{ "cells": [ { "cell_type": "markdown", "id": "7f74734f2796becf", "metadata": { "collapsed": false }, "source": [ "# Point Cloud Tangles\n", "(Michael Hermann)\n", "\n", "A *Tangle* is a concept from graph theory useful to characterize densely connected sub-structures in graphs. In recent years, the graph based theory of tangles was adapted to more and more different data structures and finally cast into a data analytics technique. This notebook will provide a friendly introduction to one of the most simple things one can do with *Tangles*: **Soft Clustering** of points in $\\mathbb{R}^2$.\n", "\n", "We start with a short reminder on clustering and tangle theory and proceed with an in depth discussion of an example tangle analysis. The example is a *toy example* but can serve as a proof of concept and a nice introduction into tangle soft clustering." ] }, { "cell_type": "markdown", "id": "a64b9b2db0ac008a", "metadata": { "collapsed": false }, "source": [ "## 1. Clustering and Tangles\n", "We are living in an era of data. More and more aspects of our daily lives are influenced by algorithms driven by big collections of data. Thousands of companies, institutions and individuals are collecting massive amounts of data from an unconceivable multiplicity of different sources. The collectors' motivation might sometimes not be the most descent - often the motivation is merely a capitalistic one - and maybe even more often, the collectors might not even know their own motivation, yet. In times of big data, miniscule storage costs allow to generate, collect and store data without any purpose just because it might contain something interesting that could be useful in the future. Finding out if such a data set contains anything interesting is the goal of *unsupervised learning*, a data analysis task aiming to detect patterns in unlabeled data. A very important and maybe the conceptually easiest task in unsupervised learning is *clustering*. " ] }, { "cell_type": "markdown", "id": "3b823bfacbf2eb4e", "metadata": { "collapsed": false }, "source": [ "### 1.1 Clustering - let's divide\n", "The objective of clustering is to divide a set of objects $V$ into a number of subsets $C_i \\subseteq V, 1 \\leq i \\leq k$, called *clusters*, so that objects sharing the same cluster are in some sense similar, i.e. they somehow belong together, and objects in different clusters tend to be dissimilar. This definition is kind of abstract and there are many different ways to formulate concrete clustering objectives. We will not dive into the details but want to describe one very basic distinctive property of clustering algorithms and their results: In *hard clustering*, the clusters $C_i$ form a *partition* of $V$, i.e. the data set $V = \\dot{\\bigcup}_i C_i$ is a *disjoint union* of the clusters. This means, every point $v \\in v$ belongs to one and only one cluster. In *soft clustering* every data point is allowed to belong to multiple clusters. Usually, a soft clustering result assigns a *grade of membership* of every point to every cluster and an overall structure is captured in a *fuzzy* way by the differences in these membership grades. Usually soft clustering algorithms are computationally more expensive, but they have the advantage that their results often allow to assign a certain form of *confidence* in the result. For example, there might be points lying between two relatively obvious clusters. A hard clustering algorithm has to decide for one of the clusters while a soft clustering algorithm can stay indifferent if the cluster assignment cannot be done with high confidence: These data points could belong with high confidence to the two cluster aggregate, but with low confidence to one of them in isolation." ] }, { "cell_type": "markdown", "id": "da10c145b697da06", "metadata": { "collapsed": false }, "source": [ "### 1.2 Tangles - let's work together\n", "Every clustering algorithm trys to detect a *structure* within the data by dividing the set into subsets describing relations between the elements on a more global level. *Tangles* have the similar goal to detect structure in a data set but operate in a significantly different way.\n", "While clustering usually creates a single partition of the data reflecting its internal structure, tangles start with a set of partitions and describe the data using a particular way to combine information from multiple such partitions. \n", "In the following, we will try to shortly summarize the idea. A full treatment of all the theory's beauty and complexity would go beyond the scope of this notebook. Please have a look at the [tangles book](http:www.tangles-book.com) for a deeper understanding of the complete picture and discussions of many more interesting ideas." ] }, { "cell_type": "markdown", "id": "9e66cc9d53870cf2", "metadata": { "collapsed": false }, "source": [ "### 1.3. Features - choose your side\n", "Suppose you have a set consisting of multiple (usually cheaply obtained) bipartitions of a data set $V$. Every bipartition $V = A \\cup B$ with $A \\cap B = \\emptyset$ can be represented by fixing one of the partition classes $A$ or $B = A^c$, where $A^c = V \\setminus A$ is the complement of $A$ in $V$. We can interpret every bipartition of $V$ as a *feature* that every data point either *has* or *not has*. If a data point $v \\in V$ does not have a feature $A$, this means if $v \\notin A$, then we say $v$ has the *inverse feature*, i.e. $v \\in A^c$. We call every two-element set $F = \\{A, A^c\\}$ a *potential feature* in $V$ and its *sides*, $A$ and $A^c$, *specifications* of $F$.\n", "In the theory of tangles, a structure within a set can be an arbitrarily abstract concept, especially, such a structure does not need to be representable as a single subset or a collection of multiple subsets of $V$. Let's suppose there is some abstract, hard to describe (sub-)structure in $V$. Then for every potential feature $F = \\{A, A^c\\}$ of $V$ there are exactly three possibilities:\n", "- most of the substructure is covered by the feature $A \\subset V$. If we look at $A$ alone, the interesting structure (or a significant part of it) can still be recognized.\n", "- most of the substructure is covered by the inverse feature $A^c$, and the structure (or a significant part of it) can still be identified within this subset\n", "- the bipartition $\\{A, A^c\\}$ *shatters* the interesting structure. The structure can neither be recognized in $A$ nor in $A^c$ if we look at these subsets in isolation." ] }, { "cell_type": "markdown", "id": "cd681ec9eb93221d", "metadata": { "collapsed": false }, "source": [ "### 1.4. Order functions - not all features are created equal\n", "A crucial fact regarding features on $V$ is that not all of them are equally descriptive for a particular structure on $V$, independent of how this structure is defined or typified. Most potential features of $V$ will not have anything to do with any interesting structure - these are features falling in the third category above - but other features are possibly able to capture *some aspects* of an interesting structure. \n", "Suppose, for simplicity, we can actually describe a part of an interesting substructure on $V$ by a bunch of prototypical elements $R \\subset V$ and let $\\{A, A^c\\}$ be a potential feature that is able to capture aspect of this structure. Then we should expect most of the elements of $R$ to either be in $A$ or in its complement $A^c$ - either the *presence* or the *absence* of the feature $A$ is significant for most of the elements of $R$ and therefore the structure depicted by $R$.\n", "\n", "The tangles-way to quantify the capability of a feature to capture aspects of a significant structure is to define an *order function* $o:2^V \\rightarrow \\mathbb{R}$. Such an order function assigns lower values to features that can be expected to be more descriptive of the structure in $V$. We usually require from the order function $o$ additionally that every feature has the same order as its inverse. \n", "In practice, we rarely interpret the numerical value of an order function - even if we could do this for a lot of examples - but we use the function solely to sort a set of features $S$ by increasing order with the goal to create a hierarchical system of nested subsets $\\emptyset = S_0 \\subset S_1 \\subset S_2 \\subset \\dots \\subset S_n = S$. Please note, that order functions are not required to be injective and therefore the sorting of $S$ is not unique. This fact is merely an annoyance when describing related concept and can satisfyingly be treated in theory and practice, therefore we often handle order functions *as if they were injective*. \n", "\n", "In general, the concept of \"powerful features\" and \"order functions\" is problematic: Usually we neither know the structures we want to detect nor do we know exactly how to evaluate a feature's power to detect aspects of these unknown structures. Therefore, we have to find a different strategy to define order functions. Such a strategy will usually depend on the data and the context or the question that is supposed to be answered by the analysis. \n", "In the context of clustering, the most natural approach to specify an order function is based on a definition of *point similarity*. Usually one can easily define a function $V \\times V \\rightarrow \\mathbb{R}_{>= 0}$ that takes high values on pairs of very similar data points and zero if the two input data points are completely dissimilar. Let's assume we have such a function and want the tangles to detect structures based on similarities between data points. Then a very natural way to quantify the representative power of a potential feature is to evaluate how similar the data points are inside the same specification and how dissimilar points are that lie in different specifications: A bipartition that can describe structures emerging from point similarities should not separate a lot of similar points." ] }, { "cell_type": "markdown", "id": "daab119bb6fdcd19", "metadata": { "collapsed": false }, "source": [ "### 1.5. Consistency - let's agree on one point, at least\n", "Let $S$ be a set of potential features. Then we call a set $\\vec S$ that contains exactly one specification of every potential feature in $S$ a *specification* of $S$. Such a specification is called *consistent* if for every subset of three features $\\{A, B, C\\} \\subseteq \\vec S$ at least one element in $V$ exists that has all three features, i.e. $A \\cap B \\cap C \\neq \\emptyset$ - or, from a dual point of view, if every triple of features agrees on at least one data point.\n", "It is not a rare situation that a consistent orientation satisfies a bit more than the consistency condition alone. If $\\vec S$ is a specification of $S$, we call the number $\\alpha(\\vec S) = \\min_{A,B,C \\in \\vec S} |A \\cap B \\cap C|$ the *agreement* of $\\vec S$. Obviously, a consistent specification $\\vec S$ of $S$ satisfies $\\alpha(\\vec S) > 0$.\n", "\n", "We are finally ready to define our most important notion. We will not use the most general definition but the one that is most relevant (and best supported) in praxis: Let $\\alpha_{\\min} \\in \\mathbb{N}$ be a fixed number. A *tangle* of a feature system $S$ (with *minimum agreement* $\\alpha_{\\min}$) is a specification $\\vec S$ of $S$ with agreement $\\alpha(\\vec S) \\geq \\alpha_{\\min}$. The number $\\alpha_{\\min}$ is usually called the *agreement parameter* or the *minimum agreement*. " ] }, { "cell_type": "markdown", "id": "aa1097e6c27c67c2", "metadata": { "collapsed": false }, "source": [ "### 1.6. Tangles - sweep the world\n", "If we have decided for a set of potential features $S$ and an agreement parameter $\\alpha_{\\min}$, we are essentially ready to search tangles of $S$. We need to find every specification of $S$ that satisfies the agreement condition. If $S$ contains $|S|=k \\in \\mathbb{N}$ features, we merely have to check $2^k$ possible specification and every check of the agreement condition is cubic in $k$. The naive implementation then needs to compute $O(k) = k^3 2^k$ intersections of our features. It's obvious, that this is not tractable for relevant values of $k$ and, equally obvious, that such an implementation is far from the best possible: If we fix the specification $\\vec T$ of any 3-subset $T \\subseteq S$, there are $2^{k-3}$ specifications of the complete feature set $S$ which contain $\\vec T$. The naive implementation would repeat the same work, i.e. checking the agreement of $\\vec T$, an exponential number of times - clearly with the same result. The tangle library's implementation therefore approaches the problem in a more structured way. We will not delve into every detail, but there are some side effects of the actual implementation that are worth mentioning.\n", "\n", "Let $o: S \\rightarrow \\mathbb{R}$ be an order function. As anticipated above, we mainly use $o$ to create a hierarchical set system $\\{S_i : S_i \\subset S_{i+1} 1 \\leq i < |S|\\}$ where $S_i$ contains the $i$ potential features of $S$ with the smallest order (assuming an injective order function). Then the implemented search algorithm successively finds all tangles of $S_1, S_2, \\dots, S_n$. All intermediate results are stored in a (rooted) tree called the *tangle search tree (TST)*. All nodes of this tree represent tangles and every edge between level $i-1$ and $i$ represents a specifications of the $i$-th separation, i.e. the single element of $S_i \\setminus S_{i-1}$. \n", "Let $\\tau$ be a tangle of $S_i$. We find the corresponding specification by following the unique path from the root to $\\tau$'s node and collecting the specifications associated with the traversed edges. The following image shows an example of a tangle search tree and illustrates the encoding of the specifications.\n", "\n", "![A tangle search tree](images/TST.png \"A tangle search tree\")\n", "\n", "To build the tree, we iteratively grow the tangle search tree level by level. If we want to search tangles of $S_{i+1}$ and already have tangles of $S_i$, we simply check all nodes at level $i$, i.e. tangles of $S_i$, if they can be *extended* by one or both of the possible specifications of the potential feature in $S_{i+1} \\setminus S_i$. This can be done in very simple way by collecting all 2-tuples of features that appear in at least one of the $S_i$-tangles and checking the agreement condition for all triples that can be obtained by combining every found 2-tuple with one of the new feature's specifications. \n", "If a tangle of $S_i$ cannot be extended to a tangle of $S_{i+1}$, we call this tangle a *maximal tangle*. It is noteworthy that, in the worst case, we might not run across any maximal tangles at all. Then the number of tangles grows exponentially with the size of $S$ and even an efficient implementation needing only a cubic number of agreement computations will still have exponential complexity. Thankfully, this daunting complexity is not relevant in practice at all: If we find our algorithm to create an exponentially large tangle search tree of for example $S_{20}$, the search can be aborted with good conscience as structures described by millions of tangles rarely satisfy any reasonable kind of inquisitiveness.\n", "\n", "The implementation provided by the tangle library is actually much more dynamic than the high level description we have seen in the last paragraph. The implemented algorithm is known under the name *Tangle Sweep*. The tangle sweep allows the agreement parameter to be changed afterward *without needing to rebuild the tangle search tree from ground up*. \n", "This flexibility is achieved by a slight change to the tree structure. We not only store the nodes that satisfy the currently chosen agreement parameter, but we remember the *first* nodes that *fail* the agreement test. Let's call these nodes *maximal nodes*. To avoid confusion, a *maximal tangle* then is a node that has two maximal nodes as children. Additionally, we store the agreement value $\\alpha(\\sigma)$ for every maximal node $\\sigma$ in the tree. \n", "If the externally set agreement parameter falls below the internal agreement value of a maximal node, then the expansion of this node's subtree is initiated similarly as if the tree would have been build with a lower agreement parameter right from the start. \n", "If the external agreement parameter is increased, the tree just stays the same. If maximal tangles are queried for a higher agreement, we just iterate through all notes and collect the ones that have two children with internal agreement below the query agreement.\n", "The algorithm thus allows to initiate a tangle search with a relatively high agreement parameter, resulting in a fast initial search, and allows to refine the tree by lowering the agreement step by step until a reasonable number of tangles is found. Going back to a higher agreement is always possible without any expensive computations. Please note, that this flexibility necessitates every query to the tree to be parametrised by an agreement parameter. Please consult the software's [documenation](https://tangle-software.github.io/tangles/reference/api/tangles.html) for more details." ] }, { "cell_type": "markdown", "id": "331ffd9b0a8da8d2", "metadata": { "collapsed": false }, "source": [ "### 1.7 Scores - Back to fuzzy clusters\n", "We started our small \"tour de tangles\" with an introduction to clustering. Let us now close the circle and find out how tangles can be converted to clusters.\n", "The tangle library provides multiple methods to create a soft or hard clustering from a tangle search tree. The simplest way is to directly evaluate a *tangle score* that describes the individual data point's *grade of membership* in a tangle. The tangle scores can be computed by a simple matrix multiplication of a matrix containing the features' indicator vectors as columns and a matrix containing the tangles' orientation vectors as columns. Please consider the software's documentation for further details. \n", "\n", "Tangle scores are especially useful if our data set can be embedded in the 2-dimensional plane in an interpretable way. Then the scores can be visualised appealingly as *heatmaps*. We will see a nice examples in the second part of this notebook.\n" ] }, { "cell_type": "markdown", "id": "49fc90198faa1a74", "metadata": { "collapsed": false }, "source": [ "## 2. Tangle soft clustering in $\\mathbb{R}^2$\n", "\n", "Let's look at an example. We will first sample some nice data, describe a meaningful order function based on point similarity and finally investigate the tangles of two simple feature sets." ] }, { "cell_type": "markdown", "id": "b413443fd7936028", "metadata": { "collapsed": false }, "source": [ "### 2.1. Sampling Data\n", "\n", "We will investigate *Tangle Clustering* using a running example, therefore we start with creating sample data. To keep it simple, we sample $1000$ points from a mixture of gaussians, each gaussian with diagonal covariance matrix. We choose to have a mixture of $15$ 2d-gaussians with mean sampled uniformly in $[0,10)^2$ and standard deviations chosen uniformly from the set $\\{0.5,2\\}^2$. The mixing weights are sampled uniformly from the interval $[0.25,1]$. The reason why we choose the standard deviations from a set of two fixed values is arbitrary: it appeared to create blobs of gaussian data that look slightly more interesting.\n", "\n", "(Feel free to change the parameters and sample different data in the second pass through this notebook!)" ] }, { "cell_type": "code", "execution_count": 1, "id": "initial_id", "metadata": { "ExecuteTime": { "end_time": "2024-04-22T19:24:29.445502Z", "start_time": "2024-04-22T19:24:29.008942Z" }, "collapsed": true, "jupyter": { "outputs_hidden": true } }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "def create_2d_test_data(means, scales, weights, num_samples=1000, return_center_assignment=True):\n", " if len(scales.shape) == 1:\n", " scales = scales[:,np.newaxis]\n", " sel = np.random.choice(means.shape[0], size=num_samples, replace=True, p=weights/weights.sum())\n", " sel = sel[sel.argsort()]\n", " data = means[sel,:] + np.random.normal(size=(num_samples,2))*scales[sel,:]\n", " data -= data.mean()\n", " if return_center_assignment:\n", " return data, sel\n", " else:\n", " return data\n", "\n", "np.random.seed(23)\n", "\n", "n_centers = 15\n", "M, centers = create_2d_test_data(means=10*np.random.random(size=(n_centers, 2)), \n", " #scales=0.5*np.ones((n_centers, 2)) + 0.5*np.random.random(size=(n_centers,2)),\n", " scales = np.random.choice([0.5,2], size=(n_centers,2)),\n", " weights=0.25 + 0.75*np.random.random(size=n_centers),\n", " num_samples=1000)\n" ] }, { "cell_type": "markdown", "id": "d38f7f8170880f6a", "metadata": { "collapsed": false }, "source": [ "Let's plot the sampled data and investigate it visually:" ] }, { "cell_type": "code", "execution_count": 2, "id": "c0b5737cf23efd3b", "metadata": { "ExecuteTime": { "end_time": "2024-04-22T19:24:29.603074Z", "start_time": "2024-04-22T19:24:29.444795Z" }, "collapsed": false }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(M[:,0], M[:,1], \"xb\");" ] }, { "cell_type": "markdown", "id": "70dbce53495d6ce4", "metadata": { "collapsed": false }, "source": [ "This looks good - not too easy, not too hard :-) The $15$ clusters from the sampling process can not really be recognized. The cluster structure looks *hierarchical*: There are four clusters on highest level that should be very easy to detect. At least two of these high level clusters seem to be composed of multiple smaller clusters. Refining the clusters further could be difficult. \n", "\n", "If the data is sorted in a meaningful way, it is often insightful to plot a distance matrix. We compute this matrix and store it in a variable `distances` as we will also use it later to compute similarities between the data points.\n", "Please note, that sorting the points in such a way - data points sampled from the same gaussian are stored next to each other - would be very difficult in a situation where we want to analyse real data obtained from unknown distributions. If we could sort the matrix in a similar way, we would have solved the clustering problem. In other words: We need the data's structure to sort the matrix in this way, and, the other way round, if we can sort the matrix in this way, we know the structure..." ] }, { "cell_type": "code", "execution_count": 3, "id": "b6c3f8d992c8f5fa", "metadata": { "ExecuteTime": { "end_time": "2024-04-22T19:24:30.044836Z", "start_time": "2024-04-22T19:24:29.602635Z" }, "collapsed": false }, "outputs": [ { "data": { "image/png": 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xVI6nOgskC9K5j0O/bthofdRZEc/WN2Zlnm8mpMeAtNJHHHI1yNIUqlzpc0u2uhZuD2uGTomwLKhMSq5ArcBERTIU8ztXSnspAGIwLQQIxay4apZiCpgeBTpNKHNFfAqoEzu1TBWihHb3NTbB4ahIE0AmNCCKPHGBzikBRSDZoVhFmRLCfYQuEdUW6xKA2wfO8fRoczcLyq5Ij9L8jBAgPklTjuK5Yr4PDUqf7xXpqWJ6iMBDwg5At4AtB+gaIHvAroAkxXee7vDp0xHrOkEVqI8JdVI8iGLLCThH7ABqDdiniBAU35nusD7OmN7EplRvsiA+RI6BJ8HT50fMbwLqDExvBfubGekhID0JPntzg/BmQj5QO9yTYnrDft5lxvGtIBe7duXSlbMgboJ4Fkz3ijoJpnugzgFhBYCA6V7aO6gzMD1W5LcCqezPsnA9CLtAimB6gmmhnCvzWzXYne9UKn3ZYed5W/hyWNPbrwuhBwA/+ZM/iZ/8yZ/8X3SN9PFb4Ac+QrmZgJIQLxnxEzrqATR4Jt8ekL77FrLMkJIR3jwBIjh9p2K/4cJVFloJNQLJiCz7sS9QcaVw8uN9cCLwBZJA8kzo2YLo1sB8XxF2DjCAgkyUEFXcKsJqJ0QxgsnEwfhQML3dUQ4RdQmQAsxvC8JWIQqcPikIJZK4YT4s9y/VOFgqwQbqkzYh1mBMu/e0KrabMEBtpghkCt3lbcHy2U74RGmd5lNEeioc3JVEFldgRakQhEyhXubAZ3aL0hbjOg1ECphFttUroZdvI4L79PbavmsQpHNBTYLzR4mCvJjltUnzoVKoit0X/avUYOXKD9uILGbJuQUHAGI+PVrmYu8QtNaNWOTnh4yGHkjhdY7fQxtvUqiAhBVGZOG581uFCskC6QnY7rrvUpO8n8hy5sKUbwKmB8F0XxD2QjhaQWFXFfK0AjHQJzdFE/72DNFfmkBjgKwFzWwyRTLsBbLt0OPC953oPhAzc8KWgUqfHhIwfw6ElVBrOgPFlZApNEWoHLmQ8sV3he5K+GEgwcwUuGE3ARkI9U730oksAmhQnL6tyCcKrnzg/nIQLJ8pygwsb+2dVd7P4fOCsCsOn3IuOiQ+PWRMjwmHb0fsd4HvNlEBiZugHAJqAn5x+hrK/QTZ+DzzmwCdgHxM2JeKw3cS8ilCk2Kb6XL5hcuE+J0Zx+9KUxC3PSE9cuxO90A+Tjh8wv3LZ4pyjEgPXLO27y5YPgmE8k3RXT628Zoj5s+B9GSKoPVtOkQKn0fg9pcz4hqxvK0IO9/T9kpw+LQTWfIiuPn2irjN2G9IRtluA44fF6wfBIQ9YHlTmyJbJ8Hpuxnbq9jQkVAUeRGkVTG/LdiH+f5l7deN0PtfpYVg2qua/SxkaG479DDTuhOhxhoCP5cCKRX15ogyC8psi9MsKMVYVeZHqEZOqZOREiBNa+8mvCC6X8jZm26pFLSJ2ywthwrMSpSM9+bZUZErSGHcLtC+TWEWILXkBiU6hBCB6tCKf09kENYkzdILRdt1riAJhzPVhOYkKFOg4Fb6MMssCHsYrKtrDa5OFOIqZEvyRx1GtHuZpDnZ/RwIoFkbdFlmU1UVgASUyWFJQcih+Q4Uvd+9jxqc27Co63fj/2XcXq/Px3BJWqp6ffyVdWLHPdtXJ8I8dTJ/YuEjlUqBhsoFvE6gjyTzMxxeNeizTlzcvK9r4XuoySFRQZ2iwbmEM+sUgCnRykuhCVFnWoYaOE9UoFMkMaKEdq4mQZ0jwmEmeSXKQLCxd5wCfbRTpE99Mv/lrChZoBO7pk7+osg6RNXWr9d9J52hOav1oUKCQwL8/Zq8X/rcaH2VOK5rGvo92XaD91zYtL5zf67wOPVr+G+Y316roFa/NmHIMkWoUoiqQX86VcLZBk/WidAkxM/h+3N0wd+xlN5/der3UGZFmAS1ADqr7beplbpizedxzkLvW/Yl1z+NRuqZOXdrVtSZ38dxSz+eoEzSuQgzv9fEtcGVxjKh3290Uhf7tdT+Hr5KexF6Q1PTMsNlNx+ebT/MkKcLNEbIupGlt5uvIUXUuyPksiOfSAJx9maNwgGymXZjTE2fOGEnmcIJCoBDYJ2U4hCZw3XuTwOoEdbkrEe1yWhQmgii+86SoEbSqzkhpVl55uxAmRm6IFvFfhKSZLbOOB19SFfsTXMsc7B34UrrlT7EfHJ4cLD0dhfaAVIT8tEhLVrENfVz/Lqu/ftkCLlPRhcaXwxvCmG/gubT224EcScUFnc19qZbU3Jlubb3Y37CRjwa7uuqDb6IxgB9Pt7eq4SgKTLt/Nq/67BPA60zV6jKkQtBiKYYNJabkOI++TndEndFq8xoTF3OBVtgDkp/VxBaXUCDNMOSgD1Ddm5DLqhzQnjagOOE8LRxztRKP/m6A3sGVBk8LIKwZsjTBSgVEo29eZiIOlQlqSwXBFXoHlAWkkTqrKZwueDiM4WZTEKfI8/hTUcFOA8ooHSij7yapUf/UAUQUZceToSo2O4i8gmAcI6SwUlyF5Vajv/9lr9ZZiph+WhMYXSlrU7AfldRbwt0D9BUUbeAsAmfISo+vHvC56LYtwQofb2aFHLKSDMZl/VYgbkiLgUiig/uzvje7YL80IVeueUL9/FQbwpJNosiroJyNKtKBLjJyOcJdVHzb3dWb7mpyIdo7M2uVJSTIswcJ5fXAdtr64c7Pu9+B5J8YEJsBrbXCesrrjWaSGZbXwXkk6AcgFzkCt7c7gL2k49r7iuLKTmIKAPp6Mvai9AbWr1dUCUBIQC1QBdi+vTfEdpEMr/ecYFa1H/XQqWRIWoEQuqwpNo2MYhQLH7Gt42Lq2tTfVHid9h1WsiCSFtNx/AGU3jJjddh0mKwNoZ4OhlW43EBF9VG8X7fos2H92Pf3X8lDMado7UqLmAMEoR2C8TYjx4a0Jz33he1k1JIZOnXqFGIpJmV6lCjEzsawcMUCdeufdFz0km3FIyUYtZ260do97XqIHxh91Pd6kWjUvN4tdiF/j5H32p7x+F6GwBjq/GzL/ZuGUgBrRkj+bj1VSdFUI7P1n/OkC1d25e932NNFAg1EZEopxlQRbxkaAqoS4SeiP9ppE+sLhH1NKOcEmTLtPBqRD1NQBTIZuFAS0RZIoXp6UBLL9i+KaLOhLTjMgG2D6ZEalQgqlmC9n6iwbWV+0WIBMDfnwtz7daGJrPiol5b88G2mRXFDgFhtS9QUL6o1STIx0hykzGmCIkauvFFE+sdDekLto+H6PW9OMpCxdEswWIWkVmHNVJh8vdcJ5CUkob+SZVrHOy4CbSwTQH030KlS3ZU2jqCRYWsPYJc/9XoSlm3Skceg1t4dUJDBBiORaPeFe+v0l6E3tBkLwjIFpZgWq1RpWXdgBQh90/Q4wLZdmCeCN9MEfJ46S/Z2YjDHy+GzmQK/RjfB/T96kZY6BbLFWypaAxNBmpztoZdgZn+oLgWIxaQGRd3XiCstq/a9nNBnQRxLQhr6YuqWZUNUgMXlR4Mjr5QNEGmze/jC0m7fwznqjMIhz4ahHffJk34t4XLjm19NSxqTlS46lfX3gPhU7LoTCgU3y/9N4f3ErbOfo2bolrcWVrrszg9IF4qrSqjTQZbcBy+FpttzgJtQqfyXI2h+W0hTjbqpJJm8dlnCnt5d6xd9d/1vnE8Pj+n/V3t83sgOUUUCI8rUBVhSfTpidBK2zPCaUZ4siD2pxUSI4V7CrQA9ww5rwhzQozG6Lx/Ak6Hdg3ZI8Jx4nUfL5BSoVNqihqVIsaJaVDbph2OD9oWVkVX3HigduHgYyRq6ycxiB3D8zdB8kzoPW+OKjxXMj2+EjooSPlaGX1HqD3/HQHZpeMxzz43lqmFHrV1ZFAKSG8VPouPFRdKdnwIihK0P28c7tWu7YzLbokNfTYIuza/R+XAP/t8Ho9737qJcb/0tRFivyXX1/8+7UXoDS1/cGDg+V4YlrAk5NsDWZxmtehxgVw26OkABPoq8gcLJlXstwzClEyoiNi9+50IP3WtmvDkfmMT4WqBIpPuishieDwFAzX57dECkTdFipYtpIj5YqQRPqoFp2+3JhQRoImklrArigLbbYSKIIlgeyXYXplDfYFpVewjTf0+AMKbdeKxHibARdKsmNwh0Gt4k4M3rjyvB6cL8hEN3nTmJX+c/zw25wvj9J4Hpyvvu+z++3wf+w2ZolC0RAEOb/pvzuj3DCFETIuux8MxZg4A6Bd05qVbrx6np7FPzvbd3nta+N68n/MiiAFXIQuuPDSWpzDGCTDN+FSb3ytOQ5+rIN8Y/BSFMKgt/BoYt1jMz+NraJjtXR8LigL7KWBZEqRUyJwAEegUUG8OkEJXgKRIC3A2P18I0IXQh0ZBXSbKmVKbNSdBOJcm+vSkVNTTgjpbTN9pgbozGIx11duMMBeUkBgkDyBMhdT+zeP0uoDon3u8HgDEmZ2dpoxaArJB3SEo4lSwY4EYZAgAEhXb3YRy4v2Ug3KsLhVSImqLrQX2V/QV7zeC5V4Iywn99/koyDeRa8SrjOm0I1ucXl4TyhYQbzJCLPjW7RvEUPFwWaAAHhSISXG6ueA07/jOw4x4ypjnjGXKCKHiW7dv8OndCXll9hYAmG437DrTlaKCw+2G7WZCXSrCGiE3GRmASsSr2zM+OyfEA589TQXrEydEvM3Ip4Ryyzg9GFyqNxllC9AQsb0O2F+xj/ZXimLB6SF3qVRnxfo6Yv1AkG8ATWKZdHq8s6jBmzZn9jvuc3RHKn19JNkJ8vFLzOChvQi9oU3fvofMR9TDDL05QooiffctEGNjmMm2Q08HyNsH4LAAe8C8F8h5xfHj14gr/ULlAMQzjDXI65eRvXmhJh/PPZQAgDG79DpkQTtMCnQtf3mjje3nbEIXculckc6ZC44JvZq4WKWniukxoyyRC3NWTI8V6VwQ9orlDX1lYbP7UNNMgzTmZSO8XIB4JnvzeXA6rSN0HF7RQj3cipkeyULtQk+RjwHTU+2Q5zhKFU04xF0b+YQxZP03PBTDhV5NQNz77wPm09s8ls4yslhqr+mpNq3SBQRjHjtkWU21bNZrUbIxbZEVQfMzumLb/KMRFg8i/ZjKawCEUaUAsQ7KT6GW3qFQxfIp/TR1BtYSkc70FXsICdl6Cg0BYbfMFwNjWAMZn2WhME1P7OawUeg9HiZMj4LlTUZ6e+FzbRkoFXGKiJ8/8LVMREfiJSM82nG5ABcAtSJEs9pyoUV43hFTQDjvwJt7yOkIxAApFeFpRTwmvlM7R6cEpIj5MwHqhDonzOfOTqxzQqiA7IJyiiQxCcDYTAyW1ECmMCLLOk+Me9170oU8Kab7gLK0OBPUCBw+AbLR8stBkA5AWSKWzzgul8/5smtkqrvD5xXT24KjxXl6sojlsx3T24D0yYR9C5AtYJ8rwiVQ2VwDSlL8x9PXcP9wRNkijbQ3E2pS3K8RT0tB/GxCXSPO84TLXCBBGb7w+QGH78VG8NnzAdMDkYT0KHi6O+L4MRmah08F+WbG/MCQg88+vkP6ZEJZEhAUOSmWT2iubXnB6TNBvkSzrtmn+RwYA/wkOH6PAmu65/iOZyrFy2f9PdRZcPx4h4aE/WwM4pNgfmPGwyZID2iuAg2C4ydkxztrVCrHbdiB5V6x1y5Uv6y9CL2h6TyZf86+R4Esli1CuXAQ0hQKPBFqqHMCSm2+uCufnjt70Reh7tMzH6BDVupWBkkEYYAQ1GLgeCGiFGWWHugt3Toiu0kANX+kMesaA2sWlByNvWjMp5nZGFyolJn3V2eY9istTq/Bl8HSpRUu6S2w2YQe+5HMrW7puXOd/riwaWPB8XdMe5tGIos06GjsR0AGS08a3BqsLzz/p6jnulQEkUblpz/ArauesYQ+vQHutHtwi8/3k+gizS/qRCJn6lUTgI3JGv1eO0zjTvmWIccsGubN5HmjT9D9jSKgVWHs2uqQuvsp0/W9agT9XeYrbkQcs2pHuLWNqdi3018dun/bgsl1noBSGLZgcDkdO4DGQB+4s2gnc8DYPGNWloDgc8kY0bowv6KfozFaWAQZte5rq1GaJaPm4wuq3RdlQg9XsKD2oG/31zl8V42LKx6o7xa+H0flwlmGzfc0a4vPpO/O0IhBYaNVr+29OzReJwWSQlH5f2ZcrU4KpIplyrjMufmz66TQVBHmgjRlbLNCJ6YsC1NFEMVh3gEPNvc55J9hYzr052vv3T5LqoPf1P5H60D3nSYd3A6EmmtklqkyG5LlfjljqDYWthratYR2bNgHv14c4lrdDxi6j7Il6gim0FvA/xUc+iXtRegNTUoBFvrotHgy38ztRmBxHx72wElcKjXfKTG4eUWLaQsrF5+4dm3FtXQGpxNaGuP0JPjx13F6qEaiAAzGUwtON+ildEsvRNu3Vi74zScV4ImTw1YbA1AKfYKefDldFOkMs1Dfk3A6aw+ZUCacZhoybb5HT1sWdwCijZQysjdDgP2WwmMAPE9lugwT1hdiW3vcWoq7ohTp2yraNWqhlqiibfEJuzZL2IWUBwx77Bz/8x1QqJuAV7WAcGkWWYAw24fdVygKtdRxnR7v5BIez+N4PYZUelIBbYkNuIjYcVV7UgETniEbpFotkLdZgoBk9rlbaj1ZgfTxOXVLXJVj0QlUkrmOxdUVmv5XFy4XYc1ArqhTREzRrLAATJG+vMOMemKWIkQBpohyMyOaYMOeUedIgs2SEOYJusy8Rq5w6FQBClghHKohDPF0FoCPvpBKFYY3uG/UBNlVdpTB6lZ14R8YaD5YetWvP4T6aATihT7+dFbIAJumM8ccxzIQLz2XbJ0t+bkdPoaixNWUiV2gkyKsZBkDAToJHi4L1jOtOSgtsTpF1ABshd+LBGgVlCIoQfFwWSCXSHa3PaRstPTdLSA7Q0GiWGanHY3drBvvR1zRUrV7oiUtFQibND8qlOMt2Libzop8Zp8wyTmVpnjW9vylOBpFCNaRCSY6N2Vx7z5QJrSwcKaGigAqRJniqlx3v0J7EXpDkzcPqB+8Rr6ZoLcT0hMDz6VU1DsmmHYf3rwX6DJB1h347ifQH/oGTh8X5EcO8HwImM6E6AihKfZjsJgTQbpUC04PXeiZlcQM7rYiuZVp2fQBNGf59OhVFoJNSKsYYBUIwk4pKaYFx1VbKER82gGZLLA1IG61WSDTfUGNEXFX5LUHp9OaZEUF5lnkoJ6eqlVZ6AQSt2jTWbHfBvSAUrOCLV7u8GnG/L0zc5wqIKUinyZmxzHSiFeJAACoohqjNmyF6apgMEjRdg2vBtA0xSQtowirLCimV7MRegDJFdNNQtwragxIDxvqHPHwI4fBokPTlltIBYAq3Zr0eC1fPFW5eHj4Q/c52n1FCj76Ai38QekP9CBvD0gP6JZesD4+flyZN/RAf246Kxeai7Z40OUNg7vTme9qPYcm5GticoF8EOQbh6Rs4VqEwen3QDpbcPUUUGVCWDPj9AAgBZTTZBZFgNr2crc0Bm+dI8LG/Iw4JNQlocaAmM3yO6SW1UWykYSMAKMV5gOMmN8C6UIkIj11ny77jouuV8Jo4R6jwHMBKOjp4qZBGNgcqIlVFuqCloBAA3D8uNC/aZB8memLOnzGBXl5W+ya9A/ODxVhrzh8UszHH7CgIJ0L5gfChrIT0qwm9OJuVPxJ8XA8QR4S0sp7mN4wNjFfGOM4vxGULRhaEoGgeCiC5dOAw/d06JfAKgvV3CfHiOPH3L98XpGPAfM9hfr2esLyKcejozuHj21e7wHLp8YTiL2fmcYQSI+K03d2SJ0wvy2AJkxnhkUcvMpC5fMtH58BHLE/BaRLxXaJOH53R9wSLnvAwYLTpTIJxenbG9LrqYfiZEU5BsS1Yv58x/pi6f3Km76+RVwzUpCeJ1AE9YZxeAgB8njBpAo5r4wAnhL0h76B8OYBlw8+xH5L4VQOxLld6AE2GS04NF6Cxek9890ZqcNjfmjpebowbRNXbdJ6GjIpinLbB2G8KOIlNIvGiSwQICyC/dWMujAZbqiKfBMRLxVxq7h8LeLy9fDMp4dmDQT7TQRi6vkpNMvifT69fOq+MbdK3HdWpgn5GJqQl8rnn86phyMYtAqgBaq6H/M6Tg/d0hvOlcpJylykaBbkfgqIO+OfQubC71ZVOqcGFQPorDSfWPLMCgAp8iNRpUHbtb8zBe/pigE3tHbfEcxlaL5EZsDprM8aAahgv7PxtjAWqs6CcATy1hMMlFlIGDgxAXI+CTw2VCN9zWXusaUAmu9kv6GEqFPA/L21oQzIBZMI5LxCnhSyzpB1R/7oDvHzJ+hxJrMzBPr07Lvkwvf8+gblZkF8XIGPP0M8HqCOpiwz0mKZWZ5WoFbIZUeYEvLpBtsrC7Y/UDAAaJB1Ky3kLEkXcvrsu41lhxgp9PiCVEBq/sw4tiYzI/D0AxH5BjZmxaosUOiyDyNUgPNHnDfL24DpPmP7ILXsP/spYEmCfBBcvq7IrwpkD9CpIqwWp3cgbPnq6494PC7IZunVKUEnbZUV1nxAPVVoqhCrinD36oz77Q7xnFpIx/ZBZUqwzPVg/bAinoP5RAP215aJaBHsH2Yj5sCITmCKNgDbB4p0YeJnL3sGWJzexrjRuM+4fCjYbgTr1wXbmWOzWKJyUSoI08MJ548i9pNgemIMpoapxQlrDG1ec87OjC00FARK7kTYWK5pfe0L05e3F6E3tPv/7kM8/dYbZvmPwPwWOH2nUps7oWk++y1w/Ph1Sxt0+rjg8sGH+Oif/AdeKGfI6QTkDM2GSe4b5Mgk1ZgnIBc6XwBorZCh0q/ufHlyPAL7TvaaNREBYkT9gQ/wvR97jXwA9leC/QQcPqUQSE+O4cSepUDNl7eY1vcUTZtkgO38FqiJjLLlE2U6KuUApVaFtlCntcf0hI2pi6CArAOBBBRO6cLrNJp97QuURsWr/3jB9OkTsO20bJcZWDcgugNCryxeKBMU63Eh5LwzN6rszPUouUBT5P9Anyty4fd54jm1AlWZcOC49HOeLrQ6AmG4+vqE//GP3ba6YiGzWkHI0hQSj4GCCqJp3I0+bxUyINp8b1AgrISyYAl6pTADTZ07XOnQYrDAcGfEamRlCynA/HnAj/5fP2Vy9Ne32H/ghLAWxAeWWCm3C+LjxsQJX79B+vgB8vYB9RsfItyfmRtznghH54r1h+6w/PI9+3rPQIp4+9s+xPJ5Rk2C7/3uD+nvPbAGX02C9HQLBCoq7fn2WxKDbgkRumIQzLp05SgUIOwnQD/srOWpL3KEVe9aGEydgI/+nzuWj8+sxfewQpfJrH/6C8Mlo7yaW0iAJ8n2JAKOlgBoJJUROWCcnjDN2ecr6jFdoQX5ELF+kCx8hbD4dhOu0I9QCA87qnP/wwte/4cnXH5g4WL/WHH+aMbhs4rp3wrufyQZSS0YdAgybg8B5zcfYH7oyqzXENQQCQc+AeUQEdfYEkRs84JXnwq+9X//rGW6yacJ6YnrSnjacPnWHZbv3ZMfMAVs/78FyycXQARP/+GI6X6jJWdVSeZPztAp4vyDB0z3BdMbS8wbgPxqQdgq4uOG/HrBfpNw80tM+bd9kpCezMKz1HdxJ9qy30Xc/tLORASF8Z+y8h7zh8eGzMSP36K+vjFuAhm+YijW/rUT0j2Vq+U/rl9pnX8RekPLR5bUKSeralCEpS5mtKwBKqTfEounj2R/CthvbWLcP3CSlALECN12SOKE1McnLubb1ifSatROw84BQFKC5sxj1xWQAM3ZiAzS8hN67sB84D2XR8/k0kkgnkrIWaPFqOyiVsJjIg08bqapHoDpbdekGOStZMC5VWOkDCdmNOtEpTuZgWYpuYOcD2dWDMx6it2nASt5JCIUTi7wSiU5otr3YMeG0GtniZ8fjFRB+j7/zMQ04gQFuLbz/Bx/Ntjv1xRQjkptPyjqHqBLhWYhOcPKPWnyGDEKM41kr9GfaEHSnn2+MgVVP4fZPHQS1LlCt8BrLrx23XvsWbVCozpzX7kI2cSXFXKYEc8zwiVDzhsQAsLMAHHUyhi78wrdd+4/XyB1bsxI2TPCVql8gBAxckE6V8RzRv7agv2GCEQ+8r057Euh18eZZEJd+y2eCT0T2qaIhWyC3KxjiFnxg5XmhCWHddM5I376wCoND2e6GKoiHGbzr++QcuzCzRSc1mptSlSYJ1rQh9SRHRtrOieEN48Il3kQegH1B26ukzmUwdduY161P0O1+aaWao9pBwnveWL4jlL0Z5bK8AevATn6993H2vzchsSESMMrbFZk2BQbJNYxDE8cF1g3TG8XhAda0fX2iOkhI7w9Q+cJ85sJ4cKHCluGxsB9xxnpaUZYC8L9hWtcCIhTRHjYEJ4uCIcEvZv6O8xEKtr7EKEbIpB5HQ3J4EJGf67kCtkrx6Aq31mu0LkzaVvGHcs1rJNA1oqv0l6E3tDEyCK10HJ32njIth0Aog2wbAMso5XwQc5d4M0z/9cKlEKhNU9gdDcJMACaoxjBBoOfb+dxwg6zqmo/t/b79oByJzj4StMyhyjgNN+r4ysaOaMRQK7gIL36/oUBoAN8JFefae2MzvuWEQM2ISz7Pv1yjAVTg8GYQLqyj5Rau1vJUmuzlmGfJRdeN/MB1fuzFFp8IjzfJ9NwDnKGFItBQ0bIlczUSuElBRR2DrlY37UA9UpIkiWYwHyOisa6dJhNinRoyI71eCePgdThvbCv7HPheGn7agUq87/ywGFFVuW9l9oWiaY4+OeI1hfixw5WdSNfFG0VKJwwExQtcN4JSM03lvvnBm0b0cBBjXbcAAkHW9j9Wm3sBbutINBE37qkSMUyomVFgio/iz1HlQYPc4Hk+4Tl9YRIrxChlsklMv5WUyRztLG5Yw+89i422LttGuBTYBBmezWSmRHJkocvSSd/2XM7dO7w91UygXcgdvvsx7lSKa6QmMCOoXW8s5r5RSDVSia5bzoKT3NGrfUTMP6eQ+SMP4RZYYDNeR/Xg6I8ZmhS6Xk1/Z483hO5NEa0p7djjmODR3PlsQDXzFqBLFfL5Je1F6E3tLJY1vSZ2rt/d1jQaeF1saBsg6zyIaAchJDmKPCOB77zZeFiXQvVMa3APHGCXS6QSEtQhJNRDgdgp4WoACABknOzRiQlWiGDI775ZCYwEa9NjEbpV95vXQC1BakY/bosfNaawOKNc68RVz3pq2e+EC4a1RLAAmgD1OPhXPNl3kG0nI8eSzeSOMoxIp5mSBQSFg6J8mBOJjAVWpQsQFUKg2iFR6fYYeFSGDriZW52Cq86J06QPUEXC0nJ1RbACj3OgIV1SKmETUGtvpwSi+TOJqlDgFqVba203lSFq78CFYGwZbDF1bZDQKsQ1kdAsxJJAQ9ABHSqqGKW3sz6ZOK0/ADUQEsPM2MI68zFSKapsXAbFOyLXAzQYIMgBkLrAFGE6PRNHsuAeVvgDEbydE/lENrcILwqzfJQ8+0SAkYPlVjQFubmpwxoYTAqNh1CX0w98YD7hb3PNAA6UXjIuvG+L2sbI01wrzuC5fC0YnV8Dl+QXeERaccENcVr23ls5DuQi/2OC4tYgHBsYR70E6OFhfh8IVu5zz8NYOHVOZilxyQHbfF1QRf6s4qPGx0+A8Zg6mvWFYril6vefxUKIkbhstOKt2chgcsUvtNCBW+nVRdX5lYVBfuzRmaomlKvArLn5hYImf3uWazKHCBZbeyi+dOrJxCvnhDByFuZ22IIUAujUiEiEgBgmaExoi6M3cToCppolZclooWmfJ/2IvSGRvIHMDIT0wUopceg+ACPZyAYvDmdK/I50NKLsQk8bDsgwSyNeiW0SFlXIKW+z2G7nJ9BMqWdSyFAs99Lz7TisFaTjnR7adYHzwPgsFLhszVSTGTtPE4WD6JFW5jICIUtYP0zjP8d9kEjH34ziLbE0hoGGMfMQq0gnn/euZDBtMR1QxhhKYcqzaqTC+FhKWp9TJ8e061X0rHN1xdU2wRFVSCbELTipX5d2Qn7CExA7wFhSYjrAcWgUzEqObKRjxyiNAEW1oBqwpAwgDQLWJ2yXulT1UKB6PBm2FlFPFitu4rQAqZd6EkGNAsV6Cw81psIagot1RwcGrLnx8Hr6Gg7vkG79sxja2WZzNcWLxXxEtsYSRe+13jmMT2A39CPjZmIwoa2eIcdzIxjGr5k9MTj9lteJcKv1VAB21eXCL09MRhdGCcoqqgH1rjEPKHcLt1idUvAWdDqWgdYH1MYNiGlQtZEqycEux4Z2s7ehLNLDRWB2HiFNEuXaQHR8rh6xp94zkhnCzu4KAAyE/Mi15aiTw9TFppQU1y1ZvEN/eNWqOeNdR+2RiFpyE8uBflmwvxAa5ZVLyL0QCg3nyKmqjTkksVSPs2EdycKbcZammI5BeA0cxgEFqP2ECrOaV9HQIWzEhmLGyvaMPSm2j6HqAlbS66Wmi4jrNGUMBKbAED2BbJlRFWU/QXe/JU3o4bXITC1VT9P6EG8VmHag8yrJUzWXKDbzkUUACRAtw3iQblauc0DpESaDwVaoZ5p3gSllkpBCjRIBgC8FlmHDvrkUPOztBg3W1DEICL/6RaMKmiBveN1PJ6pBfk6lCL9dzuDUTui82z/87/35uAbQhKaT89ySnKjwzR289YHKvKOT2/8a1ZLu55ds6nSw3l2bPPpxcDgac9R6D9v1dAVwvEi9PcRFqOVp0Eh8Hg98+kFFyI8rsU4Bb8uFYOr8jqqbUy69eiVqT3vJKHgDCl0+o8+K4c3+f7VlIJiELERgCzpghTT7HPp56qaEqPtHj1FWwuj8AU29ddUATKOIyBDqIbqMIfskXQYo43xGvq1WiB5sH2m6IjQn+lNDKbDtiNsqStIbv16c2UAaOMriAC5soqE8l2FgK4UDeEy3q7yaw6XJyyp7wqjaCEAkUoSq370LEI8+N3Po69PTXnwudkyEGn/7EqnVNByU4WoVbg3NroUhlG4koiZQh+jNedW8JahaoSxaPUSi3YiXqCVxtSNeyMN9Q4BFcz3yCPCsTYGbX61+Whz0xODwMhlhEGkGwE+14Nc/+6XtBehN7SwMcg6WAxW2MhULMoyO07Ddw2WQebUWDwsQVKiZbcsQCmQKVF41QqZDzxmmsjQVGqmbulJVOI960p4KQZojVy4JmnkGICLmKc3iyssYTRnhgdWA1x8AMB9egC1a2qbHnvWLT0VdKtPeaI7znlBPnMr2SLaLUP7PQ+tIKPR6fYDOcYmaI1AuBTIeWMIiP/EZbu2VNwStkVct43+slJsYZKG+6NUkmDcf1cq+23bbeFPDeLSy2rX4Tl6uXSNe0qI5wlhOzVh7UHD7A+BZlAQJTWtnrXQPH6pWdvShRXZmwaDVgDRgs0zVfewCgR0T0jp8BnTvwk0Cwpqsw51SkQOEqsWRFXImrvgA1rcYiPr2DlIsRdITgwW1ym1d6DLZJlHIjXybIjpxj+yl4dqB0Bj+kpWxP05e9PGoMsc840DXTgA6CEnFc3a6+n4hND2nKBlIaStSovMWNBu9TlK4SzDFm7hsYMWbO+WnkPoCIFxhccF1RJfA2B8Z1FL5q7GXmZO09AKCKMV6BUFanXmrVs/YpyAIW1eHoRWRUvzJ0WuhZgMPlJB4xdIsmcrXTBKBfQwt6D+ckjsBwChVI6V9u6tYsaRll45BISdFqITzcJhYaxkEoQpQA9TU85qCsBhar7TsFfEvTKO7hAsmYW9hygsbl0ZbB7XAtmraUGBJCuAros19/flFTiidMUO9n5zRQBQnsG8X9RehN7YXPnvilpr79vW99mefeOinLNNNoPoaiWLcybEpLE2MgqgXJS91Ux4UwRYtJNZCjV/qUrB5wST4f7evS97pgGGuXqIL3qgcd/YJ+9TpJ5fT6/PuQoItr6S4UJXPhlgsDDe8+ckjEbw8T6zbSPj833nvbO9vLvPGGnjxHrvMz/b9Tzrx7j96tCW/+uLz7nS+J+f977b+aL7fPfAPtbKAJkD10SY92jMIynp+Xb1+5e+zZ/jK7fh/P57z/rBP1dcv9f2fZiLSmu7k3aejTWR6zE9XluG44a+bbX4vqS9976/9Lm1nffOWPiC67xvLl6Tx66v3bfrO9aQqF4/0jv73/PIw1z2ZN68/+FZ3tOeX+vK9dKu/Wz8jWPWm583rgED6er7tRehN7RysOKFJ0tBtQoLms5o2b0hQDkqytGqggfBfgwMPD8eoY9PZGm6H05p4ck800I5HggtGZGlPj51ODRGCszjgTi2hy4kIbMQQoEXHIfnfTcyysx7rRutDQCtxhQD3LtjXXIPWbg6d0HL+AGgxZcNhNAeHO2wlAWPi3o8mmnGIxQWDFmUnoNSI3004bS0c/TImm1Y5gZRIZfuvFalBTxP9Cu4NTPR2sGszdLz0AOUCtlT03zhmWpyIXGlVmCik1wX69RlRj1OLbciBKgBqHOFxO7TQ9Xu2xMYkQXQBlGy3zxHJKCo8m7IgkSeS2gQLOBpfiPmy1RgtzE38zeYtzESObAEx07eQDA2XYoWHmIvcVk6TO6xkDFANaLGwLhG20Y2JJ/Dg9rHYrM9b+gQslCAMNEqzkfCn+xsg0JtTACcIqOl5wHjdUjW4AgD3QrmM3u6QMsEeTwDZeZ7K5P5aTcEhzqBjhg0uLc29qJkTg4pRtzYyfAlxT+yBNKwCGsKkGNqz+OW+7jgVnMreHOSWT5ZEoaZsEE+BKRVm8U3+sIdrqyV83QMWehMX0NetVvEzigXt3BzIdErKsIFPS1cEMRLHubWTILQXlAPEels7Mlq5aRKoH9zYjyjOPEnF0iybetuRKCFnIcVDengXFPzOXYYkgnOxeaHWdeVlrUmQa0REgThdEQ9JLNaBSEEaGYVjjoFhCWizgm1GRJf3l6E3tiGATTS0BvMIjYZR7q/QxSujERjZwZbUGTQpo8HThCP2wuALLbIh0jBtsw8Z0K3+FR5XdeAghB6GliQY9JYT5bsrK9mXNii03x94fp/c4RPPX+kVzQIoWcbAaRVf2c/qWmlngWEv1cnoBaxYFp2iwen876FC6371FxziyxzJEZBdxZi0+pFmAknBYhJUJKCTNgBbaFzf1Xz1fk2Pz5FwEqTsG9D63Md/G+Ngm3+TtXuu0MAFBZuYn4/9wG2BTCM17DjzNfHrPHuE7RFIDCrpHqQu71fhOEcQY+9W3eEldULRlizVSrfijncBgJPKSRuzBMkF8RzDw5GCBQgmyI+ZYTbZLko0ctcob/rRuTwcAbP8zjEk7VF2frF4c3GAvVXpOwnh8Pb9HRj1EMW5ukqZEGKQtUYug7rGyTZWq1k3tr467R8kPQycVH2hNieBNv7pCxM6tAZm8zMovYcZRJjs3LBVyEUHLaCuHLgM2UfyRz5YLG1ZunRiqMVWg6wcmQ9v6rPq/ZfyJyFmkJr3AP+vlIQeVL8amm9ViN/rZsReHbIFFih/rJB5cA542sPeI6MPr1izE/VjhLAhNckyMcEyRXlQJ9fnYMpiIHKzcRsVczElBC2gvC0832dN0QrZQQjsoSHFfXVkb7Doow/BfhuzYr32MLv116E3tA8ywirJahVnKYQqFO3blp2dfM7lMmqEcyTBZ4nWngpQTWYJm6kFPP5yTS14HUuRmYZlgo5TNC98jyAPqGcuVoECgN1qMVNehNIOnwfY3pGsoAAXeDJ9X/PLnIdA6iNBg2Y0A9oYQzvBtbienvt543fWxxSYv5BBFu8tmw5F0n8kUE7lKBQLzMwOr0nq7zt1QBMuCEKFIkCxJholNNKoWrWoE6RhCP3e83JiDB49me+okaKsf5uioOrtrj+PxBZ/DqUWnZM22+QkV/b36tXng7jNjA4e5+ZXcVq2YU9d8f/ZD4vq3wtliBatr3579warEtslq6se8vWUufYMuKzyoAaKQOoFqJQp/4+g4+nyRDIYez5sW2M+rH2TE2gCn00bawEXk9UO4Fl241EbH1XSbsPUyeyPLf0ZPw+KEIwyj48O1KAZfXJnSylEZIrQo4WlmOJ2mdp/jpfEzxVXwvzOFBY5kUg1S0+SwbuPr3B5+7WaFylMUARyDMYFQFnv0bz76tbfc7xceZxru27psh+SJHK25z6vikimMBrGWzElMZoaMEIP1o/MgCd4SF8fvrpPMl7yFaqS+nrC4ZRkgnLMCM9TnxvxxllibQ2o0APM2ssTtTQJdf2TuoUEFNANb/kV2kvQm9odKzSLNdCQgdJHZZeKwEIHMTxAqugACaPvoQOqZVK6M18ArrvbRuqUphtG60720YyBmFPT0OGnMniHG+yWhkSkUYrlyJGHjBD5VmAOcDPFdwfCq6o4p7BQQOgm2X99/M7KkdhIdfXvIolet859Xqbu0sA9mvcK+SSWxoyESG0a8/KZ7aFyPxssu6clMBVGjJYGjLCU5bBZplaGjIA1ObdJ7jtPDYXIMfrkIVSEeaIsB/gJZMYPiCEI41kMGbxDztQEYaQhd5H2rBgMOQBASyuCl4v99+QCtQg7b3SvLKs/yp2f3xn2DPH0mJjy+n55ktGtsD8xWAj/w40pqYaEy/s1PrVaJMed4WqiJeKdImUIWLwlYX1XClULWTB5snWx0zY7XmHxb2NQxN84+LvOUsdmagVqDFAT4dekNYEd50ZboA9oZ46NP6cvakGz7GEERfJutAqCVtoArEeEmTNhNv93GTllBy8MZja8+M6xO/EG/4+EAuQnjLShZBMOnNwhMyk3m61N9Z0BGBJr8vMnJaN/JPQmLLV4vGbG2HqykFzM0RaqvWQyO4FIHVHXSKixbzJXqCH1IRjWSKSJV7HTIUweOC/uU0cEneGJZUtR1+oGIbqLHjhvNA+Frxklr+bsDN0CQGQNSPMtCrFapWG1JMESK7N0gvbxJAFALq+WHq/4sa0QDawbJEhK9NYaKZtxY10Yyj/x12NmdbN/JZpZYQIjMXY/HK1QOLESSMCDZH/x5sSxwUDnjeHf0KmDyVk3p9X2uaFpH8OgDb4SZsvzjNjeP2+ZpEpBVMow0IU0OrDiS1WV1rqcK7asdWd3QMk3ISgBRvLtpvwtxi7MUbPIU7v390gG6ALM6Ox069QOswZegyfWwUtQLkU7ssG8+UMCYFhI5oRtsWyj7APQxbobuVtslDprRREZN0Rm/PvV5bgoCC48Gr0c4/TC7CyOVz4/He0ovn+uE+6oAzdEtYUeH+xL958fsKjPRVKaBaAunWr2rN4DFY0IV5prEUVMZ8dh6UXA1aD2tkPsDnh5XnsZ+2ckc35PCOLj5PRjQAMgtWQAaRAS8Vi53QKhDTNzyMZZu3qs3mpbV6qxcbqxP5QRfOH1hRYNmnIRsLqHBiUuz5TxRTX8Z7d7eFxaGFn2S9mt3mG1KCfc70BDR7uc7rva+eMCE8wwsrUK9jXFBBSf//Vax2yU6w6Bp35rKBgAl5pTXldw8bodFTFxpjaMT4GWp8AVNRNCHKQqa1b2uBJznEKtBai4J99/bQ0ZSgKJzE5gUb20klM36e9CL2h7afATPQ32sgezL3JkvZOyNhvWPFcEyf7fgrINxx1um7wTCtIidbEzPLO9fGJRWltm8QJ9e29aWSmdZZC39+2A9NkAe+hhTFAAnNvbrn5xgifMBi4zLBaV9w3JpzW1P0AuUgjrYznliMT6XopoaaB+mJlC+Pz9Eg+IT3hboOyrADsVYzecN26RNTbI8KTLV6mWXvQMQAKsCFkwS04ppuy2e7+OV/E3YqZErftmZkdpgi1jCxSKwNyrVqGqBLSswWjnCbUWaGLWjwec28iC4oVMpXSQxYgoefebAmn7XmdyKLomVtcMEagRDALi1gl9KW2rCcaeb4EWO7NSu15kRZf2AUaWrLo5q9apubDa5Bezp3t6kMkhU5usWwbvsiWI/PLen7WDk0S0iuWfcX9eLUlaceVkPNCywBaOr8RiteEFho0KlPuS4x7RXj7xPHxeKYPvNb+/7JxIc32rF8Cb4pZv7JMlnszN6EnS4I8ngkVG+QdQkCxiu4AhQ1j2rwDTZGsVPYABp/XSbDfzdhuuz/QiSxx1R6y4IqjkVtCFMSLtOTVDH3o/QmghRN5+FJNIAqww8J0EhAU6WHrvlwwWB6qRAqOEy2tPUMPE9JToTWVgXDJFJZ7hqTQBNUIBUthsmk5r5CbGRoFweoOtmfZK5Vud1NU5t5Mhiro5OO0sC7jRANAgiAsM3SZUI6T9U9tiQLqzByzdY6oZv19v/Yi9IYW6nVMWmNFFSWMNWiioVCxHItsqldNUGVqMXfweqxYHbSYqm3R0G0HDqahF7A6QzHmldamAjN4HfT/ldqYb04IcKgoZEW1c9o92xrbLQgupmLCvSWszdKySvBENO29L17X1Oe4a7cMtcOuPuhblQCP0/P+VjTWmOyZ1qMvPp5KCrTmtLqE5YLmhAuxjCyotYV0qJcP91v2dEux8PtoHVr4h9p2aTBO4EKQBTBrJGQKccnStVmvCq7dImyw5xW8iXePq2DuS2PoVSsQC0s/RgiTiIGqNEuvQ6xAS6odg1lloY85b8VyK1bTkEdL0LV9mJXnzM5agTBZYoZwTd7y8e5jww6HWySDL9d9wVfQZbn+7gQW3mtf/KF9LrbCxEFaEmVaeqaJJiOvmHUmNv7EkRYnJw3f3c/p9f/4PotZNHbtKfWxboWQgyMl6nOJBYZbPGrW9kAORzarZ0BQoNrWkit0pfQ15jk6IkUhzpZ2xmbq53SFgegIq87bs7Zg8tri70SjxVn2vnNrzvtGU0DwfWb5t/42ljBZ0ezPkJXzWgEpkfOoVKAAoYJ1FdURJvr7KoLFwpZ2Dy3lmb03KZXjewxLsThMyfUlOP0/pzVtc7BKWtBs02yBRlp49teIEU4Pt5CFln4MaLAmgk3IGIHDMOliZOaDgcnolqBo5feUDKsf7jF0S9QZmUD/r9rv/+q+DQ6BCabx2QB7LgzPjnd/o1GT1YPi5eq49mew0JWFGIWT0hZf9SDqMb+ew5v+IJYthay7OPRtsGv2c9tnFwxWQNb71tMwtfyTw/HNf2PMSz6HwTDO2jTYmPCxtv2AYvTpXcNPwFXWluACx/tb27V7DT07zkNFfFyOC4AvpsAgRZ599jQnbtF54L94Qmbt1qB6ALVezYNGghqeZ7TkHa5s+/w9hutt75tb7tdq+TrHseL96ZDX8xjL2vuCcXro2wOujweuYDj64gxJCC6QCIV676miCbaW+Uisb1T6+jHOnxHhQN/G/uFDejaSMeF0s36f94+7SMa+f9b/vg/2TOoQYDE+gCdzNpiwMTJr7QqLD6Paz3cYssU7eqo3AJ68vb0rz6UbQCHpins06NTXG0GD1D0lIoAeUyhdgegkMNfkHV4F5+1XM/RehN4XNlugAVwN2LYPfWA0DRe2QJeePJrW2SDAHK7MGWphDeKMwW0nDdtx8nW1iawmPGPT1llJmjdWLRTB6crOrIOiQaBOafYYPHWHuIc5TC44CXWSxUmYSir4DK0fOquVY1mtv8S0Wh5VLFk1i0MK6rOE057NQUNgxnzAfAXJyCPWP8bEbLFXe7Dcf4zVgQjUiCwtT6dNSJ2izX9mptAQmIO0KNma4zkxmL/VJ2gwFq92Cy7ZIuVxek3IAdWhzmEhai0NOF1SMNE0KCj9FUUFzJ+sSWnAQuxYs979XPC9yXllJpl5QriwtFBrtfaQhdWctqVYAeTSchrqcYFsO7PjXFY4LCrnlXXSnjLEysVc5VP00eALpc+JwUK7Yv3WQQgOlmAjt3gfA1e/NTZxYdQYlfa9HSDv+T8IRG++eAONcDZW7FBJHZkZlKQ6yXtDFqozTp+HLMRu0cTd68l53UkSWTxkoUO5Nm8OdD14cdvmQvA0qsl+05J0ez09TRZq5GnIzHLl+4bltqwkbpUKOSeEKJZcWiGvl1avTnJl3OOF8Y8hHyBZ29hBLgj70iHPIIS2K2HgsjBkRDy8agxZmJj9BZoakUWniPC0Ij4lKj47x3B4WlGmI8LObC4tZMGFMdBjD79PexF6Qxt9VS4MPOHuyLAaLSsZPnuTgQ4tMThuSKLEMjcmp4iglkJIJzLuaKy/J8tC36BRqlEsVgAgDGiEFU8JdgWFtIeyezK4xIWhB7i21WLQ8MThTeUFWuwi2AeNDm0nO8lHbG3pv69D2qQxCLdbTp7XcfQt0ccWr7Nr+II00NNRpcN4w+LUYC0r13R13jvXoOarUbplUDrF/zkbFVXY39X7sPvuxAW/6vU5Anil8paGy8kukPb+eE8WkzVAhAwzGbYP78oFlh5mptUSQbAwGLUgfikFdWH1CsTIc9bNiA6xUdfrIUIPDF6XywY9kiZeDqkrVBYoX+No8aDn3swAPNWszaEx68mVFaStCzqrz+eRgSRtLI1Wo7NSc7a8trWXi9pzC5xugfoObwJXVRbcHSFFOzmiFACxLfrNmgmdzMMwA47neKmoFqDtzxF3f/GwODxWxMiL19MLrXpJuuhV2j9RMAyi8KHdp+fjqB0LQCZ+B3oCeTUgKW7a4dkYW1yqjrlElxlqPj2NJLI0n7or4vZjOk+tIK0mKkUkvoSB0UmlPOyKaDFzMVkC6t2U0KJMMl/VoE+mItMkqKeJ0OdxRjklnuMxyafFyDZ8N9Wy57dQiiAox68mzl6E3tCmx4rpERClkJsegelBEScAIIXYheD0oJZ5QDHfV1KPrRwQSoEcDj22bl17phUJFoe3cxx7hhaDMSUl6PlCmHNc6L16w5ANP1343y2p9ESGX3rSBhN5lnuptMw8hic9KUoWhJnPOz0yK4uoIJ07rFUsZi9khxvQcm06TTuueqXhj3k406WyP5+XFrIJmh52xM8egTMfJh4PLHC6epCXXuUcRSnMbLMdaBVbzJZuOxWKnHv+U4DHlApdN4TDQsvOQhb04ZGLYCnW72fGTwKQM3MLpqcjSomAkI1YsldOR4vJYmYWsXyUbiU7PmcQlgkFqSDRyM5pldMzULehcnqO1u/gQiPdp1jNnxfPgykpZNBpVfO3OIRl/s+7Axe7YsLA+9PhXYeKvOUCzMy9qUkQz5VjZKevMT1R0KVH0tK9rmCvp+d5GAGH68KGq5g+90MDrhihxem59ec1+DTAsgdF1Fcn6DIhxNAqp3sOTllmlLulBUy776wTWfr3evDcm8wtGjb63SkADHk4ToNADha7RsGEyZVMbYzpBJsrBsenCwVYetwxnSOkMmRBXLlxId+Upq7o8DddObRtroSFvr25DBwKjVT8sMyocwKioBwnxLPB2LViv52IChghpBwi4pEklHwTkWDKfgqoU8C8ZaJLVgqoZU4S5mbF3cKqFzEgXizDTVHIgX0L0GqUKghbQUXE9FQt92ZheE6pkMeLoS+LkWsKyUk3B8THrcXxetxh2CbIJSPuBTW+Bxp4T3sRekMri7HTZi5SrKcnNtlMmw1AnXv9OYBZBRxyYFmgCux71xzdR7JnZloZS2BsO0kr7kupBkcUo+C6ddfyz5WmqfniwfRhPZVY2U0DsmMAs8KSQSCBi1RPQwbTRtECkOlY7xlW2oJoC5sH7PM3zNJUh23sTicgZGmQT7DMEj0jCxexcFy63+S4dBZl08S7A1uqBZUbo8uDVFvQdaH1IiN7sxSmLltmTijT9iWT0QlVC9gt/G7n6VUaMtPkZ0UxMtCYSsyde87eJDPTF1gTjHAj09mbCkQwcXXw3wFQpbE3IYJqkCkXIeW+bP3vY6RUSwo9WDlu+caAlgvWfTHO3hwsIvHYPjUruZJmL1mhJ+mp6qxcpMcYck7YaUakCGIJG0YLDd1a9LE0+qIIGaKHLFQ4wm1QOLgQXnZa2ed1UIwMrlw3xBQGqBIYSwuNbM7QLH4LrN7JWtRE5aGVu3LLNEaUY2p+Kvp8PXMPn6NYjckabc5Nnv4vmkLEbWUSEsC8H9w/bAJsTLLdmh2HsT/jYDl7X/o5eyaIEgVRhPGwUYBcEC+lpV3TFGh9bRmYE8LKmE0Vkk6kBO4TU5qLHeuJ8gsFqKwb5DSxnl7hnPG+ckVGU6DCGbhuxkuAWFiI7KXXe1RzI4wVWOZk22KDNJlqj0qKlhd481feDE4JRVBFu9ViFoyTOhqrU3y/ZU8/HptFJold28oFLdpyaYqHIgDANLVCqLqukIW5IEWZuBrLwok9Tz0tlwjKae5FZAe/XCvuaoPfYVlUW5hsvDToyUgSnrqMPoIuxFoassHS88XJf0dFG7R3nYbM0im9z6fnUMzC2B8PrtYorP0WAigRzKcWAido5H3pcekhCyItNEQtWB2WRUKXBLlory3mE0wVOB6Ye9Pp7fPE4ywlWk306blPbfS1KQSttFBUQwe0/Yn1a1uAWhoyC2i2GnmwMaXtfLcMebzDhF6QVqN2n15QwpDKLCUtDZmHKwzkDtlZGw4bs7HALdptpzIA+kSasrDMpKBnRbxk7HepZxmZTbgNln31bjckIW6KXKWFvng1gTAs5m7puWugEWDM2mlhM+C2VhDOMui0dyUWaJ4rRCfUOXZWbWWftxY6kUkt84pDeVIUOkmzXoJl9GlwYKQPaj8F1GSFlFPEfrJ4RBN+NTGHL69JCDKsGelMrTmee2jKdscwqeZuAAgf2rzJJ0MLHCYXKpNuFTPsx+etrwOKdLH3nwtEA+pJrEYlWq1JR0nCeUc9WBKHUoFwoiLQwAoq7BJceTLlwZNFeLYXgNbgIsiBFl4+hat3ynJUhHvLJMhHzv/4lBGeNtTDjPBwRnykheop5OTxAk0nhivokJVHD+2341MvNfVl7UXoja3565wx12GD9/n0OqRgAmPfGU83OtZzZnmgUlouTQW6BZczRpKKXhyzLBR469o0m3bNYCa+DwjzD43hEy17gcMhvkC5Bj3489yJ7oqvFG3hBYTkvHCsBZmOPj37fvU7o0/vfUVkG4EAPTjVwwgqWl2v6yKyptHbRG5ZWyxriOTCyemkFGse7MqUUoGL3nsysqhZgBILfT3RUjVZwHPzu7kvz427ITTBt7X3gb5YuRbP5+nXVI8lGc9TmN9QGsHDoVEGUdMPSLabKUzOiEsBcvaI7940BISdoTAaAwkrcW7CUSrDNDwgXbbdGK1g6Ri4pj7Mk/jss0NyCpbUEbQk7Qq+wrGeXvNvDtaeQ8YQU+a9X0diUKmEbXPpCECu8DpvTIc1jJ0BWJGxLI0qgRN7/nZsxHVtwtaJhDHjRlKKqCCuLNtEAW3lhjIa0uKwrE4RZaYvr87SqolHh7SHkAUvW+ZzK2wufNDTkNl4iOa+8Dg9WsjS52ggCWxMH9Zo/x6eMw1ah0HjVyxJO9Zh9s5Qt/EYAxhrBQrLDFqLRVH2gLDW5i6pkX0mFQgnhgXFtfD5JkNbUoQulkvV72H2RNRmRaZRU7KfPrz49H7lraJZLO5/6uQLH1D25wugoi9gqpQqMOlS+0BAVVZLUO1ZVzycoQUqadfQxQaqsa5GVmHLvPv92rjQDnP3nTIkKh1Gsf8tR6cMfxj+2+dGK9YvOPbZX6NVt3u4XlTeyaowsudGevrYhoFPZh8XMIHnKH3POc/byN7z7+3z9T23fh0v2bbJcL/PjgGG55Z338/7Prfz5N1t/rwOjz+/b/vOArF9v8dwjQSPsW8JTZkCofaOdFCW7L9DaWM8Xt+vFrOJNh6eE63eidOT91zrWZ+oyHV4iS/kIUBQ+z7P7dgK6fG9KAZLz+nuFp8ooR+rUTBmruHFrhMteAab52EJz0MU2CcGzbtiaj7Xdq5Dmq4EuDLhvwf0ORSGY4bf1ufnjW3gAogLwGFMdItar45tQg64Uh68P/pxRh7zTRakT0hWoFAqe0NoTu9TgcBCKqKYUqN9PRiISuKhFc8JbM8szi9rL0JvaK1SetKez25krXnOu6l/h8F1reJBdssjN5iMBWDRCCt+jJNcAKBVZ8i1k1ZmK9ToJYe8qnoyjHKcZAaVvRPv5ApRxfVkGv+eVU4fQzCuFvhx4bf2rpB695jxGmPuTQAD+8q0zhQgmy84w8HBHlK1Q1ptotlfNCFnbMQeuG3aazS4yvE1O09j4L6UWswQkmfZ1wZj8j77bXg8Xou5i2hQqFdMb5XTzSfIiX9doaERE6IFHmO8do8VdB8S+83TfzGu01Nq9cwsQ58AnWFnz0s2bOyCw7b7d8lGHvKFPUqDzz2zT41A3dH8bRAOT+pB5vP2cePvOw4+PeBaERJcweOOSvB5eW4ozLoCHaDdaplNSyUd3youAICzc1sb2JwBXKyDeFKE0vxUAaC16/0IANWsDH+dCmNxShckwHX4ga8dZuWRvWmuARBRCQVX8KYLRfWyQgVNQDqiY6+yKxJ2nWqvnkgNlW0JTNM1lpwSj8/MDMZ3wg8RAYOVTGHig2gTzOwLbdcTtTRguStfrQRRsc/+DoZn9ThTxoFKz586JaaS83Os2DHHJwhdu3yzlGhkdnaE58vai9Ab2pUmK9eDyTNJeGYIzwQfig98e9kN/x8Wn2IlOOAL9PByPJZPB2HnzMMQbAFk6IOWSqcvACmlQRhM3CsN4gi7Nsp7m4jD4sHj1RZ4kk08R6JXjG8ZWVSv/Sti7M3B8mjsTYCZRNoiIy13abeSDSoEF82wGdPLM6t4dpZBEx0zsrQ6Ydu7GVlkhWnzMGjSYOZae1waMNDbd8hOyrsCZH42qrYg7IUJoCP7MexgImhjT7YcmwqDlIRzMZjlLP0/tWlbID2/poU++PUkyJBwmuMw7AI1x3/YGQdZAwDL1oIUOU4SUzehKuITBqq9L2yhL/5T4liLseVL5PmhIwoWslBm1jlrBVS1j3+fIwp0Y/8ZOvIcnm0w7XCsoCtgHlrjdel6ii97zSm0FHQypZbYXafYFafo1E+hklE5bxupxVmHVl2gThHBFSdLceU+Q51Tm0MamSQ5bkoafh1y72a3lghbelMxZcgXefhijxYg7hXlHUEKuzb/11U9vWHu9bnY53Tz3QNkTE6p9Qufh5VIQq1k+k4cO0h8xzpP0CVa7lIKuQqGKQRL4VejICQSvSSxBFhNAbJE1jQEyUbBIMuw9xAFvpvAGn01Iu4RceOxGnkf8rg3ASZnNw6E+9SUtwK0KvcGm6Jog/q/X3sReu9p71QoQJ/UwLv7fJuYPwTPoSbXpJwmPh4jgYuqWyNWPojRz8MPSWgCD1qhVkcMgBFSaAk4qWX0KQBo/hUXbI1xFvq25p9JXCug1OibVmZ/XpC2Wb5WccAZoi7UWm2vCcOiw4XbrVBNRpU36rwGs2SHRZqkD1vQgvWzpaJSMxskm9XjTD24FTn4Lyw4XaIa3OxMT3QB4cVX/XzzR7rF0+rlQa6stZaZI4DWni20Ha6yawituZEE02BRt+jErD48ixutzoYzaCxoF+DZ8iU6M7gRWQzmc80eaAHrzT9q/Rb22v1a5usMu5rmH6+gySbUnlnxbfGufbvPn3bM8H1MzN2uB1z/1rN51p7veQvDf5cw7jZ4T3unkvhzuG+ExZ0xHcWstNDSfxVP0iCCMlHQORnM2c7uF2ewujYyl5czw1Vfcl8Zyji5e6UUaflMnY1dJ6DmzsxuZLZSTXG2jiwKUTI2qWwRJmTIgFep8P63NGtKE5NJ3N3tY3GzRtKjPxSW7o4hLtV8cvRh2jEutDRCrZ4eBayVEdqylRkrkI1pzFrtPt/Xcn+6NjS8zxd48z+jNe1UOvHCJ+aVL0KaRdiIB4qeIqxYLb0xTY9XVjDfQRuIKdH3lwbiBoAG2QWDPd1x6/68Qal5JzP78DxXZBUdtg/731m4AOD5mvLse/Ml2OcGv3zRrcizSwznjxDpe31636+9z6fnn59d4+r671s437lxNNW8KT7P/WvDYtXTPpnQee9xGPpb4D7VdmvPzr1aDDFcc1zYR3+KEw2eN5Ge1u49/qorH1/73+999Ml1Ig8ao9nvtVn07/HpNb/dcD31n3MrcERahnVMTIi48qIebA1cERyo8dtFPDsSAA94d0HbKii0fJIBIgYjWxUCjbHNtVaVoSmA0pSZ8XX45/Y6KrpPrwpGn151C1ebjBxOtPsc/w9/V7F5o1vDt1tZIScnIfYbHEsEed/QMkZT+vw8TdfjxK/Zkp0DvHbqvAP30zb/osXpunLgykZzzVT0CVCHVGdAVz6ef3++76vJvBehd9WkT7JGeR53j7CN9bOYVqgC1I9eN22jptBeRHPGAoQYBubU6EdoBVRtASo3S0u3Qyy/tEmoU8TypjugJQvmN5yA6azN5+O+RrfC8kkQNsX0xCzn+Yaw3fxGUWcg74Llc5+gaFrmdcYJy8hhWTkIb3IQtjyc4O+liyIt0mnrFS2GiSQAYTDxmtpzhSn2BLm2cAHo1uINA601BYgHEWNpxIRG0gDsJS09/ip0+FWmRGjH4ZPj3DX6OaIuCfPnZNtBANmBujABAIPSqcXXhMa681isttirTfzknQLETVAnBqV7ySD2NVr2jTqbZWVMQI2wenSMHQ1FkB6B9Yc/QLo/Id/NuHwtIW6K5dMZUhXbqwnx1YJ4zlg/WnCIAWE9YfvohOntxkDvJSJsTED8+EMzTjP7c3q7It/NePzBiP10YIkoi+Ns2XpsvRxjxWDjjBo92kJ8FX9X2HcwRKFVX2jjCyhHbpse7besr9cPEkI+ocaAtDBuTrKVE1JFWAvyKV31v1t0naXJ+6sz89fWmRZE2Ku9V1/sA4+JfYEOu2J6Yvwi4UcKybhawmOBWXXskHwUXD4MWD9acPkwok7AfvLYC2C+r5ju0ZnYFa0GYcjM6JLOaO6U9KStf8PM5Bn5QDdC2TlOyoFzcvvmHSuTi7FF7ybe6+WE9WsJZXkFKYpyiMhHwbIw+Hx9FZFPwWBTtTHHOMPLhxHpElDTbYMb8ykgXhRxnQmRV7RqDA7VSiXRJCitvrBX1iHdKlAU+RixfXCH5ZMV+zdusH5twvyGa9+8RGwfLIhrQT7Fbu1VMI2ZvZ+nbwTg//HOsv1OexF6Q5seKvRjxX6xjBeWbUUDkFYu0CErtkfB8oYxbHFVTI8VZRZ873d+wMDuyli3sFNQOOWYBBgxwUkn9ljGp84CyYp04bFl7nEqTl92SHN5o3j17+8hqsh3C8oxIt3vDBItxWKOnmXbSAHr1w/MgvLIgo2XHzxxIr/dUFNAOUQsH58ZUGqCAuiTUqNca1QGR4yw4pXV4JClLYrO0PLrXb55wvbBAS1DfekB7p5jsW2PFvc3C7NaFAbVe8C7w0cA2jXSuSIfeF+sRuEwJCGotFZUmzT5IEiX/pxxrfiBf7s3xSFkRZmDZX832CmbYqCsok0rAS2u099dUz4qEDaHrMxXZ7XVNAHB/KMe8B92y4hvxzGgn1ZNTYLv/tiCsC3IR2D7UBE2YP48YXpU5BP77vi9Gff/jWD59A5hU6xfE6THpQmx5TNgfwWsX1PMny0AeM7lI8Hjf5MR7yM+/H93n/HpO5wT2x0VpP2ml79xIV8OguP3OuS73zKLEUClbL8x8pcAy2cV+4295wwcP614+MGIfMPfCsWKrQbBp78tAnoEAhDXhXkrS3/vYWd8W/Mfuu7zzHJ0GBAWZiAZCEaQ8GvFdWpB93x5im/+64L0xOBuD7AOuyI9MWQmPWyQqthfMx/l9kHCw28KuP/NEfsNn7dOwOFjxeUjQfifBIdPa8vHGVcKinwKqBdg/cDqel64yB8+r6iJ8X2lADe/XLDfhrZWeN/HFfjO/+GA/QY2Z5RFXoMiPQnWrymmhwj3m+6vFOmJD759WBGfQnNDUNhy336jmO4DpJp7Ra2/RBG2CcunwAf/w976pSwWppGkCbGyJEhRzJ9uqIeI/dWE/Tbi898a8LX/T8Cb/zZi/Zri5hcn1EkQ8oTtteDVf4x4/MHQ3m3YPY1bxHRWfPLf7sD/7YvX97Zkff9DfuO0YElhy05nejTCR1u0hA7rYEVk3eqRoog7kA/f/zcAdPhC37PtPVDJF17GLEgp1WJ9KqTWTuvNhsUblKVGMmmYePS0ZDwnoAK78NxpMvPFfGl+P07rdogoilUCRxN6rlX7/ytYRfy47k9xzV9sAsImExQQGG76HniWmfG7Jev7OhyoV+eN1PuGlY3Xbf0Kg6N4P0E5BiQrQnAtk4zBxqRTOuzrTDzHLWWYRdv0AU9ZZZ8pIM2qhlWtL1QUxDTmas8VdpZgaUVIpffTe9uzffq+cef90njx7/YzYIStnYqMk6C8WGzZ5arf3S/s5IoanTxl1/LP6gmYPYsQhV5cK+IeUHexlHcKcwXxggNs9hz6c9p+Y8S6gjbCgHaPkI7SSADJZoOk1Bai4N+tWyxerWVliWjKGX/LLCvvOyOitNqBphS5T8+RI08EAdAPPjJmncHZM7zYZ/tenFkb+v6rNeT5euL+CH/cYf/YlwK8fy16tl49/0yIVHu/W35M7x9PMjGeJ9rn6MiQBXDtI/Z9dZjf75nHX9RehN7Q3GpgRglu86wj3rEeUDrSkuvM4b2/EuQDGlQVdof//Fpdi/R8iw4XdQjI0oPNDgOO0IpNGHu52XIMSq5IzSIIqDeWrDUKcEHLKqGJcI6U2gJSJVfEx92qQhMeKjcL8k0yy8IXtAG+BBpEWOZgTLYuxEYIsZ0zLPoauqW3vU50xqeeX9L7pMUxGavPF5U6A+VMRznzhaIXr/VFLQGogmLp2fzaXt8PQiUlH2LzqewnHu8tnRW3v3hp9xG2gnKaCNPknhpNja0Z1ow6xavwgE5m6n6MsJVOlkmB72AtTMmWK1AVYUsknyiQ/DfsN6PlMyzHiP3WYLCTIr8qkDVwMZ1YJFgDg5/3uwopAWUT7K+NYDCpIROC/U6R7wqk+LgQ7K8U8W5HAVDm2N5hOivKAQ2WFUVLZiBKyLLB4AkQZ7ECTZBLIStWbUyIJeQOhWnPHE1wZnRNVAj2W7WMNkBcBWXuTEcACKugHPUK3vQ2xv1pAFPBgf+lCMNrDXKGAOESrlLQQYDLhxFxDUhHwp75wL/SMrmQZXj5MFJhsYon+cQUhwCQj4bkHBXrhz0fbp0F+cJ1Y7/l2rF9UFGngHjpArFGwf6K82R6CMgnK9hrgf/bhxVxDdheK8qJgqEeK8Il0O2RAsoHzAyugXB7fp2ZOLsC+HBDThN0ModrVGg0puttgWjqZCtXciKNASkB6wcRNQJxC1hfB0NkAA2p9T3Abt3uIvZTQFmA/VZxec0xnW8U26vQ1sR8o9juWMzb32EogrICxdwK+farSb0XoTc00sIVMTJRciuBo10bD5siRW2WHuE6/t9PQDkxNqXMhs1Hh7+AsmhzOEvm4GbpEB84aJZBXbRRnQEAwYWoWQlZUI4RYRekvSK8PaO+OkJKQR2rO9cKRTC2oC3OmwfNVwrxhxX5g2Mr6Lp/eMT+KnUYzrUvATwY162VMgviTijDtVb6OtCsvZYWDV3ohc2E3k0vU0QIl3lNw94HcINUbbIUUwhCNkXFJt5Ycdu14/HaXqnb30E+9iTiqEC+sd+SvkCmzy+9qO22I6wHkiPWrZOLjI4te0bw6u0ArTX353o2+opWggUWXyS5Qp4uCEO+0ThPPT1aNmvdIGRP9it5QTlOrFF8VISbHTUm5EIBxWrmingWlJuKPRP2yjdMg1Unhc6KvAfkGwWOBWUzX9QqyCfF6bTiqcJiuTjO44VV1R3l4J+9X+3jLG7arN5sYQ6hsFp4XLRZwK0IqxqUt1YiJ2ZdSlXEwP/lBFavTwq9ROhsqIP5TOsWgEOBelULtw4EJo3RrECZKLHTVFGLoOYArWJltBRlSsBSOt8pKLbbA8KBSoBGYL+hkgoEm79EVdbXzJrjrgsu+jCFxHJPzorttfXLzuukM8/Zb+2814W+3rMLPQpDKi6K7W1APgL5VnupoQ8ytvOEfFuhpwJUQbzJKKboZgDLqxVrNm0vxKbcoApu7y54VGCaC99JrNiMkZ1ud5Qt9LJa3rdTRdkC9l2w3QjKgYnrt1cU6uU4IAG2Fk2PAdtdwH5L1nk5VkK1J0U9VkK8lt82Hzlf87GvC2EXFrCZqFyWYd+XtRehN7S4VpQ7sQEaEAxGckIINZSAfHQ/Ev/HS0W5FRw+VZRHy5K/0MJzogdAAdGCv20BrrO0/INeiy49WfJoW7jBn7Us9Rx88xtFumddLI1CgWfZx+PD2rMbgIIPKghbBhMyByafBe+l3DKjuQaBHidMn1/MCV0Y++UEAGNzjZnryxIRL7n5ngA0qwT2vy6pW4ilGjRWzeJarF+6MPUAXreS3Afo1yizYDrX5jv1icQqBGikHans+2JElGbpmfWYDwHpUps1u58F07lDWemiKK8WQIhby24KRVbIPhnZxnyUzyy9hh65teqBswrGJSU69DXRjys3M+ocEVeGINSFbF4PDmYld55XDvSJ1Dlg/pyLZD4KVixIq2B6I5geSWjQIDh8otjvIpbPBfECSI1IT6Ta10WxfCoIm2CrE+bPeJ+HTwCpAQ+vT5CHiLg6JZ5Z+IslTe6Jl2041b6458VyUQ7JmatwQSxTnws1SStVJBNQDpHwXqBSQ+ufltT8eWhByvHMXJjvWHqHeM2G9FavF14Pki8zFc9UemiACudvnWKD+iCKm+8yjCOd6QvOp4B8EBw+o/U+v7H40TI3X/P6YUS8oOXj1EfCttODYPnU1p6Nyl680FUSL9bXp4Tp0coLVWD5XI3URILV4VMq2+kiLRcndLJ3SkKKAChPEWnlPEhPgks6YvqczxZXwRoWTI/sy4d4g/AQkWda3CUC070pQ1vA9HnAO1BxoLV6+Fhw+iRDAytzpAvN+bIIjp+UhkIAwPLpjrAp8gN9kvurgNN3C/bbCJWI5VP0yjCb4PBZpT/brHj3dcYVmJ4qHj5wQPnL24vQG5oHxrpG2oOpTcCpaZ6lkwocfnGmozvWmQHfrTe+ZE/4rGKusdBja0aGm2TLZj8IvQbtOfFLQNJKrbQoCuO08MnnLKGTC0vtbDuFx5QQ9gnxMCGcd8jThcLs60eEp71ZZQhc3OVm5n9nvRXz6w2wqCi4aFdlsl8PTEuBi7Vl62gUZDGotFoGBwAaFstoAzgNnJZZ9zloADOVDJZecHjYLNEaxWLl+N0L2Pp74SvgMtj6ewI1fPN11gkouVsIGhTxcUML8N9Lg5Ml18YwVcsAIluGTBFe8NYtPRVLiOy0dSvTIkVbXBItxYqw7lYxYaa/di/NSpTdsmcU6+/TNFTaUOhcUTUwt+OOtgg6lFksHqzM2qo0eNUEnq+E80BlrE6KMBfUKXRSiEH89A87AuIwAK17MeUk0Mhg99m7cJ/m6KNpid3Nwg5b5Txs842WIOBkMMJpTKJOPFW9UDOAuhg86m4lH0qVc5GsQ1pKAPjc0eFNNGKGKOHN7s/WxqT1mM1ieTTV4/fMh32lBAhaTGwnfqAVcvbySaM/v+W5DF0Ie1jHuB1Ahxjdzxk51+qsZBtXoC5OnQWz6EzaiDxQ64PNQiqWAt2CwZsCRG2CSifmGm3xqvbqyb51g0HMP2n/Dfkqi62DDv+rMUNnKkF1MmU/ocUn1gn0t5q/UhNa7CsUECOE1SQNrv5+7UXoDU1KbU5giGUTccIGXSXALG2g1ygIcail9WS+imq16iwZbLP0jFLM3zJYZ3diAFp4QHoimca1HJ6ARpMG6Fdxlma9SajHhPiwNoHXrLLZ6o1Zqi1NrCMWz8IsHDGg3C1Iby/M2rBExI/vaS0+rZBl7hCdSGOEeiJn1JmZ/bfdUqlRwLYAaABhnrrVaUlkPaPK9HBoRBaHPcOhMxqBwdIziyxksjLDbtRwW8RC7gzPMHGBTWdeD/D+7qm9pFxbegAwnT2WCEiXivzq0O89V9Q5WrC2MmvESJffaqO7u4/TUyyVORhRhyy3OgWEUlEj/wNAjQHxkmwRMur3zmwV3afXA39ZmoUwuiitnrCx1l16RBu76UmRzsD0RM24HMwSXBjsnB65EJUlID0ZjPVIKvx6TgjngFCAbEHRZQlNUXFmaauUoINy4gvVkPiAAdx9mxM7XCjUZKW6Wso/gQQTLMGKqgqVv3QWlAxI7b8fV5szgxAFXOjJQLbhIgsBF3v3Tzahx9+qOwahJ5geMsJWkc4sfAqwP6b7DI2CdL9CQ8BsLoYyh4Y4+DgKu83/lSEHDFMgRDydfT1hyEB6svd55jNNjx4uRGE5PfElM9m1GHszNLQIpnCgxhYKEZ8E8hT5roVWFM+hRM2PCemRypNDwfHJUZzICg7oqIoGKvFxE0wPQHosiCstvWrKUSiC6b6Y/52/G887phQAJDJOzxHzY0G6BOQL64L6GqiJcz5eYlMk4qaIFyCtFkZyubLrv7C9CL2hxb1CL9oyoLNKMutKJYvBcd+VF4KMKxe7eNE2gd2aaBO60bjQtjfyYLBB4D49uNZmAzYM2yo6ASL05KuyeyVi7QLvcqEytO+01qaJVkJWyFqAbYdEy3J+3unfW1nbDyKox4lG2pJ4r5nEGK+H5bBbOVrqoUEgahqyxxS1ysxdcGgQBCPX1MmhEhk0YovrM4anB7c2Vpn1T8uAov17IyGa1ahxDIhFgzb7+T1FGj/rFdWdxTB5ftjYN9xWifBafbYGb9ZIS0eVKen8P9AsoeCWXVWEimY9Yo78DVVUSd0i9jAPE4CIhETHrDtXyQKGcfac1ejjqgUNy3A8rq8xNiksV1OqIp4rQqQgj+eKlEah1683nRXVyiXViYuTVC7UGgWlsu/TuTb3AePgMtIlMs7zbHUCq2fKCbxmGoSldGXQ8+eKW0N1fAjtCQB8vpnFBShgVn6zpKI2ZAY2pihYIkNopoB8IDSXFiqUXl28HHghJ6l4zCUAY8La9Fj6+PXQGmeCa6DPX7LNnQrkC5UNJ8OQSMMwBQ+vKAdCpX7v4s/ia4oAML/l87WJycj7O3SrGM/GGgc89dqGnMQev1ss9tFdFXTXUDn0UBXAoO1ZhrEsbRy9lyHq89IV4mGsf9X2IvSGJlttk9iFXliHdDdBjGUnSGcGhcW1IuwF8WKzaLSw3WmOYRE1qOW9VHP9kv96/Z3ss8iJ6r60KJBlplUA4CqFUmDqLtdO+Tw+arURJbj4TigH+pTqMRGaMl+cZ75o7E3zn1CAMUejRoPszDoph3Ql9GD05S5w2CkCh6B6sLuoQocRLe/rN39Wh8sGKK1l/QiWAFfVMLdhVvl5Y+aWRiDqKaY0WnYKFbT8h5bpQr0ygQlwst4EXsutBc674mJsTr4Pklmada6WEaRVDbDtVlmgxsDwEhmfdfgbxklnTQ7PWntf9ixD/e+qr83PFXdADZZMl2IlYgTpQouH8L+2AO0aBfFSEYJAk6JMEelCBSKeK9IkJsj692bpnzPiOiMl1llj9hLmfTQJZX06vP/nC+T7FkHf9tVQsPc2D1GoW+ghAxPfo+cpdcseqhZHppBsxB6Aleg3RcjSrDMNQF2Yp4LJly3QfFbIYu9PKSQ9dVld6DdlsWs0UladtVlp8mzdaP/VOlC1W8YKeFKOMVwAQCfUoSuInpcX4O+2KSXOJDXBq52zoOjz3vvTFabgZCjPbdzmsiFo2lnCfh/jPcqwVH9ZexF6z1rLLTdmBkdfjOExUu7PaIuzMwXR2YMOo/uAfaeStGHWpll6VvqwoYU3jI53eCyQwoLcCXHiApJVAFpw8wTdqUrWz98gLAtQD5DD0piHerlAysRneFqBKbESNQC9OVqWiohiFGzWfrNFug4+ljmgFt6gToHWaBri0oJcZbVovjmD3qotdt3vhsZ29eaQ5bi/WoaKMnX2ZvP/VUJr3u++sIzXc629OuOz0A/YmLSBC0DwwpQBtJABWl9rYTZ/s2xRFOGyQWZL8lu0J8UFmGXG4M5w3rtVPEXIXiypQEW4GCzsCognJ0isXu0WdMgVMsfmCx3juXoc17ivB9PrBNR2XPedaOq+G4//wlR7qIsrB3tFQLj2y9lc8eQCAFpYCsrAAFZfxGw+eUxjMaukqiEXw7G5QiZWPlAr3qpJu++8ome8Ufr0PINJW9wxCAD1sWfw5lyZ7LtZ/Db3qhjTsk1XC00A4kQYtsxi/ioWRS2LMWctFKQOsXlt7jYCz7hG2PvLvOky8x51UqiP99rfS215Obufk5XqzTfrx3ie21mZIxd8/zqZT9N82zordGPxbMyMN61zbWO/TtadU21Zh8xFyC6dKPGcLV1mQVykhQsxEQI7sllnwdwtNvcZbyj9eQwG91y/zfffmv26Gvz9FaXZi9AbmmvyjkNX4EojZ4hCsA62uDfL7t3CG77IzHZF+33a6Rcc+zzO6N3jxMB0gcLKxZjl5iV3wrKg5fv04FAvt2OlY1rmFKfgA03oU5ti7JQERZVwtch1i0qhhTCf11PjfoNdTQt00oMntH3exv7R5/3w/frjK7SrBMNjG3MBPm/hC7YFwGtnttyFfn3//r7fHY+z7y1Hogf0t2O0//7z89q18eUWztjkC57xfdulb3efthrEXadgwoGLTVNMHPCIbhV1/3erCh87+cOv0SyeKFSeovsM+fA1hncg13eREnl3+/OH+orj58rK8c+D4Mcw7r20UMsiFDqJivcuCKrD/EMnpCk6keeZxa4AWpWI59Z8GbaVvp1p+67v+cuaDscYYPPlx36FawKDgmTrR7Mq1ebC8/4dx58ZAW33F62Zz1/tV7gv4EXoXTfppje1Mvsu0hhH7rj342oUs16kveQRVuj/tUFMrvFhOEafQ3MOQz3b7hp3Gzz+5yzRKRFenCZCb/XA8iGttpwAvt8TxlpcWfsPE06uabeErtK2uwUildavFApF7kMncrg17M/R6pwpb70FlCsEnWgA9IVHm5AdZueYbUXHbdfwzHOozydgh5jHCXn9+wAArxougCQjBLkgDyQQOOSrKbQ/VEWrLh2kw6Taaf5MeWXXs/Mkhe67jQKBJQ2OrpiYQEBoUPXzsYbh2RXX+9rYan9ydf4Iw4/Xeu4XbH+xhxv48d0/6wSUQbuHXFkKYziQZxNRF3CCBv+60tnuzUkptX+/hralMzZhQ6faCFJAx/lUBZ5EXqy8CAWO/Y7XMByVuUFYNcETQas0yjCPFe9VYv1Z/P7eA8n7/nZ9xTPhZ8JW+/04stSuodfnjfdwPQ6uBTq/s09VuoPBt13NK0FPPt5g0kGYP1vXxAaUz8HG3PV5Pq6LGH4L/Tfb/+dr7ldoL0JvaOuHE8oHEfuNBT4WAKBdn41uG/eA7TagpoQ6CeIWmNz11qjiBrfUyFNbBnH0cjzwTYHfK2zyT2gFJh2eGNmbAHocWgTrfpnmrcI4vLBTmGmMrHl1WLiAejb6IKg3C+uHKRO9oh4QLNF1nSLi/Yr4uCNshdvbDYPxZkEs3yZaPJ/kitDK0gQgV2q3IszzKW4pVyB0mj6+viAf3OnOYNMyS3eii92zCwL0kAUNz0IWnEquHV4G7N3Zgh1s8bwKWTA/nUNSgCsX5qNxWWvsV2hAiSakCmuToYICywg6Y+5R0scHC1kTz3EIFBFlil2IFbWE0yQakSJuypULVVEmAZ4BzYT06kLMWB0i8pCFmYHQKRp1fFbIbmExi5d/UdSDtow0ZFEqwlJQt4DdYvPqBMwfcuyvrwSiCdttF3okPjBoO+TYiCX7nYAhHMA0CbZbI14EQdh5DU/AELcZ62tmJVk/nBpTlWxOF5Y9fKDVqgsKLYMADoM/WKhUXRFZGiSunKfRBN5IKIvXQqtG5msFALHsTL54u88OlcxfsfjJ7ZUxTS1OLx+Zt7QcFcvnaBmgciZL02ODyQgXpEdBuvC606O2cR4yMD84VNxLDhVLUr3fEsKU5krgszgM2lKVHZjlpiYKbq5L+iwkwQR/1PY73C8WyoEW+1gtjMmTbUDQMix5C0VRTkZwE875fCTxpSxomZR8DSwHYD9axiv/2USCoSiZxuXw1aTei9AbGlNa0cHsxRndxzHSnz0HIcDBx8wXRgF3nx7z9nZIRrufzuP01HwSMmD8npevWEyf15sd43AApjVav36Al+ugppcQD1MLeNYk3SdkFmpZSAiIJ0srNAcUTSjH1CZ3OSaUY8+y0hbrIb9gg24mhlw4nd77xH1+QPeh+Xka0ILEt7vQgpghQPUYxTxgFQHU5EN/TwCMFWZafaQAc2HZ/CUy1B+LVGRc6JXFySh8P4wjGieOYHs99Xs3haT5oIZJDaBl3O9QtjSf75hwWrIHsDsU1q8nRwYi0Xc69LsAUlMjOXiy7TopgpivI3LxcqFWZm2xZDqR0Qc1Rct9QtHyNlrsWwvYXnhcCGqsvOv3p8O4bNr2s/H+PqhvJMoM3dzQjqu4Sh2sQ6fHR963WqaO2tKQ9femC6F2jxHtO67vUyf74n67gl4HMfDHdVZ4FiQIsN2yyGpKVLTywWJzNdi4YlD6+ip21q2Nx86MtcTkQbHfiglMtPSDkoFsCbj3uwINoYUzeT3K/ZaCYX0tzApz6ApBvqvYH1jRQSe6EXR256GNxbk2f6VUARJjNKUAcbHMPEMasrrai52sAK3YeFXrn0h9tyyC/RTae9pvYO9JsO2hKaiiQLxL2G8C0//NHG/50P3LZelrYPvucXqw31N7MRVNWfl+7UXoDW2+r0Zxl5Zfc3oocNIDAIRVAQSkp2rZVDhQwiIIm5Wzr9S+gxkzTk9uCwS4T8zJ7bBEAPcHS75b0SEB0rn7Qht2RXrYLQVUZT7HFBDOO+ohddLFuhmsGVBvFtQoWL79CCe+aLjF9OmZoQk7E1aX04yyzITwbIASauAK33wXBtd1FldfYBqMqaCF4jscTqzUwUMGEnTIvcnfiJaGzBP5+mLrF40bTLDaQl7Qcm+O/pGx0vRYZcH9Bq7ccGHSlnMVYEaWw/cuzVqTLaPczLRq19yrWHiZqAu36TRUefa6aVNoll8455ahxdOQhcsOXSaWklJFPUytIKzoGLIQUU8TUBU6B4T9aDGfIGFkl4ZS6O7WE2x7H3ee/BjBKPQZrUo34N8Zx4dCy4F5G4HlTTHLK2C+Z4bwBj1WtByQ05Oiph6yMD1xnMwPxALLLqhJWd3E4tLiplg+2bHdcoGe3zJkIx6CjatERVDkGkIzTUOyGNwuTYi2MenuAh+qAw3/ee5NUeHnMlwjkMUq1ccpGpTo2YBa+jyHHHdtsYOdlCaIZ8botmtrv7fn8PO7vsvr/+9A0QPsJ9nnh3RmZrGxkgnd+thhaIWg2L7GQtY+LkrmGPME3d6PqjZ+dssuY2tjKCRPsQoKbziY1EqPhcdlm58b533YDGnb0WDosHsFit4NnricoWVo9/j92ovQG9r8ZkWZGYzMwGfF9Ja9XA6xhSxomjA9ZuTCkIX4tGN/NWN6ijZZOLDihUIqWrkaDiS0hSjsilwGxmACoRELcm912eBCrzvDpydFfNy5EHqWlEuGPF0Qz8JgcQB6uQAxQqYJQWjhSa3AJ59DDgvCdmLqsrwxoFwEsSjiMSFeMqCpEVnIMGX6LP+ehbR1LuTR7lVaHJ/kShijZemwOD2Lf5weuZiVmYtc2BX5yCTW3pxY5EKvzCwBFHa1eCjrH2cAaodY4qrNoov7EJweYcHp2gSlVF7XfUEtcB3064bKkAFaS9135ynFJAohZ98eCHUqwPPcYvVjFP16MaKmgJAti0sM5oupUDCEwZUQWvJUCNKZwkmqBaevTDWWntAYjNMjg9PjhfAZSzMZyy4zkJ0MWg9Q7qnwtqeE+Bha0H6dgLBVoLJOYnoq5ovrVq3uXDDjhfF8HrIwnd8fspCeynVygvU9IQvVEIpLD1aOF2mLu7sNwkoYZfR/N2t88GdqANQW21q1CX0qmLTCmLLN4GpQ6E+PdAymp2qMTQr1dGZ5sek+AwHYXjF8KV0q0qOlGpx9RAvmB8V6lu6Hc4E1+vS1bx99ss5+biEno/VsQkoULdGAKJCFSasBID0K8srgdI08Lt9wf8iCfImI59DYnojM3wpQeUtnsRhGQWNhJ7LO04VKzX4TMT1W5EOgopnQy3YFCv7pswvqdKSyswrSk2B+qJieoiVQGH4DwHJfkW+6OUeEifGf80NFfBzQoS9pL0JvaOWY6Jdzmm9gHj8AqIutuJVQQ1kIcwAAZEJdQouXkWrhCeomNydnWdB8Cc1xbya8Cz2p1KbctG9+EicQ2LYyyeCHADxRsbMwJQZO/jIZUzN0XABg+EKz1pT+lhTbMb0Mz3uILPY7Tli5nnTd+mq/5RphOwaNyFIth6MHrIYkVjutmXXXFRTQ/ashoUN2QZoV14WevcPZLMaoCKlnZPFgYBd6/t3vUTS0osDiQelWYcHj6lp/GaEHuZrFrvTDORQj6Ky6XEnisa4LmRZ2yJUhKJXbYNt5ATsPoEWeSbMvMyCRAcl1YT/XWVB2NNp7Wfg5zowDK4tBgxNQZ23jthwUxRbGspg/5VBQ92DUc4OeIgWkU/TLMlgFgAUno9HRa/MlWgHRTSx3p11rDi2PJ0CFoiZeo84RoVRTisz3ONEqlwKDN6XDm4oG0zWrvw0kuRJ6nnJN54oahESU4vPRUrXNigZXB23KlNPpx0wyjX3qyRXUfaO8P68IQp8Vny/sXdhxzD2bK1fj0efTF28fd5XF0sqpMGTBFYEM6EShjQCUqqgzsw1pUshcUZcKnfuFvZKMztoS53tIlQosZKSHb9TU/0M4BjxNm6dYq6eJ795y7xaLO8wHuofKIs1NUZYeiO8tRCJyGYKwB0v8/f3bi9AbWj4ym4YUmug1CeoSWsCtWHLhYJXDAS6q+RR7wOgYp2cDovu/0KE1oMWmiPnqGnQ5D8eiC70W46fE/C8/eKJVmWtLhSZfPzJ42VJlecVziCAfI2Pmwi3CdqLAi4L8wZGprcyCyzcJ6+uIuKU2Ud1qcAHkCwetroiwT80v58V23XeXD6Frs82nR//UfrLF1DX11BMbe1OmuGzPXmegWGxOmXv/tEwPilZaiGQXu6/oVjUnHX0xHT715NXe5wCwfnSEw5thqyhH4s5xG6pw2PHBtnnh3e7vuvb1hX1q9+BEp3QmZBgyzYEyh+4XNSao+4hceDhxKkj3yTFQ3BZlIyqUWaCpNr+Qtjg+tcXISA7mE+RYpb9Q3KeXelyehxu0+DNTnHyR7y+u980VjOfhGc7yHPyAUDCZgY0XTYIqDJHwiibu06uWP5SJu7Wdr5P2sfjMCrqy9CZabZgIr7YsLYF9WbMy/mwQettdoMJgAfn5SOJI2L0MDjMUba8sqH81C8nGpsLHKv/vNzYfDuZntQT0+WTj/jZjl8RrmxWn0Ugqs2J7HZBPpvTY+9bbjP12ark9GQ9aUYtD6mLxlzZHo/n0EvkMYaooSYFkUnLIU4pUSZLzbDWu406KagrXdhN6GaUTx205CvYj55vHKW4fTNhumcDfhWgjtQVthD4fs+7va4okRxdUSALyShvfr70IvaGxWnoFhIzMRhWGtkkdzwVFYTkXpVHVQ1XWZzsRmiyLaTQOA4Cal1t6YbOEyZZmiM5tuw/1xK06DHRt2Ldoh0fDznp48WFltYSnHeVuYWoxtcBzD0uoBxRNmD49t9yZ+YMjpm+/Qf7GKyaiPm+o82vUlMy6EluntGtsAz7vwr6lF1JcLfCl5U20Z3N6ch0WZIGlUCKmnw+COCYQdtKHwUx1ofCN+0DOCO6v4ztpC3zURpFnf3XSTDmyM/2ccgQ8tIBJkQWHbz8yBVsAZM2od4cWiM6QBYeQFFg3hozMRkaJkZZa0ca0RQXClhvLU6dIq+3hDD0sZukp9MiE3wz7YNJpL1FUTzOQK+ppagzOclDIsaAKUDI7u1oyhHwSlFNtfppypIXvAcp5D9x2KMibWdEb2XDzIeOSAwASMwIE0/2OfEqIiyCsFWEOHRlwQk4VxEshAzaJ+Q3VKhRkg5wD6sQ5V2eOrbhWTG9XpK8lVh0weBNKaLwsEfWmAElRAq00VXDBU7Mmjxla3OS/FsLq34OytBCANBeUElD3QGswKkKsqJiuSgtJUJQltXFcJyqfZSF0XCfBdO4oAn1RFJomCzkm7fNoRUIs5ZiFWuQj94VDQS2CAuacjDPXgnqgdVZmlohqVp0A8ZhRlonW2oFklHiTUQI1lFIFy82G9Rxp6WlAOGXUKtAsuL254GEPiDN5ASFWbFZyKp4yymMiMSaYVg8AM5MY5I2K6H7LNSAbE36/MegZ6GjXd60e4amvj/nIfqgH1mxsyNahsznbeu1ZXhKszNiL0PvPaGpsotAG7fyWRJYyG8w5CbZb4tV1pg8ibsSa57dMukpzXKy0kLQisk7FbxReKy0kGUDo4Q7To5ppLwORRa6ILPMbxfR24wKfAvIHR1ZAV0V6e2kLJKZOdwpbJoS7JMS8kRW2RAq8S4bO3Dd9dsHtzsKmdaY653F3Y+JoUUU5JIY2eGkh93E5LKiwQGY7r7rVVKhEbkfT7ij4mUzanOsNLjOGnrHomk8vK/Liws0W3OAWB7pP73lpIRNsnqxWLb4w7N3vAPDz/sGhLUyyV5RDtEKnc6swUaMnnD62Zx0rx/d0YwCqIu61nUNGqUJuWVoobJaUd+6+U8/o75/L0YrILgHTPQVK3gRbSoiXgPktkxR7DbflM8X+OmJ6Y9R3EUs4TuVs+VwQimCThPktF7flMwAacHmYIQ9Mgk22KLB9OKNOgv0mIG6R72+0zI3RvH2QWihJPoKppBaBhgn7DWGtGoH9loVEq8X1xXXBdkMLYL+bIFVRDhS86UGgqxU/vRBCa0gI6FdiuaGuIF759DjNm9BXAbJVnYjmG/V8rdPac8PyuYDT96wG5ZmK0HZLePfwWUFNgsOnmxHhpqbYrR9GxDMaozsYWSpeBPMbNMJVWYzgktGKyD7GA+ZHLwnF0kI1AvtDQJkDbv9nMiTzKTRLb70ccfq2YHsViUwoUNaAuFIRSI8B6+GI6Q0JSHEVbMuM9MC+vP/4BuEhIc/kKOSgSG+4/uU6Y34QaOC5AkepAsIuWD4VHD8rmB8E01NF3IggTfcsDdTCrYBWhmk/E95ePxAcP63YX9Gyn96iuXz2IljeVuSb7q9l7UWSWKZHRXzsLpEvay9Cb2hhV4QzMRAnUgT77/FycS1GIKB2GCxlUrxU1BQthgzdLB/8Cp4Q1n16QSzmbAjUpbbqMUxNXqGFKwwQX03MwSjK1E0eSK9TZImaWiHnlZlWpgTPDSl7BfYMSRyQ4bxD5wQ57xAA5W7B/npCWeN1fJlIt0YtjVQ5BsRLfH89PXDRKbOROAB49vuwkRiUj6Hj/TzbQhKeWXoDkaVOaMmK6Sew/rQ+cgZhS0PWLE2ufi0N1Nyv45p7LWbp+Tv0EkqCxpD12EStfEGh9ITTqL1yeks4DfBYeyzZKoLBTkF5vWhsWxd63oei7p+SFrMnmZUZdEeP84za/jwVVMvFOElL0uwpnkJymNC32bmpKxaaFGLXdMaiFGbPlxIQF0VcLW+mdDifvi9jOJuvrkxUVKSStdcqZkQmlWaQO+Pe4jkjXSZLOF1MwbLRkSLKbHBmtcrmCoM3DSo/KCFhwZWld8XeDBgqp/P3xUkTkYqQ1EA/6QBv7kcKgsng9O1GrOgxLdq4JagI1jsuzmnVVm3F80lCO3s23xiCaBZSmqjcbne2/9V7QhYisN3xPW+vWDU9H9HKIJW7gv0hmf/T+mdWaHXoWmmZOUyZ2X86KZAF4VCga2ShXhjs7fwFq1pfoymjgwLh8XZlFuxHLlb7CQiZYRVx7YqeJx4oBx7rBD83DJzj8DyJgUPq/g6rhZlxrL9Yev9ZLW5UB+OZdcQaa2rjAhTWgiRiPjPzJwShj2dhEGUtsMniQde8dl1cK2KeOw1AOdI3wdREnl1BWp5OAHBCTMt3p9TsyyECuyCshVDYceJkXiLU6+sNrTrLs3YShmQlpLkkMtifLtg/OmF9FZHW0PxcLvRaflCDN/MhIM2KuMkVvBkMYpOqyEtPIeXwZti5YT8JGskHhELywfxdvth4GIgrBYtAhXCvZ6mHoOXj7EKPAlPNf9J9ejAIidfxBanF6QmgGYCSretWs6x7Y2qG8958d+xcIKx7z70J9JCF6oxRHh8umXCnAGq5JcPjCujcgvaDKyeBVrWKGNnFtKVq8XmzAp53ca5QFRSjwheDu5iBX5GPAMDPxazhOnUii07K6yjHMRfhgt2eh3R9RXraUWpCPAZWGHHYyoS1GvTsiqFG5mGMG8dbOhf6lsUExVoY7xmksaHjdkD0sV06SatOCfVYCW8CnWxhgdQ1BeixAEXegTfVXAWtWW7JMBcGtRu8iUhhX/wYPyUo8imacknLar/jXI27CfY1QkP36ckbNOILgG6V2pzejRRSN1rddfLK6XSFxLsdRRKYzJ1Cr0ZFvmMygu1NQj4pq41bLs34asN+T1JKNXhTThnVlnvJAemQuX5EMAThmFHLBNmAw3HD0yUiLES5QlCUC8dAOLJQcp21hXYAgM4VJQrKifPX4c39lkJ8v2V4EFTaGCkLLfx8Y8rppCa80eJKmx9/Yj7Sq3hHcTdJzyn7VdqL0BtaOQQ8/aYJ+60w0HtVnD4pjXABcHHcXgmWN9pgtumh4PJhxPKJYnrr1g0nOem4vL4nUYUapFW6f0xda8msAccErdLj3YSwiFOzD58plo/PQK0oNwv2D4+seL4XxI/vKdTmCXpzbM8X71cGnp9mRLtuvkmo82tMn11o4X10wvI/fYL5lxITU88cSbJn+rCM4SmZlokeF8hlA6wkEZ3miccP31sh1lJJv7f9649+HftdauzUsJOg0QK2x+2WfaXMtCKkKOrSrTkvbsq+FlugK/LRhE1WC4q3SfdW2Ne2IE1P/A5wQUrniu313IRb2GcSTPYKuWFNPNbYozXcyC0DqxPg/XtAOdmLifClVYMPRbF9uBgUXo2kEjoUav7AsFlJniWY3zJgfsO6jfkIqEyIGzB/Lpge6B/RCBy/q9hvAw6fEA6SElhDb+EYO3xCRuWKiPkz9sXxu4rLDwgeP5wR75nY+um1ERTkhBoF+y2QDzP2m05EcuWkHAVlXhpBYb8VbPcWlHxJyCe0IPSaFuw35nfNEcfbOzz8UES+AeJ6RChqjF7B/EaAz61y+gWtaLNr/3Gz8CKj0jdmsS2Q7XswS1eAOk2teLTH6QH0QXn2EoCL7Ov/MSOdc6u+km8mlEPA/DmhuvTZEyCC07dvILli+2DG4w8lzG+0CQJRElXCBrz+/ypC4djJi2A6szL7dkfhef/5EenR6mdW4PB5QY3A+orZgl79wo79JmI/9fyll6+dcPq24vwNFyiC+jZy/QgMWVjlgMWgbCmAfnfBZJT/83+6w/QkqFOiZRkUs0GH+bxguh+q1asp8RIQN8Hhe4rbX2L8cFgLtg+dmCU4fGJhVGblp4cN6TEh3yTkU8D2KuL2lzL2WxLoDh9T8IWs2F4LDp9XEmOcX7Mpaw2urGR//7VBofmS9iL0hra+jrh8xMlMyFIQCif8fus+KWB7xQlbZsY91Rhx+XrA9KCN2ThWh/b/ATDYpPsaggUKqzHGQkYj0NB5j05eyYPiatRfTBPyTcL+KhEGupkRH1bUI8sD+eIqlXF95RhQlhnxyPi79XVETQm3e8X+esL6KmL+pQR892NojCbMAtRpcEJLQ6sCWoG3kYhRSqRQVWUaNE/DFSPw8MjrgJYNTFMGgPCtD5uAcujCLSOMeQv9sV14Onzl/ev7w/jf4BBnAg4lTXzx8eTOowEgqiiWRHy7ZXVyMv+ikVxig1vi3v2Koei1RQs0gewVEBwmJLnDGa4WggILpq+9UkEyn6QfV83i9+ww/htja0Hbal3of0OgdTADFuN2cecXeqCv/UQ+CdYPaT2KQbX7DRew/RZd6JmiUhdtlbI1APnGYWtLueUkBQE0Bgptf64YsH6NpLD0FCwNWdf6WzHUFR02lGEbuvD1BdLjOFs6vWgCTvyd9H7w8Aufi6O/UnJF+pwJC2QvCOedSuSZMbPYWS1j/h6Abcf69Y+wv2KAer5xJU6xveKYOH5SkB4zwl5Ql9hib6cPDlCh4jA9VhaLrcDyyQWaAqbHGeUQcPxPD5juFiqv5n8Me8TNd7KlcOOzeHxjY0mv0uaOjy1hWC6PzUCAB89Lc+8Eqzkog88dIq1GIAvkKtI9HZfpsZigBdKjVX6ZAsKaUY4T+/MxY7+ZuxB1Vw8clZHGeK2TrZdiwhPaEYav5tJ7EXpjC5naV1zBgbLSzydVUDY0hlrcSGCBUstmFgHuex6PJrjedpWoVa/RFj/fkyI3RhyeHWMTlbFitF7CZjkw9wJ5WulCqwrJsbPftmIZZNQCz4G4kaUZ14KyEtKUdSPe//gEmWcABZozg9wjgBr4vVZISgyE3zML0KpClgW6kd0oIsBIcigFgggt5s2v2quk27O4EGzlYUKv+ABgUCbUkvtapnvKZx4TTDBWtDpd9Em1mcpj/ToA6pAt3y1xCqH+u75A+IIahwwco6XZ4xntXQ1/rhC1sA739aALPf/NuPJHnZ0ajOzR/FzaM+Y8D2geKfrv/AFX5zl09jwGjImcvb4kfWZxNQt1BsfdNmQWcQtLjMhlikzYpGW7iStaGArAORcSdaiQfd7ZOatZ/HQRIZ/s1owQpm5YD8qMQ+PNB+6PIw1wuDoOoi0sqV0TaN/HCTim13PSFlxBA4hggAuypNj6LWS0TEuapFVPr4nEJAQgHyKZwUFQrNJEWWAZdogm1CUZAcmIQEtCXWKPdwtosXLeHOWV4bsrfRyrwzPq8HmEEcdxce01aeNJx2sYI7pdYwxlAbg2GBmOc6BXqXCjwENdWr3NZo3bvdW+P2S9vscvaV9RNv5v0372Z38Wv+t3/S7c3d3hG9/4Bn7iJ34C//7f//urY1QVf+Ev/AV861vfwvF4xO///b8f/+7f/burY9Z1xZ/9s38WH330EW5ubvBH/+gfxX/6T//pV3w/ZRHzy2nzz/XKxPSNtEDeRdq2bNsdkhxrSjkpxWP4uN/39e0MFJbhmO4ULrP0OlPtHMaD6RThpVmItSfoMnMyHBPKIdLiW+w4K3bp29q152HizBNQCmSeodvWqqkDaJackzSw7bTmjqzXJzMTXsthgcQAORFe1VIphKPhUJa6S1OwZLG8L69EnZcw9G1AOYQ20fMiqIvYNtu/SHs/+cC+9eOy1fXKBxJnyoG/mf3cOSAvoX9f+jsdS+T0Chu+jZaXW1/VKoi3RALBz+nHX32Ofb/nXW3b/bhwfWy/ftd82ziywO3i43D2z+O+Ph653cbZZMHM0/WYZG21ZwHsXrR09jmB9ldntOPyoW/neR5kPPx2C0R+35/a/JN2jBNxxj7zPvFwmt6Pfbu2d2R/A929nfPsf7ve8FeWaJUuImCluEjksO3HhfOnArCg+tYXB7V+IB2fSQIU8VwQ1kJ/5lqonGaS6ahUU7nwgtVhLdy3W/aaS7FUXPzzcCaPv3TiT538j89XfEwsQ7zmbKnjpuv+LDOvUy1H5/U44XW1XcOKHc8ev+zJwq0klZeOWiLXrMT5x/EQbDz3EIXqY3npY60u47ixMTJ9Nan3qyr0/tk/+2f4M3/mz+Bf/at/hZ/7uZ9Dzhk//uM/jsfHx3bMX/7Lfxl/5a/8Ffy1v/bX8K//9b/GD/7gD+IP/sE/iPv7+3bMT/3UT+Ef/aN/hH/wD/4B/sW/+Bd4eHjAH/kjfwTFILWv2no5HUHLkDBo6L2MyaBJj5rJqKm0z9pgk/ZncGMow3W/8E+Hv2f3A6CX2CGWJe2v32erGA4MlsBw3HCdDlnY0HAhNTa/1mjFVcVVcl/7rK4B27HqmUq8JJI+7y9cWVr0tVz3QRg0vnZeGc8d+/qZlVWeXWfo31CG64w5F3+FTd2K8PZFn4fj39FSW+qrZ9d6tt8hcPg9+zgs1+PuqnRN6d/xrN+f125739hsFqRve25Fjsfr9Xkj3D9+fn7t53Pqi44ff/+de3zftZ8/y3vuc5zrY5+0viqKVruy/T7nH0uf69V87P0hz37f3nGUZmly7Ixm2WiR9nff6jM+D/IfjutjXuwe5Nk7lrb/eX9c9Yv6MfKeZ3jfs2lbD9rcbWulMm513Ofb29ro1xvWhjZX3z9Oue3XgE/vn/yTf3L1/W//7b+Nb3zjG/j5n/95/L7f9/ugqvirf/Wv4md+5mfw3//3/z0A4O/8nb+Db37zm/j7f//v40/9qT+FN2/e4G/9rb+Fv/t3/y7+wB/4AwCAv/f3/h5++Id/GP/0n/5T/KE/9Ie+8v144l5fFJq/TfuC0iZOJgzRzrG/4Md4Ilfp51YlE+r5pGxwWbSF3sgWJF6gDWLHsnmvaqw+dBjUBhJqZcqqUjl4svYJ6gPQtkkBRK4Hn+wZqpUQpi++6wpJiQHXQIM3YdaglNIhzwOgRnyRdTUrrwLFzkup+fiCZZORSo1SMpqvxxNyO7THG7G+cjhD+EzeX8PbhLNTHfoQr3rv11G04OH/P3v/FnPbltWFo7/Weh9jzu9ba9dmV+Gpoo7gH2PxQAqDoJJTIYGE2wP+vfDAA8REwwlEblYogiG+lAkWxgfLUEaMBsVICImGqMQbGCLEcB5IKSJGOTmkFBS2hdZl77W+OecYo/d2HtqltzG/b+1au8SIZo3k++ac4z766L2326/9mrPChOvRktlbeYOBdCWonAYq3IvP2O/NLD7xPCj4ZPRXNhCGk0m7YsDwfky7/s0bFKpe0v4bJVewjQMnJjYSZ7Z9nMyZmua4EV3db6PhhsK4x/zducevY420+1PlsJsLOI5Nx1FDqO9Z0HsMEMC9mB4AwNG+7Zq8elyLaP/+aLPx1QFsDTQVCyMYNdyqE4ZYfmy8D5sf4HU3nfQb1kaWbgTLydR7Hnm9+iwUHgRfF7UZ3TXL4zvZOyWx+FwDyOJvZPObu6O9HRmEnlyIQeemQE70PtprtMsQePqcojR6IiCDe+uco41LpNy8Oj9JEJ2rC1h2fbTb+ajRrh2JRrt6/q33r0+1/C+19K6XT37ykwCAt771rQCAj3zkI3j11Vfx1V/91bHP4XDAl33Zl+Hnfu7nAAAf/vCHsa7rbp93vvOdePe73x37XC+XywWvvfba7g/A6Eg5JpA0qB2M3mmkrjWxnUY2Jqu8bz6P75ePcy1up/HhgevkhYAAZFjRUYmBBCBrhoSxLo4zy4sIXnsPpcCLz1L1CLjFMLzyOqAuS/+bJoAYVIz/sxSz8uw8pez2Dw2X0/MmbTe01/ycqW3zcf7udpbW9bukvVadr5X7ANI+1+9w/84f3m93H/GdHtxn935xte76mewc19p/ft6Hznkdp7nuV9fX3luqEvd+fd/XffSh8fDs9tjvdy8e98D3fJ17S97/WctDbXO13GuzZ12T7p9AvDBzOub+s8q4z7CQ3SqU8DLlP1UmJPbdWdvZS5P/HrpnPNDGb/iMD7RL3na1bn/uq41v9PuBd/9QH3+wL+Tjn2P5bSP0RATf9V3fhS/90i/Fu9/9bgDAq6++CgB4+9vfvtv37W9/e2x79dVXMc8zXnnllWfuc718//d/P15++eX4++zP/mwAGIVIqwx/f44P5FhA/KaIE+wnHro/qIH9C7ye0HG1P439HpxInNWfhwYYsYX4I4W8V1JfummHvm7EpChiHlKLCS6N3ZGjMCfnUrJtEZ8jjePZ304o1hqCL87DBJqqHn9Pc7W28+/52Xiv6e7ag/ffPa6WtV9PVfBrXAvX/THp+iluN+J1iIrhfRd7u/rj1K/s2J7OO94H2TY/Z34vI6537z6uBNZOqCQr4aEJ5d4k4hXCH2hT56WMsZFjXznuZft1q80XMciruFocnxOQfftu31RpvdwfLw9NdM8LaLheHnYjX+3jCpHPnC6sssKYEMZx3/F8g6wZhioOKzG8Ld0s3K6oSHe7Nxgp+fhNrallZV4MBWvpta+fS1zgXj3bbuzkeepZAu96XqP9Pg8qTiGEKV3XxnLun/4bwOi7I2EduU/v/p5T4uG3EXrz27/92/GLv/iL+Jf/8l/e20ZXGoKI3Ft3vbzRPt/7vd+L7/qu74rfr732Gj77sz87SlW4S8BdEGLfAQT02+mseBvB43oZpX/Qh2uyXGwyYQBI8F/P01oltnk9qqixl+pHKbJPz19W0wjNXyO07+gIV2fSAoMKbOzrzCOj4QCvEIDOwKyAE4IdT6zuzFKU5aVW4HIBtg2ybrqeRN2XZYoSR/D0h971GCagao24clZWG3f9ivpjDLWnWrGzgXjMtZy7fTe6LkdvVm1zJyIuZ2Wqgbk33b3bTZiUc4OWuNF9/F6EBHwRyA1iW5QLMsRZDEQfhD0PvjTp+H5Xv0Vs4Itc7Tfg17uBnScGUdd2uWj/kqroSEU86noXRvWikHmvR6YIZfcNI/bfIyytDtzCyhNrvKUwlz7Bx4eud6/gcC2OGmzKe7qv1dc9PYD0PO4uy26yviImcTHiA79/kD2H9RMXQnzxsaBtFkwuNM7t90QdMQHv3KoGnecV4f6LMbh2rXloYQA4c87agGXV/FWP9wEGMCHwxe7NlBpe1IWurlCGOIFBZXjh56zUaL+SUIJi8i8lgCJRhcX6SVlgqHNriw70RrZekefUAWn2vhYbc0Wpyfwd+bmEAFns3hdEbqS3JS+6X1m13iQA8Fy0EkwT0GW191+Uf3YqSqrRC+pZKcsU1FP1PBcbh6uVHrqItuNq738V66cO8sFzLb8thN53fMd34B/+w3+In/3Zn8Xv/J2/M9a/4x3vAKDW3Gd91mfF+o9+9KNh/b3jHe/Asiz4+Mc/vrP2PvrRj+I973nPg9c7HA44HB6oQ0EY8ZiOvVLk37PLwfd1ImSznABDvtmAckHlCKlRDZ12mkwmpQ0aqXx7QmFRepUHj9Oxx+hcazR/uQM30DSvKMAMHucTn1hGPJG2poNw2+CFJ3PKAhVlfEFroCPgVQAAaEpCKap0OLJT+h7k0hrEYmtSeKAVK/b17rLFAQQVkyPCYCTXTnXmCeze1sRkiDGbMAkaVwQC8UrNtpO1+TbymbiMYrYOalB+UCOpFqvP5/2mIaiefHIlAcjKrjgsmzdg0IulOCNUmVFXlj6Hn19Y76WLCjyNXzjpOQWq0dvEkXU7xKITHTtN2TTWx76Wk6joYCjqr+6FtgurGA+7Pnq1je7vc52u4+Mo4qH9/r5+zV4A8gokPY0nVwoEWhLJhZ7fKw3Bqg07lD2ZFANBrAIvYoFk+yTLxb0p6oIU5au1yZukKpDFLD4pbGNboo+71QyCWbkjtODhCCqD8zOQu1WAZpaReQZ6gQoUQngL4hjeV32RisjD6xvQJ0tBsXvpkxGz16Ewem4pSA2BUCYtRy8UM1cgxPpS4UG67ry7FWldQXfrrDB6ZXgJqj5zIGpVaSN0eDkps/i974h72YyM/wHM3UPL/1L3pojg27/92/HjP/7j+Omf/ml87ud+7m77537u5+Id73gHfuqnfirWLcuCn/mZnwmB9sVf/MWYpmm3z2/8xm/gl37pl54p9J55Pw9p75xcNMkdGQLLtoPH5JG5D/sEhYNP1uHq/cnGNfKYiPJn2q+l83s+2O4NktcLe4Z/x7VcH3gYHTdq5kVjKPhENsu/6wZG6aIWHkwQthbuTIoYoLoyRURV8S5hzcTSGrCuAHtaR0qnsO/aDvaXUz1iPcf6XjG++5+dw/eP6+Q0kHns0/K17Ng9GjS5lR5A014jd/dI0fsoVW6CHdJ0t32P/I1zxTFmsSY+zR2X5pT7DRmsnEZfu+p/qpBJwNT9D1O3Uj3ujnUh7GNkWB3Zleruu+Eqlv3YivVpDNHV2EvrYn1KMdiNo+RqdddwhtyPSRS7SXVA7tOxOZUhKwUValWVAlQGaomUoQgnFGUtkhB82Lly/T3F/TDtxh49MHZ3sb80jnUcyd7Dg9G23ZUW41aNZ03t588n1YR/lThm155TbkOJ/eW6/VxQTazpCJamoONJU6r65O2mKVd9LiMlK/fRaPcResn9euxjY/s5Tbj/pZbet33bt+FHf/RH8Q/+wT/ASy+9FDG4l19+GTc3NyAivPe978UHPvABvOtd78K73vUufOADH8Dt7S2+4Ru+Ifb9pm/6Jrzvfe/D2972Nrz1rW/Fd3/3d+MLvuALAs35vIvnzmn+DACxfKSqOXne8doR6GfNNaLuxyDY02MhmBYno8NS+rzyvt7zhftEQqkqdQhdRLkaFxSaQ0RAn9FuJrRjMbb+MWE7DdpGCgl2AdOOFe1G8+Tk5gC8VkbiORMwp5oetYKOALWqQvCg+XlSN1BrEcujLqDDrEqzV1JPMT1N7jV3TbeKAxiWjX9H+PQp2iWzNwAUbkKfdHshEKWYimui1uh50t6j5NyNpMe5IAzgAPJkQCis+YBq6VG41DIK8B4ji8Wq2DRybgiOU7VOhsfA+6UiWEc8kDqC4WQXe3moj9F+3f34MN3b7xpko0VBLa/rqPt5vpTnCQIIV2OfBW2lEFqeMxjnOwC9qOtauUHt2Zvly86aD9aObOvGOwursCNZ4HZ9GeuzcMipDd5Q8bvvz+Wu9WC0SefxMldx3tUQnB5KmaqiOlsDrduVkjsEv9c/LEsHn5vysQJa3mvrKFbVpZ4n1LO66XkTlDvlfK2nAmoMPi+QQ0Epo/pAPbO6/9MSqFrvF25W5wb1bUbUHm1E+/M8ZOVnxHKEAwhw4m/3ZpCoAkxN0G85KsO4yza8PiwQ5p0h0sswNIZF6woS4X8Lwukf/MEfBAB8+Zd/+W793/pbfwt/4k/8CQDA93zP9+B0OuFbv/Vb8fGPfxxf8iVfgp/8yZ/ESy+9FPt/8IMfRK0VX//1X4/T6YSv+IqvwA//8A+jPJRj9gZLPQnaGSY4gHoGpjtn8PbZQAd4OWmMqZ4E013HdseoZ8RkRV3M96wxP8A7wz5lQVhdWj7ZerkM5SUc5wBsvVEnlYu6K7Ep2XVZGeWstcf4pM5tEqAn9yavmsQKEdRzs2cs6BPAS0M5F9RZQOdF+7O7J4ERx2PSGJ67NA8H4HKBrAukdQOrdIvpFbUGAXg1T1k3ZXmx33xpyqPZteM7i4PXuPNJ2ZlaALXo6p1anVEFog1+TnVLqWCod12VBncB+1zAqiGWUzftHaDOcS8QVvb/xyXaP1xmVlfOUz7cXek0Yb6vvwOdEQjDAtR1Ctu3c6w+OcA0d33WSC9gmziE1J3TAFi8qJytHy0EvujviOkV2KSpNSKdcaicxzXqWdAuBD6PMlj1rDE9LAy+aD+vdyqc6skVCx0HveQ4tbeR3gfgkxOhnmwfUw7ZxlS9099eoLicRUsfkZ5fLduRmO8ckl5qy+Pffu5wa167N1NMryc3GRPt6P/EJnxekRQrnyPaqGjvaTmtg84baN3UpS8CuT3qM587yqmg3ml/cwu2nrRNeiG0G41xt0PR6y6bVjEvSqDAq/bN3oByM0EqB4lCv52VT/fA6Ad1j6oSwhp7u6hCJv6Our5jrQHowkldsHyB1lwsTiBvcXSS6BdSNb7m7DLaR712oPetBl42oFtMr1kY5bypW38qoGVDOTF40/FXTx3lrOOvngu2s/PgWnX0G8J0EtQTReqW1mYU66uiz/Mcy/9SoXfP5fXAQkR4//vfj/e///3P3Od4POJDH/oQPvShD/0P3U9ZJIK0JPYCF52EPCAM0clFA/42idhxWXvcxSmyWzFv90C67P8ePMe99QJ0tVtUwGpBWWwdWFZwJH+X4ZYLlBjAJ9Ms18liU10L0i6kAqtWHdTzBAXFmAVXWDk23aU5TyrwjH7J0ZmyGfilNT0HVaA3ndAL632WgqAh0xaCkzCTaYMwSzmSquGTk4TiALniLIUd5u5AoznLqDYRpSGjJpofKaqJO72XI+Z4NeFgyooKHxj3qMX87B164VlgXCe/+ABp2Dlz0VsSioGcKcy06ofRkFm8DxYfBAaJtUqhZL2k/hWTfep3DyaNJ6tmbE+gLgMK8KLP3G0c9Es6LoFDnBvTreaoI3cZ7lI/H1d7H13HnAK6aIC6SECsHKAPeUn04uNvh1bF2N/jr/FaHliEHj49YP3O4okgUm+LV9soDDgR+1QibsuLAX42E3omIDTWRmgWa2gHBvUCtaKNtcSJ5y35ux/VZdiMZagfrZDwQT0+wuaxcu/Ds6xbuvrtz5fnpNQe1/vkeUmuz2FoVkpl66PsWJAuMHh1DYMjP1bxCKNvKhjPlT9HrKrCnUMDQWX4HMtvCyDLb5dlBzWXHB+weAagml/sp1qRWPkauggk/I/6F4PHBBUJPaMj6sQ1BJtNZLIfgDuggAfAyWHdBAKrhTUV850zpIkmy3eveSep/A3i2BEMJ0VjtgYyEmnZFMZKwiHgqAukbpp8Dox92ASnEU+TWXvS1AIkJrUK0/N8Sph5Fw3ae9tet8nzvN/ryez6oOvflrCu1luu6TfANt2C6e43ChdcH/cqxd2t0Ar0Yu5L0XMwBkDJBY0DlTzA7y6jSC3B3gVKV/3pofa87nd5/b398346L+3SCIA0DiwGA0CBQu5ysnU5tgYgYjQZ/Re/G/ZpQQ4Mq+r+2gnmJMiRBLy7K0PhJBU0yMdmpeBa6eyjTa6FAuAKlwG+XJEUCYEH6OSNrUV8M6ceZTSvKlY96iO68smrKIjaEbLmAaC1G+GAFSteG3i1+Bg7gXnis71+31fKzXCpp7nlShHaMZ30/Xm8Lf19xLvwNmrDg0NGtipCoNYgdUIwQT3HMhSZcT+fSoF5aHkh9NKSIcLuyx6Bd9PgDSp+nQ8l5lLr5g2LiZAwEJA2+H2wsg1wkoFe7AI4EW0+BwSK6qrjXvMyOrHEH4lAsva/d/MjqhgIgGRdwJNkRYI5Bb3vktGlNXPNtZF/Z9an7kRqIeYOSqT9u+t+AoSwddQh+zrFw0S8qYODtNZzt8gVENa4G0Nioo31sa82ZDSToTd5G+hRRa+RPkYhcEm0R7BJRyjckp0G2bVOlv6y/Hs8eAKoIFJVfP84ByFAKjEpblAIvVmKavVS3IuyyFAgLHuV6Ds7IIIDU/oQXNfbPNbkbRx5eY5o9PGA1PfTn6/PgJa8Lltb2QrLie+7+OQD63oByO6V/BmBQG9qeoM9p1lkcY7kBg0hbkIpxpnfu42ZANj4vQYDSgFqD0tPCoHEPCH2TOSxUjZBH/GnJPj82TpGCAW411Z5XW4fH9tZEMRzuDIiQwHJIB5OzxY5laHIGJemJ9K7peZtPrp6zGmD09Qs4A7sKs9POkdI1UbQduRQthUwwwNk5IaFeG4o7d5VPMc25oznWV4Iveslo8fy4PQXl0EPVx2SOtwbN3g1CQjGhJj8EJoUh8vtWZx2GEKvD/dZ+OId6uzWQGVgqglJRqZ5IRLZ/TkAO97RZ2zfp6rJ5odDDGI6Al5WCCQjvleKxvCY1MKD7kfzrMdmFzaZyzMnpjtIx4R9CA9315G7O01GZ2vZ9gu35gMWdLiC41jf7rHVdA7LaXSB4pZVr64E+cCiISCEAtwgQimmNyahoeyoW7LLsNb8fFnYUB+TTEC1We+/W4I62b3k+LBq8Ps+du3KHOtluC6v9tf7H+9gh/r1STwJiJ27MW27Bs1cC0z/fv03xp7E9WBCIr/r/EwhszKdmFsreXx6TA9jbEkeb26sWX8kv262RjrCakG3GLD3Je9brnzSON/oEKm9ou0tjcgUQlea9vyy9l7yd7vWqMyRxoNbvQLA26SN57zn8t65w73SiY33a+u6j/eZzxftblRtUQIMiPzDoFCc/NqepnPVVwW795yZaMTbMSxS2b+jN1heCL20aP4aArnlA4iR4kmC4DHckR6/Ee/bM17GzlX56Sy5w2+I/DwsK6iyIsvIO5UAW0/sDjpT8Kad0uN9vLFxb4qCV44HdW964jmK5tl58r/xaMpmViGRVmc4nUDHg7oxncJMurpM3b1pHHzXHVfnimF5DvJejI7e0+/UzjsASQjGPAn6eSn2IxGIW2gyrqsTn1YoB4Yg8JJAsNiatLSvpH1JLVixeF1Yeolb1YvIOr2YxjYk+oVfy5GNDN2XmgQS9Q3713UbedukNov1V+vyfmqhAuIxFTIuTx8DaQIEpbFBGNy1PobSd91XwhsS5+xQgISniNQ0WK6tnwcEaAhb2e+The2D8T5bT9fnjrZLjSL+3mi/DhiWXrhbh3K1E8BuBXbNVeOFIIWDPEGyxcOwbTxCEnXsu2PzuSrlc8+1/0bzTt5Gcn+Oeqi/Xe9DFDvu2gf+bmh4k4iSALsaf+n3Ll6NJCTzvPAcywuhl5adFQeEdumwdp0cbXvSPh1V1iy3hUSDyeyaqlkmkZxuE3C4Okxr10KiqoE3yz8ZqqpeOLvv8oAjZ1HJrATJXSJE4IdygB5yCWRKJXdvOucmE1Am0LKq4OuigBYgcvK8tNBO4AFjP1K/k5irowdc36ufIwkFW0+jcrrm0ilqU6usW3vzGOxek6/PKTm9QZNsgZEzuSkAAATL9+G4hpIrj/anDogz3SBNyKYkcQM6hjD2Adshyk6VLAq2yd3Rm2ReINfonf7U8/LEhG2HunHJ3ZSWCuGQeAhSnqevHzlQ6ka+2if2TQhZ244qkGlYmDtr7YEYVY7/7dz/vD8W6XfOeYXLNgKk+OyGcHN7CEAIoNks6ORKpa7j8B4ggwCUoRR5OEHI2s2EeCdETF/70X6MdCvnhU56+rlGiS8wBjVf1QtEDNaQm54UP/IMjRA+jTsnbBhcuhhW/bUnCqbchLvUEthJzy8WNutVn7FXAW0j/5fM/eu/1SshoCmFYgjo22gPtspJ14wsADT1pBD6XEBb12RzE3JyKNGG7KlCwMi3tTxIv+8ooeb3Z+kfoYyIzpPk6N4Jz7W8EHppcSobNsYBXpTCqVcEPRMEoA2B3iyrpjqURWHe7upSGDoAUnQnxF5cUGlpbKeXMbmrFQDUc1drUsY5AD2Pu8HKxa2fpFluHZGs7mhNdjeFDI1LEIznvAkaD6SXu0yCL/N41In5chlcmpbKQIU1D8+S1MP6EwmBJ5eL1tRzGjJAhSLUhcprR31iiDdvizKsHiGo63STiOnRBtS7BhJBW9naiXWQTRZTMaFX71o8M699N+n1mVFPyl3olUinp02tyKNCr5eXa4BKGDKYcAgj3lAQMSQfyMMFI6GFE4lZ3hYrEntmjIRvttQVjw1nDT4EnRWRBRT6Xs6q8GwnUsTjydMKtOiswsELivXTctY+6y7cetIad+VMqGe9r2ppA3RmlPOgNlNPh567LE6bh2EVusuQLKWAAGkApzHklGaKytR+7eAWT9Hg1eD2xp5fVm0Tp1mTAhRLgcgpCyXRkF0LPQe5aF/T+9J991arx414xWB/8TnibIWaW9N8vKWAKoMvq7KxXBaEeWuoaG/vNpMKxk3fWZ2sDVJdRe23NO4xWJtEBaZZeS74emVDbZqQTKGXeh6CjapXN9d33I6aUhJAkEKRctUn0urpSejl9BM2VHuAjKyv8qLPyZcGPm1KMXio8CoQfKcdgCYViMIcnqp6V1DPBdPTDfWuYrsl66OattUPmv5R71i9K6T3MN1166tN++5zLC+EXlq2R4x2A2w3Q3NZHmkO13ZrE27X5Nz1VuHEIMH6mHW7+IBRrSODYMLSm4el17sF8K1jewIuiTGEpIRcNzGbaTP1QBBmeDWFPhH6QdVgnifIzaSFYudRobg8XXXyZUK71VSF7ehsCaOYqkwVePJUY25n7UnSPHbho6QDSxsehXkKlCaAsPDo9kZTHHxbF6s5psf3ibE9KmNCD/RfciMSRg6eWdHUirbpZEn2B1YOSNMMHRyDDmw3Khj7bG5pA81E3GxWi3k7Ekg0GXq74SHYbBLsDrhgF0b2rguBWK2/mCB7tEQABDzg27vTKbk7ymJ6lGJ6nAS/u60EIQBhccB2sH5hieIgUfj6qhObFOg7tiKcIInCm7noay7kChjs/QjILFqQ94aw3QD9INju9N62GxVM2y1CGQvL4TAm1F6A7daELLTttuOwBrdFz+GCvZyt0Oyt5mdxkyjoG9YJq0DqkzZrAFk6dkCWrOQ8k4bM46mEiOH5ftc0ZO1YUF4HBCXibgA0RQGA3B41b2/rwLqhz4zNnqPdeN8RfeajWvL1rIVhqRcUFxYTQ1aKHLR6VuFQTht4oVDuytPVUM0V1HUucD7KoCEzS7Cbpdy6Wrd9Jji3aJ8FbaEBVJmuaMiaewAQPMRhqVeEu1pZjwrKpakXx4Esolax7s9AB/rtBGodfSpa3PkAbLcF240X3NUi3ly0CO96o/NzN0o0KYpiBYnNn2P+eaPlhdBLS8CLw+3inXRof7GPw7eLJnZmFw6JCzIJjSzcmdkNBAxXhU30MODGcKvK6DTmHvF7DasuXCDmgg1mfkdG2vXcRQS7llxdO7lI3CqLhPNumpnn63VnVjABRs/oSqVY+kMPajLyc3tMpJgwCKtnJPHuqyDYpOn3ir02vOM+LarBRzuIJZRD43de7YAtQXh/DUnXR8RD3LWd3U7xDjH6QQYqBAqYxu6uCInFSwjp2dwlTn7tgWzMwCo/Jvc7vf71utTv6OH1sZ2HNyDWFVE3Y4Clrv4K9m5PO7YXCcGd2zLOHYrAGHPhLsvbGWo0XSNIs6BzV19qn11cz79fCcHhOlQPxa59JR2bn83eP1iu0JYUf05CAZHdXBE0bjyeTXMgzSsz8cilNYVtoH7td+sAcYBMqPegItPfEsdECMbnDrHrpzFFuGrPqzbOc6E/vxQAG8Zc5OfO/SuPDUtZCEAakykX1tic22fMQ9EP+h756uNLcnrMC/Tmp7k8EAx9EAyQgqe5llWkDQDR+UAYhTkBlQ8pyVrIYztATx2WG8Vvn3Gze+aZSKWHKku40Hxo07POE6cjHdwZqGNCa1fFordhBZLogyaXJhEphycwygtBJ4dAppG1DXvMzL5Tak9ctYND/M016gJpIN4Gss1jcLqIVYO2mBmntIKM/ssTYb8SPqaUhBAyIaXSzS1iG8gxgSRFJk+qaZIYKNG07UrY+vYdci5VwI5niLZAmhAf/oOhOeO8HVpE1l3yaRzkHK1dnmSMi7Rf+o2r/R78w/5asT8AT1QOqjAHingb5efBaANY34r7oDFUKCqLp+ME8Hy13bgWqJAR81gEKEzg/LTU+oh3SzpXB8gHo/fhZxF0dJj3YN+GO+QixvEByHJQCFLb7MbNHrEb4yHva58xV1H6FAyLOY/BnFBufU2vOT6DirDTyHXsonnEcQ7ZvYsYt6nq+/1+vZ8fPtXyQuilJSaLdvXdXzrGS3fE2Q5tdiWgfJJE6pDXMOEwIfy3XL/MoXnmlAXvDAMVOBCZO/aVFNPTyguAsvT3cR7vpNHJulZZ8IoJTYmnqRRIKYhcPEDXrUp/5pRjBOixvlMfhNOyrMCRgVXRGoE8Fa+YLNFoAZv3ycxRksWeWYDOvi3BtskAKN5m5tIcMG+7S5J4zzoAB8OJ05bde188JrEd1DoGnQ/y3K9cDd6/5/xbEZs5n2+854xsI6GhhPmxV5+7CZzG+eJd576UJ+TdBJnzD0d/51QRfTcOXIDERDioyfQ37lU8986SfzvIZ6Cjx4QY4y8pojFGeL/93tjy9+bHEwCzLHdC2s91LWTiOVI6Qu8DXWhlvKj13fhwFhF/Ju97I6UppQyZlaiKpitV/qn9VSycEdZQKRHiyDUaswKwa6e0Dulz13cA7S+OpvZufd3P4iH37T7ax4+RKyFpAs+R5JwUhDyX9v3v3DeQ5z2bQ+7lIT9jeSH00pLdDtduzDCrxX9TcnHC3GsI9Kai4AQgHQNkOVyOiJI0MDv8eEMceuJwNTeJf/SB3nQYc5QkcYRplxg8SPEfAIARuELcBZMtCRMuBIgVgiWbFaiwEkh7bp6lKeg5KXLyiAlehYGYdKYpDLQ+3KJHtnPquaWwoTJ1cFNCs7obEDrGI6a3SyI3MIAH93vNMT1YEV1tfweRUEckX5MhGf397csXPWAam/ABaL/uGUueNCNnEIgJJR/7EMP+G50LsP7UEFUFYAnJkXBuwJfcn8IV7Kwn1f8GUCfIEYoYqz5bX5erSTdNtN4cDIjv5y4vvz/f7mPNx9kz3Js7AnA/j8XZ/DndS+bn0jxG3d8tQE9HoI7kFvfzGJNSxw6tuUsih7c3WXK1gNqoFgBPuO5dLUdDYXo/iwoP1jZexkeVABkWUe4CO2XHhEhPAkIAd28GkWgS4JGc3m1eovGO/b0HAKuM9tT+IeN9WFsD2rac50RvJzdgq4V8CgMxT5p7c7LY+sRgS07vxJAptdOU0jScUEFGG/ZqHjNzrfg6msb9fKrlhdBLiyMuyXjxinHmQSjIZxVNRIM/0Qpd8ir3tMI477Pmsqu5U3fGOMn1ZzqGzKIDVFviRbSq8tpAywoupLNBWHGilEWWAMtL18+tqga1NPBSFAW5bhBiSFvMGoOiMwEQ6yzjeXk0VUA6sHWlGes9rEOgg2DbAUupMOtx0XPHILZnowagiLphknszNEYgUIc7a+nqu4IYZLdtz99p9Ei75PR0TPf+MF6qWwHP5N5sThyO3TPprDFci9GnDKij7m89Lrg37fCyqHmp17VzGHpTPQC06x909V2SxfJg/7vuW7kr5nNtCnVntrHAjrK04rLXlpLvZ4JIx4x1g1Vh72JKX/wWBMenf/Iqgc4M4WNCLGKEyd27cwdjf8xuffrtx2fXp7De3y52C1dUTQt1MofEK8nOvVkZJMXqU46Eceo6KtgsEymEdtCb7DOjr0VD6pMxlUyWjtPUK9JnpRZsB0abSOv5zVpNpc2qZLRZ60uOm/aXSft1+Z2ldx7tmtvtTSyKOlYibj9XUNeZgh2MRIK9B8w9TnYDoShKso5tyIVFmOaG51leCL28REBfX7hzHu4AKjJ+KxBiaDNRMwym/bgllzWi4jEnfUnCOq/HdbOWW7Bz+QdNEAED+DB6pDAlsERyg4hpvLKPP5GdJyaQYFRJvby13TXQBfDEV6+vB0QOnkDPs6unt1g6AwiRgMasMT5OkwZjsJSQfvdJKacLhJUrSCAYgJHOZWjJSBcwRZnJ250MNUmjTQ2Y5EjbrDnuY1gKhnkw7pSTa2P//fd7QujK2nMX0vW2sb8MS69AreMCBA9ssqz8s/u2ftW/3JpJFle0McOALBjnzf306i9uj9O5XIBYIdXYztfbES7HbLXFuOP9fjtrEdgJrywAKQsuGftnSxPX91+G8HbPT2zLHLcs2p+tn5EQpO4HrbocUxFZt/SKuS/IlTJVRvO7vY6LhkLngiDFxGMbUh+19059IJB3YCT3XsHvy/vJnhB8B2hxME7a3osBgdqY45RtaeQbatvp5OjFYzOwJbxmPh7zPGj3n8ekkPb7YXm+ALJ8Wsv8iYbtM4dbZnoiOLzWNGmcOAZPuRCmpwAvCiU+fmxDmya85T+ew5RvN0WtKQL4rDll/VC0qjADZe2gtaMfCmjtVg1Ztbn6ZDXm9BIxBGECLz1y1YQI57ffAgCWlyuWRwTQAcIHTE+OWi6HES46agDedsDyEoM3YHqqbsX1Vtnay3KD7Yax3hIuv+tt4He+orE4c+XwpiV6YCS37gKVSuCL5baJC3VlWpGqeXgKWx4DVDyJnQnlk2e89LGno+J0ST3X4yO16HcvSDtVLeEC6LaHku5LUdfPsgKHWfdxwIFrAVPVShL2XHKYQKfFBiQDDPzX97yi0G6o9dFnRB5nr2qlOUeq5lFSTLbZqnDoOHW1YMLNzQiARa/atyAIly8vlpfFam05876y9wve+stamml9xDi9jVEuwPGTG+pdx3ar6RfzxxeU9Yib/7ahnjacfseM6UlHnwjbDePwiQ3r44K7/864+e8NJMDxNxfcfGwGbzOm1wS3v9lAjS3tQzTHqxOmJ2qNaToEhmeBAC/pJEwoJ827ciHGzRUnywlcECha6sD0BKgnhd9TB6ol1T/+tVHuq570utT372C74RQjdcmRLANouzcbG9qeI6bsE2jk1rlSSACvHdtbDuBLg/AMEGF7ZNMoA/T4AGod61tme196zy/96orTZ9ZIAyhLx3ajLvQn/89ZiQcKoawTyiJR5Pjyiu5THulzbMcjetUUEq2+8AjrLYeFJwysbyGUc8HLv9Kw3ai0347aliBgumt4+v8oOH68R7ucP4NweE0ts9NnMqanMvpoAebXdN/Ly7qtnnsIGa0FKagXwfSkoz7dQK2DzxvaTQVvzeYvc7MsWpKps1acn5YGbh1v/fczHn3kNVB7C+5+R8GjVxUjUM8Nl1cm3PzXCw6vzZHMz6vOMdPrK/iy4ZXnFGcvhF5ajh87Y3v9Ubzow2uCw8dXtIlBve606Pn1HgNv/u8nbDeM6WN36tbYOsrtDDppDg2dFhUctwfVCitr/a3Lgv74RuviFYqJtnz8KfjmoFqSB2eLJp87V2V76YDlM46gNop4ekHYHOgdMH/NedkOhGrqXZsoIPHb0fPOgPWlil7V/bYdabjkzDIsZ63W0GbVcOtdj0Ty4TKE1r170rA9Uv+9B5w9t04K4aWPPYX86q8PJot5ijQHtDZYXSz5Fq2D5kljiiIaX+wCdE8UsmN8HwDBGWrbfOFHt5B11eNb09/LovHLywX06BH6/FbNXSMVVtsRNjmaZmras2rXWsssWwruLgq3mxm/nm/mNeR4GTl3EGieW0NYBN1chFI0T5QaMHXC8TcXlLsF9TQDNKOcBfPrK/i0oVwqaO2onzjh5vGE+RMXlNcvECLUpyv6XFAPBfXJgnKqAGYcf1MTiOsnTziK4PC2Gxw/0XH4+AYpE9qsk7PW4AMOrzX0Sja5Wruu2ve2I1sJJDvmIuEhcSujrBoaUGVBhYTWJ9RzTU97xMjbpOeYnja0A6M+bSgLR1+DKMEE4KAZt5qH9R0gDrK8RQDNEuWLuZbdAzC/3tCOvEu1ADSXrAJW/06wPtKSQE4awJvg8nKJcXP70Y6b//I6uD1Gm1ld1l2wPS5Ybxnnt5EyBRFAjaz0kt7f8rJT1ZmAtrizj3kSzRGmDVaYV3Miy4nw+DcaqtWYW14qmJ5q20yvb1hvGcePbTqeLx1CEw6faOAm2G4mHD7ZdzH048dajP/Daw3lPNJz+sHyA09dCT6Whj5r2/RK4MXj5qY8roJ+sDqEppSUpytuXwX4k09x818nkBwxf2IBLxv4tIIvN6j/7Qn4chPEGrRs2D7jBuW1C/jpCbfHR88zzb8QennZbicVDDc60WwXYLupphEPZoztqInMWrBUtEr5gZXzciWLaxHI2BnodBnWRWHQavsuK/jOYmi1gNxqOZ3VSDhMo1wJs1o31cAll6oCK+h5zJUXAXNVTwOMkXKGetU4QgAcnDooJcTvguWSJnFDKUYMpF8F4VMKR44ZgBKKMhtmTWOA/e4OKAU8VeDkCfEt2F7Qu1KbnS8qENcVmCYFyBhylGrV/S3PUFY9lo4HYBVzp7Iey4z+9C6+gwhYV8jpPIRsaxEoD6utqh5CyT0UbWETUbjVstDzkSbDqnPlqsOOrd6mCHotT7zOLvJedX0v0IljbaC1D7Tj0sGXTS3txZhDNtW8sWhlbrqsCggwDVyK537ZhHJaQI8OEYfyfu9CHVCLc1uUNmo7ut8c4KqT93YDrSFH7kocVGahGBQCWx/2dhoKAECdB7hrAuanWkUcXVl5mugzt6YgiXJRq8ILEO9QhoYY1PGkzCcO8Y+4fAfYgCZRfTyEHlls0/6KKnt9ZmWOgd+zaKzXXHftQFbqy+vcqdkopPUCNYZp92u4AjGhXS5as5A2vQ82Jii/KY17WuyZDAhW9Lzl0uAQ1XLx2pBQpdx/kxFXrGLxY8cy6HUcMVkWVXQ9xupeLO2TBSxD4AEAXyzJfungVeto+jZaNu3Th2oIzhalzrCs6t0RGBIWOgeK9p/rEA4EIPPWfCogmC8vhF5afELew3Tdd+6T+hAEA1mFnduMukD6My7SxeBHEvGw6zJBu32xP3e48nKc0WMg/mlxOgJCSyUbZLGfrtTTk+WO2eLuXZBbioMPUxhgHmg6J7t1CeeWprtkg3uwKHpSq4BTCIuIH+Yq944C9fhf3s6s8YNpUlQpMcBXjZ3iI55I78fmTyKCeEmk3MZ+/YxoTX87RODoHtGeGTQh+bff3tU5ifbr8u/4fnVe/xsM/66QyH7w23ONGGEGDkn0p11KhzZOpLh4ekhOvdiNBbeegB0giGQQLA8w0vi+AyIpXmd4qh/6fMac9lD+aX5vOyXL3+1D+8cJ02+52raL4dNInK/DkvF4MaVno00ncLYUDL0vQWdWKz4GbEaqjnig38cuvprjss7yk2J2jvYcz2Xvuo93LhiAEgfq+adXM4m5MAPO5Iqk3Y91sgnQqNwS6RTWobtWgFEjwN0gdl/FQjrd51mB5z5G300VLuKdAlHF4VMtL4ReWsgr8zr3ZoPRQMkgE+6As78zG/LOc7QOs77YViHHCmdHAaCd+WbWr1OxXByG3MwaI6sWRwJQbo6Q5N4ksdja2uB8dTKVGECBorPkbF4kNGlgDHwuQN8otFquqmWXVUKzc2SqupnEAuHaJkTjvFEhACPfBrCYv02GXsyyN0SlCq1Urhpth1q+mCe18ACAC2iaIrmXqnJ0uouSatV1bpF4DHCadXtye5JbfX6sb4NyV9FklrRpKHQ46PULqxt0nhRFaBMJr/aZcq48/QSCQCfmHDKfrLp9atshStt43pQjHaOitsX6tFbYuH4XgMq4hz4V0KEY5RNp3M1iwTIxOip4qkrke6wo64w+F/BhMtTfKDjcZkI/qOnJR9s+qRu80hBoAFKeqoCYRg6eC1+xPpOEHjex9C0fEwhLopv2poqRhIeCNxfY2t/CSzET2qrUeYpqdA2jWJxvPyEDgJfLgSmASj+nYQHZsItB9grwgdV150AM18tCKKS5w9G0ni8afcCuZ2M7FEwx5dS9BHm+znIqK1p5exbK13M963XagdEP6v5tM4FXvYc+67tWonUCVnOZHrQt26zv3GtW9qKV3EHDq9QOJd53tzAJdaCggc4Sc1egNWt6iKxYZtBP1fmgzyXRBBbl950KApw3uXsEpggUEFbI9HxIlhdCLy3bo4rtBsoDWNTM3251EK03A1W03Sg3Y5v0pc43Vd07lyXK5TAwfp+XoVWXoub9uqlZDuhnYYX/t67uTRHgOCvQAgAtpPuZe5Mn7RgoBlE+aIytTwQ+WIcRSe5N58UDAAUwbAd1V21HiqD9diSrXDBAGQAC6Rb0WY5qTdal7mcTh2vArpU6dZPYJGJIVwBqjZ3OKpimSfk+p1njdJYOAUDjd0ZpBulArZC12eDpw6rzAdVtRqg8uD/Z4oUQyHYaL78UTZxfF8jGei2i4KT0yacfALHJ3HPkvFCnTgrYxfTGeteurQ0nwPOn1Po1N7NNJM3AKveQbAz0g0A2TQGg1kGXBpp7KBl82kCnFTRduTfvFuCygNcb0GkFO5p32cBFE/rJXFx0dwHfzla5W9/jekPhCocJi7IaT+xxCA02iP52YwoUI7wP2YpRQoM9Ys+/t+NeMErVifj4iY5619A3Rr3bwqrsm4KcyrkBmODlmRQIthfILnD6pvE6bua222QAWSphutvQWtnFxd1ac0IE3roKE8E4tiOsFRUuUAXExqcXDAbU7UibnRMYSfwdEDb35gWRasObdSK3slzpXSw/19CMZfW20GW6I5RzMxdlx3Tq4c4EYO5Qi/mdRN2uZvn3YnE/hrlj7dz+ilh5SMu5KbikkPZJMYKHtaGszdyarP2NCNtLB2CBju9awzIdtGsmENfNFFnNiaR179lRI6DeF/7PWF4IvbTUJyumuzHJ1JOx+W9es2oMzOmugycN6NcnC6ZTtSoEBbI19LmCuyESHTV4mHXCr8oCiS6QeVJLhg3eOxXQZdL1zIowBHR7QjfKVMKSCEuvASBRjbrf10aF1dJz/72wuh9KGZaep1NEojubr9wFXsCuEcIu9oFP9ASCBEgmSjaZX0snjzHwMxm1iKjAS+TVo3itWXzFpS0GkMWtOshwIceDp0HSh2WHZDGiC2jiIfB6A1oP607oDSw997Isuk4aYqKNR0jFf8s65LFYzGxUILBzkl3HBKKYNegJ26OKh/YnZ+oQ1lwuah1SGMJd0ahFc7po1ZiXTGodelkcKRzoXADaV1O6Dm+C6U7QNi1PM53Ucp/uBDzZ85kvjK0ygvdN7SdKghyCjbVvsnkZxtjCLjdyupMRA7X92lHjY7RVtU7M2oAAYAr0psfIRvqI7CwEJxpvs5IaO3uKx715LWgHDhCSMKGeTLFclfTZ8+wcWUsmrEY5K0E9A7w0RU+i26chMA+miFrs09mBHMjSjsaEkzwBWlpLFaNyctSmxeMN6KTnLUFMvR3VC6BjVAFt3VILeO1q2U1quW8HQrm4pecVzdVSi/JDcwL4WD4hdbUGy6mj36inS+Od6lGYbEwwgHajZNNghhwwrMAU6lEB1waiu3fNRXY3bdShVC/Oi5jep7Fogca9Vi2GnvO4lOTvvl/lABqMGEqafN3K6x3EDEn5bcHhBwBUxnG9A0jxKE/Q8d9eXdlciePaOtgoqT2h5b5Rn/BtaeBRA7gOl2+4NxtGyb1r9yYhJpawPLZ0XJqMOkwhaC1AJpSQmLJt8GR3NAAzKaiFSbU/ptEmzYRZ5A1ynIN4GtZgH/RqMHo1ACOv0M9vbfzpLg/Fmfw9PGvbMxd6xver4yIOqHMr7qVy5D55vd7OHefbGnZcn+7aqjBgzT53KqosCCBC6NZXoksWgNoQouKcBaIKk3sVBlG43VrRZwnFyay1HGv0xH+3tnYkBMm9OdyNQIAgUl7k6J/O8yih2PgJ7gFZmoBXVotW9BgPO3hfdxaX8HyU8V5yqgRhWG7qKVGrOcqdUbL0PL5ulri74bv4b9kpvfu4Zn4mU6J8e/5ufSNie6ZTAvqclASUt5dby9TUwvPfvGhJJpCmPHFl9KkAWzcgC0wadgRgJfffcDETsCU3qQi8iv0zsRFXywuhl5cI6mPwG3owRnwA0RWQBUPwZEDEA2CC+E5Dc3mj+9h9Xp/PNRyzzmJx7esBNJOkbW/YDKbZZmCFJ6i6ezNv1+80rmsa/y6R+Nq96UwrvQe3JwCN17np1Lu6HL3I50YmxMhifrCX5RXZ6xCUGEIz7s1jet32Px4MKSZKH3U47Cq7w8oj3Qf+XMmePBk8z/rrfZ71Hh66ztUxlBKana8w92MSKEI2K0ae++mgFzsm3EpAuIgf4ut0EAY5QbVf25/Xf/t3u6wLFAGw43tMx5ALtiSodp/PaLuH+vuD7Z/BYG+0POu9mKsWrG3kbvwYK0xBSuETN3XohO+COgFZQLz3fIikcWPxv/CUjPNeJ/bvwFA+fqNxfB6x3230D/F37n0obduB+tJ5dohYB8H49TwcYp6hADEVH/e+nsb+7gVxOjVX6Lv2Vc3XFaMzHEKODOWpCvpIf/hUywuhl5bBLzi0V6mJF84svcFrSEN7c6ujGct6E5tQabg3txboQ59sNd6yL8CK1iy5W8Z+gO7nWmLzPBkKi3SgusytiFQ2R8ZgddTlYOxQ7XO4cL1DunCVnSDMg82F71Apx2DX69HuuN05CEAtBkwx1byw+viJ1RqbfBJmdR+XNOJKwd51KbaP/Un6LR3OJRqpCxkh6udyZGdhUK2DmcTbsNhE4OuBYY2k+FtMBK4zlTQptXSMTfIDhTfa1889WHiwy3GLmKGTHYfwEwPt1NF3jIRcSZJhEwuHAMwIPgDaL91SMC0/kLjBr5jicSklw8Eq2dJz1GP2pMBjlqk9vQ3G86tgyby2Dp5xa0tZPdzCM0CXtSNdKQFBokACdm+AEUrsODBZXZPdUh90R4rz5ILM3j6+S+A1xHlwAc/B3ZULAzC8NYPlZ8fA0gm5skC+Jq73tbYPq3cT0GR9IyFzXdlwJSQUDidpb67gjPW7FBAZoKQwBjzWaXHNSA3x+/PfPlwd5HetgOd2BcJT5sjQZy1KePHMzbvlhdDLy/XEjNyZabfetwU6ya2dwuomK6QTqFHuQGyCtdgJMY/f3WJ6zKq9FCOxZVbBA6i2Z/vpb6RKAojAOnmOEo8B6m6d3gEktn1uZghJ6uAdI5+nK3LVKw4AiPiOt5f/ds2sg8PqZVJ3h4MZHF7P0HtimBbHpgSUgrCCmdSlaSjXnVVMDPRNZ0fSgBeZcCN3TxYGCWuuHhPQGZHa0DBKJnm1h8L7tAkvgpsmnFxyiMyANENzZxEFe30Wer5/3x/jE8kb/cGExpiExn1IoYjp9aKxKa+iHWg3eByN1b1etU09pgfopJF5JIMw2QVUiu/ld+8a/UiNGUIuewKGkpTWu6vTY7++HknoJX0qj7kRWyadUE3Z8tgzmTdCrWUK1xwBWkHELQ87V6RMYIzzQZhN1kZQJWHr4LXru9sEvLG68O1dKbjFlAgn8TblWWmz7Hw8iB+oAQRHY1ttyc3ieR5DBtSNae5NL6/EBoSRjcCi0QFuGMp4fo702XfvOr97F87aaJF65H3AFGWfY0YKkubQ0dat5JIyrWjup8XnGAbcI9BcohpM9MWmOaPOPKUx64JeGaUwemVw985hL9SEYX+B3vw0l6Q55YXEmNjTtntxMo+ZpBgePPko50YB8Npb2dVCeWJ3yzBcm7w/nkYuUEwAvLf0gDHpAD4AxgQkedJJhXCDuqwjKnnHbTGBmlVqt9ykYIEx1JtYuyhjOgUbg0/YzsjSiykEROpqdMBKtczs2ZgqXBh1UeHEtj8nIbVtIah2723WNJEh+AjkgrXw+O7n9xQJR4tduZFy4nnkQuXtPiFfCT2v3BHvhK0ruaWXzg/sP3duYt6fn5pYXMRiSZtNth7vcJ1pG/2PVrP4bMIBoO6hFJuN2ItNwtnVOWJrPgZkIBLt3Ydy4Lfjx1I6NhQFjRt5FW/ve8DV+Mq/5eHtz1oi/PDQedL3vTvP9/UxS0oXODH6JugTg0jGWDDKPoAHsIZUAMEEYVhBph10B5DYOCUWtO4epVFFwJw6So4wUVRFV4YWAEggE688IMNyzfFMty65Dao2t5KHhZkUYbZ+1gXUy1DGJJ3P24usHVggTYUVVc3Lk4OPY0DmqvNVHeOPV1V8ae0Wk0TMg7zpXMnW19WlmV+WHf8cywuhl5cHBtgzB9WVsMsxvV1y+j1BqB17CL+0zfdvzayscc44L19d81n3RvcniOd55nC1hJthDITsXskJydfLLln1+hrXCoX56uV8GRbXtulIc0YWc2lSYciygqqiPKk0uGUo2zbieAAI1ao+bCr4HOTSMEAzjUZhW7u2LIumjhAPNpxP1YYPtsEQcnnds/Z9wyW3/XNd+6o/hXsvrd+df7/umfu9mfv9LV52OXH+vSPclbs4YLqHGJfen929iet+fnWsjH68W/oDzx/jbN/fcwL3w88k+/HgCsP1GLl+bsG943buTd9m7XNvebAPPPM2xxyQx//1s0nqN/5OUrzW5z5/bsnzl6STX9/bdfww75M+X1RZ+DSXduDQoKToZztYMqbVefJ8KuW5NMvlUNAmgC6rWhRb05jQWXHosiwqyMyqkV5133VVN9tmsFxLHpVlAVkSelh7RSdhr1ZOj45G9IqAL3tOkOd9QYbVBhn7AJaTZ3DpfrDnmTzfz+Ja3cuaIFkemmfkXIggWF6fXc9gzn5t2iz51y29gh0UWqaqPJnbpjmN1YSVW3QeX4zkdENfTnXk8vnCpO1jliFZ4ru+XGj6BxdNWocJyqmOWKAVyo20iKlam0BnEib02bV1RD5erz6ANf8umO155Ig52AG2X59Uk/aYMG9Am23wC9APEmhHRw+7a6kdFPHXJwKfN9D5Ap4KynlGuVjenhcRXoz8d1HqMTovShF1XgPyTVsHn1aUywHlpBn2tG7gy6Z5WRdLGzBXZzPS6W65cz5WvJ+pFeF9T8ISHukA1o/MqvT8MpDzwYrV/gPaNFIWNFVAlOBcAL5s0AKCQ8niS0OZeNB6eazSFrcSnBkEAEiUmJuXjig51VnP5WENIFyAvRLY3cm2f584gTS06gd5bmJyCfuSkYYeqwQ0FkpFwjvgx7nHZribR3+I+Cjvj4n2AdDnjnrWiil82VAvXdvRlnKpkdcX79zJJCYKerdiJBh8aaFIiHOO2jpNmRHwVMyVTojUGgJENF2mHUowrbhnAcxBX+axPDovoIvNkVY/cId6ByC1gNc0F7zB8kLopSXqlXkcRWBwe5vUPTerXblnPAH25mCDqSv7isVVvLiqzJNOvI68nKoy+19WjeHNk7qdlqPmSd0cIjkdRKBl1SRM+11P+tLbqaAXYDp1cNP1EcvxfiASpLVlUWZ7AGgmfOrZ3CokqHcjHYI3oxWzSQQElLNWTig24dW7HhOYsziga45OvWugVgylpZOQ2IQmRZ8JrSnv5TQZ6Mf8YOsGr7iOvin3pghoquhPT+Abie1ENNIY3EW6bcqleXsTlqNzclJRVpx+OoPmWeejwwHy5Kl+n5WtpVwQ7a3VFSjev7Np0KbPzIvFSNnptzzWgQB6OPuK11jzVA5l9lGeRQcwaB4bAlzl3wGy3EygPZ5BImiPZ6yPNG7El6Yw8Mroxwl0XrE9qqivT0A76jFbR7+Z0I4V07KhPT5gfcyoj9UdPD056bobZfKg17ETXuF+7HuaLM+bjhiudz/PobQ2yIhYt7wc0agCHfs4prv+jDWmT8rcMfL0OIRfrxQCJ99DRicq0YBKiHZgTSxnHgnmhdCONZhIABVU9cmqFVbODbxporRURn26wZP2ae0Qnkx50bzBbudSRZXj2csiqCdRFihrGyfmhmjVjXJGbJ/uVBHQag2EegcAyt8JpyIj7YvtdkI7lvGMvVqfnbEdGNut5wArt3BZKpyhpt1wSh/RShLCltN4JPBaIwboTC6QinLeUM7Ku0nnFeXRZMIXSo4AAMuKsmrOMt8toMuGfnvA9pYD6rqiP56xPi6oT81IeOkW7S0z+L9t6McJ7PPnOhLkAWB7NOF5lhdCLy289MiJ8WRgXkWRXpsovx3r+mJFY5Ul3gLXtQQYRSajgiIayMR5Uh820UB3O9Eqa5IwOoHmCXKY9Bx2b+GGMUYWqaqdkjhizSZUS1S/p13a5MsNllskQfTr2puCUjJZr5spY2Lycw1YXloH7BByrn0Pd9JwwezdM6Lk0Z6EWsdgpI6ErCzq0pxm8I1NoF426KHFrT5i5d1tQCA0TTAyMCzDWgGrAh99YsOocL2ppRpVFioCmONtHxO++CRuMtx/dz2PH9OBSEJnRhQXDSXBKfGsP4q4QEEwpSgIwMEIsks4dyCAsPY1mqqWt7LtvXqiOu1jLPNk5zSrREYSOTC+l1VfLHvulFl5IdCtTeL4iAlKxHgV9GHxaB93k6biFCOBhgFMNObMlqCtxVOpm1UpZoHOZomzCgZ3Y5IBzDwO7vRZbaJRSpLJKncTeFF2oiz0AhxENiatVJgDd7xP5yKpXh7MUz6c57TNZFB+7aI5jzPi7wmtq+dFAHh2LEnOh5stweIJ5hZ3XM0zU9yj5R4dI/Su7qFRJcvj+Y7SBWHE8aeRnO6KLjVWdpoOODUYDKHZJwad7Xql2PxlmpOPN9KxGFydZjWLE3OIjLbx8e1At3UbQJxPsbwQeml50L05D/qgbp2pOzedl4eZLXC9bpGOQMzKaE+krkzAgsZFX9S6gSwBmJZVqyy4yW7H+X6AWjK0rBDPAp5rMLa3mYKGrE0E3jiEntcMI9HvzWjI2tGPUZfm5m7cg2qnEICs8gL54LKBTd2QaPMIuLsbUgeoDR7jR+xmEZJN1h7kV+RhUZ7MpvE5KqzUYtXcVgF19IHBQLcUj0NibnEQjDaWfooMQQqYm6WCqBs6NAUMCkc8UGv3FaAWtIO6hWPCnYfQGe7NMVllGrIMZNFKDQPwkassSFNhml2E3reiwgIhXJzNyhu1VYP3tGzgpaois4iy2q+a9sJrV2aZTbQfLqsmChsVVGHVmGkpdrwpaMuq1RpMwQPMxWjuWHR3bw7AhSNRO6kwU2EicKRgr3uicupamUCBIAh3nVtrgNGx9QHY4KaVFCCsn6GceZUF9UKMJHNBpqZz4IwKctNOwMFdq9RoioJ1Wq6cwjNSN3gHSukh/FSAqkCisP72xM8YLk3R80sfbuBdYeesHPrQSl1659JM5wdUiS8mCMqlGwsTGTtMjecD9jRk5SKhbHgfLRelFwsasksqLm0KWrkYFmEyqrBaAplLTopABDQThLPVEu0ACilYhZQhpiw9FGZaN0PLemqJxfgzEJD5BZDl01keDoTbrIVkpeD+frrDlaYRnYLuB5TzvpHY84zjXQCm355m4PeVLas8UHLwO1B2ydLaJRfn9eaKdJLesPqsAwdCD34+s+jcOgMGus/pzCxlIaihvEFjYrIDe1rniKCHylZkMBB3ODpz134PBb/F9pVuAfXkbzMBGzmT120po70l/Y5ka/u+Axn4o4LutXv+ndMhrreJtWfA63096XMOkgCMySilEkRKTepPI7WA4th9v/Tz5WPvv4YH1z+f0v3G+yXLKS/X5Aq7325x5YWfsb+vTs9JwFVi9f0bDNaXAKHZpI7RZ9wLA3hSNo3UjvSOwgLM405EPT5X49Fdwdf947pPxnE8urU/X7zLFKvM25GtWNofl9NFcsWWSBHxU8U8NHJHxca+5lQIPF9Un7/rY5hHYWfN2fuL5/D4IO6/m09FuuHLC6GXl9TB3BV1ve6eQBD/jqjrpMHWNn4v6peiqWoMaqq6zevjOYOIEasqQrFY7TNP0NHzum9fcAgLI9co80Tz6EA8ni2Sz1vSKHNA3CYM17KpW3Xmljo5+3pOgASNMQkMvGK37Mzuzl/omnFmbweglptbWZMhLaOIrJ6MDGiSacP0CwOszC00T5CzkdpabT0FCm0p+b1ofFUGt6esW1gEsiq4Rc5eVw8xeYwka4xJBaPdol3LEFDDLSUpZy0xaniye7L6fD3gEwwiiVu3qbTT2E0blt4i6qK3MjboZrl1IxduAtpaWILs8PKuddD0+AEG4KWppbeoC99zwppZoRHb9jwyGr+drNjXM4aS5pq/u3r9mBwX3FHsxZhDCBsFS/k+nvIge4XDl5yUbcqPgNI4T0Ksi86lPNZHPpoAKLkaAYNZPR5947DQeO3hhQkX7aWpJUWs5NAW522TeUx8mDd7t+zb1LvgfZDnYRn3Sbd5yoLXOnRvlefIArqfFnqWUd/Oidz9nW2qAFKvmisIU3iJIg/R8wq5WUFrAL0NUgT1drB6HXvX7xPbPNFDUMlhgnPARn8zIAxfNgUVOZXZZVWrvmudSFo2u+cG3CgOAr1b/cBPvbwQemnxgQgPnKeX7C8fsO3pD8aoLpNX9+yQuQaPHDX1W0ktEffDVPV8taggdHJpc9vJVDWu4tcsDLrYOYBA/AGI5FXeMOKPPuG68iPqWuqW7Or5V14hnZykxPOygB1C0c+5i8OQ0oHxOiY0xrCOmGGJvDSuY24cCMBJ1aQUx9M4HAHSQZzQlbXqEUwD4GP5dzQrv2bk5dWqLtfWdjE6P4b82l0MXKRAIvJqDVzs3dnETNpmso3JHvbZYRNq4rx212S2xgj23M1cgOadUZZ9PTd7DC+1NdlcThuAAgXBeNxsKpC5WnyLzPXMKI40nAvKSUvwTJUhU0WfilbpmAtkYkgpcXyftX8x8ygtNCsBceT8tWsvgwshDEEFt1pMBj3DaolxZwnOwT6SzhHCsLub1Ao6WxKz2Hqlj5PhUnQrJIRWEo6WXwogkrQZ+p48htUt5rmL6XUYu42Aipi7DYO+y9rHiSPCSonacsOKcc5LB8OF0hCeEve0YMxJDXpdJ5kIUJ2ifVUKWVtZ7BMwQWlxuG4VWrqhKcN9XLXRPL6nLviBWB2MPONYAIiKLpXBXbk0Pe8vFAdzTQrps4rXyPN8ZbCWBiLS/mxk3hCGWBksJtK+2wSYAKze4Hpcn6/9vA8vL4ReWjL57Bikrl4nrTO7EDzfRMRowlitM6N8Uh+2zW6zaNrBRLrPsqrw8/w7T07fNlCravkZD51EDszgmMt0VEFRxYN6zLfpzolRwa0HtzaMGiksEaMzI4/XJQ0dBJAnyDpJcLLuvMyOJ7YH6MBiHL4+YnrAyMeDaW/dGreL5ekZ0wowrLdr98dZ8/HkcrEB1gax9Lbt3MuB+HQaKo+bMkFa14T19aJKB+d2SlYeUtsyBn+AW4N5PY19B1AhnaOM46+tRErXd5g6kkJDbrUtbcSl/Pn6SERXsIj20WDMWDuoauyE1w5eVLOOZl27ERrbJN9HGkVM1j5JZyHogkEcxWrna2o9hIu2I6ox7PqYnyPGmxFDIK33xV2D14sLzRjD+/2DdxQYArtfHyvx3dd72SHt1wxwSk53FCsYbaK4V4+n8nZUxWbtEQZok3pMIhXJhALYx5iM5HWYFVdTcrolqGuiu3kEbJ+gZIO3qWbW0dZNkbX7sKoYIah9XxOswhK0Y2EENBn3lJPeAVNG9Dp9YtCqbCtsVp1IGZU9kkIaZa2WzTwLovd6WaNEFi9b9FFaN+CR8ud6Ws7zLC+EXloeKiLrLBVeRDYg600UHd+gDd7MCius/abqy3b0nDN8wLah2kReGCJllBciy1WrZu0wQ0iPFUA1ITJTAGliiJhSQksmrVEvnCalLMTDPXG1PxBxjvx7l2909fuh5TqudI9ayt0eLthzDNTpybKQy78jbsrxWzaDQramaLDWR2FYPydgOXzmk2wGKvL4y9JAvUebhJXbRxtGzMkn4r7/7ZNEuMpNC0d6N/m8uPqMc+br8PiuMRKlF8ukxOLriAI9B4Jxy7Ker+g2R8mFAuLtWstw6dribkxn6IgisqTeA704wnNAbhXbq6VmngBQCPc8tjxGrJyXlrJhEzFDIGbJBM+sVy8QGdZGIUsPcWtPUge0/mF5YcPSU6+D8qGOlIXu1Fxh0SCUxLAkw1Wd9vN+zhJWfEzgW4nx1mUoodFPXPnJYQdC4LjuKa40qMHGcYk6LCjPkFCPQ0FW6rBR85Cc0/eeUjzANZIQrH6+WBeIXbpqC48hk5ZRsvDLbgynZTc/+L6GVNftsj8+//4Uywuhl5ZuWpcYAk/95jx86DvCaXMBNPVh9wK19HpXK26tI6bnCeb2SUS6bVPtJSbh1nXSbc2QnWOSFhmoJQA6wN1icv++xQh4AtxVYp5VHWSuFfZx/0FrVJH+hqUnmkUBYCTaDkjzcDcFYNIsIU0opoDSd3eTeh6UD+hS1DXpFp7Xx2OoSxcw0mgT8t5lryjHqNaBAjVSb5kmdVkavyc5wrOnwTLNINoG9ZgnsJt72bVp2GF9svdH2u6BwDQFwvtOWHj26UVkVUEZyF8pgk72Hqdk5E5JYJh11619+yQWj4MhL1fQWgy5qYhNsvJVTjLNnqy+bhoHtHgOM+m+K6Lgp/dFXprGbywuFB4FJ1s3T4DnEUY/66RCyvPG7Rm4eH9BIA6lEDqcC9P6Zwig7BWACUoZltLawRHb1Ukv7je7CNNcGNRVBoXX56IogZXZlIrl4MWQ6za5FwzLDi5g9l6RXqAxPY8hXoMukgAKoQVESsouDSJ5BjzGnJPTcS2k7JiMZuSNwxLitWua0uKWnhcg7sYlOt55hCoWRW+6AOe1w1GbPv556Qg+1GKpMC58GSNdq1qbTawAl62PGGPhwW3qgs69EybcyDxe8R0wD9sLS+9NL17tOGvn7tKhPhSSe0F1d5kwpWCMathSEhLQ13mlBWCv5WS3nWtOAAgMrwoQKEi7DzjSq+3vy+HaXrz02h014peUfo/vgOcZmcvG3bge3LYYTK5tBiDiFGObddw+8pYC7UY24VrCuHbwK1fkZutt1LvVFkVjrV2j5JAnoE8T5HwJCy8+XQMVMQFqZY1aAx3M4pugwJg2LD23tkYbIcgKMqrOSYfDirMm1HiLeQqyW5CGG8wtxf17snbAuI+dVUgU/KXBv1oiYmnIOs95Ms+BW3fslp+vh/azmEgoNP2Aj8f9uftS4hminzmy2J/HX2d6Nonf1q8szrZ7bu8nZqHBhY5bDSVbt/pudkWNCQjELGysWLpFRimGAta0fw9gV0LFIgmqaAfvzxLPluOWA+EMZF7dyGVNYxOpjXbfcfVdxt8uzPLAsRkFOQo5j/XRV9r4PTh83Rpz4Uq79tjFTb0tPTYqElVm7sd8fb0CynL/UNe2DKsxGkz766A1vLLo3CC4Quk+a3kh9PLykMZkS4aE71wbJENATTVclH2uYBd0HtNzEEshyGFSl9Rk4AxLGEYTRSFOFXKoykBuQBfx/QBARBlZRGmp+qT5NdSBevLqCIhBMDoWWU6ODFdJ0d8Q1cTrXYe74n4rGFk0WZUisJ0ZWbBoDqO7IgMJAox6eKUoqnKegb5prO101lhfUWUgLGQvJTRrsns/ncGPH5kg7SEUPSFdLhc9T62gw4z+9E4D8bc3wLaBl6w5W1t26EQh+uko2rLALJ37Qk/MdQex89hglx0ICSgXe1dk671aetHvveg79IT29mgCRNAeTVhvVaDxpVkVD0I/VvAdY7spqE8UFNBu1frtc0W7qeDzhnas2G4Z7bbqe396QbuZsB0J5ZZRFo5YEuDCVT89NxH+nOa2ixikWXDstGo09u+i1GJRoDksQGv3y378ZSvLk6Q9JQaWE6jxUJ2ICTKoHYXCXexE6eEuFb8niQnfwRQDSUuRG1hOG/qh2LiomJ5u6EWpA6OKunlj1keM/uiAdlPQDgRQ0bE2EepZUO8k3j81ZWTpNl7qHaGeEKjteifmfVBkZ32qHUzjrhT5gfUsylhz5GjPftC5ibcJvQLbrT5YnzUG2Q4F8OrrBwrLtRegHUt4eZzBxhV2z+vtM6PcbWCjuKO7C+rjGXzaQIVRXteXScsajEB8WkFrQz9MaC/NqJcF/bNeGYwsAOTmgPZ4Bp8XtEdzIIxpTbmCRC8YWf6HlitB4d/dhTU0reE6oS5WL0+sHl5ThKFNxqMIYoegKqBl3VRQelFEv5hVE6ezXVTEoPbD5AcdsB1VwDRLnvdPPtJAZU1xVktAB0hSYroFvZVLVF1m241q/dz0GA9eZ/9+8JH6JLxloScxqAE7nyUjZyHRCwGHGSC2gq4CEAOVocjNySyZEcNzdCbd3kT6gV7EXJTbphZd0+K0/PhRCDnKLlExV8rNMdIZZNvCTYp1AR7dDpewTcZ91gnIXb/+6fG7/kz3pnYi6qRu0uQaJRcE5tn185BN9J6cDphbeQZgTDF82sDnDVIY9TyhnFowgEAUng6xxOMmwLqpUFybPpJZRXzZUE8VfBqpHOXSlLLu1EdF7I20yrUJ/OwJ8bHjlcObc7ISojq4W1KBPGzJehR1pYeX5Wr86TjT85CXvHL2/yJjXHYdm2HlZcsoYsUD7bhPWVBBCVGAB9UxxnvVid2FhU/+2y3by/B28XUaryyLgIzbFGBN9DalYb1lbDcUQo8bQlloB0I7aps7249WOEH88Q1hu4EipA8uoATtQOYGtnY7srksxWjqoFyc7iZ+qWi6S7OUhTVbYaSuSwJ4KyiLJbq718TxBZuyAfWDdl4mwnYsqF3DRBFmuBT0mxogFjKAC58bcJjBpxX1NEccFMuqnLCtqwBdtdYjtgbcziF8S+q7b7S8EHppUYiyTT5lxC4cnRX5cCn2pfubVuRxuGYxPWNciTy9tWLUnGoq3JyZhQ3QIgK5LOqOmyfdJmJCsw0AS/Jf7xOTbaUF0nOeXt4nJ+COAP3QtGOSSW4UAfYuSjWexjogBN7O1SOAVzrPro5A1jEBHkNgGiwrkVjeEYnn0q3O3oi1QGTk4XUZ5YfMCkQplvtY9Ry+77KOGJ8Hy3M+HzAsFm8zi3VmZKyk3ztggoNOCJCoi2jUdGzNk0AMDk4IC8kVLaR3QxjWiL9rLwzrl3DksFg/sdgHrRorVmukh8tc3c+ye+8wd3O4ywihFGm/l31sOzGyNJCeuqbnLzD3I4J9JV4h7ccWYxz7YExvE4AVfcqe6mBJz7x20KbWH0ECNOIgEe+rbhkKaayRVwnBLoVQoHElqaOdWVzIjz4eKQvdhGy6jr9Xp3rrVmZLEbBkQkSG8KdxvlAqtlRPjwzY4yAStvawNCTZrBm24VVxZYTXPQhElQUT8O5itz4Q9+TnB8CtoxfvtLYv6bmaaHtHHA6w0ICXq+pGu+ftZjX0Jut/TQxwNcb8HkBl4aKiXjI0QEAR8gAw3PTPsbwQemnxZFwlb9XP0HBWh+8S2mqcg7ActUUDwTJPUQ1BDtOIU5jWLUfVSjw4ToASSxdDcZpA4+MBcpiHOxSwKgxbCD2prNqzGO+m53jB8vSsQ/pCNil3y+8rq7pApRhzvR0rVrzSg/sOQHGIsli+DYcbaQwS7ajD0uOmQfM+Exg0JgjTrjsQVu0o95MSTEXdkYSCYFzxvLrWVPg94Mf3tANFa3Z1XVqyel5oniLfT1oHTWZCuWDctD8I2xyzAbLALF/ExCcm4N396b/DU0s24duEyCZPILqvuzHdhRqTtF1HLMwWrs6Vhku08sjTmwjUNL+ON9WqPU+vT1rPTJZJ86nsGJkZcuY4vs+qeLHl83l1AwDRLwqUpgrJwt9xb1pRU16HhdIFUU/OhZg/H2/6wNfPCTsmkI6k/VfpAhl8KOqSE6ttZ/29H0jrMFJSyGi8LyVtGLyabWYIC9iqr7sngw+a3xhWdiVMT/08I5bv/Leei0bbCC14FYahDMq4h+rxR0Tb7eJyPnCR+rhvTxZxVkyGYqt5a5671g4E2mx+ubAlvrNZlxJWLDUj9Z4pKRzq+nSgkRRCmzgURkfStiYoawctzcZQAhExEF4qF4xrtzYUA/CQtQsHsEnz9qzPuvBLcedopq3t44BvsLwQemnhrZsAEbBQJJmK5bHoi3HNTBF0gXpqUCFVHTlYgM3U1qYwNpnKEHpW4sRJpaUOoYepAlO1Yowu9NRCFCs55ELJhU5MHiAjyR5Cz4PAXCmS0pVw2o5baRy7+eRmgq5bO2xmoZhbCQ0GNaew9giIRG0FpYwEWmBoxL6OzWcsrY/nFFHVu7ewQsYLIhN0RYWSdIAMIpirntu+RJTq5dmAWFe9liW7h+sZANUCWWlojK0NkmVz0UVVhMSK3+2TVxP8KdcuXGNJCPI22qnDJ349dySnF9f0VePugkiloYLQ/mXiIIzuFWBDzHoyNCoDhTVmNhXtV37MZBWpqyYGO9oWIIiRArtlN4BdAFKCvgu1iEkJInk9KnoTmbUAyzelEPpqqWhjSNf+xJumLMDaRttQIrXCCxN3u2dFJnssmQeaOAsFF3rNFcAR03PEqL9P3xbJ3S70EkLVi6r6Qh2GsJYQtE4sfc+Khis2V8LMrcRkYLuHgdJxedkBWWKl3W+0j6R3i3jXgzS6h8VO7Eh1t7YHMtXjn70SuHLETr2NyCrIq9W7V7rjWR2EJdBcZi/11Icx4LymMGANahmpFyYINb3IsAfkwvKF0HvTS6+smrS5MnvK1fE6Vjn/Zbh32CDWRhNmyenUNAcsXJRrU6EFKFhia5Cta3xPRFkG3MXmZNQ+aQtbnT4bQH0wpAQgJVxkDvmmYJuApDybK4RWABLKON6XhxJ/86B8nmVXcNK1bV98YLgwgtbWcysP3cEnMOutgbZN0Z7M2vG9QCwbRNzg+gCGuzIVi1XrEcCyRmI6AEjvZiUm13FyK8Z3wahrhrQ95UrFerPafN/sBh2uT+9bQ1DeS05PwBBhnTuEoV/cVWVCBFZNPdyWzVB05vbU2JVazvHdofxmhTirRrivgXAx+v2OtBUXHPY6RbkYQ5hQChfwGEsqKAi9JyBLAFX0fB77dAo9jwuHO7KoNaEWoaVsbI5IdCEn0fbDLS9gv4aDrEy583iqK7z+PtmBMA6lN+E3qp3s+7y/a59DxvwxBtAO/ZyEdCjWbSCz9Wa9DWi4QeM+THC7cmkxSY8zDtR3imGGOxZxH9el01ypC8q2cIfT6GMwZaeNa/g2vZeetnVI78DkJPuCIM1u7b4gd/d9RrfD5inR7c/r2gReCL3dsoNWP6BRydXLGPEunzAkdiSPw/mBbtKLsav0tJ8vLZkF+Rz5BjKcPyHW8qQc5WB8G7KwQ0zQEUOi/adbNoDl13nncrdJTt71ydiFqiUJQ2gU3U05TYCjwhxxZzeYksu9kamU4fa82o8c3MIEdIbIhgHUt2d2CzCTVZey38uvmwWlxxg94djbxbXu3GYu4NJ2fTdjvd6wTxrpHWCcY3dcH9fJsb64ngs7n4RMkEUqw27C2E9CwU/ZYXEXju05ruPHZpDJzvUWfX9vbQyI+t5qycffA4XBx5BagP7dz7d/qYCjg/YQ9vuT3k658nX5fHZYTsXw467TLHKenJdgCuvDFGTlMXVhRwhrz+OASai4J0Y8VcTO1YsMcFSxuHyhSIUZgnOvKIVQjXWWZuLPlN+dK0gWSws3bZfxzuP9aAw+0wf6XBddOwSyCS+3yD09hkkR666AG0mCW+6akuX3U5Ji5n01zZcJpBVpIORW+nVneXh5IfTSsj6esD4ibI8QRTu3xwVtZiyPRqdaH0F/W3L29JYZ6y2D7s56IuOTi5JC5wvQLeG8lig7hKasH1hWnYwNySlPnmq+2s1xQPqJ1BqqqobSVK0KOmE7AtsNYTuyJTV7aSHaVU73yujawRjbUUsJtRstVNlnPU97zTgBTWCFa9cn+wTuAZlryS2gKSXoVosbmKXMNsP4gO6FgKmCH91qqgARaJog28lcj32gOpkUbdloUJHZPlmoRbV0IkQie9H2pnnSY6xN5XQCJoU50/GgiE1A43yHA3A8YDtqKR+Quk/aQUvPoANSVbv2yumacIuHK6f7SBMtDJorp9OmfanNgnLRybIf1MWXUxYcGdqO7s5Wcl46LVY5fUK5dPDdCj4vkEMBn7WflUsDP7mAnp5QzjfgJyeNGwPgs/pby6Xr/gDo7gw+zlpmxsrKbDeOEDZlxmOIFWhHUxDMrUkN2G7N1e75XyUpQWaFqTtspCtIJfTVas1pF9b2sNji7W8KptdX9LmgPllAazX3prr9+dLGhE7XQnz8FoLGLwnggydk62TbjdOzvr6CjyWhFPUcfl9CGrOjFFvulXaVftqk41Im5TZtRtnnqOdRwseVYhM4ZunRpn3ArciwxjYKfU0BSwKyeCkb0UB5umpKBQNCFdPdpjHZ84bpbopK6UKK0C13ijaf7gTlrJy5DuypTzdtk4uSINTTMGuFFO1ZTpvOB3PRtAK7H+oCLGYyWhtS62iPJo09b+rDd8CKW4UBprss4O1GXfOEe8IOIgb6eyH03vSidZy0COUAsgiAjrIWBcQ1zccqi6CLdtpyaShrvV853aigonL6zUGpyIhU+K0b5DhbUcUS6Qu0tVE5vXoggRT96VRmU0G9dECA7aiAg3ru6I1Qzw9XTu9NrbFcOZ0sEFMvqXL6ybUpAIHMkrD0yrmBGgcKrZyG64I3hrt++kYxODjy9ACqiDgD1g2yrlo5vRR16wJA6yNPjxlY23BvTlXz7+LRkoWsB2u1BnTI5aJpCazXikR4ZmCaIMuiaRCtqaB78nTEB5f1mZXTuZlbTBCxS17tdsMyHhZyRjd+qsrp1IF2VTld2M5f9Z1Rg1bHPlbQOmue3Y2CLsqpqguJNR+UzqtCx2+04G67raDlgH6oaLcTeGnoN3p8u5n0uvOEfqt5etsNY9qa3aeM+2IDtIAgieMx4pIOkDJXJ20AGChdwm1JTUFhUU9PRCvQ2yvgZVhhJGJVvatB4Ce0m2LgC6unR6S5aX20dxBDhKUwFDchTd/hTWPebtVJIdBmldPDXa39uSxdKwIACsZoOgd0g+Dz2u1+1Epqh8Fr66hqRZwiBJbTuLnrVq1JF3KI7VGomHxfgKvFS5vJZGuvXeX0I4PEKqdvopXTb0YcXPMxVRxsB63JmSunl1w5fSXN2zOZ02eGVAFQVbm6bCq4zmtwaIIEvGyKL1hWgAE+a4UQWjaIEZxjXdEPNUA2VEjz9A4F/HQUSFYjIPmTe1dQ03MsL4ReWgLp5S5i2f9du2gisO9++Ew4bYwEu+T03oENKvCcgsy35VhUM9Nqa1FaSAqPmKEtPumGizHFIDOMXk9gllmKC42/lN5glpszuoTlZgJPJxKjZptSgrDFGtW9STZBMWhTJaIHhRGiyrUn0qolZ4is67p5LtBCrQWimoJXPJeugmwykm5hEG1BVp3BKtd1DV3gCaDWNYBIm3iIcNotWiTN392TBit3Cq1MDB0xPQIkgWOCNNwmwV180C2Cnds6nYsR9GJsVFK0DfePPq/2LwU9iaYsrBrDiyKzlsJQllRuBtBcvs2BUhITayBLHczSBL0Pj4ILs6Ba8wnaJuUMirkmnN5B/q/G3EBfjr4R6QOS+gow4s6mgAmuztfVBCe4+86v4S6NcQ+S7k2qltWiVrTfkyId28KDsoygirMhUHhT4aglhYYC2SmVFoo8PL2+MKJQtdPgCQHFql5EaSErLwSioAf0lKrIcwPCRUnu1hZE7m2st77jaFRyph2yfkUC6mWAcwwg1yOFw2rhGYiKezVEqJUWWutQIA6TzlNeWohVWUCtQZ6uFq9obunWNU9v7SMNJ9OOyb4s1hstL4ReWgarvPZ9NkZ0EKOsovMHk7kPAFh6gHPXPUg4XXgQTlvpIUV2FjXTp6qD0wmnCw3CaWNsUXSiMbG4SZ84AT1fLlwJaXII5gQfzFcC29MR8mQFxHhNsT5KEz/FIPRJ2F0RAa4xAINTCOmxeh85Ny3SA/wegUg6JyINeDvzChDIS4Ida4EvHYS2j5cTam1XsigIpwFVII6HEHh6D3MwusiyaqzM29InahmTtc0HCiIVazsTeE61FekHJhAH8MDajFK7l/TePK7U03twZayPv0A0evwRpsQ4u40TT1ufjHymotv0HQ62+wAxhYfB2kuGBQJgl9YCIXDFQG+uRiI9jaRr6e7KhKYfuNAz5LGPrS7DgvHrWMcf/c95Y73SgaQajY1GVQJrqxz6I8/HpOH6V6uSwKGgpNzcXFrIXJIe1+tFr3NP0XSu2XgWMQVCIOtIKUIq1xMIUyjQxXMWpZpHxLutkx/U9N3C1v7bc4cdcEdi9+ggEPKqJ/ocHq9zl7PvG0qw09HtaN8spUDG2NaYHQNbD57NoC+bWGN5BFDVMkQOTgllwS3ytJCvc8DV5gYE1GCw53FB/jzLC6GXlvXxhPVWGQ6kqmtle1zQJsJ6S+GC2W6x+z09qsqO4jG9bVP/9GXRl3o+Y5cAPFXgsmhsyiw6ncwV2Smnk6I252kQUteq1ocDOW5mbEftIOutxiHX054mikTQbGCTGAPLwWJQnTSmNxPajbnOLOY33dlk0EldHRGDwLB0jJFlWH46OTlIBXCLTmOHwcLRKVxbUlTj40e3Gq8UAR0OKnAmZc+nw0FHtAtC5908HPa5d12UeiwEoYAOrLUJnb9zmjUtwS3qddHzbBtAc5R6AhfQgSCPb7HdaAwNBHXrHAw9uHk7ustRJ4U2y0Am8hB6kVguSRMXUxi2cW6naOt2Hdp0ku1F896UIspKwWyEcreAXz8BAOqdMrKUu1VdRhODTlqIuJw2jendnVGeHkFPz6B1ArZJy7W0hvKoojw1qqjzAi4F9SQoJ5W821Gpr9rB+scErJsil7cbG0SirmzeND483OKwSRCj31guH82jfdpkVRasH63mIpai1tOj/9pRn6xgi+nxokphPxR1w3tMr2uKg6MN9YYxLD8CePGYHu9ieurGY0xP1rCGgCEMPJYplZQZh2GUZTb5Wz6iCFQJIgDmhemV1H07cbSXAllG+wUqOClJ+lIwhJHv7qjXUE7H/vXpCl5LzAf1iWoS5emC6W5GeTrIGepdRX2q89F0N6HeNRWYXcd0fbpCCqM+VkaW+nRNKG8tj1ZOG3pldblvXd2UhVAstterut/FYvTbo6q6l4XSeTHMw7JpvNEBK6cL+PagZdjcuu9JmwEg86TsQ8+xvBB6aVFLT2HCHWbpLZZnZHEKYbcAVTXTRG8tLaTuMAI1je8RTPgAalEcpp1wIzbWFde0S7HJedKY3jyBirk3nWEkoRw9LtcOOsimk6Bt+ukMIDl/SgluZRfT09iCcfU13V5PJpy7gDoHlNsHXTl39I3AViIkc2/6pO3uzelpAwmHRunuTTKYOp0WyLIolyYRwAVYF8jGu6R1ACrklkVjoE+eAl4w1tybJH2QSlsCe396p9ZeawA2yHpl8T15quculsN2OivgpRTQ6WIxPZukPaa3mQD3PEQT4mWB+qySW3Mf07O8x2Uck/P+qBtowWN6BgrpBZYTmqySTa/XbybQdkS/nZXujQC+FHDvipA7FMhFJ6JysPjf7YS6NvRjRT9OoK4TVLsp6LdG83Z3iZhevWHQkxZWqLJ7QPMFN60Ssauc7gq4xXBhBkCwg1AqSCzjGYVhSe3Y9d9w/5L2qX5QcBmvFe2ows5jejoeBjdkoABtcg+KMhNsIN3fy/FEcnoltKPF9IgCOTu9tqGcGfW0ofUSrC3l3AKdyJuFBew622GgxLFXMgABAABJREFUPd1S9THNTWOYUbi5K/+qMFDYlIIgnoBx5BoymvR3L8qnCyKl9Sz6jtqhoFucS5PT1Xuk7UVot1P00XZkdI//zRoXderAXjWOGjG9mcHHGspAOzDc/cxrB583ffenFeXxDFo6iAnlpIKSF1VCCwHlbDG9qaAfJ5RlRf+Mx8oV+9QQoMcZ/WZCWTYFyVgsINyblubVDkc8z/JC6KUlx7kCbWYd1Qcl/HsiyO2Fk9uPhjvpmZD8JMSyW89YDGK/wmqVXB2Xl6wF+udD0PnrxLpM8xP7uksICLjzgDOb5ZKSy6noiYMpH+ahCCSaTjgPJaeHBltYSwIZRRgVVoHnv/PzFlYrmbzkEKuLg2x9KYjyQVyACWox56rsntTqwBZPfbBq6TSbqVyrgY5wf7lq6+vvrmTsXcSyb3dKfxjvTB5Yn7ff25/Vteku5+hvLmysP2a31HA507gfh8Fn91K4sVOeWYbS2xiJHFbS/LxwE1qs2F1kVGTElIs2UmTvOLLTAE/hQjfQh6cF6ENgxPB8uAgQEHfbLpBdLDfSi5D3QcSx4mYc7n8dI7RrRv5isK94aoCEUInUhBmWssNWdmrvMg0KsozOtFipxuUQaFjfn5sqGh4j5+tzpLy+PM6jiru/45gjPId33JcfS/ZYkvtKWJXjPPfSQzajIesaO0aDhhQM6BcCy1I51M1p82WhiJOTEXR4BRtJzFUoZoVbyCNSIj7F8kLopaXebZjuoIOxEOodUO8aeDXYfeSdAdOdshjUc0d9sqCeqjZ+LRBs+5iek0ofFD0nc9WOIAa+SBacTAV00ioLzhsJESvqOV5qn+0lRx7WcIcMMEASetgPgCx4gkqqIUAWrTC4ibptm8oQnzyFBu+ixiN0X8DBNebOmAh0HATWLkQze7swgy6X0MSlmSvXYKdRSqhabJOsTV04laKxv/PZrMSLFoCdqrpJb2/UjemAFl9WUbQmoCTVywo6UDC1yOtPrKpDFvgIjTZieS5cxCab5MaktC+chizF7DLYxV3I98BRdo7dfcjYjzatfE7GCkQWT5FDSZOboRLnCjot1q90GwkipqIWnE1GhzksNd4EZemYnwjaArRZK3n0lTA9FdQiWDf35SrFnVLT8fAQkCKePdXBmY0CIOMKpAMwbOKuF+9XiDqR7aD0WrTVoNlSVzoAVislqnk/IzldCFodAEpD1osoMXS4Nwl8sZih6xGVUA4F6yOj5JoZdGQsjwtmuwfadL/11tCkF8HhtYbyyRPmR5OiaE9qFW63BefPKNgeY9CmbUCvOv+0A7A+NgsuAGzqYnYQCzUjnDYCeSnAdiuoJ4uV2bjqE0EuFII9U4yVc4O6HhQY5QwrwkCnUWzX5xB3HYcnQ/SZuRAaF5QL0F6uqE+NnJtg7mIDnq0V/aYCHeg3FXRQBC6fdD5U96bF0xcN+PJpAy4LylMKIAu2ppXTAdCyopzTZPcGywuhlxYxWp6cl5OLZO6sI6bQTFUAAf3lW+WI2zrabQUfVKCVk5Z/6TeTBXwZPBfwclDI+NpNk7aX1gG5Ub45n4SkMHgd/HL9UFEuWu+tnnSyqWd1a9bzULucpQEAyAIn9az7OGErdXNvGu1QPalAD8aHbu5cy7Hji4CL5WsVY+E3dxIntnvefEAh3HiBCLVJHgzQo0cDzGI5dmg9YpkBRqmW0jDVkdpgICGy/EXM6q6Dk3W3Bjy61X39N6D7Hg8ax7Nj5PEt6HTRuMKs3KfzaxIxLN6Mvd4qBoTwDvemJEUAY1IgBGMJicYw+j33pqBMBF5U0LRU3cK9CMqFSmhHPaaeBMtbj6iHivVxxfmVgnLLOFRGPTG2mwq60Qn58orGQyoRlrfOmGZGMzfh/Dphu6k4vbUCXV1EBwDLKwdcXiYAxWDuOrG68I28wXkQTnuqRpsoxo8/f+Qyko4nsueii8T+wkA1xavPo1yTC57lEY9xyVbJQTQWSAL0i8bfqdOwQLI1mGJ6Lbg31VXfDpKejUBSsR2G9SMMTK8bUGfVsUailpdSFyJCAWXlePfLY8b2mY9x+YwJbSZst6oMrLeWDnSh4FhVBcMEH48SUg7sKYuiTQFTJM7uljXFQRBgvPWlOuL+jzgsZamE9THh8spk1yy4vEWRM9SB9TGBegnSb3WXqlBcXtL+UA8c86G3Y581falcWoq7pQk25SIGL6cb4nPB8vKE8ok7rG+7xekzJ1MGdR5dXjngAGB95RjFcXltWhprm8EAzm874HmWF0IvLU/feQjLp551oJ4+s0ZaAHWN8c0YmmmbCU8+54heCB/5I4+1FEjXAVQuRwgLeNFJV4WEar68HjW+NWuiqfr6ddCVuxv0WX/D8rXEgQxmGcyfIPyOX1xBDXj8a2fUT5zR3nJAebpge8vRWPQJfGejpWoezPIZE44fPVseUsflM29wfPUp1s/QY8qlYXl5xvJ4sjiBW3403Gk3iKTaNhHkcdGaaDGRq4uKm2B9Sw3uxuwG8crMH/1/vYJ2eOvIY9uAfhiDHECQXruV02aNe/AGtAPgOU+D6cK1YBMwM6zNbR+zxrbjiJ9QV4BSueg2dGB+TfCOn/iIWueeQDtPkGUFpGsi/bruQDa+X1RvEHO/Hg+ai2jxB9/HwTjErOdyq8QqyFOx9UBYbjRpbLi/7S345f/3y4AcIMeGm7e9juUyob02oTw9oB/VMp7/+4zld12AT04o5wO2VzbQaYZMAswd5eMHtJcappef4qOfPABCmD7xGOtnNLzz/3oVH39yi/O/fAsA7Quv/H83LC9ZUvpEWB7vSZPXI7C+RHj06z3KT10+gyCva/vPrwuWlyiAMeW/ioLHGKhn4PCJhstbKpbPINz+prrItqOW5Pn1r+qgYwPXjnaq4EODdAJX7VjtUjAdN3QxrlqfmUkg3awbIRALSm2qJ80btq2gbaz1/bhrGti5os4OswWYBaf/z0ugDagnVXTXx6oIHD6h3qDDxxX0c34rBzL67h2ET77rNoBP60vA7X8pePo5DdPrrDG9BWg3gnJSQbe8pO7V5Z0L1rsKPhGoUZBLLG8R9FnAK6tF+JLofEFA/8wFbT7gE79XUB6tEAGONwsuF/WOtCcTXnnHx/BfPv4IxIJ+V/Hod7yGjz2d0TfGO97x3/Cx1x7hcDDgCwl+4zVFKt0+vuBjH7tV+rfStS1JUGrHthbQf5/xlv/fhHYEyukGy8sAdf09f2IO8JYQ8Pi/dJxfUQEsFXj6ORte+pW34+lnd8hbF9RfP8TYb486Hv3qyzj9jiFF2ZQBvhww3QGf+JwnwD/91PP8C6GXlgH4QFD0gJKyEtuwc5V4Im2foRNNF8gsaAZvDvfILCH0VOgQ5CCau8fWaQWgVtAOoj5rj1t43IRVTXUWdHbKp3UD6AiHCY+qB0CmytIvSXUWURiwPTu6uscixyr5yYX8Hszy8Zw7U8W9g/aqwAuP5URBULcEMD7bQd04LvS4qCDLNF7hWnTN0hQ6ZTHBEHrb2Dfu3ywSj8W6Rg0yphWMY9pxtItbW9I7cLmEq1mkBwtMCDBDkEpPLlRPnzBeUAGCUzTiTKUokq1b2sRqFR6A2Ed4GnmGRqmmRYXVJSQH9WvTseE4rxBRRvzeCDJ3gBXkUeeG9VA0lfDQNPdsEvDcFPl4bDgcNmwHmxgPDMwdj6cFp3nCZhYpgF1u3L1cutRXHKgivo+9d7IcubEzUl7dOC62JY8DzR3TYUOtDRchTPNmfOMq9BboBN8aj0wdm5h75/jNLJgnfW8384qlFKy1oHdCKR2FBE8FOBw2kN1MIcFqnBOtGRLVXI1tNo9QWKDuIVFXbjevBhpU2WD97M63K6oA8Ao0BmSybj119KmjbwXEAjHXcJ8FMmsxZ5lsbjGhV6auyvSxYT6s6J1wexha5GljPD4seDIfwaVjaYzbw4J1LehF8PLhjLvDjNvDEs99OkwQITw6LLibDyi1g03oAao4EAuWgxIH+PP3Wd9fO0oUm/X5wFl2urllMXdtz0PHNG9o82xzovblNhX0QwoeBmZCAXw4vEBvvullVBLHCNw3Gq4qjOB95PMgVSAnmMvDpacJTR/fdP9PSEZOUbhRzJXIEm4aSefTGWCcUwga58qLA2quBZ5tU9DBA/tEtYP77TOC+ftJST+TwLg+1m43w6l3+0VbYLTj7n5te6AiBQHC8Dbz/u/75Tb1oPjVtfI7ugcs8eY0gRPMLUCkSVAXZYgxjlD97MiV2d1tS5IYZlLiGPk+s7LDxHHON9pYE+5bU8q03u05SM+V+kNhAbNJjKvnJx7riK0KB4t+t/ZiEsDZQmx74Q6iQbqcwV0DyJUEH9I4CtCXK0tQ5S3RkjlArDvc33LUengWhiBx8AvFmNHn7Z1T+NJcaOTfdVK8/1v0ee2Y8TcYXP2Y8fuBQfGMhdIYCSJy74suBEMJ3bff/bF1tU4MGZqOIxPmgMQQ8bbSVM3RBv7sxNaOrL+ZBdLte2ofvjpW49a6v/Nv+LY8hkZjPKuRxjZvm+iju/Fo/TKf+3qusP76PMsLoZcWXgWFrGbYohpGWWXXGQMabMF2r0UlpDGsvrJx8TFo1cHNq76pzghUHa0O+edhfVgH5tUEnblj1NIzHkY26ivj16PNmAiWVYuErk2T5RfLs3G6pCqQovdGywbubPt10GUzxogGuqzgdQZJ2VlXQBJaiZx4B6qwdQ4Vpw4wFGkmGPsA6TPFK4QQ5XnCvWnaerglAXXbbhiWnRkODoggN6bk6txOPOCDpY5YimvlDhjweJoCZzTGJ62Bbo4gJuVTnWdtHtYRKMbpSfOEsPS8kC1pziBEFDTjaRW1AhtZjuA0hKTX+ssJ+4ClVszDItw0fiVVcF4r1qUCq/Y9R2ryCmxr0X1XQl/0u4C1Oy6EvjCWtUIWB7Xourt1xrJVdcE1s5aXjnpRsEdZlC90P2kLyqKUaoDGIfkCg+brGOKFUMxr4ecQluD6LBc7x8XyskjTEGRlNGPx6Ctj5QLpHIwwbWN1VTa2SXl0YOkUlknnDlL4MZg71lbiuF7UEmxbwcoSwq4xB0qSm6CDwvPjZAXcRC1LiyXyZs9WTNHoBF4Y5aJzAJLhEmP93t8DyqQgAGNxLPbb+1qwrto+67RhXb3dCs5bxbYWFXQL47JWtfQ2xmmbsGwFzNW6sGBbCwTAZa3KPjMB0nl32W0rmsazIWKRGZ2a2aTIxrjvwwJgsRqhK+m9rUZW0IE2saWQDRQpr0YUYp+yFDzP8qaF3ul0ws3NzYPbfuM3fgOf9Vmf9WZP+dtm2W4I/ah+c0WZAX3RFvZJtVfGdrCJpgBkbg5hy5c7dMBdS2B1Z5op1edu2owlr64MOXRLehXAYnhtU/eoxvTs5hjoriFD3QZt1oHdbifw5ahIqNaNSJd29aXESHT7RGiPZhWAW0e7YfSXjsqlV5VKqc28s7piCSuIAkquv8cficcdCWK5eDlx1tGKLqz6rLE1zzsS1pjePgEXOyRqn3WyJAM7uHvTkafq3jQr2dpKGJBlWBxC+r5g90syfutFDUxSzaUJKIenC7ablBNUWMFvhwPkclH3p8f0AEWkFYZc1L0ZwBynnANAb3kJeHqnCF9AzzFPA6CTUa3bpgjTuQKHDumEcmx4dFhAJNgWdW/i0EEsaAfGfNhwngtECOW4oUkFTR11aliPBXxsuD1esFz03vqhgG82vOVwxnmreHKj6HKNYxUFZzwiUGcFPiSh1yeNjy6P1HUtRckTSHxCJKyPFJDTZwVZrI+Hl2V9qWB9TFgfAetjjY1tR+PHPK6YZnVv9saY54bee7g3AeAwbdgKg0n5cQGEe9OFILNgruq6vJk2FBasJGiVUM26bY1xnNdkPQrOk/XbmqzdlLaR11OHAVfUSpEihlhs2G4ZcuzAHWs/dZfulSdEUn+MkMoVijgUSAEkuZbKQV3WIoTjvKJZnLM1xqN5wScPG5jVRXl7WLBsBa0yHk0Lbg8rbiaL6XHH3XGGCHA7r3j90FCnhlJ66GRzbSASnKZZwzwFoAlRaUWKhRxkhIPawajTKiATQDcb2lwhx47jccX5qO5NEgKODe1Q0W4NHGNKq7AO3rYR+Jik6hssb1ro/b7f9/vwoz/6o/iiL/qi3fq/9/f+Hv7Un/pT+M3f/M03e8rfNsvOEskdyuXWVUeLWJMtvFEw8KORatZmpUAQLOhCUI2oQfcx1o3QBDdCc8R5uj5tqjFCKBLkg1/Pc4a2zE9HIGcp6CppvLaVaqEdXo/Na2EpuXQHb8WsoDwKVeA5l6MjMBWxBgBOnEu2XY9V9xkNS1Gs2rtIWF8dpv1Z2oQT7I5jRlt7zJKzpVdSOwvgvIEK61fDK8djiQDxdyBjGxkHorYPIMaPqmATU4Aul0hg1/WTukC3DV4JXoMWMmr3WTWHqOYe+ZukFt1syNLryvEiSsrdGqK2IhO0akdXK1EIfSOsTa0caWx9xQT6RmiNok+Kf5JC9cnWba3oNugxfWMsrWBtPNo+j4tk4WcrL0/i6i0wJaUDUUFc9pyXu3HX7nsPfD/ZGJtVAG9Nv2drrjXG2jQ2103QAS701NITUaFHVBSEwYJ1K3GcFI0Bto2xlhJCj0nCw+CoWrZUg0FdaGhKJzCQLMxsbujW79qwFLPFGH3WnpcaxXwxUJ6EbnFsKvq+YG7cvhHKRmgbqeXaCcumliyRoG+My1bRGqH3gr4Rlq1i2wp6Y1xaxbIVFNaXUoSwbQwRwmJt1LYRHyUSrARsca8am/e2og50T7A3T6XOl6KVQhrQyZ9V26VZH1ZQmfbdYCjy6WijXY6ipH7wRsubFnpf9VVfhfe85z14//vfjz/zZ/4Mnj59im//9m/H3/27fxd/4S/8hTd7ut9WS1kExUZvPYmyjqwD4qx5Q1qDLKiS7BMmsLwjiyenQlFXHpAXERDrOt4Izaw5AlkC5xgAgqFBu4sPjqzxiaNb5fbLAlqnQcbauk4qlwavVdXMvckXyyPcujLGnxfQNoPXBj6toEdT0mKTtejWH5vwg7p2GWrVCRNEJPbRRtFzRPyt63rpVljWJznz5+cJwM5wz9LL+wToIU+cHmfo6dwy3JsRT+nZLaUTyX7yFUAUtAIActaKDTRPWuXBrT0TSti2iOeRBslAsDifxwGLukHF+USJVHg+vbNiuWb5HQ+Wo1giFijGQ0jzUR9qa9rfhCAbm4uOVZFqpJOAMbv0VmKy7RvbRKITJDUVcOtWlBgAao1h8wlQ3Zuer1nvvNK2VvZoM+/arTVBmUmrdTTfT+H1vAHTSSyvTrdPJy83BaM9a6ingnakkQ4DhflLI3NnKhqz9/EbQKzrXWPWLhA1BKoKggiho8c+rROa7I8jInTx3zYAIqbs4+E+BVgkcZtHhlagnCnq5FED2sKairFZ3LLaswRRtHkkAPDU0BcO8IuTxvdJAgjTJzuHh1mqxDm3TW+wdzZwj7ZhE0JvKgRlY2yN0RujN8LWGc3+Ire/qdBrXfta8ItLbl+O+cvCi7bTaLNYaCigMXad4WgjtK1EuhWJuq2pQV3C/jpMEfCCurJe4RqesbxpofehD30IX/u1X4s/+Sf/JP7RP/pH+PVf/3W85S1vwc///M/j8z//89/s6X5bLRFAzwH6hDsAxvaOUSPO2SiEAVTRObKYe7Ko5QJYx2SJwdMFVpIDOkhMACpTuh3rWiJrB3PLSwz5xIDm99UCmfyPg1+apqLXYzYqJOg+Rgirg0hdn9LZkJscOWi54negMXlo9D0XjS2wZFYAMGaN8gC5LaCav2BPmmsDxfOD8nshGkIvXJR+rFviKR1Bqv2WsX+4Y+1aUiW9Tyik3LRLJfAlTUtwFg6nPSslBJ4KLlYr0PlRnfyaCUBTAUge0MVwb5IeiwJ1kS4Y1wBAlTU9wd2guSAuk+YoFgM01I7KHbV2rDbpgfVPSgGXhlYqpAq4di2DUzu4ij537ai1garOWFIFqB0zN0ylYStXbZ+VIh7vTuDrrz4zsCUdu2N08fHnIDKb5Bnad3oBqGiqQa0dW9Xn7V1QLWWhN30OBbfIPaGX3Zu1dDAJ5jqs694ZhXX9WgqK7aNNLlir95XEUFN9zKbn8PSdDvQiAWbR/uNCfgj76woanutJRWx/HYCO4BZbN4B3GOlQ3NVTVLRdRAhTbfp+CViK4FAauDQNj5SCqTaU2gAUHMqGqTRUo0CcuKNUdWVOpYNqB5eGYn0PgLW5KvHh0qw2DglwIuzs3uw1tVnZtwuXpucqGiNFkHCPiaEDqrxZMj+lbW+0fFpAlq/+6q/G133d1+EHf/AHUWvFT/zET/xvL/BioTQgWYUZwRgIDCUXHZPVYvHjNNimmocGs0lRl64WddEJUBAauGopZBO3ChJ16Vwdi2QRAuGKU21J4vxK8WPMGkanhAZFiTbzhwf3kwlQ5yi037R1rRNolSVG2+h+wuZa7YrT0JpoGj9xODob0EdC+to92PkcIMRtgE4CFNOG1RaXtrYFknWXXGuCdIyM9WHp+XEpRkqNxnlkbA+4fYfmyBkHaLyJbLWdL6PQrbWr7yubvg8wK9uLcYOGNdhacm+qcMXi7LuK3pR1VVSnCz1mEMyX1u1mBQgLprsLDbGeBJDO1ueGBYhOKkM7AuThLiI2N1zHAH/shJV/d2XE3Xg2LnycCAO5nBUJdujOsJKyIE3bd+fxJu7q/pI2rLPW9CVr3C5ZNebOdKEn0VaCUjq6qFt3ayWOA6CuUXMNDrKKHi5G3rS/O7dtVN2wvuscqg+BwfIntwTImMZx7gpcVw4AErUBZuOVlOZ1A8TAHN0U07axEpi7JSyklpwpAhBg7awWMlSYxb4AmjCaEFoflpO3XeusfaUzOo2YXrd+5VZXDheE6za7N7MnJizD4e7275F47/0rgQzCfey5zM8n89680PuVX/kVfMM3fANeffVV/LN/9s/wMz/zM/gjf+SP4Du/8zvx5//8n8dksYv/HRchignT2S98cS7KmEgFgV7sPijcuiPA8+7E8+9gWopPwAIdkMnScziz1KHJRbrXVeFJz3HRbaSTrdWn8nIrKBQUU1p8ke3eUu0vW3pJVGKzgnV0fdrJLD135VD3gpO2rSKsP3E/e7k6xi1X1wOSduxITanY1zBzAyeOUYuMMbRHt9a8MrOnleTzi4UwAxDjlp1vqwDVcd1eoYJm2xQ1yaQWGRuy0pLOxdhjqBS1Cq08EQFD0LmgJLUIRZPL4ByhSOfQ/CO7qVpBRYtsBnG2H8ccARIqHbUooIPc0ktcl1x6eB/I+5b9dbP+mCTqIvaqlsLEDbV0bDaxq1tKYpzsXMuu/5mikye0vaIiMak96Jq+PneOu5r1UmvDthaz9CiALK0RptIClt/TJOkCAFBLz/c7GKBltZhX5a6IzlrCGtRjOs6OQdrIkvMxaMEqoqp8O+j9jiLEqdvTWOfVSYSMXmzTNvJqKXVuWsmiqYLtRW37QSBTR5s1p7cdRC0eEsxzw3pw613b5zBtWJsjgAVzaWDrL1tRa7dYXvChbKjcMZulV7kbaIUw1w1cBFyGRQ0AtXR08zLktujzcHFrTuIwGnpNQBaz9DyfkViG9efzadHPcC93nWekGHn9c6YsPJ8TNC1f+IVfiM/93M/Fv/k3/wZf9VVfhe/7vu/DT//0T+PHf/zH8Qf/4B98s6eL5fu///tBRHjve98b60QE73//+/HOd74TNzc3+PIv/3L8u3/373bHXS4XfMd3fAc+8zM/E48ePcIf/sN/GP/5P//nT+seBvGs/8b4vVuHnWY79jH6I9+/I2DFbr0FGtMtF8Hu/G4F7iDJdmw+t98bidP5SMShYl0Tg9wZqCSu7SS5cv88Lth7vs79yY12f7J7jgFW8Mkr/5YH9k/CMLdFaqd7iLU8MaZ7uv68Pm9OfM5ApXvn9G0eK2ptVGcway4SzT33TtSKE/+et/txYsf2vt/Hj/XrxLEykuD93L44zZNN5mpsmsbdPcikzxJu8tSObvW49SfAro1ds/cq7rja7r8fau9726++5/eSUYvel8f+sj93xOwULj/AKSbQRGNxImRODbq3T08WUO9u1WicS/Lxdo6e1u3uu+/70HU/u7cO9/vovTa4+i7pHeLq+v573+5m2boHxM7ROqc2QljA3Sz+lhL3d+1nzx/726cey/E9XtvVGArlBg88ZwIojfnSXv2uv+778t6Tkc97HTh8eHnTlt5f/at/FX/8j//x3br3vOc9+Nf/+l/vBNabWX7+538ef/2v/3X83t/7e3fr/+Jf/Iv4S3/pL+GHf/iH8Xmf93n4vu/7PnzVV30VfvmXfxkvvfQSAOC9730vfuInfgI/9mM/hre97W143/vehz/0h/4QPvzhD6OU8tDlnrmUi6CIujI1Tw/38/TOHQAHgMUBLUKCsng5DqCDwRdNWSiLdTRSTV/dg478MpQSa2kfEitRY+kOAWQpSDRkZNRFAl46+LKB1k0/ly3WgQh8tpp+lTVGtAnovCmStOnxuCzg5QZ82cCXVcEtxiHY3Z1q9y9FY5ZRMaFRuHsAc3+K05AhAC3iCdE2/7NZC8ElmKjCQIgaWwDuAVkAipwvtx7FkZceOrPBV5ZxrOb0YMT0rCAwwirV3DIh/V0WowHrRa24ZdW0hG2LtAG4ZSdd8/SKVWowgApaAzWzzG6qtublsqvqINsGuTuBbm5GfcDDYaRHOCcpoIjD4xHoXd3SiyImhAtOlxnLZdJ8pwuhE0NIS9eslwpatE+2SwEt6qZqQigXQpsLzucJci42Fgj9UvBknXFeJhzOiBhtuXTUM6FNBfXS0c5lryx2TVWoZ4kYTjkTqp2jnroymNi7KxflHRXW7/WuoZwnFAO/kDMGNc0p26aK3hvapWCFTepFEbPbWnAp1QAoZYfo6z55AuH6dGSmg4B6JzBrKtBmeV+B3mRBtf7E7s7XtErtRzZfaHmxsV85U8S2qClUv5wBvnCUp8pI2OzebwaOi3CIlQfTVClTCLrFz91b0hVY1C4FlzIBQjhPdaSjnCueLjO2S1Wr/8I4LRPWpUI2xpPlgPMyPHbMXbcJcHeZ0c8FMis4Z/AsaNvTYrRqk449tvYiG3uhpJLla66CsqrFBj/2zNgu1fIbdU5sRXMby3lwfgYN2UJKJ3j+n5Sndy3wfHnppZfwQz/0Q2/2dHjy5Am+8Ru/EX/jb/wNfN/3fV+sFxH85b/8l/Fn/+yfxdd93dcBAP723/7bePvb344f/dEfxbd8y7fgk5/8JH7oh34If+fv/B185Vd+JQDgR37kR/DZn/3Z+Of//J/ja77ma97UvfSZQJOZ3CsFkeoYzDagJ8sRqwr19uR0zTdR1JRMoogyHnGxAKeQoJufUiZVAcMNKl4V2oO40JMXCdcciRMbk4JOpgKuBX0qoKloPl4vOsjmGkJvVDEuWnl9UxQephrH0Fx3DBgBHvH34jEXCyAMwA+FgOsFYLliq7H4qJ/JUx96paByivfwEJBFhiInkxlP7lIVBNjF35e7SAMs489BCOBFPg8K0GaJGCoZiEIMkekuzMjDc7SmW2JW4R3rCgEU4NKG9UZMwNqGlbhuWgkCUPcpkZ4b0AdZVngFeEWGinF8bhZIVRe2mHuM5o7DtGl8ayrKql+7Puuk1FRbVfoqmrqiNKeu6MCpAFNXt9isnbVPAkwdx7phqs3opAx4MmsuZ5+Ue1Mpp4Zy1GZYHqmOoV78N4zYmXW90Xd1OwcY6A1WRcHdhgQqHETfmJoBWRraVlCntnNvdiFMU3swOf2ee9NoyA7TZowimpzu4JWtFkxT26UsdANIBZBlByTBDginY95ptlQoOd9um3WuwGJzjBszHru02yYHvpHA037E5ovMpOQCT9lMBJ0Amjoma5+pNGyTuiu3ueFQN5Spg7ijTwXHacOlVnQCbuqKadpwsPYp3PGkNohYW8090ZDpPUyTbl8npUbrBlwJQJmHGTCUzqhO70AWd43OHXXqOoc6IGjS++zzmBi6+4rF5o+543mW5xJ6//Af/sPnOhkR4f/+v//v59rXl2/7tm/D137t1+Irv/Ird0LvIx/5CF599VV89Vd/daw7HA74si/7Mvzcz/0cvuVbvgUf/vCHsa7rbp93vvOdePe7342f+7mfe6bQu1wuuPgEA+C1114DALRKwJQHIwAM1w51QRPnpTThxCNlIeJw5oNWxJFqxxAYf6adzFBJrq1FTE8SMquYFSSO+qRA6zmNk6ImTXAVgljtKeIk4IBAa+okqDE9tvUyV43pFdH9UwkjFzZZ6OSFJP+4vy02y/3tQJo0ckyvqOUW+xRonM5jcUXs+dI2Q7vdi+n1cX5F1e7Pw0T7c2RwRQEiqNqaWnCZZizTkLGRUdu++tx9uDaJQnDGc7UOIuPjnCcVopm+zBclezQvAQ8rk8j4WbGP6RUxRKjci+mhCLgKWorpSQG4do1xWf+UAlDtOJQNc204V5OzRSerZlB5HyfZRdnnEcNpkx9j/JRsBUxn228a/JVuIfUDo/k4PCg4Qo8lUNnALOlPPS8u9NiQlyjdhBVb8yvFmLv4mJVfU/P0OgozWtfjPDmdSw8kp5/7YoJrR4mF0WfurWdTILxfMSLVwFladu7PHBuFuR9d8d253hWMc8+9Cow0gqJgHSLCVDoWayMqGs+MmF7tqIbGBBoKGxLY8vRyTE+PkzjWr1W4g5mjvzk4KT7xgPKawUsm9Bz4VGrD6jE9tm2Oak+Nvovp1d9CofdH/+gf3f3WziO73760PFg/xfJjP/Zj+Ff/6l/h53/+5+9te/XVVwEAb3/723fr3/72t+M//af/FPvM84xXXnnl3j5+/EPL93//9+PP/bk/d2/9bgLP6/KELfkHwp+urjvNmfIEVEdbRmKvWxWE8EuTI+kgAVKJDu6uOgAUKDzbLggX4+5erHBjONqbnTejM/1r5oDMsSIZNGOwXDvyxzbnfE4aHt9p9xm+9r4/DsDYntw6bqV5TCCErIw/cnfOVTwl0Jbp+WLd1X6ADUCfUPI9+D2nScSpyCINQSjSEAhQl6Z0gNQqEYwxIcxq9eW8vLwwAd3O71RjRAiaMfstBnDRdjJLjyhiHtKvYnqC0a/8fVufC8Sm9zVBuDqzV6N3y1XLbYExiXlfurc8tA5Armu3O+56f0mfcn/ddUwupyJI55Rf5/Enijwy/w0wmmguq8ct/bhGOo79+eP2zG0YY4NoxIGTi9LbL/enmDZSP877+fHRF22/nGsZ1zDt0MdB9OtulqDF0XI7NWsnInvX1hYuVCOml3L0mg/ATPMW+6kSoueUiPvl+PuuTfIYTB6Z3bPn8bmL4dkcedUPc/zUn/95lucCsvTe4+8nf/In8YVf+IX4J//kn+ATn/gEPvnJT+If/+N/jC/6oi/CP/2nz1HXwZZf+7Vfw5/+038aP/IjP4Lj8dll3ulqkhCRe+uul0+1z/d+7/fik5/8ZPz92q/9mh7nmmwZJnf+9ByiHn/DndE9f4ZMyLBr2SlZ2/9ofBfLpcpkqyBdJ2m9kISm6Aim4dIwC49gn6Q9q9gf22RtRNPiaMqwlkoc81D14QcntjdYrxvpjbfHfnuNL37T2J7/xNvM3Dz79binaT6kdQ7NU+Jd3NvX2/Z6MXAJAID3yl8IRlsCsJKOFZErMIpqMp4QHcKypeOA/XlSwrz3ByWHVusnyKVT/2H/bvISJjOdJJhYeWcpHU+sSMbCI59Mx8N+HEh8Yu/qS7ls4zhEEvZ+v3z8w98939OtPJBaesxOiIxAbRIhSgSN7RK/3dJTK0+fMYiV4ZaLWYL2RzYGs8djZ+HZ751HhDA8Dff6qKSD7isCDykGDwG+AsSRBawomjGeNT0PJYJpjr5j26M9tH2YHM2q+xbu0Ucon8PaZzdurtrmjX6L9WNvF05j071med7Mc+lo1+eZcD6NmN573/te/LW/9tfwpV/6pbHua77ma3B7e4tv/uZvxr//9//+uc7z4Q9/GB/96EfxxV/8xbGutYaf/dmfxV/5K38Fv/zLvwxArbnM5/nRj340rL93vOMdWJYFH//4x3fW3kc/+lG85z3veea1D4cDDocHCg6GFnZFpOwGT9LcwqKRTDBrlt7OMrnujNhpfNcdOCy9ewhH2p9jt/9AXw4Eqph2ZDv2sR+SlqqaUk/HSDrvA42XBxpGe+Rt+l3SJ+2OuUb4hbX80HWfOcjvTwDZwvO8nus2Cw2a9sfvEHC765qAsfgaAMvDK9Dgjm33BHITdOLVKlpTay/H/vxRmNVCzKhOHkLTrXNJ70YidUZ2fWSgE8ez536UNWdJn97mGbWHdPwOtWjeh2HFe1+jHcpyZ8Hv7gf3LJtry+lexficKtTTfZt0yc+s3c1Rm4hto0vSbr8ulvZi1mwcF/uaNWnH+5u57vsP9a/r/rvvU/5H+33zufPx8f0BLexZ4xSjrbpZv5nHM7PNZFTrNfo1I1dhvxFt7u2Z0bPpfh5qF/+7mgPH/Ik4P6zP7T6fdfwbtcPV8lyWXl5+5Vd+BS+//PK99S+//DL+43/8j899nq/4iq/Av/23/xa/8Au/EH+///f/fnzjN34jfuEXfgG/+3f/brzjHe/AT/3UT8Uxy7LgZ37mZ0KgffEXfzGmadrt8xu/8Rv4pV/6pTcUes9aSGB0VAhuyTxY2TgqeZP4PXL29ARimvPQ/GRvlcTF0uc97UfubQ9L757l4y6Iblqmuh0edKPRXvgANtk0T77X38IWYLYgc3fGCdPKe3HKJN8PSdMfn333OTT/fGwE5q+fbfdirp45W4NXWnZu62edV672v953b2VyKAle046mOqw1ZkjrRiFmnwCoMGiqo3JCb7G/Xty8EZ6Xt4wCsmRuUt3/AURaKffe772yN7kf5edJ2+mh9bm98+LCqSkiMfp+s3HhzPr+12G8sHm9DH7J3afEdo79fIyN9Z5Huitzs7Pe1FIhIFkf2Fl32epjO17L6CCOK+ncucwOc09enWcBWcZY8biyu+x2MTkXvhanclaXPu3PxVOP/EoHdnSnGasycgPTulJ65AvnZ41+QrCSUVev3X57u5B999++bf8ORv/zc++8KmX/GV6VZOHtvC8+NoXu90MXdA/01Yf0gWctb9rS+wN/4A/gve99L37kR34kLLBXX30V73vf+95Unt5LL72Ed7/73bt1jx49wtve9rZY/973vhcf+MAH8K53vQvvete78IEPfAC3t7f4hm/4BgAqaL/pm74J73vf+/C2t70Nb33rW/Hd3/3d+IIv+IJAc76ZJRgmKP22OBvJfjsBA4FYbPt14LWJmuwBDhAENZST8xWBKUtA7eqXrwgaqdBUTaV0GrI+GfcnIVyYMjHkUNBms0iIwJO5LpnQZ7aEUIYU5c+TQkBNNGRMATCgjp27Uyh1Xli6xgQbLRZM7hilljgJQ+/Ao1fbc1i7GqS7C6zCdLquZgQMtFrR/UWQ0JsqmDRWZ+doFEnnXpuw+3siPYe72bx0kRazFaCrMKfjQRVLr4BeWAWZV1I/UCSeg4uiNF2YwZQKE3iRyuDPX6sKvmlSUAugAJVUSJaOXjHXqjM40w4z+ly1ModAk7ZLQynFaMYEKOqG6lUwlQ7UDqkUicRUFYzQila+rgZSABDUZDMrHZVYH4crVnnSuqe04eHtD23Lf0RJSaToc+ChHHEV1KrUaGvVxPluieYA0Cpjrk1zC0nQ02TfiMOKYxJMtSkNWRk4hNYpEtKX2qN6AKCC4lQs9LZhKHA2Fp12y/tR9ipEOzQkUIsJskbANIQYE0VB6VI6Wu2QidSx4GhvIx/wucKFIgCtYl7V3a1uS2AubSTtsyagFwOjrKViLoqIBYBjWTFbGwPAzC2AQpMl7teq65zlZSoNvTIudk+9wqos6P268uzzpBD2beaV2CsAA+CsTr/GGBRlGcjSfR6wcf8/y735N//m38Qf+2N/DL/rd/0ufM7nfA4A4Fd/9VfxeZ/3efj7f//vv9nTveHyPd/zPTidTvjWb/1WfPzjH8eXfMmX4Cd/8icjRw8APvjBD6LWiq//+q/H6XTCV3zFV+CHf/iH33SOHmCalVszNhl6PSeBaeDVrBnfH3R/YIeguvp8o+9p3c7SkLxeHtR2Ik4H6ETppj5fTR5xLoJzVcIFn1/Da+55rtDOLBw3zKaJ7xjxCVeAFtcsyZQEhAIRQBR3VTzQJtkiI1c20v5i1oyAQhHZnSP80rI7Tz73fYtb9tvXFdg2raZwmLU8UCwpttYFuKnA2owomsMdCajAk9NZ28KLzk4N4jFAKyJLgLpRTahiK3F9ACNNYp6s4r0+o+o+aqX4cwRgwCyd8Zx7bR2m1RezjlwJU11JBYBP5IpGdC+AKTSVLD3EBaZbKvt4XK+mHF3H9DLfpjENxfeUCzve6fMvno/3W7aEKy71YX8NyQWXSRCcLxMECAg7dpGwoMmsXkJUYuhAb6zfrUqGI0epUaRAULP9jW7QE86vWWmydQxgF4vjq23AsOr82Pj07+mcTNgdm8MF934nR1Y0KyWhxSmm56+dZa9cAXs/ZT7+UyxvWuj9nt/ze/CLv/iL+Kmf+in8h//wHyAi+PzP/3x85Vd+5acEmHyq5V/8i3+x+01EeP/734/3v//9zzzmeDziQx/6ED70oQ/9D10bwA4xKNdj7GoyDpeFHwfovytGFkX7+Qnlal36cysoIQ4HlTkQvIl+sRwLARL6SYKVBWkiggxBNOJ9GMd6UAN6TMRd8rMniZNjM1nAhds3CcJdI0o6f5pA4toPuIBw1d772BCl9ruefOx6XSea3aDLcSLK6ynerxrXooItsa6EUAMs7cDg47B2tHLSEcPjQI1EjC+OLXYMpjg/2tgmvY9YYesBcIl4mqMWAWXOl9HfIq5pSD7vX242SVrvFlAICHvcLhoP2smah5Q5qIK1QwHTWP+ml2cdkmNtfdy380R2s+abEUcHf+RVbEpMGHY73uN6zfkpWZ+/dfJQrm5LfU+snRxFmeeFXezS+yLt+6COSRd6o+/Gb1gMrVEa76bEebze+qwnpxMMvdtHPC7H5fyviSMyeTx/9++8O4Y9vcrb2ds/n6/3kV6R4nBxz1dobp8O8ziOmGBPMb3cVmme0Jd4f5/nWT4twmkiwld/9Vfv8uP+T1jKRTUWsJItA1eV07tXTsdgXHA2DybwhSBVtbJOAC/KqsIXG5AORScAm7KBdFjtM3OJQgBerDPWMamBRUlnTWCWhZSRxSqnKyNLM0aWCbw2vafTikBlSgVtBXzaIjmd1wm8bChrBy0dfN7Al2q1ruQemrOb+5Y3FXZcLA66qsbAzYl4h+DrXZ9ZXYz2OJtOALxarrUpHMqyQihrUkDaXiEBKKouu8AS1tpaoazYwOfVxhs5cwzCnVYuRuDrtcsqBhOM2HevmiCijCy1Aujje2tW3LUDl0vE9PaNZoLK8vmwriMfzxPOjX3Fq6+jaEkiMitPWlMmFwB0OKgA3Rqwqpu8ccF5mXBZKvqlgBaCoEBYwCtpRfWFwQsr08gyysbQQmiXgtMyoS06qRVb93SbcXeZg1lDCrSy+YHQFyvHdcGYjEz7a6uxGsHYeew3pcrpHscpi6Av5jlZjKHlMo5RHlz9bAtjKQWtMNpasFgCejHJtK0Vl9otOb0HN6S+Bp9MFdkYAlC03lwzwunW9djl4iw41me5B6tPWawivNWCdEYWJYTWfoaOYA2BzRHUAVoYZQWwUjCyhKDLnhOBuj57InJuekPUBGjW5xvUEjSPU+86p/Sl4FIrRAh3ZcJ5mdTNuxTcrcrAQtzRFsbTZcKyFPSm7/yUGFlKK7gYm8tpnrSKuhBa0QLGIA3DrIuy/hQr1lwWoK1mwVZnmtJt/t55MVakDsil6D4rYblM2kesLFsvAr4g5lIhRNX0clEmpfZbWTn9B37gB/DN3/zNOB6P+IEf+IE33Pc7v/M7n+vCvx2XXkkTcAnwUkG9ZC1XhivTg9mSktPNLx8+aCeOdlJZ30YCMg0rM7LACsS6f16MAFarkZvwtSTse4TTTEYqfUU4bcnmSkbN47OyugzZIecMrgAqR+zPJ7l4et+f3Vqz0kRmAe4C/GTFIT2o71hws/RccwtiWo/pAcqUkjS665hen+RhwmnCiOlNQ8vuFaG5dyAC7X4ej+kF4bRp7HpcAZDIou1TktAKUEspSkRtC5HleBm8MASi05NZgjvs/aF3YJr2HhMuQV5NTlTtjVE4ktN56phqw9oKFiecnjrAGnOutWGzmB5XQateIkawGeH0VBrYS/TUGsnph2nDyeOgHntLsTgvwRUxP95vH+k50PHFNAANuz/apfhELCxB/jPhdNs4CJVrbWH9TaVpugKAnlxegVAEnkk47akMzB3rpDFDL6ZKJHvCaYtTiSXqx2/W3xn2GTUcCVbSytqkipJJO3DFGUyKdhuuGnPV2JjNDXYOP09PcT0QoiyPE06LIAiniQQ8KZl0qVZayGKXtXZsgBESbDjWTRluSjPGFSOcrh2ltl1y+jMJp43UYEc47ePvmnC6diN51/JRS4UaAh3B1hIxPdL3KR0D3/BbmZz+wQ9+EN/4jd+I4/GID37wg8/cj4j+txZ6QBqA1iljPUEFC0OtH3MnJO9huCAzIeq+irS5J2N2R+xLFhscie0qIN19p0nuw7053Ip2AwaL9+rn1A2RmVMW3O0Juze3ntwtJcaPmVCqOR6iQBbV6gK155beZoKsK18nb1ZFXaxzpngkie2PvRso3EPeNr5kd9LVMeE+eoZryd1Rkp4Zpj/E8Sa3w91K45rKgmMz0FRDGkcdvVznjg3ZmXPsrEQQatUYnrsnvSKDP9M0Qe4JvCshm5PTdQPctROlgfQ1IkoI2XNq4jDZ+9A+5iTT7lrqcv+YLkrGHO/fQEf3yv8YLssVkCz8eskKkzxD2CEJQtoLTqFYD0EQTufE9CgJ1IxA+kEaMt6lMLTOYJId4XRrDJQOT8juQoBZi+zu+83GCEbVb9pMtjdr/230L3U7Yh9X9/e+mbXnKNdUiocEWDfWWJ4XTN0UvObVQbhBPRVeZRzQAqzb6Avdks3DvdmxT1ZP7mKIFpF1Iu4uBLbfACJlQY/V9lRgM4V7c1daKFuuLT0/2fyV4pTu7nX3KXXT76yPR4gjexV8/hTca9tnLc8l9D7ykY88+P3/tGWXEGsaMpXUljS0TsC0M2TosllnBGCHPLLJxtGbdh4Hm8AD3VZoSpxGijFieCYQnZpMufw84G8FYqtZe0yQYr+dhqywWn5uERaOUjwyFXXVCI8K6FlT9/ahq8lLKKxdvxdgTFBKqXYF9PFJ2kMtPin6xGjWZdCQ0X5ize+pY7Sja8ZDaTHN2LVmRpQWcrBQhpqD9t+d5o2YIbUOZKXXwCNCMLSwCj2aJ4h0EHWz3ERRn6Wo4CLWGJ5ZeDEdl6JCsVakAJKWMSoMmaoqN75NRC3Mmiy9hN700kGO3hRDw3mfLKzuQipiBUcFxY7nqkqNo+lmboOGzN5Nv0pLca+A39oevIJ9grn13etkdud75QCwjLHYYf1IJKi1iqEInWYraMjKoM8qJGhJicg6oBaR1U42cbfzm9ViNGQlUZI5WGO5EtTX1mgukhvjxvtvMUU0lc0JXk0eiNjofx2WEC9j/dWfj0kE0MNAICxGJKSpCVNpw2I1GrJaLem8SFCNAYr0rKVj4h6W3jV6s9h7cKFXuaOVPp4tjyefZ3ysxjje9wEqPdql1qboTUdypwKzsXQ7hysW/7OALP8nL0MzSdZUmnyzZeEoRW6pEoFpZMoTyUMbM4+Xu9JAQ8NDgRaJdE3Z/PeymeKWtBvaXLPXYzWXUEBbtz8BrQ3cuhaMBYPW5qoYgKL3vanpw5tKAdq65UpJfPe8KzHrz5ogJp+Rq+jtppqvU5d57hXDUhmAcD0CCCvQ87U6TI64Jp09FZLaXfQe/DhpYz1tAMzV1omGtsnjXXpMD4zQnuNde1FejHuT3qEsyA3YrCFW48gs9n0C0MXIqU097S5lBUDTNAfofuhbWHHu6sRmHJxbevAGCDbL83MLvesDtaYUc5tp3q1j2Qq2rUA21j5kxYmpEbaNtZ9tpHGiTRWW3orGoDctptq30Zf7xji3imUr8b5iHET+nGnrkemux7qlrO/WEL3Nx80YP9dAjnhP96wEPU4aYbMy7r0ztq3siKRbY6xNiaP7pyCc9ly0xdpubeNcTIJtYzAX4/c0WZT6ewBRrF91Gf0r+nD2HriHx9oCzY8f8bpoByu4Ko0DtUk79CaiZmVsI1f0CNwIzdpKY5YVW7OQRqOoKsEs6Bth8TZrjMum77yaC7+bBSyC2C+3qSsFbXev+gwe26TN/lwpco/SNp5JNtbntvumZtZrp3HebbxPH7+8+VhNXpI3WF4IvbTUU8e0dmwrYboTK5A6EFfUgXLuqAe33HSSbxZb45U1n6YDKBpklTKElSL1VNOjTasft+IDxV6YDRyYWyeQSWwTsgy+v7inSwPdnUGP5lBlXRDyeVNUXWW0qWgnOa+QUkC9o54a6MkJ9HhGuTTw0wuWVw76TDJiZr4EdBx67TaTVlEXGkVkKwAa8dFu7jB3adjR+l8MMDIjgtPCiBI/gGmBfWiInF1BxQZST66lJCC9wG0Evrcx6KSmY5q+r1wJmzdRSw9QQuhlBb3lJWBukKd3ank5CbV0LQ9EpOvcuhMBllXdmvMEQM8DJtA0qfW4beivva4AFc8HPMyQVcEy0rpZ/gTASgsBgAhoU21JFsbFwAlYCbRSxHp5A7a1KPBhJQ34NzVbGvS5+8o4XyaIgQF40+1eZma+g5bTKYTDx1dQryBhzK+7iTf6SZv1/R8/2bAd2KwgwvxElaXDJ9T83hbd9/BaA1mOaD0L5k+smF8peswnN/AmKLcFtAlkKehTRyPNb2uNtJSOoTHFXJ2Dm3P0Vw2Hsn1XgmQiYG2MzUAsepwApaO3gtYkTexj0s5en3ufPGLK9U5Qn9CutJBMjOkpQBetRoCjEUIcLA1zA/psc9Jhw2oV4tENFMdAP4oWkT0UtOP9IrLbLJCNA3SyzYx1NSG2FBVea1Fg2qXgslZVIFbG0gu2xlhMuSgsceyyFfSl6Hg1N6Snx7TGIZhzsjnL/rcPf6+krvMVFGjVtF3WS0X5/7P377G2bVlZOPq11vt4zLnW2q9zTp2qwqIeUBC4oMhDBDSIiiRKKmoiRkEQRTEkVRYFMUElqKlbIBEKzC8pLYOAouEfgmiQBBFu/cPLCyQ8LZCiAMs6dc7ZZz/WWnPOMUbvvd0/Wmu9j7n2PufsTST3lHEkK2utOecYczx67621r33tazOZTiyhxKDzdzo2epza79+31kL/J295ZKBn5AGAqMI7L42GrfCOtkVxogNlqoSS0gtKXzRH0hUUYSOg2ERzcgqgTh8D0hcUT+x7YfCsLWBalwV9j/xzAkvqKryahwDuO5Q+gJaCEhjolcBCuaj35/BnAGToUCKDU0EeGDIOKL0NGOmbAcaxwfOcxBq6ce+/wizUPuvR3XG5xzGtvUTtMu1EFlCb8HWfK0bPWwDxanGRAMiqn54YkcCNW4OYHjyOQ8x5EHjJggRoj7dlAZYEmWeN1i53rV3QjFaWkLP2w5um1i2ByJrNakQh81ydEpSiObyoPZBoGFAuLrWA3boqiAjAQffLFi16CUOMQDmBdBa1DxmbflGa/azRHvqiC2QXEPuMuYsoRcCDtpuhroD7jNJH8JAxDguWIdpYDqCh4NpwwJQiDiPAncKZ6SRgOWGkDYEyY9ke08lzT0hbYNky0qBjLm09iifwwlhOCHnUbgvLVo/hsOFyGrFsgeVEv4uyIG1YnZBhQexaayElWDRozkkbaW0IxQrVC0FEyRfMpbbOGbtUSdVFqHVO7wL6Lj3QOV0dJ2pj+4EcZZsDpSPkjRWR23zKm4K0ZchQjH27knlb5bAgnkMDammC2BCy3JfT/VUOEcoNsM9zn9EPqXZOT2bwcwrYdAtir7DlYWRshxnzEpFJcNLNGLqEjd2fyAUXfYIIYdMvuD/kB4gsvX320LlgBWo7oZpGiav1gxrRpYpTDEW7cgwF/ZCQht4Y7AIZMkofUMa2dtACuDBGXgg0PoQ5/ZDt/xq91cZJcwawwUXu7Qta7VZN0qqMFGeATJWFF4LMbFidNvKUQNU70Ydvkd6iBlWIG+QWoYv5QrZAU4U3idV7d1HVMAE8OeGkAKVopDYtCIcInq1kYRXpAQBtopY1JCVhcOr195yt9CErJX0WhFmO2JtAy1mERaohUlp2gztL9JIFAbPLjUmFxgD7vAjCRGqcZRXp2W/fpBwbPUApyg4bKwzUojhyVFH0PpXVsa+WLIQZFXaVSPX7qQA82wrjZJaiebZaN9f3wDwrKQVoBeRrYQSXHfO8oDebddJKYIU0PSdox6DNqPDlMrc2Q9mg6uiUOAFZyUKZAw5L1GafE1tJgDIoeLFIb9GxmGf9W0TzujRrw9h5jDp+AcSJkGbGbulxWGKF69gGcqPkO7yJavQ4SaXiO3TNKxjKIexi8FZ9vUbcpckBLjaOTBZQZsYSFYbMc8BixdcOQaY54hAEOdMDRBaxbus6DbkaQ8CbyOpxk0mWpSXaIzSnl7Q8g5OWVVAASq9GiWc99zBr1OYlHlr6Q5Yr93HFWnJja4CWHwEc9Vl5qQ0ALAsDiz5PFKqlHrxYWVQCxBqpem/IvATwQkhTwBy0ZGEfO0xT1EzHHLSJ7KJQpcyM3dRjWQKKNZGdlmYaYrAmstAmsnm2Dg253U8RLRehmVrJwoRW6jKjlrY40hKs5KUsdu5WykGLNqT1a6IC5M7u2dyeJy/UmsjOqCjFy2388h853n7nd34HRyrx9aIFv/M7v/O4h3tlbQ9e1suzglZCu848PGIgFgtgPF8hgKstVLzf/1/lOGproqvHtf3rd2ZZ5XvEoDb9m/x3UaOoeQix96TlC03FpX1+/YOH5DL9tXV+5urfssrhvPj7Rwys0u7RVYbmA2xNafe43tfVvVq/Xn/7Z67Aw1eL1o++61E2pmbcVmUNdQx5faY3f73yvr7A7RjrTg7r2o3ykBOq96K1kVlHAH6fxJnFq6jBGZyNMQdcbeOSvK3My80Dv4xH+MzRuT/uZhCmWM1dZZxWlhWacHJR6FO8oHq1v7MNndlY2/D4cQsrQaJ+rjEK6aHjVVbj9or4gn1v/X1lvB211bkyBtfP7Whc2nN62PmIM8gFjZlp98ffk/V98yJ/+x5nb7bCc6qfXx9nfQxnhVa2+tV7tHr96vpxxL70azuKfB+8/ofdq/+t7M319sY3vhEf/vCH8apXvero9RdeeAFvfOMbH6uf3ittyz1Beu10nAo1XUkBapRC0FyfRTRrNlvuARlEJ0tfUKD4e4Y+1DK0dkGFST3FoYCCwZZR980poAylMZcEtg9q7V7prTs2M3iOCH2HMkRQ6iE9o1BUxqargzCh9NZVfewgweDNniGbHqXXnAoTjuv0GHUhB1qkR7YAFGNs6nutpEPMDnjtnrMvq6amGZ/SaS7D9TqF7T6uIVGPxNwmGAwJgzfde2Run611erSCUAjKDvRc4yA6oT06tP+9ZCEPFlUVAaxJLLzkwDUxWQ0ZBQDD0DqeM7XSBYeLU7L83Moj9eMNvUGkI2o3hcBA1ys06v/bcRAjEAOkVyeHhoztoOFBGpSQIn0BWMdKNyTMfUARVngzE9AVhCGjDAE0ZAx9wjxmNRxX4c2h3ec8KmyZVz/rUpjSEfKg86T0OgbyoB45ZUEeCGkE8mhzbdRjaD9JQR6DHrcH0oYV3rQ5R31G16eq+9j36ahzughhGJaXLFkQ0c93pjW5HWZMS1SdS+ucTlDj2fepaW+SIPW2FhjE2WrSbC3oqJV1FECINN9mYxtFUEZLK/SGEK1hUfucMx3JWox5uUbVsXUNX9/P9yHUxsDUF/TDglLYoG+9FzmxwZsJIWhudNsvmPuIkhmn/YTLvsd2mJW9yQW7PtV7dTmMYGs6W9mbdi/nvuj60UFrXzufj1KjYkeP0kC1CbHDm6VHhTeXwWoPRYC+aLPhq/AmFEXiRKDh9wnefLFedRcXFy/ZF++jYVMoApCEqsiiMBwa5LWIOuwZgHgtmqhHlqHeSTYPOhvNOtv9ymYeBCvGln8ODk/DGV2VuQTbqQCE5vW0zxZV53AJLPOiACWzqAAygYpCr7QU9ayctblkOKuTlnIcXTyqhNSLeFl+7+RFDuOQFtmEb8r9dljbbx11VTjtioe3JrAc1Qod3Vf7m4Dix8nH+/j1qBcqdhtImZp9hypFFq0Gz1mabvD8PE1/s/6YcTwyhkG9IlkWRVC8k4DvK6XlDf1ZdA5vluoVSzZVEWPQaV1mGyt5peEopvKB+rfunwtrLhAAF70/k7E3vX5MChDmgrCoag77XDmKBHURCovfaIOWF2P0LlJJXgq/iirwsEPQop9JZL/FGLsCMYah3/acWeea+1LiRBZW5rG0ubVWZMngyuBMuamxqIAyNAeYvZbNDs6lRWh2yS/2fx0Ddu3ViBkD0eFhABC2NdXnif0m6N/tx0se2ufWpQuVsOVzrTjrkpAyV9alWC2j1t4VSGIsmWvku5SAVJQF61u2NSzloA4TMYiaIgsz1aj0KopyhGr5PcIqStNhruxiW/tyClV9xsf3A+xNh8qdPLNilb7U9shG7x3veId+ERG+8Ru/EdvtdnVDMn7mZ34Gn/Zpn/aoh3tFbj7IXInliLDhHpi9F7yerTSjyBkoiz24YDm4sMo9kUEI5imyyY/pby198HwHiKrYNaDREi/tnChZ7iPZbGMlrdCSwYvm5nRB1VlIYPBiXdUBhTu9txuRljuIRqFhKYiTIEyl1iPV/F3wnIJUer/mMgpKp0W2pfNcjy5WnKSqePj1hFkXEJ5ZSxpIx3fNy6V6yx4gsvjiSE5cEYvw3Hiafai5EVJnkZ027VHfslqQSluMjJBmOV6GcAdkZRC5KgqFoAXly9KiQaDV0vlmZBQaByAFSFFpMW8ZpJ3WkxJaOGgOrwjQ9baqW3cF35z1CaCEUJnBkqzbdQpAYs35WO0iJVs0jNVZkknfgbVp+0LIiWtZAwAdu0mp7bkwgqEdrU6zOTO+4NbC/1Vkf1x07s+RHlys10SQ9b6ERj4SAFnPVYRQlqCPpaCKKpeFsYSAYoXnVWwZqBAcgFV9vxm+pBR+qUXbgpwYC4dqUIkYw2zjZgYoi4550fxvy+kBPFGFPMWcuer4uQBA1lxUOFgumQlh0ntUo6JDAE2MMOnCHiYYu1nXh3BAzY8Vc5TTIaCfgbzoeKglC4sqskgiHJaIkhTdQdb3cwqQTDgkZXJOHuGyMllFgMlKYoouHNWhWKARpOYpBSFQdW4oa5TPM6oKE7Bybmaysh+qkm2lkDKISSqU6+UivjX2pq2ZK4P4UtsjG71f+IVfAKCR3i/90i+h7xvFru97/KE/9Ifw9V//9Y96uFfsphGPLtROsFhjx7XXXoH111P4RgVfqYbuXqi+ZguKtbhx9YFaiC3WjiiYxFAg7ZnlhdKwRcCT4bawaOEuEEU00gMA1sJzytJcPlbDViLD1VdqaXQRUFbSi9cflagMVQi3mhqP2FbF5lSsZCEBIK7F/LXQODv0uyq8rV6w3pQS1XN173VN+67X7hRxX/hW8E9t6+TnuIKIfN/iz8RSaq2AvX0f2Sn5Z92QyqLRm7i8mEV84t0O5hkUUkVAvBFs7YAuAl0SoLBkzrqvlzR00digpbE0/Va5kd3v67NdrcCgJWmUYLxw5gJihTSPlP2DBYZVMMFgdm/nEoCqbG/F7q5IFKw4u84B0jGyjsjXETYErXZvtUitP1vJL1c/J6h981qtntRxydnO02SqcmBw0E4V7PBmIMRYFGG2dlK+SSHUvpHWHgdAbaEDWK/goEXbyYr2110JlDGN1lqovwJvRis/6AEqhhQVsue0Gv/mRFR4nqDsb4t2Sm/3fMgahVs5QDDoX+FCUeazy6CZpCEPGaXrTJyggEQLzJcQqph2F1SCjkhQuHVHL6LF6SGUWrzv3Te8CJ3sGbAVrxOgMGnRNlYlGrxpUm3k52sOQqnz2SFhn7dSxx35WkDQovO1I2T3jhjH68X/7uL0n/iJnwAAfOVXfiW+8zu/E9euXXvUXT9qNvVabRF+yE0GjhfVo8XTIhntldcW8qpQIFTzecLqvbhqhth7wqKUY1rtawYSvDKqvvA7zm9ECgmmrWkGUZhUWBpQVRjvSxbI8n1oJAw7nrcpatdHq3uDo9dJrkpKqVWr/8vqOFeMXo2izdCsDVPV2lw9lzWkU3UKLWcnQKNG+3dwe70+L0MZH2ZghdQoMNn994gEQO2KHkJrFLvqfiBWYoC+A5J+VpztWXNdxYrXrdwBsFpJO6mAI2h03WUdgMKp/j1+LvDrNKUSaoarKvzYOKydAwIsT6Tjy3NGrnTiC4cbx8iqSuLI0ZFTsY7gBJUq/0B+avWDcmW8XHn/KJI8GlOKqsAaxTK7ooygoJUs5MDGtjRjbc6V9tajCnfWprNkCjVFTKfTVV5kpfhiRo8E5chxogeubz139H6t5n2wZSS0dUDHtDrY63lSo+d1Sx1ewZtX7n91cHSa2zMtZoxQrwUAaK00Y05SDMUa8HIt2ejs84EL2NRXoo0R3VfANr5DKMhJkYOj523zsJ7zev6t71doa4GYA1d87Sx27av7qvd2pUoV7L4+wvbYOb3v/u7vftxdPmq2qsay0pBzaLKWLPiPlSy4Eomw5iAc3iysUB88TAeUJh4AkHcJ0AJu/12kwZtu0NyLlmDwpvHvKTk8YHm7Uiqsqbm5DGIGzQmuv0RMoBL1vSxAMkZnUTUXhT8LeC41ol0TdYXMkJGXLDjlXKzLgt0bkVbuYekunbh2HgYdArDv9eilwY21ZMEmx8PgTf8smW2pcKemNRu8udrHPyOkHvoa3lwXp3tEovnQ0BRVYtTI2KTAEILCjx6BWQRX83WeE3SIMhdgmgzOpAaHMq26rFvroibvrwavlCpZVlmgDm8GLSbOKQCLqQEFrROlBUgGafJiMJTDm2Tw5mLFy4selxdVaanqHB6lmUPANX/9YMnCWnNxXbJwpLBieWfKDbaq7MdUVp+3TiKmyIJkEK5oQX3i0FiIaPBmVf8vK6PnzENBFaJ2HfSUVd1FiutKYgVvtkivS6uxVyw3SQAv6rzy4l1IqI4htmbGsPy+a21S8mtfKYsUHN2PJTHW+X8vuaGaGkETwLCyoJIIIRFkacXpDm8CgCyqupITgwMBiTEl7bBQEmG/dFiWWOFN5qL3HMC0RIXSgaN8qQIiDm9ChR9svlEBxF4n8/EIK3hzsVxrbutiNoieTZweBmWuS5l8PPuPj92X2x7b6F1eXuJbvuVb8F//63/Fs88+i3KFRv2BD3zgcQ/5itkqpLaK6tbwGYDmhVUvb+XtBSjbKJMyMZNGc2JGT1X7zcszGq53SFaVcWVvlkC1Q4MvfGLQii78pkUYgAKN8GoBegg1kpPAWp9Xi9NdlzMosQVqTMHWMT0yOGm0qA11qcF9AEBUoYkiOhGLRbFU7FhkLVcgVZe0BKr3jYw6XnOVK/09PW67lxWBvZrTc1jySlQBhyp9f6yiSIvsPBJxz9uZnQ6nNOjFzhuA99PTrgiO15G+viokJwpASRDmdn3uNeTS2Jv2ekvsFz15J6sc1fkRTO6iCV+LrxqGFghUrzAUpKqxCRs/Om6qWn+gps1pnRaqsn0oqmoPVBSiMx3GGjmvIgyHqFww4SiKX3vz64iwtDm27tZwFLWso6Ua+anD5OcZYjH4sUCIKrxJgbVwvbI3V17byjgSa7cGAOjjGt7kFbwZjiM90+OFABwdum/nXDVka6cR/U45ilKMjRlsvK7RBvu7oI1Vf1Y14q2Rkayec9t3zd5EkBqhNXgTWKrOqjYIzkFqdCeBMcSEaF3pAehngyYlY8igUHRfLvV+hlBU7DtK1U5l754Ag32jGremaGONiH1dW90X8i41EXDx/RJQC9wd0SmmCVt+PyO9r/qqr8L73vc+/LW/9tfwmte85qFMzo/WLW0IMhDSaEaqs4XcMWST18lDU2Th1BbOPAikV7o5+lLhtmw0LekNcrKJTEFp5WIlCwiiUUoilKFU6NO3VrIAo4pr7i6MAbLpkceoOblBjVpZkSokqOErPaFsO+37t2jJQtn2yJugklasx12LANdjVEhQFyCNcDX/CDj13w2jGb54BbbxaCDqP6UH8oiqyKJlHD7JUY3VWtooD/Z9rPuqwZWqdaq0eS+e1/wKSCCLlon4IptHMfFuQEsUGo5NYsfuOtRuCF2veTkmUD/a6Vl+DlB5sHXXcym6yFuHhBr1reTG1ICx7utKK4Aeo4uVtFLfy9bLr4eKiQ9KCIpjwumo/fbSaAy7IYOsZGEYFuyGiAKgGxKWQuA+I3YZ8xARxoSTccZkPeTKEMBjxvV+j8MYcdeVz1jLCJYNIW1M4mxjqIQ929IBaaOv50HHXhpbZMOLqrmkjX522eqxdJwI0jboviOwbNSBSKPuGwZVGQlckLOWJxRrGOvb0CWFOVdEFgCrpqe6SA9m7DbdgsBF5chy0EWeUJVMaskCCy5dQtVKE7Stj68VQPbXPZdlY9QNHWVANgV5DJAhQy4ZFd50h9vnynpxWjniD7A2fcCu4E2wIJjKjgDYWskCkSAtAaf9jPvDYnk8wukwV83Ss27CeT/gpJ8hlg+8GLRE52yYcT4kxFiqIgtRa9O06zrkPqjSUq/3hUK7R1dLFrxcqfQCGjPy0EGGjHFcsBsGbb1WANok5DGijO05U6AaqtNCCGNr6/VS22MbvR/5kR/BD//wD+PzPu/zHnfXV/zGCaC4gmdCgxmO4E2HacwQMpzMAtSSBSYTmJZGs11FMA5zSKC6WAuANa1ZI6IW6cFhJBh8Yu1/KKn3v4YsKQkYRdVaoBEhyBiXRQxeMTaniVVzLkZsaeQBPYlmgPRkxEgJTYXFhbepNNjXYWDAokozSF5UX8sEvKyAYK1S6IiltYZ5/TlVKMj1+yzy9KJWdqp8BmBw8Vrc2lVF6vf4dazgTcqwfKetYEzG1DSaqEcf7O6sGTKHH8VxV1INz75ThiwRPNdUBaeBI9jy6G+P/oiByCpH53RXKzkouYkKlyPBaS1TSClUwemc2QSnGZkVciuJsSRV5ABQ9z/kDnOKlVpeYeO8enZeBuJyfQbt13sIJXNUYkodN1QNwRGRJV0lykj9vuLi2RHHgtP+CFY6mus6PS9Z8P/FCBhMgiUoZV8Fpw3eNUan1+zp45XVtVuaoazOH6harhX+9bG7KjB38eTWEb0VmT9QbC3r8d90Lb18pJUDGJPcAYiswuLJShbmHGo/vVKoKtAwi5a72P85Ew5Zx9FsJQtNcJowZYVBvQrLnfIqOG3PuazHSDl+xn5DOctRyyQx+Bb2jFvZFiCJbb42b8DLvXyslf/dJQu+3bx5E7du3Xrc3T4qNl4EGGzymkHTej3UyIM86iuK1VdVASH0dxn54OwrkyHjlrMqtWEsqlBqGajSmcWg1LC3gk1nfMH3saS4EOIOtXmtRmkDSs+gbaeRmgs8m6amRNXozANBetYyBaYa+eWBVc6ICKXjxrTyEWLXLd4CBRol5Z4Aq2lUKNg8XawWotjuX4XAfODPgq402FTruI6x+6tkotJRlRTLy7FTUieJwR6U9G+hZuTcW+akNGrPA3KiKnRNBYh7QXniWs17AoD0UXOoKQPRIEnLt9X+hW6QgBralj6qc+FM2xUkDVfKKSc1GvRjlxBAq8a0YKqNgfO2R/e8ijqWi4DnlwAcGGHHCAd9jgDQ3SccntsgXij1fVkGdLPBcVHQXRDS1OPuFBDu60PrzhlpHvCBzROYzgfcuERrtVXHv/1e51nMcwvTyiCIUupdqk5zuoDMgLM9a342+1gXhJXkVA177vSY+ogpCOjA2Pc9HN4FAFoY52OnBsUgsMaYXI1BAvadPlPusxp7E++Gs1j3AXM3oHmawLXJrtOQPbKUuRN51mUcZO/HC4f/Yc5BQNwB4X40pEgMBm1RUB33q79JHmzV5ZHmuvSjXufzA3ajhqaHbQ/Zm6zajvE/+QbK7QFggA+EZwsBFx2QCL8dBIf7A+712jiWg6Dc7SEkeHaKkDs9CgEzO1IiOAQBFkK8H8CzDm/28o6s85+tczpym2O86HMOM5Ce7RF3QHc7Yl62GO6ykssyIe0Y3QWQX+A6zqrU3QLEPcDPXxHtfZGN5GGaYi+xfd/3fR9+6Id+CN/7vd97VKv30bzdv38f169fxx/+K/9v7N+0QdooFNGdEzbPqYBq2pohIiCdCIYXqBIuNs8XTDcYr/7/vACal5abAUC5KC0dAGIA7SfI0GmhM7ONDoW5aD9BNqb0IQI6zJqXKwKJQRdCK02YXncDz37GAAiwnAJ5I+jv6jmGgx7CIVjfSq+GlxdC3Df4IQ+C7lyx9dIL+nttcXBIYt2tIExo3c6hC5p7uo6xA/qZuFc1DvdO/Zycunzr/Rnjc7PWGBZB6QKqSLYtrk7kISvc5kNCPu2N3FPUoM0Z0gWtT2SqLZXySQfeq9HQzvIML97nSSETTmqwwm5G2XQWpRfMt0b89p9jVTYhaB3QUPR3Jnine5WRB2hmhWMMpnaoVZ+9hbiFNOG+ysVpBMaQrlQtTekLUAwNsDywIwcYCpAJ3fMRb/5/flvHWhdRrm3B93coZxvN0wYCX0yQIVrUIcA0g1KGDL3mKQ8zyvVT0JJQtgP4Yg+IQE434GduY/8pfwDjhy9w8ebrOP+YiNIB8zUg7tqzBwzCWzktYRJMt2yho+bpi8FeWtumny1dc1yyC93k9h6ASjx6+v87Y3h+jzJ24INZW2bkIRhCUZC3HVxyT0UMtAa1ip1b/Zw7BT4meGnwQtp26F/Yo4xtApXI2L12xO5JVs3ITs8xbZzAooiNCmTrHAoHoD8XXPutPZZrHfLICPuC5VRh28tXB1x87Dq/q5qwEIXfl5sZ4SLU+xMOgHRmyztBOKjiS5hsfQqC0gmG5wPe+AO3gWkG+g7LrS26O3vtFLIkTG98EsNvPa9rExHSE6eIty9A84LLT3oaw+2DzqdcUIaA/ndegGwG7F93DWEq6D9yXtei9OQZKBfwbsH06hPsXt1VFGY+JcR9CyIkaC1j7jSNFCcls4y3E8bfeh7zx95C/7t3IF1Evr4BLQV8vgNNC5bXPYFwOUOYwbsJCIz56VOEywV524GfeQH/9df+Ge7du/eS1QWPHel927d9G37zN38TTz/9NN7whjeg85yDbT//8z//uId8xWwO57m6QvVU3UPzhQwtqvCHS1nA9y4ghwkoueZiJKVW0GzFzLT0Wt9VK7Jt8h0OajSBprIPKEU+BGXwWSQRz7fgeagGyVuSeKHqmjRQa9iSRnLe64o81dSvYL+oi9Fx3VUzamr0jIVmaurhYMYJGi1VSCYD4aButXDz+iscFoC4Kwi7WY1UAWgIoCm3UgtXKYlce83RYdJFLDZ2Ks1Jo7BFSwhoXtShEAEfkkZifdQoKQuoFNB+Bi09KGlelc/3oDTWxTEOESiDec5Wb2VkCLLc0FEUsYKjjOq6eh+ooapc/bm67/GPkn/k+HWHv4ggFxegszM9dGDQwa691xpA2heg79SputwBfQ/amWdUCmhe9H5tB9DBrBg3j1oCqfi2zxOfIx5JrefQ+v/VXKrHeoiLvd5n/ff6+GTv8WLPEwDvZjXuRAg2TqrTYw5S1ZytB/WoGmBLvBVAGaNztu8lBCbQtByJE1MXEPcFcU9q9JL+BmDF5Uq8UGEFnw+2bz6+cIc9405FrB22c2eA7LnnkXV+2f2Oe0IxB7RkLWwHgLAj0CA1XRImqEIQAGS7NicdZlNegjnlMZgzoM4mm2KTuEpTRWks9ZGKHiMXSxvo8WmaEaYN4kEqM1NY75l+lzo9PAm4V3g97lUEg2d1UsMuwWoj1BHOGbSfgBjAi6YLaLGyHRFVl1oKeMoPH1wP2R7b6P35P//nH3eXj5otu1ag6QVqFASFAPtGWCld+4xQ0w4s109BY18HA4jqoAJsQZoW9a6GzmpuuC7O1HeQsVdDmHUxqpFeYD1O0sGRznqkjZ532gryRr3L0hvkYAbZ23xAlCDi5BsqhDzq/3kUpFmjiNKjHpcs0suGz1d0KNJRpOeQisOhNdKLMGLMlUjPIBwJwHLCiPteJ6FoNEZO7rFzQJHjSK8LGulFAs/RIr2I0gedPEygJWgEsFUNUhJU7dEa6XXhKNIDgLLta6S3nEbImLVlCQESBWHMqmuZGBQV4yJL6AsHUF/0/0JaY2WJfgpS0bbMAdzpZzgISi6Q2TQxJx1UXpQsiQGrSZOgEWIcE0omlIugZBczeFqqkiAnmwqBggiy6UFTggwdCFt1qPpOI+olQXptWcSzfaaI7rPTe0OHBWnDSjiIigx4ntodo7KC2Mig49K3xZqzBrk+dzzXI9IiPwAVTeFFA2j/H9AIx1l/YNZrBODsYwIgHOD1pmQkIXgNS6Bq8LTg2U5WdJz6GKg1qyG012BzfcMV9SlRe0embYv0ivVo9Ig1TGqopecKTSosqXT8tNV56NEnAITQIr2yKcjZIj0jwdV510kl0NV7F3xOa/RPu4OytW0jg+WpHBsI8ubFK6F6TsWgd1SDSGL3MXCN9PQZEygGlI6NfKSSjsuWILRyoBhgK1T3aLhERpj0uaWTDnwv6rg8G0BZIJsBlDLyEBCXbGtBhISgGrFFkMeIgEfbHtvofdM3fdPj7vJRsx1uEubrRRlCQTAjapK/U/iw2CAr24IpB4Oc1IAsZ8Dy1BZhr7iyK5tozzp9HCQAT0nzOEUjFUAnGAnAhx5liJCOlVgypZYLY1LoLynUdrgVMd/UgZuuZfDJggkDpC/IIx8bPftuZ4QiqwdZBuvZt8mYY1TorC8Q6to+vZMK9Dw8klQVCv3+MBOajuB6AROkvTK0hFs9VzN6gv0TDFBfa7JKZ7Jl3Ay3tm7SbuwAEA49lhOD7xZdCHhWQdtaJzULwNqrLR4UDyodVWiVChAOXe3TBgLiTv93KOZwM2DzxDnGfkFgwWGJOBnmSnqIrMYuhoIiwH7qMXSp/h+4sW9jyAgkyEI4zB26mG3fjDkFTEuHTb+oPFQhbIdF6+4Ka2ExiXWzLjgdJ8wp4vkloFzTFIPXakrfIZ8OKJuoYygQlusj+ts7lE0HYINw/4ByMmi95n5GujEiXlgkfTJCRLDc2qA/LOpBx4DDDcZyqoZnuV7MGVOH2x0ogaECSaHy5VpBnjS3xosOHomCtFGIvUzQFjgbI1gZvClBYbswEdKJtLHci47bba9zoWON0iPr4mc6s6VjrRV1tqwRvY7y8kXgikXCRhrzoj0AZQjKcr7CgD7cIEw3zagHq3EcYOQ1NKHl3sbqXpGB6WaHZWNKRwCma4Rup1BxupEq0QUA8qRwaxkL+GxBZvccBGVkLXMCgFiQFwb6gqUP2lvRCt/nHJFPBwQR7Z/ZB/Bg6FNnjsHQAzGg9FHv5zgAS1Jj3gdFeey6ZRxQNp2yvTtGGHuwRdl5CFrexD2Ws4DDLe3cjqKwdxqpwstgdQJKR1hOgLjTaJkkon9+xOHJDvFiAzokLNd6hC6AxwjezZie7NXgAihjhETGci0o23fL2Nw5Rh1fbPu//fRWWzwAaSKQMEonCAd9rWRY1GZRDTPi3phnyQgPPYGnrNCLQShhUYJDqDx9Au8XlD6CSoEsrF6lRXN8UKjOYQXeL2oYVUJCvUGDJcIiNTGsHZgj4kSqom8EgMqeqzCRThiyvmoaWWlfrnBgrQcSqnmayooUg2wMKuWZzCPUxYInWnn8K+knMYNIuuBUVlpssFmYFAKtrL7MZvTUEDkDjoOxVAGEqViHC1HjRgDPBVS4Fr3z4rqhhLA3jzQzOCr5CEWPA0I77j7XInpKBWHLmKcO3nR0meORTmOMpSr8ixDmqTv6n7kV94cQEIxCP80Ri2kZhqCsuWWOEIH91vuXsxZiuwJJTkHr8KDF1Dgw+P5Ox49HbC/cRbAojlIB7SbELoAuD1roSwQ63ym7dUmg80uE7QDaTXoMg5XCtgdd7IDrG9D9S3T7W4gHQskAH5Qos2YyQ1qxNCUg7BV6CweqkRtgCyipsQsHh+SbKABE67nCofVlc3iehMBTAU0ZRKRiDKmoYAPM8K+hOMsHe77YnUxlKJdm0Ow3z6nm1x01kODJNjUWwckZC0BWgF0CWtG4j3GLEMNs3dN3imRwIoNI2WBAmNBycxxpceKLCYDnBqfT0uaWQIvBhan+duPIC4EPC+h8B+QR3AeF8y92oKEH+/PtO/DEoDKCL/fA/gBeriPsFoNKCzgQ6GIHZkKYRpAI+DCD9hOICGGMFVoOk/bhrCSyYBCwP9vg6RNBiPoez5rm4LsXCIcz8PkBtDsgXh/Bu0X1hM8vEXenCBezjuFDggwBYRua43s541G2RzJ6t27dwq//+q/jySefxM2bN1+yNu+FF154pC9+JW5hktakEToxeYLi/1aE7e1s2PgqYdGcFm+AcDGB9m6JVpNvMmC/YuaWhwqshJbVxvPSCCsxgPbt/WDkARBhuN2jv+s4h6qfd/eUjRl3LeJasy+lI+Re6oJTeq2xy4nR37eIdiH0d6nm33KPmrd0+CpMBu2scnqej/CWRIBGVmEPlIFajtGYlYCe43gvoT9fQLMyG8sQwPuknrvBLFRaaxUSAU0ZPGVIZPCSbdEsKJFNGs0ILkEdEbJGuxXetHIJ3i0I+1j3CbsFPDnblTFERr7faaROAiyMNAdVc0+EJRpUFrXLBmZG7oJCkRXetOca1cBKIcjMmKO1ZQmiC9uiTVFlUmpeGoKSZQzeRJBKgEmjlhaEHaOcbUCHBXKyUc/eoEpashKmbDEqZ1vwtGid39lWx2IMkGuneoJdRL6+Be9mdWR2M+R0i/nmACo3m2g6UBf+aszIDd/KCBIqHd2jJ3+dlzZGgGYQyYwCXMXDHSz4MQzmNuiNDklzvZZnoiKgOTdoE6iEFojlogze1AuxcRjMEVqxbz1/pJJJbb0b7heUoM1OS9Q1I20bA7t0Bm/2LXLz8V46srZLXB3I8bZgOQtHRi9Y49U8EObUIV6SORWiOT2vFewFPBHKwAg7ZYK7wEJ/TyHgcuNMI7uoLcSki3WeyY0zFQjoNKqFCGg76jlujdCVDZq9cYay6ZQhngpk6CpsmkdtWu1qTsNdQZx03i57zduRybAoi1MjvcMNRn9REPcCngvKjVP09xZtdbZVfFg6Bs8J5ewEvBQNGHIBOk1fUBbwnFX86HTAo2yPZPTe/e5348zyBt/xHd/xSAf+aNziQZPKqv2otPh4EOSiA9ZVQUKnCz8Z6SMeNCcGoBIAtMNBaRNp/Z4XKlvCtn5u/Z7nG9av++dYJ2l36Vi+wjLdJVAWIF6i0p2P4M1OPUXOyr7Li+0L/d+vsbuQavS4t3rAIyILqsgtgNoR+YGcnrM3rW2ML4g1J2FEFt4nsDkGlAW0X3Rgu+frHcNdxixpgruyNQGN3ILDVaxEFUCl2CxJz6kcEWL4MINMH1NC0I7y1ppJhoC4Z4TLoarX06K1T7qYK1SnRtzq0CZ1OuAQL7XfxdRRIASaqe4jwWDfRfN3PFvJSyK4NJqLRyt7E3oOWaMhzwlLFxTStE4bujDBIPii0OZsLFaDySWQ1v2VAukC8raVVdCkZJi84Sp64B0qePKuAKjszBLULq3r93heOUswQ7liKa7rLWthNuptqjWW+kwBFFJkotdcTrDzBmAOD0CcdZH2sWP9J+tmjpOOT9u34weMXukZ3GueuBaAB0KYCjqD5EokxEnZbc5uzgbP86r/oBijc715nWqYBWHP1qIMho7Y3wXgLVnHBgCkrOviUWVW5zVnQjyg9YbsBfGgzxmmzlQGfeYUCLCUS+yaelMeAniKkCzaD68PNY9eIulno5YyMbgeW8eTdl3QtIGg2xXEvRKIhDSyJav/VVKUjr3SdeguCuIhg5JAmBH26gGVcdW5xO49z6WOEe+9yGb0ANVdfZTtkYzeV3zFVzz07//TNm8Ku5ZN0jqYJpXltTTFJHYktlxRPh3AfWxwZJWMarkDygVe13Vk1ADNyRjpou7r22rRB4D5Woe0VW+yDJoLyaMZIvOoa8kBmtHLvSmTZI3ixIgF2ZQRcq+EmApX9oBr/+k1eD4PNdJbG7pWi+QkBEEe6Qj6WZcspC0jTLHlNzsGdSatVpPq8ejaPY+j3STsPjrZxRcvnzBeQC76d5Wzghq2pvxCEP9egzjTJqKMUksWhAkYdMJKURjJyw5ECIUYEi2vUt83yxekXoIgAEZkQdDiYGHSfCqzGsO+AJmqAK9Ge2wlC0pyKZ3mNdFHg2SleeED6jj0fFfZWplCFjWCxmKVPqpTMGVdJAUoZyP4sFjrl1wdKyf0OExZ68oschFp408CIKuarLXcVhWeXh3D/xZZOU6rFUqs3rMMsZYbwPJEJarhIqtHrcQQN3LS5oTOB6mKRRLJjGRbNPMQQEtpkCg0Ily2jOWUkGeb80PAsm2Maa01pDqHyGoQS2ywZL1fTJhPCenUcppOBrNawDwC6aSop1HvKTVuga1NeZSK4ggD0iliVToGT6WOe4XBj6/JySkumkAlH9UK+nWrZByt1j9WWBHQXF1kFe3uWUlPZvznU26thGwshFlzm8uGAFGVqO4iq+b6pkPYL+Alq7MlpNGd6LF51vP39EjpGDREjUAPx47Fi22/p5xezhn/4T/8B/zar/0aiAif/MmfjLe85S0IIbz8zq/krU6SNvHIJnHVfvTP2P9VOLcQwuWsFHplMehB1t5KDApndlHhS+9w4JvlZcgVOnxfkVbPZ7TjcH2o56P5L6mD0nUPPcqol2bveReJo84Fq9frwmOGydaV9lk3+KF9vhIAzACKRX280iesi6Ydv6pxLEZZFkGBQiVislLuADjZByKgOaGMXYWhvE6v9LpQwXIRQoQyxpr7KX2wyEafCx8WhQCtwJz2C2QI1RGhjamgeH6RqHUoWBs18zqFpN3fygLQfb09SmXhueCxQ6BW46XPQqpBFX+G3J4zrQgyfDEZm4Q097KblHFnuWfN5Q0G6Yo1Gy6gqIZB1WBGLfkYOo3wikCGCD7fg6cThYHnppLiSiQV1gSO/vd8Tstv6W9ncPr8WTM44bd4lcODrfdAM5y8CMJBVZaD58AJgLH4qFg9nkdWq9yeG71aq+eRXjHiy7zK3zEhHFKNBgEYozgeGW+xwmuxtmCuOyts/pDVG8ZDRunZkJKC3Ae4WlE1MuKQN7V5bcch+12dbxsTJbiuZxt7VXxhn8CHGdJHcBcQ9ktNv/CZ5XFj0Lq3jrUEZF7A06mmD9aM6csDSAbw3GsTYS8zAhAGQximDNoom7quRe7TE0FI2n2r64E7xALeTSjbDnw5AaxawXxIOqZFwCe95ikNspfI4E2sESwdfp9kyP7H//gf+LN/9s/iQx/6ED7xEz8RIoJf//Vfx+te9zr88A//MD7u4z7ucQ/5itn684J0oZ6aBIUL+/vK2lTlAXtAQujONewPk2C4V5B70vqo4vUrXc3XkYsMA6gRXM6gRSzv0mBQylnLGlahOuWi+yarRbF6ls1zyhTlhRD2hPG2YuVxJ80IOaFJNIeXe4WmuktBGqkW3g93dN88EjbPNi95ndNzbz5ORos2ncFu34prXaDb2ZJxX5BGPnIQSmwszv7OjHh3X6+N3SGIZhlzW4hg94+y0ugrNAwoYWhqJR0oRckOuxZxhz032BnQZ3BY6j2llDWnZlF1D6C/3SP3bKwzqN5pcqKBU8n1enmGFg67c0Ttd4nSFn9r8Fo1Q01+qXRB81sFNadJ3gWC7W+LLkIidPcJMkTQvkA2PZbro5JWVkaeRRe39NQZwuUM3k+aB0wF0hFAmsuRocN8a4P+9iqa3gyYbkZw3iIcCsLENvYVDpeoJA19to1tqzVaQHdJNfen41TZpJ7DU9KLEsZcQai4ao7dH/I8Nju6oJFcMaPhUUvpjQw2F/27Gj0c0fNJpEKfboT88+zlQaY/G/qguS9HaiKhv581cJ+MabwIwqSkFDeGnJWqv47qyJomO73f6/v6C0F/h1sNa0ElqOVRFXtc0QVoaQjvQ9ddaIlRmA25YY0Qu/uAdIw0bgEC0knU+7DtEC5nLGcR8dqmIh3z9V6dhtQhnTB4iRX2lUiI17faZ3O08p9NB2w6oAjyqJY4WG59fCFVhICXXgljAMJk+fc5owwBcR8Rd1k/l3QMxzs7SAjI10dlr1sOV4YevFuAqFL2KhChzzvsF/AhIfWPFnQ9ttF729veho/7uI/DT//0T1c5stu3b+PLvuzL8La3vQ0//MM//LiHfMVsu6cZh6cEeRCrJ9IaEy1ZQIUV0oniz6rIQpAYMN0gpCdONDfl6/TYa1i+Kk1w5RAMXfXG66IwJZQhAmejDkAvtBbvqsDVgE5PDjh/g+64nBXkk4LlLKB0grh3z5hqWYGSUgTSKXtTFVlUyTxvC5brASVoY8rllJvh6gUu0dUUWaiVLJAyP9dw1DqnFw4BpV9HxbSCNwVhGbE57dRbE8uveL7JztvzCpWZORekkwiXq1LIRMWzK5PLIr20CQiTkWQ669JuC2GYMtIY6nHDXhVa/FynmxHz6yfEXoWb0xLQDwk5E0oO2sC0cFWyX6aI0LXeY7yKyDpT7i+FsMwR0UoWQihISVvAxD5rK5hC6IakeoeZjEshSInBsWAcFqQUcHhuo2Ot70BTQn97B7o8oJxtUTadFREL0lNniM9foJyNyNdPwJcHyHZQVCJl5BtbhIsJw4fvV1g+3dgg3r7E9pkZ3bPnuPjMJzFfUydpviGIl3oflxP9nQegKq8kHV+HJ6WxNxMA0cU6b6QWUHNyyr+OLS2jaXnDPLb5WTrBzfeL5ZgtL7t4A2SP7tWQOqRJXrRuta5rlZbaC84LtZfmfAqrkeCpqbRIYNx/44j9U2SQpRqbtGnsTUcv1nV6/T1RNZaBNOe3CKYzNZS7VzF2H5OPi9MXUsdnEOQbCenEQjtWx83ntPSCaSLIIOAda0kSw7oTqNMU7u6MdMLg3QLeTZAuor+7gM8PWjMcCP3dGbybQYcF8XKDuDOHvRi57P4eOB0QDhqa06JMdSFC6BQ14CXjcKPHxR+IFRVIW10DdC53yolwRZYTQtgrI3a8k7H94H3sXn8dmw9fIt7ZYXniRJ/viSIRh1edoru/gGxOSWAsZx3SJqAMjO6394+0zj+20Xvf+953ZPAA4IknnsC3fMu3fNSLUIeDeeERYOjEVCKLTnZ2WnbfkvI8K1kjbYH4/IWqBwCVBo1cjqHOVQ7J29Ks80/s72XNzfCa3emwKRHGwBheODPpJ8aSCMNdQu6AztibQCOqQCwwGnTChgMQeiOvJEJ3T2ur0gYYbzuM1cgtVZiZ3Mttxw6T1Al7bPQIYS/Ig0J3LkLt+Q0JhM3zCf3dqapsFKvJEc+NwqKOqhCiJIt43ikhY1rsfgk6K++QyLVmK15wZTDKECqJAyLgiwlx09d9+GJCGHRKiOURcK/DMhhLIxEOvbEqCyGHqHidSYrRzEhRHpQhIwDRk54EzIwUS9vXZM3mLgKL0tfnPgBFCS7Faq8oEXIQ7IYIJL02EqnSdmXTgUWUpTknlK06XeFyRjkbEW6f6ylsBi11MNEE3mm0m26daNQNHcsgwnIWwcsWcWrR0rqXIS96nZWMUlCjXzIyDpmzxMbk5GUVBQGmYGJoV26RoDOFAR/PhHAoiHd3+nz2sw5qe17aF1JJO2t4E/43+/mZ0XB406HROdXnxksBXxxakT8AYcbm+QgqoRq9eBAsJ1ydr9xr1J5NBtLb7FCWxt7sqdaybj9SLFJq8yZM+nceCdOk7E1Pp8QD6v6l0/Wn9FoiouQT/b7hLhQmLKIoyCEpHBmM5GVrCc0Lytmo5LgpQcauRmYA1LgBmgIwpIYXZVBjXhQmF1HodFrQDxGb2yq1pk4RI+5KjbbFyEClY+yfCBjuF4R9BmeBjBHDbVUKSjc2dR+aNA0RdyoS4c9Tz6Ug7BJKCkeScS+1PbbRG4YB5+fnD7x+cXGBvn80wc9X6hb3grAHADV8ca8/5MXS0b05qvAOT0C3K0gbBt2/gCyaE0Hf2YAza5EzMAyaS4gBYmoGla3JhNad22DMOaoE2YoMAwAIATyfVGmoPHu9G4CidW+V4m+wJBWbiKKLT9wbqlo0Ao0Hh0IVsm1dDZQcsoY366Jk+SqXTXLGWdMRFGWikawiPVRjJgWI+4RwPqlkkgjC0qs+5GLOgDEvaUUMosMM5BHUxSq1RCkrHTvlWrcG5qpzSilD5k7zqaXoc7hUncm6z+6gEnFMoP2MSIRwGJBh93DRrgUwKn5lYBqLkyfWyPgh2pti4uAoAM+s/4vBm0kbBJcitX6yCDdWp/VHU0PjsllavI1phlzuVGkFm+owAdDrTBm8n5Cvn+h5nF+ooZgXZa6ywbmeR54UW3NEQZ85IV4WxH2oNavxoHMh7FGNSYNvFcosfdPedLam2PD22k9eVmltVnizHss+B+h3ufyWKrCwIvhukAKB7ESUjGQ7ZgFVyysAW3mJ7VNFv4sAOYBIHawSWRd7K8DWBcJg0AQTolfBBH9NGMBif3tLMnMe42VCtwmgbFqUKFWI2efkmi9QpebQLqXCn14vLOaMOvfAf2D7usNdlHgSoIabDpOV7uh9oSVDtj1cvq10OraE1DEokRGYK4uas5YntLIsNBKZmKyYd3oZTVTChPnFyocAIB7YGlZbA+tDUlTjsIDcEUlFaw3LRtnZBWq0jTvBY0TYzeAlIK+i8pfaHtvoffEXfzH+9t/+2/iu7/ou/JE/8kcAAD/zMz+Dv/N3/g7e8pa3PO7hXlHbckLIGyCNBvtNyq7SvBeq0csbQTqxqK8Dpr1JE73qpnqfK9YlFWmC06bnJ51qItYFx2EXF5x+ERkydCrPAyJMT24w3dIJs1wXpJMCKgG5V7akL7BiMk4V3jRtwNyrUK1EvR4Qtb5W3qJD8AB7041c6VDV3d0zBXDM3oxqiI9kyKRFoRKA/VO9Eg+szqr0AbxYroFRa+q8/x+gMHA+7VECV80+XvKRYo2SYbTeiKdcYWZxenoBwmGDvI0V1gqXI/JWCTIogvlWj3Qzgbwv3RwQxqTMSYMapZDR4oE8BVBXwNYM2NvlAdCGnMbFT3PQz4iqtpSsNXo8ZOTZlDCcoekyZKz1lBSkQp/LovJM6HsgZ4T7B9D5DnK2NbFgdRjK2UYhzc3QRM83g96HaYZsR1DOiHf3deEq10/Az91Fdz8h3r7A7mOerNJz6UTgmHwdWyt403N8LkKt88AMVwcUgzMd9MhDGz9+HF70/eQyejCoXdQII5AW4wNKnWfL9fTR8uEaaSBAi7hFGlrAel/0AqQSmyqDUcwJdUKTO2kAphsR+ycVRi+REGbCsqUa8WpUdwXePNdat7om2FgkERxuMaZbrfuEjm+ySE+w3FACjN/oZKkFQOHeMCtrMx2a4LR2a2Fdby73wNCDUwdaEsidmrmo/qqtPaEL6kyWAl5OVczbDCKGqMfhrdYvFgBJtTbBDF6GKmOWx4jdk1FLCUyGLG7beiKstc250/U2bVSEYHhhQfzIhPl1N9F/6B7C3R3yrRPAZcimGflVZwgXc3V4pNOSknzSI28iwu/ef3BRf8j22Ebvn//zf46v+IqvwOd8zudUsemUEt7ylrfgO7/zOx/3cK+ojc3LJADe2VwlqiyR7Au/eViaPzCvr6hgMfYm5BsMFjHB6epJuxgyUN83aQ4lVkyz/p0S0HWggzKZqBTUztnM6O/NiJc6s0qnuce40wigW9fprc95UT1EThbBltY5IuwJrMIKiJeodXleAnHcZUFqmYbm9BrxpbjiCZzIovDmVSILoEavuyiIlwqNAAAPnbIoO88D2AK1Yq7SYTEiRmiC00sGm5j0mr25rltjF5w2qIYv9qB5aPtcHlTbzxbVrmfQvte2eAZvZlFoEcWa9FqtncObkhj5IfBmuQJvZoM3ywreLIUqvFkMQvUuCw4XShAsRaPNblYpKdodIH2HcjJYH8EVzBetJm+rkCbmRReRw6xO1NDXxT5dGxGdfLVTw5hOIsL1bTVmnrPSDzVjdrSRLv7H9PwVAuC3gq+8bgYUdr+d7FPf81ZeHt0fJp0TC9R4ZdHIlkjnC1DLMkBk9e2OHqzxVaoQeC1On5IiBNQ0OQlAf5EtRaASflWhJSlrNNv8Kg5vmqFXcowRybLyASQBw72C6R6vkJUVvDkRhAK6S4saiUwYwuemRtJhMBEIa3pdoqA7h6ZI+m7VAsukx9yIm6albHqUPoJjALpBHQSff67J2Ws6oTW8ZiAESAzGrG4wan8REQ82xxKr4LQ/R0Z1GIBgxekaGcrpBuFy0bG8VW1iCjqHy+lWCX1Orumb6VKx8IJy8mhI42MbvRs3buCHfuiH8Bu/8Rv4tV/7NQDAJ3/yJ+PjP/7jH/dQr7jNWXKK6ungX1Ns/adS/G2fEjSyki6CSn+UewORDjobJMgNhqvvOUzg5QxAzVUg+CANzegRaRdhe8alU4Zp7qiKZLsHvlZk8dZCIFh+Qf+XTkxEWlmZZdA5slZkES8SVkzpqE4PWKmwRDWmel4AyVXBaaoLojLQtNiYAVT5J1npkhYBFW55OqDWmUlgsFHWmeioZAFQKKf0scJUpQ9m9JQQJINqnXrtJC2d5gXseeQhaLf7zsoEwKCuqIBuhubpLNITgcJmXan/r2qdQbHo/4qsglZRorAaQuoKRKywuitAJghY4VL7fsQC7pXgVAKaI2DGHUtSpZWgCzmK1nDRbBJjns/pYjUArmCyltCDGVNeiuVNG4T20J5v5GOhjbej/9cbA1hBl7WsxpyqNbTpOq0+5yQQ0EXIEEDSVz1H6bWwmiJr2Um2MDtK+7vCcXbdtrBLZBAJZHVhpQ/gLjZRa/tcHtjGM1UB+jQ2olfu1DHJgxnKDISag7Kf3CLltCEl9uQ6uVBrbAegjIJU0xD6phNZlCBGKIM63U4CErZUxlrxyVGlsoIAiwnjW0smdcJzg3OL62XaQK5+m8HCq5pXbbasSEruCSBlpKaxLZZVcDqq0VO0Sd/rXDnotEe4mBTNObF8O5OKUTBppY+P0cqq1XSBywm+3PZ71t5885vfXA3dS8mSfTRtrnyBlYHzwvRaX8Ywz5tqvVktVO87NWYB+rCCwSoOwwDNAyVSmFOkUu9d+9BlyGhequGs8KYZy9JzTZaXHpBetItCrwoN7oX7BIHopChm2HNSuEi7SUiFOksnVUKJzFCitIXOFyUvUD+SmAKulCygGtvq0fuiab/ThhG9SNyMnhCq0XP23droVaMftQWMMtYMuow6kdmKcfMm1ryp9NyKmK1Ddt52tdYPqUMZuxUczECnRoZYUADELivLNVGDMa2vXhYCd7n+TyQ12AmhwLtWAwAHE2jmop2oAW1mCjWeweFNBigU/X4znrHLyKwQvENSWJJqK55fqrSYKa1oAq2rivhg1rydefxycQnaKluYD7PmQkVQTkbQ/oBwyBr1raK5GqEJjqJZaYhgq0c0p6TWjJK9Lva6Ha/eKEfyPPLhZguEHYq0yEEsihOG1L+l5YJ9ofa/6wVYVGi1knXwpoJany7QnJePOR931geOgzqKwoZk+NrgBeMreJO8v6VBfh4p6xgj5KFoFFvPscGbZSig1ODNvHJkfW7nQa9zDW+WXg0Y7Se9tUOnedyDaVfmoqQ7e2AcWf9PCZyvKTMzGLwZCNgfQF1UJyj5eJtqCyB4hw+LaB0RSMNKcs7mfGAl3JUeSIkAMOKlnmt5+lSj9cPcCElE+l3hVPOPlg6RyPBav9Ix4vz7VKcHAN/1Xd+Fd7/73fiN3/gNAGoA3/72t+Orvuqrfi+He8VscWcUa+sIECZ9zeGJCvFEI35EHdTdTpA3tvi6IXO1h3XxOVOFG8QjvZXoredc3ItZQxFNjkyxep4LxhfcgySkhTG8oPCly5D5pNLP6ETIpg0YL5XJWTrovnc9StR6v6a92Ygsx9qbNslIGa4vKUO2ivSuam8OdxO681bo6pCl970DsFoMoAtWKujsM94sVtVstC+YOLxFpMWt7tkfGGEtQzY3+TNh1firsmRdQH9OCHcGrdVigGbCMoYqQ1ZchsyMuDbyDPX/dZ1eviJDlowEk71ObzHliZnABSimvRlSc8aCMYvnQbt/dBfWzmpWSCjdGBFMs7AqrWAERJBvbJWlSaQ5PL9P21EXjbONwpv3bfxmgdy8hsOTPUa5Vp8dFYXCXa4vHDwCQ2VoUtLr5qkJSVfiiqBaMU72+amNLX3ebR9viOyyW2kMiKejCg0waj1rWREfyiauxg6OoMw6loo+YyVrmCNknQVAev/L2ajF6W50A6O/UMUSlyELs2A+YYTFitOttCZt1HGszjNRZW+W3K6xvy8YXmjwJomS40iAvCcIDN4sugZEhzHJ0wfK8gwHq9ML2l6sOwfK6Qa0HSB9RDrpEAOB0gYoBcu1Hny4puOhj0inHdw1n8+6qsDCizIt6cmbKNsOy2nU2rhrG9CmB5iRzgbNQXcBlATj3awpj1QQrkeFNwVVDzfMesxpiarEMik8mW+eoLs/oZyM+gxFn2tYOnXCloK86TQnasuml3aFHZCurepbXmJ7bKP3jd/4jXj3u9+Nt771rficz/kcAMBP/dRP4Wu/9mvxwQ9+EO985zsf95CvmE374jlJQyMeL+D2LuMw6MAXcpDt16P2M0NpPfRqk0b/nbJ6Xs5+ssEMQBcvD9sdtlpNWHFs3jQI5+u633ImSCcmPdTrZHRv+aifXt/66Qn7tWovPrZFPA+o+o8kmnCmQq2fnhu9VT+9PK0iwytGL42w1kIPN3rLaUCYImhmq6ULpuLi+HGrsXJGIe8X5NNBIY1ZFyWfnD6xsABg1Y3kKVWSjHRcyTEArAWPyb/lrHWSxrBYthH5rPXTKwvXfnrF+ulJoUpoyf3D++kBQIil2sA8Bd1HCMGixrI8vJ9eXvXTyyY47WSaNA1KTphVFCFesKpXdC136Uor4WJCFUUwFp633ylnG81nAro/oHV8uwX9/YRwMUF4bNDZKArnoRE2PL9bLOUjGUf99MiCqBK09q7mBcVhcFvIez0OpYai6ETQscpZSwuI0DRGmcHeODYV63OIprzikd8a3my8Iu3SIOoE6XdZ54I51c4UOv8Ey7bHdJ1qaVOYlYzh7M0SzSHyDvALEPYPwpteFL6cAPO1FZFF2vzLoyCfanKY0AxdhTdXEoLR1igl02gndVoMLcqikdwh1Ug+7k2YwTB4jtrrE7kgzNtan8hLBpUImmYVFphLLVnwRs08deAlg+eEpRsxnzJ4hJZSbbmKUUAY3nUhd4T5jFBCQJgZ/XlG90LC/NQJ+ucuQTkjnxrZalFntNwYES+X6viK9VEsJiIQ7jqt/KW3xzZ673nPe/Cv/tW/wl/5K3+lvvaWt7wFf/AP/kG89a1v/eg2eluDADuFjkovrWHkoOxHsBoPJ2com00NyPSaM2txIw2eF40MAag6+z5psadBahK5JoL5kFHGYJGKyi15Qa0Eros6RHD56h7TLZ2s6SwDm4y5dJBeKk5ORSdqze+NUinypWNtXhkEMmbMpP30pBNMUIySijI8VVbKI03rRBFafpAPre6oUqlhk+9gUA9r3sHPyaGO3fMMwNQgTJ2eTahWIVr/bJNECtOA5ZTNE7Vz8H563sk6mZDAlhH3OsyVfGMGugBh0v55ro4RTiLyJlh5gGB/K6K/cYm+T2ASzEvEdpyQcsCSQi0wZ4MxD4cOfZ/RhYwsVFsJAdZPz4zgfu7QhYwi2k8v5YDD1GEcFsxjtJRaQi6sBeksCKFgWQJCKDgZZywp4O4hqhr9dtAF25yufH2LvI0qJWVKK8OH7yPd0rKFeHePdG0EH1SmKl0bEQHwC+eQa/qZ+ckthiUjXqh01XzCNeIpvd5rylqyyBnVIDIspS06PrwPIxU1eGIMYZ7NMTFD57V6JSqy4uSNPPpg0kV+OQmgJ7aqw7jouCmuwVgJVC4yjipE4AIHPidd/BhwZ84aEhtCkrbqIFVtVqhB2z/J2L+KKoPZC+irMLhF7n7e3T3CyQVUySfrGOdFzzlAsH8VIT096Y008hzNSiyQoWC4ccB00qsjxIJ0CJrvFYD6gnwIoDFj2kXAWMYcBYeuR7q5QbwHyNAhnWkcF84BREbaBMQuooyxdpsv2x58f696uDsCAiH3jDQGhPNeuyx0qv+azwbwbHWOgxodGiOmm8puBfTepBNFBtzjq8XpvToGy0lTpxlLweHJDt3dAL53ieWJLagoShHOD1jOokrPFQCdqvLkUVVi0oax/dAKin6J7bGNXs4Zn/mZn/nA65/xGZ+BlB4NU32lbt2FIO3IICuV9uourMtvgfayMqJL3OlEpwSVJAuE4cPnipuvenV5/RhEtJOxFVrStOiECqHmnOgwQUZ3nUsju5jRQwg1QtwOAf0dg7JyQJ4Z/R2tE4u7daTXJnpedU6PO0I+WFPPmdDfZ11weqC/oyGdFsDq/Wid05ViXDpUAs+6ZOG4c7qpvw8wsoQvfrbYMLC5nTE+N8N7npUhqGRTbSL7EKO3XxBPey0o95KFqr2pE1h/a+d03ifLT17pnH5YkDddVW8Jl5N2TrecB8qIZ+8OWIZOiSQzY55i7WhOV0oW5BCw9KX+f6SRGcTIEoQ8t3IHjhrpyRywDBEyKyN0HrO2HEpUiSxYGIiCaeq0tdD9oAzUw6z1iCcjJAbVUExK6KFpUWkxZi08n2ZQEWVpioCWhHg/at7u2olS04nQ3w6g3QH5qRPQvsdwXjBfD3b/qcKOXqO5JqDwovNCG8G21ynDBKipdljgRSHwVqyu44vs/XhJzdgmIO4yunsHlEGfq6salV5VQShfgTc90lsLQ9hrxWSrPPrnudVRUBF0dw4Go9p4DYzxhQjtFGDw5qJQZuucrqhIGs3ZOeiY73YJc+gqjBkn7VwyvgAsZ/3DSxY2jKlsEC4sp8fqRJboRfWCeFBZtnjQPL+yRQXD7YB4Z6+RHYCwC6qXmTMwzeAbo+psOuIkAt5rFMWT5TxFkaoIgA4LmAicBoQpI5xPVSOYB0VLeLeg30aMt1ed0/dWl2jrkTh7s9NSj7jX/nv9eQZywfi8Olky9gj7pG3ELrSetr+7aIQpFu3PygdQKTJLCz3CdpVs/LLbl33Zl+E973nPA6+/973vxZd+6Zc+7uFemdsqv/BSm1z9TM3i0/HP+j3fd1UHBKDVBTG1v50h5fvzgydFj/acH3Lyj/n61e96ue+VK78f5ZgA8DLOGj3iwNbvluPj+b7rOspHPdzDPvfAAHjp/eqfq/1e9HIe9V5LW9xdlxRAzWMeiZZfvX5/bX0STjm9wux8rO0l5k8lpbzYrVu9/qKfKVf+9nsgLjFmh/LTXpcnlAZt12Luo+PZPZOHvSZtv3qSV07fjknSvv/oOq7em6vzZLXfA89dVj9X3tfvpQdeX0O5zuZVKTa7HhchECiZzu7P0fgpUGf76ljJpd6rq/f6gXn1wLleeb9cfeERtkqQebx9f89Elh/90R/FH/2jfxQA8NM//dP43d/9XXz5l3853vGOd9TPffu3f/vv5fD/f9viQYVyJUIlxqyerWRlalVPpTcPtxiRZS9YTkix52yDg5tCAR1MQdY6JdDURI5d9d5lyegw1w4MMvSVwUkpA4e5ljh096YqOE2JkCbCeFvJKvFSWp3eKtIrxirTSE+MyELgmTDcMSbZCGyeldo0tHSWjzkisrQ6PSG9by9ap3dQKONhdXolAONzM+K9vRb1E4HHTvNKQ986UXjEawsyLQndxV5Vb+aG47OThlZC1HxpOlZLUgp6CNVDpd0B7MzaqMW5ntPC0GMA0N05VXYcKYSlfckIbP30uKBqiSqRRapYcqX5E6rgNIrmgUqMOBac1txEdEWWPoANXXDYjE2dpQyq7NGdM+R0o1TxTY/l1gZh26uG4qTyUmJeeLqxUZm8XFCun9R7XE5GJa1sB8xPbtHfVo+Z7+8gp1scnuwAOqmQvbBGcC5DFma0ejrz5h3G4qW97vfCI8G6EWpvPvFI0cg7YNTecpXxa2xdhSxzk6vzRdNEDrQuBEc58ZrfW323KrKQdfnmitJ4LzhFHJrjOd5JCEuojVDDoWA55Tpfcm/Rn5Us5J5qaUHakBHLLCILwPbZrG2MVkQWl/VTGbKIeGlREqkSlOc9szWMziM1wlhQstpwF0rUGQIkKKW/bDuQdKBFvzNc3ypsPEZFROYB4I2uE5uo6QNrzlzOtpAhaKE8gDha3piBMgZgArgExH3G9rmEeKl59Pm6yoeR65+yCklIYBye6tHdz7VbRr6xRff8DmU7IF/rFfHpdM0sp4MKUGyipYaoMoc9Z7/c2OBRtsc2er/8y7+MT//0TwcA/OZv/iYA4KmnnsJTTz2FX/7lX27j6aOwjCH3jXpcPGk/oC7wXpejtGRUpfNkFN3a8XzlcUOskwJgBm/W0gZTVpEYALauxa7I4t2v95PJCBUtBLViUgBIZz0OT+oCuVwTpK3S8EsnFVqpdXqGp3tZgiuyeN1eHnWVUvIOcHiqeYxu9Nb99MJEVVPQBaiPFVmaNmDYmzLHlTo9r9nZvNBjFAGdDLog9wG87VskbEoZKi1mcMqUVkSWAldgUTWX1mpIAml/rkmfSbFGmLW10NjrQuDHDdZB2kgR880By40M9FYyMDN4k1QlJfFRnV4RKAmlUyJFMSKLe9+1Tk9MucWILBSKHm9m0FCQLJ9DQ9EC9WSTmxUGRRDwqCSXNA/gZ27r8XcR/WEBXaixQmDth3e+h2wGxNuXFVng5+7qWNodQPsD5OY10G7BsGRV6RDRY/zuh7G5tUX3zD3M157UhZ2B5RSQxcbHugjdNm8BtM6HOaPTx1AjdbRaUP+0F3hrVwvUnLREFRYnWzQBqDiBibLTurwAqM/5iMhSIx/RQn6bo2siC+WCHHvt2N1SmZAuYLoesHsqKHuzA3hWNSa/3io4bUTCcNBu6zxl9OdBmZb7ArkWEBbB+Wsj9q9eyf6Z8+T5zOVmRrgIFUIOB6jKEqB98yblIYS9GdcgVkLF4N2kKZO+A3CCcHenTvSSEE96hA89Dww9AjP4iTOEFy6Aw4Rw/WPQ3Tk0MtQQEZ67Cxl7xG2nXRHuXupaJALQdYWHdxOW6yP2TwbQzVD76XV7r3dCzek5vLlsGGGJ2Dw3o/vgbcxvehr9B59DuBuQb50qnDnN4Lv3kd70GsR7B4WXLw5KDDztAVJnNP7PCzzK9thG7yd+4iced5ePmu38YwnLxyRd5GLB/kTbbJQoSgLpRMsZNhmXY2c0amA5ZSwngvufdFPpuebRuydS+mZEeJYKKrvunkcGbFTe0uskoiRY10Gtuwhcvjrg8g2G158t2G4nXFzfgvuMae+0StKktxk9HjKYBTkT5l0EjZr47seEw0UPCoLYZVze7O0aCOiLXkt2bxeqPBJFjw3ogl3sWozGDwCIAjqwFngHsWQ99G/ob049hic2qF3VO1QmnOclvUjZVWLCLFg21ASPLVqo+xJMSUdzKx4tFHNWHO4JkzoIrjYT9+Yw2PdO1wmvfcMzOO1mBC7YLT2uDQfMOWDKET1nFBA6zsiFcbH02HYLOjaSCpdKZOk5g6mgCOMy9RhCQhFCzxmHHHExD7g2HLBbeqTCuDYcMOWIJQcELohcMKWILmRc7/c45A4f2DyB/af8AaW5J2sCe32D+eaAvNGxwtMJppsR22e0nQwI6O4npBP1mMMh4/Bkj/5+QrxYkJ86gRDh8GSHza0twn5BvnmCe2+MmG6qk7S8asFyHmtBNWfUaFhzcYR4Sdi/Jmk7J2iUDGjEm08KeGKwRYzpVOr7eVMgnSBcMMKBsNyw8ZsB6QWXr+6QxzMTSt/U6EGJNXoOnjNuvf7EtFLR5mFqRrn2nzPdVYgWjXdn8chwSwDuvzFg/5TUaFSJLKUp50T9rjLoGI8XjPIRBmSjjmYH9BeM3asY/T3BxccK+PWXkEJ1rKQ5QDIhjBk3z3a42GnuPrBoJ49YACF0nXblGIYFh12P0GXEIGAu2J1usPv4m+juJ23sug0I13qEgzqHaRsgH/+aSqTLAyOe9eApY7rVoQxc54nW3b0KaRsw3Ygg6TBsY+1kvljbIipbXD4dcf76JlKfR0UG6j1knaMlAnlrXeMX4HBjxA16Ne5+/IBrm1cjni/YfcyopQ/lDHGXcf/1Aza3vSTnDBII03WG0Ig8Aqf5GvA/XnR5r9vvuTj9/8StuwDKJSuxoGPES9ZaKFMRK50Vo4qyy9zodecAQBjuJoR9a8khBnGWoak68N5q0MqKPWY6fGFnrW1MXSAcUtXoc2oum/7kcjIinOtxM4BdAehC4QfeNfamd5gmAcrCKKzGJ+xY/w+CKTPoQtmbSxcQLppnpovJVe1NgzY7a4p5lb3pUV/n7E2pdVaVvQldNLr72o+Qs96z3DX69xFctpK/ClMBL43+rNGnmMK9Hts977A1GSSs2ZvqWceDCoW31kIFccNGtBAIBdy52GLfdwgsOCwRhxSxZMaSAyJrtBZDQRFgP/XYdan+H1ZElhgyAgmyEA5zh86YnzFkzCngMHeYUsRhiSiFMKWIOQXkwmAuCCSYU0AMBYcxYk4R0/mA8cPnSvKZkqrm378ElZtaqjFnbbpZTtA9ew5etgqR3b5QabFpAe0mjHIN4WLS4va9y5KdoHvmHsqNE8SP3EV/7xR5JJSFkC4j4o7MUaFGUiGP0FQWK1wGJbzYmAEAjvrg2YguLkjtJRAo6lApWYa0LRf5+NUasP7OXLvBOwuz9AGcrXFwbO2jAGiroSKVRY2CRjYTqQo+tBR4s+IwR8RzEwC1nJF0jO5+UOLKir3Ji8GjhgJRIWTrKt6da3/L4V5BHhXe7HZFXz8IugvG/qJXB9ONtDmReWGc0wZp59q9ACZ1wiFA6oJK2s0Bsg8oXcASVD2ILiKG2zuE589Vgu7aiHg+1cifb27QPXNPBS+Ylbl5OYH2E/qzDv090+hMWhvXffguwtkWoC0AoH9uD7a0Dd/cVoZsHjeYzmMlvyVLEVUGeWiRXso2TmbBeKeg/8g5hqc6DM/uQBd7DBtla1IqCPf2GK/fwvCCFtQ7suPM7+UkoLt7eHBRf8hGIo+bpf4/b7t//z6uX7+Oz/uCb0J+6hRpVAgsToLuPCsebj+cBMuWMdzL6m1mIO6zGhfRnm2cVPSZJ/N+TYk9nWjIn3tGOGjuIY8q1+OLukRdfN0gAma8ohEKDAJJJ4zpjNXL7i2/YkW+nPU7gzXwdAOynGjz0njQqEZr7RrTc83ATFtTXO/da5OKo6tBgen86bHIoC/PJTpFPUzqNXvESp4ftVqlk2cyhjupUsWF9LjeqqUyA53haqPV77d+GdX6PJcicvKF9ueThlEBR8f171qringBbRoD7nxi1+j4swqPc9a/1yo1GjmiybMZlFOlu1b3xgu7NSrR48Wd9WVz2HDQqGntTJB3KTCB5rgDrv1uAs86jg43GHGvrEBO6kCERRAOBYebAfEgiLuCtOWaa3OoURiYTxjDuRFhjP14740Rw13ByTMJacO1bi4edB70F6qQ4WiGFmyXGjGR5dZyz7VlDRWLHgxGjrui+xMqcWbZ6M3qL3Qfl/s73OAqjxf3aOok3ux4aWNXd2zjWscFKszq4grFBBt4kfqsSk/o70uFV/Uc9LX5TFmHrjSUNsbytqbSJMB0Q43n8IKgvyyIl3qNOmcI3WXG7smI3asJ0xNShS84uVOp8zO/egYuozLHAcSLJgwvvaC7w1r3aOkLsEC2Gd2zHW79cotmpxuE/lyMSVpw/rqAk/9VTEBCcPm0tfmZBPc+LmB4QVbPFNg8p8/08ARhuCtVa5SKcQMiWueNSV+LB8HhhhfQa+NqIS1Jyj2hPy/qiAblRfAi9bnNZ7pWchLEfalrbbFuJT7Pl1Md85QFh27Gf/uhb8S9e/dw7do1vNj2fyO91dbfn8HLVLsw01yqej/PCXnbg6eEYYiI9w+QyFrMDKB/bsJzn30Ty4n10xoMfw++eIlh/zZhDwG8CJZTi37IjZsODu9w7tCnL6RunIqRaRzu9NZBJKpMHw8ESdahAHr8bKQWsZVUBy10EA66+IcF2F1nTDfVg/UFlrK1GgkNqtIFWEsk/FzdcHBeGz27DrHjBBgcBFBmSOiQRhMTLsCyIXQ7qaSY2rHejbJ9j8MkAKqCTIWyzOAUM7DusCh5BBXCotwWPD0Hfb+/aGQEjzA5ryCzVY7TYVdKAmICOSfaYO76zPxc3eBY2lLVKgRsvQvdsankkIyHLt7CwPnHWA1i1FxbNCiptpTKQJgY8zVbNPfBFIaaQa2qMoRaluBR23RTiRLDPcbZf38BYMZyc4NwSBgjg/cL6LAoYSaLRgwXByAXVdEopYk+52IErQ7e1ofmpFEqoO/1Efl0wAio0r+Tk0pB6SPuvvkE8zU1CD6/XBbPVV/ypqyK31f3dPVYNF+tN7qSteYG4eehoLtPlTSi471g8wxjORN0Fzo38qASfv1d/Wx3oR8+PKkTb3weOP3NCxxes0V/T6W9lrOA7iKBbwTsXlfAN2fkRUtg0qzRG4aM0Be8+dXP4bnLE0xL1BrP+yO4y+jHhLFfcHc4Q9gmEBdshwTmgqdOL/HB/gncv9jAUxvTEwXdOYNnoNsFnL9BCSp5UOLa5R8QTJeM7gK4fEPCchLUsAa9P8k6Jcw3tH53PlNH1pvfLmfa8YEyMNwmTDf1Xky39DktZ4LhLts6p2Ie1z5IONxi5A3Q323kOeUfACSOMAUNLqynY+4b8pS2hrbtBFP3aMUI/9forbYSGSwCWorVmRRLTreEty7cx96wdIp/V6ZWaMn5Emzeij5oV53Ixsbyz1WtzAhk64YAOFzyoNFz3c2q5uIqD57/Ky057kbDJ7fE44iEod6uq9jnXgvxhVpxOiczelFq6YSwd5i3cw0tqpS14TF4EwJVfgmi2pjmUederNcfVYOeE1Xxaj/umizj0ldrA6j3gY6NXmcGNsLg5mb0aiF8hsHHfr+APLcI2r+zBPtuATgcX2+9z6HtUwLUAGbUqOro/Hkd8anH69NWAmp3B7J9mdp+BQAFRcV07ALSoeoJk8PDWRePYlyqklG1Yt0QPKxTgjCUmdcJiqmPuG4nGUuj6iIuCq1iXoCtDe5Sqm6jqxQ5c1lCAIEVis8CZ+TWMh0y52XJKGOD6hXmt7HbS3WgQCokQYW0K0Kvmqh6wXjQ6NVIz+evAIVa5QIB0iupqvQNJXADkHtlcGfTui1DQRlY/7Y+dGVQo1eZyj1BJov0gnboECZIn9H1CYkCQszacANAGDK6LuOsP+By6WuN5zx0CDFj7Bdshxn3hozYJcRYsOkXBC643u8R+1znJQDV5u10ccjJri8yvBl06exaOgC9djBxoyedIliuiqMi8Tr/OSssq+PL8pm9iXws+puKKkXlFbehDFLXy9w776H13XTWuUeUnDQ1UMl1lvN3A8gJyA5fv8z2f43eaqMiFSsOu8VybUoSoKRtM/hyAvVR5Z1CAE8JhVQPLo8a1VBN7LtUkR6/DG5s7EF2K0mmSm7RyeyDwRt0SmzRhZcQbD+ikkBxLwiH3ODTQTsXx0PWPIUlq/ubqjgx3MvguTSo5XzBfLPXfXYLQFtQ4QpTqLGCGT3P5ZjRHhVm8mJdAPAu6YCeZ9pRgz3NwNSO21kL+9eLsLdHcbFhj5DWeqJ6L1peVDVFbdIwjorkxWDcAAFSW+DX8lcAVi1jmjNy89dTzRvxXLCcKpMu7kqFeL2QN0wFpWfL/dp7RWEb114ElIEoZAzYoIZ4uLMgnYSa18kjV5jQCRpOjkobrujA7f9XqNDWcr2AD6ztbiZrbiuE7lw9dCX9ENKJVEhd2Bm2ajjC3s7xQFhOgeVVC9JlBN4PLDc3oDwi3r6A9B3ytQFhv6BsRzVuUMcRJyPySYfuuQtI6CBdRD7Tz4IJdJhQrm9RNtoPrXvmHmQ7Gjxd0N2+xPKqU8xPnmD48H2giDW+TUgnJ8gnGegEmVgNFgBYf0JaGLLJjUxVqJVxrevYCJWIxX2GZLa+dfoedQU5E2RYhddBwEtAd67tu3jR/puUNfefO6C/q8+o9Fzr3XYfe4L9rYD5RJ/b4ZaqAO2eJtCBcbgzghZG6gvowHrcrbao+tDpddy73GCeOiWZ3u2RoyCdBuwOPeh2j2kTMY8Zh74DkyBwwXzRI5yUOsZxmpAoAsnKlM4WzDdD7Z+ZbyQzdITxbMJh5spa5lgwH3TSlOsJ065D2rqBMuO+LSgLIV7quhEOKmDgeVteTKigrrWE/iIjbUJlxR+eJPR3gfkGsJwKunMCXCQjEDbPKzLmJTIeJHACygRMt/BI2+/Z6P3qr/4qfud3fgfzPB+9/tHcSFbrQsz7C0Z4SKX+rh2WibSQkxlIRUWLU0bciU1cjTjiwRO39gWii752Jm7Mw6PIxLqyZ4PdmuezgrmO8kRWEhCDtTWx3KN5lAyVLxOmuhjnQa9DJYUIaRsNM2fkElurJIvGSJ1xNXqEqgNYozodm3YT/X/P0bT6rqq0b1GE1nxpfsgHty/w3V6NIYnU86mRSZZq+GsxrMOInjc0g+PRb4mCsLTF/motmZNZ9FmoIyEMzGdcPxsnwnzKNcda83T2TOJBZZuyRVXePVtl1ZrXH2aqz85zuVQilpNW75UGQlgaWcphVGGFf534E3cO66leqdfQeZd1z/3FS309HtAWf9gzmGB1giullQWQBVjOlbQSD+r0AdCSm3kBlV5rHosARXOslItS/xn6v5UB8Jz071xUfSeVmj7QzvVZGcDWlouWgrAYJOqqRJGV4GIRWNhTJUXVSG+xiM2iaxSq86XOQY/0PGe1GFNx4Zbr7XUBz7ndKzV6qI1inaG4FuM++g7RcdVdZHVEp1KjmLjL6C603lLTD9KMMdr5ipD9rK5h9b7WGoq9T1ZjzkAhxF0rD5r7oNqsWWHH5TKivySURQl880VAvNR99rsO4YJRBoUwSyzoL/XElhgQL6jOCY+is7ARmIx5nqHr4Ep5Zw1fwlIg2jVdc6GAideTLiJxt7qnBOs4j2b0HK1JYqQgPNL22EbvAx/4AP7CX/gL+KVf+iWFElwNwWC27M1SPwq3fNYB3aBGow+1oLJ0DB6iamYOEdIxgjVULF1A6RidscZKALgaJF1ga6SygsoqfMXHDmitAzQYzdXrSzA7ojYYYGA+0/whJSUsZMsJlejEgVZQL0yYrnlOjxEHbZMC0iaUywkjDIKwYfXwTxTC8dZCNWqyOj8A0NyHnlsxPc61HJXW5JDm9Nw42Pk4Q5MKIU+o0CJlqpGc5jMfhDfX93Od0wN8IXJj3YyK1itShZxdYk0hGphTAJDXaS6tNtPzZ7knpBODc7xmc3VeuQsNNgaq0SZr9eTGu8zr8aGRHAkr4cePNVAlIlUkwGDwdS5Sn+fq2ktzSPxZiF+Dw7H27ID2+voe1rFqThplYNkyxqhF2/naACo9JDDK6ah1c10AkkKClI0ReH1bozdhslYxESVuqvh3AUDXT6CwJgGRDVZUw5dNL1TPiQ12FftpCILKA4rCXiwgvyksKhXnByG0yM+dNbKFlgQC0mNXp65ZGmFDc7Z6/NzD2v9ol5XSibbKISBt1Ih5lxJ/Ph4d5d6cp6GAtwllDtpaKmgtKYYM7gquDwfMKYDsPPaz1nj2Y0LfJdzfZPA2IcSCrk9gFpwNE54bE4RjO/3V824XdOW1lWOpg2f94ZfeDHlEicpdcBGMvDFItVfxed9KB8ynXD8bXGTbVBh9/aiPrTROgj+3hgKRpUce7Vwf2+j93b/7d/HGN74RP/ZjP4Y3velN+Nmf/Vncvn0bX/d1X4d/9s/+2eMe7hW1dc+cI5xCCSum4O6q9ViSKc9r64twVyGe4N0U9hPi7lShu6QPKeyVos2z5QJNcLkkjXCUhEJ1MQN0sYmXYu1rUFmPZWnejS+Mw12LXsoqurHfDm+2XBOBROHN/jwj7lSVQQLAU0GYQ23xkcYeri+Yx2P2pgRUtqM2sFQV+TA3A12jEjIPb6IVkcWgQmOAdhfAcD8jzVzfD4sRWdw4OcPUBrUadyXdeFRVozw710qC8bIRI7I4+UW/i+v94yRYkjJvJRjTLNh3iRtwFQDwcgcJq/MSIE6lRnpOz1aj1xwgALXMwkUQOAv68wLKrXxCiUWopCAxKLiOLy/xMPiZRNEBVzxxdqlGeqoYpIr/qKQpz9sF00fNpPvpOdqCIqRQ1HlSbUYihP0CyhnldER47h7ADBlVQUc6Bu9UC5T2s+b6coFsep1LpYCLgM42yNseYb+An7+nxfJGWuEYkG5uARGEFy7h4gyIAWHealePQtqCxyKxUmx+JUBYI5oXjfTsT29tWXrWXPBiz5oIpYjBcW3llaQte1QNR+99nrV/XH9PDdxwV7/Ax023K4BYUb0JTlNRxjdJRDwPSAB4thzngcEzIW8V4n/m9AyXuwHZum/w/QiJgkNizENEuB9REmOJBWmIAAueJUE577RNmokH8KT1cNrGSqNah7vJykx4tm4qs5aUiGkNQ7iSfGihyjCtKIUA0unYCXvCcEfHaXeu8061VQn9/fYcSg9sbqth5oVMIQrozwXLCUDG/qzONiuTd9lyi7ILANHoezgvmFrb0pfcHtvo/dRP/RR+/Md/HE899RSYGcyMP/bH/hi++Zu/GW9729vwC7/wC497yFfM5s1eedbaEEpF+9xFBrl0EhFcxsq7oCMyaCdHsJ0vKOIwIa5EeutFDy1i8MVx/T9ZLkeAOmlL0BKEvNCRMfGFPkaVV9KCcY0y5lNzx6BNW/NgXcd7RhoJsSOEibCcaD6HZ2NvGnzmLDlnb3qbpRIIZbII9YFITxlWpRo9Lyongxd1YlTlF9YIlLsWbagxbRqQGimrtanK+dkMTFHUQQkOBu9kavlGwsqY6gtsnawlAIWsrCNoon0+pWrAwkSVbZt7rs+6Gp1DaC2oYOcoVOFNrxMLEyoBx1vRAMCybX9rpCdHBooyWU6PqnFrg7c5VTWC8bccWrYx6Ubc9/O/OTfHoti9Z6/BYwIdFtCSNIdnRBMwQ+6fg8qJChlvetDFXpVdSBsl07yAphna03ACxgG0ZHUs97Na6/NLNXoxotzUZqF8sAsMoYZnPhdqpEftGgFlzx5FCNBI7yiydeiwRnrmCKwjPWsUrYMWbbwPVlqSqLbNyqMgTTqGFy+y35pjSEC8N2E5jQiHAi2C14bIWtguoG3WjhRdQQna7FiGAuoKbm73KEKYg3bfWBYCOkG3WdAPCZcnHbDRqNAjveubA+5vthBuy/saDfB5UO+RpU08svdB4Ijr0Wf9M+1jep32HRJRuQ2V/S16nXlskFbpFT1IoxWwm6xjMbSq9mFcnWNxKUhfFxzRCD6PHi3U+z11WTg9PQUAPPnkk/hf/+t/4RM/8RPx+te/Hu9///sf93CvqK1sIoQY6xyCsBm1ZHVg3hy2i+rFRkbedqCpRxp1IqhCBarBcW/L36uLomlhFl+o7PNOZCmpees1OrH8AViTt8cLEwDool18IFjrlTUU5/kl71buxe8+MSqsZwQasbSKnjOOWG6uglLsswAqmaSVDdjgBCoT0RfbPKgmYRqpXksedQGv51CdAPPqnXVqDE/AIz2Nmr1cwvetCe9FPVmXzsqjlnWUQuDYSEgSgCVxvedu1PynwrTU/tbPWF7JF1XRaKyWKKxzPiuHxusv6/HRXvNx4e/V3I5HvWN7Ziont4a03SNupSdYQUhrdMEZnVcXxzxIzUPLYGM+EFBYtR3HXg0eETBo5wsZOmVqJjWKCAEuK0dF9DUTU5exA01DdWi064g6mtKFijBQ0fmXRmNNDnqR7mhJVxQKXwAZSivhLIZnrhZov0jp7SK7AmRlVLpXKX1BmQllbAupBCWJORNRmZxSGY25FwRLGfgYzT2hjFEdFZsEeVDZrNzruYY+65TuCnLRlBH1asi23YzLrq8iB0tfwAZlDt2CyyjgriB2yvZkEmy7GaEvOh58rg0FeeG6vsiQ9RwMms2boihGJvCYkYeIMhbdPxZkY9HmTUEeGHnTHDISWNsydRjyQLXPXxkEuZC1Zqu30u6dOt7an9TXKLuXozpaZT1nrI45d+aowtVitAje5Rdfbntso/cpn/Ip+MVf/EW86U1vwmd/9mfjW7/1W9H3Pd773vfiTW960+Me7hW1qX5f1slpeozotGs2UgYlVlFpCaAlQQoDXdAHMi1HXqOs/taDH7/3sNcJx/vRyhOFB2n2usNqR9ANjv/2hYSuLJT1vSv7P3Cs+uGXvm8rXsTR34+00fFvvTcrLJMe/MzD9jvKR6w/85D7/MAxcPw86vf7a3LlB+31tVE8WljR7n/9OutaoH+vDiUPf0YvZuycFbg+b8+pVIfi6hhc/b5KOqrvMx56X6shzKKtswA9oVRUa3aa1eBd7kE3TnVudCZjxKRzJmq0JvMMKhHoO0MQiu7v2pjBiGPWBR1Fm+8iZRBii1KPrskMlUV/jTGlr7mzdHxjr1yr7U9CSiohg6DXSbCjv6+cw/r1h/7d/mkC1ldOa+1Z2XtM2pLKSxZ8P1qdu1Z66GfYfuo98e/hK/9fXYtWP7R+bX2tV65bjwvjJojtt7qol1oLrtynq+dxdf2sU/El1tWXW6d8e2yj9w//4T/E5eUlAOCd73wnvviLvxh//I//cTzxxBP4/u///sc93Ctqy2MH6keUwOBc4B22JRJKb0SWrXqz2uBVZZIkMtKTZ9WD97oRsjm/Lmhu+RkoQcQhJZurdT+L3gA7psOcntd7YBFEjRpIWm7Cafz+uTXxAnBYQP92KNavwc+vRjMEwPF0addRi7Y9j7JidT3AavN74a9deY8sOrpqCMg+Uz8rDzneFSP08GjM1lc7t/U9rOfgFulFnABvYfMw/+DBz9oxfPKuIrg11PbQffyaX/Q8jscP5+PxI3496+fpf/sxbD/veL4ecwAq+6502mQU216l8UwcXDoGb3RO0I1TFWy4cQqIoPRGQsnSHIDrJzpngkZyJY4IXYMvPcIrQ9C62TkCrGSY0oWaJy5M2u0CreEwiok/dNQMXQEgLfo+upfuMKCxN/2eCLNB8I4N63F0XjbpNVr9zy7X53PedzMmuCsaeY7Z9y2JIfYbiQHr11gA7FOHJQWkFPQWJS3wXpYAZotQEyFRUF1dEuyT9VtMaEIJye6XrytpJcxgZDiysVOSdv0gEzsXy/sB0LxnQVVg8vGlUmy0qpddrVf+s56/K4j0iHld2n111KbuUz8rx/Pe931EDuVjG70v+qIvqn+/6U1vwq/+6q/ihRdewM2bNz8qOyust7BftG1IVEV/ssJZ6SN4N6vaxG5G6SP48qDU6rFXNufdHXg5rQ9eCR/GUTE5Ke5sETH2Iid7qA4fCoDYmI1sHYj8fVoNoDV7sJiHpbDiikpPBmMGVHo8YPsurei+vs9ylG+Eky/cyFEzmtUzW33XAyUMq//d8ALt+M5k40UJPz6gOZkMmYUvXi5xZOxXizXQFn8npZTism0mewRLwFv+jkTqM9BJK2Cj+LMAwUhGy+jnbOUTHRQuzE5GafJwVMgKp+28VwxIz4fa0eDlIEoGMIhnpR2qNX1GXPH6Q3OYtDhX3/e8HtFq4bpi5DgZMUpQ2/gc5WmswqDY+xVSLQoh80IIc65KKzgZNe+ddV7QxV5hznlBuXEKvnsBz+fVtliAYuC5AF2EbAaUTaf7n+/qucjQoVzfgogQdjOQRRfXVEB9rGQMv05kqw9ku95seVEbGI3w0K6rhgneLstqYyspg6k5dxn1Zoknrx6yXY2sBe5QCMLlgjD3iPsMISCMhHjI4KR5DmITsif97UxSYkGkUqM48oiNBcyiZ2Wf84iQWRBZ9+FMmpqQlaF2w5RdRclLXMieNSBJ5Q3FVJNAVLVRnQjDJrDtiizNUfe6VXqog+7PpDqY/neWarhYBMFKvzwfXsuK7OaumdwuV1ZLIl5me2yj9zf+xt/Ad37nd+Ls7Ky+duvWLVxeXuKtb30r/vW//tePe8hXzCaRkceoOYtOC89JoGoEmw55G2tk51vZ6sCVTa8iutb1WRjK2ixUdeJ4odYVYNaF1RdIkHlZAlDStidhtsW7GAV75elIIM1JxSsGwa+F0TqUW65mObHF2BZrx9g951OishnzRpUUsFJkkUq7X6nTB1RlDP9OX1Br8TNpsr8EqZNPgigJwcgcKh3m12kDPAOF9LsL3EPW813XL7pBqVJgxpBjyIoAYo5GdqJLm2DrCVsnDaFqVy5nVI12mAlpC6AAoW/n75FEHjRBvy6pOCojMKcjL9QcBHMqQHpsssVFKd9k97LV6ymRRcdYmFTzEbBFKCo70+8/yAyadSd34pDnS9cRrmRtfuHyZf7ZeKmiwGoIFG7MJx28Y7kM3RFpxWFKuXsP8rGv0Qvea9ssWB48Xz9BbVIKQM622rG9CNB3yNse3peybDtIZPA+aS+15IaZjEHoMADVyEDmK0ZvHW2v5onDhcUYuVVeDxb5zoCsvAOx5yCxka+816FEstZcdoxOaqQd7l0iXo4IuwSJjO6ygJKg26mR67qMBCCEUmvyOBaEmNGFjD5qFw8BQF1BiAUxZgyddoQJXUYIgj5mMBd0nEFBwKticJ6o1nCGA8ATa80mtP6NJ4An62I/c+2MIKz3xwvLw6TjIff6DKoT3gM8O9GEsCb1NfgYqxOyfGddA0xLtVOil2u2eoTpNbbdrOpN1ZG0+mXKylJ+lO2xjd73fu/34lu+5VuOjB4A7Pd7/Jt/828+qo0eFUE8nxTa2E1GViFwURo2zUlp15ak9x5v+UxLGZZTZT1StoXeHmpY1NhUooRLGS220Dl0CDcUmghOxSnxjdShC5Ueb/OcevphEYRZtSI5K42/26vQsLM6VVg5gIpOtnAold0ZDhnzjYi4K4j7jNwPyh40SvjauCj1X88DrAt4OJiI8hX2JgyKqt4zPFqhVeNQQhpZ742od5c2x5FSMy56j4qVLHhJgT87J7NQQm0hVCeXE1lWJQveB82lmJQVaWUOWWvCTv5XqcYzzMB8ogbOi9fX3R+8YW6t04ut3EMdBjVirWShqUuM97LSsc2wJ2dvcruXbjzTpi02F39A71XpgeVa0Y4XiY5KFrpLwuFJjfaKNQp2IyBsPdmst6Ivdvp8tD1QvAig/yGqpblkdM9dqEG6vq3NfyllIGeU/gTSRcjHvgb8wrmWIuQCuX6qub3dAeHZO5AbZyjjoNUIz95RxZXAoN0BHYB0fYMydgh3WxTIB0Y6OcFyXdsPlZ5bx45Obw4tpIosuUGe+gHU317DJ6bIQr32LszLalXuC2aKDyiy4PlO76+P39CiHxBVQ7LYnM8dML3+FnZPd+h2ESSC3RMBZ1mwe5UmxJYpQmaG9AQ5BNDCVutPmHLEtETMi7I3ZQpImbBEq907BCQCpM+YLNJbSkBJjPmGyohBCPlmgsSo2qQjQ27N2O8HG6uE+cmEfKH9/robE6ZkajQsoCiYFvWQ0/WEw75DOtFje6SXTwtoVsM63FnBCB6cOSLjzgdUS3O2NS6PhPmalgpNN3RdDIfm6III/V1lgJZoTq64c6jH3V9/NKTxkY3e/fv3ISIQEZyfn2McW6Vhzhn/+T//Z7zqVa961MO9YjfPKYj0LSnLDAlB2WQhKIvtAJuoBm8xVyUM78/GM0ABFYJie1hFdAH1HnBrJt9Rj7jUWIhHeSkzkg3CBBrl3hdT1bcEUFVaHMYsUaG81lWdteygI2Rb7IE2UI8S11i99rDftp8nw9dEi4rpr45HRcBZIc2WH7B+ZR6FyJX9bQWjpIl+AEfwJuXVvqv8YoU34VCfNHgzeRRkhiCpN+/1ViXo9x4JcIfj45MYI62WLNg5pQZl+g2o0LSNiTRwdVoAmNDxwxVZ8tC8W55Rc7rZvHnPKUv2+2k9zYpFL0fPkeqiQblJRfliE/asEYMAVAoQCBI6k+EjLemx9jSuyeosi2rwgir/0AJtkJy1wW/tdh5DhUIBaKG7P+8Y2uuR9ZnPqrrCE6luKgFOD+aZkAO/fE7P94GNFVNz8YEm0Nq0sk7ZGPx9xDdZw6cPiShJAFoK4iTaZULUOeJFKhJUIdd1oGL7p8IoFv3J6jOlUCO2ACvlFkEqfi9g9blAnhk86dgIEyCHYC3BBPGgDkWY1NDMc1BHCKxRbJZav0kz124inv+HAGWyOr/FojRrleRlNI7e+LV5rrHew6Q9mTm1LiRexuD7hEV3qHV65kw7tOlqQi+3PbLRu3HjBogIRIRP+IRPeOB9IsI//sf/+FEP98rcPDezZo3BBk4pkBJ0YhdYfoKUvQn7fxXGP5QRB7TaEmqfWRsOecgxHjA6/j6bUaRWmkAGmUkwiSarUaufLe29o+Jv3ye0xbyKJ5cr576S8Vp/zqEKkN1K1oXXu9Af5fRq7lBXiCPm1ioXSFjdE7Trr7/X98R+r9mtV++fkx4E9t0kD2Ww1c+vlHGK3R+Q1Jyq12K6YXRRah03ui/7vfN6Q8tTFbvnBdLuoV1O8fvuDgjb+s2wXKzU6/M18yrr7erflQ28uocPZROvf6/vc5bGzITNk1y0G3cIwJL0MykrpGkGj2ZNTlMRFaWO1gtPoCzpXEBZI0bEoM9RoOxQQG+iy5Gtr9XhM9h9Ku2ZaIQhIKhxrTDlFedLnClZ7409sCssSo+KnVa/FheXcJyjPRpPALheB442XbQFHCxqst9S9G8Kgp4zYshIgdXI2eshaO4OLKBQtOei/e4N3qw59fUz9Pu3zr9feZ/4yj258pkH5oocvydMK3hT4CLiR7WhK+7Aer6vIVCf/+1Zrc5jPQ6Ijlm2L7M9stH7iZ/4CYgI/uSf/JP4gR/4Ady6dau+1/c9Xv/61+O1r33tI3/xK3ErfUSxgk4yMouzzJA1v4CoXiu70PFJrw0sN2tJcxxT2X2jK//7x+nKCz745HierKMdbSVDFT5M2RZDWyhLp7JYrl0pDCxnpghj77moMmeFXnNHKkl2qqLEPKsQcY2ebOFurYW8pxjVWq8awXl0ElW2qSmytGMIq35iFZyui9mKVGMw6pp16rAoXJcTmsNruZo2eVyQVoIRNYBq7GGRFmXUjgawXKiQvud90VS5Bkgn+iC8d9j6vMLBYUL77tU1K7xpn1tJtlWpNabaqw8w2MYgtKuRXrI6xjCjQqvaHqmhCgBaFALUYl9HCvz++Hg6Ynn6WF0pdahsluX0zgbwnPQ5bXrQNKvXH0NladJ+glw/rcxFutxDTjagwCin2+Pxvx21eL0IpO+QzgaLAArKyaDzbb9oGy9p8+KI/epRFtpvTwPUueTzZ/U5gkkp1kiNWgQq1L7Ax0vXnk0eNb9URkHeWAueWpyuA0qYwBczKG+0ATRrrh7QiAZ9wbiZVdMyFiwsyCEgDgldn3Bz3GHKsTYkXuaIEDO244STfsH97QbDZkGMGVvvsjDs0Q/JVGrsWgtQ2eJOAEoAmazgmi0phbR7Qm5Op0rpqROtmrc2XTMsmpN2j6wDBc82HzKOuixQ0frGNCqXwGUXeTbHPeu+62elne7t+1aQv49Vnx+Psj2y0fv8z/98AMBv/dZv4XWvex2Y+WX2+OjbwuUM7gJkCMreTAU0ZchQwNOi+b3djDJ0oMsD0EUE6+JLu0khC++ibDClyBV406WllvazhjcdlgBs0ZE2cK+ynrqLFXsvq1flx4qTIB6KeVUOp+kz63aCbq+SWYAOKBXI1tzgfK76l8HU0SFoXRZCI3w4GUa7LKAarvVCHWZdfNywe+G4M8fiXpv1aniGytYKUyO3XO2n5x0WND8nR/eGnchSFUVM27Jo/m5dnC7B7nHWe1AT80HvAwkg536tDiXqZ8KhSYn55IwHVBYmiRXrClpOrwpOt5ye5wT7i5WINmBQkRwZuypMbtTz2gPQ0CS/yQ5p+r7aHJUqWeeobMWMm6r2NKO3XnA0h6lRHZhVhmxOqqW5m1Br7NxAlFKl+8jgLjnZaC0rAN4dIGMPKQVUSiXCgAnIGeFyQRkV7uSd1fCJaNuvAqXNs88PDQcKob4n8bhkoTqg0HtUHcfqbGoYXZ05IiCY+PdKtAFC1sPPxJBtbOXCiJfWT0+ruZAuDWJcRNcTN6T2mxft0kH7gH0/QGZG6gpkDqCZsWRCWgKe25/izm6DaY523A4pBm0zlCLKZYdDIXBXsCxRI72QMe06DN6zUlZjJlNjjBebHwbXe5sgSdwcXZBGk0UHSxN7p6OcXj3+pJJicWPC+Ru9Z7EzOTLYs8iE7rLUgvJgvfLCwXL1vv6tmgGHua0FbuA8RREnwfSI1uyxLdfrX/96MDN2ux3++3//7/jFX/zFo5/H3T70oQ/hy77sy/DEE09gu93i0z7t0/BzP/dz9X0RwT/6R/8Ir33ta7HZbPAn/sSfwK/8yq8cHWOaJrz1rW/Fk08+iZOTE7zlLW/B//yf//OxzwWAyR8l8EFV4akoGQSLqcQvCTwtoJRB01KL2CnlGrGIlxOYsska9qrKF6v//bVahhCOX6t/r/ZbwwA6eJ352BiQtY6okjxQa+rq61lqLkuxdXloNPq/a7sa1a5h2iO4tP5N9b3ykHtw9LdHaQ5FVsjpym+mSiI5+m6/rxV2cZo3ap5M/5bjekovfcheBmF5h9yo1P66lg+0/9vx2jF933W95/oc2N8vqzHWARLlaGy1cUTHr3VtXB2NLVMPKp3d66hOhfedAxNoSWq8kpX0lAI5TKDDDNkfUKFIEdDuoFDnrPJlACAXl8D+0ODKXCDLAjlMkN0BtJ+sXKgovLkkhTGWVOeaRGnXGg0SjAY5+3urnxLbten/+tM+U+rn6jGCtPtnn0NssN8RLPwisFt73dMGtMqve49CKCHlCH7U/9fF5tZqEKh/S81nw2BAL2tgcidL6vXW6+s0rYEg9qydyGX3pQMoFh0PnV1zWN2zTtq4iDi6j2U9F8nnkKz+bvdlDUu3/HZDjJwZW+x+uYKUP8s2dl2BiiqS8nLbY7M3n3vuOXzlV34lfuRHfuSh7z9Ol4U7d+7g8z7v8/AFX/AF+JEf+RG86lWvwm/+5m/ixo0b9TPf+q3fim//9m/H93zP9+ATPuET8M53vhNf+IVfiPe///2VQfr2t78d/+k//Sd8//d/P5544gl83dd9Hb74i78YP/dzP4cQHvFO2Ka5O6hKROfcc/U0aclKvc42GftOf49K1VaJHM3p10axq1xWiRqaO3kFpA8QuQ0C4bYoreGzdX84N1pxbzVuSbT33UiVat/tCsK+1EipREJnxJX+IiPsi4rIEiHuE4Q7xMuMuM8Ih4gwW0KZ2veBGlxYcXxoBBQmo22v4E0Qan+6Cqc5VOfQnaxyfgQUI3nU1j1Agz7X97GsJhLaeer/K7Yr+YSy/YUq7CiBAG/7I6b5SWLPQK+lP9dclBgsxebZds7eNEFrQKOhPLDCONLO06NkL2XQSM8NsRqv4W5WTUZ7xrW3nyXqa3RGsM+pc7J/Uh9C6VXZX1EEh59h0Yaq3fNCyMYsdhhcWKPAPCoE5eQtfz75xNhVAut4HkCHCZQLStyAiwDjADCDipb0oIvI10+UlZkzEAPK6Ra8O4DGAbLfA9dUnF3GDpQzaByrODUdJuC0h2w68IWxN4kglI0VbYtvJ7WfnnQ6RwsR0AkkAxXTLGJwqFsV+2XsTfSan3f4FwSg096IR+xNVnjAnRaJ0DIGdyqtnEIIGuGKjo/5xoBlQ9AO4Cr+XSLVrhplDsCiJQlIpD0Bo6AgYEoRSw7IyXJ6CytZJWkxOs0ECQGFBCmxsjdz0OJ2c4R0IGujW0U3CDQUJIdkN0AZC3KyDuV9RhqLXjtBNUFNuk76gjwGlAGoajcCbRZLK6e6IlINplyTUmr9aDYVHIf3jb2dN+0YdV3c63vOSoboWsnQdEje4JG2xzZ6b3/723Hnzh389E//NL7gC74AP/iDP4iPfOQjeOc734lv+7Zve6xj/dN/+k/xute9Dt/93d9dX3vDG95Q/xYRfMd3fAf+wT/4B/iLf/EvAtCSiaeffhr//t//e3z1V3817t27h+/6ru/Cv/23/xZ/+k//aQDA933f9+F1r3sdfuzHfuyomP7ltrzpwNRDugAeOjhsUzpGINXQ4z7q+3ttMluGiDJE0NnJcRSzyj0cbQ+Johp8cvz/w/b3/LoEVOV8yoQwSNWkc08ydhqpuAc1n/qBA2JHle6fhw7LieYqS89IW80bSUBt2bGGN0terSc+GVZ5OXGjxwrT+bHW+STu7HduUUi9/mA5PSs7uJo7qzqhq5xereuxNRorg7k2kDXikWYMqUAdHfdI7ftL0PZNakn0WpYTL1Jf65nafezpuGThak7PZhvPVD3cEjwfErBsG3szjWa8LJ9ylNNbtRaqzn62/NvSGHVrNRxKVMdkzdvlNtiUCdo6O+g9harzJ9MpDQSCtgwibyN0ttEIjEidQGZlbYpAbpzBWwsB0E4MXVSD16nSinQBdPM6xLqVgLQFkQQGUFCuN1UXcdKY5doemtMTNSTtczjK7dXP+vuA4pzONhQyR6Ddwzb5LKc3mgPh3dM7rbf1PBV8Xog7ia0TCtCg/TCr0Q5jRmZRvUyfP0MGR9XR3JsQvgiQhqithfqEsV+wHwt4kxC7jL5PTXtzyCB0SrYTvca1eoxYbk7YEYzG+k2mwSlZoU0xCNTvVRUGwINjTQh1DngZDGWq0Zlv6qSp9qajDbzYfLD89DpP67XPmiqgo+dSc+O/X8XpP/7jP44f+qEfwmd91meBmfH6178eX/iFX4hr167hm7/5m/Hn/tyfe+Rj/cf/+B/xRV/0RfhLf+kv4X3vex8+5mM+Bl/zNV+Dv/W3/hYAzR8+88wz+DN/5s/UfYZhwOd//ufjJ3/yJ/HVX/3V+Lmf+zksy3L0mde+9rX4lE/5FPzkT/7kQ43eNE2Ypla5ef/+fQBAGQJS32tOYAgqRVag9WxEyENACNoCJLiUUlSh2nw21JxJVQi3nJznaYq9r9665fNSW5RJUaH2GU8YPySnh2A5IhHrAefQgC6ouRDIGnt6pFWMa5MXfS8b7VhYanQiZJ2/g6ZmKlNTVoPLBrcu2loaUY3JyvALQ8/tAaOG2ktQX2jXhhVE62oSWF8/2uKhnuTq7ysLvXvtNfktx99Vqc+VxOHi0FL38ZyDBCBYPzWyRfco1+hOgCuy2D6VHGAG1+/L2ghTIaRZ8x/FurCrkfHz14ivFI3E0sachXmV/y1AmRptu+bubMzVUoSkqTOPsoXa+MS60acdkw9aBuGC0aVnlE0EzQXScW3Dpco0QOkDIOowlnEASoPLpSikqew+UtZdF4BrG1RmJpMSVhgAGPmkr8/SiVpassDa5sajf1hUsag0YJOYWy3MFsnVnJ6fl3DdFwIQWUnETGg6XoCEZjkrVAccw5zc/ie05xcWsVZimn8isWcnNt7YPZLVCV7JM1R409Rb9EHLWtbTrseidStPqSULi3cxB2AlDELaQoknquhOnhlx0ouRoGVqPNkxJ0ZYUHtCUrbnHrmufbhyPkcko9VrXrvrc1Fzz9Z02/PrnmPOUp28Yu26lF1NdR6vO7O/1PbYRu/y8rLW4926dQvPPfccPuETPgGf+qmfip//+Z9/rGN94AMfwHve8x684x3vwN//+38fP/uzP4u3ve1tGIYBX/7lX45nnnkGAPD0008f7ff000/jt3/7twEAzzzzDPq+x82bNx/4jO9/dfvmb/7mh5ZXhN2CID2KGHxknZ1Lr+oswipETUxHkV5IgnA5gZetadYpkaISWZyckNpi5AbP68QcnitAq9Mzb8dhLSqoi3qxSeYQYKWjy+p1BpRB5v8bFBa9sJraQh30nMsKogRWxthf8wmO44l/tK33X+23pjbXn6LF9ZX0UQBJjXzhkdsR+cK+Q5VX7G+/x5bv8jZLRZq2qN7rJm/mubd1B2ePHhRSpOooaKsd/f+oTo9WxlRwFOlVB+GK0fN714yeE2BQ5Z60Tg+NOWcLjMPfa+gSsHNe6GisVWg6ST1u/bzDzXbP/NlU9qffX+vNR1lAc1IkoQ86L6DSfbSfFaZMBSWOSj4BqkJ+zXubDJmMndbCdgHx/kFTBEZkEUNSUADeLYCrH5WCMqgMGWcAltsUkJ66jQ/OQEntmZNHOQ+J9NaizbVOz3YiX0wXf8BoBhTtpRo9P2xhh53TlMBLB54LnL3JS6lpAjeOfk5+mIdOLVr//XDjWN9P1NKKSeskXRWqyiUuRvAyuTleACxs61SLqCphLrnDvnL47L5r3pmOnMmqvekIFbX/KylPUPPhvumxZWX0bE66YLunT6LU95gffh+ubo9t9D7xEz8R73//+/GGN7wBn/Zpn4Z/+S//Jd7whjfgX/yLf4HXvOY1j3WsUgo+8zM/E+9617sAAH/4D/9h/Mqv/Are85734Mu//Mvr565qeorIy+p8vtRnvuEbvgHveMc76v/379/H6173OoR7e8RLMRr2ol7qvIDHHrQ7gLcj6HwH2Y7AvXPwOID7TmGd5+8AcrPWQ629+aPzMkMh3AxVrTfx3BUsaljBhdVzNCPHCzDcKQjGjvNiai8JiPsHc3q8RICA7qIg7rLmLBgIU8FyGnSfKaPEARIYPAPlgOqJ+Tm6lqiwRiRxB/BsxAKrg/PoJMyCZBR9P05ltvKqUNdybmxwrBZMq+enUSahdRZoxeW1wN6jPj8GpH6GzCvgZOzNGh1qd3KYY0K9/i52DJoE4SN2Dqy5uOVEH0C3l1aXaBM6TN5iRl9zRRbXznQo9gH2ZtFGusuW68RPI9XI4GrJgvbd0+PuXsVmbD2n5wXCqDCuN4l13dfaZsjH4YQKRznDjhc75qlFJ7sCmlQxoHvmnhK5rp+An78H5AyaBmCaEbqgc+Rs25RWctGyhN0BsmgDWrp5XSO8JUE+9Azo9AQUo/pCl4P21BMBP3tXk+OBwV0EcHIEUzt5oULrBUrS8PqgQgrRre2D27Cq5qIL51rQQGvvUHOG+h2i7E0mdBdtkc8ZiJdqCLr7er+ytcoKkxrrEjVKhujzG58TzWEdGOmiAy2M3BXQxAgzIRdCCoK7hw3OdwOWWcs1cBFRouAgJjp9EZEzIfeWkyPBvX5BvoyIRvSBwHKgei8okSnaaH40j4Q8FM1DjgTqi5ZiDEXXmyjIg96H0qtAQ+4FXhupkZ4ok3ZRObC0JYS9IO5V8CCbfJlvPubzoG2ntKWYyuotW0I6AeIl1YdVOm0snTeNGwFbF9h0dPPZS9sE335POb0Pf/jDAIBv+qZvwhd90Rfh3/27f4e+7/E93/M9j3Ws17zmNfjkT/7ko9c+6ZM+CT/wAz8AAHj1q18NQKO5tUF99tlna/T36le/GvM8486dO0fR3rPPPovP/dzPfej3DsOAYRgeeF02PYSjLqqmri6bAdJHnbh9BLYj0EXQViEZGXrIGBE24zE7aXX/nczyYlGTG8k1bLg2ftU42nHIDKI2kdXFm7PVuNhiV+Iqp2f5J2+IKsS1LxWgcNyytZxep3mrtAE4tgXyaJF0mCE0yJRji3zWeSiJmqCu534lp6cduqkaiEKrQm1vglsjKj1f41Vo5GUjWOFIOwYsciztnnikBrLXRI5yesXOa81Ayx2ZPBoeaCK7Zo06fBbM4K2byLquqEfWQIOGnLCjnjFXYwbAmsi2++2/rzaRXTv7DmX6uNE/dJFeK9AfRcxSb4tGy24QPHIyIWKHbGlJkO0ICZrHk82gDWBdS9Pr9C73VWmF8qx1eKTPhMZRc3hGSaTTEyAljdi6DrIdLD1QIOOgeGzKlVgm6/l1dANWKAVJ/ew6EDoqeAbw0HDKX7/6Hul4zyOQFp0b2tsPRgRSaTtAiUPVWdrN4NxVMXFe9DnyAsgg4E1CiQHcZRQOyIGBoYC7jLNhwpwCDland5gCqCvohoShT7g/FtAmI8SCfljALDjpZ9CYAXRHuS8CqpGC/X0E80sbGzqmqT3PKudGdf57txJ9zw5qTlXuVZ/W+4qWXlAGP4Y7aVx775WDOso6H6Xms+u5Z6kO4vo810S1R+2ywC//kePtS7/0S/HX//pfB6CR2Qc/+EH8t//23/C7v/u7+Mt/+S8/1rE+7/M+74HGs7/+67+O17/+9QCAN77xjXj1q1+N//Jf/kt9f55nvO9976sG7TM+4zPQdd3RZz784Q/jl3/5l1/U6L3YJpHVFfYFikhlyVxuiVl/B7J8XtBidSZI9EaZqwm5wvdrhLcydg+j8gJoBo6Of65Sfo/IGWtFiBWcWVmQppKwfk+CU/epUn5lnZ+7Wh6wOn6NQt1Q8EP2We/7In/XBrd+TURH13Z0rev7xy/+U++vd9G+egxu7x1Bvy9y3BIe8vmAh/6PeuxVmcSV++oU68pqXZ0PVj8PXNfV18JVA/AyfxPajH+xz/pcuLroE9T4GP3ec3JgNgfRvTPbirTXzNhVmbKwWnaYQDECMSrT044JV/UINieJdP65QaNjFZ92jaKUf7+P63KAK3PvGIaXY4N5dZ4ejbvmmGEdFbpiy2psVNTjKlpVc5imvsKi0Yv9UCigIOg4I1hXBWaNvIgFIRQELkBQRRcORT9Duk/LEa6u7yHP/YFnvn7eq/2P8o10PD6OnHhTq/EOLS4Ivl7rjsZyvVf0wDnpfafVvaKj53G8lr6Y9/Lg9tiR3tVtu93i0z/9039P+37t134tPvdzPxfvete78CVf8iX42Z/9Wbz3ve/Fe9/7XgAAEeHtb3873vWud+HNb34z3vzmN+Nd73oXttst/upf/asAgOvXr+Nv/s2/ia/7uq/DE088gVu3buHrv/7r8amf+qmVzfnIG0Ep00Kgw2Kd0aN6RLlobmJJoFxAueiNTkVLFmDMrlXJQskNfgHMGyG0kgXguGTBohovWQChSod5ROJejhMQXE+SF4A6/yyttP0c3kRl9oVZ39MTMAgmKhQZpqLC1F7I7Lmj3CaFn4dHHw/00yPzulZepH9XYxMCcMMZ9D54jbNGfnbtq8XdF2zVwxQlw/j9JSjpiPSfdVlDoXb8AmrszWhqHLYmV/ar3S+FX/25aFmIGCMz7pvSjd+PMIkyW83jPCKykNTO8jy3BZLt+caDC137vZKjAnPPhajhltoXbbqh3+1KIZCWv5MAUABKglLKM6Eki97l+J5qdwixh9euIW8KUFgXn14HsMr0Scu3RdPeDKF1Tu+t+wKgEZ9pblLf1Ro9sRweAaCuA/peQ+5U2nuHfTWmVIrBsALpBSU9pGQBDEQ56lIv1mPS/69572iLeCdWslCqAlAtWfDu6oC1oQht7V8TpgSoOT8biwR1btKZCrhrZ3KN1EukRpIqpD+CIwKOFEIRQqlBNOn1FEIpVsKQCSWTkslEiSm1e0Tf1hV0gtKr41EWAINCix65llFhzzwAoc/Ig95jsABdQe51okkvFc2QYPMbdmwAXvF/hHStnRKs7Jq09yuyY6LtabRuC3X9JC3LGnTeasRqdYWkesK5yUG/5PZIRm+d/3q57du//dsf+bOf9VmfhR/8wR/EN3zDN+Cf/JN/gje+8Y34ju/4Dnzpl35p/czf+3t/D/v9Hl/zNV+DO3fu4LM/+7Pxoz/6o0ddHt797ncjxogv+ZIvwX6/x5/6U38K3/M93/PYNXrIgPQReYza2JKUuAJGTb7TElC2g3ZhGFaLwNBfYQJCH4wtWgAq1f+INehGYQXBrF9bH7PK7BQVX928UBAmbVMSJq2f4VlrxbpdAu8TaFGWnQRGmHuUjjDcXpSYY62UuvsTwjQg7BPCbsHm9AwlqLCsL5BrKa013JkHQjiIwpQrdqIv1C4E67lNz0vVeqZihttYiJzEcn6tBkhW6w5gi35qRB9gtQgJmqi0OxYWNHhNY4lWduAkDYcG3XnIWj8Uk9bPubEJU8Fypg5B2OcaKWueSBB3GXlglIFR2YYCVEUWg5PDtMrpGSzT312wnEaVqgL0WSaru/POD6lAAiFtQ63d2z29gvysxQ085+rQ5SqPitWiXOF1MwKlM+Yc9JnkXo2JRG0Cm08VduxuXwKBldASA8rNUzV6omUF5foWedujA5SwAiCdDQiXC2gcQIcJZdOhDEpaocsBstVaP/z/2Pu3mFuW7CwU/MaIyMw5//9f/1r7UrW3y66yTWPDaWPOgx9ANDQPgE9LGCFQCwFCAuMHS37Bkm0u4iJb8kVcbCxZIAsJySWMDc+oz4NBQkjIoJaNG5rzgM9x+xhjV9Wu2nut9V/mnJkZEaMfxhgRkfP/165dBmQDK6WpOWfeMzIixu0b30gFfHdAfrrD+nTC9PKgD1KtPSiwx+D3roQ436ZSylF161VCZ6AJJhf4VoEAReDkyBBAIECits76HAoh3gOUCOOtIE+ElJSmbbxRITO90HfmlFthLZjfHCyUoP0i7YAysMZQbwNyIoSFUMaAcLIUkVlz9X716hqH+x3ySX364UWEROC0MuZxwPAiIM2MdSpYxwHVrftyRHVd25yhY9M0Sx8UNqadu1IVQqrn8XSHjQXWSw1CjYUq8lIZWYaJEO8FcWeUfVHjoL6UQWN6aa+WXFgEy54wvrS8wRG1YgWARszu3hGCUqkZiCWsskmJ+LDlI+32cz/3c5v/P/uzP4ucM37Lb/ktANQlGULAN3zDN3y0q3bLN33TN+GbvumbXrmdiPDd3/3d+O7v/u5X7rPb7fAjP/Ij+JEf+ZEv+fr9sj6bIMOkHXIKcPi8BAIvqvnxftDOuY86aQ1aoSBOsUHSz1wpNRma0SYdoJn6aAKgugW4CRbfvwocUu3s7t2AsHK1ymp8KgLxFBDm0eJP2lHma+28yxUjnkZki/XFNyPWC0aYB4Rlh7t3A+a3GpjBhYJrZI46E1YLIhy9IGV75pZI3XL+6nkMDKOgGl1fff+RKghAunar7QGzBAeAB6nUXrXaegGKT4ZmCXqbaI6hg2qo1vPirMwo6gpuFpcEYL6OFtNTTTNZTcJ4DA9jevOgFleXsuCpEH0R38eALOMbAatzb4oG9XmVTVu68K0xPQPmAKiVFMKJNmhgz+l0yLm/ExeGdd8ExANVFKy/53DHCEct/+TtvH78CrTqeEhvXFSOWhJBmYISoOeC9HSPHuhTdhE0sCaeB65AiPLGlVmdOgHmpzsI65hLH3sCpzgTd4v6JItujPj6V3m5ZPvXUZ0uzHSg+jkJThrg+ZtkVtR6peCeMpBZSQbyEFYL1BDR85sKoFo/T9i/pyCleFLv0HCvAiceBOk6I1wvKEsADwV5DsgLg/YJPBR84voG78eM436ACHAIO3AsuLhYMA0Jz+eAcJEQYsvT+7LrG/wf9zvQi10jkhCvhm5jz4R1TVlYdB4JM7BkRXKWzkVbK6InAs8AjTY1WX8tWanfyiBYnhLWa+3f6xNtq3QplTRBY3zA4e2oZYSsrFg4OYALiF5Ryt5bmM2LlgQFjRCiWAgnTf+FUxb++T//5/X3D/3QD+HJkyf49Kc/XYEjz58/xzd/8zfj9/ye3/PRrvobeRGo5SbQPD1AkWDiPv/24qgYAwSTuTw7S84+3E0+ZG7CbIN9Y9G527K37JLJSLMYe8uvRCU/LtaRKtjBhVEEogmEYrGH5dpBHYRs9EOAdrS8I4TRCqVeKUk0L1ZEFk1ISYC6R8iuMxpXZkeiDFIrzWu1ZSOc7tGblPSevH5bXV41aZ29I4+X1mN6i69zE/UpBV9sqfyI9s7KCCzPTIAxNNH+woT07mHKgpdc6VMWqrVgbQeom7nGOFwoh45w2pQATmSWHqorWRjKVpEVWOMCjMUKfFpuVu8VUECKPZf1yUq6be3lBU9duXGghQtSQMAnpd1b3r5EWAtoLYDoehmCpSywVjwXQdkNeo2kHJvquy7K7EJGx3ZYQSK6HYCMEcuzCWEuCHcL8tWocSxLa3EyBmdBcZe6Kh8tAbslqDcLru8/1T1v4Bc9tnPNRarw+03Xi5ZaYgKvjAKZBGUydhNzsZVdMcWQMdytWK+1XqUrOrxqSR8MBbvdijVoYdiVI1IMiGPCOGY8m46Yc6zpCesSEYeMi2nF5bjg5iJht18QuGA/rohccD2eMIxJS0t5xXNPPve0ltxqLoYZmvNoeXySuPKbwvq45iz6fqiE8c5QVEmrgUZ3NtCW+m0wi7GgokCVNUaPC7PUMIuSBLR5x1HYtADwPD1uSjnQvBRfbPmSY3o/+IM/iJ/6qZ/aICXfeOMNfO/3fi++8Ru/Ed/xHd/xpZ7yN8wyvn9AHESZWU6q2vCibkBaEqIRTcvF1Aing4JZ6DCD8lXLQUE3mXTCcJOb0rk43eLTvCpoUrdP5t2E5PsM98DF54rG55LC/p26qgyk6QeHZJaqJtHPbwwQBsabjHBIKGOAREI4JKxPBsRjBs8ZYd4jHlgtm50niZqLLir037XqvGOEoxgZbLNyfX9KonRL/nxm9TiZcphFK0l7DTA793BogtK1Z2/XPOiEF1ap6QHn7k1Fgwpg2l+Nc7pFbPfv7k1OgpWcpUJJsMMCXHzeJy+91/VKqcLiUeOgzZIRhJOlLExU7xsiHQ2ZubyqpQdDeALjy4R0GTRNAYpsaykLZn0a68y65yrUbr5K260MsMKeNkH5czJAB/UMhFmfNXns15ShcNJ9804MJq4TSJ6A9ZkKsuG+AMwoO8b0mRsgF+Q3LxE+uK/vFaWAlwivSBJeHDRlAUC5nDR/b03gmwPo6aUmnkcGv/dCUZqBQacjdi8PSB+/Rr4aMf6nD1CrsgeG8A7o8rF83FQPA4BaUsjezQaxKd1x7iZjA3kwmgYB9zBIPVhYML5U5WK4Vai/KozA9Nzcm8/dOldP0XhXsDwd1fq/0nXzNWN8kbBcE8LziPvlErQwlrFoXbuFkC4GrFHw8/FjuLvfIc1aRJZfDkhRcLyc8HwswK/ucLgYIWPB7agAlsMy4PT+HiOjpSw4BymZxWUxsDIA6QIoU0FJjLwn5d4cRVMWCEBoKQtShZWo0AlGJBEFUlRB2r2vQmu41UHmxain522uLQPh6lcTKAesVxoiSZdaKHZ9osW4hztUb0/aE/bvF6VwC6TAHwv58CoYjoLD26+Y2M8W/uK7bJebmxt87nOfe7D+vffew+3t7Zd6ut9Qi9fRq/9LUWLdVKx2j9YIg1jNsGIaqn08j6x3vwBtst4sH8HyeOWxdjxnBar4p3LZZRU2VEQrRWSN+znjCNlxnEv97eTTlItVKnDSZN2f629swCv1d/8p2/3a+eycRbbnMKuZpCPL7r4rAKazTDbxU+m3SWv/s88GgNCte3R/tPvqaaQ8H9BJouv2pP3Hn83368mhOXvBXPv2bbl7d9278PN7m1Uia7+H0jrHBtH2RTtV143obL1/pCkwvSUNoCEzAe37HcLOUZfiIBdH3pkC8OiSCxwZukGAsh2/an4gsgemsPneWPJCOOfYbA/7it8fcfEKGzXh+hHPzvk48GffoBf99joLs6cIc9crFUIurKCVQjWGhay/xRVhWyeFIJmRC7cYHvDw/VUPSfNsbJCYDx68394pAbZtc8wjY/MxfMJ2PKHGWWso8fw++j7ZP8PZmP0oy5ds6f2RP/JH8M3f/M34wR/8QfzO3/k7AQD/+l//a3zXd31X5cf8b3WRMUJCqwkGADIY16YIhLlWeK6apzFL0GndwM4fwM2x/d4MgG4fd9XUQphn33WJQJoIwSyIYFRizcphkATQwChm6eWJNd9sx6ASkEdGGdRSyDuuHS5Naq0IwTgECcXdSAFWukXvSfP4NDbglgwYoKgw7WAW6Ll7058/itQ8PX0+qTx9wrquD1CT/de5scvTc2CGEBhmJVKzECUAxUxnTxKvpNQ2eiuq09IKQNBYlrc/cbV8AW7v24UnKbCnUrpV5CttLL0Sziy9LAgXQa07y+VKU0tpqNaxfacdVTdob8VUBcD7EFr/6vud97M+tlzBLd7v3f3pOVkRqtgVqPXmYyTo715BpFTAx45eIxfw0eiJ3M1pdGsoRVHSqZMSBoqhVXScxaD7TWO7385Sq89oFXuFzdKDP5Mnq7dJtcXcZSvs4f9dQ+rbSar7OlsOWhk0rp0nqghaIarcmw6AIgkm0KQ+pubQiiJEiSFD0WrlC3RdFOzHFcsaW9WmU4BEAU/ZiKFFiaHHgjAWEOkxN0MTTu15pT1ML/DOFb1NqsLZOayJHoQhvD2Dtw/Ao6GorYqDltyyLjHqnFM5Oi3n1MFwNdYMVI+XV4GvHjBXJDx95CMKvi9Z6P3oj/4ovvM7vxN/6k/9KayrctPEGPEt3/It+Jt/829+qaf7DbWUgREsmE4wbTUCYIasDFh+EgCFYbPm7pUxgIdYUw2IABlQUxZcE5UIhdkPzaAsA6p/GtCXWFMWbOKtoI6uv6pL1OIDZiH0/IWef8dowrXXpIrlIaoVV+xiAKRVAKjC2AcFtf993pKnFvTP4D22T/b2ZZMDZ0nyZbDzshJhO8EsgJaWUN8T1erOHj+riFJAme8tnlYnrJrT1gAlxVIf/NnKqA1UAoHtvGEucDCQW1/uhi0uyF2jNSqlSvdm9+U1An1x5KWwpkyoS7tZcgCqFahCEy2GJc3qBpqrVgzKTz4jFEOGFo8z6kOWZPt5wjxbKoOXmHFZ5f11FJTV0jjGqO1lLn8JXN2XSkYdUYYAGiPKPoJPrGOIlE+TRWwSy6osBls/RGCIEOYa+5PQ8mORTeCJlbExROmmyoKxqxSBpSx0JoOgCWn/T4BEc98NRS0lpzsiPUcZsGFk0RI7qEVPH/+YgmNuv2LKpitCJJaMPSp6U6Koe5XbNzGpi5W1Ojqz5uAJgGLriaHrbBxSsDw+sorq9V6NjWYoKAODSUMCNFj6h8XaZBSURbeFWJC8rBALKHbIyGhMLhF6v0bxJoOoAyChpjPUUlW5azPvXsFif56eZMQOwQRmGbUvNmtZgSx5JFPAqPZt0JYU4ostJPIqn8OHL/f39/iFX/gFiAh+82/+zbi8vPy1nOY3xHJzc4OnT5/i6771+zF/ctKyGQQM94TxBZoGZy8+XQjG51TzVMYb9Yu//f9drUwPKbpt0lIiruG7Fq/VzI0CbC3VonELM0+hQtcBnag5a2zFB+X8LOKD/0knnPVKkC8KxheqOVVwiLTJAGidkbJX+VaLKE+CeEe1vtb4kmvv9JzCGtAnGBu6tQcB7GTGpqnVjho1ZqYdE3A2iIpyZeDqlwXjndS28dhbr7mduz54Va3RUyMAKKgotDwpMnLmiqC07c6SAtHYWh6b1RpPrbAuCFguGe/9ngQa9cZlZfAuQxIr83zQCYWCCZmFgUGTiuvk6ffsOWFCis6zfSgoi70sATRlPYcQaMyQzOrKsokOiYEgCFNGyQQ8H/GV/2uqsb+8Y/CsaQ1i9cc8xktZEE6l3pOjkqkI0i6As2C9DIiHbO+GEJaC+3cH7F5k3L0bcfqYtnm6VMSusBUJLlbN3d4TG3F1ukRjvpfWL7wyBxxg44spMTW9ZT1TlqLgK/75jPhiVgUUUIuRAU93QOSWD+bCLgsQlGhCQWrqPnZFxgVzD7gpu1gLSbfqDoIX/9MTHN/WtIISrA/tqCpYNT80oiJkedXYsJYU0rbJg5UBmwj3n5Q6NgCNyVLRcZmuC8J965O82DWgAotXHcfhSDa+VaEa7gif/KcnDccYmhZFapqShxP4mLC8uQOvigFIl1HbQwTxlMHHpFVkUkG+iFifBAgR9u/NFbWb9xHxoJ6u5dmI20/Gmk5URkNVumJpqGDtRy3diZNgvClIF6yAn+h5s0A4FoCB9TJ0rDY6RyyXjLDYHHt7xP/7n/xVvHz5EtfX13jV8mtOTr+8vMRv/+2//dd6+G/IJU3A+rRA9gWIBTIM4Fk1svVK4IUl5UrVGbFOF0+E5VowfeGI8MEdJAbQvECuLoBlhexHHeCHk25bVqVyigy+OagLR8xaKwXl+kKT4423UAP8iyb9AgAzOF0AsjeNVV0cEhgl6nxQjBG+WkLiVqRqiepaMZTVZYbMEXkUlH0BXnBFQjVwSGsnXsxlYQOVF8ARj+R0QKRad5hRhUqlLzNhKWRV3O+zTsgA8sSa77Zr1aaps5RIAJ4zyhTUMp+zWubF8+9gKD9VJpTmS2yCUTevAooEw+2KvI+mHBDi3VpTVfKkSgntMoYpgUiQh4BhTEiJIYURYkYphBgLSiGkISLEDGZBKaSauBngMZowEcISQj0mhIKUAspQEIeMNQZIIQxjQsmMnBgcBMTKrRhCwTjpPcxjxPSFI/iU1Gq6GEFzVqVqDEqGfkrIpnzFFwf1WhCBllVpvUpBvNppweS3LjC8PMFr7dGakXdPMD5fgHcjlmu1fvJlRhgDwII8kwIaJku2N3QlrzqWFBZvlvBKaqGNKh15oVaBwtxvboWqK9wEvvVdGQTxxQz6P/5j49VlguSirC45a0WAaezif0W3j4O+iGVVQoJSjMsToGlSNpiUIGsChYBgSfSSkvLr2jJ94rK5r1n7b9qhIqfThfY3X9bLVieuWAI2L9qO8QSMtwXLU24WvSsNq6WtJEY8NHq1CsTKqP29jITh1vIqLW80nIDxV57rc4WghXtDUPDd5V5rFoYAuj9CwtsItzP49h785nUD7x0XpZMbdbCHJ5cIxwllDBh+5QONtcaA8PQS/PkXQAjg9U0c377CeFfMC0SIcwEvNv4MuSpMuNsHDPdS9x3uEjgFxPukY3tUJWW4WRR0Z/y5SlNWahw5HIvmrt5+tNpC/9mMLP89LWVQdw5NGRwEeSzmhrCBGlTw8ZhRxlgLNLppXUatwyeDxjnKGBUSPapQkzxUrbFMg2ql41BjJMrwklW4FWisMGf0ib9Ox1Qsz8l92qhVs6VZYegsPUshUBYKs+q6itDiSC8/T415NA2+9/N7HEjQfsN/Szu2p2MCm5ep21aiChiPJ5WRUJKWN6qxjy52phdRV3QZ/EbMbWTavyeNa16hWmRgqccoQlKTgcugx5dI4FHjnDqRsK6LCiX3OdaFVymCGAtyZsSYUQqjlIz4QOgRiARDaEIvh3ZMYBP2JLbOknVDsfQ0qoIUQgjR6KciMAdNCwCgyMpBc+TYat1pvDZovzTuWKXSs3aaAhQ+HjSbYNSqIYBbgmz5aKHGssooHbuHWrjghvQrbLl+ROry8v4CdYG7e7Kypxjrjws9GUWBGYLmooT1nagWGxFBUjJBxgBUOKEUFerzovHHEFTA5QzAatJ1Ra7FBCMtnbnppObHE8gZYvw+cm5pKujGQ/eMmovbkaNHtXbSRFZzT4V5maB8k4emWPq42SK7qYY/+lBD784//+/hSIlB3cOWKkLTCBkHyBTA9wXlcgdaE8oUEO4BGaLWDD0taHBr0rlnUqQtzGUrUfua+PlZXd0eh9bxbf3MzgFbV+cOj+2H5gYuAyHvQ60JSkH7ZJ6Up1MilDDbxnceCJStHJp7ab7I8lrodUs8AuuBURCRgyAcGPEI5NTzJwoyR4xHnWTDoomUeUcIdzPo7giKATjNYNOoJVtdsfujDtRl1S4VQyXmrQMrJXBg0HGGjAMoWeLvaQE54W4MCLuIMCtDRpgJcgoIR3WzxOOWiNmBFgp7p+repAyUpGzu4QSgMDJUSwwzdAA6/dmZpYfSXJ+17Ehp+wMAjXouH7R+L+76EVY6r3ifq1str4x4SKAUK0SfkjSccQF41nSLMgaE2W5MBDKo8JSo7mU4Y0oR0FrAZh1SUtdOvFtAeajHxvsVvBowI0UF6hwjZpP8ZWW1vrKi6VIskExIq7KO5DkgW0Vr6bQFIsFahSUhr1oJuxQGc1GBmQk5BeQlGN6DIQUoqxIQU9DrpyDIWWmoaGbwaQUfFlWQBgavGXRKCBY0DqdULQ86LurdHAetfi4aJwNDwSdrA6CQCQdKe1AqiEd/l4RMmrAO1kTlVqBPJyQq6qIro9VsMyuIkiohxeJk1dJz7yERSpKaL9dP6mDU47RvDZDTDNrv63+sCbIsoCdPgKSFA8mqprfOy1U4kgFjaLeDrCuQEiiKEsrvd8Cy6pirlt5Q3XFUWhURCdCCqxZO6IuZen3D4ViQ9lq3L57UtRpmNGSwjTHPTXMEaBVy5iWpSeIZtUak9PvDxm2CIswBnT92ExxIxKekfWDNQM7gRRVrykWtPFOOyEBEMkQlGi+DelGSodhTthit4gOQsrrRZ9FEfFYC+zAXhEWVIhqoMhLFIyOeBOFYwJEQTxllFfCSQZMKUEpieZ8D4sAVxcxJLT2JpHOHAFg6JNaHLK+FXre4pYdYNHg7BC20OrhVBA04W9BfgrIDuJtQpkGtNEOAilc8NktPI7VBFcRBfec0jaqRGUM9DdEsPTFya9WkRKQOPmFG2QVDimmZDxmLoqFGQU5tIqnB3WIa1Sh1MJXREtQHy70xTsM8oVljNSampxHDFlTQThejq4CbLr5R25XaeXy9xhMJYWG4RyiPbPGMhialUCpyy5AKqhWO3LRtc1F63IKNsqoMrOkBrEWASzTLDwCtEXlvcdeBlcJtF6xtFHzAU8YwJjAXrBwwjhkp8cat6d8rgDjkKsiYS7X0Yih+m1hYHrg3cyYMQ8ZKWgNwHBNyZmQGOKill1jdm9O0IqWA4+AlLszaNeQkIlevgJOm85pVuXKTNQRzC6tb3NMtnCVFxqguT0ufcEYbCahAEqcEE2qKDEMUFBJsH3dfCsBCnaUHBXWBDClrlsAgrQ91+au+TWN4BBCrwMsZ5EwtTFUIIrhbAc0VGoK6Qc3liaR1pKSSvupvWpPxiRJkKaDkVaCtDM8OZuGqh8GrpQPGKJLaPZcRBmxx4FAbVyUYMUTPetR5b3xMFiMpgIHGPC7v3pw8CvJKOlcZcC573DSruxvzos/PbAIvQRAtFQsqAE1o0ZrVMJ4X4DRXq9VTagSoAhQJGks1N6qQjum0ZwsvAEL6W6ukO+sRap4jlYaYzztWPIMp6WCp3jFVZq0PmkdE2ZkYZaQ+ffNDl9dC73w5aziSbpU8st9mnRM82++KGBMNVHfb6uI1bbqYXi3R4m4B2LHdcbXAImOTO+T5Pc6lV6mVpO3TPqYJmyVYgSOeZ+TxeWlaJPl2Ri3cWbcJKmIRhBo7JPtd2UFMoML3FdS4Xc1Tk9ZOCp3vfvf5fAZYcQJqJQTYthMMuFKP63/ntq2+g/7dGxGwWl6MUlRY6W91Y5ZiZL+ivwGu3/oaSVF3QN3HP0RUzydSUMSIhp2EuOikUVDaQC92fkGN0YEVKSlFalv1rDWVxR5Q96aVt3Gpoi5zc1M5qwJbWkawSZ38BTxcqnvSkM+P5n3RI8c9cq6KrO/iuPU8DHNLmmsyMGRZQWNbT4BKVGJ1SeasVktSS7COrRoXDCaBbfKOui9yRp+3C7gF1TVRVxga6FC3vhTSWbYLF9SkeDTQTwX6+Dltcmcv9mrGtLM0+TcA9SglG1e20lHEJKo4k/cRR8UytQoW3FyJEtkK55LGAJ1MHICXxtJnsb4SzF3ulTbQW6kCBtU8XbZYv/PrOhk7r25QeNmu5iKlWpnDXKXm4t30Z/i6RzrTI8trodctJao2SWPRmJ7BfB3OXWN6g8X0DIFXBoPdThG8G1tMb2cxvclcaH1Mb4yQwVwsHtMDNKY3KquFTErtJMw6P1WNh1EiNxj+YzE9S3fYxPRItwNGDxQeiekFacd2cbsNjQGjDtxN7pcBIKo+4OfwDuz7d+cuUeN4OVts7Symp6WGZGPRfZSYHqilBbwypjdwi+FFQpm6mN6gqRMcS42vuWUGbGN6IRSL1WUt+RKKCTSXHS2mlwsjWEyvP5ZIy8Uo7LzF9IoQ2M4J/81F31EQ5CkgWJpJMSZ8pwMrkYExoIysFtkYbcKzGPEYIQZ6YXaN2V0EYoAY45cd/F2JwdbVKqw621DqxF4Y2scG22gTVbH+6JZeAWoVjd7S26S+uN7n/ZMZFGOL6QGg0e7XKAHVLywAuwToJuSehJ7JFCJTNMnjU6Qgja4ihHe+nl+2F+jVm82oblUdq2rt5cG4XkcNl/R0dT1Kuboz/TvruCJXAmzbeUJ39caYRwWApYGUVsopBmAcIGME351QxghMg/ahO4KMyivMB2cdp6ocyKA5zICOvVfF9OAcs4SavlGV0hpnR0VWb2N6oY5pRx8Xho7LKVgeMizdRtr8MagblV7H9L70pXY6A31QzfFBQyCaVs/FNRNq1kMRY5fQ2UDdAQVSio5wcxVpkm/RWaB+d1ahW4mpAFlAKO283FknwKPa84PFn+Mx+7+z8Op+6CwE6pT7s0G+bTzUyYAe27fT3DdWQD/I/X6qZQZL5pWq2ZGt8xIC9bgiTSusVpvPRKiTeD0eqP+b5SjtPfb39FGXR+ksXrHr2b7n/z/qQlmsj6C6N/05erYeZxvS1H3tm2L9s7LxmFVc2yf1jD0+uZLxdJKmfFsBUedahVc4KGj9ya35AmUWsdxIKl0pHiMS8G2+vTaLW+/uSitFBZOjNw3cghCaO7OIAleczSVwRW7qOX2celBRzy3M6jLNdi1Hglqcs2cF6YFam+5ik70/v7ahM69Y3y3tHC4wN+AvVwg6tyh17tEKNuuEh+/HhMoiBRFIKRrjS9mIAWweSlnzdLOyTHlKB0R0X2ecylnnLAGcuQnZYnq+j3Cdx+R8rLvXwd9zPwe4MC/aLpyU01jI+k4Wi8OjMTpZXnJTFFqO6xdbXgu9buEVBqtWtxQvZCANAo+o9dvKoi4AFi1Fw4u5KU5JkWAioHlVTXFZQawM9DQvEFF/OlZLUzgtNcHXKZdoGoF5AcmgHS9wPS8AhQmfEnhVIAvPhLJwZdIPc9O2qhZZoMF2wJjSm0DPIyvRLJESBi+vALJYR2XLu/GY3iZlIbd9qbSUhfM8PR/YXsOvAlIQEE5ZtWV3aebO0gPAc66DL8ylxaFs/2LBdi8MC0HLeyxcf/OcEWyCLJn0vIBZrIQyE/IcsACaspBUk3QgS8kau8tZpX1ag1pmXCCFQWToTS7IRstVCiGtUd2bmcGh1POJAGmxFAp3l67qjsqBUVau8auSGbQq+IDWDOFQrRRaMogzKDYQj753k0ajxnLI8rGUZs/2yUUnkuR+ce0XvELdekR6XSMkpgRF167aZjVlIetY4oWqJ8DHTLHSNrQakKXYhE6K6Kz9J9tr12ChhXNNcDEraGW/12di0pjSadZK7Dk3gE0VctLCB0RqKRYB7SZI0pSFGvczK7AWuAWAoHy0YVGFSaiBMip70CCtsgGkEpOrG9Q5VG2uydb/LafNY3phQYX10+jtjpoSgojKyNPPXS4Atb+jzSnMikS1mC6VomlSvr1AyQIcbTloXcQKDur29XJZrvCr+ztU7wGJPlM8lYrA1PFdzDLTlA0QEGZWjtuTaC3QLAiLKloY0NITUtG49LKl6AO0diSvBSEwziBLr1xeC71uSXtA9gXhIoFDxjoH5L25JC6KugZZEC4S8oXSAUlgpL2Wx8jXIyjvlbYsMPLVBF4UBgyo710GY2+5GBVJ6MmxnXadn0wIUV1NZBYeDcE6F/SaV4MCWRjIewF2mtumxUJR6XzK5Fq1CZpJDAxgpVAGAe2TgmB2AtnreYCmUbrrpE9fKCNqInpPY+X14UDKoNCDHNxa6Kuup73HlHTA5YkADIZ00zbRunJN6oVB0wnKqC45F2wec5DYJg3xuGNiFAuke5FVEg2cAzB2FkufsPXrBWHYKYs9AKQUMA0Jaw4GYNG0gyFkFCHMIWIYMtjAKExSc9RHR28KMMeCIWRkIUQuWHNAzoxpSDgFjRNO04qcGavl9DGL/c6YhoRUGLe7AfliUGvH3JP63hS+nScFq5RREatlP1hMx4A+k6KGyz4qyfDAKPtYLRMAVlCXkC4IeV8go/aRAhggga1f6ctVCDlBFtK+5CWEBOqyiqJFWwvUBZvIirNC49BGXAzAQDLqcRG2bQTwNEJmQ2nCBaNae3R1qcLQXHHUx6aAioAGsVqKAOQ0q5BjqsdV4TlbrE87ANKeleQcqlBxVje4RH3GCqs3BSxPQNqLzRE6l5DofMGLHlvs2G31C2r5rG71meDvq3iIufgqyMj6e4nQPExbZFlAw4WmJUwR8eU9yvUeMigoLL7MgG0LtycVYkmtXOIC2Y01mb+MGguUgRSBLnrzMkSUqFR9YbEYMQHur047Hbch6HtMe6PUS4Q06XgvA4FNWDppPKUBeWKkC7bYoChzEOk5hQwQs752b37Ji5O5SgEKMdzFUotMEqlx5GVIXBsVn1jNfUnqjlQWBNNcRM5cmsXqWmUbtKp9KoLKjzPGCHNHVckDdzuhCbTi6EZU8IjfH2DPIWoNUaZqlSncmttzWlmW5nZq16geC9tO1J7dhZof26M1na2iP66CFDpSZt2HmkvOjb+CWloFYu1sNe964EmzbO0ZqgvUXXwaZ6ttkqVan0Robj7RmB1Z5eqcWekiMyMF7oAobNukAlRyZsBiekJUY3rZJvJsxzCXGsfMWc+ZOqtR17FdQxtB7Pw56Dlg/UNBQE6pJhXU4+50fSbvm9pJqBQgm7KV3Z0rDQRzBujxfiX+PrNO3t6WYu2u/cg+VmOteRvMqujfawbEktOIqZ3ft1tHIVDL27PxoZYZo8bwtDE1Py9nEFuKjwjIBFfNzSOXMtKQno7eFAsl5Kzbya5BXF293t+qQljdv6hjs8XbqB63JWN29zra92Z7N759OHb7WOpbnQcq7V7n8rOHBTnC169plhn6/yVVt6EQGR2a+yGlO7+0ddmSxCsArXtOG1jbZ+9ck77Ox3H97cJbNu7MBnCz/a391SJsffGLLa+FXr94r0Kb4PulZxhvaLZ+u2+j9rH19NgZrVNVxJsf239v7q9tq4H085hCpxn2D6L7CjxBvAeTKOque/4uhuCa46u4M1G21++T02ucj/u2aefS9YQN6a/fa9+2Z+1cgQR81k70yDfppEqQzf30Qr22mwft6yytu7DFQplFrThS0ASR8h0yiVokpDl6ZNv7lAUX2sG4FP28gQTF8vqYxBLbYbl+UteRBY79HtjBPX180icUf3yfm6j93iweu7HjN0hfVwI6q2+znLf1Y0t9nxYf72/s/P+rzlMVme0zUQjmvjShxCb4PPbLsQrCGuOj5h7eLPLw+SgwQLwRmABQiwFbG1VyCB9X7uqE0eCdP5cLpHo+1P7sCMQSoKXFuJ3ff7Ns11WXZr8OaOPfgTju2u3Q4a6Mq8A822ZKQMMonPUrj7XTGUodbWx6eEE9Ls0N3OJ7XfvZeQujCmLpOkUf86f2OlobAu0+vsjyWuj1iwAwyLiDVpr2ZVoqvJP4h7ogv3cssuBvBxDwYHpkswJFe7AF4aulZ8CCyilo4IN6XiI9r13Ti8661tcsv+0zqbboGlnTGMWfQdA0dLfQTKidD9SqbXpnO7P0mqbZ7se1MthjVrdjpwXq5OzWSZtsq4GL1s6qBdJmQhYPbJMNSBd2gi0go+Pr1HuSDmwgZiGhatiOxCxm+XnKgFt7LrQ81QCWqlBKl7Jggs9LxRRjbcnUpTBIS1/wNIgiZi3BUyak7lcthNK9DH9W5/90zdsFnIFekEUJhd2i6MAv3jYNXGX/hWqfdyYWFG3jBmRBfZ+1L7lmUfuH/2/9zlMeqnel9l17ufU47fTSp5c4wCRrUIw6RcgZWEhZiusziahiIiJbeetVIAAoY3xpQlHKxtKT2jZNsdgiMM0CqX2Lum1tPNQ27sfLI2NuCzqrzbU5Zz3E3umjSyek3Dpr24BHFW45308efrp7dUvPY53tmZul1z+rj0PKRiVY510TzhVcJujb3AEszqf7UZbXQq9bWscyV8p5BxRofKFYIqQP2tpZfcJUdBP5gHGX0Ua7ko1mpR20bWuuUKAO1gIAZkmcazXSPcNm/StU6Af7PX7Yq6yEc7i2XhyPojd9W9XaaXtcQ1NiM/jbAJdmKbtm6se5du/ozR7V6WPxkcmo3by0QVbfQxtcMEDJq0bUmZLbrafmku3WfdjyENH5obvXiU3jR14zcaut10mmojwLBLx1b/buo07Ybeos1knI2wqNYd8QmTqpNyVQ75G6NrVnLGr5VcHI5rZyEgZ/vz1605XNLOqizNnmZ1LB5u66UhTQYkINgKY3FK3AXtGcQIsTF4EnrIslolMIhtzMTXh0yES3hqvngs56SG/IdhN7tZxdAHZj5jyd50FqEHXyqLOW6vZuX42xa4hFDLVaWVQqE4RYmEXnFvLQyiMCjVJWlKag9bNSzNkglpx+ht4kau1Qv20snc0riswUULT+1s0XG/foBr2JqtDV/vQRltdCr1+6idKtpvNtvaZ1/u2DSDzXpya/wvzhPsv3I8L2Y6AW5+wTZ/v9exfjGfS3FySPzq2uSWO7/6P/feDU47r/aIPtgZuw+/2oe5NQIdePuYc3539knU+MfRvUmMOrFhs4D1ymdXvnzgRanKdud3el797+969p+7rkkf8uHV99v75P++7niu4c3fWqAHdN2b0KwKa/VqvIY3/uXei1fteofTnXos/6fx0jnU6wUVhcOII2Co3gbPumuamev14Deg6IKPfmOMC5NAEoOIWopRbEWF2SJNEEHun6HaqQQzD6Pwe5UKpuTTiy084HwHgsUV2ZvbCpaQfWJ3rg1bkVVz0tglq93pWzHrSirk7p8k/RXKiCRt8WpOXEcXcevwcRRaHabz2Gm/XfW2lFWl6jKxH+G7B5zc5dBLXQb2hsP3V+8M+ZW7Pm63Xb9NqoaR61CsZZ/6190ZXcbnnt3vzPXKQbfK+0ns4EX5//ZSfR79691K/3352FsVnX/7fzANBcPXNbVbdh55as+Wm9NtW5maobsnO3VACKbXfGd5/Q+ioLVePyy/Su1Nz9D21f59500EjT4uw4b7ua9yh4OJF2g9P32VgR3WRf27HLozyfuF1QeHMXVDdfnZDNhUkk9XfPqNIzsrjbUVlWGsAFKMjmfqwuTPF9YP/RmFmAep3qNiU9Pzo3KITa5Ook214+B9gIeakoSkVcEvBAsSqxUyIc0BCh9G798kUs1seUi+oBQCfYXnWaB+Otew4vA+RLCApoATbUY3p+0zYZKrh8jDEBCAArGprGwSxHK/7GoXkQPH1BL2ATcrsnyqgVFCG9ELcAAQAASURBVJo13Pfd/sFRBaW3Sa2NaGNMBBvuTWdkAZnebOkL/g1AU5A6VhjyeyRLHmf7xKDtBSj6MhjAhUhTQYIx8DiQZRyAadwmoPsrCQwqmqQuzsxibbsBsqAxslC2+HYPZMkKRCmDc7RK9567qbYjr3YQUu2GPuwfc8s+srwWet2ik2PnzqqTpDEKWExBbJ3v45OqJ56jkLoDLI5XBZ6jNnNRFCWpm0A6TYrc/eCpCkXdUTWhHbA4niHEHDhSJ/bmE9edUTVmF2ibe7aJvWrtNW6DTeytL8jan6P3rzfUVfvfJyZvYhaETToEGadic7Gh+f5d4wY697Go1u/zu7k4fLL27X2srgpgf/bedWeu0Rb/sgarbdloxsTUVBdWnlPnrlD9+DG23V+HdAJO0LYbDZkAdh54+MpQoE11bnRnnTL1QJHq+4X3P6ASFHyYVlzOLEY8pvihKS69InGuXLhw8L61uc927s0EtvGdd9cXUoG+rNWlSTHWFAVPPKchasK6udskZ7XwAMjRGKCJGoE7U+PhXJZNWoOkVImpNRbflDpBNxa8H5a2rlrAZ8oWdd/ncb3N2CwPjzv/tLZ5RLHrwyeOdPXljF5t+667+cq8B5qf530N6t6048jmOXdv1lgcdXNkRXYaypLl4T0DTbFH/0x27JlS2yuzH9W1CWwcZq+XhwPWJxY8GNx1XX8cgGq1+STT+8VL27aZrF7xIXnFvi5M0F/34T2eu6M2GvR5Z/uQOfDBMY8sj8X9PvJ+tcNvO7X+NsvL46U2CPxcG5dGv92P2bj6fPCc3Y+069Dm3E2gPTTOXQWluq5tJ/TxOemEYX/Mg2bozlWF3Oaa7Xd9pq6vtXbqn6Nta79f1c+6NgSqwlIVFzwcCxtlSba/qX5vj3nQVx/5/WAC795TtehLQaUQq/8f6WDnnhTfr3QfoJ2r/98Ljs05H32Fj1z78Wd/dCy9yqB+heW82adfXxWIc3e3bJ/lkfnpwfh0T4oLuc5lujn/eRs/tpxt7sduY0vq+ye6b8AVuH4++NALvGJ5ben1y/lcZD3gsdiZL+Lr6nbaxvPQ1leSVHMfPAgMiTxc1x3fx/akZ233OIBxbyo7Oeq+gI7fvibX9lip6Q/t/PpMj5G49tRIENREeBJdX9CO3ezrxopzhnbr0bkvpI8bABBq/n2p7YdNPECg7S41Lio1aRvFE9Xbf3+vEpp16PEGCGrMgbilDBTWJHFmQUFpaQVmPWkKg6YxANsqC1z7ktRzAqjnEymW/sAoDIRQkMFG7K3XKqzHOl9ntaCK3qdawU3l7d2/DyZ9V748jmfW9jblQVoZGW1k2/CwT7xy/UfzOG329/gtSetjPsaqN0UbT0EtD2LkXOOfzeVdoP52c9OV0izDkjsBWIygetoCWTzPLzRXZk0d6FIFJKgLuy7d+Gl5o035qzy50saNJ6tLgBFgPBKvC23clWgfT22AemgdTU5ApSGjoB4opxFDyg0h6fRuTinmLDU+n3m+cbUeLebhxxp6WmORNj8F49i0hHP99OPR63ca+b09IydBHruY3iNW3jmYjnui7w9ZXgu9blHC6QIetYhsGkSZR0bR0kFRAAbCWJTNJKqrM49kxVADeBzUH52LMl4wUKaoHT2NleFcpqB+cS86axq4lKKFHMViL6L5PgxoUVpRBpcyKgkwyFhVhmLkq3avtbSQTcjWj2Uoev1ExshSQEPRki6DAGPR6updyRhPRq6hmNIGmrtSq3vTWVrsWMnWri6zz/KL8qAlRxymXgmnrTo1AHDg6q/XiZxRpo5wmvye1A2t5UvYJhAnElDy5BIJ7JPM6AS3SljLS0c4PSlBcIgZ45DAJCAKGGMCkTGyGBH0EHK15IYhIZAgS9EcPNH8u6GrnC5CyshSGDFkE5bKyOKuy8ELxwK1MK3+LpiiEhocjRCdS6Mgk8A6IQ4BJSiTTxlZ+9MQGlM+oP3OSreQ6ARVxlCFDFNTFPJIKIP2DQxF3w/Z/EiAjKUpf8me0wmnzcvVCKf1oIpcd1J0/x105/N8U4laYordfTmNOim7oimNOqvm67mCGTSGR4PG9irikKjtz74ft4rjIVSBh2J9yyqFCcOotpogLNFu2drQCzpnI0WuxN32LZ3Q2whSLzPkBr99qiIp3X92RQ8VNCcMJYW2agvIGRickScosX0IoBi0DqUIvAoDDMFZkZxFgMHin8WANURGMO2BRKpFZPXZqCq3FACKxlwTUCeDMmi7hKjv2ksElUVj0xJJ+8yo5OllsHeaAYA1EhMJNGrbIn40x+Vr92a3PPA60dnvR7TWjQsCeNyC2+zXW2yPWHT90ltePTK0IjelO2+n5dDDj5zd/8P73m6Ts2M3bfOqY8/23Rz3WFturukBdD/urF369u2Oeez+H2w/e57+HvpzbPa1/w8N7obedOvtIepSzFAVE5aWUE6y2acej3adx5Ci5+uBdm3b+KH9aPvuHu734P2+Yr8Hy2Pv9vx6ADakDh92LuvTm2PqO5Fm6fVLb8n2Vc7Ncmuu0PPjzEK00kN1n2rtSPvvzyFnY+zseeW8/2yeq9//kaT17vjHlke3varf4pF9X7V8WGxXLD3kVft8mDtzc2+P97nH9ukR2dUL9MgxH9ZWX2x5bel1SxkAjAVhyIixIMXYrLzBNNAgiEPCPA76X7gWkS1TgOy0OCyLaKkhIpTJINHObmDrtLTQoN82QCnreVCkwoqFSc8zOPKKqqUnBMggiEOxYrKCskgtMFlG1VJr8vCgLoRStPAshoI4ZiSz+njMKMNgYBMtHqoAkG0PE3tm5frVbeQuGQOqlEED1158l7rq0u5OLSOQV6pWnZYPUcuiAgbMVdJcG4w8MfJgJ6GmgWqJITSIdFC3CQcl1lY3kLpNeBK1Mu0YntiK1wqyFZEdx4T9uMLZV/ZDQjBasTFmpBwwxYRsM840JAQuWkKIS7X0xrC19PyYgQuWXLBmxm5QFGIujItpQcoBRFqWKLAK0jFm7IcVa2DwmLXsD7RtxGqkqbZtmnJRr0BYC8poRMIVmamoIxm0Dp/2JfVPSySd9BiAa++D9jUeM8qqGP1ayNdKCwkYYFFk6lh0viQXGAyJBRgV7CVmBUpXEV15Oc3SIzTgjV1DCy9PoGXViuci8Hp4lIOSR5/miuQkAJ6WQONQ3dtUspIpA2YFRa2YXqnJglqS2YpHQhWPYiWC/J5yatYfRNvI60z6nFKiIHv7Rf0UQ8Vm267DmqxcmZFJnHFqSjBDbhAtyBuAEnSsu5vUC8yWCLW8+nieuXb1HRe1jIJ6BOD5fNG2FWxipuJk1cYVLFGLYYuT5RtC1L0CXtBWSK9NRdf31SHy2Ma/W21apk3bt0RVSPOg9+X8uMTQeoPsrmCbLzovxoctr4Vet7Bxb1a+w2z8jmwkuoB27MzV/Ue+j/FH0moMEMm4N/1bdJ1E6Lqkmmbd3/3kXkbDOQINOk1rrsJFAuk+yQZYJq0SkGxCTwSXEJ7LQoVqbI18XyYIGX9kMn+7MeRr4UpNwifBhteOM4wcxhjjvVK06Kciqajx4RERapUFafFIZ1/hpJq8JIBXAYcWVK88o3YNb2sm3deFnm9nUC1UKaLblIBaZ2BHbHKymJUFU5QFX2MWJSiDe0oBS1Dhs+aAwII1hSrkXDDlQljtd2BGLoTA3DNjAdB4z5LaMRL0fyqsZdyMzHpeI3JhpKSTSimCZFydgVVIlmSo3mQua292Q1+KucxrtYoeuJE7K9Ih9h63AZQX1gSW7oOaGiPZArdEdRzAuGhhChIVoGSyjmLnsuNh652ns/J3klTuV5342zOhXoMaA8u66v8OzCLJqyt0gtTdkzm39AYfV6zCrjLamMADTFB7sVW/jcrwb+MjQWtYwjhek46fSumWAQqWmlC2H9jYYVMGtc37+aR9KsAn27gzUncWY/txZLJds6YYuZUVY30OErTKLr7EsImVIlCrONHtW1Gc/eLuTlt8XGnYQ9vIx7gIagoGW0Hemm4hbaxXxiZnRhKpvyvC25QD5+59naf3a1iUAFpLuEghUGLwSqrRmjUiDKQ1aHVhgZZHSZZPs2QVYiJaUmiOKqxMA6E162SzJvBiFFXG9E7S3DN+nlp7j1mP9dSGyOAs4GwMFhkoiREztTw5ryTgLvcC7ZwZuk8ikINMEmsHDARZuQ0008j6AaWC3oUtGrQaqJNkTVnITUB6zA9AFX6AdviwihV21UFCLow6urA6cQLgRQvr6vGt4jrbubWUi2hcxAL6lDrAiQ0sXgs46ntk0f9iE2ZYBHnSckJrVCGVUsBqws9TBkrhKgRTYhAF5KKxvFyklxu6v6gl58eIUK2yQNBKDl6sNmdGsnJGhaUKwDUz1hyAxOB1BS9Z240IvHgil1rBtBRwYNBaQEsCsrLi05ohElQBGwN4SeAlghcTKIF13TqC1qKKyEIqt0YtawQSLTFEghJYFQbrP7wS8upVuPXd8WppHi4cVy0vVOcqIggVOOUfZdrG9MBWT88sEEszqFXSfd0ZwYDW20sQHtr+ro0UadUI1qQgFkDXpQRZUys8K6UKL0WLSJey4ApEE1LwMbBq+RtetCfwKrouPZyke5CL7ow6Dh3gU9vj3LCh7hiBglSWVS0wez4iAi2DKixLApZVy3qJzUvzNrXBadpoWSHjYEJMtDbfmtQTlc0izmzKfjfWg1QhxVljdJytbFLqBFYBwqyxYh3fXfstGVRY5wkrL6Tj3koLLYIQH2/Px5bXQq9bGqzYhIv/904u2MCwxZFY3Xbn0nQaMqooMWgnHAgNMq1IKeqpjiymQKlo6Y4CvQGzGgFofMepg8S0bef46wUWWufzYp/imrhpjRo0pzrRwCpIVKaVTkOFrXLttWperlV2A51cyXfvELXzlK7X9ZyYep+eh9dNJD5I5Gwfz+sDUFER9luPtVmibK/jg2PDvUmdBtnl9fUJ5zkzcuyT0v/LVFl4yL3ZqizII1UWUg4ohYHzMU5Az55fV9d8R4CoNOUJaBMkTNt29595GhzIspmIvf+D6jdgeZI4m7TFJN4maNzGUe03dvtSx2B/vO0k0PG0LDpJxzNAioFPas6eNq7m2gVWIWbHOl0Zcq4uTckZMs/AOFb5Icva8vmMM3dreUkdT80Lga0C6G1yJqTc20CJmofEz5GgtSwTbXIB3bNSK6kAIKattWTn2PKIah+QPldvgw+gts6QvcIE6tf7oeIvqn/PUucwzirYij0wewJ6lGalilunVirIyhDVuaRzj1Sk5mMyTVC9ZI/FSR9bXgu9bmlgBwGxatfOf9fogQxizrpfpdghVFeIBPtmNhNCtWJErW9WWRDcDx6CQc4LgNB860RAgH2z+uDFIMyGjgIJJAgoyBZCbR2gpRxIx8ZukGH7T0HP4THLup3QitGinbMywPfs8j7Aue27iUd099OjNyWQFn01gmS9L3+2rhf7HClo0OcISKKKDHVUmwRSj5e9G4K1mdedszilWid6s/12T3UQBpgVoUlQ13FkRRASEQKrYIgeu2NGCAWRCzJRNU4DCWJoCksujEAC2L4a5xNELkisGmwIRecfs/qCCdIQCqLFBz3eJZsJSepkVt+8u/sYFRF83rYON6/HBG5u+dJX4UCzMtjqHFrFBzGwjXSuVp3ZoULFU0lIxxHZ/0Z5Z/eo4lTn1T6m5/fpltcQ1VNirCliyep6KteiqmTYojedrxNoMTwAGC0R3evx9a5N6vqm+BigBykLVXBT6/ubcdG1YR8PRII+v8fz+rGqhjsgqjSytLEpwRHLtq6gjR9/1+YCJn8P57mH/X9pSmEl9nbl0RTEzXG+mKAqQceKt0sx9GZFukaYAG7jv84xm/nG+kc/l/X9j6iOceH+pj58eS30uqUMAIaCMBSEmJGHaCkAUJh10EEZhoxkKQxFyFIdNKgvY6wpCGUXNSVo1JFAazCYuG4rkUFTVAixCITUHSpDgBRBGYJWDQ6asiBDMGHC25dsgtoRnb1WJp5TZLtqzMryY1gFHIdiA1OFp+5ofc9iDzXB1rZtNEqpt1AH/LnWXt02nVXhQrLYgAC1AL8WkNRnc0ux3lfhjbD0Sd8D4LWYbPAJnxBQapDc517PHdJ3TwZ0IQOytH2DPXgrG6QTtpcZYi4goVr2RwnBVSie5+nBBClzAYyqjE0A+vpSuKI/PfevIkbZYpmkCkq6GBBcmE8BZQzgtaB4EVkm5IkhHHV9ZIAJPKeanlBsv3QRanyPsiDHEWlPCFcDykjIU4GMluJSUxZEhd9YTICxutsJwGhsQv7sgVW5GlSYFkBd6kHqZIahAMnW9fRnJEAUlF1EGAfI8QTa71TgpaSutqDPpkVhWxkhCqFyaeo7oJaH5+kMgApRQAmrj0fQ02sVns5bmVJ121ePRlYXm6fv9Baf9/O8E6RJC8eqwkUG4iCEG3N7ioUCgoI0eNGJPZwIYW5KJjnj2oKaIgTRfWrKUDagxzQC5pKk+wNkP0Eud8j7AfyCkK8mBBGky4h4G4DLPdLViNGKyMo0gPKkYJeLnYL0SMeJ7CdTFljntGlU96elDZDlxnIy63QV0Khzk4PkqjdKgDRq/5NASPtg4Bz1QPEaUCY2IAxV67COW/Meyf4sTvmK5bXQ65bhDsi3ESkRUozg24B455qYVUpnYMWE4ZY1drTqcWVkxBcz+OW9IptOCyhn0LyC95MKveOsGnTKoDkhxAC6P+r+Drm2heYFbEm0YK4+dY3pBcjICLP52E+MPETt+MIIJ5s0gJr/VuveiYJwwgmgRChJUDBgmAlUGBkAzx3fXy/c7FS82jaYcr7aPfcDvt8X9t+BLIbwFAbiUTDeZoSTPjtPjOGQwGvo3CWtRAmJgOeMvIvghRDmgobeZAOhEILF58qgVcN5LeCJNa/NBky8XUEp6rGRMNytyLto12CQRKyniHvTI3LS2FtOjCKENQSUrDE/EUJaAlIMYLPK2EoOEQmWaO5CAZZ5wDrkarmlxCg5YB0C0hqNCIRQ7FopqGDV3xrzSykAx4DxgzvQvEJCQLkYNCYnAh4jaC0Ip4Qwav/iu5PqQpabxkMEckF5sgMtCTIwhudK0yUWHxyeRMTbFcPtgOFG8/hyJsR7tZJ1QrbcKtb4FRWdtBfSd+T+KQV96FiBALyoq6vX4MuoIBlHDPdWYBkAWo8aQhhHYFnVushZhVrWWB1dXTbUZekSzNk0KCktD48ENI3qDnWQCwB6eg3Msw0Au4kYERapfVw6ee5Cjldo6MH6fzwpGnn3Ui3LPBLiQV2i8d49RahKgFsx4vl9k1TktJjjSJHR2CSxe96sBADRBN/9UecdZmAYgHlVt/2aIUNEeHkE3R8xvtzrfvdHDC8iZLBERAc9BYBv7yFygTJFDIcEOs6a3xgDyMulHU6gdImwWKzOcmY9dMEJSuaQdDyHk8bOeRWMq2B8sSJdBAx3ydDpOnaHm1kVNIwqPLOoMUAESEQ8FnBi8EufbD58eS30uiVPQNkV0C6ry28KLTl9smR0FtCUVYs2JoG8A8okKPsIPo3NcpsGgBllr8KKPQGUE2Q/amrDmoAh6qATUejw3hjkHSlluSsyameUEJAHRhnNRTIKMGVNSB4FZcWD5HQUY0IYFeBBxZPT/VhGmUST00dUK6umLLjSbcKrGPS6WnMwD0hollmJAPngNF8fuVvIBnYeCXnnZik0KTwH5KnFrEruXCoCBFLrpVToOFXBVd2bke0apLGfaJbcQJCkExfvgqUoqJXISfS6AMrASBMhjhnTlBS9yYLduKqwM4HlSepuBA9DrqkKHutjEoyWnO6xvRh0n8gFzAE5C0ZLWRDRVIlSCCsHhKDuTv1dNC0iFCzDpN4EaD/UxGMFdXh6QhkCyhTAczYvg2niRPo/FfUoWAxHJxcATCjmOlJhhDoWZCpa4Z0EMEuu7NQtK6xAFgFBpoLieZCGhCwRkKmYxqRAF09ZEIJakoUs9gxD3Gr/kUE01p0SKsfmonFxGMMIxQjMKvyccQUOTomxHluFnrOuMEHWpDG8wGrhFUE5HJrnOOfqovOQR+/GqykL5ioWUli+RCBNSsJQBqAknWvCDMiCKtjr2HClsPfYUbtmn5zuruJW/UC36X6qYEMEcjqBhkEV5iGA74+Qy7329cgIhheQyODDDNkNoDVBTrO6NC00gyIobhnbf8qmMAyDjR3z3li7sLsxI9oYZdTUhjBYysLInYdCrThiTe/S9awu9NJYaspgsfaJIWMXr/yQ5bXQe8WiQIzmr94mLHezPOlK8YPctcjGItLHV4gqyq5exNhGCKgCTqpLr9uvP48BDpo70xKXXUukdr81uO1xF0ecURskfmz7SJ3s4LKnc933Nb76OF4fx/Bry/m+aOvqebprOw1ZJbqGH08Nktzv725ev1/f7se5e3dzjN2LvattSSQ6u4a5FoHOtdmS08XdnCbk3F0pULdoAc6S0v21d+5NNsvQ3yOaC5Xo/LrtfraIkW5xcIK/lvP+Zyw/bf/uuR3U4X2ynqNrkwfX63/LK3ZC66+bY1/1DI9/y6CsRygCjAPIrTMiK9Ic4WhO6rk0Le5H09jWSWnpCoFBITSy6ajrGejie2Ej4Hoqvw1FmP9+pBkeJO4HaqGI8/N1gq7227NvoO1T04CK3UM/bxi7zAbI4u12/rtbR4GtpBLZ65Jtf3Gcgley9/zYes8ea2xzSqUPpO5ZvT363+cxvfP2rCCcx9v6VctHE43/Iy/n2tZ/7eWLBWStsz3GvvClvPj/WsuXeg+v3P+/8rPIK3r+f+02PH+9j7G5/He3fMl94r9AGziQ5de6/T93/y+2/Fr62a+lWV7FSPPrtPxGmKNeW3rdom4LBXMwFy0sbYSoCJbcbNtLgPJIdkhGieZWCwEUckVblmjMKpENUq4uhhJZ43aRtSpxCArPd3683r1p4A29T9O8HPlGQM0i710dQI07eAytaY9SP8QeWzBQwrmWjYf/e+3ri/XjD9V4e80PXXsyoY5yY59A8X16pKW5xgQ17tdihg2tydJcLmwX32ichjhzNKqj4ZgFwayrzB3whNVaE+ABkGUDUrHtjvTMRdMVGjVZU5zrejbwDBcQcXde/QQWA5Coa4oqwMlcloDW16soV3N9el+zV+kIYUULGwIwWODI3J+KsGM7V9mifFnUVWyavJvUYqkxup8xAbG99OB91Y6RMyCL826a4OuBV8qAZH0iZwAdOAXSqncnY20AUHPyAgMIrdAsUF2grcBvsZw+0nPEqHl7QX320sX8fOnBWY9uI1S3nsfcKi+l5ZDC0zekOm5aGpSnC3n7dNv60mKbEkd+rDOybNIOuPYRGYx70zkrmaure7MUgYw2H/n4CwwSsxyrxel+WmtOAs6Jout9oJuPoGOvDGxxeBvfUU+mbnpnGnroARJHrn9EBCeJnD/h/3jLzc0Nnj59im/4f34vjr/pAulSX9hwB1x8Tqm4lidUO97yBNh9oL7rcBLsv1Bw+FjAs19YarJ0X4yzAjyM3sprxwFQZhVLvs4jIyzmWyeNddWEy9Lls7AmcKdL9X3PTwOWK8LlexnChOEua8cJSvKqg0iPXa4IYQWG+4ISCcsTjTVcfL5g3RPSBfD0FxMoFXAW5Enjk858IgSltApGcxUI8Zgr64cLZjJhH04ZeRcq6qrShRVVEngttR3q4Cmo+9d1XX08CUoEsHHjddvcTQoAYc6aTN1ruu7+KdouEqm6VXlVl1iZVJC8//UT8qjvnZK+cza2EjHAgCP3eN3GL7fxFb20ItlarFRYg/4ORVcwksaCHBDidFS8GhzcBn6YgatfLYjHgrRnnJ4RwgJMLwvCUrBeaLxyuM04vDNg/4UEyoL5WcR4m5F3SuU23mWsF4zj24zdB9pOu/dXzG9E3HxVwHgjiAfg8K5OOrzqJ+2B8UbjU3lqz0edguWADx0rrU3K0PYPJ40X+jHxHliv9LnHl7qPAzcuP1MwvSiQAIRZkHea5OztG2ZB2nMdUxugjMAIFaRNrmSxoyw1Udr7MK8tFcCX/efmipD1/dI+IB6z9RHt4+sTjePPzyJuP8W4+pWC0xsMJ2TnVcfB1Wcy5qdc75OTgjskKLXW4R3CcCeV9Wi4Myq0QdtseiFIewUElVH7R7og7D4QTC8L8tQ8Q2x9lROw7klBJEmQdkrPN94L8gikHVWwGq96L2FW5X+50m3TbalpA3lUNCknQZgLeC42JxSsV0MFjoVjqoopCEgXEeGUFb15GXH4eMSTX5px/4kJ81Odk0pUsNtyzZieZ8zPgo0Xe19FEE4a6335sYL/z0/8Zbx8+RLX19fn03xdXlt63ZJ2CitOF2IDxGDGgwoDX/KFIB3JuC8J6wUjXQLzs1jjR965AVS2EQDI01kiaZH6P0/aEX0ArBesaDEbsGGROlCHQ0E8ZIX47hi88w4KYzQILefFLh9nZeWvqQBFKrqTk2vUhHhMiC8UxRcjV2YYAACRIf2CWrQimjTP3YRhu8oQQGtGuNXjYFRBzcIgpOtJofLJjhVFa5ZBBbsnRlOyezcrbLh3LU8nrDzpfUo0LbEL9qcLtaBr2oVNegAQloI8qrZaBkI46YS5XgZFiqVOgXUGmq6SdU/BRrnJ6MpKIyao0ASCI1r9vTtJABslU89ww2s7ltf2Lp1m6vA2Ix4J6YIwv+GCkTEcCOtVm7CPHyNQCeAEHN9m5ImQJ+3zEoD5KeH4carvIKwRh48FHD+uk+ruC8D6RCfF4VatlnRhVG17A1MBDWkYNelawRmCPDWFhJLC+H0RVjCYWnUAJUK60muFWRvaeSuPbxt0nXSizbv2Puq6sQneGs+1dq6cmIaOBIzvNTUqL4f9V69BJ/Sm5wHTZ25QSQDWhOFyp8CaNSvMf82IL45AKVifvInlmeB0z5jfQO2X8aReh93/tmB6QTV/jlc9j4J+GGHeYbzJul6AeL9qxYExIO8Y4/MF+SIaojkoAOuSMdxm3H7FgPWqS5w3ZYNnIO/1XbGBaiQA6ZLq74pOzT4/aJvnnfbRvGuepzKocsZJsHtOuLhJiM8PkCFgMNQsH1ely4MptKcV5cufIpwSkAX5zRHHjzEuPss4vsWY3wTikZF3qlyd3tB7Pb3FOs+RCt/hoB4HXgnHtz+a/fZa6HXLeFeQb1GZJeI9MN6KMYh0pjMRhlstVROPgulWNe2wtEYvUScmIdU+Yaeomj3QJjATVq7psWl6JQrCKnXyVCuQqwYWThlCQNwz8hgQj8WEVlbBsTCCsbq4BydG1e7ioctbK0A4FgwMCDHYaIn0QWD+Prtnq9tWa7gBICeoFQEowCu8K7tLhiCoW9gRqvYh6LUiVEOWSPCq6bxStf58Mihm9XIg8Cmbi4wrkwolQRnYXEo62MMx1baudcOq4AV4zqCseWqUGfGY1GK0No5HhegDJow7uiP/XYxRwy0DVyh8YSaU5PdgykuixjST3d2nGjWKTuQkOpkUE468AhybZeKTtCpDOjHxCoRV12VLIwizVOvMKd+Ui1TzHBU2TjpxWR/mxdYnPS4eBcMdgUdguHcFQMcBJyNhNsuqts1qQifo73iwdk36fl0oDXdAWm0yFBtzg13rVp/TyYrdyq5tXBpSEnB32tbNRe4V7TyhdV2/q3QffxbujgPUE8AMOpwg4wBKGcVBP8omoJXdLyZQ0raPdzpP5ANVizTem2UWGXnUNBoxdx0Tavmw9VJTiYLTHmapSMY8EYZ7Rt6p+y/v1PMyP1HB4By66oPXsUxZ+0De2/vJggBC2ulvXgnZhR51ykNqj6fH+XiHAq6K1LxFSkXZp0SAKVZhh1VPQoVAy4p4u4CPq3luCngGwikjzIKwEOKsrtkwC8IMxENBOG2t0LAIwqmAl4Iw4yMtr4Vet+RJX75roZQIaee18trAyjt1q6ibSffJE23otXzyA5orxydj7b2kE7/LAO4Ssgc0/7VQFXpUaMtmUNlLaBuTiuofL4NC+2uHTOYeBRTia/GFMgCe3F3dTqvmNlG0G0yN94jWZILQRrB35pSB6GaeIQytSKXmUym8nLIjvQTCI/IUQKHUSY+yCi8KpbmJSdMIAH1OTmwwfR1weWSNtZrQ8/VlsrSE4pOk1IlY6vthhZ5HQi6hTiy1wKWnf6Ah08TegZMTOGVZta49juLWgln+YvdfAsB2Po9ZCkPp3ez+BW4927s213A9hlTxKIlqvJK8oGgfQxocLq4NqTEl6Zj+qavx5tq7eTLMIiqjuzGl5uLlsY0Zre3YCb2hs7SCjpm+RqO7jHWcNWuDip6z2LXyTl13vh3H5q70YsnOCFTd2oT6EeDR/xvUoB9nlma1vvlsP5i1KqI5s0Z87RXpnYKwjp+kKQ5519rPz8XJ3dTmEsyqsNJalEvVlKbgysei98ZzNvQtAOdWnYsJzQAKQJxNcXa3ugtxWH+w+pZa+6+Nf08rqExMPQoztHYrEZqG0MXDxVOi7DxwXAKAiryOGirRuGLUnNhUTAm1dI4xVFd2HvRDBUaO4MqVKQhkxPlWbaUMbk18+PJa6HVLmrSD9kIvT+be3KEO0rQHog/07riwNtckJ9c6m/asI461Q3o5ET/Gcp7CqZh2JSgxIMw6GDhJ25fVqlHBpUJ3vSSkC65lT9KOaxkU55EMiyDtVNPKVmg27dWtsVwFLJeE9QkhXQ6qgXmAuwDkAAnLt3LmGXXFGEAiFQXvGOefjBG0dCwJ7t70YqZOx+YJq275OgtNlsbwkhrggIuA1qIwc7Pc2C0mdteltOOyfdzgztvzeGoAkmrylAS0U1fqeqUxC6BpvZwa5RMnG5jSJkoA1frwSdTjfs6s33sC+hhYsZJKZdBHKAPVeBevjcaJzBqcXpilF4GwmqU3C+JcNN8pu0YMxJPGhcOisT8HL8VZkBaqliAEpj1ztRDV/a5FldU1ZsrfYgJqlI3Q2wj6YC5Ht2YyIU9tTJD/t7ZLSf+XwfqrueUkAONLwXBoAoEs6R1As2qNO9ZDCBXu37k3XeEDtDyQu5XdRe/9pSoZ9k4BKPuLVQ2Xm1tNcxgikDPK1aS5t8sKStmUhs7TY1ZUidoXwv2KYuQB2odU6GFOoBQRjwPifUaw2DefEkQCYgFyFvCawSkgHFbLVWVIBOIpI8yh9qNG9q4WfTRLWUkoVLEIJ20sXvu+7m5rVOXA47BigCQaNL7Myd8JQHdH4GIHnm183xyaIghA7g6QL3+mhOfLCmek4Vy6qgyo1qoz0bDz8gI1pleJAR7ijB5dXgu9bsl7G2wm9PLaLLq8k2a5TTqhlFFntrxTLW655DqR6UDRAcs2aUK0fhuP3UAyMlaP6RVjZxEmrBfq19eJkdQtMbh2RdUtqpYmzCpV6y5bNWGNb1CNMeXJJyK9h2zH5sk1KfXX54sRnguok7V1fhGLrxk4ZQigbHXOUqn12oQUdUVdNeNKYuz8pERIlxHrpbpy3KLiVd03vHLVVDl5pXS798gbgEIZLZg/ND4+db9EpAuuAAZvc5981KqjOrm5i3W5CgrkGTvQRe40XrNYNKkWNYG/B6zAbkGtLXNHFq1UIAO0+kQX03NXmsYtt79rQj+jAmiIgLQ3JefCFDQDMgCM9ULbIcyMtAfWS1US1gud2NJO3/tyyUh7sviJnm+9Yj3nroBXQlpsbEwFlNVyLlaPMO9EhR7QYnrBiJiL/i475RwFAVK6/cUIUyYYmhNgu5ZMojG7rNdSi9EUUKD2/V7oCUPBW6UTutwU0QoIduS1eV/82pTdjUptP+/CoqCV4XKnLk0RTZDfDRrLi4yyG6wdBJIK1j0rDdkFI+2lvrvKU7mPqFyYDsQyBU7HkitQdj9TMCo5m4vG0MaD7eMgmbSjqjS40MqjXlv7NEFWNLyCUFVoGgCreSz0ej4WzMruxoGCcBjpMiK8cYWyGwzdqQpuzQ1lgHcj0mUArzvQOmC9tD56Fa3fQRX5nc1Te8U4JOu7gCq0QlbdowjSxWtL70teds8LygvCauVc4j1hem70R6lpKZQDpucaZ4hHYPdcYxAe0yNYTKNSE3WaXoLFY6jGfdSiIZTK5ScVrad17Vwra+kEYTYgC1Etprp7rsCW4TYhToqu7N2bOolqGaF4LBZ3YYQTsHue9fdKGF+sCMdV3Q6DuiSqX55Iyx6tuQJS6NTKI50DWXhe9Rw+sLOoNYg2oKiEFtNzwEnaIkbZinUC6o6M90ldshbTK0kndHUrNyDLcJ8AiTWep5NIQ8GGOSMvrfBqOGVQAUboPUwvmvVcuREdyBJsnWnTvLaJtMLMXejFVpGDV3NtpWYt1ol50XftBTPZwUvssV9ze1dQjcfrpAITXEsOiwqSeLLYXGoxOv2t7RRWX0+1r7LVNaSk6MjhTjC+IJSJMdzpO857wvgSSDOZiwk1FiQW04O57vNeEO/9fauS4gpVvIcBWVSpGW8AiDIETc/Nqpw8baVZxZKoWnHVvWlQd7Hwd1uv76taety88xLVde3WVrXMOxenL/GY1UUPvRcMUQXecQWJINyeVCmcBlAgjPcFw03AcKd8rn6ueNQ+4AVSyb0bXmJrx4auZgBR34UpbSVqEWlHd6vHZ1BOzKjK93RDNf3B+6ADqSgLyk6tfVUymuLGqwpGj5t5W/PS2k1jtVKrzPSxUcqCeK8oYT6sKFejEWgz+Li2cU+E4SaBT4rUGu4KwhwQDxlhVvq6eDKLfhaEmTDeFayX3MX0gOFo7uFFXsf0fi1LHlqFaMA65dhcTIBr9kZIPECp/UZzgfXsBrYvgNohANPsa1Voiw90zAI19uAD2Flf6j5U/dkKswf6GF+JLTcrj1y1XgrqehCbrH0AlugxH7MSffJaO63pTOhhWUFeqhnQGF9gC16b3x5QbTSXbZC/6AhUZhCqsUSGPy+qi6nGaoA6cGq1AE9NMIu65fnpeo+PFssjEpgwFHMRR48PcrUanfUdMCCFW5U1pmf7SNNwC5pV5pOLaj3edqhxMQfIQExgWn8ovg83K0ACLKbXtokQumbXpiiaw1aZL84m+moddr8dHPRgH4/T1L7q5/aJ1mJTHmcZ2jhwy41r3E5M0bFnNIh9RW+aO1SVBXfhasNW6j87hnJzb3pKh2C71HXuDrfJ2NdXAXB+DPn+zd3q29Cdrx2EVtuyUp9Z5YplBYzxhZcEpKzPPkqNmzpDUH2etUDMBQ82JWbJkFRAkXXCP5WK3gynpNcrel/hpGkAvKhGJpEVrLYUAKHl0Uq7fx17ppzVMdT6TCXVoa4NaNsGH/YtBB3rg6GmA1qdUUBdHGtqSq8pyzV2Xfui90vt99p+GttWj0ETyuiUmC+2vBZ63TLcFeSXZrqLos2mG6sDlTtLrxCmF2KWnmC8LRpD8wlJVJCoZeYv1oTNYIADn3y7ySpbOkKE/Q5NANuVkTtQTLxbzFWhJxhfqnUWb2fIGBXWPFm8wCq1Cw/gVTDcJgN7DBiOhN0HC8ISEZaA+PygcYs1AcamTstqrgrj88uK0KrlXQ5O/24jSESTeucFcrGrlh6lDCkFnLISbV9NNcYGNIGnSbYC4k4hsEFTwQoCFRCQB4O7Juv21GWlVb1GaZYj7Lie0sxdn9PzsrViAup79Zwnt/TC2s75IGVhaJq2W3pa6X5r6YVFTKBoH1RkpiEtzZ3tigxIY47i4JUqjLr+E9okkkcCVo3/5dH2qaAXB7eQ5QlSjUeJ5Q8Od4Qyq3UH0djb9FKwroQwtucGzAtysqZlIK2aZgLAXKtNmRhfCtKFKi5UNPdM3fTA9Fw6IIu6NnVfvbe0U4+KT9xlUJdrn7Kgfaa1P4AaG1WAFGrduur6lvaeekuPknHqFo0Fl6sJZTcg3J6AaQTfHQBm5DcuQVkR1eEQEFaNpfp7jgcgXQLLEx3Q7skIS0GIhGS5rfMzgoSAsDCc2qwMjLw3bthTRLoIwGXQ8EggLNfad9JO460oqnRRaspXugDCEdU1maf27OulxewiAAMoeY6l52NWy9vbMqjy4l6RcjmBUkHeRYCBvIuIL80UiwyZNA4JIuR9rPHefnxXRdYEm8ebN4sP74/m2dTLf/Rd//tfNppgr+ngkd/dpwJWXJkx1VJdk1YF3C0BRvXTU1FtxWN6wgo330Li2+S5EaKW6F1zz9zKDARhY9Dg1nnI3I41oM3bTuWWo1uVHn/TKtWqNpOx2NfilEwq+LrqEHrCriHtXArNd/Qm1f0oF8uRMvh+EdPgFHQhfqnk/iptW/LAvgs/FEuC5WZhm/uPkud/SUslUMVaIehkGuQq9V5qaoJZ3fYoNV7YW+YOmNisR7MiGtoQXXt3muzmowe1c6Ja9PXa3KwUhYhbUN+AGl60kzKBIVtgQPdbgrqUfV/KVBPlHZSln8Z72j/fWWZAe/306v9CZ+foz+Pteba/WydVcGUBirpd2cIFHiNjm9g9HaROioQK6AKg9Q/t/MRd+3VjWMFTVONngJ1jzWrVAQpaASoKsXpC5gwtDo0KYKpj1X5rao7141VDHmHOoKUgkLow/Z7YSNLDrBZfGXVu4KWAJ1P6IimbihjwLbVcyQJzxaMBQzjrPXgxih4QQgXwAtKe2A6g6xPYCCAvbqvHiroyRUB5ADLARcCzuTczg+aEcjWB1gwWAZXBntPGcaGqCLT+2YAsDppi6//9u/1iy2uh1y2HjzNO7wjWK50kw0FzZMqgDBG+rNfKSFJGrXdVhoDj262mlcd7aumPTuPME1U0HKAvDTapKXuCMtWX0MU5aKtBa4yLsT6dUCLh9EbA/JRAeYQwMO6jAlRGrom6VIB4Kpiv1W+2XKvrY7nWYHFYBsxPGMs14eKzlxg/jxqfU8Rl11UcdkyWh3exUySnlfuohMbmjqywZGkzkLsX1+sR81PVhMsmZYFq5wYsOG8Wl7K3D/AkdI/5cHagD9X4jQRFtbYq6aiMHNqebEAWWLxMBe96wQgr4/SmtaErKawTBsw1zGsDB23Qm90A3CAuHb3pMT3urEV4TM8pmACeO/RmoqZV5144aPJ3sXpleSTwpKAUYQUE5MkY/4MBXkYHL+l+ZVKwlgMfHJFcJkFeBPMzwultrTZSRkW2pr22d76QDcOKAJBBLUC3TvJFQbpXIAutBlyx+887jfkJQ2OFI2F+U7TiSQkGZAFKEIy3zSXWL87A4rls2v7u2zTr4dxVKe29VkHkAs8n1rNj1icD4ouj5uGZ8KMsKNMAXhLym1egOdeyPst1wPxWQZgZyzNprnKzpIebFbxmjXUDoNyxG0XG5fQE480KWgooF4T7RV2Y9wPKFBBfHFVxPCWt0TkEhHnA+HLF3SdCrYTifbcMjYktj2jJ6R7qGFs/du9JBVaZAlJGnFnXXmLKQj37iHDPKFOEh2P4mLTaTAFg6Nj5YxcYbhYFjj2NSBfAcj1of70QBbLsCeWkVvHpjYDlugFZVHFjxEHAmZEuFnyU5bXQ6xfv8GffrxwsZ/uexwwexAe6dQ/Wf7Ft/bV9n2zcjsmBMba+8vm19Q5xr9D9bsA/+KSigzmGjaVXzw3tbMSs5Uc8Dydl1YzFNGQfcZbXtznW44GpF0b27f/d+hPp3o26PH07HEUnVI91vkay/fXa7fj+fZJpxi0GJBUkgr59zv4Ltm22gYVj+9snz80E21nd9ZzUriXdu3TWnLoP2fGd9figH9n15KxfPXAP9eteYbltJn959e8qdKhZS219Z3X5sWf3u+nb5+POn+f8HjdWYTX7a9z7XDi+0nvj/8+s0GqZ1nsS9VYkaH9PFn8L6vWgHNTCEwHmpY3Fftm0n2gqj3lPtExPtnh/O64+h+fLGomDXrN7xhqbbO3Qu3g/SlvUY868HI+1WXNJwuiArdOZJ0pEQPD5we4J3PJ3BRbU9pt8pJ0eabfa16rXTLb7fsjyWuh1y9WvZowCpL2hN4+C3YtsMZCWPL5eEnYvSkV4jXcF0w1XIIzHVTwXqtikpbRlzX9OWTVq7hJC005RS27pVJdYRHM/QrXz5Vm081LN/fJ4EGXNyypeeUWUTkoCgVZBPCl6M8wWKyJNaqWXwPJsxPzW24oMG9nSFADPM3IaIEclxlOpqL06aZiV5VW8W+pBc1m4pea/XZDlkcwCRmc16n+B8SVOZkUEvaADg9SNCR1sBRVFK6Qullb8U4yX1CzpDCUQZ4KMxqJj7kNe3XWm90YC0KqCiYpquRBrF+dqPBuYfazRIfY93Vg8SI0Dq3CjOqAre0oSoGidO39ObVO9h3A0RB5gFrAgmFsqzNqHkJtWTt1vXoHhZYvD5VELDcc7xnBLmD4Q7L5gACHLq8wjYTgoB6PHcgBzOZWWvwigxiT9t1sO2n6luoC9APD6BYIQY7wrdoxe+/i2jj+JjbMTbhlLS8Gp7t/S7ssVI40FG/CB0NCw7s7zuNup5WjqCZRqcH3yJsLsBN3AumeM9/oM8ViAop4Uz4N769/pONh9wcAsUblv52vGF/7ny5p2oRSCisZVthbC4csF8S5WpOV4c6V5w3u97/3nd1gvtA+7xbZeC/bvXdTnATSGx1bclVdgeaZoXGHlN53f1P3iATi+KxhuqKV1BAHfUO1Xwy2aJSjap/zayxVheBYxv/EUYRHM12ycnzsM99LGM10hnApOH5+M39SR8oTxRgePMkcps8z0XOes3Qc+IXbKKPTdTTf4SMtrodctw33C8F6qbCrhWOpERlmQ9tqRp1vCcKOzSRkZvBYMtwm3n5zq5F5jMp027sSseQSCJVYWAxOoy9LddKjkw1WIOvLLOvLpDcbdl3MdLELA/IahtUqoSco+kYCA5Vo7SZgJ8Z4qGS3sWIfL339ZxHptlEQ71Sg9tigBFpCXCrQJRz225poBJvR0YkoXUsEBFSiQFDhx9cvAxXulgg8AnWjiCVXJUHh5SwERVsWk0ncRVbo2TtJo3qC5aZq83dhbin2nHSvDiMHzQaqElEiYbjKWK8bh3fasYSakC3N9nwjFqwNA33U4GfJwcNYX1MFZWS7E4OBdHI8KEO/Uxef5Ycp80iZujXHqd961Y578ko56XrWzxYMCT1yQObx7fCnV3a40X0DIAjrpvuEouLxr91pGYLopKJ9jxINgvC+4+oU7AMDhU5cY7pqmHl/OKDudSiQQwv2K8PIe81e+qQwjqYDvFsikqSvLs8niNAKeE8oUEQ6LjrEnE+Y3B+zfyxjuVixPRz3nXJAnxvx0QLrABk2N6MLPFMf91jquSocbgi6IHcgSBWRADLFz5p2194ZlCbj9lLop453xhUZB3gmGG83bDYcAEmB+SxvyrX9HePtffgbLJ54h3K+aZzcFIAvGt0b8p99PGD5+RE5BK7skRpkDaCyIQ8ZveucLeP9widMaQSR4frNHiAXTbsVuWPHB+08w7NXfN00rAgk+cXWP/99n3sbVz+wVgAINz8QDjM5LcPy49oO0J1y8l7FeBYQZmF4K7r9cBaT3WRXm2lZ5pwJoubY0GovtLdd2nWvCXQyYnypd3fymIBwJ6VIw3Ork4MCki88y1isdM7svCC4/V7BcMfYfFEw3bR6AwIwMwuXnEtKujen5mqvxsX/vdZ7el7wIEU5vxkp5NN4ydh8olVDaN37B9YKwN/ovyoLd+xnLs4inv3CADAxaFbUUjoqQZIP7p4sBvCgxbDwk8FqwPhlrPIKSxkvi/YoyBPCsxM5a2oPhVQFQBPPbE26/IoBKS0wOJxM0s1R3pgTUUiHxSLWDaE6ZVOqxYJ26DITxpebFcIIxuDShBwZ4hqVF6EQQDx0YJzSLrQyKblULEyo8c7NIJRCe/McV+1+5bTFBZsjACtuOrPmAxvgCT5sAUHZRXSZGcUZzBiKD5tWQYAQqRVFkR80VrGAMe29iJXnISX49yTcwwssj0ttXePG1F1WY1xI4ovElj8/4Oq2GIOipsQht4nBIPizfj/xY9wRHKBzbDnQlx0vzSOnOY27r61886rOMjPmNAfGgbeQ5i/GkwIj1eqg5VDIyNqkJ5IKWMRgKV5iMg3WP6WUBZcHpyy5QRsLxzVArzIelaELx3vxbIgjLiHi/w+GdQfkTAVDewyter3tj9VgFvA5mjQ8QMoKEQUnc1+tYY9gkAXlU5n1OqpwMx1IVumyxWE7qBXFX+gbsBWx+O9FDHtwCUpCIsJ5/9zIjTa2dSlTl6nTPiEepgjddsObhDbodBQiztg+vBcsnnmH4/B3KxYQSlW+2RGVmuvyPEYf1ApwIhfQ+BlMg8wj8/PoO5C5qnjCp5V0icBx2uJ8KhhcBaT+AEnA3CSQIXuyuMLw34NkvpCrgx9uA6Ubz2Yb7BKEJ17+0IO8CpvdnlLjHdJMR7zOWJztcfL5oDJgVMX71mRUg4PB2xP79jIsvNOBZGQjpfU2v8Jj49IKMr5URj6rUulcgrBo7jkdR64wI04uE8YMT9lMEH1bkq1FTONYCnlMdr54fTItSHw4fuzC+zoxVPlqi3muh1y0VMi76snsCaa12oINaSLc5DU+JBF4Ep49N1UWVR0Y8hkoODKh1EuaIPBHiSVn8l6uWXBJWscEcdMI6RnUvukVIDR11eiNgvTSWdAM6KPDFJnWjBKqIQNPSKox+RBXigAIFHL21XhHSpYE0dhYX7N2b5hKTqFaNPnNDGGpjUhfYRhV6miOH6mY8vh3BWV02nttWxlbKxMsAaSK9+zJQk+71UtTRte1aTiGAvA8Is7pQalzIzlvs+dlKrBTnMY3AeDlgfjY0IUau+arJQIxq1Qq0azhCs8+Tc5Rec/1KQ9V254N73ljP2HsKmtW45VOUAKzXiiBRYaLoVgf8aFvqujwpSGfYa39zy7qChuz3Egbrq4TxVgVNtlIz48sEmZXBJcylHhNOBWQvXkgJz8MhYThEhLmYdVvqfQLB3MaaT1bGVkKLijZsPBWEYwEQqitWLQrL2RoJad9YeZRuT8de2vfxbXrU0iPpgFHmTeGljYe0h6YebISeWoPzG0A+qKIJMkDPqAplWPRFLs/0eXZfUMu3XEzg+5NBhrXWIgiY3xLImyvSygALkEjJEqIAY8Hbb97h5bhDyfre1mEAhgIeM4YhY6UdaJ9QCiFMGUyCy4sZL5ZrnN4ItV3np6qxhlkgMWJ5SlivI9Y9YbgLWK8IIAO5PVUF2dNE8ggs96ogrpeE8Z6QJq7uaYiWXuPkxAlKZxjvBfObhHiw6jX3PodpWsn03ABYUSeWeB9x/PiE3QeEEhjpIpi7f0C8W7E+GTDcrmpQzBFlMMVob+QW9x8Nvvla6HWLAiz8RUqddJoLS8zqaRB7AJY07UnqBLZaWBB3qZkm7byYk86IHPTl+4B0IUHFY2BsE1LLz1NmBaoEvw4yqPH682DuY+tddggqIMPXU3cvTYipNaXrjXXlbJ9N8rOf0wSDWydkM7u79OBospEr+lLI2T2MMcag546u9MUnOcDfkSWYJ4BSUyR00uKqgQKoGqojPYUF0tVO03ywYNcAkPVeqRiitDQFoUe4VSi3CztbD4t7CBorS7UOier5miuOgI5T0AEemuohLVYjShmnzwQrkUMboedCU+PNVNNF/Nk4N8Lsel4TIpWCb3RaL+/PqG7nirD15/T4tNHR1X7H+kyAxyjtOG45mZ4fWdulQ1w6WMnJtJ1ez/udM4oIU/1dj3VwEHXvQxq5uscD+zbzOH4f0+u5RKv1bsQDfUJ1VVJgYYmOOkyCoholUEUNwwrkEovR1gm8WHUMGSEIHNmUbT0FQQiClfQ4ELTQcCiIoQCxII9aPcTbJ4/6cFQUeZ6MwDntta+rksuVlMNzNX1fEIxntauqUdo4EzYF2HJBnQTdyc5rXiTOCuoaQUa2MZd2et95pzRpOu6isdBE9TKQzRtGssEBKOkxVNfD5bXQ65a0ZyzPqLLSj7cdG8VANTEz7alOkCTABC3COdwXc5NoPCCcxOqK2QXE6uUVNfk1l6gNyLAq9DYeNSE6HEvllOSxaUmUgfUiVFYHDWoL5N6AIatBiqMPKr/vTmiBavBZrB5WFUhi+1mgvk5q1PIJtZpDszyq6y34vubG9HwwF56wJGj71tI4Wnm8kmkXtfT8WYUFHJrFrG3JDSlm1poXgfX9VIArabfzQAKo163ntvw8LdhKZmVnpAvG+gSQQa16Xhhln4Gi2jhCszyrNTUKZLD7cuHnv9lcba7Jw9YVggyMvFeSZ4jB9RPBq8UjaM6VsED2BcgEkmDWEKpipq6kNvjDrGkkvDYyBRLtZ2Q5T9rHjPbNLSIwwrFgvGMMB605uD4JKIFwerMpEZpsr0qLWImZsCMM9wWHt0OjkjKvSYlKjs6rAqfC4lygoY6ttAMG68vztXPPGlQ+6bumrIAvd7lnK9WkAo7OhJ40IV2FqAkk0klXn8M9BzrRxkMr3ur3XseCLVXRgY8bVI+Fu7zLFNRVzCrwwnHVuOYiNXcOaIorCVXAdMoBpRCKUK97QwopQM5XFlLGnkJYUgCyvmu//3RQysQ4C+KxIN7re6XCiKeMeIiIRy05Fg8B8QhTOIG8mmuS9d3wKhg65LEYKCisGov2NBzORv5teaGuIHFqc4uiOi3ncM4Ia6x1Qh0Ip96EbDSByTALuj5bbJ9XAR9fx/S+5GX/+RmTjEimPcdDwXCXamHSvONasXx6vtYyPfGYMUXC8e1RLZZIFgsoLckZWvlAgpjFpy6dtGtVnl24qmWn6LUSm98cgvof0OBvpWhydyyhxuz8v6PUlifakcJRMN7Jg3JITsir+TKu+VGNDzrdGS9o9xs1yO25h67Bu0YcTsrgv43pGdo0KAOFWgCGwKyTri6PJUO7hV0pupyOzba5expmaWhCN8FLOVWAUSegnenCr6OxWMHFr4SK9AszKnl1WPzadohoTNUJqusEKE2p8esFq4AOoMbthns9t/NV5onbhGtC02O0eae5a/GgxNBk/WK+JsSjuZ0M5JPHoCi6J2yxrKIk5gH15r29SqAagxMG5Drg8HFFb159NmG4SyhBQQTxkM2Fn41rUh+oxhGT4IkLUu9fVm28gopE1+0+L3BqtGJlscA6uY4vmtQpI+PlVw1KTza55Wl9cdDn8Yru1b0pgNfca53KhN7QrDoVev4yYVUhmqLrrn1FERLiPSpiGkyVSzMe9Pxl1PE63Bcga/UDIlU4l2cThrsVd5/c6zs9xArsopXAM6vyJMBpjUhrQLFqJXQMkKTCLQnA96Giw5MAxIw0ZNCqtfi8DRRoQsgLUCJjuQbmpwF5AuKs7k61WAOWa0E4tYKyOsZ1bKxPtI957mgfEsk2LzhQipcGpipjo0HkDMgKTC+US9Mp7NanAyDAeh0rgr4M6uL0sbk+GVT4LRrPzQMhAMAimJ9t6KteubwWet1y+5U7LF82VAtquAsY7mOlePK4WpmA4Yar1jfeaWB297xUGqmIpj36AIyzcewJKsNCnE2lo6Y5e5C/ulIFALb5dQBwelsHVt4ra/1wpx2XLZ7LaSvUNAFYUZnzkWossIzayWvMbmkw7jyJxUrQgCzm0inRrbjOiurcm2UAopdlMg2YCioVEtg0+yvn4mwuY2f7r+ATy1vqacU8fQCADVjj2/TJvKgS4ROjRKqgjQqdZjOmjD6sXv8iYL1g3H8qq+VGAK0E2ZmVZZOU3wsE4JnVKqzrpUlFFrP0CFipoVyD6PlmhkwF5Ando5jbs7mVKZGmVUwZyIRwE/Hkl62fiWA4oFo/Lsjc6nWLi7M9e3p4iwEN+aqau2B8qYTVh7cj+Jm6nQ7vaBxIrapYSYqrwpUGDAfB4eNc68B5akSJ+m61RpwKjnSBmnCcduqejAdBPKnyJXbefn05GbrZ3YhO85Y1NudegH7MbNybQB0bEtXF7GNN3YEak+pJjJ3WrZjLrwxocWj3ulzqOldw5mvG+Nao5cXsvLwI7j65tyK9elMVFGUpAh56SClAEjfr0kBNKAQppKk8Qa0lmOW3rhqbi6em/IwvCcO9eTRWwXijfcLdycO9pgfEWTC+VMRuWFwZJKtQrrFMzgI+eqOo8oE7qUrAetG1gT9WjzERva/jW62KRCXyCL6/bOKpGjtVL5gr3JVnNwByyaBDr9m8enkt9Lrl7hOM+TdnyGVSYMJdxO6z6kZcn7SkkHKdEN8fUAZFOU7vM05vCYZ/RxvmkORgAQG8Zpyyn0j1kTvSEiTGpdcGwPKEN9qRI/IKA+NtAf+SasbzG4TlKTB9oJP/cCe1DmCfOD29UI2sTg6r8uzpoNABu06Cp/+7YP9+3liVALpJxAhimarGVSskqIFbwSfOYVkTe50w2zusIfXCIiiscTnv8Hq+xqbi1i5gVqwjRWvOHZS13uNF0IG9XnDLBQQsHsuVy095KvVcTnN0eqbpKcMtN/7TAuDAmxQErbJgE2wiyOrXaG0mASo4TehTInN7k8UKbfJeGV6g1SfzsDSLhN2yvWd4Gsn9uwHxoNyVy7Wu272vbsPlSs3k8U4F0MXn1EV1epMxvSwVkTzeCNZL4Phxwu4DveeL9zJuPxFx9ylF4PEKHD5ZIGMGnRiUCWUqiLcBeSeQyVGjrjwIIAWeboGxgI6hKj/VBSwAnxgyGTAMQLwNSNcZiAXhRTTlRUMF1z8fMN4WkCGG064xdICsYvzg1j6qJe8sNv5eeuLubDyoABoH5o3m3cmCGkumIhjuC3b/26KWWxEFqewj8sAIa8HyZNAUphutuvCF//kS/+n3Ey7/Y8T8lrT7SKqUfup/va0oYr+Gf1MqOL57geEuKWtLEXCaa8y0TAHheFRey7sFZVJwR7qYEI8rbj85VR7OeFK06fpEvVWcmlJyeDdWdqDDO4x4BPLewimrCsn5qY73Mug+40uBx/XLoK5gwITnSbD7/Iy8a1JvuFMAii+8ZNx+1R7T84x4yrj9ignv/18HPP3FjBf/lwHLU2D/OS37FQ/KCDS+FCxfFWrFB6dni0dtvJuviMD/C190eS30uiU9Echlwu5qQSmEFdpJyiAoV7lOuMPFinVhIFrNq5WRrjNuPxXrhOgus5pEDB1weULNrQNQOfA8ab1qROQaMNUJryfAHW6B3QelCrAaV0htYNc8MNvmrjPfVicGuzcHonAG4n1S5OMxVwGlE3uBDFwtMz5l5H1EBleEnlpzpIiq0NxdAGq6QJ7U3Xb35SNOb+nEVUJrL4/f+MSlLg6qQiQexe7X3L9efDV2zy1qGaQ9NZYVvz92ASSVEkpYrVzKQLoCeCaLdUptNwezSPTyT1Qn7wp68d82k0kUlNwx4xRAzFoEGZn5Tk2MsJjVYeCfcLLz234q0NX6LlFw9ym1RvJOkJ4lIBHWJwHhyEhXeo/jc8bhyzVVBqK5U/NLVg/BVDB9wFiuBemdGesTRW7kKeD4roC/8h7HuxHx/QH8xoJhTDg936nH9SIhAaCLjDBa3mpiEIsiC+eo7y4IdvsFx3ECkaAsAWGnL4QApLsBvE/gIJBCyIkQrhfsdivu10t97rEALLj/JGN5yrUdnUrL49FhbVZDdYebh6Lni5RO6JWosScdP+Yt6cihq1Uumhc5vVCKvzAXrWdntHriZOZApRZLO83DO6wXkDdXgEUZzw5RLbwhYPiVD7QSewzKXhQ1n5Huj9hFRrg5KYPJogTNKEX3HwfQ3QFhiKBcwIGBISJeqk/29it3WK497gqrWF8qSlWi1Uq8zKBE4JmQLzLCSWvUOfWdK7GAejEkAKe3VGET6HnCrP15vCFcfLYgXmmNPB+3CtzRAyQC4chY9wROAXnPOL1NuP/KjHgIuPukIL+5QnhE3usYmN8o2H+WcfqY3rOmeGn5N6d/PH7idUzvS15oJWBhrGuAFIIsFlcRgqweNALSGhSMAHVHhYVAKzf0m8e1/LzV2sMWvefbHB1YJ0s0d2Buvyt9lbkHwioWF9HJ18ECwUAdDgAgOy4sqMwOGusAeAfAUjDCQiiLWm+8ZourZK1b5jGxVKy0h/7nU0Il+81F71EEUgxVGDTfy9MIKqoPqNav1mwTsDRrCwZM0HiMAU+8zUwwEgPiNdDcoiRHGsKEZRdEt/dHRa1EKurOEy8uGlDBM+TB9UXff40JudAqDTTkpVrg77V/j9B9MTTSXL8/5fB0AI/FuHpAEVFNUPfq1ir0HPHoYCDS+GXReDAVqgTKgCtF3ratT1Qyae8jDvaRTjgXdZtRBvLKSBRAK0NMePFiSqE3ryXQJwCyKLRSgmCNAbIYGfjKikL0ytsro0RNY5BC1g8D1lBACxsAQifiniOzH1feLxraEzVGTNrV6n7eDx5DNEPOPtjuQ0YqoSCNYghVHRdeC5NXqdRinKCJ54k0LcFc32Q8qkJQAeZk1b4QQcZBY1pj1Gcg0oomrMJNhgDy30GAGEy4aM5rpbrzZymtzYS0/+gzEdrcZL+L+8jP2oXR+jDslgu1eal4H5NW5bwSU/j5NF4eVhuzThqdqY4/+FhJTaln768GiPF1PUH2R1leC71u8dyYYcgQAZbERhskkFjqfsOQsY5FLb3BSr8MJu2kWRJ60k7gdRPKBtrfTTJ1wMr2P/Ud1k6t0G2FPnv1c+8MXlbE4w5UgGTksv09lVGthFo1fVI3a5kC0i4geJmPWimaGzDEljxpsrKs0EncrTIDmFAJIAtEe0ytjAwYO4qnXpwDWAi6TpMdfPba7rNZ12v23T7OC1i1/257Pe6RdcIaBy0jNpMp5WZRsteJ8/fq99284epKi43Tk3Jzt9V4lZWAYU/cZ78HQ4Ry8xC4MvNYH6vKkfjDy8P+J237NvbVCXfvH6ITmjBAsSDEjDTqjMdjVvLpoYAHfeCSFLARQoEYmIOCIMaCNBR4PmIYWwPloYCHrEqMAGUM4DEjxoxl1BiqDGrpkYTKAtJTh7nXgjJa5Q1p613gV3cn2uTPRBtvDMz7Uvfp2tnHQvUyWJtrxXNz6Tvi1oFfXDRuzGdpCb6YZee8mhICGhdnQatPSRAv3QWoxRcDZIyg01pXezHcqhQUaGoKpKGYXVGobemKFKpy5YjqTRtkU7R8OrTx5ShNdP1SyMYtTODF7SCrJNZ2nt46P1dI+thzv/RetY+6vBZ63UIrAXPAMqhbRmZWGHshlKWz9OaocYhR1AU2K+Jqo0X12mfprtFNKtTt06MAey2zz8Grkxe0Q3s8MJ00mTQYWGE42mRi8SMVmKIIM887KgCJuwUV0Rktl2s4ZoT7FciCMGdzD6k1QUVdutW9eVxtQg3VvYki5kLRWF84pmbp2URR1gCIIKxD094g28kso07alAFi/a1VrruJrqDB1alrM+k1xDa5a8ysO2/22axTLqzSeDh2MSM7p7PKuKVXzFLs3ab+zh0lWKJODD6psKVzuJKS7brVBW0DOcxASbQVdP47GOVWP0Gg3WuvPG2E2Xm/P+tzG8FoCycgLQGJADopiKuEAD4xShBktwySucaEICf1H0oQrCwQQyAiETLphYkAmhmFW7wvnBh5DlhJwCe19Aq4xvz65P8at7Mx5PD52lbd+o21R51iEaQJfAF6Xs6ecMGtFV6tVNaqlQ+84jkl0Xp4VlaIsoAXQU7KP4lEbSyvpMVVi6hLE1AhZyWLEIOSWXeV1ZGLWnpe9YQZdJxVaHZLmYKO3/qCASfSqEKF2zZ95la2rClc3VhyhbKTub2wcZYgoI0pr/ZekbQ2DxXo9rC0tKQqfFOngLnnrBvL1TgwQduXhKKPKPleC71uCQuQzLUCAWhldbUU9fH7khdbD3MrrrpduSvRBpQraKlNuGIuKwptm5vrQors8gErkWp6gAJPbAST3qvDwXlVV1wwV5i7Drw2m3cUdSW2iR+C6j5T/kn/Fq1zxdSqRFf0ZVHXjQf3U9Eq0YRO6BVIUDovKnoOF3rk6EmbI8MimpO3orkkTdh5TI9E7z0b9JyCosyatm2Tlgk/dJNhnGUTz6mKg5/X2tRjFWGGWXKKXuMMZN4KgeqSRhNwLkB715svan1Qcy+ZK8b7ij5fO+5cuLVBbrKU2vmDxR1DIOSZzd1uAJgZoEDg2fqpxT541t9uSvOs56GFwTMZ2lJBWmlRVz4vBCysefoG1pGo62VkLRtFAmRTdmz8AIAUQQ4WEiAx9ygAErX6FkK2Cvfuks4LI3HQ0IEAsgDEpONsRXVxuwXsLuGw9IpN15bcTahoSoveYLNoKENrXNq48Fgv0PorrRlMCsbgxU1L/R8iWRkgAVJWpWgOGBZ9JkVmqpJcrb3oyoEHGfWmJSpaVq0/AiFAslqFXjMT42CWYbIUjtDezYpaqsrbCqSKuufY8kIInkozU20noGtbayMAwKAS0GOeiqRUJVdTeUyYzRnBySQKwIu7gq1PLlnH16xu0DBreCUsxnG7eAk2XceL9llejPvX56zZlP+s/fqjLL+uQi+lhO/+7u/GP/yH/xCf/exn8WVf9mX4M3/mz+Cv/JW/AmYbMCL4nu/5Hvy9v/f38Pz5c/yO3/E78Hf+zt/B133d19XzzPOM7/zO78RP/uRP4ng84vf9vt+Hv/t3/y6+4iu+4ku6nzwCsi+VwHUVYyiIQL5wJzYQLhOywdMBTczNOytnU6TFeDo3C9A0bjL2ibrOJ7/Suby6yVOth1YeB9B90gUjD4rIXK+ce5MAYqSdwqP7enrCQLqkNvlDwTJpL1ivCMsTYL0SLE8Chmc75MHooTqXg0PgPW8mjMEqtHMlbXZSZ0e9hcESyc0DDCjKUtvcYhu5TS5iVozzV0JQK4BXK4hR45YoLU+vJ3IGzo7zww0FCYul9fu7pab5ZILliUAcvenv0d2MAa0Wnr+rc4sdtm+UGhurMT2P5abmIuW1bXfofBmlukE9/cKFngupTcym6yfVZdS7z89+1/0e+S9ZPQFlEGDKCFNGvjAEw5SRL0hTLcas7yWphsCxoFi7UxDEKWH19IsooKkFYHIhYCqgoA2YZwbtMuKUkC4Gfb8GZKHnXNvI28OFoHBTYqiYYtn1lx7MpM9m76pXYhIMyIIN6YLvp25MA64UAZwXcseQVJD2EaEix4wdZiytD5h7s4zS5gJjn6FSVAAKg04LQAQ+ZfD9DPRuTgA0LyAZ1OILBLpfgVJA4wDcADCCdi8i60plZdRZnDLM3pHHvYsKHR8TvUKhw4uaq97aholq3Lx3u3seLjFpLucQq7sTouj2eCAgN8R6cyVrX9mEPNz67lyalRnnvxX35l//638dP/qjP4pPf/rT+Lqv+zr8zM/8DL75m78ZT58+xZ/7c38OAPA3/sbfwA/90A/hx37sx/C1X/u1+N7v/V78gT/wB/Af/sN/wJMnTwAA3/7t345/8k/+Cf7RP/pHeOutt/Ad3/Ed+KZv+ib87M/+LEIIH3YLm0VGAQ0FIRbVVKPR6QzS2DcAcMjIUYBYlMHDYnppx8rM3r0U1R5V0JTi/Jgtf45DK32Td4C/ZWFUbj9hQCzw7flQnIBiQs5fuguBKhCMjaXeeW+BdhNy7+qpQsO0Sy9uWUv/eC7dpjMaZ6Vs13lMQ1azcriVEPLk5DyQsXlIFZLCGmP0HECYpVc8JuDPwK2NnXC4DNQQdyakNf2h3RtlqShSiZayYPRZgfWdK1uN5Q6itRm5xd6tO18IbV8AzdVabBwL4IaRnAsotN9+Hp+4Xbj5tYVRla28UxYXCcYXWfuaKJ3YpN+6XpDnVji2HKmmHWTj78w7XRd2GXlllFNAsHh3trHAQ9EKBR7Tg8XBWBBihhgwiYJgGJMCwEhQEMBRG4AApCAa0zP0pkQBDwXjmLFGU/ZMYGR7DhdUnkBd+4ONrT6W5326TspnFpxzwQIAOfqXUPtEr/QpxyZrTBoApajpA5FAUdNlyshGTWjsPkPWcTsWfUZ7/wIoAOb+qGAWInVpWoxPbm4Rri9A8wrkDDnNoBh1IglBjz8toGWF3B1A06gu0EBABtLO+4eN5yhWSFgfx+PSeVLGI5AY125TujynthdKEgC2or4gb38DOxnHa5mClv8Co0yEcAoVsa10bpoK5jSBWtC4VANCdkp+kHfa+cskteixu2p5VYXJwTd5emQwPrL8ugq9f/Wv/hX+8B/+w/iDf/APAgC+6qu+Cj/5kz+Jn/mZnwEAiAh++Id/GH/5L/9l/NE/+kcBAJ/+9Kfxzjvv4Cd+4ifwrd/6rXj58iX+/t//+/gH/+Af4Pf//t8PAPjxH/9xfPKTn8Q/+2f/DP/L//K/fOT7Wb5swVd/4h7vXt6gCOHzxyv88vAmYsx448kBRQhMgk9cvcT/efEmpiHh7jTh7uIC12/d4/jyWWUmQX25aJNl0vIxYSZlISAtR+MDMe8UnutleNKFbNyPlEzjZgWqzM90gC9vFOSnGekiAgzEg3ac7JRYRrob7wnrtUrY6ua5SuBdxn3YIT3JCNcrbl/skcdJ0yvMvVpjZ92kAQDxNCjwxVMM3CJxDkbW3EO3ILxtnLXk9CZheaptIkEsjqX3z0a7pWkC3WRm+9TJTmB8i2qd9dRp0SZ0Tw/woLsne1OxNJCosxCvOnjXK0V2Lp9Y6oQOgcaqEtdJel0ZYShqaBUCsaB44rC1MQ8FIRSUzChCKJnAsWA10IdkRpwSihDWlSF2HhAgp6BWEUGtLle+LIYmh6jeiH0BP1khibGkAXxBSJdFJ/zIyM8S5llN1vVZhlBA2QnKVCAIyFcF49MZi8Vl5jlifUP7/S3tkXcBX/Pu5/FkPOFXrp5ChPBkmvHe1RXeuDjiYljAJDimAUyCKSTMOSIVxsgZb+wO+PzxCkyCOUVcDK3K9YvTHk+mGcE6ya9eXeMT1zd4Nh3x8/FjyIWxH1dELvjV48fAiZsiOWo/cauPxvbue+u/BEsEd0UkSotHbaxu7YfKSCL1eG1z4PBxQph3WC8V8RyPA6hYTu2s+WSUgctJFfLDlwt+0ztfwM+v7+DtN+8QQ0bKQZlWUsDx3QvsIqMMQeODBhQLxwS+vtCqAkOEXOxAl3uk653Gyw4LJBDWTzwFrQXx5Q4ilkJ1WrF84inWa0G6Ug9VZC2jpdXoCXwi5KuiMdmnq/ajiSBXCSUNyDvV0MpqY2/noQuC7DPAoXlIgua9apur6zUPI9YrYLhT5SuPjPlJQ1bHU8D9lxPSRUA4CY7vCOTNBcd3dljfXDE+nTEfA8pk9/hsxQkD8purUgASgEzgI6tbFgC98d9AlYXf/bt/N370R38UP//zP4+v/dqvxb/9t/8W//Jf/kv88A//MADgF3/xF/HZz34W3/iN31iPmaYJv/f3/l789E//NL71W78VP/uzP4t1XTf7fOITn8Bv+22/DT/90z/9qNCb5xnz3Bro5uYGAED3ER8c9joRCeGDwx75dkAeAl50aIHABbd3e5zGhPk4gO4i7vcTxjvaxKEqDZW7ogyW6z5qByrUmE2iylwBAJCzmF5CZYVx6q8yqGZZBuMrZKVCokSgCRCrXuBCTwJvrJCVIkpW5nRhRuaIeK/0SR6v7FGSSgpt1h1p0qsyclB1hXo8xYWlAm5a9QpIK8aqhLFktF5dm2QDkDChL0mkL6qVUdoKvdY+rp3Ho7aFMo00dg8FH6AKPS2OCgOwwLRuYD1ElMFc2zZLUjZgkzFhOJoRmZoV2hUvzYsgx6LrMgGF1FrKauEik7r+BMCqcVDXZmlmiLkFKXcsMPYV7oLSn+WAzHqueK/gKhBDoHX30mVAvDcQ0cgY7gmpAJT0N8BYLgeEO+188V7PfXeYkA4RNAd8/v4S9+uIl/d7iCjH4/1hQhHC/TCCSLAmtebGmDGvEUUIMWTMOeL5YQ8mwZoDjmOjjLo9TFhSUCtbgMP9Du9HPebufodSGMsawVwQ7hnxQNUtVyy1xF3nHruizjpR0A1VVx26/gt0Qo/cPUe1DwJtPFLR5OvxJoOK0bHdZxtLEeFUNL6WgfFGQyTxLuL9wyXkLuLluEMIqhSlVZlWhruEcHMCjxEwoQUi8P0MmlfIEEEvb9WKK6KUWyKg2wNoHBCsJBe9vNM+GwNwmhHvLxDvdxBiELTAMGXtJ05MAdIYrgwRfND0rMTan7RSMWrbUm4IliIB4UBdKIE0Qbzo3DPcCqabDBLGcC/IK2G8yQBCDX3Ek/F/3olyft4xlnude/g+YBkGjPeEvGqdv3WIiPeEMkWQ4Ss4aTw6HvVdzrv/BmjI/sJf+At4+fIlfutv/a0IISDnjO/7vu/Dn/gTfwIA8NnPfhYA8M4772yOe+edd/BLv/RLdZ9xHPHGG2882MePP19+4Ad+AN/zPd/zYD0vhNNpwF2cUASY5wG0EEQY6xLrgLk7TchLUILXOSDOhDSHFisBqpCgTuht4i2dq6xHmp3HVdyV1qctODAjGI1QOJFWzZ5RBaJej1DMT0/ZCrMaW0xNWYhAhnb0MhDKELQO1qGAM1f6pB4lKUzVMgonJa11qjK9rjO2AEJilp5UTdAJjyFAuDRSWgdyuIA3UE27blO4hVD393atQBud65vCcZanR7a/+Dltsqt9wGMTDuw5EkoKW9Rtoko3RiupUHJBZ6boJv4aBeIVDooJL2dksectZhmylaZxF3KYCTlz3c/X11hv14/Ugqd2/aJtofdCXb+i1s8sJYHqemp9tfMW0UqYrZDpMg+WVibIc8ASIkQIRIJkQi+boBIBUmAEFsxLBBGQz9jw1yXixAK2eFc+BRz3g55vjuryFIB79KaNgT4lRXMbUV365wQMPTx+ExfqYsWQbl3tMO235sQWhFVBZ2FthN68FoRF4+C0FJAoGOq0KrdmyRokLNLAcrxmTTz3S6RiYYWiLs2LXRV4AIBl1bEU1CLkw4Ka3+egl8u9gWHaM/XPQUBTzoCWm2EI5uop6dq2dYSuX5+1p4PT2JDPXgat5jYamlOfW0kVlJzf922KKIomu1OUOm54Jcvf0wspOM/i5P4cH2HhL77Lf73lH//jf4wf//Efx0/8xE/g3/ybf4NPf/rT+Ft/62/h05/+9GY/2rQ6ICIP1p0vH7bPX/pLfwkvX76sn1/+5V+2gwAIKU+xdDEqExAAdAAC3TZq3+Saz3Z17UA+GXcDqq7r96O2bjM4qTs3tYmpCsPzb2m/qf9dtuupW1+FdAU6yKbjOuy4JoymFtRWa67x+W2AO9XNK/BiuBuKs35yOf/ftyXO9vN2PD/+bPvmc3aOV54XaOkUJiS3nybI3IXsjC21TQwIQrkN2HZsO0/l2SxUz7u5Tum/UUExrV+IgiS41Xm0OUwX7sr5UFNk6m+CulRZJaifl53rET4maAv978ZJP2Z8jLRjWuNuxpbt7Os8Dtj2RZ3MpHuXdRz5ePMYVDfG+rGovJlowId+v9D2r3Ht0J23+93HVjdKQZcPqbHkAic899p5fXesSxFNU3CgSsqWXiMawyulCjy5vdX43rwA86LXWBPoOENOJ8jhpMKOFDiCzfN7RRSp7fGgDc+fnbv6jbWtZHscofY5P8cmPeZVY/KRNuznP++Hm/5af8u2b/s1PqI0+3W19L7ru74Lf/Ev/kX88T/+xwEAX//1X49f+qVfwg/8wA/gT//pP413330XACqy05f33nuvWn/vvvsulmXB8+fPN9bee++9h9/1u37Xo9edpgnTND1YH28Z68uIl4UVYXUfMb5kSARSF6O5E4BfGvfmkTC8JJQhqluxtM4DQLUah/26m3MBOLZtXukbYjRkYsdTi6kpo4ogm6sr3gt2L0pXO40wvdDOMNwLkrGkV/5Nc8144myv9YdRj3U2j92LjOn9E8oUVRMFOkBJgfNuAkA4rAj7AWUXQJWGTNSNylBW/mMCZatKHQgooqwRAqTdTnPYDC0HYJM+UbVTQ9UBOnkNB2wGGY8qDLzihGuy8aCaInd5eh6YV00RCIMH9anCnwGN2eSJ1EXcDWQl1m2MLB6gp0Jt0HeWUjGwkwpCE1Znlh7Peg5eWtxDi+MCYdTfmpxOFZThCNN41POUnaYsxKOy/nsVgnhQ2qd40mdOnrIAQhZYhQBCOoVKexYP6kJe5wjMjHhHON7ssEwD5IUmex6XAL6JWFdSsgYASAywgltkVmsGQbAuEeneArkrI00aoHWO29Mc6jsLLyLuww7LLoJfDvpeTwGFBePSEIVaqaP9JzaXv71n9omVVJ70KQt9zI+BlrLgylnS46v1aMcMd4J4v2pcbc7gU4JYhYlwSuaeLwj3C5AyxpsrPL/ZI94x1mFQFzRgPKTKpQljWpHA+m0FYylGpOudVRFYQXgCrCsQArDfQfYT6OWdfu92yswyDshP9+A5Gbzf+mIibQ+bU4SBIJYCEjTHOCyAHDUvkgugRBPWHuYpEePTbSkL6q71WHg8AYNVp9HjBJQYYc4q4G0OCIeE6aXxqCbjdz0whltBPBCWXVA3doGmJUys8cE9N5zDSoiHRqzNTz+a1Pt1tfQOh0NNTfAlhIBSdAB99Vd/Nd59913803/6T+v2ZVnwL/7Fv6gC7Ru+4RswDMNmn8985jP49//+379S6L1qUSqfAg4ZIRRgULh6ZWUx0luOUllaygDIAGVmGT3GZt/2yWf/66euVyDIg+MeHE/b4704o7sSTZstoRXb9H3E8pL82/OU9CNVCy7+O3ItqeQ5dzrJspamGWxd1E8ZbJ19yqD7Oe+e71Ns/7ZP//zUPWMrYJof/KbaNg/a8LyNhr7tnMFmu1/urlu32z7oNV63vqt2LNhaFZ2l1VsafWLwRmvtPpv9O637/Hd3D8La97wveB9tzyz20d+1H3m/GRydrL8xlLZt1HOHWABDMfOQFZVp/Z9iUTf3oCkKPBSQffS4AtT/GYgFFAWIitbkodRzkLOyxKIpA9FQ1HZtseP6gqSl78sRrWDp5hl9jGz7Qx0LZ+0g4eE+9b/3VUNvysi1QKyONevTo/fxiDIQQtR2xVBAo7aJDEXnE4JaZ81chqcwoJRq9am3pChqc1lRIaBFE+TrsaU01LC3jQG1tC3lQR+Qrp/I4OMfuq8d39rcztMf4+ep7U3IAyunbaRNm5WBbayGbjxaNZRuDkV9J9Le0YDuPvt1hg3wGpVfZPl1tfT+0B/6Q/i+7/s+fOpTn8LXfd3X4ed+7ufwQz/0Q/izf/bPAgCICN/+7d+O7//+78fXfM3X4Gu+5mvw/d///bi4uMCf/JN/EgDw9OlTfMu3fAu+4zu+A2+99RbefPNNfOd3fie+/uu/vqI5P+qS98BwueLJ5QkihDsSpH2EDAV00ep6XVyecDsrVVJhIJ0U0SQcNtB4TzWp7qOy3fbYbwAb92fvktu4SgNheaIAlvUaWJ9qySB3T2hhWZ28Wv6M5vMBqFbneiUoO8F6x1ieCNITwXzNGO5H5IkRFiXUrTFKS/729IF4VChynghssRpN7u6SV4euirZp82odiTH968NW9xJU8DiNmbpJrNK1nUMnJW8YWE00ghNy+3VcmG1iGtkQssZ04pMmYAPYrwVguRbLqbL7F1h1co3p8apwam2bhjbtSaqrkKjuS3kY09up25dX3UcZMjQRtwwqXGs5I2oeBScPbp3Jvs5cewC28a3+ENoeu3GNmruxjIJxl7AbV6QrteDGXcIpMYb9imHUyiTrGsAsiDFjjVrrLQTBxW7exP2mqTGGnAQYpqQI18I4rYyLiwUX04rT5agovUlpyuiD2LmOUQFebh17aaQKZLH+0lt6QgBCe16WMz5HadUt3FL09skDal6qkMp1MJSOrWjurJYlGoAiSHtg2q04Djvw2NIyinGaSmRNVxi0A8oQIcygeQFCAB8W0O0BCAzkDOx3oCECpxnEDHn2BIr+OaqLlQjh/VuU6wv0ng1eCZm8b5qVzK0fhdRivryqUEHpwD82PhxBriCfpsBxd7wqpow8KpNMzduzgthefSXtjRRBbDyz1s2rzDuumHM/5qH5laT35IL2Q12pZ8uvq9D7kR/5EfzVv/pX8W3f9m1477338IlPfALf+q3fir/21/5a3efP//k/j+PxiG/7tm+ryek/9VM/VXP0AOBv/+2/jRgj/tgf+2M1Of3HfuzHvqQcPQAoY8E4JewHFXBLilinAgRBHDuhN644TBlxSFiy5qTwlK0SM5qQchCBu+3sxQGo6EYAdcCVCJBP2tB9K2CB2j7C6s7LGaYtmdYzmuvLEqaVe1MnUweaZJ+g3fU2CsqolbH1GGWOzzs2ZCW3Z7GJXdFwfu+WY2MoTBXuUtFxFfnWIeE8rw4wTc/apK+/5bX+auCcW+dW9x61/aW1lZfh8etUzbGLs9akZm4u0VpbjWDlgvR3GQUyWt6mCwBGBbIUgvJCigkkhsaTO3e4WM0zFeCiqM0o1YUtuZ2jmCsbZh0WEzg15uS5UcWOFaBkvR/EAoEWIPUUjzpZjFLbTzVkt3gttzECNBa9lpjmPGi1hDQEyMTYjSsupgWHk7o3xyFhmSLGKWEaVuvjBQRgGlJFQUcuuBxXLCmCSQErk40xIsG6BkxjQuACEcI8DpiGhP2wIowFUoA4ZjAL1ijGb6nuTInY8Gg6EEOk9QEX/A602Iw/VwpcMfV9Cyo3ZI/eVK5abvlllsead9zajaFFda0/7oYV95PmOFb0pkCF3xSUVWUIaskZ0wrJoDpWINA4KACMGbKf1PLzcTlqx+WLvfU1fXi1pPQ5iTuLKapgZPK5QRP/S9YBot4ssvYRpfyTNj50XlIrr8b0gmyUzjwCxbh8KesYz5MKQYjX36TK96sobu2jedT+TmNGGSI8LFDGovPbKI2VaLXUL2NqEk8t+iILiWxCyv9DLjc3N3j69Cm+5ju/H8tXD8BVUm/DMWD3OW34dOkzGFCuE8LzQYuvHgnjS8L8puDiM9QGmQ8U0zABHTR5j5bLh6apaqKxxlEc8p8uUAs5us/dLZnxRnD5mYwyEE7PGMtTwu4DvcfhUJB2Wr29FtcsWux2ftrF9ARYnmrHu/oVwXKtrCwf+3cr9v/pTmN6c4LTICnYIkNC0Fp2WcCnBeViRNkNSjcmQIVeAyiREe5XDciLwMl0xSDat199iePbvKEhc0HUp39Ql7Lgcao6IUmzaFVYtVzHeK/W5Cam18dzvFyTsVV4TG+9Ui7T5dra0I7z9+nvgRPqwK1oUumsemmWpAN8OOMB4XSeUGOMFc1LGs/wKtXnhNMlAulKc8rShWB9lkErYfpCQDxoeaQSBLv3CfefLNi9p/Ga+W3ROLQlp0/va67k8vGE4X1t5ItfJRy+TCBfdUS6HTC+F7G8m0BTBr0/qkDeZ4SbiHyZjZ4KRkMmwFiAk2t7Ar5IKPeq3dBCWozXNHq+i5oHZmkcw4uA9a2EcJGAX91VS1hIc1CHW6rtmKc2vhxd+SA53ZWgjM34rEnag+XwAY2RxVN1uPUVCPDsfy948n8eISODrBpJMVaicErI+wheCuKLI5Ay3vu/fwwf/N8WxM+MWN/wwCHA9wESBV/zD4+In3muwi4G5dIclWmFDicsv+ljCHeLojQNtIJSINdXkN0A+pX3QE+uNIZufJzLxy8RX8z45f/HUyxPlQDAeV7zaPOICXRKsARwRYF7fqyOM/NGSDOiirkQw/+fvT9ZkiTJskSxcy8zi4iq2uDu4RGZVVnZWUM/om6ACNjh17DBL2GBNRZYYfFAIHqEBSZC16uqrsohBp9sUFURYeaLxbnMIuYRGZFVWMKFyMjMdBAVZWHmO51z7kV2Rs9xClkwfARuf18wvVuRD8HHV5CeSheEqEkRnzOe/mbE8MQU7sPvIh7+s+H1/13w6T8D65uC479E7okzML/m/nr5xpxusavpXQAphg+/u+C//2//d/j06RPu7u5+vNH78UV7c3eUg8EOBcNhhXk/vXzk5KyHzYsIx4w6B1iqKKIoi6Iea+9XBnxm9FpqoHKR1vATm7m62grQN+XaFFlk2whbqi5PgvWGNbF8FOQDOxZz81XkQ1NH2Ba7FL4WABrQoqVB16NLkh0N6ykg3Y4Urk3B63qkGrCDgqcxzWBjYD+9MUC9Y7MYuTj04JQySdnrF24s60DOznpU5KO81N50Q/Kyn94u0iNZCa3zOdwDb4Zgn96EcWy00QrcIPXPavUrvyfVFXLyATB1BYiWPvF7KGFnKFdGzy+ALHv0LPy1cQOymN9z25H5qYQhsBUvjJ7JZmD3PeDYiHVToSgjDY2poI6KUlzZQv0eT94togJlMARXvmgKJ2UEZCooDspoKi7juKIsgZvPMSOmjPlAq6LHjJoVOHh9ToCaSawPqSC3yDpUjIcVV+/sbSFAD96oWSjILEf206tFkGdFOGaM04LLcaBc3GCAGmoOqN69wTK/i+oG/gFaqnu7x5BtA9/ARei1Vqa0+YSoR+zmakI79CqMXd/LkYIAOldoZjufMpJCkI8BOhqBW8WwHgXpsCIfEuSQiZAFmN4MhjJFhBQdhBK9PRCdSllWilpnR2SWStBKq+GJQG5v0POvhTxBvRbWGkegjo64hngalgPStGZVBDYyG1Qr6HxctdesW3TcaKdEclpvjQRxMQhjSr6OgvWgiMfA5s2FWR3NxnRnNS99RKxHgZhCCh3TOlVKK06Vc3GKfQ7XA/fXOrlykzByldpKBGxq/JccX4ze7rAI6Fgwjis5eFV70RbDNqDDkHEZEhFqVdyTrwhz8B5pfr6W3mzQfff0955Wa1ra6gnhir7Z7dGbjbtW3RCExRzY4cbqxhCvGzeubWRtA5CdAdhDwtlI1JBPbiiPXKj5FHvhuadsDS/I6QAQgqKMlBqy4N0X9jw9ZfL9c3J6ayjZvE1dWesAAPV+gJLRWwLprhMCSouWfaMycAOo22bVXFP2N5Ne6wHoFZrREJOnJ9RYFBcULoB61/v1ttX0tnFrnc9bE9lu9Ip1I905cECv6bV63guenvJ/nsO7U3idiNez1Tv2G00zsGEWEoUBrEOg4PRZEK+AJdYYwwLoWREu7uhcBeECtD5o4QrEBMzniHilYYgXevPX8wC7EGkrWhFjxTKx9VaIFasDWGIqrNdJgIohBIMNlCJTrYjRDSNoYGLabkgZC0Ks0FChKlhHAl9iqNTcLAKMrIeF7yLSI3pNr6zSGyeb4oXz1BwfOgy7+hTa+ttS9XsBiRqJbqUzKi/Smw21WZNSKPm8si4XEsWnT+yCrteW3mlzxg2dYLMgWRCfSD2wYL09kNQMeaa0WPw0kXgOwK5XojQB4HyBLgf0VkM/vAfGEXo8QOYFNg6IZ/RUcLhuDjC5cFRoCbNgbULeTvpOT0rAijoqs24RXqvnx0ZOd3mz4EjLcAHCaghXlkzipUJGQXrIwG30bAafh7a/3SGcyXcMi2C9ho7oDldBceUqWVvXE9f7dKQ3AOj8EwXrnzi+GL3dUQbDkCqmlGEmWFPAMgywZAhj6cCqMWVcBy7iUkjolrEyOmmFV6DD17v+bItWsP0G0IvJpfVtk93/fp5Gom7am2VtqQK8QKoxGvR6TdwioF672kct5o95vYe/vd6TWNMDtqgDBiDTcDUgi9SWv98K0EzPNmDKxlPrup0mO0WWFtFuNToTGmwN2xha3tKMpmAtYgfQaPWDXr9rxiczjWd7+kMDsgSPulpNT/x6y1ZTbAar8cwYEJgX2akggmi9htTHqYFZgI6qJLncry/aFsWL9XPUuotSBKjFpec8KuoRYOVj1QQyNkRbi/QEpXq9Q9sYs1bb6p+s39pWgxkAjMWdEXeYBiCkgpoI3DiOGYdhxXVgwTMNGXmMSENGcqOnapsii9f0Qqg4DitWJ7fnrBh2NfKSA4ZxdXK6YB0ShoGf9TgUNpYdKvvS+fV2o5dATvZuzCwAnZbSjF5LcTajt6vj7RVZGgDo52t6AWUSmDBbYcL5jxqo8xoFdeLWWkZgHFc8jdxD1Mck+xypY2TH8117IJYSKmQcvHuF+Jf0FKY5sArg/6UC44jG55NSec+8nt3S7a0WZ8J0f01M+TcgFrDbA/y7VyeB77vR18FQ122+N/m3Nj55lA5uk7qr6Tl4zVxlqQwswQDcA2wwOtCpAkPt81OqUXtz2CJVrgVfq+6Q1l1g8nPHF6O3PxRQtV5Q78RcsRcEU9UKUYOKkXfTiMGsXffXtcJ6OyoYTXbldvFIrC24sFu47X9fhNVPsJ9oLZJ6AWPf/W7X3lGQ+4Xv87xFcY2MvCfpvoTIy85rfvkdTWR7LTgAzeC1a2ybw4uUE/y7BUB2qbs2DrW9zoe4ARQ6gba93vBiw9sbn0bjaByldrTrqMBGWhb0lk/9s1qU6zfSIAQ7yPacCdvcfo607R/XH+Pr9mCnfn8+P8ePPuPl302BhGkqT8nt03I71Fv/HdqYtPfs/la4IDi/ZTtnDIY18AaoVgSt3LgBXx80dCq+HtzwqVY3Yrv3KVOg7fV9eGQ7hzn5WIXrUJTfSfzxLkK+u48d1KN4cf/Nkwl7wwXb1kjPyOzxbm2e7ddie6//XZMyfR+A6rVr0h/4uJqhJk4gUyD4dasYNFTXaFWu/6Te+Xz/nQK7JZTK7uguQC2nA5GetUJECFpRZUrTgSxccwK4+LUFZhjM96cG0jFsY8Xn6ABit+eg9cjbr+3dPdjGedO7bfOqDuLrig5yHdRrrbw+jW3+SS9JtJQrHdL6Yn72+RteauvuRelbjfiXji9Gb3fU24xf3T/h16cHAMC36Rb//ZoQY8GrW2p7NcHpWolme7qOeCqC27sLlmEkaXOH/upkV3fYmpGzlrIqW/rEIojEaxty8jSWoklQ9kimVK+7RBecfpUBS7BgRJdN5shDA7yWVCZBvm0z3qO4m4xwyJivB5TbgnC34PrmCF3pKbaicZtkLwy0APGq7Lj+E9qbm5TW1hapozcd/LHeEYTRFguEEV6ZdkCWynFpAAX45Xfgi0cvrc5luokJQ7wDQd4MSou4WsNWi9u5m9efj5RGqm+XLijdPrhmgUZu5iUrhoFZAKvaEYt71ZEYyDlrQtS1Kjt1ZML7rUg/R1kJ85dgUAHylchgFa+X+ePm6dP6MTGa9bowlDwrcbHxBpBqfDfAHYG4qW3UgfwtjZv3Xzz6bQ6enQq+vnnG/XBB0IpSlYLTYrg/XF8ITketSFqw1tAFp+/HC4ZQuvbmMS09ev40rDgNC5KW/thf3T3gbrjisqQXgtN//MOxi3K4w8/b7NmSLbW8rese9buz133RVhpz6gOaQ+hRJOLufP769STIJ8V8q+zpGJmaX06KGAkUkyoITdz7zvDXN8/4ON3gdJwRQ8WSA3IqWNeAfBwRT2OvcVevqeIBkCCQywJcZ0qLhYhyf4AYEN49AmZYvjlBr4WthgojfXz3DvVX9y8caIpSeHbABQ1IfxF2sGhllcCem4hAQ0VKAeCoXvFaZEMe78FkAByAJ1gvivVGHGzESG89bSWNGhTLHSBZkM5cb0iV9eehIkSWXViTFOInDgoba3d6JAgy2KMRig1M9QvHF6O3O4Y/Jfz301f49kQ6xPw8IHw7oCTD9zeu4CLA+9sj1o8TybbXgPG94nG5xd176Z0G9gCUTXuTCh+9t1VrKOupqjJQBaR1MI5X2dQHChxEshmSMHOzD7NiuSSM7xkCxDM/pw7S0xJSWadZn8K2AQBYbxLKmHD8k2B9ilgfA45/Mpy+zVuPPP/ePI/1yM+U2ps1NZ6edaNSo/QxaILT/TwgwEXMEK6BuqELwS8AawJlZM1tqyW+TLHoghcAg05ZcEJ9e1+8ttZC27hK9XpF3lI35ulaXc3Hyikew/ijml7wml7xmt7awAIVWw+5Sq8WAEo05FbTq1zoZVfT0yLIvqmot2Fq0cewADUl1uZaTc/fA1BMOsx0gJYSoSvRxPGKzuFLD4DFgPEjvL6sSI8trSlIj6wNXtOA8R0/ePwIWFCcbw7Qx4h4Efxz+gpxKFieBqAKvp8y6mPCw+GIMLBwXL1zhAT+DQMkGIYxYz4nzomsCPt+es8RMpUO8rBPA/7b84Q0ZFzfHYAKPHh7r/FJiHA2EHk4oiseqWzozX1Nr2c4ynYPexnCHVFt0nmNzrLiRTq6zbPpvSE9FmpGLoZ4LahBMD4IdKFDqdkwfCKB/PDdEf/zH98ifZfwcbmjwahgg10D4sXreJmk8vDMGiG8PdDy1/eIz0dGd7kSTQ2g3h1Rh4D4cYaNATYOjC6jov7qHjDD8ABIVZ9XYD1s4RwzAYYcvBdhhGTv+JIDOXdnOo+6SlcKagZTsiI9bRmLOrD+q4U1veGTYfxUoFkRVqJB46V2rqupIFwrDt8Jxgc2nZ2+D6hDwvSDoYwRy6o4vFOe+wpIjhg/COYcexNjzdwHmtZwLrua0c8cX4ze7jj8SXA5DZiPERYN6VPA4TvmpPPT5k3nWXmTIouu0/eGcIn46//TB+jjxXPNFTYkygpNA5quXnf/RZiPX1ZAFTDja2MAxgFY8/ZagH+3/H1QLL+6xbf/mwkmwHLPFiK6BNTBemPWBuUHuAmvN9aNQzwTPGGR9Z7lju+1aLh8o5hfcwJ1ysMOCNLAFb0n4LJ50a3/VnsvRa63iA0VGxE8APf/WHDzx+IyRSSth2txmTJ+f8mMBJtup84Z5ZgITlhYEG+o0tYrT9fqPLsAXdm1uQFzJLMmEp5XlGPq74nPa0cvWlSstxEf/1cGmQh/rWtgE9XMiE2Cd3OP3OzKHKhI4lwspuZAJ8VrXU1sWFrPRgVKEbYrGgqyS3fJUIEqKKsCwZju8b/DWFCLAD+M+Lv//XvOoRRRbkbolfPJUiDY4pJhySXOWjNSlT6PkAvqzQGyFuTXB8QP3EEsBeh5xvk/v8b47oxP/3DEw9OBm9CpIp6JwAtX/i4THZSQiZTVGVheWXdOagXGLF0RRJA4b7J4OYvFp9ZMVz5OsAIMu9RijcBv/49XDL//QHh/3knkpcj1BfS6FyehoelRNpWTpnBirY7WfufSX2vjAH2+ECjS0JEx4PG/vMHj3yTSTRQIc0CeGiqUf2s2PP01zykFuPm/HvDqHzOur5k9iRfDeqJj8vjbEY+/m9D1ckEDpYX98NY7Q3yeuhHvcn3u6OnKelg87+rQARgegL/5P/xxGw9VzhMfh3ocoecZsmaUN0SA6ocn2DSi3I3QtQK5QueVc+HxgnozYXl7gphh+P0n9vGLAfX1DfTpCplXLH/9Co+/m5APJOuvR7ZcKqN0R1lXQznoFnkXw6t/XPGr//GKfDvg6/9pcQGAAC0V8dMMC4LlqwM7sBsFvSHA8mpAvBTkKeD1/+WCf/6Z/b0dX4ze7uhyRwE9j70HivQcuKeBWHfayL02RHYyVoEhE35sRuIpwDx+m3gu4SUWmcM31j+QIuoQ6VzmgtZhHdVgQ6TCgQjKFLCe+FQ5GuxYqAYxtkgMnawNoKdLLXmEAbiRA2xi6qAm9tvKJ+lkcqZY0dVDIEDxCLPJ/vTu3UAHEfD8G2iid0HYGb0aCFWOVwHAIl4d1T+Xv8UASY3QujkBZQpE2TkJXlfeB3UDCXAzLJNuYzG0Zp+bcHaZQle21zWgjsFrm4I8CcJpxTCuG4l6zChFkbMiesoyugGbQ3ICMh9vXQN4u1kLqyaYY0RKxdVKKnIOyGvAMObesWAYV5SiKDlAtCIEQ14DNFRM44pcFOcpUXwYgFxmBG85U1/dsnP2XKHXBXk6Inw80wAE3ZqWOu9LjiNkWRE/AeLOlo0Bcp2RHjLCD4+w/+HUo/S2JsS2e9k6G4h66hXY6jGe8XgB4vFmywL/f1+XE/T+kRatZypJ+6hUZWioxcIWNqY0Zi9aAji0v0H82VZrk/Rq/L4GFpG2Ns2AIfG1ufTHzLh5rzfSOZM1oRs9ExogXveW6QlX9AiQGQb4dTk39s42hDXQnYEy0Zk10T42Dfkt5rXwQiAK9V2BTbHHx+fDJ8jNiQ74ZYatK+R0pNbr0xmWM3SiZyxPZ3fSI2TJ5N2er8A0wj49QGIgQrVphT49Q1Li/PFGtxBBPjqv1+BNX9HLNDUIwsqsTj6It4JSjA8Fel5R3k4Y1oJwWVHfHqnna0bnTY80xgD5kb6vmjKrNcwbOOrnji9Gb38YOFNfRFjoNYTW7RovfmSLcgSb1xiCRycBTdUEwSghJOIcM2Xx1buOS9g4Onyv9teyqahPppams911V6FNahSJ/jjQah/S9oUdhaHLZX32nfr3rpyw+++4nWt3Hbtr2ddZ2me1z+3XBHgXjM/y8Lt/eV7jZr0z/tvzn733lw57maZsj70Yy3Y0ZXuDGzDAqjqVhXnbVrurVbw7AP8WaY+jS2+pglHe7j21qu+nL8/T6DLtf9mdi8MhW9eCBngIATYmFvAidVGhQu6XgM/VyrEfhz5PDXTWUIyvATy9SnmsOijsOAK7WyX22dxrv2V334C+Ntq/bR7s51d7b3+d7eZu+192t0qEgstCioyY8bu6QUNba7KtE9s/Z+agIbwAxAB48V6uOd0MqXy27nY/+1oh9vP987nmX72fo5cM8HKttlra/rzt+bZ2Kx2Mtub7mnYqCwxAipCb03btkaAYi9yTZEgQ1Q7GkWnsHdwZFfuYBYUcj50eYZHPy+HAcVfd7kG7VvP16fd6P3dezJk2L0SY0oX/nQI6gM6vx2S7Z72E0cazopcvfun4YvR2x3IPlNcrwpE6gIuMWNZImPRN7Qi5dLNgzRM9z0Whi2J5VZFvBufcKPS6opxG6EqSpRigV/RorU4RNSri08JIsKmVmKEcEoII6lH6hs8OyjvPJm7d1+uhIpwyypmdhlEDWrNRG3xmVdDLHipKoryYDQZL/t6Z/8sxoz5Qbb8KvPZo0B30kdEuvUpCxduuxMfhSiM1GiS+RHZu0HJGynkSLLcBYeZ1lkGQzrJLGaGDZzZYdXVosyDMtPBdINr4WZpJFrYAyMTaZBnFdf+cMygkGTcyPcnoLcIVrCfFdKAGpIhhTdSeXHJArYoUC3JRjCmjVMU1RYyxdKBHUPZOUzEMgam3aoJzSP09KRQsOSIPPM8lJlQTHAZGc0uOSKFAtfa/j8OKpQRcjwPWN0d63/BU7hCIIhwpKqApIJ8iLCjCNaNGhWY3gKrAmJBPCRoV+TYhnINHcALgRLL13YT5XjB/VTmfbjKWgZuSzuRx2lR4jzKzBDoLyuu8dbmuW+SGlrpdtPcmBDjP4LJ5MNle3wxEcnHlC1voyDSyxU4zbrVChgG2LJvBAigLFz3Fl3N/LUprHWBAjA5uMcAq5PkMpAS7XmlkmxMk36DXCz2Sa3XADoryeQ6QQ7veAsNjwHxPKlE+C5Y7eO3VOqBKm3arc89MBFGV6ifi6y0LEbHrTpMVwnpcBZr2Kxsw62bEPjwAjv6sdweE7z+h3p+gT1esb44YvnuCxYDy5oTw/plqL2umxqcZbBqY5lwKFp9PYqHLnsl1gY2JZYQE5znu9DyzITdEqdIglsm7gQg7z+uvT1hPCvnm4GMXmMEZ2KV9uac8InvzRZhSfziOivUoKNfpL9nmvxi9/ZGegfIUUbKixIrwxG7T5LZpR8OtNiA9aS94p2emzuJ5pVyQpzEDAFlJJBEz/u0dJDRXaFSmBZqa+sqUaLgo5JqhrRYBAE26qzAy1NsEXV1376ooic1sYUrpMofxVk9TNp4OTCGFi6RWoBZF0YAwK6waKmInzAvAvqjeDgfABs7JjNQ6umsfobVIU1jc7sCx5pHyScAIcmGXdrrHurKm1zs1GzrwpKU347VAakRdBWGpng7zml4DqSwUuq0OxmktTiw2EjuQzplFfH9PfFohOTBCmgU1CGZH4TUx5WKCnANKUcRYUKtiLWwovMwR+UfpTY5/CqUjO69L6u8JWpGLEslXFfMcexRZiiKvAWsITIP632bC918i0odP25waE+SywA6Dp2wV4cKmo3peIWvxOZnRGo5iWRGDQJxMHc4LFXOOCeHjGeFuQHyckZ4OSI9MgWeJiN5hvRGDy0ojKN7UM1wFFqN3cAdrsQ5GqqO3r1kFstLBaD5NdSetNQftmo/iSkB1BkJgY1WABkmVUUwu/J2Ofc0A2BRMYugRoeQCJI9svdyA1dUQzKhxOa+QlPgZu/ncI60+4TcjJxm93mfiQIszMD7Q62RNj29Kz6xhtjp49bCuUy8cwbjnEDbqTpGmSAI0fdVWcgHY3BjLStmyGIDTgensUqnCMo3Qxwu7rH+aee3zivDpAjsM7oQrs08xMM2pCrsZEebK8bvOkBj5+qC9xkpwDI13Se68Nm4gpMvwhRlddi9eK8b3MyxOGD749ZQBmg3xyefkqIhn/4y5MBsREonuFpAeNhHznzu+GL3dsW/aaaAX2tXcK6gMYQbsjEB7rvfMaymSfZoFW/gudXusv04VhgpZwVRoC/UrXrzOVCHmxftArxBA//0jTteLL7f78aPD+lvOsv2r22ZD2sWuIa9QKsq8/knveJf+9EiP76VHak3yqbryidcC93y//bHnLL24/n65e46Qpz3EXnLjdq/9UY6pf0/ZADbt0JYeshcfK7L9L87bZNblp8+9v8Xb662nO9vfP35t/+gX790//+KxpaH/OOjydKZuYxBKWF0W4Jig55l1ZFfwt3EAaoFcF0g+QNaM8AhIKWDfswRZVoRrgT5eoOUVQSkQj+bgDo/0Oq2hoYwdlbzvWF/giFNzWsiGJCQfzMdB99EO+Yt+BvL4ova+cZ2vFpRpXq+/WYoOemrhlgPImvEyg4TS03VtrbZzSTXYaaJzFMOL1zURiB7dVelkecgW6bVauhbf3BdjNsMEcTaUhY7aeqsoQ/V9pqXsWAstA1CniuL99Vq9rkZGc9U7d1BgfGf03NhChDW8GFjTKxV2uUBSpFF/OtPRvHr39Voh5yvqzSs64zHwJ0XYR48UPaVMFaMKacCf6ER9z+wU7+NZEx1vU+uCFWLoXVgaXkIKoOcFJgfoUiALwWo6FyJb5xWoRwLXAOhSXJ/XHVqzjmz9peOL0dsd6dmQnxQlE8VIcVu4qklT+6BVic+ORMpsLFmjMMqblw1wUQo9q+ZpqkDm1SfIui02747cCulSKzsot8aSLXrxxwEgzEdKAQGwqMggIrOuoCyV7/W2B7IM6G094rMXkSPVO+IzvXjJivi81S5qlu6lm0doYQFqBr1JQW98y8m893qJUCueb2+1wNqBJkA6F6THzIntzWV1dS6OwqNkbJGeT26xATVoL6y3wjZ1CtHRm5p94ZgxFdfaHFU2/ZTs4AgRhGe/d17PsCjIT4nakI7eLEVRs8KKYAmMGMV/12tE3rWP2aM3m1KJmaAsAZrYPUACeXp1CSg5oC4BqEDJCisKyxyHht5cHdBSq0DPbDqKUrk5J0ZAYgbk2kW/w/NCQ1Ar5Dr7fGiOEjc7pviUwJiWlVgzU0uHkY1BzwElwwWEeQ9bpNc27CagHq7sPBDmLTtAD196NKirRwV5BwRZeU2SHZK+bp5MGUCtytMBNgY2cB2I4m1ZEKkVdYxbPdi4Kb44HJRibgQbulUWLhYTQTmkFyUFvi7wmmbSalrzY+iOEuMOcF/yKxsZp+cMixFSKc1Vo2cgMqXn2toAHBjmZYCWZREAVuko9JqocC0C0tOhTTKM4yaQ05F9/W4nqAgxBaWg3I6IzxfWd6uh3gzQhbqe+ZQQMzNLMiZSIy4nlxxzHd0YIMcDDd4QAUzAZWHG5AJoaREq6UgcCxrlsBhKYoYsXgxxNoRrAZYV6TlDzoxOdS7Qhf/LmpHOmehk4V4rURGOkU2qDZB5BzH/meOL0dsdT78Fyu9mpMOKGAvOHw/IB3ZTqKdCEqcappsF59sDoAZZFeUQML+uuP71LdLDSB7KXFgrWWuHwYcr0ydSKuoYeldxCy1NyFm/3iROgub2+3ssqYMMBPPriPkNLU15lTHezbjGA5AMcg6uzoFeLwFAq+RahtkFs5EqxtOCeToAQ0WcMmaZelqqoTGbJwsApfV48zpGcWHsTsj3dEyNTqB3Ga1OUN8pXTx/EzqsGfCa3qUij1s9oH+2f5U4V+RRvXYQ3VHYWs7UwE2Jtc8WZRj7fHl6UwxI54TsXc/ZjX3o0ms1EqX3+tfvcTOSeH3NEadhwZwjignGULBWxRBIqn5eBowxI4WCUrWjNYNWjIFeaDHFeU0Y/DUpFKwlYCkBh7TieRlgJjikFcUE1zUihYqoFXOOiKHgZliwloB/01eY/+4tI7rmGB0H1DH0Oae3I9bbiOHj2j1xWbbQVkrFeuew70OAvppYbxkD4mlgXeX1AY+/DXj8W2ph6u2K9Zlbh6yOLBy3mh6K0MF4s8CuwZ0Xz1wEg4wVVgT4rKYHABjdu/LzoGk+ChvNSgXkOkOfN0oQVKBPVxqzFBE/PXfQSjvMARcvUp6N4lDpNOwRM/qREaM+X17sEev/8hblAJQDMwJRPJrxGnQ+Yuv6ANI2Lt8AJiOWezrO8Uxi9vCAzm3t4BNHt4rrYOq11eewqaWIOwS+xlhbpxaogRxTE5CWMDO6D99/gk0j7DDS4H37CeWrW+h5wfzXdxi+fQaGhPXVgfW9IUIeZ5LeU4QdJ9RDgl4LljcD4gevFbaa3nlmRCiC+TW7H2yi6URs5lHQ9GpNgcvXguGjoJ4N62FATV9hfh2QD2+cYqXU5rzQuF7eBsTr4FHxEaaC9STQNWE9CsZwA/w/8IvHF6O3O45/Ai6nAXlKWKNh+KSY3rGrb3ZIPxRYTgmHH1jTkwwcfjCEi2L8/hH65J50rRieAlAqwrCRJmVeWLfz1Am8DY8Uo5c9DtAr4cJ7Dh8CuVeSuWjLdI/05LIoiJizIn0Mvqg8XWlucOBRmOf9JYvz9CioPV8C0iciR8sUMD5oj9zK4IXxHem+paXY8YGtbfak32asaqLH3/v8OfrMnDxsAZg+VEzvM71eoxJ7WGqPBsVreux+4B7jXJCPETVpB7Jodu85111Nj6r38UoOYOfpVXr/4eobvW88jbfXDOz8OuH3H054GiaIMsL6NGbqrZYADQVWFRpIWchzREi1/6/qfD0BQqj9/3WJCLF0ukPOirIGxKEgrwFWBXHIRHBmhQZGiSUrNFY8jCtyDqjvRoz/9Mc+t2wcmN58dYvYaDLnGfHuAH28eiNSprDsMDKddZmh1zvIdUVsvFEzhPsjwu9/gP3nv0L60yec/jix+3VULK8Dhmfe8xbpNapHi+DiFbhcRs4NwSYKHYF8MI+YOK9a9wcIaKwVFEBem0NlfT6JEVhSTxMjMUQgKOoQu0Grd4ctwjPrNfWeNq8AWossgBEuAFm2ml65GVnfOh228U3BBclla2HkWnmtBVi4MKJtGrnDR8HwaLj7lwXrXUQZSNSe7wPi1XD+RmGxootQAy+oUuXGYZosxyO4zFxVrmVd+X8ZNxqVBSPx/DyThjAkglYeL8DTGfH5QoP3b99DYsSYC+w4Qj4+Iz08Y/3d1whPM2ykebDDAPnjD9C7G+TfvEJ6yNDzlfuVCDC8IhdwzRAzxGe/v949oZV+4sx1HBbSi4ZPQDoz7Tu9zzj84zvIP3yFwz9/BMyQvr6Fzhn6PHOe/v3XSA8z1/d5BaJi/uaIcClYbyLSvz794h4PfDF6L47OdXGSdueZRZAL4/y9OlaSLQOIsmzduSvQyK2SC5FNzbN0crqUSl5Qq/mtGeJCk1IqbM1chM0Lbd5qLkSkOalYcu2pM3pU1usBmzQQjbQBaHSDrrG44yLum0G2hrdblCUbDUK257ZamHQD2VF2tr1uX/TvgJcWaPTrp5E2yPYhDZrc0o1o9bk/fzRIc//Z8fUEtumLCjo8Gu0rqDi4w8+106PUsNOM1IpaQ9eLrKgduCKBr90DWdolh1C9DqcQ16XczmmowRBCRSnqRpIDZeo1QK3QIL0Ja9OFtRRfAjWG5Bqnnt6K3hoqxY2H5qCDPRwcQpFkrZVzrAIYh15Dq5EGqAuTN8yAf8EyWa/ptXGnkfJaa2RNj6LHLWIx2Cq9cS3gBlD8ubDVxlotSy8Z8nzxtG5xLitRqLKr6fXUZiOnm/XGq00oQtzp7LW+Nj4AOY8tymtUhRig+Y7gi0JEs2bAHH0pXtNrKU7OPW9HNAWsBwpdwJStnAprfbr6GvIMiS6ySeVdlVkXoDsD/F5AU/hREYRZumFkuh8sj+QMUWUkfJ35fcfB04OR6NT7G+4nOQOHiQbF2PVBzkTKNtRrc7pRCrs+DMPG58vFSwleazN4mtq2HpJonU08g1W3OUNqjBAYAxC4ZAGyBEAP3GfH6OlyBgs1CiSx8a4d/jJz9sXo7Y7hwVDfc4JaNKQHwfiRufswE25sAugcML2XLm00fKJFsaRUt6iVN9AMGCJbjwCADqzp9dqTwA7eFdkAuUTYwesKUaGX9QWdAVEZAYLk7AYmCIvAQugTv7UIkdpqJOCmMm1RWzwLSjVoEBRThFlgXqdrC65DoM3ra/DNaocma5O3Lbg9JqYDZXaUBbwwmPwdZldZqAa0NiFe12tIy5bC7MdnZPWWgpVsEBhrhIXRnawca0aKtUePnTNV2+boKWEVAjhyQD1HLIWwOVucp5epoFJC4P7ZRH1nxTJor/HJDr25hrir6REdbCbsIZcFNgdcJ4UtClRh8T8rUAS1iZpnRQlMmVoR6JXGqimL1CF63TI44AA7jqig3jI6IjpxcHl69Ia+spaesqpTRFB1Z0ARL4bDd/TQpSjSE/qmJmVL92lxxOKFHk28+hh7pMesidf9ZtZ5yrQBw8rk6emFz2cHYlJcQbC8mWDhLeroRGnjXKjDVqst407to+4ivl36UqqxXACgOlAlzKXPiXyKGD4RuNEes6jIExGYAS3TIchHfuc+/9UjVADDJ+D4XcH4bkZ6CsgHZh7iTOTP+dcR+VRYE/VrDr1sYKj3K424ozQ1OIpcwFTzRWGjYVU6DxYMiAaxiPLmBjoNqFGxvjkifpoJWqmG+a/vMOZCg/d8wfqbN4h2D7kuuPzmhPHdDLubIPUGZYoYVWGHAeXIJrn11Q3k5kgf9mZAuSU9a3lFg9XkFssEiAmy75VN0LwMbCNUA6PioRj0wxPkmxPkmalqPSTW9HKFPDwjvj0ifLqytvp8hR0GhJktnaJgy7L9wvHF6O2O578WzP8pA1OBxor104ByCCiDoRyqUxYMcsrIp6FTFvJBsd4blv82Ij1lz7mzvUer3wFg7cUXmh2Ehm2t5EQVGiALijIFTqypFdbRQR5SIuDe43rHqC7fZ4TbFbOMbM8xKZoCSufpGYiadDWMfFK24ohsBrqMA2sJhwz7bqSnKtyAarUN4ehRUU22pSl19xn79GakB1edT9iJu8EdewWurwQmCWG1vrGx0N0QoRsXsBnAMEc2nYxeJPe0WtNQJMCINa6SBHober2x1f3EgHhhh/lWM4xn8vYYDUbMd4rT1w84ek1vXiOO40JeXSFPr1TBEFmfuywJU8qIXq9r3ToAdLHlXBWXNWKIrANGrVhK6Oc+zwMMYCse5+lFrYihYs4BUStuxgVLCfiuCvJXNw4P9/lWJ9RjQhnJ+dSkWO4HDB8XIiOPA0IKqAMjRI2KfEOeHrzXIQzc3L66JR/yOOD5VwHPf8MUWnmVsTx5zdCjlHKoaJQFXV2G7G2GXrXfH2mR3lT5ulmgWVDGus2ZieRxXRSyemNQd9psMOj/WBEeZ4RnAEon0IIgCNeQpYD4qbyo3/XMQtQtAmyGEOhAoG4YzRAfvVbVIhs/6t+PTNF6hqQZ6yb3V0ZQNN7rWfMbYL0JqPGA9YaRXjxHLPekLIgrzzDSEzo3LUIKAjtH6JmQx+6IVuq/1kbrqS0C9Cj7Cu+UvmUzhu889SeCejNg+PaZKc1csf7mDcLDDIig3J9w+BNRnTITTBfG2Inn4Zyx3iWkD+jjJcWgl4Xo9GJYbwRhbhF9Q5k6kC6g82fn1wQK4gLMryPi797i+lVypHDF/GaArgMd0NdHnH81Ip3oLOg6waJivg8Ia8R6EIzrLfD//pkNvk2DX37J//8c6QnIT4E9zKIhPiniE6ANfhsZ8WQAw9NWlB0eeSPHd1fow4UToWlurrmH67KWDqvu0Grn5qFWjwIjwmFgfaG9FqB3PqQOER7HgHh2Dz8GFADpWVEXc11EcBEswkDJfNMfSIYNV0EdqB9aqyA+0YOsJSE5shPAj7U3vaZXo3RkqLqD1QAh+5pevBL48lMyZBbIXxo/FgQX6y0j63Q17Wp6ro3ZUHjhWhCW6M0+dzy9yGiOUk/VyeZ0ILr2ZjN61RDOGeEYiUZTID5n1CkwjSoALOL984B1ZTeEdQ1UyM8BtWivy4VAubF1iZhj7P/va3oxkqdXq2JZQpcwaynNnAOWNWL1mt4yRNQqvRODaGUdUSvWwmvAU0J892lLoU8jgRdmUAf46Hlxnt4CmYl+kOsCbe1qLjMSAJlX1OMAvaxAqdBlRHj/hHg7QJ9njA8nzM8UALZE/mpLxTGicuOWAc00euUpENnrDo8WAotKZpYieG1YVnT0ZpPIazy+mluKAKiLIZxn6OPzltbNBeLqMT1lmyLhxW1cmkZnaGhpY2rUo2ALNJCydl0y4HT4UXoTqhieDPkofU6GKy+8OU6N9lR3O2uYgfGhAEKB53ihwxjPnHdNxq+pioTZI19xgfrMhWfCMeslB3MuYzN62LIw4UotTXk6U2klhs4J1mUEhgT5+AzkjIhX/JrvPiIcDyivT0xZrploXzPgwwPk9R1wMyA9ZujDGeb1Qgl3rPGVgnQzIj0lOqPGKC7O1ikevaYXWetPT4Z4NQxPBfHhivEmIX1geiAlorPD8wLJFcNN7EFFuGZm0HREuFJ3OD0tP7Gr//j4YvR2R5gN8QKUQgMQvQN1dejtVotgZwBTRhbhaoijG7IhbdJIIpvYK4A6Beh12dKbCtiUWDepgFamnSwI4J54B7uowsbA9J+nidqxz++LS2QxrSNsAumesrhWH1OcVLvQLDCHjCMLxOdNj+KiwSqoyOI1MSl8vjadP+czsi4IbHUx9+ziLqXZEJ7G9zMlRmPWU5ygoWtQ8M9liwBsaDeAr+tN1eBEdNa8MKJTRqQYpKVFd7VCMfNUsZ/QI3WpQM3K66zsGlCiohZ10n/weqm3E8rqeAQCXKrWXY4XPb1ZS0DuXwI836oosnUmqEVRK6kRbGyhTIMGpSZnEb9fO73INQOXK+Q4wYpBKsFQkhPkulJlo3iNK410qrxWg1LpsLV7oAfgOrNGc5kRFjqFrOl552zj/G9RXKcsrCRgl4kdEQC+rs3bTmuY+Vpp0TZcq7ERl5ctbSq+geZThL65Y/1xyTQ+UZkF8aisjrHTWzgfNnQr7zeAWneyWvytc+5zIt8MSB9jf669jg1S3SBHTpZy4PfovSaxRX7xDIyfDPGZqdgyKeK5wjQgzobzrxTlWLhuW1DpDmKZDHaTkdVTIwrYRTcFm2SQWVAn/96DEeEZDJIDbBrpfA+JSiufLpDzlYjdVwekh2fgMEEuM8r9CeF4AM4XrH/3FdL7K+w2AscRdYpI5yssaG+BZNPQBShsiCj3NJTrTWQd0411S2+2e8j0ZhP84HiVgTQI/fAE/NUN5OlCovwUCepbMuThGeGbEwE2qtxHh8j05lqhWaEPV/wlxxejtzse/w4I/8MZx8OCIRZ8+HTC8h1ThjhlSCQA4e7mgg8/3FIpfw5Y7iPW1xnnfzxg+JTozcy1y+iUiQsnXgpMJmghjaFGQTyXLs4q9ywE5FOAzhXQI5oMma61izCbCua7gOU1oxy8XnBze8VTOEHGgvwcew0OrZuw1wTCWFCKIF8DZKjQVHFzuuLxhxN0KpgOCy7/dttRd9XFmeuOAtMABubtchpptnerdvtDRX3ZDGHLVO2AM5e3inxI5Bv5xpYuhDf/ORmysLAmQMqCG97KyG+TIbNNhqxGaPb3OIWBlIX2OUSVpXPaKAuJlIVf//oH3I/X3ivulBbMJSJXxRgyivF3NcHTMuIQ15+UIZsCi5XVFM95wBgye82FgjlHLDXglBY8LSNyVdwMM9YacM0RQyiIWnFZE8aYcZtmXEvEvwTD83/9FbtIGKNvXe9Z8B9cMWi+QT4p4vOhR9C63jjARKDlDsttQliOyEeFztbPFe5/g/lNwnCb8PEfFOffZWComG5nXM6eel8CIAadCil/Xu/EokivZixLYG2z8nGJlSjVqpQoW5UdJfwIA9O+S9leD9BhCLHC/s8DdMl902NE4hxZY3ozPF43R6D9VnWuqE+iBthpf7vGJNxYDo9XUhbO84tsSxlP3KgdON1aEPX+kCc40IXPX35teP4NsNxOWO49+3EOWO6IDo8XIFwdLd1q6ZkYAjpdCeHqJYEmMO3oUfNGrLgq0pNusmQebZe7ETYx4g/vn2GHAfXmFfIpYfjuCevvvoaeV1x+w5RmeX3C+ndfYfy3Tyivj9DLCrmu0POM8uvXqENAmAsu34yIzxNkpMNeDondOdxBWO4Zwa1tbbksWT54pBd4ndevgeED07yPv03Ip99gvlOsN99wLA9Ub4mXCtM3uLxRxN+QstB6bS4nQVh57ji9Af4/v7zPfzF6u2P4IJh/mPAwDUCs0E8J4ztFHQz5kmARKGr4cImI79iwVVbB+F4gJSA9LtArG35KrkiOyNTVa3oNoSmCuNLTbAr/YvD6hCKCQA538XkYCNLwSCgfFeHMlFKOCc8G6FOALYr4rJvyQevN4lFb0zsMFyUKNRqeVoU+RdgccL4GpPOW3mwe6D69yQVpLrxMIE0rwpurRQCAJE+jpq0e0ZQkANYf0rNh/FS5URhreWExgnKADXSyA67ozNYknY8n0tObrd+fOk+PBfVWU5CefhUD0yLZ2xEpHZDmoNCQBnx4POI8D1AxLDngOFJ7s3HsitflmrxYShlxZ/SaAssQOYDVBJclYYikJPSmoq7hOa8RtSqehwG5Mu1JukPFukbEWPA4jMhFcX0YMb679tpnHQLCmbSLOnjNbS7QNSKeXWZsFuh17aRrvWaO31wQzk2X1FAOEenDFXVUDJ8WTO8T8pEE+OuiCE/0XBpKsTiqTrP3VbsKZq/bQZjabBzKPFVIEcS59SzcHKUyGo3oKqzptZq0ADkZYMWjL/LP4GASTihXbPncwDUFkb3cjen2d8WG5m2PNXHq6WWPtmbQWrqucU9bs+VwxYZuNiA9kFB+/L4iXqTLkIWr9708uAJN3VSG+uUFoEwV8NSxKaDuvFryUoJHgNWbBJsCiICcuYc0GoZN3jViXjvxPDwxdTm+429ZC9L7Kw3eNXN8x8jM1DWT63qi7JcsuYsBaNRu8ADSNiQDIbtUWut3uDLb0uge8Qlde3R4rjj+4QKTAw7fziw/vBqgS2U5Yy6AHBkxg+C3GgWaI8JsWGfF8MMXGbJ/91EHwMYKnTI0GPIUKFKcgDqSxgA1hKmgjJFEW4V71th4QK4+UoV/t8eJGGyRBWG2eyJrO5q0lvj7+SDTdWZ+TkVvX2KpIg0F2QWkOy/OQLAKPMUQDEisddUijGBjRRgK8hAIahkLaoo9nVkbZ7cZX2HUxzYmYCquEYitbQT8v0ZAXLYJAiqQmHUgCzt4t1QtUaKsy3n9FM3owY2eX4LDn7ugrQAVHsW1zcPHsUV/onz9vpu9rm4E23h6d4tG7agRGIbcgSyqEYe0RXINsDKE0jOtYzN6Jghim1ayA1mqpzSnmFFMkLQiBtYKD8nFkE1wHElAn8UQQ0EK1f+uOA0EsnwaqBhi1aBOYbHwGV0jSM8QAJ5RbXOqWn89AG78LSuoQsPY67M0QHUwYKioI++ZeZPROm1AFvO6nI0VFdyw0QxFMna/LgIaLgereP6rAa+q+j0bd0CSyKatcvF2SimSKxYCQTi5QFyOTFTQO3I08IpLlwHo9CE0ubKmzuLOFbtS2Fbne7E+fRwdldyNleCF4HoTdzBxNZmRqTwthjKic/saClpsE2fvn/Hih1mfJunXwC2mnroVEAhT/TW5ut6vdXUnxNCJ5zZGpr3vpg5asdtI1LgqwscnIBdyOkVcRtHLD7kynR4IJpIL+ce6eruyhgkI4pG+j4VyH+h6oZHUnjIIyhR9nnkX+cRB1mIo4qC0/VwO2/pu5/pLji9Gb3eYTxpRQNTDgTbhdhNbhMbPlJqUnLhNUigTVTavkKjQZVNc0Zm9yqQYMBDurtfcpbHYK4/yUbqUF9B/KRUV1BQ0FRdodltk3CibOn3nzb34cp/9vPjSbhTRUoU7A+O5+J5iBDqwxfpzm4GqYl7fMXSB6Za2Kbvr2p0LtkVfLbITo1e+yTPZzuhZv8YOIKjbYz0Vuj9voz400IHfh/17GsBFAFSnYfy5o/7Mc/shb+nN/lir45n0n58+/59fwO0cZgIp1CZEMU7RTPHyBvrhd/Qfl9WStfS+jLIW1kTWwm72hRkGzZXgDkOvlbE/nlFere09io7E7f83Q6DWU9/u1mzrqD3nGyCjMXT0oinIGd05W9CNp9fr5ZcrEJnCQ/WNeN8oF9gM2+jNnKuxlmkGK4RDSoww8/VsBikjnYLrDAnbRkutR+nRXOvf2Ck5DfgF9Bq3dcSibBt/T4+yrt7Sm+S4efouAnXdCUMonWRxfmD1gRVxB849bXGHTue1C0XjOkMCtTRlTBTJAFjjs9sNtHIcIdcVGCMN3uMjutZmcuSkC2nIZSYgJrkgdQwI82FLPwrIy8ubQhI8Rdv2KCl8vlGF+vrdT3/bBxT8fwsGdnvK562i/szxxejtDgsGiQYNBTFWrNE2YeXAqAjBEFNBjgYE1/CLHnVFAg0sKrSyxYtZ6Dy93jlA6tbZOqq/DlC/kewArls6ppGzgwAm/jmc8CYAnBRdAv+G8rsA6JuRNQMejG8KPlv8vVn9bzfmcLRYP9pn+d8vNiNxzluVl//Lj1/rdmfzjD1iU6dcVUd4MXXjyFNPP4pvjpJ2G4hvHuIRdfd6feOsgR+sQH9PhZ87tHFkTY+RoHuOsYkPGIIYVAxBDUErgg9EUm6qsdXutCIoJcNQdXtcDIMyLaPBEEpg5OcpUkqVWacmlCr93EFr/1zV6lEf36PBUMfAqMY3Bg0Cc5Rqj/aikNcGsHeaK21A6b1TpSYiT4EbQuXrZIwoI3Uom9CyJYPGihqbQfFILlafI9yFa1VINFixbe74HJPESM88ldgEyDmotc+jNre7gxQNdYy9watF77bQRNprJarTxw57MrpsYtJsEs1IUKKHtjFs07QaI78AbvjN6O3AMPtUZF8Htq2T7rB6/aokRnt1AIqDYFhftR5Ni18K3wgvK9CZ7dmWnaMr7sc1x7B1XGjG01IAppHRmI8Xm1QHF50egEp8QRjJ1awT65iWqLkqPjY2JJ5PuD4xklqDFGFjYmQcuKftI+G+7n8Ute6i4ZbKHVmyKKODuRLnQc2kEdXooJc2zo4taBmisosCf+74YvR2x/ROcP1uQD5ErNGQPgWMP7gM2ZnpHhNgPkeM7xwosAimHwDJiuHd5QVlQc+kLOhEgIqUQlqCClS1S/fovifVkDAsRCxhzS8Wro4DxLsTlx1lwULEUsVbvwgFp1UcLce3CzzvPys9r4u4LJdhWRTxU4AlRbkGDM/aF04ZjPWYJhAjDpvOAvFzN8FpXssWJVYXHpayEflZ9/PXKjA8VEzvf5qysAFZdpQFg+ua/gJlYWGttHEe9+ChF5SFmZQFCBCfV5RD7Movukb88eGAy5ggAuQ14DwNyFmdsrDRDswoL/YUf9xaSMS6IouZYJ5b53TtlIV1DXgaMtaFndPPwyZ3JuJOTab02dM4Uvj644Dhv//JB7sSrbeTITMR6PMV8f7IeVkrgrJzejMcuFwhb19D5gXhcaCXXyvq7RHh+4+w8A3SHz/i8P2IfKSM23JVypBhg8qXicavgSjCDMzr4J0Z0KOjGo3dxSuh+pQa8zqwGErr0+di061nJODp8nzmdx2HF6lHcyFlAKQKtYjOjJSFbvioY8tI0dePk/s7ElYM9ThBH59faHLawL6Pml2sfRe1sKsB53troSQC6AMFmG/+uGJ5Dl2GLF4U6WyY7z36bdGth4jNENSpbs6yryEDAO9O0Fp3vajpDRSx1scLO54fj0Rbnq+wjw8Ujz5OkD/+AOSMsYF4Pjwgna8ov37NVlONWjUk4E/fQ7/5CuV0j/S4cp49PFHgPJCPjHmFrjeIz8Y9wggU05VZmjA7zcMpC8MjxybOhuGh4PgvnyB2j+kPj+T7vTlC1wJ9WhiJ2ivEx5Xz40LlKn07kex/ikh/PP9F+/wXo/cfPV5g5v2hFDonD8nhziFszV9TYIohMIKzECAe6aEy0rMhukclEGXdrzeATYFCvPjL89c/vsr/2Fdt6Zr+1f+yj//li+kRn3TgTpNS4hC3x/bPS69h9Bpc9b+tpZWaHBncO9XNs2zX768R8RRV0F5P7dcGdMNlfjmtu7mXij77Gz392Mdv9/8+Nbk9tj1nu//bc3v8BXbvNzHWW/xF9ZCgyt/kMAnERtb0bkaPHAqgx16vkxRRjwka/P3+YTYG2ETB6XB73Op+/9H73tzz/8ixe2s5RoTbE7vD19QdIguhc1j7mgE3Xqu7yM94H1F2Kdpu1FKnC9gUYXZ8KX3Xsguyi7w+/0qfzZ3t+6PX7/bRIv+2/98XKbCdw8er3kyUoXPdXqiyPVCbK3c3fHnjEb++67QE9b6dlrgf6Tdf0UkXRwYfp03y7pBYg80urt/WcIvY/Tv2NmD+va2NSVvTKXhanM67RUE1ZsNgYatViwCuA4s2hgJvfPzLxxejtzvmV0B+laGHjBAMqwyQHBhWn6jIAjGEm4wlj0zVrALJSjX1X0+I56Hn6lu00kEZ3ianAwiCdGg9zKB5cuCBtxPZS2WZF4WdX3Z9HbCeOMvrTUG8WZEXhSVygDqYI/0YyFIyU1odyHLMyHUgkOWQkS8j6wzARlnY4QlsaYVjvCCbNzHpl4osnhaTLQ1TnctkAZjvdatRAl1lpfF4AGxoOH9jWBv9gK818dc4ms4EvRUSe24ROdMUYlp9L870vKVyvOJN6JQFE2C5FRxvZpzGBdIUWbxreamCFAhoGSIpC+d5wJi2Lgt7ykJSRnqlKi5D6u9Jrsiy5IDDsOI8D6gOZMkldBWWGCrmlV0WbscFcwn4bo64/Pauz6syKMI8eQTvPNJlYIufa+1zR9faU5+6Vqw3Li2VFJppROugiMeE+VUE5IjrW8Hyioos9T5jbdGRA1m6IssqkEKCdb7PkNY5vTihOxnMO6frrJAM197kBGlAFsnSOzD0nnrRsN4GhMvoGQPddEfB+dIzAvv9z7DVe3ZexJ4TSufJ16nTOeoYmQLdeSHLjVAqzeekiYPYfL01Tc19+r5MwPltxHryzukTsN4Kytm5v16SgGdEkKjr2Q0H/FzKLhkWrZP4a9x0dJtz0RDSy9sTpdoA6FJgN6OXXwR6Lci/eUVDdYwI5wzcDJ2WUE5pq4MLUE73HroCy12EzqcuKFCHgDAwC7behq7IAjQHldFxGfh/cbrBessvRq5egK4nXN8EACcAwHpSIoHvEjQbuyycONBhSaiRndPDYsiTIK2bOPjPHV+M3u44fG/QY0IdI2oADg+C4SM3zjIG76cH5EPE8YN0GP743hCvgvhUqPoP0IgVIcAgMUctZvQwffKYbMoOlJIy71elJFS31/qhDsk3EcSZ3ByeN6IsivSJ3k+4+uKtbnDdmWSXZso7xYugjIw2y3PsCjM1BaRH7e+RrsiyLT5dPI0VaXAapwhAR3TCAE2Aznih5SkV0Gb01EhZeCg9TVRTcwTQv0NLifZUUjboJN1YNkABIczWxxXi6VJPndIQOJTdQLHfvCFow1Khg6fpqgEIeP/+iPMwUk9xUTyOVGFpHDKrrK2ZAXUOkFT7/+yn58alAaNMkNcAjbTOqkxv1iXgYSzkrpngeZy6/qa49qZlhYSKxzGjlgD7MCAsK7VFW23OpbMUnn53Dh/MCJooZcsciPC1S/VeZ0ZoeJtvS4G47M74wcUOkmA+J8TWT69pb45t3AhNDxfgekm9n17rkM12U4GQdu+ntzcUxTuJqxPXy+QX0+avFFcS8nsdvM6UtKe/68CIbp8e70d7zLmZANcEnc7dJj8q0nNG9fNzbjMdqxlberMFkU3jFuiSWwCQHjl2h3cFw7N0zcl4Zduc86+0p0l7HR7iOALADgXV4c6tRMAuDHRAdBFAOfe79mYwSN41e42C5SYhzKWDmpY3A9JT9muvlBZ7zJBquHxDlROmmZ3D+riiDorlLpI3FxXIbd4JIIEqSEEQL9YBbHlCB72xRdJGWRge4OniRl0wdl24UpoxLHwsXpjTTc9GXrMKO7FEcdnCynW87hygnzm+GL3dUaOgHFxnMxpyCRRmHoB8NJhHLOWmIl8pSq0LI448AcPHmS1cVFiPc/h04/oQZec3pnWxbjJkTVHDhV3Jg6mbh1qtNwKFCGq8gZSwpU163zHfW3UjZwN4iQR1oIu13wOjwxrodVO4Gf0NPyVD1hGjcP6NG7pqu0gP8CaX2IyoR2QAN5F4rQhXo1SYsY9buBZuXI2XV8yjXG5WjXvG1kLFSdZsLdRALy2akWIILkNWElPJTZElXgo3YAcoxOcVOkU0QEYcKR4dIg2WJSCmguLKK5+3FrIqCNFbC3kT2RZYROfptdToXsIMADAAIZZ+Hg0FEKV9aq2FAGisiLGyPZ0Aw58ee+eNMA0kbY8EHdSoCOcF1RuiylzQGhSjKQatGeHuAJnZWDQ8UlMuThH68RnjMWL4/oLL21sstx6pHLd0XK/pHehkdGL0AOSTdboKOw/Ii5peXba6XY8aWg16cERi2uZ1jcDhuxnp9+8JYmmUAxfdltKaD+8ALGa9hmdBt/fsAWItam21P4AgjkvT1/PXBcV8/w3KpJ2n12rWLRosoyvOtBq4Asud4PiDIY/KfpG1ZSAoVn/9aodE9jGVAugIQANr9ABalwV2bufYSEFvFVZXT/UpkJ4Ew+8/cX9p3711oYgBcUhdOqy+ukECKC02DSSeu9Bza3cmT2fYcYLOJ1hUjP/yDq2jTLw/sZ+eGVDuMd8dEFzkQAoNWltjdMTo6F8GKvakS0W8VAzvL6jpSBmyqNA1QdaK+DgDxVDGG8Sz8/SuGTWqG9nCNPynLzJk/+6jG4HgnrUXk1uaouej/TXb34LW5RuFlWXJxdXRK2snZuQGNR1AC5Ak/rywz9mat7Yopfb3NmSaxNA3OGBvPPbXu7VAonzZ7vsF9x6tpVf9HGpdIaW9ZgOmoBusfcqmj417oAZsqCrd3tte22olL68bL3hO1hCj0oyzbzYtPWWG1n6o1/JcJ9Nkz23ELt0j/TVoNT5Iz35Zf83Lc/VrcCOmajAHnrRsVwiGKhUxEpRSd62Feq1wD2QBqQjFXyPC8/E7EhBTC2uPIRhEtmiwdWxQrd2ALmob3ywXqCrkMjP6CQ4gWAtwSNBr7q1zxLltptTelMMAWVboEljzK9Wl8gqjwOvCMdHmTL28x81gtXE3dUMUNv6Y7OdfQwfrNjeszZ3mpMFfp30qgk2bC9txidB4u5qKiACFcl6WdunLRleoBqk7Y5iLa97algndc/KqO6G7TItYA475XGycOXUHsF2/7can7RmNR9eixh2y8cV39NezDGDb+PSxbe+1DQATPnuuzd1lhT09Qw4HXvt1htXaO55jXtge6ObI7/N05iWOiXvZmjmfANjDE+kJBkZ4tcI+fOK5bo4EAeXiTqdfh23XtOcgNp7xds1tUHaZLeed/ph69fkDvvY/77ryM8cXo7c7GudMim++1X9a9KLbY5vArKf22vMOn7aG+lIvtlZhUbndWN+MRXWDXLfeYCI0bPtJ0FQmmofuMPUW2e05eA363PhCQHtuS+31jgft8fb9TXYr8N83dv/hY/feH52n1RV+7u2y+579fXjxoHQ0n/xo4UhDv/zENVllZFYr/iyQpVb9EZCF6M32UQ7hdyPYzrm9X7ZzYneeKg5CFKhZv1f8POG9wrZpmAg3/x+Nhad8PaKBKuenw9G7BFcfEOlOU0/ZmTdPLa7r2oAiHtF0uHzd1kRfG4Kuzymy41ju1s7nknOMlgQlbD0JrTJigYMzBKD6e9D+v6nwO5XKWqC5UVP079w3x7Y2W6S3IYo4Hm4UEZux0209yvazpyi8mEL+uHp9vvNWW+Zk7zDuzrWBufZGzqfkjju80QBsc+z21xUDJCWOTwyQuGWKGipVBqceiJC8L+LZEHeuhwSkCBmH7lii9WpsxlPhVBHtteIXoLX9tfq4/AgHaOitrmTfg7RF640z2jRza93x/WxbnH/B8cXo/dTRjMfnj/nRRJ37IDfn5G5EaFDxXHuX7to6MxdPtahHHypbSgaArqMDWQKkJJco8/caz7OXIesR026B/ORCgS+qxsHzFMhPTkTQI4eTs7uuJrbJ3CK46qk5KdycCdrBi/reC8HpAn6uX3cNDkgZHX1nrtWpYVs8Pqn3npxFdn1vXS9MBNVro9URnjXS+6ujwFRRTDeQkG9AJpGgjw58iL02BXNOkO9me1sif4GFFzF/nbz433Y7pPs+fN3unO1xCDd82T2+/3wLhvz2loLKxrpzmCLKFGGJTlIYI3u4eV9GmM+zJr5cKvLtCJ0TuXwjCch1CoDcYz1F6OujNz9FdwK32li7R6Dizt5J3DtiLlm3d9Bk53xJ9Ugdzbjvzovts8ohItyfutPY6koQgdXa51GXITPrjqap89VabX1/BIGVof9richqKbYhONW5dgnOCwUk+fz2W93ndlMv29WquyPVo2RxlCKzPW391WhEcjvvtqMTvWtHzzoFfqgFbDVAj8TrANTXN5DjuKFWDwPHwfsnYngFWQvqzcC9KdxRPPrAVlOyFkgKsDFBQiBKcwioiSlN3Bw3VPlpQlVFObLhMB1sx0NUgeyyPo1z10BupQByVJT7CWUS5FsqwKzH2ClIUgz5oJBCubsQBTUoyoHruowCOW337+eOL0Zvd+QDUI4VdiiQWJGzIE4BdTCUI7klUIOdMvJFYcGgC5AnQTmyLqVPC5u9zitwZFdhTEwLyExtOCmGOnBjCs+Lw8frVnC/HZmOAgCwZiVrgYzOrA4CnbeNsqEyqcHnc7ylD5oiu3uV8L2vNtJ9MmCoDmv2+p5or0k0vczeT68/5o/vN7j2XPPW24bWPLJGmu2b95YmUmMoZeK6ng6gafWgPRy7q4y0TVOsgzWAFvHghbfJTssvQ0JKJpl73Buqcw8ACrFiGHI3NEMsWN0oRa/LxVDd0RSkVDpqc5/epAwZUGr1AIuviY7qFAGGlHukGGOBqmAFU50hVKwrEEJFCmxTdA2u7bp4XTMIgVNLYSbZ0Y1SGbGEy8o6Z2b9FEowgo4FuhYS3bMDX2a4tqK54wast7wv9VjpRAhY5wbYB09dM9OBHOWmorr2JhWHCNCoo6ER4Mlp27zM1kW9FufC7WrV7HyyQr//uGVEWoug1j9PFY143id+KU42V5YH2mO7LEo/V3Nkx4GvzZk0Iz/C8opArmqs4c4vncem7doeLyOw3AH5nXpNlMIL640AT4Z4dp3ZysjW1Dl2GSBfTxEvG9S/1TlZH21rgtxcGdDTq+Ei0KcrecFBIdelR3zAxBpcipDzFeVuhD4t0PMV5f7UxaPlspDbNyYqQikQhgBIgJxnpk9TBE4T9P0jkCLiMUEs9T6XgGvpNsR1EISV3dOXe69dumRmdcCfRX0RzYo/ZipUDTJP2oTNUWgygn/J8cXo7Y4wA7IwvLcqCIv4DRHogJ7CLIsiLKQQ6Op9wRZBeObEMXVyOmjoesPKpRm9Cl0jJ91lBlY3emsGQoC2uosfIl4jLKk3vIzXAbokEFjCbty6csMPi6CGhl5rq9E9K4ANPBc+V31C6crNqYTte5sA2oAsLXqTDcjSPPE2abH39v1o5ORGK+iePgArJKaGS911T2e/PKkvgSxNZaUBWWARUrSjDVtE3QrmjZxeB6U83FpRijky1twIZABsQ2NB+L9fmwZuUHlllwARQ87Bf7PtT61MVdZIQ5ZXl5ZT3bh9/rtGpjdrJYm9OrG9ODm9OAE5r5HahACsCkEz1VAyX1MLz1OKAqtAzytkXiAxoCqdrJYKqpWNQIMIdKUwQk/ttVrYmmFjYAuXKULPvJlaA/Q8Q+qRYKDZhcVhlMZamYrVph8Z6GiIC07rIpBFCHRx50ML3BngXGgoSO1e0DaPpHJDtB1kv7pzApfTIiDHywixhREN8GWbAdunJVsnhfYeYAO+FH9OSciW8xVIaQOTqbpsVusPZy4ZthlmbbJh/pEtqmukdlNDWIGyoIt1i7f2kgLiAXq7JvToWtyASAH3h70zqlvqtI2hFneyC0FLNrLfoFQDLksXxkAupDUEGn1ZyyYeHX2cQwDm1aXr4Dqv5hqnitqENmZ2utCFyNx2M9t4dZL6QtyBLugGUVeu63BV9soLCnVKl55XICrCNfZ9QhdeSxgV4VoACdwX/oLji9HbHelsWC+CLIziwkWQntH5JaEXXomo0sgbF5/ZWDLfj0T/+dHFaxv/p4wdQdb6dL0Iyd1DtaCQo8v+eLqup/Y8LVqTYnwPP69iXQXTD+z1lZ5okAnl9tc0uPhIgxavTRZJkBd2iiiDoBwF0/e28762DartTWHH0wNckQVwLuFm9OrAhpmlCWDX7ToAGuH0RIOnCz3vAGpBEgloHSDENe8pZRGEa4auuhsXQBuZsAF5AIRz7pD0sFZfgNaBLkR/AgDpHuqw56IB4VIh7wYsY/TrEVzS0KWhSmSda/VoURbF6hH3pinJz5kbSrO9zt8DNeewCa7JIItAqmAZKje11RGPCsgqKNFwTgmogvgQMP/6hDAfUJOSwzbbi6a5cojQXHF9NWBwqakyRW4syQns2bDeT5hfRwzH2JGt6/2E519FlPHQ09NSgPisVPSJXCPWMiAiTmEQd1425wkKNksN6BzK9lqs2AAw7mw21Ga4tjQ7DeTyaoCubzoyt5dim6yYMYLcc+t61LeLAMW2yKCnendd0i0qJJ+29/kRrxXTB+mAjbAYwqI9S1OG1jmC6dXlRrDeMY3JdlzinSS4DtKzYXjY4QLAc0rlWmX3jy1DEq/bmq5OCaqjIFzQRe9rIGVk+etX3djvSwPm5ZXmQC6vmN5MNyPWm23/0tX63NL1BmUMWG+99FDuO92qHBnhtbU5PlSkZ4Ja1ptAapA7mgA6GrtGwfipIFwr6qCYvxoxfFoxv6b6TzxXR/+OyAfSNtbbQCdjCltFwKlL81df0pv/7uP2X1foNGG5ZXidHg03f6Rg9PVee7i93CsO31vv/Xb8dkVYBqynCLtlE9kykB9mTgZuJPWaNhksRl8bL606hydcK8qgqC7hs8li1a46IAV49T/TMs2vApaT4PguO/S+9AW9bzZbo2A9ksw5PBWUUbGcFGUADu8LyiDIB8HNH1p0Cm6c1bpUlwkQ1kqFE19A4VocKMJF1SKyGhU6k1fVjZ7zo9qmE59zJ9BaEMi1RV1butekpSfpidchIFwzPy/pttGV4tBsH9daoXMmydgAWcomQSV0HHTOnXNUvGklQEMe5oK7/5aYdhE4kZq/Gym/dckWowPUtAf3wtetIwZvwuY09PY0bkxqcopHbePe4N3UJNSVry9j8GgKOP86IV4N60FxfcNU0vjRkM4V+cAU5PQ+4+lvIg7vKPF2+SoiPUc6OaNg+liw3CgubxXTO3oLx+8zLm8Dnv6TYH4dcfy2YvqBG3GY6Znno2D8YCgTH29Ho42MH6RH3nXwTuGeriqDpz0LH2fzWJ4jng3LPdN30zumwlot7fG3EZe3NzQ4s3WKQKulNaJyEyl4QdXZZyx0Mx40VNapBrWfC71xNL8YcPdPC44P+UVLsHyKiM95S9tXtmaCAelVxFMkLaYBeUyB4dGwHgnnP/6pvgD8hMX3g8T0Zno0b70FpHN1nUnSQsaHijwpwkrJLwvAehKMHw2Pv5uQD20fQG90Gy/A/FoQnzcu43ojSE+JFIt7GtEmNGHCewLh6+LFMN8d+rhw/ifowus5/dvZM0IFUibuWyoIF/ekPbUenzN05dpf70c8/2rA9N0Fy29GXL5S3PzBs1MD+4fe/H7Bcp/6vhDWbX+IzxmffreloX/u+GL0dsflq4jrV4L11j2xJAhzQB3ItWmb/nrHLgBlAPJZIDXh+kZw+ta6QoTkVnOqCB49sJFi5CRoaYirdXJxrpEGxJXys7ZmsvQsdWbdhV6yoYzemiWwSzVz3lTDKIO+EGjtCi+Bj60nV5oZOJGHJ8F6FKy3AvlXQ3xcmOaZaWg07655zrAh9hy8es8uFGNqxBFiMgToJfdoqqWczNF2DchTh8AOFBAayoWGqnnyYnDZKPfSi3cMCAGyelq0G0bwWgLTb43yIdUBRBr6hqVr5d/qiDUfd+SKcs/PLxPHCPANQAHd0Vda5CoGqPc4e4FcA3rE3Yn2YQf4kW1jaUAIqeiKNCFI33jN9RarM2GCAvKBc0Gq9Z51cTbES+1k/NZPMFwq1Ot08VoBUeeaGXRq35HzNj5nyOvQ09hlFFzfCOpoCFdxQjqjpHxAJ2MzJSc90iahkfqacdcFfZ+ByEeupQauSqNgvYNHe9KNngXg+CfD8FQ96qkObkBfm/FaGXnV7f60se3OJtAjDQjFoDmG2HFCrbe42tN+4qUgfjh3rqM8XRBe36B1pK+nEXpZEZ4VKIb59T3me2D4pFhvacg1+/evwPT9jHiT+nW1dQ4AdQwoacD4UDpxPj1nlEQN1DoKhk+ZHLVrJbgrCeJFMX4qdHq8XVSY6XCWRH3aeEZPzeaJjkxYaDjTk9FxbN0ehA5AczS6jqa2ud7qdkB65loP//It5DAhVbY3kvN1Q6fXCrteUf/Lf4I+XiHLinw7eDahdiCeZkNOrWRBwYCSBI7fQTWfuy7qYbpfdH/++GL0dsfwULE+AQ0Dnx7pueylqRr3Kz0aQqLXNDwULCfpqTEYIIFpIwD9N1NJBGyoAwSYZmi1sG3iQ7xVUbHeh47Gyzf4Yi7dxfRKvLA2JtWjJJc3C6NHXu4N1+TKB89cJPxAepDw3mdt0TF94YNjBsFOl7LBhAWOwGOe33qahsogspaeygX8ueCTW5SRldn2uvZdm2HrqeECK8GjuwC5rhCsndivDgTqbXAcHKTPV76/VqZJG6JPFQjCztCuDlzHCLmskFoRn7k4w+XQowPxzaq3QmmRXjNQC7ro7+eRXm+r9FORntd2LHqquDYnxesg2SXFVkDdUWmRHoWZvT1LbVGo9doTN6rSP1/y7rWtdpQpatzURjheu1qMK2akJ0FdSSgW3xDTI8ErZUQ3LD21i+1vXZim647CzpEIF0MYNiGF+OzRYRIMD26MBk+jtshZpf/AeaeAZ1NCi6gcfds5nNYpHZ1nCjh3tV2uoyFduac7MW1baBxGczWY44Q6JdadUvD1zW4QUmlI0jPXV37WLoqui0ftU3C5LU8Pr0ZHJxB5vN4AYtrnHMDIpwzM0OgSsB6V/48bSEazbkha8wbLnqFoqi7q8nVhAbKPrWZgHQWh7VmemmYmZ8sy/QiF26JcB1LJYWKNT04cp9MB8nj2VLFCjkeoi5vDWF8PywA9L54yZpo+KPh7UaSnjPVGe+Po4EpCOrMuGZa/zJx9MXq74/I2YH4DrDesKdVBoSu9p/V2M3rrHe9yjVRkgEXMXwmWd5EbmGBnLLB14/a/mbLiQ9xYQvdkQhTIxP/zUVFW7WmPpufJDdA6vH6+Vyx3gngNHSFVBulRXU/rGLCeiBLLEyPBfBTkExCWgPXIBbO8HtihWLiJEC25y/UP7MhQk0eB3qVbinWaBsDxC2Pc0oOOjuzE8iAoB++WsHjE5VFsA6BsIAgqrtDYCMIpMZrz2kQDsdTkqEKlMxFvBuQpoOueAj3lRvg+6wnmG024GSDVkI+Mcpb7l1HMvhN0+7tpR+riaUx3BLrRc0h5Q4a21jLN6DVv2ry43yI9goSkiw006atmMHUFkX0asB6pCWlBsF5IV1hu3IlZB+SjaxlOjOg1K/IkyKMg3EesR0U+AeuFu9dyn7DcKMoE5BW4vhLMb7BFepkqLDXS4NWxWw06cV7PFG9oWge86BLelVYqXBIPaDJccWK2hSlh6VSY5hTUXeq+RlCnskfK0h1T+DzoPLFdCN6Rf/6ciQChOacejUXpBhbgxr/eJKRqvT2TzuQONth/mSKkON/NDPOdYn5jSE+K+Q3vpZYGkNvvAYBg0/kMC72F9MS6n7Tavncep6PiZY8CRHd4LXjn+tVoDEcADkYrXldsY5MPfh8neJaIf7MNEcdZfbzyuI1nlxZr6c20je16EyCFER7kROdzEGDJsPsbr6UzKzS/PWAILDHMX41YbgXLr24x3ynWG6bVy0BlpOVOcH07YL7XLvmmWRAWIBwo6bbcfgGy/LuPeDXoTA6IKYvE8QLUbL23kylQZhaKxSO9dDEsF0E8b3WoGsU9e9vQXdg86NZVgN78Z5JZ7XnBy/Tm4hu0tI1xq4u8oAVUBwuYe6e7qEyquJdOD5iLyNM5eVuMnUvUi/i71EHYedmCznnaNhx0Imvv++cbVUNK8h+B5sKIZS1+Pqdn5IAuHGz0sMWNHlSYDpUtXSatEe9K2FzTM9VLZqu3nTBxM3otIpLCNHEIAlmq1/3aa9NGwSi7KK6PJzpwQyqA/Wv2ac5+PkfntdcAQGXmtgL9PHsSs1Mmt4gzbPc4XpjKNKERC4v1xzagUUW4BsQz05vxqIgX5v+kwl8rCBfWawAgngvSJSBcBfFKAEW48vq1Iw/ZGkaMXCzg5di0eQoR1ML3t8yGFOlOQG9N5feTYA3SG8Ls45DAc8xAnFkrZ1upLUpq3xXYULx7bpx6nZpzlePYwFHqEXKr6e11YvfpTS3G9ehpcdanhBmOBqAqLVnkBuji7YTOm7OzN3o1EeDTx68C4hzTMtFJ6iIAeRMTZy2S9T0ZpYuwl1G8vZN15wPgfaqlibRLT2+yH50hzv53ooMl6lkB8dqyK9A0abGW3izVdTKzEbSy1l5+wCDMnqyZ44QAKUSNNgAb17shXphlSuct5SrF5/MYvCWTIDRkeW5obwLU2tz9peOL0dsdy51gvTPkkyPwQA+jDlQEN5frWu+sI8xY9xNXDEcv4lP4GB28AQDiEYzmigoaL119kzWBROmiqd2IVcCw8aXEIdUtZUFiJlAOrLuUgR5QS3XUAd3T08zUSPOaa6D3vZ6A9ChYT0ynlEEQnxlRtRpPR0q1+loE9iK9Xd1+fzRmdUvLNh5csd55oqWxujZfFISV4JcNSm0AvA64U6lpUaW1Dc7VJFpLITEq2NSk7XaiiSwjCLAwLGFbExpUUQEKOxYA9HzL1NLOHmntovkOZAEgKzbAym6jaST97gTFXU2vRXDq17dgi4QMrrVofM6RnC2t2p2ONtyuoNLnSbsH7XnXHOXg7e7TPkW1u1/7o4zO0xvoJOnqtU4TlIl6mvwM/MjomTAajr5Zt9Rw+9wyu1hyc5iiULfT0bEkd3vk9wdAF6aoW3ZAPG3NVG7t12G6OXv9dTsUo0R+2e6ItJRu3Lp+UK6vWUr+UgdkiBn04Qwq3JDMXaYIrd7h3Qw1TsgnAm7yAVtNb6ABT09rB8S0MdeFteZwDSiDYngo/brDXLrYRes9qdmQHjJreoOijHRqykgkMNOWnub1ulcDgWgB8g6Za7Khsa3CU4nN4XLaRZtj5n8Hvo5AIHcoz1fgdACWTIP3/hPlziLl7bCsKFNAAoCFPUbJg+a+1eQPucc5FmHyvcL304qtfyYzW/tJ/eePL0Zvd4wfKsp7gS7codKjYHrPmp5k6Zu4ZsH4wYEuF8P0oaIMYavhmaHqjtBdNkFd7DxQrdY9w374ptwADftcequjMaKpGD6596QRYsDhXUEZBemxMM0XffN2/psYsKxMBcQrDfZ6YIpm+lARZvIPp3cr4jMXdjMskmvfQGVeHchC97QhHqWy3tEjvzFAzwt7BDpopSEuAZAfuDDC08URpyKQJSMZXtb01gJr5Pyo0PMCuSoaPUAKo2z1Rr/mUWF4nPncjrfVoNaoBOHIGnt/rnBhnSE9kS4yfBxQHZn4oqaH3QbmNb2Grvypml4Du/Ta3y/U9KqnpYkI3Wp6FmVLby7bZsX55ZFHS4MVwISdE1q3hBdCAtau21EftosmP5N/S8+G8aM6UIrfO09Uyi+TbGAf274z4BkHj0riZRubFoWKMWtC5RyukfQEJ7JznUlFT9dDtrQ+xCk47gA0o5mnHZBlF+l1YWh30oojmxt6U4vTQ6JABvMU5z7bARy+dSHmJhTvyjB6WQEzxE8zdF5RDwnI7CKSHtVrelukFxZeWJmoCiTFgF2D45qoDjTfCoDQjTCcitLqepqJFMdtdJUiprGbilG7DzlqB+moIz3jzJplExNoOqr5sJ/L3PMYNfI+E9QiPdJrZRR2gacIAnKBPJ49pSk0eJcrZdHMYDlj+DiT5J4L0uOKsEaEpxlhnThGV3qF6lFkeixYD7oZ7GwIV9vAf292HuDPHF+M3n/0+IlIuompAthabwAdSWgtEjFHQpovmOoeZVRYoedpUT1CEBZ/Cxz16HWvfc6lXc9uMxNzceb+f3tud+FGb23/ng2p8lPfeYuyugEx97I/e/zzY6/c1R2Az1+6U8jgBiZ4wXlrlyGfvacJHLfHPerr19LSXE6r6IdHfntJts/1K/dk+s///7yY3ySzXrxn9xx29wGfvbePh/34M15Ife3eB/jGFHeRom9UvW7q37EpVljZiRi313tvxxfydbr938/xU1Pjp2/3Nj6/8NjPTbfP32dAjwJMqUDTEJhtvtTIn30K+wWQxR3IJrjex9B9yyYv1mpyL84PbPN8P79+6mjOQ1cJ2ubY/nx8Etv9btkQbBkWRlVtvaGnvV2YFV3Xs63nnePR6UHqIJ1+z7eaHV/H//t72jzxiGubT1vktc0V9C4o/WjKOAoYSHKXlNCR3TFyLEXQ9YqF36nNzz4/GnBpP3atfCJ08jg4vzCJ/Phi9HaH7DaatgnJ7seAlwNru0no5OdNNHVLpTQ0ZBOFbRFhWzSMchx0sDhRuxo0sm7RNn6dWxMvLuYyEnXYJnJNjvryzaBvXCJdRqsGFy/2TbCBJLZJzw2wtmgsuSHuix3QzG7wNOAGaZ3hzaH/TjWoUSEpMCIUeBrJHNjiNcElQ1ZjK6XKx2UtrHe/iPRyR3aaBWBZKQ9VpKfspPhzWSDRgFohywqZvau2Gz2p1akVoDo8AIlMk+qS+b419tRkByWB49SQ0e3vjv6r/rev5Rc8vQDftfGjDWOvobrv6gFjpNHv0f56BIBHDDob1FG5ujD91xBvBMcUIuLmCs3V+9gZNBqCEkTUEXOrOYCmeJ3GX+vO2N6Y79fBizXRNr+9Id9FmC+ciLp7bL9/NQP/2dGup4G5Wi2pjbsuxg4VDnPnGtzXcP3jwubgNaK8FtvS1RVb6r45XM2hDZ42bEouvpZQhR3di7qj6yLxhefSbEzJZUbh3XGJbbC8rttI82EzKJuTI0558bUadestuKuzN6pKWLfvoJ4R4H32OlxBHx9Gn2x3pRlEjXs9u3EHS2YUqOvmTJC76/eiqU/VlrsXSMlb2yYR2LovaFbvjsFrlbX4PN4QyLo7t+Yt5RoWF6Fea8cm/CXHF6O3O+rA1FEZuPrqQNQSH0P30upg22uLeC2NHDNxZQqLuxrXzgNifakVwbkoqYspm0A12PalEZQ3NZPQhYTVb3TfMHfRSZv03XN3a90gysDmuTVwTn+fb7Y6e28/rwPtgSC6ZFTPLEqhwTIlORzWACgC9YK/1sz57wtCjd+PeGRFHdU3DnqHKtJFb7tHHSiUa0aSelgH1+gToFb2kPP0alv8YoSQ10PsVAbSQ6g1SvFvwMbEOokDE9p74Ma7k45fRJif/W7j9/njPUJAozRtj++eexEBfL52ZXv//jkTIvJ0aIofvP6avNbrSjjke22OTEnoEVFJnJMkO7dz8F40dGR1InQZiNKUyoupiWukOnG8gX0INvKLdINdBtbnXlAWdk5j4+kBu/NG62IOjafX0ZQtim2RS6sffxYJdBRn+9s9ll4D3o99A6aIoNd62+ft7oVc1647aU9n6MELmi7pJnN2vmcB5IY199Hr7BHklK3o8P5w0Q52a49xbwiI14B4JTQfRoUhGYLXICnuYBqZCqyAuhBzuFaUg3aka6NftHveyO8Q66lj3muO1daejN+5pXlbqr5nBvy5BgBiZkrZsuh4ZBDgNTzLGRJpcuzTA4C/6vtKTUpy/Zg4DwfO1wbWyaOgjMHT6A2hrYhX8nylGvftv+D4YvR2x+0/PmOwEfMdV196rjj9aSb8+z52z3W+Dzj8sPaC8fjDBenpiPWWm0urQTTvaC8r1CahuhdT0qbVV5NASkA6107E1KNHXAKENfT3x2vF8H7p/L30rBjfs67QlQ+A7o2aAOWYEG4j4nNB+nBFPSYsrxLsO8HwaXWJpID4tKAcqHxQR4f7t0acKpthCYp6VC7atcBi4mJI6LVLU0U9pr6h9E7xTalD2fyzetSKasi3Ix9rEWQg0b3REMoY3IP2Ce9Og5TawS7mdIp6SEwLJyVIKFfAO2GUU4JeSwcS5FNE16z1GujN7x0FKfAu35t6R4sIWjotLBulpG0W26bRLJxrD7YUnKeSWm0wuJhxHqVHG22zaajfPLoDUyl2bqrIDkgKUXB9pagpYT1ww4+XiHwSXL4KiFfFehIATm8ZgHmNWG4EdQTWI6/z+vVAGsTRkIvg9t+qN3wVDE+FgsE3isO77DyxzTC0+R/nZmB4nemZG5xmQz40jh0wPjiR2sdtfCg4v40oI3Dzh+xUANarzr8KeDoEWADiRVEm6dEzAISZY7GvqbbMzZ63RieTryH4C5vSjkfS4WpdOaZ9j8MPEfU394iPC7tZ/OYV8ikgPVC5KZxX1JsR89dHzolrxfFP5NGOH6xH6uPHistXise/PWA9EJFYY5M125zt598IZd8c4Tp+YpeD7MC141F5z3Srey53wOE7n9MHjnGZXBxbgfQMXL4WDJ9A53Q1zK9paGDA9WsgPqHTZkyA4ZEOwnrLOu5lkG4ULVDFRRfO8/icSTy/rpjfHhDmijIFDB/nnXP+V4jvnlDuT6jH1Okh5TS4Q8ZrtyB9blBeL3Rjy3vHjE16yi8yMj93fDF6u2P+asLzN4FITAHygyAsA2oSzHfb5J9fETxSBi484IDL24CbP6zscmJuwBwx1USR45ktcbj4HI6r7XUbhy+48Go+BNehpMEIS+08tLBUtn8BsNwGLLcs+FoQJE95sE64bbYWBOtJ3aM/oA6K5YZQd4ALYz0q4nPsSvy9o0FthQKmH5uIr651E6A1A0S9BmVe37INneoUgSq6eflr6Y8juKe9AK0DQOP1SN7plZYKPVPJuimyNDJ6a8VkXhtpSLtW+2gEdcq/VUapiSnjIKC8WTFGegZcX8tGDelAFo+GduR0qdw82uL9czJkBKds3a/J0+P52qYnVTq/snE6zQEIJC2Dws6rYXywHc1AXGKuIj21FIEgngvCJWB8qNClIh8EwxMdq5wF6amghtAlpgAgPTho4KIIF26o1zfK7MeB+of5yHWQdzJkLXKrAVjqVk8qIw1fi/j76yudmDJuNbZ8EMyv2hgFNN5ijYJwJTjElLD5PEkHy5hQjabLkLX7AP+7kaoBmFoHsjRpOS3YQE7gvWhRES8WLoqcoRcKMCNX6DqRaA2fq2tBelg4f74Zsd4IxgeOAalMRrBJBcYPBbqj52hmupp7hSAfA9LTlnYeHutOdQkYnipIXm8yZATdjQ+c/w0kFS/owJx4MQwfBels/V6lRyA9ca4NH4RAt5atEr6/cR3DbKSf7CLzBs4ZP7Fjhz5egVrJw1sKEsDODp6ZkVJR7k/Q5yubFH9zw7T7eUVYJooZXChPF2ZDmLbaZYuKe+pzJlDtS3rzP3CsJ0W+AfKpwXQJ4y9J2ArE0ySNxEshasN6prely8bTk6y9AC1r3Xn+EdpShW78tHN+IpF2a4FEglYo4eWcs5n8tSbCvN6xy8J6JJkzPzWPO/YWJi1d1TZhEpM3nk8+CPKRhOb1IMgn2bQEFZ30LdknlAJWA2pUj7K8Ruftn1sU17QtiUTjNVsxpn89RWsqSEtTf9mxXXOFjf5Y4381UJAbV5mzK+YDrekk2m8RINfNqDqitDelLAaBsm3Mwl2BSFJ4bRFs4wSS9ffk9JbKaR5uRyIaEJxI/otGz736vfYm4NH+ysilk9OXTYZMV+lSZNxkBId3FOyuUV3Fwrl714Lq6U3W9IBwoZxVWMjNazc0zBVx1l7XA2j8wxq9iwhbC5WDpzgjugqLrrJJte2iqReUhd33b1SSNmYtSq/DZrhMGMlY5Pi3dGiNwPBHbvQW4ApEYRN7kCZLtdPj7EZOeo0O4HOhyZCtTSjbNhky85phi9z9aJJ4rXu6LCtkTb3eXA4RatbpITX6/HGQjUUAWZjuNSBeC8phE6xusP9G0wlXOjXa9xUj7qOnhukwhiufrxFIZ3eeCpWH9pFujXQM6tmooeoSb7jQiSiDID2TAK/O0zPle7qAQgbSZesDWpx3GFw3GABr5WbQOdNJXlbW9VT5BgD1mKDXBfJ0Ad5Syk3W0uufDYHMUo6Lo+/qjOLKQm0/bajqXzq+GL3dEa/UpGtot/jMx5oSR5MksiiIZ06MMDPVmM67ietRRdfY7AvNIfpNzd/TcBVb1MRaIOsN4Zw5sb3QbMHVTiq97fWGG3MZeW1lcCFa1+EE8KJmUQY31AKEeUPsAawNtfRSPirW0wAthjyq85fQN7J4pa5j8dpRvNTufVWHXcNYI43n4BqA6Fyo9hoLnLDheWW01W+EA3TS9tAmZcaxqUevozSNTQB7iGdXhRnT9joDmhYkI0iFeffs/jke9bHnYSAysoEkDDA2OOjX3zYCGGC+0VoAU2662/TD5kj1dJxsv9k7zsFtbiSsAmi6mw6WMWVNWVyNYnpHwe4wB4hFEtBd4CA9Fb93FdOHwpT6WjG+X6HFkIohPhfoUpGeCo4CDI8EUUEEh+8XXF9NOLznpjJ8tG5IqdXIdRAW7wjg4yKeei2TvFAoamRpzmWfD76x1ev2eFg2VHG40jjUlQ5cF2ePAvWoiY6AO3cJfc5yHmzRXXcAHW3c0NYN5cqoh4YwD4Jh3XVxAJ/Lp4jyZmBrG//M9aRIT5vAhNTEcoinUacfDONHgtCqlzO4VoDHvxlxfbuNkxQfp8AxvfzKEJ+0vyc9ae/YUAZg/EjHVQpQR36PfDRM3we8+scV4wOd5uWW9S9SAQrWw4DpPVOyQzF22HgiSfzxtwnDc+2Ngy1QapGUhcB9sjlNBoiXYHQlnWJ5NUJvB4QLlVaaJGJ6XNFAeDV5NuqbG+DtDXQtuPn9AhsDDj8siNeIeCnAhU5bvBbIWjG942eq05+qly2kGg4/fKnp/buP9VZJIPVuyGVk3aImplyax50PlO+qXvxdroFh+DUzwigFYZ+e87paHQL0vMIOCXJZO4iiq4pcVtQjGzbKWshxSwGt6SyiMhIxw/z6Dh//gV7cemMoh4r1TlGTIVycP+eRSTt/PnCDoA5ik36iGPD8isagJsNyF7YoxvsI9tZCQskyRpEAFAhX7WmkTsL2dF30sekRje2MRADe/D8HHP/E9/ZGr1sQsnH+dm1/ZC3Id6Ong+hx6lxYt1ua10eHo9wO0Csl1RraDUCvU9YhdAdEl4I6JVgU6CVjuU94/k8ZGPw+Lgo5ZFhWIAtlq8x/Vz6PaPwxuJX0SDVURrlVYEsAoqd8Q+X5FgXGyt8G/p3FLaz5WNDyylRgRZC/GzD90w9otdbhhwn68Qn11Q1MlRiS8ww7DDj+8wNsipBrRvx2ht0cGAVfZpTXJ6T3GVOtgHvN5dUR6Z/f4ZX8GsMfH/D0X974xmu4vuVEYGpyZ9jbPDamw5a7/jVJKAfvQT5uCEDNbhw9Eq9RsByo7xlmQz5JP28ZgOGfKtITidjxWvo5yxh61NMcw5Zmb0a4OXgtQmrAnmYww1zRShj5GDB8XFGHzSOqSXH+JuLytbKlT+IaywcgzGFD7hYgH/me8YPh9G3F8P6K+BxRJvZ9W+/Zfffd/yLh+Xelk/BZ8/UIaqywNwuW59jBQ3pWWKowNdhgmN8q6lQhs8AGQ2soXYeEX/2PV2qCBoH++oTx/cyywLKipq9w+Md3sOMI/fCE+Lu3iA9X6Icn5NNvcPzDhTVLZUnm+C+fYClA1xN0NQzvLz1rUu4nAvTmgvmrEZdfDY5lGLDckp9ZIxDW2JGe2XmZwQE9N79fMPzf/gnL//rvMP63bzGYofz6NTnA8wL88B75v/4txn/7RPrD8wV2GLF+c9OBZ8d//NNftM9/MXq7Y/p+RXljWE/0ONOT4fADCd/LrXa0mBTB8IldpOPVcPhuhWli00ZxT35Qpt1EIBdvrljT1oVAPWWnzIETAEIVEnm+AkNCnQawXY5AaoU8r33Tnn644s3/6wAxw/U+YL1RHL9je6DhuWyph9RqJ0xd5Imdi4enijzy/3wQHJyEnw8EDzRkaZm8ceZq3XCESyFBtkV659rTjzVtNb2aFOmZKvB7yHhTYKlRcPqnB+inZzbYbd2tXXWmd7kWQe9+bQaoIq7++k7IZgTYDwe0xHlhF+wdOb2fSwRY1x5ZIgaExe9higgfz7j9x1/11B37pEU0qbfuGISWikR3jPbkaJLl/bpsE6bu5/B6UmmthczrTJ4KbYouW2uhRBHoM7D8pzcI54x8Sri+TQjXWwyfVoTLinJIqMeE+OGM8+/uMb67QhRYfvsa4XlFvRlQf3WD9DBjfXvE5esB0w+sTaUfzlj+/lf4+J9HjF9/1UEopsDw0VNhI1vkELxjPb3Z6pzpeUuP1cB6XMsa7GH46ck6WAhXw/CJ9b8aBcNHj/QCEBKzEJoZMdXV52dtUZx43dsjH1+rEpuw+2YMGTGTJ8vXM4qVHq2znlYH7cbSVHD7LzOOf2Lj0joEaKlYbyLieVtzmiuWOxq1mqiBehgjLt+MrMetsTt99/9UEM/eI84j/tbRgJHehPiMrjeZHm2HbATGj8YxcS1eCzTC0w+GfDugvGX7jPWksDjB5ID0nDG/DpB/+Ir70zcnXL9KGG8S8Fc3mO8UJoeOnOX8vocpcH0TkM6Gmo59vZXJnYarYvi0Yvru0uvuy69uSdlSQXia0cXlx4RyGtgE2YUnmsFbf/sW89sR0/dX5CEinBX5r/4e8eGK9Ztb4g1uR/7OTKGGpxlPf/sG+Kdf3ue/GL3dMb9OWG9cQNfrFvMroijzcRfpHYH1Bs5nA8ISO+qNxW2vU7UNFOibslwW4DCwJmVGJKEbsuaVI7mY7dOFqg+lAil2qSNUw/rNCZ/+PjC9cgOUI8VeGV21aAYdoQbzNGji5pzOAXnyTXQyrHfqGwGw3sS+cZe2+bZITwGdY68tEVAQel2qy2uBnxXPEfnA97H+5gagbfjlDodvkxe3rcOP+5h5nc6CbhJta0G9GRjheQq5tTtqNTp2eRbUv3rdwSwk/LtRrjTUdYy9n58sGfXVDbsvLBnrV0c8/7aijowAZBXYVIFCsAC5XujpUb0qaosKgc3iAYwGvUkq1s+ixCKQWWFjhayM7mx0QeHC85t6XTUANhagCNK7iOFfP9Ch+hQRnw7QxyvnEIBwWaHPMywEHP74zEu6rhh+/wk2JG5CuaCeJqQfzoifZs5PAPU4Yvjn73F3+DXG7864/OaEVhteXqHP6/WEzeh4lKNGzcz5lWwNhp1e01B5rEnyufUo/Z43x6vVEtfbzZEpA3D7bwXxOaMc6CA23Vo4mEMK+a0dLGZA6w3ZjqbKUhcBVHq6XZdWE2b5gBHllnavSfD81+z1Fmbr6jz5KAhzROPEajFHyALDg+HwvkLPK6b3gjwFxHPBesc1/vEfEp5+u/EHxVh6AHxdvlmhzwTzmBCsxH2IknDXt4IyVZdFZK2zDhVljPj6f1owONdVvjlg+DDTqT7PyIc3OPzzR9hhgDxfoeUV0ocr5OmC9eYbHL6dUQfya8uomP7w6BmrE8K1In3Yupfk25E0omvG/HrE8puxo9bnO6WRDEBYJzR+ZdMJDcsEzYbDD0s3eOlff0D8YUS9Ozgo5oLh2/cov/0G6YcnQBVyvsJSRPnmFhYV5Thg+u8/4C85vhi93bHcEfZdxybPI+yyEKnB2IxeORrWRXrUJ5lAkvXNkZOqtQwqCfBaHMAoKD5HNgEdAhdcCmjiyOEcUY4RwAgUQ3iO5P04obul78QM85uE+Q0Xbz4Z6qHCJKAmQ742j9NBFl6rKxPTHwQfiNcADPXg51fA0q7TuTHd2bQJ4c55b64Z+P583dQYutHz+lc+UpuxnU+aoC84luevA8SmvqE2dBsc4NA7M0TppP6wVKw3AY2A20j97PDs6U1/fL0JiJfBa2/SkXlMb27dHMRY68iH4CnbisvbBHuzIA2Z2Jg1YJpWlKIoOUADxQpFybXMc0RMFSEWmAnUHzcTxFh6ULrMCSFylwuhIueAdY4Yxoy80pEZxoySA2oVF62oKFkhwTBNK3JWLOsRliIdozVDrhlyvqIeR9QpskGnKsr9hPjhjPzqABkCwsczQQRzhl4X8hhLgX56hk00mOVuQPgYEB9XyNMFy+2dO02C9YYGWwogo3cKn7bUXnAwUz6iIzJ1ERRw3pRDi1w4z/IJHXmXJ3jDWQCgFmwHYQx0mFo9SMaADSgkqCKsgYZt/vYkQLGtLmytB9uWuuyc1lYLj2CUFwVN/MBUMN+z20RYNkmxMvH7ddGASqoHD8H4ICg3Axsv6wbDD7NhuQfKm5WpawNgguzpTRsrxldXzGnwWrRhmQKo0WeQVLGOETIVrNcADBUSKkI0LCuBZuHClkftkIXyac0p4Fqo3eDLvG4AGe/sAHccWkNqi8KMVQOXNS5kUOSj4vKVdqO33jCb1MsbylR30wCmjqshXiMGM8xvR8QfRuDhCfXrW2gF6u0BuqxY7geM80rjOw2o04ByjKhDQDkohm//gk0eX4zei2N4MOQzUKpAA1FQ46fKSK/I1ivNBPGJC1pXw/SJUHmd2Zlb2ibdJIVyq1xz8jURZ+QKka07ugkga90AME3E2dFgcsk9dTg8FJz+laohyx0n2/iem1LrctzSK0CriTTEHVNPZWRqp0xAeoDXMVl4396zAVl6TW/GRmRVcpB+sqaXiCRk6xI3hi3S8/TO6U8Zw8dlGzfvPsGIzPqG064H4PePz7qlrNAiiZ0ggD8enzeAESNVjxzqpof68rxbDQkGhD+MKMNAw7oKrtMAyQQblWgbr8s9dEuGtaEGZfu9hu2e6CJY3DlYAknbYRHkcYAuTI+vowv4ZicOqzl603AeR0gRamHeH8hPvB2x3g2I91P/fmVidkDnjPWrU9/IypuT8xQHakQaUG5GrF8dES4eKS8V5c0Nzr+ZMB6iQ+Y5dulx640Xr9blqbjho4MywtVTda3W1/q5+dg2ncn47JumNGBYu+HU4Wz3rmam64O3grKmINTqtUIYe+dAYuPr9Q4gbljKIN54dAe+kvZZrmqUPIUvNI4WgOP3FfGiiLN581l2Km9dB15EegbXxgSgrBOWcXO8yig4fGswHbZIr3VgEKAMAfMlYHhu2r/WOzXQ+Bvik1DkeqGz3mr0h3eKMgbUt0dGrscAKQPKMbGmeKNIX9/SUTwkzG8GpKQIUyRv8NXQ946a6NBbJOWJii6cN2KG9UgOs3qp4+YPTidYKubXEWE2nw+1r9WayKeMl9ZJoaD8+jWm76+odwfUr29ZApki9ArUr1/xNTcjx9WFKZqClS6C8uYE/CN+8fhi9HZH17BrC6Bi+7/9RvubLuS+DUzjq0muBAd6iq1B5UWFhi44180fEwM9t7UC2nhwrn+329gBdGAH4LUxcwPk6hU17Qxd25DBtd5EZa16aralKAM2lKLXEvbKGVJl6yyggIl14WPWOzZj0zo1iyuDiNnm6bV6j4svb1HAJjFGCQ+mMPv3dZRdlxHbqWZ06biVlIcX1IZ2X/ceaXPu20PexWHfXFYcMKQlovfCc4e//c3v6uLhDmRpY4p92rNvupvRsyJANN4HP1/7u/YU8PYdO1TckYqW/HqCuQRTIWw9OVDKARpiAr1m5/iVbSyK8Xtbi3ZDN4jinFIkhczFBX0ztAQ0OS1gi+zFsR+1AVYcct8NXMOGGB+v7b0e9Utps5P3Z99ip/UPhC9HYQmctRz1fovKNVR7+tx67bit6RcEdXcaxTPNba1v1+JrsTKzILr3iraecxAqm2hB57l23lqVTgqPZ0O8ujPrcmm6bsILdRCUg3U+HWvBNNDsXlFR1kBZvRbxJk8VJ6a8mcFp2RdjpmogwlGW2jme5AAW6JL9bw6wLhm6DjQe1+wNiiv6YhFA14Jq6hQCn3c+lurKRZqtZ4ByUgSlo711VdH+OhLp3QkvIErzmpEHZii0AnWKCJe175U4pG2vKIXr4+TGt1oHsf3S8cXo7Y+dbelQZdvN+XbI7s+eCgDCDw9c/bkQPLF63c4MKAV6PFCqaBogFxZ1dRy2HMyaYWOCXBe8AGXU2hXdG7hjGAM08/ZJFbzo09Z4LNXFq5un3Z7fGfG+ATV0m3unJhvfjhuQb87CtjIVxuadnsZoRsRsi/pMHKUXiFpsKDqYQ82rIF4La265sM7Wxi00LoWDWWLYaqXXBXZ7pIHyPl0yrxy7mW1KJHNR2GEkR6hU2JB4nloZ6c0Ln1/Zm08uM9N7SrCRjrFfL9BEfQVopGuTXmvhd9qNY20WDpsBbHPMOP4cd56PP9v49M70lelTtMcdmUh+kkAfz7zuwwidIlG/XtesQ6SKvRnsNDF19XiGHah406S4wpqANaO8OrKODLBuMi+QegtdK+K5AnAlnM/Xw+fLSH7myZ977rNzyM7e9NLopSI9LKhjRHB0MwDUkVxMzRWSE7pIc3NQ+4mtr3Nr7aOSek2vdOOoa0B6mFHH2D+b6dDoaM1GlEancHQx+GKoHq02TqfOGVITmv5so/jEszflbfJtttU6AYFeqcZCGhP7fXY5t4KushKuO4WfSvRr/DT3vaUOVFqSXCHnGeFygD7PkCV4G6OC8LxAlox44f+t/2DNCn1aoFER7hLipSA+zn08m1KSnldARgcEkR4TR2aCLFBPE9pQu1uKV1fXG54XhLNCHy9MaV7pzMr7T8A4IAyRQUOtBL6JQG9GhOeZ82D5y4h6X4ze7mgSUp3bpnA+mv/dEGYtneKPlcE7ItyfOmXBQugbcqcsTBH6NKMeR2jkYiVlgatKz3xOTkxRNRQncvENe09ZGLHcc9PNJ2PxfyG3rROhPSXbjjIxgmj1kzLytWUyrL6QajIs942zR2ItveDNmw2z7Gp6GzAB4Pk6Ty8CdWSnZUaOGz8Pxuhvfp2g88E9f29N1KI0lyVrndG16WfOBeVuQNMgZVps14PPo20T1lLChQukOuGfQBaD5gPrq5lGUI8jZcvUKQuvR5SbCksVUENJCkwEkZSsQGDNrlETSiCcHNHDiEZlAIBAYj5MUINttAYHstQYYGPhZxiAoTIidKg61EhhUHTaRD4rEcPeo0zPC/TxGfX2xExBi17HgcozYwLqATIvqDdHRoiXGfU0QWpFeLz2sa83I/TjA+K5QB8uqN9MPdJrXLaOUPUNu0V0UglL37rfYiOGm7/HyeAdzduibXDOhpmbYz5saUkLvg6HwPZCjcgZnLLgdboyNmEIdEeid12wFvlZ70vXhdOrdgNXR9bEPqcsLHeK62sCdOog3kHe10TjXBZBPvE94wfD9JEgrfi0Qkok8jMpIAT7zK/Jn2tpX/WaXh0N9dWKNcWeMQgjaUkcB7Y0q4eKchV2r1fAUoXkyAjv4s2WFYzwZ2/o6k4e9AB5eIa+PtIgPjzD9A3CXFBEuiGX1aPCdh87J7lu9dJIFan5LrgzzH6kcQxOat+ErTtlYTJIcfrJD++R/+rvMXz7HrqsqF+/4nwcB9Tv38G+voc+XznfrwtsarX6gDolyPeXP7u3748vRm93HL9dYHcHcoOUNb7jd5mw41vtrTfWWyphNNmo458WwCiAbEOAlEBU4BzoMXtqyVJgvjopGmWBGpdMa5Z0IArq2XvQRYcFW6txubdpVNy4+2cW8pdbplOmD/TeG3GUqc/NtV4P0mV9xsdKusLE+sb4wO7ZZQCmj3Ur0o/yoqbX1BmaPl4NgnSx3jS3K1X4Z8drxeraeS2y3AvUHr6dEX946t+zUQe6uoprfobWQLYaEBT6Q95eDzAyE2E06I+LGfS68BxBNyWc9lkpQp+Nz9dKmsJCoW3MC0YAp3+5R/EuEZqBMsaeCutgiV7TgwOT0Df7rk7SOFyGzvHqlAWv45AziA01W7BJbKkDkwJYw8msd62//Qq6VpQxYH47IJ5v3HOubFjssPDrNzeUIwuC8s3tFumFG8haYfcjlruE4SORrroW5L//Kzz8bsR0/wa6sLN2McHhB6qElEQ5M8pVoc+5pk06fLTe5bplBEyB6n311I1oOrdWNbKphLgizeFdRVP6KQlYT66bOgpi0i6zVwaPNhZC+Ht050a4HbKL9Fiva0YXLzoSUNloIA2gp7PFZcOAeK5dSm09qo8DejPV62uuzXjl+FgKWG+TU31oSPNBMXwyHP6k3vtwF705Of2KhPgsrOcK73kvYwyC4aOgTKHPGQtAOSjGD4LlqwNMjzABlvtAYfd6RDpnXN4G6N9/TQzA2yPOvxox3ESEb064vFFAjptMWwTEXsFUcHkbXMLupt9vamMKwpVUjJs/LCiDIj1lXN8ObGg7sc9ni4TLGFxL052RtSL/179FfLii/PYbLPcDyemHhDBE2Nf3kMuK8prehBwHdOnCqAiPV1x/+wb4l1/e578Yvd2x3FOYt0H5dQWWO9IA1k5ZILm2cfnKIIivUr/x7WgEWaD2wrW1el3Plfvjra3QWijm7I1Q1fUmG9ybunpcsfkY8PxrRgX5ROJ5Gdk4Nly54Bo5vRNuJ0ZiugL5RMpCU7TPJ15Djej0DBo9RmgvKQvYaggKxMsO3dk2fHMgy1lRDugqJe2a2oY/PgzQ+dCRmk15RvOmcAHgRaSHWkkiF0YLUIHOGTWxPtHAPwAFbPWSuTiaqr62eik20rtrjdYhwIIiPAvW1xMuX1unLOgiKMdKIIuDSjapFvKU6mD+ODpqluhT60ZQZ+X/ACywLqOzoE4GWZwbNZkDZnZGzzuz14l0hvKeDhLMEL0OHJ4WChkI6zJ6XYGoSA8rWp06PC2wpGxDuBaUQ0I4Z0xz6TW9eoiIn644vBsxvp8xv3EFHKM0WDvWo3YayibqLEiLkb/l+Uny3zYhYSkNSCQoB/Q0cRmBHFzUe/F15qcpg+DwwWtj0dP362ZAm+JPO3eL6NrjvU3VzvChpf4rOoG+AV8IMNtSozUB8+uA6xtFuNJZ1EIN0vWkvZ6txbDc8e/pveL0LaW40uOKMkWEa8Z6mxAvFcvfBly/rj2TwuvgNZSRyM46RqI7xdg5wWt6NrCBbJ0MsrL7PILBxoo5R97/lc5NmZRRu8+JeB16+jZ8uiKdItIT+W7xNwOVejwaLYMgPrLDezwpwqUinj2jUg1SIspAObv1NmC5Ty7dqJjvFfFCwNx60M15HACpoTvC0ztg/LdPWL+5RfrhCeO8otyMTNXnCn2+orw+IXy6wMYImTO7XHh3GsQR8ePDX7LNfzF6+8N0a1XfjIwp0znb/+ivqQFsAOuPtTYZJJ07Od3Ea0iAKg0YSZW11yB6xFI9h73kTsSWYqx1OWerozlzq/+gL2Bpp2qe7b72YugQ7v0h+/eGbeOiFiE2AEpG7xGnq59HtgikgW56DbSltYqhuqByI3Xr7tok+3gAHm2FLiKNTFI+AGjVzZgVg7oKSev+QOCJ9ai6pfZ0oZYp+W7aHQ0xQ+v0Lg2AVMx7DRIQ0+gPfQgFL8e0DyIf/8la1k+9/mee+8l6mf3E3y2Q8UxCc6zg3ScAbA4TKmuRxb+zeiRkO6DUHiQEbPw3P2fb/GqCt5ABGgDEgosgCDpwpGl09vqyG+4GmIIIakulNmCTYENUgtF46yqyJ/g3LdgGDOHckm7wWi1qq1f7/9JSm36eFp0qOgCGD6BTWvb1QM1E0+pqjrC0HqXrCoqcY4vc2z3KkzLtOkVPvYae3tSFqOANeEM6BKNjQ1mUjlCRvvYAgRX61BQskO1xj5h1fQmAe1HX9Dp9R76m0Ocv58bL+SYta9Gc9BetlnaYAds0M4Mx6qUmJ5/rffBWeoTcO2yrZ8bQ906op/kruAf0clDsjm5fB/7ZL9qr/czxxejtjq0DMV50qG6AEDgSTdrN2HuJBU4cB5FFAOS6dmUQALAcIEuG+CaNauS7tM9fMioSb3wFye2NnF7BOk1DfXqk8mKTdKP0546fAxjsn6Po73a+BipoRq49Zrvn+ySUbu+259qPRz4mbid+6np+DoDV6Ak/NcErAC/xEMCwnah3kd+nQ/d1Q9/we+PL/fP9JJ/9/kuPn3h9H5OfOH50Tz8/x36/MdaBUQqkRFSXGYMLfDfBbeTtTbJkjv0Q0XsHeqodKWwC3CLQpyuBLAs1GfdAqI563BsWbM+11GxHefr/HTHpr3kBrvJItIOwClgHbc5GbQbHpedypayb0jllGt5Q8+fXY+gqPwAaXaWjCVf097Z7oO6QdsPvl9Ychb4u9vfl8zni1x0WgywZYfYIfK1Ujmmlh8/e+2LN9Mftp5/rG5L012z3ujJ7pAJdoyM3WfuVcqQaSjV2OlgnonSvCxu1zrtSgIDZkqgIS2LT4WujYVWEKBzepQLTBrfdj9N2UdL3Dtt9Zy0V8nyh0sr5CkwDNHqPzmWFXBemNGcHrp2vwDjQOfWShLROF79wfDF6u6PBrFE370+Lw9JbMRwbTQFexJedevufPRqabH+0//eb8c8dLzy33WIt4iRPML2ybguei8Efj5t3qKtBg3inZvcgHcQTvEURmg3wyA9AV1RoaMXGVdSdIssW7VEU2QJgZbcBOepRHL4ti4eRe0NVOCa9g0KLes0A1ybtz4twcazwgvsW0nLTLxDHk4s4jcTfh7V41F27EUAwIHuLlAyg9bNbxUny7FRRfYzNO4prbqBNt/wtvQlsY2ktUpbNk83iKVP3+g3eZNSfU2yKLAZSXlwVpjlVFryT/RjcS3Y0YVTvCqB987fUQqZNi7Qh/GTRfq0WKZxQh43c3DIBe+X+Zqhfbm7bPPiRkbfda2T3P9xh8VQfmjFs07hnI9rGKZvz0yMRe2Es2meLyguH4oXT5qCtnspsEU1Lh+8+Q8u2fsjJ4/pnpNfmrq8Xd4hrpNdI6TBG39V5hrzH6JGelq2UoCuAwrkm1afUKqgwIAKySu+8QRTpNj+aQHz1enTvf5nADi4q7PIeFXZwPEJUYgkUvTUZwDFHVHZW8ebDDQREsQndAC8e4VWjiIR6RN46xnN/YbahAZxatwQ7UFrMUkSdBnRpQREi3stu7o7Di/0CeYsGf+n4YvR2Rz5I7wTdCsl59A7To/S6RUkN+ciFko+KMgHrm6MvWvOmpSOaqjhA9FcjZuqSCPZw8ndLM5kKdGlNVyfsO4f3KMioORivnkqaAQ2uSJ+k97riGm6rHIgipL2tcI0/eogWCW6p3sONahiulL+gpzsBdHj2Rk5HJ6c3zmDb7EoC0rlC8x7IYlvz1QBYVORXh5cbIbB97/3jP4pqZXMEDmyzhBNrT83BMBHgOLx83y85KH6ecoibcohvQqba60edutBg6bvU04+ALDvtTV2FG2RF3/i4SUkHsjTnSp2rRm+91Wjd6FVg+RWBKHUIWO8CwjH0FB+Jx6ztrLeJAJcpvjBiLarqdZ8mu2WA3AyY7xXAQNDT0VOccftNyDrXSjNMbW6UERtpHW4oXLoP4HfXuEVO3KR9I1WCqnobJ+Vzy6nRDOiAtGippUg1C/K0S9HtKDScF9vfL95bsfVJdNQ2LHawC8DvEueKdGYLJvWI0kSRLrZRfrqTwc+b7xTp6yPWu0iBiIP2dLBmkvMbkEXLVjMvVaAXilurR+vx7ACcCJSBXWHIKYSnmg0ZbJO1vGo9sUDt4JDYWuoYsZ4E8zdHSoHNCfN9gOmIMCcsJ4Hm2IW4awL07QQoz9M0d9s8KQfv8TluWatw9V53bf/w9kfm3Np4rSgDNUNbtwSKRxvKN7coR85bnBL0ZuQ9+P+2d/bBVVTnH//u233JK0mAhBBIiKWQSFtsKJY2hVgZOgKV1pmObxgzbe3gmDSYKYWpzGCrSFrtKDotVupgW7SpjMAg01IRIZWqgYZCQSlBICRi+MVgQm7e7r27+/z+OLvn5vJ6iw2x7POZyR9399y9Z5/snuec5zwvTjICEGTsLRkqLEXcZyQVwOFLvNcOrPQGoQ9QbNblDGKizAlEaRNyzD6mO1t3apMN2FAjqohdcWzQMg+kosh0PapfE44Eg0IPVJ8eC8B2TZgDZpzZUwZND14ZaopTTkYoJtsQbtSKLbzsZA0w541V5H6Nk/YnTDChyL0SLQJpNtTDBGnWJeUiSo9gO2EO+kBsYJEzXBJy1AfEh3OVHkgoaiMUhdYdluEdpGmyH2JPNH72HWd2VAfJyHb2AtwV3OC2g1fR7opysMI89/rOdVXTBzXsB+AE30bFVFaGcOhOHKQTjK5GnEFTczK1uCs9xVnZQXwWIR/iZSd3/9QUGlKNuLF/YgWvOHFgrmOVNCs6z6DWG5WlVcwkUVtOZKiwoPhFMWCtPwozqEHrM6H1RWAl+2JFeRVhMrd9mihiHBEyV8OOq7sSEM9UP6Q5Uuxtuc8SZHID8X+I7dO47VylppqATU58pzLoeuRmM4HIUORmVXGtFo5FAYpwd9f6RX01vc+KVUpwygaJEJZYCSIRChCb+MWtKt1q76Q4AdkkJ56WLWoOWpYaWzVqzsCtirpxrtcnqRRXoUExAd2IJU6wdZHizgpqTp8IGsSkT+8X7627MpOlhZwQHy2sxDmK6QOAbQlFBFtUMHD3+ixyVnSK+H/p/bEk2LpfhTYgwgu0fhNq1IDWb0ExRLkzLapDGxD72FpU9EG+xyTiad1wAy1ii2u7E3W36O6AJd5hR5mrYQtaUPyu8O60xD06kzTYwoyqWrZ4hk1b5NB1anWK8COIODxNE6tNJ6THjUW1FB/0UFhMoHyX2huJwUpvEL5QFNGQM5CpIvu7/6zlvFCx0iFQFPhD5MQTEXxdUZhBsflKhiKKRPo1aO7Kzbm+7dNlfJAGyMFGMWMVv6Eq0BwvTsA1IZE0U4mDYiAx+sWDKWZkBKNP7BMYfbEXUO4bkDMbt0XIga/HhhpVYZrihTN6ycmFJ152WXQT7iyYpJlEG7Ch6op4+ZywBMWZqbp5RF3nAq3fcgbhds5tAAASqUlEQVRtx9HABBTDuSdNeF2qvf1S6SiIggw9ti9qDZINXFk4q5GoGVN80swpBm3SVOnkAkB8HhTOAEDEPtquE4sTvO5UYFAiUagQqegsU4kNLNHYJMBNX+UO0JoTimBrilR6cuBz8zKSW2XBWSU6A7MaFf8fLRxbsbiKY7DSszVAicZW5G5aKSugw0wSA7QrLtunClPXgClK2pgENaqJFaxTD842VGh9gO0XdQ/dslSKTc4xESZghCwYfU6FhLBbcBTwh8QzZzomucEhC4pj8iVn0qOHHbOeSnEZerQoOSWwFNg6OaVnxD24z7jwlBbKzUzSpJKzfe5qRLwDmqY6ldOd58mZvEkGmVzdzEVu1hDNeY9IdfJCmmp8yIIK6D1RsZUwKGOJYscCr4W50obqhE24il0Li31R1dkOQIRAye73EQuBccNhLmSRIMTc9OXEkqTnp1TqzkczqMl7jCaJMUxxwomiSYpILK8p0FQRzqRGNKimKK8WDatyRW7rCvRksR9pBoS51a2c4o4rbpo3NUqiALWmiMmXUxDW8sViaoUlwobaYw/aeyXYQR1aTxhWkk9M4Nw8xoaIw9NCA4DuF+OLO8GFYzHoCcPO9iMRWOlBrNgAoCsb6M8MC7OdQYioCqK2SK1jBSxZYsYMEqKOYlRNIKwC4fQo/M1hKGFbeAraCixn1mm5g5BlQR2wYPs1UNgSCjBiipmwCWgDJqygDluzQZYJrS8qnBNMW1Qb11Tp5NKXpOJMoXjwzRSCFST0jFBBBkF1Ek67xW+ly7eTrkg1Aa1XxOxBJ1h+gtarAiqBDKA7Kz7hNOyY+QWAnN2LZNYio0TMmxDSe1OUXgIsvylXerKAqtM2AzqSAslxZmHpjeUmnHbMH7Fk0hbMZMPxWhMyFsHpsZWK8AJTYCYbIp+k4+3pxnUJBezGC1nOqsKC5Q+IgWBAxUCWH135IZHIVyVQRIMaMIXzRFQVJWsIMuic3KS/ug03QbD0UlVjwelWRBNtnO+SLb6rBCxRa48AxW+BLNUJSCexzxhVAY2gBUzYlgq1w4fR27vEYA8g2GlA7Y3ATvHD0lQoAwRlwITp0+Br7ocd0GGFLWit3bCTfVBMgh4xYaYFoHVFkXQqtrKOjghC/6AHqVYajK4BhApTETZUWLpIuGz0iP9x2BCDmBlQ5EpFxLER+tOFqR0QZruwLpS2FRSrIbHCIVgpMe9FKwAZnK5FgL6R7ksqnqeMJgtqyBTZVCK2ELEKKD5VPO8gKFE1tsKjmJUj5vzkeHi6+1LORM3dcwIACmpQz0Zl1hbxvCo4O0pH/0hyJjiWU2XBEp8HpVAzkyIAAf5uINhuIUphUK8tspv0WwiPMKD0EbrzdPTnOt7FEKsq1a2y4CcoGWGEA4bcZ1XT1VjqOsNGX5oG229DDbsVPggwCKZtIGNPP3wDplDiWQEY3VGRGSZswa+lwGjtAQVFwgx/JBVGTwRq9wD0QCZ8HVExYVYVWIYKo60PpCswokEoURva2Yj0AFaSfc4E1kI4y4ez+ZpY/UZ0RFItJyOLDSXTVYyKjClUnar1wQ5C0rHT6CnIRKClA/7/A6zMZJFaLGJC+agfA+MyoXd1ixXmgHDyiyQDqs+Gne2HdvJ03Hh+MRS6XAsPcPz4cVx33XXD3Q2GYRjmE9La2oq8vLyLnueVHoDMzEwAQEtLC9LT04e5N59euru7MW7cOLS2tiItLW24u/OpheWUGCynxGA5JQYRIRQKITc395LtWOkBUJ19ofT0dH6oEiAtLY3llAAsp8RgOSUGy+nyJLJoUS/bgmEYhmGuEVjpMQzDMJ6BlR4Av9+PFStWwO9PzOXVq7CcEoPllBgsp8RgOf13Ye9NhmEYxjPwSo9hGIbxDKz0GIZhGM/ASo9hGIbxDKz0GIZhGM/ASg/Ar3/9a0yYMAGBQAAlJSV48803h7tLV41Vq1bhS1/6ElJTUzF69Gh861vfwpEjR+LaEBEefvhh5ObmIhgMoqysDO+++25cm3A4jKqqKowcORLJycm49dZb8cEHH1zNW7lqrFq1CoqiYPHixfIYyyjGqVOnsHDhQmRlZSEpKQlTp05FY2OjPO91WZmmieXLl2PChAkIBoMoLCzEz372M9iD6sN5XUZDCnmcuro6MgyD1q5dS++99x5VV1dTcnIynTx5cri7dlX4xje+QevWraNDhw7R/v37ad68eTR+/Hjq6emRbWprayk1NZVeeeUVOnjwIN1+++00ZswY6u7ulm0WLVpEY8eOpe3bt9O+ffvopptuoi984QtkmuZw3NaQsWfPHiooKKDPf/7zVF1dLY+zjAQff/wx5efnU0VFBTU0NNCJEyfo9ddfp/fff1+28bqsHn30UcrKyqKtW7fSiRMnaMOGDZSSkkJPPfWUbON1GQ0lnld606dPp0WLFsUdmzx5Mi1btmyYejS8tLe3EwCqr68nIiLbtiknJ4dqa2tlm4GBAUpPT6dnn32WiIi6urrIMAyqq6uTbU6dOkWqqtK2bduu7g0MIaFQiCZOnEjbt2+nWbNmSaXHMoqxdOlSKi0tveh5lhXRvHnz6Lvf/W7csdtuu40WLlxIRCyjocbT5s1IJILGxkbMmTMn7vicOXPw1ltvDVOvhpezZ88CiCXhPnHiBE6fPh0nI7/fj1mzZkkZNTY2IhqNxrXJzc3FlClTrik5PvDAA5g3bx5mz54dd5xlFGPLli2YNm0avvOd72D06NG44YYbsHbtWnmeZQWUlpZix44daGpqAgAcOHAAu3fvxty5cwGwjIYaTyec7ujogGVZyM7OjjuenZ2N06dPD1Ovhg8iQk1NDUpLSzFlyhQAkHK4kIxOnjwp2/h8PmRkZJzX5lqRY11dHfbt24e9e/eed45lFOP48eNYs2YNampq8JOf/AR79uzBD3/4Q/j9fpSXl7OsACxduhRnz57F5MmToWkaLMvCypUrceeddwLg52mo8bTSc1FkcUkBEZ13zAtUVlbiX//6F3bv3n3euSuR0bUix9bWVlRXV+O1115DIBC4aDsvy8jFtm1MmzYNjz32GADghhtuwLvvvos1a9agvLxctvOyrP70pz9h/fr1eOmll3D99ddj//79WLx4MXJzc3HvvffKdl6W0VDiafPmyJEjoWnaeTOj9vb282ZZ1zpVVVXYsmULdu7cGVeAMScnBwAuKaOcnBxEIhF0dnZetM3/Mo2NjWhvb0dJSQl0XYeu66ivr8fTTz8NXdflPXpZRi5jxoxBcXFx3LGioiK0tLQA4OcJAJYsWYJly5bhjjvuwOc+9zncc889ePDBB7Fq1SoALKOhxtNKz+fzoaSkBNu3b487vn37dnzlK18Zpl5dXYgIlZWV2LhxI9544w1MmDAh7vyECROQk5MTJ6NIJIL6+nopo5KSEhiGEdemra0Nhw4duibkePPNN+PgwYPYv3+//Js2bRruvvtu7N+/H4WFhZ6XkctXv/rV80JempqakJ+fD4CfJwDo6+uTNTxdNE2TIQssoyFmmBxoPjW4IQvPP/88vffee7R48WJKTk6m5ubm4e7aVeH++++n9PR02rVrF7W1tcm/vr4+2aa2tpbS09Np48aNdPDgQbrzzjsv6D6dl5dHr7/+Ou3bt4++/vWvX9Pu04O9N4lYRi579uwhXddp5cqVdPToUXrxxRcpKSmJ1q9fL9t4XVb33nsvjR07VoYsbNy4kUaOHEk//vGPZRuvy2go8bzSIyL61a9+Rfn5+eTz+eiLX/yidNf3AgAu+Ldu3TrZxrZtWrFiBeXk5JDf76eZM2fSwYMH467T399PlZWVlJmZScFgkObPn08tLS1X+W6uHucqPZZRjFdffZWmTJlCfr+fJk+eTM8991zcea/Lqru7m6qrq2n8+PEUCASosLCQHnroIQqHw7KN12U0lHBpIYZhGMYzeHpPj2EYhvEWrPQYhmEYz8BKj2EYhvEMrPQYhmEYz8BKj2EYhvEMrPQYhmEYz8BKj2EYhvEMrPQY5hNQVlYWV0H9f40XXngBI0aMGJJrFxQU4KmnnrpkG0VRsHnz5iH5fYa5EKz0GOYqsmvXLiiKgq6uruHuCgDg9ttvl3XdEiVRRb9371784Ac/uMKeMczQwKWFGMbDBINBBIPBIbn2qFGjhuS6DPNJ4JUewyRIb28vysvLkZKSgjFjxuCXv/zleW3Wr1+PadOmITU1FTk5ObjrrrvQ3t4OAGhubsZNN90EAMjIyICiKKioqAAAbNu2DaWlpRgxYgSysrIwf/58HDt27JL9KSsrQ2VlJSorK+X3li9fjsGZBTs7O1FeXo6MjAwkJSXhlltuwdGjR+X5c82bDz/8MKZOnYo//OEPKCgoQHp6Ou644w6EQiEAQEVFBerr67F69WooigJFUdDc3HzB/p1r3jx69ChmzpyJQCCA4uLi86qb/P73v0dKSkpc/6qqqvDZz34Wvb29l5QFwyQKKz2GSZAlS5Zg586d2LRpE1577TXs2rULjY2NcW0ikQgeeeQRHDhwAJs3b8aJEyekYhs3bhxeeeUVAMCRI0fQ1taG1atXAxAKtaamBnv37sWOHTugqiq+/e1vy3IzF+N3v/sddF1HQ0MDnn76aTz55JP47W9/K89XVFTgH//4B7Zs2YK3334bRIS5c+ciGo1e9JrHjh3D5s2bsXXrVmzduhX19fWora0FAKxevRozZszAfffdh7a2NrS1tWHcuHGXlZ1t27jtttugaRreeecdPPvss1i6dGlcm/LycsydOxd33303TNPEtm3b8Jvf/AYvvvgikpOTL/sbDJMQw5vvmmH+NwiFQuTz+aiurk4eO3PmDAWDwbhqC+eyZ88eAkChUIiIiHbu3EkAqLOz85K/197eTgDOy6w/mFmzZlFRURHZti2PLV26lIqKioiIqKmpiQDQ3//+d3m+o6ODgsEgvfzyy0REtG7dOkpPT5fnV6xYQUlJSXElbJYsWUI33nhj3O9e6p5d8vPz6cknnyQior/+9a+kaRq1trbK83/5y18IAG3atEke+/jjjykvL4/uv/9+ys7OpkcfffSyv8Mw/wm80mOYBDh27BgikQhmzJghj2VmZmLSpElx7f75z39iwYIFyM/PR2pqKsrKygBAVg6/1PXvuusuFBYWIi0tTRbzvdz3vvzlL0NRFPl5xowZOHr0KCzLwuHDh6HrOm688UZ5PisrC5MmTcLhw4cves2CggKkpqbKz2PGjJEm2ivl8OHDGD9+PPLy8uL6ei4ZGRl4/vnnsWbNGlx33XVYtmzZJ/pdhjkXVnoMkwCUQAWu3t5ezJkzBykpKVi/fj327t2LTZs2ARBmz0vxzW9+E2fOnMHatWvR0NCAhoaGhL53JX0mojhFeS6GYcR9VhTlsmbWK+nLxfrwt7/9DZqm4cMPP+S9POa/Dis9hkmAz3zmMzAMA++884481tnZGefu/+9//xsdHR2ora3F1772NUyePPm8FZLP5wMAWJYlj505cwaHDx/G8uXLcfPNN6OoqAidnZ0J9Wtwf9zPEydOhKZpKC4uhmmaUoG6v9XU1ISioqLEb/4cfD5fXP8Tobi4GC0tLfjwww/lsbfffvu8dm+99RZ+8Ytf4NVXX0VaWhqqqqquuJ8McyFY6TFMAqSkpOB73/selixZgh07duDQoUOoqKiAqsZeofHjx8Pn8+GZZ57B8ePHsWXLFjzyyCNx18nPz4eiKNi6dSs++ugj9PT0ICMjA1lZWXjuuefw/vvv44033kBNTU1C/WptbUVNTQ2OHDmCP/7xj3jmmWdQXV0NAJg4cSIWLFiA++67D7t378aBAwewcOFCjB07FgsWLLhiWRQUFKChoQHNzc3o6OhIaBU4e/ZsTJo0CeXl5Thw4ADefPNNPPTQQ3FtQqEQ7rnnHlRVVeGWW27BSy+9hJdffhkbNmy44r4yzLmw0mOYBHn88ccxc+ZM3HrrrZg9ezZKS0tRUlIiz48aNQovvPACNmzYgOLiYtTW1uKJJ56Iu8bYsWPx05/+FMuWLUN2djYqKyuhqirq6urQ2NiIKVOm4MEHH8Tjjz+eUJ/Ky8vR39+P6dOn44EHHkBVVVVcQPi6detQUlKC+fPnY8aMGSAi/PnPfz7PhPmf8KMf/UiuJEeNGnXZfUcAUFUVmzZtQjgcxvTp0/H9738fK1eujGtTXV2N5ORkPPbYYwCA66+/Hj//+c+xaNEinDp16or7yzCDUSiRzQqGYT51lJWVYerUqZdN9cUwTAxe6TEMwzCegZUewzAM4xnYvMkwDMN4Bl7pMQzDMJ6BlR7DMAzjGVjpMQzDMJ6BlR7DMAzjGVjpMQzDMJ6BlR7DMAzjGVjpMQzDMJ6BlR7DMAzjGVjpMQzDMJ7h/wHa1v1q0hsdfAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from scipy.spatial import distance_matrix\n", "distances = distance_matrix(M,M)\n", "\n", "plt.imshow(distances)\n", "plt.xlabel(\"data point idx\")\n", "plt.ylabel(\"data point idx\");" ] }, { "cell_type": "markdown", "id": "b78c2d89374489f2", "metadata": { "collapsed": false }, "source": [ "Interestingly, one can clearly identify the $15$ gaussian blobs, even if one cannot recognize these as clusters in the scatter plot of the data.\n", "Visually, some of the clusters can be separated more clearly from the remaining data. We can expect our algorithm to have an easier life on some of the clusters and may have difficulties with others. The hierarchical nature of the cluster structure can be guessed vaguely, but is not obvious." ] }, { "cell_type": "markdown", "id": "4c2ca1389cbbce14", "metadata": { "collapsed": false }, "source": [ "### 2.2. An order function based on point similarity\n", "\n", "We compute a simple order function based on the distance matrix. This order function creates a sparse similarity matrix with entries depending on the point distances in a quite obvious way: Close points are similar, distance points are dissimilar. To be exact, if $D \\in \\mathbb{R}^{V \\times V}$ is the distance matrix and $t \\in \\mathbb{R}_{\\ge 0}$ is a threshold parameter, the entries of the similarity matrix $K \\in \\mathbb{R}^{V \\times V}$ are computed as\n", " \n", "$$K(u,v) = 1 - \\frac{\\min(D(u,v), t)}{t}$$\n", "\n", "that is, if the distance between two separated points is inside the interval $[0,t)$, the similarity decreases linearly from $1$ to $0$ with distance increasing from $0$ to $t$, if the distance is greater or equal to $t$, the similarity is $0$. \n", "\n", "The tangle library provides the convenience function [linear_similarity_from_dist_matrix](https://tangle-software.github.io/tangles/reference/api/tangles.util.matrix_order.linear_similarity_from_dist_matrix.html) to compute similarity matrices of this kind.\n", "\n", "Depending on the threshold parameter $t$, the resulting matrix can be very sparse - a very good reason to prefer similarity matrices over distance matrices if workingon bigger data sets. \n", "\n", "Finally, the order function is given by the *matrix order function* based on the negation of the similarity matrix $K$. Let $f \\in \\{-1,1\\}^{V}$ be the *feature indicator vector* of the potential feature $\\{A, A^c\\}$, this means $f(v) = 1$ if $v \\in A$ and $f(v) = -1$ otherwise. Then the order of $f$ is computed as the quadratic form\n", "\n", "$$ o(f) = - f^T K f.$$\n", "\n", "This expression evaluates (and accumulates) the similarity of points on different sides of the bipartition $\\{A, A^c\\}$. A feature's order is smaller if it separates fewer similar points." ] }, { "cell_type": "markdown", "id": "4853637042051994", "metadata": { "collapsed": false }, "source": [ "Let's try to visualise an example of the order computation. \n", "It is helpful to take a different perspective on the order function. We can interpret the function as some kind of *matrix order approximation* to the loss function of a classifier evaluating points within a *margin* around an imaginary decision boundary between a bipartition's sides.\n", "\n", "The plot shows a feature splitting the data set into two classes shown in red and blue. The decision boundary between red and blue points is approximated by a negligently regularized *support vector machine* and drawn as a thick black line. The order function depends only on separated pairs of points that are close to the decision boundary. The members of such pairs are connected by a line. The order depends on the sum of the lengths of these lines." ] }, { "cell_type": "code", "execution_count": 4, "id": "838711b4df2928c7", "metadata": { "ExecuteTime": { "end_time": "2024-04-22T19:24:31.871871Z", "start_time": "2024-04-22T19:24:30.036942Z" }, "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from point_clouds_helpers import plot_margin_example\n", "plt.figure(figsize=(7,7))\n", "plot_margin_example(M,(distances[np.isin(centers,[2,5]),:]<1.3).any(axis=0), margin=1.0, C=1e6, ax=plt.gca())\n", "plt.xticks([])\n", "plt.yticks([]);" ] }, { "cell_type": "markdown", "id": "8192e9a45f0ae432", "metadata": { "collapsed": false }, "source": [ "This order functions seems to make sense, but it has a suboptimal side effect: Unbalanced features, i.e. potential features where one specification has significantly smaller size than the other, tend to have lower order. This effect can be reduced by decreasing the margin size, but we cannot get rid of it completely. Having said that, this effect is not only bad: If the data set fades from a conglomerate of dense clusters to sparse regions at the border, the *outlier* points are not tightly related to the dense clusters and a feature describing these outlier points should not have high order. " ] }, { "cell_type": "markdown", "id": "c25fb13d89731644", "metadata": { "collapsed": false }, "source": [ "Let's use the final cell of this section to do the technical stuff. We create the similarity matrix and a `lambda` expression that computes the matrix order function based on the negated similarity matrix:" ] }, { "cell_type": "code", "execution_count": 5, "id": "3225ff93e486f944", "metadata": { "ExecuteTime": { "end_time": "2024-04-22T19:24:32.062289Z", "start_time": "2024-04-22T19:24:31.865975Z" }, "collapsed": false }, "outputs": [], "source": [ "from tangles.util.matrix_order import linear_similarity_from_dist_matrix\n", "\n", "sim_matrix = linear_similarity_from_dist_matrix(distances, margin=1.5, sparse_mat=False)\n", "order_fun = lambda seps: -(seps * (sim_matrix @ seps)).sum(axis=0)" ] }, { "cell_type": "markdown", "id": "a8bfb46abff5f33c", "metadata": { "collapsed": false }, "source": [ "### 2.3. Tangles of a simple feature system\n", "\n", "We are now ready to search tangles. We propose a very simple feature set that might appear naive but will work quite well. We start with $k$ equidistant horizontal and $k$ equidistant vertical lines through the data's support and create one potential feature per line. Each feature splits the data set in a subset of points below, or left, and a subset of points above, or right, of the line.\n", "\n", "We choose $k=100$ horizontal and vertical lines, respectively:" ] }, { "cell_type": "code", "execution_count": 6, "id": "848c8a909d52b686", "metadata": { "ExecuteTime": { "end_time": "2024-04-22T19:24:32.071341Z", "start_time": "2024-04-22T19:24:32.064141Z" }, "collapsed": false }, "outputs": [], "source": [ "k=50\n", "S_ax = -np.ones((M.shape[0], 2*k), dtype=np.int8)\n", "for i,t in enumerate(np.linspace(M[:,0].min(), M[:,0].max(), k+2)[1:-1]):\n", " S_ax[M[:,0]" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(nrows=10,ncols=10, figsize=(8,8))\n", "for i,ax in enumerate(axes.flat):\n", " if i < S_ax.shape[1]:\n", " ax.plot(M[S_ax[:,i]>0,0], M[S_ax[:,i]>0,1], \"xr\", markersize=1)\n", " ax.plot(M[S_ax[:,i]<=0,0], M[S_ax[:,i]<=0,1], \"xb\", markersize=1)\n", " ax.set_title(r\"$\\overrightarrow{{s_{{{0}}}}}$\".format(i+1))\n", " ax.axis(\"off\")\n", " else:\n", " ax.set_visible(False)\n", "fig.suptitle(\"Axis aligned features sorted by increasing order\")\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "id": "a176a1fb4a8ab972", "metadata": { "collapsed": false }, "source": [ "Most features do not look very helpful. A lot of them cut of a few outliers at the borders, i.e. are quite *unbalanced*, some cut straight through very dense regions. A small number of features seems to distinguish left from right and top from bottom in a reasonable way. We can expect the tangles to find at least the four obvious clusters at the top left, top, right, bottom left and bottom right.\n", "\n", "It seems that *some* features capture *some* aspects of the data's structure. This is exactly where the order function comes into play: The \"good\" features are mixed into a range of less promising ones at \"moderately\" low order. The features $\\overrightarrow{s_1}, \\dots, \\overrightarrow{s_{19}}$ describe outliers at the borders, at $\\overrightarrow{s_{20}}$ the top is separated from the bottom and at $\\overrightarrow{s_{32}}$ the left is distinguished from the right. The features of high order seem to cut through quite dense areas, mostly.\n" ] }, { "cell_type": "markdown", "id": "719b1abe0d8fa123", "metadata": { "collapsed": false }, "source": [ "Ok, let's just try it out. We have a very small and simple feature set, therefore we can afford to search tangles with a low agreement of $10$. The library provides a [convenience function](https://tangle-software.github.io/tangles/reference/api/tangles.convenience.search_tangles.html) to handle simple cases like this:" ] }, { "cell_type": "code", "execution_count": 9, "id": "78fa979a32e852b", "metadata": { "ExecuteTime": { "end_time": "2024-04-22T19:24:37.303793Z", "start_time": "2024-04-22T19:24:36.604240Z" }, "collapsed": false, "editable": true, "slideshow": { "slide_type": "" }, "tags": [ "remove_output" ] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ tree height=92, number of tangles=118, limit=9.0 ]: appending finished \n" ] } ], "source": [ "from tangles.convenience import search_tangles, DefaultProgressCallback\n", "tangles = search_tangles(S_ax, min_agreement=10, progress_callback=DefaultProgressCallback(show_info_while_running=False))" ] }, { "cell_type": "markdown", "id": "795eff37bf9605b4", "metadata": { "collapsed": false }, "source": [ "For an agreement parameter this low, the search results in $118$ tangles. Obviously, the agreement is too low to make sense. We don't want to split our data set of $1000$ points into more than $100$ fuzzy clusters. Thankfully, the *TangleSweep* algorithm allows us to increase the agreement parameter without rebuilding the tree.\n", "\n", "Let's try a bigger agreement parameter and look at the tangles search tree. The tangle library provides a [function](https://tangle-software.github.io/tangles/reference/api/tangles.util.tree.BinTreeNetworkX.draw.html) to draw the tangle search tree. The plot is a bit more complex, let's draw it first and walk through the details afterward:" ] }, { "cell_type": "code", "execution_count": 10, "id": "e50a4833df818f5d", "metadata": { "ExecuteTime": { "end_time": "2024-04-22T19:24:38.232193Z", "start_time": "2024-04-22T19:24:37.303044Z" }, "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from tangles.util.tree import BinTreeNetworkX\n", "from tangles.analysis import tangle_score\n", "import matplotlib.patches as patches\n", "import matplotlib as mpl\n", "from matplotlib.colors import LinearSegmentedColormap\n", "\n", "agreement = 30\n", "\n", "c = [\"lightgray\", \"lightgray\", \"blue\", \"red\"]\n", "v = [0,0.6,0.8,1.0]\n", "cmap=LinearSegmentedColormap.from_list('mymap',list(zip(v,c)))\n", "\n", "def draw_tangle(G, node_id, ax):\n", " bin_tree_node = G.nodes[node_id][BinTreeNetworkX.node_attr_bin_tree_node]\n", " min_p, max_p = (M[:,0].min()-1, M[:,1].min()-1), (M[:,0].max()+1, M[:,1].max()+1)\n", " ax.set_xlim(xmin=min_p[0], xmax=max_p[0])\n", " ax.set_ylim(ymin=min_p[1], ymax=max_p[1])\n", " ax.add_patch(patches.Rectangle(min_p, max_p[0]-min_p[0], max_p[1]-min_p[1], edgecolor='none', facecolor='w'))\n", " if bin_tree_node.parent is None:\n", " ax.scatter(M[:,0],M[:,1], c=np.ones(M.shape[0]), s=0.1, vmin=-1000, vmax=1, cmap=cmap)\n", " else:\n", " path = np.array(bin_tree_node.path_from_root_indicator())[np.newaxis,:]\n", " scores = tangle_score(path, tangles.tree.sep_ids[:path.shape[1]], tangles.sep_sys).reshape(-1)\n", " ax.scatter(M[:,0],M[:,1], c=scores, s=0.05, cmap=cmap)\n", "\n", "bintree = BinTreeNetworkX(tangles.tree.maximal_tangles(agreement=agreement, include_splitting='nodes'))\n", "\n", "fig, ax = plt.subplots(1,1,figsize=(12,8))\n", "bintree.draw(draw_node_label_func=draw_tangle, draw_edge_label_func=None, ax=ax, node_label_size=0.05, draw_levels=True, \n", " level_label_func=lambda l: r\"$\\overrightarrow{{s_{{{0}}}}}$\".format(l+1))\n", "\n", "ax2 = fig.add_axes([0.78,0.85,0.1,0.02])\n", "ax2.set_ylabel(\"Tangle score: \", rotation=\"horizontal\", horizontalalignment=\"right\", verticalalignment=\"center\")\n", "cb = mpl.colorbar.ColorbarBase(ax2,cmap=cmap,norm=mpl.colors.Normalize(vmin=0,vmax=1),orientation='horizontal')\n", "cb.set_ticks([0,1])\n", "cb.set_ticklabels([\"low\", \"high\"])" ] }, { "cell_type": "markdown", "id": "88a7f1d26aa35e77", "metadata": { "collapsed": false }, "source": [ "The plot shows a part of the tangle search tree. The complete tangle search tree is usually too big to be drawn while including all relevant details. Therefore, we extract only maximal tangles and so-called *splitting nodes*, these are non-maximal nodes that have two children, i.e. tangles that are split into two new tangles by the next feature. The nodes are drawn as miniature versions of the data set where the points' tangle scores are indicated by color. Every leaf corresponds to a maximal tangle, so we have seven maximal tangles in total. The two tangles in the left subtree show clustesr in the top left and in the top right. The other subtree is a bit more complicated. First, a cluster in the lower left is separated, the lower right part is further refined into four clusters showing a particular hierarchical arrangement. \n", "\n", "The dotted horizontal lines show the levels of the tree. The levels are labeled by the first feature that is specified *directly after the drawn nodes*. The root corresponds to the complete data set. The first feature branching into the data set's lower and upper part is $\\overrightarrow{s_{20}}$. The node immediately before the branch shows a high tangle score for nearly every point except some outlier points close to the border. The exact specification of the features before, $\\overrightarrow{s_{1}}, \\dots, \\overrightarrow{s_{19}}$, cannot be seen in the tree, all we know is, that the tree does not branch anywhere at these levels. The same applies to all other lines that skip multiple levels: for example, both subtrees of the node before $\\overrightarrow{s_{32}}$ are *paths*, i.e. all their nodes have degree $2$, but the left path and the right path might encode different specifications of the potential features $s_{33}$ to $s_{65}$." ] }, { "cell_type": "markdown", "id": "fc976632a45ee123", "metadata": { "collapsed": false }, "source": [ "The plot of the tangle search tree gives a good overview over the tangles and their hierarchical relationships, but the details of the tangle scores are not perfectly visible. The details can better be seen if we give the tangle scores a bit more space:\n", "\n", "We use the same agreement as above:" ] }, { "cell_type": "code", "execution_count": 11, "id": "7a625ba2458ea9f5", "metadata": { "ExecuteTime": { "end_time": "2024-04-22T19:24:38.606180Z", "start_time": "2024-04-22T19:24:38.234430Z" }, "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0.98, 'Maximal tangles for agreement 30')" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "scores = tangles.tangle_score(min_agreement=agreement, normalize='cols')\n", "fig, axes = plt.subplots(nrows=(r:=int(np.ceil(scores.shape[1]/4))), ncols=4, figsize=(16,r*4))\n", "for i,ax in enumerate(axes.flat):\n", " if i" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from tangles.util.ui import plot_annotated\n", "from matplotlib.backends.backend_agg import FigureCanvasAgg\n", "\n", "agreement_range = range(20,151)\n", "\n", "def anno_func(agreement):\n", " scores = tangles.tangle_score(min_agreement=agreement, normalize='cols')\n", " scores /= scores.max(axis=0)\n", " data = np.tile(M,(scores.shape[1],1))\n", " data[:,0] += ((M[:,0].max()-M[:,0].min()+1) * np.arange(scores.shape[1])).repeat(M.shape[0])\n", " \n", " canvas = FigureCanvasAgg(mpl.figure.Figure(figsize=(scores.shape[1], 1)))\n", " ax = canvas.figure.add_axes((0, 0, 1, 1))\n", " ax.axis(\"off\")\n", " ax.scatter(data[:, 0], data[:, 1], c=scores.T.reshape(-1), s=0.5, cmap=cmap)\n", " canvas.draw()\n", " return np.array(canvas.renderer.buffer_rgba())\n", " \n", "fig, ax = plt.subplots(1,1,figsize=(20,10))\n", "ax.set_ylim([2,12])\n", "ax.tick_params(axis='x', labelrotation=90)\n", "plot_annotated(x = agreement_range, y = [len(tangles.tree.maximal_tangles(agreement)) for agreement in agreement_range], \n", " annotation_x_positions= [77, 95, 96, 105, 150], annotation_offsets=[(300,250),(320,130),(-500,20),(-400,-50),(-200,150)],\n", " annotation_func = anno_func, annotation_is_image=True, annotation_zoom=0.75,\n", " xlabel=\"agreement parameter\", ylabel=\"number of maximal tangles\",\n", " title = \"Tangles at different agreement levels\",\n", " ax = ax)\n", " \n" ] }, { "cell_type": "markdown", "id": "b54c7863a808e3ba", "metadata": { "collapsed": false }, "source": [ "At level $\\alpha_{\\min} = 150$, we see only three tangles: top, bottom right and bottom left. If we lower the agreement to 105, the top part is further split into left and right part. Continuing to lower the agreement results in a successive refinement of the big cluster in the bottom right. At $\\alpha_{\\min} = 77$ we are at the same situation as above for agreement $30$. For even lower agreements more and more other tangles are split further, but these tangles often only reflect small density fluctuations in the data. \n", "\n", "For example, at $\\alpha_{\\min} = 25$, the bottom left cluster is split into two reasonable clusters, at the same time, the top left is split into two regions of different density. This is actually nice, but the differences in scores are tiny and more powerful scoring schemes might be needed." ] }, { "cell_type": "code", "execution_count": 13, "id": "231770a4f8226dc2", "metadata": { "ExecuteTime": { "end_time": "2024-04-22T19:24:39.821608Z", "start_time": "2024-04-22T19:24:39.340939Z" }, "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0.98, 'Maximal tangles for agreement 25')" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "agreement = 25\n", "scores = tangles.tangle_score(min_agreement=agreement, normalize='cols')\n", "fig, axes = plt.subplots(nrows=(r:=int(np.ceil(scores.shape[1]/4))), ncols=4, figsize=(16,r*4))\n", "for i,ax in enumerate(axes.flat):\n", " if i