{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Geosilhouettes: geographical measures of cluster fit\n", "\n", "[Silhouette statistics](https://scikit-learn.org/stable/modules/generated/sklearn.metrics.silhouette_samples.html) (Rousseeuw, 1987) are a nonparametric measure of an observation's goodness of fit to a given cluster. Where clusters have a *geographical* interpretation, such as when they represent geographical regions, silhouette statistics can incorporate *spatial thinking* in order to provide more useful measures of cluster fit. The [paper by Wolf, Knaap, & Rey (2019)](https://doi.org/10.1177%2F2399808319875752).\n", "([preprint on SocArXiv](https://osf.io/preprints/socarxiv/vd3uk/)) defines two:\n", "\n", "1. **Path Silhouettes**, which characterize the joint geographical and feature similarity in a clustering.\n", "2. **Boundary Silhouettes**, which characterize how well-defined a geographical boundary is in a clustering. \n", "\n", "Together, these two new measures provide new ways to measure the goodness of fit of clusters in clustering problems in geographic data science. \n", "\n", "Below, we'll dig a little into how these are implemented in the `esda` package. First, though, let's set up some data. We'll be considering a single *univariate* dataset, the Gini index in 1989 in counties for the US Deep South." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import libpysal\n", "import numpy\n", "import esda\n", "import geopandas\n", "import contextily\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To focus in on only the deep south, we'll build an array of states that fall within the deep south:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "focus_states = [\"Alabama\", \"Georgia\", \"Louisiana\", \n", " \"Mississippi\", \"South Carolina\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then, we'll read in data for all of the south, using the example datasets in the `libpysal` package:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "south = libpysal.examples.example_manager.load('South')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "south = geopandas.read_file(libpysal.examples.get_path('south.shp'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then, we'll filter out only the states in the deep south:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "deep = south.query('STATE_NAME in @focus_states').reset_index()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "deep['state_label'] = deep.STATE_NAME.apply(lambda x: focus_states.index(x))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, for mapping purposes, let's get a basemap. This is done using the `contextily` package, which expects our data in a specific coordinate projection system. For more, check out the [`contextily` user guide](https://github.com/darribas/contextily/blob/master/contextily_guide.ipynb). " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "deep.crs = {'init':'epsg:4326'}" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "deep = deep.to_crs(epsg=3857)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "basemap, extent = contextily.bounds2img(*deep.total_bounds, zoom=6,\n", " url=contextily.tile_providers.ST_TONER_LITE)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f,ax = plt.subplots(1,2, figsize=(12,3), sharex=True, sharey=True)\n", "deep.plot('STATE_NAME', ax=ax[0], alpha=.6)\n", "deep.plot('GI89', ax=ax[1], cmap='plasma', alpha=.6)\n", "for ax_ in ax:\n", " ax_.imshow(basemap, extent=extent, interpolation='bilinear')\n", " ax_.axis(deep.total_bounds[[0,2,1,3]])\n", "f.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# The Silhouette Score" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The standard silhouette score used in classification/grouping problems as measure of how well-fit an observation is to its current group. The measure is fairly robust, well-studied, and is common in many different problem areas. \n", "\n", "Statistically, the silhouette score is composed of a few components: \n", "- $c$, the cluster in which $i$ is assigned\n", "- $k$, another cluster in which $i$ is not currently assigned\n", "- $d_i(c)$: the dissimilarity between observation $i$ and $i$'s own cluster $c$\n", "- $d_i(k)$: the dissimilarity between observation $i$ and a cluster $k$ that $i$ is not in. \n", "\n", "Here, we define $d$ as an arbitrary dissimilarity metric. For most cases, it's normally the euclidean distance. So, if you see $d_i(c)$, this is the average dissimilarity between observation $i$ and all other observations $j$ in cluster $c$. \n", "\n", "Then, we need to define the *second best choice cluster*, $\\hat{k}$, which is a cluster that $i$ is most similar to, but of which $i$ is not currently a member:\n", "$$\\hat{k}_i = k\\ | \\min_k \\{d_i(k)\\}$$\n", "\n", "This lets us define the silhouette score as the relationship between the dissimilarity scores for $i$ and its cluster $c$, and $i$ and the second-best choice cluster, $\\hat{k}$:\n", "$$ s_i = \\frac{d_i(c) - d_i(\\hat{k})}{\\max\\left\\{d_i(c), d_i(\\hat{k})\\right\\}}$$\n", "\n", "This value is close to 1 when $i$ is much closer to its current cluster, $c$, than the second-best cluster, $\\hat{k}$, indicating strong fit to its current cluster. And, when $i$ is more similar to $\\hat{k}$ than to its own cluster $c$, the value of $s_i$ is close to -1. We can compute the score for each observation using `sklearn`'s `silhouette_samples`:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "from sklearn.metrics import silhouette_samples\n", "silhouettes = silhouette_samples(deep[['GI89']].values, deep.state_label)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, we can visualize the silhouette scores by county. With this information, we can see that there is very strong heterogeneity in the Gini coefficient *within* states, because the silhouette statisic for each county is usually negative (i.e. blue). But, in some areas (e.g. areas of South Carolina and Louisiana), the silhouette statistics for counties are positive (red), suggesting those counties are well-fit to their surroundings. " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f,ax = plt.subplots(1,2,figsize=(12,3))\n", "ax[0].hist(silhouettes)\n", "deep.plot(silhouettes, ax=ax[1], cmap='bwr', \n", " vmin=-.5, vmax=.5, alpha=.6)\n", "ax[1].imshow(basemap, extent=extent, interpolation='bilinear')\n", "ax[1].axis(deep.total_bounds[[0,2,1,3]])\n", "f.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On the contrary, if we used a *data-driven* definition of regions, we might expect the silhouette scores to be more positive. For example, if we used $k$-means to define the *best* data-driven groups we could have for this data, we might have something like this:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "from sklearn.cluster import KMeans\n", "data_driven_clustering = KMeans(n_clusters=len(focus_states)).fit(deep[['GI89']].values)\n", "data_labels = data_driven_clustering.labels_\n", "data_silhouettes = silhouette_samples(deep[['GI89']].values, \n", " data_labels)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This yields the following geography of inequality in the deep south:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "deep.plot(data_labels, categorical=True, legend=True)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And, in this geography of inequality, each county is very well fit to its group:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f,ax = plt.subplots(1,2,figsize=(12,3))\n", "ax[0].hist(data_silhouettes)\n", "deep.plot(data_silhouettes, ax=ax[1], cmap='bwr', \n", " vmin=-.5, vmax=.5, alpha=.6)\n", "ax[1].imshow(basemap, extent=extent, interpolation='bilinear')\n", "ax[1].axis(deep.total_bounds[[0,2,1,3]])\n", "f.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Nearest Label" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Fundamental to the measurement of the silhouette score is the idea of a *next best fit cluster*. This is $\\hat{k}_i$, the cluster to which $i$ *would* be assigned if it were not in its current cluster, $c$. This is a useful concept, because it shows the latent relationship between observations and other clusters. It gets at how the clustering *might* be different if different decisions about grouping/classification had been made, and helps us construct a measure of how much \"better\" $c$ currently is for $i$ than $\\hat{k}_i$ would be. \n", "\n", "But, by default, `scikit-learn` does not provide you with $\\hat{k}_i$. Instead, it only provides $s_i$. So, `esda` provides this for you in the `nearest_label` function:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/conda/lib/python3.7/site-packages/numpy/core/fromnumeric.py:51: FutureWarning: Series.nonzero() is deprecated and will be removed in a future version.Use Series.to_numpy().nonzero() instead\n", " return getattr(obj, method)(*args, **kwds)\n" ] } ], "source": [ "nearest_label = esda.nearest_label(deep[['GI89']].values, deep.state_label)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With this function, you can visualize the geography of the *second-best choice*, $\\hat{k}_i$. For example, most of the south of Alabama and Georgia and the [Mississippi Delta region](https://en.wikipedia.org/wiki/Mississippi_Delta) has a \"second choice\" similarity to the inequality profile of Louisiana. This means that, if these counties *were not* in their own states, they'd be most similar to counies in Louisiana. \n", "\n", "However, keep in mind that this idea of a *second choice* excludes $c_i$ from the potential list of *nearest labels*!" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "nearest_outside_state = numpy.asarray(focus_states)[nearest_label]\n", "f, ax = plt.subplots(1,2,figsize=(12,4), sharex=True, sharey=True)\n", "deep.plot('STATE_NAME', ax=ax[0], categorical=True)\n", "deep.plot(nearest_outside_state, ax=ax[1],\n", " legend=True, categorical=True, \n", " legend_kwds=dict(loc='lower right', ncol=2))\n", "ax[1].set_title('Most similar *other* state to county ($\\hat{k}_i$)')\n", "for ax_ in ax:\n", " ax_.imshow(basemap, extent=extent, interpolation='bilinear')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To allow for this, the `keep_self` argument modifies `nearest_label` to return the nearest label out of *any* group, regardless of whether or not the observation is currently in that group. This means that the *nearest alternative label* is provided by `nearest_label`, but the *absolute nearest label* is provided by `nearest_label(data, labels, keep_self=True)`. \n", "\n", "These two can be quite different. Below, you can see that the similarities definitely shift when we allow observations' nearest labels to be their *current* classification. There, we see that most counties are either more similar to Louisiana, or they're more similar to South Carolina. Forcing the return of the *nearest alternative label* caused Mississippi to be included as the second choice of most of the counties in Louisiana, and for Alabama & Georgia to be given the second choice of many counties in South Carolina. " ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/conda/lib/python3.7/site-packages/numpy/core/fromnumeric.py:51: FutureWarning: Series.nonzero() is deprecated and will be removed in a future version.Use Series.to_numpy().nonzero() instead\n", " return getattr(obj, method)(*args, **kwds)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "nearest_label = esda.nearest_label(deep[['GI89']].values, \n", " deep.state_label, keep_self=True)\n", "nearest_state = numpy.asarray(focus_states)[nearest_label]\n", "f, ax = plt.subplots(1,2,figsize=(12,4), sharex=True, sharey=True)\n", "deep.plot('STATE_NAME', ax=ax[0], categorical=True)\n", "deep.plot(nearest_state, ax=ax[1],\n", " legend=True, categorical=True, \n", " legend_kwds=dict(loc='lower right', ncol=2))\n", "ax[1].set_title('Most similar *other* state to county ($\\hat{k}_i$)')\n", "for ax_ in ax:\n", " ax_.imshow(basemap, extent=extent, interpolation='bilinear')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Geographical Structure" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For many geographical analysis algorithms, we require some sense of geographical structure in order to \"understand\" geography. At its most basic level, this requires us to define a representation of geography that can be used in analysis. Often, this takes the form of a [*graph*, or *network*](https://en.wikipedia.org/wiki/Graph_(discrete_mathematics)), that links observations. In this mode of analysis, each *node* is an observation and each *edge* represents a geographic connection between observations. \n", "\n", "The `pysal`/`libpysal` libraries contain many tools for building graphs from geographical data. In these domains, it is common to refer to one representation of the geographical graph as a *spatial weights matrix*, since it reflects the *spatial weight* each observation has on every other observation. As such, this is stored in the `libpysal.weights` module. \n", "\n", "Here, we'll construct the [Rook Contiguity graph](https://gis.stackexchange.com/questions/172998/queen-vs-rook-neighborhood) (sometimes called the [von Neuman neighborhood](https://en.wikipedia.org/wiki/Von_Neumann_neighborhood)) for counties using the `libpysal.weights.Rook` constructor:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "w = libpysal.weights.Rook.from_dataframe(deep)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To see what this looks like, we can plot the graph below, where \"connected\" counties have a black line drawn between their centers:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f,ax = w.plot(deep, edge_kws=dict(linewidth=.5), \n", " node_kws=dict(s=0))\n", "deep.plot('STATE_NAME', ax=ax, alpha=.6)\n", "ax.imshow(basemap, extent=extent, interpolation='bilinear')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Path Silhouettes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The path silhouette models the joint geographical and feature dissimilarity between two observations as a *joint* spatial and social similarity: \n", "\n", "$$ d(i,j) = d_f(i,j) * d_s(i,j)$$\n", "\n", "where $d_f(i,j)$ is the dissimilarity between the *features* for observations $i$ and $j$ and $d_s(i,j)$ is the *spatial* dissimilarity between sites $i$ and $j$. Often $d_s(i,j)$ is measured by the euclidean distance matrix between all pairs of sites, but this can sometimes include inaccurate or mis-representative information about distances for some kinds of spatial data. Therefore, the *path* silhouette uses a $d_s$ that computes the total pairwise dissimilarity for a *path* connecting $i$ and $j$. \n", "\n", "For the full distance matrix, this *path* dissimilarity between sites $i$ and $j$ reduces simply to the dissimilarity between sites $i$ and $j$, multiplied by the dissimilarity between sites $i$ and $j$. When $d_s$ is *not* the full distance matrix, $d_f(i,j) * d_s(i,j)$ is modeled as the length of the shortest path connecting sites $i$ and $j$. This path may include *other* intermediate sites, such that the whole path cost is the *sum* of the links on the shortest path from $i$ to $j$. For instance, if the shortest path from $i$ to $j$ is built from additional links $i \\rightarrow l \\rightarrow m \\rightarrow j$, then the path cost representing $d(i,j)$ is:\n", "\n", "$$ d(i,j) = d_f(i,l) * d_s(i,l) + d_f(l,m) * d_s(l,m) + d_f(m,j) * d_s(m,j)$$\n", "\n", "This *path metric* is common in geographical analysis problems, but provides a useful insight into the joint geographical-feature similarity of observations & groups. Then, with this $d$, the silouette is computed identically. \n", "\n", "In `esda`, this is done using the spatial weights object we built before, in addition to the same data and labels we used before for the classical silhouette:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "path_silhouette = esda.path_silhouette(deep[['GI89']].values, \n", " deep.state_label, w)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f,ax = plt.subplots(1,2,figsize=(12,3))\n", "ax[0].hist(path_silhouette)\n", "deep.plot(path_silhouette, ax=ax[1], cmap='bwr', vmin=-.5, vmax=.5)\n", "ax[1].imshow(basemap, extent=extent, interpolation='bilinear')\n", "ax[1].axis(deep.total_bounds[[0,2,1,3]])\n", "f.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With this, we see that *most* path silhouetes are positive, but some (especially on the boundaries between similar states) are negative. Further, we see that the two states surfaced in the traditional silhouette analysis (Louisiana and South Carolina) are *again* strongly path-similar, meaning they're both geographically distinctive and homogenous in their inequality profiles. \n", "\n", "There is much additional output available from the `path_silhouette` function, but one useful output provides the path equivalent of `nearest_label`: the next best fit cluster under the path metric. To access this, pass `return_nbfc=True` to the `path_silhouette` function:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "path_silhouette, next_best_path = esda.path_silhouette(deep[['GI89']].values, \n", " deep.state_label, w, \n", " return_nbfc=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Intuitively with this, we see that the *path* similarity can enforce a strong spatial structure in the second choice cluster plots. For instance, the \"end\" states (Louisiana and South Carolina) have basically no choice other than their closest state. But, the middle three states are split quite neatly in half between their neighbors. \n", "\n", "However, together these combine in the silhouette plot to produce rather remarkable patterns in terms of joint geographical and feature similarity! The patterns don't strictly follow the boundaries. Indeed, the negative path silhouettes in north Georgia (largely driven by similarities within the Atlanta-Athens suburbs) and the positive areas completely disregard the divisions in the path-similar map. This suggests that this similarity changes smoothly over geography, even when the \"reference\" category does not. " ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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L6LpOa2srUpYnr9e6diw2T0FKaTZgNU0zzzUmJ1vTYLPZqlxPGsnz1fBXr2e1Xm74C0XK8uIBtY3D2rkOXV1dzMzMMDw8TE9PD36/n3PnzuF2u0mlUuRyuYveqL1SUDpyYSgdmY/SkfMoHVkeSkeuXN5THaxsNstjjz3G+vXrCYVCHDlyhF27dnHLLbc0XCidTifpdLrub1bhuFZZTmVQKpWYnZ0llUrR2dmJpml1zwuFQqZwXuy8M3ymjQp8taydqVSKP//zP2fTpk186EMforu7myNHjhCLxchms4yOjpquKy0tLei6zvPPP08oFELTNKanp0kmkzzzzDP09fXR3NzML//yL6/CHZ+nUCjwD//wD9x4440APPfcc+aQfWdnJzMzM0SjUbZt24YQgkgkwsmTJykWizz66KM0Nzdz6623snv37iqroSEqRgXfyDtgVOrGO2M0KIUQTExMMDo6SjQaNa2jNpuNG264wYy7VCpx9uxZwuEwwWAQp9NpWlW9Xi+Tk5P85Cc/weFw8KEPfciswE+ePMmuXbvmWYuNlcYasUQb9xyLxRgbG6O9vb3uxPt65PN5EokEzc3NZgNipaK4XGtpPp/n9OnTtLS0kE6nicVieL1eHA4HPT09ZjzGvbndbjRNY25ujlAoRFtbG7lcjv3797N27VrS6bTp6hGNRjl79ixer5fu7u4lLahSSsbGxszFHq6mOlPpyIWjdKQ+SkeUjigduXZ05D3VwQIIh8OcPXsWTdMoFArmEGWjGOGupWHMRliulUNKSTQaJZvN0tvbu+DSu1AWRkNALsaSuvVYzWcnpSQSifCd73yHffv28YEPfID29nY2btzI3/zN35hLkIbDYYrFIslkkh07duB2u5mZmaGlpaVqBR2Xy0VLS0vVylq1aV9pA+z222+nWCxy9OhR1q5dy+joKLFYDIfDQTqdJp/P09PTwxNPPMEtt9zCO++8Y1pTA4GA2biptUzVWvOWyi8ou46USiXi8TjJZJJSqURbWxsul4vTp08TiUTwer0IIUgkEgwODpqW0ba2NqLRKHa7HZ/PRyqVIp/P4/P5uPPOO0mn06RSKTo6Opienubw4cNMTEyg6zrvvPMOpVLJnMvh9Xq58cYb2blzJ0NDQ7jdbnp7e6vux/ocSqUSqVSKp556ivXr1zMyMsLAwICZF4Y1NxaL4fP5mJubo62tjbm5OVwuF6+88gr79u0jEAgwOztLIBAgmUzidrspFots2rSp4SWElzMCMDg4yP79++ns7GR0dJS3336bNWvWcOedd2Kz2YjH4zQ1NTE7O0sikSCZTNLf308mk+HIkSP09vZy8uRJfvazn9HX10drayvr1q3D4XDw6quvkkgkcLvdrFmzhqamJnw+H7qu4/P5iEQippCHQiEmJyc5dOgQAwMD3HLLLQ3dw5WE0pGVoXRkYZSOKB1ROnJt6Yi4GiZSrhbbtm2T3/zmN83eciqVoqenh76+voYLmK7rjIyM0NfXV+XPa51geC1N0jMwhqEb3U/BmFTa0dFR1+JodQOIx+MkEgm6u7sv2qaQtWQyGcbHx2lvb8fv9y9LZAxRMDDu4/jx44RCIbq6ukgkEgSDQaampsjn80hZXmY4m83S1NSEy+UyG1jG8Xw+b1aoLS0thEKhuj7lK/WZTiaTZLNZnE4nU1NTNDU1USgUiMfj5HI5vF4vfr8fh8NBIpGgpaWFc+fOmeU8kUiwYcMG/H7/sieo195DsVhkbm6ObDZrXrdYLDI9PY3H4+HJJ58kHA4zOztLU1MTp06dYtu2bei6zsTEBIVCgba2NmZnZ3n/+9/PU089xY4dO8zJ5z09PUhZ3vPEmFx7/PhxCoUCGzdupFQqEQgEzOWcdV1n+/btPPTQQ/T29vL1r3/dLIuGZXRubo6//uu/Zu/evfT39/Paa69x00038fzzz5NIJOjr6+PkyZPouk4ymTTFe+fOnRw9ehSPx8P69esZHx8nGAwyPDzM7t27efbZZ7n55pvJZDKEw2EGBgbYtm3bonm40ITihYhGozz22GOcOXOGtrY2c0WtpqYmstksuq6blluXy4Xb7SYWiyGlpFAo4Ha7yWQyeL1eXC4XU1NTaJpGZ2cn+/bt4+WXXyYejzMyMoLT6aS3t5dCoUAul6OlpcV8ri6Xi3Q6jaZptLW10d3dzY4dOxouO6vJxz/+cQYHB5fdulQ6snKUjpxH6YjSEaUjV7+OAGzevPmQlPKm2uPvqREsj8fDnj17LigOwye4WCzOq/CNYeprlUY749lslmQyuaDF0YjL+IvH4/T09FwyUTRedsNK1KilzMC6opHVnWfr1q3m+eFwGCEE3d3dDaXJOiG5rW3ehuAmxjUNt4TlCJPf78fv9wNla6+BMafBGp+xClcwGDTPs048bvTaxjNOpVJEIhGCwSA+n49EIoGu66xZs8Z8Z6SU5mpcN998M6FQiHg8jt/vp6uri/b2dkqlkpmm1tZWotEos7OzfPCDH6S7u9uczFwoFNi/f785D2FiYoKuri7C4TD5fB6n00lTUxNutxuXy4Wu6/j9fj75yU/S0tKCpmnm6l5Go3B8fJxvfetbpFIpfv/3f59cLseJEyeIxWKEQiEGBgaYmJjA5XKhaRpNTU14PB4GBgYYGxvD7XYzPj5uPkOPx2OK4YYNGzh69Ci5XK4htwijYdQIpVKJgwcPmuU9EomQyWTMuQj9/f3MzMxw9uxZ0+JtLIft9/uJRqOsWbPGFESXy8XatWs5ceIELpeLt99+m6GhIbq6uti0aROFQgGHw0FTUxOJRIJ8Pk9TU5OZ7s7OTqamptB1nXA43NA9XEkoHbkwlI6UUTqidETpyLWtI++pEaybbrpJHjx48ILikFIyMTFBOBzG6/VWHTcqrOWs4HK1YLUULmXxGhsbA8qVqjVfrJ8NK0cmk8Htdjfse7xa9zI5OWm6MSzkdmK1JhvHgAX9w62r+CxXtFZyD9a/1dgBXtd1otEoIyMjbN682WyoGPdgXMtwLWlk5/lCoWBaLw2rU3NzMzMzM3R3dy84n6K2XrK6Ulnv2Zqmhay0NpuNYrE475kZPvjWfVXqjR4Y8WQyGU6cOGGKdDweZ3x8nHA4jNvtxufzMTk5iRACTdNIJBKEQiG8Xi+JRIJ4PG7OEzE2m41Go4RCIQKBAJFIhFwuR29vb906xNowgcY3tpyamuLb3/424XAYp9PJsWPHTOu23W7H6XSSSqXMpXI1TcPr9TI3N2e6nRjuR5FIBE3TTLeUnp4e1q5dy9DQkGlFNuZjGGXE+qwMbDYbgUCAu+66y2ysXWpWOoKldGTlKB1ROqJ0ROnItaQjoEawVg3D8mhYn6zHr+XOqlEZNuLi4ff7yWazpNPpKj9v47PdbjcnCTudThKJxCXd/0DXdXPVp3qVunGPUF35NGJhM843ysjFmqxeK1a1y9kuB6u4fOtb3+JrX/sajzzySJWV3ijbxjMynmW960pZnvSdSCTMvX7a2tooFotEo1FmZmZob29f1NJcew+1grbQefXCWMXcesxIu3VVqcUs5ZqmsWPHDvOccDg8z3LW19dnfu7o6DCv43K56OjomJc263499VZHq00rlMtvIxZzA5fLxc6dO9m+fTs2m820ihvltKmpiePHj1MsFrHb7bS0tJiNmEgkgsfjIRgMmktTz87Omu9QX18fwWAQTdNIJpO0trai67rZKIjH46YLU1dXF3NzcwghTGuktXPxXkLpiNKReigdUToCSkeuFR1RHawVYGwSWYtRQVyrGC+iYVFYSBxDoVCV60AthrUHIBaLkUgkSKVSVW4EFxObzUZ7e7tZwVkbNEYlVFuRLoXVMgbzG1AXywJpxGuIpGH9NH4z0gbzLVW11lWbzcb73/9+MpnMvLkhC13buMfa+5+bmzPLh7G6j8PhYO3atQ2vELUYRtqNdC9mgbRi3KvxjI00GvlgjBzUWjmt73a9PDSO1xN0430xrO3WBoWR/sUsp9a0Wq/VKMFgkDvvvNO87/vvv7+qAVAsFs0Vv4QQuN1u7HY7uVyObDZLqVSiqakJKIvyqVOnqspMS0uLabHM5XLLfnfeqygdUTpSi9IRpSNKR64dHVEdrBVgLLFbWxm8F6itFFZi5TKG0tPpNOl0mq6urku26pNRsRhD51YLcq2FaiXPtjaMIRwX26pqbbQY92itRGtF0/ocrNbEvXv3smfPnoYaePWuacSt6zrNzc1Vz9Wo3K3uMhfCK6+8QiQS4Z577uHs2bNMTk6yb9++uudOTU1RKpU4deoUW7ZsMfeGMfJmbGyMp556ikQiwXXXXcfdd99dtQzzQnvrTE5Ocvz4cbxeLwMDA3XnPRj3DWVhyufzOBwOM06rO4mRp9bGo7XsGBb65ZTN2mdeuw+M0+msawV2u93zlp42yrLL5aKzs5NcLkcwGDQ3E/X5fCSTSYBr0sVtNVE6UkbpyHyUjigdqUXpyNXH1Zvyy0g91473ErXWE6v1azGsVhQhyqvM2O12c6PC1cbqa2yk0+onbb2femkfGRnhxIkT5uaEmzZtore3d0ELUT2rEyxtqV0tFnsG1rwwvhuiWM9iulyMPC6VSmQyGdNXvl4aV4sTJ07w6KOP0t/fTyQS4fjx42zdupXBwUFcLhfXXXcdZ8+eJRqNcuDAAXOi7fT0ND09PezcuROv10sul+Ob3/wm73vf+9iwYQNPPPEEw8PDQHlTzc7OTjo7OxkaGkLTNEKhEENDQ3R3d1MoFDh8+DC33HIL2WyWt99+m0gkQldXF319fRw7doxIJGJuBipE2a9e13VyuRynTp2iu7ubQCDAuXPnKJVKhEIh0+0onU6bSwynUimzoZFMJvF6vcsa6TDK/kqxWmAN338jPcFgkEQiQTqdnlc3KOqjdETpSO11lI4oHVE6cu3oiP3hhx++3Gm4ZHz9619/+Itf/OKqxJVIJAgEAnUtcVdrYVguVotGrTvBQhgWlUgkYm48FwwGVyXPrBY34zq11kRDCKzWxYWuPTU1xZEjR3jkkUfo7e2ls7MTr9fLzMwMTqcTKcurGkWjUdNKlUwmzc31pJTMzs5SLBZxuVxkMhlmZ2dNv+eZmRnThz+XyzE9PY3T6TSXfjb2u1gNq6X1Xq0WxwvNd6OyjMViTE1NkUgkyOVydHR01G3sWCvXlVzbav07fvw4wWCQo0eP0tbWRiQS4ciRI8TjcU6ePMn4+DiPP/44TqeTubk5NE0jEolQKBQ4duwYTqeT/v5+Jicnefnll3nooYdobm5m586dOBwOnn76aWw2Gz/4wQ9wOp185zvfoaOjgyeeeILW1lZ+/OMfm5N4x8fHyWazPPLII7S2tvL000/T1tbGoUOHiMViHDhwgH379pn3LaXkzTff5KGHHsLpdLJp0yYef/xx0uk0g4ODtLS0MDs7yyuvvILb7SaZTDI+Pm7OP3juueeA8qphjTYq6zUKl8vc3BzRaBS3213lvmUs12vcXyaTWZZ//+Xgscce4zd+4zf+3XLDKR1ZXZSOKB1ROqJ0BK5OHQH46le/OvHwww9/vfa4GsFaAQ6Hg2KxWHeotxF0XTf3AjAKqZTSXFrzahgStQqKMZS/WAVunJPP5zl37hyhUMjcqXs1Kmc4L7pG2qwuCyth48aNtLa2Mjg4yMc+9jGEEPzVX/0VpVIJTdPYtWsX3//+92lqaiIcDtPX18dLL72E0+lkz549aJrGG2+8gRCC22+/nZdeegmHw0FLSwttbW28/vrraJrG/fffz7PPPmsuS3rvvffy+OOP43a7aWpq4sEHH1w1y+xCfvQrjSubzTIzM4OmaXR3d2O32xesfBv1b6+XXquPuvW9u/HGG5mYmOAf//EfGRgYYGpqit/4jd/g3LlzPPnkk7S2tvKxj32MF154AU3TyOfz3HvvvQwNDTE3NwdgNnKMMnzmzBkKhQKFQoGhoSFmZ2dJp9Ps2bOHzZs389Zbb/HAAw8wOzvLyMiIGVbXddavX8+9997LO++8QyaTIRaLkUqliMfjZvzGqEVvby+f+MQn2LVrl9mIklLi9Xr5+c9/zrvvvksmk+Ho0aP4fD6i0ShdXV3YbDYGBwcpFotEIhFuu+22hvJxNUSqucdfKjMAACAASURBVLmZZDJZVR6Nho71mRsuIVez9fFio3RE6YjSEaUjSkfOx32t6ci1O5P2ImJ1bTCwvriLIaXkxIkTPPzww0xMTJhWMl3XefLJJzlz5kzVMLkhwNbzjO/GDubAvHN1Xa+aAHkxsVq0Frqe9bixd8SFWCas+WH8AWbDwrCqreZLefr0aQ4ePEggEODYsWPmng2f+9znmJiYYGZmhl27dhnLP/Pkk0+akzxfffVVUqkU2WyWcDhMLpcjEokQCAQYHR3lwIEDBAIBTpw4wQ9+8ANOnz6Nz+fj0KFDxOPxVUm/kWerYXHUdZ1IJMLk5CRNTU20t7fjcrmWtEAblehiaawt79bJz0aDx/jTNI1f/MVfZGZmhlKpREdHBy+//DKvvvoq/f39aJpmrjY2MjICYIY1fP6NTRm/+93v8txzz/GNb3yDoaEh3n33Xa6//npTOF0uF01NTeRyOV588UVGRkbo6empKnPGvidOp5PBwUGEEGzcuLGqfjCu393dzZe//GVzB/qBgQF2795NJpMxl3/OZDIUCgXTBcXIv3A4zNatW8nn8w0/swsVKWOp5Gw2i8/nq4o3FouZ3436sd4CDorzKB2pRumI0hGlI0pHDK4FHbnyTVxXKIYVo7YH3ohrw4EDB3C5XBw4cID777+fp59+mmQyab5oQ0NDbN++nddff52JiQk2bdpER0cHb731FpFIhPe///3YbDZeeeUVWltbue2223j55ZcZHx9n48aNbNiwgeeeew6Hw8E999xDc3Pzxc4O0z+8HkYlZ/hTG1ader7VS2HEZa1ADevlxbZwOJ1Ompub2bx5M1Be5SqVSpnXt9lseDweU/D9fj/9/f3YbDazYrPb7fzoRz/i/vvv5/bbb2f//v1ks1mamprYvHkzQpRX34lGo2zZsgW73T5vguhKMBpLF7o6mZSSdDptuqh0dnZWCWJtg7GR+Oo1qIx3aSHrsZSSm2++GZfLRTgc5l//63+Nruu0trZy4MABNm7cyK5duxgZGcHr9bJnzx68Xi9tbW10dnbi9/spFoumNfChhx7iwIEDTE1N8ZnPfIZ169aZy0R//vOfp6OjAyHKK1n96q/+KoODgzzwwAP09/czNTWFEAKfz8eGDRtwu938wi/8As3Nzbzxxhv4/X4efPDBRRskgUCAD37wg3R1dZl7hjgcDvMdKRQK7N27l6NHjzIyMsKdd95Jf39/wxuQ1ubrSnA6nbS2thIKhfD5fJRKJQqFgtn4uFqtjJcTpSPVKB1ROgJKR5SOXBs6ojpYK8ThcKyoZz03N8eRI0f40Ic+xE9/+lP27t3LT3/6Ux588EEmJib45je/yR133GH6Ybe1tfH973+f973vfYyMjHDDDTfw9NNP43A4qnyuE4kE7e3t/P3f/z0333wzw8PDbNiwgWQyeUmEcbEXwqj0hBDm5nHLcVWwimBthWldvvZioGkau3fvxul0sm7dOm655Rb2799PX18fAwMDeL1eXC4X119/PR0dHfh8PkKhEDfccAOdnZ385Cc/QdM07rnnHt58801GR0e57bbbaGtr44UXXqCtrY377ruPt956i/3799Pb28udd95JNpvlwIEDbN26dUUNCCuG+Cw1V6CWYrFILpczLYAOh8Pcl6alpcWcNGvF6u5TLx1Wq+JCbiYLfa69ztq1a83vGzduND8/8MAD5udwOIyUkra2Nu666y7zeCAQqFoiNhgM8uEPf7jqGh/84AfnpV/XdTZu3MimTZvM4/Xer+3btwM0LFyaprFmzRoAtm3bZl7Pai0ulUp4PB527tzJunXrluUCthoNRyFE1YTkbDbL2NgYwWCwyvIImHMzisXiRVl44FpB6Ug1SkeUjoDSEQOlI1e3jqgOloXal3mxguRwOMxK2VphA4taXg4fPkwmk2F4eJhIJMLg4CCtra1s376dAwcOIER5lZdYLMbx48fp6ekhm80ipWTjxo0MDAzwxhtvsG/fPg4dOsT+/fvx+XxV51533XWkUikOHTpEa2tr1aZ1FxvrCjPGJEzri53NZs0N4xqNz1qB1e4hUbt3xWrj9Xr59Kc/bX7/xCc+UXWtLVu2UCqVTN96A2Ozvx07dpjp3bBhg3nfpVKJ66+/3hSFgYGBqng/97nPVbkzrBSrGDXq0lEsFs0d4w2XBZvNRiqVwuVymT7yC8W1kBXaEJbauQ1w8Ro2xnXrxb+cPGkkvtXCKoiAWebtdjvr169fcZxGfPXKlJSSaDRKPB7H6/USDAYXbZDlcjnT/WRmZmaeRdtwPdM0bUXpvZpROnLhKB0po3RE6chKUTpy+XnPdrCMCsrq02qtrK2Fp54/sKZpxGIxs7AZFYF1j4haSqUSJ06c4Atf+AJbt25l27ZtvPLKK/j9fmw2G21tbdx66628+OKLDA4Oous6mqbhcrnQNA23243D4cDv93PmzBlzZ+xUKmWuMKRpGqOjo+RyuardvS8FhvhZXQiseRqPx0mn0/T29jbkYmAVvIUm0xo++4Ygr3aFtdA1V3qu0ViwbqxYK/ZLXadRai1XjYrixMQEmqbR0dFR5bbRCMa5C01UNwTxSnEBWO69Gc9vtdNgrYfqWWVXoywAzM7OAmWLbO2zTSaT5HI5sz5arEExOztLKpVa8FlKKcnn8xdsNb/SUTqy+igdUTqidGRlaVA6cmUhVvshX8ns3r1bGtY9g9pCZ7UeGgXDyCPrbt1Gz7u3t7cq3GKFuFQqmUvK2u12CoUC0WgUm81Gc3MziUQCj8dDJpMByoXY8Ls2dsXWNI1kMonL5WJ4eJhAIEB7ezujo6MA+Hw+gsEgY2NjCCHo6+u75EOrVj9to1KWUjIxMUEoFMLv9zcUh/EMlqpIl3PuxcBoFC13GVxrPl2oT3s9jAZDI3kiZdknfnp6mkAgQHNz80XJx+WkabUw8tnhcFQ1FlaS79ZyttrpM94XoyFoLddGWleaZ0aDvVgsMjo6al6vqakJv99PqVQiHo8zPT1Nf2W+Rz6fn7f0dalUMveAgYUbFoVCgVQqRSgUumIaQbVUFhFYduKUjlwalI40htIRpSPW9CkdufRs3rz5kJTyptrj76kRLCHEPH/ThR6aUfCt1gCjMFmtBEYhbgSbzVZlDXS5XLS3t5uF1ihERm89HA7Xjcfw1b3uuuvMY+vWras6Z8OGDQ2l6WJg5EmxWDTzcWpqyhT5xbBWXI1aqYzrXa5NOy/EGmWtDFezAlmuxREgEonQ0tKC3++/aJWZEa/1/bkUWF1cjHy5kjAaDNaJ9tYyYazuthKBNO7bZrMxNzdHIpEAwOPxMDU1xeTkJDabzdyDZ2xsjFQqxczMDG1tbWzdutVsXGcyGcbHx7Hb7eTzeUZHR7HZbPT29qJpWtXzrX3XDfeRbDZLR0fHRWkMXgqUjlwalI40jtIRpSOgdORKo+EOlhDCDhwExqSUDwgh/l/gF4A88C7weSlltHLuHwK/BujAb0kp/7FyfDfwTcADPAX8tpRSCiFcwLeB3cAs8Gkp5ZlKmM8C/6qSjD+WUn6rcnwAeBRoBl4H/omUcsm1Jpf7Ihrn1/poOxwO89iFYFTq9SaPXsk99qUw7sNms5HJZCgWi+YO5AtVioYFBpY/pG0ddr/U+bbSMmB9zqvpmmJtWDRKsVikWCzi8Xguav4ZjZ2l9rtZLYy8sLpgzc7OEolEaGtrQ9M0gsFgVZhcLkcmkyEcDlMqlcxlbY1JuRcjjQuNXFjrH6OeMPJuuc9J13V+9KMfEY1GkVISCoXYvXu3aSWMx+O43W7y+TynTp1i//79eL1efumXfom2tjZCoRBnz55F0zTa2tp45ZVXzNGR4eFhBgYGzLkWUpb3tjHuwXBBO3jwIDabjfvuu++q9asHpSOXCqUjS6N0ROmIkUalI1cWyxnB+m3gGGCUomeAP5RSFoUQfwL8IfAlIcRW4EFgG9ANPCuE2CSl1IE/B74IHKDcwboXeJpyZywipdwghHgQ+BPg00KIZuDfAjcBEjgkhPihlDJSOee/SCkfFUL8RSWOP19xTixBbYFdTSuXUSHWDjsb171asQ5PGxYV47sVI2+t4nA13/dysFpNV0PUl+PmYp2smslkcLlcl2RzUqtlejU2CIWFGyfWydClUomZmRl+/OMf09fXZy5zvWvXLjRNIx6P4/F4GB0dJZFIsGHDBvL5PK+//jpSSu644w5SqZS59O5qYH0/jIZhvedmFUhDHGtHPZbKx1gsRj6fN13I3n77bY4cOWKuhKXrOm63m0KhQCaTwefzkc1mefHFF83nZczled/73mfO2RkbGyOTyZj7w6TTaYLBIPl8vsoNxmaz4ff7aWtruyo2wb0YKB1ZPkpHlkbpiNIRpSNXHg2lTgjRC9wPfBn45wBSyh9bTjkAfLLy+WPAo1LKHHBaCHEKuFkIcQYISin3V+L8NvC/Ue5gfQx4uBL+e8BXRfkp3wM8I6Wcq4R5BrhXCPEocAfwy5Uw36qEv2gdrIVYrQrcKgZWC5z194sx+fZiYa2MjL1e6g2rSykpFArm0LIRdqVcqCX4cmBY44rF4qpYnRsRxUKhwOTkpFkRF4tF2tvbV3zN5WI0kqzlfKX+9FbrYm14Xdc5d+4cf/d3f8cDDzxANpult7eX2267DZ/Px+HDh3nxxRdxuVymS8Pu3bt54403cLvdvPXWW2aD5fHHH0fTNNLpNPv27bvgPKi1EFvf/4XywSqGhpgZLDQXwAhjrNJkLIs8Nzdn7kFTKpWIxWLm+xMIBMxllN1uN8PDw7S3txMIBCgWiwwNDTE5OYnL5WLt2rUkk0mzsdDc3Ew8HicQCABlQe7p6WFqagq73X5RXYeuVpSO1EfpSOMoHSmjdETpyJVCo92/PwP+AAgs8Ps/BR6rfO6h3OEyGK0cK1Q+1x43wowAVEbEYkCL9XhNmBYgKqUs1omrCiHEFymPml3SZWYvBKOihOpVqgzf/avFMmek0el04vF4iEajBINBCoWCeX9W/3prGAOrNcawlC22stBiSxtfLIxK/kK5UJcHa0W7WPmQUhKJRHC73fj9fqSU5i7ylwJj2P/cuXPm5oIGxlK+xv/WP6h2GbI2voB5VkzDkn/kyBG+8pWv0NnZyYc//GEOHz7Mz372M44ePcr27dsZHh5meHgYTdMolUps2LCB48ePo+s6Ho/H9CnP5/M0Nzfj9XpX1YXI2uCtXRWs3jWs51rrB6tFsraRIYQgEokQiUS46667aG5uxuFwcPToUYQoL+ntdDpJJpM4nU5SqRRClCczZ7NZwuEwNpuNWCxGIBAwl+BNp9OmW1AkEsHr9ZLP58nn8xQKBTweDzabjXPnzs2bI3Q1oXTk8qF0ZHkoHVE6onTkymDJN0EI8QAwJaU8JIS4vc7v/xIoAo8Yh+pEIxc5vpIwi8VVfVDKrwNfB7jppptWzSxlvHQXi3rWiHpuEdaX53IWNusLaj1muBm8+OKLfPWrX+VP//RPOXr0KDt37qRUKnHmzBnuvvtuc3UeqxXSsCa9+eab9Pf3m/GGQiG8Xu88K0sjlpuLwWoIslHJW117lroHKSVjY2OcOXOGzs5Oc28Rw6UmnU6Tz+fRNK3uRFG/3z9v+dPaMr1a+ShlecW0RCJBJpNBnjxJ29tvY+vtxXb2LKVAAKnrSKcTXC50h4NiMEjR5UICJU2jFAhQCgTA5aoqW3D+PbAKq1GZ33rrrTz22GNs3ryZQCDA3XffzdzcHJ/61KfQNI1t27YRjUaB8rLZLS0tfOELXyAWi3HTTTeRz+fN8plKpejt7b3gMpZIJHj++edxOBzs2rWL1tbWKtE3JiPPzc1RKBQIBoP4fD7zHF3XOXnyJNPT02zYsIGOjo6qxnS9kYu2tjZ27NjBli1b0DSN2267jd7eXnK5HOvXryedTiOlJJVKUSgUcDgcdHR0MDc3R3Nzszm5eM2aNXR3d+NyuZiensbj8RAIBIhGowQCAXK5HNFolFKpxJo1a0gmk2Z5dLlcdHZ2rjjfLhdKRy4NSkeUjiyVVquO5PN5Xk68zJrgGmYyM+RLeYQUOIQDp92JTdpw29x4bB5s2BBS4HF48Dl8eOweBELpiNKRi0YjpoZbgI8KIe4D3EBQCPE/pJS/KsoLUDwA3CnPv1GjwBpL+F5gvHK8t85xa5hRIYQDCAFzleO314R5HpgBwkIIR2UUyxrXJeVSVcDGC1FrWbmcy8oaaYDqPRes6chms8RiMYQor2pls9mYnJxkcHDQXG74e9/7Htlslmw2i91ux+Fw0NLSwuzsLKFQiOPHj9Pe3m66IGiaxn333Vd3d3NDpC7l6j6rbYVabF6G1RIbj8d55pln2LlzJ4cPH2Z4eJg9e/bQ3NzM1NQUIyMjTE5OsnbtWvr6+kzLT6FQoKWlhXfeeYeOjg5mZ2cJBALk83nS6TR+v59YLMb27dsvaA8cq8vF1NQUtldfJfzCC7Q88wxiaAiRt6xJc8MN8MYb8yO57TZ48cXqeN1uCIUgGKS0ezfi7FnweJDBINLvpxQMEv3FX2Ru+3bzvdi7dy9QtnS3trbS2dlZ1bBqaWmpuobX66WtrW3B/F/J89Z1nVQqhc/nIxaLcerUKW655Rbi8TiHDh0CYPPmzSSTSRKJBMlkkmPHjpFKpdi+fbvpktHX10cqleLkyZMcPnyY3bt34/V6GRgYYMuWLUC1dd54Dm1tbTidTpxOJ3a7nRtuuIEbbrjBbJDlcjnOnTtHLperamTCfOu64SKzadOmqlWfrNTWVbXHFOdROqJ0ROnIwmm16kgsE+PV+KsMxgY5cO4AsXzMPLc/2M+Z+Jl5cXgd5Y5hupg2jwkEPqcPv9NPSAvR6eskno/jc/rwOrx47V7C9jC/sv5XlI6gdGQlLNnBklL+IeUFLKiMYP1epXN1L/Al4INSyrQlyA+B/ymE+M+UF7nYCLwqpdSFEAkhxD7gFeAzwFcsYT4L7Kc8l+unUkophPhH4D8IIZoq532Y8sIaUgjxXOXcRythf7DiXFgBl8tHu3a41rBSWCc0XyqsFo7aZT+NlzEejxMOh/noRz/KHXfcgd/v58033yQSiQDl4fjh4WF6eno4d+4ct956K8VikcnJSXK5HD09Pbz++uvcfPPNfP/736ejo4NUKsXExMQ8YTTyY7Um+i4nH1aLWneF2gbRj370I5544gm+9KUv4XQ6cblcbN++HZfLxeTkJGNjYxw7doxYLMbMzAxr166lWCxy4sQJjh07ht/vZ8uWLTz33HPcddddfOMb3+D+++/n+eefp6enx6wgY7GyaN1+++3Lzgtd18lkMuUNB8fGsJ89S9e/+Bc4hoYWDlgs1j0sT54Emw1hseyKbBayWZicxO50wtGj88IFvF7OdnQQPnuW5JYtuFyueStbraSMGGFWUrZee+01/uiP/ojf/d3fZdOmTaZLxOTkJENDQ0xMTDA6OoqmaZw+fRq/308mk6G3t5dTp05RKBQolUqcOnUKn8/H7OwshUKB5557jrVr1zI1NcXmzZvrurdAeW+jVCrFyMgIXV1duN1u85xiscjMzAyZTMZsPBkr3BkYrh7GOeFwuOG8uFoE8VKjdETpiDUfVotrTUdSmRSjyVEOJg/yvTPfI1VI1Q1nF/U7xOliml3tu3h96vXz10CSLCRJFpIEXUFeGHthXjinzcltwdvIOXIERVDpCEpHlsOFOMt+FXABz1Ru+oCU8tellEeEEN8FjlJ2Hfw/ZXkFQYD/g/PLtD9d+QP478DfivKCGHOUVyFESjknhPj3wGuV8/5IVha8oNy5e1QI8cfAG5U4LjlXwgO/1AJgdTExxKg2DclkkuHhYdxuN6VSiXQ6jRDlVYZ27NiBrus4nU5TPDOZDAMDA6xZswZd1wmHw/z4xz8mkUhw33330dHRwa233orNZiOdThMIBMx9GGrzwDrHwIp1uU/j/8XcYhY6Zr1n6zmGlWulz8Mqgkb+Gr7wRgX1zjvv8NJLL/Frv/ZrbNmyBSEETz31FHNzc3R3dxMOhzlx4gRNTU00NzejaRozMzMIIfD7/XR1ddHb28vo6Cjnzp2jp6eHmZkZQqFQVYOkpaUFm628SaBhVa5136k9Zgzfl8bG8B08SPt3v4stHgefDwYGYN06ePbZ+je/gLVVTEwgt22DI0fm/7hnD5w8WTeca2CATZ/9LGJ8nOBPfsJ0JX+M+QH1Vk8ysArmar5b+XyeeDxu7ky/e/du3v/+9/Pcc88RCAQIBoMkEgl27txpbtqo6zrFYtFcMamtrY1kMklnZydutxuHw0EgEMDpdM7bw8h6P0bZbGtr4+zZs4yPj5vuGblcjvHxcXMBAWOVJsPFw+l0YrPZyOVypFIpgsHgZRvpuFa5EvJS6YjSkStJR1LZFEfiR3gt+ho/O/czBoIDAGxu2kwkG+F0/PS8e7fbFh5xjOVidY93ejsJaPWXF9gY3shb+lt87c2v8akNn+JBz4NKR5SONIy4XBa0y8FNN90kDx48uCpx5XI5Jicnr4gJz9bh/otRWI1Kz1oRLuWzn5yaYvr4cZotQ+ZSSoTNskmkECAlZDLnJ9UJYU6mO5GC9r4N5nWFsAGSbFaSzxcoFIqAREob1mJcTmM5Rl0voesCKaHn9AsESlkcdjuiVEIKATbb+f9ttvL1K/+baal8RghKiQTYbJTsdkp2O9LhoGSzodts4HCAlNVhjM9QFa8Zf+UPMD+XpAQhyKIxm3WYFiIhoLXVSzqdwuPxkk5n8Hr9FAoF/H4/Npsdu91GJpNGCB2n00GxWCKfL1EqSex2G06nhsulkc8XyGTSeDwestkMUsLBg4eIxxPs2/c+PB4PbrebTCZjWpfzeUGhYKdYhFLJRrEoKJUEui4oppPsOvk4oRMnsE1OwsgI4vjx6kLR1wduN7z+OvPYsAFOnKhf/rZsmR/XunWw2IiYEXbtWmhuZu6JJyg6HLS3t5tuCsZ91bodWN0Yasu4dePS5VIoFIhGo4RCIRwOh+mmlM/nyWazJJNJDh06xB133IHdbjdFyVgVTNd1NE0zrfy6rpsjDtlsFo/HM29PEOMerX71yWSSiYkJswFp3JemaRQKBcLhMMVi0VzBKZPJUCqVyGazCCFwu93XhCh+/OMfZ3BwcNk3onRk5fEvV0cSiQTfe2kQzd9UrjIrx21C4PV5EQizmrULyBZL5u9QPn9qcoL2zm6KeqnS8Cv/5rQJkpks2VyBElDUS5QklCQgJbrZ6AeHTVCS5VEPUnM0ZcbMBTOMxqRxL9YFFaydHetf2p9m3DmOQzjQbBpO4SzPGxJONLtWni+EpQNnfOZ8x8uGDZso/4nKP5uwgaTqfyEF2aSG2+0z4/N6vGSz5fo/kUrj9frI5PL4fP7yJHe7nUw6g0OU8LpdCCTSDlJIbHY7mlOr1Bdld8ByfBUdOXSQWCLBvr378Hi9po6USpX6FkFaQkFKCkBRQkGWV0FL5XJkk8c5En+WV6deZV1oHW/NvDWvXOxq38U7c++QKlaPZF3XfB3H5o4tWAZ3tO7g7Zm3q47tbNvJm9NvLhjGet693fdyV9ddSkeUjlSxefPmQ1LKm2qPX9mLyCsuC/UsjDDffWMxPIEA7ZkMvjruW1XXcrsRZ87U/c2/5xMMD88vorOzIGW5AgiHoTKvtC4OB8zMVK7lv4mbBv92ybQvyvj4gu5s9PfDqVMLh+3pKfeSjAQtwbH2D/A3Zz5pfv/AByRdXYJwGEZHq89tapKkUuXn0t3txpjelEzOm8JUwQ0E6OyEmZkg5cd8H21tRb77XWuely17NhukUjA5WT+tWzpz3HX8p+UvTmd51KqW4WHYtq1ueJnP1125Bih3rnp6YGzs/MFkcoGza8KePQs+H03/8T8y8nu/Z86rqBW32jJtbQTC+b1eaq2vjQqEYc1sbm423yFDxDSt3Fjx+/185CMfMdNndKytrltWS6l1ta7aSebW69a6Z/j9fgYGBsxJxOl0mq6uLgKBgLm6UywWw+v1kslkKBQK5HK5ugsCKBQLsRo64vV6cbm9/N/PniWRW6DerbCjJ8jbY/F5xzd3Bnjn+cPzjt880Myrp8sOMSGPk1imsGDcPWE3Y9HyyJXTLngwMI09u4jwLEFhe4Efpn5Y9ze/00+ysHj9trt9N4Ozg+T0XEPX6458mXfOles7AWxo93NyKkmT10kkff6+XQ4bHs1ONF2gN+xhNJoxf9v80XUcztW/nlMIrvO5eSuZgdBaCEHbVIbpOvexO+jlUDxdJ5bK75mXGZ4ua4ku63s2vD71OltbtnJ0trp9YROL10+ijsos5FZYS7qY5s8G/4x+Vz+tra1KR5SOLMl74y4vEldK77vWHQDKFgfrai6Gn24qlao6L5VKMTY2xuzsbNUQvq7r6LpOLpfDbrebq+osdc/G8P7E7CzUTPise/4K7nelg65DqS7OrH0f+Y4OaGpaOkC9Cy/UuWoEv788d6hBehLvmJ/dbklv78LnFixtA2sSlyqihUK5P2QQiTjo768OJ0T5nIU6V9u7x/nt079fHWlXV/2TjxyB9esXv4F6dHXB9def/z41Bc3Ni4cxCIUQzz03r+xaLcq11FqijeWHDX/yYrE4TzwXwxDGxd4h4zr10mksu7scFkqbEAKn02m6+gwMDBAKhbDb7TQ1NeFwOGhqasJms5FMJs2NI6+U+u5a40rJ1ytSRyYm2LexA797aVtwqbRyb5ylwlrTW9Alh5zb8QSb6erqWlFjUbct/C4v1UlocbfwbuxdSrLxFQe9nvPucXv6mzg5Ve74OO3V19rcESBa6XB1htxVvy32xHQp8dTE1e3WaNeqn9sGr2vBzpVLwN7C05yd/gfz2GR6AdGhfmfJtkST9ujsUfZ17aPZfV47FurE1TKbmSWrZzmZqHZLVzqidGQh1AjWCrmUk18bwTrUK4QgGo3y6quvcvfdd3PwrIcRWAAAIABJREFU4EEmJyex2+1ks1luu+027HY7HR0d/PznPycSiZBOp9m9ezfBYJBQKEQikUDXdY4dO8aePXtoampacji7cPQoiTffpNDfT0sqhfvo0XInawGrCCzeuPAW4uDoBIvgWDsDUO7z+Hzl0ZV6VLsOCqa96+hPnQS7vTzitMDoWd24bLZFRWbRnp/DAWfPNnwtgIBI0uROEsn62bcPdN2Y+F0eUTLaNz6fJJ83XBDKt2b8ZrNBb295ipOul0f7rIv3zc6WB4cmJsrfi8XyOf39cLri4h4MwuH5BmAAbu05yueO/RucpZoO0mLvRl8fvPtu9bGllid2OODgwXIny+MBTWvIRRAo31RXF7qum5skVie1vhvPYn/WsI24VDW6ZHI9DFcT6/+LYQiiMT9gsfONBq9xvvE5lUpx+vRppJTmHiRXUn13raB0ZD75fJ4nv/Kn3PixT5KdmeK1wdN8UszxFeoYZiwsVIMUiiVa/RozyXzVcWvDMaeXuGltE0fHY6QL82Oy1Tyjo9M57lzjZmJinHA4bC7P3SglsXB9t1QHqz/Yz6GpQ8u6nsc/AZQ7FdOWfAh5nEwlyqNSHqcNh93Skaypk0MINntdFCVkSyXGcufr/BLwbjqH4LzR9HCiPPq1K+jl9XiaHpeT0Uz9ETAHsD7ynxmKv1GlsYt1PE7H5s/BWupd6vR18sbUG7gdbra1bMNld+FxeBYNY+Cyl9sxIUdI6UgNSkfqozpYK+RKE0Yhypu8GcutBoNB4vE4pVKJI0eOEIlE0DSNXC7HyMgIbrebj370oyQSCcbGxigWi7z22ms0Nzdz+vRpOjs7CQQCHDx4kFwuxwMPPLDo9WUkQi4cJvT009it7lv33LPiDlbbm89wbt9a8qJcAToc8weQYrGym2CjBGyWtNnt5+eBGfdht5Pt6EBoGuTzOGZn0V0uXPE4RacTZ504G6JYhPZ2mJtb+lyD5mZ2OM7w4rntWFd6jcXKq5SnUuVBMevgT0tL9Xe3uzxYl8mc/91mO79mhKad71xZiUTKHddksvx/vb5ob2uCz5z44/mdKygnsB52O9Lrnd9R7emB6en6I4Tbt8OByt7lb1X88cNhuPHG8lys2jJk+L4b7+ipU5DP0/voo+iVuXfS7TaXiZeVMiArc+qkw4F0Osvz6xwOSm532cpos1GqzLXLbd2Kze+nvb193qae9dxE6h1fLsZKb4uJlGENtZ5Xby6A9XxjFSkAj8eD0+lkbGyMUqn0nhTFS4nSkWqklMxOjOMNh3nyj/8l+Ux5tMOhadCzeAdrobb40EyKm9Y2VXWwdvWFeXf6vFUuXyxx8GyEzqCLdGF+J0CI+ZHLXDlt0WjUXPDBit/vx1dxlU4kEjidTrLZLLlcjlk5u+B9LNXBatQt0KDd205MvgJsw2kXDM+dH0E6OZWkv6W8bHebX+PVMxHzt1i6ul7PTmZ4J3y+rG71uUkUdUYqHa2NXhczsfn1t6MSxGMTXB/08WY8Rd6SnU7gZnGQE/H523TMZmfxO/wki/NdDcOuMG6Hm7nseU09MnOkruugNcxocpScnjMXvdjbuZdd7bvMc+qNjAlR3j9rPDXOsdwxpkanzHM9dg/ZUrbKHccu7Nix47A5sGPHLuzmHDsppTl/LugI0h/sVzpyjaI6WCvkSlwc5OjRo/zO7/wOv/mbv8lnP/tZotEoQ0NDZDIZmpubcTqdTExMmHs4OBwOPB4PN998M8eOHSORSLB+/XreeOMN1q9fj8vlQtM0c3h3oR3apZSkHn+cxIYNeGsbyDZbedgpnz+/2IMQiHjFV34ZGyva7XDu3PzjpVJ5UKP8SKz7LcyP3ifPrxhFLAabNpVHQqRErl8P8TiefN4c5im1tuIYGaHY2UkhnUY2N6Mtp5NkZTnuhR4PYnyc9e3n+P/Ze/Mou667zvezz7nnzlPdmiepVJJVUsmSNVu2YxNnIAECAQIhi2466UdCP96DxwKaBF6GDiFxAjwgod/qvKY7rHTozgBJ02GRiYDjxLFly5IlWZI1SyWp5rpV99adp3P2+2Pf+Z57qyzbiRzXdy0tSWfYZ599zj2//d2/3+/7+x53N3ilQHWvqwuUAFbto2UYjQSrWKyRq8r/AXbsgAsXVDv9/Yrb1CMYVISq8uiKRfB6IVMX3fE7C3+Aq41cLnar1Lt2KYL52GOKZNU1Jp59VpHxf/qnVkVBu1DAeFwxzGPHbC/f8Bk/cABx4gTG6dM1giwE3Htvjbh1wuSkGqy6ByDvv5+Vv/kbFhcX6e/vb5B0fjlEAuqTozvBsqzqJDgYDFa3V5TSAoEApmmSSqWqycapVIpUKkU4HCafz1dDutxu94+8ytMPGxt2pAYpJfPz83zns/+ZoR27quQKQGgaW3p8WJbFjRX1QYt4DYbCnuq81jTXP5amJVlJF1q2D4W99PjVgqAQFYEJ8Dp1FlbzVRENkOSztW/f/Pw8AwMDzM/PV4u9Li0tkSovNrrdblZXV1XR2m6NUDKELnVM0RqutVaY21oErBmjgVHORc8BEpdDJ5VvvGZPwMVKKt9ArvoCLlJ1OW8SmO9zQqFmXJ5P5+hzOnAKKEh4Nplhj9+j8rDqkCpZDLkM3LrGTK7A/qCPp1ZrY3e3vsKl659q2/9+Xz+p1RrBcutudvXs4tTiKe7pvaeBYJmY3Ercait2cSPZGkVyM3mTubTNKmMTRgOqvOsXLn2hYfvmwGaWsksNNbbaoVlkQyD4vT2/x+t43YYd+RHEBsG6TdxpK49SSiYnJ/nUpz7FPffcQygUYs+ePaysrPD617++umpR+eHm83l6e3vZt28fPp+P7du3Mz8/TyaT4V3vehexWAyPx8PExEQ1ObIdstksmaEhep99trF4bFlVjzNnYHQUQiHk6iri1q3aMWtV417HBCSRUKlNar7e+EyanWduM9m4YXkZenpUraXl1lVFrXw/jvl5HIAMBMj5/bhv3mztqmW1DSG0QiElWb4eBALITAaRy9FvTaPrEsOA+vzibFZ5n7xeRYBKJdB1iZSNPYjFsIWuN4YZVlDxlE1Pq3EFNdHI55XQn66rR9JtzdH9vVu0RTyuyOulS8pzNzgITz+t9jkcqpZVHaSukz95EnbuxH32bGNbmVbDJQMB5MzMupJILaez9TgplehG2VPZEc8/D/fdB0ePVjeJJ58k8va3s/L5z1dJlsPhqEriVlYim8NAXgzqc2TahVlJKcnlcsRiMXw+X7WoajKZJJPJEIvFSCQSqkZZuRCkz+ejWCximiYul6u6amkXx7+BlxYbdqSGbDZLoVAg0j/I9KlGlcbk1vtZKoeyHR6LILG4spjm7Gztm3r3cBuv+QuAKa2GNutxeKyrSkK6nFRX60EVnp2fnycYDLK8vNxCnAOBALlcToUSxiFIkH8V+Vf8XejvyNJISNZ6H+w8LO2wv3c/JxZUOGFfV5aQ0VfNv6rg9K04e0fD+F0Gz82slq/RiO07ujlTaI1UWCyUOBJShClvSYrl+57wuogYDnQB348rMjWbL3KoHC54JOTDlBIhJfnZf+x4DyFX7bnu6dnDTGqmek92Y9GtdXN+5Tzbu7ZzKVZTph32DzOTmmk5vsfVsy6ClSwkbbffSN7gQN+BdYVtzqZmG/4vkfzJc39CbleOnxI/tWFHfsSwQbBuE3eCYax8xCtJxX6/n7e+9a3VJMj77rtvzTY8HhV+FwgEGiqOb9myZd39KGSzeNNp9IcfRjz+eG2HrisCA3DrlpLubj45GlXkqw0TEA0yGDX59Zbj2jyK5u1uO3WmdgILDodSDaxvryxxmuvrw7Ww0PgOdCCDRcuifaBkI0yfD708bvriRSYns+Tz3pbjyjUciUQUwar83dBWm3zWfF55rhYWFL+QUoUPXr+uPGP1YYMVpcaGoejr4vn+B5lceLyl7WrnduxQoYInTigy0wEzPT2MzM3B/DyZAwfwXL2KiMeVtP3lyy1PXSSTxDdtomum1WA2I7OwgN9ux+ws1v33oz355JptyIUFGBhA1LlQxYkTRN72Npa/8AUWgIGBgepvr74+SmVC+oNCb28v169fr0ruLi4uEovFyOfzOBwODMNoqUFSESQoFotIKV91ycg/LGzYkRoKhQKzp0/w8DvfzT/8Px9r2LcaGCK1oD5ux6bsIwjmV7Nsini4uZJt2Wc1f5vbDXnH9bzaSaNeE2z0ihJtFtGqpUnqkF5J88beN/KY9RiJUu28tTxU2Uzr/dlhxDfC6WgteTbsm6eYbiWhRVPyzFSMgaAStfA5NfxuR0MIpcPZvk/JspHZ6/dwKpVli9tJtGhyMZPnYLB2304huJ7NU5Cy6sEygAe6X89S4imKzYufZUwlpgg4Awz5hlol222eYzKXBAHzyXl2de/i3LKKh+/z9tkSrMsr9rUUm+GxPMSxz7V7buk5Rv2j3Ep1WHREhTw2FzwG+Mtzf0mulONtvG3DjvwIYUNF8DbxwzaMlfjYUnlGXVFoquz7QcJYXMT97W/Dn/95447+/vYz/ApKpY6hc0KAJiwcuoWuWbhdJk7DwmlIHLr6YxcfX39+PZzFtd34gGIcbTwbwrJwT09jhkIU7eTI7ZpLp0kIQc6yMHW9WmOlGSt+P3odGekpJti8qbPyoNMJHo9E0yw0Taq6LY61nX+hkPJYzc8rLly5rLtRPKqlHSHgqWfdvG/ud/nO+L+lKNpkppVK8PjjLR4oUSqp3Kk6mHUJw94TJygWiyQCARaHhhCr9gUiZZvtzXAn7Q03AE89xVJ9glsbiGvXKMbjlJrCm8TZs3T/yq/gyOdZXFysytlWauQUyu/QSyVL2+mbU/kmLCws4HA40HWdaDRKIpGoqj15PJ6qcayPra+sNNbX8tnAy48NO1KDruvMX77Al//oA9w826iqs6IH25xVQzRVaFHFq6Aywk5d4HNqGELgd+p4DQ23Q8OpCwytXqKhFbJu34B7/eHe/f393GgjcJR2p0mWkuwK1spXrEWwYvEYuqnjEi4clv0auYFBIVtoUMjLZ89wPdZerdXr1BgOewh7DQJuB05d4HIIRiOdRSDOpXI8GPaxUjLxaIKEabFcVOOzUqyNk0fXSJYa5wP7Qz4eKwwT2vofCbrtC9z2enrp9fRyMXaxZV+u1GgbXUUXy0ItTiZKCc4tn6M3r77vsZT9Im6OHL7k2nY86G7/DhZlkczK+uYWzy4+y0CxNXLnry7+Fd+a+9aGHfkRwoYH6zbxwzSMlVUCIUSL+7Xi+v2B9m90lOLICI6TTUmq0aiKK8vlavlXtY6q/gmhYtXKK6BYVsPxOy7/I9qb3lA1kDv7Wy9vofGlf1qH7LqUmJTD9ezGpjKhqMj0tSl8K8oTEEc0inS7KY2OoieT6n62bVO5QT6fkhIvr2i6LQvT7cZ9Wa2WTXV3M+apGS4TmHM4GGnK7/JLCys7T95RJBgM4narcyraHNlsJTxQkE7X3P2FgupCJQJACDW0QtTCA5eWlOPQNGvhgNAYigit/DcUqohkCP7kws/yX0I/w587f4+B1VoNMBkMwle+0j6YZdOmmgqglIw01QZzptPoAwMUXC4WxsYIzs3haeqYISXJri68lgWJBHo7Odnu7mqSWcbpxFs2VoWdO1leWaG7qahiOyTGx+mxqesmAgF63/1uFj/zGRYXF+nt7a3+/ioG6KVC5ffdjEpSsqZp9PT0cO3aNW7durUuBaj6tl0u1w990v9qwoYdqUHTNCZe+0a+/cmPt+wbykzTHxhH0yqKfgJNqOLCCIEmVMHhiM+JaUksKUnmStUaT1ejaR7c1sPjV6IUTMnxm/aeCKdjfTWRQoZk06ZNDYn/9XLblbFby+sgNYlEci5xjq3BrXgMD9lSliHfEIO+QWK5GCF3iJOLNdu65FzCa3rJyAw6rf0NlUJoLo1Fc7Fhu+UosclTsSONq2hOh4ZDg+9dVuRkJq6+tUKALgR9jtoimlsIcuX7vKscCliQkps59V3NWjWD0WU4IKu2r5ZMJrwuLmZq3/H5skDG+ZwOfX/IEWOOK1ffW7UbAoEudC6utpIrgAsrFwg6gyQKyoAN+4a5VmhUl11yLTHAAPlkHr/lJ2W0RrGEvCEMwyCZT7aV0C+JRkPowkWePG7NjT/tJ+vPMm6Mcy23trptwplo4fICwRevfxG/w8+DPLhhR34EsEGwXgR+GC9PxSjWrxrY9ekH+XLLVKp1tdPlUkoJsRhcrrngbdXjmsPHtm1T5wuBnungfahcX0r8fgBZLogrqo6z+iHw6jm86wgpA2BoqP2++olILoejIjm+WDZoFaWJiYkqc7GCQdx1E/n+cBhT09CzWUyXC1PXGWkj9TsSChI3+snnG8mPYSjeEAi0euqkVAqApqn2FYvK06Xr6s+FC+q4np6KUEYNyaQKF4xGa4Ssvt3mxxVb1fjM/o/wHu1D9MWuUPJ40L/2NUQn7+Xp03D//fDkk6Q2b8ZvI5evz8/TU/533umktHMni0tLDJXJmJFO464fM5cLAgFSgOl04u/pIVUokM/n6RaC2MQEwStXWJyYwIrFGDh/nkq1rtTWrfibpePrUHS5SKyuEhECrf5d13W4ehUxO0vfr/0as5/+NAuWRX9//8uqmtT8+5ZSUiqVyGazJBIJ8vl8dTXxhWC9RnQDLx027EitT9l4DKfXR6kuesAcmsCzOseCHO54/t7RMM/UCTWEPAaHtyiBHMuSFMy1BZWcusa2Xh+6LiiUJNejtTC5+p99gCw31wh7rqDT+NXLtV9NNH5/ZtOzuHQXi5nFavFhp+ZkyDfEcm4ZimBpFjtCO7iwqj7oOwI7uJy6bFvrKNgnOLdglFWPGsMMD2+JkMy1euWkhKnlDK4+D5vcQSSQLJlscjrIWZJMyeJyJs0mtxOvJsg01ROrv3O3JijU7d/t93CmSRDjWHGQB7f83zx//REA7u66mzMrZ2gHU5oM+gbRhMZqfpWCaR91Ms886IAOve5erEWLTChDVqrrOwwH8WIcNEV0vIYXiuDESVewi2K2SCGh2u4RPaTzaYLOIGbWJBvIEvVEwYSslu2UyQBAMBsk4Um0HLendw+nl07zyOlHeP/u93O/df+GHXmFY4Ng3SZ+GOy83ii2W82ouGV/oOEdU1N4vvxlePBBlagjhAoPfO45RbJeKK7UPCG2anR1yJc0Hj0RQs251fMYGlKEQgg15zYM5b2JYJN/dTtY67lXcroqRaYA7dy5BleQ5+pVOHwY+vvRFxbQ29VR2baN0aVTxIdaqwwLoYa3U3cKhVqNsMqcxe+v5VXFYsqZVD9X8PkUydI01bZpKjENl0s9jqUllTbndKpQRI9Hcmnay2e3/CEPdf8j2eUEQzudTBz/UvuOJZNK9OItb8H39a+3P64MV6HATCrFwMoKmb17KUxNURgexshk0Cs3Vmag1Xyr2VlCQHZyktXhYXrKrLLvYutqaDqTacjTsoQgun07EZeLVD6PK50mlM+zPDSEb2UFb0Wa8cgReOIJAMS3v83gb/4mC5/+NMvLy1U1sZcD9d8fy7LI5/PMzMwQj8fxeDz4fL5XfXjGKwEbdqQG0zS5/syTOF1uHL39JJZUkdknRn+C04t5HBqUOnGkpq6uZoscu16LCLh3S+fC5Ac3d3FlKcVCQq1i7RwMMBxWOSSaALdTY6TLQ75kYsgi6xVL7zSGJTqHGubNPJu7NuNxeBAIsqVsQ6icRDKbneVQ/yHyZp6zy2dtCxD7DT8xLuDQTUpmo011GxoX5zsLMEkhqh4qgHg51O/ekI+kaXIzV2DS5+Z6Nk+2TKL8mkAXgh5DTTODDo1b2QIHg14cQuDWBN0OjYjTwBACQwh0Ad9N7uS12z6CyN0kbVk4EzcpmO3DwS/GLjLRNUG/q5+LCXtPVz2WcksEPUG6XF2YaZN+ox+v01vNqZNI0mV13DRpYglF2sd94wymB1m0FjGdphIn8UD9I5wrzjHmHWMqO1XdFiDAlsgWlhJLuHU3N+QN+kp9yJJkyV2T713OKu9hSZb42NmP8WH9w9znuG/DjryCsUGwbhM/aMPYvOLYCe3cvy8lKopQxWKRVdPEb1nw3e/CPfcoZcBKH1+sgV4jh8u0YH6h8QPgdtfU8SpES9dBc7cmGt8W1vvBuX69vYCGYSgXUaoD6dN1mJkhYASgyaHm8cD587C1c2kY2/S2VEqRrHhcjVMiAXfdVStC/FxTHnEsprpa0Xdwu1UbtUernnUs7+NTs+9QWza/hz9NzjN88bv2HfN4lPz5t76lbsKG9NRD7t7N0PQ0wrLw3LyJp1BAnDuHHBy0L+RVB7ffj8cmtK8efZaF9HgQ2Sxy715EIlElYpUyax7A2rEDsbBQO7Gp9o32jW8w8Fu/xdynPkU0GqWnp+clD+2ooBLOkclkmJ6eJpfL4ff7N1YPX0HYsCM1OxKPx/H4A9xYmMNwuQjtuZ9pLUKi/AnVNUHJ6pAj1SEXdz3QNVElV6C+bzPxWo5PvXhGwqevW7SoE0zWyFEGAkago0LdeGicZxae6djG9q7tPLv4LMO9MW7M91S3uw2NPcMhTk2vUurg4TNc9gudT6+muS/k4+hqmufTOQZdBve4nczni8jy/gqiRXhdJMCjK7WQicq5DffjdvJYbgtoW0CDfVsOMX3l1zve22JmkWH/MALRkCtnh93duzmzfIZELkGvv5db2Vvs8e+xFS2px/X0dbaGt2LGOz+z7kA3U9kpPLqHye5JTkdP89xK2aiWAAGLjkX2DOxhKaoIVrN8e8kq8ZHTH+HD4sPcy70bduQVig2CdZv4QYdOdArn6HTey9XH1PIy0SeewDU8zMCf/Eltx+nTqtZRcyJPO6ynfw5Hy3FSSjBNLs2snzQZcn3qS2tiPX32+zsXFXa5Oo+REEoI4vJl3NGafJ/TqTjbibK9vXpVqf5t2walkqzmWVmWIJNRyoI9PYo4VWppVbpf4QaWpdQEXS6lqN+MXK6x/lgup7xW9fENDofk5s36j7bg5L3/uz3BGlX1RDh6VEm29/crwtksz14/HJZVVZoUdeMqxsbWJFji2LHaILRR+RILC/DGN0I8jnim/WRFu3ABDh6E48eRR44gbOpoia9+lQHDYP7P/uxl9WRVpHRnZmZIpVIEAoENg/gKw6vejqRSXDr7HB6Xi/T8LBe+/xgAxXyea64RPh/thrKvyNA08h0IyVo91DXlpWrG3GoWr1NnbjXbcnw7GOY6xZLWwHoI1lpwaJ2ncd3ubm4klMhGJLTIjfkehIA9IyGiyUJVen57v5+hkIdMoUQqX0LX1Dsyt5pDFyrEb7ffi0SiC6Fk1gUNWWBz+SJz+SKHQz6ONRGnMY+zgVyBvaRIn8vgWp237PligCAa0EoAD/Qd4NTSKUxpEnFH2Ne3j9OLp9uO6/au7ZxZrhm5pawiOLPpWdvjG/squRK/woH+A1WZeDtcil1iX+8+phJTHYnx1dWrVZVDOwn4glXgD0//IR/Z+xEOiUMbduQViA2CdZv4QRnG2zWKldXHlyN+1zRNStPTjL///ch3vANRH9IHjcWVXqoQE2kT263rFAut96YKTrZu9xQTWB6Pks40zdqfdVyv8eIvwXimUmrS387DtXVrNXdNiy6iW3k0l5Nz50TDKZmM4p8rK7TUwKp01c5JpmmqNFX9caAcS9kmHurxNP9fYlmiYRgMQ1AqNT76bzl+hjd6QriydeEd+/crhYxK4te998L3vqc64/e3djYYhJ07azW0mrHe4s263tlb+OCDqt5VOAyHDkEHkiVv3VIDaFM3rQLty19mwDCY+8QnWF5epru7+yX/HRaLxari1IZRfGXi1W5H8vk808eewNB1rp14uuG7K5vU9DS98/XXMjWmBcdv2CvJben2tsi7Gx3C0/2aifD5ME2z+sfO21eR127bJ7kOgrXGsJes9t/AHncPpjSJ5dV9G555YJLDYxGevt64AHhpIUXY62woOFxBV84kZzl4JtFaWP7HuvzsD3iAmk3waq2dXi4UcQpBof5B2Ty05jPzUrJt83u5cuMT1W0e3cO2rm1VAtPj7mE6Nc3V1attCdBkZLItkYpmo9wVvovL8XVItnd4z/o8fUQ8ETShMR4e70jE0sU0bt3Nzq6dnI+1FkUGFSL6H079Bz6696McEAc27MgrDBsE6zZRUVp5ua9xu0axUkOhomL0Url7pZTETp1C/9rX1LW++EW7g2r/np1Vk9Z2RXbX6tNaY2xzfjt71p+4hNbMHiptVKT1IhGVZLS4qCb8mqb+VPZrmvK2uFzV/0shVKHiStJS+f9MTKjkpbNn7YlUu3vbtq0hD01ISSgzxaK1jWKx1egHAu0nF+22W1ZVWK8Bhw4pvlOPUEjdSiWKL5sV3H235MqV2tg7na3ErISDb//if+Ytn3sHUgjEfffBY481HVSeHMzNqffkoYdqHQiH1fi1I1cAzzyDnJxErBECyMSEctM1Qeo64oEH4PhxxVZnZmDfvrbNSF1Hbt0Kk5OISu22I0fUAORycPKketaRCOLv/57B/n5mf/u3WRGCSCRy27/B+jyOyndhdXWVXC63EcrxCsar2Y5Eo1HO/PM3KWXSXD39bOtBTdfZMRBsyKl6KSFsCEG7p+LVLTKrUdt99TLV3d3drKysVHPdKhL4lf9rmsbQ4hB3Ld6F0GpjW31OlW1xwT3iHhYGFvha9mst17RsPDsAg75BSlaJWK5GmPL6DAc3hbmyaL/YVCjZE75O5LZgSZ5NNn78nUIQ0jVW68IOk6bkdZEA31lJVjnK1WyBiENnpe66zSVMHIAV2IvfNUoqf4thv8prrg+pi+aijIfGubZ6jRMLJ9jetZ1sKcutpKpLZVd7qhnrea9dustWLh5gLDiG2+HmwsqF6rYdXTu4ELtge/ymwCY0NMLuMH6HHwRMRCYAuJW4xXJ2GRMTl+7lNv3hAAAgAElEQVTif9z8H2hCY7/Yv2FHXkHYIFi3iZd75bFe4vV2XnwhRLWGQqWddlW7192n+XlyV66gPf00XV9qI2Cwd29jRdrZWeWdaEew1lp2XGPy0c5rYwcj16EPlYm+abYyhWY0eZ7aPplgUCU23X23mng3o+neZF+fUt5r9ggC+tw8l4oTtpfpNETt9rUbowtNtmDzZkXgAgHJrl0Akm98Q5BMQl+fEsQAFb1XEV7M5dSQXr8O/9j/E/xEKIQYGkI0kytQ5KniMYrHFbk6eFBJ5N9zj8rrWws+XzV/qgI5MYHs6kI4nYhCQXmn7KDryMcfR9S/hydPIrduRTSpCloPPgjZbK0wcSQCP/ZjjX3UNDhwAG7eRBw5gvjkJxlKJpn90IeICUFXV9cL/i1XYuQty6pO0pLJJLFYbMMovsLxqrQjUnLhqScQgRBXH3+UVKzVE5ze8+N8ebmLenfBsesrdPucLKftleJeDGxHpc1QDXsltAk8qK9ZVCwWya5hSwYHBym2i2KoQ/qeNOesc0TcEVZyjSTTzkN2oP8AZ6NnyZuNYehLhVvM3ozR7ubameNi/oWFMt4d8PBsojGM8t6Qj0dXkmxyG3g0DbemcTqV5eFIgFixhLtsrARwt9/NcsFk1OPkfCrL04kih7vfxObcUa4lrpEt2RWTtjA0g6JV5FLsEi7dxZ7ePVxeubwuz9Sl2CX29u7l1NKp6raAEWDYP6xUBQGPw8MTs0/Ynt/t7m4JCbSradbv7aff2080G+WZRRUpce/AvVyOX27weHW7u+n3qePOLZ/jQ/EP8VHxUfaJfRt25BWCDYJ1h6LyY6ivkv1CUTGGL5US1Gomg3zqKYLXr7c/yM5YdOq/aTYqDVpWYyjXGsbc7tbajZeRaw1veFnR1aXC/FZWVD5Vpe7T4KAiaYahyIGU6kaCwQZJ+3r0FdvHiPf1tU/nytkk7vb0SMIhuHixNk6hkHLgLNaVThkehoEBST4vgEpoouANb4BHH62mRAG1UmbNku83FtzMD+9j+NQ/te1/S5jf8eMqT6u+OKfX21KwGEB6vcj+fsSNG1j33IMolRALC4iLF6tTCHn4MCJqv+LMvn0IGw+ZHBioEiwZDsP4ONrjjzcetLICzzatilqWSpAbG4NjxwDQPvMZhlwuZt73PoAXbBwrRlHTNBKJBD6fj7m5OSzLesHyuRt4deFOtCPxeJzVRILslUttbYMUOkWz9Xqd+tDldXJoTP22pJQNku1rwW5s2l1pwG22JVgN579E46UFNL6V+BYSyfau7cRyMSQSgWBX9y58Th+7e3arZ13u9WxytoVcASRLCboCOWLJ1uLBuoDnZuzV+gI9rccbEnblBU5H7futAYeCXm7lGgfoSMjHU+WcrJt1+x7uUh6tehwO+TibUoZrrlA71vTu59zsf7XtH8BUYoqJromqhylv5nlu6TnuG7yPo3NHASXBbmgGBauVpG8NbWU2Ncvunt1oQiOajRLLxRo8UFtD7VWlmokvwM3kTTS0qpdxV/cuphJTLEQboymKVrHl/OXcMsu5ZQ70HWAxs0jBKvDB0x/kER5hD3s27MgrABujegei/ofwUqwqvFQrE9o//APer38d7cEH2x9kZ1TqapqQSiEDAcjl1AT4yhVYrfuo//Efry2Nt8bl2nqw8utITH6pVnGGhmqeKCnVGASDilwtLir3TuWSlX9s367cRc0sBQin56BNsflOXVZGvnaApkn23lPdCwi6u5WzKJlUaoHXr0N/v2R0FHK51sazWdi1C77//frrwJYtrQqEAH9z76f592d24DDbzErs3Gy3bqlQPZ9PqXGsrqpORqMqjA/A60WMjcH584jFRcTiYms7AKdOkdqzB39T5woHD+K0eYGk06kkGoHSxIQqIt1MpCrYtKlSdbkGXVchg3WEUPtP/4lhw2D6t38bIQThcHhdv8vmb0EsFqNYLJLP51uKhW5gA/W4U+1ILpfjmS99ji337Mft95NaabP4YYOxHh/9RRMpIew1uLaUrn7/jl5bJl/WcfcYGqNdHiS1ckO6TRhgJ7TjR93GOtjVSwSJ5Nq2a8i46syl2CUO9h/kzNIZtnVt4+yyvTDQzshO5jL24j+D3cvEkq1lPxy6IF9qU6xdEzRTzgMpOPXkNIf2DUCfWgg9HPKxXCwx7DZYLBQpAUeCniq5asbjsSRuTZCrU4ecyubZ7Da40UTSni8Fmeh+MzPL37RtC7CVqD86d5QHhh7g6NxRPA4PlrQ40NuYp7W3by+nFk9xoO9AR2GKdDaNT/ORtmr349W97Onbw1NzrYJHW/xbOBM7g0Cwv29/27btRC5A5Y3Vn5MsJPngcx/kY3yM3WL3hh25w7FBsO5g3EkuWykl3ne9i0w6TeDv/15NfHVdSW3XK6npulJdqEeh0Bh7NjiISLfxJnk865dBR6nXBQMWDgOE0BBCGca6mr4ACFnCkV9DhxVePMHSdRVXd/Fio4VOJGDHDjVxb2e5L11Sx9gQLNfKHIGBAg6HgdstGoY4l6ulhkUiyilYKEjyeXC5JKWSpFQSSCm493DtFn/hbfDP/yKZnBRYlnqkb32rxDQl58+rgs3t0NxFKVWqWX9/noWFRgHj794Yx/O/neC3/sue1oZcrvZCI4WCGpOKV/T0aVUB+YEHVO2pQAAMAzE/D29+MzKfh+efb5RRB0ShgO/MGZK7duG9fJnU1q1IIQgfP05x717MzZvRYjGc5TBWUSiw6nbDgQMET59GdBLSsDNOe/bYhoRqn/oUw04ns7/xGwghCIVCHX/jlRh5qBVuNAyDVCq1seK4gXXjTrMjvb29PPBv3sOZr/0vlqdvojscIDQcToN8xS5IcOqiNqUv/2M2nmM+ob7jBzaFWUy2V2K9FWsMIxsKe3DqAsuSKr+JcsosAkMTBFw63T4XEb8TCQRcDvZtCqMCDJRvyDQt/Mb6IiFerAdL79M5NXiKS/FLDduPLxxne9d2zi2fa3MmnF85T7e7WxUkbkLQv8KWnu2AoDfgqvZTIEjlSxQtC6TE5dApmBZ5Q+B0atwbdLFcNClKyWDa4tSTKsJg7maCg/4I5/xwMpkhXyZL3YbO3T53tS6WHQZcBrP5RiK1WChxl8NmYc+SXAz8a8ZLMRZXW6MOJromuBJvDa8HRUwsaVXrW51YOMGu7l0sZZaI5+O19ys9y/6+/WSKGS7FLrXkt80X5uk3+jGliVM46XX0slxY5tTiKbZ7tzOfmydrZSmWXZxnVs6w3budtJnuSNwuxy83eN8qsMuvi+fjfPDMB/m49nEmxeSGHbmDsTG6dxheSJ2SH1R/8vk8iUSCXCxGIBxW+SrtFPiSSZVLU4/jx198R3Tdlvwc3F3g4G74/Fc9tONsAF2ePPnRUZxOJwKQpomYmnrx/Wq5UDks0M64xuNr55zduFHTYq+Dlk5hmjr5vGi5zwqf+Omfrg2RpokyN2kcs2QKImWl4v5+ePsvwo2blTBAqChBKWeQoLe3Ju9eibJzOiVDQyUuXnRUPVwuV5ZczkM6vYLH4yGbDTdc95u3drP30HuYHFygq7sbh8+n3p94HL7whdZx8PlUCF5zyOnysiJXmzap/1dyHI4dq/rprO3b0S41TkqElPgvXsTUdVzRKO6ywodx6hRG+ZiZ8XGGy2Gc4dlZ8svLTI+MsOmFvCdeb8fabfqf/inDbjfT7343QItxrEx2LMuq5ufUfwuklBQKhTvm+7CBOxN3sh3JZDJ4uiJIaSItC7OcQ+SoXxUTULAJEayQK+hMHO0+sxWBjH2jYU7eqrdRkvPzasVoYsDVVmmwgiPjMFQpNYEKeUzaLIq9GIIlkcyOzHIpdqll3/au7bbbmzEWGrMlWIWii+tR5V2/Hm01mmPdXqaWa9737a8d4buGCXU5VQ5v7VlNL2eYfjzD/Q+M8Ki/ds/LRZOchGOJDGMeJ31OAw2YyRW4VSZVo4aORxNczqooF7dlUhKCy0XBluQKU4GIEpEqI2tJ4v534V09x4C/D8MwCDgDCASnFk/ZqjLu69vHycXWBa8KQT3Uf4ibyZsIBHPpOebSyvO3M7KT8yut6n4LxQVcuEjIBM6Ek7g7DiZcyqhn4rN8GJpBhgwIuJS9RLgQxmf4SIv1pylMRibbCmqs5FZ4/3Pv5xEeYSc7N+zIHYpXFcGqxKM3v4jpdBrLsqpVq9frcn2pX8yKUbyTEg4tyyL6P/8nxqFDjLz//Wh2+Vf9/WoGvkZR4Cpux/BI2dG7tNZo9TvjuOpCEQWo3B0bZTmGhzs31q4flQlCu3HoJBNeQTar8nfq849Q/fU7c8RL9nGCPT3rc74tLSmCJaXiNrE4deRKoVQSDeJ+FQwOKodTNGoihMGDD0a5fNlJNJomkegnEEiTTA4SCGQIhWZYXe0F1JgYhsWjY2/nx8xPq3C/8rOQIyOIX/5l5fG5ckXlY0mp5Nybc57qsW0bnDplO6bC42Glu5tIk4y6KJVwlErEururBKsew9eukbz7bvRbt9CKRVaGh+mZmWFufJy+GzfQ7Z5r/QAJobyXdnGSddD+6I8YMgxm3/lOhBAEyzmIlTCOirJcRUyg8i2oFGSthHps4IeDDTvywmFZFudPPYtumrh0ja//xcdbjvF1RXC6PVimScGx9vt9u/TlxQ6JpxDnVl1twt7eXluCFQ6H8fv9Ldsrk18pZVuBC22bxvdj37fd53Wsr/bjlZi9N6egzwL2gkkAfQF3A8HSbAb6ar7A+HCA2Zkk/YM+hnf18B29vad/KltgqkyitnldTHhdGKUSR5NZNOBuzSKWWGXZ7cOpO3BZJteD3Qyl4iQ0BymPr/zgJDOaj51WH9dS1xqusTW0lbArzInFEziEg5IsEXFHOpJRQzO4GLtIotAqgHVh5QI9uR6i7tYQ1jx5DAxKRus9p7U0m12byeVzLLBAr9mLhUWGDD1mD1HdPiTWZ9Rs+0TXBM+vdFbGjWajfPDMB3lEPMKEmNiwI3cgXlUEK5/PMz8/T39/f/VlS6VSLC4u4vV6icVi9PT04PV61zRML7VhrFd7upNWFTRNI9TVhesDH0A0e6ZAEYKLdassd9/9g+vcC0DIYRPjbCvxbqE1kZsW9PQ0/l9K5NAQSIm4edP+nEgEIhGk16uOayZ2XV1KojyRUKoVBw+qsc1mVd7a2BjDqSTxTCvBGh9XKuTrQaEAMh6nlM4xuzpoe4zTqfhNfdpRMCgJBCRTUxqVz4YQYaamNCxLfdiTSV/5by/gZXx8lTe/OU5vr0rGPX36AM+fP8zkzWO1hhcXVacOH1YKlG63cpUtLFQL+rZAiFoelg3ErVsE77kHvvMd2/0hX5tkNiBw9izmwYOIixcZunwZq7cXRyhkT65AqWQeOKCELQyjUSWkAxwf+hDDLhcz73gHpmkSCAQA9Y1KpVL4fD5KpRIOhwOHw4FhGGQyGaLRKG63G5fLtcYVNvByYcOOvHBomsbw2DiP/fWnsXL2ynrp2Ar5tFow6U7PAZs6ttnpzuRt0q91nVds7H87T9XKygqxWGdv2FBFerUM4RLktud4NPdo23MMzWB7eDvxfJwB3wDPRRsXdCYjk3gMD9lilkEGcetuNKFRNIvomo5ok+/j0GDPSJiLC4373UUJTZHQDgG+gJPDY12Y2wI80YZcnU6k2eR2crOucHCXQydRMjlbMEEILKBkWcwEIrUTNUUKZv1hDMtkWz7NiuEioRuM5ZKUIr+CM/GXFKza+M6mZ7m6epUh/xDLmWXuHbiXoiyykFlga2hryzgBTHZPcnrptG3fJZKoO8qQZ4jZbKvIVJEi4XCYeLJ1XnQjf4OwM8yEZ4KLqxdBh8nQJHO5uUrd7BZUih5DI9nqhIXMAh848wEeEY8wbo5v2JE7DOsmWEIIHTgOzEgp3yKEiABfAsaAKeDtUspY+dg/AH4VMIH/S0r5rfL2A8BnAQ/wdeC3pJRSCOECPgccAJaBX5JSTpXPeSfwgXI3Piql/G/l7VuALwIR4FngV6SUHfVbXS4X6XSaa9eu4ff7KZVKZDIZBgYGCAQCpNNpotEoXq+XQCCAy+Vqa6BeSsNYv+J4JxnFCnI7duBbWEDYrNK1YB19F729yEIBTLO9MMELxFqXDdDadyGlIjx1Na7EemKSo1Glcjc/D8Wikldfi5QJgZydRZQ9LrJcWEoA/PzPq9yzfF7lGFWk4oVQxGzrVkSpxJZgkYK3ADgRQnmTLEs53Ayj8XKWpW6rnhcYhmTnDolcyuKYuUU46CFuNYbyKUgO3J3HY+j0RCw0HR57wmBhQRCJSDwexSt03cHkpMVZmzzrf/fvLIaHQw3b+vpCHNXfR2n7d9nzz3+phqUigJJMKu/V3/1dY0N2oh+HDtlK2ddDb5JYr4dzjeLE+vHjSF3HevBBxLPP4lzLMzs3pwQ4Tp9WOXTPPNMo7NLuOu97HwMeD1ff8AbS6TSmaZIryz6urq5SKpWqdXMqUtm6rmM0P+wN/ECxYUduE5rG4F0THPvy5+3319foWU9zAnb0+5ESllJ5VjLrE58QnajZOi5cyDaGeUkp6enpaahxJYQgtZ6IBdT7lM/n4S74Ol8nk+osxmRoRjUvSwjBiH+E6dQ03e5uhv3DzKZniTYJh/gNP9u7tldrQe0b/UWE8FAyJU6Hyl3WgLOzCdKFxu+dkSpBoNEuHiponLywTLfPSU/JxJgMULQZ1h6nwbDbIKBr+B06GpKjqxkCusaQyyCiCc5mC6TdXsi3Pj+fJgg5XVzRamrCItLN5WyAoe6/JDDzAZI5ZXsr0u2JXAITkyfmanLq+/v2245lJSerEwYCA7YEC6jKt9shXogTL8QZ9g0TcAUoWAWV79UGt5K32Ne3j8uxyzwXfY7x4DjXEtfaHl/BXHqOD535EB+864OMdI1s2JE7CC/Eg/VbwHmgoqn9+8C/SCk/IYT4/fL/3yeEmATeAewChoB/FkJsl1KawKeBXwOeQhGsNwPfQJGxmJRymxDiHcAfA79UJnH/ATiI+vSdEEL8Q5nI/THwF1LKLwoh/r9yG5/udANCCLZs2UKhUKi65gcGBqoStn6/H5fLRTKZZHZ2lqGhobYKKy+VYbzjjSLgOn4crR25al6961C1vornn0csLyNdLuV+qeRXaZoSNRhpVThaC2sNm1fa9D+XayV4Ph8MDKgCtB28JFXZPF1HnDuH9PsVYbSreyIlMhJB1Hn6xMWLKsxtclLdt53O+vCwmqiXCYHLEPh8jeoduq7SlNYjBOT3SRwOUVXVGkpeIhAa4VZxsG4ALbYO53DrJod31wzez77Z5Ctf85LJKHG8SERd+4knWkMMhoclo6Oi5VUYGBAsL8Mzzh8j8fObmHzqvxKZrRM/aVYmATU+pqlCCE1ThaNGImuGjLJpE1Z/P9ozz7TuW8ursG8fxGI1WfbnnoMHH1TnNVdhBsU2V1dVeOATT6g+r1X4uIziyZOYDz9MMpmsGsEK6g1gqVRSQjPr8Ips4OXFhh25PQghuPKUfdhb68Frhy6VLMmFBUVihsMedobcaEKgCYFDE015VvVtr7fHrQg5a3WuKpBSsrzcmuvU19fH0NAQ0Wi05ZwKZss1I0fGR/iq+6sEc0G6HF0sl5bJ0SrK1Ofp43qiFqa/kFmg293NvQP3spxbtvXS9Lh7CLvDDYV249kC16OtNmc47G4hWHZIzdVI4MXpBBOmJDkZ4oajNh8YcxskTYuj8RqJcWmCrR4nV7MFkqbFolDKgy5NVPOy6rE74G1RILycLXCP383pVI6h4Y8xnn2cq7N/RUUSxZQmPoeP1UItJaCivngzcZPFrLL5+/r2EcuuLeWvoaGjY9I6Lp08nh7dw2T3JKeWTjGTVnOJzcHN5Et5TGk2eKwqOLl4slqLy6Gvf3q+mFkkWUhu2JE7DOt6gkKIEeCngI8Bv1Pe/FbgteV//zfgMeB95e1flFLmgetCiCvAYSHEFBCUUh4tt/k54GdRBOutwIfLbX0Z+H+FevpvAr4tpVwpn/Nt4M1CiC8CrwN+ue76H2YNggWg6zoejwePp7WuA6iXMRKJYBgGCwsLDAwMYBhGSzz7izWM9UXfqpXb77AXXkpJPB4ndvfduF/3OpyPtg9bqKK/X3lhKhNgy1Iyd+Gw2pbLVWWtRT5flcOu4sd/3L5dXW8kc+fOqbpSuo7UNMj/JMoxag+PabOaaDfe6TSk04jNm9e4URTT8Hggm0UsLqpk3D174OZN1d++PiVJn8k0kKsqYjF7UlHB8rKSdi/ft89sE9rhsOcbIyOSQgHm5gROp2Rsi9o+v7DAIMqDF4zfYixUZKq0CYTkrpE8Tq3VkIR9Jr/wkymefMbJ7JKTdFrdul3U6LvfDZbVOrb17/fF3BYu7fsor9n8FbYfVSIX0uNpnfucKCsv9fTU4ha/+U3k618PJ0+2nyu5XIinnkIeOQJLS41Fgy9ftveM+f0wOYk4dqxx+4MP1vLBurspV1xWeXIVz+XgoJLmF0K962tAut0s//qvE33Xu3B2egfKuBO/D69mbNiR9aNiRxKJBEd+6Vf43l9/mlSstWaQrJPYdssC/0dkComGKQVSaBwrRDC6h9CEEuJZqBO8mIlnman7FjnaSLJv6/Ox1KQ8eHhLpPwdkbgdnesubvJJaFpDsyv0C7BYXrxr947UI7mc5I2lN7JyU41LIBTg+OBxzubP0uXuYtQ/ii50rieuE882fnSXc8uMybG2CnrRXJTNoUZ7FvRmaLaXhibYFPGhCdGgwGimixxJ6Mx7NaYcksOawZkLijBUwiOvzCUJr+bYfF8/NxySbR4XS8USq6VGW5K3JEtFk/tDPp5cTVOScGw1zaCz1Zsy6jJ4uo28u6NMIGaLklnHaxjfeh/Zqd+gZKbImlnGQmOsrtQIVqqY4viCCje/K3wXXe4ujs0fo8/bR7+3n4WMTS52GZfil+jx9jDsH+ZS7BKpYm0u0S4fbjIyyXxmvkE5sMfdg6EZ3MjcwKE52NW9C7fDTcEscDl2mZyZw6k50TWd1wy/hnPR9iqR9djq28q7x97NWHBszWPvxO/DjzLWS5E/CbwXCNRt65dSzgFIKeeEEH3l7cMoD1UF0+VtxfK/m7dXzrlVbqskhFgFuuu3N53TDcSllCWbthoghPg1lNeMTZs6x3TXw+/3Y5omc3NzCCHo6uoiEAg0qLC8WMN4JxtFgEQigfHRjzI2P48YH7c/qLnfp0+r/BmPR+WmGIYiCU8+ub6LdpLsBkWA5uaUp+CUqrguAO2hN2BPsCThoIWrYPOh7jTm6xHiEKJBiEFIqe6/XM9KJhL2xKqCSnhiu3vu7W2oFOwuJKlVdanvqiQWEzgckkhEcVrLAsMQGAZs2mQxOAButzrv5o0bDA7W8q98q/Ns7tJxBV0Ypg7C0To2UhKyErxml8HfPqZ+6sGgKllWz13CYYlh2DsyhWjkNVIKnun/efzbbzJ46YnO78jwsBrrctiN+Jd/UeTpkn0CswDkwYOQSilytX+/IlBSqjYWFmodmZxU7+vMTLU4cBW7djWKbSwvN3qx+vuV+/DaNUWWx8aU+mEH5F7/emZ+//cpjY6i3YG/+w20YsOO3D4SiQRT557j9P/6W/o2b8HhtM/7qP/kGmYB/cQ3AOgaHScf2YRXCzMVzzK3una5DavN97vL4+T0dBynLtgU8eB1GlV1QVDS7+3gNTQG3YUWgvVi5dhdLhe5XI78ao34JVeT7ErvYt/Wfei6zmejn+3cSIcu3BW+q6HmE4DDtURzjpvLoXH0mvLEPXRXD7PxLMvpAs9eXYGrsKXPx5EdXZz83lTVApl1tiueKdLz9CJHXj9KSgdXm0jsEZfBk6tptnicXC8LX9zlc7FQKDaIkg+7nbZeLYBm5fdrRZ29mz/O9LXfZE/3bs4sn7E9Txc6XsPLsXn1nV/MLKILnW3hbbYEtdfTy6bAJkxpcmrpFD7Dx/6+/ep3Jlvrbh3oP8BqfpVL8UuUrMYBGPAPcDaq4ulLVqlBZl8XOpuDm1nOLnNi4QSH+g9RkiV2de9qK8fvdXh5x/A7eNPAm3Boryo5hVcM1nwqQoi3AItSyhNCiNeuo027L3zrrLC2/XbO6dRW40Yp/wr4K4CDBw+u+0sohCoGGgqFyOVyLCwsEI1GcblchEKhajjGC0W9wkslpORORCaRoPDZzxIZH0fr74cvfcn+wHbGZcsWRa5SKSXgsF4kk/CVr9TarrR//ryatY+MrKnSVtc5HjqUZWIwifUtmw/1ixx7WcmhakZl0t+JlD70kBKz6JTf08RSdCExtCJF01luRuJ01g7TdaUA2HCOLtk0KtDrFma3T0woMY06eH0CrZhDWjrC61Vhi/XjUypBoYBfL7JtNI/hd9HXB3fdpdLFvv1txS/OnFE1uuwiYoSA0VHJ88/X2s3mBad2vl0RrDn7wpgcPqzympoUt8RTTylhjEikSrarA5HNIkolZMVDWq/Y0ddXI1eveY1q9+nWuirVtjqhIlYSDCqPZCymyNrDD7eIbEink+VPfpLoa1+LuEPDuDZgjw07cnvIZDJcOnkcLZNm6K4JotM3iS+0+Z23YQlX+/Yznr7Ow9ZzfMF5GFjjN4magO/bFK42KZFIBNF0vir/rmkaz82sNp7YZhwDbgf9QRc50drHdh6sWpOdn01vby/T09Mt20ulEqWLapL+2p2v5bHcYy3HOHAw3jXescaSy9FKaIuOaeoJls+ps63fz6lbajzS+RJXlhoXJft8Lp7+3nSDzXM4dMjX7l/3Gzybz1PISV4T9tNXLHE2XSPEDqirk+XAtCTDbidPxdP0Oh1s8bhYyBcRAgqmxTaPiyvZ1lDGk8kMO7wuLmTy1XZPlcLcHXwQjVZFQFAhe5tDm1tELUxpspJbYU/PHqLZKLPpWr6VJS00oXEjeQNLWiQLyYZQy4P9Bzz7Gt4AACAASURBVAHYFNhE2BVmanXKVhofOr8npjS5kVDREPv79vPMwjMc6D9ArpSjy91FLNcYyrgnvIff2PIbRFyRO/a3v4H1ebAeAH5GCPGTKC2ZoBDivwMLQojBsvdqEKgks0wDo3XnjwCz5e0jNtvrz5kWQjiAELBS3v7apnMeA6JAWAjhKHux6tt6SSGEwO12s3nzZkzTZGVlhYWFBTKZDF6v1za2vvmFt6tJcCcbRVAhLsFjx7A0DW337vWHrVcI0fPP1/JQRkZU3aJ0WrEBKZGWhdy6FZFMIiqTeU1Tq//tJtrQ1gD+3OU/xdIdoGkURsbJvvGtdPkKOCghAc0ux6nT+FfC/IaHwcb4SYcDkbD/kFeQSybtfWpbtmCZJnJhAb2/X3m+7I6TsmXc/a4ceTS8Xp18XnmBKmSmOSzP4ZB0R2ocQZomWBahQACZyaicMSlVaF49SysWkeWC0aLcDxIJVZhTSl6zfZFrxRFMU13P44Gf+Rl1+pvfrDijrivnW/OtCQGhUJ54HK5f15md1fF4hhgY+2nu/mkD46tfbSjsKx94APHd77Yf5AqxGh5WUopCKC/i00/Drl0IOwK7uKjEKEIh+P4aOSEdFAcbcM89jZ6umzdbcrHif/ZnRB9++I71NGzg5cOr2Y7IYpEnvvQ59r7pLRQyHQQc6j8WdbfUd+LLVIKy3nUgSL6wipAWSOWql5bFN0ffSs4Ual0I0ITg5M32ggJg7+W6sphka6+vGoY4GHSzmitxeSHJlcU024ZbF+rW8mBlMplybcDW/Fy/378uMQxHyX6qtrtnN5lihgN9B9qSLCFb34+EuMiW7tfT5XORyBa5spSukisAvS6Hx+XQ2Dsa5uk6T5/boeF0aIQ8BgUgmSmChMF9fdywlEGKl0o8n85xJOTj+GqaEnAw5KvmVB1PZDgS8nG0/P+FQomFQu3bv9vvQS+HeurQkgGlmSWGdMGgy+ByvoQF5Pt+ldNX/i1bQ1u5uloLrQi7woRdYS6sXMAOK7kVVnIraEJjV/cuNKFhSpPzy+fp9nSzkrWPSji1eIoDfQfIlrK2+W8V9Hp629a0asZMSoVfVryOOyM7GwjWJt8mfmfr7+A3/Hf0b38D6yBYUso/AP4AoOzB+vdSyn8thPhT4J3AJ8p/f7V8yj8AnxdC/DlK5OIu4JiU0hRCJIUQR4CngX8D/Me6c94JHAV+AXi0rC74LeARIUTFBfLjwB+U932nfOwXm67/kqPyEjscDnp7e+np6SGfzzM3N0cul8MwjGqys8vlwjAM/H4/uq43rDRWDGJ9m3cqhGGQ+PjH6f25n7NP2A+HVXiUXRJOM6an1cp+XQ0tAciBAURz22Njnb0GbVQHHXO1SFKnLOD3vXHtftk9A6ezJrohhBKfqA/j83hUTs/ly2s2HxPClmClsln88/MIIF4oEB4ebuhLyjDQu7rw2NRI8ToKFK1gfeSgDSShEPi8jbcoZ2fRbtxQY+92I4eHmYtG6evqwoGacJiAAYqYmCY5y8JKpfDWGVxdlujy5FhOt96dEMohJKXiy263+juTgTNnJPPzUCq58PstpqdVm+m04Gvht7PJdYpwfz+OmRlFwtciV/WYmVEew3qSMz0NDz2EzOfh1i3EbN0azIULcP/9ndscHm7v2WpGcz5XqaTytcrI/O7vsvCGN2yQq1cxXpV2RAi27D3A8tQ1nvnql22PGdi6Hd3pZO6S/eS3HnpsluS11lCuKV9u3SqCFUR8LqDRS7OaLbGarU3yu7xOTtWJZXhpdc2380wMDw+j6zqmaVaFBSpiGJqmMTo6SjweJ76WDRVwtHjUNm5nNbPKtYxSmus1elkq1oQTNDQm/BNMxaZazlu2LpOL57i+bC+ZX8G2Pj+5otlArgA8Tp1YpkgiV2Lva0c45jQZNxycKOUBwU6XztmUMlJPrabxChgXKt+qHqcSaSKGzkqxdSHMp2ucKednJU2T3X4PSdMkoGlcyOR5Pm/SbeicyNSeyWVT58jIb6InvlXdNuAbQErJVKJ1HJphSYvl7DJFq1j1RF2KXWI0MIrf8GNJi2vxaxSletdKssR0arrFw9SM0cCorahFM8aCYy39vBS7VM0TCzlDvHfbezfI1SsELyZw8xPA3wohfhW4CfwigJTynBDib4HngRLwf5YVBAF+nZpM+zfKfwA+A/xNWRBjBaVCiJRyRQjxR0BFCuwjFcELlKDGF4UQHwVOltt42VGZILndboaGhpidnUVKSTAYREpJqVRidXWVbDZLf39/NQTkTl9pbEbm6FE8n/tc+wPCYbCZ/BZLJWzFP3t6GggW8MILDnu9KtywXOuhUCwihFCrpIUCotL+rVsNp1mlkn1Qid3ziEZbJcD9fuWhyOXUpN2u2LINzErR3Kbr5AIBAmWjHI5GIRpFAhYwFQzSs38/reUpFfRCChw9tvtMVVYEnxf8No4XUS/LWiphWRbdwSCJTIaQy8VcMsnIwEDjOaVSA7mqoKuwQN49RCrXKNAghEWpVDs+mwWPR1IqCWKxWgHjSj5YBVdmvLxX+wv2vv13eM9n7sW4azMOO8W+NkgdOIC/uTDxygp873uKUDocWPfei1YhTD6fvXJjPbZs6Vhvq4pIREn2N+P730c+9BD5iQlm3vMe5QF8BX0DNvDy4dViR5LJJE9+6b+zeMGmlkMZlmkyf75xf7aNpyufthc90F/gkOwZDuE1dA6PdVEsf5QMw8A0LZZSeW6uKOJhNtkol9W6smXnwerv72dpaalBPVAIwcjICNPT0/T09HBjrdIeddAtvSUy0oOHm+mbVeJVIVcVj9WINsL5VJOIVLUzFv0BwXTc3gan8kXu39rN2dlVEtnGXCJNUBYDUSQjnUxj9XixCjlChSIFTWPGdIBeszcZCfl0AssbbGgrJ2GL4UBHsFRsvM5MuXbWXEFd5+hqms1uJ36XTqwsnrFcNAlogmRdUtZT2iF6ew4z5v0mVup7rBZWGxQFOyFiRMjms6yajcffStbmFOOhcRYzi1Wxi3QhzVhwrCqd34ywK9w2j6oZ3Z7uFoJlShO/4Weoe4i3DbyNAc/AK+ob8GrGCyJYUsrHUCF6SCmXgde3Oe5jKMXB5u3HgZZKtFLKHGWCZrPvr4G/ttl+DTj8/7P35kGSZdd53+++Jfe9KrOqa+3q6up9ep19wYyHBAFaxEYRIC0Gg6JoIAIMizBli5RlUwyF6AjRpkxFaAMlUyYZlEyFQBEKkgIYAEwCg8FMz0xPT/f0vlXXvlflvr93/cfNPV9m1QAYiDNTX0dGV771vndfvnO/e875zp4b/y7A5XIxWVObqxtMKSUul4udnR3K5TKGYfyVlc3tB/9jj1H8+tep3L6N0dl+IXqSo2wmg1PGlbSsrgk46TDzV6lUMGuzs1LTsMfHsYVAlxJcruYAGWgb2rvdyLNnVVjY6dNtx7QtC/nUUxitnrF6fteZM6qY7dKSui6nQsHZrPJIqLg2x+vuhAUYlsWmaaLZNmFNQ6tWyUejBF0uOl1QAtjUNMbOnsXdR1XOR4FeEgq2DcmkJBpVZEsCQtoIbISUiFhMEd3NTWQ8jqFpGC4XbpeLtWSyi1wBCNtmZ32daCLRtlwXkrjcINulLdPsZV2XmKakVBJICSdP2rz2miJfqRR4PJJisbm9ZQs2PWP8w//uNv/g34zu+eWUOXeO4KXeOQigiCKvv468cAFx6ZKqY7a2hnzuOUQnMQMV0hoMKo/qw4e9D+xyKaUPJzl4KZH37rH6W7+FJWWbdO4+9lHH+9mOhEIhjj37AjsLs0QN5alvXEH9D4ffxfz8AiGnn0sPdUCxSwGr4ZCLkbAHG4FlS6qWxV/ecfYoPD0dw2vqBD0m81vtRO+Aq4gej7fVu6pL45umSbVG1srlsqOcezabZXp6mof93ikdSHvTeHQPelXH8BpsVDbwCR8jnhHuF7rr/Ukko2KUedmj6D1gCpOQvwhJZ1tzYyXDhckoE1EfdgQsaVMsW8SDHu6uZ4n6XazUVByXgqqjHmgu8LgYLmRYdXVHN7iSJQzTomq2M8Wb+RJPhP1spNoJ1gG32RC5eMTvwa9rvJrOk65aaNAQxDgR8HIx3d5PeRsKkY9R3K6QKvfIH+9AxIhQKBYo6P29eg9SD5gMTZKtZDkWPcbd5F2EEAx6BtksbnZtfyJ2gsXsItuFbbLV3uGgh0KHuLrhHGZ4P3Wfn5r4KY4Gjr7n3gEfZOxLj7xDtMridsrt2rbd+LS+eN+LPwg9k8Hn85F+4QWCX/0qojMvanracT+na817vWhbW53F4MlmMoQ7lq3fvo3/8GHsaBQzGCS4tNSYuMtHIvQs66dpiL/xN5zXWRaGlI16Up37kck05cCdYJrKc7UHb4YE7EOHqFYqHGiR17PPnsVOJPBlswiH+L71SAQZDKJtbyPn5kDTsJ9+Gq2FFAogoldY7FEDyjBgclItLzeiZTS8Wst1HzzY8Ji1IhEOU8hmKVgWsbDqlUoyiXXrFuFqla1sloGpKRACWzewfEEs04u+0a7ToQaHqnm6Lshmm+0cGGj+XakIjh6VXKnlG0sJ09OSa9c0IMTf/vBX+Uff/DQj2T75eMDswYP48nmsaJTITv8wDWHbyKUl5Ic+hKh5x8TiYjvJcruVx/LFFxUJfvJJ+NSn4F/9qy5STCymtnUiVzVs/ZN/QsHr3VcL3EcbPjB2RNfJLD7k/Cd/ktf+398ls7mBbbW/h+NT3bZE13WQ3e9r2UMtrZDPAe1iDpNBsC2J16Uzm8yzmm4SnghZ6BEnULEkt9ecB8KZnU0qPWpaxeNxNjb6h4EFg0EWFxfb1Pd6QYtpZAYyXBQXSVfSYEDciEMFBvwD3Mt2h0rq6IRFmIHYALIkWc+vcyJyglupW0gktrSxpU1FVghEr8LSo13HECiBkOvLKYqV5iToufEIb8ypd2yqUOHseIS3FpKY7vb7vu0JMGaVWdFMLCEwbcnxuzvMLZQ54F6ldGaA9ZAHAUx5XMTdJp4O4hzUBMWaV+poTcyiUpvU3alanA54uZpVRGipVMFAhUsBJFwGPk3jWr6MHv1hBuaTSPef0w/eqhcfPlyWi4JW2LVW2lx6jjPxM5QsVdPq9s5thnxDxDwxtotqCtSrezk+cJzvrCh13IAZYDoyzf1kNyk+nzjPWxtvdakS1nEsdIxPDH3iPfkO+CBjf0r1HaDV+NVnsHRdb3wMw8AwjEbM/HvVKAIq18gw8H7zm9g/5OCoNJwNnd6ZPyUlBZ8Pj0M4hFhfZzYcJu/3qxpSwOj9+xAIELFtgql2N32+X4J0j/ZATdyhH3YrjlypKIGOXQogS48HefAg+q1buO+3v0Q1nw+9dfa2AwM+H8M7O5gPHypvk2U1tq9/QOVGRcI54nGLRILGZ3pacaddHzfLgpER9A7xBiEEXsMgtrysrnd+HvPaNbzVKhowkE5TtQTZ+EFy0XGK7ghVzU0s1nKNmkq10zTVHZ1dUqkIDh9ufq9WBeGw2v7gQbh2rdn4tPcZ1k//t30vZfnwYaYePmTo9m3CmQzFj3wEaxcJbbG62iBXjWUvvaRu4OAgfPKT8OEPt5OplRX4hV/onmk/dcrZ41lD8TOfYevs2ff2e2Af33d8oOwIcODwUa5/7c84ePYCutkdQO4UYmc61EUyAiGym871imZydxgz8vjM5n3aKECqbHMnaVPpmEvWtd2VCDvhM2RPcrVXLCwsEI/Hd99wCr46+FW+Wv2qIlc1SCQXhi6wkF1w3i00xTbbXN2+ynJumaqsYpgGZbtMxa5gSatRHFfqeR6bjPD4VIwnpmI8PhXjhSODDARc3FhJt5ErAKMjDjNfsTj5sUNkOu5lWQgGK26e2ZYM2YL4dza587BAyYKNPJRe3+GxgBevpvGgWOZiKsdbmQLB2vFjps6A2+RmrsiI2yRvS4Zc7f1XbXlmFksVHg0re3bY68aW8LAWXmi5PQSPOQZHNRC0g7g8LpZZZt21TsKb4GzsbN99AK5sXGkTzVjLr1GsFpkMTeI1vIwER9oUB7OVLPeT9zkeO952nIAZ4Nb2rZ7kCuBzk5/D1M339Hvgg4h9gvUOUJ91qlfKdnrY63Hy9c97FoEAhQ9/mMILL2D8wR90r9/l2nbGxkifPEnF42Ggs5hwDaF795h6+218N29SbTG8yWLR8cHs93IRfdqzK8HaSy5YMqm0x3uoyslIBDk6itajLhPJZLcQQh0zM+i7KBK2wucxME29QWLqhYadIWjLQNN15aXpJJVSqpylpSUlM++g5GibbmSHIpVpKoKnaU29E8tSt6pY7OYkIyPNvysVxVEGB7vrTZum5PD1P3O8IglYTz3FSEuunKhW8dR/cz/6o7vLq3fi/n2Vf9cRCtnA8jL87b9NgyGeOKFqsfVB+bnn9kUt9tGFD5QdAYLDIxx++gUWrl2hUuwOv3IKFW/1+Priw+geL5lSCatH3uQza9/mU3d/j6dLzVwXu1IiXXW+d7JPSGGvd+mI73uTY69jcXGxby01OS35husbZCrd9mKzsEmm7GxHRgOjpKvddqTXtF6mmuL1uSSvzW5zcXab12a3ubueYzNb7iJXAOuZEj6z+UIPew0ulYrkO/ovYkPpZpLXL61wer3Kdq6dlJaqNveL5bb9UlWLsGlwLujFp2k8LJSpSMlyqcJCscyYpz2U8Vau2JaSdiWT59lIgMVSmc2OXK4BusP26hjzj6F5NFLV5mTuenGd2+nbHI4cZjrsHKnTC/lqnrn0HBoa63lnQa57yXsNeXeAQ5FD5Ku9J4+jrijjvvF9O/IexD7B2gX12cZ6bPVus4nvpwFVYXQU9+XLzis7jP7S1BSlZ55BNwykpqH5/YTcbqzTp1n55CfJPfssdp+Bgt7ysg0EnEM33G7nApVAXw+Wo1R3K3bzYNWxvg6xGLIjR8o+ehQ0Da0HkQRUKFkvOKgFAj3dUbrdPYva7xIrtt4kWaUSXL6spMzn5pAbG0jbxl5ba6pFrq875kVIh9lnUI+Ck3OxWlWO0DpCIUWw/tpfgx/5EZX+du+ec4pTpSL44s9eJDl4sH2Fy4V48kn0V17p3klK5Wm8dAkee0zVuOoD6+MfR3Y+N/0Gs2tr8GM/pgpJr672vOnVaJTc3//7ZC9c+J6LkO7j/YEPsh2pWBam18P2krPXpV2eXWNwahpfqBY8bphYto1VLOAzTSLjB5Fm7xxVT6ApomD22a5Y7OOJ6nHbE67dw/r2ivn5ecY6IiK0kMbK+RX+2P5jkuXeyoK9JMM9uqfnoN4Jm3a38MhSssChQedJxLmtPINBDwFXve4H+L++wsGLWzw9X+JsASIWxN7YZnY9i5SQTzoT4k5SBrBYrCAQLDoUF15pWRbQBI+G/JwJejnqc/N4yMeFkJ/vJLONsMJWXJNjjA9+BtEhv3U4cph0Jd1TAONe8h4LmQXOJc4RcfcuQB1yhTgSOdK2bDQw2pMIV+wKb6y9wbnEOc4nzvfMuwI4P3CeXzjyCz3X7+OvNvZzsHqgPjCqqze1JrTuhnqS8nsdkUiEwvHj5J9+Gt+/+BftK9Np5Ic+1Pg6Uiggbt9GDg7CmTOEBgZgYQGPZXHAsiAQQH7qU9ixmJI4/8u/VDWYwmHk1BTCMJBCpSoPvPYa0jCoDA3hanF5yLk51hYWiA8ONvvhsccQU1Ogach6Qk+9n2rH0wYG+g+c30lfLSyA3489PY124wYcO4b2tnPV+AaOH1cKiK3hJYODTRKz3UO2osezZlRLWB1jh0pFcUznXQRVW0PPpxE3ajO8lgVbW4itLWQmg9Za68uylL56x2yx1LtfF5WK4hq9Imd0XWlF+P3NFLhQSJWgOnxY1RD++tfV93Qa/tN/au57LTXOH/zUn/E//POT6vyxGGJkBF591flkrRf/QEkX86M/qk7QSmJnZpA/+qPoy8vYn/88fOtbMD6OCARgy7lIZAOrq3D+vCpRUCrBF7/YtUn6D/6A1YMH1fW/TwbJ+/jusG9HlB3JjYwxcvwUpmkyd7V90s4bCjNy9ASgrnnp1nWGDs2wtg4j0zMs31YTPzKfJZnPIoDY6DjeYIit5UWKaTVAHjl6nFj+Nqe1B0ghEEJHujSqls2XSoeYNZSIT8yj4fP4mBkMNzxlmiawbYmNpGrZnBkLgwANUaspAhEtDbuXrNozFhcXicViFAoFimaRK1NXuLPTIwIC5Yk6lzjHW+tvtS0/lzjHfHreUWChtqMjSqRIBHTWs+3EMeZ38WDTWa1xfjvPU9MDlCs2by0ksWzJarLIarKIdguOHQhyY6fppbyz2k0yhAYFByL0RNjPtayzwMRcscyYy2TM6+JGtsBradW+x0N+lkplVkoVnor4sSSslSvkLJv1Wk2tvC255f8YE8W7bGXVs3dm8Aw3tm9QsZ0nN+u/u7Jd5vL6ZcKuMEeiR7r652z8LA9SD1gvrHMydpKd4g4x796K/15ev0zADHAmfoZsOdtWtwvgkegj/MqhX1H3bN+OvCexT7Ac0JqA/E4M4vsNuq5j/92/i/Erv9K9cm4OMTGhvB4tgwDh8aiRcksNoMa6bBaRzSrFv898BjsUQty6hdai4tZ6l41nnmmLKfNvbhK8f1+Fc9Vx7Jg6HyAc6okIQB90ljVvYK8eLGpenFAIMT+v6i7tRq4CAYjHuxlIvThUL/RRnDPLeUodah91541p2g2vUeszq2UyiO/0CGnbTa68cZBukrq5qc7rBF1XZKpUapIrIZQ2RP2RMU3laLp4URHEn/7p5vXYtiCqj7Lz+g/jX7ql5h+v9ZZ7diTKly7B888rkmUY8HM/B7lcoyaWtrKiCNfRo+q56uVN7MRaLRfk858Hw0B+8YuI2r7Rf/NvqP72b7O4uNjTG7uP9z/27YiCrutEBgZ55KMf55v/9z/vWr8+ew9/JMbOcnOSZ+3BXWIjYxTSzt6FhjdMCAYnDuILhVm4/jayRx7L5KljzNbeUyGfm4fbNouLzWN7TM0xLK4VkU7B1A68076t18nSXTp/HPpjcukeL9IazifOOxYTrtrVRs2md4qBYJn1bPt7fTVd5PiBINvZEmGvC9NQtsiybTShUShX24oS1zES8XJjuZ1QVaVEE9DKp3xek04aNeo2uZjqff0n/B6GXAZ/sdNkuMf9Hm7ni6Rqku0vJ3OcC/qYLZQ54nMz6XWhI0hXLVZKFaKxF8kUHnB6YIY31t/oe186Q0hT5RS5So6j0aPc3rnNiH+EoCvIWxtNspss1cYfApZzy+wF2UqWKxtXEAiORo9i2zZ3U6rG5ts7b7OurxPKhfbtyHsUHziCVY9/rxu/Xi/F92LNke83pJRYuo755pvOG7z0Epw82Z6vU1dyO3So77FFKgVSIr797Z7bNBT0bBu+/GU0JxXAXSBdLsRu8tjvZJZ4aAhR96BEo451rtpw4UL3oN3v7x/TB30JllHIQkSdOp9Xh9/ZUf/H43B4qn49Ldfl0lTtsmpVeaegUUBZSIkcG2v0o9C07vObJvr2OprcwB6IY/lVKE4opNrRmUJmmsrJY9sqTDCf7yZXdRRarG3nrdqyw3z9f/oaH//CBGKlR4hRHb364epV+JmfUQ3qIY8sbt9GjowgehSy7omdHeTWFjz5JPLttxHJJOLLX6b4q7+Kx9Opm7mP9wv27cjeIaXEsix2VpcpZrpzhMr5PLED3exle3mRULxHTmTz4GzOP2T48JGe5ApAr4ULjka8zO90e0kcHCpd8Il3Vsh4N6ysrGDbNv6An6HwEA940HNbv+lvE0yo48LQBd7e6D/J11taCTzeJDDAoUE/Mb+LsmVzfTnN4o7k0ckIb8x1T1o+f2SQwYCL4bAHn6njMXUKFQtNCNKFCjOJAHfWlacxEXSzmiqQLau+0QRMDviYygvcQOWAl52KxZjHxaBp8LBQImW19+OTYT8XUzl2qiYmqvrWmaCXm9ki5Q5jslXLv7qT7540fIWzPDbxv/LG7C/3vV8e3UPR6lb6rcoq6VKaZ0ae4crGlZ4kKuwO75lg1SFr/+Yyc5weOM3VLRU2+CcP/4SfH//5d3SsffzVwQeKYNXdvvWZxN2M3ndrFN8vxrT6m7+J2N5G6yd/3SldXXdb9BJ0aMX29u7kxjDUdr3I1S77S7e7t3lxudTx95JEHo+D290uV//qq0qlod+gfGtL3Y9OdHqNNE0RBMNQf9fzvOrLWz4asLmeI1fwUSq1X53di7etr6t6XtDss2CwyW5croYHBlCMKBhU9z2bhWwW83WV91Q9dQbryOnGIWp1nxspXEI0yRWoLvL7e5dPc6rR24k3/89vcP6XXsC9sYz1q7+KduYM4vJl+O3fVm40UOIdTif51Kdgbk55nc6ebYYPdkCGw3snWG43JJPI27cRtRBPGY9T/vznWRkdJeNyNeq57eP9hX078s6wubzEX/67/wfbQeCiDs3ht6KbLoKxQdIb/X+TgegAG3MP+27j8bgYj3lJ5iqOZGovoZge2Ttvq59oRa9t52sKpLlsjh/O/TD/2vzXPffJVXJMh6e7wsiQKoytFYYwMDQDQxjomo4udDyaB0Orfa8t0zUdr7HE2bFD3FzNdIUFbmScIxuuLKZI5itsZtV5T42GuLbUJM65skWmqOx1uljlucMDlKo2O/kKc9t5bsynYD6lPFs/PEpRg7sthOiJGqECGHebvJXJI1F5WCf8Hiwp0YXoIleHPC4e9MutA24xwpH4TzC38SX8uo+J8AQ+w0eymORBWtmFslXmeOw4N7fbc6qHfEOYusnLyy8z4BnAa3jZKHTL8m8Xt4l74mwU+0v213F68DRbxS3m0nOU7TJXt64yE57hw9EPc9h/+D0vcvNBxgeKYP0g64m8H2LnSx/7GP4vfKFdJOLQITX4rkvXDQ01vVYAjz6qBrLb2309O1LXEV/72u6N+Pf/vv/6/WmWuQAAIABJREFU3QiWU9FeIVROVKmkyEadIfRDsajEITphmsozFI+rGlHUBl5ra0pW78IFtW9noeY6/H5FohxqY/HwoRJU6Gw+oJUqXeSqL5zCIFtDOzv7amdHXZNDXRdty9lwDA2p/w2j/XT1ms5OGiWW5XiKLiy6Zlj94iLHC69x1JxThYMfeQT+5b9sPouVCnz60/B3/o5qwPnzitymUs0GXb2KPHFChXh2eB+1mzfVul5KkK1YXoYrV9rJez7P+ugo+RdfxLVvFN+32Lcj7wzuYIiRI8e5+Ie/31iWmJomvbGOJxBASkkumcQfjZHbaeaj+kJhlu/ecjpkGyLDB8je7B8iN28HWdjuX0B2N7hk9zt6cHAQj8fD/Pw8sdaaFT0wMDDQIFatSK4kuTBzgbQ3jUtXNksTGpZtcWP7BqcHT3N96zqGZiDq/4Tg2tY1PLoHIQTnE+d5efllqrJKtaXW2MXVi1xIXHAML3R5X+f64mnHtvZ6vq0OhqrtUjTqylIKj6Gz3kHYbAmHK4Jr7vbjCeDRkA8JXOooIHwjV+SpsJ9XHMIJh9zmrgQrY0kueT/B9MzHmdj6ba5tN8PmY54YLt3FZmGThcxCo2aVIQzOxM9gS5vLG2oMsFXc4nDkMNlyloLV/lyt5dcY8g3tiWTNRGa4tnWtS6JdViWPxh4l7O6sFLqP9xI+UAQLfjCzgkIIStevs3b7dsPrIN3uhpS4rIdf1YmLrqtldW+FpqngrrrXQtNUnajaeqlpyuui631DyTrxTo11MZtlIhbDHB5WbbUsFQvW6nI4cKB9p5s34fRpRQ765TZ5PLuHyX0fYJtmU8617rGqVNri0uSpU4pwXb0Ks7OOqoN2D+l4Ll+m8vjjmHdV3HRjm2gUzp1rnqfXvbft3goRfforYJbYdBgvyHpGdic6aoqh67vmG8mNDfXMdtwPsbXpGBo5MKA4pVOzbVsdpv6IN47Vw6vlhKoleNv1BJmhUxzbeplgeaf7/mka/OZvwne+o3Kq0un259C24fp1pM+n3gVuN4yPN/L6xI0byOPHlRBLL3g8NCok1yADAdZ+4zfYmJ7G9w5+k/t4b+IHZUd2dnbY2dlpO1+n16z+d6tHTas9g63hi1rLc9m6bK+euDreqR0pFAqYHi/BwUGqlTLSsjFcborZDMVsM9IhnBhutk/TMNwuArEYmc3eMtuaYZJc3T0ca7cm7yVE0Kg0B/uTk5Nks1nS6TSbtfYVi0VGR0exLIu1tTXH+6T1eDdYlsXU7SlePf4qdwvt756z8bO4dTeWtBxf7XX0k/ruxYHWSguAjZOgtFNx9LGol8WOEEuP2X8yKV2ocvRgsItgAUSyFrjbz/1qKsfZoJe3Ms6E+I10npN+D9dzDpOSe8T9kmAn/AucDD7Hrbl/DNAoEAyQtbNYWYvHhx5nKbfEpfVL6KL9Ou8l7+HW3QTMAIZmkPAlyFfyLGYX90SyAmaAZCmJLW0EopH39fjA43z2wGcJuRwiX/bxnsIHjmD9ICClZPyXfgn3LTX7JnUdHn0U0aEGIAsFxEJ7XomMRpX3452cr062Wj+1UDM5PKyOZ9vNj1IQaP8AcnISUS8I/Ed/hFUuY0WjKo+pLiDRmVfSaURcLvjyl5U4xSOPKPdER3ifNE3Ef/kvu1/YXgz+LpazEotTiY9iGAZapYSx3R1uImIxZDQKo6OIujeuRmjzDx7Af/gPePucJ5tMEu1cuLODtCzEzEzf9tlS9q6V0I9gGXsUpqjDMLpreNWNfY/wSwHIYLBLPESUy2jZNHYwDJaFVi5grsxTnj7Rtwmlknp8Wru1PlewF66t6yqHa3HLjwg/zqMbf96+gZTKE3jxomJ7dddZ53XVFUFAhT+Oj7evX15GlstIvx+tk4QGAsg//VMEkPqd32F5elrlsFkWwjTx9MnH2cc+3gmklKTTab7+9a83lo2NjbHYqvgJHDhwgJWOunUjIyMsL/cnHuPj4yx02J964eNOxcOhoSE2NjYaOWd18tD6vf4ZHh5mtTYJV29bIp/EGBwmf1PllkQcYpk1rfm7GRibYHP+oTrGzDFK+ZyjzPvIzFEWb/YRvtkj9kIaRyNu3LFJAJaXl6l0vBvy+Tz5fJ7h4eG2MNJ68eh8Ps9WH5VSKSWlYvd7/a2Nt7iQuPB9uYZOlOwiB2JZVra7B/OOXFBKzk9EMPQmgfe6NC5MRqlUba4upRw54E7OeRKxtF2EAaXYFLdgqgCrHtG3flBFSq7nioR0jXRLvtY7ufoTfg9r5SovWSc5FjzDVqZ9wizsCnMofIi7ybsN75Ilu5/ZklWiZKk+y5Qzbflua/k1Tg+eZjQ4SqqUYjY927bvofAhrm5e5VjkGL8282voQseSVoPI7duR9z72Cda7BK1lxChAeUg6CJY4flzJfrcu+y5mv0Xdu+S0LhrtnyNUxzPPIOqFU3/xF6FcRv/jP0Z88pOUgkE8f/qnapBe6JhVsizlrdF1NXKuG53lZfXx+1XYoJTNSrQ+X/M4k5Nw8GBz1F2/fk2D4WH1afHkIYQibZWKCv8yjLYQPFk/jhAITaMSiqH5Y1hIfPk+eWGW1SRXoNprWWQzGRK7qAzaPe69lcmgWZZjfkEdqXSaaI/ixf0Ilkf08nr12CGfbyrfdeLAAUeSJYVAlsuOk5/GxgpiYwn93h0oFhSZd4fB319qy7Ka3VmHaTo/vrGYcjDVnW+m2YxGdQsHgjk7q7yQoIhTjxDHXZFKqd/NxYvIU6ea1+9yIefnEbXnQSwvUxobw+v1ovWpw7aPfXy32MsgK5PJEAqFSLcozfTylLTCaRvbtrEd3nfFYpFcL7nQDuRyuYYISKlUYmggRmXlAZmpE43fktM70eUP4I/G0DSB0RJPvFILE4yNjOEJhli9fxe7quxMtiWksDTzFNIwQdQiQKhFjwhBPOjijNujQus0ZZOrtmQtVWQgYDbus20rb5Zl29hSTYBZUqJZFVYX1OTjyMhIo56ZE1r7TEpJtVptKEk63dtW5LN5cDAHmezuOc2ra6vfVWXTweiGI8FycntVLJs3551rdCWCbsYiXpL5btsUcOnE/K6uosPzq1mOTfoILxS5en+Lt4EjoyFuHLNB7//sH/S6udoi617tYS+jhs5Rv4eKlLyZzvNE2M/rqRwWYAgolNrt4mRwkq3iViMc8Gz8bJtaYD90qg8+SD0g7o0TdUeZpUmwTsROcG1LTQysF9YplUoEfIEuL9k+3tvYHxW8W2gdMdZjozqxsKBm2ltntb7fsxZ7EZs4cgRa48KfeEL9/5M/iVYuo9XJ0JEj0Kr6F42qtte9Xk7I5eCb3wRqoXgHDiBmZ+GppxSBOHRIVZt1wvh4e7s623zrFnzjG22LO++edmASxg6pNT2IkKxUEEtLjuu2i0UCw8O4NjYweu3fw2gaUrJy6xYHTp50vgbA6FG8Vx24N8EyqmXAQkoNEI3HptcecnwClpeV96YT+XwXEZGGAXfvIgoF7BMnEJrWFMEIhzHvXG8PzbNtfDcvkXy0P8Gq1+uqo1hspp/V09ny+aYzqlhUKoTZbPvpFvIJjmkmZr2OSaWiwlPrqFZhako9n7vJ8HcKjgQCUCoh1teRqRTW5z+vJh+SSbS3lKG1h4bYnp7eVwrcx7uKzgG5k5cim80yMTHRRrC+3zD2MIEghGBiYoK5mj1wuVxsbGyg6zqeg8dx6Tp1WlLKt5O1kaMnGvWuADIOnp7tmoy7y+djcHoGt9dHIZfhQPAoIPgt8xwbBec34OGs5N66s+R7LODqkhfvxEiwef2tHrxOOHkFAarVKi6Xi1Kp1Fe0wOv1kqObyM7mZjFsg6rem9jlsjn4LqLKPN51XPphylZHbpXDUGQtU+bYcJBbDvWtTEPrCh90G4JTo2EuzSU5NOhjKOjm/kaWsiUJR9ycGA3zyl+0297bi2nOjwf5zi7X4tPbx1StNQcfDfm4mSuSt2x2qhav1nK2nosGeKlF6r0qYWTkv+few19vLAu5Q8xlmmOaKxtXHGtgdcKSFgdDB3mYfggo9caZ6Ay5So77qft8avpTbBe3ORg+yH+88x8bnrEnok/g9/aYZN3Hexr7BOvdQucLOBLp9iBYFkxP717c9HvB5GS7jHonBgcV0auTqJMnqRdSEuUyxbt38dRJTGtIhMulrqkfuerE/LyqG9XanmhXcF0T/cjmHomoPZhoTOpVogm0UgFhtRspkU471qQqCUFgagrfsWPM3b5NYGUFy7Yxa4bSbVmkNzbwut09i0ENX79O9ejRngOUvjPUfQiWkBJds6hU68ZaIoRyEr71tobLhNEDqiaWjSDnG8V36lE8t64gKh0zjOGwIhX1tqyuIl57rXmuWu0pOT2tpPWvXXMU3yCfI/HwIpsTF7A15+vVtZYQOikpbuUBHyAYGOiWewcVVtiZQlYqC24NPssj63+hFlSr3Tlls7PKe9pyLY7I5RQJCwQUyysUVN0sQFy6RDUUYu3YMSZq9eCs48d5+Ou/TjUed8xT2Mc+3i0sLS3h8XgodojiZDom0r7f4hhJhxqDnWglVwDDw8PMz89jWUrCW797lSoQig+xtdgkIQcOH20jV7uhnM8jBMy+1V7LyH3sOXoNafrdj73cqogbpQ8OrK2tMTg42Mi9qiMQCDiSq/r5q9VqI1zQsqwG4XJ73dyv3McX8lHpIQVfERXi1Tgbem+PfKf3ZK8oWlaDXGkCXLqGqWuki1Wm434GA27SxQqGJvC6DJZ2CsQDbjay7RNTLk3wxFRM3U+hnGmLyQKXalLvDzaVjQ17DZ44N8TLYY2sbsL17gib1VvbPHpqgDd8va/Jbum4EZfBfKHZnrlCmVyH3LsOXHPI67qlHSMROM12VkU/ZModvyUkC5kFJoITzGd6TPjWEPfGiXliKry3nGY2Nduoj3UveY9fPvjL/LP5f9bIl/uZiZ/h4wc+vieP8z7ee9gnWO8WOn8wvWatOknX93vA5qSi14oTJ+Bb32p+z7aXqnf90R81v7Qa9XJ592N3QI6Oot3qUIXqZ92+DwRLDDVFOCq6B3vkEJ7lB2h1kiVlzxykTLnMWC1UZfLoUTh6tG398oMHTCaTSjGx1/mBzVu3GD55UuVbdTwXlWpVDeqdsIvlHw1keJgcqG0qGpvncpADdEOnVdgqO3CQ8pMJQi/9WdPT53YrYtJKThI9as+sryvybduO90wA5vwDfAPj5H2DRHdmsQwXJXcIs1rAk97AWJmnMnOCcnwU/8o9opUKE0c9FDUvWdvHG+nhruN2PJINrJUHeARU/tPrrztvdO8ecny8K9exASlV/aoW6XZpGG2eUPmNb2BUKmR+8icRkQgrP/7j2F7vfoz8Pt51dD5jhmE4hqd5vV52+pXT+B6RzWYxTbMr76gOXddZ67BlrW0PGBrZbUVIDJerzeu/cu8Ow4ePsHpvD+qdgNB01h92l1rQRb/BeO/j7YVghc1me23bZmtrqyv3zev1ku3xsnK73Y1+q/9fqnnOS8USFw9e3LUNBXeBMf8Yi7lFx/WuPva4Xy2sFb7FaPg5llISW0KxalOs2mRKqp33N3IMh9ysptsJ1eGEn3vrzYnFwaCbi7NNW2jqgsOJ7gK5qUKVnFsnb1tcsktMjgRYWW6/b8s7BVy3d+BchGM+D0FTY7VYIeYy8GgaW5Uqi6UKQy6DKa+7oTZ4Pugjb9ssOeSyPRL08VameyJ1pyqZCT7BdvYqF4YucGmtW22xUC0QMPsX+z0ePc7ra+12qDXk727yLreTtxk0B/nxyR/niOcIj0Yf3bcj72PsE6x3C60/Gpert1LckSPtXqB+P7Znn23mMRmGmnF/9dXeNaJ2g6Y1j1fHxz7W+FMClS98AfHlL+O6fr17/37epw5Inw/hFAr43RKsvZzTMBDRwfZD2laTXNXh9zt6EWOxWF/vX6KuS74LEtvbyJs3IZdDRiJI1ODDBkK6jm1ZiOFhxGB7W9F11bctYg1SCGS1irBthpllyfZS0XyO53UaC5V1H9v/zV8nsHgL951rSlu903tXLqtnrTUcNBgEv195+0B5h2ZmHJ89f3KJ0J03GmqMncEPrtvXMOxKI+RQrxTxU8TjKgDtBCsQ6M1fc0WNwvIqnhvXulnYcO04q6uKMPaaWQ4GER2KgKLjmtz/9t8S+spXmEUNcH9QEt372Efnc+bkOQFYX1/H5XJR7mVnWjAwMIBpmhQKBYaGhhrPcz9RDF3Xe5Kr+jHXO3J98y3vlbwNwfNPk778Ste+br+f0h7zuwCGD8+wcqdbvr1fyk5fD9YePD9BvT08XErZdn2gCJPP5+taDv0jFVzm3iYqs2Q5ETiBpmkNhTkhBLLGHg3NYEJMsFnYZDHbTsJMzWQmMoOhGZiaSaFaQEMj4FKkoWJcY+nt3qHsYa/ZRbDmtvI8MhpiPV1iO1/mzlr7O7hiSZL5CmGvQarQfKeee36c77jU/bSBxLl4F8EC2MqUOOb3cKtFLXCh1P4MnvB7uJEtUKn175s1AvVYyMfrHRLv/XxEpivOscgxR3J1auAU17aucWP7BofCh3iQcq6j6DW9XctahTGKVpFXS6/yt4b/1r4d+YBgn2C9W2j94ZTLPfNAbE1r/+EbhhKB6HxJHz0Kly51i0w89xy89JJzG06fVgRqZkaNUjtJRCLRFAUAFfL30Y82yKAAdL+/TTiijSyursKZM12S1W0wDNX2Gzec85y+21CWPbyY5OBglyfR1nSqoShGukUt0OdT23X00W5ue8ecrEOHmqqMteOLYBBx7ZqaQ5yba8wltvk0X3ih/TgDA4o03GgPnRHQtn98NMoy047tc6o7BeBZn8d95XUlEtKLnPt8yBdegKtXVSHd4eH2/uslrBIMYuQz6uSmqZ7jzoFZIoFWzHf1oV4uMhgosplt5jX1KyclqzbuK28hSh1yvYcOqXvn8ymP28oK9pNPqvypjtAqkcns+gyLSgV7aQnX1JT6vm8U9/FfCaurq12CFqC8Iq35gKurq0xOTraF7NXh8/kcQ9mCwWBXqCGAx+MhkUhQLpdxu92Ox+zMRRwdHWWp5X2RymTwR4Ltyp61Gg2lXJaB0THSmy6szvDlFoSHhvFHYizfuem43ilnqI7vNUTQ3yGqI4QgHA5TKBQapDadTve85/3OHwg5e0bOxc9RtIqN/YUQFKzCrmFqQVezruNUeIpStcQba29QsXsT5CH3Cpo4hi2dX7hOEusVS1Ko2KxlSjx/JM4373SHL66kigQ9Ohcmw9xYz+HxGLziabezl6wyIwk/6y3eMF0XHH1yhIwQnAx4cAmNyx3eJ5+mYUnZpiTYaFvH/Y4YOlccvFd12JU17iTbSbuOziPxR5SKY82zlfAmqNpVxz5olXnvhaXsEq4xRaj37cj7H/sE612C7Mi5kffuOSoEZtJp2krJLS8jAwFEB8Gy4nH027e7T1QjV9a5c+ithXCffVblntTJkFOu1/S0Il91gnbsWJenTf75n2Neu6aEL95+W0m7BYNq5DsyAn/5l8434MABNQBfWoKvfa13gEK/5Onv8QVkDwx2LxMm6OqcUmgIaavzDAy0Cz30c52AImSaBh//OCwuKsVEUPe4dp/rrZcTE7s3dmcHxsaa3wuFbvEFB4TsNMs9SIijTZcS39u1nKR0Wn28XuXJaiWYyaRS0fvIR1TelWGoRKgWT5GcnYXpaeWpqufkbW6256MNDKj71Hotptmzb88NzPOdyhS5kkkoKJkct7Etja3t7u2lplMeSOBZbjF2J04or6NlQbGIjMWQIyNoN29CIoFMJODSpabYhxDw4ot9CdbWZz7Dxvi4Irf7RnEfP0A4TfKEw2FHQYvWQbxlWT2V7npJhWcyGSKRSFu+ldfrJRwOtxXH7RRyEEJQ6Jj46xRyiIVDpF/5/wgcGCWTTOLy+pDSxuXxIjSdcrHYk1yNHT9FLpUktbZCam3VcRuEQMUEOKNviGDvVQ24O4rJ1iX0Oz2GlmV1EdWJiQnH4sJ1BPwBfi75c5gxk6/6v6qk8RFc37pO2W4//ulB56LArUh4E408Ir/hZzY1u8sesFFew+Oqki85GxOnXNMLE1EuzauJym/e2UDXBBcmo7zWEiYY85kMBNw8zJVJfWiIQbeLxz0Gr6Wa45uqhJELCda/MosEHjk/xNqol2+XK1BTCQzqGo+FfFxK5xu9bGqC7Yqz8NT1bJHHw35eS+XQgEmPC0PApR61tTJGez1Pv+FnLDjWUA8sVAtMBidZyi6xkF3Ao3s4FjvWpi5o2VbD2+WEqBnlZ8d+Fti3Ix8U7BOsdwsdBkbcuEH5h34IV0eceqFYpLNW92o0isvvx+vxUC2VsCsVimtrdGenNFENBNCPHVPhbm53e3gXdI+2H3sMXn4ZPvQhOH5cDYJ/6Ze6jis//GGqzz+PsbwMly83vXFCqIHyhQvKs1bHwIAKz7p6tbcsOCivwcGDyoPicjUH3HUN73oh20DH7F79OgxDiTPU96lDiIbBtEbHcELVF6LqC1HR3ZhWEffKQ0Qo1E6wNK3bW9gKl6vpZTQMRbJ6YS9FnuqG2uvt77bpQLCSZPBAEdM0AI10WlCpVKlULEqlKtB+/4LLtxDFjusqFKjlJau+XVmBt99ulCwW9Rytuhe1BlGTH5bxOCKVQjgVBN3aUv0TjSpyNjratzi2q5ThualFGBlF11RPjg7BxTdNVte690s+/hHif/q76NUK9pkzaLPtgwmRycDdu6rQd10Z8Mkn4dq1psLm8eNdxbisRILC2bNkPvQhUs89t5+EvI//KnAaiPXK8+kc7K+trWGaJl6vl3K5TLVaRQjhGMJWR6VSIR6PA8ortb293ahp5YR4PE4qlWJnZ4eBgQE0TcPj8bDRoUq6nUoz/swPYwsNz91rZNaW0Q0TiUTaFi6PF9PjpVJ7N+mGSXh4GJfHu2udq/jBQ3j8fkKazYBhgZBNOXgAAR5DEPIaTTPYYg8NDYLu2ju3UbQZkHVTJDEq3ffcsiwmJiYoFArk83kCgQDJZJJAINBGsDrJZyekLUnvpAkRYt7u753aC0zNxKW5mInOEHFH8OiehiesF2xpcXYyT6mYQNc0ilWb9VSeUqmi6kF2hOYJYCnVfl2WLbm10iT+kzEvxarN3fUssQEvNnC3VCbgQPzflBVOnBqkOhXkjXIZyu3ny1g2r6fzjZDBcY8LDZgrOpPyipS8lsrxfDTApXSeKzWi9mTYz8VUrotU540x4sFH2ci8wYB7AJ/Lx+2d5oT2jS0VSXI+cZ6F7AJFq8hKboXx4DgLGTXZkK/m+dj0x9oIli50DgcOczx4nI8mPkrcG3ds7z7en/jAEazWyvbfr+M5LncYJN9dXORkh6CB0/7+dJpQh4Fa6yiG2gk9n1ey5b3aubGBOHRI1QZaW4O6KEBd4GJqSnkoDKPN+Ii1Naz5eYxvfxvOnoU331TbbG0pD8/EhCJp166pY+dy8LWv9W0rH/6w8hroOvzyL/feLpHorXBgGErx0AH13rVPOK+v6M1wFlszKHtCuK5f75MG7IB3kve2m0w4NGuVWVYjX0gOD4OuI/p4slybq8QPbJJyKTKpOKcJmJTLaaxyEZlPU1x6gI8q+qYz6c0vLqLFYuizs7haQ1xan89OonjokMpX2tlp1IZyhJSqrwOBZi0zJ+g6DA2hBwKgNc+rCXjyQoXlNYO33tYolwUeT00gs/QiG//z88RnX2b4K//O8bDCtrFrBAtALC1RnZnB3tjAtbCAVSggzp5Fu3SJ4k//NMs/9mOUDxxQ0vSif9HLfXww8YOyI07nePjwIeFw57QcDVW6VlQqlbbcqd0mCjRN6yJHnTAMg0QiQaFQIJfLNYhd3TN2+PBhotEokUik0X7LsrCRVG9cxsqqQXhiarpR4yqf3GH02AkqpRLrsw8YP3mah1e682E6MXb8JIs3rzM8fYSn7/8uT/fY7stnv0C64PzOLlUlmVL/STDd1R06mclk2ohUIpHA6/Xy8OHDtu36hQdGIpGeyoNO2Msz5zN9hN1hrm+pvOmwK8yJ2Amubl6lKnvbrXnz3yPXf5GlZOe9sBn1w6YNA0aJoN9LwO/l0mJ33ly6WOX4gIGtmyxsF8jXTlcqNc/r1jSyLWF9g6bOIZ8b7YSvIafeC6max2rIZfBGuvdEwRGfm6Ch8cpOllYK9moqx4laTay7efVbORf08bCgk419gamhCmLhHzRIUycq1eZvaS2vbOmz8Wd5ZfMVkqUkZwbOABBzx/jcwc9xMngSr7EviPRBxQeKYEkpGwUQWx/4erV6JwghHKvW94NlWY6GLCglttuN1mIEA8Fg13bloaGuukTejlC6YjRKYWwMn9dLsVjEu9uAf2pKeZUeOCdoyuefR/zhH3YtF9PT6EtLyKef7gpbBJT0+uioqll186byTL34olqXzysRjvo5XC7E3/t7aiCdyaj/TdNZjQH6hwjuwaNg+/ur/ti2JF80sD0jiGf+OtG5y4hiHjQdNHCxrEI960WU6x9dhwcPmoRstH/tpzoxkR4PIh5X3q7OZyiTQfp8kMk0jitWV5GAHBlBuFzdZLPWllB6nvntFOHxVkIp8fncFB5cYyqtZqCLloWW7zZgK8kkPiFYvnWL0ZoIhxvYPnWKaCupqg/q4nFFlpJJ1daDB3sT4XprNE2FIQqhSJlTnx850rPPBTA6VOVAAuaXDdJZvRF1WLV1Viafw3g2xeC3/7T73OfOUUgk8H/lKwCULlwgc/gwW9Eo3suXkcEg+uc+h7a2Rvr55xWp2jeI++iBH6QdcTpeKBRyFLvoDMuzLKtLddDtdnd5VAKBAIFAgGKx2OV9cUKxWOwStKhD0zTm5uYcBTEOFFL4j5ykPHePUj7X9VNfunWDseOnCA4MsLU0z4HDRxsCFOmNdfKpZuhibGQcw+Vi8aYiEcYuirYQ4Li7AAAgAElEQVT97rTdL34QMDQBpZxT3V1AXXMikWB5eRnbthkZGSGXy6FpWltx4WAwiK7rjeek7u2rh2Smd9IcSRzhTrm3mmJdDfBg6CCGZnAv2S0cZWomE8EJNgpqDJEqp3hz403i3jgToQnuJ+83pMMb1ygMDgT9LHn+L+ALbeuODLhY2ClSsjWWy24o2xwV3R4xgc1M1GRra4PBwQQ+O08eHwODBoknx9iqhYBuVaoc9bm5nS/xVNjP5Uye11J5/LqGXxPk+vTHRqXCh2NB8rbNhZCPq+k8nU/auaCXy7VQwCGXwVq5fWx0oyaacS7ow69rfDvZtF13yiaTY/872oPPYstu79inpz5NoVLgXuYeATPA52c+T5QoH4l+hNnSLMF8kM9OfZZz4XMkPIl9YvUBxweKYAkhGkaotYBjv+rqrTOV9f93U3+xLKsrBwtg4s4d5Gc+0yZcEPC3a6zJp55iwMHABRIJstEovmAQISXuQgFPzQvlBuT58z3bU7uQ/qt13dF+GPfvUzx0CLtYxDQMxGOPtRd0BZV7c7EmM9uay1ITBagfn3/0j5SXrG7wLQuefLK3SEc/7OHFZQecKxWqmiSSUqkpGSGB7cnmPfSUU7ju3kLqOtpuM4zZrMqf6hEmKCwLaZrYkQj6yy8jz59HlMsq/8njUXlOLhfMz3f1gQCV33WgFiM+NdUM06z1qVEqUUkuQgvByue3iMUGieWa+RYeXWfVNBluCSUqWhYDW1u4pCQMyGSSgtvNaiLBUDze7pkqFBSBXlpqL0y1taWKVfVLJI9E0GokTILK4ysWm7lQiUR7n7bmSLVAEzBxoMrV2xrtIx7B1iM/5EiwxJ07yGefhRrBcl+6hGt9Hd+P/Ag7H/0o2zs7mKaJOH58P89qH7viB2lHep0/l8uh63rbNq219kKhEJFIhI2NjTaCpWkaAwMDhMPhxvLWMMDdPFzxeLxNmrwTTgSujmRsCD21g2sgwajfj7S7ry+ztUlmSxHHzGZzkvHAzNEGwYqOjpHZ2myEEwKUdwvD62P+7F2ysKJeDdHDwRWNRtF1vS2MslONMRwO4/V6dyWuAB+qfIg78k5vMic0gmaQhcwCmtA4OXCSO9t3qMgKx2LH8Bk+1vPrzKa78642ChtsFDaYDk+TLCUJuoKUrTIlq0RVVrmVuoXm09FFDks2xyXbmQJxj2Q+33w2FpIVOnX5Rl0l7uxoQJT1zQrgZTpiUT4c5nJHfp1b05j2unmlxWOVs2yeivh5Jdnbi3XU5+G1dI5UVf3WRt0mA6bO1WyT8JVaCNpauUnmOnE5k+fJcHeB37mKxoXBTzC/8R+71i0Xlhn1jXIvc49sJcs/vfVP+cTBT/Cp0U8xnZvGlCYfGfoIsG9H9rEHgiWE8ADfQo3jDeBLUspfE0KcBb4IeIAq8AtSytdq+/wvwM8DFvCLUso/ry2/APwu4AX+C/AFKaUUQriB3wcuAFvAT0opH9b2+Vngf6s159ellL9XWz4F/CEQA94EfkZKhymH7usBumf7OiGlVPkltdpF/WYnHc/R4/gyk4HBwUa+iigW4fHHGzlH4sqVbul0QLt4UWXTRCKO60VnrlIrnn0W0ZmTBUqBsJbvpPUJQ/M8eEB5bEyFAXaosCElMpVytgfb28hPfEL9PTmJ6KwWC+QPH8bXg2DlCwWcBciVXPluvSGDoR7biBq56o16JteePBmVCpw/r1TrSiWVR5XPK++erqu8uNu3lbQ5IN58U7VvfBw5MaHu/W6CFqapvITVqmNO18mxIdaFjc+nATYejyqA5fJ4Idec4xs8cACrWkVbWkK6XLi2t9FaQ0IBn5SYo6POz3ul0h7y6PGo7z5fz2LLRCJtz5eApseuRvbsYLDdXEuJ1DTH/us1WKpobizDRK92zGlms6o46+gonpqymVhYwPc7v0P+Yx+jOj6uCNa+QdzHHvGDsiO9CpQXCoWuOkyJRKIROlitVh2FFXK5HLlcrqeSYKFQwOv19iRJnSGIoMhctFayQwjRFSLXPHaRRQTjwmbj1vVm3mcNA2MTbC065yBVy2VGj51ACI1McqeNXAHsrPaWmAeo9smD3S2CO+IW0CMazePx9CWc8M6KPmfmMwwfHOYx12P8Sf5P+AnvT/ClwpdAwInYCTLlDJlKBmywNIvrW9dx626OBI9g2RZvrr+56zkGvYOYusmt7e6UAtttMZYoEjZGcBmCVL7E3Y0CZxIh5vPN/Kq8rfHcdIw3F1IYumA67udyV9cJMpaX+XD32MSnC97uKFT8RNjPbL6ECV1eqcZ+hkYq1+ywpVKFkNH8DcYMjYeF9mHgTnUPOdAdMN3OwlTXdq7xY8M/xjfXvglAxa7wpQdf4qXll/j1w79OxIzs25F9NLCX9IIS8KKU8gxwFvioEOJJ4P8A/qGU8izwD2rfEUKcAH4KOAl8FPiXQjSqrf0r4HPATO3z0drynwd2pJSHgd8CfqN2rBjwa8ATwOPArwkh6sWXfgP4LSnlDLBTO8b3Da1u/O+mXoHsmAmUIyPIUAjtK19Rb/RaIjFLSyps7+WXlTCFA3lqQy+D/q1vKcLkhE5jGQjAM88oz9G3vqX+32V2zahUKJ08SenUqeY1+f3IRx6BOz1CGlIpxJUrFGdnlcfCAeXWSrhdze49K7knkxWM9Fzl8fR3gokeHpSe7XG5kIkEcmBA9W8oBM88g5yZgddeQ1Sr6B2WXCwsIF56CbmXfC7DUKStR52bUmgAt7uunq5R/2mLjufFcLnQDQNx9CjaxgZajwR209td04N791TNtjqZ93ia4Z5OAhd1xDsSezUNPJ5GHSwZDiOcNOV7DEx0HQ4MOUjzWjrbL3yq/RCRCExNod+/T/Kpp7r28d+9i9vt3jeK+3hX8L3aEaftY7V35vr6OhMtCqXFYpGFhQUWFhZ2HfT3QqFQwOVyEXCYsIvFYl3qhbFYjGKxyNzcHHNzc6yvrxPs8a6vo+oLEjr7BJ5YU+V16NBh9D5hfhtzsyzduoFt26RWust9VIoFhMvjsKdCNtvbK7JbHayQ2Xt9tVpleLif/BQNgr0XSCl5wvME3ttePlv+LNyCn0v+HD/h/wnuJ+9zN3lXbdgyvChZJe4k7+AzfWh7GNLtlHYcyRXAAc84VmmQq0sp3phLcndD2WAnz+Z2oYrPbXB6NMKb8ynHuzg22h1F8kTYz6upPBdCvrZlF1M5VstVzjt4lQCCuuBBvt3+HfS6OOBuTkIc8nnId9jZuNnbj/BWOs8Bl9m1fMNzmoC7Pe/99OBpbuzcYNo/zanIqbZ1a8U1Vqor+3ZkH23Y9dcoFepBqmbtI2uf+q8nDNSnkD4B/KGUsiSlnAXuAY8LIQ4AISnlK1K9bX4f+GTLPr9X+/tLwA8J9aR+BPialHJbSrkDfA1F8ATwYm1bavvWj/VXD4cOqQGybcPZs4iFBSXL7fUq78Y7MYb9ZM1feklJp7fC7W4vZAxK+e/ll5vfp6d3VboTm5voLhd6S1tFJIJ49dW+Agdpw2Dj3LkmYek87ncp076bZ0kCdzYCPHgA9+8rbnD3rnIk3b6totr68ZqyJ0jhzJMqjG8vyGRgaQmxvq6IUDIJc3PIkHOYYh2iVEL8xV8oQtZvNnyX6w1lNzEKDuRcdPzETVMRl0Kh+1mpw+8Hy0LWPliWEkZJp5WnbWdHbROJNIl5JqOWdUJKtY8Q6lmUUoVU1kgWuo6QUuX3tdSL65zd7kQiWsXv636mlmZebBh6GY8jolE1gXHvHq7HHmPntJI5tv1+Co8/zsaTT+4XfNzHewYTExNsb28TCoUYGxtjfn6e8ZoA0m7etFb0G/CnUikike7JKSfSlc1m29QL4/H47jlcCDBdlLabkzKabrD+wKEQfQu2ylWWb9/ovUHfGbPe63YjPyOuApOTk0xMTDQ+4+PjjI2N4fF48Hq9eJ0mpGqIRqO7krA6PB4PoQchLMtie3lbycEn08hrkpDob0uubFzhdPw0k8HJvtv1u950dZuRiVdwGe3GsXMfr6mxmS2xkSmxmSsR83WTY4+hYQJjVcFYVTBuCc6bLi6lFdl9I53n8bCfiK5xu6WY8MNCCacnOW6aDJo6T4f9nAl6CenKW3U3X+J80EfCZTBgGpwPehlpIU1Bo/fvoiglEbN7/f2yRnxISaoHzACHI4d5e/NttovbrIt1Pn/w8/h0RRBPRk7yNw/+TWaCM/t2ZB9t2FMOVs0DdQk4DPwLKeVFIcT/CPy5EOI3UUStLuAzCrzasvtibVml9nfn8vo+CwBSyqoQIgUMtC7v2GcASErZkMRpPVZn2z+H8pq1zfbt8bobs0/v+IdT317Xwe1G1MUl3noL+cwzKkRwelqJWczMKBW5alUNfPuRnd28HV6vCtcaGFCehgcPVG2gulqgaXYJaHD4cHdhYyFU2Fu1qo4hJdq1a+itxrOP96kO7cIFJvqIQBh9BgUer7enx2Y3wlEKDrCy3jtsMh7vz2fM5Aae21fUNSaT/YP4pWxKmXc2c20N+YlPIP7zf3beNxyGT39a3edotLsf+P/Ze/NgSbKsvPN33T329e1b5st8uVRm7VlZWZnVXVQ19ILA6FaLEQJmphHMIIGYAWQaQ4Mwk8RoJKTBZjQSWjGQNI2QoTYEjQwDRHcXDTS9VHXWvmdWVi4v377Gvvly548bHhEe4e7xXlYWXQ3xpT3L93y5cf26h5/73XPOd1DXGkZEAb1UINtssLfU56XpX3nsHbf5+cH6T/Pziok+/bSX4Jw50/29XldS/H25Bqyvq+txx0pK9Qy+8IIikL11vnS961ktlRT5cscvleoScrfsQB+EgGzGoVrr3kTHkaS0GrgC87qu2DXArVukf+/3MC9e5J3HHqOVySDaCedhZD0Wi2EYBvV6PTTHZoQ/2/iG2ZEezM7OdsL+SqUSpVKJhYUFms0m8+3FkkQigeM4oXWw3D4NQyQSQUrJ1NQUe3t7rK2teUQbZmdnPblHsVjMV0I+kUgwOTnJxsYGyUSCGFC67A0LL22HlPRoY258nFYleMErHo9Tb/pHPSSTSao1f7tqDxG5mNWqvsWDQY3BMBVAN2euv8aYHxKJBNWAUOuP732c16Zf43Lzsu/+89PnWS4vM52cZiw+hmj/8/QFgSOD32NVq8qb/FfOHJvi1Xe6Bez7zV/DdKibKsTvzfUyDx/JsdfjXTqST5CM6Tz71g70OMvSM2msc10FzLcqdfIRg+UeufXNlsUHcilPftZcVNVOvFJr8ljW4OW2iEXe0LjdMLndULbjdqPVEbHIGjpnkjFKls35TJKr1ToVn3v9ZrVB3tAp9IUSWjWVaz6XnOt6DoGvbX2N/eY+/+Lhf4HlWEzEJoaG/o7syJ9PHIhgSSlt4JwQIg/8lhDiAZSx+VtSyt8UQnwv8O+Bj+K/8By0IO0+7Yc9J6yt/r7/EvBLABcuXDh4MLTbsbZxPMwqt5QSe24O+dhjShr6lVe8Bzz3HDzwAPzmbw6efPGiKhDsh8cf96jy+aJQUJP03om6S1I0zV9UYm0Nvv/7lUfBRbms3qp7e8hbt8Aw0Hvyr+T998PFi4ivfS20Oym/0K/e/YYB3/mdXdEGKdXvjkPq2DHlLXG3uz8AuRxyZ0fNtN1740qACwGxQbd/L4aVpjKaNURBFVHk5EklnR6UJ+U4g2SjDWHbSJ/csw4yme69CiKToMhIJPiazHgcmU4zW3izTaKE+pYYbc+R2/deEmiaSvHxtdcUwZ+bCw737EeppIQ5evvcaKg2qlV1L3q9p/0Tr36L3ft3b55Xq6U8Ze1ns2lCqapTKmvUG+C+DppN+Pznwarr/B0jSdKqehj0+uQk83/8x2iNBulPfKLznXYcp2Mc3TwZV73NNYSrq6scP36cSqXiq442wp99fKPsCMDc3ByRSMQ37E9K2cmr6oef0qCLYbWZhBCdZ939XCEEExMT7OzskEwm2esrxN5sNllYWOh4uqSUbG1tKSGOVpOJvXUqKzdpxL3eniP3PcjKG6+G9kfTDVLZTCjByoyNYRi6UmhsE1r395mIRSMeAQmOlJ0QHCkl8YhBMmqjCYGuCWVShEBrv0IrjkGQFQsjsS5qtRo7OzukUikWFhZYXR0McQSYmJigVqsFvmNKeyVOTJ/gMv4ESyDYqe+wUw8J1wbG4mOB+6SE060fZ23nBLNZrWNOAS4tjfPczT1sCQ8eyfHKSteuleoWF4+P8/Wbe0ykotRNm5XC4DPWr9hYsh3uTUc8BAvwKP+dTEapWA7X68qG6T1fn6lohILVtctvVxukdI2q7VCybCzZVQ0cj+jQFlYRwOlklHHDYM+yGY/oPNMufnw+k+BqtUE03g4RFBAVUVqyhYHBbmOXP1r7Iz6+8HFOZk6O7MgIgTiUiqCUsiCE+CNU7tQP0tXz/C/Av2v/vgL0Bq8eQYUPrrR/79/ee86KEMJAhRzutbd/a985fwTsAHkhhNH2YvW2ddfgxs7fyYqDvr6OuBzwImw2VcHW/iK9oMjY44/3d0RNOMfGFAHrfev1H/fSS4PbL19WnolTp7qerF68+qoiWP2erWwW+dJLNC9ehESC+B/8AQDyh38Y/vL3KM9ECOT99yMOImEeVJDYtgOFE6RtKyW+ADhjM4H7DCOEq0iJ0ayiN3s+d2tLeWy2t/09TI1GsMADhLI5x7IOVmep2VREA9Sz0BO6aOZyGJEIERj0cFqmIimJhCJppumtRVWrKW/nsWPwh394kJ4o7O4qefb+CVyxqEhjTz2vTp970T8mzWaXEJmmhxzZ1QbrxQylsqDe8D730ahkf1/y278N29sCiLM9vcix0puwtYWlaUhNo57Ps3bvvfy2aZL83Oc4d+4c29vb7O3tUSgUsG27s/rvOA4zMzMUi0V2dnYoFossLS3x1FNPHXx8RhihjXdjR4DQfKq1tTXGxsZ8CVYmkyEe9+YluZM/x3FY6Hs39xK/qE8+lJSScrnM/Pz8gFKei0aj4bsv0qxTrZTJXvpWqi+o8PRYKsXEwiIFn5yqfkwdX2LznbdDj6mXSx0Fwn5Umxblhj+xlVJSawW/o7VMsABRWGhgJBIhGo12SJhLhI8ePerr9dJ1PbQINIDuGzx3OEwnp0lFUkgkG9WNTj0npMZC4R/z4gaA17batmSz3OTRY2M8f2ufiK5xaUlFsLiU6bmbe8QjGiemUly+ue/72X7RAsv1FnEBjR7udb2uJNx1AW9Vm+yYXbu22VOEONsX/mcCZxMxXm0XFo5r3c/bM22+bSxD0ba5Vm1wtdbqXOe5tLqPj+dSnVpc5ehZAN4uvM2itsiyXOZDuQ/x9vbbfLz6ca4/c53suezIjowQiIOoCE4BZptcJVBeqp9HEZoPoQjPhwH37ffbwK8JIf5fYB4lZvF1KaUthCi3BTKeBf4q8C97zvlB4GvA9wBfbKsLfg74xz3CFt8O/Ex73x+2j/1M+9yAGKx3B3dF4tDhHQdIapX1+qArrtFQs/9eL9Pjj3dl0IfB74XvkphTp/zP0XX/ukSlEjzxBFomQ+TWLeRHPwb/4B+osC8h4PXXBs/pRbE4XCQibH+otm74ZKUVCw4PnJ4OJlia2WDq9391cMf+vqrjtLU1SKaGTZxCVjmbtRrBJrrnOE0j1mN8m8lk528nEgnOV3LrjJmmGuu1NX/CVy7Dt3yLElrxQzbbFbcwTcVS/Qju3p7ybPk9T22lTIQY3B+JdMdRStV+e9y0VoNm06beGHxdFYvwn/8z1GrdEfj9vTzf5ZgsALWpKfZmZ3mmWETOzlLd2sKybT73uc/x0EMPUa1WuX79OjMzM9x33308/fTTfOITn+Dpp59mbm6Oq1ev8q3f+q0kk0kajcYoxn6EO8Id25EDwI8MAaysrGBZVscTJoRgfHy8UxA4DEFhkM1mk0KhQDabHRC8gOA8sOv7JcTcEscNncjMLPFkivLuDmtX30TTh6/zGkZ4RAKA6M83PSAievh5uhVMeooh0Qnz8/O+oYVra2u+JOsgz4UugwlWywyJgOjBTmWHK6UrAMzEZ0hoCepOnSlxP1f8NY/YLCuS+fytfXRNefqevbE3cFzDdHhnu8JkOspOZbA/WlLn8VzKDeJms2VyJB7lT/YH7cXL5RpnUwkPuQKo9xQpjviM2V7P8TXba5u3WiabLZNS3/a1lsnFrLfQ8a29GundSaLTVXbkDkuxJaZXpjmZO0mr0qJklkZ2ZIRQHMSDNQf8SjsPSwN+XUr5O0KIAvALbY9Tg3Z8upTydSHErwNvoOTb/9d2iCHAj9GVaf9v7R9Q4YW/KoS4hvJcfX+7rT0hxD+Ejk/8/5RSut/qnwY+I4T4R8CL7TbeE/S7gO8aglST+kPRXn+964EYhqDEonze37sFakIb5LL+nr+CVath/NQlRD8rERp88IMDHjU3/EJEo8o7EgbLUm189auD+8LGekhoRjPqr0Q0P694UhA0n9osHezuKnZm291rFkLdl+3t4BA/y1KheJXKQPincBy2mk10w2AiJCms0Wh4wlT0Vov1VgtDCLRSidgQMQ1gOBEMgbW/j9E/oTp+fPDAmRklTx+Lqd+3tztEWTabiHgcGYsNEkJd9/ZPSvX9cBwEcDK5j5XTeHtnjFqzO06WJajXvUT8q9YP8XzsKX7yr2UQy1/i9WqVydOnabVaaLrO0tISW1tbHD9+nEKhwH333cfMzAyzs7OcP3+eqakpTpw4gRCC8+fPs7S0RDQaJdEu6j3CCHeC98qObG5uDki2A5imydTUFNvtyAQpJel0+kAEKwxTU1OBOUlBdbTGk3GSdovI9hrrK15i4dgWs6fPtktjdMelXUEEIQSxdJr5M/d19wq6x7Z/13Udx7Gp7A1eX5hSYEQPvxdaa9A7aBhGJ68sCEFiErZtc/v2bRYXFzthZEIIotFoJ6wyCE7E4Xz+PDdLN9lreAlOeb/MorbImrmGpQfbx62tLVVcB6V+l3fyJJ0ksnywyFfbCS+SvVc1uXh8nJ3KIAGTUTwkBuCWjwcro2vMx6K8UK5xfzqO6UiutmtZbbQs8pqg4Ej6LZrA6+G6Uq3zeC5FybJpSYmhqbw0V7WwMyYti2Nx73yskp2i8eD/zd84Ms7JjZdYXb3Og6cfpNVqUdbLIzsywlAMJVhSyleAR3y2fxlVt8rvnJ8Dfs5n+3PAAz7bG8BfCWjrPwD/wWf7dZR0+3sO1xgedPVR0zTMkHyZTruu4EWvoh8MChrUajA5eTCCFVQocnc3OL/LrdvV59mQgHz6C0R+4icHyRUo94FPrZV2BpAS2wgjby6CZH3DCtdaVqjKXCPi78GybeUsMYxB/iYEJJbfCe9r0OSkp6bTAHQdbt70JSSOrjNdLFJMJLqewR6sJhKQzZLN5TzbDU1jru1RqoQ9a73PTDQaHsrYaKhCwoUCCNGZktTqdep7e0z2PZd2q+UJWLGmpjDcVdlmE5aXkVNTSMtCq9eRhYKSso9Ghwe6uIsMhqHyr0wTAzg5WeDV1S5pz2Tgu78bPvvZ/tNP8P/8a8nHPvbdfM/3mRQKBUzT7KywHzt2DNu2efLJJzveBYBLly4hpeSpp57qfN/dfaO4+RHeDe7Ejhw0rLBQKAwUHobBZ/ZuJNiHCTUETbz3600SiQjrV9/03V/a2ugUEvbDkXsfCFcQbGPh7P2+BCtssc4IIViaAKdRQes7xA21zOfzHsLs/h+JRIZOov3qlLmKkEHYNXZ5YesF7snfM0CwHOGw7CwzZo+xr3tD9JJmkozIIKKC/Yh3X0ErgAaTseDF0KXJFDd2urZjWBXKUsPk9HS6kwosgEa9Tm1lFZbOeI51UAWD32kLVYwbGllD50pNjd/rlQZRIXgsE+dyWW2bsJoUtCjVvoXWmajBRk/+VkN2Cd0H8ymeK9ZoScl20eKeZKxD2gBeLNU4nYzxds82yzD4VxslZqP38O++88MctZojOzLCgXGoHKw/r3Bj6A9ay8IwDGq//MvYjz+Ovje4iuNp+ytfQV66hHBDAJ98spuD4hpL24aFheBcJW9ng/dls8qj5JKEJ55wCyf5koPmJz9J7NLjwQ/JsATfWk15zra2wvsVlKMUco4YolLRiPp7dFyBxaCmtbXroe36ol5XaneJRNdb006uFqDI6dYW7O4iP/IRWskkYnoagEhbtjxXr9NKp9FSKYw2CdoaGxvIk+hHLRIhmsthGQZatToY4947TpqmfsImWdFoJxfPbSkFGFNTAwTfXFujmUiQ1DQKiQR5n+Rtsb3NHjAWjcLeHuuaRj4Wo1ipkE2nSbk1qPy+W65wSaulWLFtE7UbnJotg4TtcpxizWBhQbC0JLlxw3vtY2OChx7aYXm54FkpHmGEbwTuxI6cPHmSCxcu8Nxzz4UeW6/X0XWd6elptra2mJycVKp6fd/ZIIW6wyAajbK4uNghCLquMzc3x9ramv+1ScnM9i1KAflRMJz4rV+7Snp8wp889SDo+x025HrQoiSQi+m+ObK2bWMYRiDZXFhYCPVu+SGfz2MYhic80w0rBbBTNr9pKmEsB4ezubMk9SQVq4ItbXYbu2CCkTE4kzjDjeINWlLZ9YgeYVPbVGwmKMhF/o+cmU5Rr5ZYrnoPike8ozCsIsDVzTLxiD6Q23ZydtL3+NbONno6Tw4Hs1bnZtQbON+SksvlBrOlfTayY+w7kpMRqG1uMik0dpIZJcIS8RIsF5dyKZ4pVHkkm+T5Uju0HriYSwKCV8s16o4MzIf+cCpKZneL/fcikmmEP7MYEaz3AEIIMidPUvnn/5zk3/k7GAEJwQDysceQhtGRwRZXrqjJeD9C2vBgdlYt67eV+HAcJQN/7Rp88Ytw//3KQ+F6sz74Qfj2bx8oNOxksxiPnA//rOYB3NyXLyuvSJiS3p1gCLlrRPwJ1sRENxXIF3eywvvmmwP3p+PFAxVWCCpPS5oAACAASURBVFAuI8plYrOzvrly0e1tJXMOSMNg/MiRobl8Ri5HFMCyaOg6sUZDfa5LpNJpRZpcdcZYTHmqJie9qo3u/wF1v/xyK+JAvdHghhAshazKjQvB+uQk6XicBcOA/X2qmkay0aBWqZAYG0NrtQbFW9zaceAZhxwlEJDLlliNTrBRiPPhD8ONG/C1r3V54IkTNpOTFvv7asVxZBRH+GaCEIJsNsuFCxcoFAq88847oeRsdnaWeDxOqVQilUr5hvH5qf8FIZvNdpX42uGFlUqFUqnEzs4O8/Pz7O/vk8/nWVlZYXZ21jcv62giQiGEXAHYrWAhCQDbbJEeGx9KsIIQ9lbXQ94L2ZgAn65lMplQUngn75pkMsmNGzcC948fH2e9pcJArxVUzbBHph/h6p5X+XW7uc12cxtDqOndmcwZrpSvhH72nHicF5djQJWIbvDkqXHKTRutrahoOZIPnZ6kbqlrXt6tc35RiS4ZugZtZUZHKlLoOLBdaQwQrEhAuZHb6TwLe5vspXPUo8FZyXo8zrF6meVYij0bSOdJ2BZxs4kTSzATi9B0JDfrTXpnCLZU4YS9355rPZ6qpUSUG/UWV2pNPj6Vo2TZfGm/q3z78Vwcu14Z2ZERDoURwXqPoGkamU99itLp0yQ/9SkMw/B1qotcDvH00+GNBeUo9ePYMVVFtx9HjnS9X6++qibdrrz6xoaHXNlCZ2vxIdbPfBjzpUgnnC4eVyKGY2M9q1eVA66GDqnhdCcQ/RP6WEx56GIx5P6+r1NserrLdYLgfPK/Q/v3vxRaPPnQ6F8h9SnY2cHyMiQSiOlpjCHkSkYi9EaNx3Vdked+2LbX+5TJKI9Q7zY3TDRAFaviOGSSSWg0kLaNRjs3QkqlpBVAePcNg9Q99zDft79er6PF46QiEZWb5sq4Ly52x8swuuGlAUZtPFlnoxAlldJ44AH1qFerNRKJDaanW5RKYmQUR/imhaZpzMzM8F3f9V08/fTToYqCu7u7nbA0P3KVTqcPJCsOapLcT5ZisZjHA7a1tYVlWR0vWTQa9XhtshGdpGEQ2Vtn9tQZNF1H05RsdWlnm4pLuoTADCtR0cbG9WtkJqco72wPPXYQIWGAPfF/ApjLx5nJxNEE2M2aL8EaGxvzDfFzsba2xrFjxwJz1e4EwhED3qeGFbzIOZ4YJ6JFaIpw8gqQqn+o87tpS/ZqJq+vee//I0fzvHi7a19WC3UuLY3zxlqJctP7XKWiOrHIoD+oVq2x0Mqyj0Ndk6BpyPa7uZnNYweYXeE4PBg3eF3GsaPeeymFoBGNg5R8cU/NZR7KJHitXMcB7k3FO16rkmUTFdDqM6036i0WYxGWmya/s10kqQl+aCrDUqvGqYjOXLOGNrIjIxwSI4J1SBxGBUoIQfqxx2g88giR3/kd32Oc+fnhMt1+L/JsFnnkiJIrR72AmJ3t1h0KQ29NIrfeVfua1k88xqvzf5G4ZVPZGrxOIRTfGxsDng8PW+nAMIa4jfqOzeXUTy+ja4fWSCkRjoNIpZRiXaOhQhH39lShW9rlnx4YNNinTgWVUPNeoPM//TUol9BeekGNa++PK3vs/m3b/qS2r00P8vng8Wi11M/cXHibgNT1YVej0E/wymWVizU15fWQOY7ydJ49q7Y3m0iUcphmmuiaxo1IhKUeQQ0BTGoau0IQL5fplRaxp6dJ5fNEeyZ1tpTYySRzQfXRSiVF8vJ5b+5es6nGvm+CmHBqPDxvcmV7nIZp8NxzkuvXE3zqUxNEIqsIMXrFjfD+w2HtSDab5dSpU1y/fj2whlW/JHs/crmcbw2msbGxjjiFlBJd10OFFlwMI2sTlT0cy2R7+abv/unjJ9i6eV39f2NI7isq76c1RMa8F5F4nEgiSSKV5tvSe8ikQwKTuNMiYjcwrCZC1/nt1pMcn0hSbdkUai3WCg3WCoq4LOYG3x+6rrOyshL62Y7jsLGxQS6XY3x8nJ2dHSzLwnEcLMvCMAwSiUSnILRlWUOfBz+hjrCaV1s1dQ9nk7Oh7QI4tlfgwa8rfst9z97Y4+LSOF/vURTUBJyYSvPaWpFzR/O0LBWe3Wo2KRd22P1DxaJi3z5Ho0f5cceIccRu0awW2U51c44N4JSweKWleTp2xmlx04ZGZFAs7GqlzuP5FNsti4Jld/p+rdZkKRHFdCQrTe8i7XLT5GI2xddLVeZjUT69XeZcMso/jcnQMNIRRgjCaPZxQPQWjDsMdF2n9dM/TSqAYG1ubhI6lX7gAVUIth+nTyOef947wQ6Tx/PvnPJ61WrQXt1c048wHi2x3fAPsZMSXE2Op7JHyDHcMLK7C/fcoz7PleN2f0xTSaCfP9+t0wSqX9e9+VCesLvTpyHEyOn24Krd22/DAw84JBJDXpZtF53wS1Lu3+Y4/rWxetHvTnvuOZX/FlS4GFROVwiklLC+TvPBB4lEo4qkB5HrbHZQ3OLIkcFrcfvjlgqo1xFSEgfibQNzdHJShbQCVCoI28ZwHCYAmc1ijY2hb2wg43G0TGYg3F+LRlVIjl8Qfzyu+lAoKBI4M+O19I1GR/Cid7vhmJyd2efKbpKpKUGjEWF8fC9QMnqEEb5ReDd2ZHFxkRMnTvD666/f0WcHhRdGIhEPoUokErR8PEphBGBsbIxms8lce2HIajaI7DVo2SFqdjevwyHyWSSSuXvO0qxW0dvvIJXrahOJJyjv7lDc2iSWTNGq1zEbDbJT0+zeXia3stzTjqp+1AIS+THeGHs48DNb9uCY2bbNkSNHKBQKVPoLqPeg2WzSbDZJp9OU+0Lwbdum2ff+N4ZFevgMU6kVXHgZYCI+QcUM7iPAualzOGKXh4/MI4QglzB46fZgSP92ucnRsQS397sEXxPw2qr3WE3Ata0KUsJLtwt9BKwraPUtNYOKY9NA8lJG2ZcVPQqpKEeiBrPxKKuNFpoQLNftgevP5/M0S/6291xW5VxFNMEjmSTrPWTqRr3FPckYR2MRbveRrOdKVX5gLMF8PMovtky+M65hGCOv1Qh3hhHB+lNA9OxZzNOnibw9WCgxsreH/aEPoW9uwltvDew3SyXkpUs0m01sx+mEaTiVCr3RblIIiteukff5/FazycAaz3d8hxIz2N6GL3wBLAs7nuU3+Hk+kBcHiuoTU5OK6Lh9AGg0VAHgZBKOHlXek7W17uT/xAkvcUokBgscA44QoZ49RwYnpAJYdkcsviP3u7MjePVVwcVh2pNSIvoM4gBMUyX9vPJKsHKjC7/9IZMKGY0i+mXXpVTeGyFwAFGpoG1uoj/4IJplIYVABKlMVqtdzeOgPkkJvavbLonpm5QZoJgqwNKSh7gJy8JohyOKel15yPov2zA8Na48iES64aqViurj1NQgyTKMAdVL3Wpxz7Sg/vAujzzSxDBio3COEf5MIR6Ps7CwEEiwJiYmMAwjMCxN13XGx8exbZt4PE6lUsFxnIHitrZt+5KxII/V1NRUR/rdJY9LCYNGYZ/9YUWEpcRxHMbmjvRuRAK14j6pbA4pBJnxKfZWl7n50vMApPJjVAtdNbzZk/ewtzpYvNcJijnrfnwoLNthbGys87c7LuVymbGxsVCCBZBKpYZ6+o4ePUqz2RyqLuen3KcNqf21lFviuU1vpMmp/CnysTyOdJBI3th9gyOc5OUVJa5xcWmcYn2wL25IYC/BmkzH2Cp7ieK5o2M8d6tHqdBnjDUBhetFXlsrcf+xPJz1LiiutCwShs56W7AiresD7UT6pR17ULZsHKDpSJ4pVjmfSfJCufucX6010VHiF1crdfbbz4kDfLbY5J8Kk1/KSmbjI0GLEe4cI4J1QBxU+cn3XIJV7yYLBXj2WeSFC77hXpHlZaqZDJkeo+qXJSOkRAbkzzQbDQ/BktmsyvNpC084lo1jxKhlpzFNwbVrSnNj2HslZZc9FXsFIGOxbuHiTKY7GQ+AlNI/N23Ihw/bf6VyhNdvDx4TjcJjjw25NttEe/3V4P2WpQijK3nfJ6HuwdmzndBFD8I6sLDgv/8d5S30mNS291FIqRQ8fMgqjqM8Yr2Tgf7nWQg1OL1eLb9nvncyVqmoUD5Qnqd+kYpCobtf07oFiNfXlQdt2Ep+qdTNrett17JUe7qOdJwOWTSaTY7mDUpyUK56hBHeD3hXdmRIWOHq6iqpEM/3xsYGUkosywotkBuEfq+WYRjYtt2pswXq3eQAum2ys77K3OmzrL89uHDYCyEE++uD0QjRRJL9DfXu1DTNQ6j6iwoHjuqQ8R42dbZtm/39fd99+bzfcqYXk5OToXlY09PT7O3tUa1WO94/PyRSCdZT69C3hjaZmOR2eZBYuthvDPY9F8sNkK5N7Svk4pcoNhz2qsH5cNU+hb5s3BggWBGjj/T5DPKp6TSvtXO8bm9V+JZslMp4lPReC7tpo0U0bix223kgm+o0ZWhKdKNoOVzMpXi5VKU55Gv1erXOfak4b1S79s0GbtSbHEnEMJotokJjKmpwrVrn7xYcfnkmSciTNcIIQzEiWIfAncpz2u+8gx6iDjQMqddfZ+XECbJ7e2RDapCYAStlvdu3L1xgMhbzhNdVJ4/xW5/4d9RbDhSVw2l/XzI9JfneR9veJgGdykjuO+fcOTh7Gv7wDzttdXKWoK9sZPvUfkI1NQU7g3HkQwlW6F6ISn8jYZoqEjGZDD5XiiGhZVeuwIsvdo9PpYL702oNhucZhvLcuZ4cV45c13GmppQIRrHoHYOA8dCffRbr274NQ9NUvlo2qz6zl2AIof62rG7OXS9Rcr1jk5NeFcGjR9W9bMsvCyk7OX9A1wPqIpPxqkVubXkVMefmuh6qt95Sn+fKOgZhe1u1ubDQDSvU9U5Zgd5R2XEcWo6DfTcFSkYY4S7jTu2IaZq+OVSHOV8ItyCvE1oI14/M9S9apNNpIpGIh2AtpaKYjTrF62oxaP3tt8hNzzI2N4/pExItACMa5cjZ+6mXy+yudkP5WvWD51u16jXi6QyNijfyQMohHqwhE+iKBYPhH27bwyffYcekUilPaGZ/yGAv4uk4/6n+nwa2G5rBualz2NLGdmw0oaFrOgKBLnQsx+Lc1DnPOTFtMP+14mxw6vgrvPjWA5QbJpeWxtE1ge20JeIdSdOyycQjXFoax9AFpq1UaC8ko55RvL1XIxnRqJlq7LfLTS4eH2e1WGer1MC0pcf7VKpbPPeqN+fvsUfnWOt5j/cWJz6XSfBSucs0U7rGI+nEQAHjXjQdyRvVBo+3Cwy7/V1KxHoKDtustky+M6HTcCQR6Rwsb3yEEQIwIlh/CogvLGBPT2OE1LHa2t1lPJ1Gr1bRfF7KR65fx9Z1ysePk7l507eN6du3WR0fZ6FPhtdj2Gwb0dePzM5N/vv/9Al+9fu61VrrdcH2psX89suh1yZjsUByEeSd6oVYWYGHHlLejl4xj2Fhd0NefFHpr64kJfybfwM/9ENqfu/btBUSquEnauE4KkTvoKvTlqVI1+3BlUcxNYXwq58SkE8kbBun1eqKb+i68hT5rVBHo8GFkmHQE+cS35MnEevrSCGU99OyEH5Ef2zMlyx7Pr+//WJRhRpC8D1vtVQ45tKSus6Acd5tNGi2i0AOzWcYYYRvMiSTSdJhCqR062EFeXCllNi2TSqVCqyJZdt2p85TL/pD2AzD8JArgHeqLfLRmCq70EZxa4P0+ASrb4Xnji3c+wAE8McBotL3+t9fWyE9Ns7Cvfezef0drHYJEekMeScP2W06WuB4Li8ve+qBHRaTk5Oee7C3t8fCwsKhSPSN4g10oWPLwf7F9BhNn1zkCzMXfNva0b4CPMBmqclmqUnc0Ijo2oBCIMB9cxneWA8Ooz82nuTWniLIN3aq3NipsjSZImZomLZN3XR4YD7LG+sl/G7RrbxO0M1pOpKkplFrE7Cq7fBMscr96ThbTYtt06IasMj2TLHKuUyCq5U6D2VTXPYhZRqSn0mD7tigjezICHeOkTTKAdBRr7vD1YzoxATW5z/P9t/8m4HHzNy4QcSysNzJpg902yaladj9+Tk9mFxcVGF6PRgfH+/uv3IFOT/v2V+cWuJn/+ILvFo45dluaAcgDCGkwm+8RE9IYef869eVZ6N/37tA1AleDazV4Bd/ET77Wf8oNe3NkImAq1rYA7GxoUQ8Hn4YPvABVWPsscfUz+SkEvAA9f/YGFy4oOTxfXBHHtJ2DRIiEfUT1MYwieage9keJCElWrGo1Cr9MKxCvV/7pqm8Zq74SRi2ttTxAdcxG4+TyWRGsuwjvC/xru1INMpTTz3FRz/6UaYD6k04joNt2553vh+GhaQZhsHExIRnW29InK7rRPsXTIBjEXBe+TrmQWok9uMQtqRZq5LIeO1gZX+P1TdfZ+ZE147JYe+UAyyKhS3WLC8vk06nfccySLXRhZ+QyPb2NnNzc8zPz2M/anP7/G2Wzy/z4sKL3D9xPw9PPUxcj/PozKOAyrHyI1cAzhDvXT9sabKQizOTiXF0PMHxyVSgKcnEw231fn3w2m7sVDt5ZNd3qry2VuL84tjAcQ8sjbFsBN+XN6sN5mKDn/92tcG96TgpTZAMWaB9qVznwWyKZ4pV/Ebu6YbDfjw5siMjvGuM6PkBIaXsSNkeFkIIYqdP0zCMoZ6OaJB8NeA8/DBibQ1x9mw3/6cXJ04Qy2SQjzyCjEQQf/InQI+B0DTExz6mjEqx2Alda8Uz1JuDj8JBLjfs9eO7L8jgmabKt3En6e9SFjUmw2t/OI5KD/O7Fc7Z+9F9CJC0bXjzTf+csXaelTx+fNADJQQ88gjcvKkKcUUiwWTkDl7o0clJRK+HK5Hwr4flODA+riTtD/PZffdMVCpK3XJ/31uzKsRDC6i4zFRKEVTXkzY/r3K5XFGMaDSYCFarqi8Bz0Y0GsWq1UZGcYT3Ld6tHUkkEkxOTg7NMfQjPy50XWd+fn5A2c6FYRhMTk4Si8WIxWKUSiUqlYqHaBw5cgQp5YDHRbNN37C8g3wlD/O1NRsN4qmM7z7pdMfmThQb+6EbkVDF10qlMkBGAYrFYqCHa2ZmxremWavV6my/NXOLFwsvevafGTuDJjSKzSKZaIZiIziX7rD5fjPOR3i13MRqu5SEgLOzGUo+nqp6K/z5ixs6Jbzv8YV8nI2SdxzfWC/y1OlJai1V1DiWivDqXJQw1+J01GAhHmEqanTCAgVwKhnnS/sVjsajpA2Ne5Ixrtb879vr5Spjhsa+Nfh82BIV6RMiojHCCAfBiGD9KSLx9/4ezaefJv5ySNhdkLT0k08innkGYZpI18t17JjKk7EsVb/o+nW4fl2JTYyPd8icp2hus6lEBtpemOr4EVbOfISHcld5pXiPtysH8WAdBobRnRxrmsrZ0TQ18S4U1OQ5mYSTJ6FcRt57LwBC01RomBtSJ4QiiDMzirC4K4E9FnrRWBvanXhcfWRnyKsVtKtv+Vp6aZrwzDOIYXXGbt1CnjmD6A3jlLKrori9rfKO7hJkPO4/YTt+XP2/t6dC8YRQBMUwlFdNyi67dCdIQR5Ev/aLRW+I4333KbIkhHq2Go1Bb5Pr/UulVEFhx+nmp0mpPFR+yoEuDEMdMz090CdTSrZNE9u273gCO8II3wxYWlriwoULfP7znw+cRAdtTyQSpNNpbre/u5OTk+zv7zM1NUUsFqNWq7Gzs+MpGLy4uDiglmdZFoVCweOFOZ6Ksd3UMSJRbLPfg3GQyerBJ7RGLN4hTwtn76e8u4PQBPmZOQob6+SmZ5G6wWfmvweWAJTnUABHsxFWS24BczglDObycdaLzU4v3Pxhy7aoawkgXC2wH8eOHUNKyabPotORI0cOFAZ4auUUL6a9BOvKvgpPv1a4BsBkPCDOHQI9W0HQ7FyHXIF6JZfqFvfNZRS5j+hYjsS0HdZLDU5Np7EdiSMllu0wk42zXmzgSMlmaZDY7Fdbqnhzz7ZMLMKX3u6Gld+zmOPo/TmOSoFEcr3WBAF7ZvesI/EoX9pX9+NiLkVS07hRb3YELG43WtxutPhALoVvlWjg/ozKm/bL2/qf83FmhBwQUhlhhMNiRLAOgXcT3iGEUJXu//7fZ/Z7v9erKnjxopp0Oo5awXfDP6RUXoHJSfjSlzrmR3z968h4XE32Ayb8Ym9PhaK99FJ3o5uf4zidyXVib5XLC9/NjqnCLfL5rvBbVAgcqSRVMYx2dWG8k18h4NFHVR6SWz/KVZNLJJRXCuDqVXX+1atqmxBdL0Yu5/V+HDuGrFS8dajGx5X6Rj8iEa86XhvpaLDhceFyhBMngEYd7e0rA/lpgMo5+sIXgj0//f3xCf3wIGRlMagUclA+m3PihKorFQTL8nqzevsmhCJXLgkakt/R7ogS9ehXh6zXBxUMczlvm+4zX62qfkQigzXCHEcJdbg10lxJ9nJZPTe1GmxuImdmFPFuY7XRoOY4o9pXI7zvcTfsyMLCAmfOnOGtntIehmGwsLCAlBLDMDh69KjnM11Z9t68qZ2dHTRN8xCqfmxsbLCwsODJwZJSEo1GPTlEDQljxS0KbXK1cOY+RLtAvPtd1XSdWDpDIpNBSNFOUlClNIxYjImjx5DSUe86oXUqRSRSaTgiMOsNYqkUO8s30XWdeDrD5vVrWC01kU6PTVDcUtciYyn2xmxqpkOzx1ORSMS5sttrM5rkkhGubfmTqCdn40NzKXrHYXp6OlA58DA5WzI9fIFT14Lfd8MEPPpRLM0PbFst1Fltm498IkKhR759u0c90K/YcH9uVd10PD1KRzXyySibPe28vVJkvjHOO02vDX08l+qcm9a7d+PrxSqP51LcaviEW7ZMHskk2LdsmrZkOmqwa1qMR4yOsMXjuRTPFasdX9u9huCvRO1RgfoR7gpGT9Eh8G5Dj4QQpP/oj7zkKptVoWNB9TTSaeWpuf9+6JFq9y2C6+KDH1QTUyHgwQe7RCeZVBPqnnpJGpKnXvuX/Pp9/5CjRxWH6eoURPmF5if4ye+6jm6GhNxdugS5HKI/jKLR6NZCeuQRePll74Q+CJcvq1XEM2c6UvKBIYMBISCGMyQfCMU/3TmItrHuVdDrbf+11w5GrlAiFb5EsAdh4h9BBAspkc2mmm24KmRC4Ny+jX7ffWEf5tNJocjL9rb3XmiaIrKapo7RdfW/43S8RnJjQ4UG9hOjGzfg1Clvblmx6BXbONJT68Y0FQHzI6NbW9197v58vnt/6nW4eRNnYoLG9DRl28bUdfQ7VGcbYYQ/TdwNOwJwva8Q+8LCQqgkeD6fZ2xsjFLfey4sjG5hYQFQ5M393Hg8jmEYA/Llm7UGx6IxFs7eT61UZPXKG519RjTK8XOPsvLGq9SLBerFwRDmnWXVdz0Swe4hc0LTPLlUmXYEQLMWrBoHIJpVPvXGv6T80Hfy6fLxznbfV2KI98zWjFCClUwmOws7R48eHagr5mJycpKVlUE5+iCsjK2Av0J8B/owxVsfGJrBvWP3IjTRuW7btqlUd4Hg6ArbR43iwYUsDdPxkCuAk1NpNE1gaAJdCOJRnYZpown1dyKi0bQcLt/yXqB0YP/pFeY/Ms9ajyR8r6fpfNYrAbzZ8rf11+rKi3WzPd9Zb5kYAmZi3WnvM8Uq0xGDexMGPzGeJNFqEOXOF0BGGKEXI4J1ALjhFnfjSxf/23+b6tWrJJ99FvHAA2plPqxWVKWiiMnx44psDSlsCCjPwB//cffvxx9XJOjaNRWa9aqq8fTmY9/PW8c+xm7iGMmkhp+S/PXlKNd28pzJDcmvGQa3LtZh0DveQwQY+mH4qCf1IhZTmhQdTYgTJ2BpCfniC7C+ru61aar7k80iP/AB9Ry0w0w6PWtvQ0p1bIiMfucUxwk05+4zJuNxZL2u4hiFQLzxhjfU0738XtJi293xcPslhBp3N2RPfYg/CXSc8P5ns4ibN5VIil+x4Nu3VX/7yZdhKCbbXwjZtr0Fg3M55a0VYvDYPghA7O6SrNVIZDKkjx9neXl55MEa4X2Lu2lH5ubm+MhHPsIf/MEfMDMzg+M4oV4ogEKhQKFQOJQXZXNzs1MoN5fLoWlaR0gjl8t16mkd1W10TUPUWqxeuz7QjtVqsfzqS0QTCawhHv7B8fH+Xd4LUUL1a6/Pk+Pn2Qm7Jc4Qb8bY2Birq6uMjY1RrVbZ29tjcXGRtbU1LMtifHycTEaF2aVSqYHwTSGE59mQUrK1tXUgD5QRoHKno2O3g/HOT59X9c+khWmbPLP+zGA7wqC+0RUNmc3GiBrqXSqlJGZoGLpGvWV31AEjmmBlv85+bZDgvB3gDXTxyNEcr6+VeWghxyur3jyyWs3k3jqs+bzKL+ZS7PbV4rpVb3Ehm+S5UpfYXmp7vMp9habzhsFrZa9t2TIthICf3qzyM0cnOFnaHdmREe4KRgTrAHAc567ldRiTk5R/5EcwNjaIvfDCwU+8eVPlJoXlb7noJyPb22pyvbYGv/Vbimzl80yvv8YXzv1v1Jw8u5vBFqbaMCCklu6BEVZ8ahgOKMDgQrdaoSH9zaYqxeSp6SsEnH8U/sUvDKgFekhVEGZnu3WeQqC55EfXu16i9v/CLaJbKKgwT02D/jy6HngmI42Gr/Q7QigP0Pa2Ijt3WpOt7aEUa2vI8fFBqXY/cgXqeazXB+/V/r7y4E5Pq74nk4M1w1wEEa56HSefZ2dnZ7TqOML7GnfVjhgGS0tLzM7O0mg0PPWUhqERFv3Qh14yUCwWmZqaolKpsLq6SiKR4NixY+zt7UGzCnubXrGdPji2jR4JFt8IgtAEvboZrQAPUSD67OFhaz07Q6S6V1dXyWazpFKpjodqeXmZo0ePUi6X2dvbU2N0CIyNjR1IpEIXOoYwMDQDQxhomoahGUREBFvaLKQXWC4tI4RAExqlpk+UBrTraHXfn4mowY2dwXdxJt4di9MzaV+pdl20hSJCENE1WrbDK6tFMuFq2gAAIABJREFUzi/meWHZa0vsqIafxJ8GvFP3Lp46wPOlGt86nqFm21iO7Klt5cWxRJTnS4MRNJsti4KwydUrIzsywl3DiGANwd1cdXTbyT7yCIVPfYrYz/7s4U6+U+P8zjvev599Fp54gonNd9ArZVb3B6VSe2EHR5CEo99AhMgC++IAhXaDrKVmtSCihsxN+XJ/QOlMPPxwwJBWa3AnMsMbG8pTM2yy4xIOP7SLNnuuNqhgF6Dt7CAtC2EY4TMHx1Hk6ubNw88wXPQS5EJBDWJvXa16XYUYzs93CyiD+j8a9a+RVSqpdiKRAfn7DkLk+01NYzuVol6tjgzjCO9bvBd2ZHx8nDNnznD79u1DEazDqsv1ojd/q16vc+vWLcbHxyk0BNweIgAEBxQOEH1/ef9u1qrMnDjN5vWQyA/P+V4DdtjLt9rTpEgk0pHudj1NsViMXC7H2traQOilEILCASIa/FAsFhlvhkvtg8rBsqSFZfuH3e80vO/cc1PneGn7pYHjBIJjM9tcW1U22i8cECAdM2iaNqdnMry+5k/WdE1ghzCsiC643kPeWj4TjLgleTyfpGw7aAi0drqeLSUxAc2+5iXwRqXOYjzKC+Xg6IdUyALAX59IMmW1RnZkhLuGEcEagneTkBwEY26uW1z1MLib6miZDM7mFpvm1NBDHecuXb9pwg//MPzX/xpe8PYwCPDsOA4cP94kHo/5lpwqFlW0pW85mUPWD/Ge++5qh/lC04JDId98k9bkJNEnnwwv7Ow4ynP1LiZXvd4x0SuXPjHRDT/c21OEsH9ikU53wxb7ceMGnDnjL12v6+omtcMJZbMJzSby6FHWSiXWCwVi+/vEYrGRYRzhfYv3xI60vVj9uVh3E8P6HIlElGdLh/CMKIUDefAGIgQH+1DZ32Xh3gdYffO14e31vfIcn3dg2GWmooLFxUWKxWInJNJFvV5HCDFQhPnd4qDy8tpdUrpzcCiP/TLZ/b9NqZbADrATyajO0cWxgZyrXijvVLCC4X3zWV6+3R1Hs4eMPfxdJ7iCxbOOxTFT4y0fmfVLuZSvh2qrZREPkVa/kE3yTKHCfak4cU1DIIkIwQ8mBYniPnOOQIj4yI6McNcwIlhD4BrGu/2l0xcXcTIZtAOElHVwUIJ1kEl0MolA8uPPfIqfe+g3QkmUdbcIlpQqzOwv/SUVHvbZz4YffxAPVoAhkpakUAiuKQYhonnvhoQc5NzD1mYZct+NK1cpPvFtRDMTaCfSCMdBmC0iW2uKmEipPEr33OPNGXNhmkNznkgmoT9BO5FQ/6dSXnELvzGoVFQIZVCoTG/9MzdnbGpK9dvd5zgq4T2bRSYS2K0WYxMTWJY1MoojvK/xXtmRWCxGNqTwfFBfDtO+FSJKFIlEVP5Xo8HJB8+z9Wp42Ls4gA0bEJzwGbLq/h6Ncon5M/dSKxQobA7WlOqefoAQQRl8X6JWjeXV4Jy1eDzuu/3deAoPisOKXIQVH67ZNR48VqBVm8PQNY7kEzhSdhQB1e/Kc3fh2BjpuE6tafeMrhpDQ4OvXQ8mYKmod9q5vFtjIR9nq9airEsKTUXOgr4r681gMrvdsjgaj3K70eJ0MoYGWFJSsR1eKNVwoCPnDvADc+OcjTlEIuMjOzLCXceIYH0DIKWk/tZbZBOJA+XsdHDQL/+wCfyTT4JtU3n0cX5/8W8gaiY6AilE2/hodHwhQtBotDzGQgL0rZzVmyYRR0MKgSMFDmpVT4/6GH8JTm4WbfEMRqtGTHeUSlMyCYaB3NhATk97jXGQsQoQwjCaw8VAggiWjES61+s35lKqYtGOM1A02rKsoV8qs9UiOOjN53jHwQi79zs7aEYcR9NxDEV6jMp+cOHfXmEJUOF7W1uKMI2NdWMpdV3VTANFiB0HTp9G0i6YqusqL9Dou+Kge9Vsdr1xkYjyTLmfZZoqvFCI7nfCsnyfZWGaCNsmnU6zurpKLKQ49wgj/FmFlJLt7e1DF9M9zMS/X4q9f9/8/DylUomUY1Jdu93JGe18gvROvy3HUfUZhQA0EN6JtJQgYjF0w0DTVd3ESDyOExCytrdfID0xSVyC4VgY0Qi5mdm2XPsmsWSKVEJ43Gv+r1KJLrrOLim7v5uOFpp/a/S//9pwHMezz2/yLqXEcRzfe2iZQ9R2Ads6XK0ry7RCvV61VomXbnmjDzJxg3JjsC+PHR/j8k2vCmAiqtM0bU5MpdCFQNNU/ax8MsJupYUQ8PZmhZlsjKVHZ2hGNdAEQhPMaoLbons9esCgLzdaPJpN8nxb1OJ4Ikq2UyIGUprGVMRgo2Wy1jSJaYKMruH3LfnCbom/dc8MO+vrIzsywl3HiGB9g5B46y30Q8TNA8EE66GHkEJAOq1WSnU92CDMzsLly9BokPr4x/mr/+VT/NWAQ+0f+zH0D3xA/dHDA3enTrOvz3qOrVZtqlX1ktM0iWW1exC2YPntl5jcfYl7//M/8W7P59HeeQfOnetuC8rPmZryJRIRq4mQNjJkha/VkiSTgyNV+tEfxbKswJVJD9yCvY7TrS9m20qK37LUj20j3Dphug6aRsuVP3crHWuaCoHTtM7vuL9rGk3oFNH1M9StZoN4PNXdMFDos6/PvXDbq9e9niwhBkUzbt+GdBqt937Mep+FQIK1v6/CCW1beb36DVq/QmbIxFFaFqVyGcs0R4ZxhD+30HX9wIqALoIIViwWY2Zmhv39fXI5pWpUD/Fsz83Nce3aNfL5PEXTQU4ehcmjA8dFo9FOQeIywNQiAJlMhnLfAuPU1JQnz+vIkSNDpc23AWPmGPnVa9x6ReUXFTc3iKXSNCpl2N6E+VOd43uFGlxUmnagMMOKk2PwqroIIrhbW1v86I/+KAnX0z8ELtmy24tfFhY/JX8K0zExHRPLsWg5LTShdYQtNKHhSAdLWmho6JquhC80A12o33VNCWHoQuWPhdmRr19d4cdv3aBmqmsSAl9yBf6iT4mIUhq8vu0l5ZeWxnm1Ty1wwZF8DVOpVLSH8P5UHFAeqjBa+2KpxqVciueLVSYiRods+aHpSKYiGn6qGY6E9f0Cu02TYyM7MsJdxohgheC9dPHXH3uMvBADHpBQ+IVXaBrs7SFcI7S4GC61HY+r8CtU0UceekgJDdy8OXCo3j9xbsPWBw1Gb2y9ECIsbciDiavPDmzrqNPpupq8u94UN8TNHTNN6yjb+SGmNWlIf+XCSERSq3WLKvei0WgwMTFBJERc4RsBx3GU58jHOBpGC8vq5nloYeSkL1dLtpULg5QKPWg0VK2vXoK1saG8YLqu6laFPdO7uwcXO+nN8+qDaDaZb7WQySR3N/thhBHuLt5LO2IYBrOzswM1qe6kP1NTUx2yVi6XWVxcZDckV9YlFsVikXw+3/Eo9xOOTCbj204ikRggWP05WgeVy04nEjT3vIIOzapasBGRKA8facvgCkjFDB4+kmt7qSRSqm1BMIfcviCClc/nyefz31R25In7l3jsuW3++LoSsIgbOnXz4F6yU9MZ3/wsvyGsbNVh0UtqrtaapHSNh9IJ6iH2yAGeLVYZjxzs+Ujp/nZky7T4SivGl60I//BALY0wwsExlGAJIeLAl4BY+/jfkFL+bHvfTwA/DljA70op//f29p8Bfhi1ZPCTUsrPtbc/CnwaSAC/B/xNKaUUQsSA/wg8CuwC3yelvNk+5weBv9vuzj+SUv5Ke/sS8BlgHHgB+AEpZXiBjTuA+yK624h//vNKxk5KbzFWUIQim1X/JxLKqyCEOm5pSZGKRgOOHYOrVz25MWJ5GeeJJ+DrX1fkrZeQSOmNi6vV1LnzgxXcmZtTtbd8oPs423tttm2rNJr+y+pHRDeZev6LwQc0m+r6gnDvvf6y5G1ERSuQYM3MqJ9+SClptVqBYR/fSPSuPvYjFovQaDSJRJTXTSsEx8D3k3ph28hYbHgelgvLQk5NIXpWmjveuqUl9YxVq+FE6wDhrtI0EQGrimY0SsS2EamUvzjGCCO8j/Be2ZFGo0GtVuPo0aNYljVAniKRSOdz3RpWoN4llmVh2zaZTIbNzU3W1715TOtuPcC+63Dh5mZNTk6yvb1NNptlcnJyQNEwlUr5Eiy/3K7+z7t16xbpdJrKkPqPGbtJ0LKiI3ReXgk2RpPpKDuV4KmDJe/svi0uLn7T2ZFoNMpf/8B8h2AdHU9wdfMAtTfbaAWELPq97ZdvFPjg9BzPxJ3OjMKUEtOW3Kw3OZWMMR7R2QsheI48SLUwyBj+ROypXJIv10xOx95fJHiEPxs4yLe/CXxYSlkRQkSALwsh/huKJH0SeEhK2RRCTAMIIe4Dvh+4H5gHnhZC3COltIF/C/wI8AyKYH0H8N9QZGxfSnlKCPH9wM8D3yeEGAd+FriAWgR5Xgjx21LK/fYx/0xK+RkhxC+22/i3d2NQoOuufy8Sky3LwtjeRnwxhFy4+OAH4atf9d935Ihv3SCxu4sImnTu73dFDr7wBUXg/BQNl5YCJ8Fxuwp6uLR7iGOpg8m154fXlgrDkPsSE8FG07YVn+jPwxJCMDU1zZUrVzh58iRra2sUCgXuu+8+j0Tv+w2qT50MArSdw4WfCh/VJykG0s0BcKLRQc+rEPDgg52QSObmVJ7VLR/pZtNUIYIhcKJRSrqOj4MRAEsIWlJihahVjTDCNxrvtR0BWFtbO5CK3djYmK+nK5lMIqXshKa5ME2ThYUFVldXfdtzPTNuSN/t27dJ+yS2NgOMwUG9bmNjY6EEKx6PU7/xVnAD2rsrGmuGCGDouh5Ioq5evcrzzz/Pww8//E1lR8aS3Vpl+WQw8fDrvxGwiODnNU2nI6CpXKveFDtXJXC9XVB4KRFlvWHS8GnjTCqBGZCf5+IDcR0n4PtRtmwuyhZLxig8cIS7j6EES6pvhvt2i7R/JPBjwP8lpWy2j3NndJ8EPtPefkMIcQ24KIS4CWSllF8DEEL8R+AvoQjWJ4H/o33+bwD/Sqhv718AviCl3Guf8wXgO4QQnwE+DPwP7XN+pX3+UIJ1ULlcKSVSyrte0VtKSeHqVSZ//dcPdsKdvISvXkU+9hji8uXBfaur8MQT8JWvqL8vXlTbQMlrVyoqNOtjHwts3tKGr/a0Wp5oxAEIIVn6rX81tJ1QDAm9iYtglvfJT0I8HkAg43HefPMtrl69im3brKyssLKyQiwW44knngiNqQ8LB+rd5z6Dbj0V6IZu9MM1xu5+27bbYZiapy1NEzi2SWL1BuKwdbwCxDwGNk1OovV6rlxcuOAl+5bVLUDW387OjtrnTujc/fPzUK9jZTKsRaNMHj9OtdXC3tkh3mwS7QkZids2hZCV2BFGeC/xfrAj+/v7XL9+/cAS4XcSqliv1z2er14sLy+Tz+c7tZ7m5uY6ZCyXy1EsFpmeng6s0ZVIJKj15db6jWk/8evHeFSnvOdTY8/FEII1bFjMEBXdubk5bgdEUZTLZX73d3+3Ezb5zWJH8ukEMV3wwEKON30KCYfhoE+YBOYuzfJVq+U5KatrvNiXT3Wj7hW16MWzxSpHYhEW4905SVrXeaPaQAP+l1yUH7/nGLZjc3lrj/9vt8pX62Yn7PPVWpOzCcFp/e7VqBthBBcH8l8LIXTgeeAU8K+llM8KIe4BnhRC/BzQAH5KSnkZWEB5qFystLeZ7d/7t9P+/zaAlNISQhSBid7tfedMAAUppeXTVn/ffwTlNWNxcRHHcQITPHtx0OMOC8dxMD79aUTrgNGMYZ8f8BIWjoMMS6y9dq37+8svq1g5TYOXXoLv+A4VunjiRFe0oU/IwWma0Kf/4NcVNw/Lb/6bEDWEM8T7MMzy5XKKxYG3qC3qnR3R/CceUjZ54403OH/+kcCmP/rRj3L16hV+7dd+Ddu22draYmZmhnvvvZeFhcFHzZ1I9f70onfF0q/oqDth65+I9banaVrnmXQcB8uyPNuSyQiVt6/hrK1gRSIIx0HrUzqUAXl/ft4qv2dfZLPBgiP9qFbVc+SSrM3NrpCF4wxKtrdz/irZLLmJCZLJJCSTyFwOs9mktLODU6kQdxz2Gw2qUmJZFpFIZGQcR3hP8X60I7VajZdffvlQ5xwWe3t7HpGKfmSz2Q7BqlarHQ9WsVgkl8tRr9fJ5/MYhoGu6533laZp6LrOjRs3hvZha2uLVCoVqGao1cIrcMkDLMDcO5dBIJSoKSh1Q1RUQFYLXqy6evUqmUwmkARKKVlZWeH69evfNHZkdnKMf/OXT/HzX1wmH9eI6xHqpkPdsumtCexX3DiIGPo9/xva4LGmlLR82rhSbXAxl0IADcfhtXK9I1lhSslms9uXh9NqWrsYNfiJkwvk0ipa4i9kMnx40eSV7V3+ZLfEy02biIBztMhJGynv/vd0hD/fOBDBaof3nRNC5IHfEkI80D53DHgceAz4dSHECfzDbWXIdu7gnLC2+vv+S8AvAVy4cEEeZhXvvfiyFb78ZXK/93sHP+EO+yDCJsG9uTaFglcU4/Jl+O7vVmTLZ2W0cd859o0pNKsFdPO7pB0BvC/1tTV4+mmlxj09rVS4Xd7XqlZ8hRhkJIKwLC+5eughf+U7y+rKiPdBAPET/pOCVusWn/70f+Chh/5ZYHhHOp3m/PlHSSSSfOUrX8YwDNLpNJlMxtvfttFyJy+9hioM/cYz6JygdtzJSu9KpBCQPXMaec8pZThtW0kA2zbStnFaLRzTVOES7ZwpzbY7IXuaaaofy0K3LIRtY2QyaLVaJ4RQ3riBc/w42v7+/8/em4fJUV73/p+3el9m7emefZFmpNFIaEGDBBISOwZkFAwYBy4OxBgTE3ydOLHjOMnPdriEXN/ExomvE8fE+BqHQAhgTBRjEDIgZMnaWLRrtIw0mq1n7X2vqt8f3VXqnunZpJEEVn+fZ56Zqa56q7q66z3vOed7vicnSKAoSn7ByOwidpfrtIM19n05nTqvNAnYx8gbm61WTLW1yLKMqqq4VJVSWaavr2/Wm3wWUMBYfNjsyPDwMB0dHRM6PvlwJhksl8ulO1D5kP3exu5XWlpKKpXKSzG0Wq04HA6dLqeNle9epVIpSkpKUBSF0tJSzGYzqVRKV9xT+sbTkNMtPgSqIoOUnkvmVDgod5jR2NSaM2UySPz62MRiHvPLTcyd4LVgMMgNN9zA1olo/KDXp7ndbmw224fejgBcu6yFa5Y2n77HGSn5REomFEsSjCYIxZJEEimCsRTBuEwgmiQhy1ziNhGMy4TiMuGkQiiu4DSqlNiM+KNpR0gA5neHWLasgvdTp+fvieh+IVlhR1Zz4ZUldnb402uc0Ji6L2tG0MJtFONk8s1mM+01VSyrdOv3Ti7YkQLOEWZUgamqqk8I8Rbp2qlu4KWMpdkhhFCAisz2bFXTOqA3s70uz3ayjukWQhiBEmAks/2aMce8BQwBpUIIYyaLlT3WpNCiNrNN2ZgOkskk1scew3jgwNQ7OxzpRfAZZLBwuWDXromPq61NKwfmgySl+1Hl48cXF2N98zWa1V+Oe+nAuj8lYs5VHdQyWP39uX1o06jkUmcN5aHTH5taVobQPDCt4azTCceP57/W+fMneINpmEX+CfOKK+qYM+fL+P0+XK6KSceYP38+dXW1mDK9sWw2mx4l1Iy8Fo2F6S+mZoODr42h0UOyDbQQQi9wn+g8mmHO/q39LcsysiyTkGXkVAolHodoFDUSQY1G0wIU0SiGeBwpHkc1mzGbzRhkGSnjuEmpVG72LJnUIyOKLOc6ZJWV+vfZKstEo1EcE9RpGY1GVFUlHA4XIo4FXBBcaDvS09Mz6aJegzY3Zct/j8Vkz5DT6ZxUSXCyJsSqqo4TztDgcrkmrO3KB0mSiEajeWXjK8srgf0522rmt9FzKL3NIckYJUHnUJjOofHZrqriydtxxCcgWkiSxJe//GWsViu9vb2cyKPEq0FVVZYvX87SpUs/8nakPM97G/t7rB3R7UlKJhBJ4Ism8EeS+CJxQi47g6j4ZJWgojCiQFBRCcgqAUUlICsElTFiFlmOmMNoIJw4/T3sjqWDDicSMqPhSMGOFHDBMB0VQTeQzDhXNuAG0gITIdJ1UG9l6IJm0o7PK8C/CyG+Q1rkYh6wQ1VVWQgRFEJcAWwH7gO+lznNK8D9wDbgk8CvMuqCrwGPCyE0RYWPAV/LvPZmZt/nMsf+fDpvOJurPBHOJNI3FVRVJbhhA2Va7dNkKCo6HfnfvHni/czm8duEgIUL4Z13Jj6uOE/zX4BFi+ArX0k7Ny5XWlL79BsgdfQoxonuTZ7to6MjjJ+OT+NIzVou7/iP0xuyqRwaPfEsYCZ/dNduHyUejxOLxad0sEKhEEajAYvFghCCaDTKwMAANTU1eL1eXSb5Qk7Q+YysZiQn4tlrfyuKwsGDB/F6vbjdbtra2pAkiVOnTmE0GqmrqyOZTDIUjVLV2Diu3kk7j0Y1UYVAJt0cWZZl5EQi7Zwlk+nCvJoaSCRQ43EMDkfaGUulMBsMmDOLNUcoxOgkPUm0c46Opj/HC7HILeDixoW0IyMjI+zbt29a+9fX13MyIzQztt5Jw0ROUllZ2YQCFRomer22tpb+/v6c82uw2WwTOlcT3bOxcu7ZCGcyGBPNwKosk5pECGGqqTsxwbEulwtZlgkEApSVlU3qYAkhmDNnzkVvRyJDQ8ytq5rSjmjja+dOplL4kylGkykCKRl/MsUdDiOjKZlQSsZrkQjJCmEh8U44bfcHUwpvD/u51+PO+34LdqSAc43pZLCqgZ9k6rAk4HlVVTcIIczAU0KIfUACuD+TzdovhHgeOEBavv2RDMUQ0sIY/4+0AuGrmR+AHwE/zQhijJBWIURV1REhxP8CNLWGRzXBC+CrwHNCiMeA9zJjnDXy8Z5nC1IqhZiuFPZUqK9P0/gA1qwBTXhAUSZ3rmB8Q1eA9na4//50fU08Di4XSjR6uqGsEMSA8RpRaUTCQbDk9jdKpSanrzwbWE+zZRMV8SFidjvmuXMRM4hqTuWAmfOoCBoMKkVFkczhU9ckBIMBqqqqcgqHg8Egg4ODRKNR3O78k7eGVCrFyMgIRUVFGI1GfTFjNpvPSW2GBo2Hn20gte2SJOlUO0mSMJlM7Ny5k1tvvZV3330Xv9/Pvn37sNvttLW1EYlE6OjoYOHChXohu0YdamxspKenh4qKCiRJYmBggKqqKnp6epg3bx51dXWTvkdVVUlFoxh379a3KRMoc2WPYzAYsNvtxPKoqGiUl+k8x9r9EBnBjHP17BdwceFc2hEhxIyogVPB6XQyMjKCJEm43W59jopGo1Mq/ZnzBPk8Hg8jIyMkEgkSiQRVVVX0Z1EYJrv2ieiIkwnZhMJhnIsug/27QAjcDU3Ewlk2boo5dqoZOD5BB+LsuX+qpvRNTU2Ul5cX7MhZ2JFyIcijdwxk7EgqxV/uOUL26qfcPF6Qq2BHCjhfmI6K4B5gnBqAmu459ekJjvkb4G/ybN8FXJJnewy4a4KxngKeyrP9OLByiss/I2jUj9mctIQQSCtW5IoMzJuXjuo3Nk6eqcpGa2s60+N2p7NMkHaY7PYMqVykM1H79088RiqVltGuqUkrusXjYDSiplIIozGt7jYwwGA8jt4qSlUn/bIUxUeYhjJ7DmTFxGMlj/Jg9P+woDiJNBPniknqfjIw5mmLVlmpkPb7Dbqxm+xzLi8vp7e3l+rqap2vbrVaicfjKIqC1+slmUzicrn0CRnSn3ckEmF0dBS/3084HNYXFqqq4nA48Hg8WM5x9/hsAwnoEcKf/OQndHV18Sd/8ifU1dVRXV2N2+1m//79HDx4kEgkQnl5OZ2dnRw4cIDKykp8Ph/Hjx8nFosxNDREWVkZ0WiUY8eOUVlZycmTJ3E4HLz44ovMmzeP4eFhPvnJT055fUabjWhpKfbM4iphNI5bsGTz5bVIq1bjoaoqyWQSVVUxGo266EUsFssxkNm1HtqCweFwEIlEUFUVp9NJLBbL20+ogAJminNlR6xWKy6XK0e9rqGhgUAgQCKRmDBTlY26ujqi0SgGgwGTyURVVlN5zWlyOBx64+GJYDKZqK2t1euMwuEwVqtVVw7s6+sb5xydyf2YyqEMKSA1tVE06mXw5BjhjLO8/fGUSj5DU1GRZj+oqprX0cxGd3c3XV1d1NfXF+zIubIjRiN/WFPO04G0My8BbcW59MCCHSngfOLD1wXvAkJ7WGaD15xv7MSGDai1tekeVbKcVnw4ciTt6FRUnFbrs9lg2TLQjJvBcNp5Onw4ve3gwbRyRD4J3ObmdFZry5b0uc1mRHl5uvaqqys9xpo1qH4/QqNv9Penz/37v68PY5ak01LaQhCTJKwTKFGVH/gVQ1WX50QLnc7Jex0ByLgIVrViDO/Ne88m+hQS5eX4KipwDw3l7eEE+SmC1dVyzgSpKDIGw8SPgaKoRCIRZFkmlUoxMDBAIpHQjaDRaCQajeq1BtlRPa/Xi6IoFBUV6YZUVdOSzZFIhGAwiNlsPi+0EO0cBoMBWZZ5//33OXLkCNFoFKvVql+jz+fD4XDoNWdaLVRDQwM1NTUcOnQIj8dDcXGxLsWsGU2Px4PRaKStrQ2r1ZqzaJvq2rLvQMhiwZnHwdKMovaMjo6OsmvXLlpbWwmHwxQXFzM6Osro6ChFRUVUV1czNDREcXExiqIQDoex2Wz4/X6cTidutxufz8e7777LqVOnuOqqqzAajVRWVupGtYACZopzbUeGhoYIBAI4HI6cWhftGcz+3hqNRmpqavQ6E+1nZGREd8TMZnNOhin7WI/Hw/DwsJ65cDqdCCFwOBz09/dz8uRJSkpKqKiooLc3XU/b1dVFdXW1PicajcYcB2my5yoajWKxWMZRD8vKyvR+WxNBsdpRAuMzbvm7+Z1Ge5WJUqvEAW9+xzSeUtMFENljCqFnnbTF/WSQJIlgMFiwI+fYjmSvPy61mfA47Dn7FOwHVQ6AAAAgAElEQVRIAecTF52DpT1YE0GbuGYbqVSKkm9/G6k7S6l+KNO7Y9u23J0NhjQFsKFhYrrfggWnna2xOHYs7UwBytq1YLMhtm6F3btRDYa0A7d1K+rixTmmR+zYgbpgAeLyy8HtprQ3VzekpLERdXgYkYfG4Q6OkvC9y4mydn1bfb2FK64YJpm0MjRk4OTJ/DSKDut1XBHZN04+PDJ3Lma/H1PGsKomE4m6OsK1tURqawlXVeFftIjqfftwHDyIXFFBqLKSko4ORCJBtSvEDQsOEghY6e6uoK/PiceT0COqkiRx4sRJGhoa9KaZ2ZDlFH19vTQ1NWE0Guns7CQQCOQsVBRFIZFIoCgKJpMJg8Ggy95qUUVNhcloNOJwOLDZbHp0bGxULBvZE/NsGk+TycSjjz5KNBqlsjKdo7zxxhux2WzcdttterG1VlhuMpmwWCwYjUZaW1tJJpNYLBai0SglJSUEAgGsVisGg4FgMEhpaSl+v5/S0tJJ3182RGUl8XAYhCCeSlGatWDRFqzHjh3j+eef51Of+hTNzc0kk0lCoRB79+7lwIEDmM1mrr76arxeLxs3bmT9+vVs27aNOXPmEA6Hqays5M033+Tyyy/n8OHDzJs3j3g8TkdHB6qq8sILL1BTU8Py5cuZM2fOlPUnBVy8uJB25NSpUxwfI/yjOUtje06Njo6m2x0wMf1usnMNDAxgs9n0xbMmrR4MBjEajSiKgt/vH9fTSXv+fT4fZWVleL1e/TVZlqmvr5+wf5TT6dTnHkjf6/r6empra4lEIvT09OSXbBcCV8sCho8czNlsL6/gd5dW8B8fnO6VVVtiZkmVjcVVNpZVWSm1CHYPKPzrjgF6/TGumVNEICWx/YSPlKJy87qPYzWb6O7u5tixY1gsFn1+lyQJl8tFW1sbBw/mnlvD8uXLaW1tLdiRc2xHPMVFrHcOcSShMGeMimDBjhRwvnHROVgaxlLDxqaNZxuSJJF0uTBNUgirQ5bhN79J10VNBLt98hqkjg649lqkN98EQL30UsR776WzPVod2L59qOXliKx+ROLpp9PS5+XlaeerrAw1FkNtbEQcPJiW5l606LRzmIXqbS9x4pZLMShJrOYU9jIvl12WVvJLpWQ++MDNtm3juea7vE18rHY+1d5ch1F1OBhcuBCrohCprSVUUQEZyo2W9VCKi+letQoWL04rLwrB4JIlFJ86ha+xEbNZwu1OUlHRy/z5UqZvkpRl2GROneqioaFRn4yTyST9/X0MDQ1RWlpKKBQiGAwykrlPmqEAdApQtoKSNk42zU17PRwOE4lEMBgMOBwOFEXB6XTqi7FUKkU8HtdVpnw+n95HZrYghKC8PFd8ROtfoxlKDaWlpTn/Zy+kysrKUFUVu92uUyi0qLrH49H56NOhSVncblJlZSiKQmWGjpKteibLMvv27eNHP/oRl1ySZhnv3r0bg8HA4OCgfl1apL65uZlAIF0/Nzg4iNVqJZlMUlZWxvz580mlUpw4cYI1a9bQnQl6mEwmXC7XOAnlAgqYCBfCjmhCCdOJjI+MjDAyMkJlZSV+vz/vPlPJU1dWVhIMBunq6sKl0dLJFccYG6DSHL6GhgYA5syZozcF93q9eL1ebDYbRqNxnIDF8PAwVVVVejZr4cKFtLa2Aul5oK2tjV//+tcM5bFBg9bicWy+8JCX25tNBOOlLKm0sshjwe0w5nxGqqqyokpi6S0eYrKg2Jqmw+2eb8ckVEqL7UiSxLx585g7dy7hcFj/7LUM1tKlS3E6nezcuVM/96JFi6ipqaG6urpgR7JwruyIzWbjn5bN17NTBTtSwIXERelgaRPZWMMIkxfTng0kSSL48stYGhsR02z4qAaDUFyMyCOprhoMkxIf1Lo6ePttfR9Zlsd92EKW4ZJLxtd/bdyYu19pKdx2W5raCLBvX/q4MQYuaTKx5M3/g6PnBH0PPEBQKdYpEJIkaG8fobRU5r33KvB6Dajq6Xcw9r5HVq+mp74eGhsJZSJ8iqKgZBrL6teWeU0qKkpPqoBsszE6f77++SaTSYQQGZ9U6JHBNNUCnE4zqVRSn4xHR0cYHR3FYDCQSCQYGhrKa0xy7tFUGZosWiKkPw+/34/f78dqtVJWVobFYuHUqVN6RC+ZTGIymcYZpw8Txr4vyG1qCen6iXwZwmxoz6O2ABh7PyVJ4qabbqKpqYl58+bp0sEej0ePjpvNZiKRCAsXLsRkMhGNRolEIthsNoRIK3ddeuml2O12XC4XqVQKu91OZWWlXqSsRU7zyUEXUEA2LpQdaW5u5oorrmDbWObDJJisRmiqBsSRSESXap9oX6/XS3FxMYEsWxWJRMbVcDU2NuY8W9kOmwbNaXE6nXg8HuZn5nLtXtvtdq6//nr27NnDiRMncsaTxswbTlcFyz55L6UlDv54tTNHqS6fHbGYTZiyJMovq7GNsyMGg4GioqIcO5JKpXSHR6vrqaysZN68eWiiJAU7MjEKdqSA30ZcdA7WRCl0rQ/FbEYdu7q66Ovro6amhrq6Oox9fdN2rgBERwfqpZfCe++Nf7GnJ903Ko/Kk3rZZeD36+eKAQwN5f+wN29OUwYXLZq4d9b11592riCtVLh3b9rJMhhQVJWkz4elsxOzEPTdcw/B4uKce6n93dzsZ+5cH/G4RF+fjbffriYUMrIhejMPiEMIVSXV0ED30qWQmSxlWSYUCpFKpbBarfoEVlJSojtwyWSSVCql89oVRcFsNmOz2YjH43pUTJt4ZVnG6XRmaBcqvb29evRZVVU9aniueO3aIkJVVWKxGH19fVgsFoqLi7FYLAQCARoaGrDb7bMadcxGPoWk2Yi8Z783rWGmFoHM3ke7BshtkJnv/LIs43A4aG9v1z/vlpYWIC2lH4vFkGUZi8VCLBbTVaG0pqSQjiym5flj+jni8XjOYsVqtU5LJKCAixsX0o5IkkQonxLsJMhLqctgLL1Pg8lkorq6OofKN1HWTFMMdLlck/bNGnsdw8PDuN1u/H4/9fX1hEIhfD4ffX19uN1u2tvbc5xV7b5KksTSpUtZsmQJgUCArq4u9u/fTzCZor65Fd+xNBui7ebbKK1tOGd2JJlMkkgk6O3t1ce9/fbbsVgsOc53wY7MHAU7UsBHHRedg5UP0+X3TncsbRLQIozvv/8+69atoz8Sod1qRcojCToRgoqCVF2No78/p0ZJhEKQL5pTVYU4dQqyOO9moxHV5YLeCXoxR6Npet1EaGpK0wazoaqoHR3gdCL5/WgaRrFLLsHf0IAhyyiOu7+qitGYpKEhxVVrQyQiRpxlBj4w3onFbkYxmyETdVNVlUQiodMdLBYLkiRhs9l0Ko5mOEwmk+4YZZ9Toy0A+gJIkqS83OhzRe2ZCNlGJB6Pk0wmdapEMpnU6Q3aNZ8tsikoGo1i7GtjF4hnej+yF0PaYuNM30O2VPBYRSez2UwoFJpy7OxFwER/F1DAmeJ82ZHe3t4pI/ljoYkQpFKpSZsDZ6OmpmZcD6tUKjVp/dTw8HBekQpIqxLmk30fHBzUMwHZtVrLli3LeZ/57m8qlaKoqIjGxkZMJhN2ux2z0YDz1jswmC2YrFZ9fj0XdkSrxdIojNko2JGCHSng4sZF6WCN5a/PVtRRVVV+9atf8frrr/PFL36ReDxOOBwmEAjwyiuvkPL7WWg0MrW23mkUf/ABshAoZjOGbKPV2gqBQNrJ0hSgLrkk3cfK50tLv1dXwwcfIEWjqNkyrvPnQ1UV6smTp1UEA4G0MEZvb05tl1pams6Gpd9getvAABw/jujsRL3iivR4GZi7u5HyUGf0SRKo3bEDHA5ClZU09ndgkCSOL1wJlCEZDCiZBYDVatUjc2VlZTgcDiRJIhaL6bSMbF72+XaOZhPZBtLv92fqwPp1jn5lZeWscbq1Ro6aJK0WnUsmkzpnP5sKNPb+zvQeawbxbJTVxho9g8GgF3zb7Xa9rqGAAs4XLpQd0SSgZwKNqjSWxgcQi8XG9apqbGzUsyHl5eWYTCa6uroIhUI5Ga+GhgZUVc1xuCoqKhgeHh7XW8jlcumUwfLycpxOJ/F4nNHRUYaHh8eJgoyOjlJRUZHfjkgSPp+PzZs3s3z5co4dO4aiKDQ0NOCpqtZFIqBgRwp25DQKdqSA84mL0sGC3AgMzF606b333uOVV17hU5/6FHa7XZ/YHA4HJX19JC0W/JlIotFoTGeCFAWrxQJqulkeqopjZAQBhJYvJzIwQHl2vdO8eems0+HD6V5Ya9ZALAZHj6adK4CRETh5ElavhhMnUCsqCC5dilWWMfX1pemHlZV6/yHZ50OUlKSdJa8X0dkJ0Sj+tjbE0aM4HQ4UiwXTSy/l1n7NnZvz/kVREY2/+AWhuXMJu1xESkvTPbZUFUkIKg8dwpbJhtmOHkUxGgnfdhtlDkdOBM5sNrN//358Ph/19fU0NTURDodJJpOUlJTo0cRsg6IhFotNWbj9YYUQApPJhDFzz4xGI7IsMzIyklaizNBZzgaJRAK/308oFEKWZV2JKh6PU1paqsvkavdUM5KyLJ8xzWS2FyzZn7nRaDxnNS8FFDAZLoQdsdls9Pf3606E5pioqqrvp/Xgyc4wSJKUMy9KkkR9fT19fX0kEglqa2t1FbvszFVfXx9ms5m6ujrC4TCpVIqKigrsdrvuMFmtVmKxmF636na7iUajJJNJ/H4/JpOJcDhMbW0tkiTptL7saxmrgOj1enXnz+Fw6OIe2vt47bXXSCaTvPXWWwC0tLSwePFiPdNRsCMFOzKd8Qp2pIBzBXExpTUvu+wyddeuXXqhqyYzOxsNITVD5vf76e/vp6WlhVAopPdSkITA9ulP43j99WmNJ7vdCIMBoaqoqRSkUghZRhgMaaeqtBTefXd6F1dRgToykrf+y1dSgiguxtnTgyHr9f5583B6vTizop39LS1UHT2aO8ADD6QbF9fVgdUKPT2QMUpqfz/095OcPx+uvBJTNIpQFJKKQkiSOFlRQYfJRDjDeW61WCjt7ERUVhJetoyOjg7a29t54403iMVi2O12fSL3eDyEw2G9FkHrAyJJEmvWrCEajX7kU/YavcNoNFJUVKRHk8/UCCiKQjQa5URGydJoNI77zms1B9oCKvu5yKaZnMmzoh0/G/LVaiYYoRnwzs7OHLWoAgqYCnfccQf79u2b8Rf5gtoRSeLkyZP84he/mNb33Wg06k5XNi1KURSsVqseue+ZZpP3xsbGcbRBDRaLhWQyOU4IY6ySG6Qdxex6rNraWv0aGhsbc9T2tJ5aZrOZyspKBgcHc7JjmqNkMBiwWq14PB76+/uJRCKsWLGC48ePF+xIwY7kRcGOFDAbaG1t3a2q6mVjt1907nq2gdF+ZoPSof2UlZWxcOFCzGYz5eXlzJ07F1mWGdq7d9rOFYBhcBCpvx/h9SINDyP5/em6K78fjh/PqbGaEi0tE4prFIVCWEZHCZSUMFRbS29DA/2trSiJRI5zBVA8MEA0019LhxbhkyQ4ceL0/wAWC0JREFYr5nCY3tFR1N5exPHjqENDbDh4kN6dO5Flmb6+Pupff53mgwcp7uxECgb1CJw2oS9cuJA9e/YQj8c5ePAg4XCYvXv3kkwm9UaXg4ODhMPh34pIlBaF1Apv7Xb7uCjrdKF957WosDb+WGjR4d7eXo4fP47f79cXTFpkWFuozRTa8bO1YMmmizidzinV0AooYLZwoexIf38/3d3d014EplIpwuEw4XCYaDRKLBbTa3SCwaCuljpdTCaWofVx0nofaT2P8l3r2BqybMn1RCKRQ9XKVpE7cuQIsVhMz4RBuvfXoUOHSCQS9PX1sWXLFo4ePUp/fz+9vb0YjcaCHSnYkUnHK9iRAs4FLjqKoCatqj3g2RSLM42IaGONjV6qarqDeSAQwN7ZOSvXf0aYoNHdYFsb7oMHMYRCGC0WoqWlVGSuM1hbi2IyIWU5TPZAgPj8+VBWBkVFMDiYpiZareks1lhkCoWlcJjje/dicjhQFi4k1t9P+cAAfwUEnE422O0sWrSIkiNHACgJh1Hr6zk6OMhbb73FggULSCaTuN1urrvuOqLRKC6Xi3g8zoIFC2hubsbj8eDz+XT1p4961FGDEAKbzUYkEqG7uxuPx0NJScmMxpBlmWAwSCQS0RdskzU/zKbL9Pf3640ktcaRZxPh08adDYUpTVUK0gs2rQamgALONS6UHTEajXn7P50v5KN2SZKkK6tBWpUwFArp/+er+9LU7WKxGGazmZGREYxGo35fs5FN09NoaJFIhJKSEvx+vy40oaoqq1evZt++ffT09OhZumAwWLAjBTsy4TgFO1LAucJF52BpD7f2cGp9ELSJPZ8azmSYyChqGB4eRlVVbBnnYdYwg4lfHR4e3zOrrY2Kjg79X2M8jiUrclPU0wNXXJFueJwFi9GY7oOlwetNC20Yjajr1+coHeJ2o8oyho4O5gJKezvSz3+Ofe3a0+cJh7m7pwfV78eQMaTGkRGKnE7a29vHFcSuWrVKjzZpCw+tP8VVV12lq0UlEolp358PO7T3HolEGBgYwG636wuNiaBF+CKRCD6fT1/gSJJEIpGYtC/O2PNqNRQulyvHIM2UDpVtcGfLOAqR7l9jt9sLRrGA84YLZUckSZpUBv1cI596YXV1dQ7FMBQK4Xa7GRwcBHLFCTSUlJTQ39+vz9Oak6bdU5vNpgtzDA8P09DQQF+mdlfbJ5FIYLFY9P3C4TBerzdHHjscDnPZZZcV7AgFOzLVeAU7UsBs46JzsLQHMxaLceTIEVpaWnA6nTkP7EzTzxNFLBVFIdHVRfUPf0jxiy/O1luYMVRZpn/DBhLBIJX/9E9YDh9GBALpRsNZMGUMoo7t2+HSS2H/fkgkoLISdu/O3ScYPP33O++gXnnlabWgUAiKi9M1Y0IgHTsGgLRvH1RUpPdJpRCHDulDKI2NKH4/8ZMnGVRVDAaDXtw8FrIsE4lEdDWj33bE43FMJhOjo6N4PJ5xr2uLAu37qNVxyLKM2WzWDYcmQTwdaPd1aGgIu92u00s0gzRTHr123GxBG0+TaI5GoxfFd6GAC4vzbUei0Sher5eDBw9e0P46FRUVtLW1oSgKb7zxBg0NDeOaCUNuby2/34/NZqOiokJXGywuLs6RbFcURc+G9Pb2UldXR3d3t/56V1eXLg9fU1Ojn7OxsZH+/n7i8TihUIj3339fP6apqYnh4WG8Xi8mk6lgRzIo2JGJxyvYkQJmExeVg6UVNEqSxMaNG/njP/5jvvOd73DbbbehKAqyLOuTh0aFCIfDDA4OIkkSdXV1M6J/CCEQ5eXYBwcR4TCq243a3IxSUoJcUoJSWopcVgbl5SilpSScTkR3N0Uvv4w50/vkTJH4xCcwbtpE+OMfZ+DznydZWUnxCy9g7O1NZ5vCYZSrr8bw9tunrzcSQV2zJp2FCgbh4MF0k+PKynSmqqEhrU54xRVpMYsxvVBERweqLMO116abEUP699y56eM1msjISPpn4UIoL4eBAdTmZtRAgME77iAQi5HweiHP5K9BU4m6mKJNGq0iGo3mUJIgfT98Ph8DAwOUlZURCoUIBAIoijJhI9HpQls0hsNhPcqbHa2f6Vja9c6GARsr/Ttb4xZQwES4EHbEaDTi8Xj49a9/DYDb7cZqtWI2m/XfmtqgVgPV39/PkSNHzsohKy4uxul0EggEWLx4MfX19QBs2rSJ+vp6urq6KC8vRwiRk1kbHR2loaFBp5UFAgHd2SwrK+PUqVPYbDbcbndeB62np4e6ujq8Xq9OEdTGz15Ya4IbDQ0NBAIBZFnGZrPhcrlYunQpp06d0gUt8qFgRwp2JHu8gh0pYDZxUTlY2RSBRYsW8dnPfpaFCxcSCoV0udZgJiOjdW8fGRnRu3QnEolxk4yqqjlp7rGSpFWNjXQ/8QSlt9/O8OrVJDPUkmQyqRtCjR4iSRK0tzOwfj3mnh5KXnmF0ldewZhPtWmKyGiopoauH/8Yc1tbWn4UiC5ezOCXvkRswQJS9fUYjxxhTpaDBSC2bDl9ioUL087VO+/AqlVgMiEuvxy2bIGrrhrnYAGIY8fAaISrr05vcDjSNMNEIq006Pef3vnAgfS9WrECxePh6B13IMsyisWCsaEBxySLkGg0ysjICDU1NRfFRCiE0FW6tO9LIBBgdHQUNZPpi8fjpFIpBgcHdSpHeXn5rKgtCSEYGRnBYDDoEr8a7Wem0UfNwGc/j2dzXdpz53Q6Jy3CL6CA2cAFsSNVVXi9Xm699Vbi8biumjehHQFKS0tpbW3F6/XS1dVFV1fXjOteYrEYbW1t1NXV6WqEsiyzcOFCLBYLq1atwmAwsGfPnhwHKxgM6vdACEFDQ4OuNldWVqbXZfX09OgS72PvR3d3t+44admFSCSSd87o6urCZrNhtVpZvnw5RUVFJJPJKZ3Zi92OJBIJuru79exhdgbW6/XqtFRNrGQ2FPb6+voYGBjImbu1c88Us+kIZbdcKCgJFpAP2XTwae3/21LEOR1cdtll6pYtW3IMRTQa5V//9V/5zGc+g81m4+mnn2blypVUVFTgcrkYGhrS+0iUl5frx2qIRCK89tprrFu3DovFoi98g8Ggrl4UDAZJJBIzXlCqarpHlu399yn/r//C+d//jdCyQFVVpxsMT4D+H/6Q4dWrT3OcVRUlM2EKIXC+8go1X/nK1NfR0gK9vYjsSKjJhLpqFWzePL6+KxtCwO/8Tron19Kl6d9jEP/d38VnsyHF44zMn4+c6Z8xEWRZxufzYbfbzzqq9lGCoih6gbHZbCYWi1FaWkooFNKdFr/fTyqVwul06jSM2YJmeO12Oy6XC7vdritBadHI6ZwvW0HqbGWttfE043/q1KmCClQB08LZyLR/5OxIRqq7r6+PEydO0Nvbq78+Ec1PQ3l5Oddcc40uYa6Npz3vqqqycePGKcU38jUlhnRGy2AwTHl8djNkl8s1rhbNbrezcuVKfD4fJpOJxsbGSWuECnbEjKqqlJeX43K59Hlcm0+1+flcZPeyHbd840/Xjsz0mOmMpzmeBRSQDVVV9aboY+fviWTaL6oMlmbgsqPnqVSKU6dO4fV69caJy5cvZ9euXXR2djJ37lwWLFiA1+vl0ksv1akR77zzDg6Hg9bWVp555hnq6+s5efIk3d3dtLa2Ul9fz5YtWwiHw7S3t9PU1DSp4k4+CCEQBgPx9nZ6ly+Hr36Vks2bKd+wAeP+/VNq7Hu+8hV8P/sZhpERGr7/fQyyTP83vkG4tjZduHrttZx44w3qH3wQQ6anRc798ngQTU2I3l4YSzNJJhGbN6OuXYv6zjsTO1mqimo0pl8/eBAyzlrmDRL/3OcYttsZaWpCGAwYsmu6JoCiKBQXF09I+/hthSRJeoQc0tHxcDjM8PAwZrMZk8mkR3HPhVHUnplIJIIkSTgcDv08GjVqLNUin9HLLnA+m+hl9njZxfHBYPCiovwUcH7xkbQjmcxFY2MjDQ0NRKNRent76cgSOpoIIyMj7Nmzh8WLFzM4OMiePXuYP38+zc3NupN15ZVX4vf79aa/2ZAkidLSUoQQeR250dFRrFarrgo4EVJZSrVjFzglJSVceeWVJBIJ5s2bRzKZnDILUbAj6QxlWVmZTnvVviva53qusnpazZOWtR3rLE3HecrOfmnHnK0d0cbT7NPFkNUsYHrQsu8zUXG9qBys7IVY9rbBwUH+/d//HbPZzKFDhzh58iQHDhzg7rvv5plnniEUChEMBmlra2Pnzp309/czOjqqN9GbO3cugUCAY8eO8YlPfIKf/vSnzJ8/n+HhYa6//npee+01WlpaZmwYx147Nhv+j30M3403YhwexrlnD7ajR7EdPYrh4EFdREJZvZrgDTcwvHYtCZeLmg8+wLx9OyISofaWW0jcfTc9DzxAsqoK2elENpkwAKok6f2y5NJSpEAAduyY/LreeQcuuywthJFRc8qGvGwZyZoarMeOpWmC2RFFVcW8cyfypz+NMVOALFyuCR1HWZYJhUIUFRUVJj5O9wPRDKSmCHU+7o1W4KydS3NotOi2Zjiz99HUqDQan9YE1WQy5Y00a8X9NptN5+rH4/EJM3NCCOx2O8FgsMChL+Cc4aNuR7TnpLm5mebmZgKBAPX19Xpz36GhIb0hb319PVVVVZSWlmK32+nr6yMQCLBr1y5OnDjBnDlzaG5uxm6367TksQvfmpoauru7c3pbjUUsFiORSFBTU5OTXctGS0uLvrgZew+0QFNTU5OuSDgRCnYkF9n1gtq8OdF9CcZSvHZggMFgHHeRhZsWeiiynvkyMjsgB+Mdq+ysWvY+Wu857djJAnrZ1FltrMmo7dkBwA8TYrEYhw8f1qnIra2tMxIaKeDsMdP54qJysIBxD6EQgurqah5++GHsdjv/8A//QDgcpqioiPLycoqKivRi0Hg8TiKRYPHixRiNRrZt20ZRURE2m414PE5ZWRkulwubzUYikaCuro7q6upZncS161fcbvzXXYfv2mv1aJBZllGjUeTiYn1CsgBDN99MaP586r70JYwdHcSdTuIej+7I9Dz6KMrcuYhkksqXX8b29NPILheGgwend1G7duWVdAdIrFrFkbvvpnT1amp//GNEph5Mfz/vvUddRwfee+9leMmSvF3hNXqLxhs/X07ERwFCiGlJ5c72OYPBIE6nU1fmGmsote/k2ALqV155hZ07d1JRUUFdXR1Op5OmpiaWL18+7jyJRIKtW7eydu1arFYrfX19bNq0ifvvvz/vNRkMBl16OJWvL1sBBcwSflvsCKSzP8XFxfozazQadQpZ9n6yLLNy5Urcbjfbt29naGiItWvX6q8XFRWxbt06SkpKCIVC7N27F5/Pl6MGOBkURaGvr4+KiopxUWKDwYDT6WT9+vV0dnaOGzOVSrF9+3ZOnTpFe2rgDOoAACAASURBVHu7ruiYjYIdmRxT3Y8fbO7kh++cJJI87Xg8/moHD61t5PNXzTmj82mO0ssvv8ydd97JwYMHWbBgASdOnODWW29l7969eY/1+Xxs2rSJJ598kmeffRaDwYDZbMbhcIzbVxPW0L4TyWSSQCCAy+XKe03Z9NcPC7Zu3cq2bdtyesK98cYbrFq1itWrV5/xuDabjXvuuYennnoKSD9Hc+bMYcWKFbz00kts2LCBgwcP8pVplJJk45prrsmbzZ4Mjz76KGvWrOG6666b0XEAu3fv5plnnuE73/nOjI89l7joHKyxkCQJj8ej87A9Hg9tbW386le/4tlnnyWVSrFixQqef/55nn/+eaxWKwMDA4yMjOByufQomBbBfO655/TooM/nw2AwUJGRJJ9tZE+IBoMB2WAAsxkB44x/vLmZY88+i6W7m3hVVc4EkswsblVVpeuBB1DvvZc5jzwys4v5zW9g7VrYuhWyIj/WH/yABZ2djNx1FwceewzH4cOUL1uGsFopfuYZhKoiwmGqfvhDStav58Qtt4yb3GKxGNFolNLS0rwTaAHnF0II4vE4vb29VFdXY7FYxlHyNAGMsZmkYDDI9ddfz6pVq7Barbzwwgv4/X7efvtt9u/fT319PUuWLGHjxo1YrVacTicjIyNs3LgRr9dLMBjkxIkTvPnmm8TjcW6++WaamppynoOioiKGh4dnRdyjgAKmg98mO6JRbfPtp6oqTU1NuN1uFEXJkT7XaGdanebKlSsJh8P893//97SvRat/qaysxOv16ttlWWbr1q20tLRQV1dHU1MTPT09mM1mBgcHOX78OJCWeB8ZGeHqq6/W1Q01FOzImeMHmzv57q+Oj9seScr69jNxshRFIZlM8uyzz7JmzRqee+45vvnNb+qvj82GZh9nt9sxm82UlZUxOjqqK1ZGo1FdXCYQCOiCTKlUikAgQCqVQpZlEokEwWAQRVEoKSnRAwraeQ0Gw4dCun/r1q1s3rx53PZkMqlvP1Mny+FwcODAAZ0psmnTJmpqavTXb731Vm699dYZjztT5wrg61//+oyP0dDe3k57e/sZH3+ucNGJXOzatStnm6Io+Hw+XRnN7/djtVpJJBL09fXpFKZkMqnTk7I7zxcVFRGJRDCZTKiqSiAQoLS0VOfoG41GEolETp+PDztUVcX27rs0/I//MfOD16xJqwyOHVMITu3cSdBqxWg0kozFaH30UUxZtBG1vp7jf/qnJFQ13bw4MzFquNATXQG50Bp1lpaW4vF4xn0+WnRSE7JQFIXvf//7fPDBBzQ1NXH11Vdz4sQJLBYLe/bs4b777uPnP/85brebPXv2cP/99/Ozn/2MOXPmIEkSbrebd955h/Xr1zM0NMTevXtpbGzknnvu0c+tKAqxWIzu7u4CTbCASXE2IhcFOzI1tLXFjh07OJahr08XJpOJoqKivLTCefPmsWzZsrQdyQh3aPL1GlasWKErCGpNoTUU5oTTiMVizJ8/f9J9grEUV397S07maizsJgOb/3QNzjOgCwaDQZYuXcrGjRu58847OXTokJ7B2rdvH52dndx33306tfx73/seLS0tvPnmm3z3u9/F7XbT0dHB6tWrefTRR3G73fzBH/wBH3zwAZFIhE9+8pN84QtfwGw2s3z5cu666y7eeustVFXliSee4Bvf+AYnT57kz/7sz3j44YcJhULcdtttjI6Okkgk+MY3vsH69etn/L5mA7FYjO9///s5mauxMJlMfOELXxhXlzgdVFRU8Id/+IcsW7aMO+64g89+9rO0tbWxdetWXnrpJX7605+ye/duvvvd7/Liiy/y+OOPYzAYKC4u5o033uDAgQM89NBDJJNJFEXh2WefpaWlRc9C9/X18Xu/93sEg0FSqRT/8A//wKpVq/j85z/Pu+++ixCC++67jy9+8Yt87nOf45ZbbuGOO+6gtbWVT37yk7ydUbn+yU9+QnNzM5/73OewWq0cOHCAgYEBvvWtb7Fu3To2b97Md7/7XV566aUzvtfTRUdHxzhqZkHkYgJIkkR5ebn+f0lJid43o7S0lCNHjlBaWqo32NOiYJrKXSAQQAih83UtFovedySbO/xRcWQ1frJheJjexx+n+q/+ClpbEcPDMDAw9fG//jUsXIjISLBnQ3R3Y2htRQiByWql84/+iHmPPqo3PBanTtH8x38MgFxfz74vfAGr04msqiDEpMqCBZx/aDVgmhLXWFpONmde+9tisXDnnXeyevVqrFYrJ06cIBKJYLVa9ci43++nqamJOXPm6HTERYsWUVtby3vvvcfx48fxer0kEolx8s5CCL1ZZCgUKiymCjgvKNiRXGh2JB6PU1tbSzQaZXh4mKKiIj3bMBmSyeSE872mmqo96zU1NbS1tXEwi9K+c+dOdu7cCcDSpUtZsGCBXrNzsYlanC1eOzAwqXMF6UzWawcGuHN5zaT75cOGDRv42Mc+RnNzM2VlZezevTuHvufxeHj99dexWq0cPXqUe+65h1dffRWn08n777/Pvn37KC4u5lOf+hSvvvoqDz74IH/1V39FcXExsixzzz33cN1117FkyRKEEDQ2NrJhwwb++q//mocffpiXX34ZRVG46qqrePjhh7Farbz00ksUFRXR39/P2rVrufXWWy+ILTl8+PCkzhWkn5VDhw6xdOnSMzrHXXfdxeOPP866devYt28f999/P1u3bh2339/+7d/yyiuvUFtbi8/nA+DJJ5/kkUce4Z577iGRSIx7rv/jP/6DG2+8ka9+9at6Q+8PPviA3t5edu/eDaCPNRbFxcVs2bKFZ555hq985Su683Ty5Ek2btzI8ePHuemmm86IUni+MKXUlhDCKoTYIYT4QAixXwjx12Ne/7IQQhVCVGRt+5oQ4qgQ4rAQ4qas7e1CiL2Z1/5RZL6xQgiLEOI/Mtu3CyGaso65XwhxJPNzf9b2OZl9j2SOnZVCFK3A0efz4fP5qKiooKKiQvfQs6U8x/6dvU3bnv37owA1GqXy29+m9n/+T5zz5tH1j/9IYts2ePNN0HpcjT2mqopUSwupq6+m+9/+jURVFeoYyphy331ES0tRFOV0fUwwSODee4n+0R8hX399zv6GU6dY8s1v0vzsszT/0z9RsX9/jupcAR8OaEZHo1qMLfzPpgpCetJ0uVyUlJRgsVhwOp00NjZitVr58Y9/TE9PD0uXLtUzAaWlpbS3t/Ob3/yGl19+WT+XJjGsFWZnn1PLqhWcqwIuFC52O6Jl9LZs2cKJEydYsmQJt912G4888ggPPfQQV1xxxbhjtOe2rKyM1atXU1ZWNo7KV1lZicfjybEjyWSSiooKbrjhBm677bZxkfy9e/fywgsv0NXVxebNm4lGox+pe3mhMRicXsZ0MHRmmdXnn3+eu+66C0gv9p999tmczyeVSvHQQw+xZMkS7rrrLg4cOIDBYMBgMLBy5UpaWlowmUzcdddd7Ny5k+HhYV566SVuuukmbrzxRg4cOMCxY8f0tiJr164FoK2tjeXLl+N0OqmoqMBqteLz+VBVlb/8y79k2bJlrFu3jt7e3hy66vlEKBSa1n5n0/9x8eLFdHV18fzzz3PTTTdNuN+qVat46KGHeOqpp3RH6vLLL+fv/u7v+Pu//3u9F102LrvsMp5++mkee+wx9u3bR1FREXPmzKGzs5MvfelLvP766xQXF+c936c+9Sn99/bt2/Xtd955J5Ik0dLSwpw5czh8+PAZv/dzjemkBOLAdaqqhoQQJmCLEOJVVVV/I4SoB24EdO1VIcRC4G5gEVADvCGEmK+qqgz8M/AQ8BvgF8DNwKvAZ4FRVVVbhBB3A98CflcIUQ58A7gMUIHdQohXVFUdzezzhKqqzwkhfpAZ45/P9oaoqsrIyAgDAwNYLBasVit+vz+v+MJvI4TNRnzRIlSbDftzz6GUlmL+13+FQ4fgxRfhf/9veO65tLAFaepfas0aOr75TYQQRMJhol/+MqWXX07Z229jykRCfLffTqysjGQ0qsvjqi0t9Le0pP+3WKjs68N44ACqwYCQZUQ0inHLFoyA++RJRr/97Qt4ZwqYDIFAQFcByxbdGJvFuvnmm3Nev/766zEajbS3t9Pb24vb7cbhcLB06VJsNhuf/vSnKSkpob6+nkQioRvJ4eFh3Sjmey6tVqvewPRieG4L+HDhYrcjWkbPYrEwODhIKBRi06ZNbN68GYfDwY033kgwGOTYsWN6FlpVVVasWEFZWRmRSISSkhIWL17Mnj17OHHihN6bqLm5mWiWHbHZbNTV1enNiC+55BIOHDhAPB7PUZvTFmnHjh1j0aJFF+bGfAThLpoe9cztnDlFbXh4mLfeeov9+/frGVwhBA8//LC+zxNPPIHH4+H9999HURRsNhvFxcU5NVPFxcVYLBbsdjtDQ0M8+eSTbN++nZKSEh588EGMRiMOhwODwYDH46GiogKHw6E7V9l1Ws888wyDg4Ps2rULk8lE0xm0RpgtZLdlmQxnW1P48Y9/nK997Wu89tprE6p9fu9732PHjh388pe/5PLLL2f79u3cfffdrFy5kldffZX169fzz//8z1xzzTX6MWvWrGHjxo388pe/5LOf/Sxf+tKXuPfee9mxYwcbN27kX/7lX3jxxRf5l3/5l3Hny8eGGft3vv8/TJgyg6WmobnRpsyPFl54AvizrP8BbgOeU1U1rqpqJ3AUWCmEqAaKVVXdpqbDE08Dn8g65ieZv18Ars9kt24CNqqqOpJxqjYCN2deuy6zL5ljtbHOCFr60ufzMTg4qNf+ZHejvxgghCCwbh2Hd+yg/zOfIbpgAbE1a4heey1xIVD/8A9RM5EFAFatoufBB4FMgTSQbGhg5Pd+D99lpympRW+9RTIW0+sNtEyDVkwamjuXY1/8Iocff5xkbe346wqHqdq+Hamnh0QiUYhAfoigRetjsZjOtU6lUvpnZDAY9EWOJvesobi4GLvdTlFRES0tLbhcLqxWq9581OVyYTQaqaurY86cOZSXl6MoClVVVVRWVlJWVpZ3wtWi4YXvSQHnEwU7kob2PteuXcv69euxWCzMnTuXuXPnYjabqaio4Nprr6WsrEw/Zvny5ZSUlOhCG06nE6PRyLJly/TxvF4vXq93QjsiyzLz58/nlltu4aqrrsp7bSMjIxw9epR4PF6YH6aBmxZ6sJsmFwyymwzctNAz47F/9rOfce+999LR0cHhw4c5evQoTU1NejNqjYJeXV2NJEn89Kc/1WsSDQYDO3bsoLOzEyEE//mf/8natWuJx+M4HA7KysoYHh7m1VdfzWlobzab9Zo8TdI/m47q9/vxeDyYTCbefPNNurq6Ltj3pLW1dUpKq8lkYsGCBWd1nvvuu4+vfe1rXHLJJRPuc/z4cVauXMnXv/51Kioq6O7uprOzkzlz5vDII4/w8Y9/fJzq48mTJ/F4PDzwwAPcf//9vPfeewwNDaEoCrfffjtf//rXef/99/Oe7z//8z8BeOGFF7j88sv17S+99BKKonD8+HE6OzunrCG8kJhWUYsQwgDsBlqA76uqul0I8TtAj6qqH4wxGrWkM1QaujPbkpm/x27XjjkFoKpqSgjhB1zZ28cc4wJ8qqqm8ow19tofIp01o6GhYcL3mEwmOXnypF64r23LVli6WCCEQJjNhFtaoKWFgKKgeL1IVitNd95JYu1aLJdeivm994jecAOR+nqMmQlLk/tVVVVvGqyWlxNdtgxH5rV891PPdJSX0/OZz9D4ne+gNjfDwACGTF+UonfeYfCBB/TahgI+fOjr68Pn86XbBpjNGI1Gqqqq9OhktqGbKbSai8rKygnH0TJlqVQKh8OB2WzWn+MCCjhTFOzIzJHt/Hg8HjweD4lEgpKSEo4cOcK2bduor6+nv7+fiooKysvL9Xk9245oTXAB6uvrcbvdE2aus2s9q6qqaG9vZ/fu3VxyySXs378fVVXp7u6msrKSZDJ53ltcfBRRZDXy0NrGvCqCGh5a23hGAhfPP/88X/7yl3O2feITn+Dxxx9HVVXi8Tif+9znuPvuu3nhhRe45pprcDgcusOzatUq/vzP/5y9e/dy1VVXcfvttyNJEpdeeimLFi1i7ty5XHnllTnja9/JiaTY7733XtavX8+KFSv0+r0L9exarVZWrVqVV0VQw6pVq85I4CIbdXV1fOELX5h0n6997WscO3YMVVW55pprWLJkCX//93/Ps88+q9vlv/iLv8g55p133uGJJ57AZDLhcDj40Y9+RG9vL3/wB3+gB10fffTRvOdLJBKsXbsWRVF4+umn9e3z5s3jxhtvZGBggO9973sf6l5gM1IRFEKUAj8D/gh4EviYqqp+IcQJ4DJVVYeEEN8Htqmq+m+ZY35Emg7YBfytqqo3ZLavBf5MVdX1Qoj9wE2qqnZnXjsGrAQeACyqqj6W2f7/ARHS2a9tqqq2ZLbXA79QVXXxZNefT/1JQywW0788mvLQxWYQp4KqqqiJBKrRiPHAASwGA6GmJkRGpju7eZ+iKFj276d6wwZG/uRPCMygCa6qqlRt2ICyYAGmTZuwnzyJNDJCauVKAjU1eD/2sYIE94cQWl2EtkjSCt2bmpqw2WyTOlhac+KzFTLRKEFaLxO/34/X6y18XwoYh9lUEdRQsCNTI7sZuSzL+Hw+bDYbTqczrx1RVZWOjg5cLhcul2va91SbAzZt2sSll17Kb37zG0ZHR6muriYUCnH99dfnZNMvRkxHRVBDvj5YdpPhjPtgTQRtTZpNLwd0gRgNE9mRiV47k2vQAnayLF/QQF2+Plgmk+ms+2B9WNHa2sqvf/3rca0pspUGLxTOmYqgqqo+IcRbpCl9cwAte1UHvCuEWEk6m1SfdVgd0JvZXpdnO1nHdAshjEAJMJLZfs2YY94ChoBSIYQxk8XKHmvGGEtlKhjF/JBlGX8olFbIWrSIoUiEaDiMUwisVivRaFTPMoTDYSzNzUS/8hWd3zxdCCHoXbcO6/79VKkqpx58kNpf/IKue+8llEximcFYBZw/SJKUt/7K5/NNO8p0NtLqugJmxpmSZVmXeta4/QUUcK5QsCPTgyzL+P1+vfeQ0+kkGo2SSCTy2xGLhXnz5p2RHUmlUlx55ZVs27aN5cuX09PTQ1lZGW63O2+vrwImxuevmsOnV9bz2oEBBkNx3E4LNy30nFHmajLko3xrDvl0P/+ztSNjr+VCP8urV6+mvb2dQ4cOEQ6HcTgcLFiw4KwzVwWcW0z5ZAgh3EAy41zZgBuAb6mq6sna5wSnM1ivAP8uhPgOaZGLecAOVVVlIURQCHEFsB24D/heZohXgPuBbcAngV+pqqoKIV4DHhdCaETtjwFfy7z2Zmbf5zLH/vxMboCWhtZUYgpS4BPDYDDgcDhyuMwWi0W/Zw6Hg1QqhSRJlJSUnDEtRlVVhKpS8f77nLr3XhSnk67f/31iRmNOY8sCPvwQQugF6dPZ92wMYzYtayw9qbe3t/C9KeCcoWBHpo/zakeEwOfzUVVVhdvtpqKiQnfkCvPBzOG0Gs9Iiv1soWUzL8R5te+RyWQikUhcsO+NxWI5Yyn2jxomUgZ88sknz/OVnB2mYwWqgZ9k6rAk4HlVVTdMtLOqqvuFEM8DB4AU8EhGQRDgYeD/ATbS6oGvZrb/CPipEOIo6czV3ZmxRoQQ/wvYmdnvUVVVNYmTrwLPCSEeA97LjDEjqKpKJBKht7d3RtGRixUik6nSkI+/Phu1UaqqYu3rY+DOO1HtdgQQt9uh0Dj2I4lYLEYsFps0i6UtojQnaaafs0Y7yqYgSpKELMs4HA6sVivxeLzw/Slg1lGwIzPD+bQj2vlaW1v1baYMXb2AjxY0hsJkz5fmEGn7n4kdyR4rG1oGtSCMUsB0MaWDparqHuDSKfZpGvP/3wB/k2e/XcA4mRJVVWPAXROM/RTwVJ7tx0nXaZ0RFEXRjaLG1S7gw4OQx4MpS4a1UEPz0YQQ6QbRg4ODeDyenEh1vn3PFJMZUyEEbreb7u7us8qQFVDAWBTsyIcbyWQSt9tdsCO/BdAon0aj8YI9Z0ajccrGvwUUoOGi4zFoVI6BgQEikchFqe70YYckSZgL3OLfGgghSCQSjI6O4vFMLOWrPYszVRvMjmxmH6MpRSmKgt1ux+l0EgwGC897AWeNgh358EOSpEKNym8ZtFqsyZ63M81iTZS9yh5Py2IVanoLmA4uOgfL5/MxNDRUoHIUUMB5hFZTMZ06K82ITtfJ0pTGJpNtVhQFl8tFJBLJqdUqoIAzQcGOFHAxIpQIsal7E0PRISpsFVxfdz1O8/Sa4c4Gsp2g6diRmdb1Tmdfo9F4QerBAimZV4eDDCRTeExGbnEVUWwsZGQ/zLioLEMikcDr9U7J4y2ggAJmF5FIRHeYJuKwZ9dRaVFCbdtE0F7Xxp1o3+HhYfx+P8XFxVOOWUABk6FgRwq4GPHUgadY91/reGznY/xg3w94bOdjrPuvdTx1YFwFx4zg9Xq5//77aWtrY/Xq1Vx99dX8/Of5NcumU6ObT6p97Jz/9a9/nTfeeGPCYyayD6lUSg/+nU8b8n+7h7hi91G+eryfb58a4qvH+7li91H+b/fQWY37rW99i+XLl7NixQouv/xyduzYcUbj/P/t3Xt4VNW98PHvmltmJglJSLgEgxEEQwICQoJQSMpRAWkrWnhro3ihHumNtvrax9OLx9O3Le3TU7U95+3RPg9vvaBFAYsW8ShWuQgoUJLDRcDKRYncMYFcZjKZZGbW+8fM3k7CJJlJJuGS3+d55kmy99p79iw2+WXttdZvbdq0ia1bt5o/L1y4kFdeeaXT406dOsXdd99NUVER1113HbfddhsHDx7s0jW0VVBQQHV1uH6mT5+elHMmqk/1YHV1Ar0QonuMYYJAXEM84PMkFfHMm7BarTHLRr/PqVOnyM/Px+l0EggEcDgc+P1+aWyJhEgcEX3NM/uf4Y8f/PG87b6Az9x+X9F9CZ9Xa83tt9/OXXfdxdKlSwGoqqriv//7vzs8JvprrP+HncWN9ha3bU/0g0FjgWoj4UVHDw2T4b+OVfP40fMbUo0hbW7/Xl7Oefs7s23bNt544w22bt1KSkoK1dXVZoxO1KZNm0hNTWXKlClxH6O15utf/zp33XUXL7zwAgC7d+/m9OnTjBw5Mq7j4533unHjxrivK5n63OM3CYpC9L60tLQOe5qMeVTR6dWjx7sbwwCjyxrbjfI1NTWsXbuWd955h4aGBoLBIHv37qWlpYWUlBQGDBiA2+1m4MCBpKenU1tbS2ZmJi6XS3oiREIkjoi+wtPs4bkPn+uwzHMfPoenxZPwuTdu3IjD4WDhwoXmtvz8fL773e8SDAb5yU9+wtSpUykpKeFPf/qTOaf24YcfZuzYsYwdO5YVK1aY5/qnf/on5s+fz9ixY1FKsXjxYgoLC5k5cyZ33nknjz32GFprFixYwMsvv4zWmp///OdMmjSJa6+9lm9961u0tLRQX19PfX29OYrC5/OZ8ctIsmGz2Vo92OuJGFIfCPLU8ZoOyzx1vIaGQLDDMrGcOnWKnJwcc55iTk4OQ4aEU/Bv2LCByZMnU1xczLe+9S38fj/QuleosrKSmTNnUlVVxZ/+9Cf+8Ic/cP3117NlyxYAtmzZwvTp0yksLIzZm/Xuu+9it9tb/duPGzeOadOm4fF4mD17NlOmTKG4uJg1a9YA4cb3+PHjeeCBB5gyZQpHjx5lxYoVFBcXM3HiRB555JGYn9VYsHjTpk3MnDmTO+64g3HjxrFgwQLz74pf//rXTJ06lYkTJ7Jo0aKkNJrlrwohRK8wsgfGSnXb3tMopZS5cKsR7ODzXrBgMIjX6yUYDLJx40YGDx6M3W7nlVdeYfXq1axbt47Nmzfz7rvvUlFRweuvv86uXbt47733eOONN/if//mfmCuzCyGEgHXH1uEL+Dos4wv4WH90fcLn3r9/P+PHj4+577nnniMjI4P33nuPLVu28Oyzz3LkyBFWr17N7t272bVrF2+//TYPP/wwJ0+eBODvf/87ixcvZt++fVRUVLBq1Sp27tzJqlWrqKioOO89tNZ873vfY/v27ezevRufz8df/vIXM5X/uXPnqK2tpb6+Ho/Hg8fjobGxkbq6Onw+Hx6Ph7q6OhobG2lqakp6I+vNmgYaQx3/od8Y0rx5tiHhc990000cO3aMa6+9lgceeIDNmzcD4WVVFi5cyAsvvEBFRQWBQIAlS5a0e578/Hzuv/9+vv/977N9+3amTZsGhBtw69ev55VXXuHRRx8977h9+/Zx3XWxE5Q7nU5WrFjB1q1bWbt2LT/+8Y/N2H/gwAHuvPNOtm3bht1u51//9V9588032b59O5WVlbz22msdfu7du3fz2GOPsXPnTj755BPef/99AL797W/z3nvvUVlZic/n44033ui8EjshDSwhRI8znvwZ37edrNxeUgujd8rYFwwGzZ4rgOeff567776bjz/+GJ/PR25uLgMGDKCqqgqn04nNZuPo0aPs2rWL7du3k5WVxZtvvsmgQYM4d+4coVCIuro6yS4ohBAxVPvim+dT3dS9+UAADz74IJMmTWLq1Km88847LFu2jOuvv56ysjJqamo4fPgw77//PuXl5VitVgYNGsQXv/hFduzYgdaaSZMmMWzYMJRSbNmyhVtvvRWXy0W/fv245ZZbYr7nhg0bKCkpoaioiHXr1vHhhx9it9ux2Ww0NzebyZmam5tpbGzE6/VitVqpq6vDbrcTDIZ7j4zYlExnWgLxlWuOr1y0tLQ03n//fZ588klycnK4++67eeGFFzhw4ABXXXWVOUzvrrvuMnulEnHLLbdgsVgoLCzkzJkzCR2rtebf/u3fKCkp4ctf/jInTpwwF3G/8soruf7664FwL1pZWRkDBgzAZrNRXl7e6bUWFxeTl5eHxWJh+yrNugAAHLpJREFU3LhxfPrpp0C4R620tJTi4mI2btzI/v37E/7MbfWpOVhCiAsjFArhcDjMXqpEskHB5ynXtdYEAgFzfH0wGCQQCKCUYsKECbz99tsATJ06lYEDB9LQ0EB1dTVDhgwhFAqRm5vLqFGjqKqqIi8vj7q6OiwWC2632xwGIYQQIizHFd/8nhxn4vOAioqK+Otf/2r+/B//8R9UV1czdepUhg4dyu9+9ztmzJhh7tda87e//a3d86WmprYq21bbxBd+v59Fixbx1ltvkZqaytKlSwmFQtTX1wPhRojNZjPjjLEAtt1uNxevj25kJXsh4oH2+P5EH+jo2p/yVquVsrIyysrKGD16NMuWLWPs2LHtlo/OoNjU1NThuaOXSIhVJ0VFRbz66qsxj12+fDnV1dW8//772O12CgoKzPjc2b9xZ6Kvy2KxEAgEaGpq4sEHH2TLli0MHTqUxYsXJ+XvAenBEkL0OGMOVdu1qox98SQNiE5+YWRxuvvuu1m6dCn5+flcc801zJkzh9tuu43S0lIKCgqYM2cO99xzD1//+tcpLy9n4MCB3HLLLZSVlVFeXk5ZWRlTp05N+pNHIYS4HNyYdyMum6vDMi6bixuG3pDwuadPn05TU1OrIWiNjY0AzJgxgyVLlpgL+x48eBCv10tpaSkrV64kGAzy2WefsWnTJiZNmmQeb8SJadOmsWbNGpqamvB4PGbiDGO/UspsJIwYMYKcnBz++te/YrPZyMjIIDMzk7S0NJxOJ5mZmWRnZ9O/f3/69++P3W4nMzOT9PR0+vfvT1paGmlpyU9XPzs7Hbel47jotihm909P+NwHDhzg0KFD5s979uxh6NChFBQUUFVVxeHDhwF48cUXKS0tBcLDAXfu3AnQqmGclpaGx5PYHLzp06fj9/t55pnPs1BWVFSwefNm6urqGDBgAHa7nXfffdfsZWqrpKSEzZs3m0tmrFy50rzWRBj3QU5ODh6Pp92GX6KkB0sI0aO01thsNlwulznML3p9KiChsevRqXQdDgd2u918cpie3jrQ2Gw2UlJSCIVCBAIB6uvrsdvt1NbWmhOTZWigEELEluZIY0HhgphZBA0LCheQZk+8gaGUYuXKlfzLv/wLv/vd78jJySE1NZXFixczb948qqqqmDJlClprcnJyWLlyJXPnzmX79u2MHz8epRS//e1vGTRoEB9++GGrc5eUlDBnzhzGjRtHfn4+xcXFZGRktCqTmZnJ/fffz/jx47nqqqsoKSkBiJmBMDruRM8Bjt6XbP1sVr57RXbMLIKG716RTXoX1sPyeDw89NBD1NXVYbPZGD58OE8++SROp5MlS5Ywf/58AoEAEydONBNR/PSnP+U73/kOv/3tb826Avjyl7/MnXfeyeuvv84TTzwR1/srpVixYgUPP/wwjz/+OE6nk/z8fB577DEKCwuZN28eU6dOZezYsRQUFMQ8R25uLr/4xS+4+eab0Voza9asdoeCdiQzM5NvfOMbFBcXk5+fz8SJExM+RyyqL6UoHjNmjI4nN78QInlCoRD9+vVj8ODB5s/Rc6ogdkBr71zGy2CsnWUMI4wV7LTWtLS0cObMGbTW1NbWopTC4XAk4ROKS9HcuXPZu3dvwn8ZSRwRl4umpiauueaauMo+s/8ZnvvwuVYJL1w2FwsKF3QpRXuijN/zxjA9Q/Sc3ra/+z0eD2lpaTQ2NlJWVsaSJUuYMGHCeaneo88V6/voazCGqQPm8PSefkj3X8eqeep4TauEF26L4rtXZHcpRbvoulhJsQoKCiq11sVty0oPlhCiR4VCIdxuN0qpbq8hFB1MbTab2UiLlSCjLavVitvt5tixY3GVF0IIEXZf0X3cPvJ21h9dT3VTNTnOHG4YekOXeq66KlaW2Y5885vfZP/+/TQ1NXHvvfcyYcIEc197jbJ45wM3Nzf3Wgz5Xl4O9w7O4s2zDZxpDjDQYWN2//Qu9VyJ3iMNLCFEj4keHmiIHmoR70KBRnmjgWY0rgBzbZSOesGMoJiamorH48HtdkvvlRBCJCDNnsac4XMuyHsbv8Pb6mgU1osvvthu+ei5WJ2dJ/oajJgVCoV6dYh5us3K7QMze+W9RHJIkgshRI9KT0831xWJXmi4vSeI0aLLGutgte19MnrGOguQRrr3gQMH4vV6k5rtSQghRM8xGjNtMwHGo23MMbSNPbHKtGVcQ3RGPSFikR4sIUSPsVgspKWlxQyKHT0BNAKd0XCKnl8Vq7zRcItneMcVV1xBc3Nz3PO+hBBCXFid/b5uL45Ef9/ZHKtEeqOMZUdkqLloj/RgCSF6TEtLC36//7zAZry8Xi/19fX4fL7zJh4bCwrbbDZsNlu7jbG2PWMdMRJbZGVl0dzcLL1YQghxkYseHh4tOhutES/axhEjLkTHnc4aV/EOF7RardKLJdolPVhCiB5jtVpbDaWIfuLX0tLC+vXr2blzJzNmzGDUqFFYLJZWE4hdLhderxeLxYLNZsPr9dK/f39stta/uiwWixlgOxsXHwqFyMjI4MSJE9hsNunJEkKIOPgbvRzesY3G2nO4M7O4umQyKe7Uzg/spuiHaG1prWloaKCxsZF+/fq1yvBmlDfmTBnnMh7cdTY8vbP9VquVlpYW6ckSMUkDSwjRY7TWOJ1O6urqqK6uJi8vj0AgwAcffMCIESMoKyujtraWwsJC1q1bx7Fjx8zx7W63m9TUVBoaGkhLS8NisVBTU0NpaSljxoxp9T7RTxM7yipoTJJWSpGenk59fT3p6ekSHIUQogMVr62i8vVXCfibzG2blz3LxK98leI587p83pycHKqr21/nCTATSwSDQQKBgDk8z+fzkZKSQn19PYsWLeLVV1+lvr7eXJzYGFpusViYNWsWb731FhBOr56ent4q+ZJRvqNhhdHljK9Wq9WMOUJEkyGCQoge0dzcTCAQwGq1mkMBT58+TUVFBV/72td46aWXzCeTRgPs1KlTOBwOhg8fzsiRIzl37hxOpxOLxcJHH31EfX09Z8+ejfl+0cHUSIjRXjkIL1JoLEIshBAitorXVrF91UutGlcAAX8T21e9RMVrq3rsvaN/jxsP0FpaWvB6vRw+fJizZ88yZMgQnn32WbMB1tLSglKKlJQUUlJSCAQCrF27Fgiv/WWUiyVW4ouOGAmcZLi5aEsaWEKIHmGxWMjOzkYpRWpqqtljdMUVV/Dggw9SVlaG0+lkwoQJZGRkMGLECG688UYmT57MqFGjGDZsGKNGjaKmpobc3FxKS0uZMGEC+fn57b5n9Bj79jILGvvdbjculwu/3y/BUQghYvA3eql8/dUOy1S+/irNvsakvWdVVRWzZ8+mpKSEL33pSxw/fhylFPfffz+rV68mGAzicDj4whe+QHp6Op9++ilf/OIXsVqtfPLJJ9x6663cdNNNTJs2jU8//RSXy8WVV15pNobKy8spKyvj2muvZfXq1QAcOXKEwsJCFi5cyJgxY5g1axY+X3hR5SVLllBSUsK4ceOYN28ejY2NrZYJsVgsEkPEeaSBJYToEXa7ndTU8Ph8p9PJkCFDcDgcpKWlUV5ezqBBg7BarYwePZr+/fszY8YMZs6cyYQJExg+fDh5eXmUlJQwb948SktLmT59OjNmzOiwgQWf92R1FPCMJ47Z2dmtEmwIIYT43OEd287ruWor4G/i0I6tSXvPhx56iPnz57Njxw7Ky8v54Q9/CNBqDURjrq0xH9f4/s9//jMPPfQQe/bsobKykuHDh5sL3aenpzNgwADWrFnDzp072bBhAz/84Q/N3/8HDx5k0aJF7Nu3j8zMTFatCvfMzZ07lx07drB7924KCwt5+umnW12vMc9Y4oiIJnOwhBA9IhgMUlVVRXp6Or/5zW+47rrrmD17Nh6Ph2AwiMvl6jQgpaammo20RET3YsVKemH8nJ6ejtPppLm5udXkaCGEENBYey7OcrVJe8/t27ezfPlyAO644w4eeeQRmpub8Xq9eDyeVkkr2saQKVOm8Ktf/Ypjx44xd+5cRo4c2Wq/1pqf/vSnbNq0CYvFwvHjxzl9+jQAw4YNY/z48QBMnDiRqqoqAPbu3cujjz5KbW0tHo+HWbNmtTqn1Wo1H+rJfF5h6LQHSynlVEr9XSm1Wym1Tyn188j2x5RS/1BK7VFKvaqUyow65idKqUNKqY+UUrOitk9USn0Q2fd/VeROVEqlKKVWRLZvV0pdFXXMvUqpg5HXvVHbh0XKHowc60hOlQghksGYAOz1evn44485ceKEGYSsVivZ2dk9OjHYeK+OnixaLBaGDBkiwwSFECIGd2ZWnOUyOy/UBdEPy5RSZoZZrTXNzc3nZQO88847ee2113C5XMyaNYv169e3Ot+yZcv47LPPqKysZNeuXQwaNIimpnAPXUpKilnOarWa87S+8Y1v8Ic//IE9e/bws5/9zCwfzW63SwwRrcQzRNAP3KC1HgeMB25WSk0G3gbGaK3HAgeAnwAopYqAcmA0cDPwlFLK+Cvqj8A3gZGR182R7f8MnNNajwB+D/x75Fz9gZ8B1wOTgJ8ppYz/7f8O/F5rPRI4FzmHEOIiYTSwnE4nTz31FPfddx9+vx+AwYMH43K5Ok2pnoz3j7U+VvRaKP379yc9PV2CoxBCtHF1yWRsKR337ttSnIwomZK095w8eTIvv/wyAMuXL2fKlCkopRg9ejSHDh0iFAqxZs0aWlpazMywho8//pjhw4fzgx/8gDlz5rBnz55W++vq6hg4cCB2u50NGzaYvVTtUUrR0NBAbm4uLS0tLFu2rNU+Q3QvlhAQRwNLh3kiP9ojL621/pvW2kjDsg3Ii3x/K7Bca+3XWn8CHAImKaVygX5a6606fAc+D9wWdczSyPd/AW6M9G7NAt7WWp/VWp8j3Ki7ObLvhkhZIsca5xJCXET8fj9+v9/M7JSdnd3jjSuDMVY/Vi+W8RTUZrORlZXVblYpIYToq1LcqUz8ylc7LDPxK1/F4XJ36fyNjY1cffXV5us///M/eeKJJ3j++ecpKSnhxRdf5PHHH0drzYIFC9i0aROlpaVUVFSYw8ej48iKFSsYM2YM48eP5x//+Af33HNPq/ebP38+FRUVFBcXs2zZMkaNGtXpNf7yl79k8uTJzJw5k4KCgphloueDCQGg4lyx2gpUAiOAJ7XWP2qzfw2wQmv9Z6XUfwHbtNZ/jux7GngTOAL8Rmt9U2R7KfAjrfVXlFJ7gZu11sci+w4T7rVaADi11osj2x8FfMBzkfcYEdk+FHhTa916cZzwvm8S7jVjyJAhEzds2BB/7QghksLhcODz+Th9+jQjR47E6XSSmZmJ1Wrl1KlTHDhwgNTUVIqKinC5XAQCARoaGsjKOn94SktLC6dPnyY3NzeuIYbRwwTbljfWL6mpqeGTTz6hX79+Moa+j5g7dy579+6N6x9b4oi4HDU1NXHNNdfEVTbWOli2FGe318FKhDFUMBAIkJKSgsViMdc8bGlpoampCYvFYj7A01oTDAZjNnyM8xiZBTsTz9/KgUCA5uZmWRPrMnbgwIHz5msXFBRUaq2L25aNq7mttQ4C4yPzrF5VSo3RWu8FUEo9AgQAo9801p2qO9jelWM6Olfba18CLAEYM2aM9N0K0ctaWlpwOBxs27aNrKws9u/fz0cffcTtt9/OwIED+eijj/jss89oaGjA6/USCATw+/0cOXKECRMmmPOjlFL4/X4yMzPZtm0bhYWFDBgwgNzcXA4fPozX66Vfv37U1tZSVFREXl64Uz26FysYDJrXZQzpCAaDuN1uHA4HoVBIgqM4j8QR0dcVz5nH2BmzObRjK421tbgzMxlRMqXLPVeJMmKA1+s1h343NTWRlZWF3W6nqamJlpYWQqGQ+UBNa43f78ftdp+3gLDVasXj8eByubDZbNjtdvx+vxkDAoEALpcLhyM8vT+eta6MURmS7EJAgmnatda1wEYic6ciSSe+AszXn995x4ChUYflASci2/NibG91jFLKBmQAZzs4VzWQGSnb9lxCiIuIMTm5sLCQxsZGzpw5Q2pqqjmhOBgMcujQIdxuNydPnmT37t1UVlbS2NjIunXr2LNnD2vXrkVrzd69ezly5AhOp5NQKMSqVas4evQob731FnV1dezfvx8Ir2kSzZiPZbPZzIZVIBAwg7HdbsflcvV21QghxCXD4XJTVHYjxXPmUVR2Y681ruDzHiTjd78x/8poyBiNKYvFQktLCz6fD6/XSygUoqGhAZ/PR11dHQA+n88sq7Xm3LlzNDc3U19fTzAYNNe/MuYMG6LXWWx7XUajqu2cMNF3xZNFcICRIVAp5QJuAv6hlLoZ+BEwR2sdvcLca0B5JDPgMMLJLP6utT4JNCilJkfmUN0DrI46xsgQ+L+A9ZEG21vATKVUViS5xUzgrci+DZGyRI41ziWEuIg4HA4sFgsnT54kJSUFq9WK2+3mwIEDNDY2kpGRwS233MLtt9/OqFGjSE9PZ9iwYaSlpZGdnU1mZiYjR44kLy+PQYMGcfbsWQBqa2sZMmQIH3zwAWlpaQwfPpzU1FQOHz5spvCNxQiCNput1RNHI6uhTFIWQoiLi/G7OrphZbFY8Pv95lDvzMxMsrKycDqdWCwWM94YD9acTid2ux2bzWaOZggGg9jtdnw+n3mMcd6OxGpsAedlNRR9VzxDBHOBpZF5WBZgpdb6daXUISAFeDtyM23TWn9ba71PKbUS2E946OCiyBBDgO8Qnj/lIjwv683I9qeBFyLnPEs4CyFa67NKqV8COyLlfqG1Phv5/kfAcqXUYmBn5BxCiIuMUoqmpibGjh1LMBgkLy/PHMrhcDgYPXq0GTDHjBljZhg0AmAgEMDpdOJ0OklLSzOfYBpradXX1+N0OklJSaG6upq6ujpzeGBn12UEwubmZtxuN9XV1TJMUAjRZ1xKw9lCoZA50iA6Lbox7wrCv9ddLhd2u71VVj+ttRlnjHlb0duDwaC5PxAIEAwGzeGBHWnbm2X0YF1K9Srik+jD104bWFrrPcB1MbaP6OCYXwG/irG9AjgvEYXWugn4WjvnegZ4Jsb2jwmnbhdCXORCoRBNTU3mwr+pqalmkIuegGy1Whk0aFC754m1z8gkpbVm2rRpTJo0ifT09LivLTqdu9vtpq6uThpYQojLnlKKc+fOkZWVdck0BozRCdHD8dr2JCmlsNvt7Z4j1jA+43e+1pq0tDTcbneX44DRYBOXD2MoaSL/TySnpBCixymlcDgcNDc3m4tD9sR7uFyuhOdSGcFZa01GRgY1NTXm8EEhhLhc2e12ampqqK6uvtCXkhBjeY1YQ/QupOjeskAgcFFdm+i+zhrubUkDSwjRK4zeKo/HY46Nv1gopWhubsbn85nBMZ7hIUIIcaky5hxdaoLBIBkZGWRnZ+NwOC6ahoyRIMPr9XLixAnsdrvEkT5MHtEKIXqNxWLh7NmzNDY2dpiIIpm01mb2Qq/XG3MctcViMcfsOxyOdssJIYS4sCSOiEuB9GAJIXqN0YvV0tJiLgJpbI/1tbu01tTV1VFTU0MwGKSxsZHBgweTkpJy3ph9m81Gv379yMzM5Pjx451mkRJCCNH7JI6IS4H0YAkhepVSCo/H02qbsShkIBBI2hM/rTUNDQ1mUIRwtsBz5861+/TR+JqdnZ2UaxBCCJF8EkfExU71pe5LpdRnQFUPnDqH8OLHIjFSb4mTOusaqbfEXe51lq+1HpDoQT0YR+Dyr/OeIHXWNVJviZM665rLvd5ixpI+1cDqKUqpCq118YW+jkuN1FvipM66RuotcVJnvU/qPHFSZ10j9ZY4qbOu6av1JkMEhRBCCCGEECJJpIElhBBCCCGEEEkiDazkWHKhL+ASJfWWOKmzrpF6S5zUWe+TOk+c1FnXSL0lTuqsa/pkvckcLCGEEEIIIYRIEunBEkIIIYQQQogkkQZWnJRSX1NK7VNKhZRS7WZDUUrdrJT6SCl1SCn146jt/0cpdVwptSvy+lLvXPmFlYR666+UelspdTDyNat3rvzCifczK6UeUErtjdTvg1Hb++q91t16k3ut/Tr735H62quUekkp5Yxs75P3WndILEmcxJGukViSOIkjXSOx5HzSwIrfXmAusKm9AkopK/AkMBsoAu5QShVFFfm91np85PVGj17txaO79fZjYJ3WeiSwLvLz5a7Tz6yUGgMsBCYB44CvKKVGRhXpi/dad+tN7rXYdXYF8AOgWGs9BrAC5VFF+uK91h0SSxIncaRrJJYkTuJI10gsaUMaWHHSWn+otf6ok2KTgENa64+11s3AcuDWnr+6i1cS6u1WYGnk+6XAbT1zpReVeD5zIbBNa92otQ4A7wJf7aXru1h1t97kXmv/M9sAl1LKBriBE71wbZcliSWJkzjSZRJLEidxpGsklrQhDazkugI4GvXzscg2w/eUUnuUUs/0lW7jOHVUb4O01icBIl8H9vK1XQjxfOa9QJlSKlsp5Qa+BAyN2t8X77Xu1pvcazE+s9b6OPA48ClwEqjTWv8tqkhfvNd6msSSxEkcOZ/EksRJHOkaiSVtSAMrilLqnci40LaveJ8cqhjbjDSNfwSuBsYTvrGeSMIlXxR6uN4uS92tM631h8C/A28Da4HdQCCyW+61dnRSb5el7tZZJNDdCgwDhgCpSqm7Irsv23utOySWJE7iSNdILEmcxJGukViSGNuFvoCLidb6pm6e4hitn/zkEen+1FqfNjYqpf4f8Ho33+ui0ZP1BpxWSuVqrU8qpXKBM918r4tCR3WmlIrrM2utnwaejhzza8L12Gfvte7WG3KvtfeZbwI+0Vp/FjnmFeALwJ8v53utOySWJE7iSNdILEmcxJGukViSGOnBSq4dwEil1DCllIPw5L3XACI3nOGrhLuYRVi79Rb5em/k+3uB1Rfg+npbXJ9ZKTUw8vVKwhPAX4r83FfvtW7VW7zHX2bi+cyfApOVUm6llAJuBD6EPn2v9TSJJYmTOHI+iSWJkzjSNRJL2tJayyuOF+F/8GOAHzgNvBXZPgR4I6rcl4ADwGHgkajtLwAfAHsI34i5F/ozXSL1lk04I83ByNf+F/oz9UKdxfzMMepsM7Cf8PCEG+Ve63a9yb3Wfp39HPgH4aD3ApDSl++1bta5xJLer7M+93+7o88tsaRH60zuNYklaK1RkQ8mhBBCCCGEEKKbZIigEEIIIYQQQiSJNLCEEEIIIYQQIkmkgSWEEEIIIYQQSSINLCGEEEIIIYRIEmlgCSGEuGQopZ5RSp1RSnWaxlcp9Xul1K7I64BSqrY3rlEIIcTFradjiWQRFEIIcclQSpUBHuB5rfWYBI77PnCd1vq+Hrs4IYQQl4SejiXSgyWEEOKSobXeBJyN3qaUuloptVYpVamU2qyUGhXj0Dv4fDFQIYQQfVhPxxJbkq5TCCGEuFCWAN/WWh9USl0PPAXcYOxUSuUDw4D1F+j6hBBCXPySFkukgSWEEOKSpZRKA74AvKyUMjantClWDvxFax3szWsTQghxaUh2LJEGlhBCiEuZBajVWo/voEw5sKiXrkcIIcSlJ6mxROZgCSGEuGRpreuBT5RSXwNQYeOM/UqpAiAL2HqBLlEIIcRFLtmxRBpYQgghLhlKqZcIB7gCpdQxpdQ/A/OBf1ZK7Qb2AbdGHXIHsFxLylwhhBARPR1LJE27EEIIIYQQQiSJ9GAJIYQQQgghRJJIA0sIIYQQQgghkkQaWEIIIYQQQgiRJNLAEkIIIYQQQogkkQaWEEIIIYQQQiSJNLCEEEIIIYQQIkmkgSWEEEIIIYQQSSINLCGEEEIIIYRIkv8Pz21d6/Dw2msAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "next_best_path_state = numpy.asarray(focus_states)[next_best_path]\n", "f, ax = plt.subplots(1,2,figsize=(12,4), sharex=True, sharey=True)\n", "deep.plot(path_silhouette, ax=ax[0], cmap='bwr', vmin=-.5, vmax=.5)\n", "deep.plot(next_best_path_state, ax=ax[1],\n", " legend=True, categorical=True, \n", " legend_kwds=dict(loc='lower right', ncol=2))\n", "ax[1].set_title('Most path-similar other state')\n", "for ax_ in ax:\n", " ax_.imshow(basemap, extent=extent, interpolation='bilinear')\n", "f.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Boundary Silhouettes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The final measure of geographical similarity using silhouette statistics constraints the silhoutte \"second choice\" clusters to make geographical \"sense.\" By this, consider the map of second-choice clusters from the classic silhouette again:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/conda/lib/python3.7/site-packages/numpy/core/fromnumeric.py:51: FutureWarning: Series.nonzero() is deprecated and will be removed in a future version.Use Series.to_numpy().nonzero() instead\n", " return getattr(obj, method)(*args, **kwds)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "nearest_label = esda.nearest_label(deep[['GI89']].values, deep.state_label)\n", "nearest_outside_state = numpy.asarray(focus_states)[nearest_label]\n", "f, ax = plt.subplots(1,2,figsize=(12,4), sharex=True, sharey=True)\n", "deep.plot('STATE_NAME', ax=ax[0], categorical=True)\n", "deep.plot(nearest_outside_state, ax=ax[1],\n", " legend=True, categorical=True, \n", " legend_kwds=dict(loc='lower right', ncol=2))\n", "ax[1].set_title('Most similar *other* state to county ($\\hat{k}_i$)')\n", "for ax_ in ax:\n", " ax_.imshow(basemap, extent=extent, interpolation='bilinear')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this case, there are many counties in South Carolina whose \"second choice\" is all the way over in Louisiana! This is unrealistic, since these observations can't really plausibly be grouped with Louisiana counties in a geographical sense. To account for this, we restrict our attention only to counties that have a *feasible* second choice, meaning they could \"flip\" over to the other group without becoming isolated.\n", "\n", "This automatially restricts our attention to the *border* counties, those that touch another state. For a boundary silhouette, all \"interior\" observations, those that are *not* touching an observation in another group, have a default value of zero for their boundary silhouette. All others constrain $\\hat{k}_i$ to be a cluster that $i$ *is near*, geographically. With this constraint, the rest of the silhouette is computed as normal. \n", "\n", "To show what this looks like, we can use the `esda.boundary_silhouette` function:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "boundary_silhouette = esda.boundary_silhouette(deep[['GI89']].values, \n", " deep.state_label, w)\n", "deep['boundary_silhouette'] = boundary_silhouette" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For this, the *vast* majority of the observations are not on borders between states, so most boundary silhouettes are zeros:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "deep.boundary_silhouette.hist()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So, it often makes sense to consider these \"structural\" zeros separately from the observations that are *actually* on the boundary:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "deep.query('boundary_silhouette != 0').boundary_silhouette.hist()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These observations are negative when a *boundary* county is more similar to the state on the *other side of the boundary* than it is to its own state. They are positive when a county is more similar to its own state than it is for the other state on the other side of the boundary. \n", "\n", "Visualizing this silhouette, it helps to separate out the zeros again:" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f,ax = plt.subplots(1,2,figsize=(12,3))\n", "ax[0].hist(deep.query('boundary_silhouette != 0').boundary_silhouette)\n", "deep.plot('STATE_NAME', ax=ax[1], alpha=.5)\n", "deep.query('boundary_silhouette != 0')\\\n", " .plot('boundary_silhouette', ax=ax[1], cmap='bwr', \n", " vmin=-.5, vmax=.5, legend=True)\n", "ax[1].imshow(basemap, extent=extent, interpolation='bilinear')\n", "ax[1].axis(deep.total_bounds[[0,2,1,3]])\n", "f.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From this, you can see things like:\n", "- All the tracts on the Mississippi-Louisiana border have more similar Gini values to those in Louisiana. \n", "- North and South Alabama differ significantly in their similarities to Mississippi; in the north, boundary tracts are much more \"Alabaman\" than in the south. \n", "- The boundary between Alabama and Georgia is quite weak; most of the silhouttes are very close to zero, suggesting the dissimilarity in this area is rather gradual, and that the border tracts between the two are quite similar to either Alabama or Georgia. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Conclusion" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Overall, silhouette statistics are useful in the analysis of clustering and similarity. However, in geographical applications, it sometimes becomes important to understand the *geographical* structure of groups, in addition to the feature structure explored by silhouette statistics. So, two new silhouette statistics are proposed in Wolf, Knaap, and Rey (2019):\n", "\n", "1. The path silhouette, which measures the joint feature & geographical similarity.\n", "2. The boundary silhouette, which measures the similarity of *boundaries* between groups. \n", "\n", "Both have distinct uses, and do not supersede the silhouette statistic. Rather, they are spatial complements that provide different information about the geographical structure of groups in clustering problems. " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.2" } }, "nbformat": 4, "nbformat_minor": 4 }