRwtDaQeW4hqJesUEnu6qUolgqU6xECAVXO5t7DZqVdPqm6ZR3fSFQJiBli5P10rc3FlfYs7W/tul+AE3t4TUSTiQS7Nq1i2az2WKhZmdnuXr1KlabXm9gYIBAILDxinvE7TbrBd4HTfd73Mv+c6++tYJt6xv7A09Eqf7HVwG4FHmMobEYhx9anVyXri3w1dMRVoI7AbBosi16lU88uuOejPVmw3tgridullJy9uxZZmZm2L17N3v27Lknpm23CprqtkOpZmO45IbsY7zcrkwpFIpcunwJv8/HoYOHCAY7Hz6tBzybE0sK4QId13dGX68b7YsGQrZtI4TbxV4IDWyVZlgcx3H3SboPeUE7gFL011wVqk2msv8ve38eJMl23/ehn5OZta+9b7PvM/fOdte5AAESBGCCokSTkimKsmFblkTJluPZEQ5HyJZMUWFbIdnWi0frKRy2FO9ZFiXKeqZlkxQJEMRCkMRC4E7Pemfpnr33tfbqqso85/1xMrP26p7pnp7uufeLGNyZqqysk1kn83zz9/v+vr8iS5kSlQbLCoFnDJjBRBGyBJZLosb6U6TikbbfW3sodSZHnSJXlmVpgqO0Pmsz4gRgBkPIXpu5FWdtL6vueiLREgnTx66XVqlASreSsUlvo3Vb4UiEWCTM8Ngods2mUMiTy2VZXFxkdm6OYCBAIpkknYwTi3eJQjViM9G3dFNsSj5XxFXhiuO3eO147V1A4GU5jZbf+8ZciaqrUWqQTOmfQDT29XPF3kqnZKMBbREg3I1N1R4RVSiEEu4cVCysrHP0QHMqTSKwTAtHNj8oG+4ckEL5x6sDX23hTlYyOQ4Md9c27TXS1IpAIMDIyAgjIyN+xZonKL9//z5SSmKxmE+gUqnUlonQdpv1Ap+k5/YaOrVS2a1I07e/p1NzibhJ8tHXoKYXnOuJH+Gzl/XiqhRcv5XjuzNjSFdzNRrOc6T/GbXSCnBkV8b6vGisUutEhDz9UqFQ4PLly4yMbF6FspNjexHSlC3q38cTsQrheSU1RnvqLuBLS0s8fvKEdCrN8ePHOt48PEEzaD1G0LJ6GhIaQjS5WW+mR/Kg2wNJ7JrWtJiGoRcb8F3wURKlHJdEKf9zXtraNJrdtTdsh+mFPPO5MtKu+SlJrd+VOqqlXG0TUKsqlHRYL2R4PL9KIhri2PgQYwOppjnS2p/MPwbp+I7PAjCtgN+jTSmFcCSG1T1KhPuZXhV1vaJMhtm5Yk+PWafudFGWJleeILmb15H3mlDutgKsgEW6r490Xx8HD0Jlo0w2lyGTyfFgZQmBcCvykiSTKSLhcHP6iq016PW8wp7nAVEI7Wa/5QdLpX3FpFul1hp1eLRWZrlQ1YJ+ZEMmTkc1RWPlIvjRsYhlYLohWs92yVE6Guqli5V7fI06qnKlSjZfJJVoXoSdhsiUIfRv1en+oDPB7fcOBcwsrXGig7ZJKbXnSVMjhBDE43Hi8TiHDh3yBeWrq6usrq76gvJ0Ou2n8qLRaNeH3e1omkol7V2YSLy4TGQvY9+SplbsVqSpWLL5wWQGgNNHJeLadwDIm2nm0m/y9tkAxQ34+oc2z/KDOm+vJG/3z/Huu8NMTTmsFnbGcftlwE/FdLho1tfXuXbtGqZp8sEHH+x6+PVFNU2tLuBKeYuPW5HnLuaOVDx79pTFxUXGxsY5cGCi403FFGBTX/N0uqI3OgmiTcvCsXuYCqLcxV4LaPW61KoT0amKkFte7TjSJ1P+IqGEryEpVR2mloqgdKpEYVKp1NjwvL4avt1zYVYCME1XWF6jUKpyfeoZT5fWuXR8wn9S11YD7cEeL85lGAbCMNua2urUo4NlmbpZbss5N4SBMnukfhVdo0z6/fY39Hjc1J/qMGh0xVs36Zl2Ru/c3FcYEI5GCEcjjI2NUatUyeRy5HJZ7Qs1O0cgGCDZ4AsVtMwtVVV6JHszh/Lm49DRHal6p2sbYbspWgBU3S0rW67xcLXiRooUBrr1i/fL192x9O/aeL3GgnovOurqtk5xk6OGa5zpRZla9VcLqxnisTBmo+O+EAh3lm5q40HnB8GVTJ4Dw/1t0SZv3PuFNLWiVVBeLpf9VN6jR4+YmpoiFAr5BKq/v7/JHmY7kaZ8XleVfxJp2uPY6Z5p3fCdH6xTc1NzZ4dXiF1bALTNwDtvhJnPGHzjhsGGrS/ChL3GFw4vMH7+hD/O3faTeh54F0rrTejZs2d89NFHu6Zf6oQXiTQppch18WfyFh3TALtmc//+PfL5AsePH/dvNr0+V78BK7dSqXPJtiFE51JuR3XTVqOU9AkTSvhP0t1gGAKlDN+81Pu8UhLblqyXqqyXq0hHErMMlFDg6lCSYQvpBClu1MiWKu0icAUCCdJBSImUNoZ0WF9f5w+vFzhxYJhYoKEfXodFWRgGiM4ibQ+2XY+O+dsphQiGepb0a2PMLlom6uk3BX6lnyMlSNGT7G7GSbbCWYTSffOGBgcY6O/TvlCuO3nWFfUKIbT5ZiJBMpkiHAlvYmGhQBgINyq4Gbzm05pb9jLVqMMy647aCv371RyH24tlV2snMPyspW79olQ9jenNLs/cwjIEYUvbWKoGjZRyo1QSPXdQXhS3+QHJcRyW17KMDuo2JcIVp9t2Z3vTVgi0b1Or4acCZpfX23ybfE3XPiVNrYhEIkxMTDAxMYGUklwu56fy5ubmfANOL5Vn2/a203OfRJr2GDql5142GVFK8TtfnwEgGoY/0b9MzX3veuozfGogxm9frZ/Sk+VJPnvOIXz6gv/aXidNrX5IUkru3LnDs2fPdlW/1G1sz0uacuXapmmPQrHM9P272LbN2XNniW/yhOSNodUGwVGus3Vb+KGba7FLtBoUvZ5+xnN4twxt+Ghu0u3da0niC2+FgWlCfkOymK/hSDSxECaOUq5Lgk5JBkxNyKKhALFwgEyxQq5cQaEwFThOpWnOCsP0I1mVSpXbD2dQtSohXBG5G9kAtyrPtHTERuk0T6/fQ0oJrgmmEgZmKNyU1mw/ifpbusFr2iqENk70I0dC4Nr+dERjeqjtK92UnGyo6Oo2Nu88eBYSphBEYzGisZjbI69GLpcjl82yuKTdyQOuFiqV1L5QjYuXoG4AaRiGNrfsMb1bbSKkcp21e0Q4EfXPeM3QhRBML29QrDiasDTolvTc1LEmVzaviyq8cQqDWFDodGdDHzuvGKCJnDWe45YnivVckVQ8RiwSQkpPz6eFisqWm3o3dbtzLK/nmBjuJxysPwi+bqSpEV6aLp1Oc+zYMarVKuvr66yurjI7O8ujR48QQhAKhZifn6e/v/+5BOVeeu4TIfgex8smI47j8Mc/vMXNuxuA4Ec/NYjzgz8A4O7QZxm5cJZHy/rmFpRlPpP7TU69cxTjxMVdHed20eiuXqlUmJycJJ/Pc+nSJUZHe/uavGyILVYANSKziaFlJpvh4fQ0oVCQN8+eJRiwekYQGs0HvVt84/btbuK9m682+jG1EiazQYvjeO0ouqyQWuxbn1tSSlaKNdbc1hZSaidsT0COlDiO7epdQLdE1RV6yWiQoGWSyeepVipt3lIKEKaFaUgcuwYKypUac+vr/PD2FJdOHcGyLN1sVzSn47yw/2ZE1pHaIRyMul1Ah0XRNM22ijOBPqfCTUn58rHG7ZRC9lCVGw3Er/P7ncfTNA7RTLyU0q1oTD8VJbACAYYGB+jv60OhKJdKZHM5ctkca6urIATxWMy1NEgRi9bdySUKyzB7kulOcCRdyL1GY8Nnx9UoZTccFlRVE2mEPx/BM23VkS+JcC0cmh8EogGj4+yVLjkyXOG9Uvi9FxujTcJNR84vr3FkfKiJzHjeUVu5r1pm+/lSwPzKOkfHG+xEXmPS1IpgMNgmKL9x4wZKKe7evYtSing87qfx0ul0z/PyiRB8n8A0TSqVrXjxPD9KpRKTk5N892oNKXVPoE+PruBcz/Dw2J/i7vm/6He3H60+4cez/wepT/0oxvELbfvaqYa4LwvexZDNZrl//77vaL4XQq0vEmnKdPFnUigWFhZ49vQZQ4P9HDp0GNM09HOykF2JUyMpMnzfgYaFkebGt5v/3jriIR2JdKRPnIQw2jJ3pmn0jja5/e0cqZjJVCjV6pV1XrUS0hPNgmUF9FO+twhLRx+TYxMyFelomKVKpTF81XSchmEiTIXymukqxdJajj+4dpdPXThNJBLp+HS/FeIkDAOsYEM6RftWaXGxW6fnRnxMd0SeNYPOEilXAN9FHG701gT17D+oNuVL7og7w5FuvzXRTLgFgmg0RjQaY6zBFyqXq0ehggGLuKuFSiYTYJpdH8R6ict19K2DRlDQVtVZU4KHOUU47s6dhuOvRzc1JRLC86SqI2QJwlZ3cmcZ1I1n3epSgU4rGkL4feQMIShXaiyt59v60klf19abjLf0E/axtJZjfKiPkCs7+DiRpkZ4gnLLshgYGODIkSN+n7yVlRWePn2KYRhNffIikeZq2kKhQCgUIhjs7bi+kygUCvzNv/k3+Zf/8l+ytrbGmTNn+Ot//a/z5/7cn9vx79q3pGm30nNLS0vcuHGDSCTC7PIgUKA/HWBi/tt874O/xeLoO3o8SvJW4Zu8Vfo21o/8NMbx8x335/kgba1f2e7Du0ncunWLgYEBLl68+Er0S51gGJ3bb3TDRtWmXG2fE0pJHj1+zMryCgcPHmB8dLThGdgt0BedF85GgWq9mW3zdk6je/ZWvHHcR2wvdSGE4ZaIN49902iT+5Q+s17WhAncfQi83mGaRDn+2A1huLXi7m+vJLZUGIYgFISR/jTLmSy1moMrbtJl3W4kxjRMnxgJ9+xVqjW+ffUj3n3zFH2pzmRbOtIlLp3PiTa8bDq6NgGz1qi4uq+O56P79dXryuuVmnN3vKV52GsbidY7maK9SMCDZdXdyRWKjXKJTCZLLpf1tVCeL1Q6lSTYkkIxerXZwb2eWu6ZnqVBI54VFLarNTNUsyKqfoya6Ovqy2bEA5rsdxKvGwJqrpbNjyrhljS6giflZkG9338tWyARDROL1I/XOx7ZZQ0QQrjeagIlVL0C0ouWKcX8coYj40P63x9T0uTBKwQyTZPBwUEGBweBuqBct5R6yNTUFOFwmIGBAaanp/nggw8oFou7HmX603/6T/ODH/yAv/t3/y6nTp3in//zf84v/MIvIKXkz//5P7+j37VvSVMrdjrtpZRienqaBw8eMD4+zujYSW7+v64D8NkfGeZ3079IJdwHQNzJ8PnMv2TUfobxmZ/FOPZmz3HC9szDXhaklExPTwMwOjrKhQsX9hSxe95IU6cGvbVajampKUrlEqdOnaSvL+0KU5u30w+uzU/izak58D7UsQEtAsOoWwB0hZuOE+6Tct0Pp/PnekWbpFLMZSqUqlrnIn3Ty3rFlKCeVmkdh2UY1GyFaVmAwlImpukw3J9mcTWDbXv7dYmKACW0gaAWeuNbC0jb5o9v3ufS2eOMDKTbvw4F0rMKaD5WK9i9r1zTPnpaEHQnZL18m2Dz1Fyv1rb1wW2hzQlaKK3TYb23Feg0XSQSYWxslFrNJp/Xaby6FsoikUjoirxEYnONj2q5b3YgcJlyjZUNiEQ0s250Nm/S0PlC8ObvMICIpTdW/lEL7+t80bc7IxrOqttw13b0ddfwYyqlmF1a49iBESyzPgd0q7t6qtsQhn5IcKSek00H3z4DFteyjA/1EQxYn5CmLtVzrYLybDbrm2t++ctfRinFyZMniUQiXL16lbfeeuuln8Pf/u3f5mtf+5pPlAA+97nP8eTJE/7z//w/5+d//ud3dK19bWbETvo0VatVPvzwQx4+fMi5c+c4f/483/rOOgjBm+8dxRg97hOmY+Ub/Fsr/0ATph/9Mz0JEzRrhvYSKpUKP/jBD3xr/vHx8T1FmOD5NU2teqZSqcjt27ex7RpvnHuDdLrPFZJ2/rwX8W96oWk8Xd7ALW/udXkp3bLFcRyUlCghCLglv0YHTxkPjVqSVizmqhQ2bERDIzCfMClvYes4GAS4ZMxPvCAxMC2TaDjE2GAfpmno9J17yoQCJW135RRudZxyy/FNarbNtTvTrKxlO58CtP+TadSPx7QspNj8BmdZVs+6MdEjymQYnWw4G8a1CdnZylVhbvHOqpsKax1Rp6a8jWgkYYGAdn4+cvQI58+f59Tp0wwODrGxUebRo0fcunmT+/fvs7i4SLlc7pq2cpQm4kBbD0GlFHcWin5KWrhR0Pr70t9OUSfSjYgGjHqlHPg2HwbN51mpZgNNITxjTeVHbhtRsx1ml9baD8h98BBKEzLH6ez3bnTxXptbXvf/Dh9f0rSVh3ovTXf8+HE+85nPcPPmTf7e3/t7pNNpFhcXeffddxkdHeXf+Xf+Hf7pP/2nLC4uvpSx/qt/9a+Ix+P83M/9XNPrf+Ev/AXm5ub4/ve/v6Pft28jTa0L+k5FmrLZLJOTkwC8//77pNNpAH7/B3l+7E9dom9IpxssZ4NP53+L0xvXtOD1R38O4/CZTfe/F0lTNpvl6tWrGIbB+++/z3e/+90XblfyMvE86TlHSnLlmv/vtbU1Hj58QDwe58SJE1iWTjmKTfdXT4i1npNGI9BOkEp2tiFw0zueKFsYRlNp/GauTzrt0jx/1oo1su7xagG0xDDqLXF024oWIuWO3RD1aJlhgpcV1I7nBkJIwqEgA30p1jM5fc68NIzrmF2uVjFMC+lIHDe7Yrhl6lfvTHdN1Sm8p1rtCt7Tj8mFAHoVmgs808nO9KYn2aLdI6gVUsqu+65vs7V56vUgdBS+b1Gnrs7d0sXee7FYlFgsytj4GNVKhUIhTyaTZWlxkbm5WQKBIMlEgmSqvSJPKtFxnj5a26BY04J1XF2R9kZSdaKMtiewXV0byvOQkggEkZafU1sLGEin/QHXM6mUSrlzWIEwtF9WS3UoQKG0wdJaluH+lE+4pCcg73XSaY5KNcKLNn3cSdOL+DRNTEzwi7/4izx8+JBqtco//sf/mK9+9at89atf5S/+xb/I8PAwz5492/GH8Vu3bnH27NkmnymACxcu+O9/6lOf2rHv27ekqRU7EWmamZnho48+Ip1Oc+nSJV/I9gfXa5x87yyBoD5dfflHfLH8r+iTayhhYnzu5zAOntrSd+w10uQdc19fX5N+aa+Spq2OK1uqap8iFLOzs8zNzjEyMsyhQ4canpZ7V7bpLbQo2VASp+1W3FnTpMcq6j5MjYmHhuq4RsLk7ccURpuXTCtkSw+4UtVhqVDxh6SbtLqNfAVuZVLzU70/TtG8wLfzBZc44dAXC1MulSlVquAK1YUpWVpcxbZtBgaGMCwT6TjaTNA9zoqs8eGt+3zq8htEo+GOx+Q4EisY3lJazrCs3uk1w+hhStk7bdbL0BLo6aFZ/47NiZf+ruYWLtIlTjpy077tpj2e0XMoFAwSSKdJp/tAKUrlErms6wu1topAEIvHSCZTJJNJ7U5umogGrVapavN4texHe0yhuZwQYArTJUmewadrUInwm1gbGLoFj9n6e+oIayfNtnbNV036JX1etGVEJ5KzmskTDgVIRiNN53EronDDNHFa1gwv2hR3jTg/jqTJ09y+aEqrVCoRj8e5fPkyly9f5q//9b9OPp/nwYMHLyV7sbq6yrFjx9pe7+/v99/fSexr0tR4EenGpS9mfe84Dnfu3GFmZoajR49y8uRJDMOgasMf3DG5Ox8k4BYCHF/9Dj9W/QqWkNjKJPiFn8c4cGLL39XouP0qIaXk7t27PH36lKNHj3Lq1Km6OHiPVvgJsfX2EZliFcdxePjoIZn1DEeOHGZ4uNnAznsi3gxKKUzaLQFFnQe1j1XV3/P7zDUQJqCJMLXttCeETsE5DrZUzGU3wJWTiAaRN0I1LOD1/Xp6LaFkG2lUCgxT+BEQ8CJOAiUlQ30pZpZWcdzU4vLSMgrF8PAQwVAQ6bgtUxzHV6lI6VCu1vjBrbtcuXAWK2BpvUljWi4Q1NEW6SCM7r3oBCB7RZmUu+B2OY+bkY/NAo/asLF3EYchemum/LF22IVUWsxvNGmi1FbqCer7NQxd9u/2OvQq8kbHGivycn4UKhQMEk+kSKWSxGMRTMNkarmsA16q/lAgFHoOozBMU6eVpURJBzD8Y/YKDiJBQ1ekSjd5p+qO4UIYWlckvHNmaG9w2U5M9XnSD0ze3PSy6o6UzC6uYo4NEWvoD2lu4R7muAUPrVHBxbUsVl9Uj+tjSJq88/aipKlQKLQJwROJBJcuXdru0Lqi1/W400RtX5OmRng/sG3bz1XqWC6XmZycpFQqNfVSW8kLvnrNIlPUJ7xSrjIy/12+EP0aCLCl4MHZP8sbz0GYGsf5KiM5lUqFa9eukc1muXjxImNjY03vexV+ew3PE2laXM9x5849qtUqp0+fJplMtm2z1WtJKbBVe++uevVcy5gEbrTISxnoxbbmLjL19ictxye00NYwza5VQB68NMR8dsMv1xZuBZPpEgPL0FGrTpkqb8HppNBpPhwv+iAwDAuEw2A6wbOFZZaXVwhYJoODwximqQXhwgBD2wB4OhdDCaQjyZU2+MHt+7x15iTBoKVZqIBAIIgj0dYLSoHj+OaWbREXK9A7ymR2jzJBjxSXf45UW3Naz8IAsbW021ZTyLLLQJVyozru370WI1uCS7bqZL15HjVW5KEUxVKJQr5ANpdldW0VA6iKIDPVMMFQiIAV1FFRN0XX8CVgGAip2kisN+6IZQJCH4vyvMEb0sKm4V47hmu1oeej3nX7tW4YAmlLrICBXZNu5Etv/3RhhSNjQ0S8lj6qu0N/01gNE2R7tGl2aa3rdfq6Y7ukqVgs7qqx5cDAQMdo0tqa1rx5EaedwmtDmrx85vNESFZWVrh+/TqhUIgPPviAWCyGUnD7mcEf3jVxXPO7pbl1Djz+XX7+2E0ApG3zv5d+kn/7vecjTPDq03OeZksIwZUrVzqSiRdtjPuysVVN08zCMtdu3MSyArzxxjlCoc4poa0eo0dCHKlc/YanE+qsadJpinrqTleKuYSpU3TJg/tkrzvCG+1krAXZDYdixXar1tx+XqZBzSNRboRI3/yBBiG4lI7rJ9V+PpXyDA6b56jEXYjtCrnMOuFw0G03Y7jZENkkNm8cv2nqKrt8cYMf3LrDuxfPErQs3QpD6aiZcLVChhBuVM/TVRh+m43N0ne9poehSxRpXAq8VJhOL3lRqE47US4RdEXwXYahyejmc3TT3nFKy/MNQ21yxC37bagalKqzmWN9sIJEQjd5HR0bpWbbZDMZ/ujBGrl8HilzmKaO5tdqttbJeWEgt+VJK6nwKt0s0yBoGU3nSyrl6plkw0k0fALfWODgfVdTWtmdy7bt2VU0pPCk4unCKofGBoh4D82+p1f38+xInSJXLfeCpUye8Fbyoa8hvOv+RaNsxWJxV42Qz58/z6/92q9h23aTrunmTb1ev/lm7+Ks58W+jj02XrDPQ0aUUjx48IAf/vCHDA4OcuXKFWKxGFUbfve6ye9/ZOFIfbnl5uY58+jX+QseYarVuPHAYOz9t7Da8vWb41WSptnZWb7//e8Ti8X44IMPOhIm2NukabNxzczM8O3v/jGxWJxz57oTJv00vLWbYuO6YEv9BNuItt34pEETJulIHKWwAoGuC6AhRJNDszB6z62qI1nMVTBMXWUkXfM/z5dHoFOBng+TokH86mpQuh2+ITpHQQxDsLS8yuLiEgfHRhgeGga03kRJp8l/TAnhV0p5kEoilaRcs/nhzftIwApFMExDWxaAX1Fo12o4tkOtVsOuVUHaGEK7gws6F5r5ImJcIboAUyhMoXQUzj1PTsMfz4Vaj28TMZPQLtz17bT7deN9aJOfrWF3W4xGqa3PU29MjXBU74hBI1EJWBY5GSbWN8DEwQMMDg0SjcVRQKGYZ352lqWlZQqFPJVqDeWmd42msn/9+0cD3gMFrsko4EaFEEL3tvOKEVoIkzcyX5uE1w5HodzzLd0CBg9e2vXJwhrFjYp/7rzKQCG02N1yK0AFjfcAj1jpfWsTVVjJl7Z2yl8zePfY7WiaotHoTg6pJ372Z3+WQqHAr//6rze9/k/+yT9hfHyc999/f0e/77WLNG0mBq/Vaty4cYOVlRXOnDnD4cOHEUKwnBN85ZpFrqSvxFhI8c7BIk9+8H/xE8dnAXAqVdY/esgfDf41/vLFF3M79RqS7iZpklJy7949njx5wpEjRzh16lTPp4i9rGnqRpoajzE1NM7QqLZMcDp4x8DzCGvbHY61YFfoPluux4w/RldD5OnrGj1jlPek3eEYhHcX979D9UzTLeUq2uPGEBjCc8MGP1zlu+IoPzyi3bQ1IfM6yZsmNH6FFobXK4fqfxfMzs6TL+QZGhljIJUgUyixup5zFz3q50KAkJ5zdH059KIN0lEUNzb4wa1pPvX2BQJuJaNU0vfU8YTyqsEpumpLhKHqZMzT2vgarnrkrz1gJHq2qTU3mw+qLhCvc5j6a0IIN1K1tYeNrUSjoJ5i2or+Ts+99v22+TG5aI3WbFQdHmcrbjpSEI1GiIRC5PNZ+lJ9KAHVSpVsvoDK5rQBaihEOBwmEgrReMI90mQIsB2J54Ih3IluS7dqU3kkv/0yVehGv44j/ag/4Keb9XUIuGlchT6vTxfXGB9M0xePIqkbzXby3vIq7bQ5cv1hwrYdCuUq+VKZRIPI/OOA7aTnvDYsu5me+8mf/Em++MUv8h/+h/8huVyOEydO8Gu/9mt85Stf4Vd/9Vd33A/xtSFNW4ng5HI5rl27huM4vPfee/T16a7jt542p+MODUo+f26Dhf/j1/iJg5owbWxI8h9NsyiHmPjUW0TDL57r3s3+c9VqlWvXrpHJZLhw4QLj4+ObfmYva5o6PXXXajWuX7+u7fPPvclC1dW9eFEH03XnbvjoVp/eTSFoNVXWD8ACr8dZ47kyBNhSEyav7Fqb7HkLe/t3CC9C1PKet/i3fiRbrpGvuIIgN1Si0yL1MXhD0sJuTX78NIjQOhPPiNI7MTrCVB+H9+1KSR4/maGyscHExIQr8lQkIhGKxTIb1YovzvU+6aXSdBVhow7M+4tBPl/g6q27vHfxDU06hIFhuQ2jlXQjaI4WEgtTp/sccHD8CJomK6KnmSVo36Qu5thbQitpaY2MKKV8l29jEy1N4++zGbzUkl+q32u/Lc15G9GJOLWmru4vF3FsqU1Dlbat0GlXgWEaRCJRiGniW6tWqWyUKJcrrBXXEEAoFCQYDBCPhgmaQTdlrAsTJLo3otfkWCivctBw7TDw/+uPzyVcWivXQFb9JwwHhAlC+Lozr7XR7PIaG5Uqw31J99rrrN9rPD+NF5t0U+lP5ld48/jBrp97HbHfNE0A/+f/+X/yN/7G3+CXfumX/DYqv/Zrv/ZJG5VWNIbFN9M0zc7Ocvv2bVKpFJcuXSIUClG14Vu3TabmTXd/iisnHS5NlJDf+N85JJ8AMFOKE/ro+8iazYdDX+BPv7f1js+dsFukKZfLcfXqVUB7TqVSqS19bj+l5wqFAlevXsVxHN5//302CMBy3n/fe/o00BEWb1HZtEO9hy5pFE9oqklF/XXHTVP5hKlDKq9VZ2IAToexKPS2jXPFkYqlfN3pXACI+iItUG1Ng1VDDqrxmvHUMqap01ZSOk25SCXBdmo8ezaDlJJDhw4RciuUlBBYlkVfMs7cUqVN26I8/ZftNJeKK8OPNiAUS6ur3Lr/gPOnm/WBHikyDQMzEMBWbpNb6XlcSZ8ESyRWwPLJbCf0zLy553XL4qFuYnJXz+ORWLpEfp7ncau59L63uLmXi7n/ecvEsbWhaOPY1ktVlgtVf05o6ZK+XvRvIfxwkCEEwWCAYCBJPAFISbm8QbmyQbFYpFbIIHOCSDhCPB4nFothCFNHZg3d2LdxrNJN4Tmy3kfQbqgCVbg6khbiZJq6WlPgaQ1Vg12DYCVXpLhRZWIoTSQY6HnP1Q8Xpt+6SLnRvXxpg5VMnsH0q++9uVvYj6QpHo/zK7/yK/zKr/zKS/+ufU2aGuFVOrSm5xpL6xtTU6t5nY7zquNiIcW/cclmLJTD+co/h3XtXnpjtY+Hs5IPajZFI074yo/Rl9ieFGw30l9zc3PcunWrzXNqK9irpKk1qrO8vMz169eJxWK89957hMNhFuYyHT/rRZ5MLY7oSFI6fq5H+MKRuG0c6ts4jnRFrEbXBdxR9VJnIXqndJyWbu8rhSq2Z0QpvCfkegrCe6ZuhE4/mLoNSiuE1/y20Q1cn+uNjTLPZmYJWCYHDx3CCgTwqJZ0dEf7cChIPBqhUCq3fadXcSUQKKW/W3hu3FJHZkwhePJslv5kkomxYdogtMWAIXS0AxOfMDluFAqh0yke4dO6lPr5N0TvKJTbMq0n2kh2h99WtRAcL+Kmozb17baemmuPjjldiFM9atgbUoJlWm7UrCHKtFRs8DdyozJueEehMAzL/Q7HT7u6tpcoIYjEIkRiEVB99AUltVKeQqHAwsI8CkE4HCYRixGORggFg02pZy8SZQh9ngzaya8XJzIFIEwcNwWOW3Eq3f51rcaj5WqNh7Mr9CdjDKd790NzpHR7PuoUsaeze7KwQl8i5uujXnd4fedetHKwVCrteu+53cRrRZpM02wiTRsbG0xOTlIoFJpK6+/NGXzrtontrpwHByRfvGgTLq/g/PY/h0IGgD9aGOYf3jnP3wv9jyDgw/Tn+eKnts+gX2b6S0rJ/fv3efz4MYcPH+b06dPPXQWxVzVN3k1RKcWTJ0+4e/cuY2NjvPnmmzp6JyXZcnu/uUY4SguDN61ewrUA2OR3Uu7jr+67tTlh0nAXJJxN+5zpTXVj1Y2aw7rvcu6aY7qLl3TTG51IniHA6USYwBVug2FYWsztCnlzuSzzCwvEYjEOTBzA62Dvee7UPb0s+lJxSuWNtvMppcJyIxt1QbpocIz2jAjh+t37JBMxEvHmm61pBdsq5rx9efNaCIEtpTs39DHV568gYBp1b6COJ6HLuffGQOdIYPOYOpMh6RJZyzCwpdxSnzl/WF0281qfOPYWo6WtEAJhWChHt8CZXS+T23DqkUdD4Pmy1rVqIBEIYYKQzfnFhjEETEEiEsKIRRgcGsa2axQLBUrFIqtrazjLDgHLIhKLkYjFiERCWu/nFSegUMLAwGgiqlq6pCO7ej7XvbBMYWg9nFv4UG/HiztuxUquQKZQYjgdJxULd7w+hatT1O4H0reeqNZsni2tcmRs6AVO9v6DR5peBLZtUy6Xdz3StJt4bUgTeGI+fbNcXV3l+vXrBAIBPvjgA+LxOI7UZpW3n3lhR8W7JxzeOS4RS09xvvG/Q0U/Mf/2kwn+wa2z/OToY4JVm6oI4rzzEwz3b19U9rLSc9VqlevXr7O+vs758+eZmJh4of3sZU2TlJJbt24xOzvLqVOnOHr0qH8DzJaqW3ra1hVmulGq3aTFacEW9uVV8kjX5G9zwlTfdaN9QS94ovDFtbI/JMNNcXnu4QqwhIHdQe7suHqmTkZ+pktgvMiQYcLy0gorq6v09aUZGhpGeWJa22lbpKWShEMhkvEomXyx/bsddyEzXE2Z8tpj1HMthjCo1Wr88MZtfuS9y74w3DCMnkaW4MlbtImiaYJSUjvBu/8FRc2/1hyEcKunvB5oQvWMQmm0pDvpMGd67EOBT5haS9t7HVevuezIulbN6JIG7Doer0egaWHbVaZXSq7FhXb+9qak8v8nGgNPfum/icBRjWlmQcTy0lx6PKYVIJVKkUomcaRkY0On8MqlIvPZLFJJotEokUiEWDRCMBjSlEfUDYt1xadOO0sUDi5p9FLt1KNvng7LwDXL9M4nAikEC5kSy9kiA8ko6XiEgOlJMxoud9Mdu2m6FXawsJJhMJUg3sXR/nXCdprJF4v6HvAJadqj6NR/zrZtHj58yP379xkZGeH8+fNYlkWuDF+dtFjK6ZtlOKD4Ny7aHBxUyEe3cf7g//Kbbv1B+Ty/cnMU0xB8ofy7YMK15I/x+R8d3JFxvwzSlMvlmJycRCn1XPqlTtirkSYpJbVajYWFBd566y2Gh5vTOevFSpdP1mEKcNyV33HtA7pVJW3mk+SV8WSyWSKRMNFotM0YsTdEWyuNbsiVbUpVN52BJ5Suf9CgTo4ad9dICryoh/Lfa/aqMgyYXVgkv55heHiIvr4+QEflvDRYJ0gF6VScXLHUIdIlEKZAef3U3EW2MdIn3bYvuUKJD6/d4srbF/VCvYU+dIZpNqWwhNDkCbRw3Kvekq7WSCnpVgs6WmDsWjaILk/WW9I7qc31RN5xKqXcBX6zKOfm1Z3aBNIEZHtOtgtM0/DHqhQ8WKniuKTLoB75EwDKcKOZrmjcb9yLn5YzvSVE6rYq8XBA656MegRWIrAsk3jQIh2PYPclkY6katsU8gXyxQKFfJZSbl2n7gIhotEooXAY0+vL2BI9ctzqO5Q+dMf9TunopKFCYhqmO1ZNmLxT7ihYWC+wsF4kGrJIREMkwiGCgfpyqCO3rrmq0GvNg9klzh8/8Nq7hL9I3zkPpZK2afgkPbdPYBgG8/PzlEolTp8+zZEjRxBC8HRF8LvXLSo1fecbSUm+dNkmFlLIm99Bfvh1vQNhUDj/E/ydv6tv7O/1LzCg8jiYlN75KcYGd6Z0cadJ0/z8PDdv3mwSuW8HhqGf/PcScrkcDx8+BODKlSskEs3CTKUU68XeqTl3y6Z/eekopZrf81NHXXejfZBGRoZZXl5m6v40hiGIJ+KkU2lSqZTfx6/bOByFdiS27Z6LslSKxfyGH2kTbn8uf1FtSJsZDUZ9rX3l6i/qZcVxZF1sKxVPZ55RrVQYP3CQRDyKkgrR4EbdzXBTobCsIKlEjPVsoek9rzTcNerxjQSlam/AilIsrmW5dW+KC+fOtL/fCv/4Op88T+do+VooLXZXbvpFKYVt181HdQWfaCJQhmhPzXnRD38bgy2l3HSfNp2O1Rq0bhVdqqnEvhe0X5GJYciOqdm2PTc0A86VqzxdKyEwEKYCN0IHuv5BGaCcehpYuH5L2lrBS9m5OiNDO8L3xSO8cbAfw7XZCActYuEg6VioJ9lQSpHL5VhdXeXp3AIP55bJLq/hGAEMK0g8HiMUDPl97qDuiu95PgnQLuVK+WlaXL1U3YNCuBFVrakqVWxKFZtFilimIBYOEQpY5DdqhC3h/9ZSKUobFZ4srHB0vIP27jXCdkjTJ5GmfYR8Pu//YO+++67rVKyxlBU+YTp/yOHTZxwM5SC/869RU9f0RoEgxud+jv/ttw2k1CLwn6x9FSy4nvwMX/h8c6uR7WCnIjlKKe7fv8+jR484dOgQZ86c2ZGnoL0WaVpYWODmzZuEw2FqtVobYQLIb9Swt5D66PSE767nTWmOXgGjxhTQ8PAII6OjbJTLZLNZ8tksT548QSlFLBYjlUqRTqeJRCItC61OJyildEVTj/OdKdWoOnUi1BrZMFQ90OC7LsvOi6jyhOWyTpgc2+bps2d+hVwwFERnSJxNBdIepJL0p5LkCiWXjHnn0BOleGJ21wzS8zVytCBZKbACuun2o2cLpPsGODA+ihC6VF0BUjX/KGZLlKkVpiGapDdaTG7Vz5NQ1GqO/n73t9BBKMd1bhc09Ffpjq1mxhrF4MqrSmvvK7cVvZ0HyzCxlUJgYBj41V+dYBqGn7yVUnJnoeCeV+lq4wQIU5MgKfECbEKA8gmsqldqKs+4UpKOh7l4aIBPnxx+oXuQEEKn8VIpjh07xqeqVdbW1lhdXWV1dZXixgamKQmEoxSkQbGqKG3UXOLrOVgL37fJi+bVH4aUr8/SHF5hGqZ/LIbQmq1cuQLlCovZsm7JM7eOZQqClknANFjNlbClYGwgRTBgErR21gNoL2A7mqZCQT80dbpHvy7Y16TJu+nPz89z69YtDMNgYGCgiTABvH1Mspp3ODqsODUuURslnG/+/2Dxid4glsL8wi+wTprf/vokAG+mVjhiLeFgsnHlZxgZ2LmLwzTNbUdyGvVLb775JgcOHNih0e0dTZPn3D49Pc3Bgwfp7+/n+vXrbU/6AGuFzVNzfvqh45fpFIC3YLWW7bsDwnP41roWrV8yBYRDYcLDYUaGR1COTSabJZPNsLS8xNzcHIFAwCdQiWQCQ9Tnk6O6L5SOVKw2RNBMYVCV9bmjj6k5YqHQ3bxkt9XcK9cXUNnY4NnMDKZpcejQYQIBy428SRCmn07Thy/dCqou6UwE6WSctUwWT0bcGknC0NV0Ukq9gLtNhRV1QisMk5v3pkgm4yTjcd+eQQjqmjHV2PG+M6lpTkY2w/CiUIF6pE26QnillG/YWfOE8m7ZvWHUTTu9k72Vps9eX8FGeA1qTbNFHN592K0H6M8Z5f7pFcWW2kcAgCdrZTKlmqvvavZBEgJsYWgi4R23EL6/lIEgHLQYSIRIR0MMpqKELJNTI/EdS10Fg0FGR0cZHR1tikKtra2hcjnihiA0ECUQiaOsEBs2FDeqFDaq1Gwbx1Eow/0tvUINtD2F4Z5gYbpFAm7/PK93o9+gWBhIBVXboVpzfE3g8s2HHJkYJhoOYQgIBiwiQYtw0CIasIiELKKhwAtXn71qbCfS5JGmTyJNexRSSu7cucOTJ084dOgQ1Wq1q9vyT1xyBbPrS1rwnV/Xbw5OYP74zyOicf7F//qYWk1fMP+m+l0AbqQ+w+e/+GKC6m4wTZONjY0X/nw+n+fq1atIKbetX+qEvWA5YNs2N2/eZGlpiXPnznHo0CGWlpaAzkLFreiZxKYrkdY9mAK/rN+HK2DWVT51wgS0ESxhWfT19bnmqYpiqUg2myWbybKysoJhCBKJhP9kHQyFXILS7ma/VmywGABsJd0n5LoAvJ00qK6iGK+i3DANcrkcc3PzRKMRxsbGdUd61UC4BNpfpyF64UUlGhUmwv0jUSQTcbK5Al7T2EboeaVQDf0vhGjo+yUEgWCQmqNwqjZXb9zhR9677HuwKVW3Z7AsqyGSppqjWuDqsFo0XkpHTMBNPzWMXZgCTEunc6T+nR1pY0i39Yr7vR4fkW600TIFWwnKim5ESLj6HM+CgvbIUzdoA9FmOErrvHCLEzyYpulPh1LV5tFKyW8nItFzwosO2lrQowXsygF082RdzKY4OJjg9HiKgGWCdx4FJMOba9BeBK1RqGpDFGptbY1arUYoFOLowAADxybo6+vz50y+tMHiep65lSwr+RKVik3VsVHSaz/kPmQIfb68IgGlJKZp+A2gLSH0dWPomf90YZkjY8OEQ0E2qjYbVdtN/NVT/rFQgHgkSCISIhkNufYkex87oWn6hDTtUSwuLvLs2TPf6frWrVuUy+Wu28snd5F/8H+BrZ/cxdE3MD790wgrwPJqld/8XZ2WOx1b4XRglpoIoH70z9Cf3NnJvh1Nk5eqSiaTO6Jf6oRXnZ4rl8tMTk5SLpd55513/MihX/rcQpqKlRqVLiX1jdhyhZEQzV44rn7J13s0ECYhOrg7uwuX49gIIYjH4sRjcSbGJ6jWqhRyOVbX15mZmeXp06dEIhFSqRT9fWnC4Xo5tO1I1ooNUSUhsJVOqwXcyjuPK3i6LKWk74HUZCrp/ls6DkLA6uoaS0tLpNN9DA8P+dsKXM2Na4Ugob2hab2MCmHQ5AYuhKAvnWJlLdPh/LsnxxPg+73q6inSmqPTcY5jky+UuHFnirfOn23aj47aNBPFVk2aEu2EopFbmgbYyv+56h/1owwC07Dc/pISR0psR7K6suqOwb1GnHo/tF6Rhc2q5rxeatpRvuem9cNxnbvb9wUg3Iix9t9q5PX3FwrYnqdXPXuKdKNePtMUmmUqtEg8HrY4O56mP6EryBpT3f3RoO/G/bLRLQq1urrK3NycT7K8rMPx8UFOTDTbBZQ2qpSqVU14KjY1x6ZSldiOzUbNpppdIhyJ0Z+IUq5UKVdq7v3DTWXakmfzyxwYHdARJ9dKoj6NFAU38rWwXiAeCXL2wNCunaPtQEq5iR6zOzyJzCdC8D2KsbExPvOZzxCJ6N5ArT5NHpRSyGu/j7r+bf81463PIc7/iH+j+2e/PkO1qqf8v2XqKNP1gS/wxR3UMnl4EdKklGJqaoqHDx/uqH6p2/heVaRpfX2dyclJgsEgH3zwQVPjR+94W1ugbDs11wK/yskUOLb0CZNw665bG7R2+iV1FML0G+h6CAWDBAYG6BsYQDqSfCFPNptlbW2NhYUFApbpR6FKhFzfGIXhkhnl6pd8MSzQmAbzfGr0vbmxdxvaYFIoFheXyWQyjIyMkEqlfMKlNeJ6e8dNQXkl543RR6Wk9h1yHD9CAW7USAii0TBWttn13IMmYMrtLi8Q0mVeSmoPIL0jV3uimF1YYrAvxaED9fY/hmn1rCwTRm9NUJOIvgv8RdDXYRmsLC2yMD/H+NgYyVTSFdOrJuLSaqzp7WsrIm2vrYhlsKk+b1N/L9zfUJhYptBETCkWsxWWChU/zehNJAVYZp1kGw0aJkvAmYk0x0fSLTVsdfRFX6wX53bRKwr19OlTHjx4QCgU8gmUF4WKhoNEw93HHCguMzQ0xLFjx/zXNqo1ssUNcsUNcsUS6/kSK2sZwsEAA6m4tijwNVPCJ+kj6TiHhlL7gjCBjjSFwy9mrVAoFIhEIn6k73XEvj4yIYRPmKDZp6kRavp6nTAFghif/VmMg6f99x8/K/Gvf0+nft6MzHI6MEvJiNH/p/70tnrMdcPzRnK83mqrq6s7rl/qhFeVnpuZmeH27dsMDg5y8eLFtgvPI02tY1srbJ7q3Kq8QKev9MJg264qxiVMbWXpSvUUImtLg+Z+YKLRn8g0/Bs+Bw9S3tggm8mSy6xxf/ohSxt6fsdiMRLxOKZlNSzGAqMhTadfcc0t/aiT7lxvOzZCKWxbMj8/R6lcZmJinHg84ZKDBqPJ1nPhvqbL2wXSUX4Zf+MGwjD8RdY0TeLxGJlcri0l5VU1eedBq0lMcMXegJsmMXwLhZv3pkklk6SSWjOzKeHREvbu72+BcDS3L1E8ffKEldUVDh86zNCQjswJJbEN6YruPUJZN9b0ok9GT7+COjxTSX2u64aPnSAa9Em9IITAVm6fPiQPVnX6REldHeftwzD0ORG4hEnqzw7HQ4wQ5OBA3K3+6/AdQCryclJzz4vnjULFYrGOEUJvDjYiHAwQDgYY6WsWORc3KqzlimzUHMqVGrbtYFqCVDzCcDpBNLQ3zs1Wsd3qudc5ygT7nDS1olukSRy/gHh0C1XIav1Suu63pJTif/7fnup8vVD8QlBHmW4e+hn+zff6Xto4t0pK8vk8k5OTfm+1dDr9UsbUiN0mTUop7t27x+PHjzl69CinTp3qeCPrRJrKVZtybQupuS2GmbRuSJfRe+kjyzQ7Rql69QHz4CjhVjUpV7/SZXv3ASASiTA+NsqTpRzGWoZCocD62ipLS0sEAgE31RcjEo36AuUmIXLDedNO2QpTmFRqG8w8e4btSA4ePETEfZKUUrrtOjqneXyBuvsEjVD1CkNcDZQpfH8fD8lEjHyhqEldw66FcOeXa6ipo1NeJZOOPnnfrf+rSdWHN27z2StvEwpFenIFsRkhUt1iJXU0WjVIKXnw8AH5XJ4TJ06QTqX1btyYiyEEgWDAbZ/j+hK580a5zLXqmqkKw23evIWIg+cTZNLeZkcf46a70Nv6ZBYerhQpVm1Mw3TnJGCA15jZy8xJJQmYJmcn0sRMh+npZb/svhMSkcCe1Ou8aBQKOpOmboiFQ8TCOy+TeFXYTvVcqVQiGo3uWxH8VrCvSVPrD9Mt0iQMA+NH/wwIAxFsntx/9IN1/ngyA8BnQrc5aK2wHBjnwp//E7pP2UvAVtNznn4pkUhw6dKlFw6ZPi92U9PkRdHW1tZ8bVo3NGqaPKwWNjBdPU43+qKjRVtbZTxXYe175Ap03QWldTHefPnV8KTTBgJ7C58p1xw2lCCRSJJIJBFSUtwoUywWKRSKZDJrIAzi0RixeIx4LOq6J7fvSwClcomZmRkM0+Tw4QNNEbxWUXfb2N00nSGUa/LoCl5c/ZRhmr5ovBGmaRCJhikWyki3EYrXO9BPDQFK6NYYtpIIJdyKMHyrAVs62LZDWW3w0f2HXDz/Rs9zt1kUyYvm9IT7+ZptMz09TWVjg1OnTjWJW3W6101lOrrdR8Bt5eM9FCnP1sDW+1RS4eCA44mudRrPI1GOJ+zyhoFO/bYSY2OLpKmx516pYvN4teRr12oOfirJdFO/ugAABuJh3jjQRzhgkcvl/H11O62vKjX3vHieKJTjOK/1wt8L262ee51F4LDPSVMrepEREYq0vVYuO/zD/89jAKJmjT8b+RYAs+//e/zU4ZdHUDYjTUoppqenefDgAQcPHuTs2bO76kLrtS/oVNq/kygWi1y9ehXbtnnvvfc2jaJ10jStFSr+Imm4C7r0F3f3c110R+3QqRXlRpoMr5wIz8SveUHeavRKC6abU2m94DXlNd1mwA6CaDRKNBplaGiIarVCsVCkUCyyuLjIgpSEgtoAMB6PEwqF3bVXUcgXmJufJxaJMDo2qh2khY6ACFwCqtrTiI1jN02dqvTWc685rKcdMoSB7EBZ08k4hWIZE7enl0tClRtFUUhM03JF0kIbULqLlUC7MZvuvqWEp/OLDA4MMDE+2vG8CWMrUabe89lA/66VaoWp+1NIJTlz5kzbA0sbCVd18mQK0SAOh2BAVw1Kl5CjPPNFV5Em8UlvpyiUFvUbeL0FtzrtGqNM95fyOG71m9//D6l/G6UL7oUQnBhJcnSonn7yNU49bj/pPZKaex5sFoWybZtHjx5RLBbbolCvO7bbRqVbyvN1wb6fBY0VQroMWW45tPo//9MnLK3oSro/G/4mSaPMvfQVPvdzb7/UMXukpNM4a7UaN27cYGVlhTfeeIODBw++1LF0QmMa7EUvns2wsrLCtWvXiEajvPvuu1uKorWm58pVm1K1no6VPnkyEA2RoU3boeDqbJTrVO0uKo3ES4Hbid0jCs/X70sYAlO46eMe95ONmkNuo+YeT3s01QCCgSDBviB9fX1IKSkVixSLRTKZDKurq1iWRSwWwxCwnsmQSqUYHh7BNA2kI926+2YBs9eWonFBFu6R245y+5w53sFgmvVUo3Qr+lojVsFAgFgkTLFccjt91CmLPr2m/o2EwFDKbQ3jBbMkEoVlGihbYViaVNy8e5+B/n7CHUS8m0XNTMPYVMskUBRLJaanprACFmdPnm2rJGrUvbVB6XSa9jVSPhE1DOG2PNF92Rr9vqSU4JJ131hT0KSj88TFlmm4FgG9j0O3B9J/X8yWWcpvYGC44nDlRsH0vVMBqYjFmfE0qWhLmslLxaq6XUMjIkGTUGD/Gzy2RqG++c1vkk6nyefzz6WFeh2wXcuBTzRN+wjeD72VnOwfT2b4zd/V4u9TwVl+LHSdkhFn6M//By9F/N0Ib2yt4ywUCly9ehXHcXjvvffc3l+7j5dJmpRSPHnyhHv37jE6Osqbb7655e9oJU3dqua8TuWGK5bdTJ7lp+OU24+sS1rWW6a8iNbW4Va9KU3sbaddd+dhxTsmTysklZ+e6WRkaRoGsZiOMI2OjFAul8gX8uSzWWq27gdWq9lks1lisRjBYEATEsclK4YrCnbH6B1Z/bvcc+R2kPd8jKD5gcUjK14ax5HaFTwRj5EvljCoZ/b0Z00aXZSkW/9uWjqF551dJbUOSDoSwzSoVmtcv32bK29fbvoFjE0q5lCq46LfCIFiPZNh+sFD4rEYx48f7zg3e1Mz7+u8tjaeK3n9E7qKSttaeLBtbayp03j14xdS6ipDd146bgNj09S94Lods0dPbSm5v1x055A3czznbP35o4NJzo4nO6b8lD4YujV82S+puRfB6Ogow8PDTVGoJ0+e9NRC7Xd4D/OfCMG74/X4pV00kqZePhPLqxX+7j+YBiBo2PyV6L/GEPDw8r/LT1wc6Pq5lznOpaUlrl+/Tjwe57333ts1/VInNJK6F/Xr6AQpJR999BEzMzOcPHmSY8eOPdfTWqumaXWTqjmpFCbdU096YdNP/N6TPZvo2HzVyXNwJi18dvUvCiyzM3Eq1xzyG/p109f9CFcw7bp0Ny1dyn/PG1I4HGZtdRnbdhgZHgEhKBaLLC8vs7S4SCgUIBaNEo3FiIQjen+Gl7FzU5KucWPjVxm+DWTLuRD19I4mqJqceGMKh4KEQyEqlQqe9EkYBlLoaF79d3EJXINbuT5fDoZhAQrH1pHZhaUVHj97xuEDE/Xfza1U9AbmBdNwid1WdEDrq6s8ePiIvv4+jhw52rH5shBbS8sK4UY+3U1NQ/jeSO3bGliWJ4CXrumi4xL5um2EqQxfIC7R5MvUJ62JaFoNRpZTS3nKVVtH4ZRuFqzPh45cnRlLcWQo0ZUG6kKB7h5U+zE1txm8+4t3H9ypirz9AE82sh1N024UK71K7HvS1JqeAzpW0HnYqDj88n9/n2xOb/MfRL/CkJnlQd97fPbf/dzLHzD1CemJRT390oEDBzh37twr76LdOL6dQqVS4dq1a+RyOS5fvszIyMhz76NR01SqNKfmusGraPIWV7/thGpOkWizxa2NQ7jRg55pmqYPNNTu4xGndh+jlbyOMun1vsGYUnjRFq0L8mCIZv+fml1jbnYWx65y8FC9Qi6dSiGVYqNcIpfLky8UWV1bwzRMorGYG6mK+R3lEQIl6vvVVYLUSY8fa9GaHaHq42gUeXtIJmIsV6v1favOzYSlAqEMDEP5US5DmH55vTD1gi8Mg1t3p4lHYwz0p/1y+abcomr+r1u/5s4D7zfR5MqRiqWFBZ49e8bI6CgHDkwgOtIbt1ltx3ea0RqLdKRydUPNJqutBqQ6mocfhZJKIh0tOdCu3MofgZT1NLJhGDqa52qWBJAtV5hf39D6Ke95QOk55Cg4NaoJk27A2+VAlOpKqAKmQfwluYC/SrSSpkb00kK9DlEojzS96BpULBZfuiXOq8b++TW3gMYITic4juLv/o8PuDutXUt/NHyDT4XukLUGOPyX/yqR8O6QFW+clUqFu3fvsry8zLlz5zh48OCeeELp5of0osjlcly9ehUhBFeuXHnhZo6N49osygTNFU6euNs0hU6FeE/xKHpVBnWCVF4wxOvZ1f3D3YwNHSWaiFO55lCoaBLoGVR68CoDlTC0pNqLWknpL+4bGxvMzc1iGAYHDx0lFLS0fskbhxBEI1EikSgoRc2ukc/lKBSLLCwsABAJh0jE49r6IBzyCU6jN4+nOfIExL7uyk1HSa8lSMMhxyJh1lwdn96HJgFa52XUjRxdRuMTMGGihOdU7hFJiWXq6s4Pb9zmM++9RSRWN0DthHqksaG1izcWqZh59ozlxQUOHzrMyMho15SXED0sI1q267QPLwXaqIdrJU2tMISBYRk+Ufda+XgPA55Gy3H0XLMs05XcK+4s5LBlvYGzcKNMphCcHk9zoN9No/TINjdGy1qxV7yZdhq9SFMrXrco1HYjTZ7lwOuM14o09Yo0OY7i7/2/H/AH318D4HRgln8v+jUcTIo/859y7nhq18bpTcjr168jpXyl+qVO2EnStLi4yI0bN0gmk1y+fJlg8MU1EI3pudXyixla2l7IxNfgGO6iurVjbayg89JT+gG++0LbbdFpJE5elMl0Iw2N2nXT70smQBgYQuuvPJFOoVBgYWGecCTC2OiYLnlX2jxTuhVdyAYaJgSBQJCBwUH6+/uRjkOhWKBYLLKyugbSxgoEicfjRKMR7QnlammEga9xaQzmaKdvt2WHrFfJeeeoL5lgNZurV4hJrwRfas8gVd+XYQhQmjDVh1z3i7IdTQRKlQo/uH6bTzX0p2s7/3T2oAKQjuTx48dk1tc5cvQY/QMDbnWb1pN5x1Lf19ZMJjazPagXLGytmED3OjQRBpgApun3QNTk3xXQo6jVHMDhyWqRbKkG6NSwYRgIpX+XC4f6GUrU0/+9hqC1aJ3JQzr6CWlqRKcolNcfb79EobxjfxHSpJSiWCx+Yjmw19HI2rtFmqpVyd/67+/7fkwHAmv8p/FfxxKSqXf+Ej/2xXO7Nl7QrUK88V65cuWV6pc6oVHT9KJQSvHgwQOmp6d3zDbB+3yuXGXD2fxprZX0eek4r6GmZXqL1nOEmVrgE6cOqTohRE/HcNDEqergR5kkXprJ0+d4Yl+/7syd89pNe319neXlZZKpFMPDQzq940IqgWla2E614fMNY3dtDZSSJBJJkskkQghKpZL2hMoXWM+sAYJYJEY8rrVQlhXwj081EEivIS/oaJF3XgzDJBaLspbLg5c8MrzD08diCoX3okL37rMd24+kSeW5VRva7FFpgpnJ5fjwxke8/9aFjue3G4GxbZsHDx5QKpU4ffoksXhD9NOPdilQunJQKOFaRmyqJt8yAfdShL75aRc0VsL5H3VTqd4lJV33dKSiWKnyYLnozj3da9BBEYuGuXSon1hDSk3z6e7frVvvtL9uCEEq8nqKwF+UNLUiGAwyNjbG2NjYvolCbTfS9Alp2mfwJnlrpCkQEKRT+lAnguv8F7F/TsyoMH34J/nsX/zSro2vkUgAnDx5cs8RJti+pslxHG7evMni4iJnz57l0KFDO3YzMAyDtWIVNnHg9eUb1NMiXlrDcD10fMfrLR5no41BI7xUXeviZ3TzPmrBYr6CaZj4lWQNH/H6wvnfpTxHJMHK6gprq6sMDAz6TY2bB1wXUivptEQUlG6L4WiDSoGnsYOIm8YbHBzErtYolQtkMlkWFhdBQSgc0jqoWNxtY6Tc2J1wW61o90bPVsBwhc6xWJRCoegepUBJ6cnc3fPk3bAtlyTp69nw7AxUvZzfj/kIwcrqGlMPn3Dy2OGmw+9GmKrVKlNTU9g1m3NnzhDqdQ26ujHDN+h0+/11+VlbbRu67ha3qs7dXlfItZMnhUIJc1NeH7BMVysH0zMZbeiLJuEGkoF4iPMH0hiGvj8K15bD3IQYSDe914p42Hpp5r+vGjtFmhqxX6JQn5CmzfFakSYhREdXcCEEv/jTCYyr3+Rnra8TETUej3yaK//ZX9i1Joq2bXPjxg2Wl5c5e/Ysd+7c2ZXvfRFsJz1XLpeZnJykXC7zzjvvdF7MtwEhBGuFCv3h3rooz9DSI0zSJQ0eYWrYoa/52Gyt65V28YiA15JEiO5poUaUqzbFiq2rmfB6W7j7dAXsOtVVJwmOI5mfn6dcKjN24BDpZMJvV+IRCiUlQimk8qrvTEyhfCsAJSUI03U81wTTMOrtfTzBt2mZpFJ9pFJpbNumXCpTKBR0k+HVNbfPXJy4q4UyTANhmVhutZojHV1dZxikYjEKhWL9fHr91dzIn1IKwzR13zjlltU7jhuN0hEpwzCRysFwG6JKpbAdh3vTD0kl4wwPDjSdv7bzXS4zNTWFaZicOXuGcCi4qZ6tKcWnFEIod+ztXOZ5igmaybCX5tRU0Xb1al6qtee+Goja7HqJtWINIQwMEywUyUiYi4f73Yo5V8un9D3SszdobTIM9QbOnUTxr2PVnIeXQZpasVejUDuhafrEcmCPo3UidXLbllIy8yv/HX8+8BiAJyOf5q3/4v9BKLQ7pmzFYpHJyUmq1Srvvvsu/f393Lt3b9dalTwvXpQ0ra+vMzk5SSAQ4MqVKy/l4inaIOxNzpsbkWisjutImABcMa1Oa8nuC6jafEHUsRLhPoGrLbW6WPZ8mYSBgUAKMA1dQu4RCW/xFwhqtRqzs7M4ts2BgweJRqMuKdHRJM8MXXm0R9S1XY6Sbsm5RBhms4e3G0ULmAbS0Z5BXurR+/5AIIAZN4nF44yg2NjYoFgsUiwUyOWyCCAajRJLJIjG4liW2aRDCwUtIqEQ5UrFP19eEzTdTsRoGpMjFUJ53+/qgEyJoeric1PoNjVKCSZvfsSPfvA+4XCwo81EPp9nenqaSDjCiRMnCAatrdkHtFAjpQSOW8loemPeQpqtvr96lKkVSmmyL4Thul9svlDqlKVio+YwtZD3KxtNAdFQgHePDbnu8vW0o+Nq+7xrvLXJsJdaRWnNmeEWgCpXV5Z+jf2ZdoM0NWIvRaG89jEvQtCq1SqVSuWTSNN+g2VZbek5wzAI/dxfofq//i1mD32Od/+z/4BQaHcOfXl5mevXrxONRvnggw/cdMbW+8+9CngXzPOMb3Z2llu3bjE4OMiFCxd21N+pEYWqIraJw7fhRnnq+qXOhMmPIAjPrdotd++w8JmbtehogHYON5rV3B3gR5n8dhc64iIRGKaBU6s2qNkF5Y0SMzOzWKbJwUOHCQVDSKlvcpqAmFqo7tT8tBe4ppqGQAjLraIydRQDhW3XfAd1qRS2y7q8PnGNZ0y6DXW9CJausosw0N+HlNpJu1Aosry8grO4TDgUJBKN6ChUWKfx4rEIG42kCU0QhEdyWu7VwjCgIbXo/df7XXVKy0EISc1WTN64xaffuQjoZre64g7W1td59OgRyVSSY0ePaWdtR3auFmiAIXAJUifUq/JMQ2z2czcc09aqNYXQDt6Gp5lT9cipB29eCuDufBbbdW0XQDwc4PKRQYKWWW815BprGoYmZbZrZ1CPMGodl5S6P53jaAuDup2WIBo0Cb8GLuDdsNukqRWvMgrlGS6/yP6KRR1F/oQ07TN0IyOnrpzicfL/yafOjnY0rdtpKKV4+PAhU1NTjI+P88YbbzSFPPc6afKajm4GpRT37t3j8ePHHD16lFOnTr20MHLNdijZENtswVGthKnzzc8NLtU/hnJNEo12MW+PKrhWGK5w1zQtpNO9Re9yodLAEZr7oikFwgwgUEjpUCoWmJmdJRqJMDY+gWVZOmLUWGGGwHYchDDBNAkZgiPDSSo1m3LV9u0CoqEg8UiAwWSMvliI5WyRpfU8q7kixUqV0kZNk0iXTOGX/OvIj6McLMP0xd4OJoYpSCRSJBIpQFEu6zResVhgfW0dwzSIx+JEo9Emgog2JXJTRHV/pvpZcaXjQvmi5XpaT7+vNVAS23FYXc9w+/4Dzpw8Xj/Py0s8ffKU4ZFhjhw5DKpeidcbnQl0O/RxKFVvRtzrU92iTK3w7g6dyv41YRSutxXM58os56u66TGQjoe4fHiAgNmb7BtCp2CFMLFtnaqT0tERWEdSLpf1vKrVtE5KCBJ7UIe5k3jVpKkRux2F2o4beKlUAj4hTfsOpml2Nbc8cm5sV8Zg2zY3b95kaWmJM2fOcPjw4Xa9gGHsWdIE+DqfXqjValy/fp3V1VXOnz/PxMTESx3Tcn7DTcvIjoJbpfMH1Nz0Usd0XOP2nVzC3TSVIdzjF73L1lshwG8PIpVCmCbIureSh1LVprBRI2hZOrqDaNpHvSpNkM3lWVpcJJlMMjwy6vpKNWqfwBQ6/WYZBsPpKEeH0xwbTRHcwg00nYhy8sCQ/28pJcWNKqWNKlXbwZEO5UqNuZUcC2s5ylWFrXQUyNDhirazEIlE3SfgEcobFYqFPMVigaWlBXLFDRwpiUS1K7lpWYBwNUx+fZ1/Lrwmw1I62kjTFwDV04dKun3qlOT+o6ckEnEmRoeZnZ1jYWGe8YlxxsbGcByJ6VY6GkIL1xU6vdXe529r0UXRUDHnuK7fXvSw1aTAI9SbwTSNnpWXWoOmz0XZtrk7n3Pnq2C8L8Ib432YpuFHqDrsASnrPmJ6f26LFkP7gT148JBcPsehQ4dAaOG+A8Qsfe17EYm9QC52En7U7RVXsnXCy45CbafvnBdp+kTTtMfROiE6CcF3E6VSiatXr1KpVHoKoV/1ODfDZqSuWCxy9epVbNvm/fff3xXr/OVcGZ0Skf4N3yM0XnUVSm6JMAmjt0ZJoo0wPc+hrZKmxpYp4C5YwtACcUf3ggNNAAOGoc0HG/x6vJ5lHnFaWlkhs7bK4OAg/f0DepES7jZuBMgyDQ4OJDgynGSsL+7rV14UhmGQiIZJRJsjCmcP64eOfHmDtVyRQrlKuVKlZksq1RrzazlKGxXt6+MSG0cpQsEg4YFB+gcGcWo18oUiD57MkM3mWV/PYpomkUiEcDhMNBLyI2jCZayalGgxu0T3BzQDJo6jyajhnV8p3RSrYPLWHZYWF5F2jcOHDzM4qEmh6VYMgo7gaJd1LY43MLXQXul0m7OZX4R3vhBavO5C4Y2lbhegvNSrJzrric2tKoyGdPHtmQyVmtYonRhOcXI06Y+mo4O5Uvo8qM4aLEdKHj98QCab5cSJE6RSKbfPnT6mRCSgjTUb7g+GYfh/9ju8Rup7kTQ14mVEobZDmgqFAsALmxfvF+x70tSKV5n2atQvfepTn/L1S52w1yNNvdJzq6urXLt2jUgkwrvvvrsrtgn5cpVy1Wlq0+E3jgVQCtuRGEJuSpj0ZzbPt3l6kl6Oza2QqvN+tdmkBUqSL1cpVd1mzcprbqvHa7oEylGK+dlZSsUi4+PjxBMJbRuEwpF6XBMDCY4OJzg8mNw2UXoeJCJhEpH231wpxdJajoVMgVyxTKFUIVeuUN6o6jOiFIFgkMGBMBVbUiyXqVarlMsbfjrPEIJwKEgoEiYaCesok7d/XPNP0LYGDeJ+pYVpWvwvJasry8zNzfFTX/icT5gswzM3bYdS2p4B3NSX9GZI73nUyxhV4VXBuVoisfn+YGuaJ+/9p6sFXS1nwHg6zqmxZFMkq1WOZQi0y3qXue84DtPTU5SKRU6dPKnnnTsmE5O+qO4l6DV29VpBNemi3OjTfo1CeaRpv2ErUah0Os3AwAD9/f0do1BbaXbfDZ9omvYpLMuiXC7v6ncqpXj06BH379/vqF/qhK1qhl4VOqXnlFI8ffqUu3fvMjIywvnz51/4qeR5sZjVv6kQRpPuRbmVQEpJTCHwmpn2xla1KrjtK4QfyegF0zR67lcvdAZrJcePQBjCS+dpOEpi245bIVfj0KGDhCIRlyDo3+XkaIrzhwabTAr3AoQQjAykGBlINb3elO6rOVRsh8zhYe48ekamUKZcrWLbCtuxqVQ2yOXy5LIZMuuKYDBIOBwhEoloLyLcCJvw+tc5PknQDyI1lpeXsW3J0NAQdx89YWign0g41JUwNR2DG7H0WrsYhqG9mlQ72RFsrcLUo/Y6OuoGRLtMk9YWNJ1gGjqdmCtXmV7IIwSMJsNcPNjf9NnWCkI/otlFc1Wza0xNTWNXK5w+fZpIh3YY6WiwnsZr8HNzHMcnT41RKK8Saz9FofYraWpEryjU48ePmZ6e7hiF2on03CekaY9jK5YDLxO2bXPr1i0WFxe76pc6YS8LwaGdNEkp+eijj5iZmeHkyZMcO3Zs18LXNUeyVnSb2Qrha5F8SwGltRzCFEhHuU1Mu5d/G52E3t3gV2tt8pspfHfrXihs1ChVHZQw3RJ11y/HTbVVK1VmZmcRwKFDB7ECQQTQnwhzdDjFidEUkeD+umw7pvsmBjFw2KhU27Y3DYNKpcLqeoaV9XVWVrPkynnsKkSjcaxgEMMMULUdbNvRhp9KUatVWVpaBhRDQ4METINyqcQfX73Op965iOFqp3rBqxr0UBcFC7+azduHIXo0um3cJ/VZ4UdHXT1Wc49hhVK9F2uvWs6Rkluz69QcyXA6zMVD/W0PCz4xa9A/6X3Qlv6rVqvcn7qPdCRnzpwmEOxsHtupdUojIWokTY0kaj9FoV4H0tSKrUaharWaW2TSrvHbDF567pPec/sMnSwHXha2ql/qhP1AmrzxVatVJicnyeVyXL58mZGRkV0dy3KuXF9sDN0oVjd9Va7+Rd+EZYNWxV8oOpQqbTXd1io21/om09dNNcI0jbbXOmEpX/E1LXocutecZQoKhTyzs3OEg0HGx8cxAxbJSJAfPTtOf/z1q1ga7k/xdH657XWpFKFQkJGhQUaGBlFKV+Pl8znW1tb1E61TZjSZIBZPYWMxv7rOo8fLhEMB0n39ugJUGNiOzVouzx9fu8W7F89hWZYv0m6M8NXtCzqTaek7lgv9W7M1wgSdxd++5xEN0RjXbqLj/BRaOwV6Xt6eyVAoORwYiHHhYD+yZY57lYYCwGhuldK69/LGBlP372OYBmfOnCEUDHScy9GgRdDqHYXoFoXyyNN+iEK9jqSpEb2iUJlMBqUU3/nOd567Iq9YLBKLxXYt+/Cq8NqRpt0iIysrK1y/fp1wOMwHH3zw3OzaNE2q1fan7L0CL32Yz+e5evUqSimuXLmy6yI/pZSfmgNtH6CkftLW7szuU2uHajpPdGuKeppCu3pvtW2K0baA6X+LZi2L8rQqvVfRXLlG1fGE3s1+OyuraywtLemqr3EtuB5KRvjcuYl9F1naKkYG0jxbWGlwO/fa2jTbLwghtGlmLMbwyAh2zSabzZLNZllZWsS2bQLAm4eHOHz4EFJYzK9kmFleQyotSl9Zz3Lt9hRvnT9djx4JQ/tAoUnMVkgvKL8ljTa2bLW+bIYhNk+3ec7vth+p1DPEe9BXyjX5FLri7dlKnplsmaNDcc5O9NEpeuZp/9rsCpRqGk+pVOL+1BTBQICTp04StAJttg8e+l7A0PJ5olBeBOpVR6Fed9LUisYoVKVSwbIs4vH4c2mhQM+laDT6ygX03/jGN/jVX/1VvvOd7/Ds2TPS6TTvvPMOv/RLv8Tbb7+97f3v+7vxbqfnlFI8fvyYe/fuMTo6+sK6nr0uBDcMg2KxyPe+9z2SySSXL18mGNx9F+C1YoVKzU1hoReXYqlIZj1DKpXy2+CobkTIreDyW5Fs0W9JRx26bygVmIbpumtv3q1eKcVKodJmTqiUYnVlhdW1VQb6BxgeGkQC5w/2c/nwwGt98w5YFv2pBKuZnF/63rt5rHbgJmAxMDjAwOAAKysrPH3yhFAohFIwNTVNIGARjye4fGyc/EaNJwurbFRt5paWCN4zefP0CXd/EuFGQkzT2pIeTkdw9N81aVb6AYN28bYAHcLajDT5WzcaLTTqnoRfwZktVri/lOfkSJITIykdYVK086YWcuTBO8+g0ylTU1NEo1FOnDiBaZquL1fncaY6pOaeB5tFoRqjfK8yjfdxI02NkFISiUQ4duzYc2mhoB5petX4n/6n/4nV1VX+k//kP+HcuXMsLy/z9//+3+fKlSt89atf5cd//Me3tf99T5pa8TLTc47jcOvWLebn5zl9+jRHjhx5YVa9l4XgSim/0/2BAwc4d+7cK7uJLGS0YZqnX+rv72dhYYGHDx9iGIJEIklfOkUymexJ6qTrNm1sNaUiNk+3ee8bhono4MXUiKwbZdJRKnyCsLQwTy6XZ2xsjL5UkmQkxJWTw4ykXm9dgIexwT7Wc4W2a8FLLbWfUS/8AgsLC8zOzjI+rp+SEYKN8ga5XJZMJsOTJ09QSjKeiFOVARazJR4/m8MyDc6dOOpWKaJtBqQDOLoaz7Rcl+2WlJfHKFTzeLyWJLrST/jE63k8mToJzf33XcK0UbO5NZfh+EiKo0NJ7Qsqmu0OwPXs6mJt4L2SzWaZfvCAZCLBsePH/ca93eZwwDSI73AXhW5RqFYxeeO2u3Ef+jiTptbquc20UFJK/of/4X/gypUr5PP5PUGa/uE//IcMDw83vfalL32JEydO8Hf+zt/5hDRB3eAO6mRkpyd+qVRicnKSjY0N3nnnHQYHB7e1v72qaXIch5s3b/rdqt94441XFm7Nb9TIl2tNgu9UOk063Ydt18hk9OL47NlTHEcSjcVIp1OkU2kikUi7WaGbpjPd+dKVsirt07QVGIblLrx1r6DWkINUirVivexeSnCkzezMDJVqjYmDBxkbSHN2PMnpsfTH6oadjEcJBwOUNipt7xld+kgKAU+ePGV5eZmDBw8yPDLs3wPCkTDhSJixsTGq1Sq5XI5MNks5m6Uv6FCQNrdu3yGXyfD+5QsoIZrIhVQK7BqgncYdl2Y03mM6oy4gF0K4FW6bH78mVpsTJkdKbj5d5/hwkrF0vKF5dAthMtxUcZddSqVYW1vj0aNH9Pf3c/jI4SbH/G4PCslw4KXeBxqjUI3ap1dhafBxJ03dMiedtFDT09PEYjH+0T/6R+TzecLhMH/1r/5VfvInf5LPf/7zr8SzqZUwga7oO3fuHM+ePdv2/l8L0tQI7wffjt9EKzxfolAo9EL6pU7Yi6RpY2ODq1evUiqVGBwcfKEKip3E3Hqxo+AbIBAIMjQ0xPDQILZjk8/lyWQzLC0tMzc7RzAYJJ1Ok0qlSCQT7qKn9yvdCijtot2+SGih8OYrnkI7iHvrlkeeDAO3P5u++a+VqlQcLUgXAjYqFWbnZjGAI0eOcHAoyRffmNhVr6W9hOGBNI9nF9ted6Rsyzw5UvL0yWNW19Y4dvwYfX19gPZvslX9epJSYlkWfX399PX1YxiCfF43Fh7OrPN4bp5/9a/neOPkUfoHBkikUgRbKsZsxwYFlmVqbdQWIcB1edfWEtowswOPEaJnOtDzCDMEfDSf4chwkqFkBMM1XTUbP++mLh2pEKLz3BUClhaXefLkCcPDwxw8eLDp+u5VDbibDXpbdU0eYWr0hXqZUahPSNPW5CbBYJBz587x67/+69i2zV/5K3+FH/zgB1y9epX/5X/5XwgEAnzmM5/h53/+5/nFX/zFlzzy3shms1y9enXbUSZ4DUmTl191HGfbTWOVUjx58oS7d+8yOjrKm2++uWPdpfcaacpkMkxOTmJZFh988AFPnjwhn8+/svGUKjUyxQ2Uki556+zQawiBaZik02nS6TTqkG4cm81kyGQyLC0tYZgG6VSSZFKTKG9eSFU3k9xi1q4JVpdogkfKcEXnmWLNreYS5PIFFhbmsKwQ4xMTHBiI84VzH1/CBLqK7sncUkeiajZocGzbZnp6mnK5zKmTp0gk60+xjnTQzT88OwrXz8irqJSKZDJBLB5jfHyMkydtlldWWVhZIZvJggHxeIJEKkU61UcsFsU0DZQE29apO9M0UcLYXPjd6LvVkHbUBpcCpYSrzzOazS59/ynhapL0vJxezHKgP0FfPKyJlpfzc7dDKd3gWaoebVNgcX6Op89mGRsfZ3xs7LkeiJKRV+cJ1imN9zKNNT/OpOlFe895spjz58/zG7/xGywtLfHVr36V3/md3+HGjRsvYaTPh7/21/4axWKRv/E3/sa29/VakKbW9BywbV1To37p1KlTHD16dEejLntJCD43N8etW7fo7+/n4sWLBAKBLfWee1lQSvF0JU+tZqOUwjJN11updTVQba8JIYjHYsRjMSYmJqhUKmSyGfLZrKtxUcTjcR2FSqcIh8IIIbRbtFSYW9Ay6W8GuQWR71qhQs0d41omw/ziIsl4nJHRUY4OJfjMqVEs6+N5g/ZgmSaDfUmW17Ltb7o6okqlwtT0FI7jcObMGeKxGLasXz8Kl5Q0zAcpm3sUevNZIbACQQ5MjDM+Pka1arNRqZDNZllbXmJxbl7bPSQ1EU8mkw0POY4muMJoK/NvJUyt0HNV/zEty+8VVz8IXSQgDeGTqaVsiYm+BPGITo81VoFKNz1nNlwbrS1d9G4Vs7OzLC7Mc/DQQUaGO1uGdLveYyGL4B6Zo7thaSCl3PYD936Ed+6200bFk60MDw/z5S9/mS9/+cvbGtO3vvUtPve5z21p28nJSS5dutT2+n/1X/1X/LN/9s/4B//gH3xSPdcJjZGmF0W5XGZycpJSqcTbb7/N0NDQ5h96Tnjaq1eZAlNKcf/+fR49esSRI0c4ffq0P5ZXReqUUuRLFVZyJZ2aMAy/l5cW2xrew3VTz7ZuCIVCjI2MMDI8guM4ZHNZspksCwsLzMzMEAqHSKW0DiqZjHdtL9EKy9xcs1KtSVaLVV0h54on+/v7GR4c4sxEiveODb3y8ty9gpH+dEfSJKWivFHm/v37mKbJ2TNnCQaDHX93KZvF4160yfPvUsprhCt1FaNb8RYOBQkETNKpJAc5pCOV2Rz5fI6HD1ZAGCQSCV/PodsGSW14aZh149MtTR2FaVr1voeqnfQrN42bK1YZSsQwLTfF1/iA4B6oIYx6ilmptj5zXrR8dXWFw0eOMDjQWYu5V1Jzz4uXYWnwcY00eefpRUlTqVTacTfw06dP84/+0T/a0raHDh1qe+1v/+2/zX/z3/w3/Lf/7X/Lf/wf/8c7MqbXjjQ1appeBK36pZdVDdD4pPQqzMBs2+b69eusrKxw/vx5JiYm2sa325Em74b3dCUH1G9ydbipCaVcvcfz7d80Tfr7+unv69etPYpFMpmM1kItLmGZFsl0iv6+PhKJRM/fxekRUfCwnC8jHYelxQWy+TwjIyOMDPTx3okhjg+nnm/wrzmS8SjRcKhNEJ7L5Xj08CGhUIgTJ074D0We/UBj+kvR/potJcIAz5HCcaTvju1IiWWY2O5/HfdajEcjxKJR1Ngotm1TKBRZy2SYm5/j2cwzwqGwJlDpFIlEHNMIgJIYGLSrsBqhdKuKLpeV5xllCkHNtknFwkh0MKrpUnRd8Y0Wq4vWFixSSh49ekQmk+Hk8eMkU+n273SHKnCbXPsjBSUVSkD6Fabmngc7ZWnwcSVN3pq5nd5zO71ejo2N8Zf+0l96oc/+7b/9t/nlX/5lfvmXf5n/8r/8L3dsTK8FaWpcWL2b6vOm57wnsnv37jE8PMz58+d3TL/UCY3kbrdJU7FY5OrVq9RqNd577z1fTNuI3U7PebqEbHGDTKna+8L126RITEObXXbjT6KD6SW4rT0SCRKJBAcPHqS8USafy7O2nmH6wUOEgFQiTiKZJp1OEQrVRcJbiSqUqw6Z4gYzM7PUalUmJg4w1Jfi8+fGGEi8fu7eO4GRgTSPGgThXpVXOp3iyOGjHXRf7eSkUwTKaCnLF+B7G9nSwRQC203lIR0EeiFVAoQV0BWZ6RSGYZDLF8lkM+RyWZZXljEMk6QbgfL0crpfnZfmFf53GmagQ4pZwxReTzoJGJhWAAlYhsBpqa4z0anh1l01biUdyfSDaQqFIidPniSdTOrxCJ2CVq6Pkx+k6nTuhCJkmcT3WI/DreJFLA28bT/OpOlF1iOl1J7xaQL4r//r/5pf/uVf5m/+zb/J3/pbf2tH9/1akKZGeJP9eSJNjuNw+/Zt5ubmdq2v2nYjYi8KL5IWiUR45513iEQiHbfbLdLUqENQSjGzXtr8hqXqN3hd4u8Kht33GtFJ49EJ0UiUSCTK8MgINdsml82RyWaYm59ldvYZ4XDEjy7E48mOHjgNw+Px0hqPnzzDEDps3J+K8flz43s61fGqMdSf4rErCF9cXOTZs2d+lZfZYT5q+4FmKwCllBs9ql9XjheVkcr/t2UaflNe18ILz9pIoTBU3XTCMi08H/dUIkY6lUQifB1UJpPh8ePHoCAWj/np3kgk4qfwDMPU+/UiO6Kx3Y9O9ZpKabLlis1NQ6CE0ZTCE7gVn23zT/l98WzbZmpqikqlwulTp4jFY+BGkrQ3VUtKEOW65LfuU5DYp4SpFVuJQnnzy3Ecvwfhx4k8bTc959nUvGr8/b//9/mlX/olvvSlL/FTP/VTfO9732t6/8qVK9va/2tHmoQQmKa55UjTbuiXOmG3SZNSiqdPn3L37l1GRkY2dTLfDU1TK2FaLVQoVjb/3QyDNn2HoxSiQbOiy/tFl8WgHY2Lb8CyGBjoZ2CgH6kUhXyeTCbD2vo6S4uLGMEgqWTKFwk33lgF8HRxlQcPnxAKBhmfGKcvHuGLb4wTj3xCmHrBMk0G0gmu3fyIhYUFJiYmGB0dbbKLaIVpCOyWsJ+jZJtLtmixytRpOk2UFDr64kiJI7UOynYkpqG1RcpxdNRJ6AijcK+LSDBAdGSYkeFhbMchl8uRzWZZWlpibnaOQMCif2CQRKqPZDLRtgAbQhMqTZDc4QkD7QCuR93oSm8Yot1b0zsPrq1BrVrj/tR9bNvm9OnTxKIRTbT8J4oOhpcC1zujHa8ryW+NLHl/lpeXKZfLBAIBfw3ZTWPNV4ntRJpAa5r2QqTpN3/zNwH4yle+wle+8pW297fae7QbXgvS1BoVsixrSwv+2toa165dIxAIvFT9Uie8SETsRSGl5M6dOzx79owTJ05w/PjxTSNpL1vT1EiWlOvMPLNW3PRzur1J53Ep4WpYXNdt/fS9FcLU3dTPEIJkMkkymUQIQam8QSaTIZvN8vDhAwwhSCQS9KX7SKVTrKxluXb3IdFojImxMQaSET5/bpzoDrspv46QUrK+tMDi4iJHjhxpMpDVJfrtBpOOo527GxO0SunWJk5jtElJ3yhS769e2u+9r6NPWuukzSk1Ebe00TdKaiWbaRrY0p2H7lwMGAaD/X0M9PchlfY8y2RzrGeyLK6s6nmSTLpRqBTRSEQL0ZEIpaNQGCYoT8Ok/BZBUDe5NIzmyFP9/AgqlQ3u378PwLmzZwmFgkgJxuaXQEcIILVP9EzbgUeIFhcXuXPnDqOjo0xMTPj3pt001nyV2C5p2iuRpm9961svdf+v5Z18Mw+kxqjL0NAQFy5ceKn6pU5oDBO/TFSrVSYnJ8nlcly6dInR0dEtfc4zeHwZ1X2N2gLv5vN4KUetm0K2AQI27Q+mUL5wdisNU4Uh2EoPX8MwiESjRKJRxsbHqdVqPoF6/OwZPH3CUtEhFAozPDjASCrC59+YIBh4vbt+7wS8woRiPsuFN88RCLWnjbtFP03TwG51DndTX002SP7/6xcdRzVEJnEF4Y3ESad8bVd3KF0yphSYQqfSUGhXcRfCtaHQDYbjHJgYp1qpkslmyWTWmXv2lGdPIRaNkk73ke7vIxyJYpmWr4NSyq36cw/BazgtulWLKiiWStyfuo9lmZw5dVprotzoUq/5r1T3fn/xcADrY+IfNj8/z+3bt5mYmODMmTP+PW+3jTVfJbZDmiqVCrVabU+QppeN15I09eo/5zgOH330EbOzs1uOurwM7EZ6Lp/Pc/XqVZRSvP/++ySTyS1/tjEStpOEshNhWi9ssJYv6X5vPbJpBq6GaQs/l/CiCsptm0Jn07+2yqQu6NQWIxAIMDQ0xODAAE8eP+bpwgoiEKZWq5JfekYksMaD6SJDQ0P09/e/FjfWl4FKpcLk5CSVSoW3336bUtVpEoR7cLr8UJ3E1UrJJkIEmkhZpondQM5lQ5oONHHyfI88oiKE8HUuSklNnvw+c64uydRpNWjUK7mLUMBiaHiEoZERlFRk8zkKuQIra+vMLiwQDARI9fWTSKZIJZOYlum3QjGpE6V665RmlEtF7t6/TzQS5viJk5hm/Xptsa5qg2790/m99DYb9O4XzM3Ncfv2bQ4dOsSpU6eaXdJ7WBq8blGo7VTPFYs6S/AJadonaCU93SJNGxsbTE5OUiwWeeuttzr2qNktvGzStLS0xPXr10kmk1y6dKmp+msr2OlIWKt+ybu5VGoODxcz7sLnIBoWINn6ecGWCJPXY86Dt9CYhvA9nnxswaASaHZuboBj20xPT5EvlIgPTzAcjXJiKMEbI2FWVlZYXl5mZmYG0zQZGBjQJGtwsGdz4Y8TisUik5OTALz77rtEo1HijuTJ/HLHuWeadZdvH146ruVaUm60SS9iXjm97gvn3zOE/jxCEwzl9sXREUrpzhXlN3BWbnsm3d7HcfvMmSjpNJETwzAwTAupBEpoEiek7qeXSveTSvczflBRrWywls2Ty+ZYWXkIQpBMJrReLqXNVz10Iky5XI6H09PE43GOHz/uNg1uRLOW63mQ+hho8GZmZrhz5w5HjhzhxIkTPR+gd8NY81XCaz32IkGET0jTPkenSNP6+jqTk5MEAgGuXLnyyn/cxifYnYRSiocPHzI1NcWBAwc4d+7cC120jU9XOzGmRrM578KUUjE1v96UllOiHlEwAMMwcfCqn7Ywlh42OR6RMoUXERBbMiTsZjFQ2dhganoa6dgkRw+jhMmbB/p464jW4qTTaU6cOEG5XPYJ1EcffYRSinQ6zdDQEENDQ0Sj0Y+lyWU2m2VycpJIJMLly5d9ImmaBoPpJEtrmbbPdDUzbfQrEkJ7HikwTYWUqkFQ7bYcaSFeWgOlDVQBHeUxAr5WSikwPXGTi4DhRjDdFj+Gu51w57eeihIldeQTK+A7hpsCpIBwNM5YNMHY2Di2XSOXzZLP55mdnePpsxlCbg/FvnSaaDzedC2vr6/z+NEjEokEx44fb2q8u+n58s5Gl0sqaBnEXnMd3tOnT7l37x7Hjh17oYrpl2Gs+SqxHc9AjzTtBSH4y8ZreVU0PnUqpXj27Bl37txhcHCQCxcu7AmLfO/i2UnS1Nj65cyZMxw+fPiFF+OdIk2t4ezGJ5lHS1kKG9Wun5WAlI5LntwFapPvswyBvclC4T2xW0I0iYM7QRie43LzeSwUCkxPTxMJBUlNHCNXdnj32CBnx9s9ryKRCAcPHuTgwYPYts3q6irLy8s8fvyYqakpIpGIT6DS6fSevanuJJaXl7lx4wZ9fX0dNYWjg+mOpEmpznYYUuqUmTfPlEuKDJ+8NGzrSFfH1lhN5yBMo/6aAqnc7ZS3jVuC7lbz+YRE6MVGBy09cl8n5qYVQApDp4ldU00pQJiBprYrgUCAoeFBBgaHOOT63niauaWlJYRhkkppMbmUDjPPZhgcHODgocOIDk8KhuitZ9Iy9M4bvK5Vcx68a+/EiRMcPXp02/vbKWPNV4nttlABSCQSm2y5//HakqZKpYKUko8++oiZmRmOHz++afh1t7GTTXs3Nja4evUqpVKJd955p6ny6EWwE9V9jYTJ26d3/p8s51jOlba6J61DcS0FJKLjrd6gcwqjE/xmu/7YRJP/k4dO5e5ra2s8fvyYVDLBxIFDPF0v8+lTwxzbgsu3ZVnaGXxkRJt5ZrMsLy+zvLzM06dPsSyLwcFBhoaGGBgY2BMEf6cxOzvLnTt3GBsb4+zZsx0Xjng0QiwSpljeaN9Bs0l8Q+814ZpD1qHF2/VWKj2hVAvBUn6UyJsD3uJnmSa28owyFU6rhlLo/nbStSlASfwtWgiTcCOpSiqk1OfCEIJEPE4iHufwwYOUNjbIZrNks1mePXmCoxQByyIYCFAqlXS0soPPUq/HDNHj7f3iAv4iePjwIQ8ePODUqVMcPnz4pXzHixhrepGoV4XtkKZP0nP7DJ0sB/L5PN///vcpFApcvnyZkZHOTSpfJXaqrD+TyTA5OYllWTtmnbBdTVMnwbeHx0tZFjKb2wuATmP4kSAvdaf0+BTNlXRCGMgtlMEZHdJyrX44whXi6u3r2y3MzzM7O8vw8BBj4wd5ulLg0yeHOTa8dZF9/XsM+vr66Ovr49SpUxSLRZaXl1lZWeHmzZsIIejr6/OjUN2MSPcLvNTxw4cPOXr06KZFGGNDfUw/nW973esxZ5h1wTa4kaEOtgTIVjKkW4QYLWRKSS0Ubxaca+JkGM2NnG3HQQg3faya921aATADXVvtWO57wtVRSannuOn2VWyDgHA4TCQcQrp+UP39/RhCsLC0zMzcPIFAQNsZpNMkEwltprlZaq7L24YQJF9DPZNSigcPHvDo0SPOnDnDwYMHd+V7n8dY81VGoT4hTVvDa0GaWlGr1cjn80QiET744IM9+0PuRKRpbm6OW7du0d/fz8WLF3csMvGi6blugu9GjKRjBEyD1XyZUrW7maUpulRMCbQHjxt5Uk1GlptDuG0kukFKpVMtqv4o7rXZWVld5dDBg4wMDzOfLfHBiSEOD+1MSDoWixGLxThy5AjVatVP401PT3Pv3j3i8bgfhUqlUnsqaroZpJTcvXuX2dnZLS9Yg+kkj2YX2/RHQmhBdZsgnM62BN2iTV5vNdEwFbyFo5U4SeVgGGYTuVbKc4/WxpcYBoalo0vdYFkmGFr/JKX0fcS6W2MI17MJHj9+ytLyMocPH2ZoaEg32ZWKUrHoR6FWVlYwhEEymSDp+kJ1LAJRIOlcqpoMW5gvau60R6GUYnp6msePH3P27FkOHDjwysbSzVjzVVsaeELwF0GhUEAIse8f7LaC1440PXv2jLm5OQzD4IMPPtjT6Y3tkCalFPfv3+fRo0ccOXKE06dP7+gi+iKkaSuECSAStJgYSDAxkKC4UWM5V2IlV/bbWkAPwtQIdxvdvFe0NSztBFMYm4pjoTktZzsODx88oFgscuL4cfr7+8iVKnzqxDBDyZdzkwgGg4yNjTE2NqZNH9fXWV5eZmFhgcePHxMMBpvSeK+i6fNW4TgON2/eZHV1lYsXL265atUwDIb708wvr/mveW7dCl3Z1jq9HOl0zEqpttSbZ4LZTqb04mE2Ry0VSMfBMJuJkztSjEAAqbSeSRhue0QhfKdtpaT+LA26qYbRdCPyhqFF7A8ePmFtbY1jx47R399f/xyCWCxOLBZnfHyCWq1KNpsll80wMzPD06dPiUQifhQqFou5UQxwZOf7Reo10zN598qnT5/yxhtvMD4+/qqH5KNTGq+RQO1mFGq7kaZ4S6HC64rXgjR5fYI81+uBgQFyudyeJkzw4q1KPCPAlZUV3nzzzZfy1PS8mqZegu9eiIUDxMIpDg0mWcmXWcwU2ajaTW7Om363+/04yu3X1Zk8CSE2NcYELxWj/16pVpmemsJxHE6fPk0iHiMasnhjPL1rLt+GYTAwMMDAwACnT5+mUCj41XjeA0J/f79vZxAO752GwNVqlWvXrlEsFnn77bdJp9PP9fmRAY80KZ0Kk9LX4phmp/6I2lKgzX5AdiZI2qdJtBEhneprT2FJPxKlncjNYBCJ0TTflGyXVwvDQBpWZy2e0W5aKdxWKo4jmX74kFw2x4kTJ0ilUu77nf3FAoEgg4NDDA8NYjuSfCFPNpNlfX2dhYUFLMsilUrRl04SjycwO3iwvU4icKWUH+E8f/78ls19XwW6pfEaq/FepqXBdqrnfF3dPop+vyheC9JUrVb5wQ9+4Lte27ZNJpN51cPaFC8SaSqVSly9epVqtcp7771HX197tdZO4HkiTZ30S89fvisYTkUZTkXJlSrMr+VZL3YQAbdAV7/V/631LdpnRwiBf3YVW4pENRImr0IuEAxy5swZouEQyWiQE8OJV3ZzEG7blkQiwdGjR6lUKj6BunfvHnfu3CGRSPg6qETi1Y21XC5z9epVpJS8++67L5Qmj4ZDpBJR8oVyh7nY+cd0pGxLu4GbjqOzI0Xb60ohMJAdHLpsx8GyAggruOl8Aty0XaipUq7xe3QJgwvhpuqkwrYd7k8/oFQqcer0qabzZwi62mUI19DSMAxSyRSpZAqlFBuumDyzvs6DB8soBPF43I9ChUMhIkGL8GviYK+U4qOPPmJ+fp4LFy68Ul++F8FuG2s6jvPcfn4eisXix8JuAF4T0mRZFrFYjHPnzpFIJFhYWPAn115mvs9LmlZXV7l27RrhcJgPPvjgpeaP615KvUlTL8H3iyIZDZGMhihVasyvFVjJlZp6i3nQTVY7rxzSdbHUYlsDDGPTBa4xErW+vs6jR49IJJMcP3aUgGkSCwc4PvTqSEgnhEIhJiYmmJiYwHEc1tbWfEPNhw8fEg6H/TTebrqSe270wWCQt99+e1vRr9HBfrL5mbbXvf5s7ekytzqyVcOklH69g11Bx9c9V3FH+WlA0zRBWLpU367pYg5hdlVVK8AKdCFMgGXqKk4vnSelbmtSs2s8mJ6mUqly+vRpotFoy9g67g6gY4TM05tEIhFGR0ex3TReNpvVxQ0zMwRDIU6MD7IalfT19e3rVIuUktu3b7O0tMTFixd3rRH7y8JuGGtu13LAS/2+7ngtSJNhGJw/f97XBDS6be92T7nngWma1Gq1LW379OlT7ty5w/DwMOfPn9+V4+rkh9OIRgHjizrJ9kI0FOD4WB8HBhPMrRVYzhb9NEa9zLw3tMWS8iurhCEQSvjd7Rsh3LTe4sICMzMzjA4PcfDQIQwhSMdCHBtKYOxhgaxpmn6ESSlFLpfz7Qx205Xca4SdTCZ3pDihPxknFAxQqXa6VjrXzTtdokq6WKD9M17LlFZdkXSkX2ygHb5p+qxeqNzFRhhtlXSBYKhrFZ3upmv5xq3eV1erVe5P3Uc6ktOnTxNueTjyKu66wt2RwGsD00yiBAoRCDA0OMjQ4ABKKQqFIuuZDHYpy9WrC/5cGRwcZHBw8IUjEK8CUkpu3rzJysoKly5dYmBg4FUPacfxMow1tyME3yvNencDe5dRbAMeobBte8+Tpo2N3imoRq3WbvfK66a52qrge6cQClgcHUkzMZBgYb3ASrZEdSu+O7ipDjwxrkI15TSEm8YDhW6NMfNEVygdPHCQ4ZFhDCEYTkU4NLC/bghCCFKpFKlUqqcruReF2qmnxIWFBW7dusXw8DBvvvnmjkQrhBCMDKR5Or/c9p4X4ewkojYNE9mqjVNgmALZlttSrmVFSzpOCIQwtSapB0f3yJNemEydZjMDSGEiXHpuCEAJhNBNeYXZ6BWmv7W8scHUfd1499TZs12IbTeDJT12oetJ61q/1qhTWxNfQTQeJ5mMc/lQf1PK986dOyilSCaT/lx5lSnfzSCl5MaNG6ytrXH58uUm0fzrip0y1txOpKlUKn2SnttvaLxx7kYz3J3AZuk5T0SbzWa5dOnSrosYO/lItVZ3vGzC1IigZXJoKMXEQILFTJGF9SJVu/v5EwK3oVi3LZTffLVaq/HwwUMKhQLHj58g3ZcmaJocHozTH98/T9nd0M2V/MmTJ9rZfAdcyZ88ecL9+/c7Nj7dLkYG0jxbWOlcYSY6N7L1/K5bRyGdLiJvt1mvN+dNS0eWHO0t4F4PHXbY+J1K4Tg2pmXhCBMaSFuLcQKiZYEqlUrcn5oiYFmcOn0ay+ocoVOqeRCG0HPdkbhVcfroO0HQPbWXigQxDKNtrqytrbGysuKnfEOhkB+B2kuVm47jcP36dTKZDG+99dZzFx28LngRY03vAXk71XOfkKZ9DO+Hb+0/t9fQizR5mhClFO+//z7J5PObJ24Xrem5nRB87wRMw2C8P8FYX5xVt+IuX25vxyK2YPBnGAaljQrT09PYNZvTp08Ti8UYiIU5OBAj9JqIYhvR6EqulCKTyfimmi/iSt5Y0n3y5Mltte/phoBlMZBOsLKea3vPUZ3JkfIq7Lr6ObW/LqXEsAwURpvQ2nEcDDdV16ufj2GYKKs30dbO9nUUCgWmpqaIRqOcOnUS0dZ41923AOlaBRgG9XYuqn7MvdDLBbwv1j5my7IYHh5meHgYpRT5fN6fK7Ozs75Bq5fyfVU+PY7jcO3aNXK5HG+//bZfZfhxx/MYa2rPMeHLLZ4HxWJxTxpIvwy8lqTJS8nt9UhTt/TX0tIS169fJ5FIcPny5VemJ2gkTa2E6VVb/oOOLg4mowwmo5QqNZayRdbyG9RsqfuIbbKCmIZJrlBkenoaK2Bx5uwZBpJxJvqipDssIK8jPNfxRldyLzVz69YtgKZFsU2Q7ApuFxcXefPNNxkbG3tpYx0f6u9ImlCuoLoDCerkzwT1PnJNkVQhdDRJQbcUmHSkX1jQcX4JAxEMd6i5a/wagWyomMtms0w/eEDSbbxbH0OHz+J6mCnVUdckpeoZCetGmASQ2qR1ihCCZDJJMpnk+PHjfhpvZWWFqakp7t69SywW8+dKKpXaFTG5bdtMTk76thav4gFzv6Cbseb8/DyO4xAMBv1gw/MYa+oI/fGXOva9gteGNDUu4PspPdcayXn06BH3799nYmKCN95445VWsHik7mULvncC0VCAI8NpDg8pcuUq2VKVXKlCsWLTaaUwTZPVtQwPHz6kL5XknQtnGUnHSbzGPbe2As+V/PDhw9RqNZ9APXjwgHv37vmL4tDQENFolJs3b5LNZrl8+fJLF9zGoxESsQj5YrntPe/JuXVuKkVTyq0ZdUJlWtq00isuMI32Vjv+dymJcBSmZbYVI5ih3oQJdCTKG83a2hqPHj2iv7+fw0cOY3XSTim3Nx2KXlI+Q7SmANvhSNnuCAokwgEs8/nuNY2Vm54B68rKCouLizx+/NiPWHp/XoZvXq1WY3JyknK5zNtvv/2xaBi7U/AI0dzcHPfv3+fw4cMMDg6+kKVBuVz+JD23n7Ef03OO43Dr1i3m5+c5c+bMS0lxPC880rRbgu+dgBCCVDREKhoCEkipKFZqVG2Hqi2RSqGkYnFxgdLiIz44c4ALb57b1+XVLwuBQICxsTFGR0dRSrW5knvRxuPHj++afmRssJ98cbbtdeX6EnWOLnaONkmpXKJQb/jrwXGN/rq50isUtm1jGroHogKsUKQpgtQJhlG3tfA0ZcPDwxw8eFBfW6Ke+hPuHyVce4XeWcFNYQBOl+u3L7a9SspGA9ZTp05RKpX8NN7t27cBSKVSfhRqJwoParUaV69eZWNjg3feeedjs2jvJObn57l9+zZHjhxpamj/PMaauvqy8LE5/68laRJumH0/RJocx2FjY6MpvLwXPEU8kpTNZslkMqTT6T1PmDrBMASJhuajUkru3bvH2twMl984vSfI6V7H7/3Q4fYjyaUTKd463c+BAwf48MMPUUoRDoeZmpriwYMHu+JKPpBOEJyzqNbaH4g6ibtBC587aZtM08RRCtHqgulCC2N7W1t4zvVWMIzq0XOuPkYThWDebfw8Nj7O+NiYS5g87ylACaRqsdbsdoDecW6WmhPtlXQedtIFXAjR1EexVquxurrKysoKjx8/Zmpqikgk4uvmXsQTqlqt8uGHH2LbNu+++25b2vgTbA6v0vXw4cNNhAmez9JACEGhUPjEcmC/oXXhsyxrX0SalFJ897vfxTRNrly5sicmnneBjIyM8PjxYz788EOCwaCflunv798zFTPPA9u2uXHjBuvr61y4cOFjI1zcLm5MS2ZXFE8XHX7zOzZD8QJnxof50o8eIxwK7aoruRCC0cG+LvYDqiuv8LTSArRXlzD8ijtDGF2bPfvapx5kxTQtHWFyzS7xTVKbj9kwtLh8dnaGhYUFDh46yMjwCAgw3c0d5XkwtcfGOpl41vfd27tJ0f39aMB8qS7ggUCA0dFRP2KZzWb9KNSzZ88wTbOJcG+m4axUKnz44Yc4jsM777zzsWgSu9NYXFzk1q1bHDp0iJMnT/a8PjcTk8/MzLC0tORrIF93CLWZWnafwHGcJpL07W9/m4mJiT0tTrt3756vZ7h8+fKe6JXXKvgGXQq9tLTE8vIyuVyuySRxaGhoT4x7M3jRvGq1yqVLlz6prtkipFT89vccbj6QLGeabxVDacGPv23yzmkD09RzpdGVfHl5mWq1SigU8udKX1/ftgm37Tj88PZ0R51SL0NWwxAIOtsTGD0aOevLwOjoSi9c4XcbVLOpoAKEafH4yVNWVlY4cuQwgwODuvoN5eqWzK7pN0O096drfp/e7yO6EsPxdISD/a8mteL5h62srLC2toaU0ifcg4ODJJPJpgV9Y2PDj3K+8847e6rP4n7B0tISN27c4MCBA9tu9D4zM8OXvvQlNjY2+Bf/4l/w2c9+dgdHujfx2pKmP/qjP2JoaIhTp069wlF1hlKKqakpHj58CMBnP/vZPRFebhR8dxP8bWxs+Avi2pruPp9OpxkeHmZoaGhPPvXlcjmuXbuGZVlcvnx5T45xr+PZsxm+NznDun2MR0spKg3m3AMp+MkrFpdPNmvePFdyLwqVz+d3zJX84cwCCyvrHd/rbHapXBd5/ABOtqDYqMJIv0tsNmlNgmjWTAkhMAIR1BbWHMMwefD4KeuZDMePHSPd0jPSbDBh7fh50bt1ymZqJ0PQNc34xniKePjVP/g0Eu6VlRUqlQrBYNBP40WjUa5du4ZhGLz99tv7yqV8r8AjTBMTE5w5c2ZbhGlhYYEvfelLCCH45je/yfj4+A6OdO/itSFNUsqmliTf//73SSQSnDt37hWOqh1eimh5eZljx47x4MGDV06aXtTh29MqLC0tsbq6im3bxONxn0DtBefg5eVlbt68SSqV4sKFC/siKraXoJTiwYMHPHr0iGPHjnHs2DEqNfj+bYdvTTpki/VtD48KfuYzFodHO+tTGl3J19bWUEr54uDndSUvV6pM3n3YMRfX2o9OCKFNHfHa70iW1xW/9R0bpeBnP2vRlxSbtubRYxN+xEkLvzcfr3Qkj57OkC8UOHHiBIkOJfHmFnojdoNOzXX/sHJdzjttETQNLh/ee67ZnrjYI1DZbBbQKaKjR48yMjKyJx409xOWl5e5fv064+PjnD17dlv35qWlJf7En/gTVKtVvvnNb3Lw4MEdHOnexmtLmn74wx8SCoU4f/78KxxVM0qlElevXqVarfrpuD/8wz/k05/+9Csrld0ph2+v5NhL41UqFcLhcFNaZrcr1J4+fcq9e/f8m8QnFXLPB6+Fz9zcHGfPnuXAgQNN79uO4ru3JF/7gU3BdQEQwJU3Df7kpywioe7zqNGVfGVlhVqt9tyu5PcezbCazXd8z9M2ddIjPVtUfOX7NlU3MP3pNw0undIpw15pOm+/wjAwrDByC9eJbds8fPiIcs3h5MmTHSuMDLeNTzeYXRzPGz+/WequGxkcToQ5OvTqdZS9UCwW+eEPf4hhGMTjcdbX13Ech1gs5kehdssTar9iZWWFa9euMTY2xrlz57ZFmFZXV/mpn/opcrkc3/rWtzhy5MjODXQf4LUlTZOTkwBcvnz5VQ2pCaurq1y7do1wOMxbb71FJBKhXC7z+7//+1y5cuWVWP436peAFyZMnfbb2Cy2UCj4ni3Dw8MMDAy81J6ASinu3bvn9+s7cuTIK4947XU8WTGxTMVoSmIaOlXi9fC6cOFCz4rOjari6z/UkSevQC0dh5/78QBnD2++kDWKg5eXlykWi1tyJc8Xy9ycetxxn95cbrUMuPNY8vvXFI7UMaIfuWBy4UR9jAJdxaa0zIh78xZDCYeBRP02aVoBRCC4aWSoVq0xNTWFI0xOnjrVNS28WZSph4m3i01MXAXYXb7g9GhyRyvndhqFQoEPP/zQv28GAoEmT6jl5WXK5XKTJ9TAwMBLa0a9H+GtPSMjI7zxxhvbuheur6/zJ//kn2RlZYVvfvObnDhxYgdHuj/w2pAmpRTVar2Vxs2bN6lUKrzzzjuvcFQaT58+5c6dOwwPD3P+/HmfMFSrVb7xjW/w7rvv7non7t10+PY8W5aWlshkMggh6O/v99N4O6lNsG2bmzdvsra2xhtvvLHr/fr2I5SC//tqmGLFIGgpDvVXqaxcR27oLvFbJfRL65Jf/5bN1Ez9lvLBmwY//SMWocDW55Y3X5aXl8lkMoB2JW/Utni4Nf2EXKHUtg/TMHTFmHt7k0rx/VuSq1MSlPZn+sK7Bscn2kmdYRjYjuLWjMVSzsQQ8PaRKqmo0v3oXGsB7dwtOpb5VyoV7t+/j2kFOHn6LMEuc9wTmXfDZlqmzaJMAEKpjqaXliF463D/nn2gyOfzfPjhh8RiMS5fvtz1QavRxT6Tyby0ZtT7EWtra0xOTvoNtLdzHnK5HD/90z/NzMwM3/zmNzl9+vQOjnT/4LUlTR999BH5fJ7333//lY1JSsndu3d5+vQpx48fb/PCsG2b3/u93+Ott95ieHh4V8e1meD7ZaFarbKysuLroKSUL6xracXGxgbXrl1jY2PjuRb7jzvyG4LfmgxrAtCAgViV84ck42nZyUS6I5RSfO+25Df+0PbF4kNpwZe/ZHFg6PnnWaMruaeba3Qll8Lk7qOZhk8IX9NkmgJHKqo1xe/90OHRvL7VRYLwU58KMNJFyiMl3JoNsZTTBx0PKS4fqRINmZowuULztbwkFTMJBq2mWE+5XOb+/SmCwQAnz77ZU0dnGQKnh5J8q1Vzvp2Cm5cUrvZKN+jVmsXWH3EwHuL48N500M5ms1y9epVEIsGlS5e2HJmu1WpNYvJarebLBAYHB3ekenO/wCNMQ0NDvPnmm9u6zxcKBX7mZ36GBw8e8I1vfIM33nhjB0e6v/Dakqb79++zvLzMpz/96Vcynmq1yrVr18hkMly4cKFjxEMpxVe/+lUuXbq0KxGRFxV8vyw4juPrWpaXl6nVakSjUYaGhhgeHiaVSm15fPl8nsnJSUzT5PLly5+IRJ8TNRum5qp89LRGxRikMXwyEHe4dLjGaGqzJh11rOUUv/Z7NR7Mem1J4Kd/xOJHLrz4nOuUlgkEAqyXHYLhCKl0CtOwmircskX47e/WWHOlT/0J+BMfWKTiwheFN38HXH8aYKVgYhgGibDN5cM1ggGBMAMoNGFazkqKFYVlwFi/SShoojAoFIpMTU8RCoU5c+4NDGuzfm7Pv5B5xuFCef5Tqms0yhT4xyiEwHBtxqWCE0Nx+uN7r2Q/k8kwOTlJKpXi4sWLL0xyvLSvN18KhYLvXO6l8l5Xy4L19XUmJycZHBzcNmEqFov8mT/zZ/joo4/4+te/zsWLF3dwpPsPry1pevDgAbOzs6/EN6JQKHD16lWklFy+fLmnJ9Dv/u7v8sYbbzAxMfFSx7TXCFMrlFJkMhk/jectiB6B6mWoubKywo0bN0gmk1y8ePGTCrkXwOrqKtevXyeVSnHizCUeLIeZWrSwnfocOdBn8/bRGvHw1m4ZUiq+8aHDV77v+Iv6m8cM/tznLaLh7c09pRTFYpHl5WWmHz3l7uNnCATxRIJ0Ok06lebZisU3r0oqNf3lh0cEX3zXJBTU391qTeARptWCnmepqOStIzVMU2BYdcK0lJWUKvpzoYBgJKV9qvK5HA8fPmS8P8Hg8Chmurd56mY2A8L9P8O1Q1DoFkDeRwwhelb76Y+rjq1lTENw+fAAprF37gFQX+z7+vq4cOHCjkaFPLuUrXpC7VdkMhmuXr3KwMAA58+f3xZhKpfL/Nk/+2eZnJzka1/7Gm+//fYOjnR/4rUhTaB1BB4eP37Mo0eP+NznPrerY1haWuL69eskEgkuX768qV7n61//OidPnuTQoUMvbUyNZGkvEqZWNC6IS0tL5HI5DMPwNQqN/j7Pnj3j3r17jI6Ocu7cJz3kNkOlpqMS4UDdRd/rP+UJRb1zWKnB3fkAd+YsHKm3NQ3F5cM1To3aW07ZPZqX/OpXa6y70Z6+BPy7Xwp0tSZ4EfzxjXssLGlNy3o2x9O1URYKWrwuhOCtk/DeOROjhSR40Sap4OazAMs5lzDFHC4fqhG0BMIKIdHzcjknKW7UCdNo2sAwBJn1dR4+fMjBgSTpgMQIhgn0T2DG0276zP3ehjSZ7ttVH4tokkcplBIdDTXr24ueVgOGoKvRZ388xMmRduuDVwlPsDw4OLjtxX4zeJ5QXhSq0RPKE5O/zGKVlwWPMPX393PhwoVtncNKpcIv/MIv8L3vfY+vfvWrr1TqspfwWpGmarXqP1XNzMxw584dvvjFL+7KdyulePToEffv32diYqJp8emFb33rWxw+fJijR4++tHF5hAl4qYLvl4VOhppe6m59fd33D9pvx/UqMLtqs15UBC1IxwwK67M8mLrH4cOHu7ZTKFfh2pMgD5fri8h42uFTJyuEthjUK24o/sXv2dx+5FVqwk++b/K5t9qJzItgZT3H/SdzrOUlv/cDh2Vt64MpHE4MPGMoVdIRqHSaRDyBYTZXzN2csVjIeBEmh8uHa1imrpTDbbmyllfkyu2EaXVlhcdPnnB4KE3StLECQaQZwho8gBGoPzSJ4jrG41uoM1e0i7gXQWokVS42a87raZV6NZtrTM214sRIkoH43jGHXFlZ4fr16zuiv3leeJ5QHoHKZrMIIejr6/Mf0vZDut/TgaXTaS5evLitc1itVvnyl7/M7//+7/M7v/M7r0zmshfx2pKm+fl5rl+/zk/8xE+89MXUcRxu377N3Nwcp0+ffq4S929/+9uMj4+/lNLN1gq51yEKY9s2S0tLTE9P+5HFeDzup/H2gqHmXoVSiruzNo19a5WUBEWZI+OpTSvcFrIG350KUqrqeRQNSn7sbIW+2NZuIUopvn3d4bf+qG5NcHxC8AtfCNCf3N5vZjuS/+9vPuQPrpf9fQ+n4d9418QyyuRzOdbW1ymVShiGQSqZIpVOkUqleLwa5fGKgUCQCEveOlol4BImL5CT34CVvP5HwIKxtIlpCpYWF3n67BlHRgdJigqGMCAYxRo6hBFoKHsvZBC3/xCcGkTTiMs/7lfhdYJpbCYAf/HUnCEEbx3ZO6k5z6V6dHR02yXxOwGvWGVlZaWp+MCLQm3FQ2y3kcvl+PDDD0mlUly6dGlb46vVavz7//6/z9e+9jV+67d+ix/7sR/buYG+BnhtSdPy8jIffvghX/jCF15qmNXraVYsFrl48WJPP5tO+KM/+iMGBwd3tHzTS8N5FXJ7PR33PKhUKly7do1yuewbl3ppvL1gqLnXUbUVmYLD4noZYTaLYPvjBsMpA8vsPleqNnz/QZCnq/qasgzFZ89UGEtvXST+bEnyq1+1/V52oYAWZ3/6vPFCUafHC5Jf/6bNg9ks2fwCArh8yuC9s4ZPDDz9UrVWJZPJkMlkyOfzbBhjlANHEcIkbNV451iVUEC4TXj1Z4sbkqWsex0ZMN5vYRowPzfH3Pw8h8dHSKkyoLBCUYzBQxiN/eg2iogbvw+2Jvni+CXk2MmWo1BUr30f68gJjPSAKxB/cdLUKzXXFwtxanRvpOYWFxe5efPmjrhUvwxIKX2t5crKCqVSCcuy/FZAe8ETKp/P88Mf/pBkMsmlS5e2pQOzbZu//Jf/Mr/5m7/Jb/zGb/CFL3xhB0f6euC1Ik21Ws2/UaytrfHHf/zHfO5zn3tpPYq8cKhpmrz11lvE48/vrPu9732PVCrF2bNnd2RMe13wvR0UCgUmJycRQnD58uUmd2WlFPl83nckbzTU9ELs+1GjsNOo1Wpcv36dfD7PmTffokqMfLnBuNGA0T6TdLR7GlcpuDNnMfkkAAgMofiR01UO9jtbHkelqvi//9Dme7frC/vYgOBPfdri9KGtpZDnViRf/9Bh8r50x6XAecqPXLAZG2gny6bZXC23mIGbM/reIFSVVPUGoSD09w+QTPcRj8expWBuzfGlSAcGAlim4OnMM5aWljhy6ABJpwDSwTQtzOGjGOEG12+nhrjxbSjn9BiPXMA8eKrNZqDy4R9R+cHvIyIxEj/zbyPSg12PW6fmep8bU6iupGqvpObm5+e5desWBw8e3Hbj2N2C5wm1srLC+vp6UyugwcFB4vH4rh6H52XlWTNshzA5jsN/9B/9R/z/2fvv+Dju89off39mZjuw6J0AAYK9A6SaJUsuUiyZlkgprnFLHCeOk18U517HN/E3zTdOfO17kzjNuYlL4lzbsWMVq1nNMtVsSRYJdrADBNEXbRfbp31+fwx20EGQAIsgnNcLL4KL2dnZ3Slnnuc85/zwhz/k4Ycf5q677lrELV06WLKkKRaL8corr/DWt751xuiChaK3t5cjR45QVFTE9u3bL3li6/XXXycQCLB58+YFb9MbTfB9MRgaGuLw4cPk5eWxbdu2C97dTTRIHBkZcQ01c1WopTpqPBFmbADFn4fw+hFCuFVRXddpbm52o3vSuqQvarkCZ4CCoKC6WJ2zhXN+UOVnp73Y0iFOt63PUl00/4oTwMnzNj/cazA8Ov7YijLBDRtVNq9SKMib/PrxlORom82+E+O+SwCaCu9oVtm+JkVbZ8/MLzZhVfG0YF+7F8t2iOKOBh3VSjA6OspwbJRMJoOqahRUrkUozr5WXqAQ8DpmtcMjI9TXNxC2U9h6CgFoZfWoeYXjLyIl4tQ+GBrzkapeAw2bkUKdtDHGmWOkf/IIAEooj7w9H0WEJwf6TsSFW3NyrDU383OvhdZcd3c3ra2tc2rprnXkooByWqicJ1SujTfXxO9iIJFIsG/fPvLy8mhqalrQa9m2zf333893vvMdHnjgAe65555F3NKlhSVLmpLJJC+99BJvectbCM8QkHmpkFJy+vRp2traWLlyJevWrVtQCyhXqVqo98WVdPi+0ujq6uLEiRNUVFSwcePGiz455DQKuRK7bduEw2HXkXwpOgZLUyd77ggAwhvA9IdpOdGGqmk0NTVNi/SQ0hE59w5bmGO8x++BujINrzb7Z9M9ovDiCR+2FKiK5Je2ZCiep8YpB92UvHDA4rn9Frox+W8hPxSHBYYFiZR0M+5yEMC2NQrvvkmjtMDZziOnO4gnpyw4BlVVyBg2vzjjJW04y2+rMygL26iKCkLBxmm7R2IGFs7nlI5HUMxRTNMkm82yevVqwl6BEY0A4CkoRS2enM3HQCfi9D7n98Jy5IabUDXPpCqTHRsi8cNvgWkgvD7y7vsYStHsLX4pL+wSPpcA/FqYmssN6TQ0NNDY2Lgkjr2J0VGDg4PE43EURXFv1BbbEypHmEKhEM3NzQsmTJ/97Gf55je/yfe//33uu+++JfGdXC4sWdKUyWR4/vnnueGGGygqmv2u7WJgmiaHDx9mYGCAjRs3Lkqy88GDB7Ftm+bm5ktex1IUfIPzvs6cOcO5c+cW7QSbGzXOtfFyQbE5AlVYWLgkThjW6BBG5Nykxwxb4i2twVtUOet7NC1J59B41cmjQn353DEonUMqL570AoKg1+aubRn8l1B4TWYkLx+2ePWoRSw597L5QbhuvcpNm1VKCiZv22gixdEz52d8ngSOdHpdt+/GCpOGMgtVUbHGhtE0RSGp2/QOO+cSrwZeO0p3dxem6aT85gX91Ie9eFSB1Px4atYilAkXLkNHHHgWTB08fuS2tyO8AaSi4FaZpE3yke9g9TmVqOC7P4Bv5WrsubRMzB3eC44thGXNvMyaijDFV7E1lwvRbmxsZNWqVVdtOy43MpmMe6M20RMqJxdYiCdULsA4GAzOGS8zH9i2zR/90R/xta99je985zt88IMfXBLnv8uJJSXymPhl53ak3EluoUilUrS0tJDNZrnuuusoLp4lg+EioarqpKDhi8FSFnznJhIjkQibNm2iurp6Udarqqrboss5BucIVEdHh2uomRN5vlEjF9RwCSKQx2jveUQqik9T8CgCOdyDnhjBU75ysvZmDJoqqC9T6R2xGU7YGBaci5isqtTwzCIQry2xaF5p0NLhTNa9dsbLrev1efs45RDyC951vcYd16mc75ec7bIZjElG4hKvR5AXgII8wdoVCisrxayi8XBekKJwHiOjiWl/6xpWGRhVkdiUhy3qSy0URXEJE4BpWa6DOEBRSHKufQCEYP2GDdiWhYwNoAgL07LpjKfwmx3kFxYRDodRVRXRddIhTIBs2AJeP4qqTKoyGWdPuITJu3knWt0qZ2Jurs9NcKF83lkJk6oqVzWc99y5c5w+fZrVq1dfNouVawV+v58VK1awYsUKLMtiZGSEgYEBent7aW9vx+PxTAqkni/xyRGmQCCwKITpz/7sz/inf/on/v3f/32ZMM0TS4o0TUTuYmdZ8xenzoZcho/f7+emm25aVM8OVVUvaRuXsuA7F0GTTCZpbm5eNII6FUII17tnzZo1rqHmwMAAPT09buRCeXn5JEPNNwq6+yKcOHmOFStqWFNWjjXSizR1pJ5G7zqBVlKDWlgxbb8RQlBVpKAqMDDqEKeOAYtV5bN7Kq2vNhmIK3QOa3SNaLQPWKwqv7RjTxGC+kpB/QLML1dWlxGNJyeN3Kd0wek+DYlN0CfYWGOiqsq00N14BrKGDSjk+W3azpzEtm3WrVtHwO/HNrKYcee9qcEweX4/sViUyMAAqqoSDgVpHGlzVplfAiU1CMG0bL/swVcBEP4AvutvQ1WUC4Tvzm1mCWOtuVkWKQp6F8UT61LQ1tbG2bNnWbdu3WU18r0Woaqqq3Oa6AmVSzLIeULllplNg5tKpdi/fz9+v3/BhElKyV/91V/xN3/zN3z961/nox/96JK5flxuLFnSJIRAVdUFV5o6OztpbW2lvLycLVu2LPoElqqqs44Gz4alLPhOJBIcPHgQgOuuu+6SJhIvBUII8vLyyMvLo6GhwS2vRyIRWltb3eT0XBvvmjK7G+4FaUNxtRsmm2trNjY20tDQ4BwP+cVY0T7M4T5AYg51I/UMWvnKGYlTeYGCaUlGkpKMLumP2VQVzVx5EwJuaNQZjCukDYWWc15WFKfxXqUzTNDvo7K0kN6BEcApzpzo0Vwt0MaqLH6PgsVkwiSlZCThTMtpik3v+eMoQmH9+vUuabbijsGqEAKtuJoqj4+qqipM0yAajaH0nEKzDRCCM3YAb08vxSXF+IMhci9mjQxgD/YB4N20A+H1zSjcnghFgQvdX83lIF56FdpyUkrOnj1Le3s769evXxRJwxsZQgjy8/PJz8+noaEBXdfd/M22tjZOnTpFMBh0q1A5T6gcYfJ6vTQ3Ny8oKkpKyVe+8hW+9KUv8U//9E/8+q//+pK5flwJLCnSNPWLv9QqDjilyxMnTnD+/HkaGxtZvXr1ZdmxLnYbZ9IvLZUdfnh4mEOHDhEKhdi+fftVrexMLK/npmQikYh7YssZai5Un7AYECdfQwx2IQP52A3baE0KeiOO7m5ipqFQFLTiapRgAUZfG9LUseJDSCSe8umGrEI4E3QZwyKtS4biNgVBQdA3cwXI54HmBoOfnfKRNQXHezxsq7u01vNioLaylIGRUUzTYjCuMJx0trumyKIkXyCFAJtJpCmZwTXHjA934dU0Vq9egzZ2kZK2iUzHkVKihUsRExy/Nc1puYjOA1i2xPQHIa+IwYE++vr78Hp9FBYWEi4owHf+LEI66iXPmo2oiuPw7eTNOXbguey5XJiKtCWqAuQqVkI6bFA4AnGks8xM8Goq4cCVzWTMDc10dHRM2xeX4cDr9VJVVUVVVZXrCZWrQp0/fx5N0ygsLCQWi+H1etmxY8eCCdPf//3f8z//5//kq1/9Kp/+9KeXzPXjSmFJkaapuNRKk67rHDp0iJGREbZt20ZVVdVl2DoHF0OalqrgG6Cnp8et6G3atOma0hJpmkZFRQUVFRXYtj1Nn+Dz+VxH8ituqKlnYNgZsRfpOGrry6wVGnWrdpA/iw5M8YfwrliP3nsamU1jx4cxNR+ekunLCyFYUaJyptdEAn0jNg0Vs09mriyxOJFnMZRQOdWrsbHGwHOVvkpNVamrLOVMVz+n+8fMOFVYW2VjA9hyTAA+XumNpZxj0bYMVLKsXrMGj+ZxuZWddnRSmseDEiqc/qLZJGJsGaW8npUr6lFVjUQqTTQWIxqN0tffT2X7ccISpM+PFcxHc+NUYFLJaexXd2JOTnhQTl5GVQT22KlEUYQrf7IllOT5LnhxlNkMwrc4E15SSk6ePElnZyebN2++rOfQpYLctF1xcTFr164llUrR29vLuXPnsG0bwzA4cOCAW4W6WE8oKSX//M//zOc//3m+8pWvcP/99y8TpkvAkiZNmqZddKUpkUjQ0tKCbdvccMMNFBQUXKatc6Aoyry2MSf2XmqC74nl+/r6+stW0Vss5HROJSUlrFu3jng87jqSd3V1uW7BOR3UZTfU9PqRt/8a5vnjWKf347ey+KSJ7+xryEQ/cvvt4J1+IRSaB2/1GvSuk0gjizXSixrMRwnkT1vW5xGU5CsMxm1SuiSVlYT8M39HQsCmGpMXT6rolqBzSL1kbdNioLK0iMPtCVJZ5+apsdxmQuwclu0IwW0p0U2JPnaPJcwka1avRlEVbGmjCMUhIOkkilCwVR+qNzD9BcdadwAUlKEoAlsoBEMhgqEQ1dXV6LpOsvskALqicebwIUKhPAoLiygoLCDgD0wTg4t5KMAnVpmmap8u1Joz+7uJf+P/ELh9N/4b3jbnsheClJLjx4/T09PD1q1bqaioWND63qxQFIXe3l6CwSDbtm0jHo8zODhIZ2cnZ8+exefzuQTqQp5QUkq++c1v8gd/8Af8xV/8BZ/97Gev6fPstYwlRZoW2p4bGBhw20PNzc2XzUl8Ii60jUtZ8G1ZFq2trfT397NhwwZWrFhx4SddQxBCEA6HCYfDNDY2kk6nXQJ19OhRgCtiqJmyJC39Kchfz3VV+fjbWhDZFKL/HLz8APKmPRCYrg0TqgdPVSN653GQEiNyHm/dxhn3r9KwwlDcaScNJ2xC/tmraTVFFj5NkjUFHUPaVSVNAFllBdCBzyOoLjKmERIpJULC0EgKcI75FVXFk0J9bemEqkg9hdC8KP6Zvb1yVSYJEAojFG0a1fF6vZihfEzAryqsWb2G4WiUvv4+uru78fq87oBCXl6eQ9IuIHhyYlNmXibk0wj6Zj/V68daSPzn/0Vm0iQf+Bbaiga0mpVzvt5skFJy7Ngx+vr62Lp1K+Xl5Ze0njc7MpkM+/fvR1EUduzYgdfrJRgMUlFR4XpC5SwNuru73SpVjkRNPNdIKfl//+//8Xu/93v8yZ/8Cf/f//f/LZlryNXAkiJNU6Fp2rzac1JKzp07x8mTJ6murr6i7aGcEFxKOW1HnmgnsNQIU64FmkgkaGpqoqSk5Gpv0oIRCASoq6ujrq5ukqHmqVOnOHHiBOFw2G3jLZahZiwWcyc7m5qa8Pl8yJUb4OBziL42RDIKrzyMvPm94JteGVG8AbTiakcUbmSwEyOo+dOnFTVVkB8UjKYk8bSccX9116lATbFFW0QjMqpgjxkyXg0ks4LRbJDCglLCnn5mOqyllAwPDhFPqXj8PjwqeD3TSaE0DbftJbyz3FCZYxouVUNoHje/birUgiJMgESMPE0hXF8PEhLJBLFojGgsSqQ/gqqqFBaECRc44cLqLJXLuSpRZfkzk3WpZ0n9+AdkXn7WfSzwS/ehVs8w3dbfjug/h9zyNmbzkrBt27UJ2b59O6Wls0fBLGN2ZLNZ9u/fD+ASpokQQlAwtj80Nja6QyuDg4Puuea//uu/CAaD3H333fT19fHbv/3bfO5zn+PP//zPl8w15GphSZOm+VSacn5APT09rFu3jvr66YLYy4kcObNtexJRW8qC72QyyYEDB5BSXtEJuSsJr9dLdXU11dXVrqHmwMCAW1oPBAIugZqPoaadSpLd/zK+5reghJwWWm5kubCwkK1bt463Aj0+5M674OiLiHNHEMkYHHoOed2uGS94akE5ZrQfLBMzFpmRNAHk+xVGUxa2hIwuCfhm3+byfIc0mZYgnhYUBK+Oh273iHNMFRWVUhsaAqafD3p7e+nu7qZ8ZROWZFYjT0WAiYK0LXyqNibPnrJsTs8mbRRFZba5WK1+Ddl9L6EA+tH9+G98OwjcCc6aFTVks1mi0SixaJT2c+cA5++FhYUUFhTi8+dy85iky5q8zWJGM0v95BGSD/079pDjaC58fkIf/E18W66bvpKOY4gjzyOkBNWD3HTLtEVs2+bIkSMMDg6yffv2JXETdDUwlTDNp9sxkyfUo48+yqOPPso3vvENvF4v69evp6mpiXg8ftklJ0sdS4o0zdSem8s4MpvN0tLSQjKZZMeOHZSVzR5fcLkw0U8q9/tSjkQZGRnh0KFDBAIBtm/ffkVaoFcbMxlq5tp458+fn5ehpn7wVVKPfIfU49/H/5Z3Ett8I63t56isrGTjxo3TxedCIDffCtkUovesUyXoOQ01a6etWygKan4JVrQfmUkiTQOhTZ/QCU4gSRkDAnN8dfmBcZKUyF490hQZdT6XgEewY00FR9s6Xe8mKSXd3d309fVRW1tHypYoqjJjbIyiKNgTitaWBFVKhCImRZpIzYsAVCSWkQXPzFUepbQCtbwKe6AX69Av8NSvQa2c3J72+XxUV1VSUVGBZZrEYjFisRi9PT10dXbi9wcoLCygqLCQQDA44zmiKOTFM6HNaHadI/X0gxjHD7qPaStXk/eh30ItnaI9si1E688R7Yec96aoyJLJE3DSttD72mkfGGVoKEpTU9Nl81Vb6tB1nf3792PbNjt37rykdn7OE+rv//7veec738kf/MEfuJYjH/7wh1EUhbe+9a3s2rWLT33qU0vyhvVyY0mRpqnQNI10euYMqlxbQ1EUbrzxxqu280w14Vyqgm9w7uiPHTtGWVkZmzdvvqYm5K4UZjLUzDmSTzTUzJGoXGneOH3MWYFlknnpaZRXn6fxXe+nftOm2fcRIZBb3w5DPQg9jTi1D1m9ZuZqU6gQK9oPgJ1JoOZNjx7yTDhbGLM5KOaWVcf/blpXbx8eTTmEoTjPJj/kp6asiK7IMFJKznecZ3BokIb6BsKFxaSGLGzLRlMnE0aBQKgaEt19TEqQ0kZaTkXJGWwTkFfkNMkUDUaHYYaJRHD2g9Bt72b0oW+DbZF64vsE3/Ve1BX1k5bLSZlUTaO4pITikhKk7RgkRmNRhkdG6O/tRRkbTS8oKHBdyQHKw36klBinjpJ58SmMk4fHt8HnJ3Dne/HffAdiKulOxREtzyBGep3t8PqdSmXx+BSctAz0njPIbIoVAUnV1s0UTCFMc7VxlzGOxSBME/HjH/+YX/3VX+VjH/sY//qv/4qiKAwNDfHUU0/xxBNP8NWvfpXf+Z3fWaStf3NhSZOm2dpzvb29HDlyhKKiIrZt23ZV/YByJzfTNLFte0kKvqWUtLW1uSHHb9RU88uBUChEQ0MDDQ0NZLNZ15H8+PHjtLa2UlhY6BCoX/4E+TffztAj38Xbex6PkcXz4++iF+Tja7pp9hfw+pGNTYjjP0ckhpHRfiiqnLaYmKB3knpmxlUpQjgWQhIu5Mc6Ubd8tfRMgBvKG/I5G1RbUUI0nuTw0eNEY1EaVzVSWFSIbk4sF9koQnXF16rHgy1BqBNOl5YOY2G+tm0BwnH0zi9C9XiQUiAi55GzkCYAUVaF/9Z3kXnhSaSuk3z8P/Fsasa/42ZEMA9FiBkF4EIR5IfzyQ/nU1dbSyqVctp4sRiDg4POgEJ+PhVeAad6iB56zTXSBEBR8V33VoLv+mWUcOHklUsJ3acQR15A5GJgwmXI6+6C4HjQr62n0XvOuFExii9EqHiyhmkobpHKSlaUqMvH+xwwDIOWlhZM01wUwvTMM8/w0Y9+lA9+8IP8y7/8i1uFLikp4cMf/jAf/vCHl8nsArCkSNPUnWCqEDznlHz27Fnq6upYv379Vfc6yr2+aZpLkjDZtk1rayt9fX3LjsAXgM/nm9FQs729ndOnTzs3AVtuY8OGBIEXHwfTIPGDr6OWV6HV1M++4hVr4fjPnd8Hzs9MmhQVFBVsC2nN3NJ2JjnHlr/A7pnWxxfwea5eJnjOqFJVnG2wbZv0SIREYpQ1q9eQH3b0YROJnT1mEqkoAkUddxF3WpaO4Foa2SmvJLFsCyEUZGktysB57JEeZGIEZqjaqYoTvOvdsB2haaT3/hgsE+PofozjB/GsWo9v1TpETQNijha2IpwBBL/fT0VeAL23i/T5NuTRc6xI9WMwodLu8eLb+VYCb9+FWjyDFCEZc8jSwHjYsVy52dEwTSCMViKK0d/uuNADtj9MoGbcKkRKycCoTSRmj71Xm+riN19VeT4wDIP9+/djGAY7d+4kEJjBxuIisHfvXj70oQ9x33338a1vfWvWav5Sub5cDSwp0jQVEytNpmly5MgRNwD2Wrl450hTNBolEAigadqS2aENw+DQoUOMjo4uT9NcJCYaaubEoalUCq/Px3EhKL7uDla++iTCNEg88G8U3D/HVIw/DxksQKRiiNGhC+W9zmoHZE2oLqkXuNfIuW8DFAQuLiZoMaEqYFhOizBnDphOpbjrHW+lZzjh6psmvh/DkkgkilAcYfcYaxJCIHx+xxA0k0TK6eRRUT3Y1WuwI50IaaOceh2x7e2geZwW3thn6+TQOf/xrNmMWlZN+oUnsXo6wLIwTx/FOH0UECjhIpSiUkQwhPCPXVSlBMPATsaxk3FkbBiZdSqEKqAgKcb5v1lUxmB1I/0VK9HywpT2DVBmMe7tY2QRZ/ZD20HEWAlRegPIbe+AyvFgXSmd6J1cGxfAyislWFE3iTDlwp5zn2tRaPp+2R9T6BpWaa43LjrYeakgV2HSdX1RCNNLL73E+9//fnbt2sW3v/3ty+8R9ybFkvtUxVj2Fow7gqfTaVpaWshkMlx33XXXjFBRSomqquTn53Py5EnOnj3rTlTNJgh+oyCVSnHgwAEsy+K6664jP3+6aeIyLox0Os2BAwcwTZMbb7yRUChEIpEgEokwMtxH8ckWrM42Tj73FAWbHGI6Y8yCPwSpGGRn1vjJiT23WaqvWWOcTc0klp6I/piz7+b7bXxXNr1jEoJem4yhMpqS7Nu3z72jz8vLQ/OO0NE7ADjnDY8Ghum8T0VRHLsAyxoL0nXWp/jzsLJpsAzsbArVP55BqKhj03KBfFixDjqPI1Oj2MdfhQ03gnA+V1VRsJHkPmUhQC0qxrPnw5h9XeiHfoF57hTSclzY7dFh7NGRae9NkfbMlgaKQll1BeFtd+Dd1IxaXkW5lNSOGbHmvH00Aeu8WaoSPSjWBL1W3UbkhrdMMkW19QxGfzsymwLAsiWUrCBUMl61tGxJ16BFPON8WJoK9eUa/inTiD0jCi+e9GHZzuM7Gq5e1M7VgmmaHDhwgEwmw86dOxecZfnqq6/y3ve+l9tvv53vfe97C4paWcbcWHKkaSJyjuCvvPIKXq+Xm2666ZoJWs2JvQGuv/56MpkMkUiESCTCoUOHUBSF0tJS11n6jXQQRKNRDh48iN/vZ8eOHZfN1HGpIx6Pc+DAATRN4/rrr3c/x1zgp13+CUb+5wGQEk/HKY7h7CNFRUVusLD72U8YhZ8J0tTJVT4m5qlNRDI7TprmshtI6cKdWqsuvLrGlkUhyXASBuOCgLS57rrr3Dv6mrIi0lmdyHAMgIBHwTBtdFPBkgrKWAacZdloqoolJUowjDU6BNLGGh1E8dW5lRIpJpxOV6xFxocQ0Qgi2o889jNYdz14fE5IsJwQrTuhsifKa/DfcS/SMjG7z2FFerEG+7FHR5DpFCKTGsujE6D6UIN5iLwwIr8QpbgMtbwKtbSS1Q1lBCakJU8yYl1RhXnmIGrHUdT0OFmKe0LEarcRXrmWkMfnNCKlxIpFMIe63TJZyrDx16whOEEPlTUk5wdNsmP8x+eB+jINzxRyfX5Q5WenvdhSIJCU5M1dhTQtiaYurVKUaZq0tLSQTqfZuXMnoVBoQevbt28f9913H7fccgv/9V//dVU1um8GLGnSNDLi3J0VFBSwbdu2a6JcOZvDdzAYpL6+nvr6ejKZjDuSfuyYMzVVXFzsXgiv5TH9vr4+jh07RnFxMVu2bLkmPvM3InLhxXl5eWzfvn1G0qzkF6CUlGMP9lPuUai77Ta3knD69OlJhpoNyVFUAN/MNw0ykxxf70zxIEA87Vw0vRp45riQnenTGIuepb7s6pKmAl8SKEAKjZVrbyQQmFy9bawpxzBMRuJJgn5BPOu05BIZSTg4/h7NXMVJ0VDyCrHjw2BksJNR1LxCVM072ZNJKLDuBmTrzxDxYcToIPLgc6irm7CKa+YUhSmKwEJDq1uNVrd6xmVUZazak3uOcOwtbQThgIegd8pxJyUMdSM6jkHfWbwTlPwyVEi0eiNdppeBgUGMnlcIBALUlBVT7rVQJ1Sh+pIGFWu2EAiOX+hH0zZdg5ZbjcvzC2pLVdQpEwCn+zReb/MgEShCcstandqS2fePFw+ZvHbM5tP3esgLLA3ilKswpdNpduzYsWDCdPDgQXbv3s11113Hgw8+eE1fG5YKltwVTQiBZVmcPHmS8+cdQeOmTZuuiYv3fB2+/X4/tbW11NbWYhiGeyE8efIkx48fp6CggPLycsrLy6+ZylnOVf3MmTPU1dWxdu3aJaPNutLo7+/nyJEj87JmUAIhbECmk3g8nhkNNbvPd7AqPQrAUNaG4WEKCwsnDUFYKafaghAI//R9KmtI0rpzVQwHZxc0GRac6nOOteKQdcFKwuVELBaj9+wR8N4OKHRFA9SV6ZOWEUKwbmUVre3dCJFB08C0IZayyQ9M9kezxnzTPPnFZFNxsAys2ACaP4StzXCxUjXYdAvy7AHEQCeqmUWefB2RdwZZuw4KK9yWnbs9TCZDs8Ga8rGOT9lJqgrGqou2DSO9iN426D2LyCQmPUcWlCEbm6G6kQKhUIBzHMdGhjCHegiRQozZRWQMi7ZoljWbt7uEyZaSSNRmMD6+MaX5ChWFk89rUsKRTg9HuhzirymSW9dnqSqcfd946ZDFj150CNV/PGXw6T2eN/z5xLIsDh48SDKZdFvEC8HRo0e555572L59Oz/60Y+umWvBUsfVZxKLjJy4bmRkhDVr1nD69Gm3DXY1MbG6dDETclMvhFMnqvLy8lwCdbGp14sF27bdgM5169ZRVzdDDMMy5oXz589z8uRJamtrWbdu3QW/TyvmBMSKKaPjkww1i/wo+5yKZb8h6Nq/H4/H47Z/i4sKsRNRAJRgAUJMJ0U5YS9AYWh20nS820PWdLZ5U4151US+w8PDHDx4kMLCQrSgReewQsegyvY6QdA3mZQoisKG+hpOnO+nIJNiKGFj2jCalhQEJ78BOdZW8xZXYgx0IgF9pA+tZAXKDMHIKCqs3oEsrICOo2AaiMQI4virSF8QSmuQxVXOhJ1QnCrTBUiTKsCaKYtOSkJmioL+PsRwDwx0IqZM+UlFhapGZP0WZ4pyIrmxTMxoBH+0H4QNCCTQM5rlfDSNZUtee+01CgsLKS6rwvSUopvOvqAIqClRKZhCqC0bfnHWS9uAc6nxaZK3bchSmj/7OfmVoxYPv+hMPQf9sPuWN/5wTI4wJRIJduzYsWDCdPz4ce6++27Wr1/Po48+uuCK1TLmjyVFmqSUvP7666TTaW644QZUVeX06dPzyp+73Nu1GJEoqqq6BMm2bUZGRohEInR1ddHW1kYgEHD/XlBQcEVONIZhcPjwYWKxGNu3b78qrupLAVJKTp8+TUdHB6tXr55XnI81MogcjQKgVc0+Dap0n3ReQ/Ww4a13UJc1XEPNQ4cOUR3201ji3KXKwPSIBdOSjIyRppBPTBP25hDPCFp7nFNKUcies/VyORGJRDh8+DDl5eVs3ryZ4aRF57AHWwoOdXq4abU+7TmqqrBhZQVCiTCajmNYMJKwCXrFNF0OgNR8KAVlkBhGSgtzqBO1qBrVP8PFSwiUypVYJdWI7tPQ14awTEQ2Bd2nEd2nkaqGyCvCDhU4QnJ/EDQveHxONUpRnJKNZWJbJhhZ0NOgp52Q4NQopEap8WdRvJMJlQQoqUFWr4bq1TCl/ZojS1YsAvb4dyZ9IY52DmIKlZtveStCCAYHhxgcNUnKEsQYYRJ2lrJ8i3AgPGm9WQNeOumjf9SplOb5bN6+MUs4MDsp3H/S4oG9zvk64IPf2uOhpuzq2sIsFDnCNDo6ys6dOxc8FHP69Gne8573UF9fzxNPPLE8ZHOFsaRIkxCCDRs24PP58Pv9ZDLOyO2F8ucuJ2YiTIuBnHN0SUkJ69evJxaLuULyjo4OvF6vS6CKioouix/VxMmunTt3Eg6HL/ykZUxDLui0v7+fTZs2UV09uyHiRGT3/8z93dO4YeaFUqPQ1+b8XtUImpeQ5nUNNTOZNFb3SZAWGdPm9dcPjBtqlpURCoUYiNmuXqWsYOb9SEp47azXnYja2aBflSpTT08Px44do6amhg0bNiCEoDTfZkWRSdeIRltEZXW5Qll4eqVDURQ21FVg2QpHzsWQQH/MorpYdUThU+AtKEVXPdjRCIqQyOEuzFAxarh0CuEVSClA8yJXboKatcjBLkSkA5FwdJfCMlFGB7BHB2aJ+HWgIjHltMQ7AIKqpGSMMElvAEqqkRX1UF4/Y1iznU1jxSJY8eFJAwLCF8QMlbD/6Am8Xi87mpvxer2kdUlKlCIC461AxYgx3HuKnnTKrV6WlZWhBcv42ekg8cyYsWKexW3rswTm0Ci3nrP4z584E4M+D/zmPR5WLAHClLNd2bFjx4IJTltbG+95z3uorq7mySefXM6RuwpYUqQJHMF0jiRNdNu+0phN8H05MDWaIzeSnqtCaZrmXgRLS0sXxcogFotx8OBBvF7vpMmuZVwcTNPk0KFDbqVuvl5WMpMm89LTAKhVtagrGmZcTpx63QlaBeSqbdP+rmXiIJ3jJVhey9aiOgYGBtz2b35BCXkVm0EIQj7nZyac7NVcm4HVFQblM5CSy41ca7O+vp7Vq1dPOt6a6g16oiq2FLxyxstd2zJ4ZjgMhBBsaSgH4eVo+yCGJemP2VQWTD5+VU3DkgI1VIhQVMyRPqcXNToAmVG0ggrwh5AINFVhUuqM5oHKBmRlg+O+Hu1DTYxgjQ5DOoGYNeYXZkyv0XwQyKe6phi7osKJOgkVzig2l5aFlRzBGh1CTtE4CV8QraiKtFTZ39JCIBCgqakJRdXoGbYmtWi9GtQUa4T8ZchVpSSTSVd7+YtjA8R9tcixNu+Kwiw3r7PQ5jjtdPTZfPtJE9t2rAp+/W4PKyvf2ITJtm23Ct/c3Lzgm8qOjg527dpFcXExTz/99DVjnfNmw5IjTRMxNdftSiFHmC4k+L4cEEK4I+mNjY2kUim3FXP48GG3QpWbxLsUK4P+/n6OHj26PCG3QGSzWQ4cOEA2m2XHjh0XddeYeuZhZDIOQOD23TPvX8O90HkcAFnRAAWTW6fSNDCHuwHHZsBTVE6FUKioqBhr/0bpHdWcDDsp6W47SGY4j7KyMoqLi93q5XBCcKDD2Y/yfDbN9Qvz3bEsyUjCqaZ4PY6uZeok1qT3MSGmZ/Xq1TQ0TCeQ4YBkW53BgQ4v8YzCa2e93Lxm9mrY5pUFaIqH1vMDZHSD/phNeYFjQ6CqKjbjF3QlkI/H48Uc7kMaWSxdxxroRHh8eAtKsYNhVKEgXQPICS4DXj+U12NXNDheWVI6Xkh62mnBmfpYbo0zvWehOAJzzetUj7wB0DSCXo3i2pkvotKysFMxrMQIdio2OeMGR8emFpajBPKJx+O0tOwnFAqxbft2RjMKkZg5SXheGlYoDzv6K3DOOXl5eQRDeUTFWkbN8XNKnnGSbPcJ9o3muzdt4XB40v46FJN883EDw3R43sfu1FhdszQI08jIyEUf2zOhq6uLXbt2kZeXx7PPPrtsFHwVsaSvdoqioCjKFSVNlyr4vlyYaGWQyzaLRCK0trYCs3j6zAIpJR0dHZw+fZoVK1awbt26qx5D80ZFMpmkpaUFIQTXXXfdRU2+GGePk3npKQC0+jV4t1w3fSHTQBz6qeO1o6jIjTdP+rOUEmOgwzW01EprJwnAFUXB9hSA6vw97LcIlhczMDBAV1eXm6ZeWFxBS3+d67vzljX6jBWcuSClpK1HcrTNpr3XpmdQYk44ZH0eWFkpWFensHO9Sv4EcbaUkpMnT9LZ2cmGDRtYsWLFrK+zvtqkN6rSF1PpGNQoCtpsWjFzFVoIwboVQTyeGtp7hxmMxekdtqgs8c4olBeaD62sDjsZxYoPOZ+rkUUf7oPoAEogHyWQj/D6x84HAqE4xFARChIJCkgpsANBx4x00vaMTdXNciqpKxkXFktpIzMp7HQcKzU6raIEgKqh5pegFpShjPlyxWIxWlpaCIfD1K/ZRntEYkxgS0GfoLpIxe+dvhGprODl014GxvRLHtXZF6oKqhkZCbiGmm1tbfh8PreNF8wr4huP2STGPFd/+W0am1e9cU19wSFMR44cYXh4mObm5gUTpt7eXt7znvfg8Xh49tlnKS8vX6QtXcalQEg50xjGGxeWZU1qx/30pz+lsbGRlStXXvbXnkiYYCx24Rqd+jAMg8HBQSKRCIODg9i2PaeVgW3bnDhxgu7ubtauXUtdXd01+96udcRiMQ4cOOC2Py7GjM4aHiD2D19AxmOgeSj4zP9Eq5xCFKR0CNNYlclefyOs2TlpETM2gDmWMabkFeGtXDXp76msTXu/5UyKabC6UnMrC+l0eox8D9CeXoeuOifxhoIBmhvVebdqLVty8LTNT/ZZ9A/P7zSkKtC0VuFd12sU5Us313Dz5s1UVk7P1JuKjAFPHvKT0h3ic2NjlsaK2W+qbFtyftBicFSnb2iEpGFSFlYI+ma/WZC2hZUYQaTj0yd3FQXhDaL4AgiPD9Xrd9pYMxxLiiIcE0tnS7DkzO22Ao9kTbEHqaexM6kx1+4ZPk9FRQkVoOYVowQnV3ui0SgHDh6iqHwlgYIajAkfiVeDikKVcGDm81nnsMprZ7zu1GRh0Oat66YLvqWUxCe4ko+Oxmnp3kQkUQLArdtgz61vbJ+hHGEaGhqiqamJoqLpuYMXg0gkwrvf/W50XWfv3r3XTPzXmxlLnjS98MIL1NbWsmrVqjmetXBcLsH3lcBEK4OBgQFM05xkZeDz+Th69CgjIyNs2bJl+U5nAci1SYuKiti6detFtTbt2Aix//tX2ANOYn3ofb+O/4a3TV+w/TDK0RcBkMXVyLfsmeQHZGeS6N0nnTaN6sFXtxExIZDVtCRn+0wMyylsNFSo00iClLCv3cOpPqcVE1aHCCZfwbYs8vPz3erlTDYYUkpaz9k89jOLyMj46UcIqC0XrKxUqCoRqApkdOgZtDnTZTM0Or4ORYH1VUPU5p9kR9OWi2pXRFOCZ4/40S0n/+3GRn1O4jQxTy2V1RmIJbBkluKQMqtbtaqqWLbETsexUzHkjPE1TtK8FKoTBqxq48HJjBMURUgsywZpISQIaTnEzDAQSDaX+/BrM59vhMePEgyjhApQAnkzVskigyO0d48QLKhCKOP7gaZCeVihKG/marluQss5L2cj489pLDfZ2aDPqV/K4alXMjyzz1lved4wzTVHKSwsmDSE8Ea6MbNtm6NHjzIwMEBTU9OCNUdDQ0Ps2rWLeDzO3r17qa+vX5wNXcaCsORJ08svv0xFRQVr1qy5LK93JQXfVwI5K4NcGy+bzboVs3Xr1lFTU/OGfn9XE11dXZw4cYKqqio2bNhwUcTaGoow+vWvYA86Yan+W+8idM+vTF+wrw3x+pMIJNIXRN76gUmtHmnqZDtPgOXojrw1a1EC4xM9tpSci1ikxiJTKgsVSsPTr4DHuzVaOpwKWVHQ5o4tGRTGDTUHBgbQdZ1AIOBeBAsLCxmJCx58weREx3gFJj8It21XuX6jOqvzs5SS9l7JiwctDp8df244aPOhO3ysq7u4m5SBuMJPj/kwx6b9ttfpbLyAr1QsadMzYmHZoJsm0WQaKTP4PfYkzZUTuTJl+y0TO5scqwSlwTZRFDHBlHJmCARylugbJFSFvawoGKtUCuFUsfwh5yeQh9BmrmJatiSelkRGsmQtddIx7dEck8qiPGXGqUGA7mGFX7R53YqdR5Vc36hTXzo/KcS5Xpt/fNDAllBaILj/vQqpxPi+YxgGgUDAbeNdrgngxYKUkqNHjxKJRBaFMI2MjPCe97yHwcFBnn/+eRobGxdpS5exUCw50mTbNoYxLkR99dVXKSgoYMOGWUayF4ClRpimIqdxEGPi10wmg9frdUOFJ4qBlzE7JgqVGxoaaGxsvKj9xGg/Rfzbf4dMOKUW303vIHTvxxFTP/tIB+L1JxC2jVQ05M33Oq7Tue2wTPTuU0jdqXpopbVoheNVQykl3cMW0aRzSigIClaUqNO2tX1A5eennTZKwGtz55bsNMNIKSWxWMy9CCYSSbpGaznevxLLdrbb74U7rlO5eat6wQDgHHRd57mXT7CvvZqR1DjZu2Wrwt03T886mwsDcYXnW31jFSdYVWZyfaOOOscubViS3hGL0dT4+80aBgIdoRjYto15AXNKKSWqtDH1DNLUx34MsE2kbY3pzBy1uBC47X7Hr8mpRAlFJRjws7m2BNUXcLRSHt+c+5VlSxJpyWjaZjQtp+rBCfoEJfnKrG04gGRWsL/dQ+fweHWpssDixtU6Id/8LiW6Kfnr/zQYiEpUBT7z/sleTFP3nWQyiaZplJSUuGLyaymLU0rpWoZs376dkpKSBa0vFouxe/duurq6eP7551m7du0ibekyFgNLnjS9/vrrBAIBNm/evKivc60JvhcbkUiEI0eOUFRU5E7IJZNJ18ogHo+jaZrrKl1SUrI8RTcDJmrB1q9ff1GaBGnbZF5+mtQTP4CxYQb/299D8N3vn76v9bUj9j/pECahIK/bBRUrJ6zLQu857WbMqQVlY+Lv8fX0Ry0GRp2qRsAraChXXR1TDl3DKi+e8CIReFTJHZszFIXmPoXEU5LvPJ3hdNf4hXFFYR83rYtRV+NcCOej68pkMrS0tGBZFtubmjnS7ufRn5noY4d7VYngY3dqVBTPn8hHk4K9x31uxaQoaHPLDHqcqUhmbPqithstk4PPAz6PhRAWpmWRyhqkdQtrgrbJqTDNvV1SSlTkmPO3mKECJthUW0Kef3byIKUTfZPMSBIZSSorpyudpEVxvkZx3swC7xxMC1q7PbT2aK4Xl0eVNNfrNJZbF+XJ9dSrJs+87uzP77lZ5R3Nc583UqkUg4ODDAwMuHmiOS+x0tLSq+qGLaWjq+vt7b0oy5DZEI/Huffeezl79ix79+5l48aNi7Sly1gsLHnSdODAAYQQbN++fdFeY6p+6VoWfF8spJScP3+eU6dOUVNTw/r162esJqXTaZdARaPRSVYGpaWly0nbOK3inCj0YrVg1mA/yQf/DeO0E3+CqhK692P4b3zH9IU7jiIOv+C05ISC3PEux8hyDA5hOuNOUSmhQjyVqybtswOjFv1R58Lu0aCxQpum1+mNKjx/3IctBaoiecfG7AX9mNq6bf7jaYPRsTzgonx4722Q73GqCMPDw9i2Pc1Qcypy04aqqtLc3OyKzYdiku88Y9DRNx4m/N63a+xcP/8JrLTuOFcPxJ3nqIpjT7CuymQOpwOkdMjIUNwmkZl+GvV5IM+nEPQLVMXGti0yhvOTNXK/mzMSKEUwZ/xTXWmYqqIJbVcp0U3I6JK0IUlnJSl9ejUJnHCU1OgAQY/J+jW1qHNUiy0bzvRrHO3ykDHGP4z6UpPmen1Os8qZMJqUfPHbOqYFK8oEn3m/ZxoxnwuGYTA0NMTAwACDg4OYpkkoFHIJVGFh4RU7F0sp3fiobdu2LTgNIZlM8su//Mu0trby3HPPsW3bdF+1ZVx9LDnSJKVE18djEg4fPoxhGOzYsWPR1v9GFXxfCLZtc+rUKTo7O1mzZg0rV66c1wloopXB8LCThVZUVOS28d6Mxpe6rrvhnE1NTRQWFs7reTKbIb33CdLPPwGmQ/6VolLyPvI7eFZOSby3LUTrzxHth5znKhpy551QUT++PstE7z3jVpiUYBhPVeMkQfDgqEXfGGHSFGio0PBNiUrpiyo8f8KHZQuEkNy2PktN0ewXdSkd/dFjP7NcUrB9jcL73q4RmGCQaZqmexHMDSHkLoLl5eWEw2ESiQQtLS34/f4Zpw0tS/L0Lyye22e5lZTrNijcd9v09zEbbBsOdXpo7dbIzfUXhWx2NujzMurMGpJo0iaatCdNnk2EqoDPI/B5BF4NPKpAU8GybHTLJGOYZHSTtGGSzhhInBm4MfsmbNvJnCsM+llRUoBhOa0u3ZToxozzci68GuT5FYz0CKeOH6R2zDJktuPbMOFMRON4j0ZaH99XikM2O+b5mcyEp39h8vRrzgf0O/d5aFyAH5Nt20SjUXffSafTk1zJL2f1e7EJUzqd5n3vex8HDx7k2WefXbTr1WLhwIEDfOELX+AXv/gF0WiUuro6fuVXfoXPfvazb7qg4CVPmo4dO0YikeCGG25Y8Lpt23Z/llo7zjRN11tk8+bNVFRUXPhJMyBnZZC7E7Qsi3A47E7ivRmCJdPpNC0tLdi2TVNT07zCOaWhk3l1L+mfPubYCYzBd+M7CO76AEpgyokpnUC0POMEs+LEZsjr3u24QU9Yp9572nGdZowwVTZO0kJNJEyqAg3l2rQ2TW9U4YUcYUJyyzqdujly5XRT8l/PmbScGiNiKtx7q8aNm+Y+ZiZeBCORCJlMBo/H4xKpHTt2zFnBPHne5rvPGK7nT2Wx4ON3XVy7rj/mGF/m4j8AVhSbbK01LtiGBOf8kzEgnnaqT+mZWmLzgGnZpHSDZEYnldVJ685wS8jnYWV50awC7Rz8Hgj4FEI+QdAn8GqC7u5uWltbWblyJWvWrJnxuxhNC073aZyNaBjW+N/zfDZb6wzqSy+uFTcV//dHOqc6JRXFgv/x4cWrRkspSSaT7rknGo0ihKC4uNitYC7WzVvOG6yrq4utW7cueJo4k8nwoQ99iNdee42nn356Ua5Vi4nW1lZ27NjBunXr+PznP09paSkvvvgiX/ziF9m1axePPPLI1d7EK4olT5pOnjzJ0NAQb3nLWxa0zqUs+M5kMhw4cABd19m+ffui5RlZljNNlbMyMAyDUCjkEqj8/Pwl9TkCY47KLXi9Xpqami54orZHo2Ref5HMy89MIktqTT2hPR/F0zCDCLT3rOPDNJZgL8OlDmEKjsc02Jkkeu8ZsJyLrZJXhKei3q0wSSmJxGxXw6QqUF+uEZhCmLpHFF484XPNK29eq7NyjgmpaELyb08YdEac00pRPvzqXR5qKy6uoiClpLOzk1OnTqGqKqZpuoaac4mBYwmnXXe2e7xdt+dWjRs2zv+YNS1o7dFo7fa4+h2AqkKL9VUGVYX2vImDbTu6orQuyRiSrOFUpS6kaZoKw7JIZnTyAz63nSYEeFTwasKtYPk94PeIaS2vzs5OTpw4MeMgQsaAziGN9gHVbVHmkO+32bTCoKHUYjGK6l/8dpbhUcdr66Pvunxibl3XXQI1NDSENWaFMZsr+XwhpXSr8Vu2bLnkm8uJ2/mRj3yEF198kSeffJKbb775wk+6wvjjP/5j/vIv/5IzZ85MmuL71Kc+xb/+678yPDy8YD+qNxKWnHJ36oGgquqCHMFzcShXIxLlSmB0dJSDBw+iaRrXX389gcD0YM9Lhaqq7l1erooQiUTo6emhvb0dv9/vEqgrqUW4XBgeHubgwYOEw2G2bds264SPzGbQWw+QPfAKxolDris3gFJSTvCX7sPbdNP06bhsCnHsZUT3qfF11W1Ebr7VidYYgzU65Lh9j90PqQXlaKUr3M93ou8QzF5hOj+k8rNTXocwCcnNa+YmTF0Rm288Pq5faqwRfPwuz6w2AnOhv7+fU6dOUVlZycaNG90W8MDAAMeOOTqvXAu4rKzM3W8L8gS/tcfD06857TrdhP/6qcnJ805rMOi/8LZoKmytNWkstzjS6aEtoiIR9EZVeqMqeX6bhjKT+lLrgoJxRRGE/ILQFO5s2RLDBNOWWJbzr5Rgy8kpJ0I4+iZFKKiqF1VxImU8qvO9zeeY6ejo4NSpUzQ2Nrp+dfG0oCeq0jWs0h9TkFOsxisKLNZXmdQULayyNBWOTk7SHZEYpryoaceLgdfrpbq6murqaizLcm1UZnIlLy4unlceZ44wnT9/flEIk2EY/Nqv/RrPP/88jz/++DVJmAD3PDb1ZrqwsBBFUd50+tUlV2kCR2OTw7lz52hvb+ftb3/7Ra9nKQu+wTFaPHLkCAUFBWzduvWKjfFKKRkdHXWF5KmUk5CeM0QsKSm5prViZn83anEZwjN+sujt7eXYsWOUl5ezefPmSdsvDR2zuwOz7QTGmeMY7SfB0CetU62qJfC2XXi33zDJaNJZgQ3nWxHHXxmvLnl8yC1vg5o1ExazMQc7sUYH3cem2gpYtqRryCKedg57j+pUmKZqf85GHJdniUARTkuutnh2wnSs3eL/PWUy1kXips0K992qoc5i/jgXurq6OH78OLW1tTPqbmZqAeeqCOXl5a6h5qlOp10XTznPC4fgA+/0sGHlxe1b8YzgRI/TsppYeQLH/bqm2KKqwKI0357TruBqoL29ndNnzrCifhO+cC2RuEokppDITt/QgNemodSiscK8IBm8VPz4FZOf7HP2o7oKwa6bNBpXiAu2GxcLUko30HxgYIB4PO4OseSqUD7fdFdyKSVnzpzh3LlzbN68maqqqhnWPn+YpsknP/lJHn/8cR599FFuv/32Ba3vcuLcuXM0NTVx++238+Uvf5mysjJeeOEFPvKRj/Cxj32Mv//7v7/am3hFsSRJk67rrrdJZ2cnJ0+evOidcqkTplwifHV19UUbLS42EokEAwMD9Pf3E4/H3TZMbhLvWrIykFIS/cvfx47H0KrrUEoriAuNwXiCgpJSykpKIJvGTiWwR4awBvqwh/qnhaQCCH8Q77br8V13K9rK1TPvXwOdjth7dGB8GyoakFvfNsm00s6mMfrbXQ8mFA1PZQPqhJadbkrOD5hkxoZL/R5YWTbd26i1W+PAmHGlqjii76rC2YW/Pzti8dALJnIsGu2et6rcum26v9N80N7ezpkzZ1i1ahWrVq264Dps257UAtZ13a1glpWVofkK+K+f2rSeG9/+nesUdr9VI3SRFTDdhLYBjbaIxkhy+vGiKpKSPJvSfJvikE1RyCbPL+ecwFtMSAlZE+JphWhKcL4vzlBcYmvFWHLmSkrAa1NbbFFXYlEWti/7tlqW5GsPG7T3jh8PeQFYW6ewokxQVaJQWiAoyGNWt/XFRCaTcQl4bpKzoKBg2iRnjjBt2rSJ6urqBb2mZVl8+tOf5oEHHuDhhx/mrrvuWoy3cllx4sQJ7r33Xk6cOOE+dv/99/PVr351SV0X54MlT5p6eno4fPgw73rXu+b95S5lwffEEvPq1aupr6+/pt7feK5ZhJGRERRFobi42L0IXu1SsDUUIfql/37Jz1dKyvGs3oh3YxOedVuc+IypkBKGuhGnXkcMdY8/HMhHbrplsp2AlFjRfszhHpeYCX8Ib8WqSZWwZMbm/KDlptXn+QW1peokJ2spoeWchxO9zjZ5VcltG2a3FZBS8uSrlls58Gjw0XddWuDqxDv5devWUVdXd0nryFUwc6aIHo+HkpJSehM1/PRQ0PV0Cvlh11s0rt84u+v1XIilBOeHnPbWcHL296sISZ5fku+XBL02QZ/E75H4PeDVJB5VjrXaJIrCJNJiS6fIaEmBaYFpC3QTsqYgawgyhiCtOz8pXZDICNfhfDZoqqQs36aiwKK60KIwKBe1/TYfZHTJc/ssXjxkYcycl4wAQgHIDwrygxDwCQI+51+/F/xegc/r2Dr4vcLxxxp73D/2+MVYGcB4nFSugpkj4F6vl9HR0QsGQs8Htm3zu7/7u3z3u9/lgQce4J577lnQ+q4Ezp07xx133EFFRQW///u/T1lZGa+99hpf/OIXee9738s3v/nNq72JVxRLnjRFIhFaWlq44447Lti3XuqC74m+QZs2bZpXwOnVhK7rLoEaGhpCSklRUZGrg7oaVgYym0E/cRjj7HFGz55ExIbxZFOIKUIU4Q+gFBSjlFaglVejVtWiNaxFLZzDLdi2nRiUtgOIkf7x11Q9yNVNsKoJJpAsO5vCiJxHZpPuY2pRJVpx9ST90lDcdifkAIrzFKqKJu/blg2vnPbSMeRU9QIem7dvzM46MWbZkgf2mrzW6qw3LwC//h4PKysvvmI5cXx748aNC76TzyGZTLo6qGg0Stbyc3JwA90j407iNaWC99yssbb20ivJGR36Rp2212BcJZoS0zRCVwOKsCkIOjYBJXk2JXkWhaErV/m6EOIpyZE2mxPnbNp7bZKZxV2/Q6gg6BeEArjasryAIJwnKAhBYZ6gOCwm2WDAuCv56dOniUajAAt2Jbdtm//+3/873/rWt/j+97/Pfffd94a4vnzwgx9k7969tLW1TZp+/rd/+zc+8YlP8Pzzz3PbbbddxS28sliSpMkwDNcYbmhoiNdff513vOMdc1YplrrgO5PJcPDgQTKZDNu3b5+3b9C1AtM0GRwcJBKJXHUrA8MwOHToEKOjo2zbts3JmbJMpK6Ppdj7pou450JqFDpPIM63IsYMKMHxXaJ+E3L1DvCNWw5Iy8Ic6cGKRtzHhMeHp7weJTBub2BaTixKTr8kgOpilaK8yduWMeDFE+PmjuGAzds3ZMnzz3xqMC3J/3va5MhYBlxJGH5zt5eywos/XiaGnF7OMOhsNsvg4CD9/RFaOwTH+laRNce1Kw1Vgtt3qqxfufDj3rQgmnJaZKNphXhakMgqpHSBbi7mOcWpWAU8koBPkuezScX6iUe72dBYSUNt2TVDkC4EKSXxFPQNS4ZHJSNxyWhSkkhDIi1JZyCVlWR05/NdbPi9UFYoKC0UVBYLqkoEMtNFb9cpNm7cQElJiUvAL8WV3LZt/uiP/oh//ud/5jvf+Q4f+MAH3jDXl/Xr11NVVcXevXsnPX706FG2bNnCP/7jP/I7v/M7V2nrrjyuHbHIZUJOD2Oa5qykaaJ+CVhyhCkej3Pw4EEUReH6669/Q5qRaZpGZWUllZWVk6wMOjo6OHPmzDRDxMv1/U20Z9i5cyfh8JhmSPPM3GqbDemEU1XqOY0Y7p30J+nxQf0WZMPWyWRJSqzRQacVZ433NdTCCqe6NIGoJTI2XUOWe4HxqFBXqhLwTSZMsZTg+RM+EmO+RGVhi9vWZfHN8layhuTff2xw8rxDqKpLBb95j4dw6OI/b8uyOHToENFodFFCTueCz+ejpqaGmpoatm2z6O0f4vmWBIc6CrFslfZeydcfMykvtLmtyUPzWhXfHLEic0FToTTfpjQfYPIV3rQgM9ZaMywwTOdfSwqndSrHTSpzk3OqItEUZ71eTeLT5Ni/uDYAuWpdbKiH67ZsoaJiYWaLVxpCCMIh5rUfmZZDnrK60+pzbBwgqzuPZ9x/cZzRM5DMSFLpsX8z041AMzp0RqRrleGgkqCvjG7DQ2ONYPWKFTQ3104yZG1ra+PUqVOEQiF3Gm/qJLBt2/zZn/0Z//RP/8S///u/v6EIE0B1dTVHjx4lkUhM8px75ZVXABbcsnyjYclXmhKJBC+//DI333wz+fn505Zd6oLvwcFBDh8+TH5+Ptu3b7+mgi4XAzMZIvr9fpdA5cZiLxqmDqqHiYKPRCLBgQMHUBSF5ubmi7NnMHQY6UMMdjri7gkTbjnIcBmyfhPUrJvUhpNSYidGMId7kMb4ZKjw5+Epq0WZQKxsW9IftRlKjLfjwgFBTclk/RJAz4jCy6d8rolhfanJjatnD6zN6JJvPGbQ1uOcMhqqBJ+82zOttTGvj8MwOHDgAKlUiqampkXzBrtYxJMWT7+a4vWTGoY1/sY9qs36OpMbN/tZW3tpU4BXCrnA2L6+vkUxW1zqsCxJPO14io2MVbWGRyWDMUlkRBJNzP7ccAh+4+7xgOGZXMkVReHf/u3fuP3227nnnnv42te+xv/6X/+Lr3/963ziE594w11fHn30Ufbs2cMNN9zA7//+71NaWsqrr77Kl770Jerq6jhw4MBV15peSSxJ0mSapuvNlMlkeP7557nhhhumGXBNFHwvtUgUcEa3T5w44XrdLLX3NxVSSuLxuGtlkBMC5wjUfP1YAMSrj0JiBEpXIAvKSCh+Dp/tQAuF2T5DlMfYBjhkK52AZAySUUR8CKIRSIzMqHKR/jyoWYtcsRbCpVNWJ7Hjw5gjfUhjguBD8+IpqUHJK5p0Ak5kbLqHx8W1QkBVkUpRaPKNgJSOeeOhDo+rvdlSq7NlhTmrKDidlfzro+MZb+vqBL/2bg/eecaUTEQ2m6WlpQXDMGhubp6XY/rlRioj+fkRi5cPm4ymJr8nr2bRWGWyudHP+noPRfnXzkVvYntz27ZtCw6MfbPj/PnzHG09Q2H5enRRzvl+SVuP7XqPqQp88Te9M8bzSClJpVK0trbyu7/7uxw7dgxFUVBVlT179vDlL3+ZlStXTnveGwF79+7lf/2v/8Xhw4eJxWLU1tZy991380d/9EeUlMyh01yCWPKkyTAMnnvuOXbu3OmeUJa64FtKyenTp+no6Jj36PZSRDKZdAnU6Ojo/K0MLBPx1DcQ9vTRHikU8PhA84Ki4vRTbCcnTs8g5NyZXBIBheVQVoesqHd+n/LdSMt02nDRCFjj4dOoGlpRJWq4bFIrzrQkfVGLaHL8UA56nerS1JO7YcGrZ7ycHxN8q4rkptVzm1ams5J/ecTgfL+z/k0NCh+/a3qg73yQTqfZv38/ADt27FhUM9XFgGVLjp+zef2ETWu7Nc2XCSDPb1FfpbCyUqO6TKGqxBEVX+ljzLZtjhw5wuDgINu3b3/TXbwWGznX9DVr1lBfX+8+LqVThTp5XhJPSe668cKqFiklX/rSl3jggQfw+/2cOXOGZDLJtm3buOeee7jnnnvYuXPnZXw3y7hcWPKkybZtnnnmGZqamqioqFjygm/Lstw7z02bNi3YhG2pIJPJuAQqNw2Tm4QpLy+fXDkydeg4hhjoRA73oFizzEXPA9IbgIJSKKxAFlY42XDe6VN/UkrsdBxrdBA7EWWS6kL1oBWWoxaUIZTxSpktJcNxm0jMdmM5hICKAoWS/On7dTQleOmkj9G0Q7hCPpvb1s8+IQdOS+5fHhmvMG1ZpfDROy+NMOWCdz0eD83NzTOaCF5LSGclredsjrbZnDxvk9FnX9bngbIiQWnYmcYqyHO8hsIhQTgoyAtwSVW52WBZFocPH2ZkZISmpqY3VYzF5UCOMK1evZqGhoYFrUtKyde+9jU+97nP8ZWvfIXPfvazZLNZnn/+eR577DEeffRRCgsLOXLkyCJt/TKuJJYkabIsC9Mcv9A988wzrinZUhZ8Z7NZDh48SDqdZtu2bcsn0lmQy6Xq7+93De0KCwvdSbxAIICUkrNnz9Le1sba2irqivIQmQQiHQc961SAbMthKUI4+ievH+nxQyDPyYELFc5IkHKQUiIzSazkCFZ8ZHJVCRDeAGphOWpe8aTKkpSS0bSkP2q5DtwA+QFBVZGKd4pZpZTQFlF5vd3rVk6qCi1uXjO74BscM8yvPzqe47Z5lcLH77w0fU8sFuPAgQMEg0GamprecNo6y5Z0RZxWTXuvTUevRTx9ce1uj+b4Q/l9goB3zHPIx5iv0Li/0LgH0ZgnkQ8CXsenyKM5N4KHDh0iFovR1NT0hpuEnQtSOqLu9JhYPmsIsua4aN60wbIFlmS6aJ4x0bwKHlXi1RzhvN8jCXglQa/z2FTkHOgnxsxc+vZLvvGNb/CZz3yGL37xi3z+85+fdo2RUhKJRBYcw7KMq4M3BWl67rnnWL16NTU1NUtW8J0TKQshaGpquqIj+G9k5CZhclYGpmm6AwPxeJz169dTW1u7aK8nTQM7HcdOjWKlYpOm4AAQAiVUhFZQivDnTdEiSeIZSSRqua7e4ITSVhWp5AemX8R1E37R5qVjMHe1kGxZYbK51phzHN2yJP/2Y9N10t5Yr/Cr7760ClMuk6+wsJBt27bNW1d2rSORlnQP2HT0pOnsyzIQtYlnPGQMH5LLox/UVPCqOh5Fp6I0QGmhh9JCQVmhoLZcuaQpxisNKSGlC6JJwWhGYTQtiGcUUllBMiuw5eV7D17NsWYIByQFQRsrPUhvx2HWNNRMCqO9FEgp+Y//+A9++7d/mz/5kz/hC1/4wpK6xizDwZuCND3//POsWLGCurq6JSn4Hhoa4vDhw+Tl5bFt27Y31STDQmEO9yJNHSUYBm+QoWiMEydOuPmFwWDQrUBdrJWBtG2knsbOppDZFHY6MVnQPQHCn4eaX4yaVzQte05KyWhKMjA6mSypCpSFFYrzZ3a17ospvHLaS0p39ne/R/KWNXNHouRe7wfPmfziuLPc6hWC37jbc0nhqpFIhMOHD8+YybcU4ejoBujsGSEynEG3fGi+IjRvGKHlkTEUMtlxz6FMdnw83pr7a5kXisOwvk7h+o0qteXXxo1hxoCBuMpgXGEorjCSUi7Jr0oRThVJVeRYiPH433Jhx5Y9Xo26GAS9NmVhm/KwTXWhNatH2WyQUvK9732PT33qU3zuc5/jr/7qr5b8vv5mxZIkTbZtYxiGK/h+9dVXSSQSFBcXU1FRQVlZ2RuuPTAburu7OX78OBUVFWzcuHHJ3MVfKWQ7jk0iMrolSeoWeUUlSEUjGk8yNBIllcmiejyUlJRQWlpKOD+MEBJsG2lbYBlI00SaWaQx/jMrhIISzEcJFqCGCmf0eDItSTRpMxS3MSbotBUBpWFHtzTVRgAcsfeBcx5O94+vs7rQ4sbVWQLz4NNP/8Lk6decF1xRLvjtez34L8GzqKenh2PHjlFTU8OGDRuuiQv4lUTO0X5gYIChoaFJuWYzGbKaliSrO+2pjO78njEcYpVIW5xt6yaVgbzCSjK6SiwJI3E5q9Zqba3gw7/kIT94ZT93y4b+mEJvVKUvphJNzU0ePKokHLAJ+SQhn9NGC3hzcTOOL5VH46LCkG0bdItJcTPJrCCRFSQyCsMJiW7NLujeXqezacX8tIxSSh544AE+8YlPcP/99/PXf/3Xy4RpCWPJkqZclIplWa6GJRKJMDw8DDCJQL0RKzMTs7oaGhpobGx8012UFgpp2xh9Z7HT8RkDdRcVQkHxh1ACeSiBfIQvNKNruJSSZFYykrAZTclJJnyqAiX5s5MlgK5hldfbPG51SVUkzfUGaypmtxOYiIOnLf7jKediURyG33uf95IuurlA6Pr6elavniWM+E2EiblmAwMDGIbhVjHLysooKCiY9TPSdZ2WlhZ0XWfHjh2TyJaUkmTGcdLu6LM502VzqlO6u3NhHnzm/d7L3razbOgZUekYVOmOqpjW9NcTSAqCkuI8J9C4MGhTELDxeaYNkF5W9PX1ceTIEWpqV1FcuZrhpMpAXGFgVCU7VgF756YMlQUXLv1JKXn00Uf56Ec/yqc+9Sn+4R/+YZkwLXEsSdJkmibZbNatNE0UfBuGMWee2bU+0QPOCfjYsWNEIpFFzep6s2I0FuVM6xEKgz6qS4sQlo7Us0z3DZ4HhILweBEeP8LjR/EFEL4gwuOb9aIopSStS2IpSSxlT4uJ8GkOWSoMKbOGkCYygv3nPHQNj989V4Qtblitkz/PVkP/sM3f/sBANx1x8u+9z0NF8cVdAKSUtLW10dbWtiiTSEsRtm0Ti8XcYOF0Oo3X66WsrIyysrJJfmK6rrN//35M02THjh3zcvOPJiRP/Nxk/0nnon/Hdeq8xuQvBcNJwZl+jXMDmmuSmoMQktI8m8oCm/KwRUm+jecqF8L7+/s5cuQItbW1rF27dpp/2UhK0Duisr7anFdl64knnuDDH/4wH//4x/mXf/mXZcL0JsCSJE133XUXqqqye/du3v3ud0+ztc8hl2fW39/P4OCgO0VVUVFx1QJhLwRd1zl48KDr+XE5oyfeDBgaGuLQoUMUFBSwbds217tJSunkyZm6036zLedf549OKK9QMEyT6GicgeEogyNRLFtSXFzsVhBmI+GWLUlmJPG0TTwjpxElAYSDgqI8hZBvdm2KYUFrt4fjPZqr4/CokuZ6ncZya9538JYt+YcHHC8mAXzybo0N9Rd3hZNScvLkSTo7OxclEf7NACml6yc2MDDg+omVlJRQWFhIV1cXUsqL9rSSUvLX3zfoGZTUlAr++4cWr5puS+gcUjnRqzEYn7yPaIqkptiittiiqtCacVptfq8hMUynZWnazr+W7by2bY9Nno4tK2BssMepxqoKaIpwpug0gUd1/p7T161YsYJ169YtuPr5zDPP8IEPfIAPfvCDfOtb31qWRrxJsCRJ0ze/+U1+8IMfsHfvXoQQvP3tb2fPnj3s2rWLkpKSGQ8Wy7LcFt7AwACWZVFQUOBWoK6FvLZkMsmBAwcA2L59+zXhpPxGQSprE09L8gOCgNchIb29vRw7doyKigo2bdq04LvEqVXMiVYGxSXl2IqPVFaSyjqVpZkQ9AkKg4KC0OwtOHAyzM70axzt8rgtBYD6MpPmlfq8tEsT8bPDFg++4LTl3takcs8tF3e1s22b1tZW+vr62Lx5M5WVlRe3AcsAHD+xgYEB+vr6XD+xgoICKisrKSsruyji9O0nDQ6dsSnKhz/51YVX0G0J7RGVY90e4pmJx4qkutBmVblJTZGFdhHcwbYlGUM6eXGGk22om3KShm+hEIAiLBKjQwR9KnU1ZQR9cx9fF8JPf/pT3ve+93HvvffyH//xH7Mb5S5jyWFJkiZw7kSGhoZ45JFHeOihh/jJT36Cbdu89a1vZc+ePdx9992Ul5fPSKBs23bH0CORiDuGXl5eTkVFxVUZ5x8eHubQoUOEQiG2b9/+htRhXU30DFsMj+WxKQKEnSE23E9BfoD62ip8HjFr62u+kNKpGOmmJK3bxOIpUhkbKTwo2szflwBCfkF+QBAOKnguMNJvjJGl1m4PGWN82eKQxY4Gg/LwxY9g6Ybki9/WSaQdHdPnPuyd5vU0F3JGi8PDw8tRHouAdDrNvn37UBSFuro6RkZGGBwcxLIs8vLy3Cpmfn7+7BVIU/Ln39JJZ2Fzg8In3nPpgy9SQseQyuHzk8mST5OsrjBZU2kS8s3vMmJajmYvmZGkdIcsXQwETkixELixRJLx6bmLuZoFvII8v6A0fHEE6qWXXuK+++7jrrvu4j//8z+XzFDRMuaHJUuaJkJKSSwW49FHH+Whhx7i6aefRtd1br75Znbv3s0999xDdXX1rARqZGSE/v5+IpEIhmEQCoXcFl5eXt5lF7n29PTQ2tpKeXk5mzZtWi4DXwLOD5iMpufe1XNJ8h5VoCigKsIhWGJcqCrlxPFmiW3jtg/mc3cspY2RSWDrCfICCuUl+RQVzi4CziGREZzu1zjTp6FP0I7k+2221RnUlcy/FTcVrxy1+OFep8r0kXdpNK+d//5lmiYHDx4kHo8vOaPFq4FkMklLSwuaprFjxw735si2bYaHh10heTabdYOpy8rKKCoqmlQp/fkRiweed77Tj92psX3NpZ0zBuMK+9o9DCXGnx/02mysMWksNy9YVcrp9eJppxWdMWZfVgjwe8SYKaVwW2uaKsasBpjRWmPq61m2U4k1LMlINEFv/yChcBGaL296G1zAhhXaBdebwyuvvMKePXt4xzvewQ9/+MPlm9c3Id4UpGkicqGuTzzxBA899BBPPvkkqVSKG264gd27d7N7927Xz2kqconWkUiE/v5+dF13J2AqKirmvPO71G09e/Ys7e3ty1NIi4CMbnLqbBcZQ5BfVI4lL29JXeA4PPs8YszRWeDXIB4fdauYORFwrg088eJn2dA9rHI2otETVWBC5G84YLOpxqC+zJrTpHI++JdHdE6el4RD8Ce/6p33XXduqiubzdLc3Oyagi7j0pBIJNi/fz9+v5/m5uZZKxhSSkZHR91WcDKZRNM0N1cxlF/M//m+EzJbHIY//Ij3ok1JswYc6PByNjJ+jPg0yeYVBmsq5xZJS+m02qJJm9GUPePNhMBxRA/mjosxsrSY57ehoSEOHjzott+FEJiWdFvkiYyNpgrqy+d3Hti3bx933303N998Mw8//PAbYmhoGYuPNx1pmopkMslTTz3Fgw8+yBNPPMHo6Cg7duxwCdRso/y56lWuApXJZPD7/W4Faq4R4vnAtm2OHTtGf38/69evXxbVLhCGYXDw4EESiYQroLdtSdaQZE2npaabTnstJzq17LHK0pR15VoEypjwNHcnrKnOnbFXE2M/c18EpJQkEgmXQCUSCVTNi79wFVmtmoFU3rSJpLJ8iw3VJiuKL72yNBV/+wOdzoiksUbwO/fN7845k8nQ0tKCZVk0NzcvO9AvEPF4nJaWFgKBwEXHzKRSKVeLGY1Gae1fTceIM1H7vrfBTVsu7uJ+fkjl9Tav2/5VhGRDtcmmGgPPHPzCsh2rjJGkTXaGipLfA3kBhTy/IOgT867uXApyhClnqjrbcWhLOa/tOHjwILt27WLnzp088sgj14TGdRlXB2960jQR6XSaZ599lgceeIDHH3+ckZERtm7dyu7du9mzZ8+sExe5O79cBSqdTuPz+dwK1GzTe7NB13UOHTpEIpFg69aty+nlFwHdZGxaZvyxTCbDgQMH0HX9kioiEw+Rxa70SQmjaUFfTKVrSBKJe7Dl5Nt4TbFYWWKyrtqeM1z3UvH95wx+0WqjCMdmoLZibkF8roWkqirNzc3X5JTpGwmjo6O0tLQQCoVoampakKj44Kks//G083txMMb1tYcoLCxw23ihUGjWfThrwOvtEyN3nIzC6xp08gNzhDobkqFRi2hKTtMUBX2CgqAgHFAu6CgvpUQaGaSedf41dKSlI03TMY+V9tjo3ATdnhCgqE6QtaohNC9Z0+Zcdy++UD6N6zehzmAcezE4evQod911F1u3buXxxx9fvkF4k2OZNM2CbDbLT3/6Ux588EEeeeQRBgcH2bBhA7t37+bee+9l48aNM05b5aoHuQpUMpl0PVgqKiqmaQ+mIjchJ6WkqalpeULuIvHKGS89IyrVhRYVBRZ5WpzjR/fh0TSampouavrociBjwEhSYSjhREoMxNVJ0285KEJS5E/gM7sxY2cQ2BQXF7tu0ovZGjjRYfOvj46XBnasU7huvUp9lcDrmbxtuYqI3++nqalpWdOxQMRiMVpaWgiHw2zfvn1BesWBqOOzldGdtvBn3q8izOFphpq5fWhiNbwvqvDzM17SY6aoXk2ys0GnvnT2imY6axMZdaZSJ8KrQWHI8RWba6BAGrqTw5hJYmeTSD19WUxmhTeAEshHCYZRghcXhXT8+HHuuusu1q5dy5NPPrncgl7GMmmaDwzD4IUXXuDBBx/kRz/6EX19faxevdolUNu2bZuVCOXaL/39/SQSCTwej3vSKikpmfS8kZERDh06RCAQYPv27cs984uElPDQvsCkqTIAlSwVhQpFISgI2oQDNvn+mRPPFwO6CcmsIJUVxLMK8bRgNK0QSwv3ojQT/B5JdaFFzZjHTc4I0DAM1w4j5ye22HYYLx2y2Jpy4RcAAGovSURBVNtiMppybubBaUFWlwoqipxAWK+Sor/nDMUFXpq3r6Mg79ICfJfhIBqN0tLSsihBxums5O9/aNA/4pzOf/Uuja2rx9cnpXT1mBMNNUtKShlV19I+EianmaspMrmhcXbbiowu6Y9axDOTLx35AUFxntN+m7Eib9vY6VHsZAw7NYo0Z8l/yUFREZoHoXpA9TgO+kqujCyA3FSG46FmZtJk00n8mjoz0VMUfA3b502aTp06xV133cXKlSt5+umnKSgomNfzlrG0sUyaLhKWZfHyyy/z0EMP8dBDD9HV1cXKlSvdFt511103K4FKpVJuBWp0dBRN01wCZRgGx48fp6ysjM2bNy9PyF0CLBvaIirdIyp9UQVLzt1m8qhOxlXA6+Rb5TKuNMUJBnUn55BIxISpOTBtgWmCYQl0EzKmk3GVMcSMERIzIc9nU5JvU5ZvU1lgEQ7IC+qUcnEcuYufaZruGPpCpzmjCcmjL5kcabPnHR7r0SDgA79X4Pc6FQ6/V+DzOq7iXo/A7wG/T4wt5wiAAz7HaiHkB/VNSLyGh4c5ePAgxcXFbN26dUEeYZYl+fpjBqc6nVP5O3eo7HrL7HcEOUPNrt4hWgcqSVMEgMBibckQW+q9+HzTGZNhSvpjFtHkhHY1UBgSlIZVfJ6ZpAs2djKGlRjBTsYmt9bclSgIXxDFF0T4AijegOOgr87/riZHQIuLi9myZQvCMpyw7EwSO5NEZhIooUK8VY3zWl9bWxt33nknFRUV/OQnP6GoqGje27KMpY1l0rQA2LbNq6++6hKo9vZ2VqxYwT333MPu3bu56aabZiU/6XTarUDFYjEAgsEgjY2NlJaWLpulLQCdnZ0cP3GS4so1BItXMZxUGU4oJDICyZW/QGuKJD/ghJIWBW2KQs7PxRpQTkXODiMnJNd1nUAg4BKoSx1GSKYlZ7tt2nsl3YM2fYMWiczli4cI+Bz38/wQFIQEBXmC4nxBSYFT4SrMv/Co+RsJOZFy7gZpIYRJSskPnjP5xXGHjGxuUPjVXRceoR+MK7x4crwdF/RkqRRHSUa7ASgsLBxvBfv9DI06rbiJV4uikKCsQJ2xBWfraazYIFZ8COyp43PCyWAMhsdyGIML0grmWpy5it2MsgnbAstCeC580HV0dHDnnXdSWFjIc889t+w7toxJWCZNiwTbtmlpaeGBBx7goYce4vTp01RWVvKe97yHe++9l5tvvnnaREw6nebYsWOMjIxQUVGBruuMjIygKAolJSVUVFRQWlq6bJ42T0wMMW5sbKShoWHSydi0YDTjpJzHM077LK07P1lToJsCwwJbzucELvGoTrXKqzmtNd9YKnvAO57WnueXBDwXriAtFLlpzqlWBvPV0s2Gzs5OTpw4QVV1HRU1a4glIZFyQmJTGUk6C6msJKs7bZus7ui2srokozviYvvi/TYnweuBiiJBdamgpkxhZYXz+xuxQjUwMMChQ4cWzYX+x6+Y/GSfQ0pqywW/fZ9nxorPRLRFVF4763X384Yyk+tX6Wiq0wrOVTKHhoYQnhBFVetRPeNawPyAoLJwemVJSomdimFF+7HTickvKhSUUCFqXqGjK1LmWUm3LdAzYOhOlUpKp7yleUHzMJrW2d/SQkFBAdu3b1/w59nV1cWdd95JIBBg7969lJeXL2h9y1h6WCZNlwG2bXPkyBEeeOABHn74YY4dO0ZpaSm7du1iz549vO1tbyMajbJnzx6Kior49re/7d7N6LruXviGh4cBKCkpcasHywRqZkyM8diwYQM1NTULWJdjWJlzGJZSIIR0rQZUZbx1dy0i137p7+9nYGCAeDw+ycentLT0gu1fKSXnzp3jzJkzrFq1ilWrVl1SNSDnkp7RHd1NOuv8nspIUhlIpCWJtGQ0CfGUJJpwfrcvcFbyarCyUrC2TmHDSoWqktnz+a4V5LLPqqqq2Lhx44K39/kDJo++7BCmkjDc/z4v+cG5LC7g4HkPrd3OOUQIyY56g7WV5rR92bYlfVGL4cT4F2Fkk2SiHRTl+yYZakopsRMjmCO9SD0zaT1KIB81XIoSKnQ0SbNtWGoUov2I0SFIRiEZg3QcYWTn/AxsBLrqxVtUjigoRRaUQUk1+C9+gKa3t5e77roLIQR79+5dDkJfxoxYJk2XGVJKWltbefDBB3n44Yc5ePAg+fn5BINBTNPku9/9Lm9961tnfG4uy6y/v5+hoSEAioqKqKiomDMMdikjo0sUhUktAdM0OXz4sGsRUVZWdhW38NpDrhUciUSIRqNuJTMXxzGViEspOX36NB0dHaxbt466urorur22LYkmYCgmiUQlfUM2vUOSnkGnejUTisOwtVFlxzqFmrJrL2m+r6+Po0ePUlNTw/r16xdMmCa6uOcH4Xff66W0YO6swlfOeDk/5LT9fZrkreuyVBRMLwOmszadQxa6s3qEgLKwglcmGBx0JvESiQSaprGyvJiKAKi2Ob4CRUHNL0UtKEPxzmJHkYzBwHlE5DyM9CKmkK2FQtasQzbfMe/lI5EId911F4ZhsHfvXmpraxd1e5axdLBMmq4gpJT84Ac/4JOf/KSrWZJScuedd7Jnzx7uuOOOWSehTNN0HYBzE1RFRUVuBerN4pXz/AGTJ1+1WFursLZWoa7cpOfcAbLZDE1NTcsTLhdANpt196NcJTO3H+WIeGtrK729vWzcuPGautuWUjI0Cud6bdp7bU512gzFpi9XUyp4yxaV5nXKBVtVVwI9PT0cO3aMuro61q5du2DCtO+ExX8+ayJx9GC/c5+H6tLZiWLWgOdP+BiMO9XFcMDmbRuy5Psnn/qllAzFbfqi40Qq6BPUFE9vxaViw5iDnXjlOFkybch68whV1OIPzHAeiw8juk9B71lEYmTGbZUICIYhVADBMNIfBG/AaceNTc5l0mk6zp4m6NVYUVKIkklCYgQSw4ixy5lcex1y3Q1zfo45DA4OsmvXLhKJBHv37qW+vn5ez7vSePnll/mrv/orXnnlFTKZDCtWrOBjH/sYf/Inf3K1N+1NhWXSdAXx/e9/n1/91V/ll37pl/jud7/L0NAQDz74IA899BCvvPIKwWCQX/qlX2L37t3ceeeds05CWZbF4OAg/f39bpBnQUGB60Z+tb2ILie+9rDOma7Ju6xHNamrUFhZ5XFH5EsLxTVxwbyWMZOVgaZpWJbFunXr3hB320MxydF2iyNnbdp6Ju8XQT/cslXlrVtVQoGrsy90dXVx/PjxRYtB2n/S4nvPmkjpTCr+1h4PKyvn8H3LCn7a6mM07SxTHra4dX0W35Q5E8uWdA2O2wgIoLxQoTRfmbTN0rIwh7uxYgPjT1ZUUmqQzpEkg0PD2LZNOBx2iHhRIXnRLkTncUQ0Mm37pC8IpSuQRRVQWAHhUphjai6RSLBv3z5CoRDNzc2T28yWCbEBGOyEigYouHDFeWRkhF27djE8PMzevXtpbJzfdN2Vxve+9z0++tGP8v73v59f+ZVfIS8vj7Nnz9LT08Of/umfXu3Ne1NhmTRdIXzrW9/i13/917n//vv5m7/5m0kHu5SS7u5uHnroIR588EFefvllvF4vt99+O7t37+bd7373rJNQM42g5+fnuwRqqbnXHm2zONpm03rOIpGe+wIUDkFxWFAcFhSOTWXlByEvIMgLQPBNPPI+FbkcuUQigaIoWJZFXl6eKyS/EsHUC8XwqGT/SYtXjlpEJ+iQfR64dbvK25tV/N4r9x5yIvqFaMImYiJh8mrwm7s9rKqenTDFUg5hSo1NyK0sMblpjT4tNy6jSzoGTYyxopFHg7oSlYBv8oJWMooROQ/WuBGqWliOVlTl2gPkzkcjvV2Eek9SZYzgYXILUBaUI6tWQXk9hEvmLQ5MJpPs27ePYDC4YOd0cKbu7rnnHrq7u3n++edZu3btgtZ3udDd3c26dev42Mc+xte+9rWrvTlveiyTpiuErq4ufvzjH/Obv/mbcy4npaS/v5+HH36YBx98kBdeeAFFUXj729/Onj17ePe7301JScmsgcLDw8OuANgwDNfDJ3fhWwoYHBzk4MFDqP4KPPlr6RoQdPRLBkbkBQXEM8HxFnK8hPxj/kI5ryGfZ8x/yOsksPvHvIaCPkHQ7xCvoP+NPRJvGAYHDhwglUrR1NREfn4+0WiUvv4B+gZGSRsKmjefYH4J3mABihZwJw1NW2CNTRzmhPOIsXw+AYoi0RRnytDJ5ZP4vc5EYdAnCY1NGi5w6GkSLFtytM3muf0WXZHxHSIvAHfeqHHjRgVloSnHF0BHRwenTp1i9erVNDQ0LHh9v2i1+MFzTkvOq8En7/Gwumb2D204Ifhpq991m19XZbCj3pjGT0ZTNl1Dlnvc5AcEK0rUSaHN0rYwBzod+4AxKIF8tLK66ZqldAJxeh90tiImjE1mhIduJUzEX0xexQrKy8spLi6etx9djjAFAgGam5sXTJji8Th79uyhra2NvXv3snHjxgWt73LiC1/4An/+53/OuXPnWLly5dXenDc9lknTNQwpJYODgzzyyCM89NBDPPfcc9i2za233sqePXt4z3veQ3l5+awEaqqHTygUmkSgrvXKwUzo6emhtbWVysrKaVE2hinpH3bEwwNRyVBMMjwqGYlLYsmFj77PBkVAXhCK8p2qVlmhMxJfW65QlH9tf8bZbJZf7D9K2vJTsWI9GTtAPC0cSwY957x8eSFwrBkKAk62XlGeTWmetWAfKyklJ85LnnrVpHMCeaqrELzv7dplE4y3t7dz5swZ1qxZsyj6mJ8dsXjweacM5PXAb9ztoXEOwjQYV/hpq88Ne95aq7N5xfQJucFRa5J+qaJAoTQ8uR1nZ5IY/e3I3BSboqKVrkDNn3LjZugOWWo/hJjgyyRLapCrtiPL60im0q6ebnR0dNJAQmlpKV6vF2lZ2COD2NFh7HQSmU6hZ9K0d3Wj+v00bm3CV1GNyLu4OJSJSCaT/PIv/zLHjx/nueeeY+vWrZe0niuFd77znRw8eJDvfe97/I//8T84evQoxcXF3HfffXzlK18hHA5f7U18U2GZNL1BkItBePTRR3nooYd45pln0HWdm2++mT179nDPPfdQVVU1a6BwLkKhv7+fbDbrmiBWVFQQDl/6CehKQUpJe3s7Z8+evSR9iC0lybQz1p5IOwaOyQwkM5JMFtK6Mw6f8xfK6OO/6wZc6kFSWSLYskrh1u0qIf/V/4wtG4YSCgOjCv0xiERtLHFxQwSqsBBSB0tHCAufR8Xv8+DzedyKmwRs26k+mTYYY5WprCmw7Hk6pvttKgtsqgosKgutS469kVJy8LTN4z83GYk7jykKvKNZ5ZeuVxctCkZKSVtbG21tbaxfv35RNGHP7Td54ucOCfF74Tfu8dBQNTthiowq7G31YY59xjsbdNZVmZOWkVLSF7UZijuESRGwokQlHFQmLWONDmIOdJLb+5VAPp6KeoTmnbgy6D6FaP0ZIpsaf7h8JXLtdVBUOeN2ZjIZBgYGGG4/g332OKGRfvKTMTzx6CTSNRtEIIjWsA7/W27Hu37+pCedTvO+972PQ4cO8eyzz9Lc3Dzv514trF+/no6ODjweD3/0R3/ETTfdxOuvv86f/dmf0dzczEsvvXTNn7+XEpZJ0xsQUkri8TiPP/44Dz30EE899RSpVIobb7yR3bt3s3v3bmpra2clUKOjo26cSzqdxu/3u1N4hYWF19wBKKXkxIkTdHV1XZ0ReCkxDMbIlCStQzojSWUd8hVPwWhSMhx3qlrDo9PXEfTD7ls0rttwZeNxpHS0LT1RlZ6oysCoMqd5p1eV5I9l8+X5JSGfTcDrGHU6Bp7ORRZmtjIoLi52TVlnCvOV0hl/TxvCzecbzTj5fNGUQnwW53FFSCoKbOpLTWpLxnP5Lga6IXnmFxbPH7TcqmNVieDDv6TNOX02H0w0Vt2wYQMrVqxY8Poe/7nF3haHQAT98Kl7PNRWzJcwSW5s1GmsmExApJR0D49HoWgqrCzTCEzQekkpMQfOY40Ouo9pJTWohRWTzw3pBOLwXkSkY/y5RZXIjTdDcdWs22n2dpJt+Tn64V9gD00Xh18MQu//JP7rb5vXsplMhg996EO89tprPPPMM1x//fULeu0rhbVr13L69Gm+9KUv8Yd/+Ifu43/3d3/HZz7zGZ599lluv/32q7iFby4sk6YlgGQyyZNPPsmDDz7IE088QTweZ+fOnS6Bmk2EmiNfuQpUKpXC6/W6FajCwsIFO+wuFJZlcfToUQYHB9m8eTMVFRVXdXvmg4wu6R2UnO6yOdJm0z0wPpH0O/d5WDVHa2UxICWMJAUdQxrnh9RZI1A0MlQWqZSGJcUhm4LgpbuX50xZBwYGXE+xwsLCi7bEMCwYTigMxBUioyqRUWVaZUpVJPWlFmsrDYrzLv701TVg84PnTPd70VS4+2aNW7Yql3TDIKXk1KlTnD9/nk2bNi3YpsGyJD/4qcm+Ew6zC4fgt3Z7qCyZH2ESSG5ao9NQNp0wdQ5ajKad9+3VoL5cm+R5Ji0Lo+8sdnqsJKdqeCsbUQJT9JA9ZxzCNNa2k94ActMtULN2RmG31LNkD75K5pWfYnW2Tfu7CATR6hpRKmrIhgoYsiAST2BpXjx+P2WFhRTnhQhJEzk8gNl9DvPsCcKf/jxqyYVdu3Vd5yMf+QgvvvgiTz75JDfffPMFn3Ot4KabbuLVV1+lpaWFpqYm9/FTp06xbt06vvzlL/O5z33uKm7hmwvLpGmJIZ1O88wzz/DAAw/wxBNPMDIywrZt29xA4dl8Yia6SEciERKJBB6Px73oFRcXX3ECZRgGBw8eJJFIsH379jdkaKaUkiNtNt952sS0nMrGH/zKAsU6syBjwNmIRntEI5ae/l3l+WyKAinikZOU5lvs3L7hsgRDm6Y5ycrAsix3BP1iJzotG/pjCp3DKp1DmitszqGiwGJzjUFFgX1RZM+yJM+8bvGTfZabp7Z5lcIH3qldVBs1VwXt7u5m8+bNVFbO3I6aLzK65NtPGpw872xUaYHgt/Z4KA7Pvk1DcYWftPrGgqIlb5kHYfJ7HMI0sTUpTQO95zRSTwMgfEG8VY2T23GWhTj2EqLj6PjzVqx3CNMMRpZSz5L5+XOkn38CmZhcgtXq1+Dd1IxnzWbU6jrXMTyTybBv3z4URWHdunWMjIxMMtQsLS2lrKyMkpISNE27INE1DIOPf/zj/OQnP+GJJ57gttvmV5m6VvCpT32Kf/3Xf51Gmk6ePMn69ev53//7f/PZz372Km7hmwvLpGkJI5vN8txzz/HAAw/w2GOPMTg4yMaNG9m9ezf33nsvGzZsmJUIJZNJtwKVi+HIjZ9fzNTLpSKdTnPgwAFM06S5ufkNP/n3wPMGPz/iVA7+z//Pu6jTdkMJwYkeD+eH1Gmtt9J8i7oSi5oii0y8n8OHD1NeXn5RQbFSSizbqQKZlhOLYtnSiZqxxzLHppxFnMk5gcAmm0kRH40RHR4gm0kS8GkugcrPz593dce2oTeqcCai0T2sTgpfriiwaFqpU3KRlae2HpvvPG24FgVF+fDxuzzUzdEGyyHn9t/b28uWLVsWXAUdiUu+8ZhB75DzHmrLBb9xj4e8OTymoknBs8f86KZDmG5arbOqfDph6hqyiKWc9Qa8gvryKRNyho7ec8oVfCuhQjwVDZOjT7IpxOtPIEb6ned4fMht74SqVdO2S0qJ3vIzUj/+IXZs2H1chIvw33Abvp1vnbFCNJEw7dy5c1KLN5VKMTDgOJKPjIwghKC4uJiysjLKyspmrGaapsknP/lJHn/8cR599NE3ZBvrmWee4V3vehd/+Zd/yec//3n38b/927/lv/23/8ZLL73ELbfcchW38M2FZdL0JoGu67zwwgs8+OCD/OhHP6K/v581a9a4FajZ0sHBITC5ClQsFkNVVUpLS13tymITqHg8zoEDB9A0jebm5iXhdv6dZwxaTtoE/fDF31h4/I2U0BdTONrlITI6+fMvCNg0lJvUl1qEfM7hnXOlrqmpYcOGDbNWGw3LqXZkDEl27Ec3L5wFd3Ebb2PqKfRMAqwM+UEPFaUFFBXNX0+XzApO9Gic7tcmtO8kaypMtq00ppk3zrmujOQHPzE52u6QWlWBe2/VuGnz7O26iVmH27ZtW3B0T0efzbeeMIiPaak31it89E5tToPWREbwzBEfacM5bq9fpbOmcrrou2fEZiThvLdZCVP3SaTpZNSo4VK0srrJ7z0+jHjtMcRY204WVSB33AmB/GnbZUV6STzwTcy2k+5jank1gdt34912vevpNBXZbJZ9+/YBsHPnzjljonRdZ3BwkIGBAdeYNRwOE4/HKSoqoqmpCSkln/70p3nggQf40Y9+xJ133jnr+q513HPPPTzzzDP88R//MTfeeCP79u3jC1/4ArfffjuPPfbY1d68NxWWSdObEJZl8fLLL7tu5N3d3dTX17sEaufOnbMSqEwm41agcuLfXBBsWVnZgv1ThoeHOXToEHl5eWzfvn1JBBTrpuR//ptOKgNbVin82q6Fvaf+mMLB8x43FgOcsf26Eou1VSZl+ZNbVTnPoKlTh1JK0rokmZWkxn6si7RlUBVHwiIYl7LIMb8mW86fbNm2iZkexasalBb6KS+dXzs4Y8DRLg+n+zS3yhbw2NzQqFNTPP83I6XkhYMWj/9s3LOoea3C+96u4ZtiiGnbNkePHmVgYIBt27a5YduXitePOzly5liB6OYtCntu1SYRm6nI6PDMUb8rnG9aqbOxxpy2XH/UYmDU+Rx8HmiYqSXXfdKtMKkF5WilKyYTpmg/4tXHEIaTDydrNyC3vA2m3CxJKcn+/CckH/tPMB0DTJFfQPDO9+K77tbZA3txCNP+/fuRUrJjx46LulGyLIvh4WEikQh/+qd/ylNPPUV1dTUNDQ289tpr/PCHP2TPnj3zXt+1iHQ6zRe+8AW+973v0dvbS3V1NR/+8If5sz/7szdlBunVxDJpepPDsixeffVVHnroIR566CHOnTtHbW0t99xzD7t37+bGG2+ctZKUzWbd6amRESdLqqSkxA0UvljCkws1LSsrY/PmzZe9BXil8NRrJs/8wrkifuRdGs1rL+19xVKClg4vPSPjz9cUyZpKk3VVpltVykFKydmzZ2lvb3c9gwxLEk9LEmmbRGZuM1CP6ph7ejWBVwOPJvCooKkCVXFacBeqDOVae6YFhiXRTadylTEkGX12kqano2gyRVmBj7Ky0guS8dG04PU2L32x8c9mXZVB00pjmgP2XGjrsfmPpwxGk87/y4sEH79Lo2pMhG3bNocPH2ZoaIimpiaKi4vnv/IpMC3JIy+Z/OzI+Oj/vbdq3Lx17v3DtOAnx3wMJZzlNlYbNNUb05YbSdp0Dzn7nUeFVZUanomEybbQu08hx6wCZiVMrzyCGKtC2etugDU7p4m9ZTZD4offQD/4mvOAEPhvvp3Ane9D8c8d66TrOvv27cO2bXbu3LmgyrJpmvzkJz/hH/7hH3j99ddJJpOUlZVx9913s3v3bu64444lHTO1jMuPZdK0DBe2bbN//34eeOABHn74YU6fPk1lZSV333039957LzfffPOsFy9d113jutz0VHFxsatdmWn8fCLOnz/PyZMnqa2tZd26ddec7cGlonvA5m//y8C2HRH4f/ugZ84KwkzQTTjc6eFUr+bqeFRFsq7KZGO1gW8Gbiql5OTJk3R2drJu/SaCBRXEUk5laSZ4VMflPOB1fvxecdHbebHItQNTWUki45A4c4pFj20ZpGO9eElSXlZCWVnZrPuSlNAWUdl/zusaO5bmW9y6LntRRpnxlOS7zxic6hyfrtvzVo3rN0iOHDnCyMgITU1NCxpMGIhKvvO04Zpuhvzwsbs8rFkxN8OTEl466aVz2DkOG8pMblqtTxPBp7I27f0WEqcauKpicqtPSulMySWdxGM1vwStfOWUltwI4mcPuhUme/Ot0DDdE8lOjDL6zb92p+KUwhLyPvRbeBrXX/Bz0HWd/fv3Y1nWggkTOOewP/zDP+T//t//y3e+8x22bNnCo48+yiOPPMJrr71GIBDgH//xH/nEJz6xoNdZxpsXy6RpGTMid0edI1Ctra2UlZWxa9cu9uzZw2233TbrxSsXBNvf38/Q0BC2bVNUVOTm4U0sJ0spOX36NB0dHaxevZr6+volQ5iyuuRvf2AQiUoUAb/3fg+15fMve0gJ5wZVWs55yRjOZyKQNFZYbK3VZyUCjt7mONGESVnNagw5fUFVgTy/IM+vEPKLSWPnVwu5dmEsJYkm7UlVKCltksNdJIY6KCwMu+3gmaoGiYzgpZNehpNOJSbotXnHxiwFwfmf6mzbma579vXx6bqaolE2lp/kLTdsoaCg4JLeo21LXjxk8eSrlpv1Vlch+Phdnnm5xx/o8NDa7bDkygKLt23ITqukmZbkTN94u6++XCXPP3khY6gba6QPACUYxlM1xSw2m0a89F+uhmlWwhSPMfrPf4UV6QHAs2YTeR/5HZTQdK3TVBiGwb59+zBNk507dy64AmTbNn/6p3/K3/3d3/Hv//7vfOQjH5n0nnp6enjssce46aabrnkX8GVcu1gmTcu4IHJTQjkN1KFDhygqKmLXrl3s3r2bd7zjHbPeIU4cPx8YGMC2bde/p6ysjLNnz9Lf38/GjRsX7G9zLUFKybefNDl81rny33Wjyh3XzV/vlcwKfnHWS090vFVTHrbY2aBTFJr9kM3oJifb+hHeQhRtMlnyqFAQVAgHnWrShVtrNlLPIo0M0tSRho60DLAspG2CbYGUyDHHaCEUEAooKkLVEKoH4fEiPD6EN+D8O09CLKVkNC0ZHLUnVccUbMxkD4O97ZOsDMrKyiZNWFo2/KLNS1vE+cx9muQdGzMX7et0ptvmu08bxMbadT6P5J5bPNxwCfl1bT02D79g0j04vg23bVfZ9Zb5uZKfG1D52WnnhiMcsHnXlsw0l3QpJR0DFomM8xpVRQol+ZPbfVYyhtF7BgDh8eNdsR4xsRVu24hXf4QYcoiQve56WDvdCNJOJxn9py9i9XUB4NtxC6H3//qsQu+JMAyD/fv3YxjGohAmKSVf/OIX+fKXv8zXv/51PvGJTyyZm69lXFtYJk3LuCjknI8feOABHnroIfbt20c4HOauu+5yNQPBYHDG5+YS0HOBwpbl3ArnRJuzPe+NiKdeNXnmdef9rasT/MbdnnldZKWE9gGVfe3jLSa/R9Jcr1Nfas3qRZTRJZGYSSwlJ10sVMUhSoWhuYmSlDYym8bOJLAzSWQ2jRxryywahILiD6EE8lACYYQ/NC9NVDIr6Y9OJk/hgMAnowwNOpo6wzAIhUKUlZVRXl4+lsclONqlcbjTIY9eTXL7psycpHMqDMPgtdcP89qZSrpj44LvqhLBu25Q2dxwYfLUGbF5+jWL1nPjpbOSAvjAO+cO3Z2IkaTg6SN+LFvg1SR3bs2Q75/+PibmyRUEnfDdiZ+xtAyy51vBMkEoeGvXo3gnExZx4lUnRw6QNWuRTXdM1zBZFqNf/wrmmVYAfNffRui9n5hT7J2DYRi0tLSQzWbZuXPngo97KSVf/vKX+Yu/+Av++Z//mU996lPLhGkZlw3LpGkZlwwpJefOnXMrUK+88gqhUIh3vetd7N69mzvvvJNQaPqFMZFIcOTIETKZDEVFRUSjUQzDID8/33UjvxgDxGsNv2i1+P5zTu+ltEDwe+/3zMswMWvAa2fH9SoAq8pMmuv1GXVL4GTmRWIW8fTkwzjgFZTkO1WlmTyhpJRIPYOdGnV+MnG40KlACMfocKyShKI6j5GbxrNB2kjLAstEWvrcKcmqhhoqQg2XoPjn/r6llESTkr6o5bbtvBrUlWr4PLjZipFIhEwmg9/vdwlUJFPG/nNOhcbvkbxrS4a8GQjHVOQu7plMhh07dtAxEODB503X0wkcX6emtSqraxQqSwQ+j1Pl6h6QnOuzOX7O5nz/+GtpKrxjh8o7mlW8c9gJTNoOC5467Gc0rQCSd2zMUlU4/XPNGJKzvSYS8GiwunL6BJ7e14adcIY2POX1qOGSySsZ6UO8/CACicwvRt7yPtCm73ypJ39I+rlHAfBu2UneR393XoTJNM1Jn+lCj3MpJV/96lf54z/+Y7761a9y//33LxOmZVxWLJOmZSwKpJR0dXW5U3gvv/wyPp+P22+/nd27d/Pud7+bcDjMkSNHeO9738v999/PJz7xCYLBILZtMzIy4npB5aoGOQ1UXl7eG+ZEeKzd4t+eMLElBHzwe+/zUF504YtJZFThZ6e8pHRnWb9HcmNjdtax+azhkKWcYSE430GeT1JR5CHom/6aUkpkNoUVH8ZORl1fnmlQNRRfEOENoHgDCK8f4fGCcmH35amvh20hjSx2NoXMprDTiRkrWMIXRCuqRAnN7dVkWpLuIYv4WPtJEVBXNq7ZmRgNFIlESCaTeDweZHgzPRknszAcsLlzSwbPHF0kXddpaWlB1/VJF/esIXnpoMVPWywys3x8M0FR4PoNCndcp81LuzQRr5wZbzNurdXZUjvdWkBKSXu/RWqsGreqQp22D0xsyymhQjyVU+KVbNvRMY0OIhUF+dYPwFRSBZhd54j93Z+ClKiVKyi4/88R3guPvecIUzqdZufOnYtCmL72ta/xuc99jq985St89rOffcOcJ5bxxsUyaVrGokNKSV9fHw8//DAPPvggL7zwAqqqcsstt/D6669TXV3NY489Rk1NzYzPHRkZcS962WyWQCDgEqhwOHzNnhjPdNn866MGpuVUFD69x0ND9YWnoY51axw+73En41YUm9zQqOOfobpk2ZJIzGY4biPdddgYqSFW1xYTzpshysLQseKDWPFh149nIoTmRQmGUQL5TstM817Wz1iaBlYyhp0cwU5NjtYQ3gBaaS1qcHYhsZSSgVGbSMwhlELAyrLpYmcYd7aPRCL0pFeQ8q4BoDyU4G0bbTwzMKecZ1BuomsmvU1Gl7SctHmt1aIrIpntJFpRJNjSqHDjJnXOKJTZ0Dmk8uJJh5BUFli8fWOWmbqBIwmb7mGnHVySr1BVNN1DST/f6hBWoeBbuWlyPArAuaMoR54HZtcxSSkZ/doXMdtPgapS8Jm/QKuqveD7ME2TAwcOkEql2LFjx4Id/qWUfOMb3+Azn/kMX/ziF/n85z9/zZ4XlrG0sEyalnFZIaVkYGCAv/iLv+BrX/saZWVlJBIJbrzxRvbs2cOuXbsoLy+f1aE6Fou5Fahc2yXXwisoKLhmTpTtvTb/8oiBbjhVhV97t8amhrn9drIG/Py0zxV7K0Kyo95gTaU5Tbs0U3sKIJsYwEpF2L5146RpRikldjqOFY1g///bu/PwKOt7///Pe2ay75lsJGEPYQtbQBZBKwHZQjKBulZr1fN16bG2nrbnqP26HrWlp/V3Wnudenpqe6pfi1hJQED2XVSQJexhX7OQmeyZyaz3/fn9McmQkJmQQCBRPo/r8rraySyfGcLcLz7L+91U3+61ldBI9JGx6MJjurRBu7sJtwtPQxVqvdm7sbyZLiqeoIR+bTcoX6HOplHaXIdIp8DAJD1hfmbYWtjtDrYcDabW6b1gRzn3kx5jbVMWw+FwtCmy2JkNyk0OwdkKjXobuNzer9PkOIW+yboOW6BcjdMDq4rDcLgVgvWC3LEOwkPaf11rmuBEhccX1of0ab8s52mowmM+D4DBmIYh7ooeeaqKsul9FGcTIiwKMf0h8LOh23XiMI3/82sAQr8zl4i87131faiqyr59+7DZbEyYMKFbAtP777/PM888wyuvvMJrr73Wa74HpG8/GZqkG+69997j6aef5pFHHmHRokWsWbOGwsJCNmzYgMvlYtq0aZhMJvLz8+nTp0/AANXQ0OCrRm632wkJCfFd8OLi4nrsi/PcJY0/LXfjdHsrYz/UiQKWNVaF7cdDsDm9F/moUI07hjr9blJ2ugVlNSpNzss/C9arVJ47SHionjFjxvjqZwkh0Bpr8NRdQrjaLoMpIWHoo4zoI+PazzK0JgQ0NUBDNdhqUZoawWEFhw08Lu8mYrV5iUin915cg8MgJAzCoxGRcRBlhNgkvxdevy+pqah1Zjy1l0A0p0JDMMF9BqMLCbxRuN6mcbE5OBn03n08HZ1Ec7hh9YFQ7C4dekVlcEgxDbUVvjYcdrsdg8HQLTWDrteu00GcqvRON07JcLbrKdei9ebvtHg9cZFtg6N3lumId5ZRH0RI/6z2+48ulqDbvwkAbUwO9Bvh97Ua/vY73If3QlAwcS/97qqlBVRVpbi4GKvVyvjx44mKunopgo4IIVi8eDFPPfUU//Zv/8avfvUrGZikm0qGJumGevPNN3n55Zd5+eWXef3119u08GhsbGTVqlUUFhaydu1a7HY7U6ZM8VUj79u3b8AAZbVafQHKZrMRHBzsaygcFxfX6Wa01+tshcb/fHo5MN0/08DE4R0HpnMWPTtPB/t6pvUzepg82NVuj40Q3iP35vrLS3EGPUTobJw4uhej0cioUaPQ6/XeytsN1XhqK7zBpoWiQx8Vjz4mMXD48Li9G4Cry6GmHOrMKGr7CtNdJRQdxCYjUgZCn8EQcfXaRsLjwm0+f3nZTtERlDIIfQePrW5Uqaj1hobIUIX+ifoOL6RltTq2lngDUX+jh8mDm6ioqODEiRNozRvXWw4lJCUl+T3McKNVWxXWHgwFFFJiVHJGOP2enNSE4ESZB4/mbZOSkdJ+31nrvUyGhHQMse0bCytfFKHUlCNCwhEzf+ANw1e+lr2J2tf+GVSVkIl3EnnfEx2+B1VV2b9/P42Njd0WmJYuXcrjjz/OT37yE37729/etL/nktRChibphvr9739PaGgoTz31VMD7CCGw2Wy+GajVq1fT2NjIbbfdhslkwmQyMXDgwIAXrpYAZTabaWxsJCgoyHdyymg03rAv1pOlGn9Z5V2SU4B7cwxMHhk4MAkB+y9cLk6oIBjb383w1PbLcU63tzN962P28ZE6cFZx9MghUlJSGDFiBIqioNnq8FSXtd2vpA/CEJuEPjrBf90cZxNUnEGpPAtVF1E6OOUmgkIgNBJCIyAoxHuaSm9objCngeoGp937nE31KGr7jcoAIiEdMWA0pAxsd4S97eckUOsq8VSXNd+iEJSagT48OuD9S6svb4pPN+qJjej4z3zH8WDOV3s/l+8MqeVMyS6Cg4MZO3as7/fJYrHgcrkIDw/3Baibtadu45EQKuv1KIpg/lgH0WH+v6Zb72VKM+qJ8/O+XRWn0Wx13r1MA0ejXBmInE3o1v8VADF4HGLEVL+v5SrZT+Nf3gYg6p9+TvDwMQHHr6oqBw4coL6+nvHjxzeXgLh2Qgg+/fRTHnnkEZ5++mneeecdGZikHiFDk9TrNDU1sX79egoLC1m1ahV1dXWMHTvWF6AyMzMDXriampp8M1ANDQ0YDAYSEhJITk7GaDR2Wz+7o+dU/rbau49EAe6fYWDiiMDP7VHhi5PBlDaXEwg2CKZltj863rJ3qbz2ciXqEIP3glhtLuPYsWP069ePzMxMhLMJd9VFhMN2+QkMQRji+qCPNnqLTbameqD8FErpcagqRfGzfVlExUNcH0RMAkQnQGQcBHdhmUoIsDd6Z6tqysF8HsXWdk+ViEn0XpgT0jt8KtVai/uStzVHoJpCvvtqgpPl3hkXgw4yUw0d1k+yOhRWFoeiCYUw7RJpQSVkZ2e36ZcohGhXyqBlSTgxMfGGzWhW1uvYeMT7mQ/t42bCwMCzfmcqPTQ5hfc9pxnalZcQmorz7AEQAl1UPMHJA9s/SelxdMUbANCmfhfi+/h9Lfvn62j69EMA4l75A7roWL/30zSNAwcOUFdXR3Z29jVXT29t1apVPPzwwzz22GO8++67MjBJPUaGJqlXczgcbNq0icLCQlasWEF1dTUjR47EZDKxYMEChg8fHjBA2e123wWvrq4OnU7nm4FKSLh6E9hA9p1QWbzBg6Z5NyB/b1bHe5jsLthaEuJr6xEdpvGdYc52sweqJiivaVtGwBilIyla4cKF85w6dYrBgwczoF9f1NoK1HrL5QfrDBji+6CPSWgflmz1KGcPQukxlCtOz4mQcEgegEjqD/Gp3n1J3UkIaKxBuXAULpb4Gr8CiIGjEcNv73DfU+vgpASFEtx3eMB6QK1nXfxVwr7S9hKFi7VhgCBvjJXoiI5mCUWbGU2r1UpQUBAJCQm+Gc3uCuTbjnnDtU4RFIy3B2yX4/YIjpc31wOL0pES1/71Wy/NBaUMQh/Zvl+ecmgbyrlDCJ0eMfdJv0tzAE3rirBvWAZA/H+87/fPoSUw1dbWMn78+G4JTOvWreOBBx7gwQcf5C9/+cu3ppG39M0kQ5P0jeFyudi6dStFRUUsX76cyspKMjMzMZlMFBQUMHr06ID/AnU6nb4ZqNraWnQ6HUajkeTkZBISEtrMMHRE0wR/KHRz/pJAr4MfzDWQNSjwl3h9k8LmoyG++kspMSp3DHW2a3/hdAsuWDw4m1e2DDrvMlNEqOLrzTd06FDS4qNxWy54l8QAUNDHJmGI69P+pFmd2VvZ+dIZWsdKERwGaUMQqUMgLqXDpbJu5XGhnC6G08W+JTwRm4SYOB862Oztri5Hra0AQB+XQpCxfakKaO5jWOHB5fEWvhzSJ3BdqYaGBnYWn8ISNA2A7P4uhqf5X1b0p2VG02w2U19fj06n8wWorvw+tXtel8LyPaEIFAYneZicEbgYVI1Vo7w5JPqrywRtP7uQgWP8LtUqu1aimM8joo2I7zwYeGzrCrFvWA5A/K/+4q3d1UpLv8qamhqys7OJjY292tu9qs2bN3PvvfeycOFC3n///Wv+h44kdRcZmrrZ5s2b+fDDD/nyyy+5ePEisbGxTJgwgVdeeYXx48f39PC+NTweDzt27GDp0qUsX76csrIyBg4cSH5+PgsWLGD8+PEBA5TL5fJd8GpqagCIj48nOTmZxMTEgI2IW9jsgj+vdJN7u6HDrvTmBh3bjoXg8ngv3IOTPEwc5OLKYTU0eY/Oa81/EyNCFfoa9eh1cPToUSoqKhg5YjhGvQutscb3OF1YFIbEfuiuXD5rqEY59hVK5bk2N4uEdET/LO+eogCzCTeFrR6leANKc8NYERGDmHpPwFkuIQSu0mMIZxMoCiH9stpdsFu0PkkWKEjU19ezb98+oqKiKVWmYnPqSIpWuTurfQ2rznA4HFgsFsxmM7W13mrb8fHxvmW81g2qr6ak3MC+c973NnuUg4SowHvNLlZ52+bodTAszX9AbNnPpBiCCRkwyu/zKJ9/glJXiUjoi5hiCvh6zuKvsP79jwDE/Ph1DP0G+X6maRqHDh2iurqacePGERfXfkarqz7//HMWLlzIvHnzWLx48TUHUUnqTjI0dbN7772X6upq7r33XkaMGIHFYuHtt99mz549rFu3jpycnJ4e4reOqqrs3LnT187l/Pnz9O3bl/z8fAoKCpg0aVLAKX23243FYqGyspKamhqEEMTFxfk2/ga64AkhOtwQXFqjZ8eJyyfkxvRzMTKt7YZvIQRVjRqVdZcvjInROpJidAghOHToEFVVVYwdMZQIZ+3lU3E6PYaEdPRRxrZjcNhQju30LoO1vIaig/ShiEFj/VZ3bvOeNA21sgzPxbOoFRdQayxoddVojfXgciGaG/QqoWHoomLQxRoxpPXHkD6QoMHDUUK7sLSnqSgHt6BcPOZ97bg+iCkFEODPSbNbcZUdB0Afm0xQgP1QrZesEqN1JMe2fb7a2lqKi4uJi4tj9OjR7DsfyolLQegUwf2T7O0CbVe1/D6ZzWaqq6vbNKhOSkq6at2njYdDqGzQExmikZ/t6HAS8GS5G6fHe2JwQJL/GRjnxRKEswldWBTBaZl+76Ns/wdKvRmR1B8xKS/g66nVZup+9TMAwnLyCJ93H+ANTIcPH8ZisTBu3Dji4+M7fI+d8dVXX1FQUEBOTg6ffPLJVf8hI0k3iwxN3cxsNpOUlNTmNqvVSkZGBllZWWzcuLGHRnZr0DSNPXv2sHTpUpYtW8apU6fo06cPeXl5LFiwgNtvvz3gFL/H4/Fd8KqqqnwXvJZq5F2p2/P58WAuVBtQEEzKcDH4iho7QnhrL9XZLrcDSTfqiQ7X+U4e1dXVMWHoQILtrWaXwqMJSurfts6S0ODsIZTjO1E83mU7gQL9hiOGTIAAp84AtPpaXEf24Tq6D/fZE+C8xia9hiCCho4i9PYZBGWO6twJMyFQijeiNIchMeQ2xLBJAe/uLD2OcFhBbyBkwOiAr3GywlsCIiJUYWCrMFFTU0NxcTEJCQmMGjUKnU7HGbOer055g/G8MfYuNfO9GlVVqaqqwmKxYLFY8Hg8REZG+gLUle2BNA3+8XUYqqYwJNnNxMGBN4ALIThyseP9TADO84cRbie6yDiCUwb5vY+ycwWK5QIiOgHxnQc6fE/1f3gdz/lTKCGhxD7/G5SoGA4fPozZbO62wLRnzx7y8vKYOnUqy5Yt69JMnSTdaDI03SQ5OTmUlZVx/Pjxnh7KLaNlU2pLgCopKSExMZH58+dTUFDAnXfeGfBfsC0XvJaj56qqEhMT46tGfrUZA1WD7cdCyExxt+sfp2qCi1Uq1ub+aUF66J9oIDRYwe12U1xcjMPexPhBfdA7W7rDKhgS0tDHXFE9vbEaZf8mlDqz7yaRPMC7wTrK/wVMc9hx7fsS594deM6f8v8GDEHojUnoYo3oomNRQkKbG/SCsDehNdajVl1Cs1xq91B9+kAiFz7aZvkm8AelouxYitJg8fY7u+uhgPWcWle1Dk4fii7Uf2Xp0moPdTbvstXwdO+STlVVFQcOHCAxMZGsrCzf0q2lUcf6Q94wfNcwR8Bef9erpb9iy7Kwy+UiLCzMF6BiYmJosOtYtd/7ezU5w9kuaLfmUQXHyryhKSVWR0L0dYSmlo3gegNizpN0NN3mOnaQxvd+A4BhYCYXp+VRWVXN2LFjMRo7nsnsjP379zNv3jxuu+02VqxY0amK7JJ0M8nQdBPU19fTv39/cnJyKCoq6unh3JKEEBw5csS3hHfw4EHi4uLIzc3FZDIxY8aMgP+iVVWVmpoaKisrfTMGUVFRvhmoQI1HhfC/x7qs2kNt8wxTWLC3GKNBr+B0Otm3bx+oHsamx6F4mvfYGIIJThmELjSi7ZOfPYBS8hVKc/sRER6NGPUdSOrv/31Um3HsWI/j623tZpSU6FiCh47GMGAIhn6D0SeldtjCpIXmsOM5cxzXod04D+wCV/OYdTrCZi0kbEb+1Wedai+h27HU+x4GjkZk3en3bsLtwnn+EBCgFUizyjoVS4M3/Izsa/AFppbaVq33utU3Kb6gMnWIkwGJgYNKd2lpD9QSoOx2O8HBwYTEZXDa6u2NNyvLQWJ04ADn8ghONC9DpsbrvTW8/Li8PBdNcNoQ/0928Ri6/d4ZcG2yCRI77iVn/ehPOPfuAKAxPoXIh58hod+ADh/TGYcPH2bu3LmMHj2aVatWXXdDX0m6EWRougkefvhhPv74Y3bu3Ck3g/cCQghOnjzJ0qVLKSoqYu/evcTExDB37lxMJhMzZ84kPNz/aS5N06ipqfFd8Nxut2/JJTk5uVPVoz2q4Eylh2CDQr8EPTqdgt1uZ+/evYQH6RieGIGieS+IurAobzf61qeeXA7vRurmWReBAoPHIYZO9Ht8X602Y9/4qfdC16qIpS7WSPC4KQSPmoAhfWDAo/ydpdkacWxfi33rZ6B6w0fYTBPhc+656mOVrz5FqbqICApBzHo84EZ1x9kDoHrQRycQFCActt4Mbgyu5cjhg/Tp08dXDLS1OpvCZwe8oWlappP+CTc+NLXWupTBmUoFM1kADI04SL8+0QFLGbTeu5UapyM+QHmFzmwEx+VAWf9XFKEh0jIR2bM6HLPmclL5u9cINpcC3sAdMe9+grNvv+bfoZKSEubOnUtmZiZr1qy57urhknSjyNDUga1btzJ9+vRO3be4uJixY8e2u/3ll1/mzTff5A9/+AM/+tGPunmE0vUSQnD27FnfDNTOnTuJjIxk1qxZFBQUMHv27IBBSNM06urqfA2FW6pHt8xARUVFBQxQbtVbkFBRFKxWK3v37iUiNISshBBf7zV9TCKGhCtayTRUoexejdLcZkSERXkvcn4KEgqng6aNn+LYvsYXYgCChowk9I7ZBA0bc91ByR9P+Xka//qfaHXVAETc/ySht93R8YNaz3Z0UGDRefEowmlHFx5NcKr/mZPWoany1Bek9klm2LBhfv8sWheSzBnhaFds9GY6a9Hz5UnvbGd//S7sDZd8pQwSExNJTEz0nSDTNMHRUm9oSorRkRTjPzR5airw1JQDePeBGfyfQFP2rkUpP4VA8e5rCnBoQAhBSUkJly6cZ3RZCUpJse9nusQUQifeRegds1G6UBrgxIkTzJ07l/79+7Nu3bpuqe0kSTeKDE0dqKio4LPPPuvUfRcuXNhuE+Trr7/Oa6+9xltvvcUvfvGLGzFEqRsJIbh48SJFRUUUFRXxxRdfEBISwsyZMykoKGDu3LkB22j4qx595Z4Vf4+rr6+nuLiYiIgIb+husKDWVvjvEVZ5DmXvOl9fOJEyCDF2hre1yRVcxw9i++SvvuACEJw1gbC7TRjSBlzX59QZalUl9f/1BqKxHiU8ktgXfosuvIPlFls9us3/DwBt1F0wIMvv3Vo2gyuhkYSkD/V7n9bLcwb7GYZ2UEH+5CU9X5/xfn554+wB25XcDKU1erYd845l9igHUcF238GEltIYrU92nq3S4VEhJlyhb4L/kKLZG3GVnQDAkNgPQ0yi/xdvrEHZ+hEKAhGThJj63XYnGYUQHDt2jLKyMkaPHk1iYiLOPZ/TtPofiEZv1XddQrJ3g3gna3+dOXOGOXPmkJKSwoYNG7qlVIEk3UgyNN0gLYHptdde49VXX+3p4UhdJISgoqKCZcuWUVRUxLZt2zAYDOTk5GAymcjNzSUuLi5ggGpoaPDNQNntdl/7jeTkZGJjY1EUherqag4cOEBsbCxjxozxNd4Vzqa2+5fA2/5k3zoUIRCAGDYFMrLbbZoSbhe2lR/h/PLyKU1Dv8FEFDzSuY3Z3ch54Gus/+8PAITPu5+wnPmB7ywEyup3UTQNMTgbMeJ2/8/Zskeng5mm4xcacBMGQmVkv5AOL+BfnQzmjMWAQS+4b6L9ptX59KfWprC6ealwSoaTQa02grvdbt/BhJaTnUkDstGHRGPQCYal+z/QIITAee4QqG6UkHCC0/3PuAEoR3agnNnvfVzfYYgxM3y/X0IIjh8/TmlpKaNGjSI5+XKgF04Hjq824/x6GyHjpxI2I79T7/f8+fPMmTOH2NhYNm/e3C0byW+G9957jyeeeIKIiAisVuvVHyB9q8jQdAO88cYbvPLKK7z00ku88cYbPT0c6ToJIbBYLCxfvpyioiI2b94MwHe+8x0KCgrIzc0lMTExYICyWq2+AGWz2QgODiYqKorq6mqSkpJ8x987ZG9E2VEILjsiezb0aR+A1BoLje//HrXMu9dJCQklPPd+Qibn3JBluKsRQlD/mxdQzeUY+mcQ82zH/3hQ1vwJxeNGDByDyPK/nOc4dxA87oB91C5cuEC1I4qg0EgiQhQGJgdeJhIClu0Jxe7WkRqnMn34tRW37C6qBv/YFYYmFDJT3Nw2yH/JAVVVqa6uxlzngVDvzJH10iESjTF+Sxm0rgoe1CcDfYDTiWgqyhdFKHWVAIj0YYgx0xGKjhMnTnDhwgVGjRpFSor/DfhCCO9pyE4szZWWljJnzhzCw8PZvHlzuzItvVVZWRkjR44kIiKC+vp6GZpuQTI0dbO3336bn//858yZM8fvDNPkyZN7YFRSdxFCUFNTw8qVKyksLGTDhg14PB6mTZuGyWQiPz+flJSUgP+at1qtnDp1CovF2zcuKCiIxMREkpOTiY+P7zg8NVaD2+V3v4/7/Cka//r/IWyNABgGDCHywafRG3v2YmRb8Xcc29eCTkf8L98LuKcGIVA+e9e7GTljPGL4lPZ30VSczTMh+rg+BBlT2/z83LlznDp9lpSMqaAoJETrSIkNfAKw9X6m2wa5yEzpfBuVG8VX3DJUI39cx8UtHS7BqUveMSuuGqrLj+N0OtstC6Op3tkmoV21fx8OG8pXy1Gs3srmIi6F03FDOF1uJisriz59/O8164qKigrmzJmDTqdj69at3fKcN0teXh6KohAfH8/SpUtlaLoFyUY+3WzlypUArF27lrVr17b7ucyo32yKomA0Gnn00Uf5wQ9+QENDA6tWraKwsJCXXnqJn/3sZ9x+++3k5+djMplIT09vE6A+/vhj+vTpw5AhQ0hNTfXtgSovL8dgMPgaCvs9NRUVePnCvmmFLzCF3jGb8PkPdqpkwI2mi0vw/g9NQzgdgUOTw4bSvAFeBOhDp9kvX6B0oW3vc+bMGU6fPs3AzDE4mj/vyNCO19pOXPJ+/ekUQT9jzwcmgLR4lcoGPVaHjmqrrsM2KqHBCmHBCnaXQB8az9Sp02hsbPBVuD9//jzBwcEkJiaSFh1NiKMO4XbgqS4lKLFfgCeNQNy+AHatRKm3oNReYkBtJYmpI4hKCrAfqgvMZjPz53uXaTdt2vSNCkwffvgh27Zt4+jRo7z00ks9PRyph9z8Oftvua1bt3r3pQT4T/r2UBSFmJgYHnroIQoLC6msrGTJkiWkpaXx5ptvMmzYMHJycvjd737H6dOn+elPf8qPf/xjzGYzQ4YMISIigoEDBzJp0iSmTZvGoEGDaGpq4sCBA2zbto2DBw9SWVmJql79GHzkg0+jT+tPxD2PEWF6uFcEJqDtnquOfv+bl4QAiE7wexet+cQg4CtsKYTg1KlTnD59mmHDhmEI8x7G0CkQERI4NDXaFS5Wez+jfgkqob2krdmABA8K3s+pJdR1xBjl/Qr3aFBjE8TGxjJkyBCmTp3KlClT6Nu3Lw0NDXxdcobG5m7Qar0FV237oqQ+IeGIqd+lLtZbr8mAIKb8CMrG9+HEbrBf2+xKVVUVeXl5OBwONm7cSHq6/1Y4vZHZbOa5555j0aJF36hxS91PLs9J0g3Q1NTEunXrKCwsZNWqVbhcLhwOB/fffz/PP/88Q4YMCbiE53A4fDNQtbW1vmPnLQ1gA7WBEarae8JSM9uKxd6SB3o98b/8S8DxKQe3opw/7K0KPvsJuGJGqvWGZl1YJMFpQ32B6dy5cwwfPpyklDRfwce4SB1p8YE/iy9PBnPW4v0cu7t9yvVq3YInb5yDqA5O9AkhOFXhwenxBsUhfQwEGdr/XtntdqoqK4hz1WDQKQghuOTUERKf0qaUQYvTp09z5swZxvVNJPHSUZRWjaIFeDfqD87u9Huqra0lNzeXmpoatmzZwuDBgzv92N7gnnvuoaKigh07dqAoCo8++qhcnrtFyeU5SboBwsPDWbBgAfPnz+cHP/gBn3zyCTk5Oaxfv54lS5aQlZWFyWSioKCA4cOHtwlQoaGh9OvXj379+uF0On3LLUeOHAHAaDSSnJzc7mLX2wITgPuUd8z61P6Bx6epUHHa+7/j09oFJgCtqR6aSy3oIuMRQvg2J48cOZLU1FQqai/PyAWqkA1QY1U4a/GOpW+8p1cFJoCsdDcXqg0IFPZfCOKOoa6A91UUhZQ4PectKpqA0mqVAUn6doE8LCyMvgMGoTmScZWdQEGjT6jgQvkZjh496itlkJiYSHl5OWfOnGH48OEkpKcjMkcjKk6jnNqL0lCFAoiYzu+Vq6+vx2QyYbFYvpGBqbCwkJUrV1JcXNzpUgrSt5cMTZJ0g9jtdu677z42b97MqlWrmD17Ni6Xiy1btlBUVMSf//xn3nrrLYYOHeoLUFeepAsJCSE9PZ309HRcLpevbs/Ro0cBiI+P92367W2d4FVzBWr5BQCCh40OfMfyUyguOwAiQO0lT23z8p2iQxcZ56sX1HKay60Kaqze/T8RId69Pv4IAbvPBgMKiiIY2z9wU9yeEhch6J/g4XyVgQvVBspqPaTFBd7bFBWmIzZCo84msDkFlfVawA3wutAIgtOG4Co/BZpKv9gw+sTHcMGqcvLkSY4dOwZAYmLi5ZpJOh2kDUGkZiDqzSgVZ8CY1qn30tjYyMKFCyktLWXz5s1kZmZ27cPoYVarlWeeeYZnn32W1NRU6urqAHC5vEG2rq6OoKAg2fLlFiKX5yTpBnn00Uf59NNP+eyzz7j99vZ1hzweD59//jlLly5l+fLllJeXM2jQIPLz81mwYAHZ2dkBT9O11O2prKykuroaTdPaFD4MDQ290W/vqqxF7/vqRcU+/x/oE/1s+hUayrYlKI01iOAwxMwftGsFozY14C4/CYA+NokTlQ1UVFQwevRo31H1shqV2ubQNCBJT2So/8/teIWBPWe94XJEqptxA3pfaAJocimsKg7FrSqEBWnMG+vocN+VqglOX/Lgat7P3lFrFQDN5cBdcRrhbu5BqOhoIIRDZ8uIjIrGbrfjdruJiIjw/U51VOHeH5vNxne/+11KSkrYtGkTo0d3EJx7qXPnzjFwYPvSFq2ZTCaWL19+cwYk9TgZmiTpBjl79iyNjY2dulioqspXX31FYWEhy5Yt4/z58/Tr14/8/HwKCgqYOHGi3x5k4A1f1dXVVFZWUlVVhaqqxMTE+Nq59ESneNVcTt1vfwGaSlDmKKKf/Df/d7xYgm7/JgC0YVNgSNvejEIIXKUlCKcdFB1nmvRUmC2+itQAdpc3MID3xNyAJP8T6A12hdUHQlE1hYgQjdyxDoK6YUVT1QRNDggJhmA/+4mu1alKPbtOeyuEp8ap3DXM2WEJAqfb29NQbZ6U6qiRL3hLOHgsF1EbL1eNV9ERkpCKEhlPfUOjb2+d0+kkNDTUF6BaCrQGYrfbueeeezh48CAbNmwgO7vz+596E4fDwc6dO9vdvmjRIrZt28aaNWtISEggK8t/BXvp20eGJknqZTRNY/fu3SxdupRly5Zx+vRpUlNTycvLo6CggNtvvz3gZnBf4UOzGYvFgsfjITo62leNPFAj4u4kVJWGd9/Cc+4kKAoxP/l3DOkD2t/R5UDZ8ncUlx0RGoGY/nC7/UyeOjOeqosAVLt1HCuvYezYsb7q0UIIzlSq2F3er7GMPgZCg9pfzFUN1h8KpcamAwQzRjpJibm2PnM1DYLikypHzmpYagW2lskaICYS+hh1jBrs/S/iKmUPOiIE7Djh3RQOMDLNfdXlxCanxjmzd38TQGK0jqQYXYcBp+LcKUKaaggPbpUgFR36qHj0UfEQEkFj4+UA1dTU5CtlkJSU1K6+mMPh4IEHHmD37t2sW7eOiRMnXvNn0FvJjeC3LhmaJKkX0zSN/fv3+wLUsWPHSEpKYv78+RQUFHDnnXe2O/nU+rGtA5Tb7SYyMtI3AxUZGXlDxty05hPsm1YA3ppREaaH/d5P2bcepbkvmpY9C9La7nfR3E5cF46C0HBrsLesntFjxrbp8WipV6ms94afjopZ7j4TxIlL3s9peKqb7C4uywkhOFkq2L5f5ei5zoUtvQ4mjdQxY7yBuKhrC08uD6w7FEqD3RtKJg5yMeQqRTibnBrnLapvxikqVCHNqMegbz+GixcvcuzYMTIGD6ZvQjRq7SWEu1VldJ2ekIFjfKFLCIHNZvMFqMbGRi5cuMCqVavIz89n/vz5PPPMM2zfvp21a9f6XZb+NpCh6dYlQ5MkfUMIITh8+DCFhYUUFRVx6NAh4uPjyc3NxWQykZOTQ0hI++a94A1QtbW1voudy+Xy7VdJTk5u13rjWjn3fYl18bsA6FPSifnxayjBfsZ04Si6A952NCKpP2Li/DY1nYQQuMpOIBzei9IRs43BI0YTGxvru4/dJThzyYMAgg2QkWJAp2v/Hs5a9Hx50jsGY6TK3VlO9F2oUFdq0Vi2zcPZirZflUmxCoPSFKLDFSLCFGx2gaVOcKpMo7Hp8v30OsgZr2fGeD3BfmbBrqbBrrD+UChOjwIIpmS42vSl88fpFpy3XN7jZNBDapye6PDLb7y0tJSSkhIGDx7MoEHetjxCCLSmetR6C1pTA/roRIKSAhTCxLsMt379en79619z6NAhX//En/3sZ/z85z8nIcF/zS1J+qaSoUnqEqvVyksvvcQ//vEPampqGDZsGC+88AIPPPBATw/tltLSQLUlQO3bt4+YmBjmzZuHyWRi5syZAfcyCSGoq6vz9cNrab3RMgMVHR19TQHKdWQfjR+84+0/FhpOzI9fRZ+U2v6OtZdQvlyGoqmIkHDEnffDFQ2K3dVlqM0FGC9ZXcQNHOFtCdLsyo3Pg5L1hIe0T0I1VoX1h737mEIMgjmjHUSGdu4rz+URrN+lsrX48nJXkAFuG6ZjSpae1ATF7+ekaYJTpYKt+1WOnb88KxUfDQ/MCCIjves1hasadWw6EoJH8wYn74xTx8FJ1QRl1SoN9svvNypMISVWT5W5nKNHjzJo0KCAJQCE6va2tzFc/VSmx+Ph8ccfp7i4mISEBPbv34+qqtx5550sWLCAgoIC+vbt26X3LEm9kQxNUpfMmjWL3bt3s2jRIjIzM1m8eDHvvfcef//73/ne977X08O7JQkhOHPmjC9A7dq1i8jISGbPnk1BQQGzZ88mPDw8YEPh+vp6zGYzlZWVOBwO34bf5ORkYmJiOh2g7NvW0LRyMegNRP+fnxM0ZGT7O9nqUXYs9e5jUhTEZBMktK2wrFprcV86A0CTW8WQmkl0TGybMV+oUmlsDgPJsToSo9svy9ldsPZgKE0uHQqC6SOc9Int3NJaqVnj7+s9VNZ6X0OngzvH6MkZrycyrPOB8lyFRtF2D6Xmy1+z3xmrJ/d2/8tlHTE36NhytCU4ees5je7r7nBzuBCCOpvgUt3l5ToQNNVXEhumMmRw/+ueYVRVlaeffprCwkKWL1/OnDlzaGhoYPXq1SxbtozVq1czZMgQ9u3bd12vI0m9gQxNUqetXr2a3NxcFi9ezIMPPui7fdasWRw5coQLFy4EPOEl3RxCCC5evOg7hbdjxw7CwsKYOXMmBQUFzJ07N+DRcSEEjY2Nvhmolg2/LTNQsbGxHTcUBuyfr0NvTCZ4xFg/P7SifFmE0twORRt1Fwxoe+pIc9hwlR0HIfBoApE4kKi4tj33KutULA3eBBAVqtAvsX0xR48KG4+EUG31/j5mD3AxPPXq/eWEEHx+QGXlF5dDRt8khQdmGuhjvLauU5om2HFI5bMvVdzNQ0hPUnhkThAJMV0LLFWNOraWhDQv1XmLc07JcBF0lYp7HtUbnOpsGt4t616RoQrxkTqiwvzPml2Nqqo8++yzfPTRRyxdupS8vLx293E4HJSWlpKRkdHl55ek3kaGJqnTnnjiCZYsWUJtbW2b01sfffQR3/ve9/jiiy++tRs/v4mEEJSXl7Ns2TKKiorYvn07BoOBGTNmYDKZyM3NDXh0XAiB1Wr1zUDZbDaCgoJ8R86vPDHVicGgbP8YpaHK+38zxiOGT2lzF83lwFV6DDTVu7cmvi8RxuQ296m1aZRVe5elgg0wOMWA/op9TJqAz48FU1rr/R0dnORh0mBXhzMyAA6XYMlGDwdPe9OSToHZk7yzS1e+xrWw1Ak+XOfmYvOsU2gwPDDTwOjBXfuHRoNdYUtJCFaH9/OPCtWYmunCGNnxLNqlS5coOXGGpL4jEPq2y6F6HSTF6DB2UNvpSpqm8dOf/pT//d//5eOPP2bBggWyYrb0rSdDk9RpU6ZMQVVVvv766za3HzlyhKysLP70pz/x5JNP9tDopI4IITCbzSxfvpyioiK2bNkCwF133UVBQQG5ubkkJCQEvOjZbDbfDFRjYyMGg4HExESSk5MxGo2dC1DVZSi7VkHfYYisO9tu/Ha7cJYe87VK0WJSCE9sW3Xaatc4Z/EGJr0OBiUbCLliY7UQ8PWZIE5Vek/KpcSoTB/u5GrDM9dq/PUzD+bm5bi4KPj+7CAG9OnenuYeVfDZlyrb9l/ejzQ9W8+8KV0LZk4PfHkihPI6b8hRFMHINA9Z6W6/m9wrKys5dOgQffv2JTMzE5cHqhs16myab79WmlFPXETn3q+mabzwwgv893//N3//+9+57777ZGCSbgkyNEmdlpmZyaBBg1i7dm2b2ysqKkhNTeWXv/wlL774Yg+NTuosIQQ1NTWsWLGCwsJCNm7ciMfj4Y477sBkMpGfn09ycnLAi2BTU5PvFF59fT16vd5XsychIaHjJVprHUTEtA1MHjfOiyW+wCSiEghL7t/2NVvVH1LwVv2O8FP1e/+FII6UegNTXLjG3VmOqy5dnbig8f5aN/bmk/bD+ik8NDvoumosXc2h0yofbfTgaG4rNzhN4fuzg4iO6PxrCgFHywwcuBiEEN7HRYVqjB/oatN2pSUwpaenM3To0DZ/rqomaLQL6ps00o2dC26apvHyyy/zzjvv8Le//Y2HH35YBibpliFDk9RpmZmZDB48mDVr1rS5vSU0/epXv+KFF17oodFJ10IIQUNDAytXrqSwsJB169bhcDiYOnUq+fn5mEwm0tLSAl4UHQ6Hbwmvrq4OnU5HQkICycnJJCQkBCzC2eY57HaqTh0kIcwAkUZCkttuTra7BGcrPb4Zkb4JemLC2wemo2UGis97T3pFhmjMGuUg7CoHv746rFK49fJzz5ygZ84kvd/SBd2tql7wt9Vuyqu8Lx4VDt+fE0RGWtdmt2qsCjtPhVDbdPlxKTEqY/q50eyXOHjwIGlpaQwbNuy6w40QgjfeeIP/+I//4L333uOxxx6TgUm6pcjQJHWaXJ77dmvZx7R69WoKCwtZs2YNVquViRMnUlBQgMlkon//wKetnE6nbwaqpqYGnU6H0WgkKSmJxMREv0U47XY7e/fuRafTkT08g5DYxHaB6Zz56q1BWveUCw0SzMpyEBUW+KtNCMHqr1Q27fUukxn08OBMA+Myb+5BBpdbULjVw+5jl/dRzZ2sZ/p4PbouhBFN834Gh0qDcKuXHxesmukbXcfEUWnXHQSFECxatIg333yTd999l6eeekoGJumWI0OT1GlPPvkkH330UbuN4EuWLOHBBx+UG8G/ZZqamli7di1FRUWsWrWK+vp6xo0b5wtQGRkZAS+aLpcLi8VCZWUlNTU1AMTHx5OcnExiYiLBwcE0NTWxd+9eDAYD48ePJzi4/bRQ69DUJ87/RuXWPdqCDYKZIx3ERQT+WlNVwcebPexpDioRofBPeUEMSOne/UudJYRg11GNom0ePM1bnYb2U3hwZteW6wAcLjhcGsSJSoNvyQ68y3YZyR4GJnquOvsWaIz/+Z//ycsvv8zvf/97nn32WRmYpFuSDE1Sp61Zs4Z58+axZMkS7r//ft/tc+fO5eDBg7LkwLeYw+Fgw4YNFBYWsmLFCmpraxk1ahQmkwmTycTw4cMDXkTdbjcWiwWz2Ux1dTVCCKKjo7HZbISEhDBhwgS/gamF3SWwOzXirxKYgvSCGSMdGCMDf6W53IL313goaS46mRCj8KSp60f/b4Qyi8b7azxU1XvHHxEK988wkDWoa3+nqqur2XvgOCI6i1pPMqrW+r0JBiaq3D7E1ennE0LwX//1Xzz//PP85je/4Wc/+5kMTNItS4YmqUtmzZrFnj17+PWvf01GRgYfffQRf/7zn/nwww956KGHenp40k3gdDrZsmULRUVFLF++HIvFwrBhwzCZTBQUFJCVlRXwNJ3H46G0tJRTp07R8tUTGxvrqwUVGhra+XG4YUVxGC6PQpBekDPCSUJU4GP3dqfgvZVuXzuUvkkKT+QHdalY5Y3mcAmWbvWw7/jl9zFphI78aQbCQq4+zurqavbv309SUhJZWVm4PApnLAZOVRp8/etGpLkZd5XGvy2EEPz5z3/mX/7lX3jrrbd48cUXZWCSbmkyNEldYrVa+b//9/+2aaPy4osvyjYqtyiPx8P27dtZunQpy5cvp6KigsGDB5Ofn8+CBQsYN25cmwC1c+dOTpw4wfDhwxk9ejR1dXW+hsKqqhITE+OrBRUeHn7V169q1PH58WDuGOrqMDDZ7II/rXD7KnNn9lV4dF4QocG9MwDsPe7doN5yui46AhZ+x8CoQbqAoaWmpobi4mISExPbBVchoNqq43yVnsFJHmI7WL68/BjB+++/zzPPPMMrr7zCa6+9JgOTdMuToUmSpG6hqipffvmlrxr5hQsX6Nevny9AORwO7r//fiZNmkRRUVGbfXGqqlJTU0NlZSUWiwWPx0NUVJSvnUtERETg19XosAFvY5Pgv5e7qaj2ftVlDdLxyBxDl9uY3Gy1jYIlG92cLL38FT20n0LBHQaS49u+4draWvbt2+c3MF0LIQSLFy/mqaee4vnnn+eXv/ylDEyShAxNkiTdAJqm8fXXX/sC1OnTpwkJCSEjI4M333yTnJycgOUINE2jtrbWV0zT7XYTERHhW8KLjIzs0gX8H5vd7DzinYXKztTx4N3tq4j3VkIIdpdofLrD46sjpVNgSpaOu28zEB2hUFdXx759+zAajYwaNapbAtMnn3zCP/3TP/GTn/yE3/72t9f9nJL0bSFDkyRJN9TWrVvJzc0lNTUVg8HAsWPHSEpKIi8vjwULFjBt2jS/5QjAG6BalvAqKytxuVyEh4f7ZqAC9dFrzekS/M8KN4mxCvflGG5KDabuZrMLPvvKw64jGi1f2AY9jB/iIVItJi0lktGjR3dLYPr000955JFHePrpp3nnnXdkYJKkVmRokiTphtm0aRN5eXnMmTOHJUuWEBQUxKFDhygsLKSoqIjDhw9jNBrJzc3FZDIxffp0QkJC/D6XEIL6+nrfDJTD4SA0NNQ3AxUTExO4hpRbEGSgS7WPeqMyi8bKLzycuHj5a1tBMGqwjttHGchIV67rPa5atYqHH36Yxx57jHfffVcGJkm6ggxNkiTdEAcOHGDy5MkUFBTwwQcftJtNEkJw7NgxX4AqLi4mJibGF6BmzJhBWFiY3+duqWTeMgNlt9sJCQnxzUAFakT8bXHwRCOrdjRRZYttc3t8NGRn6rltuJ7E2K69/3Xr1vHAAw/w4IMP8pe//EWWD5EkP2RokiTphlBVlb/+9a88/vjjV70ACyE4ffq0L0B9/fXXREVFMXv2bAoKCpg1axbh4eF+g1BLJfOWGSibzUZwcLCvoXBcXNy3asakoaGBvXv3Eh0dTWLaGHYcFOw/pfkKY4K3uvltwzsfejZt2sR9993HwoUL+eCDD2RgkqQAZGiSJKlXEUJw4cIF3ybyL774grCwMO6++24KCgqYM2dOh3uZrFarbwbKarUSFBTkayhsNBq/0QGqsbGRvXv3EhUVxdixY33hxuYQ7D2usu+4RnmV4N//T3Cnyyl8/vnnLFy4kNzcXBYvXtypfoGSdKuSoUmSpF5LCEF5eTlFRUUUFRXx+eefYzAYmDlzJiaTidzc3A73MjU1NflmoBoaGjAYDG0C1DdpRqUlMEVGRjJu3LiAY7faRacLdn711VcUFBQwY8YM/vGPf3RYmV2SJBmaJEn6hhBCYDabWb58OYWFhWzZsgVFUZg+fToFBQXMmzePhISEgAHKbrf7ZqDq6+vR6/UkJCSQlJREQkJCr55hsVqt7Nmzh4iICLKzs7sl7O3evZv8/HymTZtGUVFRwA34kiRdJkOTJHXS5s2b+fDDD/nyyy+5ePEisbGxTJgwgVdeeYXx48f39PBuKUIIqqurWbFiBYWFhWzcuBFVVbnzzjsxmUzk5+eTlJQUMEA5HA7MZjNms5na2lp0Oh1Go5Hk5GQSEhIClkDoCTabjT179hAeHs64ceO6JdwVFxeTm5vLxIkT+fTTTwNuuJckqS0ZmiSpk+69916qq6u59957GTFiBBaLhbfffps9e/awbt06cnJyenqIt6SWUgQrV66ksLCQ9evX43Q6mTp1Kvn5+ZhMJlJTUwMGKJfL5QtQNTU1ABiNRpKSkkhMTOzRJauWwBQWFkZ2dna3BKZDhw4xb948xowZw8qVKzusti5JUlsyNElSJ5nNZpKSktrcZrVaycjIICsri40bN/bQyKQWLSfpPvvsMwoLC1m7di1Wq5VJkyb5Ggr369cvYIByu91YLBYqKyuprq4GIC4ujuTkZBITE2/qElZTUxN79uwhJCSE7Ozsbpn9Onr0KPPmzWPo0KGsXr2aqKiobhhp95OzulJvJUOTJF2nnJwcysrKOH78eE8PRbqCzWZj7dq1FBUV8dlnn1FfX092djYFBQWYTCYGDx4cMEB5PB4sFgtms5mqqio0TSMuLs7XUDg0NPSGjbslMAUHBzN+/PhuCUwnTpxg7ty59O/fn3Xr1hETE9MNI70x5Kyu1FvJ0CRJ16G+vp7+/fuTk5NDUVFRTw9H6oDdbmfDhg0UFhaycuVKamtrGTVqlC9ADRs2LGCAUlWVqqoqKisrqaqqQlVVYmJifMU0u3NPkN1uZ8+ePQQFBXVbYDp9+jRz584lJSWFDRs2EBcX1w0jvXHkrK7UW8nQJEnX4eGHH+bjjz9m586dctngG8TpdLJ582aKiopYvnw5VVVVDB8+3LeEN3LkyID1nFRVpbq6GrPZjMViwePxEBUV5Wvncj17hFoCk8FgYPz48d2yn+rcuXPMnTuXuLg4Nm3ahNFovO7n7ClyVlfqaTI0SdI1evnll3nzzTf5wx/+wI9+9KOeHo50jdxuN9u3b2fp0qUsX76cS5cukZGRQX5+PgsWLGDs2LEBA5SmadTU1FBZWYnFYsHtdhMZGembgYqIiOh0OxeHw8GePXvQ6/XdFphKS0uZPXs2ERERbN68ud3szTeJnNWVegMZmiTpGrz++uu89tprvPXWW/ziF7/o6eFI3URVVb744gtfNfKLFy/Sv39/X4C67bbbOgxQtbW1vpN4LpeLiIgI3x6ojqqYtwQmnU7HhAkTuiUwlZeXM3fuXPR6PVu2bKFPnz7X/Zw9Sc7qSr2BDE2S1EUtgem1117j1Vdf7enhSDeIpmns2rXLF6DOnDlDWloa+fn5FBQUMGXKlIBFJoUQ1NXV+aqRO51OwsLCfDNQ0dHRvgDldDrZs2cPABMmTOiWE3pms5m5c+fi8XjYsmUL6enp1/2cPUnO6kq9hQxNktQFb7zxBq+88govvfQSb7zxRk8PR7pJNE1j3759vobCJ06cIDk5mby8PAoKCpg2bVrADdstdaRaZqDsdjuhoaEkJSURFxfHyZMnARg/fny3nMirqqoiNzcXm83Gli1b6N+//3U/Z0+Ss7pSbyJDkyR10ttvv83Pf/5z5syZ43eGafLkyT0wKulmE0Jw6NAhli5dSlFREUeOHMFoNDJ//nxMJhPTp08PuLwmhKCxsRGz2cylS5ew2+0A9OnTh9TUVGJjY6+roXBtbS25ubnU1NSwdetWBg0adM3P1RvIWV2pt5GhSZI66a677mLbtm0Bfy7/Kt16hBCUlJT4ZqD2799PbGwsubm55OfnM3PmTL+zR01NTezfvx+Px0NycjI1NTVYrVaCgoJ8e6Di4+O7FKDq6+vJy8ujoqKCLVu2kJmZ2Z1v9aaTs7pSbyRDkyRJUjcQQnD69GnfDNTu3buJjo5m9uzZFBQUMGvWLMLDw6msrGT27NksXLiQf/3Xf/XVeLLZbL6Gwo2NjRgMBhITE0lKSsJoNHbYpLexsRGTycS5c+fYsmULw4cPv1lv+4aQs7pSbyVDkyRJUjcTQnD+/HnfJvIvv/yS8PBwcnJyOHz4MFarlTVr1gQMN3a73beJvL6+Hr1eT0JCgq+hcOsAZbPZWLhwIceOHWPTpk2MHj36Zr3NG0bO6kq9lQxNkiRJN5AQgrKyMj788EN++ctf4na7iY+PJzs7G5PJxLx584iJiemwHEHLDFRdXR2HDh1i06ZNmEwm5s+fzxNPPMHBgwfZsGED2dnZN/ndSdKtRYYmSZKkG6y+vp5Zs2ZRWlrKJ598wsGDByksLGTr1q3odDqmT5+OyWQiNzcXo9EYMEA5nU5WrVrFO++8w759+3wzTi+++CLPPfdcr2+PIknfdDI0SZIk3UCNjY3Mnj2bs2fPsnXrVoYOHQp4Z6Cqq6v59NNPKSwsZNOmTWiaxp133onJZCIvL4+kpCS/AcrpdPLwww9TUlJCSkoKe/bsQQjBjBkzuOeeezCZTCQmJt7stypJ33oyNEmSJN1A69at4/HHH2fjxo0B9zC11HJasWIFhYWFrF+/HpfLxdSpUzGZTOTn55OamoqiKLjdbh555BE2bdrE6tWrufPOO6mrq2PVqlUsXbqUtWvXMnDgQEpKSm7yO5Wkbz8ZmiRJkm4wm83W6Ua+LbWcPvvsMwoLC1m7di1NTU1MmjSJvLw8duzYwdatW1m1ahU5OTntHt/Y2Mi5c+cYNWpUd78NSbrlydAkSZLUi9lsNtasWUNRURHLli3D4XCwcuVK5s+f39NDk6RbjgxNkiRJ3xCNjY0sW7aMRx55pKeHIkm3pGuv1y9J0i3vvffeQ1EUIiMje3oot4SoqCgZmCSpB8mZJkmSrklZWRkjR44kIiKC+vp6rFZrTw9JkiTphpKhSZKka5KXl4eiKMTHx7N06VIZmiRJ+taTy3OSJHXZhx9+yLZt2/jjH//Y00ORJEm6aWRokiSpS8xmM8899xyLFi0iPT29p4cjSZJ008jQJElSl/zzP/8zQ4cO5Yc//GFPD0WSJOmmMvT0ACRJ+uYoLCxk5cqVFBcXB+yPJkmS9G0lQ5MkSZ1itVp55plnePbZZ0lNTaWurg4Al8sFQF1dHUFBQZ2ufC1JkvRNI0/PSZLUKefOnWPgwIEd3sdkMrF8+fKbMyBJkqSbTM40SZLUKSkpKWzZsqXd7YsWLWLbtm2sWbOGhISEHhiZJEnSzSFnmiRJui6PPvqorNMkSdItQZ6ekyRJkiRJ6gQ50yRJkiRJktQJcqZJkiRJkiSpE2RokiRJkiRJ6gQZmiRJkiRJkjpBhiZJkiRJkqROkKFJkiRJkiSpE2RokiRJkrBarTz33HOkpqYSGhrK2LFjWbJkSU8PS5J6FVkRXJIkSWLhwoXs3r2bRYsWkZmZyeLFi3nwwQfRNI3vfe97PT08SeoVZJ0mSZKkW9zq1avJzc31BaUWs2bN4siRI1y4cAG9Xt+DI5Sk3kEuz0mSJN3ili1bRmRkJPfee2+b2x977DHKy8vZtWtXD41MknoXGZokSZKuwY4dO5g3bx5xcXGEhYUxZMgQ3njjjZ4e1jU5fPgww4cPx2Bou2Nj9OjRvp9LkiT3NEmSJHXZ4sWL+f73v899993HBx98QGRkJKdPn6a8vLynh3ZNqqurGTRoULvb4+PjfT+XJEmGJkmSpC4pKyvjySef5KmnnuKPf/yj7/bp06f34Kiun6Io1/QzSbqVyOU5SZKkLnjvvfew2Ww8//zzPT2UbmM0Gv3OJtXU1ACXZ5wk6VYnQ5MkSVIXbN++nfj4eI4dO8bYsWMxGAwkJSXx9NNP09DQ0NPDuyajRo2ipKQEj8fT5vZDhw4BkJWV1RPDkqReR4YmSZKkLigrK6OpqYl7772X+++/n40bN/Kv//qvfPDBB8ybN49vYhWXBQsWYLVaKSwsbHP7+++/T2pqKpMmTeqhkUlS7yL3NEmSJHWBpmk4HA5effVVXnjhBQDuuusugoODee6559i0aRMzZ87s4VF2zdy5c7n77rv54Q9/SENDAxkZGXz00UesXbuWDz/8UNZokqRmcqZJkiSpC4xGIwCzZ89uc/vcuXMB2Ldv300fU3coKiri+9//Pq+88gpz5sxh165dfPTRRzz00EM9PTRJ6jVkaJIkSeqCltpFV2pZltPpvplfq5GRkfz+97+noqICp9PJgQMHeOCBB3p6WJLUq3wz/3ZLkiT1kO9+97sArFmzps3tq1evBmDy5Mk3fUySJN0cck+TJElSF8yaNYu8vDz+/d//HU3TmDx5Mnv27OH1119n/vz5TJs2raeHKEnSDSIb9kqSJHWR3W7n9ddfZ/HixVRUVJCamspDDz3Eq6++SkhISE8PT5KkG0SGJkmSJEmSpE6Qe5okSZIkSZI6QYYmSZIkSZKkTpChSZIkSZIkqRNkaJIkSZIkSeoEGZokSZIkSZI6QYYmSZIkSZKkTpChSZIkSZIkqRNkaJIkSZIkSeoEGZokSZIkSZI6QYYmSZIkSZKkTpChSZIkSZIkqRNkaJIkSZIkSeoEGZokSZIkSZI64f8HHS3wf6qRZ8AAAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(8,6))\n", "\n", "ax = fig.add_subplot(1,1,1, projection='3d')\n", "\n", "ax.plot_surface(X, Y, Z, rstride=4, cstride=4, alpha=0.25)\n", "cset = ax.contour(X, Y, Z, zdir='z', offset=-np.pi, cmap=matplotlib.cm.coolwarm)\n", "cset = ax.contour(X, Y, Z, zdir='x', offset=-np.pi, cmap=matplotlib.cm.coolwarm)\n", "cset = ax.contour(X, Y, Z, zdir='y', offset=3*np.pi, cmap=matplotlib.cm.coolwarm)\n", "\n", "ax.set_xlim3d(-np.pi, 2*np.pi);\n", "ax.set_ylim3d(0, 3*np.pi);\n", "ax.set_zlim3d(-np.pi, 2*np.pi);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Change the view angle" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can change the perspective of a 3D plot using the `view_init` method, which takes two arguments: `elevation` and `azimuth` angle (in degrees):" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "execution": { "iopub.execute_input": "2022-11-23T07:11:38.267009Z", "iopub.status.busy": "2022-11-23T07:11:38.266880Z", "iopub.status.idle": "2022-11-23T07:11:38.653256Z", "shell.execute_reply": "2022-11-23T07:11:38.652773Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(12,6))\n", "\n", "ax = fig.add_subplot(1,2,1, projection='3d')\n", "ax.plot_surface(X, Y, Z, rstride=4, cstride=4, alpha=0.25)\n", "ax.view_init(30, 45)\n", "\n", "ax = fig.add_subplot(1,2,2, projection='3d')\n", "ax.plot_surface(X, Y, Z, rstride=4, cstride=4, alpha=0.25)\n", "ax.view_init(70, 30)\n", "\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Bonus!\n", "\n", "Matplotlib, good colormaps, and strong design principles were used in the recent LIGO paper!\n", "\n", "![LIGO paper](https://pbs.twimg.com/media/Ca8jlVIWcAUmeP8.png:large)" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "execution": { "iopub.execute_input": "2022-11-23T07:11:38.657718Z", "iopub.status.busy": "2022-11-23T07:11:38.657530Z", "iopub.status.idle": "2022-11-23T07:11:39.415137Z", "shell.execute_reply": "2022-11-23T07:11:39.412137Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running using Python 3.10.6 | packaged by conda-forge | (main, Aug 22 2022, 20:35:26) [GCC 10.4.0]\r\n", "Testing Python version-> py3.10 OK\r\n", "Testing numpy... -> numpy OK\r\n", "Testing scipy ... -> scipy OK\r\n", "Testing matplotlib... -> pylab OK\r\n", "Could not import 'sympy' -> fail\r\n", "-----------------------------\r\n", "All the IPython Notebooks in this lecture series are available at:\r\n", "https://github.com/ondrolexa/r-python\r\n" ] } ], "source": [ "!python scripts/footnote.py" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.6" } }, "nbformat": 4, "nbformat_minor": 2 }