{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "When dealing with data with dozens or hundreds of features one important tool is to look at the correlations between different features as a heat map. Although it is easy to generate a correlation heat map not all such visualizations are created equal. Here are some rules of thumb to keep in mind, \n",
    "\n",
    "* Limit the range of the color map to the middle 99.x% of the values\n",
    "* Use symmetric magnitude bounds\n",
    "* Use a divergent color map\n",
    "* Make 0 correlation correspond to a dull dark color (dark grey), and high magnitude correlations high luminance\n",
    "* Different orderings of the features can have a huge impact, pick wisely.\n",
    "\n",
    "Using these guidelines together almost always improves the overall quality of the visualization of a correlation or covariance matrix. \n",
    "\n",
    "We will apply these guidelines one by one to an example data set (see below) talking about the motivation for each guideline as we apply it.\n",
    "\n",
    "<!-- TEASER_END -->\n",
    "\n",
    "Keep in mind that these are just some general guidelines that represent how I typically like to visualize correlation matrices that works in most situations. However different situations may sometimes call for other choices to be made. In particular these guidelines are only necessary when you start venturing into the realm of tens of features or more. If you are visualizing the relationships between just 3 or 4 columns of features the correlation matrix is not likely to be all that informative. A much better use of your visual bandwidth would be to use a grid of all the possible pairwise scatter plots  (see <a href=https://towardsdatascience.com/visualizing-data-with-pair-plots-in-python-f228cf529166> here </a> for some pretty example plots with 3 and 4 features). \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "np.random.seed(1234)\n",
    "\n",
    "import pandas as pd\n",
    "\n",
    "import h5py\n",
    "import scipy\n",
    "import scipy.cluster\n",
    "import scipy.ndimage\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import sklearn\n",
    "import sklearn.metrics\n",
    "import sklearn.mixture\n",
    "import sklearn.decomposition\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "plt.rcParams.update(\n",
    "    {\n",
    "        \"figure.figsize\":(12, 6),\n",
    "        \"font.size\":15,\n",
    "        \"image.cmap\":\"viridis\",\n",
    "        \"image.aspect\":\"auto\",\n",
    "        \"lines.linewidth\":2,\n",
    "    }\n",
    ")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Mystery Data Set.\n",
    "\n",
    "I have prepared a data set to play around with. I have chosen a data set with a rich correlational structure and enough features to make looking at each possible pair of features one at a time an onerous task but not so many features that the correlation matrix can't be easily visualized all at once. \n",
    "\n",
    "I won't reveal the nature of the data set until after we have done some analysis and tried to understand the structure of the data a little bit. If it sounds like fun, you can download the data and play around with it yourself.\n",
    "\n",
    "http://asymptoticlabs.com/blog/datasets/mystery_dset.h5\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "hf = h5py.File(\"../datasets/mystery_dset.h5\")\n",
    "x = np.array(hf[\"x\"])\n",
    "y = np.array(hf[\"y\"])\n",
    "hf.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There is both an \"x\" and \"y\" dataset in the file. The x is our high dimensional dataset and the y is a binary classification of our data which we will set aside for the moment."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Covariance vs Correlation\n",
    "\n",
    "You will want to think about whether you want to look at correlations or covariances. Because correlations are normalized to lie between -1 and 1 they are usually a little easier to visualize than covariances which can have any value positive or negative. But it is sometimes the case that the total amount of variation in a feature is an important piece of information in which case the normalization of all features to have unit variance (as is done before calculating a correlation) can obscure useful information. \n",
    "\n",
    "In general it is a good idea to at least look at both covariance matrices and correlation matrices you might be surprised how different in structure they may appear. Because of large variations in variance betwen features I often plot up just correlation but I always keep the original variances of the columns around so that I can transform back from correlation to covariance when it is convenient (which is more often than you might think). \n",
    "\n",
    "We will first calculate the covariance of our data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def calculate_covariance(x, mean_subtract=True):\n",
    "    mean = np.mean(x, axis=0)\n",
    "    deltas = x - mean\n",
    "    return np.dot(deltas.transpose(), deltas)/len(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "cov = calculate_covariance(x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The correlation matrix is related to the covariance matrix by dividing each row and column by the square root of the variance of the associated feature.\n",
    "\n",
    "$$\n",
    "\\rho_{ij} = \\frac{E[\\delta x_i* \\delta x_j]}{\\sqrt{E[\\delta x_i^2]*E[\\delta x_j^2]}} = \\frac{CoV(x_i, x_j)}{\\sqrt{E[\\delta x_i^2]*E[\\delta x_j^2]}}\n",
    "$$\n",
    "\n",
    "Instead of rescaling the covariance matrix we will just normalize the input features to have unit variance and then calculate the covariance matrix of the normalized features."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "orig_rms = np.std(x, axis=0) #calculate the root mean square variation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Some of the input features have no variation at all and so we can't rescale them to have unit variance. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.sum(orig_rms == 0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Furthermore thare are a number of features with variances which are very close to zero. Instead of cutting the low variance features out of the analysis I like to simply damp the variance of the features towards zero a little bit by adding a small constant damping term $\\epsilon$ to the RMS variation prior to normalization. \n",
    "\n",
    "This makes our analysis effectively insensitive to features with variances much less than $\\epsilon^2$. A natural way to think of this is that we are treating our features as being subject to random normally distributed noise fluctuations with variance $\\epsilon^2$. If you have some sort of prior knowledge of what the level of noise in your features is then I highly reccomend using it to scale your features and then using the resulting covariance matrix for analysis and visualizations.\n",
    "\n",
    "In this particular case we have no prior information about what the level of noise in our features might be. We can take a look at the distribution of variances of our features to try and get a feel for what sort of damping values might be sensible."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Selected damping RMS 0.0647815874317\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'Number of Features')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5af607aac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(orig_rms, 31);\n",
    "\n",
    "rms_damp = np.percentile(orig_rms, 5)\n",
    "plt.axvline(rms_damp, c=\"r\", linestyle=\"--\")\n",
    "print(\"Selected damping RMS\", rms_damp)\n",
    "plt.title(\"Feature Variances\")\n",
    "plt.xlabel(\"Root Mean Square Variation\")\n",
    "plt.ylabel(\"Number of Features\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Interpreting the slight pileup of features with variances close to zero as the effective noise level for all of the features I pick the 5th percentile RMS variation as a typical noise level. That will have a relatively minimal effect on the features with closer to unit variance while still ensuring that the hand full of features with either exactly 0 variation or very small variation aren't given undue weight in our analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "#normalize to near unit variance\n",
    "x_norm = x/(orig_rms + rms_damp)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After rescaling the columns by their variance we can calculate the correlation as the covariance of the normalized features."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "corr = calculate_covariance(x_norm)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Unfortunately using this strategy also means that our estimate of the correlation of each feature with itself isn't exactly equal to 1 which is something to keep an eye on."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9053982212985684"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "max_corr = np.max(np.diag(corr))\n",
    "max_corr"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Default Settings Visualization\n",
    "\n",
    "Now lets take a look at what the correlation and/or covariance matrices would look like as a heat map using the default settings and then apply the guidelines above one by one."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5af607a898>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 2)\n",
    "imshow_kwargs = {}\n",
    "im = axes[0].imshow(cov, **imshow_kwargs)\n",
    "plt.colorbar(im, ax=axes[0], orientation=\"horizontal\", fraction=0.05)\n",
    "im = axes[1].imshow(corr, **imshow_kwargs)\n",
    "plt.colorbar(im, ax=axes[1], orientation=\"horizontal\", fraction=0.05)\n",
    "\n",
    "axes[0].set_title(\"Covariance\")\n",
    "axes[1].set_title(\"Correlation\")\n",
    "\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We are going to be making a lot of these plots so lets collect the repeated logic into a helper function so that we can focus on the important differences between the visualizations without being bogged down in lots of lines of code."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def heatmap_plot(\n",
    "    arr,\n",
    "    imshow_kwargs=None,\n",
    "    clip_percentile=99.5,\n",
    "    symmetric_bounds=True,\n",
    "    add_colorbar=True,\n",
    "    ax=None\n",
    "):\n",
    "    if ax is None:\n",
    "        fig, ax = plt.subplots()\n",
    "    if imshow_kwargs is None:\n",
    "        imshow_kwargs = {}\n",
    "    if symmetric_bounds:\n",
    "        vmax = np.percentile(np.abs(arr), clip_percentile)\n",
    "        vmin = -vmax\n",
    "    else:\n",
    "        vmin, vmax = np.percentile(arr, [100-clip_percentile, clip_percentile])\n",
    "    im = ax.imshow(arr, vmin=vmin, vmax=vmax, **imshow_kwargs)\n",
    "    if add_colorbar:\n",
    "        plt.colorbar(im, ax=ax, fraction=0.05, orientation=\"horizontal\")\n",
    "    return im"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Limited Color Map Range\n",
    "\n",
    "It is often the case when visualizing correlation or covariance matrices that just a tiny fraction of the values in the matrix will be anywhere near the maximum or minimum values. This can mean that by default we often end up wasting a huge fraction of the visual bandwidth available to us by squeezing the bulk of the visualized values into just a hand full of the 255 available color bins. \n",
    "\n",
    "Instead of picking the absolute maximum or minimum value as the edges of our color map we can often greatly increase the visual bandwidth of our visualizations by clipping the color map at some high percentile of the visualized data. The degree to which this enhances the structure visible can be very striking."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5af607a0b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 2)\n",
    "imshow_kwargs = {}\n",
    "im = heatmap_plot(cov, symmetric_bounds=False, imshow_kwargs=imshow_kwargs, ax=axes[0])\n",
    "im = heatmap_plot(corr,  symmetric_bounds=False, imshow_kwargs=imshow_kwargs, ax=axes[1])\n",
    "\n",
    "axes[0].set_title(\"Covariance\")\n",
    "axes[1].set_title(\"Correlation\")\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The structure is much more readily apparent now that we are focusing on the magnitude range of the bulk of the data instead of wasting the majority of our color mapping on the few points in a thousand that manage to hit the very top of the magnitude range.\n",
    "Although all the correlational structure we will see in later plots is present in these ones the plots are still harder to read than they need to be. It is difficult to tell what correlations represent positive or negative values or visually estimate ratios between relative correlation strengths."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Divergent Color Map\n",
    "\n",
    "The Viridis color map is a generally good color map but in the peculiar case of correlation/covariance maps zero is a special value and we want to be able to instantly tell the difference between those points above zero and below zero. A diverging color map like a red/blue color map is a good way to do this. There are lots of such divergent color maps available by default in matplotlib. To see a selection of them check out this super useful visualization of different color maps. \n",
    "\n",
    "https://matplotlib.org/users/colormaps.html\n",
    "\n",
    "Lets pick \"coolwarm\" and see how that looks."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5af066b0f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 2)\n",
    "imshow_kwargs = {\"cmap\":\"coolwarm\"}\n",
    "im = heatmap_plot(cov, symmetric_bounds=False, imshow_kwargs=imshow_kwargs, ax=axes[0])\n",
    "im = heatmap_plot(corr,  symmetric_bounds=False, imshow_kwargs=imshow_kwargs, ax=axes[1])\n",
    "\n",
    "axes[0].set_title(\"Covariance\")\n",
    "axes[1].set_title(\"Correlation\")\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can see that the features tend to be postively correlated with themselves (one should hope so). But visually we tend to group the blue and red points together with each other and because we haven't set the bounds of the color mapping so that the neutral mid color corresponds to any meaningful value this visual correlation is spurious.\n",
    "\n",
    "# Symmetric Color Map Bounds\n",
    "\n",
    "By setting the bounds of our color mapping symmetrically around 0 we can reap the benefits of using a divergent color map. We can immediately see when a value is positive, negative or \"close\" to 0."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5af18540b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 2)\n",
    "imshow_kwargs = {\"cmap\":\"coolwarm\"}\n",
    "im = heatmap_plot(cov, symmetric_bounds=True, imshow_kwargs=imshow_kwargs, ax=axes[0])\n",
    "im = heatmap_plot(corr,  symmetric_bounds=True, imshow_kwargs=imshow_kwargs, ax=axes[1])\n",
    "\n",
    "axes[0].set_title(\"Covariance\")\n",
    "axes[1].set_title(\"Correlation\")\n",
    "for ax in axes:\n",
    "    ax.set_xlabel(\"Feature Number\")\n",
    "    ax.set_ylabel(\"Feature Number\")\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This particular color mapping makes it seem as though almost all of the features have close to zero correlation with each other. But if you pay close attention to the color bar plotted below the data you will notice that the colors change most rapidly at either end of this color map and slowest right around zero (see the plots below). The overall effect is that the points close to zero have much lower relative contrast than the points close to either end of the magnitude range. Although there are reasons why you might want to do this in general we should avoid anything that obfuscates the structure in our data. For visualizing correlations and covariances we should be especially careful about what our color maps are doing in the neighborhood of zero.\n",
    "\n",
    "The most salient feature of a color is how bright or dark it looks and this is the only color property which we can treat as being even approximately linear. Changes in hue or saturation are very non-linear and difficult to reason about visually. Variations in the brightness of color variations will be the most important factor in determining how we perceive the structure in our visualizations (or at any rate they should if we have designed our visualization well).\n",
    "\n",
    "Lets take a closer look at how some color maps change with respect to the the brightness of their colors for a few different prospective color maps. I took the color space conversion code from the linked matplotlib built in color map visualization page linked above. I have also included a blue/orange divergent color map with black at its mid point (about which more later)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib.colors import LinearSegmentedColormap\n",
    "\n",
    "clist = [(0.1, 0.6, 1.0), (0.05, 0.05, 0.05), (0.8, 0.5, 0.1)]\n",
    "blue_orange_divergent = LinearSegmentedColormap.from_list(\"custom_blue_orange\", clist)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5af55fe390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.cm as cm\n",
    "from colorspacious import cspace_converter\n",
    "\n",
    "example_cmaps = [\n",
    "    cm.get_cmap(\"coolwarm\"), \n",
    "    cm.get_cmap(\"seismic\"),\n",
    "    cm.get_cmap(\"jet\"),\n",
    "    cm.get_cmap(\"viridis\"),\n",
    "    blue_orange_divergent,\n",
    "]\n",
    "fig, axes = plt.subplots(1, len(example_cmaps), sharey=True, sharex=True)\n",
    "axes = axes.ravel()\n",
    "\n",
    "for cmap_idx, cmap in enumerate(example_cmaps):\n",
    "    v_space = np.linspace(0, 1, 200)\n",
    "    rgb_cmap_vals = cmap(v_space)[np.newaxis, :, :3]\n",
    "    lab_cmap_vals = cspace_converter(\"sRGB1\", \"CAM02-UCS\")(rgb_cmap_vals)\n",
    "\n",
    "    xv = v_space\n",
    "    yv = lab_cmap_vals[0, :, 0]\n",
    "    axes[cmap_idx].axvline(0.5, c=\"g\", alpha=0.4, linestyle=\"--\", zorder=0)    \n",
    "    axes[cmap_idx].scatter(\n",
    "        xv, \n",
    "        yv, \n",
    "        c=v_space, s=300, \n",
    "        linewidths=0.0, \n",
    "        alpha=0.8, \n",
    "        cmap=cmap\n",
    "    )\n",
    "    bg_color = cmap(0.5)\n",
    "    axes[cmap_idx].patch.set_facecolor(bg_color)\n",
    "    axes[cmap_idx].set_title(cmap.name)\n",
    "    axes[cmap_idx].set_xticks([])\n",
    "    axes[cmap_idx].set_ylabel(\"Lightness\");\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we follow the advice to always set the color map bounds symmetrically around zero then this will be the color that corresponds to 0 correlation and so will usually be the effective background color for our visualizations. The way in which the colors for each value in the color map contrasts against this background color is just as important to the look of the visualization as the way in which changes in correlation map to changes in color. So I have changed the background color of each subplot to match the midpoint color for that map.\n",
    "\n",
    "I have included coolwarm and seismic as examples of divergent color maps and I have included jet and viridis because jet is the old default matplotlib color map (terrible though it is) and viridis is the new default matplotlib color map.\n",
    "\n",
    "One of the first things to note is that coolwarm looks rather like the arc of a parabola in the neighborhood around 0.\n",
    "This flatness in the center is what we alluded to earlier and is what is giving the correaltion heat map its washed out look. Any flat places like this in a color map where changes in the mapped value don't also correspond to proportional changes in lightness are going to cause a sort of perceptual pileup. Variations that happen to fall into these blind spots are next to invisible to us. \n",
    "\n",
    "Of the color maps pictured jet is the only other color map with a nearly flat lightness curve around 0. Jet in particular has other obvious problems with its multiple kinks, its ugly mid point color, and its unusually sharp brightness gradient near yellow.\n",
    "\n",
    "Viridis is a \"perceptually uniform\" color map which means that the perceived difference between nearby colors is roughly the same all the way throughout the color map. As a result of that design choice there are no \"dead spots\" in viridis where differences in the values being mapped don't translate into proportional perceptual differences in color space. But more than just having a lack of dead spots which is shared by the seismic color map viridis has approximately linear changes in perceived brightness which makes it easy to accurately estimate visually the relative magnitudes of values color mapped by it. \n",
    "\n",
    "The custom blue/orange divergent color gives us a blend of the advantages of the linearity in brightness of viridis with the ability of a divergent color map to allow us to immediately differentiate between positive and negative correlations.\n",
    "Additionally we have also incorporated the last of our guidelines and made the mid color a very dark grey nearly black. Bringing us to the last of our easy to meet guidelines above.\n",
    "\n",
    "\n",
    "# Dark at 0 Correlation\n",
    "\n",
    "It is more difficult to see subtle variations in color on a light background than on a darker background. Dark backgrounds make colors stand out more. Not to mention it is just generally nicer on the eyes to fill large swathes with dark colors instead of bright. \n",
    "\n",
    "However if you trawl through all of the built in divergent color maps in matplotlib you won't find a single suitable divergent color map which mets the criterion of having a dark color at the center. Thus the need for the custom color map above. I picked blue/orange instead of red blue because I think the resulting plots are prettier and the complementary colors contrast a little more strongly than the red/blue pairing. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5af05b7a58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 2)\n",
    "imshow_kwargs = {\"cmap\":blue_orange_divergent}\n",
    "im = heatmap_plot(cov, imshow_kwargs=imshow_kwargs, ax=axes[0])\n",
    "im = heatmap_plot(corr,  imshow_kwargs=imshow_kwargs, ax=axes[1])\n",
    "\n",
    "axes[0].set_title(\"Covariance\")\n",
    "axes[1].set_title(\"Correlation\")\n",
    "for ax in axes:\n",
    "    ax.set_xlabel(\"Feature Number\")\n",
    "    ax.set_ylabel(\"Feature Number\")\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we are getting somewhere. This is the first heatmap in which I can clearly see the correlational structure. There are no perceptual blind spots with changes in brightness being just as large in the neighborhood around zero as any other, the differences in correlation magnitude are proportional to differences in the brightness of the associated color, positive correlations are immediately visually separated from negative, and last but not least the colors of the strongly correlated features are shown on a contrast enhancing dark background instead of an eye straining contrast destroying bright color."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Feature Ordering\n",
    "\n",
    "We are almost there, the last important thing to consider is how to order our features. Ordering the features so that we can best understand the correlation structure is very difficult, there is no one \"right\" way to do it. However there are several rather good ways of ordering the features. \n",
    "\n",
    "The thing we are going to do with this data set is to order the features by total variance. In general this is not a bad first thing to try but you can pick any metric you like to order the features and other choices may be apropriate depending on the purpose of your analysis. This is a very good strategy from a visualization perspective since now position within the matrix encodes some additional piece of information. Without having increased the complexity of the visualization at all we have significantly increased the informational bandwidth."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "variance_order = np.argsort(-np.std(x, axis=0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5af01593c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 2)\n",
    "\n",
    "imshow_kwargs = {\"cmap\":blue_orange_divergent}\n",
    "ordering = variance_order\n",
    "\n",
    "im = heatmap_plot(cov[ordering][:, ordering], imshow_kwargs=imshow_kwargs, ax=axes[0])\n",
    "im = heatmap_plot(corr[ordering][:, ordering],  imshow_kwargs=imshow_kwargs, ax=axes[1])\n",
    "\n",
    "axes[0].set_title(\"Covariance\")\n",
    "axes[1].set_title(\"Correlation\")\n",
    "for ax in axes:\n",
    "    ax.set_xlabel(\"Feature Rank\")\n",
    "    ax.set_ylabel(\"Feature Rank\")\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This ordering cleans up the covariance matrix more than the correlation matrix after all ordering by total variance amounts to trying to collect the higher magnitude points to the upper left and that trend is clearly apparent in the resulting visualization. The correlation matrix also becomes quite a bit more visually accessible, looking more structured and less like random noise.\n",
    "\n",
    "But even if you agree with me that the correlation matrix ordered in this way looks better that does not mean that this ordering is any more useful. So at this point we will switch gears a little bit and consider the utility of the visualization of the data correlation matrix as a tool for a purpose. You may have noticed that along with our mystery data \"x\" we loaded a target vector \"y\". This is a binary class label with approximately balanced classes. \n",
    "\n",
    "Lets split the data up by this target category and see if the correlation structure shows any clear differences between the categories and especially whether the difference in structure is made more clear by our visualization choices."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5af01b1780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 2)\n",
    "\n",
    "imshow_kwargs = {\"cmap\":blue_orange_divergent}\n",
    "ordering = variance_order\n",
    "\n",
    "corr_neg = calculate_covariance(x_norm[y==0])\n",
    "corr_pos = calculate_covariance(x_norm[y==1])\n",
    "\n",
    "heatmap_plot(corr_neg[ordering][:, ordering], imshow_kwargs=imshow_kwargs, ax=axes[0])\n",
    "heatmap_plot(corr_pos[ordering][:, ordering], imshow_kwargs=imshow_kwargs, ax=axes[1])\n",
    "\n",
    "axes[0].set_title(\"y=0\")\n",
    "axes[1].set_title(\"y=1\")\n",
    "for ax in axes:\n",
    "    ax.set_xlabel(\"Feature Rank\")\n",
    "    ax.set_ylabel(\"Feature Rank\")\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that although we have used the variance normalized features to calculate these matrices we haven't normalized to the per class variance and so these matrices are not correlation matrices but are rather covariance matrices in a scaled feature space.\n",
    "\n",
    "I think it is clear that the structure of the covariance matrices for the two classes are dramatically different from one another. In fact if you look at the total correlation matrix above you can see that it is in fact made up as a weighted sum of these two component parts. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Feature Cluster Order\n",
    "\n",
    "Simply ordering the features by some arbitrary metric worked out reasonably well in this case but that is not always so. Isn't there a better way to organize the features sho that features with similar correlational relationships end up close to each other?\n",
    "\n",
    "A solution to this problem which is common in bioinformatics is to apply agglomerative hierarchical clustering to the features and then reorganize the feature vectors according to how they are laid out in the resuling hierarchy. Lets see how that looks."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "#cluster the features\n",
    "feature_linkage_matrix = scipy.cluster.hierarchy.linkage(corr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can visualize the resulting binary tree by laying out the tree one branch at a time. We have quite a bit of freedom as for how to order the children of each node but I will just use the readily available options within the scipy.cluster.hiearchy.dendrogram helper function for visualizing the tree."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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+6VvzZzz2oSseyAJrEDgDk6G+Exbb4+/FJsG3oJuTJnAGgCO17AmHC5a5suMhKR/hpGlHBwDnY2HZ00WwPe+Jh8umbbJPODYyzgBwZnbxVNAsyWbLQnMqBM4AwDas9GTEnY0CdkipBgCwNZdlsT31kmMm4wwA7MRsj/ZLHuiinIPJEzgDALuySUmGcg4mR+AMAOzUui3yZKGZGoEzMEkXl3gH33vjhNO00k2FgmkOyc2BwFQtejN1+RZO0Jo9ohN/E9gjgTMwaRu8mQJHTocOpkapBgAAjCBwBgAmbV5buxVb26mFZisEzgDA1G2jjlktNBsTOAMAR2Gmjd28aQtb2yWjM9My1CwkcAYATsU2s8pa33EzAmcA4KQMs9DLMtSz80aYF0wLrs+IwBlgy4Y3Mg2meWOFiVsjkJ5HpvqECZwBtu+yy8VuUoI9WPIhdlQgO6Kmeiy/8yfCA1AAdmTeG6sHNsBe7eUJpMuCaL/zp0XGGQA4aWtmiVc2r9/0YJ5OHidA4AywY5teLgaOxqaZbCUdE6dUA2D39nK5GJiGYWb74gPzZdluJR3HQcYZYE/2dbkYmLYVSzpcmZoQgTMAwH6tcrXJlakJUaoBAHAAyjeOj4wzAMABzSvdUL4xTQJnAIDDWrUcY8yjv7W82wGlGgAAEzCvG8cOqJnegIwzAMBEXfbY78G8K2O3uUG2+uwz1gJnAIDjt69M8rwykbMJpgXOAAAnYo1M9JUFGexVnE35hxpnAIDTdVlQu3S+lnk3JXAGADhx8wLgcwt6t0GpBgAAjCBwBgCAEQTOAAAwgsAZAABGEDgDAByhqlx30Ut5MO2s+irvm8AZAOA4LWoldzZ9lfdNOzoAgCM2bDWnxdxuyTgDAHCpYWnIghKRZa+TKB8ROAMAMMYmJSAnUT4icAYAYLTWUhev2WlJrixa7xSy0AJnAAC2ZZXM8tFloQXOAABn5KJWefD91jPAw6z0vNe29rNvAmcAgPOijd2aBM4AAGdoXxngFbpxTL7mWeAMAMAujc1kTz7j7QEoAADs3LLM9rE8uEXGGQCAvZot3xhMn3TLOoEzAAD7dpTlG0o1AAA4iGMr35BxBgCAEQTOAAAwgsAZAABGEDgDAHBQx/KQFIEzAACHdhRdNgTOAABMwsxjwK/MW+aQvZ4FzgAATNHkstD6OAMAMFlT6vUs4wwAACMInAEAYASBMwAAjCBwBgCAEQTOAAAwgsAZAABGEDgDAMAIAmcAABhB4AwAACMInAEAYASBMwAAjCBwBgCAEQTOAAAwgsAZAABGEDgDAMAIAmcAABhB4AwAACMInAEAOApVua4q7eI1mN4Gr+t2tX+BMwAAx+LaMcvsKpAWOAMAcFRaS7WWGrn4mGB7lKu2tSEAADiE2SB6WMYx7/t564xRrd1sOwAAwAylGgAAMILAGQAARhA4AwDACAJnAAAYQeAMAAAjCJwBAGAEgTMAAIwgcAYAgBEEzgAAMILAGTgbVXXfqmpVdc2hx8J+VNU1/c/8voceC3D8BM7A0RkEQxevt1bV66rq+VX1qKr6pKqqLe/zIVX1advc5tRU1adW1S9W1cuq6s+q6hVV9atV9bCquu2O9vmVglrgWFRr7dBjAFhJnzF+cpIfT3IlSSW5VZI7Jvm0JO+f5ElJPqu19seD9d4xyTsleUtr7W0r7rMleVRr7b5bOITJqaqHJnlgkucl+e9JXpnkfZLcKcm1Se7eWnvODvb7kiQvaa1ds+1t99u/Jt3/lS9srT1yF/sAzsdVhx4AwAZ+o7X22OGEqvrqJA9L8tXpAut/eDGvtfbWJG/d6wiPQFW9Z5KvTfLsJHdrrf35zPzbZIvnrf8A8y6ttTdva5sA+6BUAzgprbW3tta+JsnTk3xSVd39Yt68Gueq+it9Gcb1VfXmqvrjqvrtqvqOfv4H9tnmJPmCYYnIYBv/pKqeUFX/py9xeHVVPb6q/vbs+KrqJVX1lKr60Kq6rqreUFU3VtVPVdV7zVn+1lX1LVX1u1X1p1X1mqp6elV99sxy711VP9CP4S1V9fKq+qE+KL7M7dK9Hzx1Nmjuz+mNrbU3zuzvtlX1/VX10n5/L+2/f/eZ5S7O+T2q6t9W1Q1J/jTJP+7P4Qck+biZ0psPHKx/l6r6mf6c/ln/c3pwVd0s8VNV966q3+zP00ur6pvSXWEA2AoZZ+BU/dckd0/yyemC6EW+P8kXJXl0ku9J8o5JPiTJJ/TzX5XknyV5TJKnJfmhOdv48iSv7ef9vyQfnOSfJ3lGVX1ka+33Z5Z/3yRPSfIzSb4uyd9Jcv8kt05yr4uFqurqfuwfnuSnkvxAP747JfmUJD/RL/f+SX4tyTv3x31Dktsn+dIkH19Vd2mt3bjkHLy4//opVfXdrbWXL1n2IgP9q/0+fiTJb/Rj+tIkn1BVd22tvWFmte9MF8T+cJLXJ7k+3Xn9niSvTvItg2Vf1e/n2v4cvSjJd6U7xx+T5JuS/N0knzUY032S/HSSl/Tz/yLJF/bnCWArBM7AqXpe//UOlyx3nyQ/11r7gnkzW2tvSvLYqnpMkhfPlob0Pqlf7u2q6tFJfivJVyV5wMzyt0/yT1prjxss/7YkD6iqD22tvbCf/K3pgub7t9ZuErBX1fCK4femC0rv1Fp72WCZn0zyzH4MD5l3fP0x/lFVfV+6DwB/UFXP6tf79SS/1Fp73cwqD0z34eLLWmsPH+zvt5J8Xz//386sc4t+fMPyjF+rqm9O8so5JTd/JV1Q/qwkn9Ba+4t+1g9W1XOTfHdVXdNae0pf+vGf0gXWd22tvbrfxg/mL/8fAGxMqQZwql7ff731JcvdmOTDq+oj1t3RRdBcnVv3HShelS6r+tFzVnn5MGju/XL/9fb9tt4hyWcn+d10WdrZfb6tX+426bKqT0jyp30JxW37MbwkXbb2XrPrz/Evk3x+ukzyXdNlwn8yySuq6qF9cHrhPv3xzWbffzBd9vg+c7b/AyvWNN8zyV9P8qNJrp45riv9MhfHdeck75fkRy+C5qQrMUnyX1bYJ8BSAmfgVF0EzK9fulTylUneLclvV9UNVfWIvlZ29N/HqrpTVf3PJG9IF4i/qn/9rX7bs148Z9pr+q8XNcK37df9rba8/dEd0/0tv99gv8PXHdMFoEu1zmNaax+f7tx9VJIHpzt/D+xfFz4oyfWDLPDFNv4i3YeF283Zxe9dNoYZf7P/+iO5+TFdZOQvjutify/Mzb1gxf0CLKRUAzhVFzfmXb9sodbaz/Y3o12b5OOS3CNdEPq0qrpHa+0ty9bv64ufmi7A/A/9/t6UpCX5j0luOWe1ZR0qaubrZT1DL5Z7bJJHLVjmTy7Zxk30x/ycJM+pqp9Ol/W+X5JvW2U7M1btoHFxXF+XruRlnpfPLDvvXG21nzdw3gTOwKm6X//1ussWbK29Nl3g+diqqiTfni7Deu905QrL3CddcPyPWmtPHs7oO0z82YrjvvCqJK9LdxPcMi9KFzC+c2vtSWvua6HW2vVV9bp0NzReeHGSO1bVVcOsc9/p4g6Zn1FfuIsF0y9uqHzTiOO6of/6N+fMmzcNYC1KNYCTUlXvWFXfma6jxpXW2jMuWfbq4bS+LOI3+2//2mDWG2e+v3CRPb5JZrOqviTJzdrLjdXXMP94kg+rqvvNzu8D/LTWXpOu5vfTq+rvzVuuqt5j2b6q6r2qam6AXlUfm+64hyUPj0/yHkm+eGbxL+mn/8yy/c1YdF5/PskfJfn6qrrZ/Kq6RVXdqv/2fyd5WZIvrMETDqvq1kn+xQpjAVhKxhk4Zh9ZVZ/X/3v45MAPSPILST7nkvVvle7mtyekC5b/KF397pemy/Y+cbDsM5Pco6oelOT/pIuxfyLJz6UrQ3hM35nidUnulq7044Zs9nf236Rri/eIqrpXutZ0la7121Xp2rmlH+/Tkzy17+bxm+kSI7dLlzV/dJZ01UjyN5I8u++m8UvpMsbvkq5N3ucm+fMk3zBY/mHpWsF9f1V9ZL+/O6XL8l/fzx/rmUnuV1X/IV1JyNuSPLG19qaq+vx0Qfr1VfUj6bLrVyf50CSfni7b/5TW2lur6quSPC7Jr1fVD6drR/dF6WrH33+F8QAsJHAGjtk/7V9vS5e5fFmSX0ny4621/zVi/Tenq0P+xHS1zbdM8op0HSq+baaf8QPS9Xx+cLqAO0l+orV2Q1X9w3St474hXQb6Genqpb8vyQeue3CttddV1cf0270IFN+QLvv7vYPlXlpVd07yoHSB8uele8jIS9MF/7MdPGa9MMmXpetk8dnpbrp7p3Tn4vFJvqu1dpGFT2vtxqq6W5J/n+QfpeuX/Mp0HSy+cU4P52UenC7j/GXpguJK9+HlTa21n6+qj0ry9f0xvUe6DyY3JPnuDFrNtdZ+qqo+M8m/S/ch4Y+SPDJd/fkvrDAegIVq+c3aAABAosYZAABGETgDAMAIAmcAABhB4AwAACMInAEAYASBMwAAjCBwBgCAEQTOAAAwgsAZAABGEDgDAMAIAmcAABhh0oFzVa6rStvS67pDHw8AAMerWmuHHsNCVZnu4I7DldbyyYceBADAKTiKwLm11Ow0tkqADQBwiaMNnC+btul+pmpXHxyO4dgBAA7pqkMPgPVsK9CVwQcAGGfSNwduy2U3GQ6WO5mbC8feWDlY3s2VAABLnEWpxrayqlMoZxhbVrKLTPIUjh8A4FDOIuN8obXUOq9Dj3sTM8dxZZNtbbE1oBaCAMDROauM8yncPLhqxvnYO5JM4ZwDACRnlnG+zKK64MH8k8iIbpJ1Xzdrf05ZfgDgNMk4z1luFfsO8raRcV5nzFvI2l+X5Np11l2BftQAwM7IOM9xrhnRZZ04BsusW4u866B5X/sAAM6UjPMay6267DbtMuO8SQ30Ns/tOqZUhw4AnCYZ50usUfd89F0i1CIDANycjPPI/W3LpsHmPjLOq4xxF9n8dcg4AwC7JuM80qqdJrKgZ/IxZqD3bVmt9Zo12PpKAwAbk3FeY3+rzLvMqhnSc8g4bzvLv00y2gBwvq469ABO3S5uxDsXmwSp2y7d8PMCAJRqTNxs2cJguvKBHZlXKjKYp3wDAM6UwHlPNgiAL+tNfO05BnGX1UEPllunZnmVftB6RwPAmVDjvMb+1pk35lL/2H0s29bs/o65xnnZstsqnVjhnK/y5ENPMASAEyRwXmN/68zb1nbGTjuXwHmDR4Cvdc43IJgGgCOnVIOdGZZTDKYddX3wBg9/UdIBAEdO4Mwuja3PProAesjTFQHgPGhHx86NKHmQjQUAJk/GmYM4xWzsok4fg/meRggAR+wkA2e9j1nk4v/G4Ptt/p9YJ3N+rYAaAI7DSXbV2EXrt1101VjS4uztHRiOuavGrsa57liH682z6phWOZYd0akDAPbopAPnXbV+W2fervsxC5zXH++6Y9p0vW04tXIXAJiykyzVODY6MJynwc/8yrrbWFDmsc7TEgGASwic4fD22VVkUU31Oi9BOABnRTs61jJbn92XH+yk5nZJLfhs2cNR1/wuK3eZqGsnPj7Yl6P+2wOMp8Z5jf2tM29fdbP7qnFeFDDtYpyrBGfbeKz6FH5Wy9afnQccnlI7OA8yziual/3cZbZ16tYJbjfd1zznHESuGqiPtSzTD9zUOf8NghFOJkZS47y6RYHEUQYYNeh5PZimjvVM1IKHtvT/H47y/zQAk3PZ/TVHE2so1Vhxf1O4jL/v1miHLkUZkzEdm1Wd0jnfV2nRrss9XKIGOF97utoymYy1jDNJbtoST2u88zPnZz+6RZ7uGwDMiyO2GEtM5gqoGmdgnm3+kTq17huTyXwAHIt1g+ipvX/IOHOUZmtzB9NlObfIlYi55tXq+f8GsIFF99wM5k/iiqbAmZtYcrPg1AKDyzKik7msc6oWBNWLSjyuLLqMNwzGly0z5rXJduatu8LpEEwDZKPE1jrv23t/r3dz4Ir7m8KNY/tYb55DjXPdG96O+We8rWNZd/ubjmmeZYHo2Js7L7PJdjb9/dgy5SDAUVjn7+Sq7y1j9rsvZ5NxvvgENPheVmgJl+aZtcrv0L7+/4zIbOzkd3wPx7fpo9H9XQMOahulfovKN0aUcOzsb+FO55AyAAAGhElEQVTZZJzHZMKOJRt5buutsO15D+y4Sebu0Mcydr1l66+y7XW3v8vfoXnWzRyMzQCP2e6h/m/sig+9wD7s4z1tE9v+W3g2GecLMqknbV6tk1rnLZvi79C8zMaUxrfM7Fhnxj+6LeAsGWrgVCz6G7/stauxnF3gzOk7pqDpEOp4bgBlfx/8Ni0NEYwDZ0EfZzg/J/XY+HOwzxKPLfL/CTg5Ms5wpo6tpIGb2kY5x67tIIstCw68Xa1/8+DafwsEzgDHTWZ3POcKTsu6v9Nr/y1QqgFwAkZ0mCFHVeoCh3Y0/eRXuXK66d8AGWeYoNJ3nM0ImoFNzd407P0nMs4wVW7gY2Ob9vMezlt1f8Bh7aBn8trvP7NXwQb72ltWe8EYVt6/wBkm7Ei7KXCCxjzABjh+m36AXmAKyaCtPOtBqQZwUpb0qXa5cQvm3cU+mKeLBRzYglK/SfwuTqGb06b7FzgDp+ayDIJyl82scv7USML+bSWz6mFZ8wmcgZN0rI/g3pdN3xTXPK8+tMCebOHv3hTKKyZH4Azs3ezl/sF02cn92fqb4rwPKz60wHHze3xTAmfgEMYEZ1vLaky55u/QdvWmOPLDkSf8AUdF4AwczB6zk1up+WMlm5zf2dpowTSQ5PA3gAucgbPhcuP+zZ7zDT4gzQum13kJwOG4HfQGcIEzAAe15xrKMQG44Bom7lD3UgicAZicSzLVVxasdmVLb6BKRYC5PDkQgGMzuiPIsseOr/g0NDXxgIwzAMdpW5doR2aztUsEBM4AMDA2sywDDWdIqQYAzFiWxV6xxAM4ITLOALCEh7kAFwTOALDcRg9z2doogIMTOAPACGu2yJuXmZaFhiMlcAaAza2SWZ7tEy2QhjUteQT3Tn6v3BwIAFsyr2/0CMo5YH2j+7pvg8AZAHZIhw7YvTU/tK5MqQYAAIwgcAaAPZhta7dGazv10HBgAmcA2I9t1Fyqh4YDEjgDwB7NtLGbN21ha7tkpey0rDVsmcAZAKZl11llWWtYk8AZACZomIVelqFeNC+rPZRFphpGEDgDBzd709RgujdsWN+2M8sy1Zw9gTMwBZe9IXvD5mxt+mS0ETXVN5u2KJsN584DUIDJmPcG7QERsN8nowGLyTgDwBHYVwZ4C/2mlVZxsgTOwCRdvHkPvvemDPuxaSZbJpyTpVQDmCqXp+GAhpntiw+xl2W7lVZx6mScgUlzgxJM04olHa4UcRIEzgDAOla5+uNKESdBqQYAsDblG5wTGWcAYGPzSjfW6MihrINJEzgDANuwrXKMawXWTJXAGQDYmmVPJdzSLi4LrAXX7IzAGQDYqz081lvWmp0QOAMAkzEvqN5BkD0vsBZMcymBMwAwabM3Hs5Z5MoWAmwt87iUdnQAwNRdFtQuna9lHtsicAYAjsK8AFjQyz4p1QAAgBEEzgAAMILAGQAARhA4AwDACAJnAOBgLlrNDb7XV5nJEjgDAIe0qJWcvspMjnZ0AMDBDVvNaTHHVMk4AwBnY/YphAvKRBa9lI+cOYEzAHBONikBUT5y5gTOAMDZaS118ZqdluTKovVkoc+bwBkA4KZWySzLQp8RgTMAcHT20cZumJWe99rWfjgeAmcA4BhpY8feCZwBgKO1rwzwCt041DyfMIEzAMDlxmayZbxPmAegAACMtCyz7cEtp0/GGQBgDbPlG4PpWtadKIEzAMB6lG+cGaUaAAAbUL5xPmScAQBgBIEzAACMIHAGAIARBM4AAFvgISmnT+AMALAdumycOIEzAMAWzTwG/Mq8ZfR6Pk4CZwCA3ZGFPiH6OAMA7Jhez6dBxhkAAEYQOAMAwAgCZwAAGEHgDAAAIwicAQBgBIEzAACMIHAGAIARBM4AADCCwBkAAEYQOAMAwAgCZwAAGEHgDAAAIwicAQBgBIEzAACMIHAGAIARBM4AADCCwBkAAEYQOAMA7FFVrqtKu3gNprfB67pDjpH5BM4AAPt17ZhlBNLTI3AGADiA1lKtpUYuPibYZseuOvQAAADoAunh98Myjnnfz1uH3arWbvYzAAAAZijVAACAEQTOAAAwgsAZAABGEDgDAMAIAmcAABhB4AwAACMInAEAYASBMwAAjCBwBgCAEQTOAAAwgsAZAABGEDgDAMAIAmcAABhB4AwAACMInAEAYASBMwAAjCBwBgCAEQTOAAAwgsAZAABGEDgDAMAIAmcAABhB4AwAACMInAEAYIT/D8lIN/96BKDTAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5af01a1400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(2, 1)\n",
    "\n",
    "count_sort_dendrogram = scipy.cluster.hierarchy.dendrogram(\n",
    "    feature_linkage_matrix, \n",
    "    count_sort=\"ascending\", \n",
    "    color_threshold=0,\n",
    "    ax=axes[0],\n",
    ")\n",
    "dist_sort_dendrogram = scipy.cluster.hierarchy.dendrogram(\n",
    "    feature_linkage_matrix, \n",
    "    distance_sort=\"ascending\", \n",
    "    color_threshold=0,\n",
    "    ax=axes[1]\n",
    ")\n",
    "\n",
    "axes[0].axis(\"off\")\n",
    "axes[1].axis(\"off\")\n",
    "axes[0].set_title(\"Count Sorted\")\n",
    "axes[1].set_title(\"Distance Sorted\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The leaves of this tree are the original features we fed into the clustering algorithm and so we can recycle the ordering of the leaves of this tree as an ordering of our features in our visualizations. Lets see how that looks."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dendrogram Ordering (count sorted)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5af0555e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 2)\n",
    "\n",
    "imshow_kwargs = {\"cmap\":blue_orange_divergent}\n",
    "ordering = count_sort_dendrogram[\"leaves\"]\n",
    "\n",
    "corr_neg = calculate_covariance(x_norm[y==0])\n",
    "corr_pos = calculate_covariance(x_norm[y==1])\n",
    "\n",
    "heatmap_plot(corr_neg[ordering][:, ordering], imshow_kwargs=imshow_kwargs, ax=axes[0])\n",
    "heatmap_plot(corr_pos[ordering][:, ordering], imshow_kwargs=imshow_kwargs, ax=axes[1])\n",
    "\n",
    "axes[0].set_title(\"y=0\")\n",
    "axes[1].set_title(\"y=1\")\n",
    "for ax in axes:\n",
    "    ax.set_xlabel(\"Feature Rank\")\n",
    "    ax.set_ylabel(\"Feature Rank\")\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dendrogram Ordering (distance sorted)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5af0589ba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 2)\n",
    "\n",
    "imshow_kwargs = {\"cmap\":blue_orange_divergent}\n",
    "ordering = dist_sort_dendrogram[\"leaves\"]\n",
    "\n",
    "corr_neg = calculate_covariance(x_norm[y==0])\n",
    "corr_pos = calculate_covariance(x_norm[y==1])\n",
    "\n",
    "heatmap_plot(corr_neg[ordering][:, ordering], imshow_kwargs=imshow_kwargs, ax=axes[0])\n",
    "heatmap_plot(corr_pos[ordering][:, ordering], imshow_kwargs=imshow_kwargs, ax=axes[1])\n",
    "\n",
    "axes[0].set_title(\"y=0\")\n",
    "axes[1].set_title(\"y=1\")\n",
    "for ax in axes:\n",
    "    ax.set_xlabel(\"Feature Rank\")\n",
    "    ax.set_ylabel(\"Feature Rank\")\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I think it is difficult to say in any absolute sense which of these feature orderings is best. But certainly any of these orderings look much better than the initial random order. In general you can expect the dendrogram ordering or almost any principled ordering of your features to look better than a random ordering. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Side by Side Comparison\n",
    "\n",
    "Now it is time to compare the results of the heatmaps we get from the default settings to the heatmaps we get if we follow the guidelines we have laid out in this post. We will use the count sorted dendrogram ordering for the columns because it looks slightly better to me than the other orderings."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5af068fa90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(2, 2, gridspec_kw={\"hspace\":0.05, \"wspace\":0.05})\n",
    "\n",
    "ordering = count_sort_dendrogram[\"leaves\"]\n",
    "corr_neg = calculate_covariance(x_norm[y==0])\n",
    "corr_pos = calculate_covariance(x_norm[y==1])\n",
    "\n",
    "heatmap_plot(\n",
    "    corr_neg[ordering][:, ordering], \n",
    "    imshow_kwargs={\"cmap\":blue_orange_divergent},\n",
    "    add_colorbar=False,\n",
    "    ax=axes[0, 0],\n",
    ")\n",
    "heatmap_plot(\n",
    "    corr_pos[ordering][:, ordering], \n",
    "    imshow_kwargs={\"cmap\":blue_orange_divergent},\n",
    "    add_colorbar=False,\n",
    "    ax=axes[0, 1],\n",
    ")\n",
    "\n",
    "heatmap_plot(\n",
    "    corr_neg, \n",
    "    imshow_kwargs={\"cmap\":\"viridis\"}, \n",
    "    symmetric_bounds=False, \n",
    "    add_colorbar=False,\n",
    "    ax=axes[1, 0],\n",
    ")\n",
    "heatmap_plot(\n",
    "    corr_pos, \n",
    "    imshow_kwargs={\"cmap\":\"viridis\"}, \n",
    "    symmetric_bounds=False,\n",
    "    add_colorbar=False,\n",
    "    ax=axes[1, 1],\n",
    ")\n",
    "\n",
    "for ax in axes.ravel():\n",
    "    ax.set_xticks([])\n",
    "    ax.set_yticks([])\n",
    "\n",
    "\n",
    "axes[0, 0].set_title(\"y=0\")\n",
    "axes[0, 1].set_title(\"y=1\");\n",
    "\n",
    "axes[0, 0].set_ylabel(\"My Guidelines\");\n",
    "axes[1, 0].set_ylabel(\"Defaults\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Although by looking back and forth at the heatmaps you get from the default settings you can see that the two classes have a somewhat different correlational structure it is not really readily apparent. By contrast when you look at the two different classes following the guidelines we have outlined heere the difference is immediately obvious."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Dramatic Reveal\n",
    "\n",
    "Now is the time to reveal what the data underlying this little exercise really is. First I will give you a little hint by noting that I have permuted the features relative to the original data set and I will show you what the correlation matrix looks like if you use the original feature ordering. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "r_state = np.random.RandomState(seed=89)\n",
    "permute = r_state.permutation(144) #the feature permutation used to generate the data\n",
    "inverse_permute = permute.argsort() # the inverse permutation to return the features to their original order"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5af0671390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 2)\n",
    "\n",
    "imshow_kwargs = {\"cmap\":blue_orange_divergent}\n",
    "ordering = inverse_permute\n",
    "\n",
    "corr_neg = calculate_covariance(x_norm[y==0])\n",
    "corr_pos = calculate_covariance(x_norm[y==1])\n",
    "\n",
    "heatmap_plot(corr_neg[ordering][:, ordering], imshow_kwargs=imshow_kwargs, ax=axes[0])\n",
    "heatmap_plot(corr_pos[ordering][:, ordering], imshow_kwargs=imshow_kwargs, ax=axes[1])\n",
    "\n",
    "axes[0].set_title(\"y=0\")\n",
    "axes[1].set_title(\"y=1\")\n",
    "for ax in axes:\n",
    "    ax.set_xlabel(\"Original Feature Index\")\n",
    "    ax.set_ylabel(\"Original Feature Index\")\n",
    "\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "wow! I have to say that for me this feature ordering blows the other orderings we have experimented with out of the water in terms of aesthetics. Now both categories have coherent and visually salient structures that are clear and distinct. \n",
    "\n",
    "What is the source data set and why does it have such interesting looking covariance matrices? Here is the code that I used to generate the file which we loaded in at the top of this post."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_data_set(n_samples=10000, seed=89):\n",
    "    import keras\n",
    "    (x_train, y_train), (x_test, y_test) = keras.datasets.mnist.load_data()\n",
    "    \n",
    "    flat_x = x_train[:n_samples, 3:-1:2, 3:-1:2].copy()\n",
    "    n_dims = np.prod(flat_x.shape[1:])\n",
    "    flat_x = flat_x.reshape((-1, n_dims))\n",
    "    flat_x = flat_x/np.std(flat_x)\n",
    "    \n",
    "    r_state = np.random.RandomState(seed=seed)\n",
    "    permute = r_state.permutation(n_dims)\n",
    "    flat_x = flat_x[:, permute]\n",
    "    \n",
    "    target_digits = [2, 3, 5, 7]\n",
    "    \n",
    "    y_out = np.zeros(n_samples, dtype=int)\n",
    "    for digit in target_digits:\n",
    "        y_out += y_train[:n_samples] == digit\n",
    "    return flat_x, y_out\n",
    "\n",
    "make_file = False\n",
    "if make_file:\n",
    "    x = make_data_set()\n",
    "    hf = h5py.File(\"example_dset.h5\", \"w\")\n",
    "    hf[\"x\"] = x\n",
    "    hf[\"y\"] = y\n",
    "    hf.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We have been looking at a centrally cropped part of the pixels for the first 10,000 MNIST digits and the \"binary\" classification is a partition of the usual 10 classes. Even if you have worked with this data a lot in the past you probably wouldn't have recognized it. It just goes to show how big of a difference feature ordering can make and how complex a problem it really is."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5af04a1c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(5, 4, gridspec_kw={\"wspace\":0.02, \"hspace\":0.02})\n",
    "axes = axes.ravel()\n",
    "\n",
    "for i in range(len(axes)):\n",
    "    axes[i].axis(\"off\")\n",
    "    axes[i].imshow(x[i, inverse_permute].reshape((12, 12)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "# Interpreting Feature Orderings In The Image Plane\n",
    "\n",
    "Now that we know what the features are the orderings that we have been applying to the data bove have a sudden new interpretation, they are orderings of the pixels in an image! Lets take a look at how the different orderings would look in the digit image plane."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ESpkkhHgOeAHYI4T4HmXSRnuUSSiXUHfsnOUOFH+0Z4UQE1Csy/VX3AsF7pFS/tp0EY14GsV9YoUQ4gOUYdIpKDOb7WjjtjmFVMLdfYoSYmqtEGKprc73oPgvDsC916aKyvnK5yguExNRIuU0DOUGisvDK8ACIcRHKP34hSgjQ+4ImfgDyjySdUKIeSih1K5ECQ3nMlJKq20eyFogSQjxGcp8iSCUCEM/AZ9IKcuEEDeg9IlHhBBfohiSglAm/l2FMtl3cwsi5wIxKKO0Q4QQC7FfcS8W+KdsYSGRBryGEpbvCyHEIBSlfwzKpPiCBu1NF0LcixIq7qAQYj5wEqVv64NyjLug9NNtipQyVyghP18ENttce7xRXqwOo4T3VPtYN6AqyW2AlPKQUBaYeAClA7gEZeZrOkqH+ZYbFGSklL/brNWvoMRHLEZZTvhbFP8zty15KqW0CCEuRYl5eyOKUnrA9vsC/iQlGUWRHAXcLaXcV5MopVxme3G4Wwjxi5RysS39RSHEThTfvAdR2pGD0haXLfBSylIhxMUorjQ3opwPX5SYlb8Ab0sp9zhZ5gkhxEjgbRRXkmqUqB+zcBALs63a5iJ3oyjpt6BcM0dQYioPRlGS3b0cr4rK+cgClBFDLxxM2AOQUh4TQlyCEjN4LopBZQuK296nKG4aLiOlnG+LUvQASl9SgOLX+wxN+9a2tuw/bMrlMyjKZjBKXPttKOHuavKtsuV7EqX/CkWJlXwc5fi0OBfEZh2+zmYAuA3FxzkAxUq9BbhBStnQ9aClMvNtfew7KGEuQTFqjaWxGwNSyv8IIQ6hGKjussnPQ1FM56KMEJ8TpJQvCWWBkvtRlP10FF3AC0VJVvtYNyAcuE+q/MURQkxDsR5cL6Vc9GfXR0WlBqEE+x+LEgdUXfpaRUVFxY0IIT5BsSiHSynPmdL+d0X1Sf4LY4up6dUgTY/yhm1GeSNWUTnnNPAFr0nrg+I+sk5VkFVUVFRcp4k+NgrFv3qPqiC7B9Xd4q+NJ5AuhFiAMpwdgjJJpA/wujtcOlRUXORGmx/iSpQhyG4oPspGlEggKioqKiquM04I8QqKr/dplNjJt6P4JjdcHlvFRVQl+a+NCUUJuRxlgpZAUZbvkVJ+/GdWTOV/nl0ok4PuR/FTLEVZ4esFKWVLiw+oqKioqDTPUZSJnbejGMiqUNYveEVKua65HVVaj+qTrKKioqKioqKiotIA1SdZRUVFRUVFRUVFpQHnhbvFBM01Ds3ZftLIw+xgANmU4Mnn9GK9iHFNiHC8iuPl8jgXyzTiKGYD0bypGexa+TVitI3WcUAvLdxn2UE/mY0fRs7gy5faPiRpIl0T4kAGwBPGLfS1ZuGFmUJh4DttD1brOrsmA8dtqU+ktYR/Vy5nkzaWN7xGuijE8Xl5o2I13a25WGzvcXnCm1t9XFuzpKV2jDKmMKN6N+HWcgo0Bt42jCRZ50LUJQdylhbYrx3ggYUVnt35xOdC58sH0Dp+r42wlHJP2Sa6m7IxoWWzZ0f+5Tscq3DxPbiJYxZtLuCekk0kmHIp1njxmd9wtnp1dJi3JYSDcz+lfB/jKw8Tb8png6EL7wSOq93WtzqDu4s3EmYp44hHBO8EjCVH5+9SW6aU7WV8+SHiTXls8O7KO8ETANBJC08UrCbBmEOEpZTHQ69iv1eHFkX8nPHe/9QysbGfv+Gwzz54zzN2/72MJuaNGcZz0y8H4LqN27nr5w2ElZSS1DmOx266hpzAJs6hxfEhPXi//RoYXkYT80YN47nrr+CKbbt4ZUHdQqYaq8RgMnHpU/dzINbxefQJL3eY3jEjl6c/XUXPlEwK/b1588YJ/DZUWTNj6L4Unv50Fe1zi9nXpQNz77ucM+GBjtsBGA83f51eunc39/32C5FFReT5+fH41dexI74jXkYjc1b9xOT9e9BbrBxqH8n0O+5puqBmrsJL9+7mvrX1ZFxzHZFFhby09IfaPBqpHK/L732Q5A7RDsu5drLjcMZDF56g//KTtDtWwt7JHVj80gAAtCYr/3gyiaiDRQSdqeA/n40gdVCjUO9oTVbuv/o3PCrMTBz3z6YbAkSX5jJ/1dusj+7D88OnA3Bx2i7u2ruKwOpytrfrwstD/kGJp3ez5YTf5TgM9aWL9zF29WHiUvLZOK4L7z1V1w/12ZnBnf+3kbDsMo70iOC9OWPJbaec39mfbGXk2mP4lFdT5ufJmik9ed94bfNtKcll4fK3WBfbh2dHzmBA1nEe3b6UiPIiLELD7oiOvDnkKnK9A5otJ+yWtEZply3Zy4TVh4lLyWPDuC7835wJtdsu2JnB3e9uUNrRPYL/mzOeHFs7bvl4M0M3pxBUUEF+mA//nTGQdZO609WvUeRRAEYsOsbgn9Jof7yYXZNiWPiCokdpTRZmPbWN6IMFBGdW8OGnozkxsG5dqzFfH2bQijSCMisoD/RkyzWdWH9jN35OdbSoLETlFPLspyvpe/QURr2WX4b24JWbJ2HRahmTdISHFqwlKreIo7ERPH3XVE5EN72G1uGrnmtVn31eKMlNcR+7MaPhWqbQiSJeZjMpMoB00fzF4gz5eLFAdGegzMKz2eXqXUeLJFd486h2LDn4MFieYa5lK3eISWSLhitfus4iXU/eEUMxCS3R1mLeNK7lhCaIY5oQt8moz73V2ziqcceCUI75yHMIq/Vd2qx8gH6m09xclcSr3mM4og0jWFa4tfwrg2+q/e0pTSwqnM8mD9eUyua4p2wTxcLA9JBZ+EojrxStZEplMj9693abDI208lzhz6zy7slTQVPobTzDC0WruEd3Lad1TSsIzpCv8WGR70AGVJ/Eo14ADH9rJU8XrubdgDFs84rjhtJtzCn6hYdCr3ZNjtaHRf6DGFB1Eg9pttuW7BHJMt9+PJW/6qza8r9Ij49eqv1tqDay8+GXWDlQuQaHHEnhsaWrue7R20mLCOW5hT/xwaff8o/H73ROxvt1CpSh2sjOx15k5YA+ACwb0p9lQ+pCtl+9dQf3r1zLgZgop2RoLVY+fHUR/504kFufn8Wg5HQ+emUh094Op9jPwHuvf8ezd09h/aCu3P/tOt5++weuf/1Wp2TUcOGxIzy+eiUPXD+LvR2iCS8trd328tLv0VqtTHroCYq8vemeedp1GT+v5IHp9jJ2xHdkeb8Btfmu2rGde9etJTmq5RfDhpSGebH+tq502ZqDrtr+WZrWL4QtMzpx/WNNrxY98qtjlAV7ElxhbjJPDY/uWMqhkDolPr44iyeSFvPIqJs5EtSBJ5N+4LEdS3jmwplOtwOgINSH724YSP/tJ/Go1xa/okrmPL2aDx8fw/bhccz4fBuPP/8Lj/1L6Yd+vbQ7C2cPotqgJzi3jBcfWc7+2H2sj+3TpKzHty3hYGhdW1IDIrhv/O3keQegt5i5c8/PPPnHDzwy9haX2rFolq0dxrrj6l9UydPPrOK9x8aybXg8s774gydfWM3DnygKfZWXjhdevYzT0UF0OZzNi48tJ7NDINZhjo0uxWEGfrm1B90Ss9A3OPcpfUP5fXoCs59IbLSfkPDti0M4kxBAyKky7rx7I0XtvPm5i2Ml+dlPV1IQ4MPIzx7Bv7yKL16cx/TVSWzsl8Cb7y3m9rkz2NulA7f8uJWPX1vIJe/fi6UFI1lLnLfuFl7SzAhO8RU9qRI6kkUoiUQynpNulbNZdGCriKIEz5Yzu0iV0DFP25ts4YsUgm2aKLLwIUEWulVOuiYQk21FYolAAu1lmVtl1DDKnEq58GC39qzi3P/pzKrezbde/TisC0cKQb7Gh3yNT5vIGmlMpUhj4IArVuoWaGcpZaNnJ0xCR6HGm50eHYi1uPf6ijYXEmItZ4n3BViFhr2eHUjWt2Nc5RG3ydhq6ESiV0dKNPaLgV1YlUK6LpjNhs6YhI75voOJN+XRwexaG7caOpNo6NRIjlloWebXj2TPSKxNjHKotI5Lduwn38+X7QnxAIzfe5BVA/twLKodJp2O96eMY+jRVGJy8l2XsWufnYyGXJ24g8VDBzQ5YtUU8afyCC8s5eupQ7FqNWzrE8/ubtFM/X0vE/44xPHoMNZc2BOjh46PrhtN17Rs4k/ludSGB9au4cOxE9gTE4vUaMgOCCA7IID43BzGHUrm6SuvocDXF6tGQ3KUY+tuizJ+XcOH4xrLaMhVu3awtL/zxwsgeXwUh8ZGUhFov7CnRa9h68zOpPcPRWoclxt0qpy+K0/y+y0tG0XGp++mVO/Fjoi6UdKJabvYHNWDPeGdqNR78mnviYw+tR9vU5XT7QBIHNWJbSM7UuJv3z8M35jCybhgtozpjMlTx8KbBhN3PI+odKUfOh0TRLVBX5vfKgQdSpu+Liak7qbUw0BSu4TatAKDH3n1rMZWoaFDqWv3yNaLOpM4shOlAQ3bcYL0uGA2j0nA5KljwewhxB/Po0O6ssjggpuHcio2GKkRHOnRjuQ+kXRLzmxSzv5xHTgwJorygIbnXsvGGV1I7ReG1cG5Xze7G6e6B2HVaciN8+fA6Eji9zR9vDrkFPHz8J4YPfTkBfmxqW9nOmfkMmLPcXZ0j2VX91gsWi3/ueJCIgpKGZSc7szhcsh5qyRHUYoVwel6S7qfIIBYSv7EWrmHQFlFB0rdahGv4T7TdpZXLeIL408UCAPbXXXpaAZvaeQG4x4+9Rjo9rLrc1P1Lr4rW8Q7FavoY3Z/NDuNtJJgySPAWskXpd8zr2QRd1cmNrIsuovx1Uf5zSPBpQdQSywz9GZU9XE8pYkQSzkDjRns8HDtgdoUjmotgFhzgYMt7iXGVECqvm5EpFqjJ1MXQKyp7WWruMbViTtZPKx/7fUuJIh6E8Vrfnc97fq9fXXiThYP7e/wnorKL2TwsVSWDBvgYM/mEQ5W9BVAwslcOp/M4UhcRG16pZcHGRFBdM5wfvE6jdVKr9OnCC4v47c3X2Hzqy/y3I9L8DSZuCDjJKcDg3hg7Rq2v/QMK999k4kH9rVcaEsyXqmTUZ/IwgIGpaawtH/b9uuOmPLaXn65rycmz+atft6mKm7fv4b3+021S+9YnM3xwPa1/0/7hWLSaIluRkF1hejUAtI61+uHDHqyogKISa3rh6bN38l/J/6br6Z9jVeVmTXxjhej9TFWccee1bw3cEqjbRFlhaxbOJfNC55kZvIG5vUc7dZ2xKYVkNqpbhS42qAnMyqA2LTG/alHtZkuh7M5Gdc2I9K1SEnH3XlkdWraNembS4dwyZYDeFUbCc8vYeTuY2zq1xlBw75F+Z9w8qwWlATOYyXZgJly9HZp5ejxxtTEHn8NtNLKk5ZEftXEkyFa4U/pJB/oB3OF57U85DGBLdpoTJzdUIMjbjDuYY0ugdw2srgCfO45gNk+05jhcw2r9F14oeo32lvd+4IUKKvQY2WEOY1HfS7lHt8r6GTJ5/pqp1aPbhVhljJ6m7P41TOh5cwusF/fnlhLIUvyvmRBwXyO6cLY6hHnVhkZukCKNN5cXb4HrbTQv/okvY1n8Gqjl4r6GKSJcmE/2lMuPDBIY5vLVnGeyPxChhxJYfHwOgV1fZ9uXLpjH90yMvE0mnjgp7VYhcBgdK1PjywoZMjRFBYPc6zUTftjJ9sT4skIDXa67NSoUPIDfLh52VZ0ZgvD95xgUHIaXtUmvKuMlHrbW+ZKfbzwqXT+WgwtK8XDYmHSgX1cd8e9TLn/YXpknuaedb/SvriIrtlZlHp5ceGc53hh6lW88f1COuU49gttUcZ+m4wHHqbHGUVGfa7ctZMdcR05FdzGylADevx2Bo1FcnBcywadO/at5qeOg8nxsXfvMpirKdPbn5MyvRc+LlqSm8JQaaLcx74fqvDxwFDv3C+eOYB/rL6dBz+7lvUTu1Dm4dWwGADu3LOa5QlDyPYJarQt2zeIsde/zIR/vMgn/SaTFhDhoATX8ao0Ue5rb/Wt8PHEUNH4Xrz37fWkdA5l52AX54O1kkn/SkZYJdumOh4VAkjqGUdCRi47Zr7KxtvfIblTJGsHd2NLn44MOpjO4AOp6E1m7liyCb3Z4nLfUp/zVkmuRIc39g9fH8xUNFCc/0oIKXnC8gdmNHyocd660VqsQkOyJpxQWcEUy1EnkZ+vAAAgAElEQVS3lt3RUkB/SyZL9N3dWm5DjmjDqBR6TELLWn1nDmrDGWR2zR+vKYw215TlHj0o0HhTovFiiWcvBplOuVUOwHjjUZJ1EWRr3f9iJKTk5eJVbPGI54rQW7gm5EZ8ZTW3lG9zqxyL0PJi4CQGV6ezMOcrppXvZZNXJ/K0bfeyVEOl0OPdQCH2lkYqhUcTe6j8mUxL3EVSQhwZYXUK6pbunfm/qRP41yfz2PrEq5wKDabMy4PMINdG1KYl7iKpc1yTSvBVf+xUXC1cwKzTct+T1zFqxzE23vQ2s39MZPXwnmSH+FHh5YFvZbVdft+KasoNzl+LVXrlefbNsBHk+vtT6OPLFyNGMfrIIar0eoxaLR+NGY9Jp2N7x05s69iZEcecc2+q0tlkDG8g4/Ahu3xX7trBkgHn1oqsrzAz6d0D/PTkBS3mTSg8zaCsYyzselGjbZU6T3xM9ufEx1RNud6xguoqlQY93hX2/ZCh3Ehlw3MvBCldwjB66Lh9z5pG5XQpOM3gzKN8271xW+pT4unNyk4DeWv9F2it7pszVWXQ411ur0B6lxup9LbXr27+ZDOxqfm8+vzkNhkBrWHEomMMXJnOf94ficXDsWFPWK189tI8fhnSnX7fzmXoV4/jX17Fo/N+JbVDGHPuu4KnP1vFplvfJqikguMdwsgKPvvn7Xk7ce80fmixEiVLa10uOlJEOu5XMs4JUvKwZTuBVPG09iIsrkYdcAIt0u0+yRdYs4iQ5cyrXAyAQZrRIImpXMG9hsvcKqs+EtHcxG2XKBOe5AofBwOr7mdc9TG+M/Rtk7L9ZBXh1jKWG3piElpMQssvXl25sTyJzxnqVlmp+lAeD7mi9v87+YtZa+jmVhmOOKkPZlzF4dr/nlYT7c0lpOudtxKqtD1XJe7ik8mjG6V/M3Y434wdDkB8Vi73rfiNI1GuWcmu+mMnn0wa43DbwONpRBSVsGqA6xNXj8ZFcOPLs2v/L3jyc34ccwFSCC5fv7c23VBlJDqrgOPNzKRvihKDN5kBAUgHCsjhdu0d7OE8Jd42Gc30oP3TUgkvKWF176YnmLUFoSfLCDpTwe03bQSUCBdeZSZWLn2BWyfcR6Zv3f3dP/sE7csL+HH5y4BiPdZIK1+vziaxfVcSis7U5o0sy8fDaibDz70TyzPigxm7ul4/VGmi/ZkSTsY77oe0FunQn3hA1gnalxeyYvE/7doyb0U2sy572L4Mq5WQqjJ8TNUtRutoLelxwYxfY9+OdmeKSY+ra8eML/5g4LZ0nnjvKip92s4YMXhZCuO+OsyHn42hOKLp9gWUVRKZV8KCyYMx6XUU6XUsGdOXBxau460bLmbNsJ6sGdYTAL/ySqat283+zmfvbnreWpKrhI7NRHEjB/GSZnrKPIZzhrW41+SvkVb00oIGiQap/JZWt8oAuN+6gxhKeFY7EqNw/7tJoKxitCUNL2lCI60MsJxhjCWNPRr3DtOs0nVhtuFK7vaawt1eU1ip68J2bRRzvca7TYaPNDLAfLr2XIwxpdDbks1Onfv9q3/xSOBy4yECrJX4ymqurE5mu969vrzdTdmEWivY5NH0MNLZUKIxkKnx47Kqg2ikFR9rNeOrjpKic/+wabwpD7004ylNTCvfTbC1gl/dqCQr96MZjZRoqPltZatnR+LMBVxYeQK9NDOjLIk0fQindI2HKp2Sg9VODoBemtHbXEj0WJTf6qJLrWbA8TTaFRazcqC9wuVpMtHldBZISWR+Ia9+s4Qvxo+gxMf5B/+AE2m0KypmZRNK8LTEHfzcvzflXq5bErukZeNhNONVbeKmZVsJKyxj6di+rB3SjYSTOUxIPIiH0cxd3/3O0bgIUju4ppD9MGAwN2zdTHBZKf6VFczespF13XqQFN+JzIBA7tywDq3FQv+0VAannGBTQlfXZCTaZFTYZHSviyBw1a4drOnVm3JP14+XxmxFV21BWCQai0RXbUFjVu4prdFSG/FCa1LyISXZnf15fc0kPvhuLB98N5alz/WjLMSLWZMeItvb3qViWeehTJsyh1mTHmLWpIdY2nkYWyO788Do21gT158Rpw9yQU4KXuZqbt+3hg0delPhoiVZY7airzajtUo0VuW3xmwl8aKOxKQWMGzDCfTVZq77Kom0TiGcjg1CWCUTfzyAT2kVSEnCwWwuWbqfpPaNXeyWdBnKlVfOYcaUh5kx5WGWdBnGlqge3Df+dsak7yO2OAchrQRWlfHgjuUcDo5ySUGuaYfGKtFaZG07tl7UidjUfC78/Tj6ajPTv95OWqcQTsUqSvK183cweu1R5r59BaUBhlbJ0VVb0FibP/e6euceoP+qdC796ACffDyK/A7NR/oq8vchIzyQ69ckobVY8Cuv5IoNezkSp0yE73niDBqLlaDicl741wrWD+xCaofGoQad5bxYca+5OMmPsIP+ZFOKB5/R2+1xkmdZk7mBg3Zp39CDeZqerolxEG4kXJYz3/wTRjS1cX8B3tMOZJ0mznkhDmQEyCqeMW6ioyxEIMkRPizTduPnNoyTDDDTuIdIa6lb4yQHyCpeqlxLtLUYK4IMTQDfePRjl4tKcnPt0Eord1b9wRhjCkahZZM+ns+8BmJy5UWmCTn3l2/CU5p509ex1cs5GY7fazua87izbCvx5nysaNinj+RDvxEUa1ru4BzLcdyWW0u2MrHyEDosHNBH8rH/SDJ1rg2XO4qTPKN0OzPLkuzS5vsOYoHf4No4yeGWUo54RPB2wDiX4yTPKP6DmaX24ajm+w1mQcBQvsr8kghLqd22G9vNblaWGie5jle+WYzBaOKhW6+zS/evqOS71/9FbG4+ZV6efH/hQN66ciJWTRO2mibiJAO8Mt8m4+brGm3zNJlIeuwl7rpjFlu6tzwHoKk4yY9+9QvT1u5Gb7Gws3ssL982mZPtFSVi2N4U5v5nFZG5xexLiOKp+69wOU6yzmLhmZ+WMWXvLqp1elb1voDXJ1+GUa8nITuLVxZ/R9esTM4EBfH2xZP5tWcz1vEmDlmtjD02GX3qZHiYTPzx8vPcM/NGEju3HF2iqTjJ4z45xLh/HbZL++3Obvx2V3cem7yGoDP24TXfWHUxRVH2rlrxSblc+9SOFuMkA9y6fw0dSvPt4iTfvXcVAdXlJLXrwj/PIk7y9V9s5/qv7PuhhbMHsfDmwVywI4M73t1IWFYpR3tE8N6cceS090dYJc89voKEQ9nozBYKQnxYN7kb71dd06Krwm171hBdmsezI2dw7aFNTD+0keCqMip0nuxs14kP+l9Klm/zo2aO4iTP+HIbM76y7+cWzB7MgpuG0HfHSe5673fCs0o50qMd7zw5npz2ynW6atQHmPQazLq6vvO/Mwaw927H+tfEfx1g0qf2etTq23uw5s5ePHPpCoIz7c/9iysupTDSh6cvW0lgTgVmfZ2cnZfEcPP0GxzK6ZaayVNfrqZrWjZWjWBbr3hevO0SCgJ8WTD3c7qlZWPSaVgzrCevzZ5IpVfTFvDWxkk+r5Vkt3KOwjm1RrE8a86FDM5RW87BeTkn7YBzc16aUJLdL6ft2+JISW4TzkFbVCW5DWhGSXYnTSnJ7qSlxUTcxjk4ZE0pye5k3WsuLrbkJE0pye4k8zP3x8V3hCMl2d00tZiIu2lqMRF30lol+bx1t1BRUVFRUVFRUVH5szgvJu7pop1f3cdpzpUFrqmhQzfSVEB2t3MO2nJOzsu5aAcgtefgvJwj66s8J+f+XLXlf8rIe06I+6HtDcmDX0tqOZMb2Fvo3Gp8rlBw5NxYkrWmtj8vP3Zz3yqeTRGWd25CvZa+0Pa6x0OfLGpzGQCvfHp9m8s44dc282oaMuGyc3PvtwbVkqyioqKioqKioqLSgPPCktwUU0r3ML78IPHGfDb4dOGdkIkAdKvOZFZxIgnGbGWSkmcHPgkeTaEL8VqnlOxmfOlB4o15bPDtyjthkwCIMebzSO5q2puLADjuEcG/QsZw0sO1iAFTincxvjSZ+Oo8Nvh1453wyY3yTC/YyqzCrcxpfw17vGOdl1G0iwklB4gz5vG7bzfebncJABGmYr5O+5RKURcD8fugwXwbMtx5GYU7mVB8gDhjLr/7deft9pfWbvO0mrg1dz0XlR5GJy2keIbzWMwMp2UATCnYwYSi/cRV5/K7fw/ejlLCy40pPsD9Z1bX5hNIvKSZe+Nnc9zgXMikKflJTCjcp8gI6MnbHepWPhpZfJBZORsJNZWSq/fnq4jRJPo7P6t8al4SEwr2EVeVw4bAnrwdU7dS1KT83fwjZytB5jKSfaJ5O3oKBXq/ZkpzjN5q5t5TP9OvNBU/SyVnPIP4sv1Ydvgrkzb7lqZy76mfCTMWc8QnirdippLj0fQko+bk3JexUpFjruSMZzBfRo4lKSABndXCnLTFJFScoZ2xmEcTbmSfX5xrMtJX0q8kRZHhFcyXUeNICkygW1kGs0+vp3P5GaxCwz6/OD6OmUyBh3PHTG81c1/aCvoX18n4Ino8SYEJxFTk8ETKUtpXKStPHfOJ5KPYyZz0dj681/8qc/cuYkDBCbzMRgo8/VgYfxErowejs5p5Zu8iuhafon1VEQ8Muo09IZ2cLn/4ouMMXJ5O+2PF7JkUzX9fGgQoUROmz9lGh+RCgjMr+OQ/F5EyqO68jZh/jBELj+NTVE21t469F3dg5UNNhzybunQvF68+SFxqPhvGduGtJy+u3dZ350nue28DYTmlHO7ejreemEBOO8VafNH6o1y5eA+djudypFsEj717dYttii7JZdGyt/gtrg/PXmTfZz67eRFTjydxxVVzOOV/diHNoktyWbDybdbF9OH5C6cTUlnCk9t+oHvBKcIqS7ji8qfswq45Q8eMXJ7+9Gd6nMik0N+bt2ZP4Leh3dCbLLzxzhJ6Hj9DVG4xs1+6gaTecS63Ye7+/9K/4AReFiMFnr4sih3Fyg7KNdA//zgPHl5OeFURhwKiea3n1WQbnIuAo7eaefDwj/QvPI6/qYLThhA+6zSR7aFK/3/J6SSmp28g2FjG/oBY3uhxNfmezo8UdJmXTfzSPAKPVJJ+WTB/vK74LofsKaPPu6cJTi5HagQ5Q/zY8XQMVeH2k9A0RiuTpySjr7CwbFPT4UW/XPQRfTLTsdhGB7N9A5hyyxwGnTzO5999UhurG+Cf46axvNcgp9sCcMn+3dy7YQ3ti4vI8/XjySuvp8jgzRtLvyW6QAmDlxzZgX9OvpIT4e2cLv+i/x5l6E+ptD9exM6Jscx/QQlvqjVZmD03kZiDBYRklvPev8dybGBdVK+EpGwm/+cA0YcLqfD34LkVU5sS4ZDzWknO1/qyyH8wA6rS7ZYK9rVW8bNvL172uhQLGu4uXM/D+b/wTPiVrskIHMKAyjQ7GflaH14Ov4wcnT8aJJeV7OHJnJXc3cHxrMtWyQkayoCKNIfLHrc3FTGi/Cj5Z7EwQ4HOl4XBwxhQkYqntbGMaZ3ux3qW8ZkLdL4sDBnGgPJUPBu044Gs1WiwcnvcrZRqvehY7fqSkAU6PxaGXsiA8hS7tqwP6MX6gF61/ycU7eP63C0c93L+pivQ+bEwfAQDyuxlhJhKePzUj7wQcw07fDsxuOw4T51cwo1d76VY59z5ydf58W3ECAaWnsCjnozeZenclLWexzvN4rRHMHedWcOc9KU81tn560sjreTq/Xms8w3keAQwuOQYc9MWc2fXO6jUevBs6vf8X8xl/OHfhRszN/BU2hIe7HKz03K00kquPoBHE2bXyUn9gTu630W+3o8DvjEsCR/K0ynfO122nQwPfx7tZpNRfIy5J77njl534WeuYmXYAHZ2vhYLGu45uYpHUpcxt+ssF2QE8EiPmxQZRcd4+th33N7nbvI9/Hgx4VqyPQLRIJmavZ25x3/gjj53u9ym/zUWdBzDG72vxqTREVOWw7vbP+WYfyQpfu3YHxTHD3EjeGHPApfLLwkz8Nut3eiamI2+yn6BhdS+oWyakcCsx/5otN+hUe3ZMTWWKn8PDMVGbng0kRELj7P7MschH/NDfPh21mAGJKXjWV137/oXV/Lccyt559Hx/DE8ntlfJDL3xZ954ON/AFDq78XSaX2JPllI390ZrWrTE38s4WBo43pckJ3iMM6uqzyWtJRDIXVyJII/Irvydc+xfP7Lhy6Xq7VY+eDV//LdxAHc+vxMBiWn8+HLi7j6nds5Ex7Iru7RzJsyhHfe/OGs27AgfjRv9JymXF/lOby74z8c848k2yuQF/fN580e00gM7cbNJ37luf0LuXuwc/euVlrJ8Qrgwf63k+MVwJD8Izx34FtuHvIg7aoKufXEGh7ufxunvEO49+gKnjmwiAcH3O50OyrC9STfFUn7zcVoq+rCznoUmzn+jzAyR3ZGamHgiycZOieVDZ/bG2m6f55FdYgOfUXLi4y8Mu4qFvdpHDM/x9ef8Xc+53TdGzL8xBEe/XUFD10zi31RMYSVKavjVuo9uf/a2ZwODEIjJTO2b+b/fpjH1Lsfc1pGcZiB1bf0pHtiJvpq+zaf6BvK+uu7cssTjSeVGg06Ei/vyM5JFi7+4mCj7S1xXrtbbPXuTKJ3Z0oahLHaYYhns3cXKjSeVGv0LPfrS4/qM02U0oIMnwQSfRrLKNd6kaMPqPUBtQpNrVXZJTm+XUj0SWgkp4a7ctfyZfBFmIXrM/G3+HYh0TeBUlfDfrVGhl9XEv26UKq1l9HBmM+Q8uO8HzGJYp03VqFxSXGtlePflUT/xnIaMr5oP78F9nLJV3dLQDcS/bs2khFqKqVc48UOv84gBNv9EqjSeBBpLHReRmA3EgO6UtJAxtCSY2wM6E66VxhmjZYFESPpU36S9tUFTsuo1nowv/0osj0DkUKwLaALWR6BJFRmcmHRYdK9wtgU2AOTRse8dhfRsTKb6Ko8p+VUaT2YFzm6sZyKM5g1WpaGDyXZNwbrWfhNV2k9mBc1hmzPIKTQsC2wK1megSSUZ5IUmMCm4J5UaL2o1nqwPHwwPctap4Q0ktGhnoygrmR5BpFQnkm5zkC2Z5DtepJYEUS6cE7+l0nzi8CkUewvEgFCEFVRgFmj44e4EewPisNyFmEYDoyLInlsFOUB9pY1i17D5pkJpPULxerADz0/2pcqf2UfISVSIwg52fRiS1su6szWEZ0o9bePtTti43HS4kLYNDoBk4eOeTcOpeOJXKJPKtfJ7gExbBzThfzQ1r1QX5yym1IPQ6N4ulqrhce3LeWNIc4bfxwxIW03pR5eJLWrCwtaYPBjcZcL7RRnV4g/lUd4QSlfTx2KVathW594dneLZuqGfZj0WuZNHcquHjFY3DA/IM3X/vqSCCIr8hmZk0yaTwS/R/TGqNXzVafxdCrNJKbcOWNNldaDrzuOJ9ug9A9/hHYn0xBM19LTDMs7zO/hvUnzjcCs0TEvfiwXFKUSWeH8i8ypicGcmhBEdaC9rTJzVCAZk4Mx+2qxGLQcnRlO2C7769Qno5q4H/NJvsM9C86cLfetX8PHoyawNzoOqdGQ4x9Ijn8gpQYDp4OCQQiElFiEhpgC5589AHvHRrNvTAfKA+2XBbfotWyY3o2UfmFYHcxzSe8VQtKl8eRFNR+HuSnOa0tya+lddYqT+rZZb/779I8wWI0IJPMCnXdPaA0jyo5gFlqSfDqCa9dPq/gm9d9IAbsNcXwWNooSrXtW7wHoWplJjs6fmfmbGVeSTIHWh/mhI9ji57yLQmsJNxbTqyKDdyIvbTmzExwztOekZyhDS46y3a8zQ0qPYRJaUrzcN+QuGqx/JWzr/sVV5ZLpeXaryAWayuhQnU+6VxiX5u0kxVA39FSt9SDTM4jYqlwyvM5u6LZWjqHtXBECTWV0qMon3dA4KHzv0nSH6e6QsXTHqxgsyn3/dQc3xLf+H+Oh5GVMOr0TL6uJo/6R/BHWdv2AM/RddZJpL+/Cq9xMWZAHPz3s/ApzsWkFpHSqu3eqDHoyIwOJTc0nI8a5e9fHWMUde1Zz98Q7ufyofTzb6Qc3siuiE8eDz34RJR9TFbfvW8M94+5k6gn3LlcPyktHozQknU+6PprYHA8eWsakM7uU68svkm2hXbnl+C+c8KtTGqu0HpwxhBBXlsNJH9f7qKDqUqIr8kj1CadncXptXw117Y4vz+aMd9voIOFJpRR3tjeyDHwpnb0Pd8Di1To75wObVvLgppWkBYXx/ohLSIpRXpRCKsr4/eNnqdR5sC6hFx9cOJlKD88WSrNHY7XS60wG67r25Jf3XsbTbGZtt168cfEUqvXKS2nSq0/hbTSikZL3x0xyqvw/m7+8khxnzGV6yTZeCHXOz6S1XBN7D55WE+PLklu3cIGTeFmNzC7YxNz2LfutuUqx1sB90bM44RmOv6WSe3LX8kTWSuZGXeM2GaHmUuKNeWzx68qMTvfQvfI0L576gZMeIWR4undp0BrGF+8n2TuabBf8a5vDKjT8FtibJ04tw8NqxiS0vBJzFdUa9y3Nud2vM0+lL2FlSH9OewYzI2sTVhS/7rNBKy08mb6MX4MvIMMrFIPVSLHO/mWoXOuJwWI8ezlpS/g15IKzVrablGG18GTKYn4N7UtGA2U4viKLGWd+5/mEs5vRrbVamHN8Mb+EXWAn48qBc/CyGJmQt8ft19f/Av/X8wre6zGVnkUn6VtwAqPm/HjU7Lkkhj2XxBCaXsqAFemUhTi/Ipuh0khRYIORRx8PDJXO37t37l7N8oQhZPvY+81GlBdy1ZFEZk55yOkyHXHH3tUs7zSYHJ+2uZZTO4SSH+DDzUu38s3UoQzen8ag5HS294prE3nvdr+C97vZrq/CFIwaHQaLkWIPe+t9mc4Lb0u1y3K0Vgtzk//Lmnb9yfAJZ1tIV549sJDlUUM45R3KDanrsCLwPMv+tCkCD1fQ66MzbPy4bpShwy+FCIvk1MVBhG8rabGMd0ZdxokQxfo++fBuPlz6OVff+AgpIeFMu+ERUkPCiSwu5OXVC3lsw4+8ePG1TtUxtKwUD4uFSQf3MuPm+zBrNHy88Avu+n0t745X5kUNmvMKBmM1V+7ZwelA11ZJ/bM4r90tWqK9qYiXcpfxr6DRJHu1XRifao2eVX4X8GjuagIsFS3v4AQzC7awzrcH2fq2exBXaTw45tUOq9BQpPPh47BxDKhIO6vOoyFGocOEhm9DhmMWWvZ7x7DXO4b+FWluk9GQccUH+DXQ/eGI+pWlckv2Oh6Pn8llPefwePwsHjy9ko6VWW6TsccvnnntRvFM2g/MO/QB2R6BVGo8ydO7/iImpOTx9GWYhJaPOihv65Uaj0bn2dtSTaXWdYVfSMkTaUsxCy0fRl/icjnNy7DyROoSRUaMvYzIqnxePrqAT2Imc8DP+QmudjJO2GTENh6NqNJ6sCJ8IE+kLCHQ1PSwvIpjrELD/qA4wqpKuOJkYx/hP5O8WD+yOgVw5Su7nN630uCBT7m9UuRdYaTSoG9iD8d0yT/N4MyjLOhxUaNtj2z/kc8uuJhyj7N3nUsoOM2grGMs7NZYjrsw67TcP+cfXLTzGL/f9A6zf0xk9YU9yQppu9B3dddXMZef+oNKrQfe5iq7PD6WKiq0zllGaxDSylPJ32HSaHmvq2KE2xXcma/ix/PC/gUs2vI6WYYgKrQe5Hq6tupoc/imVzH61qPsnBtD7iBlcrK2wkK/NzPY+Uzr+7397WOp8PDCpNOxvNcgdkfFMTLlEPk+/qSEtkMKDacDQ3jnosu4+Og+p+tZM/Fv3pCR5Pr5U+jjy5fDRzHq2CG7fJUeniwcOIzXl3xLcFmpo6LOS86P13sXCDeX8GrOYhb6D2GdT/c2lyeQeEoToeYyit3optC38iSh5jIuLdkDQIClkqeyf+L7wEF8HzTEbXLqI9tgWaZUz7Mf9naGHhWnCDGVsbkN3Dk6VmWz3zuaYwZlmPOodySHDVH0K08jxeC6n3VDfgodyE+hAwGIqs5nes5m0rxcPI5S8nDGTwSZy3m64/VYbL7t6V5hTCjcW5vN02KkfXUh6WcjJ305gaZynu48vVaOW5GSh9NsMrrMwKKpkxFeXcRrR75hQeRF/BZ6wVnJeCTlR4JMZcztNtNORn0EEk+LiRBjKUV613za/tfRSguRle6bfOYutBYrIaecX20vPS6YCWvqFACvShPtzxSTHu/ccPuArBNElhWy4ntlCWZvczUaaaXj8myiSvO5IDuV+3asqM3/5cr3eWvIFazp2N85OTknaF9WwPJlLwNgsMmJX5XNjZe4x1INcDQugtkvz679P/+JL/hx7Fnco61EK61EVhSQ5hvBxDN1Lz1eFqMt3QVXCyl57NASgoxlPNl3tl3/sCx6GMuihwHQoSKXmanrSPV133MBwPt0NWNnH+HAPZGkXVE3UueXVo3PaSPjpyvXn8Yk0ZdauHL4br66ciJnAlp295EIO5eR2nThOL0lSgzeZPoHtmpPjZQYTEYiSosp8HU+ktOfwXmtJGukFS1WNFjRSIlemrGgIchSwWs5i/nJ7wJW+TnvU9ZIhqwnw2rGIjRcUJVBicZAqkcoXtLEDYVbKNN4cVLvmr9oU3LmRF6LTtbNbH3v1Hw+DR3NDm/ng3bXyZBoqJORUJ1FucaL0/ogfK1V3JX7G3sN0S69YTclY793NLl6f67LT2RRyDC6VZ6hT0UGn4W55s9ZK0dKNFhr5dRE5xhftJ/N/l2pdNFK0EiGrJNx1NCea3O30rEyixRDOzpVZtGrIoMVwQNcl4F9O7TSSmR1AeleYYSZSnggYyXLQgdRpnPNcnT/qVVEV+XxZKeZGDV1Fq2tgV257cxaRhQdYpt/AjOzN5JqiHDZReL+jJXEVOXyRMINdnJACZ1U+1ta0NtcVZydVHl/+gpiKnN5oqu9jBBjCW8c+ZqfwgezMty1MEU1PJC2gpjKPB7vbi+jf2ilDmgAACAASURBVPEJinXepHpH4GUxMvvUOsp0Bk4a2sal5O9GYHUZ/QtOkBjWjWqtngF5xxmXuZeX+lwHKNdIjR+nTlrwsJgUVwwnrhGN2YrGItFYJcIq0VVbsGoFVp0GrdGCsD2tdSYrumoLZg8NCMHgJakkj25PebAX4SdKGPP5EY4Oj2hajsWK1mJFY1Vk6Y1mLFoNW0Z24rZ/b2bE78fYNiyeGd9sI7VjaK0/cs1+Woutrzea0VotjV7ElnQdyi/xdaG7ZiZvILKskFeHTUNIiaaen++a717goXG3cMwF/+SlnYfyS2w9OYd+p31ZAa8PngaAh8WExvYM0lvNyjnROmcVB+iSlk1aZAgaKbnu5yTCCstYZlOS9SZz7XnRmy14GM0Y9c73DYFG2/UVaru+8o8zNmsv/+x9HQcCY7jz2Couyj7AH6FduSHlN1L82rnkj/zQkWXElufwSL9b7I6F3mIiqjKfNJ8IwquLeeTQUpZEX0iZ3vl+W5glwlLzAU21FakVeOWZGHfDEY7NCOf49fZ1L+5iYNnvdS8eobtKGfjSSVYv7UnW4saj0X5VlfTOTGdHdCcsGg2TDu9hwKkUXh97BYNOHicjMIQsv0DalRbx0MYVrOvUq1EZrWFJv0HM2raZTZ27YdZquTFxIxu69GD4iSMUevtwJCISg9HIg+tWUWLw5kRo0/ddU9Te97Z7sv59rzNaqNHStQ3ue2GVaE1WtGYrQir7SSd8KIR04HB/rpkc+5DDSswoSmRmif0kg/n+Q5BCMKv4D7u4vwBXRd/TtJAmVnabUbiVmUX2Q4HzA4eS7hHKDYVbCDWXYRQ6jnpG8EXwSNI8WrDANbFS2YyCLcwsTLSXEzSMBcH2a9R/lf4p74ZNbDZOclMriM3M38LMgq32MoKHc8ojmNl5mwi0VFCh8WCXdyyfh46iUNeCZcxBW2bmbWZm/hZ7GSEXMj90BLHVuTyYtZr46lyy9f58HXoRW/26NC+jifMyM2cTM/Psw7nMDx3B/PCR6K1mFh59n392uIo9vnHNl99EOwBmZm9kZu4mexlhI5kfcRFT8pO4Mj+JQHM5xVpvfgoZwJLQxiF06uNoxb2ZWb8zK9texryIkSz9f/bOOyqqq33b1xR6770jIigKqNh77yUxiT0mmmZsiYk1akxM00RN8qZqEnvvFXvFgoBgo4N0kD50Zub7YxAYAeMM6OfvfbnXYq0pm3PNPmWfffZ+9nNbBLA6ZhO25bkUCzUJNG3LP9a9/j1FXz03FcvyPDbf+5FygQhprf9fZz+Uc6Zt8C2M44PkE1iW5/NA1441jiPI0Hp6eE99jnuWZXlsubuuLsdxGGdNfdh0Zy3W5flK/zPJe3bDrHr2l2VZHlvC19ZlOA/HtjSHyannKXmicz7Sf/G/1EWZY1mWx9awHygXiJUYa12GUykQMSX5LBblBZQJxUTp2fGnYz/idZ8+UnTq2mf/U7Z+PQd/U2+bbVQu4fPQrbgVpiGUy8nQMWavU1eOOHQEYMf5r7EpVc4S9FqPT0jXrTv40PHr4HrZ/X+5y4DflKdyA99pxan3vFk4+BimacohcauODibXTo9xn93E83I6WsWVSEy0CO9vz8kPvLlV7FgvZ9Lf15j0j/L9Z/OUADZP7YTvrYfMXHcey4wCRZ7kBQPIqMqT3P/EPeZ/c0rp/w67tWdF96fHz88IPYl94aM6eZIBgv/+6JnyJD+L497b4SexL8xmedfxAFzf+nGdMgETVjf4/5JX64+D/ejvU4w9FYqGVMotL0dWTR/MQxvFcQ2cvg67LOW2of9vs0i1qr9tsPi5/k6nUbmEFbe34S5JQ/D4/HLowlF7xfnlnx3D7AeHsCrNrcqT/CrpT8mTLJDV/cyqJJcdV7+lXKjcPnzvOYogM0/WhfyObXE2JWItjtv4s9FtwFPb7em/7Kv38zbrU2jzk3JWroiZtsgF4PNjKhW6ytvcHVZ3kMbyegFdPo7jwKV29TrumRRL+GXvH7jkZCIVCog3teSnroMJcm7J5ODzTAk+j2FpCfk6epxxb8267kMo1mw4Tr+igcFfsVTK4uP7GRYRQplYg+Pebfmu/3D6RN1l9tkTWBXkUSbWIMLOgTX9hhFp/fSHvfoc94b8FsGQ3+8ofXZsRmuOvdOGFcMOYZamPCv02eHh5Njq0yI4g9nvnFX6LtrfkhbBGc/UZr/UneQmVbMttepqtqVWSc221Crqv8iWurmT3PRqqJPc1HohttT/1N8Rb2q9CFvqhjrJTamGOslNrfo6yU2thjrJTa0XYUvdUCe5qfUibKl/8tv2TG32/+mFe81qVrOa1axmNatZzWrW89BLEZNcade4vLDPohc1+vpCOP9FI3DyFzAyqkr8UaM4L+C4vLhZhOePeBHHHkD+HNYW/q8rt2XTpUNsSLuvPp+Fy0/qu/7bnztjueXE584AkLjXdVptarVa8u8Ob41VseOLabTTOz//LtCy3a8/dwZA+Qs49lZXXsxxicxXPWb5eeml6CTXJw1ZJR/GHcEvPxaDyhJStU3Z6NiPmybKMa4Tk84xJfkcn7SaQqixm1qcWbGHFZyKElJ1TNng1J+bJh5Yleay9db3lNTKj7vDvhtbHVRbjKYhq2R2zCH88hR1SdE2Y6Nzf26YKuqiJS3nnfgT9Mq6g0guJU7Pmrltp6vOiDqEX24sBpUKv/mNLv25YdaSvhlhzI08WF1WgBxtWQXv+r9PtIFqU40askpmRx7EP6eGs8FtADfMFFkmemaEMzX+DBZl+WRqGbHBbSBXLLxUZsx5cBC/3BgMKxSMP90GcsNcwRiScpPxiecxLZcQYeTEt16vkK2lXqqhxRE78cuJRVtaTo6WPjucenLUXrEozC87hjkPDmFZmlcV3/YKGU+Jb2uQcXsH/jmxaFeWk6NlwHaXHhx16IhYVsnS2ztomZ+MTWkesztMJ8xM9XMYYEnYDvyzYxT10DRgm1tPjjp0xCs3kbeiAmlZkIJMICTU1JX1XiPI1lZvfy0J3YH/oyqOVhXHsSNOhRksDtuJXbHCdSzSyI513iNINFC9sVsasr0O44iTcodpauQp3oo6xZxO07ll0aKBLT2FEbwd/6wYdKoYW1v05IhzANZFOew59TXFtVLkbW3Ri388+6nM+F/Vhj0/45OeiLQqZCdTz4gRUxbSPf4eb908g3t2GuViDS64ePFdj5FPjYGsT3fnKsega5dXsLlHF5a/Ngr77BwuL/2KIq2a4/dr/178OKS/yvVw25yJ874cjCJLSBpmws1vnQEwDS2i9dpUTO4WIxcKyAzQJ2ypA6WWilh5r/WptPolHZlmTYfiz4mDSTauP/vFX9t/pm1qzf7K0Ddi2PSFgCKmdOGZ/XSPu48cAZdcW/HpcNU63Pc+XKr0Xru8gs29OrPsjZEADA2+zbxDp7DOzSfN1JhvRw0i0NdbJQbA8Oyb9M8Nx7ksiwtG3qyxH179Xff8e0zKvIh5RSFZGob8bdWLIEP1MhO9qLZuaHgoM88FYpOfxyN9AxaMeZ1gZ9fq72eePcmsc4FMnfoOV93+Ze3Nv3A+PBuITV4ejwwM+HTs66QZGXN+9ZcUadacx39078PPfVQ7j+/NXqL0Xru8gs09O7Ps9VFV78tZsucoQ2/dRiyVcd/ehnEfv6d2XRwKsth2eA1nnXxY1m08XZPvMeXOWdzy0ikXaXDJ3ou17YdTrKF6fvKR+8MYcPIezvHZnO/jwXefDqz+zjfkITPXncMys5AHraz57pMBZFatEdAor2TW2rN0vxhDmZaYXa+3Z++rz54h5qXtJIvkMrK0DPnIexqZWkZ0zItmSdQuZrT9gAxtRUfFpjSHHtl3ydZQP1BGwTFiXuu3FJzcaJY+2Ml035nVZUZ2WoSsEamuRHIZmVpGzPV5m0wtIwJyolj6YAdv+31IhrYJ86IPIpLLeNN/NoUaOrhJ0tRntHu7ym8+iqX3dvB2+1mcsWrHGaua1c0D00KYmHiOaH3VV0o/3l9z/KZXcz67s523Os5GKhSy6N5ulvpM5IapR5Xn/XbGd5lPnuazp88SyWVkahsxx29GFSOSZXe2MS1gDtalubwde5J5ftNJ1jVjZtQRlt7ZwRz/GSrXBWCrSy++9R5LhVCMY1Ema4P/INrQlgxtYz4P38J3XmMJMvdkWuwplkVs5/2O76vOcO3Nt21eUTAkmay98TvRhrbEGVgTYeLMHudurAjbqtbvf6wtbr34ps0rVIgUjHXXfiPa0BaDihIOOwaw1NwDqVDInLsHWRC+m/kd31KP496Lb3xqcYIUnFQ9Mz7zn0i6jglC5IxOCGJ5yDbe7Kl6iqnNLXrzddtXFYzCTNYH/UqUkR1RxvYA2BZl0ystgkda6l/3Wzx687VvDePHy78SbWxHvoYivePgoSsaTAvXrH/XV73GsK+18kJXg7IS/ujYj1t2bmhIK/nmxBbmXTrMF31VMzXy/uHL6tc6ZeUEL1jBMT/lLEc+qz9HKmrc8Su11OD++9ZYXypAVFoTvKpZUEnc6+akdzNELhbguyKJDgsSubSxxu45aYgJN9bUZChK/uPp6eG+7DeGvW3rLgxed+Av7lg70v/dpZSKNXF/pPq9wevHldWvdcrKufXxSo76K/LLW+Xms3bDTqa/P5nzrVvSJ+IB//ltK12/WkC2oWopD3PEBmy37Ia/JA6tWpluzCoK+CT5ICscXyVY342OkhgWPdzHlJYzyRc/m3V3bb2Itq5LTCQfBx5lzmuTCLdzwPKJvL4OOY8YeDecDIPG5YHuGhPJ/JMKzm17BywLFRyxTDFa77/ki0adx17rvqh+rVNWzq1PPueof8218vWWvYhkMvou/5g8PV28klLr28wza/6N/dw3r7E4168oZWObfoRauaIprWTl5a3MunWErzupbp6WbabP1okdaX8zEa3ymvPLML+EZcuO8P1H/Qjq4srUjUEsWXmMWT8rRvAn/XMNu5Q8Jm6fhmlOMd/N20Oikyk841jnSxuTXCrSZLNDHzK0Ff7p101akq5tQouimoM4M/4IfzoNoKIRN7NSkSabHGtxTBUcD0njTpY6DKe+1YxrZp6kaykY9sVZdM55wPctRpKvqYdMIFR5dLea4dK3lt+8Z1U9UuqUHZARQqB1O7UWgdX1tfckTdsUj8IUzEsLkIi1FaPKAgHXzT0pFWlgW5LTSEYr0nRMaVmYQudHD7hg2YYEfSsqhWI2u/ShbV48tsXq5WFN0Fc4EYEif6QcAbbF2XTPvEuCnhUXrNpQLtLgb7d+uBWm4Vikus1qgoEyA4EAu+IcKoVi9jh3I8LEGWkjc1cnGFhTIXqSkc11S0/O2/hQrKFNmUiT/U5daJOb0HQcFByJho4iQ4FAgEAuRyYQYFek5jGpzRBQzXisuREH+LXV4Op9qo7iDWvXQ1EXdX9vs55Nxzz9ueLcilINTQq1ddnbuhO+afGN2uaQ0HCy9fW54a56ysx/U8pAE1L7G1NmrHyepfc0InmwCZUGIqQ6QmImWWAW0vRmM13iI7EuyGN1r+FItHSoFIl4YGXfqG0OuRVBtoE+N1oo9pdNbj4Futqcb+MJAgFnfVpRrKWJU5bq18IVI0+CDFtSKFJedGdeUUiRUJtgA3cQCLhh0IJSoSa25blq1eFFtHWzzp7k5979ue3ghFwoJMPQiAzDGsOQZUf2s3rgMCoa+SA268xJfurdnzDHKo6RERlGTW9MAjAkJFxx7KuuFdf0TPqF32PhhLHkGOgjEwq546T++dU/PhSJpjY3rWseFk+6+HHNzpMysSaFWrocaNEJn6wEtbZ/uYc7V7u5U2CofH51uxRDgpMZF3t5UKEpZvOUTrjGZuHwUNHv6B94n60TA5AYaPPQyZRjQ1sz4OS9Z+a+tCPJT8q4XIJ9STaJuoq8gT2y71ApEHPDxAMa187Wy0nQrclPuC14DXIE3DJ243fngRRoqP70W1smtRitCpPJ0DJmSuJZ+meGka1pwCanPlwyV326qw6jOJsEXeXpbsvSXNrkJfBdyzGN2n4NpxCHkkck6FmSomvOQz0LumTd55p5Szo/ekCFUExcIxOtm5QV4lD8iHg9S7zzE5USnj/OuepSlEGqrmrJ/B9rzv0DDEoNQVtWQZSBLdfNW/JWTCCxBjbVZUpFmqTqmOEsyVQv7+bdAwxKuaVgGNpyzaLpTVDm3tnP4OTaDM86ZdrmxBGvRgiEEidiP4OTanEsazhHTyxDR1qOUC5nY0vVp7gfa174fgYnBddh9EoNp0Io4ppVK4g40Kh6fHR7P4MfBqMtrSDSyJYgK0+MyhRphPYEfoUcATctW/Af76HkazXumv9f06yrR5l95SgJJhb82GUIwfbudcr4p8QSY9a4tmHstWD2BfjXeeC/smQVcoGAy54tWDVmGLn6z+/4WdyQUOCuPH1sezafke1vU2KhQczEfzfumXPxKHMvHiXB1IJ13Ydw09GdtqkJJJhasurYNrrHPSDZ2Izveg0n2LHuvnxWvRJ0i72d/Kr3V7izPTHWlvQLu8dZH0/63b5PuVjEfXubf9nSsytax4aHWuZ0KojihoE7AYXRVAhExGmrYfJRpefZ1gllMlqnJnPW05tTP6xCq7KS061a883A4ZRpaDDozm3KRSIueDTOxEwok9E6JZkznt6cXqPgnGrVmm8G14SpnP/uCxAIuOLuwTeDhpGrp76h0SvXbrE3oObYt0tIIsXUhLmHAxlzPYRMI0PWDuvPcT/VXWz1ykt55/ZJ3u//LiNjrjdYzjcjjjijpjVecU7IJs6tJjViqY4GqbbGOCVkk2uii3l2EbG1vo9zs6Drldhn3v7/iU6ySCZlYcweAi3akaRjgba0jGkPT7Og1ZQm5yyK2k2gZTuSdBWc933eJUbfGsOKEmbFHWZR1B4WeKvPFcmkLIzcRaCVgtH90V1cizO4ZO7FuIBP8CpIYtXdzSTqWvBQV71GRCSTsvDeLgKtfUnSU26gB6SHEmHkTLpO4xdLimRSFt3dxUlrX5KqOo6B1n4svrcTzSojiRWt36C0ERbIIpmUxXd3ctLajyQ9S66bteSzO9s5ZBdAsq45k+PPIkOAlrT83zfWgNa2GsV6zxF45z2kXW4c5UIxOtJy8jWVb6wSsbbaVt4/eI9inVcVIydWYaDQxPqh9WjWeY/EOzcR35y4OgzXgjSmxJxhkX/jrpsf2oxmXesqTrYyZ+igFWhXljMo+RbpOupbrX/vM5q1bUbinVPD0KksY8aD43zUSbV4/Ya0pu1ofvAZSeucRHwfKRj5Wnq81fNDYoxsMSwvZl74AT67tZ2PurzdJMz/Ba3tNoxYU8XsyeCoUH48tIFXx39EsnHNjapTYiQj7gcz4bXZanNsc3IJiI7jk4njqj/L0dNj+KezuGdvi0lRMZ/v3M+6v7Yx+cOmOWeelNGDYrx+TuPKLzVrCZIGmxD3mjml5hqY3S6i88w4hgSEcMyr/jjI73sOI9bMigqRmCEPQvl57wbGTv0Iq8J8uiZEsnTQOJYMfoP+UeH8uH8jg6cvIk9X9c6SbXYuAVFxfDKlZqpbJhSyr7Mf6zdsR6uikgqRiPffmUCJVtMtzJQJhJwxbsOnyQeq7wurHMdQJlSf8TzbOnNJIZpSKQPvhjP+7ZlUCoX8Z9tfvH/+FL/16Mu8U8eYNlW98L76OIPuhPPG9JlUioT8suUv3j93it969mX0e3O4b2OLcUkxyw/tY82urUx78x21WLY5Vcd+Uk1ok01uPp6p6Rz3bU3Hb5bgF5fIXz//RbSNJTE2qj1cvHP7BIfcO5Kp13Cb3zE1iqFxwUwbPEutOjQk7ZIK8o2UR5eL9TTRLS5Hp6QCgCL9GtOxIj1NdIqfvb/w0oZbPJZALuPTmL1UCkT85DIUgClJ5zht3pZ0bdUXUT2NsyB6DxVCET+6DgOgVKRFlIEdMoGIPE19fnQdRvu8mDr+8KowFkbuoVIgZr2b4mmxTKRBhUDEFsdeVArFhBu7EGbsQvvcGPUZ93dTKRSxvsXwOt/3zwgj0NpXrW3X4dzbpeB4KHzt/XJimBFznLm+bzOg1+fM9ZvOxw/241aoXuiKQC5j0d1dVAhFrGupYISYuvO3Sz9WRGxlx5VvSNcxoVikSZZW46aoZAIhESbOWJTmMzL5GiUizTrHWU9aqpZLYV1GAaMeXvv3f1CXYeqCRUm+EsOu6BHf3dzIeq8RhJs2fmpaiZOoXJdSsSYHnQJYHLYL4zL1p6FlAiERZi5YlOYxKiGIaZGBBNr7kVaP8URjGOFmLliU5DE6PogSsRaRJg5IhSJytQ34wWcUAZlR6Faod83/LyrC2oliTW0qxGIOeXUgzNaZ7gk15h8+aQl8fXILHw2ZQqKJ+qOJY67fItjNhWTzmvOhWFuLCCcHpCIRjwwNWDZuFD3uR6Ff0vTHTy+xlO5vxxK6xJ5HHWo6rYUtdCi10gSRgGw/faKnWDIg6naD24mwdaJYS7G/DrbuQKi9M93j7lOqoUGykSn7fDpRKRJxvJUv6QbG+KYkqPV7x14L4aa7M0m19lfXe9Es3Huc1z56B/f/fMm4+e/wzaa9jY5NrS1fSTxvZZzlE5eJDPNeyCcuk5iTchTXkvRGbfd5tXWlGooFmFs6dSPLwJBcPX3+6tKTnlH3mXX2JAfb+ZNsot6sZX2czZ27kWVYxenak15R9ynW0uKOveI8ztY3YMXw0XSPiUK/VL3zuL5jX6ohplwk4schfakQi7nu4UaQhxvd70WrtO0WOSl0TItmW6seDZZpnZXIystbWdhjMg8N/31mRRWV6mig+0SnV7e4nGJdTUp0FPtYr6hc6bsS3Wd/QHu5R5Llcj6KPYhJhYTFnpOqF9L45sdhXl7A8AxFwmmjiiKWRO1il103dtp1V48TcwCT8iIWeU1qcMGOvCpuVK3oUbmcj6P3Y1IhYaH35GpG3L84eanMiKxitJlSpx7e+YmYlRVw0UI968nanMe+9gvb1vjau0vSiDB2IcpQEdcUaWjPfUN7/HNjiTVQcZFgLcaCdlOV6nLAoTMHHDoDYF+cxcT4s8Q3MqTjsURyGbbFOSToWzEwNaT6c21pedXn6t/UaxhSbEueb/yrSC6rjuO1Ksnl+xt/8o97XwLtnn1V7zNz6onlFcrlaEvLsSjNJ09L/SlCAHFVXdplxyluiAkK50rjsiI+v7WFre692Oaunv35YzVUj8eBPbVDfJqlmuQIqvefZ2Yy6w9vZFm/17nuqH5GAFB0kn8Z8PTj/jjNYFMfP92UMnpOieHe+9Y8HPUMHSYV8I/3V5SFDb1i7qr/I5/QmKAQfhnUS+kz7+RUrrdwIcJZ0WaHOzsQ6uJAt/vR3HNQfWF3fXItzSBC14FoHcX2onRteaBjh29RAnE6jW+3m7qtK9DRJc3QqPp+X1ud46KxLshj/A2Fs61pkYS1OzfxR7c+/NGjj+ocI6NnSoVZU0a983jMtVv8MlD5WnnQRCE1/hmx2EhyOLxPsaBWp7IMoVyGy9EMJg+di0dOCqvPbWRl53HctFE9E9G/KcHZTCnGWLukApvUfBKdzZAYaJNtpodrbBYh7RUuxm6xj0hwNuNZH59e6pHk2fGHcSzJYqnnBCX/9PleU5ne9gPe9XmPd33eI1vTgHVuwzlo3VE9TuxhnIqzWOKlzPEsTMK+OAuBXIZhRTEz444SZuhCkVj19CVzYg7hWJzFYu+JSoxwI2cytYwYn3QRoVyKd34ibfPjuWmi+sk0J+ogjkVZLG49SYnxWAPSQ7hk4U2JWP3RUIA5kQcVdfGZrMR5YGBHm/yE6pFj98JU2uQlEKenekM4N/IATkWZLGqrzNCQVuAsSQe5HMvSPD66v599Dl2RaKju0GRcLqFP+u3qi7rDoyj6pN8m1NSNS5ZeuBSl0yPjDprSCibHnSHOwFrleGTjMgl90moxsqLom3abEFPF9KyGrBJNqWJKSCyXKl6r6IJpXCahT2pYLUYkfdPCCDFzw7w0n7XXf2e/U2cOOT3dVvuZOCm1OJmR9E0NI8TcjfZZUbTIT0Eol6FbUcoH945QqKFDoooPFcZlEvrWYnTMjKRvShgh5u7M6TyDKb0+YlqPuUzrMZdH2oZ85zOW/c5dVGck12JkRNIvOYxbFu545TzEoTBTcc2XFzEn4iAh5q4UqXF+/S/KoKyELokP0KysQCSTMuTBLfxT4rjq5In7ozR+OfA7X/UazQXXxq258ItNwDovv05Wi3bxD3HNyEQgk2EsKWL5roMEtXCjUEf14yeolCMskyGQyRHIULyulKOdXk7PSdHETLAgbnzdUTHb03lo5FeCXI7J7SJabM7iXIv6ByYMSkvoGl+zv4bevYV/chxXnD0506INhqUljLxzE6FMxoDI21hJ8gm1c1a5Lv5V++toe+X9ddvJgY7R8dUjx94PU+gYk8B9O9U7UEK5DA1ZJUK5vNZrGVE6NrQuTqoeOXYrSad1cRLxWqoPOLyotm6vX0cmXb+MqaQQw5JipgZd5FxLL6a8+S5DZ85n5PvzGPn+PDINDPlsxKtsDeiqPieohjPlqoLTNikRl6yq87i4iKVH9nPNxQ2JturncfWx91eONb7ewpVUU2M+OHEOkVRK+5gEOkXFctFbtYfX/S06MWb0QiYOm8vEYXPZ59GZK3atmNV3Oq65aaw78werO47mskPjrnmhVIZGeSVCmQyhVK54LZVxpZsbzgnZdLsYjUZ5JRM3XyPe1ZwkR8Wo+an+rZiw5Qb6haU4PMxh8NEIAgc+e1ral8KWun+XlXV+hGVZHltDvqdcoOyfvtZ1OGct2iqV3RzyPd+7jnxqnuSGTBgsS/PYdmtNHc4PbiOQCwRMSzyFcUURxSItQqoW7uVqNpx6qj6OZWku22/Ww2gxgjOW7XAqyuDj6AO4FKWTqWXMBuf+XDF/KslJhQAAIABJREFUykGsx7TCsjSX7ddW12W0HMkZq3ZoSCvYc/VrlrceT6jJs+Xira8uViW5bA/6rq6vfctRnLFux6jkIMYmXcGkXEKehh4H7Tux27Hh0f36nqKtSnLZcfXbugzPUQSZebIu5Hdsi7MpEWtx3MafjW4DkAkaft5ryEzEqFzCitvbcJekIZDLydAxZq9DF47aKx62/LNjmP3gEFaluVV5kl8l/Sl5kuszEzEql/B56FbcCtMQPmY4deWIg4Kx4/zX2JTmKf3Paz0+UWSKqLcu9TDKJKwM3YJbQRpC5GRom7DHuQtHHAOYGn2KadGnlfL+AgwauLLOdpRUzz4zKpOw8lYtjk4VxymAXqnhvBUZiEVpPuUiDR4Y2fNrq8HEGTZ8s63v2BuXSVgZvLmaka5jwl6Xrhx2qmsssev0V3zT9pV/zZP8pJmIcZmElTc2455fxdA1YY9rVw47B9AvOZQZ905gUiahSKxNcNXCvRztp6ebu7x//v+ULbXPnB/qvXGYFEv4+eAfuORmIhUISDC15KdOg7nm1JLPA7cz4n5w9TQzQKqBCWMmfVovo6Blw6YVq7btQbu8gnlTla14R9wMZf6h45gVSpBoa3PJswVfjx5KllHDqboaMhPxWp+K94/KIQF3P7QGgQDv9WlU6ipfJPtvK9JsBsyJx+pKAaJyOcXWGsSOt2Bi+bx6GSbFEn7d8wcu2ZlIhQLiTS35sftggpwVC3v9kuJYemoP9vk5xJla8k2fUYQ4uNa7LQCJe0W9n6/avBed8grmvlXX2GLK2atMO3MZ84JCcgz02dSrM38MaHjqvNX6+m2pJ2ZcZGLWJaXPtlh0Z4tVD4Zn32R09k2MK4vIF+ly2MyffeYNd2SLHes/Xk3d1jVkJiKWSll87ADDw0MoE2twvHVbvh0wjHIN5cGns2u+YMmocU/Nk/w0MyuxVMqSI7U4bdryzcBhDLgXwbxTxzGTSJBoaXHF3YNvBw3j0VNSzpWb1X+9rNpadezfrHvsW6Sm8+3mPXimpJFiasJ3Iwdx0rfhmeZnMROZfvsk9oXZLOs2nqVXdzA09hal4pr9lq5nwusj5j91G0ZvJtf5bNLfQUzepLwocNPkADZP7YzvrYfMXH8Oq4wCRZ7kTweQYa0IwaydJ7lcS8zOqjzJp3r/8Ext9kvbSW5qNTvuqa5mxz0VOc2Oeyrpv8lxr7mT3PR6Wie5KfVCHPf+eFGOe/V3kptSDXWSm1INdZKbWi/Cce9F3X8a6iQ3pV6U4159neSm1rN2kl/qcItmNatZzWpWs5rVrGY16/+HXoqFe8U2zz/e74WNJr4IzosagXsRo4n/JQz4LxsV/y86Ls1DAU0vgezfyzRWLX/Lf/4Q4Jc9qrt/qSphu38v0xSa3Onqc2fsNGnaxb/1SRr3Yromup55/16okSrIfjE51m1PPv99pj2j6bKePE3xWU2Xwaixar59NKtZzWpWs5rVrGY1q1lP6KUYSW5In93chn9mDDrScrK1DdjWoheHXRQLeLQqy5kZcYQ+KbcRy2TEGNnwQc/31eIsu1HFqVRwtrZUcAY8DOGTW3urywmRoy2t4M2+s4k0Uc2+cdm1bbSvxdji2YvDroq69E26zdt3ArEoySdT14hf2wzmop3qadqWXdtG+4zoWozeHHZTMIbHXmfyg7OYlhYSbu7Clx3H8UincbmFHQqz2HJsDeccfFjeZTwAAxJCeO/2MYzLirhh7cGXAa9RoKWrPqMgi61H13DW0YflXcdjVlLAgut7aJWTjEVJAaNGLiJNv3FPnQ4FWWw7vIazTj4s6zaersn3mHLnLG556ZSLNLhk78Xa9sMp1lA9q8mTnO2HVnPWyYfPuk/APz2Gj2/sx6ooD6lASKiVK98FjCFLV/3j4lCQxY4Dqznj7MNnPSYofffZ5R2MiLnJqDELSTY0b2ALz8DIz2JnFWNpzwn4p8Xw6/FflRZnfNN5DEdadFCb8Ziza5+Cs6S3oi7GJRLmXztAt6T7yBFw2cGTJb3Vj/d0yM9i157VnHHxYUmfCUwLPc200DPV3wvlMjSlUvpNXk6eduNS2f2v6M99P+OTnohUqBiDydQzYuSkhZgXFbD03G68MpOwLCpg8JQlpBqqfu2OeHST/jnhOJdmct7YmzWOI6q/G5QdymuZVzGplHBXz4E1DsPJ0Xj6osv6pCGrZHbkQfxzYjGoLCZFx4wNbgO4YaZYUNczI5yp8WewKMsnU8uIDW4DuWLx7Cvma2vjrp/xSavZXxn6Rox4c6FSmZUntzPq7k2GvLmQJBPV88wGbI/D9+BDrKILCR9sx/4vFKPBogoZr34ajO29PExSS9iwoSsJHWraht7/eUDPP6Oo1KgZT7v6nTNJVnWPm11mLsv/PEq7qCTKxWJOdvLiyzcHIRWJ6BQRx6ebA3FKzyHXQJffR3VjZ//2KtfjsYaFhfLh6UBs8/LIMjDgk3GvE+ziypDbYcw+dRLr/HzSjI1ZM2gwp7xVd5BzScpi8W8n8IpNI9dQlzVT+3G2syc+kcnM3Hoer9g0pEIhwa2d+Gr6QB6Zqn6OAdg/yuGLzQfxi02kTCzmePs2rHhjGFKRCK+HqXz7117c0zKJsbHkkzfHcs9R9bR8L6Jf4JiYzez1Z/GIziDfSIdf3+nB5W6KBdVDjkYwfscNTHOKiWhjy7cfDyTbXL221C4zlxUbjuAbrTjHTnTy4ospg/GNSmLDV1uUyuqVlfPBvNc4GdC4rBovdSd5c8s+fOU3jgqRGMfCTH66+AtRxnZEmtjzaegeRHIZE/rPp0BTlxZ56k8DbGrZh1X+Co5TQSY/XVBwAh39CHSsmVoaknCTN++fJtLYTnVGqz6s6lDD+Pm8gpGjbcCy69v5pOtUrlm3pEvaA74M2syYoYvIVfGmXIdx7heiTOzQrSzj3YhjzOz9Hkn65swNPcjnQVt5v496DxWP9XHwfu6bOVS/d8lP59Obe/mo5zQiTexZcHMP84P3sbSr+p2Y+TeVGXIEXLNtyT/efdgQ+FOjfn8148Z+7pvXMPQrStnYph+hVq5oSitZeXkrs24d4etOjZuW/eT6Pu7V4sQbWfFhvxk80jVCQ1rJu2HHWXBtDx/1eUttxqfXlBmP1TYjDvvCpsnNvCCoLiNL15Ahr3/WJNuv5lyty1lz+m/uWjgw9PUllIo1cctJaxzj8j7uWdQwNvr2Y6Nvv+r37wSfxC89rrmDrKK+6jmG/d7K2QtkAgFXHD3Z4N+XzXvWq73tbLEB26y60b4wFk1ZZfXnbSSJvJl+jk/cJpGiacp7qSdZmLif+e6TVWaI5DKytIyY4zedTG0jArKj+OzOdt7qOBupUMiie7tZ6jORG6YeBGRHsuzOdsZ3mU+epnrnyao+Y9jXpv5sD74pcTjkNe7aLbTQ5sKMlrhfyURcprzAK9HXjKsT3Xj945v1/u+dgXbs+cq/+n1SZP0PNsv/PEq2oR5df/8Yw6JS/lq5ifEnb7J9QAd+/m4H307qz85+7WkTm8qm5X9zu4U9D5xVTw/aNSqST44fZdb4Sdx2cMCysBAAq/x81uzcxruT3+RCS096PbjPT1s30XPBYrL1n70TK5LKWL9qF7sH+TNjxQTa303kxy92Ms5xOoaSUvYM9OOKrxtSkZBFvx1n5frDvLd8vMr1APhi80EeGerR4YfFGBaXsmX1n0w6e42tvQP448dNbOzflc29OzP+/HX++HETvb76mAqxat22590vEEplfLH0IIeHt2X+t2NpG57Ml0sOMONXc8xyJLy98TLz1rxKsp0JM38+x9IvjzLnh9dUYjzWig1HyDbSo/Ov8zEsLuWfL/5hQuBNNg3uRNtNS6rLBdyN57dvt3KxbePzMr/U4RbxhtZUiGpOCDkC7IqycSzMpFvaPb7xfYU8LX1kAqHKI7tKHKMajlygiC21k9RtlAYn3uK4k79aMcFKjKq62BdlY1GST6GGNtdsPEEg4KptK0rEmthJHjUBA+wlj+iWeo9zDm2JN7KmUiTmL+9++GbFqcV4rH6JoRRqaBNs5V792cCEEC7beRFm6UaJhha/txlIr+QItd3K+ieEUqipzU3rGkaOjgF7PboqdZwbo/7xoUieYJx08eOanSdlYk0KtXQ50KITPlkJjeYUaupw07rmos3RMeBRrVFjmUDYqI7sgLgqxhMJ20UyKZ9c38+3AaPV3vaTjBvPISm8Eie2imNbw+mUHIlVUR5rOw5HoqlDpVBEpLn61/2AmFAKtZQZSpLLGRJ9i8Me6o94NatGOboG7PLpyl2rxl27V4w9CTJqSYFIeS1Lp4JoLhq1IlHbgkqhiK1W3fEpeohNWY7KjFKRJv+49iNDxwS5QMg1c0/StE3xKEzBvLQAiVhbMaosEHDd3JNSkQa2Japz/k0imZSFZ/ezqs+YRm3nXj9b7vexodhYOT2aVENI0CQ3HvqZIWtk5hz7zFyOd/GmXFODRyYGXGrnToukTIwkJRiUlHGwR1sQCIhwtyPO3hy35Cy1OHNOneTHvv0Jc3JCLhSSYWREhpER1vl5FGrrcMGzFQgEnG/lRbGmJo7ZqrWpLsmPsMwpZNOIAGQiITd8XAhr5cDw8+Fc9ncnsKsXRbpalGppsH1oB3zvJ6lVDwCHRzkc7eBDmYYGWUYGXGjTEo/UDDo9iEMslbGhfzfKNcT83b8rArmcLvdjVWY8736B48MczLOL2P2KHzKRkFBfR+5429H/9D06B8VxoYcHCc7mVGqI2DyxE23DU7BNVS8W3D4zl2OdWyvOMWMDLrZrQYukzDrlRl8I40SANyXajbdXf6k7yQAfhe7jzMFFbD/1HdnahgRZe+KV85B0XRPevh/I0SPL2HR6Db1SwhvF+ThkH2f3L2LHySqOjafS99ZFubTLiuO4k/o3zI9v7ePc3kXsPKFgXLX25IGJPYmGVnRLuYtQJqNHyh0qhGJijNVzO/o4eC/n9ixk5/FvFQybVgpzilqp/gRVL13z1bMF1a0oZUbESdb7jlD63DU/gxjjmry4KQbmVAhFOBSq3hnXqyhlRvhJ1vmN+PfCakqvvJR3bp9krf/TGb4ZccQZqe8MpVdeyjthJ1jXvq5NuJUkl7PbF3N56wIm3j3PZu9ejWKs7VCXMf7eRUKs3IgxbZyDll55Ke+GnOCHjnUZpqUSArct49CuL5l3/SDaFWWN4rx36wQ/BChz2mQmkmhkwecXtnN281I2H1iLX5rqNw0lRqe6dXksv/Q4zEoKOePi02CZZtWvWVePcv6Ppfy9Zz3tk2NeCFPwhEfaY5c951L1OmO1ZVJeiEPJIxL0LIkytOOhngVdsu4jlMvomnWPCqGYuEa4fs6+fJSL/1nKph3raZ9Us78m3brALXtXoiyaxv1OHbW8kM7Cbsf4cPRZOuyMb7DcP0M6MfTKHbTLyrHKLqBHWAyX2rUg21ifw13bMPZcKEKpjHaRSdhm5XPL01Hl3yKUyWidkoxpkYSz367i8pefs+zAPrQqKoiwdyDG0pK+9+4glMnofzeCcpGYBzaqGaMI6kmLK5DLcU+sex75331IjKP6Nssb+3Vl+PXbin2Wm0+viEgutPbAIzWDB/bWSgNyD+xt8EjJUIvzPPsFDe0vl/hHCOTKDsWPy7rEqzdA98+Qzgy7EqHYXzkF9AyN5mI7d6Uy2mXlDLp+l/09m2a17EsdbgGwxncMP7QbRevsRHwfxVIuFGNZko9bQTrnbdswcshSWmcn8t3VjcQbWJFoaKUWZ7XfGL73VXD8shSc2hqUGMxtcxfS9NSPf13t/wRDJEYmFHLcyZ8V17ehKa2kUihicedJlIrVewJa3X4s3/uNVjAyFYwg21asvLqZ/e6dSda3YNrdU8gQoF2pXk7Nd8JPcNi1I5l6xkqf61SWIXkibleioY2eGiPJ79w+wSG3uoym1Du3T3DI/emMjqlRDI0LZtrgWWpz3g07waEWAWTo1TUiydA3oc8bX2JYVsyo6GskGKl3/r4bWj/DqiiXMZFBTBw+V63t1tZ7ISc46BFAhr4yI8HIkjdGziPB2BIbSS4rLu5g3o1DrOr6qnqcWyc40LIux6oon84pUazoPo7lPV+nT3w4P5zayMhxC1UOh3gvuH5GbQ2LCua0qw8lGo1zqPxf07ouw4g1taJCJGZQVCjrj2xg3BsfkWykfhz8s+iGgTuLEvdx1MyPFC1TJqRfQgZoyRqXO1gkk7Lo7i5OWvuSVOW4GWjtx+J7O9GUVVIhELGi9RuUitRrs3/oPoxYMysqhGIGR4by04ENvDLpIypEIl4ND+K1ifUbkbwI3RloS/ArTkjMtLGPyOWNeTcYOiGCo93qxvne9HJm3OlbhEz+CrFMxr6e7TjVUTHYdKRbG7789SCL/zoBwPLpQ0k3Vz321VxSiKZUyuCIcF57dyaVIiG//fMXM8+cYs2gIez3a88P27eiVVlJhUjEzAmTKdFU7fqNtzcnx0iPN/cHsXlEAB0iEmh/N5EbrZ2VynkkZPDuzovMWqRe6ADA9ZauvHHxJnc/WI5YJmN3Vz9O+nkz6/BZCnSV76WFutrolao3+PA8+wUPHU3JNdHl9Z3B7H7FD9+wJNqGJxPWzoHrAS58tvIIh4b5kGxvzOTN15AJQKus8t83XI9utHLmtTPBhE1dhVgmY2/Pdpzq0EqpzKDr98g10OW6l7NajCf10o8kg2IaOtzcBcuSfEbHBVEm0qBCIOIfz75UCsWEWbgRYuFGx8yoJuFYlOQzJjZI6bvBD0M47tz4aVeZUEi4hQuWxfmMiQmiQ0YUH4Qf5YNe79Ljla94v/d7LAzeTYvclMYzSvIYE3OVYKsW/Nl6IF9d2cS+I1+QpmdCsYYWmWosEGuRm0KH9Gi2t6zryFQi1kLviRFEvYoyilRc8NYip4rh2bDrU2PVIieFjmnRbGvVMKN1ViIrL29lYY/JPDRUb7TAIyeFjmlRT+UAFGjpctStPavPbUQkUy0pvEe2grHVqy7joxsH+bPtAIo0G5dm0SM7hY6pUWz1rsvI1jUk3sQauUBIqoEZ6zoMo2+CejM7HtkpBKREsbV1XU6pWIMUfVMOtgygUigi0M2XdD1j2mYkqMZ4VMVo0/Ax0aqsoF/cbY54NG7x4f+iIqydKNbUpkIk5nCrDoTZONM94f5z54YZuLDZuidLE/aw+f6PZGgaUyLU4pGG+sYUArmMhfd2USkUsd5DMePklxPDjJjjzPV9mwG9Pmeu33Q+frAft0L11sVE2FTtL7GYQ94dCLV1pkf8fT49d4BfOw9AovX/zxI9y82QQksd5CIBSe1MCZrgyqBrd+uUE8hkbPhiM4EBrWi7ZTEdN36KYVEJ87ecwjUli7U/7OaTmWPw3r6Uod9/wNsHr9Drlur368eLgzd17UaWoSG5evps6N6TnpH36RIdxafHjzDhnffx/PIb3njnfb7au4tWqardSyvFImYvGkeP4GjOTf2BKQeucbKrFxnmNeeRQ1oO/1mxna/fHkiIt+oj4qDYZ5u+38AJP29a/fI5bdcvxaiohIW7j1OkrYlBifK9VL+klCJt9R/Yn1e/QCoWsXTFCDpdj2PvK78xbvctzvf0IMtcnxA/R/6e0oUVKw6zY/yfpFsbUayrSZYaC/cEMhl/rdrEyY5e+GxaQvs/F2BUVMonWwOVyo2+EMaBHu2aLFXuSz+SXFsimQy7omwu26i3ilhVzmO1eRSPeUk+5+xUXyXbIEOuYGjIKgmzcOGBqSJO776pA3dNHemQEU20ieoLBJUYMll1bPXeFl3Z20LhL+9QmMXUe6fVCiHwy4jFpiiHg4e+BBSjx0K5jH9OZBBk01JpAaWtJBtNWSVJBqqNIPlnxmIjyeHQAWWGy7EMpgxp/IgogH+GgnF43xOMoxlMHjoXj5wUVp/byMrO4+rE+KrESY/FpiiXI3u/UOJsPpLBpGHKI0QimQyzUgl6FWUqZQTxT4/FVpLLkd0Khm4Vw/VQBnaF2bTNiOfD4CPV5f86up7VAaM46frs+U4fM47uqmJUVDHyMpgwsu5IV31TcM+i9mkKzrEdypyt+zPY5dWVHg/r3qDVYhTmcmzbE4y9GUwYq6hLn/hwCrR0CbZ5Ngv3ZjUsOYLq0IfnrcPm7TlsrhjMsCvLZnzmZRK01ZwOl8uZf38fJuUSFradilSosG50l6QRYexClKEiHj7S0J77hvb458YSa9AEYRECAcjlBCRF45caz7yLNdfulh3r+abXKI618n/KBp6jBIJ6r21jSQm22flsGRRAhYaYPA0x+3r7MmfHWcLd7Yi3NeNy1bR4vJ055/086BEazXn/hu2c61OBri5pRkZPBNYo5JWawk0XVyLsFffSCAdHbjs40jU6ivu2qt1Lo5yteHPVlOr3mz/5i0N9FGFXNpl5/PHZFn4b150jvdUPxTIuKsEuJ59/+nahXENMuYaY3d3a8/H+QFa+NpTpJy8pwiGqOnueyels6tNZbd5jPY9+QZybhdJivB8/3E7gAEVWiQOj2nFglCL0wT4pl4lbrxHvovqs0uNzbPOggOr9taeXL/N2nOHbiQMBsHmUT8C9BJZOb7owzZe2k2xcKsE/K4arNq0oE2nQPjOafsmhLO8wnjBzVzJ0jZkUeZbNLfvglfsQv0dx/NxmmMockyrOlSpOh4xo+ieFsjygZrXqkMRbnLdro3YKMJNSCf6ZtRiZ0fR/GMqyTuORaOgw6cE5WuSmEG1ih0duCu0exbPPXbWLwaS0sIrhVVOPh6Es6zwBTWkF9oWPiDOyxqo4jwU3d7PLozuFmqqnZjvg3olTTjWxPhMeXMCmKIdv24/FpEzCn4E/0jYzjkhTO2aEn+S8ver7bb97JwJrMSbev4CNJIdvOo4FQFNagVCucDPQkFWiKa2gXKRR77YaZLToxCnnWvW4V8UIGItrbhrrzvzB6o6juezQuPQx+zw6EehSqy53z2MjyeXrTmPpnRhOnLE1Dw3NMSorZk7wIR6Y2qmcMm9fy7oMW0kuX3Uei0AuR1jrpnZy1wrm9n2LaBXjk/c/wZh0R1GPrzqPxT8thhQDM9L1jLEqyuPD4KNccFI9hSHAPs9OnHStxYk4j21hLqu6jkUmEDL3+mGGRd3kmLs/vRMjsCzO57aVs2qMVp046VaLEV7F6Da2+rNhUcEc8Wj/wox7/ltkUFZCm/REgu3ckAqFDIwOwz81jm97jAJAs7IC0eNrV1qJZmUF5WLVrl2hXIZILkOIHCEyNGSVSAVCRHIZtmU5JGpbYFFRwOykoxww74BErN5I7JzIgzgWZ/Fxu2lK7csDAzveSLyAW2EqsQa2uBem0iYvgUN29WeneJoMSqv2l71ifw2KDMMvOY5veo3ihKevUof0/G/L+XDkW0SqEZ8srJQhlMoRyhR/4jIpMpEAmViIqFxaHY8qqpAhLpNSqSkEgQDPc2kk+JtRaqCB3Z08Om2L48tXB9fZfq6hHkmWJowPvMmGEV3QLS1n9PkwHjhZcc/FBqe0HDpFxHGttQsOGbn0vhXFH6O6qlwPgD3tOzL56mUutmxJhVDEm5cvcs7Ti3AHR945f5ZWqSnct7XDKyWZ9gnxbOmsOscjIYMEWzOEcjmvHQvGPFfCgb5tscwuYMPSLewY3J7dgxv3oJJroMdDc1MmnrvG74O6o1dWztgrt7jvYMM1T1ekQiFvnr7C1l6deOPiDQCutlLtof1F9QtcY7NIcjBBKJMz8tBtzHKKODHQC43ySuxS8khwNsMys5CPfjjFvtF+SAxU70vlGurx0NKECYE3+HN4V3RLyxlzIYz7TjWd+lGXwgjxcOChddOZkby0nWQEMDo+iPlhexHK5aTrmrDOZySXbRU33wWdp7IgZDcTo86RrmvCSv/XeGhgqTJGLoDRsUHMD6nFaTuSS1UcTWkFfZJvs6iT6mmEqhnAmNggPrlVxdAzYW27kVyqyoW8wXsAq4I2Y1IqIU9Lj39a9eGGdUsVGQLGxATxSXAthq+CoV9ewopr27CTPKJYQ5ujLh34vfUgtepSJtakrFa8dIlYk3KhBnna+uRp6/NNh7GsCNqGUVkRN609+CJA9XitJxnFYk3KRBrVcaeXdtTkEN19+FsAAiasbnw9qhgfhhzBpLSIJUG7WBK0C4B0PRNeHzG/CeqiRblITJ62PhbF+cy+dRjTUgnFYi1uWbsxv9fURjNKxFqUVTHqU562HmUqdkxKxZpKcfLV9dDRxzM2hS8ubMWwrIQ8bV3OO7bm5/ZDVK5HfZySWhyAuQOmseDKXhZc3UeCsSXz+k9TOR753xgWRfl0SI3h61qd5mY9m8QyKR9cO45LbiZSgYAEE0vmDH2TRBNF23zzl0+ryx7a8jUAbT/8XiXG+IxLTMq4VP2+X+4dNlt1Z79FAAseHsC2PJdioSaBpm35x7qXWvWwKsllROoNyoVi9l75qvrz71uO4ox1O/5x6cvyO9swKZeQp6HHNudeBJupPuMklkn58MpxXHIykQoFxJtYMmfkmySY1n8vy9XRo0xD9djnnr9H0efXyOr37Y4kc/bdlpx735PZI85gkloCwNR3FWGGa473J89OlzbHUxj9WSiichkFVjpcetOd/e3rXxA18+PXWPT3CaYfvIxMKOSatzOrpg4ix0ifRe+PZMlfx7HNykOiq82h7m3Y3Uc9576f+vbHpKiI0999TZlYg2M+bfm5Tz/KNTRY338gP2/5B7NCCTn6evzSuy+XPVS7lwIMOxfB2FOhiKVSQrwcmfH5BCo0xIw5FYpDei7v7bzIezsvVpcP2LlArbq8M3Min20/zHvHzyMVCgnydOPz14dRIRYzY+Ykvvl7Hwv2nCDGxpIZMyepnP7tRfUL+p++x9BjdxBXyghvY8fH346lQlOMnqSUJV8ewzYtjxIdTY4P8mbjm13UYgB88NHrLPnnODOOg55yAAAgAElEQVQOXUYqFHLdy4Uvp9T85lEXb/PncPUevhqSQK7mtGhTquvY1c/9R/w32fk221K/fAxotqV+GRnAC1l5EfLbvP+pIee2s3547m229cWmT6lWnyrM1Dc7elZltWucEdGzatTUC8+dsTPyRdhSv5i85M221KrpRdlSJz16fgv2Hytm3NJnarP/Tyzca1azmtWsZjWrWc1qVrNepF6KcItii+ffV39xI3AvYEDpv2k08UWMv/037a//orrUs/bmueiFnGP/Y7I50/jcw/8m3d9znzsDIHqPaovH1NHK9/9+7gyAQtnzz4TRxyX6uTNuHvd97gwAPb+S584oTFI/u4oqyhylnmmXKnL/6MWMijsZi54/ZNyzFXspOsn/Jsf8LHbtXs1pFx+W9J0AwOt3LjEx/CJGpUU8NLLguy4jCbNxVZ+Rl8XuXas57erD4n4TQC7n7ZAzjL0XhEFZCZedWrGy56sUaao3bfbn/p/xyUhEKlD0PjL1jRg5QRFbOzjqFrOCjmFSWkSQgwfL+rxGgbbqJ+Of+37GJz0RqbCKoWfEyEkLMS8qYOm53XhlJmFZVMDgKUtINVQ/sH3DnrqcEVMW0j3+Hm/dPIN7dhrlYg0uuHjxXY+RFKuxzzbuVmZk6CsYHZKiWXh+P1aFeciEQm7ZubKq9xgy9dWbntm462d80p7gvLlQqczKk9sZdfcmQ95cSJKJ6ivl/9pRlzH8rYV0eBjDhl2/UKpREx/8Rd+xHGqtetqxv7b/TNtUZcaw6Yp6mBRLWHhmP93j7iNHwCXXVnw6XD2r8L+3PsExMGLojIXMuHqaGUGnq8sJ5TI0K6V0m7WCPF3Vpk7/3vozbVOeYLyjqMuE4EtMuXEB45IiEkwt+LrfKEIcVL/u/9miYFQ+PocNjBjy7kKQy3nn6mnGhQZhWFrCRbdWfDZkHEVaL2a6/P+6hucE0z8vAueyLC4YerHGTrGYunf+HWalnqguJ0COtrySmS5TidFRzexh8N479D4WiVNcNpf6ufPT4j7V37UJTmb695exyJAQ5WXJT4t7k2WtbEmsX1DKj+N3kOpgzOJfRjXIeRFtkMumRzjuy8UwspSU4caEfKvIzGASWkSrtRkY3ylBLoRHAfqEf2ZLmWVNW2F0p5g2X6ZhfLeESh0hUe9Zcnty/W6GLTen47b/EcaRxSQMM+PqN4oFYOZhhbRbm4zp3SLkQgEZAYbcXOJEiaUi7tnz7zQ8N2WglVtBpZ6IxCFmBL3rhkxc9ym6185IOh+JxTYmj+CBzvyzXBF7KqqQ8tbiKzjdz8YsrYjvf+1HVPtaGRTkckb/GErXgwoTlasj3LkpfnoKL4f8LHYeWM0ZZx+W9pyAf1oMvx7/tTpFHMA3ncdwpIV6KRydErOZ+9NpPKIyyDPW5ZfpPbnUTRFz3vvCA6b9cxWLR4VkWhjw+7TuXO6qejz63XmLld5rV1SwuXsXlo9TPidnHwtk7rFTTJg5nSueqj/Q2WXl8vnGw/hGP6RcLOZ4gDdfTB6CVCRCKJMxZ/cZXjkfgl5pGYlWZkxYOo1CvWd/2NKQVTIz+Ti+hfEYSEtI1TLhL5s+BBsqspm0K4xnZvJxLMrzidSzY7XjCDI1Vb9WNGSVzI46hF9uLAaVxaTomLHRpT83zFrSNyOMuZEHq8sKkKMtq+Bd//eJNmhclrD/E53kBZf3cdei5uJvnZHIrOvHeGvE+9w3t+fVe0F8H/g3/SYtRyZUbwhs4SVlxvDIYIZGBTN19EwKtHRZdXorCy7tZ2nfN9Sux1c9xrDfS3kFtFt2OkvP72HmsLe5b27PZ+d3sfjCXj4dqN5Cwa96jmG/tzJDJhBwxdGTDf592bxnvdq/X4nTawz7WitzDMpK+KNjP27ZuaEhrfx/7J1lYFRH+7ev1bi7CyQkIcFCcHct7tJSb6FQoAaFthSqTwuFUmoPTmmLS3F3S5AEiBIh7m6r74cNSZYkwC6Bl/9Tfp92zzmZK7PnzJx7Zu65b745uIk5Z/aypLd+SSW+7FmXEW/tyBsj3iDb1AKJQsGMCwdYcHw7M194Re+6fNlrJDuC6t+Z3jo1HrcC/VNFVzN6j2R7i7qMLFNz+rz56WOXD/BFn5Fsb1mXsXzXWm46utP3zYVUiKU0zUl/LM6SfnU5v3Xqw2+d+lR/n37mIMHJ8TobyFqMVtqMFqlJzD65j6mTpnPb0ZVx186zYvtaus1cpFe7X9J/JNvuYwyLCOWFiDAmTX2HIkNjvt29iQWHdzBv6MQGSnmu2soTm/GnbWeCS+MxUNUkDDhhEcgJi5qIJ30LwpmQfY44Q93DTeXZGrPtxTa0upyMtFZSArOCcj74+DCrPuxOaGcPJvz3CnM/OcJHv2mndJ7y80VSPDQ78R+mJ90HVThIiJluj/2ZYkQVNf+PpEhJ4jhrslaaoRYLaLEolTYfJnNhrWZAKM1T0OnlBCI+diZtgAVCuRrDjIaTQJTZS4l4yxmns4WIK1TVx6WFSmLG2ZPe1QKVSEC7z5PoOC+e46s1SUBSellxZ6QdcnMx0gIF3WfG0vOvKI5NrhuGtcDOiP2vBBFwIQ1ppXas97hWdhyb6MfrH56u83ddd8TS8mQySzYPBoGAWdOPMcrpAtv9Gt7g9dGFHdy21R4QZBubM2j8Jw3+zaNKpFTx5ae72D2kJXO+HkOr8BS++mQHr3hOpcJQwoKv9zN/0XAuhXjR4XI8ny/ey9iNr1FgpdvEVvOlX1R/NqqUETpvEfvbaIeUc8/OYeC1CDLN9Z+N/nzNXnLNTeiw6kPMyyrY8OU6Jh+5zPoBHXl36zHaxNxl9Oevk2ZriW9KFpUS3cxCoVpFtsSc95tOJUtqQbuiWD5O3M6bzd6gXCTlk4StLHMfwkVzX15MP8n8xB286/uyzvUQqVVkGVgwu9WrZBla0D43hoW3/+LVtjM55tCKYw41G0r7p19lctIJYk0fPyTjM++T3D/uGsVSIy671IzUnIvzuGPlQKSdGwgE7PUNxqqiFOvyEv0YsdcoNjDismsNo1vSbXb5aTJylUsMWNe6J/3uXMdQLnvsOtXWoJgwTnkGcNW5CeVSA35qP5De8REYyxpv6STP2IwtLTpzy6H+WYbG0n6/YM55+lMhkVJsaMz2wA60Tm84jak+yjUxI9u0Jti5SiDAvUC/FJcPk0ilZN7xnXzZa+TDL35G1SkhGseiAr7rMZQSAyMUIhFRDq5PFqpWM/RWGLuDGjcRh3NhHnG2Dtx20rT7PYFtsS4vxbpMv3Zfn3rG3mJ7q3ZkmFtRJjXgvx17MfB247f7/1WdM2/GBXNfikUPnonqUxDBMctAvTYhX+ruzeVuXhSba8/udziVQLKXFRd6NUFuIObvl9viEZeLS1KN24bvzQzc4/M5MUj3iAf31Jh9UHp/C9L7WiCz1DZMsrqbkzbIEoWZCKWRkPjJNlhfLas+32RNNlldzUgZZoXKQIjCVERJ04ZXO5L7W5Pc17oOJ627JXcH2iA3FaM0EhE92QH7q8XV50vcDZGbV/2NWo1aAPYp9be3673cudHDjVIL7YQXSomI4xP9udPKHpWorsnRYV88RycHUOBgQoG9MUcm+TM09kqDdekXX2UTPEb8+gfJ/W4uNrklbBkVjEok5Gprd24GuND/6G3ssksoMTXgUjtvEAi42L4JFYYSXNILH4s56Fo4uWamXG7ipXX88627+Hr4IORi/d0PXLPy2d8hEJlUQo6lGadb+uCTkol5STkvHbjA/NeHk2ZnBQIBMW4OyKS6RT6qFEnZ5NSdTANL1AIBlyx8yZBa4lOeTueCKJIM7ThjGYBcKGajYze8yzNxq9C9vVSIpGzw6k2mkRVqgZCLtn5kGFrhW1I3WUy/zKscdmychCLPtJFsIqvgrdCDLO04VOv4OXd/hGo1gZlJCFUqhkdfJsrGmRxjswZKejDj7SsH+b6TNkOgVmsFwBeowUCpwL1Qf4Ns5oV9nFy9kHXbV9A2VbO01CQvgxjbmtFOioUtcqEIjwL9fP5mnt/Hyd8Xsm7bCtqmxOn9vz4K59SvC1m/pWFOcOod4mx0nym6p1nn9nH6l4Vs+HsFbZNrGI5F+ZxbNZ/QlR/y4tWTrA3uqTcDYNbZfZxetZANf2lzpoSdIszVmxg94pLWYZzZx5mfFrJx8wpC7tYwbMpKOLXqEw7+toQPTuzCSKZf2lGAd0/v4+yPC9n0Rw2jZVoiidb2fLl/M+dWLODvDctoe/fxnovZJ/dxbvlCNm1cQUhS3bKCk+OxLS3mSDP9A+3PPrmPcz8sZNOGGsaZJv6I1GpapGra/cjwy0Q6uJBjonu7B5h9Yh/nly3kj1oMAerqmLFQ0+498p68D+6/RfayQgLLkjlq0XjJmQDcEvJIbGpT/b3SSEKmizluCRojWahU8frSs/w+u8sj+6k/rT7oYbK9UkpxLSPY+noZMksRXcfEMbDdLTq8loBR2uMP5OyvFFHQVHuA47k3h3GtrzCu/VWsoso4PbJxjVPnO4Wk+Nakh0/xtcI7P7Pea01kFbx59SDL2g2tc866ooTDmz9lz5YvmHNpN4Zy/frShh4Nr8Qcon0dSHKzofP5OIRKFV3OxSKTiLijR3KM2hp1OZQd7YK1jLpBV28gF4k42dz/AX/5cK0b0JEhFyIwrJThkFdE9+sxnG7pS7PkDJQiIQMu3eLim19zdPYyJh+++FgsAEt5Ca6VuSQZ2uFRkU28kUP1uUqRlHQDKzwqHr8/tZKV4FqWS6Kxg9Zx+4p8ggoSOeLQOH7tz7S7xdtXDlbP5tZWqcSAY15BrNmzEoEaig0MmTHwNb1GDdMvH2Snf13GOXc/Xrp+gsNNWlFkYMRL144DYKjQryNa3nEId6wdkIvEDIi9xop9qxk7bi7Gchkl96UMLjEwrJPe+ZEYnWoxYq6x4p/VjJ0wlxSLx2vA9+uHLlUcoZiBMdf4cc9qxkycS4plDadDUjQvRIYyadwsvRjLugzhjk0NY+We1YyepGFkmFvR+e0vMa8oZXTERRIaiCn6SJyutTjR11i5azWjp8xFLhIxJvwC4ybXzSanq5Z2r8WIusbKnasZ/eJc4m3sGTV1Lgk29jgX5vPFwT95/+RuPu/3iDsK6mOIxAyKusZP21cz6qW5OBQX0jkxmoUDxrJg4AT6xoTz4841DHxtvl6uEEt7DiHuHifyGqu2r2bktLkkW9Xc++E3r3CoWUvKpPqlUF3aYwhxtlWM29dYtW01I1+eS7KlDUeatWDjph817d7QiDfG6tfuv++pzfh562pGvDKXM038eeXiCQ74t6LI0IhXL2ravZG84aXs59JNfQojuGXsRqYefokPkmG5giJL7dnUMlMpRmWaPnvQtghiAuyJ97PDI/7hLlRPqw96mMyjymm2MotLv3hWHzPKkGN5q5xz670pamZI82/SafvuXfb/pf/AwzKqjBY/pXJylbbfa+JQWxKH2mKWWIH3rmyKrRvXP9+gXEG5ac3sZYWpBBNFpVa2uXt66+pBdvvWfV8nWtgzYdgcEi3tcSrJZ9Hpv5hzeQ9fdtbd1S/JzZoCS2MmbLnCllHBtLmeTKvwZK61dEclEnKob3MWfrUPqUyBQiLik4VDqTDSPXb1PTnn5dM+Np4PJtb0+8aVlby/9yBTpr+md7n3dDnAk/EnQrnx8hLEKhXbu7XmcFt/hp4Px7ysAq/0HLqvmItnei4bv1hDgqMt51o01YslUiv5KGkXR6xbkmxoi5FKRqFYO8RiqcgAI+XjDehEKiXzbm/hsGNrkk209wn1y7hGhIUnGUaNk1DkmZ1J9s1JpX1qDJuCutU5NyLqEsOiLzN6zAe0e+0bFvScxIqDq7Er1W3Jo1lOKu1TYtjUoi5jl387DjZtzX/3rGL73/8h1EXz0GSa6pbX/J4iHD0okxoiF4nZ6xfCdSdPuiZFUiaRYnKfa4WJrJJSie4GhhbDv4qRGKnX//tIHLGYPQEhXHfW5rRIT+TrQ5uYO+jF6iQCOjOctBnXnD3pdl9digxN2B0Qwoq9axCplA2UpAOneRUnIZIPT+zil479KDF4/N3iWozAEK65eNI1PpJcE3PibR1RC4SkWtqwtNsQ+sWE68dw9qDMQMPYHRjCNVcNo0IiIcXCmh0tOqAQiTjg35oMM0tapybqxQmvzQkK4aqLJ93u1NwXA7mM/lE32B3UVq/yAcJdajFa1DBG37jIyBuXeOHVD2j54bd8OHQiq7b+F7ti3Zc66zBcPekWF8n2lu3YF9CaDX/8xN7fv+Wyh6bdZ5jr1+6fq656F97kiGXjziIDVBiJMS7VfvkalcopN5ZilVPK4G032fx6u0cu72n1QQ+SSWIlHV9JIGKBM7khNT6vSkMhaf0sKGhhjMpASNQ7DthcLUNSrHhAaQ3LLKmC3q9GceVjD7JC6vd/LfY0pLCpMRO+uawXoyFVGokxKqkZhBqWyikVG9QxkH1zU2mXFsMfzeu+r3ONzUmw0vSlaWY2LA8ZQu9E/fpSpVjE/EXD6Xgpnl1jf2bctlBOdG9Gtp0pwVeTePP3U8z6bhy9D8xh5vfj+HDpYZrGZenFAhh5OYzQJl6k2NYYdbP3HWZnuzZax/SRQKVi3VfrORQSQNC6Twj+bT7mpeV8uPkQlVVuFT+O7EmlVEK0hyP7Oragx/UY/VhqNR8k7UIuEPGTqybBR7lQirFSe8LPWFlJuUj/QYVArWJe5FYUQhErfOquKPTNvM5hx8aLjvLMziS3TbuDc3E+B/5YAoCxvBKhWoX39kxuOHhy2qM5dy01I4jz7n7kGJvTMjORo94tH52RqmEc3HgfY2smE8bM4ed2A/i5neZmd0yOJtPEgiyTxnlZqhEgUKu5Y+2Ib05NgG6XwlykSgVJlrpHUaiXwZNPFlOb45eVwoq9a/i0z3guuTdmaCWBZmbhPolVKmzKSjCRVegVEaQuRsNpnxxLm7QE5pz+p/rUpr9W8E2P4ez3f7x0pA3dF7Wg8e7XPUaMnRM94m41Spn16r7/uW9MBIWGxlx2128mokGGWk2zzDRO+DQnyUYz8DrbxJ8cU3NapyZy2O/R2319uvd7qQVCVnYbwMpumnbfKT6aDDMLMs2eG8mNoYCyFGzkJZw1098nuCEle1nT82BNVjmDcjmOqUUke1nhczsLq9wylk/+GwBppRJppYLVL6ynx+TFj7jx8yn1QVUySpXR+cV4oqc7kDxCe+a0qJmhtl/Avc96dB8mqZX0eSmS8OkuJAx/8HtHoFRjl1L8wGt0VVoTC1xj80kM1KxGucbkE2/lUOe64Iw7OJfks2/Lfe/rgkwmDau74id4jERp8d52zFw6vvr7qlmbOdi3OT53srjRwpXoZho3wqhmTtz2c6LttSTimuo3ITTyUhg/99N21+kcHYtjQSFTTp8HwLqklJ/WbOKXvj35pe+ju/ZYlpTjnFvIhv4dkEnEyCRitndvw5wtR/mzj2bPSKMkwVKrmZO8FytFKQu8J6AUaHyokwzt6Jt/o/oyA6UMp8p8kgz1tG/Uat6L3omVvIR5QS+iFGr7ajcvTMKmsojTdoENFKC7ntmZ5B3+HRg6YR7jR89h/Og5bAvoyFn3AKYPep3bdm50vXsbl6JcjUGTEo17YTZxVrr5v24P6MCQSfMYN3YO48bOYWvzjpzxCODtIa9jXlGGa2EOqNV452Uw99wefmvbF7VA95/MrLKcTnejkCrkiFRKBkWHEZwWzzl3P/b7BtM98Rat0+Ixklcy/fIBjnkH6Rw2zayynE5J9TMApAo5UqVmlkGiVCBV6Ld8XIcTFUZwajznPfxompPOz7t+46seIzjl3Vyv8gHMKsrplFjDGBwVRpsqRu+4cDzzshCoVViVlfD+6d3ctnPR6+VUhxMZRpuUeM57+jF02jxGTXmP0VPmMnrKXADeGfYKx5rqNgNmVlFOp4RajNthBKfEc87Tj5C7cTgW5YNajWNRPrNP/8PxJro3brOKcjrXZtyqYRzzCcK8opxhN68gVKnoF30Dh5JCrrl46seJr+EMuRVGcHI8Z738qq8ZFnGF3YFt9d4wUYdxs4rh7cdNJ3e6x0Ximq9p9x0TovHIyybWTrd2Xx+jbRXDorwUt3xNu2+SncFHR3ezqks/vdr9v1FCtQqJSoFQrUbIvc810RT6FERw1rwZ5SL9XHEAhAoVkkoFQpUaoUqt+axQcambF27x+XQ4GY+kUsHYtWEkNbEm1cOKqx3ceXPrJOauHcPctWP465W2JPjYMnftmHoN5KfVBwkUaoSVKgRKNQJl1WeFJlJFl8nxxE+2IXGiTZ2/SxptjdPhIixulyOQq2m2MouctsY1m+wekWOUIaPv1EiiJzkQO6GuYdp0SxaGuZp3hUVcGYG/phEVUn97EypUiCuVCFUahrhSiVChufdimRJxVcQLUdV19wYcFwd50/uPSCyzyrDILqPPH5HsrSd0285mHRg2eh4Th81h4rA5bPfryFm3AKb3e53g9DgcSzR9qUNJPu+E7uOUh/6Gknd8NlKZAoMKOeO3XsEmr4QD/ZoT6etIi4jU6pljn7hMWkSkcMdLP6OvTXwijoWF7G+tvX9j4jtv0P/juQyaN5tB82aTaWHO/PGj2NBNt5TO+eYm3LW3YtKRS4iUSsxKyxl5+hqRHo7cdbDhsp8H03edRCpX0CQ1i8EXIzjRRvcB7MyU/bhV5PCJ13hkwhrXmfOWzfAsz6ZLQSQSlYLJmadJMHIg2VA/F9B3Y3bjXprNx4FTkInqbjDsl3GVM3bNKRfr37/cr2d2JrlCIqWiVo76MokBlSIx+Uam7PVti2tRLr/vXYV5ZTmZJhZ80XU0ifWMPnVhlEsMkFUx3AuyWbF/NQ6lBeQbmrK5RVe2B3TUqy5ilZLplw7glZ+FUiAg0cqedwdNq3ZFWNJjNF8d2YRlRRkXXX34pPf4h5TYAOPifYzBNYwrP39Yfe2eTV8D0PKdpbpzlEpmnK/FsbZn1pBpJFrZ8/nhP7EqL2XR0b9ZdFQzY5NmZsXIKR8+pNS6dXnnwgG88jSMBGt73h06jURrezrdjea903uwLiuhTGrAFdcmvDt0ms71qOacq+IIBSRY2fPuMA2nPuUbmVAp0W2ZSKxSMvNsLYa1PbOGaxjd4m/z9f5NmFeUU2hkwrGmgSzvOkivesw8cwCv3BrGzBHTSKyacZ0x8hUWHtnGgiPbibe2Z8aIV/TyRxarlMw8fQDve/fFxp53RtZw7IsLaJ8Ux+L+o3QuW4tx6j7GKA0j0doOt4Ic1m/+CfOKcjLMLPhswBgSbHRr92KlklmnDuCdW4sxWsPwzM1i1dbVOBYVkG9syoaQrmxtrV+7/zdqYvY5Juecrf7eu/AWm2y7sMm+KxKVgm5FkSxxfbxoMWPWhzFubVj19x6HYvl7WjB/vxLCf5b049VlZ5n1+TFiA+z5fpEmLKFCKqKgVvrpMlMpSrFQ61htPa0+qNlPmfj9WLNU77a7gKh37FELBJgky/D7MUvr/D/hGsMvp6Mpt+c60uG1BETlavKCjQlb6t4gJ2hVKi1X1kQB8N6Ty40ZLiAAs+RKWqxMpUWt839d1xipdleLabUsGUmZigprMUkDbNj1cv1L2YNWRzDk94jq7x0OJPDPa0H880ZLFo3ag016KQCzZmj8/D/eM5xcZ1POjPLBLrWEheM1q3bnhjVlu7hum6sQS6kQ17IJxJr3dYGRKX53Ully6g/MK8spMDTmpHsgP7XVvS+9p/5HbzHkQAQihYrwIBfmfD0GuVTMjZZurJvSkc8X78E6v5QCC2M2TWjPlbaeenFGXwrlYMsgSg21J8UKTLUHXCqhkEJjI8oMdDf+3p49kQUb9vHG3jMoBUIuNvfiiyma3+bdd8bx9a87CX3tS3ItTFg2pjfnA5voVL69rIDBuVeRCUT8davGpljuOpgT1kEs9hrN9JSDfJC0iyhjF77y0K/921fkMzT9CjKBmG3nv64+vqzZMI45tEKilNMj6yafBTZuuE6B+jGWJBpLrd9c+sT/iecZ93TX84x7uul5xj0d9T+UcS/yi9n/qrx+A5rPf+J99v9Uxr0Z6544A55Oxr1zRU8m9FptXVn1lDLuTXi8mPGPorvRug3i9ZXIRv/ISI+qpt88eQaAwvLJJ286dmL+I/XZz9cQn+u5nuu5nuu5nuu5nuu57tMz4W5Rbvc/NPv6PzUz+hQ2/f0Pzb4+jZnRp/J8wVN5xp7G86XhPBXMv0oJYx5/Y/HD5PB144aIa0jKxtvj06DCyxt2hWhMnR+t/16QR1XkvCd/X6xG5D1xBkDqdd1Sousji8Sn02l/NefPJ85Y7PvSE2cAuMx6cjkedNUzYSQ/SINuXWP66UM4FRWQY2LGvBcmEObuTYeEGD45uAOnwnzCXdyZN3QCaZb6h0sZdLOKU1hAjqmGE+7qznc7NhGYloxLYT5Tp77NZU/9d+0PunmNGadqGB8Nm4BCJGTWiYM0T0tGJRRy2bMpSwaMINtMvzSUgyKuMeNkLcaICRQYGfPtzs245Wlig95ydmXJwBHcsdc/0cfg8GvMOHG4hjNyPKGe3tXnZxw/xMwTh3nppTc430S/5czB4dd45/hhnAoKyDEz48NR40m3sOTkd19QKq3xTfu9ay9+6tVX/7rcuMY7xw7jXMX5YPR4Qr28MZTJmLd/LwMjriNRqoh0cmbiG9P1ZxytxRgzHueCfBbv3FZ9jVCtxkguZ9iMd7nlqnt2xCHXaxjZZmZ8MFZTj0E3rjPryCEcCwtJt7Tk+wEDOdJc/xBcQ65f450jh3HOr+KMG0+otzdjL13kzRPHsS0uJszTiw/HjiPLQreoEBHz5mt9N5TL2dSpE4tGjgCgU0wsi3bswLmggOvu7rw/fhxp1rq3+5sf1sPp3InPRo1AolCwfOMfBCWn4Jqfz/jpb3KpaQNEkzMAACAASURBVCNG6/gX6En3dQuu/UVwThyGShl5BmZsbtKdfe7t8CjO5OPrf+NSpjGyoi1cWN78BZLMdF/yXvfHT7RMS0JZtbEv08yCwa/P4/XzR3n9wtHq64RqFVKFki4zF+ns6x+yOYGWu1Owjy3m5kBn9nyhSa0rlKsY+eFVnG8VYplWzvo1HUgK0d7s5Hi7kP7f3MIpshCZkYizrzXlPPUbyUPzw+hbeBNPWTanzPz53mlw9TkDlZxXs0/QrTgKsVpJvIE977tP0qkeAK7Z+SzZuIs2cXepFIs5EBLIoolDUIpEfLV2B+2jE/DKzOX9l0exrav+EYK8knOY98tB/OMyyLcwZtm0Xpzo6If33WwWL9uDW3oBALebOvLt6/2Id9dvQPck+7l7+u/On2iRmYSyamNwlqkFwybNA2BgTBgzL+zHqqKUC26+fNprnM6bQz025OK6vQDTmErSh1gQ/h8XACyvleG7LAvzmxWoRZDX3oTbnzhSaa/ZDNd2WhLWoTUZHoVyNaVeUmhVL4ZPL26mbVYcRgoZuYZmbPLrwV7v9gD0Tr7BqzcPY1deSJaxBb8EDeS0i+4j0wHbbtJzfzTu8Xmc7dOUnxbURPkICk3h1e/PYZtZQmyAPSsX9CDHUZNkavqSE3Q5EodCUjNb8uKhR99D8EwbyZ3io5l77B/mjJxCuIs7dsVFAFiWlfDjtnUsGDyWE77NmXXyAEt3bmD8tHf149yp4ozS5gCEuXmxvn03fti2/vHqciea947+w+zR2gy/zHS2tOnAmbEvoRQK+WT/Dr7a/SevTn5DP8aRf5g9popRomGUSwyYOfYlUi2tEKrVTLp8lmXbNvLC2+/rV5e4aN47vI93x00h3MUN+xLtkEBueTn0vxVOpp6GPkDnuGjeP6Rh3HB1w75YwxBXxSINXrAEpUj/VJ3VnNhoPji4j1kTtDkAX+zcikilYsDsDykwNsY/vW76y0dmHNjHrInajFAvb/a0rnlZjAy9zIzjR7nlonva6M4xGsbMiVO44VbDcCgs5Pu/N/Pm1GmcauZHj6hIVv6xge4ffUyuqe6Z6jrHRPPBvn3MnKzNaXfnDu8dOMCkN98i0daWhbt38cPmTUx8S7dBRdBXX1Z/Nqqs5PJni9jfUrPz26qklJ/Xr+ejsWM4FhDAnIMH+XHjJkbNmqlzPQK/0eZc+WQR+1vV7DC/4u3Fmu7d+GndBp3L/rfrafR1m5r24JsWo5GLxLiXZLH8wq/EmjuTZmLDJ8GTyTCyQoiaEYkX+OzqZqZ1n61XXZb0G8n2lh20jv3WqQ+/depT/X36mYMEJ8frtRm22N6QM6/70OR8NuIK7TjLya2tuTTZm9Fzw+r8nVG+jElvXeLQ+wFE9nNCJFdjnlkOu+rn5IlN+dOmI8GlCRiotWMpz8o4iBAVr3u+SrHIEO9K/WL+Ltm4ixwzU0J+mI95WQWbvlvNlOMXWde3M5FuTvzTvgUfbTmoV9n3JFKq+GHJVrYObMObn08k+OZdVizewrjldmRbm/H+R6NIs7dAqFIzbl8YX/9nF2N/1D0hx5Pu52rrq24j2Rmg/Yw1yc1g4cltzBjyKpG2rnxycgsfn9rOh/2n6lR2hYOEuOl22J4pQVRRs3InKVRyd7wVOV1NUYkFNP8snRYfpHFlnQcAoWs9tMppPzGB3I4mkEa92uDfiy9DxiIXifEoyuKnkz8TY+lCnqEZn176kw86v8RFx2Z0So/iiwsbGTl4PvmGurWXfFtjtr3UhlaXUpBW1jzDZgXlvDf/CL981I3Qzh6M//0KcxYeZf7vI6qv2T2pJX/pECO9tp7phch3Th9iVde+3HD1RC0QkmVuSZa5Jf2iIoizc+RQQCtkYgkru/XHLzMNr5z6U1k+lHPqEKu61eXIRWI2dOjOVXdvVI8ZAuqdk/UzTvv4c7B5K0oNDKmQSNnUrgttkhP1Y5w4xKrufbnh5olaWMMoNjIi1cq6Ot6sUiDEPe8x0msfP8RPPftyw80DtVBIprkFmbWSLXz6z06+6z8E+WMYsTOPHWJlz75cd69iWFiQqedo/UGadfQQK3vV5XhlZ9E78hYLRowhz9QUlVDILRfdZ3cBZh05xMreD6/LyKuh7GwTrFf4tHePHOLH3n257qHNcCwsoNjQiFN+/iAQcNI/gDKpFPfch2ccq5dz+BA/9q3L6X37FvtbtCDW0RG5WMzKPn1pHx+Pe47+z9nA8HByTU254q1ZoegfEUGMgwMHWrZEJpGwvF8//NPS8M7UP5A/wMAbGs7lKo5cLGZt926EentVzyI+16PrafR1iWaOyEWaOR41AkCAS1kuJRIjMoxr+jqVQIBLqX7P+iNJrWborTB2B9UNWfYoiurjRHRvR8ottMNZqSRCLk3xJrmNdb2bwTtuiOdOJztuDnFFKRUhMxGT493woPecWTMumPlSLNLe2Ocqy6V9aRwrHAZQKDZGJRASZ6jfCqNbdj772gVRKZWQbWnGqUBffFM1bXNDn46cC2hKpeTx5uU8U3Kwyytm07B2qERCrrT05Lq/K0NORFBsakiag2VV7HZQiQS4penntvE0+7n6NCgmjFOeAVx1bkK51ICf2g+kd3wExvclHnuYMvubk9nPHLml9rs4u4cZGYMsUJiJUBkJSZpijdXVsnrLMEqRYX2ljNThDbvZJFjUbo+aNulamotdeSHFEkMuOvmBQMB5Z3/KxVJcSnT/vS718OZKNy+KLbQjfLQ/lUCKlxUXejVBbiBmyytt8YjLxTmpcTb+PrMzyUKViuZpyRz3ac6hn77AQKHgWLNAvu09lKbZGUTZO1dfWy414K6VLT7ZGSTY6rasVs3xbc6hH6s4foF822eozuG+HsQITEvmeLPmHF6hYRz1C+TbvnUZIUl3iLXTfWlQi7G8FqNfDePKV/MxlskQqtWs6DngMeqSwnG/5hxZ9qWG4x/IN/2HUimRMODmDWQiEad89c83L1SpCExN4Zhfc45+r2Ec8Q/km4E12XVO/mcJCASca+rLNwOGkG+i+yxONce/Ocf+U8UJCOTrQUNpmXyXVEsrZh09xLBroWSbmbOiT38OBbZ4eMH1MQKqGHIFR5prGJWSmhejc34eIQnxfDR6nN71OBrQnOPffon0HmPwUCJc3Yizt6f37Zuc8Augd+QtZCIxUU66++IJVSoCU6o4X3+JVFHFGaK5L/XlNvDNyOCurX4xMUeGhrKzbc2gwSczgyjnWu3ewIAkWxt8MzOId9A/LfCoK6HsCNFvcPJc2noafd09zY7YycDkMAxVcmLMnbloXxOve9/BTzFSavq6Nc30d8WafXIfc07uI8HajuXdBnHFQ9vtJjg5HtvSYo40061feFy5hOeT5WPGtMnnsE4uJTXIkv0f6+5C1aw8nSyxOZNzz9K76BZ5IhM22XbhnB7JXtb07czQS+Fc8PPGoqycHhExfD9S/9++Pgnq2cYgAJomZVd/PzP+O4zKNfd+1aTuOjOedj8388I+Zl3YR6KlHSs7DCLUpSlN8jK44eRZfU2KhS1yoQiPgmwi7fWbrHmQrK+UUexTf3g5l50F5IUYU+72YHvovbAdDE4MxVApJ9rShfOOflSKJCSZO9Al9Rbnnfzpkn4buVBMnKXzA8vSRW4J+SQ2rYklXmkkIdPFHLf4fNI8NEl4+u+4Tf8dt8lyNmPHlNZc6undUHF19MwaybalxUhVSvpH3WDy1HeQi4Ss2rKGt84exVhWSd59RlGJgSEmMt3Dk1RzIm8w+aUqzl9reOvMUX7opX+cxfoYA27fYNK0d1DcY5w+yg+9axjNMtN4+9Rh3h7/iu6MkmKkyirGy++gEApZ9eca3jp1lB/6aBgh877ESFbJiOuhpFpaPaTEB3P63wpn4qszNJzNa3n75BF+7dabOUf28/JLr+tVdp263AxnwmszUIiE/LxpLW+fOMKv3Xsz4q13iXRyxrK8jM/27OD7LX/w8jTdl2xrc8a/oeH8snEt048foVwqpVlmBocCW9B53qe0vpvE7+v/S5y9A3fsH/3FXs2IqMXYoGEs7V9z70dcDSPU05sU67qJAx6VMTAinHFvahi/rl/LjGNH+H7AIHa2acuyP//AQKFALhIxY9JUyqW6x9u0La7FebuKs3YtM44e4ZSfH8s3bWRzh44k2tnxzpHDqAQCjOSyhxdcj5zz82l/J56Pxo6tPmZSKSPPRNsnr9jQCJMK/cMS3eN8OH7swy9+rofqafR197QsaATLA4fRPD+J1rnxyIQ1r7PBAxZhqJAxICWMDCP9Npot7TmEOBsH5CIxgyKvsWr7akZOm0uyVY0xNPzmFQ41a0mZHu3pcWSeWYFTZCGbfutApo8ZfZZGMuqDqxxEt3TwtopivGQ5nDNrxqQm0/EvT+XzlG3cldqQbKCb0XfJz4sJpy5z661FiFUqtnZuw6E2ATqV8TAlutqQZ2HCSzsusmlYO0LCkwi+mcSVIM/qa7r+9R6GFTJeOBZOur3uq49Ps59b3nEId6w1z9iA2Gus2LeasePmYiyXUSLVnvUvMTDERN74IdjMoipo+mM2Yb/Wb3y77CgkbvrDn4XvgkeytPVwAnOTaJN9B5lIjEoo5IBHMIsubUaqVKAQivi44xSteNePK8NyOUWW2r9VmakUozJNEpz9YwJZ/05HykyktLycwpxPjmrioz9iXpZndi2xQqyZZdvUtivZZuYUGJuyrn13usVFUiY1wLRSe9nBtLKCUj06qmpOu1qcjhpOY+keY2MVI9/YlLUdutO9FsM9L5vf//iNLweMIMzj0Uc51YyqWcmN7asYJqas7dSd7rHa9SiXGvBn2458s2Mz1iW6pxe9x9nUoYs2JyaSmccPsbtVMClWuht69dalYxeyzasYnbvTIyaSMgMDbrq6oRSJyDU1Y9HQEXSNi8G0QrdlqNqcDbU4a7p0p0d0JBUSCTKRiJ969kEuFnPZuwmXvJvSJTb6IaXex6i69xs63ceI0r4vI66GsiNYtxdcHUbnGsbqrt3pHh1Jp9gYPjzwD5PeeBu/L75hwhtv89X2Lfin6e5fXf171eZ06073qEjO+/iyvF9/Vm1cz5kvlpBibU2pgQHpFvoZKCNCwwj18iLFpuZZKjWQ1mn3ZhUVlBrqb6CMvBJGqLc257n019Po62pLJRASYe2FXXkhw5Mu3ve/SNnt0Z6Pr2/BsrJE57LDnT0oMzBELhazOyiEqy6edLtTUw8DuYz+UTfYHaRfu30cyQ2ERPVyJC3QEqWBiNNv+eJ2PR9jpW5GlEwgRo6QzTadUAhERBi7c8PYnTZliTqVI1Cp2PDdGg4GB+L/6yJarlyARVk58x7TB/l+KcQiZn88mi5X4jg6dTlTdl3icJcAMm21XU0qDKVsHRjM4mV7sSoo1YnxNPu5CEcPyqSGyEVi9vqFcN3Jk65JkZRJpJjc51phIqukVNK4gzHjxEpCXk7i9kJH8kPqbgq0Ci3FIEdBxsBH21+kEgoJt/PCvqyQkXEXCMmMYXr4Pqb3eJNuo7/i7Z5vMS90Kz75+u3vqU8VRhKMSrUHKUalcsqNNfcxoZkdJRaGqMRCrnVy50y/prQ/lfDI5T+zM8lFRsakm1nWG/Iqzs6R4eFXqr8bySpxy8/VOT1tNcfcUp+U97ozGljNdS7IY+2GX1jVrR+7W+rX4epSD00UBRkOxYXk6bh5S8OxqPID1FbH+FgciwqYeLkq33xpCT/8vYHfu/Ti9269dGNYWDxSTvmaa3S/gw/iRDk2TmigIuMqxgPiw7VJTMC+qIiDQfot2T6IEZCWyhUvbyKqomVEuLlzw82dzrExRDq7NBoHYFPnLmzq3AUAz+xsph89Soyjfv6NI0ND+aWX9jMT6+DIyNDQ6u9GlZW45+YS46B/lJaRoaH83PvRn83nerCeRl9Xn0RqVb2+x0K1GkOlDLuKQgoMdHfJ0pJAgKBWP9M3JoJCQ2Muuz/9yCdZvuZa/da931ugYz+YYNA4ofwsS8txyStkfZ+OyCRiZBIxW7sE896OI3w1bmCjMO4p1suBV7+eUv19/fvr2NOrbt8pVKsxrJRjn1tMvuWjR4V4mv3c/VKj8aW/Y+2Ib07NLjmXwlykSgVJlo0XetEwVUa7qUnEzbAjbUT9Rr7L9gIy+pmhNNFtf9G99ihRKbhu50WUteb9E2ntxi1rd0IyY4m10u3905CSvazocSCm+rtBuRzH1CKSvetfLVdX7Vd4VD2zM8kAO1qGMPnKWaxLizEvL2Pq5dOc9AngSLMgfLIz6Bd5A6lCzttnDhPt4KSzP3KDnIsaDoBEoUCq0EzbS5RKzWc9shTuaBXClMs1jBcvaRj2RQWs3/Azm0M681db3fKy12G0DmHKpbNYl1QxLpzmpG8Ane5E45+eglClwqSigo8O7abIyJg7ev5e29u00+K8dOE0J5oF8OK0Nxk8432GvT2HYW/PIcvMnE9eGMMf7Tvrx7hQqy7nNYyWyUl4ZWchUKmwLCtl4T87uejVhBJD/TJNbQtux9Tztepy7jTH/QK44tWEdAtL3jx5HJFSSZvEBNrF3+GMj+6+etuC2zH1Xl3Kqhj+NcuQI6+GcigwiFID/bMMbWurqYdNFWPa2dOc8Asg3M2dtgnx1TPHAakptE1MIMpJP5+wbSHtmHruPo5/AFK5HN+MdFCrccrP54ttW1nXtStFxvWn/X2Q2iQk4lBUWB3V4p4OBwXSLCODAeHhSOVyZh45QpSTk97+yG0SEnEorMsBkCoUSOXyqs9KzednIDvp/wU96b7OsrKEXqnXMVJUIlSrCMmKpnfada7aNqFtdgw+hakI1SqM5RVMv/0PxRIjkkx1e0bMKsrpHB+FVCFHpFIy5FYYwcnxnPWq8XseFnGF3YFtH8uXXaBQIapUIlCpEarUms8KFQAimRJRpSbihUiuOXfvGbw+3A2/Yxk4RBUilKvo9kssd9tYUyqqvw8RqlVIVAqEqBGi1nxWq4gwdiNbYs743AsI1SoCylJoUZZMmLGXTvXINzPhrp0Vk49fRKRUYl5azqhzV4l00xiPEoUCA5kcgVqTFt5AJkegUun1m/kkZCKVKTCskDN1x0Vs80rY06cFHa7F0+xOBkKlCpOySub+9whFpoYkuOnuK/w0+jmzynI63a15xgZFhxGcFs85dz/2+wbTPfEWrdPiMZJXMv3yAY55B1Em1e0dIVCoEVaqEKjQPGOVKgQKNQYZctpPTiRpsjV3J9YfQlNYocLpQBGpox48S25VUUKfu9cxklciVKlonxFN37vXCLNvQqS1Gy2zE6pnjn3zU2mVk0CcpR57YhQqJJUKhEpNW5FUKhAqVFzu5oVbfD7tT8QjqVQwZm0YSU2sq/2RO5yIx7BMjkClpuWlZLodiiW0i+cjc5+JtNR+C5fV+0+IlUrmH97JkJtXqRRLOBjQkv/0HopMLKFjfAwLD+3AuTCPcGcP5r0wgdQHxUl+wHBArFQy/9BOhkRUcZq35D99NJxjyxfjUqi9S7L3zAUNshqaQRErlXx8sIZxoHlL/tN3KK+dPc7MU4covW9TS5v5X9df0APqIlYq+fhAXUavmFvMOn4Qh6ICKsUSIlzc+L7PEKIdH2woNZTsQaxU8vH+XQwNr+IEtuTbfkOQSbR3aB//fgkLho99YJzkhhI9iJVKFvxTixHUkm/6D6Hf7QjmHDmATUkJJQYGnGvqy7cDhpDzgHBzD0omIVYqWbh3F0NvaDj7g1ryzUBNXXwyM/hy+xaaZaSTZmXF9/0eEl/4Afd+4d5dDL1exWhRw5DK5Vz84jOmT36RC00fHk/6Qc/Xwj27eKEW4+tBGsaU82eZdvY0NsUl5JmasKljZ1Z36/Fg0APuy8Ldu3jhWhWnZUu+HjwEA4WCv1b9hHtuLqUGBmwLCWHpgIGoHhAdoqHna8nWbRjJZcydOLHOuc4xMXy2Yycu+flc93Dn/fHjSX1InOSG7v8XW7ZhJJMxZ3JdzpnPv8A1X7vdd1k4v0FWwrtz/1W7/pp9Vn+fDY3X1zmEyes9blFZwuKwTTQpSkeImkwjK7Z5duIfj/b0SAvnlejD2FUUIhNJiLJw5Rf/gcSbN/xSzgmU1DlmVVbCL1t+xzsvC6VAQIKNPSu6DuSCl2aQbF9cwNFVSxjy+ofctXr47N74ScfrPd59VTTdf47VOnbqLR9Ovd2Mmf2PYZlWrnVu+cFeFLpoDLLgvxPp+lssknIVyW2s2L8giIMz6p+dn5xzlsm557SObbLpzCbbLnhUZvNuxkG8KrPJlJiz3rYb580a7osaSiYSkJTGJ5v/ISA5HaVQyAU/bxZOHUauuSl/ffUbHaO1l7jHffgaF/3rd7exsmnYPWb2mmOMOHwdsVLJ1QA3vnmjP8nO1vQ9G8nbm07hkFtEhVTCbR8nlr/Yk1ivhieDiqPqb8+N2c+ZNpBMxKq8hJX//I5XvuYZS7Sy56f2A7nopnnGBsaEMevCPiwryrjo6sMnvcc/ME7yV3NW1znmszwLnxXZWsdiZ9qhFoDv8mwUxtr/9+GImg33TnsK8ftPJidO+1QPBBfPe6kOw7KihC8vbKRpQRpCtZoMEyu2NO3CniaaOMmjY88xLvYMVhUlFBiYsL1pJ/5s9uANlfUlExm7OpSxa7TDIW55OZgtr7Ql6EoKry49h21GMXHN7Vn5cU+ynTSr5Ivf2o37nTwEajVZzmbsnNKac32asq3TL4/UZz/TRnKj6nnGPZ31POOejnqecU8n/S9l3HtuJDe+GjKSG1v1GcmNrYaM5MbW/0zGvQcYyY2phozkxlRDRnJjqz4jubFVn5H8JPQ0Mu49qpH8TLtbPNdzPddzPddzPddzPddz/f/QM7Fxr9JWP98kXfTUZhOfxuzY/9BM8tOYfa03uOaT0NO4L09p9vVpcJ5aWOKn9Zv9i2TTKeOJM16aePaJMwD+mtC4sXzr07r7svY9KXnpHy78keX/hX4JOnSR2+Yn/3wBfNbqyc++Pp31EJjy9pwnzkjv+3Q67cq1D3c9fGz9Xw8B91zP9VzP9VzP9VzP9VzP9f9Lz8RMckO6+cF8re+GcjmbunTis1EjaJWYxNz9BwlMSUEpEHKpaRM+GzmcbItHi+d3T7feq8vY2LUTn40eQdP0DJZu+guPHE1ooQg3Vz4bNYw4J93Cvdya83H9jLHDtY7P2n+Y2fuPMGnGa5zz030kdWv2fRyZnI3dOvHZuOG45uZxduFXlBrUbJr5pW8Pfhyk2yzK7VkL6jK6d+TT8cOrvstYsG0fg8NuIFaqiHR1Yux7b+nGmNkAY8Jwhl+6ypd/7Kg+J1SpMZLLGTx/Jjc9XHXjvLOwLqdHRz6dMAyAwaE3mLPnCI75haRbW/Lt8AEcbq2bz9/t6fUwenbk04kaxvjTl3nrwEnsioq50tST96eNIctSt2cYwDUnjyUbd9PmThKVYjEH2gaxaMIQlCIRAXfT+HbtdpqmZxHnZM8H00Zx212/6Bau2fks2biLNnF3NZyQQBZN1HC+WruD9tEJeGXm8v7Lo9jWNVhvxuINGoZMImZ/20A+nzQE9+w85v91gDZxdxGpVIR7ufLZ5KHEO+keFsk1O5/F63bXMEIC+XzyYMzLKvh92UaapGcjUqmJc7bjiwmDCPP10Ksu/zZ53M3lvZVHaBabQYGFMStf68Hpzr70O36LD5Yfrr5OE55LwbSVU4n20a0/9d+Ujs+OLKxiyogfYsuZr30AsLteTJvld7G9VYpKCBntLLi4wItye02fF/jfVHx2ZWGaWkmFlYTIiY7cfLX+MFQSlYJ3kvfRujgBM0U5aQbWrHXuxRULH8QqJfMSt+NTloajrJD3fF4k3MxTvx8McMnOZ/GavbSOvYtMLOZA++YsnjoIpUhE/IQFlBlIqsOR/dMpiHmvj9CpfIlKway4PbQpuIOZopxUQxvWePblsrXmHWOglPFGwkF6ZN9EpFYSb+LI7Jav6VyPoQVX6Vt0E09ZDqdM/fjeUZM8xkFeyPrE3ygX1Ph+b7Vqx2Yb3SOc9NwSRad/7uASV8CVfp6s/awmcpLf5XQmfnsZ64xSEgJtWftpJ/KcNGH/LLPKmPTNJXyuZyEzFLPv5SBOjWr4HWuyrhTjLeVIohWUvWBIwTKNH7Y4RoHVuwWI72qijsiCJBQuMkfhqzGlbKbkIb1cM3cskKuRe4tJO1o3wobZulJMt5QjjVZQ+oIhOVUMSYwC2/sYeYvMkfvWmGvSCDnWnxUhvalAbSygYEbDG/oWXv2T4Jw4DJUy8gzM2NykO/94tNe65qXoI7wSc4R3O7xGmJ1Pg2XVp6dhQ9WWW2E2W3Z8xzHPFizoOQkAy/IS3r+4iy7JkagRcNbNjwU9J+vNqK1n2kgO/PbL6s9GlZVcWbiI/a004Zosysr4s1MHTvs1QyEUsmjbTv7z59+89KZujbv5d9qM0I9rGFkWFrz98lRSrK0QqtVMPXOOH9f/wcCP5urGWPpFLYaM0HmL2N9GO+yUe3YOA69FkGmuu4FUzVl2H+ejupwW332OUqRbzMPaCli+RIsR9sHn7AuuYXy9aTsilYren71HgYkxAclp9RXzYMaK+xjv1zB2tW/DrvZtqs+PPh/KzH1Huemue8zFgB8Xa3PeW8y+YE30Cof8Qn5Y/TevvT2Vk4HN6BURxapf/6DzVx+Ra/7o8VYDfrqPMWcx+9pqGO2j43l/50HGv/c6iQ62fPrnXn78bTPjPnhT57os2bibHHMTQpZ9jHlZBZu++y9Tjl/kj57t+f3HDazp25mNPTsy8eQlfv9xAz2+eg+5WPfmv2TjLnLMTAn5YX4VZzVTjl9kXd/ORLo58U/7Fnz0mAkEFm/YRa65Ke2Waxgb/7OaKccucq2JO0da+/Peq6MpNTRg5u5j/L58I72/1n2ZcfG63RrGj/M0jG/WMOXoJf7sGcIHvTIR7AAAIABJREFUr40iwcEGtUBAv7BIVi/dQPBP8x+r3fwbJFKq+OazHewa3IpZX42ldUQy336yg5dW2XK4V3MO96oZYA46HMG0zReIbqp7GMoyeynX33bF5UwB4soaVz2DQgXRYx043tUSlUhAx88T6DovjsOrNeEWBWo4/Y0Pec1MMLtbwYBXblHqVH9yBpFaRbbEgvd8XiJLakG7olg+TtjGG/5vkSsx46apOzvsO7AgfqvO///9WrxmLznmJrRf9aHmWfxyHZOPXGb9gI4ADP56BkmO+ie7EalVZBlYMLvFq2QZWNA+L4aFUX/xapt3yDS0Yk7sbkRqFdOCZ1EsMaJJSbpenDyxKX9adyS4LAEDlaLO+VFNZqISPN7idYGtMfteDqL5xXSkFTUM04IK3vrgFBsWdORGV1eG/3KdN+af4au1mhjNr3xylhQfK375pjtO8QW899YRMjzMYUj9HKWDiOKZphicqkRQoa51XEjer5YoXUWgApP1ZVhPLyDriMYIzt2ovRHQdkwuZZ3rf8aUDiIKZ5pieKoS4X2M7F8tUVQxzNaXYTe9gLQqhjBPhcOUfPI+NaN0kCECuRpxugrC6sWw0acnX7ccg1wkxr04ixUXfiHGwoUYS82kknNpLj3SI8gx0C1nwj09DRuqtj46v4PbttrZAb8/uo5bdm4MHr+ACrGUJnn6PcP16f+Mu8XAG+Hkmply2VsTMuZUgD/7W7WkxNCQCqmUDV07E5yQ+FiMQderGE00jCJjI1JsrDVB5NVqlAIhntk5j8e4do+hHYfy8627+Hr4IOTixnkRD7oWTq6pKZeb6hbvUifG1aq6VDG8M7LoE36beZNGkWdmikoo1Hl2t0GGT/31GH0hlO0dgh/bwXVQWIQWxym/kCJjQ04G+YFAwPEW/pQZSPHIrpuw4JEZodqMPjdus79tC2JdHJGLxawY2psOMQm4Z+nOcMvJY19ICyolErItzDgV1AzftEw6RMUjVqpY3bcLMomYdX07I1Cr6RR5R686uGXns69dEJVSCdmWZpwK9MU3NQuADX06ci6gKZWSxxt7u2Xn809tRpCGcaOJG1u6h1BoaoxCLGJ1/y40Sc/GskS3jFoAbjn5/NO+FqOFL76pmVRKJcQ72aEWCjVtXijAsrQcy5Lyhxf6L5dHci62uSX8NbItKpGQsFYeRDR3YcCxW3WuHXjkJgf6NNer3Sb1s+FuHxsqLbWjUqR0tyJxoC1yUzFKIxGRkx1xuFpUfT7iNRdym5uiFgso8jYiqbe11vnaqhBJ2ejcg0wDS9QCAZcsfMmQWuJTloZCKGKnfQdumbqjagTHetesfPZ3CEQmlZBjacaplj74pGQ+drn3VCGSssGjN5mGVqgFQi7a+JFhYIVvSRquZdl0zItiqc8wCqUmqARCYs30S/JwztSXC6Y+FAv1i1n/KLrWy53rPdwptdAOI9j6+F3SvC0J6+OBwkDEntdb4Bqbj2NiIQZlcvzCMtn3chBKsZAUX2vCernTeU/DERQqBhpSMcAQlZW2iaS2EKJ0E2ueWzUgBFFi3QEBgChZgfSynNKR9cc2LhtoSFk9DJWFEMV9DHEthvlvpZR3l1I6wggMBKhNhch9Gu5zE80ckYs05zXRkQS4lNW8Y2ZH7OIX/4HIhY8/Z/qkbah+d65RLDXisnPNbHeHlGgcSgv4od1QSqRGKIQiom0fz+6orWd6Jrm2Rl0JZUfbho2hdnfiiXXULzlGNeNyKDtC6jLCP1yAcaUMoVrN0kH9H5/RTpsx6OoN5CIRJ5v7Azsfq/xqzsVQdrSvW5dzC75ELRBw1s+HL0cOId/00TMR3a/RF8PY3r5NNaNVYjKp1lbM3nuYkZeukmVhzg9D+nKgzQNiCz+McSGM7R3a1HvfXXLzaRebwPsvjtW7/IY44Z6uxDna0+f6bY638KPPjUhkYhGRrvpn4ht9IYztHWsYAjVamX/ufW6WmsFde91mjtb06czQSze40Mwbi7JyekRE8/3wvvimZRLl6qj1+0W5OuGbmsmpIN0To6zp25mhl8K54HePE8P3Ixt349Pafp0ZejGci37eWJSW0yM8hqX1MNpHJ5BlYUaBHs/w2n6dNAx/Lw3jRjRLR9cwDsxfQZO0bKRKJX/2aEuuxWNma/s3qL79kWo13onaL0XHzEJa3Uzhy7mNm4ntfjlcKSLfp4EkD2o1jqHFRI1zgNsPL8tSXoJrZS5JRo2/M27dgI4MuRDBxQAvLEor6H49hmVj+1Sf/2vRfxGq1Vz1dWfJlIGk2tWfSexRZSUrwbU8l0Rje/yLU8g0sOTFpOP0zbpOrtSMDR69OGPb+KHkNiT8iloA14w8+a9dd4pEuifgaEjO8YWk+Nb8LjIjCdkupjjHF5Bvp+FoZVlTg8udAkC/NM9OzTMRlKpBBcVz6+8bjLdXIGsnQeGun5nlXotRUIthcE2O3E+M4/BcJIlKKltLyF3y4BXoOeE7GZgciqFKToy5MxftNUlxeqSFIxeKuOjgDxG79Po/a+tJ2lAmsgreCjvIm4PeZHj05erjQVlJJFnY8fmpP+mUEkWqmQ3L2g/lqlOTx6rLPf2fmEl2zs+nfVw829vVHyjdLy2NmYeP8NULDaydPAojT8P4f+ydd2AU1fe3n23JphfSID0kgRB670V6UwQF6YiIdAUUAQFpCoqAgogo0lGUKgqEIr0FklBCTUJ6IL1vtu++f2xICEmAXQKvP798/toye5+5szN3zpx77jm7WpRn1P9qMfW+WsS8t/px08O0WM4SRnRZhqVSySd/hbBgwBsmt1spp2UpJ9vKir6fTqHN4tn0nfkhVkol32389fkYUbHsblXKqJ6TR+37qRRYSGn+1RzmvfMGyzf/jv8D07wiFTEe1YCL4VwK8CXJ6flyXdbIKua0Lo2h1QmF7GnVmFW//Eb0hM9Ytf43Zg/rj9zc7AktPYVxtyzjRP3a9A67Tu2kB5ir1Hz41zF0AgEWKuPXQ4fW8iPwfjo3J87n0vQlXPdx53DjYKwUKvIty3oyCiylWCmUJvUjtLYvgSlp3By/gEtTlxZz6jz9h0boYjHjxrgFhE5dSqSvO4eblGW4ZeexcMt+Fg/u9XyMsQsJ/fArIn09yjB6fjmFej/NY8qEQYQF+jxPd/5nlODpSI69JUN3XkKk0dI8PI5GkUlIlWXP5x7HbnKtrgcP3F5cvl2HOzIa/ZDM5Rk+FX7faHUSAp2e6AFPN3pFei0z4/dwtFoDkqTGV297mkLr+BCQnM710Yu5MPFrIv3cOdLUUNRh0Lz3aL96Ol2Wf0iagw3rv96KSKs1mSXSaZl19w+OuDYkydIZZ2UefkVpyMTmDGwxg9U1+/Dp3d14FaVXVffIE1kw2XM4I3w/YLLnCCz0Kj5NPVBl7QNI5WrkVmVnFuTWZkhlGpRWEqIbONPnl0jESi1ed7JociIRM4Xpx/HBTVce3HIhb5EtqroVG8GWu+QUvW26Vz3xpiuJt1zIfowhfqDFepec7Pm2JF90RuMpwnlS7hPbWlH/Tbr3WsSE1uM5Vb0eKqEYC42SsXcOsbru6ybv46N60TbU+PAQ9tVqQZp12YdEV1kerVKiuFzDn25D57O1XgdWHt2AvaJqcm3/nzCS+18OJ8zPl+Rq5b1r3hmZbFy3noVv9uNyzYqr9zwvA0Bubs72Nq1YsXUH1QoKTGNcCiespi/Jjxh1Uw8cYW/zxmU+e171Dy3PKZKaE+ntiVYkItPWhs8H9qP97Sis5QqTGAMuRnDZ36eMgaqQiFGJRKzu1Rm1WExoYE0uBNak3a3oJ7T0BMaF8oxH1f9iuCHU4jlVUV/a3Ipm1u5DDJr+Af4/fMHATz7gqy27TYqxhuK+BPiQ5FzKOBfkz8rXu/Lj2q2c/3QJyU6OFErNeOBgZ1TbAp2OLSt+IaRxMEFrF9Jg1VzsZHJm7TyETGqGjbysQWwtVyCTGu9BEeh0bPlmAyFN6hK0bgENvp+DXZGcWc8Zg1yOsWwDIU3rUuenBTRcMwc7mbxMnLNjfiFbl21ga+eW7G/V0ETGRkKaBlNn/Xwa/mDox8wdZfuhNJOwv1UDxv99iqCEqotx+69KKxYx8/M3aX3pHn+/s4bBuy9zvH1t0p3Kxjr2PHaDQ13qvrD9sEmQ0+3921yc7UNa0/IetqBtD/Dfl8GRn4LQmT35FijQ6/k0fi8agYjvPU17IHti+zodm5ds5nCzOtTdNI/GP83GTibn018PA3A5yBe1WEyBlQULR/bGMyMH/5SMp7RaCUuvY9bdXWgEYlbV7AuAUiRBLRCxzasjGqGY6/a+XLX3pWlO1RVzUAjNiJa6oRMIyRVb8YNzZ5oUxWOpNe1BvUKGhQSprOzDmFSmRmFlMC7XL2qL0/1Cvu6zm6FLQwnt4UuOy/N5svWWQmTDLXD8KA9hZlmD2+ySCmGGDnlv48pIV8QoGG6B0yMMvVSArLsUVUMJeqmA3KnWSMPUWKmfHBKmEwiJrOaLsyKXfvEXGH33CEc8GvPAsmpsjxdpQwVmpdAiJYrtdduX+04hlpBi7ciftVqgEYo4UrMRqVb2NEiLN6Ub5fR/xEgOY3ez8k8n7tnZbPthHau7dWFvs+czlvpfCmNXJZ7qhxLq9VioVbjlVhzH9lRGaDi7WpTdzzZ3oxl18iyXZy3g8qwFVM/JZc2GbYw7esIkRgnnKcaj/uGUf4VzpM/AuBjO7pZlj9ed5whFqJRRiRe5aUw8rrn5HGxieihHCedCBLtblT1ewcn3CQ3wJdLHA71QyHUfT674etL2tmkGf/8LEWW8yA+15bXWdPxyBk1WzuNQ47qItTruuhsXNmQvk+Oencfmzq1RScTkWluxs21TOkXeJaqGK7WTH8AjU421k1OJMpJRhtOl1SOcJnS6ftfotp7G2PIoo10TOl0zMGxlcrYu28CxRkGseb2T6YysPLZ0LWbYWJZhPC6xRotXxovPDftf0D0/FyZ+M4Seu6Yw9cuB1HiQy61apeNCvZvJOGXJONHuxeRBtUpR0OPdW1yd4MG9fuW9xAG70qj/Uwohm4MpcnvKg6Jez7SE/dirZSz0G4hWUPULN+0L5dTIymNr95Yl5+KuDo3peDWq4l1CYFrad72ej6P34qAuZH7QYLRCQ19iLU3PMmCq9C8gOf59Pzs8o0vLyJvJ1TgnF3DfzzBbkV3dmtUrX2Pa0YEs2dQLqzwlccGmL4YskQ4Ecj2i1LK1Hix3yVH0NEdvVQUmVjFDXMxQBYkrrC/wrEdVrNfhXpRFk8wYBsSeY9+Rhew7shAXeS4Lw7cxJMY02+NF2lBNH9yjRmEOB3cs5sj2+QyPPMlr8dfZvncF0Y7VX2gl2n+9kdw4Lh7XvLyS1ZIP5Zqbx/Y169jarjW/tjE+lUwZRmw8bnl5HGxUltH2ThTBSSkIdTqs5Qrm7P2LPAtLYtyMj0urjDFk8gd0/2w6vWZNpdesqaTZ2TL7nQFsaW9anxrfi8ctN69cVouGcYn4paUj0OmwL5Qx/48/uRBQkwIL46eDmhQzDjxmoIYG+HHf0Z6JIScQabU0jYmnZdQ9Tgcbf0OsjPFQAy6EcahxPWTS53tSL+E0LXu8rnl70jw6rsRzHJyYQvOYeG67G/8g0CQmHrec8gxztZrAlFTQ66mRlcOSLXvY0KUt+VbGeThybKxIdHJk2ImLiLRabIvkDDgXzm3P6lys7YdWKOTdY+cwU2sY+c95AM4HGR+vlWNjRaKzA8OOF3Nkcgaci+C2p+FGK9FoMFepEehBrNUaXuuMKxRUIeNsBLe93LCWK9iybANhAd58NbCH0ftfjvFP6GOM6jSKSaTp3fiSvoz7+xRO+YVcqen59IZfiZqx6ZipNJgr1AzeeYlq2TIOdi31Gvc6eoOTbQMpsjQtFhRAoNEjUuoQ6PQItBhea/RYpinpOfImt4e4cXdweePPb38GTVYmErKxDgWeTx83piQdwEuRwbyag1EJy07lS3QaJMUZHCR6reG13njrNcfWikQXB4YeNZyLNjI5/U9f4Y63GwFJaQTFP0Co02GpUPLZ1kOkOdoS4258ysOPYvbjVZTBZ8HDUIlK+3Ldzod0czuGJJ1GqNcSnJdAg7w4LjsYlwYMQKjXIdFpEKJHiN7wWq+jluI+HqpsBHo9Nlo54zP+4ZqFJ0Ui488BoUaHWKlFoNUj0OkRK7UINTqudPKixr1cGh9PQKzU0nd9JCkBDqT6GGbl3OLyMJepEam1tDgYS52LDzg69AlhYho9KPQIdCDQAQo9aPSYn1YiuaEGrR5BgQ67hQXo7ISo/R8JuZDrsTigQPa0UAuN3pA5Q4fBEC5mSE8rMXuE4fgYo3CgBZaHFZjdVINaj913hSiaSSiUlOfZKwvpnHIVC40SoV5H8/S7dE65SoSTPx+1GsvIjtMZ3X4qo9tPJVNqy7L6A9jrY7zt8aJtqD21W/L6wFkMfnMag9+cxq6gVpz1rMPEHmM54V0PW6WcPlGXEep0dI67hktRHtdcfYzuR0X61y/cG3ApjMP1yxtDgy6G4p2VxZSQo0wJOVry+aNp455Vb10KI6QChq1czoJde3HLzUMhkXDd25OR48eglEgqaekJjNAwQhqUZzy+6EgnFJJnaUGRuWk3kbdCwwhpWJ7jlZnFJ/sPUa2gkEKplDO1A5gyeohJjAEXwwlpVJ6hEYkYM34kX2/dxfjDJ0hxdGDaqHe4Z8JDxYALFTPAYFz2Dr/O+A+Gm7T/ZTjnwwlpVLdc+EFoLT++7duVtT9uwym/gGwba9b07MQZEwz+AefDCWlcnmGu1rDqp9/wzsiiUGrOzjZNWd6vm0n9+GDSMOb99hfjD51EKxRyoXZNFr7TB7VYzNhJw/lq0x5m7gohproLYycNNyn9Wwnn178Zf/BUMcePhUMMawG2LttAq7txADSNSeCrTXsZ9On7XAwyLgxq3GQDY9yBYkaQH4uG9KF7+E0axiUTmJLGW2cjSrbvumQq96sZF9867sOhzNt2gHF/P8IY2hv/++nM3/o3nhnZaEQi7nq4Mnr6SNIdTE/N+L+kHv/cpG/IdcQaHdfqevDhkoGozQznmplKw2un7zJ7br+ntPJkNVybRKPvk0ve++/P4MokD/QCAbZJShqtSaLRmqSS77deMVS7a/JtItJcDa+/db3ku3t9ndlB+UWhLspc+mSGoxKI+D3ym5LPv/Pqw3HH+vxy63vcVHkALInZBsDw4A9JMzc+znr81CHM3XKAD/46g1Yg5GKwL4uH9yIwKY1FG/7CLTuPInMzIgK9GPPJMDRGZkByUeTQN/UyKoGYXRe/Kvl8ZcDr/OPSkLl1hvJx9D7eSTpNurk9SwPfIsnSeEN8SPYFhmWfL3nfueAW2xxbk2zmyKjMv7HXFlEkNCPC0pulbqatH+q9IZLXfy79/1odimP/+/X5a2wDfvyqA4OXXeK9eeeIC3bipy/alWwXfOE+vTdGYqbQkFjLke9WdabQofIHJZtVhdiuLM2aY7lHQf5UK9SBEhzm5SJ6oEMvBXUDCZnbHEBa6sq0OKxAZyNA1frJ61fsVxVi/wjDeo+C3KlWqAIlVHuEoWwgIW2bA/pihqKNObkzbHAZmYNAoUfZzIyM7+1hccWcfvEXmH59D0L0pFo4sDr4dc66lV+YqRMIKZBYIBcbb3u8aBtKITZDIS49nnKxOSqRmFwLw4LGqd1GM/Pcbmae30O8vQvTuo4mV1o1i60FehOefqtavt8tf+E78aostfF6VZbaSL0qS22U/ktlqeOHzXpZvflXqPWRT1/4QR3j898pSx3zifGOFVPk+8OLZ0hS814446WVpXY7+vSNnlP/pbLUSV1fjvHheP3FD6cRP097Jsi/PtzilV7plV7plV7plV7plV7pZevfEW7hXHWrXCuT8CV54F6KY1RoXJynqXoZx+y/wgAQvASPtfAlecVFL+EcE72k/+Vl9OV/TX3dI184Y+HFvi+cAfDzrk0vnLG8UZunb1QFippXtekYK1LgFwkvnHFuT6MXzgB4ve2LX2twqMHGF84A2LBmxQtn9F0/44UzAHSS//8RDg/17zCSK5F7Rg6LNu6ncXQiKomYQ82DWTi8d5nysP1PR7B83W5mjunH752amc7Z8BeNohNRicUcahHMohG90IpExA6eQ5G5pGRF7t+t6zFr7JsmMRY+xlhczBDqdHy08x/eOhmBlUJJgms1hs4dTYGVcYvq3NNzWPDL3zSKTkIlFhPSsg6LR/akUVQSvyzZVmZbK6WKidMGcbiF8Unj3dNzmL/+AA2jDJzDLevwxbs90IpEtIyM5dOtR/BOzSbHxpKf+rXl965PXvFaGWPeTwdoGJWMSiLiSMs6fDnawOh0+S5Ttx/DPSOXKG9X5ox/nXuexsc9+yVlMOengwTHPiDH1pJlI7vyT0tDftKW12OZ89NBqmfkcT3Qg88mv8F9F9Pyuho4h6hzz8D5ZlRX/mlZG4lay9cr9hAccx/3jDxGLRrB5Xo+JjF8kzL4bF1ICWP5qC4cb1Wb+neTmbT9JHXuPUArFBJW15sl73cn09G0EqS+SZnM+jGEoJhUcuwsWfnua5xoVRu/xAwWrdyP5wNDvs5b/m58PbYbsV7Gxzb6JGYyc+3hEsZ3o1/jROuyhU/e//UM47afYfziwVxqZHxVSZ/ETGb8cITa0Wnk2Fmw+r1OnGxTi+ppufw56keKpKXT41vebsmGIS/HyPm/ria/JlBvXzLO0QXc6lWDA18YFvII1TremHEVt5v52N+Xs31DcxKbl2YXGDjuMp7hpdkJRGodb7pF0OOLjyrkeGTksGjLPhrHGO4NB5vWZeHQPnhlZDN7xyEaxyQi0um47uvB/GF9ia1u/HnouSWHGrvysI5SkdrXhpvLDIt27a7IqbkiE9sbCvQiATktLLjzuSsqF8PtVKDUUXthOs5HChFq9OQ2saCaTkaWsPKiNx1UsQxVXsFFJyNbaMFyi3bcFFdN5onIWbPLvJeq1Wxr3ZoF/Q33sdZR0SzYs4caublc9fLik3cGcd/R+LRge7PLGoNmaPnbPIi1VlV77WzavoYGKQlohYaJ8DQbO3p/MAuAoWFnGHnpFPZyGfGOzizt0o8IT+NTw76MMchiowzpTjniO2oUb1hQsNJwfxFFqbH9KA9RgmFhqKaehIKFtmgDi8ckpR6bz/MxD1GAWo+6mRkFS+zAtXxggN0mGbY75Zjd1VD4upS0FQaGWZQG16m5SBIMaeWU9SRkLLBFFWg4hx1XFOD4vQy9WanbL+Hwk7OB9LpxhYmnD1M9L5dMaxtmvT6Y6x5efLNnG3XvJ+Gel8OIERO45ONv9LF6VF65Gez84xuO+dXnsy5DQa9nTMQ/DLh1ARulnLPeQSzq8DYys+db1P9Q/2ojedHG/WTZWtF8zUxDTfslGxl+NJRNPQyrL21lcibsP8Vdj+ergrRow19k2lrR4odPDZwvNzHs6CU292gFQO+lk0hwe750MQs3/EWWrRUtixlbHmF8tPMfGkcl8tbCsdx3sicwOd2k0r4LfvmbLDsrWv34CbZFCjYv3szQI5fZ0rMlDbbMKdmuxc041n29ndMNjF/BDDB//QGybK1o89PH2MoUbFy0hSGHL/Nbt2asWbaDr4d35fcuTal37z5b5m/iWoAHd3yMG/Dn/XSAbDsr2q2fjq1MwYaFWxkScpnTjQJY9t1uxn42lGuBHrz353l+WPobvVZNKvPw9DSJtDq+X7KD37s3Zcz84TS7mcCaL39jwHIX8mws+O6rP5g3oS8nmtViyq/HWb58F4O/GmPsoUKk1bF6ye/80b0JY+YPo9nNBL7/YgdvrRjLfRd7IoI82dq3BSuW7TK67UcZq778g509mjB2wVCa3kxg9eLfGej1PraFCnZ1b8y5RjXRioTMXneIRav+Yvx84xdtirQ6vl28k509GzNu4RCa3Ehk1aI/GPSdMxmONnwycwD3XewQ6vQMOhDO0mX7GLj6faMZKxbtYnevRkxYPJgmNxJZuWAnQ1aPJtHdcA16PMihy9k7ZDiatjBDpNXxzcLd7OnViElfvEPjyESWz9/NcG9n1BLDjabzrqloRa+i0YxVgbM55z7wx+9cBmJlWQ9+cmMHLg/34c1pV8v97o8fyzo4howK5aBn5ekdF23ZR5atNc2/m20Ys5f9wvB/LnKlphdHGwXx8Zi3kEnNmfLnP/z83VY6LzU+XlPpIiZ2UjWqnZYhUpZ6tsR5WpIH25PVzhK9WEDtz9MInvGAK5sMXkmvTTnYXVFw8aAPGlshQbPSmCC/yCKrzhVyGqlTGK24zBLLTtwVOeOoLzJ6X5+kektKF7NbKJVcmr+Agw0MDy8OhTLWbt7MzIFv80+dOkwLCWH11m0M+HCK0Zw3Hd8teW2uV7MjZxtnzEyvXfAkLe7Wn90NW5b5rH5KAlNPHmDE0InccvNg0JXzrNq9kfZTFqATPvu1/DLGIACdqxDZFGvMTikNmS1KPheRt84enYcIdGCxqQi7CblkHzM86Fn+IkMcriLrqBN6GyG2M/KwnptHzk/lKzFqXEVkT7HG8pQS4SMMjauQBz/aoylm2G0uwm1SLolHSovlFPSVkvbdszmGWt+7y/R//mbagOFcd/fCuaA0xVu4py+bW7Tn212bjT5GFWnWmT3cdC6dAeh7N4zeUWGMenMS+eaWfHlsOzPP7GVu58FVwvtX3wU8M3I40LJeSU370w0CCEgprQQ0Y8dhNnVvRY6N6aWVATzSczjYsm4J51SDAAKSTasS96yM08UM20I5ow5dYPbYftx3dgCBgChPV1Rmxi/08EjP4WCrRxgNAwhIKl856c1TVwlpEYxcalr1OI/0HA61DjZwHGw409CfgKR07Arl2MiV/Nm+AQgERPq7E+vhRM1k45Pfe6TnlmP4J2XQ9moMYUHeRAR5oxWuAr4FAAAgAElEQVSJ+LlfG1yzC2h207gpQN/kTFxyCtj8ekt0IiGh9X25UtuT109do+vF28R4OnO4TTAqMzFr3ulIrfg0fJONrznvm5yJS3YFnJPXUUtEbH29JRF1vNAKTQ/UecjY8noLdCIhl+r7cjXIk74nr3O2iT9H2tRBZmmOwlzCb72b0eh20tMbrUA+yZk4Zxew7Y3m6ERCLjfw4WqQB31ORFJgLeW+qz0IBAgAnUiA533jcwv7JBkY2/uVMq7V8aD38Rsl28xYe5hV73ZCbeQq/4fyTsrCKauQX99shk4kJKyhD9fquNPzEcYrmaaorm5Ed3ZFbl92bNFJhFwe7ktyY0d0T/nb7FKK8IzIZk+byqfcPTNy+Lt5PZRmEjLsbThVL5DAlHSu1fTkjw7NyLO2RCMW8Uv3ttR8kIF9oazStipTeg8bMrrZoHYou8NZHa1J72WD1kaEzkJI0ggH7MNLCzlYJKnJam+JylmMzlxIWh8bvHU5jzdfouHKK/wqbcQdsQt6gYAsodUTvc7Po57Xr5Nlbc1lP4Px2j0ykihXVw41aIBKIuG7bt0Iun8fv7Tnq7jXThVHrtCCG1XkDX8W1cjLJsbJlVvVPUEgYH/dpjjKZTgWGVd57WWMQQDKXhaoekjRO5Q1w/R2QnSeYsPKZj0gAlG8puR7YZIWVQdz9M4ikApQvCFFHKWhIsl6SpF1l6J7jKGzE6J5jCGJr7iNZ9HkU4f5oX1Xrnn4oBcISbe1J93WHrVIzJaWHYjw8kMneH5zs3v0FQrMLbjkUerga59wi321DZX45BJzNjXqRLd7V5GqVc/Ng3+5kbyxeyv6XriOVKnCNTuPDteiOFXfcHAa3EuiXlwK2zs3f27Oph6t6HMhspiTT4erUZxuUJrqa8eC9YSOW8raFb/inlH5YGcKo1ZSKlqRkB6hN7k4binHpq5k2JGLJjE292pFn3OPMK5Ec7ph2akNqVJFj9Cb7O1gfKWyUk5Lep+7YeBk5dP+agxnGgaQZW/NX23qMeDEFYRaHQ3vJlEjI4/w2l5GM7b0bkGvYoZLVj7trkRzppE/AgxVsB5KoDe8D0g0blCvqIiKAAhIzMA/MZ27PqXFNuRSM5JcHfCv4IHjqZwKsscI0ONv5P4azdDr8U8o/3DS5GYiMSaEQBjarOAzKMM58843hPZfyqfrDvPLQOOnWSt8VNDrqVnM6HLmNmqxiHPNTJ+yq/g/gZrxpf34c+QP/DVsDXNXHMAur2o9e6/0ZNXdn0JSY0eSnSuf8t/YrQ19L5beGzpej+JUvfLpGVvcjSPdzqZcqs2qlMOlIgoDStNm3R9oj324HPM0DUK5Drc/87ks9qjwt0K9jgBtJnY6ORsKdrI1fwcT5Bcw05tusDxJ/cPC2Nu0SUlqmYC0VO7UKC0TLDc3J8GpGoFpz5ddoosyin/MAl5YCpupJw9w7tu5bNuyimYJhuqAZ2oGIdLrqZ+SgFCno//1S9x2dSfTyrjQspcxBj2LnOqk4lwzFeu5+cgml3qsFe9YIAlTIUzVglyPdI8cVSfTUsb61U3DPyAN53kFZE8q6xW3OqbEr14aXp0zsdta+Rgo1OkIvp+Eo0zG4dVfcHLlAuYe2o15FRmpJfujUjDhcgjLW5ddqyDQ68vczwV6MNdq8Moz3qlVkf7VRnJokC8ByelEjlnExclfE+nrzpGmdRDqdCzcuJ/5I/uiN2IapVJOHR8CktO5PnoxFyZ+TaSfO0eaGmJTB817j/arp9Nl+YekOdiw/uutiLTG13y/VMy4Nnox5x9huGXnY1ukwPdBJh1WTWfiR4OZsus4ba4bXxb0UpCBcXXUl5wb/w2RNWtwtFlQmW16hN4ix8aS0Do+Rrf/UJfr+OCflE7EiCWcGbecG341ONq8NgB/t63HxF2nuDFkEb/O28DKwa+R6mRcmWWAy8E+BCRlEDZsCafHruBmzRoca16bc/X9aHYrgeY34pCoNXyw5wwSjRYLlXGJduLcnciys2L0vvOINVpaX71Hs5vxSJVqLBUqCizLxjMVWEmxkht/0cd5FHP2FnOu3KPZzQQslFWXGCjOw4lsOyve3XsBsUZLqyv3aHozAeljjMD4NMb9fpoVo7qYxIn3qEa2nRWj9lw0cCJiaXIjAamy9IbebsfHtP39Y5Z+0J27fsZX9XvIGLHbwGgZEUuTG4lIlWos5CombjnJ8rHPl7Ir3rMaOfaWDN8VikijpUV4HI0jE5EqNeTaWjLyu5G8sXkCI1ePwrJIxaKv/3ou3isZp3r77xPZz/2J21ys7UtgSho3xi0gdOpSIn3dOdyk7KI1t+w8Fm7Zz+LBVV9O+qGsbyvwW51F9MzSB0+ZrwRFdQntW92jU/1orO6p2G5esVfcXq9Ago62mng+turNROt+1NRmMVhZPiTleVUjJ4cW92LZ3bR0jYiVUkXBY7ltC6QWWClMX0zvrC2kniaVo+amhfM9TSs69qHb+M/oOOlzdjZsxQ+7fsEzJxOZmTlHa9Vn67bVXP16BhPOHuHzHm8bbai/jDHoWZR5y42M264ULrZFU7d0ZlnrJ0bnLsKpaTrOtVMRxWiQfWTaGpPYG67cu+lCxiJblMGlIZ6FfSxI+MeJ2KsupH9li+O3hVj/WXHZaydZAWY6Ld1vX2PYqMn0+2A6QQ9SGH/mmEn7VJkmXgphb5DBY/yoznnV5s3bodTIz8ZaKWfUleMASDX/cU+yQKdj81ebONysDsEbPqfRj59hJ5Mz87fDDD8ayh0vN64EGO+hrJCzZDOHm9Wh7qZ5NP5pNnYyOZ/+ehiAy0G+qMViCqwsWDiyN54ZOfinGBc+INDp2FTMqLdpHk1+mo1tMUNZHFaxun8nlGYS7nq7caBV/UrLkj6JsfHLLRxuXof6W+bQdP1M7GQKZmw/Uma7N09dZV/7hiY/4Qt0On5ZvJUjLYJosO0zmm/4FFuZnE+2HcUvJYNvV+5kxqT+BP82l94rJjLmz3N0DDe+L+sXGRiNfv2MlptmYCtT8PHWo8R5ODNrcj/mrD/ImTHLccgvIsbDmVRH44o9aMQiJs98hw5h0Zx+dzmj/rxASOtg0qrZUCQ1w1pe9iZhXaREZmF8eIpGLGLKrEG0D4/m1LsrDJw2waRWq7riFBqxiA9nD6R9WDQnRq1k5L6LHG5ThzSnUobng2x+WPAbS8d0JyLYtOtGIxYx9bO3aHs5hmMjvmP4vlCOtK1DmlPZAVohNWNnzyYsWvkXDrnGTXNrxCKmzzUwDg9bxbC9oRxtG0RaNVvGbT/NwU51ue9m2gLKh9KKRXwybwBtLt0jZMhqhu65xLF2QaQ72SC3MON2YHW0IiHZDlZ8M6ErLSPisJK9+Aw8rwQeEdlYZSq5063yaXqBTseWZRsIaVqXOj8toOGaOYZ7wx8hJds45heyddkGtnZuyf5Wps+aPUkW8SoajU7h7jwXcpuXVskMmpuGUKXnRIQ/x28EkN7dmsVFhytsQ1Vc6nq/WR2yhZbkC6XsMa9LM3Vyhds/j94MCyfM15fkaqXra2TmZlgrFWW2s1EoyhU+MkZdVFHcFLuSJnoxBXiuu3tTZC5FLRbzZ/1mRLj70P7ebd66dpH+10J5fcwMGnz6NZ/2HcIPO9fjXGBcXueXMQY9syyFyIdbYvthLoJMg3POZlYeAoWejEhXMqLcUPaUYj/c+NC2h9JbCskbZoHb1DxExQxVoBitmwhEAhRNzcgdbYnNQUWFv1eIDTbMtubtyLCxJdfSmk2tOtA+5rbJ+/S4amWm0CI5im3125f7bl9Qc0L8G7F+/w/s/n0ZYe4GD3+atfHOuYr0r124Zy+T456Vx5ZurVBJxKgkYnZ2aML0nUdJcK1Gi9txdCo2JO0K5dSJv0+dhAd8Pup14ziFcmpk5bG1e8sSzq4OjZn2xzG+Glq+9K0egdG1KR4ytjzC2F3M+K2LYcGK/jmnpUr60aNFaT86NmLajn/4elh3AKpn5tHiVjxz3zfuGFXE2dajBWqJmFyJmD2dGvHRjuNc93cnrkY1zhaHeMS5O3GycSDtr0RzssmzV6qzK5RTIzOf7T2bP8JoyIe/HeebEd043CqYw60MWTlsZHIGHL9CpH+Np7RaXlE+roz8YlTJ++0zf+HPTg3QCwS8ceJayecWChWeqdnEmJBB4yFn1COcbZ9u4M/XGpjU1pMY7345suT91hkb2f+aYXFO9fRcfp63jXUD2/F3p/qVNfFMivZ1ZczS0kqHmz/ZVMJ5VEK9HqlSjUtWATn2xk11x/i6MParUsaG6Zv5u0s93joQgWtWAW8dMFTbc8gvYunSvWx+qxWb325lNGPcsqEl79dP28qBLnXLbVd6Xf57UhL9l1XvzxTudnFFbVn5rcleJsc9O48tXR65N7RrwvTdR1k6qCe2Mjlbl23gWKMg1rze6YXspzRFTZPhScRNqsaDN8vejG3uKImZ7oTG3mAAJ410oNPKGGx1CvKFZb22hQJzMgRWL+Xs6h8Wxo+vvVbms2hXN/qHhZW8t1Aq8crKIsrV9Fjizspo/rB4MQ8mFUogQKDXUyvtPicCgkmoZhinz9YMItPalkYp8Rypbdx4+zLGoGeWDgRyPaJUHRonEeLbGgpn2JTEMsvftcL6m0KE2Tp0jib6PYsZ4lQdWqcK4qwFVDoE5ltY8sDW/oWew01T7lGjIIeQrYaygpZqQ5ltv51pDH57Gmub92Btc4O91irpLmlWdqRbVY2R/K/1JOfYWJHo7MDQY6U17QecieC2V3U+/mAAXZZ9RK8vJ9Hry0lE+rmzqv9rfDPQ+JK+ObZWJLo4MPRoKaf/6Svc8XYjICmNoPgHCHU6LBVKPtt6iDRHW2LcjYvprIxx29uNRNdqXKrtzcR9JzFTa6iZkk7vi5GcaFzr6Q1XxDhyqZRx6iq3vUsHu35nrhIR6Emim/HpfR7lJLk4MOTI5RLOmyevcsfblVu+1fF+kE3LyFjQ6/FMzaZTeBR3fIybds+1tSLJxZ7Bh0sZ/U5e425xhozge/cRanU45MlY8OPfnGgaSJyH8XG2gfFpmKk0SJVq3t13HuecQva+1pBjLWoTkJhO1wu3MFNpGP/HKaJ8XInzcHp6o0/hjCrm7Cs2kiVqDWYqQ7iCRKM1vDahCuajjJF7L+CUU8i+zg1wycrnl7nb2NGzKTt7NjFp/x9VQFwxR6FmxJ6LOGUXsr9LfVpeiaXWvVSEWh1WRUqmrz9KvrWUOE/jj5l/XHoJY/juizjlFPJXl/qM/3IIA9e8z5DV7zFk9XtkOFrz5aSe/NHH+H49ZJgr1AzdFYpTdiF/d6lH8J37eCVnIdDpscuXM/3Ho4TV90JmVTXphP7rEmh0iJRaBFo9Qq3e8FpjyHIhUmkRKQ2eKpHasN2j57pYoaX2kVQi+1Ucv/tQD+8Nw45fRKTVYiuTM+BsBLe93LCWK9iybANhAd58NbC8k8O4vugRKnUItIAWw2uNHvNUNU2GJpE03IHkoeU9inn1pFTfk484X4tArcdjay6ZAstyBvJDHTEL4A3Vbex0cqz1St5U3uSSpGrz9zaOi8c1P68kq0UJu15daqWm0uP6dczUaqYcPcqd6tWJdTXNIRCkTsNJV8QZM+NToj2LbBRy2sTewUyjRqTT0udGOE2SYjnrV5sb1b3oEHMbj5ws0OtpFXcX7+wMop2NN/hfxhiERg8KPWj1hnNMoQeNHslpJeIbasPnBTqsF+Sjsxei8Tc8OKobSJDukiPI14Faj8WWIrSuwooNZI3ekDmj+BwWFDMsTysxL2YIC3Q4LyxAZydEVcywOqJAmKsDvR7zqyrsNxZR2LXyMXBPg2YMu3wWR1kBtvIiRlw8zckAQ/iTRKPBTGMI/ZNotYbXRt7jdtdpSZ+hsxg0cBqDBk5jZ3ArznjXYUKfsdgqivDIywS9Hr/sVKaf289PTbuir4KFgvAv9iQDjPtoCPO2HWTcX6fRCoVcrOPH4mG9KLCyoOCR7dRiEYUW5uXiSJ9V46cOYe6WA3zw1xm0AiEXg31ZPLwXgUlpLNrwF27ZeRSZmxER6MWYT4ahMWFF64SpQ5jzGOOL4YZYuY8mD2Lpur2Evf8lWXZWrHy7M+fr1jSaMXH6O8zZfIix+8+iFQoJrePLFyNLbxT9Tl9jfd/nz1k56eNBzN4Uwvt/nkUnFHIx2IcvR/Ug286a2RPeYM7GQ9TIyKXQUsr+dvXY+VpjoxmTZwxi9sYQxuw7h04oILSuL0veNXjEZ284RO34NNRiIYdbBbN0VHeT+vH6yWsMOHYFiVZLeJA3Y+YPRy0Rk2Mn5qMZA/ns54N89e1erge4M336WyYxAPqevM6Ao8WcOl68v2AY6uIUfwcmrME9wzAd+POC7QB0XTfFkCnCCPU5EcmAo1cQa7VE1PFi7MKhqCVi+h+9gmdqDuN/P83430+XbN/i95km9aXPiRu8eeRqMceTcYuGoJaIsZEp+XTdEVyz8lGYSbgVUJ2J899BZWb8ENP7eCT9Dl9DrNVyJdiTCYsHo5aIyXssLaJOKCTfWorchDCYnv/c4I3D1xBrdFyt68mkL99BbSbGPTWXCZtO4ZBbhMzSjEuNfZj7qekzL/9rarPuHu3Wlq6nqPv3fc6M9+fsxADG9jmD/X1DXOM7Hxi8lz8c7kCeuyFUIfB4GkprMQnNn/4QP27yMOb9+jfjDpxCKxRyIciPRUP60D38Jg3jkglMSeOtsxEl23ddMpX71Yy7pny/z6LmqqyS9zX25XNvSjUQgGWiGr9VmfitKl0cdOKGYbYserYLtRak0aZzHAKVnsJAcz63rHwdwK/mDbHVK/ilYDcqgYgzEl9+M6/amab+YWEcrlcP2WPxx9nW1kwYOYL5e/ayYvuvXPX2YsrwYSZzuqqiOGfmg1xgWuakp0ms0zLl1CH8stPRCgTEVXNh8oB3ia/mQryjM565mWz+dQ22CjmpNnbM7/E2cdWMXxvxMsYgq+8KsVpZmnlDukeObKo1mlpirObmIXygA6kAdQMJuVsdQWqY1Sqca4vN3DyqtcsAtR5NLTF568unfwNwXFVItW9LQ95s9yrI+sgKVaAE589zET/QoZOCsoGElK0O6IsZNvsVuH6ch0AFmupCssdbUfC2BayvuC9r23fDQS4j5PslKMUSQoIb8GM7wzkfsmYJ7nmGhAe/bF8HQOcpc0ixf3ZnnUJihkJSeozlEnNUIjE5FtZ45Waw6uAvuMpyyZFa82v9duyuU3VefYHeBK9VVcv31y9f+E4IXlXcM1r/lWp4ryruGa9XFfeM06UeS17Gpf+v0ZKbvV74n7cuvHz84YvQz+02vXDGf6vi3t0Xzkj8IOjpG1WBLNpWTQaEJ+llVdzL07348fRlVdyTZrz4vlz9Ydozjdn/2nCLV3qlV3qlV3qlV3qlV3ql/1/6V3iSWxye+cJ3QvSSPHDil+KBezmeZLHgxXNehvf1Zfwn8HKOl1hofPpBU/QyPNYv43jByzlm21r88j/lSW799jcv/ASxCXk5xV0cjryY0IBHtcbrwAtnAAxt1PfpGz2nBLampRszRtrnqGRnjHRmphcDeVaJrka/cAbAp5Gm1VcwRlGql1Mcpp2F8SlwjVWwV8ozjdn/6phkn8RMPllzlNrRhvrpq8d04lQbQ9yXuULNlPUn6HL6DmKNlmg/F8Z9M/QpLVYs78QsPv7+KLWiU8m1s+T79ztyuk0g3Y7fZMZ3pSnUDCv2Nbz7/QjuBhh3sngnZDH1+2MERqWRa2/J2vc7cKatIY9kp1N3GL35PM6ZBaQ72/DT6HacbWN8jkmvhCw+XHWcwOg08uws+PGD9pwtZvQ6EMmQHZdwzC4isl4Nvv64O1lOxg9Eb+y9SrfDt/CJy+Lka4Es+7Q0HrhRRCKTvjuBS3oBd4LcWDajG+luhjRAEpWGKd8ep93pGJTmYv54pym73648Vvn1vdfoFlLK+WZm6aLMhuGJTP7uJM7FnG8+7VrCaX8iijd3X6VmTAZ3a7vyybeVxxL32XONriF38InN5GTnQFbOKs192SA8iQnfnsQ5rZC7Qa6snNWlhPHeD2dpeTYWh+wispyt+H1oU473qHh6sPfu67wWcgef2CxOdw7ku9mlpWnrhycxbuVpA6OOK9/Neo2MYsaotedpdywaK5mSQhtzDvcNZueIphUyAHruvkGng3fxjs3iTBd/vv+sdBV7vbBk3l9xFue0QqLquPD9Z53IcCt7o7POV7B6yA7ue9rz2dp+FTJ67DIwvGKzOdvFnzVzSjMH1AtLZszyczilFRJdx4Xv53Qks5gxcfEJ2h6NQSMpnbgaefjdCkef7rtu0v5gFF73sjnftSZr53Qs+a5uWArvfmNgxAS7sPazDmRWL+1H3cspDF0TSvXEPGS25myd3IKLnSuO7e+68xbtDkTjeS+HC139+Gle6dR+8OX7jPzmAtVSC7kX7My6ue3Jqm64VpYO3oNTamkcoUSl5VpLDzhbIeZ/Up9f+pUm6TFYaFRkSW3YXqsjf/m2oFtiBDPCd5dsJ0SPVKvm3c4fctfhyYv1HtfXRSEE6TLQFk+GZgosGWP1ZpX2oyrPRbMFZqj6WpRjSDfKMN9ZhOiOGuUbFshWGmJLRVFqrD/KRZhgWNSrqSehaKEd2kBDui1Bng7Lz/MwO2FITagYYYl8euUp11y1BUwsPEOQOg01Is6a+/GjdesqqYL2UH3zIuhScBNfZSYnbWqzwqVnuW2GZJ9neM55ZlV/m6uW3kYzJDoNkxMO0Cg/FhuNnPtSRza6d+ayfQC1C5MYlXICf9l9dAIh1218+MGrJ9lmxhn1Ep2GKff+onHePWzUcu5bOPKLd1cuOwTiqshhe/gK5MLSB6sdHm3Z7ml6FpUaunzWyfdzRuTN19J2JrdTkdy35FB9Vz7WUSrS+tpwe5nBbrG9IsdvRRY2NxToRQJyW1gQ9bkLKhfDoCzO1xKwMINqpwzxzClD7Yj7qPJF2MHbUqi1N41qUTJiertwYqkh8YDL1Xyar4rH6WYheqGA+83tOPdZTYpcDCkGa1zMpckPCTjdKkRlK2b78RaVMhw3ybDfVYT5XTV5r1twf7nhWjGPUuM+LRez4mtFXk9C6nw7lIFlqxYLVHpq9shAKNMRFfrs9tu/1kgWaXUsW7CHPb0aMvnLQTSKTGL557sZvmYUSR6OzPouBLFOx6CfxpBvIyUw1rQKZiKtjq/m72Ff74Z8uGQgjSKT+HreHkb94MSR14I58lpwyba9jkTy7q8XuOtv3EIAkVbHl5/v488+DZi29G0aXk9mybw9vOczAoVUwpylB5m9oB+hzXxpeSmWhYv+YuDW98l1ePbUWUKtjsVz/+Svvg345OsBNLiezBdz9jH2RyeqZRcyZsNZpi1/m2R3ByatOcHcLw7w0cpBRvUDIKuaNduHNafp5QTMVaVFJGzz5Hz++d+smN6FC639GLXhAnMWHWTKmncAGL75Iu4puQz7bTSO2UUsm7aLBG9HwltUPFBmVbPi1+HNaXI5AXPl45wDrPi4Cxdb+zJqwwU+W3iID38w9KXAVsreAQ3xTMyh4ZUnl1/OdrJix/CmNL6UWJJhAsA2V86cuQf57pPXCG3ty/ANF5m5IIRpawcCoJCKWbCkDymeDgTeSWPhJ/t54GFPdL3y50W2kxV/jChmKEs9mja5cmbNCeH7GZ241NqHob+EMmP+ET750WDUH+0dxG+jmqG0kOCYUcjC6ftJ9nbgciefSvpiya6RjWl4KQmzR46XTa6cGZ8d4YdPOxDWxpvB6y8zfd5RZv7Uv8zvh6+9SLK3A8InxLXlOFmya1RjGoYml2N8PPsoP85sT1gbb975+TLT5h5j9s+lRsufQxuwY2zZ6phCynuSs50s2TuyEQ0uPc5QMG3WUdbNak9EGy8G/hzOh/OOM/fnNwBwj8th8ufHWTu3I9ebuWMpU2FVUHky+RwnS/58tyH1LqaU4VjnKvhw5j+sn92WK209eeunCCbPOcH8Xwweupm/PXLc9HpWDNjJpc4+GL809b+rLbVe48smA1GLxHjnp/P9qbVE2btzxKsxR7xKj1Sv+Mu8e/sYd+2fXDikMq0xb0GI5NlTSxqrqjwXl9lUnCdZ5yqkaIo1ZqeUhuwGJZ+LKFjngM5DBDqQbpJhPSGHvGOGrBOWC/IQyPXkXHRBmKnD9p0sdB6V384nFp4hT2DBkGrDsdar+DL3AH3lN/nTsl5VHCoAskTW7HBoSZOi+AorBlZX59JWFkWWyPTqhyK9jgwzWz6uPYp0Mzua50Xz2b2dfFB3PDYaBQecmxDuPxAtQiYmHmR63D4+qzX86Q0/zjC3Y1rd90g3t6N5TjRz7/zO+40mlWzzRsvZ6ARV44WepAwlSmha5qSnSeUiJn5SNRxPyxApH8kkk6cjZbAd2e2qoxcLCPw8naAZqVzbZHhYDViUgUiu4/xpX8yytDQalozCXULUGxUbl0Uu5kSM98LzbA5iRem4bp6v4dbA6iS1dUAvEtB2UQwdZ0dxcL3hvNNYCrkzwA1xbx2N1yU+sS9qVyEZk62xPq00ZOko+VxE0loH1MXXiuMWGR6Tc7h3uGyGlmrrCtFUE2ImM24G818bk+ydlIVTViG/9W+GTiQkvKE314Pd6fXPDbySsmgfGsOSKT3ItbdEJxJyx0jP7uOcHf2blnAig93p8c/Nctv2PHqDQ12CjS7E4ZWYRbWsQv4Y0ASdSEhEIy9u1HGn+7FbOGcUUmhtTmhzPxAIuNiiJgqpBPcHxiVA90rMxilLxs63GqMTCbnSyIsbwe50PXaLVhdiOdU+kHgfJzQSEVuHtaTB9RRq3M81igFwtr0/59v6k29b1ivS9kwM8d7VON0xELWZmK0jW+J3LwPPREOS865HbrN9WAsKbaQkejtysHdduh2+VSnnXHt/zretSYFt2a0XoPEAACAASURBVNXYbU/HEO9TjTMdAyrkXGnixelOgWQ5PX0gPt/enwvtalJgV5bR+vQ9EnwcOdspALW5mO2jWuAbk4lHgoGxfXRLkr0d0QsF3K3jxs36Nah980GFjAsdahLazo9828cZsST6OHKukz9qczG/vdscn5hM3BMMq4BTvBxQWpQ+CesEAqqnVH5OhHbw41J733LHq+WpOJJ8HbjwWk3U5mJ+H90U75isEg5A4I1UvGJzONHryWkHQzv6cbm9LwV2ZQsNtDgVR/IjjD/eMzBqJBhfwv1yR1/COvhQYFuW0fykgRH6mh9qczG73muMd3QWNeIN53D/TVf4p18QV1t5ohMLKbSTkuZRuWctrJMP4R28KXysL81OxpPs58Clzr6ozcXsGdMIr5hsqseXv1ZqX0nFNkdR6YPL/6ri7NxQiwwGm15gyDXtXphVbrueCeEc8m5icmGjF62qPBd1PhUbsKpeFqh7WKBzKHsr1tsJ0XmKDcdGD3qRAFF86UO22VEl8vHWYGHYTvmOJea/V1462E1bwGnzmqgFYnKEloSbeeCtNf76fJLOWwdywSqAfGF5jznA+IxjbHRsj+Y5jEuFyIyt7p1IM3dALxASal+LVHN7AmQPuGwfwBnHYIpEUpQiM/a7NCe48MmOksoYW7xeI01azHCsRarUgcDC+ybvd2XqoIlDJjDjiujFhDFk9LAhs5s1Goeyxzy7oxUZvWzQ2ojQWQhJHmGPXXhpRb1qxwtJGOuIzkKIwkPC/bdtqb4zv1JOXDcn4rs4obAve54ntXcktoczamsxGgsRN4bWwC2itJ30+rZEv+FKvufTM5MV9LSgoLsFWvuy14rOToj6kWsFoQCz+LIhdpJEDfZ75WROMH72/F9rJFcYEqnX45eQSfDdBzxwseX9bWc5PHAV28f9QqezJq64rYwTX3bVq1taHg1vJBuMZCNV2S3ANz6Tu4GuJHhWo835GIRaHW3PRaOSiLjna9yTpaCC2HKBXo9vXCYCfdl9eLitb1zVrez1ic8itmbpPissJNyvYY93fBbWBQqcsmTce+T72JrO+MSXv3E+Td7x2eU4D2rY4x1nfFtPYsQ9wlBaSHjgbod3fPmqRmZKDYF30kj0qVbuuyfJMy6beP/S3ygtJKS62+EVV8oYsC2c37uvY9OAzUgVGk51Md5rVhEnzd0WzzjDDVKo1TF2xVl+ntoWvYm2imdcTsWM2NKbcPc9t9jYYxNfjd5NixOxRjM84nJICCjP8Cjuh/9Nw0zS18N2sbbvNibOP4FVfsUVop7Iic0l0b80NZGBY4NHbHkjud3BGC518inzMPNKBn0csYfje2ez4/AysqS2XKheu8z3brIcGmbEcsi78hCip+ldZQR/FO5gRdFB6mtSn3eXn1mmnIuCHNPi7x3qPMCx5gOs5uYhn1z2Bl/mHqkH0d3KS93vs6hHB2UM5no11bQymqqSCDOr2lzMT1LbwrtoBCIuW/lVabv26kI8FFkkWJTPk1+vIKHCz41mqArxkGcRb1nqmfw1bDm/XV7Gx9F7sFUbV1X0oSz1KkaorvKTmenXQFXJ/pIcWcDjVRbL2hRWUc9fdbR6WB45AZZP39AE1a73gDqBD3D7PI+MiWWvleqf55E2wwad1Pib3L/WSI73dCTH3pJhuy4h0mhpER5H48gkpAo1LpkF+MdnUmhpTu/tE/lmQlfmfXMAn0Tjjb6EYs7QnQZO8/A4GkUmIVWWHXB6HLvJtboePDChHGWCpyO59pYM/uMyIo2WZmHxNLyehFShQScScrhrMHOXHOBYr5XMW3KAbz7qisLIvIuJXo7kOFjyzu9hiDRamobF0+B6MlKlhtAWvnQ8eRe/exmYKdWM2HoRnYAyYQzPK6lcjcyq7EVWZGWGZZEKC7nhWMqsS7+XWZlhUWR8bXULuQqZVdljI7MyK2FUhaRyNTLrsowiK3MsisozJi0/Qay/E+HNjSv1bFHJ8bKQlx6T3cOaMChkLB+tH8iJ7oEUWRu/wEgq11D02PEqsi499r12RRJVx4XY2qbfTKRydbl9MzAMx+vg23WZ/Ps7vPf3CHaMacakL05S67pxRo1Urq6kHwZGtXQZ7UKiWfllFz76fRBmKg3vrjhvdF/M5Wrk1mWNXrmVGdLH/nszhYbmx+M509v4tQP/C/qmcX+69FvMuI4TOOVeF5WwrIepR0IY15x8eWBlWmGjX8ybMMpqAEOt3uagJJAFin+orqvc01WVMuVctJpr3MzgQ+Xcqk72bTdki+3Q1C09L9UdzZGuKYRCHcI4Dea/FyGQVx4qFSmpjrc2hz2ZG9mevY1osTPnzXxM2idjJdWpGJV9hnVOVVv9UKTTMjN2N0edGpL0mDHsW5TK0Pun+NnT+AJjjzNmR+3kiEtDkiydyZNYMqH+OIY0nc74BuOx1CqZHbXLpLZHqK5yWBxAhtD08JOqkNVtJb6rs4iZWeoYym5vhffaHESFOiziVdTYmY9I8XxrdR3vFtLkh0QufFK1D0oPdSeyOrdvuPFgoR2K4NJrxSZEDloo6FHxDMfT9K81krViETPm9afNpXscGvw9Q3Zf4li72qQ72aA0E6MWC9k4pDUaiYgr9b0Ib+BFi4h4kzgzP3+T1pfu8fc7axi8+zLH2xs4j6rnsRscqqBs7bMyZi/oR6vQWPYNXMugXWGc6FCLDGdrmkQkMO7nU3z4zSA6H5rGlOWD+HTFEfxjjIux1opFzF3wOi1DY9n91joG7gznZIdAMpysiWjsxaaRrVmw4C92DFlPqpsdRZZmZJiwcK8yKSwkWD5m9FoWqSiyNENe7GmzkqnKfCe3NN7ok1uYlWmnpK0q9OYpLCRYysoaRZYyFXLLsozRa8/iHZfFkvk9jZ4ylldwvCxkqvJJ6QUCYgOdUZmJGbzhklEMAIWFGEvZ4xw1ckszHDJl9N51g18fixU2niHBokKG4XjF1XI2TDmLhVxp7cWZbv60OBVXBYzS/0RlLuJk70AeeNmjtJSwb0RDGl4wfqpVaSHB4rH/3qJIjeKx/77ZiXgKbc253fjlrPb+vyidQMh1J1+c5Xn0v3ehzHc9EyM45PP/2Dvv8Kiq7f1/pqcnk94bCSX0jkrvXQR7QOwKot4L32vD7vVasaHYAQHFgkgXQQERpCT0mt57L9Nnzvn9MSHDMBNgYuCH9+Z9njzPzJmc855dzt77rL3Wu1pvQUuTBaGTKDBJZPyqSOC0LJj+5qK/esuXhdb0RcVO13c1muEhxTDLA6/Ha5BUWreRNS/7gpsE9ZByvO+rxnCjO0KYczcGiSjyat0W9irjmBZ4H7cEzMZLNHCf5kDr78kFzKzeyw6vJMoUrhuYWoJEFHgyZy1miYwPoyfa/Raur+LV9K/5OHoCJ71dDw48n+OpjDWYpDIWx08GQC9Tke4dgSCRUav0YnH8ZPrVZuJhdq194y3V9LGUsFZxdfSgW4J7rpFe9xaS8XwwdQNsFt70F4IR3CQMGplD94eKKZvijSG09SFsPnk6Jj1wkr3PdKC0X9uki3YG0UNKzUwPIubXIKu0INEKhLxWT+lLree8ZgP3ADLjg5nz1p3N3z//50q2jO5OQXjbPWwAWfHBPPK2jefTf6xiyxjbgrj7qUICqzTsHNL6IJHs+CAee+f25u9LHv+GrWO6kphVzrEekaR1sk62ZzuFcbpzGP2O5JGZ4Fpq0OwOQXbBeIsfXc22sVb3kHXTerFuWi8AIgtqmPn1fnJcdOm4GHJjA+x8jN10JsKK68iLDaDR242qAE/isyo43M86aHXIqiTXRRcFgLxYf8b8csaRJ871a12MY/QvZ5u/q3QmQovryIu1Wb2Sl+6n34E8nnx/OjpP1xf7BXH+jNxqzxFWXE9+nHPLmswiXtQn+WI8I7baXJFUOhOhRfUUxKlJPF2OukrL+zO/A0BpsKA0mPly6lc8tG4mguzy3qEL4tQM/zndkSPeeRYoUSJx6h50MRTGqRn6s01KSaUzEVJUT2GclSM/wR+xDXxbC+P9GLLZJj+k0pkILqynMN5+zBm8JZM9ExOuWX/aawkyQSBCY3OH6l6ZQ6Cujp0RbRc0JiK5Komc4Or1RTsIINGJSEsFLIEyRLWUxg9tz5f76/WYeynByeaJt6gnWGhkg3tXTBIZJomMbW6dmK1J4UsGte19OkEvXT6B5kYm1R8FwNei45myjfzg158f1C2rGbQIUWR+7gb8TBqe7ZiMRWp7OQg21PJ62gq+Dh/Kb4F/IWuhKLIgcx1qo4ZnkmbZcdj9W1Ovc7W1ewqlhIgaVuqsai/uohkpItG6Tcxzn9z6+3YBbkUmes0qJGdeAKU32cdvmP1knH4vrPl7/FuV1PdoXUZjryI9U+45zqG50WTc6Hr2Q5chgFQnoigVQALKQguxt1i9DCRGEVmDSMd+pVAhiUUUcy91uWvWkgyQkG3Nn67Sm0hec4DAag2bxnTjSPcoSoN8mP3tPmQWgR6nCulzvID9fVuXL77DeTx3/HCQgGqN3SJ54vaT7BrcEa3HhT47l4/47Ipmjtt/SCGgupGfx3blTMdQepwoarYcJ2aW0eNEIVlxrm9/x2dVoGjiuPX7VAKqNWwdl4TCaCY2x5rbPLisngXvbmftTX1o9Ha900stAgqjGakgILWI1s8Wgb2DOxCbW8Xg3RkojGZmrtxPTnwgBdHWRd/2MV1IXnUQrwY9UfnVTNh8gm3jWs4OZeMRkQrn8Qxp4vndypO84oAdz7nzZBYBqWg9T2Z2rpMrNQsoDFYOmUW0fjYL/Dm0AzE5VdzweyYKg5k7vzpIbocACmOsHLeuSmX4r+ksXDSNBt+Lb+Gc45AJIlJBaObYNzSe6JxqrtuVhcJg5vblKeR2CKAoRo1EEBm3/iSeDXoQRRJPlzHxpxMc69uyTNb5ZZEKtrIcGBpHVHYNg3ZlozCYuXXZIfI6+FMUo+bwoGge/iGZBctuYcGyW/j2vn7kJAayYNktThfIzRwWe46DTRwDd1o5bmniKI6xTuKDdmbjpjUhEUR6Hihg6C8ZpA6OvXQ5zmuTg8NiicquZsDOHBQGMzOWHiY/IYDiWOviddekTgzfnEZwUT1KvZmpq45x5PqWXWBaqq/UYTFEZtfQf0cuCoOZaV8epSDBn5JY2yLZv1xD0uES/piYcNG2/1+EWt/I6IKjuJsNSEWBgaVpjCk4wqFgmxTfxLxD7IrojlbRuknXUzTS11yEQrQgFQVGmLLpbinjkDy8rYoBtG1fNI1qoaxmEfQiEgtILFgVLswiit16ZCdNYBGRNAh4vFSP6CfFkmC1a0lzzVY/Z4uIYocet6+16B5zvjNYL3WnROrNZP1ppKKAp2BgtD6dbHnbGRYApKKAQjAjpWnsFcxIRYGnw29lTtTdzIuczbzI2VTLvPggaAwbfXu3iuexvE1E6yp4PvEOjFLbDk+AsZ43075iY/AANgf3/0tleTxrIzHaCp5NSsYos3F0biggUluBRBTwMWmZl72Zoz5xaOSu9eUt8o7c7X4Tc92mMNdtCpvlHTkoi2ChW8vpy1sDiVlEarD2E4nF+lliFlGWmuidXEjRLD+Kkx2Nju55RuQ1FrCI+O/SEP5tLbnzWnaNkphFZAbB2o+Fps9mEc8yA1PuPs7J5HBO3+7k+Wz6X6nZajSRGQSkxhb8982iVdVCsD4rkqZnxfMPPW5Nz4q0QSD0lXosvlIMCXL0neSk7wshe0sQ2VuCKH7DD3OglOwtQQCXtdV4TScTefTznUz95Rhys8DRbpEsmjuGwnDrxBuXW8HC97aSkFNBaYgPH88e2qyh7AwXSybyyOc7mbL1OHKzwLFukbwzdzRFEVYepdHMxts/4pnnpnGo96W3blpKXDHns11M/vkEMrPA8e4RvP/IqGaO6esOc/NPh/Gv0VDr68FPU3vx3S0tP+QtJRN56NPfmbTlJPImjg8eHUFxhBrPRj3v/+N7wktq0bkr+Xl8V5bec8MlLYXOkj3MWr6Pu1bYb9OtuGsgK+++jt6H8pn3wU5CyuqtOslPjqUs1LrNcb5OslEl57smneSWkonMWr6fWV/Z86ycPZCVdw+y8ry/i+AmnrefGktZk77wmK2n+dcb2+3O2z6+s50G8jkkLztA8nJ7F4av7x7A1/cMpFdqPnPe/53g0gbSkkJ556nRlIdZObYMW4xJIcUst1kXvkvuy9q7+jpw3LH0IHcsT7E7tvru/qy+dwA9Uwt46L3dBJU2kJ4UwvtPj6I8zAeJIPLCE5tIPFOG3GyhOsCTHRM688PMvshlztv+ti9TuG3ZIbtj393Tl+/u60+PlELuf3cPQaUNZCQFs3jhCCrCHJUfRmw5y+iNZ1n48TSnyURu/TKVW5fac3x/b1++v68f3VMKuf+dvQSWNpDZtUmLuUk39pU564nOqkYiipSHe/PTrN7sHZ3gtH/d/MUhbl562O7Ymnv7sOb+vnRLKeKeRXsJKm3Spn12WDPHuXPHrrXuZhwbGMnyf16PxkflNJnI9M8PM/3Lo3bH1t7Xi7UP9KHrwSJmL9pPYGkjWUlBfPrcECrDbTxTvjpGrz8LeeXTSc3H2pOJWOFnaOTVfStJqCtGKoqUeqj5IWEwG+KtFkOlxcTGTS/zzKC7OBRycX/ulpKJ+Ip6XtH9SpRQh4CEAqkvK5S9OdzKRXJLyUTasi92XdSI6Oc43rovqsfj3Ua7Y9p/emHppMDjrQakJRZENwnmngq0T/tgSbIu2JQbdXi+WIekTsQSL0P7jA+m4W4tJhOJN1fycOOfxJmrEJByXBHOh96DqWtBieJiaCmZSHL1XmbW2LvVrFJfx9f+9im5l+d9xntB4y6qk9xSMpFgQy2rjr+HUSLDcp7G8/uxUwjXV3NX8S50UnvXqBv7LmyRx1kykWB9Ld8cWoRRIrfjeLfDVESJhHvztuNn0qCVqTjs14HPYsdRcxEt5stJJjLTeJRwoeEv6SQ7SyYS914lcR/YB5znPGbd6Yh/vwqzh/2wtfuk9ZkM3txA4ivlyOsFtHFKsp4MpHqoZ4vJRPotzqXfR/YSbqmPRCNKJPT/MA+Th33f//LwYADCD9QydfZxu9+K+/tSs8bRTzvo3XqC37N/Vsr/4YWho4LgRQ3Im54VXQ8FZU/5YOji6ILpsc9A5D9qSD8QetnJRK7pRXJboj3jnutoz7jnIk97xj2X0J5x7++L9ox7rqE9455raM+45zraM+65hstdJF/T7hbtaEc72tGOdrSjHe1ox/8PtC+S29GOdrSjHe1oRzva0Y4LcE24W9xz8J4rfhNXa5v6arh1yCVXpyyKq8BzNVwhrkY5AGRXwX3gapXlavD8N5Xl8S6//k+5W9QXR13xge6z2pYDe9sS6xa2bbCUM5gebrtkRxeD+u6GK84Rtr7lzH5thaJhbad7fzFoJva64hzaoKtjiwzdduUlEKuWXHnXJADzT389CcylcPjT+Zc1Zl/TEnCjfjjDDZsyicyq4cDYOL583ubU3iWlmFlv7ce/VEN21yC+fH4wVWFWPybPOgN3vbmPLinWVMEnB0XwzVP90TtJxjDi+7NcvymLiMxaUsbGsuxFW5BB54Ml3PnmQfxLNeR0C2TZC9dT3cThV64l+Y0DJB4tx+gmZ/O93fl9RsuBg8O/S+O6TVmEZ9aSOi6Wr168HgCZycJ9C/cSc6aKgBIN73wymvR+5/n9iCI3LT7CDeutPjp/Tk1gw+M9nEpPDf0unUEbcwjLrOXQuBhWvTSomePuhfuIPl1NQImG9z8dSUY/mxRLYkoZEz4/SdTZGrQ+Sl7YNLXFcgz+NoMBG3MJy6zj8PhoVr80oJlj1jMHiDpdjX+Jlg8/G05WP5uE3YivztJ/Uy7qEi0aPxV7b+nAztmdW6Lh+m8z6bchj7CMOo6Oj+K7V/o38Qjc+fQBIk/V4F+i5ePPh5Ld38YzeFUGg1dn4llrwOAh59jYSLbN74ogdxyoBq3Oos+GfEIz6jk2IZIfX+nbzHHbUylEnK5FXazl8y8Gk9Pf8aGVmQQeu/k3lFozb2yf4LQcA1dn03t9PiEZDRyfEMFP/+7TfO4tT6YSfroWdbGOL7+8gdz+Nkm+EUvOMuyLdMwK231/9OMIGltI39n/mxx6ri8kOKOBkxPC2fCqdfCXmgSmP3mY8FN1+BXr+GrpIPL620v/hZ6uY9wbpwg7U4fRXcaeBxI4MssxqKbvN3l0X1dIUEYDpyeGs/nVHs0cNz5xlNBT9fgV6/h66QDyB9gi5299OIWoQ7bsezKTQFWcJyvWXe/A0fvrfLquLyYwvYGzE8PY+h+ryozUKDD5ieOEnKrHt1jPd8v6UTDAFm0tMwqMeO0sib+VIzUJFPf2Y/sLSTSGOK+vHl8XkLSuhID0RtInhbL9P0nNPOOfOEnIyQZ8ivWsWd6HogE2qS1lvYlhr6UT+4d10XP89kgOzLsy4vh/RyiWNaL8XoP0rAnTjR7o33OMiFe+U4/bono0qwOxDG1qH4OI29M1KDbrEN0lGOd4w20OpwJt30dawnOpq+lbkYm7xUi1ypuvE4exKXYgoZpq1mx/Ha3MNp98nTicrzq3brEdm1/Jvz7aTueMUmp8PVh8/4jmIHSV3sRjX+xk9O6zyM0WMuKDefjtZJc5oszVPFL/B4mmCuqkbnzhfT1/urVtv23L+foNsR9aiXPt+yeNe+kllOKGmRqJO9/Lktgqb1ulmedTvqFvubXtq9y8+SZxOBvjrMGnKrOReSc2MbLoGHJBINM3jEeGzW01V3RdBd//8Da/xvXg2VHWtr395B/MPL4bX72GfN8g3rr+Ro6Gud5eU+qPMLrhNHHGSnZ5deKdoPFWTmMVCyq2Ema2ZhLNVIbwScAI8pWtUzyJza/kiSXb6JxRRo2vO4vvG8GuGzoRVlbL+rs/Qetma8sVtwxi6Z03XORqF0dUXQXfr3mb3+J68OzIZO498iv3Hvmt+XepKKC0WBh914vUuv113/ZrepFcG+jBxnt70G1/McrzssN51eqZ9+ROli28gaODI5n+6RHmLNzFv5da9QWnf3oYj3ojT6ydgQR45KmdTP38ON//01G8vjbQg833dqfr/hKUenuOOU/8zopnr+PYkEimfXKUh575g9eWWRdD9z2/h8JENZ+8MYyw7Fr+b852SmN8yOzvXAewNsidLfd1J2lfMUqDvWUrs1cQv93ZmQef3O1w3pC1GfTcVcC/v5kEEgmPP/Ib1ZEe7LnZMTK8Lsidrfd1pcu+EhQXcGT1CmTnHZ2478k9DucZ3eXsuzGeQ+MtjF162uH3Czm23Z9E532lDhzZvQL5/c5E7n5yn8N5EhG+eXkgxYm+BBQ28vDc3dSGenBignNZs/ogd367vzOd9pWh0Nvz5PQK5I/kRGb9yzFQ4cywMFKnxqD3UeJeZ+Su/9vHdd9ksfcux/pqCHJj5wOd6PhnOfILypLbO4C9yR24418tJ/AYsjyDRn8V/tqWMxc2BLnx+4OdSNjryJHXO4A/Z3bg9v9LcXruyXERrHnNXjFDgXOraEOwG388mEiHPyuQX1BfBb39OTAznpsXHHI4z73GSPKcA/zyryTOjA1DZhLxKdO1UBYVex9KIH5vBXKDvdW8sI+alFmx3DT/qMN5339ir9Ry590HyBvoXE6oMVjF/ofiid1biVzvyHFoVgxT5h9zOK/PyjzCj9by1drrMHjLGfvCaUb+5ywb3nduKdIEqzj4UBwxe6scylLcx4+js6KZ+M8TDucNez0DhU5g2fYbcK82Mv3eIzSEu0HLAfT/UxBDZBge90G+S2+VM7sAklwzis1ahBD7l1bVO/VIc8w0HAhDWmHB45YKYsMryR3iqOXe1n1klZdzXdpVHUfweu9bMMnkRDeUs3jPJ2T4RVCnsCZdmDDppRb1cy8XMovAWy+tZe3EXjz6n9vofaKARS/8yKyP7qYg0p+n39+KXBC47bP7qfd2o2O2a0mmwLpoeKHmZ7Z4dOUZ9RS6G4t5qXYLj8hvpUjedjkH2nK+nmU+zqcKR7UggG/lXXlHMgiTREaUUMdbxl/JkqrJkLadpN3KTiN5rc+tzW3/4e6PSfeLIE0dyZNH1iATBZLH/It6pQeJtcV/ieupPWs5FWRLEd6tLI/HDmzhvqlzORMYyS2n9/HOtuWMnvUigtQ1q3SVzItv/QbSV5eLUjSfd9yTV4MnUy73QYrI5PqjPFW+mbmRd7l8/zKLwNsv/8jaib2Z9+rt9DmRz6IXf2RWTBCmJiPPqDX/xHKZuvuXwlN71nL6vPpa2ns0S3vbXlAfSv2FPqXZbbJAhmvcJ/nQiBiODItB42uvT9x3Zx7F8X6kjorFrJKz7oFeRGXWEJprfSsKLG7k8LBo9F5KdF5KDg+LJjy71inHkZHRHB0ejcbX3srce0c+xfF+HBodg1klY8ODPYjMqCE0tw6V1kTnQ2Vsvrc7FrmUwo7+HBoZzQ0bWo7IPDoymmPDoxzKYlHI2HFnF7J6BTuVZBu0OZtfZyZRG+JJbbAH25O7MHCj82xlx0ZGcXxEJBo/R45dd3Ymu3cQgszRAp3XLYCUSXFURly6U50YFcnJEREO9WVRyNid3JGc3kEIUkeOHXd3prCLGkEupSLWh5PDw4k72nIa8ZOjIjg10hmPlD0zE8ntHeiUpyrKC72P9RyJKCJKJQQUaJxynBodwZmR4Wj9HDn+nJlAXp9ARCccAOpCDb025/P7fRdPMHN6dDhnRoY55dg3qwP5fQKclsNVnB0dRtqoUHS+9tYXQSHlwKx4Cvr4Oy3LdSuyybo+iJOTI7EoZRg95VTGO49eTx8TSsaoEHQXlEVQSEmZFUdhH3+ES6wZfIu0RB2u5uSUCKe/Z4wJIXNUsGM5lFIO3xVDUV81opM+7FukI/eGQLSBKiwqGWkTQgnMbHT4v3PIGhNM9ugg9H6Oo0kyQQAAIABJREFUPEfviqa4r5/TZyVuVyWH7ovB7C6jIcKd09PDSVr71ybJ/yaYJ7pjHu+OqHY+tbg/W4PhGV9Q2NetYo0Gwz98wE+KkKjAdKcn3dY7r9er1UdyfEIxyax2JBFr4ojzk6K0BWIKqgisamT19P4IMimHesVwvGsEE387SXRBFUMPZPLaY+Op9fNAkEk5m+i6ukCUuYYAQcNaj54IEinHVJGcUoQySpd26ZNdQFvO1zFiy4mT8qR+mCTWgUZEggiEiS23Y2twftuf44nQVBHdUM7gktO80ftmalVeCBIpaeqW9esvhXGZR2hQunMwwmbECW+oJksdwpmgKJBI2NixL2q9Bn+d62X80zORfZ4J1F8g9aeRuVGu8G3ekRYk0marsqs414e/ucnah1N7xXIsKYIJO9penWZs5hEaVO4cDG9BPlIUmZhxiI0dW5/N80Jc05bklhCRXUt+os0SZXRXUB7hTUR2LaWxfuy4uTMj15zlwFhrcpF+O/M4NtS1jhyeXUdhR9s2q9FdQUWEF+HZtdQEWS0JdlnDRIjIal0nu+h9ZNnfR2FHNWHZrmdeu6YgisQfqWTfjCuzTd1rSz4zXj2Mm8ZMo1rJzwtal078Ypjy+jG2PdoVk+rKSQh1+r2UpwdvoTHIjf23x5FyW+uS5VwMEcdrKE/05p6Ze/Ev0FDU3Y8tC7ujC78yvmfdNhRR0MefukiPFq3ircGJ6RGMfC0Nz3I9Bm8FXTaVkDO47TJK2sHuuRcJyHT+EtYOe8g3ahEVEsyj3IHzxspaAWmpgJBkW/RakhQEbGnbhU+LfeQiNAuO/cSE/FTcLCbSfMPZF9IZX4O1vddsew0RCSnBiSzpOok6laO266XgNIRFFInPq6RrWgklwT48sGoPE347RaW/J1/MHMzOwZ1c42jhWIy52skvbY/WzNe7pM5fos/hUdNBxliyccNChkTNQWnbJpIBWHBkLROb2z6CfaGdGVZ0glIPNfef2ca4/ENUufmwtMsYdkX0cPn6nkY9c1K38tDkh5l21rZjuTe6C7OP7aJbWR6ng6KYlnaQswHhVHq0vfTeD3kf4S4YkSCy0s/R/e1y4Cx7qgTokFvR/H397CWISDjYJ5YP7htBna+HwzmXgqdRz5xDW3l4kn19nY8+pdkE6Br4Lc719mgJf8tFskpnpkFt/7aq81LiprU6++d1CkBmFlg8djUAZ/qHsesW11JKu+lMNPjZ+zPqvJS4acwYPBVk9Axi8pcn+OGxvoTn1NJ3Z77D/7cFVDozOi/b5KH3UuCmNVsn6r9pStzxn5xCIogcmBp3RVLJHp0YzdGJ0QTmNdB3Ux6NAa3PlOgMSb8VI7WInB4VTlxKxaVPaAVOjgsn9eYYGgPciDxRwx3zD6L3VnB2UtilT3YBPmV6ws7UseqzQZQlejP6nTPMeOIwq1ZdmXS13TcUs/ehDpf+RxdRE+tJfZgbc0bsRpBJqEj04reFXdqcJ29wAP2+yGPba0l4VBpJ+qkEue7qBCD+raERUL1ej3a144uLRGN1mRC9bdZn0UeKUtOyG1Nr0GIfeavlcxb1vIl3e9xIt+o8eldmY5TKqVN5ct+wR8n0DcfHqGX+8XU8f2g1C66/3+V7yo3yp8bPg5lrDrL6pn70O5ZPnxMFHOoRTXBlAwm5ley8oROTvn6E7meKeOf5NeREB5AbffkvgAVyP2qlHtysOcpPnj3oaSyiu7GY48qLL0TbCq2ZrzfKLp5oZrFiAB/J+9FFrKSnUIaJtjdWLOo9nXd7TaNbVR69K7MwSuUE6+roUF/KrvDu3DjxObpV5fHWn0vJ8Q4hz8e1lMtzU7ayrvNAyrzUdsc1ChW/xXVn6YYPkYjQoHJj3oQHrsh8f0vMI6gEE6MbT1Eud0wwdTnIjQqgxs+DWWsO8M1N/Zv6cD6HesRQ6+PB7Pdnk94hBN96Hf/6aBuvvLmRx15tIeDgIpiTupV1nRzr63xMTk/l1/ge6BRtN+df0+4WLcHgLsddYx/96q4xovewLibnPrOLsmgf5uxMZu6OZMojvLn/+b0ucejdFbhdwOGmMaH3tL5XfPHKYAKLG3lz8o8kv36AA+PjqAl2/e3oUjC4y3FvtN2Hm8aE3kP+t10gD/42g36b8/j8gyFYrrCQe2WMN6UdfLnxVUc/2dZCoTUz/r2TbHyqZ5td0xkqOvjQEOyOKJNQ0MuffcnxdN3e9tv6JpWUsyNDKe7mh0UlY/ecjkQdrUHV0PbR5ZGHq/GsNHB2bNsL0o9++TRyo8CHe0fwfuooMkYHM+NhRx/sv4pdz3TErJIye/w+psw7TvrEEBpD2/7l+L8NqrfrMd3sgRjtaJcRPa3TkKTR5l8saRAweratDae1fUSQSDkeEEeQrpabcvahk6tIU0dhkcqocfPm3R7TGFiejodJ7/I9WeQynnh+OjcczOLnOz7kzh8P8uuQzpQHemNQyjHJpSy783rMChlHekRzqGc0Aw/nusYhkfGy33gGGPJYXb6cGZpj/OHWgUqZ65bv1qA18/WTpj8veV1BIuWUNJhAUcsUS/oVuXdBIuV4YBzBujpuyt6HQabAJJHxVedRmKVyjgZ14HBQBwaUu8bfsbKIgUXprOo+1OG3m84e4Ma0g9x8yxMMeOANnh2RzAdbvyRIc2V2kA1SBVu8e/J/FVvxtbiuXGKRy/jX8zO44WAWW+9cTPLag/w6pAvlgd7o3JWc6RiGRSalWu3J23PHMOhwDp4ag0sc5+rrayf1dQ4qs4nR2cfY1PGvpSS/EH9LS3JRvB83bMlq/q7UmQgqbKAo3hqEEJVRzcp/DcLobn0Id07vxDMP/uwSR3G8L9dvznbgKG7iqA7zYvG7I5t/v//ZP8jp2naBA8330cGXyIwacrtZLQeR6TWUxPu2Oc/VwIB12YxafpYPvxhBXUjbv1A4g8wi4F/YdtvhgfmNqIu1PHiPNchSZhJwazTx9MgtfLZqKLURV6hcEskVsbqXd/RBPO+FSzz38QoIfHVfX0Ta6BBMHm0/7ASnNfDH44nNPsZHkqMZ/GEW7jVGzP5t9zJm8FPwy1s2953r382krLsPbRf+9N8J+R4DkhILyq+svg2SKgGPOVUY5npjfMQHIUSK9LQJy1BrW8lOm6hKaNusay31Ed9IzWW5SshEwalP8rlHRdLKhyYzPpg5b93Z/P3zf65ky+juFIS3Xa/KUQTyRMC05u/vVP3Ir+4tqwu1JVozXz/90+XP1zLENvdJduAQrG2/J6xtZAn7FWcR3lDDz1//GwAPkwGpKBD/YxnHQmLZHdOVfD+rotKf0Z2p9PChZ1kuv8ZfGeOMBBGVaCLQ3EidzPU5LDMumIffsqmufDF/JZtHO7o52uYa156VfiXW+tryjX19ff1jGckz5gMwMuc49SoPUsPadqfymrYkS80CcoMZqUVEahGtn80Ch4fHEJFVQ98ducgNZm788hiFCWpKY60PXU6XQIZuSEehN6PQmxm+Lp3CROcmeiuHBYlFRCKIyA0WpGaBIyOiCc+qpc+OPOQGC1O+OEFRoprSWOsCNTSnDpXGhMxkYeCWbJL2l7A9ueUH6ByPVBCRWGw8AHKjpVn5QNb0f+f8HvdPjGfU12fwK9fiW6Fl9NdnODDFuW9qM4dFQCpchMNkz3Gu3DKzgERs+mxyvoV8fjmkF5RDdh6H/AKOPlvymPTRST5eMoyqyEtPfnb1JVw+z4C1OXhWWy06wVn1jPgyjawBzjUXz2/7i5Xl/PoqS/DhjV/Gs/j7kSz+fiQ/vdCbxgA3Fn8/krpQ9xY5pILo0CYtcQB03lmCW70RRJGIEzUM+iabM8NbtsBKzAIygwVJE4/MYEFyHo+smcf62zmeo9Oi6PxbKSFn65CaBIZ+kkF+H38MPo7yS80cTfXVModgxwEg11vovK2UE9MuHhtwjkMqWPulPYfQzCG9gKO0my9d1xejbDAhNQn0+raAhmAVOrVz3+rzyyJxKIvQYll887W41ZqQWERidlfS7YdiDj4Ue9Ey/U/BLFpVLQTAgvWzWUT7XSCaHSFotln/xBAZutfVGO+2jgWmmz1RvV9v9U/ONKH4RsPJG537mbZ1H3G2QPYzNDKq8CjuZutkPKAsjdGFRzkUlEBSdT5RDeVIRAEfo4Z/nFjP4cB4NArH5/9ykJBdjtJoRqU3kbzmAIHVGjaN6caR7lGUBvkw+9t9yCwCPU4V0ud4Afv7uh6bEGeqRCGaUYkmZmiO4C9o2d7Gi+S2nK+zJc5fEPxEPcMtubiJJqSiQF9LMSMsuRyVuubqcDH46RsZVXBh2x/hUFAHjgbGU+bhx6y0HcgEC92rcuhTmc2BENf8xNd2GcSUO57m9pvnc/vN81mTdB17opN4ZOKDnA6KYkj+aSLqq0AUGViYRnRdBZlq13fgpKKAQjAjRUAqitbPokBvXR4dDOVIRQEPwcCD1btolLqRr3CuOnQpJORc2Icb2TS6O13PFhNdWIVEEPGt17Hgk+2k9ohG4+na7tvaLoOYevvT3DFjPnfMsK+vc5icnsqmjv3afJf9mk4mcuPnR5j2hb2Uz7r7e7L+gd4kHSxm5tv7CSjVkN01kC+eG0xVuNWxPbC4geRFB0g4XgGI5CQF8u2/+lMe7ehzM+WzY0z9/LjdsQ0P9GDjgz3pcqCEO946SECphpyuVp3kqnDroD7qmzNMWnYCpd5Mfid/vpvfn7ykgBaTiUz+9BiTP7eXlNr0QHc2PdSTV6f8RECJvbVz4YZpVi5RZPoHNp3kvTe2rJM88dMTTPzMPqJ0y4Pd2PJQd16avMGB4/mNU6gO9yIxtYzHH9ph91tG32CWfD7cgWPcJycZ/5m9TNzWB5P45eFuPDdpE/4l9ts1L2+aRE24J89O3oxfuRazwmbVOzQxmp+e6+PAATDm41OM/fSM3bFtD3Vh+5yuPD1hiwPPfzZPoCbCk1ufT6HznlJUWjONahXHx0SyY15nzE4C7EZ9fIZRn5y1O/bbw535bU4X/jXhF9TF9hxvbhlLbYT9hBqXUsGtz6TyxvYJTpOJjFhylpGf2EeR73i4Ezvndmb++G2oi+3l1hb9PIbaCA9ueSKVhH3lyIwC9SHuHLwtlv3JHVpMjDFsSRrDPs6wO/b7nER+n9uJx8b9ht8FPO9vHUldk9W773e5DPnMKm1W0EfNlme7owtzXFwO/iiDIR/bK7j8MSeBPY8kMmfsLgeOJb8Ma+ZI2lLM8HfTWLJteHPfdVaW6z/K5Pol2XbH/pwbz5+PJPDAmN34FttvaX+2bQj1Ee641RoZ+Z+zxO6rQmoSqUzwYtcTnSjt4euUZ+CH2QxaYq8Ss39uHAfmxXPP6L34XMCzdPv1NES4k/hzGUNfT0fVYKY2xoM9CxLIHxzQnkykCapFdajesU9oYZjvjWGB/e6X18ASdG+pnesku0kwzvXmw9sGOuVu6z7yyXczHDj8DI28cnAlCXUlSBEp9VCzJv4GNsYOZHThER48vRW1oRGN3I3UpsC9areWA6sulkzk0c93MvWXY8jNAke7RbJo7hgKw61GnbjcCha+t5WEnApKQ3z4ePbQZg1lZ2gpmcj99X8yTncGORZOKsJZ4jOEEnnrdiRbSibSlvP1osN9KZY6zte+op7njH8QL9YgQaRc4sk6WWd+bqVOsrNkIn6GRv59YCUJdcVIRWvb/9BhcLNOclx9KU8d/oEOdSWUeqj5LGk8uyO6t8hxOclEHkr9hai6SqtOsigyJ/UXpqSn4GPQUebpy9Leo9h8CcUGZ8lEkmv+ZGatvVTqKr9B5CkDuatmL4HmRowSOemqEJb6DyFXefEkHi0lE3n0ix3c2NyHo3h7jrUPj911mrnLf0ddq0XjoeRgn1gW3zuCKv+LG8oulUzkodRfiKqv5NmRVut1kKaOzd/8mxm3PkmB7+X5619uMpFrepHclmjPuOc62jPuuYb2jHvXHsfV4mlfJLc92jPuuY72jHuuoT3jnmv4X8y4d027W7SjHe1oRzva0Y52tKMd/z9wTQTu9fHJu+IcV8tqpZS0rWyRM1w1yyj/HZZRxVVoEwDlf1FZZFcicu8CXK2yXK3n5X8JCsmVVaYB+OjosCvOAbDi3U+uOMesPa7Lw7UGieuujCTl+Sj8x1VIw97z6uxwf/Lue1ecY+raf15xDgB9QOuTmlwuRNdEwloNQ9KVX3tcLq6JRXJL6PF1IZ1/KiUwvZH0SSH8+ppV9zTkaB2DPsgh+HQDolRC4QA/dj+TiDa4SRtPFLl+UTZJa6ySWadnhJHyr1infrxdVxXR6acyAtI1ZE4KZufrVgf84KP1DPggl8BTjYhSCcUDfNm7sEMzR/j+WvouySPwdCNGHzlf73DuP3cOXVaVkLi2HHW6luzJgfzxulUHMuhoA33ezyfwlAZBCqUDfNn/bBy6YOu2RrcvikhcV45XkQG9WsGZO0NJe8C5A3+nlaV0+KkSvzQtuZMD+PMNa5Rn4NEGer1XiP8pDaJUQtlAH1KejWnm6Ly8hM4rylDVmDB7ysibGMChJ6Kd9o6OK8uI+6kSvzQdeZP92f+GdcAMONpIj/eKmjnKB3qT+mw0+mD77RmpUWDClFMotBbW/dHyVleHleXErq3GN01HwWQ1KW/GAuB/REO394pRn9I28Xhx9Lko9MHWQLOkD4rp8nEpgtK2SbJjUyLaaEfdxLgVlUSvrcEnTU/RFD8Ov2lNdak+oqHLe2X4ndQhSqFyoBfHnw/HEGwLZvM9qaX7qyX4ndJhdpeSPieYwnscg0NjVlQR+WMtXukGSib7cvwtqzap3xEtHd8tx+ekHlEG1QM9Of18aDNHv3vy8E+1bWtKTSKaOCX7t8Y6ra+oFTWEr6nDK91I6RRvTr1l1VP2PaKjwzuVTTwSaga6c/aFEIzB1saVGAQ6v1xO0LZGpGaR2r7unPl3COZQx8aPWFFD2Jp6vNKNlE3x5sxb1n7oc0RH/DtVeDdx1A50J/2F4GYOeb2FxJcrCPjd6hNflOxLzj+c+42FfVVHyI8NeKYZqZjiRfrbwQB4ZBjpuKActzzrwrqxu4rsFwLQJjb1L1Ek9o1qQr+zbjeX3upN7lP+LQZxhHxVT9AaDR5pRqqmeJK1yHo/7hlGOsyvaubRdFeS+6IaXROPz596Ij6oxfOUEYuPlCN7r/zE9HeCbGk98u81SM4asUzzxPSeYzvLF9WiWFSH4dtghKHWYDfZBg2yzxuQnjIi9FZi/PHiQUoRFTW8smwDfTLyMSrk/DygKy/PmoRFZlu8T999mEWf/shT90/juxGuy0K1ZV9kcMu69pEVNbyyfD19Mq1l2dK/Gy/PnISPVs/n766kQ0kFMkEkMzyIV++YyKGOMS6XZcwPpxmyOYOorBr2jYnns+dtUlpdU4qZ/fY+AkobyeoaxKfPDaUqzOoz+vodawkstSlHKIwWDvok8nznmXbXVwhmHs3eRJ+6LLzNOord/FkaPZoUtb3/9MyCncwu3MkTXWZzxM91FQKFYObR3E30qcu28USNJsUvkWhtOU9m/0SY3pokJcMznI9iJpDvEewyT8DyRvzWaHFLM1E31YPCRdaxXZVuInJ+Daqmttd1V1L8oi+GjtZxO+DLRgKXNSKrERA8JNRNcUfWxWLXL8/h5JPP2H13M5lYdcP1vDjjJhRmM++v/JruBYVE1tRw+yMPcyChdX7XX636iJ5FeZibUlqXe/sy8eGnQRR56M9fufXIPnz0OnZ36MLzE29Fo2qdpOXEU0d4ZPcvhNXXUunpzdNT7+BQdDyDctJ5futawupqOB4RzdNT7qDYz/UAwZNPOKmvwdb66pWbx4ItW+lWWIhFIuVAQgdenD6NCt/WaT+fj2t6kawJUpH6cAzRe6qRG2xvFm71Zk7dGs6Wwf6IMgnD/p3O6IVn2fC5VR6l6/fFxP9Wwep1/UEiYdp9R9FEqzh9u2O0tDZYxeE50UTtqUGut3Go6s2cvjWMgsHWFKeDX8lk+DPpbPnC6qBv9pBydkYo8kkCfT7Nv2RZtMFKjs6NJOKPWruyqOrMpN0awo4h1jS4172cw5CnM9n2pdUfTyLC7jcSqe7kiXe+nvH3ncIQpiB3sqPcnDZYyYk54YTtqbMri7LOQvptwZQM8UWQSRjwch7XPZ3Nji+t0c2FI9VkTQ/C5CNHWWtm2GMZdF5RSvq9jhHD2mAFp5o4ZHYcZjJvC6JkSAKiDPq9nM+gp3PY9aV91G+XL0sxBMhRaC9u3dMHKzgzN5TQP+rteerNZN8eSOlgH0S5hN4vFdD/qTz+WGobQAomqjm4yBYB3pLFUh+iIP2RYIL/aECmt1kuFPUWcm/zp/xDb0S5hB4vFdHnyQL2LbO+ECirzVx/bw4nFoZTPN4XqUnErdS5D50+REHmI0EE/tFoz1FnIf92NZVDvBDkErq+WEKPJ4pJWW6dAFOX2U+EA+/Moeq6lmWqDMFysucFELBbg8xwnqpEnYXCO/yoGuKBKJfQ+YUyuj5RwpHl1heC6OU1+B7Rs39LLGYfKV2eLqPTi+Wc+sTxWTEGy8mdF4C/A4dA0R2+VA8JQ5RL6PhCOV2eKOXYcusCMvGVCmQ6gT93x6GsstB7ZiH6CAWVtzqWxxgip2CeGvVuLdLz6ssQIuPMkhAMEXIQIHxFPZ0fLefwVitH6OoGArZpObwlEiTQfVYJ+mgFpcnOB0ljiJyieb747dbZ8RiD5WQsCcIQKQMBQlc0kPBoJSe2WuvD4iGh4lYvqvQiER/9zTNfXgGIoXJMj/si+11nVba4AJJcE7LNWsQQ+0WD6CfF8oA3QqYJ6d5L6w2/smwDVT6eDPjoKXy0ela+toxZ2w+wfLw1a5iPRsfcDb+TFun6Aukc2rIvJhsP8vUo54aUV5avp8rHiwGLn7aW5Y2lzPr1AKtH9OeJB2aQExKAKJEw9tAZvnxnBX0/esbpoutiqAn0YP09vei+vwilwTYeetXqefyp3/jimcEcGRzFzZ8d5tFnd/Lil1MAeGr1dNtFRJF3ZvzAbg9HaS+ZKFCh8mFB13spV/kyoDaDZ9O/58Gej1DmZl1ghumrGVp1iipF6zPHyUSBCqUvC5LuoVzZxJPxPQ/2mEuV0puXE2+lTOmHFJGpZQdZmLmGh3rMdZnHFCKj4lFvvHYb7NreFCIj/2N/TE3jQ8AKDVGPVpP5i3WubBjtRs3NHgi+UmS1AtEPV3F35R6+HO64K9Ltjf80f3Y3GEh5/iW29LJlikuJj2PpsKF8tHyFy/d/If49bjpretkniLrxRCpTTxwi+a5HqXfz4M31q3h221qennJnC1dpGddnp7Hgt03Mnz6L4xHRBDXUA+CnbWTxmuU8O+lWdnbsyuO7fuadn1Zw+z3/cJmj25sX1Ndztvry1WpZff0gdnfuhFkq5aU1P/HW6u+4++EHXOa5ENe0T3LW2CCyRwc161qeQ97QADLHB2PykmN2l3H8zkjCDtsmrC7rSjlyTzSaUDc0ISqO3B1Fp5/KnHLkjA0kd3Qgej/794WCof5kjw9q5jiZHE7o4frm38t7+JBxYwj1UZf31pU3NoD80QEYLihL4TA1uRMCMXnJsbjLODMzlJDzeE48EEFVVy9EuYT6eHfyRvkTdNh5cEbBOH8KxvhjvKAsxcP8yJ8Q0MyRNjOE4POu0Rjthsmn6RxRRJSAd77ziapwnD+FY9QYLuAoGeZHwQR/zF4yLO4y0mcGE3TYXrvSs8BA7PoqTj106axxRePUFI/xc+ApHeZL4QQ1Zm8ZFncpmbOCCDjcOo3MknG+lIzxdaiv8mE+FE/0a+bInhmA/2GbVbfD0grKh3hTeKMaQSXF7CWjMcF5Pygb50PZWB9MfvaTWsVwb0on+mL2liG4S8mb5Y/6sPOAGPdCI/4pWoqmtaybWj7em4qx3pjU9jxVw70on+iNpYmn4C41fodsKhTuBSaqhnpgDJIjqKSUTfbGK8O50HvFeG8qx3phvoCjergnFedxFN7lh+95HAE7Gsl70B/BXYo+UkHxLT6E/VB/4eWt9zvek6qxng71ZfGRYYhUWK1xIogycMuzvZiE/NhA0f2+GMPkGEPlFN7vS8ialoOYasZ7UDPOA5Pafgi0+EoxRMnP45HglmtbVGh6qaic7oXeSVKMdoAw0QNhggei2vnUolhYjWmhGvEChUFhqDuWqZ4Oi+eWEFVRw+ZB3TEqFVT6ebO7ZyKJReXNvz/x7S8sH3cdNd6tT5jRln3x5j8Ot1yWyho2DeyOQamgws+b33t0pGNRGQalguywIESpFIkoYpFK8NPo8GvUtXitlpA6IpZDw2Jo9LXfUeu/K5fCeDUHR8VhUslZe39vojOrCcutdbhG5yOl+NTo2ePvGFCplylZGTWSMjc1okTKAXUnSt3UJGpsCZDm5Wzii5ixmKStd9XRy5SsjBxBmeo8HpWaRE0JGrk7ZSp1k8VeREBCuKF1qbfrJ7hTP84di599PxZ8pZjOHx+koMq1GXyMMXIE36ZzRBGkEmIqKy/JN+HYcaq8vDgYbzXEmORylg0bSmp8HBbplVmmjcg4xY+9BlDqo0arVPHFdSOZcPoobiajy9d6dPcvLBkyhmORsYgSKeU+fpT7+DH27Akyg0L5JakXRrmCD4eOo3NZMXGVztdjl4sJx45T5W2rr9+TurClV08a3dzQK5WsGHIDfXNy/xLHOfxXjPThqbVUJ9gGQ/9MDZWdbN8rO3uhzvhrEblhqXXUJF75BBghKfUt84gioakNZNz+1yI/g1PqqU2w1/SM3VjJwOdzUGoE9Go5h56K/oscDdRdwNHvlTyOzY/E4tZ2D33QwUbqL1ighu+o48Z+x9AFKcicGUTBzJbTWF4OAlM0NJzH4X9US30nN4bckolXnoGanh4ceykCS0TrB3//FC0Nic5TaUb8VEt1fw90UUoU/DU/XvUb7UhXAAAgAElEQVRBLY3n8RTf6kenV8pQlZkx+UgJXV9P5bC/lsTB76AOjUNZ7K2KnumuZVw6h+t65CLTCiBA3j9t7eqRYUTTxebao+miwiOj9YoC/brnI9Na9X4L5/89k/dca5Bu1IBCgjCqdXrC52PZuOuYsu84+7vE4avRMexYOu/cbFWp6JlVQPecIp67ZyqTDpy8xJVaD1f6YmJRy4uCZWOvZ8p+W1mGH0vjnZvHNP/+8zMf0KG4AqXFwurh/ajybbskK5HZteQn2La+De4KyiK8icyupSTW/qV8yJZMDo6IRV9zaYUDP2Mjkboq8ppcHYZWncQskXNQ3RFyLnGyC/AzNRKpryLP3TYn/pT6Gu4WIxJEvooc0XZk5yGpezFSjXV8KJtvbxn3XaclYmEtskYRs7+U1fded8nrzUhJZW3/vlcsk+4/d25m/s7N5AQE8d6wiaTEJCBB5HwxLokIKouZmOoK0kIuP2W5VBDoWlzAjsSu/PLRq6jMZn7r1I03R00hoaKUs8G2XUmdUkW+OpDEilJyAluvbT0jJZW1/VqurwFZ2WSEto129t9+kRyQ1siAj3PZ/KFNp1ChtWD0thXN4CVHqW0SlW9FJ/RPa6Tvkny2ftS1Te65JajPaui9pJBflzgXee+9uACJIJI1o/WLZL+zWnp8VMSuJfa+YrlTAsmdEoh3rp74dRXoAh2TSbjC0e2jYnYvSWw+FrmtBolFpHCsmuADzq2IrsL3rJakj0rY+7HNt61ggprs2wLRByoIOKbhunnZCL5QNKV1C2Wfszo6fVjOgU9im4+5l5rwO6Vj71fx1Hdyo+sbJfT7Rz4HfnBd5B/A+6yehMUVHPo0yunvEWvryHzk8rQfLwavM3riF1dx9FPbAKiJU6APUzD0uiwEGTR2UnH2pdYPLp5nDMQtruL4p7aBsXqoJzEf13DmbRXKSjPhP9TbuZ64gn3HY5FqBUJ+bEAfYeujMo2I2cf28mX2liLXiE3PvOs8qSeikWoFgn7UYPgLLz/taIJGQPF6LcbVrXd/OB8HusRx+85UTtz/CnJBYM2Q3mzrl4RUEHh52QZenD0F8QpZ4M7Blb7opTe2OP/s7xzH7btSOPngy9ayDO7DL31t1toJ/3kMldHEuEOnUZjbNghVpTPR4GdvZNB5KnHT2ruPKfVmBuzI5Z23RsOqi19TJlh4OnMN24J6UeAehJvFwL35v/JUl9lteu9Wnh/ZFtSTgvMWyTf1exo3i5ExlUcpU16ZXJinT4Qj0Qqo12gxRdgvo+qmeVA3zQNljhn1j1oqvC/+UhNeU8PArGyevP3WK3Kvi0ZMJjMwBJNMzsTTR/j4hy+56b4F/NGhC/ft38nPXXpR7+bO/futuRLcTa7J7wVqGlAKFsadPcbMux7FJJOy5PulzNnzKx5GA9We9uVvVLnhaWydkQSa6iuz5frqXFzMY9u28+B997Sa43xc0+4Wl4JvnpapDx5j99OJFPezPQwmDxnKRttgotRYMHrIWrVA9snTMemBk+x9pgOl/a6cRck7T8fYB86w/5lYyvo5+lF2WVVCwroKtn3WxS4ozTUOPaPuP0vKwhjK+zv31WyIdaMuwYOBL+a2isMrT8/w+9M5tDCaiv7WN2yZ1kLvtwo49JzrASctwTNPz5D7szjybCSV/W0PYUOiO/oQJcgkVPXxImN2MBFbW+c76plr4Lr7cjjxbDhV/W07ExY3KcVjfant4YGgknL20RACDmuRN7g+gXnkGuh/bx6nnwulpr/j1rA6VYOq0kzphL8WgOCea6T3vUWkPR9M7QDbTkWX58qQGkV2Hk5gx8lEysd50eeewlZz9Lq3kIzng6k7jyP9hWAENwmDRubQ/aFiyqZ4Y3ASGHi5EDyklCT70GlBOYpKa51bPCXIGmy+6/JGAbOn5C9ZZgQPKWXJXnSYX4W8sl0h469A/nYtlhmeiNGtf/k+B4kg8NUby/mlfxJdl75A708W4qvR8dTqX5i1/QBno0M5kvjXdsIuF5fbFxvdlE77okQQWPHWMrb260rSFy/Sa8mz+Gp1PPXtVrv/MygVbLiuJ3M2/U6XvJI2u3+DuwJ3jf2iyF1rQu9h3079d+bS6KPiTJ+LB1RKRIEnM3/ELJHxYdwkAGYX7OTXwJ6Uuv21HT0Hnqy1Vp6YSQ6/62VKNgX348nstfiZrkzKatFDSvVMTyLnVyNzMj4Y4+ToO8p5Zc3ai15nesohUuPjKAxwjDNqCxyPiEGrcsMkl7O+R38OR8YyNPMMP/YcwOak3qz4+iM2fv4mB2OscT2lPq6tc/Rya19Z1W8IFd4+1Hp4sXzgMIZmnkGrVOFlsHfd9DLo0Sid75peDi5WXzEVlSz79AtevmkaKR3aRoXlb2tJ9i7SM+3eY6TMiSXtRvsHtzrBk8CzjZT1sC4sAs82tspVwqtIz5R7jnNobjQZN7Zd2ssL4VmkZ/w9pzk6N5KsaY6WlsQ1ZfT4rIgtX3dDG6pCgesTtmeRgdF3n+H4IxHkTLu4JVpiEfHKd/1Nz6PIwMi70zj5SDi502yWT+9cA55FRkbfac2gJzWJKBos3HT9EXb80AltpGsPjEeRgWGzMzk9N5T8aZcxsLTCaOleZOSG2dmkPRJCwU32g3t9Jzd762Tr0tHjVmRkwF15ZM4Lovgm5xaPiB9rKR3rjcWz9dZMtyITfWcVkDMvgJKb7AdA77MGMhcEYm7yuyyYrSbh3SoU1RZM/pfP6VZkotesQnLmBVB6k/2C3uwn4/R7Nj/0+Lcqqe/RugjqZggg1Ykoy8yYAmVoE5V4nTHS2Mt6Xc8zBpvawF/kkelElKUWzIHtFuXWQvaHHkmJBflXTX7iVQLKhysxz/XBPM+1SdlPoyOiqo4VY6/DqJBjVMj5YVhfFvywnbyQAAaeyWHE0XQAfBt1JOUWk5RXwgt3T23rYllxGX0xI8L5/NFcljHnlWVIXxas2cbrd0xw+H+52UJ0RTVnYi4d13E5KIz3Y8hmWxZNlc5EcGE9hfH249HgLZnsmZhw8ZdOUWRB1nrUpkYWdp6Fpcn3uHddNoHGeqaUpQDga9LwbPr3fB8xmO8ihrh+06LIguxzPDObeS6EBBGVxUSAsYFaRdu5qNihqe0VpRYsTsYHiRliqi7u9jU9NZWPR428MvfnBCISJIiIEikfDh3Ph0PHA9bgu1JvX8q8XXse6909KPH2Q3TSNTKDQpl2PKX5u7vRQFRNFRlBrqfYPofpKc7rK6K6mlVLPmXx2NH81L9vq69/Ia5pS7LELCAzWJAIIhKLaP1sFvAsM3DTPUc4fmcEJ2939J05e2Movb4qwLPMgGe5gd7L8km7yfkgJTGLyAwCEgtIhKbPZhHPMgNT7j7OyeRwp6oYNP2v1GxdGckMAlJjy9p+zTyCiMRCM49HmYEJs09Zpd3ucOw48Rsq6PtuPluXJdFwiSBBiVlEahCQWKz1JW3icC81MuauM6Qlh5Bxh2M9JHxfjluV1Zrgm6ml26fFlF7n3HJpz4Edx6i70shIDibzDvuFfl1Hd9b93pOf13fj5/XdOPDvWPSBCn5e3w2tk/THdjyCiESw8biVGhk2K4PM5CCy73Rc7If/WouizgyiiPqYhsSVFZSMvpyyiOdxmBg8M5vsmQHk3um4CM+72Z+wbfX4ntYhMYl0+rCcyn4emH2cDZLnymHtX+c4VKUmBs7MJW+mP/l3OpfDkeoFwn6up2jGpbcMbWUBzmsXVamJvskFFMxSU5jseJ267m6Era1H/v/YO+/wKoq1gf/mtPRKIJQAoTdB6Sqo2CmiiOWqiKJ+XhuiYMVybdcOCNZrRUWuiiBYQFGvIiBNkI50Qg0hpOecJKfN98dsklP2pJ5QdH/Ps09yZmfn3Z2dfffdmXfeKfQgXJK0GfmUplp0DeRyGQTUl+2wi56jDnBwdCKHdGRE7XViyfOAR5K8yE7zz/LJGBsiBJBbIrT6wqNC1OGWJC5xELO5DDwSc5GXtv/OwZ1gwtFe9WJkjYyjxfsF2A67sWW5afFeAVlXVjGL3i0RpaoN4wVRKsEtSVhSQvQmZ4Wc1v/Ow51gokSTg1cdZ9I630SpRDiP/6qlJwxuqaJaaO0QrV7LZqVS+ktzSn9Um0w143wxGfdN2j3y+BznVcdZQrgW5MXFsK9xEqN+WonZ4yHOXsIVS/7gz1bNuP+2K7jg5XsZ+txYhj43lo1tW/DqyPOYdPVFdbqWcLXF2Wf1qvJarv+fupZ4ewlXLFXX0nPnPvpsy8DqdhPhdHH7t7+SUljM2nb6bllVYXJ7sZa5MXklJq9U/7u9rD6nNWm78+j7cwbWMjcj3l/H/vbJfv7IyUfsdP0jkyVDqw5Bds+eb2hVks3jnUfhNFf2RD/QdQy3nnoXt/e4g9t73EGOLY5p7YbzVdN+tb4OgHsyvqVVyVEe73QdTlOlnF4Fu2hnz8QkvUS7S7l970KKLVHsi6qDq5qmH/BKpe+0dhy7pJRITT+Yirw0e6ZATfbV7n3Sp/aKXuWI7S4av1nEbx06hBTTa08GqQUFLDi1R9A+m9uNTXN9sLk96v9arpAcV1rCgN1bsbldmL0eLtm0hj77d7O0bWcSSuy0zDsKUtIu+zAP//QVbw68CClqbxZ+eWpfrv99Kcn2IuJLHNywajGLOnTlx07d6ZB9mIv+XI/N7eLOJT+wLbVZnf2RK+rrNP/6Ss0vYOYbbzPjrDP574Az61R2KE6IZalf23qe7kn0e30P/d/I8EtbeVc6COj/eoZyofDh7TVa7EcpOXPSLrrNUcNSm6uIk9zntQz6vOEfwm31Xa2QQtD39b24ov0bzPt/DASg+cp8Lr1xg9++Q30T+P4Tfb/lnq/to+fr/sPYa8emIYWg12v7g+TMWKvCtVx13hpispx4bJXnvufSFFY+Hez/2uPVA5z6uv/SlOvHtgABp752MEjGZ+tU7NAzHt5Fi1/zsTq8lCZb2Du4EevuTUPodPB2f/Ug3V8/5Je2cWxzpIAerx0KkvHFuuAvuiYrCznz/t3MW3JayIUeur56iG6vHfZL23x3UxCCbq9m4g6QM3e9irnc/949pP5WiNkpcTS1suu6xuwdo2+QdZ52mM6vHfFL23p3E6QQdHk1K0jGtxsqQx+lz8yh05tZmEskub1DT9zrMO0IHV71D/C/Y1xjpICO07KDZPywsUvF/82+LqDzy1n8srhDRdsNFc6u7dSjtHvVv8di17hGIKDdtBzc0f5t/5dNyifdmueh01NZNPrNgXBKijtGsP2xxthPDf4gazP1KG1e9Z8tvmdcMlII2urIWLxJvRyazC+iwzNHsBR6cbSxseuhFHLPjtG9llZTc2k9zX9m/d57EnF0sNF6Sh4Rh914IwVFPSLY82Ayji6VsdHTX/CJTfuPyjjJem0s7ZV80qb5u+EcuCcBR0crLSfnYzvswRspKO5hY/9DSTi0iVjxy0vpeq3/JKzC/hHEryj9Wy1LXZKZrquzLZPysU7xr1fXhATc9/t/PEX0O4BrUqPKOMmfF2Mb799+Z5/Vkwduv1JXfpeMQ/zrkwV02ZuJx2RiRde2/GvM8KBJbZ/++z3mDTi1yjjJH5/5vm56ONviWQMfDNkL23XvIf71yXy67FPXsrxLW/5146W0P3SEJ2d8S8vsXNxmM9vSUpl85YWs6hx67sPADjt100e++wcj31/nl/blLafx5a296LbqIDdOXkHK4WJ2dW3M24+fxdHmlR+Ywz9az2nLDvDM28qtIWt8elD5TcrymfnHFJzCgsfHyJradjg/Nz7VL++MP6Ywpe1lVcdJ9urbJU3K8pm57pVgOW2G4xZmbjzwM42dhZSZLGyPacF7rS5gT3ToXssps97Rl/NKIalT/aPjZN0bR2lHK6mTC7FmepCRgpIeVg4/nEBpF2Ukt7g/j7hfSpVfeiMTBUOjGNj+UZxWfTejZ2fNJsrpZML1wWHXljz9LGl5eX5pAx9/hIPJ+u+zyOxg4zbJXszbs96lbc4RPEKwp1ETXj1nCMvadCI95whvfvE+TQvzyYuO5eO+Z/FR/0G6ZZcjQ9jPFo+HR36YyyWb/qDMYuX7rqfy8vnDcVqsnLF7O48v/JLmBblsaN6aiZdey8Fq4iSXpeh3OD77+WyiXMH1Ne77Hxj//Q/Ybf6dbr5h4wLZc899NdLZJ7SRHE6MFfdqj7HiXu0wVtyrHX+lFfdOb51hGMlhpusv/2xoEUBoIzmcHKsV90IZyeFEz0gOOyGM5HATykgOJ8dqxT09IznchDKSw00oIzmc1NRIPqHdLQwMDAwMDAwMDAyOB4aRbGBgYGBgYGBgYBDACRHdYkCU/hBR44+KSJ5tJ2qbi7zh0eydrCZRRe5w0XpCTsX66Y7uNg48mURpB+X30+TtQhrNsWM76MGdZCJ7dCx5t+vPbg3nGu2ZjyRgClGjyR/aSZztIGKbi4JLozjkI6fFhHxsFXKsHPaRU45wStoNzsZk95KxSj/WaMKHduK/KMG2zU3xpZFkTVF+gLbtblLH52Pdq4ady7pbyX4qHmdHdbLJU4pIft2O9PF73ruwESI9+GLiPrQTO0vJsF8aydFXlAzrdjcp9+Zj2adkOLtbyX0qHlfHyjJsG10kP1mIbZMbGS3IHxtD6S36K2LFfGgnelYJ1m1uHJdGkq/JsWx3kxQgp+CpeNyanEajc7GtqgxpJFwST1sLuf8LnuQXNd1O5BclWLa6KL0siiJNhnm7i/h7CzBr98Td3UrR0/F4yu9JmSTuiUIivi8Fl8TV10bR8wmIZsH1FTndTsQXDsxbXZRdFoX9laQKGbH35mPykeF4OqFChijwEv1EAbZfVJSR0huiKbkvHmuISRXW6cXYZtkxbXXhuiya0qnBPl+2KYVETi7E/mkKnrMjK64lcmIe1vklyCiB8444nLfFYRXB/tXmDwqxzLIjtjrxjIjBNTV4Qoxlcj7WyQWUfdak0t/0azvmd4swbXbi7WnDOUf5CFoIlmH6oAAxqwix1YkcEYtnanBbN03Owzw5D/dnTZFnq6g1pqdyMP1ghyMeaGrBMy4ReZUWglDo+AN+kI/4vAi2lsGIOOQ0nYkkk3MxTcrF+3lz0OSIZ47CvGIo9ECCGXl9PNxbtX/dX5HLWusvkGCVHu72rKanzCIOJ4eIZbq5B7+bdCY/V8O963/WTe8xcz9d52XSaHsx24c15cfnVExhk9PL4Ac3kbqpiPhDpcz+sBcH+1VGprEVujjn+e2kL1G+zxuuSWPl2LasK9UPTdlj5gE6zz1MyvZitg9L5afn1XyB1HUFnP7qHppsKUKaBAf6JbL4kQ44mlT6JJ85eTddZ6u5G1uuaEaXBQd0fZKH2zdwQclW2rhyWBTVkSmJ51fsO61sP3cWLKaxp5httlSmJJzHEUvVoSCnr1mkmx7O52rIykG6Mi6TO7lIZpBOAYtoycumuk3MA7Ck6S9mMbxoHRfYt9DGmcOimI5MaXQxAJ3LMhldsJwOziy8mNgQkcZbyYPIM1e94qJd6r+wUz8qpPFsO9HbnOQMj2HXZKXronY4aTchh0hNb9u728h4MokSLZJO/LJSWryaT8xmJ554E2t/S2PO5dN0ZYTTvjlyWzynRehMIgqznhvWd6jutQwvXs8F9j9p4zrKouhOTElWi+FYpIeHcr+ng/MIqZ4iHkwZycbINN0yfHEfPBSUFiedTGA1vcmikAje5xR+EfUI9XhPzbKdEEZyKFypZg6PjSd+can/+ulNzOx5MwWntn5644+LaXN3Dn9+r16+QkLGlEaUdLYSsddN+xuy8TY3UXBpcBi4cK7RnjK9mNxb9Y1xV6qJ7LtjiV1cpmbK+sjZ/1ZShZzkj+2k3Z3HroX+SqzR28W4G5mw2UP76rhTzeSOiyX6V/9rcaeayPxPIm5NRsJHDpqOzWffD5VGTtHwSLKm+U+u0Ztq4Ek1UzAulsgAGZ5UE9lvV8qI+8hB47vyOfSjkmHK9ZI6Oo/cJ+KwD41EuCSWzNDX4kk1UzQulohf/evLk2oi9+1EPJqcmI8cJN+VzxFNTs4Mf4Ml5aocXAP0Q8x5U03Yx8ViC5DhTTVT8HYiXk1G1IcOEu7MJ/cnZWhHv2/HssZJzo8pyDgT8Q8WEPt4Afb3giNheFNNODQZBMgoejupQkbkh3Zi78yj4Cd136OfKkCUSPJWNMF01Ev8NTl40yx4r9FvXzLVTNk98VgWlfrJKUdkuLHOd+BN9TeyI6YUYtrjpmhlM0zZHqKvylaG+nnBLxfZ1ILrngTMv5aEkOHCPN8RtLSwTDThuTUO704Xpt/0lzv3lSHvSUL86vC7JxVkuDDNLw5evjha4P6wKbSzItaVYR51GE+6Fdk3RESYVAvy3iTEIofutZDhQnwbLEdeGw/3JUO0CTLdiGsOITvY4JYqL+tvgxlJtojmfvN5HCGGfvIQj3qWcZsYTJYITxgue5MIVt3Whta/5WAp89chh3olsm50K4aO3xh03Dkv7MBa4mX6jwOIynUy8ua1FDWPZOsV+hO77I0jWH17a1otzfWTE1noZvPVzVkwMBlpFpzz7+1c8OhWvn5XTVDrNusQbf+Xzafz+oIQjLhlHUMdm1kQc0qQjBxTDJ/F9qF32T5sstJ3Pt5bwmN53zM14VxWRqZzQ9FKJub/wPgU/YmM1RHO56qrPMoWEfyBnEMkM0UX+sjDRNQhTGlNyDHH8ll8P3qX7sUmK+c0xHpL+S72FJ6NHIYHE3fm/cKEnB94vMnldZLjTLVwcGwCiYtL/N5zziYWdrzZmDJNbzf9uIj2dx9l4/fqI9ATLci+OpacUkmLN6qOzx9O+8bVzAJX6bznwq3nQpBjjuGz+L70Lt3nd18ANtuaMy+2J4/kLKiyPqrjbtbixsTVDKcd+TzLUnbLBPaKhl0R9YR2t8gfHE3BxdG4k/xvoCfBhNN3/XQzRGRU3pis2+MpOcUGFkFZOysFF0YRvVp/PfJwrtFuywitGIqGRFFUAzl65Vj3uUmcW8LRO6t+ydiHRGK/OBJvUrAMt68MM1gz6jZpyjEkEsfgGsgwgcVHRvw7dkrOsWG/PAoiBDLWhKtD6G+00iGRlOrIkQkmPAFyzCGuxbzfjW2Vi9Ir9JfBLRsahXNwJFJHhjegvnxlmPZ7cJ4TgWxshkhB6WWRWLbrn4NzaBSuwVG61+H1a8MCs899t/1YRskdsRCl8pVdE03E56GXVncPjcI9OCroWsqJeiyPskcSwOrfm2Wdbafs3nhINOHtYMV1XQy2WXbdMrxDo/EOiQ4pw/poLq5Hk5ABX1fes6PwXBoT/ALWQQ6NQQ6JgST9vOZHj+J5tFHQdXgfSIYONjAJZK9IZL9IxJoqDPJhsTAkNqQc8Ug28rFgObS3qRdHOSYgo3YrVP2VKRUWZpi7kyVikUKw0tSCw8TQQeZVf3AN2XVhE3Zf0JjSRP+G5rWZWHdDKw71TsRrDu61bbPoKGtuaY07ykxRiyi2jGxO1y+De6wq5FzUWFfO3rMbsXNwE1yxFtxRZjZcl0azPyoNoi7zDrP2plbYm0ZiT41g7ZiWXFiyVVfGsqh2LI9sS6HJ/2NuQOlu9lqSWRrVHpew8ElsP9q4jpLmrls9hvO56op+3N+lIo1logWF1H2hiOpYFt2e5dHtKTT56/TVUW1YGt0RhymCMpOVr+NOo2tZ6HtbHXmDo8m7OBpXgK7zJJgoC9DbkT7vBvtpERwdGUtpq+r7H8Np38SsCbGuwTHSc8ui2rM8ql1QO3YLM/PierI5ojneeizsFCndDOQAH9KNUmFhs0hhOc25gH3VH1xPTuie5Oro0f0AZodaPz1zQohhKCmJXVVG3qiqh11CUZs12jMfq/sXTefumRVyjgTIafZEAVkPxuGNrN8E+ranZFXIyLnP3+CO+amMtt2zcDcxUzAmmoLRtV98BaBVtyyEJiPfR0bEWheuzhaajsjBmuGhrKeVnH/HQx2X/G3mI6foPv2Ph+g5pTj7WfHWQGHpkdL1cIUM+/2VMkqviSL2iUJMhz14E0xEflmC89y6vRiSumZWyCi53/++C98PfwnmbXUzxizfOJBWgfv8KMAnpFW+F9NhL96ulUaAp6sVy8KSWsswfWMHq8B7vv4HSTgQ3xSDVSDPr6ZtlngR68vwjqnjKoXfFINNwPkxQHbw/tfyEFNzEQ6JbGWBy6uIx/w3J1GWkkZRg/f21BjfaE5S0min/gdhbWi+Op/c9pXvl+Sddo52qvx9tHMsZ7h316rMVq5c9lgrR6bKTFYyLQm0duVywBK+leug9s9VBifIvayC7qUH2GdtmBXsAPp031dhexyY0DD1URv75uh1dRilqYue+7D2YsJBC4rwIjgoKnXtLhLowdEGl31SG8kbNqZhcnhJnmPH2UL/Upq9UgheyLuqbkZfbdZod6fUvWN+68ZmCIeXxNkluHwMx7jvS8ADRYOjiF5e9/XOAXZvSkU4vMTPLsXVovJciy+JouC6aDyNTUSuddHstnw88YKyEbU3ePZtVjJivyjFnVYpw5LpIWKTi8Mzk3F1tpD0XBGNx+aTM7duiixTkxMdIMeX6NklFI2r28cRwNEtTcHhJeqLEuXeoeFpa8HbwkxKnyNIM7g7Wyj6d6M6DcvkbWkGDi8RX5Qo1wsN16AIIt8opnhqIqZsLxGfOxAldQiLZPcS8UIhjk+Dh0eF5roj4yrPXMabEMW1lGP3Yn0hH+en+r7yYcHuxfxCLu5Pq19pzPzwUWRXG3JQHQx2uxfxfA7ysyp8aO9OQo5NRG5yIr4vhvgTekDuuGGWXh72LOdHUxv2i/otqx4O9g5sRJ/39vLD812JPuqk69xMLCX1cwtotK2Yfm9lMP/17hVpVocHZ1zlu6Is1kK01BaCqGFvWpR0URDQW2oXNqKk/ohonanDc7X614ZbfTYcpDuzuQjHWUAAACAASURBVK5wJU+lNNAKi8Dqja0wObw0nmOnrI4dPdVRG/sm56oYqvf09eEk03NRuLEHOIDasRJNw4/infTa3Rtt4uioWNIn5GIJWD+98UdFJH9pZ9f0FGRE3Xtha7pGe/PH8nWOrp2cvOujaTEhD/NRD8LhJfX5Qg4/Fb4vVRltouD6KJqOL6i4FmdHC56mZjALSvvYyL85mrgFVfuOViejaHQUKfcWYNJkyEiB/eJInKdZkZGC/PGxRK52IQrrHg9RRpuwj44i2UdOObZVTkzZXkqG1XP542gTJaOjib8nH6HJiJtYgCiVZG9MJXt7U8qGRJI4OreagqqWUTY6mth78ipk2J9OgEhB0llHiLsll7LLovA2q70yjphUiOvKaNUTEICMUY+/KK68B6LIi4yt3bNimZSP54oYZCv9gPnhwDQpD+8VcVCNDNPTOWpi4dupNTZIfBEv5yKvrF4OQkD3CGSkCfFy1cvO/h0RUvKQZwVuTLxuCt8SsfVh0SMdcUeYuHHwcoaP3cD2oakUN627fkjY6+DSf65n8cQOHOpTOZ/DFW3GVuzjOmX34BDWWrXHEmElOsAgjpZOSkQYllr34Vg9V8eKZq58nsmex3+SBrE5Un/yX7jwRpvIGhVLuwk5QbZHOGU0hH1zsum5EixE4+/SGIMbh+7MqfByUvckV+CzfrpbWz+90axiUt8qYvusJriaWbDWd2GMGqzRbtsXhsURKuR4QYDtgIf0q9SQgnBKzEWSNr2PsH9esvIBrqMMUSKxHPbqXgsC6r2WhI8MZ4oZZxeLKjeQMMkxH/bi9bmW6NkllA6JqDAEwyXDnWLG8qeb4gfjKnxzS26KIXZSMSLXg9RZzrk2MkzaPZFJJopfrxxWjXqhEPdptX9BWpaWITI92D4qBkDkeIm+I4eyO+Nw3hWPN9WEaYsLz9nqvM1bXHg71k7xmJeUIjI9WD7SVqjK8WK7/SjuO+Nxjw3PB55pSQlkujF9VKjJ8GC+/QjeOxPxjlUGiunlXEy/OHDPaQ5xdbzvSx2IQ274sKBCjrjtMPKuJBirM8ztlrD32CyKctIgJRM8q0iklMfMZ/utjHY8KUu0svDlyslzZ76yk6zudevhjjtYyoib1/P7Helsu8x/4l9u+xhSthaT1UOVnbK1mH2W2kVA2WdN5nxHpR9zhNdFM3che63hjaRyzJ6rY0ATdyHPH5nDp/H9+TmmS/UHhAMvmEskNh/boyFkVGff1JqTTM8dJA4zXlrIogqXi7bks5eGH6E6sY1kt0S4QXiUX44olUgLxC0vw51koqSLFZND0nxyAe4EQWn5+unz7DR/qYAdnzXBWZ0/qibDd412aYFYTUapJiN1UmHQGu2FF0biSTFXrNFefHYVfqkVckB4Kq8lZnkZniQzpV0smBySJpOKNDkWpAW2L68c2opa46TZvwrYv6ARnkY6yqpchkdt5TKilznxJJso02Q0erkYb4IJZ3tVNzE/lFLSz4Y3QRCx3kXidAdHHwzhZ+lzHb73JHKZE2+yCWcXC8IhSdJkuDQZxVdH0fi2fIpujsbZ0ULCtGJK+1qRCSGUrluCG4RXbZRKsECEJselyYkPkANAiSRqfik57yTqlx0gA49EeCplWJc5kckm3JqMmJeK8CaacGsyXKdaiZxdgusMGzJKEPWxA0+qSd9ALr8ODwEyyvAmm/FoMqJeKlJRIDQZpgw3MsGEjBdYfy0jcqaDwtlVuHSUX4sXdf81OY7PU/D9AI8ZeoTSJxJwn6d60FxXxhAxrRBHDxumox6s/7VTMiVZX05FffnLKJuV6icjYkgmrieT8J6nDRd7JLi0Y8rvpRn98CluqbYKGV6wCNyzmql0DcuQg3iebIQ8TwtV9VoepnnFuL9sDjX5UKmQI/3kyFkt/OSIIQeQT6bAedFKR3xSCJfGQoIJ1pUhPixA3p2k+/33d2WcdzWtKOQh8yCcIvyvGOH2YvJIhLaZyzx4zQJpMWF2eiv8js0uL+YyDx6bCYQgYZ+DsngrZXEWWv2WwylfHGL2R72ql+P1lxOd4+Lym9ay4boWbLomuLdy62VNOe2j/WSco5aF7zl9H/+N0l8W2yS9mPFikhITXqzSjQcTyyLackvhMgaU7GJVZGtGFf9OhrVR3f2Rj8Fzpa5FYtI2q/TgQeAN40dSRX1pdVZeX0keBy8cmcM3caeyIK5H/QVV2B74vecSlpfiSjLj6GLF7JCkTc7HnWCiRLML8EqEE0yaF4AolQiT9AuvGiyjYe2bcOo5NuuL8bsvPu3YK0xYfaJdWPFglW5cmGs1IlEqLCyVLbiRLUyRvWlHPmdyiHs4t8Zl1JUTYlnqP/a20j2JZq8U0GxaoV9a5j3xlHS00nxyAdbDHryRAkcPG4ceSqCki+pp6zbwELbDHrw+DTP/8igOPResYMK5RnvWffGIEKN3jV8ppMnUYr+0I/fGUtbRSpPJRVh85GQ9HE9Zl2ALInp5GWn35oWMk5w8pYhGU/0nouTcG4Ozo5VGk4uwZHrxRkLZqVaOPhyHU5PRdGw+0YvLEE5wNzORPzqagptjgia8AiROKSLxFX8Z+eOVjKRJRZgzvUhNRt7EOFw+1xH3sYOEV4sRpZKyvjZyno3H1Fxf8cZNKSI+QE7h+BhcHa3E+8hxnWqlYGIcbh85UfNKiH+hiKzljUEIrCEexpjJRcS84n9P7ONjcXeyEPNyEaZML0QKXKdaKZ4Yh0eb4CbyvMQ9XoBtiRNcEncnC8X/ikf2DP5IippcSHSADMf4WDydrES/XIRJu+/uU604JsZXyLB9U0LMkwWIAomnrRnHI/G4BkWGjJMcMbmAiCn+7bhsQhxl9/n35Mb2z6Tk5ST9OMmRAuedoeMkWyblY53iH9bINSEB9/3+HyMR/Q7gmtSoMk7y58XYxvsP1bmvjkFODfZtNE3KxTzF323JMyER7/3+PWiWfvvwTEqpiOdqbb4baQMslffaOy4R77gkzDp1JiblICb7RwqQ9yUh7/f3kRd9M5CTm6j4oV6JGJUJ60rBKaGpBXl1HIxLwtRs59/KTr7Idq2uzm4i7Xzi/gYnJjw+n1rTzH342ZReKxnD1utMJgL6v76b09/c45e24s42rBzblpsu+I34Q/6uYh/8eCZFLaLo8F0WZ7+wnYgiN/mto1l6X3v2DWyESeiPMvZ7fQ/938jwS1t5VzoI6P96Bs5o/2fk7TVnq3+k5MxJu+g2JxOAzVc047EFw3WNglFFq7i++He/tE9i+zIzrl9FnOQmniK22VKZnHB+tXGSv17znW56OJ+r6SXd+FQE99SO9m7mBrb4pX1MV2aYulV5znqEipM8Kn851xeu9Ev7JL4/UghGF6ygJCAm+siWd1Up54nFc3XT017JJ22av647cE8Cjo5WWk7OV/ZFpKC4h439DyXh0GyP+OWldL02y++4ov4R7Pg8+J0dTvsmd0Q0jSYH+5WHW88N6zdMt75GFazg+qJVfmmfxPVjZsLpfJg5nVSP/7vpxqZjqmzLoeIk38dqepFFETbeo3u94iT/6P2iRjr7hDaSw4k1hCIMN6Z6+w9Uj+0YXYuekRx2GQ0vIqSRHG7Mx6A/MZSRHH45DTR06IPeYiINgZ6RHG5MTXcYRnKYCWUkh5tQRnI4WXBe1waXAaGN5HAyNK3hfcxDGcnhJpSRHE5s9XX1rCG6i4mEmVCLiYQbPSM53NTUSD5xHYwMDAwMDAwMDAwMjhOGkWxgYGBgYGBgYGAQwAnhbmFgYGBgYGBgYGBwImH0JBsYGBgYGBgYGBgEYBjJBgYGBgYGBgYGBgEYRrKBgYGBgYGBgYFBAIaRbGBgYGBgYGBgYBCAYSQbGBgYGBgYGBgYBGAYyQYGBgYGBgYGBgYBGEaygYGBgYGBgYGBQQCGkWxgYGBgYGBgYGAQgGEkGxgYGBgYGBgYGARgGMkGBscRIUSGEGLR8T4PA4O/C0KIMUIIKYQYdLzPxeCvjxBikNbexhzvczGoPYaRHAaEENFCiHuFEEuEELlCCJcQIksIsUBTyJbjfY6+CCEShRBP1vYlIYRoK4R4RwixVQjhEELkCSG2CCE+EkKc20DnOkg718RaHPOhppTKt1LtfiwWQjwrhGjbEOdqYGBw7PAxPso3j6aTNmk6abAQQoRZ5pNCiBHhLPNEQwgxXAjxoxDigBCiTAiRKYRYJoR4SQiR0kAy762tERlw771CiCIhxG4hxFwhxE1CiKiGOFeDvxcnlPF2MiKEaA/MBzoCPwHPA0eBJsAFwHSgK/Dg8TpHHRKBJ7T/F9XkACFEH+BXwAV8DGwGolDXPRwoAn4J94kCg1Dn+iGQX8tj7wCKUe08BegH3AfcL4SYKKWcEr7TNDAwOE58CiwABBAHdAJGADcAPwkhrpJS+uqOGcBngLMOsp4APgLm1euMT1CEEC+i3lUbgDeBLKA50BMYB8xCvd/Czb1ABkrP14Z1wGTt/2igFXAR8AHwqBDiCinl+jCdo8HfEMNIrgfal+q3QFvgCinllwFZXhRC9AX6HvOTCz9PoJRQTynlOt8dQoixQNNwChNCxEkpi+pZzGwppZ9CF0K0Qt2zyUKIg1LKz+sp45gQpvo4aeQaGNSCP6SUn/gmCCEmAC8BE1BG9JDyfVJKD+A5pmd4EiCEaALcD/wODJBSugL2JxDGehNCmIEIKaWjHsUcDLz3wGNCiKuAmcB3QohuUsq8esg4JoSpPuoi1wqYpZSlx1LuSYOU0tjquAF3AxJ4oZbHjQB+Q/VyFmv/X6aTTwIf6qSP0fYN8kl7UkvrBDwHHADKgPXAUJ98g7R8gVtGNee8FThay+v8P+APoAQoAH4ABoa6TuB8YKlWJ4u0NL1zfbIaueXHpYTY3xGl7Hfq7OsDzEX1lpQB24BHAUtAvkWono/mqJdwHmAHFgIddcptieqFKQAKgW+AdloZi2pSHz7701G9YVnaOe7S7nm0jtweWr3bgRxUL1hKYNvSypRaO/oHsEa7bx9q+zujepY2o0YNHFqeW3VklrfFrsBUIFOT/z+gk5ZnpE/byAD+ebyfZ2M7uTYqddn9VeRZouUZ6JM2hmD9Gam1221a284HNgIva/vLn4+gzaeMfwBfA/u05/Ioqse5h855ZWg6pDNqJLJI0w2zgaY6+eOBZ4E/gVLtWV4KXBOQrxnwlnYOTuAQ8A7QpAb1ebp2TZNqcQ9SgDeA/Zq8/drvRgH5yuv8AuBxlM5y+aTrbenVyJbAt1Xs/7eW57GAdIEaZVyj3evyUdBzA/KV3/MngUtQHw+lKH32MgHvBO2Yy4C1Wr79wNPAhVo5Y2pSHz55amQnaHnvQLXdUmA7MJaq7YRuwBSUneApz0Pd2vCpqFH0YuAIMAnVARup/X9QO6/FQJfjrTdquxk9yfXjSu3vOzU9QAhxJ0qJbKXyIR4DzBNC3CalrHFZIfgI9bBNAmyoYax5QoiOUsoMlJIdD7yCMgbLe7+Lqyl3F9BJCDFSBveYB+EzbLcKeAQ1DPpP4BchxGVSygUBh/QBrgDe1a4BYBPq5XC5ds7lvcIbqpNfFVLK7UKIJcA5QohOUspt2jkPRdXJTtQQXi5wBkrRnQZcFVBUDOrBX6FdYxvgHuArIcQpUvVYoflTL0YZyv8BtgDnoBRzKL85vfpACNEaVacJqJfhdpSxMBEYIIQ4X0rp1vJ2QBkJJuBVlLIaCnxXRfWMQA2rvqWda6GWPgg4G9ULv0e79quAd4QQKVLK53XK+gjVrp4DGqNcXRYKIR5H9fK9hRoWvQV4WwixRUq5tIpzMzCoLe8DA4FhKKMyFG8AN6NcyV4BzEAH4DxtfzYwGvVxugR9nT8WpTPeAQ6jPoL/CfwmhOglpdwRkL8FysiYCzyAMjZuQ+m8i8ozafpjKcqwmY16bswoF4hLUK4j5aNky1F6/32Uzm6PMqDOFUL0kVIWVFEHu7W/lwghpkgpD1WRt7xneZkm4wPUR29PTd55Qoh+MngUahJgRem1QpRhNxpV50dRHwLlZFclvwa8h+rgGIZ615YzA7gWVZfTgQhgFPCj9n77OqCcocCdKH34AcoQvh/VMfJceSYhxOXAHJTx+DTgBm5C3aNQ6NVHrewEIcRDwAuo+n8ENeL7AFXX30xUB8VkrexMLb22bTgN+BH4HFWfF6H0vAfVXqO0c0tB1dk8IUQXKaW3inM7sTjeVvrJvKG+5gtrkT8JZTTsBOJ90uNRCq0ISPRJr0tP8reA8Envq6U/75OWTg16ZANknoHqKZAow+wDlDIM+jJE9WZ7UYrd5pPeHNVDk4Ea3vG9TglcoFNW+XWl1+JcP6SKnmQtz6tanuHa70iUUlhMcK/xeJ36XqSlPRiQ9wEt/WKftOe0tJsC8k7V0hcFpFdVHzO1fUMD0l/W0m/xSZulpQ0IyPt5YNvyaROuEPc0RifNpNVDAWDVuWffBLTFcVp6EdDKJ70xqqfh04Z4To3tr7lRs57kXlqeOT5pY3Se51xgQQ1k6upkbZ/eM9IF1SP3ZkB6hlbW1QHpb2jpnX3S3tTSgkZbAJPP/1+hevLSAvL0QRlsT9bg+l7TZJVpuvAlVGdQkk7eZ7W8dwak36WlP6NT59vQH/HKCNSDNbwXIXuStTyFQI7P78v16hLV87ka1QEgtLRynWjH5/2D6oneBGT6pJlRva9H8XnvoDoz9hK6JzmoPqiFnQAko4zdDUCkT96mKL0cyk5YhH5PeF3a8FUB6WtQ7/+v0Nf/FwfKOJE3I7pF/YinsqetJlyI6oF7VUpZcZz2/2tALGr4pT5Mk1qL1Mr+HfVQdahPoVLK5UBvVO9gAuoL+U1gixbVwzdixGUoRfKSlNLpU8YhlAHbGtXj4Mt6KeVP9TnHWlJe//Ha3wuBVFTPQqIQIqV8Q00KAp/eHQ0vytj25Wftr299j0C5RnwckPfFKs4vqD6EECbgUmCtDO6Jf147n8u1vGZUD8gqKeVvAXknE5r5Uso/AxOllHaf84gUQjRCKegfUHXYWaesV33bIqoHDuArKeU+n7KzUS+LerVRAwMdAp/zUBQA3YQQp9RVUPkzIhTxmu4ob9v9dQ45JKWcFZBWrj/aa2WZgGtQI4Dv6sj0avkSUD2WXwOlAforA2VwBeovPcahJjwuQ010fgD4AsgUQryo6ZVyLteuL7BX/W2UsXi5TvlvyWPrc1uI/72/HvU+nBdQR4moj/p0gvXQPKlGYQHNv0aNAjYVQsRqyb1RI4XTpc88GKl67v9Txfnp1Udt7IQLUR08b0kfn2Ip5WFUh0oopkptxNGXOrThg1LKLwLSlqLe/6+F0P8nlZ43jOT6UYhyI6gpbbS/m3X2bdL+1jc82W6dtFygUT3LRUq5UUo5RkqZilImN6Ia/kCUi4FNy1qX69xe3/OrJeWKs1wJddH+foBSCr7bVm1fakAZh2TwZIcc7a9vfbcFdkjN/aIcKWUmoSN26NVHY5SCDKpXKWUuasisrU/eGLThuwD00qqSixAiVggxSQixD9VzcRRVN+XDo0k6hwW2xfLJM3t08uYRhjZqYBBA4HMeintRbXijEGKXEOI9IcRlmpFaI4QQPYUQ31LpX1yuP7pTs+cDgvVHinbsugCDI5BOqPf5LQTrr2xtf6D+CkIqZkgpz0XVXV+Uy0Ihyn3ON0pTG2BboLGl/d6G/rvseOh533vfBfXOziK4jp7U8gTWU03uU/m1btXJu6WK89Orj9q8P8vzhkvP17YNh9LlevvK008qPW/4JNePTcDZQoi2Ukq9BymQcMXsrOq+hZp9HNZ4oVLKvcDHQohyH70BqJ6H8q/I2nJMZ/SiJrRBpSIpP+cHUGGF9Aj00atqpndgHYR6wYWqK736qE29VpW3qpdtqPvwX1RP1TuoYdhc1BDuUJQ7ip4xEap+jkkbNTAg+DnXRUr5lRAiHdWez0H11N0CLBFCXOA7IqaH5g+8GGWQPaPJs6Oetamoj9tAaqI/yv9W9cz65vsEnzkMAZRUU4Yf2jWvBlYLIeagerNvQY1a1ZVjpue1+xmH8tOuSEYZfddVceimgN/1vU9V6bWG1PNVESS3AdrwX0LPG0Zy/ZiDmsz0fyiH+erYpf3thprp70tX7a+vsZ2LGtIOpL69zdUp3JoXJKUUQqxEGckttGTf69wVcIjedVYpon5nGIwQoiNwFqp3t/yLunxCgr0B3D52Ax2FEGbf3mQhRDOU60pNOYL6wu8WuEMIkYSa2b7OJ68d1YMUiJ5rREi0iUOXADOklLcH7Kuve5CBQUNyi/Z3fnUZtdGYT4BPhBACNeHoQZT7WOCQciCXo4yIS6WUv/ju0FyTymp53uVko3rgTqsm306UrrQ1hNualHKbECKPSh0PSq91EkJYfHuThVo8qyM11/HQAHoe9V4G/3u/A3VuK6SU1U1Wrw3l77kuOvv00mpSVk3shPLe2k5Uuurgk1YbGqoNn9QY7hb14z3U19b9QojL9DIIIXprM1VBzQK1A3cLIeJ88sShwskVa3nK2Q6cIYSI9smbhPIHrg/lykHPANdFCHGh0Fk5UIsVXe7rVj6s9DVK6T2gxWAsz9sMde57UWFyGuRcq0L7Wv4C1fYf9dm1EGVYPiyECJIlhIjyvWe15CvUEN4NAekP1aYQzf/wG6CnEGJwwO6HUdc0V8vrQUWx6CeEGBCQ977ayKWyR8CvB0C7n/8XnN3A4PgihDALISahXMEW6PjlB+b1W9FTc20o11G++qAYfV0U6hm5lXrEkNee+U+BrkKIWwL3a8Y8Usoc1NyJkUKI0/XyCSEaVyVLCNFUCKFrjAshzkJdt6/rwDyUW1egDrhVS59blbwAQtVrnRAqTvKDqNG/N3x2fYzSk7q94UKIal1SQrAGFU7tJuGzKqEQIh64PeRR+tTGTvgRZbzeIYSI9MnbFBWxozY0SBs+2TF6kuuBlNIhhLgE9aU6TwjxA6rR5qCUxLnAxagZwkgp84UQD6Ie2pVCiA+1osagJmrcJv1D9LyO6tn4WXNrSEQpoL3UT/HmCCF2AtcIIXah/LPsUspvqjjsFaCREOJrVPxQB2qiwnWoL/OPpZQbtfK3CSFeRimpxUKIz6kMARcLjAr0z62CFdrfF4UQM1FREDZJKQOHxPS4UghRvuJeI5Q7yKUoJXmv74QDKaVdCHEDSvFvE0J8gOqdSUT1vI5EfWkvquF5+/ISqp7eFUL0RvmaDUJFDKnt6lWPoCZrzBNCvKmd49mo+JaL8R9qfQzV/r4XQryOUuLDUG0Tath7I6Us0tr29UKIElS80NaocFV7OMl8zAz+cvQSQlyv/e+74l5r1MTSqobWy4/J1HTbWtTHchtU9J481IdpOSuAC4QKu7UPZU9/hvogdQAztGctDzW6NhTVM1ifd+1jqFB07wkhLqLSpa2nVu5oLd8d2r7FQoiPtWsxoUYeL0MZiE9WIScN+F0bGfwfqrcyAhWabhQq8o3viOlLqDCQbwghemnyeqJ677dp+2vKCuAWIcQzKLcOL/CN74ThELTwufdRVK641w+lG0dKn9UWpZSzhRDTgbHaOX+L0sFpKH3cnjqM1EopPUKI8aiIQquEEO+i3NFuRtkDrWpRVo3tBO1d/hQqgtJvQohPUCHg/onqZOtDzXvpG7INn7wcy1Aaf9UN1SjHoxRUHkqZZKGM59H4hDvT8l+Omj1s17ZlwIgQZT+AMorLUMrjZqoOAZeuU0YGwWHG+qGCk5f7HGVUc40XoR7a9Sil4kY9/L9o52TSOeZWKgOrF6I+IM7SyRcyrJK2/0GUwnZRg9B1BC9CUoZ68S1BxZxsW8Wxp6A+TA6iQt5laffncSDZJ98ivTojRHg9lJKcrdVDETVYTKSKc2yDivV5RDvH3YReTOQ0VKB3B8p952PteIlPSJ9Q5+2zPwU1cnJIu58btftb47ZYlYxQ9WlsxhZqI3hhJA9qstFm1Mfi4BDH+bVZVFzh51Hxx3M0fZGBmsTbIeDYDijDu7Bcrs++s1HvgCLUhNz5mj4Jatt6z33ANY0JSE9EGZ07tWc+B6XPAkPIpaDCQW7XntPyRVGmAV2rqc9YVDzguSijqNinLj5BrbYaeExjVJSjAyj9fAD1nkgJyBekJwL2N0G5L+aiDGTdd1nAMTJgK0Z9tM9DvZOiqjh2tFZ/hVo9ZaDWDPiHT56q9NWTeueI6kxZp9XbfpRvb1WLiejWh5anNnbCXdo9L0O5lIylcrGzftWdd5jbcKi6CVmfJ/JWHg/QwMDgb4LWm70amCilfOF4n4+BgYGBQXgRQryGMpabSxVJyaAOGD7JBgZ/YTSfcd/fgsowTj8GH2FgYGBgcLLg64vsk9YMNQdmk2Eg14+/p4+JgcHfh3VCiJ9RQ64xwHBUZI/PpZRrjuuZGRgYGBjUl0HaHKAvUe4u6ShXuFjUhG6DemC4WxgY/IURQryEMoxboj6K96BWYnpRSuk6nudmYGBgYFA/hBDtgUmoeUaNUD7Wq4Hn5bFdxfYviWEkGxgYGBgYGBgYGARg+CQbGBgYGBgYGBgYBHBC+CT3u2Fyld3ZLQuz+e83k/m5dQ+eGHgdAw5s4cZNP9Mu/zBOs5UlaV2Z2mc4DmuQ/3oFWQO8uulb7nnM73ek08WMc87giWtGaL+dPDZ7PsPWrMfi8fJnWjOuvv+OkHLit+pX6QdfvEGPw3vxmNR3SVZsApfeOJG++3cwcdFcUovy8ZpMrGnRlufOHcmR2ETdcoCQnzYfzHqDHpkBMm6a6JfnmYWfMmLz7wy9aSL7k6qMLU9po9C3ZdiGtdz98w80y8/naFwcD11xDZkJiSya9Cx2m60i37tnnccb510YshxZxWfasPVruft/P9Bck/Hgldewuk1bIp1OJi74hiEb12H1ePmzWXOuu+2ukOV0PDNDN/2SL9dz4fdbSd99lEXnd+SViZXneeqac83AfwAAIABJREFU/dw5dRGNs4rZ1iWVVyZewJGm8QDc8uZSTl+6m6RcBzmNY/h8VB9+HtyFjFz9WPht92fz2DsL6LY7k7z4aF6+8UL+d7pahOn0Dbt57J0FNMsuYEPHNB69+zIONQl97+3Z0UFpW+5+3O93pNPFjEFn8MS1an2bYavXM+HrH2maV0BmciIvjRjMDz2DFu3zRwavHLplXIhn5doRjFj5B8/N/LJin8kriXK5GPbIODa1TtMV0anjwaC0S+eu56Lvt5C+J4dF53Vk0sMXVew7bc0+7p62iMZHitjapSmTHrqw4p6c/ct2Lp+zjnY7s9nWOZUHpl5Zcdy+3KQgOS2O5PGvd+Zz2vYDOK1mfji9K8/dPBiP2cy5v29j/MyfaJGdz/bWqTx2x6XsatmkyuraOvKJk2qp1fpi6Ozw6GwIr942dPbJobOhAfT2cdLZEH69raezIbx6u6Y6+4QwkqvjgVVz+TOlZcXvWFcpH3S/gLWpbbF53DyzdCbj1nzLC6dfWUUp+nSd9u+K/6PKnKx58Gnm9+5RkfbCJ3Mwe72c/+T95MdE03X/oTpfx3PnjuTLU/wXQ9qd3JTbLr+N7NgErG43Y5d/x2M/z2HcpUGLK9VMxnkj+bJ70IJLAPQ8uJuW+Tl1KteXATu38cDC+dz7j9GsT2tJk6IiACxetT5I78f+jcdsrp+MHdt48Pv53HOtvwyAZ+d+gdnrZfD4h8iPjqZLpv6DWx25KTF8NroPvVbtw+asWFWV+PwSHnt8AdMeOI+VZ7Zh9AcrePip75nw1tUAlEZaeOr5SzjYMomOW7N4+oGvyUxLJKN5sMI1e7y8/vxnfH5xH/7vydH03byXN577lCsmN6EgLoppL87iX3cO55e+nRj335+ZPHk2175Yu0Xsur72TMX/UWVO1tz/DPN7dwcgNa+Aqe9/zq133sCiUzpx3satvPn2TAY8/zA58bG1k/NqwLPyQOWzMq9/L+b171Wx/8plqxk3/yc2tWoRVE5V5DSK4b+j+9H7971ElPnck4ISnnhiPlPuv4AVZ7ZhzAfLefTp77jnzX8AUBQfydwrTqPlvjxOW7u/Wjn/emc+uQkxnPXefcTbS/ng6Rlc9/3vLO7ZgZenzeGfj45ifcc0bvlqGW++8ClDXx1b7zb9d8LQ2bWU08B629DZJ5bOhmOjt4+Fzoa/tt4+4d0tLtyzlmJbJL83bV+RtrBNL1a06EyZxUZRRDTzOpxOj+yMessa+scGcuJiWdW+DQBtDx/hgg1bmDjqCnLjYvGaTCG/sOpKTkwc2bEJFb+9QtAqv7aLsFWP2eth4s9zee68kfUua9z/FvL6uReyrlVrpMlEVkICWQkJ1R9YC+75aSGvnxcso032Ec7/czOPXX4VubHqnmxu0bL6AnVYdnZ7lp/VjqIE/96sMxfvYm96MkvP7YArwsLMMf1ps/MoaXtzAZh58+kcaJ2MNAm2dW3K5h7N6bxZP8pOmwNHaZJXxEeXno7XbGJljzas7dySS39dz4Ur/mRny8YsHNANp83CG9cMolNGFm0O1P3+D12zUbXhDqoNN8sroDA6kkXdO4MQ/NyjC44IG62z6/fSrXhWNDmBXLl8NXNO7w2idh2sv53dnmUD21EU739PBi7eSUZ6I5YM6oDLZmHGjafTdlc2Lfepe7K2dysWn9uRnJSYGslJO5LPd2d2w2mzcjQpjiWntaf9/mwGrtvJ6i6t+aNLazxmM++OGEBqbhF9N++t1XX8nTF0dvgIl942dPaJq7Ph2OjthtLZ8NfW2ye0kRzjLOW29QuZ2vvSKvP1zNrN7oT6Ly1+5Yo1zOnfq6KRnJaxn4PJSYz/5gfW3vckC5+ewpA/Nta5/Ht+m8/i/zzOx5+/Sp/9OyvSmxbm8dubj7D69Ye48Y9FTO99bt1lLJ3P4jcf5+PP/GWMXvMra9Lasr1x8zqXDWDyejnl4AGS7cX8NPk5lrz4NP/6+ksiXJWBEha9/G+WvPg0L8z5jCR7cb1k/O/l51j6/NM88ZWScer+fRxMTOKenxay6pnHmT/1ZS7etKFe1xRI64xc9rRLqfhdFmUls0UCrTNyg/Laytx03JrFvnT9lZmFzoqgAuiwL5v2+46wLT21Ir0k0sb+1CTa7z9S53O/cvka5pxe2YY3pKexs2kTLli3BZPXy0VrN+O0mPkzrVmdZejJ8aVFTh79duzhyzN610uGL60zctntc09Ko6xkNk+k9Z66vTQ+Htafob9tIrLMSZOcQs5au4MlPdsjAOEzmVlI9bvDvrrfk78Ths6uo5wG1NuGzvbnRNPZcGz09rHW2fDX0NsntLvFbeu/5+v2/TgSE9rfp9+h7QzbvZqbh4yrl6zmuXn0376bB0dfVZHWLK+AzocO813PU+j34mP02r2X6W9MZ0ezJuxsllpFacG8MvASdjVKxWWyMGT7Wl7/+n2uHHUfBxJTOByfxIA7nyO+1M6VG1ewJ7lq/8eQMs7ykbFtLa/Pe58rR9+Hy2zmqg3L+cf1E+pUri8pxUXYPB4Gb9rAtbeOxW028dYn07nzlx95+5zzufyOe/mzWXMSSxw8+fWXTJ41k5tvuq3OMq65Tcn4z4zp3PXzj5TYbHTKOszCU3owYOIT9Ny3l3c/eo+dTVLZ1aR29yQUkSUuChL9v4gdMRFEOYIjpo2d/Au726ewpl8rtSB5AHtapJCTEMPN85bx8fDT6bcpg76bM1h5ShuiS53kxvt/QRfFRBJT4qzTeTfP0drwjZVD2F6TiS/P6MWr739KhMuNy2zmzttGURJhq6KkauSUPys3XKW7/4oVa1jVoQ37U/T9/epCVImT/ES/dVGwx9iIKqlbFLvfu6Vz9U9/sPr657F4JXMHncpP/TrT5uBRJnzyE/027WFtp5b837zfsLo9RDmNaHk1wdDZtaeh9bahs/05kXQ2HBu9fTx0Nvw19PYJ25PcIfcg/TJ38N8uZ4fMc0r2Xp5ZOpOJZ9/AvviqJ6FVxxUr/uD39ul+jaTUasFpNvPa0PNxWSys7NiO5R3bcdaWHbUuf2Oz1jhskbgsFr7u2pe1zdM5O+NPvzyFkTF81bUvr37zAWbNV6zOMrppMvb8yUO/zOM/Z1xEcURU9YVUQ6nVCsCMMwaSHR9PXkws0wecw6Dtf+KIiGBTWks8ZjM5sXE8Nfxyztq5ndjS0jrJ+NhHxgcDz2HQtj8ptVpxms28ce4FuCwWVrVtx8q27Rm4Y1u9r61CfpSVaLv/wxVtd1ISbfVLu/mtpbTek8PzTw4JOUTltpi5++FrOGf1DhbfNJkxXy3n+zO7kdUoDkekjdiSMr/8sY4y7FF1U4R6bXjAlh1MnPMd/7jvNtq/+SxXP3AbL348p15+mlcsD5bjy8gVa9SwXRgpibIRY/d/EUU7nJREWUMcERrh9fLeMzP4oX8Xev73UU7/8EHi7aXcP+NH9qQ1ZuLdI3jsvQUs+b/JJBU62JnWmMPJ8eG6lL8shs6uvc4OktMAetvQ2ZWcaDobjo3ePh46G/4aevuE7UnunbWLZsW5fPPlswBEucswSS9t5mdxw7DxdMw9yKRfPuCZM67m92Yd6i1v5Io1vHWx/5DZ1noOSVeNAJ0Y1Ravl0aOYmKcpRRG1sxPJ7QIJaP//h30OrSHCYu/rdj1yWev8uKgESzoUrsHozAqmsyEBGQN/JYq89QuFndVMrY2bch7otibnswFC7dW/I4ocdH0UAF70ysVzKgPVtBn5V4emjaSkpiqFeT29FRufHZMxe+ZD7/PV+eeihSCy35ZX5EeVeqk5eFcdlYTSSEUI5f/wVuDB/mldTtwiJUd2rAxXfllbkhvydo2LRn45w62tKzbEO7IFWt4a7D+8HKfnRmk5heyQJuAEi72pidz4cJKAyWyxEWzQwXsbaM/ZFoVCcUlND9ayMwh/XBZLeRbLXx57mnc8+nPTLrhIhae0Y2FZ6hZ5HH2Eq74eS0b29fPTenvgKGzw6CzIex629DZihNRZ8Ox0dvHQ2fDX0Nvn7A9yXM7nM7Iyydy/SXjuf6S8XzZ8Qx+a9GFceffStu8TKb9710m9bucpS2rCWVVA3rvyqBpfkHFzNJyVnZoy6HkRO76/hfMHg99dmZw+vZdLO7WsVblx5WWcGbGVmxuF2avh2Fb19Dr4G6Wte7M+Ts3kJ57BCG9JDmKeWDxV2xp3KLWyjZIxp9r6HVgN8vSOzP8polcMfp+rhx9H1eOvg+Auy+7hf+1r9tDMadXP0YvX0pycRHxJQ5uXLaYXzp15dT9e2mTfQTh9ZLosPP4t3NZ0aYdxZG17wmZ3bsfNyyrlDHmt8X83Lkrv7dpR2ZCIrcv+hmzx0OvjD30272LJR061VqGye3FWubG5JWYPVL97/ay7Ox2tN6Tw4Bfd2Itc3PdR6vIaNeIA62Vwr36k9UM+mk7j04eQVFC9dfWMSMLm9NNZJmLm+Yto3FeMXPPO42f+nemw74jXLh8Czanmztm/cr29FT2pKVUW2YgFW24Tw+/9PWtW9Jvx56KHohu+w7Sb2cGf7ao24sr1LNSzhXLV/Ndr+7YI0OH9qoKk8eL1anuickr1f8eL7+d1Y70jBwG/roDq9PNqI9XsqdtCvtbJfsdZ/Z4MUl1nNmt37OXHx/D/iaJXLvwd8weD3H2EkYsWs+2dOUj223XIUweL0kFdp76z7f80qcje9Lq1+v5d8DQ2bU3kI+V3jZ09omns+HY6O2G1tnw19bbJ8SKe9XF3AS4df1C0opyeGLgdTy+7DOG7VpDqaWyy/5wTBLXXPpAyONDxdwEeG7mHKKcLsbfdE3Qvg6HDvPSjNl0PpjJweQkXr5sMAt7nhKyLL2Ym0mOYt786l3a5B7BIwR7kpvwxhlDWN66E9etW8LoP34l2VGMwxbB72nteGXgJWTGV+EbpPNpk+Qo5s25mgyTYE9SE94YoGQEsnHKhHrFSbZ4PDz27TyGb/iDMouV77qfyosXX8JFWzYy4cfvaFRcTHFEBL+178hLgy/haFzoIY9QMTctHg+PfzOP4euVjAXdT+XFIZfgtFrpkHWY5+bMotPhTA4lJTH5oiH82C30iyNUzM1R01cy6sNVfmkzx/Rj5k39OW31Pu6Y9itNDhexrWtTpjx8AUeaqetYcM5ruKwm3JbK0DKfj+rNS8Mu1pVz/4c/cMVPa7F6PKzp0ppnbx3Cvmbq/p6xfjePvruA5tkFbOjQgkfGjahTzM3nZmht+JbgNnzjz8u4+X9LSSksIjculo8HncG7F4UeEgd0Y24CPPeJJufmYDkRLhe/P/AMd9w2mt+6VN9TqBdzc/SHKxj90Uq/tBk39mfGmNPpuWYfY6ctoklWoYq3+fBFZGnxNi/8fgsPvPij33E/XNyFSQ9fpBtzs/OeTB6Z/j2dMrLwmgQrT2nD07cOJTchlpmPvk/njCxcFhMLz+jGC2MupiSy6p4nI05yMIbO9iGEngu33jZ09smjsyHMevs46WwIv94e989/6MoJp96uqc4+aYzk+lKVwg0noQLTh5Vj1P9fVWD6cFFVYPpwEUrhhptQgenDSVUKN6yEULjhJJTCDTehAtOHE8NIDj+Gzq49hs6uHYbOrh1/R519wrpbGBgYGBgYGBgYGBwvToiJewk3HWhwGfk5Df9lAhCdHYaJG9VQknJsvm3EMejIGTFseYPLsIq6zTqvLfu+0Q/SHk6aHDk2Iz95XRtexsGC8C5mEIqSvPpHdTHwx9DZtcPQ2bXjWOns7cvTG1xGbOeCBpcBUHy04dvxofmtG1wGQNyxeM/VcH0eoyfZwMDAwMDAwMDAIIAToic5FJfNXcdFC7eQvieHRed15OWHKp3s/5+98w6osvr/+Osu4LL33jgQNw5w75krrSxXpl/NytQyTTMrSxtWlqOyoebW3HvvgQoqbmQje+8L3Pn74yqIgHoR+Jnd1z9wn3E+z3nG+zzPOZ/z+bS8co/Ji09gn5ZPWCNHvp/Zm7T7zuASuZIpPx+n0+lISgzF/PN6axZ171GlHZe0bL74ax8twuORi8UcCvRjwVt9UYlEBN6I5uO1h/FIySLbzJg/hnRkc6/W1a6TW1466/f9yHH3ZnzRYQQ2RXnMuriVRlkJ2BXlMWTwJySbVs9PasXWX2iWEodKqP32STOxYNCbs+kUc5vxwceol5mMXCzhlJcf33cejMyg+rNZX7p+lcknDuOUm0OGqRmzhr5OiKd36frJxw8x5cRhxo59m/M+us0sB2i/KZLWu+NwisgltK8bm79qA4BIoWbE7Iu43srGOlnGb392JrpNWfidjusi6LgxEpOcEkqMxVzr7crhDxujFlf8HgzcGIX/7ns4RuRxrZ8r275qVWpj+KxgXG7nYJUk48+/OhLTpuJkGZFCzZRXjmEgU/LdkX5V1mXVpl9ollx2XVJNLRg4fjZt7kWy4p/fSmOMAszvMYzdTdrofL4e4JaXzsbdP3DcoxmfdRpJq5RIPrq0A4fCHFQCIVcdvPk+YCjpxtXvxX3p2lXeP3oY55wcMszMmPnq6zjnZPPVjq2l2wg1GqQKBYMnT+OWq24paL3j0/n0jwP4RSWTbW7MD2N7cSzQF4lCxcJF22kcmYRLei5jvxpDcFPPatXh9ntzy/02kitY260dn48YDMDrpy/xzoGT2OXlE1zPkxlvvUqapT5W8pPQa7bu1JVu6zX76TUb9DqnCy9aG/cwz/VLcqaNKetHtaV1cByGcmXpcvPcIj7/fC+LpvckqL03Y1cG8elX+5nyi3b25ujVF3BJzGHUxnFYZ8n4/sOtBFu5c6Zl5bM3v/hrH5nmJnT44yPMC4tZ9dUaRhwKZmPvNvzy/SYWju7F5p6taRqVxJov/uZafVfCPKuXUnVG8A7u2JQ9TBoEXHBuyOrG3VlxeFm1ynyYb7oOZXuTwHLLzEqK+LNtTy67+CBRKfnu4Do+PLOH+T0qz77zJNpH3uWjw/uYNnw0113csC/IL7feLSuDPreuk/qYGdJPIs9OyrH/+dIwKBVJcfmht5gWtpwZWZ/RMy5U2O9OFydCBnlQbG6ANFfOmI+CaLchinNjKl77fDsjTkxoSIPzaYhLytuIbWnDuZE+vDHjUoX9HtDp7wgKrA2xlimr3OYBX/cYyrZmgRWWp5ma03PS50/c/2mZeXE7t23L7q8YCwfe7zmRDGMLJColk0IPMOvCVqZ3H1+t8jtE3GXmgX1MHTGaa65u2Odrr32Ilze7W5bFbh0aconJx49yy8VVp/JFKjVLv9nMP31a8b8vRtHmVhzLFmzilUUTSbK35EojN9YODGDR91ufXNhj8Pvlq9L/pSVyLn/4Fftaa2fbB9yNZsaOg7z+0URiHWz5fOMelv6xgeEzJz2Tzf8Ces2uHrWt23rN1vK0mq3XOd15Udq4R3mu3S3Odq7H+Y71yDMv71PY8UwksR42nO7aAIWBmLVvBuIdlY7bPW2e9l6H77B+VAAFZkbc87Bm/0tNGHoytEo7rmnZHGjfGLmBhAwrM860qEf9+DQsCoowKyphV+fmIBBwo54L0a62+CSkV6s+vWKvkm9gRLBjvdJlWVIztjXoUE6Ea5r9vq0459mIYokB+UbGbGsSSMvkmGqXN+X4IX7p1otrbh5ohEJSzS1INS/7avt87w5+6DMAhUj0mFIez80eLtzq7kKhRfkQLiqJkLOj6hPb0ha1sOLk1Ew3U4rNtfsINBo0QgE28YWV2rjV04U73Z2RWVa0cX5UPeL8bdFUYgPAKqGQFvvucWq87j0utUWvmKvkG0gJdixrXLKkZmQ89EWtFghxzc+sto2pRw6xrEcvQt3vX3sLC1ItKn6xD70Swg7/VlVmtaoKr4QM7LPyWT0oELVIyMVmXlz1dWPQyesoJCLWDgrkip87qiquS3XoH3KDTDNTLtXX+pT3vHab/a2bEeHiiEIsZsnAHgSGx+CeVv3z9l9Br9k1R03qtl6zddNsvc49n9RFG/coz/VLclV4xmYS7VMWvLtYKiHJ2RKP2ExM84uxzSwk6qH10T521ItPq7K81f0DeencTYxK5Dhk5tE5NJIzLeqTaWnKng5NGXbiKkKVmhZ343FOz+Wyr7vOx2yiKGbi9UMs9h+k8766MOX8Pk79PpfV/yyhdUJkpdu0Sowi0qZ6vSpCtZomSQlYFxZw5KevOf39l3y2dzuGCm1K0L43ryEXiTjVoFG16/CstNh/j6867GRe1z04hedw6ZWan1A38NtrHH6/MQrDp2tUpp7Zx5lf5rJ2wxLa3Cu7LjayAk79+hkH/5jPzBM7kcpLHlNK1ZjIi3k79CCLWw+ssM6hIJvjG+dwdv0sRt06ydrGXatlQ6hW0yRRe+2Pff81Z7/+ks93lV37BzhnZ9EmJpod/roPcQsqCUkpQEO9e1U/v8/KK0GX2dbOv7ShE2jKH8eD/xsmptTaMbzo6DX78dSmbus1W8vTarZe56qncy9CG1cZz7W7RVUYFSnIfSRrjszEAGOZHGmR9kYuNDUsXVdoYoBJcfn84Q8T7OfJa0cvc2XMN4jVarZ3acGRtr4A7O3YlAXLdzFn1UEAvpjwEim2uvu6vH3tILt92pJmUnXQ8Wfl544DiLJ2QCEU0y/8Kkt3r+DVEdNJsCxrfALj7jLoTggjh0+tlg3bgnwMVCr63LrOiP9NRikU8uuGVbx78gi/d+7Bh0f2M27sxJqqUrUI7e9OaH93bOPyabU3jgIbwyfvpAN+x5IQqjTc7uGMV/CTe6gWdRlAlM396xJ2lWU7VvDKm9OJtrFn2JjpxNjY45ybzYKDG5lxchdf9n5N52OaFHqQ3fUDSDWpGBEg1dSK7m8swLxExpCIC8RaOOhcPpRd+743rvP625NRioQsX7OK944fYVGf/qXbvXzlMiGe3iRY6556NMbVlkwLE8btOM+aQYG0vRFLm1txXGriWa1jfhLOmdkE3I1m5puvlC470cyXZb+vZ12XQGIcbJm65yhqgQCpXPGYkvQ8Dr1mV01t67Zes3XTbL3O6a5zL0obVxn/yp7kYqkEY1l5ATWWyZEZG1Ak1TqImxTKy60rrCLzikCtZsX8tRwOaETzdXNou/JjzAuLmLHuCN6J6fz80xZmTh5K441zeWnRe/xv1zm6Xg7X6XjrZyXSJiWCjb5PyHL2jNxw9EBmYIRCLGa3XxtCnT3pFFuWN71ZcizfHlrH9P5vEmdVvVzzDxzw1wV2JN3MnGwTU1a170KX8DtMOX6IXS1akWClu2jUBhkeZqT4WDB4QdXDtroikSnp+/NN9sxq/tT73HB66Lo0acNVF086Rd8h08ScaFtHNAIhiZY2LOo8gN7h13U+pgZZibRNDmdDo8ffX3mGxuzzac0PJ1YiUuseYulBtrQ17TuSbq699is7dqFr2J1y2718JYTtrao3UUopFjFl9nA6X47g1FuLGLsriIMdGpNiUzuT5oYFXSG4vifxdmUTr841qsdPg3qx/Le1nP/4GxJsrSkwMiDZqm5C1r2I6DW7ampbt/WarZtm63VOd517Udq4yvhX9iTHetrQ+9Dt0t9GRQqcknKJ87ShwMyITBsTvKPSudJaG9PPJyqDSLfKxcWyoAjnzFzW9Q1AIRGTIxGzvVtLpm06zvV6LsQ423C2hdYfLcbFlpP+Deh8NYKTrZ7eF7VVWhROBVns3rkAAKmyBKFGjdf+VN7s/0F1T8MT0SBAgHYIxTctgSV7VvJ5z9e56F59P9o8qTHJ5hZoqOgr1S46Ase8HEZcOg+AdWEBP29ew58du/Nn5+7VtvksiFRqrBMq92+rDrb3CrBKkjHxrdPa8hVqjAoUzO6+n5ChjUmyePIs94evS7nlgsqXP4lWKVE4FWazd9t8oOz+Wrs3ldEDPiy3rUitxqa4ABNFCXmGumWCyjM2Jtmi8mv/AP/YGOzz8jjYtJnO9XhAuKcDYxeMLf297uOV7Or+9B8lujA06Aq/9etaYfma7u1Z0709AF4p6by/9xh3XWqud+K/hl6zn56a1m29Zlet2efG+5FoXV6z9Tr37Dr3b23jKuO5fkkWqtSIVGqEajVClQaJXIlKJORcRx8m/n6GjqcjuBjoxai1F4jxtiXeXXuzH+nViJHrLhHe0AGrbBn99t1g5qTKI0dnm5sQb2/FiMPBrBjUHuNiOS+fDCXMw4HbXk54JGcReCOaC028cEvNptvlcP4c0kGneuyoF8hhjxalv0fdOYVTQRbftR0GgIFKgVCjjQIvUSsxUCmQiySVllUVZiVFNE2JI8TFB5VQSJ/wUFolRrOwyxDqZSTz284/+Kbry5zybqxTuZWxzb8toy+e5XT9hihFIsYGneZEQz9Wt++MWFX29bZt+c98028wp+v76mxDqNRec6Fag0CtQVyiQi0SoBYLEclVCO4/Z2KFGnGJCqWBEAQC2m6P4VZXJwqtjbCPyqPbirtEtq8YCuhhGwKVBqGqahuih2yk1jPnu0N9S8vwCM1k4LfXWbapGyn7Kg7LmhUX0TQ5jhA37XXpGxZKq4Rovus+hDb3Iom3tCHFzBLH/Bw+OL2X4z5NdD5X2xsEctjrofvr1kmcCrL5NnAY3eKuE23pyD1zWyxKZEwL2U2YtUu1xWNrq7aMCTrL6YYNUQpFjD13muONyjKPDL0SwqEmTSk0rH54wQaxqcQ62yDUaHj9QDB22QXsvN94SBTK0usiUaowkCuRS0Q6T5wBaBUZi2N2Lvtal2/oDBUKPNIyCXd2wDkrh2/WbGdlz47kmdRRetl/MXrN1o260m29Zleu2ckXK3el0evc0/OitXGP8ly/JI9ce5Exay6W/u55NIw1YwJYO7Yd874YwOQlJ5j19UHCGjmyYG5ZzMM1YwOZ8vNx1r2xErmhmM2vt64ylBDA5I+G88nfB5mw6yxqoZALjT35emxfsixM+eTdwXy66gDO6TkUGBvnSRB2AAAgAElEQVSxu1NTtnT316keJWIDSsRlQ4cysQElIgk5RqYAnNk0u3Tdlj0LAQgY+YNONsQqFZPPH8ArOw2VQECstT1TB7xFrJU9Xx7eiFVRIfOObmbe0c0AJJlZMXT0xzrZeMCvXXthJSvk8OJvKRFLONCkOb916YlcUr6RUAmF5EmlyAx19y/r8ecdev9eNrzVat89Dr/diCPvNGbm4ENYJ8sAmPDuWQC+3tePbBcTPEMz6LvsJoYyJQVWhlzv5crxyZULfrc/79JjeVjp75b74jk2yZdj7zTiw8FHsUrS2hj3jraXZeH+3uS4mFBgWyaMMgsDNAIosDVCLazovSRWq5hy9gBeWWmohAJirO2ZOuQtYq3t6Rx9m2/3r8O8uIhcqQnH6jVhcaf+Fcp4EhXvL0PkIjE5RqbYyXKZenkP1sUFyMSGXHb0YUbXsTrbeMAvPXphLSvk6A/aa7+/WXN+7dYTAAOFgv7XQ3lv1JvVLh9g4MnrDDtyFYlKxWU/dybMG4VCopWqfe/+gku6NoPVn/PWA9Dr9ykkOejuNzrs/GUO+jeh0Kj8/WmoULLkj414pGdSYGTIlg6t+XFI72eq038FvWbrRl3ptl6zn16zQa9zuvCitXGPItBUMsuyrul14oNaP4i4OkpxarXzxUlxWmxb+/fG4IEvTorT3Ws71boN6QuUltrwBUrXGjd+Zs3FavoXoNds3dBrtm7UlWb/c6Bjrdt4kXTOLEz30ZLqUBftXPDqD59Ks/+VE/f06NGjR48ePXr06KlNngt3C/nC6sXs1QUXRd30wGmEtR8m6qMvttS6DYDZV4bUuo2QTN3jl+pK0V/OtW4DoKBT7fd+iEqqH+xfNzu1b2NBk521bwS4LKv5mKv/dfSarRt1pdk/fjai1m1ssQmodRsWd+pI52yfvM2zUlJSN69Z3l6ptW5jatejtW4D6kqzP3zyJjwnL8lVMefaJlplRWGklJNlaMZGr87sc2uLWK1k7rVNNMxNwKk4h6ltJhBq41MtGxK1kmlhu/DPjsRcISNRasNfPn24ZNsQgP6JwYyIO4m1vIAbFh4s9HuFTEPdw7TMubEZ/6wojFRysgxN2eTRhX2u2vzl/pmRTAvbjX1xDncs3Pi28SukSnUfavRZm4bn9iws7hYRP8CK4IWeAFhfLaTJz0lY3ZKhEQpICzAldK4bxfbaoRO/JUk0+i0FtUHZwMLhPVUHlndJy2beir20jIhHLhZzMNCP+W/2o2V4PCu+WVduW5MSOe99OJxDAbpNPHGPy2TqkuM0iEgl10LK8rc7c7aj1kex/74bjNh0CessGTeaOrPwoz5k2prqVP7DuOWns27/j5xwa8YX7bWNTO/YK7xzbT+WJYVccmzAgoDh1ZoIcOuDOeV+G8kVrO3cni+GD8E1M4uzc7+h0LDM12p5r64s7d9LZzt/bf+FZilxqO772KWZWDB49GxsC/OYe2ILfmnx2Bfm0e/NT0kyf3IEjsfR/8ZVJp88hFNuDhmmZsx6+Q1ypMYs3LEBtyxtpqNbzq7M7/cyUfa6vUx5rcnAfXs25neLSRxoyZWF2qxmVlcLafRzKpY3i9AIISPAlOufOVNiXzb8Z3FTRtMFyVjeKkIpFRL+jj3RYytvBQM2RtNy1z0cIvK53s+FHfO1PqsihZpXPw7B+XYOVklFrFjRgdg2ZWV0+zWMLn+Fo5SUPSu/bOsGTXWq5gtNbeu2XrN11+wH6LXu6alNnXvAi9KW1rRuX36t4kvy/5dmP9cvyeu9u7Gw6SsohGLcC9L4+dIfRJg7E23myA0rT7Z6dmRe6PpnsiHSqEkzsmCa/0TSjCwIyLzL5zc3MC5gGo7F2fwv6hAf+k8gwdiGyeF7mXtzE9Na6R54fb1XVxY2HqatS2EaP4f8SYS5M6lGlnx5fR3f+w0jyNaXcVFH+PzGRt5t+67ONortJdx51xHHM3mIitWlyw3ylES/bktKR3M0YgEt58XTZlYcZ1aWpVqN72/FpR8fuTEzKrczb8VeMi1MaLd8BuayYlbPX83Iw8Gs6RdI8zWflm4XcCuG3xeu53TzqifgVIZQpWb+3F3sGdicGQuH0fx6Ags+3cnE5bbYZBXwv5Vn+fDHV0lwsWLyLyeYu2Af034arpONh/koZEe5FLNeuSl8HLyN6V3GcdfKlVnBW5kRsp25HUbpXHbjnxaU/i8tkRMyax77/cvPMm72w5eoniEd7AO+6TKUHY0Dyy1TCwScc/dlRaserN265JlttI+6y0dH9vLBq6O57uKOXUEeAEUSQ6a8NpZESyuEGg0jL53lp61rGfTuDJ3KL3aQEP6ePfZn8hEVl/UkSvJUxA63Jm2ZGRqxgGbzEvH/OJ6gVd4AGGQpaT8uhhtznEnqa4FQocEopeoewnw7I05NbEi9c2mIS8qPAMS1tOH8KB9e/yi40n1v9nFh6zetdKrXf4na1m29ZmupVLOfgF7rno7a1rkHvChtaV3o9v+XZj/XPsmxZtoMLqCNu4dAgIssC6VQzFbPjtyw8kT1mFiGT0OxyIDV3j1JlVqhEQi5YNuIZKk1DfMTaZcRxin7psSaOqAUilnr1Z3mOTE4y3TPCx5rWr4uGgQ4yzLplHaLWBMHTjk0RS6S8LdPT3zyk3Ev1D09ZWIfK5J6WVJiWf7bJ6WLBQn9rFCaiVBJhUSOtsPmSoHO5T/ANS2b/e2aIDeQkGFpxukW9alfSQrZl0+FcjCgMUVVJAWoCvd7WdhmFrLlFX/UIiFXW7pzs7ELvY7epl1QNKc6NyDW0xalRMTaUYE0v56Ic1JOterSM+4q+RIjQhzKGp8+sVc46+JHqL0PRRJD/mjah64JNzBWFFfLxgP6X71Opqkpl+rV3fB/lrEZ/zTrwC0Htydv/BS8f+IQv3bpxTU3TzRCIWnmlqSZW5IvlZJoZQ0CAQKNBpVAiHtWFV9ZjyG5jwXJvSyQP3IPp3UxJ6m/Zek9HD3KBusrstL1PivTSetkRsJgK9SGQpSmIgrqVR2e6XZPZ+50d0JmWf7eVEmEBI324Z6/DWrhf2ouXo1R27qt1+zqode6p6e2de4BL0pbWhe6/f+l2c91TzLAB7d20jfxMkZqBeHmzlywa1ir9qxK8nGTZRBjYk/j3Lhyga8f5Db3KkwlyVj3DEXT7uykb9IVbV3MnLlo25DxkYeJMnMq3aZYZECS1AbPgjTumVQvK96TsLtUQN4jN6Lz8VwGt75GkZ2EyFF2RI+sPE4lwOr+7Rhw7gYX/TyxKCymy9UIfhpePvC8UYmcvhdv8fbMkTofX6V57TUavGIySHayLNe8ll6TmAySnHULj2OsKGbijUNM7jaJQdFlYau8c1O5YetR+jvRzBaFUIRbfgZ3rV11q8xDDLsQwvaAVhViXZ779Gs0AgFnfevz9dABZJtWb5bylPP7mHp+H7FWdiwL7E+Ia70n76QDQrWaJknxHG/YmMOLF2CoVHLUtwkLew+kRKIVruBvPsFYLkeo0bCkW98nlFh9bIMLyX/oHrYOlZHX0IhOr0ZiGldCdnNjrs1zochZt0blaWh4KoXZHfdTYGfEhde9CB6u93l+lLrUbb1mP1mz9Vr39NSlzr0obenT8rS6TQ2bfxbNfu5fkn9qPITFfoNonHOPFllRyIW1d8gitYo5tzZzyNGfeBN7Lto05LObG9ntEkCCsS1jYo6jRoChSv7kwirh50ZDWOJ7vy7Z0ciFYqQqObkG5YWiQGyEsap2Zk5ZhMnw+yWZc7+V+QLG97MiergtxbYSbK4V0m5yNApzEbhUXsalRp4MPxZC6NivEavVbOvSgiNtyvvD9b14m2wzYy76eep8jPfcrcm2Mub1zSFsecWflqHxNL+eQGgLNy4GePHZV3vZPaAZCa6WjFl7AbUADEuUOtt5+/pB9ni3Jc2k/BMpVZZQICnfIBVIjDB5ht4V56xsAiKimTmqLGd9lokJAz+ewm1XZ6wKZXy5eQeLV21gzPsTdC5/cfsBRFk7oBCJ6Rt+lSV7V/DaG9NJsKi5mSm2BfkYqFT0vX2NkePeRykU8uvGlbxz6ig/99TGvmwz+2uk8hJeDg0h0bJ2QniZhxXRcFkaF5d7li6TpiiwvFXEudXe5DU0ovF3ybSedo8z/9Tsh8LNPs6EvOJBgY0RrjeyeePDSxSbSfQ+yY9QV7qt1+xHNLsK9Fr39NSlzr0obenToItun/275j6qn1Wzn2t3iweoBUJuWHliV5zHkHsXasWGQKPmk1v/oBCKWNxwEABXrOvxt1dP5t1Yz6Zz35EitUImMiDdUPfc5g8oq0sugxMuUCQywFhZXpBMVMXIRLoHc38SJnHFdPpfFFc/dSWjTZlzfn59KcUOBiASkOlvSsSb9rgerHzIRaBWs+rrNRxq60ezNZ/S+q9ZWBQWM3P94XLbvXwqlJ2dW1QrQ5BKLGLuvEEEXoxm2yu/89qWy5zs0oB0W1Ou+Lvz95vtmTdvD5tG/EWKowUyYwPSdZxsUD87kTYpEWxsWDEXfJHYEBNF+QbPRFFCoaT62ZWGXrxMiI8XCbZlE0lkRobc8HBDJRKRYW7G568NofOdcEyLdG+gbjh6IDMwQiESs6dRG0KdPOkUe+fJO+pA8f3EA2sDOpFuZk62iSmr2nehS0R5O0UGhmxs3Y7vtm/AuiC/Ro/BJLaEduNjuPGpM5ltyl5UVEZCknpbkNPMGLWhkLD3HbC5IkOcX7MRR9J9zMm3l6IRCYhvYU3QSG8aH0mqURsvCrWt23rNfjrN1mudbtSVzr0obenToKtuG+bXXMSZZ9Xs574n+WFEGhXORbr7lj0RjYYZd7ZjJS9gVouxqIRlX+Q73dqx060dAK6ydEbFHCfG9NnDH4k0apxlWcSaOtAn6UrpciOV/P7ymh22M04socubkdx+15F7Q55i2LGKJDOWBUU4Z+aytm8AcokYuUTM1q4t+XDTMRaO6gOAU0YuAbdjmTthULWPN9rHrtwEgqXvb+Rwb+2s3p1DWrBziDZFpWt8NqPWXyDGS7deBP/UKJwKs9i1WzvZ5EEu+NUHUwlyakj9nLKHyLkgEwO1kniz6vdUDL14md96d3vsNpr7Ilid3PYVykJQI+U8TJ7UmGRzy6cqVajRIFXIccjPJcvUrEbsSxPldHgzmrvvORD/cvnem7yGRpQfO7z/p7ajiAkEzzgr4sWnVnRbr9kVqUKz9VqnG3Wlcy9KW/oknjvd1lGzn9ueZMuSAronXyt9oNukh9Mj+RpXrLVDThK1EgOV9mtDrFFp/69m9sAP7u7EozCNT5qPQS4qC00iUSnwLEgBjQb74hym39nBdrcOFEikutVFXkD3lIfqkhFO95RrXLX24Yy9H16FKXROvYmBSsGY6GNEmzlWy7dNoNQgLFEjUGsQqNH+r9RglCKny+gIIkfaET2iot+a89EcJLlK0GiwulZI/bXpJPWs3Cko29yEe/ZWjDx8CZFKhVlhEUNPhXLHo6wRGnImlCsN3LjnWP3wO95R6UjkSgyLFbz2Twg2WYUc7OOHRK7EMyZDe01S85j+0xG2v+xPgZluPR876wUybOBsRvf9gNF9P2BHvXacd27E1K4TOOTpT8fE2zRPi8ZIWcLE64c46doUWTV7V/yjYnHMya0w07tFzD28U9MQqNVYFhTyxT+7CKrvQ75Ut/vLrKSI9nFhGCgViNQq+t+9TKukaM65a1O7GigVGKi0Q2gSlRIDZfW/0re3bMPoi2exLsjHvEjGm0GnOdnAj/ZRd2mUnIBQrcakuJhZh3aRJzUmytZBp/JL72GVBoFK89A9rKDjqGiiR9kQO6LiC0PcK9Y4Hc7D4nYRAoWGhsvSyGhtXOUQtFCpRlyiQqjWIFRrtP8rtdEFRHJV6expkUK73QNt8T2RjFGeHDQaXG5kE7ghmjtdaz9m8L+FutJtvWY/vWbrtU53alvn4MVpS6HmdbvYvGJmv/8vzX5ue5I1Ahh87wIf3tqBUKMhVWrJMt+BnHPQfgGtPf0DTsXa4aUfQ1YCMLzzTFKMdbuZHIqyGZR4CblQzPazX5cuX+Q7hCAbXz69tRlnWSZFYkMOOLVipY/ucR01wKD4i3x4ZyeCB3VpOIBz9trcv583G8XUsN3MubmZOxZufNn0DZ1tADT6NZnGS1NKf3vsyuLW+44gEGAaL6fxsmQaL0suXb/jmvYL0m1vNq1nxyGSa5A5Sgib4EDcUBu4UsEEAO9Nf51PVx9g4u6zqIRCLvp5seDNsskLQ05f46+BHapVhwf0Onqbl/bfRKxUc72pCx8tHIbCQIxJQTGfLtiPc3IORVIDDvRtzMq32utc/qO54IvEBsiFEnKMTMkxMuW7NsOYF7QBi5JCgh0bMD+g+iHmXrkYwsEWTSk0Ki8+7hmZzNh9AJv8AgqMjDjjW58p43RPBiBWq3jvwgG8stNQCQTEWtkz7aW3iLPSNtrBv31cuu3udd8C0Pz9RdWqy69demMlK+TQ0m8oEUs40Lg5v3XuSffwW8zdvwOHvBxKxBJuuLjxv1ETkUt0S2Pa8JdUfJeWze5225VD2Pv2aAQCTOLl+C5NK7d+7/UmAGS0M+X2dEcCJ8QgKtKQ1cqYy4uqTlTT5Y9wui+/W/q7xd4Ejk9qyIl3fZk66BhWSUUAjJ2kTcH744Fe5LgY0/RAIi9/dhWRXE2eg5Qzb9UjdLA7w3Sq5YtLXei2XrMfo9mhFW3otU53rattnXvAi9CWQt3o9v+XZgs01ex9rUm69Puu1g9CWGfZm2rfxnu/vjgZ99xsqxe6TRfqKuNeSqfav8fqKhNVcR1kovpu5N+1b4S6yd70VdOd/ymvC71m60ZdaXZdZNzT65xuqHyfLXTf01IXbelUjxcn497TavZz626hR48ePXr06NGjR8//F8+Fu4XFJ/G1biPn26qHXmsScXHNzqavjPP5NRvWqiqWtN5c6zY++2pcrdsocqubTr5zAxfWug3JoLqpy/Ls2s8oN33bm7VuA6B5h4g6sfNfQq/ZulFXmv3Z/FW1b6MuNLt2wk1X4Pi4OtDsakSlqA51odkHc5o9eaMaQCyo/WfyaXkuXpKr4qVt1+l+MAzP6ExO92jA4k96lK5rdjmeST+dxi61gLt+Diye3Z10R3MAxv52nk5HIzApLKHAzJBDAxvzJ1UL7qehm2iVGYmRSk6WgRkbfLqwz60tftlxjA8/TMO8RNQCIVetvVniN4hMI3Od6iFRK5l6dxetsqIwU8pIlNqwwqc3l2y0sQC7pF5nbMwx7EpySTO0YIVPH87Z+el8vjpuiqDtnlicInO50tedjfPaAiBSqBj9yUXcbmdhnSxj2R9diWpdpkLdVofRZm8sVskyCi0NOfeqDyfe9K3UhseaTFy35WAaXkLyAAuuf68Npmx5VUaDn9Iwv1mMRgRZASbc/syxNEd767fisA4py7QjVGgo9DKAJ7hAueWls2nnDxzzbMZnncsHU//s7CYGRQYzZOhsEsyrN262auMvNE+KQyXUDqqkmlowYMJsAKxkBcw+toNO0XfQIOCMdyM+HqhbulaTvwsx/qcIyV0lskFG5PyknVwjDldiNS0H8T2tGMibSsidZ46ygfaRtBmdhcGlskknAoUGpbeY7GOVJwyQrirEaEsR4jAFxYOl5N+3IwpXYD4tF1GcdjKLsqmE/C/NUTW470NXosHs8zwMDxaDQoOijQH531hAJXM32myIofmuBOwj8rnZz5ndC7T+kUKFmqEfX8H5Vi6WSUWsXhlIXJvy18Pxdi59vruF051c5FIRZyfUY7V11TPgB4Re5f2jh3HOySHdzIyZr71OiJc3/a+FMvXIIRxzc0m2tOTHvv040lj3IMX9tt2k2/67eERncqZnPZbNKQvg3zQkgQmLzmKXWkC4nz3L5nQj3bH8zHXTvGKWjthEkpslc36rfbekfwt6zdaNutBsqFndbmDyPa8PqToN879ds6FmdVvlLSarEt3+N2r2zlf9Kz1fXTffpd3eKJwjcwjp48nqL7QNu0ihYvycc3jcycQmuZBFy3sS3vqhSXMaDS8vvUqHXZEAnB9Uj+1TWlJZ+InOm8MJ3BODU2QOl/t4sG5eYKmNsXOCcL+dhU1yIYt/705E67KJlPWDU+n3503cwrKRmRvw+V7dIoU81y/JWbYm/DOmNf6X7mHwUK5us5wiZn96kGUzu3GpvScjV1xk5heHmbH8FQCOvNSIjWPbUCKVYJ1ewJfTd3PX+ianHZtUamedT1e+a/oKCpEY94I0Fl/4nQhzZ8wURexxD2CubQNUQiHTbu1i1vUtzGg7Xqd6iDRq0g0tmOY/gTQjCwIyw/ns5kbGt52KSijkk9tbmNtsFJesGxCQeZfPb25kRPsZ5BjoFq8w107K4f/54RuUguSR3ObRLWw5NaI+Yz8OqrCfQAMbvgwgqb4FNgkFTHr3NDmOxvBahU0pdpAQ+Z4dtmcKyudoz1Vx73UrMjqZohYLaPxFMs1mJhH8tzabU8gqj3LlBIyIIbOdCTzBjerjC9u5bVsxzWjz1Ghc82smrNSCnkPZ1jywwvLFO1dx09GdXpPmUiw2oF5GciV7Px6Vg4j8KaYYnipB8ND5UjkIyfrdEpWrCNRgslqG9Xs5pB3RClXm2vITmWxfzaSkQ9VxWNUOQgqnmGLwiB21g4jc3y1R37cj/VuGxbs5ZB3VirbxikLEl+VkHrFFYybEfGYupnNz4fuKNvLtjTgzsT4+59Mr9L7Ft7Tm4ihvXpl+ucJ+0mw5I9+5yKEZftzp7YRIocE8tQjCKq9Lh/C7zDywjykjRnPNzQ37fG0MUofcXH7cvIFJY97iVENfuobdYdn6NXSZNYdMHcMvZdkas/VNf1pcisfgoeD5ZjlFzJxzmF8/7kJIBw/e+CuY6Z8dYdYfQ8vtP/q3CyR4WCFU///P6Xie0Gv286fZULO6fbSk+WPr9G/XbKhZ3VZUodv/Ss2ughw7KfvHN8UvKKnccw8Q2cKOYyN8mfjx6Qr7ddoeQfOT8czf8BIIBEx97xjpLqYEvepTYdtcOykHxzemUVByhWclqoUtJ95oyPiPz1bYTy4VEzTYm8t9VfReebvKOlTFc+2THNTFh4udvMkzL/+J1P50NPc8rTnXrR4KQzEb32qLZ2QGLnHZACS6W1EiLZttqhYIcCmsOr96rJkjCpH2e0GDAAQCXGSZXLT35aRTM2QSI0pEBuzwaE/T7Fid61EsMmC1d09SpVZoBEIu2PqSbGRNg/xEbIvzKBAbaXsoBAIu2vpSLJLgXJSls50bPVy52c2FQotHc5uLOD2yATEt7SrNbX58rC8JjaxQi4Wke5pzs6szXqGVn6/UPuak9jZHYVl+YkV6VzNS+lugNBOhlgqJG22N1UM52h9GmiDHOlhG4pDH557sHX2VfAMpwU71yy0XqVXMvLiDhQEvP3b/Z6F9zF0c83L4oetACgylKEUiwhx0T9Na3M+I4r5GqK3KP2oaCyEqN7E2QLwGEIIotvJMR6J4JQaXFMiGVh2ap6S/FHlfIzSV2FE/bEdU3o4wXoW8iyEaOxEYCSgebIQ4vPLjCOvpxN0ejhRZlJ/JrZYIuTjam3h/azSV3F/t1kQT1d6OmwNcURmIkJuIyfCu+qV22pFDLO3Ri1APDzRCIakWFqRaWOCYm0O+kZRTvo1AIOBkIz9kBga4Z+re8F7s4s2lzl7kP6ItgadiiPeyIqi7DwpDMZvHtcYjMrNUWwAa3EzBPTqbE/1rL9XyvxW9ZutGXWg21Kxu7/epelj/RdBsqFndLh5WeZi7F0mzQ7u7c62rG4UW5T8IVBIRx0c0IqqFPWpRxdfNwH3RHB3lR46DCTn2xhwZ2Yh2e6MrtXGtuxvXu7lSaFnRxskRvkS3tEMtqliXuCY2BL/kRYZL9ZKkPNc9yVXhFpNFbL2ymHslUgkpLha4x2SR6KENVj1s3WVeWxuCtEhJipM5Rz1bPLbMD27uoF/CZYzUCsLNnblgV3HoqnlWNDFmusdDfBQreT5uRRnEmtiTaGzLPRM72qff4YJtQ9plhKEQiomugeD31UKjwftqBkHDvDGh+mlWrYNl5Nev/AvaZUcOWW2MKXIzqHQ9gIm8mLdDD/Jun0kMDr9Ubt2I26e54uBDpHXNRK2YdnofH5zeR6y1HYs79SfYvR7Nk2KJtbbn6/0b6BQdRoKlDd93HUiIe836Fjo1TkVQqAE15E+v/CE23laMvK0Elbu42l+1tn4ppXYKPyqzU/y6FNPP8xCmqFBbCDHaXoS8W81mDnO5nk1afTPeGnUO6/hCEptasn9O5S4SQrWaJokJHPVrzPGFX2OgUHKkcRO+fWkgN1zdiLS3p8ftm5zw9aPHnVvIRWLCnJxq7Fgr05ZUF3PcYrJJ9LBCqFIzcdFZfp3ZBY/oWkhs9IKi1+xapIY0G55Ot5PMKk9s8l/RbNBNt9Xu1XvNeh41O8n68R1buuIclUtCg7IEIwkNrHCOrv0oHbrwr3xJlhYpyLUs/3UmMzFAWiQv/b1tVCu2jfTHOyKDgLPRFCQ9Pmj5T01eZnHjwTTOjqNlVjRyYflT452XzJuRx/ik1bNNNhKpVXxy6x8OObYk/n7w+cOO/sy5vRkDtRKFQMS8Jm9QLKr6BbI26bv8FgK1houDvOhe1Xj4EzALK6be0nQu/15xyA3AZXsuke893h9t0tWD7K4fQKpJ+Qw9DoXZDL0bxKiBH1Tr2B5lUZcBRNk4oBCJ6R92lV+2rWDY2Ok45OfSIfYuc/u+xqf93qBX+HWW7lhJvwmfkGNcc2k7k285IJCpMd5SjNK18ldg461F5E8xqXTd05Jx2xFkaqRbirRDhfdReYtRu4iwbZ2GRgRKXzH5858iu5cOmKcW43Qnl3V/BJJa34yei+4wbOYVlr7Rv8K2tgX5GKhU9LtxneGTJqMUCfl99TbeE0kAACAASURBVComHzvCj337s8O/NT9tXI+hUolCJGLyyDEUGdRcA2FUpCTPsnwvqMzUAKlMqy39t94g3M+eaF87/UuyDug1u/aoCc0GHXS7igzQ/xXNhrrR7edRsxf89VKN2jEsUlJkWtbLXWwqwUimTZJTnTTctcFz7W5RFUVSCcYyebll0kI5RdJHREogILqBHXIDMePCy+dDrwy1QMgNay/sinIZcu9C6XKXwgy+D17JEr9BXLeufvw+gUbN7Nv/oBSKWNJA6zzunxXJxMgDfNDyf/Tu+iUf+E/go7Ad+OQ/fW7xmqLjpgha74vjzyWdUBlUL06lcWwJbcbFcXuuI9ltKgqEVUghhhlKUvpVPZGmQWYibZPDWe/XucK66Zd28Vfz3hQa6JapqSpuOHsgMzRCIRazq0kbrrp60in6DsUSCQkW1mxvFohSJOJAo5akmFnSMjG2Ruw+jMZYSOFoKdbTchFmlPe1MrgkR5iupuil6mXAKoexkKLRxphPzUFw347Z7FwExRrSbziQHu5IST8jLEfrPmz8OBSGQsK6O5LUxBKVoYjT7zTALTQb06KKPm7FYq1grunQkXRzc7JNTFnRqQtd7t6hfUQ4Hx/Yy8i338V3wXe88fa7fLPtHxolJdbYsRZLxRgXPqotCoqMDbDKKOSlrTfZMLFtjdn7r6DX7NqhJjQbnl23/2uaDXWk28+ZZhsVyJ+8sw6USMVIC8omOhoVKig2Fj83L8jwL+1JjveypvvBsi9mwyIFTkl53POqPGuTSKXBRfb0N5FIo8ZFpu0lcijKZtGlv1hdrweHXSqf2flUaDTMuLMdK3kBs5uPRSXUClq9gmRuWHoRbq71nbpr7sodc1daZUcRZVY3STAA2u6MpsffYSz7qxu5DsbVKsMoUU7bMXFETrYj6eXKh2VctuWQ0tsMlUnVgt4qJQrngmz2bpkPgPH91LDeu1Nxyc+keWoM74fsLd1+1b4l/BAwhEPez3B97qNBgAAN4XZOdI289czlPTVqEBRpEKWoUduWnRvjrUUU9zNEY1JD37MP2VHaihDfUVIw06zUL67oLRNMfyhAmi2nyKpmesbSGpijeUj0NPf/rUwG84yNSbaw0PqZPoJfUiLBXt7ccNX2dN1wc+eamzsdIsK54+xSI8ca72VNt4NlWZ0MixQ4JuYR72VF/dtpWGXKWDxKGxrRoESFQYmSFYNWQ9ZyERrN8xO36DlDr9k1T01oNtSMbv8nNRvqRrefJ82u4XnKST4WuEZkE9tEO7LsGp5NknfNunQ8K891T7JQqUZSokSk1iBUa/8XKtUEdfbGPSaLdiejkJQoef3vYGJ9bEj0sEKg1tBn101M8otBo6H+7VT677jBZdvK/ZIsSwronhSK9P5D3Sb9Lj2SQ7li44NtcS4/X/yDHR7t2O1RcSatLky7uwt3WTpzmo1BLiobXggzc6FpbmxpL0S9/CSa5sQSbaK7f1u53OaqqnObix/Jbe6/P46XfrnJb792IdP18cNSpTna1SBQl+VoN0xREDAqlrhR1twbUXnDJyxW43Qgj8Rhj38ItjcMZMjQ2Ywc9CEjB33ItobtOOfqx+TeExk6dBYjBk0vXQfwQY/xnHTXPQyYWXERHWLCMFAqEKlVvHTrMq0Sojnn6cux+k0xLy5i8M1ghGo1ve9ew6Egl6sunroZUWqgWHP/fAHFGlBqMDxdguSmAlQaBPlqLL7MR20hRFHvoe/WIg3SfcUUvvoUPTD37aDSIFCV2ZGcLkH8kB3TeXmoLYUo79tRNJdgtLUIQZ4aFBqka2SoHISViq1AqUZUotJed7VG+/9D95fo/v0lUmjXPbi/Qoe44XssBYewXIQKNZ2XR3DP35p8aeX12tq6LWPOn8WmIB9zmYy3zp7mhK8f193caR0TXdpz7JeYQOvYGMKcdH8xeaAtwvt1eaAtFzt74RadTeDJaCQlSl5bdZk4H2sSPay4EujOpC0jmb7qVaavepVN41sTU9+W6ateRf+CrEWv2bpRF5oNta/bL5RmQ93o9r9Qs4vMKn8Jf/g+FjxyH4sfuo9FyvL38YX+3vRYfwfLNBkW6TJ6rr9D0ADvx9tQqRGqH2PjkWdFcH9bkVKNQHP/f8XTy/VzkZZ60JnJlR7EGysv8cbfweWWbRzbho3j2tI8JJ63fz6NXUo+4X4OLJ7dgzQncwRqDZ/P3Ev9O6mIlSqybEw43s+XPxNerrQL36KkgK+ursMnLxkhGlKNrNjq2Z697gGMjTjCuIijyB7xNevb56sq61JZYHqHomw2Bn2PXChGJSj7LlnUcAjHHFswJCGIYfHnsJIXkCMxYZdrIFvcO1Vpo/kPoZUu77P8Jn3/KB/i5OBEPw5NasLcl/ZinVx+1vKXe18i29mETwfswzJNhlJS9iV8ub87OQsrPuT1F6dRf0l6uWURU+zQCKDB4nSUxuW/uw7faFT6v9PuXHy/T+XE6fql1+JpAtNPvHoI1/yMCjE3AUL+nv7EmJtF9pUP3VjJCli+9U+8MtNQCQXEWNuztFM/gjy1UQv846OZe2QrrrlZRFvb8133IVxxq/wBBjj8fsXA9GaL8jH/qbDcsrwPTFA0kGD+Qz6iZDUaI63w5c42Q9morDGW7izC/Nt8UoPsSs9XVYHpTX7Mx+Sn8ulPCz8wRdlQjMn3+QiT1WAkQNFcQsFsM1R+WjuCbDVmc3MxOCMHhQZlQzEFn5mzzLNdBRtdfr1Ll9/KJ+Y49U59Tr3bkCl9jmGZVN59YvHB7uS6aHu4Wm2OpdMfEUiK1MT7W7H/06YsvVLRJxlArFIxd/dOBoVeoUQsYX+z5nzbfwByiYTR58/y1tnT2OQXkGVqwrp2HVjRuWul5TygsmQiw1cEM3xV+dBHm99qxebxbWgWnMD/fjqLXUo+EX72LJ3TjXSnisPM3faH0XNPGHN+G8L2Dr89P+ODdYBes/89mg01q9svumZDzer2i6TZYVaVT5Ie8Ps1Bvx5o9yyvROasvft5iwYuAOb5PLncs7uIWQ6m4JGw9AlZXGSzw3WxkkWC9UVbPT//Qb9/7hZbtn+iU3Y/3ZT5g3YXcHGZ3sGkuVsSv2QVKa+fbzcuohW9tQPSX0qzX6uX5Jrkhcpe1NVglvT9LKo/aGrusneVDfvL1UJbk3yImVvWr2/6mQiNUldZNzTvyTXPHrN1h29ZuuGXrN1I6mkblwh6iLj3jL/DU91YZ5rdws9evTo0aNHjx49ev4/0L8k69GjR48ePXr06NHzCM+Fu4XHqu9q/SDMbQqfvFENYPVnzcZjrAz72ZVnpKlpbu+p/Yxi0rTav/9UL9dseJyqyA+rfOJLTaK0q9kQPFXRr0ntD9vWxZAaQMS4iilOa5pDoV/9p9wt+rSYW+sPrkZU/ZBmuiBQV/R/rGmKvq86pW9NkphR+8PhluaVZ+SrSYrOPj6Ofk1RbFv7115tq3jyRjWA037Jkzd6RmS2ddOvmtuo9tuG2Pc+eirNfq5DwLlmZDF/7S78o+IoEYs50Lop894YgEokwu9eEgtXbaNechqRTvbMfGsYt92rF37HKz6dOb8fxC8qmWxzY34c25Pj7XxpdjeByetP4heVjEooJKSJB99M6EOGddXpGavi06ubaJURiZFKTpahGRt8urDPvS0e+anMCd1cGu7oroULixsPIq4aWaL6br1Jt/13cY/O4mzPevzyaZnPZ9OQBP734zlsUwuI8LNn2addyXDU1uO9+SfoeCQSpaTsAXjz0FtV2vl7/S80T4pDJdRun2pmwUsTZzPx/FEmBh0t3U6oUWOgVNFxyrxqB3N3y01n884fOObZjLldRtIqOZLlB5aXxtMF+K7dUPbWb6Nz2V7xGcxefpBGkSlkWxjz01vdOdHOF+976Xz1027ckrWZf27Xc2ThxN5Eu9tVqw4AA0Kv8v6Rwzhn55BuZsbM4a8T4u3NaxcvMOnEcWzz87ns6cXHrw0nzcJC5/Jd07OZv3Yn/pH3tM9KmybMG6F9Vr5ZtZ2AuzF4pWYyY9wwtnaqnu9a1813abc3CufIHEL6eLL6i/YAiBQqxs85h8edTGySC1m0vCfhrR+a6a/R8PLSsskZ5wdpJ2dUFgOu8+ZwAvfE4BSZw+U+HqybF1hqY+ycINxvZ2GTXMji37sT0brsGakfnEq/P2/iFpaNzNyAz/cOemxdBmUE0yvrOp7FaZy0bMyP7mXb9828yvC081gpC7hl4saPbgPJkuj+zP8XqYvzKlEreT9+Hy3zYzBTFpFkaM0q5+4EW9RHrFYxO3Yb9WVJOMpz+aj+m1w386yWjckJB7Q2VEUkGVqxyqk7IebaiBst8mOYnHAAO3kud01c+MF9EGkG1XtB9YjL5INlR2kQnkqOpTG/TejCmY7atM7dToUxbvV57DLySbMz449xnTjbof4TSqyIS3o2X67cQ8uIe8jFYg4ENGb+mP6oRCKEajXTthzjlZNXMCkuIc7BhpFzx5FvoltcY897Gcz67VCpni4e150T7ct3tEzYcIZJ68/wzvw3uNSyevGr/17/C80TH2l/3p4NwMiQM7x56RSWRYXEWtvxbc/HT9yrjBuzPyn320ihYF379swbqk2p3T48gnnbt+Ock0OouzszXh9OknX1Okhc07P5ao1Wt+USMftbN+HLkQNwT8/ik00H8I+8h0it5rqXK1+MGki0k+5t0OcXNtA6NQKpUk6mkRnrfLuxxycAgIFRFxkTdhzr4nyu23qxoO1rZEh1b3/+2vELzVLjSie5pplaMHik9pr0C7/MlKD9WBUXEuTWgM+7DyfPSPckK7c+nFPut5FCwdpO7fnitSHllk/df5gP9h9h5OQJnPNtoLOdR3muX5Lnr91FhrkJbX6ag7msmHU//MXo4xdY3y2AP5euYWWvDqzt1o4RJy/y59I1dP3mIxRi3aokUqlZ8vU/bOnbionzRtL6VhxL52/mNfcJmBcUs7WPP+da+qASCfnk9wN8tWQP73wxQue6rKvXle+avYJCJMa9II3FQb8TYe5MkokNn7UaRYrUCiEaXo4N4osrG3iri+7ZibJtjdk61p8WFxMwKCnL5W6WU8RHnxxh+azOhHTw4PU/g/lw7lE++fPl0m12jWzOJh2SJMzvPZRtzcuHWPqjfU/+aN+z9Pd7Zw7SKj76mbIdzQrazm3b8hmg0o3N6f/6Z9UuE7TX/ef5W9jSz59JX46g1c17LPnqH4YvtiPd2owZs4aRZG+BUK1h+L7LfPv9Tl5bOqFatjqE32Xmvn1MGTWaa25u2OfnA9A2KoqPDhxg5KR3iLW1Ze6unfy8YR0j3nlPZxvz1+4kw8yUNj9/cv9ZWcHo4xf4u1cH7rg5sTegGbP+OVit439Ajp2U/eOb4heUhEFJ+S/9yBZ2HBvhy8SPT1fYr9P2CJqfjGf+hpdAIGDqe8dIdzEl6NWKPby5dlIOjm9Mo6BkJI/YiGphy4k3GjL+47MV9pNLxQQN9uZyXxW9V96usP5RMsVmbHDoSOv8KAzUZc9K04I43ko5wUyf0SQaWPNO0iFmx+1gRr0xTyxTT92cV5FGTbrEgo/qjyXNwIK2eRHMidnK243eIVNixk1Td7bbB/Jp9JZq10OoUZMuMWdGvTFlNmK3Manh2xSJDPgsZgs/uQ/ggnkD3kw+ySex25nWQPcJbSKVmq8/38muAc358NtXaXE9gW8+2854zzEUG0n49Nv9fDJvCBfbeBF4KZovv9rDa2snkGOl20vGlyv3kGluQuCvH2MuK2bN138z6sglVvdtx7Qtx/APv8crX04kydaSBglplEh0b0cXfbWVbf1b8u78N2h18x4/zdvCiKXjuOeizQbnmpxNz7NhpFs/+2jr/N5D2daifPvTLDGOD07uY8zI97jt6Mrwq+dZsm0VnafMQy18+h7Qpt98Xfq/tKSES1/MY3/zZgBYFRTy2+rVzHrtVY75+fHhwYMsXbuOYVOnVKseX63ZSaa5KW0Xa3V77fcrGH3sAld93DnSshEf/e8VCo0MmbLrGH8uXkuPbz/U2caaRt35us1rKERiPPLS+OXEb4RbuWCsLGHSjf1M7vYO8aa2fHB1F18Grefd7u9Wqy7fdB7KDr/y18QnM4W5J7cyecD/uGPrymcn/2HOqW183Ef3577xogWl/0tL5ITMnsd+/2bltnFPz6Df1RukmledrExXnmufZLeMLPa1aUaJREK6hRmnmjakQVIqgWHRiFVqVvTqiFwi5u9eHRBoNLS/E6WzDa+EDOyz8lkzKAC1SMilZl6ENnJj4MnrnG1Vj8Md/Cg0NqTYUMLGl9rQ8k58teoSa+aIQqQVHm2iBAEuskwKJFJSjK1BIECg0aAWCHAprF6624tdvQnu7EW+Rfk0vQGnYkjwsiKouw8KQzH/jG+NR2QmznHZ1bLzVGg0DLx1mV1Nde/hfUDv6KvkG0i55KR7z8mT8EzIwC4rn3WD26IWCQlu7kloI1cGnLhBvqkRSQ6W2msCqEUC3JKq77Ix7fAhlvbqRaiHBxqhkFQLC1ItLOhx+xb7mzUjwtERhVjMsp69CIiOxj0jQ2cbbunZ7GvblBIDCemWZpxq0oAGiWkArOnZjnN+9XRu+B4ltLs717q6UfjI/aWSiDg+ohFRLexRiypKSuC+aI6O+j/2zjs8qmr7+5/pM6mT3hNCSIOEFqp06QiCqIgI9o6ioBcFAQUbXr2o2NB7QaSpdJAOSocAIUBCSwjpvZeZTJ95/xhMGJMAM5Sf7718nyfPc86Zk71m7zN77XXWXmt921Lt50y1rxO7H4ul55bmQ4bO3BtCyoBg1MqmMvZNiCGzkw9mUVMXdE6cFyfuC6c86MYW4MPKGI66R1MrsvWW9ai9xAH3WHLkPhiFIlb69aG9OpcA3Z0J2fn/HXdiXLUiKcsD+1MiU2IRCDjmHkWxVElkfSFGoYgNvj045xKK+SaqCuhEUlYE9GsqQ1NEr+qL5Mh9OKhsi0EoZrl/X1prSgjR2j9vQ3Mr8KpQsfrBBMwiIcmdQjnbNoihe87jU6ZC5SLjWLfWIBCQ2D0CrVxCUFGN3XKCS6vY1iMOvVRCudKVAx0iicwvwU2l4cntR5n5/BgKfTxAICA9xA+91L6t+1Z5Vn26ckyjPj3TNpj7/mgs2TX9u50sfGoABvHtCaMJrKkkw9uP8wEhIBCwOa4Lnho1nvWq6/9zCxiekkKFiwsnWlu90UNTU0n382N7hw7oJRK+HDKE2MJCWpeUOtR+SFkVW67W2/FWvX0mIoTV/bpS4+KEUSxi8dDeRBSVoVTZHzaa5X617WH9C1aV07vwPHtDOpDl7o9RJObHdoPoVJZJkMr+33FLGJF+kv2t2pIcGIFGKuOb7sMZmJmKk157c+2eSqHC1YXjEba7EfPWbGT+mBG39Df2tzaSlwzqxahjZ5Dr9PhV1dA/Nc26+BeWcDHY36aG5sXgAKIKSuyWIWgmJltgsdAmp6zJ9YRzuWTcxJb71NQN7No2i5X7PqNC5kqib0zDZ1t3vMvu7bN47exmVkTe2tJYIVlVZLdp5HbXKSSUBLkRktloJA9df54fhy3lk6fX0X3v9WOep+7byuEvZ7Ni+UK65mQ0+TwhLxNvdR27o9s389/Xh7Ney4vJO/i826gmn3lqVexa9S6bV3/ItGObkBt0drffHHOQAGye+8Hxn3Fs7Hze+n4ni8f1slsGgNBsJi4/H0+Vij/mf8ShD+bx7ob1yAyGBplXyweIKi62W86Swb0YdSzlqrmSzv74m99quhUIvFxDfpRHw3l+lAeBmdX/h9+oZQj+wvUnwPpDaaVtqg/u4sZxO8dVaVARrKsgR+F7021dV4bchzBtGZmKxlAfnUhKkcyDMAf60pIZH55dTlqUHzkhXvQ6koHQZKb34UvoJSIuh9sfr7t0WE9GHk216ofKWvqdTudAhyii84oxiYQMO3aOxBfns2fq50zclXj9Bm+kHxYLEVf06aCDFzCIRRzu2jxBjL2Yum8rh7+YzYpljevPwYhYRBYL7QtyEJrNjE05zgW/IMqdHQ+VGpuUxIYuCQ22RmRJMRcDG8M6NTIZOd5eRJXYr7MBfhzSi1GJV/R2ZQ39U5rX293Tsih1d6Xaxf4wBYA3k9axd+0Mft3+TyrkbhwJiLWSbVxl//y5JraucawvU45uZd/i2Sxdt5AuBdZnElFZTLp343jlu3tjEIoIq765ef/g8STWd0uwsQFHJJ/BIBKxr13sNf7Tfvytwy2ORbfm0QMnODf5PcRmM2t6dWZn53ZM+e0Pap1sOdHrnOQ4a+03lrKCval0d+apDUdZfn93uqZm0+VcDsfjWtncF5Vdwou/HmDKzEcc7s/n8Q/wZdxo2lXl0KkiE72wcfjvGzYXuVHPsPyTFCtubfKFXGOgVmnr2al3kaKotxpq2x6O46dXe1LvLKXD8XymzdlDtZcT52k+cW/BgJFkePlhEIkZceEU365bzNin3iDPo1F5jzl7gp3RHaiXyppt43p4KXkHm6K6U+LiYXM9292XR0dPI1vpS4CqirkHfmHa8c181Othu9rPDvai0t2ZJ9cnsmJ0N7qm5JBwNocT8a0a7unzy5vItXru/z2FIl/747QAvOvqkJpMDE9N4ZGXX8EoEvL9jz/yyp7d7I+J4csVy1nVoyfZPj68unsXZoEAhcH+5LxjMeE8uv84516ae9VcaevQd77VkGmMaFwaPVNaFwnyeqNVQd+hGqI3iuOubZiZs56tXp0pkHnyWPFBzIDMfGeSb/5bcbvGVWQx8Xb2enZ7dSBPfnuSvUQWE2/nbGS3p1WGwqynRmxLA60WyVCY7J+3OSGeVCudeHT1CVY/mEDn03l0TMnjVIdQzCIhOwe3Y/bHW5HqjRglIubMHoVWYT/18PG2rRi/N4kzT3+A2GxmXd9O7OoSy6gjKbjVawkvKqffwjdoVVTB8g+XkOXvzeH2N27Q/qlPH1+XyKox3eiSkkPC2VyS2oeh0OiZvGwfk99/1O7v3RwW9B9JhveV9ef8Kb5du5ixT79BntKL3dHtWb7iKwQWqJMreGHccw7rmMCqKrpfzuTtceMarjnr9FQ62xqqdXKFQ7YHQGJMOOP3Hefsi1a9vbZ3Z3Ym2Opt/8oa5i3bzAePNk++dCP4rMuDLOj8AHEVOXQuvYxeJOZoYCzvH1nOhjY9yXfx4elzuzEjQG60f05+2XMklz2tz2TYpVMs3LqYcY+8gZNBj0pqa3uoZHKcHXBs/YnAyiq6X8pk+oTG5+Kk0/GP33YwabJjIZHXwt/Wkywwm1m2YDE7Orcj9rt5dFg4G3e1hhlrtqOWS3HV2A6yi0aLWm6/QWYUi3ht5jj6Jl1i75Of88TGRHb2akuJd2NMS0hRJd/O/Zn5zw4lud3NFbg3C4Skeobjo6lhTI7tG7tWLGVTWHfeOb0apc7xLaK/QquQoFDbKnCF2oDGyWq4ZEX7oHKXYxYLOXVPKAeHtKH7/qwW20sJDKNeJscgFrMpvivJQa3oe/lCw+cyg56hF8+wKb6LQ983qqKAboXprGzXt8lnFU5uZHn4YxEIKXT14suuIxmYnWK3DKNYxNR3HqL3iQz2PP4lkzYeY1fvtpR423odtHIpa4Yn8P7nv+FRbf9Wl1ZiHeNlvXpT5uZGlbMLi/v2o9/FCxyJjOLLIUP5dvlPHPzwA/I9PVHLZBS52/eSJDCbWfbZEnYkxBH7/Vw6fD0L93oNM24yBvlWQacQo1A1Kl652oDWSfy3M5ABTruGs9y/H7Oz17L8wleUSJVohDLKJbcuxu1/EbdjXAUWC29lb8AoEPF1iOMGxPVkTM/ZiEEg4pvgYQBohFKcTLbrj5NJh0Zkv/FqEouYOXcMPY9lsnHcdzyyNom9/aIp83EhITmHF/+9n9c+e4SB26cx5V+P8NaCXbTJsG9rX2A2s/Tjn9jZtS3xS+eQ8MNM3NQa3lq1E92VsIqvxg5AJ5WQFubP1p7t6X863S4ZRrGIN2Zb9enOiQuZuOEYu3vHUuLlxosrD7BtQByF/rfG+ZMSdNX6075x/XnoTCJjzxzj/men0+Gtf/LWqAl8u+Y/+NTZH54C8EDSSZLCw8n3atyFVcukuOhsQwVctY7ZHgKzmWWfLmFHlzja/jCXjt/Mwl2tsckd8axVsfzTJSwf2IPNPTs61I8/YRYKSfEJx1dTzdiMIyT5RfKfuKF8fHgZ67d8QJGzB/USGaVO9juEUv3DqJfKMYjE/BbTldMBreiTc4F6iRTnv4RWOOt1qCWOOc8Axh4/SVJEOPnejcmSU7fuYkO3zjbXbhX+tp5kpVpDUGUNPw28B71EjF4iZk3vLry5YRfvP3Ifz+08aOOJiskvZtm9TWkZbwTprfx46qMnGs6XT/+RzfdawwQCSqv595wVfD+uD1sGOBY60BxEFnOzscdCiwW5SY+PtoZq2a0pJ5cX7kH/7Y1KT6Yx4F9QS15rj2bvt1yJj75hCAQN26cAg9NTqZE7cTzUsa21hOLLBKqq2Lr6AwCcDDqEFjOtq0t4bHTTxAW7vutVuBTux7PzJzWc//SPpQ3P/WoILRbkOgO+FXVUKe3b7qp1cqLI3f0vm82NWNGrNyt69QagVVkZk/fsId3fv9l7W0LDXBnU86q5ksCb63fz8SPD7WrrdqAwwp3gS1Vkx1k9fcHpVRS2vjPMTY7gN+8u/OZtfcEL0lUwofQQ2XLHw6zuwopbOq4WC9NyNqM0qJnVZgImwW2Ic7VYmJb3Gx5GNbNaP9ogI0fuw+CqMw23yUx6AnRV5DjYl8zWPkxZML7h/NvXVrFjcDsiL5dypn0wadFWfXAxOoDzMQF0OZVDRpsbDy1RqjQEVtSwbGiPBv2wrl9npq3ew8+DrDkjllvwwpoR7svznzTq0yVv/MSWQfE8tDUZv4o6HtqaDIBHbT3z52/gp4d6TW4Y0AAAIABJREFU8tPDjq3ZNriyXkWXFLI3sh05XtaxORQRS7mLG50KstkV08HuZscmJbHo3nttrl3y82dsUlLDuUKnI7SignQ/+3Q2NOrtZVfr7T4JvLFuN/MfGY6bWsPyT5ewp1Ms39x/60IwRWYzQSqr7bEushfrIq2hhCF1ZTx5fg+Z7vb35a+wYH0mlz39iSovbLgeVFOB1GQkR+m4Ph177CTfDbEdj15pl/CvrmHSgSMAeKrUfLNkBYsGD2DR4Jsbu7+tJ7nK1Zlcb08m7k1EZDLhVq/hwcMnuRASQGJMa0xCIU/tOYzUYOSJ360DcyTWsXqoUdklSPVG5DoDT2w4ineVio0DO+BbUcvi2Sv4ZXgX1gx3nPJRqVNxb8FpFEarsde1NI2BhadJ9o6gS1k6kTUFCC1mnAxaJp/fQp1EQY6L/fF1QqMZic6I0GRBaLZYj41mjvcNJySziu57M5HojDz840lyIjwpDLMayT32ZiKvNyAwW+hwLI++Oy+R1LtVszJctRp6ZV5EajQgMpsYee4kCXmZHApvjK8enXqCTXFdHPYUbojuweiHZjBh9DQmjJ7GupieHAppy+Qhz5NQlIG/qgosFvxUVbyatJX9YXEOyYnMuvLctQYeX5+Id6WKzYPa0+NUJtGXixGazDjX63jjP7updZGTFeLYdu7art14/PAhvFR1uNXX89ShA+yNbYvUYCCquAgsFgKqqvhw7RqW9ulDrZPT9Ru9ClWuzuT6eDDxjytzRa3hwcPJXAixKjuJ0YhMb0BgAbHJZD12oDas0GhGrDMhNFsQmCzWY6O1HbHehPhKNQrRlfv+jHdLHNGagSsvoCytx72snkErL3B0ZPNlmRpkmMwIzdeQYbCVIbhyr8hoRmC5cmxoudam0GJGYjYixIKQK8dXroVpSsFiwUdfw2t5W9no3RWV2L5yWP+ruFPjOiVvK6HaMuZEPIpeaJtkJjEbkVyprCGxmKzHDrxIT8nfRoi2nDnh421kHFFG00pTRu/qC0jMRiaWHCBL4edwuEfrzDKkeiMyrYHxa07gVali+5B2XIjyp31qQYPnODKjhPap+VwOt8/AqHJzJtfXg8d2H0NkMuGq1jD2wCkuhPmT6+fF8ZgwJm/ch9RgJKKglPsSU9nb2f4a+W2yShv06aR1iXhXqfhtUHte+mgC4755jglfPcOEr56hzNOFj14ZzuqR9q+pTdafs1fWn9YxnA0IpV/GBYKrKsBioWdWGmGVZVzysd/o65yVjV9tTUNViz+xKz6O6OJihqWkIDUYmLJ7NxcDAsj0s3+9blZvH0rmQqg/Lhotyz5dQlJkGJ+MG2Z323/CQ1vHoNxTKAw6hGYz3YvSGJx7ipN+bZCaDLSutq4/fuoq3j6xhtVRfaiT2rf+uOo03JPb+ExGpJ0koTCTw6ExbItKoF/2OToVZqIw6Jh8fDu/t46nXiq/fsPNoHNmNv41NWzrZPtcJrz6AkPfeYMRM6YyYsZUStzdmDn+QZb1vcchOVfjb00m0ja3kDk//0bbPGud4qMxEcyeOJoKNxfa5RTwydL1RBaWNNRJPhcW1KKMa5GJTPtxDw/uPoXYZCK5bSgfPT+MvABPXvxlP5N/PkC93FYJd//17Rbbao5MxF2n4v2TK4ioLUKIhRKFB2tb3cOWsO70L0zhmbRd+Ghr0IskXHQPZlHscDLdAlqU0RKZyLjFSYxbctLm2uqnE1j9TBfiT+Tz7ILDeBfXkdHOl6/fGUBZgDW04P2XNhF6uRKBxUJpoCsbJnXi8KA2zZKJeNSrWLT637SuLMUkEJDl5cvCPsM5Gm6917eumj3ffsDI598i1+P6yvxGyESeT95JSF05s/s9xmNn9zPx7D7cdBqq5U7sC43jmy4jqJe0POlaIhOZuuR3Hth1+spzD+GTF4aSF+jJ4EMXeHnFfvwqatFKJZyPDODLJwZwKfzatatbIhMRm0zM3rSR+08loxNL2NahA/PvG4nMaOSXb78htKICtUzG2q5dWTBs+DXLFbVEJtI2p5A5q7ZcNVdaM/tx61z55eMf6JlmGz7zyFvPkRjbcv3Q5shERn5/hpH/TrW5tuW5eLa80IEPR23Aq8h2jr2zeQwVgS5gsTB2YWOd5MOjrXWSxcKmhvqI71MZ8cNZm2vbno9j2wvxzB25uYmMOb+NojLQhcikEl574Q+bzy4l+PLlDwObJROZWLyfSSUHba4t9+vDBp/ufJaxjEB9FfVCKbs8O/CTf3/Mgmv7E+6SiVhxK8e1JTIRX101K859iV4gaqjLCvBl6Ej+8GzPsrNf4K+33WKf1O41SmTN714098Loq69m+fmvmsoIvo+9nvF0qstkcv4OfPU1XHQK4l+h97fYPlybTOSlH/YxcnsqIqOZlPggvpw8kIIgqwNj7MZkHtqQjGeVmmp3Jzbc35FfH265YlBLZCKx2UXMWraV2NxiTAIhie3Cee+pUVS4u+BXWcv87zeQkJZDhbszP4zqw8+DWi4H2hKZyGuLf2fMzjOITSZOtQvhny8OIT+wqU787alveH/KiGvWSW6JTMSjXsWiX/+y/vS9sv5YLLxycAcPpJ7ATauh2NWdH3oO4rdrhP21RCbywZq1KAx63pjQtNxrr/R03lu/gaCqKk6HhfKP8eMpuEad5GuRifypt2Nzr+jt2NbMeXw0/VPS+Ne/11Ivldh4+Qd/PJVCr+afcXNkIkqtio+OLKNNdSFCi4ViZw9WR/Zmc0QPXPQavvvjW4JU5dRL5GwN78r3ccOuuf40RybioVHx9ZZ/E15lfSbZHr580304iSFWm2B4+kleO7oVpbaexOBI5gwcf906yS2RiXz081rkegPTnrh2fPuhOR/x1oSHrlkn+UbJRP7WRvKtxF3GPftxl3HPPtxl3LMPdxn3/v/FXcY9+3CXcc8+3GXcsx93Gffsw40ayX/bcIu7uIu7uIu7uIu7uIu7uIv/K/wtEveiv779b9mC2//CCIDm09tfT/VUbsj1b7oFUPa5dUXFW8Kd8Bho05tPULzVMPvefi9v4B3wFgAcPdH5tsu4E94CANmYO+OR/F9C9pjbv2viXHBndjlltbd/cXD60LEYTHvx7NdN2ShvNfaPv/26YdH2f952GQBHNLd/LR3qVHDbZQAk93G8HvSNYt5rz9x2GQABP1+6/UJukNj2b2EkNweJ2cireVvpVJeFq1FDocyTHwPv5YR7JGKziRnZ64isL8RfX8ObkU+Q4trKYTmv5G+3yjFpKJR58GPAvSS5WSszdKzL4pX87fjoa0hzDuKz0Pspldq/pRWWU8HUr/cQlV5CtdKJ757rx8HeVia5Afsv8vRPR/Apr6PUx5Ufnu7DoV72s8wFlVUxb8lvdLqUi14sZnv3dnzw+AhMIhFCs5nX1/zOQ/uScdbqyPHz4rHZT1PnbH/iTKvcct7+biexGcVUuTvx5dP3svce29CM51Yd5MWVB3npg0evGXvWEpau/IYOBTmYrsRHlbi6c98LVi74x5IO8sTx/Sg1arI9fZg/aAzJIS3H17aE1Bkzbc7lBgMr7rmHuWOtdN33pF9i7vr1BFZXczo0lH+Mf4TCa8SetYTgsireX7aRzhm56CVitnWJY95jIwktq2TmL9vpnJGLyGwmJTyY9yaOIjPA/szfdxNX0aXkEgqjngq5KytiBvBbRHcARl0+xuMX/8BTW0eKdzgfdhtHucKxus//2fAN7UtyGuI0S13cGf2Y9bkMTz/JlKPb8NCqORoSxbv3PnLd2LO/4ty0d2zO5QYDy/vcw3vjxthcf23bLqZu281jrzx3zbiza2HE2VO8sn8nATXVlLu48vboRzGKhLy2dwftCvMwC4Ucb9WGD4Y9QJnr3RJw9uBOjW1ITRmr13/G763aM2vAYwAoNSr+kbiR3nkXsCDgUEgMswZMtLvtdxNX0aU046o51Z/fWlvn1MC8Mzx7dhc+mhpKndxZFD+cA0H2JxBLzEZeS99M56rLuBrrKVB4sSR8MMe9ohlYcpqpaZsa7hVgQW428GLCy1xybTn/pjkkrMohfmM+PpfqOD8ikK0fWhOfhAYzo6efxv9cLcpCDSuXdCO3W2PJs3EvniDkZCPplMhgZrwoiZcin28iY1TFCQZXpdBKV8Z+93b8K7iRCKpPzXkmlR7A21BHmcSNpX79Oepmfzif61I1Lqs1SNOMqO+XU/65dS2WpBvxfr0aca71xVsfL6FyrhuGqEYTR5pqwPO9WqRnjVicBFS/4gxNQ44BiFpeQviGcpRpGnJGepL4iXV98Tqtov0XBXieU2MRCijt7krSrFC0vrbl/4R6M8NHnUNSb0Jzsnl9Lv9RjWxNPaKLBnSjFag/tzpzROkGXF6vRphjTT41xkuon+eOKcrqIBHUmHF6twbpXmsZQu3jTmjeaH4OhSyrInBtDS7peopHuXLuU2uuk/spDRELynE7q8UiElDVXcHFd/3Q+1rHS6AzEzOvFJ9dKoRGC9UJCi580HJOzuzkn0koz0Bu0lMpc2VVRD+2hHW3uefJtN08k76b13s8x0kf++2bDZU/2pxLMbFFFst3zo4Rfd0o/rZGsshipkzizpuRT1Iqdadb7SXeyVrLC7EvUSFx5axLKOt9ezArc81NyRFazJRJ3PhHm8cb5WSv48XoF9CIpMzJWsPnoSNJdIviiaJ9zMxez+tRT9vXF5OZj97dyKaRHZg2/2E6puTz8Zz1PNPqcbRyCbPmb2Pm3DEc6xpOj+OZzHv/N8Ytf45qD/sMjHlLfqPCzZke376FW72WZR8tZeLu4/w0rCevr/mdzum5PDTveQq9lUTllzpEUywymVnw/lrWjejEyx88SsLZXD6fu4YJXz1NbpBVuQYXVTHo0EXKPG8uPvuDIWNZ19GWC759QQ5T923l8ccmc94/mEdOHWHhuh/pO2XuNRMOmkP8xx81HCt0Oo6/N7chm9lDpea7n37i7XEP83vbtkzbsYOvlq/gwdem2N2P95dtpMLNhW5fzsStXsvyTxcz6fdETkWEsrtTLG8++xBquYwpm37n318uZ+D8pmXurodlsffyUddxGERiwmpL+Wbvd6R7BOFk1PFi6jZeGfASeS7eTD21iXlHV/LyvS/bLeNPfNx3LBva2j6XiIpiZu9byysjn+WCdzBz9q3mnf3reGvo43a13W7Bhw3HCp2epBlz2dbZNpM5tKyc4adSKXFz3Li653Iab+7ZwtSHJpESFIpPXS0AMSVFrO7cg4PjnsQkFDJn23o+3vQzz058wWFZ/2u4k2P79pH1nPe29Qb+a89SzvmEcN/4WWjFUiIqixxqu8mc2vcd6cogKuWuvHvsZ6b3epJE/2juKbrIh0eXM/a+mVTJ7dN5IouZUpk7Uzs+S6ncne4V6cw+/wvPdpnC734d+d2vsTbu0KJkJubs5ZJL4DVabB51PjIOv9CG1ofLEOtsPef5nT04MakVD0w73eT/Vi+yTRKc8OQxDuY2z2hWKXblZ9/eJKgykV2pLgLgZahlev4m5oY+TJJLBN1UGczMXc8T0a9QI7ZvjTP5iaiZ4oJ8vw6h1nLVdSFl3ysxBovADK4/1eMzuZrC3dadSmGlGb9JVVS+64p6hByBwYK4qOUdhHpfCedeCiTgUA0ibeN90hojGY/4UNSnDRYRdJmXS48ZWexbbGvwxy4uRuclRlLf8m6Z2U9I/RQXpPt1cFVfzH4i6r73wHylL/KlalxerqJmj7WChtPcGgQaC1WJvgjLzbiNr8AcLIYHmnqSdb5iMl/xwuuAGpGuUYa4xkT+o0oq+jhhEQuIebeEdtOLOLXUOpdCl1bhfkpL4rZWGN2ExM4oIfq9UmihvPHyyAHM7/AwBpGY0LpSFh5dRLp7EOnKYAAC1RX0L0qlXOa4t/sBz6cajmUWA79UreCg1H7nmL3428Yka0VSlgf2p0SmxCIQcMw9imKpksj6QoxCERt8e3DOJRTzTdZ31ImkrAjo11SOpohe1RfJkftwUNkWg1DMcv++tNaUEKK1LwwhNLcCrwoVqx9MwCwSktwplLNtgxi65zw+ZSpULjKOdWsNAgGJ3SPQyiUEFdlfAD24tIptPeLQSyWUK1050CGSyPwS3FQantx+lJnPj6HQxwMEAtJD/NBL7d+6b5VXjk9lHSvHdMMsEnKiQyvOtA3mvj8aKxJM/24nC58acEv50/9EYE0lGd5+nA8IAYGAzXFd8NSo8ay/OfKV4SkpVLi4cKK1ddINTU0l3c+P7R06oJdI+HLIEGILC2ldYl8hf4CQsiq2dItHJ5VQpnRlf3wUUQWlnIkIYXW/rtS4OGEUi1g8tDcRRWUoVfYnmWa5+2MQWV96LFf+glXl9C48z96QDmS5+2MUifmx3SA6lWUSpLq1oTQj0k+yv1VbkgMj0EhlfNN9OAMzU3H6SyF5u9o8lUKFqwvHI2x3Iuat2cj8MSNu6vf16r6dfNt3MGeCW2ERCCl1U1LqpuRAZCw72nVELZOjlUhZ0a03nfOyHZbzv4g7NbZDLp+iTqrgeGCjV6pHfhp+6mq+6DYKlVSBUSgizTvYofabzikBweoKfDQ11EnkJAbEgEDAkcBYNGKpQ3NKK5KyLHwgJQoPLAIhid4xFMs9iFI13aIfUpLMLv+ODpXWTB/sz6WBfmiUth5Ps0TIiUnh5Hf2xHyd6eReUE9IciW/K+Ob/fywewxH3aKpE9nuTnob6lAL5SS5tgGBgOOukWiFUgL1Vc22cy3UD5dTP0yO2cPWdDG7CzGGXCEosgBCEGc3GupuP6jR9JOifkABMgEWFyGGyJadRPlDPckf7IFOaXtPUT8lecM9MbqIMClEpE/0xSfZdu1xztPRalMF515ouUIVgH6EAsMwRZO+WNyFmK/qi0UkQJTdaGxLd+vQvOQCCut9uvFOyH5tPpmydJgrZUNcMXjYPtyK/i6UjnDF5CrCrBCS97gHypONYa+KPAMVfZ3Q+4gxy4SUjHTF5VLLLHnZrlfNFQGAgKD6Rh6IqakbWRQ7HIPw1vhl++izqBYqOCu++ZrO18Pf1kj+K5QGFcG6CnIU9tcjdEiO3IcwbRmZisYtBp1ISpHMgzCtfXHHLam08Oxy0qL8yAnxoteRDIQmM70PX0IvEXE53P5Y3aXDejLyaOoVHvha+p1O50CHKKLzijGJhAw7do7EF+ezZ+rnTNyVeP0Gb7QvFgsROdYxGXTwAgaxiMNdHSMSuRpT923l8BezWbFsIV1zrOXDDkbEIrJYaF+Qg9BsZmzKcS74BVHufHPxWGOTktjQpZELPrKkmIuBjR4bjUxGjrcXUSX289r/OKQXoxJTrjyXGvqnpLM/vmmIQPe0LErdXal2sc+78ifeTFrH3rUz+HX7P6mQu3EkINZaH/aqCjaCK4eta+zvx5+YcnQr+xbPZum6hXQpsD6XiMpi0r0bxyvf3RuDUERYteMx+g8eT2J9twQbo2BE8hkMIhH72jXvzboRCM1m4grz8KhXs2vhh+xfMJfZ29Yha4YOvGvOZS75XLv031004k6NrbNey0snd/B591E21+NLc8hx92He/p/5Y/lslm/8gs5Flx2SAfDmyfXsXTeTX3d8ap1T/jFc9Agmx82P3gXnEJrN9C04i0EoJkNpv4f3r/DQqwiuryDbyXZcfLVVxFdns9uv003LcBRxmwvI6+xJiZ3hhpcUAeTKvOlRm47QYqZnbRoGgYhM+a1fy0PblRDWpgTPOXXUvNLo1ZedMmBWCvEfU0FIx1J8n6pCVHDzORG+J+qoaWP7UtDl/RzOTAvGJL8588qjbRGeEUU4z65B86rtDoXg6nB9C4jSbq6ChsfxelSRjW7iwnFKlCc1yEqMCDVm/DfVUt7v2rsk01I2sHvrO6za+xkVMlcSfa3cCf0LUzAIRST6Oa6z/4pBunR+l0beEdbWv224xdUQWUy8nb2e3V4dHC7YfsNycjay29MqR2HWUyO2LaytFslQmOxL0MoJ8aRa6cSjq0+w+sEEOp/Oo2NKHqc6hGIWCdk5uB2zP96KVG/EKBExZ/YotAr7KU6Pt23F+L1JnHn6A8RmM+v6dmJXl1hGHUnBrV5LeFE5/Ra+QauiCpZ/uIQsf28Ot7fPmM0O9qLS3ZnH1yWyakw3uqTkkHA2l6T2YSg0eiYv28fk969dw/BGsKD/SDK8rVzwI86f4tu1ixn79BvkKb3YHd2e5Su+QmCBOrmCF8Y9d1OTJbCqiu6XM3l7XCMXvLNOT6WzrbFaJ1fgrLWfcz4xJpzx+45z9sW5iM1m1vbuzM6Etjb3+FfWMG/ZZj541HF63c+6PMiCzg8QV5FD59LL6EVijgbG8v6R5Wxo05N8Fx+ePrcbMwLkRseU6pc9R3LZ0/pchl06xcKtixn3yBs4GfSopLaLhUomx9lg/3gBBFZW0f1SJtMnND4TJ52Of/y2g0mTn3OozT/hra5DajYx7PwZHnvqVYwiId/+soSXDuzhi4GN4x9dUsjL+3fx8vg7k6zy34A7NbYvndzBxujulLjYJuX6qWvoWZDO3D7jeK/feO7NSuHz3UsYPW4G1XaGQgB8ljCWBZ3GWOdUmXVOmYVCtoclMPfYKqQmI0ahiHd6TkIrtl9nXw2R2cSM86vZ5d+JPGfbONYhxadIdW9FseL2J0y2hPjNhRx+IQJ+se//zAIhvyvjeSt/I1KzEYNAxEehY9EJb268mkPuOT8E9WZc1mgxBjcaqeIiE7KzBopXemKIEePxUR0+r1TDKsdlKS/WE/dNIQe+bdzJCN5VhcBkIX+IB77Ham+mK1SdD4B6M7I1GmvoxRUY+suQf6NC9YUSYZkZ2a/1CDSOJ7m6XNDS+qsKTn/fGOeuDpegDZDQt+dlzCJQRcu4ONcP3m25nQXtH+CL+NG0q8yhU0UmeqEYhVHH8xe380aPm9PZV8PHpCLeWMznzn1vWZvXwt/ekyywWHgrewNGgYivQxw3IG5EzvScjRgEIr4JtjLcaIRSnEy2i7yTSYdGZN/kNolFzJw7hp7HMtk47jseWZvE3n7RlPm4kJCcw4v/3s9rnz3CwO3TmPKvR3hrwa4GlqUb/v5mM0s//omdXdsSv3QOCT/MxE2t4a1VO9FdCav4auwAdFIJaWH+bO3Znv6n06/TalMYxSLemP0QvU9ksHPiQiZuOMbu3rGUeLnx4soDbBsQR6H/zdfqTAkKo14mxyAWs6l9V5KDWtH38gUeOpPI2DPHuP/Z6XR465+8NWoC3675Dz519oen/IkHkk6SFB5OvldjwopaJsVFZxsq4KrVopbbxzkvMJtZ9ukSdnSJo+0Pc+n4zSzc1RreXr2j4R7PWhXLP13C8oE92Nyz4zVauz7MQiEpPuH4aqoZm3GEJL9I/hM3lI8PL2P9lg8ocvagXiKj1MmxxL1U/zDqpXIMIjG/xXTldEAr+uRcoF4ixfkvoRXOeh1qiX3j9SfGHj9JUkQ4+d6NRsHUrbvY0K2zzTVHoBVb58Pybn0oc3WjysmFH3v0o1/GhYZ7QivL+PfKH/ho2AOcDLv9cW//LbgTYxtVUUD3gnRWxjVdJLViCQUunmyK7o5RKGJXRCeKnZV0KMl2uE8Nc6q+hrEZR+laks7klK1M7v8ifR/6mJcHvMSMpDVEVjlexUBgMTPjwhqMQhELI0c1+XxwyWl2+f/feZGDkytxLtdxcYj929udVFk8U/IH08MnMrLdDKaHT+L1gq201ji+m3UtWJyE1E1S4P16DcJyq7fYIhegHipH31GCRS6geqoL8iQDkjrjdVprHi45Wvo/m87Jd0Ip62rdxRTVm+j0aR4nZ4fdsr7gJEQ3yQmX16oQXOmLep47yAV49CnF9ZlKdKMVmAMcCz1TZOvp9HQBaXN8qe7W6BCMnV2CUG9hb3Ib/jgbSelQFzo/lX/d9swCIale4fhoqxmTfZSn03axK7gzRU637uVukD6dc2I/SkR3Jpn67+1JtliYlrMZpUHNrDYTMAluUykni4Vpeb/hYVQzq/WjDXJy5D4MrjrTcJvMpCdAV0WO3P7qA5mtfZiyYHzD+bevrWLH4HZEXi7lTPtg0qKtyudidADnYwLociqHjDY3vh2lVGkIrKhh2dAeDTzw6/p1ZtrqPfw8yJp8YblFWxMZ4b48/8mkhvMlb/zElkHxPLQ1Gb+KOh7amgyAR2098+dv4KeHevLTwz1vTqjAygUfXVLI3sh25HhZx+ZQRCzlLm50KshmV0wHh5oem5TEonvvtbl2yc+fsUlJDecKnY7QigrS/exbJJRqDUGVNSwb1LPhuazpk8Ab63Yz/5HhuKk1LP90CXs6xfLN/TfHMX81RGYzQSprTNi6yF6si7RmAIfUlfHk+T1kut+aWC4L1udy2dOfqPLChutBNRVITUZylPbPFYCxx07y3RDb8eiVdgn/6homHbDS0Huq1HyzZAWLBg9g0eAbH7tahRNFbsorsXNNEVhdyY/LFvFt3yFs6tAyW9ddNMWdGNsuRZcJVFWx7ZcPAHAy6BBazKzcUMLqtr3om3t7iHBEFjNB6gokZiOnfcK56GlNcrrgGcI5z1C6llzikod9VScAsFh4M20DHgYVM+KfwCS0Xefa1eTgpavlgI/91TNuFeI3FZA2yA+Dk/0mQ2ttCalOIVxSWMNR0p0CuagIopM6m0zFbYopNYNAY0FcbEbvLUIfK24+VtABB6xTgY57n0zj7ORAssc07my7ZutwLtAzaIL1hVBosCCpMyHvVEzNZm9rnPFN9EVYbMbkLcLiIUT1deMOimJ+LcaO9nvl5QUGEiblkfWKF0UP2DpNXC/qyHjDG6PS+lvMe8KDNp9X4O6npkZ2/XBAscVMUH0FHSsy8dHUMCb7KABKnZp5J1ewsk1/VrVxbL0bqLvEasXNOZPswd/akzwlbyuh2jLmRDyKXmibZCYxG5FcyaCVWEzWYwebDomTAAAgAElEQVTZA6fkbyNEW86c8PE2co4oo2mlKaN39QUkZiMTSw6QpfBzKOSjdWYZUr0RmdbA+DUn8KpUsX1IOy5E+dM+taDBcxyZUUL71Hwuh9tnXFS5OZPr68Fju48hMplwVWsYe+AUF8L8yfXz4nhMGJM37kNqMBJRUMp9ians7ewYo16brFKkeiNyrYFJ6xLxrlLx26D2vPTRBMZ98xwTvnqGCV89Q5mnCx+9MpzVIxPsat9Vq6FXZiMX/MizJ0nIy+RQ6xjOBoTSL+MCwVUVYLHQMyuNsMoyLvk4pmw7Z2XjV1vTUNXiT+yKjyO6uJhhKSlIDQam7N7NxYAAMv3si6OrcnUm18eDiX8kIjKZcFNrePBQMhdC/XHRaFn26RKSIsP4ZNwwh74/gIe2jkG5p1AYdAjNZroXpTE49xQn/dogNRloXV0EFgt+6irePrGG1VF9qJM6Xb/hv8BVp+Ge3MbnMiLtJAmFmRwOjWFbVAL9ss/RqTAThUHH5OPb+b11PPVS++vDds7Mxr+mhm2dbJ/JhFdfYOg7bzBixlRGzJhKibsbM8c/yLK+99gtY33Hrkw6fghPdR1umnqeOHaAfZFt8a2t5qdl37Gqay9+6WJ/u3dx+8d2fUwP7h83g0cfmMajD0xjbWxPDoW0ZfKw59kbFo+bTsPI9BMIzWYGZp3Bt76GM36t7JLhoVUxKPd045wqvjKnfCO44BlCh7KsBs9xVFUBHcuzyFBeO1GrJbyevolQdRnvxE1CL2qaTD2kOJmDPu3QiB3blQEQGM2IdCYEJgtCk8V6bLRWbRDpTYh0Vi+lyGC97+q1VKw1EbOrmNQx106AFFrMSMxGhBbLVcdm0hUBxNXnNXiOIzTFxNXnkSVzICbZaEGgtYAZq/GotYDRgvyADulZA5gsCOrMeM6rw+wuxNDGapiqxilw2qlFes4ABgvuX6rQdpVgcGvecBUYLQh1ZgQmCwIT1mOjBUWxnoGPp3HpMV8yHrX9/jVRCjbu78D2TXFs3xTHsQ9aofWWUL3TB3NgMw4+owW01vYFJqwVLowWJAe0iK7qi9PcWixKIaYrfRFmGxFUmcFkQfKHFvnKejRTmg8lauwHcFU/ZMUGEh7LI2+SB/mPNd35rYmXE7C+FnGtCYHBQvDyarR+4mYNZKVOxcCC0yiM1pfVbqVpDCw4TbJ3G17v+TxP9H+Dp/tO5em+UymXu/Fp+wfZ0Mqx+R9rKMHbXM9Bqf1lZR3F39aT7KurZmT5SfQCEb+mftZw/cvQkfzh2Z7F57/GX2/dYv84YwUAk9q9RonMvq1+X30191UkoxeI+OXcgkY5wfex1zOe98MfYnL+DqbnbOSiUxAfh411qD9D95xj5PZUREYzKfFBTJv/MAapmDMdQlg6qSfz3t+MZ5WaancnVjzanRNdWtkt4+WpE5i1bCsv/HYQk0BIYrtwPpxkDVF5/dVHmP/9BpKe+4gKd2c+f3ggR+Ico+u9749Uxuw8g9hk4lS7EF7+4FEMEjE1fykpZxYKqXWRo7EzvlpsNjFl/3ZaV1q54LO8fHn1wafI9vIl29OHkOpyflr1DW5aDcWu7rw37GGyvBxLABqblMTO+HjUcltjrtLFhZefeJz31m9gwcpVnA4LZcok+2utArz46kTmrNrCi1v3YxIKORrbmvcnjGToyXN0zMonqqCEhw4lN9w/+OOpFHrd+O/YgoCxGUeZnrQOocVCsbMHX3QazcGgOFz0GuYmriJIVU69RM7W8K78EOeYQS42m5h8bDvhVdbnku3hy+sjniLHw7pYfND/IT7evQKltp7E4EjmDBx/nRabx0PHktjRoekz+WtCo1kopMZJQb3MfuPh275D8KhXs/Orj9GJJWxv14Hv+g7iuUN/EFpVweT9u5i8f1fD/Z1nzneoL/+LuN1jqxVLbeJ/NWIZepGYaoXVUJg65GnePryOt4+sJ1vpy7TBT9sdj2wBxl4+yvSTV82pjtY5BbC43RA+OrocD62KapkzP8Xey3F/+50OvtoqRhWdQC8Qs/ZI4zh8Hj2a3/06IjEZ6F96lvfiWijoe4Po9f1l+nyX0XAet6WQgy+14dDkSJ4feRBlobWywfgXrLtn3+7sR02Q9UU66o8SdC5icrpde8t8QukhJpYdbDgfWHOWFT59WOHXlxW+fZiVtx6lUU2NyIlffO4h2dX+UBvlQhXKzxur/7is11I91Rl9lASvOdWIisxY5KDrIKFkhQcWudV9rO0lo3q6K75PVCHQWtB1lVL2dcs6Nu7bQuK/btwZC99cQeorgVgE4JqnI+7rQuKu+nzN6QQsYgFan8aXHL3S6r22+Da/A674sg6nzxsrY8jWa6if6oIpWoLr7CqERSYscgHGDhJql3vBlb6IUw04v1eDoMaCqbUI1VdKTNESaCZVKvzrCiIWNlaZCNxYy+UpXiAAp1wDrReW03phY1WWvWetCeWXZvoSPbeEXgOzEOgtqKJknFkUCEuaH68x2Ud5I2U9QiwUKzz4qt39HPJv1+Q+s0BInUTh8AvfYH06h6Wt0AhufTx7SxBYHPS+3koMSXjvtn8JgfnOUO5pPr397IEF5Tcf83sjULo1X1bmVuKOMO5535lnb/a+uQzjG0HAHWLcq/e+/ZtMd4xxr+z2M+6lvTf19qdZ/40Q/d7nt11n/1cx7pXefjZOgEH/NYx7i2+7DPgvY9zT//cw7jkfvv2Mezsqfrghnf23Dre4i7u4i7u4i7u4i7u4i7v4v8DfItyivPPtz1K8E94CAKcP7Y/BtBfP3gFvAdwpj8E/b7uMO+EtgDvjMUjuc/u9BXBnPAYBP99+bwFAyE7HCU3uonn0HXnqtsvInOZYzoS9eOw/2267DIngzuya9JDn3HYZ+/Mci722B2/nNa3wcTtQ/o/Q2y5jWdXt35EFoKzytot47OCW2y4DYMXbI++InBvB38JIvh5CaspYvf4zfm/VnlkDHgNAqVHxj8SN9M67gAUBh0JimDXAsZjRdxNX0aU0A4VRT4XclRUx/fmttZV3fGDeGZ49uwsfTQ2lTu4sih/OgSD7sowlZiOvpW+mc9VlXI31FCi8WBI+mONe0QwsOc3UtE0N9wqwIDcbeDHhZS652pcpnbAqh/iN+fhcquP8iEC2fmhNfBIazIyefhr/c7UoCzWsXNKN3G6N5c7GvXiCkJON7Ecig5mKcGf2y5oayaMqTjC4KoVWujL2u7fjX8GNyqxPzXkmlR7A21BHmcSNpX79Oerm2ELnulSNy2oN0jQj6vvllH9uDTGRpBvxfr0aca510dHHS6ic64YhqvGnLE014PleLdKzRixOAqJfkJD2RNPEvqjlJYRvKEeZpiFnpCeJn1hj5LxOq2j/RQGe59RYhAJKu7uSNCsUra9tHJRQb2b4qHNI6k1sPNh8tq38RzWyNfWILhrQjVag/tyalSxKN+DyejXCHGvyqTFeQv08d0xR1nAKQY0Zp3drkO61liDUPu6E5o2WXyZDllURuLYGl3Q9xaNcOfepdSFzP6UhYkE5bme1WEQCqroruPiuH3pf63gJdGZi5pXis0uF0GihOkHBhQ9aju+enfwzCeUZyE16KmWurIrox5aw7jb3PJm2m2fSd/N6j+c46RPZQkvNY0PljzbnUkxskcXynXMvu9q5Hgasvsg9Wy4TlFHNiSGt+PG9xvZjjhcx4Z/H8SxWkxXnzY/v3kNlgDWmVVlaz2OfHCPydCl6uZitT8ez/8GmxDD/q7iV45pJ87pDYjbyWsZmOldfxtWooUDuxZJWgznuaX0OMpOeF7J20L/sLCKLiUxnf6Z2sL9Oa+yKIiLXl+KRXk/mSG8Ozrf+ln1O19H5y1y8z6kxC6G4mzuJs8LRXNEPcf8pIHJjKS4FOrQeEi5M8CftueYTi6OXFxOxoRxlWj3ZI7048ok1T8T7dB0dv8hv0EEl3d04MSusQUbM0iJilpUgqzJgdBaRM8KLk9NbNvjcl6pxW2PVp6r75ZQssOpTaboRv6nVSHKs+lQXL6Fsrhv6K/rUc0Ednl+rsUgbd6b9RbUUC5vXRf30mTymO4WvWU2lUMG/FH04dwtZ0YauPUffbemEXq7kyOAIvpvVv+GzuKQCnvrsMN4lKjLa+fLdO/0oD2h0KsSdKOCxb44RkFuD2k3G8le7s4WmYyYxG5ly+Tc611zG1aChUOHJ4rDBnPCIwk9bxcqTC9BcVeP5l+DerAyxv1LDqMokBlenWtdSt7b8K8hqGA6oOcuUwsYSoQIsyC1GXgl/kgyF/S8ofqY6JqsOEmsowYCIQ7LWLHK5B7Pg1gUStFtRQPSGErzS1WTc58ve+da563u6lm4Ls/E+p8IiFFDYzZ3D70RQ72uNSQ5MrCbh2xy8z6vQu4lZ+Uf3a4lhdtLPJJRloLiy/qyM7MeWVt3xV1eydvd86q8qz7sysj8/xQy66b79f2Ekv31kPee9bb2B/9qzlHM+Idw3fhZasZSIyiKH218Wey8fdR2HQSQmrLaUb/Z9R7oyiEq5K+8e+5npvZ4k0T+ae4ou8uHR5Yy9byZVdiSCiCxmSmXuTO34LKVyd7pXpDP7/C8822UKv/t15He/RgNraFEyE3P2csnFfvamOh8Zh19oQ+vDZYh1tp7z/M4enJjUigemnW7yf6sXdbU5n/DkMXK6e8L+pjIqxa787NubBFUmMnNjjUkvQy3T8zcxN/Rhklwi6KbKYGbuep6IfoUasf0MciY/ETVTXJDv1yG8itfe5Cek7Hslxiu89q4/1eMzuZrC3dbYZmGlGb9JVVS+64p6hByBwUJRVvM1get9JZx7KZCAQzWItI3jJa0xkvGID0V92mARQZd5ufSYkcW+xbaLduziYnReYiT1LXuJzH5C6qe4IN2vs2YvN1wXUfe9h7VIvBnkS9W4vFxFzR5rEpzT3BoEGgtVib4Iy824ja/AHCyGB5r3JOt8xWS+4oXXATUi3VWZ6TUm8h9VUtHHCYtYQMy7JbSbXsSppdb5FLq0CvdTWhK3tcLoJiR2RgnR75VCC3kVyyMHML/DwxhEYkLrSll4dBHp7kGkK62Z74HqCvoXpVIuc8zj/YDnUw3HMouBX6pWcFB66+sUV3s7sfXpeNolFiHVNv6OXaq1vDR9P8tm9eRMn2DGLDrNCzMP8vGPwwF4Zs4h8iM9WPRJPwIyq3nzpd0Uh7nB3UpxwK0d11Nh7TitbPrsG/Rp+2cplbnTvTKd2Rd/4dnOr1Ii92DapU2ILGaeSniNOomCCJVja0O9r5TTLwcTdLDaRp/KaoykjfPjjz5KzCIBPedl0WdGBrsWWwmCBBY48EkkldHOuOZqGfbMOXQBErJHejUrI/WKDhLb6CAT6Y/4UtTHHbNIQLd5OfSckckfi60sZvn3enB5rA8GNzHSaiP9plwiZlkxvNx8X4x+IiqnuOD0F31q9BNStKhRn7r/VI//K9Xk7mrMFakbJafky8Y8mOL45g3kToYCntae4GOnAaSJfPC03HoPaqW3Exue6ESH4/lIdY2/L9dqLdNm7Ob7GX1J7hXKuH+f5LU5fzD736MBCMqq4tV3/+C72f1J6RqEk1qPc50edjSVIbKYKZO5My3uGUpl7nSrusTsi7/yXKdXGu4Z3WMm5pssSVspduVn714kqG3X0r3ucex1b3TEDa5O4dGyw2TIHXvZmKw6SI1AwQSvSbhY9HxUvZVRmnNscmqeXtwR1PvKSH4plJBDVTa/Y1mtkfPjAsjr7YFFJKD3+xn0n5nOtv9YZRudhFx80B/xfWY6f597XTkrogYwv1Pj+vPVoUVcUgZRI7EmmQ6/b26TEoo3i799TPKQy6eokyo4HtjokeqRn4afupovuo1CJVVgFIpI8752eZprIcv9Kt5xrNUCgtUV+GhqqJPISQyIAYGAI4GxaMRSglTl127wL9CKpCwLH0iJwgOLQEiidwzFcg+iVE2354eUJLPLv6NDDHLpg/25NNAPjdLW42mWCDkxKZz8zp6Yr/P7cS+oJyS5krOjmvdiH3aP4ahbNHUiW3Y1b0MdaqGcJNc2IBBw3DUSrVBKoL6q2Xauh/rhcuqHyZvw2pvdhRiv4rVHCOLsRgXj9oMaTT8p6gcUIBNgcRFS+xfa0D+RP9ST/MEe6JS274pF/ZTkDffE6CLCpBCRPtEXn2SVzT3OeTpabarg3AvXfrPXj1BgGKZo0g+Lu9BaN/NKPywiAaLsRmNbuluH5iUXUFjv0413QvZry4tO6TBXyoa4YvCwfcAV/V0oHeGKyVWEWSEk73EPlCcbk0sVeQYq+jqh9xFjlgkpGemKy6WWWfKyXa+aKwIAAUH1jdnTU1M3sih2OAbhzb9/99FnUS1UcPYWeqL+xKl7QzndPxS1u+1c6fRHLoWtlZwcFIZRJmLz8+0JvlSFf3YNsnoDMSdL2Pp0PCaxkPwoT07eG0qvzRktSPnfw60c12ElJ5uVoRVJWRY2kBL5FX3qFUOxzIMoVSHB9WX0rLzIgsjR1EidMQuEdu/I/YmcIV7kDvJCp7RNls3v50H2cG8MLmJMChEXJvrjl9zIrpb6XBAV7VywiAXUtlaQM9ATn+S6ZmXkDfUkb7CntRLCVSjspyR3uFeDjLSJfvhe1YYqVN5YvsxisVZdyG05rEg9XI566A3oUxFIsh0j2JikO8UqeScuin2xCARUCJ2pENrvILkWTvQPJ6lfK+rcbN/iu+3LIj/cg2P3tsYgE7P2mc6EXaogMLsagLFLT/H7mFhO9wzBLBaicpdTEty8sa8VSVkWem/D7+uYZ/SV9bqw2fsdxWG3aI66RTVZS/+KQdWp/K6Mc5hV1t9UxwFZBAaBmCqhEyelwYSZHFuXW0LWEG+y/x975x0eVZ39/9edOz2ZZNIrIQkklNBCFaUXpYhi3VWKDQvFBq6Kveyquwp2XP3aARuICKKIoggiUhJ6SSG990kyfebe3x8DCSEJkEnCj93l/Tx5nsydO/fc8rnncz6nvM+EYGynjeP8UYFkTQrB6avEpRM5NCOS8FPelbJ+fmRcHUZtl3NLU832a26rRZkrz/yjduKC9iT7OGzMTdnIPVPuYXrarobtfctyyfUP4bnfPufSgmMUGoJ4ddg0UiO8ozQDeChlDVNz9qB1O0kzRvFHeE/soopcvzBGFB7mj4hejCg+glOhJNPYdi/vqQhw1BNtqSRH3zSsHWqrpm9NDi/38I5mriPQZ10h+QMDMUW3jUc3QxdBniaYS2rT2WXozrC6DJyCSJbWCy7Mc0BMUimC2cOXWbOo0auv2evE2VNJ+PRKVDlu7Mkq9E+EYon0nmM0dHcdptMM7cHP57J/YTRubfvWmQG9ixuuw/pQU++rcGpxvwxiWvvZMwJ2WahPaLwXRTca6fF8KZpSF04/BeHf1lIx2hfOoHcWHviGyfl70EpO0v0i+TPU490aU3QAp0Lkz7BecHBtu891gj2dzeqEdrUcbysis0wUJDYS9Tt0KsqjfInMqqE6xPNOCKcyAskQdbzmvJ3ffyq8ua+x5nPrOhrgqCfaWkmOPpRedQWUaozckvsLE8v2Uak28GnXcWwLbk5H1VEI211LdUIr+lKWCd9TR8ZfvWuqcxKhu2upOU0Hxa6vYNhT2ajNErYAJSmPxtCDtjlwTiK+TymKE3qoclHTKKnPz3bi+5biChUx3drydSpkiQR3BX9KXfiwbhUq2c0OVVfe1w7BIXS+mRGdXU1uQqOn3q5TURrlR3R2NUWxRrofLqM0yo9/zVyNwWTj0KAoPl44/JzulvGU8XUSn+1ZgoxAirEb78VeQa2qYxcDJxHqMNHHks/SyKleH2Otri+j7ZkcUEfgKzkY7MjnU58hZ/9hJyBij6n1d+UcsWj/N0zOO2Gr+UeyI6wn/nYPLeDqTS8iI7A7NIFlSVPPqfHJ2XBBG8lzUzaytscwSn0DmmwPM5sYXpjOsyNv5JnRf2Vc9gFe/elDrr5xcZv5ME/ilUHXsjR5On0qcxlYfhyHqERSKPih6yCe3fkZarcLl0Lk8eGzmnB0thWi5Gbxka/YFJ5Mvk9TxXl5yV4O+sdSouu4Fo5tRd91RWy/u+2LDUlQsNnYl0cK1qKWXDgFkRdirsWu6Bw+w7zDYQgWCd9VNlzRjYaqstiN5pCTkpWBOHsqCXihjssWZvHTF728kmM8ZqHP20VsXdYYyYjeVI3glim4PIDQnbVn+PXZUX0kAiwSmlVWT+rFCTjHaNC+XU/9a0YU5RKaLy0I1vZRYvketRH/ZiX73m30rJnjVNgiVIwafhxJhPoeGo49GwZPt36cpf2u4bW+V5NUlUtyZRYOhRKdy85dx35g0SVtz/1sCSHuevq6SnjVp3nr4c6E1uqkztjUq2H1VaM1u7D7qMjoH8KVHxxk1X2DiMyuYdCvec32v4jm8Oa+VklnL+gWJTeL075iU9gA8vUhjKw4TLyllG3Bvblx2MP0rs3nhcPLydWHkKfv+AV7wDEzycsK+HlZzxa/T34zH0GSOX6d90ay8ZiFfm8XsmVZ09z3nGnB5EwLxpBjI35tOdZg7+khsw559KnfahvOqEZ9Wn+lDtPNetwhCrR7nUTcXcMYx3G2qJvOEUbZhgqJEa4cHvKZigsFT1t+5ib7Pj7Rdn4uktbqpNbYdBFh8VWjs3gcC0FlZkZuzOCF1yZTFezDvL9v4balf/AMZ64nECU3j6WvYlOoZ3xp3Xbm9buHTN9w/JxW7staz2Ppq3k06ZZOua4JpoMc1nehVO097etBVQSTbUdZU/ERIjI/aRL5Qx3bcSd5jghMq2fQsjw2vt2+BeuS/tfwar+r6VOVS3KFZ/4xaXy4Y/S9ZPpH4uewsPDAWp5K+ZxFl85p93lfsOkWiZWFDCtMZ2Wf5pOkTami0DeQb3sMw6UQ2dQtmRIfI/1Lc9olU1IoOBASR6jFxLWZOxhSms78AxuYP+YeRl3/IvPGzmXxnlUNnZbaCkGWWHx0FS6FyBsJzat3J5buY1N4cruuoT2ITq3Cp8LOscvbHt5Ors/mjtJfeDhuJlcmLebhuFk8ULihoctSZ0DWK6ibpSP4AROKE33tZa2A+QotjgEqZK1AzYO+hKTWo6prewjRN9fGmDnppDweQ/kQj5dXtLhJfjmflCe7dtyF6BXYZ+nxvb8a4cR1mJ/zB61AwMgyDHdUYb9ahxThfa6VLsdB8u2FpD0VSs3QxpV8rydLUThkfk3tzi+HEii7wpeBtxWc9XiSoOBgUBwhthqm5+zg9rRNbIoeSLG+YxZ4ExzpHFaGUSp2PvPNqbDpVGjNTT32WrMTm4/Hn/D+8yMILqrnX1d+zYyXdrJzUhzVoe3zjPwvwJv7Wq4+87MXZInFaatxCUre6ObRp3ZRhVMQWREzBpdCyQFjHPuMcQyu7viUGEOulcvvPMqfj8VSOrj5ufZaUUz3teVseq8Xktq7qdaQa2P8nGPsfrwrZUNavh91sVpM3fUMeybHKxknIesVmGbqCH/QhHhCDzkSlbjDRRAFbIPV1NyuZ4SzuRzHifzcdereVCn01Cq0rNH0YYjz7LqkI2DTqdCZm3JR68wOrHrPwsGhEdkyNZHiGCN2vYq1swcwYEf+GY8pyBKPZqzGqRB5M95TVGcTNaQbopAEkRq1L2/GX8ngmkz0rs5h0BlvOsRPRu9zhwVZ5h+m79mujmN68B3cEHQLvrKdO8w7O/Aszw6/XCtT7zzE9se6UTK45RqhtkASFBwIiiPEWsM12TuwKjWkBXTBrRCp1hp4td90hpWlo3e2/7lcsJ7kwcXHiayv5vsv/g6A3ulpebjym1K+6n0Zo/IOd5psUZaIMleiklzsC4njWKCnyOloYBcOB8YwpDSDjIA25rnJMg+lfUOAs57FfW9pllyeZMolyF7L1pC2MWd0JPp+W0jahDCc+rYPi3hbKQf1XcjQeVJR0vWRHNNFkWzOIUvX8TmlDTjR115ZIuEIFnH08nQ5aoY2OmH1hXbG3ZrGofmR5ExvLGIx5NjxKXQw4eajACicMqo6N9dcuhfb+kBPnnE7rkNRIuEOFpEDFNS/1RhB0b1Ui2uAd155baGTQbPyyV4QRPE1TRWU4ZidzEXBuIye8Zh/SwDdX63EP8x8TqEqpSwRZalkQGUWIVYT03N2AGC0m3kuZQUru4/hs+5tr/web8/gK13LjCGdiaJ4fy7dkNXwWW11ElJQR1G8x5NTFeHLm6+Oa/h+zhPbyE4Kwrs4xf8OvLmvxwxnoOeSZR7KOKFPk2Y36NMsfSfqmlPgU2hj0m1H2DcvmuPTm3uoE1aX0u+9Qr5f2QdLuAYVbaeA8ym0M+HWoxyYH0X29DN7ogW3jG+eHXtrFbfnilP0qTu4hUW50LJ6rRc0lAs+bVWzHYaCuABG/dBIKamxOgkrrKUgzqND87oHIrclbUuWWZS5lgCHmcd6z2q1GEw+cTc6IyGst6WAIGc9vxu8p0I0yDZCpXrW6ZJwCiJOQWSTtge3mHfzAZd04Nm2Dt9CG9NuO0DKvBgyrvauM25rOGmrnY6T41DogBF5wXqS1/S8hKtuXMxN1yzkpmsWsrrXcH7v0pv5k+7i16598bNbuTJ9NwpJYnz2fkItJvaHxbZZToCtngl5+9A57SgkiWElaUzM20tKaDeOBnahf3l2g+c4sbqQARXZZBrbTsPyQPq3xJjLebzPLBxi87DY5SWpbAtJ8rpdI4DgkhDtbgS3jMIte/53eSpNRYcb0e5R1KLTsx+n5AAqbW56birh4PQzF0AqZAmV5EIhy6f8L5Gui6CPJb/Bc9zNWkIfSz7ZGi9DnC4ZwebJkUPC879LRrvVjvqUvvaBz9Uh+StwnuhrX3+jDv2PNtSHneCU8X+9nrJBvo1FLk3u18m+9jLCKX3tdSUOxs9OI2NGKJk3NT1/U6KOtb/154dv+/DDt33Y+fdYbMEqftMf6BAAACAASURBVPi2D1JkC4rUJYPNc3zBjYfhwiWj2mpDPOU69M/WIhsVuE9chyLHhVAtgVtG9YsN7UoL1vtaTyVqvBbglGvRlDgZNCOf/FkBFMxoHrIz9dUSsaYWZa0bwSkTvbwGW5iyRQPZaK9nfOE+dC7PgnVoWRrjC/eRGtydB4bfxS1jFnH7qAe5fdSDVGj9eLnfdXwTe2nrz7gV9HKWEixZ2KaOa/NvzxUKl4TyxLsiSDJKuxuFS2Lv2Bgij9cw8JdclHY3094/SGFCACWxnsVFeLYJjdmJ6HQz7Pssev9ZzE8zenfaef6noSPv6+qo1mn/HshcR4ylnMeTZjbRpwf8YynT+HNz/lYUspskUy79TdnsDmgbFSF43inRLiFInvdXPPFO6UvtTL7lsIfa7abmRnn8unIGvZrHxo96U3eWgqSmOkhuooMmzj5K2owwMm5qblh0/6oMbaXHM++faaHPu0WUDD+D5/2kPj2hH07qU/1WO5oTekhRJxFyQp86Tughn002FDUSyDKafQ6MH1nYoWp58bJJncDVjqP4S1Z8ZTvX2A+zS9WxHPUKl4TK7kIheeY4ld2FwiWxa3QsXbKqGPprNiq7i+s+TCWvexBFsR6dt2VqD8ZsSCO0sBa1zcVVK/az99LWF2H3H19PV0s5T/Se0WR89azLJ9pSjiBL+DktLMjawD6/OMzKtqdcNZlLaZxLT2JCzUF+9+uBVfTeJqhV6ChWGLjSdgSFLOEj2ZlgSydL2ZxppT1oeFfcIEhyw7viU2pn2q0HODQjkiN/baGW68S+CpfHFhHtEgpHyz0tjPZ6xhecMv+UpjGhYB8pId3pXZVHl7oyz3NxmHng4LekBsdjVp25KPKcru1CaEs98M6lZz2Ju1N+pEttRQNPcnJJFo9u/5qouipyjKEsueRq9oa3ThXVWjMRo62eF3Ysp3tNEQpZpsQngK+6j2BdNw9f3/UZ2/lLxjYCbPXUaHz4uvulfN5jdKtyWmo/Gmqr5vM/X8EhKHGfwk34ao+r2Rw2AJXbyeo/XuKZPjezN+Ds+cCttR4d8XYGI99pGlbcNrc7v89PYO7lWzAWNW2ZvezH0ZiiPKHi3t8XMebVNJZtGtNQKNVSM5GZpVuZWb6tybYVISNZETaKaZW7uaZyN0aXGZOoZ33QINYEn3m12lr7UePSOoyvmptsq3nQB0eiioBX6hCLJWQt2PurqF5swNmrUZEZPrXg/0Y9gk3GPkTNpid7YIlormj6vlFI37eaViwfXBCJLEC/N4tw6puuIVftG9TsGKE7a7n0oSzWbhvQYjMR3ZJa9K82ZcawPOiLu4cK/ct1KIrdyFoBV38VlsV+uHt7rkO93orPMyYEk4w7XsTymB/OMdpWW4/Gv1ZBtzearqiP3xcEAnR7vRKXvqmv49dDnlw8VbWbHs+WErTdguCQqU/UkP5ECA99uIDTYbTX8/ye5XSrLUaBTIkugK/jLmN91+bcll/9/CL/7H/9GXmSW2s9ep95GxrZxcu+bfdAt4SWmolMe28/V/3fgSbb1t3Zj/V39afXzmJuenkXQSVmspM8fL6VkZ4FyvjPjjL1o4OobS7yegTy5cIh5PYO4v8Gf/o/1Zb6zj2zW9TZHXlff32/5QVWqK2az3cvaa5PE65ic+gAuppLeShjLXHmEso0Rj6Incj24NYXMq01E0l+M4/kt5qmC+xdEI0sCAx8M7+Zfli+16PrbhiXgk+pA/cp3MLZVwWz87nmi75+bxTQ/62memP/gigQoP+bhc1kfLHPU3A1/NHjRP1Wg8oiYQtUkjspiH0PRDPUv+UUgsCldQS91lSfVj7g0adBS+pQFktIJ/RpxaMGHCf0afiCGvRb7QgOcEUoqJmlZ/arN7QoQ5Ql7rH9yVhHFg5BZJsqjve1g3F6Ubhn/KFlz+3176dw/YepTbatvn0gq+cMos/uQm5bsp2QkhM8yU+MpvwUnuTr30/h8jVHANg/LJqPH7yU3Oeb66dQWw2fpbQwvrpdhSwI3J77E0anGYuoIfVE4V61unXKS2UrzURmlm1jZkXTuXxF8AhWhI5EJbn4PP0N/h59Lft8Y1s9dhO00kwk3lXBPfV/EOeqRELBAVUkbxlGYFK03YCcvu1oi9sHv5nD4LebUrjtmR+DLAgMeSu32Tj+IHUEAJE7a7jqlqb6omiIPzdGPd5MhtFez/O7ltPddGL+0QewOv4y1scOY0LBXu46spEAez1mpZY9Jwr3qrStP5ffv/nbOens/xgjub04bx33WjCSOxqtGckdjfPTca9lI7kj8V/Vca8VI7mjcT467rVmJHc0zkfHvYtGcsfjYse9tuN8dNy7t++UTpfRmpHc0TgfHfdaM5I7HOeh415rRnJH43x03DtXI/mCTbe4iIu4iIu4iIu4iIu4iIv4/4WLRvJFXMRFXMRFXMRFXMRFXMRpuCDYLWrGW8++UzsRHtg+PttzxfG0zmmecSqsz4w7+04dgKprOz/kNf2Fv3W6jKBDnT++AGz/RWHbD99e2ukyzkfYFqDOeZHHuKORf3Pns0ioFC13qetoxKq8a8DRFqRaYztdBsD8Gfd0uozVR97vdBl/GfXXTpcBIJZ2frfMJYd/6nQZALP+sajTZXwz6PzMpY7VnZ86cq64IIzk1hBVXs3zH64nOSMPh1LJD8OSeH72FNyiSNZNT2DRqBooWL67tC+L77rGKzld8yp56K2f6JFRQo2/nrfuHMPWyxK5/JfDPPz6pob9FLKM1u7itrdmk5Zw7pPE4Ycea/JZ63SyfOSlPHP9NXQvLmHpii/oWuEpujrYJZpnrruazIi2T0JP7/qMQWWZ6FwOKrUGVvYYw/q4YVyel8rDKV83XgcyWreT28bfT1qAd+28pxzay/ytPxJhqqHC18Diq27iQHQMr6xZQZ+ifKJM1cyePY9dsd29Ov5JxNSUs+qrV/g5vh+PT5gBssyc1M1cd2QHBruV37v24vnRN2BWt90QUkku7s9cx8Ca4xhcVgq1QXwYO5FdgZ6iNo3bwd3ZGxlTfghRdpPlE86D/dvWLKPXimIS1pQRkG4h68pgtr3kKRQJ2VfHwNfzCD5sRlJAyVB//nwiDmuoh+atz/uFJKwtw7fQji1AxdGbwzk0p3XawR7LS+j2TQXGNAs5Vwbxxz89BaDB++oY8FoBgYfNyAqB0mF+7H6ia4Ocnh8X0/PTUjTVTlw+IrlTgkh5uOU8Pf+PzfitsqJOc1F/lZbSpZ7KcXW6i7AHa1Dlegx4e18V5c/64Uj0qJfApXUEvmVGPqWQKffHM1dXj3ZkMcO+l1DJTJVCxxLdSA53YHvqK1YfZtT36cQcr+KPid1454kxDd/12VPIba9sJ7j0RAHQ46OpOKUAqM/uQma8vZOIPBNmPw3L7x0Gwzvs1P6jMa0mlYm1h4h1VPCbb0+WhHsWQmFOE5/kvIdVaCywXRUwlM+C2s5+Mq06hYmmQ8Q6yvnN0IslEY3dyDSSkznlvzKq7hhK2U2WJpS/xczw6lqiPq0mYnUtvukOSqcZOPqyZ/z57bUSv7QSwyEbsihQM0xH+tOhOEI9411Z6ybhuXKCfvMUyhXO8Cf17tgWZSSvzCPp2yKC0+s4NiWCjS94KEAVDokrHz5A2OFa/ItsfPnRYPKHNnKQiw6JsS8eI2FzGQqnRFGykZ+ebrk4USW5uDd3A8m1WRhcVoq0gXwUNZ7dxgR61udza+GvdDcXebhnDbEsi5lM1RkK0VqD6qN61F+ZURxz4rxaj+215pzp6qW1aJfUYv48GPeoEzrbLqNdXI1qgxVZJ+CY27rsaaZUJtQdJs5ewRZDT5aGTm62z81VfzCr+g8WR9zAPr13fPb/smykl1SO+0SwvULQM8fHO/uiNQR+bMa42oImzYnpKh1FSzx0dZp0J1ELa1Dnerj9rX1VlDzjjz2xKSuW4JDpNqkchVkifefZdWMXUzlfrX6FzXH9eGLcDG7f+zO3793c8L1CllC73UyY/YzXTdkipVreta5jm9iVf2lHenWM1hCbV8HDyzbRM6OUan8db94xli2X9SCitIZvb/03Fm3j/fn0hkv48ObW2XHaggvaSH7+w/VU+PkwbNkj+FlsLH/hY2b+tItPJnlmpKkvLSA3vH1UJqJb4p/PrGHt1AHc/+KNJB/M519PreHWZcFsGpfEpnGN3WGmbDrIbZ/tIK1727j+kl55oeF/nd3Onsef5fsB/QAo8/dn3u2zKQgMQCHLzN62nTc/WcnkR9u+Kvy0xzheGHQjTlFJ19oy3vrtHdKNUWyKGcimmMYivCk5u7nt6M+kGdvI9XwClx5PY9Hm71h43SwORMUQUtfopU/pEscnw0bx2upPvDr26Vi8bQ2HQxoL76al7WFq+h5uvWYBtRo9L/y8kke3fcOT429q87FFWaJM48+D/eZQpvFnWFU6Tx77gjkD76VUG8DCjG8RZYnbBt1PnUpHt/riNsuwhKrZNy+aqG01KO2NxaMak4u0G8P4ZaQRSRQY/lw2IxdnsukDz0QnyLD1nwlU9fDBkGdj0h2HMUdoKLgyoFU5B+dGEvG7CaWtUY7a5Cb9L6EUj/RHEgWGPpfL8MVZ/PKBp0NYwbgAjl8bgtNPibrGxej7Muj5aQnMay7DFSZSdZ8v+t/sKGzyKdsVFP/biCtaBAn8P7EQvqCGvE2N/NJ107SUvn5uXaOSnYXcbtvNi/qxpIkhBModX/hSFaznm1uS6b+rALW9sdGMocbGwsU/8e7iUaReFsON/5fC/U/9wpP/dzUAUdnV3Pv0L7zz5BgODIlCb3bgU9f5xbr/KahS+vJ54HAGWbLRSM0b+FzX7T4koX1ZflVKXz4PGs4gczYauamM+0s2okDirtg51Ila4u3n1tq6JThCleQsCCJwqxnRfgpdpkmi8CZ/qkZGICsFEp8uo9fDJez/2ONwSHi+HNEq8cfWONSVbpJnFtAntJBD1zTXt/WhGv68O57Y7RVN3luAgoEBpMzqyrSF+5v9buDyXCL31fDJmuHYDUouf/oI4144xhqaRxlFWaJc7cdDPW+lTO3PUFMGjx9fxd195mJw2dgQMoiU7jfiRsH8vO9ZlL2Wx3vMavP9ksNE7Pf7odxi81BdngYhx4VqgwUprOnz1yytRZHtom5nBIpyN/obyhmkzCZF35wNpFL05YuASxhkyUEtNx9fEc4aRpjTqRTb3474bc0wNqrO3JGvPXCGKSi/1xffrXYPJV/DdpH8dwJwntCngZ+aib63muM/No1SB71bjytIgdp8bqQEj/6+hiOnzKUfJk/gw+QJDZ/v3vMjA0uyvDaQARbYd5KuCD77jm2E6JZ45bmvWTMlmQX/+CsDD+ax5JmvmdU1BKfKM57Gr34Qt9jxGcQXdE5ydFk131/SB4daRYXRwG/9E0goKO1QGV3zKwmurOeLawcjiQpSBnTlYFIUkzY3b1Yy+adD/DAhqYEizRtM2XeASoMvu7p56Opq9ToKggJBEBBkGbegILbcu/Bftn84TtGz7pEFkAWBqPrmRNuTc1P4oesgr6/j3t9+ZNmoieyPjkUWFJT5GSnzM+IUlXx6yWhSY+LbPRECXJGxlzqNjl3RjTQ9o3KPsLanp1W5VaXh4+SxXH58H1pn2w0Vm6jm067jKdUGIAsK/gzqSYkmgMT6IqIt5QyvOsbShKsxqX2QBAUZhrYvKnIvDyJvQhB2Y1MvQMHoAHImB+P0VeLWiRydGU5YauNi4+CdUVQm+SIrBWrjdeSOD2zy/enIvyKQ/ImBOIxN171Fo43kTQ5qkJM2M4zQ1MYwdn2MtpFDWpaRBTDktcwGYZ6sxXyFFimg6bOV/BW4uig940kGRFDltL3D4UnMsu/lM20yx5ShyIJApcKHSkX7J71TsXtMHHtGx1Ln15QacOiWbAriAtg5Lh6nRsnqOwbSNaOSyJwaAK79eC+bp/di3/AuSEoF9f5aSqPPb1fACxnbfRPZ4ZtAnRf0Uucsw9CDHYZE6sSmMqIdlQwzZ/JG2CRMSj2SoCBT6330oXySgYrLfXEFNE07qxrjQ/kUA26DiKRTUDDbiH9KYxg66Jd6cu8KRNIpsEWrKLrBjz5rWma+yZgYRub4UKz+TfWDpFaQOrsrhYMCkMXmetq/0ErOZcFYgjW4NSJpk8MJzqxvth949NzyqLGUajx6bqexByUaIwnmYnYbE9gWmIRF1GIX1awLHUpS/Zk70bUG1xQdrkk65ICWdb/uiWrsj/mDqun1qFabsT/gB0YFUoIK580+TKw71OIx/vBNZIdPArWtjK+55T/zUeAoXML5YcdoD+om66i7Qofb2FyfOk/VpwoBdU7TNDtVngvjN1Yq5p2bQXt55om5NLIVSk5ZZkpGCusTvW8hPtqVjVlQs1fs+FSsk3baZ9cMQRIV7BkQy/7eUUz+peVx0pG4oD3JH08azpU7DvJn7zj8zTZG70vn1RsbVz5fPPs+ClkmNTGGv8+aTGFIy162M6IlIiNZJj6nqaEaXmpiwKECXljUPLzTFly3aw9rhjQ3UA888gR6uwOFLLN0yhVeH/+h1DVMyd2D1u0kzRjFjoieTb4PN1czoDyLFwbf6NXxFZJEUlE+vyQm8eOb/0DjcrG5Zx/+NWEadpV3HeFago/DxrzdG7nrqnu45uiuhu2CLDfpoiPIoHG7iDFVkB7cAll5GxDgqCfaWkmOPpRedQWUaozckvsLE8v2Uak28GnXcWwLbl/f+dYQtruW6oRW2hvLMuF76jj2l/Z3KwrdXUtN96YTTOz6CoY9lY3aLGELUJLyaAw9aPtCLb5PKQqzpwFM5aKmytvnZzvxfUtxhYqYbtVjmtXytSpkiQR3BX9KXfiwbhUq2c0OVVfe1w7B4QXfalsRnV1NbkJjdMquU1Ea5Ud0djVFsUa6Hy6jNMqPf81cjcFk49CgKD5eeDHX4lzxafa7yALs1cXyfshoasWOa+ndw1pMmdKPmZW/M772MFWiDyuCR7C9HR3LzgXGXVbMCafzsDedWFozYL3FwWujGPdiGj5lNuwGFb2+KyZ7RDCknf23Rmc90bZKcnXNu/j1rcttcXt7oVxvQVYJuMbrgJrGL2okFCUSUu/GRYK7t4oYR3Pnztkwoj4NlyCy2yceL9RXM9xmT+V2eyoFCj8+Vg/kQAeme50LevYtbtCnZQubpqBEPG2i9GEDkvbsji4fh425KRu5Z+o9TD+2q8V9BpZkEWStY3NcP6/OVS87mO3Yx6Pay7nC1fHUnkILVMUC0C2nvOHzt7csQ0Zg18BY3rhjLCb/jtEtF7QneWfvWBIKyjhw+9/ZMf9fHIyPYtNgTwPYvzx1B6PeXMSEJfdTGmDg/X8tR3S3vagpt0sg1UY9M1btQnS5GZqSTfLBfLR2Z5P9Jv18mP19oikOP7eQcUuIrKpmWGYWq4c1X631++ff6fvP53nq+ukcjvbe2Htl4LVMmP537hkzj9+i+uBQNDUsJuXuYX9wHMU+zfPFzgXB5jrUkpsrju5n5q33Mv3uRfQqLmTutp+9PueWMH/XRr7p5fEYn4rtMT255uhOImur8LVbuXXvLwBoXe0LeYuSm8VpX7EpbAD5+hBC7CbiLaWYlRpuHPYwb3a7kkfSvibG4n34tjUEHDOTvKyA3Q/Htvh98pv5CJJMxnXtKwo1HrPQ7+1CUk/LOc6ZFsyXe4ewdlN/0m8KxRrcvCPkuSDrUBjHD4dS/rwf9qTGcVd/pY7czcFk7Qul7J9+BL5Wj++3LReAGGUbKiRGuHJ4yGcq832n081dyU32fV6dU1uhtTqx+DRd7Fl81egsHn0QVGZm5MYMXn1hAg98+RfUDhe3Lf3jvJzbfzJMoo57u8xidtzd3NtlNjrZwSMlGzpURrCrjjhHBRaFhhnd5rMsbCIPFW+gi73zCvN8jtqJe7OSzEcbQ8xVo3zo+k41Yr2ELsdB5KpalNaOLbitjvWhNkLL3LFbuW/YLwRmmdkx9+yNqETJzaNZX/NT8ADyTzOG4ywlzCj6jf/rcnmHnitmCc1LtdiebT53CidSBWRDoyki+ynQS23T51rJwa1V23g3uGMaEH2gGcStPtcxw+cGvlcl8qxtMxHS+Sn+P4ljByM4eiic4uf8sSWd0ixroxXcUDfp3KI1c/dsZG2P5nPpqbgyfQ8/x/fDqvKuu99sxz5+VCZQ3sERv5PI6RJEtVHPrNU7EV1uhqVkM/BgHlq7ixo/Pbe8fgtXfzKPW968Fb3FwfP/Wt9hsi9YI1mQJD558RN+HNKbPh8/xcD3HsPfbOWRz34EYHevOJxKJXU+Op67ZSpdyqvpXlh+lqM2h1sp8ujT13DpruN899e3uenr3fwyqidlwU1XbpN/PsQPE/q065qu3Z3Cnvg4CoJazqO2ajSsvGw4S5d/QVCd95XdkqDgQHAcIVYT1x7f0eS7yXmp/BDrfUjFpvS8rCuGjqTc4EeN3pePh49mVGbHkYz3qChkWEE6K/qNavbd2l5D2dg9mffXLePrL19mT5SnMLDU199reYIssThtNS5ByRvdpgFgF1U4BZEVMWNwKZQcMMaxzxjH4OqOrYY25Fq5/M6j/PlYLKWDm4fte60opvvacja91wtJ7f3rasi1MX7OMXY/3pWyIS2nB9TFajF11zPsmRyv5ch6BaaZOsIfNCFWeAwDR6ISd7gIooBtsJqa2/UYvm85pcNxIky6Tt2bKoWeWoWWNZo+DHEWtLh/R8OmU6EzN52gdWYHVr1n3Ds0IlumJlIcY8SuV7F29gAG7PAuPP2/BJtCTYY2HElQUKP0YVnIeAZZctC77R0mwyEocaLgs6BLcQkiB/Ux7NfHMNCS02EyToUux8GA2wvIeCoU09BGr1X606FIWoFLxmXT9+4iSqcZqA/vWIaVCc8dQemQeGv7WF7fM56MCaFcd0/KGX8jyBKPZK/BJYi8FdOUWSbSVsk/0lfyTsxkDhm8K3ZrDZpXanFer0eOaR4Jkn08Ok2ob8yrFeokLIq2RSVnVm3nF9/elKq8d2KdijQxBKvgmQN+VnXniBjKEFfnN4s6HbJeQfVMPVELqxEr3AgWibAXayl59tzmu8SKQoYVprOyb/O59CQ0LicTsvbzXeIQr84x3l3FQHcxa1S9vPr9ucCtFPnbU9dx2a7jbLz5TWas2cXPI3tRFmzAqlNzNDECt6igKsCHV+ZN5JLUbHzMHaNbLth0C2O9lchKE8uvuASHSolDpWT16IEs/Opn/jljUrP9ZQQEL3tAHY8PZf4rNzd8fveBFXw/sdEg7nu4gOBKM7+ObF8S/7W79vDOhDPTtylkGZ3TQXhNLZWG9nVXEyWJKHNj2KpvRTbBVhO/RvX1+pi1Oj3FfsYWs1Q6CoMLjxNZV83G5X8HQO/09GqPX1XKTTcs5J2hk3hnqGcMDM9Po9THnzIfL41kWeahjG8IcNazOGk2boXHSMvSd35ozafQxqTbjrBvXjTHpzf3EiesLqXfe4V8v7IPlnDvVvgeOXYm3HqUA/OjyJ5+5lCq4JbxzbNjx3t5SCBYZZQlEu7gFnIDBVpOcwLqBQ3lgk+njq8zoSAugFE/NIYLNVYnYYW1FMR5vDB53QOR21GTcBEenGQl6khkazo+TaA1aAudDJhVQPaCIEquabrodBlFjrwW0fA5/uUKivt4v4hvCaFpdWy7PwHbiVqHvTNiGPHWcfwGmKlVteDNk2UW5qzD6DTzROKMBj0HEGqv4aW0T1kZOYrNwf079DwBlL/bEYrdqD/xpJwIlRL6uZXY5xlwzPdDClOgOOLEPcpzTuIRJ3nqtkVTB1jzCHbVM7XWE3Hyd1t5rHQ9q4xDWBUwrN3XICN0wog9R0igsMqoSiQQQF3gJvYGT3REcMiIdTKJg0uImFBFsaFphHhwsWcu/f6zpnPpyq9LmXHdQgDGZR+gVqNnT8TZIxEtob9UQphsZrnVw6Clk10okImxfscCXcd1zsuMC+WelxuZat5fuJwNLTguG/Vzx8wiF6yRXO3nQ15oADN+2sn/XTkCvc3BtVv3cqxrOAn5pSjdEmkxYWgdThZ9+TOlgX5kRnmnJLtllZEfHYggyVy7fi9BVeYmRvKUnw6xZUQiFr33hsPArBzCTSa+T26a8zPiWDrVPj4cjYpAb3ewaMNGTDo9meFtC60H2OoZVJ7J9ohe2EUVQ0ozmJi/l2eGNRr/U3JT2BLVF4uqfV6NNf2HMHP372zr3hOXQmT2n1vZkuBhZVC5XA05wyq3G7XLiUNUtqlI8Ovel7AxYUDD59n7thBZV80Lo67Dz2bBz26hwC+I+OpSFm1fx3uDJyJ7WSj4QOY6Yizl/K3vbTjExpDWAf9YyjT+3Jy/lc+6jKJXbQH9Tdm8G9d8gXYmCC4ZhVtGkGQEN4h2CUkU0FU6mHzLYY7eHE7aTc0N8vh15Qx6NY8fPk2irsvZn5fgkhHcjX8Ku4QsCmgrnEycfZS0GWFk3NQ8p7n7V2UUjA/AFqTCP9NCn3eLKBrhT4sJFy4ZwQW4PX+CTUZWgv4PB+5ABfZeShQWmaCX65H8FTi6e9SLzyYb1qFqJH8BzX4nxo8sVDxsgB0tCYFN6gSudhxljzIat6DgGvthdqk6trW4wiUhuiUUkuf5qOwu3KKCXaNjmfH2Tob+ms3eS7tw3Yep5HUPoijW46HaMrUH136Uyu9XdKcmSM9VK/az99IYOpbs6D8XCllClCUUyCiQUUku3IKCBHsJZoWWQlUAvpKNueWb2a/rgkVsu05tTcZBfRfKVX78tXIHXwQNp6e1iH6WfN4P8S4Ef/Kd4rR3SlXhInlGAYWzjBTNaO651OU6cPqJuPwUBG6zEPlFDSs/vqQVGRIKt4xCAkGSEe1uJFFAVioQHRKcyMVUOCVEuxu3WgGCQEkff5K+LSJ/SAAurciAL/KpC9W0bCAD9+V+6Tci4wAAIABJREFUR4y1nEd6zMahaHy7gxy1/CvtE9aHDmVDqHeexAa4ZHABEh4dYZNBCZYvgz3bT8BnShm2p/1xjfPoNef1Pmher8XST42iwo3qMzM/GVqO2jY+ewmF3PjsF0feiFJu9Ea/XrCC94LHsKcFhoyzwUd20NNdzgExHDcCo1059HWX8m9NO+/P6TipTyUQTtGnPjvsuANEbCf0aegrdbj9Fdi7K5GVkL6jUY/rUhxEPGUia0MIpe82H4trel3Cj90a59JZB07MpSOua9h2Zfoevksc7HUh//fKRLaIjff5eudhwuR63tS0POa9RffsMvKiPHba9d+lElxVz3cT+pJ0rIg6Xw35kYH41dtY9O+f2NMvBrNPx0RvLlgjGWDugzfz5KcbuHv9NtyCgj+T4vj7rCkk5pfy/IfrCa8yYdGoSU2MYc7fZuJSelfROmnzYaZtPIDSJbG/TzT3v3gjTrXn1qgdLsZtTeOxJ6e361qu37WHjf36YtY2fXB+VivPrv6G8BoTNpWKA127cMvcOdhVbcsLlQW45vgO/pb6NQpZpkQfwOv9r2ZbpEfZqN1OxhXs57FLZrfrOgDeGXU5AVYzG996EbtSxcak/vx7pKegcuPbLxJlqgbgg5XvAjD+vicoNJ57DrRNpcZ2ShGgVaXBISqp1vkSU1POG99/QJi5hmqtL5/1G8nXvb0rnAq1VTOtZDcOQcnqP//ZsP3VhKvYHDqAJ3vP4KGMtfw1fytlGiMvJV5Pvr5tC7EB7+ST/FZjqkD3deXsXRCNLAj45dtJfjuf5Lcbw/XL93oUy6DX8tDWuLjq+gMN3x2fFsLu52NblNN3WSH932oMB8avq2T/gigQwJBvp99bhfQ75fsv9nkUfkhqHQNezUdlkbAFKsmdFMS+B6IZSvMUgsA36gl6zdzw2e8bG5UP+OBIVBHydA3KYglJC/b+KgqXByCfKCoxrLMR9pAJwQGuCAVVc32ou0EHz7V8zz7TDMBPtvFB3dc4BJFtqjg+13Ssh+vaj/dy/YepDZ9H/pjJ6tsHsnrOIJa+MJHblmxnwbO/kpkUyhvPNUZ/tlzZg+CSev5+57cA7B8WzccPXnrRSD6Bm6t2MLOqMUd7fN0RVgReSoE6kFsrvsPotmBRqEnVd+WlcO+8TDdX/sHMyu2NMmoPsyLoMlYEj+DZqGt5oGQjN1btpFTlxysRUynQeEcTGvtWJXFvNDY1CF9bR/Z9nkiCLs9J7BuVxL7RGKnbesjDHGA4ZCfh+TKUtRKWODVHXo2gsnvLLATD383i0mVZDZ+T1hfzx7x4/pjfndun/o5/kSct6Ya7PGP1vU0jqY3SseVviYx74RhzpvyOwilT0d2Xb18fAC30AAq113BleQoOQeTLfa80bH89dhqRtioi7dXMLNrCzKItDd9dPejxtt4uNK/XolnamCaoXmPBvtCAfdFpXnQRZH8FnEi1sC/yQ7u4GsOwYmStgGOegZSVLRu3N1XvYGZ14+p6fP0RVgQMZ2VgU05cSRCoV2ixtTFtA0CJxC2OvXSRTEgI5Cv8eVY7lgJFx0YDQt6sI/S1xoJO4zdWyh7wxZ6oIuLpapTFbmStgLWfitxPgxr0qSu00c5xGxWg8GyTFM0dRTalGpvylLlU6ZlLa3Se8RhiNjGkKJOXTjGa2wq7oMR+SlG1VVDikEVMQsemGE3efIirf9yP0iWxr08XFrzwV5xqJVElNcz7+DcCaiyY9Wp2DYzlyUeu6jC5gtxC1eD5RvwX/+j0kzhfHfeKzkPHvcit5+eZVfXufBodbXnnX8v56rg347+o494l2txOl3G+Ou4Zf+j8cfzF8Pf+p3IwJiU+3PkvbguTfmfg4R++6XQZ56vj3qZb296cpa1Yvfa/p+OeVNr2Oqa2Yul/Uce9kJXNObs7A9Wr28dUdS7YNenFc9LZF2zh3kVcxEVcxEVcxEVcxEVcxP8vXBDpFvFvdb5TQll9fsjF/co7niPwdEzf1nFMEmfCikc7Lum+Nfge7vyV/PnySMWqOo9q6iTOl0dq/ox7Ol3G6iOd75GC8+SV6ljSkwsegqvzIxpV75yf93Z5eed7X7dkttLEoYNx5Nv3Ol3GNQM7LpTdGuoubT8n/LngpSVrOl3GzBc638MLkHR78wZoHY2yT89PJNP/mc5rRtSAcywvuiCM5Jagklzcd3w9A03HMTitFOkC+aDrRHYHJBJmq2ZlylKsp+QbfRE9gpVd2l6gMa1qDxNrDhJrL+c3v94sifIYhmNNh7ivaGPDfgIyWtnFgrhbydRFtHa4VhHmrmN+/TZ6OUtxIvK7Jp5/+17aIZ3pTiJpRSE9viklKN1M5tRQfn3JQ6Ifuq+WoW/kEHy4HlkhUDTUn+2Pd8MS6imaifyzhkHLcgk+Uo/DT8nKX85cDfzkns8ZVJ6Jzu2gSmNgZcJovosdRri5itU/vYRFbHwuKxPG8EnPCWc4WsuYVpPKxNpDxDoq+M23J0vCPaH5MKeJT3Lewyo05myvChjKZ0Ftn+imVacw0XSIWEc5vxl6sSRiasN3GsnJnPJfGVV3DKXsJksTyt9iZpzhaC0j6tNqIlbX4pvuoHSagaMve4r0/PZaiV9aieGQDVkUqBmmI/3pUByhnldSWesm4blygn7z5AAXzvAn+4HW230mr8wj6dsigtPrODYlgo0veHLRFQ6JKx8+QNjhWvyLbHz50WDyhzbmh4sOibEvHiNhcxkKp0RRspGfnu7dogyV5OLe3A0k12ZhcFkp0gbyUdR4dhsT6Fmfz62Fv9LdXOShIDTEsixmMlXqtjG0qD6qR/2VGcUxJ86r9dhea57Lrl5ai3ZJLebPg3GPOpH3ZpfRLq5GtcGKrBNwzDXguLt12dNMqUyoO0ycvYIthp4sDW3eJOjmqj+YVf0HiyNuYJ++Y2mx/lsxrXYvE+qOEOeoYItvD5aGeGaiGEcli8o3EuHyNJLIVIfx76Cx5Km9zBfOq+Bvb/9Ez4wSqv31vDlnLL9d5mEf0tic3Pf+r0zYegyly01GfCj3vNL2d3f8qqNc9l0m0cer2Xl5HB881Zh53mt3EbNe/pPAEjNZSSF88NQIKiM8eZ4+Jjuz/7WDXrs9bewPXRLFnuu7UK9vOUczqrya5z9ax8CMPBwqJT8MTeK5WVNxi42OnWu3prLk3a95dM50vhzb9gIy8cNalF+ZEY45cE/3wflac12iXFKDaokJ+xehSKM8Roq4zoz4f3UoDjuQktU4vm6d9aeLq4r5tdtIcJZjUmh533Apf2jj23yuZ8NTuz9jUJln/qnUGvgsYQzr4zxzlsblYMHB7xhXuB+lJJHpH8H80fPaLCPiExNhX9fhk+agfJov6a940ij1GQ4SF5WhzfVUItb31ZD1dBCWhBNzniwT+88qwr/05GaX3GgA5DMWxcWYyvlq1Sv8HNePJ8Z7xulfD21j5oGt+NvM5PmH8PKlV7Mvou33cuKqI4zckEGX49XsmBjPe081UsEl7S7illd2EFRSz/GkEN59clTDGH7ppjUElzTmS6scbvZfEs2jtEwl94hjOwOkErS4qBZ0fCX2ZqOye5vP90xQSS7uzfmOgabG+efDLhPYbUwgxlLGI1nfEGHz1BBk+ETydtfJ5Onbn/56wRrJoixRrvFnYZ87KNP4M7Q6gyePfcmdyQsa9rn6kseQ2tl+skpp4PPgyxhkzkIjNZbg/urfh1/9GytsJ9Yc4Kby7V63OZ1fvw2ToOPmoFn4yg5eqNnANOthvtV7T8d2OiyhGlLnxtDl92qUtsZKX02tiyM3RpA/wtPidMTzmYx5LJ3v3/fIdukVHLsuHOVUiYHv5p1VzorEsbyUfANOUUlMXRlv/v5vMoxRmFQertDJU59tQjHkDaqUvnweOJxBluwmz+Ukrut2X7sXGFVKXz4PGs4gczYauamM+0s2okDirtg51Ila4u3eNRFxhCrJWRBE4FYzor0xYqI0SRTe5E/VyAhkpUDi02X0eriE/R9HA5DwfDmiVeKPrXGoK90kzyzAFqWCVpz79aEa/rw7ntjtFU2ePUDBwABSZnVl2sLm+WQDl+cSua+GT9YMx25QcvnTRxj3wjHW0JyqUJQlytV+PNTzVsrU/gw1ZfD48VXc3WcuBpeNDSGDSOl+I24UzM/7nkXZa3m8x6w23S85TMR+vx/KLTZPdfxpEHJcqDZYkMKaPnvN0loU2S7qdkagKHejv6Ecd6IK99iWDZNK0ZcvAi5hkCUHtdx8fEU4axhhTqdS7Bxy/P9WVIq+fGEcxiBr0/taKfrwj9ArKVP6oUDmytp9PFq2gXnRbS8kFt0SLz+7hjVTBnDvC38h+WA+S57+mllv30p+dCCLX9+IUpL4y3tzqDVoSczy7t2tCdaz/vZ+9PmzCLW98Vp8a2wseORXPnr8MvaNiObad/cy9/Et/P1Dz8t57bup6GsdPLzmOgRg/qO/cv+aX/jHzJZz8J//aB2Vfj4MfftR/Cw2lr/4EbN+2snHkzwLfz+zlXnrfiMt2vsJXw5X4rzfH/E3ayvvlRNxgwU5rKnelo0K3HcakDKdKLa3zG0OHtaJp6t/4Ht9Eo8FTKOvo4hna75nvvJGCpUdw118Est7jOPFgTc2zD9vbX2HdGMUaQHRPLJ3NaIsMWPi36hV60moKfJKhiNMSf6CAAK2WlCccr/sYSJHl4Vhj1KCBJGf1tLz3jJSN3r0dvjndQRtspD6fTQI0HdWMddH7GB179adOI/+vobDIY3sPX1Kc7lv5/fccdU8jgZHc8ORHSzd9DETZj3TYnHemVAdrOfb2wbQ98/CZmP4/kc38/5jI9g7ogvXv5fKvU/8yjMfePoEPPr5tY0HkWWWXreKXeNjoRUq7i+USSwVLsEpiHSRTLzs+JnjigAyFN4tgluCZ/7xZ1Hv2zzzT00GT2R8xV395lGpNvBcwo2Uqo0okLmqdBePZ67m7n5tXyCdjgs2J9kmqvk0Zhyl2hP95gN7UKINILHeu0HfGrb79WCHXyJ14pnd+xNqDrLZ2MdrmpRwdx1bNd1wCkqqFXpS1NF0dVd7dazWkH15MDkTgrEZm6598kcFkjUpBKevEpdO5NCMSMJTGwsZy/r5kXF1GLXnQDUGkO0XjlP0yJDxcEieysfcEdjum8gO3wTqFJ0Xdtlu6MEOQ/NnH+2oZJg5kzfCJmFS6pEEhdeLo/JJBiou98UV0HTyqRrjQ/kUA26DiKRTUDDbiH9KY4Fh0C/15N4ViKRTYItWUXSDHxGrWi8+zZgYRub4UKz+TVlRJLWC1NldKRzkWSCdDv9CKzmXBWMJ1uDWiKRNDm+1ha5NVLM8aiylmhPvpLEHJRojCeZidhsT2BaYhEXUYhfVrAsdSlJ925tsuKbocE3SIQe0rJp0T1Rjf8wfVE2vRbXajP0BPzAqkBJUOG/2Qf2VucVjAPzhm8gOnwRqWxlfc8t/5qPAUbjauQj/X8MfPgns8One7L6aRS1lKv8G/SkJigavclvRNb+S4Mp6Pr92CJKoIGVAVw4kRTFl8yFi8isZtTOTF++bRI1RjyQqOJbg3bubMrYre0d3xezflKZu0K+5FMUb2TM+FpdGydo7B9Als5rwHM/1BBfVkzo6BpuvGquvmtTRMSQWlLYqp0t5NRsu6YtDraLCaGBr/wQSChsN+4e/+JGPrxhOtcH7BZs0RY80Wd/qe6V6vArn4wHIp5EqSaN0uK/yaWY8N7sGVzVBkpk1+v5IgoL9mmgOq8IZbz2HPtltxKnzDzTOPzF1ZYwoPsI/k6+nRuOLJChIC4j2SkblJB8qL/fBaWx63W4/EXu0yjOOZZBF0OY2ducN+7qOwjn+OCKUOMKVFMzxZ1ra7lblXJG5lzq1jl1Rjek4kXVVHA8I42hIFxAE1icOIsBmJtDa9tbme8bGkjK6K/WnjeEhW3IoiA9g1/g4nBola+YkE5NZRURO83ey594S/Kpt7B4b26qcXIUR5wldKZ8ggY2QO7YVu01Uszz6lPknoAclmgASzMWYlTpKNQEn9IuMhECkveqsxzwXXLCe5NNhdNQTba0k5xT3+Wd7liAjkGLsxnuxV7TKEdlehDpM9LHkszRy6tl3bgVrdX0Zbc/kgDoCX8nBYEc+n/p0MO/iOSJij4nqhPb1NV+0/xsm5+1B63aS5h/JjrCe+Ns9RsnqTS8iI7A7NIFlSVMxaTr+uXya/S6yAHt1sbwfMppasWP6tAP0sBZTpvRjZuXvjK89TJXow4rgEWw39OgwGafDuMuKOeF0ztimHh+f9I7rTnYSB6+NYtyLafiU2bAbVPT6rpjsEcFwDnOb0VlPtK2SXF1zWry+dbktbm8PlOstyCoB13gdcIoyr5FQlEhIvRtneHdvFcofvWM1GVGfhksQ2e0TD52fZv4/hVW5b6OTHAjILDd6lwvcYtMoWSY+t4KktGKKQ/24c8XvTN58mIpAH96fOYJfR3TcuxuVVUNeQmMakEOnoizKQFRWDSWxRn65vifjVh9j5+UeGrPBv+ayqv/AVo/30RXDmbbjAH/2isPfbGX0/nSWXu9JUet/PJ++2YU8edtVTN15qMOu4VQo1ptBJSCN994h0ZLrSAC6ujrGUDkdi/auYUrD/BPFjvCejC48SIk+gDlHN3FFXgqVWj8+7DWRLVH9zn7ANmJ4vxxEiwQS5D7Y2O5Zn+HA3Ksx3dDcS0NidcsLJB+Hjbl7NnL3lfcw/diuhu3bY3pxy/4t9CnN5UhIF6an7eJYUCQV+vY1FzsV0Vk15HVvHMN2nYrSKAPRWTUUxzb1/I/8PpNdY2Ox61RA63PQvc5dTHRnocVNhhDALkXnMlS0NP98s+dFdG6PfvkkumNalP9HGMmi5Oax9FVsCh1Avj4ErdvOvH73kOkbjp/Tyn1Z63ksfTWPJt3SKfInmA5yWN+FUrX3YaODqggm246ypuIjRGR+0iTyhzq2407yHBGYVs+gZXlsfDupXcdZ0v8aXu13NX2qckmuyMKhUGLS+HDH6HvJ9I/Ez2Fh4YG1PJXyOYsundNBZw8mUce9XWZxXBOKn9vK/PKfeaRkA49H3dBhMoJddcQ5Kthu6MGMbvPpZS3kuYLV5KmDyNe0nhfsLXyO2ol7s5ID7zYqlapRPnR9p5qjr2hQV7iIXFWL2EKYtL2ojvWhNkLL3LFbkUSB8gRfNj/eCx448+9Eyc3/Y++846Mot///ntmaTduQRgoJCT0QelGqFFFAlCYWQOwXEfReUIoiYi8oNsDr9ypd8SpgAekCAlJD7yGkE9L79t2Z3x8bs4QkwC4Jl9+9fF6vvF6Z2ZnnzMzzzDnPnOecz5mRvJotQe3JuGIyHGPMZkzWH8xp9kjdXahBQvN+KcaV1Z+/YHCGl8i+Li+Z7CcilLv/vLSSlccLd/Fq2CjPr/U2asWD0c+jkWwMKD9FrrLm8ujXQmqjBhTpdYxddYCVwzvT+Vg6HU9kcKhtFCH5ZTRNzWd7jxYM+fZ54s9cZN7sVaREBZIaVTfvrsZkpyyg6getyUeN1uj0KKa1CERhl/hi4EoAznQJY8Xdted57G8Vw8PbEzjx9FsoJYlVvTqwuXMcoiTx5uJfmTN+KHJ9JR8bJFTvF2NdeWOxmxlKPcWijlGGo/zk3ZZ21ovEW7M4ro6oowutio87jOCT9sNoU5BGh/wLWEUlIaYSmpRmsyM8ngcGv0abgjTm7llEim8oaX51mwi493hjRKNE6OoyZxhcBRQGGbufq6/sviLeNouzKMwVq9ATD27k55bdyPEJqLLfoNLwe0w8i36djyBDmUbLpEHPeLyKXRM0Jhtl+qorxyZv1xj+C2qzna7bUpk399p5RV+ourJA2ZlWcj7tJGfuVX1BITmYmbSazcHtqtif4Z1nonVYuTv/6A3N1y7HLRtu8RcEWWLG+VXYRAVfxDpjvswKDYm+EUiCgmK1D1/E3kfn4iR09tpjpm4E/UtOskXveeywIMu8U7KeP9UxDAt6igcDx+MjW3jKsL8Or/La8EszMeSZk/z5ShOyO984MbokiBwPjCHYVMzwlL2YlBrOBTTCISoo0vrySdthdMtNRGeru34xi2rOaxsiCSLFSm8WBvenkzEVnaPuvKxWQYkNke8Cu2MXFJzQRXFMF0VHY2qdyfgLXqlW2j+ZyfnZIZR0dXnDE18PQdIK3NEvhfi/ZZEz1BdLw7r/ph3w5mmUVon5f/bls4T+nB8QwsgJtQSeVUCQJaanrMEuKJgfVTXOMtxcwDuJ3/Jl1CBO+tZdspvmo1Jso3TIUdWfgVxRlEAod8ViC2USso/7RmVs4Z9s84kjR1W3cZS34YJFVLHetx0v5W3E32F0+3yHUsG02SPoceACGx6Zz6OrD7C1V0tyg3yxqJXYlCKLH+2OXaXgSNsoDrWLotvh1Lq7fi8lXoaqkwkvgxWzzjlZmvjKDnKi/Hhu+xgmbhtDboQvnyz8sca2BEli6QdL2NQljtaLXqfDP1/F32BixspNjNuyn7NRDTnSLKrOrv1KKD8qxjHSGznKveJVV8IhKHhTfy9dLWmszF3CSMMxdmmbkF+PMf2SIHI8KIYQUwnDk/diUaiwCQqWtuyPXVRyNLgJh4Ob0DU3sX7k60QujfGjxdRcVPlO1geHt4CizKWHlOUSBpWm2gS3ef5Ful1MZEV89US44Wf388C5A4x6cBpdn/mAWX3H8PnGbwg2lNTZtVu8VNXHsNFWOYb/QpftqZT7aTjT8fpCliRB5JQYQpBsZKijfp67IEtMv1Bhf6Krr+6bFWrWhXRmevIa9LYbD/m4tT3JsszUpJ8JsBp4JW5crclgcsViT32w+ccZMwm0lbP7BpbafWUzIVI5v3q1xiYosAkKNmtbMN5wkG+o29KNtcHnopmhTxzn0MQozj9Qt1/VClmqMSb5Lz+eUEc11GuCXA+9nqKp2zCB2qC9aKP9uExSJgWSPbyqV82uV3D6UxeLSuzcfErb1m0FI4CQc2XserEZZr1TOR4ZE0XP+Rfwa2+oOXxJlpmS+it6m4FZzcdUeSdDLMW8f24Z34b35veguq2Qp9xtQbjkQL3UqfSEAgndcwVYJvpifd4PKVREPG3D0dt5PYrTNqTm7hv+9qZ0guzlDCk9CoC/w8QrOWv5Ud+FHwOuzvpyG9cPARmNbCPIXk6JB6FSSbEhPDf30crtf/1jOesHxJMRXv8fNxdj9fRYf6FyW22yEZxZxsVYp+xG5wtZ/vIdWL2c42/7iBZMf3pTjW3pDSYiCkpYNvBOrColVpWSH/t0YuqPW0gLDaTbmRT6HnVONvzLTcSlZhGXdonXH68bGjbFLjPCJQfKpRWV8gok1BPysU/0wz7JPUdKiiqIaYGuyrTzClaz1atlnVzn1aCQnPZnd1jNrDz1CglEk4w6x44tSIGxmRqfM1bK2zt1tfcZCxcCqtvbzlkXCC8rYsO3bwOgs1kQZYnY1TkcC23MzujWpOuddmhPVEvydX60y0lla2zd6NXMWD29fnPxVmpMNkIyS8mMrfr+9FyfxO7BTd32YiuQ6zwmGXDOCZN/IcBWzqstx9Y6JxSQ0ThsBFrLKFbVXO3yenFLe5JfvLCWaGMes+LGYFW4DF7LsgwijXkIsoSfzcik5N846heDQen+JEKUJVSSHVGWEfnrf9eX4IDiE+z2a4FJcWW86PWjVPTikujLfebTiLKEt2RhgDmRZGXdZX4CCHYZhUVy1oGXKv63y3jnWBj6+HFOjgnn9MM1xAlVHCvanZNZhUVCtErVjwP0lnL6Zx7Fy+58qbvmnGNA5lEOBTclrjCdRmW5zn6xGvj7iV84HBSLQeV+rFtlvyAjIlf2SwtzFpHWQgRZxtdh4rm83znm1QijB/1Tm4wTukbkqfx4uGAvoiwRZ8ykrTGDQ7qaS6VeDYJdRrRI4JARHM7/BbuMOttGhzGZXBynJ2tMdcPulWZFWeQAh0yDHQbCvy8mdVLtpb0Fu4TC4kCU/up7B4Ld2YcKq/M3ANFW8X9Fpc3sNv60/iULdZkN0SbR/vsMykI0tcb3v5C2jihTHrObPYJVdL2TgdZSPjy3lLUhXfkt5AZi7e2yM/teAhw4/7fLGP8dhGFbKIbNzj85VIHp/QCsjzsVoG2UN5rPSp3xyUk2VN8ZsI6u3Yvl6nsJUXb1/czw0TzX6HEmRY5nUuR4ChU+fB58N2v9O3h+T/9DqO25djCl0cSSiyhL6CQLzxbuoFzUkq66/nL1l6Npci5qqx2N2caYVfsJKjSw7u42HIlvRHawH+O/34vCIdH2VCYdj2ewr5P7765ol1Ba7IgOGdEhO/+3Sxy+K5qIC0V02paK0mLngW+Okdk0gOyKWM6UVkH0/jURldmOymznrp8TORNVsyeuyNeb9OAAxmzdj8LhwNdgYuSuw5yJCuOlv41kwNy/M/jdSQx+dxInYiP4fEQ/Pho90P0H9td75aDKe2X5IRTz9nDMW5x/cqgC6wcNsD9REf/quOw8yXmeQq6ZKzfGlo9KtqORbYw0HKGBZGRLHU+S9eZy+mdcaX+OcCi4CUeDYsnR6Rl3bhsKyUF8QQod85PZH+qBg8suI1gkhAo9JFgksMvodxnxPmUBh4yiTCL27QLs/iLGpk5dmDPCl4hvSlBn21Hn2In4uoS1LarrwzWt7mDoIzN5eNQUHh41hVVxd7I7Ko7nBz/L6eBG9Eo/TURpAcgy3TLPEVWSR1KA+wmool1CZbEjSjKiJDv/t0sk9IkmMrmILttSUVnsDPvmKBlNG1SJR26QayDu8CV2Db46lZteNnOXIxWtbEOUJTo5sujrSOWoWPdc1y+mriPKlM9rLR6tYn86llygieGSU7/YzUxI20S50ot0rxsPsbplPckh5mKG5hzEKij58cCHlfs/aXI/siDwZNoW9DYDRoWGw/omvNPCs5jUR/P+ZGz+7srt/iWDQGlPAAAgAElEQVSnWBHUkxUhvVBJdnqXnuHtyBFXaeH68Jb/QCaU7+FB41EkRI6rwvnKp25J7Dt9mUbnBS4Kt+a/5pLwfBSyIOCfYabzgjQ6L3CVG/7mcE8Awg+WcP/445X7n2m3m6wu/iyLqNlbMSxlLy8dXYOITLYugM/j72d3WGsGZB7h2dMbCbCUY1BqSQhpxpzO7vOTAjxauJexhXsqt/uXnWZFg+5kqhvweP469A4jRlHNYV007zf0rOjJowV7GFvwp0tG6SlWBPZgRVBP3ogYwd+zNzK6cD85Kj8+ChtCpsb9j5rG8wuI+dyVvNLw5zJSXmiALAh4pdto/HkBjT93eeF3nnRmOfuetNDsrVyUpRLGGDWnPwnD0FwDteSi3flVMt0XJldut157iT0TY9nzfFOeHLIb/yxnyMuDzx4G4P8296I0wosdLzen37tneXrwbkSbTH5TH375rD3Mqy4jxFLMfXmHsAoK/n30o8r9nzUeSri5kHBLEWOzdjA2a0flbw90etWt56X5rBTNvLLKbfUaI5YpvlimXuHVUoDsL0JFqIVlqh/amUX4druErBWwTvStlf4N4JGivYwt2lu53b/8NCsC7uTbBj2qHCcJAuWiFvNlnOy3UTseKd7H2OJ9ldv9DWdYob+DNHUQzxVsI8hejlVQkqgJZVbDEdhEz0zQoN9Pcf+mYyjtEkfbRDL5vYewqZ1tvfz6CF79dCOP/bCf7FA/3nhpCGmN3H93hy4+xrCvXbSJ3Tcm8/PT7fjlmQ4seL8vYz/ax7NzdpHcOogv3+5Tedyi13ow5uP9zBv6IyCTEhfECxMeqlXOhL8/yuwV65mwdicOUWRfXCxvjx1MmbcXZZcdZ1MqKPfSUFYL3/LVoPy0BNU813K9crUB2xR/7C9d8YGuAC57rxSrDKj/4dJPXrHp/F27g4/1/avJ6G9K5B7TGZQ4OKkKZ2bA/ZWMB3UGAYan7OXlo6sRZaf9+aztA+wOd9K1zrjzcWYc/pGxidvJ1gXwVqeHSPd1P946an4R0Z+5koNDfy4n7UU9xmZqmswpQJNtR9IKlLXVcHJJQ2SN83llP+qLNt1Gx3szndsP+bKKO6u1b1apMatcOsWo0mBRKCny8mFt885Elhbwr7UL8bOYyPH2551eo0itwSN9LQxbfJQR3xyt3O658QJrnmrPmmc68tl7/Rj/8T6ee+MPLsQFM/+tu6qc22NDEkltQsiNvHrugAzcZz/PC/IBBGRyBW++VHZmr6LRVc9zFyGWYu7LTcAqKPnhsMv+fBozFLug4PnU9QRbS7GIShK9I5jZciw28cbCiAAEWa7/anfXwoCeb9f7RSiL3I998wh59ZPNezluV9xzEzep4t60DT/Vu4ybVXFv8+P1X4Vs1c//PRX3NiTNrY9or1sWg2Kn1rvOLvzyxg3c9SAuoHZ6trrCTau41/dmVNzznOXpelHW3X3Pvyd4/+Mv613GC+8/X+8yAFo/cRMq7t1V9wxLNUFu17zeZWzZN/u6dPYtHW5xG7dxG7dxG7dxG7dxG7fxn8DtSfJt3MZt3MZt3MZt3MZt3MYVuCVikhXHkq590A3i41Nb6l0GwLh3pta7jJ86eVYkwV1YV9V/6IgwseYkkLpE4Zc351tweV79hyjctGXbX27Gsm3dZOhfC2Xd6z6B5H8d9ob1zyKRe7buCgRdDSX59T8+tDXnQdc5Wkl/q3cZwvT6j8//dcQn9S4DYGrTXvUu4/Fj6+tdBoAo1P8gWx9wcxhEfv1p6U2QMvu6jrolJsm14UPjRlpJeTgqHN75go6nvYfXqYwGSwzoVxnRnLNRcr8XWR87ib01iTYiphSjTnPWOzfFq8ie44/lClopwSrT5N48RINE4v5rZ582Ksnjh1Uf8XtMW2b1G8OTR7by5JHfK38XZQm1w8GAx+ZQrPWMuiRcKuUr06/sUkTzobbulUDj9HymLdxMy/M5FPl78cVTfdnRowVhOcX88vg/MWpdz2jZg3ew6NEeV2mtZgwtPcKAstPEWPPZ4dOCecH3AhBlLWBq3sbKkrZJ6lD+GdiXdLUHSXXp+by8YAstz2dT5K/ji6f78kcPZyyUxmzjha+3M2DnWZR2B+djQ5jwkftJiP1/PEOPdUlEXihi/8AYvpnt6o9WB7MYN3cfDbINJLcO5pvZPSkIc/a5d4mFxz7cS6uDlwA4eUcEy6bVThcYkVfEW4t/peP5dKwqJRu6tubNcUNwKFyJMyN2Hubjr1Yz4+lh/Luv+wwUikWlKH8wIJy14hjmje3T6pnDyo+LUX1cguX7EKTeTlYTxa8GFP8qQzxlReqgxrr66u9JI3shz5fuopktjxJRy9e+3dmjjXX7eq+G2Qe/o1NuEl4OKwVaX75rdhdrY5wUbxq7lUkn1tHv4jGUkkSSfxjP95lYp/L/W6GS7ExOXkfHkgv42k1kaRuwKGoABwOqxhiOzdjO+MztTGs1niP6Jm7JODntlSrbWpuNFT27M2fkcNqnpjF1/UbaZGbiEET2N23CnBHDyPP3rHDJ4FNHeH7nJsJKi8n39mXm/Y9wKCqWO1ISmb1xDWElRRyPiGLm0EfI0nvG1LF0xQLaXUzDXpE7kevrz+AJM0GW+duerYw+shc/s4mdTVoxe/BoDBr3E/ci84p4a8kvdExy6of1Xdrw5tgh+BnN/OuT5TS5lIdCkkkKD+adRwZzqLn7HOcnp9fQLz2c/aKy2/ls+bfEZ2QSWVTEw89PYH/Tq7Mm1ITAJeXoVxnRnrNRcr+OzMvsdeSUIjSV9lpN1mX2OvCbcoIWl6MokpB0AiVDvbj0Ss0UdyrZwWRHAh3kHHyxkoUPixVtOVjHFeTafptB3M+XCEwsJ3FIQ7a865yAilaJe6edJPRkGX5ZZlYt6cjFrq6CI+pSG33eS6TxLmdC5fGHI9k/qWb92PbbTFr+lE1QYjmJQ0LZ+l4rAEKPlnDH5ymEnC5DFgUyu+rZ+UozjCEVLFGyTPePk4lblQXA6ZFh7Hmp9vd0qOE4A0xnibEVsMOrOfMuS+xsb8lgYslOgh3lnFOHMs+/n0eFhMRFJQg/lCGctSIP88HxafWETPHjIhQfF2H/viFyb+dHtvhGAeJmA+Q6oKESxwt65Aevv3rhLT1JBlig6cZGVf0FcdtCRfIm++Cz04JwWUUzW6iCjC8DsEUqQIIGywxETi7iwqaqHRP4VTn2QBG14fq+4mbsXsPpYFfW56IOA1jUwVXN5m8Jm+iYnezxBBlgkmU/iWLdV4YDUDgkPnpzNWsGd2DSOw/T8UQ6H89ZzbjoYGwqp5Lvv+ofOBQ35r0tUPjwvb4bnUypqGX7Zfu9eSfkPnKVfojI3Fd6lBm5vzEx8jG372PuG2tYM7g9k999iA4nMvj49dWMW/A4GZENmPnZRpSSxEP/9zSlvlqaJ+d6dB/FQTrWPtmWNvuyUFtc9+FTbGbS9O0sfrUHR3tGMuKrIzz36g7eXuRMlhzx1WF0pVamrRmJADw/YzvDvj7KxvtqrpT41uJfKfDzpuuCGfgZzSx/bzHjtuxnyb1O77afwcTEX//gXKTnlbXkhkpsL/qj+MPkpIW6AkKqDcVvRuTQqhntsl7E8YwvUpIN8c+rF5YRZYnXizawXteaVwKGEm/N4o3i9TyvHM1FZd15L5e36Md7HUdjUyiJKstl/s4vSdRHcC4gkulHVqGQJcbc/TKlah3NirPqTO5/OxSyRJ7Gj6mtnyRX40/X4vPMSvyBZ9s9T47WaejDzIX0LjhFgcqzMrttPny38n8vi4WDr73B+vbO0sP+RiMru9/BzpYtsIsib6z6ibkr/83jE55xW0735HNM/X0dU0aM43hEFMFlpQDojeV8sWoJs4aMZnvz1ry4YwPzflrGw09co0zlVfD2PSNY1b7qR/ADJxK4/8Qhxjw2mVKtjg9/WcGszWuYOfTRWlqpHW8t+YUCPx+6fjHTqR8+WMS4rftZ2bcL054ZSUpoILIgMPDQGb6Zt4xOC16p8oF9PWjzwRX9MtvVLwAHY2NY1Kc3C5Ysc/v6/4ItVEHeZF98dloQr7DX6V82qLTXgcsMNJpcSNIm5ypB2QAtRaN0SP4iimKJqAkFBC2umcdXgUyeoOMlRT9y8aarnMWrjj38TbiXHOHGOHcvhyFEw4G/xRD9ZwFKS9X5Q1ZHPUfHRTH4Hyeqndfn/fOoTBKLt/TAq9DKiCePUBau5ezI6s4HQ7CGhAnRRO0urCJDW2rn1Ohw1vdsgKwQ6PN2IgNePcuv/3LyMLf+IYvY3/NY+XMXEASGPXWU0kZerKdm+1MgevO9T2c6WdJRX0YR6CeZmFW0kU/9+7Jf25jHyvYzs3gz/whyv6Kp3FCJ/GIAwh/GKnO1SqTaEH8rr2Z/0AnYlzSEJiqEoxYUY7JxNFbBdS5k/s/HJJcN8qLsHi8c+qqPQvIXsTVSOkm0ZUAUUKdWDQ1QpdvR/2Qif+L1vTgDk45QpvHiQHgtS+ayzODzh1jbvLMntwJAH3sKBkHNEYX7nIrXg+iMAoIKyvlueBckhUhC+8Yci4tg0LaTdSpnj3cz9no3pVSsyrFsUGjJVflXkptLgljpVXYHf93HyhHO+zjUPprjrSMY/PtJojIK6L0/ifdeuJdivQ5JIXK2mWfP81DfaI70icbgX5XHudP2NLJi9ST0b4xdo+TnZ9rTKKmIhqnOewnKKudwnyjMPmpMPmoO94kiIrn2+2yUV8Rvd8RjVavI1/uys10zml10Teynfb+JJffcSZGv5xWwpME6pEE65ICa1Ybq1UJsrwYgX0FKIPX2wnG/d3XlVdN92IsIlAys0bVDEkSOaSI5pWpIf9M5j6+7JqT4NcSmcPkIZAQiDAVEleXS89JpPugwimKND5Igci4gsk5l/zfDrFCzvFE/crQByILI/oAWZGsDaGZwfWhMSlnH19EDsdVSCMAdDDp2nAJfHw7EOj1pf8S1Yn37dpRrtZjVapb16kGnlFSP2p68cxMLe93NscjGyIJIrp+eXD89A8+eICm4IZvi2mNVqpjf+x5a5mQRk1+3LBl9z59idfuuZPsFYFRr+PrOfgw6fRStzep2W43yi1jXLR6LWkWe3pc/2jan+cUcLGoVyWHByKKIIMs4RAG9wYS+/MZC+gYdO06Bj6tfbEoli/v0JiE2BscNsA2VDvKi9DrstSyC5jJ7bY1WIvlXnCPLNdrzv2AWlCxXxJMj+CALAvvFCLLxpplc5PF114QLd4eQPCC4spBT5b2oRY4+FkVWJz2SojoBQ8yOfA49FY3dS0FZhBenR4QTt6bmD/kLA4NrlJHWO5Cke0Ow+Sixeyk4/mgkYYddFIGtfs7myBNRGBpqMYRqOPJ4I1r9lF3rvezxasJebSylYtVVjh7mZNKUDdjt1RSboGSFT1dibPlE2t1/lvJgb+RB3hBQs95QvJqP49VAUFV9ZtLLDaCZGkQBuaMWuasW4dD1VwG+5T3JT1gO86TlMJmiH0vUHTmurJ/JX21oGX8J0eAsbpA7parnI+z1EnKm+SJpr80k4m0189yhjUwYMoFhZw/UeEzH7GQCTWX8HtO2xt+vBZ1s5THrUWZoB3KP/bxHbVwLQg2UgQLQJNVF5fbL+IXICBzo2JjPn+pLiX/dxxb+mLYAL8mKgMxyvfuxwEJNBFayTGxaPq3PXeJSiB/PrNjNoN9Pkd/Am6/H9mR7T8+rLl6JiORi0pu5lmetXipyI3yJSC4mu7GebaNa0m/VWfYPdFIhdd6expFetfNOLr7nTobuPc6+VjH4G0z0OZbIvFHOFYp2FzKIT7nIa0/cz5D9dfsx8xfEtQZQCUj93S8cczlqepMEINpe9/HxU4+sYXB6AlqHjXP+Eext2JI+F0+QrQvg6TObuSf9EAVaPxa1upsdEZ69k//r0FvLiTQVkKZzrmD0LjiJXVByIKA5pNx4+yMPJrCmc6daK4J1vZDM+YbuxxyLkkTrrAy2NWvNpgXvoLHb+b1FGz7sP5SmedmcDXEtvZvUGtIDgmiWl01KkGfxzf/Y/htTtv9GSmAwn/YZzMHopgjIVfSUIIPGYSe6MI9zoRFutb94YHeG7nPph7uOnWPeqLsrf9/wyuc0ycpD7XCw8q7OFPjfmMd05MEE1nSpvV/qC3HxWZX2OucKe+3/s5GIV4tRlMvYG4hcmuUP/752m3rZTCRlpAnuVSCsV1xuh2WZwCTDDTUXnlBMYVOXA6VBkoH8Fq7t/JY+NEgygJuPIMpWSIrKFQppEVVcUvoTbSskUxlwlTPdg7C2HFQCcv9rzDVMEsIxC9Lj1x/ucUtPkr/RdCJd1GNHpI89hTfMvzNRN5RLomfxZZ7g7IkwBKOEfpUJW4TrC8Z3owkcUHavF7q91+YOfC5hIz+36EaOT+0D477EBLbGtsWk8qy632PWo2xSNiNP9NxbeC2kNgqkSK9j3Kr9fDe8C52PpdPxRDqH2kZT7Kdj/GfjSWwSin+piZcXbOatD9fywju1E+l7igejn0cj2RhQfsqj+KbURg0o0usYu+oAK4d3rriPDA61jSIkv4ymqfls79GCId8+T/yZi8ybvYqUqEBSo+omjEVjslMWULWfTT5qtEYbAGktAlHYJb4YuBKAM13C2DaqJaRVawqA/a1ieHh7AieefgulJLGqVwc2d45DlCTeXPwrc8YPRa4vvmiDhOr9YqwrPQ/l+AsZSj3Foo5RhqP85N2WdtaLxFuzOK52b1JwPfi4wwg+aT+MNgVpdMi/gFVUEmIqoUlpNjvC43lg8Gu0KUhj7p5FpPiGkuZ3OwHQHSgkBzOTVrE5uD0ZXsFoHRaeTN/KjFbj66T98KIiuiUlM/3h0TX+3jIrixc2b+HZp55wu+0gQxlqycE9Z48x9rHJ2BQiC39YxHO7t6KzWij0rjqJLNdo8bZ6xiH7cd/7SAoKxaZQMvj0Eb788RuGPzWVXU1a8dS+7Wxo1Z5SrRdP79sGgJfN5raMfS1jeHjHQU4++6ZTP/TsyKZOriSsQe++gMZq455Dp1HZbyyZOryoiG4Xau+X+sTpE+EIRomAVUZsEVWnNyXDdJQM06FOsROw2og96Nr6UCFLzHDsZYsYQ4Zw8+YdV0Naz0A6f53G5vfi0OVbifvpEkqT530WeK6crl+m8tv8+Mp9KqMDq6/r+Vl8lKiNDvCT3frw8ZJtlFy5Giyo8ZLdXw2pFQYJxfuF2FeGXfNQxYx85Dg18l3X78y5pcMtzimCMQkqbIKCraqmnFaE0MV+8aZfh6wTKRqrI2JKEYp8B4JRIvS9UrLfuL7Pqub5F+l2MZFv43vXeozGbmNA8jHWNfespG+so5COjkusUbXy6PzrhUOp4OXZI+lx4AIbH/2CMWsOsLVXK3KDfDF5qTnTPAyHQqQwwJuPJt7NHYdT8DbUDwG5RVSx3rcdL+VtxN/hXrEYh1LBtNkj6HHgAhsemc+jqw+wtVdLcoN8saiV2JQiix/tjl2l4EjbKA61i6Lb4dS6u3YvJV6GqsbOy2DFrHMui018ZQc5UX48t30ME7eNITfCl2df31VjW4IksfSDJWzqEkfrRa/T4Z+v4m8wMWPlJsZt2c/ZqIYcaRZVZ9d+JZQfFeMY6Y0cdePFHxyCgjf199LVksbK3CWMNBxjl7YJ+Yr6+fCTBJHjQTGEmEoYnrwXi8Kpb5a27I9dVHI0uAmHg5vQNTexXuT/t0KQJaYnrcYuKJgf4yw+MT5jO1uD2pGtrRsP0oiDh0iIjSEzsHrSbnRePou/+po3hw/jYBP3kz7NSudYXtG5F3m+fhTrfFjSrQ+9k85gVGvwsVRdrvWxmDGoPXNuHI+IxqjRYlMq+aVtFw5HNqZ30hlWt+vKb3EdWPbtAtb+60MORDsT3bL93HPnCZLEsrmL2di5NXFfz6H9wln4G03M+H5jleMsahW/3tmO59b9Qau0Sx7dC1y9X24GZJ1I4VhvIqcUosivPnm0xigxN1cSPuvqYXqCLDPdsQ87IvPFTvV1uW5jxyvNsWtExt+7l6GTjpM4OJTyhu4ncwL4pxm5/9lj7JzZjKzOrpwPm06Butz17NQGB1adwu2VAZOgQnfFhFgnWzEJdceQIn5UhDTSF65hf8Q3C5xJ51+FunUft7Qn+UrICDUux94USCCaZFTZEgigznTQ+MF8wMlwoSiTad45m7ABhVzyrZrl3PnSBcLLilj/3dsA6GzOuvPfrs5hzMgpAPRLOU6pRkdCmHuZ3n+hnZRNqGxguWk1AF6yHRGZKNM6JnnVbeW8pJgQJsx1MT18PWU5vw1oU+04uXIg1l9xLgEZjWwjyF5OicK9sI6k2BCem+tKgvnXP5azfkA8GeH1T291MVZPj/UXKrfVJhvBmWVcjHXKbnS+kOUv34HVy/nibx/Rglee3QBPVm9LbzARUVDCsoF3YlUpsaqU/NinE1N/3EJaaCDdzqTQ96hzkudfbiIuNYu4tEu8/njdULApdpkRLjlQLq0oolsgoZ6Qj32iH/ZJ7i9RpqiCmBY4rHJ7XsFqtnq1rJNrrQ0KSSLCUMDusJtDcfRfDVlm6oVfCLCV82rLcTgqYo87lCQTZC1laM5BAPxtBmYl/sAPET35d4T7LDwjDibwZf9+1fZHFBayYuFXfDFwAD918WxyU+ql45KvHrkGg5MU3JBhxw9WbntZLTQqKuB8cN2EAjrtnIwsiMzvfS/zezuZfbonnyPb158cX/feqUr9cPdl+qFXJ6au2sz7jwyqdrzS7iAqr5Az0df2zNWEEQk198tNRaW9duAIqh7DKthBnW6v4cQKyDJTHAfQY2aWojcO4dbxJ1r0KjbNddnb7p8kkRPvvpfb96KZYU8e4+BzjTn3QNWxW9jUm6Cz5eS0dbYbdLbcGY7hZoHcdFUD+hvPVm5rJBth9lLSVJ4xwdQEcZcJLtkRlzoTaylwoJiQizRRjzTJaU/FuYWI243YV4eDr3t9ectOkr1lKy0deRxXNMSBQB97KvGOHP6p8czTWivsMoIdkEBwgGCWkZXgvdeCI0CBuZUS0SgT8lEZDn8RS1MlshIS97qWXr0OWQmbXULyb8HkfFV9grWm1R1satK+cnvc8R2ElxXxbs+RlfvuS0xgXfPOHsdwrVc2Z4fCVcpzlO0UoXI5X2hqpw3zFE1TckmPaIAgyYxad5igwnLWDYin9dksynw0ZIQ3wK/czNR/biGhbRQGb/e/ckVZQiFLiEiIsoxKsuMQRNqZMygVvUhRB6GVbTxW9CflopZ0D166psm5pEdefh8G1t3dBkkUyA72Y/z3e1n68J20PptFx+MZfPF0X/fvwy4hOiREh4zokFFa7EgKkcN3RTP6iwQ6bUvlWI9IHvjmGJlNA8hu7Bw/Ka2C6P1rIj9MciZx3vVzIhnNar7HIl9v0oMDGLN1P/8a0hOd2crIXYc5ExXG7MeHorG5jME/P/2ODV1b88NdHiSH2mWwA46KP7MMSrD8EOrcXwHNoEvY5gQg9atY0nLIYKs4R6o47yo5WzG2fDKVeid7ifEkDSQjW+pwkqw3l9MpL4k9Ya2wKFR0zj3PgMwjzOnyKEeDYsnR6Rl3bhvLW/QjriidjvnJLIiv/xLt/y14MWUtUaY8psWNx6pweXdejnsc5WWZ7/NPfMVXje/lgN597u+OKamElpRUYU8ACC0u4dsFX7G8V3e+63FjvOVr2nVh7MHd7GrSEruo4LEDO9nRLI4tLeJ5+fe1DDxzjB3N4pi4azPnQsM8ikf2NZtom5XGwagmOESRQaeP0jkjmffuHoa/yYCf2USGPpAm+TnM2PoLC3sORHZzwvaXfhj7+37+b3BPvM1WRu526ocOSekoHBLHmkQiSjJPbN5DUGk5R5rUnv9wNVT2S7vqMfxqu70yllZtd6C22bAqle7ZvEp7LYNDrrTXPnst2ANEzK1UiEaZ0I9KK+y1c/wFrDRQercWR5ACTaKN4IVllPfWQC0lGl6QEoiilOmKu7AK9TNNEuxOuyBU/CksDiSFgKwUUVilymelsEkoLA4cahEEAf90IxY/FRZfJVF/FtDmxyxWLe14dRlSVRm6AhvDnzjC8UcjOPlw9VC2sw80pP3SDFL7BIIAHRanc3xsJNRCny/KEooKWy0ioZLtOBDZo4nlqdI99DBd4IA2mjHlB0lVBXoWj2yXnX+V9kcCpYD9hzDn/gooB13EMScQuV8FBdwXRYg/l2NfEw4N3E8WvmUnyUokxluP0EgqQUIgQ/TnDW1fMsW6DZ4P/qKMkE9dVDD6n0zk/t0HS3MVYa8XobzkQNYKmNqqSFsWiFyRpGcPcT1sh14E0blPqiHu06xUY1a6lhdMSg1WhZJiL2dcW7ChhC5ZSbx/2aTZXVgEJZbLXmaToMQqKygRPFuGuRoG/X6SBzYdQ2mXONqmEZPefRibWklEdjETl/xBQLERg07NgY6NeW26Z97KR4r3MbZ4X+V2f8MZVujvIE0dxHMF2wiyl2MVlCRqQpnVcAQ20f2hPOj3U9xfeR+RTH7vIWxqZzsvvz6CVz/dyGM/7Cc71I83XhpCWiP3lw+HLj7GsK+PVW5335jMz0+345dnOrDg/b6M/Wgfz87ZRXLrIL58u0/lcYte68GYj/czb+iPgExKXBDfvNYTagnlmvD3R5m9Yj0T1u7EIYrsi4vl7bGDKfP2ouyy42xKBeVeGsp07o8L5aclqOa5MqCVqw3Ypvhjf+mKD0MF4C+Ct/NdUKwyoP5HQeXPXrHp2EfXHj7R35TIPaYzKHFwUhXOzID7sQk3zoRQCQGGp+zl5aOrEWWZbF0An7V9gN3hTu/MjDsfZ8bhHxmbuJ1sXQBvdXqIdN8bj7f+X0CIpZj7chKwCkp+SJhbuf/T2KFsC25X5VhJEClTeGFWuB+mMPJAApvaxmPQVh3HD+3bT3RBAS9s3MILG10FpC6njZdPnWAAACAASURBVLtefNlrIAEmAxsXvodFqWJjXDv+2XMAVqWKF0Y+zmub1vDhL99yPDyaqcPdo6D8C0qHgxf/2EBsQS4OQSAlMITJo54gNTCExgW5LPzxGxqWFlOk82FZl1782OFOj+RMeHEMs1f8xoR1f+AQRfa2iuWtMUNompXLnOXraJRXiF2h4FxkKE9OHU9ugGfxtyMPJrApvnq/APz+7gdEFjlZDZZ99S8Aer72ChcbXL+DI+SLMkI/dWm0gJ9M5PzdF3NzFY1eL0J1mb1OXRZUaa91h6yEflSKwiBjDxQpGexFzlQ/qIGNLkQ2cJ90ASsi/7b/Urn/M0VntomNr/tar4Wu/0zljoWu7NVWa7PZNzGG/ZNieWzwXvyynCE9w585CsCiLd0pi/Ai5FQZvd9PRFNmpzhax8YPW1PYzAeR6jS0Xf6ZRrcFqZXbLdfmsP/5xiCAf4aZrgtT6brQ9ftXh5whoScfCscvw8SjDzhJBk6NDOPkQ+G1TpIfKU9gbLlrdaW/KZEVPl341rcrbwfcy8SSnbxcvIVz6lDe0w/05HEhflqEYp4rREZcXY5jih7ppSvGj0Koan/eK0JWg7JHRuUh0gt6eO/65ApyDWwFNxv3+D5e7xcx77+o4l7wt8eufVAdoGhV3ZKn14TAiXUYwF8LCr+88VjZ60FcQN1SQNWEm1Zxr+/NqLg3pN5lAJR1j7n2QTeIP1e/9B+LBPtP4O7ub9W7zk566OZU3NPk1/9S+k0ohgaAqdX1U1t5CiH/dsU9dzDkmJsxCh7iplTc63eTKu4d2lDvMlRhF65LZ986gTa3cRu3cRu3cRu3cRu3cRu3CG4JT/Ku1Cb1fhEvvP98fYsAoPUTp+pdRu5d9cMWcSXkdvVX6bASYv074G57pNzHf4tHCm6OVyo+KvN/y5OsGF3vOlsZWfe0fzXh9Z0/1bsMdQ1L4fWB9hrPGDbcwZAug+tdhv3izalyeeG79tc+6AbRsEFpvcsAyDpX/yFh4TtvznyxMK4Ow+tqwdk3/nFdOvuWjUkGCFtaQujqMrzPWckb6kPiR85BoDtvpfnUXLQVddrL4zUkvx6IsVmF0ZVlGn9QSMN/O2OXskf7Alfn94sqyeOHHz9ia0xbZvV3Mjc8fHIXY4/vxN9sIN0/mLndH+BomPt0QgB3/3iaXr+dp9GFIvbeHcv/zXbRwbU+mMX4j/YSmF3OhdbBfPVabwrCnPHK7z+yhqBsV8y0yurgoBzObPVd1WRMt/5JeykbLXaKBC9+UMSxUdnUo+utDSrJzuTUdXQsScbXbiJL24BFjQZwUN+MKGMu05N/IszsLPxw3jucBdGDSNe59/KqJDuTk9fRseSCS0bUAA4GVJ20j83YzvjM7UxrNZ4jevdZQU5Oe6XKttZmY0XP7swZOZz2qWlMXb+RNpmZOASR/U2bMGfEMPL8PYvVG3zqCM/v3ERYaTH53r7MvP8RDkXFckdKIrM3riGspIjjEVHMHPoIWXr3kxCXrlhAu4tp2Cti4nN9/Rk8YSbIMn/bs5XRR/biZzaxs0krZg8ejUHjWax6ZF4Rby35hY5J6VhVStZ3acObY4fgZzTzr0+W0+RSHgpJJik8mHceGcyh5tFutX9yeg190sPZJyq7nc+Wf0t8RiaRRUU8/PwE9jf1bHwHLilHv8qI9pyNkvt1ZH7sTCTRJNqInFKEpkK3mOLVZM3xx9LcGbIT+E05QYvLURRJSDqBkqFeXHrlFioy8B/GA3ISA+VUGlPCDhoxV+xa5zKGlh1lgOE0MdYCdng3Z17gPQC0tFxiXMlemllzkBA5ronkywZ3UeQhfWDo0lKCVxnQnbNSMNSbCx87OdK9zltpMqWg0v4Y4tWkzgnAVGF//PaYifi8GO9TVhx+Ikf+rL1iY/DSMhqsMuB1zkbRUB1pHzvzHrTnbURPKagch8Z4NZlzAjA3c47DkK9KCVxtQH3RgT1AJG+cD7l/u4puWlSM8O8yOGuBYb7In9WQZPhxIeJHhUj/DofeTseC8FY+/FwOpQ7wVyCPrV3G0PJjDDCcIcaWzw5dC+Y1cBYrUcoOphdupJk1l1BHGdOCRnBC63kVS1/ZyhQS6EQOpWj4hjZsF+qW4jIir4i3Fq2lw/l0rEolG7q15q3HBuNQKEh+ZBZGjQq5gmtrXfd4Zj473G0Z0ekFvDR/Cy3OZ1Psr2P+M3exs0dzBm47xbTPNlceJ8oyWoudJ+Y/xjk3K7+eeqm6Pl3eqztzRg2n6aVs5q34nuh8Z77IiUaRzBn5AElh7rO0vH7gOzrlJuFlt1Kg9eXbFnexNqYbA9MPM+3Qate9IKN12Hii/4seVzIdfLLClpYUk+/jtKXHI6P4aM0K2mRlEFFSxGOPTeRA47qZ+9zSk2RrqJKMSQEE7DRWqdNuCVVwZmEolgglSBC+rJSWk3M5vNH50BuuLCNws5HD6yNBgPhxlxgVtpdVcbVnO8/YvYZTwa6M3jY5abywfz1P3T+RM0GRPHh6L/M2L2HAuDk1JuddC0VBOn55oj3x+y6itrioAHyKzbw443e+fqUnR3o2YtT/HWbyrO3M+Wao87pWjnA1IsvMG/kjO/NqVgjfK1szT7gDm6CgkVTCXOtWLogBnBfrjq9SIUvkqf2ZGvcEuWp/uhafZ9b5H3i27UQK1L682Ww0OWonM8H9OQd4NWkVf2s70X0ZGj+mtn6SXE2FjMQfeLbd8+RUcKyGmQvpXXCKApXvNVqrHZcn83hZLBx87Y3KbHl/o5GV3e9gZ8sW2EWRN1b9xNyV/+bxCc+4Lad78jmm/r6OKSPGcTwiiuAyp2dBbyzni1VLmDVkNNubt+bFHRuY99MyHn7i7x7dz9v3jGBV+6psJg+cSOD+E4cY89hkSrU6PvxlBbM2r2Hm0EdraeXqeGvJLxT4+dD1i5n4Gc0s/2AR47buZ2XfLkx7ZiQpoYHIgsDAQ2f4Zt4yOi14BYfi+r0CbT64ok9mv1GFweBgbAyL+vRmwZIaMm7cgC1UQd5kX3x2WqroFluogvQvG2CLVIAEgcsMNJpcSNIm56SibICWolE6JH8RRbFE1IQCghaXw1s3dDn/NShAy7dCKzrL2Wi4saIUtcpQ+PC9X1c6mdNQy5fpUsnMBp82vKMdggORiUXbmVKwmddC3J/AgNP+XJzkj36nqcoYsYYoOb8wGEvFGGm4rIymk/M5sdGZw+HQCeSN9qHALBOxoKS25gHneMue5IffTnPVcRiiIGVhENYKGcHLyomZXMCZjc4JjCBD6rxATC1VaNLsNH0sD1uYEh6sxZMcqkT+ewDCDqOTXeZKpNoQ1pVXKx0vP+IHUxuAToRLdoSHs+huSmKPV/UJSIHCm+/9utDJnF6lXwBOqcP52acDrxSsv+rzuB5M5gh2REYzlCYU8w67SZb967Qi3luL1pLv5023hdOdeu7dJYzdcoCl9zoTJ4e8P4m0hp7bVYVD4oM5a/h5SHtefG80HU5k8OHsNTy+MIjN/VqzuV/rymMHbz7BE9/t5VxT99lTWn9UVZ8mvOrSp7n+/kx88jEyGwQgyjKP7fqTL5Z+y6AZ7udVLWvRj3c7jcamUBJdmsv8P74kUR/B5qiObI5yMW8MTj3IE2e2ck7v2SpR9wsVtnRkVVsKcKhRDEu79ebTVUs9ars23NIxyQX3elMw0BubvuqL6/BTYIlUueq0K0Cb5irMELq6jItP+2MNU2JtqCTzaX+Gnjt4ZfOVuCfpCGVqLw5EuJKiwssKuRAQypngRiAIrG3eiQCzgQam8lrbuRoS+jbmUJ9oyv2rKrEuO1LJjA3gQP8YbBola57uQFRSIWGp1YnOWx7Jxq/IzG6x5klymqivZAGQEZCBMNmz660NZoWa5ZF9ydEEIAsi+wNakK0JoJnhEgalFzmagAqPvYyEQLjF/XLCZoWa5Y36kaO9TIY2gGYG1xLcpJR1fB09EJtYN8syg44dp8DXhwOxzpWCP+Jasb59O8q1WsxqNct69aBTSqpHbU/euYmFve7mWGRjZEEk109Prp+egWdPkBTckE1x7bEqVczvfQ8tc7KIya+7BMC+50+xun1Xsv0CMKo1fH1nPwadPorW5lnCZKP8ItZ1i8eiVpGn9+WPts1pfjEHi1pFclgwsigiyDIOUUBvMKEvN3l87YOOHafAx9UnNqWSxX16kxAbg+MGqweWDvKi9B4vJzPNZZD8RWyNlC7dIoIm1TXZs0YrkfwrzpFlEAXUqfUzGfz/EbuFSPYIEZRSf8v+e3RN2atrSukVlbwSvGLYrWuOUdRgEVX86tueOIvny/ZF9+ooukeHLaDqGHH4i1guHyMKAW2qa1JoaK8hf4QP5qhr+6CK79VRco8Oe8AVNs5fxFpFBmguk5EzwQ9TGzUoBSxNVJTc7YX3oauE4Q3xgUE+EFCzvhReyUOeFQiqK1Zbm6qdE+S/IEK4veaJ/x6vpuz1akKpWHWVyi4o+Nm3A6c04Ug3WKZaK9vpSSZLaI1ZUHJKCGIv4Qwg/YbavRKRuUWsv6MNVrWKfL0vf7RrRrPMutPL0RkFBBWU8/2IzkgKkUPtoznROoJ7f68erjloy0k2DGh9wyW+Bx+tsHEVxXVKdV5kBjYAQXDqbEGkcV6+R22n+DfEpnCOd1lw1kiIKC+odtygtENsiPa8XPnkPzaxsHd1W2pTKFl2Rx8OR8Ui1TGn9S3tSb4W7mybisIogQRp/3Dx7unOWzG0csU7GlppaF5U8wD3tpp5LmEjf7tvAsPOHqjc/2dUK8Yf20GbnDROBzdi2LkDnA0MJ1/nueeyJkQmF5Pe1LW8bvFSkRPhS2RyMZcaV6XW6rU+iQN9G2PeVnu3TbYd4G5HMlocnBcCOCDWL0OF3lZOpLmANK/gyn0/JbyHl8OKgMzSSPe5havJsJYTaSogrSJso3fBSeyCkgMBzSHlGidfJ0YeTGBN59pf3q4Xkjnf0P0veVGSaJ2VwbZmrdm04B00dju/t2jDh/2H0jQvm7Mhrv4xqTWkBwTRLC/bI87Vf2z/jSnbfyMlMJhP+wzmYHRTBGSEyxxHggwah53owjzOhbr/Nb94YHeG7jvOvlYx+BtM3HXsHPNG3V35+4ZXPqdJVh5qh4OVd3WmwN/nKq1dHSMPJrCmi+cK9UYQF5+FaJBBgpwpVd95/5+NRLxajKJcxt5A5NIsf/4ztcVu42qIN2eSrqq/nukcn47C6BwjmVPqJ+SmbXxmpYxLU2oJdZBlfA5YyH/Uw3dtbTmoBejvTY3VIr4oQvi0EMEoI0cp2eF1E3JVakEEZUgIXBRc7+QF/GmLZ5O72rDk3ju5b+8J9sXF4G8w0+doIp+MHlD5+/dvfI0oyxxuHsXb4wZxMdhN3t+aQntlmdjUqvfRMKeE9iczeXdq9aIv7mLkgZr16fHps9BZrIiyzLzB93jc/kuH1zA4LQGtw8Y5fQR7w6py2zc0FNE+L5l3O3tWrrzSljZvzaYvKmxpyzZ8OGAoFlX95bf8fz1J3nu8MaJRInR1GeYIF82XwiBj93N9Tdh9RbxtFqfn54oBMvHgRn5u2Y0cn6qD3KDS8HtMPIt+nY8gQ5lGy6RBz9S5wdaYbJTpq355m7zVaI1VSxarzXa6bktl3twBsK329r5QdWWBsjOt5HzaSTnYrla14QahkBzMTFrN5uB2ZFw2SR7eeSZah5W784+So76x6nVOGavYHNyeDK9gtA4LT6ZvZUar8Td6+ZUILyqiW1Iy0x+u+eVtmZXFC5u38OxTT7jddpChDLXk4J6zxxj72GRsCpGFPyziud1b0VktFHpXNWzlGi3eVvcTMz/uex9JQaHYFEoGnz7Clz9+w/CnprKrSSue2redDa3aU6r14ul9zsHjZbNdo8Wasa9lDA/vOMjJZ99EKUms6tmRTZ1ctECD3n0BjdXGPYdOo7J77mENLyqi24Xa+6S+cfpEOIJRImCVEVtEVTVZMkxHyTAd6hQ7AauN2INu6QW5/0k0tubxaOl+3giqm6qSNSHhRBSiUSJ4tQFLRP3o2eMnIhGNEg1WG7BG1Gyuwz4pBQkKHvTG7ShPg4TwXgHy91dxpkwOQJ6kRz5pRdhYjuH7+k8OrA1e2DFQldLTgAodnumz2rA/rjEPbU/g+JNvO/Vc7w5s7twKgIdmP8XRZo3QWmxM/WErX3+4nPvef96tsLK0Rg0o0usY8+MBvh/RmU7H0ulwIoPD7aquEt+79RTH2kRyqeGN2dHwQqeNm/ZodX3a9oO38bJYGHkggYsNPC8Z/1HHEczrMIw2BWl0zLuA9YraBfemJXAsKIZL3p5V26u0pWeOMfbxClv6/SKe27WVT/vVXzLp//faXdKJXBrjR4upuagq6rQ7vAUUZa5sYmW5hEGlqTbBbZ5/kW4XE1kR35srMfzsfh44d4BRD06j6zMfMKvvGD7f+A3BhqvHmLkLi5cKL0PVF9zLaMOsq6oIumxPpdxPw5mO1w6qlwSRU2IIQbKRoY7EOr3evyDIEtMvrMEuKJgfXZ3v1qxQsy6kM9OT16C3eRbyIcgS05NWO2XEOGWMz9jO1qB2ZGs9f5mvxIiDh0iIjSEzsLrXKTovn8Vffc2bw4dxsIn7SZtmpbMfV3TuRZ6vH8U6H5Z060PvpDMY1Rp8LFVZJHwsZgxq943Q8YhojBotNqWSX9p24XBkY3onnWF1u678FteBZd8uYO2/PuRAtDOWMNvPfc+XIEksm7uYjZ1bE/f1HNovnIW/0cSM7zdWOc6iVvHrne14bt0ftEq75LYcuHqf3CzIOpHCsd5ETilEkV99wm+NUWJuriR8VvXQqNv4zyHMVsxbeT/zz4C7OKWtX4YMSSeSM8aHJlMKUNYwRupKRv4YHxpPKawmI3hpGQ3WGLiwOAhZ474DR5hbiDzKF6KuwSUvCBCvQdaKjC3dd/Vj6xEmlOioGu/sjR0jdceFL0gSS99byqYucbRZMpuO//cK/gYT07/bBMDBVjHYlErKvL14c/wQGuUV0fSie1zIDqWCGa8Pp/uBC6x7eAGPrD7Itt4tyQ2qumo1aOtJNgxoU0sr149r6VOTRsO3Pe5k3vLvCSwrq/GY64EkiBwPiiHYVMKIC3ur/DYo/TAbGntQ6bUClba062W29E6nLa1P/H/tSa5ERZ12dY4dW5ACYzM1PmeslLd3emi9z1i4EFB9+bpz1gXCy4rY8O3bAOhsFkRZInZ1DsdCG7MzujXpeqeHdE9US/J1frTLSWVrbLtqbXmKzFg9vX5z1cbUmGyEZJaSGVv1y7Hn+iR2D27qlidbgVznMckAyDJTk38hwFbOqy3H/r/27js8qip//Pj7TkvvnTRCJ0CQDtJUQJEiCgpCQGRVREFdwbUh7vqFFQuoCKKuiyBF6UWko1SlhSKdEEJCQnqfJDOZ3Jn7+2NCwiQTwoSwy/f3Pa/n4XmmMPdk5py59zOnfA7mWuYFSyg4mcvxM+kp0Do4FKgoTLtyo4xxlWV0KEzE31TE0EzrHHOv8hLei1/N6tBerAqtX2L44cfi+LrfQzUeD83LY/nCb5n/cH82dOlUr2MXubiS7uGNYqfaEgKCefx01Vx5F1MZ4fm5XA5wfHVxdQoSEgqKpGJBn4Es6DMQsC4izPDwItPD8SDZu8RAaG4hSwf0wKTVYNJqWNO7E9PW7uSj0TWHAzWymYjsPC5Ehjhc1vA4+3XyH1dxbtFmmDH712znkgy6a7KdFwr/DYFyEbOz1vGTZzd+c2v9nynUAmqDgi7DjGynjTRUGTfa4Y0y/FYXE/S1nvjVgdZFe/VxsBQpTYYlFZ0/uWakFzNQJvvAFDsdEbJCSC1zkv8TruOBGguhir5yykUTCkimflmH7PEuNtAot5Blj3SvPM+t7duRqat383HswBr/X0GymdJ2u640CWTynKoF1N/+dTlbB1QFxO3OpeKfW8Ke3nc+vWX40Ti+7n/r86lKUXApNxFcUESux51NK1VbLISWVM1JbpdzFX9DIXtC29X7mEUurqR7etudqXI33ds9ybKCVGax5oY1g1RmAVnB+0ApbufKwKyg1ltoMisX2UtFacU+7ZnDPQhdVIguQ0aXKRP670I2t+xS4/DrW3dn6Oh3ePrJqTz95FTWRvfgYEQ0kwdN5HxAOL2vnSe0KBcUhW6pl4gozCbBp34BjEq2oC2TUVkUVBbFelu2ENc3krDEfLr8loS2TObxRadIaeZrMx/ZN6uE6BPpHBhUe0oTb8XIA+YknJVyVIqFTuY0HjQncUrl+NzWuryW9AsRhhxmtByDSVX1C75j4RWalqSjUiy4ykYmJe+gWOPCNRd/x8u4upkIQzYzWsViUleV8bfoZ3mh/WQmxbzEpJiXyNV5MK/pUDYF1y/VVMerSQQVFtpkUAAIKihkxVffsqz3/fzYs/asKLdjffsujD12EN8SPZ6GUp45up+9zaPZ1bIdzbMzePjCn+jkcl4+sJNLQSEOz0f2MBromXgRnVyO2mJmyNnjdE5J5GCTVngZSgjPzwFFoWl2Bm/v3sTCXg+j1GNxQ76HG9cCfBj76xHUZjOeJQZGHDzBhYgQOiRco/OlJLSyjJOpnEm/7MO/qJiTTcPrPnA1lXXSPqbGczpZRlcxVUQnm62365PrXVaQjApYFDBX3JYV3A8YcT5rArOCSm8hZGahdaFWxbnF56eSyl5lp/hyAhbqKbn/vzf8fK9RKRa0ihkVCioU622lYXMEW8uQUWFBpSjW24oFP7mYj7LWsdmjPVs9arYdh1W0EckMWKhsI14HDLhWtBG13kLkrHxkLxWGijaCxfo6VcUAoWRUkEy1tNHKMhSbMjwOGHG5qR2GzSpA9pIw3miHG0to9EkhCcsDMN3GAkFkBYwWMCtgxnpbVlBWh6LsjUDZHY6yOxyCNSifBMIEL+t3Y2khFJit37GTRqQlhZxysv+dtqkXLJX1AqBVZLQVGS+0mK236/G9NUoaDhLKeM7jrMi0UXK4nzR203Ap4PI93bgW6EPsLut5zqPEwPD9J7kYGUzzlExaJ6WjslhwNZYxfdk2Mn09SQgNqPvA1TRNzEJnknEyljN6zVH88kpsguRBu86yt1cLSl3v7PzSMTGJ4MJCtnaw/U70uhhPm5TrqCwW3A1G3tuwmUIXVxKCHUvZ6mMspn/KKVxkaydjt4xLDEg5yfHAqrSsg5KPsze0HaXa+qUevaHGtfSw9VoKoJVldLL1S6c1m623G2AfkHu6JzliQT6R86qGMoM2FpP8mjelzXU0/UcuThkyFmcJfYwTZ5cEozhZL/wZYzxwvlZOx4Gp1vujPFhLzT3vjVodxpsmfJdqnShTa8h3cWdzi86EFeXy3eaFeJYZyHTz4p+9nyTJTo/07Xh88SmGLzpVeb/X9iusf+4+1r/QkXmzH2L83MO89ME+rkQHsGDmAzav7bktgYS2gWSF1f5rWQGGyJd5VTmKhEKW5MbXms4cUjsepNxKYFkBQ7LiMEkaVp+YU/n4F1FDkSU1k5O2EmAqokylId4tlHdajaVc5dhQWGBZAUMyK8qI+7SqjCZD+S3AthffIqnQq10wqut3IhlxNI4dMe0ocbb98o46fITI3Fxe3b6LV7dXbWl+c9q42/V174fxMZSwfeFsyjRatke355te/TFptLw64llm7FjPJ5tWcLpRJNOeeMbh42vMZl7bt40muVmYJYmrfoG88uQEkvwCaZybxcI1iwguKiDf1Z2lXXqzpkPN78LtmvRaLO8v38KkX/ZhVqk41LoJM2MH0ywti38s+4Xw7DxktZpLYUH8Zdp4snwc7+EZcSyOHe1q1gnArx9+TFh+PgBLv/0OgF4z3uW6r2Pz3ALn6wn6ompY0WeDgcy/emBsoSX87/lo080ozhKGGC1JS/1RnK1DAa7HTQTNKbKue/BTUTjIhcxpnjj+M/D/T7HKBZ7hfOX9/so1lhLNMqnNLV7lmNGFRxhbdKTyfr/Siyz37IYiSYTIhcQWHiG2sOr54eH120gqbH4hYfOqek0DNpSQ+poXpS20NP57HroMMxZnieIYHRd/CKxsI55HyogeXbVQvFura+i7OXF5Vc3gI2R+ESHzqtJY+W0oJf01Tww32mFFGaUxOq78EFBZRqM5hWgKLLR8rKqcvMddYa79URvpizykuflV99fpUab5oLxRbfhdBXipwE1lDfa3lcDsXDAp1gD6L178vMz+SOrooqOM1Vctfu9XeonlHl1Z4dWd7zKWEWS2ft/+mbMJgPHBz5Klcfz8MJ+OTCOO1WxGj455dGzQ9G8AL70+hhlLt/Di5gOYJRWH20Qxa9wgWqRkMvP7zQTnFVLqpONEiwie/9tYZI3jIwgDfz3H0O2n0cgW/mwbxmuzR1Kus4ZkOpPMQ/sv8e6Mx+/4vTx5NI7tdq5xngYDH6zdQHBBIUatltOR4Yx/6XnKtI5drxUJnrhyiL+dWIdKUchw9WFe+2EcaGQN+HXmch5K/ZN3uzt+bavu6z4V19IFFdfSNu35prd1QeX2r2YTWmht44tWfAtAv1ff43o99h24mdhxr4GJHfccJHbcc4jYcc9xYse9hid23HOM2HHPMWLHPceJHfccc7s77t3b0y0EQRAEQRAE4b9ABMmCIAiCIAiCUM09MSd5Zouai660iplXzHF0UDLxwEQa7ixWx3CsnptjPPun/e0wY1akEL0xHb/4YuIHB7PrQ+skcJXJwsA3zxJ0Vo9nmpG1SzpyvWvVal9dUTl9Z8fT+IB1Befpp8M4MqUJqlrGw2NWpNJqQwb+8cXEDw5i92zryuugU4V0//Iqgef1KCqJ1K7e7H+3OaWBFcNmisL9cxOJXmsdfjo/IoT3vIfazXIxtOQ0/Q0XiSrPZa9LCz7z7lf53H1lKbxcuJ8AczGXdEF85vVQnfPBft5Qc3tH1feFSKv1SBdNKI+7Y/6i5hCPam4+FnrcGAAAHl9JREFU6rn5yCuDUfpYpzqoPshFtbMEsswQrMH8qjfKUx4MCrOfNWKYksDDShKNKWQv4Xyqqt/CPIBW1+0P2w7Vn6J/yXmiTLnsdWvBZ37WROqtytIZV3iI5qZMLKg47RTG174PkK92u2U59oZtg34oImBtCa6XTOQOdePKXOvsVZfLJppOzcU52bqYpaSdjqR/+GBobp2C4PmHkdAvC3A7Z8LsqeLk79YMqLUN2wb8oMd3bQkul8rJH+pK8lzrXEPny+VETs3FqaKc0nY6Uv/hg7G5dd5Z4LdF+K0rQXfdjOyjInucO1kvetoftv2+AGmVHi6WweMeKPPszM+fm4dqTh6WVY2gou6lmTmwsRiKzOClRhnrCX/1tTtsO7T4T/qXXCCqPIe9ri35zNe6UYlGMfNW3naam7IIMut50384Z5xvLyvs1Kk152B7KCamEkcnMinCiUW0ZY9U/8U/u/5D02DuFdkvdr/l8xEF2axZPYfdTWKY3j8WFIXnT/zKiPOH8CgzcDCyNTP7PkWJrvaFPPrGt/4bhpw6ySu7d9KooIBsDw/eHPk0cVFNGPTnKV7btYPgwkLSvb2ZO/BRdrWpfVX9J6n2N2p4dN1ZHtx6icjEXA70b8aC6VXZAdrFpfLCZwcJyCwmPjqQBdMfJDvYNiOAe5GR+WNWkhbuzcDXa99qPiwnj1nLNtHxSjJlGg3bOrfjg9FDMKvVRF9L45PF62iWnkVCSCBvThjB+Yjar4GefiV2H49KyWb6t9uJvpJOvqcrc5/tz289WhFzKZUpK/YSfSUds0pFXNtIZr/wCDm+tWc38LnPfqai906upFNOAs5mE3lOHvzYtC9bIroSqc9k+qlVhJZad1+95BXKvDaPkexR+/qewFX2pxQOXGutk4jEPA72b8ZX71VtVtUuLpXn5/6Of2Yxl6MDWfDeA+RU1MnkWXvotSsBWVvVLzh+xwQ8C+3vCBqVksM732yndUIG+V6ufD7hIfb0aEWTa9nM/PxnwtOta6XONwvmk4kPkxhR+8K9zNO3Xsc05NRJXtm1k0b5Fe141NPENWnCyCOHmbTnN/z1eo43juKtkaPI8qp97rUSYH8X1bDsfGYt20jHhGvW9tWlLR+Msbav2YvX0+3SVaIyc/nbX0awtvetszgVNLM/nWfJiq9on5ZcuRNqpocXgye+w8Q/djPx0O7K/6dSLOhkM71e/YAC19ozXrml1j6tI7wwm1Ub5/Br4xhm9I2lU3oC32z7pjJFHMDHPYbzS/OayRrq454Iku1Ro5AtufKG+iGycKOrksZ08x+8KA0kU6r/Ll7VlQQ6cfTFKCJ/z0VTZnulS+vozalxEQx6/UyN1/X96DJag4XFu3rikmdi+F9Oom/kzMUR9rNflAQ4ETcpkoiDeTblOBfJnBvZiK29fFHUEn1nxdN/+kV+/s66OKLN6jSa/JrNTxu7gCTx+HOnGFR6jq1uNXMn5qrcWOnemU5l19ApVfk0PS0G3svfzhdeD3LEuTHP6I/wTsFOXvd/0uHPSwnWoLzmg7Sv1LoSu7qkclRbilGCqs0pcpWQlwRDUy3SqTLUsRmYG9e+QCAXZ1ZIremsZODE3ck/mqt2Z6VnVzoZk9EpVWm83C1Gtrm35Z/OgzGj4uX8PUzN3cmMwCccLsMUpOH6FC+89xtQ3fR5mQI1XF4YQFmYGiwQvFRPs1dyOLPdegE0u0pkj3Qn16gQ+lXdKZfKg9RkTPHEc7/RppzyQDVXF/pjqignYGkxUa/kcmG7tZ1KCiR95oehlRanZJlmz2Rb00k9ZedkGKRB+asP0t5SqKXupV9q1r0y2hOm+Vq3t02XkZ5OQ2lufz5yrtqNlZ5d6GS8ZlMnAOd0jdjo3oF3c+3/4HXEK5xERsVIhtKUAv7JQRIVrwZfAPR/1TsH1nMuoGrR8NBLcQyOj+PZJ6ZQ5OTKh7tX8PaBDczoN7pex+8Zf4k3t23h1THj+DM8nMCK3K5BhYXMXfUjk56ZwL6WrXjg4gUWrFhK37enk+vuWFqrPH9X1o7vyH1HU9CVVbVFjwIDb07fycK3+hLXM5LR/z7GtPd38fa/htu8ftzXh0mN9EFlufU8zlnLNpHj6UaXz6fjWWpk+Zx/M+63w6x4sBvfzV/K9wN6suzBHozZe4Tv5i/lgdlvUK65/Uu32mzhyw9Xs2ZgJyZ+EEvnc8nMn7WKkREv4FlsZO0jHfm9Q1PMahXvfruNmV9u5qV/jKn7wNUsb/YAH8c8SblaQ0RxFvMOfctlz0akufnxfqexZLj4oELhiaRD/OPEj0zo+7rDZeT7u7L22Y7cdyS1Rp288e4uvnm7D3E9I3n6u2NMnbGbd7+rOmdvim3Pyol1d7aozRa+mLWGNY92ZNL/jKHT2Wt8OXM1o+YFkO3rwd/eHkFaoBcqi8KoLcf56NONjJz/gsPvBSra8ZYtvDrWth13vXKFN7ZtI3bSSyT5+zNj00a++HE5Y15yfG3VrGUbyfFwp8sX71a0r0WM++0wSwb05EJ4CL90i+Ht1dvrPlBd5Tw8nHXtbX88/+v+/vzr/qqdCicf2E6nlMRbBsh1efvQes772yYkyHb1ZNDT79f7mLdyz063MEoalqnbkSm5o0gSR1ShZOBGcyW/7hc74MqAQBL7B2D0tg3YLDoVp56JIK2TNxZ1zV7bqL05HH8uEtlFjT7UhfPDGxG9vvbFBlceDrBbTnIfPxIGBlLurkF2UXN6TBghJ6qCotYbMzg5IYKSYGdKgpw4+Ww4AwwX7Zbxh0tTDjk3oUhl2zvT05hIssaXgy7NKJc0LHfvSlR5DmGy45+lMsgN5VE38LE/sV49PQfzdD/Q2n5mlr/5QnMdqCSUjs4oXZ2Rjte+OOygFMYfUihF3L2FKH+4NuOQazOKVC42j8e5RHHQtQWlKifKVFp+9riP6LL6LSTJH+hK/iOulPvYftXMXirKwjXWEQEFFLWEc1LVSb/kPidyhrtjvJ30TkDBQFcKH3FFrlYvZi8VJptywOmmcjIneWJoqwONRFlTLYUDXHA7XsvC0MHu8Kh7rXUvvZuN8l7NuqeZzhog36ACkuzvkPWHSzMOuTSt0YZlSc1Gjw6cc2qE5Q53vXRWZHqRyhLaYJQ0nJP8OUQj+nPtjo4rWD1y+SR6JxeOhjWvfKxP8vnKnU0NWieWdHiQh6+cwrncfu9XXf66awfz+w3gVGQkikpFppcXmV5eBBcWoHd2YV+r1iBJ7G0dTalOR0Rubt0HreZI3yYc7ROF3tO2LXbfd5WUKB8OPdSUcicNq/7SmciEXEKTq86nLc5mEJGYz55BLessJzwnjy1dYijTasn28mBfu5a0SMuk+8VENGYLiwb0wqTVsGRATyRF4f4LVxx6H1GpOQTm6Vn6WDcsahVHY6I41TqcoXtPc7BTM3b2jKbE1Qmjk5afBnehw4UUh45/Q5JHMOVq6/lKQQIkQktzKda6kOHqC5KEpChYJMkmh64jjjzQhGN9otB72V4Xuu27SupNdbL6OWudNEp2/BrXODWHgDw9y4d1xaJWcax9Y061DmPInjPo3Z1JC/K2vhfAopYIT8ur13sB+OvOHcwfULMd9zt/jq0xMVwODqZco2FB/wF0S0wkIsfx7bfDs/PZ0rUdZTot2d4e7GvbghbXswBY2r8Hv0c3o0z7H+gvVRSGnjvOpnb17+F9OPEkep0LR0Oa1/2fG8g925NcnbdiJAz9vdXTc3NmEEXBL8H+UJcjGsUVkNesaljfN6GEnJZV93NaudNDTnTomBHleVzVVqX6KVNpSdd4EVmeR6qm4XaukzYXg1ZC6VdHNgmDBenPMizPNlwC+LupnTGVa9q7s/Nb53bXUJdac6SmTr17bTumXWplOelTa/ncFQX3o2XkjKnHr/zNxaCToJ8bYGf3qfn51jRUpQpKhAae8IAljhfTEELRY0Gq3IwA4ApexOD4BUiw5WYy8vKx7Ux8bBJPXKhKByYpCtJN2wBICjiZZSIKc4j3d2wKncpioe31VHZHt+G3Tz5EVy6zq01bPho8lDNh4SQEBtLv/Fn2tIqm34VzmNQaLoY4vqFNbcKv5pHU7KbzqYuWzFBPwq/mcz3SB5XZwsTPDrLwzb5EJtYdDH7fvydDj/zJoZZN8Co18MCZS8x9fAAt0jK5GBZsM7XuYlgILa5nsq9d3cH3DZKdDFaSotAsueb3tNO5ayTcYupAXV4/s4FHU47jbCkn3rMRhwNbVT63ZfvfcTGbUCkK37ccUO8y7Am/mm+/ThLzSYu0XuMeWX+eR9afJ6uRB+vHdeDIg/Z3ULW3MYgENp/Xgafn4GKwvpeFsX3r9TerLBbapla0448+RCdXtOMhQyvLvLl8gBYZGVzzdyzh5PcDejL0yGkOtbrRvuKZO7xhP3+A1/duYereLVz1DWBen0Eci7Td16FTSiL+JXp2taxfDnM3k5FJJ7bz0sBJDIs/avOcr7GYnT/+HaNGx97ItizsOBCjtmE62P5XBMlqxcLb5kPsUkWRIt0bgVVyLz86/zuZnbOjcc0xEb0hHY3hzqYF+F0qpuvXSWxZUDV/TltqxuRRVU1l7hpclYok2bfZo+ailFNYrbe0RNLhotSvF8euEgvqj/KQf6r7YqR+OwclWofygEud//e/rbEpmzFFR/jA/7G7cvy4MxGoSi0ErCuhLPTupb05fSYMVakF33UlmELtf+1DPi8CC+Q+5cbtzfatUGJBmp2LsvIWwc4rPihTvFHOmpC2F4Pnf28QywWZkmrb2JagxRX7vdvC7Zt8dDsbWlt7jG/2e0Qrnj21h51N76PIyYVnT/4GgLPs+DnIv1iPzmzm0TOnGTVpCrJaxbc/LGbKr7uYO3AQGzp25vOfVuAky5Sr1UyJfQZDPbZ6r42zQabI27Z3udRdh0up9b0MWnuG+OhAElsF3FaQfKRlE0bvP8a5yf9AY7GwpmdHdnRsw6ubf6PI1bYcvaszbkbHUoBeDfMnz8uNCRsOseyxbnQ5k0Tnc8kcbdvY5v+1SMpk0qr9vPruKIeOf7PP2z3BvLbDaJOfTIfcREyqqnPN4IEf4CybGJh6nAwX71scxXHOhnKKvG2vJ9Y6sX6ntz7Vlh9e6UGpm472R1OZ+v5uCvxcSQirGXAmhfmR5+XGs+sPs3xYV7qcTqbT2WSOtWtc+X96r3wDZ6OJx349TXpg/To3/PU3teOXK9rx4sVM2b2Lfa1aMW/5Mn7s3oOkgABe2bUTiyThUo+RlyOtohi97yjnXvrgpvYVXa+/uTafPTiEBL8gytUaBl04ycJ1ixg+YRopPlWf7+Nnj7GjZXtK6/ldfOnEdja1qHluSfIKZPSwqSR5BxJSnM8H+1cy9ejPfNjzqTt6Tzfcs9MtbpAUhbfMh5FRsUBVv62B74a977ZAdlIxfuAhhk45TfygIIqD67+bjFdyKY9N/JP97zQnrXPVCaTcVY2uuCr41pWYKZW0Dm1PbZC0uFYLiF0VEwap4fLUqubkYxnhARG3TkSu+p9cpIsmzN8GOfQe/htCyguYmb2Rb3we4Jzz3cvZanFVkRnrTtOpuWhy7s786xvl5MS603hqXo1yAn7Q47u+hCuL/VGcHKsX6dM8lCfrrnskCdo5oTirkD6t33BrQzCgwRXb+c5uyJTiWBJ9wVbLnOt0S41neUyfGs9tbN2V7c068O+fF7Ju1afEhVp7mTLdHQ8wbizQWdqzF9menuS7ubOod1/6XrrA/ZfjeWvbL8S++DKt/vkxo198mdnrVtM67fqdvbmby3fR4Fpiez51KSnH4KrDJ6eEwWvP8uNtzH0FkCwWln62iO0d29D66/+h/Zcz8Cox8M6abZQ46/Aw2AbE7gYjJc6OBRmyRs1r746kT9xl9jz7OeM3HmZHz2gy/as6nMLT81j4wU989PwjnGhzZ7vXWSQVZ3yjCDAU8njyYZvnjBodmyK7Mf3UarzLiu+oHJvjumhxsVsn1rZytWUAxV7OWDQqTt4fwYGHm9Ft31W7x5I1al6f/iS9jiWw+5l5jNt4hJ29osn0t53TbnTWsebRTsz8fDM+BY6PIhu1dtpxn770vXiBP5q3YN7Dj7Bw2Q8c+OcsUn19KXFyIt3LsR8XksXC0jnfs71TW1p/+wHtF7yHV6mBdxpgDvLNTjeKpNTJmXKNhk3tunAitDF9rlyofN6p3MQjF/9kU7vO9Tp+i9zrdE2LZ0WbmueWXFdPrvoEo0gq0jz8mNdlCP2STtf7vVR3b/ckKwpTzUfxxsh76j6Y67GV7t1S5q1lx6dVi+fu/zyBzHb16+X2uG7k8b/8ybGXGnNpmO3Cv7xmbvhfLCYzxnps/4vFXNM4toPMNa0v/Uqr5jE7WcoJkYtI1t7ZTjQ3Ux0wQLqM6oeKxOm5ZtSTsrC87I1livWLrfo0D9WeUuR1jcDj3qlLewLlImZnreMnz2785tb67hdoAbVBQZdhRva/i4nULaAyKGhvKsdvdTFBX+uJXx1oXbTnqIOlSGkyLKmYS59rRnoxA2WyD0yxM51HViBZrvn4f8h1PFBjIVTRV065aEIBydwbo1T/W3W+foVG+ny2L5sFgGu5dZvaJmsyGf3UVL7uOpCvuw4EoEfKJTLdvMhyczxILnJ1Jd3Lq2Leq63otOsci2rCmTDrwp4z4RH8GR5Bz8vxXGjUMD90U6J8eXD7pcr7ToZygq8XkRLlQ/PzWfjkljJv7CoAdGVmdGUyx/46i26fvYtFZXve8y4xEJpXyA/97sek1WDSaljTqzNvbNjJzFGDeWHHAZtRw1apGSx9yPEdM+MbBzHhw/GV95e9uZifH7IOe4dkFfDd+8v5dmRvfnmwAbbzrqBWLHbnHqsUBWeziQBjIQVODbMIPyXKhwe2xVfer6yTJvanEyoV86NrczkqiOc/Gld5/4e/Lan8vG6mUhScy8oJzNWT733r7EfV3aodAyzv2YvlPXsB0Dg7m8m7dxMfbD8xQG0q21f/Hje1r068sX4Xs0fZz+rSICTJZnrVgPgzFDq7cjSi2S1eVLtOGVdoVJzPltXVzi0FmcQOm1qz+AbcJO+ejlRetcQRQRHvq3tjku5OPC/JFtRlZiSzgmRWrLdla/YJtcn6HIC6vOJ2xYfvda0U54JyJLNC5P4c2q5J4+iLjesux2JbjltmGU9MOMnpMaGcfbrmSfzisGDu+yEFt8wy3LLK6LD4GrtcWtkpwZpeRavIqBQFFTduW/jDqQmN5Tx6Gq6gVWRii4+RpPWr33xkWQGjBcxY/xktICvIq0OQ94Qh7wpF3hUKQWrMH/tjmWANPFTz81FtLEZeGQK+dQeB1vdiRoWCCsV6W2nYPFuVnxcWVIpS+Xn5ycV8lLWOzR7t2epxhxcNWUEyKkhmwII1I4is4HXAgOtZE5gV1HoLkbPykb1UGJpV9GZarK9TVcwAkIwKkukWX/zKchSbcjwOGHGpKEeltxA2qwDZS8JYUY7PxhIafVJIwvIATHUtEqyse8Wm7pXVoSh7I1B2h6PsDrduX/tJIEzwAosCSwuhoOK7c9KItKQQpZf9qTY2dXJTGwbQKjLaiowXWszW2/U4GRolDQcJZTzncVZk2ig53E8au7mzHrT/69ZFd2dI7DuMGjmVUSOnsqZNDw5ERvPykIl4GksJK8wBRaFJXgbTfv+Zf3UegFLPjo+1nbvyzB8H8SvW41layoSD+9nTKprT4RF0vppY2XMcfT2VzklXuRjieOpQlWxBWyajsiioLIr1tmzhSJ8owhPz6b43EW2ZzMjFx0lu6sv1SB9OdI9g0ppYpi1+immLn2Llc5252tyfQR+8ViNABsj3cOOavy9j9xxGbTbjWWpgxO/HuRAewuFWTTCrVEzY/Tu6cpnxv/4BwB+tmzr8XlokZaIzyTiXlTN+wyH884vZ2K89gblFLJqxnJWPdmbNo/UfqfUuK+ah66dwka3BS5esS/RLO8UJ/6Z0zo6neeF1VIoF13Ijk8//gl7rQrK74zvEVdaJ2bZOjlbUSbc91jp5qqJObsxH7r4nEefSciSLQvsjKfTZcZm4Xo1rLaf51YrPy1jOM+sP459XzM/9Y+h+MpGWVzJQmS24lZYx7d+7KHJ35mp4/TamX9ulK8/8Xq0dt45GV15Oi4x0UBRC8vP559o1LOndmyJXx3aPzfdw41qAD2N/q2hfJQZG/H6CC+HWYFsryziZypEU0JjN1tsWx66zHkYDPRMvopPLUVvMDDl3nE4piRyMqopThp05xqa2nes9eryhZXeGPfkOY4ZNZcywqaxr1YOD4dFMfngindITCC7OB0UhqDifV+K2sC+yZvav+rontqV+WDe6xh8RqJSwXN6MCRXmm2L5eerO/KZq7HAZg/+0s5gI6LYgke4LbYddDr8cxZEpTZjQ/3c802wzMHy/6370oS4035ZJn4/icdLLFES6cnBaM6718qs1T3LXBVfp9lWSzWNHJjcGCbotSMLkahs4fnu8YlhBUbh/zhXarEsH4NyIEN7baj9Pcqz+KGOLj9k8tty9Cys8ulbmSQ4067mkC2KuV7+68yQf31bjMdWcPNSfFdg8Zp7qjeUN215pTddrmOf4V+ZJ1jZKRNEBmqq/2/KqNwM/6Y894yzneIbzNo8tJZplqja3/JvtqW1729iCQ4wtOmLz2HLPbiiSxLjCwxgk2+H34eG3Tr9jL09y2OcFhM2zTeGW+poXpS20hM8tQJdhxuIsURyjI+UtH0pbV+RJPmQkenSmzeuKujmRsMr+hSXk80JC5tluf5r+mieGFloazS1EW1FOaYyOtLe8MFSU06ZXmvVv0FXVS97jrvjNrTm3XJqTizTXdrW4Ms0H5Q3bRY1SlySUuYHWPMkWBSk2HU4ZwaRYA+iRHvCqD4O7Dq5RRmzhYcbqbRdlLPfoygqv7ixJX0yQWW/z3PjgZ+tsx/a2uPVQTEwjjo5kokfHv2l3h3mS19zbc4ca2H0vf1bnhWPSsR2EF+YwvX8sEQXZfLl1EUElBeQ7u/NjTG+Wt7/1gqdb5UnWmM3M+Hkjj506QZlGy9aY9nw0aAgmrZZxfxxkwsH9+OmLyXN3Y3mPnizq80Ctx2rf87Ldx0ctOsaoxcdtHls1oROrnutCzLFUnv/8IAEZei5HBzJ/+oNkh9Rshw9uvUj/zRdvmSc5+loa7/+0megUa67iQ62aMmPsMHI93WmTfJ2Pl6yneVpmZZ7kc5G194jXlid56uLdjNh1Eo3ZzInoCD6cOJCUEF8mrdzH5J/2U+pse67rturtWsvw+a5m769XWTEzjy+naVE6KhQyXXxY2/h+fonsxgNpp3nu0k4CjIWY1FoueoXxTetHSfSsff1K4Dv2F6ePXBTHyO9t62T1Xzqx+rnOtDuWyvOf/Y5/hp6ENhW5q0OsI0UzX9pExJU8JEUhq5EHG8Z14Pf+zUjIsx/cvv79rzyx81TF5xXOxy8+QkojXwYcvMDLy/cRlFuEUaflfPMQ5o1/kMtRtedC1l+sfcRWYzYzY9NGHjtZ0Y7bt+ejwUNwkmVWLvyKiNxcSpycWNulC58NfNTuD60b5FryJEcnp/H+j7/c1L6aMOMZa/taOftf9LhkG/+MeusFDre2v6jR7WLNqT4+pcV8s/o7muRlYZYkrvoF8mXvRzkUZV1cGqgvYPfCWQyZ+BbXfG5vUahL1q1PLxNP7CBcn8OMvrHEnt3H2LN78SwzUODsyt6ItnzVeRCl2ltPfz2+aOptnbPv2SC5odUWJDe02oLkhrT1oYaddF8be0FyQ6ttM5GGVFuQ3NDsBckNrbbNRBqa3c1EGpi9zUTuBntBckMTQXLDq2szkYZSW5DckI7HN77rZUDtQXJDshckN7TaguSGVluQ3JBuFSQ3pNqC5IZkL0i+G+oKkhvC7QbJ9/R0C0EQBEEQBEH4bxBBsiAIgiAIgiBUc09MtxAEQRAEQRCEe4noSRYEQRAEQRCEakSQLAiCIAiCIAjViCBZEARBEARBEKoRQbIgCIIgCIIgVCOCZEEQBEEQBEGoRgTJgiAIgiAIglCNCJIFQRAEQRAEoRoRJAuCIAiCIAhCNSJIFgRBEARBEIRqRJAsCIIgCIIgCNWIIFkQBEEQBEEQqhFBsiAIgiAIgiBUI4JkQRAEQRAEQahGBMmCIAiCIAiCUI0IkgVBEARBEAShGhEkC4IgCIIgCEI1IkgWBEEQBEEQhGpEkCwIgiAIgiAI1YggWRAEQRAEQRCqEUGyIAiCIAiCIFQjgmRBEARBEARBqEYEyYIgCIIgCIJQjQiSBUEQBEEQBKEaESQLgiAIgiAIQjUiSBYEQRAEQRCEakSQLAiCIAiCIAjViCBZEARBEARBEKoRQbIgCIIgCIIgVPP/AF66S0g7ft5iAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5aeb5d07f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "orderings = [\n",
    "    inverse_permute,\n",
    "    variance_order, \n",
    "    count_sort_dendrogram[\"leaves\"], \n",
    "    dist_sort_dendrogram[\"leaves\"],\n",
    "]\n",
    "\n",
    "fig, axes = plt.subplots(2, 2)\n",
    "axes = axes.ravel()\n",
    "\n",
    "for ordering_idx, ordering in enumerate(orderings):\n",
    "    pixel_indexes = permute[ordering].reshape((12, 12))\n",
    "    axes[ordering_idx].imshow(pixel_indexes)\n",
    "    for i in range(12):\n",
    "        for j in range(12):\n",
    "            axes[ordering_idx].annotate(pixel_indexes[i, j], (j-0.33, i+0.25), fontsize=12, color=\"r\")\n",
    "    \n",
    "for ax in axes:\n",
    "    ax.axis(\"Off\")\n",
    "\n",
    "axes[0].set_title(\"Original Pixel Ordering\")\n",
    "axes[1].set_title(\"Variance Ordering\")\n",
    "axes[2].set_title(\"Count Sort Dendrogram\")\n",
    "axes[3].set_title(\"Distance Sort Dendrogram\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Although nearby pixels in the image plane do tend to get mapped to nearby features. The 2D nature of the adjacency in the image plane means that we can't preserve closeness in both directions at once. For the original feature ordering we run along one row at a time preserving adjacency in column. \n",
    "\n",
    "Thinking about the features as being adjacent in 2D makes it clear why there an be no one right ordering. We could have ordered the pixels in columns instead of in rows or in diagonals or in hilbert curves etc. No matter how we do it we are going to end up making some pixels which are nearby in the image plane far away in the flattened ordering."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Bonus Round Combined Orderings\n",
    "\n",
    "Although this isn't general enough to qualify as a general guideline for visualizing correlation matrices I have one more neat trick that can be sometimes useful. The fact that the correlation/covariance matrices are symmetric means that we are wasting some of our visual bandwidth by displaying 2 halfs of the same matrix. Since as we have seen above the way in which we order our features can have a dramatic impact on the way our covariance matrix looks why not display 2 different orderings one above the diagonal and a different ordering below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5af02d95f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 2)\n",
    "\n",
    "imshow_kwargs = {\"cmap\":blue_orange_divergent}\n",
    "order1 = inverse_permute\n",
    "order2 = count_sort_dendrogram[\"leaves\"]\n",
    "\n",
    "corr_neg = calculate_covariance(x_norm[y==0])\n",
    "corr_pos = calculate_covariance(x_norm[y==1])\n",
    "\n",
    "neg_mat = np.zeros(corr_neg.shape)\n",
    "pos_mat = np.zeros(corr_pos.shape)\n",
    "\n",
    "idx_mat = np.arange(144**2).reshape((144, 144))\n",
    "triang_mask = (idx_mat-idx_mat.transpose()) < 0\n",
    "\n",
    "reordered = corr_neg[order1][:, order1]\n",
    "neg_mat[triang_mask] = reordered[triang_mask]\n",
    "reordered = corr_neg[order2][:, order2]\n",
    "neg_mat[np.logical_not(triang_mask)] = reordered[np.logical_not(triang_mask)]\n",
    "\n",
    "reordered = corr_pos[order1][:, order1]\n",
    "pos_mat[triang_mask] = reordered[triang_mask]\n",
    "reordered = corr_pos[order2][:, order2]\n",
    "pos_mat[np.logical_not(triang_mask)] = reordered[np.logical_not(triang_mask)]\n",
    "\n",
    "heatmap_plot(neg_mat, imshow_kwargs=imshow_kwargs, ax=axes[0])\n",
    "heatmap_plot(pos_mat, imshow_kwargs=imshow_kwargs, ax=axes[1])\n",
    "\n",
    "axes[0].set_title(\"y=0\")\n",
    "axes[1].set_title(\"y=1\")\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This way of combining feature orderings may not be worth the extra trouble or the extra mental burden of remembering that the rows and columns above and below the diagonal bear no relationship to each other. But the resulting visualizations are extremely appealing to me aesthetically in this particular case."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Final Thoughts\n",
    "\n",
    "Correlation or covariance matrices can be a nice tool to have in your exploratory visualization tool kit. Some times looking at high level relationships between lots of different variables at once reveals structure that you wouldn't have been able to spot just looking at any hand full of features by themselves. \n",
    "\n",
    "Comparing the look of the covariance matrices of small subgroups of data selected by different criteria of interest can be a great way to get a handle on some sorts of signals present in your data which can be invisible to other modes of analysis. For example in the plots above where we visualize covariance matrices separated by the target class it is important to note that both classes are allowed to have their own mean as a free parameter. The correlation structure that we see is a shift in variance separate from the shift in mean. \n",
    "\n",
    "Visualizing the shift in the mean of two groups is something that I see often but the associated shift in variance (which is often just as informative) is often not visualized because unlike the mean which is usually a vector the shift in variance is a 2D tensor and significantly harder to deal with.\n",
    "\n",
    "If I have managed to convince you that correlation matrices can be useful multi-variate visualization tools I hope I have also managed to convince you that following the guidelines I laid out above will significantly improve the quality of those visualizations. Diverging color maps with symmetric bounds to help to distinguish between positive and negative, clip the hand full of largest and smallest values, and use a dark color at 0 to enhance color contrast.\n",
    "\n",
    "Also although it is not as easy as the purely mechanical guidelines above remember that the ordering of the features makes a big difference and think of mixing up the columns in creative ways to see if it makes the correlation structure more clear. In the absence of some other approach use a hierarchical clustering of your columns."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  },
  "nikola": {
   "author": "Tim Anderton",
   "category": "",
   "date": "2018-04-12 13:33:31 UTC-06:00",
   "description": "",
   "link": "",
   "slug": "tips-for-visualizing-correlation-matrices",
   "tags": "visualization, covariance, color maps",
   "title": "Tips for Visualizing Correlation Matrices",
   "type": "text"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
