{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Splotch Tutorial\n",
"Simple PLOTs, Contours and Histograms is a small package with wrapper functions designed to facilitate simplified, concise calls to matplotlib plotting."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## The Basics\n",
"The general mantra of Splotch is that most plotting functions should require only a single line of code to manifest, rather than requiring the user to manually specify each aspect of a plot individually. This is taken in a two-fold approach, both in terms of minimising the amount of pre-processing of data needed to produce common scientific plots as well as incorporating the visual modifications (e.g. `axes.set_xlim()`, `axes.set_title()`, `axes.set_xlabel()` ) directly into function calls. Splotch is designed to be a superset of matplotlib.pyplot, given you all the functionality that you already know and \"love\", plus some useful, intuitive shortcuts for improved quality-of-life.\n",
"\n",
"Splotch functions can be broken down into a set of distinct types:\n",
"\n",
"* **1-Dimensional Plots**:\n",
"Plotting functions that can generally be defined as having one independent axis, e.g. `splotch.plot()`, `splotch.hist()`, `splotch.curve()`.\n",
"\n",
" \n",
"* **2-Dimensional Plots**: \n",
"Plotting functions that have an additional independent axis and generally show a third quantity as a color axis, e.g. `splotch.hist2D()`, `splotch.contourp()`.\n",
"\n",
"\n",
"* **Axis functions**:\n",
"Plots that act upon the axes of a matplotlib figure rather than producing a specific plot, e.g. `splotch.colorbar()`, `splotch.adjust_text()`."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1-Dimensional Plots"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### A Simple plot using matplotlib\n",
"The simplest plot one can make is a series of y data against some x data. Producing this in `matplotlib` might look something like the following for a typical user."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# Import some standard libraries\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# Create some fake data\n",
"rng=np.random.default_rng()\n",
"xdata=np.linspace(0.0,10.0,num=200)+rng.random(size=200)/10.0\n",
"ydata=xdata**3-8*xdata**2+rng.normal(0.0,20.0,size=200)\n",
"cdata=3*np.sin(xdata*2)+0.2*abs(ydata)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots()\n",
"\n",
"##### MATPLOTLIB USAGE #####\n",
"#--------------------------------------------------------#\n",
"ax.plot(xdata,ydata)\n",
"\n",
"ax.set_xlabel(\"x data\")\n",
"ax.set_ylabel(\"y data\")\n",
"ax.set_title(\"A Simple Plot\")\n",
"\n",
"ax.grid(True)\n",
"#--------------------------------------------------------#\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Using Splotch, we can replicate the above matplotlib plot in just a single call to `splotch.plot()`. \n",
"\n",
"**Same outcome, in a single line**."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"# import SPLOTCH\n",
"import splotch as splt"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig,ax=plt.subplots()\n",
"\n",
"##### SPLOTCH USAGE #####\n",
"#--------------------------------------------------------#\n",
"splt.plot(xdata,ydata,xlabel=\"x data\",ylabel=\"y data\",title=\"A Simple Plot\",grid=True)\n",
"#--------------------------------------------------------#\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Basic histograms\n",
"The same goes for producing basic 1D histograms with SPLOTCH - one line is all it takes. There are also some useful ways to assign binning of the histrogram."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"# Create an array with some random distribution\n",
"rng=np.random.default_rng()\n",
"data = np.concatenate([rng.normal(5.0,2.5,size=2500), rng.normal(10.0,0.5,size=2500)])"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, (axes1, axes2) = plt.subplots(ncols=1,nrows=2,figsize=(8,8))\n",
"\n",
"\n",
"##### MATPLOTLIB USAGE #####\n",
"#--------------------------------------------------------#\n",
"axes1.hist(data,bins=30,density=True,histtype='step')\n",
"\n",
"axes1.set_xlim(-5,14)\n",
"axes1.set_ylim(0,0.5)\n",
"\n",
"axes1.grid(True)\n",
"axes1.set_xlabel(\"Some Data\")\n",
"axes1.set_ylabel(\"Normalised Counts\")\n",
"axes1.set_title(\"matplotlib.pyplot usage\")\n",
"#--------------------------------------------------------#\n",
"\n",
"\n",
"##### SPLOTCH USAGE #####\n",
"#--------------------------------------------------------#\n",
"splt.hist(data,bins=30,ax=axes2,xlim=(-5,14),ylim=(0,0.5),dens=True,xlabel=\"Some Data\",\n",
" ylabel=\"Normalised Counts\",title=\"SPLOTCH usage\",grid=True)\n",
"#--------------------------------------------------------#\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Aside from encapsulating every aspect of the plot in a single line, `splotch.hist()` also grants some extra functionality on top of the standard `matplotlib.hist()`. \n",
"\n",
"Using `hist_type`, the histogram can be drawn in three different styles: `step` (based on `pyplot.step`), `line` (`pyplot.plot`) and `bar` (`pyplot.bar`). Furthermore, each one of these has a filled varient, adding `filled` to the type name (e.g., `stepfilled`).\n",
"\n",
"Besides the standard options of specifying bins by either number, width or edges, there is the option `bin_type` which, when set to `equal`, automatically produces a binning scheme where each bin has approximately the same number of elements. Note that this options, while sensible when using `dens=True` for high sampling of dense regions while avoiding noisy results in sparse regions, is quite uninformative when used for raw counts (`dens=False`)."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(nrows=4,figsize=(5,10), sharex=True, sharey=True)\n",
"\n",
"### Histogram types\n",
"splt.hist(data, bins=30, dens=True, hist_type='stepfilled', label='Filled', ax=axes[0])\n",
"splt.hist(data, bins=30, dens=True, hist_type='bar', label='Bar', ax=axes[1])\n",
"splt.hist(data, bins=30, dens=True, hist_type='line', label='Interpolated', ax=axes[2])\n",
"\n",
"### Binning types\n",
"splt.hist(data, bins=20, dens=True, bin_type='equal', label='Equal binning', ax=axes[3])\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Additional hist() usages\n",
"#### Cumulative histograms\n",
"If `cumul=True`, this will instead produce a cumulative histogram.\n",
"Finally, the `scale` parameter allows the scaling up/down of values in the resulting histogram. Note that in combination with `dens=True` it changes the type of histogram shown, from a PDF to histogram where (if `scale=1`) the area under the curve equates to the number of datapoints.\n",
"\n",
"#### Switching orientation\n",
"All variants of hist_type are able to be plotted horizontally along the x-axis by setting the parameter `orientation='horizontal'`."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"### Cumulative histogram\n",
"splt.hist(data, bins=30, dens=True, cumul=True, hist_type='linefilled',\n",
" label='Cumulative (CDF)', zorder=3, color='red', lab_loc=2,\n",
" xlim=(-5,13), ylim=(0,1.05), xlabel=\"x data\", title='Cumulative histogram')\n",
"\n",
"plt.show()\n",
"\n",
"### Switching orientation\n",
"splt.hist(data, bins=30, dens=False, orientation='horizontal', hist_type='stepfilled',\n",
" label=\"orientation='vertical'\", color='green',\n",
" xlabel=\"counts\", title='Horizontally aligned')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Axis lines\n",
"\n",
"### The generalised axline function\n",
"Often, a single line needs to be overplotted, such as a straight vertical or horizontal line on a plot, or sometimes a diagonal line (e.g. one-to-one lines). Indeed, matplotlib provides the `axhline` and `axvline` functions, but these do not provide the generalised functionality required for a diagonal line, nor do they allow the user to plot multiple offset lines simultaneously.\n",
"\n",
"The `splotch.axline()` function allows the user to specify either the `x` or `y` value(s) for a vertical or horizontal line, respectively, or, in the more generalised case of a diagonal line defined by the function $y = a*x + b$, where $a$ and $b$ are the slope and intercept, respectively. Some examples are shown below:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axes = splt.subplots(ncols=2)\n",
"\n",
"# Plot a single horizontal line\n",
"splt.axline(y=3, color='blue', linestyle='--', linewidth=3, ax=axes[0])\n",
"\n",
"# Plot multiple vertical lines at the same time\n",
"splt.axline(x=[1,2,4,8], color='red', ax=axes[0],\n",
" xlabel=\"test x\", ylabel=\"test y\")\n",
"\n",
"# Plot some diagonal lines and modify some of the axis appearance at the same time\n",
"splt.axline(a=[1,2,3], b=1, ax=axes[1],\n",
" xlabel=\"test x\", ylabel=\"test y\",label=[\"a = 1\",\"a = 2\",\"a = 3\"],\n",
" xlim=(0,10), ylim=(1,20), grid=True)\n",
"\n",
"plt.legend()\n",
"\n",
"fig.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Generalised curves based on expressions\n",
"Often, the curves we wish to plot are not straight lines but are curves defined by a mathematical expression with a dependent and independent variable, e.g.\n",
"\n",
"$y = 4*x^2$ \n",
"\n",
"$L = 4\\times 10^{-21}(1+z)\\,e^{-\\nu}$\n",
"\n",
"$(y^2 + x^2 - 1)^3 - x^2 y^3 = 0 $, and so on.\n",
"\n",
"The `splotch.curve()` function can be used to plot a python function or a mathematical expression given as a string (e.g. expr=\"4*x^2\") as a curve that can be modified exactly like a line in the examples above for `splotch.axline()`. An expression requires at least one independent variable ('x' by default, but can be changed using the 'var' parameter).\n",
"\n",
"Using the example of our simple data, the `splotch.curve()` function is used below to generate a line for the expression:\n",
"$y = x^{3} - 8x^{2}$"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"### Simple generation of a curve given a mathematical expression\n",
"splt.plot(xdata, ydata, xlabel=\"x\", ylabel=\"y\")\n",
"splt.curve(expr='x^3 - 8*x^2', title=\"Simple curve\",\n",
" color='red', linestyle='--', lw=3)\n",
"plt.legend()\n",
"\n",
"plt.show()\n",
"\n",
"### Applying bounds to the expression, which will plot the curve in the range bounds=(from, to)\n",
"splt.plot(xdata, ydata, xlabel=\"x data\", ylabel=\"y data\", grid=True)\n",
"splt.curve(expr='x^3 - 8*x^2', bounds=(5,10), title='Simple curve (with bounds)',\n",
" color='red', linestyle='--', lw=3)\n",
"plt.legend()\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Supplying substitution variables in an expression.\n",
"An expression can optionally include any number of substitution variables. A substitution variable is a place holder that will generate as many lines as the number of values provided to the substition variables in the `subs` dictionary. Any `Line2D` arguments can be applied to each of the lines if given as a list with equivalent length to the number of subs. If a `Line2D` property is only given a single value, this will be applied to all lines.\n",
"\n",
"By setting `permute=True`, this will result in every possible combination of lines using all of the values given to the substitution variables."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"splt.plot(xdata, ydata, xlabel=\"x data\", ylabel=\"y data\", grid=True)\n",
"splt.curve(expr='a*x^3 - b*x^2 + c', subs={'a': 1, 'b': 8, 'c': [-25, 0, 25]}, title='Adding substitution variables',\n",
" color=['darkred', 'red', 'darkred'], linestyle='--', lw=3)\n",
"plt.legend()\n",
"\n",
"plt.show()\n",
"\n",
"\n",
"# Setting `permute=True` will give every combination of all substitutions given.\n",
"splt.plot(xdata, ydata, xlabel=\"x data\", ylabel=\"y data\", grid=True)\n",
"splt.curve(expr='a*x^3 - b*x^2 + c', subs={'a': 1, 'b': [4, 8], 'c': [0, 50]}, permute=True, title='Adding substitution variables (permute=True)',\n",
" linestyle='--', lw=3)\n",
"plt.legend()\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Piecewise curves\n",
"Some expressions have a different functional form depending on the domain over which they cover, these are known as piecewise functions and can be plotted in splotch using the `cureve_piecewise` function.\n",
"\n",
"To define a piecewise function, parse a list of $n$ expressions along with a list of $n-1$ transtition points to `intervals`."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"splt.plot(xdata, ydata, xlabel=\"x data\", ylabel=\"y data\", grid=True)\n",
"splt.curve_piecewise(expr=['-20*x + 20', 'x^3 - 8*x^2'], intervals=5, \n",
" label=\"$-20*x + 20$\\t if $x < 5$\\n $x^3 - 8*x^{2}$\\t otherwise\", title='Piecewise curves',\n",
" color=['magenta'], linestyle='--', lw=3)\n",
"\n",
"plt.legend(loc=2)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Broken axis plots\n",
"Sometimes you wish to plot some data that has a discontinuity at some point, but to plotting it on one axis stretches the limits of the axis. Instead, placing a break in the plot can highlight the low and high regimes of the data without sacrificing the stretch on the limits."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"xbroken = np.append(np.arange(0.0,1.0,step=0.02),np.arange(20.0,30.0,step=0.02))\n",
"ybroken = xbroken**0.5+np.random.normal(1.0,0.2,size=len(xbroken))"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig,axes=splt.subplots(ncols=2,wspace=0.5,figsize=(16,6))\n",
"\n",
"splt.plot(xbroken, ybroken, ax=axes[0], xlabel='Broken x data',\n",
" ylabel=\"y data\", linestyle='', marker='o', mec='black')\n",
"\n",
"splt.brokenplot(xbroken,ybroken,ax=axes[1],xbreak=[1.5,19.5],xlabel='Broken x data',\n",
" ylabel=\"y data\",linestyle='',marker='o',mec='black')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 2-Dimensional Plots"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 2D Images and Colorbars\n",
"splotch has a fairly simple wrapper around the currently available `pyplot.imshow()` (or `pyplot.matshow()`) function but with some additional useful utilities. \n",
"\n",
"Furthermore, color bars that map the color-axis to a set of quantities can often be tedious to create in matplotlib usage. In splotch, you can turn on color bars within most 2D functions simply by setting `clabel` and can also make use of paramters such as `clog`, `clim`, `cmap`, `cbar_invert`, etc.\n",
"\n",
"Alternatively, one can make use of the `splotch.colorbar()` which gives the user far more control over the positioning of your colorbar.\n",
"\n",
"In the topic of colour, splotch includes the [scicm](https://github.com/MBravoS/scicm) set of colour maps and manipulation tools. The colour maps are registered as `scicm.{colour_map_name}` into the matplotlib list of colour maps. The colour map objets and manipulations tools are accesible in the `splotch.cm` and `splotch.cm_tools` sub-packages, respectively."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"### Create an image of a 2D Gaussian\n",
"X,Y = np.meshgrid(np.linspace(-1,1,25),np.linspace(-1,1,25))\n",
"img = 5*np.exp(-((X)**2+(Y)**2)/2.0 * 2.0**2)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig,axes=plt.subplots(figsize=(6,6))\n",
"\n",
"splt.img(img, clim=(2,5), xlabel=\"x [pixels]\", ylabel=\"y [pixels]\")\n",
"\n",
"splt.colorbar(label=\"$z = 5*e^{-(x^2 + y^2)\\\\sigma^2/2}$\")\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Scatter Plots\n",
"Here is a general usage of the `splotch.scatter()` function, which generally takes both `xdata` and `ydata` as well as `cdata`, the information required for plotting on the color-axis."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"# Create some data representing two multi-variate 2D Gaussians, the details are not improtant here.\n",
"num = 10000\n",
"xvals, yvals = np.append(np.random.multivariate_normal([5,10], [[2,1],[1,2]],size=num//2).T,\n",
" np.random.multivariate_normal([8,6], [[2,0],[0,2]],size=num//2).T, axis=1) \n",
"\n",
"cvals = (xvals+yvals)**2 + np.random.normal(0,15,size=len(xvals)) # The color-axis quantities"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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FNoUTU77baw+rpTwyWuVZL/48I6PV5nPtRf+5jWe++PMsufa7uG2NPN73nhdz8+2r+P0fLycMQ2YNFQnChNGJLOROqq0cEwSGAw79LGKEPXefy6m/PBrHUZzw3TO57Iq7GBwss279GPfet5ahoR4+9oGX8eH3vRilFP/zrsP4wpdPpVZvEWzXdXjGwXvR11dmZLT6oM/FjTcvBeDJT9qdU3/9KY7+yI9YtWZTB9mtlAu84vCn8Zxn7senP/9Lvv+TM9FaISJ8+P2v4LjPvSUvDH2YYczWu3copRzgh8ALgBXA1Uqpv4nIbW3D3gUMi8iuSqnXA8cDrwNuAQ4SkVgpNRe4USl1pohkchHPeTjy8R9OF9AuwE7YAwVYAFynlHqKiKzZ7Jo5Hlb0zOvlCe8+gNtPuw1JhF0P340Ze3YWB9144o2MrbDe1cbGBld982qe9+3nTtmWiLD2mtWMLR9jYOdBZh8wB+07KK0xiU3+L/ZVQMH137mMqBqiPYe93nIAPfP6iKohqy9dRlQNKM/rZ+3VKwnHAgb3nMUuL9+zgwzOPmghfTvPIK5HlGZWcNo8nE7Joziz0sxZVVox44nzGNhtNtFovXPSSuGUunselFK4lQJuZarnY+K+jYwusSkGxdm9DB2wYKt0wsrxiEFuwx7hcByHLxzzJj71+V91hPxLJZ8vHftWwjDmmON+T7UWdAReksSwadME511wIy994YGATR146Wu/xVXX3UcYaxyvxHjdoVgoolSV9lC7iEsjFFRkSeZNty7n0MOOY7zaIAgTxBggbo5fu26UY7/6RzZsHOfLn38dH3zvy7jqmrs469xrcV2NAAvmzWD//XZlaNFRVKvTkFSlAAebE5vQXt2/48KWMsBLX/RkXvLCk9i4aYzlKzZw+hn/oVpt8IqXH8yzDt2XE751Oj/46ZkdHtTv/PAvDA328pEPvJIcDx+2chj/KcDdInIvgFLqVOAIoJ2kHgF8If3/6cAPlFJKRNqlK4psp/Smh42kisjNQLNsWym1FMvS88rYRyDmHLgDcw7cYcryqB6z6a4RRpeNQVv0qb6x3iFxkuGuM5aw4pLlmDBhhb+cnV+yK8V+l6gWNT2XjY017jztZsLxAASSJObO025mv/ccxO2/uY64HmESYe31a5uXyYab1+L3+Cw6rDPZf7Ju6vBta1l3zXIbNptZpjCjglu0lfyl2T2s/Nfd1DdU8XsLFAoOSkNlwSCFGQ+ub3U0ETB257rm/BrrJ6itGKGy44MvAsvxyERuwx4deN9RL6NSKfLFr53K6jWb2HP3BRz/pXfS01NhwZ7vZXy8RhTHU9abqDZ49wd+zlte/yw+9oEXc8HFt3HVtfc1hfKTREjiKM3f7LRz1u61pUgZYcNwPbUH2vZxRoO0PKW1Wsj3fnoun/l/R1CpFDn11x9jyV0rufb6e9hx4SzO/edNfOP755IkSSoxNXXOWru0Mq4ywio4juLT/69TVkopxcwZ/cyc0c8Tn7BLx3ff/F6XPN5awAnfOT0nqQ8jspzUB4GZk8LtJ6ZRnAzzgbY8N1YAT520jeaY1Gs6CswANiilngqcBCwC3tLmRRXgH0opAX46aZ9bFdtSgur3wLOxJ3EFcKyI/GJb7S/Htkd9U4MLPvZv4kaCIsFxsbJRjqI0s8QVX7kCr+Kx5+v2pGeuzcvKCCqACRPuv/A+djl8l9Sz0EI4EXY8p0UTIbf+4lrietRKPWj7XmLD2NKRzc93wwRrrrofiQ2FXp+kGqKUIgpi/L4iKy64m9rqMcQI4XhAWHbpmVmhvn6C0oIBm3e6hUjqEWjVShkwQlzN87oezcht2KMXL3z+k3jCfruw2y5zqVSKRFHMgj3fy6bhCbo7hBxEHDZsDPnOj/7J9396IfvuPXdKJ6cth0OaBwCkb6IRXNo9qo7WrFi1iT12s93tSqUi9QCW3j/Cd350XrNVqVIK0QVLVNPqfu04mHY72uYg0I7DX86+lle/4uAHnGkcx2zaNN71u43TqBvk2EZ48DqpG0TkoG02HZErgX2UUnsBv1ZKnSMiDeBQEVmplJoNnK+UuiMtNN3q2GYkVUTe8ADfL95W+87x36M+EqCUotjf6l9/x+l3EYwGSGYXS4ryzALFgSLjK8eob6jhuIpLb13HTi/Zhd1esTva1U2SCrZ96PCdm5pV9Uop3KJL76IBNt66DomNJb0zyk1Rf6VsjpRyVGs9V9OzsCW435z3hir19VVKs3sIRupIZNCebm4HbOV/deUItTVjrcIvI0Q1e/OIxxuM37WO/r3nTtn+dGjPXwVQWlGY9eALKHI8cpDbsEcfJibqvPnd3+P8f92I77skseHznzqS/fZd3LV6HlyUbkVfMhuRJMKNN6/YupNTCqU8xLRIahBGhKmG9HEn/JWvf/dctKNQKIIolbZKQ1ZKqVSTFUibinSEs9oQRQln/O1KNh3/DoYGu9uh3/zun3zui79l5aqNOK5L3MW7vM9eix7q0eZ4iNjK4f6VwMK2zwvSZd3GrFBKuUA/sLFzTnK7UmoC2Be4RkRWpsvXKaXOwKYVPLpIao5HJ0SES46/jvsuWgkodj1sIYd85AkopQirUYugAkY0e79pH2748Q2YOCOdguMqlv3jPrRWlGeXGVs6asmgst7Y+JYQJYJT0CitWPDs+cx64g5MrBwjGGlQmllm9gFzWfGvezvmlmpV20KuXYfo3bGf0fuG6Vs8gFKKjbevY+mZdzQ9mvOesxgxgolNZ3ROW71Wp+wRj7fCb838VoG4+sBqA9WVo6y7chkmNvTvOpMZT1nE2B1rkdjQs9MMijNzkpojx8OJd73/R5z/rxsJgoggsNrGxx3/R9737he1jWoTtdflroVBCgeNR8zUfHVEMZUc6rZlqsOrOXXbLtL0pnoc+sLjecbBu3LBRbeTJAZBsN5enc61nTxqstu2nYoHJsbmonbOyfMc1q4b6UpSv/PDv/DJz/6yWUSVJAalNNJm4EulAt8+4ahpjyPHNsLWJalXA7sppXbCktHXA2+cNOZvwNuAy4HXABeKiKTrLE9TABYBewJLlVIVQIvIePr/w4Djtuak25GT1BwdWHbpapb9Z3VKOoV7L1zB4mfMY8GTZ7PLixez6oo1JKH1TvbsUGHpP+6zJDBFEoF2LDG879x7bbV7Gq4PJqz51Q44riKuG9CKODTc8dsbqa+zRU21NROsunRph8KAiK2cr+xQYc83H8AtJ17DvfePgMDArkMsfN7O3H/OEkBsdyuBdZcvR2mQwHph/bJHEhkaYwHVDfejtUK7ChOnxzMr9ahoReEBCGYwUmPd5ffZhgAIo3etxx8oMeupi7fq3yNHjhxbhuGRCf5+7rVNcpqhVgv4x4U3tFqIApZIetNySYXG0R5iEhLCjm8KugKiCKWGDcU7KFwUCUZiSk4fNTOeks2p20W5iMQo5ZMkLo1GxPkX3mb7R6lMSk8QJCWODpaEKsDtIMBKQLQHpF2vTItUB6Hh6mvvYccFM6lUWpGeFSs38InPnJR6YjtRLPjMmNHLvnsv4tjPvImnPnnP7icoxzaCwmzFjlMpwTwaOA+bg3KSiNyqlDoO6xH9G/AL4GSl1N1YXejXp6sfCnxKKRVhn4DeJyIblFI7A2ekD3cucIqInLvVJj0JOUnN0YHahkan9qnA2MoJePJsZu45xLO++HSWX7qKQn+BXV+ymH8fe2nX7SinJXKfhetJHRBJZL2tANpRDO0xg5UX3dNMFfMrLohgEtP03GZh/t1fvx9rrlxOVA+bjoORuzdSXzNmjbxj2wKa0OZyIYokMtQ3NghGQ3BAa43rpvliImhtix78oQokBn+ojK74jN23keLMCn5vZygfYP0Vy1Dadq3SSmNiQ7CxCjvnLVJz5Nge2DQ8getoumWR3nzr/Rz2vIO45NJbCcIIYwTfd4nj6QiBtTeuLuKrAhlJNEajlYMowRGr8KGAguvg6ILdnoCnioQyyQtLGr5XCkdPlutTTf9uM70pXaLwsUpCtsOUoY2Eq9Z6IhpUIS3OUkSx4QOf/DUf+cxvOe+MT3PQE3cG4IRvn96VoAIEYcyyO36dy05tJ9jHk6177kXkbODsScs+3/b/BnBkl/VOBk7usvxe4AlbdZKbQU5Sc3Rg3oGzOgxUHCRc89NbWHfzRp75mYMY2n2Qod1bFeuLnrsjd5x2B0loEBG0o3A8h575PYyvGO9oK601JKlHFGVloPY/6kkUBosorWwIvqDTaJnCK7oEE1GaTC5oz6U0VLFe3vZ6AScz6nZHIoLyte0SZex+tGvJKgmogmruA6zPIgliaptqRCMN5L5NtiDM1SAw79m7UJ7byn81UULSiJrrK2VbqxbzHNQcObYbFi2cRaHgdS12EnH4z5V3c/T/vISxsQlGRqvsu/dijv/uP6jVpqb2aGzRZNlzcLRCKb8Z2WlEhkSg4LjEJqGv5DVpRRwDClw8YomRLJ80bWOqlKLHKSEoQhMSytR9KxQam3uaYNBKtzIURKFwEKbm1yqlbGGWRKkdhGpavPm0532OXXeaxfHHvYmL/33ztOdwzpyBnKBuTzz4wqnHPHLF8RwdGNixlxeecDCz9x5Ea4WTplqtumYd916wfMr4nV+4E/27DRHHEDaE8U2GkQ2GA973JLyKDadZcX1FoUfjlyxhNQZ2e9Ve9Mzr4fpvX0YSmaz7dHPbSiv8Hhe3oIlrhnA0ZPlF9zF677AN/yPgWPOfeVoBEKjs0Idb8W1+qoCJpEWYpzn26opRJDHNcRIbJDGsvPAu7jr1ejbcvNqu7+qONqkigttboGdRLjeVI8f2gus6fPv4d1Au+VO/1B61Wsipf7qSb3z5rRzz/47kPW97Lk85cOeu21JK4Tk6JajZwyg4XkJPxTDQZ+jrEfpLLjp9AJ+8fkEX0cpBKwelNEopSrqEo1xc5VByivS7fRR1a74OHh5FXOWjlYtO12v+UwpNq8vVNJOfukyEu+9dy5vf8wOKxe7drQA+8/HXTr/dHA8L8raoncg9qTmmYM4+Q+z/+t249OvXtyreg4SJtVbbNwkTompMYcBHKUUwYWhMtFybIhA3DE/+2FO54ouXti23Xk2TCEnDsPqq1UTVkKgaNT2bSZQgxmk+PimlCMZseMutuKy8ZKnNOVXWg6q1snMsu8380qiWENaGUQqKQy2DnIXR4jDBK7mtnDGxJFe0Io4SHFdP6SJlopiNN66i0F+kd8dBZj9tMeuuWIokBr+3yJxDd849EDlybGe86bXPZM6sAV70qq9gc4Uc0J7N9QQ2rQ/YfZ8vWCm6KGG3XWfRUyxTDwKUAl971v6g8JwWQUUJftHaIaWsjVNK0NpgYhvG1xo0iuxxWytNgWKzEKqgPHQbm00frynqAp72qMUBrmo1EVHSngTQCY2DYWo1/gPprdfrIes21imXCtQmtT49YP+def9Rh292/RzbHtNkYjxukZPUHF0xc4/BDnvn+Jp5B85m+X9WceV3rkcEeudVeM5XDmb2/jNYf9tG661UtkreLTk0hqPUmFuCGtZbXkoTCxtu3Uh1/QTEBsfLKusVjbEIr+jgeJr6SIiJQXsav9cnHE0Nq4DEgriC42tboJVAOBGjlMKkcjNxPU5zTtsgUB8LKA8WLWGOTTO0byKDUqqZMytYYW6wntX6+iq9Ow5SnNXDwpftYyWzJpHaHDlybH3cfOv9fOrY33L51Xcyc6iPj3/ocN79tudPufae9uTdWbxoAcuWd/ZYcJWPq8pU25Q7brl1NY52GaroVu48EETQ3tnY9S0hbHJWm1uEUmKLM41dVigIjaBlOjMvqEanUSWDmE7hf5TVEijoAokIrnLQKGIgke7tnKfFtAzHEmKANevGOemHR/Ohj/2UIIiI44QXv/DJ/PInH35w+8qx1SFp3nOOFnKS+jjC2OoqF37lWsZW11h8yA4c8oH9cbr0mDexoThQ4IXfPIRrf3YbcRCz3+t2Y3DnPv7ylsvToiQYWTrOX992PrP3m2FLAjLvZxJz/tEXEjYEvwilXk2SyJSH/CQRxlc28Mua8kAr70oSYWxVQN/CIqXBAl6vzx5vOIC7/nQbwWijw7uQ3TScgqY+HNmCq1iaBVdhNabQ0/kzz/Jdlesw58nzWXulFfxvzitMcIou2tOEYw1UemDK1RRndGoqqgch+J8jR46HhjvvXsUzXvg5qrUGIjA2Vuf/HXMy96/YyBc/a4uRJyYavPejv+UvZ92QFkQWMMYWJiulKDo9HRJ6GawKUyu/HKDoC6jMSwpayzRKAMrm2qfb9TxBa4hCRSI22yhJFJWeCL9gB4lAUPOIw5ZdsgWYTTpr9aNxCbrkrFq+mWmoZkbVCvwr5aYyUtkrWyfdl4TsuHAmbzjy2Rz5ymew7P51DA32MjiNlmqOhxl5TuoU5CT1cQIR4a8f/A8T62qIgdvPWoZXdHn6e/dtjTHCv79xPXefvwKl4Sn/sy8v+NrTm98v+/fKJkGFNLc0Mqy9fn3HvpJI0BhMDI0JbHjdV+hJv7bsUgzGDX5ZcH27MA4MSWQYvq9Gsd/nGf/vUJb84XZWX7sWDHhljV92rc5qe1g+ESbrW8f1BMdRtiArlR/0elyUVsS1iNG7NuAWvWbjABFLcMPxsOmVUNrgFB0GdptJb553miPHw46vfOMM6o2ww1FYqwV854dn8YkPHUGx6HP4677PNdcvJWyK9iscx2egz2Ov3RZw0/UbpnU0ZhGfdmgnlc8zgu3+aLeZwXFMk3gGNSGKnHSf4JQM2jW4riEKNF6htWOloFiJqBtIYqe5fytQ1Z4Dq/CV31FcJc1UAgcXm25lxGBI0u8MolpqJMaEWMMX23eleeL+O3Hc107jF7/+J7V6yEsOO5CvfOHNzJ+XK5M8EpCH+zuRk9THCYLxiOqGRtOTkASG5Vev4+nvtZ/jMOG2v9zLfRevsqFzA1efeCt+j8OCg+agHMVl37gelRG3tHq0m3FXCktIw2zbkMRCqZcOUul4VvRajDC+NsLxFV5BYdJ7jBjQBY+7/rSEVZevbJLPqGZwCwZX6/QmYmWlHE8RB1OvcJMIThtxbW+zGo0FzDpwPqv+cx9ihKgRN50TTsHB9Z00lUAYvXsDcT1ih4MXM3zHOsbu3oBT8Njh4EUUBstT9psjR44tx133rOaKq+9khzmDPPeZ++K0FSdede1dTeH5dniew69+9x++eMLZjI5Plnyy9ml8TFhyy8a2gPdUdPOSlith0zMKttizXnOtZ7QS4xdM0wb6viFoJFTHPUChtMH3EzwvwXE0SZIJ87f25xdj6lWnmePaTcTd1x6uOEQmIsHgpkVXghBLQkzS5lm1/2+PNGntY0y148j/fObVnPE3QxLbB/NTT/8P//zXTdx69fcYGKhMc4ZyPFzIPamdyEnqYwjr7hphbG2NuXsPURnq1Pb0Kx5eySEYt4Zee4qZu/YDsOHOEf7xycsJalGzcxRAEhku++YNuL7D3kfugnI0UWBw3YzoWaKqPWXzUVMUexSur/DKyu5v8jWnLEF1fGWJqigcz+asmqSpFohSQn1DjaXnL7UKAW3baYzEBOMJpUEP19d4vUXiMEFMRBK2ey1UK98Vm18a1RNMLHgVl8LMMqsuXQpiw/ztd7EkSKykVsFp5qtO3D/C/WNLiMYDJDFEEyH3n7eEXV69PzoP/efI8aBhjOHdR/+EP5xxGa5jryGlNQP9vZTLPu9+63MZGuoHtSklZAmIzRENAsPnv/x3ao3pO8QZMRhjcB1FOKXWSKj0RFR6YuJYEQYuJlFoLRQKqWplangcByo9EY7TltrU9LDaIioBwkDR3x837VWhkJAkhmq1syrf9Q39xRpRqEliTckxxKlnNQ4dktgSW4XC0x5e9inNnfWVRokiIn4AAu4hbd5YYzpTr5LEMD5e45e/vYCPHP3yac9jjocHOUntRE5SHyO49KRb+c/Pb8NxrXdx8TPmsPruYebtOcTLPvEUhpdNMLTHAKtv3ACRYYd9ZnLIB/cH4OKvXEs4EXWNMygsObv1tLuahi2OW7qnWltPpdLg+uAVLEEFG7ZXbSmvcQilXkhiu90kEOKGwSTgFtNCpUzX1GnzurpZ8VLr4vXKmmKfb7evbJeOJFIkkaAc64XtXdhPXK03553EBklsR6q4AW5PWvmfFUZ1s/Km0/srRghHJnlsRAjHA4pDuTc1R44Hi1+fcjGn//UKGo0IiAAHFIxPWGJ1zHGnESeC0jacLjigPIpews477ci9S0c2u31HOdZOCPguxIm95B3H0DcYUCgYHEcolQTV12KxJg3Bt8NNGz61TEKLHnouVCoxlbIltJmHNEns50IhIQiyW66gHYNO20hrxzYLsO/gFxLCwCGo2Wp/g8HB6UgFAPBwiSVpKgpMhiW005GeVivXWj3k8iuX8JGjN3sqc2xjCHm4fzJykvoYQFSPueSnt2BiIQ4SAhNxw7k2fL3+vlHW3zdKvCIibiQoDaX+Ai/+6tMo9FgD2Bi2YR+lFEokbc8Hjm4ZQyXWGGfXj9bg+IKJFJKS1jiAJATHFfwKXYsUamNCqWeq0YxqKVHUNrwWp95Q19OotI2qSUA5UOhxcPzU4+JAYzikMbox7QCFzTvt9dnj9ftyw/cux/E1SWBQ7cRXoLZ2gvKsspXGUgrtKJL2bltpEe7k6mG37JMEUVObVQx45S7ajDly5HhA/Pjn51FrCvCrSe+02plmmqHp9fiE/XdhxwXzuPPuTdjmxN3v7j0ljeskxKEleZ4LhVJApS8ii9h47tTCKMVkwiCTCGrHSPvgrsBNVaQykuo4EEViUwICux2AYtEQBrqZj5qtk8EvJJhYkYiCaPqKbweNQXcV+BcRZFqFgNbBFXyPPfeYP+0+cjxMkLy6fzLys/EYQBJ3ssFETLMlaRIZVtyygbhhDZUYiIKE1TdvbI5fdOhcW1gEeCWHvlkFjHQabZWSNSdrO2poktPMq5rdPJIYwlrnHLPcrQfS8XNcRdQQTAwmxqYAxFbayi0oJAGlrfWvDYcEY3FT/qV9vvFEyLXfvhTta+J6Ys/H5F0rRWX+QJqDK+hU6UA7tkOVV3Stdmtoz6ekrVobI43WJrRi7jN3winmz3s5cjwUdOp1dmWBKaRjXJwoXvT8/ag0HxA713NwKKsefF+hXcHxEmynu4S+gVb423Wm8UJO2ecDI81W6JCqUqrdAyt4nqGvL0JrwXE6I0Qd+1dQLMd4buqZnW6M4+Jph8m3c5uSlRVNtX8B1oPa+UB+1DteyNJla/nkZ0/i5UcexwnfOp3h4YkHdfw5/ntk98oteT0ekJPUxwCKvT67HDIPr2gtpNa6w6IVezq9fFEt7uiYdPBHnsC+R+7K3CfOZN8jd2XOk3cgjiGIhDgWglhaxUbYHDIRsbJS08DE1qtqktbFlESQhCnBldY2mx7XZgFB57aSWFIvqc1hrY/EzfFhzbTWnTIJOqSlTNK2T7Fh/6Xn3Ik/1ENYjwlrCQuevQuLD98Lt+C22qYaQxIkJI3ENhIwidVhFUuek3qrl3ZUDdlwwwrWX7eccLxBjhw5No/XvvJgioVMxH7L777DI3Ve96qDWLzjTIpFj0yRVKHxlUdvoUi5EqO13Z7jCZW+gB3m15pkEpiS795c3o0Vdn3Q7qzcn25bSguDQxE9vQmO20qX2iwyiT23S1iquW1FyfFwcNq6USmU0mkuanawzdCQlaTSrcYB5UqJZcvX8oSnHc33fnwmZ593NV88/vfsc9B7WbFyw9Sd5thmyDtOdSInqY8RvOaEQ3j+R5/IwW/fi9d+5RkM7FDBcTXlgQLPeNM+QBsxVDC8cry5rnY1T3zbnrzwhIN54tv2RGkbOotjoREaolBoBBkxNQQhhBE0AjqIqnS7uUha52CAdP+1USGoCiaxxBWwtlO3hPM7oEBrlc4fMHZcFsUy0qyj6PS1pAoE7XMxkSBY9QIxgokNw3du4IAPHcLeb3sijfXjrL10KdpzUK5CuS32q1yFcqyRzwivxIbaansuk0bE8vNuZ+SOdYzeuZ7l593RlLbKkSNHd3z4fS9lp8WzqZQLWJmkzeVQtjAxHlMselx8zsf47Mdfwt57zGbXxf3MGfKYM9vQP9igpz/CL0R4XoLvx/T1RR359CDpQ3O3/QkFX9DKSlD5HvT3ZRGmVsEU2DA/bGbqdGudatdXapJXs23/StnvtQbHy8a1XrqNYBccD0e5eKqApwq4WE0/myKh2/6fpkxkRFW7TFQD3vXe71KtNojS9Ip6PWTjpjE+e9xvpj+oHFsVNic1J6ntyGOUjxFoV3Pgq3dtft73hYtojEcUejyWnL8cPEXSsE/jrq875F3AEszlV61jbE2NQr/fkU/qOILjaOJESCalNzUCoVJWHduxXoPOC0jaC5DEdolyPNVcBxQmBr+oiLQhaUtR80utTjBJZA3zxLoIr6TRjiKu23xTqQteyZJL7SpQaQcp3SKabtlJFQykY243/PByCkUHnXWPEpseEDdinKLTIqptOa0IHQL/tTXjzTQLu12hunKUgT1mT/dny5HjcYWrrr2bj33mZK678T5mzujl4x86nPe954VcfdHX+MMZl3PBRTfjuA7/+vftbFg/hpYSHmVAEZqAhqkhCAqXIEjYfb+PobVQLrsEjYgwSvBcA6JxvBjPy0hc1BbWT4uOXCGKlS1s0kyS07OktFCAUtHanJ4SFHwY6lPECYxNCOM1mo1MSgVrFoIuQgOeC8UCVOud4X3fN/i+UKtpwrBTHUQpwXWtFmt1zMd1bdNVq4AyNYd1MpRSaDwMQdexSqVFaBJTKvosXbZuyjaSxHDOeddMv5McWxePozD+liInqY8yrL9vlD9/9jLG1tbY89kLeMknn9whsZRBKUWx1+OKX97B7efebzuYFByUVlRmFFj81Nmc9fHLWHPrML07lCj0F1h9k81TjRsJSoHnqabxrjcMjgbHaRnI1r7SvKtW9GiKd0Kan603NA4Fz1fNML6I4BZpL5YFwC2Shq0gCSUt0JJmHmrWijUjh2EtoTLLa5Js5SorN1V28UoOWmviICGqWW+BzTMVqmtqlHbp76ye1TanV3sOA7vPYPy+4c6TrBW9iwYZ3HsH+9GbfJNRuSxVjhwpbrplGc992XFpFT+sWLWJT//fqaxZN8oXP/s63vqGZ/HWNzwLgGo14PAjfsRdd60nDO2TcVGX8HWBibiO1gotMYmJMAbGxkImF13FkYvntfIxE6NwdGdo3vdsRMR1QDst5RLPhVIReioK37OeUmNaclSeCzMGFLOGoFqzNsj3FGFkPbNRWxqoo6GcKgJ6DgyP2zn4bmtcpWIoFAxhqK13VJvUU2ZtY7ESUBsv2gYDprtNSbpEoRxVxIjtujUdyuUCH3n/S/nKCad0/b5SKXZdnmPb4PHiId1S5CT1UYQkTvjFO8+jNhqgRHHjWfdR6vd5/geeOGVsYzzk0p/fxk1n3Gsr2zUUejye+/8OYNdnzeef/3cNK65dj4mFjXeHUzyk0F7dL/heJhFtUwEyAqrT1ADXa1XdgvUCxDHEqX6q46g03GW3F9aEsJZQHlR4viZqGOLUA+H6dr9eSeMVWyTW8RT10QSdemmjwOA42X7T2WkIRuOmJ1e5No81bhj8kosYwfE0xteEE7boysSpbFXqPc32lxHfqBEjCWhPY2LbYtGt+Ozy6v3QbuuGUZ7bR2lmD/X1E/am1V/MO1TlyAGMjFZ5/su/1CSoGWq1gO/86Gw+9ZEjmmTob2fexAc+eBqNRmfBj/UMasq+j1+M6K0YHAfiaOqDM7SKS6xZakVjJkMp6KlAsdhaL0ksCc0KRkUEx1HEk2uQBCplRZI+hBsDlXIqc5WkKihtPgTtwEAv1Op2vO9ZW5mkKe6FgiExNpTbSitQeG2KAUrLFOUUUaarDJVSCocKiYx2OT+CVvCW1z+Tz37iNVx/wxLOPf9awjYx2XLJ573vfmnX85Zj28DkJLUD24ykKqVOAl4GrBORfdNlXwcOx/Yiugd4h4iMbKs5PJZgjHDS+89n0yab/6hR0ID7rl47ZezKWzby+/dfRNRIkERwtUYbW6U+b/+ZmNiw7Lp11GshSRqGLzidLUaBDq9iy8BL09sANie1URcKhalP90GjZTSTRGyVrW4jgQJhVVC0CGo7HE9N8mwKSQzat+lUSSgoP52LslX5StHMNwUgFpIQJE5IogSv4CIixPWsU0t6rFqRRAmO54C264dVe0NVwMjdG9nh6TuiRIgbMWPLR7jz1BuZ/aQFDO01u7mNuc/ahWDY3oEKg+UpaQ85Hj3IbdjWw7ve/1M2TVMp7jqaZcs3sPeeC1i6dCNHf+A0gmCK6r4d6xqGZsRdO911RRtvKxWhv9eSwiiC8aolo77XqsovFxU9JU00qSi0RVTp8kCvcB0hajWrs1GnbgVUWOLqT1KsSxLwPOuVzTyorX1n78buy0swRmES1SStWgQVkaqytKdRgfWielgNWjq+M0Y4+dRLefURT+fnP/wQL3nVsdx+x3IcRxFGMYe/9Gl85AOvmPb05ti6sDmp23sWjyxsS0/qr4AfAO1Z1+cDnxaRWCl1PPBp4JPbcA6PGdxxyXKW3dgipAZBHGH+vlP7Lf/1mMsJqy0jHxuD7zhNA/rT15xDbcS2SFWAm2b0t+sMummhUoeQPdYj6muIYxvWAmtg40hwPQhDiCLTof2XIUmkWQCVIdNXbYcYUkJq0G3kWSQtdkLwtM1HVW1l/ZPn29xeYiv7owljZQfSqdmcLNuIgFTsO4msXFUSmdZ2EyGuR6y65D4G957N8JL1SGQP/v5/3oVb9uhLPaZKqVzU/7GDX5HbsP8aExMNzjn/+mm/j+KEBfOGAHjnu389iaAKSguILYLsGQjsstQ76rqGcjnB0ZCkbUujVFNUpcWYAD1lQ19Pq3hJ+za/tBG0hPf7KpagKgVRl8iSUjaaJLpl+9q/A5s2EE8nS4q1YU3Z1zZT5aSpBkInQW1HT39IFGmiQOOkOfcAJtGIUVQKMBG0CKggGIlJCO2JEB9IUjtvSDuVUKuH/L/PnMz1//kaV1z0La6/8R6WLlvLE/bbmZ132mH6g8mxDfD4KYjaUmwzkioilyilFk9a9o+2j1cAr9lW+3+soTY2tUp8xqK+KaH+y355K8MrJ5r9myUV53cKmpd/5Wmc8clLqW5sSSO5jqKn4KKVIohiYgOOtoUBWiscR9IwllDwU8KobFFoEErToxEEEIbG9rdu2DCS79NJcsXKV1nYrlJpE5kOj0cSW5saVtPQum+JZnUkAaXwC11EKVIVgen0KpQCle5LdXgp7PEM7TUTqQWYtDWqSsODtkhDkbVF3XTL2o57iMSGsaXDTZKa47GD3IZtHVRrjc16Pd/2xmfR11fmmM+dwa23rSG7wBw3odgTNtc1ifWCZnBdQ6lkmt+7Gnp6YybGHaJIUyjG9PYIA73dwuBpeN235FZrqJR0M5Woe7W9tUvzZhZpBIaNIyFKKcpFTamoqTcMY9W4Gfrvhmx5t/PR0kKV5phmDafYXEXHEXTJdumLY40xKlVdUWil8bUQJgaTktGkXSNVKcBNza2AtO4Dt92xsvn/Jz5hF574hF26H0CObYu8cGoKtqcE1TuBc6b7Uil1lFLqGqXUNevXr38Yp/XIxO5Pn492NJnMXaHs8ZbvPRe/1HrOWHb5Gi744Y3ESWINlxgmkgbVpMHG+gSr7tjE2jtaxT9aQX/Jx3WscS74LokYqkFkQ/GRpOEwRbELMdTpXJw0rhUnlqACuJ5qM/gWSZKRWdutyk1vEEFNCBuCaVpwmtXzwbhhbG3C2PoYE0OxsmVPmSJCEglxaN+9Ho1fcaz3dfKhKJi4f4zygkFKc3qIG4YktE0EJKbD8yuJNDtNQVrdP1DaojnleMxhWhuW268WZs/qZ4c53R/i9tlzAd89/u38+KcX88tfX5ZqmgpKG0q9YVNiSSnbya79AbFQMFPInlLQ05swc2bInJnCrEGa+ZyToTXMGnLYeaHHTvM9fM8+hGutKHhZBj54rmp6YCsl27WqUNDMGPApFTS9FQfPte87zCxQKcBAr6a/V+O1uYEcbUX9uyE7Dt+X5tyy47Y2lvTcZCH+jMDaAY5nvQUFT1PyHVzl4Smf6cg2zaOzmDHUs5lxOR5ObG0JKqXUi5RSS5RSdyulPtXl+4JS6rT0+yuzB3Ol1FOUUjekrxuVUq/c0m1uTWyXwiml1DHYNhi/m26MiJwInAhw0EEHPe6fLfpmlfng74/gkt/cjEmEZ7x5H4bm9za/X3LJCs455kobshZDlMQkbQYqiQwXnnQjTlvLNUfrjtwurRSeowljQyJCydNUytZwG9MlxKUtARyrWnNXLLZCVb6Xdaayof8oanlVRaA2DiBpqC0luRGUelqhPbA3JqWx3a10mq81yfPamo/dvXKEuNY5xsS2uAvAiJmiyR2MBKy85H4K/YV2jWvEiNVGzfbhairz+6itGkNE6F88yIz98pDY4w0PZMMez/YrCCL+etbV3HHXSvbafQFHvPTJ/Oz7R/GKN3yDMIyIY0Oh4NHbU+Tvf/wUfz/rJr56/Nn2mlf2evcK3XNStRY8z9qi6YTwbZtT6OsRpmglt2H2kIvvKXQb03UcW4HvOppKWTHYl94ilVU4SRI7Viv74O57nVEZhWFowEsjNjDY5xCEhlo9QWtNkhjqXaSTs6Irq9/aIqN2u/bd82yaVRI7TbvtumknPKNwvIQkdHC1IlKCySJC0xJVu7xcLvDxDx0+zZgcDycEMGbrhfuVUg7wQ+AFwArgaqXU30TktrZh7wKGRWRXpdTrgeOB1wG3AAelqU1zgRuVUmem03ygbW41POwkVSn1dmwxwvNkunLLxzmiMObaf9xJWIt4wnN2pX9WBYCZO/bxqs8eMmX8+Poap37iYnrwqHgeo8YQmcR2YGkzwPVqSMUpNjlebDpbn4pIU8bEda0HoVW41BoD1svaCNs8jFgvqqNt3qlJw+NhWzGvoztzRruFvJIozZNNC6LikJbcVAyNMUOxT9sWqam3FW3TBiSGODDNkEn7vpJAoJSmPyR0KrKkHQUlERqbGpRm+J3rRgbHd1CAU3SprZmgMFRm8Yt3pzQz90A83pDbsOmxes0wB7/gGEZGqoxPNOipFPnUF37HZed/iasv+grf+8k53Hjz/YyPxaxaGXDoc79N0VVEoWlGibSX4HiTvaRCT09MsZjmu6ssLDrViChlw/itzwqdkrYMnqssQe1S2KgdRU+Pi+t02pByURPF3XVQwdqWOKHDZtoKfg0CjdDqTfeUDBP1lvJA+y/IdSxRne5XZcP7reNuP0dJqJtV/56jiWLBxSOikxXbn2zcPDcf/J8X8eH3vbj7DnM87NjKFuUpwN0ici+AUupU4AignVAeAXwh/f/pwA+UUkpE2pubF2m5dbZkm1sNDytJVUq9CPgE8KxJJyBHijhK+PpbT2XV3RsREf78nX/z+T+9laG5fc0xE8N1fvPpf7LitvUs3HsWz3njAWhXM14LmVEq018oIA0hkrijmKioPJw2o56IMN6I6Cl6KCCIEqLYUHRtyEjpVjGSUjYfanTc5p12I5giadFAItRqCa7b6eowho52hN2gAL+UhbNU6q2lw+sZ1g3acXAK9oYClsCapLsWYNYsoCkrNXlYetNT6dziMEFi63/wSm5TXzYOEqJ19mcbjDS443c3csAHD+5arJXjsYnchm0eH/z4SaxeM0yctiOeqDZoBBEf/tSv+P1JH+aLn309T3r61xgeaWCMEAQ1yn67VVJISsTaozzFYkKhYCWn3LTQKYohitOLtwmhVLQyUO25566bykKl177vdrdhYMdMJqhgP3uubIakto+lqWAC4Psa17Wd+3rKGs81DI+3PKjZsSpl06i6d5yW1Ms2eV7WARA1vxMcBYnSFHQJZTQh9eYEFVlhq0ulXOQJ+y3ObdgjBWnu8YPATKVUe7eFE9MoTob5wPK2zyuAp07aRnNM6jUdBWYAG5RSTwVOAhYBb0m/35JtbjVsSwmq3wPPxp7EFcCx2ErYAnB+elFcISL/u63m8GjEvTeuYtU9GwnSfvBxlHDJH2/iFR88tDnmlx/7B/dctxoTG5ZcuZKokRDWY8QI62tVW/muFQXjEUhLF8V33JRw0vQ2NqKYuD3HUiliA7UgAVH0lLX1BAC1hml7+t/8415iuvy4UiNsRNLCpMw42xtN5kHICKo14CoN89PMU00iqI/Zu41fSXNME1pEVtttts/QxGL1Yp2pqgV07NPKU2UtV5MgpGeOFVCU2HSsE1UjookQv7ew2XOR49GJ3IY9OIgIfz/v2iZBzRDHCX/+25X84MQLGNkUUKuFk9ofZ67R9H8KEEFn1z2KYjHB9yzZbOZvelZUv96Q5nqlAhT9VK+0YkmbGGGwz8PzFOO1hJ6SZqDfYcOm7mX43RqWtCPzfiolDPQpigUb7RmbgJFxmUJQM2itKBU1E1WD5ylm9FvvarXWmb1ULNplk8m3ApiGwHR6le27VTxQ+LqAGENEte0Y7JiJap3v/fgsbrjpbl72ooN42pN3e0iEddn9a/n9H/7F6FiNl7zwKRx68D458X2IeJCO1A0ictC2mQmIyJXAPkqpvYBfK6WmrSPaVtiW1f1v6LL4F9tqf49lrFs5zLknX85uByxkl/0WcP+t6zDpjcDEhvtvW0skERXpQUQRi2lWpmfIzK4tdkoF+JUiMEwlbViS6jqa4XGDVqrplXA0GIEo9Vo6ChxHdzHIU0NZnqfwXCuIHYSC6yoqvVZs36TC/+1i2cZAFttTKqtItd9lJDmqCX5Zd17ZJrXlqs3Lom2XKzGCV2yTwVJp1pa00gqaJysdEjcSvLJrCW7bzVVpRdyIGL17A27ZZ2C3mQ9ZFzUcazB+/whOwaF/lxmo6RLucjxsyG3YQ0H333+SGD5z3J+JogRtfAqOh6t1s5q9aYMERDSVnhg/7cBUKRkKhU6CCq3/95RttzuVLiv6ikXzCmhH4Sgo+FloXNFbcdIx1ttaq3faKKWgWMjsWXdJuyyXfuZAS/cZYMYguK5m48j03Z2UUhSLmmrdeoXLRUu2N422OwpsXurkGoA4VTeY7GmLQk0SOR2nXmFtcKaD7ekCUVLtWE9MDERcde2dXHH1En7w03M58pVP54iXPolrr7+HHRfM4shXHkJv7+YLQ08/49+8/T3fIDGGKIr54U/O5GUveSq/PekT6C527I9//jfHfuk3LF+xnr323JHjv/gunvOsJ2x2H48nbGUJqpXAwrbPC9Jl3casUEq5QD+wsXNOcrtSagLYdwu3udWQd5x6hGGXA+azYPdZrLhzfeppNFx63nX8+xzbg/59X3s1c3Ya4N6bVxFLjEIxNHsmG9cExEmCo6bG0zOCGZNQULYqKPMaGjEkKBymhrfilIj6LW0UYmPzVrWCctG1eaOxmSK70lN2cBxFEFrvq+u0QmhaW83UgSGFV1DpMsFxFdGorch3/e45Z8a0wvLZ5zgyOLqVPysiTZLZLApzVdM7GtVt9yrlAEYQTZqilYbD0nkqBSr1IouI7TiVCig6RZdFh+3KPX++xRZXacXIXetZ9JI9Gbt3E3E1pHfHQQqDD1z539hUY+mZtzW3M3rXBnZ88Z7TeiLq68YZvXUNIkLvrjPp2XHoAfeRI8e2hlKKl7/kSfz1rGuIp4iFes1uU4aAivLRHQ+DCpSxBZiVCL9gbc9gf5KStun2aVfNng0VsGh+ETdNAyq0yeCpVBM5e0CdP0ezcUQYHrWE0PMUvRXN0ECC4wjDIy5NLy8AwmB/wo4LDNWqJgw7G6AopejvhZGxzWulZmoBmX1zHaGvAvUAwsi+XHdqykNiwPEMcdjymCYJlqC2FVqRndIOktv+FK8QMWTi/klq56u1gN+ccjGn/vFiGo2ASrnAJz/3ay4698vss9eOXY9lYqLOO/7nm9QbrRyIaq3B38+5krPOvYrDX/K0jvEn/fo8PvTxH1Or2TzZa6+7i8Nfcyxnnv5/OVHNsHVzUq8GdlNK7YQlkq8H3jhpzN+AtwGXYyX1LhQRSddZnob4FwF7AkuBkS3Y5lZD7q55hMFxNR/71et4+5dexBs+81zGghGCRkgUxoSNiFO/cz4HvGRnYmIr1oxh47oRZs0fIJaYwATEJm4yRq10M6fUiEwJ01eTOpGJp83PciZ9ka1eKblolSoCuBrfVbiOwtWKnrJDlOZ0looOlbKD72uMseQ0SYRyWeEXOjtKaUdR7mu1HtSq5fFsvqeGV9pIcRJleV2Zd5TmNlsT7zyuJGq1PZVJCWCSgFvUOL5GK3B7fKJaQlS1XarK83s54MMHU109ZlMAjCCxYWLFGEvPvJ3l/7iTVf++jztPuZ7amvHuJ7YNm25Z07Gd+vqq7VrVBVE1YNO1y4lrIUk9YvS2NTQ2VLuOzZHj4cb3TngnC+fPoLenvd+7RunWZ0FwPIPrJ7hegusbtGMo90bMnFujtz8CyQotp88dzVAqQG/FivD3VpxmG9JWdbww0J8wZ7ZhzizDrBlp5btSzBzU7LrIYdYMlxmDit13jpg1I2HmkGHh/IhKxaCV4DrC7JkxgwPGykqJ6voQqRQM9j+wJ6zoKzzXelG1VnieolSAStszbUbOs3PgufazV0jQjqCUIYmc6YussvQokxBJhFIFlPKxlaLdWbQRQyNtplCtBQyPTPDmd31r2uO48OIbcbsUGlSrDU457V8dy0SEzxz7yyZBzVCvB3zq8ydNu4/HEwRlu4lt4esBtycSA0cD5wG3A38QkVuVUscppV6eDvsFMEMpdTfwUSCTlDoUW9F/A3AG8D4R2TDdNrfeWehE7kl9BML1HA564R5sWjtGPKlZtFKKpbesQYnCwRqHJBBGltewPlP7w42IcUSjldPs6dwwMZ52cNJnk9gYyroEGKLE4DkOOiWzGZppnirlfkqRSBZaaxFMJ61KTRIbygdoBAn9fa2bRhZCyypq270EGfyCoj4umAJoRzAhaceZVrMo03ZKtEPqdbVFBVkuqp5kN5WvMFnuGqRyVYokMrb4atI8tKvSfQkTq6o4vsZE9qZZX1vlxu9eRu/Cvs6VEMbvH256bEFYc9X97PzyfdgcpqQISJdlKaLRRpa0Z4cmQjhSozizstl95MixLSAi/Ob3/+Yb3z+LDRvHeebBe/KXUz/Jrbfdz1uOOjHtQ+52ELq+YqHZ5SmDdoRyKWrrc6/S/2cPqTTfO0L+WIJa8BV9FRfaFU3SdYYGDJ7XWs91YaDftljOPJCDfUJ/X9wkhQDFgjB3dkyjYUOwftaCGcF1pUvRlt1ef6/Vwlu3cTPuVFr203OFMLUtrmNJ93QyVVlKg/IMSaxSm0crZ78LQhoYMen+VHrMRUwSTR3cZRu33bGcNWuHu2rdTi6ObYfndhrh8fEaI6PdW+Peccf9027ncQXZ6tX9iMjZwNmTln2+7f8N4Mgu650MnLyl29xWyD2pjwBcedZtfO7lP+e4I3/Fnde2iub+9P2L0JPC96/8n2fjFzycNg+pJNbAaTS+8nGVi6c8DNJRzQ8wEQeICGGSYERwlSWyDRMxGtWIU1dl5pVMjGmmaDar/JXqKHwQEcJYmoUPreXQaCQkiSEIMoPdmk9tvNOzmxFLpYT6hNCoWm+niTJiOvXqNUlrXoj11Jok65JlECOIGOKqaRpyaXuZJF3H2PVMIm3hfoV2FSbKiqkEEwvheARGGF8+ClqhPY12NX2Lh9oIqkWwqbtHtB0z9p+L9h2Uq1GupmdhP35/setYt6fQYcWUo/B68sKtHNsHX/jqn/jgJ3/NHXeuYsPGcf5y1jU880XHMVFLKJZ6UcrrDIkDRc+d+nDqJzavVLVe7TdrrW0eadrPpDlmsM9KSYnYMPqcGQ59PVAq2p05jkzJZc3mUanE7LR4gp0XT7B4xwl8X6aOU1AqCT2VpElQPdd+ng52biptDtDtOxu6n7w8ey8W7H7a0a4CkCQKk1hy6hfiaQmqCCTEGExnvqpSWG/qNFIr0jm5JDEEYRdCCzz3WQd0XV4pF3nbm1/QuaxSpFTqbqt2XDi7+1weh9jaYv6PduQkdTtjydX386vPn8Oqezay7La1fPt//siGVaMAjI/U0Dg4uGgcisUSuz1hRxbtPaejsEahqIcBrnKb5EophatcIolxbSIWsYlQCHH6VN0kYigEKDs+iSRopUhEiE1CLKnmapu1FYSRWsBoLWT9eIONEwFBGFOPkknpBEIjEIbHDOPVTp1CEEwC1THTUahUG7cGUmsrRWOM/U7p1Lu4metSsHJVSQRBVWiMQ21EqA1D2Og0vGLSQiqx4X1JWoQ5CYWo0boJZZX/GUycjjWQ1GPmP3sXFr1kT3Z4+o5T5qe8B9DcAvy+Iru8Zn/mHrqYBc/blfnP3XXafFS/r0j/3jugHA1aUVk8g+Kc3q5jc+TYlhgbq/OtH55NrdbKRzRGqNUDTv3TZbjNnsctZLnerh/jFezLT1+TPUiJsa2VB/tgh5mKvh7F7Bma2TMUswY182fbZiNgW5ou2MGjUtZ4rg2dD2zmslBpHqujLQF23endV0oJjmOZoBXat52hBvpjJrPD7LJ1NPT3anoqdj7lokPRt3NthFMLq1ptrG0xqsXkYirVJkFlX17BoLWZMg+wXtlk8lNz+z51izB6mZ2SdpkUC60VUdh9O8Wizx9P+SyVcpFKpUix4FEq+rznnS/muc8+oGOs4zh84iNHUi53EtVyqcD/fe6t087z8QaRLX89HpCH+7czlly9nChoxa+1Y8P5M+f18/zXH8Qtl95D2IjxfId5i2dy67/u58YL76aR1DBi0DgUVJGYuOv26xKgktZNJDaJ9bjqTg+HBkpuSwG76LpUo5BEDFpBUdxmsRXYkH+SKgwI0IgNA35m6LKYnGWeKm2/0mgYyiXd9DQAmEQxtilppgqYBArtLViFpkqBSdICifZ5uy2vr2mzo5J0OgSiGri+wUnDU0ph07JaNQgd5yOqJ7i+Jg4zTcG2St+2sdp1GNx9lt1/bNCeg0kNunIUvQv7u/5dJsMtefTvMnOLxvYsGqJnUV4slWP7Ysndq/E9l0YjQuGm+Y6KJIlZdv96ksSglZNen/YadbTCK6TXRxsZi40iilSHN7O/F3rLndX5SGeTkQw7zPI6hPlVmhLjuq0OTp0QigXTMd51DXGsJ40VyqWYgh/TCMoU/IRyKUZroVR00EoYHs2KUe0aWkFPxXo8dc2xjQWyXH5xWLcpJOx8Yu+QAYyaprxzzo3G5LllHmc1ZXkGR2miacmMAlWkWNC88TVP49bb7+XKq++cMsr3XObuMDXUn+H5z3ki9995MmeceRkT43UOe/6T2GP3BV3Hfupjr0MpxQnf+iPVWoMZQ3189Yvv4FVHTG1S83iE8Pghn1uKnKRuZwzN7cMruMQNg4OLqVvDArD/obvysZ+8kUvPvJmhHfqINwr/+Mm1bJzYYEM4gCEhkpCSLhM4DUqm3CRtoYRI+k+15avWTANPu03DGUqMUQmCoFWrmt1RCheXstvZ/HoiCjBCRztBu6kWiWuh9SExMFG1zVq1gnLJQWvb6q/eMJQKmkKh09g6XkuwXzsQBYJ2bF5rVlhgEoXjgmkz9F2v88lkkzT8NjmeIJbgNsZjkjS/1i3opre30GsvG+VqdnzRbs3VtKvZ5ZX7svTsO4hrIX07DTH34MXdZpIjxyMStVrABRffCCI891lPoFLpnnYCcO31Sxkbr6PwUaqtS5t4rFkTcPT/PJcf/+Ji6vUQEXu99pXbHhKbUIix+sm24Yclqn291sZ0PNR2ubBdh7Zc1ratKkXBF4rFhEYj8+pmHlHo6ekMYZdLMdWai0l0M3fd8xJ6e+xDfn9fg1Kx1QnLcWLmFmKKxSK1ukO97iCi0rC8ot5I1UhoRYCUgllDPivX2qRTESEIW3JTUWxtWn+P1X8N41aVf9aSdepxTtf4VFBdgqWtaJeNqPl+ge8c/3auu/EeXvzK/6Nebzk1yqUCR73zsM3+DgAGBnp4x1sO2+wYO1fFpz72Oj7x0SOp10PK5cK0UaPHK2Rz4cLHIXKSupUxPlJl6R2rmDl3gLmLZm127F3XruCUr5xPEhpcUs+mgd9+/gJ2f8pCKv1F9n7qTuz91J0AOOYZvySsR02CmiHBSlGFUYRQw1c+BkMyXQUnwkRSp6B8YkkYNWNUnKlGyHdcXK1xUg9FGCfExuDiUDMRntMivgBjjZCK71qS3eU6M6ZT+y+KE3ormvFqkt58DOBQLFojqnWLoII18J4PYQDab+Ww+iWFW1Ikwwmeb28IcSCEbf2AHG9KqpXdpgbHU6lagDQLlnRTdUsQA6UdKiTVABMmJKFtvTrvqQubXtQMlbm97POuJ3c97zlyPJJx9nnX8Ia3fx1H2/SfJDH85mcf4RWHP33K2Otvup9PfuHPgO4kqFgiEseGWi3kL6e8j5NOvpTLr7yb4U3jFAtT80PtOtBTEYoFSQkZIN3Te6LYFhtBmhbUpQAzg6OFwf4IPVijrzekWEzSXHmXeqNA+w4cxzBvhxG0FoZHKnie4HupM8BAqZhMecDVGsqlCBHbkS8MNY1AI7FKPaJTJ2bXcQijhEZgmwc4TtqUID0Wja38T4xYmalpNFIB/GJCo9rpZbU62XaSvhQICdqiUoJI1DyGv/7+I5TLBQ59+t6c9ptP8NFP/oJ77ltDb2+JD7/vcI75xJSamv8aWusHJL6PSwhM1sd9vCPPSd2KWHbnat77vC9z/Pt/yUcO/wbn/u7SzY7/yf/7K0EtAtOptxcFERf9/oYp4ysDxTSHtPPP5igXhcLDejzrpk4gAXqSgcyetzWaHl0CBWFqrKpJg9ikTQDSl5MVZrUVWul0me84JG3jgySmGkWsr9ZpRHFHiC/D5BuJCEzUTNM7ImLztSYmEutd6OYeSO9bJra5p9l+JAG/qFGpXqpbULhFS069oqLYZ5fZ/UhTS1W79qaqHYXSiiQUtAfasduyHlRFfX0DE5lWgVZkpq2mzZHj0YYNG8d4/VtPoFptMDZeZ3y8Tq0W8JZ3f4vVazZNGf+TX/yLIIiwzbemIjHCz375H+6+cyO/+sk7eMtrn0JPOfOJTL1wbOGTNImf69JUGUna5eXSsWFk7cmcGS47LyykOaWTtytUKoYZQxPMnlWnVGpprpZKMT09DQCUMihlv+vtDejpCZi7wwi+l3Tsczpy7RcMhaKhtzdhYCBiaDCirzealjgroFzUhGkcPiuWGuxXZAXx9aBV4e84Nje3WJyae9rUUtUZ+ZQmQQ3j1N4rB59iuu9MI1UBmmKpxDMO3sOe5yThzrtWYsQwa2Yfr37503nPOw7DcRzCMOKLXzuFhbu/hZk7vo63vvsbrFy1ofsB5vivkBdOdSL3pG5F/OJLZ1CfaDRzSk76yl94/mufhjtN8czEiK38lvaOK0AUJvz9xMuITcwR72u1Q33Tl5/LD4/6K5WgQjWoYrApAiVlxfWy9R0cQglxcXGUQ4IN5bs4lHQRX7lEkhC1eVpd5YAokkw7VARREJmYyBiKqRaeSstuPaUJJSZKE/Obif9APY4peA5KaVtdj/V4ZGmg7cgKGHSq7G0MxAIFJamntPNCDBtCFNpCh1JRox1FHEDUSHBc1ZSOSmI7p0wcIaqDX7bzN0aojxp6ZzkdHVGUAr9Hd3iHwd7U4mpEDBT6HLRWaNdhxj5zOsaJCGuuWsG6a1fhlj12esnulGf3NL9bdv69rLlqJX6Pz+6v24eeuXnBU45HBk4/41K6kkcjnHb6v/nw0Ud0LF+5egRjplbD+45LybVRocQYPvO5v3L6Xy7mzrtX4roG7QhR6KT7ylYWikWD23Y3UgqCENyS9SLaAEdG6hSVkmLmkMtAr4MV0bdeyZ5KgucJ1ZomihyrLep0KVRSUCyEDA1tolyxZDWOHYJGCTEOnpfQ1zfO+HgFpYQg9HC7mHFLEltC+sYo6nV7IP19wsgoTLZhIjA6Hnd4zDLb3dMDG4elLS+1Nd9S0RDHiijKUrIUcahJYo3jCnEshKHdX/sDvlJZspdO7zOOPftK8bxn7t0c9873fp8zzryiqWN68qkXcfY/ruWWq77PO9/7bc6/8LpmKsCpp1/MP/91PbdfdyL9/bn83dZCnpM6FbkndSuiNtbo+IGJEaKwe0ETwBOesytewcWQgLa5o42kxki8nuHaRs488d9sWDnK517xC4564gl8/4N/YrQ6QRBHONrDUZ4N6auphQSOcjEIHh4lVaKsSpR0CaW0rdhP6aKr3KbeqoghSmKiJG4+jUems7gge1dK4SkHX7l4qf5ANgNHa6JECKKEJH2yN0Zsx5Quhl7rzvlrDY0ARkeEsNHK0AnqhjDI8rPSkHzbnJK4zdsyiQ3LJCeEiaE20uk5FtOZXtBcN1tPQ+/CAeYcNJ/9jjqI8uxO47zhlrWs+Ne9NDbWmFg+ym2/vp44LYpbfcUKll94H8Fwg/HlY9z4w6tJgul/GzlyPJwYn6gTdWmTFESGf/37dv5z+R0d3swXv2BfyiVbaJldMUXXpeL5OFqnTT6g1FNjyV2rADBGkyQa14vTYib7KpcThganXgsirU5ScWw9quWSw84LfHZdVGSg1+qiikChaFgwL2SgP6GnYpg9M2bunACtJW0FPWXrDM2wBDWThXLdhHKlauelhL7+KvPmr2fuvA0sWrQWpbp5ayGKUr3qBMbGvGYhU09Z0o5X0twnWE3UoEuFP6QP7NN5YJVNOfD9BMcxJBHEUSvMr9OW1ZMjUCK26Yv9+9n9FgouA30lTjjutQDct3Qtf/rrZR1C+3GcMDZe4yvf+GMHQbXHahgbr/PLk//RfbI5HjLy6v5O5CR1K+LwdzwTv2hD7n7R44nP2JM7rruPq/55C/XqVHXm9xz/Ml7w1oPY86kLCf0a1WSCqoxZg4JhvDHGh1/4Le66/V7GaqPcv/p+grhu9T+zUJhE1JKJ5uf2G4nBUJc6nnJwlNMqPuiQNlGUdZmSKhOJIUFIEEJJqMaN1nbbtp29TyatDhpHKYqOi6TGMkqEMJFmi1UR26rQcWwuFnQS1MkFEBMThiS2BDVodIb82iGS5m5FxhLiNkmp9jEiQjBhPUBRXaiPJsShEDUMSWzbJjptaQFJKM37khKYsd8cFr9kdypdvKCjd2/ERKZ9hzQ22MTY4SWd34kR6hsfWEM1R46HAy96wYG4k12Fuogon39edCsvPfJrHPKCzzMxYb2Ob3/jocyfO0Cx4FFQRTQOJbctN1UJpUq7OL5d7nuG3h6hvz9mcDBiYCCiry9pksiCb0PfjobeimKgT9NXUQwNaHaaX2TmgEe5pMkIn4VQKcVNsglZvqgwY7CeVsB3HppfCFG60xNs1xc8L6BYDNqWgesa5s1f10ZUbf5oEGoSY41WEHSeP6Vg1gzD0IDBcWz6Uj2QzbZMBSgWurNUEWgEmiBwiGONdsEvxaAy2T7BdZhi9wBCU8cQYIgQIgYHSlx89qfYbRcbDbrhpnvxvamB1Xo95F+X3NS1q1S9HnDZFbdv/mByPDhIHu6fjJykbkU864iD+MT3386L33QIb/roS6hVG3z9A7/iux//HR9+6QlMjNY6xnu+y8vfdyiHHrE/xgixhB3fKzRxFLfkjnAIpYGkJBaEku7B10ViiUnEhvVjSYglIpAGDWlQTxq2rrXDzdtJNgvaa+asQkboWsOznFQRwYgQmqSjM1W2nR7PzzbfgSTdX0ZMO5P827fRKQUl6XrhJI4vAlHY8oKC1TcdHxbG1huCWlvagljPSFCD+qhBKcEtgFe0eqr14YT6mOB4GkShXY3f59j81vQKcXyF3+uw4sJ7uPZblxKMNpiM0qwKuq0Di0kEv9/m7PXM70V7re/ECIWBvHAgxyMD++2zmLe/+XlUMg1LlbVXUgRhTLUacOMtS/nsl04DoFIpcMrP/5feYgVPu5R152/ZdSfLTKUpOiXTJH4ZkYwi+9A6cxB6K9BThqEBK95vpaE6+9gXCob+Pvvq6UmauaaTodKdeG6cFh21DI3jxG0ezvZ1wPVCtBPjuCGOG6BUYh+AY5dZs0YYGhqjVGqQGIjiFrFLEphs1+oNRRDq5oN5NgWtuz1o2/W7pRUARJFKiXD2cG+9rn4xoeUh7bR7RgyBqSGTJAo3bprgk8ee1vy848LZJJM7DACe57Ln7gum2Hq7L4+99tyx+2RzPGTkntRO5CR1K+PAZ+3Fe459NTvuNpd7b11JoxZSrwaMbBjngtOv6hhbnwg5/tWncfqXLyVsRJnp6RjT7q0EKOnOELPBVpyKkua6jtI4aTKmIIzKGOOx7e9ujKGa1BhJRhhLxmgkDZoBo0k/ek+n/apESMQQS8JwWGMkqjMRB8STYuqWCENksvC+fc8MphWjFqLYYExn/D274NpDVXYdmBjPvKOtQimtIaxDWBeiAIKadIT0k1gIGoL2hEKPwi9pkliaKQJN4u+k+qoi9MyrpCdCsdOL9wTHRTkKpwBu0Ra3JUFCNBGy7Px7pvzt5z59R/p2HkwLsjS7vHxP/LQb1MLn7MTQnjNBgVN02fttT8Are1O2kSPH9sL3vvE/nH7KZ3jDkc9EOR6TcymDIOY3p1wM2OvwPUf9jrCqUErT7sUEpngpAQqFbi5ES0ArJZv2k72UUoQxRHGWq69ohAmzZgjlUpuH04FyUboQTrtMa2MLsZwEx0nS5QmeH3QlqSAUylX8Qg3HsWF1x4kIgwLGWEvpuoaengYzhsY6UgB834bTM0I8PqFpBCrNWVUUfejvVc2ojz2PnYRDjHUCDPR2nk8RmKh2Ya8Z2Xes7aw3IMGQYO11JBEJU7tFRVHCBZfczkjqODnwgJ3Zfbf5LVH/FL7n8H+ffSO77TKvy3cuR73zRV3OYY6HiiwnNSepLeSFU9sINhdVOj6vWrquY8x/TruZtSs2YSJDj+4jlggQJswYYKvwjUgarsqM4fQV+9BWPCWOreRMi7ImmKAW1SiqAmFqtAShIQ3KUsRgK/ezX34z2T6t7jdimFzQHkpCOUvCx7Y71MrK12gUrmPXrccJRa9zfkaEMEooeG5TxxVs7qhBWgVVqWfVJvwLQZh6V1ItxShUaMeG5K1MSzY7RRQISawYmAOOC+UBRTjRmeqglKBcKPY64Dh4gz2M3TfKTb+8md4FfUysjNCTC98Eomqn1xusIsAer9sfk5imykDzO1ezz9sPoL1ALkeORxKUUrzguQfw7Gfsy2l/eWvXm+DYeJ2JiQZXXr2Upcuyqn9rAbJrFKyc02R7NZnItmO6G24YGTzXaYbiy2VwHcFzrUc2MRA1OZjdyOBAlYGBCbS2kk1iFFo7aIShuSub4X+TZNd1q4BLKYPr2Q0mkRBHBYKgMGmcPQ7PS+jraTBRLRAnNgWhVGqR1sQIY+M29anWgDBSgOD7mkrZYXxiKmlXCuLEqhv09UCtbufaShGYFGUyKk2tEiaqimRSKpetNygSS71tPQMmJmwEvPrN3+TYT72GZx6yF+f+5Vje8b/f458X3ojSivnzZvCLH32AXXaayz/+9mXec/R3Oee8azAi7L3nQn72ww8zf96WNSDJsaV4/ITxtxQ5Sd1G2O9prdaWWZjpkjOv5agvvAbH0TRqIX/95cWMNMZJBxFLRFGXmOMsICQgMAEhDUzqsTQIDVOloMtN0X09Xf9laJLUDAZDQ2z7VFfZP30sEQkGRBFLgsK+Z1XvWXGUke4Sw45WhCah17eGPKv+z4h1YoSi4+DplsyWUgpHQzUwCDEF18o9OQ64aeGSMaT5bPZzFLdyuVQqd5wJZ2e1XVpnuoktom0SYdNqw+AcB9dTTbLf6p6V7kcrxu8fJ663wmKj940wuPsQux6xO8vOvZP6+hqSGNCKxkjI1d+8grlPmcf8Qxd2EtJuyuLZ3yQnqDke4fA8lz12m8ftS1ZO+c5xHE4743J+9L0r24il/U3HkcLzDZX+RhrOVlbdIy0kiiKF6071sILVBO2GdvLa36vSa99aNdvSVJg/t0bBTxgfL9LXX2VwYIJMtEMpQZSkve4Nrt/AcSKrAxv5RGERxA523AjXT0X2jYNyEojAGIduQUdbyBQQx4pNI2WSRHccW09FSJKEdRtdwiaRtgP6ejwSA/VG0tJvnpQ7q4A28REKvqHesOfSGIiCVkMWBDzPtoWeNEu0clGibZqYGDBZIwG4+D+38bIjv8ZPvvse3njkofztD59lbKxGvREye1Z/017NmNHHn3//Oer1gDCM84r+bYjHi4d0S5GH+7cRCiWf2QsGMGKsNxNDFMVU0/DKhX+4lomxVo6qDRQZqmacMTNCwzRAQUGVKDkVXO2j0YxG65iIhwmSKqCalflGssKkTCfPej879AWRtH2q4KT/CqqIQpGk5VpJ2oUkQyQJsRgaJiQW08wmzUaMx4E1fHQSMGMMYWw1UOM0hNVeeJVJXSVGiI1QLKhmu0OlVDNnKxvbXmyQ+SriuDMntXX8k/4YAhPDCSgrTWUSSBIhSbVWwxrUxxLiRjxlvfH7xxjabYj9jzqIBc9cxKwDdyCJFcN3DTNy9zBLTr+dlZeueKCfQ44cjyq87MVP6ro8MXDNNctYv2Giy7ca10/SVqS2c5TrCa5rAEMYZt2Y2pgVQqnYScba4XvWpsyeoZg7OyXDiSYIbCi9UEgoFWNcVxgYqHUQ1AxKgXYjZs1fhuPagimtBdcPKJSqFErjFCvjeIUGYjRxUCaJCpiogNaZZ7U7c9CuYaJaJEmmtizVGioV00ZQ279T9PW4acOSTKnEVv5nZrRdhkqwOqnZw3+LoLaKT0uF7vmsBd+lp1KmVPSsrMkk1OohR33wRO6+dw0AfX1l5swe6PpAXSoVcoK6LfEgQv2PFjKrlPqAUmrwoa6fk9RtiAOftTd+0cXmUCoGZ/XRO2gv8NENE8RRZ7gnI1wxMTERkYREhCBWgLmRWK9rLRklNAGJiamZCUITEElEbBIiE9EwDarJBJEJ2vRLBVu7byv+x8142347591pnIR60qCgPLstofnuiKKgvKZXNjuGxIgtlKIlyB1ElrDa1AGIYpM2BtBUSpPDbhY2n9W+T4bddst7Wq8ntvgsblX2TxYAb4xZI+/1+RSHCh33naguSBejXJ5j/15OwWXH5+/CwmfvTFSNkLQFqwkN9/z9LjYt2Thl3Rw5Hq14wbP3p6enQvORVGlQDr09JRbvOJso6l6iXqq0Ohk1Xxo8X3A9CEJFwbdFVAXfFkoVC1a4vv0BUwEFT9FXcSkWFPN3yNRJsmtUkSTWU5tdtjb/tPudu1SeQDudBVY2lzMGbVMTRCCJsi5UreKkQsEWT03JoRcYHy8+ZLLgaIXntNKiGoEQRml4P26F+KUtlamnErXVD0y1VwVv6jLH0fzpN+/jmI+9nEKh+y2/0Yh44iEf55JLb5t2vlEUc/6FN/C3s65kZKTbQ0qOrYHHGkkF5gBXK6X+oJR6kXqQ4cRtRlKVUicppdYppW5pWzaklDpfKXVX+v6Q2fWjAW/40Es47HUHM2veIHs/eVe+9NujmwRw5vx+MqNnPZ+GwExMKZzKyGU9niCWEEf5FJ0eXF0gpEFMRM1MUDVjVM0YNZkglMC2TlWKhCRVMO38RSfEhBIiSEf71Km/H0VMQl0aHfmUSqlm7qggBHHS4SHtOIb0agpjQyOyHlaUwkldHrrj5tO5b2O6pxmYBKJIqNZsoYLjQqGsmqTV7pfmdpVAHMKMJ8xheHXI+OqpkmDBeNIkxgDlOWUO+N8DO8Z4Fb/z2IDGpgbXfOdq1t+yvstMW0iCmLGlw9TXVzc7LscjAw+nDUuShL+ceRnvOOobfPjjP+GmW+7bGpvdIiy7fx33LV3b8VD37GfsxZ67z6NYKqK0bcxR8F3mzR3knW89hLiLjpLWSZvkVAuqyaqEmYOGShlmDcKsIUVP2YbtTWLF+3tKmnJRM9TvMmPAw3E0c2Z0T2nyXEOlHKXeWbv/6eCXatPmw2Z5tCaZPvutp3eiWXiV5YImiUMSO2n+fncY09p+O0SEOLZRK61sLn6cWO9prZ6R9lY+avanCSO1meNQXTVWd1w4xEEHLuKTH34pe++5YJqZCvVGyLuO/nHH7yDDVdfcyYLd3s5r3/I13n7Ud1iw+zv42S/Pm2ZbOR4qrPNFbfHr0QAR+SywG/AL4O3AXUqpryildtmS9belJ/VXwOTSv08BF4jIbsAF6eetAhHh3D9dwHeO/QkXnHnJ1trsFu13dNM48eQWIYDrObz7s6/iZxd/gS/99mjmLJjR/O72a+5LZaNiQlOnGg/b9qZKTzESoQlwtEfZHaDglHG0R0w0ZVxM3CS5WdhcJCGSuCM3NYNJg/yRRMQSY8Sg038ZLL0VSk6pWYSVHXdGVBOEyCTUo7irVAlM1T9tO4PUOorMMukUmyaQHYvrtG5+itb/jYFGILiuol41zVQB11V4ns1z9TzwSpoZ+83gvotXk4SGMJgqt5KEUB8VaiOGoAE7v3R3HN8hGGsRWrfosveb90O5tkAMsaoCJjIsu2DpdAdJMNbg+u9ezh2/u5GbfnwVyy+Yqg6Q4xGHX/Ew2LAkSXjpqz7P2979dX5zygX86MQzOfg5H+FnJ53z3256s7j19vvZ9ykfZJ8nf4j9n/Zh9nrSB7j+xnsB21v9gr99hve/+/nMnNFHqdiHqwfYuAHe+d6TadcLtRBbwLgZzJmVUEhrkLKQvOMoigVFqajo73XoqTj09bgUfI3WijkzFeXS1G25bsLOO43R1xc1txXHHkHgMvmBnDSPdbqQfRZr2hxEFMVyjTiyxNTmqSqKRZsK4HlZoVhnKkOcWI9p57bsmGo9k+lSeK4GATdtZBKG9tUIrFdVxBaIOalCSrfiGuuB7VyugPtXrmPHvT/Fl044i0986PCWzFjb+cmwevUwq9cMd3wbBBEvfdX/sXHTOOPjdcbGazQaIR/91M+56Zalmz1vOR48HoOeVMT+6NekrxgYBE5XSp3wQOtuM5IqIpcAk5s+HwH8Ov3/r4FXbK39/eBLP+P/PnQCv/7+7/nse7/ML7518tba9LTYtH6Etzzrg7zqSe/ipXu/lasvuaHruDCI+OrRP+X1B32Ej7/uBNat3MhV590KCJEJCMwEgkEpB5PmjLZ3QkqIKTilVOqlVYk6GUqEyITE0k5gM5rZOd7BpaCKNjNVORgxJJKQSIzCtkl1lYNGpw31Jhk/1bnMpHPOOkxBGto3hihJmmL+GUQk7W5lGJ4IyYy6rVS1Y1wHxuoxQSqC7+ju/tYktq1SoxAaDdO8gDOZF60hCQ1rbmj1mo7jNBVBTb3gRSCqGZb8+S7O/+D5XPDhC7j+x9cj6cTmPmUeh3zhmXau2bOJAq8yvaTU8gvvI6qGJEGCiQ0r/7OMcGyqNzfHIwcPlw37018u5bIrbmOiarV3k8RQrwd8+BM/2WZh1Vot4Lkv+Tx3LFlJoxFSr4fcfc9qnv+yYxkdtZ7+SqXIFz97JEgPceQQxYax8QYXXHIntSREKYPjGrRjKJQjegenagdbCKWiwdE2p7XbDbbgK/oqupneEye20l5rwZipV/3MGQ30FJkrRa1esiH8VEdaKYPnhdN4M9vWbNqB7t6per3ExFgvtAT7iGNbwmWlroSCn9g5pctEFKtWe5OiQTY/f2QsIkkmORliGEmzsGxEiFSc36ZJ1BoOQaRwPFA66TiPTZsXqaajwdpuTW0iod6I+NYPzycIFMd8/JUd3u1sXmBtYnkSif3HhdcTJ1O91GEY88vfnN/1fOV46HiskVSl1IeUUtcCJwCXAvuJyHuBJwGvfqD1H+6c1Dkisjr9/xpsrsJWwWk/O4NGzRrJRq3B735y+tba9LT49jE/Y9WyNURhTL3W4Jh3HU/S5WL+1Bu/wSVnXc3oxnFuuepOjnr+55kIxgiSeuq1zMLTttApkBqxhEQSEJgaWmkCU2/mbCnRlHQvnkqF80VQomlIg0DqNEyVuqlaUjUpku7hU1BFfO03JaYgDfMriCQmSeeRiKGeNJoEV7eRZK1UR9/7DEaE2BgSY0hEiFOPa5AkIIYgimlEMdUwIkpsIZanHVYNN4hNRjAt0a0HNm/VeiKs1Ep2U2q/SNtvVKVSS7PRcaynNY4tgTWR9apmN4DahGDstDq2bRL72njXOI0xwUSGtdetZc21a1r7mVFm55fsgvY0bsnF7/HZ/ZV7TPtbiWtRx3OF0opkMy1zczxisdVt2B//fAnV6lSC53suF/37ps2ue9U1S3jj27/Goc/7KF/86u/YtGl8s+MznHHmFQRdKnriOOEPf760+fmjn/4To6NTO6NlRZbFSkSpJ8IvJiid0p6OG6jgODDYb7WNs4hKPaAj6jLQ6zA51SiMIAgscazXs5Ql+6qUo66h7Uz1o1CMKBRD/EKI4yZ4hXpz3Y7iSmnZlrBRJomdKQ+sSeJgEje1D9Y2bthYYeXqIYaHewHVzIV1HZt+FMeKsXGV5pW2hPczezZ57o3QMJHW0TYjRum747SrH6R5sqUsR1ZspX+oaNQc4i7OC41jyWot5Js/+Ad77r6QBQt2QOkCtNUTeJ7Dsw/dm4FJhVET4/U2p4cmI+pJYhjOc1O3Lh4EQd1SkprmgS5RSt2tlJoS+VFKFZRSp6XfX6mUWpwuf4FS6lql1M3p+3Pb1rko3eYN6Wv2ZqYwBLxKRF4oIn8UkQhAbMX1yx5o/ttNgkpERHVXUwZAKXUUcBTAjjs+cFcLv+hTnWhVyxdLW9bN5/Yb7uLUn/4Fz/d4+4dfy4Kd5m3RegArl67pyM2Kw5jaRIPetot8dOM4t1/XGdoNGgGeo1HKEEpCQVeITAORBJRj85UIrQdTOcQS4bT9qZpaqNpFi4PBEJjMCFskEmG0aVb/ZzDYZZJ6ETO055sGJmh2q6qoHjzlkaTyVNkerCRVax27fppTQ+cNKGuZOpHeFBUKLyW8QlaIpdgwFlJy7XFGqZehXHAmza+zej/TUYWszSpT5tReeGU72ICfOQvSrzK+bSZlATRJrBEaw5ZIbLx9PcvOuwelFfu9Yz8K/UX6FvXjFqe/nHZ46gKG79pAEtgKiMLMAsWh8rTjczzysTkb9mDsV29PqUMSrR2TvVrtOOW0C/mfo79HvREiIlx/w92ceNI5XHfZD5g1a2Cz+7zn3rUdfdozVGsBt9y2guUrN7Jw/gxOPf3qabeRiL3aM71hkyhQ0spLFaGv19BTluaDoZO++x7NSnTdjW3a1RmvCr4PiVHUa5oZM+KUiU63Tiq8lz3AasHz62QRJUjtnlGA9dwG9R7CRstmJ4mxKgAKTOKl0lLWo7tpuIdqrSXs3z5XpWCi6qaV/jAyqroSCQX4niZK7x1RLAyPCq5rb8jGtCr7lbKUMMHaOhEIQ00UOijHWs+ooUli3TWly25DocUhJuGOO1fw2rf/IO0upVDKAeVSLBh23XkOv/rJ0VPWf/Yz96MRxJDdSzK3s1I86xn7dd1njv8CWzHXVCnlAD8EXgCswBYw/U1E2ivk3gUMi8iuSqnXA8cDrwM2AIeLyCql1L7AecD8tvXeJCLXbME0dhaRZZPmdbKIvEVEHrCv7sPtSV2rlJoLkL6vm26giJwoIgeJyEGzZs16wA0f883/R7FUoKevQrFU5JhvfvQB11l653Le/6pPc/4Zl3DOHy/knS/6KJvWDz/gegCb1o2weLeFFArWm+m6DjvuOp9yT5HhjaNNj+rlF1xHbKbmj7aH4x3lUvYGKHv9aV5qq7gqShotIqU0jvbQyiUyAfWkSmzCNA+1W/hfTSnE8vFTLdSIqploei2zOTWLnNIWrVWZYDQZYU20lomkSi2pUU2qjCfjhCZCxBAkIRNJjU3xOBNxLe0mlc6Z7InPziURwTRvbK35OUrjoAnitLAKa8yTBIJQCEOZcg61BsdVzfBgEArjE6ZLGM1WzjYCW9jVLvjffno2V3OYaa5e+4NrufWkGxhfPsbYslHu/vPtlGaUNktQAYqDJUxs81clERobG3m4/9GJLbJhD8Z+vevtL6JU8qcsd12H5zzzCV3XiaKYoz/6I2r1oHldNIKIDRtH+fp3Nh9F+suZV3L8t/+cPrwp601Tnn3pAj8/+T/s/ZRPsc9TP0Ot3kU/qXmM4HrguJI+5NmHTZNYqSntCOVS6kF1LCl1HCgXaZObs9vqpuDRgvV2hrFiZFTjucJEtTDlgRIEz4sRcYlClyRRuG6MoDCJ2/TDtq5zSQlqubkPW6ypqU70MTHeRxy7WE+rnWsYuVMIKuk2M3moTSOKtes11bpuHuNk2yIilnQirF6fYKS1Da2hMPXn0DznUdhqjQogyXSFp51nUMQQJ+Gk9qe2w9ezDt2f6/59ArNn9U9Zd87sAVzXo+NA0vcrr7lrs/ttx5lnX8lOe78Dr//l9M55Ne//8I+6FuBNh7GxKv+6+EZuuuW+rg90jwW0RyK2kif1KcDdInKviITAqdiUpXa0pzCdDjxPKaVE5HoRWZUuvxUoKaWmf2qeHvu0f0iJc3eNuy54uD2pfwPeBnwtff/r1trw8w5/Jnvu/2vuvXMZu+y5mHkLd3jAdf7zj6uI05CrGMEkhusvu4XnHfGMza53923L+NCrvwCAMZqCX8IkwvimBq868D2Mj05QLBX45u8/zy++eSphUqPgVNA4CIKjXIzEaHw8XcDVfupJ0XjaITQ1a7yWt+5/KhNlVorYhATGeo0DoKArJEwOHdtM0ux/IkJBFXC0/ZNrHOpSY9SM2Owl5TS9rpGEVh0gRfaEXjVVitrqqjZMg7FklAE91BH2jyQmMCEubkd7ViOGGJPa0u4GVSlLODONFd9peYEFUg1BwfccGzZU0AgTXN2eMgHVmqGnYg1qnHRqrIah4FcmGfW2/zoOxG023PGgd2GZwT1mcsdpS3A9KPS25QYrxeh9w5Rmbt4ruuKSpZio7ZwaYfiujezw5PmbWasTEytGue+sO0gaEeW5vez8in1w/S2/hONGRDQRUugvTu2ilWNLsdVt2CFP34fPfPz1fPFrp+B5bpqq4vD3Px+H53X/+96xZHnXXuthGPP3c67khC+/u+t6GzaO8Zb3fIcgSMlnFu5ty3UPgjoon3vu3YTKpOe6wGtGLtqX2gdm3zUM9JnmjTQL83suzQfUDCLCeM0w0Nu5XCkol3THtusNhyAwxLEHFBkabKTcSfC8iJ6eVkTJL9hcd8eJAI2JPVCmmZ+axDolqK19hIHH6FhvM2YkoiiXa2gtNBp+WjDVgk0nUk1d2PUbPYxRBFMb0jUdkGA7aSkFwyPJFLKRjUtSxQPJ5LYEm5+rpMPb5pViooaDxJ0+p/Y/i6McPAqEMvXB2BhhyV1rpqRbZPjCV/5Ao9H9YeXc86/vunwyzjr3al775q82vcf1eshPTzqHi/9zMzde+QMcZ/P26Nvf+xOfPe43+L5LEhsWL57DWX/+IgsXPLAD69GGzT6vPXjMB5a3fV4BPHW6MSISK6VGgRlYT2qGVwPXiXT8gH6prDbbn4AvyaQnB6XUp4HPYMntWLYYCIETt/QAthlJVUr9Hng2MFMptQI4FmvY/6CUehewDHjt1tzn/EVzmb9o7haPH5jRj+u7zac5MUL/jL4HXO9nXz2F2oTN01Iosrz+kY1jiBiiJCIKIz777hOop+0zrfi+RY8/RGZIe3t7iWptYvgiTATDFL1Kc0xkGriub8mikIb2WwhNHVd5HcTSxZv69D7pOBy0JY6iiMUWG2gcjJp68+vRvZbEptssqhKCsQZzEmIMsQnT8wMF7eOqlgE1Ge1Nf9NGhLoJKLk+BWf6n2RibCFWnECH1E2X6tmxcesxLfgKz23JuIhYryvKCvuDFdKef9AQ9Q0htXU1PMd6f9yCwvEUwaaA1ZeuIAnTlIPUAZWd1eJQl/LjNozdP8rqK1Z0pFQAuOXpC60mI65H3P3nW5CUQVdXjLHkt9ex9zuePO3NpR2j925kxT/vtu1atWKnV+yTpxs8AB5OG/bpj7+ed7z1MC646Ab6essc9rwDm1Gabhgc7OmqKAIwa+ZUb1iGv/79qlTyDZrkrOvvxxJMPc1vy8WhWJpqJ9INItLWkIP2Ysip27MP6DZ33POyLUCpaCv/26FVK61nolqgUIgZ6A+waUCaer2A7wf09I3jpGoDxjiYJEE7CsQhCl3isISZJMBvjGJ01OaYtpc61WplHCdi46a+5ukSESaqLuPj1l6JWJJq+5qozRANG82JYnlAMiJAnHpJRay2bJLY/SRxywhpDX4pIawrvNghku6Sgo5MHzhduGAGtVrAPy+6jShOeN6z9magv0ytFvCdH53VZQ0FSrNppMEPf3Ye73zzc7pGAzJ8/JhfNAlqO+64cwVnnn0lrzj84GnXveBf1/P5L51MoxHSaNj7yh1LlvPy1xzL9Vf8aNr1Hq14kE7imUqp9pD7iSKyxQRwS6CU2gebAnBY2+I3ichKpVQvlqS+BfhN+3oi8lXgq0qpr4rIpx/q/rcZSRWRN0zz1fO21T4fLF70mmdz7un/4rbrlmBEeNZLD+ZJh+z/gOs16psL07aMwqZ1wzz3iGfwzzP+01zmaZsr67iar/3hgxz7hhPxqXQYkzCpEZk6FX8QoCX9pLIq/UmpAxlrkszgCwlTn3wnt1CNJcFVLo52LXmTmAZVZuk51E2diAiNth5YWoUNiSRERDjKIxGDVk7bPnQHGTNYAuoqB68tlaFhIlw0kVh9VUHRiEMKTmtMRmSzY7KFVYIYg4gmEcNgr0cQGrTOUgda+WiVsm7mmnqevQmCsh2n2s6DSYQkEF7w3ecgRvjHe89FErH65dnfRYPjQxwIYd3glzXa0Sx4xiIGdhmyf7eJkNGloxQHi/TO721uf/jOjZhY0sISezx+j8/aq1cxcudGFh22yxT91ckIhutNdYEM0URIONqgMLB5kiwirLjgbiQxZPevVRffy86v3Hez6z3e8XDbsB3mDPGm1z33gQcCC+bP4slP2oMrrr69Q1i/XC7w4aNfOe16QRi1Quvd4tBtEIkR8bo+BDlo/EI4zer2IXCyFzX9pivxtU4YaUZlhgY0pSnC84Lvt66Bgf46/X2h7R7lZudAEcc+Ig5ZJzxJfCLj4BfriNiOUt2iOWHQ/RoUUUxMlJGsfapjqFZdxsbcju3EMZSKUGvY1IZwGg4/Xo0ZTx0TmR7q1HSAlr2ClnfV8xIa9c79Zt97hRiT+HiCbXU9aZtaOzjGJ6HTzVsu+bzwufsxf6+PNv/WUZzwo2++hX33movjpukF2qOZ25tOulaP+PSxp/CbUy7m3+cdhz9NZOe+pWu6Lgf4018u2yxJ/d6P/jolfzpJDHffu4rbbl/G3nstmnbdRx22PIyfYYOIHLSZ71cCC9s+L0iXdRuzQinlAv3ARgCl1ALgDOCtItIsrhGRlen7uFLqFGxaQQdJVUrtKSJ3AH9USnUKjtt1r9uSA9xuhVOPBLiey/dP/xL337MS13OZt+OcLfJKvfH9R7DkxnsJgwhHa0sbTauwB8DzXZ548L585Mvv5tJ/XEW9GuI7ZVzlY7uLVDnuf79PNZ7AcXw0LgoYDdYiqRcj00z1dQnd5ol08DpIqKd8WwtAghabUhBJg4lEUdTWW9YwNYyO6U21x6tmjLqpMujOQhACqSMIGs1IMoxkITFsqL5MGSct6sryVRWKmBhHnDSsb280Sk19Yk8kwVdeR/5r2Jabaq/MznMfG4OjLPWMjSFODEYE33XSm52mHiSM12MGezpvMI6TeVtVc3+O02rL2E6kRWDVrWOsvmED/fPLxGlagdM2n1b+nBA2hL3etDfznz4f7dpjnVg9wWXHXYaITRvZ7eW7sevhuwJQHCyiHE1ct54vpW0DgPr6OspRbLpjAwd94hD09GKy+ANTCwGVAu1vQdheQCaFhuPN5BrmeHTgD789hpcfeSy33rYM13MIw5iPf+RIXvnyQ6Zd58UvOJBPHJOmn0lWSNTN5imEGEhA3M6UGBy0o6ZtZQo2/G69i52bjyJB+0yxs0opigWnWUQVBFD02yMPNjLS19si5IMDQZOgtm9ORDM2OsDA4HBzuYhD2PBJYh9o5YkaIzTqJcLQbxY8TXc8WQhFKajWsrzQzmOwNkfwPEUYpWosbTYoSYR6w16LtkNeNj/a5mrTCMJoKhG153yqrYQ0R9+PkEiBAUeppkarVV0RfF2hYQRJ7x8D/WWOO+ZVfPr/zqDaQQQV7/nArzn9N/9rU0PsH63FoNpOeK0ecsedq/jjGZfzxtceysREg+/8+O+cfMpFABz5qkOYNXOAVau7d+WbOXPz0ct160e6Lnddh03DW6Zm8WiBzUl9YA7yIHA1sJtSaicsGX098MZJY7IUpsuB1wAXpkWhA8BZwKdEpCn5kRLZARHZoJTysBX6/+yy749ii0e/2eU7AbboifxxTVLBGpBFu07XhaM7nvqcJ/Kt0z7HVRfdwNDsQZbccA83XH4bO+2xkJnz+rnlmiXsvt/OHP2Fd1CulDj5ou/x6+/8kX/84TKipBWqX79qI0opNrDMeiVNjJGW8KaI4OliM2c1g6v8VM9U4akCvi4gGOpxFdqekl08asm4DctjiWIgDQJTo26q6XpCaFoyU2C7UbV7XRNiDAYtNhfTwyOSFskJJYL0s4eLr7PK/dY2FRpHaavHagwhMX6b/IlSCiOmIw0AMnMsOEoRIbhad+TIVRv2plULYnqK7maeQlWbfW09TGSoj0ec++kreMrbdyNuCGIE1xfi0Bp/r2w9sMWhIod+4emUJ+Wg3n7a7UT1KFUCgNv/sITB3YeYsccQs584lztOu7XjWLO2qpII4XhIfV2VylzrfTWxYdk/72F82TDlWRUWvmAXCr1FFr9od5aes8TyClcx56kL8f4/e+cdb81Vlf/v2tNOueXt6ZU0CDUhdEGkV0WMgvoDQSmCIKCoKEU6SqRJryKiUqSE3gUCoQQIIb2XN8nbbz1lyt7r98eemVPvm0ukpK18Tu55z8zs2TPnzN7PXutZz2rt3wMLIEaYOWwDnWuXvIc4NGy8/f4UQ26zm4Nt27aB733zzVxw4dXs2LnAibc/nG+feT6vO+2jnHiHI3jkw+4+wfU76sgD+PsX/h6v+5f/oZfmazwvPsTcasacdJfD+elPd5NnBSAeoIpBmAzdjrQgwkpH2DQ/eoK0koFjECEREWZahiAYPKNp5kFp9aQagZm2xV+O1yX1r0l3pQioE/I8IorykuYTgA4y+Csv68ryPNZOAs5xc2pq6gIKRTEJaPMc9i754iKCkuXOlz6NTOmYcGS5o9Mrx+Oy61WyjCnf5zksr3KDfZpmgQGMHyHNEPdXABMIqSpx0CZKlLe98Yn8/u+cwn9+/HuDfKihcd85OPXJ72LLpnmu37m03/N2uil//eIP8ZRnvaOOdlHOO//0hk/Sbk2HGmFoSNOCR/7uP3LnE4/kWU9/FIcfNsozfeyj7sU5515Rh/orKwrL3e5yzHpvzc3GfpE5YSXH9C/wmfkB8H5VPU9EXgGcpaqn4ytBfUhELsXrQj+hPPwvgGOAl4rIS8vPHgp0gC+VADXAA9T3TDn308u/D/y/XIPcHLLk7n73u+tZZ61H6eD/ZnmW843PnUHaT/mNh92bDZvW5naNW7+XsmP7LrYdvIVWexB+zdOcfi9jZr7Fo457KllayTCZEjyOroqdWkBoRxsIgwRQYmkRmLAe1BXnNVYlIDRRrZfqVEldB0VpBbNEkrBc7KtBKvjTqSihRBgxbAy30R+TrwJGQvgALWnX3tUIn0zR1z5Siv2PcJ8ICKQUky4/b5kGQekZzlxBgSWSoD7W0w0soQlwqkQmYDZOCI0MXTcUVutyqgCFtaUUjue7RYEhDg1GhFZTCEOp76/P+i/bKr084BOy8hyidsjtH3EoO87YjrM6fktA4J5/cwoH331SGvPM15zJ3gv3jXBlFeE+L70vG46a5xvP/1INTMX4CWP4nt31uffg4o9dyOp1K5jQ0NwYEoR+ljah4Q5PPYV4NsHllt6eDmEzItnQpOjl7Pj+NeS9nC13OpDZQ6f/Zl3h2P3ja0kXuswctoGNt9+2rqjBr9NE5Ec3EMq6WdivYvy6fsc+7vugv2LfvhW6vZRWM+GQgzfz7a+cxqZNsxP7//jsy/nPj36LlZUeF1yygzN/4LO0xQQYE3Lgto1snN/IVVctEgYBvV5GIEIcBAShI2lawsitGe5vNDyInZlxbJg8PVEIjdhXhYsjQyM2NBv+gax+l2EAWzeNCvbPzxVs2ZxiDMzP9UiSvOaejpojjksqQJRPEf5XsixkZWUWhriaPtIyyOZXhcIa0jTkiitnSDNTcm2llL/zx/VTuG5I56Eas/LCkQ8lTDqnrHYdae4oCuj0yiSpUqs5zXzCVF5IqV4w6LRPphJ63Urmath97F95FqBuSNpv+IpVyayFQNh+yasRMZz2xq/yvg98l+WVHj3XxambSGprNpVOpzPoxBpSV2MnK/cbXPtdTjyUn513mS9uIL6qWRSFoEI/zYnjkDgK+drnX83JdxuAz6WlDne/319w/Y599HoZIkKzGXPaa5/GM/70URPXuLzcZWamcYPJWL9suzHj12GHHqDP+4txR+fa9tcvetNNfowUkVOBL5bUgBcDJwGvVNV1Zd3d6j2pleV5wVMf8Rwuv/gqUOVNL3snH/n2+9hywOYbPPbSC67k2Y97EXnuq0W9/oMvpdlo85WPf5evffK7ABx35yM5+IgDuPLi7QiGMEgoXIZTX1avsg2Ngwgkwgs1WZwqfbtKqF4JwGHpF15AOQ5aFC6nICd3fTbHB9MIRvmJBuP5SaU5nPciSISiLBV7aZjWyLBTqQG4EkSHEtUAFSAnJyGp9x0HO5EEpJrTNAmzQbOUVxnsY8rko1wtgRhEvQclMiEegiupK5AcNjb89VSUgDg0tXclH5KqqgCsqCMKhCTxg3ye+4HLOQhDSs+N1iL/1eQAHsgddq8D2fGd7RPfsarS78LZH7ywBqnOKj/9twu4+rvXEzeDksM6dK2qXHL6JZzyl3dn9vB5Vq72nsy854hbgU86EygyOP9D59LZsQoKNrVoYZk7pFn2S1m8eDfbTj4UEwW0D5qr+3v+B39EtpyiVtl37k6Oe+JdpgJVExoOuMdhE59Ps/EEr9vspm/PfO5bufa6vXUS6Mpqj8uu2MEL/+G9vO8dz5/Y/6S7Hs1Jdz2aa67dyx3v+SKoC4P4xdz1O1bZvdMiImSl17RQRaylOVPReqb1RMvQuCDiWEtEIi/AiNJuGQLjn2XbVWZKj5vP7B8kUoESBlqzE0Sg24uJIosxdkpfatfgFIA63N1Rj6gxHkha66Wo8iLAWiHPA/qp97h6dUHFlNWgVjqwe6wumapijC93OgxSjRGf+JULQaDEEfSzoTKxxo9LQV1pq1pY+3PlucEYRdWVUljlZYqW3uKRqx+9IyKExi8I3vq2b/Cpz/yMK67cR5aV1auYfO5FhG7XEQRmqprEmlYlmA7ZpVfu5vrL/4Mfn30Z/TTnHe/5PF/9+tk1RzrLCrKs4FnPewff/+YgQjw/3+ZH33kr73rf5/nsF77PgQds5Dl//tvc7z6jnPp/+48v86KXfICFxVUajYgXPPfxvPhvnzi16MxN2m76fsOf116iqh8TkfsBDwZeD7yTSZWBqXYbSC3tx985mysuuYpex4fj87zg0x/+An/6gj++wWNf9dw3srw44Ma88EmvZHPrcDrdwWcXn3MlG7fN4LCE4pMRjASo2trTaSQiNKVX1Hm45tQDxcx1yVx35Ly+AIDWHtmVYh+zoU/iEREMAbFp0HMe1ApSy19lru+9qcbgRnJZIaFJhs+YBcqqWKM2bUDz+wrtoEla5DRMTGRCrLra2wm+5GquFsVXtQrFMBMOOJe5WvouJ7W2BkwVt0sYANbACKLQLFXBs9wSBAGz7UHG7XABsMJC0jTkqasHxsB474lTuPOpt2PfpUtErYh0KZtIaFCFzu4eF3/2CrbdcTMXf/YKrvj6dmzq6AXQmg8w4egIs+MHOzjrLT/izn92Ehd8+BxWr10hcsLqdV0kAJznlXZ3dkYGJzuUdSECEpgJ8NjduUreyWsPrSsce87ZsaY39YZs9ZpFrvvWZbjcMnvEJg5+wNHIzW2AvxWatZYvfuWHFMUoiMjzgo9/8oypILWyD/3Xd6aCj0CSoVBxyalEyasoxH5mjiBQZloWE0AjHgCm4Sej8kL6OvT+sw2tkCga/N5s+Ywao6WAh5BmAdfvaLJ5U0qjAYtLDTZt7I4BUcUYW6sLdDtNiiLyXNE4o9FIERGCwK25IOv2ElZWIvLckOeGwsrYeODl7dTBnvHCuVUvdDDGVLfYA+ASlOUeoA7296Dc1zyR8v4MthXFoA9+wT32faeOMHYgQt6f9gUpYeBzDN7ytq953mtGGQ1bGxmJGKwtx2HAy1+tF7AOqFWdTsohxz2dOxx/KO95259zxnfOn6qP+5OfXk6a5iTJQP1kbq7NC59/Ki98/qlTz/I/nzqD5zzf6waD/+2//o0fA+ClL/qjdfb1JmD6iw3330SsmoUfhVcf+JyIvGq9B98GUkub+GHo+n8t+8aI3b1ujw4rPtxj+3gR5Ygd273wtorFOZ8tHwZJPZhVISKAXPuUsXkiSch0wGX18DNBBKxmNfezb1fJXZ8N0QGE4nmszWDGe2PdCq4GnYHneGpKg3Ydlq/ayUixZRq4ovS1T9/2CAhomjZGDAXWe0DFERCWQFeYDduAkBBTlOVVHVUClCFTiwCNUjLLoSRmNIM4IiAlxyAU1hIGQR2+qidOEYwojaHEoTAICcMBr228Qq0YwRaVfMvAjIFmO+CSz12O7bmaCtBoDKRo1JUaqp2CH737vDJRzn8eJV7U3BUOykm2+h6the3fvZ6DTjmQOz3tJFzmSJdSvvuK7+AKh4TC3BHzdK8f/Q2ZSOqyttFMzPJVC2z/38sI4oAjHnEC80dtImiEIxn/YoSweeMeadvPufYbl9YJVqvXLLDvZzvYfJf1V2C7zX59ttZQdUMj2I5di6Rj5XmNNGoaD5SRlTKp0ggUmRJGa7ccR97LCJCVslLjONBzJj1/s5lAIwkorMPkEIaCiCHLPLirKlPViiFO2L2nwZbNPVotw8JCi1YrI0nKxESBOM5RFdK0UZ/ROaHbabK60iKKCpw6lldaOCeEgaPZzErgKqRpQF4Ydu5Oxu7tMKgVVns6jMNGrAKU/Uyx1hFHnkaQ5lXZ57F7UjabJB48VgpkWaZYZ4iismSzysj+9bkCz98f9HeUSgZgQlcvpA2ea2tzCCRc4xr8uB6aWaz2gKKcK4ZPXtHWptno50VhOee8q3jwo/+RRjOuQeX4ffj6N3/Kwx580rq9oC9/9X9MtNXtprzhLf/DP/zNE37tof/1WsVPvoXZtSLyLnzVq38qCwKs2/txm5uktJPvexcOO+oQmq0GSSOhPdfmsX/4iHUde8oD7kpcrvriJCYOm3SyRfrFKoVLsZqT2S5Z7nk9hcsoXA9bVqKqMtwNIY6CzPYobEpuU3KX4nAk0iaUhNA0iIMWJjCoOowZSj7CYNXiyhKm4Af2XEcToxwW0YCt4aG0zKwPsZeAcjxc5GGkVzYtKEhdH6eurBrl5alCCZmRNhvDOULxIXtEyV3BNelOrk/3sD3dxe5sEYeSa4FFsSO9GjVBaAYxuYN+blnqp3VWfmVVJnCtECA+xG/tJEAFH54vMjuyevf3H458wCG4vhsZIFyZBKVDlAB16j2X6j83xgPUSj81z/01OQdZf9DYVd+4hs/8vy/y2T/5Ej9+5znc+yX34YQn3J47PvmO3OlP70TYDAZltMWfJ9rQ4shHncDmOx7IytWLNRXgis9eQNHPaW5use1uByGhwcQB0WxMY1OLveftxKbTNTTXsnw1Y1iUQa3S39dZ+4Db7CZjQRDwkN+6G8GYOkQQGH7n0fde87g8L/jxTy8f+UykzH7H/56HgSr4iEMQaR1qHgZKQeBoNi0mUPppubjTgcxS9QyFAcy0hDiSsuqS514XVun2LSsdSxQo7ZbUz/G4t1MV9u5LKHJDtxezZ+8M1163gd27Z8ky7wAoigqY+IVrmkakaUyex3S7TXrdGYz48qCFDVhZbdBPA/YttHHOsHNXUmZaD14+876MXDgdGRummeegWlZ7ynLHsW/ZX5Bd4zgRf38qSoMH3FANzP42TDuhp1lUKiRBZOvPq5cJ3Ui7IhA3HEHkeaiJDKJZAQEt02IunKVVqtKEZoYo2IAxLe9gCUtZwilqLjfEXc1yyx1OOGKqtqpzjif+yes55f4vYGWlO+XoSbt6qPDNsKX9nJWV3tRtN1WrnpX1vG4m9vv4xK2HqeoisAl44XoPvg2klhbFEf/2pbfxotOezxOf8Xj+8mXPWNdxb3/VB/nG6d9FMERRxH0ffA/CKAQU1VGkVEEywWeyOy1wmuPUYohQdexZvZqF3rXkNiWQkMgkWM3JSQlMRGginFr6xbKnANguhpBGMEsStEmCNn3Xw2qOdQW5y7A6CVhUlKzM9Fd19asyX61qdGKIJaFRyWGplsO23ydjUKVKUSyWnvOyVrWnV/tY51UJhnmymStqAFolSM2EDYIy43+l6JG6lMV+n8x6KarU2oma35V3ZuJay3YlEtLMi/kPA97W1gbbf7h7pMyiHRL/r/abLMM4OQy7XD2dwCpF7vmmzsKun+3F5Q51yr6LF7jqG9s5/DcPZ9fZuzjjxd+mu7dALQSREJQlI/ddtMDsYRvo7+3WIv7gPab5io8THv7gYznxqXfn2FPvSJiEbP/aZVz9pYs5730//LlkpqL5xgjikNDQOvjG0QZus1+9vfMtz/HlK4eAqnPKV75xNpdcet3UY97wts9z9s+uLJ/9amwa6CGvxUuu8EcF0ES8fmej4cpkRL9Y7Pb8X+d8glCa+f0bsRe7d+rxTbNh6oVmdc69SwXdnsUX3BpNHqqoP7MzBUWdme9fWR6wutrAWjMEMMFaM5ZsJGW/XR3qVhW63QbOGVY70z1vqtDrw/Kqsm8JhlheE2at45rrU7J8UD3KOSXPldX9rP+mgY/KERiE08LsowdUuDGMLUHk6pcxOkFW9UDVAkpiElqmTSIJM0GbSEJfqUpCWkFC27RIJKFh2jTMZnANRCJEGiANRhqXAF9qNyAMJ+9lmuZs27qRhz/4JBqNeGSBpQqrq30uvHA7//jq/1z7Rg3ZiSceOfXz+fk2c3M3r6IlXhtifa+bg6lqF1+ZryMihwMRcOF6j78NpA5Z0ki4+rLtfOS9n+ANL3k7v3vPJ3HhOWvXJt59/V4+9t7PkvVzisyCCmkvqwWNp/kJhz2c4LP5rctQdayke7AlaO3lyyNeVlAf2lcls90a/CnqVQDK8VhEsOQsZ3tZLZboFas+lDN+rdKgY5cRMSOTwzCQDiQgHGKEJNIYTFzCSIUrgML5RK9CLZnmE9vBFxCw6kYeL4fStRmpK0hdQa4FnvXk2JHuY7FYZdl22Zsvs5KmrGQpcWBqPtuALjEZVlRVuqmjXziMHVT2ss6/RITenpTe3n6toVpZr6dkmX9VPLJxq6JRw8eJgf4quMJP5Db3ntGwITQ3GOIWXPvda7jk9EvYcdYOD16ntG8CIV3sM3vERiQcSpIwMqKb2tzcwvUt2VKKyy0udxS9gn3nT/cuTLMgCjj84SeQbGoRtmM23fEgNhx3yys5eEu1ww7dyguf93ul8DpUXr89e5b5/f/32qnHvOsDXyvLXVooEyqrwiH7U32Rkh9aFAZbeOAVx+PJSf4f/WzwYWEn82mSeO0paKXj2LdYyjVZn0FfvfLc0WhMS4gSev2IXbs3kOeVdjP71UA1QTUulP1TWFwKy8SlSSssLK14sOr314mXtY7tO7OJqlIVT36tRC5V335glMBUSWjDLwhDN/FZEDqSRkGzlZE0cqKooj5o/QIQM2VOEqU9nzIz36fdcjSCZGRO8H8FI0IoQUm1MiSmTSLzZblug5gYMUn5ihATQqkLPm6tZsx97n08H/vwizjz66dNvRdplvPhj35z+o0as9e+/Ck0m6Nl5VvNhNe8/Ck3u8SpamG3ntfNwUTkOcBO4Ct43dXPAZ9d7/G3cVKHrLva44Nv+a86QxbgX1/xHt728X+eun+v0ycwppbVd9ZnQW4+cBPpVTsohirBSMnJXMv6+RIT/B2XEQaDcIj3MipuTKNwXGpEELpuGbWWkJiN8UF0dbl8WH0oL9eUmXDDhLfEao5Vn0Gf0KRtZllyC7j9Bud933r06dk+hSuISvWAbES3NSQxMZZBQlR9PB7cikhdabVj+zWP1u/jyLUgIKGfW2Yboz/fqlxiUTisU4wIrvT4VnjZe18HnK7RcKW/e5VElWqZhWxkwmtbmTGQ9T0YFaM02qC2Ujwcuj8OX+1JfXsuzbnkU5cMEsEAmythYjxgFZ+R39zapn3wLEU3Y9/5OwmbEYc/9DiCsbRppb6s6gv5ueNBjc1tjvrt26pQ3Vzt3/7jq2SZZbiYhqpy6WXXcdXVuzji8FFt3NEqPpXiR4ECGTmhS4jM6MRvZFhQnjLsrzBVN1UmFndxxMizP6zlOc0Wl2HzBq3Lg1a2dklW36fFxQarqzGHHrK4JiCcZqqwY1dEpxuUXtzJ7Wk2ALMAWe5Y7RbEkS920us7cqtTHz8RQcz0kqg+Oar0N5RfoQGceCCpKJ2OIYyUpJT4KgpTlkqt2veJZuFMQbcLNq/GibIu4Ro3o8JxYeTI+9P6XbagnpvsxNXzUSgJYhqoWgrtl4o13tqtBkcetpXLr9hBr8wSC0PD3FyLp/yR13I/+qi1i+iMV9lby+5/vzvx+U++khe97AOcd96VHHboVl72D3/M7z3uN9Z1/E3FbmZh/PXaXwLHq+r0ag43YLeB1CErimJiiZv2pjyxpR169EEcedxhXH7hVWRpTiNp89Nvl5XDnMG6tOSHQhw2Rx5EUUMUNsvQvyV1k/EfI+HIgC4SYnUyhFu4rBb89+VDsxL8BOSa0bGLhKHXXB0+v5GBp6Fa7aauX57blHSAHpGJEEkoNB/J9M9cShz4Unk91yUo+bFGDCGhrxOvQqFFCa4dPdejHbTIS9A7DLBlKM+0a7OplKbqXjTjYBTkqrLctQTCUHUuzzHNrf9rnRIFPgnE+SRYrxAgQliGFavJp9+3LHVt2S/YuikmiqTmqYLnoiqDf6uD3gq0ZqePMlX517rXWh5f0Ql6ylGPPIqF8/cQz8Ycd+qJBGVi2EH3PoKD7n3E1HYB5o/aSDQTk6+kPvErDth4h9sE+29NlqbT6R1iZOq2Rz/sbvzHR7/jF+W1LvfAClLECWFZDlOAJAhwhRJEAy+myNqAcXht12r4TPfh5zbLHWEkU0ulCv7ZWFoR2mMRWw92p0VOvJZomnn5qKuv2cgBB6wQR3aIozpqlZdVFZaXQ3bvicrnVAnDwTlUlSyHXqoUhavHD/DJTf1hHvh+gEaxH7r4NKwWBP6lgMy42sPr+aqOfl8YrlJUtdFqFXQ7nsYQxZa0b4hiXwTBWa9a4PcfjQKt2TcgTrymtHNlJE2Go4MBIS0K7aI4jIlwLuAJj/8tPvOlH3LW2Vejqhx62EY+9m/PYX7eF1dotxvc85TjOPP7F47kC0RRwIEHbOTJT38Tv/c79+FRD787aZrzhn/9JP/+n18H4Ml/+CD+4pmP5uvfPIeLLr6Gv/urP+ARD737VIrBzcVugSD1GmDpxh58G0gdsrkNs/zmI+7LGV/9Plk/I0oinvL8teUrjDG89ROv5n8+8Dku+NFl/PDrg6pCocTkkuK0KBNpLGEYE8YBWZqXoLWKFVN6R31YHyA0MVYzjDP+4Q8SHEUp9j8wVSW1nVLOyvNcC+dXrIYQS0GuGcF4DW6p4JJQaIZTS645tfC/BjTDqkKL+OQpVVL6oF5fNdeM3bkiGNrBPPOyCcRXturQKUGYo4mfYdQomRaEZf9QQcpBXtWL9MuQi6IhEauYmjYQSEDTxGuGbwqrBOHwtup+emDayyxubPByTplplezaetL1LlbB8+YUWFop2LIx8pnGkZeAESNkvckRpddRwtBXqKq64QrvSRXjiFtrzAQCMwfPc+xjT+C6713LhR89n+aWFrd75DFc+ZXL2X32DuL5hDv88Z1pHzgzcqiJAm7/5JNZuHAX6pSNx22lt6/L9d+9mmgm5oCTD8FEAeqU7d+8goWLdtPc0ubIRx5H2AhZvnIBLRwzh28gbETT+3eb3aTtCac+gH96w8fKEP7ANm2c5dhjDkZVueKqXbRbCQds28ArX/z7fOlr57C41KWXmqnerJwU1NAIQiJTie0P/+aVKNbamzfahJLEft84GvU+VpblSsOWagBDB5uSuqSq9QJypGWFNAtoJOVCcsSzaWpKQppFXH3NJkQcmzZ2aDQcOhTGT9MQVb/4XO2EbL8uqcFvlg/UBaxTOj1YXLZ0eqNjsBGwk3TP+h6Mcmqne1Erm3aPhoc7Z6pFray5/6AtZW4+Jy/LqyaJGzrGkTjodsKRKJEIhJGlyMercCkSaMnjBZtBMeW8IkIUtChKZ0qWOf7xnz9ZR6dA2H7dMg/+ndP4q2c/jGc85bfYvHmG97/jL7nfg/+WXi9ltdMnjkPy3HLehds578LtfPIz3+OB978Te/YscM7Prqi9sq95/Ud41T//N1Fo6PUzWs2EAw/cyBlfOY0tW26enPpbHkblcuB/ReRzQB2+UdU3rOfg2ypOjZm1li987Kvs2L6Lez3w7tzx5NvX25xzrC53mJ2fmRjQ//2Nn+DDbz6d6sFWVfrFKrn1nsmZ5jyhaXDIEQegxnL9ZQt1G718pfaQVt9HHHjOoeBBajve4EuhioyUT1V1ZYlUw2y0hZ6tFixCYCKcFgQSEQelrEw58FvNCCWhHczTtas4Rpf37WB+1PPLIIS9WiySDmm2qnrB/wOSw/CVtAbe3zppSXxJxchEiApZSZIICWhJE2cciRlQG5z6hAZRQ09TIhMxEyQ1kBWUJPbcqECEtHBkhRIHpvZuVN9Z4eqvxaeDjX13YQjzM+FIn/uZI8uUNPfUgSgUtm4czURNmmVi1BRHUnvOg94s9YlTw2dszMmaI9HtHn07Zg+Z4cKPnI/LLBII8WyEFg5XioKHrZCjH30cM4fOMX/49IF4+coFLvqvn5YyV4b2gbPc4U9OYvs3LmfH96/xbRmhtbVN+8AW/b3++zSh4XaPvzNR+4bLrf6y7baKUz+fra72uP9D/4bLr9jBaqdPI4kIwoDPfeIfSTPHU575VhYXV7FOOeWkY/jP9z+PdrvB69/8Gf7pzV9mLZgVio8CGYSZKKYxk9V40gTOJx+JEobKsNKPKsy0HcbATMt7UQPjpZXGn8HZdkAUeZqRMZ4GUAG6zRsMrYbQ6QmF9ds3zDm2bbE+tB260jso5EXFsZ92JUoYuFpmqtcPa0Dqi3sI1+8Mp96HolCWVh3LnclSsqo+Gaqw1GCsAqLjY4O1Xht1vA1XJaNRljZloN88ei7PWc0LvwAPSq1l66CfmjEebekJRkf4tl7zVUp6gZCl4dg5lLQbDVEFPJXJlCBVVSmso5uvhR20BqmqDseYGOzY4Pe8Zz2M17/yiXQ6fT7+qe/ws/Ou4q3v/JzX/R36IoMAolAmyqNW56ksigJO/d3f4EPvXXcC+S/Fbsz4dcjBB+gzn7Z+XdeXvuKNN/kxUkReNu1zVX35eo6/zZM6ZkEQ8OgnPGzi88suuJLn/N7fs7K0yvymOd76P6/lyGN9BZ88y9l5/c6x8JNibV4upB39tEcrSdh+xU4cGQEJaOW9GAq31EDJSzxpmdDQSRdoxL6+YGBCxBmsFuS25z2y4kCUoAR6NecLX3Yusz1Ck5SnUnKXkpNSuJTEtLA6qKUdMC1UorVTYNybW8lcjTkNJq7JYkk0IR0atAosXe3R0MYotQEhdwVWCxpBQhJENUAtnGV3uojrecZq2ySoGlphjHMV5UBoJQY71ifHaFAzDkswmWkp9eIH/DwvvQKhQOHpBd2eIwqpBcetLeV40lFPRDUZqHpNSU8FHuxTpErcKKkDYyHLvRfsZfmKBVxW6tRapegWI/sU3YKLP3Y+KGw5cSt3etpJE/d8x/evqQsCaOZY3b5EutBj4aI9NdjFKd1dq1430VYJJo6FC3ey7eT1Vae6zW46NjPT5PvffCOfPP1MvnnGzzj8sK086Q8fRLeXcbf7/vUIB/XMH1zEgx/7cr74iZfwic/8eM02q8WpquLKcWb4Nzu8jC0Koajda0oUehAE4Bpai9pnuddSrcwYP+4IWi8wK4DqFJZWHFk+0GezFvYu+OIWB2x1peTU+u6Rc0I/jUZ6PgxU1zJjIM3tCLgc1reOIl81Ky8mAWhRUEbTBqL+4/01+LEpHCqrPK3Ak4j37OaFerAPSOjP2Ugcy6umvOdl6VEZANTq+EiUvAAQwlDJ0uFBUgkjS7LJ4qx44J8Zijwa6oMvZ8saIHXY8aUTybOTx7zp7V/it+5/Io94yJ158h89iP/86Dc9OC8TtiqzRYEtJm/KuKMtzy2f/PR34b1Tu3eTN93P7/DmaBUYFZFWmen/c9kNglQRaQB/CpwI1CnFqvrUn/dkN2f7hz97DQt7FgHYt2uBlzz9dXzoG2/DOccr/uINnPHlH1DkShL60HbhcqKyipJ1+Yh2qTqhmy+SRDOliHLpbfQEH4a9sbUKAAW57RNVHlYRnM1L3pYFDShcPsHTFIQwiEY8mqpe0N9hyTUtE3WEAK9x2nc9mowW3BaEnByjhsS0yG06sb1hmihKqpMCzfszW+qwOnUjnNfIRDibl4lYQR33WsxXRySsOi4lwYfplNILA3QzR7CfzM5W4utwV+B833JBFIxKbwlCu2Hq+5blZQWcMmHKc1u1FCCv7juk3cH7yqowXd73bQSR+ISq+lywdMUSUXu0z+oUE5shBYDBb2Xv+btZvmqRuSM2jByTrqRjbUB/oUdjU5Pe3s4gkSwKGM+4vqXFm25NY1gUhfz+43+D33/8IGHkhf/wwbJk88CsVS65dBfH3OW5OFXPSZUhSlCJ3MzQFOHLC8vIb9paIRxhhwyenSgaPKO9PgRtHxovrH9VtnHOV28KK3WNiUjHQLFg+Dz7FgNaTUe7Rfkc3/D9Mabi4Fclk4U4Hn4CB+ZK1Jrlyr4lS5ZrSQHy3NTqPhjjKzkVdhKgqnoP4BTn32TfhBFAub/nMApLgDoEPgFmWo7FZc+zD4JRgFqZB7pKXgg+898NKAWiNW0jCJUgVMLY0Vs1JQXAd0zEc4y74ykb6mlZMX7Fn5GSVRKI+4navviVH+MRD7kzAAuLnXLBMP6FSj1W35DdXIewW2LilIjcG3gfMAMcLiJ3AZ6hqs9az/Hr8aR+CK9p9TDgFcAfARfcuO7efG3X9Xvq96rK1Zdfw/2OeDiryx2MCUnCNiJCN1tiZq6N9IbCFCYi0MFIHgYRWWFY6u2oPxMJaEXzXmifiiM5+pAWpVSVGC/kj/jjVAsUS79YpRHN+NVr+UPv56vMJJtqjpY/l598VJVAwpoyUAyBy77r0jAtqmozfdf1XlQxiDE0mfXcV1VS7bEtOqTmikYuItMM7331x+dkPgdYC2JpMBO0fJYoSuq8tNaiXWZTtGHkupMgpFDLiu2Ra8RM1KAY8+TW99UEI9nC0wYzYZDMUQHU6p7EoaGfOeJwwM8Lg9HVPPgJXoyQZX5A93IgWrcXRaOe1aKAMBx16WZ9SKqJYWhe9sUBBIk9csxTh820rhJTFR+oTFXp7e1NgNSZA2fpXDsQcZTAt3fko46n/+9d+vt6mMhw7O/fiT0/uZZ0sQeqSGjYeMItLuHqVj2GnXfBNeT58DMjgBlJ2kNL1GXicrvfZ4KXiGDzgCAYEK6LXEYqUIko0VjoP808sGqMigWQF7Bzr6OZQBQpWzaGE9AkMJPPYGVZFuCc0mwoUZnM1etDszHK5VRVOl0hTSMaibJ7b1h7TgWYm7esdvw5+pljcdmW3k8fyh9cm/ctB0bJC7/odw6yNSSBqqhKBWL3Z+OAcn9807VAuTGQJHqDYMcfqwSBsmlzDvjFR6czqY8tAkkrg25MkfvvwoSOJIAAU9/ntFCyTAgYjJ+RxuT0pnhUR+2aawe1ZY8/9pA19jJIWXxhRPJvDLiGYcBjH7musvA3SbuFYVSAN+HH3tMBVPWnInL/9R68HpB6jKqeKiK/raofFJH/BL59o7p6M7V9uxeY2zhDv5d6vcsoYGV1CVuWQ7E2J6NHErUITARFiBEdCYs7taWXALYcuImVK/YAQmCC0jvqc9tNmZSgZXh9uAQfJWBUZ3GumHjwM9ulcH0a4SzG+HBYHCbktk9okiFPnwdMjXAWQXDOYt0Ks+HmsoyqpWe79FyHprSxFBQUtKSNYMhICU1MIGWVLVpk5FgtCCTElJWvKskqO8R3zcmJiWtPoFGhYWKW7HK9/7CJCPNhi67N6NmMfj8rva1D8l4loHfqGJb+rQavyrNamXWTov8Vlyy3inWWZhzUmf/j5hz0+85XtnKDDF9rfUnDqTbK6pgI6VQQNp4x5WTlv+sw8XqwQez7knaKWmqrMhNP0jO23PUgdv10Bzb1RQJEoOgVxDMJd/rze2JTS5B4hYTZwzawfPleXOGYPXIjUevXz0f9Bdutdgy76JJr+eYZ5459OsW9BkCBajKSmOgoMBqWPHD/u7R5QGEcYVw+M3ng6TFGCQNLFDNFw1RY7XpPZBCORRjwVakKq+xdLNg0Hw55CKsHZ7K/qpVEnOH6XVJmzfv9ZtoFWze7MukK9i0GLCwOANiwqogCCwsBRbnYXFgejC3T9JE9Dch7WIcXjUYmOaSVBYHfNq0Snm/Tg/iovDd5mYjmpigBxDHk08VPEIHNG3yYv5/B6urgngxbFU33wL5a1E/vW9X/5oxXjen1DKoGVwS1bB9AEgqRgXSI/mSMoeXm6OkqjunqEwCzMwPd53udchxxHJKNletFBOcCjjpyC9fv8GpGRxx2AAuLy3S6fVZX+8zMNNi8aY43vX59xXhuinZL86QCqOo1Y3PpDSzZBrYekFr9shZF5I7ADuAW52pZy7I0448e9HR2Xb8boyFGArLcloBoYM5ZwiAmDhq4ooacqFGSOCZuG5JGyDP+9v/xW799Xx5x7JNZ7SwRhy2iwCObzPZBKzmWErJpFUb2n/mKTaNcnwr8BmY0K7sKUae2g6JExg8EiqNwKQ3TRkUJxDAXbqUZzGDEYAiYCSNW7AKFZiSmycZwc93usnUUDFEL1FBQsK/Yy+Zwa11pisFVjN5TzVDx24x4mapIIlLN6Lt0JIFqd76HTeEcs2Gbns3K1oSmJBQUHrCWuq7Va4QmoQNvkSldFVp+nhVKXJWsVuhnlnZSZTCvHTu0bkh+Z2xbnvvQ/+A7gLhBKe2i2LwM8U9k6GpZgWdcRFtJlx3qIGkHCFD0HUFsQMEWSjI3iYzj2YTWgbMsX77gvweFiz/yM6JWxPztNhEOacya0NzShftvtWPY377k30mzYohTsrZXst48YkoFEiPxXksRsIVXE6k8/CJ+4ZW7EOccraYbyfavwFzua54QmIEg+TAE7fSUTi8vPaveSxkYaDdHF4yq3pO5vKqeLjAEUMFn6q92HGFQAccRt+qUW+BLtK6MZe7vj6c6zD0XKZ/xsam3AoMCJBFoWFaeGhsWjfEAtcq0N2YwxhRDX18j9t7oLPBVvMbNyCDxqhFDOA+Ly6MgvwJBcewmPLf7s4q3mzQcab/mB4xs9x5eZVQSy9CSOQqX0dflqW232836/XkXbh85frQThuWVnIvOfg8Ahxy8mTTN+cTp3+HCi7Zzh9sfzuMec2/i+OarUHILBKnXiMh9ABWRCK+buu5I1npA6rtFZCPwYry7dgZ4yY3p6c3RLr/oSpYWlrCFxVLpZgYjHE+gzKIfzQwVMZzygDvymD9+MFsO3MjhxxyCc46Lf3Y5STMmy9okQav2+DXCGdKig5ShuIF2oIydxz+ARsIa4LqhFHKnBVLSC2pvpssZdeVB5noEEhMFMbHEtb5oJQMlTsglY9ZsGHw+1Oa4FZqzbJfYX9ECgFAGA4hTrcu2BgR0bI/M5TgKeq7v5Z+KHsu2j8Ewa1qEJmAmSur7ljtLIGYQ6lfFOTchFO5UCaTKGla6fUgNxKGhl7sJ7VWnVVC0+j4HE9OgpvjotVmnrHYczYbfEDcFM+T5DKLqGA9AxwFp3nfEzYEKQ5H5WTxbcURNIYiFoq+4np89TSisXLPE3FCWf97J+PEbzqRIC0wwCrgv/+xF3O0v167nfgu1W+0Y9q0zzhua9WQA0KZwP+t9xkxRDEIgngoQlDXgTTitypRirSHLIXAld1K0TqDKy+XCTHtMCYDKK+pfeT7wYm7fkbFxzrF1c1z3Li+ULPdcymlgzZuPQgxfkrrxPpc9F7/gK8Z0lfYXch/lm68R7h9qp/rbag7+XVg/loSBB6giEJXvmwl0U6/p3Ih9sZKqWlUc+c976SBII+KVE4b7HoUw04bVzuA34MHkNA+xpwqk6XDPBwB3cH1SynhNB5LGTHqMRaSctwyTGf7CdTuW+egnf8DWLbM86/nvJB+WZBmbb/YtrLK80uP2xx8KQJJEPPHU35zal5uj3QJB6jOBNwOHANcCXwaevd6D1wNSv6aqC8C3gKMBROSon7+fAxOR5wN/hv/1/Qx4iqqurZr/a7SNmzeMVI4CyIuUwmZEYYwiqDoCE6K4CX7MT75zHj/4xtkQKL10GVVHI9qALzs6mjHp2/GflSqd9fZaxslE5TZDErZqAGIkqPVRfWlDVz/j/hhTtwOe39orllDgoPZxZK5PIFENVBWv3erUkruUKIhGjh83X1JRyDUjkWYNZAUvPWXVg+iYmNlgoPGpKCtu1Yv/l9eSa4GlwGJpSnsA0HH0NCVxMXvTHCPCbNQkNKYO+Vt1LGc9CnXEJmA2Gi2i4JxXXa0nO+eBYDOaPuAOrm/wd3xyGvFGIOSFsrLqd9raGg3Fj/JJ/R2ofjOq0N1nYSNEDYPNHVl3cLLegiVuC1E7wGUlJ9lAd1eX3h7PM505ZJa95++myAovPzVGWXD5uqMstyS71Y5h8/NtllcqFKfUHsWpADVeM4LQNA0PVEuAurYz1kOmoqgk63RksV31Y618xqLwfNLxbiwsF/Qzx5YNUQ1ZVJVdewr6/ZCNQxSBgfnoxDC1p587mlNKsXrO6uSzEYYywkmt9s2L8c8G7/fnkawWujVnM/RJV5XnMCmnhCAQjIH5qBrfR8+V5sKGOZixPlM/EK11XcdtpuVfexc8nany7IpMUgbiUuw/TaWUsxq/mIGn165Bw/CC/MPOmuoYQ9PN0mNl7DhhabnLk575HoLAkKZ9wDBSWUALqt6GgWHvvhVuiVZF+W5Jpqp78HkAN8rWA1L/BxjXuPk4cPKNOaGIHAI8F7iDqvZE5KPAE4B/uzHt/bLtgEO28ay//1Pe9ur3kmdep9RntitZ4eckEaHdnuH+jz2Z88+8mrSX0uv6alMeNwq93ipIQCOcqxenkx7JsmSpS8vqTeMFT7350P1kiFekTKgq96mONmKIpEloIpazPR4oh7M0ozlAsZqTuT5GAhqmhcOxmO1CEQrXZ5/upBm0UPW8TyMG1aCkHPgMUS9mLRgCCnJCoroPVi2zwZz3Fpf8W/CDfaG+hGpVvlR1UPY1Ih65jvLCcCVv16qylHWZj5qEpdD4YtbFqiPAYFVZyXvMRd51oarY8hxV1r+UJPys8Fwvhrzj9SkruoCZzC4NAqmTp4zxmqvaH1SVSVOl0ayud3QCs0VZtaoEqLbMAO7usyCWuDnsZQUtlHRJSWYFU1IKTGTo7enyvVd9GwkgTEIOuf/hFH3vgXWFEsSWMA6QQDjgHodO+UXd4u1WO4Y971mP5h9e8eGBwH+FkqaYmOlc5EgSTLkIrA+9gYm0yA1haD33eoi3CKwJUKF8jtboYq/vsM7Vz0M/9RrI3dQx55S88PJYSysF/VQxAu2WYeumwQI4y33SUxwOPVeqFFZJ81GKkogvh5wXtuSn+354L+7gBnjQOri2cVqC/0vZZulVDKqwvN/XDikDxLH/LDAeRU7eat//rPCJnWF5f50qNpvuIRWBuVno9/1xVZ8EH2EaXkAkMcy0lNWu0O97Hq+qT4aLogooWpayJkwBqsYMl8Md3RaamIadpU+n3l4l51qrFEXmAakJfdu11zWEUns1DANOusvRE9d5i7AxJ8jN2UTkX9nPSKGqz11PO2uCVBE5AS/ZMi8ivzu0aY4hGZcbaSHQFJEcaAHX/R/b+6XafR98rxIsGfZcv8h/vOdD9LqDGNPmbZt43+nv4IQ7HUvaz/izxzyXhXP3EIeDWn7egzo7Fk4ucBpiSuVOxaE4sqJMwpLB1zMOnELTgPFyhBWYonzAhyx3fazmxKVMVGCqgVtIXZdE2izle1lkV9mWT/Yq1PNAO66DUanlogIJoKQ9VOH6ypMMUEwhyYsIy3aZxCSEGtJ3PVLXpxXM1ODP1ZSKEhAymgzlz0u9D8BS3kNE2RjNYNURSoDBEIghFFMPozXAlIFnenB/FJcWJNEgGWAQqpMytFhJtoxOuFE0qigQGMjV34swFIpcsbk/b5UwFsUgRuoQmhu7XWHit0/WrhbyrmPmkBZBErDp+M1c8/Wry4uAop9x+ecvwxWKGDCBYDNBAuWQex3GIb9xxMT3cku128YwyLJ8VH5KrSePylC9z9ICkxGErRElgEDikjYzCH1XdJUqT3G0Gf97dQp57vn1w/xKYL86kDfEi8xzh1Xxf8t2Oj3LpVf7Pse1FJzgFFY6lm7PccQhSe1B7PaVPPReS8FnpaeVpnAJWH1yor+WNFesddjCV1vy+01KTk0D39Mkk6qiBsPjSBB4NFolRYaB8ePIlLJOUt7TSZv8bFgFYKZVUgvCgdKAiKdZVKAyDKFS/PLlWH01sTga5RgnibJxc4+lxQRnhxLSSsqAtaMJVKP9B9HBzRpUOSw9/ZIgWCjnGv+D8dtElNNe+ye0WmtlqN787ZYCUoGqgsl9gTsAHyn/fSpw/nob2Z8n9Xjg0cAG4DFDn68AT1vvCcZNVa8VkdOAq4Ee8GVV/fL4fiLydODpAIcffviNPd3/2c746vd4wf/7e6wtSNOUI445jL9+5XN5/UveTBSGFIXl9e97FSfc6VgAkkbM+eech8sMUbtRejeVIIgZX3VWVamyvIuqkkQtkmiGmcYmVB0bt87TXcrIs7wGb5WtZntoRnOjQBZTV2qp1QHKVWqvWPb9kIiZeOMY6PWlUWPTIHM9wFf6MAREkpC5LrlLqUJ5RgKoBxml0IEI4Dj4q7KSHI5CCx+ydz2cOgrNKTQjLVLmgg2EhBPXCV7mRFGiITpCBWL9Ob0HZjEvqyaVADUqJanGzTovIVWNBtWY4BQyqwSqJJEZeKINJIkpQ24Dj0OWeyAajxU/yIuSR9aA1RXv3Ykj7z2pCGRZH8JYcYUgASM0QcVXslKrBNGQZ6fi/OWwfE2P3zztN7nkfy4cufcArvIIWT/MB6FfjMwdNf693+Lt1zaG3RTGr4suuZZXvO4jpQrJcMhdS69UTZBmdqbBeT/4F57zwo/y2S/+FF+drixaMYQq1RpUfMjfFQEmGivT7AQTKLYIsEX1XBQ0GkNtlJSYaBIn11nwY/UvappNp++pTMOLwmqhFwbD10j9vrDKeZd0aTRMXTUuLwYh++E2ANLUV6+LQu+ldK6UdMJ7YkWmh9VxTChvTLNgjCcO5b+HqAADELt+xDI7Y9AVR5YPn2ewPQw8RzUvBioCTn3JWsbyjGyp/9xoKFkqE22JeGWA2fmUfi8g7VXSZYPt00zxg5xRX+7az0+Dg0qoCypAXo6HFXVEOOZ2B/OMp04W26nbV+VNb/sUp73pE+zdt8wd73Ak//K6P+MB97vTDd/Am4j9okGqiDwczwkNgPeq6uvGtifAv+MjS3uBP1DVK0XkIcDrgBjIgBeq6tfLY07GR46awOeBv9Sx1ZiqfrDc98+B+6l6b5aIvJOfQ11lTZCqqp8GPi0i91bVM9fb4A1ZmcDw28BRwCLwMRH5Y1X9j7Hzvxt4N/iygr+o8/+89uaXv5Net0deeA3Ryy68nH952b/yoS++h85Kh6OPP4oDDh5NFD786EO55LxLWVy9nkY8S9JMiJugvSEQJ+BsQae/rwYhue0RmJAobCIYFveskEQtNs5voNdfZbnrteSiIPHaqxLV44KoD01VyVuqjtR2ERHSolOvVp3mfnDQQXJOOCziPQSkvexMyOZki9dRdQVxkJTSWt6NkA95TA2+QhYlv2r4S+u7Xj3pqTpfoao8BhEKzT1/stRVrSwmYiZol8dpqSNrRtqu5HF8z8tQmZTXV/Vj6PkpnMOWnNWR0Bxl6MvJiPeouk/eG1vuqxAEhn7qxbAbpehpXocMGSlROBkGBBBMOGi/ws0ugzD212tzqTmAJlCKaj2QO775om9z5G8NNAWHv8P6csu/YSti4zGbWI9tP+MaLjv9YhA49nEncPC91tItvGnbr3MMuymMX588/XtkeUEZR5jYbowjThKSOOLLn34xBx+0iRNPOIivfOM88qx+cjAlkPALKcEVUmb1CzYLEWMRA4L6KG1N5/Hn6XRCrLU0mxZT5s10OsJMW2uJKCiTiAoPkNoN/+9+6pOowtA/QysdX2XOiDLbhiQeBUbTFmG25G2mK46V1T6HHBCPaBmr+rKnFe1mueNBeJppXZo0Cgf7rsUZdAritM7Qv7E2fAnTZK3GeYuCpwgEgbBpg5DmPnlz2BqxH0eSWGu1gCTxjfVSD1TjyI9DvdR/B3Ptyqvq+a4rndExTcR7hKNYgZy0H9ZjfxAqzRb0uoMFfNVlIwGJ8VFGp0pf1+KXBlDLFypxHPGnT37Qfu/dS1/5H7z57Z+uq6udfc7lPObxL+ern3sN97j7cfs99qZgg6fuF2MiEgBvAx4CbAd+KCKnq+qwJ/NPgQVVPUZEngD8E/AHwB7gMap6XamK8iV88hPAO/AL/e/jQerDgS+s0Y2N+OhVJYY7U362Ltt/Gra3n4jIs0Xk7SLy/uq13hNMsQcDV6jqblXNgU8A9/k/tPdLNS0zxYet1+nzPx88nbm5ebZffj3pWDmRN3/49Rx29GFktocGGSudfezdvZul7i4Km2JdTpAoztmJH2QNqMqQ9HJ3D7sWriXPLaqOwqb0sqW6dKmU/4EHfCJV7WpDIAGddJGs6OLUYiSkEc5gXUZu0/K6RnswzoINJSIyCZFJaAQtMtfHqvUvLE2ZoWnatMwsSSX+r9WA78hdn9R1cOrLu3pe6JDGaQkwCwqcOmJifx34hKtwjPJgCEg1m5yMRGrvqsVrtA6SxFz9yq0FfHb/NJUC5/z3XclM1TSEclfrysnUV6ElCn3GbbendHsDbloU+VB/EgvxEB1gqLtsvN3cRDiwyHy/80zJ+1DkpRfHMQCopWUrOZd89sq1BzWBeC7hyIffjrv/1X0IkhumoC9etsBFHzufbCUjW8644L/OZfmqpRs87iZut8oxbK0kx8qcteAseZbyopd9iF4v5WlP+Q3iKCypRxUfXMidHXqujddKzcvIiinHIBmEfEdPLfT7AQsLMf2+f7+6GrJrd8Tiki9xunO3YWHRsNKBbg92L8DeRVjteg5lp+dBUlUV0yksrfqoyOB6J6+507UsLCtp5nni1sE1OzJ27E7Zs1DQTx1p6nBOsQ72LI6WIIZBKdf1mJvSBxGhkQitpmHT/LSS094C4+kKwzdvmmdW8HzVRlK+GlLvF0eGbZtiDtwaEUd+7GmV20WE2RnDIQcGHHpgwLZNAVs2GjbNCfMzQrvpX5vnYabpAWq1UI8j2DTvvasDU0SUOHa02gUbNvVptlOCqCAIHVHsmJ0vaDQtYejH22pcrsDYmiL/1cq8+qcx3P74Q3jWn63tRe12+7zpbZ8eKf8L0O2lvOK1/7nmcTc5q8IG63ndsN0DuFRVL1fVDPhv/AJ72H4b+GD5/uPAg0REVPUnqlrRmM7D05sSETkImFPV75Xe038Hfmc/fXgdfgz+NxH5IPBj4DXr6TysD6R+CDgQXzHgm8Ch+HDZjbWrgXuJSEv8zP0gbsLVX577kmcQJ2OxEJTP/OeX+YvHv4i/efIreNJvPZvOyqAk7eFHH8oXzv4EL33j32OCgLzMorEuZ7m3m8XODtJOXnoWR39oRvzIoKqs9Pewmu5jqbeDXSuXUrgUYzwQ7RWrdZLUNHNqWexfT+56WC3Iih4B4cCbiS3lrHz4qxpYQxlwfQwBhoAd3cvZ2b2cvl2lYdr03Spdu0zm+nTcMn3Xpe+6dfECD5KlTpoqtGDFLrBqlxiuhjVsglDgE9MSk9AwDWITj7gVnDp6rk8khsQEJXh0ZC6j7/oMksag7zyXtppYM1fQtzmBGJIgYi5OaEUR0RQimVNY7hakucOp4pySpo7C6tAEVIWppOa6CVq+hCgYhOxGEwnKe2tg90WLrK5YFvc6Fvc6+r1BGLNaLLiCKbzUgamF/vLoYkdEwAgbj9vEfV/+AI56+DFErfXpBi5fvTQsKoEgLF8zXdvwZmS3yjHscY+911BJ0enW72d0exlnnHkhL33Vf3PYIZv4wif+kiOP8LrI9e8QJXUlI10Vq47MOtJMBnJs+z2T39rpROS5gZLC088C8sKgGKwTemmAtQO5o+rxr/5m2ejc3BvSUyjGnrFuz42U7fQe09KT24OFZcs1O3J27ivYubfg2l05vXRQrakovK4r+DHB6fq8XMP7JLEw2zY0EuMpP0ZoJNO/k3YzoNUM2Loprr2xIkIUepBpBDbOGQ45ICJJTKkAMFgAG0Md0WkmhlbDsHVjxAGbEzbOhb4dM9g3CoUkMsy0zcj5nMpEkmf1frxiWPWlV99J0nC0Zwqi2BJGjjCyRLEjTmy536hrYE25wjphCg7cNsf73/pMzvzaa0a4qGma86/v/Cyn3P+vuNcDX8i/vOVTFEVFbRkFueeef9X089zUTAf6wet5AVtE5Kyh19PHWjwEuGbo39sZeEMn9ilD8kvA5rF9Hg/8WFXTcv/tN9Dm4JJUPwDcE/gkfkF/74oKsB77lVecUtXvi8jH8Wi6AH5CGRa7Kdr9H3YfPvzV9/GHD3oq/b5PlgqDGCGg1+0jIlzX38HpH/4iT3zmIDfjuqt3csaXfkDWz2peaGVVcFqMkEQzpPmqb9ckREGCU+eln0oVAcr/Z7ZP08zUXKWs6JNErRoUetDmH9J+vjJRcCC1HaIwGeoHBBKSu1KlQI33uOKLFoCylO2o+76QXseWxuFEpZC+iKmvTbGk2iPWRl2xRpC62pSiFJrTKZZpBG1qbhylB5iK/2ZrL7Gq0qNHz3UJ8JWscs3JVNlXLJFIQjRUwKCvGQ0SklKmyzlXJnpBgC/XlzlLZIwX8o+C2rs7zHGr7ncvteRFVYnKYoKIsBTlzwpHXviw4EwjKLVQh8P74+LjPolj08bAc9oKyHo+kcEYmNs4KC/Y63hPqogP46lWUGEojC9DAMJC2nFsOKKNCQzHPu54Nh6/mWBKJaphU1WuP/MaFi/dS2tbm8N+62iKbkYyY3BWyDoe/M4eOrvfdm4Gdqscw0447lBe+nd/wD+8/Ia9SFlW8K73f4VtB2zijO9ezNXbdyKlQkdlipK5QRTE4MFMv29oNr1m6Q0DVS0BkGLGsv6r7b2+1xKdOLqiwzhqjdVeCq1muVwUISu8pJOgdHrTIWX1zFVAbDRTH/rZYFv1Ah9BGVYeWIt3acS332qaKQlSQjsSmomh27cUVgkDw0zL1Px552B+NmR5tShVQ/zouHlzRKvpHRuHHWiIQsf2nc73y8jIuYwIB26Jy+vwHtV2M2BxJUe1ug6/uk4iiAJhtdRedpNpAb5NMwj/Cz6JrKgXFKM0gDh2ZJlPqIpih7rpYFRECDWmIBvfQBwJf/akh/Avr/6jicWWc45HPO7lnPXjS+j2/LFn//TyUud2QHuqflO3P/6w6Rd1E7SfM9y/R1Xv/svpiTcRORFPAXjojW1DVXcAn74xx/5aKk6p6suAl/1f2vhV2h3uejz/cNrf8oZ/eDtpmtFoJBSZrQeEorCc++OL2Ldrka9+6jusLKzwkfd+ml6v55OVTIB1HsoZCWg35gc8RxHmGgcQBjFhUHk1C4ohgFrb0D+rLPXxHXLrw/E+0WnMZHSgcDj6dhVB6KQLZG7gDZ5PDsJRjPRAKQsAmKT0lJqRAbhqMyD0gv0C49Ech79vRj0IFgyBeKWBgLD01Hhg29ceIKgohdoaEDt1NKQxQgWoLGCgmaqqJU9W688AMmuxOHrWfxaKIRzyqIZGMGJwlFmvIgTGkOWWMAnJC0eaVxmpsNyzbGiP6ZE6neChFgVkmZIkQq+ntQeqPSsj+zZbhjzzCVdpqkTNqs2hr7L+X9kNC/d52f19Qtg6bfv/XsGO71+Dyx2r25dYumKB3q4OJhDEQHNDxGEPPZb5Izesu82bqN1qx7C/fcHj2bJljmc+9503GB3s9lJe9pqPk+WmfB4jz2mBkYVcZWbIC9brBYSBI27Yuuzpz5Oj5xzYwldRU4VWc209X6fUqYrWwnU7YbYNzYbnkK52ddLjN2T7uw8VKB0GqYMDSy6oD1SMXGP1NwwHCgOC1pEr8CAvjoLaa9kcqvqmZcTGOU8tSkLDxvkI57z0UxIPj7Ul2Mdw+EHCdbt0grcalovmQf/8mw2zEUsr+ch36aM9ymzL97Ujjl46/SY1Gr6sbb9fefOm0BHKe2OM4tzAK5tESj8bBpFlXyUBlRKoKrPtJq968eN48h/eh3Z7ugjHV79xDj8++7IaoAIUE9ls/j6FYcBLX/SHU9u5KdovOHHqWmAYoR9afjZtn+0iEgLz+AQqRORQvAf0Sap62dD+w1qG09r8hdnPU3HqJQyqtbz0l9Whm6qd+pTHctAh2/jxd8+h2W7wvtf/1wj3aNe1u/izh/4t3ZUeaZ56vTeEJJypE6LqpCjxXr686GNMSL9YweWODa2DEBF6+QrO5WWC0ODBi4K4PqdTS79YIQmbgGBdQW77FC4HBCMBgUTYUltOMIQS197VQEIvVaWGxf716FhW/Uq2i5l4C8PI2A97AbnrYySk0IyoBKzgB1pjzEgiliGoM/ZVlTho4tQynD1sMIQMMverkOLwAI/4YXnWzGLwZVinWaYFUfmzlnK0VJiYYJ36XkUEFDicVUJjiANTa6iWB9YdyAqLUJR+hIGpll7XshpMIw4IVEAqoW7Icg86s0zJ0lHAaYIxzurYuC8yveb3MHBoHdTmU0/4HFEr5B7PP5ltd7nhMqd7z9uFK8G2WqW/p1v/W0S8xNWxG2+wnZuB3arHsKf+vwfznTMv4mOf/A693qTHatiytIBSL9WRYTQmJyOU0MsGlRzygGDid1pYg8molpJltbPB9mHgNzwRF7lQ5BXsFDQVisIShpPHF5WeMdVz5d8vrfpXZXkB7Sne2OG21vq82lb9lUHQp9wwSFyqqJMCzLRGvZleosoR+vALM81wAjRW5oGiX9xWZU0rD2gcTS4QKLn/QeC5onsWB7GpoJSdquSjxr+oacllPhrn37eb4vm/U8acRuzHLhGf1DZeAnW0zeo78ySopOlImtBPlX5/EHnyjoKYQCMsBZ1OwV+9+KO89b1f4+EPvhMvfM7DOejADSNtf/s757LaWU/tDOGUk4/n3vc8YR37/vqtoqj9Au2HwLHii5dci9dzHkfspwNPBs4Efg/4uqqqiGwAPgf8nap+p+6j6vUisiwi98InTj0J+NdfZKeH7QZBqqq+t3z7TcpqLbdWu99D78X9Hnov9u1e4P1v/C9s7kPrJhBMGNDrpuR5gRta0RkTIFbo5x0UpS2GOGxQuAxTapWKBIgKS72dHqhVq3IT1kRzIwanBWp9CDYOm9zlnnfg8nOvQ3NDt1ga6qkQSEAStmqeqOe6Kt18sdzDMJ8ciNV0KnnduoJescTc/Bwry56+F5kmOWl9fLdYph3OERqfJtopFmnErZF2ZsMNLBcLOLWEkpRhfw8wo7LCjZeMCuprrQbRgGAkyaplWoQS4nBlecMBOK4kqlS01kqtPh9udzic7/8OigVEJUCtFhFVqGxwDuhmliAwBGMDfT8v+6PQ6VvaDYNYGQGjYeDD/ONzRJ5qLUujqiOAVIxXEaiKkzkHNh+E/SWAjcdvYt8FC6CQdwq+988/ZMvtNxE0Am7/+8czd/jcxPcLPqkqXezVN0MCQUJBS2keZ5V47uavR3hrHsN2717iJ+dcxvOe/Sj+8Pd/g498/Aw+9qnvsrqa3qCrU7E4CgTj1TcQEmnUi8lplheGIHSoCxAzmZjpCsGKknZjknZOlNgSoA5TZSDNDMa4Ee1Raz1wEjxY7fZ8yHnaZeSF33caJbewPgmx8raOH19l8LsyC96I95DKGvuK+POMh/bBJ10FqkShKQG6B4OB8WF2Y3x/shzKoA1RNJD3S+JJz2O1rYq+tFtCGCq9VHFWmG2PckeXV5XlVag8q+OLhHEzxjDTsqz2BkVJAuPbFBnQLZoNn52/2pn+O3LO85XVjd63RuLH00pHdZhS4tTiyHEWLrlsJ1ddvYf/+vj3+Mm3Xs6BB8zX+x144CaazXhy0TVmURRwz7sfxznnXsFb3/EZrrx6Fw9+4F15+lMfzoYNM/s99tdlv0iMqqqFiPwFPjM/AN6vqueJyCuAs1T1dOB9wIdE5FJ8Bv4TysP/AjgGeKmIVIv6h6rqLuBZDCSovsAamf3i1QXOU9UbvUrYn5j/C/Z3oKq+4cae9OZke3bsZc/OfRx57GE0Wj70sGnrRp77sqfxr694D0EYsHnbJh78mAfygQs/BuBLpDpLlESAY7GzQjVY97NVnCswEo6FZoXcdomCBkHpiXTkVOLvlSlKo9Vgy5bNnP+Ti4nikKgdearz0F5QesPGQuJx0MS6Aqs53WKR2DQZn0iq81hJOfKYQ9l+/jK5y2pva+FyslJCarVYGLmGChQWLqdnVzw4rFb9ZnTGsFoQSoTFEg5l21eA0mjgAWn5eVTeF6MGg/H/BjLN6WjHJ1pByTM1PrlDcxxKLCFh+XOvQHJ9qwTi0FeoCsWHjYrSVeJDdpTX7QjNJEANDdgxb0Knb5lvjykTmApY+5OK+EkqSz11I4o8MOyVXDpjoNH2ofdBcoSigeeNiQhqYd/Fi/RWvAxQVFbN2nP+XgD2XrCP3zrtATQ2TobNjn70CZz/wR9jU38/jvndE7n2W1eycvUSCNzusScQz/jZrre7w84fX4sY4cBTDiXZsB831U3Ebs1jmKry9y/7N97y9k+TJBF5YTnhuEP53CdewSknH8tf/cMHp0zwMgUPeb65/8VOLiQnz1tNsoLNAsRo7W3TMvRblFX4+qsxqpMgoyrH2U8DjPiiFM75dvNcuL5buRodmzasTQvodH1WegXYqoSpLPfe2MojKCVgrCIWzo3qoFr1MqJrYXpV6qSokeuoPLIlr7SyMBCayeCZjsRrxq52IWkGRIHSbjvaLT8GrHZ8wtjgyynHwyFZrDCADbNermu8rOzcDCUNwh9jxF/TuHktZ1Mqm/g+koxGbIZpZmE4OLdPWhv0z3tyXa06UBSOLPWLERFoJuDy8lxlVkJPU9xYEZgstywv93j9W77Av7z6CagqP/jRpWzYMFvnPozYGAKPwpBjbncQ93vQC0mzHGsdZ/7gAt727s/yo++8mS2b5yfb+DXbL9iTiqp+Hi8TNfzZS4fe9/EC++PHvQp41RptngXccR3ntiJykYgcrqpX/7x9h/17UqtsieOBU/AuYfCi2D+4MSe7udmnP/wF/vlv30oUhSTNhPd/4c0ccsRBADzxGb/LQx/3QJYWljn86EPI84LP/+c32H29lwI76PDDeeKzH8tlF13Ge974AbqrXUB8mD7vEIdNImnU3rOqopXTglY4j4ihly0xDCDDMCaMDUcdcyRXXLjdUwayHGOyEa8fjPKljISe6yVefikw3nOraknt6gStwB+v5FnBtRf47VXwXkSIjMG6gkLTMvTt+zgbeh3O1HVZKRbrzweD3LhXwPNQFWWf3U1DmjU1IJYGkYkJNCAsk6aculJmS2gM0QwaxtCzvbJFoVDHSrGMw/qCBCYi1ZxUc6IStA9SkXySgZe2UYqsIBzyFFXZ/Q5PBwjMQKO1EQpJ7JOwbD4gAbiakuFzmOuMfal4Wl46x0tT+WOyvpL2BpnFql5sfHkVotiy7YCoFOUfDc2JEdKu9d+3eurAOB9w38ULHHxP/7t11rFyzTImCpg5eIa7Pvfe5CsZUTvCRAEbj9tC0csxUYApw5TpQo8LP/yTmgqwcMFuTvzTuxO1p5fRvAnZrXYM++gnvs3b3vUZ+mlOP/UT/znnXskTnvQ6vvb513LhJdfyrvd/hUYSkWY5YRjS6dkyqTpHicrf0Ogzm2qfiIiIeLqDD0e3pzSTkhfuBmLtqpVXrfpEyPoRUWJHfq/OCbYQglBxSCXJDIAdqm6EGvLcEUU6ASBFyuz8YpAIVYFnESXPGUnV6ZTHNJMbdDBPtTgaPJuVGTxXNIyEcIjS00hG96vmgFZT2DDnaDQG1wAw01bSUOn2DKqlVFVMDQRnZoqScw+rnXCi/8aUJVEzaDaEOIrYs1CMJIw1m0Hdx0iVA7c2uH53irU60VdrhyI5ArMzjn4qpOUNDQOln47mK4ShYsTS75eQQ8qiKyUdKrUZbi0KV2750tfP5S+v2cPDHvdKrt+xiDFClsPMTNNTulTZuHGGTRtnuOji7QSBYX6uzXve9hz+5On/Qrc3yNHo9TJ22yX++Q3/wz+/+qk38M3+im2IbnILso3AeSLyA6jr4aKqj13PwfsT8385gIh8CzhJ1Svuisg/4nkKt2jr91L+6W/+lTzLydKMXq/PG1/yTk7795fX+2zetpHN2zYCEEYh7/z8a/jRt36GCQwn/8adiOKQIy46mHed5qONww9tVvikoKgUx+/nq5hAOPb2x3PZ+VcAEIdttKzKIRJwxFFH8PbPvIqnP+JvRrRbrS0wJqh/3M1Wkyc973d5/+s/ii0skWlSMJpIZcpKWCJCGMQojsJ6D69P9FohiqIRT+4AbHnx/WqgqazQgtT1CGIDY+X8nNoSZA4G69jE9QBtMCPVpjLtI86D41QzD6xdTmxiYkarmwC0TdsDWIVV7QzRBCw4ahUAh9aQG7w+a+48eE1MXKckDOvFekoCE9Wr0sKLkQfiZ99CwTrnKQNUyQNSU1uNCN3+0Co/YuQ8MJhM02wQBMsz2LO74ICD/DWkPUfcDFDn9V5d4b0bSWtSj9XmFpv5e2FTy/f/6Uw6OzuoKgfc9UDu/LS7kGwY9bKGzVG5qsXL9qJDrhd1jpWrFtl0h/9T7tEv3W7NY9ib/vWTdMb0IovC8v0fXsj1O/bxhtc+hb//68dz3gXXcPihW3AKv/nIV7Da6XsZH4E7HH8YF12yr0xOGfyucnKvtqFD6fwlli3KQSi3SjRUWakGmU4JA//MF07RQommMEq63ZBWO6+z+J2DohgCqKV1uobZWUswlK1fFMJqxxCFilMhiUt+LAPgV8VJhk1V6fahNeaJ9P0ecD3HLYmGsuXHzAi0kipZqtKUnTQRITRVwtcw6PZvkkRpNGztTXZOmJ/LmZ8fBnYerPV6k3JzgfFcU/Ae0AO3Rr4yntWSXiEDz68IoSjbNkdcv2vU0x0GcMg2w/YdboSX22wozYYHr53upIdTxBcjEaN+4eKqMrJaUggsrMFtBbj08p2cfP+/ZWFxdeTzKIp59UufwIN+887c/vhDEREuufRavvy1n3DAto1s3jRDrz/prc+ygtM/972bHkjlF+9JvQnYS/4vB68nceoARhedWfnZLdr63T7DXkxnHft2L6x9AL4k6n0eevLIZ7c7/ihe+Jrn8U9/9waK3GGMqQGmhJZn/P0T+cn3zuH4Ox3L/R92X578kGfX5+3nK8w1txGYiG62yM5rd/Oe1/4393v4KXz6Q18m6+dUovlp3sNI6InzvYDff8ajOfVpj+SP7v539DopRT6Z7T8MOoWAJEzQksPajOZpzsas9vf6cFbQHHgfVZlI2wcKlyIGYo1q8FkL7KvStYtEpkFsmjTNDKbkjVotRsJI9XegftFlCGjpDAikLsWJpW3aI/tatTgcMdEIjxU8EI3G6/4BueZ0SkUDAWaDNjNhe2ISUaaHN1WVxU5enn9wP5y1hMYQhV6LcHj/OBoke2SZkow4I2VsEh3qa+YnlDxzFLmy8eg2nR0dNHfEjUmuqx/nFM3h7Hf9jHgu4aqvXM7y1QPN010/3cnCJQtsOm60ElXeyVi9boXGhgbNrW3CRogEMqLXGjTXM3TcZOxWN4btG5vMKwvDgMWlDgcftJktm+d4wP1OrLddfs6b+eJXf8q11y9wj5Nvx0l3OYrT3vJFXvHPp3u5PTNAkz3tkkhCoP534LD0Xb8swBGTldJtUZk8pU7oFz6SA4a8flyE1VXDzMzoeFJkAavW0GzntQd0mqkKq50AY7zod2E9gDNGsaUXt5cOQJMA7badCjYpl6hjtVs8b7SAIB6NUPn7WcpZTemhyCCRajghay0zRglDN1qFq1AaDUcjKRMcFVY7/nrm58cLDwgbNxakaTiRdT96TVrqpIIzxoNVHW4FECGJA+ZnQ5ZW/HmicFB6dusmYefe6RdUTEnWqq9RfHyryCqP72ARE5kI54qJJF5/HywLi52Jz7u9jBf8/b/zzKc+hNe/6kl88Ss/4klPeyNBUFUAtFg7vRLDTZGTqkwj3928TVW/KSJHAMeq6ldFpMVAoOMGbT0zzb8DPxCRT5b//h08YfYWbfOb5rjDXY/ngp9eTJbmNJoJv/snj75RbT369x/OxT+7jPPPvojFhUWuv2YHsxtmOeV+d+Wtr34XvW6f73ztTM778QVjlBqll6+UXoeMdKXHZz/6BV7wmmf4jMp6hPJ/rfMFAg4+/CB+/J2fcfQJh/Pnr/gD3voP/0XhEnI7yIasQMywp0OH+EDWWYpuDDgKl5EVXUKTkIRtkOmPUeX7S9PcS0GJqTmqoRisyylchohBHIQaYymwWhBJMsp9Gl4gYMlJiWkAQq4FqWYkeITX1z6rusqMzCBimBOfKJRpRl/7RGXWkefGOkzpVe0N3w9g2XaYDVr0XUFUymK5Ejw75wiCMhmr/IKsjnlcGXhGrVOWOwWb5qIRgFuF66zz/Ld+qhMVqfx9GJ3UggCyig7gYPmalfrMIoIYpch9KLXKqlb1SVZBYPnpu3+KS7ORSdZmlh+/5QfMHraBuz37JOKZmM71K5z73rN8P6xy+MOO4cB7HMqen+2ku3MFFOaO3MjckRun/gZuonarG8Me84h78LZ3f5YsGw2hJknEccdM192OopDHPGJ0kf3/nnAvXvX6j6GkQITqIIyb6mR2taUgKBepuVVy69FZZAKKaiE3BgKtFZaWDEnsQZAtBGsFExg6qwGtmYxGczKkD5SqelJWv/LvwesXDx6foWcLpSiEKJo+hk07h3PUslrVPj7UPni/lg9wkARVJRwJuR2A94EpG+fdhKJBFCmBGVx7FV4XGb2JRhxxZDFGOezQgl27m/R6fnpXhbT0USSxo9nUehwoCti9Vwb3SEbHs43zEc66ERCreN7rXFtZ7Y7yd6vjpsP2oTaGdFMLq8RlEZlA2vS1W+trl1cHU4DroC3lHe/9Ej/56RX89JyLJ7jWIkoYGopi0NFWK+F5z/7tNdv8ddotzZEqIk8Dng5sAm6HF/5/J74Iyg0fvx7XsoicBPxG+c9vqepPblRvb6Td/e5317POOutXeUoAep0e//aWj3DNFdfyoEf/Bg967P1/7jZUlWc+7gWc/f2f1WD3/g+/D4889SG88KkvprMyWB22Zlq4bPTBjoLmhOZpM5khNMkgU12VvOhhXUFgQuK4RbPVQJ1y13ufwOpKl8OOPIxvfeYs8rygCgu5UnvU81QTXClXpeq8Fmk4S+FGs//jwGfvewA6OjqF4rVeg9JrKVIlUrm6r8PSVL4mlSEycelfGWicjltMQhI0B+dUP0kGZbY/QEMazJiZAWVNldSlXj5nmB8lAUYMS8Vyfayq4nA+7C++4pUAkQnqhK/Y+OQqq6PTn6+sNUplqGzbhoio5Hb2U+cTE4Y4Xap+sovCgbarqge5hR14bpIYWq3SY2TKybkMMTrry6lWFy6BT6CqAK0RiNohog4p169SzkvJjL/njW1z3OtF9+bc957F8pWLg+szwj1f9kDECL3dHcQI8YYGJpjUyP1Fm4j86BclVP3rHMN+HePX7t1LnHy/57B33wr9foYxhkYS8cH3/BW/+9v3ndjfWsuTn/YmPvbJ79agQ0wAEpS8c/8ypokQApORj8pC4pGETVWf/jhQ7Zj+2xG8Pij4UqgDc2zcnI3IPHteqxKUp3F2CGjh/HvRGkQOWxA4mg03tQ9ROJCAGu/bcEJS5Vlst6SMlky5HoG5mXCEJtRqGgoLzXhQkACg1XBs3uymA3FR2q0BSItCS7NZeH67Qp4b4qiSjivvgIPrdzZYXfXUqMJCmnl+63jEJcthx65a92rk3KrKaqegKJyvnOeUfup81n45iK10YWllMCaudKQU8q/uHAwoDEqeBawsNJBAcRayfPL+WWfJNK0XGoX2wU2JDujA9ygCobHk+SigTeKQzZtnWFhcJUsLrHMYEU662+344Hv+iuOPPXSy3V+A3Zjxa9u2bXrq7/3Buvd/+zve+gsbI39ZJiJn48uzfl9V71Z+9jNVvdN6jl9XzE5Vf4yvrnKrsma7yZ+/6E/Wvf8/PONVfPmT/+uzFQPD5m2bWdnXZaWzr96n30v58ie/wbe//N0ymWpg7XYLjWJWO0sAREGDpNEgH+OW2cISjHkCrLNYLUrtU+iVGnJnfv1srM0490cXctK97sYFP7oCay3qLNZlHuDaPiKGVjwPeA3RwqUULp4AotblxGGDyDSxWtTVqgIiAomogVJFJSgnt/GQuWAwYsqkLW8VYAyn/CwDCXFq8RLWBocjMb46ly09sJUSwLB3M5RwYv6wzpKSEklEoQWFFvW5cy3ItfAUBxODQjOIMSWAtGOxwAoaTpuv/QDvUHH0cx/qnG2GNOOBoLdzkJdVUiqA6tTfv2joNgg+pK8GwkaZvIDneRVjg7wOgVsJwISGA+66lT3n7sblDhNBEEGUBIjxYfzV7V5mrLevT3dfjgJR0xC3AtQqJjBE7Ziz3/Yjlq9eImpF3OWZJzF/9M3Do3prG8O2bp3np997G+983+f5ytd+whGHb+O5z/pt7naX203d/46nPIdLLttR/ktAzMCjIwOg4Sp6jCQI0RpgczQqYPG6yDdkVp0P1+twMqkgYlhZjmi2Cp9og6cPBKFDnA/PV4lDqlDkAapC3BgPh5fnKbz3NpjizVyrFsa4K8dHnoYXl6Pbo1BoNYIRgBqGMNNUGs0y1F4qdE3rRxw5TKBYK+T5YGMUFbRbg+sKBEw8Sb0yBg46oM9l3RDnDGEAUXuStiTiFRCC8lzj5hfIZdU78fd4phWw2rX1/rMtpSglv3zBAmW1a1ntDH5DxniKgbWeWxw1B6uQMIFeJ2RYb9WI184u8FQwIyGOGBgqBzZ209Va8imC0nlheeqTH8bb3vVZ+iU/1anyo59cxv0f+rdcfu771iwa8Ouw/VTBvrlaqqrZEL2wXOWuz2545LjN1mX//Hdv5gsf+xqigQdeFhZ2LmPrWsIDU3WsrnQQCTCBYWauTbPV5GVveRFGQlqNDbQbG0ni1tSvsnA5JvDl8SpOahhEJQds7GErjy/ygh9998c85NR78O/fOo0DDz6I+dktNJsz3tepBVnR86VEnee69ovVCRK3IHSyRRb711PYlCRoE5uWr5hlYsY7XIXHJ9MF6hlw4vpEfda/lP+FJc8015zc5ay6ZTpuma5dZbVaXetAWkpVyVxO5rIafFbm1JEPVdIKCGiYeKJ/Odl+glWTZipqgw5erky576Q5hfOyVgudnMy6csCXuoY2DEKIVVnF6jMAE5QTvlX6PUfah6wP/c4NEO0FHvDa+3G3Z96VTcdvAoGoGRI3hyTQBBpbmvQXeixd1cFZD3SzVUfrwLm6vOpFHz2fle3LoJB3cs5++49GeKq32U3LNm6c5UV//Qd8/Quv4wPvesGaAPU7Z57PJZddX/5rKGxeE6Qnv2PV6Tw/Sv5o9QxY7Ah1Zy3z3HRLz2ZkztN0Uk3pa5/MZeSZkGUB1hpcmeGfZ4bVxQar+1pkvQDnIOsH5GlIkQXY3EzrOoih1zelN3CI+nSDvRy1eMiDWof9y1cjNjQSU4JYv9dcW2i3PUCtnvUg0JHbbESZmSlIEkccKY3EMdOuuLzQnAK81wpoiMDsrGN21jI7a5mm2FSdN56k7A+uMxp4vqtxq9kYuIFFhLmZqmqeB+Pzs7B5o2N2xjI7Y2k2HSLei2qtjNwrYyDZT4Wxml4RGmrIUntQh7/g6W2oKo0kIs+Lkd+DqpL2Mz7+qTNG9s/zgk+e/h1ed9pH+NRnvusTCX9Vpj/n6+Zh3xSRvweaIvIQ4GPAZ9Z78M0q++GmbF/+9NcJg3joYR6MCEnUIsu7mNBgC1tXfRIR7nCXO/DC1z6XI489nE9/+At0essl2BMwlmYyQxw0yaxP5AqDiGarwUMed1++8JFvoM6H08MoIFRDXvRoxD4pCTyfs85zt5bP/OdX+fOXPJl3fvnlfO8rP+Xd//RBllb9r72wKaGJCUyMaIFTX8UqDr0mppGQzA14aH3bIQ5bHmxJSGQSIhKfxFQCRv9XMMYMTVZCIi2fwT/Gb1VVcjJseVxEPHJfC81q764ttWmkDO0lEpO5jGJ4YlSfyFUVSRjXefRKBZMTaUCAMQbrHFZd7Qny5IiBCdWivpqUK0BehkNlcorupZZmPPzo6RAoFYKgTDqJB7NPlilFuV8YysjE5BwEpqQQiBDGYAtFAsPh9zuI+cM8R/cef30P/3tR5afvOIvlKxb9vYhDTv7Lu7N89TISGhjmbh04KATQuW51JMvfZhabWsKxJCpnHXvP3YXNLJtuv5V45iYvVXWrtv/59JmsHQ9wTM9xcHiNU//dJklImhYIgRf+rxInRepnx6nnnxcYEjO6mLZqsWXS5oRCBRZRIe1F9HuOIIRm03vSXJnxn/ZCiiKoQTIo/U5M7PIRADTglXrvYFF4756I539aO82z6bPaxz8rH7epJmbgeYyNl35qNCi1kod3HIwoWQYzG209pjDyV2k2MoJg/1zPkT6IMtPus7ySIGIIAyUvqvsz2oU48klao5Fyr/06vAj20SStaUrFkIrL8HVVbeY5JZXLe1iXstHCDdW+YVihrsE2W9I2RAyPfujtOe/Cq7jiqp3Ywnke07DtZ6Fe/Z56vcnk4dVOnyuv2lX/e9euRe77oOeze/cS3V5Kq5mwbdsGvvO1N7B164Y1z/GLMuUGnA43T/s74E+BnwHPwGu2vne/RwzZDYJUEXkO8B+qunBje3hrsIMPO4jF3ZfWXCytynLgxf3n57fw+g+9mPe84d/43jfOqn+IV192PdsO3Iqzjved9mFUHblNUfV8Ky8RFRGYEBMKd7vPHTj1zx7Lvl1LfO1T36ZfPnhRGHHAYYez/bIdGAlGuJ9GQpwWIyG32fk281tbbL/6mtqLGIctjKky8yMKl2Jd5qWjxJQlVocHrIHQvisz9H1ZVB9icjgCiQgkJJa4LgAQmyaqDusKnDqiSqYJoW9XiEyDSlc1JyXSeKhk6mRoCxyBhIQS1SB02CzWh48kAALSoUTvKsQ+TBMICWkHgyz/paxHw4Q0gngEpK4Z5q84UkAjCljpj67EnYPVXl6H/a3VEngOeysGg6uq314Uo/qEdXtWSftKVOquxvMN+ospFMrV39/DAd+8hryTseUOW5g/ch5BuOuzT6G/r4cJDcm8Bwwus+hwtbQ4YOaQ2frfm07cSnd3WTrVQGNTk6AxCmDUOs55x1msXufpA+YzF3PyC+49IXP1q7TbxrD927HHHFy+WwsAOc8zEYa2C1Cg6jkozsao5p6MIxFoULZYRhXI0aFkmK7rE0kLVLDkI7QiUYMwGMPAP8OB+mIC4oQnnHofPvTvZ9b9EfEUgMEh/k3WiwjjgRexyAVbGJKmrYX7vXmueGaUdktHQGmVCT9u/UyZaU1X/mjEw25LD4bXohK020Ud6h72rNZHizI/1y8Xw2sB1PHvTglDy9atGTPtgut2zBDHSmGDcnyU+hgR2LhByTI/BlX3pJKIqmTznNNStL/cLj40XXmjmwn0UupELesGEaHhsH9FE5jgCocOW3jvd46XOKwKwXz2S+fiNANC/vovH8WXv/pDzj3/alwZybnrXY7iqquuY2Fhkrd66CFbOOmut6PZiCdKqc7MNDjpbsfU/37OX72dq6/ZXXtPV1Z79NOM5/3NO/nwB/5ujXv/i7VbGkZVVSciH8SXUFXgIv05kPh6wv0HAD8UkY+KyMPll50tcTO1N334tZjQleU0PZ9qfkubAw/dxmFHH8wr3vlC7n6/u3LinU/03kqJiIMGRWb51H98gXN+cD5BGDI80IgYXv/hF3PK/e/Cxm0+iems7/yEF/3pK1EsJ558PEkjJokaGNdgYXvqs+/HfHdGDEmjQbPV4BGn/iatdpPV5VU+/r7PjuwXBo0RoBSYGFMmGUHJ+xr6yXhqgV8BK46eW6mvX8QD10Cq0q9Cw7RpBjMIQuq6pG4VxdEtVujkCyxnu3A6mdBgtfB8VNURXdbqdx5I5GWs1ox/CKH4ggCBCYgI6+Nd6WtOiEkkYca02RRtKLVOpQ7jx0GIoBTO0rcZqm4qgaEdBzQiQzMOOHBDkzgKaEUDIBeIz3pe6Vn2LGcsr1r6Gax0XD3gDmfgV99FnRChw58PwmVOISvLpXb39nGF4nKlv5Dyw7f+lAv/+0LOeOkZ/OwDP6vbbG5u1QAVoH3gDCc84Q6YyCBGOPieB3PQPQ+ut9/uMcdyyG8cRnNri00nbOGk591j4rtavmqJ1etWcJnFZZain3P997av8b38yuy2MWw/9vSnPJQwHLsl6oZmSwUsYY2yhpP8FNWULK8Wfg6nKVa7WO2XY2ExAlAry7VLMQZQ/dkc4zJEDktfe6Tap1v0eOv7voYdehimJUhVlnZj0l5I2guxhR9ji7wCY8NLTS9f1U+FrASVcVTyR9UD2vqU3pFLlo3ToWDDbDhSYQpKwBZMH59UKx3UaQtwSJJi6PqmxXkVU5eg9a8wtMSx9TqtrZyNG/tsmM/YtrVHu10Qho4kdszNZb6KnfNAdabtiyNUSV2qPuFTdRSgWuvLsA4vmqPQa8xm2SDjfySsLxCGnrow7btqNBxR5EjJcAx/t4IZkhB8w9u+xDve9Oecf9ab+dpn/5G9V/0bZ33r9fz9X59KqzUquttqJbz4b36fBz/wrhx/3KEkyaCdJIk46sgDeWQpG6mqnP7ZMyfC+3lu+eTp35363fwy7JYW7ReRRwGXAW8B3gpcKiKPWO/xN+hJVdUXi8hLgIcCTwHeKiIfBd6nqpfduG7f8mzT1o1877qvctVl20niiIMOP3BiAr/u6h189L2nEwYxlBxDESGKQw44ZKv3vpYWRiHPfvFTudu978Td7n0n7n/EY8izAQ/sPf/8IT5z9of5wf+ezcuf/haysqpMYCKqbPr6/IHlAY+8D9/6/Pf4wke/wZlf/xE7d1yPtc5n2Q8lRoyAZCY5riJCQEIUJkRBC8pzVV7Vvq5gTIh1BbnrEccNqtrf4PmmqevRtUsA5NonNg0C2iQS48T5VfTYOb0H1VflUkcZRlca0sKIwakhdX0S8Vn5TivxK8eSXeCw4LD6OqMgItCAFdsp+bJQYDGqzATtEaBugIZEhGLoFTlGhLmw9DyqkjuHlPxTBawTNrTjmmdaFEocBkBFHRgMLUk4UB1wDro9R7vlPTpBYEa4akHgJ9XC6gSI9X0dRMCM8YUCqnaHMcDV/3s1Rzz4COYOm2OaHXq/wzjkvod6tsLYRGsCw3GPvz3HPf72U4/1fR3j9im/dtfAbWPY/i0IAr795dfxm494MWlaPXsKCu12EzGGU046hnPPv5rde5Yp66iV3+t0YOXNIZKxefMcu/YsTWz1BUWmHz8MXKctPlWVbtFnJmp6wFx2eRr4sYVgixAR9clWRkDHK7MNKDfWClnmNY2DoXZdiQwcpT6qQC/12qZR6D3NWzbEE+M+aA12q3yf4fNmuSFJLKr+Ga+4nZWFwSDr3xjqxWxlUeRBp+dkmhKwUlKpvJxXGDhy9bSruVkLs7a+j4GBxaWYOIY4VuZmlYUl6PcN1nmFAmuVfUuDcTkdCN3WAB4Es4Y8YbWYbjRcWeJ1crsII0B4LVOFV77+03z2Iy/gmKMPqj9/3l/8Nv0055/f+D9kWUGzEfOSFz2BpzzpIYgIX//8a3nVP/83H/7vb6AKTzz1Abzk755AMCSzsKaj41c4hN3SPKnAvwAPVNVLAUTkdvhiKl9Yz8Hrze5XEdkB7AAKfJmrj4vIV1T1b25Ut2+BZozhqGMPX3P7ju27iJOoBpsiQhxH/N5THsuWAzbxB09/HB9++8dRVU682wn83lMGVcPG6xRXEkDqIIrDGqQCZEW/5IIJadElCkO+9fnv1fvs2bkALvDCyaLEYQkkXUpYcsVEhFa7SaezirVF2YcQI4Z2sqH0Xlpf8aikEkQmAaQM5ef4EqUpibQGYExdDVAFQyQNHErultnYOBqAjl31fFW8rJX3okIoESKGJGiSuR6ZS0mCJituCUFIaKL0MBqw4hZ9X3AlSLaEJSD3SU3ehypiEDVk+DBQoQWU2cKurPZlMHQLn0zWDAcZzQbvGc2srb2dqbXsWbE0woDACGmhtccnHAN91b+sU6w6sgI6qfUJF9EApFZ/41jIOo5+prSr778Ex1Ud8qJwtBuDRAdjFDOsEiBCb09vTZBa7fNzZ5GUNnfkBpoHtOnu7IAqJjQceK9fjsTLz2O3jWH7t1NOPpbOro/wwx9dzHkXXMODH3hnDjl4ywjgam77w/KdG1t8KI3YZ+bnxcDLCsoxR2/h9iccyac+Nyms0G5HrK7uPymlamfa79HicKo+tqLCOL+9RhbqvaWqvkhAENlyAVYtRielqpwT0lRJojU8tOp5quCBVbMxWvp03OZmJ3mmoEShY7ZtkdL7WYX7h8P6VTh9GKhW9yWOc8JQ8dn3EIX58JWjaspSzAHOTVbs8nOQwxiH6mCO2TgP1/cqOoCMyH/5++P/WjcKqhTYMAd7F6eDrSRZ25tsC0N/Snb+NNt+7Shz5/odC3ztf3/KHU44nGsu+gD9NGfjhvYIAG23G7z25X/Ca1/+J1PbFBEe9fB78tkvfH/EmxqGAY951L3W1a//q6lOLkJuAbZSAdTSLgdW1nvwejipfwk8CdiDJ7u+UFVz8ZlBlwC3+gF+vXa72x81MohFccQjn/BbvOJ5r+Pwow/lyc/9I775ue+xZ8c+rrjoWp752L/h3Z89jaQR8+yX/Clv+cd31xPAc//xaQAcf+ejxzKsvaRU4fxyNTAxUZSMgNhK1gX8YHf/R9yLP3rW72ELy/tf/1EuP387UZBw7J2O5Adn/LD2aliX0Yw3E5gIFIwEtbZqaJIhDiUYE+BU63D/4NyeJ+s5oAGZ65a82Yhd2XbawQYS06AhTVSVTFO6doW5YNNIO7E0ySUnLcGloqTaxxEhKhRaMBdurK93xa4wH85h1GBxrLpOuWoeJEU1pYlVh9UMg/ELA/XBxxAIpwzwRqoEiSH+nEInt+W1DrYVbjTM5crZJx8blNJsuqRMNVk5I/T7ShQNeGIDUDp6nIiMeAFMaJg/an6i/e7uLp3rV5k5eIbmltbE9vWaCQx3ffY92H3OTmxasPnEbSRzU+pe/grttjFs/XbKycdxysnHTd124gmHcfbPrhz6ZPDD6vUqrp9BCaCMhlx40VW0WwntVjJRplWM4ZijN3Pp5buYZj46472D04uJwkrR84VC1NEIQ5oleXScmzp4r9jC+EiMjoajR83Xoq+oS5UZM1DgUCA0sGE2QgQaSTDynIIHshvnGassN7CZtiMI1Ifm6+z4oubYBoFizCRo8cDaH1eDX9zQe2+u5p1OtuEcFKUCwtyMJcscnV5Alnnlg7lZ6KfQ7SuB8SC88nSGAaR2GhD152om0B2ifw4D7aRRkPbDGlhX2/p9M5UWMs0e9qA71u//6Q2f4JWv+yhh5J0Qxgif/fiLufc9jl9XW8P21jc+mx/95BIWF1dZWe0xO9Nk48ZZ3nLan//cbd1Yu6VAVBH53fLtWSLyeeCj+Ms7Ffjhutu5If6qiLwceL+qXjVl2+1V9YJ19/pG2q9LzP+XYRefezmnvehtrCyucswdD+cLn/wK/W6fOI7YetBW0hVIh2oN3+mU2/P2T7yWMAo578cXctkFV3L7ux7HsSceXe9zyblX8o5X/Ae91T6XXHApCyt7gJJ3GM0wIMlXpuQ2o7AZSSPhCU/7PX5yxrnMb5pj+8X76C71yW0fFeuTuIZAVCvaQDvZWDWDdQWFy4iG+KzgP3fkNEybRtBGxKCqpLZLz60iGAITElDREygBq2Fb44gyFKj0XIfUdZkLNg+BYA/KMu3XiVSGgGDIU2rEEEsyckwxNABGEhES1hxXiyWWeCQxKyT0Qv5aFQAQ2mFcA1PrHOmUlb+rpwaIx0B6HPgZUQAjXhx7HJIKXpZq01xEEAzkWtJUy6opo+VTfcKa0G5572vl9RjQFqC5IWTusFnu+OQ7Mn/kKEjd+eMd/Oz9P0VCg1rHXZ5+N7beadvEdf2qTX5BYv6/7jHsljJ+fePb5/Lbf/BPdHulVuU6p1MR4W53PYELL92FLSxRCST/7R1/xle+eg7v/8/vYUvwUyUwVgtIT/EJJxKp1jwXEAUBsYQj0kmjpgSxwwSWdruYzLgf2m/TBq09pl5PdPi6fLJQqxkQh76MaKtp6qhXs6G0GqPJUKOAWNm0ISeKHHE8AJhRVBBOJFANwGoFOJMkI641Ul2dmDV8nCo4FVZXE5aWm1SFGZyDPBv1rFoHu3bHQ1xdf3xhYXkV8lxZ7RblvsrCkp2oNlVZliuLy4M+AGVxEqHTFaw1pP0AWxjvQe15ealU0xE+6uA6HIV6jd5WM+Swg+e4/MqdbNrYZvfuRWwxShHbMN/mukvfR7w/ba01LE0zPnn6d7no4u3c/oTD+Z3H3PtGtXNjxq8tW7bpYx976rr3/8AH3n6TFfMXkQ/sb7uqPmU97ayHk/qy/Wz7pQPUW5odd8ejefdn/gWAP37I0+iXy80sy9lx7U7m2ptH9r/g7Ev40Fs/zlOe/wROPOkETjzphHrb7h17+N8vfIfFPUs87s8ezP0eck9e97x38LXTzyBNe+VeMpCjUk9af+Bj7svK6hLd1R53OvmOfOZDX6PfS8vBTcoyeH4wCoZjxQjGDEZpn+Q0ORH4ELQfvfqug4ghNg26xQo9uzLUWosoMGQ2LSVociywN7uO+WgLgiFzPQQh0x4xjRr8ZTbz3toapI5q+QWEkxOU+knQqSU2XjGg2ickZFw5oKAgIKjHcQU6RUZsTAlStfJT1MfYES4dZFqQSFQD61YS1pNIYUst1bExWfCVd3p9h4qSRAZXqq6MX1OrJXS7lKVVhzynQx5VVUh7ynG/dwLzR86z9+IFfvjms8lWc4544KHsOms7tmcxoe/7+R8+jwe87tcPUn9RdtsY9ouxB/7GHfniJ1/My179EX7440vpdPoTShrTTFW5+JIr+ObnX8n/fvtC5uZa7Nq9jz948mn4NV6AmLiMaPhyHbXmpYBiEYJRnv1a5wIy68sHxJHZ777OBhSFJYrWAqlV/73ncFyaKg6FdrOsEV8ohbVkuWPDXIgxhn7qE4lGwuHle2OUIPAJSuOeUnUCE0lWgnNaVpzzXtQoqkD8KB1iGme91cropSFp6rWsrZ28N/1+yfcfSd4d0Bqsg2YjxDklLxxzM7CwPLlI94tmf1xWSlD571nK8qzeQ9xqFyzublIUQ8m4RCPqK1V7Vv1nG+Ya9HqrXHjxCqiyY8feci//26kGU+ccX//WuTz8wXeb6N8085UYfWngJIl5wqm/ua7jfhl2S5GgWi8IvSG7TSf112jbDtqKCQyuXI4aY2g0G6zmg0pURV5w/k8unjj2W1/6Ln/9/16Cl3pRwijiPg+6B3932nMJwoAzvvhDFhb21gBKRLxMUxjwgEfcmwf9zv0AeOkz/qWWsdIy+8AN6YbWWodGmJubp6HzgFDYDCpgqNAvVknCFoKQ25RCveaqiNAtlumyXGqfDix3vbJi1ehD2ber9O0qoUmITcJcuKX0BTusWlbdEiEhM2xE0brO8/AkZtVL1lTmGahe8kpxFFoQyfpWx5EEZZUrZdV2WM19KdtDotHkuKkJHmW/GlHgwab6KjFeWsxz35wdHBmI0Iy9h6PyaFgZTDzD2bRBAFEknuelowDW80q1zmsRoL+YkndyvvWy71P0/D279PTLB9fZgMZsgMvXxwu7zW59dp97Hs9XTn8p7//3r/EXf/UesnX+VjqdlF27Fnn+sx/OmT+4mOf+9bu83mXpMVVboPXvNwATj3gcHRlCCOrBSJJExHHAymo6lQqgOPLClzkdBbaK1KBQKQrBBJMhf1VIYq8rqoEP148Dv9n25AI9L5Ru3zHT9M+3D+GP928wTlgHgY5GugprSgA6boIxFl+LvhL1LxfK5Vq3jrCUzTnnFQsUoZEUiAhFHpRlS8f6ngvTShoolTd4QClK4gBrfUJYMSLlNXRdAYTqtVLBe1etG00Ibc1mLO0bJOcaMSQak1OUOQFgKbwzhJhet0s/zcsLHPrtlQ6WOoMO6HUndVHH7cqrdvL0Z7+J//32OQjwkAefzLvf+pccfNDmGzz2l2W3DIg6MBE5CngOcCRDmFNVH7vWMcP2a6k4JSIbROTjInKhiFwgIvf+dfTj12lZljMz5zPJgzAgTmJe9ua/5YNfeTNJY5TAdPZ3z+c7Xx6lcLz4Wa/CWq2Tioq84Ftf/C5Pe/jf8PS/fwL3epBfQU6I1IcBdzjJc86++ulv8o3PfXti5Sbi+aZx0CQMYoyExKaN2IhnvuZ3edorf5tetkL1OOXaR7H0ixV6xTK562GGwtwynfRV2vRHUggIJCIx7ZpDK2IIxIf1i1JHL5KYhrRKfdoh/qVA7nIyTUm1R+r6pUxVVf7UD2BWfSWrSkh85F4RYPDtWCwBwqrr1NvzUht2+D5Pu8owFOJwMCn4ZAPFOS/+7+kBjsLaUp9xyDNrHb2sIM1trSCgeD5rUCZqNJue41tLAo3fVQFE2HKHTaxe36k7OQx6AfI+IIYjHnTk1O9kmhW9nHPe/UO+8+KvctZpZ9DZOaW+9i3Qbs1jWJ4XvOltn1o3QAVQ5zj1j/+JSy+7nre/54ukaUYVzvd/K4KjgjjvHRwZlxQlx5HiyLjznQ4kzbI1hg8f0u4UObkdfi4URJHAn9d7MhVVU5ZjHfAjK8+fKuRFFaoenCEal+zCLxhbrSpq5YYE6if7V/ExrRWKiXKkvhTqgNvq2/GlRZUgcLUXtbpWrV7l6XyY3mCdQfG802ajIIkL4tgR18cPLAx1KncVpa4SVdlqp6CXOpLY0GoIrcboUqHX8/dN1SshhKEH+s2GYzhRzWvYjp7TiCGRmAaJDx+V/YyiAOvW85sT0qyg3UpYWuqsuVe32+c+D3w+3/jWOVjrKKzjy1/9Eff9rRfUntVftSml1Nk6XzcT+xRwJfCv+Ez/6rUu+3WVRX0z8EVVPQG4C3CrC7m97m/ewOc++kWK3AvkH3enY/idP3o0Bx9xEO/6zOs54JCtngROQNrNefmfv5Gd1+6uj+8s9QAv/eSF9P0vdmnfCp//769z53ueQLvlhdidK3DOV4HqZUt0ux1WllZ55XPfQJ6ntQap90Qa5uc3MZtsoRHO0EtXWO7uYqW3m7Sf8ZWPn8HbXvF+8qLyvk6K54NQuMyXWa3An/pEqWELZBSMJ6bFTLiJdriBJPDSUmtBW8HQd10KzSk0J9U+oYTEJiEkrnltTgtiEh+2HzKLpWd7vuyi+jKMufNLfoMvSCB40fG+ZqzaLj03ujLfU+wj17wGqCGGaOw8kQSEJTXADo0q/dzRyZyvd41hvhmxaSZBy7rlWW5Z6GQs9ws6fUs/d6z27dC9Fg5/0CGYMqTZagWIEfIcstSxumTprPj2Nx2/iQe+9r40NzZobWuNVI0aSQoJhaMedTuOfuQx9Pb26O3tcUN2ySfOZ+XqJdQq/b09zvvAZBb3LdRutWPYpz/7fa6+Zg9oUc6W1r9U/vJF/AAAkMVJREFUeeqTfoswHH0GKvCZ5ZY3vu0z/OjstVS/huuUruFPKredc+419NMMGB9/Si1nESJCstwLzPczn8jT61N6It0IOPLVpwx5+XIqZLkPVzsH45hFdTTE3mgYktgQGJ+4089gcUWZGBrXsAEY9VbYytvp+xYEjjguSiBZekfVX+/wqwKqfhypPvcLXxFoNvx8kyQFQeCG9FU9gCx7M3KdeeE9xKAU1rHazUckqHyyEqXCAQRmoCdbgdGgSjgzEA5RGVwhhPGATztyT3AjeQQb5lvc7qgDJvo4YiLeQZGl/O4fvpqDj3kyL33lf0wNoX/sk9+m0/GlwCuz1rGwsMJnv/D96e3/sm1oobSe183E+qr6FlX9hqp+s3qt9+BfOUgVkXng/sD7AFQ1U9XFX3U/ft32zS+dQb/nK0tlacrPzjq3fpCOv9PteNCj709kEsLASx6FUcjVl14LwOK+pYkQklNHaBJQpSgsj3ziA/mdP3kY8xvn6OVLdNJ9dPoLdLsdPvjm/2Jhz2JN8C9sn6zoYG1Ku9UiVJ8EtdC9jm62ROEyutkyy/2d/OS7P2NhzxKKYzXbSyfbRy9f8Zm46kFzVpQAGiW3Kc55f6GIT4oIJKYVbqAVztWhusg0+P/snXWcXNX5xr/n2shKduNKEuIJECQQKFDcnfJDihUphaIFKtBC0eJQnCLFKbSlaKG4u0MIFiwhnqzPzNVzfn+cO7YzGxIIBJknn/1kd+bec8+9u3Puc9/3eZ83YdbpYiphx3ZWxG1YVWHsSEVEhJhYSCI8lSNQPg4OjkhgCTsuirJBKCyhW8yWtkktfNstapD3Z3UMm4ShU06l8JSPHZtK6yirQaAibGHiGFqHJoTAwsDCwIn1vO2ex4JsF3O7Ovm8o5XZne34Ja1HFZD1ZUHHFUSKjF+MGEhFoRVhVDD8V7x51+csWuyDY5DNSLo6dYVu3mBcRpDLSOZ/1EnjMP3Akmh0WP/EtUk2JXTgueSyJHolGLnlCF4452UeOepxHj7qcV6+8LVu7hHlyMztLCO9fodXkK/8UPFjX8Oef+l93blHSbSbV6S/VIApFGedsrc2s+9GOMMw4q13Pl1idCsPwwDHMUFJlIxQkae/VIiSATlXf1YlIcX1Qfso64f7uAGJEHHmQY8rlcDL2PieUeh8VO1mnyd4Ak2wPF8T3NIioPw6oj+3lfZTkSyvcC8ZXRvoK4Hvi1iqA+V5GEEkDaTU8whDkyAoJ/9L0udGskhQy89LHz+KDJLJKP4KC6S7qSnALkSAFV1ZQXtXnogKEo5BKlmpEswTVSMm6elk9/f1ddTuBarwmlJafmCaxdazIr6muomMPgfHtvnLybty1p/3JJ1yqp5b/toiI6SUuG6A5wWc99f/cOvtT1ZsOWPGnIoOVAA512fGx3N6GP+bh1qGf98TXCyE+LMQYj0hxJr5r6XdeUVEUkcCC4HrhRBvCCGuFULUdd9ICHGIEOJVIcSrCxcurBzle46VRg4FoUlcKAP80ONfN/yn8P6ktcaRTBWte8IwYviYYYDWrpb6vwGYpkU6XU+6PsXWu22MYRgc+qe9ueLeM0gkEpiGo62j0KniQcMG0NBUX7bQDR87lF+duA92Qi9CbklKHxQ5vxOBTcppjFuvmkQqIOe30+UuJue30+kuwo9Kb0ICIyae+RuIFTcciAhJWY3YZgrHSJXJA/LdrSSKzqgdV2bJyQwZ2RGPk++3B37k4Yhu3bLyxWJIAuWjUHgyp1P/KkcgqzhKo7tboegxrZQUSepEHQ1GA/VGvSaOqniTVOiqfd2xCkIZkZUevgoJ0VrfqIqBuRdEMQEVVUlh/gFGkI9eg5KKro6Ilnk+YahKzr+4PUCQLa98HTC5L5uetwFBbFoehoooUjSOauLjBz5l8bsLMeJU6Pw35jH3lXlVrwVArxHNCCtvJwCpPmkMc0UlaL41fOka9kNev0YMH6AJZJWb5I23PsYWm6ymze27CU90FyZFfd2SWuQKLMtk1+3X4NcHbYZSPigXTYZDUD6oECVDTV6VRKKdRCTdbfaqExmp8lX6MUmVul1qGAgdFI6Di4ahsKxi689MDlratf1UwgY/kOSdNXpCzi0SvvxXProohNaMOk7PKWxNNvVcw9DUBZRfwk0U+UhqD++XRGCFiJt/OJIoMrBMQa9eEfV1EUGoyMWFTnmbPe2rqqPG1VBI4/dQ7aIftCEMdatY3zfjPxFRKNLKN0oQAsz4kd+xte3hDttO4ZrLfoVpVmpqiw9F5etrEET85fx/Vsxl1VVGUl+fqng9mXRYZdKI6ifwLWB5R1KF7rL3gRBihhCiorerECIhhLgjfv8lIcSI+PU+QognhBBdQojLuu3zZDzmm/HXkiptVwV+CZxNMdV//tLNfsWQVAtYE7hSKbUGkAEqLpxS6mql1BSl1JR+/fp923P8xnHcmUcRRiXkQSlO/c1ZBXKxyQ7r8fMjdqGpTyMDh/Vj14M35z+33sVrL7xBY1MD/3fATqTSSdL1KVLpJPsdvgf7/+Zn3PD4RfQf0rcwbOCHmCKFYyWxrRRJp559j9gDpWC73bcokiul+OKz2QxZuX9JIVf5SmMKC4GBIUxMU6fqTcPGNCyEMAllQBC5WCVdqlJ2A6awMQ1be6likPclVejqdcuw46heJXnTkRCJr1wCpRsEWEJX5qOITflDJFEZMSsfRB8tkD4oQaPZm0azuWKNs7GxhE0Um/g7lMsRTExMYWILu2zRzkYuvgzxZEBHkEGSN3oBT5YTRNDehaEqzlcpRSglbhAhZVzxX+U6mPF8/UDi+kUrqtIoTlkhl1KYCZOVN60005eBRMSejmEIYQAyUsx6ambBJSCfIsy1VA0HAbDyjuPpu0p/7HqHxuFNTDpoqR+Qv8/40jXsh7x+TZ0yGt+rXpRiWSYvvvIBu+64LqlU+edHRpLXX/+ImTPnk3B6YDECkkmLC/6yL6ecsAvdlQMaCpSnyavMoaKs/iyVyQSqyZCKx8h/9qNI6H7xUqCk/l6GcXbHqtxfSi0BsOIOcDlXEgTVTJOKh4KirCZfmZ8vhEylIioWoir75+F5Wgbg+xaeZxLGve5LL41+redbexCUX3shwLHj1qchdHUZ5FwDP6g+L0MIkomeSKpuXhIWVV6EoY5C51yt9fVcoyBHULKnc48lVELPNYokG22ofU/32PUn9O2Thu5XXUlQ1bWkc+e2Vry28w7rMaB/E3ZJ22rHsRix0gC22nytHub1zWN5klQhhAlcDmwDTAT2EkJM7LbZQUCrUmo0cBFwTvy6C5wEHN/D8HsrpVaPv6qbHWv8H7CyUmojpdQm8demXz57jRVR3f8F8IVSKi/6+DdVSOoPGb4fcORex5ZpYQCiMERKiWlqT8D9j9mN/Y/ZjTN+ew6XnXcFvudj2zbnXH06x/3lcDbebgPmz17AR+99zLWXXI8QgmefeIbL7jgfO/Z1+9e198eROZ26chIJ/nDA6cz6dDYCA9tKxFX3CmEYLJy/kNOuP5qrTvkHjYuSfDprOrpPvUnK7E0ofSxD25jkC2/qk30KH5ikaiBhpYhUqKOt3ayhpAyJRIBW21rkF5quoIO01RiPHXumdqu+F+gOVEJo3WagXCIlMTHpjFpptvrHKT/wVJFYKaV0Jyn0guzJHHashy1Ed7FwYjeCfGcqW1iYyiCMo6AmJqEKCwtnKUIVoQDTMHHDAISizkj0ePtp87M0WmlMIYiUJqZhqIiQ2vQ/nqsCbEN7LyrA9WO7nPh6p5I6opB3NigWcsHw9QcyaPV+jN9xZMXx6wel6TO2icUfthH5EtMxmbDLKN698W2604/+q/at2D8P0zEZt8eqPb7/A8WPeg0798I76YlYRZEkk3H5+5VHsPKIAfz18vu0ib/S/XnznZ0tBOl0As8LiPJti4QAGRAFcMMtj7HaqiuTStp0Vu1KpUrmoEBmwUgSSRfbShMpWUj5o/KrX36O4HsGiWSEKqk2L4wcZynMKgQ56cSHk3ExFbpFaF0alFHuJCDQn0/Xg2Qi33ZVxJrYPDlUsbSgOuMwS/Sb+TVWt0bVRDTvL5tM+nEhllkgqN1JulLQ3p6ip99dZ5ehI5uFY1fdrMq4sbwovp1p8q6/D4K8nrcorXAcFUeYBUaF1VbJuPH/6bTDYQdvxPBhvQvv7bLDVK676TECPyzZuuexRo8eVPGa49g8//hF/P5P13HnPc9iCMEeu23E2acfVNHh8VvF8s3irwPMUEp9AiCEuB3YCZhess1OwCnx9/9Gt40WSqkM8KwQYvTXnMM0oAlYEpHtEd/6b0IpNQ+YJYTIt4PYjPIL9oPHZx99RltLW9lrhmmw8893qEjjSym56crbyGVyRGGEm3O55IwrEEIwZYPVmbDGWG658nbCICTwA1597k3++fe7Cvubplm2JgV+wBefar2NtmlxdSQT7RAweuJIJq09mkv/exL/eOlinvnsAf543u9ImA1EyscNOvDCDCCob0ojVT6iJ2JdkkmcbKPTa6H0E6eUxDQdjNjSSUdV9faR9Gjz5pIJ28lFndoySgZxhETvG8baVqkkofJ1tX5cmBWqgEXBHFqDBSzwZ9MWLCxEZoUQWMLGMuyCFZWvXHzl4qksjnJ6tKMyhIEhDDypPSE9PF2NXxKBNoVZOMu8X6vAICsDLFF9pa8zHQQQSEkk9XhuEOFGEaGSWnGkytOWShVTj8XfaWnVrb5J2rYg4Qg2OnEKE3dZGcOsvCkJIdj0jPWYvN94xu44ko1PWZvO2V00j+uLyFcuC8Hg9QbTMLSh6jn8WPFjX8Oefm4aPd1JBbDNlmth2xan/mkv1pw8PI5ulT+QJxOC88/cl4RjgsprWvV2uZzHXy+/F9PsyYy/OnSHqpC11xrMmpOHkUibOm3cLV0NAs/NyxGqQ6puEUo0aUvEckg/LFcEzl/kEwTFNQGgqVHrM5US5FyDTBY8D+ySVqv51HsUGd0iZArHlhXbFRt1lF5x8H0rHqOU8BYjllIK2juShFHlA7ZS4PsiJqjFIqyks+Rr79jFdSmSWkYWRsTWX3qbUoKan7cQYMeezE4yiiPLpfcJVRi3T3Mdd9zwS844aaeyY//5hN1JJW3KpBRCQEHHWj738888qOo59O3bi+uuOpa2uf+hZc6dXHnJUfTqVaE+/Nag0Gv80n4BffOyovjrkG5DDgFmlfz8Rfxa1W2UUiHQDiyNB9f1car/JLHkD2oT8L4Q4iEhxL35r6UYH1hxPqlHArcKIRx0H9cDVtA8Vgia+zQTBGEh8mUYBj/ZeCp/uerUim018TOISjzh7JLuF/NnL8CyLWLxEJ7r8cVnswvv//zwXXjs3meJ4vyL53llgmsVf7iFEOx2wI6MnlgedYtCyYUnXlOucYxyKKWYvN6qPHnfK3Q39NepaZtI+mT8NuqcpvjDF8bWVEZZYQPKoN7pixt1lhnsKyFxw04tCyjMNl3Uo+bnqIK4c5X2Uwxj42cRk2HQllpJI40XNwcoXcM85WJKk7RZpyO0BNjxeAJBV5SJfVL1wppTOWzs+PcnSWDH8yvXwemoriApnILJv4GgOZnCjXw86UF8M3QMK+4nnv+95LWtldq6/I9WwiDZy0Flw1grVkz3C0sw48HPGL/zKHrChw98zktXT0cImH73J9TXmwjDINGYYNxuw2kY1kD/yT8cU//ljB/tGta7uYHWtrzVWClVExx2yLaMHVO8Bzo9pfWBNVZbGdet9EkGaGvLsMG645ZgBVTtnqgf0i46ey/WWG04AGMm/plFiyoLtZTSLUGdRPUiP4HC8wTJZNHo34mjn9UijGEE8xYFNKQFTY0OCP2algzoAQxDkE6XHy/nmtTX6ZR/GBqF7JRthXFxVXFbqcCs2h1LxJHVaqS7qE0Nwx5Co8DiFqcQzC7sKaCpQdHWWZ5aDkJJGCqCSFf7g45OKwVdmeKcwx6ktkKAZSuCWEdf18ujoyVJ/u9AxqQXdPHnumtXZoLuvu8lwjILtDw5F3nhPgCmafC7Y3/GRhuuUjHGdxJqCTKV6li0gjpO7a2Umi2EaADuBPYFbuph2z9/nQOtEJKqlHoT+E628vo20G9gX37/l2M558QLME2TIcMHc/Et51VNMQghOP70Y7jolEsxLRMZRZx4TrHV+MTJ4wokUSlFMpVg4202BHQU9rXn3mDj7demvqGBtTZYnX9dfzfPPPRi4YMghIFjO6y76XocdWrl0+ZLT71OFEYV5KuhKUU246KQBY0pUOhulTfu7/QW4YVZDKFtqfrUDc+fWTcdZeW5K6XLq0oRyqDQJEDlNWixh6pUEYYwSBr1cZy2nDybqvqfe4CPxKIz6sAWDqYwycocptDpfU+59DH7kpFFj9EA3UolhdbfSiXLqlHz6JAZUnFRV34uC9xOwhJf1gQ2xJHcooat3Fu1FKYpMBImdX2SbHXyFJ445WX8zqDsBqNCRecXXSipyshvHtkWl5evmoYssZLJdoUkEyZ+p0+yTx0DVh9QsV8NGt+1NSwIQp59/l0iKdlgvUkku3ktL08ce9TO/PaPfydbMEsXmKbBFpuuznlnHli27cG/2IoXX/6QTLcy94b6NGutMYpVJ43grXc+rTjGpIkrseVOp6BkbLYp9HGWBCEExx25TYGg5nI+CxZ10ZORne8KnETVtzBMhesZOE5UjGaiCZYhqHhwzMO2zUIhlSlEwUEA4or1bsuc58ddtmI3gYSjPVBNS1FeP7nkc88XSpVmVfSYGnmfU1WehonfA9cz4kIuHf2UKnYtsATNDYqFrXrszkxAJlduP6X/l7R1UlbY5VhQTbpcWLbj40WhIJSV8wLo6HTpv/IxjBndB8/P0dLaxdQpY5g2bQbZXPfBS6LIQtCvby8ef+AMJowbtsRrtzR48+2P+fiTuUxedWVGjxr8tcdbEpaNo34pZgOlF2Bo/Fq1bb4QQlhAL2AxS4BSanb8f6cQ4ja0rKAqSV0Wu6lqqHWcipHpyjDjvY8ZMHgAA4d88zfnfQ/bi+1334bO9k6GDB9ckeYvxcFH7886G6zFZzNmMnnKKgwftVLhvV69e3HrY9dwwZ8upaOtk/2P/DlTN9L3zjOPvYAH//0YbtYlmUoweER/Tr389/zxkL/w6rNvkkgk2Ga3LdjzkJ0YNmpw1YVXRhIpo7J2qAi48em/ss8GR+pWpirAwCRhpTENm0iFdLqLCxubwkYSIjBwgw7SdjMUigdiX9AoR9Zvpc7pg2nYCESPT5T5SKqIww5hFOCpDKawSFtNcbFVHCUuOUYYe5pqYl08H4OiE4CndFo/v69Dgj5mXxDgSRfbKHqwGhiERkRG5lAoLGVhCwtfaS9CU1hx4wEtXjOVlg6E3RoHBIQklcKxLMyy30GJ5i7+3jIg1WCz6p5jqeubJN0vxe53bMUbt3/E+7e+H2tZBaZjMPeNRfxjx/tJ900xZocRfPDfzzFMg7V/NYlU74RO65fW7skqh14OUEqRmdOJjCQNQxoRP/zq/28VTz3zNj/b63St7Ywjcbfd8Hu23Wqdb+R4hxy4DTM+nsuV1z6A41j4XsCWm6/JLddV1lfstsv6/O/R1/nnnc/EEUITwzS46/YTMQyDv557MNv97DRyOb+gq04lHTbdaDWuuf5hXDcmIvlCIMOm2h+nMAyOOWwL/nLy7sXXRN56rvofszJ0NNWytT1eHkYcrRSA7xsYQpPk9gCc3nErU1W9RWs+BQ66wMrP6XXOEJBOKerrurdXFfh+SavkUGBZBolEiGFIuh8ijASWWR5NzUsEfN9GCBmPY8ZV/gZhKEg4AbmcSSKRN+wvNgtoaXMwYpstv7AeCKJI6aYGqqg39fzqkeeOruI2+bnZtpZHeH7l76Dgo0q+nXN1cqYtDV3eff+zwmv/e/RNVNhzMWceA/o3fW2C2tbWxTY7/4lp0z/DMk38IGT7bdbhlr//Htv+ZujT8uWovAKMEbrr02xgT+Dn3ba5F9gfeAHYDXhcLSGcGxPZJqXUIiGEDWwPPLqE7UttghzABjJKqcalOQGxjKHlFYIpU6aoV1999Rsb/7MZn7PbRnvh+wGBH3DqX//E7gfs9o0d79uAlJKpA7YgioqEaNjKQ7jn1VuXaZxcJsfmo/cgb/SPUvTp15cjTz2Ac393Fb7rE4QeXpDBFCapRCORLHZiStoNZaTSMZNEUUDaaY61mwIvzNDuzgcBabsJ07CwjCSR9IlUia2MMEhZjYVoLYAXZvFlsY2sJRwaE7qaWihB0khhCguJxI9cFArHSOnoiiAmkcWUoswztZI11cEhVAGOUbS5KqTyjXI7ne7edbawMIUZt2MFC7OiN7WJQZNdT9KyysaXSmLGDweCfLpRRx2UApEwEcDGx03m8bPewERi2Qa2JXDqbAypUJGKe22rwjJhJky2v3RDHvnTS2QXu9rnVEC6zsRJmtT1S7H5+RtiJnp+cFpaKKmYfvObtH/cAkKQ7lfHar+agmF/+dhCiNdWUCprueKbXL/a2rpYady+ZLr5PaZSCT565+8MGti7hz2/Plpbu3j/wy9YaVg/hgyulLBJqYuo6utTTH9/Fk8+/Q59+zSww7ZTSaeLIcw33vqEM879J9Pe/ZxVJg3nT7/bnWP/cB3PPF8p800mE6w+eQyvvvEJUir69mng4F9sxlG/2oa+fSq1032H/pbAj4pFVPm5IUklFbat26QahsK0dARTRzsVSadoF5VHwpE090JLa6Ds8wrQu5dFMmlimwLTrNRG9mlS1KVjr1BFoYCqHIqG+oBevfwCeQtDTTZNU9LY4FXso839BZ5vVRxTV+0buK5NJBWBbxBGRlxoBZ4vyGYN/LByvqCJaluHPr+Wdo/uNshSKha1VucRUkJbR5GA5iO+Ugk8T7spuDkLN+OUkdS8Jj8bZQhVe5WB/W5P1cU9QZFKOZxx8t4c/eul6rzZI3bf50zue+BFfL94j0ilEpzw2z344+/2WuK+X2X9au7dT222xc+Wevs7//m3Lz2GEGJb4K+ACfxdKXWmEOI04FWl1L1CiCRwM7AG0ALsWVJo9RnQiCaXbcCWwOfA02iyaaIJ6rFKVWnbWDkXgS7UWlcptVTFprVIKnD6cWfR1tJeqLY/6ajT2OnnO5JIfHMps28aQugGAKUkNQojFi1YTN/+S9+XOFWXYosdNuPx+5/WpMl0sB2bro4MQkAQerR1zUXrwQxsK1VIbeu0vFG2kGtfWI9sph0j9lnNz1eTT0EkAyIZFl4vnJOqXETDbl2gQuVrNwKhNaSt4UJMLBwjiSG0/rMjWkzaaCBJCmEYmMokUrooCyhoUfNz9nALHaukknj5yCk2CZHAMLTGVsYFT2W/B7RLgI7EagstG6usUUDKSFTcGxTghhF1jm4FqK+9DTJue6ogyunf7WN/eZ10wgChSWtXTqIyLn2b9d9v3vexMCcBLTPa2eHSn/LKNe+Sa/FYedMhOI6BYRoMXnfgciGoAG0fLab9k9aCrCC7oIsFb85l4NqVtlg1LDv+c+9zVV+XUnL7v57kN0fu+o0du7m5nvWmjq94XSnFuRf9m3Mu/BeZjEvv5gb+csr+HP6r7aqOs8bklbnz1vL7VU9eqq7r8eknM/nw9b+y0rAvt/Y69JcbcvHlTxSkQCitcFdCaXP5uOJeRvmIno6q5n06u5NBzxdkc/rDZJnEbVVjnaUJnZmIzkxEwhb0aXbIeyfnO1F1ZgTJhE6/23a+6KcSnm/S1WVj2xGl3aPC0KCl1cC2JZYlUUrg2CGmSVl6vxRCCExTk82ca5FvyZonhblcZZFYyd5lnbkc2yTrhmXrciR73Bkoj5BKCQrd9jWKtO+rm9HVaGXXWuUf+HsStloIAkxTEJY0RjEMQSqVYJ21RnPYwdsscV5fBtf1ue+/L+J300Xnch5/u/a/X0pSvyqWd9xQKfUA8EC3104u+d5F20RV23dED8N+JY+uOEJ7txDizyylI0qNpAKLFy4us4NSSuHl3BVKUu+88V7O/+NlhEHI3of+H0efcmiPOqhqEELwh/OO5uzfXkwURYRByPx589l+zT34xxPXMXLM8C8fJMZaG0/gmYdfRIaKSIW0tbYgDEEi4bBocQdCCBJ2PSmnPHrfvaAKQCFJmPWEsgWlpDb5FwLHTGEIq0DyIhVidrN6Uij8KEvCrCs5Rr46uGS7vIQtftJOmw2Fa6JQpEQdERFZlSEhk0gi2oPFGJjU272olh7MV/S7KluYY4BPZ9RBk9Gsx68SwUAU5QamMIhUhIEggYNpGJiYCAG50CdpWmUSB19GWGFIqKQe2Q9JxikmHWnVM7Wt/A1WHz+dMGjrCsl6kpQjMCzdlrVwP1TQOLSedJ8kG/3hm/UDDL3yBV5FitBdMX2xf4hoa+uqWlzkeQEtrZ0rYEZw7kX/5oxz/lHQrC5Y2MZRx19FXX2K3XfdcKnGOOSgrXn6uXe1fVUe8Wdj4aIO9vvlhTz5v7O+dJwD91+Piy5/NN5dy3gMAbawyeXA9BWJhE6rh75J6JsIQ5FIhqgSPWoRgqwLiYTSLVMVpBxIp8ofqL1AsbDFp7Fef14DtLeqUoLFbQaWBc0NQHVTEZSEroyNbZmkUt3nYRAEBkEIQij8wKShzqMnwlsgo65ZIKh55AuelqTvKSVN6aRBV5Yy4moaZWrQsv08v3xsw4CcK8hl9YkHXs8Pw7oAN0Gouqq8abDuOpOYOG4gL73yISOG92f1VUeQTDqsN3UcP11/0jLdL6vB94OqntVAReZieeJ7kNxeJgghSp+UDbSWf6kvYI2kAvscuhd/Pvp0clmXRDLBGlMn09i0VHKJbwQzpn/CeSdcghsLw++49j+sOmUim+2w0TKNs9Pe27LSqKEctP3h+GEAof7gX3HWtZz399OXepzO9gxKxosGFpEfceEJfwMglaqnLtFcltIXmKjYQsosK3JC+6QagoRZR9JuoMFqRiiDlkDbYolYK9U9PaeUQgkJKiAbtmEIndZyjBS5QlMERb3Zm05/IY6ZpMkZQJL6QoQ0Pz+UgRCadOZUhmzYAUDSSJNfbosLhcLAxBEOBmZFpDTAL+heC/NHFW6IFZHVgjOBwpcBBiF1ZoKE6dDpezixNjkXBkRKEkqzMHYgFWYUYQpBPnig1V6VDwNCQFcmIlImY9fvT7Jfmg/u/wwhYPK+Y+k/8ZtLA5eiaVRvDNtABlqXa1gGfSfVHAOWFzbfdE1OPv1m6NbCt64uuUIMyaWUnHPhv0qKqjSyOY9TzrxlqUnq9ltP4dCDt+GCS+7udtfW8pWXX/2Q1tYumpvrlziOaYhCESeALRwsrPiBUsUazW4PlxLCwESIyiie1nGqgg8ogFNXvZAqCPVc84VUYaQQhi5MCiOY78OIHhIKUsXZKKtSl1oObS+1uDWFaSoSToRhVEaAo6h7YVXxfKBYECa7FVYppfCD4vXPW3hFJa2QVSxbyOtZ81FapSi7TnmYMcGNQoMo7KkpQHzPEDr3pAjK/g7S6QSnn7QHG2/Q3Zd++aGxsY5xY4by7nufl71uGIKtt/yGVEjqh0dSgR1Kvg+Bz9Ap/6VCjaQCu+23K/UN9Tx0z6OMHDOCXx1X3VPt28KnH32OWdJqxXU9Pn7/02UmqQD9B/VFlJSUKqXw3eotQXtCpt0t2DYpdCFVHo6oQxrli7kuOjCRaIumQgAvjngG0qc5OQgQuDKH7NYlJL8QdkcQ5nCsNEKIwj6RAMdIIlE0Ws10+ItRKHo5AwqEsOJDL0qOowz62YN1YiluiWoIiyi+6RsYWNiYeR9V1X0ogVSSvBejqczYizUqvFcaHTXi7fLOBa7y8EKfBrOOCEUQ+7YYCNJWeY9qpRTZIMQQCltYBVmFHypsq2jmH0mFaQgsQ5DNhKx+yCTSTUnWOXQVglxIoqGH8M03ALvOYY0j12XOczORkWLQukNJ9k5/a8f/oWO1VUby89035vZ/P1WI7uQJ6vrrTfrW55PL+WS6clXfmzVr6dvDCiE45/T9ufkfj7NgQVvVbcLoSyVwLGrJlD0kWxR13z217oRYK+kaJJPdvUoVyW6OAEvyfe++9gSBwhCSREJHNeculAzoowqRySAEzyum39Mpi759gh6N9UvnHAQ6wlqXLm6vlNar5l0GuhPV0mtgGpqgl/qUej5kc/mxFJ4vCxp3GReEZXPgBcVrIZS2kOrsqpQgCKH1uEJIZGhhGNUT+nm/WV91oYQAJSj12h29cn9Wnfj1q/a/DNdccQxbbn8CfhDi+yGppENdfZKzTjvwy3f+CtBSrh8WS1VKHfB19q+R1Bhb77IlW++y5YqeBgDjVxtLVKKzSSQTTF7nq/m8DV5pEGv9ZDJvvPg2vhdgOza/OHrvZRrDSTgYpoGMuhEuoQuc/KjSh1CnaqyYUEaFdLRSipTVCKUWVCpvIp1fHFWh0rd0vLTdjCEEgfLiAidtHt3L6U/SrCMbdiBVhClsWtzZpKxepMy64qO90JIBqfJV0ApLWIUuV5ay6YzaSYs6TJJxYYRRIIOgq/19itY7Ng4BIZGKynSr+e0jJF7clMA2ijdIIQQONoEKkCiibuxXovCiUPunllyHQIZESgEhdZZDwrIJI0XGlTi20G1VpcCxTKK4UcCNP38EpKK+3kH6krp+KXa8eAMaBn47ZDHRK8nIbcd+K8f6MeJvlx3NdttM5YabHyaMIvbda3N222WDr53u/CpIpxP06dOL+QtaK94b/xUqrff42Qb87br/lRWuAIwdPYR+fXt96f5SKmzbxPfDMqs86LmjUh6+b+IkJMXcR/V9vABSRmVEVojqBDZfIZ9Kmniewcw5ioSjaGqUhGG57Vw2ZzJztsmg/j7JZPXKesiTQQEKMlmbdCoqENIo0i4Feh0s3y9PGoO4Baptoqv6ywqedGYpkorW9oCsWxwkotQRoFjhn4+kVs6TgttB8Ropimq74n0gJ/NF4apC0vXeB7PZcY9zee6Rpc8IVoNSirnzWkinEjQ1VUblp649nnde/RtXXH0f09+byU/WncghB25L797fXIOTHwpHFUKcvIS3lVJqqX55NZL6HcSwkUO48JYzOfcPF+O5Pgcft2/BVmpZIYTg8n9dyH23P8jiBS38dKufMG6VMcs0xqhJw5BRvsd0cQE1DQvHShNERZ1mfNQCyeye7u5pjpbQ1lWaRMZFU1AYxxQ29U4zoHDDDLlIp+glEW3+PPomV9K6MuUVqv1zYQdNyUEkjXpMka+S1/OXcdvEJEWiptP0kvaoRXeawiQl0jhmqjAPWyQwMAmUjy0c6ow6AkJkPG8DEfullqDqaq3nUm/UkSlxJ6DknCUKX4bYcYV/IKOYoBKfe5HMh5EijBQJ28CM7wB+qKPYgRtRl7AI40KrrgVZHv/La+x0ydKlXpcEpRSRL7GWU6FVDcsOIQQ7bb8eO22/3oqeCkIIzjrtFxzxmyvKfCxTqQRnn77sAZWT/7AX/3v4debOb6GryyWVcrBtixuuPgaAN9/+hLPO+xfTpn/O5NVGcuJvd2eViUW9fb++dfh+AOjsS1Z1xRZ0goTqSSqgMMyi5OfLVrCubNwulWI2QwhBXarnjlmeL0k4RiwFEHg+BEG17TWxnL/QYehgFyPfQFAUn72jSFtX6TS/Tv8vWmwVyJ9pUCgFjVS5I3UuB63tel/b0p9n1yv0hinMIYoki9rKCeqSIIS2oAqConwgfz2jSGBaxXEsW8siokifkEKSiXKEeRcUWam5DoKId96dyfT3v2Di+K9WhPn4k29y8GEXMX9hG1JKNt14dW665rf06VMu9VtpWH/OPv3by67+QDgqQGX0CuqAg9AdrWok9fuMn2y6Dne/vGx2UT3Bti123XeHqu999tEsrjzzRrJdOfY6dBd+snklGb75kjvxAhfLTJC06kEIgsgliHKkHZOGVH+C0EWqiCDSKUelZKwFE5jCIL80KhRu2EnSqi/qVFUEgqLm00A7AyiBG3VRb/cmYdYVZAAJq65AUvMIpIsn3aKFVOFYGUzbxiBVIKgmJr7MUmf0KksFAiBU7CKgCbCnXBJCk1QUGIaBiUMCnfOLyLsCxAsxRZKZL5wyhZYAdESdNJj1WhpQkvZPx5ZYedJZikjp9FpheiXzdcOAhGkVVjWF7lJVDaUvKwkdc6qtH8uGts86ePykF3FbPeoHpNn0L+tRP6CWyv+xY/+9N6ehPsXJp9/MzFkLGT9uGGeffgCbbjR5mcdqbq7nzRcv4T/3PM/zL77H6FGD2GfPTejTp5Fnnn+X7XY9teCx+tHHc7j/wVd4+N7TWXcd3bH27v++gWEpwkBRmi7WD8MgpIFh5Nsn6w+SMBQInZEIfIHtFH1JqykMpIRFrdBQD05swp9KCBw733q1+mcyjBROaaONJUS+FdDRaZNMRliWxLL0cdvbbVzXKOyeSkXYtjbyz6f4tTZWFCK7vg/ZnCbGHV3FwIPr6fMLIoWAgpZWKd1ZKghlVQJlWfn2pyXzVZqkRhGF9UtKQRgJFALTKo8K60YHev3r9MJCd7/i2Vc5rm3yxZyWr0RSP/zoC3ba/ZQy7fRjT7zBtrv8iZeevmSZx1tuUJRElb/fUEpdkP8+7kx1NLoz3+3ABT3t1x01kvojRntLB4ds/1syHVmUUkx79X3+esdpTJ5armXLxd1iUnZ9QefpmEnCyKc1M5teqQFYpoMbZAodonRUUn8fxtWjCasOhSKMPDrdhaScXoB2DNDErkjwIqVT5JaRxDFS3SIM5YtWgRhWWcvy0VxPZbFx4vlEJI36onl/vCBGUqfty+xVCOMiKIlQAlvYSCShCgs63cKxEEglkEiM2Lg/jzA+x6hECmApXRRlobeVSuKho7E96pJK+bQpyEUBidgFQcsStB5V2Aa9Vm5i7odtyFAhlSo0CjATJsN/MrD6+MuAp894BbdFL/KZBVmeP+91tjx/g689bg3ff+y60/rsutP6y2WsRMJmr903Yq/dyzX5Rx13dRnJkFKRzXoc+/treP6J8wGtkZVSW8N1d9/IBi71IoVUhiaoBhimREYGUZz+7gwMGptd7WeKjkhmXUU6Wc4pDQOCAMKYrCUchR9IHDseuwpRLVvRFJWC0W7QxU8Gvm/g+eDmtA61NFKZzZoFtwLQ82nvtMqIj+drIuRVKU0wDAhcSRhpv9ikYxBJWNwWalIvKhNDjq0LwaQsfz8MtTwif22CkiIpIcBJBviuXTx/BG4oiZQuVi0qAGKxbDf4Xsjqqw6veH1pcNlV91ZISIIgYvr7M3nrnU+YvOrKX2ncr4v8n8EPBUKI3sCxwN7AjcCaSqlKLdASUGv98iPG9Dc+RMli9M5zfZ59+OWK7X7+651Jpsp9C4UwcMykTo/n5rG463OyfguR1NZRjpnEsVIVNwYlI1RcAe+GnXhRhiDK0ZabQ4e7sKwSH8CPumh15yCVRKoIpSSZoK1sG1PYuLILT+YKXqsgMIQV21WpAiH1lEtEWIxklhzPECbdO10ZwqIr6qAzaqdDtuFJF1e6BCrQUdSSbRWKrMqQUV10qU4iFWFhIVFYwqauEA3W0J2oytP3kYqItOGVjqyi4opP/XsyBFjCwBCCPoMbsZSJVNoKRylFImVQ12BhmdA1s4uEZZBImozcdAijNh1Cn1GNTNp5BOsfudoS/zaWBtmFxQIZJaFr7tePztZQw9JASsk7735W9b3X3/qY+QvauOm2JzBFhNND4wgvCuj0s0gpCl9RYKJkProokJFB2+I0nR0mOdcglzXo7LRZuNgiCIq8srSLlBDQmVEsaIlY0BKWEcQwUmRyEV3ZCC8o1/jr4qOeH04ViiCIi5myRhlBLUJo/Sl6bm0dZnz84jlp7Xr1wwghSDhGfI2hKxsxf5EfZ2k0Ia1Goy1THy8ItEY155brUnOuge8ZuDkT39ONCQwTnFSAMCRKCpQER5iYcVZJYCMwybeMLkU6neCwg7egf78v1yVXw0czZhOGlWFxyzL5fOaCrzTm8oJahq/vMoQQ56E7XnUCqyqlTllWggq1SOqPGv0H9y37oCaSDgOHaHugOTPn8cE7MxgxZiW23m0TUuk05x9zfaGgS1eRBzrqKYP4NYklLE32Yisqx07hhVls28bAwjTs2BpQFYhXl9uCF2UxhUVdone3CIPCkxkWZD7RpBiFZTiYwi4QTIXWagoBdU6zlg8osI0EgXQxhFUo4opH1ebemBUR2rz0AGVgCVub9JcQ2S7ZSVKkq2rN8l2o8tZTWZWlTpQQU1W5fVbl4mMoPOVjohsDWMLCNiwMjIKuV0dqoc6ysZMWubleeXGZbfCTw1dj3nutvHH3p/oamIL6eptJW63E8J8MWpo/i6VGv0l9WDh9MTJQmI7BwNW/3Fy9hhqWBwzDoLExTUdHtuK9RMJh1CqHYlnag1i3HU1Uvav7UUigwDBMTCvCNLtHPePQoDJRccElENs+2TT1ChACXB96N5YXSikFrqdoaY/o02TiehLXL05iUWtAZyakf2+n0JmpbxOYViURzLqC1g6LXvXgOBJ7CQYdeWLo+aIQoVwWlC5tQhQDmQW/Z0tHScMQOrPF6HHeczUfTc1fC9c18Nz8hGP7qgiUFASeGdtQ5WsFInzlxcfWkWNDGChDkE4JejclaW6u4zeHb8c+e5Rr6pVSvPLaR7z48vsMHtSbHbadSiJR/UL9dINVeea5aeS6Od34XsAak0ct0/Va3vgBRVKPAzzgT8AfS+5VcbnJ0rVFrZHUHzFGTRjBPof/jBsv/idCCCZPnchO+27FC0+8wvH7noRpWYRhyIkX/Ibt99iKpuZe/HH/C4kC3WLUjyqtZkzD7kbgtPDfkA7CKFbJFxczhR8TSYWiNTOH5vRgLMPCNG2SVh0d3iKUCgllQMpuKNFlCqJ81afS0V1DmJiGFY+bg7igKVIGjpGO7zmSLtlG2mzEonS+2olAIjEwqTMbCwtmNUgl4y5WKp6C+lItVale1ZNe3JJVa1QTOIW0v1SSUEVYQr9rUHQFyEU+XV0edWaiPDLrRyQGpXn9nDcgvqn4oUJlA4S5dDeqOW8uonNBjkGr9aHxS6r/N/zjFF654h1aZ7TRf5U+rHnIV3OgqKGGr4IjD92eiy69p6xAK5m08byQMKLoiwTYCYUiVWHObpZYUrEEQidl99cVQig6u+KCTKE7+vXrE8crY6ImFbR1STqzkl71ouzzmiexHZmIdNLEABa3CWwLkgldyCQB1y2m5nNuXGhq9cRkdJo+X1BVDT25Dug5aZlCcTStc8+rUXVnwLj6v7OcUBmGPmY2VxxcSoHn5rNbhRkUrbHC8ii3G5WTxuL1skgmHT5++2KMKpMPgpBd9zqDp56dRhRJHNsikbR58n9nM35spavErw7ajkuvvJcgjAqBmnQ6wZ7/tzHDhq7gh+0fCElVSi2XTH2NpP7IcdDxe7H7L3fA9wJ692tCCMG5v883EtCL/7m/v5Tt99iKyeuNx1UtZLMuIl8tLwSWkSCUWreqo6t526aiaL579ymlFKH0UEjqE0Vj+UgGZdpXKUPdqQkDp4SUaaLX83lph4DSVLwkUgECTSptkSSQPoHwSBgpAN3u1FAFqxpXZrXrQImTX6l8QaF02l/p6uHu9zezyscrUAEGBqEKCeL5FO2qdATYJ24VK0McYZdFp/W100f3pbaoKlw7pbj3lBchUmXXKQzg5Rs+YOiUARhLIKvPXfoO0+75NN5XsdMlGzJgQnOP2zt1Nuv/ds0e36+hhm8SJ/1hTxYsbOem2x4n4dj4fsCEcSvx1rSZdL/TC+UxcFA/Zs8p78IVEeLJLLaRwFBGQRvfHaUdljQRzP9cLC7KZE2UiujVAI6TLxrSm9hmzyVUOVeT1DyCkLibVOW2rgepJCxuETQ0KOySyG/+wT0IFe2dOqVumqJinDxBrND2K+0QUmbeD92M+3VhWD6dX4pS2UPeH1VbXOWttcq3NUwVp/qL7wWyB2YNtLRlqBv4CzbfeBJ/PecXjBo5oPDeVdc+wFPPTCs8sHheQFfGZfd9zubtly+vGKt37wZefe5STvvLLdz/4Ms0NqQ54rAdOfTg6q17v038gCKpywU1TWoNNPSqp0//5gKx8cr9R/ByLvff/jBu1mXE6GE6XqgCIunjhzkUEstMY5lJhCnoN7g3dY1p+gxswgsyKKUIIrcYcVQ6uplP1+d9SDXhdQrRDqkknf7iQseYfIFUNehIrNTjqspOT3o8rWlNmQ1YhoNlONgk8WSOrOwkIiIl6rGFAypuzYqloy0IDEwSIlWIhOajoov9OZiiuJ1AYGFh4+DHBWBSSbIyi6tcMlEXi4KFdO8UFSELBFWfryJUEd11uvlr4amQQEbIuCBLoeicn6v6JD7v3Rau3uZebt7zYeZNa6l4388EvH3nx4RuRJALCXIRL139btVrXUMN3wVYlsmVF/+aWR9cz2MPnMkXH93A+utNrHqT9/2Q2V/MQ8oQFTfYUIQoQlyVpTNqJRPozFD5/ko7j1iVn8EyxwylH5pzrsHCFkFLmyAqmn70SDy05ZPC96Mlrm95aK9S6MzAvPkGnq/1pXni6QfgBwY5t/hAWzqk9jvVhU6l8qcgkHRlQzozYcm2ipxbWdHv+1p72hNKA51CaIupqouSIrb6UiXzXHLGJ4gEDz32FutueiIffDQbN07XX3vDQ2UR9fz8P/lsXo8a08GD+nDVpUfzxYxbmf7GNfz6kB2qRmm/TeSj70v79WNAjaTWUIFfHPPzYqFUnLb6y3EXsedGv+T35x/JgCH9NIGSAVJFuEEXYZTDthzW/unq/P3xc7n7nb9xxf2nF9acMPLwgi6CyEOqkOYB3c2QNQ1UKHJBhyaJsjz1E0Q5Ci1HYyIqECipMA0bx0wjhKEr8fN/2iVFR1KFGEJry0qJccqop95oosFswhRaKhAR4soucrITS+i2qI4oT6+7KoMbZcrItiksLGGTECkMwyBQAV1RhrawlUDpld1Xvo7sxs4BeRhVFmgVF1BFyLLzzhdVSZH/vnAZKyInhgAZSrLtPq0zO7nn2GfxMwGyJEJS+n0eUfAjWQVr+F6jd+8G1pi8Mk1N9ey8w7qkU063LeIiKBmA7ELJzvirnGl5KkvOjYhKWpkiFJYTlpG9cnJaSgIFUhoEgYnrqbJt/PLEThmyruTT2T6z53vxeNVJnetFLGr1mbfIp6XdpyMTMG+R5ONZER99HrGgReKHkMnmz1lHQaXUUd0o0pHYTDY/L0UQSjq6Qto6A3KuJAgVYahT/u2dEV254rojpaKjExa26khvT3y6elFW96gtRKEulpJo4uyHum1txZ7droeMJK2t7aw29Rj6Dt+PQ468Ar+7B1YMQwiCHt77riL/N7U0Xz8G1EhqDRXY/aCdOe/GU1lv07WxLJsoivBcl7mfL+SALY6hdVEn/Qf1LdsniDxyQTvK8kmlNcFt7tvEjnsXu3iF0scLuhCGYuKaY0iktNeowMAUdtzBKkEQZfGjXLEVaQyFwg9zhUp/lE7Nm4ZFELnaakYV3QpMEjqNJ0x97DBLp7eINn9e3J1KEqqAnMzgyRxSRkREeDJLFBNwT2bpijrIyE6yspNQhUQqxFOaMOc1q5moTXu0Kt16MQ+BXiiF0AVYUmkrq6RI4cpcwX7LwMChcoE2Y82rJ318GRIiy7pT+dIvEFfDEtQ3JrBNA1NocqrvtTpFFym91AeB5Kod/8v56/2bWw58DLfDJ9noMGqTIVgpE8MSWAmTKb8Y91X/hGqoYYVgow0mscuO6+I4JqiIgnVR3g6uJHqI8lHdOhl5yiMXhuz8s7WQcZMmGZoEnkHgC6JQEIbVon2i5Esb8+dcbZTf2i5o7xAsbldxR7jig7bnF7stdWUkcxZ6ZHMRnh+VrWUdmYCOTEgkdQQtkuD6ktb2iJyro7ELWySz5kZEkdbLdmQkXdmIMJR0dEV0ZlShO1TBa9mNCvPJ5iJa2yMWt4Usboto71LkXOjogtZ2XdjVmS1G+/Q4xSuQ18F2b4Wq27IaZeQqCvN6VKEJdHwNLGFj4YBSJeevo956vS8UMxBFEtcN+Mc/n8FxHJLJyvWzf/9ejFp5+RaMftOokdRy1DSpNVSFYRik0um405ROp5uGjVIQBiEtCzoKlex5BEHA84++glKKa8+/mb9dcC1uzmXwoBFk232dBrcSyEjx9gvvs+mO6/LgHU9hiPLWn4Zh0+UvxsAmiIufTGFjmQ5SyUIkFEoLsRSR8jHi1qQKpTtNGRa2kvhBlk5vceEYaTsHSYEZd3OKVEhISBh5cZxSt101hB07FehzzckujJI0vYGJwKArbAMl6GX30QcQYMbPgJGKCKVPQIBDsqAvVUrhKRdfetQZDYQiIFQhpjCxhIUZNzcIYglARERSJQvz0XZVEYGKSAibhOnQf0gDLR93YhixJAHdeap4U1FkM0EhMDHvvTYeOe8Ndjh9KlucNIUZT8yma36OYWv3p++YXsvpr6mGGr4ewjDi1jse55bbHsNxbA76xdbssuNPKlw2lFJ0dWUQcdtkTUYliER1kacMynqdBspHSIPrb3oBEDSkDAwBQlnICIJYD66SIZYtMSrcAAAEpgmuVyStkYSWNghDRX1aWzZ1d0BSQCYraaxThJ7C8yW5+P9kQlQ513yWqJi6D0NFzlV4fkQQarI6f7G2wUo6BvV1FqaprbBcN6SjS5LzZFk7UygWf4VhedtTK+545Qe6JWppdjyKiGUG+prkx3KzNlFg6odrET83FGpq4lQ/qiRYKpGEhfdR+asjC2OXIuf6zPh4AePGDOaTT+fRldGdySzT5Na//66qE8t3GT8S7rnUWGEkVejKm1eB2Uqp7VfUPH4sUErx7xvu5rnHXmLi5HEccPQ+2E51e47rLriVGy65nSgM0cF2VShkysNJOigR4fteWcq6z4Bmbr3i31x02qXIWAQ/64uP6d84EttKFubS0drF3bc+QMZtoV9DueWHgQnCwY+KvpuR0qtipAJs00Eoo+LeUNZtSilyqhNTWoTSp8tvpfTjnw3aqE/0waRYAKaUdi2wDLuwrVQhAqcgHygtnJJSEhGQMOtIGnUkjBRR/M9WgDCJiFgcLSiQ+ZCQlKgj3wjAwtYSA6HwlY8kQqoI27AxMYmMsNAoJ1+o5QiHvM1V/nVfBTQ11bP2L8bz2BmvEwYRlm3ie5Huh2Xom0dd3yTBQhcVp/dlKFn0cbs+N0MwZrOv1mLwx4jaGvbtQErJDrv9meeen0YmNu9/5rlpPPTIxvztsqPLtr3z7ud55LE38EqZ1RJ1jt1z0wb5omQhoDMbkXQEjqUfTGUIYWjhu/rWaVqShiavrM0nKCyr+nFdT1CXUhUENY98hBSlI6EACadIdrujWjStKxcVAsi621R8bF/i+n68n47iRrJ8jILRgdKENNvNwCVfHGVK3VxAF4bpDlX5Qq28FVUYCDzXLqngFyVLcJHI5lWvSklclYkdUopkV/8fQSz1QlWm7xMJm6suOYp58xfz7PPvMnRoP/befeOKFqffB/xYIqRLixUZST0aeA/4/v0VfQ9x5TnX8fe/3oybdXnm4ed5/50PufCms6pue/3F/ygrnjIMs+gfGkMAF912Gm++PI3brryTwA9IJBOcc93JnHL4uQWCKoT2Q1ElC5EXZopPzkr7rJZaV+n+05XK/EiFSBXR4S7EEjb1yT4lT+QUSKYo8WmNVH6c6p/8fPGTPidBJH0iGWIZOrob4pGkvurTeERQ2D/RrStWSIiDQy7KlEWbJRGSqKzyv1CIFfcUTxqazPcf28jsD4vRX30WcXTIUMioeIO1LJOfnb4+I6cMpK5PitlvLKLXkDqaRtTz/iOzSDY6TN55Zey0xTW7Pkj7nAxKgpUwGbnuAGr4SqitYd8CHnn8DZ5/4d0CQQXIZF1uveNxjj58ZyZOGF54/ZbbnyjbTmNJd/1SCySBKczCMhcqTz8Y+oAPKTOBHbdDLkRIQ4P2xUma++fKzPyrQxBG+XWwcrt8UVNLe4Rt5ccqkSdU1axDe2dEOmngOLE7Adp6zvMlZg9uHpEsptirkSItc+jhLIQmsAWLKyUIIlAFlwH9le1KVJ1zJCVeEOkOVvFDgRBaTC9VVNgnvy4KQ6FK9QWqkuH7QcT4sUNYZ8oYdtxu3eoT/x5AF8Ct6Fl8t7BCSKoQYiiwHXAmumVWDd8w7rr5Pty4vannejx235NlBK0U3fu/9x3Qm022W59c1ufDtz8lkXQ46pSDWH29VVhnozU58Dd707qwlea+TVi2RZ8BfTCESSrRCyeOnvpRDttM4oW5AmkTQpBONpELOkg5vWITexvDMPGCyoVIRzP1k3WofLq8FuoTfeJX8ittPhUvCs/gAEmnkYzXUng9ZfcikDn8KItlJLBjYtgrMYBAuvgyW/BurQa9uMo4wlzl5qEUSvS0d9lABfmAFXs25n8niz7qrJBUIKD/hEaahzQw7fHPQMGg0b35xcVb8vq9M/jHiU+R7pXgZ39en2GraL+/fqObyg6555Ub8+AZr9I2q4tRGw5iw1+v+mWzrKEbamvYt4eHH32Vroxb8bpS8MRTb5WRVNM0K7bTG4eAVWCGhiFIpxLsuN163P/QO0QxIevd3MCC+VlC5dOd3IZSYRnl2RS0ShLPNUmmomLqutoUFJiGNv43DUqIaJEoBnG3pqaGogohCCFRKbcEwPclrqdwvYjGekkqabKoLcCNeXp92sCqQlSXKlq3DFnyPLHSTgOCwDdjclk+kBuEZLzStV0W3FAi5RcJqDBIODaXnrsP733wBYsWd7Dd1mswfswg1t/sBLoyRbeYdDrB0b/ensbGSl/nMIy47Kp7uPKa/5LNeey8/XqcfMLe9OvXtPQnV8MKxYqKpP4V+B3QvcS7ACHEIcAhACuttNK3M6sfMHr3bWburHmFn9P1dVUJKsDhfzqIy06/FmHoyvnfn3sUG2/bcx9uyzLpV1JItcVOP+XVZ9/SUYn4GKZpx5GJ8sdEgaAr10LCSoNhIoxE/g1QpTRT+/05RgrbTKKQmMJBd4ERsSY1xA07sI0UlpkoW2RtM0FDsi9SSkxD36zyRUtRFBBELpEKUEqStOowhFWYny9dHCMZW6FqAuxLl+IBVLxNQhNpoT1XM1EHCVGUOAC681WJVCEhEhjCKGyTv16OsLGFjYWFp3wUChMTF5c5Hy1m1vSFmLZJ/5FNHP2PXXjtvhk8ef07BG5I+/wM1xzyP0743+6kGvORnyIaB6bZ47Kf9vj7LIVSimn//pgPH5xJqneC9Y+ZTK+h9Uu17w8cf2UJa1ht/Vp+6NunF45jVfRatyyT5t7ll/+AfTfjsSffItON1NqWYOKElfhs1iI8P2TKGitz1V9/xfixQ5BS8sGM+aSSWnM/YcrJVIu+GrG9XHcoBaFvIBNRzIF1xNQqaZWaRxRpDWYYFwtZZuy+oXTlvedrotervnx811fk64Lya4TrSdo7i/Nc3KawrPJr5PkKM0nFWt+9q1Q10mr0QFLz8y98H+rUfxAYyKj40G7ZEYFnFaLGUqpuBDUeA0VEgC9L2iorCUhmz23lnNP2Ktv++cfP5oQ/38xzL7xH3z6N/PaYnTlg382qznW/g8/jvv++WLCnuub6/3HfAy8x7dW/UV+fqn6CKxi1dH85vvXqfiHE9sACpdRrS9pOKXW1UmqKUmpKv361dotfF6dediKNTQ3UNdSRTCc597rTetx2j1/uzFV3n89vzzqC6x+6tEBQP/nwM/7+11u488Z78T2/x/2DMMSyyruMyEgSyahskc/7hzp2CoSuzA+kG0coTYy4g5QQ8e1BGNhmMu56YmpjJhURRB5+lMULOjGESaR87TSgylNktpHCMesKxVf6+AFShYTKxTHTJK0G6NZ4IJA5AukRRj5elIs7WVEglyjIRp1kw87Ca4HyiQjJqq6CP2sofXobfUgYCWxsGowGzLgpQibqIidzhCpEKlkg+IZh4BgOjqF1qEIKAi+Kb4wRCz5rY86Hi/n4pTkEbskNSsCizzuW/EexFPjwfzN5/fr3afu8k7lvLuL+o58hrHKj+TFhadaw2vq1/LDvzzfDqhIhNYRgp+3WK3tt+23WYY+fbUgq5eA4FnV1Serrkvz2mF34cMYsspku3GyGN978iJNOvwUpJYZhMGHsIEas1BelFJYlqnFUIhWV6e9LIQxFGOgKdhQEgSAMS6rZpfYXdT2ThYsFrW2CbE5HSb0AurJa/xlFAqVEwSw/f7wggK6sruLP5iTtHVEZQc0jDMvTxUGozfkL9nXxl+4alfd6Lh8jP+eMW9nmtUCwI/A8g5aWBO3tCTJdDoFvxvPXc8hX7+dJcBAuIY9tVL7nugEvvTKj4vUJ44Zy9+0nsPDzm3jv9cs4cL/NqwZcPvzoC+65/4Uy/9QgCGlp6eDmfzzW81xWMJZ3db8QYmshxAdCiBlCiD9UeT8hhLgjfv8lIcSI+PU+QognhBBdQojLuu2zlhDinXifS8Q3WJ22IiKp6wM7CiG2BZJAoxDiFqXUPitgLj8ajF91LI9Ov5eZn3zBoKED6NV7yZXbk9Ycz6Q1xxd+fv/tD9lvq0Px/QDbsbnntge44cErqpofr/mT1TAMUdAs5RdaoWIrJgXaeF8TzKRTjyFMbQElIZIhspsgSqoIC6db1yqJJCIIXUBhxDpSpRSmMPDCDPVO71jNpYlnNmiPtZ9m3JWqCC/qpDkxFE92VZxToFxtd0XscoACqYmqyFfSCx3ttISFIxK4Km9IqM/XNmySVqpATPPzREHSStAVF4pJJJ1RF70TzaQaHLKBS1dHjkAFhUKvPEIvwnZMhkzsw7tPfE7g6osuQ0Xz4K8f8Zz5wrwiKVUQeZKO2Rl6r/yjlmHW1rBvEUOH9OOOW05k7wPO0Z8lpUilEtz9zz9TV5cs21YIwdWXHcGRh23Po0+8RVOvOrbYdA0mrPVrcrnig3Um4/LAQ6+x5Y6nsNYao/ADyYOPvBm7YriouDFHKbQBnMRQxYfYgm+xUkip7aksUyFMQRCKkgIprdjUy6VBGEFXBqIoIpHQBLb0gbq9S3eW0ty8qGNtyegfrR5UDfntsjk9pgK6LEV9nSKVEAihawEWt0PO02Plu1s16GQWAv1edxKkFGRyoKRASkFnp102Z01OBYFnVuynpN6vJ8gqQkzHMZk0YUjPJ/oleOX1D7Etk+5CkUzW46ln3uawX343ax2XZyQ1Lu68HNgC+AJ4RQhxr1JqeslmBwGtSqnRQog9gXOAPQAXOAlYJf4qxZXAL4GXgAeArYEHl9/Mi/jWSapS6gTgBAAhxMbA8bXF/dtBuj7N+NXGfqV9b73qX+RiTWsURrz/1odcf9HtBH7IGj9ZlZeefInnH3uZMZNG8duzj+LC207jghOvZN7MRQS+9hwNlY9tOAjAC9xYJE9MULW9iCIkmU6Qy/rav69k8RK2FtAXiarAD7IxaYzKCq90+j/ADbtI2ZqQ+1EuPqYiUugFuzsEGMKOW6iWQyEJ8TGVXfgZoTVpCF0nLFWEKSzqzAaIFK7KFQdW5TIvM04gIsBUJnVmmozUxNY0DVbZZiW2+806PHLjazx129vgahsqoyQBYgmT/is30W9EE3M/aOHN/31KIm2xx5kbUd/n66ezmoc3MPuVBUS+/j3ISJLuk/ySvX7YqK1h3z623Wod5n92Oy+89B6OY7POlLE960+BVSeNYNVJIwC474GXsS2TboXqeF7Ak8+8w5PPvKNfEBYIA9u2EDgo5VRE6AIZ6jbF8WdQqrgUssugV5MkCgyy7QkMS5KqC7AcqaOPnkkyXZmBcD0DIap0lFOC9k5FXVoTW6WgrbPctsoyoaGuPC2vlI66lia6glB7nLahSCbi6K2vo67xiaMUtHcpDKFbulbOJ7aYypmEgY6Yxu9QXNXyLViLrxWjqJWWW6Xo36+ORS1hmaTDsS1+/cvNe97pSzB8WP+q6mDHsRkz6quT328SiuWe7l8HmKGU+gRACHE7sBNQSlJ3Ak6Jv/83cJkQQiilMsCzQojRpQMKIQYBjUqpF+OfbwJ25odCUmv4fsJJOBiGUXjiFdjcfOm/8VyfWy77N2Hk4no5Pv7gM2Z9Opsb/ncFdzx7DZ99NItfbHkkbjZCqYgInyD0C2QxYdUV0+YIVl17PPPmzMd1XQI/R1io8hdE2YikpXCsZOz/mUWqENtIIFWxTWkpvChDID0s0yGMAhTFldKk3J/VMpI6MprXnoliFFjKoODnmu/5JIQoW6OVkuRkljrRQKEOXykckcASDgjIRBk86WIIg2azN1Ze+yoEhiredK2EyY5/WJdkncMOR6yLjBTTnvwU0zDw50kCP8JyTFbbYqSOZhuwx5kbsceZGy2fX3iM1fcZx8L3W5n75mIMW7DRH9Yk2auHKo4aavgG4Tg2G2242jLvZ9lLCDuWQoWATRCEJBOCgQP7MWu2lszkq+alkAQqjCVCHo5Ia0kSJm5OxEWnAhmZZDvNslS6aeVwErLM5kkpHfEMQxOlwHFkoWAq62qSl0rqYipN8kocRCJFJqcjoKXoJt0tHCuMdBreskoq87sVgcmC72q3fUNobTPxfavKfuWyqlKN68iR/Vnc5vLprAVE+aAEWgaQLzAzTcE9tx3NBZc/wH/ue5UokqwyYShXXvQLhg3pU3kyS4n115vE0CF9mfHxHMIShuzYJr88cJuvPO43CrXM7U77CiFeLfn5aqXU1SU/DwFmlfz8BTC12xiFbZRSoRCiHegDLOrhmEPicUrH/MZY/wolqUqpJ4EnV+Qcalg6HHjMPjx012O6xZxUGNh4cd/kKJIoqVfWwA946+VpRFGEaZqMGDOMjbfZkIf/8wRSRURhhMDAMgxyfpfWgMZwEjY77L055/7ucgI/KCGoAIow8snKVrK+Tt9bZgLbTMR6zwBDiEKXqvxNRQirEKktJaigoyAJsw6lIiyRIG036QgsQWHNLbWHymtlfZkFBY6ZKlur8x2o/FBroPKLsmXYhSr9xWGxj3Qm6mSoMxzLsJBK4kuvQLQPOHcr3nnyE4RhMHRcH95+8UPmzlnEShMGsvXeU5g3vY2B43szdfevFhlfWlgJk23OW5/QizBtI/ZbrSGP2hr23ccmG666JF+obtCESyrFEYdsxDPPf8L9D01DxX3e/G4SIV/lSJImJEK6JgnbiDvMVWo9Mx1JorSPjARBTPYMK4x722tks5BOh6RSOhjgBRBElQRVQ8R60yIxlLJnCyMh9DimmSeRPdtTWaYepytj4DiSICAmqNXJaNkVLNHSvjl9Dl5Ybgkm0TZTAkEqaXPw/huw+uSVuPnqQ/l7EBIEEel0ZcHnskIIwWMPnM0+B5zLcy++iyEEgwf35Yarj2OlYf2/9vjfFJYxkrpIKTXlG5rKdwK1SGoNS4Uhwwdx76v/4JVn3qC+sY4/7P+XsqfT0kqD5r5NhVTcpx/O4tn/vRz7pea9UzXxS1ip2KIqbwtj8caL0/C9oKqNiyEMknYDQeRqT1MVYCoL1+8sbGMZSZJ2XaHQwhJJhDDIBe0Va7IpLBxTp65tI4lE4oWdKNAOAN0gkYhYj5aPplLyc6l9FICJWXwP3Ra2FKEKaYtaaBZ9COOOV5awsE2LO858kq7WHAjI+hnCMERKxadvz+HZ5Jv89rqfL/H3tbxhJZYyGlVDDd8xJJMO/7ntBHbe40z9ecp6yB7DVfrzm3Ashg7uzbMvPoCUPojqf/8KVdSeA45q6HFbELjZkiyEUJhVTP+zGZuuLp3mT6dDGhtDlBI98uy8pjQItbVV1XnGBV3571VB7iS6bSdobxcFz1OASBpkuqyqcyglqvmIa0dOd7hSqIKDSvcMl2HAapMGcuwRW7PrDmvyyBNv09LSyfrrjmfo14iedsfAAb159IGzaWnpxPV8Bg3s3aOrzXcFyzndPxsYVvLz0Pi1att8IYSwgF7AYnrG7HicJY253FAjqTUsNXr3bWarXTYF4IiTD+TKs27CskyiKMJJJWhZ5JFMJbnolr8U9uls7cTsVumfh2naGHkyqMB3fe7/xyPISBaq+VVJF6mEXQcCknY9+YhHLmgvGzOULtAQ7ydwrBSJZIJ+zU3M+nxWmQWWY+U1m7okKhd2lT3l5ztYdS+wAk20g8jT1lkAShGpqKIpAYCvdBWCI5KEKigboyVaRKdsx8LGVx6OkaB/w0Ba53UhI4mvPCKKx48iycz35/P5u/MxLYMhY/sSeCEfvzWbRMpm5KqDv/OLcA01fNvYeMNVmPXB37nvwZd5/Kl3uOPOZ8oKqUohhCCZdNhhmynsf9h1KBVR9F8u27JiXzfySIsUcX1SSWpfF1eZhijsZ5jVQ54KQAmiEDIZC88z6NUUYBiVAWEpBTmvGE0N4uMaovTY8bbx/x1dWoPq2OXRXk0yBb5vYTvFuXmuQehbmHY17Wz8v9StUtuzpdsIDCykCKFb0CGKJG++8ym/OPQyDjkSDFMLb/0g4shfbc1Zp+y9XNex3t2syr6r0BKx5bp+vwKMEUKMRBPJPYHuEY57gf2BF4DdgMdVTzYWgFJqrhCiQwixLrpwaj/g0uU56VLUSGoNXwl7HLITUzaczJxZ8xm/2mj6DuhNR1sn9Y11ZQUNY1cdhWkL3KBTU0HD0kVGSpKIo5h5/aeBBbEgXxiCAf0GsGCeTo/nyaAp8jrSPBEsJ7IAtuFoaYEKcMNO0nYaw4A6uxd+5KKQWEZS+5UiMLHoClrwoi4a6/pCJDCUgxu26hascaq+IvAQa1YjwsI2gfJwRLGwKBd2EkqfequZhJEiUF7cBlBhYaOsEC9w8XAxMKk3e5Hr9OJzE4QqJN+JSiAwLQO3w+fsPf+BYRpMWG8YMz+ZS0dLBiUVq/10NL++cJcaUa2hhm5oaEjx8903Yq//+ym2ZXLz7U9imrpLk+cFWLb2Qh43Zgj/+PsxJBI2o0b2Zfr7s9DtUs3yz5Wq9B/1pI8ZmSRwMMy8/ZTCDSRJp5tX6ZdNWImYOBp4niCVKk/tg45c2pZOzbe2WWhXSUmvxpB81+u8BZZSAj8okqBsTpBwVEED63kGmYymBFIWC7YC3yiLlnZfWjq7BH4giKisjBJCIJSJih+0NfeJYveWgEiFBN2aC1557cOsv+4EdthmrS+7Qj9ILM9AaqwxPQJ4CN1e7e9KqXeFEKcBryql7gWuA24WQswAWtBEFgAhxGfojnqOEGJnYMvYGeDXwA1ACl0w9Y0UTUGNpNbwNTBqwghGTRhR+LlXc6Ut0cL5i2hpXYiUEUGYjYukdPs7Q5hxVDSGoGD74jg2E1cfS/bZHLmsSy7oAhSNyb6ULu+WkSSIsoUBElYawzARyiCKAiQhdsJg5qxPcagrkF2JIhd0FHoDmsImaTaQzenjAASRixcV7ahMYZOyGzDigqukUUdIUJizTu1LbXeFwMYhEgEBLiYGpmHSKHrH+xiE0scwtGUNKh/9KPdotISFp9xCNbGS4KgkpjCJwoi3np2BFCFR7EH49tMz+PjtOYye/N2sXq2hhhUNIQRXXnwYxx21M8++MJ3+/Xrx3vszOefCO2lp7SLb1cEHH87i2hseiQkq+oMX28WVjFR1/GyUw5cSKxSYhkEki37KpftEkYFpVy95L9g1xQ/GQWBgGBGWpcmjlHHxkxK0tloEoSiJtBq0dziYZkQqJbHMYtV/qcohCEzcnEnxpIoV+0rFWnxV9DuNAgPTlmXpaBmb+C+JWolY4wsgZQ7KyKyJ9kUp7p/Jelx13UM/XpK6fNP9KKUeQNtElb52csn3LvB/Pew7oofXX6XSluobwbdu5l/DDxN33XIfG4zYip+stAW3XHkHAFefdxO7Tt0Pzy0K56WSBesp1+/S2lMBpmXgOBZ20iJdl2LoyEH8+Yrj+NmB2+EkiwupG2bJG/Hni6NsK0XK7kV9og91Tu+yeQ0Y0pf5LTMJg5Bs0E6X30omaCfrtwISx0iRNBtJmPVEqjwtlTDrqLN6lcw9JJAeXpTBwqI+3YBpmGX6WQOTlFFH0khjGpbuVAXkZAaptCOAJWxMYeIbPsg4RioEpllemABaB5v/XziQEmkSRgJLWCREAlOaBYIKOgLtZXputFBDDTVojB41iF/ssxlvvv0Jp551Oy2t+oF0xsdz2X2fs7n86gfKGINAoglW/v/qEBhajykUUhVvsUGkKMuiKk38KkzaZTFTlEcUCqLIIAwFnqf9WMPAoL3dxnUtotAg8A3CQJBPLEWRSWenzaJFNh2dBkGg/U0LmlTyQtXK4+UjqLmMU/Kenq8M9VfoC4JgaTI2eYLqV143IahGQx569A1GTDyYW+94quqI06Z/xtHHX8Ve+5/NLbc/ju8HVbf73qHgKbt0Xz8G1CKpNXxtTH/zfc487nzcuLPHxadeSRRJbrz4NsKiGV+V1LwgEF30ae7H4oWthFHAlA0nceBx+zBpzbHYjs0RJx3IrE9n8ei9TwOx7ZQMccxkXKxkgBKEyidlN2jCqCCUHiPHD+P/frUtf/3TNYUjRipAKB3VrLN7kzDT5BdhGUgi/MIcJRF9EkPxpUsgfSyzmMYfOqEvO+y1BUNG9+GcI2+gozWDUII6sxhNVqi4fSp4MkubnE//hsHkunyyqot0YxK3s7i4KqHoN7yRBZ+1aysSJKEKSKRspFQ4loMdlXs3Js0U0grw3RDDFNiOxW0nPIn0H2fDvVdlm8PXrpr6n/thC6/fN4Nkvc16e00kXaV9ag01/NARBCHnXvQfstnyCvQwkhB5YOb9nWRcOCQoPsiGKFW0kCvCwDINNt5wLKGveO6FTwGdtAmlwirRloahiRdo/1IhKglqnkIGgUkQWJimxDAUvmfEEU6wbFlw3Ygige+CZSvsRGwXKPRxhJCoCHwv37q0sqApX/XvZSuN+vPnWazeF2RyKp6jKEieysdTBbtBqOKNVQ2x+/8Xsxdz2NFXYtsmu++6QeHtW+94nF8deRm+HxBFkv8+9AqXXXUvT/7vXJLJ77893vKOpH7fUYuk1vC18cG0GYiSzlNhGPHmi28TSVlIhYOumDcNCyFi+yjLQUaS+fPnE0QeCskrz7zNY/c9ie3Y5LIurYva2Ofw3UmmkpiWSTKV0I0BZEAkQ7JeOx2Z+WS8NhZnvqDDXcjizBdk5EJOvfZopm4yGc8tEkHTNBg/eRQIRRC5BNItVOUnrXqSZgNJS0sQbCOBYQgmr7E6CTNd4ucKex2zLZvtNYXxa4/k+hdP5YaXTuVP1x1EsreJJEIYMGXrcQxdVVeTmpbJRrutSUfQSpdsR6qIXCaH5egbjWEZ9B/WzK8u2QG7wcSsE5hJg72O3ZIz7jyEKZtMLHSTKsXg0X3oP6Q3lqXbyGZbfbpacriZgKdufpu3HvmkYp+5H7ZwxX738/RN03jsmre4dK97y1uq1lDDjwSLWzq7uZSUQmlHkkJpfDESqjM5EgjQBDZCqTD+8vDCTp56/i1efPNd7QSiFKEK6PSytLtZ3CDCDSI6XB/P112aZGToNHs+wikUKhJ4rkFXu0NXu01Ha4JMe4LAtZGhSRQYeFmL0C8llAZhoL/0zwIZ6Qir75no274glUpw1OFb0dQrHW8X61eDPIkt8EVQBkrqMaRU+CG0ZxT5Fix624gwyhJEXYSRi5QSqcLY+q+btUC1dlaF/4tWBNmcx0mn31rYLJt1Oezoy8nlPKJYqpXJuLw7fSY33voooO8/zz4/jSeeegtvCe27v4tQiFhqsXRfPwbUIqk1fG1MWG1sWWcoyzJZf/N1eemJ1wGKhUdCIITWizY01rP2hmthmRbPPPRyYV+l4In7n2XMhDFcfNK1AIxbbRR/u/sCbr78nwR+AELw4qOv4fk5XF/3CVSRXtRC6SOEoLG+ifff+Jh/XvNfVAROHBFRIqS+VwrTNsi67WTDDurt3qTtXrqjlPSwjAQpq4EGuzcowYfTZjBm4ig+/XAWhinY64jtmbrp5LJr0NBUx+objuec+4ZhGAb1TcVuT74XYFom/77kMbxckTA7SZvJG4xm7ictDFipN1O3mcht5/+PsRsMZMqmE1lp3AAGjtTyBS/ro6QiR5aESCIEJJIOa2y/Mndf+Qwq3wFGQKACEiKBnwv5YvpCVt9yVNlcX7v3I/ycJqVRIMm0usx8ZyGj1h4EQOCGLPq0g/q+KRr6ff2uVTXU8F1Fn94NOLaJ2713JqCJmoz5komOBObtmfLl+zaqIBPKUzYTgUHODYAAQ0SafMTSnUhBEPiYIoEhTCIliQIbGcUV/0ogY94cyvJ0vBCqQE5Ko66BaxCFEjuZf9jUcgDTkkgJgW+S7XRwUgFRXBR11IFb8NzLn+Oke7H1ehN59bVPmfNFq47yKoVlmfTt28C8uZ0Yhm7xmnFlPKdyBDJHqIo9vRQ+ipBkoo4tN1+VBx9+BdcNKNOuqtKocSl5LR9/5qyFhe9ffu1DzCo+W9mcxx13Ps1qq4xk591PwfPD/G+JW/7+O7bfprt//XcXtUBqOWoktYavjfGrjeXPl5zAhSddShRJfn3Cwez2i53o1dyLy06/ho62TjJdWQI/QAhBU59ePPzundiOzWP3PcszD71EFIW64lMImvs1ccnJfyeIW6d88M4nnHH0hcyZNQ836+o0euASRj75j3QU6WIky3IYO2kU2+62JeccfxVu1sWx0sW0ljJ55em3Ae0UYAgTL+oiVB62kYwLn8Ax61BKsSg3k1zUwfR3W7j+8QtI16dYMHsxmc4cn384m3/+7b/Yjs3eR+/EfVe+wOuPfYBSik33mMK+J26FEAInoctsx6w+jETKLhDVKJT8/Pgt6Te0mXdf+pTzD70V3w0wTMG7L37CBf87unCNN91rTaY//xlBFBCqEMex+P0/9mTBFy09LmpOymL4agMqXk82OJiWUdCyykiRqNNzbJub4fr9HyFwQ2So2PK4NVjzZ6Mrxqihhh8CbNvixN/uzmln316W8rdtE8N08PxYg1qQKRWJVTKVwvOA0khhYZsitIVdpX9UpDxQSZQQREhMaSDjrnO6gUi+mr64X95aqhgTKL4nQ4PQMwtEVghFGOj5Bp6FH0ZkAu11ahiCP532gG5cguCtd2aRL2iVse7WNEx+ddimHHbgJsyc1cLG21xUQVCFgFTKpq2z3AoQwLIN/vT7rdlj16nc+99nqaRfeW+sSouqUowcXlzD6tLJHj1u06kE2+78Jzo6s2Wv77XfWUx/4xqGDe3X4zG+S6il+8tRS/fXsFywwx5b88SH/+Xpjx9kz4N/BsAWO23MPa/eyqMf3MVuB+xIv4F9mDB5LNfedwl27I+y2Q4bsO6maxBJHxWnzeZ8Pr+slaHv+nz64ee4WR3uEAgss1J7FEYeSSfNjY9czgsPv4mb87ppyPTe+f8NYRZS/booSo+f15LOyXxILtJtEaMo4nd7/4X9f3ocJ+x7LntMOYKjdj2VZx58mSfve5Ejtj+F1594j8APyLid3Hfz41x/5j1lhRJrbjKe3Y/enOb+DQwY1ptjL/05/YY2A/DiA+/gx7IEGSm8XMDn788r7Nurbz2maRbkEwrFey9/xsT1RtB7YANOysZOWKTqE/Qd0ERdc5ItDlmLVTcdWXGdfrLXRHoNSJOos7FTFpM2Hc6QCdpA+9EL3yDb6uJnQkIv4qHzXi9EXWuo4YeI447ehXPO+AWDB/XGNA0mTViJe+74E1defChjRg3CNPMeqZohmqbB4IHN3H/78fRttpeigqWKwSmgvZW7CGUXXWEnngziwlJFhMSTS/jclUUh8xBEgRlHWrVcIAoNcp0OYaQI40iuUhDFmScTC320KPaFzkeEIZIRfz7rLv51z8ususoQ9tlzHZKJ8rhWOu1wzuk70tCQpDt8P+Txp6YzbEgfjB6Yhm0ZGBVd7IprZjqV4KxT9yv8vNYao+ndXE931KUTTJq4UqFtdykiGXHbHY9Xn8B3DarYNWxpvn4MqEVSa/jGYZomvzvrKH531lFlr097/T1uuux2Ppz+Udnrnpsj1ViPYRrISJJIOQSZXCGlr6v6IZmoRyAIo4AgzFGf7MMVd52NbVs09W3UEYcoArO4CAohsI0koSwvlIgHBgTSiDCVUTDzz2PxXB0t8An0Ui4jgiinfVVNg0yukyiSOhIRwYO3PUefwU3sdODGhTEmrjeS9o52GpvrGb/28MLrzf0bMW2TKNB5Pi8X0NhcbMrdsSiD5ZiEvn4/8CLaF3VhJyxOumM/XnnofQIvYq0txtLYp26Jv490Y4Jj/7MrM99eSKLOZsjEPoVoTabFrbjn+tkQJ1VbKmr4YUIIwWEHb8thB29b8d5+e21MNutx8pl3cNM/niIIInbYZi3WXXsMO+5xFlk3oPI2qrpFQLsbLHeHQioPV4KvHEwhqEslCXKVLETK6ny3OJIu+rIs8LJOQRoQqkptZr4IKl9EhZCxd3Tp8RS/Pfmf7LvHT5i8Wn+uu6kTRQKUQBgREyf2Z8L4QfhBJaFWSrFwUTtRJHvW/Qro26eBbNajK+OSTNiEUYSSkpEjB3L2qfux0/bFVL1hGNx/56lsucMfyWRdULr47ejDd2Zg/yZd8NYNnheyaFFHzxftOwQdPf9xaE2XFrU7Tw0rBB+//ykHbX8kbtbFNExdpR8jl3U57I87Mv3Vj2ld2MbO+23NjPc/5rYr/4NpGeQyLgqBEa/WtuWQcuo54uSDmTx1EgBHnLI/0179gJZFi/HDLHbcftUUFo7lYEobqYLi/UOBFBFB5JJINXD8hftx/YW388kHM4nCSEd+S9ZZQenNQuH5Gay0XeLZCmEQ8sx9rxdI6kfvzOSPe1+C7/rYCZsn7n6Zc/55LKZpsPFua3HX5UW7FREZPHvXO/zfsZsAsPLkwTqiYwiUVDhJizU2HQNAIu2wwS6rLdP1t5MWo9YZVPH6mruOYt77rQRuhOkYDBjbTF3vWuV/DT9epNMJzj9zP84/U0f0giBk4OiDyOZ8YnPnbojQt1a9uOiOVeUtk6vldKXyUAgevf+37LbnNfFIElMVu13JONAZl0RRYVUlJdkwwPAFKcMq7LekDHJprqm0I19hqlJxw21Pc9wfb8YNAqCrcJqvv53li9mLiMKoavvTt6Z9ihCw6qThvD3t84qx1117LP/91wn8++7n+ejjuUxeZQQ7bb8Ott0zNZk0YTifv38jTzz9Ni2tnWz4k0kMHtSH6e99XpXA19Ul2WrL7097+1q6vxy1dH8NKwRPP/S8LoJCp2NKvU8jGXLb1f/kzGt/zxX3nEVdryS3XHEHSkREUcjaP129YjEct/rK7H34LoWfB63Unzteupwzrvk9Y1cbjh91kfFa8MMsSimd6sfCj1yC0CMXdJHzO8kF7bRnFzBujRFcctepbLPHxoyaMJzt9tqUdTaZjJPUMgU9z2IRVF1jihOuPqBgBQO61V+/Ic3Mn7WYlgUdPHDz03g5H6XAdwNmzZjHrI/mAtC+oAubBAmRIilSOEaCx+94tTBWfVOKP92xH+tsM4HJm4zm6Kt2Y8QqlSTz62LV7Uay42nrMnHLlVh3n/Hsc9Umte5VNdRQgvc/nF2oLC+rWi+FCjBN6NO7DsPQvqr59a0oAaqMLp5/5s9Yf+oo7rr9VzQ0aJu9KE7FF8z1JQRSlVhBURjXlTpiKlGERlhIpZtLuNWX2kZVI6mZrMdxJ94YFz51ey/j8a+7XyIMPfLuB4VzVCFKSp5+/j0uO/8g0ulEoejJMAQJx+KEY3cmnU6w7VZrsWhhK0cceyUjJx7EH0+5iVyuSrYrhmWZbLHpGuzxs58yeJCWKk2cMJx999qcunRRelCXTrLh+quw6UaTexrqO4cK39wlfP0YUIuk1rBC0LtvM7ZjE8VpoEhGZYulV9JX+4+HnFHwYAV48clXMIzin64Qgq1327TiGMlUgo22W5fJ601krw0OI9OZw8DQKXrysgEDP8rqLlFCd1nxPZ+rz7qVEy46guPP+RX33/Qkt1/2IIYp2HCrdRAGPPfoy7S2ZAAwLZOjTj+IVX8ymt9fdgAXHnszAmjsU0/rgg6O3u5cpFQMGtkHwxAF4b+UqkB6+wxu1PrYgvWLitunFtFvWBO/PHd7Fs5u5cM3ZsHrMG7NlQrX67pT72X6y5+y0tgBHPqXn9HYe8lp/54wYbNhTNhs2Ffat4Yafujo3VxPGJQQTBWAsLqFKyXppGDCuAE8+0JbrFuNC6hibWt31KUTHH7wZgCsO3Ukn39wOjfd9iK/Pu46wshDiASOUYeDzmwESiHiFH2ExJdB+RoaBowb15+PZ7Rof5WY1eTXOSAunNKwTEOn2ksL8OM2pq7rU01bK4SONCcTVjGyrPcsbBOGkk02HMezD53G7vtfwIyP5yGlQoYRu+x5Jn85dV8uu+p+vpi9iCC+rhdffi/Pv/Q+jz9w5jI9JF9x8RFsveUUrrvxfwR+yN57bcaeu22E0ZMo9rsGVUv3d0eNpNawQrDt7lvy3389zFsvvYNSimEjhzDrs9m4OY9kOskvjvo5oBfJTLdqTSmjMpLa1LsXux+0U9XjKKW46vRbEaFN0jaQYXHxFELoxSuq3OfR/zzLPkf8jJb5Hdxw7t0F0vzKY+9x4V2/55izDuDWK+5izufz2Xi79dhgq3UAmLrFqtz40ulMe2UGt1/6IDPemYmMtbTzPltEql5Xp8pIssG2azB4RH8AGvvUMXa9wXz4whwtPTBCdjj0pxXzuuP8R/nfjS/piK2p2Hrfqexx7BZcfdLdvPzwuwR+SOuCDs477GZOv+PQZf211FDDjx5hGPH8i+8RhCHrrzuxwiB+yOA+TF17DM+/9EGBVKGK1k95IheGUcFZKd4IvdgIlDIryNchB2xcZq9kWSavv/MhhhnFa5QgUB6B8jAwCt3oDOyqRE6heOuDT4lKROYGNib62GFJhz3DEBy477qMWKkffz77HjwviOcdgcxVjJ1HKulw4L4bk7ANrr3pCcqZusK2TNafOg4pJUcedxUzPppZeDd/6f5w8k3YplG8loDrBbz+xgxefPkD1ps6vsfjd4cQgp22X4+dtl9vqff5ruHHEiFdWtRIag3LHblsjo/e+5h+A/oyaOjAqtvYtsXf7rqImZ98gWVZDF5pIA/f/TgfTvuYyeuswk+3+gmgF52xq45i+hsfFCIAkQwRUtCrV2+kVJx+1R96fFL+4K2PeeaBl/FcPx7PwBBGoQo0LKmgLdVUGYbD84+8jiXssqiJaRp8+t4XDB87mAOP25NMZ45H/v0sd1z5ABvvsA4DhvZl0bxWzjr8KgJXYYriDcSybX51ym4k0zYNzXWMX6O88v63V+/Nk/95jc/en8Mq645mnc0nlb1/16VP89CNL4MUyEihAsl/r3+enQ/biOkvf1Kw7IpCycfTvli6X1YNNdRQwAsvvcfOe5yGF9vlKam48ZrjKkjP7Tccy857nsPb736ObZt0dbmYpkkQSizLxLZNrrjol3wxu4Vnnn+/WwQyToVjorWq0NiQ5OxT9qiYz023PY3v59eoCBXrU2VJWl4hoUS3CvkIaGy2X7KuSQKkChi5Ul923m5NLrv6UZSMCPwsN932KA0NKWzDxQ1j49gy7huBMjFMg1TKIQwlxx+1PRuuN5511hzFY0+9w6efLyKvlbUsg6svPYR0OsEDD73KK6+VF8jmEYZRQfpVdjSpePPtT5aJpH7fUSucqkSNpNawXDH789nsuuGe5LI5giDkxHN+x76H/rzqtkIIho8qppW32mUzttpls4rtxq82lndem4YQBlJGSBUxYuXh/Or4A1llrQkMHz20x/lkOnMYJdEJpSRDVh6EZZmMWW0Ej9z3JOQshABTJJGhxDRtkokEDb3qGDi0P5ZtFmQJMlIMHzcYAM/1OXLH01g0t5Uoirjjyge44oFTeOnRtwj8ECnBNO34XHW0Yo0NxtHQXD0NbxgGm+62do/n8uzdbxUq74UQoAxtHyMVQ0b1p31xVyFq23dwc4/j1FBDDZXIZFy23eXkCp/NvQ88j+mvXcVKw/oXXuvXtxfPPfoXPvhoNvPmt7HKxJV4/sUPuO9/r9G7uZ5f7L0x48cO4ann3tU76HL/kjCZBBVSX9+AaRo88O/fVjxoK6VwvZK2ySpACLuiQEkRxS2nVXkqX7ko6VJQnQobhI1hCFadOJTX33yfMOgoyI8yWQ/X9WM+LSn1hM3DcQQ7bL0W22y5JptvvApDh2g9aCJh8+7LF/Gvu17grvtfYvDA3hxywOasMlHLkR557I0Ssl0OpRSWZZW10AawLZORI6oHOX7IqEVSy1EjqTUsV5x1wnksXthSiFSe8duz2XWfnair/2r6SIChw4fEEdSiTnXMuLFst8cWX7rvxLXGUN+Yxnd9wjAimUrwpyuOZNQEvXgee/bBLJzXQnPfXpx//LW8+NibCCFYefwwho8ZygXHX4cX5MAU1DfUc/Afd2PkeE2K337xA1oXduDHNxI36/HYf56n74DeWLaFF/oEkYtjJ5g0dQyHnb57jwR1adDQu46WeZ2Fn4WA9bZfjVRdgsPP2Y2zD7mRzz+YR7/BTfzuyn2/8nFqqOHHiHv++2KZr3EeURRx8z8e44+/26vivXFjhjBuzBAAdth2CjtsW15FPnrkIJAeFCKfJgiTfFo8l+lgy80mM3xYn4qxhRBssO44nn7+XYg0gVNGBCJJMpFiyODeLFjYie+HRKFEFjiwQiof1T1Nr/Q6lUrW87tjtmHDLf9UYYwfyfJ0fSF7H/tJ9+vTyBUXHUyf3g0V83Uci7332JC999gQgPkLWnnw4VcZMrgPffs2YtsWQRWrKtuySCYsujJR4fqbpkG/vr3Yoltnvx8DapHUctRIag3LFYsWLC4zVDaEINOZ+cokVSnFnFlzsSwndgCAVKKRt15/i9X7/YQhw4ZwyW3nMmp8pWk9QCqd5PDT9uWmi/+N7dgccfIvCgQVwLItBsURkj9e9mtmzphLGIQMHjGAfdY7nkyHjqo4SYet916fzXZdt7Cv7VhlNzXTNHASDpvusi6P3fkCH787E6UUUzefxO8uPniZq+QXzmmhZWE7w8cOJplKcODp23HOL24hDCVRELH1gVPZ7WhtUdXcv5Fz7j4SKeX3p0ighhq+ZXz2+Xz+eMoNPPr46zQ11XP04Ttz6MHbYRgG7e1dBFX8PH0/ZPHiziqjfTl+fcyVUFYxH4HKW1RJoggefPh1Vpt6DJ9Mu4r6+vI2xJPGD+TpZ14vviAjLFvx8hNnMmHcEKSUvPveHIIg4ven/IuXX/sUx7Zob89UtZ0ShPz7xl8zZfWRmKaIMy+lrUgNTEs3DdHepjp1bwjYZYe1ueKiQ6oS1FIopTjuhGv523UPkkjYhGHEyiMGYpkGQWVWnyMO3Y5f7LMZBx76V9565zOEgI02WIW/X3U0pmlW7vBDxo+oan9p8a2TVCHEMOAmYAD6E3C1Uurib3seNXw1LF7YwomHncwH737I+puux8kXnEgiWfTR3PuQvXj7tWm4WZdE0mHCauPpN/Crt6P7x9V3ct8dD6LiPLdpmnTmFrHwE11Z//70Dvbc5ACe/fShsnnk8cJjr3Hyr87Fc30SSYfLT7+eS++sXjEqhGD4GJ3KnztzIVHJU7/v+kx/dUbZ9qtOHcf41Vdm2qvvEUlJXWOSrffcENuxOPv245j54VxM22ToygOWmaDee9PjXPuXf2LZJomUw1//80eGTxjIhY8fxYJZrfQZ1Ehdr1TFfjWC+s2jtoZ9PzFvfgtrb3Akbe1dSKlYtLiD3//pOqa/N5PLLjqcTTdavep+dXVJttlqbRYsaOOBh1/BNA2233odmpsbCuMe94druPeBl7BMk71234izTzuQTz+fzxNxC+ZK6AKqPFpau7jpH0/y619uU3ht5qyFXH/TIxV7OrZgztzFTBg3BMMwWHWSzuw8cvfxvP/RXD77fBEHHHYZC6sY2KdTDmNGD8A0DXbYZgp33fscSpaT6K03W5MvZi/mo0/mYlkmnhfwm8O35/ST9lqqdeyWfzzBtTc8hOcFeHGW6YOPZjNh3DA+m7mQKJIEQYhtW1zx18PYe4+NAXjpqQvp6MhimgZ1dZUdrH4cEChZi6SWYkVEUkPgOKXU60KIBuA1IcQjSqnpK2AuNSwjDtr5UKa/9R5hEDJ/zgKklJx15emF93fYfVuSyQT/vfNBVho5jEN/+8vCwjb78zm88/q7jBi9EuNXHVfYp6szwx9+eTKvPv86o8aN5ILrz2LgUN2v+ZmHny+0QwXdD7rLLffP6+zsYO6s+YwYsxLdccfV9xSKpjzX593XP2DRvBb6DapMr5Wiz4AmLNuCuKrfSdpMWntM2TamaTBi4gBefeEVlILFLTk+fOcT1tpgVQzDYMT4IV96Pash25Xj6jPuIAxCfC/AzXpce9a/+OPlh5Gsc1hp/IAvH6SGbxK1Nex7iIsvv5uuTK4sxZ3Nevz9poc46Q8/Z9zYoRyw7xbcdNtjZDJ6zalLJ9hw/VX47LO57Lz7KbqhBoLD5CXceM3xbLvVOkzd6DfMm99a6Kp0/c2P8NKrH3D4ITuV+SaXo9KI/7En3i4jqY88/maZnr50zvf+9yU227iygcf4MYMYP2YQq04cxuNPv1v1yAP79wJg/amjueueZyvef/PtGXw2/RreeXcmc+e3stbqK9O3TyMdHVkcx6pwO+iOsy/4J5lMudTA9wM++OgLPnjzaj75bD6ObbHOlDEVD9WNjWl+zNCFUyt6Ft8tfOskVSk1F5gbf98phHgPGALUFvjvOKSUvPPatEKK23M9nn30+YrttthxM7bYsbwA6qWnX+HgnQ/HNA3CMOL3Zx3LvodqjddJh5/OUw89i+/5vN76Fr/c5Ujue+WfAIyZsDKvPfcWvqfJomEYFYbThmHQb2DfqnOub0wXujSB7p6SSH15ByUnYXPWrcdz9lF/o21RB+tvvRY/P2L7sm0CP+COv91TYuwNV591M3/777lVx6zWkaUa5ny+EENZOKZNpCIi6dP2PWnr92NAbQ37fuKZ56ZVLd5JJhymTf+MAQOaufSCw9h6iylcd6OOBO695yZMWXMMa653eOwVWsT+B5/P2WccRFtbV1nbT98PmTFjDq1tncuUQZk4odybuK4uiVmF5FqWSUN9ZRalFKecuDsvvHImuRK/6XQ6wT57bshrb37M6quO5I5/P1tVg9vWnuGddz9ntVVGsNoqw3nltQ/ZbNs/8P6HX2AIwfbbrsPVlx5ViCSX4vOZC/jgo2rOIgrTNHBdn5+uP6nK+zUA2n6wFkktwwrNDQohRgBrAC9Vee8QIcSrQohXFy5c+K3PrYZKGIbBgMHFKJ5pmYwat/JS7XvG8eeQy+bo6szg5lzO+v35hQXyjRffLJBQGUk+mj6j8N5hJxzE6lNXwTAM0nUpzrvhdE446/jCE7hhGJx77RnUNVR/Aj/0xP1oaKyjriFNIpVg36P/j8am+qWa85hVhnPtY2dy59uXcey5B2CYBrM/m8eiea1A9Sfe7oUIoKUDh2x2MjuMPozDtjqVBbNblnjcvx53MwLdKtYUFgk7yXb7bLxUc67h20VPa1ht/fruYfzYYWU+pHn4fsDwlfS6JoRg+23W4a7bT+KBu05j7z024c67niWKKrWqwhDcc98LdGXciveCMMIyDQb2b656zO5RVNM0OPLQ7YiiiGycOdpuqylUWU6wbZN9f77JEs91zpyFpJy4hyqKZNKmqcHmppsfYoefncaglfdj3oLWqvsKip2sZn2xkM23O4Fp0z8nDCP8IOT+B19mm11OrrrvBRff2eOc6tIJVh7546vWX1YoJZb6a2kghNhaCPGBEGKGEOIPVd5PCCHuiN9/KV7T8u+dEL/+gRBiq5LXPxNCvCOEeFMI8Wr3MZcnVhhJFULUA3cCxyilKsJESqmrlVJTlFJT+vX76prGGpYvrrv7SvoP6o8QgtHjR3HuNWcu1X5etxR9FEWFAqvxq43DtvNWTYKVVh5aiECk6lJcfc/FvDT3UZ6b9RAbbrkeBx61H0998BD/eeYfvL3oJbbffesejzt05GDueOFqzrz2D1z74AUcdFxlhW41vP78O2wz8edsMGRHjtnzZNpbOvjNz07nkK1OZN8NfsOVp92Kk7DZ9cBtSaYTOEmHRMrhl7+vtNs689CrmPP5ApRSfPHJPM456poej+t7AV98uqDwsxCC3v17s/EOU5dq3jV8e1jSGlZbv757+M2Ru5JI2GWvJRybdadOYPSowT3u53p+WbYkjyiS9O3bq6p+0rEtxo0dwuMPnMFPN5iEbVskHIsJ44ay0/ZTy9LcqZTD/f/6I2eddwdNg3enecgejF/jV7z06gfc9Y8TaKhP0dCgv5JJh4vPPbjgKFANjz35FgceejEtLe0QuRDl8LIdzJmzgJzr0dGZJZvzmDu3peJ6gE65rzppOABXXvNf/G4V+b4fMv29mbz+5oyKfZ97cXrV6CzAcUfvWtPMLwWWZ1tUIYQJXA5sA0wE9hJCTOy22UFAq1JqNHARcE6870RgT2ASsDVwRTxeHpsopVZXSk3hG8QKqe4XQtjoxf1WpdR/VsQcavhqmLDaeF787CmCICgQy6XBYb//JScdeTpeziOZSvKzfXcqVG6e9bdTOWLP43j71WkMGzmUK/55YcX+tlN+rMHDBjF4WLF3vVKK80+6mJuuuBXLsvjjeb9jt/13AaCxqZ61f7r6Us/Vc32O3/dUcnGE5I0X3uGPB5/DJ+/OwY/7V99/62NsvstPOOLPB7D2T1dnzsz5TF5nAqMmjqgYb87nCwpyAxlJvvh4Xo/Hth2LxqY62lu6ADAtg/GrV45Zw4pFbQ37/mHSxOH85/aT+dXhFzNvQStKwQ7bTeWay49Z4n47brcuF13yH7LdeskLITjh+N15/Om3yOX8wkO3ZZkMHNDMFpuugWmaPHLvabS1ZfCDgP79mgCYN7+VF1/+gAH9m1lv6jj2++UF3HXP8+RiScGMj+ewy55n8NRDZzNnxvU8+sRbeF7AZhtPprl5yZmgM865o2Ku1YhjEIT07VWPZZlkMi7pdALDENxxU9Gz9b33Z1aVSJimwSefzWPN1UeXvT5uzFDenvZpRUbJcSz2+r+NljjvGr4RM/91gBlKqU8AhBC3AztRLk3aCTgl/v7fwGVCR4l2Am5XSnnAp0KIGfF4LyzPCX4ZVkR1vwCuA95TSlWykRq+F1gWggqwy947MnDIQF557jVGjR3JtrsVMgc092ni1keu+1rzefiex7jlb7fjuT4ePqcdezarTVmFsZPGfPnO3dCysK0scuJ7AbM/n1sgqKBdBloXdyCEYN1N11zieOPXWJl3X/mIMIiwHYuJU0b1uK0QgpOvO5Qzf3U1rQs7WXniMA47rbITTQ0rDrU17PuLLTZdk4+n38DChe3U1SWXqop8yppjOegXW3Pdjf8jl9Nm94mEw++P+z9WW3VlXnj8Qg496lKefPodhCHYYdupXPHXw8vsk5qayi34Bg5oZucdtJ3dgoVt3Hn3c4VK+Dxc1+ecC/7NHTf/gR22XWepz/Hd6Z8v9bYjVurLX07dn2dfeI8B/Xqx+64blJHg9dadyCNPvFGmbQXwg5DVJlXa/v32N7tx3wMvlZHkZMJmy83XZMjg6nUDNZRAActXkzoEmFXy8xdA97RcYRulVCiEaAf6xK+/2G3ffAhfAQ8LIRTwN6XU1ctz0qVYEZHU9YF9gXeEEG/Gr52olHpgBcylhm8R6228DuttvPSL7bJgxnsf4+VKXQBMPvnws69EUrs6uvBdn0IFroB1N1mTp+99Hc/1MQyBZZtMXGP0lw0FwAmXH8Jff3cTM975nPFrrszRZy3ZaH/0Kitx/XNn1DxPv7uorWHfYwgh6N+/aZn2+et5h7L7z37KP+98Gtsy2WuPTQpRxJVHDuLh+/5CGEa6c90yenvOnLWQRMKuIKlKKd77YFYPe1WH5wW0d2Sp5h7QHcmEzQ7brMOmG63GphtVOgUAHLz/Vlx4yX90w4D4wT2Vcth6iymMrSI5WGPyKP5164n8+ujLmTu/BSEEe+y2EZddeNgyncePF2JZC6f6dtOEXv1NEsYSbKCUmi2E6A88IoR4Xyn19DdxoBVR3f8sX/bpqaGGZcTqUyeTSCbIxUUHYRAxcfJX6/n86D1Pk++TDQrbMtlou/XYerfN+M91/yNdn2K/3+xKfa+la1DQ0KuOk/627It0jaB+N1Fbw36c+Mm6E/nJut3lfEVY1lcznh+98qAeU+pT1lq2h+xX3/iIZMIiky0a8WuUk9ZkwqZ//yZ+fch2Sxyvd+8GXnnmYk748/U88NCr1KUTHHrQtvzu2P/rcZ+tt5jCx+/+nZaWTurqkl9qWVVDOZbRJ3XRl2hCZwOlthFD49eqbfOFEMICegGLl7SvUir//wIhxF1oGcAPg6TWUMM3gfU3XZc/nH0cV517HYmkw5/O/wMrrTzsy3esgnR9Csu2CXwd2bBsh/qGNKtMmcDkdScsz2nXUEMNP3I0NdVz6EHbcPX1/yObLabJU0mHPyyBDFZDXToZc1EVF9bo6n6AwYP6sPpqo1m0uIPtt16bXx+y3ZfqWwGGDe3HLdf9bpnmIYSgT5/GZdqnBuKOU8v1+fcVYIwQYiSaYO4JdK/uvRfYH6013Q14XCmlhBD3ArcJIS4EBgNjgJeFEHWAEdvv1QFbAqctz0mXokZSa/jBYK+Dd2evg3f/2uPsuv923HfrQyxe2EoYSBLJ/2/vzqOsKM88jn+fXm4vgEAEITQIjBAQIQYHRBJjEkwYTUTwzGZCXEbHmTNHJTqJRuMYjaMJLlE5yLgjJoIYcWPMESRkJkw0Ii0GAVEWg8q+ioSmN/qZP6o6NL03dFdVd/0+nHu67626/f7ovv30e+utet98np35a4oGfJbuPbode1ARkRruuuMyTuzXk/seeJHde/YzdszJ3HX7ZUcMqa/fsIXVaz5k8KAihg2tu3AJwKkjBnJCz25sLNmO+5HTZu3atY8dO/fw2uKfH/VRX2lbDnjdiSSO/usF55heBSwEsoGZ7r7azG4Dit19PsH59b8ML4zaQ9CRJdzvVwQXWVUCV7r7ITPrBbwQzsCTA8xx9wWtl/pI1tB0EUkyatQoLy5u06m4JAU2rvuI/fsOMGTESWTyGh+CKistZ/qtj/HruYspL6sgOyebov69mb1khobhI2Jmb7X19CZRUP2SY1FeXsG3L72ThYveIjeTQ0XFIcaMHsJLz/yYzvVM6v/e2o/5yvgfsmv3vjrbOnfK58lHf8CkCWOjiJ5qR1O/cjO9/fieFzd7/+1b7u4QNbIx+msrqfDzm/6Li8ZdydV/fwP/eOYV7Nvb+ApOefkZ1q3eSHl4McOhykNs27SDvbvqFn4RkbZy28/msPA3b3GwtJxPPy3h4MEy/rB0Dddc93C9+w/9XD9uvO4fyM2tO1D65wOl/N/rq9o6shwtD85Jbe4tDdRJlQ5v47qPePEXr1BWWkbJnw+yffNOnprxbJPPK+rfi5zcw8NiZkbn45p3sZSISGt49IkFdaaAKiur4MnZv2HDB1vqfU5Rn+PJr2ei/oL8DP2KtLhEUjlQWeXNvqWBOqnS4e3fd4DsnOClXlFZxv4De3lm5rOsLF7d6POuvvWf6TuwD5m8XPLyM/zkoevI05WqIhKhAyV1l10FqHLn9K9cy9ZtdZdZnnDuGPLyc/+ycl+17Jxsvnth40uqSry8Bf/SQJ1U6fCGjDiJ7j264VZFxaFS3KvYs2svl59/Fbt31i3w1br36MpT//sAzxc/zoL3nubLf6OlSUUkWl8769QGt5WUlDJtxot1Hs/Pz/C7BXcxdEhfCgoyFBbm0f/EE1j40u306NG1DdPKsapqwb80UCdVOrxMXoZZr05nULgedbWsrCzWrqq7/nRNZkb3Ht3I1DN0JiLS1u6dekWDK2OVl1fy2hvv1rtt6JB+rFr2ECvffJDlr01nw6qZnHH60c0dLdFwnCpv/i0N1EmVVOja/Tj+9pIJ5BccLvaVFRUU9e8TYyoRkcYNHlTEov++o95po7KzsxgyqG+jzx84oDeDBxXVGfqXZNKR1COpkyqpccFFExg/aRxZWVnBhP/3Xs+Jf9V4gRcRiduY0UM568zh5NUa0cnLy+XaKRfElEpam6NOam3qpEpqZGdn89OHb+Ht3b+nePsSJk0+L+5IIiLN8vyc/2DSeWPJy+SSl8llQP9evDD3Zk45uX/TT5Z2wqnyymbf0kArTknqZGdrtRURaV+6dClkzqwfUlJSyoEDZfTocVyTQ/glJaXMnfc73lz2PkM+15eLv/N1LVeaaI6n5Ahpc6mTKtKI8rJy5s9ZwCe79/HVb53JoJMHxh1JRFKssDCfwsL6L6SqaceOTxhz1hR2793PgQOlFBRk+M+pc1jy6j0MP2VA2weVlnPw1lwXtQNQJ1WkAVVVVfzrxH9n7ar1lJdX8MS0OTzy0n2ccpqukBWRZPvRLU+wZdseKisPAXDwYDmlpRVc/m/3sXTJtJjTSX0cdCS1Fp2TKtKAP639kLWrN1B6sIyqQ1WUlpTy9CPPxR1LRKRJL778+l86qNXcnT++s4H9+0tiSiWNCy6dav6t49ORVJEGZDIZvOpwIcjKyqKgGcNsIiJxy+TW/+fdjHqns5IkcPCKuEMkio6kijSg78A+jL9gHAWF+XTqUkiXrp35p2smxx1LRKRJl140nvxayzjn5GRz9tdGUlCQF1MqaYp7VbNvaaAjqSINMDNumX49Eyefyyd7PmXk2BF0+4yWFBSR5Lv5hu/wxtI1FL+9jqoqJyc7i969uvP4g9fGHU0a5JCSzmdzxdJJNbNzgGlANvCYu0+NI4dIU8yMkWM/H3cMSRjVMEm6goI8Fr9yJ28Wv8+KlR8wcEBvzv7qF8jK0gBqsqmTWlPknVQzywZmAN8ANgHLzGy+u9e/ALGISIKohkl7YWaMGT2UMaM1I0m7oSOpR4jjLdXpwHp3/8Ddy4G5wMQYcoiIHA3VMBFpfR4O9zf3lgJxdFKLgI9r3N8UPnYEM/sXMys2s+KdO3dGFk5EpAlN1jDVLxFpOQevbP4tBRJ7coq7P+Luo9x9VM+ePeOOIyLSbKpfInJ0NE9qTXFcOLUZ6Ffjft/wMRGR9kA1TETagKdmaqnmiuNI6jJgsJkNNLMMcCEwP4YcIiJHQzVMRNqGzkk9grl79I2afRO4n2D6lpnufkcT++8EPmzFCD2AXa349dprBkhGDmVQhvoy9Hf3RI6Vt6SGtUH9gmT9nJRBGZKSAZKRowfQqaX1y8wWhM9trl3ufk6LkrUzsXRS42Zmxe4+Ku0ZkpJDGZQhaRmSLgnfI2VQhqRlSEqOJGToKBJ74ZSIiIiIpJc6qSIiIiKSOGntpD4SdwCSkQGSkUMZAsoQSEKGpEvC90gZAsoQSEIGSEaOJGToEFJ5TqqIiIiIJFtaj6SKiIiISIKpkyoiIiIiiZO6TqqZnWNm75vZejO7IYb2+5nZ/5jZu2a22sy+F3WGGlmyzextM3s5pva7mdk8M3vPzNaY2dgYMlwb/hxWmdnTZpYfUbszzWyHma2q8dhnzGyRma0LP3aPIcPd4c/jHTN7wcy6RZ2hxrbvm5mbWUvmDezQVL+OyBJr/QozpLKGqX41nqPGNtWwY5SqTqqZZQMzgHOBYcC3zWxYxDEqge+7+zDgDODKGDJU+x6wJqa2AaYBC9x9KHBq1FnMrAiYAoxy9+EEE7NfGFHzs4DakzDfACx298HA4vB+1BkWAcPd/fPAWuDGGDJgZv2A8cBHbdx+u6H6VUfc9QvSW8NmofrVWA7VsFaSqk4qcDqw3t0/cPdyYC4wMcoA7r7V3ZeHn+8nKGpFUWYAMLO+wLeAx6JuO2y/K3AW8DiAu5e7+ycxRMkBCswsBygEtkTRqLsvAfbUengi8GT4+ZPApKgzuPur7l4Z3n2DYF36SDOE7gOuB3Rl52GqX6G461eYIbU1TPWr8Rwh1bBWkLZOahHwcY37m4ihwFYzswHASGBpDM3fT/ALFNcCwAOBncAT4ZDdY2bWKcoA7r4ZuIfgne5WYJ+7vxplhlp6ufvW8PNtQK8YswBcBrwSdaNmNhHY7O4rom474VS/DrufeOsXqIbVpvoVUg1rPWnrpCaGmXUGngOucfdPI277PGCHu78VZbu15ACnAQ+6+0jgAG0/PHSE8JypiQR/bPoAnczsu1FmaIgHc8PF9g7czG4iGNqdHXG7hcCPgB9H2a60jOoXoBrWoLTWr7Bt1bBWlLZO6magX437fcPHImVmuQQFfra7Px91+8CXgPPNbCPBkOE4M3sq4gybgE3uXn0UZh5BwY/S14E/uftOd68Ange+GHGGmrab2WcBwo874ghhZpcC5wGTPfqJlE8i+IO7Inx99gWWm1nviHMkkepXIAn1C1TDalP9CqiGtaK0dVKXAYPNbKCZZQhOMJ8fZQAzM4JzmNa4+71Rtl3N3W90977uPoDge/Bbd4/03be7bwM+NrMh4UNnA+9GmYFgiOwMMysMfy5nE++FGPOBS8LPLwFeijqAmZ1DMIx6vruXRN2+u6909xPcfUD4+twEnBa+XtJO9Ytk1K8wh2rYkVJfv0A1rLWlqpManlB9FbCQ4Bf5V+6+OuIYXwIuInj3/8fw9s2IMyTF1cBsM3sH+ALw0ygbD4+AzAOWAysJfh8iWc7OzJ4G/gAMMbNNZnY5MBX4hpmtIzhCMjWGDA8AXYBF4WvzoRgySD1UvxIplTVM9avJHNJKtCyqiIiIiCROqo6kioiIiEj7oE6qiIiIiCSOOqkiIiIikjjqpIqIiIhI4qiTKiIiIiKJo06qJI6Z3WpmP2hin0lmNiyqTCIizaH6JdJ61EmV9moSoCIvIu3RJFS/RJqkTqq0KTMbbWbvmFm+mXUys9VmNrye/W4ys7Vm9ntgSI3HrzCzZWa2wsyeC1dW+SJwPnB3OGHzSfXtF+F/U0Q6INUvkXhpMn9pc2Z2O5APFBCsdf2zWtv/GpgFjAFyCFZPecjd7zGz4919d42vs93dp5vZLOBld58Xbqt3v0j+gyLSYal+icQnJ+4Akgq3Eaw7XgpMqWf7l4EXqtdaNrOa65EPD4t2N6AzwZKQ9WnufiIiLaH6JRITDfdLFI4nKLxdCI5ItMQs4Cp3HwH8pJHnN3c/EZGWUP0SiYk6qRKFh4GbgdnAnfVsXwJMMrMCM+sCTKixrQuw1cxygck1Ht8fbmtqPxGRY6H6JRITDfdLmzKzi4EKd59jZtnA62Y2zt1/W72Puy83s2eAFcAOgqG1ajcDS4Gd4cfqwj4XeNTMpgB/18h+IiJHRfVLJF66cEpEREREEkfD/SIiIiKSOOqkioiIiEjiqJMqIiIiIomjTqqIiIiIJI46qSIiIiKSOOqkioiIiEjiqJMqIiIiIonz//F6BIpMsW40AAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig,axes = plt.subplots(ncols=2,figsize=(10,4))\n",
"\n",
"# Use the color-axis quatinies\n",
"splt.scatter(x=xvals, y=yvals, c=cvals, ax=axes[0], cmap='scicm.Purple',\n",
" xlabel=\"x data\", ylabel=\"y data\", s=15)\n",
"\n",
"# Instead let the color-axis represent the number density at each point\n",
"splt.scatter(x=xvals, y=yvals, density=True, ax=axes[1], xlabel=\"x data\", ylabel=\"y data\",\n",
" clabel=\"Number density\", cmap='scicm.BgreyY')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 2D Histograms\n",
"With Splotch, binning two-dimensional data to produce density distributions or calculating statistics (e.g. mean, median, sum) simultaneously across two axes has never been easier! Simply passing your x and y data into `splotch.hist2D( )` will provide all the necessary functionality of working with 2-dimensional data. Let's use the same data from the scatter plot tutorial."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/mbravo/anaconda3/lib/python3.9/site-packages/splotch/base_func.py:191: RuntimeWarning: invalid value encountered in log10\n",
" data = log10(data)\n",
"/tmp/ipykernel_4272/3957354319.py:17: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n",
" fig.tight_layout()\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig,axes=plt.subplots(nrows=3,ncols=1,figsize=(6,14))\n",
"\n",
"# A set number of bins across both axes\n",
"splt.hist2D(xvals, yvals, xlim=(0,12), ylim=(0,15), bins=50, xlabel=\"x data\", ylabel=\"y data\", cmap='scicm.G2Y',\n",
" clabel=\"Number density\", title=\"Shared Number of Bins\", ax=axes[0])\n",
"\n",
"# Different numbers of bins for each axis\n",
"splt.hist2D(xvals, yvals, xlim=(0,12), ylim=(0,15), dens=False, bins=[20,50], xlabel=\"x data\", ylabel=\"y data\",\n",
" clabel=\"Number count\",title=\"Different Number of Bins\",cmap='scicm.Stone_r',ax=axes[1])\n",
"\n",
"# Array defining arbitrarily-spaced bin edges (e.g. logarithmic below)\n",
"splt.hist2D(xvals, yvals, c=cvals, xlim=(1,20), ylim=(1,20), dens=False, bins=np.linspace(-1,2,num=75),\n",
" clog=True, xlog=True, ylog=True, xlabel=\"x data\", ylabel=\"y data\", cstat='mean',\n",
" clabel=\"mean values\", title=\"Logarithmically-Spaced Bin Edges\",\n",
" cmap='scicm.BkR', ax=axes[2])\n",
"\n",
"fig.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Binned statistics in one and two-dimensional histograms\n",
"Both `splotch.hist` and `splotch.hist2D` provide the option of making binned statistics. This is done passing the kwarg `v` or `c`, respectively. The kwarg `vstat`/`cstat` control the type of statistic to be used, and accepts the same inputs as `scipy.stats.binned_statistic`."
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"x = np.linspace(0,5,10000)\n",
"y = x**2 + rng.gamma(1,10,10000)\n",
"z = np.cos(3*x)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_4272/2234145172.py:16: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n",
" fig.tight_layout()\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axes = splt.subplots(nrows=2,figsize=(8,10))\n",
"\n",
"## Get the median and mean values in bins along the x-axis\n",
"splt.hist([x]*2, v=[y]*2, ax=axes[0], zorder=3,\n",
" vstat=['median','mean'], label=['Median','Mean'], color=['red','blue'], lw=2,\n",
" linestyle=['dotted','dashed'])\n",
"\n",
"# Plot the 2-dimensional histogram in the background\n",
"splt.hist2D(x, y, cmap='scicm.Stone_r', ax=axes[0],\n",
" xlabel='x', ylabel='y',clabel='Point density')\n",
"\n",
"## Binned statistics in 2-dimension\n",
"splt.hist2D(x, y, c=z ,cstat='median', ax=axes[1], \n",
" xlabel='x', ylabel='y', clabel='Median value of $z(x,y)$')\n",
"\n",
"fig.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Contour plots\n",
"\n",
"#### Percentile Contour Plots: \n",
"Given some x and y data, a percentile contour plot will create contours around specified percentiles of the density distribution in two dimensions."
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig,axes=plt.subplots(figsize=(8,6))\n",
"\n",
"# Basic percentile contours enclosing 68% (~1 sigma) and 95% (~2 sigma) of the data.\n",
"splt.hist2D(xvals, yvals, bins=[20,20], cmap='scicm.SoftYellow_r')\n",
"splt.contourp(xvals, yvals, bins=[20,20], xinvert=True, yinvert=False,\n",
" colors='red', linewidths=3,\n",
" xlim=(0, 13), ylim=(2, 14), xlabel=\"x data (inverted)\", ylabel=\"y data\")\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The contours above encircle the 68$^{th}$ and 95$^{th}$ percentiles of the number density of particles in bins along the x- and y-axis, effectively the 1- and 2-sigma dispersions, respectively.These percentage levels can be specified using the `percent` argument. \n",
"\n",
"Rather than using different linestyles for the contours as is the default shown in the example above, a colormap can be mapped onto the contours where each line color is drawn from the colormap given to `cmap`.\n",
"\n",
"If the bins are too finely, the resulting contours with appear quite jagged. This can be improved using the `smooth` parameter to apply a Gaussian kernel filter."
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axes = splt.subplots(naxes=2,figsize=(16,6))\n",
"\n",
"# Cycle between different colors and linestyles\n",
"splt.contourp(xvals, yvals, bins=[20,20], percent=np.arange(20,95,step=15), ax=axes[0],\n",
" linestyles=['-','--',':','--','-'], colors=['red','blue','red','blue','red'],\n",
" title=\"Smoothed contours with linestyle/color cycle\")\n",
"\n",
"# Generate contours with colours sampled from a colormap and smooth the resulting coontours.\n",
"splt.contourp(xvals, yvals, bins=[50,50], percent=np.arange(15,95,step=10), smooth=1.0, linestyles='-',\n",
" cmap='scicm.PgreyG', ax=axes[1], title=\"Smoothed contours sampled from a colormap\")\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Sector Plots\n",
"Sector plots (a.k.a. \"pizza slice\" plots) are useful for plotting the spatial distribution of data containing one radial axis (r) and another corresponding to an angle (theta), typical of polar coordinates. This function creates a floating axis that can be rotated accordingly."
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"# Create some mock polar-coordinate data\n",
"thetaArr = np.random.uniform(low=30.0,high=150.0,size=1000)\n",
"rArr = np.random.gamma(shape=2.0,scale=0.3,size=1000)\n",
"cArr = 9.0 + 5* rArr + np.random.normal(0.0,2.0,size=1000)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"## Basic sector plot defining the theta and radial limits\n",
"fig=plt.figure(figsize=(10,6))\n",
"\n",
"splt.sector(theta=thetaArr,r=rArr,thetalim=(0.0,150.0),rlim=(0.0,3.0),\n",
" rlabel=\"distance\",thetalabel=\"RA\")\n",
"\n",
"fig.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Under the hood, the data presented in a sector plot abides by the functionality of a scatter plot, hence the user can parse any parameters specific to `scatter()` into the `splotch.sector()` function. In the example below, a color axis is used to indicate the values of a third parameter. \n",
"\n",
"Using the `rotate` parameter gives the user the ability to control the spatial orientation of the sector axis itself, see the second example below."
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Parse scatter() specific arguments into the sector plot\n",
"fig = plt.figure(figsize=(10,6))\n",
"splt.sector(theta=thetaArr, r=rArr, thetalim=(20.0,180.0), rlim=(0.75,3.5),\n",
" rlabel=\"distance\", thetalabel=\"RA\",\n",
" c=cArr, edgecolor='black', marker='s', s=25*rArr**0.8)\n",
"\n",
"fig.tight_layout()\n",
"\n",
"# Rotate the sector plot using the `rotate` argument\n",
"fig = plt.figure(figsize=(6,10))\n",
"splt.sector(theta=thetaArr, r=rArr, thetalim=(20.0,160.0), rlim=(0.0,3.0),\n",
" rlabel=\"distance\", thetalabel=\"RA\", rotate=90.0,\n",
" c=cArr, edgecolor='black', marker='s', s=25*rArr**0.8)\n",
"\n",
"fig.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Axis-specific Functions"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Figure Subplots\n",
"\n",
"The `plt.subplots()` function within matplotlib is sufficient to create an N$\\times$M grid of axis subplots within a figure. However, if one wishes to create a set of axes that cannot be represented in the usual NxM layout (e.g. `naxes = 7`), your options are limited. The `splotch.subplots()` function allows the user to specify an arbitrary number of axes in numerous orientations made up of N rows $\\times$ M columns.
\n",
"\n",
"Here's how the `naxes` feature looks in practice:"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Specifying an arbitrary number of axes\n",
"fig, axes = splt.subplots(naxes=7, figsize=(9,4), facecolor='lightblue')\n",
"\n",
"fig.tight_layout() # to avoid overlap of labels and ticks\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Axis alignments with splotch.subplots()\n",
"In the case of `naxes=7`, there are various configurations for this particular 2 $\\times$ 4 grid that one could imagine placing the 7 subplots within. This functionality is controlled using the `ha` (horizontal alignment) and `va` (vertical alignment) arguments. `ha` accepts 'left', 'right' and 'center', whereas `va` accepts 'top', 'bottom' and 'center'.
\n",
"\n",
"Here are a few examples of different subplots configurations:"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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AuBn26AC4ZWmpqZJ0w8PSrly6mOcXQN4Koy9GUBj17mmqiA0/KfqP/yopMV6eefyyd+n8ee3b8bNd+yjhdvWv+MxM6w4fvFUPduisbyd9qIsp5xSxYZ2qVKuR/UWXD3bIfdialP97SfpnWLKW0RcjiD1yWHHRR/K8IMGl8+ezr0xYv3Gz7PvLVqio6n51deLwQf2ydqU69Hk+z+c+dmCfEmKiJV3dw3o9V7d/PuLzew+UcHVVRnr6Tdfd2fhe7Qxfo5iDfyg+Jlo+NWvnue6XNSskXb0YR36HbwKAPbFHB8Atq1L96r/s7tq4Ls/tc0LHKOXMaUe2VKS0aN9ZLi4uyszM1LzxY/Nc8+3kj3Tl0iW79nHtO1VO/5Vo1zrXVK5aXfX//mV7y4ol2QOKp7eP7mrWPM/HeP190YeDkRF5vme2rVqmyM3r7dSx48z+6L08L7Dw7ScfZh/q9XDnnMNY4BNXL2/+x64d2rYq9/dWpael6Yv3R0qSSpYqleuLWMv8/f9fyv89cO29cuavG1/F7KGOXeTq5qasrCx9Ne6dPF/P2gVzFf3HPklS6649b1oTAOyNQQfALQtoFyxJ+u+v2zT5zYGK/uO/SjmdrMN7IjVhyItaM39OvldmMrMq1aqr3d+X+d38w2JNfPXfOvLfPUo5c1rHDu7XjJFvaNXcL+RVo6Zd+/jXXQ0lSQd27dQva1fp/NkzykhPV0Z6eq6TuLvUr6ou9atq6rDBhar50N97bnZvCteWFVfPz2nRvtMND3G8v10HSVcvpzz2hd7a+8s2nU1OUuzRw/r2k480Zegrxf69VLlqde3auE4fvtRXh37frZQzpxVz8A/NGPm6Vs37UpL0wGOP57osd7tefVT97yuqTRk6SN9Nm6j4mGilnE7Wvh3bNfq5Htof8YskqeegodnDyjU+vrV1e5mykqQls6YpPiZaaalXrr4H/mcPWu2/3ysbln6vQ7/v1uWLF7PfK9dUrFxFXQcMliTt2rRO4158Wn/s+lUpp5P159EofTPxA80aM1ySdMfd/6fWXRh0ABiLQ9cA3LJO/UMUsWGtjh3Yr83Lw7R5eViO7fc98piatGqt6SNeM6hD4z3zxtuKiz6i37Zu1LZVy7Vt1fIc2x8KfkJeNWrq++mTVMLVPn8Vt+zYVYtn/kcXzp3Vx6/0z7EtZNwkuxzOdX+7Dvpi7NtKS72iM6eufrdPXldbu+b/7n9Qrbv2VPii+Tq8J1Lv9n0yx/aqte9QyNiJeqtHsM17dZS77w1QhUqVtPTz6XnuBa3XqIkGjP441/3uJW/TiM/maUz/noqLPqKFU8dr4dTxudY93m9Anoe2lXB1VVDPZ7R01jTt2rguR+3/vcDCY72fU+Tm9UqIidZb3TvkeJ4Z637N3ovb5d+DdObUSa3+do4it2xQ5JYNuerWqn+X3poxR65ubjf5UwEA+2PQAXDLSpUurffnLVXYZ1O0fc0KnYr/U7fdXkY1/Oro4Se6K/CJHtqwxPorppmBm3tJjZg5T2sXztX6RfP1Z3SUXFxKqPodddX6yZ5q07WXZn/4niT7XZmqYhUvjf12mcI+naz9Eb/obNKp7G+2v15SQlz2z3UbNS5UzbIVKuqeBx/WzvVrJUnV/eqqVv27b/qYAWPGy6/hPVr33TydOHJILi4lVKW6r+4PekzBz/5bKaeTC9VTUfD062/rjgb+Wv3NbMUc+kOpVy7Lp+a/1LJjF7V/pv8Nh4Iq1aprwtKftGb+19q++gfFHo3SlUuXVN7TU/Ub36vHej+r+o3vzfOxkvTUkLdUsbKXtvywWH8ejbrh9101fihQwz/9WivnfqHo/Xt1/tzZPM+bcnFx0fOjPlDzoPZaM/9rHYyM0LnTSbrt9tKqUaeeHni0ox7p1pshB0CRYAk7EMdF6AHAAB+GPKud4WvUpFUbDf/0a8P6WB+2QNNGvCqvGjU1ZdVmfkkFAJgC5+gAgAEuX7yofb9everaHXf/n6G97Nm+RZLU7eXXGHIAAKbBoAMAdpCWeuWmXxQ5b8JYXTyfIkm6v51x559kZWVp7y9bVaNOvZueSwMAQHHDOToAYAenT57U8J4dFdTjaTV+KFBVqtdQVmaWjh8+oFXzvsz+nqGAR4PlW6eeYX1aLBZ9sfV3w+oDAGAvnKMDAHZwMvaEBrS576Zr6jdupuGffq3S5co7qCsAAJwHgw4A2EFa6hVt+WGJftu2UccO7NfZpFO6fPGCSpcrr1r171aL9p3U8vGuKlGihNGtAgBgSgw6AAAAAEyHixEAAAAAMB0GHQAAAACmw6ADAAAAwHQYdAAAAACYDoMOAAAAANNh0AEAAABgOgw6AAAAAEyHQQcAAACA6TDoAAAAADAdBh0AAAAApsOgAwAAAMB0GHQAAAAAmA6DDgAAAADTYdABAAAAYDoMOgAAAABMh0EHAAAAgOkw6AAAAAAwHQYdAAAAAKbDoAMAAADAdBh0AAAAAJgOgw4AAAAA02HQAQAAAGA6DDoAAAAATIdBBwAAAIDpMOgAAAAAMB0GHQAAAACmw6ADAAAAwHQYdAAAAACYDoMOAAAAANNh0AEAAABgOgw6AAAAAEyHQQcAAACA6TDoAAAAADAdBh0AAAAApsOgAwAAAMB0GHQAAAAAmA6DDgAAAADTYdABAAAAYDoMOgAAAABMh0EHAAAAgOkw6AAAAAAwHQYdAAAAAKbDoAMAAADAdBh0ADubNnyIng1oqMHBD+e5PSsrS1+8/7ZCggI0pGNrHd23x8EdAkUX+QGsR37g7Bh0ADtr1bm7Rs765obbd29er/iYaP1nzTYNGB2qme+95cDugKKN/ADWIz9wdgw6gJ3d3ay5ypSveMPtO8PXqOXjXWWxWFS3URNdOHdWp08mOrBDoOgiP4D1yA+cHYMOYLDkxARV8qmafdvTu6qSEhMM7AgoPsgPYD3yA7NzNboBAAWzduE8rftuniQp4dgR1a9f3+CO4EwOHTmq2b/sM7qNQiFDMAr5AaxXmPww6AAG8/Dy1qn4uOzbSQlx8vTyzrUuqHtvBXXvLUka91SwIiIiHNYj4NfA3+gW8lTQ/EhkCMYhP4D1CpMfDl0DDNYsMEibli1SVlaWDv22S7eXLaeKVbyMbgsoFsgPYD3yA7Njjw5gZxNfHaB9O7cr5XSynm/ZRN0HvqaM9HRJUtsez6hxy9bavTlcIUEBKnlbKYWMm2Rwx0DRQX4A65EfODsGHcDOXp0446bbLRaLnh/1gYO6AYoX8gNYj/zA2XHoGgAAAADTYdABAAAAYDoMOgAAAABMh0EHAAAAgOkw6AAAAAAwHQYdAAAAAKbDoAMAAADAdBh0AAAAAJgOgw4AAAAA02HQAQAAAGA6DDoAAAAATIdBBwAAAIDpMOgAAAAAMB0GHQAAAACmw6ADAAAAwHQYdAAAAACYDoMOAAAAANNh0AEAAABgOgw6AAAAAEyHQQews8gtGzSwXQuFBAVo8cypubb/FRerUc901eudH9GQjq21a1O4AV0CRRcZAqxHfuDMXI1uADCzjIwMzRo9XKO+XCBPLx8NffIxNQtsqxp+dbPXLJoxWQGPBqtdzz46EXVIY1/orSbrdxjYNVB0kCHAeuQHzo49OoAdRe2JlLdvLXnXqCk3d3e1eOxx7Qxfk2ONxWLRpfMpkqSLKefkUcXLiFaBIokMAdYjP3B27NEB7Cg5MUGVfKpm3/bw9tHh33fnWNP95dc0ul9PrZr3la5cuqh3vlzo6DaBIosMAdYjP3B2DDqAwbasXKqHO3dTx+f+rYOREZoydKAm/bBBLi45d7iuXThP676bJ0lKSzljQKdA0USGAOuRH5gZh64BduTh5a1T8XHZt5MT4uXp5ZNjTXjYfAU8GixJqndPU6VeuaKU08m5niuoe2+Fhq1WaNhqVa5c2b6NA0UEGQKsR37g7Bh0ADvya9hI8THRSow9rrTUVG1dtUxNA4NyrKnsU017tm+VJMUeOay0K1dUzsPTiHaBIocMAdYjP3B2HLoG2FEJV1f1HzlWY/r1UmZmhgK79JBvnXqaPyVUfg381SywrfoMfUczRr6uFXNmyWKRXv5gkiwWi9GtA0UCGQKsR37g7CxhB+KyjG4CwK0Z91SwIiIijG4DTsSvgb9Cw1Yb3YbNkCE4EvkBrFeY/HDoGgAAAADTYdABAAAAYDoMOgAAAABMh0EHAAAAgOkw6AAAAAAwHQYdAAAAAKbDoAMAAADAdBh0AAAAAJgOgw4AAAAA02HQAQAAAGA6DDoAAAAATIdBBwAAAIDpMOgAAAAAMB0GHQAAAACmw6ADAAAAwHQYdAAAAACYDoMOAAAAANNh0AEAAABgOgw6AAAAAEyHQQews8gtGzSwXQuFBAVo8cypea7Z9uNyDWrfUoM6tNKk115ycIdA0UV+gMIhQ3BmrkY3AJhZRkaGZo0erlFfLpCnl4+GPvmYmgW2VQ2/utlr4o4d1ZKZUzX222UqU76CziadMrBjoOggP0DhkCE4O/boAHYUtSdS3r615F2jptzc3dXisce1M3xNjjXrvv9G7Xr1VZnyFSRJ5T0rGdApUPSQH6BwyBCcHYMOYEfJiQmq5FM1+7aHt4+SEuNzrIk7dlRxx45qeM+OGta9gyK3bHB0m0CRRH6AwiFDcHYcugYYLDM9Q/Ex0Rr9dZiSEuM1sndnTVq+XqXLlc+xbu3CeVr33TxJUlrKGQM6BYqeguZHIkNAXvgMgpmxRwewIw8vb52Kj8u+nZwQL08vnxxrPL191OzhILm6ucmruq+q1rpD8THRuZ4rqHtvhYatVmjYalWuXNnuvQNGs2V+JDIE58NnEJwdgw5gR34NGyk+JlqJsceVlpqqrauWqWlgUI4197Zpp307tkuSzp1OUtyxI/Kq7mtEu0CRQn6AwiFDcHYcugbYUQlXV/UfOVZj+vVSZmaGArv0kG+depo/JVR+DfzVLLCtGrVopd+2btKg9i3l4lJCz7wxUmUrehjdOmA48gMUDhmCs7OEHYjLMroJALdm3FPBioiIMLoNOBG/Bv4KDVttdBs2Q4bgSOQHsF5h8sOhawBM7dKlSwoNDVWzZs1UoUIF3X777apdu7aefPJJbdu2zej2gCKrb9++slgsN/yvfv36RrcIFBvDhw/Pzs748eONbsdpcOgaANOKjo5WUFCQoqKi5OPjo4cffliurq6KiYnR0qVL5e/vrwceeMDoNoEi7YEHHpCfn1+u+318fPJYDeB/7dy5U6GhobJYLMrK4kAqR2LQAWBKFy5c0COPPKKjR4/qww8/1Ouvv64SJUpkb09KSlJSUpKBHQLFQ//+/dW3b1+j2wCKpStXrqhPnz7y8vLSvffeq6VLlxrdklPh0DUApvT+++/ryJEjCgkJ0dChQ3MMOZLk6empunXrGtQdAMAZjBo1Sn/88Yc+/fRTlS+f+/u9YF8MOgBMJzU1VbNmzZIkvfrqqwZ3AwBwRr/++qsmTJigXr16KTg42Oh2nBKHrgEwnV27dikpKUnVqlVT7dq1tXv3bi1ZskQnT56Ul5eXgoKC1KJFC6PbBIqFDRs2aM+ePTp//ry8vLzUokULPfLII3Jx4d9KgRu5fPmy+vTpIw8PD02ePNnodpwWgw4A09m7d68kqVq1anr99dc1YcKEHNvHjBmjTp06ad68eSpdurQRLQLFxtdff53rvrvuuksLFixQw4YNDegIKPpGjBihgwcPasGCBapUqZLR7Tgt/jkGgOkkJydLkiIjIzVhwgQNHjxYUVFROn36tJYtW6Zq1app6dKleumllwzuFCi6GjVqpClTpmj//v06f/684uLitGLFCvn7+2v//v1q06aN/vzzT6PbBIqcn3/+WZ988ok6deqk7t27G92OU2PQAWA6mZmZkqS0tDT17t1bkyZN0h133KEKFSqoY8eOWrp0qSwWi+bOnasjR44Y3C1QNA0ePFgDBw7UnXfeqdKlS8vHx0ft27fXjh071Lx5c508eVIffPCB0W0CRcqlS5fUt29flStXTtOnTze6HafHoAPAdMqWLZv98/PPP59re9OmTdWkSRNlZWVp06ZNjmwNKPbc3d311ltvSZJWrVplcDdA0TJ8+HAdPnxYEydO5LumigDO0QFgOrVr187z5/9dExERoYSEBEe1BZhG/fr1JYlD14D/sWTJErm4uGjOnDmaM2dOjm0HDhyQJM2YMUMrVqyQn5+fPv/8cyPadBoMOgBM55577sn+OSkpSTVq1Mi15tSpU5KkMmXKOKwvwCyufdku+QFyy8zMvOnRAkePHtXRo0d15swZxzXlpDh0DYDpVKtWTffdd58kKTw8PNf206dPa/fu3ZKuHsYG4NZ89913kqRmzZoZ3AlQtBw7dkxZWVl5/tenTx9J0scff6ysrCz99ttvxjbrBBh0AJjSiBEjJEnjxo1TRERE9v2XL1/WgAEDdPbsWTVp0kT333+/US0CRdZvv/2mFStWKCMjI8f96enpmjBhgqZMmSJJGjJkiBHtAUCBcOgaAFMKDg7Wa6+9pgkTJiggIEDNmzeXp6enduzYobi4OFWrVk3z58+XxWIxulWgyDl27Jg6d+4sDw8PNW7cWFWqVFFSUpL27t2ruLg4ubi4KDQ0VG3btjW6VQC4IQYdAKY1fvx4BQQE6D//+Y8iIyN18eJF+fr66tVXX9WwYcNUuXJlo1sEiiR/f38NGjRIO3bs0P79+7VlyxZZLBZVr15dzz77rEJCQtSkSROj2wSAm2LQAWBqTzzxhJ544gmj2wCKldq1a+uTTz4xug3AVGbPnq3Zs2cb3YZT4RwdAAAAAKbDoAMAAADAdBh0ADuL3LJBA9u1UEhQgBbPnHrDddvXrFSX+lUVtfd3B3YHFH1kCLAe+YEzY9AB7CgjI0OzRg/XiFnf6JMVG7V15TKdiDqUa92l8+e1cu7nquPf2IAugaKLDAHWIz9wdgw6gB1F7YmUt28tedeoKTd3d7V47HHtDF+Ta938KaHq3D9E7u4lDegSKLrIEGA98gNnx6AD2FFyYoIq+VTNvu3h7aOkxPgca47u26NT8XFq0qqNo9sDijwyBFiP/MDZcXlpwECZmZma/eF7evmDT/Jdu3bhPK37bp4kKS3ljH0bA4oJMgRYj/zA7Bh0ADvy8PLWqfi47NvJCfHy9PLJvn3pwnkdP3xAo57pIkk6c+ovffhSXw2bPlt+Df1zPFdQ994K6t5bkjTuqWAHdA8YjwwB1iM/cHYMOoAd+TVspPiYaCXGHpdHFW9tXbVMg8dPy95eumw5zf5lX/btUU930TNvjsr1AQM4KzIEWI/8wNkx6AB2VMLVVf1HjtWYfr2UmZmhwC495FunnuZPCZVfA381C2xrdItAkUaGAOuRHzg7S9iBuCyjmwBwa8Y9FayIiAij24AT8Wvgr9Cw1Ua3YTNkCI5EfgDrFSY/XHUNAAAAgOkw6AAAAAAwHQYdAAAAAKbDoAMAAADAdBh0AAAAAJgOgw4AAAAA02HQAQAAAGA6DDoAAAAATIdBBwAAAIDpMOgAAAAAMB0GHQAAAACmw6ADAAAAwHQYdAAAAACYDoMOAAAAANNh0AEAAABgOgw6AAAAAEyHQQcAAACA6TDoAAAAADAdV6MbAMwucssGfTl2pDIzM9W6a0898cLAHNuXf/WZwhd9K5cSrirv4amXxk5UlWrVDeoWKFrID1A4ZAjOjD06gB1lZGRo1ujhGjHrG32yYqO2rlymE1GHcqypfWcDhS76UZOWh6t52/aaO36MQd0CRQv5AQqHDMHZMegAdhS1J1LevrXkXaOm3Nzd1eKxx7UzfE2ONQ2bP6CSpW6XJNX1b6ykhHgjWgWKHPIDFA4ZgrNj0AHsKDkxQZV8qmbf9vD2UVLijT9EwhfNV+OHAh3RGlDkkR+gcMgQnB3n6ABFxKblYTqyb4/GzA3Lc/vahfO07rt5kqS0lDMO7Awo+vLLj0SGgJvhMwhmxKAD2JGHl7dOxcdl305OiJenl0+udb//vFlhn07WmLmL5eZeMs/nCureW0Hde0uSxj0VbJ+GgSLElvmRyBCcD59BcHYcugbYkV/DRoqPiVZi7HGlpaZq66plahoYlGPN0f179dk7QzVs+myV96xkUKdA0UN+gMIhQ3B27NEB7KiEq6v6jxyrMf16KTMzQ4Fdesi3Tj3NnxIqvwb+ahbYVl9/PEaXL17QhMEvSJIq+VTTWzPmGNw5YDzyAxQOGYKzs4QdiMsyugkAt2bcU8GKiIgwug04Eb8G/goNW210GzZDhuBI5AewXmHyw6FrAAAAAEyHQQcAAACA6TDoAAAAADAdBh0AAAAApsOgAwAAAMB0GHQAAAAAmA6DDgAAAADTYdABAAAAYDoMOgAAAABMh0EHAAAAgOkw6AAAAAAwHQYdAAAAAKbDoAMAAADAdBh0AAAAAJgOgw4AAAAA02HQAQAAAGA6DDoAAAAATIdBBwAAAIDpMOgAAAAAMB0GHcDOIrds0MB2LRQSFKDFM6fm2p6WekUThryokKAADevWXidjTxjQJVB0kSHAeuQHzoxBB7CjjIwMzRo9XCNmfaNPVmzU1pXLdCLqUI414Yvmq0y5Cpq29md16PO85k5436BugaKHDAHWIz9wdgw6gB1F7YmUt28tedeoKTd3d7V47HHtDF+TY82O8DVq1elJSdL9bTto7/atysrKMqJdoMghQ4D1yA+cHYMOYEfJiQmq5FM1+7aHt4+SEuNzrjn5z5oSrq66vWw5pZxJdmifQFFFhgDrkR84O1ejGwBQMGsXztO67+ZJkmIOHZBfA3/Dejl7OknlK3pS20lqS1JsdJRhtW2lqGTIWd9HRr+HjaxPfmzHmd9Hzlq7MPlh0AHsyMPLW6fi47JvJyfEy9PLJ+eaKlfXeHpXVUZ6ui6mnFPZCh65niuoe28Fde8tSXqzSzuFhq22b/M3YWR9ahvjzS7tDKlrxgxR2xhGv3YjkB9z1Xfm2tbi0DXAjvwaNlJ8TLQSY48rLTVVW1ctU9PAoBxrmgUGaePS7yVJ29esUIPmLWSxWIxoFyhyyBBgPfIDZ8ceHcCOSri6qv/IsRrTr5cyMzMU2KWHfOvU0/wpofJr4K9mgW3VumtPTXnzFYUEBahM+QoaMnGG0W0DRQYZAqxHfuDsGHQAO2vSsrWatGyd476er7yZ/bN7ydv0+uSZt/Scbbr1tklv1jKyPrWdr77ZMkRt56tPfmyH9xG1b4Ul7EAc1xAEAAAAYCqcowMAAADAdBh0gCIscssGDWzXQiFBAVo8c2qu7WmpVzRhyIsKCQrQsG7tdTL2hMNqL//qMw1q31JDOrbWu3276eSfsTarXZD612xfs1Jd6ldV1N7fHVp724/LNah9Sw3q0EqTXnvJYbX/iovVqGe66vXOj2hIx9batSncZrWnDR+iZwMaanDww3luz8rK0hfvv62QoAAN6dhaR/ftsVltezAyPwWpb88MkR/yYwvO+hnkrPkpSH17Zche+WHQAYqojIwMzRo9XCNmfaNPVmzU1pXLdCLqUI414Yvmq0y5Cpq29md16PO85k5432G1a9/ZQKGLftSk5eFq3ra95o4fY5PaBa0vSZfOn9fKuZ+rjn9jh9aOO3ZUS2ZO1dhvl2nyio16bvhoh9VeNGOyAh4N1vglP+nViTM06723bFJbklp17q6Rs7654fbdm9crPiZa/1mzTQNGh2qmDWvbmpH5KWh9e2WI/JAfW3DWzyBnzU9B69srQ/bKD4MOUERF7YmUt28tedeoKTd3d7V47HHtDF+TY82O8DVq1elJSdL9bTto7/atysoq/Gl3BandsPkDKlnqdklSXf/GSkqIz+up7FZfkuZPCVXn/iFydy/p0Nrrvv9G7Xr1VZnyFSRJ5T0rOay2xWLRpfMpkqSLKefkUcXLJrUl6e5mzVWmfMUbbt8ZvkYtH+8qi8Wiuo2a6MK5szp9MtFm9W3JyPwUtL69MkR+yI8tOOtnkLPmp6D17ZUhe+WHQQcoopITE1TJp2r2bQ9vHyUl5vyLPPnkP2tKuLrq9rLllHIm2SG1rxe+aL4aPxRY6Lq3Uv/ovj06FR+nJq3a2KxuQWvHHTuquGNHNbxnRw3r3kGRWzY4rHb3l1/T5uWL9XzLJhr74tPq9/ZYm9S2pj9P76pKSkxwWP1bYWR+Clr/erbMEPm5cW3yU3DO+hnkrPkpaH2jMmRtfhh0ABTKpuVhOrJvjx7vN8BhNTMzMzX7w/fUd+g7DquZo356huJjojX66zANmTBdM0a+rgvnzjqk9paVS/Vw526atWmXRnw2V1OGDlRmZqZDasM+HJ0h8kN+zIT8OC4/UvHLEIMOUER5eHnrVHxc9u3khHh5evnkXFPlnzUZ6em6mHJOZSt4OKS2JP3+82aFfTpZb02fLTcb7r7Pr/6lC+d1/PABjXqmi/4deK8O/b5bH77U1yYnhBbktXt6+6jZw0FydXOTV3VfVa11h+Jjoh1SOzxsvgIeDZYk1bunqVKvXFHKadvshbjV/pIS4uTp5e2Q2rfKyPwUtL5knwyRnxvXJj8F56yfQc6an4LWNypD1uaHQQcoovwaNlJ8TLQSY48rLTVVW1ctU9PAoBxrmgUGaePS7yVJ29esUIPmLWSxWBxS++j+vfrsnaEaNn22TY8RLkj90mXLafYv+/Tp+h36dP0O1fVvrGHTZ8uvob/da0vSvW3aad+O7ZKkc6eTFHfsiLyq+zqkdmWfatqzfaskKfbIYaVduaJyHp6Frl0QzQKDtGnZImVlZenQb7t0e9lyqmjDcxxsycj8FLS+vTJEfsiPLTjrZ5Cz5qeg9Y3KkLX5cbV7ZwCsUsLVVf1HjtWYfr2UmZmhwC495FunnuZPCZVfA381C2yr1l17asqbrygkKEBlylfQkIkzHFb764/H6PLFC5ow+AVJUiWfanprxhyH1beXgtRu1KKVftu6SYPat5SLSwk988ZIla1Y+H/FLEjtPkPf0YyRr2vFnFmyWKSXP5hks1/OJ746QPt2blfK6WQ937KJug98TRnp6ZKktj2eUeOWrbV7c7hCggJU8rZSChk3ySZ17cHI/BS0vr0yRH7Ijy0462eQs+anoPXtlSF75ccSdiDONpeYAQAAAIAigkPXAAAAAJgOgw4AAAAA02HQAQAAAGA6DDoAAAAATIdBBwAAAIDpMOgAAAAAMB0GHQAAAACmw6ADAAAAwHQYdAAAAACYDoMOAAAAANNh0AEAAABgOgw6AAAAAEyHQQcAAACA6TDoAAAAADAdBh0AAAAApsOgAwAAAMB0GHQAAAAAmA6DDgAAAADTYdABAAAAYDoMOgAAAABMh0EHAAAAgOkw6AAAAAAwHQYdAAAAAKbDoAMAAADAdBh0AAAAAJgOgw4AAAAA02HQAQAAAGA6+Q4604YP0bMBDTU4+OE8t2dlZemL999WSFCAhnRsraP79ti8SaA4I0OA9cgPYD3yA2eX76DTqnN3jZz1zQ237968XvEx0frPmm0aMDpUM997y6YNAsUdGQKsR34A65EfOLt8B527mzVXmfIVb7h9Z/gatXy8qywWi+o2aqIL587q9MlEmzYJFGdkCLAe+QGsR37g7Ap9jk5yYoIq+VTNvu3pXVVJiQmFfVrAaZAhwHrkB7Ae+YHZuTqy2NqF87Tuu3mSpIRjR1S/fn1HlocTO3TkqGb/ss/oNgqF/MBIZAiwHvkBrFeY/BR60PHw8tap+Ljs20kJcfL08s5zbVD33grq3luSNO6pYEVERBS2PFAgfg38jW7hhgqaIfIDIxXVDPEZhOKA/ADWK0x+Cn3oWrPAIG1atkhZWVk69Nsu3V62nCpW8Srs0wJOgwwB1iM/gPXID8wu3z06E18doH07tyvldLKeb9lE3Qe+poz0dElS2x7PqHHL1tq9OVwhQQEqeVsphYybZPemgeKEDAHWIz+A9cgPnF2+g86rE2fcdLvFYtHzoz6wWUOA2ZAhwHrkB7Ae+YGzK/ShawAAAABQ1DDoAAAAADAdBh0AAAAApsOgAwAAAMB0GHQAAAAAmA6DDgAAAADTYdABAAAAYDoMOgAAAABMh0EHAAAAgOkw6AAAAAAwHQYdAAAAAKbDoAMAAADAdBh0AAAAAJgOgw4AAAAA02HQAQAAAGA6DDoAAAAATIdBBwAAAIDpMOgAAAAAMB0GHQAAAACmU6BBJ3LLBg1s10IhQQFaPHNqru1/xcVq1DNd9XrnRzSkY2vt2hRu80aB4or8AIVDhgDrkR84M9f8FmRkZGjW6OEa9eUCeXr5aOiTj6lZYFvV8KubvWbRjMkKeDRY7Xr20YmoQxr7Qm81Wb/Dro0DxQH5AQqHDAHWIz9wdvnu0YnaEylv31ryrlFTbu7uavHY49oZvibHGovFokvnUyRJF1POyaOKl326BYoZ8gMUDhkCrEd+4Ozy3aOTnJigSj5Vs297ePvo8O+7c6zp/vJrGt2vp1bN+0pXLl3UO18utH2nQDFEfoDCIUOA9cgPnF2+g05BbFm5VA937qaOz/1bByMjNGXoQE36YYNcXHLuMFq7cJ7WfTdPkpSWcsYWpYFij/wAhUOGAOuRH5hZvoeueXh561R8XPbt5IR4eXr55FgTHjZfAY8GS5Lq3dNUqVeuKOV0cq7nCureW6FhqxUatlqVK1cubO9AkUd+gMIhQ4D1yA+cXb6Djl/DRoqPiVZi7HGlpaZq66plahoYlGNNZZ9q2rN9qyQp9shhpV25onIenvbpGChGyA9QOGQIsB75gbPL99C1Eq6u6j9yrMb066XMzAwFdukh3zr1NH9KqPwa+KtZYFv1GfqOZox8XSvmzJLFIr38wSRZLBZH9A8UaeQHKBwyBFiP/MDZWcIOxGUZUXjcU8GKiIgwojSckF8Df4WGrTa6DZshP3A0MgRYj/wA1itMfgr0haEAAAAAUJww6AAAAAAwHQYdAAAAAKbDoAMAAADAdBh0AAAAAJgOgw4AAAAA02HQAQAAAGA6DDoAAAAATIdBBwAAAIDpMOgAAAAAMB0GHQAAAACmw6ADAAAAwHQYdAAAAACYDoMOAAAAANNh0AEAAABgOgw6AAAAAEyHQQcAAACA6TDoAAAAADAdBh0AAAAAplOgQSdyywYNbNdCIUEBWjxzap5rtv24XIPat9SgDq006bWXbNokUJyRH8B65AcoHDIEZ+aa34KMjAzNGj1co75cIE8vHw198jE1C2yrGn51s9fEHTuqJTOnauy3y1SmfAWdTTpl16aB4oL8ANYjP0DhkCE4u3z36ETtiZS3by1516gpN3d3tXjsce0MX5Njzbrvv1G7Xn1VpnwFSVJ5z0p2aRYobsgPYD3yAxQOGYKzy3fQSU5MUCWfqtm3Pbx9lJQYn2NN3LGjijt2VMN7dtSw7h0UuWWD7TsFiiHyA1iP/ACFQ4bg7PI9dK0gMtMzFB8TrdFfhykpMV4je3fWpOXrVbpc+Rzr1i6cp3XfzZMkpaWcsUVpoNgjP4D1CpofiQwBeeEzCGaW7x4dDy9vnYqPy76dnBAvTy+fHGs8vX3U7OEgubq5yau6r6rWukPxMdG5niuoe2+Fhq1WaNhqVa5c2QbtA0Ub+QGsZ8v8SGQIzofPIDi7fAcdv4aNFB8TrcTY40pLTdXWVcvUNDAox5p727TTvh3bJUnnTicp7tgReVX3tU/HQDFCfgDrkR+gcMgQnF2+h66VcHVV/5FjNaZfL2VmZiiwSw/51qmn+VNC5dfAX80C26pRi1b6besmDWrfUi4uJfTMGyNVtqKHI/oHijTyA1iP/ACFQ4bg7CxhB+KyjCg87qlgRUREGFEaTsivgb9Cw1Yb3YbNkB84GhkCrEd+AOsVJj8F+sJQGGPq1Knq1q2b7rzzTnl6esrNzU2VK1dWmzZtNG/ePGVlGTKjAkVeWlqawsPD9dprr6lp06YqV66c3N3dVa1aNXXt2lUbN240ukWgSDt48KAmT56s3r17q379+nJxcZHFYtGiRYuMbg0oVr799ls9+OCDKl++vMqUKaOmTZtq2rRpyszMNLo1p2CTq67BPj766COdPHlSDRo0UEBAgEqXLq2YmBitX79e4eHhWrRokRYvXiwXF+ZV4HqbNm3SI488Ikny9vbWQw89pNKlS2v//v0KCwtTWFiYRo4cqdGjRxvcKVA0zZgxQ5MnTza6DaBYCwkJ0fTp03XbbbepdevWcnNzU3h4uF5++eXs3+P4Hc6++NMtwhYsWKDTp09r9+7d+uGHH7RgwQJt375de/fulZeXl5YtW6Y5c+YY3SZQ5Li4uKhLly7avHmz4uPjtWLFCi1cuFB79+7VggULVKJECY0ZM0YbNvB9EUBeGjRooDfeeEMLFy5UVFSUWrZsaXRLQLESFham6dOny9vbW3v27NGKFSu0ZMkSHT58WHfeeaeWLFmiqVOnGt2m6THoFGEtWrRQ6dKlc91/9913KyQkRJL0008/ObotoMgLDAzUokWL9OCDD+ba1r17d/Xt21eSNG/ePAd3BhQP/fv3V2hoqLp166Y77rjD6HaAYueDDz6QdPXonDp16mTf7+XlpRkzZkiSPvzwQw5hszMGnWLK1fXqUYclS5Y0uBOg+LnnnnskSbGxsQZ3AgAwm9jYWO3atUvu7u568sknc21v2bKlqlWrpoSEBP3yyy8GdOg8GHSKoejoaH366aeSpI4dOxrcDVD8HD58WJLk4+OTz0oAAG5NZGSkpKtH4JQqVSrPNc2aNcuxFvbBxQiKga+++kqbNm1SWlqaYmNj9fPPPyszM1PDhw9X586djW4PKFYSEhI0e/ZsSVKXLl2MbQYAYDrR0dGSpJo1a95wja+vb461sA8GnWJg27ZtOS464OrqqjFjxujVV181sCug+ElPT1fv3r119uxZtW7dWsHBwUa3BAAwmfPnz0tSnudZX1OmTBlJUkpKikN6clYculYMfP7558rKytLFixe1b98+DR48WO+++66aN2+uuLg4o9sDio1///vfCg8PV40aNbgQAQAAJsegU4yUKlVKd911lz7++GN98MEH+v333/Xyyy8b3RZQLAwaNEhffPGFvL29FR4eLm9vb6NbAgCY0LW9NRcuXLjhmmt7fcqWLeuQnpwVg04xde3yuD/88IPS0tKMbQYo4l577TVNmTJFlStXVnh4eI5LfQIAYEu1atWSJMXExNxwzYkTJ3KshX0w6BRTFStWlKurq9LT05WcnGx0O0CR9eabb2rixIny9PTUunXrdNdddxndEgDAxK59hcG+fft06dKlPNfs3Lkzx1rYB4NOMbV582alp6erQoUKqlSpktHtAEXSsGHD9PHHH6tixYr66aef9H//939GtwQAMLkaNWqocePGSk1N1ffff59r+6ZNmxQbGytvb2/df//9BnToPBh0iqitW7dqxYoVSk9Pz7Vt27Zt6tevnySpX79+KlGihKPbA4q8t99+Wx999JEqVKign376iX81AwA4zFtvvSVJGjp0qKKiorLvP3nypF566SVJV/8xzsWFX8XtictLF1FRUVF69tlnVaFCBTVu3Fje3t5KSUnRkSNHtH//fklS+/btNWbMGIM7BYqe5cuXa+zYsZIkPz8/TZ06Nc919evX17BhwxzZGlAs7N69O/uXMUnZnzvDhw/X+PHjs+/nW92BvHXt2lUDBgzQjBkz1LBhQ7Vp00Zubm4KDw/XuXPn1KlTJy4o5QAMOkVUy5YtNXLkSG3ZskWHDx/Wzz//rKysLHl7e6tLly7q3bu3OnXqZHSbQJF0/XlrERERioiIyHNdy5YtGXSAPJw7d06//vprrvsPHz5sQDdA8TR9+nS1aNFC06ZN06ZNm5SRkaH69evrueee04ABA9ib4wAMOkVU7dq1NXr0aKPbAIqlvn37Zl+ZEMCta9WqlbKysoxuAyj2evXqpV69ehndhtNilAQAAABgOgw6AAAAAEynQINO5JYNGtiuhUKCArR4Zt4n9UrS9jUr1aV+VUXt/d1mDQLFHfkBCocMAdYjP3Bm+Q46GRkZmjV6uEbM+kafrNiorSuX6UTUoVzrLp0/r5VzP1cd/8Z2aRQojsgPUDhkCLAe+YGzy3fQidoTKW/fWvKuUVNu7u5q8djj2hm+Jte6+VNC1bl/iNzdS9qlUaA4Ij9A4ZAhwHrkB84u30EnOTFBlXyqZt/28PZRUmJ8jjVH9+3Rqfg4NWnVxvYdAsUY+QEKhwwB1iM/cHaFvrx0ZmamZn/4nl7+4JN8165dOE/rvpsnSUpLOVPY0kCxR36AwiFDgPXID8wu30HHw8tbp+Ljsm8nJ8TL08sn+/alC+d1/PABjXqmiyTpzKm/9OFLfTVs+mz5NfTP8VxB3XsrqHtvSdK4p4Jt8gKAooz8AIVDhgDrkR84u3wHHb+GjRQfE63E2OPyqOKtrauWafD4adnbS5ctp9m/7Mu+PerpLnrmzVG5AgI4I/IDFA4ZAqxHfuDs8h10Sri6qv/IsRrTr5cyMzMU2KWHfOvU0/wpofJr4K9mgW0d0SdQLJEfoHDIEGA98gNnZwk7EJdlROFxTwUrIiLCiNJwQn4N/BUattroNmyG/MDRyBBgPfIDWK8w+SnQF4YCAAAAQHHCoAMAAADAdBh0AAAAAJgOgw4AAAAA02HQAQAAAGA6DDoAAAAATIdBBwAAAIDpMOgAAAAAMB0GHQAAAACmw6ADAAAAwHQYdAAAAACYDoMOAAAAANNh0AEAAABgOgw6AAAAAEyHQQcAAACA6TDoAAAAADAdBh0AAAAApsOgAwAAAMB0GHQAAAAAmI5rQRZFbtmgL8eOVGZmplp37aknXhiYY/vyrz5T+KJv5VLCVeU9PPXS2ImqUq26XRoGihvyA1iP/ACFQ4bgzPLdo5ORkaFZo4drxKxv9MmKjdq6cplORB3Ksab2nQ0UuuhHTVoeruZt22vu+DF2axgoTsgPYD3yAxQOGYKzy3fQidoTKW/fWvKuUVNu7u5q8djj2hm+Jseahs0fUMlSt0uS6vo3VlJCvH26BYoZ8gNYj/wAhUOG4OzyHXSSExNUyadq9m0Pbx8lJd44BOGL5qvxQ4G26Q4o5sgPYD3yAxQOGYKzK9A5OgW1aXmYjuzbozFzw/LcvnbhPK37bp4kKS3ljC1LA8Ue+QGsl19+JDIE3AyfQTCjfAcdDy9vnYqPy76dnBAvTy+fXOt+/3mzwj6drDFzF8vNvWSezxXUvbeCuveWJI17KtjanoFig/wA1rNlfiQyBOfDZxCcXb6Hrvk1bKT4mGglxh5XWmqqtq5apqaBQTnWHN2/V5+9M1TDps9Wec9KdmsWKG7ID2A98gMUDhmCs8t3j04JV1f1HzlWY/r1UmZmhgK79JBvnXqaPyVUfg381Sywrb7+eIwuX7ygCYNfkCRV8qmmt2bMsXvzQFFHfgDrkR+gcMgQnJ0l7EBclhGFxz0VrIiICCNKwwn5NfBXaNhqo9uwGfIDRyNDgPXID2C9wuQn30PXAAAAAKC4YdABAAAAYDoMOgAAAABMh0EHAAAAgOkw6AAAAAAwHQYdAAAAAKbDoAMAAADAdBh0AAAAAJgOgw4AAAAA02HQAQAAAGA6DDoAAAAATIdBBwAAAIDpMOgAAAAAMB0GHQAAAACmw6ADAAAAwHQYdAAAAACYDoMOAAAAANNh0AEAAABgOgw6AAAAAEynQINO5JYNGtiuhUKCArR45tRc29NSr2jCkBcVEhSgYd3a62TsCZs3ChRX5AcoHDIEWI/8wJnlO+hkZGRo1ujhGjHrG32yYqO2rlymE1GHcqwJXzRfZcpV0LS1P6tDn+c1d8L7dmsYKE7ID1A4ZAiwHvmBs8t30InaEylv31ryrlFTbu7uavHY49oZvibHmh3ha9Sq05OSpPvbdtDe7VuVlZVln46BYoT8AIVDhgDrkR84u3wHneTEBFXyqZp928PbR0mJ8TnXnPxnTQlXV91etpxSziTbuFWg+CE/QOGQIcB65AfOztWRxdYunKd1382TJMUcOiC/Bv6OLJ/t7Okkla/oaUhto+s7a+3Y6ChD6tpSUcmP5LzvI2etLZEhW3LW95HR72E+gwqH/Bhf31lrFyY/+Q46Hl7eOhUfl307OSFenl4+OddUubrG07uqMtLTdTHlnMpW8Mj1XEHdeyuoe29J0ptd2ik0bLXVjReGkbWNru/MtY1gxvwYXZ/axiBDtkNtYxj92o1AfsxV35lrWyvfQ9f8GjZSfEy0EmOPKy01VVtXLVPTwKAca5oFBmnj0u8lSdvXrFCD5i1ksVisbgowC/IDFA4ZAqxHfuDs8t2jU8LVVf1HjtWYfr2UmZmhwC495FunnuZPCZVfA381C2yr1l17asqbrygkKEBlylfQkIkzHNE7UOSRH6BwyBBgPfIDZ1egc3SatGytJi1b57iv5ytvZv/sXvI2vT555i0VbtOt9y2ttyUjaxtdn9qOZ7b8GF2f2s5X32wZorbz1Sc/tsP7iNq3whJ2II5rCAIAAAAwlXzP0QEAAACA4sbug07klg0a2K6FQoICtHjm1Fzb01KvaMKQFxUSFKBh3drrZOwJh9Ve/tVnGtS+pYZ0bK13+3bTyT9jHVb7mu1rVqpL/aqK2vu7zWoXtP62H5drUPuWGtShlSa99pLDav8VF6tRz3TV650f0ZCOrbVrU7jNak8bPkTPBjTU4OCH89yelZWlL95/WyFBARrSsbWO7ttjs9r24Kz5KUj9a+yRIfJDfhxR36yfQeTHHPmRnPczyFnzU5D69sqQvfJj10EnIyNDs0YP14hZ3+iTFRu1deUynYg6lGNN+KL5KlOugqat/Vkd+jyvuRPed1jt2nc2UOiiHzVpebiat22vuePHOKy2JF06f14r536uOv6NbVL3VurHHTuqJTOnauy3yzR5xUY9N3y0w2ovmjFZAY8Ga/ySn/TqxBma9d5bNqktSa06d9fIWd/ccPvuzesVHxOt/6zZpgGjQzXThrVtzVnzU9D6kn0yRH7Ij6Pqm/EziPyYIz+S834GOWt+ClrfXhmyV37sOuhE7YmUt28tedeoKTd3d7V47HHtDF+TY82O8DVq1elJSdL9bTto7/atysoq/GlDBandsPkDKlnqdklSXf/GSkqIz+up7FJbkuZPCVXn/iFydy9pk7q3Un/d99+oXa++KlO+giSpvGclh9W2WCy6dD5FknQx5Zw8qnjZpLYk3d2sucqUr3jD7TvD16jl411lsVhUt1ETXTh3VqdPJtqsvi05a34KWl+yT4bID/lxVH0zfgaRH3PkR3LezyBnzU9B69srQ/bKj10HneTEBFXyqZp928PbR0mJOd+IySf/WVPC1VW3ly2nlDPJDql9vfBF89X4ocBC1y1o7aP79uhUfJyatGpjk5q3Wj/u2FHFHTuq4T07alj3DorcssFhtbu//Jo2L1+s51s20dgXn1a/t8fapLY1/Xl6V1VSYoLD6t8KZ81PQevbK0Pkp+D9kZ/C1b+eWT6DyE/B+yvK+ZGc9zPIWfNT0PpGZcja/HAxAkmblofpyL49erzfAIfUy8zM1OwP31Pfoe84pF6ePaRnKD4mWqO/DtOQCdM1Y+TrunDurENqb1m5VA937qZZm3ZpxGdzNWXoQGVmZjqkNmzP0fmRjM8Q+YEtOdtnEPmBLZEfx+VHKn4Zsuug4+HlrVPxcdm3kxPi5enlk3NNlX/WZKSn62LKOZWt4OGQ2pL0+8+bFfbpZL01fbbcbLT7Mb/aly6c1/HDBzTqmS76d+C9OvT7bn34Ul+bncxWkNfu6e2jZg8HydXNTV7VfVW11h2Kj4l2SO3wsPkKeDRYklTvnqZKvXJFKadt86+ot9pfUkKcPL28HVL7VjlrfgpS354ZIj8F74/8FK6+ZL7PIPJT8P6Kcn4k5/0Mctb8FLS+URmyNj92HXT8GjZSfEy0EmOPKy01VVtXLVPTwKAca5oFBmnj0u8lSdvXrFCD5i1ksVgcUvvo/r367J2hGjZ9tk2Pccyvdumy5TT7l336dP0Ofbp+h+r6N9aw6bPl19DfIfUl6d427bRvx3ZJ0rnTSYo7dkRe1X0dUruyTzXt2b5VkhR75LDSrlxROQ/PQtcuiGaBQdq0bJGysrJ06Lddur1sOVW04THatuSs+SlIfXtmiPzcGPmxbX0zfgaRnxsrTvmRnPczyFnzU9D6RmXI2vy42rOpEq6u6j9yrMb066XMzAwFdukh3zr1NH9KqPwa+KtZYFu17tpTU958RSFBASpTvoKGTJzhsNpffzxGly9e0ITBL0iSKvlU01sz5jiktj0VpH6jFq3029ZNGtS+pVxcSuiZN0aqbMXC/ytMQWr3GfqOZox8XSvmzJLFIr38wSSb/XIx8dUB2rdzu1JOJ+v5lk3UfeBrykhPlyS17fGMGrdsrd2bwxUSFKCSt5VSyLhJNqlrD86an4LWtxfyQ34cVd+Mn0Hkxxz5kZz3M8hZ81PQ+vbKkL3yYwk7EGebS8wAAAAAQBHBxQgAAAAAmA6DDgAAAADTYdABAAAAYDoMOgAAAABMh0EHAAAAgOkw6AAAAAAwHQYdAAAAAKbDoAMAAADAdP4fVEKVmhOY6zwAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# horizontal alignment: left; vertical alignment: top (Defaults)\n",
"fig, axes = splt.subplots(naxes=7,ha='left',va='top',figsize=(14,6),hspace=1,wspace=1,facecolor='lightblue') \n",
"fig.suptitle(\"ha = left, va = top\",fontsize=26,y=1.05)\n",
"for ii in range(len(axes)): axes[ii].text(0.45,0.45,ii,fontsize=22)\n",
"\n",
"# horizontal alignment: right; vertical alignment: bottom\n",
"fig, axes = splt.subplots(naxes=7,ha='right',va='bottom',figsize=(14,6),hspace=1,wspace=1,facecolor='lightblue') \n",
"fig.suptitle(\"ha = right, va = bottom\",fontsize=26,y=1.05)\n",
"for ii in range(len(axes)): axes[ii].text(0.45,0.45,ii,fontsize=22)\n",
"\n",
"# horizontal alignment: centre; vertical alignment: bottom (with two columns)\n",
"fig, axes = splt.subplots(naxes=7,ncols=2,ha='left',va='centre',figsize=(6,14),hspace=1,wspace=1,facecolor='lightblue') \n",
"fig.suptitle(\"ha = left, va = centre\",fontsize=26)\n",
"for ii in range(len(axes)): axes[ii].text(0.45,0.45,ii,fontsize=22)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Notes on splotch.subplots()\n",
"Note that the alignments chosen also impact the order in which each axis instance are arranged within the `axes` array that is returned. Whilst the user can specify any combination of `naxes`, `nrows` and `ncols`, the function will raise an exception if `nrows*ncols != naxes`. The only combination of `ha` and `va` that is not allowed is when both are specified as 'centre', as in addition to being nonsensical in most cases, also raises an ambiguiety in the ordering in the resulting array of subplots."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Cornerplots\n",
"Cornerplots are a useful tool for visualising multi-dimensional samples in one- and two-dimensional prokections to reveal covariances the data. These are commonplace for displaying the results of a Markov Chain Monte Carlo optimisation of a set of covariate parameters in a model.\n",
"\n",
"A basic example is shown below."
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd # for storing columns in a data frame"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"# Create some mock data\n",
"ndim = 6 # Number of dimensions in the data\n",
"nsamples = 10000 # the number of independent samples in, for example, an MCMC chain\n",
"\n",
"data1 = np.random.randn(ndim * 4 * nsamples // 5).reshape([ 4 * nsamples // 5, ndim])\n",
"data2 = (4*np.random.rand(ndim)[None, :] + np.random.randn(ndim * nsamples // 5).reshape([ nsamples // 5, ndim]))\n",
"\n",
"data = np.vstack([data1, data2])\n",
"data = pd.DataFrame(data, columns=['Alpha','Beta','Gamma','Delta','Epsilon','Zeta'])"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axes = splt.cornerplot(data,figsize=(15,15),columns=['Alpha','Beta','Delta','Zeta'],\n",
" nsamples=5000,pair_type=['hist2D','contour'],\n",
" hist_kw=dict(histtype='stepfilled',fc='darkblue',ec='black',linewidth=2,bins=25),\n",
" hist2D_kw=dict(bins=30,cmap='scicm.TkO'),\n",
" contour_kw=dict(percent=np.linspace(15,95,num=7),cmap='scicm.TkO',linestyles='-',smooth=0.6,plabel=False))\n",
"\n",
"# Use splotch.adjust_text() to modify the x/y labels and tick labels of all subplots at the same time\n",
"splt.adjust_text(which='xyk',fontsize=20,ax=axes)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Note that the user can specify what type of 2D representation of the data (either scatter, hist2D or contour) should be displayed on one (or both) of the off-diagonal corners. To modify the arguments of these individual plot types, simply parse a corresponding keyword dictionary for each, i.e. `scatter_kw`, `hist2D_kw` or `contour_kw`.\n",
"\n",
"Let's now try an example with the `emcee` MCMC optimisation package."
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"import emcee\n",
"\n",
"# Define the log probability function to minimise\n",
"def log_prob(x, mu, cov):\n",
" diff = x - mu\n",
" return (-0.5 * np.dot(diff, np.linalg.solve(cov, diff)))\n",
"\n",
"ndim = 5\n",
"np.random.seed(42)\n",
"means = np.random.rand(ndim)\n",
"\n",
"# Create a covariance matrix across the N-dimensional space\n",
"cov = 0.5 - np.random.rand(ndim**2).reshape((ndim, ndim))\n",
"cov = np.triu(cov)\n",
"cov += cov.T - np.diag(cov.diagonal())\n",
"cov = np.dot(cov, cov)"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
"## Now let's perform the MCMC optimisation\n",
"nwalkers = 32\n",
"p0 = np.random.rand(nwalkers, ndim) # a matrix of 32 walkers each with 5 random guesses for the parameters\n",
"\n",
"sampler = emcee.EnsembleSampler(nwalkers, ndim, log_prob, args=[means, cov])\n",
"\n",
"state = sampler.run_mcmc(p0, 100)\n",
"sampler.reset()\n",
"\n",
"sampler.run_mcmc(state, 10000)\n",
"samples = sampler.get_chain(flat=True)\n",
"\n",
"samples = pd.DataFrame(samples,columns=[\"Alpha\",\"Beta\",\"Gamma\",\"Delta\",\"Epsilon\"])"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axes = splt.cornerplot(samples,figsize=(12,12),nsamples=5000,pair_type='contour',\n",
" labels=['alpha, $\\\\alpha$','beta, $\\\\beta$','gamma, $\\\\gamma$','delta, $\\\\delta$','epsilon, $\\\\epsilon$'],\n",
" hist_kw=dict(histtype='stepfilled',fc='green',ec='black',bins=40),hspace=0.1,wspace=0.1,\n",
" contour_kw=dict(smooth=1,percent=(25,50,75,90),cmap='scicm.Green_r',plabel=False))\n",
"\n",
"splt.adjust_text(which='xyk',fontsize=16, ax = axes)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Adjusting Text in Splotch\n",
"Text within plots can be treated as its own separate entity. As such, Splotch provides the `adjust_text()` function as a way to have overarching control over all text objects within a plot. This function can apply one (or many) adjustments to the text properties of any number of text instances. The different types of text instances accessible by `adjust_text()` are specified using the `which` argument and include:\n",
"\n",
"\t* 'x'|'xlabel' : x-axis label \n",
"\t* 'y'|'ylabel' : y-axis label \n",
"\t* 't'|'title' : Title\n",
"\t* 's'|'suptitle' : Super-title (Not implemented)\n",
"\t* 'l'|'legend' : Legend text\n",
" * 'L'|'legend title' : Legend titles\n",
"\t* 'c'|'colorbar' : Color bar (Limited to a single colorbar)\n",
"\t* 'T'|'text' : Text objects\n",
"\t* 'a'|'all' : All instances of all the above\n",
" \n",
" \n",
"Below, are several rather exuberant usages of the `splotch.adjust_text()` function."
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
"# Create some mock data representing two multi-variate 2D Gaussians\n",
"num = 10000\n",
"xvals, yvals = np.random.multivariate_normal([5,10],[[2,1],[1,2]],size=num//2).T"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_4272/1501298298.py:38: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n",
" fig.tight_layout()\n"
]
},
{
"data": {
"image/png": 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wJcRPCxM9NExotBdMuQ2W7FyXxB1psvP6/oPuKWc6erRD7MQwoXEhTCXYNZbs+5bkvzKkH+87VcUMN8SOd4js5RAaG8LUevvIzHZpvTWN+4H/N5v2Pk5rIX5BhOiRDqHhBne5JfXvDIk/ZfydLwAHYieEiX7CwdkiBA5kP7SkHsiQ/FuGQp8snB1CxM8IE941hKkz2HWQfdcl+UD3c+HsECJ+Vpjwro73mFdb0i9kab0lEyzQjUDs9DCxI8OExhrIQuYdl+S9nY8ZvzBCxWcinR53m97y4PPb1f2jov337BK3U9qFqYXYWRGi0xxCYwykITPXJXF7msxLHd+0RA50qP5xjMybWRo/n4S80xLa0lB7SxzbaFl3XgJnYoiaX3d8HZLfl+SDGVq+n/JzhkREZJBQMC1Fq/pelPCuDun/ZbHNlsg+DvFzIph6Q8sP+g4oaq6NEd7FIfNGluT9WchCaKQhPMUh/JpLdl5xk8/in49QcV6E7GKX1BMZbBOEhhnCk0JED3F8BdPh3ULEz4mQmeWSeioDLRAab4gc7BDZ36HxcwmyC4J9eq/6fpTwpBCpJ7OQgcg0h4rPRnEmOTR/1cdEQweqZ8SI7O2QXeiSejSDTUF4ikPlFVGcHUK0XN35vEePd6j8ahRcSP83S/YjS6je4GwfInZSuNO5iB7rUPn1KKQh/WwWd7klNN4QPS5MZD+HdZ9NYpf5eMxhqL7O+wCR/cD1gvw4RA8OU/39GK3bpEn81vtWJPNKltabvW9EnDGhgqlHhbTenCYyzSG8bahTSpJt6uhfaLSh+sYYzmYh0rOzpP+XxcQNkf1CVF8bo+UnKVL3e48//XSWxL1p4qdEqPh8hNYbc/2IQfX3YxCB5u+msA3gxiytN6eJnea9feZPklyfVCgRkbKgkenAyjeYNqYS2A3YHtgu97M2d+95WPthwP1dApycu/Ya1n6lX/q5CQuNDbHurFbsOu9662/T1N4eJ/oJh9bfgF3dy7ZbGcK7OKSeztB8ZZfA24CpLr5fsRPDuMtd1p2VgC4xqqnzt4/MrCxrjmmFLoOjztaGmt/FqfhilKbLg1XacCaGWHdWoj3wa/1dmppfxYju75A+yiH1cO9Bfvz8CJG9HRJ/TdN6XRra4rZQmsoro8SOC5N+Mkv6WW8/oYmGyq9GsS3Q+PkE7vud3yDNiI5JcaHxhsqvRXGXWhq/mMSu6Ggb3iNE9XUxKi+LdH+uCvXzzDCRKQ7p57M0fa1jlDdxS5qaW+JUnBch/VyW7BsumdneJTwlhDOmcOpRIYlb0oTGGMLbhnpMSaq8KkpotKHpqiTpxzrOramG6hvjVF4eJf1sK7bBu731l2nCOzvEzgyTnpUl8z+XyulRnC1CtN6SJvOKd8LdpZbELWkvJQr/fRYRkcGpnBdtmQL8ADgHmEpHIB2cMdsCn+yfbkmb1l+n2gNpABKQeiSLcbxRYF8KxaOWbpMfg7IZOoLN/NvX+ty+gW6BNEB2gSU9K0t4ipdiEUTi1i6TOlPQ+hsvEIse28fnWuOVjnNXWlqvT3d+bC60/jKFdS3RIzs6FTspjAkbEremuwXSQKeAOXZSGBMxtFyb6nQ7QGamS/q/WW+SoI8CMNFjw1jX0vLLVKd0CdvgnQOA2PGl/RzvbG28gP6pbKdAGsA2QeLmNCZmiB6c1480NH8rCa1QdVWM2JlhYseGSc/OkviDAmYR2QRYb2B6oC59McYcZYyZZ4xZYIy5ssD904wxrxhjMsaYU/Ju380Y84Ix5i1jzOvGmNP690R1Vr4j0541wDxgLrASuCLwHowxue0sMB/Ytv+6t2nLzukerbrLvNtMTe+lwNz3LZn5LtEjvHzp1DNZMq+73j7Xs7Rw6pEM8U9FqP1znNQTWTKzs2TecCFgadfwviFin4wQ3j6EGQIm3PkxmSFgV/nfX3p29/OVed3FZizOtr1/+AhtbgjVGbIfusTPjxRulPRGv9v7v6P3e/oFH2ktO3ltI5MdwpO6f0oI1RtM2OCMN73nsleCMz6Eu9wtOIkyM9M7B3093vXl7Ow9BlNliF/Y/XyZeu9naGLn59RdZGn5aYqq78WovDSK22Bp/k6q4AczEZHBqFwmIBpjHOBG4HBgEfCyMeZ+a+3bec0+BM4HpnfZvAU411r7jjFmM2CWMeYRa+2aUvS1nIPp57H2v+3XjBld5H5Owgug/4o3uq1gup/YpgI3tsVtfcVKLjRdkiD+6QjRgx0qL4l6+2y2JB/KeCO2rcX1q/X6NO7HlugxYSrOjcC5EWzGkn4+S+sNadxFfb9RxD4VpvKyKO46S+alLO4y65Wqs7Tn6pqIIUgtEbu6QNusN1reFtz1xNR5QZ+zeYiKz/Rycis6jtH2gcZd0Xcf2/YfP7uHQL2tXaWh4CzHtvurcsfsYbKiu8q7fX3SePwI5b7HiuzlTSLtiano/qEv/VIW22Qx1cbLufdx/gpJpJsJ2xgOzqBcpKNcFtsIsjhOUKV63jbGBX1K1WctwiK9mAossNa+B2CMuQs4AWgPpq21H+Tu6zTkYa2dn/f7x8aY5cAIvEHafle+wbTthwUtjRkBfBpYBfwR+NJ671P6jW30At/W69OExhnCk0PETgwTPzWCqTbdJtP55nqTwpJ3ZzD1EN7FIXq4Q/TQMM6WIdadmYDevrV3vCoT7krLuvNbu40+t43iBmWGmu4T+Bwvj9v28X9P28S61FMZmr/h77zYRm+b0AjTZ6m9tv03HNpSML3FL9ucO+awwt9MtN1e8INYP2o7ny2/SJH8a7CvOqq+HcNUG9wGS+yEMOnHsmRe1dC0iGwiBvbtbrgxZmbe9ZustTflfh8LfJR33yJgr6AHMMZMBaLAu0X3sg/lnDPdHy7Fy/K8EWsH13rTg4y7yJJ6IOtNfmu2RKcFTEjugW3wKjU0fytFemYWZ1wIZ8veU1BMHYRqDZk3st3TOCrA2a64P5vI5O7bhXcJYcKG7Pze373chRZ3nfVSN3yemsxb3j4j+/S9QVvb8G7r+ZbQAtlFLmaEITSu+3kO7+7tv6/H60vbLgo8vLbVE4M+nthZYSL7OCQfztB4aQKyXtUaU2jGRhZMH7tvujg56Ja6F5HBzVo7YBdgpbV2j7zLTX31LwhjzBjgduAC2x+DtD0YvMG0MfsCBwCzsPbJDd0d6Sw0xhDarHuwZWoMRMEGK5TRIQLOLgVe1g6Y2tyoaB8rC9oGsK0WZ/sQVOTd4UDlZVFC9cUtDR2/IIKpybshChVf8NIqUg/2MXqaheS9GUIjQlReHoFY9yZmWOcc4OTfM9iMJX5BpFtuMHSu5pG8N4NNWyq/HCU0vsDjC0N4V39vF6l/ZTAhQ8UlkU7vMKbOOwcAyQfWMzEesGtzo+Cjuvc3O9clPTtL5ECH6LGFP0yEtjKd0mucHUNUfD5C9iOXlp+lcN+1tFyfJjQyROW3u59wu85ihpiCz0X7McYaQhNM4MmqIiLCYmB83vVxudt8McbUAg8C37TW/q+f+9ZJ+aZ5rA9j4sCX8aayXbdhOyOFONuEqPpRlOwcl+wHFnelJTTEEDnAwUQMrbcXl+JhYlD7uzjZj1yyc12vZFoUIlO9RU5Sz2T6Xl3QQuKvGSrOjVB7R9wrNReGyO4OptaQnpklskfw6Cj7gUvtnfFOdaadcSFSz2VJ/bvvSYKJP6RxtjbETooQ2d8hPcvFXeHVjQ6NM4R3CdH6uzTJD7xA1f3A0vKzFJVfi1J7m/c4sh9ZQnXgTHKwzZamS7xPLe5CS8sPUlR+M0rtn+Ok/+fifuhC2AtWw7s52DWWdaf3vcZ54s4M4b0dogeGcf4U8iZAxiF6SJjQUEPi9jTZ19d/gCA9M0v87AiV34iSfjKLbbHYJu+DAUDzd1LU/CpG1TdjxE51yb6dxTaCGWkIbx3C2SrEus8kyDa4mGqoutqrx918VbI91SX1jwyRPUJEDwmTOSNM8i+ZvOO7hHdwqL425qWBpKxX7eW/Hc9l9Q0xnDEh1n6ytV9XFBURKQlbPhMQgZeBbYwxW+AF0acDZ/rZ0BgTBf4B/Mlae2/puugZnMG0lyc9ErgDaxcVswNjzEXARQDOoD1NG05mjkvi9gyRySEiezuYmtwqhfNcmu9Jk/lfccGWbYWWX6WI7O4Q3jmEmWawLeAudmn+aYqUzxHRxE1pbIMldnyY2IlhbJM3MS1xU5r4Z3qfpNeT5m+lOq+AuMLS+vsUidt9jtJmofnrKdJHZYke4y2kYiq88+Z+bEn8Pk3qkc5Beer+LNn3ksTPDBOe7BCZljvP71qS93c+buqRLJkFCeJnRAhPCRGZGsYmvBJ66SczpB7rO+AHIANNX04SPyNM9PAwsVPDkIHsApeW6zKk/+NzP30d5kWXlutTxE4IEzstjIkaskvc9mDarrCsuyBB/NQwkYPCRI8Ig+NNgnTftyT+miT7rvc6q/y/KM5mIVquT3WrVtL8wxTOdiEqvhAh85pL9m1vm8StaULVENnfIbyzV4Yw+WCmUzAtIiLFsdZmjLdGyCN43+/9wVr7ljHmamCmtfZ+Y8yeeEFzPXCcMeZ71todgU8B04Bhxpjzc7s831r7ain6asroE0jvvGoef8ld63nRFmO2Bn4HLAfOx+YlDHg1Co8k4KItsVCFHRuZWFS3RXpa8lxkY6ZqHsVTNY9Ny3vJOeu1vTFmlrV2j37qTq923WYn+9D19wzEoQAYd8yOA/bYSmlwDbl21JQOATd0CqRFREREpEcWW05pHhuNwRVMw1F4y47PBGZjTEWX+9sSXUN59yX7pQyfiMhGLtDoYypYfcMgI9lB9+17vxvhiGkpR4SDPCdBvlkoZZ81Qi7laLAF023vDHsAD/XSbue8+y8DXi1hn0REREQ2ChqYDm6wBdMiZafpYmUbiYjIRkLRdGCDK5i29o94Kx0WVuQERBERERGRQso7mDamLu9a/nIX1V3uW6eMeREREZH1UF51pjca5R1Mwz97uP3GLtfPAJaWtisiIiIig5tKMgQ3eJcTFxEREREpsfIembb24H7e34+BH/frPkVEREQGC6V5BFbewbSIiAyYUtblLdW+g67EGESQPpeqZnMpbYz1vFU7WsqRgmkRERERATQwXQwF0yIiIiICFkXTRdAERBERERGRImlkWkREREQ0MF0kBdMiIiIiAlgt2lIEpXmIiIiIiBRJI9MiIiIi4tHIdGAamRYRERERKZJGpkVENjLxSNWG7kLgxTNKtahJqRYeKaWNcYEX2XRoYDo4BdMiIiIiAhZNQCyC0jxERERERIqkkWkRERER8bgbugMbHwXTIiIiIgIozaMYSvMQERERESmSgmkJrPrGGPUvVAbapv6FSqpvjJVFXwar8OQQ9S9UEr8wsqG70m8qvxWl/oVKQqPNhu7KgHG2D1F9fYy6f1dQ/0IlNbfFN3SXRGRTYgfwMkgozWMTFjQIbb4mSeqhbIl6I30JjTbU/aOC5IMZWr6f2tDdkVKohOqfxzBRSD6cwa4Bd3Xv/+OEdrPEfgnpWyFz68B/6IhfGKHiMxEav5ggM7twsmX0aAdzVSP2p3F4dPB82BMZbKyqeRRFwfQmrPXmdLfbYqeFCdUYEnensY2d78u+U/yshLWnt2ITRW/eo+arUxgN3A1arb9Jkbg9jbsi2Jt7kDrMQesll0Jbf0O7WEJDIX0T2Dui3m1APNL5W538PoczIWLEyWTTJNLd/6ZLZcLIXb2+VK0ixWpG1W9FeGThD+ip2nUkWEY6kyCbSva571LVYQ5anztI+1LVgy6HmuIQ7Dkpl9rfpfrbLpfnRMqHgulNWOKW7v/xRo9xoMaQvCuDu7T/Pp26C0vzSdcus4PpmyLpwq4Cu2rTeYbNcO+nXblh+yEimy4NTAenYFqK50D87DDRY8KERhlsgyX1aJbWm9KQ6dy0/oVK0q9kabo4b1SqEuKnhYkeGm7PiXUbLNm5Lok70mTn9f0XXX1jjMgUh4Z9WjrdHj3aIXZimNC4EKYS7BpL9n1L8l8Z0o/3napihhtixztE9nIIjQ1har19ZGa7tN6axv2gc9/yUzASN6ep+GKE8J4OpgKy77kkbkmTfq7AyH4EYqeHiR0ZJjTWQBYy77gk7+3cz7av0gFix4SJHdPxp1so/cbZxlDxuSjOLiFMBDJzXFp/kyb7RoE+OBA7IUz0Ew7OFiFwIPuhJfVAhuTfMp3y2jo9ztvSVFwUITzFwQyBpkuSPX7ND95zUnVVjOZrkrhrLBXnR3C2DmHTkJmZpfU3adxFnc9r5beixI4Js/aTrd0+3Dk7hIifFSa8q+M9P6st6ReytN6SgbUFOlBjCZ8Gzv5gNgMyYJeCeT5C661pyPvmxNRC7KwI0WkOoTEG0pCZ65K4PU3mpWDf0IT3CBE/K4KzQwgTB3epJf1UltY/pSE3cGZGW+L35J2r/wP+z3u8qR9C9uHC6Rtt5weg4jMdrxGgW9pF5HCH2AlhnG1DmCi4SyypRzIk7sxA7nO1qYGa2+KEhhkaL0p0/hs0UH1DjMjuDs3fS8Ir0HjT+9hR3h97yw8Wd+pb7QnbBDpPIiIbKwXTUrSq70UJ7+qQ/l8W22yJ7OMQPyeCqTe0/KDvnN6aa2OEd3HIvJEleX8WshAaaQhPcQi/5pKdl+lzH4XEPx+h4rwI2cUuqScy2CYIDTOEJ4WIHuL4CqbDu4WInxMhM8sl9VQGWiA03hA52CGyv0Pj5xJkF3QP9kOjDTW3xHE/dkk9nMHUGqKHOlT9JEbTl5JkXskLxMJQfZ33YSD7gesFrnGIHhym+vsxWrdJk/itF+VkXsmSuBvip0XIzHdJP9PxGLqm3ziTQsTPjpN50yX1QIbQKEPkIIeaG2KsOzeB+2Fevx2onhEjsrdDdqFL6tEMNgXhKQ6VV0RxdgjRcnX35zI01lBzcxz3I28bEwPb7G84I3KQQ2Qfh/TTWdKvZAhvEyJ6SJjw7g6NF3XpXw+ixzpUfj0KaUg/m8VdbgmNN0SPCxPZzyH1BYtd3hGAmjGW6HUQGgPuXMjcB8aAGe99mEn+o+ObmNBoQ/WNMZzNQqRnZ0n/L4uJGyL7hai+NkbLT1Kk7vc3dyB6YpjKr0agFVJPZrGrLeEpIeLnRtpfR7YJbJOX8xzaGpwDIPssuAu8fbT9LKTtdRA7Jkz6lWyn15e7pOM8Vn4zSuzYMO4yl/RTWWyjJbxTiIrPRQnv4dD05SRkwTZC87dT1PwmRtX3Y6w7LwG5z6nxCyNEdndI/itD6uEsjIToA0PI7NVMdudWIo/XYJYrH1pk42Y1NF0EBdNStNDYEOvOasWu8663/jZN7e1xop9waP0N2NW9bLuVIbyLQ+rpDM1XdgnWDJjq4vsVOzGMu9xl3VkJ6JKeaer87SMzK8uaY1rbA4k2ztaGmt/FqfhilKbLu+d+RnZ3aP19isQfOj4IpB4NUXNdnPhZEZpe6dgmfmaYyBSH9PNZmr7mBTPgpd/U3BKn4rwI6eeyZN9wycx2cZdY4qdFyL7jFkzRaRPdz+k2Wh09MUzV16PEPhWmdUbHtvHzI0T2dkj8NU3rdemOYv2hNJVXRokdFyb9ZJb0s52Dx8huDq23dQT7QUQPCNM0PdFppD72qTCVl0Wp/GqUpkt7z6kNjTdUfi2Ku9TS+MUkNi+fOrxHyPuA8iVIfSuvv1d5gXT6d5C5s/Mob7KyBdvacb3yqiih0Yamq5KkH+t43KYaqm+MU3l5lPSzrdiG3h9naLSh8jIvkF53YaJTqlPF9AjxkyNUXByl5ScpaDJkbgXnKNseTPc0Gp0v/YwXGMeOCZN5pfDrInq0Q+zYMKmnMjR/N9Xpb6LtG4/YyWGS93iv2eybLq2/TVN5SZSqr0dp/k7K+wBwfpjs+y4tMzr+XmMP1GOrXC+YfqKW8JuqrCOysVMsHZxK40nRWn+dag+kAUhA6pEsxvFGgX0pFDdZuk1+DMpmKLiKky309X+h7RvoFkgDZBdY0rOyhKd46RDd7l/ikvhj5xH1zIsu2SUuzg6dz0n02DDWtbT8MtUeSLcdO3GrFxTFjg/+eTfzWrZb2kfqgQw2Ywnn98FA7NQw7kpL6/XpzufLhdZfprCuJXpk9wfqrrK9BvS9Sc/Mdkt5Sd6bIbvIJbKH02cZvNhJYUzE0HJtqlMgDZCZ6ZL+b5bQvkCFd5/Z1uLsBO58yPy5+/7sWiAXHzpbG+8DzlPZToE0eKPHiZvTmJghenDfz0v0SAcTNSTuzXSbM5D4XRrbbIl+woESD+bGTotgM9b7tqjL31vi1jTumu7PcfLODOkXskSPCBM/N0zVd71vAZquShb+mxUR2YRpZFqKlp3TPVp1l3m3mZreAyL3fUtmvkv0CC9fOvVMlszrrrfP4rI72qUeyRD/VITaP8dJPZElMztL5g23PT/Vr/C+IWKfjBDePoQZAibc+TGZId4EuXzZ+W7hIH65JbRT3vaV4IwP4S53C07OzMz0duJsG/zzbmZugQ5kvZzi/OcltLkhVGfIfugSP7+HiC4JzsTufci+47bn2Qbu3+wCKRIuZF5zccaFcLYN4S7tOY0ivJPXn8hkh/Ck7oF+qN5gwl4Kh50PoR1zfX4ZsL2/Lp2dvf2ZKlOwXrepzx1jYt+jxs52Xj8zs7o/FtsImfkukckOzgQDC/vcXXFi3gcEu8YLqgtKW5wJ3Z/j5quT1P4pTsUXvKoizT9O4r6rISuRQc2ioekiKJiWotlC1Y/a4oa+YkAXmi5JEP90hOjBDpWXeP9h22ZL8qEMrb9JQ2sf++hB6/Vp3I8t0WPCVJwbgXO9kbn081lab+g+ya2QtrQDd50l81IWd5n1SvtZiExzCG8bwkQMXWuJFDwngM2CcfJyeKtyEy5XFu6Lm6tgUUy6S0+j+jZLp9F0U+f1wdk8RMVnennCKrr3sa/ax71xe0j/sT4fc1u/42f3PqRrKrz/F9r2Z1f03bdQrfczspc3+bTnffcdTJvq3p9jm7u9rw+e68PUGkzIYIbSaXKiH3YNZGa7RI8I4a6xXp60iAx6tvgquJssBdOywdhGL/BtvT5NaJwhPDlE7MQw8VMjmGpTcOKbLy4k786QvDuDqYfwLg7Rwx2ih4Zxtgyx7sxE76OqjpdL6q60rDu/tdvoc9vI6Ppom6wXGlY4kGq7vafgvD/Yply1iKcyNH8j4Llej4GL0NDCt5teHnNt5XCoyp33lmbAxR5fDS2Fz19+zd/Y2jARorhDC9dhzq8Z6yRy5+R6yP6ttyA3QjzSe3Bqm7xjhYYZ3Pe7nzAzvO3xWuLRXMQfTgMJIuE4kWjP+99uzAHtvydGrWE5rzOqbiuGbD6xUzs3lmURz+HOh+Rneg/a45Gqjn4AHJTGHJHArjGEhsCQr9XBLzqKuq9tXur9kk5igObEamheR0HJNEE+MtRVjQ7QunT7XdbQy+zPLoLUYQ6iXGo2BxGkvnPQms3lUBe+HPog5UU501IW3EWW1ANZb0JZsyU6redRwSBsA6SfztL8rRTpmVkvjWDL3v9bN3UQqjVk3sh2C6Sp6Pj6fr20QHaRixlhCI3r3p/w7t4xsvM7hgjaRwv66a/WXWhx11nCOxbO/y6V8OQCBwtBeNfuj7mgObntd/Y3Upp502sX3tuhr4jOfcv76ezia9e9ansc4SndH6+phvA2IWzSkv1gPb9SdXMPqsDrIpR0cN8DMxGoCXCczVy4LIFtMPD5SuxrDuboNBxU4FOon2+jHo3QOs34mlQpIhuWtXbALoOFgmnZIEJjDKHNuv/HamoMRMEWO8kpAs4uBV7WjveVN9DnSoy2AWyrxdk+BBWd91F5WZRQff8EBKl/ZTAhQ8UlkU5/iaYO4hd4o5LJBzoSyG2jxbq2zwl6vmW9iX+hESEqL49ArHsTM8xffnAQkT0cIvt1fo5ip4RxxoVIz8z2vVjQfRFsGvhCAsYWCLzDtj0wB8jOs2RezxLeNkT8nAJfxtVaiHrHtPMM2dcgNA2cowv3w2xpYUjf/wmkHs5i05bYKeFuH5jiF3nfvqQezhade97GafQeU3Z44Rd25h4wUYheCVQX6He1xWybd3vYwjdbvdf+T+OwMgQ/jGPXGrgsAWO6nPPG3GMb2cs5qXUxm1uoGzz/eYqItFGah2wQzjYhqn4UJTvHJfuBxV1pCQ0xRA5wMBFD6+3FpXiYGNT+Lk72I5fsXNcLzKIQmeotSJJ6pntlhW4sJP6aoeLcCLV3xL2ycGGv7J2pNaRnZonssf5DuYk7M4T3dogeGMb5U4j0C1mvzvQhYUJDDYnb02RfzwtcWiH7lkt41xCV343ifuhNdkw/myVb5MSwxB/SOFsbYid5dY/Ts1zcFZZQvTdiHt4lROvv0iQ/WM9ZoXlSz2ao+nGM9NNZsoss4W1CRPZ1cNfaTmXXevSRAzPiMD0BtzTDyw4sCnnvZiMt7JyhsiHKutM7gsvm76aovjFGxReiRA5y2hczCY03RKZC8hxvAReA1NUQu84LPt2TLe4cL/XEjIDQVhDaEhKf93KKe+MutbRel6byq1Fq/xgn9XgWd40lMjlEeGevtnjrr4tMZcoT/rgSZ1WU5n1XQDZEeIX3qajqmVGEV8bJPmTIbGcJfxLiu0D2JYtd7i3QYsZAaFfI/hvSP8/t8LNJzHYu9q8ReDn3X8SqEPw0jvlBK/ZbrfDlSsjkguhXHS8f/8IkTMxCU+72O/M+nZ2YJn6uV0s7c+t6P2QRKSV95g1MwbRsEJk5LonbM0Qmh4js7WBqcqsUznNpvidN5n/FzYCwrdDyqxSR3R3CO4cw0wy2BdzFLs0/TZF6wF9QmLgpjW2wxI4PEzsx7C2q8VKWxE1p4gEncvUoA01fThI/I0z08DCxU8OQgewCl5brMqT/0z2NofnqFBVfjnrn7HAHEzK4y5Nk3y1yclgWmr+eIn1Ulugx3oInpsJ7LtyPLYnfp0k90r8Tz9JPZUndlyF+XoTIvg42A6knvUmn7kc+38Ufj8B7ITglBbtlYfest4LhqhA8E6Hl4c6zMN0llsbzE8TPjhCZ5hA7OYxNebdn7qZzzegVhuRnLOGTwTkQnMMAx6ubbj+A1N/Avuevm8m/eyX/4mdGiBzkeCsgLrck7kiTuC3dLznxxhqG/3xH1pzxPi17r8DGsxCC2Nw6wiu9HOf0tYbs/yzhE8DZA6gG1oFdDpm7IPtobmd7ZzAnp7HzQnBzl68qXgxj741gTkljL0rCr3P50x863gj2qSk4Po3JbWbvLPBVh4iUNWsZVOkXA8XopPUtFqqwYyMTN3Q3RDZq+cuJd62D3Zegk7vyJyD2JegEKL+CTFIK+vgmDJvsu+28Jc/6bttpAmI/CzKRblT91r7btk+E9KGUExBLde7KZQJikMdXyr+/jXHy33vJOeu1vTFmlrV2j37qTq92nDDJ3vPNgfv6aKfP7TNgj62UNDItIiIiIh6NsQamYFpEREREAKV5FEPVPEREREREiqSRaRHpN73mP/4HWv8DIeLEI8FyH4PkYPbZjwFSqkU8AF778GHfbYOciyC52Esb3/HdFoLlKy9c/prvthNG7uq7bZAcaChdnnCQ10a55AiXMp9eyowGpgNTMC0iIiIiwOBaTGWgKM1DRERERKRIGpkWEREREbBerWkJRiPTIiIiIiJF0si0iIiIiHhcDU0HpWBaRERERACleRRDaR4iIiIiIkXSyLSIDDp11f5rGidTTSXpQ5CazQtXzQ627wC1ldc2L/XdNkjt6CEV/s8xwJpW//0YVb+V77ZBHl+Q10VQowLUYd6yfnffbecse9p32yC1vCF43W2/gtTRDlpDXgaAhqYD08i0iIiIiGDtwF76Yow5yhgzzxizwBhzZYH7pxljXjHGZIwxp3S57zxjzDu5y3n9d5a6UzAtIiIiImXFGOMANwKfAHYAzjDG7NCl2YfA+cCfu2w7FPgOsBcwFfiOMaa+VH1VmoeIiIiIAJTTCohTgQXW2vcAjDF3AScAb7c1sNZ+kLvP7bLtkcB/rLWrc/f/BzgK+EspOqqRaRERERHZEIYbY2bmXS7Ku28s8FHe9UW52/xYn20D08i0iIiIiHgGdmB6pbV2jwE9YgkomBYRERERoKzSPBYD4/Ouj8vd5nfbg7ps+1S/9KoApXmIiIiISLl5GdjGGLOFMSYKnA7c73PbR4AjjDH1uYmHR+RuKwkF0yIiIiLisQN46a0b1maAS/CC4DnAPdbat4wxVxtjjgcwxuxpjFkEnAr8zhjzVm7b1cA1eAH5y8DVbZMRS0FpHiJlarAvfBCPVPlvG2BBDIBlDe/6bhvkPI+q29p320Sm0XfboIttBDFp1IG+2wZZICQRCbbYTTzi/zmMh/23XYP/RVuCLJYC8F7DLN9tR9ds47ttkPMc5DUXZGGcUkoEWAgpyPsAQCLdHLQ7EoTP+s8DxVr7EPBQl9u+nff7y3gpHIW2/QPwh5J2MEcj0yIiIiIiRdLItIiIiIgAFtwyGpreSCiYFhERERGgvNI8NhZK8xARERERKZKCaQms+sYY9S9UBtqm/oVKqm+MlUVf+kPlt6LUv1BJaLQZ8GO3OzEFtzTDg43Uv1BJ7DTvi6ZSneu+RI92qHjG4hxVwmGNn7dgHvM/sW8wyOzWTPNPPmLdne+y7r53aPnGxxu6SyIySFm8OtMDdRkslOaxCQsahDZfkyT1ULZEvSkv8QsjVHwmQuMXE2Rmuxu6O90dlMZcksS+E4K/R2ltbibzZhn2U9aLOzJNy/8twTSHiD5eCy0hnMXRXrdJHbKOxJeXEb9+FNEnageopx1av7SU9KGNVH92IqHlkYJtEqevInXGaiq/OZbwmwP/YVhEpD8pmN6Etd6c7nZb7LQwoRpD4u40tssAYPad4oO1tae3YhNFb96j5qtTmHj/77fs7Z3xfn6rAlaFSDSvab+rVOe6LPwkjo0NntGMvmR2bYGYJf6r4USeGfjAWEQ2MT7qP0t3CqY3YYlbugfT0WMcqDEk78rgLl3/v6j2Gr4rczf0UVI0aL1ku8wO2r/73s5F9ZAYERzWfLii233uwt7PSLnUdQ1SO7q9bu0if+1H1W/le99B6gMHsXDV7PXfSXUSA7R8vA6aW9pvDlKXujJU47vt9qOm+W6755BdC97+fNUDvMcbHDb6aKqjQ9pvf3Tpv9t/z4QaSQFRp4JogZrSQeolHzz6VN9tn1z6V99tgwryfMcCvPYXrnjVd9tR9f5rUgMki/kb9CHI3/bGWCN/sBtM6RcDRcG0FM+B+NlhoseECY0y2AZL6tEsrTelIdO5qXmsEfuaA1fkfaVbYeGkFByUgZEuGKhdHSc71yVxR5rsvL7/oKtvjBGZ4tCwT0un26NHO8RODBMaF8JUgl1jyb5vSf4rQ/rx3lNVav8exxnjTSeo+XXnYe+uxwGInhgmfkqY0DiDbYb0M1lafpWCAjGoGWGInxsmso9DaITBtkLm9SyJWzNk5/Q98t+WftImP1WnrW/1L1SSfiVL08XJbts1fjFBaJglciaYLYAUZF+G9I3Ays7532ZbS/goiOwaJzTKYGLgLrekn82S+GP3by4COzeJOTeFvaICRlo4OQXjXWgx8KIDt8SgofO0juj1FmcytE7rnqse2tMSPhVC20OqagmsdAg9F8e5uxrT3H16iB2WJXtKEx9PfYnssBQmFSK8tIKKWUOp+/uETm0zQ5OsO+EjWievJjs0SSjhEJtXS+3fJxB713+wCsCBaTghDVtlvXfgj0PwRBjujUI697h2zWB+3tq+Sf7v9ooKWFB4183fX0R2Z69t4svLSHx5Ga/wDgA7XnYcsZVekGNDLisPfpdV+79PYuxabMgSX1JDzVNjGfLYBIz1+pEa0cLCHzwL1jDxm/sTWdnxestEUzz09VtpHLmaQ395JqPfmcAdN/6w/f5/XvPr9t+rVtVRddGWwc6TiMhGQsG0FK3qe1HCuzqk/5fFNlsi+zjEz4lg6g0tP0j1sbWFH7VgdnKxb4Xg3xHIQra+lfAUh/BrLtl5mT72UVj88xEqzouQXeySeiKDbYLQMEN4UojoIU6fwXTy7gyRaQ6RKQ7JBzO4S3oO6isuiRDZyyH13yz2RUt497Yg3tB0abJTW2dbQ/X1cUwtZF50ST+dxdQZItMcan7r0HRlkswLvQfUmVeytN7sfYPgjAkVTNXpTezkMJH9Ifsc2FchtAOED4XQ1pD8tO0I5oDwceAcAOnZLpmXLYTA2S5E/MwIkX0c1n0mAd0/WwR3chp2z8BTYXg5DDtlMUdlsLtm4ZJKWNv3POnw+ZbIp8GuhewLEG2qwm6Rxj2lGbtnkvDlwzCtHftxt0mRuWY11Foib9dR8dJwbMwlPbaFtacu7BRMp7ZoZPn/vYFbnSH+Wj2VLw3HrUnTsudKWr/3KiNm7EjFq0P9PdZPJzFnprBrDDwRgVZgzyzmwhR2jyx8vQIyBpaGsH+Kwq5ZzK5Z7CNhWJbr/9Kez0fkiVpMc4jM3s2E/1dF6P0YQ2ObAeC0eLnW1nF59/KnWbfLUmIf1zD0+YmYdIimHZaz/Py3SGy9hjG/2Q2A6IpKRt+8Cx9/+RU+vvhVNr9mb4zrHf+l0x5h3ehV7PLgAYx+xztfOz+4P4t2nU/DuOVs/8SeRFq9ibDR1jgfscrfORKRDUsD04GVbzBtTCWwG7A9sF3uZ1vS4HlY+2EP20WBvYG9cttshvc4VwNvA/dh7asl7PkmIzQ2xLqzWrHrvOutv01Te3uc6CccWn8DdnUvG2/heoH0f8Pw3Yr2m5ub14IBE2z16E5iJ4Zxl7usOysBneNZTF3f2yfvzmCqDZEpDqkHM71OQAzvGGLt2Qnssty7j5Om+oYYkT0cnB1CZN/ObetA1Q9imApouiTZaZ9muKH2DzGq/i/G2pNaoZf4ODPbJTPbJTwlhDOmcKpObyJ7OyQ/B/a9jqA5cpUlfDg4+0P2ybxj3QHpayGR7PzBKHqcQ9X/xYidFCZ5R3EfeDrZMwOXVsICp/0m+4UE5uQ09jMp+HnvSfGhyV4gnX0TUl8DmgyV1d5bRfawFrKXryV7dhPh33u32bAl8401UGtxfjqEUbN26bS/zNCOF40NWVZ+ZQ5uPMvIq3chPmdI+311d01k2Q9ns+rz8xl7yVRMpo+gf1LWC6SXG7i4smPU/WaL/V4rZp8s9tQU/CXmBc5/isG5Sdg1C49G4LW8t+seMnXaJhxm9m4m/GI10Sdq2ax2505tlhz/Fut2WcqIR7dh3B1TMNbrhzUu7336OdYetIjql0ZTM8tLJal5aQxD/rM5aw7/kJWnzmfE3duz9oBFLN37DUbNm8DO/96/fd+7PjSN5mFrvWD6yT2pXt1xvj7i34hI+VOWR3DlXBpvCvAD4BxgKh2BdF9+CHwPOBrYEnDwkg5GAgcB12LMJf3d2U1R669T7YE0AAlIPZLFON4osC+FBrAt651CYDNAgRjYrl2//XbV+od0RyANkIXUg16AGd6h4xxE9nVwxoVI3ts9OLcrLYk7MoSGG8J7lPZPMnFPplMgDZD9l/fTTOrc1i4z4HZPp0g9kMU2WSJ7Od3uK8pjkU6BNAB/imGbgEPSEOn9nT18svcz/VOgqXN/nccqMe+GcQ/OS5PYKwGjs5gXYjhPVdBVeHVHWcHWKavIjE5Q8/DYToE0QLghRs3943HrUyR2WtPHgwQ+kfvgc2e0c/qKa+C3cWwWODrYh6OgrLGsOHw+4TVxxt3ZEUgDGBtixJ07gAuN+3Yuvzfizh2ILaxl9bHv0nD4Byw7/01ijZXs98cT2lNCREQ2VeU7Mu1ZA8wD5uJNYbvCxzZhvGlKDwLPt49gG7MZ8Fm8gPpkjPkIa+/r/y5vOgrl+LrLvNtMTR//wS4MYReEMIdksCOb4fkwvBmG2XTLtw4q9UiG+Kci1P45TuqJLJnZWTJvuAVzmNdXdm6Bc7DcC/5MXipteCcvaAmNNsQv7F4uLDTeO1/OxFCfqR7rIzvXpWsIbJd7P03X1F/H4pwANQfHCG0RwlSBcTqe19CIfgqiXi8QlDcbeNfxUhw2d2FOz5uHdgSbBudgaPt+MhPN+zQWBoa42BoX0xjC3c4LWEOz+q7FndrG2092RII1p3zQ7f7MGC9IT49r6TvVY+tcetHsAm+7i0Ow0mDGWGyV9R5/CSRHN5KtSRFbUsOSE97qdn/aJjEph+TYzpPNQmmHzW6YzAfX/Jfl578FLux3y3FUrluPr5BEpDxpaDqwcg6mn8fa/7ZfM8bv9PXfA3Owtsvwn/0YY64G6oDJwGmAgun1YAtN7m5LR+5rgNU1ML0Se04SDshgLkoBKYY0V5B8KEPrb9JePmkRWq9P435siR4TpuLcCJwbwWYs6eeztN6Qxl3Uf28UBUfQ2z4MhDoCIlPn/R49tPc/OdN9oLRf2cYCj72H5yz6PXCmQXaRIf1MFne1bf8mIXZaGHovd+xfQw+B4+rc7VV9PF91YMIQuaDjJpcCL84KFxpDUJ37wLey75H1bI0XeLfss7LXdjbuo/562+NY3cvjHWW9diUKpjPVXgpLckwjS096s8d2Ntb9E21kSRWxj2pJbNtAdHE1Y+ZoQqGICJRzMN01GPa/Xffhlo77LMY8ghdMj8GYGux61ySQYjUZ+E0cfgN2Mxd2yZA9uoX4qRFMtaHl6r4mMfbA9fKek3dnMPUQ3sUherhD9NAwzpYh1p2Z6DUvuRRssxdINX01Sfq/5b/wjdnOeoH0y7DuskRHwA1gvCou/faRpL6HPQ3N3d5XYNkENgSJYzva1VX38tm7KZcjPLzv5yHU4r1FDv/pjlTOGtZn+141G8B6j3dJgcfk9/GuB6fV+1ak7uVxbPXLA7p30V3X7bY2q49/l8S2DTjroqTGN/HmEc+z8yP7layvIrIBWA1MF6N8g+nSyf/fop+SPqUnbTVE66kkk03R1NzDZ5d3cpd/wZAHK4hOc/qlUIRtgPTT2Y7KGXs4OFuavsvuuW0TCntvFotUYCOdg59Q2Ns27ESIR7zhWzPHuy02JYbz4voHSyHj7a9wzWhLyDid7gs7XvtoOF4olbz7/sd6P7PP0TmQBpwdQph4LjAsIBKOE4kWXvmu034ci0sKZzdD+OnO6QK20iW9VRMkIbqkljVpb2Q4bGM4OJ1qXztvxYju55Aa14L7vten3eqn9HjcxkVL+JhXqNingrEvTGHusmd67uQracxxsGLifHg02OpAE4ZN7nR91aL5NG+7lGH7bUb1k2M63Zce1cqSES/jLIszNj4FcodaU/EB6/iQUbXbEB82pL19Rbjncnxro4tYyjLqKkYypHrzTvfFP67FaY7QsvUqrONisv5y9Fu3Wc3Kk+cT/biK8dfsw0dXvcBrxzxD62sRqueP6Hz8pPfcvNPyIbF1De23d6odfZshetsYWmimpUD+1ZAK/3W0P0i+67ttKQWp/R1Ibx8Mu1jW0EPNxB6Uqoa8bNysq2g6qHKegFgqbSsNNAD9PB1N/AqNMYQ26x5UmhoDUbDJAhv5EQFnlwIvawdMrXc8P6sDtk1UDI3qn1FC97/gLoLwJyG0d+E3qtCOFspkdT83F/c4neNBTD1UTu+v/I7csQ5pxd2y81cF2bOaoNoSeroCk+n9OUje5W1b9Y0oZnj3tm4sQ+vWHUFd9SujiCyvoGn3ZazbZ3H3HQ7P+7jxfBi72MDxaZjaQzL/pKyv5636SW8Bo7UnfUi2puNbF2ssa855D0JQ/eT6B2ROo/f8ZIZ3f6EbN8SIR7clXd/KR+fMwo10f0yZIQmSYzs+9GYr03x8yasY1zDmV5MJr4sx5oYpmKzh/S88T6aqSwnIJu/4qWE9fxy29VnsuAy2snTzA0REBsqmNTJtzHDg+Ny1h7XMz4bjbBOi6kdRsnNcsh9Y3JWW0BBD5AAHEzG03l5cioeJQe3v4mQ/csnOdb1VHKMQmergbBEi9UymzxUCAdKzstispeILUZwtM+25xok/Fjk7MmtIfcsS+znEfgrZNyx2gRfYm5HeQiOhsdB6It3K+W0Idi5kXwfnQKi5KUbmNRcz1BDZ2yH7oYu7ov+CIDMzRmbGSkLPVkBDCLtDCrtTGpY6OLf2vSBKZqZLy40pKr4Qoe6eOOkXsixvmYONZUgPb6Vl0moq5g1l/E+nesfLhtjsl1P46MqXWHLJq3CAA3Mcr2rIBBcmZ+HI3HGzxivd+ONWzA9bsW+G4F3He45GWNgui9nMYk+tgmTvQX9sfh01942j8YRFLJkxi8oXh2OSDondVpPevIXYnFpq7x+3nmcTKt6pxyQcGo56n2x1iop1XiGkkY9ui9MaZcx9O9G6+RpWHrqAtZMXU/P2KCINFWRqk7SMWkPrtqsZfs92xBZ752DpRa+RGd7KyNt2IL7Qqy0Z/7CWcX+ZzEfnzWLhRS+y1bUdKyfWvjWa5cfM5cMLX2LIy+MJJcI4zVG4u6OP2fMbcQ9vxflFHc5jeQs5iciGp8gosE0nmDbGAb4FVADLgTt7b24uAi4CcDah0zRQMnNcErdniEwOEdnbwdTkVimc59J8T5rM/4pMmW+Fll+liOzuEN45hJlmsC3gLnZp/mmK1AP+gmF3oaXlmhSxMyPETg5jYl6gVHQwjVfbOXGBJXwaOPtA6BOA69Xjtu9A6g+Uz3clriH1DUvkM2D2NsRODeOusCQfyJC4NU3tX4KlPPTG+WcV9oU47gnN2HEZSIQI/acC5481mLX+MrGSd2TIvO4S/1SY8C4hGurfx2mJEG6IM+SJzal9frNO7ePvD2Hi/x3A6uMW0LDTR7BD1pvwujgEf+wy8v6+A5+rxJ6Shr0ycGTa+89mlYEFDva2MKz19w1G/Z+3JPpBNU1HfkzztOVYxyWyrIK6uyZS+69xvtMueuO0RBh7/RRWnvQOa6ctYk1ucuTQ5ybitEYx2RBbXncAq/f7gNUHvM/a3T7GjWcIr4sRXhFn+F+3o/Y5L8+n4Yj3adpzGdWzRlH/6BadjjPisW1Zt8My1u65iGVHzWXUw9sDUPvGGMbeOZmVB73L8iPnYSMu0RVVcLff6qYisqFYlDNdDLPRDM561Tz+krvW86ItPW9/Gd6odAa4DGt7nsreRSxUYcdGJgY6nGwaCucsDy5B8iqHVI3y3da5wOKe1UT460MJvdF7mbplDcHyYvfe8lTfbXvNmV4PXXOm+1NvOdNdVYX8B7G9TUBcn/0CvLnqKd9tg+RM18c367tRzvsNr/huG1Q8UpoygYl0obJJha1tWtp3o077Lk3OdJD3xU0hb/u9ZC+1PX0wxsyy1u7RT93p1fabbWf/cOGvB+JQAOz3/cMG7LGV0qYx5GrMZ/ACaRf4fpBAWkRERGSTYFXOoxiDP5g25mzgLLxvL2Zg7dMbuEciIiIiZUmxdHCDu5qHMacCF+au/Qpr/70huyMiIiIig8vgHZk25gTgi7lrN2Ht3zdkd0Sks/CdNXCn/9xfEREpPY1MBzc4g2ljjgS+nLv2J6z9S2/NRYoVdPJMkIk58aj/CU1ti+P0dx+Kae9XMuV/YtWEkbv23SjPkqb5vtuOqts60L5LYVLVboHav7DK/5dsh408MVhnfPogsShQ+y16WUinqyDPX0PiY99t9xp5jO+2AM8survvRjlBJk0mMv5f+0EEec8IqlQTBYNMWoZg73UiA6W8g2lj6vKu5Q9hVXe5b117zWhjpgFfAwxwF9beWvJ+ioiIiAwGGpoOrLyDafhnD7ff2OX6GUBbTaDP05ELfmRulLonV2HtW8V3T0RERGTwUCwdXLkH08XIn1RZ30fbSCk7IiIiIiKDW3kH09YeXMQ2p5egJyIiIiKDm0XLiRehvINpERERERkw1lU0HdTgrjMtIiIiIlJCGpkWEREREY8GpgNTMC0i/SYRoHZ0EBOGjQnWj0yj77bjKrcP2h1fRkRG+G7b4rYE2vfx40713bYy6vhuWxH3/2Xl7uN38N0W4OGXFvpu2xr3//wFea4XtvqvXw0QC1C3OcjraFHLXN9tlzUs8N12wojdfLcFWLjiVd9tg9SDDlILulT1q0UGkoJpEREREfHmH2pkOjAF0yIiIiIClvY18MQ/TUAUERERESmSRqZFRERExKOB6cAUTIuIiIgIoJzpYijNQ0RERESkSBqZFhERERFAI9PFUDAtgcUjVb7blrKGaLn0I4h4gLq1QWo2B6kBW6pa0ACTxx/ju21LZp3vtnvU7hWoH5uPqPTd9uGFs3y33aFyku+2ldGI77ZbbTHcd1uAJ9780H/jAC/95qz/xjus28L/joGjpk7w3fYnjzztu+2QuP8a5NOG7++7LcDb0bG+265MLQ60b7+C1I5ettZ/TWqAuurRvtsmA7xvlMt7c7n0Y6OjaDowpXmIiIiIiBRJI9MiIiIi4tWZdjd0JzY+GpkWERERESmSRqZFRERExKOU6cAUTIuIiIgIFs0/LIbSPEREREREiqSRaREREREBLFZD04EpmBYRERGRXJ7Hhu7ExkfBtARWLsXtg/SjXIr3r2leVpL9BlkMplxUhGt8t/0gsSjQvpuXjvDdtjLkvx9BtKTSvttGKysC7XtEpD5od3zZb8vxvtvGKk2gfT/80kLfbU/f8nTfbVtSWd9tZ6553XdbgI+b5gVq71ciHWBBpgr/C6sEfX+JB1mIJciCUxvh/xEi60PBtIiIiIgAmoBYDE1AFBEREREpkkamRURERATQyHQxNDItIiIiIh5rB+7SB2PMUcaYecaYBcaYKwvcHzPG3J27/0VjzMTc7RFjzG3GmDeMMXOMMd/o/xPVQcG0iIiIiJQVY4wD3Ah8AtgBOMMYs0OXZhcCDdbarYFrgZ/kbj8ViFlrdwZ2Bz7XFmiXgoJpEREREQHKamB6KrDAWvuetTYF3AWc0KXNCcBtud/vBQ41xhi8An9VxpgwUAGkgHX9dIq6UTAtIiIiIl4I6g7gBYYbY2bmXS7K681Y4KO864tyt1GojbU2A6wFhuEF1s3AEuBDYIa1dnXR56UPmoAom4RS1aQOWt85SB3YUfVbBdp3qUwYNtl3Wxug2n9VqNZ32+N2neS7LcAb8xp9t51Qt7XvtiubEr7bNmeTvtsu/yjjuy3AYSeMDNTer8fuW16S/QLMa5zlu+2k+mN9t71/0V99t42Hg/29BqkHvdfIY3y3ffS9WwL1w68hVaMCtU8EqDNdqhr5sslbaa3dowT7nQpkgc2AeuBZY8xj1tr3SnAsjUyLiIiISG4BxPJJ81gM5K8kNS53W8E2uZSOOmAVcCbwsLU2ba1dDjwHlCJoBxRMi4iIiEhOGQXTLwPbGGO2MMZEgdOB+7u0uR84L/f7KcAT1lqLl9pxCIAxpgrYG5jbP2eoOwXTIiIiIlJWcjnQlwCPAHOAe6y1bxljrjbGHJ9rdgswzBizALgcaCufdyNQbYx5Cy8ov9Va+3qp+qqcaREREREBwJbRqi3W2oeAh7rc9u283xN4ZfC6btdU6PaeGGMuBe6w1jYU00+NTIuIiIjIpmwU8LIx5p7cQjEmyMYKpkVEREQkNwNxAC9lwlr7LWAbvLSR84F3jDE/NMb4KqulYFpEREREgLKagDigchMXl+YuGbySevcaY37a17bF5Uwbsz1wHLATMByI99Y/rD2sqOPIJidIjecgtaNLJRawzvSEqtG+265tXuq7bV2A/QY1PNq1Rn7PRkRG+G47p/lV322feNP/6wJgYet8323PHH+o77YV8coAvfDfdrv9gr2OtjtyS99t7/7aq77bjh/uv88jxwf772N3TvLdduE7Kd9t9xn2Cd9tg7zmAOIR/3WYg7zmgtSnj0f8t13W8K7vtt6+/f9dBalhXcqa1Bvb/xGycTDGfBk4F1gJ3Ax81VqbNsaEgHeAr/W2ffBg2pgz8NZC9zuqHSjvREREREQ2jHIbMR4gQ4GTrLUL82+01rrGmD5XkQoWTBszGfgs3iKQtwIvADcBa/DKl9QDuwOfzG3xMyDYR2URERER2TA2zWB6y66BtDHmdmvtOdbaOX1tHDRn+pN4p/lWrL0daxfkbnex9mOsfQtr/wR8BmgEvoq3nKOIiIiISDnaMf+KMcbBGxz2JWgwPSn3819dbu+cymHtKuA6vGUdzwp4DBEREREZYGW2nHjJGWO+YYxpBHYxxqzLXRqB5cB9fvcTNJiuAxJYuzbvtiyFJyDOBpLAXgGPISIiIiJSUtbaH1lra4CfWWtrc5caa+0wa+03/O4n6ATERiBa4LY6jKnC2o6ps9ZajLHAsIDHEBEREZGBViYjxgPFGLO9tXYu8FdjzJSu91trX/Gzn6DB9ApgG4ypwNrW3G0LgV2A3YDn8nq4Fd6I9bqAxxARERGRDaCclhMfAJcDFwE/L3CfBQ7xs5OgwfR8vBViJgFt0frzwK7AFzBmFbAA2BJv8qEFXgt4DBERERGRkrLWXpT7efD67CdoMP0ccCxepN4WTN+Ht4DLOODGvLYGSAC3rU8HZdMSpMh+kOL9pbK2yf/CKgBDRuzmv3GAhVgSaf+LS2xR3+2brF5NjI/z3Xbmuhd9t73ynON8t73v7x/5bgtw+clH+26bbilNwaFIpeO77djd/S+IAcEWYjno0/4X3Um3ZHy3nfPIKt9tAf4x7yXfbT9z+L6+2658LuG77aSq3Xy3BeizHlaeeUue9d12uzEH+G67JrHEd9tR9b5WPm4X5P0rkfL/HhNE0PfxUi3EosVg8rgbugMDzxhzKvCwtbbRGPMtYApwjbV2tp/tg05AfBn4NHBX+y3WpoCvAE/hLb/YVtnjLeAKrH0v4DFEREREZAPYlKp55LkqF0jvDxwG3AL81u/GwUamrXWBDwrcvhq4GmPCeBU/WvJyqkVEREREylXbV5THADdZax80xnzf78bBlxPvjbUZINh3fyIiIiKy4ZXfiPFAWWyM+R1wOPATY0yMANkbwdI8jPkFxnw3QPurMKbQDEkRERERKSOb2qIteT4FPAIcaa1dAwzFK6ThS9CR6d2A1QHa7wCMDHgMEREREZEBYa1tMcbcB4wyxmyeu3mu3+37N82juxDeBx0RERERKXebYNRmjLkU+A6wjI56JhZvHZU+lS6YNiYCDAFaSnYMEREREZH182VgO2ttUfP+eg+mjRkFdC12G8aYXegogVdINXAoEMErkSebqFLWgq6r9l+HORmgRmqQeqrxaLXvtgDL1i7w3XbCsMm+21ZW1/puOyLi/7wBNGeTvtsmMo2+2776uP/FUSfU1fluC7B0rv8+7/JJ/zWex+/uv2bzrDv8v/W98Pv3fbcFGDM24rvtU39Y7LvtwrVrfbc9bFqw2tgHNvivb/6Xx9/03XZEZITvtrPX+q8FDRAP1/hvG+C9IEhN6lIKUi85SA3rRMO7xXRngxr0taMDKLNc5oHyEeD/DbCLvkamjwLO7XJbDXCtj323Bdv3Bu2UiIiIiAyw8psYOFDeA54yxjwItI/GWGt/4WfjvoLpJmB53vVReDkkK3rZxsVL7fgAeAifq8eIiIiIiGwAH+Yu0dwlkN6DaWv/Bvyt/boxTwBrsPaMoAcSERERkfK2KY5MW2u/B2CMqbTWBp7rF3Q58duAe4IeRERERETKn7V2wC7lwhizjzHmbXLl8Iwxuxpjfu13+6DLid8WrHsiIiIiImXtOuBI4H4Aa+1rxphpfjcudZ1pEREREdkItK2AuCmy1n5kTKdCdVm/2xYXTHtrlh8I7AQMA+L0XCrPYu0VRR1HRERERKS0PjLG7AtY462T8mVgjt+NgwfTxkwGvoW3IIuhY62c/GA6/7ZN9DOOiIiIyMZlEx2Z/jxwPTAWWAw8Clzsd+NgwbQxY4Ef4I1EzwL+lztYM/BrYCgwBZiMV/z6NqA10DE6jlUJ7AZsD2yX+9m2MsV5WPthH9sb4BjgE8AEvMmWi4HHgXuxNlNUvySQUhbCj5doIZYgYgEXbQliaeM7vtvuNOygkvVjRbq3Spidjavc3nfbOQ1LfLetDFX6bguw53Fb+G770G97fyvJN2lH/+di5Pb+Xxuj/Z82AKqGx3y3XbJ4tf/9Ov73+9gzy3y3DbrvIOY0v+q77XY1uwfa9/K0/9foqLqtfbdd07rUd9shFf4XWQqyKFRQa5v89zkILZZSZjbROtPW2pXAWcVuH3Rk+jS8QPo/WPsjAIy5GEhi7b9zbe7EmD2A7+Et+nJpkX2bAlxT1JbGhIHvA3vlbsng5b5snbsciDGXY21xgb6IiIiIbNSMMTfQSwaFtfZLfvYTtDTelNxB7+i1lbUzgV8B2+IF4MVaA7yIN8L98wDbXYgXSKeAH+PN0PwE8H9AI94ot/K4RURERDZdM/EyLeJ4Me47uctuBFi8JejI9HAgg7Uf5d3m9nDAx4HLgYPoK/gu7Hms/W/7NWP8fddlzFDg5Ny132HtI3n3voAxP8EbtT4EY/6Mte8V0TcRERGRQWdTSvOwuZLPxpgvAPvbXAqwMea3wLN+9xN0ZDpN9xzoVqAKb/Zjfg9TQAIYE/AYbdu7RW0H04AIXh73vwrs9zlgEd7kyMOKPIaIiIiIDA71dMzLA6jO3eZL0JHpFcB4jHGwtq3+3mJgG7xJgm+2t/RGiKvwAuqBNDn387VcQF/Iy8C4vLYiIiIim7jyWplwAP0YmG2MeRJvsHUa8F2/Gwcdmf4gt81Webe9kjvwuRjjpXt4o9SX5O73X5Kgf0zI/fyglzYL29t2qdAtIiIisilqW7RloC7lwlp7K95cu38Afwf2sQFW/Q46Mv0SXg70fsD83G1/B04AdgfuwZiP8EZ9a/Gel3sCHmN9Dcv9XNVLm5W5nxW5S0tJeyQiIiIiZctauxS4r5htgwbTT+PNeFybd/SVGPN/wDfxJijumLsnAdycy1EeSPHcz2QvbfLvKxhMG2MuAi4CcDbSVdfjkSrfbcul1meQPq9p9l/ndkjVqJLst853S0+QWq2j6v3XrV2wbqbvtlvX7uG7LcDE+DjfbSujkb4b5Ywb5b/u8LDNg/0NRqv896My6vhuO2533yl0NCz0X9u8fkKweuWVwyt8t53T8JbvtkdNndB3o5zGlcGmtSQS/tuv+Nj/+wDRsb6bNmeDvc/NXfZMoPZ+TRjmP8Nw3hLfc6BKqlT/RwR5b4Zg789SnHIaMd5YBPsfyqvL/M8Ct7+GMWfgBdIjgCbgTawtjwitCNbam4CbAGKhCr20RERERKSb/hty9SYkvt5v+yteAm8WZm/DXvn3aeEWERERkTLLZR4IxhgHeMtaG3At2g4bZ/5C71bhBdPDemkzPPezFWuVLy0iIiLCphdMW2uzxph5xpjNrbUfFrOPwRhMf4BX0WNiL23aEgMX9tJGRERERAa/euAtY8xLeOuUAGCtPd7Pxj0H08Y8vt5dy/UFawdycZTZwIHALhgT7aHWdNsMrFcGrlsiIiIi5csrjbeJDU17rlqfjXurM2366RK0lvX6ehZvpcZq4Jhu9xqzLzAe7zXTXx8YRERERDZ6dgAv5cJa+zReZkMk9/vLBBhw7S3N44webt8RuAwvYL0feI2Ous3DgF2B4/GW9L4WeNtvZ7oxJr/yWE3e79Vd7lvX/lHK2tUY8zfgdOBzGNMMPIa1LsbsBXw9t80TWPte0X0TERERkY2eMeazeOWQh+ItTDgW+C1wqJ/tew6mre1ezNGYCcAVeLnGX8faxi4tPgJexZi/Az8BpgOf99ORHvyzh9tv7HL9DCC/gO8twBZ4q9l8A5iOMS4dVTzmAr9Yj371qlzqO5dL7eggStXnILVJR9Vv1XejnNE12wTqx5CK0b7b1sc3C7Rvv4LUpIZgdaa32iLed6OcNauyvts2rfTfFqBqhf8iPTvs4//vdc4jva0F1dno7f3X0f7z7+b33SjPJ44qzWsjiD+89s9A7SfXHeC77YiI/3re8xpn+W67bO0C322DSqT81xV/7cOHfbctVY38crEx9nmw2zSzPLgYmAq8CGCtfccYM9LvxkFTMM7FWxTlZwUC6Q7efTPwFkQ5N+Ax1p+1Gbwg+hd4I+NpvG8UFgC/Ay5VFQ8RERERAZI2b46dMSZMgEyUoNU8dgVasPb9Plta+14uxcL/Uk/d93HwemxrgQdyFxERERHpwyY6Mv208VbzrjDGHA58kQDxY9Bg2stbNiaEtb2vDesVwY7i5U6LiIiISDnbBBdtybkSuBB4A/gc8BBws9+NgwbTS4FxwGHAo320PRQvkP4o4DFERERERAaEtdY1xtyGlzNtgXk2QI3AoDnTj+OVu/sKxhzRYytjDgO+kuvQfwIeQ0REREQGWFud6YG6lAtjzDHAu8AvgV8BC4wxn/C7fdCR6b/gVciYBHwdYz4DvI63hDd4pfF2xluu2+BN/rs74DFEREREZAMooxh3IP0cONhauwDAGLMV8CDwbz8bBxuZtjaNVxrvIbwPMMOBQ4BTcpdDgBG5+x4Epue2ERERERHxzRhzlDFmnjFmgTHmygL3x4wxd+fuf9EYMzHvvl2MMS8YY94yxrxhjOmtdmtjWyCd8x7Qc9W6LoKOTIO1CWAGxtwOHABsAwzJ3bsGeAd4tmCdahEREREpW+UyMG28QhY3AocDi4CXjTH3W2vzFwO8EGiw1m5tjDkdb42T03Kl7e4AzrHWvmaMGYZXJrnrMU7K/TrTGPMQcA/eKTgVbxVEX4IH0228YPneorcfxDbGxVKCLDRTSnXV/hc1CWJt09K+G+UkAyy+sLTxnUD9CLLIS1WoNtC+/dpnmO80MABWpBt8t022VAftji9LFgf7guvd9xO+207ascJ3210+6X8BjXRLxnfb7Uf5X6QEYOncpO+2Jx+9te+2z/zH/6I0QVU5/hex+e/qx3y3jYdr+m5UpLoq/+9HiZT/BWHKZSGWIP0IsihNEBvj/5eDXRmleUwFFtjcatXGmLuAE+i8svYJwHdzv98L/MoYY4AjgNetta8BWGt7enM7Lu/3ZcCBud9X4K2V4kvxwbSIiIiISPGGG2Pyl+W9yVp7U+73sXSuCLcIb95evvY21tqMMWYt3vy9bQFrjHkEL/34LmvtT7se3Fp7QX88CAXTIiIiIgIw0FU2Vlpr9yjBfsPA/sCeQAvwuDFmlrX28UKNjTFbAJcCE8mLja21x/s9mIiIiIhIOVkMjM+7Pi53W6E2i3J50nV4FeYWAc9Ya1cC5PKhp+CVeC7kn8AteKse9r4oYQEKpkVEREQEW14rIL4MbJMbNV4MnA6c2aXN/cB5wAt4VeWesNa2pXd8zRhTCaTwcqGv7eVYCWvtL4vtqIJpEREREQHKJ5jO5UBfAjwCOMAfrLVvGWOuBmZaa+/HG02+3RizAFiNF3BjrW0wxvwCLyC3wEPW2gd7Odz1xpjv4K3u3T7D21r7ip++KpgWERERkbJjrX0Ib22T/Nu+nfd7Aq+MXaFt78Arj+fHzsA5eOultKV52Nz1PimYFhEREREAbNlUmh5QpwJbWmtTxWysYFqA0tX6DFq/Okg96FKJRf3XSh5SEawudpC61GsiS3y3jYf993mH0Vv4bguw1RbDfbcNUg+6JZUN1I8g9jjQf43uIDWbX/yz/+ekosL/ArNDhjm+2wI88Noc322Pq5wUaN9+1cc3C9T+rZa3+26UM65ye99tF6yb2XejnCB/2wDLGvzXjg5SI39Zw7uB+lEqQWpYB3kvV+3ojVu5pHkMsDfxFiBcXszGwYJpY3bH2lnFHEhEREREpAwNAeYaY16mc850SUrj/QxjluIlgz+sJcNFREREBgcLuJvmyPR31mfjoMF0AhgNnAucgzGv4iWGP4u1wdb7FRERERHZwKy1T6/P9kGD6ZPwZjYeBeyEVwB7MtCMMY8D/8ba+evTIRERERHZEOwmOQHRGNMI7Q88CkSAZmutrwk4wYJprwSJV6bEmHHAJ4DDgeHA8cDxGPN+rs1jWLsu0P5FREREZIPZFCcgWmtr2n43xhjgBGBvv9v7n27e/ciLsPb3eAWyvwH8F8gAWwIXA3/FmG9jzFS8jomIiIiIlC3r+SdwpN9t1r80nrUu8CLwIsbUAocBxwIT8ZZvPBBYibcu+gNYu3q9jykiIiIi/cuC3QSHpo0xJ+VdDQF74M0T9KW/60yPBsYDw/ByT9pGpEfgTVo8A2P+grW39fNxpUwFrTcapJZpkLquo2u28d123pJnfbcNWhd7wojdfLcNUse3KuS/rvKuewar/R1E5erS1I6esE00UPv6Cf7rCc982n822qQdK3y3XfiO/9r/E4YHe3x7DN/ad9sn3vzQfz+qRvpuW5Xw/5oDaHEbfbcNUjs6kW7y3TZoXfggf9/lUCO/lIK8l6sm9cZt0wulATgu7/cM8AFeqocv6x9MGzMEL2/6KLzRaPCC6AXAg8CzeBMVj8ebtHguxiSx9q71PraIiIiIyHqw1l6wPtsXF0wbE8JLzP4EsBfg4AXQzcATwINdqno8BjyGMUcD0/HSQBRMi4iIiJQJy6aV5mGM+XYvd1tr7TV+9hN0BcSJeCPQh+OtFtOWxvEm3ij0U1jb89q81j6EMRfhpYOIiIiISBnZhGJp8AaBu6oCLsRLWS5BMA1/oCMXei3wKN4otP+kPGgFavpsJSIiIiJSItban7f9boypAb4MXICXPfHznrbrqpg0j1l4daT/i7WZIra/FC8tRERERETKyKa2aIsxZihwOXAWcBswxVrbEGQfQYPpM7B2WcBtOrN25XptLyIiIiKynowxP8Nb3fsmYGdrrf/yQHmCroC4foG0iIiIiJStTSxn+gogCXwL+GbeGoMGbwJiCZYTFxEREZFByQLuJpTmYa0tfiXwPAqmBYAhVaN8t02k/H8LEmRhFSjdwgcLV8323bZUi8EADI+O9d12RGSE77Yr0it8t73/qfd9t/X6Ue+77e6T/S/kMWu2/8VSFs5c67stwN4tG/4/gyALzTSudAPte2i9/7fu5pX+F8V4ec1rvtuOjIzx3Rag2fX/fK9t9v8+UFfl/+81kSnqG9x+N6p+K99tS7kYTKkWTNFCLLKpUTAtIiIiIoDdpOpM9xcF0yIiIiICbLLLia+XfskVERERERHZFGlkWkRERETAblrLifcXjUyLiIiIiBRJI9MiIiIiAmx6KyD2BwXTIiIiIrLJ1ZnuLwqmBQhWOzoerfbddlnDu4H6EY9U+W6bDNDnCcMm+29bsa3vtvMaZ/luC7AoM9d32wWZmb7bxsP+n5Mztzved1uAD1e0+G77zEz/9a4Pm+a/tvkLz63x3TaoFa0Bag+/5b/ppB0rfLf981uP+98xMKlqN99tF7X4f80FURXyX1McYEnTfN9t1zT7X2w3SNsg9fShhPWSA9SOVs1mkfKnYFpEREREAE1ALIaCaREREREBVGe6GKrmISIiIiJSJI1Mi4iIiAheLQ+NTQelYFpEREREsChnuhhK8xARERERKZJGpkVEREQEUJ3pYiiYHsSC1GwOUss0SNsgfQiqrmq077bzljzru+3S6nd8tx1S4b8PAOMqt/fdNkh94CNGf8J32yB1owGas0nfbVtc//tuWpn13fatlrd9twUYvniK77YjKvzX6L7n/Vt9t92r+RjfbSvCNb7bAsxpftV324Ur/LcNUkN+Tav/WslBBakHHaTOdJB6+lAe76EiUv4UTIuIiIgIoOXEi6FgWkREREQAqwmIRdAERBERERGRImlkWkRERES80nhK8whMwbSIiIiIAAqmi6E0DxERERGRImlkWkREREQAcHE3dBc2OhqZFhEREREpkkamB7FyWBigrjrYoiZrm/wvBLGsYUHQ7viSDLCww7hh/hdhAahy/C8CsWyt/8d3f+avvtvGw/4X5gBIZPyfj13rD/Td9ok3P/TdtjXT6LstwO/euM5326M2v8B329E12/huO69xlu+2pVwAZbsxB5Rkv8OjYwO1f27hXb7bBnrfCLBoS1ClWqCqHN6bRQpTabxiKJgWEREREVXzKJLSPEREREREiqSRaREREREBNDJdDAXTIiIiIgIomC6G0jxERERERIo0eEemjTHAUcBhwFZANZAAPgKeA/6OtS0broMiIiIiZcSCq2oegQ3OYNqYGPAjYHLerc1AJbB97nIsxlyGtUs2QA9FREREyorN/ZNgBmcwDefiBdIWuBm4D2ubMSYMTAMuA0YBXwUu32C9LCOlqpEapGYzQDzqvwZyIuC+/RpVt7XvtkFq50Kw+rmxAOciiCNGfyJQ+/sX+a9hHaS28v5DD/Pddnm6xndbgLoq/+d59tpnfbfdrmZ3323vn/dL321Pn3Sl77YQrM9rEv7HC9Y2+693vZDZvttCwJrNJfrbLmV9Z9WOFtl0DdZguu1/6Yex9s/tt1qbAZ7AmCjwdWAyxtRgbbAVIUREREQGIavlxAMbrBMQ63M/3+nh/vl5v8dK3BcRERERCcgYc5QxZp4xZoExpttXeMaYmDHm7tz9LxpjJna5f3NjTJMxZnop+zlYg+m27yp7Wvt329zPBqxdOQD9ERERESl7dgD/9cYY4wA3Ap8AdgDOMMbs0KXZhUCDtXZr4FrgJ13u/wXw7345Mb0YrMH0v3I/j8KYMzHGSwg2JowxBwMX4+VT/2YD9U9ERESk7FhrB+zSh6nAAmvte9baFHAXcEKXNicAt+V+vxc41HjV3DDGnAi8D7zVX+emJ4M1Z/peYAxwIvBZ4LMY01bNwwBvA3dg7QsbrIciIiIim7bhxpiZeddvstbelPt9LF454zaLgL26bN/exlqbMcasBYYZYxJ4c+MOB0qa4gGDNZi21sWYXwEfA58DHCC/XEUlMKS3XRhjLgIuAnAG6WkSERER6TDgpfFWWmv3KMF+vwtca61tyg1Ul9TgjBKNGQr8AK+e9CPAPXiB9TDgQLzSeV/DmHFY+/tCu8h9MroJIBaqUNFFERERGdQs4JZPNY/FwPi86+NytxVqs8h45Y/rgFV4I9inGGN+ijd46hpjEtbaX5Wio4MzmIZv4AXSD2Htz/JuXwz8GWNW5tqcgTH/wdoPNkAfNwlBa0EHqkUboDZ2oD5k/Pc5SF1sgHjEf/tlDQt8tx095gDfbW+fd4PvtgDTxp3mu+1rDU/7bvtWy9uB+lEqQWpHB6mjPap+K99tX1gVbH5MkHrQa5qX+W5bqnrzgfddojrTQd8zSvV+pJrUIr68DGxjjNkCL347HTizS5v7gfOAF4BTgCesl4zd/p+iMea7QFOpAmkYjBMQjZkAtH1lUHi1CWsfBdbh5U/vOzAdExERESlv5VLNw3prg1yCl2EwB7jHWvuWMeZqY8zxuWa34OVIL8BbhC/YClj9ZDCOTE/I+723pb8+BmoB/0uliYiIiMiAsNY+BDzU5bZv5/2eAE7tYx/fLUnn8gzGYDr/o84o4MMe2rUF0S2l7Y6IiIjIxsFHyTrpYvCleUB+oumxBVsYsy8d1TzmlLg/IiIiIhsBi8UdsMtgMfiCaWuXAG01C0/BmM9izBAAjKnAmKPoyKlZCjw34H0UERERkUFhMKZ5APwY+Dle/vSZwJkY04JXX7pNA/BtvAR3ERERkU2ahYGuMz0oDM5g2tpVGPM5vDSPacAWeIu2tOCVV3kB+AfWrtlgfRQREREpMwqmgxucwTSAtUngb7mLiIiIiEi/G7zBtARSqsUJgi5qsrEtZjCqbutA7de0+l9sY8KI3Xy3rQjX+G67+5jC83J78syiu323DbLYRpCFR4Ke561r/a9OG+Tx1VX5r6S5tsn/40sG/DuJBWg/JMB+S7XAS1Cleh8o5ftLqfatxWBkYFmsHTwTAweKgmkRERERAZTmUYzBV81DRERERGSAaGRaRERERAAGVf3ngaKRaRERERGRImlkWkRERESwgKuc6cAUTIuIiIgIXjUPBdNBKc1DRERERKRIGpmWwILUMg1a97RUtWuD1LteuPw1320njNw1UD+SAeowr8F/neJlaxf4bhukFjRAXbX/2spB6h8HqcOcyATr85urnvLddvtR03y3fb/hFd9tg7zmgtR3BhhVwn2XA9VW7jDYH5+UH01ADE7BtIiIiIgAqjNdDKV5iIiIiIgUSSPTIiIiIoK1Wk68GBqZFhEREREpkkamRURERARQznQxFEyLiIiICKBqHsVQmoeIiIiISJE0Mi0iIiIiAFoBsQgKpkugVAuPlLJ4f6n6HFSpFroIcu6GVI3y3XZZg//FUgL3I8h+Ay7EEsTomm18t5235NmS9CEe9v+6gGDPy9zUM77blmoBlKB/f8sa3i1JP4IolwWZRKQ/WeVMF0FpHiIiIiIiRdLItIiIiIhg0QTEYiiYFhERERFAOdPFUJqHiIiIiEiRNDItIiIiIngTEJXmEZRGpkVEREREiqSRaREREREBlDNdDAXTJRCk/mq51F4tlz4HqeMbpB50kDrMQdrWVY/23RYgHmDfsQA1t4O0jUeC1Wx+7cOHA7X3a8LIXX23Xbji1UD7DvK8JAM8J0Fe+4H+pgI8f0H3HUSQxxe0z6Wq0V0uSvXaEBlIquZRHKV5iIiIiIgUSSPTIiIiIgKgFRCLoGBaRERERAALypkOTGkeIiIiIiJF0si0iIiIiACagFgMjUyLiIiIiBRJI9MiIiIikkuZVs50UAqmB7FS1T0tZY3UILWjy0GQGsWl3Hddlf+6ymublwbqx6j6rfzvu8n/vhcufy1QPwIJ0I8ggrz2g7yWN8YazBtjn0tJtaNlcNBy4sVQmoeIiIiISJE0Mi0iIiIi3gqISvMITMG0iIiIiABatKUYSvMQERERESmSRqZFREREBABrNQExKAXTIiIiIoKX5KE0j6CU5iEiIiIiUiSNTIuIiIgIoDSPYiiY3sBKWeh/sC8iEGTRiCALaCQCLJYSpC1APFrtu22pFsUI2udA56NEr7lSLuYT9HxsbEq1eJOIiHgUTIuIiIiIV2daOdOBKZgWEREREUCLthRDExBFRERERIqkYFpERERE8BI93AG89M4Yc5QxZp4xZoEx5soC98eMMXfn7n/RGDMxd/vhxphZxpg3cj8PKfKE+KI0DxEREREBWz5pHsYYB7gROBxYBLxsjLnfWvt2XrMLgQZr7dbGmNOBnwCnASuB46y1HxtjdgIeAcaWqq8amRYRERGRcjMVWGCtfc9amwLuAk7o0uYE4Lbc7/cChxpjjLV2trX249ztbwEVxphYqTqqkWkRERERAcD6SL/oR8ONMTPzrt9krb0p9/tY4KO8+xYBe3XZvr2NtTZjjFkLDMMbmW5zMvCKtTbZrz3Po2C6BFTXtfyUqmZzKQV6HfVSK3l+82tkyfRHlzac1NwN3YPgyqXPqQ3dAZENI4TDhOg2G7ob0ruV1to9SrVzY8yOeKkfR5TqGKBgWmTQ2+gDaRGRIrhkN3QXNkK2bHKmgcXA+Lzr43K3FWqzyBgTBuqAVQDGmHHAP4BzrbXvlrKjypkWERERkfZFWwbqXx9eBrYxxmxhjIkCpwP3d2lzP3Be7vdTgCestdYYMwR4ELjSWvtcv52gHiiYFhEREZGyYq3NAJfgVeKYA9xjrX3LGHO1Meb4XLNbgGHGmAXA5UBb+bxLgK2BbxtjXs1dRpaqr0rzEBEREREArB3QCYi9stY+BDzU5bZv5/2eAE4tsN33ge+XvIM5GpkW2UQ9cd045t85kamT4hu6K52MHR5m/p0TeeK6cRu6K5u0qZPieh6kLH1yWjXz75zIjz83fEN3ZVAqozSPjYaCaRGRAm7/5uiy/LAh0p/K6cOrgmTZWCnNQ0RERETILYG4oTux0VEwXQKqHV283uoll6MgtaChdK+NUfVb9XynXo4iIuLTAC/aMigomBYR37YeG+Gi4+rYa4c4w2odmhMur7+b5PZHG3nmtdaC24QdOP2QGk7Yv5qtxkYIO7B4RYbHZ7Vy84NrWdPk/427usJw42Uj2WfHCh6b2cJlv1pBMt37KErYgWP2qeLAXSvYYWKMkfUOTggWr8zwxCut/P6Btaxt7ujD1Elx7vjW6Pbr+b8DnP39pbw0J9HrMdv28eLbCS786TK+cEIdx+5TxaihDivWZLn36SZ+d99aXAujhzpcevIQpu1SwZBqhw+Wpfn9A2u5/7nCn4LCDpxyUA3H71vFNuMjxCMhlqzO8OQrLfz2/rU0NG7Y/wh32SrKUVOr2GuHOGOGhamtCtHQmGX2O0lueXAdry3ovgjZpScN4dKTh3DD39Zwz1ONXHZqPfvvHKemMsR7H6f57f1reeSlFgCmbBvjCyfUsctWMeJRw2vvJvnZXxp4471gq9PssmWUC4+tY8o2MYbWOiRSltXrsrz+XpK/PtnE/97u/BwHfR2PHR7myevHsWhFhkMvW8T5R9VyykHVjB8ZZk2Ty7//18y1f11DImWprQxxyUlDOGyPSkYOcfh4VYa/PNbIrf9e12P/j9m7ipMPqmbHiVGq4iFWrs3y3zda+c0/17J4pb/a8j/+3HBOmlYNwLgRXrpHm0UrMhzylUWd2u+/c5yzDq9l161j1FaFWNOY5aU5CX57/1rmf5RubzdhVJh//GAz4lHDuT9cysy5nZ/zrcZG+NvVY4iEDWdds5RXFyR54rpxjBvhhSQnTatu7xfA359p4srfrUSkXCmYFhFfDplSwfWXjiQWNcz/KMXMeQlGDw2z/y4VHLhbJTf+Yw3X37um0zbRiOHmr41k7x0qaEm4vDgnQWvSssd2MS46vo6j96nivB8s5aMVff/nP3qow++/Nortxke58z/ruPq21b6+jRxW5/CzL4xgTVOW9z5OM/fDFNUVhp22iHHRcXUcNbWSU7+9hIZcMLRyTZa/P9PEAbtUMGKIwzOvtbJybcfiDyvX+F8IIhKGP145iq3HRXhpToKFywx7bBfnslPrGVXvcMuD67jrO2NIpFxmzksyqt5hj+3jzPjiCKyFB57vHFBXVRh+P30Ue2wfZ12zy1vvJ1nX4rLDxCgXHF3HEVOrOPuapb6DqVK4/FP1TJ0UZ8GiNK+/mySVsWwxJsJRU6s4bPdKLv/VCh7OBcZdjR0R5h/f34yWhMvLc5OMHuqw+3Zxrr90BFfcuJJUxnLtpSOYuzDF828m2H7zCHvvUMGfvhnjk9/8mA+W+nvc++4U56avjiIaNrz1fpJZ85NEHBg9NMyRU6toarWdgun1fR3/4uIRHDS5IvcayLDn9jEuOLqOrcZGuOLGldzzvTFUxQ2z5iepqwqx5/ZxvnH2UGIRw2/vX9tpX2EHrr1kBEdOraI16fLm+ylWrs2y7bgInzq4hiP2rOTTP17Gm+/3/eFi1rwElXHDUVOraE647R9YABoaO7/Ov3nOUM47qpZ0xvLGe0mWrs4yYVSYY/et5rA9Krn0uhU8nftAvXBZhqtuWcW1l4zgFxeP4IRvfNz+9xWPGn75pRFUxkP85M+reTX34eqRl5rZbesYu28XZ+HSNLPmdwTgs+b1/uFV+lcZLdqy0VAwLSJ9Gp4LSGNRw4/uWN1pxGzqpDg3TR/JxZ8cwqx5Cf77Rsd/fF8+ZQh771DBu4tTnP+jZSxr8P6DjkUMP/vicI6aWsWMi4dz2neX9nr87TeP8PuvjmLEEIef/mU1N/+r5xG7rppaXD43YxnPvt5KJi8+iEUM3zl/KKccVMOXTx3Cd29dDcB7S9Jc+buV3P7N0YwY4nDTA2v7HInuyZRt48ycm+CQryyiqdW2P5Z7r9mM0w6pYeqkOA++0MyP71yNm/v/66zDa/jO+cP40slDugXT379wOHtsH+ffLzZz1c2rWNfiBSghA5efVs9Fx9Xx488N55wf9H4+S+mWB9dxxY0rWLWu80jtwZMruOErI/nep4fx1KutJFLd/8M+aVo1f/z3uk7n44xDa/jep4fxtTPrqYgZpt/YEYwb4wWqx+xTxWePq+Obv1/lq4+fO76OaNhw2a9W8OALnc/xkOoQY4d3/q9xfV7H40aESaUtR16xmOW5D2Kjhzrc98PNmLZrJXdcNZq5H6b46m9Wksp9y3LQbhXc9NVRXHR8HX98eF2nc/WVU+o5cmoVL81JcMWvV7BsdceL+uzDa/j2+cO49pIRHPXVxWT7+JLir0818fybCY6aWkVDo9vj6O/ph9Zw3lG1zP8oxZeuX8F7SzpGoQ/bvZLrvzSCGRcP59CvLG5/TT74QjN7TYpz+qE1/PQLw/nsz5YD8J3zh7LNuChPzW7hlgc7/o5/8ucGPjmtmt23izNrflIj0bJRGfzVPIwZjzFfwpjbMeZhjHkQY27DmK9hzK4bunsiG4NPHVxNTWWIWfMS3b56fmlOgjsebQTgwmPq2m+PRQxnHFoDwDV/Wt0egAAk05bv3LKKplaXydvEmbJtrMdj77dznD9/ewz1NQ5X3LgyUCAN0JywPDm7cyDd1oerb1tNOmM5cs9gue9+ZV3LVbesag+kAeZ+mOaZV1txQsYLxv7SETgC3PV4Iw2NWSaMjjBmmNN++1ZjIxyzTxWLVmT42m9WtgctAK6Fn9/dwNwPU+y1Q5xtx0dK8nj8ePb11m6BNMCTs1t5+MVm6msc9t6hcIWUj5anu52Pu5/wzseYYWGefb2106i2tXDTA97IbU/7LGR4nXdeC6UmrWlyeeuDjlHd/ngdX/OnVe2BNMDS1Vnu+68XxI8dHua7f1jVHkgDPPVqK3MXpqiuCLHTltH22+uqQpxzZA1NrS5f+uXyToE0wB3/aeTJ2S1MGB1h2q4Vvs9Hb0IGLv6k93f95Rs6B9IAj81q4e4nGqmrcjhh/85/R9+/fTVzF6Y4cLdKPnNsLSfuX8XJB9awZFWGr/1WwXI5stYO6GWwGNwj08acBHyBjsfZmvt989zFAq9tmM6JbDzaysP949nCE0TvfbqRi46vY/ftYoSMF9zttEWU6ooQy1ZneP7N7iO7DU0uT85u4bh9q5k6Kc4r87vn0p40rZprLhxGS9Llgh8v4+W53dv4NWlClH12jDNuRJiKmMEYA0A6YxlW51BbGeoUoPaHj1dmePfjdLfbFy7zbnvx7QTpLkF+1vXyVetrHEbWh1myymtwYC44emp2S8E8cWu9r8O33zzK5K1jnXJYB1p9dYiDplSy7bgItZUhHMc719uO8wLDiaMjeG/HnRU6H67tOB/PFgh+Fy71HufIIf7/O3v93STbjIvyi4uH85v71vLqO8lOAXy+9X0dpzKWFwps92HuNfDGe8n2FIh8HyxLs/2EKKOGhAFvn3vtEKciFuLJ2S2sLvCBBbwPtwdPrmTyNjGenF14HkMQkyZEGVUfZv5HKd5dXPg19dKcBGcfUctu28S4PffBGiCVtnzpl8v5+/c347JT60lnLJms5fJfrQg0V0IGliYgBjd4g2ljjgMuxQuY/wL8E2uX5+4bCuwBOD1uLyLtRtV7fyqLlhfOCV28IkPWtcSjIYbUhFi9zmXU0Nw2veRDf5TbX9v+840e6vDjzw3HdS0X/mQZr78bbIJZm8qYYcbFIzhs98pe21VXGtYVTuUt2tLVhfOrWxLW1/2xiGm/bfxI7+367CNqOfuI2l6PW1+74d7aTjukmm+cNZTKeM9ffFZXmoK3F3O+WpK5cxUtvM9Cfn73GrbfPMqBu1Vy4G6VtCS83OP/vd3Kfc82d8p9Xt/X8co12YKBenOu311Hl9u0PeZotPtr4ODJlZ0mCxYytJ9eA23H3HZ8tO9j1nQ/5gdLM/zsLw1879PDiIQN19/b0CkfWmQwGJzBtDGjgYtz136Btf/qdL+1q4FHB7pbIhu7Yr6UK/abvFXrssz7MMW0XSv55jlD+cxPl9NYxMjxFafVc9julbyzKMWMuxp48/0UDY3Z9rSPZ381jlH1YQz+gzG/3D66G+TchEJe/954L8k7i3ofdV7Qx/2lsvOWUb53wTAyLvz4ztU8ObuFpauztOYCx8s/NYTPnzCkx3Pd1/noafQ4qJVrs5x01RL2mhRnv53jTNk2zq5bxZg6Kc4XThjCt/+wir893flbmGJfx331OchjcnKvgfc+TrdP3OtJoaopxWg75tIeRubzvVfgW5iQ8arptNl5y55TuqQ8DKb0i4EyOINpOBmIAXO6BdIiEtiyhixbjfVGqV54q/v9Y0eEcUKGRMplbe7r27YRt3Eje36baRv1ys9DbZPOwBd+vpzrLh3B4XtW8af/G8UFP14W+Ovho/by/iP/yg0rugWhFTHDiLqN4wuqJau80c8X307w0780bODeFHbknlWEQobb/72WPzzUPbd981EbLpe7K2vhf28n2qt2VMQMZx9ew1fPGMp3zh/Kwy8109xq1/t13J/aXgPzPkoN2AS9Jau9Y65oyBZ1zEtPHsLUSXFeW5CkImY4ZEolnz66tuDrw69/PNPEP57ZuNYk2JgMpmW+B8pgnYB4WO7n4xu0F4NUPFLl+xJUIt3s+7IxKtW5W9bwbo+X/tBWzeLE/asL3n/ygd7ts+Yl2ysIvPl+iqZWl9FDw+yzY/fJYUOqQxw8ubLT/rtKZ+FLv1zBA883seMWMW7/1miG1QZ726qr9tq3BSL5jtu3qn3Et/uxvf9QwmXyLtk2We6wPSpxyqRPXfV2rutrQuy3c/kuzd6atPz+X+tYsipDPBpiyzFe4N8fr+P+8vybraQyln138mpw94d0Jvc67+Ez5evvJmlozDJpYpTNRwUbf9tnxzifP6GOtc1ZvnLDCr5ywwpaEi6Xn1bPLnkTK7v2pVxf3yI9GXwvWWM2A4bkrr2DMTtgzA8x5n6MeQRj/oQxn8eYIT3vRETy3fNkE02tLntsH+ecI2s63bfH9rH2HN780aZk2nLX495kpG+eM5QRQzr+t45GDN+9YBjVFSFmv5MoOPmwTdaF6b9eyV+favRqTF81pj2P1Y+2r57POrxznvFOW0S54rT6HrdblhuR22pseYymvv1Biv+83MzE0RGu/9KIguegtjLEaYdUdwtGbv/maObfOZFLTxpS0j62nesTD6imMtbxIaUqbvjRRcOpqyqPbwE+fXQtowucv522iDJiiEPWte0TP/vrddwfVq1zufM/66ircvjtFSPbA/58FTHDsftW+f7QuboxSyptGVbrTcLtKpOFG/+xhrBj+PVlIwsGwRHHq0Of35/hdQ4zvjgCJ2T45k2rWLwyw4LFab7/p9VEw4ZrLx3R7QOB37+5sw+v4eGfjeWK04b4eowShAXrDtxlkBiMaR7j8n7fDTgP70NDC17K53jgNOAwjJmOtR8MdAdFysl3LxjaqXRbVxdfu5wVa7J89TcruO6SkVx17jBOPaiGdxalGDkkzB7bx3BChhv/sYZnX+9cPeC6e9ew05ZR9t6hgkd/Ppb/vZUgmbbsvl2MUfVhFq/MMP3Gvr86tha++ftVJJKWc46s5c9Xjea8Hy7rdVJYmxv/sYYbvjySK06r5+i9q3h3cYqR9WF23y7Ggy80M2XbePvKa/n+M7OFkw+s4WtnDGXfnSpYvc4Lrm5+cC3vL9kwi6J87Xcr+W2VwxF7VjFt1wrmfphm8YoMjgPjR4TZbvMoYcfwj2ebyeYl44ZyMUvbaHup/O3pJs47qpadtojx+LXjmDU/gQH22D5OOmP561ONnHpQTZ/7KbUvnjiEK88ayoLFXoWKVMYyZmiYydt6r+Xf3b+m00I9/fU67g8/+0sDo+rDHL13Ff/6yWbMWZhqnwA5dniY7TePEosajpq+uGCJwq4yWXjq1RaO2LOKf/5wM16ZnyCZsjQ0usy420sn+tMjjYwdHuaCo+u495rNmLswxYfL06Qz3qTLSblVGC/8yTLeW5LGGJjxxeGMGOJwx6PreHRmx8zee59uYu8d4xy/XzU//OwwLr1+Rft9ry5Isrwhw05bxPjbNWNYsChNJmuZNT/J3/PSOuprHLbcLMKIABVcREppML4S87+HPh/4EPgJ1s7J1cKaClwJDAOuxpgLsLZbopsx5iLgIgBnUJ4mEc/WY7uPNOWLhr0RxsdntXLSVR9z0XF17L1DnCOnVtHc6vLcG63c/khj++pn+VJpy6d/vIwzDvWWYd5rhzgRx7B4ZYab/ruWm/8VbDnxa/60mtaU5aLj6rjzqtGc98Olfa5698hLLZz9/aVc/Mk6tt88yuajKlm4NM0Pb1/NHf9p5PFrxxXc7olXWvnOH1Zx+qE17LuTV5IM4L7nmjdYMN3cajnvh0s5br8qjt/PW0p6x4lR1jW7LF+T5e4nGnlsVkunmsUhA9uNj5JMWe5/rrR5putaXE666mO+cko9++0c56DdKlm1Lst/ZrZw/b1rOP2QDR9IA3zvj6v4f/buOryNK2vg8O9KZmaIKQ4zOpyGy0wpMzNl91vqtt3utts2bXfLKWyZmTFpAw0zOZzYjmNmtuB+f4zs2Emc2I4tyfJ5++SRRxrNHFuufHTn3HMnDfVnSKoP4wb54eejKCi18evaGt79pZzfNzUv1+jo3+PjYbUZ9f9fLqnkwmnBDO3tQ/9kH6pq7BSU2vhmWSXz19SQmd/6Sah/e7WIsko7k4f5c+q4QLy9FPsLrI3JNMCj75bw85pqLp0ZzKh+xmtbW68pKLXy27oa5q+tZrVjpcJbzg5l4hB/tu6r49F3iw87399fK2JoL19OHhvI5SfW8s7Pxsi/xQrXP57HPbPDGdHHl0E9fTCbFGazapZMi84lNdNtpzxu1qZSM4G/ObbswNVonXXIPuOBRx1bD6H1b0c7pK/JXyd49+zYOLuwttTzdtXa5tZqT114a3XUz25v/bYOOY7omkb08eWjh+J5/bsyHn3XPScuCtFZUn0GuDoE9tSlH9fzlVJrtNZpHRTOUQV6h+oh4ROccSoAVhb86LTvrTN5Xs1085UAVh6WSANovRzY79ga7YyghBDCFSYN9aOi2s6LX5a5OhQhhPBInli/UNTk68MT6YMyMeqrozs3HCGEcJ3nPy/j+c8lkRZCtIZGe9DEQGfxxGR6H8ZEw45fgUEIIYQQwoNJzXTbeV4yrXUdSm0BhmB07mhJsuM2t/OD8ixdsQ46Nrx3q/ctq2z9r0RbfxadWWMthBBCCOfzvGTa8CNGMj0WpZJamIDYMIV/uZNjE0IIIYRwP1qWE28PT5yACPA9kIHx/T2MUsZ0XqUUSo0F/ujYbyuwwiURCiGEEEK4Ge3E/zyFZ45Ma21DqT8D/wFSgBdRqhowA76OvTKAB+QjmPB0JszYOayVuhBCeDQT7rHipvB8nplMA2idg1LXAhcDJwBxGBMTdwK/AZ+hdW3LBxDCM6T49G223da67a5YIy+EEKI9tEct8+0snptMA2hdBbzm+CeEEEIIIUSH8uxkWgghhBBCtIpGJiC2hyTTQgghhBACkD7T7SHJtOgWOrN3dFu05dhtqW1uy3GlBloIIYToOJJMCyGEEEIIAFlOvB0kmRZCCCGEEICWmul28NRFW4QQQgghhOh0MjIthBBCCCEAmYDYHjIyLYQQQgghRDvJyLQQQgghhEBr6TPdHpJMCyGEEEIIQLp5tIeUeQghhBBCCNFOMjItuqzOWtTEXXRWzG35uXVmHEIIIdyNdvwTbSHJtBBCCCGEAKRmuj2kzEMIIYQQQoh2kpFpIYQQQggByATE9pBkWgghhBBCALJoS3tImYcQQgghhBDtJCPTQgghhBACjZYJiO0gI9NCCCGEEEK0k4xMt8LQUYNZvXq1q8MQQgghhOg8spx4u0gyLYQQQgghANBIN4+2kjIPIYQQQggh2klGpoUQQgghBCBlHu0hybQQQgghhADp5tEuUuYhhBBCCCFEO8nItBBCCCGEQCMrILaHjEwLIYQQQgjRTpJMCyGEEEIIg7Y7798xKKVOUUptV0rtUkr96QiP+yqlPnQ8vkIp1bPJY3923L9dKXVyx/6QmpMyDyGEEEIIAbhPmYdSygw8D5wI7AdWKaW+0lpvbbLbdUCJ1rqPUupi4DHgIqXUIOBiYDDQA/hFKdVPa23rjFhlZFoIIYQQQribscAurfUerXU98AFw9iH7nA286fj6E2CmUko57v9Aa12ntd4L7HIcr1PIyHQrrFmzplIptd3VcYg2iQIKXR2EaBN5zboeec26HnnNup7+zjpRva79cW/9tihnnQ/wU0qtbrL9stb6ZcfXCUBWk8f2A+MOeX7jPlprq1KqDIh03L/8kOcmdGTgTUky3TrbtdZprg5CtJ5SarW8Zl2LvGZdj7xmXY+8Zl3PIclmp9Jan+Ksc3kSKfMQQgghhBDuJhtIarKd6LjviPsopbyAUKColc/tMJJMCyGEEEIId7MK6KuUSlVK+WBMKPzqkH2+Aq5yfH0BsEAbSzh+BVzs6PaRCvQFVnZWoFLm0TovH3sX4WbkNet65DXreuQ163rkNet6uuVr5qiBvh34ETAD/9Nab1FK/QNYrbX+CngNeFsptQsoxki4cez3EbAVsAK3dVYnDwAla7ALIYQQQgjRPlLmIYQQQgghRDtJMi2EEEIIIUQ7STIthBBCCCFEO8kExJYoFQFcBkzAaHJfBaQDn6D1WleGJg6hVAwwBRgF9AYiAAuQA6wAPkXrItcFKFpFKX+MlayiHfc8htY/uDAi0RKlkoBzgTEYr5cNYyGQLcCPaL3BhdGJpozV4E4BZmG8PwYBtRgLXfwOfIbW1a4LsBtSKgAYAQzAWJBlABDiePQqtM48xvMVcDpwKpCCMTCaDczHyFGsnRK3aJEk00eiVC/gaQ7+cldj9C6cAIxHqVfR+j1XhSeaMBLpDwDV5N5qwA/o5fh3Bko9gNbrXBChaL3rOJhIC3el1HnALRz8+1Hj+DrZ8U8Dkky7A6V8gUeBkU3urQICMBK4ARjvj/egdY4LIuyuRgEPt+uZRi/lf3JwJUArxofZPo5/U1HqXrSu6YA4RStJMn0o483nEYxEeifwCFrvc3ySvAqYDVyPUjvQ2mmrEokWNZQqLQd+ANaidYXjDWc0cBcQD/wTpa5A62IXxSmORqm+GCOd6cBAF0cjWqLUmcAdGAnz+8AXaJ3veCwCSMNoYSXcw5UYibQGXgW+ROsqx/vjFOAeIBb4A3Cvy6LsnkqB7cA2jKs697XyeddhJNL1wFPAzxiv73jgzxgfkO7DSLiFk0jN9OHOxHhzqQH+gtb7ANC6Gq1fBJZgjILe6KoARTMVwA1o/We0XojWFQBobUXrFcCfMN50AjBeW+FujEuWDX9InnZlKOIolIoDbnNsPYXWLzcm0gBaF6P1T2j9vUviE0cyy3H7A1q/h9ZVQMP74wLgecfjI1Eq2BUBdlNL0fpctP4TWr8BtG5gzvjAer5jax5a/4jWdrTWaL0MeMzx2AzHFXbhJJJMH67hzWc+Whce4fEPHLd9HXWDwpW0rkLr3Ud5PBOjaTtAP6fEJNrqPIy6wS/ReqergxEtOh/wBdLR+htXByNaJdxx29L/VzuafO3bybGIBlrb2/nMKYA3RqnO4f8Pav07sB9jwG/WYY+LTiPJdFNGKUdDwtXSspNbMX6Rwah7Eu6v3HErl5/djVJRwLVACcZKVsJ9HRxoEF1FruO2bwuPN/y9K2lh8Ei4l4ba9w1oXd/CPqsO2Vc4gSTTzSVzcCLbviPuYSwZmeXY6tnpEYnjo5QZGOLY2uvKUMQR3YlRgvNi4yVo4X6U6gGEObZ2otQglHoEpb5CqR9R6i2Uuhmlwlo+iHCBhtHLU1DqUpQKBIxJbEpNxyjb0cCLLopPtE2K43bfUfbJaNzXKKETTiATEJuLbPL10VqpNXyCjzzKPsI9nIPRKk9jTFAU7kKpicAJwHq0/tnV4YijSmzy9QiMydgmjM45GkgCLgJmodScxrkmwtU+wZiAfQ5wA3ADSjV081AYV1rfcdTbCvfXkHO0Jj/xd/yTtodOICPTzfk1+bruKPs1PObfibGI42VMwLjBsfU5WmccbXfhREr5YXRasQL/cW0wohWCmnx9NcbVuVvRuqHX7Z8wuhNEAv9wXBESrmbU5j4HvIDRPg0gkINXYAM4eMVBuL+GHKU1+QlIjuI0kkwLz6RUJEZrIF+MSTbzXBuQOMS1QAzGAgPyIcf9Nb1crIH70Trd2NLa0TmnoZNAEsYVB+FqRveH54BbgV8w2qqdClwOvIIxav1HlLqhxWMIIY5Jkunmapt8fbSZzQ2PSVN0d2S0eHoC4w/FfuBPR5msIZxNqT4YnSHyMVY8FO6v6XvdSrTOOmwPrZdj/P8GRo934XoNfYe/Q+t/o/UetK5F62zHwmNPOfa7BKV6uixK0VoNOUpr8hOQHMVpJJlurmkd0tHqoaOOsL9wB8YEmyeAVIxk7T60LnFtUOIQd2C897wGKJTyb/bvIG/HfdKyy/Wavtcdnkgf1LAMsqxk6WpKpWAsogPw8RH30fonjG5HCpjonMDEcWj4/7A1+UmNLBPvPDIBsblMjEuYCqNTx+F/NIzZsQ39pfc5KS7RGkYd7mMYPYuLMRLp/KM/SbhArOP2z45/LbnX8S8PuLizgxJHtY+D742ia0hp8vXRlgo/gLHib1znhiM6wD6M17XnUfZpeN2lfM6JZGS6KeNT3HbHVloLew3CmMABsLbTYxKtc3AZ+MEYIy33ofX+oz9JCNEqWtcBWxxbR1usKtlxm3uUfYRz6CZfx7a418EkWkYx3d86x+0wlPJpYZ+G3EXyEyeSZPpwDQsSzHJMYjvURY7bHUesGxTOp5QX8A+MJvWVgLTmcmdaX4zW01v8d9BjjvtkVNo9/Oi4HXvE1V+VGs/BFnrLnRWUaNGuJl+fccQ9jPaUYY6t9E6ORxy/xYAFo7vO6Yc9aryeSRgfpGRxJSeSZPpwX2NcVg4AHnXUnRmrIyp1Ewdnqb/imvBEM0qZgPuBsRgjK/8nS1IL0Sm+x7h0bAIeRqkBgFH6ptRY4I+O/bYCK1wSoThI6xxgtWPrApS6oXFRHWMuwikYLQ3BuJLwu9Nj7M6UCm38B8FNHglq9ljThVe0LgY+dWzdhFInOf4GglLjgP9zPLYArfd0/jchGihjQT/RjFK9MWY5hzjuqcbo16gwPvG96pgJLVxNqWHAfx1b9Rxc6v1I8tH65s4PShwXpX51fPUYWstCO+5EqXiMvuAxjnuqATMHOwhkYFwZkqWp3YFxdfVJmtdPV2MMFjUoQQYhnO/g+9yxXILWB8umjCux/wTGOe6xAHYO/j+4DaPMUcp2nEgmIB6J1rtR6hrgMmACxuzYMoxf0o/RWmqR3EfTqys+jn8tkfZ4QhwPrXNQ6lqMCaEnYNTbamAn8BvwGVrXtnwA4VRaFzmuqJ4BTMHochSIkVBnA8swFrQqdVmMom20tqLUnzFe01MwJiOaMMp65mP07re6LsDuSUamhRBCCCGEaCepmRZCCCGEEKKdJJkWQgghhBCinSSZFkIIIYQQop0kmRZCCCGEEKKdJJkWQgghhBCinSSZFkIIIYQQop0kmRZCCCGEEKKdJJkWQgghhBCinSSZFkJ4JqXeQ6mvXB2GEEIIzybJtBDC8ygVBMRjLHN9PMfpi1K/otR9HRKXEEIIjyPJtBDCE/V13O44zuP066DjCCGE8FCSTAshPFF/x21HJdPHN8IthBDCY3m5OgAhRDej1BNAGvAAWi9qcr8C/g84GXgfrV9uxbEmABdhJM8WYBHwAgdHpncesv9MYIJj/0jABmQDX6L19032Gws81uSZL6JUw9ffo/Xjjv3GAVOBQUAUxgBFDvAD8DlaW4/5PQghhOjSlNba1TEIIboTpXoDrwCZwLVobXfcfytwIfANWj/ZiuNcA1wJFAK/YyTGU4ADQITj3xk0vMkpFQB8DWwDMoASIByYBIQAL6P1+459B2Ak3VcAxcA3Tc68Fq03Ovb73HH+PY7bYGA8EA18hdZPt+lnI4QQosuRZFoI4XxK/QljBPoxtP4BpS4Drgd+A/7Bsd6YlJoF/BVYCjyM1rWO+0OAN4EwYANa393kOf6AP1oXH3KsSOBtoBCtr2xyf6Lj/vlo/c8jxGACYtE655D7A4DXMBL1U4/5vQghhOjSpGZaCOEK/wPqgatQ6lyMRHoV8K9WJNL+wG1AkWP/2sbHtC4HFjq2mtdLa11zWCJt3F/kOFbwIY8cvV5aa/thibRxfzWwH/AFfI76vQghhOjypGZaCOF8Wuej1CfApcCdwBbg/lbWGE/HGHl+xZG4Hqrccds8mVYqGDgXowwjCQgEVJM9Dk2aj94RRClf4EzgBKAnEETzAYoKtK472jcihBCi65NkWgjhKqVNvn68DYnnGMft8hYe7+G4PZgcK9ULmItRerENWICRdNsw+lGfBOw+5Dgtj0wrFQM8CSQCe4HFGN+PFWOE+7wjHE8IIYQHkmRaCOF8RleNWzAm90UA5wOtnawX67jNPcJxvTE6hdRiTHBs8FeMkeN70Hr9Ic+5xvHV9kOO1hfIQevKI8RwF0Yi/U+0nn/I8U5t4XhCCCE8kNRMCyGcy2gn9yeMEd3rgCzgdJRKauURLI7b8CM8diYQCuxq0sUjBugFrD9CIh0ENCS/O5rcH4MxwrzrCPErYCyQdYRE2gujlKT58YQQQngsSaaFEM6j1FDgIaAA+CNal2J0vjADN7XyKPsct2cfcuyRwI2OraaJbL3jNt6R7DbsHwI8gNHGzkbzxDnUcVvVQgwWIAKlApsczw/4AwdrrWVkWgghugEp8xBCOIdSfYBHMRLUOY4uGqD1QpTaDkxCqWGNPZxb9jFwGnAhSvXESIJTMPpCZ2OUXxxMprUuRal1wEjgBZRag7FgyzhgHaCBDLSub3KOLKAamIFS9Rg9qWvR+gO01ij1G8aI9jyU+h1jFDsNo4tHOcZAxYE2/4yEEEJ0OTIyLYTofEolAI9jJK5/QOtDE81XHLc3H/NYWu/HKBPZgZEgn4VRD/0PYKtjr0MnDf4D+AmIwRjR7gE8D7yL0dGj+Siy0W7vfoxJhCcCVwGTm+zxDPAZ4Oc4Xl/gQ8d5QoCd0l9aCCG6B1m0RQghhBBCiHaSkWkhhBBCCCHaSZJpIYQQQggh2kmSaSGEEEIIIdpJkmkhhBBCCCHaSZJpIYQQQggh2kmSaSGEEEIIIdpJkmkhhBBCCCHaSZJpIYQQQggh2kmSaSGEEEIIIdpJkmkhhBBCCCHaSZJpIYQQQggh2kmSaSGEEEIIIdpJkmkhhBBCCCHaycvVAQghuial5vYELgdOAnoB0UA9kAesAb4BPtV6TrWrYhQHKTV3GvDrER7SQBmwB/gZeF7rOVlHeP4bwFXAQq3nTOu0QIUQoouRkWkhRJsoNddbqblPAtuBh4ETgATABwgCegOzgbeADKXmXuuqWFui1Nx9Ss3VSs190NWxuAEFhAGjgP8Dtio19yynBqDmXu14PbQzzyuEEB1BkmkhRKspNTcA+AG4FyN53gXcA4wAYjCS6vHAA8A+IAq40wWhiqO7GQh2/AsBBgL/AmwYH4g+UGpuH9eFJ4QQXYeUeQgh2uJ5YIbj63nAHVrPsRyyzwFghVJz/w3MAc5zYnyideq0nlPZZHsb8Del5tZiXG3wx/jAdKsrghNCiK5EkmkhRKsoNXcmcLVj82ut59x8tP21nlMPPKLU3C86OTTRceYCf8FIpme6OBYhhOgSJJkWQrTWHMetnTaUbmg9Z+uR7ldqbihwF3A20AejbCQHY5LcU1rP2dLC8x7EKCPJ0HpOT6Xm9gf+BJyIMQkyH6MU5SGt5+w/5LlvYEyia/CAUnMfOOQU07We89shzxuF8T1PA+KAWmAH8DnwjNZzqlqItaEG+Bqt57zRmu/nkMeuBl4H0HqOUmpuKvAH4GSMkppareeEHem47aH1nFql5u4BBgOJbX1+W19TxyTWvYfcd2jdtEx4FEK4NamZFkIck1JzgzGSVYAFWs/Zd5zHG4FRWvAQxsS3EMAPSAWuBTYoNfeOVhxnFrAaY8S8YRJkInA9sFKpuSnHE6fjHH92nOMqIAXwBUKBMcAjGBP2BhzveVoRxyRgHXALRvcU3046la3hlG15Uke9pkII0dVIMi2EaI3xgNnx9eLjOZBSc6MxRo7jgAqMCYypGBMYzwQ2O871jFJzzz3KocKAj4B04FTH81MwyhTsQDxG2UJTN2FMust0bD/KwYl4Df8avz+l5l6BkTArjHZ/pzjO0xtjNLwGSAZ+dIzKdqYPgWLgUowPDj2AKzvyBErN9cYYUQaj9r21z2vva5qB8TNvWjJ06Otxanu+FyGEcBYp8xBCtEZqk6+3Heex/g7EYiS8p2s9p2ly/o1Sc5cAK4B+GMnX11rPsR7hOKEYI8ZTtJ5T2+T+R5WaGwncB5yt1NxQreeUAWg9pw6oa1JKUH/IRLxGSs31A55ybK53nKehZ3YB8JhSczcB32Ik1H/GSLA7izeQpvWc3Cb3fdXB57gDCHB8/Vsbnteu11TrORqoVGpuXcPOLb0eQgjhrmRkWgjRGuFNvi5r70GUmuvFwdHU9w9JugDQek4pB5PSRIz64Jb86ZBEusHbjltvjLZ97XEmRms/gD8cafEZred8x8GE9lql5rapNKKNHj8kke4QSs1VSs3todTcP2KM1ANYgP+08vkd/ZoKIUSXIsm0EMKZhmLU0gJ8epT9vsEooQBjUZgjqQMWtvDYziZfx7Y6uuYmO25LgflH2e9jx2000L+d52qN7zvwWK83WSTFDmQDj2HUnNcD12s9Z3Mrj9WRr6kQQnQ5kkwLIVqjpMnXx1Mb3HRC4BG7fAA4elc3JMTJLexW0EL5B4eMIvu3KcKDGmLd5ihHaEnTDhUtxdoR9h57l3azYSzAMw8YofWct9rw3I58TYUQosuRmmkhRGs0TeSOp3NFUJOvj1UbW+G4DW7hcVsL9x+qvaUXDbG2Nk5oOdbjpvWcmmPv1Wo3A+86vrYfqYSlDTryNRVCiC5HkmkhRGssx0hezRzfJfqmyVZQi3s1f7ziqHt1noZYWxsntC9WV7wPH7oC4vHoSq+pEEJ0OCnzEEIck9ZzKoBfHJszjqN/874mXw9saSfHpLZ+js2Mdp7reO1z3A44xsTCwU2+PjTWhsmRRys1iW9jXO5mX5Ov3f01FUKIDifJtBCitRp6NpuAZ1v7JKXmDmqyuYmD3UDOP8rTTudgArqktedqA4vj1nyUfRrOGwbMOMp+FzhuCzBWRWyqoftG3yM9Uam5Jrr+st0d8Zo2vB4oNfdor4kQQrgdSaaFEK2i9ZxfONhy7kyl5r7kWOTjiJSa66PU3L8AjZPZtJ5ja7J9iVJzJx7heSEYnSUA9gM/dkT8hyhy3B5tVPhrjAQZ4HGl5h42uqzU3JOBcxyb/zvCRMVVjtvzlZp7pBUL76L5BL4up4Ne06ImX3f1kXohRDcjNdNCiLa4BaMTw1SM1QRnKjX3OeBXjBXzvB2Pn4SxhHRPYMMhx3gYmI3Rsu57pebeD3wJVGMs0f0oB1vM3dlSx47jtBYYh7Goy/sYSW/DJDyb1nO01nPqlJp7H0aiOAr4zRHrWowJdBcADzqek8nBHs1NvQlciPEz+dKxNPk+jF7L12Ik03swlgfvyo73NV2P0aLPBDyo1NyHMEb1NaAdCbsQQrglGZkWQrSa1nOqMBLlZzAuzffBWNxjA8Yo7gGMyYr/wEik84AnDzlGAcay3LkY/Yn/i5Fg5mOsJjgMY7LjnVrP+byTvpWXHPFHYdSClzm2LRgfFBpifRtjeXINjMUYUS3ASIAfx1gtMBM4pWGVxaa0nvMt8J5j82SMRLwY2AjcDbzAwdH+Lut4X1PHYjQN/bqvw/iZ1mO8Hkfr8S2EEC4nybQQok20nlOv9Zy7MEYaH8Cof83BSH4qMfoVfwhcDvR0JKSHHmM9Rou9B4F1GN0d6jBa8P0Po9dxq+uy2/E9bASmYYye5gItjn5rPedRjNHVtzAmztUB5RhLmf8FGKz1nPSjnO5K4E6M0dcajMR9ETBb6zm3H+e34jY64DW92vHcjRy8SiCEEG5PaX20tQiEEEIIIYQQLZGRaSGEEEIIIdpJkmkhhBBCCCHaSZJpIYQQQggh2kmSaSGEEEIIIdpJkmkhhBBCCCHaSRZtaYWoqCjds2dPV4chhBBdXlZxNUopEsMPW1CyUWWdlb2FVSSF+xMW4OPE6IRwP2vWrCnUWke7Og7RMkmmW6Fnz56sXr3a1WEIIUSX99RP2/HxMnHb9D4opY64j9aaH7fkcuKgOMwmRa3Fhp+32cmRCuEelFIZro5BHJ2UeQghhOg0WmveXraPbbnlANx7Un9un9G3xUQaQCnFKUPiMZsUFbUWTntmMW8u3eekiIUQom0kmRZCCNFpymusPLNgFx+szGrX801KMSIpjEE9Qjo4MiGE6BiyAmIrpKWlaSnzEEKI1ttTUElqVCBKKbKKq0kI88dkank0urU+WJlJUkQAk/pEdUCUQrg/pdQarXWaq+MQLZOaaSGEEB1q0/4yznvxd/55zhAuGpNMUkRAhxzXarPz5rIMUiSZ7lAWi4X9+/dTW1vrlPPZbDannKcrMpvNDBw40NVhiDaSZFoIIUSH0FqjlGJwjxDuntWPkwfHdejxvcwmPr1lAhabcUW1qLIOi00TF+rXoefpbvbv309wcDA9e/Y8ai17R9m8eXOnn6Orkg8aXZPUTAshhDhu67NKmT1vGSVV9ZhMitum9+mUtnYBPl6E+nsDMOuphfzhkw0dfo7upra2lsjISKck0kJ4IhmZFkIIcdxMCoqr6imsrCM80Dm9of939Rjyyp1TmuDpJJEWov0kmRZCCNEuRZV1LNtTxBnDejAsMYyf7pmKuQMmGR6Lza4xmxQjk8M7/VxCCHEskkwLIYRol2cX7OLDVVmM7xVJVJCvUxJpu11zxWsrmNQnitum9+n08wnn0Vqz79N97P1sL+W7jL7kwanBpJ6fSuoFqahDfr9qC2vZ9vI2chblUJtfi1eQF1Ejoxhw0wDCB7X+g9b3J39P9YHqo+4z6LZBDLz54MTAki0lbHxiI6XbSvEJ8yH5jGQG3jQQk3fz6lmtNYuuXoTNYmP629NRZrkC4IkkmRZCCNFqNrumss5KqL83c07uz+y0JKKCfJ12/nqbneSIAGKCnXdO4Ryr/rSKrO+y8I3wJem0JMx+ZvKX5bPu4XUUrS9izCNjGvetyq7ityt+o7aglvCh4STMTKCupI7sX7LJWZTDxOcmEjepdRNg+1zeB0uF5fAHNGx7dRvaqok74eCxavJqWHTdInxCfEg9P5WynWVsm7cNW52NYfcNa3aI3e/vpnhTMTM/nimJtAeTZFoIIUSraK255Z01lNVYeO+G8QT5ejl9MRU/bzP/Pn/YsXcUXUr2/GyyvssiICGAGe/PwDfc+LBkt9hZds8yMr/OpMeMHiTMSgBgw783UFtQS+/LejP8/4Y31nwPuHEACy5ewJr713DyNyfjFXDsNKfvFX2PeH/u77loqyZsYBjhgw+OdGd+k4m1xsqsT2YRmBgIwKLrFrHnwz0MvXdoYyxV2VVs+e8WBtw0gJDesuiQJ5NuHkIIIVpFKcVpQ+M5d2QCTqjoaMZm1/zj661kFh39crzomg7MPwBAv6v6NSbSACZvE4NvHwwYo7wAtjobuUtywQSD7xjcbPJkcM9gep7bk9qCWrJ/yT6umPZ+sheA1AtSm91fnVONb7hvYyINED44HFuNjfqS+sb71j64lsDkQPpf1/+44hDuT5JpIYQQLbLZNU/9vINftuYBcM7IBC4em+z07g878yv4aHUWazKLnXpe4Ry1hUZXlqYJaoOG+wrXFmK32Kkvq0dbNb5hvngHere4f/6K/OOKJ+e3HLwCvEg6PanZYwFxAdSV1FGdc/CDXcnWEsz+ZnzCjU42ez/dS8HqAtL+kYbJS1ItTydlHkIIIVpktdtZsC2PylorswbFuiyOAXEh/PaHaUQ6qe2ecC7fMGM0uiq76rDHqvYb92mrpjKrksAegSizoq60Dmu19bBSjob9K/dVtjuefV/sQ1s1iWcnHpawJ52RxLZXtrHwmoUkzEqgbGcZBSsK6HtlX5RS1OTVsOnJTfS/pj9hA8PaHYPoOuTjkhBCiMMs31NEndWGr5eZD26cwN/PHOSSOGx2ze+7CgGICvKVfsgeKm6KMcFv51s7qS87WCpht9jZ+vzWxm1LuQWzn5noMdFghy3PbWl2nMrMSvZ9vg+A+vJ62qOhqwhArwt7HfZ4QFwAJ7xyAv6x/uz9eC+VGZX0v6E/g+8yylHWPrwWvxg/Bt4ykLLtZSy8ZiGfjfyMryZ9xfp/r8dusbcrLuG+ZGRaCCFEM7sLKrnkleXMOak/t03vQ5Cv6/5UfLQ6iz9/tolPb5nA6JQIl8UhOlfSqUlkfpNJ3u95/HT2T/SY3gOTr4n85fnUFtQSEB9AdU51Y3u84f83nN+u/I1db++ieEMxkSMjjW4eP2cTlBJE2baydn/wyl+WT9X+qsMmHjYVMSyCaW9OO+z+zK8zyV2cy/S3p2O32lly6xJ8QnyY+MxEKjMr2fTkJkzepsO6foiuTZJpIYQQAFhsdrzNJnpHB/H8paOYMSDG1SFx/qhEAnzMjJIFWjyaMismPjuRnW/tJPObTDK+ysDsayYqLYrxT41nxX0rAPCNMMpBQvqEMOPDGaS/lE7+snxKtpbgH+NP3yv6EjsploVXLWzct61amnh4LLWFtWx4fAN9r+hLxLAI9n6yl9r8WsY9MY6oUVEAlG0vY/d7uxl06yC8/CUF8xTySgohhGDl3mLu+XA9b147lj4xQZw2NN6l8Vhtdqx2jZ+3mbNHJLg0lu7monnLuGB0IhemJWGx2bn81RVcPDaJc0cmUlNv4+rXV3L5+BTOHN6D8loLN7y5mmsm9eSUIfEUV9VzyztruOGEXswaFEt+RS0xwX6tOq/J20T/6/of1v3CVmejMqMSn3CfZhMUg5KCGPOvMYceprHMI3xI2z+A1RbVcuDXA0eceHgs6x9Zj0+oT2P3kfI9xsIzTeumwwaFse/zfVRlVRHaL7TN8Qn3JDXTQgghSI4IoFd0IF7O7nnXgnmL9nDGs0soqz7CYhqiW8n6Pgu7xU7Sqa1LbjO/zgQg6bS2JcMAGV9kGBMPTz184uHR7P9pP9m/ZDP6odGY/czNHrPXH6yRttXZ2hyTcH8yMi2EEN1UVnE1X6zL5vYZfYgL9ePt68a5OqRGQxJCKaysIzSg9QmN6Bgf3jSh8Wtvs6nZtr+Pudl2iJ93s+2IQJ9m260dlQawVFrwDmr+epduK2XTU5vwDvFuNmJtqzeSUrPPwcRVa832V7ZTsKqAxFMSD1tSvKagBkuFBf9of7yDD/+90lqz9zOjxONIEw9bUl9Wz/pH1tProl5EjY5qvL9hoZachTmknJUCQO6iXEw+JgKTDm8BKLouSaaFEKKb+nrjAV5evIdzRyWQGB7g6nCamdovmqn9ol0dhnCixTcuxuxrJqRPCN6B3pTvKSd3cS5mXzMTn52If4x/476VGZUsvGohMRNiCEwIxG6xk78in/Kd5USOimTUA6MOO/6W/2wh46sMRj88mp7n9Dzs8YIVBVRlHn3i4ZGsf3Q9Zj8zQ+8Z2uz+5NOTSX8hnXX/XEfxxmKq9ldRsLKAftf0k3ppDyOvphBCdCN1Vht5ZXUkRwZw05TenDsygfhQ/2M/0UnmLdyNv4+ZK8anSBs8D2TXusXHEk5MYP/3+8n6NgtbrQ2/GD9Sz0+l//X9CYhr/mHPL9KPuBPiKNpQRM7CHExeJkJ6hzDiLyNIvTC1XQultGfiYc6iHLK+zWLyy5MP63dt9jMz6aVJbHhsA/u+2IdXgBd9Lu/D4DsGtzk24d6UPsovtjCkpaXp1atXuzoMIYQ4bje+tZrteRX8dM8UfL3Mx36CE2mtueGt1QT6evHfi0e6OpxuIz09nYEDB3ba8e1aU2+14+dtRmvNli1bjv2kbmzIkCHNtpVSa7TWaS4KR7SCjEwLIUQ3oLVGKcVNU3tRXGVxu0QaQCnFK1emUWeVRS08SVZxNTX1NvrHBcvVBuGRpJuHEEJ4MIvNzl8+38Qri/cAMDolghNduCx4S77flENJVT1KKfy83S/RF61XUWthZ34FNrtx5TsqyJeEcPcpJRKio0kyLYQQHszLpCipqqe8xurqUFpUVFnHPR+t5z+/7GDl3mKyS2sAYynxlXuLOeDYttjsrNxbTG5ZLQD1VmM7r9zYrrPaWLm3mPwKY7vWYmwXVtYBUF1vZeXeYooc21V1xnZJlbHsdEWthZV7iymtNrbLHdtlNUZ7vrJqY7u81tgura5n5d5iKuuMn21xlbFd5dguqqxj5d5iauo9ux2a1prS6nrqrcb3aVIKEwqrzbjCEOjrRbCft4xKC48lybQQQngwpRTPXzqKOSf3P/bOLhIZ5Munt0zkzpl9mT1vGZ+t2Q8YyfLsecv4asMBAKrrbMyet4zvNuUAUFZjYfa8Zfy0NQ+Aosp6Zs9bxq/b8gHILatl9rxlLN5ZAEB2SQ2z5y1j2Z4iAPYWVjF73jJW7SsGYFd+JbPnLWNdVikA23IqmD1vGZuzywDYlF3G7HnL2J5bAcC6zFJmz1vGrvxKwFj4Zva8ZWQUVQOwdHcRs+ctI7vU2P5uUw4nPb2w8cNCcVV9Y6LflVXVWcksrqbE0RM80NeL3jFB+MoVBtFNyATEVpAJiEKIrujPn20kOtiPe0/s5+pQWsVu1yzbU0RyRABJEQHY7Jrle4pIiQwgMTygcWS6Z1QgCWH+1FltrN5XQq/oQOJD/am12FiTUUKfmCBiQ/yoqbexNrOEvjFBxIT4UV1vZV1mKf1ig4kO9qWyzsqGrFIGxAUTGeRLea2FTfvLGBgfQkSgD2U1FjZnlzG4RwhhAT6UVtez5UA5QxJCCfX3priqnvSccoYmhhLi501hZR3bcysYnhRGkK8XBRV17MirYGRyGAE+XizaUcBby/bx/GWj8PUy8+z8nTz58w42P3QyQb5erNpnjLKfNiQekxMXzzneCYgNEwx9vUxojNUrfY5Sk7958+Z2n6s7kAmIXY8k060gybQQoiu696P1xIX48cdTBrg6FHEE6TnlrM8q5ZKxyQDc99EGFu0sYNVfZwHw6uI9FFTU8efTjETXZteYOyHJ7shuHnnltRRW1NE3NhifFtrTSTJ9dJJMdz3SzUMIITzUU7NHuDoEcRQD40MYGB/SuP3IeUPIKztY9rG/pIb9JTWN29e8sQp/bxPzrjDyqk37y4gN8SUmpPWrDHa28AAfTEq1mEgL4YncN5lWKgAYAQwA+jtuG951rkLrzDYe73bgfMfWBrS+u0PiFEIIITqAr5eZ5MiDi5M8eFbzxT2m9YvGy3xwZPqWd9cwPCmM5y81Vvt7aeFuhiWGMrF3FK7i42UiOtgXgHqrjaySGhLD/KV+Wng0902mYRTwcIccSal+wLkdciwhhOgi5ny8gdgQX/5wspR5eIJrJzdfme/pi0bg6xgBttjsPDt/J9dMSmVi7yjsds3n67I5Y3i8y3qKW2waq82ONPEQns6dk2mAUmA7sA0oBO5r8xGMXjz3ARrYAXSNmThCCHGczEphlkzGY43pGdH4tbfZxIYHTmpc8Gbp7iLu+3gD3l4mzhrewyXxBfp60S/24EItJVX1hPh7t7i/1pp9n+5j72d7Kd9VDkBwajCp56eSekEqqkm9eMGqAhZdu6jFY/W7th9D7xnaqjjbc6yKjAo2PraRog1FePl7ET89niF3D8E78PDvb+WfVlK0vogTPzvxsCXHhWdw51d1KVovadxSKq6dxzkPI4H+GKNMRJJpIUS38NgFw1wdgnAiL7MJL7MxUj25bxQf3DiesY6Ee/HOAoJ8vRiZHO7UmBoS6VqLjaySauLtLdd3r/rTKrK+y8I3wpek05Iw+5nJX5bPuofXUbS+iDGPjDnsOVFpUUSPiT7s/siRkW2OtbXHslZbWXz9Ymw1NlLOSqEmr4Y9H+yhrqiO8U+Nb7ZvzqIcsr7NYvLLkyWR9mDu+8pqffzrySoVDVwLFAFvAHce9zGFEEKILmB8LyMJ1Foz96cd2O2ar26f5JLFU/y8zfSODsLfx0zeER7Pnp9N1ndZBCQEMOP9GfiGG3XXdoudZfcsI/PrTHrM6EHCrIRmz4seE82gWwd1SIytPVbOohxqcmuY8voUotOM5Hv131aT8WUGtUW1+EUaHxgsFRbWPbSOnuf1JHaC+606KjqOp0+3vQMIAJ5H62pXByOEEM501wfrePS7dFeHIVxMKcW714/jmUtGopSipt7Gf3/Z2biSo7ME+nphaiGRPzDfWJin31X9GhNpAJO3icG3GxMxd7+/u/ODbIXqA0Y6ETH0YJlN+FBjxL8652CqsXHuRgCGzZErRJ7OfUemj5dSE4ETgDVo/aurwxFCCGcL9vMiwMdz3+ZF6wX5ehHka/wuLNlVyH/m72Bcr4jG0WtXqy00loAPTAw87LGG+wrXFmK32DF5HxwHrMysZNd7u7BWWfGL8iNyVCTBKcHtiqG1xwqINzqulGwtIWqk0TmldEtps8fyluWx77N9THxuIt7BLdeJC8/gme+ySvkBdwFW4D+uDUYIIVzjn+e0bgKW6F5OHBTLb3OmkRJpJKlVdVbKayxHnRzY2XzDjNHoquyqwx6r2m/cp62ayqxKQnod7M2d9W0WWd9mNds/4cQERj0wCp9QnzbF0NpjxU+Nxz/Wn2V3LSP59GRq8mrI/jmbHrN64Bfph7XaytqH1pJ0ehLxU+PbFIPomjwzmTbqpGOAd9B6f3sOoJS6EbgRIDk5uQNDE0IIIVyrIZG22zVV9VZKqo/eaaOzxU2JI+v7LHa+tZOkU5Mak1e7xc7W57c27mcpN0pTfMN9GXL3EOKmxBGYEIitzkbJlhK2PLOF7J+zqS2sZeobU5t1AGlJW4/lFeDFCa+cwIbHNpDxZQZmfzOps1MbO35senoTtlobw/80nOqcatb9ax35y/MxmU30mNmDEX8ZgXeQjFZ7Es9LppXqg7E4Sy7wTnsPo7V+GXgZjOXEOyY4IYRwntveW0tciB/3n9ExE7SE5zGZFNFBviSE+QNGv+q88lpiQ/zwNjtvWlXSqUlkfpNJ3u95/HT2T/SY3gOTr4n85fnUFtQSEB9AdU51Y0Ib0ieEkD4HR6i9AryImxxH5IhIfrngF4rWFZHzWw49Zhy7LWB7jhWcGszklyYfdqzCNYXs+XAP4+aOwyfUhwU3LqCuqI6xj43FWm1lw6MbsNXaDuv6Ibo2z5qAeLCntAl4Fq3rjvEMIYTwWNFBvkQEtu1St+h+lFKNLfWq66yUVVuw2507hqTMionPTmTI3UPwDfcl46sMMr/KJCg5iGlvT8Mr0Bj7843wPepxvIO8ST7NuJpcuKbwuGJq67FstTbWPLCGhFkJJJ6USP6yfErTSxly9xASZiaQcmYKfa/sS/bP2VRmVR5XbMK9eNrI9CkYy46vBtahlP8hjzcsA2Vq8lhdh7ThE0IIN3PoctRCHEtogA83vr2mcbveZsekFOeM6MEVE3pSU2/j6tdXHva8C0YncmFaEsVV9dzyzppmj31404RWndvkbaL/df3pf13/Zvfb6mxUZlTiE+5zxAmKh/KJMD5AWmusrTpvRx1ry3NbqC+tZ8RfRgBQsbcCgLBBYY37NHxdvrucoKSg445PuAdPS6YbGjmmAd8dZb+hTR6/B1jfiTEJIYQQXZLdrsHFi2hmfZ+F3WIn6dSkVu1fvLEYOHJnkLZq7bGKNxWz651dpD2chl9U84Vp7PX2I34tPIenJdNCCCEcbnp7NfGh/jJCLdqk6Uiy1hoNmJSipt5Kbnkdb183Dh+vI1eJRgT6tHok+lCWSsthE/NKt5Wy6alNeId4NxuxLtlSQvjgw1dzzPw6k/0/7MfkbSLx5MRmj9WV1FFXUodvuG+zXtbtOVZTdoud1fevJnZSLMlnHmxYENzLaKuX81sOYQPDGr8GCOkdcthxRNflWcm01m9grHR4ZEr9CTgZ2IDWdzslJiGEcJHkiACigo5eYyrE0SilGgem62126q02TI48WmvdoaspLr5xMWZfMyF9QvAO9KZ8Tzm5i3Mx+5qZ+OxE/GMOVm4uv3c5yqwIHxyOf6x/YweOkk0lKC/FyL+PJDCh+Wjy7vd3k/5iOgNvGdhspcP2HKup9BfTqc2v5YR5JzS7P2Z8DGGDwkifl051TjXWaiv7f9xPwkkJUuLhYdw7mVYqtMlW087pQYc8Vo7W0nFDCCGa+Ovp0sVDdJxQfx9C/LxRSqG1JqOomiA/rw77wJZwYgL7v99P1rdZ2Gpt+MX4kXp+Kv2v709AXECzfXvN7kX+8nyK1hVRV1oHGvxj/Ek5O4U+V/QhrH9Yq897PMcq3VbK9te3M/JvI/GPbT5NSynFhP9OYP0j68n6IQuTl4mUs1IY/ufhbfmxiC5AuXUOqlRrVy68BK1zW3G8do1Mp6Wl6dWrV7d2dyGEcDmrzU5+RR09wg6dhy1Ec+np6QwcOLBNz7HZNftLqgn0NZJpi9VOVb2VIF8vvMwm6q12quutBPt5YTaZqLfaqK63EeznTfrWLZ30nXiGIUOGNNtWSq3RWqe5KBzRCp7VGk8IIbqx0up6KuuMrgO/pOdx4lMLeeLHbS6OSngis0mREhlIpKP1Yo3FRmZxNfU2Y4JdTb2VzOJqLDZjwK663njcapMJeMLzuHeZh9bTO/h4/wb+3aHHFEIIF9FaU2+z4+tlJrOomulP/sa/zhnCxWOTmdw3midnD2da/xhXhyk8WEPNdKCvF/1ig/Fx9KsO8mu+HezY9m5h4qIQXZn8VgshRBdks2tOfHoRT/60A4CkCH/uO6kfaT2NrgRBvl6cMiQeP2/z0Q4jRIcwmxR+3mZMjhUKzSbTkbc7cMKiEO7CvUemhRBCNHrwqy2UVtfzn4tHYjYpTh0Sx4A4o8WWUopbp/VxcYRCCNH9SDIthBBuxGbXmB2jea//vpcft+TywY1G397wAJ9mI3v3ndT/iMcQzWmtsdo19VY7XmaFr5eM1gshOo4k00II4UJFlXVGkmxSvLcik0e/T2flX2bh72MmwMdMeIAPdVYbvl5m7prV19Xhdopd+RWszSilzmZnQFwwY3pGUGux8dyCXY7exvbG21kDYzllSBzFVfXc9cE66qyOxx373DilF7PTkthbWMVZzy4xnmez09C46tHzhnLJ2GQKK+v4fG02V05MkeRaCHFcJJkWQnRpWmuW7Smif2wwkUG+Hb6QREey2uxsz6sgOSKAYD9vvt2Yw23vreXHu6fQPy6YfrFBnD8qkRqLDX8fMxeNSeaiMcnHPnAXVWux8cz8nby8aA9Wu5HtXjOpJ2N6RqA1vPDbLny8THibTfh6mfAxmxgQZyw5YFJQWWfFx2wi2M8LX8d+4QFGd4kQPy/OH51oPM/xXB8vE8MTwwD4blMO//ounTeX7eP/ThnAGcPi3fb3Rgjh3ty7z7SbkD7TQriv7zflcMu7a/nl3in0iQnmy/XZ/OPrrXx+6ySSIwPYcqCMNRklnD8qkUBfL6cm27UWG0t3F9I7OoiUyEDWZpZw3gtLeenyUZwyJJ4DpTV8veEA545MICbEzykxuZMb31rNT1vzOH9UIrdN702QnxdBvl4E+DjndVqys5B/fruVbbkVjEwO42+nD2R0SkSnntMdtafP9PHYvHmz087VFUmf6a5HunkIIbqkhn61Jw2O45/nDCE5wljuNzHcn5MGxxEVbIxQLtpRyN+/PLhIxLxFexj18M/U1NsAWLa7iDd+34vdMTJqs7d/gMFis/PeikyW7S4CoKbexrVvrObbTTkADO4Rwn8vHkFaTyNh6xHmz01Te3erRLqs2kJFrQWA26b34Z3rxvHk7OH0ig4iJtiPAB/jgqkzPvBM7hvFt3eewOPnDyO7pIbXf9/X6ecUQngeKfMQQnQ5X6zL5qWFu/nklokE+Xpx+fiUxsdGp0Q0G128aUovzh+dQKCv8XY3MD6Es0f0wN/HqJP9cUsun63dz9WTUgH4x9dbmL8tnyX/NwOAHzbnUlJdzyVjjXKLeqsdnya9cp//dRcRgT5cMjYZL5Ni7k/bOX1oPBN6RxIe6MNnt05sLE3w9TJz9oiETvzJuC+tNd9tyuWBr7Zw6pA4Hj5nCMOTwlwdFmaTYvaYJE4fFk+NxfiAtT23gk/WZHH79L6EBni7OMLuJ395Prvf303RhiIs5RZ8wnwI6RtCn8v6ED8lvnE/W72NfZ/uI+OrDKr2V2GrsxEQF0DMhBj6XtWXwB6BrTpfdW4121/dTsnWEqoPVDeeMzApkJ7n9CT5jGRM3s3HHmsLa9n4+EbyV+QDEDMhhmF/GIZf5OEfjLc8s4XdH+zmxM9PPGzJceEZJJkWQnQ58aF+xIX6UW+1g+/R9zWZFDHBB//ATe0XzdR+0Y3bD5w5iLubTOyb0DuS6OCDB/1iXTb7iqoak+nb3ltrTF67dRIAC3cUkBwRwCVjk1FK8ePdU4gK8ml8/qjk8OP6Xj1BTlkN93+xhV/S8xiSEMJFY5JcHdJhAn29Gj9wLdtdyKtL9vLxmv3cOaMvl49PafYBSnSeTU9tYsfrO/CP9Sd+Wjy+4b7UldRRurWUwtWFjcm03Wpn8fWLKVpXRHBqMEmnJmHyMVGyuYTd7+0m8+tMpr09jZDeIcc8Z1VWFZnfZhIxNIIeM3rgE+pDfWk9uUtyWfP3NWR+k8nkeZMxOX4HtF2z9PallO8uJ+XsFGw1NjK/zaQqq4ppb09DmQ5eVSndVsr217cz8m8jJZH2YJJMCyG6hM3ZZWzPreD80YmM6xXJuF6RHXJcpRRhAQeT31OGxDd7/MXLR1HlKAkBOHVIXLPt928Y39jKDmiWiAuYn57HXR+sx2q389fTBnLNpJ54md07Mb16UipjUyN55Lt0/vHNVt5ato+/nj6IEwfFujo0j7b3k73seH0HKWelMOrBUYeNBtstB5ciPzD/AEXriogeF80JL5/QLIHd+vxW0l9KZ8cbO0h7+NilxpEjIjnr97OaHaPhfEtuWkLBygIO/HKAxFMSASjZXELJlhLS/pVGylnGVbGAxADSX0inZEsJEUONK2N2q53V968mOi2a1PNT2/dDEV2Ce7+jCSGEw4u/7ea/83dSZ7Ude+cOpJQiyPfguMN5oxK5oklZidkkHSCOpGFye7/YYCb0juSnu6dyw5Rebp9INxjUI4S3rxvL61ePwctsYm1miatD8mi2ehtbnt1CQHzAERNpoNl9VfurAIifEn9YEhw/3fhAXFdS16pzm7xNhx2j4f74GcaxKjMrG++vPlANQPiQg1edIoZENHsMYPtr26nKrGLUg6NaFYfoumRkWgjhtspqLNjtmvBAH/517hC0RnoCu7k6q43nf93Ntpxy5l0xmqSIAF65sms2IlBKMX1ADCf0jWps3ffr9ny+XJfNH04ZQEKYXLbvKPnL8qkrrqPP5X1AQc6iHMp3lmPyNRExJILIEc2vRIX0Mco3cpfk0ufyPs2S4dyFuQDEjI85rpi0TZO72DhWSL+D5SL+8cbrXrq1lJBexv0lW4wPWwE9AgAo313OtnnbGDpnKIEJravdFl2XJNNCCLdksdk574Xf6RUdxCtXpjUrxRDuadW+Yv706UZ2F1Rxzoge1Fnt+Hl3/Q8/XmYTDZ/h9hdX8/3mXL7fnMt1k1O5ZVpvgv1kkuLxKtlsJKNmXzPzL5xP+a7yZo9HjY5i/FPj8Y0wyqjipsTRY1YPDvxygJ/P+5mY8TGYvE1GbfXaQnpf2pveF/duUwx1JXXsfn83aOPrvGV5VGVWkXRaEj2m9WjcL2JIBGEDw1j7j7UUrS/CVmvUTIcPCSd8cDjaplnz9zVEDI2g9yVti0F0TZJMCyHckrfZxO0z+pASKaM67q6i1sK/v9/GuysySQjz541rxjCt//GNCrqrKyb0ZMbAWJ74YRsv/Labj1Zn8bfTB3HOyO7ZpaWj1BbXArDjjR0E9wpm6ptTCRsQRtX+KjY+uZH8pfksv285U1+fChhXDcY/NZ70F9PZ9vI2KnZXNB4relw0SaclNU4YbK26kjrSX0w/eIeCvlf3Zcidh/R9NismPjeRjY9vZP9P+1FKkXBiAsP/OBxlUux4YwdlO8qY+clMLOUW1j+6npxfc7Bb7cROjJXJiB5IkmkhhNsoq7Hwh483cPXEnkzsE8W5IxNdHZJoBbuG+en5XDc5lXtP7NfYFcNTJYT585+LR3LNpFT+9W06VfVWAOx2jVLO6ZHtcRxzC5VZMfHZiY2lEaH9Qpnwnwn8dOZPFK4upGh9EZEjIrHV2Vj1l1XkLcljxF9G0GNGD8x+ZorWFbH+3+tZePVCxj85nh4zehzlpM2F9Arh/E3no22amvwasudns/X5rRStLWLSC5PwCT14dcw/xp9xc8cddoyKjAq2Pr+VQbcNIjglmKV3LqVwdSEj/joCr0AvNjyygWX3LGP6u9Pl98SDdI2ZIEKIbsHLpMgqqWF/SY2rQxHHkF9eyyPfpWOx2Qn192b+fVO5/4xBHp9INzU8KYwPbxrPJY4l399dkcEVr61k64HyYzxTHMo72CiVCRsQdliNsZe/F7GTjE4qxZuLAWNyX/ZP2Qy+czC9ZvfCL8oP7yBv4k6IY/xT49FWzYbHNrQrFmVWBMQH0Pfyvoz6+yiKNxaz5bktx3ye1pq1f19LSN8Q+l7Rl4qMCnJ+zaHvVX1JOSuFhJkJDL57MCWbSihYWdCu2IR76j7vekIIt2S3az5bl805I3oQ6OvF17dP6jIdH7oju13zwaosHv0+nTqrnZMHxzE6JbxbJdFNKaVoGGD09Taz+UAZpz+7mAtHJ3LfSf2J7WKrWz709ZYO/zAwqEcID5w5+Kj7BKcaCxs1JNWH8g4x7rfXGkPYOQuNVUWjx0Qftm9Y/zC8Q7ypPlBNXWkdvmHtb1cZNzkOgMLVhcfcd/f7uyneVMzMj2eizIqKPUbpSdjAsMZ9wgcZHUDKd5UTM84zS6G6o+757ieEcBtLdxcx5+MNeJsVZ49IkETaje0uqOTPn25i5b5ixveK4NHzhpEaJTXtDWanJXHyoDie+3Unby7N4OsNOTxw5iAudiz4I1oWPS4aFFTsqUDb9WGt6sp3Ggl+QKLRLcNebyTVR2p/Z6u3Ya02Sm+O1GKvLWryjatkynz0koyq7Cq2/HcLA24acNhCMU37Y9vqnNvaUziHJNNCCJew2ux4mU1M7hvF+zeMZ3yviGM/SbiM1pp7PlzPvsIqHjt/KLPTkqTm8whCA7z56+mDuGJ8Tx77YRs9HO3z8iuMCXZNV+N0R8caQe4sgT0CiZ8aT85vOex6Zxd9rzy4Kmne0jzylubhHexN3CRjpDhqdBTlu8rZ9so2IkdGYvY52DUm/YV0tFUTPiQc78CDI92WCgs1BTV4B3vjH31wAmDJ1hLC+ocdljBbq61s+LdRKhI3Je6o8a99cC2ByYH0v65/430NSXXObzkkzDQmqDaMqDe09hOeQZJpIYTTbdpfxu3vr+XFy0YzqEcIE3p3zGqGouPsyq/kxy25/LQ1j3mXjyYu1I8nLxxOaIC32yeE7iA5MoDnLzu4WMcbv+/jhd92MzwxlJkDY5kxIIbBPULkA0kTI/46gtJtpWx8YiM5i3IIGxhGdXY1BxYcQJkVox8a3VgGMuCGAeT8lkPBigJ+OusnYifFYvY1U7S+iJJNJZj9zAz/v+HNjp89P5s1968h5awU0v51sPd5+kvpxsTG4ZEExAdg9jNTk1tD7pJcLBUWIkdEMuD6AS3GvffTvRSsLmDGezOadRAJSg6ix8weZHyRgbXaineQNxlfZhA+NJzosYeXp4iuS5JpIYTT+fuYiQ/1IypIekcfTa3Fxmdrs4kK8uGkwXFU1lkZ/8j8w/a7ZVpvbpveh/zyWmY8ufCwx+ec1I+rJ6Wyt7CKM59dctjjfz9zELPTkticXcbFLy9Ha924ZPrwpDAKK+uIC/Wjb2xwx3+T3cR5oxII8DEzf1s+T/+yg6d+3kGfmCB+vmcKSinsdo2pm6+mGRAXwMwPZ5L+Ujo5v+VQuKYQ7yBv4qfG0//6/o3LdAP4x/oz86OZbP/fdnIX5ZLxRQbarvGP9ifl7BT6XduvcUGVY0m9IBWvAC9KNpdQsLoAW60NnxAfwgaFkXhyIj3P7dlim72avBo2PbmJ/tf0b1Yb3WD0P0bjFejV2BovbkocI/86Uj5EeRjVsOSraFlaWppevXq1q8MQosurs9pkBcNWyC+v5e3lGbyzPIOSagtnj+jBfy8eSa3FxhM/bj9s/yn9opnaL5ryWgv//WXnYY/PGhjLhN6RFFbW8eJvuw97/LSh8YxOCedAaQ2vLdkLQHJEACcNjiU+VPrhdrSCijp+255PSXU9N04xFvU4+7klRAb5MmNADDMHxjj1556ens7AgQOddr7Nmzc77Vxd0ZAhh/S1VmqN1rprLiPaTUgy3QqSTAtx/KrrrVzy8nJOGhzHbdP7uDoct/Xs/J08s2AnVrtm1sBYrpucyrjUCBnJ8mBWm51/fpvO/G15ZBUbE94GxYdwy7TenDm89X2S20uSafciyXTXI2UeQgin8DabGBgfQn8pFWjGbtf8uj2ftJQIQgO8SY0O5NKxyVwzKZWe0imjW/Aym3jwrME8cOYgdhdU8kt6PgvS87HajS4QWcXV/Hf+TmYNjGFy32iCumkbQiHclfwfKYToVFprai12/H3M/Pv8Ya4Ox21U11v5dG02ry/Zy57CKh44cxDXTErljGE9OGNY549GCvejlKJPTDB9YoK5eWrvxvv3FFbx05ZcPlmzHx+ziXG9Ipg5IIZzRyUS6n/kvsxCCOeRZFoI0ame/GkHC3cU8P6N42VEDWMkeu5P23l3RSZlNRaGJ4byzCUjOXXI0Vtvie5rar9o1tx/ImsySliwLZ9f0vN46JutjSUgazKKsWsYmRQmfdqFcAH5yyaE6FSjUsKorrcR6NO9Jx7uL6kmMTwAk0mx+UA5E3tHct3kVEanhEs9tDgmb7OJ8b0iGd8rkr+cNpADpTVEBhkr+z0zfxcLdxQQFuDNtH7RzBwYy+Q+UYQHSrccIZxBkmkhRKcor7UQ4ufNjAGxzBgQ6+pwXMJm18xPz+O1JXtZk1HCoj9Op0eYP/+7Kk1GEMVxaVgMBuDZS0eyeEch87fl8dv2Ar5Yf4Cp/aJ589qxAFz6ynLqrXbCAnwID/AmPNCHUclhnDIkHoA6q52aeiteZhNmk8IkH+6EaBNJpoUQHW5NRjHXvL6Kly4fzcQ+Ua4Ox+mq6618vHo/r/++l31F1SSE+fN/pwwg2M94y5VEWnSkED9vTh8Wz+nD4rHZNeuzSqiotTY+HhfqR05pLftLqtmcbaGkup7S6h6cMiQerTVr9ldi88nGK8BYRMakFFFBvsSF+qG1Jqu4BrNZYTYpvEzGrb+3GT9vM1pr7FpjUkqusIhuS5JpIUSHS40KYtbAWAb16F5L5trsGrNJUVpt4R/fbGVoQijPndyfUwbHSQItnMJsUoxOiWh231OzRxy2n9VmdArRGgb07omlphh7TTl2rbHbod7LRImPGbvW5JfXGfc36aQb6u9FsJ83Nrsmp6wWL5MiOtgXczdfeOZ4mc3duxyuq5I+060gfaaFOLZ6q513V2RwxfiUbpc4rs8q5bUle6mstfD6Ncal9b2FVaRKazvhQWx2TVmNMbId7OdFTLAfpdX1vLM8g7k/7eDOmX2598R+rg6zRWXVFub+tJ05J/fvUl1QpM+0++tef/GEEJ1m0Y4CHvp6K4t2Frg6FKew2TU/bM7hgheXcs7zv/Prtnx6RwdhcwzfSSItPI3ZpIgI9KF3dBAxwX4AhAX4cPuMvswaGMM7yzOotdhcHGVzq/YV88dPNmC3a0IDvHn4nCFdKpEWXYMk00KI41JQUQfArEGxfHPH5G4z2fCd5Rnc/M5acstruf+MQSz78wz+dsYgucwtuqXrT+hFcVU9n67d7+pQmtmeW8HKvcUUVNa5OhThwaRmWgjRbq8u3sOzC3bx/V0n0CPMnyEJoa4OqdPU1Nt4d0UGPSMDmTUolnNGJBAT7MtJg+MkgRbd3rjUCK6e2JMBca5f4bSgoo4DpTUMTwrjsnHJnD8qEf9u3ppTdC5JpoUQ7XbioFiKq+qJcvS79UTV9VbeXZ7JvEV7KKys49JxycwaFEtogDenDo13dXhCuAWlFA+eNdjVYQBw94fryCiq5tc50/A2mySRFp1OkmkhRJt8uT6bLQfK+ctpA0mJDOSPpwxwdUid5pM1+3n0u3SKquqZ1CeSF2aOYmxqxLGfKEQ3lVVczYJt+Vw1sadTz2uza7TWeJlNPHjmYKx2jXc3mwgtXEeSaSFEm2zOLmNdZim1Fht+3p434lNVZ8VsUo3f26AeIdw1sy9pPSWJFuJYvtuUw6Pfb2N0SrjTyr7qrDau/t8qhieF8adTB9A31vWlJqJ7kY9tQohj2plXwa78SgD+eMoAPrhxvMcl0pV1Vp7/dReTH1vA28syADh/VAJvXzdOEmkhWunisckE+ph5dfEep53T18vMwPgQ+sQEOe2cQjQlybQQ4qisNjvXvrmK+7/YDIC32eRRfaQrai08t2Ankx9bwBM/bmd4UlhjKYes6CZE24T6e3PRmGS+2ZhDTllNp53HarPz9M87yCquBuDvZw7igtGJnXY+IY5GyjyEEEeUX15LRKAPXmYT/714JAlh/q4OqVPc/cF65m/LZ8aAGO6c2ZcRSWGuDkmILu2aST15Y+le3li6jz+fOrBTzpFfUcf/ft+Lv4+Zm6f27pRzCNFasgJiK8gKiKK72ZFXwRnPLuGRc4d61GjPrvwKvt2Yy/ebc3jlyjSSIgLYnF2GXWuGJYa5OjwhPMb9X2ymqt56xKXMO0puWS1xoX6ddnx3ISsguj8ZmRZCAJBTVsO+wmom9I6kb0wQt0ztzVgPqBUurqrnzaX7+G5TDjvzK1EKxqREUFZjIQk8uje2EK7y8DlDOu3YVXVW8ivq6BHm+Ym06BokmRZCAPCHjzeyt7CKRX+cjtmkuOfEfq4OqV201mzPq6DWYmdEUhhaa174bRcjk8N56KzBnDIkjtgQ+SMsRGex2zWmTlzIaPHOAm5+Zy3f33UCA+NDOu08QrSWlHm0gpR5CE+UW1bLvEW7uffEfgT7ebMjrwJ/bzNJEQGuDq3NtNak51Tw3aYcvtucw56CKib2juS9G8YDUFZtITTA28VRCtE9PP/rLj5ancWPd0/plK4/2aU1rNpbzPT+Md3i/2sp83B/MjItRDdVUFHHu8szmdIvmun9Y+jXRXuzaq258n8rWbyzEJOC8b0iuXZSKicPjmvcpzv8wRXCXazNKGnWq72jJYT5kzAyoVOOLUR7SDItRDehteavX2wmPMCbP5w8gKGJoSz/y0wiAn1cHVq7aK3RGkwmxa3T+nDKkDhOGRxHpAcvbS6Eu9Nasy6rlJkDYjrtHOW1FnJKa0mJDPC4fveia/KcZrFCiMNszi7j7WX7AKNnstVmx2o/WNrVVRPp8loLt7+3jmcW7ARgQu9ILhuXIom0EC62r6ia4qp6RqWEd9o5lu4q5OT/LGJvYVWnnUOItpBkWoguxhiRNRLiXfkVvLJoD7UWGwDvrchk6AM/UlNvbC/cUcD9X26hut4KwGPnD+u0vq/OsnF/KWc8s4QftuQS4COjUkK4k7UZJQCM7sRkekRSOC9cNooeHtr7XnQ9kkwL4Wa01tgdo8dZxdXMW7ibgoo6AH7aksvgB35kX5Gx6tfG/WX867t0skuNlcZ6RQdy/uhE6m12AC4fl8K6+0/E33EptCuv6Ke15n9L9nL+i0ux2ux8dNN4bpwiizUI4U56RgVw5YQU+kR33tLecaF+nDY0nlB/mQsh3IPUTAvhQoWVdXyyZj+zBsbSJyaIdZklXPLKcl67agyT+kSRXVrDo99vY0hCKNHBvvSMCuSiMUn4eBmfg08ZEsfMgbGNf1TG94pkfK/IxuN70sS73QVVPPp9OlP7RTP3wuGEBXTNEhUhPNnolAhGp3Ruf/qyagtZJdX0iQmSmmnhFmRkWriVqjorm7PLXB1Gp7Ha7Mz9cTtLdxUCUF1n49/fb2Pj/lIAEsL9uXxcCjHBRu3vqORwNj54EpP6RAHQLzaYB84c3Li0d4CPl8ePzuwvMUbh+8QE8fmtk3jlyjRJpIVwQ7UWGzvzKhqvrHWWZXsKOePZJVIzLdyGJNPCrfzxk41c/foqauptbMst587311FWbXF1WB2m3mbn+805LNppJNOJ4f5sevAkzhtlLNkdE+zH384YRF9HmzofLxMhfp6dLLfEbte8vGg30+f+xvz0PMBYrbArl6oI4clW7yvhxKcXscQxWNBZRiWH88qVaSSES820cA9S5iFcTmuNXdO46l5+eS3+Pma2ZJezJqOksf63K1u5t5hRyWEE+Hjx+W2TGhNkk0kR3E2T5aMprqpnzscbWLAtn1MGx5HmAcuaC+Hp1mSUoBSMSA7r1PPEhPhx4iBZxVS4DxmZFi5ls2vu+mA9j3yXDhiX8ic6ShrOH53I/PumEh3si9aan7bk0hVX7NxyoIzZ85bx5rIMgG470txaq/YVc/ozi1mys5B/nD2YFy8f5fGlLEJ4grWZJfSNCer097jS6nrWZpY0dikSwtUkmRYuZTYpIoN8iAj0OWKi3DC5ZMG2fG58ew3fb851dojtZnWMqA/uEcp/LhrBZeOSXRxR17C3sAofLxOf3TqRKyf0lLIOIboAu12zLrOkU1viNVi+p4jzXlhKhqOrkRCuprriSJ+zpaWl6dWrV7s6DI+hteadFZlM7hNFalRgq5/z45Y8ThoUi8mkqLXY3HoW99Jdhfzps028e/04kiICXB2O2yusrGPLgXKm9otGa02d1e7Wr68Qorld+RXMemoRj18wjNlpSZ16rvyKWrYeKCetZwRBvp5fraqUWqO1TnN1HKJlMjItnK6oqp4nf9rO+yszW/0cpRSnDInDZFKUVtdz0tOLeG9F65/vbInhASTK5JhWWbq7kFP/u5i7P1hHVZ0VpZQk0kJ0MfGh/rx6ZRrT+kV3+rligv2Y1j+mWyTSomuQ30ThNJlF1SRHBhAV5MsXt04iuZ0jtmaTYlRyGEMSQjo4wuOTWVTNT1tzuf6EXiRHBvDeDeNdHZJbs9k1zy7YyTPzd9IzKpDnLx1FoPxxFKJLCvT1YtagWKecq6iyjp35lQxNCJX3DOEWZGRaOMWajGJmPvUbX284AEDPqEBMpvbVwgb7efOfi0cyLDEMgLeW7WP5nqKOCrXdPlqdxTPzd5JfXuvqUNxevdXOFa+t4D+/7OScEQl8fftkBsa714cjIUTrvbcik2255U4516p9xVz88nIyi6VmWrgH+UgnnGJ4Yhi3TOvDlL4dewmwzmrj7WUZDEkIbbbyn7PUWmwUVdWTEObPXbP6cum4ZGJCpGXTsfh4mRieFMa5IxO4sJPrK4UQnausxsJfPt/EnJP6MSCu8z8Uj+kZwXs3jGv31U0hOpok06LTZBVXc/2bq3n9mjH0CPPn3hP7dfg5fL3MfHHbJDSwI6+ClMgAfL2cU29bUWvhonnLsdk13945GW+ziR5hUid9NM//uouJvSMZmRzO/50ywNXhiCPILKrm83XZ2Ox2pg+IYXhiWLuvIonuYV1mCWAspuIMkUG+TAzydcq5hGgNSaZFpymorCOrpJriqvpOTTIDfb3ILq3hzGeXcOOUXtx3Uv9OO1dTwX7ePHfpSLJLa/AyS8XUsXy/KYcnftzO9ZNTGemkP7qidWotNn7YnMtHq7NYursIpUABzyzYRVSQD9P7xzBzYAyT+0bLpC9xmAOlRmlbanTrujN1hPVZpfy+q5Dbpvdx2jmFaIn7visqFQCMAAYA/R23DdePrkLrI7dyUMoHGA+MczynB8b3WQxsBb5E6/WdGLlwGJUczsYHTsLLbMJis/P1hgOcMyKhQ0e5tNYopUgI8+fBswZzkpMmwDToFR1Er+ggp56zK8oqruaPn25keGIof5QRabegtWbj/jI+Wp3FVxsOUFFrJTkigDkn9eO8UYkE+JhZuKOA+en5/Lgll4/X7MfHbGJcrwhmDohh5sBYafsomjE5sSf8txsP8O3GHK6YkCILYQmXc99kGkYBD7fjeY8Ao5tsWwArEOP4Nw2lPkXr544/RHEsDSO232w8wL0fbSAuxK9xhcPjtS23nHs/3MBzl46kV3QQl4x13qIo+0uqmbdwDzdO6SUJxTHUW+3c/t5aAJ67dBQ+XjKK70pFlXV8sf4AH6/OYltuBX7eJk4bEs+FaUmMS41o9mH37BEJnD0iAavNzuqMEhZsy2d+eh4Pfr2VB7/eSt+YIGYOjGXmwBhGJoXJFRrhNPed1J87ZvaVRFq4BXdOpgFKge3ANqAQuK8Vz/EC9gPfAksbR7CV6gHcAEwDzkepLLT+suNDFkdyzogEYkP8mNjbSKTLay3H/SYY4ueNUlBZ5/wlZdNzKvhkzX5uOKGX08/d1XywKpMN+8t46fLR8sHDRaw2O4t3FvLR6ix+Sc/DYtOMSArjkXOHcsbw+GP+v+hlNjG+VyTje0Xyl9MGsq+wivnb8lmwLY9XF+/hpYW7CQvwZlq/aGYMjGVqv2hZAr4bOXtED6b2jyYy0Mdp5/TzNuPnbcZu1yzfU9RhgzRCtIf7roColAmt7U2244D3HVtHK/MYDKQ3e+7BxxTwJDASyEHrS1sTiqyA2LGyiqs567kl/O30QZw/OrFNzy2rtvDVhmyumNATOFjm4Qruvgqju7DZNYt2FDB9QIyrQ+l29hVW8dHqLD5du5+88joiA304d2QCs8ck0S82uEPOUV5rYcnOQuan5/Pr9nyKq+oxmxRjeoYzc4Axai2lUKKzvLM8g799sZnPb53osXMxZAVE9+e+I9NHSoZb97wtR3lMo9SPGMl0PEoFo3VF+wIU7RUW4M3Jg+MYmxrR5ud+tDqLx37YxoTekfSJCXZZIg1IIn0MB0pr8DabiA72lUTaiarrrXy3yZhMuHJvMSYF0/vH8NBZScwYENPhZTYhft6cNjSe04bGY7Nr1meVsmBbHvPT8/nXd+n867t0UqMCmTEghpkDYhiTGoG3lIN4lM3ZZfy6LZ9rJqc6fYLqBaMTCfbzYkRSmFPPK0RT7jsyfajWjkwf+zgTMOqqAc5F69JjPUVGpjvXEz9uY1LvqBYv09ntmsKqOmKC/bDZNTvzK5zSy7Qlry7ew8IdBbxyZZok1C2w2OzMnreMsmoLP90zRWppO5nWmrWZpXy8OotvNuZQWWclNSqQC9MSOX9UIrEu6n2+v6SaX7flM39bPkt3F1FvtRPs68WU/tHMHBDDtP4xRDixNEB0jvdWZPKXzzex4i8zXfa7BsYHyQAf9x0jbC8ZmXZ/nvdbd2zDHbclQJkrAxFGr+YfNudis9NiMv3XLzaxbHcR3911AgE+Xi5NpAH8fcyE+HlLIt2CWouNf3+/jXWZpTx/6ShJpDtRQUUdn6/bz0er97Mrv5IAHzOnD41n9pgk0lLCXXrlBiAxPIArJvTkigk9qa638vuuIuan5zF/Wz7fbsxBKaPrz4wBMZw1vIfU1It225FXwWWvruDf5w1l5kDndnUSonsl00pFAWc5tn6gywzLe65gP2++un1y46XnPQWVBPp6NRvdOHdkIgPiQvB3k+T1snEpXDYuxdVhuI2mdev3friebzblUG+1c/n4ZE4fFu/i6DyP1Wbn1+0FfLQ6i1+35WO1a0anhPPY+UM5fVgPt+0DHeDjxYmDYjlxUCx2u2bLgXLmO8pBnvhxO88u2Mk/zh7ChaMTXf4hQHQ9KZEBTOwdSXyoLJwlnM8933U7g1Jm4G+AP5APvHv03dWNwI0AycnOa7nWHQU6/vhrrbnnw/XUWuycOTyeIF8vrp6UytjUiHbVV3eGoso6IgJ9uvUfe6012/MqWLqriKW7C9lXVM3P90xBKUVSRACXj0thct9IpvaTOumOtCu/ko/XZPHZ2mwKKuqICvLluhNSuXB0En1iutYEP5NJMTQxlKGJodw9qx/7S6r54ycb+eMnG1m+u4iHzxnS+L4gRGv4epn578UjXR2G6Ka607vVnRglHlbgYbSuOtrOWuuXgZfBqJnu/PCEUoonZw+nuMrCK4v3EOzr5dJuHUdy5f9WkhQewEtXjD72zh6k4XX4aHUWj/+wjcLKegB6RgYwoXcUtRY7/j5m7umEJeO7q4YPLfPT8/lpax4bskoxmxQzBsQwOy2Jaf2jPWYiX2J4AG9fN47nFuziv/N3sH6/USI0MN61JV2i66mz2nj6552MSg7jpMFxrg5HdBPdI5lW6nqM8g478E+03uziiEQL+sQY7bqGJYbi62Vyq0Raa81VE3t2i/65+RW1LNtdxNJdRfy+u5AXLhvFsMQwYkP8mNzHmCw6sXckieFS49qR6q12Vu0r5uetefySnsf+khoAhieF8edTB3DuqARigl03waszmU2Ku2b1ZWxqBHd9sI6zn/+dB84cxKVjk93qfUAc7vzRCZw+NJ5gP9enFArFoh0FKIUk08JpPL+bh1KXA9cBGngCrb9v66mlm4fwdA0jz7sLKrnlnTXsyKsEIMTPi/G9IrljRl+GJoa6OErPVFZt4bcd+fy8NY+F2wuoqLPi62XihL5RxuqCA2KIcWGHBFcorKzjng/Xs3hnIWcMi+fR84YSLCvdiVaqqbfh7+Mec2w6gnTzcH+u/xjZmZS6ECORBniuPYm0EA3mp+cxrlek207waotai43V+0r4fXchS3cVMn1ADHfP6kePUH/iQ/05d2Qik/pEMrhHKGaTjAp2tIyiqsbR51X7SrDZNVFBvpw2NJ5Zg2KZ3CfKo5KBtooK8uXNa8by0qLdPPnTDjZll/H8paMYkiAf6NzRuswSftySx23Te7vFh56G/3cyi6rJLq1hQu9IF0ckPF3XzwpaotTZwK2OrZfR+jNXhiO6tr2FVVz35mruP2MQ101OdXU4bda09vz6N1ezaEcB9TY7XibFiKQwejhmwPv7mHnz2rGuDNUjGYuZlPDz1nx+Sc9jV74x8t8/Npibp/Zi1sBYhieGYZIPLo1MJsWt0/owpmcEd76/jvNeWMpfTx/IlRNSpOzDzaTnVPDSwt1cM6mnWyTTDf7wyQbyK+r45d6pMiggOpVnJtNKnQzc5dh6C63fP9ruQhxLSkQAH900gV7Rga4OpU1qLTbeWLqP37bn88GNEwBIivDnqokpTOwdxZjUCI8YaXdHVXVWFu8s5Jf0PBZsM5bZ9jIpxvWK4LJxycwaGCt9lVthTM8IvrvzBOZ8vIEHvtrCst1FPHbBsG4xd0Ecn0fPG4qft1kSadHp3PuvqFJNr+kFN/k66JDHyht7Ris1BfgjoIAP0Pr1To9TeDyTSblNe77W0Frz9cYcHvt+G9mlNcwYEIPNrjGbFA+cOdjV4Xms3LJafkk3yjcaVvwL8fNi+oAYZg2MZUq/aEkC2yE80IdXr0rjtSV7+ff32zj9mcU8d+koWUJaHFWv6IMtI/Mraj128q5wPfdOpuGLFu5//pDtS4Bcx9c3Aw39ok52jFK35H603tL+8ER3sK+wiq82HOCycclEBvm6Opxjyiqu5o7317E+q5SB8SE8fsEwJrWwuqQ4Plobi4/8km4sPrIp21hUNTkigCvGpzBzYAxjekZ4TAs7V1JKcf0JvRidEs7t763jgheX8qdTB3Dd5FQp+xBH9ez8nfzv9738dM9UooPd/z1cdD3unky3R9O/WuHH2FeGiMQxrdxbzH/n72R2WpKrQzmqeqsdHy8TUY6E/4kLhnHeqES5xNkJ1mQU88W6A/ySnkdOWW3jsth/PKU/Jw6MpU9MkCR4nWRkcjjf3XkCf/x0A//8Np1lu4uYe+FwwgN9XB2acFOnDo3DriEsQP7ki87RdVrjuZC0xhPFVfVEuOkf67JqC88s2Mlv2/P57q4T8PUyu91iN55Ca82ri/fyyPfp+HmZOaFvFLMGxTJjQEzjhxjhHFpr3lqWwb++TScqyIdnLx3J6JSuU4rlSex2jV0bZWTyvtPxpDWe+/PEkWkhOpy7JtIr9xZzw1urKa+1MHt0ErUWO75eZvmD1sEqai0s2lHIVxuy+XFLHqcNjWPuhcMJ8JG3UFdRSnHVxJ6MSg7n9vfXMnvecu49sR83T+0tV2OczGRSmHD/n/mna/bz/spMXrt6jMxdEB1K/hIIcRSvLNrDttwKnrhgmFu2LXtneQZmk+K7O0+QpZc7WFZxNfPT85i/LZ/le4qw2DThAd7cNbMvd83s65a/D93R0MRQvrljMn/5fDNP/LidX7fl89TsESRHSqcUZ8ksquaF33Zx7eRU+sUGH/sJLhIT4ktpjcXVYQgPJMm0EEdRVW+lotbitonT2swSxveKkES6A9jtmvX7S5mfnscvW/PZnlcBQO/oQK6dlMqsQbGMSg6XUU83FOznzTMXj2DWwBj+9sVmTv3vIh44czAXpiXKVRonUAo+WJXFsMQwt0umi6vqWbyzgLNHJHBC32h+vHuK/D8sOpwk00Icxd2z+rk6hBbZ7Zqbp/YmMdzf1aF0WQ29oOen5/Hr9nwKK+sxmxRjeobzt9MHMmtgLD2julZv8e5KKcXZIxJI6xnBfR+t54+fbuSX9DwePW9ol+jC05UlhvsT4ufF5gNlrg7lMC/8uot3VmQwoVckMSF+kkiLTiETEFtBJiB2TzX1tm69pLOnyimr4Zf0fOY36QUd7OfFtP4xzBoYw7R+MYTKrP8uzW7XvLZkL0/8uJ0Qf28ev2AoMwbEujosj3bxy8uosdj58rZJrg4Fu11TUWslNMCb6nor+wqrGdSj6169kwmI7k9GpoU4Aq01Zz63hMl9onjwLPdc5GRzdhkhft5SG3oMdrtm84GyxgR6y4FyAFIiA7h8XAqzBkkvaE9jMilumNKLE/pFcfcH67n2jdVcNi6Zv54+UCaNdpLBPUJ5Z3kGVpsdLxf/v3Tbe2vJr6jjwxvHE+Dj1aUTadE1yLuKEEdgtWvOHZlAbzdePvzBr7Zg15rPbnX9SJC7qbXY+H1XYWMCnV9Rh8nRC/r/ThnAiYNi6B0tvaA93YC4EL68fRJP/rSDVxbvYenuIp6+aISsnNgJhiaEEh/qR2FlPXGhrl1p8PRh8VTUWqWkQziNlHm0gpR5CHdTb7Uz5MEfuWpCCn89fZCrw3EL+eW1LNiWzy/peSzZVUitxU6gj5kp/aKZNTCW6QNi3LbFoeh8y3YXcd9H68mrqOOOGX24fXofl4+gio5hs2uemb+TgfHBnDIk3tXhdDgp83B/MjItxCG01qzJKGGkG3du2HKgjHqrnVHJx1rk0/Nt2l/Gw99uZeXeYgASwvy5KC2JmQNjGdcrAl8vqXsXMKF3JN/fPYUHv9rCf37ZycIdBbxw2SjiQ2UCb1dns2t+255PWY3FI5Np4f4kmRbiEOk5FVzw0jIeO38oF41JdnU4R7Q2sxSAUSndN5murLPy5E/beXPpPiKDfLnvxH7MGhTLgLhgKd8QRxTq783TF41gxoAY/vTpRs58dgnPXTqK8b0iXR2aR/jXt1vJKavluUtHOeV8y/cUMSIpDD9vM+/dMJ5AX0lphGvINS4hDpEaFcjzl47ixEFxrg6lRWszSkgI8yc2xLW1ia7y45ZcZj25kDeW7uOycSn8cu9U7pjZl4HxIZJIi2M6c3gPvrhtEiF+3lz26gr+t2QvUvJ4/KrqbSzaUeCUn+W+wioufWU5Ly3cDSCJtHAp+e0T4hD+PmZOH+belwr/fuYgsktrXB2G02WX1vDAl1v4JT2PAXHBvHD5KCl1Ee3SNzaYL26fxH0fbeAf32xl4/5SHj1vmLTDPA6De4Tw3opM9pfUkBTRuV2GekYF8sJlo5jaL6ZTzyNEa0gyLUQTu/IrWbm3mLNH9HDrkY7YEL9uNSpttdl5Y+k+nvp5B1rDn08dwLWTU6WdnTguIX7ezLt8NM//uounftnB9rxK5l0+WtpNttPgHqGAMaejM5Pp/IpaYoL9pD5auA35SyREEz9tzeX+LzdTb7W7OpQWrcko4bUle6mut7o6FKfYkFXKWc/9zj+/TWdcagQ/3TOFm6b2lkRadAiTSXHHzL787+oxZJdUc+ZzS/hte76rw+qSBsQFYzapxl7unWFXfgXjHpnP1xsOdNo5hGgr+WskRBO3TO3NgvumEu7GLdS+3ZjD4z9sw8vk2f/7VtRaeODLzZzzwu8UVtbxwmWj+N/VYzr98rHonqb3j+HrOyYTH+rHNW+s4vlfd0kddRv5eZs5e0SPTu2QEurvw10z+8qkUeFWpM90K0ifaeFOznn+d3zMJj66eYKrQ+kUWmu+35zLQ19vIb+ijivHp3Dfyf0J8ZMlvkXnq6638qdPN/HVhgOcPDiWuRcOJ1h+94QLSZ9p9+fZQ1tCtMGri/fwxI/b3Ho0qtZiY8uBMkamhLk6lE6RVVzNdW+u5tZ31xIZ6Mvnt07iobOHSCItnCbAx4v/XjyC+88YxC/p+Zz9/O/syq9wdVhdSr3VjsXW8aVym/aXsXJvsVu/R4vuSZJpIRx2F1SxPbfSrVurbTlQhsWmGe1hHSwsNjvzFu7mpKcXsWx3EX87fSBf3T5Jln0WLqGU4rrJqbxz3TjKqi2c/dzv/LA519VhdQkbskoZ8sCPLN1d1OHHfmnhbm57by02uyTTwr24b7sCIZzs0fOGYnfzN+k9BVWYTcqjFmtZm1nCXz7bxLbcCmYNjOHBswaTGC510cL1JvSO5Js7J3PzO2u5+Z013Da9N/ee2N9tV0Z1Bz2jAqm32dmcXcbUftEdeuwnLhzGnoIqWQZeuB1JpoXAWI7WbFKY3PyP5IVpSZwxrIdH9MItq7HwxI/beHdFJrHBfrx0+WhOHhzr1lcGRPcTH+rPRzeN58GvtvD8r7vZlF3OMxePICzAfScpu1KovzdJEf5s7YSOHgE+XgxJCO3w4wpxvOTjnej2tNac+PRCnluw09WhtEpXT6S11nyz8QCznlrIeysyuXpiT365byqnDImTRFq4JV8vM4+eN4xHzxvK8t1FnPncErYcKHN1WG5rcHxoh/58tNbc+9F6Fu4o6LBjCtGRJJkW3V6NxcaUvtH0iQlydSiHqai1sGJPEa8u3sP1b67mjGcXsy6zxNVhtVt1vZWb3l7D7e+tIzbEly9um8QDZw4myI0XyBGiwSVjk/nwpvFYrJrzXljKpv2SUB9Jv7hg9hVVU1XXMb3wCyrrWJtRQl5ZbYccT4iOJn/BRLdVa7Gxv6SGPjFBPHjWYFeHQ3mthS3Z5fSKDiQ2xI+ftuRy49trGh+PDfFleGIYCeGd18O1MxVW1nHtG6vYnF3Gn08dwHWTU6X2UXQ5I5PD+de5Q7juzdUUV9e7Ohy3dM6IHlTVWTtsYaWYYD9+nTNNJh4KtyXJtOi27vt4A2v2lfDrnGkuKZ0oq7bwwapMNh8oZ3N2GXsLqwD417lDuGxcCoMTQrn3xH4MTQhlcEIIMcFdd/nwfYVVXPX6SvLKa5l3RRonDop1dUhCtNum7DKUgpHJYa4OxS31ig7i/jMGdegxlVLYtUZrLeVgwu1IMi26nYY341um9iZnRK1TE2mLzU5uWW3jKn6Pfr+NhDB/hiSEcP6oBAYnhDLS0Q4uIcyfO2f2dVpsnWVdZgnXvWksevTeDeMZ5WFt/UT3syajhP6xwdL//AiW7CzE19vEmJ4RHXrctZklXP/mav539RhpmSncjiTTotuw2TV/+2Iz0cG+3HtiP4YkhDp1Zviu/Eru/Wg95TUWfrxnCqEB3qz/+4ke3RVgfnoet723lphgP968diypUYGuDkmI42Kza9ZllnLOyB6uDsXtaK3557db8fUy8eXtkzv02H1jgpjUJwpfLykNE+5HkmnRbZhNCovNjs3e8StzHY3WmreWZfDId+n4+5h55Nyh+HoZo+GenEi/tyKTv32xiSEJobx21Riig31dHZIQx21bbjmVdVbSUjp25NUTbM4uZ1tuBf88Z0iHHzvYz5tnLxnZ4ccVoiNIMi083hfrshmTGkFCmD9PXDDMqfV2ZTUWbn9vLYt3FjKtfzSPnz+MmJCuW/vcGlprnv55B88s2MW0/tE8f+koAqVbh/AQazKMbjqjPWjhpI7y0eosfL1MnDm880btCyvrKKmqp29scKedQ4i2kuslwqMVVNTxty8289rivQBOn7jS0PLtn+cM4fWrx3h8Im2za/7y+SaeWbCL2WmJvHJlmiTSwqOs3ldCbIgviV20q05nqbXY+HJ9NqcOiSPUv/NqyS9+eTl/+2Jzpx1fiPaQv3LCIxVU1BEd7Et0sC8f3TSBfrHO6yFdVmNh7o/buWtWX6KCfHnr2rHdYvZ5rcXG3R+s54ctudw2vTdzTurfLb5v0b2sySghLSVCfrcPsSu/ErNJMTstqVPP89BZg4mRkjHhZmRkWnictZklnPD4An7ckgvAoB4hTutnvHRXIaf8ZxHvrcxkxZ5iwPmj4a5QUWvhmtdX8cOWXO4/YxB/OHlAt/i+RfeSU1ZDdmmNlHgcwZCEUJb/ZSbje0V26nkm9YmSEg/hdiSZFh5nSI9QLhmb7NQesLUWG//4eiuXvroCf28zn90ykdOHxTvt/K5UWFnHJa8sZ9W+Yp6+aDjXTU51dUhCdIrV+4x66bSekkw3VWuxYbdrfL3MmEyd/yF6d0El//h6K+W1lk4/lxCtIcm08AhbD5RzyztrqLXY8PEy8cCZg526yMnjP2znf7/v5coJKXx75wkM7yZ9ULOKq7ngxaXsyq/klSvTOHdkoqtDEqLTrMkowd/bzMD4EFeH4lbeWraPqXN/pabe5pTzZRRV8dayfdRajPMVV9VjtTm3S5MQTUnNtPAIeRW1rMssJau42mmXAG12TWl1PZFBvtw2vTdT+0cztV+0U87tDrbllnPlayuptdh49/pxjJZWYcLDrc4oZkRSWIctk+0pVuwpxttkctoCWDMGxLLgvmmNAyb3f7GZ3QWVfH/XCVJeJlxC3hFEl1Vea2HprkIApveP4bc/THNaIp1ZVM1F85Zx/Vursdk1kUG+3SqRXr2vmNkvLUMp+PjmiZJIC49XVWclPadCSjwOYbNrVu4rZmyqc98DkiMDGr8+f3QC105KbUyk7/toA99uzHFqPKJ7k2RadFkPf72Vm95eQ1mNUTfn5935oyJaaz5clcmp/13E9rwKrprQEyeUCLqVBdvyuPy1FUQG+fLJzRPpHyeTgYTnW59Vis2uZfLhIbbnVlBRa2VcL9d9oJ4xIJbZY4wuIhW1FrbnlZNXXguAxWbn56151FulDER0nvaVeSg1ADgTGAJEAUcrTtVoPatd5xHiEFpr6qx2/LzN/OGU/lw8NqlTe5o2VVpdz5yPN/JLeh4Te0cy98Lh9AjrXr1mP1u7nz98spGB8cG8cc1YooKkRZXoHlbvK0EpGCXJdDMr9hYBMDa1c7t4tFawnzff3HECdrsGYMnOQm54azWvXpnGrEGx2Owak+oeXZaE87Q9mVbqEuA6Wj+qLb+xokNorbntvbUopXjukpHEBPs5dZKhj5eJ/SXV3H/GIK6Z2NMps9bdyauL9/DPb9OZ2DuSeVeMJtjPOR9ihHAHqzOK6R8bTIj83jczJCGUW6b1JsHNBhYa3p9P6BvF69eMYXKfKADeXraPD1Zl8eFNE5w2ECM8X9uSaaVGAjcAduB1YBnwMlAK3A6EA6OBcx3PeALY3TGhiu5OKcXIpHCcOaBQWWflxd92cdv0PgT4ePHNHZOd1rPaXWiteeLH7bzw225OHRLH0xeNcEpJjRDuwmbXrMss5ewRnbdMdlc1pmcEY3q675wJL7OJ6f1jGrfjQv0ZmhDamEh/uCqTUH8fThkS56oQhQdo68j0uYAGXkfrdwEcmY0drQ8AB4AtKPUt8DTwB4zkW4h2sds1ry7ZQ1rPCEYlh3PDlF5OO/fqfcXc89F69pfUMDwxjJMGx3W7RNpqs/O3LzbzwaosLhmbzD/PGYK5m43IC7E9t4LKOqtMPjxEUWUdueW1DIgL6TLvC6cMiWtMnLXWvL08g+SIgMb7dhdU0isqUMpARJu0NTMY6Lj95pD7m//WaV0E/AcIBS5rT2BCAFTVW3lrWQZfrT/gtHPWW+08/sM2Zs9bBsBHN03gpMHdb9Si1mLjtvfW8sGqLG6f3odHzpVEWnRPazKM1UzTpGtNM99vzuX0Z5aQVVzt6lDaRSnFl7dN5l/nDAWMBahOfnoRL/wmF9RF27R1ZDoUqEXrsib32TjyBMR1QB0wrp2xiW5s64FyBsQFE+znzWe3TiTaiRPd/v6lMRJ7UVoS9585iCDf7teOvaLWwg1vrWb5nmL+fsYgrpVVDUU3tjqjhJhgXxLD3asu2NVW7C0mNsSXlCZt6roas0kRHugDQICPmUfOHcoYR5u/zdll/Pv7bfzj7MH0ig5yZZjCzbU1S6gAfI5wXyhKBaJ1VeO9WmuU0oB7TPEVXcb6rFLOf3Epfz9jEFdN7OnUSYYAt0zrzYwBMd1yNBqMRPqyV1ew9UA5/7loBOeMTHB1SEK41NrMEtJ6hsul/ya01qzcW8TY1EiP+bkE+Hg1ttgDY6Q6p6yGiMBD0x4hmmtrmUcBEIBSTT+eZzhuRzTbU6neGCPWNe0NTnRPwxND+ec5QzhvlHOTuF+355NfUUtKZGC3TaRrLTauf3M1Ww+U89LloyWRFgIorqynR6iMSjd1oKyWvPI60jy4VeC0/jF8d9cJPLdgF0WVda4OR7ixtibTOxy3A5vctxSjZvoWlBqAUl4o1Q/4E8ZkxQ3HH6boDr5cn01eeS1KKS4Zm+zU1muVdVZufWctT/+849g7eyirzc4d769jxd5inpw9nFmDYl0dkhBuodZqx9e7e00+PpYNWaUAjEgKc2kcnW1tRilvLctgU3bZsXcW3VZb3x1+x0icZzS570tgP9ADeB74EXgR6I1RM/3m8YcpPF1RZR1/+3wzL/y6yyXn/3bjAWosNi5MSzr2zh5Ia82fPtvEz1vzeOiswZw9QkakhQDjQ6bNrvH1knaQTZ3QN4q3rh3LwPgQV4fSqSb0jmTx/01nWpP2ekIcqq0106uAawFr4z1a16PU3Rh9picB3hgj0luAF9B6T4dEKjxaZJAvH908gV7RgS45/4ersugTE8RIDx9lORKtNY98l84na/Zz96y+XDWxp6tDEsJt1DmWofaTkelmgv28mdIv2tVhdJpai430nHJGJocTG+LceTui62nbu4PWdrTeh9b7D7m/GK3/AZwOXAicgdZ3oHV6h0UqPNJby/bx1Qaj7d3A+BCXjP6szyplbWYps9MSPWYiTVu8uHA3ryzey1UTUrhrZl9XhyOEW2lIpmVk+iCrzc5zC3ayK7/C1aF0mlcW7eH8F5eyt7Dq2DuLbq9je35pbQWKOvSYwmPZ7JpvN+YQGeTDmcPiXZbIrs0oIS7EjwtGd78Sj/dXZvL4D9s5e0QPHjhzcLf8MCHE0dRZbQD4esnIdIMdeZXM/WkHieEB9IkJdnU4neKayakkRwaQGuWaq6Wia2nrcuJPAeVo/WAr978fCEPr+9ocmfBodrvGbFK8fs0YvEwmlyRxVXVWAn29uHZyKuePSiQ0wHkTHt3Bd5ty+Ovnm5jWP5q5Fw7HJAuyCHGYOotjZFrKPBqt9+DJh3VWG14mE0G+XjJ3RLRaW98dRgBD2rD/IA5tmSe6vVcX7+Hmd9ZQb7UT4OOFjwtGfL7blMOUx39lW245QLdLpBfvLOCuD9YxKjmcFy8bjXc3WyZdiNaqbRyZljKPBhuySgkL8O7Si7W05LHvt3Pxy8uod5T3CNEanb20mwljMqIQjbzNJrzNJlxVUfDhqkz+/NkmRiWHE98Ne8euzyrlprfX0Ds6iNeuHoO/jyQJQrSkcWRayjwarc8qZXhimEeWhQ1NDMHP2+SSQR7RdXVeMq2UNxAGVHfaOUSXUlJVT3igD1dN7MmVE1Jc8kb88qLdPPLdNqb2i+aly0d3u0RyZ14FV7++kqggX966diyh/t1rRF6ItjrYzaN7vVe0pNZiY39JNacM8cyFrc4dmejqEEQXdPRkWqlY4ND/Y7xQahhGv+mWBAEzMdrkbTmeAIVneGvZPv77y06+uG0SSREBLkmkv95wgEe+28YZw+J5avaIbjfysL+kmiteW4m32cQ7140jRto9CXFMMgGxOT9vM+sfOMnjyiCe+mk7/eNCOH1YvKtDEV3QsUamTwGuPOS+YODpVhy7IVv6pK1BCc9zQt9o9hRUER/qugTu5MFxPHTWYC4fn4K5m022K6ys48rXVlJdb+WjmyeQ7IG1jkJ0hoNlHjIy3aChVM9T1FltLNxZSEWdVZJp0S7HSqYrgfwm27EYNdAFR3mOHaO0Yx/wHVqvO54ARde2JqOY0SkRpEYF8uBZg51+/nqrnSd/3s5NU3oT4Sgx6W7Kay1c/fpKDpTV8O714xgQ59krlgnRkRr7TEs3DwAe/2Ebgb5e3Da9j6tD6TC+XmY+vXkCVrtM8RLtc/RkWutPgU8bt5VagQXkvwAAa51JREFUAJSi9SWdG5bwBD9szuXmd9bw6pVpzBoU6/Tz19TbuOXdNfy2vYD+scGcN6r71cJV1Fq48rWVbM+t4OUr0xidEuHqkIToUmotUubR1GdrsxnXy3PeR77blMP0/jH4+5iRiw+ivdr67vAm8FFnBCI8z6yBMfzr3CFMHxDj9HOX1Vi44rUVLNpRwL/PG9otE+nKOitXv76KzdllPH/pKKb3d/7rIERXJysgHpRbVktuea3H9JfeU1DJbe+t5X+/73V1KKKLa1s3D63f7KQ4hIfQWvPBqixOGxpPqL83l41LcXoMBRV1XPW/lezMr+C5S0dx2tDuVwNXVWflmtdXsj6rlOcvHclJgz1z5r0Qna1hAqKflHmwPqsE8JzFWnpFB/HBDeMZ7iHfj3AdeXcQHWp3QRV//3Iz767IcGkcGnjtqjHdMpGurrdyzRurWJtZyjMXj+SUId3vZyBER5GR6YPWZ5XhbVYM6tH1510UVtYBMK5XpLQ9FMetfX2mlfIFpmKshhgJ+NFyqzwty4l3H31igvj81kkMinf+m21WcTVxoX5EB/vy7R2Tu+Xy2DX1Nq57YzWr9xXz9EUjZGa6EMepoZtHd2uleSQ+Xiam9ovu8h8sFu4o4Ka3V/PWteMYm+o59d/CddqeTCs1EvgbxoIsioMrHDbNXJreJ9NjPZzWmv/8spOxqRFM6hPFkIRQp8ewIauUq19fydkjEnjwrMHdMpGutdi44a3VLN9bxFOzh3P2iARXhyREl1dnteFtVt2uneaR3HtiP1eH0CEGxgVzUVoSwxKd/7dKeKa2JdNKJQD/whiJXgMsB24DqoAXgAhgFDASKMOYsFjTrsiUCgBGAAOA/o7bhuHOq9A68xjPV8DpwKlACkZJSzYwH/gEra3tikscprrexo9bcimrsTCpT5TTz790dyE3vLma8EAfru6Gre/ASKRvfHsNv+8u5IkLhssqXkJ0kFqLvcuPxHYErbXHLB8eE+LHQ2cPcXUYwoO0dWT6IoxE+me0fhQApW4D6tD6e8c+76JUGvAQxqIvd7QztlHAw+16plJewD+BcY57rIAN6OP4NxWl7kXr9iX6oplAXy8+unkCQT6dtzp9S9ZmlnD166tIiQjg7evGEefCRWFc6emfd7BoRwGPnz+MC0ZLIi1ERyirsbA2swR/H0mmn1uwi4/WZPHZLZOIDvZ1dTjtsmBbHp+s2c+j5w0j1N/b1eEID9LWIrBRGGUb7xx1L61XA88B/TAS8PYqBVZgjHA/2YbnXYeRSNcD/wZOxhih/gtQgTHKLXXcx2lXfiX/+nYrNfU2Qvy8nV5aYbHZufuD9cSF+PHhTRO6bSINkJ5bwbDEUGaPSXJ1KEJ4hJ15FZzz/O9szi7jjyf3d3U4LrVxfynPLNjJgLgQooJ8XB1Oux0orSWruEY6s4gO19ahxCjAitZZTe6zA0f6v2s+cC8wjWMl30e2FK2XNG4p1breXkpFAOc7tuah9Y9NHl2GUo9hjFrPQKn30HpPO2ITGJM4Plmznxum9HLJyI232cTzl47Cx8tERGDXfYPvCIUVdS5dql0IT/LD5lzu+2g9/j5evH/jeMb07L6T1CpqLdzx/jqig3x54oJhXbrU4/LxKVwyNlnq30WHa+vHMwuH10DXAIEo1fyaidb1QC3QvnYCWtvb9TyYAnhj1HF/c4Tj/g7sx5gcOaud5xDAdZNTWXDfNGKCnZvEaa1Zva8YgKGJofSPC3bq+d1RYWUdUUFd89KrEO7Cbtc89dN2bn5nDX1ig/nmjsndOpHWWvOXzzezv6SGZy4ZSVhA1xy0WLyzgFWOvxmSSIvO0NZkugAjcW46DJntuG1+HcwYIQ6k5ZZ5nWWk43aDI6E/klWH7CvaYHdBJXsKKgEId8GI8NvLM7jgpWUs2Jbn9HO7I7tdU1RVT1Rw1/xDJ4Q7KK+1cMNbq3lmwS5mpyXy4Y3ju3XpGECNxUZeWS33ntiPtC76oUJrzdM/7+Chr7dgt0tzMdE52lrmsQ+jM0ZvYIfjvrUYtdFXotTf0LreMUp9u+PxnR0RaBs0LLm37yj7NKwokoJSCq3l/7A2ePCrLewpqOK3P0zD2+zc2rPle4r4x9dbmTkghmn9ZHlsgNIaCza7lpFpIdppV34FN761hsziah4+ezCXj0/p0uUMHSXAx4v3bhiHqQv/LJRSvH3dOIqr6rtly1ThHG1Npldi1EBP4mAy/RlwNjAa+AilsoBEjDZ2GvioQyJtvUjHbdFR9il03Po7/lV3akQeZu6Fw8koqnZ6Ip1dWsNt764lOTKApy8eIW+MDg0reUkyLUTb/bQll3s/2oCft4n3bhgvi3hgLP70r++2cvesfl36fWVPQSUpkYEE+noR6Ov8blOi+2hrNrQQeIamo75aF2J0ySjCSKAHA6FAHfC8o0bZmRquy9UdZZ+mj/kfaQel1I1KqdVKqdUFBQUdFlxXVlFrASA2xM/pf3CsNjs3v72GequdV65MI8RP2ho1KKyQZFqItrLbjcv/N769ht7RgXx9x2RJpB0e/GoL767IZHtuhatDabeyGgsXvrSM+7/c7OpQRDfQto9qRl/mL45w/waUugQjkY4GKoHNaF11/CG6htb6ZeBlgLS0tG5fBmKx2blo3nJGp4Tz8DnOb3bvZTZxw5ReBPma6R0d5PTzu7MCx8h0tNRMC9EqFbUW7vlwA7+k53HB6ET+ec4Q/LyllzTAl//f3n2HR1VmDxz/3pn03iskAULvEHpHVFAQxYqKin0tq2LfddXV3Z9l7WvDXtbewYJI70jvLYQWkpBCep+Z9/fHnYRQAknI9PN5njzT7tx7YJKZM+8973k3HuartYe4c0wHhyzC1VpC/Lx4bGJXusaHnHljIc5S6533UMoMbG61/bVcFRAEnG6YruFjsnBLE2jAxN7xpDogka3rVHFR7wS7H9sV5Jfp82xlZFqIMyutquXqd1ezI7uEpyZ3Z5rUR9fbl1/O377fQlpyOPeNc92lwy0WhcGgyUqwwm7csXN5Xa105Gm2qfu6XYlSUi99GlW1ZjYeKsLLaOCO0amc171p7b5by9I9eQx/bgHL9uSfeWMPlV9WjZdBk9IXIc6gssbMTR+tZUd2CTOn9ee6ISmSSDfw71+242U08OrUvnjZeU5Ma8krrea8V5awdI+UZwr7cc2/ltPbb71MOc02dR0/DpxmG4/VsLnJv3/ZwdXvrqK82mT3OA4WVHDX5xtIjgikb1KY3Y/vKvJLq4kM8pEJmUKcRo3Jwu3/W8eaA0d5+co+nNM11tEhOZ3/XNabD25IIzHslFOJXEJFjYnwAG/iQjy7raGwr8bLPDRtfisdQ6GUPRdH2QCMAnqhaT6N9JpOs16ut19YrmHdgaM89O1mPrxhIEmRAVw3JJnzu8fZvZ6wvNrErZ+uBeCd6/rLTOzTkAVbhDg9k9nCPV9uYPHuPJ67tCeTpGTsODtzSugQHUR4oA/9A117EmZyZCBf3zZEzjgIuzrdyLTWSj/2Hv1eir5SYxBw4UmPatpQoC16277W+sLgsqpNZn7YkMmWzGIA4kP9iQrypcTauaNjbDDDO0bZddUopRQPfruJ3UdK+e/UviRHBtrt2K6ooLxGkmkhGmGxKB75fgu/bc3hHxO7ceWAJEeH5FQOF1Vy5cxVPO7iXS9yS6p4bs5OKmvMkkgLuzvdcN/URu7vDtyHnrDOAjZxrG9zJNAbuAh9Se+Xge0tjk7TQhvcarhmdNAJj5XU1yYodRRN+w64CrgNTSsH5qGUBU0bBDxsfc4ClMpocWwuzGJRFFbUEBnki1Lw+E/buKx/G3q2CSUhzJ+vbhvi0PiUgpTIQB6Z0IWRnaIdGosryC+tpmOMLKkuxImUUjz183a+XZfJveM6ctPwdo4OyamYzBbu+WIDZovitpEdHB3OWVm4K5cPl+/j8v5taC8dn4SdNZ5MK3XyWs2algzcj15r/DBKndiE8hCwEU37HngOeAC4/Szi+7GR+9844fZUIKfB7feBdsAg4FHgATTNwrEuHjuBl84iLpc2/aM1VNSY+Ob2ofh5G5l113CSIwIcHRYAZovCaNB4aHwXR4fiEpRS5JfJUuJCnMpLf+zmoxX7uXl4O+45p6Ojw3E6L8/bzdoDhbx6VR9Solz7DOCVA5IY0zmGGKmVFg7Q3BKM69AXRfnPKRLpY/THXkBfEOW6FkfXUkqZ0JPol9BHxmvRyzrSgZnA3Z7UxWPpnjzu/Gw9Fos+eH9Z/zZcPSipfjC/XVSgU0xe25tXxrkvL2bToSJHh+IySqpM1JgtREuZhxDHmbl4L/9dkM5VA9ry9wu7yqn/Eyzbk8+bi/ZyZVpbJvdJdHQ4LXakpIq9eWUAkkgLh2nurK7eQAVK7TvjlkplWEss+rYkMOs+xpzFcxUw2/rjUcwWxcq9BfRqG0qInzdFFbVszy4hu6SKxDB/p5x8U1pVy62frKWoopbIIBllbSpZSlyIk322+gDP/LaTib3i+fclPSWRPoWIQB/O7RrLkxd1d3QoZ+Xfv+xgyZ48VjwylgAfmaguHKO5v3l6YaamGVDKctotNc0I+KDXTgs7qCuR2J5VwrXvr+bZKT25amASF/SMZ2KveKf9QLFYFPd9tZH9BRX876ZBtAl3jpITVyBLiQtxvJ82HuaxH7cytksML1/Zx66Tp12BUgpN0+iWEMI716Wd+QlO7rELu7LlcIIk0sKhmlvmkYOegDel1d056In0ybXXolWZzBaueHslL87dBUCPxBDevS6Ni/vqp+6MBs1pE2mAV+btZt6OXB6f2I0hHU631o44Uf3qh1IzLQRzt+Uw4+tNDGoXwZvX9MPbRRcesaU3F+3lke82U2s+/XiYs6uqNaOUIibET3qGC4dr7jvNfPR2d/eiaec1upWmjQPuRa9T/qOlwYnGrUjP58PlerWNl9FAt4QQkiP1EV1N0zi3W6zde0O3hNmi2J5dyuX923DdkOQzP0EcR8o8hNAtT8/nrs830CMxlPeuH+AS73/2tnb/UV76Yzdl1Sa8XHjEXinFrZ+u44FvNjs6FCGA5pd5fIHeIaMr8DCadjOwmeOX8O6Jvly3hj7576vWCVU0NGdbDnO3HeHawcl4Gw0uW/dmNGi8M60/Joty6tFzZ5WeW4aXQSM8QEamhefalVPKrZ+spX10IB9PH0CQLPJ0nPJqE+8v28c7SzJIDPPnmSmuXUduUTC4fQRh/vK+J5yD1nDp6KY9Q/MD7gLGc2xku24ndX+dFuA34A2Uqjr7MB0rLS1NrV271tFhHKeoogZ/HyPfrstkSt82+Pu45ihMRl4ZAT5exIXKLOzmyi2pYsTzC7mwVzwvXdHH0eEI4RDFFbVc9MYyKmrMzL5ruLyXnMK091ezdE8+53eP5e8XdCMpUualuBJN09YppVy/wN2NNf/ru54cv4CmfQqMADoCYdZHi4A9wNJT9qkWrSYswIeNh4p47MetaGhcPcg1V/W69K0VTOyVwNMX93B0KC7nzUV7MVmU9M8VHstsUdzz1Qayiir54pbBkkhbWSyKWZuyGNM5htAAb+4d14kZ53aib1K4o0M7K0op/vbDFi7t14a0FNde9ly4l5afC9OT5W9bLxTRXH3ahvHDHcPolagvBllQVk2ki9XOBvh4UVFjdnQYLierqJLPVx/k8v5tZLl14bFe/mM3i3bl8a+Le0hyZZVbUsU9X25kZUYB/5jYjZuGt6N/smsn0XWOlFSzdE8+PRPD5PUWTkUKy1xcn7ZhABRX1nLR68uZ3CfBpVYPDPAxUlFjcnQYLuf1hekoFHeNTXV0KEI4xJyt2by+UF+U5RoXPTPX2pbuyeO+rzZSVm3i2Sk9uSKtraNDalVxoX7MvW8k/jK5VDgZ6RvkJoJ8vbgirS3nd49zdCjNoifTMjLdHIeOVvD1mkNcNSBJenILj7T7SCkzvt5En7Zh/HNyd5eeTNdavlpzkOs++JOIQB9m3zWcqwYmOcXKtq3BYlH8tPEwZosiwMdLXm/hdGRk2k0YDRr3jDtWO/vukgwCfb2YOrCtU7/x6GUeMjLdHK/N34PBoHHnGBmVFp6nuLKW2z5dR4CPF29f2x9fLxmlBBiWGsX1Q1J4eHwXl52Q3pgFO3O558uN+HoZGd/DtQaMhGeQZNoNWSyK5XvzCfbzZupA5z7Nd9uo9jS3oYwn25dfzvcbDnP9kBSZbCU8jsWiuPfLDRw6WsEXt8qEw4U7c/l5czYvXN6LNuEBLtsi9UzO6RrDpzcNZHhqlKNDEeKUJJl2QwaDxgfXD6DGbEHTNI6UVJFXWk0P60RFZzK6c4yjQ3Apr87bjY/RwF9Gd3B0KELY3SvzdrNwVx5PX9yDAR48Aa3WbOGF33cxc0kGXeKCKayoJSLQ/XouWyyKokr93zaiY7SjwxGiUVIz7aYMBq1+BbD/+3UH17y3mrJq5yunyCysYP3BQkeH4RL2HCnlp01ZXDc0mehg1+raIsTZmrM1h9cWpHNFWhuu9eAJh5mFFVwxcyUzl2RwzaAkfrxzmFsm0gAfrtjPuJcWk1lY4ehQhDgtGZn2AE9M6s5l/YvrVwWrNpmdps7w/WX7+HZdJluePN/RoTi9V+btIcDbyG0jZVRaeJb03FLu/3ojvduG8dTkHk49D8SWLBbFjR+tIauoitev7svEXgmODsmmRnaMIr+smsQwf0eHIsRpSTLtARqeIluw8whPztrOJzcOJCXK8f2J67p5KCXLiZ/O9qwSftmSzd1jU912FEqIUympquXWT9bh72Pk7Wv71Z9x8yQ1JgsGDbyMBp69tBeRgT4e0V++Y2wwD7tQq1fhuZpX5qFp/W0Uh7CT8AAfOscFO83EnQAfL8wWRbXJ4uhQnNrL83YT7OfFzcPbOzoUIezGYlHc9+VGDh6t4M1r+hMf6nkjlAcLKrjs7RW8Mm8PAP2Swt0+kX5vaQb/nL0Nk1k+F4RraG7N9H/QtM/RtOvRtFibRCRsqm9SOO9el4aft5Fqk5lnft1BUUWNw+IJsLZwqpRe043anFnEH9uPcMuI9oQGeDs6HCHs5pX5e5i/M5fHJ3VjYDvPm3D465ZsLnxtKfvzy+nZxvkmkNvKkZIqsooqMbpJn2zh/ppb5lEFxAHXAdPQtI3Ar8BSlKpt5diEjW04WMSHy/czqH0EY7s45rtRXTJdXmMiXMoXTumlP3YTHuDN9GEpjg5FCLuZuy2H1+bv4bL+bZg2ONnR4dhVVa2Zf/+yg09XHaBP2zD+O7UvbSM8Z4Gmv1/YDbNFSv+E62huMj0FGAuMB3oA/YC+QDmaNh/4DaV2t26IwlYGt49k8UOj60+d7j5SSmp0kF1XzRraIYqZ0/pLHXAj1h0oZNGuPB6Z0IVgPxmVFp4hPbeMGV9volebUP51sedNOMzIK+erNYe4ZUQ7Hjy/Cz5entF466eNh+mRGEqH6CAZlRYuRVMtXTFD09oAE4BzgSigbkf70Eer56FUSSvE6HBpaWlq7dq1jg7DprKLKznnxcXcMDSFh2TCh9O45r1V7MopZclDYwjwkfnCwv2VVNVy8RvLKamsZdZdw0nwoE4Omw4V0bttGACHiyo9qotFVa2Zkc8vZHD7SF6b2tfR4TgVTdPWKaXSHB2HaFzLv+4qlYlS7wJXAY8CywAT0B64E/gGTXscTRvoccMKLiguxI9/TOzGtCH66dQWf8lqpuLKWhbuyiW/rNoux3MlqzIKWJ5ewF9Gp0oiLTyCxaKY8dVGDhZU8MbV/Twmka6sMfPwt5uZ/MZyluzOAzirRLrWbGFffjkWi+ssL+vnbeTnu4fzxKRujg5FiGY7+3NHSllQajVKPQFcDrwOHAC8gVHAM8CX1kmLnjeDxEVomsbUgUnEh/qjlOLBbzfzxsJ0mx/3QEE50z9cw6ZDRTY/litRSvHS3N3EhvhyjQcvUCE8y2sL9jBvRy6PXdiVQe0jHR2OXaTnlnLxG8v5au0h7hjdgaEdzv7f/eSsbUx4dQkW66DI0j15/LYl+6z3ayvpuWUopYgJ8SMySBakEq6ntQux4oC2QCR62Ydm/YlGn7SodwIRTs1kUZjMFkxm249qHJuAKN08GlqWns+f+49y15hUj+yrKzzPH9uP8Mq8PVzarw3XD01xdDh28eOGw0z673Lyy6r5+MaBPDS+C17Gln8sm60j0XeOSeXvF3St39fHK/bz8rxj05neW5rBpyv3n1XsrSU9t5QJry7hoxX7HR2KEC129ueONS0MvW56PJBSdy+QDvwCLEWfqHgR+qTF69C0apT68qyPLWzC22jg5Sv7UFfpsfVwMcWVtQxLjWr1Y9WVL1TWON9S546ilOLFubtJDPPnigFtHR2OEDa3N6+MGV9tpGdiKP++xHMmHFqUonfbUF69qi+xIS3v/a+U4olZ2yivNvPiFb1JCPNn2pCU+sffvKY/uaVV9beX7sknwMdYv81dn6+nR2Iot4+y/+qqKZGBPDy+C5P7JNr92EK0lpYl05pmAAajT0AcBBjRE+hyYAHwywldPeYB89C0C4AHgImAJNNOTNM06j7P7vhsPRU1Jtb8fVyrf8htOFikHw/P+PBsis2ZxWw8VMS/L+nhNMu+C2ELtWYLH6/Yz6vz9uDtZeDtaf094kzMkZIqYkP8mNKvDRf3STzrDkqaphEe4IO/txmLRZ20Px8vA23Cj7XW+/jGgfWj2Eqp+nIQAJPZwpdrDnHVgLZnNUp+JrklVZRU1ZIaE8zNI2QxKuHampdMa1oK+gj0uUAY1GdAW9FHoRehVOMzyZT6FU27Fb0cRDi5/LJqooJ8WfjAaLZnlbR6Iq2U4vM/D9A3KYxJvRNadd+ubMvhYgBGd45xcCRC2M6S3Xn8c/Y29uaVM7pzNE9M6u4R3SvWHSjkypkrmTmtP+d0jW21VqT3juvYrPfoutZzmqbx5jXHFjdesDOXx37cSnyoH+d0tc36A0opbvx4DRYL/PLX4R5zJkK4r+aOTH/AsVroYmAu+ij0wWbsoxIIbuZxhZ29uSid95buY849I4gJ8bPJ6luapvH+9QOoqjXj7+P+o1FNtT27hBA/LxKcZMl3IVrTgYJynv55B/N2HCElMoAPbkhz2KJR9maxKJ6avY2IQB8Gt/IEy8zCSn7flsNNw9udVXJ6Xvc4vr9jKP2SwgE4Wl7TausAmMwWjAYNTdN4anIPgn29JJEWbqElZR7r0PtIL0OplhS63o1eFiKc2HndYimvts2qhNnFlTw/Zxf/nNydED9vjzit2xw7skvoGh8iHzLCrZRXm3hjof4l3duo8ciELkwfluJRpUw/bDjMpsxiXry8N4G+rdvucumefP7v1x2M6RJDh+igs9pXXSKdVVTJBa8t5d5zOnLDsHZntc/Sqlpu+mgtE3rGMX1Yu/pjCOEOmvvXPBWljpzVEZXKP6vnC5v5YUMm+/LKmXFeZ1Jjgnnw/NZfvKW4spYbPljD4aJKbhvVnpA4WdWvIbNFsSunlCvSZOKhcA9KKX7ceJhnf9vJkZJqpvRL5JHxXYg5iwl3rqi82sRzc3bSu20Yl/Rt/cl2k/skMLZLDHGteEYrItCHy/q1aZWSsyBfL+LD/GS1W+GWmpdMn20iLZzahoNF7MoppcZkscnytVW1Zm75ZC0Z+WV8PH0gXeJCWv0Yru5AQTkVNWa6Jcj/jXB9WzKLeXL2NtYdKKR3m1Deura/x45Irj1QSFFlLW9P699qddINBfp6tfpot5+3kccmHltE5fk5O+nVJpTxPeKb9Pxas4W3Fu3l2sHJRAT68OpVsrKhcE+yrJqH232kFF8vA8mRgTx2YTcMGjaZwW22KGZ8vZE/9x3ltal9GWqDNnvuYEd2KQDd4iWZFq4rv6yaF37fxVdrDxEZ6MPzl/Xisn5tbJJEuopRnaJZ+chYmy5KUlpVyz9+3Mo5XWNbfVJ3Va2Z5en51JgsTU6m9+WX8/qCdCICfbh2cHKrxiOEM5Fk2oPVmCxc9/6fdI4L5uMbB9pkNLpObmkVGw4W8diFXblIOnc0akd2CUaDRmrM2dU8CuEI9a3u5u+hssbMzcPbcfc5HQnx88xyrszCCj5Yth+jAf5+YTebr+4X5OtFRn45fcoab6rVUn7eRr65fWj97Yy8MgyaRkpU4Enb7ssvp11UIJ1ig5k3YxRJkQEnbSOEO5Fk2gNV1Zrx8zbi42Xgtal9SYmy/RtdfKg/c+4dSai/Z36oNtX27BJSo4NkUqZwOQ1b3Y3qFM3jk7qd9UQ4V7X1cDEzl2Tw65ZsNODytDYopWw+qVjTNH66c5jNjtNwwOVvP2whq6iKBfePOu5s5k8bD3PfVxv55vYh9E+OkERaeARJpj1MdnEl17y7mrvGpjKlXxsGtouw6fG+W5fJpswinpjUXRLpJtiRXcIgG78mQrSmE1vdvX99GmO7xHhsN5r3lmbwr192EOTrxU3D23HD0BQS7Ng/u+7/vbiy1qbvuS9e0Yesokq8jAaUUtSaFT5eBsZ1jeW+cZ3okdj67VSFcFaSTHuY6CBfuiWE2OXNfdGuXB7+bjOD2kdgtqj6RQLEqRVV1JBdXEVXqZcWLuDEVncPj+/CjcM9q9UdQLXJzKyNWXSJC6Fnm1DO6RqLRSmuGpjksPKW//t1Bz9sOMzyh8farHwvMcy/fpGdr9Yc4oW5u1n16FgCfb24+5yONjmmEM5KkmkPUFpVy6vz9nDvuZ0I8vXi9av72fyYmzOLuOOz9XSKDebta/vbtB7bXWzPLgGQZFo4NaUUP23M4pnfdtS3unt4fBdiPazVXXFlLZ+vPsiHy/eRW1rN9GEp9GwTSruoQG4d2cGhsZ3fPRZ/aymfPcSH+TOyUxTFlbU2rwsXwhlJMu0BduaU8snKAwzpEGmz5WEb2p9fzvQP1xAR6MNH0wcQ7KGTj5pre5Yk08K5NWx118uDW929Om8P7yzZS3mNmeGpUbxweW9GdHSeDkX9kyPon6yXi6XnlvL12kweOK+zzZLrUZ2iGdUp2ib7FsIVSDLtppRS7MwppWt8CANSIlj68Bi7jRwdOFqBr5eBj28c6HELM5yNHdmlRAf7Eh0sIzvCuZzU6u7SXlzW37Na3e3ILqFzbDAGg4amwbndYrllZHu6Jzh3bfDCnXl8ty6Tm4e3k/djIWxEU0o5Oganl5aWptauXevoMJrl7cV7eWnubn67d4TdZtQ3nK1ebTJ7XO3k2brg1aVEBfvyyY0DHR2KEIDe6u6TlQd4Zd5uKmvMTB+W4lGt7pRSLN6dx7tLM1ieXsDMaf05v3uco8NqtqPlNUQE+qCUYsOhIo88m+DKNE1bp5RKc3QconEyMu1m6hLaK9PaEuhjpP0peoDaQq3Zwm2fruP87rFcOSBJEulmqjFZ2JNbykg5VSqcxJLdeTz183bSc8sY2Smaxyd285j+5yazhR83ZvHukgx2HSklNsSXRyd0YUiHSEeH1iJ1S3jP2ZrDXz5bz4fTBzCmFZYIF0LoJJl2Ix8u38eqjALeuqY/4YE+TBuSYpfjKqV4+LvNLNiZy3ndbF+T7Y725pVRa1Z0jQ92dCjCgyml+HPfUd5avJdFu/JIjgzgvevSOKerZ7S6q+s6pGkar87fTYC3Fy9c3puLeie4xSTqc7rG8u9LejCqo/6l3WJRHlWqI4StSDLtRjRAKag2WfD3sd/I8PO/7+L79YeZcW4nrhqYZLfjupMd1k4esoy4cASLRTF3+xFmLtnLhoNFRAT6eFSru8NFlXywbB/zdhzh93tH4udt5OvbhhAX4udWXyJ8vAxcM0hf1rukqpYrZ67i3nEdXbJ0RQhnIsm0i1u7/ygWBQPbRXD90BSuH5pi1zf/j5bv461Fe7l6UBJ3j02123HdzfasEny8DLSzU1mOEKDPbfhh/WHeWZJBRn45bSP8eXpydy7r39auX8gdZevhYt5bmsHszdkATOwVT2mVCT9vI/Gh9ltoxRGqasyE+nsRJa3shDhrkky7MLNF8bcfthDm78NXtw12yAhKWbWJ87rF8vTkHm41gmNvO3JK6BIXfNyyvELYSklVLZ+tOsgHy/eRV1pN94QQ/ju1LxN6xHnM7+C2rGIm/ncZgT5Gpg9NYfrwdvWLkHiCmBA/vrjl2OfGt+sy6dM2lNQYKTUTorkkmXZBxRW1BPoa8TIaeGdaGpFBPnZPZE1mC15GA3eN7SirG54lpRQ7sks51w49wIVnyy+r5t0lGXy2+iBl1SaGp0bx8hV9GJYa6RFfhkuqavkz4yjjusXSLT6E5y/txfk94my67LYzq3vNK2pM/Of3nQzrEMVLV/ZxbFBCuCBJpl3QN+sOsWBnLn+/sKvDepw++O1muieEcNPwdpJIn6Uas4WyKhMLduUya1MWk3rFe0RiI+zHbFF8/udB/jNnJ2XVJi7slcBtI9vTI9G5eyS3tidnbePXLdmsfnQcoQHeXDGgraNDcgoBPl68dW1/u7VRFcLdeMb5PDdzab82BPh44eftuJrGIR0i+dcvO1iWnu+wGNyFr5eRb27XJzv99YsNXPv+avbmlTk6LOEmtmQWM+XN5fzjx630SAxl7n2j+O/Uvh6XSO8+UsoPGw5z/ZAUQgM8cyS6MRsPFXHVzFUs3p3n6FCEcEmyaEsTuOKiLbZWbTIz/LmFdIsP4WNZZKRVmC2Kz1cf4Pnfd1FVa+a2kR24c0yqR0wEE62vuLKWl+bu4tNVB4gI9OUfE7tyUe8Ejz3rcfun61iWns/Sh8YQbu27LHRmi+LlP3Zz4/B29T2phfOQRVucn4xMu7DKGjP/nL2NLZnFdj+2r5eR64cks3h3HruPlNr9+O7IaNCYNiSFBfePZlKvBF5fmM65Ly9m/o4jjg5NuBClFD9uOMw5Ly7m01UHuG5ICgseGMXkPokem0hvzixizrYcbh7RThJpqy2ZxVz/wZ+UVZswGjQeOL+zJNJCtJAk0y6sxmThty05rMoocMjxrxmUjJ+3gfeWZjjk+O4qOtiXl67swxe3DMbf28hNH6/llk/WkllY4ejQhJNLzy3j6ndXc+9XG0kM8+OnO4fz5EXdPWb578ZkFlbSLiqQm4a3c3QoTqO8xkRGfhnZRZWODkUIlydlHk3gzGUepVW1BDvwg/LjFftJigyQpWltpMZk4YPl+3h13h4Uir+e05Gbh7d3i9XYROuprDHz+sI9vLMkA39vIw+N78LUgUkyObgBWe0PiipqWHegkHOsnYNqTBZ5L3EBUubh/CSZbgJnTqbrpOeWUWOy0C1BVtBzR4eLKnlq9jZ+33aEDtGBPH1xD4Z2iHJ0WMIJzN9xhCdmbSOzsJIpfRN59IKuRAfLQhygl7ws3p3HyI7RHp9IAzz6/WZmbcxi2cNjpdzFhUgy7fzkK6kbMFsUt3yylidnbXPI8XNLq3j5j91U1ZodcnxPkBjmz8xpaXxwQxo1Zot+Kv/LDeSWVjk6NOEgh4squfWTtdz08Vr8vI18eetgXrqyjyTSDSzenccNH67hx42HHR2Kw1gsivJqEwAPj+/CF7cOlkRaiFYmfabdgNGg8epVfYgL9XPI8ffllfPq/D3EhPhyzaBkh8TgKcZ2iWVohyjeXJjO24szmL8jlwfO78y1g5PllL6HqDFZeH/ZPl6bvwfQE6SbhreT0/UnUErxwtxdtAn3Z2KvBEeH4xBKKf7y2TpqzYr3rksjLMCHsABJpIVobfLu6yZ6tQkjJtgPpRSF5TV2PfbAdhH0TAzl/aX7sFikbMjW/LyNzDivM3PuHUGfpDCemLWNi15fxoaDhY4OTdjYqowCLnxtKc/N2cnwjlH8MWMkfxndQRLpU5izNYeth0u4d1wnj/3/0TSNkZ2iGdMlBg9t5CKEXXjmO4wb++fs7Vz61gq7llxomsbNI9qRkV/Owl25djuup2sfHcQnNw7kjav7kV9WzZS3VvC3H7ZQVGHfL1PC9vLLqpnx9UauemcVFTVm3rsujXevS6NNeICjQ3NKZovixT92kxoTxCV9Ex0djl2ZLYrXF+xhxV59Qa1rBiUzbXCyx7ZFFMIepMzDzZzbLZa4UD+8jfb9nnRBz3ie/W0n7y7NqJ8pLmxP0zQu7BXPyE5RvDJvDx+t2M+crTk8MqELl/VrI5OuXFhFjYl5O3KZtTGLJbvzUCjuGN2Bu8d2lIV8ziCrqBKT2cJD47t4XPlTtcnM9xsOU1BeI5OUhbAT6ebRBK7QzcMZvL9sH+sPFPLSlb3x9ZIPe0fYnlXCP37ayroDhaQlh/P0xT3oGi8dXlxFtcnM4l15zN6czbztR6isNRMX4sfEXvFMHZREh+ggR4foMmrNFoya5jFfKDccLKRnYiheRgNFFTWE+nvLaLSbkG4ezk+S6SZwxWR63YFCXpu/h7ev7S+jWB7GYlF8uy6TZ37bQUmVielDU7j33E4E+cqJKGdkMltYmVHArI1ZzNmWQ2mVifAAby7oGc9FvRMYkBLhMQlha9h6uJj20YEE+HjO7/uunFLGv7qEv03oyi0j2zs6HNHKJJl2fp7zbuNhqk1mDhSUk1VcaffRrPTcUkL8vYkJdkx3EU9nMGhcMaAt53aL5fnfd/Hesn3M3pzFhB7x9E0Ko39yOIlh/jJq5UAWi2LdwUJmb8ri1y3Z5JfVEOzrxXnd45jUO55hqVF2L9VyB1W1Zm76eA292oTx7nXun3uYLQqjQaNzXDDPX9qLC3vFOzokITySjEw3gSuOTIN+mtPeH8j5ZdUM/r/53DSiHY9O6GrXY4tTW3+wkJf/2M3a/YVUWiemxob40j85nH5J4fRLDqd7QoiU5tiYUoptWSXM2pTFz5uyyCquwtfLwLiusUzqncDoztH4ectrcDbeXZLBv3/dwZe3DmZw+0hHh2NTf+47yiPfbebjGwfSNkImorozGZl2fjIy7ca8jQbMFsVnqw9wab82BNrhNH9UkC/nd4/j89UHuXtsRyktcAL9ksL59KZBmMwWduaUsv5gIesO6D+/bskBwMfLQK/EUPrVJ9hhcmahlaTnljJrYxazN2ezL78cL4PGqE7RPDS+C+O6xcrfSCsprarlzUXpjOgY5faJNEBciB+RQT7Umi2ODkUIjyfv4m5uW1YxT8zahpfBwNWDkuxyzJtHtOOXLdl8s/YQ04e1s8sxxZl5GQ30SAylR2Io1w1JASC3pOq45Pqj5ft5Z0kGAEkRAfSzloX0Sw6nc2wwXlJ60CSHjlYwe3MWszZmsTOnFE2DIe0juW1ke8b3iJOFM2zgg2X7Kayo5YHzOjs6FJvJKqrk9205TB/WjqTIAL6+bYiUawnhBNy3zEN/hxkPjAM6AEFAFXAIWA58j1IVTdmVq5Z51Nl6uJjuCSF2fdO97K0VHCmtYtEDYzyuNZUrqzaZ2Xq4hPXW5HrdwULySqsBCPQx0rvtseS6X9twQgO8HRyx88gtqeLnzdnM3pzFhoNFAPRNCuOi3glc2DOemBAZ6bcVpRS3fLIOowFmTnPfs+Evzt3Fh8v3M2/GKIeteCvsT8o8nJ97JtOa5gs8A/RtcG85EADUZXZHgPtQKvtMu3P1ZLpObmkVAT5edjmtPGdrNvd+tZFvbx9Kj8RQmx9P2IZSiszCyuNGr3dkl1C30GVqTBD9k8LrE+z2UYEe1XmisLyGOdtymLUxi1X7ClAKusaHMKl3PJN6JUgtqx0ppaiqtbhd96Iak4WC8mriQ/2pNVvILqoiKVJ+rzyJJNPOz12T6VuAqwEFvAf8hFLlaJoXMBK4D32kegNKzTjT7twhmS6pqmXMfxZxQc94nr64h82PZ7YoSiprCQ+U09nuprzaxKbMovrR6/UHiyiurAUg1N+bfklh9E0KJ9TffUeta80WVuwtYMnuPEwWRbuoQCb1TuCi3vGkxgQ7OjyPcrS8hhqTpdkjtbuPlJIUEeD0kz5v/ngNB49W8MtfR0iHFw8lybTzc9ea6XHWyzko9Xn9vUqZgAVomg/wMNAXTQtGqVIHxGhXIX7e3HtuJ4bYaWKO0aARHuiDUooDBRWkRAXa5bjC9gJ9vRjaIap+dTWLRZGRX35cacjCXXkOjtL2EkL9uHF4Oy7qnWD3MipxzGvz9/DN2kOsePScJn+Bs1gU0z9cQ4/EEKcvC7l+aAqlVSZJpIVwYu6aTIdbL/c08vjuBtd9AbdPpgGmDU6uv66UssuH/79/2cG36zOZe99I6Q7hpgwGjdSYIFJjgrhiQFtAH72uNrl3l4Ewf2+PKmlxRtnFlXy++iCX9E1s9pmQ5y7thZ+3nqCWVtVy1TurePD8zozuHGOLUJus1mzh37/soFNsMFcPSmJEx2iHxiOEODN3TaZzgLZAx0Ye72S9LESpfPuE5ByUUjz98w4qa008M6WXzY931cAkPll1gL//sJV3pvWX0TsPEejrRaCvo6MQ7u6NhekoFHeNTW3W8zLyy/D3MdI/WR93yS+rIdDXixBrQn7oaAVrDxxlQo94u5eBGDWNjPxyt6v9FsKduet5o5+tl+PRtKvRNL3GQNO80LQxwJ3o9dRvOSg+h9E0DT9vA75eRiwW29fLp8YE8eB5nflj+xF+2phl8+MJITxDZmEFX605xBVpbZs90fOtRRn89YsN9bfbRQXy9W1D6JekJ9ezN2dx/9eb6ucClFTVYuv5RXO25lBcWYvBoPH+9Wk8PL6LTY8nhGg97joB0QDcDVzc4N6G3Ty2A/9DqZWN70K7FbgVICkpqf+BAwdsFq692avEo47Zorhi5krSc8uYe99IYqVFmBDiLH295hCPz9rKgvtHkxDm36znpueWUVJVW588n8hiUew6UkrX+BAA7vlyAxl55cy6a5hN3jsPHa1gzAuLuH1UBx443337ZIuWkQmIzs89k2kATTMCU4DbgBPPl+0Hvkap35qyK3fo5nEq6bllzN2ewx2jm3eKtCUy8sq4+eO1vHxlH3q3DbP58YQQ7u9oeQ0RdugY9PPmLArKarh+aAoAj/+0lREdozm3W+xZ7be0qpZgP720ZFVGAf2Tw2WioTiJJNPOzz3/ajUtAngduAOYB9wETACuBd4F4oGHrC30PNasjYd5d0lG/aIcttQ+Oog/ZoySRFoIcdayiysBWpxI78wpYVVGQZO3n9groT6RLqs2sXRPPvvyywD9zNuKvfnNLptblVHAsGcXsHb/UQAGt4+URFoIF+Wuf7mPAl2AX1HqWZTKQKkqlDpsbZX3knW7qWhaisOidLC7xnZk7n2jiA62z0wxo0GjxmTh1Xl76j8MhRCiOfbllzPiuYV8vfZQi/fx7pJ93P/1phY9N8jXiwX3j+KGoe0AWLonj6vfXc28HUcAmlxb3S0hhHO6xtImXBZgEcLVuV8yrWnJQN3pkG9OuY1Sc4ES9PrpofYJzPn4eBmIDvZFKVU/OmJrOcVVvL14L498t8XmE3qEEO7ntfl78DYaGHMWLezuHpvKzGn9W/x8TdPw8dI/Pge3j+T1q/syqrPewu6z1QeZ8uby+smLDe0+UspjP27BbFGE+Hnz8pV9ZFlwIdyA+yXTkNzg+umWCq9rLRFnw1hcwuzN2Vz29kqW7bF9l8CkyAAemdCFxbvzzmpkSQjhedJzS/lp42GuG5p8VmfUUqIC6ZEY2iox+XkbmdgrAV8vfWpOsJ8XcaF+hPjpnWd/2niYJbv1RYw2HixiztYcDh2taJVjCyGcgzv2mW443BkLHGxku7ok2uPf1Sb0iOO5S3sypIN9VkecNjiZ37Zm8/TPOxjeMZrEZs7EF0J4plfm7cHf28htIzuc1X62Hi6msKLGJguiTO6TyOQ+iYBe8vHWor20jQhgZKdoLk9rw/nd4wgNaN4CM0II5+aOI9PpDa5PPOUWmjYUCLPe2mHjeJyet9HAlQOSMBo0qmrNNj+ewaDxn8t6Y1GKx37YYvPjCSFcX2F5DYt25XHDsJSz7uDx4fL9PPKd7d97NE1j1l3D+ffFPepvSyIthPtxv5FppbLRtLXoddOXoWm1wDcoVYSm+QOj0Lt8gL5S4nIHRep0Dh2t4Jr3VvPIhC5c0DPepsdqGxHAi5f3Jjky0KbHEUK4h/BAHxY/OBpvr7MfA7p3XEcqatq3QlRn5uNlIEZ66wvh1twvmdY9C7yIXj99NXA1mlaBvmhLnULgcZQyOSA+pxQX6kfPxFC7dfeY0CBhr6o1233ZXiGEayitqiXI14vIoNZ5b2ruiolCCHE67plMK1WApt2GXuYxEmgHBKLXRx8GVgI/oFSRw2J0Qt5GA29c08/ux31y1jZ25ZTy2c2DMBjstzKjEMI13PfVJmrMFj6ePqBVViDcdKiIo+U1jOnS8o4gQghRxx1rpnVKVaPUdyh1D0pdhFLnoNSFKHUrSn0oiXTjzBbFzMV7+WXz6ZqhtJ4uccGszCjgf6vdZ8l2IUTr2JxZxLwdRxiQHN5qS3l/svIAj/24tVX2JYQQ7ptMixZTSvHr1hyW7smzy/GuHNCWkZ2ieebXnRwoKLfLMYUQruHlP3YTFuDNDcNSWm2fD5zfiU9uGthq+xNCeDb3LPMQZ8XLaOB/Nw0kyNc+vx6apvHcpT057+UlPPjtZr68ZbCUewjhQD9vzuLTlQfoEBNEh+ggOkQHkhoTREKov13/NtcfLGThrjweHt+FYL/W64IRHyrtOIUQrUeSaXFKdR9cuaVV7M0tt3kP6vhQfx6f2I2nZm9nb14ZHWODbXo8IcQxSimWpxfg520gLSWCQe0ieXfpPn7elEVJ1bE52l/dOphB7SNZf7CQJbvzrIl2EO2jA20ygfiTFfuJDPThuiHJZ964GdYdKCS/rJrzu3v8ml1CiFYgybQ4rUe/28KWw8UsfXhM/QpftnJZ/zaM7hxjt24iQng6s0Xx+7Yc3lq0ly2Hizm3WyxpKRFEB/vy053DUEpRUF7D3twy9uaV0yU+BIANB4t4df4elHWJLE2DNuH+fP+XYUQH+7Izp4SSShMdogOJCPRpca3zs5f2Ij23jMBWPkv2+eqDrMookGRaCNEqNKXUmbfycGlpaWrt2rWODsMh/tx3lLAAbzrZcaRYKcVvW3OY0COu1SYcCSGO98vmbF6Yu4t9+eW0iwrktpHtuaRfYpO/NFfVmsnIK2dvXhl788rYl1/OS1f0wWjQePT7LXzxp774bFiANx2ig+gYE8QzU3o26W9aKUWtWeHTCj2lTyW3tIrqWou0yBMuQdO0dUqpNEfHIRonI9PiONnFlQT7eRPk68XcbTnc+uk6Zt01zK4x/PuXHXy4Yj/bnzrf5qPhQniqoxU1+HsbeePqfozvEYexmbXQft5GuiWE0C0h5KTH7h3XkfE94qwj2mWk55axM6e0PpFWSp02qX5h7i5+3JDFpzcNpH10UPP+YU0QEyyLqAghWo8k0x7ucFEl3gaNmBA/duaUMP6VpbxyZR8u7ptI36RwHruwK7F2XL1LKcW8HUcY2iFSEmkhWtnOnBIOF1ZyTtdYrh2UxNUDk5qdRDdFbIgfsSF+jOoUfdJjBwrKmfH1Jp6d0vOUcyM+XrGfNxbuZerAJNpFtf4KqSv3FrB4dx53junQqpMahRCeS1rjeZhDRyvYm1cGQFm1iRHPLeB/q/T+zh1jgnliUjf6J4cDEB3sy80j2ts1md6WVcL+ggoutPFy5kJ4EqUUX/55kMmvL+dfv+zAZLagaZpNEukzySutZn9+ORe9vpxv1h467rFft2Tz5OxtjOsay9OTu9ukzGv9wUJ+2JBpsxISIYTnkZrpJnDlmulDRyvIL6umb1I4SimGPruAfsnhvHG1vtLhTxsP0zMx1CanUlviuTk7eWdJBmv/Po7wQB9HhyOEyyurNvG377cwa1MWw1OjePnKPg6f5JtbUsU9X25kZUYBU/om8vTFPdiZU8rUd1fRMzGU/900CH8f252ZqqgxEeAjJ2aFa5Caaecn7yZupm7keXRnfZncR77fzNHyWn67Z4S1n3Mv4kOPjTRP7pPoqFBPaeHOXIalRkkiLUQrKKmqZfLryzlQUM4D53XijtGpTtHDPSbEj//dPIjXF6Tz6vzdJIT5c+uo9kzpm8jD47vYLJEurzYR6OslibQQolXJyHQTOPPIdFZRJav3FXBJ3zYA/OPHrXy/PpONT5yHt9HA5swi/LyNdu3GcTaqas3kl1XTJlxm2QvRGl6cu4sRHaMZ2C7C0aGc0tr9R+meEGrTkWjQO3iMfWExT03uzpR+bWx6LCFak4xMOz8pGnMxSimW7snDbNG/BP2+LYf7vtrE4aJKAG4a3o6f7hqGl3X0qVebMJdJpEHvECCJtBAtV1xZyz1fbmDr4WIA7j+vs9Mm0gBpKRE2T6TrTOmXSJ+2YXY5lhDCc0gy7WIW7c5j2vt/MndbDgAX9U5g/v2jSLCWbqREBZIaE+xy/ZmVUkz/8E9mb8pydChCuKxNh4qY+N+l/LI5m+1ZJY4Ox6nEBPvx1OQeTjM/RAjhPiSZdnJKKf7YfoTfrcnzqI7RvDa1L+O6xQIQGeRLh+ggl0ueT7Q5s5iFu/KoqjU7OhQhXI5SiveX7eOyt1dgscBXtw3higFtHR2W01iVUcCeI6WODkMI4aZkFoYLeHNROn5eRs7vHofBoHFR7wRHh9TqftmSjbdR47xusryvEM313frDPP3zds7tFst/LutFWIBM4G3o6Z+3YzRozLpruKNDEUK4IUmmndCa/Ud5dd4e3rmuPwE+Xrx1TX+igtz3w1EpxS+bsxnRMZrQAFlEQYimqqo14+dtZHKfBLyN+hdtVz9LZQuf3jSIvNJqR4chhHBTUubhJCwWVV/iYND0lQkzC/VJhXGhfngZ3fel2nioiMNFlbJQixBNZLEo3l68l3EvLeZoeQ3eRgOT+yRKIt2IiEAfOse5zkRsIYRrcd8MzYVU1Zq54LWlvL4gHYD+yRHMnzHKpbpwnA2DpjGua2x9HbgQonEFZdXc+PEanv1tJ73ahOJllAS6MVsPF3PTR2s4dLTC0aEIIdyYlHk4iNmi2JFdQo/EUPy8jYzqHE33hJD6x51hYQV76d02jPeud1wLzfTcMlJjZIa/cH5/7jvK3V+sp7Cilqcv7sG1g5JkNPo0MgsrSc8rk/IxIYRNSTLtIC/9sYt3l+5j2UNjiAnx49EJXR0dkkNkF1eiFCSE+dv92OsPFvLqvD0s3p3H93cMpV9SuN1jEKI5Zi7eS4CPFx/cMIDuCaGODsfpje8Rx3ndYj1qcEIIYX+STNuJ2aKYvSmLPm3DSIkK5KoBSXSNDyEqyNfRoTnUu0v28dnqA2x4/Fy7LfG77sBRXpm3h6V78gkP8Oah8Z3pFBvM4aJKvAwasSF+Z96JEDZUVm1iV04J27NK2J5dwnnd4xjTOYYXLu+Nt5eBIF956z6TzMIKEsP8JZEWQticvCPbydHyGh7+bjM3DW/HQ+O70DYigLYRnr3Sn8Wi+HWL3sXDXol0RY2J6R+uwdto4JEJXZg2OJlAXy8qakxc+NpSRlr7eAthD0opckqqqDUpkiIDKK2qZdJ/l7G/4FiNb6i/N13j9RKw8ED37erTmsqqTUx4dSnXDk7m4fFdHB2OEMLNSTJtQz9vzmLDwSL+MbEb0cG+/HTXMDrFeMakwqZYf7CQnJIqHplg2w+71RkF/LjxMP++uCcBPl58OH0gXeODj0vgA3y8mDY4mf8uSOe6IcmkpTjv8svCtc3alMXmQ0Vszy5hR3YJhRW1XNQ7gdem9iXI14v+yRFM6deGbvEhdEsIIT7UT+qim8nLoPHw+C6ydLgQwi4kmW5lJrOlvo3dniNlrN5XUN8LtktcyBme7Vl+3pyNj5eBc7rG2GT/K/cW8Or83azKOEpUkC+3jawgJSqQ/smnro3+y+gOfLM2k3/O3s5Pdw6T08OixYoratmeXVKfMHsbNZ6Z0guAtxbtJSOvjC5xwYzvEUfX+JD6en1N03jxit6ODN0t+HkbuXZwsqPDEEJ4CEmmW9GunFJu/mQNL17eh4HtIrhzTCr3jusoo0qnoJTi9205jO4UTbBf6860zy2p4u4vNrB631Gig335x8RuXD0wCX8f42mfF+DjxcMTOnPfV5v4bn0ml6fJcszi9JRSHDpayb6CckZ1igZgxtcb+X794fptooJ8GNQ+sv72xzcOICLAx617xzvSir35HC2vYUKPeIzyhVgIYQeSTLeSGpOFhDA/OkQHUfcZ6eMlH5aN0TSNn+4aRlmVqdX3HRHog1LwxKRuTB2YhJ/36ZPohib3TuR/qw6yv6C81eMS7qGs2sQ7SzJYuTefndmllFab0DTY9s/zCfDxYnTnGDrGBNM1PphuCSHEBB8/ofXE26J1fb76IJszi5nQQxaBEkLYh6aUcnQMTi8tLU2tXbv2tNs8/fN2Nh4q4rObBzUreROtw2JR/OuXHVw7OIn20WfXM7rWbMFbRg1FI95fto+nf95O/+Tw+rrmbvEhdE8IkdFmB7JYFAaDhtmiyCqq9PgJ3sJ9aJq2TinluMUYxBnJyHQr6d02DF8vgyTSzTBz8V5MFsWdY1LPel+frNzPB8v30Tku6KyT6bpEektmMR1jg+Q1FWQWVpBdXMWAlAimDU4mLTmc3jK5zWnM3pTFe0sz+PLWIfj7GCWRFkLYlQyjtJKLeifwkLUF0778cp79bSc1JouDo3JuWw4X88GyfZjMZ/f/tD+/nGfn7GR052iuaKU65+1ZJUx6fRlfrz3UKvsTrqnWbOGdJXs596UlPPTtZiwWhY+XQRJpJxMW4E2Qn97iUggh7E2SaRuYv+MIX645SEF5taNDcWoTeyVQUF7DqoyjLd6HxaJ48NtNeBsNPDulV6tN9uwaH0z/5HBmLs6g9iyTfeGa1h8sZNJ/l/F/v+5kWGokn940UDq8OJEd2SX8vDkLgBEdo/nfTYOI9PBFsIQQjiHJtA3cPKI982aMIj5UXyJ706EixwbkpEZ3jibQx8gvW7JavI+v1h5izf5CnpzUnbjQ1pvYpWkad41J5XBRJT9uOHzmJwi3sjmziEvfWkFxZS0zp/Xn3evSaBMupQPO5OU/dvPcnGNnAKVrkhDCUSSZtpG6ZcLnbsth8hvLWbDziIMjcj5+3kbGdYtlztacFo/+XtwnkWem9GRKv8RWjk5P9rsnhPDWor2YLTJR190ppdibVwZAz8RQnprcgz9mjOL87nGSqDmJ0qpaiitrAXhmSk9+uGOYdE0SQjicvAvZ2OjOMTw1uTujOukLk1gkKTvO5D4JpKVEUFRR26znmS2Kyhoz/j5Gpg5Mskmyo2kad45JJa+0mvTcslbfv3Ae+/PLue6DP5n42jKyiyvRNI1pg5MJ8pU52s6ixmRhypsr+Nv3WwCIDPKtH7QQQghHktZ4TdCU1nhNUVZtYuo7q7hzTCrje8S1QmSe650le/l89UG++8tQm9ZJmi2KsmoTof6tu7CMcA7VJjMzF2fw+sJ0fI0GHhrfmasHJctiH07qyz8P0j46iIHtIhwdihB2I63xnJ8Mu9hRRbUJfx8j4QGSmJ0os7CC2BC/JvV3Ts8t5YW5uxnTOZqIQB+bxmU0aIT6e6OU4mh5jUxwciOVNWYmvb6M9NwyJvaK5/GJ3YgJkQVVnElJVS2Pfr+FG4amMCAlgqsGJjk6JCGEOImUedhRTIgfX906uH5p4Z82HpbyAWDl3gKGP7eQFXsLzrityWzh/m82E+hj5F8X97RbLestn6zj5k/WImdyXF9ljRkAfx8jE3vF89H0Abx+dT9JpJ3UzuwSeZ8UQjg1SabtrC75q6o188yvO3l1/h4HR+R4fZPCCPb14udNZ+7q8e7SfWw6VMRTk3sQHWy/UeJRnaPZcLCIlU1I+IVzslgUX/55kGHPLWCjtcPOveM6MbpzjGMDE8dRSjF7UxZmiyLEz5vf7hnJVBmRFkI4MUmmHcTP28iPdw7j6cndASiuqPXYBQf8vI2c2y2W37flnHahG4tFsWR3Hhf0jGNir3g7RgiX929DTLAvbyxKt+txRevYlVPKFTNX8sj3W0iNDpKJhU5syZ587v5iA79syQaQbh1CCKcn71IOFBfqR1iAXvN7/zcbufztlR7bgu3CXvGUVJlYnp7f6DYGg8b/bh7E85f1tnurMj9vI7eMaM/y9AI2HCy067HF2Xll3m4ufG0pe/PKeP6yXnx122BSY85uyXnR+uoGE0Z2jOKj6QOYZOcvzEII0VKSTDuJ6cPaMX1YO6fqItBwlLi82mTTlQBHdIwm2M+Lnzdnn/LxOVuzyS+rxmjQHDaqePWgJMICvPl89UGHHF+0jI+XgYv7JjL//tFckdZWekY7odmbshj1n0XkFFehaRqjO8fI6ySEcBmSTDuJYalRXNa/DQAr0vOZ8dVGyqvtW/ZRUWOqn2D3wbJ99H/6D6pNZgrLaxj/6hJmLt5rs2P7eBmYOa0/j17Q5aTHdmSXcPcXG3hx7i6bHb8pAn29+Pzmwfz7kp4OjUOc3pGSKu74bB2/WcsE/jKqAy9c3tvmnV9E8xRV1HC0vAaATrHBDOsQSYCv0cFRCSFE80ky7YR2HyllW1aJzY9TVm2i2qR3NvhtSza9npzLgYIKALonhHDtkGSqai2EB/owoUc8A9tF2jSeoR2iTlqEodZs4f6vNxHq782D55+caNtbt4QQfLwMHluO48zMFsVHy/dxzouLmb8jl/yyakCWmXZGFTUmxrywiFfn7Qagc1wwr1zVlxA/aRsqhHA9kkw7oRuGtWPW3cMI9PXCZLbw65bsVmnJVlpVS0mVvtLgpkNF9P7n3Poa5e4Jodw2qj2+3vqvxKD2kTw8vkv9YiV/u6CrXRZK+GFD5nEj4G8sTGd7dgn/urin04wsrtl/lBHPLSAjT9p1OYv03DIueXM5T87eTt+kMObeN5JpQ1IcHZZo4Gh5DT9v1jv2BPh48eD5XZg6SLp0CCFcnyTTTsrXSz/d+f2Gw9zx2XpW7zva7H0UV9ZypKQK0D/I+jz1B1+vOQToI0F/GdWB5MhAAJIiA3jw/C7Eh/o3uj+lFG8t2subNuxosSK9gNcXpFNtMrP1cDGvL0jn4j4JTrViZEpkIAXlNbxtw7IXcbziilp+35bDB8v28dTs7dz26VoufG0pqzL0VoV788rIKqrital9+eTGgfW/18J5zFy8l/u+2kheqX7G4OpBSXSJC3FwVEIIcfakP5STu6xfG6KDfRlsXeilosZEgM+pX7biyloKyqppHx2ExaIY9Z+FTOgRxzNTehER6MMj47swpIO+Hz9vIw+c37lZsWiaxq6cEsxKT6xtcfr8wl7xfLMuk6W78+mTFMblaW15eHzz4rS16GBfrhrQls9WH+SecZ1IDGv8C4homooaE0t255NZWEFmYSWHiyrJLKzk9lHtmdwnkYNHK7jt03UA+HsbaRPuT5twf7ysE3YHt4tkwQOjpEzAiRRX1vLmwnQu6pNA94RQbhnZnsv6t7Frf3ghhLAHSaadnMGgMca6qMShoxVc8uZynpjUnUm9EyiqqOHg0Qp6tQkDYNr7q/H3NvLVbUMwGDSenNSd5MiA+n3dMrL9Wcfz/GW98TZqNqtDHZYaRai/Nz9vzmJct1iemeKck/1uHdWBz1Yf5N0lGTx5UXdHh+P0TGYLf2w/Up8k1yXNU/olcuvIDpRXm7n9f3qyHOhjpE14AG3C/Qn209+iOsYGMeuuYSSG+RMR6HPS719ogCTRzqLui7amwddrDxEX6kf3hFCignxPmhMhhBDuQJJpFxLs58Xw1Ch6W5PnJ2ZtY8XeAv782zlomsaD53fGz/vYbPiL+ya2egx1CyjkllaxYEcuVw5o3VZj3kYDw1Oj+HFjFvef15m2EQFnfpIDJIb5M6VfInO25vDYhV3xMkrFVJ2sokqe/W0nO3NKGNohiicv6o5B07jny43UmC0E+XpZR5YDiLUu4R0V5MPsu4bTNsKfUH/vk36n/LyN9V8aPU15tYmX/thNSlQg0wYnOzqc03pjYTrrDhTywQ0DCPHzZslDYwiWswVCCDcnybQLCQvw4ZWr+tbfvmVEe64ZlIxSoGl6r2Z7+WDZfj5ZuZ9hqVGtnvDeOSYVi1KE+Dv3h/Bfz+lIl7gQvIwGLBbFk7O3Ma5rLMNSo5yqX7g9Ldh5hBlfb6LWZGFYahQdrIujGAwaP/91OLHBfoT4e52ULGuaRs82oY4I2en5eRtZnp5PivUsU43JwpdrDjKpVwLhTjIpt05YgDeBvl5Um8z4ehklkRZCeAStNbpEuLu0tDS1du1aR4fhVJRSZOSX0yFaT5YsFoXBQxNIgIy8Mi5+YzklVSbiQvy4pF8il/Zr41Er7f2wIZP7vtpEt/gQXr+6L+2jPeff3trm7zjCm4v28tnNg/DzNmIyW+rPfizdk8e09//kw+kDGNM5hsoaM0aD5rBlt+fvOIKft5FhqVEOOb4Q7k7TtHVKqTRHxyEaJ+emRYtomlafSP+6JZvLZ66kqKLGwVE5TvvoIP78+zjeuLof3RJCeGdJBuNeWsyfLejC4mrqvpCP7RLL3WNT+f6OoZJIt5DF2r/c38eIyaLqe2U3LCMa0TGa3+4ZwQhr8vq/VQcY/Mx8Csvt//dnMlt4bs5O3lmSYfdjCyGEs5AyD3HWjAYNP29DfTs/T+XnbeTCXvFc2Cue3NIqftmcTb+kMABembeb3UdKuax/G0Z2jHabGus5W3P4dNV+PrhhAKH+3tx/nnN1XnEVVbVm7vxsPf2Sw7lzTCpDO0Tx4x2Rjc5H6Bp/rKVc77ZhXDWgbX3Jx8zFe/HzNnL90BSbxZtVVEl0sC/eRgMfTh9IpJOVmwghhD25xye6cKjzu8fxv5sG4e9jpNpkJj231NEhOVxMsB/Th7WrT5q9DBqrMo5y40drGfzMAl6au4tcaw9wV1RtMvPkrG3c/r91lFaZKK6sdXRILqnWbAH0L2KhAd4E+R4b32jqxN6B7SJ4aPyx1UFXZRSw9kBh/e3VGQVU1ZpbKWLILali/CtLeG3+HkCfjNtw4rMQQngaqZluAqmZbronZ23ju3WZLHxwtLTBOkGNycKiXbl8tz6T37cdIcDHyG0jO3DLyHaN9g53Rvvzy7nri/VsPVzCjcPa8ciELg6r13Vlv2/L4YmftjH77uGt3nu5bgJgbmkVQ55ZwJ2jOzDjvM71JTln24HnnSV7Gd89nqRI5+y2I4Q7kZpp5yefgKJV3T6qA49P6iaJ9Cn4eBk4r3scM6elsfjB0YzqFM3L83Yz5oVFfL32EGaL83+xVUox4+uNHCyo4J1p/Xl8UjdJpJvBYlFU1uijxJ1ig+nVJpQa6+h0a6oruYoM9OWj6QO4YkBbADZlFnPOS4vZnlXSrP0dOlrB1e+u4mBBBQC3juwgibQQQli5znCYcAlxoX5cnqZ/cG/PKmFlRgE3Dkux2SIvrio5MpC3ru3P2v1H+dcvO3jo281kHq1ghpPWHFfVmrEoRYCPF/+5vDe+XgbahEsy1Rxmi+LKmSvpGBvEM1N60S4qkHeus+1gk9GgHdcy02S2EB/qR5sIfdXOlXsLOFJSxcRe8Wes4z9UWEFmYYUk0UIIcQIZUhI289UafYXAkkqTo0NxWmkpEfxwx1Bem9qXqwfpC3Kk55Y6Vd35Xmvbv8d+3ApAh+ggSaSboa7LhtGgMaZLDANSIhwWS1pKBJ/dPLh+2fVv1h3i+Tk7MVi/7B4pqaovBamqNfPjhsMAtI0IYOH9oxkq7e+EEOIkUjPdBFIz3TIWi+JIaRXxof4opTBZFN5u0sXClm76aA2LducxdWBb7h3XyaElMz9syOTvP2zF18vAS1f0YUyXGIfF4ormbsvh7i828NNdw+gSF3LmJ9iZxaLIKq6kTXgASinOeWkxPRJCeW1qX95fto+nf97OL38dTvcEWVBHCEeRmmnnJ2UewmYMBo34UP108puL9rJkdx4fTh/gUpPtHOH5y3rx6vw9fLb6ID9uyOIvoztw0/B2du2YUFlj5olZW/l6bSYDUyJ4dWqf+tdSnF6NyUJRZQ0xwX4MbBfBVQPaEuGkreMMBq3+LINFwV1jUutjvX5IMj0TQyWRFkKIM5CsRthFm3B/2oQH4OfhvaibIjLIl6cm9+C6ISk8+9sO/vP7LryNGreO7GC3GArKq5m7/Qh3j03lnnM6uk1fbFtTSnH5zJUE+3rx6U0DCQvw4Z+Tezg6rCYxGjSm9GtTf9vLaGBgO8eVpAghhKuQMo8mkDKP1nW0vIaj5dWkxgQ7OhSXsHJvAb3bhhLg48WKvfl4GWyT5CilWLInn5Edo9A0jaKKGsICnHNE1dnsPlJKx5ggNE3jp42HCfX3ZnRnKYkRQpw9KfNwfjLcJOzuke82c817q1t1IQl3NqRDZH1pzGvz93DFzJXc9ula9uWXt9oxyqtNzPh6E9d/8CezN2cDSCLdRAt35XLey0tYtCsPgMl9EiWRFkIIDyIj000gI9Ot69DRCvbmlUnC0QKVNWbeW5rBW4v3Umu2MG1wCn89J/WsEt8d2SXc+fl69ueXc885nbhrbCpGg7QyPJ2Sqlqyi6roHBdMrdnCB8v2cc3g5ONWMBRCiNYgI9POz/2TaU1rC1wCDACiATOQD2wDfkepTWfahSTTtrNg5xEyCyu5bkiKo0NxKbmlVbz8x26+WnOIFy7vfVyta3P8sCGTh7/bQpi/N69e1ZchHSJbOVL3sPVwMfvyy5nUOwGA6z/4k8NFlcy9dyQG+eIhhLAhSaadn3sPo2jaFOAvHPt3VlqvJ1l/FHDGZFrYzg8bstifX85VA5JkJb1miAn245kpvbhpeHvaRwUC8O26TAJ8jEzoEdfkRXJig/0Y2iGSFy7v7fGrViql6v/f5mzN4fdtObx8ZR8Avl57iO/XH+bCnvEYDBo3DEshOshXEmkhhBBunExr2iTgbvSE+QvgR5TKtT4WAaQB0lrCwV6+ojdl1SZ8vAzUWpdVll7UTZcaEwToieDXaw7x5/6jpCWH8/cLu9I3KfyUz9mSWcy6A0e5YVg7hqZGMaRDpMetUFlVa2b3kVK6xIXg42Xg23WZ/HPWNlY8OpZgP29yiivZcriYsmoTQb5e3DE6lbvHdqxPnsdIiZIQQggr98xaNC0OuNN66yWUeqc+kQZQ6ihKzUWp3xwSn6jnZTQQFuCDUopHv9/CzR+vxWRNqkXTaZrGF7cO5pkpPdlfUMElb67g7i82kFlYUb+NUoqPlu/j0rdW8O7SfZRXm+qf6+5yiqt4e/FecoqrAPhj+xEuen05u4/oK022iwrgkn6JVJv0370bhrVj3oxR9TXQcaF+RAd79si9EEKIU3PPZBouBXyBHSj1s6ODEWemaRoDUsJJSw6XnsYtZDRoTB2YxKIHR/PXsan8sT2HrCI9eSyuqOX2/63jydnbGdExip/vHk6gm02WM1tUfYeYzMIKrv/gT1bszQcgv6yaZ3/byebMIgAGt4/krWv60TZCX7Ckf3IET03u4fGlLkIIIZrPvT5NjxlnvZzv0ChEs1w5IMnRIbiFIF8vZpzXmenD2hFuXc3u/m82smhXHo9d2JWbhrdzu9HooooaBj8zn4fHd2H6sHaE+HuTW1pNRbWeXHeJC2bj4+fWdz2JDvZlQs94R4YshBDCTbhfMq1pCUCY9dYeNK0bcC3QA320+giwAvgSpYocEaI4ve/WZfLkrG3MnTFSlrA+C3WJtNmiiAv145vbhzRaR+1qlFLc/80mooN8efSCroQF+HDjsHb0SNSXvg7x8+a3e0bUb19XTiSEEEK0NvdLpqFhj7A+wPXo5SwV6JMR2wJXAuPQtAdQav+pdqJp2q3ArQBJSTJiak/togO5PK0tAd7u+Otpf0aDxr8u7unoMM5aem4p6w4UcuWAJDRNI8DHiK/3sTnED43v4sDohBBCeCr36zOtaWOBf1hvKeAg8BxK7bCe2x4IPII+en0ImI5Sp12KT/pMC+EYRRU1hPp7o2kaz/62kw+X72PtY+MI9vN2dGhCCGEX0mfa+bnjTK+GxaAK+AdK7dBvKYVSq4HnrI+3BUYghHA6i3blMuDf89hyuBiAm0e0Y8UjYyWRFkII4VTcMZmubHD9T5Q6dNIWSq0CMq23+tsjKNF036w9ROfHfiO7uPLMGwu3UVZt4slZ21iw8wgAfZPCmT6sHRHW2u+oIF8ipduGEEIIJ+OOyXRBg+snJ9LHHLReRtswFtECnWKDuWFYCgE+UjPt7nJLq9h4qAgAf28ji3blsiunDIBQf2/+dkFX2oQHODBCIYQQ4vTcMVvZj17e4V69vzxI77Zh9G4b5ugwhI1YLKp+JcG7Pt9AQVk182aMwmjQ+GPGKFkBUwghhEtxv08tpaqBbdZbbU+zZV2LjhzbBiSEqPPtukxGvbCwfnGVv13QlZnT0ur7XksiLYQQwtW46yfX79bLgWjayQm1pg3mWAu9VfYKSjTN12sO0f7RX8gqkpppV3e0vIY3FqbXL+OdGOZPv6RwSqpqAejTNozUmCBHhiiEEEKcFXdNpn8DDqD/+55G0/QGtJqmoWkDgYes220HVjskQtGorvEh3DkmlSA/d6xCcn9KKapN+shzaVUtL8zdxbJ0fVnvIR0iefWqvsQE+zkyRCGEEKLVuF+f6TqaFg+8AsRY76kAjOirIIKebD+AUvln2pX0mRaiaSwWxV1frMfP28hLV/QBIKe4irhQSZ6FEKIlpM+083PfoT+lstG0G4Gr0HtJx6FPTNwDLAK+R6kqxwUoGmOxKCxKYTRo9bW0wjUYDBrd4kPw8zailELTNEmkhRBCuDX3TaYBlCoH3rf+CBfxzbpDPPzdFlY8MpaEMH9HhyPOwGJRvL9sH0M6RNIjMZS7xnZ0dEhCCCGE3bh3Mi1cUo/EUO4/t5PUTLuI0ioT7y/bR3ZxFT0SQx0djhBCCGFXkq0Ip9M9IZTuCZKUObtdOaV0ig0iNMCbH+8cRmyIrE4ohBDC87hrNw/hwkxmC5U1ZiwWN50c6wY2ZxZxwWtL+XKNvshoXKif1LcLIYTwSJJMC6fz3fpMuj4+h5wSmR/qbOq6//RMDOXRCV2Y2CvewREJIYQQjiXJtHA6vdqE8ciELgRLzbRTWbv/KJPfWE5BWTWapnHziPYE+3k7OiwhhBDCoSRbEU6na3wIXeNDHB2GOIG/j5Fas6KospbIIKmPFkIIIUBGpoUTqjaZKa6olZppJ5BbUsX36zMBfWLoL3cPp0O0LP8thBBC1JFkWjidBTtyufTtFeSXVTs6FI/35qK9/OPHrfWvhcEgkwyFEEKIhtx3OfFWJMuJC09VUWMiq6iS1JhgR4cihBAeSZYTd34yMi2EaFSAj5ck0kIIIcRpSDIthBBCCCFEC0kyLYQQQgghRAtJMi2EEEIIIUQLSTIthBBCCCFEC0kyLYQQQgghRAtJMi2EEEIIIUQLSTIthBBCCCFEC0kyLYQQQgghRAtJMi2EEEIIIUQLSTIthBBCCCFEC0kyLYQQQgghRAtJMi2EEEIIIUQLSTIthBBCCCFEC0kyLYQQQgghRAtJMi2EEEIIIUQLSTIthBBCCCFEC0kyLYQQQgghRAtJMi2EEEIIIUQLSTIthBBCCCFEC2lKKUfH4PQ0TSsFdjk6DtEsUUC+o4MQzSKvmeuR18z1yGvmejorpYIdHYRonJejA3ARu5RSaY4OQjSdpmlr5TVzLfKauR55zVyPvGauR9O0tY6OQZyelHkIIYQQQgjRQpJMCyGEEEII0UKSTDfNO44OQDSbvGauR14z1yOvmeuR18z1yGvm5GQCohBCCCGEEC0kI9NCCCGEEEK0kCTTQgghhBBCtJAk00IIIYQQQrSQ9JlujKZFANcAQ9Cb3JcDO4BvUWq9I0MTJ9C0GGAk0A/oAEQAtUA2sBr4DqUKHBegaBJN8wc+BqKt9zyHUnMcGJFojKa1BS4BBqC/Xmb0hUC2Ab+j1CYHRica0jQNGA+MQ39/DAKqgEPAcuB7lKpwXIAeSNMCgD5AF6Cz9TLE+uj1KHXwDM/XgAuBCUAy+sDoYWA+eo5iskncolGSTJ+KprUHXubYL3cFEIqeWA9G095Dqc8dFZ5oQE+kvwS0BvdWAH5Ae+vPRDTtCZTa4IAIRdPdxLFEWjgrTZsC/IVjnx+V1utJ1h8FSDLtDDTNF3gG6Nvg3nIgAD2B64L+/ngfSmU7IEJP1Q94ukXP1DQv4F/AIOs9JvQvs6nWn1Fo2gyUqmyFOEUTSTJ9Iv3N5//QE+k9wP+h1H7rN8nrgSuAm9G03SglqxI5Xl2p0ipgDrAepUqtbzj9gXuAeOBfaNo0lDrqoDjF6WhaR/SRzh1AVwdHIxqjaZOAu9ET5i+AH1Eq1/pYBJAGGB0WnzjRdeiJtALeA35CqXLr++NI4D4gFngQmOGwKD1TEbAL2Il+Vuf+Jj7vJvREugZ4CfgD/fUdDDyK/gXpfvSEW9iJ1EyfbBL6m0sl8DeU2g+AUhUo9RawDH0U9FZHBSiOUwrcglKPotRilCoFQCkTSq0GHkF/0wlAf22Fs9FPWdZ9kLzsyFDEaWhaHHCn9dZLKPVOfSINoNRRlJqLUr85JD5xKuOsl3NQ6nOUKgfq3h8XAG9YH++LpgU7IkAPtQKlLkGpR1DqI6BpA3P6F9ZLrbdmotTvKGVBKYVSK4HnrI+NtZ5hF3YiyfTJ6t585qNU/ike/9J62dFaNygcSalylNp7mscPAtuttzrZJSbRXFPQ6wZ/Qqk9jg5GNOpSwBfYgVI/OzoY0STh1svG/q52N7jua+NYRB2lLC185kjAG71U5+S/QaWWA5noA37jTnpc2Iwk0w3ppRx1CdefjWy1Hf0XGfS6J+H8SqyXcvrZ2WhaFHAjUAi87+BoxOkdG2gQriLHetmxkcfrPu8KGxk8Es6lrvZ9E0rVNLLNmhO2FXYgyfTxkjg2kW3/KbfQl4w8ZL2VYvOIxNnRNCPQw3prnyNDEaf0V/QSnLfqT0EL56NpCUCY9dYeNK0bmvZ/aNosNO13NO0TNO12NC2s8Z0IB6gbvRyPpl2NpgUC+iQ2TRuDXrajgLccFJ9onmTr5f7TbHOgflu9hE7YgUxAPF5kg+una6VW9w0+8jTbCOdwMXqrPIU+QVE4C00bCowANqLUH44OR5xWmwbX+6BPxjagd85RQFvgSmAcmvZA/VwT4Wjfok/Avhi4BbgFTavr5qGhn2n9n7XeVji/upyjKfmJv/VH2h7agYxMH8+vwfXq02xX95i/DWMRZ0ufgHGL9dYPKHXgdJsLO9I0P/ROKybgFccGI5ogqMH1G9DPzt2BUnW9bh9B704QCTxlPSMkHE2vzX0deBO9fRpAIMfOwAZw7IyDcH51OUpT8hOQHMVuJJkW7knTItFbA/miT7KZ6diAxAluBGLQFxiQLznOr+HpYgX8A6V26LeUsnbOqesk0Bb9jINwNL37w+vAHcA89LZqE4BrgXfRR60fQtNuaXQfQogzkmT6eFUNrp9uZnPdY9IU3RnpLZ7+g/5BkQk8cprJGsLeNC0VvTNELvqKh8L5NXyv+xOlDp20hVKr0P/eQO/xLhyvru/wryj1LEploFQVSh22Ljz2knW7qWhaisOiFE1Vl6M0JT8ByVHsRpLp4zWsQzpdPXTUKbYXzkCfYPMfoB16snY/ShU6NihxgrvR33veBzQ0zf+4n2O8rfdJyy7Ha/hed3IifUzdMsiykqWjaVoy+iI6AN+cchul5qJ3O9KAofYJTJyFur/DpuQnlbJMvP3IBMTjHUQ/hamhd+o4+UNDnx1b1196v53iEk2h1+E+h96z+Ch6Ip17+icJB4i1Xj5q/WnMDOvPEeAqWwclTms/x94bhWtIbnD9dEuFZ6Gv+Btn23BEK9iP/rqmnGabutddyufsSEamG9K/xe2y3kprZKtu6BM4ANbbPCbRNMeWge+OPtJyP0plnv5JQogmUaoa2Ga9dbrFqpKslzmn2UbYh2pwPbbRrY4l0TKK6fw2WC97oWk+jWxTl7tIfmJHkkyfrG5BgnHWSWwnutJ6ufuUdYPC/jTNC3gKvUl9GSCtuZyZUleh1JhGf455znqfjEo7h9+tlwNPufqrpg3mWAu9VfYKSjQqvcH1iafcQm9PGWa9tcPG8YiztxSoRe+uc+FJj+qvZ1v0L1KyuJIdSTJ9stnop5UDgGesdWf66oiadhvHZqm/65jwxHE0zQD8AxiIPrLysCxJLYRN/IZ+6tgAPI2mdQH00jdNGwg8ZN1uO7DaIRGKY5TKBtZab12Gpt1Sv6iOPhdhPHpLQ9DPJCy3e4yeTNNC638guMEjQcc91nDhFaWOAt9Zb92Gpp1n/QwETRsEPGx9bAFKZdj+HyHqaPqCfuI4mtYBfZZziPWeCvR+jRr6N773rDOhhaNpWi/gVeutGo4t9X4quSh1u+2DEmdF0xZarz2HUrLQjjPRtHj0vuAx1nsqACPHOggcQD8zJEtTOwP97OqLHF8/XYE+WFSnEBmEsL9j73NnMhWljpVN6Wdi/wUMst5TC1g49je4E73MUcp27EgmIJ6KUnvRtOnANcAQ9Nmxxei/pN+glNQiOY+GZ1d8rD+NkfZ4QpwNpbLRtBvRJ4SOQK+3VcAeYBHwPUpVNb4DYVdKFVjPqE4ERqJ3OQpET6gPAyvRF7QqcliMonmUMqFpj6K/puPRJyMa0Mt65qP37jc5LkDPJCPTQgghhBBCtJDUTAshhBBCCNFCkkwLIYQQQgjRQpJMCyGEEEII0UKSTAshhBBCCNFCkkwLIYQQQgjRQpJMCyGEEEII0UKSTAshhBBCCNFCkkwLIYQQQgjRQpJMCyFEa9G0ODRtYTOWChZCCOHiZDlxIYRwdpp2GRAEzEGpHEeHI4QQ4hhJpoUQwvldBsQCGwFJpoUQwolImYcQQgghhBAtJMm0EEIIIYQQLSRlHkII96JpNwPXACXAdJQ6esLjGvAcMADYA9yBUqZm7N8HuAoYB8QBpcAm4GOg+jTPCwBGAoOAFCAa8AbygfXAVyiVecJzbgCub3DPy2hawy02odS91m0N1n/TcKCzdf9BQDGwA/gepTY0+d8phBCiSSSZFkK4m4+AgUBH4CHgkRMevxg96awG/t3MRNofeBHoar3HBPgBY4AhwAunefb5wF+t1y1AOfrZwQTrzzg07TGUWtfgOZVAIRAGaOiJe8N4SxpcTwaebXC7wrptJHqCPRxNew+lPmvKP1UIIUTTaEopR8cghBCtS9OSgZmAL/AKSv1kvb8t8K71/v+i1PfN3O8DwIXoifgrwDyUMqFp7dET9zZAIABKjTnhuWOBdsByIN36PA1oC0xDH+kuAqaiVNUJz/0SfQLifSi1sZHY2gBXAwuA7ShVYb0/DJgE3ICekN+JUjua9e8WQgjRKKmZFkK4H6UOAO9Yb/0FTWuLphmBv6Mn0muBH5q1T02LBS6w3noFpebUj2orlQE8CNSeJqYFKPU+Su1s8DyFUgeB/wPWoY9Aj2pWXMf2n4lSz6PU2vpEWr+/CKU+RS9D0YCLWrR/IYQQpyTJtBDCXf0ArEFPnv8OTEevJS4FnqX5p+VGoiejBcDvJz2qVCkwq0WR6rGsst7q0aJ9nNkKG+9fCCE8ktRMCyHck1IKTXsO+AA9ie5sfeQllCpowR47Wi83nyYR3whc1+geNC0amAL0R6+TDkBP0BuKakFsdfv3RR95HoZeQx0MGFtt/0IIIU4iybQQwn0pVYCmvQvcb71nEUotauHewqyX+afZpvHHNK038Azg3+DecqDGet0XPbn2a1F0mhaJXsfdpsG9Vegj8Qr9TGRoi/cvhBDilCSZFkK4L71d3PgG96SiaX4nTfCzfRxe6KUm/ui10Z8AO1GqpsE2F6DXXZ84Ut1Ud6En0tnAW8BGa+lJ3f4TAOnkIYQQrUxqpoUQ7uxqoDv6CHAuerJ5Rwv3VWS9PF2ZRGOPdUPv+1wK/B2lNh+XSOvCWxhXXbI+zHrrXyi19LhE+mz3L4QQolGSTAsh3JOmdeTYgievofdgVsAkNG1QC/a4x3rZ09rS7lR6N3J/tPXyEEo1trBL/9Mc22K9bOy4oegLwMCxOJuzfyGEEC0kybQQwv3oE/H+jl7Kthil5lpX//vWusVDaFpoM/e6BD0ZjwLOPcUxg2m87Vy59bKNdQXFE5+bBvQ9zbHrWt0FNfJ4pTU2gPan2H8k+sRHIYQQrUySaSGEO7oVvZtFAfqKhXXeBfYDERyblNg0Sh0BfrXemoGmnWctr8C6aMvzwMmJsm4r+kIvIcCj1uRWT/o1bQLwFMevZnii/dbLsadMxvW+0tuttx5C01Kt+9fQtH7oExNbWosthBDiNGQFRCGEe9FHeZ9HTx4fRqk/T3g8FX2CnhfwHErNaca+T1xOvBa9G0cgeueMF4DHgFOtgDgFuLvBPeXonTWMQDrwm/XxTSh17wnP7Qu8ZL1lQl9i3IK+0uFT1m26Ai+jdwXBGo9mvV0KPAf865SxCSGEaDEZmRZCuA+91OIR9CTyp5MSaQCl0oGPrLfuRtPimrx/pSqBe4EPgUzrvTXAQuB2YNtpnvs98DjHRqmNwEHrvu7iWCnHqZ67AfgHsMn63Cj05cUjGmyzA7gTWIaePHuhT5qcDdwM7G3yv1MIIUSTyci0EEIIIYQQLSQj00IIIYQQQrSQJNNCCCGEEEK0kCTTQgghhBBCtJAk00IIIYQQQrSQJNNCCCGEEEK0kCTTQgghhBBCtJAk00IIIYQQQrSQJNNCCCGEEEK0kCTTQgghhBBCtJAk00IIIYQQQrTQ/wMbK0jeKMmXJgAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"### Plot some data with lots of text intances\n",
"fig, axes = splt.subplots(nrows=2, ncols=1, figsize=(9,14))\n",
"\n",
"splt.hist2D(xvals,yvals,xlim=(0,10),ylim=(5,15),bins=50,xlabel=\"x data\",ylabel=\"y data\",\n",
" clabel=\"Number density\",title=\"2D Histogram\",ax=axes[0], cmap='scicm.Purple')\n",
"\n",
"splt.contourp(xvals,yvals,percent=[68.3,95.5,99.7],bins=[20,20],lab_loc=1,xlim=(0,10),\n",
" ylim=(5,15),xlabel=\"x data\",ylabel=\"y data\",title=\"Contour Plot\",\n",
" ax=axes[1])\n",
"\n",
"text1=axes[0].text(1,14,\"This is a piece of text!\")\n",
"text2=axes[0].text(1,13,\"This is another piece of text!\")\n",
"text3=axes[0].text(1,12,\"This is the final piece of text!\")\n",
"text4=axes[0].text(9,6,\"Look at me, I am some text!\",ha='right')\n",
"\n",
"\n",
"### Using splotch.adjust_text() ###\n",
"\n",
"# Adjust x and y labels and tic`k` labels on all axes\n",
"splt.adjust_text(['x','y','k'], fontsize=24, color='red',alpha=0.75, ax=axes)\n",
"\n",
"# Adjust title font on only one axis\n",
"splt.adjust_text('t',fontsize=26,ax=axes,color='darkblue')\n",
"\n",
"# Adjust colorbar font\n",
"splt.adjust_text('c',fontsize=20,fontstyle='italic',fontvariant='small-caps',\n",
" horizontalalignment='right')\n",
"\n",
"# Adjust labels in legend\n",
"splt.adjust_text('l',fontsize=20,color='purple',backgroundcolor='lightgrey',ax=axes[1])\n",
"\n",
"# Adjust all text instances in an axis.\n",
"splt.adjust_text('T',fontsize=20,color='limegreen',ax=axes[0])\n",
"\n",
"#... or adjust a specific Text object\n",
"splt.adjust_text(text4,fontsize=22,color='goldenrod',backgroundcolor='black',ax=axes[0])\n",
"\n",
"fig.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"All of the above could be achieved in a single-line if desired"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [],
"source": [
"splt.adjust_text(['x','y','t','c','l','T',text4],fontsize=[22,22,26,20,20,20,22],\n",
" color=['red','red','darkblue','black','black','green','goldenrod'],ax=axes)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Keyword arguments\n",
"### Don't be afraid, they are you friends\n",
" \n",
"One of the core features of Splotch is that at its core, it is a wrapper around matplotlib.pyplot. This gives the user complete access to not only the Splotch-specific functionalities (e.g. `xlabel`, `title`, `grid`, etc.), but also access to all of the underlying `pyplot` parameters using keyword arguments (kwargs). One can use the `plot_kw` (or `test_kw`, `bar_kw`, etc.) parameter to provide a dictionary of `matplotlib` specific arguments that are parsed into the corresponding matplotlib plotting function. Alternatively, simply specifying the parameters as they are named within pyplot functions will be collate them together into a dictionary of kwargs that acts the same as though they were specified explicitly in `plot_kw`."
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig,axes=plt.subplots(nrows=1,ncols=2,figsize=(14,6))\n",
"\n",
"# Basic plot explicitly using plot_kw dictionary\n",
"kw_dict = dict(marker='o',\n",
" markersize=10,\n",
" markerfacecolor='cyan',\n",
" markeredgecolor='darkgreen',\n",
" color='black',\n",
" alpha=0.8)\n",
"\n",
"# feed the kw_dict *explicitly* into any splotch functionappend\n",
"splt.plot(x=xdata,y=ydata,xlog=True,ax=axes[0],xlabel=\"x danp.linspace(-0.5,0.5,1000)ta\",\n",
" ylabel=\"y data\",title=\"Using plot_kw dictionary\",plot_kw=kw_dict)\n",
"\n",
"# Basic plot *implicitly* referencing pyplot parameters which will be given as keyword arguments\n",
"splt.plot(x=xdata,y=ydata,xlog=True,ax=axes[1],xlabel=\"x data\",ylabel=\"y data\",title=\"Using **kwargs\",\n",
" marker='s',markersize=6,markerfacecolor='black',markeredgecolor='red',color='goldenrod',alpha=1)\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### A complex plot using \\*\\*kwargs\n",
"The full potential of using kwargs to specify plotting parameters can be seen in the example scatterplot below.\n",
"\n",
"Remember: **same outcome, in a single line**."
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axes = splt.subplots(figsize=(9,6))\n",
"\n",
"### Using unnecessarily many kwargs to make a plot.\n",
"splt.scatter(x=xdata,y=ydata,c=cdata,cmap='scicm.T2G',vmin=0,vmax=15,label=\"A label\",\n",
" xlabel=\"x data\",ylabel=\"y data\",clabel='z data',title=\"A complex plot\",\n",
" s=150, marker='D', edgecolors='black',linewidths=2,hatch='//////',\n",
" alpha=0.75,plotnonfinite=True)\n",
"\n",
"### and just because we can, let's fix up the fonts\n",
"splt.adjust_text('xyklt', fontsize=(16,16,14,14,18))\n",
"\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.7"
}
},
"nbformat": 4,
"nbformat_minor": 2
}