diff --git a/lectures/lecture-09/1 Clustering with scikit with GIFs.ipynb b/lectures/lecture-09/1 Clustering with scikit with GIFs.ipynb new file mode 100644 index 0000000..25df236 --- /dev/null +++ b/lectures/lecture-09/1 Clustering with scikit with GIFs.ipynb @@ -0,0 +1,632 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Clustering with Scikit-Learn" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Originally from https://github.com/dashee87/blogScripts/blob/master/Jupyter/2017-05-09-Clustering-with-Scikit-with-GIFs.ipynb" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It's a common task for a data scientist: you need to generate segments (or clusters- I'll use the terms interchangably) of the customer base. Where does one start? With definitions, of course!!! Clustering is the subfield of unsupervised learning that aims to partition unlabelled datasets into consistent groups based on some shared unknown characteristics. All the tools you'll need are in Scikit-Learn, so I'll leave the code to a minimum. Instead, through the medium of GIFs, this tutorial will describe the most common techniques. If GIFs aren't your thing (what are you doing on the internet?), then the [scikit clustering documentation](http://scikit-learn.org/stable/modules/clustering.html) is quite thorough.\n", + "\n", + "\n", + "# Techniques\n", + "\n", + "Clustering algorithms can be broadly split into two types, depending on whether the number of segments is explicitly specified by the user. As we'll find out though, that distinction can sometimes be a little unclear, as some algorithms employ parameters that act as proxies for the number of clusters. But before we can do anything, we must load all the required modules in our python script. We also need to construct toy datasets to illustrate and compare each technique. The significance of each one will hopefully become apparent. \n", + "\n", + "You can download this jupyter notebook [here]() and the gifs can be downloaded from [this folder](https://github.com/dashee87/dashee87.github.io/tree/master/images) (or you can just right click on the GIFs and select 'Save image as...')." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import sklearn # install with !pip install scikit-learn" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from sklearn.metrics import silhouette_score\n", + "from sklearn import cluster, datasets, mixture\n", + "from sklearn.neighbors import kneighbors_graph\n", + "\n", + "np.random.seed(844)\n", + "clust1 = np.random.normal(5, 2, (1000,2))\n", + "clust2 = np.random.normal(15, 3, (1000,2))\n", + "clust3 = np.random.multivariate_normal([17,3], [[1,0],[0,1]], 1000)\n", + "clust4 = np.random.multivariate_normal([2,16], [[1,0],[0,1]], 1000)\n", + "dataset1 = np.concatenate((clust1, clust2, clust3, clust4))\n", + "\n", + "# we take the first array as the second array has the cluster labels\n", + "dataset2 = datasets.make_circles(n_samples=1000, factor=.5, noise=.05)[0]\n", + "\n", + "# plot clustering output on the two datasets\n", + "def cluster_plots(set1, set2, colours1 = 'gray', colours2 = 'gray', \n", + " title1 = 'Dataset 1', title2 = 'Dataset 2'):\n", + " fig,(ax1,ax2) = plt.subplots(1, 2)\n", + " fig.set_size_inches(6, 3)\n", + " ax1.set_title(title1,fontsize=14)\n", + " ax1.set_xlim(min(set1[:,0]), max(set1[:,0]))\n", + " ax1.set_ylim(min(set1[:,1]), max(set1[:,1]))\n", + " ax1.scatter(set1[:, 0], set1[:, 1],s=8,lw=0,c= colours1)\n", + " ax2.set_title(title2,fontsize=14)\n", + " ax2.set_xlim(min(set2[:,0]), max(set2[:,0]))\n", + " ax2.set_ylim(min(set2[:,1]), max(set2[:,1]))\n", + " ax2.scatter(set2[:, 0], set2[:, 1],s=8,lw=0,c=colours2)\n", + " fig.tight_layout()\n", + " plt.show()\n", + "\n", + "cluster_plots(dataset1, dataset2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## K-means\n", + "\n", + "Based on absolutely no empirical evidence (the threshold for baseless assertions is much lower in blogging than academia), [k-means](https://en.wikipedia.org/wiki/K-means_clustering) is probably the most popular clustering algorithm of them all. The algorithm itself is relatively simple: Starting with a pre-specified number of cluster centres (which can be distributed randomly or smartly (see `kmeans++`)), each point is initally assigned to its nearest centre. In the next step, for each segment, the centres are moved to the centroid of the clustered points. The points are then reassigned to their nearest centre. The process is repeated until moving the centres derives little or no improvement (measured by the within cluster sum of squares- the total squared distance between each point and its cluster centre). The alogorithm is concisely illustrated by the GIF below.\n", + "\n", + "![title](https://dashee87.github.io/images/kmeans.gif)\n", + "\n", + "Variations on the k-means algorithm include [k-medoids](https://en.wikipedia.org/wiki/K-medoids) and [k-medians](https://en.wikipedia.org/wiki/K-medians_clustering), where centroids are updated to the [medoid](https://en.wikipedia.org/wiki/Medoid) and median of existng clusters, repsectively. Note that, under k-medoids, cluster centroids must correspond to the members of the dataset. Alogorithms in the k-means family are sensitive to the starting position of the cluster centres, as each method converges to local optima, the frequency of which increase in higher dimensions. This issue is illustrated for k-means in the GIF below.\n", + "\n", + "![title](https://dashee87.github.io/images/kmeans_bad.gif)\n", + "\n", + "k-means clustering in scikit offers several extensions to the traditional approach. To prevent the alogrithm returning sub-optimal clustering, the kmeans method includes the `n_init` and `method` parameters. The former just reruns the algorithm with n different initialisations and returns the best output (measured by the within cluster sum of squares). By setting the latter to 'kmeans++' (the default), the initial centres are smartly selected (i.e. better than random). This has the additional benefit of decreasing runtime (less steps to reach convergence)." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dataset1\n", + "Cluster 0: 1008\n", + "Cluster 1: 1018\n", + "Cluster 2: 952\n", + "Cluster 3: 1022\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# implementing k-means clustering\n", + "kmeans_dataset1 = cluster.KMeans(n_clusters=4, max_iter=300, \n", + " init='k-means++',n_init=10).fit_predict(dataset1)\n", + "kmeans_dataset2 = cluster.KMeans(n_clusters=2, max_iter=300, \n", + " init='k-means++',n_init=10).fit_predict(dataset2)\n", + "print('Dataset1')\n", + "print(*[\"Cluster \"+str(i)+\": \"+ str(sum(kmeans_dataset1==i)) for i in range(4)], sep='\\n')\n", + "cluster_plots(dataset1, dataset2, \n", + " kmeans_dataset1, kmeans_dataset2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "k-means performs quite well on ``Dataset1``, but fails miserably on ``Dataset2``. In fact, these two datasets illustrate the strenghts and weaknesses of k-means. The algorithm seeks and identifies globular (essentially spherical) clusters. If this assumption doesn't hold, the model output may be inadaquate (or just really bad). It doesn't end there; k-means can also underperform with clusters of different size and density." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "kmeans_dataset1 = cluster.KMeans(n_clusters=4, max_iter=300, \n", + " init='k-means++',n_init=10).fit_predict(np.vstack([dataset1[:2080,:],\n", + " dataset1[3000:3080,:]]))\n", + "kmeans_dataset2 = cluster.KMeans(n_clusters=4, max_iter=300, \n", + " init='k-means++',n_init=10).fit_predict(np.vstack([dataset1[-2080:,],\n", + " dataset1[:80,]]))\n", + "cluster_plots(np.vstack([dataset1[:2080,],dataset1[3000:3080,]]), \n", + " np.vstack([dataset1[-2080:,],dataset1[:80,]]), \n", + " kmeans_dataset1, kmeans_dataset2,title1='', title2='')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For all its faults, the enduring popularity of k-means (and related algorithms) stems from its versatility. Its average complexity is O(k*n*T), where k,n and T are the number of clusters, samples and iterations, respectively. As such, it's considered one of the [fastest clustering algorithms out there](http://scikit-learn.org/stable/modules/generated/sklearn.cluster.KMeans.html). And in the world of big data, this matters. If your boss wants 10 customer segments by close of business, then you'll probably use k-means and just hope no one knows the word [globular](https://www.merriam-webster.com/dictionary/globular). " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Gaussian Mixture models\n", + "\n", + "This technique is the application of the [general expectation maximisation (EM) algorithm](https://en.wikipedia.org/wiki/Expectation%E2%80%93maximization_algorithm) to the task of clustering using Gaussian mixture models. It is conceptually related and visually similar to k-means (see GIF below). Where k-means seeks to minimise the distance between the observations and their assigned centroids, EM in this case is used to estimate the means and covariances of a mutltivariate normal distributions (called [Gaussian Mixture Models (GMM)](http://scikit-learn.org/stable/modules/mixture.html))), so as to maximise the log-likelihood of the observed data. Similar to k-means, the algorithm converges to the final clustering by iteratively improving its performance (i.e. reducing the log-likelihood). However, again like k-means, there is no guarantee that the algorithm has settled on the global minimum rather than local minimum (a concern that increases in higher dimensions).\n", + "\n", + "![title](https://dashee87.github.io/images/em_only.gif)\n", + "\n", + "In contrast to kmeans, observations are not explicitly assigned to clusters, but rather given probabilities of belonging to each distribution. If the underlying distribution is correctly identified (e.g. normal distribution in the GIF), then the algorithm performs well. In practice, especially for large datasets, the underlying distribution may not be retrievble, so EM clustering may not be well suited to such tasks." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# implementing Guassian Mixture Models\n", + "em_dataset1 = mixture.GaussianMixture(n_components=4, covariance_type='full').fit(dataset1)\n", + "em_dataset2 = mixture.GaussianMixture(n_components=2, covariance_type='full').fit(dataset2)\n", + "cluster_plots(dataset1, dataset2, em_dataset1.predict(dataset1), em_dataset2.predict(dataset2))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "No surprises there. EM clusters the first dataset perfectly, as the underlying data is normally distributed. In contrast, `Dataset2` cannot be accurately modelled as a GMM, so that's why EM performs so poorly in this case." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Hierarchical Clustering\n", + "\n", + "Unlike k-means and EM, [hierarchical clustering](https://en.wikipedia.org/wiki/Hierarchical_clustering) (HC) doesn't require the user to specify the number of clusters beforehand. Instead it returns an output (typically as a dendrogram- see GIF below), from which the user can decide the appropriate number of clusters (either manually or [algorithmically](https://joernhees.de/blog/2015/08/26/scipy-hierarchical-clustering-and-dendrogram-tutorial/)). If done manually, the user may cut the dendrogram where the merged clusters are too far apart (represented by a long lines in the dendrogram). Alternatively, the user can just return a specific number of clusters (similar to k-means).\n", + "\n", + "![title](https://dashee87.github.io/images/hierarch.gif)\n", + "\n", + "As its name suggests, it constructs a hierarchy of clusters based on proximity (e.g Euclidean distance or Manhattan distance- see GIF below). HC typically comes in two flavours (essentially, bottom up or top down): \n", + "\n", + "* Divisive: Starts with the entire dataset comprising one cluster that is iteratively split- one point at a time- until each point forms its own cluster.\n", + "* Agglomerative: The agglomerative method in reverse- individual points are iteratively combined until all points belong to the same cluster.\n", + "\n", + "Another important concept in HC is the linkage criterion. This defines the distance between clusters as a function of the points in each cluster and determines which clusters are merged/split at each step. That clumsy sentence is neatly illustrated in the GIF below.\n", + "\n", + "![title](https://dashee87.github.io/images/hierarch_1.gif)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dataset 1\n", + "Cluster 0: 990\n", + "Cluster 1: 1008\n", + "Cluster 2: 1002\n", + "Cluster 3: 1000\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# implementing agglomerative (bottom up) hierarchical clustering\n", + "# we're going to specify that we want 4 and 2 clusters, respectively\n", + "hc_dataset1 = cluster.AgglomerativeClustering(n_clusters=4, metric='euclidean', \n", + " linkage='ward').fit_predict(dataset1)\n", + "hc_dataset2 = cluster.AgglomerativeClustering(n_clusters=2, metric='euclidean', \n", + " linkage='average').fit_predict(dataset2)\n", + "print(\"Dataset 1\")\n", + "print(*[\"Cluster \"+str(i)+\": \"+ str(sum(hc_dataset1==i)) for i in range(4)], sep='\\n')\n", + "cluster_plots(dataset1, dataset2, hc_dataset1, hc_dataset2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You might notice that HC didn't perform so well on the noisy circles. By imposing simple connectivity constraints (points can only cluster with their n(=5) nearest neighbours), HC captures the non-globular structures within the dataset." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/andrew/anaconda3/envs/pm21-dragon/lib/python3.11/site-packages/sklearn/cluster/_agglomerative.py:596: UserWarning: the number of connected components of the connectivity matrix is 2 > 1. Completing it to avoid stopping the tree early.\n", + " connectivity, n_connected_components = _fix_connectivity(\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "hc_dataset2 = cluster.AgglomerativeClustering(n_clusters=2, metric='euclidean', \n", + " linkage='complete').fit_predict(dataset2)\n", + "connect = kneighbors_graph(dataset2, n_neighbors=5, include_self=False)\n", + "\n", + "# We expect a warning in the following line of code.\n", + "# 'the number of connected components of the connectivity matrix is 2 > 1. Completing it to avoid stopping the tree early.'\n", + "hc_dataset2_connectivity = cluster.AgglomerativeClustering(n_clusters=2, metric='euclidean', \n", + " linkage='complete',connectivity=connect).fit_predict(dataset2)\n", + "\n", + "cluster_plots(dataset2, dataset2,hc_dataset2,hc_dataset2_connectivity,\n", + " title1='Without Connectivity', title2='With Connectivity')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Conveniently, the position of each observation isn't necessary for HC, but rather the distance between each point (e.g. a n x n matrix). However, the main disadvantage of HC is that it requires too much memory for large datasets (that n x n matrix blows up pretty quickly). Divisive clustering is $O(2^n)$, while agglomerative clustering comes in somewhat better at $O(n^2 log(n))$ (though special cases of $O(n^2)$ are available for single and maximum linkage agglomerative clustering)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Mean Shift\n", + "\n", + "Mean shift describes a [general non-parametric technique](https://en.wikipedia.org/wiki/Mean_shift) that locates the maxima of density functions, where Mean Shift Clustering simply refers to its application to the task of clustering. In other words, locate the density function maxima (mean shift algorithm) and then assign points to the nearest maxima. In that sense, it shares some similarities with k-means (the density maxima correspond to the centroids in the latter). Interestingly, the number of clusters is not required for its implementation and, as it's density based, it can detect clusters of any shape. Instead, the algorithm relies on a bandwidth parameter, which simply determines the size of neighbourhood over which the density will be computed. A small bandwidth could generate excessive clusters, while a high value could erroneously combine multiple clusters. Luckily, sklearn includes an [estimate_bandwidth function](http://scikit-learn.org/stable/modules/generated/sklearn.cluster.estimate_bandwidth.html). It uses the [k-nearest neighbours](https://en.wikipedia.org/wiki/K-nearest_neighbors_algorithm) (kNN) algorithm to determine an optimal bandwidth value. I suppose that makes it even easier than k-means to implement. \n", + "\n", + "![title](https://dashee87.github.io/images/mean_shift_0.gif)\n", + "\n", + "[Originally invented in 1975](http://ieeexplore.ieee.org/document/1055330/), mean shift gained prominence when it was successfully applied to computer vision (seminal paper [#1](http://ieeexplore.ieee.org/document/400568/) [#2](https://dx.doi.org/10.1109%2F34.1000236)). I won't discuss the underlying maths (that info can be found [here](https://saravananthirumuruganathan.wordpress.com/2010/04/01/introduction-to-mean-shift-algorithm/) and [here](http://efavdb.com/mean-shift/)). Intuitively, cluster centers are initially mapped onto the dataset randomly (like k-means). Around each centre is a ball (the radius of which is determined by the bandwidth), where the density equates to the number of points inside each ball. The centre of the ball is iteratively nudged towards regions of higher density by shifting the centre to the mean of the points within the ball (hence the name). This process is repeated until balls exhibit little movement. When multiple balls overlap, the ball containing the most points is preserved. Observations are then clustered according to their ball. Didn't follow that? Well, here's the gif.\n", + "\n", + "![title](https://dashee87.github.io/images/mean_shift_tutorial.gif)\n", + "\n", + "Now, you might be thinking \"An algorithm that needs absolutely no input from the user and can detect clusters of any shape!!! This should be all over Facebook!!!\". First of all, there's no guarantee that the value returned by estimate_bandwidth is appropriate (a caveat that becomes more pertinent in higher dimensions). Speaking of high dimensionality, mean shift may also converge to local optima rather than global optima. But the biggest mark against Mean Shift is its computational expense. It runs at $O(T*n^2)$, compared to $O(k*n*T)$ for k-means, where T is number of iterations and n represents the number of points. In fact, [according to the sklearn documentation](http://scikit-learn.org/stable/modules/generated/sklearn.cluster.MeanShift.html#sklearn.cluster.MeanShift), the `estimate_bandwidth` function scales particularly badly. Maybe humans (and data science blogs) will still be needed for a few more years!" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dataset1: 4 clusters\n", + "Dataset2: 8 clusters\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# implementing Mean Shift clustering in python\n", + "# auto-calculate bandwidths with estimate_bandwidth\n", + "bandwidths = [cluster.estimate_bandwidth(dataset, quantile=0.1) \n", + " for dataset in [dataset1, dataset2]]\n", + "meanshifts = [cluster.MeanShift(bandwidth=band, bin_seeding=True).fit(dataset) \n", + " for dataset,band in zip([dataset1,dataset2],bandwidths)]\n", + "# print number of clusters for each dataset\n", + "print(*[\"Dataset\"+str(i+1)+\": \"+ str(max(meanshifts[i].labels_)+1) + \" clusters\" \n", + " for i in range(2)], sep='\\n')\n", + "# plot cluster output\n", + "cluster_plots(dataset1, dataset2, meanshifts[0].predict(dataset1), meanshifts[1].predict(dataset2))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Mean shift clusters `Dataset1` well, but performs quite poorly on `Dataset2`. This shouldn't be too surprising. It's easy to imagine where you should overlay 4 balls on the first dataset. There's just no way you could accurately partition `Dataset2` with two balls (see the GIF below if you don't believe me). We've only considered a flat kernel (i.e. makes no distinction how the points are distributed within the ball), but, in some cases, a [Gaussian kernel might be more appropriate](http://sociograph.blogspot.co.uk/2011/11/accessible-introduction-to-mean-shift.html). Unfortunately, [scikit currently only accepts flat kernels](https://github.com/scikit-learn/scikit-learn/issues/442), so let's pretend I never mentioned Gaussian kernels. Either way, you'd need some really exotic kernel to identify the two clusters in `Dataset2`. \n", + "\n", + "![title](https://dashee87.github.io/images/mean_shift_search.gif)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Affinity Propagation (AP)\n", + "\n", + "Affinity propagation (AP) describes an algorithm that performs clustering by passing messages between points. It seeks to identify highly representative observations, known as exemplars, where remaining data points are assigned to their nearest exemplar. Like mean-shift, the alogorithm does not require the number of clusters to be prespecified. Instead, the user must input two parameters: preference and damping. Preference determines how likely an observation is to become an exemplar, which in turn decides the number of clusters. In that sense, this parameter somewhat mimics the number of clusters parameter in k-means/EM. The damping parameter restricts the magnitude of change between successive updates. Without this, AP can be prone [to overshooting the solution and non-convergence](http://www.psi.toronto.edu/affinitypropagation/faq.html). Provided convergence is achieved, damping shouldn't significantly affect the output (see last GIF in this section), though it could increase the time to reach convergence.\n", + "\n", + "AP doesn't really lend itself to illustration with GIFs. I'll still provide some GIFs, but a mathematical description might be more informative in this case (i.e. I'm now going to paraphrase the [AP wikipedia page](https://en.wikipedia.org/wiki/Affinity_propagation)). AP starts off with a similarity (or affinity) matrix (`S`), where similarity (`s(i,j)`) is often formulated as the distance between points (e.g. negative Euclidean distance). The diagonal of the matrix (`s(i,i)`) is important, as this is where the preference value is inputted. In practice, 'passing messages between points' translates to updating two matrices. The first is the responsibility matrix (`R`), where `r(i,k)` represents the suitability of data point `k` to serve as an exemplar for point `i`. The second matrix is known as the availability matrix (`A`), where `a(i,k)` indicates the appropriateness of point `k` being an exemplar for point `i`, taking into account how well suited `k` is to serve as an exemplar to other points.\n", + "\n", + "![title](https://dashee87.github.io/images/affinity_propagation_similarity.gif)\n", + "\n", + "In mathematical terms, both matrices are initialised to zero and are updated iteratively accroding to the following rules:\n", + "\n", + "$$r(i,k) = s(i,k) - \\max_{k' \\neq k} \\left\\{ a(i, k') + s(i, k') \\right \\}$$\n", + "$$a(i,k)_{i \\neq k} = \\min \\left( 0, r(k,k) + \\sum_{i' \\not\\in \\{i,k\\}} \\max(0, r(i',k)) \\right)$$\n", + "$$a(k,k) = \\sum_{i' \\neq k} \\max(0, r(i',k))$$\n", + "\n", + "At each iteration, `A` and `R` are added together. Exemplars are represented by rows in which the diagonal of this matrix are positive (i.e. `r(i,i)` + `s(i,i)` > 0). The algorithm terminates after a specified number of updates or if the exemplars remain unchaged over several iterations. Points are then mapped to the nearest examplar and clustered accordingly.\n", + "\n", + "![title](https://dashee87.github.io/images/affinity_propagation_exemplars.gif)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Did not converge\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/andrew/anaconda3/envs/pm21-dragon/lib/python3.11/site-packages/sklearn/cluster/_affinity_propagation.py:140: ConvergenceWarning: Affinity propagation did not converge, this model may return degenerate cluster centers and labels.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Did not converge\n", + "Dataset1\n", + "# Clusters: 1744\n", + "Dataset2\n", + "# Clusters: 76\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/andrew/anaconda3/envs/pm21-dragon/lib/python3.11/site-packages/sklearn/cluster/_affinity_propagation.py:140: ConvergenceWarning: Affinity propagation did not converge, this model may return degenerate cluster centers and labels.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# This is killing the Jupyter kernel for some reason, so I disabled it for now.\n", + "\n", + "# implementing Affinity Propagation\n", + "ap_dataset1 = cluster.AffinityPropagation(verbose=True,random_state=0).fit_predict(dataset1)\n", + "ap_dataset2 = cluster.AffinityPropagation(verbose=True,random_state=0).fit_predict(dataset2)\n", + "print('Dataset1')\n", + "print(\"# Clusters:\",max(ap_dataset1)+1)\n", + "print('Dataset2')\n", + "print(\"# Clusters:\",max(ap_dataset2)+1)\n", + "cluster_plots(dataset1, dataset2, ap_dataset1, ap_dataset2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It's clear that the default settings in the [sklearn implementation of AP](http://scikit-learn.org/stable/modules/generated/sklearn.cluster.AffinityPropagation.html) didn't perform very well on the two datasets (in fact, neither execution converged). AP can suffer from non-convergence, though appropriate calibration of the damping parameter can minimise this risk. While AP doesn't explicitly require you to specify the number of clusters, the preference parameter fulfills this role in practice. Playing around with preference values, you'll notice that AP is considerably slower than k-means. That's because AP runtime complexity is O(n^2), where n represents the number of points in the dataset. But it's not all bad news. AP simply requires a similarity/affinity matrix, so the exact spatial position of each point is irrelevant. This also means that the algorithm is relatively insensitive to high dimensional data, assuming your measure of similarity is robust in higher dimensions (not the case for squared Euclidean distance!). Finally, AP is purely deterministic; so there's no need for multiple random restarts á la kmeans. For all of these reasons, [AP outperforms its competitors](http://science.sciencemag.org/content/315/5814/972) in complex computer visions tasks (e.g. clustering human faces)." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "# This is killing the Jupyter kernel for some reason, so I disabled it for now.\n", + "\n", + "# ap_dataset1 = cluster.AffinityPropagation(preference=-10000, damping=0.9, verbose=True,random_state=0).fit_predict(dataset1)\n", + "# ap_dataset2 = cluster.AffinityPropagation(preference=-100, damping=0.8, verbose=True,random_state=0).fit_predict(dataset2)\n", + "# print('Dataset1')\n", + "# print(\"# Clusters:\",max(ap_dataset1)+1)\n", + "# print('Dataset2')\n", + "# print(\"# Clusters:\",max(ap_dataset2)+1)\n", + "# cluster_plots(dataset1, dataset2, ap_dataset1, ap_dataset2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As you can see, I eventually arrived at some parameters that returned decent clustering for `Dataset1`. And just in case you're curious how the clustering was affected by the parameters.\n", + "\n", + "![title](https://dashee87.github.io/images/affinity_propagation_search.gif)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DBSCAN\n", + "\n", + "[Density-based spatial clustering of applications with noise](https://en.wikipedia.org/wiki/DBSCAN) (DBSCAN) is a density based clustering algorithm that can neatly handle noise (the clue is in the name). Clusters are considered zones that are sufficiently dense. Points that lack neighbours do not belong to any cluster and are thus classifed as noise (a state that is not immediately attainable under traditional k-means or HC). DBSCAN doesn't require the user to specify the number of clusters; it works that out for you. Instead, the user must define the minimum number of observations that constitutes a cluster (`minPts`) and the size of the neighbourhoods (epsilon- often denoted as `eps` or $\\epsilon$). In simple terms, DBSCAN identifies clusters and then expands those clusters by scanning the neighbourhoods of the assigned points. Once all neighbourhoods have been exhausted, the process repeats with a new cluster, until all observations belong to a segment or have been classified as noise (see GIF below).\n", + "\n", + "![title](https://dashee87.github.io/images/DBSCAN_tutorial.gif)\n", + "\n", + "The most obvious advantage of DBSCAN is that the user doesn't need to specify the number of clusters. Also, as already stated, the ability to robustly treat outliers as noise distinguishes it from other techniques. Finally, being density based, DBSCAN can return clusters of any shape." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dataset1:\n", + "Number of Noise Points: 47 (4000)\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dataset2:\n", + "Number of Noise Points: 2 (1000)\n" + ] + } + ], + "source": [ + "# implenting DBSCAN\n", + "dbscan_dataset1 = cluster.DBSCAN(eps=1, min_samples=5, metric='euclidean').fit_predict(dataset1)\n", + "# noise points are assigned -1\n", + "print('Dataset1:')\n", + "print(\"Number of Noise Points: \",sum(dbscan_dataset1==-1),\" (\",len(dbscan_dataset1),\")\",sep='')\n", + "dbscan_dataset2 = cluster.DBSCAN(eps=0.1, min_samples=5, metric='euclidean').fit_predict(dataset2)\n", + "cluster_plots(dataset1, dataset2, dbscan_dataset1, dbscan_dataset2)\n", + "print('Dataset2:')\n", + "print(\"Number of Noise Points: \",sum(dbscan_dataset2==-1),\" (\",len(dbscan_dataset2),\")\",sep='')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Wow! It managed to correctly segment `Dataset2` without knowing number of clusters beforehand. But before you throw k-means in the bin and get a DBSCAN tattoo ([a google image search returned nothing interesting](https://www.google.co.uk/search?q=dbscan+tattoo&safe=off&source=lnms&tbm=isch&sa=X&ved=0ahUKEwjbvJWFz_vRAhUBWhoKHTOrCsAQ_AUICCgB&biw=1600&bih=794)), DBSCAN does have its flaws too. In rare cases, border points can flip between clusters, depending on the order by which the data is processed, meaning different executions can return different outputs. Like all clustering techniques discussed in this tutorial, DBSCAN suffers from the [curse of dimensionality](https://en.wikipedia.org/wiki/Curse_of_dimensionality)- distance functions become less meaningful in higher dimensions, as all points are 'far away' from each other. For similar reasons, it can be hard to determine the appropriate values of epsilon and minPts (though trial and error will ususually sffice in 2 dimensions- see below GIF).\n", + "\n", + "![alt-text-2](https://dashee87.github.io/images/DBSCAN_search.gif)\n", + "\n", + "But these concerns are either minor or not unique to DBSCAN. A much bigger issue arises if the clusters exhibit varying density. In such cases, it may be impossible to find a decent epsilon value, as one single value can't perform well on each cluster. This is where [OPTICS](https://en.wikipedia.org/wiki/OPTICS_algorithm) (Ordering points to identify the clustering structure) would come in. Unfortunately, OPTICS isn't currently available in Scikit learn, [though there is a nearly 4 year old (active!) pull request open on github](https://github.com/scikit-learn/scikit-learn/pull/1984). There's also an extension of DBSCAN called [HDBSCAN](http://hdbscan.readthedocs.io/en/latest/how_hdbscan_works.html) (where the 'H' stands for Hierarchical, as it incorporates HC). [It overcomes some of DBSCAN traditional faults](http://hdbscan.readthedocs.io/en/latest/comparing_clustering_algorithms.html). However, it's also currently not included in scikit (though there is an [extensively documented python package on github](https://github.com/scikit-learn-contrib/hdbscan)). I might discuss these algorithms in a future blog post." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Summary\n", + "\n", + "You may be wondering which clustering algorithm is the best. Well, the nature of the data will answer that question. For example, a large dataset could preclude computationally intensive algorithms (e.g hierarchical clustering or affinity propagation). Is anything known about the underlying structure (e.g. globular versus non-globular)? Are you looking for a specific number of clusters? Do you need to illustrate your work with a GIF (I'm looking at you, Affinity Propagation)? So, unfortunately, you need to have various algorithms in your toolbox, ready to deploy as the circumstances dicate (or you could just use k-means for everything).\n", + "\n", + "Hopefully, you enjoyed this tutorial on clustering. I intend to do a few more follow up posts (e.g. how to find the optimal number of clusters). Please get in touch if you have any questions or GIF requests!" + ] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.10" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/lectures/lecture-09/2 Principal Component Analysis.ipynb b/lectures/lecture-09/2 Principal Component Analysis.ipynb new file mode 100644 index 0000000..6b41e36 --- /dev/null +++ b/lectures/lecture-09/2 Principal Component Analysis.ipynb @@ -0,0 +1,1270 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "\n", + "\n", + "*This notebook contains an excerpt from the [Python Data Science Handbook](http://shop.oreilly.com/product/0636920034919.do) by Jake VanderPlas; the content is available [on GitHub](https://github.com/jakevdp/PythonDataScienceHandbook).*\n", + "\n", + "*The text is released under the [CC-BY-NC-ND license](https://creativecommons.org/licenses/by-nc-nd/3.0/us/legalcode), and code is released under the [MIT license](https://opensource.org/licenses/MIT). If you find this content useful, please consider supporting the work by [buying the book](http://shop.oreilly.com/product/0636920034919.do)!*" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# In Depth: Principal Component Analysis" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this section, we explore what is perhaps one of the most broadly used of unsupervised algorithms, principal component analysis (PCA).\n", + "PCA is fundamentally a dimensionality reduction algorithm, but it can also be useful as a tool for visualization, for noise filtering, for feature extraction and engineering, and much more.\n", + "After a brief conceptual discussion of the PCA algorithm, we will see a couple examples of these further applications.\n", + "\n", + "We begin with the standard imports:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns; sns.set()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Introducing Principal Component Analysis\n", + "\n", + "Principal component analysis is a fast and flexible unsupervised method for dimensionality reduction in data, which we saw briefly in [Introducing Scikit-Learn](05.02-Introducing-Scikit-Learn.ipynb).\n", + "Its behavior is easiest to visualize by looking at a two-dimensional dataset.\n", + "Consider the following 200 points:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "rng = np.random.RandomState(1)\n", + "X = np.dot(rng.rand(2, 2), rng.randn(2, 200)).T\n", + "plt.plot(X[:, 0], X[:, 1],'.')\n", + "plt.axis('equal');" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(200, 2)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "X.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "By eye, it is clear that there is a nearly linear relationship between the x and y variables.\n", + "This is reminiscent of the linear regression data we explored in [In Depth: Linear Regression](05.06-Linear-Regression.ipynb), but the problem setting here is slightly different: rather than attempting to *predict* the y values from the x values, the unsupervised learning problem attempts to learn about the *relationship* between the x and y values.\n", + "\n", + "In principal component analysis, this relationship is quantified by finding a list of the *principal axes* in the data, and using those axes to describe the dataset.\n", + "Using Scikit-Learn's ``PCA`` estimator, we can compute this as follows:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
PCA()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], + "text/plain": [ + "PCA()" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import sklearn.decomposition\n", + "PCA = sklearn.decomposition.PCA\n", + "pca = PCA()\n", + "pca.fit(X)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The fit learns some quantities from the data, most importantly the \"components\" and \"explained variance\":" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[ 0.94446029 0.32862557]\n", + " [-0.32862557 0.94446029]]\n" + ] + } + ], + "source": [ + "print(pca.components_)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.7625315 0.0184779]\n" + ] + } + ], + "source": [ + "print(pca.explained_variance_)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To see what these numbers mean, let's visualize them as vectors over the input data, using the \"components\" to define the direction of the vector, and the \"explained variance\" to define the squared-length of the vector:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def draw_vector(v0, v1, ax=None):\n", + " ax = ax or plt.gca()\n", + " arrowprops=dict(arrowstyle='->',\n", + " linewidth=2,\n", + " color='black',\n", + " shrinkA=0, shrinkB=0)\n", + " ax.annotate('', v1, v0, arrowprops=arrowprops)\n", + "\n", + "# plot data\n", + "plt.scatter(X[:, 0], X[:, 1], alpha=0.2)\n", + "for length, vector in zip(pca.explained_variance_, pca.components_):\n", + " v = vector * 3 * np.sqrt(length)\n", + " draw_vector(pca.mean_, pca.mean_ + v)\n", + "plt.axis('equal');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "These vectors represent the *principal axes* of the data, and the length of the vector is an indication of how \"important\" that axis is in describing the distribution of the data—more precisely, it is a measure of the variance of the data when projected onto that axis.\n", + "The projection of each data point onto the principal axes are the \"principal components\" of the data.\n", + "\n", + "If we plot these principal components beside the original data, we see the plots shown here:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, 2, figsize=(16, 6))\n", + "fig.subplots_adjust(left=0.0625, right=0.95, wspace=0.1)\n", + "\n", + "# plot data\n", + "ax[0].scatter(X[:, 0], X[:, 1], alpha=0.2)\n", + "for length, vector in zip(pca.explained_variance_, pca.components_):\n", + " v = vector * 3 * np.sqrt(length)\n", + " draw_vector(pca.mean_, pca.mean_ + v, ax=ax[0])\n", + "ax[0].axis('equal');\n", + "ax[0].set(xlabel='x', ylabel='y', title='input')\n", + "\n", + "# plot principal components\n", + "X_pca = pca.transform(X)\n", + "ax[1].scatter(X_pca[:, 0], X_pca[:, 1], alpha=0.2)\n", + "draw_vector([0, 0], [0, 3], ax=ax[1])\n", + "draw_vector([0, 0], [3, 0], ax=ax[1])\n", + "ax[1].axis('equal')\n", + "ax[1].set(xlabel='component 1', ylabel='component 2',\n", + " title='principal components',\n", + " xlim=(-5, 5), ylim=(-3, 3.1));" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This transformation from data axes to principal axes is an *affine transformation*, which basically means it is composed of a translation, rotation, and uniform scaling.\n", + "\n", + "While this algorithm to find principal components may seem like just a mathematical curiosity, it turns out to have very far-reaching applications in the world of machine learning and data exploration." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### PCA as dimensionality reduction\n", + "\n", + "Using PCA for dimensionality reduction involves zeroing out one or more of the smallest principal components, resulting in a lower-dimensional projection of the data that preserves the maximal data variance.\n", + "\n", + "Here is an example of using PCA as a dimensionality reduction transform:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "original shape: (200, 2)\n", + "transformed shape: (200, 1)\n" + ] + } + ], + "source": [ + "pca = PCA(n_components=1)\n", + "pca.fit(X)\n", + "X_pca = pca.transform(X)\n", + "print(\"original shape: \", X.shape)\n", + "print(\"transformed shape:\", X_pca.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The transformed data has been reduced to a single dimension.\n", + "To understand the effect of this dimensionality reduction, we can perform the inverse transform of this reduced data and plot it along with the original data:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "X_new = pca.inverse_transform(X_pca)\n", + "plt.scatter(X[:, 0], X[:, 1], alpha=0.2)\n", + "plt.scatter(X_new[:, 0], X_new[:, 1], alpha=0.8)\n", + "plt.axis('equal');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The light points are the original data, while the dark points are the projected version.\n", + "This makes clear what a PCA dimensionality reduction means: the information along the least important principal axis or axes is removed, leaving only the component(s) of the data with the highest variance.\n", + "The fraction of variance that is cut out (proportional to the spread of points about the line formed in this figure) is roughly a measure of how much \"information\" is discarded in this reduction of dimensionality.\n", + "\n", + "This reduced-dimension dataset is in some senses \"good enough\" to encode the most important relationships between the points: despite reducing the dimension of the data by 50%, the overall relationship between the data points are mostly preserved." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### PCA for visualization: Hand-written digits\n", + "\n", + "The usefulness of the dimensionality reduction may not be entirely apparent in only two dimensions, but becomes much more clear when looking at high-dimensional data.\n", + "To see this, let's take a quick look at the application of PCA to the digits data we saw in [In-Depth: Decision Trees and Random Forests](https://jakevdp.github.io/PythonDataScienceHandbook/05.08-random-forests.html#Example:-Random-Forest-for-Classifying-Digits).\n", + "\n", + "We start by loading the data:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1797, 64)" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn.datasets import load_digits\n", + "digits = load_digits()\n", + "digits.data.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Recall that the data consists of 8×8 pixel images, meaning that they are 64-dimensional.\n", + "To gain some intuition into the relationships between these points, we can use PCA to project them to a more manageable number of dimensions, say two:" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(1797, 64)\n", + "(1797, 2)\n" + ] + } + ], + "source": [ + "pca = PCA(2) # project from 64 to 2 dimensions\n", + "projected = pca.fit_transform(digits.data)\n", + "print(digits.data.shape)\n", + "print(projected.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9])" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.unique(digits.target)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1797,)" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "digits.target.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0., 0., 5., 13., 9.],\n", + " [ 0., 0., 0., 12., 13.],\n", + " [ 0., 0., 0., 4., 15.],\n", + " [ 0., 0., 7., 15., 13.],\n", + " [ 0., 0., 0., 1., 11.],\n", + " [ 0., 0., 12., 10., 0.],\n", + " [ 0., 0., 0., 12., 13.],\n", + " [ 0., 0., 7., 8., 13.],\n", + " [ 0., 0., 9., 14., 8.],\n", + " [ 0., 0., 11., 12., 0.]])" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "digits.data[:10,:5]" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9])" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "digits.target[:10]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can now plot the first two principal components of each point to learn about the data:" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "digits_df = pd.DataFrame({'pca1': projected[:, 0], 'pca2':projected[:, 1], 'digit': digits.target})\n", + "center = {}\n", + "for (digit, gdf) in digits_df.groupby('digit'):\n", + " center[digit] = (gdf['pca1'].mean(), gdf['pca2'].mean())" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cmap = matplotlib.colormaps.get_cmap('nipy_spectral').resampled(10)\n", + "plt.scatter(projected[:, 0], projected[:, 1],\n", + " c=digits.target, edgecolor='none', alpha=0.5,\n", + " cmap=cmap, clim=(0,10))\n", + "plt.xlabel('component 1')\n", + "plt.ylabel('component 2')\n", + "plt.colorbar(ticks=list(range(11)))\n", + "for digit in center:\n", + " xy = center[digit]\n", + " plt.plot([xy[0]], [xy[1]], 'wo', markersize=12)\n", + " plt.text(xy[0], xy[1], digit, horizontalalignment='center', verticalalignment='center')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Recall what these components mean: the full data is a 64-dimensional point cloud, and these points are the projection of each data point along the directions with the largest variance.\n", + "Essentially, we have found the optimal stretch and rotation in 64-dimensional space that allows us to see the layout of the digits in two dimensions, and have done this in an unsupervised manner—that is, without reference to the labels." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### What do the components mean?\n", + "\n", + "We can go a bit further here, and begin to ask what the reduced dimensions *mean*.\n", + "This meaning can be understood in terms of combinations of basis vectors.\n", + "For example, each image in the training set is defined by a collection of 64 pixel values, which we will call the vector $x$:\n", + "\n", + "$$\n", + "x = [x_1, x_2, x_3 \\cdots x_{64}]\n", + "$$\n", + "\n", + "One way we can think about this is in terms of a pixel basis.\n", + "That is, to construct the image, we multiply each element of the vector by the pixel it describes, and then add the results together to build the image:\n", + "\n", + "$$\n", + "{\\rm image}(x) = x_1 \\cdot{\\rm (pixel~1)} + x_2 \\cdot{\\rm (pixel~2)} + x_3 \\cdot{\\rm (pixel~3)} \\cdots x_{64} \\cdot{\\rm (pixel~64)}\n", + "$$\n", + "\n", + "One way we might imagine reducing the dimension of this data is to zero out all but a few of these basis vectors.\n", + "For example, if we use only the first eight pixels, we get an eight-dimensional projection of the data, but it is not very reflective of the whole image: we've thrown out nearly 90% of the pixels!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![](figures/05.09-digits-pixel-components.png)\n", + "[figure source in Appendix](06.00-Figure-Code.ipynb#Digits-Pixel-Components)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The upper row of panels shows the individual pixels, and the lower row shows the cumulative contribution of these pixels to the construction of the image.\n", + "Using only eight of the pixel-basis components, we can only construct a small portion of the 64-pixel image.\n", + "Were we to continue this sequence and use all 64 pixels, we would recover the original image." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "But the pixel-wise representation is not the only choice of basis. We can also use other basis functions, which each contain some pre-defined contribution from each pixel, and write something like\n", + "\n", + "$$\n", + "image(x) = {\\rm mean} + x_1 \\cdot{\\rm (basis~1)} + x_2 \\cdot{\\rm (basis~2)} + x_3 \\cdot{\\rm (basis~3)} \\cdots\n", + "$$\n", + "\n", + "PCA can be thought of as a process of choosing optimal basis functions, such that adding together just the first few of them is enough to suitably reconstruct the bulk of the elements in the dataset.\n", + "The principal components, which act as the low-dimensional representation of our data, are simply the coefficients that multiply each of the elements in this series.\n", + "This figure shows a similar depiction of reconstructing this digit using the mean plus the first eight PCA basis functions:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![](figures/05.09-digits-pca-components.png)\n", + "[figure source in Appendix](06.00-Figure-Code.ipynb#Digits-PCA-Components)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Unlike the pixel basis, the PCA basis allows us to recover the salient features of the input image with just a mean plus eight components!\n", + "The amount of each pixel in each component is the corollary of the orientation of the vector in our two-dimensional example.\n", + "This is the sense in which PCA provides a low-dimensional representation of the data: it discovers a set of basis functions that are more efficient than the native pixel-basis of the input data." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Choosing the number of components\n", + "\n", + "A vital part of using PCA in practice is the ability to estimate how many components are needed to describe the data.\n", + "This can be determined by looking at the cumulative *explained variance ratio* as a function of the number of components:" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pca = PCA().fit(digits.data)\n", + "plt.plot(np.cumsum(pca.explained_variance_ratio_),'.-')\n", + "plt.xlabel('number of components')\n", + "plt.ylabel('cumulative explained variance');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This curve quantifies how much of the total, 64-dimensional variance is contained within the first $N$ components.\n", + "For example, we see that with the digits the first 10 components contain approximately 75% of the variance, while you need around 50 components to describe close to 100% of the variance.\n", + "\n", + "Here we see that our two-dimensional projection loses a lot of information (as measured by the explained variance) and that we'd need about 20 components to retain 90% of the variance. Looking at this plot for a high-dimensional dataset can help you understand the level of redundancy present in multiple observations." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## PCA as Noise Filtering\n", + "\n", + "PCA can also be used as a filtering approach for noisy data.\n", + "The idea is this: any components with variance much larger than the effect of the noise should be relatively unaffected by the noise.\n", + "So if you reconstruct the data using just the largest subset of principal components, you should be preferentially keeping the signal and throwing out the noise.\n", + "\n", + "Let's see how this looks with the digits data.\n", + "First we will plot several of the input noise-free data:" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def plot_digits(data):\n", + " fig, axes = plt.subplots(4, 10, figsize=(10, 4),\n", + " subplot_kw={'xticks':[], 'yticks':[]},\n", + " gridspec_kw=dict(hspace=0.1, wspace=0.1))\n", + " for i, ax in enumerate(axes.flat):\n", + " ax.imshow(data[i].reshape(8, 8),\n", + " cmap='binary', interpolation='nearest',\n", + " clim=(0, 16))\n", + "plot_digits(digits.data)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now lets add some random noise to create a noisy dataset, and re-plot it:" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "np.random.seed(42)\n", + "noisy = np.random.normal(digits.data, 4)\n", + "plot_digits(noisy)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It's clear by eye that the images are noisy, and contain spurious pixels.\n", + "Let's train a PCA on the noisy data, requesting that the projection preserve 50% of the variance:" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "12" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pca = PCA(0.50).fit(noisy)\n", + "pca.n_components_" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here 50% of the variance amounts to 12 principal components.\n", + "Now we compute these components, and then use the inverse of the transform to reconstruct the filtered digits:" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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XmR07dsiMs4522uPmiOM4yPW6atUqmXH6EZyMsxa9s6a9c+zSnHPOcXXOFaczwrlXOve4kpISmalqznFbvXq1zGzevDnE7lgdP04XQ5L8/WBvuMc555Jz3jr3L+f5UdXPBuf6cs4lp+/DOU9Uz8z/Ns61umnTpiA/yznnGjZsmOpn5Ptsqvpadd7R1q1bJzNOZ5dzTJxjG4I9aAAAAACAi/91CgAAAEBwDBoAAAAAgmPQAAAAABAcgwYAAACA4Bg0AAAAAATHoAEAAAAguGpu0FkF11mD2FmXeu3atTKzfft2mXHW83bWwE7ajlrzO9Tqwc664E5m2bJlMuOs+d2sWTOZcboR0nC+b0VFhcxs2bJFZho0aCAzTl+Bs/51fk3vJEnXWqheFqdfxDl2zjXvnHONGjWSmTQ9GqHucY6tW7fKzIYNG2Qm1DFJI9T5FqrrIe31k+dcz0nPj72pR8N5plarpl8H6tevLzPOfdnpHCrE6QkKdcxD9X7tyb6bPfFscJ6robpMHM77SNpeHCXUcXO6NpxzpV69ejKzp5559qARRXqnnB1yDvRll10mMx999JHM9OvXT2ZOPfVUmenVq1fBz2rXrh1FUfJ3Vy+Xzg3eKb9xSnQ6d+4sM126dJGZ3//+9zLTrl07mUnDuSBvv/12mXnuuedk5pe//KXMnHfeeTKzYsUKmWnevHni5yEGOOfhOHnyZJmZOnWqzDgDS6dOnWRmwoQJMtOjRw+ZSaJeZEO9tL/55psyc/fdd8vMpEmTZMa55tNSzwbnheKMM86QmXnz5smM89JRp04dmbnoootkZvjw4QU/y7+UO4NPVbvzzjtlpqysTGYuueQSmXHuLWle+uI4lv+h0fkPF877yujRo2Xm9ddflxnnWh43bpzMqJd353ur//DjDPO33XabzGzcuFFmnnrqKZlxXoanTZsmM0OGDJGZNJzBauLEiTLz9ttvy8yFF14oM6effrrM7KlBg/91CgAAAEBwDBoAAAAAgmPQAAAAABAcgwYAAACA4Bg0AAAAAATHoAEAAAAguB+1vK1avstZG/v666+XGWfJs+uuu05mPvjgA5lxll10egAKieNYLm/rbN/pcfjNb34jM86SsM5ypIsXL5aZql7e1lkidPbs2TLjfJd3331XZpzlbZ31r9Xxb9y4ceolM51ldt977z2Z6dOnT5DtzJ07V2acDpiePXvKTCGZTCbI8rUff/yxzDjLLjds2FBm/vjHP8pMixYtZMZZEjaJusc5SzYuWLBAZpx7U7du3WTGWUrUucacjqVCnGeDs5T18uXLZcZZ3vaOO+6QGYezdG3Scze/9HCh94lsNvt/l5VPw1kidOHChTKzzz77yMxdd90lMyeffLLMtGnTRmYU9b7hLCHtLHnatWtXmfnkk09kxqky+Pbbb2UmjVwuJ5dtdu77zv2rtLRUZpz3aGd5W+ed/Ycffij4WX4pflXRwF80AAAAAATHoAEAAAAgOAYNAAAAAMExaAAAAAAIjkEDAAAAQHAMGgAAAACCY9AAAAAAEByDBgAAAIDgflRhXxzHiZ9//fXXchsPP/ywzFx00UUy4xReOYU8W7dulRmnZK2QUOVCO3fulJl77rkn9c+JoigaNGiQzHTs2FFmkgpu8sVoTmFMIZs2bZIZVYgVRV55l1PK5Khfv77MqEIldcycMqX9999fZpzizPnz58tMeXm5zHTp0kVmTjjhBJmpas75NH78eJlRBUdRFEV9+/aVGafo0NlOUiFovjSu0HmVyWSiGjVqJG7fKSVNKr/Lc86BgQMHyszQoUNlxvldO7/HqjZt2jSZccofnaKwUJKeic79S9m4caPMOM+PRx99VGYefPBBmXnxxRdlJsR7guKUkjrPussvv1xmZsyYITNNmzaVGaeAs3fv3jKT5n0kk8nI8kynqHLAgAEyM3HiRJlxnqmLFi2SmbZt28pMWVmZzCj8RQMAAABAcAwaAAAAAIJj0AAAAAAQHIMGAAAAgOAYNAAAAAAEx6ABAAAAIDgGDQAAAADBMWgAAAAACO5HtQ2pojCnvMvRr1+/INvZsmWLzFRWVgb5WYXkcjm5H8XFxXI79913n8ysX79eZpziph49esiMU66VpoAojmNZENmpUye5nVtvvVVmduzYITOfffaZzDjlj3Xq1JEZ9b2df6++kyptiqIoatSokcz86U9/kplZs2bJzOTJk2XGOXZJ11r+fCx0H3OO+xtvvCEzr7zyisxcf/31MlNUVCQzSSVUeatWrZIZVbiXVlIhYJ5TFOacb8uXL5eZq666SmacMr6kItX8v08qoEt7rUeRd99xShs/+ugjmTnllFNkxnk2OOd2Gt9++63MqAK2KPKKJp1i0zZt2sjMDz/8IDPNmjWTmaTzLZfLyXuGcx06z8NJkybJzEEHHSQzF1xwgcw40ryPOKWknTt3lttJ+wzLa926tcxMmTJFZq688kqZcYoIFf6iAQAAACA4Bg0AAAAAwTFoAAAAAAiOQQMAAABAcAwaAAAAAIJj0AAAAAAQHIMGAAAAgOAYNAAAAAAE96MK+3K5XOof2LNnT5k59dRTU/+cKIqi8vJymfn8889lZteuXQU/yxcPFSrJyWazspBv3bp1ch+c4qBDDz1UZjZs2CAzToFgSUmJzCTtc740LalcKOmzKIqigw8+WO6Dk/mv//ovmZkxY4bMnHTSSTJz2GGHyUzaEq9MJmMV8oVQWloqM06p3G233SYzJ598ssw0adJEZgpR51sURdGcOXNkximG+uSTT2Rm4cKFMuOUa7Vq1Upm0nDKNfv06SO3c/nll8vM9u3bZcYpa3v99ddl5uijj5aZNJwSMMfq1atl5s0335SZF154QWbq1asnM6NHj5aZfffdt+Bn+WPiXI+FLF68WGac0rlBgwb95H34W99//73MOOXB6h1MlSpns9kgBWxOOfDgwYNlxjm+I0aMcHbp784poWzfvr3MOO+kmzZtkpkxY8bIzPTp02XmrLPOkhmFv2gAAAAACI5BAwAAAEBwDBoAAAAAgmPQAAAAABAcgwYAAACA4Bg0AAAAAATHoAEAAAAgOAYNAAAAAMHZhX2ZTCaqXr16YqZ58+ZyO19//bXMfPfddzLTrl07mXEKVJzymqTCsfy/L1Qu5JSv/fDDDzKjjn0URdHw4cNlZvz48TLz6KOPyoxTnuYc/0LSlDX9WH/4wx9kxjlPnH12SqI6deokM2k55+WSJUtk5txzz5UZp9Rv2LBhMvPaa6/JzKhRo2SmkDiOE8s5oyiKOnToILfTrVs3mXGKG50CNac465BDDpGZNDKZTJDr1bl/zZs3T2YeeOABmXHObYdzXy4kl8vJAsIdO3bI7XzxxRcy45wnDz30kMw45+1NN90kM1OnTpWZQuI4lsfFuec416lT/ugc2yFDhshMx44dZUYV8oWwdu1amVmwYIHMdOnSRWYeeeQRmXHuXwcddJDM/G/hPJudUuXjjjtOZp544gmZobAPAAAAwF6JQQMAAABAcAwaAAAAAIJj0AAAAAAQHIMGAAAAgOAYNAAAAAAEx6ABAAAAIDgGDQAAAADB2YV9jgMPPFBmmjVrJjNnn322zBx//PFBftaAAQNkpqqL5/bZZx+ZGThwoMw4RS/33HOPzDRt2lRmqloul5OlTDVr1pTbefnll2XGKa1p0aKFzDjFf0uXLpWZu+66K/Hz5s2bR9WqFb50nSKw2rVry/14/PHHZcY5V/785z/LjGPx4sUyk1SumT9fCpVeOaWkQ4cOlfvQsmVLmVHFgFHklWseccQRMuNcJ2nEcRzt3r07MZN0vuZ9+OGHMvP000/LzKpVq2SmdevWMuPYunVrwc9q1aoVRVFyyZpzz1ZOOOEEmXHKLp0CO+danjFjhswkldTmi38LnTOZTEae0z179pT74JS8vfnmmzLTpk0bmXGKREtKSmRmT9iyZYvMvP322zLTo0cPmXEKL5OusT3FKYksLy+X23nwwQeD7E/37t1lZsKECTLjPBsqKioKfpY/Z9U7Mn/RAAAAABAcgwYAAACA4Bg0AAAAAATHoAEAAAAgOAYNAAAAAMExaAAAAAAIjkEDAAAAQHAMGgAAAACCswv7crlcVFlZmZhp1KiR3I5TgDNs2DCZccqdLr30UplxivCqWp06dWSmfv36MrNhw4YQu2MVHTqSSrzyJVZJhYaqBMwp8pk3b57MqHK7KPKKF99//32ZyZd4JVm2bFni540bN04sQMtms7KQL6nYLs8pbpo4caLMOOV0vXr1kpnBgwfLTNI+16hRQ/57xSnvdL7L1KlTZaa4uFhmfvazn8mMI+l3lP/Oha6BTCYjC/k2btwo9+Giiy6Smfnz58vM5MmTZWbQoEEy40j63uqeEcexvA4bN24s9+Gyyy6TGafEsHfv3jLj3DeOOeYYmUlTghuKU1bmlPo57xBnnHGGtU97g7p168rM2rVrZea9996TmUMPPVRmysrKZMaRy+UKfpa/Vgtds7lcTj4PnXc0513PKdd0yvgcY8eOlZmke3e9evWiKKKwDwAAAMDfAYMGAAAAgOAYNAAAAAAEx6ABAAAAIDgGDQAAAADBMWgAAAAACI5BAwAAAEBwmTiOYycYx3GkovluhCTOmvorV66UGWcdbmddY9U3sCc4vwLVKRFFyetE5y1fvlxmnPX7nfXdne9VaN1q53xzON0iFRUVMqN6AtyM08fRsGHDxM9r1KhhXWtJnHPFOS5OP4LD6bho0qSJzKh+kSjyfgdVbfPmzTKzevVqmXGOiXM9p7lWHc75tmLFCplxOm+ce5PzbHCkvcep4xKqb2LdunUy49wrne/rPFObNm1a8DPV2xKKc046/SPO9w11vu0JzruGc29ynlHOM7OkpCTIdqr6WnU4z0unq0Z12rmcY5t07larVi2K41j+ru1BAwAAAABc/K9TAAAAAIJj0AAAAAAQHIMGAAAAgOAYNAAAAAAEx6ABAAAAIDgGDQAAAADBMWgAAAAACE63nPy3UIVOTunJsmXLZKZ69eoy07x5c5lxSmWS9jn/nZOKXpRQxUQ7d+6UmaVLl8pMnTp1ZKZFixbWPlUl51xas2aNzDjlafXq1ZOZpBKqvD1RFuecc07GKezbsWOHzDgla87+OMe3bt26MrM3XKsO51oNVRbm3E8LcY5bqGvVKRNzyruc88Q5Jkk/a296NjgFa1u2bJEZpyDSuVemsSeP26ZNm2QmVOFriILhTCaT+ruHKnN1jl2oe7pzX0g6LupaDWXr1q0ys379eplxjolzPjnHzXlHVsftRzWDq1Zv58bstB4edNBBMnPIIYfIzLPPPiszzkt10j7XrFkziqLCv4w92f76/fffy0zbtm1lZujQoTIzY8YMY4+qltOyeeGFF8rMk08+KTNnnXWWzDzyyCMykz9fqpJzrTrNorfccovMzJs3T2bmzp0rM84N73e/+53MJJ27+fvT3tDU7OjYsaPM9O/fX2auuuoqmWnTpo2xR/9/cRzL358zzF9wwQUy47SHl5aWyszpp58uM/vtt5/M7L///gU/y7fdJz0blFAvPuecc47MvPTSSzIzefJkmRk1apS1Tz9VHMfyP6rlj31ajz76qMz86le/khnnuXvFFVfIzKBBgxI/r127tvVimMQZOG+66SaZce7XTmbEiBEy4ww+Sc/eWrVqRVHkvVSn8eqrr8rM7bffLjOnnHKKzFx88cUy4ww1ScNt/jpT9yn+1ykAAAAAwTFoAAAAAAiOQQMAAABAcAwaAAAAAIJj0AAAAAAQHIMGAAAAgODsHo1MJpNqrfW8zp07y8ySJUtkxlmGzFnP+9tvv5WZsrKygp+pZb2cpfgWLlwo98FZN/mrr76SGWc9748++khm9gavv/66zDhL1zpLezpLB0+aNElmrr/+eplJy7lWv/nmG7mdt956S2b69OkjM87xfeihh2Rm/vz5MnPqqafKTCFxHMtlf53r0OEs6+gs0VlSUiIzzv00zfK2UaTX3v/000/lNpxlNZ0lYZ3vcuKJJ8pMeXm5zDjLMhcSaulaZznMxx57TGb69esnM859Y08IcexmzZolM++//77MnHnmmTLjPBu+/PJLmRk8eHDi5yGOi3OPW7Rokcw4y3M7PUx33XWXzHTp0kVmks5vddxyuZzc1w0bNsh9mDp1qsw471/OvekXv/iFzDRo0EBmkp4f+aXE1Xslf9EAAAAAEByDBgAAAIDgGDQAAAAABMegAQAAACA4Bg0AAAAAwTFoAAAAAAiOQQMAAABAcAwaAAAAAIKzC/ucwpKlS5fK7TgFeSNHjpSZK664QmaOOOKIIPuz3377yUwSVWbllK/s2rVLZmbOnBlkO4ceeqjMOJxyrUJFOXEcy39fVFQkt3/22WfLzM033ywzzvmmihn3Jk6p2fnnny8zvXv3lpl33nlHZj744AOZcQrFkn4H+VKhQudcNpsNVsinjBs3TmaGDBkiM06JqnNerl+/vuBnxcXFURQVvt4ymYwsF3TuO6osMYqiqFu3bjIzbNgwmXHuHU4BV8uWLQt+5pS5qsI/p8TthhtukJnWrVvLzPjx42Umqbx2TwlVHuwU5R544IEy4zwvJ0yYIDNOQae6lrPZbLAiyCSnnHKKzHz44Ycys2rVKplxylzvvPNOmUnzbMhkMrIk2ikxnDNnjszk77dJku47eU7ZZM+ePWWmVatWMqPwFw0AAAAAwTFoAAAAAAiOQQMAAABAcAwaAAAAAIJj0AAAAAAQHIMGAAAAgOAYNAAAAAAEx6ABAAAAIDi7sC+bzUa1atVKzKxbt05up0uXLjJzzz33yIxTclezZk2ZcQpjqpo6rlEURddee63MvPHGGyF2JxowYIDMbN++XWac45/GwIEDZWbo0KEy8/3338uMKl2MoigaPny4zDjUz8pkMomlTHEcy2KnOnXqyP048sgjZebJJ5+Umb/85S8yM2jQIJk5+OCDZSapGC5f0lbo2OVyuWjz5s2J21elpVEURRdffLHMOMVzTkHh7NmzZaZr164y06BBA5lJY/HixTLjFEw5RZPOfeerr76SmeXLl8tMhw4dZKaQOI6jbdu2JWac861Ro0Yy49wHmzZtKjNOgd3ewHmuP/vsszLjHNtp06ZZ+6So8sYoiqLatWsH+Vlp9e3bV2amTJkiM1OnTpUZ55p3fk9pigydUtJ69erJ7fTo0UNm3nvvPZlxyhCdAs4XXnhBZkKUY/IXDQAAAADBMWgAAAAACI5BAwAAAEBwDBoAAAAAgmPQAAAAABAcgwYAAACA4Bg0AAAAAATHoAEAAAAgOLuwL5fLyXIhpySne/fuMlNaWhokc84558jMF198ITNpSsCy2awsR2vSpIncB6c87Z133pEZpwBq2bJlMuOUYiWVxlWr9tdTr9BxU6V0URRFxcXFch/UORtFUfTggw/KjFNGue+++8qMU3SYP6d+6udOuZCjXbt2MlO/fn2ZmTdvnszss88+MuMUiqWRzWajkpKSxMwzzzwjt6NK/6IoioYMGSIzTimTU4TnFF7FcSwzaQqvnPPxgAMOkJmysjKZ+eabb2RG/Z6jyLue08hms/Ielr9PJnGKwqZPny4zc+fOlZknnnhCZtq2bSszSddI/pio+1wS59rZunWrzDhluhUVFdY+Ka1atQqynSRxHMtr3fk+Dz/8sMy88sorMuMUEF5wwQUy0759e5lxSmoLce6PHTt2lBnn+nE4ZYijR4+WmYceekhmrrjiCmufkvAXDQAAAADBMWgAAAAACI5BAwAAAEBwDBoAAAAAgmPQAAAAABAcgwYAAACA4Bg0AAAAAATHoAEAAAAgOLuwL5vNRnXr1k3MOOVdTtGLU8p04YUXyszu3btlpnXr1jKzfv36gp81bNgwiqLC5UK5XE6WtDklen369JGZpUuXysxnn30mM+Xl5TLz3XffyYxT+FZIHMdRLpdLzDgFYk8++aTM/P73v5eZMWPGyIxTYugcW6eMMi3nnHNK1pwyn1dffVVmnnrqKZl59NFHZSaNOI4TSyajyDvnnOK5Xr16ycwDDzwgM0uWLJEZpxQrTRmfo0uXLjJz7rnnyoxTtOcUcI4YMUJmjj32WJlJukflj2maY+sUfDrngGP48OEyc80118jMqFGjZObEE08s+FmIc7F58+YyM2zYMJkZOHCgzFx77bUyk1T6m+c840NQz1Xn2eC8R9x6660y8+6778pMNqv/e3iLFi1kJul9MP8zkgqE9xTnHeHss8+WmVmzZsmMU/xHYR8AAACAvRKDBgAAAIDgGDQAAAAABMegAQAAACA4Bg0AAAAAwTFoAAAAAAiOQQMAAABAcAwaAAAAAIKzC/scPXv2DLKdm2++WWZmz54tMxUVFTJz+umny0xSSZQqk8lms7Iwq1WrVnIf2rdvLzNt2rSRmRdeeEFmvvrqK5mJ41hmqpoqV4sir7xr2bJlMrNp0yaZmTRpksw4JXgXXXRR4udFRUWJBULO78bZjxkzZshMhw4dZObTTz+VmeLiYplxysuc75VUyqT+fb9+/eT2Tz31VJlxNGjQQGYOPvhgmWnSpInMpCmzcjgllKpILIqiaM2aNTLzl7/8RWZuuOEGmXE4ZWKFOAWR3bt3l9tp2rSpzKxevVpmnPI0p6jt8MMPl5mjjz664GdO8anSuXNnmXGeqRs2bJAZpxxw9OjRMrMnilozmUxUrVrya59zD3XeEY488kiZadSokcysWLFCZpySO6fUr5A4jmWRoXP/mjt3rszccccdMuMUSX700Ucyo86FKIqidevWFfwsX9JdqLA6j79oAAAAAAiOQQMAAABAcAwaAAAAAIJj0AAAAAAQHIMGAAAAgOAYNAAAAAAEx6ABAAAAIDgGDQAAAADBBS3sc4p2nNKtWrVqyczWrVtl5sYbb5SZrl27yoxTYJOGKvRzOQVEt9xyi8w4BYKNGze29qkqOQU5ZWVlMvPBBx/IjFMUVr16dZlp2LBh6p9VWlqaWBTmFKs51+Gf//xnmbn44otlpm3btjJz5ZVXyoxzf0kqJsuXQ6lyoSTNmjX7yf/2x3KKDp1rIE2pXCjOPX3mzJkyM3/+fJkZNWqUzPTv319mHEnHP38dJl2PsujK+N2tWrVKZoYNGyYzTpnrEUccITPOsXXug2k4RWRO5oEHHpAZ51l43HHHyczeIqmgOM8pJb366qtl5phjjpEZp2hv8+bNMpNUzJv/GYXOiVwuF23bti1x+85xyxfcJXEKhK+77jqZ2WeffWRm3LhxMhOinPnv/wQCAAAA8A+HQQMAAABAcAwaAAAAAIJj0AAAAAAQHIMGAAAAgOAYNAAAAAAEx6ABAAAAILhMHGKR3B/B+XGLFi2SGWdN/QYNGsiMs757mnX39zbOsXXWFy8tLZWZNMfNOU+cjLPGvNPJUq9ePZlxvq+zLr76WdWqVbO6MpI4x27t2rUys2XLFplxzidnfXHnd7B79+6Cn+WPfdpjt6csXLhQZpyOn5YtW8qMc16mOW5O34dzre7cuVNmnHt606ZNZcbhXEeFjluaf/tjlZeXy4xzH3Seu06vhPM72husX79eZpLuOXnOu8je8p7hnJcVFRUy4xw7p0PMue8755PTZ5N0rap7mHMP3bFjh8wkdUH9mO04z12n+6O4uLjgZ+4zdY8PGgAAAAD+8fG/TgEAAAAIjkEDAAAAQHAMGgAAAACCY9AAAAAAEByDBgAAAIDgGDQAAAAABMegAQAAACA43ejx3+I4topcFKfEZdOmTTLjlKM4pUxO0cueLFYqxClocQqvnGK0pIKWvO3bt8tM9erVC36WP15pyqz2ZAmY8/tN+r55zrFVJUaZTCZxf0IdO6fkyzkPnFI5pziobt26MpN0XNQ5tyetW7dOZpxj65SjOcc/jVDn24oVK2Rm165dMuMUVTnHxDnfkq5V5x6njp3znHNKM53yTacwrlGjRjLjHNuqvk6d8825Bjdv3iwzzjFx7m+OtO8ioWrTnPc45/61bds2mXHOg2bNmslMnTp1ZCYN55xbuXKlzDjHxHlvde5fThliiDLXHzVoqBPHeQjcfffdMvP444/LjHOAHnnkEZk56qijZCbpBHJ+CSEsWLBAZkaPHi0z48aNk5lzzjlHZr744guZ6dChQ8HP8g+jpBNUnU/OA9Y5Jt98843MOBf2wQcfLDNnnXWWzBx99NGJnxcXF8sLWw2mzrE75ZRTZGbu3Lky07lzZ5kZO3aszIwcOVJmkn5P+VbjvWHQmDhxosx8/PHHMnPvvffKTPv27Z1dSkW1IzsvbIMHD5aZxYsXy8x+++0nM861esYZZ8hM//79C36Wf9AnDRrqOnXuO6+++qrMXH755TJTWloqM7fddpvMHHbYYTKTNAyq4+aorKyUmZtvvllmnnrqKZn513/9V5n5+c9/LjN7C6fp/Le//a3MfPjhhzIzc+ZMmXGugalTp8rM8ccfLzNpOOfcmDFjZMY5Js57q/O8PO2002SmYcOGBT9z2+z5X6cAAAAABMegAQAAACA4Bg0AAAAAwTFoAAAAAAiOQQMAAABAcAwaAAAAAIKzl7fNZrNyfX9n3f1f//rXMuMsK5i0dGqes5Ru9+7dZSa/LOZPkcvl5LLA6rhGURTNmTNHZpzlMJ1j0rVrV5lxljX74YcfCn7WqlWrKIoKLw8cx7Fc3vbNN9+U+/DVV1/JTJs2bWRm4cKFMnPiiSfKjLPet1peUK2Fnslk5Dn7xBNPyP147733ZOaQQw6RmU8++URmPv30U5k5/fTTZSZpuWm1XGYulwuy3OiyZctk5pVXXpEZ53xyuluqWhzHsovGWerS6U8qKyuTGWfp5m7dusmMc19Os7x5Npu1zifl0ksvlRnnnHTug9ddd53M3H///TKTtOS1uk6dLoi33npLZl588UWZcd4P1qxZIzOhbNy4MfFztfR5HMeyp2Hp0qVyP5zOmy5dushMr169ZGbChAkyU9W/A+d95Pnnn5fbee2112TGWQL/888/lxnnnSVp6dq8pPPFXYqav2gAAAAACI5BAwAAAEBwDBoAAAAAgmPQAAAAABAcgwYAAACA4Bg0AAAAAATHoAEAAAAgOAYNAAAAAMHZhX2O1atXB9nO5MmTZaZp06Yy06dPH5mZNWuWzBx33HEyU0gmkwlSqtWxY0eZGTJkiMzsu+++MuMU4R177LEy065dO5kpxCmIrKyslNtxSoOc82T+/PkyM2jQIJlxCroaNWokM2k5RYaOc889V2YmTZokM6WlpTJTv359a59+Kqfo0OGURzVv3lxmkkrN8tq2bWvtU1VyrtUGDRrI7Tj3FKeMz/lZI0eOlBmnjC9fWFVVlixZIjNOGd/o0aNl5p577pGZ3r17y0xSUWueU5iYhvPM3X///WWmX79+MrNy5UqZcUoGVelZFKW/B2YymahOnTqJGafE7ZhjjpEZp/jPKYkcO3aszDjFsUmlotWq/fVV2PkdFOIU5DlOO+00mVHFslHklZs697ji4mKZkT8n9RYAAAAA4H9g0AAAAAAQHIMGAAAAgOAYNAAAAAAEx6ABAAAAIDgGDQAAAADBMWgAAAAACI5BAwAAAEBwQQv73nnnnSDbKS8vlxlVOhNFXvnK22+/LTNpCvuiKIqKiopS/fsoiqKePXvKzCWXXCIzU6ZMkZn7779fZgYOHCgzoUqKCnFKmZxCrTfeeENm1q9fLzPPPPOMzIwYMUJmqvq4RVEUHXDAATIzYMAAmfn0009lxtlX5/fkFGM5RXhJVBGSU+g3ffp0mSkpKZGZbdu2yUza82BPUYV+UeQVVb744osyc9RRR8mM84xp3bq1zFT1tfrll1/KjFMCesYZZ8iM812cwteNGzfKTBrO8XR+d3379pWZV199VWacUsUTTjhBZpz3jF27diV+XlRUJI+Pusc59yan1Pc3v/mNzFxxxRUyM2bMGJlRxyWKvPeFQpzi5YMOOkhuxyk6dAqrnWdhy5YtZcYpVXSuJYW/aAAAAAAIjkEDAAAAQHAMGgAAAACCY9AAAAAAEByDBgAAAIDgGDQAAAAABMegAQAAACA4Bg0AAAAAwdmFfU6Zz9y5c1PtTN727dtlpkaNGjLzxRdfyEy3bt2sfUpDHbtQpVtOGUy9evVkZtq0aTLz1FNPyUznzp1lJo1BgwbJjFOis3v3bplxvu+7774rMyeeeKLMpBXHsTznRo4cKbdz9tlny8x3330nM+3atZOZI444QmYaNmwoM0m/y2z2r/9dpdD1lslkZCHfhx9+KPdhwoQJMrNz506Z+fjjj2Vm1qxZMnPeeefJTPfu3Qt+Vq3aXx8ThY6bc74554BzLw5VordixYogPyuNXC4XVVZWJmacQi3nHtevXz+ZcUoVy8rKZMYpE8vlcgU/y59naZ6Lzvl2+eWXy4xzz3GeDb/85S9lplmzZjLTtWtXmUni3OPWrVsnt+Pcm5yCPOe87NSpk8yoEsK0nHuK80x1Mo7ly5fLjHPfd36PFPYBAAAA2CsxaAAAAAAIjkEDAAAAQHAMGgAAAACCY9AAAAAAEByDBgAAAIDgGDQAAAAABMegAQAAACA4u7DPKc/p37+/zDz33HMy4xQ3OYUlTvHMwIEDZWbjxo0FP8sX4OXLwP6nTCYjj51TBjNnzhyZmT17tsxcc801MuOUgF111VUy43yvNKVM9evXD5JZsGCBzMyfP19munTpIjMdO3aUmbScc65x48ZBfta8efNk5ne/+53MOOWOTklnGrlcLtq2bVtiZsOGDXI7ThmfU7L28MMPy8y//du/yczjjz8uM0nnblFRURRFyUWHIe5xzjmwcOFCmXnmmWdkZteuXTJz0kknyUwa2Ww2qlOnTmLGKcv65JNPZObTTz+VmfXr18uMU0o6duxYmUl6phYXF0dR9P/Ou6riPBtOP/10mRk6dKjMXHvttTJz1113yczUqVNlJq2tW7fKjFPK6JQUOufcZ599JjNOqV/SvT1fYpj0Hrc3KS0tlZnmzZvLzLJly0LsjsRfNAAAAAAEx6ABAAAAIDgGDQAAAADBMWgAAAAACI5BAwAAAEBwDBoAAAAAgmPQAAAAABAcgwYAAACA4OzCPsfw4cNl5sYbb5SZ8vJymXGKdBxDhgwJsp1C4jiWBV5OCdiLL74oMxMmTJCZI488Umbef/99mXGKXpIyLVu2jKIoiqpV++mnoFMC5nBKz6ZPny4zTlGVQ5WJFRUV7ZECIae48b777pOZxYsXy0xFRYWzS1Uqk8nI89EpXDz66KNlpqSkRGac83vRokUy065dO5mpajt27JCZJ598Umac8q7nn39eZqZMmSIzjlwuV/Cz/DWa5lrt16/fT/63f+u8886TmS+++EJmnGK0nj17Wvv0U+VyuWj79u2pt+MUO6oCzyjyigWdn+WUeG7ZsiXx89q1axcsnXNVVlbKjFN4mS/BS+LcB0OpXbt2lW5f/W6iKIoee+wxmXHObaew2inydEpJQxQv8xcNAAAAAMExaAAAAAAIjkEDAAAAQHAMGgAAAACCY9AAAAAAEByDBgAAAIDgGDQAAAAABMegAQAAACC4oIV99erVk5kRI0bITPv27WWmrKxMZkIVuqWxe/fuaN26dYkZp7TGKYObMWOGzNx0000y45SAOaVMSYU9quDF+d1t2rRJZgYPHiwzc+fOlZnf/va3MnPsscfKjCNt4ZLDKaK69NJLZWbevHkyc91118nMmDFjZMaxfv36gp8VFxdHUVS4YCuO42j37t2J22/WrJnch5kzZ8rMnXfeKTN9+/aVGcf48eNlpk6dOkF+ViHquEaRV2a1ZMkSmbnllltk5qyzzpIZR1Vfq07p2bPPPiszp5xyisw4RZPOub0nJBUlRlEU1ahRQ27ju+++k5mJEyfKjHMvdZx88skyo4ra2rRpk/qcbNGihcz07t1bZubMmSMzTpGnU5Ja1eI4liWFTvnwtGnTZGb27Nkyc8QRR8jMuHHjZMb5PSb9jpzrLIr4iwYAAACAKsCgAQAAACA4Bg0AAAAAwTFoAAAAAAiOQQMAAABAcAwaAAAAAIJj0AAAAAAQXCbew2UTa9eulRmnH6HQWvh/a99997X2qSo5a/M7616rdcOjKIpWrFghM85xU+tFR5G3vnuTJk0Kfpb/zoX6NJzT0smUl5fLTGVlpcw0btxYZurXry8zDud7qR4SxTmf1JrtUeStg96gQQOZadSokcw4kq4155xTxz5Ub0JS30ee6t9xOevi7w09Gj/88IPMOPemhg0bBsn8b7FlyxaZWblypczUrl1bZlq2bGntU1VyrlPn/lhRUSEzGzZssPYnBOc+me8CKqRatWp75NmwZs2aINtx3iOcfrbq1avLTBqhfsfOO5rzPuIcN3WuRJF333feGdU5t8cHDQAAAAD/+PhfpwAAAAAEx6ABAAAAIDgGDQAAAADBMWgAAAAACI5BAwAAAEBwDBoAAAAAgmPQAAAAABAcgwYAAACA4Bg0AAAAAAT3fwA7UWptoVRnnQAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "components = pca.transform(noisy)\n", + "filtered = pca.inverse_transform(components)\n", + "plot_digits(filtered)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This signal preserving/noise filtering property makes PCA a very useful feature selection routine—for example, rather than training a classifier on very high-dimensional data, you might instead train the classifier on the lower-dimensional representation, which will automatically serve to filter out random noise in the inputs." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Principal Component Analysis Summary\n", + "\n", + "In this section we have discussed the use of principal component analysis for dimensionality reduction, for visualization of high-dimensional data, for noise filtering, and for feature selection within high-dimensional data.\n", + "Because of the versatility and interpretability of PCA, it has been shown to be effective in a wide variety of contexts and disciplines.\n", + "Given any high-dimensional dataset, I tend to start with PCA in order to visualize the relationship between points (as we did with the digits), to understand the main variance in the data (as we did with the eigenfaces), and to understand the intrinsic dimensionality (by plotting the explained variance ratio).\n", + "Certainly PCA is not useful for every high-dimensional dataset, but it offers a straightforward and efficient path to gaining insight into high-dimensional data.\n", + "\n", + "PCA's main weakness is that it tends to be highly affected by outliers in the data.\n", + "For this reason, many robust variants of PCA have been developed, many of which act to iteratively discard data points that are poorly described by the initial components.\n", + "Scikit-Learn contains a couple interesting variants on PCA, including ``RandomizedPCA`` and ``SparsePCA``, both also in the ``sklearn.decomposition`` submodule.\n", + "``RandomizedPCA``, which we saw earlier, uses a non-deterministic method to quickly approximate the first few principal components in very high-dimensional data, while ``SparsePCA`` introduces a regularization term (see [In Depth: Linear Regression](05.06-Linear-Regression.ipynb)) that serves to enforce sparsity of the components." + ] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.10" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/lectures/lecture-09/3 PCA and cluster quality analysis.ipynb b/lectures/lecture-09/3 PCA and cluster quality analysis.ipynb new file mode 100644 index 0000000..939cbd3 --- /dev/null +++ b/lectures/lecture-09/3 PCA and cluster quality analysis.ipynb @@ -0,0 +1,1308 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# PCA and cluster quality analysis" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Install interactive matplotlib for Jupyter with ipympl\n", + "\n", + "Run this in Jupyter:\n", + "\n", + "```\n", + "!pip install ipympl\n", + "```\n", + "\n", + "And then **restart the Jupyter Lab server**." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "# %matplotlib notebook\n", + "%matplotlib ipympl\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## A 'single cell seq' type dataset\n", + "\n", + "We are going to skip a bunch of biology and wet lab realities and generate a toy dataset with many characteristics of a real single cell sequencing experiment. In these types of experiments, RNA is extracted from many individual cells and the number of copies (also known as number of \"reads\") of RNA molecules for particular genes is quantified. Here we generate a dataset in which we quantify the number of reads for 200 genes from many cells which belong to some number of cell types. Typically in such a 'single cell seq' dataset, the exact number of cell types are not known in advance nor is the the correspondence between cells and cell types. Typically we need to figure this out through data analysis. We are going to use PCA and clustering to perform these jobs." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/8r/wczrm19j599_qsgyft707_wh0000gr/T/ipykernel_82795/2160947091.py:16: DeprecationWarning: Conversion of an array with ndim > 0 to a scalar is deprecated, and will error in future. Ensure you extract a single element from your array before performing this operation. (Deprecated NumPy 1.25.)\n", + " result[i,j] = value\n", + "/var/folders/8r/wczrm19j599_qsgyft707_wh0000gr/T/ipykernel_82795/2160947091.py:17: DeprecationWarning: Conversion of an array with ndim > 0 to a scalar is deprecated, and will error in future. Ensure you extract a single element from your array before performing this operation. (Deprecated NumPy 1.25.)\n", + " result[j,i] = value\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "22c11184370a4846808438842d01b162", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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At first glance it looks... like a bunch of random numbers with no real structure! But could there be some structure? For example, above we learned that although many cells have been sequenced, we expect these are from only a very limited number of cell types.\n", + "\n", + "How can we figure out something about these cell types?\n", + "\n", + "Let's make use of principal component analysis (PCA) and clustering from scikit-learn as some of the first tools in our toolkit." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Converting to plain numpy\n", + "\n", + "While Pandas is very convenient for many things, scikit learn uses plain numpy arrays and generally works best when the datatype is a floating point number rather than an integer. Let's do this conversion now and call our data `X`.\n", + "\n", + "We need to make a copy of this so that it is \"C contiguous\" (this is the default numpy layout of the data but when creating a view of other data, the internal layout can be different)." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "X = df.to_numpy(dtype=np.float64).copy()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## PCA\n", + "\n", + "Let's first run PCA on our data." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.decomposition import PCA\n", + "pca = PCA().fit(X)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The results of our analysis are stored in the variable `pca`. We can use this to project our original high dimensional data into its principle components and plot just the first dimensions in this \"principle component space\"." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "projected = pca.transform(X)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "386262ffe49340a08a864a56cd073fe8", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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+ "text/html": [ + "\n", + "
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Biologically speaking, we are now guessing that there were this many cell types in our original sample.\n", + "\n", + "## PCA explained variance\n", + "\n", + "One of the first questions about PCA is how much of the variance in our data are \"explained\" by the first N components of the projected data. Let's plot this." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "f148fc18ce874be9ba25ea842ce96850", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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\n", + " Figure\n", + "
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\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "\n", + "plt.plot(np.cumsum(pca.explained_variance_ratio_),'.-')\n", + "plt.xlabel('number of components')\n", + "plt.ylabel('cumulative explained variance');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## mini batch K-Means\n", + "\n", + "Given that it looks like our data may have some clusters, let's try find these clusters using mini batch K-Means." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.cluster import MiniBatchKMeans\n", + "from sklearn.metrics.pairwise import pairwise_distances_argmin" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "mbk = MiniBatchKMeans(n_clusters=n_clusters, batch_size=6, random_state=42, n_init='auto').fit(X);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## plotting the clustering results in the original \"number of reads\" space\n", + "\n", + "Let's first plot the our raw read data in a scatter plot like above, but colored according to our cluster label. We will also plot our cluster centers here." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "mbk_means_cluster_centers = mbk.cluster_centers_\n", + "mbk_means_labels = pairwise_distances_argmin(X, mbk_means_cluster_centers)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "c80c775094004e72af6d933d88397c2d", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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+ "text/html": [ + "\n", + "
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\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(nrows=1, ncols=1)\n", + "\n", + "x_gene_idx = 0\n", + "y_gene_idx = 1\n", + "\n", + "for k in range(n_clusters):\n", + " my_members = mbk_means_labels == k\n", + " cluster_center = mbk_means_cluster_centers[k]\n", + " line, = ax.plot(X[my_members, x_gene_idx], X[my_members, 1], '.', markersize=5)\n", + " ax.plot(cluster_center[x_gene_idx], cluster_center[1], 'o', markersize=10, markeredgecolor='black', markerfacecolor=line.get_color())\n", + "ax.set_xlabel('gene %d' % x_gene_idx)\n", + "ax.set_ylabel('gene %d' % y_gene_idx);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## plotting the clustering results in PCA space\n", + "\n", + "Hmm, the plot above was not too informative. It does not seem to show obvious clusters in the data, and the points look very interwoven with others, at least for these two genes.\n", + "\n", + "Let's re-plot our cluster assignments, but this time using the projection into PCA space." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "3eccfa2e278b4351a8c264255a5a8c9f", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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+ "text/html": [ + "\n", + "
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The automatically detected clusters seem to agree with the idea we had from just looking at the data. Let's now use a silhouette analysis as one way to check whether this was a particularly good number of clusters for this data.\n", + "\n", + "\n", + "## Selecting the number of clusters with silhouette analysis on KMeans clustering\n", + "\n", + "(This section modified from https://scikit-learn.org/stable/auto_examples/cluster/plot_kmeans_silhouette_analysis.html )\n", + "\n", + "Silhouette analysis can be used to study the separation distance between the\n", + "resulting clusters. The silhouette plot displays a measure of how close each\n", + "point in one cluster is to points in the neighboring clusters and thus provides\n", + "a way to assess parameters like number of clusters visually. This measure has a\n", + "range of [-1, 1].\n", + "\n", + "Silhouette coefficients (as these values are referred to as) near +1 indicate\n", + "that the sample is far away from the neighboring clusters. A value of 0\n", + "indicates that the sample is on or very close to the decision boundary between\n", + "two neighboring clusters and negative values indicate that those samples might\n", + "have been assigned to the wrong cluster.\n", + "\n", + "In this example, the silhouette analysis is used to inform us about an optimal value for\n", + "the best number of clusters.\n", + "\n", + "Also from the thickness of the silhouette plot the cluster size can be\n", + "visualized." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn import cluster\n", + "from scipy.spatial import distance\n", + "import sklearn.datasets\n", + "from sklearn.preprocessing import StandardScaler\n", + "import numpy as np\n", + "\n", + "# from https://stats.stackexchange.com/a/251169/24333\n", + "def compute_bic(kmeans,X):\n", + " \"\"\"\n", + " Computes the BIC metric for a given clusters\n", + "\n", + " Parameters:\n", + " -----------------------------------------\n", + " kmeans: List of clustering object from scikit learn\n", + "\n", + " X : multidimension np array of data points\n", + "\n", + " Returns:\n", + " -----------------------------------------\n", + " BIC value\n", + " \"\"\"\n", + " # assign centers and labels\n", + " centers = [kmeans.cluster_centers_]\n", + " labels = kmeans.labels_\n", + " #number of clusters\n", + " m = kmeans.n_clusters\n", + " # size of the clusters\n", + " n = np.bincount(labels)\n", + " #size of data set\n", + " N, d = X.shape\n", + "\n", + " #compute variance for all clusters beforehand\n", + " cl_var = (1.0 / (N - m) / d) * sum([sum(distance.cdist(X[np.where(labels == i)], [centers[0][i]], \n", + " 'euclidean')**2) for i in range(m)])\n", + "\n", + " const_term = 0.5 * m * np.log(N) * (d+1)\n", + "\n", + " # Note: our implementation of BIC has an inverted sign compared to that in the\n", + " # e.g. wikipedia article, and thus the best fit has the highest value.\n", + " \n", + " BIC = np.sum([n[i] * np.log(n[i]) -\n", + " n[i] * np.log(N) -\n", + " ((n[i] * d) / 2) * np.log(2*np.pi*cl_var) -\n", + " ((n[i] - 1) * d/ 2) for i in range(m)]) - const_term\n", + "\n", + " return(BIC)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.metrics import silhouette_samples, silhouette_score\n", + "from sklearn.cluster import KMeans\n", + "import matplotlib.cm as cm" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "For n_clusters = 2 The average silhouette_score is : 0.08926589407761779\n", + "For n_clusters = 3 The average silhouette_score is : 0.12854877265032805\n", + "For n_clusters = 4 The average silhouette_score is : 0.16714540077634665\n", + "For n_clusters = 5 The average silhouette_score is : 0.12535810422902316\n", + "For n_clusters = 6 The average silhouette_score is : 0.09312017317314801\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "173fe63e421b47ea96f98a272563a1b3", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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F0bx5c9q0acPhw4eJj49n7ty55tey3v4FuHz5Mu7u7ri5udGnTx/zrb6ePXvyyCOPAFg0isjNrVu3UKlU+Pr60rVrV7p27Qpg8YPo6tWr3L17F09PT8AyYVu5cqVVdyllLXs1iHfeeYfNmzdb3Aa+evWq1dXdnGQ97k+ePEl6ejparZbz58+zffv2HJcpyj5Uq9XmLolyOzYyf7BERETQr18/6tWrZ1FGr9ezY8cOOnTokO/7yurChQtUrVoVb29vBg4caJ4fGhrKlClTgIJ9diSpvJIJoGTl8uXLzJ49m8mTJ/PQQw/RpEkT3N3diYyMtLh6pFAo6Nmzp01ifOmll8xfqP/99x+tW7dm4MCBXL582aIT61atWpm/+FxdXQkJCTFfoZg7dy5nzpwhLi4uz8Tn5Zdf5vvvv0cIwfnz5wkNDeWRRx7By8uL6OhoTp06xf79+/Hz8+Pxxx83L5e1hebx48d58cUXqVq1KlqtlkmTJlmVARg/fjy9e/dGrVYzYMAAateuXeTt56ZOnTqcPXvWvA8iIiJQKBR88803Odb3LCofHx/c3NzMt+xffPFFTp48SWJiIqtWrSI9Pb3I6544caK5BW9mn3hVqlShR48eFuU2bNjAzJkz6dy5MyEhIfj7+5OUlMS6devMZQryI+a3337jySefpEOHDtSrV4+AgAAMBgNbt241l9Fqtdjb2xf5PZW2Ro0a0atXL37++WcA/ve//9GsWTP69OmDRqPh9OnTnDt3rkAtgVu0aMG2bdsA012Ali1bUrduXX7++edc/69F2YeBgYFcvXoVgA8++IC7d+9ib29P06ZN6datG6NGjWLu3LncvXuXtLQ02rRpw9ChQwkODiYlJYVz586xd+9eoqOjzT8GCurDDz/km2++oVu3bgQHB+Pr60t0dDRff/21uUxBfwDPmjUrx75Fi6tHjx7mH3BZnTt3zqJfykcffbTEty1VADZqfCKVYwXts+q1116zWK4kWgEXpm++rC08c3rUqFHDqlXt8uXLcyzbpEkTiz7Ksm/r448/zrdPsKwtHoUQ4uTJk0KpVFqVc3R0tCjXrFmzHNe3adOmYm0/N+vWrctxeX9/f9GjRw/z86wtl4v6f8psoZj9ERoaatEfXdbPREFaRqenpws/Pz+Lcm+88YZVufnz5+f7Of7oo4/M5XNrwZrbPsv6yOx7MFPW13JqwZqT/N57UdaZVUn1A3j79m3h7u5utbxOpxMdO3YssX340ksv5VhuwoQJ5jL79+/Psx/AnOLPqxVzprFjx+a5PqVSKbZt21bo/0FZkK2ApYKQI4FIViZPnszmzZsZP348rVq1olq1atjb26PVaqlatSqPPPIIP/zwA++++65N4/zoo48ICwtj0KBB+Pv7o1arcXJyokWLFsydO5eTJ09aVXQfM2YMS5cupXbt2mg0GqpUqcLUqVPZv39/rnWBwHTF6Y8//uCZZ56hVq1a2NnZ4ejoSEhICL179+ajjz7it99+s1imSZMmrFu3jmbNmlm0Us5uy5YtDB48GA8Pj1zreRVl+7l54okn2LhxI40bN0aj0eDp6cnjjz/O4cOHCQgIKNA6Cuq1117j008/Ne9vPz8/nnvuOfbt22dVnaAwNBqN1Ug02W//gqlO4FtvvUX37t2pXr06Dg4OqNVq/P396devH99//735amxeOnTowDvvvEO/fv2oWbMmzs7OqNVqvL296datG6tWreL99983l89aL1WlUtG8efMiv9eS5OXlxcGDB1m+fDldu3bF09MTtVqNh4cHrVu3NvermB8/Pz/27t1Ljx49cHBwwNnZmb59+3Lo0CGr0W0yFXYfguk29aRJkwgMDMy1tXaHDh3466+/mDZtGk2bNjWPNlOtWjXat2/PjBkzOH78eKEbvTzzzDO89tprdOzYkapVq2JnZ2c+Bz722GPs27ePQYMGFWqdklSeKISQtUIlSXrwrFu3ztytx0MPPVTgBLgsbNy40Xw7ftKkSXz00Uc2jkiSJMmSrAMoSdIDIzY2llOnThEeHs706dPN8ydMmGDDqKzt27cPMHVJNGfOHBtHI0mSZE0mgJIkPTBOnTpldYuxffv2PPbYYzaKKGeZCeDChQutWp9LkiSVBzIBlCTpgaNQKPDz82PgwIHMmzcv19FRbCWzlXVpu3nzJt26dcu33ODBg5k/f34ZRCRJ0oNCJoCSJD0wOnfuLDuzzSIjI4MLFy7kW+727dtlEI0kSQ8S2QhEkiRJkiSpkilf900kSZIkSZKkUicTQEmSJEmSpEpGJoCSJEmSJEmVjEwAJUmSJEmSKhmZAEqSJEmSJFUyMgGUJEmSJEmqZIqUACoUigI99u7dy969e1EoFGzevLmkYy+0VatWoVAouHLlinneqFGjrAYJVygUvPDCC2UbXCH9+OOPzJo1K8fX5s2bx3fffVem8WR15coVFAoFq1atKvSy586dY9asWRb/o/xs2LCBBg0aYG9vj0Kh4NSpU4XebknE17lzZ0JDQ0tt27aQ0/Fha4U5/6xfvx6FQlFqQ8XdunWLWbNmFfgzl3k+3Lt3b6nEUxgKhcLiHFLasR08eJBZs2YRGxtr9Vrnzp3p3LlzqWy3pFy5coV+/frh4eGBQqFg8uTJuZbN7Ryc+R30xx9/lF6gBVSc83RBFPbYKGvFPbdVr16dUaNGFXq55ORkZs2aVS7OAUVKAA8dOmTx6Nu3L/b29lbzmzVrVtLxFku/fv04dOgQ/v7+tg6l2H788Udmz56d42u2TgCL49y5c8yePbvACWBUVBQjRoygZs2ahIWFcejQIWrXrl1u4nvQzZgxg23bttk6DAvl6fxz69YtZs+eXeAvuWbNmpXLcyOUfmwHDx5k9uzZOSaAS5cuZenSpaWy3ZLy0ksvceTIEb766isOHTrESy+9lGvZB/kcXFIKe2xUFsnJycyePbtcJIBFGgmkTZs2Fs+9vb1RKpVW88sbb29vvL29bR2GVIL++ecfMjIyGD58OJ06dSqRdSYnJ+Pg4FAi63pQZe6DmjVr2joUKw/q+QfAxcWlQHGmpKRgZ2eHQqEog6hMChpbaahfv75NtlsYZ8+epVWrVgwaNMjWoVRqtjg2KqoyqwOYkZHB9OnTCQgIwMXFhe7du+c4hNHu3bvp1q0bLi4uODg40L59e3755Zd81280Gpk7dy516tTB3t4eNzc3GjVqxEcffWQuk9Mt4Lx888031KtXDwcHBxo3bsyOHTusyhw4cIBu3brh7OyMg4MD7dq144cffrAoM2vWrBw/rLnFs2HDBtq2bYujoyNOTk706tWLkydPml8fNWoUn376KWB5Oyzzkn5SUhKrV682z896ayU8PJyxY8dSpUoVtFotwcHBzJ49G71en+/+qF69Ov3792fbtm00atQIOzs7atSowccff5zvsgXZV6tWreKxxx4DoEuXLub4c7tFMWrUKDp06ADA448/bvVev//+e9q2bYuDgwPOzs706NGDQ4cOWawj839z4sQJhgwZgru7e65JT0HjO3bsGA899BAODg7UqFGDd999F6PRaFEmPj6eqVOnEhwcjFarJTAwkMmTJ5OUlJTnPpw8eTKOjo7Ex8dbvfb444/j6+tLRkYGYPoc9ezZE39/f+zt7alXrx6vv/661TZGjRqFk5MTf/75Jz179sTZ2dk8vmxOt0lSU1OZNm2aRewTJkywurKT/RZjpuy3TpKTk837ws7ODg8PD1q0aMG6devy3BdgGgv34MGDJCcno9VqCQgIYMiQIURERFiUMxgM5vOPVqvF3t7e6vyT+VnIev6pW7cudevWxdXV1fz/fPrppwHTLdOWLVsCMHr0aPPnIet73rx5MwqFAgcHB+zs7KhVq5bVbdYFCxagUCjw9PREpVKhVCpxcHDg6NGjREVFMWbMGBQKBSqVCm9vb9q3b8/u3btz3JdRUVGMHz+e+vXr4+TkhI+PD127dmX//v357svst4Azzye5PTLt2rWLgQMHUqVKFfN7HDt2LHfu3LHYt6+88goAwcHBFrfpIedbwNHR0YwfP57AwEC0Wi01atRg+vTppKWlWZTLrLJTkPN1Tq5du8bw4cPx8fFBp9NRr149PvjgA/Mxm7lf/v33X3766SeL821O8jsHAyQkJDBu3Di8vLzw9PTkkUce4datW1bryu+7IC83b95kzJgxVK1aNc9jI6vcbovm9B22adMmWrduXeRj448//mDAgAF4eHhgZ2dH06ZN2bhxo8U2Mr8jd+7cydNPP423tzcODg7mz0BB98+qVauoU6eO+f/79ddfF2gfgil3efXVV/Hz88PBwYEOHTpw9OhRq3IFOfauXLlivgg1e/Zs837JPIb//fdfRo8eTUhICA4ODgQGBvLwww/z559/FjjeQhElYOTIkcLR0THH1/bs2SMAUb16dfHkk0+KH374Qaxbt05Uq1ZNhISECL1eby77zTffCIVCIQYNGiS2bt0qtm/fLvr37y9UKpXYvXt3njHMnz9fqFQqMXPmTPHLL7+IsLAwsXjxYjFr1ixzmZUrVwpAXL582SL2oKAgi3VlxtuqVSuxceNG8eOPP4rOnTsLtVotLl26ZC63d+9eodFoRPPmzcWGDRvEd999J3r27CkUCoVYv369udzMmTNFTrs6p3jeeecdoVAoxNNPPy127Nghtm7dKtq2bSscHR3FX3/9JYQQ4t9//xVDhgwRgDh06JD5kZqaKg4dOiTs7e1F3759zfMzl7t9+7aoWrWqCAoKEsuXLxe7d+8Wb7/9ttDpdGLUqFF57l8hhAgKChKBgYGiWrVq4quvvhI//vijePLJJwUgFi5caC53+fJlAYiVK1cWal9FRkaKefPmCUB8+umn5vgjIyNzjOfff/8Vn376qQDEvHnzLN7r2rVrBSB69uwpvvvuO7FhwwbRvHlzodVqxf79+63+N0FBQeK1114Tu3btEt99912O28svvk6dOglPT08REhIili1bJnbt2iXGjx8vALF69WrzepKSkkSTJk2El5eXWLRokdi9e7f46KOPhKurq+jataswGo25/g9Onz4tAPH5559bzI+JiRE6nU5MmTLFPO/tt98WH374ofjhhx/E3r17xbJly0RwcLDo0qWLxbIjR44UGo1GVK9eXcyfP1/88ssv4ueffza/lvX4MBqNolevXkKtVosZM2aInTt3ivfff184OjqKpk2bitTUVHNZQMycOdPqPQQFBYmRI0ean48dO1Y4ODiIRYsWiT179ogdO3aId999V3zyySe57gchhLhx44bw9/cXOp1OaLVasXv3brFhwwbx9NNPi/PnzwshhFi3bp0AhJeXl/n807FjR6FSqazOP4MHDxaA+fyzcOFCAQiFQiHmzZsnfv31V7Fy5UoxYsQIIYQQcXFx5mO4Tp06wtfXV/z+++/i+vXrQgghfv31V6FUKoVCoRBffPGFCAsLE7169RKAeO2118zb9fPzE4Bwd3cXDz/8sHjzzTfFww8/LHbv3i169eolvL29BSBGjhwpvvvuO/HWW2+Zj5ns+/Lvv/8W48aNE+vXrxd79+4VO3bsEM8884xQKpViz549Fvsv+/8n81ydWS7zfJL18f333wsXFxdRr14983KfffaZmD9/vvj+++/Fvn37xOrVq0Xjxo1FnTp1RHp6uhBCiOvXr4uJEycKQGzdutW8vri4OCGE6djp1KmTeZ0pKSmiUaNGwtHRUbz//vti586dYsaMGUKtVou+fftavY+CnK9zEhkZKQIDA4W3t7dYtmyZCAsLEy+88IIAxLhx48z/50OHDgk/Pz/Rvn17i/NtTvI6B2d+XmrUqCEmTpwofv75Z/HFF18Id3d3q+OyIN8Fuck8NrKeY7IfGzmdp3P6PhTC+jvs4MGDQqFQiCeeeEL8+OOPeR4bb775pnk/ZD02tFqteOihh8SGDRtEWFiYGDVqlFU8mesIDAwUY8aMET/99JPYvHmz0Ov1Bd4/mesYOHCg2L59u1izZo2oVauW+bswPyNHjhQKhUK88sorYufOnWLRokUiMDBQuLi4FPrYS01NFWFhYQIQzzzzjHm//Pvvv0IIIfbt2ydefvllsXnzZrFv3z6xbds2MWjQIGFvby/+/vvvfGMtrDJLALMftBs3bjQnMEKYvhQ9PDzEww8/bFHOYDCIxo0bi1atWuUZQ//+/UWTJk3yLFOYBNDX11fEx8eb54WHhwulUinmz59vntemTRvh4+MjEhISzPP0er0IDQ0VVapUMX+RFzQBvHbtmlCr1WLixIkW5RISEoSfn58YOnSoed6ECRNyXKcQQjg6Olp8MDONHTtWODk5iatXr1rMf//99wWQ70klKChIKBQKcerUKYv5PXr0EC4uLiIpKUkIkfOJpaD7atOmTRZfQvnJ/Hxt2rTJPM9gMIiAgADRsGFDYTAYzPMTEhKEj4+PaNeunXle5v/mrbfeKtD28oqvU6dOAhBHjhyxmF+/fn3Rq1cv8/P58+cLpVIpjh07ZlFu8+bNAhA//vhjnjE0a9bM4j0IIcTSpUsFIP78888clzEajSIjI0Ps27dPAOL06dPm10aOHCkA8dVXX1ktl/34yDx5LViwwKLchg0bBCBWrFhhnlfQBDA0NFQMGjQor7eco6efflpoNBoxaNCgXM8/mQlgo0aNLN6Tl5eX1fnH3t7e4pjKPC5CQ0NzPf8cO3ZMAOLFF18UgNi5c6f5tTp16giNRiMeeeQR87zMz6uHh4cwGAzizp07AhCAeOqpp6zW7+TkJCZPnlzgfZmdXq8XGRkZolu3bmLw4MEWr+WXAGaXlJQkWrVqJfz9/cWVK1dyLJP5Obt69aoAxP/+9z/za5kJddbzb6bsCeCyZcsEIDZu3GhR7r333rPazwU9X+fk9ddfz/GYHTdunFAoFOLChQvmeUFBQaJfv355ri9TbufgzHP++PHjLeYvWLBAAOL27dtCiMJ9F+Qk89g4d+5crmWKkwBmHhuxsbG5rj/z2Mi6/kx169YVTZs2FRkZGRbz+/fvL/z9/c3n7cz9lf3YKOj+yfwuaNasmcUP6ytXrgiNRpNvAnj+/HkBiJdeeslifuYFhqIce1FRUbkezzmtIz09XYSEhFjFUBLK7BbwgAEDLJ43atQIgKtXrwKmCsLR0dGMHDkSvV5vfhiNRnr37s2xY8fyvD3WqlUrTp8+zfjx4/n5559zvEVWGF26dMHZ2dn83NfXFx8fH3O8SUlJHDlyhCFDhuDk5GQup1KpGDFiBDdu3MjxFndefv75Z/R6PU899ZTFPrCzs6NTp07FrjS6Y8cOunTpQkBAgMX6+/TpA8C+ffvyXUeDBg1o3Lixxbxhw4YRHx/PiRMnclymNPZVXi5cuMCtW7cYMWIESuX9j7iTkxOPPvoohw8fJjk52WKZRx99tES27efnR6tWrSzmNWrUyPy5AdP/ITQ0lCZNmlj8H3r16lWgVpijR4/m4MGDFvts5cqVtGzZ0qIV8n///cewYcPw8/NDpVKh0WjM9STPnz9vtd6C7INff/0VwKr122OPPYajo2OBqmtk16pVK3766Sdef/119u7dS0pKSoGW++mnn+jSpQuurq75lm3SpInFc61WC1iefzK3m/n/aNq0KQCJiYkcO3aMixcv5rr+hg0b4ufnx8qVKwHTrZwLFy6QkZHBqFGjzOs0GAyA6fbmhQsX8PDwwMfHBwC1Ws3Jkyctqgu0atXKXMXgxo0b5tv7eVm2bBnNmjXDzs4OtVqNRqPhl19+yfF/XlAGg4HHH3+c8+fP8+OPPxIUFGR+LTIykueff56qVauat5f5elG3+euvv+Lo6MiQIUMs5md+7rJ/zvI7X+e1nfr161sds6NGjUIIYf68l7T8vg+L+12QeWzUq1evVOLPvL07dOhQNm7cyM2bNwu87L///svff//Nk08+CWDx/vr27cvt27etvg+yn5sKun8yvwuGDRtmcQs7KCiIdu3a5Rvrnj17AMyxZho6dChqtXUTiuIee3q9nnnz5lG/fn20Wi1qtRqtVsvFixeLdfzmpswSQE9PT4vnOp0OwHzSzayXMGTIEDQajcXjvffeQwhBdHR0ruufNm0a77//PocPH6ZPnz54enrSrVu3Ije3zx5vZsyZ8cbExCCEyLFFcUBAAAB3794t1DYz90HLli2t9sGGDRss6tQURUREBNu3b7dad4MGDQAKtH4/P79c5+X2fktjX+Ulc125bc9oNBITE2Mxv6Rahuf3uQHT/+HMmTNW/wdnZ2eEEPn+H5588kl0Op05MTh37hzHjh1j9OjR5jKJiYk89NBDHDlyhLlz57J3716OHTvG1q1bAaySLAcHB1xcXPJ9f3fv3kWtVls1plIoFPj5+RXp//jxxx/z2muv8d1339GlSxc8PDwYNGhQngkXmOrcVKlSpUDbyPrDIzNesD7/AOb/R2Y9yCtXriCEoHbt2oSGhuZYNzHzx8y2bduIjY21WN+AAQPM6+zevbt5/p07d1AoFOa6cd999x3NmjXD29ubSZMmkZCQwIYNGxg5ciQAX375JR4eHjz11FOEh4fn+D4XLVrEuHHjaN26NVu2bOHw4cMcO3aM3r17Fzixzsnzzz9PWFgYmzdvtkimjUYjPXv2ZOvWrbz66qv88ssvHD16lMOHDwPWn7OCunv3Ln5+flb1znx8fFCr1Vafs4Icd7ltp6zOS1kV9PuwqN8FhTk2iqJjx45899135iSsSpUquR4b2WW+t6lTp1q9t/HjxwPW30XZ/0cF3T+Z/7+8vrfyktvyarXa6n9YEsfelClTmDFjBoMGDWL79u0cOXKEY8eO0bhx42Idv7kpUivg0uDl5QXAJ598kmtLNF9f31yXV6vVTJkyhSlTphAbG8vu3bt544036NWrF9evXy/xVp3u7u4olUpu375t9VpmZd7M92RnZwdAWlqa+UAH6w95ZvnNmzdb/MIuKV5eXjRq1Ih33nknx9czT3p5yemLJ3NeTidhKNy+KgmZceS2PaVSibu7u8X8smxR5uXlhb29PV999VWur+fF3d2dgQMH8vXXXzN37lxWrlyJnZ0d//d//2cu8+uvv3Lr1i327t1r0To6py44oODv39PTE71eT1RUlEUSKIQgPDzcfGUATF9q2Svsg/WXqqOjI7Nnz2b27NlERESYrwY+/PDD/P3337nG4u3tzY0bNwqdvNvZ2VnFlXWfHzt2zGqZ9PR0kpOTef/99xk2bBjVq1enbdu2FmVGjx7NwoULWb9+vbkrlTZt2vDJJ5+Yyxw/fpznn3+eZcuWmROpzG3//PPPuLi4sHHjRmbNmkV6ejrLli1j8eLFLFu2jGeeecbckCcyMpKwsDCrfblmzRo6d+7MZ599ZjE/ISGhUPsoq1mzZvHFF1+wcuVKevbsafHa2bNnOX36NKtWrTInqmC6ylMcnp6eHDlyBCGExWczMjISvV5fYucLT0/PMjsvFUZxvwsyj43CyunYgJwvDgwcOJCBAweSlpbG4cOHmT9/fq7HRlaZ723atGk88sgjOZapU6eOxfPs56eC7p/M74K8vrfyknX5wMBA83y9Xl8qx96aNWt46qmnmDdvnsX8O3fu4ObmVuD1FFS5SQDbt2+Pm5sb586dK3YnzG5ubgwZMoSbN28yefJkrly5UuLdDDg6OtK6dWu2bt3K+++/j729PWD6RbxmzRqqVKli7o8us1XVmTNnLL4gt2/fbrHOXr16oVaruXTpUr6347L+YszcdtbXcvq10L9/f3788Udq1qxplQAV1F9//cXp06ctbgN/++23ODs759p/WGH2VfZfwkVRp04dAgMD+fbbb5k6dar55JGUlMSWLVvMLYOLoiTi69+/P/PmzcPT05Pg4OAirWP06NFs3LiRH3/8kTVr1jB48GCLE0Tme876gwNg+fLlRY4boFu3bixYsIA1a9ZY9IO2ZcsWkpKSzFfNwPS5P3PmjMXyv/76K4mJibmu39fXl1GjRnH69GkWL16cZ5c8ffr04ZtvvqFfv36Feg/Vq1e3Onm3bNkSpVKJ0WikRYsWuS7r7e3Nzz//zMmTJ2nbtq3F56FevXq0bt2alStXmm/1arVai/Vlvvc6depY3LLMVLt2bd588022bNliUaWievXqXLlyhU8//ZRffvmF33//Pcd9qVAorP7nZ86c4dChQ1StWrUgu8fCl19+yezZs5kzZ06Ond4W5nNWmGOnW7dubNy4ke+++47Bgweb52e23sz6OSuObt26MX/+fE6cOGFx/vr6669RKBR06dKlSOstyNXHvBTmuyAnmcfGhQsXrJKpvFSvXp3IyEgiIiLMF1zS09P5+eefc11Gp9PRqVMn3Nzccj02sqpTpw4hISGcPn3aKtEpqILunzp16uDv78+6deuYMmWK+fN69epVDh48mO9Fj8zW22vXrqV58+bm+Rs3brTqOaOgx15ex0FO6/jhhx+4efMmtWrVyjPWoig3CaCTkxOffPIJI0eOJDo6miFDhuDj40NUVBSnT58mKirKKrPO6uGHHyY0NJQWLVrg7e3N1atXWbx4MUFBQYSEhJRKzPPnz6dHjx506dKFqVOnotVqWbp0KWfPnmXdunXmD1vfvn3x8PDgmWeeYc6cOajValatWsX169ct1le9enXmzJnD9OnT+e+//+jduzfu7u5ERERw9OhR85USMNU5Anjvvffo06cPKpWKRo0aodVqadiwIXv37mX79u34+/vj7OxMnTp1mDNnDrt27aJdu3ZMmjSJOnXqkJqaypUrV/jxxx9ZtmxZvrcNAgICGDBgALNmzcLf3581a9awa9cu3nvvvTyTqoLuq8w6bCtWrMDZ2Rk7OzuCg4NzvbqYE6VSyYIFC3jyySfp378/Y8eOJS0tjYULFxIbG8u7775b4HVlVxLxTZ48mS1bttCxY0deeuklGjVqhNFo5Nq1a+zcuZOXX36Z1q1b57mOnj17UqVKFcaPH094eLjF7V+Adu3a4e7uzvPPP8/MmTPRaDSsXbuW06dPF/5NZ9GjRw969erFa6+9Rnx8PO3bt+fMmTPMnDmTpk2bMmLECHPZESNGMGPGDN566y06derEuXPnWLJkiVWdvdatW9O/f38aNWqEu7s758+f55tvvsk3UZ8zZw4//fQTYWFhGI1Gfv31V2JjYwkLC2PKlCnUrVs3x+Uef/xxZsyYgV6v5/Tp02zdupWPP/4YT09PoqKieOKJJxgyZAjbt2/n+vXruLq6YjQaefrpp/noo48s6lLWrFkTe3t71q5dS7169ejatSvz58/n1q1bNGjQgCNHjtCrVy9GjRpFYGAgBw4cAGDmzJns27ePM2fOMH/+fMBUDzE+Pp5ff/2VM2fO8NJLL9GsWTOGDRtGy5YtWbt2LT169GDfvn00atSIcePG4erqyunTp1Gr1fzyyy/079+ft99+m5kzZ9KpUycuXLjAnDlzCA4OLlBXT1kdOnSI559/nvbt29OjRw/zbd1Mbdq0oW7dutSsWZPXX38dIQQeHh5s376dXbt2Wa0v85z10UcfMXLkSDQaTa6J8FNPPcWnn37KyJEjuXLlCg0bNuTAgQPMmzePvn37WtxKL46XXnqJr7/+mn79+jFnzhyCgoL44YcfWLp0KePGjStyp/K5nYMLqjDfBTnJPDY6duzIG2+8QcOGDQt8bLz11ls88cQTvPLKK6SmpvLxxx+bf9Bkeuutt7hx4wbdunWjSpUqxMbG5ntsODk5ERAQQEBAAMuXL6dPnz4Wx0Z0dDTnz5/nxIkTbNq0qUT2j1Kp5O233+bZZ59l8ODBPPfcc8TGxjJr1qwC3QKuV68ew4cPZ/HixeYqHGfPnuX999+3qjJT0GPP2dmZoKAg/ve//9GtWzc8PDzw8vIyd7O2atUq6tatS6NGjTh+/DgLFy7M8XtZrVbTqVOnItW7NiuJliQFaQWctZWmEDm3QBLC1Ay6X79+wsPDQ2g0GhEYGCj69etntXx2H3zwgWjXrp3w8vISWq1WVKtWTTzzzDMWrdUK0wp4woQJVtvIqcXd/v37RdeuXYWjo6Owt7cXbdq0Edu3b7da9ujRo6Jdu3bC0dFRBAYGipkzZ4ovvvgix1Zx3333nejSpYtwcXEROp1OBAUFiSFDhlh0hZOWliaeffZZ4e3tLRQKhcV6Tp06Jdq3by8cHBwEYNG6LioqSkyaNEkEBwcLjUYjPDw8RPPmzcX06dNFYmJinvs4sxXc5s2bRYMGDYRWqxXVq1cXixYtsiiX2/+2oPtq8eLFIjg4WKhUqlxbkWXK7fOVuR9bt24t7OzshKOjo+jWrZv4/fffLcpktm6LiorK870XJL5OnTqJBg0aWJXP6TOWmJgo3nzzTVGnTh2h1WqFq6uraNiwoXjppZdEeHh4geJ44403BCCqVq1q0do508GDB0Xbtm2Fg4OD8Pb2Fs8++6w4ceJEji3/cjt+c4o9JSVFvPbaayIoKEhoNBrh7+8vxo0bJ2JiYizKpaWliVdffVVUrVpV2Nvbi06dOolTp05ZHUevv/66aNGihXB3dxc6nU7UqFFDvPTSS+LOnTv57oPr16+LWrVqCYVCITQajQgICBBDhw4VERERQoj7rYCzt7rMPBdoNBpRo0YNsWTJEvNnIfP8o1arhU6nEzqdTqjVauHj4yP69u1r0Y1Q5jbq1q0rNBqNAIRarTZ31XP69GkxdOhQ4ePjIzQajXB3d7doVRgRESE6dOggAGFvby+cnJxEo0aNxIcffiiSkpLE888/Lxo1aiScnZ2FWq02Px566CHzvmzcuLG59W5aWpqYOnWqCAwMFHZ2dqJZs2biu+++y/U8l1cr4Mx9lNsj07lz50SPHj2Es7OzcHd3F4899pi4du1aji0dp02bJgICAoRSqbTYVvZWwEIIcffuXfH8888Lf39/oVarRVBQkJg2bZpV9yuFOV/n5OrVq2LYsGHC09NTaDQaUadOHbFw4UKrY6owrYBzOwdn7tPsPQDk1gK7IN8Fubl+/bp4+umnhZ+fX47HRm7n6R9//FE0adJE2NvbWx0bmXbs2CH69OkjAgMDhVarLfCxkfXzkP3Y8PPzE127dhXLli0zl8ltfxV2/3zxxRciJCREaLVaUbt2bfHVV1/l2uI5u7S0NPHyyy8LHx8fYWdnJ9q0aSMOHTpk9fkqzLG3e/du0bRpU6HT6SxaE8fExIhnnnlG+Pj4CAcHB9GhQwexf//+HI+P7N/tRaG4tyJJylf16tUJDQ0tcAerkiRJkiSVT2XWCliSJEmSJEkqH2QCKEmSJEmSVMnIW8CSJEmSJEmVjLwCKEmSJEmSVMnIBFCSJEmSJKmSkQmgJEmSJElSJSMTQEmSJEmSpEqm3IwE8iAyGo3cunULZ2fnMh1LVpIkEyEECQkJBAQEoFQ+OL9n5blDkmzrQT13lCSZABbDrVu3ijS+piRJJev69ev5DmNYnshzhySVDw/auaMkyQSwGDLHsLx+/brVuIAPtKQkyBwk+9YtcHS0bTySlIv4+HiqVq2a43iy5VmFPXdI0gPiQT13lCSZABZD5q0bFxeXinUSV6nuT7u4yARQKvcetNuoFfbcIUkPmAft3FGSKueNb0mSJEmSpEpMXgGUrKnVMHLk/WlJkiRJkioU+e0uWdPpYNUqW0chSZIkSVIpkbeAJUmSJEmSKhl5BVCyJgQkJ5umHRygEleSlSRJkqSKSCaA5U3yGUg8atsYktKgxgum6f+WgKMuj8ICnNqCQ2iZhCZJkiRJUvHJBLC8id4Gd74EpZPtYkg23p+O+AQccqkpIPSAEXwnywRQkiRJkh4gMgEsj5QOYFfTdts36oELpmm7YLDL5WOSegl0weDWt8xCkyRJkiSp+GQjEKlohMB09W882NWwdTSSJEmSJBWCTAClohFpoNCA2svWkUiSJEmSVEgyAZSKxpAAKldwaGzrSCRJkiRJKiSZAEpFY4gH+1BQ2tk6EkmSCkLoITYMYnaAMd3W0UiSZGOyEYhkTaWAXv73p3MkZMtfSXqQRHwK8btN0yl/QsA028aTk4wo01+Nt23jkKRKQCaAkjWdCj5unvvrwmhqBKJ0LLuYJEkqntQL96dT/rZdHLmJ2QFRK0zT3mPAvb9t45GkCk7eApYKz5AAKidwfsjWkUiSVFDOne9Pu3SxWRi5iv0fIEyP2O9tHY0kVXjyCqBUePoocGwNOhv2VShJUuF4DgXHpiAMYF/X1tFY01aDjPB701VtG4skVQIyAZSsJeuhaZhp+mRvcMjyMTGmgEIN3k/LMYIl6UFjF2LrCHLnNwVitpmm3QfbNhZJqgRkAigVjv4uaHxM4/9KkiSVFJUjeA23dRSSVGnIOoBSwRnTwZgKnsNBqbF1NJIkSZIkFZFMAKWCM8SDyh08htg6EkmSJEmSikEmgFLBiXRQu4LK2daRSJKFhg0bolAorB4TJkwAQAjBrFmzCAgIwN7ens6dO/PXX39ZrCMtLY2JEyfi5eWFo6MjAwYM4MaNGxZlYmJiGDFiBK6urri6ujJixAhiY2PL6m1KkiSVGJkASgUn9KCWHbRK5c+ePXu4ffu2+bFr1y4AHnvsMQAWLFjAokWLWLJkCceOHcPPz48ePXqQkJBgXsfkyZPZtm0b69ev58CBAyQmJtK/f38MBoO5zLBhwzh16hRhYWGEhYVx6tQpRowYUbZvVpIkqQTIRiBSIRhM/f9JUjnj5eWFi4uL+fm7775LzZo16dSpE0IIFi9ezPTp03nkkUcAWL16Nb6+vnz77beMHTuWuLg4vvzyS7755hu6d+8OwJo1a6hatSq7d++mV69enD9/nrCwMA4fPkzr1q0B+Pzzz2nbti0XLlygTp06Zf/GJUmSikheAZSsqRTQycf0yBwKTggQGaDxt21skpSP9PR01qxZw9NPP41CoeDy5cuEh4fTs2dPcxmdTkenTp04ePAgAMePHycjI8OiTEBAAKGhoeYyhw4dwtXV1Zz8AbRp0wZXV1dzmdykpaURHx9v8ZAkSbIlmQBK1nQqWNHK9NCpTPNEGih04Noz72Ulyca+++47YmNjGTVqFADh4abOhX19fS3K+fr6ml8LDw9Hq9Xi7u6eZxkfHx+r7fn4+JjL5Gb+/PnmeoOurq5UrSo7OpYkybZkAigVjNCDQgUqN1tHIkl5+vLLL+nTpw8BAQEW8xXZOi4XQljNyy57mZzKF2Q906ZNIy4uzvy4fv16fm9DkiSpVMkEUCoYfRToaoEuyNaRSFKurl69yu7du3n22WfN8/z8/ACsrtJFRkaarwr6+fmRnp5OTExMnmUiIiKsthkVFWV1dTE7nU6Hi4uLxUOSJMmWZAIoWUvWQ5OfTI9kvWmeMIDzQ6C0s21skpSHlStX4uPjQ79+/czzgoOD8fPzM7cMBlM9wX379tGuXTsAmjdvjkajsShz+/Ztzp49ay7Ttm1b4uLiOHr0qLnMkSNHiIuLM5eRJEl6UMhWwFLOUgzW89Tu1vMkqZwwGo2sXLmSkSNHolbfP7UpFAomT57MvHnzCAkJISQkhHnz5uHg4MCwYcMAcHV15ZlnnuHll1/G09MTDw8Ppk6dSsOGDc2tguvVq0fv3r157rnnWL58OQBjxoyhf//+sgWwJEkPHJkASvkTRkCA2tPWkUhSrnbv3s21a9d4+umnrV579dVXSUlJYfz48cTExNC6dWt27tyJs/P9Ts0//PBD1Go1Q4cOJSUlhW7durFq1SpUKpW5zNq1a5k0aZK5tfCAAQNYsmRJ6b85SZKkEqYQQghbB/Ggio+Px9XVlbi4uJKr03NjNkSvA7uQkllfUSTroWmYafpkb7BLh4y7UHMNOITaLi5JyqZUjsEy8KDGXWHF7zU97OuAxxOQT6Me6cEnj0F5BVAqCKEHhVreApYkqeJJuw7hiwABycdB4wsuXW0dlSSVOpkASvkTelBo5BjAkiRVPIZ4IMuNMH2czUIpdUIPsWGAHlx7y0Z9lZxMAKX8GVNAWwVUlfMyuSRJFZh9fXDuCAm/ga4muHa3dUSlJ+JTiN9tmk7+EwJn2DYeyaZkAihZUyqglcf9aWMq6GrYNiZJkqTSoFCA/yvg95KpqktFlnoxy/Q/totDKhcq+KddKhI7FXyTpV+zFANorIfAkiRJqjAqevIH4NIN7nx1b7oCX+mUCkR2BF2GPvvsMxo1amQeCaBt27b89NNPtg4rfwolKO1tHYUkSZJUHB6DIegTqLYIvEfaOhrJxirBT57yo0qVKrz77rvUqlULgNWrVzNw4EBOnjxJgwYNbBxdPpSOto5AkiRJKi5ddVtHIJUT8gpgGXr44Yfp27cvtWvXpnbt2rzzzjs4OTlx+PBhW4dmKVkPbXaaHplDwckGIJIkSQWXehGit0Hqfzm/nngY/h0Gl0ZCyvmyjU2SkFcAbcZgMLBp0yaSkpJo27atrcOxFpNu+isEICpH/RhJkqSSkHYZrr96rwstLQR9DNpAyzIRn4ExwTQd9SVUe7/s45QqNfmtXsb+/PNP2rZtS2pqKk5OTmzbto369evbOqzcGRJA42jqKkGSJEnKX+q/puQPQKRD6iXrBFDlAIZo07TSoWzjkyTkLeAyV6dOHU6dOsXhw4cZN24cI0eO5Ny5c7YOK3f6aHBsBnb1bB2JJElSyTJmQPoNMKaX7HodGoPK1TSt8sh5CE3/V8GhCTi2At8XSnb7klQA8gpgGdNqteZGIC1atODYsWN89NFHLF++3MaR5cYAGn85NqYkSRWLIQmuvwLp10ETCNUWlFxdZ40PBC2BtP/ArlbO69UFQ5W3S2Z7klQE8gqgjQkhSEtLs3UYeRDy9oQkSRVP0nFT8geQcRMSj5bs+tVuprsnsgGdVE7JK4Bl6I033qBPnz5UrVqVhIQE1q9fz969ewkLC7N1aHlQgb28/StJUgWjDQQUmMYBVpiGu5SkSkQmgGUoIiKCESNGcPv2bVxdXWnUqBFhYWH06NHD1qFZUiog1NVUiVnjCs6dbR2RJElSybKrCQFvQfJxU108+7q2jqj03N0AKX+B80PgWs6+bySbkQlgGfryyy9tHULB2Klgy0OQEW6qyKx2tXVEkiRJJc+phelRkSXsh7trTNPJp0BXE+zk2O6SrAMo5UUYTX1YSZIkSQ8mfVyWJwIM8TYLRSpfZAIo5cEAKidbByFJkiQVlUtXsKsLKMCpPTg0snVEUjkhbwFL1lIM0G+vqQ7gLw/ZOhpJkiSpqFQOUG0hCAMoVLaORipHZAIoWRMCbqaYprXBto1FkiRJKj6Z/EnZyARQypvS3tYRSJIkSSUh+SzE7QRdVXAfIjv4r+RkAijlTelo6wgkSZKk4jLEw83ZIFIhAVDYgfvDto5KsiHZCETKm11NW0cgSZIkFZc+zpT8ZcqIsF0sUrkgE0Apb/b1bR2BJEmSVFzaKuDcyTSt8gC3vraNR7I5eQtYyptS9gMoSZKNpV6EmO9B4wOe/wcK+dVVaAoF+E8F7+dA5Sj3oSQTQCkHCgXU1IFCJysJS5JkW8Z0uDETjAn3ZijB60mbhvRAkyM7SffIBFCyZq+CbSHg1AYcHGwdjSRJlZkxJUvyB+gjbReLJFUgsg6glDNhlC2AJUmyPbUruN1rrapyAbeBto1HkioIeQVQyoURlHa2DkKSJAl8xtyr+2cHSo2to5GkCkFeAZSspRhg8H/Q/StITrZ1NJIkSaBylsmfJJUgeQVQsiYE/JcORJmmJUmSJEmqUOQVQEmSpAdN2hWI+Ayit5nq60qVS9oViP0R0m/aOhLpASavAEqSJD1IjGlwY7ppaC8ABHg8YtOQpDKUdgWuvQwi3TRWe9AnoPG1dVTSA0gmgJI1edtXksovQ0KW5A9Iv2G7WKSSlXIeYraB2hu8ngKlLocyf5uSPzB1kZN6USaAUpHIW8CSNZFh6wikSkSv17N7926WL19OQoKpv7dbt26RmJho48jKKY0XOHcxTSsdwa2PbeORCkcYcv6RbUyHm7Mh8RDEfg931+W8vEOj+110qVzlcJ1SkckEULJmTM2/jCSVgKtXr9KwYUMGDhzIhAkTiIqKAmDBggVMnTq1UOu6efMmw4cPx9PTEwcHB5o0acLx48fNrwshmDVrFgEBAdjb29O5c2f++usvi3WkpaUxceJEvLy8cHR0ZMCAAdy4YXmFLSYmhhEjRuDq6oqrqysjRowgNja2aDugqPynQPAXEPwV2IWU7baloov9ES4+CpeehJQLlq+JdDAm3X+uj855HdoACPoY/KeZ/qo9Si9eqUKTCaBkTWGAAC0EVZNDwUml6sUXX6RFixbExMRgb29vnj948GB++eWXAq8nJiaG9u3bo9Fo+Omnnzh37hwffPABbm5u5jILFixg0aJFLFmyhGPHjuHn50ePHj3MVx0BJk+ezLZt21i/fj0HDhwgMTGR/v37YzAYzGWGDRvGqVOnCAsLIywsjFOnTjFixIji7Yii0PiCSo7U88AQAqK+AAymkU3urrV8XeUEHo/fm3YHj0dzX5fGB5zbyeRPKhZZB1CyZgfsagn1fgOF/I0glZ4DBw7w+++/o9VqLeYHBQVx82bBWzguXryYqlWrsnLlSvO86tWrm6eFECxevJjp06fzyCOmBhOrV6/G19eXb7/9lrFjxxIXF8eXX37JN998Q/fu3QFYs2YNVatWZffu3fTq1Yvz588TFhbG4cOHad26NQCff/45bdu25cKFC9SpU6eou0Kq6BQK0y1b/R3Tc5WbdRmv4eAxFBQa+eNbKnXy212yJtJMQy7J5E8qZUaj0eLqWqYbN27g7Oxc4PX89NNPtGjRgsceewwfHx+aNm3K559/bn798uXLhIeH07NnT/M8nU5Hp06dOHjwIADHjx8nIyPDokxAQAChoaHmMocOHcLV1dWc/AG0adMGV1dXcxnpwZCuF0QlGhBl2egt8C1wbA0u3cHnuZzLKLUy+ZPKhPyGl6wZksGlm62jkCqBHj16sHjxYvNzhUJBYmIiM2fOpG/fvgVez5UrV/jss88ICQnh559/5vnnn2fSpEl8/fXXAISHhwPg62vZWtLX19f8Wnh4OFqtFnd39zzL+Pj4WG3fx8fHXCYnaWlpxMfHWzwk27kZp+fZrVE8vSWKd/bEll0SqAuGwDfB70XTyCaSZEMyAZQs6WMgww76fQEtW0JKiq0jkiqwRYsWsW/fPurXr09qairDhg2jevXq3Lx5k/fee6/A6zEajTRr1ox58+bRtGlTxo4dy3PPPcdnn31mUU6R7cqKEMJqXnbZy+RUPr/1zJ8/39xoxNXVlapVqxbkbUmlZNe/KcSkmDrQPnI9jcsxehtHVM4lHYeoryD5tK0jkUqQTAAlS/o74NwbTv4Nf/wBRjnKgFR6AgMDOXXqFK+88gpjx46ladOmvPvuu5w8eTLHK2258fPzo359y+4w6tWrx7Vr18yvA1ZX6SIjI81XBf38/EhPTycmJibPMhEREVbbj4qKsrq6mNW0adOIi4szP65fv17g91ZppZyH5D9zfi31IkSugLjdRVp1gLPKPG2nVuBhL78Kc5VywdQ9Tcw2uDHT1BG1VCHIRiDSfUIPKMG5va0jkSqBjIwM6tSpw44dOxg9ejSjR48u8rpat27NhQuW3Wr8888/BAUFARAcHIyfnx+7du2iadOmAKSnp7Nv3z7zlcbmzZuj0WjYtWsXQ4cOBeD27ducPXuWBQsWANC2bVvi4uI4evQorVq1AuDIkSPExcXRrl27XOPT6XTodDl06ivl7O5GuPuNadrtYfAZc/81fSxcfwPEve6qFGpw6Vyo1fcIsSfNILgSo6d7LXvc7FX5L2RLkcshfh84NAC/V0z1BMtK+jUg8xa5AdKvg6562W1fKjUyAZTu08eA2g0cmtg6EqkS0Gg0pKWl5XsLtiDGjx9Pz549mTdvHkOHDuXo0aOsWLGCFStWAKbbtpMnT2bevHmEhIQQEhLCvHnzcHBwYNiwYQC4urryzDPP8PLLL+Pp6YmHhwdTp06lYcOG5lbB9erVo3fv3jz33HMsX74cgDFjxtC/f3/ZArgkJfyWZXp/tgQw6n7yB6aEpJAUCgUP13MsRoBlKPlPiN1hmk48DPG/lG3n346tTF0OZUSAJlB+P1QgMgGU7tPHmsYU1XjaOhKpkpg4cSLvvfceX3zxBWp10U9HzZs3Z9u2bUybNo05c+YQHBzM4sWLefLJJ81lXn31VVJSUhg/fjwxMTG0bt2anTt3WrQ2/vDDD1Gr1QwdOpSUlBS6devGqlWrUKnuXyFau3YtkyZNMrcWHjBgAEuWLCly7JWWMEL0ZlMC59oLHELvv2bfANKv3pvONtKFrgY4NDbVR1O5gkuXsovZFhTavJ+XNrUrBC2B9FugDcx5eDrpgaQQZdoGvmKJj4/H1dWVuLg4XFxcSmalN2ZD9Lqy791fGCHt0r2e5duDk5NpfmIiOD4gv5SlB05mh89OTk40bNgQx2yfta1bt+a5fKkcg2XgQY27RMX8717HyIDCDmp8db9lrDBC/B7TsJQu3UCpsVxWGCH9Jqg9y2dn2PH7IPGgadg2t37FX1/0ZtNVUfv64D1GdtFVAuQxKK8ASplEhqnzUZV7/mUlqYS4ubnx6KN5jHggVVwZUfenRSoY4u8ngAoluObRFZVCCbpy2pI69V8I/wAQpiRQ7QNOLYu3To8hpocklSCZAEomxkRQOpmuPKYBXl62jkiqBLKO3CFVXL9eSuF/55Ko4qrmhbYu2GuUpnpsCfvBEA3OXUy3FysCfTT3G01wf+QPSSpnZAIomRiTQVfb1AhEDURF5beEJElSvqKTDXz0exxGAf9F6/F3VjG8qbMp4avxJRiSTPXMKgqHpvfrKOpqgHNHW0ckSTmSCaBkYkwHXZCto5AqmeDg4DxbAf/3339lGI1UGozC9MiUkXXkP4W6YiV/YKqvWGWuKbFVOshh3aRySyaAkonQm1rUSVIZmjx5ssXzjIwMTp48SVhYGK+88optgpJKlJejilHNndj2VzJVXdU8ElrOG5Xp4yDyU9OtXM9h4NisaOtRlfP3KVV6MgGUwJhh+iXueK+ickoK9LnXz9RPP4G9ve1ikyq0F198Mcf5n376KX/88UcZRyOVlkdDnXg01MnWYRTMndWQeMg0fWs+1FoPinLeUbQkFYFsSy6BSAGlPdjf68jWaIR9+0wPORScZAN9+vRhy5Yttg5DqoxEWpbpDFOXM5JUAckEsLIzJEN6ONjXA02AraORJAA2b96Mh4eHrcOQyoLQm0aZEPp7z23cNa3nk6CtDkpn8J1g3QehJFUQ8hZwZae/Y+qBv/pnZTu+pCQBTZs2tWgEIoQgPDycqKgoli5dasPIpDJhSIYbr0PaZdBUMY0xm3gQ7GpD4Czb1KPTBkD1T3J/Xegh4XfTiBhObcouLkkqYTIBLI8MiaZOUctkW9FgV+9+B6ySVIYGDhxokQAqlUq8vb3p3LkzdevWtWFkUplI+sOU/AGknofkU6DxgtS/IW4neAy2aXg5uv0BJB4wTXs8Bl5P2TYeSSoimQCWNyon0Pqb+uUrCxo/00DfkmQDs2bNsnUIUkmLDYPo9abziv9roM7jVr7WH1AAwtQQTZmlVlJ5/VGafPL+dNIpmQBKDyyZAJY3vpNMXQ+UJY132W5Pku5RqVTcvn0bHx8fi/l3797Fx8cHg8GQy5JSuWRIhMilgAD9Xbi7HnzH517eLgT8p0HycXBoAsZU0xjA9nVMYwCXR46tIGGPabq4Q7xJkg3JBLC8UWru/Sq2MYdyOMC6VOGIXCr8p6WlodXKOqkPHqWpy5TMBh2KAnzFOLc1PTK5di+d0EqK32Rwbg8KHTg2sXU0klRkMgGUrDk6QlKSraOQKrCPP/4YAIVCwRdffIGT0/0+4gwGA7/99pusA/ggUjmA38twd4PpFrDn/9k6opKnUIJTa1tHIUnFJhNASZLK3IcffgiYrgAuW7YMlep+R7tarZbq1auzbNkyW4UnFYdzB9NDkqRyTSaAkiSVucuXTS0/u3TpwtatW3F3d7dxRFKJEga4swpSL4FrD3DpYuuIJEnKRiaAkrXUVHj0UdP0li1gZ2fbeKQKa8+ePbYOQSoNcWEQ851pOuUs2NUtu7rNyWcg9gfQBpoa1BWkHqIkVULyyJCsGQzw44/3pyWpFN24cYPvv/+ea9eukZ6ebvHaokWLbBSVVCyGxCxPRNl1a2VIhJtz7g/nprQ39dUnSZIVmQCWM0mGJG6k3rBpDIqkZGrfm/4n6R8Eli2CHVQOVLWrWvaBSRXOL7/8woABAwgODubChQuEhoZy5coVhBA0a9bM1uFJReXWF5KOQtp/4NIT7GqWzXaNyZZj+eqjy2a7kvQAkglgOfPp9U9ZF7HOpjHYpRg4dG965LmRpNqrLF53U7uxPnQ9vjrZgbRUPNOmTePll19mzpw5ODs7s2XLFnx8fHjyySfp3bu3rcOTikrlDNU+KPvtanzArZ/pFrDaC9weLvsYJOkBIRPAcibFmEJ0RjS1HGrZLAY7/f3bvh4aD1I19xPAf5P/pZZDLXy0PjktKkmFcv78edatM/3gUavVpKSk4OTkxJw5cxg4cCDjxo2zcYTSA8fnefAaZeqnL8swg5IkWZIJYDlkr7LHQWW7jph1Kr1FLEqV6WOSZkzDWe3MhCoTLMZvlaSicnR0JC3NdMsuICCAS5cu0aBBAwDu3Lljy9CkB5my6A3XEtOMOGoV8hwnVXgyAZQKLNWYioPSgXoO9WwdilRBtGnTht9//5369evTr18/Xn75Zf7880+2bt1KmzZtbB2eVImk6wUzd8dwNiKdmh5q5vXywEGrzH9BSXpAyQRQKjCjMKJUKNEpdbYORaogFi1aRGKiqcXorFmzSExMZMOGDdSqVcvcWbQklYXjN9M4G2FqhX4pWs+BK6n0rC2HxJQqLpkASlbS7NU8fKq/1fwYfQy17Wvjqna1QVRSRVSjRg3ztIODA0uXLrVhNFJl5uWoQqGAzOGpvRxVeS+QKSMSko6BrgbYy7sj0oNDJoBSgeiNeozCyNMBT8u6MVKJio2NZfPmzVy6dIlXXnkFDw8PTpw4ga+vL4GBgbYOTyoOISD9BqjdTC2Dy7EQLw0vtXfl6I00GvlpaRZYgDsdhgS49jIYYgEFVJkLDo1KO1RJKhEyAZQKJN4Qj4vahVYurWwdilSBnDlzhu7du+Pq6sqVK1d47rnn8PDwYNu2bVy9epWvv/7a1iFKxRG+EBL2g8IOqswp91fIutS0p0tN+4IvkH79XvIHICDlrxJNAPUGwZnwdLwdVVR1k1/XUsmSNVwlK5o0A69NPc5rU4+jSTN1CXM34y4dXDvI7l+kEjVlyhRGjRrFxYsXscsy5GCfPn347bffbBiZVGwZd03JH4BIhbidto2nNOiCQRNgmlZowbFFia1aCFOjlJm7Y3jh+zscvpZaYuuWJJBXAKUcKI2CDrtvA7D47cakGdNQoqSdWzt5+1cqUceOHWP58uVW8wMDAwkPD7dBRFKJUTmDyh0MMabn2mpFWk14gp7VJxJRKmB0c+eC180rC0p7U4fXKX+Z3l8Jjnccl2rkzK14MCZjVDlz4EoqbarJcdmlkiMTQClfEekRhDiE0NtTjswglSw7Ozvi4+Ot5l+4cAFvb28bRCSVGKUWqs6D2DBTYuTat0ireX9/HBeiMgCITTHyTi+Pkoyy+FRO4NS6xFfrLK5SRXmIGynOoNBS36vkri5KEsgEUCqANGMajZ0a46hytHUoUgUzcOBA5syZw8aNGwFQKBRcu3aN119/nUcffdTG0UnFpq0CPs8WaxUxKUbzdGyqMY+S+RAGUJTR1UNjOsSFmbbn2gsUhf+qVaWe4t3m37H3di187RNoE+QLeJV8rFKlJesASvlSoMBLK088Usl7//33iYqKwsfHh5SUFDp16kStWrVwdnbmnXfesXV4UmkSwpQo5WN0c2e0KrBTKxjVzKnw2zGmwvVpcHEQ3JwDQp/vIsUW/gFEfQ6RyyBiSdHWYd8AV52egUFnaeMfY6pvKEklSF4BlArETe1m6xCkCsjFxYUDBw7w66+/cuLECYxGI82aNaN79+62Dk0qTamX4OZMMMSD55Pg+XiuRTtUt6NdNV8AlMoi1EFO2A8pZ03TSccg6Xip3LK1kHoh5+nCsK8DVT+A1Ivg2NTUlY4klSCZAEp5MgojAiFb/0olxsPDg3/++QcvLy+efvppPvroI7p27UrXrl1tHZpUVqI3gyHONH13DbgPzHP83iIlfplULtmel0FH9i7d4O560EeCXW0wJENRxne3q2F6SFIpkLeApTzphR6NQoO3RlbIl0pGenq6ueHH6tWrSU2V3VtUOmr3+9NKUyOHUuPUGrxGg0Nz8JkA9nVLb1uZvEaAQ1PTe0v9B27PL/1tSlIhySuAkpU0OxVDDpla/CaoU9AYNPIWsFRi2rZty6BBg2jevDlCCCZNmoS9fc6d73711VdlHJ1UJryeAgToo8FjCChK+VqExyOmR1kyJpiuagq96Za3JJUz8gqgZE2hIM1eTZq9mgRjIp4aT6rZFa0PL0nKbs2aNfTt25fExEQUCgVxcXHExMTk+Cio+fPno1AoLB5+fn7m14UQzJo1i4CAAOzt7encuTN//fWXxTrS0tKYOHEiXl5eODo6MmDAAG7cuGFRJiYmhhEjRuDq6oqrqysjRowgNja2WPujUlLagc9YCJgGdiE5lxGibBps5EUYTWP9GjPyLpd2HW4vgIjPwJBkmqetCsknIekkaHxLP1ZJKiR5BVDKU6IhkX6e/dAoNbYORaogfH19effddwEIDg7mm2++wdPTs9jrbdCgAbt37zY/V6nud/mxYMECFi1axKpVq6hduzZz586lR48eXLhwAWdn0xi1kydPZvv27axfvx5PT09efvll+vfvz/Hjx83rGjZsGDdu3CAsLAyAMWPGMGLECLZv317s+KUs0q7AjZmmTqQ9h4HnE2UfgzEDbs4wdfKs8Yeq74I6lz4Ib84y1fcDEGngNxnSb4J9KGC8/5oklSMyAZSsqNMNvPD2nwBMftmexs6NbRyRVFFdvny5xNalVqstrvplEkKwePFipk+fziOPmG4Drl69Gl9fX7799lvGjh1LXFwcX375Jd988425BfKaNWuoWrUqu3fvplevXpw/f56wsDAOHz5M69amVqSff/45bdu25cKFC9SpU6fE3kulF70JDNGm6btr7zUSKcQYvSUh5awp+QPIuA0Jv4H7IOtyQtyPFUB/1/RX4wtp/5qm1fIKoFT+yFvAkhWVQdBt+w26bb+BSi9kB9DSA+HixYsEBAQQHBzME088wX///QeYkszw8HB69uxpLqvT6ejUqRMHDx4E4Pjx42RkZFiUCQgIIDQ01Fzm0KFDuLq6mpM/gDZt2uDq6mouk5u0tDTi4+MtHlIeVFkbiTiCwgZ3IDQ+QJaOozPH/M1OoQCvUYDCFKvHvS5tfF8At4dNHUEHvFHKwUpS4ckrgFKe1Eo1LmqX/AtKkg21aNGCr7/+mtq1axMREcHcuXNp164df/31l3lMYV9fy6swvr6+XL16FYDw8HC0Wi3u7u5WZTKXDw8Px8fHujskHx+ffMctnj9/PrNnzy7y+6t0vIYDesi4Ax6PFmkkjWLTBkLgDEj4Hezrg1Or3Mu6DwTX3qaRPzJjVTmBz5iyiVWSikAmgFKe1Ao1Ltn70ZKkcqZHjx64uJg+pw0bNqRt27bUrFmT1atX06ZNG8A0zFxWQgiredllL5NT+YKsZ9q0aUyZMsX8PD4+nqpVq+b9piozpR34PG/rKMCxuelREEpd6cYiSSVM3gKW8qRSqHAoSgemkmRDjo6ONGzYkIsXL5rrBWa/ShcZGWm+Kujn50d6erpVy+PsZSIiIqy2FRUVZXV1MTudToeLi4vFoyI7fjONbX8lEZFg41a8kiTlSiaAUp60Ci2emuK30JSkTNnrwuX1KKq0tDTOnz+Pv78/wcHB+Pn5sWvXLvPr6enp7Nu3j3bt2gHQvHlzNBqNRZnbt29z9uxZc5m2bdsSFxfH0aNHzWWOHDlCXFycuYwEh66mMmt3DF/9kcArP0WTlG60dUhSdqkXIWo1JB62dSSSDclbwFKedEodzipnW4chVSBubm753jLNZDAYClRu+vTpDBkyhGrVqhEZGcncuXOJj49n5MiRKBQKJk+ezLx58wgJCSEkJIR58+bh4ODAsGHDAHB1deWZZ57h5ZdfxtPTEw8PD6ZOnUrDhg3NrYLr1atH7969ee6551i+fDlg6gamf//+sgVwFuej0s3TMSlGIhIN1PCQ1xrKjYwouD7N1F1NDBA4q+C3uaUKRSaAUp6C7IIK/GUtSQWxZ88e8/SVK1d4/fXXGTVqFG3btgVMrW1Xr17N/PkFHz7r1q1b/N///R937tzB29ubNm3acPjwYYKCggB49dVXSUlJYfz48cTExNC6dWt27txp7gMQ4MMPP0StVjN06FBSUlLo1q0bq1atsuhPcO3atUyaNMncWnjAgAEsWbKkWPujomlXzY4f/k4m3QA1PNRUdbXx10zadYheDypn8BwBlb1Xg4xbpuQvU9plmQBWUgohhLB1EA+q+Ph4XF1diYuLK7E6PbP/m826iHWEOOTSO35ZEALt3XjC08KZ3Gwuj/kNtV0sUoXWrVs3nn32Wf7v//7PYv63337LihUr2Lt3b57Ll8YxWBYKErcQggsXLuDu7p5vHcPyJiJBz+0EA3W9NdhpbHT1L/lPMKZC5LL7HTG7dDN10lyZGdPg+quQ9h+oXKHqQtD62zqqMvegnjtKkrwCKFlTKPjb8S6NfVswwGegraORKrBDhw6xbNkyq/ktWrTg2WeftUFE5ce8efM4fPgwarWaN954g5YtW9o6pALzdVbj62zDr5e7G+HuNyCA9Cugq26an9lJcwWXZEji69tfk2hI5AnfJ6hql6XFuVJnSvrSr4HGz9RdjVQpyYoZUo6Mwkgnt07oZNcGUimqWrVqjgng8uXLK3U3KQkJCRw+bKqgr9frLW6bl7q7G+Hy8xC+2PZj8RZVZuMGBaByM00oHe530lwERmPhGrP8djmF4RsiGfddFFdjchhLWAhTQ4yrL8Hd9UWOKycrbq7gx7s/8lvsb8y5PMe6gFILdrVk8lfJyQSwDM2fP5+WLVvi7OyMj48PgwYN4sKFC7YOy1pqGjPej6DPzB8gLS3/8pJURB9++CFLly4lNDSUZ599lmeffZbQ0FCWLl3Khx9+aOvwbMbR0RF///u35UJCyqhKSOq/pitnGTch/heI21k22y1pDlmGr3TrA7U2Qs214BBa4FWcOHGCiRMn0qJFC+zs7FCpVNjZ2dGiRQsmTpzIiRMncl1WCMEnB+OJSzVyI87AquOJ1oUSD0PMZtNwcXfXQvLpwrxD01jFkZ/Djbcg8ajFS3cz7l/pjM6Izr6kJAHyFnCZ2rdvHxMmTKBly5bo9XqmT59Oz549OXfuHI6O5adicmJaLMO2xgDb4WM96ORVQKl09O3bl4sXL7J06VL+/vtvhBAMHDiQ559/vlJfAVQqlbz77rvs3LkTHx8funTpUjYbFoa8nz8ovJ4yXeEypoJLp0KNJPLvv/8yZswY9uzZQ2BgIN27d2f48OG4uLgQHx/PqVOn2LZtG0uWLKFLly6sWLGCWrVqWaxDoVCgUytI1Zuq2NtpcmhIJ1ItnxtTrcvkJWYbxH5vmk45C8ErQe0KwOO+j3Mx+SIpxhRG+o8s3HqlSkMmgGUoLCzM4vnKlSvx8fHh+PHjdOzY0UZRWUst7IlIkoqhSpUqzJs3z9ZhlDseHh488cQTZbtR+zrg8RjE7wG72qZxbB9ECgU4ty/0Yt9++y3PPvss/v7+bN26lYcffhi12vprUq/Xs337dqZOnUqjRo348ssvrRoyvd7JjdUnEnDWKXm2RQ5daTk/BIlHIPkUOLUGxzyGmsuJIUs/mSIDjMmAKQFs6NSQtQ3WYsAgq/FIuZIJoA3FxcUBphN9eWJ4UH/1Sw+k2NhYjh49SmRkpFU9q6eeespGUVViXk+ZHpXMt99+y/Dhwxk+fDifffZZnndl1Go1gwcPpmfPnowbN44nn3wSIYS5X0mAUD8tC/vm0Ym+Qg0Br1vOE0bTlcCCjL7kPhCSj0P6TdN0tpa8aqUatfyKl/IgPx02IoRgypQpdOjQgdDQgtdLKQtGZM/9UtnYvn07Tz75JElJSTg7O1uNuysTQKksXDx3lGeffZrhw4ezatUqlMr71eOFEMTFxWEwGPDw8LD4jDo6OrJq1SoAnn32WVq1amV1O7jA0m/BjemgvwOuvcF3Qt7lNd5Q/TNTYxLZV6tUBLIRiI288MILnDlzhnXr1tk6FCvyCqBUVl5++WWefvppEhISiI2NJSYmxvyIjpaV16UyYExn7LOPEBDgz2effWZO/oQQjB41Cl9PT9zd3fHy8sLdxYWpU6eSkpJiXlypVPLZZ5/h7+/PmDFjih5H7A5T8gcQFwbp4XmXzySTP6mIZAJoAxMnTuT7779nz549VKlSxdbhWFHKj4VURm7evMmkSZNwcCjALS+pQtAbBN+fS2LjmcRyMU7w8WN72XPoJgsXLrK47Zuens6q1auJiokxz4tLTOSDDz5g/LhxFutwdHRk4cKF7NmzJ8/WwXlSZ7ldrLCTXbRIpU7eAi5DQggmTpzItm3b2Lt3L8HBwbYOyYoQAoEcHEYqG7169eKPP/6gRo0atg5FKiPLj8YT9o/pCtrp2+m808u2daBXffM9VaoE8PDDD1vM12g0DB40CCdnZ1q3bo0Qgvlz53IrIoJ169axfMUKtFqtufyAAQMIDAxk5cqVNGvWrPCBuA8y1f9LvwFufWUCKJU6mQCWoQkTJvDtt9/yv//9D2dnZ8LDTZf4XV1dsbe3t3F0JgZhIN1OxbHTG2np0hLKSVxSxdSvXz9eeeUVzp07R8OGDdFoNBavDxgwwEaRSUWWcQeSjoI2CBwaWL186e79zqUvRefQQXIZO3T4MN269bBq7atUKtm6bRtCCBISEkhISGD9unXcioggPSMDg8GyqoxaraZbt27mDrwLTaECryeL+jYkqdBkAliGPvvsMwA6d+5sMX/lypWMGjWq7APKQbpIR63S4lQzFByr2zocqYJ77rnnAJgzx3q0AoVCYfUlK5VzhiS49jIYogEFBM4Ex+YWRXqG2PNvdAZCmKZt7ezZswwfPjzX11988UU++eQTi3lDhwzJ8Ud7kyZN2LBhQ4nHKEmlQSaAZUiI8n9r1SAMqBVqnOTtB6kMFHZ4Lamcy7h1L/kDEJB81ioB7F3HgYZ+WtIMghoeGut1FIUxA+LvjVri0hOUBVuv0WgkLS0NFxeXXMtERERYzXNxc8uxrKurK2lpaRiNRouWxJJUHslPqGQhXaRjr1fhO/19eOUVSE+3dUiSJD0otNVAe69hm0INTjl3bhzoqi655A8g4iOIXGZ6RHxU4MWUSiU6nY74+Phcy7zzzjt88cUXfPDBB9QICgLg888/59KlS1Zl4+Li0Ol0MvmTHgjyCqBkIcWQQh1lFbSLPjbNmDULslR0lqSSdOPGDdzc3HBysrzinJGRwaFDh8rVCDlSASh1UPV909Bk2iqgDSyb7ab+nWW6cOOrh4aGcurUqVxfr1WrlrlvP41Gw6RJkwD4559/qFmzpkXZU6dO0bBhw0JtvzyKzohGIPDU5NGRtfTAq1QJYF6/8rLL65ZARaYXeny1vrYOQ6rgbt++zcCBAzl+/DgKhYInn3ySTz/91JwIRkdH06VLF1kHsByJTDQQl2qklqfaojNkKypH09BmZcm5K0Tf61PVuXDjJrdt25Zt27ag1+stGoKcOXOGjg89xJDHHqN169bEx8ez5KP7VxdDQkIs1qPX6/nll18YPHhw0d9HORB2N4ylN5YCMDZwLP28+tk4Iqm0VKoE0M3NLe8TF6Z6epW58rlBGHBU5T4EkiSVhNdffx2VSsWRI0eIjY1l2rRpdO7cmV27duHu7g48GHVmK4uj11OZvzcWvRE6BtvxSkc3W4dkyWsYOLU0TduF5F02m9GjR7NkyRK2b99ukbxdvnyZuPh4vvzyS7788kuLZR595BGrET++//57bt68yejRo4v2HsqJbZHbzF2BbYvaJhPACqxSJYB79uyxdQjlnlEY5WV/qdTt3r2bbdu20aJFCwAeeughHn/8cbp27covv/wCkO+PNal0RCcbUCkVuNrdr8f2y6UU9Pfa6/x2OZUX2hqx15Szem6FTPwyNWvWjC6dOzB16hR69uxp7gy6devW9O/Xj7179pCYnAyAv48Pz0+YwNSpUy3WkZSUxCuvvEKXLl3u9wGYfBaST4NjM7CvV/T3Vcaq2FXhVvot07Su/A1UIJWcSpUAdurUydYhlHtCIQixL9qJVJIKKi4uznylD0Cn07F582Yee+wxunTpwpo1a2wYXeX13V9JfHU8AaUCpnRwpWOwqauTmh4aDl5NAyDQRYWd2kbJuT4a9DGgq1G4IdDSrpgaiKAAn/Ggq2rx8orPV9KoUUPGjXueVatWo1Qq8fPzY/uOHRiNRu7cuYOjo6PFSCGZjEYj48aN4/bt2/z888+mman/msb1xQgxm6HaR6CrVuS3nafUS5B2CRyagcar2KubUm0KmyM3A/CI9yPFXp9UfpWzn3Bla//+/QwfPpx27dpx8+ZNAL755hsOHDhg48hsI/OWm7wFLJW2GjVqcObMGYt5arWaTZs2UaNGDfr372+jyCq3zWeTEAIMRthyNsk8/7GGjkxs68Kwxk7M6+VRNldn065D/K+QEWV6nnwGLj8H1ybD7XcLt67wDyHlL1PjlPAPIGY7xO0CYbqsWbNmTQaNf5Y1a9YycuRIkpLuv3elUomPj0+OyV9SUhKjRo1izZo1fPnll/dvC6ddBu5dMhV6SL9ayDdfQMl/mfpdjPjkXv+LCcVepaPKkZH+Ixnp1RtnY2IJBCmVV5U2AdyyZQu9evXC3t6eEydOkJZm+nWbkJDAvHnzbBydbQgESpQoFZX2YyGVkT59+rBixQqr+ZlJYJMmTco+KIkAF5V5OtDl/g0ihUJBz9oO/F8TJzwcVDktWqIyki9z8c+5xF9bCldfNF35i9sN4l63VIkHQR9b8BWKLN1ZJR6EqBUQ8TFEfQHA+cgMEkIeo8nIl1i/cRMNG4aydetW9Hp9jqvT6/Vs3bqVRo0asXnzZtauXcv//d//3S/g2Pz+2L5qH7BvVIh3XwgpfwL36qsboiHtWsmsN2aHKdm+Mgait5XMOqVyp1LdAs5q7ty5LFu2jKeeeor169eb57dr1y7HUQkqg3RjOhqFBjcXfzh71jRTDgUnlYJ33nmH5Hv1qrJTq9Vs3bqVGzdulHFU0rTObmz+MwmtSsFjDW1zJyDDIJgWFsWF8H44qdN4t8V2glIvgi4YEu7V41Z7FW6sXJ/xEL7YdNtYZBl+LsXUfYyzTolCF0Rgm4G4BTcl9sdPefTRRwkMDKRbt240adIEV1dX4uLiOHXqFL/88gs3b96ka9eu/Pzzz1YNQlB7QNASSL9uGhJP5VC8nZIbh6YQvcF0lVHtA7rqJbPe2B2QOSZ87A7weLBbNks5q7QJ4IULF3LsY8zFxYXY2NiyD6gciNXH4qp2JcSxDjSQI4FIpUetVufZ1ZJKpSLoXqe7Utlxt1fxXCvbdoH1X3QGF+K8gEgS9ToORDUgqFEIOLYydTGTEQGuPU0dTReUQ0Ooca8lb8RnEPejadqlMwBV3dS83NGHPf85U6d1M56Y8SQnT55k5cqVHD58mA0bNpCWloZOp6Nhw4YMHjyY0aNH32/wkROVU6Eaf/z4dzKHr6fSyE/LkIYFPP/a14FqH0P6FdNVxpKqvqMLgoyb96elCqnSJoD+/v78+++/VK9e3WL+gQMHqFGjhm2CsrEEQwIPez2Mk1omf5Ik2YavkwoHnSPJNABjEsG1WpmuqIEp8SuiXReTOXQtjUZ+TzEouCMo7cDufkfOnWrY06nG/TsezZo1s0jwSnN4t/OR6Xx2xNRP7clb6VR1VdO6ml3BFtZVtWrUUmx+kyEm2FRH0n1gya5bKjcqbQI4duxYXnzxRb766isUCgW3bt3i0KFDTJ06lbfeesvW4dmEAgU+Wh/T8G+Z9SDfeEOOBCJJUplxs1fxbm8PDlxxoIaHP+2qFzARysOFqHQ+PmhKsI7dSCPQpSYtqxZuvaU5vFt8quWY2PFpNh4jW2kPnk/YNgap1FXaBPDVV18lLi6OLl26kJqaSseOHdHpdEydOpUXXnjB1uGVuTRjGiqFihCHEMjIgNmzTS+88opMACVJKlPBHhqC740VfOJmGjv+TqaKq4qnmjqjVhW+BXJsimVCFZNi4wQrm+aBOlpV0XH0RhqhvloeKoGkV5LyU2kTQDBVRJ8+fTrnzp3DaDRSv359qzFJK4vYDFP9vzaubSDV1tFIklSR/ROVzu5/U6jurqFPHftcu5WJTzXyzp4Y0g1w7Aa46JQFrx8HhKeFo1QoaR7oTfNALcdvplPXW0PH4PKVYKlVCmZ0c8dgFKiUsgN0qWxU6gQQwMHBAV9fXxQKRaVN/oQQxOnjGBM45l4fgEn5LiNJJWX//v0sX76cS5cusXnzZgIDA/nmm28IDg6mQ4cOtg5PKoakdCOOWstbp/GpRt7cFUNKhgBSUCuhZ+2cW8kmZxhJzzIqZ2Gu3G2L3MZXt79CgYJxgeOY1b0P6XqB1ladWBeATP6kslRpO3zT6/XMmDEDV1dXqlevTlBQEK6urrz55ptkZGTkv4IKJNWYip3Sjm4e3WwdilTJZO2P8+TJk7I/zgoiNcPI1B/v8sS6SF776S7p+vvjOkenGEzJnzBCxh1uRJ6HXMZ99nNWM6CeAwoF+DurGFjfupXr2fB0nt3wD8+u2spfx183DcEG7IzaxBD9vzylP8eJiFUABUr+fr+SysTNf/L2ts3EX19p6mIlK0My3P4Arr0CiYcLuEckqfyptAngCy+8wIoVK1iwYAEnT57k5MmTLFiwgC+//JKJEyfaOrwylS7S0Sl1BOgCbB2KVMlk9sf5+eefo9FozPPbtWvHiRMnbBiZVByHrqVxIcr0Q/pcZAZHrt+vVxLkpqZlFR2kXcJVnKOHw2K4szrXdT3XyoWtT/qy4hFvfJysO6FeejieiOirRCSrWfZXXYj8DICB3KWeiKaaSOAR/d+5JplZpWYYef+3SK5EXuHobS3fnoy41ydeFtEbIGEvpP4NtxeAoYh3TISAmO8g/CNIOV+0dUhSMVTaW8Dr1q1j/fr19OnTxzyvUaNGVKtWjSeeeIJly5bZMLqylWHMQKPU4Kp2tXUoUiUj++PMnRCCf/75B3d3d3x8fGwdTqF4OlheW/ByvJ+4KRQKZnR1I8J7FW7qaOzUetMwb/dEJxv4OyqDWp4ac8KXV8MPjQpQKEGARmkAhQ6Arq7tiDREokCBn10VTEOz5T2KiVGA0WggsxPkDKMSDPHZCqXcnxZ66yuEBRX3E0Td65sw4QAEfwEV8RyceBgS9oN9A3Dra+topCwqbQJoZ2dn1QcgQPXq1dFWslav6SIdf40/OqXO1qFIlYzsjzN38+fP59ChQ6jVaqZPn06LFi1sHVKBNfLX8UJbF07cSqNlFR31fCzPqQqFAj+fhhD/i2mGUxvAlPxN2n6XuFQjjloFi/p5EuCS99fUSx1cWfZ7MIrkkzwfehv8JgGg9X6aKhm3wRAL3s+AIv8h7By0Sia082Xt4Zv4qv5mWN0ocHvWspDHUEi9ABnh4PFE0ZO2jPD70yLVFGdFSwDTrsOt+YAREn4DlTs4t7V1VNI9lTYBnDBhAm+//TYrV65EpzMlPmlpabzzzjuVrhuYVGMq1e2r359hZwdHj96flqRSIvvjzFlCQgKHDh0CTPWVf/311wcqAQToVduBXrk07gDA90Vw6mDqkNkhFDDdLo671ydeUrrgzO30fBPA6u4a3u1fA7j3gyH2R7gxHdS+UOVt0HgXKu6etR3oWbsDiPamoeOy03hB0EeFWicA0Zvh7jrQ+ELgTHDtBfF7wRADTu1AW63w6yzv9HcxXXnNfB5ps1Aka5UqAXzkkUcsnu/evZsqVarQuHFjAE6fPk16ejrdulWexhBCCPRGPVW0Ve7PVKmgZUvbBSVVGrI/zpw5Ojri7+/P7du3AazHmq0IFApwskxqQzzV2GsUpGQINCqo66PJcdGdd3dyKeUSXdy7UNex7v0XDEkQuQwQplu3d9eDXxHrdCsUkHQKIpcAavB/GexCirYuQ/z9eo7p1yF6E/i+YLrta4gHtWfOyeaDziEUHBpD8mnQVgHnzraOSMqiUiWArq6Wl9cfffRRi+dVq5bwcDoPgDh9HM5qZwb7yMG+JduQ/XFaUyqVvPvuu+zcuRNvb2+6du1q65DKhK+zmg/7eXL6djr1fTVUd7dOAPdE7+GTG58A8GvMr6youwJ3jbvpRYXKNEawuNeTQ3GrtUR8cv+qVeRyqPZ+0daj0IBCCyL9Xlz3WjMrtaD0Kl6M5ZlCDYFvm5JclbOprqZUblSqBHDlypW2DqHcidHH0NipMXUc69yfmZ4OH927xfHii3IkEKnUOTg4lOgtzvnz5/PGG2/w4osvsnjxYsB0tXv27NmsWLGCmJgYWrduzaeffkqDBg3My6WlpTF16lTWrVtHSkoK3bp1Y+nSpVSpcv8KeUxMDJMmTeL7778HYMCAAXzyySe4ubmVWPwAHh4ePPFE5RuOK9BVTaBr7l9NN9JumKdTjancybhzPwFU2oH/a3B3A2h8wHNY8YJRaHKeLiylPQS8AdFbQOMHnv9XvLgeJApFxavbWEHIdLwSE0KQITLo65WtZVZGBrz6qulRyfpElMpWUlISM2bMoF27dtSqVYsaNWpYPIri2LFjrFixgkaNGlnMX7BgAYsWLWLJkiUcO3YMPz8/evToQUJCgrnM5MmT2bZtG+vXr+fAgQMkJibSv39/DIb7vREPGzaMU6dOERYWRlhYGKdOnWLEiBFF2wElSAjB+vXrmT17Nr/99lu+5VNSUrh16xaiAN2jlCdd3bvipnYDoIlTE2rYZ/ucOLWGoEUQ8LrpSlvsjxD5BaRdK/zG/KaAXR1TC1af8cUL3LE5VJ1naqSilHWrJdurVFcAs9u8eTMbN27k2rVrpKenW7xWGfogyxAZaBVaQuyLWK9Fkorp2WefZd++fYwYMQJ/f/9chwQrqMTERJ588kk+//xz5s6da54vhGDx4sVMnz7dXBd49erV+Pr68u233zJ27Fji4uL48ssv+eabb+jevTsAa9asoWrVquzevZtevXpx/vx5wsLCOHz4MK1btwbg888/p23btly4cIE6depYB1VGfv31V9auXQvA8ePHqVmzJoGBgTmWvXbtGtOmTSM+Pp6WLVsyY8aMYu/7shJoF8jndT8nWh+Nn9YPZV63FWN3QNQK03TCHgj+snDJl33tot/2laRyrtJeAfz4448ZPXo0Pj4+nDx5klatWuHp6cl///1n0TdgRZYu0tEoNHhoPGwdilRJ/fTTT2zatIn33nuPyZMn8+KLL1o8CmvChAn069fPnMBlunz5MuHh4fTs2dM8T6fT0alTJw4ePAiYkqaMjAyLMgEBAYSGhprLHDp0CFdXV3PyB9CmTRtcXV3NZWwlJibGPC2EID4+Pteyu3btMr9+7Ngxrl+/XurxlSQ7lR0BuoC8kz+A9CxX/QzxYIgr3cAqC2HIv4xU7lXaBHDp0qWsWLGCJUuWoNVqefXVV9m1axeTJk0iLq5ynCSSDck4q52poquSf2FJKgXu7u54eJTMD5D169dz4sQJ5s+fb/VaeLipzzVfX1+L+b6+vubXwsPD0Wq1uLu751kmp06ZfXx8zGVykpaWRnx8vMWjpPXq1Yvg4GAAOnbsSN26dXMtm7VOo4ODg9V7rjBce95vcOHUFtQl1KF2RpSphbAxNd+iFUpGJFweCxcH3+/EWnpgVdpbwNeuXaNdu3YA2Nvbm+sBjRgxgjZt2rBkyRJbhlcm0o3pVLerjp1K1keRbOPtt9/mrbfeYvXq1Tg45NFnXD5u3LjBiy++yM6dO7HLo+/K7Lc5hRD53vrMXian8vmtZ/78+cyePTvP7WQXFRVFWFgY3t7e9OrVK984nZ2d+fjjj8nIyLAYVi8nPXv2xGAwcO3aNbp164azs3OhYrOJ9JumYdOMyeDznKl7kfzYhZi6Wkn5514jDgPF/tpL/Reuvw4iDbTVTbeIK0sn+jH/g4xb96a/A9d+oPWzaUhS0VXaBNDPz4+7d+8SFBREUFAQhw8fpnHjxly+fPmBqxRdVOkiHX+tv63DkCqZpk2bWiQz//77L76+vlSvXt0qcSloXdxTp04RGRlJ8+bNzfMMBgO//fYbS5Ys4cKFC4DpCp6///3PfGRkpPmqoJ+fH+np6cTExFhcEYuMjDT/WPTz8yMiIsJq+1FRUVZXF7OaNm0aU6ZMMT+Pj4/Ps9spo9HI66+/TmSkqQuSxMREhgwZkuc+yJRf8gemJLZv35Idlut2vJ6ENCMhXprSqU8Y+Tmk3hsz9/YHUPPrgi2X+i/cfts0ZJtDEwicU7w+9xIPmZI/gPQrkHYF7G1X97NMqbK05lVoQVX0H22S7VXaBLBr165s376dZs2a8cwzz/DSSy+xefNm/vjjD6sOoysqozDiIA9gqYwNGjSoxNfZqVMn/vzzT4t5o0ePpm7durz22mvUqFEDPz8/du3aRdOmTQFIT09n3759vPfeewA0b94cjUbDrl27GDp0KAC3b9/m7NmzLFiwAIC2bdsSFxfH0aNHadWqFQBHjhwhLi7OnCTmRKfTmUccKoikpCRz8gfw33//FXhZW9h/OYX398dhFNCtpj2TO5RGtx9Zf5gbcy1lJWHf/fF6k0+ZRqfQFKPvPbsst9ZVLqANKPq6SpshyXR1UlFCX/Xug011KdNvgFt/0/uXHliVNgFcsWIFRqPpJPL888/j4eHBgQMHePjhh3n++edtHF3ZyDUBtLODPXvuT0tSCZo5c2aJr9PZ2dmqxaujoyOenp6EhpqGGZs8eTLz5s0jJCSEkJAQ5s2bh4ODA8OGmfqKc3V15ZlnnuHll1/G09MTDw8Ppk6dSsOGDc2NSurVq0fv3r157rnnWL58OQBjxoyhf//+JdoC2NnZmaZNm7Jjxw4cHBysGrWUN79cSsF4Lz/79b8UJrZzQaUs/lXAKzEZrDqegL1GyXONnsHDkHDvFvCYgq/ErjbE7zZNq30sr2IVhVNLU+fGaf+Z6hWqbHT7/O4604gimkAIfMt6yLs730D0RlA6Q5XZRR/FJCulBnyezb+c9ECotAmgUqlEqbzfBmbo0KHmX/2VQXRGNPYqe9q65jAwt0oFnTuXeUxS5VOjRg2OHTuGp6enxfzY2FiaNWtWole+Xn31VVJSUhg/fry5I+idO3da1H/78MMPUavVDB061NwR9KpVq1CpVOYya9euZdKkSebWwgMGDCjxOsNGo5Hbt2/j5uaGRqPh8uXLNGvWrES3UZJqemg4ftPUlVaQm7pEkj+A+XtjuRVvanGaYXDmza6LCr8Stz6mJC3jNjh3MSUxxeXYxPSwlYy7cPdb03T6FYjZCj5j779uTDElfwDGBIjZBv6vlnmYUvlWqRLAM2fOFLhs9k5kKxIhBFHpUYzyH0VX98oxxJRUPl25csWik+VMaWlp3LhxI4clCm7v3r0WzxUKBbNmzWLWrFm5LmNnZ8cnn3zCJ598kmsZDw8P1qxZU6zY8pOUlMSpU6e4ceMGWq2WEydOWA1dWZ4Mb+qEt6OKuDQjvWuXXLWShDRjjtOF5tyhBKIpvn3/pXDkehpN/LX0LM5+UmpNjVrMQ945Wr6u0JpuzxrutTZXV+Dh5qQiq1QJYJMmTVAoFPk28lAoFDl+KVUEeqHnaspV3DXu9PXqm3Nl7YwMWHGv89QxY6AAlcolqTAyh1ED+Pnnny3G6TYYDPzyyy/mLk0qI5VKRWJiIkajkbS0NJKTk20dUp4UCgW965R8feLnW7vwycF4dGoFI5s9AC2V8/BPVDofHIhDCNh/JRUfJxVNAorYeljlbBryLuY70AaCx2OWrytUpsYuMVtB7Qmew4sVuxCCLZFbuJ52nV4evajvVL9Y65PKh0qVAF6+fNnWIdjc7bTbVNFVYVaNWTR2yqUbhfR0eOEF0/SoUTIBlEpcZkMQhULByJEjLV7TaDRUr16dDz74wAaRlQ9qtZrQ0FAiIyPR6XTUq1fP1iGVLn0s3Flp6lfP6ylTUgN0DLanY7C9bWMrIXeSjWS99hCVVMyLDE6tTaOa3N0IkZ+B93OgynIl0K4m+L9SvG3cs+PODlaHrwbgYNxBvqr3Fc7qBzshlypZAhgUFGTrEGxKCEGyIZmefj1p55Z7i0VJKm2ZDbCCg4M5duwYXl7yFlVWWq2WJk2asGrVKlxdXfNsYVwhRH4KiYdN0+k3oPqnto2nFLQI1FHfR8O5yAxqeqhpH1TMBnbGdLg5F0QqpABKh8I1jimEiPT7XR+lGlOJ08fJBLACqFQJYGWVakwlOiOaRH0iHhoPOrt3tnVIkgTIq/K5SUpK4vDhw+bRPMLCwsytmcuz+Ph4jh49SmBgYOGuWupjs0zH5FrsQaZVK3i3tweJ6QInraL4fSUK/f3+CAEMicVbXx76ePZhf+x+ovXRdHTrSKAu5zGmpQeLTAAruAR9ArfTbxOkC2KIzxB6ePSghUsLW4clSVIedDodcXFxXLx4EZ1OR9eu5b+xVnp6Oq+++io3b95EoVAwffp0izGT8+Q1HG7NA5EO3s+UbqDF9PuVVE7dTqNFoI7W1Qp3FU+hUOCsK6FOslUO4DUa7n5jauTh+XjJrDcHgXaBfFHvCxINibhrKuiwgZWQTAAruPD0cHp59GJhyEJ0lWW4Ikl6wGUO5+bm5oZOp0Ov19s6pHxFRkZy8+ZNwFTd5NSpUwVPAB0aQ831gNHUgKEIhBAIAcoS6oImJ39FpPPuvlgAfr6YwqK+ntTysmEdaY/BpkcZ0Cg1uCtl8leRKPMvUvEYDAb27dtHTEzFvNUAkGHMICI9AgUKenj0kMmfJD1AVCoVHh4e1KpVi6pVq1q0ki6vfH19qVatGmC60pV1WL4CUSiKnPz9GZ7O/62PZMi3Efzyb0qR1lEQt+LvJ+J6o57vbh7kWPyxgi1cSYYYLRBjqq0jkKikVwBVKhW9evXi/PnzFmN+lgdKlKQb07mUfKnY6/LUeNLHpw9dPcr/7SOp8tHr9axdu5ZevXrh5ycHlM9Kq9XyxhtvsHHjRry9vXnyySdtHVK+NBoNCxYs4Pjx4wQGBlKzZs0y2/Y3JxNISjclWF/+EU+3WqXTcrhNNTu2/pXEjTg9t5RH+VW/hn2XM3g+8Hn6efXLfcGYHXDnK9MoJIFvgS6XLo4MSaa+/dRupRK/zQk93Hwbkk+ALgSqzJXjCdtQpUwAARo2bMh///1X7voae9zvcUIcij9kj7vGnTaubXBVF+HKgU4HO3bcn5akUqBWqxk3bhznz5+3dSjlUtOmTc3jFj8oHB0d6dixY5lv19Xu/s0sN7uiXUUE+PpEAoevpdHYX8uYVs5WDTWcdUo+ftiLawkJTLq8GqXS1Jr9TOKZ3BNAoYeozwEj6O+YhnALeMO6XOIRuP2eKQH0GgkeQ4r8PsqtpJOm5A8g7SIk/AZuvW0bUyVWaRPAd955h6lTp/L222/TvHlzHB0te1J3cbHNINe1HWpT26G2TbZtplZDvzx+zUpSCWndujWnTp2q9F00ScUzoY0L9uoEUvSCp5oWvHuS2BQDGpUCR62SU7fS2PRnEgDX4/TU99HwUA59EGpUCmq6udDEJZQziWdQoKCNS5s8tqIyjdRhTDA9VeYSX8zW+yN73N1Q+AQw7QqEf2xah+84sC+HnTWr3QAFcO92uLp83YGrbCptAti7t+lXx4ABAyx+5QkhKvRIIJJUnowfP54pU6Zw/fr1HH+IVeQhGaWS42avYspDboVaZvOfiaw+kYhGBa92dEOjsrzap89r5DkhmBU8ixMJJ/DQeOR910ahMN32vbvOlPB4j865nMYPUs7dny6siKWmq2oA4YsheEXh11Ha7ELA90VIPAQODU2dWUs2U2kTwD179tg6hPIrIwPWrjVNP/mkHAlEKjWPP27qumLSpEnmeZnDNVb2H2L//PMPW7duxdvbmxEjRqDVam0dUoWy4Yzpal+GAbb+lcR7vT3oW8eBw9dSaeyvpWNwDl28CAHhCyHhABq7OrQOnF2wOmz2daHK7LzL+DwPKg8wJlkP7VaRuHYzPSSbq7QJYKdOnWwdQvmVng6j7/1KfewxmQBKpUZ2BJ0zvV7PrFmzSEgw3TZUKpWMHp3LlSOpSPydVVyO0ZunFQoF49q4MK5NHtV/Uv6EhP2m6dS/If4XcH+4ZAJS2oP3yPzL5cZ3nOnKn8gAnwklE5NUoVXaBBBg//79LF++nP/++49NmzYRGBjIN998Q3BwMB06dLB1eJJU4cm6fzlLS0szJ38Ad+/etWE0thUdHc3WrVvR6XQ89thj2NkVcwg1AH0cb9X9hE0XPHBwa8LQ1g8VbDmlExZ12FS2qSueI10wBH1k6yikB0il7AcQYMuWLfTq1Qt7e3tOnDhBWpppSJ2EhATmzZtn4+gkqfK4dOkSEydOpHv37vTo0YNJkyZx6VLxu0F6kDk6Oppvj7u6uvLoo4+W6PrPnj3L2LFjmTBhAhcvXizRdZe0efPm8b///Y+NGzeydOnSkllp9Ca8OMG4OrsZ6fsB9hSwT1i7GuA7ERyagOcwcC5ii+fEI3Dna0it3J9zybYqbQI4d+5cli1bxueff44myy3Odu3aceLECRtGJkmVx88//0z9+vU5evQojRo1IjQ0lCNHjtCgQQN27dpl6/Bsavjw4WzatImvv/66xLur+vjjj7l16xbXrl1j2bJlJbruknbjxg3zdOZII8WmzFqfUgmKQtwMc+0BVd4Gz/8zNfAorMRjcGsuRG+C669DhunqrhCCff+l8L9zSSSl59UCRZJKRqW9BXzhwoUc+6tycXEhNja27AO6Z9OZRDb+mYiquAOFF4MuNYnV96ZHboggzc4xz/ICiE428FpnN7rXkp16SgX3+uuv89JLL/Huu+9azX/ttdfo0aOHjSIrHzJvdxoMBv7++288PDzw9/cv9npVKlWO0+XRo48+ytdff41arWbQoEEls1L3IZB+GzJugfsgKEp/qUWVlqXeq0iFjNug8WTDmSTWnkoE4LfLqXzQz7PsYpIqpUqbAPr7+/Pvv/9SvXp1i/kHDhygRo0atgkKOBeZzm+XUwlwsd2/xi7t/nBH/9zVk6rLyLN8XKoRNzsljppKe0FZKqLz58+zceNGq/lPP/00ixcvLvuAyiEhBO+88w7Hjh1DrVbzxhtv0LJly2Kt86WXXmLZsmWoVComTCjfDQYee+wxunTpgkajKbkh8VQOEPBayawrm7tJBrb8lYS9WsFjDR2xy35edG4PMd+Z+gXU1QQ7U7+v5yPTzUX+uZOBwShQleK4xpJUaRPAsWPH8uKLL/LVV1+hUCi4desWhw4dYurUqbz11ls2jc3dXkUVV9v9a3Rp97cd6KomTZdzLMnpRsITDejUChr6aWkbVAKVs6VKxdvbm1OnThESYtmP2qlTp/Dx8bFRVOXHzZs3EUJw7JhpvFm9Xs/evXuLnQDWrl2bRYsWlUSIZcLLy6tYy9+5c4c1a9agVCoZPnw4Hh4exVrf7Xg9d5ON1PPRWCVp7+yJ5eJd04/mO8kGXurgZrmwNhCCl0NGOGiDzLejOwbbc/J2OkJAh+p2MvmTSl2lTQBfffVV4uLi6NKlC6mpqXTs2BGdTsfUqVN54YUXbB2eTWWotbw7foV5OiexKQbuJBtpFqBlYH1HeoSUztibUsX23HPPMWbMGP777z/atWuHQqHgwIEDvPfee7z88su2Ds+mPvroI3bv3o1Op0On05kbqtWubeORgsqZg1dT+f1qKg18tPStm3MVlA8++ICzZ88CEBUVxdtvv13k7R27nso7e2MxGKF5oJZZ3S2TyZvx+izTufRjqXI2PbLoVsuemp5q4lONNPSTfT5Kpa/SJoBgGg5u+vTpnDt3DqPRSP369XFycrJ1WDZnVKn5vVXefVtFJhkYWM+RuT090KrlL1WpaGbMmIGzszMffPAB06ZNAyAgIIBZs2ZZdA5d2SQkJLB7927A1CVMixYtqF+/Pr6+vjYZa7e8uhKTwbv7YhHCVG/O00FJ62rWdyLu3LmT43RR7L2ciuFeG43jN9OJSzVajEU8pKEjX59IRK2EwfXzrj+dXXX3MuxzVejBmAaqwsUoVRyVttLW008/TUJCAg4ODrRo0YJW/8/efYc3VbYPHP9mp03bdG8oBVp22aMIKjJFQBAngooiS1REcCvgAEVBBARFeUFlOuBV3p8yVBRkyCx7b0pL6UrbtE2a5Pz+iARiW7rSpqXP57q4PEme85z71Ca988wOHfDy8sJoNPLkk0+6O7xqLSPPilYpo18TT5H8CWX2008/UVBg7yKTyWS88MILXLp0CYPBgMFg4NKlSzz//PNOWzTWNp6enk7dno0aNeKBBx4Qyd+/pOXakKTrj1OMRbe4DRs2DKVSiUqlYujQoRW6ZqPA60lamLcCL7Xz7+kDLbxYMsDMV3dt4raA3RW6VqXJOwGnh8HphyF1qbujEdxEJkk3vn1qD4VCQVJSUqFxRqmpqYSGhmKxWIo587qsrCz0ej0GgwEfH9csCDr113RW7DcSE+i+3TfkVgvxe34BYHvbu7EprjcUW20Sp9IKGNramze6+SIX41SEMlIoFCQnJxMUFFTs+7C0KuM9WBVKE3dSUhL/+9//CA4Opn///sjllft9vcBWQEJOAoGqQKI9XLvsTGUpsEpM+TWDA8lm6voqeb+PP96aon9OZrN9kkWFt9RL/YbNJ86SYonlrraD8NdpnF+3GuHs0/ZJHgChL4LPnRW7pqtdng45264/bvg9yDXFl78F1dTPDleqdV3AWVlZSJKEJElkZ2c7rSpvtVr5+eefa/3gc5XFzCvzRwJw/+enMd2QAKbl2gjUKRjZwVskf0K5BAUFsWPHDvr37+/Y81coLCwsjKeffrpKriVJEm+deYtDxkPIkPFy1Mvc5ntblVy7IlQKGe/28iPLJOGtlt30M8kleynnHYX0b7k9EGAXFPgCfZzLWK5eT/4ATGeAOyt+bVdSBl0/VuhBJsYc1ka1LgH09fVFJpMhk8mKHEwtk8mYOrWETbtrscx8K8PbehPqXet+dQQXGT16NPfee6/jfRgaGlpsWau1mEH0gktlWbM4ZLRPkpCQ2G7YXiMSQLB/Zuu11ehLhDoSPJpB3mH7/r7exW8zZ8i3kZVvo45vFX+eBg4DmRws6eB3X/kWtBZqvFr3V3zTpk1IksRdd93FDz/84LQcgFqtJioqivDwcDdGWH3ZRwvIaB1eu7oKBNeaMmUKDz/8MKdOnWLAgAEsXrwYX19fd4dVq3krvInSRnE+/zwAzb2auzmiijl8xcz/HcslwkfBQ3FeKBUuSnA8moD/g5D9J2ibgr5H4TIyJYQ8Z19oWtsAlL5FVnUgycTU3zIwW+GuBlr7cjGWdLjyKVgNEDAUdK1cE/e/yTUQJMa613a1LgG84447ADh79ix169YV3U9lYMi3oVWCv0etnTskuEjjxo1p3LgxkydP5oEHHsDTU+wg405ymZzpDaazJXMLwepg2vm0c3dIpSNJYM0ChY+jFctotjHl1wzyLfbh7RqljPtbuHB1h8Bh9n/FSV0K6avsiWDoS+AdX2SxdSfyMP/TwP376Xyebm/DK30JGHfan0x6HxqsEK1zQqWptX/Jjx49ytatWx2PP/30U1q1asWQIUPIyCjlxuC1iCRJJOdYGdBEJ1oABZeZPHmySP6qCW+lN30D+9ac5M9qhAvPw5mhcOkVsNkneRjNkiP5A7hqrOJ9dTNW2/8rWSDzp2KL1b2h2zdQJ8dDJQPJdL2AZMa+0aYgVI5amwBOmjSJrKwsAA4ePMiECRPo27cvZ86cYcKECW6OrvoxWSS0Shl9G3m6rjtFEIRi7dmzh0mTJjFjxgxycnLcHU71k/3X9X11846AcQ8AwV4K+sTaF6b395DTv0kVf8FQRxZ9/C8PttAxsoM3g5p5Mq2Xv33nj8Bh9t1BFHoIedY+Tk8QKkmt6wK+5uzZszRt2hSAH374gf79+zNt2jT27t1L37593Rxd9ZNtlvDVymkbIVr/BKGymc1mpk+fjslk4tixY/j4+DB69Gh3h1W9qG5crUEGquszW5+J1/NEW2+0SlnVb6kWPhky1oDCyz7BohhyuYz+Tf61CLM6EurNq+QAb12nck/xf6n/R5gmjMHBg1HIFO4OqVqrtQmgWq0mNzcXgF9//ZXHHnsMAH9/f0fLYG1lUaiY/dRsxzFAfoFEVJBKLPwsCFXAarU61q0DyM/Pd2M0VcdotvHtASNWSeKBFl5OO2wUomttbyXL3Q9enUDb0PlltZtaz1QBEDzCPdeuxfKt+bx55k1yrPbWchkyHgh5wM1RVW+1NgHs0qULEyZM4LbbbmPnzp2sWrUKgBMnThAZWXyzfW1gVar4retDTs/lWyW3Lk4t3Pry8/Od1uWszTw8PBg1ahTffPMNQUFBPPzww+4OyWUSLps4drWADnU01Pd3/kyZvdXAjgv2cXBn0y2819u/qCqu8+kOci+QV1E3b0EKJH0AljQIfAx87qqa6wolMtqMjuQPIMmc5MZoaoZaO8Bg3rx5KJVKvv/+exYsWEBERAQAv/zyC3369Cnh7NpHhkSQTjSnC65ls9l45513iIiIwMvLizNnzgD2PYIXLVrk5ujc65577mHlypXMnTv3pmslVpTRaCQpqWr+WB5MNvPWrxksS8jh5V/SuZrjvM7j5azrjxOzSt6NiaSPIGk6JL4Jad+6OtzCUpdC/gl7AnhlrmPiieB+AaoAevr3BOzLGvUL7OfmiKq/WtsCWLduXf73v/8Vev7jjz92QzTVi9xqoc3BPwDY2+LOf7aCkxXa81IQKurdd9/lq6++YsaMGU67XrRo0YKPP/6Yp556yo3R3fpOnDjBm2++SW5uLt26dav0CXCn0goce/fmWyQuGiwEeV3/Yjm4uY5PthqQgPub64qu5EbGXTcc74SAB4suV3DVvjCzthGow8p/A7Ib/2TKq+UkDZtNIjHLir+n3H3d4G7yXJ3nGBo6FJ1Ch6aWbW1XHrU2Abxw4cJNX69bt24VRVL9qCxmJs+2r3N1/+enybTJUcghyq/W/roIleTrr79m4cKFdO/e3WmSQ1xcHMeOHXNjZLXDL7/84hgLvWnTJp544gmnxfFdrWMdDd8dzCHbJBGpV9A4yLkL+K4GHrSN0GCTJPw8StHjoGsNOTvsx55tii5TkArnn7dvzybTsl0+k13JelqFq7k92qNsNxD4GFgz7C2AAY/+KyF0P5tN4u3fM9iTaMZbI2Nab3/q+dWuoTv+qsr7/b3VVK/f3ipUr169my4CLbagus5kkdCp5LQR6/8JLpaYmEjDhg0LPW+z2SgoKHBDRLcWm03CJlHs0k3Xhr4A6PV6vLxcuGByEcJ9lCwYGMTFTAsNApR4qAq3UF2b+CFJElarFaXyJn+mwl6G7K32Lde8OhRdJv+4Y2/eUwYvpu/PRFKq2XgqD38PBc1D1VzMtHc3l7glm9IXIiaXeJ/ucsFgYU+ivVs62yTx++k8Ojc5zawLs7BKVp6v8zxx3nFujlKoLmpX+/AN9u3bx969ex3//v77bz777DNiY2P57rvv3B1etWKVQCHHvlCpILhQs2bN2LJlS6Hnv/vuO1q3bl3qer788kvi4uLw8fHBx8eH+Ph4fvnlF8frkiQxZcoUwsPD8fDw4M477+Tw4cNOdZhMJp599lkCAwPR6XQMGDCAS5cuOZXJyMhg2LBh6PV69Ho9w4YNIzMzs2w3XUqSJHHmzBnS09PLdf6+yyYeXpnCfUvO8eO+5CLL3HfffTz11FPcc889vPfee6jV6oqEXCp6rZzmoeoik79rDh48yCOPPML999/PunXriq9MpgSfO4pP/sDe7Su3dycn5/kjyb0dLyVlW/j+YA5jf0xl7I+pfH+wZq+3GOCpQHfDUJ06eiWfJX5GkjmJlIIUPr30qRujE6qbWtsC2LJly0LPtWvXjvDwcD788EPuu6/49ZtqG7NVwk8rRyuWgBFcbPLkyQwbNozExERsNhurV6/m+PHjfP3110WO0S1OREQE77//vqM18auvvuLee+9l3759NGvWjBkzZjBr1iyWLFlCbGws7777Lj179uT48eN4e9sTgvHjx7N27VpWrlxJQEAAL774Iv369WPPnj0oFPbuyCFDhnDp0iVHUjJy5EiGDRvG2rVrXfyTgY8++ojNmzejVqt58803adWqVZnOX7ovh+ST+zm59hP2SgWYXh7Bgw86j5GTy+UMHDjQdUG7yPLlyzEajQD85z//qdjEPFUgRH0CuYdoFxFLg0wPTqdbqKNX0qmulhf+l+YouuFknmu3jasCv6X/xi9pvxCtjWZkxEim9fbnt1N51PNT0jPGkw0nr3cBq+S1qztYuLlamwAWJzY2ll27dpVcsBYxWyFSrxT7Jgsu179/f1atWsW0adOQyWS89dZbtGnThrVr19KzZ89S13P33Xfj4+PjePzee++xYMECduzYQdOmTZk9ezavv/6644vdV199RUhICMuXL2fUqFEYDAYWLVrEN998Q48ePQBYunQpderU4ddff6V3794cPXqUdevWsWPHDjp27AjAF198QXx8PMePH6dRo0Yu+7lkZ2ezefNmwL4o9MaNG8ucAPp5yEna8zM2SwFatYwVK1YUSgCrK19fX8exS8YkqkJAH4IWmHmPRFquDX8POUqFjAYBSq78Mxv538vSVHdXTFf45OInSEgczz1OuCacQcGDqN/h+n08W+dZFlxagFWyMipilBujFaqbWpsA/nuxZ0mSSEpKYsqUKcTExLgpqurJZpNE969QaXr37k3v3r1dVp/VauW7777DaDQSHx/P2bNnSU5OplevXo4yGo2GO+64g23btjFq1Cj27NlDQUGBU5nw8HCaN2/Otm3b6N27N9u3b0ev1zuSP4BOnTqh1+vZtm3bTRNAk8mEyXR9n9eSFpvX6XQEBweTkpIC2Mcsl9W4eB/2/hTO0dRjROqVhISElLmO0khISCArK4v4+HhUKtckUGPGjMHDwwOj0cjQoUNdUuc1CrmM4BtmHr9wm57YQPtEmH6NSzHzuBoxSSakG/YLzrXlFipTV1uX6Q2nV2VYN3UsxczW8/k0ClLTpZ5Y99Odam0C6OvrW6hFS5Ik6tSpw8qVK90UVfVkk8T4P6Fy7Nq1C5vN5pRUAfz9998oFAratWtX6roOHjxIfHw8+fn5eHl5sWbNGpo2bcq2bdsACiVAISEhnD9/HoDk5GTUajV+fn6FyiQnJzvKBAcH82/BwcGOMsWZPn06U6dOLfW9yOVypk+fzrp16wgKCipXF6ivh4Ll7z/HqlUhZGdnc//995e5jpL8+OOPfPnllwC0adOmTPd4Mz4+Pjz33HMuqaskWpWcwc1rVrfvNXW1dRkcNJif036mnrYeAwIHuDukm0rJsfL6hnTMVoBcNApf2tcRSaC71NoEcNOmTU6P5XI5QUFBNGzY8OazzmoBi0LFgqHTHMcS0DCg8geHC7XPM888w0svvVQoAUxMTOSDDz7g77//LnVdjRo1IiEhgczMTH744Qcef/xx/vzzT8frRX3hK2lYw7/LFFW+NPW8+uqrTmvsZWVlUadOnZueExwc7Niisry0Wi2PP/54heq4md27dzuO9+3bh81mQy6vtXML3eKJ8Cd4IvwJd4dRKsnZln+SP7vzmRba3/xtIFSiWpvp3HHHHe4OodqyKlX83GM4YP/jJkkWosUagEIlOHLkCG3aFF6/rXXr1hw5cqRMdanVasckkHbt2rFr1y4++eQTXn75ZcDeghcWdn0R4JSUFEerYGhoKGazmYyMDKdWwJSUFDp37uwoc+XKlULXvXr1aondqxqNBo3m1ltGqV27diQkJAD2/2ci+RNupnGQmpgAFSfTCvDzkIsuYDerVX/Vf/rpp1KXHTCgejelVxWbBHIZeIpdQIRKoNFouHLlCvXr13d6PikpqcIt8ZIkYTKZiI6OJjQ0lI0bNzqWljGbzfz555988MEHALRt2xaVSsXGjRsdEyWSkpI4dOgQM2bMACA+Ph6DwcDOnTvp0MG+7Mjff/+NwWBwJIm1zb333ktUVJRjDGBFnMsoYN72LGw2GNPJR+w9fgtSK2XMuNufS1kWgnUKPGvZTiXVTa1KAEu73IFMJqvVC0HLbVaaHrd3ve2Kbo9GKSNY7AMsVIKePXvy6quv8uOPP6LX6wHIzMzktddeK9Ms4KlTpzJw4EDq1KlDdnY2K1eu5I8//mDdunXIZDLGjx/PtGnTiImJISYmhmnTpuHp6cmQIUMA+yLITz31FC+++CIBAQH4+/szceJEWrRo4ZgV3KRJE/r06cPTTz/N559/DtiXgenXr59LZwDXNGWdnVyceduzOH7Vvvj3x38ZmD8w0CX11lQFtgLXLdsiSWBJBYUPuHmLNKVCVut2J6mualUCaLPZ3B1CjaAqMDH9g8EA3PXxCTRqT0K9RQIouN7MmTO5/fbbiYqKcrTOJSQkEBISwjfffFPqelJSUhg2bBhJSUno9Xri4uJYt26dI4l86aWXyMvLY+zYsWRkZNCxY0c2bNjgWAMQ7PuAK5VKHnzwQfLy8ujevTtLlixxrAEIsGzZMp577jnHbOEBAwYwb948V/woar0bP55tklR8wRrg59SfWZq8lEBlEK9Hv0aIpvQzsFPMKbxx+g2SzEn0C+jHqMgKLt0iSZD0PuRsA4Uv1Hkf1BElnlaSXVm7uGq+SlffrngrvUs+Qah2ZJJUw99pbpSVlYVer8dgMDitQVYRU39NZ8V+o1u7PzSmXL4f1QCADu8fo0m0H189WHj2oyC4gtFoZNmyZezfvx8PDw/i4uJ45JFHSrWkSGW8B6tCTY3bFSRJ4vDhw3h7exMVFeV4/mRqAR//ZcAmSTzbWU+zkIpPPDubXsCOCyZig1T2PYarYJJKnjWPe3c9zbGDfTCbvOnZ2Mw3PR4o9flfJn7Jj6k/Oh4vbLyQME3YTc4ogek8nB93/bHfIAh6svz1AevS1jl2Famnrcec2Dk1bp3Y2vwevKZWtQAC/P7774wbN44dO3YU+p9+bSzPggULuP322yvl+ps3b+bDDz9kz549JCUlsWbNmmq5Ev81Fhui9U+oVDqdjpEjR7o7DMFFdu3aRUpKCrfffrtTC+s1s2bN4o8//kAmk/H888/TvXt3AGICVS7t9k0zWhm54A9ObVpJ1pnd5Fw+jtlkQqPREBwbTGy7WN4b+x4d23UsubIyUMgUpFxqgynf/vcl4XQdDF1sjj2OS+Kr9HUcq2VqPBWeTq8bzTZWHcihwAoPxunw8yjh81npBzItSPn2x6rwUt9LcQ7mHHQcn8s/R7Y1Gx9l7UyiarJalwDOnj2bp59+usiMX6/XM2rUKD7++ONKSwCNRiMtW7Zk+PDhDB48uFKu4UqSBOE+IgEUKteRI0e4cOECZrPZ6XkxGatm+fnnn1mwYAEAv/zyC3PnznVqGbLZbI6leSRJ4o8//nAkgKWxLXMbCy8vxFPuyctRLxPlEVVkuVOnTvHoEyPYufVPQsMj6N+zB61aDcfHx4esrCwSEhJYv349nRZ3olu3bixcuNAxg7yi1HI194b2YGnKVdQyDQ11kajL8BE6MGggOdYcLuRf4J7Ae9Ar9U6vz9lmYNt5+6LiZ9IL+ODugJtXqPCByHfAsAE09UBf8UXX4/XxbMncgoREC10LvBWiC7gmqnUJ4P79+x0z/4rSq1cvPvroo0q7/t13383dd99dafW7nAzq6MWAXaFynDlzhkGDBnHw4EFkMhnXRqRcSxpq82Ssmujw4cOO4/Pnz5Odne30ZVsulxMbG8vx48cBaNy4cZnqn3NxDkabkTTSWJy0mCn1pxQqs3z5ckaMGEFYWBirV6+mf//+Rc4ot1gsrF27lokTJxIXF8eiRYt45JFHyhTPv13Mv8iiy4sgVMVIHicv35NBzXR4qErf7ayUK2+6rt/lrOvviaTsUr4/PBrb/7lIF98uRGgiSC1IpZVXqxrX/SvY1bo52FeuXLnp2CKlUsnVq1erMKLqTS4DL7EEjFBJnn/+eaKjo7ly5Qqenp4cPnyYzZs3065dO/744w93h3dLsVglvt6bzbu/Z7DvsqnkE8ohPj7ekQzExcUV2QU8depUnnrqKV544QXHLOzSUsqvJ3IqWeHP8eXLlzN06FDuv/9+Dhw4wKBBg4pdTkipVDJo0CAOHDjA/fffz6OPPsry5cvLFM+/fXj+Q/Zk72GvcQdZYQuY0sOflmGunXX7QAsdCjnIZPBgC/dtXRftEU17n/aum6ksVLla1wIYERHBwYMHi23uP3DggNNisbVdqzA1d9T3cHcYwi1q+/bt/P777wQFBSGXy5HL5XTp0oXp06fz3HPPsW/fPneHeMv46Wgu3x00ArDvson/3B9c6nFppdWlSxciIyO5evUqrVoV3TKk0+nKPe75HuVrvL3tPFqljG69Wzm9dvLkSUaMGMHQoUNZsmRJockeRqORzMxMfH190emuJ046nY4lS5YAMGLECDp06FDu7mCj1eg4zrHklKuOktwe7UHrcA02CZf//xNql1r329O3b1/eeust8vPzC72Wl5fH5MmT6devnxsiqz6sCiX/efBNPuz3Gp0aeKNRihZAoXJYrVa8vOz7sAYGBnL58mUAoqKiHN2Egmuk513vLjRb7ZMJKkO9evVo3759qWZxl9X6A4E0VLcmUt6KNQnO9Y8aNYrw8HAWLFjgSP4sFgtjRo+mWeNYvL29iYyMpHnTJoXqlcvlLFiwgLCwsApNSBoZMRIvhRd6pZ4RESPKXU9JvDXySkn+0grSePP0mzx7/Fl2Ze1yef1C9VLrWgDfeOMNVq9eTWxsLOPGjaNRo0bIZDKOHj3Kp59+itVq5fXXX3d3mG5lUapZ03csp9IKmOwttuoRKk/z5s05cOAA9evXp2PHjsyYMQO1Ws3ChQsL7Q5S21gsFhISEggICCA6OrrC9fVv7MmOCyau5Fjp28iTcJ/K/fhPSUkhOTmZxo0bo1a7Zi9x7Q1fRm883rNnD5s2bWL16tVOrXuXL1/ms38W7b4mNS21yLp1Oh0ffvghgwcPZu/evUVuUViSjvqOrNCvKPN5AJgugOEXUIWC7wB7H28VW3J5CQk5CQDMOD+DVc1XIZfVunaiWqPWJYAhISFs27aNMWPG8OqrrzoNOu/duzfz588vcV/P2kCSJGwS+IouBqESvfHGGxiN9m6zd999l379+tG1a1cCAgJYtWqVm6NzH0mSmDx5MgcOHEAmk/HSSy/RpUuXCtUZ4q3ki/sCKbDat+SqTEePHuWNN97AbDbTqFEj3n///Qpv7Qfw0h2+fLkrG7UCxnS8PrlkyZIlREZG0r9/f6fy/v7+RNeri7+fH+cuXCQtLf2m9Q8YMICIiAgWL15crgSw3GwmuPQaWA32x5IV/O8r8bSE7AQyLZl01ndGLa94km2RLNdDkmxIiGWCb2W1LgEEe/fSzz//TEZGBqdOnUKSJGJiYpw2ga8sOTk5nDp1yvH47NmzJCQk4O/vT926dSv9+qUht1mJOnMAXY4VL2U3d4cj3MJ6976+JEX9+vU5cuQI6enp+Pn51eqZhTk5ORw4cACwJ4Pbtm2rUAKYnZ3NZ599Rnp6Og8//DAtW7Z0VahF+uuvvxxL+hw/fpykpCTq1KlT4Xrr+6uY1tu/0PPbt2+ne/fuhZJMLy8vzpw9D8DtXTqzZev2m9avVCrp3r07O3bsqHCsZWLNvp78AZgvlXjK2qtrWXh5IQAbvTbyXoP3KhzGY2GPccV8hQxLBsPDhqOQiSXAbmW1MgG8xs/Pj/bt21fpNXfv3k23bteTqgkTJgDw+OOPOwYiu5uqwMScd/sCcGlipnuDEWqNixcvIpPJiIyMdHcobufl5UW9evU4d+4cYO8qr4ivv/6azZs3A/Dee++xYsUKpy3uXO3GvZH9/f0JDKzcfX0PHTrE0KFDXVJXq1atqr71WRUI3rdD9maQe5Zqrb692XsdxwdyDrhk7+AwTRizYmdVqA6h5qjVCaA73HnnndSk3ff8PEUXsFB5LBYLU6dOZc6cOeTk2GdNenl58eyzzzJ58uRKmUhQE8hkMkaOHMncuXOJjIx07GlcXrm5uY5jk8mE1Wqt1ATw9ttvR6PRcPHiRbp27YqHR+WtJGCz2TCZTC7bzkuv12Mymapk2zgnoRMhYKh94WZFycu7tPdpz+7s3QC09Grp0uVYbJKNfdn78FJ40UjXqOQThBpJJIDCTenUIgEUKs+4ceNYs2YNM2bMID4+HrB3502ZMoXU1FQ+++wzN0foHhaLhQ8++ACDwUBSUhIrV65k2LBh5a5vyJAhnD59mvT0dJ544gmXTMrIycnh2LFjREVFERQUVOj1jh070rFjydus/Xoql//szsbPQ8Frd/oSoS/bnyW5XI5GoyErK6tM5xXHYDCg0WiqNvkD+6QPdemXIOsb2Jc62jpkFmTSUe/a7ew+uvARWzK3ADAqYhT9Amv3yhi3KpEACoLgNitWrGDlypVOu+PExcVRt25dHn744VqbAJpMJgyG62PCkpOTK1RfRESES3+WRqORCRMmkJSUhFar5cMPP6RevXo3PefvC/mcTrfQpZ6Wur72Pz0Wq8Sn27Ow2CDbZGFpQg4v3+EL2Fv2bDZbqSaPNG/enISEhArelV1CQgItWrRwSV2VrYVX5cS5LXOb07FIAG9NonlHEAS30Wq1RSYO9erVc9nSITWRTqfj3nvvBexd4teOq4tTp06RlJQEQH5+Prt3775p+R0X8nl3UyYr9ufw8i9pGPLtaxDKZaBSXJ/so/nn+MCBAzzyyCPcf//9rFu3rsR44uPj+fXXX7FYLIVe++OPP/j8889JSr4CgLnAwueff873339fqKzFYuG3336jU6dOJV7zVtbcq3mRx8KtRbQACoLgNs888wzvvPMOixcvRqOxb5llMpl47733GDdunJujc68RI0bwwAMP4OHhUe2S4bp16+Ll5UVOTg4ymazEPX1PpRU4jnPMEsnZFvRaNXK5jNfu9GVpQg7+HnI6Nr7Iosvfs3nJZse4xf/85z/06dPnpvUPHz6cefPmsXbtWgYNGuT02kMP3E9KaprjsdlcwOjRowFITEwkPDzc8dpPP/1EYmIiw4cPL90PohT2JJqYt92AWiFjYldfYgKr/7jWN6PfZFPGJrwUXnTxrdjyQ0L1JRJAoRCrreZMUhFqtn379vHbb78RGRnpWJpk//79mM1munfvzn33XV8LbfXq1e4K0230er27QyiSn58fM2fOZNeuXcTExNC0adOblr8tSsvao7nkFkjEBKiI9rueBLUK19AqXMOl/Es8e+JNLJKFU7ZTBFuC8VH64O9feNmXf2vTpg3dunVj4sSJ9OrVy2kxaF9fX6cE8Bq1WuU0OcVoNDJp0iS6devm0jUA524zkJZrb/H8YlcWM+4OcFndlUUj19An4OZJt1DziQRQKCQPBZ/1eYH7mukIrqWzMIWq4evry+DBg52ec8V6cULlCw8PL3XXdLS/is8GBZKcbaWBv6rIhagTTYmOhYijHogi6s8oouXRPProo6W6xsKFC4mLi2PMmDFOewHv23+AjIyMQuW9vLwcCbbNZmPMmDEkJSWxfv36Ul2vtNQ3dHHfeFzdGa1GZMjwVHi6OxShkogEUCgkw6rimwEvMmR4GIhZwEIlWrx4sbtDEKqIn4cCP4/il55p4dWCetp6nMs/R5hfGNMmTSNAVfrWsoYNG7Jo0SJHwrhgwQJ0Oh2enp54ehafxBiNRsaMGcPSpUtZtmwZDRs2LP1NlcLErnq+2JWNWiFjbCfXLFVT2X5L/425F+cik8kYX2c8d/jd4e6QhEogEkChkCyTjf6NPfER28AJlSwvLw9Jkhx/oM+fP8+aNWto2rQpvXr1cnN0QlXyVHgyM2Yml02XCVWHolWUfR/yRx55BEmSGDFiBFu3buXDDz9kwIABRc4ktlgs/PTTT0yaNImkpCSWLVvGI4884opbcRIbpObDvtW/2/dGK66swIoVJPuxSABvTSIBFAqzWWmedhIOJ0OTJlDV62EJtca9997Lfffdx+jRo8nMzKRDhw6o1WpSU1OZNWsWY8aMcXeIQhVSy9XU86hXoTqGDBlChw4dGDlyJIMHDyYiIoLu3bvTqlUr9Ho9BoOBhIQEfvvtNxITE7nrrrtYv359sS1/+QU2Uow2wr0VKGtQF25FhKhDuGK+4jgWbk0iARQK8Sww8dhj9kV5yckBXcmr0gtCeezdu5ePP/4YgO+//57Q0FD27dvHDz/8wFtvvSUSQKFcGjZsyO+//87evXtZvHgxO3bsYNWqVZhMJjQaDS1atGDQoEEMHz78phM+UnKsvPRLGmm5NmIDVUzv7V/k+MVbzcS6E1lxZQUyZNzp+RDfH8yhYYCKVuEad4cmuJBIAIVCxBxgoark5ubi7e0NwIYNG7jvvvuQy+V06tSJ8+fPuzk69zp06BDff/89gYGBPPXUU5W6nVp1lpSUxP79+2nUqBHR0dFlOrdNmzZOCV5Zt3f761y+YwbvidQCjqSYi02C0oxWzFaJMJ+a/2fVT+XH2MixGPJtjPnvVbJNZgCm9PCjbYRIAm8VNf83VXApsQSMUJUaNmzIf//7XwYNGsT69et54YUXAEhJSXHZ3q41UUFBAe+8845jLTytVsuIESPcHFXVS01N5YUXXsBoNKJUKpk5cyb169cvd31l3d7t2o4lACoFhHoXPYnlzzN5zPrLgE2Ch+J0DG3tXe4Yq5NEg4Vs0/W/CSeuFogE8BYiBncJTvIsElrVrd/FIVQPb731FhMnTqRevXp07NjRsR/whg0baN26tZujc5+CggLS0tI4c+YMly5dKnIZk9rg1KlTGI1GwD5p48iRI1V6/XaRGl66Xc+AJp6809OfUO+i20zWHsvl2nfnn47mFlkmv8DGlF/TeXRlCl/tya6skF2qvr+SqH+SYK1SRqe6Ivm7lYgWQMGJ2SI5tmMShMp2//3306VLF5KSkhwLQQN079690I4OtYlarcZsNpOWloZarUZVXdfjzP4Lsn4DTUMIGAIy1352NGrUCF9fXzIzM9FqtU6/I1Wla7QHXaNv3v1eV6/k+FX7bic3tho6WAz8fNTKnkR7V+r3h4zcFqWlYQV3BTmde5p5l+YBMDZyLDGeMRWq79+0Kjkf9fXnRGoB4T5KAnXFL+Mj1DwiARScFNjAR7QAClUoNDSU0NBQp+c6dOjgpmiqB5PJhF6vp127dshkMgoKCko+qRwOHDhAZmYmnTp1Kvt2c+YkSPoQsIFxNygDwbe3S+Pz8/Pjk08+4ejRozRs2JCQkOo5I3V0Rx9CvRXkFUgMbOY8ae7y5dmkJX/CxcudyTNPxEMdBti7lCtqzsU5nMk/A8Dci3OZ02hOxSv9F61KTlyYaPm7FYkEUHBSYJXw9RQjAwTBnXQ6HXFxcaxYsQIvLy969OjheE2SJCRJKvN4tn/73//+x+effw5Ay5Yteffdd8tWgTUbsN3wOLNC8RTH39+f2267DbDf++7du1EoFC7drq2i1EoZD8Z5FflaSvJczLZc2gdv4nhefZSa5+nR0IMov4q36ko3TNmz3fj/QhBKQSSAghObBBoPNUycaH+iunY9CcItzGw2c+zYMWJjY1EoFOzYsYPWrVtz8OBBpk2bRn5+PuPGjaN79+7lvsbu3bsdx/v378disRS5YHKxtDHgcxdk/Q7qeqCv/L1j58+fz7p16wD78IHHH3+80q9ZUdlyTzS2HJRyKz0ab+G+Fu+4rO5nIp9h7qW5SJLEs5HPuqxeoXYQCaDgxCZJqD208OGH7g5FEGotm82GxWJxjP0zmUwALF26lJycHAC+/PLLCiWAbdu2Zc+ePQDExcWVLfkD+3i/0Bcg5FmQVc2fkp07dzqO//777xqRAEbUX8iec69ilquJrzfbpXU30jViXqN5Lq1TqD1EAig4SJKEyQoN/MWvhSC4k1ardexPGxwczJAhQwDw9fV1lNHr9RW6Rv/+/albty4Gg4FOnToBYLVamT9/PkePHuX222/n4YcfLrmiCiR/l/IvcTz3OC28WhCsDi6xfOvWrfl+3fcUSAX0buna8YaVpb5PPPXj/ijXuZIk8dnf2ey8lE/rMA3j4n2Qy8UYbcE1xF96wSEt14avVs69jT3g3Dn7k3Xriq3ghEr1zTff8Nlnn3H27Fm2b99OVFQUs2fPJjo6mnvvvdfd4blNnz596NPHuVt1zJgxaDQa8vLyeOyxxyp8jX/Pqv3999/ZsGEDAMuWLaNly5Y0adKk0Hkmm4n92fsJ1YRSV1u3XNe+kH+BF068gFky46XwYm7sXALVgTc9J+qRKGw+NpQKJac7nS7xGjkmG3O3G0jOtnJntBYPlZxmIWrqFDVTtxrafcnEz8fty8psPJVHmwgNXeqVfY9kQShKzXgXCFUiI99G31gPGntbIeyfFffFVnBCJVqwYAFvvfUW48eP57333sNqtQL2lq7Zs2fX6gQwNTWV9evXExQURM+ePZHJZPj6+jJhwoRKu+a1n39xjwGskpXXTr/GidwTyJHzVvRbtPVpW+ZrHco5hFmyL4uSY83hRO6JEhPAw7mHCWgbAMCp/FPkW/PRKopPiFYeyGHbeRP5FhvfHzQSF6ZGp5bz8T0BNSIJlP1rWR3R+Ce4kmjaEQAwWyUUMujXRCR7QtWZO3cuX3zxBa+//joKxfV1Mdq1a8fBgwfdGJl72Ww2Xn31VVauXMncuXNZvXp1lVy3e/fudOnSBX9/fwYOHEjz5s0LlblqvsqJ3BP2OLGxw7CjTNfIsmTx7tl3+T7le3Is9vGM3gpvGukalXhuZ31nZNizoDbebW6a/AEU/JO/Gs0SVgkkCUwWiWNXzU7lzDZzEWe7X7tIDQObehLho6BfY0/ixULMggtV/69AQpUwmm14qeW0DFUD+e4OR6glzp49W+SOHxqNxrEDRG1kNBpJTk52PD59uuTuTldQqVS8/PLLNy3jr/InTB1GkjkJgGZezW5a/sSJE6xbt446deowcOBAvkn6hr+z/gbAU+HJsxHP0tqnNQGqgBLju8v/Lupq65JhyaC1V8k7xXRvoGXLuTxkKFApQKWQoVPLaB5iX/MwsyCTN868wfn883Tz68YLdV4o1Ormbk+19+Gp9u6OQrgViQRQAMBsBU+VDH9PORS9k5EguFx0dDQJCQlERUU5Pf/LL7/QtGlTN0Xlft7e3tx2221s3boVpVJZodm+rqaWq5nRcAZbDVsJ14TT2rv4RCwnJ4c333zTsaexUqnE0tLieF0pU3K73+0ltuTdqKFnw1KVS8mxMvnXDHLMEl5qGe/3CSQ9TyI2UEWwl721eX36es7nnwdgU8Ym+gX2I9YzttSxVAVJkiiw2tcaFARXEl3AAgBWm4SPRl7tvv0Kt7ZJkybxzDPPsGrVKiRJYufOnbz33nu89tprTJo0qdT1zJw5k/bt2+Pt7U1wcDADBw7k+PHjTmUkSWLKlCmEh4fj4eHBnXfeyeHDh53KmEwmnn32WQIDA9HpdAwYMIBLly45lcnIyGDYsGHo9Xr0ej3Dhg0jMzOz3D+D4rz88svMmjWLL774grZtyz7GzhVstqIXF/ZV+XJP4D209m7Nxo0b+eCDD/j9998LlTMYDI7kDyApKYkhoUNo5NkIP6Uf4yLHlSn5uybbks3GtI0cNR4ttszhK2ZyzPaFknPMEsk5NrrU0xLspSC/wMbyhBx2HqtDgdl+fQUKfBQ+ZY6lMiVnWxiyMoW+S5JYuDPL3eEItxjRAigAkG+RiPITvw5C1Ro+fDgWi4WXXnqJ3NxchgwZQkREBJ988knpliD5x9atW3nmmWdo3749FouF119/nV69enHkyBF0/0ximjFjBrNmzWLJkiXExsby7rvv0rNnT44fP463tzcA48ePZ+3ataxcuZKAgABefPFF+vXrx549exxjFIcMGcKlS5ccCxKPHDmSYcOGsXbtWpf+bDZs2MA333xDcHAwr7zyCsHBJS+TUhpXrlxhX2I+W1O9idArebKtt6N1ae/evSxevJjt27dz6NAhTCYTGo2G5s2bEx8fz/Dhw5124Dhw4ABz5ti3H/vrr78ICwtzmjUcHh5O165d2bJlC3q9nj59+hCkDuKjmI/KHb/ZZmbSqUkkmhKRIeO1eq/RSd+pULlGQSq0Shn5Fgmt0j5y8JfjuXSI1PDV3mw2nckHolHrnqNdm0308O9BqCa0UD3u9PZvGfx+Og+AjLws7m3iSYi3+JwWXEP8JgmAvQUwwkds9C1UHYvFwrJly+jfvz9PP/00qamp2Gy2ciU6q1evxsfneuvN4sWLCQ4OZs+ePdx+++1IksTs2bN5/fXXue+++wD46quvCAkJYfny5YwaNQqDwcCiRYv45ptvHFuvLV26lDp16vDrr7/Su3dvjh49yrp169ixYwcdO3YE4IsvviA+Pp7jx4/TqFHJExlKIz8/n/nz52Oz2TAYDCxfvpzx48dXuN61a9ey4POF7Es0EXn7EELb9EGvkdPeK5mRI0eyadMmIiIi6NGjB0OHDsXHx4esrCwSEhJYs2YN8+bNo1u3bixcuJCGDRty9epVp/rT0tKcHstkMiZNmsSTTz6Jt7c3Gk3FJzFcNV8l0ZQI2LdCS8hOKDIBDPdR8nG/AA4lm7EBH281IEnwrU6Op2O/cxlelljeqt+1wnFVhpNp1/eATsu14qkWnXaC64jfJgFJsneThPv8831AqYSxY+3/yro7gCCUklKpZMyYMY5dLgIDA13WymUwGAD7PrJgn2ySnJxMr169HGU0Gg133HEH27ZtA2DPnj0UFBQ4lQkPD6d58+aOMtu3b0ev1zuSP4BOnTqh1+sdZVxBJpM57czhisQJ7Amg1SZhk+DKPvt6f7+tXUVcXBznz59n9erVnDt3jiVLljB+/HiefPJJxo8fz5IlSzh37hyrV6/m/Pnzjn2KO3fuTExMDABNmjShffvCsxVkMhmBgYEuu4dgdTBRWvuYURkyWni2Y/ZfBib+nMbms3lOZSP1Svo08iQlx8o/H3OkGm3E19E6llQZ2LT6rnxwV30PwnyU+HkouLuRJ94a8SdbcB3x113AJoFcJqPetS5gjQY+/dS9QQm1QseOHdm3b1+hSSAVIUkSEyZMoEuXLo5lTK7NqA0JCXEqGxISwvnz5x1l1Go1fn5+hcpcOz85ObnIJDU4ONhp1u6/mUwmR6ILkJV18/FcGo2Gl156iRUrVhAcHMzQoUNvWr60oqKiSEpKItxHQX5QJHn7/8t/Zo9l6NChLFiwwNFdXhSlUsmgQYPo1asXY8aM4dFHH2Xp0qXMnDmTnJwcvLy8KmUM8ZEjR9iwYQNRUVEMHDgQlVzFBw0/YG/WXsI14ew4Hsxvp+0zxmelGYgLVePr4dyb0T5Sw49HjFhsEKlX8ECcF30be2Kx4ZgQUh290EVPw0AVNgkGNPF0dzjCLUYkgAJ5FgmNUkagZ/X9IBRuTWPHjuXFF1/k0qVLtG3btlACEhcXV+Y6x40bx4EDB/jrr78KvfbvBEWSpBKTln+XKap8SfVMnz6dqVOnlhS6k44dOzq1NLrChAkT+O9//4skSTRt2pTOnTszdOhQlixZgvxfO/5YLBbS09Px9/d3ao3U6XQsWbIEgBEjRtChQwcaNizdzNyyMhgMTJ48mfx8+9JUGo2Gvn37olPo6Opn77b903o9mbba7CsaSJLEwWQz3ho50f4qmoWomdM/kEsGC3FhajRKGRpl9f+806rkPNDCy91hCLco0Z4sYDTZ8PWQExto33geSYKrV+3/rvWbCEIleOihhzh79izPPfcct912G61ataJ169aO/5bVs88+y08//cSmTZuIjIx0PB8aah/c/+9WupSUFEerYGhoKGazmYyMjJuWuXLlSqHrXr16tVDr4o1effVVDAaD49/FixfLfG+u4OHhQbNmzdDpdIwbN47w8HAWLFjglPxZrVZmzJhBQGAQISEhBAQG8cEHHzjtCiKXy1mwYAFhYWGMHDmy3PHYbDbWrFnD559/Xmi2NUBmZqYj+YPC//8ABjXT0ShIhU4tY2hrL4K9FHy42cDrGzJ4/n9prDuRw6GcQ8i1V4iP0qIT4+gEARAtgLWeTZIwmCQ61VWjVPzTgpGbC9e6ucRWcEIlOnv2rEvqkSSJcePGsWbNGv744w+io6OdXo+OjiY0NJSNGzc6Ekuz2cyff/7JBx98AEDbtm1RqVRs3LiRBx98ELAvW3Lo0CFmzJgBQHx8PAaDgZ07d9KhQwcA/v77bwwGA507dy42Po1G47IxcBWxZ88epk6dSkZGBlu3bmX16tWFWl3ffvtt3n77bcfjLEMmr7zyCrm5uU6tmDqdjg8//JDBgwezd+9ep9nBpfXdd9+xdOlSwD6T+z//+Y9Ta2PdunUd6yH6+/vTu3fvQnX4eSj4qO/1RaRtNom/ztuTRkmC6Qm/4ZP3JXLkvFrv1SInjAhCbSQSwFou1WgjwFPO+C56d4ci1EKuGvv34osv8v333/Pjjz/i7e3taCnS6/V4eHggk8kYP34806ZNIyYmhpiYGKZNm4anpydDhgxxlH3qqad48cUXCQgIwN/fn4kTJ9KiRQvHrOAmTZrQp08fnn76aT7//HPAvgxMv379XDYDuDIdOXIESZK4dOkSYWFh9O/f3+n1/Px8ZnxoX6IlPCKSqVMmM3nKVC4nXmLGhx/x6quvotVeX7dvwIABREREsHjx4mITQKtNYvZWA/sum+kQqeHZzj6O7vLExERHuYyMDIxGI3r99c8imUzGK6+8Qnp6Ol5eXqjV6hLvUS6X0ShQxbGrBVgkC9navfhg37buz4w/3Z4Abs3cSlpBGt38uuGt9HZrLELtJhLAWiy3wEZGnpX7mumo769ydzhCLfT111/f9PXHHnusVPUsWrQIgDvvvNPp+cWLF/PEE08A8NJLL5GXl8fYsWPJyMigY8eObNiwwbEGIMDHH3+MUqnkwQcfJC8vj+7du7NkyRKnfYqXLVvGc88955gtPGDAAObNm1eqOMsqKSkJLy8vpxgrolOnTvz3v/8lKyuL/v37O7W2AezevZv8PPvCzeOff44RI0aQmZnJpEmTyM/LZc+ePdx2222O8td2Kdmxo/j9gLeez+ePM/YWuY2n8uhUV0OHOvYk8u6772bb9h1cSM2hVac78fQqeiFmf39/9uzZw5w5c1AqlUycONFpvcHvrnzHEeMRbve9nW7+3Zjaw4/fTufhrZax0pxC4j9b/ZZnl4+tmVv5IeUHwjRhjI0ci05R/h6RH6/+yJeXvwRgY/pG5sTOEYvvC24jEsBa7HKWla71PETrn+A2zz//vNPjgoICcnNzUavVeHp6ljoBNBgMTusAFkUmkzFlyhSmTJlSbBmtVsvcuXOZO3dusWX8/f0d3ZaVac6cOWzcuBGtVsvkyZMdM5orIiYmhvnz51O3bl1atWpV6PUDBw44jlu0aAHgdN39+/c7JYAArVq1YtWqVcVeUyl3TnBUiuuPmzRpQtyTszCcSCPJN4Q52wy82NW3yHoWLFhAeno6YF97cdasWQBsydjC18n2LxJ7svcQ7RFNPY969G9iT9RaFUznt4zfsOaG0k5dtkk1OZYcPrrwERbJwsm8kwSqAhkePrxMddzoiPGI4/hc/jnybHl4KsTsXsE9xGjYWqrAKiGTwaBmnoSKleUFN8nIyHD6l5OTw/Hjx+nSpQsrVqxwd3huk5OTw08//cTRo0fZt28fy5Ytc1ndQUFBmM3mIhNmo9HoOL7W6nhjuRtfv0av12MymYrdNi6+roZBzTyp56fkwRY6Woc7j4U8n6tB62ufQHMitaCoKgDntRBvPM60ZDqOJSSnx2Dfts6a3Jtv/mzA2B9TWX2o8D0Ux4oVq3R98ovJZrpJ6ZJ19e2KfU8SaOfdTiR/gluJv/y1VGqulQAPBXfU93B3KILgJCYmhvfff5+hQ4dy7Ngxd4fjFh4eHly+fJns7GwAEhISXFa3XC5Ho9EUuRbhjRNCrl37xnJFrRNoMBjQaDSFlpG5RiaT8WS74ltnu9XXsuqA8Z/j4j+PXnzxRb744guUSiWjR492PH+X/11sytjEybyTdNZ3Js6r8NJB60/m3XCcy33NS9eNq1fqeTL8Sb698i2h6lAeCHmg2LJXzVf58vKXWCUrw8OGE6GNKFSmi28X6mjqkGHJoIVXi1LFIAiVRSSAtYzZInE524IEPNlWJ1aWF6olhULB5cuX3R2G2ygUCjp06MDevXtRq9UuXSgb7N26RSWVN667ePDgQfr06cOhQ4ccz7Vs2bLQOQkJCY7u4vIY2tqbjnW07LiQz7GrZlbuz+GhOF2hsXH169dn+vTphc7XKXRMDZvKxcsXiYmIQS4r/JnWwF9JSo71n2P7eOeMPCv/2Z2N2SoxrLU3kfqi/xwODBrIwKCBJd7HnItzSMhJAOzJ4CeNPimyXJRHFFG49v+nIJSHSABrmYsGCw0DVQxt5cV9zYr5FqxUwuOPXz8WhEry008/OT2WJImkpCTmzZtXaKxZbTNx4kQ+/vhjAJ555hmX1h0fH8+aNWuwWCxOE0HatWuHRuuBKT+Pj2d/gp+fHx/PticyWg9P2rZt61SPxWLht99+Y9CgQYWuceKqGYsNmoaUPHNXq5Tx3SEjkgR7Es2EeCno1qB0vRMXL17k5ZdfJjs7m9jYWKZPn15otvCELnr+73gucpmMexrZu13nbcti5yV7l26iwcq8ewNLdb3iZFmut5RmWYve6SXJlMSci3PIs+XxdPjTNPNqVqq6LTYLf2b+iUqmsncjV+HEkQJbAYeNhwlWBxOuCa+y6wqVT/x1r4Yy8qxcyHT9G9xqk1ApZDwb70PPmJuMPdFo4J+V/gWhMg0cONDpsUwmIygoiLvuuouZM2e6J6hqonnz5o7Zza42fPhw5s2bx9q1a52SN61Wy8svTeLtt98m6XIiTz/9tOO1lyZNdFoCBuwJfGJiIsOHO0+M+O5gDl/vzQFgYFNPnmp/8wk6hnyb05rzmflFjycsypYtWxzd1SdOnOD06dNOM4TBvqPG4ObOO2oYTNevUZbrFWd4+HA+OP8BBouB9t7tybZkF1rm5fPEzzlktLeofnThIxY3XVyquj+68BFbDVsBOJ57nKcjni7hDNewSTbeOPMGR4xHUMqUvBX9Fq29y75Au1A9iQSwmokLU9M71rPSZud0qaelR0Mx7k+oHoqbOCDYW0OPHz+On5/fTXcZKY82bdrQrVs3Jk6cSK9evZzG9r311lt4enoybfr7ZBky8dH78vprr/Liiy861WE0Gpk0aRLdunUrtAbgtWVfAP48m19iAtgsRMXt0Vo2n82nYYCSnmX4jLpx0W8PDw/Hri8lGdbai+l/ZGK2SjzVruLL7LTybsVr9V7jjVNv8Ev6LyTkJDAndg5axfWkuUC6PsnFIllKXffBnINFHle2q+arjpnLFsnC1sytIgG8hYgEsJoZ1MyLQc3cvPejJNl3AwHw9ASxTpVQSd5++20mTpyIp6dzi3ReXh4ffvghb731lpsic79p06axY8cOlEolr732Gu3bt3dp/QsXLiQuLo4xY8Y47QWsUCh4+eWXefHFF8nIyMDPz6/QeoE2m40xY8aQlJTE+vXrC9XdNFjFhUx7ghNqS2bz5mO0bNnSaZHnG6WmpmLb/h86Waw82Ws4XmUYmxwfH88rr7zCqVOn6Nq1K35+fqU6r2WYhhUPByNJ9sWjXWFv9l5sMvuXmiRzEpdMl2joeX2f5KfDn2bmhZnkWnMZGzm21PXG6+NZn27/OXfWF7/jjKv5qfwIUYdwxWzf/rCxrnGVXVuofDJJEpu9lldWVhZ6vb5Ua5DVKEYjeP2ThIqt4IRKpFAoSEpKIvja1oP/SEtLIzg42Gn/2aLU1PdgSXFnZ2c7digB6Nq1Ky+99JLL41ixYgWPPvooQ4cOZcGCBUXO8v03o9HImDFjWLp0KcuWLeORRx4pVMZqk/jtVB5nTh7jly/ewWa1EBwczJw5c4q8xuuvv+5YgzA2Npb33v8QtULmssSsqiRkJ/DWmbeQkAhWBTOv0Tw8FBXvcZEkiX3Z+1DJVVU+ezitII3NGZsJ14TTUV+2dRSrs5r62eFKogVQEAS3kSSpyAHt+/fvx9/f3w0RVQ86nY6wsDCSkpIA+9I4leGRRx5BkiRGjBjB1q1b+fDDDxkwYEChFj+wT/j46aefmDRpEklJScUmfwAKuYxesZ4s330Mm9XeEpiSksL58+dp2rQpRquRfFs+ASr7Hr4GgwGwJ467Tl/lgeUp6LVy3u7pV6N2KWrl3YqZMTM5l3eO9j7tXZL8gX1sbBufsu+17AoBqgAGBRee5CPUfCIBFAShyvn5+SGTyZDJZMTGxjolgVarlZycHKe13mobuVzO+++/z4YNGwgODqZbt24VrtOQb+PnY7l4aWT0beSJ4p/WtSFDhtChQwdGjhzJ4MGDiYiIoHv37rRq1crRQpKQkMBvv/1GYmIid911F+vXr6dhw4YlXNG+bMy3336L1WolICCAunXrkpCdwLtn38Ukmbg/+H4eD3ucJ554gmdem86FDDOWNgNp/s8EjR8OGZl0u69TnTabVG1aBtNzrRjybdTzUzp+h2M8Y4jxrJyEXRBcSXQBV8At24QsuoCFSvbVV18hSRJPPvkks2fPdhobplarqVevHvHx8SXWU1Pfg+6Ie/zaVE6n21vjBjXzLHJx5r1797J48WJ27NjBwYMHMZlMKBQK9Ho9sbGxfPrpp4UmfJTkzJkznDlzhjZt2uDv78/UM1PZnb0bABkyVrdYjdWmYPDSZCRJIiG5AB+NnIYBKqc4k7IsTP41g+QcKw801zGsjWv2Ry6vhMsm3v49gwIr3BGtZeK/EtXyOmY8hkKmuGkSWVzLuVB6NfWzw5VEC6AgCFXu8X/WmYyOjqZz586oVDWnm68mkiSJsxnXZ52eSS96BmqbNm2cErzp06ezbds2x+PY2NgyX7t+/frUr1/f8ThcEw72VVsIVgejlCuRI+HnoSAz30ajQBV+HgrubuTBo62uJ3lrDhtJyraPCf32oJF7Gnvi76koczyu8stxIwX/DFH982w+YzrZ0Kkrtn7DkstL+OHqDwAMCx3GgyEPOr1+Ju8M75x9hyxLFk9HPE2fgD4Vup5Qu4kEUBAEt7njjjscx3l5eRQUOO8FW1u/mbuaTCajd4wHv5zIQy6DXjGlG5vWuHFjRwIYERFRqkkiJXk87HF0Ch2ZlkwGBdnHlsnlMt7p5ccPh4wEeCoY0tILtVLGX3/9xRdffIG3tzex9zwD2Gf4apQytMqqbQG71jq6fft2Dh06ZG8dVWnQRzYipHF7jjYbQ7t2bUuu6CY2ZWxyHP+R8UehBHBZ8jJSC1IB+5qCvfx7FbnziSCUhkgAq5mjR4+ye/dut8agNJm4NrR7xYoVWDSaYstKksSBAwcYPHhwqbrsBOFGubm5vPTSS3z77bekpaUVer2kWcBC6ezatYvAi2d5tW0HGkRFEuJduo/+QYMG4evry9WrV+nZs2epux2Tsy2YLBJRfoVbdtVyNUNChxR6vp6fihe7+joeS5LEJ598Qn5+Punp6QTu/I5+fcaTlG3h3qY6PCvQ2nYu7xwzL8wkz5bH6IjRtPNpV2zZU6dOMXLkSDZt2kRERAQ9evRg6NCh+Pj4kJWVRUJCAr/+uo727RfRrVs3Fi5cWKrxkdccyjnEEeMR2ni3obGuMdsM9oS7qCVXvBTXlwjTKXQuSf7MFolskw1/T7noVq5lRAJYzXz33XcsXrwYDw/3Ldasttnw97Z3vXzw0UeYi9nkPS8vD5VKRXBwMB4eHiIBFMps0qRJbNq0ifnz5/PYY4/x6aefkpiYyOeff87777/v7vBuCdu3b2fatGkA+Pj8yGeffQaUfvxcWSeg/HYqj0+2GZAkGNxcxxNtyzdWTyaToVKpyM+3LyrtodUwqqNrWoS/vPwl5/LPATD74myWNltaZLnly5czYsQIwsLCWL16Nf379y92hvTatWuZOHEicXFxLFq0qNgZ0jc6bjzO66dfx4aNVVdWMStmFi28WqCUKenh16NQ+afCn8Im2TBYDDwa+mjZbroISVkWXlmXTnqejU51Nbx2p69IAmsRkQBWM5IkodFoaNCggVvjmPfPshN1inndZrNx8uRJevTowTPPPEPTpk2rLjjhlrF27Vq+/vpr7rzzTp588km6du1Kw4YNiYqKYtmyZTz6aMX/yNV2J06ccBxnZWVx5coVvL0rbwLFLydyHdu6/e9IDj1CDPj5+d20+9hilTh2tYBAnZzQG1onX3nlFZYsWYKHzhtt2wf5dLuBB1t4EeRVsbF/SpmyyOMbLV++nKFDh5ZqjUSlUsmgQYPo1asXY8aM4dFHH0WSJKe1HItyOu80Nuwzns2Smcvmy/QL7FdseR+lDy9GvVjs62W14WQe6Xn26++4YOJchoXoGrTsjlAxYvCAUC5GoxFvb29efPFFmjVrJr41CuWSnp7u2MrLx8eH9PR0ALp06cLmzZvdGdoto3Pnzo49fBs2bEjdunUr9XrRfvaESrLZuPzLTMaMGcPTTz/NhQsXiiwvSRJTf8vg1fXpjPlvKvsumxyvxcXFMWvWLAJ6vcCviR6sO5HHu5syKhzjqIhRNNc1p4FHAybWnVjo9ZMnTzJixAiGDh3KkiVLCiV/OTk5ZGRk8O9FNHQ6HUuWLGHo0KGMGDGCU6dO3TSOdj7t0CvtM+BD1CE01zWv4J2VTaj39URao5Th5yFSgtpEtAAK5WKxWFCpVAQGBro7FKEGq1+/PufOnSMqKoqmTZvy7bff0qFDB9auXYuvr6+7w3Orc+fO8eOPPxIYGMhDDz1UZNdjacTExLBgwQKSk5OJjY1FrVa7OFJnozr4EO6j5Py5s6w3HAO5jOzsbH777TeGDx9eqHxaro2EJDMAFhv8eSaf1uHO446Tc66PBb02E7giwjRhTG84vfh7GDWK8PBwFixY4Ngir6CggPfee49lK5Zx6oQ9sdP76Rk3dhyvv/66Y9iOXC5nwYIFbN26lZEjR/L7778Xe51gdTCfNvqUC/kXqO9RH52i/JNsDmQfYO6luShkCl6o8wKNdI1KPKdXjAf5FolzGRa6N/DA18N9s6qFqicSQKEQjcXC9+vWAXB/nz6YivjDk5+fj16vd8msQKH2Gj58OPv37+eOO+7g1Vdf5Z577mHu3LlYLBZmzZrl7vDcxmKx8MYbbzh2yLDZbAwbNqzc9QUGBlbZlzWlQsagZjqy6tRl+9c6cv/ZV7yolseMjAwOHzyMd4Ev2Sp7fI2CCndB3t9cxwd/ZlJgg0dalm+vdEmSWLt2LefPn6dnz540blz0vrZ79uxh06ZNrF692unz7ciRI0ydOtWprCHDwHvvvcf5C+f55utvHM/rdDo+/PBDBg8ezN69e2+6dqJeqXfJ9m7zLs0j2ZwM2GcIz4ot+f0jk8m4t6n4DK+tRAIolIvRaKR79+7lbpUQBIAXXnjBcdytWzeOHTvG7t27adCgAS1btnRjZO5lMpkcyR9AcnKyG6MpHx8fH9577z1+//136tWrR/fu3Z1ez8zM5PnnnycjIwO5UsM9Y9+leUw9utTTFqqrQx0tiwb6csp0nl15a/gltR53B95dpnjWrVvHF198AcCWLVv48ssvi1xmaMmSJURGRtK/f3+n568lg37+fjz/3PN4e3sz7f1ppF1NY/my5cz8aKbTntYDBgwgIiKCxYsXl3nx7PIozbhGQbiR+C0RysVms9X6LjrBtfLz86lbt26lj1GrCXQ6Hf3792ft2rXodDoGDBjg7pDKpWHDhsUuiXL8+HEyMuzj+WwWE2G5J+hSr3CrnCRJfPzxx2z4fQOnvE7R8JmGqHxUKGVKegb0LFR2Xdo6Ek2J9PTvSZRHlOO1y5cvO47z8vLIzMwsMgHcvn17kV9uGzZsyOnTp6lXr56jW/jixYvMnj0bm81GUlKSUwKoVCrp3r07O3bsKOnH5BIv1H2BzxM/RyFTMC5yXJVcU6jZxIhPocyubUN04+r+glAeVquVd955h4iICLy8vDhz5gwAb775JosWLXJzdO41cuRIvv76a7766isaNSp5PFdN06BBA0erWkouzDsVwvDvUziX4bwY+KlTp9i0aRMFtgKyk7JJ2ZYCQKIpsVCd/5f2f8xPnM+PqT/y2unXyLfmO17r3bu340trfHw8deoUvcbBoUOHaNWqVZGv1a9f35H8paamsmLVCgC0HlpiYgpv3daqVSsOHjx4k5+C68R4xvBRzEd80PAD6miLW79BEK4TCaBQZmazGZVK5falaoSa77333mPJkiXMmDHDaXJCixYt+PLLL90YWfXg5+eH5iYLsddkgYGBfPzxx4wcPRbvvm+iDYwi1Wjj2wNGp3Le3t4oFAo8FB74Kn1R+ajQK/V09+9eqM4L+ddnGl8xX+HHqz+SZEoCIDIyki+//JJFixbx6quvFrlygc1mw2QylbgDjdFopN+AflxJugLAa6++hqenZ6Fyer0ek8mEzWYr+QciCFVMdAELZZaUlERQUJDoqhMq7Ouvv2bhwoV0796d0aNHO56Pi4vj2LFjboxMqEwHDx5k6dKl+Pr6MnLUGJZlmTCa7Uuq6LXO7RKhoaG89NJL/PrrrzzS4BG6De6Gv8ofraLwWMGe/j3ZnLGZ1IJUks3JLE1eypqra5jTaA7B6mA0Go1TN+2/yeVyNBoNWVlZxZbJzc2lb7++/L39bwD6D+jPq6++WmRZg8GARqNxtBqWVrYlm/mX5pNWkMaQ0CG08m5VpvOrm2u9RkL1IhJAoUwkScJisfD444/f9INUEEojMTGxyDFiNput0L7Awq1BkiTee+89snOyOZt/lnXZ63hi+LucP9+MQE8Fw1oXnuXbuXNnOnfuXGLdMZ4xfNnkS9ZcXcO3V74FGRhtRk7kniBYXbrPq+bNm5OQkFDka3l5efQb0I/Nf9jXqOzRqwfffftdsZPhEhISqNOk7N2xXyd9zV+GvwB479x7rGi2AqW8Zv653pyxmbmX5qKRa3g16lWaeTVzd0jCP0QXsFCITSZjV3Awu4KDsf3rW1teXh5qtZrmzat2wVLh1tSsWTO2bNlS6PnvvvuO1q1buyGi6uXfCw1XJ+WN7Vo3a5I5ibSCNFJyUvhv7kc8dweM66yv0B6/AF5KL+7yuwsPhX1dPm+FN409i17ypSjx8fH8+uuvWCwWp+cLCgoYOGggm37bBNhnOQ8cMJBly5axcuXKQl9YLBYLG37dgLpp2dddzLPlOY7NNjNWau6e2AsvLyTflo/BYuCrpK/cHY5wg5r5lUKoVAUKBW936FDkaxaLBbVaTWhoaBVHJdyKJk+ezLBhw0hMTMRms7F69WqOHz/O119/zf/+9z93h+dWP/zwA0uXLiUgIIApU6YQGRnp7pAcri2p4uXlxZtvvlnsTN+iKBQKxo4dyxvz3kCr1xJxTwQ2bFgkS8knl1KENoJPYj/hZO5JmuiaEKi2rzGYb81n5ZWVGK1GHgh5oMhWweHDhzNv3jzWrl3LoEGDHM/v2LGDDes3OB5nZWUxbtz12babN2+ma9eujsc//fQTyZeTGfzI4DLHPyR0CGfzzpJWkMbjYY+jkbtuHOjerL3szNpJnFccnX1LblWtKC+FFwaLwXEsVB+iBVAoE6vVilwud2wtJQgV0b9/f1atWsXPP/+MTCbjrbfe4ujRo6xdu5aePXuWXMEtKjc3l6+++gqLxcKVK1f49ttv3R2SgyRJLFy4ELPZTHp6OsuWLStzHT179mTDDxt4ZPojBEcEMyx0WKFk7MqVK05Lt5SV3qonMiMSPXrHc58nfs4PV39gXfo63j77dpHntWnThm7dujFx4kSMxusTUkqaGHLj60ajkYmTJtKiSwtm9p1Z5tjDNeF82vhTVrZYWeb1Dm/mXN45pp6dyv+l/R/Tz0/nYE7lz1B+JeoV2nm3o4u+C8/UeabSryeUnmgBFMokLS2Njh074u/v7+5QhBrszJkzREdHI5PJ6N27N71793Z3SNWKUqlEq9WSl2fvCvT29nZzRNfJZDJ0Oh2ZmZlA+WPTK/W83/D9Il9bt24d8+fPR5Ikhg0bxoMPPlimulNSUpg0aRLp6enUr1+fDz74AK1W69gpA3DMDi7KwoULiYuLY8yYMSxZsgS5XE7Lli1JTU0lPz+/UHmtVktAQABg7+IeM2YMyUnJHFh/wCWtd4Z8Gzsu5FNHr6RpSPm38ksyJ2Hj+ozkS/mXit2FRJIk1qev54r5Cr38exGmCSvXNet51GNy/cnlOleoXKIFUChEY7Hw3S+/8N0vv6D51zgYSZLo16+fmNElVEhMTAxXr151PH7ooYe4cuWKGyOqXtRqNW+++SatWrWiV69eDB06tMpjyMnJYc+ePaSmpjo9f+XKFfR6PRkZGTRv3pwRI0a4/Nr/93//5xhjeONQgKx8G1vP5ZNouHl38bZt20hPTwfsXzaOHDkCwODgwahQc+b4nVzc+TqvrU8nr6DwEi0NGzZk0aJFLF26lCeeeMLREhgQEEBEREShf9eSP6PRyBNPPMHSpUtZtGhRmbrGi2O2SEz6OY1527N4ZX06288XTkBLq5VXK6K10QCEqcOI18cXW/a/V//Lp5c+5fuU73nt9GtYbK7roheqB9ECKBRJay086PjaB7Jery/0miCUxb8nEPz8889Mnz7dTdFUTy1atKBFi4rvEVseRqORF154geTkZDw9Pfnoo48cCyfPnz+f8+fP4+fnR1paWoldo+URFRXFuXPnHMcARrONCf+XxpUcKyoFvN/bn9gge2vY4ZzDpBek01HfEbVcTb169Rx1qdVqwsPDAWjn046XA//D5H1ZqFQqDiab+fVUHv2bFN4P95FHHkGSJEaMGMFff23lo48+ZMCAAUXO+LVYLPz0009MmjSJpKQkli1bxiOPPOKSn0WK0UpStv3zWJLgQLKZ+KjyDcHxUHgwK2YWyeZkgtXBqOXFtyaezT/rOE4tSCXHmoOv3Ldc1xWqJ5EACqVms9kc62QJgnDrOn78uGP/4dzcXHbv3u1IAG/sAi2qO9QVnn32WerWrWufeTtwIABn0y1cybEnQgVW2HvZTGyQmvVp65l3aR4AzXXNmd5wOq1ateL111/nyJEjxMfHO01aC/LwRCW7PsvW69qsY0kCawYofOCfvXSHDBlChw4dGDlyJIMHDyYiIoLu3bvTqlUr9Ho9BoOBhIQEfvvtNxITE7nrrrtYv359hVr+bJINuex651yIl4J6fkrOZViQy6BdZMU+f5VyJZHakicU9fDrwdbMrZglM531nfFV+VboukL1IxJAodTy8vLQarViBrBQYTKZrNAwAjGsoPqIiopCp9NhNBqRyWROW9GNGDGCGTNmkJ+fzzPPlH1Qf3pBOosuLyLfls9joY857dd7jUajKTTuL8pPiZ+HnIw8G3IZNP9nLNyurF2OMoeMh8i35qNVaOnUqROdOnUqVHd9fxVjO/mw+Ww+TYNV3FlfC5INLr8Lxl2gDIY674MqCLB3B//+++/s3buXxYsXs2PHDlatWoXJZEKj0dCiRQsGDRrE8OHDadOmTZl/HtdYJSvTz01nZ9ZOmumaMTl6MlqFFpVCxgd9/Nl32Uy4j4Jof1W5r1EWcd5xfNnkSzIsGY5uY+HWIhJAodTy8vLw9PQUewALFSZJEk888YSjNTk/P5/Ro0c79oa9ZvXq1e4Ir9YLCAjgo48+YteuXTRq1IimTZs6XouJieGLL74od93zL83n7yz7LhqXTZdZ0HhBqc7z1siZ2TeAPYkmGgSoiAm0J0Jtvds66mvi2aTIHUL+7e5Gntzd6Iat2/JO2JM/AEsKZP0KAc5duG3atHFK8K71iLjK3uy9jvs4ZDzE5szN9AroBYCnWs5t9ap+5QU/lR9+Kr8qv65QNUQCKJSa0WikVatWxa56Lwil9fjjjzs9dsckh+ruUM4hvr3yLUHqIEaEj3AsbFxVIiMjK2XtwSxLVpHHpRHkpaBPI+c9d+8OvJtwTTjpBenlX9dO6Q8yFUj/LOasKrmXwxXJ32XTZdQyNYHqQHwUzmMp9Uox1lqoXOIvuVBqFoulQl0cgnDN4sWLXV7n5s2b+fDDD9mzZw9JSUmsWbPGMX4M7K2OU6dOZeHChWRkZNCxY0c+/fRTmjW7vjWVyWRi4sSJrFixgry8PLp37878+fOdEqGMjAyee+45fvrpJwAGDBjA3Llz8fX1ddm9FNgKePvs244dITzkHoyIcP1sW1cxmm2sOpCDyQIPtNARqFMUW/axsMeYdm4aJpuJpyOedsn1W3q3rFgFqiAIfwuyN4GmIfh0c0lcN7M0aSmrUlYhR874OuPp5t+NsRFj2W7YTpxXHB31HSs9BqF2E8vACIVIMhkH/f056O+P9K9xWYGBgW6KShBuzmg00rJlS+bNm1fk6zNmzGDWrFnMmzePXbt2ERoaSs+ePcnOznaUGT9+PGvWrGHlypX89ddf5OTk0K9fP6w3zIofMmQICQkJrFu3jnXr1pGQkMCwYcNcei8FUgH5tusTLLKsZWspq2rzd2Sx5nAuPx/PZdqmzJuWjVXHsrTpUr5v8T13+t1ZbLkCWwG/pP7CL6m/VM0SJLpWEPoC+PWv/GsBP6Xav0DYsPF/af8H2Fsz327wNveH3F8lMQi1m2gBFAoxKxS8VszG6x4eVdsNJQildffdd3P33UXvmiBJErNnz+b111/nvvvuA+Crr74iJCSE5cuXM2rUKAwGA4sWLeKbb76hR48eACxdupQ6derw66+/0rt3b44ePcq6devYsWMHHTvaW2i++OIL4uPjOX78uNNkiYrwVHjyWOhjLLuyDH+lPw8Gl20h5NIwGAwcP36c+vXrl/qLXU5ODklJSURFRaFWX19CJCnreoKcnFN8svb999/z9ddf4+3tzZQpU4iJiSm27CcXP+HPzD8BOJp7lAl1J5QqxqpiskgcSDIR6q2kjm/Z/5RGaaM4lnvMcSwIVU20AAqlcq0FxJXdXIJQVc6ePUtycjK9evVyPKfRaLjjjjvYtm0bAHv27KGgoMCpTHh4OM2bN3eU2b59O3q93pH8AXTq1Am9Xu8o4yr3h9zP6harWdR0kdOyHf9eQ7E8MjMzee6553jnnXcYN25cqbZcS0pKYvTo0UyYMIGJEyc6LQFzfwsdSjnIZPBQXNH7vRYUFPD111+TlW/l0IV0Plq4/KbXO2o86jg+ZjxWyjurGlabxGvr03n790yeXZvK3kRTmet4I/oNHgh+gGGhwxgVMaoSohSEmxMJoFAqGRkZ6PV6p/FSglBTXFvTLiQkxOn5kJAQx2vJycmo1Wr8/PxuWiY42HnPWoDg4GBHmaKYTCaysrKc/pXGjUvjZGdnM2HCBO69917mzJlToUTwyJEjjp0yjEYjCQkJJZ6zfft2DAYDYE+ojx27npR1jtKy9KFgvnkwmHubFl5UGezb2yk9vDh2tYDkbCvbUrQkXC4+cbqxe/gOvztKvqkqlJJj5USqfcKI1QY7LpR9PUS9Us9jYY/xYMiDN12QWRAqi+gCFgrRWCws+v13AJ666y5MSiUZGRncf//9hIWVbz9IQagO/r3WoCRJJa4/+O8yRZUvqZ7p06czderUMkbrbN26dZw8eRKAjRs30rt373J3OTds2BCtVkt+fj5KpbJU9URHX18LTqPROHbXuEanvnl7gkwm47Fn3+DoJ0tReeqJ7PIgFzIttAovemHjYWHD6ODTAYBGOtd0rZfWqdxTrLqyCl+lL8PDh+OpcJ55HOCpINRbQfI/O3Q0q8D+vILgLiIBFIqkN5sdx9daGm7s9hKEmuTa4uXJyclOX2JSUlIcrYKhoaGYzWYyMjKcWgFTUlLo/M+Y2NDQ0CL3LL569Wqh1sUbvfrqq0yYcH0MW1ZWlmNnjdLy9vZ2HMtkMry8iu5qLYnBYGDVqlU0btyYhg0bctttt9GgQYMSz2vdujVvvvkmx44dIz4+vsiW0JL06diYTY9N4Ey6hUCdnM4lbGlW1Ykf2D/vppydgsFicDz3TB3nBa8Tsyy0ClNj8LNxdyNPWheTxApCdSYSQKFE+fn5aDQa6tat6+5QBKFcoqOjCQ0NZePGjbRu3RoAs9nMn3/+yQcffABA27ZtUalUbNy40bELRVJSEocOHWLGjBkAxMfHYzAY2LlzJx062Fun/v77bwwGgyNJLIpGo6nwFoq9evXiypUrnDp1iu7duxMREVGuej799FO2b98O2JPBG9dkPHz4MHv37qVly5bExcUVOrdDhw6O+74Zi8XClStXCAoKcposolXJ+ahvAJezLIR4KdCqqt8oJKtkdVqfMMOS4fR6Vr6NV9enYzTbvxjfVs59eQXB3UQCKJTIaDSi0+luOmNPENwtJyeHU6dOOR6fPXuWhIQE/P39qVu3LuPHj2fatGnExMQQExPDtGnT8PT0ZMiQIQDo9XqeeuopXnzxRQICAvD392fixIm0aNHCMSu4SZMm9OnTh6effprPP/8cgJEjR9KvXz+XzQAujlwuL7SAdnmkpaUVeXz+/HneeOMNLBYL33//PR999FG53vN5eXm8/PLLnD17lvDwcN59/11ytbmEqEMcW5tF+RW9nZkkSWSbJLw1hbcKrCpKuZLhYcNZnLQYH6UPD4U85PR6aq7VkfwBnMuwUL1GKApC6VS/r1+1wPz584mOjkar1dK2bVu2bNni7pBuymq1olar8fT0LLmwILjJ7t27ad26taOFb8KECbRu3Zq33noLgJdeeonx48czduxY2rVrR2JiIhs2bHDqWv34448ZOHAgDz74ILfddhuenp6sXbsWheL6wsbLli2jRYsW9OrVi169ehEXF8c333xTtTdbAUOGDEGr1aJQKHjiiSccz58/fx6Lxb6Ei81m49y5c+Wqf9++fZw9exaAi4kXeeqHpxh3YhzPHH+G9IL0Ys8rsEq8tj6DR1el8NzaNLJNtnJdvzQy8qycSS8odiLNoOBBrG6xmm+afkOMp3MSXFevdOxDrFPLuKO+aAEUaibRAljFVq1axfjx45k/fz633XYbn3/+OXfffTdHjhyptl2s+fn5pRojJAjudOedd950ZqxMJmPKlClMmTKl2DJarZa5c+cyd+7cYsv4+/uzdOnSioTqVm3btmXFihXYbDan7tlWrVoRGhpKcnIygYGBtG3btlz1h4WFIZfLsdlsZFmyUPgp8MGHlIIUdhh20Dewb5HnJVw2ceiKfezxuQwLW87m07ex6790Hko2M+W3DEwWiU51Nbx2p2+Rk4PSrqbh5+fn9DMCUCpkvNPTjwsGC0E6Bd4aezuKTbLxW/pvmCUzPfx7oJGLcYFC9SYSwCo2a9YsnnrqKUaMsG/rNHv2bNavX8+CBQuYPn26m6MrWkFBAe3bt3d3GIIguEhR+3n7+PgwZ84cLl68SEREBDpd0cu5lCQ6Opq33nqLnTt3Eto4lK8DvsYiWZAho662+C+5AToFMhlcy+GDvYrfTq4ifj2Vh8liv8iOCyYy8mz4e16/lsViYfLkyRw4cIDAwEA++OCDQhNelAoZ9f2du7G/vPwla1PXArAnaw9v1X+rUuIXBFcRCWAVMpvN7Nmzh1deecXp+V69erl8EdmKkGQyTurtG5HbsHcHVXQAuyAI1Z+HhwexsbH88ccfLF26lKCgICZOnEhAQECZ6mnbtq2jBbFBdgN2Zu2kuVdzmns1L/ac+v4qXrrdl+0X8mkeoqZdZOV85kT7K+G0/TjAU+5owbvmxIkTHDhwAIDU1FR+//13Hn744RLrPWI84jg+mnv0JiUFoXoQCWAVSk1NxWq13nQx2urArFAwoWtXwL68hV6vp0uXLm6OShCEqmAymfjkk08cM3mXLVvGc889V+764rzjaOjZkPfOvcfMCzPp6d+TkREjiyzbpZ6WLvUqd0zdgCaeeKpkJGVb6dnQA5XCufv32sxl8z9LYZV2tvUdvndwOu+041gQqjuRALpBeRajdZfMzEwefvhhWrZs6e5QBEEop5SUFL788kusVitPPvlkmZaQccVn07q0dRzIsbeqrU1dy51+dxLrGVvhestDJpPRM8YTm03iRGoBCrnVqbs5KCiIKVOmsHnzZho2bEjXf74Ml2RQ8CCaezXHbDPTzEvsmCRUfyIBrEKBgYEoFIpCrX03LkZb3cjlcho2bOjuMARBqIDZs2dz8OBBANLT0/n444+LLavRaJgwYQLLly8nMDCQoUOHVvj6Wvn1Vj0ZMqfH7vLepkx2XjKhlMObd/nRJuJ6l3OLFi1o0aJFmev894zhGx3JOUKBVECcV1y1/cIv1C4iAaxCarWatm3bsnHjRgYNGuR4fuPGjdx7771ujMyZxmrl0z/+AEni7qioapucCsKtLCcnh82bNxMUFFThSVjZ2dlFHhena9eupW75Ko3eAb25mH+Rk3kn6e7X/aaTQfKt+Sy7sgyDxcADwQ9QR1u2HVNKw5BvY8uFLE7knsBkMzFrvxdLI+50+XWuWZm8kmVXlgHQN6AvYyLHVNq1BKG0RAJYxSZMmMCwYcNo164d8fHxLFy4kAsXLjB69Gh3h3adJBGSlweA3seHdu3auTkgQahdJEnitddec6ynN3bsWO6+++5y1/fUU08xY8YMrFYrTz/9tKvCLDWFTMGoyFGlKrvo8iLWpa8D4FDOIf7T9D/lvm7CZRNzt2ehksOLXX2JCbTP3NWpZBgV58iz2T/njkvryShoiZ/K72bVldtWw1anY5EACtWBSACr2EMPPURaWhpvv/02SUlJNG/enJ9//pmoqCh3h1YkX19fp31RBUGofDk5OY7kD+DgwYMVSgBbtWrF8uXLi3197969nDlzhs6dOxMeHl7u65TX3kQTSdlWutTTcrXgquP5tII0bJINuax8exbM3Z5FSo4VgIU7s/iwr302s1IhY0iXRBYdOoZGm0N46HnUcvXNqqqQ5rrmnMs/B0AznRgfKFQPIgF0g7FjxzJ27Fh3h1Eq5d1vVBCE8vPy8iIuLo4DBw4gk8mIj48vslxqaiqnTp2iUaNG5f6itmvXLt5++20AVq9ezeeff+60O0pl23Q6j1l/GQBYe9TI6O73c8R4hDxbHo+GPlru5A/gxq2GlXLncXdPRd2HTfUFSSYLg4JfQaco37qHpTEyYiSxnrFYJAt3+t1ZadcRhLIQCaBwU2Vd/0sQhIq7tmvJvn37CAwMpH79+oXKJCUl8cILL2A0GvH19eWTTz7B39+/zNc6duyY4zg7O5vLly+7bF/jzMxMtFotWu31SR82ycbx3OP4Kf0I1YRyMNnseC0xy0qEvAlLmy2lQCqocFI2oYuehbuyUcllPBPv4/SaVqHl2TrPVqj+0pLJZHTz71Yl1xKE0hJ7AQs3Va9ePXeHIAi1kkqlokOHDkUmfwD79+/HaDQC9kTryJEjRZYrSefOnR0JWnR0NNHR0eUL+F+++uorhg0bxmOPPcahQ4ccz7979l1eOvUSY46PYVfWLuLrarjWONc4SEWApxy1XO2SFrnYIDUf9Q1geh9/IvWivUMQbiTeEcJNVdexiYJwq/vtt98cu3G89NJLBAYGOr3euHFjVCoVBQUFaLXacu/X3aBBAxYsWMDly5eJjY0ttPdteZjNZn744QcA8vLy+O9//0vz5s0xWAzsyt4FgEWy8EfGH0yKas+c/gFcybHSKkyDXC6WSBGEqiASQKEwmYxzOh0Wi4WAf/3REQSh8uXn5zN37lysViupqaksX7680G4c9erVY+bMmRw5coS4uDjCwsLKfb08rzxSI1MJl4ejpeJr9KlUKgICAkhNTQUgNDQUAG+FN2HqMJLMSQCOxaCj/FRE+amKrkwQhEohEkChEJNCwWNt2pCXl8daF3UHCYJQejKZDLlcjtVqn8GqUCiKLOeKLtuzeWeZeHIiZsmMXqlnTuwc/FVlH0t4I5lMxjvvvMPq1avx8/PjoYceAkAuk/N+w/f5Nf1XgtXBVT4h4lzeOaafm062NZunw58W4/IqaPv5fNafzKWen4phrb1QiNbbGkUkgEKR8vPz0el05RpULghCxWg0GiZOnMjy5csJDg52yW4cxTmQcwCzZJ+IYbAYOJ13usIJIEBkZGSRewj7q/x5MOTBCtdfHl8nfc1l82UAPr30KXf63VkrduVIybGy5VweUb4q2kVqSj6hFFKNVj7YnInVBnsSzfh7yBnQtPJmUguuJxJAoUj5+fk0bdrUJeOBBEEou86dO9O5c+dKv06cVxxqmdrRAtjQ49bd+lGr0Dod14bkL9dsY9LPaaTn2QB45Q5fbqtX8W7+HLMNq+36Y0O+rfjCQrUkEkChEI3Vyg/Hj+OTlAS5ueDp6e6QBEGoJNEe0cyOnc2p3FO08GpRabthVAcjwkdQYCsgy5rF46GPuzucKpFitDqSP4BjV80uSQDr+anoE+vB+pN5RPoouaex+DtR04gEUChMkogxmyE1FSTJ3dEIgnATBoOBY8eOUb9+fYKCgspVRx1tnUrZc7e68Vf583r06+4Oo0pF+iiJCVBxMq0AtQI6R1U8+bvmmXg9ozv6iLF/NZRIAIVCJJH0CUKNYDAYeO6550hPT0en0zFz5kyxe081dzL3JN8kfYOX0ouR4SPxVfk6XjNajWxI24CP0oe7/O5ySRe1UiFjeh9/jqaYCfdREuxV9ISi8hLJX80lEkChkGszDwVBqN6OHj1Keno6AEajkYSEBJEAVnPvnn2XdEu64/FLUS85jiefmczx3OMAJJuTeTT0UZdcU6OU0SrcNZM/hFuH2AlEKMRsNpdcSBAEt2vQoAGe/4zRVSqVNG7cuNx1HTp0iOHDh/PEE0+QkJDgoghvPUajkaVLl/LNN984dmIp0/nW6+fkWHIcx5IkcSL3hOPxMaN9i75DOYcYfWw0Y4+N5WTuyQpELgjORAIoFHLlyhV3hyAIQikEBQUxc+ZMRo0axUcffVTu3UAAFi5cSGpqKmlpaSxYsMCFUd5aPv74Y1atWsW3337LzJkzy3z+mMgxaGQaAlQBDAsb5nheJpM51kWUIaObn32NwrkX55JoSuSi6SILLon/L4LriC5goRAxBlAQao7IyEgiIyMrXM+1/YD/fSw4u3DhQpHHpdXdvzvd/btjtUks3pPNorQ0ejT0oEdDT16o8wK9/XvjrfSmrrYuAArZ9TF7Nx4LQkWJFkChMJmM7IAAiIqCWrBOliAI8Nxzz9GqVSvi4uJ44YUX3B1OtTVw4EBkMhkymYx777233PWsP5HHj0dyOXylgDnbskg0WJDJZDTzakYdzfUZ2S/UfYEYjxgaezZmXOQ4V9yCIACiBVAoQr5cznczZvDkk0+6OxRBEKpIZGQk77zzjrvDqPb69u1Lhw4dkCSp3MvuABgLrq/NJ0mQWyBxKf8SU85OIa0gjaGhQxkcPJgYzxhmxc5yReiC4ES0AAqFSJIkdgARBEEoRmBgYIWSP4C7Yz1pEqxCKYe+jTyJCVTxbcq3XDFfwSJZ+CrpK3KtuS6KWBAKEy2AgpO8vDyUSiX16tVzdyiCIAg11v7s/ZzLP8dt+tsIVAcWet1LI2fG3QFOz3krvB3HWrkWlUxV6XEKtZdIAAUHm83GxYsX6dK2LZ3Hj7eP/9u8GTw83B2aIAhCjfG34W/ePfcuAGuurmF+o/l4KkreKu3R0EfJs+Vx1XyVB0MeRCUXCaBQeUQCKDjk5ubi5eXFiy+8gLxDB/uTNrHBtyAINUt+fj6LFy/mypUr3HfffcTFxVXp9Q8bDzuO0wrSuGK+QrRHdInneSo8ea7Oc2W6lsFi4I+MPwhRh9BJ36nMsQq1l0gABQer1YpCoSAgIKDkwoIgCNXUypUr+fnnnwE4fPgw33zzTZUubdPJpxP/S/0fBVIB0dpoIjSVszuLVbLy8qmXSTQlAvBM5DP0CehTKdcSbj0iARQcsrKyqFOnDoGBhcerCIJQtYxGI1u3biUwMJA2bdq4O5waJSsry3Gcn5+P2Wyu0gSwqVdTPm30KZdNl2mma4ZaXjmT6rIsWY7kD+CI8YhIAIVSEwmg4JCfn89dd92FQiEWGxUEd5Ikiddee40zZ84A8Mwzz9Cnj/jDXlqDBw9m//79pKam8vDDD+Pj41PlMYRpwgjThFXqNXyVvsR5xXEg5wBy5Nymv61SryfcWkQCKAD2CSAymUzM/hWEaiAnJ8eR/AEcOHBAJIBlEBERwaJFi7DZbMjlt+5qZzKZjKnRUzmQc4AgdRB1tHVKPkkQ/nHrvjOEMklNTcXPz4/27du7OxRBqPW8vLxo3rw5YP8j37FjRzdHVDPdysnfNUq5kjY+bUTyJ5SZaAEUAPv6f61bt7bvKWo0ghgHKAhuI5PJeOutt/juu++Ijo6ma9eu7g6J07mn+eTiJ1gkC+Mix9HUq6m7Q3KrC5kWPvgzkxyTjac7+NClntg/WahZRAIoAGA2m4mKirI/0Ong6lX3BiQItdwHH3zAnj17kMvlKJVK4uPj3RrPgsQFnM0/C8CcS3P4rPFnbo3H3ZbsyeZCpgWAT7YauC1Kg6yCe6dnm2ycy7BQz0+Jt+bWb70U3Ev8hgkYjUaUSqXo/hWEMpg/fz7R0dFotVratm3Lli1bXFZ3dnY2e/bsAezjc11Zd2WSJMndIVQZ1Q1z5dQKWYWTv/RcK+N+TOW19ek8+1Mq6bnWCkYoCDcnEkCB9PR0GjVqxN133+3uUAShRli1ahXjx4/n9ddfZ9++fXTt2pW7776bCxcuuKR+Ly8v6tS5PqarSZMmLqm3Ip6JfIYYjxiitdGMrzPe6bXk5GRGjRrFwIEDWbZsmXsCrGJPt/ehbYSa2EAVr9zpW+H69l02k55nX3g/LdfG/iRzhesUhJsRXcACJpOJ2NhYlMp/fh3y8uBaMvjLL2IrOEH4l1mzZvHUU08xYsQIAGbPns369etZsGAB06dPr3D9MpmMsS+8zJvvf0J0VF369+9f4TrB3kL3008/sXXrVvr06UOXO7uwMX0jcuT09O+JUm7/DEgxp7Alcwt1tXVp72PvGQiyBnH7kdvR6/U0im3kVO+aNWu4fPkyALPmzWJ7+naG3DeEVn6t2LhxIzqdjtCOoRzLPUY7n3bU86jH7t27OX/+PF26dCEkJKRM93Hh0gUWblxIUFQQo+8cjUauKbLcVfNV1lxdQ6oplSBNEEHqIHr49cBL6YXFZuG5489xpeAK0xpMo5GuUZF1FCdddprmLQ7Q0rslMZ7XF8/fmrmVS6ZLZBVk8UfmHzTRNaGDTweMViM9/HvgrfQuVFeqOZUT0nayrQ3xVviRbc3guLSTZuZOBKuDyxRXUc7nnWdX1i4a6xrT3Ku502sGi4Hf038nQBXA7X63O5632Cz8mvErBbYCegf0rrS1DIuyLXMbSeYk7vS7kwCV2JigsogEUAAgLOyG9apsNvjzz+vHgiA4mM1m9uzZwyuvvOL0fK9evdi2bVuR55hMJkwmk+PxjQsVF8Vms/HQs5NJTb7Mtj2H0PqHMW3cQxWOffny5bzyyiuYzWa+++47erzXg+RmyQAczz3O+LrjybXmMunkJNIt6QC8HPUyXXy78Oabb3Lq1CnA3uL3yCOPOOr19rYnNZcuX+LYhWNcXHWR//vr/7gr4i5STqaQY80hs1MmkfdGsiplFY+nPc7nMz8H4Mcff2TBggXodLpS3YPBYGDwuMFcyLC3th7NPspn9xYej5hvzWf8ifH8kfkHOZYc5DI5zXXN2ZyxmVmxs+i7vy9/Ztg/57ZkbuFSl0ulTnLO5Z3j5VMvY5EsqK6o+CT2E+po6/Bz6s8sSFzAidwTnM87j4SEXCbHV+lLO592/J7xO3MbzXWqy2QzMenUJFILUpHFBONv7kWOegP/Z0xhx6nVfNboM7SK8k8wSTWnMunUJPJseciQ8X6D9x0TeCRJ4tVTr3LRdBGwb1s3KHgQAJ8nfs669HUA7M/ZzxvRb5Q7hrLYkLaBuZfsP6OfU3/ms8afiT2RK4noAhaQyWSo1VX37U4QarLU1FSsVmuhVquQkBCSk5OLPGf69Ono9XrHvxu7d4uSnJ5NavJlx+OEQ8cqHjiwb98+zGZ712Jubi4HDh1wvHY89zhgb/27lvwBHDMeOjFvTAAAKfBJREFUw2KxOJI/gOPHjzvV+8ADD9C3b1+UOiUedTyQKWTkJuey//B+AHKsOWSfzwYg35bP34f/dpybkZHB1TJMOrt8+TKphlTH4wPHDxRZLq0gjURTIhabBYtkwSpZMVqNnMw7iVWyctx4/R6yrdkkmZJKHcOpvFNYJPsEkAKpgDN59jUbj+Xa/z/lWHIokAqQkLBIFnKsOQCcyz+HyWZyqiutII3UAvv9ePmkUBDyI14+KYVeK6/z+efJs+UBICFxIu+E47VcW64j+YPrvwM33su/jyvbjddKKUgh05JZZdeubUQCWMtZLBZsNpvjG7wgCKXz70H/kiQVOxHg1VdfxWAwOP5dvHixyHLXhAfqadrSvv2bXC7nvj53uiTme+65x/FeDwwMpH/3613L3fy6ARCpiSTGIwYAtUzNbb63oVQqHUvRyGQy7rjjDqd6NRoNY8aM4YN3P0DvpwcgOC6Y/r3s9fsqfYlsHwlAqDqUgXcMdHzpbNiwIRERpd8rNzo6msbRjQFQqBX069KvyHIh6hBae7fGQ+GBRq5BI9fgp/Ljdt/bUcgU9A3oiwz7/6+6mrrU0ZR+Hb1WXq3wVfoC4K/0p4VXCwC6+nZFgYJAVSA6uQ4ZMjQyDUGqIADi9fGFuqtD1CE08bSP8VTKlAwOGoxKZm/xauTZiFB1aKnjKkpjXWPC1PYeHp1cR3vv65P9dIrrj+XIud33ehfwtd+Hfx9Xtq6+XVHK7J2TzXXNRRdwJZJJtWnalotlZWWh1+sxGAwu22po6tSprFixgpiYGJfUdzM2m41Tp07RsGFDvvjiC8LDw+0vGI3g5WU/zsmxLwsjCNVQZbwHS2I2m/H09OS7775j0KBBjueff/55EhIS+PPa8ImbKE3c5gILP21OoF54EO2aRLks/tOnT5OQkEB8fDzh4eEcNx5HLpMT43n9M8dsM3PUeJQwTZhjDJokSRw+fBgfHx/q1q1bbP0nz59kf9J+7mh9B4HqQI4cOYJOp0Mfoed8/nliPGPQKXSkpKSQlJRE48aN0WiKHsNXnPz8fH5N+BX/MH86R3UutpzZZmZ/9n6yLFn4q/xRyVU00zVzJOqrr6zmUv4lRkaMRKssWzerwWLgbN5ZGng0cBrXl5ifSFpBGhISu7N2U8+jHrGesWRaMmmma4ZcVrjdxWwzc8x4jGB1MKGaUK6YrpBsTqaJrolLxt4ZrUZO5p6krrYu/ip/p9eskpXDOYfxV/kTqY10eu1U7ikKpAKa6Kp2ElKSKYmr5qs00TWptO5fd3x2VDciAayAmp4ApqWlYbVaWbZsGQ0bNrz+gkgAhRrCXR/iHTt2pG3btsyfP9/xXNOmTbn33ntLNQlE/PERBPcS70ExCaRWMxqNNGjQwDn5EwShRBMmTGDYsGG0a9eO+Ph4Fi5cyIULFxg9erS7QxMEQSgVkQDWUhaLBZPJRL9+RY+fwdOzagMShBrkoYceIi0tjbfffpukpCSaN2/Ozz//fH03HUEQhGpOJIC1lMFgwM/PjwEDBhR+UaezdwMLglCssWPHMnbsWHeHIQiCUC5iFnAtlZubS506dQgMDHR3KIIgCIIgVDHRAlgN5ebmkpOTU2n15+TkkJeXR8eOHSvtGoIgCIIgVF8iAaxmPD09CQoKKnGngIpeY8iQIQwfPrzoAvn5MHiw/fiHH0Bb/lXoBUEQBEGofkQCWM08++yzPPDAA5V6DR8fH/z9/YsvYLXCzz9fPxYEQRAE4ZYiEsBqRqvVUq9ePXeHIQiCIAjCLUxMAhEEQRAEQahlRAIoCIIgCIJQy4gEUBAEQRAEoZYRCaAgCIIgCEItIyaBVIAkSQCVumSLW9y4C0hWlpgJLFRb1957196LNcUt+9khCDVETf3scCWRAFZAWloaAHXq1HFzJJUoPNzdEQhCidLS0tDr9e4Oo9Sys7OBW/yzQxBqgOzs7Br12eFKIgGsgGtr6V24cMElv0BZWVnUqVOHixcv4uPjU+H6KoOI0TVEjK5hMBioW7fuzde1rIbCw8O5ePEi3t7eyGSyYsvVhP8HZSXuqWa41e7p3/cjSRLZ2dmE1+JGDpEAVoBcbh9CqdfrXfoG8fHxqfZvOBGja4gYXePae7GmkMvlREZGlrp8Tfh/UFbinmqGW+2ebryf2tryd03N+tQUBEEQBEEQKkwkgIIgCIIgCLWMSAArQKPRMHnyZDQaTbWsrzKIGF1DxOgaNSHGirgV70/cU81wq93TrXY/riCTavMcaEEQBEEQhFpItAAKgiAIgiDUMiIBFARBEARBqGVEAigIgiAIglDLiARQEARBEAShlhEJYBllZGQwbNgw9Ho9er2eYcOGkZmZedNzVq9eTe/evQkMDEQmkxEREYFWq6Vt27Zs2bLlpuf++eeftG3bFq1WS/369fnss89ceDdFmz9/PtHR0aWKcfXq1fTs2ZOgoCB8fHyIj49n/fr11SrGG23duhWlUkmrVq0qN0DKHqPJZOL1118nKioKjUZDgwYN+M9//lOtYly2bBktW7bE09OTsLAwhg8f7tgSsTJs3ryZ/v37Ex4ejkwm47///W+J57jjPVMZyvs7XtmmT59O+/bt8fb2Jjg4mIEDB3L8+HGnMpIkMWXKFMLDw/Hw8ODOO+/k8OHDTmVMJhPPPvssgYGB6HQ6BgwYwKVLl5zKlOfz1hWmT5+OTCZj/PjxNfqeEhMTGTp0KAEBAXh6etKqVSv27NlTY+/JYrHwxhtvEB0djYeHB/Xr1+ftt9/GZrPV2HtyK0kokz59+kjNmzeXtm3bJm3btk1q3ry51K9fv5ue8/XXX0tTp06VRo4cKQHSm2++KR05ckR6/vnnJZ1OJ50/f77I886cOSN5enpKzz//vHTkyBHpiy++kFQqlfT9999Xxq1JkiRJK1eulFQqlfTFF1+UKsbnn39e+uCDD6SdO3dKJ06ckF599VVJpVJJe/furTYxXpOZmSnVr19f6tWrl9SyZctKi6+8MQ4YMEDq2LGjtHHjRuns2bPS33//LW3durXaxLhlyxZJLpdLn3zyiXTmzBlpy5YtUrNmzaSBAwdWWow///yz9Prrr0s//PCDBEhr1qy5aXl3vGcqQ3l/x6tC7969pcWLF0uHDh2SEhISpHvuuUeqW7eulJOT4yjz/vvvS97e3tIPP/wgHTx4UHrooYeksLAwKSsry1Fm9OjRUkREhLRx40Zp7969Urdu3aSWLVtKFovFUaY8n7cVtXPnTqlevXpSXFyc9Pzzz9fYe0pPT5eioqKkJ554Qvr777+ls2fPSr/++qt06tSpGntP7777rhQQECD973//k86ePSt99913kpeXlzR79uwae0/uJBLAMjhy5IgESDt27HA8t337dgmQjh07VuL5LVu2lABp3759jucaN24svfLKK0WWf+mll6TGjRs7PTdq1CipU6dO5buBUujQoYM0evRop+duFmNRmjZtKk2dOtXVoTmUN8aHHnpIeuONN6TJkydXegJY1hh/+eUXSa/XS2lpaZUa143KGuOHH34o1a9f3+m5OXPmSJGRkZUW441KkwC64z1TGVzxPqwqKSkpEiD9+eefkiRJks1mk0JDQ6X333/fUSY/P1/S6/XSZ599JkmS/cuYSqWSVq5c6SiTmJgoyeVyad26dZIkVfzztjyys7OlmJgYaePGjdIdd9zhSABr4j29/PLLUpcuXYp9vSbe0z333CM9+eSTTs/dd9990tChQ2vsPbmT6AIug+3bt6PX6+nYsaPjuU6dOqHX69m2bdtNzzWbzRw6dKjQ87169Sr23O3bt9OrVy+n53r37s3u3bspKCgoxx3cnNlsZs+ePYWuebMY/81ms5GdnY2/v7/L44Pyx7h48WJOnz7N5MmTKyWuG5Unxp9++ol27doxY8YMIiIiiI2NZeLEieTl5VWbGDt37sylS5f4+eefkSSJK1eu8P3333PPPfdUSozlUdXvmcrgivdhVTIYDACO9/zZs2dJTk52il+j0XDHHXc44t+zZw8FBQVOZcLDw2nevLmjTEU+b8vrmWee4Z577qFHjx5Oz9fEe7r2mfLAAw8QHBxM69at+eKLL2r0PXXp0oXffvuNEydOALB//37++usv+vbtW2PvyZ2U7g6gJklOTiY4OLjQ88HBwSQnJ9/03NTUVKxWa6HnQ0JCij03OTmZkJCQQuUtFgupqamEhYWVIfqSXYuxqGuWdH/XzJw5E6PRyIMPPujS2K4pT4wnT57klVdeYcuWLSiVlf8rX54Yz5w5w19//YVWq2XNmjWkpqYyduxY0tPTK2UcYHli7Ny5M8uWLeOhhx4iPz8fi8XCgAEDmDt3rsvjK6+qfs9UBle8D6uKJElMmDCBLl260Lx5cwBHjEXFf/78eUcZtVqNn59foTLXzq/I5215rFy5kr1797Jr165Cr9XEezpz5gwLFixgwoQJvPbaa+zcuZPnnnsOjUbDY489ViPv6eWXX8ZgMNC4cWMUCgVWq5X33nuPRx55xBFLTbsndxItgMCUKVOQyWQ3/bd7924AZDJZofMlSSry+dIo6dx/vyb9s3FLea9XGkVdszTXW7FiBVOmTGHVqlVFvnlcqbQxWq1WhgwZwtSpU4mNja3UmP6tLD9Hm82GTCZj2bJldOjQgb59+zJr1iyWLFlSaa2AZY3xyJEjPPfcc7z11lvs2bOHdevWcfbsWUaPHl1p8ZWHO94zlaG878OqNG7cOA4cOMCKFSsKvVae+P9dxtWft8W5ePEizz//PEuXLkWr1RZbribdk81mo02bNkybNo3WrVszatQonn76aRYsWOBUribd06pVq1i6dCnLly9n7969fPXVV3z00Ud89dVXTuVq0j25k2gBxP4h9vDDD9+0TL169Thw4ABXrlwp9NrVq1cLfeP4t8DAQMc3lhulpKQUe25oaGihbxspKSkolUoCAgJuer3yuBZjUdcs6f5WrVrFU089xXfffVeo+8SdMWZnZ7N792727dvHuHHjAPsHoyRJKJVKNmzYwF133eXWGAHCwsKIiIhAr9c7nmvSpAmSJHHp0iViYmLcHuP06dO57bbbmDRpEgBxcXHodDq6du3Ku+++Wy1a16r6PVMZKvI+rErPPvssP/30E5s3byYyMtLxfGhoKGBvRbnxd+LG+ENDQzGbzWRkZDi1xKSkpNC5c2dHmfJ+3pbVnj17SElJoW3bto7nrFYrmzdvZt68eY5ZzjXpnsLCwmjatKnTc02aNOGHH35wxFLT7mnSpEm88sorjr/XLVq04Pz580yfPp3HH3+8Rt6TO4kWQOwfuI0bN77pP61WS3x8PAaDgZ07dzrO/fvvvzEYDI5fnOKo1WpHF8mNNm7cWOy58fHxbNy40em5DRs20K5dO1QqVTnu9ObUajVt27YtdM2bxQj2lr8nnniC5cuXV/p4sLLG6OPjw8GDB0lISHD8Gz16NI0aNSIhIcFpjIe7YgS47bbbuHz5Mjk5OY7nTpw4gVwud/rj6s4Yc3NzkcudPzIUCgVwvZXN3ar6PVMZyvs+rCqSJDFu3DhWr17N77//TnR0tNPr0dHRhIaGOsVvNpv5888/HfG3bdsWlUrlVCYpKYlDhw45ylTk87asunfvXuhzol27djz66KMkJCRQv379GndPt912W6HleU6cOEFUVBRQM/8/FfcZdG0ZmJp4T25VRZNNbhl9+vSR4uLipO3bt0vbt2+XWrRoUWhqeKNGjaTVq1c7HqelpUn79u2TXn75ZQmQRo0aJf3www/S008/Lel0OuncuXOSJEnSK6+8Ig0bNsxx3rUlLV544QXpyJEj0qJFi6psGZhFixZJR44ckcaPH3/TGJcvXy4plUrp008/lZKSkhz/MjMzq02M/1YVs4DLGmN2drYUGRkp3X///dLhw4elP//8U4qJiZFGjBhRbWJcvHixpFQqpfnz50unT5+W/vrrL6ldu3ZShw4dKi3G7Oxsad++fdK+ffskQJo1a5a0b98+x3Io1eE9UxlK+n/jTmPGjJH0er30xx9/OL3nc3NzHWXef/99Sa/XS6tXr5YOHjwoPfLII0UuxREZ+f/tnXlUVEf2x78o0DTdtAKiILaNK7ihohM1BHFj0YliHJUoGjlRE6MyTJxRJzEKjtGJ4yg6xmPUKC7RCRp0jnFfUdzXVhSkZRMXjIIaxCCK/f39wen3o6EbGtxDfc7xSFfVq3vrVtV9t19X1WvEffv28dy5c+zVq5fJozgq87cvi9K7gN/GNp06dYrW1tacPXs2r169yvXr19Pe3p4//PDDW9umUaNG0d3dXToGZvPmzaxXrx6nTJny1rbpdSICwCqSl5fHsLAwOjg40MHBgWFhYbx//75RGQCMjY2VPsfGxhJAuX9ubm7S0QlkyeD29/c3qishIYEdO3akra0tPTw8uHTp0pfYuhKWLFlCjUZDW1tb+vj4VKijv7+/ybaNGjXqjdGxLK8iAKyOjikpKezTpw/lcjkbNWrESZMmGd1U3wQd//Of/7B169aUy+V0c3NjWFgYb9y48dL0O3jwYIXj602ZMy+DivrmdWKqP8r6PL1ez6ioKLq6ulImk7F79+5MSkoyqqewsJATJ06kk5MT5XI533//fWZnZxuVscTfvizKBoBvY5t+/vlntm3bljKZjF5eXly+fLlR/tvWpvz8fEZGRrJx48a0s7Nj06ZNOW3aNBYVFb21bXqdWJFvyG83AoFAIBAIBIJXglgDKBAIBAKBQFDDEAGgQCAQCAQCQQ1DBIACgUAgEAgENQwRAAoEAoFAIBDUMEQAKBAIBAKBQFDDEAGgQCAQCAQCQQ1DBIACgUAgEAgENQwRAL4CsrKyYGVlBa1W+8pkrl69GnXr1pU+R0dHo0OHDtLn8PBwDBw48JXp83snOjoaDRo0gJWVFf73v/+ZTKuKzV/HmHmRJCQkwMrKCg8ePHjdqggEVcLUXH7Z8kr75reN27dvIyAgAAqFwuieI3jzEQHgc2JlZVXhv/Dw8NeiV2hoKHQ63WuRXRXMBTpvU4CakpKCmTNnYtmyZcjJyUHfvn1Npi1atAirV6+2qE61Wo2cnByT749+Hl7VTU1QMeHh4Sb9RVpa2gupv+wXQIFlmJq3L5JXOf82b96MoKAg1KtXr1pfJj08PLBw4cJKy8XExCAnJwdarfaF3nMslS+oPtavW4G3nZycHOnvuLg4zJgxw+gF3HK5HPfv33/lesnlcsjl8lcutyaSnp4OAAgJCYGVlZXZNJlMZnGdtWvXhqur6wvWVPAmERwcjNjYWKM0FxeX16SNeZ4+fQobG5vXrcYrwdS8rQ5vgs0ePXoEX19fDBkyBGPHjn1pctLT09GpUye0aNHipcl4Hp48eQJbW9vXrcabyet+F93vidjYWNapU6dcemZmJgEwPj6ePXr0oFwup7e3N48dO2ZU7ujRo/Tz86OdnR0bNWrEiIgIFhQUmJWn1WrZo0cPKpVKOjg40MfHh6dPnzapS9n3344aNYohISGcN28eXV1d6eTkxPHjx/PJkydSmXv37nHkyJGsW7cu5XI5g4ODqdPpzNZJkjExMdRoNEZpq1atopeXF2UyGT09PblkyRIpD2XeJ+rv78+oqKhy6QcPHiRJ3rhxg0OHDmXdunXp5OTEAQMGMDMz06yNSPLSpUvs168fHRwcqFQq+d577zEtLY0k+ezZM86cOZPu7u60tbVl+/btuXPnTqPrK5JpSldTaaVtbuDZs2f85ptv2KxZM9ra2lKtVvPrr78m+f9j5vz581L5y5cvs2/fvlQoFKxfvz5HjBjBu3fvSvn+/v6MiIjg5MmT6ejoyAYNGjAqKkrK12g0RjqV7ScDXbt25dSpU43S7ty5Q2trax44cIAkuW7dOnbq1IlKpZINGjTgsGHD+Msvv0jlDe/wNbw780WMlaKiIk6YMEF6x6dGo+GcOXNMtuFNp+xYKMvWrVvp4+NDmUzGJk2aMDo6mk+fPpXy58+fz7Zt29Le3p6NGjXiZ599xocPH5I0/f5kwzgAwC1bthjJqlOnjvQeX8O4i4uLo7+/P2UyGVetWkWy4r4xxaZNm9i2bVva2dnRycmJvXv3lvyZof3R0dF0cXGhg4MDP/nkE6N3uu7cuZO+vr6sU6cOnZyc+Mc//lGatwauX7/O0NBQOjo60t7enp06deKJEycstmNpzM3bynxERTYrjbn5Z5gba9eupUajoUqlYmhoKPPz86Vr9Xo9586dyyZNmtDOzo7e3t7ctGlThfYvq19pX1K6zWq1mra2tnRzc2NERARJ0+94N0XZNhne0f3gwQOOHTtW6tuePXtSq9VK16WlpXHAgAGsX78+FQoFO3fuzL1790r55uRb4kcMY2vOnDl0c3OT8qpz7/i9IwLAF0hlAaCXlxe3bdvG1NRUDh48mBqNRnJGFy9epFKpZExMDHU6HY8ePcqOHTsyPDzcrLw2bdpwxIgRTElJoU6n48aNG6VJZkkAqFKpOG7cOKakpPDnn3+mvb290cvCBwwYwFatWvHw4cPUarUMCgpi8+bNpSDRksm4fPlyurm5MT4+nhkZGYyPj6eTkxNXr15Nkjx16hQBcN++fczJyWFeXh4fPnzIoUOHMjg4mDk5OczJyWFRUREfPXrEFi1a8OOPP+bFixeZnJzM4cOH09PT0+jGUZobN27QycmJgwYN4unTp5mamspVq1bxypUrJMkFCxZQpVLxv//9L69cucIpU6bQxsZGCnQrk/nw4UPGxsYSgKSrqTSDzUvf9KdMmUJHR0euXr2aaWlpTExM5IoVK4zGjMFp37p1i/Xq1eMXX3zBlJQUnjt3jgEBAezZs6dUn7+/P1UqFaOjo6nT6bhmzRpaWVlxz549JEuCOACMjY1lTk4O79y5Y9JmixcvZuPGjanX643S3N3d+ezZM5LkypUruWPHDqanp/P48ePs2rUr+/btK5WvTgBY2ViZN28e1Wo1Dx8+zKysLCYmJnLDhg0m2/CmU1EAuGvXLqpUKq5evZrp6encs2cPPTw8GB0dLZWJiYnhgQMHmJGRwf3799PT05OfffYZyZJAeeHChVSpVEZjkrQ8APTw8JD64ebNm5X2TVlu3bpFa2trLliwgJmZmbx48SKXLFki6TFq1CgqlUqGhoby0qVL3LZtG11cXPjll19Kdfz000+Mj4+nTqfj+fPn2b9/f7Zr104agw8fPmTTpk3p5+fHxMREXr16lXFxcdIXa0vsWBpz87YyH2HOZmUxN/+ioqKoVCo5aNAgJiUl8fDhw3R1dTWyxZdffkkvLy/u2rWL6enpjI2NpUwmY0JCgsm2lMZcALhp0yaqVCru2LGD165d48mTJyX/n5eXx0aNGvEf//iHkS1MtSk4OJhDhw5lTk4OHzx4QL1eT19fX/bv35+nT5+mTqfjX//6Vzo7OzMvL49kycOL7777jhcvXqROp+O0adNoZ2fHa9euVSjf0gBQqVRy5MiRvHTpEpOSkqp176gJiADwBVJZAPj9999LaZcvXyYApqSkkCRHjhzJTz75xOi6xMRE1qpVi4WFhSblOTg4mHXAlgSAGo2GxcXFUtqQIUMYGhpKktTpdATAo0ePSvm5ubmUy+XcuHGjyTrJ8pNRrVaXu0nPmjWL3bp1I2neOZm6Qa5cuZKenp5GgUlRURHlcjl3795t0g5ffPEFmzRpYvRkszQNGzbk7NmzjdL+8Ic/cPz48RbL3LJlS7lvyKbSSrcpPz+fMplMCvjKUtYu06dPZ2BgoFGZ69evEwBTU1NJlgSA7733Xrm2lH6aZyoAKIvhad/hw4eltG7dunHy5MlmrzEE8mWfQlUlAKxsrERERLBXr15GffG2MmrUKNauXZsKhUL6N3jwYJKkn59fuSeb69ato5ubm9n6Nm7cSGdnZ+mzOV9kaQC4cOFCozKV9U1Zzp49SwDMysoymT9q1Cg6OTnx0aNHUtrSpUupVCqlAK8shgAqKSmJJLls2TI6ODhIQUVZqmNHU/O2Mh9hzmamMGX/qKgo2tvbGz3xmzx5Mrt06UKSLCgooJ2dXblfjEaPHs1hw4ZVKtOcj50/fz5btmxp1jdqNBrGxMRUWn9ISIj05I8k9+/fT5VKxcePHxuVa9asGZctW2a2ntatW3Px4sUVyrc0AGzQoIFRYFede0dNQKwBfIV4e3tLf7u5uQEA7ty5Ay8vL5w9exZpaWlYv369VIYk9Ho9MjMz0apVq3L1TZo0CWPGjMG6devQp08fDBkyBM2aNbNYnzZt2qB27dpGOiUlJQEoWQxtbW2NLl26SPnOzs7w9PRESkqKRfXfvXsX169fx+jRo43WoBQXF6NOnToW62nAYCMHBwej9MePH0trd8qi1Wrh5+dncj1Ofn4+bt26BV9fX6N0X19fXLhwodoyLSElJQVFRUXo3bu3ReXPnj2LgwcPQqlUlstLT09Hy5YtARiPMaCkT+/cuVMl3VxcXBAQEID169fDz88PmZmZOH78OJYuXSqVOX/+PKKjo6HVanHv3j3o9XoAQHZ2Nlq3bl0leYBlYyU8PBwBAQHw9PREcHAw3n//fQQGBlZZ1ptCz549jWyqUCgAlPT16dOnMXv2bCnv2bNnePz4MX777TfY29vj4MGDmDNnDpKTk5Gfn4/i4mI8fvwYjx49kup5Hjp37iz9XZ153L59e/Tu3Rvt2rVDUFAQAgMDMXjwYDg6OhqVsbe3lz5369YNBQUFuH79OjQaDdLT0zF9+nScOHECubm5RmOsbdu20Gq16NixI5ycnEzqYIkdK8MSH2GgtM2qioeHh5GPKT1vk5OT8fjxYwQEBBhd8+TJE3Ts2LHaMocMGYKFCxeiadOmCA4ORr9+/dC/f39YWz9fWHD27FkUFBTA2dnZKL2wsFDymY8ePcLMmTOxbds23Lp1C8XFxSgsLER2dvZzyTbQrl07o3V/L8uPv+2IAPAVUjoIMSwwNjg1vV6PTz/9FH/+85/LXde4cWOT9UVHR2P48OHYvn07du7ciaioKPz444/44IMPqqyPQSeDPiRNXkNS0r1WrVrlyj19+lT621DXihUrjAJJAEaBp6Xo9Xp06tTJKEg2YG7xvCUbYcou9i7dxurItISqbtDR6/Xo378/5s6dWy7P8GUCqLhPq0JYWBgiIyOxePFibNiwAW3atEH79u0BlDjvwMBABAYG4ocffoCLiwuys7MRFBSEJ0+emKzvRYwVHx8fZGZmYufOndi3bx+GDh2KPn364Keffqpy+94EFAoFmjdvXi5dr9dj5syZGDRoULk8Ozs7XLt2Df369cO4ceMwa9YsODk54ciRIxg9erSRTU1hZWVVYT+U1q20PkDV5nHt2rWxd+9eHDt2DHv27MHixYsxbdo0nDx5Ek2aNKlURwDo378/1Go1VqxYgYYNG0Kv16Nt27bSGKtsDlVmx6pQkY8w8DyBd0Xz1vD/9u3b4e7ublSuKhvLyqJWq5Gamoq9e/di3759GD9+PObNm4dDhw491wYWvV4PNzc3JCQklMsz7EyfPHkydu/ejX//+99o3rw55HI5Bg8ebNZ/GKjMjxgo2xcvy4+/7YgA8A3Bx8cHly9fNnlDqIiWLVuiZcuW+PzzzzFs2DDExsZaHABWROvWrVFcXIyTJ0/i3XffBQDk5eVBp9NJTyNdXFxw+/ZtI2dY+qiBBg0awN3dHRkZGQgLCzMpx/At7dmzZ+XSy6b5+PggLi4O9evXh0qlsqgd3t7eWLNmjcldeSqVCg0bNsSRI0fQvXt3Kf3YsWN45513qi3TElq0aAG5XI79+/djzJgxlZb38fFBfHw8PDw8nusbuo2NTTm7mmLgwIH49NNPsWvXLmzYsAEjR46U8q5cuYLc3Fx88803UKvVAIAzZ85UWN+LGCtASZ+FhoYiNDQUgwcPRnBwMO7du2f2KdDbiI+PD1JTU836gjNnzqC4uBjz589HrVolJ3lt3LjRqIyp+QOU9EPpkwuuXr2K3377rUJ9LO2bslhZWcHX1xe+vr6YMWMGNBoNtmzZgkmTJgEALly4gMLCQimQO3HiBJRKJRo1aoS8vDykpKRg2bJl8PPzAwAcOXLEqH5vb298//33Zvu/MjtagiU+oipYOv9K07p1a8hkMmRnZ8Pf37/KMitCLpdjwIABGDBgACZMmAAvLy8kJSXBx8fH7BiqDB8fH9y+fRvW1tbw8PAwWSYxMRHh4eHSvaqgoABZWVlGZUzJr8yPVKTTy/DjbzviHMA3hKlTp+L48eOYMGECtFotrl69iq1btyIiIsJk+cLCQkycOBEJCQm4du0ajh49itOnT5v8qbg6tGjRAiEhIRg7diyOHDmCCxcuYMSIEXB3d0dISAgAoEePHrh79y7+9a9/IT09HUuWLMHOnTuN6omOjsY///lPLFq0CDqdDklJSYiNjcWCBQsAAPXr14dcLseuXbvwyy+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", 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", 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clusterer with n_clusters value and a random generator\n", + " # seed of 10 for reproducibility.\n", + " clusterer = KMeans(n_clusters=n_clusters, random_state=10, n_init='auto')\n", + " cluster_labels = clusterer.fit_predict(X)\n", + " \n", + " \n", + " this_bic = compute_bic(clusterer,X)\n", + " bic_score.append(this_bic)\n", + "\n", + " # The silhouette_score gives the average value for all the samples.\n", + " # This gives a perspective into the density and separation of the formed\n", + " # clusters\n", + " silhouette_avg = silhouette_score(X, cluster_labels)\n", + " print(\"For n_clusters =\", n_clusters,\n", + " \"The average silhouette_score is :\", silhouette_avg)\n", + "\n", + " # Compute the silhouette scores for each sample\n", + " sample_silhouette_values = silhouette_samples(X, cluster_labels)\n", + "\n", + " y_lower = 10\n", + " for i in range(n_clusters):\n", + " # Aggregate the silhouette scores for samples belonging to\n", + " # cluster i, and sort them\n", + " ith_cluster_silhouette_values = \\\n", + " sample_silhouette_values[cluster_labels == i]\n", + "\n", + " ith_cluster_silhouette_values.sort()\n", + "\n", + " size_cluster_i = ith_cluster_silhouette_values.shape[0]\n", + " y_upper = y_lower + size_cluster_i\n", + "\n", + " color = cm.nipy_spectral(float(i) / n_clusters)\n", + " ax1.fill_betweenx(np.arange(y_lower, y_upper),\n", + " 0, ith_cluster_silhouette_values,\n", + " facecolor=color, edgecolor=color, alpha=0.7)\n", + "\n", + " # Label the silhouette plots with their cluster numbers at the middle\n", + " ax1.text(-0.05, y_lower + 0.5 * size_cluster_i, str(i))\n", + "\n", + " # Compute the new y_lower for next plot\n", + " y_lower = y_upper + 10 # 10 for the 0 samples\n", + "\n", + " ax1.set_title(\"The silhouette plot for the various clusters.\")\n", + " ax1.set_xlabel(\"The silhouette coefficient values\")\n", + " ax1.set_ylabel(\"Cluster label\")\n", + "\n", + " # The vertical line for average silhouette score of all the values\n", + " ax1.axvline(x=silhouette_avg, color=\"red\", linestyle=\"--\")\n", + "\n", + " ax1.set_yticks([]) # Clear the yaxis labels / ticks\n", + " ax1.set_xticks([-0.1, 0, 0.2, 0.4, 0.6, 0.8, 1])\n", + "\n", + " # 2nd Plot showing the actual clusters formed\n", + " colors = cm.nipy_spectral(cluster_labels.astype(float) / n_clusters)\n", + " ax2.scatter(X[:, 0], X[:, 1], marker='.', s=30, lw=0, alpha=0.7,\n", + " c=colors, edgecolor='k')\n", + "\n", + " # Labeling the clusters\n", + " centers = clusterer.cluster_centers_\n", + " # Draw white circles at cluster centers\n", + " ax2.scatter(centers[:, 0], centers[:, 1], marker='o',\n", + " c=\"white\", alpha=1, s=200, edgecolor='k')\n", + "\n", + " for i, c in enumerate(centers):\n", + " ax2.scatter(c[0], c[1], marker='$%d$' % i, alpha=1,\n", + " s=50, edgecolor='k')\n", + "\n", + " ax2.set_title(\"The visualization of the clustered data.\")\n", + " ax2.set_xlabel(\"Feature space for the 1st feature\")\n", + " ax2.set_ylabel(\"Feature space for the 2nd feature\")\n", + "\n", + " plt.suptitle((\"Silhouette analysis, n_clusters = %d\" % n_clusters),\n", + " fontsize=14, fontweight='bold')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## BIC - Bayesian information criterion\n", + "\n", + "https://en.wikipedia.org/wiki/Bayesian_information_criterion\n", + "\n", + "Note: our implementation of BIC has an inverted sign compared to that in the wikipedia article, and thus the best fit has the highest value." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "96872e64011b4661b8d6bfffa5a679b0", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(nrows=1,ncols=1)\n", + "ax.plot(range_n_clusters,bic_score,'o-')\n", + "ax.set_xlabel(\"num clusters (k)\")\n", + "ax.set_ylabel(\"BIC\");" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.10" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/lectures/lecture-09/figures/05.09-digits-pca-components.png b/lectures/lecture-09/figures/05.09-digits-pca-components.png new file mode 100644 index 0000000..94e2833 Binary files /dev/null and b/lectures/lecture-09/figures/05.09-digits-pca-components.png differ diff --git a/lectures/lecture-09/figures/05.09-digits-pixel-components.png b/lectures/lecture-09/figures/05.09-digits-pixel-components.png new file mode 100644 index 0000000..9eadc01 Binary files /dev/null and b/lectures/lecture-09/figures/05.09-digits-pixel-components.png differ diff --git a/lectures/lecture-09/figures/PDSH-cover-small.png b/lectures/lecture-09/figures/PDSH-cover-small.png new file mode 100644 index 0000000..79cbfd0 Binary files /dev/null and b/lectures/lecture-09/figures/PDSH-cover-small.png differ diff --git a/lectures/lecture-09/figures/PDSH-cover.png b/lectures/lecture-09/figures/PDSH-cover.png new file mode 100644 index 0000000..bc94b3b Binary files /dev/null and b/lectures/lecture-09/figures/PDSH-cover.png differ