{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Representational Similarity Analysis\n", "*Written by Luke Chang*\n", "\n", "Representational Similarity Analysis (RSA) is a multivariate technique that allows one to link disparate types of data based on shared structure in their similarity (or distance) matrices. This technique was initially proposed by [Nikolaus Kriegskorte in 2008](https://www.frontiersin.org/articles/10.3389/neuro.06.004.2008/full?utm_source=FWEB&utm_medium=NBLOG&utm_campaign=ECO_10YA_top-research). Unlike multivariate prediction/classification, RSA does not attempt to directly map brain activity onto a measure, but instead compares the similarities between brain activity and the measure using second-order isomorphisms. This sounds complicated, but is actually quite conceptually simple. \n", "\n", "In this tutorial we will cover:\n", "1. how to embed a stimuli in a feature space\n", "2. how to compute similarity or distance within this feature space\n", "3. how to map variations in position within this embedding space onto brain processes.\n", "\n", "For a more in depth tutorial, we recommend reading this excellent [tutorial](https://github.com/Summer-MIND/mind_2018/tree/master/tutorials/representational_similarity) written by [Mark Thornton](http://markallenthornton.com/) for the [2018 MIND Summer School](http://mindsummerschool.org/2018/07/30/narratives-and-naturalistic-contexts.html), or watching his [video walkthrough](https://www.youtube.com/watch?v=ufGtuT_J75w&index=29&t=0s&list=PLEE6ggCEJ0H0KOlMKx_PUVB_16VoCfGj9).\n", "\n", "Let's work through a quick example to outline the specific steps involved in RSA to make this more concrete." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## RSA Overview\n", "Imagine that you view 96 different images in the scanner and we are interested in learning more about how the brain processes information about these stimuli. Do we categorize these images into different groups? If so, how do we do this? It might depend on what features, or aspects, of the stimuli that we consider.\n", "\n", "### Feature embedding space\n", "Each image can be described by a number of different variables. These variables could be more abstract, such as is it animate or inanimate? or they can be more low level, such as what color is each object?\n", "\n", "We can group together different variables into a feature space and then describe each image using this space. Think of each feature as an axis in a multidimensional space. For example, consider the two different dimensions of *animacy* and *softness*. Where would a puppy, rock, and pillow be positioned within this two dimensional embedding space?\n", "\n", "![Feature_embedding](../images/rsa/Feature_Embedding.png)\n", "\n", "Of course, this is a just a 2-dimensional example, this idea can be extended to n-dimensions. What if were were interested in more low-level visual features?\n", "\n", "![visual_features.jpg](../images/rsa/visual_features.jpg)\n", "from [Kriegeskorte et al., 2008](https://www.frontiersin.org/articles/10.3389/neuro.06.004.2008/full?utm_source=FWEB&utm_medium=NBLOG&utm_campaign=ECO_10YA_top-research)\n", "\n", "We can compute the *representational space* of these stimuli by calculating the pairwise distance between each image in this feature space (e.g., euclidean, correlation, cosine, etc). This will yield an image x image matrix. There are many different metrics to calculate distance. For example, the absolute distance is often computed using [euclidean distance](https://en.wikipedia.org/wiki/Euclidean_distance), but if we don't care about the absolute magnitude in each dimension, the relative distance can be computed using [correlation distance](https://cmci.colorado.edu/classes/INFO-1301/files/borgatti.htm). Finally, distance is inversely proportional to similarity and these can be used relatively interchangeability (note that we will probably switch back and forth between describing similarity and distance between stimuli).\n", "\n", "For example, if we were interested in regions that process visual information, we might extract different low-level visual features of an image (e.g., edges, luminance, salience, color, etc). \n", "\n", "![visual_features_pairwise_similarity.jpg](../images/rsa/visual_features_pairwise_similarity.jpg)\n", "from [Kriegeskorte et al., 2008](https://www.frontiersin.org/articles/10.3389/neuro.06.004.2008/full?utm_source=FWEB&utm_medium=NBLOG&utm_campaign=ECO_10YA_top-research)\n", "\n", "\n", "### Brain embedding space\n", "We can also embed each image in brain space. Suppose we were interested in identifying the relationship between images within the visual cortex. Here the embedding space is each voxel's activation within the visual cortex. Voxels are now the axes of the representational space.\n", "\n", "To calculate this we need to create a brain map for every single image using a single trial model. We can use a standard first level GLM to estimate a separate beta map for each image while simultaneously removing noise from the signal by including nuisance covariates (e.g., head motion, spikes, discrete cosine transform filters, etc.)\n", "\n", "![design_matrix.jpg](../images/rsa/design_matrix.jpg)\n", "from [Kriegeskorte et al., 2008](https://www.frontiersin.org/articles/10.3389/neuro.06.004.2008/full?utm_source=FWEB&utm_medium=NBLOG&utm_campaign=ECO_10YA_top-research)\n", "\n", "After we have a single beta map for each image, we can extract patterns of activity for a single ROI to yield an image by ROI voxel matrix. This allows us to calculate the representational space of how this region responds to each image by computing the pairwise similarity of the pattern of activation viewing one picture to all other pictures. In other words, each voxel within a region becomes an axis in a high dimensional space, and how the region responds to a single picture will be a point in that space. Images that have a similar response in this region will be closer in this high dimensional voxel space.\n", "\n", "![brain_extraction](../images/rsa/brain_extraction.jpg)\n", "from [Haxby et al., 2014](https://www.annualreviews.org/doi/full/10.1146/annurev-neuro-062012-170325)\n", "\n", "For fMRI, we are typically not concerned with the magnitude of activation, so we often use a relative pairwise distance metric such as correlation or cosine distance.\n", "\n", "![brain_similarity](../images/rsa/brain_similarity.jpg)\n", "from [Kriegeskorte et al., 2008](https://www.frontiersin.org/articles/10.3389/neuro.06.004.2008/full?utm_source=FWEB&utm_medium=NBLOG&utm_campaign=ECO_10YA_top-research)\n", "\n", "### Mapping stimuli relationships onto brain\n", "\n", "Now we can test different hypotheses about how the brain might be processing information about each image by mapping the representational structure of the brain space to different features spaces.\n", "\n", "To make an inference about what each region of the brain is computing, we can evaluate if there are any regions in the brain that exhibit a similar structure as the feature representational space. Remember, these matrices are typically symmetrical (unless there is a directed relationship), so you can extract either the upper or lower triangle of these matrices. Then these triangles are flattened or vectorized, which makes it easy to evaluate the similarity between the triangle of the brain and feature matrices. Because these relationships might not necessarily be linear, it is common to use a spearman rank correlation to examine monotonic relationships between different similarity matrices. \n", "\n", "![similarity.jpg](../images/rsa/similarity.jpg)\n", "from [Kriegeskorte et al., 2008](https://www.frontiersin.org/articles/10.3389/neuro.06.004.2008/full?utm_source=FWEB&utm_medium=NBLOG&utm_campaign=ECO_10YA_top-research)\n", "\n", "We can make inferences across subjects, by transforming each correlation value for a given region to a continuous metric using a [fisher r-to-z transformation](https://en.wikipedia.org/wiki/Fisher_transformation) and then computing a one-sample t-test over participants to test if the observed distribution is significantly different from zero. This is typically computed using resampling methods such as a permutation test. If inferences are over participants, then a sign test similar to a one-sample t-test is appropriate. This is a fairly standard practice when all participants viewed the same stimuli and you are interested in making inferences over participants.\n", "\n", "There are extensions to apply this method to other types of data. For example, in Intersubject-RSA (IS-RSA), one might be interested in whether participants exhibit a particular representational structure over some feature space that maps on to inter-subject differences in brain patterns [van Baar et al., 2019](https://www.nature.com/articles/s41467-019-09161-6). In this particular, extension we cannot use the same type of permutation test to make our inferences (unless we have many different groups of participants). Instead, we might randomly shuffle one of the matrices and repeatedly re-calculate the similarity to produce an empirical distribution of similarity values. It is important to note that this type of permutation violates the exchangeability hypothesis and might yield overly optimistic p-values [see Chen et al., 2017](https://www.sciencedirect.com/science/article/pii/S1053811916304141). Instead, a more conservative hypothesis testing approach is to use the [mantel test](https://en.wikipedia.org/wiki/Mantel_test), in which we only permute the rows and columns with respect to one another. Personally, I think this approach is too conservative for small sample sizes and it is still an open statistical question about how to best make inferences in this particular type of use.\n", "\n", "![rsa.jpg](../images/rsa/rsa.jpg)\n", "from [Kriegeskorte et al., 2008](https://www.frontiersin.org/articles/10.3389/neuro.06.004.2008/full?utm_source=FWEB&utm_medium=NBLOG&utm_campaign=ECO_10YA_top-research)\n", "\n", "One of the reasons why this technique is so powerful is that it allows the possibility of testing different computational hypotheses. Different feature representations might be associated with specific regions involved in various computations. Alternatively, different types of data can be mapped onto each other using this technique. For example, [Kriegeskorte et al., 2008](https://www.sciencedirect.com/science/article/pii/S0896627308009434) have demonstrated that it is possible to map the function of IT cortex across humans and monkeys using this technique.\n", "\n", "Now that we understand the basic steps of RSA, let's apply it to some test data. First, let's load the modules we will use for this tutorial." ] }, { "cell_type": "code", "execution_count": 121, "metadata": { "ExecuteTime": { "end_time": "2020-06-26T16:14:01.803605Z", "start_time": "2020-06-26T16:14:00.171910Z" } }, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import os\n", "import glob\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "from nltools.data import Brain_Data, Adjacency\n", "from nltools.mask import expand_mask, roi_to_brain\n", "from nltools.stats import fdr, threshold, fisher_r_to_z, one_sample_permutation\n", "from sklearn.metrics import pairwise_distances\n", "from nilearn.plotting import plot_glass_brain, plot_stat_map, view_img_on_surf, view_img\n", "from bids import BIDSLayout, BIDSValidator\n", "\n", "data_dir = '../data/localizer'\n", "layout = BIDSLayout(data_dir, derivatives=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Single Subject Pattern Similarity\n", "Recall that in the Single Subject Model Lab that we ran single subject models for 10 different regressors for the Pinel Localizer task. In this tutorial, we will use our results to learn how to conduct RSA style analyses.\n", "\n", "First, let's get a list of all of the subject IDs and load the beta values from each condition for a single subject into a `Brain_Data` object." ] }, { "cell_type": "code", "execution_count": 77, "metadata": { "ExecuteTime": { "end_time": "2020-06-26T15:27:17.274546Z", "start_time": "2020-06-26T15:27:13.599670Z" } }, "outputs": [], "source": [ "sub = 'S01'\n", "\n", "file_list = glob.glob(os.path.join(data_dir, 'derivatives','fmriprep', f'sub-{sub}' ,'func','*denoised*.nii.gz'))\n", "file_list = [x for x in file_list if 'betas' not in x]\n", "file_list.sort()\n", "conditions = [os.path.basename(x).split(f'sub-{sub}_')[1].split('_denoised')[0] for x in file_list]\n", "beta = Brain_Data(file_list)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next we will compute the pattern similarity across each beta image. We could do this for the whole brain, but it probably makes more sense to look within a single region. Many papers use a searchlight approach in which they examine the pattern similarity within a small sphere centered on each voxel. The advantage of this approach is that it uses the same number of voxels across searchlights and allows one to investigate the spatial topography at a relatively fine-scale. However, this procedure is fairly computationally expensive as it needs to be computed over each voxel and just like univariate analyses, will require stringent correction for multiple tests as we learned about in tutorial 12: Thresholding Group Analyses. Personally, I prefer to use whole-brain parcellations as they provide a nice balance between spatial specificity and computational efficiency. In this tutorial, we will continue to use functional regions of interest from our 50 ROI Neurosynth parcellation. This allows us to cover the entire brain with a relatively course spatial granularity, but requires several orders of magnitude of less computations than using a voxelwise searchlight approach. This means it will run much faster and will require us to use a considerably less stringent statistical threshold to correct for all independent tests. For example, for 50 tests bonferroni correction is p < 0.001 (i.e., .05/50). If we ever wanted better spatial granularity we could use increasingly larger parcellations (e.g., [100 or 200](https://neurovault.org/collections/2099/)).\n", "\n", "Let's load our parcellation mask so that we can examine the pattern similarity across these conditions for each ROI." ] }, { "cell_type": "code", "execution_count": 78, "metadata": { "ExecuteTime": { "end_time": "2020-06-26T15:27:23.879143Z", "start_time": "2020-06-26T15:27:20.724346Z" }, "scrolled": false }, "outputs": [ { "data": { "image/png": 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yMoJQKASHw4FarYaVlRWsrKxgfX2do3C1Wq2NTuL4pDwh1kXpdDqYTCY4HA6EQiGMjIxgcHAQu3btYmNjaWkJN27cQDKZRL1e5/cifX619NwJ1MjNTk4o0YgaGhrCyMgIwuEwvF4vjEYjyuUyG1DxeBw3btzg6IcoM6T3IQOTUloDgQD8fj9CoRBCoRC/v1Qqxcbp6uoqMpkM01IJaua6GmWlE53UzHXpOaJCajKZ4PP5MDo6inA4jGAwCLvdjmaziXw+j+vXryMej+Pq1attGRDiXAGwTRkleg4NDcHn8yEYDMLv98Pv92N0dBSJRAJra2tYXl5GNBpFsVjc5nzqlZ5yz0jGCH0vNXyla7GauS53PvGXwWCA0+nkZ6V0XqfTyc65VCqFWCyGZDLJkVAy9MmYIsNAjLoODw9Do9GgVqtxinQmk0EikUAsFkM6nWaeF9dxOaOkF3p2U/rF/9XKTjnFX3pdqUwV1yqbzQan0wmbzQafz8f0omif1IAkPaher6NWq6FSqSCVSrUZp5TaK5WN0mvJ0UANLeX4U4mu0jSuTrSUu14nQ0D6DqRySJSXYpRPpINYBy2X+SDnxJEbqxJvqdWTxOdQool03vcqOzuNU/xeTrZ0G5fSMyjxitTII8jVL4rohZ69GOCqjClxUKKHXY3FJjKe9KWLNRHSBYgWfko9GRkZweHDhxEMBqHRaLCysoLZ2Vmk02kYDAZMTk5iZGQEgUAA7373u3HlyhVcvny5TfGh60kL20mwkFeGQAaVGMb+qZ/6KTz77LMIBoN45pln8MlPfhKf+tSnttFKjWIg0k9NFxKRMckTNTExgWAwCIfDwYWGIpOJykKrtZUGVa/XcfHiRcRisbbaHGmon+hEnlqPx4NAIAC73c7XI+OUxiUqFLVajSMNy8vLbcXYaukpFURSPlIS6Gp5U3xOu92Ou+++G16vl411Sr27efMme+Tz+Tx75MXFSU5oE5+ToBW/A7a8zPF4HJcuXYJGs1VDQJGGQCAAl8sFj8cDv9+PAwcOIJfLYWNjA6+99hqn/6mlJ80lqRCS81bRO1QL6SKr1WoRDoexa9cuTExMYHBwEM1mEzdv3sQrr7yC5eVlFItFtFqttjQzKjyWRvekqbrSRjKkvFGU6/Llyzh//jw2NzdhsVgwPDyM3bt345577oFWq8X6+joWFxdZQVYyqLrxp5SXOtGmF0gVCEpv9vl82LVrFyYnJxEKhbC5uYlr167hxIkTHNET5RzRZmBggL36tVqN+ZUMM6qvEo0sikKdO3euLSro8XgwNTWFe+65B1arFfF4HIuLi7hy5Qob+3LGoNq5LpVd0u+lNFUz14mmInQ6HaxWK4aHhzE5OYmxsTGYzWasra3h4sWLeOGFF1CpVLY1vxDlBjmlRP4h2UzymObF6uoqVlZWtq1xLpcLU1NTeP/73w+tVoubN2/iypUrWFpaQi6Xk410q6GnFHKGlJSOcrWqUkjfjTgnTSYTBgcHMTw8zBF9k8mEVCqFpaUlvP7660in06jX6/wOiJZSOlMEpVQqodlsYn19vW3NprXZYrEgGAxifHwcBw4cgE6nQzweZwN1bW0NpVKJHVBKSlgnenZTyEVZJCrlamSoEj1FWUoRU9HxJtab2mw2AMDS0hKi0SiuX7/OEVORP2k9GhgYgMVigdvtht/vx1133QWj0YhGo8GRPoq6JhIJjpyKDlI5nU4NLZWMHen8l9K1FyidL6dki/wrZo04nU4EAgEYjUau7aM1SspHxKu1Wg21Wg2xWIwNU3oHUl2JoEaXVjvX5ZpDydFDLZSuR9cU+UA6pzqte3K6nNx41fwv1Vvk5lMvslNOb1azxqgyppSss15fDHB7ASNhYDQaAYA9JHKRDZ1Oh3A4DI1Gg1QqBY1Gg6tXryKZTEKn07FCYbfbAWxFDxwOBwYHB7G6urr1oLdSgkhpoAiARrOVglYqlTjCUC6X27y4cs8Zi8XwzDPP4PDhw22fy704NS+iF8NUp9PBYrEgHA7j0KFDMBqNbTUPotJEgpRoubm5ycaBWPsgNxFI4aLFrFarwev1bvPGkDIs1hBQugbVGNRqNcTjcVa01NBTyaMjN7FEI1CtcgXcTrvzer2s9Ot0OpRKJY4+ra2tIR6Pc82NWCMmZ1BKjVmpd1Qc4+bmJkcUga15kEqlkM1msbq6yhEyh8PBNCYj5caNG8jn87ILdid6KtGpm8KgBqJSdeTIEU5jTKVSuHr1KhYWFpBOpwFspc4Qz1LKichPlMJL3zUajbbmCkQzWqgoYkh0cjqdHH1dXFxEIpHA9PQ0JiYmMDQ0xM1XXnzxRU4NUoLSfFdLk14VfzpPpOmuXbt4/AaDAVevXsWFCxewvr6Ozc1NjiYDW5Flqkvxer3sGCqVSkgmk9jY2EClUoHZbEYoFEIgEOB0U5If+Xye688oBa3ZbGJjYwOJRAKLi4vYv38/pqamcMcdd8Dr9WJ+fh4LCwsdFyAl3hQXZbW02QnoXK/Xi127dmFmZgaBQADJZBKvvPIKVldXed0xGo38N0UB3G43dDodd+Ok9EmSzTabDR6Ph6Mv5Kyj+iiR1wGgUCjg9OnTuHr1Kg4ePIjR0VE4nU44HA5cvnwZ0Wh0R7wpdZKIz99JyVFDP+k1KXNkZGQEo6OjGB4ehsPhwPr6Oubn57G6uopKpdKWtkd1UDRW0SlF/ErKv+gIIrlLTrBKpYLr169jaWkJLpcL09PTmJqa4iiY0+nE9evXkU6n2+qplZ6109quRF9CJ+WzE+SuRXQ2Go1wu92IRCJcC+nz+eDxeKDVapHNZnHhwgWsrKxgeXmZ27WTQ4XSCEUZRPrWxsYGLl++jEuXLnFabzAYxMTEBKrVKpLJJDtSY7EYr4P0buS6z3WjpdyxnQxUGrNamsrpXmK0QkpjaXMpqo0kJ7LZbIbJZGpzNInPLXYmpCwdm82GUqmEUqmEbDaLTCaDbDYr6wCVG7cSOslOOZpJj5GuQ2rXI6XzRXQyZkTjhHhTros00VbsKivtnSDeS07vk/JJpzWlE3+qXYsIqtP85ARoLwKDFhpKoaB6J1JESXhSwwOy8CuVClqtFtxuN3+2sbGBGzdutClApVIJly9fxszMDHtbBwcHOWWK8ojFjnWid0yj0SASiSCZTGJlZQXRaJQnjJyyOjQ0hPvuuw/PPfdc2+fdLOq3qgSQZ3h6ehrDw8M82aVGDN1bXHyq1Sp3OCMvk7TwmcYnfWaqDwLAHjHR+y0taNdoNGzQlUolHD58mBc8uTQpJXrKGafid0rGvVqFTK/XIxQKYXJyEoODgywMs9kslpaWOF2UhCbxqdh6mxZ2qYdGalSJx4gGGXlMpS2sa7Uap/5EIhGMjY1x+/XJyUkYDAZcv34d2WxWFT078aI4TvE7tYsYXZuUyfHxcezbtw+tVgvLy8u4ePEilpeXUa/XOU200WiwUqnT6eBwONgrSF0Sm80m0uk0VldXkcvlWGFzu91cZ0EGUywW40YgFIEdGBiAzWZDtVpFJpPBmTNnkEqlMDMzg3A4jIMHD+LGjRtYWVlpa/Shhp5yz6/EdztxrhCvUPfNd77znQiFQkilUnjzzTdx9epVVCoVdhKRkkrKlt1uh8lkgsViYWWCHCJGoxGZTAYulwtjY2P8mcjffr+fjdlMJoNYLIZEIsFym1Jcb9y4gUOHDmFqagoOhwOxWAzZbLbNydALLTvx21uRnyIvG41GHD58GNPT0zCZTJidncX58+dRqVS4TqDRaMBiscDj8bR1m6SUX3LCxWIxZDIZboZkt9sRDAa55pMcgy6Xi9v21+t19v5vbm7CaDQim83ixRdfxMTEBI4cOYKDBw/CbDYjlUp1rLFTmutSZ2AnHu3ViSKVCz6fDxMTExgbG8Pw8DCKxSKOHz/Oyj2lntGzU/qvy+Vipyat+xqNBm63m9coSlknQ79WqyGTybQ5WcgBk8vl8Nprr+HKlSs4fPgwxsbG2Hl65coVrK2tKdKgEz0JcspkNyeVWkh1K4q6DQ0NYXBwEC6XC+FwGB6PB7VaDdeuXcO1a9ewvr7OdZ6k44gQI5tSA4jW6kwmg2QyiUuXLsHpdCISifCa6Pf7EY1G2fl08+bNbfNbaY3utA4pKeY7dT7J0VG8jxTEg5SK6na7YbVaudbRZrPBarWiXq8jm81ywxiq5W02m23lEFQLSOUm5XIZ2WwWxWKRa6sTiQRSqRQ7ZnsZL6Cent3m8U55VE4/lDq9peMhXqaacNLHSQ8Qa/pIJxJ1Rwp0SLeNkdMNpXwj11NAhBw9xev24qTvyZgSb9TrOTqdDk6nE3v37oXRaESpVEImk+ENBKntLNU8EEMDYO9fpVJBPB7H9evXOcJBnia9Xs8ePBKgDocDe/fuhcVi4ZSzSqXC7ZNJeSJPOkV7HA4HstksR2TE5/3Wt76FVqsFu92OZ599Fn/wB3+g+NxqrNteLGC9Xo9AIID9+/cjHA5zU4l6vc6FtwBYgbTZbBy6LxaLSCQSPD6qceh2X9FjWKvVoNVq+T4kfJrNZlsLdYq2kCFLygdFFBYWFlAoFLrSk+gi7RKo5MUSPQpqoNfrEQwGMT09jXA4DLPZjGw2ixs3brCiSk1P9Hp9W0cpqYeUDCHysIgd6DQaTVvtGvFttVpFuVxuM3rJmKJugfRuqbHK7t27EQwG4Xa7+V7U/KIbPeVoJ/KAlL5KhqocaI47HA5MT09j7969qFarHD0hJdxsNnNRtsFggN/v50XaYrGwkUXGlFarRTAYhMFgwNLSEsbHxzExMcERGHK+UJSFDIHNzU1ukU7z3Gg0ol6vY3FxEZlMBvv378euXbtw5MgR6PV6LC0tbWs+0YmeaoTsTpUCOo/m/J49exAIBHDp0iWcPXsWiUSija9onlFUxOVycd2EaMhTdI/qSelYap0uRqZoHBRhdrvdWF9fZ+WNFOCFhQUkEgkcPnwYu3fvxsGDBzE/P49EItGmcHXjzU6LovhZL/SX0lSj0WBgYACRSAQHDhxAqVTCc889h6WlJZZZm5ubMJlMiEQi3CSFaEMZDjQW8liTXKBIH51DBmy9XmfeJoTDYWQyGaytrSGVSvHnly5dQiKRwF133YWZmRlcvXoVKysr2wrF1axFnegpVYJ2AlLI9+zZg/HxcQSDQVy9ehWnTp1CsVjkDBByippMJjZuzGYz/H4/82ipVEIikUCz2YTL5WpzHprNZnYIUPdeivLl83le2ykqnclk8Pzzz2P37t04cuQI9uzZA6PRiI2NDV77pM/cC392orH0bzU0lIL0pdHRUQSDQYRCIXb2Xbx4EQsLC9jY2NgWkS6VSrwmEUwmE1wuF9dFiwoxef7FRhXUbXJxcRHDw8PYt28fIpEI17qZzWasrKxgY2ND0cjvJjd76f7WqwNfzqkqvY9er+cmO16vF1arlWvyqHlPuVzG6dOnuXmPWMsnvR/pACQnDx8+zFGuSqXCjhOn0wmv14tYLIZUKtWWqSNGY6X3UMub3dYbadSl13mvxvAjeULOZ6PRyD0NBgcHMTAwIBuVEu8hRqcogEJpp9L3IOcAVnpuQjf+lNJIlX7e7QAl5UvtDcgipWiKXq9nwUdpKNSGN5fLcQpbo9GAy+WC1+uF0+lkZrx+/ToKhUJb9x+NRsOLYDQahVarxfj4OHw+H9cVpFIpbGxscL2LyWRCMBjklC4qwCQlbnx8nKMo4gL4sz/7s3j22Wfx3ve+F1//+tfh8/lkIwOd0KtwIAQCARw5cgThcJhbmq+trXGEjq5VKpX4WahBxNLSEtLpNHuvxXGIk1lsliAdM73zVCqFVCrFgp7a/RaLxW1hfzJUxY1YNRoN1tfXVdFTbsKL4+4kNLrB4/Fg165dTM9KpYKzZ88iHo9zAb7YeEJsKS3tzkd1VqRcUTpVoVCA3W5HOByG2+1mLyylEC4tLbGXiwQICRHaAsDlcnF76rNnz2J0dBT79++Hx+Nh5UItPeXo2OlztQKXFv89e/bgwIEDCIVCeO6553D58mWUy+W2QmjquOfz+eBwODiySkK1UCjAYrFw2hkZVIVCAX6/n5tzNBoNTgsmGSPWXVCUkTrRpVIpFItFzmmneXL33XezMXz16sM4hLkAACAASURBVNU2g0oNfxLkZKIcLdUqBAaDAeFwGPv378fMzAxee+01XLx4EcVikRduoiWlS4spv1QXIb7Der2Ok088AQCwvPvdLEcIRG9xkSOFiVLbarUaRw2pLiCZTOLEiRPIZDI4evQojEYjLly4gHg8rpqW3dCJtmroScbn6Ogo9uzZg42NDbz66qvY2Njg1vFarZZrFkOhEEf3KM2M1prvfuYzsvcpAkgI///Mww+z0kCebKqnajQasFqtbKil02mUy2Wu+Tl+/DjuvPNOHDp0CFqtFsvLy20GVTd6Svms05q9UycpOaRmZmbgcDhw6tQpXLhwAQDYq1+r1WCz2eD1erm2l9ahi3/1V7L3qN9zD4ovvwwASAqfv/sjH2lLYwPAymo8HkcymUS1WuXUtgsXLiCdTuPuu+/GzMwMLl++jPX1dVkjoBM95eRgp3nca6RPaohR2nkwGOSUyZWVFZw7dw5ra2toNpvcYIIi861Wi9PTKINBq9XC5XIhFAohmUwilUqxQ4UMfcrEoKgg8efm5iYWFhawurqKqakpHDhwAJOTkzCZTCxnqAZQSp9e5CY9c7f5vRMDVerYJn0kFAohGAxyzZnH44HdbodGo0E6ncby8jJWVlZw8+ZNtFotdnJKu47StUknoK6S0WgUgUAAIyMjGBoaQjAYhMfjQSqVYkc3pcEWCgV2zCo9o1rZKTeHxXVHrdElpaP0+p0cBzQ3yYinbqikBw4MDDD/iDqnCHFPOcpm8fv97CCltbxT4yPxGaXHdJvrIt3U4i23Ru8E0bO0Z88eBINBZh6r1crKNe0Nk81mWYkkbygJhkql0sZ4JJApsmU2mzk6k0wmuXhwc3MT2WwW8XgcKysr7FF1OByscFCtFhkFXq8X4+PjAIBr167Jtkp+8cUX8dRTT+Fzn/scfu7nfq7tmTUazbaIFkGN1ayEAwcOcASlVCphY2ODFyVKxaFCW71eD7vdDq/Xy6lS9Bml60mZhRQFSqUQ0xzFCaLVapHP57nzFDE3tUWlzVgdDgcA8P40FIUYGxvriZ5q6dTrJBgfH0ckEoHdbuc6skQiAY/Hw3UmtKku7aklto4lQ8put3OKE/F0rVZDNBrFzZs3EQgEMDw8zIorFa6Tt1DsPEXGERlv1WqVednlciEej2NpaQnDw8PsbKjX6zh58mRXevaiMPWquNrtdo5KBAIBLC0tsVJF3nyfz4dwOMyGNUVUyCNKxiQJW7PZDI1Gg8d+6YvCnU7jY3/zUW6oQMol1QaIm34CgMPhgNfrxeDgIM+ZlZUV3hj57NmzmJiYwOjoKEduKILbjZ6Ebh7pXqNSwNYcGhoawqFDhzA9PY1cLoc333yT08iIHyiSr9frmYeofoxS/8xmMzY3N/HN//SfcOYE8L1Ht+7x8udewdFjwD+cAOaOAftOAH/wT/8XR6ko6ifWBoodE202G1qtrdbry8vLyGQyOHfuHPbt24f9+/dDq9Xi/PnzLG/U0LIX/uwUqZaC+GN0dBQHDhzA2NgYvvGNbyCbzXKXU0rla7Vabako1MqZ5r6SISWHbz/8MP73P/xDnvNarRafL38BqAEP+bYKnkmx0uv1qNfrSKfTXKv26quv4gMf+ADz8/Ly8rb1SGmui7SSysS3YpjS9XU6HQKBAKampmCz2fDSSy/h8uXLrIyTE4U6I7pcrrZI6atf/rLi9cmQkuKVL30JAHD0Qx9i/ibllNKy4vE4CoUCNxNYXV3FD37wA7znPe/Bnj17AABra2scfZWiEz2VZKiSkqqGN6XX0+l0nGJHesjrr7+OixcvolKpcEdeioaS/kPdKI8fP46jGg0aAFz33su1T4VCgfUxquejLAGKNtNat7m5ycZDrVbD7OwsYrEY3vGOd2BkZIQdDNFotK3uTQ0txWM7Nd4Saa2mQZd4nhS0JtjtdkQiEW7iQXIU2KqfuXr1KtciA4DFYuG1iWQrdUymqInoWCVHda1W4/Rxp9OJsbExTExM8P0SiQTMZjMsFgtWV1fbmrJ0Qqd1XRpplotCi//vZF3qxuekU1OzMtpSguSo1+tlJ0itVuOsEpKtYv292ELfYrGgVCpxXZvP50MikUAymUSxWFQsWZEzJLvRU4mm3bCjTXvlLkz7vRBo4XA4HNi9ezcikQiH60gJyuVyAMC1UMSwm5ub2NjYYK/14OAgGzrieMxmM+r1Or9AqsUh4UFKrbjPCnkZSJkCbhcOUirb5uYmQqEQdu3ahc3NTY6GSfHYY49haWkJhw4dwrlz59roJf7dyVtAzyIeI0fLRqOBoaEhGAwG3k9rYGAAu3btQjqdZkOT6qUAcCcZn88Hn88Hq9UKvV6/bTGWegakSor4vsU9qwqFQltRqrhpZTabhcfj4dbi586dQzQaxa5du9r25+lGT5FW3egp93cneg4PD8PpdCKfz+Py5cu4du0axsbGYLfbsbm5yUqNSFOxQ5pWq+V2tBTFIm8tjaHRaMDr9bZ5uGkhbLVavGEvjUv0uALgfO1GowG3243R0VGkUimcOXMGMzMzvDD0Qs9OSpX0MzkhJEfPyclJHDp0CB6PBxcvXsSpU6d4sXY6nRgfH+cmB1SjSMqO2MGvVqvxpp7ffvhhnDmx/bm+8O8eAwA88oM/hMViYe+VmDYgbWLRbDY5ndDpdOLKlSuIRqNoNBp44YUX8K53vQvDw8PY3NzE6dOnVdFTbg4rOUuU6KvEm4ODgzh06BB2796NjY0NnDhxAs1mE4FAALt27eJFqdFo4Kump/Drmg/jq6an8Culf8/0IEfTNz7+8bb7izSlvz8I4AzAhsLTAL7z2c+iXq/jP+f+79sn2G79iHABP2v7GU73e+mll3Ds2DHs3bsXrVYLV65c6UpLokuvnnzp8Ur0NBqNGBkZYUPqypUryGQybEQNDQ3hmYnvb79RETj6J6qGpIi/f+ghAFs0BYA5APseAP4w8cjWBwMAJtrPOXziEJLJJEqlEi5evIi9e/cyH1MDFxHd1iLp/3L8qnZdB7bkoM/nw9TUFGZmZvD888/jypUr7EyqVqtcPzI4OAiv1wuz2YzPl7+Ao0+ooVpnnPnKV3DmAQAkmnUAvMC/xS+yszWXy6FWq8FoNCKRSOD48eP4mZ/5GfZ6x2IxxevL0VNJIZPjRSV5oERPgk6ng8/nw9DQEMbHx1EsFnHixAksLS3xJtLkbKOMCIfDAYPBgGaziezzz+OoMI7M8eNbv4V7iK6Nex58kFOmyFlIDRPIcU2RqFgstmWoHT2KmZkZ6HQ6XL9+XTHSp0TLboa+WijNdbl3pNfr4fF4MDIywh0RacPojY0NLCwsYHl5mQ1OMtSptkls0U/bRZBzjjaOpm09Wq0W1wIBQCaTwdmzZ3Ht2jVMTk5iamoKQ0NDbcGCgYEBxGKxtsizkrGjtK4roZOBL/6txJtyckMuSkv1uqFQCF6vlx1SlBpqMplYH6etEGiOSo0p0jHdbjc3QLHb7bzHH2WuuFwubogkrXkWx9nJeFQz19UYnz21Rhf/lqaB/dM//VPb/4888gi+9KUvYXJykrtP0SaPdL7YXpoWfrHrVDqd5ugKeUzE/XVoQ1ox35c8+5QukUqlkEwmkc1mOcJC54ttbcUoDP1Qy9pKpYJkMgkpEokEvva1r+Ghhx7CL/zCL2wjupKAkFvkxGPlaPnQQw9Bp9NhbW2NWz4fOXIE5XIZ6+vrbCiK165Wq8hms3A4HAiHwwiHw2g2m4jFYm3pRmQciAsAGQStVnvnGqfTiaGhIa4py2azbEiJBZVEVyqON5vNuHbtGorFInsHu9FTfB4lmsqlAkiPUaKn1+tFsVjE3Nwcd4IKhUIoFouc9kC8RfVMojChjmnkfSGvK9VGUM0KRVEpnYe8bOTlN5lMqFQqbGCQIKZjKZ0K2Cr0pkYp586dQ61Ww9TUlCp6Sukn0rSbUtWNP9fW1uD1etmQotx8v9+P6elpFq5ikwMAbQ1hxPpFq9Uq+0wiPvXjD2HuGPBXn/xkWy0A0Y5SCejatMiJ3Zfi8ThisRheeeUV3HPPPRgdHVW8n5SexGs7UQQISrxJXfJobGtrawiFQti3bx/+2v03t0+4VWv+Z60tDXVgYAD/zfI1AMBHNb/JnlI5o1QEfU+/547dbv2tBt8a/DZ+svJ+TiluNpu45557sGfPHnzrW9/adrwSb3ab31JIv1ei59DQEPbu3cuG1Kuvvgqj0Qi/34+zd72JLRPnh4f7v/hF/M9bitK/lhi3cnjz2Dm84/WjiMVibNzv2bMHm5ubmJ2d3Xa8HG92i+KriU7J0fPRRx+F2+1mxdBisWBxcbEtjXtoaAhOpxMA8Lfeb26d3H2/zJ5w9Mmt32ceAPDEU1v3uvXd+9//dXg8HkSjUeTzeRgMBqRSKeRyOUxPT7PhII2aEpTWdkC+lbVSWpkUcvT8oz/6IwC3tx0YHx/Hrl27kEql8NJLL2F9fZ3XEUrno2wFj8cDk8mERqOBhb/+657oBwAvP/44AGD/Bz/I709Mm0wkEhxhNJvNqFQqOHnyJMrlMg4fPozx8XE0m03uKKqWlp2cTwTxe2ndtBItH7rluCDQOT6fD+Pj49zEw+/3o1qt4s0338TCwgIymQyXmJATvlwuc/MfyqSi1DVyCJMhS7XrxWKRa9NovaE1J5vN4o033sDq6ir279+PsbGxtiYMOp0OS0tLXWVet3WdaCeHTsfJ0fORRx6RdWSLER+KjNIm51RbJ92jlIzKTil6ok5C9VZWqxX79++H3+9nXctms6FQKHB3brvdjmg02tYYRW30rdNc7wWqaqbEMJmcUkuhaCnuuOMOTE5Oct2O2FJTfGC5rnlkUIkF+pSXSp57SrESvRviOA0GA19DDKGKBqHYkU3cB4i8W36/H5OTk7hw4YLsc/76r/96NxJ2fDFS5laiJQCkUinMzs4ilUpxe2eq8RANQhFkMFK+KoWppYYUCWtK86MUApHh6TiK3LRaLd5AVtxniZRi6sZSrVYxMjKClZUV3Lhxg5XZndBTukh1U2Q70VOn02F9fR3Ly8u8F1GtVuPd4EkZJ9qK9WSi4UNClqIs5NF686tfheveezkaSgo+tfMXO80QT5N3iGp4RAcBNW0JBoMIh8PczYkiU2roKWc4yRlVSnRVouenP/1prK6uYnZ2FuVymYXc5OQke0/FnenJyBFr+ADws3/0ro/h410MAGArNe0Dx7by1r7x+7/P71VsFPB7S5/Ydt7/6fg1VgSy2SySySTOnj0Li8XS8VlFeqo1pJQigZ14c2pqCplMBidOnOD9dc7fcwHAhY73+gvdX/LfL37xi/iVxx7rakjJ4YMAflmnU/V8hO+NP4P3FO9BJpPBjRs3cPLkSbznPe8BoI6W4m9AnSGlZh0CwC3ll5eXceLECRQKBQwPD98ypH74eOo3fxO/+qd/ih/9jd9Qfc4b7zyDIycPY2VlBWfOnMHAwAA/49uxFklprXYtotbZk5OTcDqdeOWVV9jxYzQaMTo6iu/v+mfZc8kAeltxy5AS8cwzvwx8+H5gBjj06kGkUikYjUa89NJLuPfee9lJurS0BEA9f4ro5OiTa7CgRE9Knbfb7RgfH8fQ0BCSySSef/55xONx/r5YLHI0KhKJwOPxsEx97cm3RlhKOfu1xx7Df/3oRzmqYLFYsL6+jlwux3pEtVrF2bNn0Ww2MTExwelulB7dK28qOVGkdFUrO8VzgK31YHx8nOnm9XqxsbGBM2fO8P6XFImiLKlWqwWj0YjBwUGcOHFbgN57771sYFLnWEp71mi2NpEuFAqIRqMcqRK7WTYaDXZ+b2xs4NChQxgdHeWMCqqBF9GNnqLuK/6vhs6kMyrRU4xUKdFWTJ2k8g6KurVaLS6xWV1dxcbGBgBwVopokIk6rKjzp9NpvP7667w9QCQSYYOWHNaUFri+vo5kMtkxUqqGnp3oqATVNVNq0lekmJqagt1uR61Wg8FgQL1eZ2WKDBjRmAJuCyGKUpGiSeeJKTzkSaFCNVKgKHpF+b6iMSDWrNB34hjE+1PoOxgMqiVTmxDt5h3oprhKQZtiUtt3s9m8rQ+/eE3RU0+KPhkBIhNT9zgqzqZuPgDaGJxS0IjOFP6nZ5G2QhafkxqJ5PN53LhxQ9XzSo1juaionAdWLT3Fluc+nw8ul4uFmVhsSh434jsyBIh2ZIhS45RvP/ww3yNz/DieOwH8xtcfZIEhRp/EDj40FhKsYhMAEvSFQoFzj6m4X6mddyeIAkOOT+X4qBMqlQpWV1fZW1SpVHDgwAG43e6tqMmtWtmHg3+AT8c/g88MfrptLouG5b0PPgjswABwuVxMS7reby3+tuyxf6n/r3gg8B+h1Wpx8uRJDAwM8LYIvUCaCqD0fbdIgRSNRgNnzpzhhjpKqbFK+C3zx/CLn/XDaDTi6LHukSkpzpwAvviagee3Wry0/2UML0VQrVaxvLzMHVnVohM95VI21C54k5OTSCQSeO2115DP52E0GlUbUmceeHuMAI1Gg2f+5E/w/t/+bcw9uZXq1w0jIyOIRqMolUo4ffp0m7Hfy32BzkX/vTiohoeHMTExAZ/Ph9OnT2N+fp5bci8s/KdbR32g/aQP34+5H4Yh1Qm3jKxzH74fB17ez40BXn31Vbz3ve/F1NQUjt9Kg1MDUXeRykXpGiV+3g1a7VYL9LGxMQwODmJsbAzf+c53EIvFWCGlvYuoYQJ1nROj/G8Fp/7iL/A0gH2tp/CFW5898MBtoaHT6TgLhdK1zp07hzvuuIP1L1qfuqHTvJYeIzVK1dBT6ih2u93wer28lczy8jJOnTqFeDzOtbmbm5ttaY3UwvuVV17h61L6JNWhVatVbrBw7qmnAACHf/VXuetxoVDgmmsyqiiFvVKpYHZ2Fvl8HnfeeSdGRka4yUy3tEml56W/ldZ0cgiLx3ab6510WL1eD7fbjeHhYW7ARXu7aTQabhi3srLCESNqKiU63UmXpFpfctSLRlalUkEsFkMymcTy8jJGR0cxMjLCjS1Iv6VIYCwW48w30uV7WX93km3S06a9vd6AuvDRfhLUgU8aCZJTlA0GAxNKnBxEMMpHlYYFpQuu2GaaaoWkxoc0IkYGA1nF1NFNLaSLvQip4OjlBadSKWYOKowki5xqJOiaxOzURYkiHfR80qgI7eNhMplQKpU4SkUFrmQE0P2pHs7tdrd18SNQ3jGlYVLOMXlv1EDKb928g908M1LQHhNUcA+AN8EV+Yv4RYzSkiEghvGpM+SZVgs42X7/P/3lx3H0GPATH/84ny8qyRSloaio9Fno+FqthlwuB7fbza3mbTZpEUt3esop91KBQ8eooSXV52k0Gt6r5++D/7DtuIdjn+Z7Ed2kc7hX7Lu15h8/bWp7ht+Y/82O5z2p+XM84PuP3BFLo9GgXFafi9RJOe10nJo5f+3aNayurkKr1aLRaGDpvmXV4wKAD31hSyX6IHo3pAhU3I/t/Tg6YuXfrCL87UE0Gg1cvXp1R/dWko9ykRU1/NlsNnH69Gkkk0luOKEWc09u1Tt9UPUZ8rj3wQd7Pufb4e9gbGAr9TSXyynW80nRbc1W8lyrUTpoc/P5+XmcP38eGs1WavPi4qeUT3riKezD/cDbbFCdaT2l6rjz91xgg+rGjRt4/fXXcezYMdX3UWNsSo0BtfqSwWBAJBJhQ4oUR9rqodlswu/3895l5ICiZhw/LDz5ZDt9jhx5jBtNUYTqwoUL2LdvH2+YTvt4qUEnHUhcF3pVhMVIjcPhwPj4OIaHh+F2u3H58mW8/vrryGazrJuQYUR1VX6/HzabDavf/W5b/RkhIxjgRQA3he/e/OpXAQDDP/3TvFUIpU3m83mUy+U2nY22YLn77rsxNDTEdbuxWEx1ijU9c6f/gXZ5qWT8d4PooPd6vRgdHYXH4+G28mQoUtYM6axUEgHcrm2jLCefz8f7yGazWeRyOW6BLurwZLSnUilks1ncvHkTU1NTHKUlXYzmx9raGme2iWPv9VnV8t6OuvmpeQkmk4mbEwwODvI+MqIRI+5qLnp9gK2wczgc5klFKYKtVotT1yhlDUBbERulqVEdSiAQ4HbsxKBitEW0XMU0wlwuh6WlJV58pft8KNFG7cvr5eWSEKWOMhR9s1qt8Pl80Gq1bc0SqIiPhAh5AIrFYtv7I6OL6JhMJrneTKzv0Whut58HwDQJh8NcVEjd/MiQ8vv9sFqtXBwr7rtEkcputBRp1U156iUKQOMio71er6NcLqNUKvH7F0POUiNdo9G0tfqkVLXPph8FTj4qe88zJ4Df+tt6W1dE6mhH+4OIP+L9qWia9lgpFArclIKeR24zZBFSYSrSTHqM9O9utCwWi5wHrdFoboXStzceIIgeI4pck7G9b4fKP41ZLkqqhCc1f44fHb8Xly9f5u6JVMPW632lUJID3ehqsViwsrLCMm4ruqNcLC+H733uc/jJ3/mdns6RQ68RMYLb7eaiYDVzXQlS7z/97sWQslqtuHjxIlZXV5nHrv/kkqr7zz25VZPn8/nwH245sP78ARUhJRkcf/xxtFqtnlL9gC1akhc9FovBaDR2dUh1i5B08jh3kp2Uxre+vo433niDm3tc+Ql1RjMZpW+HcQoARzX3dzeobkWozn/4fkS+O7Q13itX4HA4WPaqQbc1RerpVys//X4/hoaGMDY2Bo1Gg5dffpnrTBqNBkKhEE6fvm2Iz2nuf1toJwU1oVHC2bMfBQCMjz/MBtXp06dhMpkwMjLC+zJ1MwKkPNaJrjtVhIEtOTo6Ogqv1wu32435+XmcOnWKu0lrNBre+oayPcQ6tNWe73gbK9/5Dvzvex8sFgtvVptIJDhFsNlsskN8dXUVL774It797ncjHA6z0SDXVbYbRP1EyTEq6hhqILd+eb1ejI2N8T6FHo8HRqMR8XgcCwsLuHHjBm9RQJ0jqVRB7MDpdDrhdDrZsUprHumbtJWJuJ8adeCOxWLI5XJIJBKYnp7mgI0YVLl27VpPhnin5+92nY7GFAkHOcWL/hajNgaDARMTE9izZw+KxSIuX76MbDbLXgBKh6L9DMRCcPF+AwMDGB4eRigUQjwebwvBkjJOO8lTyJBaLFKND4WcqZvI2NgY8vk8d7wjw0y6KFMUrVKp8D4DOp0OR44cQSQSQT6fx9zcHDKZTNs1lBYhpQiAeE/6jNLKyKNy7NgxDA4OslX/0ksvIZVKsUJNQoAs842NDfaskzETCASg0Wi4sJJaHUsjUxR9ikajnL4nRmKINkRj6lxns9kwOTkJu93OYxoYGOC0PlKmyuUy8vk8Wq2tvTDe9773YWxsDPF4HNVqFXNzc7hy5QqHeOUmuxojXvxebMPrdDrxjne8AzMzM/B4PACAaDTKz0C5vNQliTr4iFEh4lWqp6PcYDLK6vU68Csdh4fP/9sv4Hf+7rfbGqdQZExsbS2mb1K3SfE72rDR6XSi2WziQx/6EPx+P7RaLZaWlnD+/HksLCzwpoByi7xcNK+Td5Va8tpsNhw9ehRHjhyB1Wrlbpm0tcHw8LBizQSh2Wzid699HH88+ihHhcTaqZ2i2Wx2jUhJ8dzu43hH9ijW1taQyWTwi7/4i9x+NRaL4eTJk1hcXGxTYKW0UTv3CeJcN5lM2LNnD+68805YLBZcv34dp0+f5tTlxR9XNkqV8HYYUvc++CCOP/646pQ0EXPvvYjId4ewubmJ6elpHDlyBMPDw0gkEjhx4gSWl5dlN8DsBGmkVJRNtA7R9263G4cOHcLBg1v1Ms899xwf32vqITVOAaDaSJfDTiJTAHD2rjcx9YNJ7jQWDofxIz/yI1vNM86exfnz53l9FNHNgOqkqIr1DK1WC1arFTMzMzhw4ABqtRpvykt7SakBpfk93fkwVdjRNZ54Cpp//BRHey9cuICf//mfh9vtxuzsLObm5lAoFLY5ROXmsfiZ9BildV0KrXZrD6jR0VFEIhFYrVbu3EeRi61Uyp3xTa9QS9Pr1x/G2NgfcL30a6+9BrPZjNHRUdx3332Yn5/nTqlyERA1DudOTj4xm0PuOJKpIyMjvOHxwsJCmyEFgI1op9PJERK/389dpN8qdDodlr/1LRz+1V9t03+pdT/NH61Wi2g0ihMnTuC+++7jui1au6W6aifelIvci5DKCNK3pVAyxui5REOKnPlLS0u4ePEiNjY2uAaQHPDUvtxkMrEhRbXlrVaLUy0py4k2oTebzSgWi9w6Xtw/kbpaXr58GblcDvv27cPg4CBCoRA/++rqalupD6XNilCiWa8GfMecGqmnXOl7InAgEMDu3bu561yxWEQgEEChUMDy8jJara3aGUopkw6WitnGx8dx5MgRbphQr9fbhBx5nsmCbbVabEQR821ubiKZTPKCPT09jf3798Pn8/HCKN6fOpIEAgEEAgGUSiVEo1HOTSZl0efzYWJioi39UIpOL0FKT9FgoR+9Xo/BwUEEAgE2BOx2OzceMJvN3I7cZDIhEAhgZmYGhw8fxsGDB3Hw4EFuAQxsKW5Op5M9AxSlkqb7UeSL0tfEqBRFUxqNBu/h4fF4eL+kPXv24PDhwzhy5AgOHz6MPXv2IBwOw+v18s7ztVqNPRrU9pK65AwNDW3r4CYnJKTeP5HmYtty8Ti9Xo9wOIzBwUG43W6YzWYOuVPRdLFYRDwebzNexFxw4iMyRMUURgC8F1o3fOxvPspCkowTqjcQU9zESJS4vxWBvFZk9FKjD9prZHBwEE6nc1uXRjnhLKWxdN6LC6JOp8Pg4CBGR0d5fy7q6pjP52Gz2XDqju6pSK1WC388+iinWIhRuJ2C5MLck1u1Wb0gHA7DaDQik8mgWq3yc9Gecy6Xqy1/XykSpaR0KclRrVYLv9+PXbt28XYDGxsbHKlc/amb6BVzTwIvfPnLePHP/qznc/kakgyondS70B53tNFi98U2mAAAIABJREFULpeD1+vFrl27uGAbaFcKlHhTClGxkC6G5IwbGxuDVqvFlStXuHhfq9Vi/l9dkr/oE0/d/rmFp3/v97g4HdjeyrpXHH/8cRx//HF8//OfBwA8MvSHqs5b/PErnC5dqVQ4fXJiYgLhcHhbUyElGalmbRL/brVavDEvbSUxOzuLeDzONaK9GqeE//DE29AjvUd4vV6uXaFN2jUaDcbGxhAMBts2Fwdup3kT5Ggo5UEl57N0DSM+HRwchN/vx4ULFzA/Pw+9Xo9arQaXy4Vz535r2zP8MKJSvWJp6dPsWMvlcjh58iQqlQpGRkYwPDzMG+ACyiml0h+576VQMp6k+hNtyuvz+RAMBnHq1Cnk83nWMWjt93g8cLvdcLlcbd3ifvBf/stbplFU6I534emn2cFNe0RSkzWqt15bW0OlUkEkEkEgEMDQ0FCbU0OONtI5K37WSX+SXrOTji/el1IXRZppNBosLCzgjTfe4Ai60+lk53s+n+eGXlTv5/V64fF4ODJMzco0mq2oVygUYsMoGAzC7XbDZDKxwUVOb6rBWltbwxtvvIHl5WUMDAwgGAzC6/UiGAyyjtZpzQBub3uzU6hO85MjvjhZnE4n9u3bB5fLhWQyiUQiwa0mi8UiYrEYwuEwRkZG4PP5uD0iLU6krPt8Puzfv5+9mMAW45MCKt6fIG2SQErVxsYGAoEAarUanE4njhw5ApPJhIWFBX7BdI7VaoXf74fb7Ua5XMa1a9dY+a9Wq9zlLRAIYHR0FLlcDtevX28z4uSg5LGW+45obLVaMTo6CrPZzAWU6XQabreb98zY2NjA2toapqameL8El8vFERWq96rX6xgeHobBYEAikWAvIi3MNBaqRaN0TPE7qgciI5TarbvdbqRSKVSrVTbyCMTAZrMZiUQCN2/e5AnicDg4wujxeLiQk9qSyyksnYSuEs3peJvNhkgkAp/PB5vNhnK5jHQ6zcdR4aNGczuCJ34nvR+17qaFV0w17YYv/LvH8OH/9gCHwEnBEzcCpGcQa+AAsNHVarWQTCZ541oaZzqdhtPphMfjYcM7m81yeqpGo9nWaKVbREU6z202G8bGxhAIBHgPLOrkpNFoVKf7NJtNfGL5k/ik6xOK73YnoOej2iy1+G7kH3HoxkEkk0nkcjlYrVbunBiJRLC2toZcLrct1VfJe0f/d4NYeN5oNJDP59nx4PP5AMRVPwMZPC98+ct877cjCvDCl7+8RdcHH+wpQhUMBrloPZFIwOfzcZObaDTKm6wD8lESpYgAQc7rTfv0jI2NwefzIRqNYn19ndNMQqEQgO5NRoiWzs862XPbarXesjFF4zUYDPjizGOw9BDpCgaDWF1dhUajQTweRzKZRDAYxPj4ONLpNBKJxLZ9duh+cmuOVNlV+s7hcGB4eBhDQ0O8xyHJPjZOZTrqdcILX/4yfuTDH8Zf9HTWW8ebx85h5vhu5PN5mEwmxONxXLlyBXv27MHo6ChvQK80j+UMJekxct9LPycDlbYsWV1dxZtvvolWq8XO5rk5+Rb6Z1pP4ajm/p6fvROo+UQvGBwcRCKRgM1mQywWw5kzZ3Ds2DFEIhGe96LepqTvdNKf6Dzi407HET9S1zfarH19fR3ZbBY2m40dj7SJvMPh4Aihy+XiVvFvJ6iOitp8Uy+AlZUVpFIplEolLoE5deoU7rrrLu4sXCwWcfPmzbYofjdaiHTtBrkojXiuVB5bLBaMjIzA7XbD7/ej1Wrh4sWLmJubQ6VS4T2lKGpEtWh2ux02m20rZfmZZ9r2PfO/7328DlCkS6/X4+QTT+DQ/fezo6hcLnOmG22TRDXj5XKZO/Jubm5iYmKC51e1WmXZKH0m8dnEv+V4shs9VW/aK+dRpUVhcnISd955Jw+INuOlDVtNJhPW1tZw9uxZ3HvvvfB4PLj33nthNpuZiFS8T7sck3dGo9Hg5s2bbW3VpdY41fcA7c0llpeXMTMzw4xosVjaNg8lxZk6AC4vLyMajcLhcCAajWLsViiTUgozmQy/WNrk88yZM217PInRBTnaSa1jcbEjo/Suu+7C1NQUbxBXKBQQj8fZE2Sz2RAKhXDu3DlEIhHOJaXuPq1WC8ViEblcDmNjY7DZbG2RC4o+kUFFrT1JoafQcz6f39bCmsaQyWTgcrk49ZGiX7QBK0V0isUiZmdnmbEpfa1er2NxcRGTk5MYHh5GMpnEoUOHoNVqsbi4yKlfRB96p2JKqEhn6eQnerpcLtx55504cOAAgsEg18FRDi4Vh+r1eg7zUwSP0hbJ2KG8akoDEEPOhUJBVU3dp/7x9wFs7XtGnlDKGabQPtX7UUt/CnvT5r/kJacICoXM8/k8FhcXMT09jenpaT5ufn6+Ld1P6m2Vznclo9XpdOJd73oXDh48iGaziZs3b6LVanGXnQMHDqC9HFcZn01v1ZUZjUZ8Ov4ZfN73J9vea68gw/Z7n/sc/meziX/98Y/ju48+ik8sf1LV+efunsWdp+/A0tIS16LduHEDoVAI73rXuwAAc3NzbbTsZEApOX/oPIfDgXe84x04ePAgNBoNEokErl27hmg0ikAggLn3Xuw6ZopCAQC+fOvawjiOP/449qH3NKF9J25Hp4hXXvyzP8OLuO2t/8jcgx1TAL+/65+BXcCu70/gxo0b8Hq97Iw4duwYDAYDLly4wBFdsXZVLjol51EUeVWv12N0dBR33nknRkdHkUgkMDs7y22dR0ZGOkdNP3z/1u8nnmKa2mUa68hBLLuPytT8HT0GfP/zn4dOeD7aRuFL+x7nFMBOxurpO98A7gQGvxVCNpvF+fPnodfrsXfvXthsNm6jL2ZsdOqGJlXOpPTWarUYHBzEwYMHMTMzg9XVVbzwwgssE00mk3KUTwHf/qM/2lJgscWbEFIf1bcu2MKzX/zilnNQc39PhsClexfwrjPvxOrqKsxmM06fPo1Go4FDhw7BYrHg7NmzTEeCdN2RzvtuSr54nl6vx+TkJHbv3o3R0VGcPn0as7Oz3Iq8Vqt1buaB7QbV//apT+F/PPJIx3PWAIRlPv/3X/gC/ket1jMdX3vt1zEz8yhKpRL8fj+uX7+OWCyGH/uxH8M73/lOWCwWXLp0SbZOu1v0WWn+KzlbKIIaiUQwOTnJmRMvvvgiLl++zI2ytFotJiYmEAqFYDAY8HXnNwBsdevcWasc9Tj/ta/J1vft2fPHyOVynOK9tLSEu+66C/v374fD4YDT6cTi4iKXcEjpJ2f4KEVfxOPFa0mPk15Tp9PxRtJkSF28eBHnz59HrVZjY6lSqfCm4jabDYFAAC6Xi0siqOuhiI3v394sPQNgSfiOjt/9S7/EemC1WkUqlUI8Hkcul2MnbzAYRLlcxssvv4zZ2VkcPXoU09PTsNvtWFtbw/Xr15mGSvqPUqBDTWOsnlpnyd3A7/dj//79nFI0MjKCoaEh7Nu3D9PT0wiFQhgeHsbevXsxMDCAQqGATCaDa9eucc0HbfJF6WyiwtdqtZDL5doaV0gnpkgIkRi0IzLVvNAi4Ha74Xa7uSc+AKysrGBtbQ31eh1nzpxhhZSKQ/fv389dYUKhEJrNJiKRCMbHx2VDsZ1oKI2c0N+UjkZRHpfLhYGBATZOAXBkyWKxwOVyccqF6AGia5LBSBvQiRukkrEibhxLBqm42zfti0T3pnHSPlTA1sZ1Yo0VPWM+n8f8/Dzm5+fh8/nYaK3X61y/RTnMTqcTLpcLw8PDnAJEzyNt+y4FeaSk6X1arRaBQIA3kmu1WkgkEm1eHjL6KNpEebqU30zXJaOJeEbMgVbbnIRoq9FouPsi0Z+64bhcLtjtdn4fNOnJmKN3QlFCsYsjsJUHnkwmodfr4ff7ORLYiT/l5pCUN8njTylFNCcbjQay2SxMJhP+aex7qmgg4tPxz7ytLZNprFqtFt999NGeG0n4fD7eE49kRiqV4n3IyJOp1uiTznX60el0LFso5ahcLiOVSkGr1d42pJ74VvuPgLkntxRSsbaO5gn9raT8q8HxW15aqSJOz07vrdv7o3Rg2vicosCU7iLWI4r3Uoqair/Fz61WK0ZGRhAKhVCr1ZBKpZDJZNBoNGCxWLYMKQVaEuae3CrwFyEupFJ6njmx3QgIyTSJexrbeUB8vh889tjt+3ehJ0X2qatVqVTi1Ftai+SUrU7yU/yb5KnFYsHQ0BDC4TBarRauX7+OarXK86tXQ+pvHnqI612kykyvhhSw9TwGgwHf+exnt72zbnjt6OvcLY82Sy0WixgaGkIkEuHmAHQf8b3JzX+576VylI6jzIFgMIhYLIbFxUV2iNbrdQQCgZ5pYbFY8H8oRFXWcJu+azI/f/yxjzGPz2nu74mWl3Yv8LYdDocDuVwO8/PzsFqtGBwchM/na5szon4gyik5enZznojfU43O0NAQPB4PHA4H5ufnOYpK6wCljn3zm/9G1cbwSjjz09t/CB+8lcIrB7mI4vz8J2CxWFAul7kZ1ptvvolUKoVQKIRAIAC/3y8ryzvJSyVnlBJfdjIknE4nwuEwO3UXFxdx4cIFVKtV1lcqlQo3mCAd2+VyIRAI4Orf/Z2sISWFSEcR1GyOulMPDQ1haGgIbrcbGo0GhUIBlUqFN/TN5XKYnZ2F0+mE1+tlR7k05U9KByWe6xY9BXowpuSIb7VasXv3bkQiEbRaLU6JiUQiCIfDnJIEgGuhqLd+LBbD3Nwc0ul0m/JLdTmUrlCr1bhxAd2XPJhiRzCxpoSuR+lbYoc/nU7HKVpUAHflyhXcuHEDuVwOFy5c4MVJo9FwdxHqLuj3+zExMcG1PlNTUxgcHFSttHRiZJvNhpGREc4lpUWTCiWp4xyw9dK9Xi+uXr2Kubk59r7yi71Vi6PRaFjBpu+JthRZodbxtEhSWh/tXk0pHWLDD2pfSW0v6Rh6nnK5jIWFBczOzrbtM9ZoNFAqlXgMFOJ2u91wOp0IBoNt9JQzPLsxNR1vsVgwODjIdXrlcpm799B1qC6JFFyxtSZFpMR9zagYnbrPkdFZq9Xw+Ae6t6r99H2f4a419XqdjbGvWZ/G73/jG/j74D+01RSK+6nRc9HYqa5K3Gqg1Wrxu3Y6nSyIxVbvSgu9eH0p7anRicvlQrlcRrlchkaj4Rq6t7Iw7XsA21IadwqKihaLRXxi+ZM9p/tRai3NOa1WyznawWAQgUCAeVPOoJIbv9xnJpOJF/56vY5SqcTRZIvFoqzw3/qMFO57H3ywLSpO3ju5CO7bAaVFpZMBcOqO01yPRo6MQqEAv9+PUCjEvClCrfFPIOM0EonAZDKhUCggnU6zV9zj8SgaUNJneO5P/7SNhlJnjjR1Ui4SJeKoYFyJBiP9L26FoAYLP3qZMzkoXV6n03EKvVRWEJTWHTnZSo6ocDjMzY2i0SinkPt8vq70lMLlcrXtW3bvgw/iaezMkBLHqrpZwCP3A0O3/73yE1c5SyOXy+HmzZswm80YHh5um+fAbb1D7j11eneiwQBsReJJQTYajZifn0elUuH9OO12O06d+oi657mFn/zkJ7d13RSNJTW473d/t6d7Mr79FK4fXEKtVuOyjqWlJSQSCV7LqXMegG1OcbXyXm69Es81Go0Ih8NwOBzw+/2IRqOYm5tDs9mEw+FAo9GA1+vFiRMP4Ju1vwOwtdcgoH4POTnDSfo9ADz9W9vr3LphcfFT3OGXthSanZ0FAAQCAYRCIV5j5Wgnnb9K81p6fiea0ne09jscDrhcLthsNszNzaFcLvPmvNQa32g0cqt0k8mEje9/H3P//b93fX6RrnL0vfLNb+LC00/jzFe+gjNf+QoufeMb8Pl88Hq9cLlc0Ov1vE47HA5YrVZ2plGdVigUaqsjl8pCORqI9OoG1caU9GXo9XoMDw9jcnKSPeZUMEcKKSlb5BWg/Y4uXbqEVCqFRCKB+fl53iAWACvmlA5WqVTawsS0UFBRvvR/UiiJOJQeSD9ixKFcLmNxcRFra2tIJBK4ePEiarUa9u/fz9/TvYHbbdQ9Hg9GRkY475aKx+VeUjfQsTqdDqFQCJFIhFP5jEYjp+cBaBtLq9Xi9K75+XmcO3cO6XSaDSYyMuv1OjKZDJaXl3lnaFLAKcWRJjHQXn9G74JAUTHa4TuZTHIaGj2LGJE6ffo0qtUqPB4PL8IazdY+U+SdpqJDema3242hoaG2AlaR7+QYXS5yRRHIYDDI3u9MJoN6vd62ebRokEjriU7dcRpz772I8/dcwMkjr+GfJ3+Av/H8LQwGA/5C95fM95Si9xtfV5dORQovRcRMJhMe1G8toHNPAn8f/Accn3keZ+96E/P/6hLm3nsRp+7YSkURO/0Qv4t8RFHIXC7HqYvBYLBts09xLsnxqxydnU4nQqEQR5fpXVJkz2AwAE/cOueJVk+K1tyT2PYOdgJ6n6VSCZlMpvsJMiAjmpwwJMOoIylFjaXeKmnURm5s4gLmdrv/H+7ePb6x6jobfmTJkqyLb5I9HnuuUEqCk7f5IG2aS8P3JSQpSRPSt02/vk1CCUkaXtJwHTJAIEC4zcBAmIEU2gaSFpo0TSgZAhnIrSQNCSTcJuCBuYA9Hlu2Zet+sSxZPt8f8rO8z9Y50pE96dffu34//cZjSzrn7LPP3utZz1rPwuDgoPS/q1arKBQKUj/Y0LSxfdcFF9Q5bSq4Xo0xxU+9Rt6farXasjJdZ2cn8vm8RC7Zv44qZnbgHmicOqk61Bs3bkQ0GhXGe3Z2FgsLC+jo6MCzz36x/qSWAavOBllFvvW5eT/M/bumbX7me9XvVcVW1DmhmpzPEOrtbgPd3d2oVCpyjYVCQZhjqsfZRVnVc7GzYDAooj2Li4uYmJiQ1gvt7e0r49mA5QNWmI677sqZgJRhGPjx7t14d8OzaG4cyx9++cvOGZUhyLiy8X21WsWxY8cwPz9v2oetmBA+a+q1WLHCVnsS5bf7+voQi8UwOTkJv98v73vppdZBDYWQDMNYNTj9we2346HrV8RQHI/lWbX3dXZ2olAoSP+pw4cPixCAGsyjNWL5APvUNStzuVxSa0PRmxdffBHZbFb8CKr1AQD2ft3ZtSlmB6BW+z4rO3LkahQKBVGyGx8fx+joqFyb1TgCzfcc/f92YNZqrXC73YhEIohEIsJKEaRQhItZFX6/X8Qi2tvbkXniiVWPhZNxJPnCHmzcS1W27KWXXsLi4qIIjfB9vEb1WvUxsPp/w/Nx8iYrKpHN0NavXw+v1yu1JPrnCoWCqfjr9a9/PRYXF/Hqq69idnYWiUQCBw4cQDqdNtVh0VGk+IN6wfyb2hPKKuJhGIYohRHQEUiVSiUcPHgQx44dk6LaQqGAzZs3o7+/Xz4Tj8cFRJDJYPEo+xFQkUdtSqzfJHVMrJywjo4ODA0NIRKJwOPxyIZIyVs6ySzu47Wwh9TIyAieeeYZ6fwMQCL0BK7xeBy5XM7E4nHMmbZHZ71cLpv6eJHZ4wau9kyg9CRTovbv349nn30WlUoFvb29sohx8fR6vdIRm2CZncjD4bBE7lh/1SwyQMdB/T/T3FQVGF67YaykPxFMLSwsSI1SpVJpKO399221smk23yP4d/rg3fnRu2Q8Ce7Pu+uupsX9ZElyuRyKxaJJMp3XxKACBTY6OzulKZ4esdZBqJ2j5fF40N/fj0gkInOKtri4aBbeIKDCWcrPze1DV17p+L1WtvvpO2QOUrK3JbvbAO428G//9m/yvNE47ouLiwLOreac1c+q8fdcP6gsxrWJTG9XV1fT0x02zA7suy+8EP/P5z5nqi0k8Fmt8fOq47i0tGTbJ6kROzXyzgOiysp1cX5+Hn19fYhEInVOlR1QtWJW6KQymFcsFpHP55FIJGAYBvr6+lq6bhUoWt3L/7BJp5r+ZT2Q0lURdeO1WY2pCVDxtfxMvfzyy2hra0MqlUKxWBSmmBFkfX7qx9N/p46xKo7Q2dmJVCqFyclJmQvilJrMOgAwbNTqz9T2EjzOWllT1QFyuVz4yZ499iDgBovfD0HaDiwtLWF2dlb6eA0ODtaxUzSrMbRyzNT/M1OCCrculwuHDx/GwsIC2tvbsbCwYDOu1qZepyptvVpw+t5LLsGfXn31Kj8NvHjCS2hra5N2DpOTk0gmk8Kq6MC0UXZEozmq/83lqqkiDgwMIBwOo7u7G6+99hpisZjsrfPz8xgZ+Tx++MOPrXxwGQQ6YaXWApDqvqtJTRp9onA4jKWlJbzyyisoFosSFCU4tNqrdT/daqyaAVf9u4PBoKyrPT09WFxcxMjIiGQ0MTAeDAYxMDAgzXOdAiknTJ+dvfLNb0r6IX1wr9cr7Y9CoRCOHj2KI0eOiJIgVQTV51ofL6t56WStagqmrG6Ay+WS6E1nZ6coyTE6ojprrAFgNJ6pRwAwOTmJiYkJTExM4De/+Y042ExLo3OhRvJ0p1UvDCOaVo9ZKpUwPT0tzEShUMCBAwdw6NAhjI+P49ixYwgEAjIZOLBMTaPABKPUhmEISg8Gg4hEIti4cSNCoZDlDWk0ifliHjVTFrxer4BRAMjlcgI01Wtm4zO3241Dhw7hF7/4BY4dOyZCBuytxRoCRjIZjatWq9IDKp/PCxvHKDKZJz7kjPjSCSS1WqlUMDMzg6effhrPPvss8vk8fD4fOjo6RKWOY8MaETYZJpBm+lx3d7eMhdXiy7Hj79V/+TeqM3JeMqeWjJh+D8rlsjTD3bt3b7PHAhf5LpR0SGCldumafRYRcMWu2fdFnP/P/1scXrfbLfO7Wa1ER0cHFhYWkEqlpDs41STVVKFSqSQdxEm7c5HjGNoBVKvxpvw+m/Oy5k29btvaJIeA6pEdO5qCZju7/Re3me4p01cdm3aO5XK5jnElc9TV1SURQrsF1yrCp44r1xrKwnKNI9BQWcRGpgMqYAUIsFC3XC7jrmdaU6ja86vd+MmePfL8q9f17gtXengNB2qvhrYMUnG3IeuZYRjC/Pv9fikGtwo0WUVO9Y3P5/NJOi/r3dLpNAqFAnw+H37968bF/FZmxTyozN+Pd+/GyFvtwZL6t8d27cIPv/xlSyen0SY93EQ1nfOHPQ/pdDF1Uv/uZqwvz4us1Lp161AulzEzMyPH8Pv9jseTrJRe06cfby2mr2c/2bOn/k1WQEoxylQXCgVMT0+LoMLg4KAta6rvOzp7pe/9TENl/cbMzAympqbgcrkkQ+HpgV+Jk9/ILr/8ZQDAu7dtw4euuUb8rrWw+sfDotGoBKEKhQJGR0cF6FBsSTUrhsQOcKmfoTGQwv2tt7cXhUIBBw8elEBlqVSyL8FwQOGtRg210WdOdZ1jr8R41jmIRqOyJ3i9XiQSCRw5cgSBQAC9vb2We0+jvdxqfqp/U+eqbmx3RHGJQCCAI0eO4OjRo6Y+T+FwGJs2bVrpd6oISjSy4wFSmebX29sregPt7e0mEuLw4cOIx+Mi5tHf32+bGmw115wGfloSoFAnNxfb9vZ2ofsIXghmcrkccrmcKMWxViQcDktvhXQ6jcnJSYyOjuI3v/mNsFWUjTQMQxYLdTO1i3LpDycjExMTE4jH40gmkzhw4ABeeeUVxGIxpFIpkdJlM1cuCKxXmZmZEYlHlRFjbmYoFJKIk97Xx2oMrQpUSVGTumSjW7IlpFXVh4CgiEBlcXERo6Oj+OUvf4ljx45J1GB+fl5qW5LJJHK5nDAwTAlLp9MCoLLZLFKplMibku3gxk3JdarOlctlxONx/PKXv8T+/fvFkef3ptNpU+M0j8eDQCCAVColkt7lcllEHQKBAPr7+y0j9HY0rO5odXZ2CtjlXCTjRtaPLAY3okKhsMK6NAEBn96921RTYRXFtzK1HpD/r1Qq2P3pTzf8HFBL/zMMQxrdsfCXzKnL5TI1Vs5kMiL7Go1G5Rm12vCtxpM/Mw+dDI0aMOHcsAZTe5dfAO7utbwmAkiVAW3VuO4AK0AqFAqZ33R3r/1LM6ZRquI1S0tLIuLS19dnahJr5/zbnWtPTw/6+/vlXrpcLnkWPR4PHnmk+VxA8MNA8MMCaFRQ864LLoDL5ZIg0tLSEu78tYWT2cBKpZJJIpqMlNXxbAGVxTOkigKRnV23bp3cL3VOWqWhWo0v1U07OjoEADLlmaqMjcwKlL77wgvxrgsuMDF9rK/kXBPRiGXQRAClAyw9FV3fo8646KKm52hl7MOYSqVkfrJHIZtT6utjM2traxNAFgwGkc/nMTMzI893Q/bkhnMEQJE5UVk8PdC6FjD1+G231TmCvF45/g3nNAVSAPDSH41INszs7Cyy2Sy8Xq8AdF1lksdSrRkbEAwGhY2m4AXXcQB4+XcVMY8mgKpcLuP+7dvF99Dri9dq//bFWkCwZVGPgRVRj2q1iomJCenNSeZI9Y8aCUup+1SjoB+DMaFQCMFgEK+99poE8PmsHXzdodqYclzPOgenPgyc+nBLl+fYhpuABEt2avncfj34DEKhkPgh1WoVo6OjKBQK0kjeqgTCSfCe79PXVT3AweeKvU0Z4E4kEjh06JDIkpdKJYRCIWmb0NPTgwP/8i+Oxuh4pU0+fc896OjoEBEzpvwxgO52u5FOp3H48GFUq1URvGMGmJ2tJujjCEzpCLetrU0oR6qREfBww6hUKiKdTFUsbkjs68QGudSBP3r0KA4dOoRUKiWpTJTi5nEBSK1PW1ub9H5R+yapE0JF0MViEceOHcNrr70mKW9+v1/Soxjdo+NPhqNUKmFqakrSwei80vH3+XzSIIyD32ghsFpw2fPA4/EIaCIAoFOjommqYxF8ZrNZAQOjo6N4/vnnEY/HZfz5oqAHnXiCKTZdnZ+fRz6fRy6XQzabFfaIkW6mJRAcA0AymcTzzz+PgwcPYnFxUeTVvV6v3Fs6N2RQOjs7USqV5Lis8aGaHtVg9MhjsygMX+zOTVZMTYVRHfdcLmeqjXnyySdXvtQGUI3cA+x/ytScAAAgAElEQVT+9Kdlsebc5s/XPnYN/vaBz8r7/+L2j+DT934Kl393e13tBQFepVLBbZ/4hHx/nS07/n/3s5+JeApQU+/L5XIyBj6fTxY6KplRGTIcDjd0+O3Gl/eC8x9Yqclj7Za9at65K4ClAYhRRWVaNfW829pWGirLONoAuRWLyE9vectbJEig1hYahiGbCCXqaU42MdWi0agIeai1Z1zHVmsqqGHE+8CBA8Lw7/nV7qbfsfvpO1AsFnHgwAGpZzzjootMjJTdsYeNxiCVAE9l/Obn56XHC3/XzBnQHQFG+wFIICGbzUr631pMzYool8vyTKmA6ge3346RtwLfv+UW+dxju3bh8dtuE6e/XC6bag353QRSViB1RM+6usr8XL744ouyT/B8FhYW0N/fL2unHrij2YEC1j1Eo1FUq1Vks1kRtGnKSl313TpgyudSZ/qsjr0as3IECXId2XLtFNVe0+m0BBHVWgyngRIrJ5Wqx2RPkskkYrGYrC+WTY9tANW2bS8CgOyVZHuOx1g+fttt+MHttzsXE7I4x4OvOyTrZSaTQSwWk8wGlVUBnIvjqPNYX+spdtDT04NisYixsTFT78868O+A+aP95c6djt+rWzN2ymTaOb14wksC7jmOY2NjCAaDIkuuCkqppjN3Vr/XTZ3bnL/t7e1Sa835eejQIdE3KJfLwmD39fUhGAw6njfHM20SqAVQf3rHHdLiJxqNSq8qkgyTk5OYnJwUYbdoNGoiJxoxfZx3zczRzq1/EYvSfD4f2tvbJdLPlDoq47DPEeVa6czn83kAK814ycJkMhmEw2Gpw2DXZJ1qp2gCUxAIopgGxYcJqDFTuVxOIhXFYhEzMzPIZDJwuVzS24pNhtlMlb2renp6UKlUMDExIci3VCpJnyHWMIVCoboHt9FN0CdvT08POjo64PF4TOmFhUIBiUQC69evh8fjkXqpZDKJyclJ+Hw+cUTo3JZKJYyNjaFarWLz5s0IBoMStdSjqxwrpptR5ICCEWo0dWlpSWTDS6USurq6UC6XcezYMYyPj5uas3GRp1M/NjYmIIr3pbOzE8lkEsFgEIlEwjSnwuGwMIXqeFrNR6v3UG6f/ZdYR8GxWlpaEubMMAxR6nNqdLiDwaDJYVAj2QDwwRv/BIHAyqLGej+eJwGqYRjYZiUdqjmlw0YvXsAxnHbaFmSzWczPzyMWi6Gjo0OERKhmxmZ2lF5XmT4njgGNxacUSGBKFtlOBknq7dzGg3h3L3BP0vSr1TgFl7ztUtz25C7ZcP942zbzMRxZzeleWNgozxELqrl28dlibj4bqNKsooW6uVwu9PX1ob29Xfpx1I67IA5rUwt+2PZPwwFgpCZECK/Xi52PPgo8+iiAWpF5Ixt5K3AGas79B22+uzWLAEjI/wim2OONtatkPo8cOSLvA8xMhv579XfsG0ggtbCwII05n3jiYkdnanVtI0XzOr2wsIBDhw5JFoMKfNlDCqg5pVCcPgbx1AwOoFanYnVs9R6azsflwrD2fHg8nrp9lKksY2NjMl5Onyt+NhQKSZCLwRp9PXZqanBTXStXCwB+DGCfktbMPZTfqaf+N7UY8MorryAajYofUiwWEYlEMDAwgNdeew3FYrGhg8X/q7/nvx0dHZLi53a7MTU1JQrFPp8PL504Yn1eFo5/6P+6BoZRa+zr8/kEuADAey6+GDtau/I6Y3bDY7t2oVKpYHgV39HR0SEZLbFYDCeeeKIEm5kyaseK6D+rwVT9PDs6OiSoHwwG8fLLLwtLC9SY26fWPb2KK6jZB7Zvb8oyrdqagDqqvDLQOjY2hi1btgg7NTs7K/uHOt+s5iEAy3lpZ21tbQI42D90amoK4+PjUhOnKyU/eVdzJePV2nMfaswi/mAZ9O45qqSz9wNvWfoDwRrFYhGvvvqqpC12dXWht7fXpCztBIg2CgA4rplSv4SOMB1/bip0rubm5jA5OYmBgQFxHFhfMjMzI4We09PTyGazklaXTqcxOzsrQIYsh9ptnVLShmEIE0MRBLIOqsQ32Ryme42Pj4tTvWHDBmzatEn6nSwuLmJqagqTk5OmtKG+vj6Ew2FMTk4ikag1XKWcts/nk9qg3t5ex4p+6rhSDpNphZR5zGQymJubk4a83ITI4rW1teHEE0/E5s2bpQCPdUI+nw+zs7OYmJgQ58XlqtW/EPTRCab4AjtWMzWQzgk3Kb/fL+wG73ksFsPs7Kw0tI1EItJfgFGUjRs3AgBGR0clymkYNUUqw6jJrM/OziKfz5skyFXn385p1Sc971t3d7c0KM5kMsjn83INAMTByefz8Pv9GBwcrAPDpza4hwSaap8nNd3PMAx87K6PClDVN3yeL8Gsx+PBPX+rSeLaAoGEyBb7fD6kUilJ63S5aikllNtWm9p1dXVZRgWtorvqZsaCTbKUap0Yv7/egVkdI2AYBm57chd2PHGz48+MvBX4423bcMZFF605QkvGtVKpYG5uTuYT16NisQifz4e+vr66SJadg6j/jlF/KtoBK6qjTVssNABSqp1x0UX4n1801++995JLLGt8GtX+tGTBpMUvV+YB2TK1SS/TXjmeOgOtz019jF0uFyKRiKS3ErwwndfZeVuP6XBgBfDQaU2n03j22Wfx6quvCtOkBlEe27VLzrtcLmN6ehovvfSSAEX1OngMu2MDNXaKLysj+08WkUEN1iXrTmkjwM9nnaCJad0MMO7f/yW7EWxodvfUMAz8uMXv4vvPvOyyuu9a67NPZb9MJiNObF9fn0lASR1Dqz1en5ucn9wP5+fnMTU1hXK5LL2RWjE6goFAwMTmG4bRNFjixPhdZL7uuCOFO+5Imd/ElLnfx8pLMbZacblcSCQSSKVSorpGQGl1v/Q9yereqj4T/Yzu7m4JIHNcA4EAXjzhpVWNwf3LL8vxTDd5ad9jZU6YmacHfiVBaSoRHzt2TNgpMi+qNfI5mwWgdbKCNeskN44cOSKph21tbRgaGsK6devwyje/iV//wz80v6DfslmNaV9fnwQcKDDD9gfBYFBKHwD7Omen7CnQhJlSFw2iXZfLJZ26CZD4UDMNYmpqCh6PBwMDA3C5VkQbCoUCjh49CgBSDMYNb2FhAblcThzDU045RSStZ2ZmTBuWKqOsOnYcEDWlgIsYADz//PPSQ4qAg4wM2aXp6WlMTk6is7NTaEBey5EjRyRlrb+/39R/iNF/1lXZRQGsJjXrrxgVIsBgVHBoaEgcPJ6fz+czNRGlc+92u6VfEiWCeY8YVdiwYYP001LVvtQIohrJYBRo69atki7p9XqRSqWQzWaFnQwEAlLvxbElyzU0NITJyUkcOXJEJIw9Hg86OzuRyWQEOJL58vl8pmtrFsHS5204HJbmwvl8XnohMaXz2LFjAlQprvD9739f+ZYInjN6caqr5iA+pyntbb//fuw65xxhTzl2ai8upg/yOVGfBfXF+3XecnSnmaofEMG+fQn8xV/8Bdrb2zExMYHJyUlpV8AeWIVCAel0WlQndbVNfbGwWzhYoE2Hn4s403GZistzW429V+vNMdykd4+dvediZ0yEnT3zzCi2bu0UBpvqfWRaGaFW2WDV7DYtPleM+vHZa29vl3RTnYlZiw3fC4x8cvnno8DI5uWff1kDTlbjO3y0/nf83NqsxlB5vV5JM1bl30ulkqSl6Wmeds+3+jODMmR4mfbmuP9QE3v3hRfiR3fcIaqWIyMjKBQKiMfj2Lx5M3p7e0UllmtANpvF1NQUPv/P/wyA9+OJNZ3HjwD8yOXChctjMuJyIXjyyVIHyzTzUqkkinG6qWu6+n/+rq+vD52dnSJeks1mYRhGfQ3iKkx3jl0uFx7btQs/3rbNkQqdDrzed+ml+MHtt9ftW6uys1wIhV4nvd4oZMJyhJGRkbrnsxl4Y7A1Go2KAND09DTm5uYA1FIqTbVSDkwXFqFPdLzWDTWtmeN5xkUXYWR5WRWmRgNQ8v9fA89vegG/kztRgk+zs7NYv369KPtOTU2Z6nx57uqzrwZW1N/xPRS2CAaD6OzsxOHDh5FKpdDW1iZjDoytaSzee8klAK/XaaeNNOyELVu2cDgsAIY+y4knnig1P/F4HJlMxvbzTlh9q8+w3py1x2NjY5iZmYFh1ETZgsEgfhT8MZADTl3+XDP2CMr7VmP3A/h4i9/3iPtRDIdPkbKjhYUFjI2NSeudcDiMnp4eqQPX15BGa6WVNQRTVlFqOtYqW0QncX5+HslkEqlUSlAhi4wTiYQ4fGRPAoGAKUrR09ODbDaLZDKJ8fFxvPGNb5QoEZ1TOqg8Jzrbauoaz5WfCYfDePHFF1EsFkXulQwWwRiZJr5efvllUSdhjVcwGDTlVLPeit+l1glZgRL1vFRj2iIAAQCZTAbpdFpAytLSEqampjA6Oip57RxDpstUq1Vx3L1eryy0LJyncp7f78eWLVswOjpqSl9Q77cKpNvb27F+/Xps3rwZsVhM0Hy5XMbS0pJIhHOhZ02bmv4ZDocRiUQwMTGB1157TfLIu7q6BDSmUikpeORDy/vL83PC+PF+cVwolUmlxunpaUxMTKCtrU3q9r797W/XfReBlG7D5wGfqnwSUGqlALO4hMvlqmv6yPeo85Tsbnt7O+7fvh0f37kTI/cs1580sc7OTklNHR8fx/j4uKgYhkIhaVrKFE8yU+q9tZqf6s9ut1saSjKViOm6k5OTErWuRbPXVp8CKA6902YpgyufOT6Ofy2tkU5/LBZDKBRCW1utgTPZWsqjq4GmRsa/ezwe+P1+JBIJ+fzCwoLU+DRmU5qkTWIlPWzkk2ZwpI+RzkRZASnADMrWZhF0dPSLsAXTlt1uN0qlkqyzVsyTavr8ZECGDDHrfMwAf+1WqVTqpKM/9qY3IR6Po7+/Xxpas1Z4YmICd/7HfwCojaH6b6vj+SPt/7uXx+DC84DQr0MCpliPvLCwIGuDdfqttZFF8fv9wkjl83nJnGjVfrx7N2AR+LJiHQmU7ECVDqT23XorAIArrJWjM3J1c0VE1UKhEBKJBIrFIkqlkuyt0Wi0LrhodQ1WawAdtu7ubql/LpVKkhK/WtODta2Aqel31v4d+NnK735w++1wwRrEPLZrlzl1WgdSFub3+0WcKplMCjBlvSnTr9RrUP+v+yA07u+9vb2Sbs0+aNVqVYKwvx58puH5PfchYOThegf9fgAPXH45enp68IHt22u/bLVl4fL7H77pJtx/5ZVyDDJVIw83F6kAgF/2P4U35IaFNEin00gkEli3bp0AKvo2HC+n7Ky6d6mf8Xq96O/vlyykcrmM0dFRLCwsCGlQC9qMAXAOjlajiqjaozt34sOlEr57zTUtfa63t1dKhrj3TE9PY+PGjTIf5+bmUCyu5FVbPVtOnq8Wk4shqXMEIkxToaQ5c1Z7e3vhctUKq6empnD48GFkMhls2LBBcrK9Xq+82tvbEQgERPllZmYGBw8eRCqVEnCiAirVIdVTp9S6lVQqhZdfftk0CZlKx2tg6iDZpfXr16NYLOK1116TtDS32y00fT6fl74zhmEIoOT3NDIVgPLl8/kkvYiKael0GtlsVtiZdDqN0dFRiYoHAgF8/etfh9/vR0dHB56+5x65fh6DLBlFCsjAsRGcKmevK+uoCxqbyCWTSUklYxqgKmmuiwiQjeF1d3R0SIrTsWPHUCgU4PF4RHKbioJ0klSA5iTFgsZO7GRD8/m8AJZ8Po+xsTGUSiV0d3dbAqlTXS4TkHrOqC+ov/jee+WecQ4wcKDeAzp4qtqfCrQ5Z7xer+maRmyAnGpf/epXJR+fbAfT/cgM8vpVgNmK8T7wfrPxZjKZRCJRq4cJBoN1sret2vBRzaEfXH41Mu3vdd+xSguHwxLAmJ6elugfxUzoaBEs2y22OgMJQAIMfHYAiCQ/lVHNdq7ycmbD9zYARxZj1GzMCALWasFgEB6PR0A+ABN73WwOWY0xa0fUVgEcy+MJprb1XlYbV+X1wAsvIJFI4ODBg3j++edx7NgxHDx4EC+++CKmpqbkfbqpv7OqjXJqu+8BPv7ss3C73chms9KygHL2fFat5qEVEKDyJ7DS/Ju1Z6tx/N994YV1x+V6qaua0n6MeuBklQp45mWX1WVV6PLrToDU7quB3Q/XXh975hlpwM4Uzkqlgp6eHtNepkexGzlbFEhgc1P2/2MtuNje75r/tTE960V3in+MFbDEf2nT7zT/jj+r46v7WGRaxZoBqeW/M5ja3t4utd/0oSgKY3XPgMZpVpzX0WhUWCn20WR/TqfAf/hD9U7+17dtk9pjAK0DKcX4/K0FSHDNZG1+PB6XwCh7aNKcAin9/Rxnpp2SaQ+FQpiamkIikZBzUDO9Ghn7RzXqI2WyJimT9GPvh/PvvWDz56RWnKUjBN6GUROXIyDn/Vb911aZ7qaeleoY8l9GalWFFdZopNNphEIh+P1+VKtVzM7OSmrfhg0bEI1GRbOezjLZFEbpu7q6EA6HpTeUqhSmL2RWG4U6ABQZ6OrqEgCnL+gENCzi7+zsxJYtW+DxeHDs2DERKaC0J1XvVPEGghdVIYTnq4+nvnDw4fV4PFLjk8lk5JiLi4uIxWIol8vC6tGR27lzZx0DwvRDOihUKczlcvD5fJifn8fc3Jy8Vx9X9fx4j3O5HI4ePYqOjg6USiUBZwTDaq0aANx+++0yzvfccw++8Y1v4Hvf+57U+hQKBczOzsIwajLmbKpL5TGKe9DBspvYVr8nuDMMQ1T8yKbF43Fh/KLRqCUj9Zx2z051JWuve2pKe1SJY72gWjOlStVzfpE1VaPnBLZME/3EbbeJUh7NClDVfrdS1H/fffchEAgIME6lUtK3i/eKjisFTni/ddOfJcMwBJTNz8/LNXM+kvHs6upyJpxgYw2deTtA1QBoqd/nBJTq9h//8RtEo1FJlYzFYqhWq7I50sFUnX+7CLX++0AgIHOCKcYMUnA93O36MFoFULThewGc0fLHmtopcOD4F6zZ1N2uJHa7kgIWKfjD55zPBsUZGm1iepSaexHThtgrr729HXc98cTyWK7N7MDk8L21YEO5XMbc3BxmZ2cxNTVliro3+s5THBxbZ6WszOfzSTNvAOIAU7hJtUbOAR2ocrks6zHTmP/0pz91cCbaud9xh+WaAkCEjiqVCr5/yy0mJURgBVQ1qqnifmVXq2hXZ0bbbfF3ZnRw/6XYlKqapx6rkQPrctWEpShlTf9IDaCaTAVUFrVIV73xC3Vp4up5qP9XAZUOolTj+Kr7vxpwY8ZRK7b74VqqH/05+h5si6Oq9HKcGs1L/XpZN8ZU/ng8LhkS0q/LgY0sp6X95c6d+OAXv4j3XX65BI7b2tpqQjLHwb5z7bWrBlRPD/xK/Ln29nbMzc2hXC5LmQzLQ6zGsxUgANTWsmg0aqrRHx8fx+LiotQZdXZ2Yp/3McvPNwI5tkycBXAy/Q21+8T1ohXbc/ROySjj3PD5fJibm0M6nZZ73dPTY9rL9YC9SjY0sqY1UypgYVQgEolIXQajrAQAi4uL2LhxI6rVKl555RXMzs5i06ZNGBwclJPnBsrFlHK5rJVpb29HNBoVFTZG2tSXeoHqw68uCF6vF8ViURAoF0WKLLAAPBgMwu/3y2CT3h8YGEAsFsPLL7+MjRs3YsOGDdiwYYP0f5qbm8PAwICcN6MisVisbnFTx5PnCaz09SB4YLd5MmkuVy3lMJvN4rTTTkMkEsE//uM/mr63ra0N9wO4Y3lxpqPX0dFhkj+n2EdnZ6f0ZfB6vZidnUWhUDDJALtctfS+np4e9Pb2oqenBz6fTyTYQ6GQMGSqVDfPZ8Tlgvvaa+tqIP793/8dAPDhD38YBw8ehGEY2LKsUpPL5TA5OSkLJe8bFePUcVPvtz4W7ANUKpUQj8clSh2Px3H48GGp4Xr88cdt5/5zhoGRJouRx+NBLpeTZsCUj+e/yWQS2WxW2gfQaSTYYj8uApFPfvnLdcfQwYCu5gUADzzwAADgzW9+M6ampnDgwAHpDZHJZJBIJNDd3S3jSdCmLxp6Kovb7RaWlumhbA599OhRuN1ubN26Ff/5nwcajlOjazoeTJKVqWltI66ko7RJ1b761FM47x3vwOHDhzE2Nga/348TTjgBgUAA2WxWVM/Gx8dt56a+obW3t2Pr1q1Ip9PCisdiMbz66qsi4/2XTz0FoAZAAOBC7bxTRaDHQrTAINBZTiFzNWObluuonIy/sfydpyjHsdz/ls/5n22+h9d269AQDh06BL/fj/Xr10v0evPmzcKwWDms+vh6vV5s3rxZ6nvK5TJee+01LC4uIhqNChBpBKjOQA2X62PK6zxl+fpdNoDqxYtfwutuOVkCVnQ8m8kE62NqNZ7NiFlaX18fJiYmcOTIEXR1dQkDv3XrVlOavGq6o9XW1ib9qZLJJIrFIsbHxwHUaiZx9KhpHC+06M0FALhh5T1nXHSRqaaJ9ThutxsfvOIKUwrpg9dd5/BqV1JPeQ26o9OsvYIViKJdNDaGnevXY2JiAhs3bpSMinXr1smzzv0RMJcTqMb1c2hoCP39/chkMpicnEQymYTb7UZvby/+6le/ApsVXHiDzRxVANX/uvpGPHjddXUiNTrYGPkZMGwDnlQbUdL8GFTWA0GsHXOaLsmx3f0wcD4O4Y4tW1CpVHD06FFEIhERpKJasHos3awC5KFQCL/zO7+D3t5eDAwMIB6P45VXXpEMCsey7sv2g9tvRzsg9cR26W+t2mO7dgGoKXuGl/8FgEt+eqmAuGa2e/l9oVNDyGazCAaDQk6ccsopGBwcFJXibDYr509rtIbqQT63242NGzdicHBQmuC+8MILmJqakkyN1Qp6qNc78jAwbJwJnL7P2YeXF0amWLeqrvit0r8B3cAfLrwFmUwGXV1dSKVS2L9/P04//XSsW7dOsk2OHj0qQTmgfv41mw8t9Zmig00mhVEhFlPPz88L+5NKpTA7OyupVOzHxNQ/NY+RtTfASg8pMlVqFMfqYVcXUvU8KRGtsmpM6SPYIKtAVcBCoSAbD8EiqdSZmRkUi0URSCALweI1OkdUD+H5WZnusKrNVLkhk+UiSKXioA6kgJWGp+3t7dj29a8LxU40znNmmhLfy3/Zk4mRjq6uLnR3dyMSicgiw/vCND/eI94PsmAejwf3LKccut1u7N5t3duG6ZSpVArFYlHSpvL5vIBydWycTGaVqma9VKVSESAzMzMjaRumflIW1gxIAcBn7rxTQDnnKB9MpoJWKhXkcjkUCgUJDHDcyVJ99u67mx7LyXlxsyqXy8L6+f1+kV8nM6I6IXYpFgAkLYNAkfWA8Xgc1WoVoVAI9/z85y2xP6thihx7lcfJnnQlkQaw4+c/F4UvRgRVyf+uri5ZW+xM/RsDUVScqlariMfjqFQqEkTSjazOblcSqeWxSxXNL2OVqWKtAKlW7Owmf2frB84jisKwSN/OdFaKtXrcP6heyUCCE+PU0sd0NcYaKaAxY7GaMW1kH3vmGXg8Hqk9ZRuQ3t7epmnnPE+PxyNCM0xzYxr2J/bvr/ucJUC1AQSqsy8qhlod2Z85rIVQWcI/ufxyvOfii+tYlVYj8roxbZRMX7lcRldXlyWIoVkdk0E8l6tWF8km9e3t7fjYM41reqxs+HrU+Tt25zPyM/OrmVmdP8f1bI01bMXI5mcyGanrDofDkjlide7qsfW/M2WSa+/s7Kz05/N4PHhm6NmWzu+9l1wifhj9Nr3kYS3G+f6+Sy/F+y691NmH9p4J7D0TFxpnAgDOfu45ACtBbrL6oVAI4XDYVlhKXy8bsVV+v1/S+8LhsPRWJSnRcruBRuYUSC2bk8BAM3tq3dPy/Pr9fslYI8FD9WeV7FDngJO50HCErB5a5qXyd5RD58/BYBDVahXT09OoVqsiP8h0PrJCLPLkxRFs8bvVhZFAQAcpaoRI/T0df0YpdDaIaoRUnuMGokqC8wFjIZ5K0fv9fknRymQy4iAbhmE58RrRhR6PB6FQSNK+mGLBtLTp6WmEw2EBpLpt374dHo8HD11/PQKBAO7+7GcFMKr0MM+LkUHWovEe/e7v/i5OOukknHTSSTj55JNxyimnSCQegNTeqPdLrRnhWIVCIVx11VV46Prr4fF4cJ1NxJFpdlwQGQGkIiQbNpNy53Ga0dcsSKdzRcaTkv3hcBhDQ0O2nwfsAUsM9boIam8oOiFMA1VBJwMIuVxOXgsLC6L2FVOO0czszu/xxx/Hpk2b0NXVhdnZWczPz8t9LxQKAoDsFgz1d0BtI+zt7RUGlw4b5dC7urowbBiWbJlqAgJWA6RoawRUKohLLQOTlAJQaE9q/2f+PeX1GeRhs1nWHNpFVtVINmVtGShgDzk6WH/+85/bnn8zgFJ3bAdiHGsR7GgGVRqdL4MbyWRSaimAlXYGNJ05VY0pfp2dnSiXy6hWq5IS7vP5VpWW1siaASD9XFtNSbEzp/ed0vBq7zJmDlhlROg/s90JU5KZ4tco0r/b9eEVUGUBpMhKqWYYhjQqphEg7f70p/HA5Zc7ul4VVDlNu3NqrK3gWFJwxklar2rMBGCgOZ1OY2lpqc75BRqzZbo1WrcftWk0q4MrFWA9ssPcnUqdK2sFptxvGCRmOi/39VZT0lSHv1wuIx6PC+PZ3t4u9W/NjGwJGSRaI7DaiumsKWXWLVkpVWJ+75mmP11o1EBVIBCQDK1UKiUCaEzxV81qfvCc6FfrL5bB0IdLJBJSFsL3tGRnw3LxGjbOBH56Zv0fjsN3W9oyMMXeMyXYTVIgHo9LwJ7AVL/nrcyBhiNkNclVlTYyKQRFZH7oJDDHkkCK6U/c/MgesQcOHXe9yJLiFGqOsd2Drjv2fC8pa7IFHR0dphdZKhbdkqGiQ2wYBlKplMiPl8tleDweFItFYaf4XtYKWd0Mq9Qf9gVSU8AIAPL5vENV/fwAACAASURBVKSt3WXRGI1RHi4w4XBY0hXVuilOFlXogvVv69atw4YNGzA0NCSpjFu2bMHWrVslh5bATBU84DE4Jzo6OuSBJJPo9XrxpS/V9ydhQWAkEhHlKKaNFgoFJJNJAZXqeOpjqqd/er1eaSZM1SSXyyVR8M2bNzdM72sEpNSf1dcnvvlNzM3NIZFIYGZmBuVyGf39/di6dStOOukknHDCCdiwYQNCoZCoVeZyOeTzeRNAi9l8fyv28MMPY/PmzcKmqCp0CwsLIt+vj6OVcaFm4AAAEokESqWS1EoBwJMuVx0IAWACK1ZAyknNiJg6EA6BlbHZfIwRC/BkPrdE3d++sn+/MHKUNOaiTNZan4M01cF2uVzS0Jq/IytLoLUaW6sK7/FSQLSys21erHOi+isAYZS5oVml2qhrKiXmw+Gw9MJj5H+tkuitjqm6F5EJUtNF/iuMtT5cNzmnOJ6NHEQy1l1dXbIHpdNpVKtVS8dft0ZplCojZRhGw+j8hf/4j4jFYrj34ovxbQumSq9d4//VY+jiVM3qpqyM15xOp6XOlXWhdgyO/vxzfgYCAZTLZcl8aWtrc1TAb2e6NLr+c7MURzuzA2dN+94pZgUIKaDF1jeVSqVOfMPuGee/6otj6vf7RQGY7z3nhRdWDqyBEqsaNKDWn7DR8W9ywOrppn7Gbo8deXgZWDlQRgSA/fuHRMk6l8shk8nIOFIcRgVRrQQVPB6PNCHnehGLxWTfX1pawvObXmj+RbSzzT8Pf2flvyOuZVaqBUBlugfad9sCK4IoxV54YVAUT9va2iQrhD4zg6OqtQL2G9ZMAfURGLVJLyW8FxcXTfLVjBCqkVtdrAGAgCkqZ1HmkQsiQRVVhkqlkkkC3WrC0HlkTRAA+QxT3Eg1U92MCyY3ElV5jb11DMOQ+himAfC6E4mEpLwRTNGsCtfUB5YPBAEmoywAMDc3B6/XWxcVo91www0CbCmrTPD0/16/kuR82yc+IUIHTPVjJDMQCAhYo0IhH6q2tjapkSJA9fl8ot7Gl9/vx/tuuw2/uPZaSXdUJ6HVuRPUdXV1YWZmBtlsVgAzI1lcNPl9TihXtdEcr6VUKmF2dhZ9fX0YGBiw/SwA7Pz4x7H9fnO5qBNAw0WH6Up9fX3SmJXpn16vV3LFvV6vKWe8kcXQGjHT19cn4G5wcFDSqlgvx8gMnQAroKo6q5lMRiT7mWIQDAYRCoXwpLLIPOlKNgRI6jjyfcbm5vU9tJG3Oq+xUpmZUwAcgP0YxgDEXEkA9hFmtnxgQf7CwoKsIezFA9jn/rNOgg7Z4uIi5ubmpPfbPz37rK3YQKuslBy3wdiqIMqudsoJu7Ua6+3txfT0NIrFIpLJJDZt2iTrC9Op7CS91RTU7u5udHR0YH5+XuTlmdrqxFY7rqqd9pVTsbSUlWPe+/TT+LOTT7Z9to93it/e5X/V/oTFYlFqhDmeVvuQ6rByLrMFArMwWlFE1IGL3b5nJejxF6ecAr/fj57JSREmufMzn8H4+DgSiQTy+TxGUF+bOXwvgE9ebmJXXC6XMA4mSW/YM0B7lZ/pF3C/Z6CS7SYaAX3+y96RHo8HCwsLyGQy0lpitazpyNVA+472ur1wLWzcwzfdBJdh1IEX9efv3XwzcMUVLcnMA7UxDYfD0r6D9XvMapienpbn3EkKP7NX6JukUilRqqWPwdS42gks/3yDklb2+wB+3fw4qt30M+DKJqlmjUAX79EPbr/d1E+x1fGkz8Z67E2bNsk+bBUwscs4Ud+nBlKo2klxMGYxtbW11YNTADjLIl3PZlEd/g4w8uetXS/QApjlcf+sMUjj3uL1epHJZJDNZoUw6OzshN/vNykyt8JMNe0zVfeBZad8aWlJ5Ky5+BE0UR4dgMje8qaoG53X6xVBCubU8nN0/nhBXV1dyOfz8ntdvlB1AokyeSwKXajU68LCggwgm3qxfksFX/xu9kPJ5/OmvjuMkFDCUgWLNDvq0OVymcAk0/xcLpekbNABY+6xaldddRVuvfVWeVDa2tpMvVDovP6vr30NAPCNc85Bb2+vqNkRoTMVjkwjQdP8/LwouXCxYr0cv1O1t117LQDg1zfeaHpwr7jiirr3qgwi+5r09fXJwtjR0SGOUZ3qkY0xGkungOlUc3NzqFar2LBhg4g12NlqgBQASZvkOM3MzMj8oLPHe1ipVDA7O4ubVpE378QeeOABvP/978fhw4eRTqfR398vc4sLBhX+GkX+6axmMhmR52dNRmdnJx5++GETmAJqoKUb1sBlELXx1AHXDzcD72kAkpw4/sfD7ESFuru7Jb0xn89L3xlGBaenpwHYOwQMKDAowueb0X8GffYCePB4XxQRmqLwZ8lG/Wj5PU7k49ZolR/8AF3DwygUCtKzjwEaKpVagSl1HSUDzawB1iRyTf2vsmq1Co/Hg2/85jfyu1c+fxBvuH24pe/phjMV5rMB/Jn2u+hHPoL5Y8ekTpQtNejQM5iiGx0GsoJMJVLH8sNPPOHo/O0YIKd1B6w/pi9B4DI7OytB1kamfrfaeLbRue21/rUEvVg3xbFRm8gDjWuWmDZpGIaA02q1ikAgIMc9q+EVWVuzvdAwDOy98Uac9YUvOPo+NaCmp/fxej5osX9bmdV4qllJ6XRafDcCTd5X1Sei6ePLFGsGSxOJhAS3Ojo6zEBKtavOrAdUSrodAQ5FIqyCjK0yVOq5k1HSra4P2lX2QOBdrn3o+L3fk+C+mrnDlMlm7LP6d5V57O7ulqC+3+9HLBZDLpeTum7brIm9Z5oBlYPo1F4Ae137cGWDdL+bXK3VVLViHR0donY8Pz+PRCIhzZ87OjrQ2dlp2QPNScCiqZpf3QeW070ILJLJpACJarUqCxBvFmldMlpkT/jiQs/0NtL1lEIks8VuzKz94AUS7BDAsG8RVeYAiNoakTaw0mCVixNZG4IqFcxVq1VRRWOn+cXFReTzefT09EjPnUgkUlczpU9yfbGgHHtbW60RKpuHkSXiROd3XnPNNaZFj2DUif3V17+OB84+WxYfSurGYjG43W5TH658Po+JiQmUSiVJD6SiWzO0zsWDD+1VV12FdDptSlPkpkmnKJFIYGFhQRQICaICgYCpB1OjSU0nn0p+PM7s7Cx6enocpVfc+ZnP4HN///dOhtNkvF9+vx9Hjx4VBrO7u1si8CqYP141FXbW3d0tDglr0xYWFhAIBIRpsdo0aHRs1c2QKX6hUAjPP/+85XHfbjRXQaSpfvsPlx18FVRt15z+X7zjHYhEIui9thd9y2B+pwasfmgFFLC2kqs9zz2Hj27ejFwuh2QyKWqmqvNvxUSo40qWgJbP5+VZP579kOrOgUp0y4O9fZkZ0fe9kU8ev35SVqZyCtcDuDISEVGfbDaLcDiMpaUldHd3w+fz1SlOqqZGqBnEY9SbWQmqY2fltB4PVgoAXrhgRZxBHcOXLhk5TkeoP9cHYQZUbHzOvTSVSmFoaEiCkD6fz9SUEjDPTbW9AQuzKbby2B//MRYes5ZCdgoGnKQe8fmZn59HJpMRqXcG9AzDwJv2/J5pvPVjOIkinwHgc03es7S0JKq/6XQa69evl9pptRUGTd3XeR6sy6ZPxF51KhhaLaiyYhzU19LSEh66/vq6JtO6PXT99VLnoTqNKrAxDAP7br0VZ152WcMmyO+yORTBjsvlQj6fl4yeUCgkGT5WZrUvsSdjR0cHcrkc5ubm5Hx7XngBwPqG16va8PXWTKrTedTIql/6UutsYQMgRevdvx/JjRuFlSsWi/LcqvPS7lnT5yhg3ueZLjgzM2NKl3722XX2J0XG6sHWABAB05UKAG4Eoh7btQuXbtlm+3en9vzz67F1a1r88ng8jlNOOUWAZFdXl5SEAK3NiZbV/AiA2BMIgCw8jGqx8L27u1vSB1hfw1omMiFMN1KV4QikyCDNz89LF3G94a5a/8P6HdZ6hMNhkarl9xF4MfqZyWSkNw+bnTJFggxNKBRCX18fPB6PNPNjLwqmAs7NzaFQKNQ1X7VL++ENojw5FxZSjOl0WuqpVHB23XXX4dprr0UmkxG1IfU7ndxLRjD5c6FQwPj4ONLpWmy0WCxibGwMs7OzEjkis9HW1oaP/tM/NTzGVV1XyxjxGPpmTjBBwQiCU0bteSyrRsh29DWb2fl8PjlvqlL19fXhvvvuazo+TmoErOyWF16QaCbTDzKZDGZmZoS14nUBwC4lkv3bsG984xvSXkBVj2OxpZXqlfqck93l3KP6GqX8G9mwYTRl9OwIEIIhHUgBNSfn5L17TUIs2zfXXj/cbA+kgOYM47Bh4O0Nnh827lSbeNNZ1Z95mjqeZExpdP4ZGUyjBjJaE5l3bts/uQKkgHr5cjs58+NhVtcUiUSk0J/ZDUy/1kUTaOqzzoAZUyYzmYw4ADo43bv8apRifzxsLWC0ld6gOjP16le/KmITZACYgq6OE2C9H7EdCFOPc7kcqtVqDdTaAClgZVzt2prpTn4zMwxDwAf9CQIpAA3ZKf04hmHgzMsuk7+3EkwpP/64gHv2PSRIt+t7qF6f2m5FVUa0Y005jnaABKg5/o/t2mU5pq2MsW5qjVWjtDCmTeoA5F1XNz5v1s27XC7Mz88Ly0hGpZGTqs9ZfoYtScgwMJj8rkaMhgZWrNhKqzFdjenn3ejZG7m6cV3fu1z76q6rra1N5NDdbrf411bXo/5sNXd4f9hjrlgsyj7vcrkcZwWt1m5y7ZNXI9PTdddiJGjcbreIIKk9ZtWxbCXVz9FIqTeFzBTrKHp7a31QCEbYnK2/v1+6VFPRjCl47GZcLBYl1YsAiYwRgQVV3YaGhoTmZV6juhAwlYbMFzeHVCqFQCAgLJlav8PjUHmNx6YoBQdxcXERnZ2dCAaDIrjB1DSmE1LVkJF8u7xq9f98EAgMKR1arVaRzWZNKW5Eyueff77Ukqky7GotGQAM7wFiF9TfS4IbOnP8rmw2i+eee06od0oWM51TrSNrZO/ZU/uXCnBqc9OPf/zj8r2qtDqBNlPPyASq/b/sGBTV2OeLjWUJSply4cQ6OzvxnWuvhctVK+Z9ewv9T27dvx+XvOENACDyxCplzHlhlbLZiu298UY4SSIKhUKmucSIK+so9AirGoFhLjaNwZNwOIy+vr41nX8zswJSQG3jf+VDH8LWVS7wrdaeqXbXCy/g7BNOEMeot7cXhmFIZJDOktUcVRlTPkdM+wmFQtihqfgRfLQk0NHAttvU6egASn/fDqzd7MDhpQ89hPP/x/+QecWaVYL9eDxuG12lcI7f75c0qnw+D8MwpFa2Xkrk/2wLBAIIh8Oi9EUGgM02G4F9Vdm2XC6LWmc0GsXAW9+K6W9+s+GxPwfgTovf2zlwur3l7/8AwApzzz1Qjwo3qjFVU/vU4zC1mM++DkTtbGBgQGp5yXhyP6LglFUKEOcnnTKmXTIFfHBwEEO///sYs0iTB1aAyU+WGSA62o/fdptUdFpFy3kOam3c1y69FJ+waTz7L1dcgYDy2UbRd/6dgGrf8v/3ff7ztuNHGxwcRLlcxtTUFObn58U/ZNAjHo83zTpRx5Qgl1kS9DF8ywzqu1z78JNG6X5QRBAsrvO3YTqoamaNQCFJAAZtN2/eLCxoLpczlb/Q1Cwh/W8MBlJNOxaLCcvN8o//DvbYrl0YxvEBVOw/297eLmJn9OPZq0ytg3ZqLekdEqm63W4Ui0WEQiF0dHSI6hyjjFSsoXgA08roTMzPz6NQKEj6HeuZ1Ci4qvpXLpcRi8VE6CEYDEpjsUgkgkgkgmg0KipzCwsLiMVimJ6eNn0Xlfz0PgIUCuD5lEolQa4EgWp3eG7+8/PziMfj0sCTxapq2p3dA8SxJJiiAAedA7J7FOMgo0F2wzAMU/1FJpNBsVjE8J4akAJqwIbghv8nSDAMQzqTk+Vijjqbzaoy3kx5BOwdUvVYhUIBqVRKGDAdMLPPGB9+sn4qo8TxVCOrVmPKxUItTqXTms1m0d3d3bRWisY0Aq/Xi4+0AKRoatGmnu65WjCljuv3br7ZcT48WT0uDGQKWUehOzkcV7Veip9LpVJYXFxEX18fHrOIVr9dY3as5NJbVSa0uh632w2fTe8yJ9bsHBqxU319fbLGAbV1ioyT1XPOcXW73QK6FhcXRSwBgCn1T7ffFkv1X2E9mdqrkfX29kqUdWFhAYuLi/D5fFKbAtjX7YbDYfh8PkmNZkCss7MT402Y89XaqsUjzn3bymuNZgcG1J5GpVJJAmDMrNCZaDWVKxQKiWoq1Wm9Xi+GhoaaAinVBpWXblxHrExNeVbbYDAwyX+tbES5J42AW6tBFDapV4OtjF7zWHbGQn7OTzKFnZ2dGBwctAVSpuu62gykAHNfQKuXKszVzBH86M03m8CgLlCi7glqYJjvdSqexB4+bP9CcMoMJSsArJ6DuoYyy2lhYQGJRELqAIPBoIlBJZujvpyYFRM+d/HFjj5rdd4qSOR1PH7bbdh36611n3FyrpE//3Nh+bgPUUxBbXmiZkRYXaP6Pmaf8F7E43FJ8V1aWsILL/wXN3m0MPeOHccV6FKsh8A0Ho8DgARLuru7LcFoMzDsSICCE4MsAr+UdTSUDCf1SgdYTb0jw0KhBUqB83cEIGSQSK27XC4kEglMTk7KQFAEw8pZJSiZnZ2Vv7GQjsdlOgNZNqpz8ZzIpKiLhsqqzczMSKpTIpFAT08PotEo5ufn5Zp5E/RJoN4QFv1RYp2LNiVEqTTI8zn33HPlXqiS6pTatupDBaw445eMXgwgLYCtWCxKryl1HGmlUklYJFLshmHgzs98BvcMN64rqlQqAo6i0agwQ4wmqSwXARQl6QOBgDCX6lxqtIBzQSCbQgC6sLCAwUHnCwLnkMvlqgFTAD+0YPjsjKmwvPe8tkbOYSNTgdTDN92ENldNXckJM/Wtb30Lp59+uqRAEcQxzZZMoH7+TJfkfK9Wq0gmkyKLv1ZbrcZBJBLBSQ89hMJnP4vgV75S95126UZAY2eqWZ8sWl9fH2ZmZmQ8WdunbmRWRma0vb1dnNX5+XlR+GtkB3D8GKr/bsb6KDr/ZJXV4nSrTY3OKmtcGSSjw2VdhXEcTQVF9/3C2fuOg/VkgJ8s//wuDYOzVxkdBKajkwFQx1NPSQuFQuJgsHF9Z2dnTXjF4bnpz9cgzM6/6qzr9XlklfhiBgozFsjy60YgtffGGwENDHxg+3ZhpdRz0+vN7Iz7XSqVkjpt9Vm32tu5NzN4TBYrk8nU6np6ehAMBvHOa67Bz5oE6ljX9f5bbwU0kKQzOVZAlX+78zOfQbFYRCqVwo5HHpG/3799OwIW4EkHo1Y+oGHUyjNO27YNz2p9mqyMpRMzMzPI5/Oyx6vzstm+SEVFn8+HVColNb9qdlQjI0ixYlDJuLlgFmdQr78Vs/On1O9jyuaZl13WtIaPFolE0N3djUQiAcMwhIWm38OgPI9jd09V4+dYEkOmkOTGH/1RDv/5n+GWx8DK7ARfmhnP+5ZXd+LzJ25f9fE5B3xveYtpX5mdnUW5XJYgutq+pBlrq5qjPlPq4AaDQQE6lUpFGqwuLi5iYmJCUt3UfktM12ORPicbmR86nQRaBDoEFoxkcDKp8sJkOAiGSAczEkKmiWCNwhJkqwCIbDWwUhvEvG31Qed3zM7OioIX5aIXFhZMMtjqGKqmRnwoM+52u6WnhWEYopjG/GA66AR+VBYKBAKSdnTxvfdiz0lWS4X52JTvZtNYYAWIMuJLdgdYqV8jU6Xev0Z25+/eJQpNmUxG6s/ILqipn0zdLJfLppRLziUW/upjqI6vmkqlFjPTWWjV1GOogKaRDQLS84uS8bxXZDDITjiBd+pxh/cAH7rySgD1C3Qj6+zslDkP1K6LaT1WRsaTzj9TCii2ojcI1BkpJ+Z0PHU76aGHAKAOSDmx4VUeU7VwOCzF/gxCcJO3EoHhusnUATqFDJZ0dHQgEok0Pe5aGaqdRmtO/U7jbS1/RrVmjBRt23e/K3VT+XxeHAGmhtsZ2WOy3AQOXB91+0mm9nLCljUyl2HBLlkxTg1YKNcqxtXqvHlNP1n+/Wv33ispT2y6W61WpV7PbjyZHeHz+SSlm7Vra01HtnLIrYy+BddNrqFM1VebzlvZWV/4gglQ/InS+FdfZ52m+Xm9XlNJAlk+BvbsTGWw/H6/BAU9Ho/UXTYDUrT33nyziYnSWSkVoOqsFX8H1BRqrVK6aWp/rkaMl8puLi0tOQJST918M4AaOGWj8oWFBVOdHsdNPTc9Y0Jtk0JlVbaD0fekRqYDF7Vpr9V8dcrAqfaR666rAy864F1aWkJZqelzYnxWmZFEoRaqX3Is7YCTVUYP5zlV7lirz+O1//znzpi9JpLkq5FFp6nzr/E5vAzg9rqXzvhRCp3sVDqdRjabhc/nk73ajtVrZE29MhWVUVSCLA8deaAGMCYmJkx9mpjSQiDFhYURMj6cVNBjTi2LNqenpyV/m1EJMg5MEyQwYnSTFCWL6gh2EokEisWiFO6pzXlVZkz9PkpaE0AQWM3Pz2NsbEyc/Xw+LwqGaloFx8/qhtDJp/NPMQk6W5RdZi67OunVSEQ2m8Xi4iJu+8QncMHh2lLxqf3W+ShMeWTOt9/vR09PD9atWydKfuFwGN3d3YhEIhgYGEA0GhXGi/Vii4uLuGT0Ylwz90UANcZLPeZl49tw2fg2eDweUw6+ei1kKwk+WZzPcwMg46suFOoYqsboCnsxEIhzU3Nid9xxhyx6uhysUwCwZcsWbNq0Sfqicc4BQH9/PzZt2oTBwUFc+O53N0yXtDven1x+eUvRMiryUDWJbEqjBYP3g84/gyCRSEQCBZRE16XRrYw1C41SUGlrUeY+Hqreja4nEAigp6dHgi1sPE6wbzeedASYYkvhmq6uLly6DBAb2dvXAALovK8FHFlZK4IJjYxBL66fAGwLqmmqAqqaHs0MBAqOqWBDtbUAKls79211Ih//Vcbr5LML1NZqOgsMZOmmsijcW7lWkTVYi+mslN26pQYKWRbA82ImCtdxslFqet+/f+lLln20rOxB5dXIyNCTrQMg2SBWjT35rwpeWZtBZVc9Xb2Zqaq4wIpDzqwOq3G1A64b9+2Dutw2q33md6iMlBpUdzo37gMkpZn9pjgeTuqheUzOR8NY6WPKbKHV1PU8smMHvn/LLZbgUb12J+Ok2lmosX46GOR38r5VKhUsfPGLjlkpADiwHETk2kflbGBlTWyU3kdTyQH6oW63G/F4HKVSScZZzXSyBVRX7Ku9ANzUADA9unMn3DtWV4WrA1rL4/zZy7af/4mx8rc3X3aZlAPR7y+VSkgmk6a1Un+mnZjj1ZKR/0gkIjVTam3K2NiYLDqVSkWACAtJ1b5TwMoAcXIxNY+NLFlHRblXsin8vKo2QpZqcXFRABJTmThg7BFDVqS3t1eAApE+AEm3U9UFAUidFwEVldoY+c9kMpJCyG7Sdgu8mkrl8XhMfYjYKZ3oWZWT53iQsVLP6fIHHsC9y/m91WoVf/3M2finN5tLzMkw5PN5dHd3Y9OmTejp6ZGFkUBJZY4Y+Z2cnEQ8Hkc6nRbn0Ov14sqpK1Ct1vLz//qZs5d7m1RkI2RNHItOCUbZKBmoPdTslUBwyNz/xcVFYXVYYKlvGBxPpmAQkLHxb6Mot26N8sF1519N/yMwOumkk2AYhknFj301Nm7ciI6ODpTLZSSTSWz/wAfwyPsedXxuw3uAkQtaSz1gRJdqiux9xfFW0wKAlcgqBVgI7tmz5qtf/SqAldoiJ6wU022sjGPaSiplI3vPntp3WQE1jl8jIYq3G4YtoCJgByAiFABEkZPKoYB5PNU5yLXO5XI1rJf6/8tU0OUy3gbD1SCNzcJaBSp3vfACPtjTI3vH0tKSyTGwetYZ0eb85bj7fD5cvpzKZAWi9PNM2Qx/GrW+T6o5ZZRWA1obAdNWxvOHD/4Ib3jbsMgm0xFu5LQSuDDdiuuE3+/HK3ffDeqfntvguHbA5Lwrr8Q9N90EoHEdD/dwZrswvY97XbFYhM/nw1efegqAGUjxu3VzwvzbpfzdB+BLSqsW9r/0eDyy99odn9k7ZNiY6s5sj2b9slSjj6M6doAZCNmp8QFA4ctfBgATiNoD4AKYHVReJwPKKlCzcybb29vxnptuwg+XsyV0U3Vzb/rmN3HO6afD7XZL9gn9Ggb71LmpH1MNWHHvZFaAz+fDzL/+q+U52NnnAJxx+eUwbr7ZVF6i/sufB1eRBfHxnTsFqFl9N/cAgkwnJuO5bx8+8uY3S2kNA3Pc01WzYqJ0coRgqlKpYGZmRlIngfp63ne59uEnl8PartiHKy+vAZ0rv2P+001/Dnh21n4uX3MNvC3WoqugnkBKBVRXGvZAiqYCqvPP32MKipRKJUmdpF/LvaUVX6spmGIkoqurC6eddhq8Xq8AmqmpKRiGgdHRUUxPT8sDmkwmsX//fmEE6EzzprNxqMr+kKqk/Oji4qJITFNdIxKJYOPGjdLbBUCdQ1goFDA1NYVYLCasE6PqoVBI6qbi8ThGR0dlABk1YtoisBIxY70OWSouNpOTk+jr64Pf70c8Hkdvby/K5TJOOukkxONxHD58uC7a4XLViqTf+MY34sQTTxRlRFosFkOlUhGJbyJlVRVvcXER8/Pz0oPD4/Hg7s9+FgGPBxcc/hxcrlrKzLnPf0LkcnO5HGZmxpFKpWAYBt7+9rfLOfE+czNjxBJYaUoZjUZRKpXw05/+1FT0rdbV0KhcROBAEEdwSCl0RqmY7x8IBBCPxzEwMIBIJCJ1Vz09PXjDG94At9uNqakpqbXjuROYsuEa06jy+TzWrVvXsA/XVVddZaoZyOVy+MsbbnCUFqY67CMXLKujLac19AE4HcATf/AHCAQCOPHEE4V983q96Ovrs61xa2TfvuYaO8T9fQAAIABJREFUtDnoUXXeeecJy8raxo0bNwpbx15JumoWpc9DoZA4EvF4HN3d3S07/yqAajaeHMsfHQdQ1YhFVAEVTe8+RoCogqq3Gwb+9XOfQ1dXFwKBABKJBIaGhrC4uIienh5J/1OjkGRL+vv7EQ6HTSmzHR0d2Pnkky1dlxUAsHL8aToA2Gm8DdtbBEc01m6pKYe6w6o7/k86nC7t7e1Ip9MC3sPhMKLRKKampupqADwej8iq8/2FQgEej6dWz3fokONr4vlagaqbUYsyt1Kv1gqQUsfTyvFfLXv20i9GsO6kfgGYS0tLCIVC6O7ulvFU1/ze3l5hApnKzYCXKtlj11Si0S2Oob6u51+vugp/ecMNJkB0H36Fz55+uqzr0WhUApzRaBSjo6O2IOTB666Tmis9AGpn6tDaXdcXv/Y1nPm616GtrU322c7OTikhUFVa1Voin88n87O9vR2zs7MSILjl299ueF46YFWzW/T0PfVnlkqQyWpWX7wHAL78ZXRfd10dwNZVe7kvqtdKRsMwDJx5yy3Y9/nP244jbXBwEJOTk5ifn0cqlUJbW5sw/ZOTk6b7q9/DQCCA3t5e+P1+qZ8nAzg0NIQ9zz3XcByt7CwA/7Lc3Fpfs7kXLi4uwspz0HvGq+Kze5e/W70/apoaAXW1WsXgV74iz76aVdFsLDdv3ix1Y1NTUyiVSggGg4hGo5ienpax5DmoegI07vPBYBBdXV04evQoJicnJWMoGAziibf+FHhrk5PRjIAKANpvuQUA4NlpThVt1VS9hfZbbpG512qaJO3v/u4CvOc9tb08lUrB5XJhfHwcb3jDG0TkhL3MaI3YU1rTK+PD2dvbi3A4jGQyiZmZGQSDQXEO1Hx35pmy6DGVSiGXywndTUDCBphMuWNBNxsBx+Nx5PN5SQnr6enBiSeeiHXr1gnrwbQARrEo+7xlyxasX79eaGDDMJBMJoUeJuNBafR8Pi8sArBSJ8S0w2w2K0XO6oCy+JnXHggEMDMzg1wuJw181YWBC9GGDRuwdetWuFwumfxkgehUqJOOizUVBAlAAHP0iqCVn2U6JJX6WPOky4SrDzxNjyQuLS0hEAhIdIgPM9V59IiOyjypYJTzQD9/GueT+l3z8/NYv349TjnlFPT29taNKeWQAQgTRCVIAqltNn0K9GbRVqIMTsyuT8///atf4Q+eeAKBu+5C9eabZd4x37sV+1LqOkln3bFMmV+3HOX5m7/5G3zqU5/Cueeei3POOUcYWjqgFHVRARYjwupmQpbQ6/XK2LD/WispKgCw79Zb8ejOncelXsmJ7XR4nOE9y0XrDYxASq0JU2sLuVawlsKqFxrHnumtdFIYPFiN6U52DNY1VTdb/M4JkNru+oXpfQeU729Uu7VaIAWsyP3SyACoa6A+nkxFYSCHqd2rseOV9jfiEKjq46mztms9HzVIwiAZU4NUI2vFdUBNybNrpqpbo1NVQaLKrnzLopks7yVVCfmsMYJcqVRw/jvfifPe8Q75zLeuvlr2SnUf+fY11zg692bGDAkGUDmWjfrKsT0L5ydTzp3U7d63/LoTNeEJ9ZrU/VhXwNPBjsvlwpTD6L/OfqnfRSdWZ6jUdD+3293U+QdgSsejj0J2ysrBVseXtda6UFcwGMSe732v7rPNzucMrIgh6GDfShiLdhT1QAo2v+M16Kl+DFSHQiGUlXl6xvLLyVjuevBB2Y9Zg8Y1s1Htrmp8trgukOnivrTa/Uk11a9SQWqrps530326/npHrJRuY67Xm1hmBkzUzDWOr+5rNjzPZgfmQ8OGua+++iqefPJJYSUIRtRJo160ShkDtY2TaV5qryFGbAl6KDrBCcKUNJfLZarJUlkvHtfn82Hjxo0SfSegovQ3GS8+1ARmqvOp3zyr/GQKLFDpJxaL4aWXXkI6nZYItn4TvF4votEoUqkUnn76aTz77LNIJms9NtR+KaoYB3NsCaQodkEHmU4yQSIXg4WFBWQyGSQSCWQyGRHiYNG7eo36gqlOWpphGNLngdLnZPJUoEkHnOOpnh/BAKXPy+WypGjyxXS+trY2TE5O4qmnnsKhQ4cQDAaxYcMGU1pme3s71q9fL2wXZe1VcQ2Opd385pwl4/fbNNett6Jt1y7glltaXrC4ORPAjyj3i9dIARWOnzq36WDNz8/Lc0KArG7UuvNfqVSkvs2pjVhszv+drJm8vJWwhrqOMYquCh9Y5aWrzpWa8tzKWDoBJge0lxN//OHXvQ4/eNObLP+mgyors0vdbAVIAZCUaAAimsDUZqv30rFSa3L8fj++/6/78PZVAhEVwNyNWnR5NeYEUA1bMFhrbRugGkUoaHRadcec6wOZBhWAtTI/7SyGleeMfoQe4T371FPxqT/8QwHFFEDiusVIMQOcS0tL+OvTTgOwAnYIpnhtZRvm/m44ey5oHAs15Y01XXbGucn5ycbcrYggBVEvYa36VepYqmb1u2ampxCqIMkqoKuqLtqlAFrZF7/2NXkv106OpRXIV3+m00t1RAaf9bQ21QhM7ewswBSwUeckf8fzpG2Gc9NZIP2a2tvbV9V6hUYfiH6WWnOomxVry16szCxi43Tu82upl7xyORWQ6wmwNj9gSatfJ6mw2sA3ANz92GPi+7jdbiFG1IAIjfO82ZrYdMS4WeVyOUxOTmJqagrZbBaHDh3Cli1bRNRAfb/6L3/mjaRzzmaCdGL5ohPIyAWRYjQaFYTKC1SpbfX/QK2AdsOGDYjH4xJ9Y6RdjTBxUtKJ1xdiPeqjDi7z9VlY+dJLLyGVSiEUCiEajVpOIJfLhampKYyPj0sH61KphEAgIJLJrIdinyWVMlbHiRNALTxkhI/3hUwQQQbZOz3XmpurOmF0mtgwDPT09Eh/A0YvKcHL97LGbWlpSQBiuVyWh50PNq+BjQ0pTpLP58WBn5mZQSwWk1o6dS4x4sfaFTYKVjdUHsdqg73ssstMTgZZm3v+9m9xJ+6qe38jOxv27JSVua+4oqX8eWBF7r1cLqNSqeCRHTvQVqlg27ZtEl3m88WNj88HgbnL5ZL02mAwiPXr1yOZTGJ0dBQAxMHid3E+tbJRq0Cq1UV05x5g+3GqnzrexsANmVcAEnxhhFUNPnCdYfRLDcqsJt2B1pMBRmwAi7CAFzRnoj70yiuOjjespbMCtX5nvJ4/vfrqulTJVoxpSsBK2pKdeps6nmrUUxWZWQugSnXVHK2Hrr8ef3r11cIeNWpFoAMo/t8KNKl//95yrx/DMHDWF75w3BgyNTjCdUDt1aSu92pgSgUNrQR6MqhP99PBIc+DQdA9f/M3uOAf/kGOyYDkunXrTPUMbrcb/f39EkDiey8780ycPD8vwVZVfdZuzfnfaA1McU3Vn1tdbEbdexkg5pzm2ulUBEn9Tn2v4+94reoaz/8DzlOp1P1dNfX71WMDKzL2+nc4MTVgota8Wx1fZ3K4L3EeUJCrmd0H4BvK/9UgCfc5NQXN5FvcbOb37Rgo/o1gay+ApeXyC10BUR/zs5TPtBLA4ZynP0jBExUE8Rj063T2n/VB9LlUkL4WMHXTss4ExeDWstfR1OeNxALLcVqxMdfr5WeCaYIpMp7MdFMDPwSYjXwgRyNmGAYmJiaQyWTEEZ6amsLg4KCpiazdZ2lcaChMQNloprjxu/QIWSQSgd/vNy0aVouZDqgikQg6OjpEoQRYcRbZ8Zksy9zcnETrCZDofOrXpm78LPQlA2QYBmKxGGKxmCnnklapVCTnt729Hd3d3ejpqbkiTJmrVqvIZDICNtWHngpxTEM0DAPd3d0isQ5A6pHy+bzke9PJCwaDUg+jGx8mdRHXo4mRSAQTExOyITNaSKediz0dznQ6jUQiIcfu6OgQmVQySIVCQdQWOaYERowCFotFHDlyRL6X5+j3+wWAUm6aLF+zhV59aAj8qtUqzrvrLnPV7m/BKApx5vf/GPveX98E18oYvSVY5qbt9/tF/pzjzxfTLdVFl/PD7/ejt7cXXq8XY2NjdY6Xyiy3siAOGwZGlE3q/xTjWKipIHT+7RZaNXiggsvjEflXTU+lPF6gVP9e/v/R+RWHa++NNwJdX8BwpnVWCjA7//xOPTJO03/Pz61VxpvWkwFiFtcw4vqFJThqxETZfYamp2sdL1MdIX0d14+vp/o6jcKqtsVKMRH1gJ/HYNPVj/7e78GFlXYMVJX9qOLEfufaazEwMCB7NINiMzMz0gyWyqMqa6yLzBCoZlqYn1YF/VwjrUwFB+z5o9YxtWKlSy9Fx+231x2bP3P/1JmlVo4Tu/ZabNUAgwrW1GCc+lLf+z8vvbSl6+Ln1OvQz5lzT2WpObYMCqu+QTP7KwBbKsCIFh/QfUg9naxVI6A6C8C3lf6Sug/pcrnw/s9/Xv4/bKRMwZoxV/PQFL+XAVaVYeYx1JfOMqqlMQyMq6yk1+vF2A5gi53ghAOjFoIOUldrvF41ENSKqUAKgJA1HBv6jFb7OefqmsAUv4RUdTAYFGe6VCqZ+iOpNLRuHFB2bKZqHZ3rUCgk+Zsq+0IVNMAcUVMfeJVyVmu3fD4fhoaGMDExIUwHJVcNw8Ds7KzUQy0sLJjkoAmmOAbqA6aCNkb5AUiNDh1lnp8KArlABAIBDAwM4OSTT0Y0GhWlPAKfZDIp9UnquHDceFwuKKzdcLlcJjVFClSQmWMvJhonD89Vv4f6dYdCIYTDYekVQRaKY8CxozLU7OysKM7kcjlhJH0+nzj1hUJBeveoqWx+vx+bNm2S9EwCQ44nJzfTPajwo/cI41w5//zz4fF4sKdyJy4LbRNwz/Mmm3bXeefhby+4p6Vany9/8pOI3Htv0/ctXHhhLeWrVMLExERLi4sKiskKMrrEwADHRXcuyKqo4JEBCm6YgPWiYVVT18iuv/56+HbuhKF8739He2THDlNPmmbG5wiAaZ2xcpZUp1R3QIDWwdSTXSuMy0hXrYHzh668Eo/s2IHtAetrYA3ZakFVoxo0Xhfn4yM7dmAYq9t59bYHeg2M/jeg3kk53uAUqNXVkXnTTQVRn/rDP5TnkfOhs7MTmzZtwuWuB+o+S1PXprWMH02A7OtWvr+RqfNTd9aPRyBkOANcdcsXQP6A9yuXy2FqakoCOhQVGRoaMqXDPXT99WgzDHR2dmJoaEga1HNvOXr0qAQS1UBeW1sbBrHCNKqM35YMMOYQUPl8Pkufw8p4fHUvXcs4BpaV+PT9Vz2ebq0Ctg1f+pLt9+ngWj/2aq7LqtZMn3f67wCYACozAvQsGjvbYqTk52EDGFGAyge2b8ejO3dagtKlpSWktm1Dj4NeWqodRS0O268QAvw+/dqGKwA8qbrv2GKkmgIqlZ3ncfR9SM8yUseUPj0VFlnyQiBBH3FsRw2Ion4JbGjpyy6D1yJNtFnfLpXhU029P2odsnMbqPvNrgcfxJ++6U0mVpvnaQWmmlnTp8/tdiMYDOKEE07A61//ekGyZHyYa6nfVB2NqykZZDNYJzU7O4uZmRlks9maYscyYmaNTH9/fx3iVs9PBTv6Azk4OCjqQJwsxWJRFP8SiYTk4TKFSgVAdsbvX1hYQDabFaBGpmjr1q3o7u62vCnBYBCvf/3rceqpp2Ljxo1ST/T/Uffu4W2VV7r4K1n3uyzbkuWbbCeOHSckpEBpS6fllGsLtIFChxYSYCiBKQUSEkhSElpoSSgUOkw7kJYeSkvb00MvZ4bO0E7nzJxOp+0UmE6nkATwNZYly7Jk62JZtmVJvz/ktfRpa29dnHRmfut59FiWtvZl7W9/33rX5V2kS6Ijj0ajiEajTOQRj8eZ4p0AFQEPAhAiQyJ5+7q6uuDz+dDU1MRMiOLDJy4U9JkIosWXVquFy+WC1+tFZ2cnurq6WL90bArBJpNJPhex51I8Hsfs7CxmZ2e5nouAEkWe4vE4stks2trasHXrVnR3dzPJBImYBkqAnvRNUU4CSGLe8G7DPSVeRBqTNFHTve9fNUL77yq+5OR//PhCvPXWW5i5+WYs33OP4pih7zKZDEZGRspYjMTjyL3IK6vVarlnG9XsiE2Rif2RxjHplnRBkxCBLsoVljOqxOe21gX00KFD+JCk18YfW2olnyAZfAp1ASkAJWkUdF1Knkwlb664r3rluL0IpEjqvYYzJffq9pbNG8fttVHlS0XOyFIaa1J9SlOcfmUvvk5H6NkR7+tx1a/5JQp5y8VtyZH0heuvr3gc0Rv8xWcePa1zlqY30hyu9AxK12lRr7WkIPvi8lEpUcSm90BBV36/H7FYjMGH3W6H1+stYekFgO2HDuHqw4c5O6W9vb0EbMViMYyMjHDtBOnRarXi4dU2IaeTOknnQnoEypuvktCaqeQIqBd8XLx7d8ncIk3vE58DqUO5Vpk8fFj2N+LcJgekxO/rEWn6oPR4oiitR+Q4lXNgSUUEUiSDks+U9kOO67XKn37+87x/8TgqlQr33r1XEUjVIp//sz8reU6ktrZ4PEB+jRJtPDH7hD6jmiEflY09jLrE8dhjbIOI91DpORDJPU6hPOVRHAsUOTMajXhEEm0qFw/kgBQJPVdyOqxXqoIpo9GI9evXo6+vD3q9npn7GhsbEYvFSsgnpCcp/UvpSdS3AQCnKVGRIaFim80Gr9eL1tZWzo0VL5pSbcT3Us88eQg7Ojq49xN594mKW2STodQ5OeIFpWtcWVlBLBbjRYF+19bWhoGBATidzpKHVafToa+vDxs3bkQ2m8XMzAySySQDD7o+qodKJpNcS0WkEyLpBolI8pDNZmE2m+H1euH1emG322G325kKU+opF9O5xFQyMd1SXCzsdjs3HDabzXC5XGhtbYXFYmHWPjLcxQWbACsxp0gZHknPuVyOSUgomrVp0yZs2bKlhLFLrHsjfdADTGCKgLJ4LuL4EOu2lpaWsP+FF3DX177Gx5ACKDlgRc0ZY7FCx5gdZSMFyO3dy8dfXl7GzMwMj+nt//gRRaAmyp89+SQXjorkHUDpmBfvK4Ftui+0rZj2RyBUdEzQudE9kY63WmStk1O9wKje7YFC7c/fPvooXjoix3snL6JupQaOWI8JoARoiI4eMT1VCXgQ+YX0BRQiGLS/nxw9ip/U0AhRqp9/2LatbBvpZ7XolACV1DiqF1ARmCJ9Vku1oTlfaghJAdRaAdVLR46U3OvvHzqE70iKoAFg3+WX49MXXshz/dlnn41t27Zhy5Yt6OnpgU6nQywWw+euvRZP3XZbyW+/dd99nNYMFI2F0wVUdM6iEUepvnIGF1AKSGmbeus55eSuBz5dApTz+UL/vampKTaKjUYjt8LQaDS4+vDhkn38+OGHoVKpmLipra2NiZ2y2SyCwSD8fn/JeNDpdHA4HNj3cDmDa61RKaCoF0qHFGuWpbqk511q95BOa2VHFEXch9RJvBbwJCdyDh+pfUB/RceadLtaROwrKdod4lwqt09xHqXjUgr7WkQEVKIuxc/I+UtSqV5KSaQkFJTtdFyLNQMpAHjgG98oYUOWG3ckZOMo1RLS91KHM+l8nM5VMwccEV5VJPvQQyVgivaXyWQQv+8+RFadHSTSaNRTKOg8cf/9SD/wAJ+r6Pyvbl8ogyhRxHOUG/sASuxhJamY5tfQ0IDu7m5s3LgRJpMJyWSScxVtNhuGhoZ4QNfqsRAfXqoZoh4CZBBqNBo4nU54vV5YrdaSyZgmTZrs6X86X9qOPtNoNGhsbEQ2m4Xf70c6nYbJZILL5WIWEwI0tD/pYl4JLFLNVTabRWtrK6LRKDfuJXr2eDzOD6bT6UR/fz8SiQSGhobgcrngcrkwNzdXQpJA4Ijqt6gIk8AgTT7UI4k+I1BHn4v581artYSlROyZBRQpzKUTGkWlaLCZTCYOC1PaJhUCU/SMvjcYDCXnLIZSxVoeKSEG1XtFo1GEw2HYbDb09vZicXERr776KtOB0rghSnQ6RwIb1HOKQDNNGLQdgYylpSXc+cwzfA5yzRyl0n8XsOGqq2Cz6RnI5vN5PHvPPbj1y1/m7Y59+tPQo+jtpnonr9eLhoYGnPjxj2s4WuGcfvi1r+H5fft4YadrEwExvaiwlAD28vJyyUJEhcAUCRZ1Qt+JxtV/Zg1UrYQef7jsMrzvBwv4xUf/uew7EaC+eTo1cHcUnocnAdyw8omSRZxY+qQGlgjWpXVnZByKUg8AoTqtK/bvr5t2/qdnnYXc8nIJ4L9h61Zklpbwsy1b8J3/+I+69im3sN1Qwci6Q2Ef4nxNTjcx/RQozZmn+YV0eqbG5iNf+QJUquL8T46fxcVF/OWuXTyfxeNxNKkKfZosFotsOmcmk2EqZ+ka4vf7YbFY0NLSAofDUdEwvaFGAPDCahQmk8mUGNs0x5EBJq5rojFLUs1IrhaNIqE1SIyQ+/1+dqaq1Wq0trbC4/FAp9OVACkegocOoWMVUJlMJrS1tSGdTmN2dpZ1PDk5ia6uLm6MS84KtVqNg0cP4JH9tTtMRKFnWiz2p2cdKI86iPWUUkeiXP10NRHtHrnPlBwOp6owlcodR7SZpMeS2xYALq2zXoqceWJNLulLGr0Qr08KuOg8FhYW4LsdGH+m/FhyUSlRGFCpnHh5lYZe1KWYUr8W+cbu3XCvvhd1+6H77y9EpapItVQ/ysSRkp1I50H6nN6TiEBWjGwS4Mtms0ihwCwpK0fmgAPK59dw+DAajh4tua/Eft305JOYuvPO6kpAoQHysdX+juLYJ7D7aAbAymp0SkM06fIgSk6nIhkKlUCIzzgdj+ypSlIRTBmNRgwODsJqtXINi9frZQIBkWFH+sDLeS9EDzg1DvV4PLDZbDzhpFIpzpGmyZEuRuwpIk5uYjieFCQeX6fTwe0uDO3x8XFotVoGcG63G01NTUywIUZ+Kl2P+IAQ6Ons7MTMzAzTuOv1emzevBkjIyPcHKylpQVarRYTExMIBoMMFinFURQCVCLNNz0YVEBoMplYR5Ti4HQ6S1LfaJBQQzZahIi2VTSI6LrEPi60LUUIieqZUiIpVExUk+J1ENgRoyj0Pd1POUOI+k05nU6EQiFMTk7CbDbD5/PhxIkTmJ+fZzBOEUcRFBKRRyKRKMmzFtmWAHDN1lq9XA0NBYpWr9fL9XdmsxnP3nMP0uk0QqEQDOEwp6pms1nuQ+ZwOOryWD6MAu31zscew6M33sg6FKOKIkBeXFxEPB5nYgoqMgVQYqxS3RVQpBbO5XIl/WekE0ytksvl0H9XAczIRd/kQM7V/7QdwXcGYbfbsXHjxsLiK8ld3wHg8ZtuQuzNN2G1WrHztR14/pxvKUb46HPxeHT9TzzxBPbs2YPHH38cl+/bh8F8ngGUVERyFIqEiuQfJPRciVFesdifjIJ6QNRLR44AwuJXD+gh8PSzVUDyiS1bYDabC86MVUePVqtdU08wus6/eeSRiqx3QIGemuSFfB633HILVl5/nfVJRDLE7CkVcr6QQ0Kcg+VErDWrJp9/6mFQoItqPCcnJ7GwsMAGIK1bbW1tioyDQHHd0el0nLHwxR072NGUjcUQiUSQTqe5RQHp8bFjhcaU935yb81ACiiArjtWdUG1DzQXUsYFnRsBU7GtiHgtGo0GDwD4fO2HL5HDjx+CyVRK1Uyp3wSkNBoNOjs7qzYv337oEP7mkUeQz+dhMpng8/lw8uRJnrOpUTuRMNHzRf3yPv/Uw3jgrkLRRwpFYopqw4L0RWstjTu5OVuMtNBvxeL2tUb6lKKJ4v9S28v3yCMYP3iw5mMogTbpvpXOoVYhZx5R90tBPu1X7JVJ/9NfcQ5dWVnBn859DP/rxPcxXk93bYmIji6gaNtROrwYlTomsJrsUuhncBeA76yCeRFw5/P5utL7fJLGfnSNB6+/Hkuvv852msFg4BIV0hWNR7o+6b2UrkvUO5G2W1lZwWClxoJAaYRqpQhSDj5cIPv4W1VpquHS0lKhtGPHDqiSSSR27MDS0hLO+v73FQ/xFICl1TlTzGAgp3SJrAzUpFvfiYIub3rf+5CPRAAU7g/VSJLNK+pLGpWVk4pgisgGQqEQ/H4/Ghsb4fF4sH79evj9/ponCJrcRBBjNBrhcDh4ESHj1+Vyobu7u6wztRhmo4dSfLBE6kfaXkwL1Gq18Hg8nGpAD5BOp+P+VTabjT2J1ExXziskDbsT6HE4HNi2bRv0ej2Gh4ehUqm40TD9T0x6qVSqpEaLUj5EYEqLHQ1yijJRbQwV4dFAsNlsTJNOCyk9LCINPBkKi4uLsFgsJQxv8Xicm8rpdDrkcjn2zDqdTpjNZp5k1Go1E0kAxQiWzWaDTqdjUgmdTsc07aKxL0aspAM3m82yTogmPhaLwev1cnTNaDTC6XRyzzAClLRv8iyToUXAj+4bMUim02nc/fWvAyg20nwYtdVc0j0gXRGjo8FgwPT0NPx+P7NHGgwGrouz2Wxl/WBqlRMA7v/2t/GV22/niJM4duhZoR5wdAwREIupjyITJP2O6iLFBa7eRfTgts/g+OWFCFM1kAOUA6vZ2Vn4/X60tLTgU8LnT912G57MZnFqdJTHcD6frylVkrb54er/ZHx96UtfQi6Xw+DtUARSO1I3IpEIYnl5mQ1AvV6P2dlZZvWkcUzPAj1XKysrJY1Tq6coyAst9CqVCsfvKmfbqybisy563PR6Pb752mvofw14cweAc2rb36X33oufrepurSQQovFEqXFUDyhNdaKWDzQe6f4pOUOeBvC0AiB5QbCmC0Cq6FTKZDLw+/3w+/0l9OEWiwU+n6/M+UTnCJS3BQHA7S5mZ2dZV+RddblcJU4x2lc9QEq8XqIkpvmFHEbSc6W5leZj8f7RWvOA3EHspbqTynE7oHu4vL6Q5mF6NhobG7lO6qpV419uOD8FoEddZJm12Wxobm7GzMwMjwNyDknHIDlvH//aY7h83z4AwKcrq5ABJDlIaI6nGmVybsqBUrJjaN12E1LaAAAgAElEQVQVIym1ClXqXLJnD372pS/x53LAiXQifn7VwYNnhIxWCr5FuXg1TYvOVTGCIQjZbUajkQ1Wes7ljkvPF90HIpgSo1a0nkmBR60ymJ8DVE783Re/WPK50WiE3W5XBFL0vxKgEgMBgHDvak3vO1ke9SEQEIvFOAuGHKFUMiG1gUmkNhY5Bqjfq2iLlK1NJ53AQH1piYMZ4G8eK9rgZFfMzs7ifEmjZaUUyrsAHNq+HdpVG47sPrJ3y6Sabk86S8aJaN9T+YSYESbO73LPQNnhK31JC28sFkMgEEA4HEZbWxt6e3vLFjo5DwodnNICXS4X04CTEZhIJPhGOp1O+Hy+EnYeMdRL+wVK66ek3l6gtGcG/dXr9WhtbYVKpUIsFmMv4eLiIjKZTEnPIq1WywxyUkSqZAhRtGxiYgJTU1MwGAyw2+0lKRfEKkjnRUCJJhpRxIgApW7odDruXE3b03Goczx5fSj9S9QRhXEJaFB/q/HxcU5HJG9Ha2sr2tvbuQZK1DF5PmmBfOaZZdx+uw7PPpvDrbeaeAEiw4iaPhNYFSMqSpFN8j6QsaVSqUomDIPBAJPJxAxPYsiarpHIL0QPLIXFxX5YQBFI1SPU3Fav1/PEnkwmGQg2NzdDrVYzSUgul4PVauXrrJWIQK7+k+4JnYeoP6AIjMhxQAY9UevTxAEUnxdiZlxeXobFYuFxQ0YC7lABT1cGAsdVKgy+XHg/+DKAy2u6RAY6fVcWWQf9fj9CoRBuPf98fkb0b7zBY4fSrpQiE5VEnEOAQgoGblfePpPJMHAXCVloIZPz7JLBsLS0BKvVWgJaP/nJT+LrqyC+HhHn1uN3FdI/q6UxXoMCgBTBnHQO/9T73gf84hdVgdRxAbS+dOQI9Gv0VAPg+ZcWdI1Gw0Q1ovEvbk+EKkDR6M9kMnj6E58AvvOdus/hyFcfgVpdeqyFhQVMTk5yRgYBY5vNBrVazQ03X3zwQQClxrLUy006tlgs8Pv9PAepVCqk02mEw2G0traWRIfXCraBgo4sFgs7usRG3+K5ksOK1hjK+CBHZCURgd4LAsskUKhzEtc4uha9Xg+r1crzUEdHBz8PxE6pJKP796NntT5Qo9Fgw4YNAApzrcVi4UwKWgOUnFS1JPwRgKRIvphKTo49MZInPku0pogOX1rLPv9nf4YHqjC+ipQHf//EE4CgPxGsy3nNRYdyrSKX2SMep1ZDUimKQgAghSLTr8lkYh2J41LOFsjn87yWLi0twWQy8blUzCapEwBII7NkX1HVlBRIVZKnAKyX9CkCzkwdou8EsPipRdYVMSNTJo8IEER9ys2j5BwwmUwwGo1sN67pXDVzJdEpAJxFBoA5AOqZ155CoZ1OOp0uKSciJ8XB+4R01jpr0HwngOwtxZIhrVYLi8VSUtcvZ5NWkopgiow1k8nE6UkUaZA2TJNGbSh0qNFo4HA44Ha7OdpE4EDMPW5paUF7ezvTlksBDBnyNFFSo9fZ2VlO97LZbCXoVRR6YClCpdPpMDs7y4NHjDBoNBoMDg4y4x+dJxlNYmqaCO4ymQxef/11bjDb1tZW4gVuaGhAOp3mdBHyugDlIXYRRNJETTecvJg0Of385x2SO6fGJz+Z49Co3MJIPaw0Gg0ikUhZpHF+fh4A4PF4mEFJ9KyTnPvVr2Jn/mYABUAFALuFBePhj32MgSABMADsmZJesziG1Go1e6G1Wi1HdmhcEuNONBplQEwRUPGeEAkF7YcAJUXGdn/jGxh8GTghMfpriU7pdDqOLhIIpZoKg8EAq9XK4zWTybAnlq71PV//Ot4D5UVeiUTnxKqev3zrrfwZnQPpRqTtJzGZTIjFYlhaWsLy8jJCoVAJOUU2m+Umy+L+2ICtA0itVTKZDKxWKwN96gH3rd/9DgCwY9s2GAwGtLS0QKVScQS0XvnQ/fcDKBBR0Hsl2bmwAysrC7z403jM5/PsMBBFrOmkKDCNTXIK1JOTf4NKhU2rZBnSue2HKAdVclG6awA4BU85zbXEWhX6xS9Kfvvmam5g/7eK+z0u2S9FtUgee+yxmq8JAEesyRlBUfNEIiGbFUB1gOQMoPmN2DjrIcu9wQ5sPnoUVCNFxxFrDWnOohREj8fDQApAyfvn9+0riURpNBpm9aJ+SfPz8wgEAjz3Li8vY3Z2lhu0i9e7+ehRvF4nW+PxrVuRP3UKRqMRBoOBgZRcg0tytpBjk+peSbf16PEAiiBKK4nQiU4/clY2Njaivb2d5/1aoilX7N/PVNZUbzo9Pc3rtnhMel+T4a0glM5L69/S0hLX4IqOXvG4NA4pmkJrEaVgyUVQlFLULtmzpwCoJNcj/Ss6ObcfOoQbAfyuRuP/+MGD+PHDD3OKkyjiPCPq8mIJeYBcOph4nb4TwK6N4MiSyWTiOmWyMwD5usd8Ps9r5/LyMkd8aMxWdKLVAag+dP/9+Onjj5dEKsjGrQSklKJTUgCay+UKzKv376p8IjIRKamQAzifz7PNS/awnMEvAmIas1S/RLXnFoulpLa3LJV1DdGpB/YfwuNfLqwHZOvKpU5Wkv0vvIBHb7yxjIH60nvvBZSJk8tFRq+iHUl2NZXViPYE2eHVHAoV3U/pdBrxeBxutxtWq5UNrbm5uTLmL/qrVqths9nQ1dWF7u5udHR0oKurC83NzUzfbDabYbfbuWZq3bp16OnpYQNfWoAoRirm5+cRCoUwPDyMoaEhBAIBBINBjI2N4dSpUwiHwxz5kHpVaH9EGd7e3g63243m5mauYaF0LKfTie7ubn4NDAygv78fTqezjDkNKEbxKOVHrVajpaUF2WyWU78sFgscDgf/hm6kaLRKX+L+KSJFgJK8PHJywbPPIp/Pl6Tg8U1fPR51gBbT38RtqBEcpWWKPTTEv8+rniv57WD+ZpxAweC/5vvf59RAjUbDjZqpvkp6nWIEzWw2l0SOSO8U7UskEhgbG8PMzAznsufzeb4u0i/VTRF4Ej1hQCF68qJC9EQJzBxYfV3w7LO8kNP5kQfWZDJBp9Phu981wGKx4MM//jF0Oh0uePZZvPcb38C7jh0r2Z/0uLWwkZKugOJ9BcDkKmK9HYE9WpwWFxf5+RFp5Il6Hyh4k8nASqfTuOMOOQoBAD9VnREg9d5bb2WPm9lsRlNTE5qbm9HU1IQHrynQgjidTjQ3N6OxsZFJVdZa8wagfOGQEVoMaPE3GAyw2WycfioFcyK5ChnmBDzIqVKrl+4GGaMmn8/jm3v3Yu9ll/F3BKqkgEfuWoDSImulc+n/VhFUSdMK9152WVmhbrUFR5Tbb78diUQC6XSa7zfV+VHapHQupDWIIgDUp0jsdVePyM23uVwOc3Nz7Kyiz9ra2tDc3Ky4r9HRUdz0+OO46fHHMXv0KF5cBVLXAPjoZz8LvV6Pnp4etLe3c9Q9l8sxW6tUf2tJm6SxTNGahYUFxOPxsj5YJBSlJkOHIin1eqb/9tFHmeRHqlNaY8ixSm01iJlVBFLHvEXjld7Ta9BbMHppbaI+jR0dHWUNdoFSeuh6yQQC738/Nx2ldYjsIbkaFKA4R9CzvrKyApPJxIBAyfD3nSi+RKEUP6XokNSBnc/n6wJSQEGnFIGTHkfUn3icn6/2wALkgZScvLJ1K2cSWK3WEpBfbR6k1Mrl5WUuISD9Vn3mawAng/nC6is3f9UTkSKRm37PRFSKhKLJarWaS1SIKKdaBhXdQ7F8AwCzTtNzIud8wUlnTfoUZe89+9hG0ev1sNvtZbTnleS5e+9FY2Nj2fNdC4kHi8w5X3nfFbxmk5ObbCOxjg+oTPYiSlVq9FQqBY1Gw1EliihQBEf6QJtMJnR3d6OzsxONjY1wOp1wuVzc8JdAVGtrK3w+H3p6etDS0lLSIE8EUfRKpVIIBALw+/2IRCLcNLa5uRlms5mLTamHFOWmS/dFkz0NxLa2NrS1tcHtdnN0iwx9k8kEu90Ok8mExsZGtLW1oaenh2tJxH2Sh5SiSFTPQ8AOKBhg3d3dyGQymJubK2HgIwAgZYWiKB8BKaoJIiB188vy1uvO/M04/5lncO5Xv1pyHFHoWARySwaGWl1S0Ev3mvKALUeOYLOQzy2Va1ejVQCw4yc/4RosOu/GxkbY7Xa+JunCSzVgBH4oJcDtdrN3kwrEiUCC6OPJkKBzpciBNK0PAD71dKEk/toKIEAKaqTA54Jnn8U7n34a5z/zDFQqFS549llc/J3v4P3f/Cbe99xzeF71HD7w7W8DQAmAkko5+XJlOQHg7q9/nXUmOg2Iqp2cCgSK6VkicEnASaxdo0LxlZUVmM1m6HQ6ZDKZImi4QyVbV6QEpN6sA2DRs0IpR1qtFlarFdf/7Ge48oc/xGsAbvy//xfb//qvedzo9fo1MS/R+V6zmqpVSUgvFGEi4z8Wi5VEuKUewFwuh0QiUVKHptVq2StYTW6QzAWikOEmlWtQBEBv7ii+B4q1cmJKEl2fnPBvXyv8EYGamFIijULUIsvLy4hEIpz6ajQakUgkEI1GOf1Zem50Hyh9l+aulZWVNTGmiedPx1tcXGQHGIEel8sFn88HrVaLa4CSF1BISfncD3+Ip1bf/2L182uEv9/77GdhMpnQ09ODjo4ONmqodkqsWahW7Cwny9dey+yvlEpMzk+xlkLUK6Wtkb4p2lovMKXIrpzRT9LQ0ACn04mOjg40NTUxcANKQRT9LyeDXuCD990HlaqQIm21WuFwOLhhPYnUiSqy2tYi8/PznL5tsVj4HpH3X864IucdzZ2UlgZANktA9voEcHLpvffikj17yrZRckBms9m6gBTJ55/7guznUmCVz+dx0T331D0uAbDerFYrp27RvEgiBwRonqIUNpvNBqPRyGBK1uiXiiIA+OLqqwCoLhciy0DtDKHSsfsUyufTK/bvXwVtpbVZtZ1nqdB6TU5/oFhaANQ2B4vrWSaTQWNjI7RaLUdjU6kUrv7M9tM6T1E0Gg2sViv2fvObdf0u+aUvIf0Xf1ESeb7nzt1VfiWIwrlSiQ+tYc3NzdBoNJz6KM6/leY0USrOMERNHYlEMDw8zCFBMiYsFgtmZmZKUhu8Xi/cbjd7aVpaWti4JYpvSoEQG+mSMUJGoVhPQ9sQaQWAkjon8iCRl1IMsUsLQOmvSMNOdS9i6hcZOo2NjQiFQpyGQSQPomeZoi20EGWzWcTjcZw4cQJmsxlzc3PI5/MIhUJ46aWXSryohIJ9Ph/i8TjnlRKSJ0AqUlfbbDZYLBYYDIYS0CKVnfmb8bzqOWx7quD3e+vAgRJQRHo3mUzo6OhANBplwEWeP9EztUGhJ89OhXMQz+3nt2m4/i6VSsFisaC5uRkrKyuYmZlBMBgso8z1+Xx4/fXXue7kn//5n6HX60vy/JPJJBsI4XAYExMT2LZtG1pbWzE+Po5crtCzamhoqGTxNhgMeOKSJ4FLCuenFJkieRhADdM2Lnj22Rq2UpZ6ARUA3PbUU/jmah+rbDbLFMThcJjvNTWSnpmZweTkJKeeihMGgc9kMomRkRE0NTXB5/OhubkZ8/PzOHXqFJqamrCr5TYcU3+tCKhqcDW9+TLQX0PtVD5fYOy69Hvfq7rteyX1BzuFtLRqUlLTJSd/XXx7y9LNSKcTmJiYwOLiIqctp1IpvP3225iYmCipPxKBFFAk0nA4HOjo6IDL5WJyAyURQdQLq+d4/PL9zGpG851Op8O9l14Kt9uN51fJ5N9c/d2bMvpIvvYak28ABYz0V+edh/grr1TQVkEGdwDHV/d19wc+gM6ODk5jBVC3wRoMBjExMQGr1QqPx4NUKoXR0VGMjY0pEtMAhQLsYDAIh8PB/fPi8ThCoRDa6joD4PX9+3HWo4+WrDsEkKntwKZNm9De3o7/JaT0lejFCxwDcK73HLwafA39CkXpQOE5M5vN2LBhAzo7OzEyMoJoNFpyfaL3uB6ZmJhAIpGA2+2G1+tFJBLBxMQE12lJ08OAwhofCATgdDqxtLSE1tZWzMzMIBKJYGH7dphqbNsAFEAOAPzdF78oW3tFGQ40z+RyOVx18CAG6wQAg17gpVyRTltKdCG+X1lZwdzcHD5x5AgGvcALAG6ocH8AYPGaaxD67W85Gtne3o5wOIyxsTGmZFeSXC6HQCDAbVJ8Ph/GxsawuLiIiYmJ2q7vBHBcSP0jQCWm/NE1rsWJISdSB5DoFBJtp58/+SSwesxao1Jnf3wrEolJaLVa9Pb2orGxEePj4xgdHVV05ojjhujvm5qauLXMr3/9aywtLWFiYgJXf2Y7fvSFKuP0pBMYqLy6DuYPAKp9eHk1VfmqgweL1I81CAGqXcFSe/OSPXs4+lUQGUB1sjb6/s3XbUI6Xci0GRwchNfrRTQaxfj4OLeHIZE+D1IdJ5NJdmgRFwLZrNlsFqOjo8onIqdPjfD/SvF69tx1L45rwXpdCzkK4YC7PyXJ7eNjSnRaQZ8fvPdyhMNjUKsLbYu8Xi/6+/sxPz+P2dlZTE1NlTkJa8m6qBiZWl5exhtvvIE33niDc4UpUkA57mJalkpVrAWgugKK2IjecwIcUvYQqcdHjCQBYKpZAgKUViAegwCbSJEqpuWJoWtxAZU7LhWZE/tMNptFKBRi7x+JwWBgw4ZA4NLSEsbHx3HixAkOZdNCTV4W8kqm02k4nc6SUCalS7a0tLA3hs6F0sdqMV7kgA5dKxksOp0OLS0tWL9+PXp6erBu3bqSvh1r8URJRaPRsJeP7p3NZkNjYyOamppKCkuJYZHSAWisiPVP0kWEUimI6cbpdJZEp+LxeEl6kDSSUSkyBdQGpM6k1Ho8cT0TUx8o8gkUdORwOOBwODA3N1eWWy0uosRMFYvFEI/HsbKyAqvVCq1Wi3Q6zTVrfwx5c0cps9vLH/sY/t9NN+FXn/xkTb9//lvF/cjuf13xVVUEgEh1T4lEgnVpt9sxNzfHKaZyInqMZ2dn2dtN7RAikQhuuOGGst/JASmgAPzE4npqmE31MbXKrve8B68BeOAjHwEA/Lb/FUWdKUlzczM8Hg87ZOie1QoAGnbswPT0NKdY2Gw2xONxzMzMlJB5SD3wQNFAJqIUm82GhoaG2rzUMiLngQcKc1ZHRwdfZzV5Nfha1W2+c/gwXjh0iOtmKTOC5n7pIl6PUCNwetYTiQQikUgZbT8JrQE0Z6ZSKTgcDvZQz83VXiMhmi5KKTEiSMxms7jywIG6gRQA9AeBbx44gHg8zs5IcbyImSi0bojHeaHKMakGV6PRcFYNGVrVIuD5fKEGkVLYXC4Xly/E43Fc9+C19V+wIErRN2BtaaHiviqlaIrrLOngeA105H/6uY8xHT71VVOr1exUrTTOxQgtpcJmMhl4PB6uTV5cXEQ4HK7tImsELGdCSGdykcXTEWJE1mq18Hq9HEWi9HPpXAaUg25xXSKHtEqlQnt7OzQaDWejLS0t4dJ7LlnbiWpKgdZgBsymuRZRqVSlQEpzoOwYtQplrdG82NHRAYPBwGMskUjwMcVXNalojZOBKt4MKvwT62iIEUalUmFubg6BQIBpT8mgFRdCAgGi4SQadDQZiuBL7JshjS5RwZzoUaHaItpWjuZTXLik7HK0LXmAE4kEpqamMDk5WcYMR7qghpPSa5HTK31PhYPUb4tSMlQqFaxWK+x2OzflXV5ehtlsZv197Wv15eFuOHIEI4fKKRUojZMWHgKkond0UKGwXCkqJRUaJxQJ1Ov1nNopXhNQoCUlAClSewPy3kd6n8lkuGmw0+nkHFiVSsW1Aw6HA5lMBo+nlFMU//8oNz3+OI59+tOcjkcTAkVo6XkcGhoqof2UM97y+TynB5GBpdfrMT8/z8xjoKzQOhKga4lOiU6Wyyv0n6jpeEqg6S8LkchqABoAjj8D5G4oUN5TXYnT6YTT6cTExARPzIC8oSMarIlEAgsLC3A6ndw6gO4TUN7s9gWZ8xONRCLhiEajhTTdGluWHfvVrwpv/s//Kfm8FkBF0SmxPyB5DS/buxcAsC//G+Ga3iW7HzL0qUG7w+FAMBhEJBJRNFhpjOZyOY7iLywsoLGxETqdDul0GsELL4T3n/6p+oXI7JdEq9Vy2nhHR0cJU+aZEkq/FSn2RSCXzWZxxf79+EON+5u+6CIk/+M/oNPp4HK5YLfbEQgESsanKOI1U6pvKpXi1iUEbCtF+uRAyfFg0YssGnVSp+VVBw8W0lFrvD45+dFqpsTVBw4wU6a4tpMNcdPjj5dFGJQA1Q1BMCkPRT31en3ZsyreK6lQGr/b7YbT6URjYyOi0SgWFhYwOzurfEEXFd8Oegu6lBPpNZKcDpgSI5dyBvlF99yDf1htRE/Oo1oiU2LbiKamJjQ2NmJ5eRlzc3MlNWRSfUoBObVtSaVSXC8bCASg0+nqAv3VhKJTP13ta7gruLa6KVGHpVGptcu7bjkf2ewUMpkM3G433G43M0xSpgmg7IiR2r1Asc/mwsICWltb4XQ6EYlEYDYXyO7X6qACUAA7QoRqMFPoP7UW2f3pMwNKL77rIsTjkwxCbTYbOjo6OJVUBKZAaYSxmoOrYmRKimwJAMzPz5ekvImh4ZWVFQSDQcTjcV4gRMMin89zKh39feCB0TIvCAEZAltU00OAhxajfD7PdS9UByKCKZogpKQR9B2dx+c+52dDTvToU/1OKpViICUCJWJCIbpPKdNPJQ8dUJwk7HY79x4S0xeoPxRFokin2WwWu3bVNjJ35m/ml3gOpA9Ku9zy5JO4/StfwZe/nCiL6J2UYTurFUiJ+hYXOVE/Yp8o8qySl0QJQIn/02Idj8cxNzcHp9PJBc60f2pgm8lksCt3W83n/t9dTgB45s47uQcP1RQCYLDqdDqZRl7JUy3K0tISotEoYrEYGhsbuV3B3NwcYrEYbl68aU3nqgRwyJC/9HvfW3Pka6cABioBg2opnaL85a5dzCgIFFJ6qcVDJBLh8Sk3LsXPqYYtkUiwPhcXFzEzM4ObbrqpLBolB6QA4L6z7seVBw7w/Od0OmG32ytGqaluil473/EOvAbgOxdfjG++//21KwPFND8CMDTf0nUOCkAKAF7I/wYvSD7T3XwzQqEQFhYWmGTEbrdjdnaW03aVRE6f5P0nI7ZeIV0CRZbDpqYmeL1eHvdnUt7cAX4+CbgRYKMxU68REwqFmAWzubkZRqORo6FSz7Qo5DAl0g8iYlKpCu1D4ldcgRdk7ocSGBn0FupD6FjSe0lZG9fI/XiN8okjR0qIDMR1hlIPa5WZSy5BPF7gene5XGhqamISKbn2B6KIoJGifWazGW63m9l3p6en8fGHry/84CLJSyLSqN0le/bIRhikwGctwq0vJCI3tzGZgvT8Za5hamqKexnR80SOumpRbNFupGyJWCwGs9mM9vZ2AIXxtLCwgMt2X1rbhdYYnbps715OS1PqJSWVXcHitiqVChfdUyPdXI3nRC1gAKBjNcVarHmuJmS3ipJMJpHNZjE3Nwer1YrOzk7kcjnOvkokEvjoIYWntZbzlkSPTqv/Gfnl1hiRAsDBCsIenZ2dcDgc7Eyi55akkh0vlaoEFFIhrzUt5CJVJaV7EOWq+BsCQWIqEYEYACWASkzPIqGUOyo8Jo97Q0MDnrnzTvZMEpOeCErotyKQEiNldA50TiLzCu2DarRE0g21Ws1kChaLBfF4vGxQV5rgKJoyNzfHPa4o3Y1C23Qc+ksAJ5vN4tix+o3Ohx6aLAnhSwkvBlcB0tGjYTzySKhEl6cjNCGKPY8IzEajUY6W6HQ6OBwOOJ1OLvql38tFAMT95/OFep+5uTnY7XZO9aPvyWBYa1+i/85C3iWq96BnR61Wc92dWq1mT7XcYixOHBRNicfj7FFUqwtU9TMzM2uiIieplmr30Z/8ZM37rlVqiUoBBaN3amoKqVSKa8+oWDUajZb0v5CbdEm/mUwG0WgUyWQSzc3NcDgcyOfzCIfDJR7veoSiUzabDU9En6z+g1V5bfDfsHMH8OTPf45/6vx/azq26Nwio1UKpJQkkUggFAohn89zmm9DQ0PJuJJLrRDHK3m3U6kUXC4XXC4XVCpVZc+/ghwX+htR+h1FFWju/c7hw4q/L6mRuqic9INE/JycbuTMEkl4stksrnvoIQyuAlHxpSSRSAQqlYrZLzOZDGZmZirOc6Jzk+jZ7XY7WlpauKlwMFi4OBFQVUuTI1HyhF+rUHt2OiJlxxRrbuoRYjbVarVobW1lQ0saMVUysGidSiQS7Ghpb2+H2WxmZ18sFpMFHrXIpffeWwaO5fRcj+wKAuMHDyKVSuHyfftw2d69TH5x8e7dTIWez+dxyZ49uPrwYeX0TAmwoib1DocD7e3tvEbLpZqLInVI5/N5Xo8ymQx8vkI/UqoTorrDMyliWlo1QCX9noDUmYxKEVGM1WpFT08P2zSiLqulpUk/j0ajvNavrKygt7cXNpuNbc/FxUVMT0+f5skLrzXIsXOE374LwLlrS9e86NMfQDKZhFqtxsLCAiwWC3p6ethxRPYT2aaVIqVyUnXGkRvkBFrIcyONGhH4IA+4FEhR9IdAy8GDHt6/1LADihNjNptFIpFALBbjVAIxSkVRHrFPhvhbqXLIk79vnwtAkemKroVkeXmZ2ZbE1D3KqSbPUygUKkP+YqRNvC7aB3mxaF+U/5/P55FIJLjLu7j4rnWhAIAHH+xgPVMkUM5jIQot9MMPFNoZSqNctQhRmwLF5sZLS0sIBoOYnJzkJoc2m42jSrFYTDaKIk4I0u8o199qtTI4Jb2RB1bsYk9SKVpRieTjjyU78zfXdVzK9aWeS2Tc6/V69vyLzVBJpJOE6A1MJpOIxWJwOBxoampiRp2ZmRmkUincsnR6eiFAVW+9zpmQWqJTx58pGANUkEp9hlwuF48l8blRWsDo+aKFz263o7m5mVP9qNalHqG5jxw6h7uqdUQrlz//kz+p+zcklJLjE1AAACAASURBVLZbK5AiIKC7+WYEAgEkEgno9Xq0tLSgubmZU6Ck87SS44Toy5PJJGw2G9xuN3Q6Hebn5zFy/vl1X484R1OTecpuODzyoCJAIukPosxAlkYERREdQ+I8TGBKSaSAauVjH8O/b9yIxcVFGI1GBgCJRIK9/3JRKToWPetUw2I0GuH1ejnjZGZmBpdeeinQpsIL3tqA1KC3dP0Usw+ue+ihMxqVAgqpp3LtVNbiACRnk81mQ1tbGzQaDeLxOOLxeMl+5fYvzqVUt5pMJuF2u+HxeLhOY2pqqvZrk9H3ZXv34rK9e8tqUNYS0RdBQDW2QWl/qWqy6dpBXvOprcD8/DwTH1TL4CGhMUo0/tSup62tjeeL2dlZXHnfFXWdn5IoAaBaI1R/DCE7MJ/Po7OzEy0tLUgmk5ifn+c+jLVGUIDiWKXUc6qHbmlpgc/nY/uMHLAfvFdhwawWnZIAn2NVGsJLt61n+2oyPT3Nz2A2m0VPTw8TSSUSiTKQXymiLyc1WeXiTsmTFQ6HYbVa0dbWxhEA+o6aqRLKkwNRYjrdI4+EcPCgRzG3W/SWU08M8sQTVTuROlBUS8quJRVi1CMygt277WVgCShM0slkkovxaRJQq9V8/U1NTUgkEpicnCwb1NIbIx5DjKak02k0NzdzPy4Ktfr9foRCoRL2NYq0rUUI7IoplRRJlANI0m3rBVEkVNMmRhj9fj/GxsY41KzVatHU1ASPxwOVSsWDv5JxJTUQyMtKjZyJOpTSL+bn53ny+Nhz19V8/msBkP9Z8r3t25lqW0rQQfU9FosFiUSCFzclj6aoTzII9Ho9PB4PEyekUilMT0/XH937dPlH0gjVzjUCq7Lf/Xpt+xHlC9dfj/HxcY7EWywWuN1upkQn710tC1k+X4jox2Ix6HQ6uN1u7rgeDAYRv6I+Q+CK/ftx1cGDTPTzx6jrqSZStrZq8kL+N4hGo9y01mazobW1FQaDgQ1PEjmdys2biUQCGo0Gra2tzCwYCoUqnoPcSxTqxyan00pRp3qESJIAlM3n2w8dqghOxfMNBAIclaL2HQCYcEcKLEQHpfg5rdfLy8toa2uDy1VwMC4tLdVe4L8qx4PFdUbOOSrqqhLzoZLIgVRiu5U6HP/mkUdq3u+WprPYEeXxeODxeLh/j9inS+l5F//PZrOIRCKYnZ2F2WyGz+fjFg7RaBSXDF5c/4XLCAGqXC4H/6FDdRn80m1vWq0TEmWtkZX39lzA9p/FYoFvta1ALBZjQgrpmJRGFqVlH+RUjkaj0Gq1WL9+PQwGA5aWlpjxryY5w0QUpwWyajiXrddv4UayVqsVfX19UKvVPGdSCjpQncBG6mygNT6Xy2FmZga5XA4bNmyA3W7n2qF6HQDV5EwCJFmR0em5O87hLKd0Og2Xy4UNGzZArVYjGo1y9FmsPavXGVNXiEMEBBMTE1haWkJHRwfa2tqYpY0M2sXFRaYUFxdBMc0vm83izjtNuPtuaxm/u1wkx2AwwOPxlDQBbmho4F407e3taGlpAVAsZKeXmNpHQIoQqgjwpJE0SvNJp9NM0AAUGPxaW1vR2dkJg8GAyclJDocqLSLidzThU8rK7OwsHA4HPB4PGhsb2fNLvZSoZxAATr37+MdrrDgXhACkmGctTcuU3nNKlVSr1di/v6XuYwJgo0+j0bCXPhgMctodANjtdrjdbrS0tDDhR6UFS4yoifnq1KSXIqc6nY7vQyqV4i7Xp1Vc+UcUEbRVi05958Mf5ucGABN2kL6pfxp5mKRNWmnBAuSBKRlY1DiXvIRTU1NIJBK45X/XCDBlgJSSvHRNqe/6H2QY76rKu5W/unYVwFWLTgUCAUxNTbF+aGxSVKQamJROxvScLy8vc7FvQ0MD4vE4IpEIDkBSK3XZb8pfKKVzp/u5FudKS0sLPhy7ClcnFfqJCPLIhi/gSP8j+MnRo3j5scfKIv+1yujoKLNFtbS0wOPxlGQUAPLZCSTSVD9KEfZ4PJwumEwmMXTeeSW/q5YmJ645Yqq5SqXCZ7sfLNu+UtSpFiEmXDqemMr9k6NHq/7+hfxvMHv55VzHSzUpLS0tmJ+f53QopSi+uB5TlkY4HEYsFoPT6UR7ezuv53Nzc/jgljoKDVEa+ZKTNUWjFepybjfuKukzJR73KiGFs5J8cMvl7OE3mUzo6uqCyWTiaLJcpE3OYBXHLgGHpaUl+Hw+uFwudv5WaotQiwzme4rnft99JdHMWoz7atsM5nv4GPRePGY1CYfDnE3j9XrR0dHBmRFiOx2SSmNF6kAh57bP50N7ezs7D2dnZ/GeW4WJv0ItVy0iV99DdVGkPyU9Ur854PRIlN572wUlfeK6u7vR1tbGOohEIrL99SoBAXEOJdBPDenj8ThaW1vR29sLoGAvajQaJJNJvOuW+iP+SlINUFUFXDWm+l334LV41y3nY3Z2Fmq1mq9nYGCA7Uxi2BYj+VIbvZZId80roThRAcDk5CSmpqbgdDrR29sLj8fDzWwBcP8gasoojS4RmBIjVouLizh8eLzEq0W/o2gULRyUWkgPJeWdp9NppnGXRjUoYkVAihYTik7ROVFUi/pFTU9Pl5BSULPgnp4eeDwezM3NYXx8vGRQi8qvlJYGFIBGMBhENptFe3s73G43p6cRoAqFQkilUjypEylFvSJGL8TjK4mY9kj1avXKbbdpmD6e6m6oeJ/Og4ByW1sbDAYDQqEQg6lavP70lwATpVNRvQ99T43qgAKovuSJi+siJPhjR6fq3f/y8jITldCESPfM6XSiqakJLpcLCwsL7GGWGlIk0rB2Pp/nFBe73c7pPypVgR3R7/f/UQDpD8zFTkjf/sAHcNELL1TcXjaaVWNkSuneX/nVK3Dq1CleqE0mE7xeL5xOJ9flSR0/UpGOXQJhxCrp9Xqh1+uRy+UwNTWF+z/0IRyn87lMwfAXQJV4nA9/5jO1XbAgdG210KoffOszOPDmwZK0YEr/HayFan5VpqenoVIVWOza29s5nZdqKyo979J5lCjnqea0ra2N9RkKhTjaVwlEkYiecqDIFJvL5fDZsTNf40PMryqVClqttmQBv//+99W0j5mZGY4+2Ww2dHV1MbuZNMVPCQCIxj/9TqVSoauri5umE1FKLXJcKMAHSuuTrz58GIMSkpg3a6m9qWIQU6sQ0eiRXqcSMx7JxMQE2wQejwednZ2cykvGv3SuVBK6XnIQR6NRuFwudHd3o6GhYc0NpgFlkOOXsPRWAkuVAADttyilYKBWUEU2GPVUI0IUsV4SUAZR0jWKXtSKYmZmBkajEQMDAzCZTOyI4SiNdLzUCapqicj90dL+Lir+JbtweXkZTqcTGzduhFqt5me/WmsOufdS3SaTSUSjUZ438/k8Nm/ezJFZyvianZ3FxXfJKPE/kXK+XgmHw5iZmYFKpWKCOJ/Ph76+Ps6wS6fTiEQiZXWXcmm8laQimBI9/9KdR6NRjI6OYn5+Hl1dXeju7obL5WJji9LUgsEggwARuIj9fgi85HI57N3bWMIsI07KVBRLBBREBkGL+vLyMhYXFzmqIwUMVCNFnxOIE8+HGAFp+1AoxAYqMfs5HA74fD4uXhsfH0cwGFRk8pMzWKURML/fj2g0iubmZs6JpUWWJl8KR+bzeT6XtQgx4FAPJ0Lgt95aOhzuvLNA20v5s6T3e+6xye224vEoikiF44lEgsE0kSRQg8REIgG/38/MXNUiffQ5SSaTQSQSgU6nQ2NjIzweD0eniKUOAPcn++8sL6qeU/zu+Q99CFqtlo1h6tGTy+Wg0+nY+DebzYhEImWhejnDSppasbCwgLm5OajVao6akuE5NTWFQCCAj3/reuXzv7w+9jySnTuAH111FXQ6HZ694IL6d1CH0DnS64YXPgG/34/5+Xk2qFtaWtDa2gqNRoO5ubk156mTR1GtVqOjowM2mw1qtRrJZBKBQKCQ3qUEpGSEzu8lhYbalSQSiWB+fh7f1VZvkHx0oLh/0RDa8/S9NR+vo+NaXk+am5vR0dHBPaNEg1XJ0JIzusQ8d5/Px03dCezXKtLaInoOKjmaTkdo7aN1jaTWsQQUgCmtBV6vF21tbexdplRHufEp1S/plSIH8Xgc7e3tnDKYzWYRDodrjk4N5nvKqNGJ4a9M5EBTnZEEg8HAtsDevU9jz56vYvfur2D37q+URlUC8iDgvT0XcCG+0WjEunXruCefqEtAOSVaTsfkCKWMgPXr18PlcnEpxICtv+ZrrDcyBMgb+9UAwGmxrQH48DlXoVvnYwPf5/PB5/MhlUpxJCUWi5U910oOKekYnZmZwcLCAtcH9/b2wufzsb2XTqfxzpvOk90XgDrG1ulFlADgGN+vOva1en7bNgKDjo1ca67VarFx40Z4PB5mMZ2dnS2QmayKNAAhitz/9MpkMpiensbS0hK3P2lpacFZZ53F7WmAwjwwOTkpD6j+K0QuOrUK7O546nbsOHIjAoEA2/gLCwtoamrC1q1bYbVaEQ6HEY/HOVVSjO7K6fGMRKbkAMLy8jImJiYwPj4OjUbDjV6dTic306XQK9VXUHqf2PyXFjGxjiqTyTCgEo+p0+k4R3ZxcZFBESH3hYUFaDQamEwm6PV6TlOgaxCBkvRFE5x47Lm5OaacBYqFya2trVi/fj0cDgempqYYVEp1JSfSG0IPQCgU4pQNCl9TGhDpZ3Z2ltOEyDN8yy213MGi/OVfpniiF1nt1Go1nn221HD4ylcW+NhiHU49Cz4AZgOkxUVsJKlSFfppdXR0oLu7G1qtFoFAgEkppHqSeh2lg11MQ0ulUnC73Whubma2L7qv0WiUmbvOlMhR0FfaVu63UqmU5qfVamEymbgJosjUR6xezc3NnKoajUarel6kL+pbRTV9Xq8XWq2Wn9VTp07J1qjUBaIUokh/7fgbfOzll3Hrv/yL4k/XUmP14nDl74PBIF/TysoKjEYj15EQUQJ56mvNqyZ9Li8vI5FIYH5+Hl6vl+sDaQ5473tra2w4uK7wuvLAAahUKlx54ADTltcqarUa/9jxTzVtu/9k0VOrUqlw/7P7sfdY7U0YN2/+JHv+DAYDurq64HK5mKGLvIfSVK1KRhZQWIcoUuh2u9HR0cFzZjgcrikqBYAje7Tf06lLrUUymQyna9NxaX7C+uq0V2effQennlutVvT29sJoNHLrAnIYiXpU0imNzZWVFczPzyMajcJgMKCvrw8WiwXZbJZrXD/6Lnn6iONBAIGiwX/ffcewe/dXsGfPV7F379N1A4F6xGQyYf/JA9i79+nqG0sA1SWDF2NiYoIdoZTitLS0xHoU2VFJKj334jpJxn80GkVrayvWrVsHjUbDrTou6H5P1VOuRXfHFLapN3pyV60bKgDT0dFRTt2nSIrRaGQm06mpKSabkko1nVLWCdmToVAIOp0OmzdvhsPhYFKpcDiM/7HhQuVzvwj/BdGU76McVH0fGOjBLmp+LGCU/NatzA6dzWbR0dGBjRs3IpfLIRwOI5VKsS7lbCBAOQ1Vbi6gOZiiU/Pz89iwYQP6+wuAf35+noMZk5OT2H7wI7jlMcE2+bBEn+ceWTPrHgDsqt7/XFE+/vD1mJ2dxcTEBPeyXVhYgMlkwpYtW9DW1oZYLMbO5+np6RLyFdERBNTG5AfUkeYnN5nEYjEMDQ0hFAqhqakJ/f39zCZEDVkXFxcRCAQwNzfHqXdyJAziccRokQi2SDENDQ1IpVLshScjPZ8v9NShKASBIjECJacUOgfxmPPz8zh16hQP6IaGBlitVrhcLqxfvx5tbW1IJBIYHR3lJn+kFyWdSfUnDvpEIoGxsTFMTU3Bbrejt7eXKVUJmKbTaUxNTXE+PEV8brutYu/lMvnKVxbQ0NCAp56ax5e/XPDq0qL+539eCi7IS0vNdin9pdbo1J13mvh+LC4uYmpqiuu/yLDyer3w+Xxwu92IRCIYHR1lw19cmJSMATkPdjAYRDgc5j42pEugYMjQeWg0Gnxve/WaEVHkQE81cCQCLfpc+ldOlCJT3/3IR7hpdiqVQiAQYGPVbDajs7OTG/XOzMxgcnKSCRNIlAwr6fNJIN5isaC9vZ1z/4FC4brf78dxSXSnblEAVDt3AM9fKL8wKgGpK+sEFVIZGxsrceZ4PB54vV6YTCZEo1HMzMzIegSVDASpIyAejyMajcJoNKK7uxsWi4UdOjUXUQvS0NCwpsjUL3z/XNf2BNb2fU2md08VAEAGaT6fh9vtRnd3N4+tSCTCbGlAdYAqfk/1l7Ozs2hoaOCoAumzt/cTdV2jGJWi1PGDbQdwsO3MUBwDwN2Ou8rqsmhs1JpGHQ6HOarf2dmJrq4uJpEIh8NMmiJ3fST0nItC9yKZTKK7uxsdHQX2V0qpVCL3qMXgp232tRSaO388oxzRrkXudtyFw12HCmvX83WAtUAPjgeBq9+5nefNbDYLi8WCgYEB2O12RKNRruuVGv/V1iDRrqH0fCp32LRpEzweD9sjgUDgtHRQi0jrfCpJXaBXAqje2X4eotEol2L09fWhq6uL6eBnZmZ4XZfaf0oGqzRSTcY+RfjD4TB8Ph8GBweh0WjYyV4tKl0AMDLgRhb01C9K4FbuGMfyAqACcK73HB4vS0tLcDqdOPvss2G32xEKhZBIJLi+ESgniKsFRIlC9jVlkS0uLsLv90Oj0WDbtm3o6urC8vIy1xstLi5ydhHLURQB6mmAqNOSk0dw/UN/imQyiYmJCUxOFpvzarVabN68GQMDA+wYSqVSvP7IlTwoZUMpSc1WuPRGkNc6EAhgeHgYTqeT0wyWlpZKiB3m5uZw6tQpNDQ0cNRKbMgrCp04LRR0UZTyRkYccePr9XqOULlcLk4lowJ8o9HIYEp8gOmaAJSkdNCi5vf7eSIFAIvFAqfTie7ubub4Hx8fx8jICDcMlO6XPpObeKU3J5vNIhgMYnR0FI2NjTwJpdNpnDp1io8Ri8UQCARgNBo5sqLT6XDHHQUvKoEeup4nnohh9247nnwyXnK8v/iLYs72l79cfCik9+TRR0tz5YnG/pFHlBmzSO6+2wqtVs1jJRwOIxAIsBewoaGB0xp9Ph8WFxcxPj4Ov99f4nGpFZTStuSVnpyc5DqsWCyG9vZ2jI6Osgf21KlT0Ov1cDqd+N8f/Siu+8EPZI/xouq5sggRAaA77tDj/GeeUTy/alGqtdZgGY1GaDQaLCwsYHJykmsktFotOjo64HK54PV6Od1pamqqpNE1gLKxqRT1C4fDiEQiTPHb3t7OTSyJOviW887D3ldeUTzfF4eLxA9ycuUwAIWI0U5Ujp6cLngS5fNnnYXE5CTPFU6nk9NuKbeaiHWUIqSiyHkJI5EImpqakE6n0dXVhfb2dma4SqVSOPvsO/Dv/17Byy4Al8F1wODX78fxKtG205Xj31o9lhyQqiJbtuzilGKKojQ3N3OaihIzpFSnSvqenp5GY2MjYrEYA4u5uTnk8wUGxfPPvwf/+q9frniOg+sA7NuHnz7+OM8pVx08iB8//PAZr5ki0iRKMyYjsSTSR/d4qDyyNjBwMzsSXS4X+vr6YDKZcOrUKcRiMXbuKa1JJGIUkLadmppCc3MzZmZm0Nvbi4GBAUxOTnJq6vT0NK5+53b86Lc/XvP1PxYusMbVkl5aSRwOBz43/tDqf/VFvh7buRNTb73F6X1qtRo+nw/r1q1jI0s0/oHyunE5XUrHLKUJGo1GTE9Po6OjA5s3b+b5M51OY8DZj5OJN9eigv9WQmt7Lpfj66RISiwW42wTWneqretKERdyHprNZkxPT8PhcGDLli2Ynp7G0NAQE68M2GrR6+kDpzMhx1ZrB9/Zfh5CwSADKaPRiLPOOgudnZ2cXp5IJLisBFB24FdLQ5XK/Pw8JicnsX79ekSjUQSDQXR0dOC8885DKpViR4per+faqmsPfxQvNgl2U/AI8GoPcO7oaetk12sViCheFVIoP1w41o22GzA3N4Pp6WkGmul0Gmq1Gv39/Tj77LPR0NDADNLUR09p7akW5ZNKTZEpJa8LLVYjIyMYHx9n7vaenh44HA6mUqbO36dOnUI+n2cwpdFo2DsnGvEEmqSIkLx5Op0Oer0ey8vLGB8fx+RkoRGtRqPhHFMp+BPrssTrEvdJdLWZTAbj4+OcRmE0GrlgnBauYDCIkZERLtyTe/BrSQESvZLJZBIjIyOYmJhALpdDX18fOjs74Xa7mQWPoiqTk5NMCQqgZHEmUKjT6XDggBt6vR7797dg//4WHDjgrng+mUwGt9+uqxjtKtyr/4nDh9vx4IMdePDBDhw+3I4DB9zYt8+FvXsbsXdvI6fbEGPM2NgYFzSqVCoGjevXr4fRaMTk5CRGR0dlWVWqTQxSb1cqlcL4+DgCgQAMBgPa2trg8XjQ2trKRCSJRAITExPsufjBddWp0o+rnsPx1WjRzTcXPDq/vu22qr8700L08tPT05ienuYFhGp7PB4PzGYzgsEg03sDxTFP70WRiz4DYCIZYpwkXdKzvbKyUpU6tRKQqiYUgXrpmmv4/c4dBRAlB6ReOo1jzczM8Fyh1+vR1dUFj8cDi8WCmZkZhEIhrpciqRRRkXpd8/k8pqenuX6AotBWq5UdPiLVba1CJBD1pvrVu/+KohCdIgIftVqN9vZ29PQUFkJKoaKoVbX5UsmTTcYa1Un29/fD6XRySndNTSeHCilqdO9VKhVefuwxaLVaPNT7ORzwKtT81CkH2w5w9oTYA1Gxx49Ep+997z5ec7RaLXp6etDV1cU94aanp8saosqJ0lglEEHpgr29vejp6eHegMlkEsFgEDdfclOR1EEh5UtWnu/Bkf5HcMC7H3daP1X772TEZDLxPusVcuwR6VRjYyM2b94Mk8nEjbSDwWAJUyrpTIl4Rk7n5PFPJpPcn2/jxo3o7e3l+TMWi2Fr85a6r6EeObaj+Fd8L/49HenSdGJ5eRmZTAZ2ux1bt26Fy+XiSOfU1BQ7OKqlnUpFTLuidT4cDmN2dpaBld1ux7nnnouWlhbOKpifn6+rLu2/UihyGAwGkc8XsqoaGhowMDCAzZs3c+Bifn6ex5OSo6RSKq8ocjYyETbk83kEg0FEo1H4fD6cf/75cLlcSKfT3KeTyjG2hz6Cm9I7cVv2kwARyrxa+zOZvvFGnLr0UoxdfDGS19cQrZbs+ybnTnzMcB0CgQDX2ovsqH19fTj33HNhNpsxOTnJpB1+v1+24bGcvmqy5StNujqdLk/9o8TJQzq4VSoV7HY7zj77bLzjHe+A2+3G5OQkfv/732NqaooLndVqNVpbW+Hz+dDc3MzedWnPCwJXRCxBoI0eVvo+FAoxSQFR40ojMwTaRO+bmGpI10ALBYGZRCIBg8HAbGj9/f3o7+9HNpvF8ePH8corr8Dv93NUTJwk5MLWS0tLDB6VolX0WWNjI7Zt24atW7eipaUFb7/9Nv7whz9geHgYsVgMarUaOp0OZrMZF154IV8v7Z/+B4qpHGSo0bk+9dR8yfFvuaXwIBObU2NjI/7u7zwol/+J3ULzPqotEOsLxPozikz+8pe/ZPCn1+vR09ODTZs2YdOmTVhcXMQbb7yBV199FcFVr0ylB5/ITSgNh74X/xJod7vdOO+88zA4OAitVos33ngD09PTeOutt9h7odfr0dnZyTT3279X7jG9Nl+kKz6uKjesBs8oy98GAMCLMsd58dprmQRheHiYPatWqxX9/f3wer0YGBjgcfraa69xM2nSidzEurKyUlJjCJSOSZvNhi1btmDz5s3wer0YHh7G22+/jTfffJOBmk6nw1dlWL9Yd+vlDdIra4yqLF50EQz/8A9Vt2MwNaRMMS2n20+73VhcXIRarUZzczMGBgawfv16eDwejIyM4PXXX8eJEyeqRqWkz7r0+4aGBjQ1NWHLli3o6+tDW1sb3nrrLfzyl79EIBCASqWC0WhEMPij0hOsoZaG5PgwmDntdCJ3awKmq9GUc865E2NjY1hZWYHZbMaWLVtw7rnnwmg0YmhoCENDQzhx4kQJi5LcYkaMlXL6pDFKBlxXVxf6+vowNTWFn/70p/D7/ZwRsWnTJvz93z9Ueq416PSLn3yU155iJGRt8vC6h7hFRD01Z1dv3o4//OEPTJNst9vx7ne/G+94xzswOzuLsbExvPXWWxgZGWEHm7jOiHqltHU5JwBlgfT19XEddEtLC37zm9/gV7/6FRYWFqDVamE2m9HX1wePx4P7v/3t+muido7ikQ1fwMG36mehLJPne4D1q57wocrncf315+H1119HOBxmp97AwAAuvPBCGI1GDA8PIxQK4fXXX5eNSik966RPOYNMpSqwV27atInbqbS2tuJ3v/sdfvGLX3ADa61WC5/Ph38Z+1XxAHUA1UOHPl5YD54uRLWP7QAOdT6Ahyc+X/M+6gWm3d05rpEiXb7//e+HXq/H6OgoIpEITp48yeu6CEiB8uioOHeKImcPNDQ0oKurC729vTCbzVi3bh3MZjN++9vf4pVXXkE6nWZCtO7ubvxytFh7uytYKRWvKLtUa4uw1LJvkg9+cAMmJia4DUk2m4XP58Of/MmfwO12Y2JigssSTp48yQBAGmiQilSfom0KyBNWkLO1ubmZWRhtNhvWrVsHg8GAkydP4pVXXkEkEmHd5vMFMjir1QqHw8FZZ06nE3a7nQlinnjir3H33VdgYWGBSw4oYEFN16enp5FKpWCxWLiMQfvcc4hddx30ej1nmlHPRqI2p/2pVCommjOZTPjEJz4Bp9PJTuWlpSXMzs5ieHiYs71EfUnnQvFz0mcul5NFVnWl+Yl/pfTlyWQSw8PDcDgcMJvN8Hq9HIUgsJRMJhEOh9moJhpsEVCJzdpI6FgNDQ1sFFKvqHQ6zQqkbQCU0ZzTYBIHESlqZWUF0WgUQ0NDCAQCWFpaYqpuh8PBD6xGolYwBAAAIABJREFUo8H4+DjefvttTpuSG5hSZig5XSp5BgFwLZrdbofJZEJvby83miWijUwmg4WFBUxMTKCjowNGo5GPTVSWtHCKNWNKQnpbXl5m3f/5nxvwV39VnsMvsiSK0T4COiKYikQiGBoaYmOEGmx2d3ejr68PQIGWdnh4uKT/hDTMr/Rebjsa/OTlJ1329fWhr6+P6TGHhoa471QgEIBWq+X+CqKIQAoABlf/lwNVUrnookKU8R//0Vd124JsKDsuGf4/uO46aFYX7fHxcczNzSGbzXIEpampCT09PdDpdBgeHmadive9WmqF3HugkFoxMTEBl8sFh8OBzs5ObhQ8PDyMxcVFLC8v4z6fD18cH5c/gBK4qUGPQMETXRO3WgUQRXJt/mgJoDq4bh2WVpuf2u12bnvgdrsRjUZLosFilKmSVPJuxWIxBINBOBwOnmPC4TDXAqTTaaxffyOGhr5dyxWXyeC6M5P+eOVw/YDqRVUBoEy63chms9DpdByBttvtCAQCmJ2dxeTkZAkwlc7L0mdbSWj9mZychM1mQzgchtfrxebNm5naHwCGhoZKf1gjOL3v6/dX7FtWqxTux2EcRY2RvlW58fwbMPT733MTVL1ej76+PgwMDDATF41RMZW3UjS/UvoKNUBtbGyEwWCA3W7HWWedhXA4jOPHjzMzFunz6A034Ntr6JJ9RoAUUARS4nsFUHXy5EnMzMwwoVJbWxu2bdsGu93OTlS/38+OtkpjsNrn4vfpdBrj4+Mwm80IhUKwWCzYtGkT5ubm8Nprr3E2zalTp/CuzvMx96//CgCoJ/nPaDSisbERMyhGm+oCUnXKRRd1I51+g3XZ2dmJc889F1arlcHB1NQUExvIificV3JQiSLaoMFgkO3N8fFx9PX14ZxzzsHy8jJ+97vfMaCamJjAud5z8Oqrs6s7Of00NKCo513fKv9MSe6++wokEgnMzBRS0iKRk3z/s9ksOjs78e53vxutra2YmppCKBTCwsJCWYYJidx4q5QlQd8rRVZzuRyi0SjGxsbQ29uLRCKB4eFhrFu3DoODgzAYDPjRj36EVCrFTgCqqYzFYjAYDDCZTExwZjQaodVqcfPNf4JcLoZMJoNUKoWFhULtvtPp5NYGdrudSZpisVjBAXzJJdCv1jUuLCwww3AikWBARLqj9dnlcjExSSAQ4L648Xgc4+PjJb+T6o70U+s6T1IXc4FS6JAMV/L422w29Pf3o7Ozk72OBJCoWDidTiORSMDnK9DZUhqbtIEhXRQxH1GfhoWFBUQiEUSjUfY8is1uCUwRiKJ9i9EZujmTk5MYGRlh41SlUqGtrQ02mw0ej4c9HsFgEG+//TbGxsZKjCo5fYj6km4nFx2QgsepqSkMDw/DZrOhr68PGzZsYBBFAyOTyWBoaAiLi4vo7OyE3W5nQCpGzMT0t1wuh+XlZdx4Y2FRptRGtXqZmRABcI3anj0OZkssoPKbSu4FHY8MdgJu6XQagUAAo6Oj3JCzoaEBLS0tnItvMpng9/sxMjKCU6dOydZJ1Tqo5TwMlEbh9/vhcDi4E/u6dev4QR8ZGeGwtd/vR3t7O358/fWy0SmpDOaP4rhqP/YDgOo5vJS/GZddFuRrNRgMaGxsRD6fxwc/GOIaoyd//nPexxeuvx7f/S6RfmzAcdV+DOaPYvv2fy1ex/btrG+gkNsciUQYnHZ0dMDtdjObJulULnJKUsnQkhN6vsfGxmC327Fu3Tr4fD4eh/RMJBIJPPqOd+D+f/u3MhCqJC+tbndlFVCl0+lQrTz/pRqPCRQB1ePnnYe5kRHk83mu6XG73dxrJhAIYHx8nNkSRVHyXEs/l86dZLC6XC4Gb319fex9JNbAs8++Awd///vTSpP8z5Zr1wGdSx1YSibR0NCAtrY29Pf3c23YzMwMkxLJRemB4hwpilIkhea1qakpuFwumEwm2Gw2bNy4EZFIBL///e+Z9a+//yZs3rwZL/5evj5SSb44+ChyuVwJq2EtIgdo6wFSQAEAhEIhdpJ1dXXhrLPOgtlsZqN1YmKCe06RyBkLcmuSnBGWTCZx6tQpmM1mBAIB9PT8f+19eXSb5ZnvT7Zly1psy5ssL7K8xXEWspFxoCcsJV1Ih0KngSFclgtlyrBMmGHgtGUgKQV6oZ2ZtgcOBUoJt0MJBDqdQm8ZaJlDgd7clLZAiPdVXmXLsrxqsWLr/qE8T169eT9JcZySOef7nZMT+dMn6ft+37s8+1OLLVu2YHp6Gh6PB4uLi5ifn0dfX9+y+h2ecTT0nqRQ7d79Fxgd/S+WDUpKSrBlyxa4XC74/X5MTExgbGyMlVIRqnmdiksZVGGMhPuGhgace+65mJubQ0tLC+duDAwM4Pxdu/Dyy386pVum0M+yvXvxzeOG5Wg0im95Hjyl70mF6647H319fRgY6ExQSs877zxWAHw+H9+vmCdFWI6wqkIkEkF/fz97SXp7e9HQ0IDm5mYsLS3ho48+QigUQmZmJrxeL5qarHA6nXBc/Re45ZY8PPXUyZEOe/f+D3zrWz9V/l70xhth3L8ffZ/5DHJycrDTFx9HRf9QhH/1fw8P1H4T6P0mcENvgpfv/vuvQTgcPt4DM56PROF6xEsoFEJNTQ3OP/98VFRUcChqOBzGwMAAF0qQOUtmGKHjItficxC9hWL0z7Fjx+D1epGRkYH6+nrMzs6is7OT5adzzjkHXV1dmJubQzQaRXZ2NnsT5+fnuRR+bm4urFZrQvsCMSrMaDRypWoAHA5OMizl4M3MzODYsWPcGkk26ItRT5SvV1tbi4GBAc7lm52d5XypdI3Kqr+1kFKZUoVdaFm9SNC32WwsuNbU1HAIESXMU3PRrq4u+Hw+uFwulJWVwWazcciY+GDlGyIBhwTKWCzGRRmqqqq4cSOQqLjQxCclyuv1YnBwED6fj8tqGo1G2O122O12FBYWoq6uDsXFxezh6Ozs5ComybhJZuWXJ4RsjQXiiwQJrhaLBW63G6tXr2Y3MHnQQqEQ+vr6MDc3B5fLheLi4gRvn/ibYj8tanSYkZGR0PPLbDbzeaSUUk6ZwWDA3Nwce7uo/LyorFEfJyp6QAM/KysLpaWlaGhowOrVq1FSUoKxsTH09PSgs7OTE/CTjUGZa5FDrfOB+OTu7u6GzWZDbm4uysrKuEgK5d2Rp8/r9cLhcODnu3fjhRfSi2Mn8b3FsB8Zl14Ks9nM4ZbEGxkEotEo7rn0Uu67tRgO44orglhaWsKrr8a9UldccQgP/+IXuP9LX2KXOYWRkDBDClt5eTkqKytRXV2NiooK+Hw+9Pb2stdNS1hVCf+iMUClzEYiEXg8HvY+V1ZWwuVysdezv7+fvXzLwWuxR5IqVGGNAiGngytjj2CP8/tcAp08UtXV1TAajejt7eW8THEB11IAVGNY5W2JxeKhy/39/cjLy4PNZkNZWRnWrFmDUCiEnp6eBC5TFfCQkW7oZNroeiQepil7/RShmzXH3JidneLeZKtXr0ZtbS0rPKOjoxgcHDwpgTqZdVA8JkMURohPq9XKCsDs7Cy6urpw7NgxTExMoLW1FVdtuhIHP3g57dt/92tfi7+4Xtvj91qS904H1Dya5vvmzZtRXl6OiYkJTExMYHh4mKv7qfZoLUWf3lNxTFXT8vPzkZOTA7PZDJfLhebmZi4nbDAYMD09jY6ODtxyyw6lYPqJQlKoPvzwQ46asNvt2Lx5M1avXs1lpicnJ5VWa4JKmT8V0L5ttVqRlZUFj8eD2tpanH/++YhGo+jo6MDCwgKys7PR2tqKyy5bg9dea03vy2/oxX24/6TD36zZh3tK7+aiH+l8j1ao3+WXrzveO/QDzmteXFxEeXk5zjvvPLjdbvj9fni9XkxNTbFcAmjn9cjeEhFa64JsJKC8fVLqe3p6UFdXh/POOw/Z2dn44IMPEAwGkZOTg/n5ea4WXFJSgiuv3IzMzEyEQiHk5+ejoKAAubkR/q2nro97nXLvvBPhcBjBqSlMf/7zKCoo4IbjMzMzyM7Oxj2ldyMnGsU+9964gee+E71VQ6EAlx/3er3ce4xkgkgkguzsbGzfvh1lZWXw+XwYHBxEMBjE8PAwRkZGOJRS5ckTj6s4kzkVz9HyaFF+fkZGBldf7enpQWVlJS644AI4nU60tLRgZGSEFVZRqaK8tWAwyLKoHL5JBnwy3pOiFYlEKKSOo53kOUnyG8mXZWVlaGhoQGNjI+d3DQ4OcrE6MuzLe7TWfJbloFQ4tZraih8TH2wsFmPBlbRRp9OJ6upqznVyuVyYmJjA7Owsb24kIJaWlsLhcHCcpZiLQ4L99PQ0BgYGMDIyguzsbC7TPDMzw5qy0+lEXl4e98MRHxCVJaaKH2Q1odLnxcXFKCgogN1uh9vthtPpxMzMDHp6etDa2prgshY3Ky1BINmirMUhHSNrgMViQW5uLhwOB9f9z8rKwtDQEMecUsl0h8PB5ekp5lT+XVKOSPg7duwYZmZmEAqF2ONG5eZp8BsMBq6OSJzRM6GmvlSWd2xsDHNzcwmhli6Xi0P7KisrebHt6OhI6OOhEuJVyqbMn/hZWUEwGAzw+/1ob29Hbm4uh8VRgjoJrYuLi5zj4XQ6cc01H7FS+txzTZrz4OHdu9nTlXncoikq72RpoRxBeXGghebyy/8v8MUvIsNgwP1f+lJCLiHNFTHB0uFwwO12M7fT09MJnKpyz+SxIG9myRaQWCzG84ximisqKvg5U1JnKBTC3S4XrtRkTBvJFKqCa6/F1PPPa35uOfjsZ99CKBRCdnY23G43ysvL4XK5UFBQgMHBQXg8Hu6dIguo4lyV57pq01JZZsfGxjj8x2w2o6amhg0QHo8H0WgUe44rJFcOvX1CmRGVGEVY42tI7elLG/T9qvBJ8djxa6KmnIWFhWhsbOQCM2Rg6enpOcmLouJQFhhUkM+n8BSz2Qyz2Yzy8nJs3bqVrbtUDGlpaQm37vhb/PA32pU4VUimLJ0JRWqTdSOOTfSzYrplyxbU1dVhbm4OXq8XXq8XHo9HGSkBaBeZSbZnEcjQZLFYuDl4Y2MjQqEQDh06xIVYqK3HjTdegP37hXL7DUlCqU4zbPKyn8SVV/6uFFGGbvci5ufjjTkLCgqwadMmnHPOOdyOIBAIoK+vj0OLZKj4Et9L9jdwYpxGIhH09vZyVWOj0QiXy4Xt27cDADo7OxGJRBAIBNDa2ort2+PGsgMHtCulJsPS0hK+O/7PuDK4Cy+bX8FVoStxMPeEEeFvc2+B2WyG3W7H/d174wcFheq6685HKBQ6Xtq8n3P2yHBaWVmJbdu2oa6uDoFAgD2lpLCIspI4n+WCY1qREunuX4FAAF1dXWhsPBEmX1tbi+bmZpjNZvznf/4nQqEQcnJyOOd4enoaJpMJFosFJpOJjTvRaBR///eXxSNuChZhvD2uFMzOzmJ2dhbZ2dmwWq3IzMxEfn4+GzUoT4c8MCQXUSSJ3+9nDwuByvLn5eWhqakJDocDY2NjGBoaYkVK7IOW7DmLPNNrgmpNVcmv8ppLhS+WlpZQU1MDg8GAvr4+bNmyBeeccw6cTic6OzvR09MDn8/HaTeUp0XGdvotkrlE2ZDOF6MRRLlOrLYtypzkiS0pKeFc2fLycmRmZrKsRMXPKERSFVmiUtZlzpLNf0JaypRKc9VycS8tLSEQCKCtrQ25ubms8IgCuNVq5XC/+fl5RKNR+P1+BAIBXrzJu0VKFYUFTk3FYy5tNhtKS0vZk2KxWDAxMQGPx4PR0VHYbDb2vkSjUXaxUo6MmEtlsVhQWFiIkpIS9iSQtT8cDqOnpwdHjx7l6j8qckXvQzL+ZIUJQMIDlge9z+dL4NLpdPJkzMrKQnt7O3uRKLxubGwMRUVFHEIkKlUGw4ncM+oYTtYkv9/PVaVMJhOCwSCqqqpQUFDAyhcJ+OTdC4fDmJmZgd/v5+audC00UWw2G+rr61FTUwO3241gMIi+vj60trYyp1reJy1BX4sv+XkQyNLa0dHBQkFtbW1C8+jR0VEEg0F4PB6Ew2FUVlbCarUiOzsbN93UwYvDD3/oBgDcems/ol/5CjIjEQSDQWVemrh5kKdKvCdSruizcqWoWCyGYDCI8fFx7gNx7NgxlJeXo66uDlVVVaivr2dO29vb2YqlEpySKasyp/KYpvk9Pj6O9vZ2LstfXV3N1x6NRjEyMoLp6Wn85V++i1/+cjtWClPPPw/DZZehoqICQ8fL0S9XiQKAT3/6DXR2diIrK4sLkFD1zNHRUc6PJAFLpbjTa60FWT4mK2FUOZQ29NraWjQ0NPBmMTAwgHA4jPb2dmBUuNc08sJSefrSwSnx2/UI6ut/BMAPu92OpqYmrFq1CoWFhfB6vdzgXBSyCKoNXvxfy+KqslaS9Z/mW01NDQsj5GEcHx+Hx+PBTdtvxLPv7j8lTrSw0p6ptdlrMH68V0ppaSk2bdrE0QnUR6+3t5fDVlT7tGrei3/LkI9TBAkJoZmZmVzy+vDhw5iYmMCxY8fQ1taG2dkT7TaSKlIrAJHrZDl9W7cWcvljUqQ2btyILVu2IDMzEx6PB36/H/39/RxKqSVkpmOdlsetKEjSd83Pz6OrqyshAqeyshIXXngh7+m0N/f19WFychI7dtSguLgY2dnZHN1TWFjIYflP/O834krQcdxV9A/xCJ1IBLeYvoro9Bh2zX8Zi4tRXG+6Dna7Pb6XHw+bCoVCuN91HxYXF/Ht4f+F2277HGZnZ9nw7Pf7E/J6KDJi+/bt3IpgaGiIFWuq4KmlsMvhZcn41Jrz4pin/GiDwYDGxkZkZGSgq6sLbrcbGzdu5FQCKlyVk5MDg8HAxRAMBgPGx8fh9/s58iInJwcAWCkig4XRaOTwPPp9ihKiKBLK6Z+bm+PeTXS9ZMAlj0plZSXWr1+PxsZGDA8Pc2+ykZGRBENJqrmrGofJQHu71l5G90fG5mg0ipqaGthsNrS3t8PpdHKBtrq6OvT19cHj8WBiYoJzm8hYLPbuE3+HZJ9IJJJQ5ZsiccgoTe2O6JopP7CyshI1NTUoLS2FyWRiI9P4+DgrgqSYihFhKvld5FYeX+kY9pZVgMJgMJykAIgPjwSuo0ePwmg0Ys2aNXA6nQDii3N2djZMJhPsdjt3r6dqfTSx/X7/SQ0NSfkhJYncgDRwaXGam5tLCMWTicjIyEBOTg4rUYWFhbBYLKykWCwW1NbWYmFhAd3d3Thy5Ag38ky1uKp+T4tH+TPyOTSQhoeHeTNrbGxEZWUlgLgyRYmMokuUEvyov4XVamXOqJIUCenUUI8WAhL2Q6EQx+mSp85kiuf2hMNhXoTouZHwR5MjFouxIk2Cv/t4jk1vby9aW1u5ugqNGXEsyUJAss1fS3ClZy0uCv39/VwGv76+HvX19QnnkvA6MjKCYDCI8vJy2O12mM1mXhBuu83D1ypWi6TvEBtyivdG41c+JnqQRGU8Go1ynxKx0k9WVhbq6+tZkaKQ0La2Ng61SyVcaR2TOaTnQXNeHJMmkwlGoxENDQ1wu90JLvmxsTF8/PHH+PSng/iv//qc8vu1oKUE2HbvxtTUFObm5uC+4w7e7JaD7dt/yT3iampqUFNTw1W2yJLV0dGB8fFxZeEWLetpMmVfBo0BSuanOV5TU4PVq1fz2KBCDeee+zL+8Ifl+Pv+PGhsfBaTk5PIz89HY2MjVq9eDYfDwSErvb297AFO5n0Sey+lKxSI50UiEQ77IQvpqlWrEIvFcPjwYQwNDSEajeLo0aNcnGIlsJKKVH2sDlPHBVLySK1btw4Gg4EFLmrNId+/lgKlxaWWVxAAG0fb29s55NjlcmHjxo3IzMzE4cOHMT4+zoJ/U1O8L9sbSK5MsSK0jLLc6fC8s+FS9PX1IXA8b5TG3LnnnosNGzYgMzOT9zePx8O5PSInIg/yeFXxreVdofdETqenp9HZ2ZlwfkVFBS688EKYzWYcOnSIi7dMTU1xgRWr1YqcnBzk5OQgFot7BY1GI665phk5ORew8dmUkYHIcSPf5OQkTCYTrFYrjh07xsqDxWJBLBYv5kXVlhcWFvA/DTdg+njhA5/Ph2AwyNdI4fFmsxkNDQ2orq7mUFOKNiHBW4ufVIq+CJFvWU6SP7e4uMiRQw0NDVhaWkJHRweqqqpwySWXoLW1FW1tbfD7/Zifn+dQfNq/I5EIC+IkKxmNRv492t/oPdHbQvk9tGaTgZv+FgtzUXhfYWEhF3WgPobURHpwcJBTObTSH+SxlWx+a/FM/IrvqWRTKnQTDodRVVWFWCweheb3+1FaWoqSkhKUlpaiqakJXq8Xw8PDXIGQCtHFYieakotrjjgvKMJFvD6DId7mh3JhS0tLUVFRwRFY1JjX4/HweKXrE+UheVzJ/MhItq+rkFKZkgdyusIYuc9pY2xsbITT6cTw8DCHj+Xk5HCRB0pYm5mZ4TAXMVGNNFwa9H6/X3ldZDmQr5OEXlIuqA9WdnY2P0BaYKjjc1dXF44cOcJFCpJptiJf4j95cIrniRwmW4gXFhbQ19fHgnpDQwOqqqpgMpkwOzuLvLw87gpOA1HU+Kenp1nRBE7kdtAGYzQakZeXl5ADRcl+ZAUdGRlJEHJEvsVQSiCed2a1WlFaWsoeMrfbjVAohN7eXhw9ehRdXV28SGvdtxbHqgkvf15r3FI+Cik7dXV1aGhoYGuI1+vlyTc5OYlgMIiioiKUlJSwUkULqSjwiYsueQHJxU9x8DabDXl5ecjKyuJFla6TQlrJakVK8tTUFCKRCM8Hk8mE8vJyLltMY6O1tZXHqRbkcSjyK7+nZQmj1+FwGH19fSys1tXVoa6ujsfW0tISfD4f2tvb0dw8j8OH/0rzulRQKVRk7KAO7HHOS07pewFgy5aDrKDQtbvdbm7uTB4+8prKSEd5kpFsvMZi8Vw4ElgzMzPhcrnQ1NTEyvXg4CAGBgawfv3z+Pjja9O+19PxTp2KV6qh4RkOLW1qasLatWvhdDq5WWdfX1/CxqYSjOQWGXRchLyuq8ZtLBbPo+js7OR1r7q6mi3W77//PveX6+npwbritTgaaTlVepaNZBUSP1/3OXR0dGB2dopLmJ977rlYu3YtDAYDBgcHWZGSCyWojFDi63QELlEwE4UcKnFNa3xVVRXOOecc5OTk4NChQxgcHEQsFg+znJ2dxcbiDaisrMQvO/5Pci4ExYgUq9sst3KD0IyMDBQUFOCZ6I9POl+Fa7buhsfjwfDxkvtiISqHw4GNGzcCAFvQPR4PF8+ReZP5SUe4SiV0iZxOTU2ho6ODx2w0GkVlZSU+9alPob+/Hz6fj9coo9GIubk5VnpIdrJarbBYLMjLy+P9iP6Fw2FMTU0hHA7DarUiEomwHDU1NcVl7mmvo9B+qpQmyjykCFDZ7HXr1mH9+vUYHR3lvnm9vb0JuT2plCR6T96j5WNa+71q7lNYVzQaRW1tLUpKStDf34/169ejubkZVVVV6Ojo4JBOMSyN1t5YLJYgm6j2TfEaxZxx1fXIVaWLiopQVVXFhvGMjAyMj49zfzOPx8OeFXnuahnek+3f8nWrrjWd57S4uIhAIMDjiXovTk1NIS8vD0VFRbDZbBzaPTs7yyGQtC5MTk5yyxyRN5FTACyv5+TkwGq1orq6Ol7o4/hvGI1GNjYHAgG+LlJkfT6fZkNelVypmt/y2Es1t9PyTCXb3FTHRW12cHCQb7CpqQlr1qzB0NAQ/H4/u09jsRiKi4vhcDg4t2lhYYE9HhQnSYOT/qfKHmR1ESuGACea/NI/0VJJVhZaYLKzs5Gfn88P7Q9/+AM+/vhj9PT0JPRB0eKDjpFwLQ5yLSusPOBVFgT6DHl06Dfq6+tRWlqK6upq1tipASYpVRR6RYssWRYp1pQUAypvKfb1WlxchMlk4kWUnoWsrImFPkhRpfDCvLw8lJSUoKqqiiuptLS0oLu7m/sCaI0j8Rmqxli6z0NleQkGg+js7OTvrqmpQV1dHXJycjg5nsJPY7EYe4bsdjuKioqQl5fHY424ou9eWlpijx9ZwGgzt9lsqKioQGlpKZeyF8d6KBRiT+Hc3BxbAen78/LyuOhDTU0Nl0ttaWlBZ2enZuK0FsfyMa3PaglowWAQ3d3drJjW1taivr6eeSV3f39/PzZtehEffHB10uvSgvuOOzA/P4/JyUkep6SofulL/w8///m2tL+roeEZBAIBrkDkcrlQV1cHp9PJAkFbWxsX+QBO9sqnY9XSgsr4Q+NmcnISbW1tvKG7XC4WogFwKNLq1fuxatUqvPrqp07pt88UamqexPT0NGKxGOx2O/ciCwQCnHMmr6NaHGopBPJ78mdl5Z8U1La2Nv5MZWUlVq1aBZPJhN///vdoaWnh9g311jp0G3o07/G1+tRFPSinL+fLX0bkZz9LfrKEm7bfiK6uLnhaWzlkOCsrCxUVFVi3bh1isRiHsFMLDzmUV/xfhkrQU31G6/PU0JMEoMXFRa7SmJubi4MHD3L+Lq2Zk5OT2FQU75X4Ru+b/F0qHkmRuqvoHxA8nkNrs9kAxKNZbrZ+BWM//rHy2v7+C3dyq4HBDz7A9PQ0yw1kgKqqqsKWLVuwuLjI8gcpUmIIloorlaCVbJ1MF+Shamtr46iDhYUFOJ1OfO5zn8OHH36I3t5eLvokRjxQRWPq+UVFbHJzcwGAw/CpsBOtnfS7JMzSWj0zM8PtS0RBVwzXt1gsXCnN7XZzQ+JAIIDe3l724qvmpAqpDCfiOVqGVflcUm7IODU/P4+Kigp0dnZyPjnlnnd3d2NwcBCTk5MJFeLEpvaqf/IzlGUM8TgQVwwsFgsKCgpQVVUFt9sNh8MBo9HIRSlIeW1vb8fU1NRJefnia3mNTCb/qI4l41lrDojfFQwG0dLSAofDAYfDAeBEA3aTyYS8vDwejzU1NZxOEYlEMDExwY1/abyJFfxy3mucAAAfi0lEQVREJSo3N5dlSqvVCoMh7kiZnZ3FzMwMZmdnucI16RuBQCAhkicdxTHVHp6uMpW0aa/BYDi11eEMw2Qy4corr0womjA7O8ueJrGrvEpTJ+WN4i8zMjJgMpm4kpbT6YTBYIDX68Wrr77KJcjljZr+Vy0WKgXJYDDwRnM2ITMzk/tniSXpxXAuUZkl/khBo7BAUuao6IXJZEJBQQHKyspQVlaGjIwM/P73v0dbWxtvXvJiIXr96LiYqyPzLCu4nzSys7Oxbds2ziGjkqEGQ2J/NOrbYrPZkJWVhbm5OV5YaHERc+BI8S0uLmZFqra2FrFYjEP7KFxNpYQDaquWvNhSrtzZAofDCq/3Ptx2m4ctrBSnb7FYkJWVxX3XSGn/1391aH7f1q2vcNWhpaUlmM1mVFdXo6amBs3NzVy4oLW1lccooO39SPZaqxjASiIjIwMXXnhhWiGUWp4p69VXY25uDiaTCfPz88h8/fWE91N5prZt+zlXnDIYDCgqKsKaNWtw8cUXw+/3c/84sbIkQRyHWgKDWDjok5zrjkzAW6OtTG287z7Mz89jeHg4QTlOVn1S9Ez91fovoaurCxMTEyxUm0wmVFdXY/PmzfEcwaEhjIyMoKurKyEnUku5FCHvVcm8138O5Obm4hJpvVn/jW8gGAxysj41ehZLJJvN5nifpmeegfuOO9gyPTY2hvHxcUxPTydUoc3IyIDNZsOqVauwceNGFBcXc5hXX19fQt84ee2k17IxVE5v+KTHJhBfC5xOZ0IIv5h/KxsktTwpoldLjJowmUxwOBycZ2w2mzEzM8PVePv7+09SAFSGY/E9ei3jk+aT8hOpJHcy5UQFGi8mkwm5ubmc209KnNVqRSwW43y02dlZbtswOjqKgYGBhPmqtYer5EzxOP39SfNpMplw4403chG13Nzck2QR0QEh3pMYGkmeVCqSJjpVQqEQJicnucCHmF+lNdZU41Dmld4XI7JWpGnvmcDevXvxwAMPYMeOHXjrrbf4+COPPIKbb74ZAPDjH/8YXzteljYcDrOQTRYZAJxMKIaa0aIherdisRh7qMibVVpaiuLiYuTk5GB6ehpDQ0Po7u5GX19fQuymOADk/B4t4ZVei/+vJJqamvCTn/yEG83+8Y9/xJ49e9DW1paSSwDcaI0GC0G0tMiuWPJkkTWMEufJ42e1WlFcXIyysjLk5eUhHA5jaGgIf/zjHzE6OqppLSAOVdeRjlVqJdDc3IwHH3yQLZhvv/029uzZwyEngDaflI8leupI6Bcr+B07dgyBQIBzHQhiEQraCDMyMpCfnw+Hw4HKykq43W5UVVVxrkJbW1uCwq9lraJjgNrIcKa4NRqNeOGFF3DuuefC7Xbjoosuwm9/+9uEc7T4HBubw913+5CRkcGJvNSvrKSkBC6Xi0vdUs7kvffG81/IKksl+kdGRriKEgn91Ii7trYWXq+X8/gon0bLGi0v9lqWwZWCFj+UD7BpUwA1NTX4939vTuv7Vt99N1sXvV4ve6gBIHr55aisrITNZsPRR7QVqR07fg2Px8NNZLOyslBeXo6mpiY0NTVhbGwMg4OD6O7uPknRJ8g8ailUK4WLLroIe/fuxebNmxEIxDkTUV1djf3796O5uRkDAwO44447eE8aWwRu+8ytQPcPsfG++/DhQw9h3de/zvsD5fpGIhEu9hOJRFB4/fVwOBwwmUz44MF4r58t+/YhFArh1uNhvENDQxg7XrqZLKzUW3Djxo1cftjr9aKrqwtjY2OaJfpV4xE4M3vP3XffjRtuuIFzZp544gn88z+fKL+djM9QKITMyy+H2WxGfn4+AMDr9bIiRZ5jUg7oHqiabPZxrw2FvZFXQYxgyc7ORllZGdauXYvVq1cjKyuLS0z39vYyj1oGKJk3lVdgJXHnnXdiz549KC4uxtzcHF566SXcc889HJWQjE+K/KH9WszbpX90P6LHTnxNygPtX2S0Ki0tRW1tLaqrq2Gz2Tifh/K42tvb2bCZDi+qNVU+vlIwGo04cuQIrFYrqqqq+HgqLrdv347JyUmOEiEDB/EjjhkKDaS+klRF1O12cyoJRaGEQiGMjo5idnYWoVCIc9upvxlVOFV54rQ8KVpy1Epi3759+Kd/+icOhQWAc845B319fSn5DIfDLD9Rmg2VUKcxKs49GsNiHhoZ8el+Ke9vdnaWS9OHw2GW8cV/yaCa81pI55xPTJmqra3Frl27MDIyknD8q1/9Kq644gps2LABsVgMv/71r9Hb24unnnoKQHzRFcmicL/p6emEmHtSukwmE0wmE7sNzWYzrFYr8vPzubwlNR8kAYBKEgPJ86NEqFzbZ1oBGBkZwa5du+DxeJCRkYHbb78dL774IjZsiPdHSsUlcKLkvKypi1o5uV1NJhNXUDQajWzxMhqNsNlsnFuUl5cHANyck9zpFAKgJSRpHVcJCGcCdrsdTz/9NN544w0cO3YMjz/+OPbv349LL70UQGo+yVNH8de02BKflCtFYRTk+hY3NbIkms1mVkopNMBut3NhkD/96U9cfUrmSkYyq8yZxnvvvYfvf//7ePnlk3v6pOKTwlQmJia4UhQABAIB+Hw+FBQUwGAwsHu/vLwcS0tLmJ+fx9jYGLxeL2ZmZljQMJlMKCsr47BOp9OJaDSKlpYWtLW1YXx8XJkjRRCVe3FTJSQb28tBKn4oYTkQCOC880bhdrtRXFzMJfhpHALApvvvTxhz8/Pz3DSX+ghRtVOLxYLNe/fi/vvneCOjBpwjIyMsYACAzWZDdXU11qxZg9raWmRmZnJOJBVzkTlSrTM07kUOV5LP+fl5PPvsszhw4ADuvffek94/cOAADh06hJ07d2Lnzp145ZVX0NDQgImJCf589e23IxKJYON98apnFLdPxX5GR0e5bLLBYMD8/Dw3k1//jW9gYWGBE9xHRkY4WZoEBqPRCIfDgbVr13JTc6/Xi76+PvT09CQ0jRbHHlXkUhkAVDyvBAwGA66//nocOXIEdXV1ePPNNzE4OIiXXnopLT5bWlo4HwI4UQ2NhKbMzEwWkLQ8BDSe5VLJBQUFqK+vR1NTEysnPp8Pfr+fi46IodkyL1rHxGtY6TX0tddew3PPPYfp6WnY7Xa88sor2LNnD773ve+lxSdFNdC+TCH9VIFPNDbLRjsaO1TZOD8/n/edsrIymEwmXmump6e58ABVSVONuWR79p9LPrrnnnswPj7OY4yQist169YBOFEASowcEcPuSSnIycnhCB2qcEv7UjAYRCAQwPz8PEdFUagapWVQKoDMo8o7dSr8rSS/L730Eq677jrle6n49Pl8vCctLCycVPFaqz8jKVbUr4oKnlGlQFHJlT8HnCz3iD1nkxlNRMP+qRibU4b5XXXVVfixEKtsNBpx6NAhXHzxxWn9gBZ+9atf4bHHHsMTTzyBm2++mTXZ3/3ud3juuefwox/9CABw00034W/+5m9w3nnnAQC++MUvshVQTuAngd9sNieEm5FCRW7GzMxMTrakJmqDg4Po7+/nEqByGJpsmRYHu1YYAAkIQFxDv/LKK88Il0B8Yt9yyy347ne/yx67VFwCgNvtTij4QaAFmWJWyU1LFdTEJNiioiIUFxezEjU3N8fW6Z6eHgwPDyc0kNXy5KkWX9EFLI7VM80nAGzatAm//e1v+b5S8VlRUZGgSIn3Q1ZQsb+CaEkFwHzn5+ejuLgYFRUVcLvdKCsrAxCPSx4eHkZXVxc+/PDDBG6SubXF8SkvZDRmw+EwztRcB+IFFK699toEz1QqPi+66CK2EC4tLfGmJVZLEu+D+srRpkXcGo3GhDKq1dXVsFqtCAQCGBwcxK9//WsOU1FZBuU1QF5gVWMzFoudNp/pjDdKlCYPk8PhQHl5OYqKiri8r3xtExMT6Ovrw8jICBYXF3mOkzHA6XSisLAQkUgEMzMzmJiYwPj4OBdTIQXM4XCgoaEBDQ0NKC4u5lC3t956K0ExVe0xKuGfxqZYgZOMZSs11y+55BI888wzCZ6phoYGfPzxxyx4A8A777yDn/70p6y4bty4kRu5FxUVwWCIJ2STIkUhpPL8ohBUk8mEQCDA+ZByvkBBQQFqa2u5cAdVFvN6vfjd737HAhegDukReZVfy8JBJBJZ8bn+gx/8AAaDAXv27EmLz6qqKn7O4nOnSmlkBBDXS1FpEvNJyRNVUFCA6upq1NfXo6ysDIuLi5zLMTk5yXu8LHzJc1o1/7U8VzQfVpLPwsJCvPTSS+js7MTtt9+eFp8ulwuRSCShaEEyZYZ4p0idiooKNoYWFRXBbDZjaWkJMzMzrECFQiEEAgFucCy2mNFSLlXHkxn3IpHIisx1t9uNX/3qV7jrrrvwox/9iD1T6XB5ww03sMxIhmN5T5fHgZhbvrCwwFEUNMepsuLU1BR79UQ5U57PWiGTKllI5l88ZyX43LdvH+rr65XKVDp82u12rqBMexIZ+0h2p/ugOU3pDsQn9S0Vvacib3Tf8rNR7d0ytOaLyvB3WmF+Bw8exMGDBwHErZCHDx/GgQMH8LWvfQ1f/7p2lSi73a753q5du7CwsIDXpRh9AFi7di0++ugj/vujjz7C2rVr+e8tW7Zw4QnR6kkDn5QmWpRNJhOTRL0bqGINWQgHBwcxMTGRkIgqh5qIGq0YFpfKEyC+PhNcAnFLPQlDe/fuTZtLAHA4HAiFQgmaPllcRAWKlCsK8SsoKEBBQQH3ulhaWuIwDeqPMDAwgJmZmQT3K3GitSjR/6IAoHoWZ5JPwgUXXICWlhNVvlLxOTc3l+AZVY0d2bIs550VFhaitLQUVVVVKC8v554WpPBTFS95QVHxQ5CtW1qLypnmU0YqPru7u5GZmcnzWPTykUGEFuBoNMqhfMQNCVhlZWVwuVzs3YtEIujv78fAwAB6enoQCAQSrkvmU/xfy/IqboCE0+UzFT/btm1DT08Pl6aemZlBMBjEyMgIz1EKxaWNIBAIcLUrsqqSYYkE1+HhYWRnZ3OYhVjmlzwtVB3P6XQiFothdHQUw8PD6Ovrg9fr1bQWav0tcqqyBp7Jsbl27VpO9Nfienx8HBMTExzKnJGRkeBZzsrKSqjUGY1G2aM3OTkJIFExWFpaSqjsRc3MMzMz4fP5MD4+zr3O5AbHgLbgIAsEWvvZSvO5fft2Fp7S4ZOq0onGp4yMjIQQW9EyLebzkBGJqsYWFxejqqoKLpcLdrudK7pNTk5iamqKlV0qxiByozKaaM13Fa+EleBz9+7dePLJJ5GXlwefz4d//Md/TJvPSy+9lPPH5JA9AByKRqGTorJgtVpRWFiY4E0ZHh7mEEoKmZ6YmMD09PRJeeSEdPcZ+Vz575Xg8rHHHsO99957Ui5wunOdFCgKRyNPHwn+BOJZFPSpEjJxR81+ScZKZvhUKUmyHCHzpaU0E1aCz8suuwx+vx+jo6N4/PHH8eTxPo/p8EnOD4PBgEAgoJSRxHuWZSUVL8AJT5OKLxVPWnuOPJZFo7NqLdDCKfWZeuGFF/D222/j6aefBgA8+uij6X6cYbFY8O1vfxuf/exnle9TQ1/C9PQ0V/UB4vGZwAkXP4EGO4CEh0FV0SjGcmZmBpOTk6xIUelp8SFqWUxVgpRqQZEfjOqcleCSQCW7b7jhBng8Hj6eiksAKCgoYEFerPBD5Vgpvyw3NxcWiwUVFRWw2Wws3FKFFuJ0cHAQQ0ND3Fw51QAkaG1W6QzileYTANavX4+9e/fi8ssv52Pp8CmOI7o2EWLVGvKYUNhpcXExysvLuXk09RYZHh5Gf38/b3ByjomWwERIJdjKOBN8qpCKT5rDJNDTMVEgFf8BSAhVoVyzyspKFrJIsOrv74fH42Gvl2pRJy7EY/IiD0Bz0Scsl89U/GzduhVutxu9vb0JzRLn5+dZAKLqSCJo7GVmZrKAL94rNTknz1JmZiYLXC6XC9XV1SgrK0NWVhYLq8PDw9yQV+7LlUxAUFlUtXg8HS6TQeYZiHNdUVHBf1MJZcrhE70qVGCGBAoxlEo1PsloUlFRAZfLhdLSUmRkZHAFUMqloibdsjCgZZnW+lvrGH3X6fL5zW9+ExkZGdi/f3/afBYVFXE1XTkHTK6mRgWSDAYDW7idTie33cjLy4PRaGRvHuW6+Hw+LttNXmrRSJeMF5k78XqS4XT4PHDgAA4cOID6+npcf/31GBsbA5AenzSmGhoaTrpOeb7Ra9EL4PV6WeiNRCJcSMnv93Pyf7KiJyrlSH6dbN9ZyXXziiuuQFZWFv7jP/4DF154YcJ76XDZ0tLCUUz5+fkJvahErzmQONfJgEIFEcLhcEJVZdV9JhPw6bWKXxVXKoVDPmc5fB48eBBPP/00xsbG0NzcjJ/97GeYmprCiy++mBaf4rWcShE2LSOHfE+pxlU68o7McTrrgoy0lamHH34YNpsNe/bsSfvLq6qq0Nrayn/bbDY88MAD+Ld/+zf09/crPzM3N8dhVUB8kRA7q//iF7/guGBxkopWAXK3kqBPLmoxNFDLmi9bRlUDVDxHtVDI4XIyVopLEcFgEE8++SR8Ph+amprg8/lScgkAO3fu5PsRN32xggmVbF1YWOCGprTxk7WKyvnKUAlPKuFVJVRpcS9/dqX5rKurw+uvv44777wT7733Hh9PxedVV12V0MCYxggVTBHjq8Vk1aWleDl1CqlqbW3F8PAwP0Mxnlp8PuIY1RK06H1RSEm1uJyJ8alCKj7J6yGOIVIOSNknr5XFYoHT6UxI+KVy6lRKmmL+5UpNxIksDKg4k7mT47BVC/By+EyHn1/+8peoqKjg8tkmkwlLS0vseZ+cnGTjkRiOAyChgqeYX0XjNDc3F2VlZbDZbLBYLDAYDJybOjExgfb29oS8H1EhUymgMlTrrtZavBJcJoPMM3Ay13/3d3/HluapqSlljzixV438mprNA/H8FjLu+f1+dHR0wOv18l4l50/ICoDqmGo/0trjRJwun7fffjuuv/56bN++nfPo0uFz586d3HyWDKEqoUncl0gwjUajnMQ/MjKCjo4OLupD4VM0HlVro1a7DS3hSYu/lZzrIrq7u9HS0oInnngCX/7yl9Pi87XXXmOjKI09sUIvcKJACYVMktGE+vaJwr88b5PNU9lDoFJUk+3tdHwl5rrZbMZ3vvMd7Ny5U/l+OlyOj48rlUH5tXhf8jGVwk5/i+H5qnwhmTN5DMvPgF6L1ZhXSk4CkFDQ7NChQ/jBD36AXbt24cUXX0yLT4LKK5wMWsZ08bhqzxah+g1R/tQ6P5VBWoW0lKm//uu/xu7du7F161a2In3jG99QJvISbDYbBgcHTxKqLrnkElRWVuK2224DAJSUlODgwYN49NFH8Z3vfActLS3YsGED3n//fQDAhg0bEkKtDh8+fNLiCyQmq8kVa4iMU7FIJdvQ6bh8ruo9GSvJpQwqXFBRUQGfz5eSSwA4cuQIsrOzmVMaoKKlhapVhUIhTuoPBoOsnAKJQj5xouJNroSoElJVFgKtQb7SfLpcLvzmN7/Bgw8+iOeffz7hvVR8NjU1KYVJ8bpjsRiHAUSjUXR3d7PA6/P5uGGi2PlcVihUPMm/p0I6C9iZHJ8yUvH5hS98gV+Lmw8JqfQ3rQUUrip6SsfGxlhIFUMAUymUBC2Difi+eI0ylstnOvwcPXoUAwMD3H2+pKQEBQUFsFgs3IsMQEIFTZEvei0X7qH7IkGLrPuTk5MYGxuDz+fjcB8tL5TWZpcMWkLWSnCZDC0tLaitrYXVamXv0oYNG/DCCy/wOYFAgHNwHQ5HAnd0nWQoovum8UaC69DQEEKhEObn5zE1NcUhl6ICIAuw6VpjVcYnrcIUK8XnjTfeiK9//eu44IILMDw8fEp8tra2ckEoMdRPhLinE5+UR+H3+zE3N6cMn6LPyt+lei0qpemMVfHcldqLVKBm4kB6fA4ODrLRTjWvgURlSvbqy+uiag/TUp5SIZkyoqVcLZfLhoYGuN1uvPvuuwDA/UNHR0exbdu2tLiUZURx/z2V+1bdr3jPWuerZKdkz0OE1jhfybEpjv1T4VO8v3SgNTbE60j2Xjr7jfy31vqb1vcluzGDwRDbuHEj3nzzTXzmM59JiN9fLgoLC7l5HAC8//77uOuuu/D6669jfn4et9xyC+68807s2LEDsVi8gtVjjz3G8dhk3ROuUUkCvUf/08Isk6OyUtG54vervlvL8qciPRQKYcOGDSvK5Y4dOzAxMYEjR47AYrHgoYcewq5du1BbW4tIJJKSSyBeVZFCfkRFSLReUbUp2sjEgSVzKrrBRQGOzqXzxWMikgmu4rMOh8Mrzmd5eTneeecdPPnkkwllfgmp+Lz22ms5uVK2CIpCFQn9VJ6awrLkjufyAp6OUJ9K+Nca7+FwGCs91wFwZaPu7m7cdNNNeOedd7hiVyo+H3jgAaV1FQB7n8lrGg6HMTo6ykIqVVCSFahUCzBBVC7E9YPO07JQGgwGzr08XT7TWQtpLlExGLvdDrvdzr3MqNeJKGSJ40MWsMQkavI6i0nTYvgfPQ8VF/IaAJwcLi1yDYCbFctr+UrMdYMhHiJ28cUX48knn0RjYyN7O4C4xfW9997Dfffdh0svvRT79+9PqEjV3NwMq9XK1n9S6MX7Ij7kKAkySpGnmSpSyR5SrT1MFrC09huZd3mu0/mRSOS0x+Y111yDf/mXf8HFF1+M9vb2k95PxWdRURG3NxE9KSJEpVRVKlnOPRE5USn1onKpOleEKDuo+Be5XIm5/pWvfAWvvvoqR5a8/PLLeOONNzhvKhWf1KxXNjomE8JVSqUKqnVRazyqBFCtPUz1XZFI5LTmemZmJoqLi/nv888/H48//jg2b94Mn8+HpaWltLhUPetThWhgSaUYANqemGTzXSVziThdPoF40bd33nkHU1NT2Lp1K37+85/j3nvvxU9+8hMAqcemyWRKuBfVOJGhpYTKf6vGIX2nird011Ct7zitAhSXX3457HZ7QrjTu+++q+lGTQVKxiUsLi6y4AMATz31FGpra/Hxxx8DAJ555pkE4Z8gT3DgxMYuTlRVvojqQam+T35PnvyqxUL8DnlyrDSXBQUFeOyxx1BZWYlQKIT3338fn//851lYTYdLissW7zuVsC6eK9+zqHwmEw5USGUpoO85U3zefPPNqKurw759+7Bv3z4+ThaaVHy+9dZbCeE9Ig+isEoCgViaVosfeeERx7qKM/Fz4velsyGsNJ8A0NHRAbfbDQB48803AcQrLXk8npR8vvPOOycppkD83imMlxQpCkEjC7XoiZaFeYLMLUG1Wcnvy5yqnsPp8pmKH3EdooaGPp8voZUBFaKQq6SJEHvNUL4ENUqmnBbV/Fcpl+kKHlprsNbnT5fLCy64AG+//Tb/HQ6H8fbbb3NFq6uvvhrPPfccAoEABgYGsGvXLhYGgHioC4Xsif3jVDkUYh6FON/l6l3EQ7KNX1aQUnGoEp5V758unw899BCKiorYawoAzz//PG699da0+AyFQlwMSlzztPYOLaUpGcT9Wbx/+TfEiAyZd9XaoLrG0+XzU5/6FB5++GFYrVb4fD68/PLLuP/++/n9VHwmUwxVnCR7X7xXEel8Ltm8Fp+x+Dzlaz4dLhcXFxNkGmonIB5LxaVWjnEybrXm4nLGrOqY1ryW5QHVb5/u2Lz66qvx7LPPIicnB0NDQ3j00UdZkaL3l8NnOkglKy5X0ZWvRaVoyeclG/9AGp6p07jOMwIq+y1OUHkxJFDFJUBtvZOVI/G42BMpmQVAy1IjD35qbHe2gTpSa2nsWtCKz6XnQcKs7LkiaP1OKgFVtBCcbXyKXtNk156MB3mMyc+GzpdzYOh9LQFKVr7Ezy0tLZ3UD+hsQH5+/kmhKqJgJSpNqoVQ5kIOQVWtGSqBNZkVS/U3eabONMRKpeJ1yH+LYdHJhB2R12SKjbjmacWSJ1MAko1r1blnw9ppNpuTbrYqJFNmxL+TVeYkqOavrMTJeyF9nzw+xeabnxTIWp2usKk1zlMJ+PK+n+x91XvyeFVx+UmPTQDcsiSZkkJQ8ZdKMZehJVxqzXf5O7WujSJfPkmIBXtOZ3wmG3vy8TNxz7FYTJnHruP0EIvFlueZOtugGnRaeRCqjV4lOKkWIK0FW0v41/ptLQH3bIHqftIRGrTOoQmsWqRFLpIJWSqkshycDUgnHyfZtcsKg0rITGU9kb9H/m7VeDxb+UwmRMvjShZ8ZCUomWVPfD9dw8KpGh/OBJIJlaJyJDcgl6E1TkSPXLJxqBIKtOa3FteygqW6tk8SooKZzAqsgqjUEmT+VNCapzLH4nmqPe9s4VCEqshBOpCVyXQhK0SqNWA5OFu4Fef4qeJMr/+nokydDXwma9yuQ4cW/tt5pnToOFuRbrW8dLwJKpzJjea/qwVLFKqSWVlVOFN8/rm4JOFcS9Gh11oeIvlc8b1Uwmq6AuhKcHwq5XTPFOTqmaeCdD0py/nu5eBsEFh16NCh478jtDxTujKlQ4cOHTp06NChQ4cOHRrQUqQA4OQmSDp06NChQ4cOHTp06NChIyV0ZUqHDh06dOjQoUOHDh06lgFdmdKhQ4cOHTp06NChQ4eOZSBpzpQOHTp06NChQ4cOHTp06FBD90zp0KFDhw4dOnTo0KFDxzKgK1M6dOjQoUOHDh06dOjQsQzoypQOHTp06NChQ4cOHTp0LAO6MqVDhw4dOnTo0KFDhw4dy4CuTOnQoUOHDh06dOjQoUPHMqArUzp06NChQ4cOHTp06NCxDPx/w5vi7ymePMEAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mask = Brain_Data(os.path.join('..', 'masks', 'k50_2mm.nii.gz'))\n", "mask_x = expand_mask(mask)\n", "\n", "mask.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ok, now we will want to calculate the pattern similar within each ROI across the 10 conditions.\n", "\n", "We will loop over each ROI and extract the pattern data across all conditions and then compute the correlation distance between each condition. This data will now be an `Adjacency` object that we discussed in the Lab 13: Connectivity. We will temporarily store this in a list.\n", "\n", "Notice that for each iteration of the loop we apply the ROI mask to our beta images and then calculate the correlation distance. " ] }, { "cell_type": "code", "execution_count": 79, "metadata": { "ExecuteTime": { "end_time": "2020-06-26T15:28:22.133635Z", "start_time": "2020-06-26T15:28:19.271829Z" } }, "outputs": [], "source": [ "out = []\n", "for m in mask_x:\n", " out.append(beta.apply_mask(m).distance(metric='correlation'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's plot an example ROI and it's associated distance matrix.\n", "\n", "Here is a left motor parcel. Notice how the distance is small between the motor left auditory and visual and motor right auditory and visual beta images?" ] }, { "cell_type": "code", "execution_count": 83, "metadata": { "ExecuteTime": { "end_time": "2020-06-26T15:55:17.844781Z", "start_time": "2020-06-26T15:55:15.529174Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "roi = 26\n", "plot_glass_brain(mask_x[roi].to_nifti())\n", "out[roi].labels = conditions\n", "f2 = out[roi].plot(vmin=0, vmax=2, cmap='RdBu_r')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also visualize this distance matrix using multidimensional scaling with the `plot_mds()` method. This method projects the images into either a 2D or 3D plane for ease of visualization. There are many other distance based projection methods such as T-SNE or UMAP, we encourage readers to check out the excellent [hypertools](https://hypertools.readthedocs.io/en/latest/) package that has a great implementation of all of these methods.\n", "\n", "Notice how the motor right visual and auditory are near each other, while the motor left visual and auditory are grouped together further away?" ] }, { "cell_type": "code", "execution_count": 84, "metadata": { "ExecuteTime": { "end_time": "2020-06-26T15:55:25.397739Z", "start_time": "2020-06-26T15:55:24.216186Z" }, "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f = out[roi].plot_mds(n_components=3, view=(20, 10))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's completely fine to continue to work with distance values, but just to make this slightly more intuitive to understand what is going on we will convert this to similarity. For correlation distance, this entails subtracting each value from 1. This will yield similarity scores in the form of pearson correlations. If you are using unbounded metrics (e.g., euclidean distance), then use the `distance_to_similarity()` Adjacency method.\n", "\n", "We are also adding conditions as labels to the object, which make the plots easier to read." ] }, { "cell_type": "code", "execution_count": 107, "metadata": { "ExecuteTime": { "end_time": "2020-06-26T16:06:53.955206Z", "start_time": "2020-06-26T16:06:53.941902Z" } }, "outputs": [], "source": [ "out_sim = []\n", "for m in out:\n", " mask_tmp = m.copy()\n", " mask_tmp = 1 - mask_tmp\n", " mask_tmp.labels = conditions\n", " out_sim.append(mask_tmp)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's look at the heatmap of the similarity matrix to see how more red colors indicate greater similarity between patterns within the left motor cortex across conditions." ] }, { "cell_type": "code", "execution_count": 108, "metadata": { "ExecuteTime": { "end_time": "2020-06-26T16:07:08.975085Z", "start_time": "2020-06-26T16:07:06.464595Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "roi = 26\n", "plot_glass_brain(mask_x[roi].to_nifti())\n", "f = out_sim[roi].plot(vmin=-1, vmax=1, cmap='RdBu_r')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Testing a Representation Hypothesis\n", "\n", "Ok, now that we have a sense of what the similarity of patterns look like in left motor cortex, let's create an adjacency matrix indicating a specific relationship between left hand finger tapping across the auditory and visual conditions. This type of adjacency matrix is one way in which we can test a specific hypotheses about the representational structure of the data across all images.\n", "\n", "As you can see this only includes edges for the motor-left auditory and motor-left visual conditions." ] }, { "cell_type": "code", "execution_count": 109, "metadata": { "ExecuteTime": { "end_time": "2020-06-26T16:07:26.049446Z", "start_time": "2020-06-26T16:07:25.846520Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "motor = np.zeros((len(conditions),len(conditions)))\n", "motor[np.diag_indices(len(conditions))] = 1 \n", "motor[1,7] = 1\n", "motor[7,1] = 1\n", "motor[2,8] = 1\n", "motor[8,2] = 1\n", "motor = Adjacency(motor, matrix_type='distance', labels=conditions)\n", "motor.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's search over all ROIs to see if any match this representational structure of left motor-cortex using the `similarity()` method from the `Adjacency` class. This function uses spearman rank correlations by default. This is probably a good idea as we are most interested in monotonic relationships between the two similarity matrices.\n", "\n", "The `similarity()` method also computes permutations within columns and rows by default. To speed up the analysis, we will set the number of permutations to zero (i.e., `n_permute=0`)." ] }, { "cell_type": "code", "execution_count": 110, "metadata": { "ExecuteTime": { "end_time": "2020-06-26T16:07:41.366045Z", "start_time": "2020-06-26T16:07:41.291752Z" } }, "outputs": [], "source": [ "motor_sim_r = []\n", "for m in out_sim:\n", " s = m.similarity(motor, metric='spearman', n_permute=0)\n", " motor_sim_r.append(s['correlation'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This will return a vector of similarity scores for each ROI, we can plot the distribution of these 50 $\\rho$ values." ] }, { "cell_type": "code", "execution_count": 111, "metadata": { "ExecuteTime": { "end_time": "2020-06-26T16:07:45.494003Z", "start_time": "2020-06-26T16:07:45.365406Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Frequency')" ] }, "execution_count": 111, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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A4OSBa5KkFWPiDiVV1W+TvAT4NLAVcExVXTBwWZszEYe0xmxLa5PtmXxbWpuWbXtStcnhe0nSCjaJh5IkSQMyGCRJHQZDD0nukOS0JBe3f28/zTJ3S/K5JBuSXJDkpUPUOhdzaU+73DFJrkryraWuca42151KGu9s538jyUOGqHOu5tCeXZOcneSGJEcMUeN8zKE9f9z+u3wjyZeSPGiIOudjDm3av23P+UnOTfLIIeqcl6ryMc8H8GZgXft8HfCmaZbZCXhI+3w74N+A+w1de9/2tPMeDTwE+NbQNc9Q31bApcA9gVsAXx/9zIF9gX+huV/mEcA5Q9e9wPbcCfg94A3AEUPXPIb2/AFw+/b5Eyf532cebdqWm87nPhD49tB1b+7hHkM/+wPHts+PBZ46ukBVXVlVX22fXwtsoLmrexJttj0AVXUWcM1SFdXDXLpT2R84rhpfBm6XZKelLnSONtueqrqqqr4C/GaIAudpLu35UlX9tH35ZZr7mCbZXNp0XbWpANyGaW7YnTQGQz93rqoroQkAml9tM0qyBtgdOGfRK+tnXu2ZYNN1pzIaxnNZZlIsp1rnYr7tOZRm726SzalNSZ6W5NvAKcDzl6i23ibuPoZJkeQzwI7TzHrVPNezLfAx4GVV9fNx1NbHuNoz4ebSncqculyZEMup1rmYc3uSPIYmGCb9ePxcu/A5CTgpyaOB1wOPW+zCFsJgmEFVzfgPl+Tfk+xUVVe2hyGummG5m9OEwglVdeIilTon42jPMjCX7lSWU5cry6nWuZhTe5I8EDgaeGJV/WSJautrXv9GVXVWknsl2aGqJrbDQA8l9XMycHD7/GDgE6MLJAnwXmBDVb1tCWvrY7PtWSbm0p3KycBz26uTHgH8bONhtAm0pXUPs9n2JFkNnAgcVFX/NkCN8zWXNu3Sfh/QXgV3C2CyA2/os9/L8QHcETgduLj9e4d2+l2AT7XPH0mzS/kN4Pz2se/QtfdtT/v6Q8CVNCc6rwAOHbr2adqyL80VYJcCr2qnvQh4Ufs8NANBXQp8E1g7dM0LbM+O7b/Fz4H/aJ9vP3TdC2jP0cBPp/w/c+7QNY+hTf8TuKBtz9nAI4eueXMPu8SQJHV4KEmS1GEwSJI6DAZJUofBIEnqMBgkSR0GgyZCksuTnLEI690zSSU5ZMq0Ne201457e+36D2nXv+dirH+W7abtafWEebxnsT73lyX5yUw99WqyGQxaNEnumWR9km8n+UWSnya5MMmxbZcHK0aSByd5bdtv1mJ5Nk1Pq69dxG3M1f8BfgX89dCFaP7sEkOLIsla4Eyam+GOo7nB59bAfYAnA9cCn5vylvuyOP0AndVudyl7H/0ATS+bv54y7cHAa4AzgMsXabt/A3yyqi5epPXPWVX9Ksk/Aa9M8oaa/K4tNIXBoMXyGmAbYPeqOn/qjCQvYaRDv6q6YTGKqKobaX65Lrok21XVtVX1O+B3S7HNKdveiyZc/2qOy29XTXfwi+l44HXAIcBbF3lbGiMPJWmx3Bv4yWgoQPNlXVWdjsamO9a9cVqSByX5TJLr0owg95YkWye5Vfv8B0l+leSsJLuNrGOTcwwzSfInSU5t1/frJFcmOX66wz/tOt+fZK8kX0hyHfDJdl7nHEN7LuN97Vs/187b+P6nt89fMENNF6QZGWy6XjyneiZNGJ06n1qnLLNrklOSXJvkZ0k+mmST3njb8zMfSNPx4g1JLk3yxiTbjC5bVd8BLmpr0zLiHoMWy6XAfZM8vRbWs+xdgdOA/wt8FHg8cDjNl+D9aQ4THQnsABwBfDzJbu2ewnwdQTM4zDtpBiR6APAC4LFJ/ts0h0PWAn8IHMVNAx1N50SaEf0OA95IM2gTNJ/RV4Af0XQxffTUN7Wd/N2Ppv+dzR1m++/ABVV1/QzzZ6t1Z5pDXCcBLwceBLwQ2J7m895Yz92BfwVuC7yHpn+gPWn2UvZIsldV/XZk3WcDBybZtqqu20wbNCmG7qzJx5b5AH6f5hh70XyBHAO8GNhthuUvB86YZloBzxyZfh5wI00vsJky/c/b5Z8wZdqe7bRDpkxb00577ch6bzNNXXu1y75iZHq1j8dN855D2nl7zjZtyrw3tvNGh4Q8CvgtcJfNfNZb0QTliTPMn63WjZ/xs0amv6udvuuUaSe00/YdWfbv2+mbdKoIvLqd99Ch/5v0MfeHh5K0KKrqbOChNL9Obws8D3g3cGGSzye55xxX9YOq+sjItC/Q9JL6j9V++7Q+3/69d8+arwdIcrMkt02yA80Yvj8DHj7NW75eVZ/ps60RR9F+sW6ckOQ2wB8B/1Ijh92mcUeaw8KzDbs6W60/rKr/NzLts+3fXdp6bgY8BfhaVX1qZNm/ownqp02z7o17Wct1VMAVyWDQoqmqb1bVIVV1Z5pf6QfTfHk/EvhE23/95lw2zbSfzjBv4/Q79iiXJI9tz3NcT9OF9dXt47bAdNfjj2W8gKq6DPgMcFCawZ0AngVsx8jhpZlW0f6d7TzEbLV+Z5ppG7/QN36Wq2gGtb9gk41XXUPTHft0Yb+xJrtxXkYMBi2JqvpuVR1Hcyz8izTH7x82h7fOdnXPTPM2d6J20zckv0dz4nZHYB3NgO6PB/am+ZKc7v+VX8x3O7NYT/Pl+5T29aE05x5OmcN7f0Lzi/0OsywzW62zfcYZ+TtfG2u6uuf7NQBPPmtJVVUlOQfYg8ka2P45NMfqn9j+ggf+65DOOO7e3dwv5k/QDKl6aJJv0Xw+b6pNT+ZuuuKqG5NsoOchtDm6iubek/uPzmjvbt6JZiCaUbvQnCe5aBFr05i5x6BFkWTvJJv88Ehya2660uXCpa1qVht/NY/+Mn4l4/n/ZOMVOdP+qq+q3wDvB55Acw8INEPDztUZwG5Jtu9Z36yqucrrk8DuSfYZmb2O5jM6aZq3PgI4r7wiaVlxj0GL5e3AHZOcTDOE5i9oBk1/Ds3dz8dV1TcHrG/UScBfAJ9Ksp7miqq9gQcC4xi0/Ss0h3te1f7Cvh64rKrOmbLMUTSXiz4bOLPmdwfzR4A/BfYBRk8kj8sraT6Tjyd5N3AJ8Giak+RnMXIZbJJ70dx0d8Qi1aNF4h6DFstf0ly//wiavnvW01xO+kOa4+fPG6yyaVTVF2mu878eeD1Nzb+kOScy070B81n/94Dn09x38R6a8bNfPLLMJdzUTch89haoqjNp9sAOWmits2zjuzRXZ30EOBD4B5rzRH9Hcwhu9LDXgcANNHtCWkYc81maIEk+RXMPyF2q6pfzfO8BNN1Q3L+qBj2mn+RWNFc7fbiq/nLIWjR/7jFIEyLJLjTnGD4w31AAqKoP0xyyes3mll0CLwJuRbP3pWXGPQZpYEkeDuxGc6htN5q7wy8ftCitaO4xSMN7MU2XIdsDf2woaGjuMUiSOtxjkCR1GAySpA6DQZLUYTBIkjoMBklSx38C4zbKAN4BkyoAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.hist(motor_sim_r)\n", "plt.xlabel('Similarity (rho)', fontsize=18)\n", "plt.ylabel('Frequency', fontsize=18)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also plot these RSA values back onto the brain to see the spatial distribution." ] }, { "cell_type": "code", "execution_count": 112, "metadata": { "ExecuteTime": { "end_time": "2020-06-26T16:08:02.042412Z", "start_time": "2020-06-26T16:07:56.539222Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 112, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rsa_motor = roi_to_brain(motor_sim_r, mask_x)\n", "\n", "plot_stat_map(rsa_motor.to_nifti(), draw_cross=False, display_mode='z', black_bg=True, cut_coords=np.arange(-30,70, 15))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice how left motor cortex is among the ROIs with the highest similarity value? Unfortunately, we can only plot the similarity values and can't threshold them yet because we didn't calculate any p-values.\n", "\n", "We could calculate p-values using a permutation test, but this would require us to repeatedly recalculate the similarity between the two matrices and would take a long time (i.e., 5,000 correlations X 50 ROIS). Plus, the inference we want to make isn't really at the single-subject level, but across participants.\n", "\n", "Let's now run this same analysis across all participants and run a one-sample t-test across each ROI." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### RSA Group Inference\n", "Here we calculate the RSA for each ROI for every participant. This will take a little bit of time to run (30 participants X 50 ROIs)." ] }, { "cell_type": "code", "execution_count": 113, "metadata": { "ExecuteTime": { "end_time": "2020-06-26T16:10:32.746906Z", "start_time": "2020-06-26T16:09:24.342229Z" }, "scrolled": false }, "outputs": [], "source": [ "sub_list = layout.get_subjects(scope='derivatives')\n", "\n", "all_sub_similarity = {}; all_sub_motor_rsa = {};\n", "for sub in sub_list:\n", " file_list = glob.glob(os.path.join(data_dir, 'derivatives','fmriprep', f'sub-{sub}' ,'func','*denoised*.nii.gz'))\n", " file_list = [x for x in file_list if 'betas' not in x]\n", " file_list.sort()\n", " conditions = [os.path.basename(x).split(f'sub-{sub}_')[1].split('_denoised')[0] for x in file_list]\n", " beta = Brain_Data(file_list)\n", " \n", " sub_pattern = []; motor_sim_r = [];\n", " for m in mask_x:\n", " sub_pattern_similarity = 1 - beta.apply_mask(m).distance(metric='correlation')\n", " sub_pattern_similarity.labels = conditions\n", " s = sub_pattern_similarity.similarity(motor, metric='spearman', n_permute=0)\n", " sub_pattern.append(sub_pattern_similarity)\n", " motor_sim_r.append(s['correlation'])\n", " \n", " all_sub_similarity[sub] = sub_pattern\n", " all_sub_motor_rsa[sub] = motor_sim_r\n", "all_sub_motor_rsa = pd.DataFrame(all_sub_motor_rsa).T" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's calculate a one sample t-test on each ROI, to see which ROI is consistently different from zero across our sample of participants. Because these are r-values, we will first perform a [fisher r to z transformation](https://en.wikipedia.org/wiki/Fisher_transformation). We will use a [non-parametric permutation sign test](https://en.wikipedia.org/wiki/Sign_test) to perform our null hypothesis test. This will take a minute to run as we will be calculating 5000 permutations for each of 50 ROIs (though these permutations are parallelized across cores)." ] }, { "cell_type": "code", "execution_count": 114, "metadata": { "ExecuteTime": { "end_time": "2020-06-26T16:11:31.425957Z", "start_time": "2020-06-26T16:11:02.143005Z" } }, "outputs": [], "source": [ "rsa_stats = []\n", "for i in all_sub_motor_rsa:\n", " rsa_stats.append(one_sample_permutation(fisher_r_to_z(all_sub_motor_rsa[i])))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can plot a thresholded map using fdr correction as the threshold" ] }, { "cell_type": "code", "execution_count": 117, "metadata": { "ExecuteTime": { "end_time": "2020-06-26T16:12:24.483784Z", "start_time": "2020-06-26T16:12:17.115406Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-1\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 117, "metadata": {}, "output_type": "execute_result" }, { "data": { 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fdr_p = fdr(np.array([x['p'] for x in rsa_stats]), q=0.05)\n", "print(fdr_p)\n", "\n", "rsa_motor_r = Brain_Data([x*y['mean'] for x,y in zip(mask_x, rsa_stats)]).sum()\n", "rsa_motor_p = Brain_Data([x*y['p'] for x,y in zip(mask_x, rsa_stats)]).sum()\n", "\n", "thresholded = threshold(rsa_motor_r, rsa_motor_p, thr=fdr_p)\n", "\n", "plot_glass_brain(thresholded.to_nifti(), cmap='coolwarm')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looks like nothing survives FDR. Let's try a more liberal uncorrected threshold.\n" ] }, { "cell_type": "code", "execution_count": 124, "metadata": { "ExecuteTime": { "end_time": "2020-06-26T16:14:26.207388Z", "start_time": "2020-06-26T16:14:23.622194Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 124, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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IgkBoaChz5sxhzpw5VFdX849//IMNGzZQVlbGkSNHqKuro0+fPpw/fx5o8J1UVlYSGxvLmDFjeOKJJzpU4F2lUjFv3jyuvfZavvrqKzZv3kxRURGvvPIK//73v5kxYwYzZsxokf7g5cqgtraW/fv38/XXX3PmzBnXdj8/P0aPHs24ceNISkpyu5pvTlur+EOHDjFixAhuu+021zabzUZ9fT319fXU1NRQXFxMUVGR63XhwgXKysrYsWMHO3bsICAggKioKIYNG8bQoUPp27evxw0NvFw5ZGdn88477wCwZMkS4uLi3O7nbDyRkJBAcXExpaWlSKVSpFJpq5XFrFYrKpWqyWKuoKCAmJgY1/9LS0uxWq3Exsa6tfg5hXTj4DPn343LfTq18cjISE8+dhMGDhzIwIED2bx5M0uWLGl1v5tuuonHH3+ckSNHul2gCoLAvffey+nTp8nJyeGjjz5q8hu7nPSokI6Li+Ptt99m2rRpPXkZoEETOXPmjEtrdob6a7Vapk6dyowZMzodmBUQEMAjjzzC3XffzQMPPEBhYSFJSUncdtttiKKIn58f+/fvZ8OGDQQHB/PnP/+5Q8XhG6NQKJgzZw4zZsxg//79bNq0iYKCAjZs2MDHH3/M1KlTGT9+PCNGjOh2U3hcXJzrB+zr68vMmTN57bXXWm1T90tHFEXS09P573//S15enquMoVqtZvz48UycOJHExMRutYJkZmaSnJzcZJtMJsPPzw8/Pz/CwsJa+PUcDgc5OTn88MMPnDp1ipMnT1JdXU1GRoZrn/DwcPr27UufPn3o27cvcXFxhIWFed0tVyh6vZ4XXngBm83G3LlzGT9+fKv7ms1mpFIparWahIQEzpw5Q3FxMenp6YwZM8btMSaTyVVH20l2djZz584FGp6pwsJCfHx8WrjxnLjLXHGavhubp52C2zlndwSVSsWkSZPYuHEjGRkZJCYmut1Pq9UyY8YM/vWvf/G73/3O7T4ajYYHH3yQxx57jP/85z8kJydfET2qf/KadF1dHfv27WPHjh1NzBDDhg1j5syZjBkzxiPtxRO0Wi1PPPEEf/rTn8jMzKRXr14EBARQUVHBxx9/DMADDzzQaQHdGJlMxtVXX83kyZNJT0/niy++4ODBg2RkZPDVV18RHh7OzJkzufbaa7vVdHkpy939VNHpdOzatYuvvvqK0tJSoGEl7nShjB071uPo1Y6SnZ3NzTff3KFjJBIJgwYNclVYMhgMZGRkkJ6eTlZWFgUFBa5YjIMHDyKXy7FarajVauLi4oiPj2fixIn069fPK7SvEN544w10Oh3x8fH85je/aXNfi8WC3W5HoVAglUoZNGgQVVVVFBYWtvp91tTUAP/zNVdXV1NcXOxaAJaVlWEymYiJiWl3fnUKZFEUXYK7sZAOCQmhvLycnJwcHA5HhxaHKpUKhULBrbfeyj/+8Q+ee+65Vuff2bNn88orr7Bp0yYWLFjgGpPBYHAVcElMTGT+/Pls2rSJNWvW8Le//e2yW5l+skK6oKCAHTt2sHv3bsLCwigoKECr1TJt2jSuueYaj7Rmh8NBXV0dVqsVQRDw9fVtV+uJi4tj1KhRpKWlsWvXLubPn8/u3btxOByMGzeu1bSHxoii6DLxOFe4rV1XEASGDRvGsGHDqKioYNeuXXz55ZeUlpa6Sv7dfvvtTJkypVsn0EtR7u6nRk5ODp988gkHDhxwTTYhISFMmzaN6dOnuy0O0d1YLJYuTxp+fn6MHTuWsWPHAg3m8qKiIvLy8jh//jznzp0jPz+fqqoqTp06xalTp9iyZQu9e/dm8uTJTJo0iV69enXHx/HSCQ4fPsy3336LUqlk6dKlbc5ZoihSXV3dZI6RSCRcuHCB1NRUTCYTDoejReBVZWUlUqkUf39/RFHk7bffdhXwsFqt5ObmIpVKiYqKavXazXOsnb+Z5iVEtVot8fHxZGRkcPr0aSorK+nTp49Hyocz2ttqtXLLLbewdu1aHn/8cbeBZIIg8Mc//pEXXniBL7/8kpEjR5Kbm4vRaEShUODn50diYiK33norx44d49y5c7z55ps88MAD7Y6jJ/nJCem8vDw2bNjAwYMHXduCg4O56aab2tWaHQ4HtbW1VFdXU11dTU1Njcv8IpVKUalUDBs2rN1E+xkzZpCWlsZXX33F/Pnz+eabbwA8Mus7HA7OnDlDaWkpSqUSs9nsWiD4+/sTGBiIVqt1+8MLDg5m4cKFLFiwgKNHj/Lhhx+Sk5PDyy+/zPbt2/ntb3/bqrmnozjL3U2ZMqVbzvdTRRRFTpw4waZNmzhx4gTQYOUYM2YM06dPJykpqd3I0u5EJpNhsVi6tUeuTCYjNja2RXUpvV5PXl4e33//Pfv27aOoqIgPPviADz74gEGDBjFp0iQmTJhAQEBAt43FS9uYTCbeeOMNAG677TbXwtBut3Pq1CkEQcDHx4fQ0FB8fHwoLi7GarU2yUgpKSlh//793HDDDdhsthbPr8Vioba2lqCgIARB4P3330etVruCrnJzc7FarQwYMMAjK6Xzuk6h7e734u/vT2pqKvn5+a7shhEjRnhkkfLx8aG8vJyrrrqK/Px83n777VZN2lKplIceeoiHHnqIzMxMRo4cSa9evdDr9a4AN5lMxsMPP8ySJUvYvXs3I0eObNOd0NP8ZIR0fn4+GzZs4MCBA0CD73bq1KnMmTOn1dJ1drud2tpaampq0Ov1VFdXY7fbUalUmM1m/Pz80Gq1KBQKjEYjpaWlnDlzpl1Bl5ycjEwmo6ioiPr6evz8/Ojdu7dH9VudgRtarZaQkBBsNhu1tbXo9Xpqa2spKioCGrSdgIAA/P398fPza/JjkEgkpKamkpKSwp49e1i/fj3nzp1j+fLlTJ06lXvuuafTk/ilLHd3JeNwODhw4ACbNm3i3LlzQIOvedasWVx//fUEBQVdlnGNHj2arVu3snDhwh6/ljM9MSkpicWLF3P8+HH27t3LwYMHyc7OJjs7m7fffpsxY8Ywb968bmlY4KVtPvzwQ8rKyujbty/XXXeda3t5eTkVFRVAw9zojI8QRZGgoCCXxmuxWHjppZe47bbbsFgshIaGtrhGRUUFoiiiVqtZtWoVUVFR/OEPfwAazN4lJSX4+/u3a01prDlD20IaGtKyBg0ahJ+fHzk5OWRkZDBixIh2F8HOIOC6ujpuvPFGXnnlFT799FOX/7wxFouF3NxcbrjhBjZt2kS/fv0YP348aWlpTXzoUVFRLF68mHXr1vHWW2+RkpLSZrBxT3LFC2mdTsc///lPV9k2hULBrFmzmDdvHhkTpnL+729x/sd9x504TFVVFXq9HrPZTGVlpevBcGqrAQEBLuHXvKG4s8C7TqcjJCSk1TFJpVIiIyMpKCigqKiI8vJyysvLW42UdOLs1epMxm+sLTfX8vV6vcsvBA0TpkqlQqvVEhQUhEqlQhAErr76asaOHcvWrVvZuHEju3btoqCggMcee6zNz9AaW7duZdq0aezdu5dbbrkFnU73i9OUTp8+zbp161x5zf7+/lx//fXMnj27WyrRdYV58+axdu1aNmzYwE033XTJfMRSqZSUlBRSUlIwm82kpaWxZ88ejh49yoEDBzhw4AAJCQnMmzePkSNHen3XPUBubi7btm1DEATuu+++JvOX8+8+ffrg6+vrmo/kcjmxsbEujfStt97i6quvJigoiOLi4hYpT87uUrm5uWzcuJGbbrqpiRbp7Mk8YMCAdr/j5oFj7QlpJ5GRkdTV1VFUVERxcXGbJnXAZRY3m81otVruu+8+XnnlFb777rsm3b4MBgOZmZmYzWb69OnDK6+8wtq1a12ZOs3ny1mzZrFr1y7OnDnDxo0buf3229scR09xxQppURT58ssveffdd6mrq0MulzNr1izmz5/fRIsRpVIsvXthjonm4MGDrgfBx8fHVa3J+WrPNNO/f39++OEHzp49S0BAQJu+ntDQUAoKCqisrGyykmvr85w9exaDwcDgwYNbnFsikbjGGRMTg8PhwGAwuPJkLRaLK7gHGvw4oaGhhIaGolKpXOb+Z599loqKCh599FGWLVvGgAED2r7RrXApyt1daej1et577z2+/vproMHfvHDhQqZOndqt5uWuIJVKefDBB3kkKpavlzzIi1npnVqMdQWlUsnEiROZOHEilZWVbN++nS+++ILMzEwyMzOJjo7mV7/6FZMnT+62oM1fOg6Hg9deew2Hw8F1113X4ncdEBCAIAhUVVURExPj1tLz0UcfYbVamT17NqdOnQJooR2Wl5ezYcMG7HY7Tz/9dIvzWK1WfHx8PFqsNtekna5FTxZwcXFxrpz/0NDQNs3eKpUKtVrtqoMhk8m4++67eeyxxxgyZAj+/v4UFBS4rAv9+/cnMjISQRBYunQpjz/+OOfOnXNZC5wIgsDvfvc7Hn74YbZs2cL06dMvSyxGjwvpzpS5u3jxIq+99honT54EGkx8d999N1mTppPx8usAOORyTEMTqB/YH35cRVb/5xMUF4qQl5VTV62nHtADEzOPeTRWZ1eVc+fOkZGR4Sru7g6tVotSqcRms7ke9NYq5jgcDvLy8tDpdAQHB7s1MTVHIpHg7+/fpNiF2WxGr9ej0+lchS5yc3MJCQkhLi6OuLg4/vrXv7J27Vp++OEHli1bxkMPPcS4ceM8+vzN6elyd1cSR48e5aWXXsJgMCCTyZg3bx4LFy50OznU1NRQVlZGnz59WlhjLgUSiYS5gSGcM9XzzDPPcM011zB79uzLor0GBQWxaNEiFi5cyJdffsm2bdsoLCzk1VdfZceOHUyYMIFZs2Zd9gjZnzo7duwgJyeH4OBgfv3rX7d4Xy6XExgYSF1dXYuGF6IosnnzZoqLi7n//vubBG411nZtNhvPPvssYWFhPPDAA24FscPhwGQyYbPZPE4tbG7u9uQ3I5PJ6Nevnyv7oC1lQ6VSuWoEONFoNNx4442sX7+eiRMnYjAYXOVFG1ffk8lkzJ8/nzfeeIMTJ060iMEZNGgQU6ZMYffu3bzzzjusWLHCo8/cnfS4kO5ombuDBw+yZs0azGYz/v7+/P73v2f8+PH/e6gEAdPA/tQPiUeUy5HUGlGdy0VReAFpXdtl5Tyhd+/e1NXVUVVVxfHjxxk6dKjbKEO73Y7ZbMZsNrcppB0OB6dOnaKurg4/Pz8GDhzYqclUEARXcYHw8HBsNhsVFRWUlJS4Kp5FREQQFxfHihUr+Pvf/87XX3/N888/z6JFi5g/f36Hr9vT5e6uBBwOhysHXRRFtFotarWaY8eOUVJSQmxsLCNGjKB///6u+1ddXU1RUREBAQE9qsXuS2i7hnA/lZro/+5h16YtbDCbuSEohDC5e43f04VqZ1Gr1dxwww1ce+217N+/n82bN1NXV8d7773Hxo0bmTNnDnPnzu1QgR8vDdTW1vLBBx8AcPfdd7fqG42MjCQjI4OSkhJXIwlRFHnrrbcwm83cf//9LlOz81muq6tDq9UiiiLPPPMM4eHhzJ8/v1VNOTQ0FJPJRGVlZbvZDB31STcnJCQEjUbjcl+2pk2r1Wr8/f0pLy+nqKiIiIgIrFYroaGh7Nu3j6SkJKKiotwuqq1WK/X19dxzzz18/PHHBAcHt8jQWbRoEQcOHODQoUOXRWHpUSHdkTJ3oiiydetW3n33XURRZMKECdx9990cHzuJ/c59pFIMV43BGhGOYDKhOZmBMjcfoRvbPQqCwIABAygsLCQvL4/MzEySkpJafLnOAh+1tbVtCunc3Fx0Oh1BQUFuzdydRSaTER4eTnh4OFVVVeTl5XHx4kWqqqoYOnQof/rTn+jduzfr169n/fr1FBUVce+997Z5/Utd7u5yU1dXxwsvvMCxY8cQBIHbbruNhQsXIggCNpuNixcvkp+fz9atW7l48SITJkxg5syZBAcHk5eXR0VFxSU3NTdHIZEwKyCYIouZTyrL6aNUM1kbgOoSRpw3pnF+/5EjR/jkk0/IyMjgP//5D1u3bmX69OnMmzfvkqSr/VzYunUrRqORYcOGtVp8BP5Xb9tZFMRut/Pqq68SFBTEXXfd1WSR7lRGsrOz6d+/P++++y5Wq5VZs2a1GQCrUqlwOEP2VdoAACAASURBVBwetdhtvo+7HOm2EASB3r17u7JhGlc7a07fvn05deoUubm5nD17FmgQ3qGhocTExLjt9gUNC26VSkVERAQrVqzgySef5JFHHmmSwhsUFOTSyv/xj3/wt7/97ZJa0K6IftI2m43XX3+dd955B1EUWbRoEUuXLm1ilnAoFeinTMIaEY6i4AKBO75EdS6vWwW0E0EQiImJITo6mtraWteX3hinkDYajS6TePPAsbKyMoqKitBqtSQkJPRY/e3AwEBGjBhBv379MJvNHD9+HIPBwIIFC1i+fDkKhYKvv/6aJ554AoPB0CNj+KlhMBh4/PHHOXbsGP7+/jz99NPceOONTRpXREdHM2HCBJYuXcozzzyDTCZj2bJlFBcXo1ar0el0TZoHdBf7Eka0q0U3p7dCye/DIgmWyXijtJjDtQYcjX4bznN29LydRRAEUlNTef7551m9ejWjR4/GYrGwY8cO7rrrLtasWdOpWtW/NAwGA9u2bQNot0ylsw63M03vhRdeIDo6mkWLFrWwovn5+REUFERdXR2vv/46hYWFzJw5k/j4+DbnKaPRiNVq7VDaoXPfjmrSgMs12LjRhzu0Wi3JycmungrBwcH06dOH5OTkNmOFdDod9fX1BAUF4e/vz5IlS3jllVea1BsHmDt3rqt9544dOzwef3dw2YW0zWbjhRdeYOfOncjlch599FEWLFjA/sTkJhOKMWUE9sAAVNk5+B76HqEHJsfmxMXF4e/vT0lJSYum3o01aeeqqvHK0WKxcObMGeRyuas5eU8iCAJRUVEMHjwYu91OVlYWdrudcePG8eKLLxIUFERGRgYPPfSQK83rl0pVVRXLly8nJyeHiIgI1qxZ064JS6PRcN1117Fs2TLeeustjh8/jtVq7dFm7x1FIgiM9NVyd3gkOpuFN0qLyTV13QXUVQYPHszjjz/Oa6+9xtVXXw3Anj17XIUlnBHDXlqyefNmTCYTycnJDB48uM19y8rK8PHxITAwkFWrVpGSkuKqrOWOuLg4HA4HRUVF3HPPPaSmprabyWEwGFCpVB6lIHY2ursxjauVtYczkj0hIYHExERCQ0PRaDStCmmHw0FlZaWrgxw0aOQjR450VZB0olAoWLx4MZGRkezYsaPdRUN3clmFtMPhYO3ataSlpeHn58eqVatw/P6PLVb7dh8f7D4+yEvK8DmRTkc9up3VHiQSCfHx8UgkEoqLi5s8KI2FdHOfC0BRURF2u51+/fr1WIlId4SGhhIdHY1UKqWyshJoiGZcs2YNffv25eLFizz88MOuoLxfGpWVlSxbtozz588THR3NCy+80GrtYXf06tWLVatWIZFIePfdd5u0Pe0sjbXc7tB0VT+awG8MDuM7Qw0bdGXUXoJFbXvExsby4IMP8tZbb3HttdeiUCj47rvvuOeee3j77be9Vp5m6PV6tm/fDsCtt97a7v7O9M21a9dy1VVXMXPmzDb3NxgMbNmyhdWrVzNgwIB2g/ssFgs6nQ6NRuORubdx+mvj/3dGYfFESLujpKSEiIgIt+/V1NRgs9laNC2aP38+x44do7y8vMn20aNHExwcTHFxMRs3buzUeDrDZRPSoiiybt068vLyUKvVrFy5skmf0sbYwkKwBwWiKCjosIDuKiqVil69elFZWdlkEmkspJubc0RRpKioCF9f38vie+vVqxd1dXWu4gbQEITx4osvMnr0aGpra3nyySf5/PPPO/3w/xSpr69n5cqVFBcX07dvX55//vlOdRWTyWT89re/Zd68ebz++uusW7eOjIyMJlkMrXEp73ewXM6vQ8NJ0mj4Z/lF0usu3eq/LcLCwvj973/Pm2++ydSpU7Hb7Wzbto277rqLLVu2dKrRws+RLVu2YDabGTlyJAMHDmx3f39/f/79738TFxfnUaXAzz77jOuuu87jBjrO+a8j7SShZQpWR4S085qdzQ5oS0iXlZUBtIgrkUgkzJs3jy1btjTZLgiCq0769u3bXcf3NJclT1oURf75z3+yc+dOlEolTz31FBdvWEhrRi/RWXPWZL50g2yERqNBEARXHh40FdJO37lTSNtsNux2Oz4+PpclLcbpI2/uL1WpVDz22GO89957bNmyhXXr1pGZmckf//jHn31/YadbJTc3l169evH00093OdJ44sSJaDQaampqOHr0KP/6179cZV6dNBbKzZ8FZzUouUFPvEpNSCuR2V1lsFpDrELF9uoKMuvqGPtjkYvLTUhICPfffz9z587l3Xff5fjx47zzzjt89tlnLFq0iAkTJvxii6Lo9Xq+/PJLYmJiPNKiTSYT//73v5k8eTL9+vXj+PHjJCQktPq7NplMHDhwgL/+9a8ej8kZc+NpzYCuRndDw33QaDQdXhg4sVqtbsfrcDgoLy9vtRf22LFj2bBhg6sgjJMBAwYwceJE9u3bx/vvv8+DDz7YqXF1hMsipD/88EO2bduGTCZj+fLlJCYmsq+tA5zz3GX6wbrzizQOHHPnkwbPkvYvNRKJhDvvvJP+/fvzt7/9jX379pGbm8uyZctaLa/6U0cURV577TWOHj2Kv78/K1eu7JZUoICAAFfK1vXXX9/hiE9RFCkvL2f9P9fzWXUl9Q4HyRpfkjW+yIXuNXL5SKXcGBzGIUMNq1atYsWKFT0WyNhR+vbty9NPP83Ro0d59913OX/+PH/5y1/YunUrixcvJiEh4XIP8ZLz6aefUltby+DBg+nXr1+7+7/++utMnjyZadOmkZeXx4ULF8jIyGDAgAFun/WjR48yatSoDi3WnELa0+emqz5pURRd3bY683s1mUytLlIqKyux2WxERUW5nacFQeBPf/qTW8vX7bffzoEDB/jmm2+44YYbWo0c7y4uqbnbqUF/9NFHSCQSli5divH237IvYQR2s73JqzEOqx3RIeKwOlq85wldzRF1FqFv/HA68wiNRqPblaJUKu2RyF9PaPxgfdN/mNvXxIkTWbt2LTExMVy4cIEHH3yQ3bt3X5bx9jQffvghu3btQqFQ8OSTT3Zb1SBBEOjVqxc2m42SkpJOHR8WFsZoP3/uCI3g1yHhGO12/l5SzNf6qh7xI4/x0xIXF3fFxSQIgkBKSgqvvvoqf/rTnwgKCiInJ4dly5axbt06j1wJPxdqa2tdvmhParTv2rULiUTC9OnTEQSBvn37Eh8fT319PSdPnmzhWwU4efIkI0Z0LP7BOa901GXTWU26uroao9FISEhIp/zYNTU1rbatLCkpQSaTtemOHDBggFstPDw83FX/41JUY7xkQtpqtfLSSy+xdetWVycSjythiU3+ueSYzWYcDkeTVadTYNvt9hY+aalU2sI8fqmxWq0UFha2uU9UVBRr1qxhypQpWCwW1q5dy6uvvnpZx93dfPnll3z00UcIgsCjjz7qkW+vI0RERCCXy8nPz+/yffOVSpniH8i9EZH4S2W8U36RPTXV2LrZjz1o0CBXWcgrDaewefPNN7npppuQyWR8/vnn3HvvvVfcwqKn+Oyzz6ivr2f48OGtxuk4sVqtbNmyhbvvvrvJ9rCwMIYPH45UKiU7O7tFhPOZM2c6/FsICAhAo9G4FfruaM3c7YnFyWazkZeXB0B0dHSHxunEaDS69bdbrVYqKyvRaDSdbpoxd+5cBEFg//79rrbDPcUlsXfp9Xqee+459Ho9KpWKFStWUHPrb9gjk2EYNRIEAcFiRXPoB9cxjTVmh/hj1PSPwtD5nlR5aRLKndpy4+AF54PWOGewcXS3RqPBYDC47dXakxgMBj799FM2bdrEoGoDM1rZb2vSbOwDohFVCvruPEjCB6t44403OH36NA888AAPP/xwj5txeprjx4/z+usNZWTvueceRo0a1elzfdN/WJP/X322QWDI5XL69+/PqVOnOHv2LGXX39zqOZzHtIdckDDS148RGl/21lTzj9Ji5gaFEKXoniyB2NhYV3vV7qCwsJC6urpu7YKlUqm49dZbueqqq1i7di25ubmsWLGCWbNm8Zvf/OaydSTqaUwmE59++ingmRZ95swZUlNT3Zp1tVotgwYNIiMjgzNnzrjSDC0WC4IgdLgevZ+fH4IgUFJSglqtJjo6uk2XnqfmbmefApvNhsPhwGg0Ul5eTl1dHZGRkZ1uatOakNbr9Yii2KVCROHh4YwaNYq0tDR27tzJjTfe2OlztUePS4/c3Fzuv/9+Tp06hd1uZ/Xq1SQlJSEChknjscZEYQsNwdIvDluI+9y7A+fz+OJwGkb1pQ9uMpvNVFdXt0g7cKdJN34otVotDoejSYR1T7N7925WrFiBWq3mvvvuY0KI+9QiUSbFOn449thwHL2Csdwyg0mTJvHXv/4ViURCYWEhS5cuJS0t7ZKNvbspLS1l9erVOBwOFixY0G46SlcIDQ0lODgYnU6HJSqy284rEwSm+geyIDiUz6sq+Kamuluiw7VabbfmeR45cqTHcu/j4uJYs2YNt912GzKZjC+++II//vGPnDlzpkeud7nZvXs3BoOB+Ph4hg4d2u7+58+fbzV6GRp60AcGBlJTU+Nyv5WXl7d5TGsIgkBiYiIqlYq8vDyOHz9ORUVFi8If7o4D90LaarWSnZ3NiRMnOHPmDFlZWZw/fx6TyUR0dLRH7X/bum5jxcmJU/PtalzKtddeC8Dnn3/e7j3oCj2qSR85coTnn38es9lMfHw8jz32GOnjp1AImELDsAsS5OfyUZ7NpXbGFCyx0ch0lS3OM1miJM3Hl3cz0hlfV0+K2hepB0FZ3VGvOC8vD4fD0aIknVNIN/5yGj8QvXv3pri4mLy8PIKDg3tUm3Y4HLz33nuUl5ezevVqvvnVTRji+6N2cy8BbOFhiD5K5AfSQV+LbexQdsy8HcX+40wVHXwu6imZM5rnnnuOP/zhD8yaNavHxt4TmM1mVq1ahcFgICUlxW1DAk9orj239Z7DR43+uhkIo5KRlZYjcdO2tDVt3ElNdlOTpHZQg+UmTK5gcVgvtlTq2FFdyZyAoE4HJU7MPIbdbm+1GUxnqKys7FGri0wm48Ybb2T06NEurfqRRx5h0aJFrv7nPxecFo45c+Z49LnS09P5v//7vzb3UalU+Pj4uBZ4tbW1HqddNUepVJKSkkJubi4XL14kIyPDlcUSGRlJREREC6WlLSFts9koKytropkrlUq0Wm2XS2+Ghoa6TZNyxjd01RozfPhwoqOjKSws5ODBg0yYMKFL52uNHpMcp0+fZtWqVZjNZqZOncqqVauahNFbY6JwBPijzjiFrKIKwViHw8f9TZNaLCRGRnHr3OvR42BdxUXS6409nnNaWVlJWVkZWq22hWnE+QA5062gadSjUqkkKiqK+vr6Hi9/+Oqrr6JWq3nkkUdQqVRYo3vj0GqRlbuvhmXT+iEY6pAUliI7lY8A2AfHAQ2m1rlCALfccguiKPL666+3yBe8knFGcjtTrR5++OFL4m6Q1NWjPp6BqFZhnDQWUdq915QKAvODQpAJAv+pLO+Sn1oqlbrVMK504uLieOmll7j++uux2+1s376d55577pJWf+pJLl68yOnTp1GpVG3W6HZiNBqbNNNwh9VqpaKiArPZ7JqfuiKkoWGeGzhwICkpKfTp0wc/Pz9MJhM5OTmudpDgWTETp8ldo9HQq1cvIiIiCAwM7Jba2MHBwW795+11LfQUQRBc2rQz0K8n6JHZq6CggJUrV2KxWJg+fTpLlizhS3Uin8kG/S962/HjKstqQxBFJPUmrJERiK0sHhW5+SjUaq6aMJE7AsPJs5h4o+wiBWZTm5HhnaW6uprMzEwkEonbBufOh8jhcLiKLzRPZ4iOjsbX15fCwsImD293cvToUerr67n55pvZM2A4/500A1uvcOTFJa3mldvDQ5GG+eKnrmsoDmO1QbN8Xr9fP8WozxsaT7zzzjscOHCgR8bf3Wzfvp09e/a4Yh86Mxk5I+A7ijL7LIpz+djCwzBeNbrVZ7n5dWqy61po0YBru/MlCAIzA4LoJVfwn4qyLi1SRVHsNhOdIAiXrEiLXC7nt7/9LStWrEAQBNLS0liyZInb+vo/Nfbs2QM05Oh6Urdg27ZtbeaSWywWMjMzsVgsxMXFubYbjcZO+3kb4+vrS0xMDPHx8YwZMwatVkthYWGLrJa2iplIpVJ8fHyorq7u9mwY57mbB3Y561oUFBR0+bmdMmUKGo3GFZPSE3S7kC4vL+fJJ5+ktraW0aNHc++997rPQ/vRHOj40c8sK9eBTIYt3H1IvPLMWaRV1ZjjB6AKC2WufzALg0L5tKqC06bWC6h3Br1eT05ODgBDhw51O9ELguBamTqFdPP8QalUytChQ/Hx8eH8+fMUFxd36zgtFgvr16/nd7/7HQCiXEbdqGSw21Efdm/qF2UyrOGhSKv0CDYbIiBq1AjmlubZEYKGRYsWAbBmzRrXPblSycjI4N133wVgyZIl7eZ9t5ae1lkEwCftCPILxVije1M3bhRiN3bLcQryidoA/KUydtdUe3zsxMxjTdw//fv377ZJ5VIKaSdjxoxh1apV9O/fn7KyMpYuXcrOnTt/shX0RFF0mbqd9c3b4ssvvyQvL4/rr7/e7ft6vZ7MzEz0ej0RERFERv4vVqK2trZbhHRjZDIZSqWyiYWmubm7tS5YzgyJnojfGT16ND/88EOTbcHBwQQFBaHT6SgtLe30uU0mE3K5nGnTpgEN30lP0K1C2mg08uSTT1JRUcGQIUN45JFHkEqlbusRy3QNX4gzWEx5Lh8A8wD3vi3BIeJz8AcQRYzjR+NQKQmWy7kzNIK9Rj0n643d9hkyMjIwm80kJia2GVzg1KadqTfuCgMoFAqGDRuGRqMhJyenU/m0rbFp0yamTZvGydFXs3vAMIzjRuHwUaM+kYG01v39sMTFgEyGIrchvcHhr8Hho0RS7N40rli4nOnTp7u66lyp+ao6nY4XXniBwMBAFi5cyPjx4y/LOARRRPPtIWQlZVjiYjDMmopd6z5XsyvMCghCZ7Nyrr5zC9QRI0b8pAMDoSHC9sUXX2T27NnYbDb+/ve/s3bt2iv2GW2LM2fOcPHiRQIDA1v0M26MzWbjnXfeIS0tjaVLl7o1C+t0Ok6cOEFtbS0DBw5s0cO+eRWt7sIZNd6RphjQ4Duur6/vkWY1SUlJ/GfhbU0W4IIgMHDgQORyOdnZ2R2+bkVFBYcPHyYtLY0jR464UomPHj3aI4vEbhXS77//PhcuXCA2NpYnnniizRB/WXkFgtmCLbTB1yvV1yArr2jwp7Zi6pFVVaM+cgKHr4bayeNxSKX4SKXcERjO4ToDP9R1rUC/zWYjIyMDu91OfHx8u6XonJpzW0IaGvzTgwcPRqFQkJOTQ01NTZfGCQ0/gIMHD7qCuuqSh2ONikR+oRjlafcarwiYB/YFux1F7vmGbZGhSCw2hAvu69AKgsA999xD3759KSsr4/333+/y2LsbZ8lPvV5PZGQkt9xyy2Udj2B34Lt7P6qMU9j9tdTMnoYpfgCirOtatdP0XXumnrHlKr7QV3XKPz1mzBhycnK6pEk4uZyBWwqFgj/84Q88/PDDKJVKvvnmG5YtW9bjuavdjVOLnjRpkkvI6XQ6zp8/3yQHXyKR0L9//1bn15qaGrKzs5FKpQwfPpxevXq1+H4kEkm3CxObzYbZbHalaYHn/aNVKhUqlapHYgtiY2PR2VtaCZVKJcOGDUOr1ZKVleVR7rfFYiEnJ8elxPn6+roC3fz8/CgrK+tWJcxJtwnps2fPsmPHDiQSCQ8//HATE7E7f5tQVw+IOIL+JwiV2WdBEDAltp7Ar8o+i/J0DqJMimFkKjaLHaVEwu1BYRy31FFEyy/EE0RRJDs7G5PJRJ8+fTzKoWucKw1tl8tTq9Wu8oZZWVktek93lPPnz9O7d29kMhmm+AHYIiOQluvQfJuG0Mrvz9q7F/bAABT5hUgsDdeXDwlD6q9AqmvddLpTlUDCa58iCAKffvrpFWf2fvvtt8nOziYkJKRV7eJSI4gi6hOZ+O7ah2CzUZ8yHP2vrqU+KdHl4ukqAYKMwWoffqjt+OJUJpPx61//mpdeeqlbGlpcbjPzpEmTWLt2Lb169eLcuXMsW7bsimoj2hY2m419+xoKIztN3SaTicLCQs6fP8/58+f5/vvvycnJwWKxMHHiRLcLo9raWjIzM5FKpSQkJLh8r83pCfdEVVUVJpOpybzZXEi3tZhTq9Udztv2BOc1J+ecaJFN4evry4ABA5DJZGRlZZGZmel2oWA2m7lw4QI//PADxcXFhISEkJKSQnJyMg6Hg5KSEhITE4GG2gzdTbcIaVEU2bx5MwqFgrlz5zYJUmgNAZBWVGEP0LoiYeUFhUir9ZgH9MXu23rXE9WRE0hrDFijIqlPaci5lgsSFgSHsrVKh7kTkavFxcXodDqCg4OJiory6JjQ0FACAwPb1aSdaLVa+vbti9lsJjs7u8NjbExBQQHx8fGUl5dTnzIcJBI0ew+02mfbIUB9UiI4HKjSs1zb7UEBYLcjVLSteUQKCq6//npEUeTNN9+87JOyk2+//ZYdO3a46sB3R03u7kReUoZ2207UR08i2GyYEuLR/2oONTOmUBU5CL1PJI7wIER557IhEy/K+fZCJXbAIZdjV6uw+/liCwzAGhqCpVcElohwampqqK+vbxKcM2jQICZPnsx7773X5c95JTwP0dHRvPjii8TFxXHhwgUeffTRn0Sv6rNnz2IwGIiMjHRFatfX11NTU0NMTAxDhgxBrVZTUVHhEtbOQknQoOEVFhZy7NgxrFYrsbGxbfaF7gkh7exW1fi6zaO7nTS/tt1up6ampseeIV+JtFXrpa+vL8OHD3f5qI8cOcKRI0dcQvvYsWMcOnSIc+fOIYoigwYNcn0fzrQzm81G3759CQkJISsry+11ukK35EkfPHiQ/fv3Exoays03/6/i0meylhWIjPkNAk0Tp0RaY8AWGYFDo0FaY0AQQX30JMZRyZiGJaI58L3b60kAzXdpGKZNxjyoP9LKapS5+QTL5IzRaKn483Juuukmj8dvt9s5f/48crmc+Ph4j813BoOBqqoql2DwxM8TGRlJVVUVFRUV1NTUtLrabQ9nFbTTp08jWCz47t6P1Ny6RmTtE4uoUqLMPI3U+D/Lht3PD6nBiODBD+TWW2/lm2++ITs7myNHjpCamtqpsXcXOp2O1157DYDFixd3e8nP7kJitaI6dQZldg7W6CjM/ftgCwnC0Q9sof+b1ARDHYLJAjY7gt0BdjvY7GB3INjsIIoNwlwpR1TIQakApZxe2emkxfVmUBvlE48dO4ZEInGVt1WpVGg0GkaMGMHu3bs5d+6cR40c3KFUKluUnbxcBAYGsmrVKlauXEl2djaPPPIIzzzzjEeKw+UiIyMDaMi7dc49MpkMuVyOIAiEhoYSEhJCRUWFKwC1uLgYiUSCSqXC4XBgMplQKpXEx8e3KaChZ4S0c9zuOsC1Z+4uLS3Fbrd3qm2sJ6Q8tQKdTtfqAl6j0TB06FD0ej0FBQXU1tYiiiJGoxGJREJwcDAhISGEhIS0sJaGhISQm5tLWFgYOp3O9V12J10W0g6Hg3/9618ALFiwAB8fH7fC2R2SH4ObHL4NQhpAdrEUaV09lj4xqDJOubY3R7A78D94kOpZ12AaORyVrpSJR9MYZ7PxwAMPsHDhQo/zYy9evIjVaqVv374d6gzkFMqtRXe7HbcgEBsb6/rBeVJVyB319fVkv/c+g0Yk4fttGlJD6/4cETANSwCZDFX2/yJ6RakEKwqkF8rxxED8te9wYh0Gqu6+ga1bt15WIe1wOPjrX/+K0Whk5MiRzJkzp91juhK53R0IDhHF+UIU5wsRBQGDQYUYEoAYrMUR5I8YpEVUKUAqbfBfSyVu860FhwhmK4LZgmCsZ5RfKDv2f8/AQVZUAQKC3YZgsyPYbCS+2tCK0GazYbVasVgsmEwm6uvrMRgMlJSUMHLkSP785z/z0EMPERAQQHBwcBPfYnsMHjyYtLS0yxas1xw/Pz+effZZnn32WU6cOMHy5ct56qmnurVsaXeSnp4O4DKZQoP512q1usyvgiAQEhJCcHAwlZWVVFdXYzAYqKurw8/Pj5iYGEJDQz2ag5yLte7E6WLS6/UuV6cnmrRer+fcuXMoFArCw91XSOwqvr6+Hvm7/f39XfNx4/vTlhxRqVQoFApkMhm+vr7odDrKy8sJDQ3t+sB/pMtC+uTJkxQVFREWFsY111zToWMltUZEhwO7jxqnDioAypxz2MJCsIUEtyqkASRmCz4n0jGOTKF+yGCgQVBGR0dTVFTkUWF2URQpKipCLpc3SVPwhOZC2tOIST8/P4KDg6moqKCurq5TDc3Ly8sRQkNQ5Bcgv9h28I/oo8ah8UFxLh9JI23b7uPToLXVeB4ZnyJo2FhVRWFhIadOnWLw4MEdHnt3sHnzZtLT09FqtcyZMweTyfSTqucsiGJDHEAbsQDwY1MZqRRkUpAIDTntNjuNpz0VoHDoMJ+tJSS+aSR579693Z9XFDGZTBgMBqKiosjKymLv3r2MGDGCgoICFAoFQUFBrrKSbfn5Bw8e3C0mc09xNutZvnx5q/uoVCqefPJJVq9eTVpamuvvK60dq81mc5lIGwtpZ4R68/suCALBwcFd0jp7QpOOiIigsrKS/Px8NBoNAQEBLYqXNNeyS0tLOXfuHAAJCQkold1Tm745GY8+wdh9X3fomI4UQJLJZNhsNuLj4/nhhx/IzMxk8uTJHRxlG2Pp6gm++uorAKZPn94hLdSYb8aUXQUSCQ6/pnnIkpqGVY/Dt/1cPmXeecKnTyX0/vtc2wYMGOBxcJPJZMJkMhEcHNzhgKP28qTbwtkirbra81zXxjjNi8qs9msY23+8j821bVHjAzIpQrXnUZUKQeJq07Zt2zaPj+tOzp4964oy0zIrRAAAIABJREFUX7x4MbW1ta6OOW1x9dmTTV6XG02cEk1c2xOTAAh2e4PWXG9u0JDd7BeLkvOYWy2M0uK8goBarSYsLIx+/fqxbNkyzp49S0JCAlFRUUgkEkpKSsjMzOTAgQNkZWVRWVnpdnJXKBSughSt0TwHvSt56XK53CNfs0KhYPny5YwbN466ujpWrlxJZaX7UrmXi3PnzmEymejduzdBQQ3pqKIoup7ntlopdpbWalp3BYVCQUxMDA6Hg5MnT5KXl+eaF5tr0s563dnZ2QiCwJAhQzrt9vMEqyh2aQHw0UcfuRYTjTGbzZw6dcqlaA0ZMgSg2/3SXRLSBoOBgwcPIggCU6ZM6fjFDQ0VrxyaZpqk5McQfg+CaQQaNNPGK5/+/ft7LKSdE0tnAo6cQtkZqd2R3EPn9TqbKiKXy7EbDEg8SVv4cVyipOmPxfFjQQOhtmP+xFmzZiEIAt9//z1GY/fkp3uKyWTipZdewm63c91113H11VcTGBhIeXl5t6S2/VSJExScFzsfpe3j48PIkSM5deoU/fr1Y9SoUaSmptKnTx9Xe8L09HTS0tLIz89vkYs8bNgwjhw50tWP4TH+/v4eFb9wtsV1Blk+88wzV1QedXZ2NmFhYU3cXgUFBVRXV7sCU53YbLZuKYjUU8VngoKCGDFiBCqVioKCAtLT0zEajdTV1aHX69Hr9dTW1lJSUkJZWRnh4eGkpqb2mC/aSeyyB7sUOT5hwgTefPNNtm3bhiiKWCwWzp49y9GjRykvLycwMJDExESXJaS7/dJdEtL79u3DarUyfPjwzq34zFbs5UbMMi3GfLMrqMwS2QtJXR3yggttHu6solRfX98kpSkqKsrjqE7nxN5esIU7PM2TdodSqUStVndJSCtHpXDVsQPtaoayklIkxjrswUGu+2zMN1NHgwVDouvYGEJCQkhISMBqtXLo0KFOjb+zfPjhhxQVFREbG8sdd9zhanIvCIIrAvOXSCQKivmfkPZUo27MrFmz+Pzzz4GGiVyj0RATE0NycjKpqalERUXhcDhcKUEnT56kqqoKURS55ppr+PTTT1stNdr8Ge2qJSMpKYkTJ054tK9CoeDxxx8nIiKCs2fP8tJLL10xtcsPHz5MWVmZa4KvqqoiPz/f1WbSKVC/+eYbHnzwwW5J8bHb7T2Wpujr60tqaiqDBg1CLpdjMpnQ6XRkZ2eTk5PjqiGemJhI/P+T997RcZXX+v/nTB/NjEZl1ItVLMmSbMtyb9gBjG2CHSckF3LpIaElIQFuQoCVfIEASeDehAs3JISyCJcSQguhJGCawRjjbsmSrN67Rm2k6eX8/hDnoDKSZkaSyV2/Zy2vBdLozJkz57zPu/d+9rOXLFmQtqvJ8Hg8c3qftLQ0fvWrX2G1WvnpT3/KBx98QEdHB0ajkeLiYpYtW4ZSqSQvLw+9Xk9bW1vQwR6RYk4kPT7VHQkEQNHVTyDONCaYYawG583NQkRA1Tf7TtntduN0OjGZvqjFRUdHhxxVuVwuFApFROmQyZF0OOluGBOHeDyeiBaMmJgYvF5vSCQv+AOoevrwpqUQiP0irRRIjkdwexEGw49At27dCiD3d54JtLW18frrY/3aN910k/zgGY1GkpLG2oz+r/TGzjdCmQo3GxITE4mOjg5qF2owGMjNzWX9+vUUFRURGxvL0NAQ5eXlnDhxAp/Px4YNG2SSX2isWLEiLMIym83cddddGI1GDh06xHPPPbeAZxcaPB6PnBodP+tZMhtxuVwcO3aMn/zkJzQ2NnLvvffKpaa5YKEcxyQoFAqSk5MpKCjAbDaTmJhIamoq6enpxMTEkJSUJKf2zwQ8Hs+81LvXr19Pfn4+Tz75JH6/n6VLl2KxWCYo8ktLx9w1J1uRzgURk3RHRwcNDQ0YDAZ5YsubqoKQld3yCXSOOb34M8fmm9rbfHgELar+gaC1t/H4cPFy3rv8uwATUibhTPkRRVF2jgkX0o0eSbobvmjgj8RMwmKx4PF4aG9vDyl69FX14HMGEGPHNjOiXouYEIuiyzrrdZ6MN1UF2C64EaVSycmTJ8+Iu5Moijz22GP4/X527NgxZc5sVlYWCoVCHi36/1fMNZOwY8cOPvjgg2l/r1AoSEhIYNmyZaxevZrk5GRGR0epqqoiIyODf/7znxw5ciSk95qLNiAnJ4empqawPm9aWhq33XYbgiDw4osvfum2qNXV1Xg8HrKzs+Xyl9FoxGw209LSwg033MBf//pXrrnmGq6++up5q9t6PJ6w1yq/38/w8HDYz5ZKpcJsNpOenk5qamrYEXwgEGB4eHhOwzfcbvecImmfz8epU6ewWq1s3LiR3//+93z44YdBvbrXrFkDEPIzEAoiJuny8rGHq7S0dE4XQFnXhjA4gj/ncxXq5y0n05lyjIffEIW7YDFRUVFTJO+h1l1cLlfEN8BcI2kYu4EiIRWz2UxUVBSjo6OhpVakz/j59fXlZyIMjqA43RL2ewNECQpKS0sJBAIcOHAgomOEg4MHD3Ly5ElMJhNXXHHFlN9rtVoyMjJwOp3zPsjk/wpUCMx1rtWyZcuorKwM6bVRUVEUFBSwbt060tLSCAQC7Nq1i0cffZSnnnpq3qZsBYMgCKSnp4c9Xa6kpEQeGvOXv/zlSzU7kTIB4726DQYDer2ef/zjH3zzm9/kggsuwGazcfToUTo6OuZlUlS4kbQoirS0tEww9gglsJDOdTYzk2DweDw0NDRw6NAhTp48SUtLS8Sb77mkuwOBAKdPn8br9ZKSkkJxcTFJSUn84he/4NChQ+zdu3fC61etWgWM8aNUBp0r5kzSy5fPrfdUYbOjsNnxF2YhGvXwuQDM0++Va9TBENBqMT/xP8RvO5ucnJwpkvlQe+N0Oh1OpzOiBUWtViOKYsSR9OjoqOz9Gi50Oh0mkwmlUkldXd3s0ezno0FFQUAE/CvyEaOjUNW3hf3eEqQMSqi1wUjhdrt5/PHHAbj88ssnlDbGIz09HY1GQ0tLS0i2q1+2ynu8DmM+MB/5A7VaTXx8fFjkpdVqWbx4MevWraOoqIgrrriC8vJybr75Ztra2hZMJ1BaWhpRjfbCCy9kx44d1NfX85vf/GZebFEjgfTcSKlugLq6Ol544QXuuece9uzZw5o1a7BYLLjdburr6zl8+DAdHR1zyhaFS9KSo5larUahUMgWmbOVlsKxBR0Pq9XK0aNHaW9vRxAE1Go1bW1tEX9Pc6nBNzc3MzAwIFuISp9B6hyQxJQSYmNjycvLw+PxyBw5V0RE0qIoyg34cyVpAOXpZhDAn5UCXi+C00MgOR5RG/xGCkTpGd26EafTSVZWVlB1YKh16cTERPR6Pc3NzUF/7/P5sNvtQW8QiaT9fj+CIEy4Efx+Pw6HY9rdlNVqxePxkJiYGNENpNVq8fl8FBcXEwgEqK+vx5sS3AxABPy5aSCObYpEUxSB+GiUde0I3sijHUnsUllZuaCCrZdeegmr1UpOTg47duyY9nUqlYpFixbh8/nCirC+bLKeL/gRUc9DbXr16tUR1dQ0Gg3Z2dls2rSJW265hdzcXH7yk5/w4YcfLogj2apVqzhw4EDY954gCHznO98hNTWVxsZGeQN4JmG326mrq0OlUsme/l1dXfzP//wP1113nSzEjYqKIicnh/Xr15OTk4MoitTX13PkyJGIy0zhkrT0WrPZzLp16ygoKCAQCFBZWUl1dfW0AU4wkk5MTJx2xrvP56OmpobKykoCgQD5+fmsW7dOTvMvZB09GBwOBx0dHXLGaPImQ6PRcO211/L888/T3v6FyFmKpuerLh0RSbe1tTE8PExcXBypqakR1aInnETXmEAskBiH4A+gfv8w/rho3N86l5HBL74YEXAvzsF2wXb8CfHYH3iIxnN3R/y+MNaELwgCnZ2dNDc3MzQ0xODnZh1VVVV8+umnVFZWcujQoSmEq9frEUVRtlqUz1MUOXnyJKdPn+azzz7jxIkTNDY20t/fz9DQED09PdTU1ODxeCI2V9DpdLhcLmJjY1m+fDlOp5PRc87CsapkQuuaqFTgWL8Kf14GqrI6hO5+xMQx0Yaia24iq9TUVMxmM8PDwwuWYrZarbz66qsAXH/99bOaDCQnJ2MwGOjs7MTpdC7IOf0rwiUG0IatLgiOkpKSkFPewSAZCn3/+9/nqquu4pFHHuH555+nqalpXtK1EuLj40lJSZEDhnBgMBi47bbbUKvVvP322+zbt2/ezisUHD58GFEUWbJkCTqdDrvdzv33389NN90UtFNGuqZr165l0aJFeDweTp06FRFR+3y+sAhPoVBgNBoZGhoiEAiQnJzM6tWrMZvN9PT0cOrUqaBEPdlxTBAEent7gwZPUt23u7sbs9nM6tWrSUlJIRAIMDQ0hNFojDgajqRzB6CxsZFAIEBubu60720ymbj55pv57W9/K7f2rV27FoADBw7MS8knIpKW0jTLli2blzF1wtAIgtdPIHGsJ1BZ24bmaDWiSoHrivMZ3boR+4Y12Pacj2PdShBFDJ8cQjfNSEYIPcWhUCgoLCwkNjaW5uZmysrKKC8vp7GxEbvdLtd+A4EAbW0TU8MSSfv9/gk3/cDAgJzKTkhIQBRF2traqKiooKysjOrqagwGA/n5+RG7ZEkkDWM34YoVK1AODuNeksfw1786ds02rmH4a+fji49H2d6L+kD5WF/659dZ6BuM6L0lCIIwYbLXQuDll1/G6/WyefPmkNzNFAoFOTk5BAIBGhsbw3qvMxVRz3eaG6APLxamLryRbKCTkpLmZYSlRqPh/PPP53e/+x0HDx7kz3/+M0eOHAmpvzlUfOtb3+LZZ5+NaDHMycnh2muvBeCRRx6ho6Nj3s5rNnzyyScAspXq448/zje+8Q1ycnJm/DuVSkVWVhZLly5FFEUqKirCTn1H4nKYmJiI3++XU9w6nY6SkhLS0tKw2WxBiVpaF6W1UVqPJ2/U/H4/FRUV2Gw2UlNTKSkpQff5uOL+/n78fv+cTF1sNlvY98fw8DD9/f3Ex8fPqkTPysriq1/9Kk899RQw5tORlZXF8PAwBw8ejPi8JURE0lKz9nykugFQq8DlRhgY22EJgPrjE6g/KUMruvCmp+LJWYSoVKKtbWDXPXey4/23ZlxUw6lDREVFsWTJEhYvXkxOTg65ubkUFxdTWlpKSUmJbFk3eXGRzO0nk7T0uiVLllBUVMSKFSsoKSmRj5+dnU1+fv6cbjydTjchsjcajez+7/9k7TVXIzjdY9cseyxK17S2o37pAwTJEnTUgTA8imiYm43mm6oC7D8fG3Axl8hrOlitVt555x0EQZgwuGU2xMXFyVNt/q/NFY4UNaKLxcL82CqqVCoCgcC8lTAWLVrEo48+SnR0NE888QSHDx+el3GtMDb5atOmTTz++OMRne+OHTvYunUrLpeLhx9++Iz02dvtdo4fP44gCGzcuFHO0m3ZsiXkY8TGxpKRkYHP5wvbtbC3tzekUbzjkZiYiE6nm5DJEgSB3NxcUlNTsdlsVFRUTCDgQCAw4TuW1uPxmwq/3y9nBFJTU1m8ePGEwE8aIjKXtTIrKyuoY9hMkNbwUKylAbZt20ZPTw/l5eUIgsDOnTsB5iVDE5F3t9RHOR++zSLg2bEO0RSFsnsiCaoaOjC8aSWgHpv6o7CPOZSFkqoJVyygVqtnHFEpTaQZj+nS3QqFAo1GI9/QCoWCmJiYiNMuwSAJ3sZDoVCQnp5O3ZvvENBoQKVE4Rh7jX3c4qNs78W7bS2+LaUo23oRXJFHdZloKANOnz4d8TGmw8svv4zP5+Oss84iMzMzrL/NyclhcHCQhoYGSktLw8r4TN74fdmDOWaDKIo04GYr82etmJCQQF9f37zZUqrVav7jP/6Djz76iMcee4zt27djs9koLCyc83jRr33ta/z5z3/mpz/9KVu3bsXpdNLR0YFSqZSzTEVFRUG7LwRB4Prrr6esrIyqqireeecdeYFdKHz22Wf4fD6WL1+OQqHg2Wef5b777gs7K2mxWGhpaWFgYCDkvmNRFBkdHZ22LjwdtFota9eunXKOgiCwePFiRFGkq6uLyspKOcMqEba0Dk+OpEVRpKqqiuHhYVJSUqYQtPQZ4+Pj55SxLSoq4vTp02ENWBkcHESpVE4rUp0MQRD44Q9/yD333MP999/P1q1beeuttzh27Bi9vb1zeo7CjqTdbjd9fX0olUpSUlIifmMJvg3L8OdloGzoQFk+1UQBxkb9KT8n6FARCATmxVVHEmWNjo5OSU3r9fqgkbTRaJSNCuZLhj8Zkqn7dFB4PDJBT/nd4Ajqj44TMBvw7N6MGIaZ/GQkMrZ56erqmteWm/FRdDhjRyUYDAaSk5MZGRmZV/eff0V04SUe1byIxiSkpaVNEMPMF7Zu3cqDDz7IkSNHePvttzlx4gStra1zimAlIZhUY87JyeEb3/gGu3btYsmSJXz66afcfPPNPPnkk0EtQY1GI9dddx0Af/7znxfc3/vEiRMIgsDmzZv5wx/+wBVXXBFRD7SUsg7H5rS9vX3GYGQmTEeUgiCQl5dHYmIig4OD8n0zmaSloEX6eUdHBwMDAyQkJExQTof6vqGisLAwrCBCEgvHxMSENWjDYrGwa9cunnrqKYxGI9nZ2fj9/jlH02Gvzh0dHYiiSEpKSkR9wePhW74Y74alKPqH0fzz4DzJXsbg9/tDvsDDw8P84x//4K677uLWW2/lv//7v2Wr0fLycgYGBoiOjp5ioKHT6YJG0klJSaSlpeH3+zl+/Lg8EH0yfD4fH374IW+99RafffZZWC0Gc71xVcdrUFU04s9IxHP+BsQIj6cSBJKSkhBFke7u7jmd03i89NJL+Hw+Nm/eHHYULSErKwulUjlnwdK/uvL7gDjKOmH2YTQwds+53W48Hs+M1yQ9PX3BarSJiYk89NBDpKen87//+7+cPHmSysrKOYvKLBYLO3fuZPXq1WRlZZGTk8PatWu5/vrrefjhh8nIyODWW28NamW7adMm1qxZg91u57HHHpvTecyE4eFh9u/fT1RUFD6fD4PBIBtghAvJKTGczXFtbS15eXkRvd9MkIhap9PR3NyM3W6fMZJ2OBw0Nzej1WrJz8+fF23TdEhNTZV5K1SIohgWQUvYtm0bvb29lJeXc/bZZwPw4YcfzmkTGjbLSrukUHP108G3bDGebWsQbA40f/sIwRO8PhXpAjlbuttut/Puu+/y9ttv43a7WblyJeeddx5ZWVl0dHRgt9vlmy0lJSWowm+6SFpKAXV2dtLQ0EBZWRnLli2T28L6+vrkPrqamhpSUlJoaWnhueeeIzs7m6985Sthp2jHY/w1my5VKwDq948gGnT4CzLxiiLqfx5EiOBmSktLo7u7m46Ojoh36eNhtVrZu3dv2LXoyZAm8zQ1NdHW1kZWVtacz+1fDd2iFy8BMsbVo0WNmkBaAoGUeESTAdGo58iRI7jd7glEaPh8wIo01H68815SUtK8uiZNhlKp5Hvf+x6rVq3iv/7rv9iyZQuBQGDB/JwFQWD79u2sW7eORx99lJqaGq644ooJyuMbbriBU6dOceDAAQ4dOsS6devm/TwOHDhAIBAgLy+PvXv38pvf/GZOx/P7/WERQG1tLWedddac3nM6qFQq8vPzqa6upq6uTt48BCPpuro6lEolBQUFcw72ZoMgCGRnZ1NfXx/SBkWlUqFUKiPqyxYEgR/84Af86le/4v7778dsNtPe3h7yewc9n3D/QCLpuSzGvqW5eM5bgzDiQPvieyjCmGccKmZKd+/fv58nnngCg8HA9u3bsVgsiKKIz+ejoaEBnU5HbW0tarWazMxMsrKyghLmdDVpCampqej1eurq6jh16pQsNJNqySkpKbJTk16vZ/v27fj9ft59913+8pe/cPHFF7Nq1appyXquIhfBH0Dz+id4vnYWviWLQBRRv/1Z2ESdmprKsWPH5i3ykqLoLVu2zHkzKG0g2traSEhIkIkpXEgbn7nUp+db0Q2wT7Rxls6CPymJQGYS/qR4xMykCRPPhMDYPWowGNBqtbIwzO/3MzQ0RGtrK62trWi1WpmwYe73VygoLS3lD3/4A3fddRdNTU3s2bOHlStXLthsYbPZzK233srjjz/OY489xrXXXis/XwkJCVx++eU8/vjjPProoyxfvnzeZ5RLqc+oqCiWLVuGVquVbSvD3ZT7/X58Pl/ImxqpBvy9730v3NMOGbGxscTGxtLT0yObSU0maZfLxdDQEImJiROmfC0kNm/ezCeffBIyUep0OkZHR3E6nWHfAxaLhWXLlvHJJ5+wZcsW3njjDT777LMzR9JSG1KkJO1bmoNn+9rPCfr9BSFoCB5Jt7S08PjjjzM8PMyePXvYunUr8fHxiKKIKIq43W56enro7OwkEAhgsVjIzs6e9j2ma8Eaj9jYWHJzc6mpqcHpdJKcnMySJUswGAwoFAoEQcDhcFBVVUVHRwdr1qzhhz/8Ib29vfz1r3/lpZde4pJLLplgHRgOZiMGwe9H8/p+PHu24CvMAhHU74RH1GlpY5au80HSg4ODvPvuuxHXoidDqVSSn59PWVkZNTU1c8pQzARRFHGKAaIUc9dBiEoFojEK0WxE1GtBrULUqECjHvvvKB2iKYqq0UEUI/3Er9uE/C17/SgbO1B0WlF09KEYHgWHi3X/dXfQ95K8ka1WK/39/XR2dtLZ2UlLSwtdXV309fURFxe3YFOTYIw4f/e73/HUU0/x0EMPcdlll3HuuefOO0FKEASBa665hscee4x9+/bJaUmAXbt2sW/fPurq6njmmWfkFq35QG9vL6dPn0alUtHa2sqNN95IXV0dvb29aLVasrKySEpKCvn+lPqNQ22nam9vJzU1dcFNQdLT0+np6ZEV0pNJWiLvuW7Aw0FpaSnPPvusPDlvNmRmZtLW1sbp06fl7p5g8Hg89Pf3Y7PZcLvdciboW9/6Fj//+c/59re/zRtvvEFZWRmXX355ROd+xtLdIuBbtQTvllKEUecYQQ+HMAs5QownaZfLxQsvvEBVVRUXXXQRdrud9PR02anMZrPh8XjQ6/VkZWWRmZmJIAizfpnTtWBNRnx8PBs3biQQCBAIBOjv78flcskTVKKiosjOzqaiooKuri5yc3NJTEzkxhtvpKuri6effpq9e/fyve99T955+ny+eVs4Bb8fzd8/xvP1LfiKshCVCjR7D4XsRjafJP3GG2/g9XrZsGHDvD3EMTExpKam0tnZSXt7+5yOO11E3ehx8b+DvayLMnGWwYwpxO9GVCoJZCTiz00jkBCLGG0Ya42bZR2x2+0crDjEJYWrUFU1IwyNoGjvHRuY4g+9b1ahUMjRz+LFixkdHcVqtdLZ2cnIyAhVVVXyaxISEoiPj1+Q9KQgCFx99dUUFhby29/+lubmZq655poFi6gFQeDyyy/ntttuY+XKlbLCXKFQcOONN3LTTTfx5ptvsnXr1rBUwTNB8riPjo5m27ZtOJ1Oenp6MBgMeL1eGhoa6OzsZPHixROEZG63m/LycoaGhkhNTSUvLw+NRiNbt4baTnX48OGI69/hwGg0Eh0dzdDQ0ITarjTdy+l0Eh0dHbbCfC6Q3PBCTTsnJCRgs9no6Ojg6NGj8hAUaUrZ6OgoAwMDOJ1OnE4ngUAAhUJBT08PGRkZmEwmNmzYQHd3t2zdHEl/OoRJ0pLMHsZSnCH/nVKJ97y1+IqyUAzb0bzy4YISNCBbdR45coRnnnmGnTt3csUVV1BZWYnD4ZDP3+/3U1lZKVvlJSQkkJWVFdJuMyoqSk53h7JwKRQK+UHUarV0dnbKs0jj4uLQ6/V0d3fLgicYS4nfdtttHDlyhDvvvJPzzz+fnTt3MjAwMK/D0mWi3r0Zf0Em7rhoNH//OKRMR1LSmB1pX1/fnM7B4XDIow6/+c1vzulYk5GdnU1/fz/Nzc1YLJZ5j9KaPC68osgndhuHHCOsjTKxZQayFrVqfKsK8aclEMgYa88QPD6E4VEUPQMINvvYP4cLweMDr29Mt+H1gcPF3+2dbBcMxFTP36hQQRAwmUyYTCZGRkYYHh4mJydHjrL7+/vldkKLxYLFYpn3qGzDhg088MAD/O53v+O2227jnnvuWbDFPCoqiksvvZTHH3+cn/zkJ/LPs7Oz+cY3vsErr7zCU089xa9//et5yb4cO3YMv9/PyMgIF1xwAf39/RiNRhYvHhsSJGUvTpw4gdlsJjk5mYSEBDweD9XV1cTExPDxxx/zxBNP4PP5KC0tZfXq1SFfn6NHj/Kzn/1szp8jFMTGxhIIBCYEE0qlEp/PRyAQOGNp7vHYvHkzH330UUgkLc2p7+3t5e2336ampgaFQkFiYiIXXnih/BppwpdaraampmZCX/iePXu49dZbycnJoa6ujoqKCtmNLByERdJut1uun4S6IwiYjXjPXok/Jw1lSzeatw4guBbW0F5KQT/yyCPYbDbuvvtuYmNj8fv9DA4OYjab5UXabrejUCjktHdnZyeDg4PEx8eTmZk54yIUaiQNY9eura2Njo4O4uPjUavV9PT00NDQIKsbk5OTaWpqYmhoaAoBr1mzhmXLlvHCCy9wxx13sGrVqpBKDrt8NQAhuU4JPj+a1z7Gt2k53rVFuL+2Bc2BMpRNM1t+Sg+ctHOOdEF75513sNvtLF26dN6iFwmSqOXUqVPU1NRQUlIyp4V3ckS9zRRLkc7AB6NDVLkcHLDbOOwYYaXeyPooE0nqL+qG/sxkPLs2Ieo0CAM2VJ+eQtXYgdA7GFKHw76AjQRULBZ0s75W+v4jgUajISMjg4yMDNxuN1arlb6+PgYHBxkYGKCurg6z2SxH2PMV9ebk5HDLLbfw+uuvc8MNN3DnnXdO6ayYL6xbt47333+fkydPThh0cdFFF7F3714qKys5efKkPCc4UrhcLiorK7HvMH+uAAAgAElEQVRardx0002yGZHdbkcURTQaDXl5ebKItL+/n+HhYerr67FYLJx99tnyvGKr1UpXVxevvvoqIyMjMsnPBGnc43x6NcwEk8mE3++fkNFUqVTyz85kFC1h5cqVPPPMM9jtdqKiohgcHMRuHwtCNBoNsbGxaDQaRFHkxIkTvPDCCyQnJ7Nt2zYuv/xy+dwNBgMGgwGz2SzrAXp6euTfSdDr9Zx77rmyDqGsrGzhSXpwcMxGMiYmJqQFzlewCO/2tYhqFaoD5agPV81Y6xSVSsSEGAKWGAgEwOdnYGAApVIp/9NqtbNK46urq6mtrWX37t1s375dPleHw4EoihNSSYIg4Ha7SUpKIisri56eHnp6emhvb6e/v5/CwsJpG9qlL0hKdUwHv9/P6dOnsdlsWCwWFi9ejFarxeFwyA+pFMXA2MYhWJSs0+m46qqr2Lt3L//v//0/fv3rX0+9hqKIx+PB6/XKN5Xf7x+rN6tUCLZRFN0DX7iPTYIgiqg/KUPoGcB7zirc39iK6lg16o9PTvvdabVaeS62y+WKKEr1+Xy89tprAPJOdb4RFxdHcnIy3d3dtLa2RuybPh1S1Roui02k0+uRyfqQY4RDjhGyNTqWi1ryCgoInL8RAgE07x1BWdGIEKatY4KgopCFqddKmLzZ0mq1pKWlkZaWhsfjwWq1YrVaGRoaYmhoiPr6eqKjo0lLS5PLOHNBdnY227ZtIyMjg/vvv5/du3eze/fuBdETXHvttdx777088MAD8jMdFRXFhRdeyNNPP82zzz7LihUr5vTeFRUVeL1efD4fe/bsAcZa0dra2mhtbZXXVKPRSHFxMR6Ph97eXrq7u+U1KSoqCofDgSAIZGZm8vvf/55PP/2U2267jSuvvFIe7BAM77zzDuecc07E5x8ujEajLMaVSFqtVuPz+fD5fF8KSatUKs4//3zefPNN1qxZQ3t7O6Ioolar8Xq9aLVauesnOTmZW265heTk5LDeY7LYcufOnbz44ouIohjxtMCwSFqyn5ttNyYCvrXFeDcvR3B60L750bTRWMAUhb8kD/+iFMSEmAmqVICGhoYJE3QUCgUGgwGj0UhMTAwJCQkTHh6prerJJ5+cUnt0Op2o1WrZFxbGdjuCIDAyMiJHs0lJSbKApqysjOLi4qDpmfFjJqezOBwcHKSpqQm73U5mZiaLFi2S30+S+EsLol6vR61Wz2qAsn37djZs2MBDDz1EQ0MDF154IYODg4yOjjI6Ojqhb7L3hbcQTVFw/oYJx1AMjaLo6ENVVoeie6qXsqquDUXfEJ4LNuFbtQQxNhrNm58g+Kb2sgqCQH5+PiMjIwwODkZE0h999BGCIMgpvIXC4sWLsdlstLS0YDabFySykMi62+vhkGOEE85RRjav432Xi/eBgrLjrK3oRm8N3j8/G4qF8Ota4WKmjIhGoyE1NZXU1FS8Xi/9/f1YrVZef/11kpOTWbp0Kenp6SQlJUWsmxAEgcLCQtxuN9/+9rcpKyvj3nvv5cc//nFExh8zQYpUX3rpJS699FL557t27eK1116jtraWI0eORBQFSTh+/Dh2u10WjcIYkSUmJtLb2zulfVGj0ZCenk5aWpo8TU8igOjoaDlzd/bZZ7NixQoeffRR9u/fz3e/+130ej0OhwOdTodGo8Hn87F//35++9vfRnz+4UKr1eL3+yd0vgiCgEqlmvBZzjS2bdvGD3/4Q2JjY0lOTiYjIwNBEKirq+PJJ58Exsbhbtq0KazjxsTEoFQq6e3tnUDsOp2OTZs28dJLL1FbW8vg4GDYqf6wurVtNpts1DEdRMB79iq8m5ejGBhB+9zbUwhaBPypFtwXbML93a/hXVuEGGNE0daD+lAVmjcPjP17+zPS0tLIzs4mMzOT1NRUoqOjcTqddHV1cfr0aaqrq+Uv/dlnn+X48eP8+te/DioOkiLM8Wk5lUpFbGys3L8MYzdTWlqanGI7ffr0tK4+0rGm66kbHBykv79/AkE7nU7ZvCE/P1+OwjUaDV6vNyQHIZPJxO23347f7+fmm2+moaEBm82GXq+Xb77s7GxUR6rQ7D2E5q1P0b6+H/X+MpR1bYhKBb7ibFyXbMf179vx5WdOcR5TDI2gfeFdlLVt+HNScX/rHERd8HYPj8dDS0tLSONBJ0MURV577TX6+/vZunXrghobKJVKCgsL5QdzoRzhAJLVGvaY47ktMYNLLrkEk8mE0+nk8Mef8EhPNX8J9FMnugic4QVrvKJ7dHQ0qIlIqGULtVotE3NMTAwpKSl4PB7q6uo4fPgwra2tETvRKZVKli5dik6nY8OGDZx33nn84he/WBCTlV27dnHixIkJx9bpdFx00UXo9XreeeedORHL8ePH6e3t5Vvf+taEn+fm5qLX62loaAg61EQQBAwGA3FxccTHx8ulsvGIjY3lZz/7GTk5Odx000389re/5ejRo1RUVFBdXc3HH3/M2rVrF6T/fDpIvt3SPGgJ0jmE45I2n9BoNJSUlHDo0CEWLVqE1+vlmWeeYe/evfzgBz/g2muvRa1Wh62vkbKJwdaToqIiGhoaGB0djWjGdFiRtM1mo6enR54jHAwBsxFfUfaYSclL7yM43QR0atBqEWNNBFIT8OemIWpUiGYjyvY+VCdqUNS3T0inzlRLE0URl8tFa2srPT092Gw2Dh48iMFg4NZbb50xAgCmeF7n5uZy/PhxqqqqMJlMqFSqKaMnh4eHJ0TgEmYjaZfLhVqtli3wvF6v/LDn5ORM8NyVzitUMU5TUxNLlixBqVTy9ttvc/fdd09JzWcefRP4oiY9Pq4JJMXhW1mAv2AR3vVL8Z69CmVt61j7Tu8guNx43B4Ub32CUnkW/sUZ+BaloK5pmXIukjo2koEWJ0+epLm5mbi4uLCGDEQKSaxTX19PTU3NnKa5zdY/fXZ9OU6nk+PHj3PLLbdgMBh4//33OXDgAHWvvUud6CJGULIKA8uIIlpYuFYnGBP31dTUyMQspSCjo6NlMZhOp8Nms4UdsdpsNlasWIHFYqGrq4v29nbZSCY1NZXMzMywI2utVktmZiaNjY0sWrSIm2++mQceeIDrrruOoqKisI41E5RKJddddx2PPfYYd9/9Rbvazp07+dvf/sbhw4c5evRoROrovr4+jh07xuDgILt3Txytq9FoWLZsGVVVVdTV1aFWq0P24Zbg8XioqKjAbDbz7//+7xw9epSXX36Ziy66iOHhYV599VV++ctfhn3ec4HUwz2ZpKX10uFwfCniMRib3vjwww/z4IMPMjo6ysUXX8zq1avlAOrIkSP09PSQkJAQ1nEFQZiwkfN6vXJXUXFxsZzy3rp1a1jHDYukJXvLGU3HDTrQqBH1WlzXfR0AhXWYgOULE33B50dR3YLq9f04evv5UBxhnWAkVgjtdKTUcEFBAUqlkgcffJDS0lK++93vBl1spQsXGxsrz45OSkqSFdlRUVGUlpbS1taGx+ORBVDSe0km78EwG0nn5eVhNpvp7u7GbrfLAoXo6OgJaRFpnCUwoXd7ulq3NETAZDJx9dVXc+TIEe6++27uvffeoJuJYFD0DKD550HEj0/iK87BV5qPrzQfSvPHPvuwnY/a60mPTyAnORUEAczBa0nSgh5JJC3Ni969e/cZG+yenJzM0NAQvb29tLS0zNmNbDpnPGlkps/no7i4GIvFQmlpKddccw2/iSvkmGhnSPTzvmjjA2xkC1qWC1EsQYdG+OK7FwUBVMoxlfecznRs8YiLiyMhIQGXy8Xo6CjDw8MMDw/T0NCAyWSioaEh7GtitVplxXdmZiZpaWn09PTIddfe3l7y8/PDXpzT0tLk9rk1a9Zw55138qtf/Yo9e/bMq3tWXl4eUVFR1NTUyMJFjUbDnj17ePLJJ3nxxRcjIunjx4/LM5mtVuuUmQfSWnby5EmqqqpYtWpVyCUjj8dDWVkZDoeDlJQUsrKy2LZtG2VlZfzpT38iEAiQlZUVNvFLWqDo6OiINrChkPSXgfr6el588UW0Wi3nnHMOZ5111oTPp9frMRqNEVmC6nQ6efNbX1/PH//4RzZv3sx9993Hc889x4MPPkhZWVnY4tp5J2llpxXtyx8QyE4lEGuCgIgwYkfR1oMw6kTR2TcmXPL76RI9vC4OcZZgIubzGC9cNWp1dTVKpXLKxZYwNDREc3MzTqeTwsJCMjIyaG1tpaKigoKCAvlhMBgMLFmyBPhCHQ5jO+yZLqhEiNORtFqtlgU308Hv99PY2EhPTw9msxmj0ciJEyfQaDRER0cH9a6WvouUlBQUCgXr1q1jZGSEp556ihtuuGHK6ydf1/Fqb8HuRH24EtXhSkRLDIFUC4HYMdLV2obwOwKoehwouvtRVgaf0RxpJN3R0cHJkyfRarULPn1oPKQ6ut1up6Wlhejo6LAXslDQ3t6O1WolPT19Qj+r2Wxmk2BiI0YaBDcnRAe1opNG0U2j6EaDwBKVgeLF+aQX5kNGEqJWDSJjrVgeL4reQZTNXSiau0JuadTpdKjVamw2G2lpaXIros/nY2BggL6+PgYGBjh9+jRqtZqmpiZSU1NDUm5LbYwSlEolqampJCcn09HRQXNzM+Xl5SQnJ5OTkxPyhkyaEV5VVUVzczMFBQXcc889PPDAA/T09PDNb35z3kokF154IS+//DK33367/LOdO3fywgsvUF1dTWNj46wznyfj+PHjDAwM8P3vf5+HH36Y++67bwoJGI1GlixZQmVlJS0tLfJaNBs6OjpwOBxkZWVNEEKWlJRw1113cd1117Fq1aqQpgKKosj+/fv56KOPZI2N9DzHxcWxevVqNm3aFJKOYzxJj0+zf1kkffr0aV5++WWGh4dZv349Z599dtA12efzMTo6GlGwIJlhvfvuu4yOjnLTTTfJZdd/+7d/45577qGnp4fu7u6whlOFne4GZk2DKdt6ULbNPDS+RXSzVxzmIiEu5Ah6Mvr7+3nvvfe48MILpx1iITnfKJVKTp06RXFxMRkZGfT09HDs2DHWrFkzZQGSBA6hYLZIejZIKZCRkREsFgtZWVmcOnUKp9MpT2ORxA3jEWzDdO655/LRRx9FPOlGAATrEArrF/Np9eIoAgo0s4iVJJIOd7bte++9B8BZZ511xhWfSqWSoqIijh8/TnV1NStXrgw5CxEK/H4/7e3tspvUZEzeOL2kzKMKJ+Wig1aDkhPxRk54ezDVjbC0L4Fl+hgs5tgxstZp8Oek4c8dW2gUAyMoq5tRldcjOKav95lMJkpKSigvL6eqqoqCggI5q5SYmEhiYqKcPo2Pj6e1tZW2tjZSUlLIzMyc0XlpuoVNoVCQkZFBfHw8tbW1DA8Pc/z4cQoLC0NOqU/OZun1en7+85/z6KOP8sc//pEbbrhhXog6Ly+P0dFROjs75Q2MTqfjnHPO4Y033mDv3r1cf/31IR/P7/dz+PBhAC655BLee+89ORU9GfHx8URHR9Pb20tmZuasbVWSb4XBYAi6kU9MTOSXv/wl9957r6yWnw7V1dU88cQTLFmyRBZWjX+fvr4+Dh06xG9+8xuio6PZtGkTGzdunPY7l7pKJkfS0vM1ueS4EOjr6+PgwYPs37+fxMRELrnkEmBs4zzdfdfR0YFarQ472zM4OMhrr71GQ0MDP/3pT1m5cuWE3+t0OgoLCxkaGqKsrGzhSDqkdHcI8Isi74jDXCzEc6k/+HjKkI7j93PppZeiUCimJcmBgQFMJpPcI9va2irPca2trWVkZGRO/Z2zqbtng8vlwuFwYDAYKCoqoqmpCafTSU5OjiyQk34/HtL7jT93QRDYsWMHAwMDs5J0qBmLY8p0fMwumJFIOpx0t9/v5/333wfGFOtfBqKioigoKKCqqoqqqipWrFgRUaorGPr6+vB6vWRnZ4dUi9ULClZiYPn6tfQWZlDZ1kTViTJszV0c9tdxGEgV1KwQolhKFPooPf5FKQSyUvBnp+LdODb2VdFlRfVZJYrR4NHKeKKurq6WIzGJ5DQaDTfccIPsjtfa2kpnZyfd3d2kpaWRkZExZXG2Wq2z1vCioqIoKSmRa9UnT54kNzd3xiyTBEEQpmhhlEol3//+9+U2qUhtFyfj61//Oq+99hrf//735Z9t376dN954g3379nH11VeHLMKqq6ujo6ODnJwckpKSuPjii7nzzjtZtGjRlAEegiDIIlaPxzMrSUuuiDOlT9PT07nmmmv429/+htPpZNeuXRNeOzIywtNPP01fXx//8R//EZQ8BEEgMTFRboOTosVbbrmF5cuXs2XLlimTrHw+X1DhmETSwYRjgUCArq4umpqaaG5upqOjA5vNJrepiqJIXFwcSUlJZGRkkJaWhkKhwOVy4XK5cDqduFwuent7qaqqIj4+npUrV/Lzn/8cs9mMKIocOXIElUoV1MNf0h6Njo7i9Xrp7u5Go9Gg0WjQ6XRBAzePx8Pf//53Dh06xJo1a9i1axcmkynod3LuuefyxBNPUFVVFVbW8Esh6TIcLEaHeY4iGWnnf+TIkaCLYCAQwOPxEB8fT0xMDMnJyXR2dspffGxs7JwNGKSHNVIFq1arxWg04nK58Pl8dHZ2YjAYJowKdLvdU24q6fMGJvXYbt68OaLzmA5KwBMCSUspMKmXPhQcPXqUwcFB0tLSQk7vLQQSEhJIS0ujo6ODhoaGeRvl193djUKhCKvX0re5hLi7f0BOTAxXfe4DfPr0aT744AP++qPb6RS9dIrD7MVGsV3PytM20k83oVYp8edl4luWi2/5YvzFOaiO10yb5jQajaxcuZKKigpaW1vxeDwsXrx4wmsVCgUJCQlYLBb6+vpobm6mra2Nrq4usrOzSUlJkRei3t7ekIQ2giCQkZGB2Wzm9OnT1NePbdJDIerpjnfllVdy3333ceDAgbBbZ4Jh9erVPP/88wwPD8ubz6ysLPLz86mtreXAgQMT/L5nwvHjxxkaGpJV3SqVijvuuINf/OIXmM3mCfe9RBJS/ToUGAwGhoaG8Hg8QTcO0dHRaLVavvOd73Do0CHuuusuli9fjkqlorKykq6uLv7t3/5t2nJhMCQlJXHZZZfx7W9/m5MnT/LWW2/xyCOPUFpaSm5uLhkZGSiVyqAkrdVqGRwc5NVXX6W5uZnBwUG5y0AQBLmunp+fzznnnIPZbCYqKkrejNhsNjo7O2lra+PkyZOIooher0en06HX64mJiSEnJ4errrpqyvXo7++X22yDbcSlz69Wq2ltbQWQ/R8UCgUWi4WkpCRZ29TT08P999/P1q1bZVe6iooKOjs7GR0dJSsra4KnyDnnnMODDz5IU1NTSNdZwoKku4NhfOR24PbbufO22+QHYK5QKBRBL7pEnNJNYrFY6OzspK+vj/7+fsxm85w3HNKxIyVphUJBXFwcTU1NtLS04Pf7iYuLm1DLCRalK5VKNBrNnGfwzobS1/+ERqPhvPPOm/K78XVtiaTDqUm/++67AOzYsWNB265CQU5ODiMjI3R2dmI2m0lMTJzzMSWv3lCjLv+iFLxri2RDC2nnXlRURFFREWk/fphqwckJ0UGz6KZMdFAmOrAIKkp9BkpON6CvbiawOB3vphK8awo5cuQIixcvJj4+fso11ul0rFixgoaGBrq7u3E4HBQXF085XymSslgsdHd309zcTF1dHUNDQ2RnZ6PX6+nr6wvrmkVHR7NixQrKysqor69HEISwrIYnn98tt9zC7bffTnFx8Zx73wVBYOfOnbz77rsTWqbOO+88amtr2b9/f8gkfeLECSwWC1/5ylfknxkMBu644w7uuecevvvd77J8+VhnQGdnp+w2GGq5LTExkYYXX+bDB/8HfW3wrOTw2Vuwxsex9G9vsPTDdygvL8fn83HllVeSmpoa8bOnUqlYvXo1q1evlgVsLS0tHD16lKamJsrKysjOzp4SSRuNRnJzcykpKSE2NhaLxYLBYJj1PCQbTrPZTGFhYdjn297ejtPpnDHLuHz5crnM6PF45H+SyLS3t1d2Gnv00Ue58cYbJ2zqi4uLaWhokGdKR0VFyRslSZsktSWG+h2f8Uja7/djt9vnjaBhLNIMVkuUUuDSTWI0GomKiqK9vV2uk80VMxFpqEhNTZXHBUp2c+PPO9ixBUHA4/FMiaTnG263O6TvO1zh2MDAgJwBOZNOSNNBoVBQVFTEsWPHqK2tla3/IoXkthTOs5Lx0u+w2+0UFhYGfYC/4a+V/7urq4u9e/fy9HduxCr6eFcc5gOGKRD0rKxz8YPKvfI0q8rKSuLj48nLy5uSOZLsUpVKJR0dHVRUVFBSUhI0+lYoFKSmppKQkEBTUxM9PT0MDg5SUFBAb29v2NadWq2W5cuXU1ZWRl1dXdhZh/GIiorikksuwel0zotBzcaNG7n77rsnkLSk7K6oqAhJiOX3+2loaCA+Pp7i4uIJv7NYLNx111089thjVFZWsnLlSnp6etBqtSFb4ko2lKJahaOwAF1dQ1BXQHV3D74EC96kROLj40PeYIQDjUbDmjVr5GvU2tpKc3MzXq93wqYvKioKtVpNfHz8nK1Ww4XdbsdkMs2aPVWpVEH5yW6309bWxv79+9m3bx+//OUvyc3NnfAahUJBSkoKGo2G9vZ2ent7ZaW80WiUn5Wurq6Q+WdeSTqUOmdXV1fEqa3pMJ0tp0Ru0k2iVqvlkZTp6enz0qcn1Y3m0pyvUqnIzs6msrISm80mX1+JpIPV26XPu9Ak7XK5phVTjf++x5N0KC0Gn3zyCYFAgA0bNszrhm0u0Gq1FBYWcurUKaqqqigtLY144pPf75+xhW4ynE4nHo+H5OTkkHzxU1JSuPLKK4m5+j7qBRfHRQf1oosq0UmV6KT8uuv42te+xpYtW+jo6MBqtTIyMkJRUdGU6y0IgkywHR0dVFdXU1RUNO13qFaryc/PJy4ujpqaGqqqqmhsbGTjxo0hfdbx0Ol0E4g6Ojo6oklBwJQa71xgMpkwGo10d3fLG4f4+Hi5LFJXVzdriaajowOv10tSUtIYmYqinIHQarUolUq2bt3KP//5T1555RXWrVvHWWedJXsrjIfb7WZkZISRkREq/+t3+MxmxM/JRtTp0LZ1gkIBQTJrmo5OXPmL8SQl8HHxGDFuqTwxH5dpWrjdbnw+HwqFYsJnkTa+kmf2mYJkRzoXYajBYCAhIYHPPvuMyy67jPb2doaGhtDpdLLlq8PhQK1Wy2u22WyW3zMxMZFFixZRV1dHc3Pz/JO0dBKTjT7ChTQScj4RTt/ZkiVLUKvVqFSqeUmxSrWjubYUpKamEhsbKw8wmQ3SuS+0vd5MJD0earUag8GA3W5ndHR01ghSct6Zz4V1PhAbG8uiRYtobGykvr5+ykL897//nZGRES6++OIZnwNJnDI0NDSrtzuM1a/dbnfYUeCecdG11WrlgcRlnMRBT08Pjz/+OC+88AK7d+9mzZo1dHV1UVZWNq1YKzc3F5fLhdVqpbGxcUqUMBkWi4WoqChOnjxJTU1NxM+T1CdcXl5ObW3tnIefzBc2bdrEp59+OsFLvqSkhI6ODsrKymYl6cbGsXZFaSZ9V1cXXV1dsjVmIBBAq9Vy4YUXcsUVV9DQ0EBFRQV/+9vfUCqVrF+/nvXr19Pd3Y3P55ODJK/FgtJmQ2ntR2F3oLA70La2IUxT+lLaRhDcHjxZWYgnyufcZx8KJJLWarUTnhNpA3amSVpyApur69qf/vQnfvCDH8hT9Xp7e4GxTbY00lXa4JlMJjQazYR7WalU4nK5wnI0C5mkJRKSvK7HI9ze5vkmFmkE2mQEi0Tn2/dX2hnOtaVAmis9PoqYnAkYD+nzLsRs3/Fwu90hi+vy8vLkoQszkbQoilRVVQHM6F73ZSE5OZna2tqgRLF7925ef/11fvazn3HFFVfMSChSC9PQ0NCMPdgOh4P29nb0ev2cerUtFgtbFNGcJZpI/PnPeemll6ipqeH555/nlVde4dxzz2XRokXTirUkv+yysjLa29uJioqatVUkKiqKZcuW4Xa7aW1txWQyRTRCNTY2lqSkJLllMtQZyQuJ9evXc88990wg6eXLl/OPf/yDiooKLr744hn/3mq1yoN7YOy+j4qKkg2OAoHAhJT5+E3RwMAABw8e5Ec/+hE7d+7EcvAw6p5eVP2DxA0NhTWURQDU/f24s7MI6PUonU45opYw35G1tAmZLBzT6/UoFIoz3ictraFzsQH+9NNP0ev1cnuVNIN9MiZPHJT40eVycejQIWJjY+nsnHmy4HiE3GsiXdRIU1ESJlunzQckBV6wn0PkPcyhQCL9hfCilc47GEnP9Lv5RDgk7fF4aG9vn7Uu3dLSIveFz4dAaz4RCASorq6WjWQmQ6FQ8PWvf52f/vSn7Nu3j9tuu42jR48Gvael4S/19fXT3oOiKFJbW0sgECAvLy/igRQSdvlq2O2vZd26dfznf/4nv/71r1m1ahVut5tTp07xxz/+kRdffJF9+/YxMDAw5e8lv2yNRkNDQ0NIm0+73U5RURFKpZLTp09HvBCmpqbK/bX/CpA2muMJRSLcUPzDJT/u8Zshh8Mhd0DM9F3HxcWxbds2Lr30Uvbu3Yvm4wPo6xpQDwyEPTUNQPH5+iRqz4x/t0TSwBR195dB0lJmay7r9KuvvsrVV18d8d8//fTTnHfeeWg0GqxWa8h/FzZJz0VMAwtH0l6vl6GhIZxOp3x8KQU7F1HXbJBUiR6PJ2KF93SQBHHjidjj8TA4OIjb7Q7LdCVSuFyukElaStXOZmhy6tQpYCyK/ldIa45Hc3MzQ0NDJCUlzShiSklJ4aabbuLmm2/m4MGD3HrrrXz22WcT7m2j0Sj3H1dUVExYmKR2kqqqKoaHh+XWjvmE1Ft811138dBDD8kCsaamJv7whz/wox/9iE8//XSKrkGj0ZCfn4/f76eurm7W57WxsZElS6XBZpcAACAASURBVJbIKtdggyJmgnT8rq6uWR3+zjTy8/Opq6uT/z8pKQlBELBarbOuK319fQQCAbk1LSkpid6X3+HYr37PyzfewasXXEl7ezuDg4NBjyWKIoF9H5Pf3sWh0fDtdifA50dwOiGEdsq5Qmp9lb7X8WuURNIul+uMbsYk3ol0A9nY2IjFYsFsNvOmqmBCtCz9/+Sfj/99VVUVHR0dfPWrXwUIi6TDTnfPNZKOjY0NuoOfC4xGI319fZSXl8spJUn0I4rigtY/JAFIIBCYd9W61Jyv1+sRRZGamhp5AfT7/ZjN5gVf0KZTzgdDqArvf9VUt9Vqpa2tDYPBQF5eXkjXNjk5mRtvvJG+vj5efvllXnzxRbZu3cpXvvIVzGYzGRkZuN1uOjs7OXr0KGazGZVKxcjICG63W1aDhms1GS6kCUmXXXYZb775Jq+++iotLS3cfffdLFq0iD179nDuuefK33V8fDzp6enyoIyZRC6NjY3k5eVhsVioq6uju7s7qANWMAwPD/OHP/yBH//4x/T09BAdHR32YIOFxJIlS6iurqakpAQYI5yEhAS5HWcmEazUWy4tyCqVCu0z/8RXuIjA8jx8xdk0NDTIr9doNHJXgTQ72h8dzcrUVP5cUcFZJjOKSJ93hQJRrwdhfox6ZsJk0djkueSS+dRC6JOmQyAQwOVyRVzufO+994K2oYYCryjy2GOPcfvtt8ufd0FJOthFlWzj+vv78fv96HQ6uR9uMpFER0dHNIRhJiQmJsqEJg3urq6uZunSpej1egYGBkJqmYgEGo1GJmmHwzGvJO1wOOR+aMl9Z7wY4UxMkZF2vF1dXbjdbux2O4IgYDKZSElJmbBLDtUaVBJbhLqQnwk4HA5qampQqVQUFxeHfa8kJCRwww03MDIywscff8x9992HyWTinHPOYe3atVgsFpqbm7HZbLJgKCUlhZSUlDn36ocDi8XCVVddxZ49e/jjH//I4cOH6erq4tFHH+W5555j9+7dsmvSokWLsFqtNDc3ExsbO63BRmNjIzt27MDn8yGKYljC0vfee4+SkhLa2toQRVEe5/qvgoKCAj744IMJP0tJSZHbaKYjaZ/Px+DgIOnp6bzyyits2LCBvVHLUACaI6cRj5xGjDYw9LePCCTEjHnmJ8QgxkYjKj7//IKA4PGhPNxG4pBAc6yLHF2EpPZ5tkSc5r6eT9W3NDp4srIbxtZLhUKB3+/H7XafMZIeGRkhEAhEZD0cCAR44/qfkSwk0DXu3gwWNQfDx6KNc889l6SkJPn5sNvtIYty5yWSloZZu1wuBEFAq9XKaQW9Xk9aWhrJyclyKksSes1XqtZoNMpj6wRBoKysTN4wmEwm+vv7sdlsC0JqarVaJunR0dCGHIQCv98vq6QFQaCvrw+Px8PKlSvlDMFCLmaiKMqWkKdOnUKhUMi7exirQ3Z2drJ27Vr5PEJNd0sq1fkW8UUKv99PVVWVPKlqLguHyWTiggsu4IILLqCtrY0PPviAF154gaKiIs455xxKSkpkwdCXSUaxsbF885vfZP369dhsNvbv309tba0sMtuxYwdf//rXZdV1RUUFpaWlQUsffX196PV6uX84VJ2B3+9n37593HvvvZSXl2Mymb608YXTQXJbG/+8SZF+f3//tH9ntVoRRZHU1FR27NjB888/z3gpnAAINjvY7CibvhARiUoFYlw0YowJURBQ9AwgDI9SJOg55bBHTNJK29gz54uNQW2d/rznAx6PRy7HTSZpKZJ2u90LqhWaDCkwiESQWFtbSzLqiLIYXaKHdjxccMEFAHKAMzAwwOjo6MKQdLCa9OjoKE6nk9WrV2MwGHC73TgcDoaGhuju7qa+vp6WlhaKi4sxm80kJCTQ19cXlsn4bBi/4BmNRoaGhnC5XBPsKhdiAdBoNDJpzqcYQoq4pHOWdl3SxmYhF3hpwMLw8DAej4ekpCTZFUin0xEIBDh27Bgej2eCWUGormNzca6bb0i9q3a7nczMzHlVFWdkZHDllVdy+eWXU15ezltvvUVraysbN27k7LPP/tLTujk5OQwMDKDRaPjlL39JU1MTL7/8MseOHeP111/nrbfe4itf+QqbN2/GbrdTXl5OSUmJ/H2Lokh7ezter5fjx48jiuKEyVqz4eDBg5SWlsr3enp6+r9UFA1jz1lCQsIExbm0Bs70vEvpzISEBL761a9yxx134BM9JAszC7cEfwChbwj6Jm50F6Hl3Z4+Bnv1xC4JXxek7h8rMfri46CuYcrv51PdLelzlErltCTt9XrnpLQOB1IAZTKZwl5z3lQVsNc/xBIh/P5qvyjyD3GYrwkxE1owjUajTNKhrDfzEkmnp6dTW1tLTU0N2dnZxMbGotfriY+PZ9GiRXR3d9PU1ER9fT3p6ekkJCTQ09NDSkoKoiji8XjkKDSS9o3JGK/qNpvNKJXKsKczhQqlUilnBuYzkpbONyYmBlEU8Xq9cxbtSRgdHcVut8t2deONUUZGRmhqasJut6NWq1m+fLmcpZDq+y0tLbjdblJTUyeI2kJJd0uWe4IgnPGpV8HQ1dVFT08PsbGxYc9PDhUKhYIVK1awYsUKnE4nBw4c4OGHH8btdrNu3To2btw4rxvWUKFWqykoKODUqVPU1NRQWlrK0qVLaWxs5JVXXmH//v28//77vP/++xQUFLB8+XICgQBxcXEEAgGGh4c5efIksbGxGAwGcnNzw+rzfvPNN7nlllvo6emZc/vZQiIxMZG+vj55QTWZTCQmJs4ofJKeAcnn+frrr+eW+//ElVgiisiUgkCeqKMcB1sJfx1QuFwoHI4xkl5gjK9JT+4+mVyTPhMYGhrCZrORmZkZ8iZQSmV7xACNgptzhfDLmJ+Ko+SjI0GYuFGRyluh8sW81KQTExMZHh7m/+PuzcOjqs/3/9eZNTPZ952sJBCSQFhkR8AIomJRq1IqYqtWvWrr14VWwCJaFDf6sZ/aunT71NalShVBoYCgIrtA9oQEspF9ss4kmWTW8/sjPccEssxMErS/+7pysWRycubMOe/n/TzP/dx3Y2MjhYWFqFQq2XYtMDCQmJgYfH19KSgo4Ny5c7S3t/PFF19gtVrp7e1FFEW8vLxkl5PR7qb7D64rFAoCAgJoa2tzuQfgDux2O2q1GqfTOWaEOFEUaWlpQaVSyeVutVo9ZjtPaUxKGkfw9fXFbrdjtVrlhSc5OZn6+npiYmJobm7GZDLR3Nwsn0NAQMBlZCJXMmnpxpTe17eJ9vZ2ysvL0Wq1TJo06Yqcj06nIzs7m+zsbEwmEydPnuTNN9/EZDIxa9Ys5s+fPyZyta5CchVqamqSs43ExETWr1/P2rVr+eijj/jss88oLS0lLy+P2NhYZs+eTWpqKmq1mqamJm644QamT5/u1vUrLS2Vq0RtbW2EhoaO+6SCp5Aqf5JetFKpxGAwDLvIXlotiouLYwIaztLNTDzbnM4VfHhLbGG+GILKg3tV1dqGNTYGp1aDwjJ+AdJsNuNwOAbtSffPpK+UoIkkHOJJ5WqPaGSu4IvSzevdLNooo5e7hcszZSk5GbcgPVg2JwgCKSkpxMbG0tDQQHt7O52dnTITOSgoiAkTJjB9+nRaW1tpbGykpKQElUpFQECA7IxisVgu03r1BGazGa1WKwfk8PBwWltbaWpqGmCMPhZwOBxotVqsVqvboydDobOzE7PZTGRkpJzl+vn50d7e7pJ61UiQMmmJeQx9mw29Xk9AQABBQUF4eXmxc+dOuV8rkdUiIiIIDw8fNGNyxVtb2hiM9WbJXZhMJoqKihAEYVBTCejru49V9WIw+Pn5ce2113LttdfS3d3NqVOneOutt2hubmbmzJnMmzePhISEcd88RERE0NTUhMFgGEBii4iI4MEHH2TNmjVy+dtgMLBz506ysrJ4+OGH+eCDDwbwElzFrl27WLRoEefOnUOtVsuqXN9FSEFagiuSvIO1dBYJvvxVbGESOnw8cADUCQoy0bHzXCPLFP74pbo3aSMFaVtYKNqakee8PYEoinR2dsqs7sGCtHSvdHZ2jju3xul00tLSgl6vd+lZ7k8GyxP7Yt5Uwb3r7BRFPhU7uEHwHzS4S0Fa4uaMBJeDtCRqMNziqtPp5FESi8VCR0eHzPpua2sjICCACRMmMHv2bOrq6gYYY1dUVMhki9FAKsmqVCqZoRscHIxOp3NZV9odSEzdrq4uGhsbx+SYLS0taLVawsPD5f/TarU4HA56enpGHTgkgfvBLBnNZjM1NTU0NTVRWlrKkiVLSEpKIjAwULaMGwrS9R6uDChlS9+mYEVXVxcFBQWIokh6evqg7GqLxcKTTz7Jddddx7Jly8Y9UHp7e7NkyRKWLFlCb28vp0+fZseOHdTW1pKVlcW8efMu8+wdK0jvf6jNlb+/P2vWrGHOnDns2bOHTz75hKNHj3Lq1CmCg4PdlgmWRt2kkmhmZuYVY/l6gtDQUHlsEL4J0sPdw1I1qX+QVgsKFuPHftHILYJnZec5+PAxHXzpNHGjeLn643DQ1NVjnpaJJSF+3IJ0b2/vgETr0ntDev4VCgV2u10eMR0vtLe3Y7fbiY6OdvlaiaJIDmZyRTN3Cu63X0/RzQS0Q/IP3M2kXU7J3F0cpCCTnp7OjBkzCA0NxWg0kp+fL4/z9IcoivT09IxaEESyGOuf6Ukl7/b29jHtGwOyPq0gCGMSpJ1Op+xD3P8Bl/q9Y1FSN5vNl4kn2O12ysvLOX36NI2Njfj4+CCKItdddx0xMTEuWclJQXq4z3C01p6jRU9PDwUFBTgcDiZPnjwkmVCr1bJt2zaqqqrYvHmzrMN8JaBWq0lPT2fNmjU88sgjJCcn8+mnn/Lzn/+cN9980yWBEXcwWMbTH1arlfz8fOrr68nKymLDhg1MnjyZ7u5uKisreeCBB1zyyLXb7bS0tPDGG2/Icorp6enfCW7CcLg0k5aqisNV/KRM+tKRzBTBCwdQLnqmfCUIAiuFvrXtdyUXOXyuGZPDtWdJ2W1G3WTAFhGO4z/cokVFOWNKGpPWVynwXjrKKP1b2ui4mk16Cokb4CrXqVd08pHYTr1oZa0QgsbNufI20U6haGaRMPRYZUBAAJGRkS6LbLmcSbuSJQ0FaUTKbDZTWVmJwWAgJyeHyspKJkyYgFKplAlpRqNxVJmiNBZxKQklLCyMhoaGy0p6o4VU7paC9Ggz9Y6ODmw2G5GRkQOOExgYiEKhoLW1dVQ9S8ltSdrESDPu5eXlWK1WvL29SUxMlM3K3dnlSvfIcGVAtVpNVFTUqEv2nqC3t5eCggKsViuTJk0akVnp5eXF/fffz4ULF/jb3/6Gj48Pd95557iRvCwWCzU1NbS2tg6QL/Ty8uLRRx/FbreTl5fHzp07aWxsZOnSpSxevHhMVAAlA51L0d3dTUFBgUwUjI+PR61Wc/XVV7N//35effVViouLufvuu/nBD37AmjVr0Ol0srhPV1eX/CXde2fOnGHr1q3ExcWNazthrBAYGChLeUIfpwMY1pd4uAmG5YI/74mtxKN1u9cJfSSyqwU/MkU75+jhg9ZmzM5v1mUlAoIgIPBNFiYIAirA+9AhdEkJBOs0hLe1ktLYSEhIyJjxAaTNzFAbr/6ZNPRVVcZTGthkMqFUKke8z0RRpKCggL+LLcwRfMhws8QtHWOP2MFyIWBYzoBWq6WhocHlhMvlT0a6uKPJgPR6PVOmTJF7rZL5QGRkpEwYa2lp8dj8XQo4SqXysp6pZNTd3Nw8oruPO3A4HKhUKry8vLBYLBiNxlH52Uo3+aU3ruRxKo2WedrTlUZDQkJCMBqNVFVVYTQaUSqVJCcny59NY2Oj20QLVzZyWq2W+vp6WabvSpHHrFarXOJOTk4e0EoYCcnJyTz99NPk5eXxm9/8hqSkJG6//fYxZSM3NDRw4cIFnE4ner2eCRMm4OfnR3NzM01NTTQ0NBAREcGMGTOYMWMGJpOJQ4cOsWnTJuLi4rjuuus8Jr9JmfSlOt3SNbNarUycOHHAc6lUKlmxYgXz58/nlVde4cCBA7z11lucOXOG73//+5fdn15eXoSEhHDmzBluueUWeWLgvwGSDoKEmpoaYPggPVi5W4KfoCRJ1FJED5l4ruAYKKiYiy/8Z//gl6pHFEUcgIiI8z/FFvE//7aJIkaHg5rgEExeXrReKKfxr3/FYDDI9qOTJ09m0qRJHk3ZWCwWWlpa8PPzG1IMqP//+/v709LSMiaEXqvVSn19PXV1dXR3d2O323E6nZSUlKDX6+nu7kahUPRtXgRB/rvFYqG6upr6+noCAgK4VQgiSPBsw3IWM6GoiR1hzE5KSF0d2b0imfSlCAoKIiwsjKSkJKqqqigtLcXLywtBEGhvb6eurs4jz+nW1la6u7uJioq67CYRBIGAgAAMBoNbphEjob9vKPRZDo4mSJtMJjQazaCjblFRUbS3t1NbWzuo+4orx66trcVut3Px4kW6uroQBIHo6GhiY2MHlO8KCgrIyMhw6/iu3COSgpo0gjFWn8NwsNvtFBQUYDabSUhI8NjPfOrUqWRmZnL06FGee+45wsLCuP7665kyZYrHmw1RFKmsrKS5uRm1Wk1iYqJszAF9D3Rvby9lZWVUVVXh4+ODWq1Go9EwY8YM5s+fT0NDA3v37uXNN99k8eLFLF261O1qUVBQEE1NTZjNZvR6PQ6Hg7KyMmw2G0lJSUNunP38/Ni8eTPXXnstL730EpWVlfzf//0fDz74IAkJCfj4+MjnLIoif/rTn3jmmWc8ulbfBTidTtlcw5VMeigFwtmCD++JrWTgXl95JEgZMwhc6kmpA/yUKoLsTnozp+Lb3kn2hg1AX8AoKyvj3Llz7N+/n46ODqZOncrs2bOH9Rbvj/r6ekRRlOVkpfPpj/7trujoaIxGI/X19W7L4kpVsdOnT8tKgVFRUcTExMj3W29vLwqFQtZ2cDgcOJ3OPk30//ypVquZN28eSUlJ6HQ6Pnn8NbfOQ4JRdHBG7B6UzX0p/iuCNPSVO2JiYggLC6O2tpaGhgbsdjs9PT0y83u4bEfqyUk3gdPppLq6GkEQhiwH+/r6YjAY6OzsHLPgIJXBwsLCMJvNNDY2jugzOxSk9z/UGFpwcDB6vZ6GhgZiYmIG7D5Hykq7urooLCyko6NDlqULCwsjNjZ20NJUfn4+N998s1vn70pPGvpuUqvVitFoHHcXLIfDQUFBAV1dXcTGxo5ailQQBBYsWMD8+fMpKytj7969/OUvfyE7O5vFixe7pW0viiIXLlygvr4eHx8f0tPTL7svdTodKSkpssG8dL/170kLgsCSJUsICAigsLCQp556isjISJYvX05GRoZLC2xwcDBNTU1cuHCBtLQ0zp8/T2trKzExMS5taubOncurr77K1q1bqamp4fe//z2PPfYYV111lfyas2fPkpycfEVlUMcKUtvHYDBgs9kICgoatoQqjRcN9RofQUmUqOE8FlK4spMOmvoGelMnDpiZ1uv18iw/9CUfeXl5HD9+nDfffJMlS5Zw4403DlkWl6SDtVotwcHBcpC+FP3jSHBwsFz6jYuLG1GKV9K/P3PmDJ2dnWRkZDB//nzuu+++Qc/Lbrfj7+9PUFDQuPoEiKLIIdFINn4u9bClNcJVe2O3g/RYEH4kNRroI18kJiYSFxdHXV0dFRUVdHV1UVRUhEajuYzYI80jV1dXy961wcHB8s9FR0cPWTqRSk+STeJYQOqBR0dHy+YCnqKrqwtRFIdcxARBICEhgaKiIoqKipg2bRp2u53q6mo6OjqIiooiIiLishtWsilsb29Ho9EQGxtLQkLCkBsVURSpqqpyeyxG6jOJojjspiExMZGzZ89SWlo6rkHa4XBQVFSEyWQiKipqTMd8BEEgNTWV1NRUOjs7+eyzz9iwYQOTJk1ixYoVLgmjVFVVUV9fj5+fHxEREZSW9vnOJiYmDtg46fV6UlJSAGRhG5vNJosAdXR0yIINsbGxbNiwgdbWVvbt28ff//53Vq9ePeIcc0hICFFRUbS0tHD06FGgL7t255pFRUWxfft2XnnlFY4dO8bWrVu5//77ZUnE3bt3c88997h8vO8Stm3bBnxT6h6JFyKVx4fr9c4VfNgltjMR7RVr+wAoO/pK8Y6AoQU6NBoNs2bNYtasWZjNZnbv3s2vfvUrHn/88UFL4dLmJSEhYVi+Sf+2qVTFq6iooKmpadBqjcVi4ciRI+zfvx9vb2+uuuoqHnroIZdacZI9ZXt7Oz09PePGIs/BjBcKEhWubbakdddV3Qu3e9LDkYJcRU9Pz2UZh1KplPtweXl58hxrSkoKAQEBWCwWOjs7qaurkxeotrY2Ojo6qK+vp62tDT8/v2HLJhJDeSwZ3lKPNy4ubtRBWmI6DpdphISEEBsbS01NDQUFBbIogCiKlJeXU1dXR1hYmDzrbLPZOHfunJxBp6amjphN1tfXExER4fbCId10I43kTJ48mbNnz1JSUsLChQvd+h2uQupHtbe3Ex4eTnJy8rgthL6+vtx8882sWrWKnJwc/vGPf9De3s68efNYtGjRoAtKTU0NFy9exMfHh8jISM6dOydvbLy9vYck3giCgEajkR2TAgMD5Xn3uro66urqKC4uxsfHh3Xr1mGxWHj33XfZsWMHa9asGbKFIQgCycnJqFQq6urqiIqKYsKECW4T/HQ6HU888QTvv/8+//jHP3j99dfp6OiQP+crKdQyHqiurgaGL3XDN+vkcPdcoKAiRFRRK1qJFTyv7Lk7L62w2frUx1xsy+n1eu644w6mTJnCli1buPfee2VXMPhGHlZydOuPS9+/1A92Op04nU4iIiKorq6mrq6OiIgI+X6rrq5m3759FBQUMH/+fH7xi1941CdPSEigoKCA8vLyYbNpV80yLkW7aOeM2M06F8rcEqS24pgHaSn6j0WAGyxISwgICCA0NBSr1YqXlxclJSUDvq9UKomOjiYyMpLu7m5KSkro6uoiMjKSpKQkFAqFPCttMplQq9UEBgbKc9NqtXpM5eikTFrKOOrr64d7+bCQKPnStZakF6VdoETIiI+PRxRFmU0eGxtLfHw8jY2N8uJ/8eJF+bharVYWdxlpcYG+sqRU9nIH/Ulpwy1OEmmo/+zpWEKy9ZT0lsdrvvhSCILA9OnTmT59Op2dnZw4cYL//d//xW63s2DBAhYsWIC/v79MVpF0BUpKSmSJ1paWFo92/FqtlsTERKKiorh48SKNjY3k5eURFRXFQw89RFNTE++88w7vv/8+P/zhDwdtyUiVmri4uFGx7wVB4I477iA4OJjf/e53nDx5kkOHDvHTn/7U42N+VyBVGaZMmTLs6/z9/V0asZkqeHNK7CKW8edm9IfSaMIWGeGWO2B6ejrPPPMML730EvX19axYsQLoI7uazWZiYmJcmplXqVSyvrfkBldbW4vBYKCpqYk9e/Zgt9u57rrruPfee0d1LwYFBREcHExraysGg2FMK3dOUWS32MEKIcCtUS2NRkNQUJDLLVeXg7S0uPdf/D2FZCk5FCQ7xqioKFk6VKvVynrg0o3g5eXF3LlzZYEPm80mlxClB0SSHNXpdCiVSmw225jKD0pBOjMzE+gTZfFUFUwiM5w/fx6FQkF3dzcOh0PmASgUCkJDQ4mNjSUpKYmIiAhZZk+hUMibl7a2Nsxms0ycCAwMpLCwEF9fX5fO6+jRo/zyl790+/ylID3SjjclJQWFQkFlZaVMVBorSNfPYDAQFBTE5MmTv5VxL19fX1lNrL29nSNHjvDcc8+h1WqZPHkywcHBhISEUFRUJDO6m5qaCA0N9XjEy263YzAYsNvthIeH09nZSX19Pa2traSmprJ+/Xqqqqp45513cDgc3H///YMuWmN1vbKzs1GpVLz44oucO3eOJ598ckyO+22hqqqKCxcu4O3tzezZs4d9rdFolK07h0M0atpx0C068PZAhcxTxDxwH52dnW5/1oGBgWzZsoXt27djNBq5/fbbqa6uRqFQDKiSDPe++7dOtVotsbGxnD9/nieffJLJkydz1113eUzuHAxJSUmYTCZKS0vRaDSjIvb2xym6iUFDzAhs7kuh0Whoa2tzOQ65HK0kOU2p3DMaqFSqYXeZTqcTjUaDj4/PiK4lSqUSlUpFeXk5TU1N8gcfHR2Nn58fNpuNhoYG2WlHo9F4TOy6FCaTCZPJhEqlYsKECYSFhWEwGKipqfFIfjQ6Ohqr1Upzc7OseysJiXR3d8vSpk1NTYSHhxMVFXXZB61QKAbtt+t0OpcEMJqamgblAriC/s4/w8HLy4tJkyZRXFzMwYMHWblypdu/azBIJf+Ghgb8/f1JS0v7VgL0pQgMDGTlypWsXLlSzhT++Mc/4uPjw9y5c7nllluoqKiQx+A8yfo7Ozu5cOGCLLUIfdc5Li6OmpoaioqKmDFjBvHx8WzcuJHi4mKee+45srOzueGGG8at0rB48WLOnTuHw+Hg7bff/q8O1JKv9KJFi0aULlapVNjtdux2+7CvFQSBLPTkYGYBV4ZQ59RoZAcmTz53jUbDL3/5S1577TW2b9/OrFmzLpsOGQ6Xqg7W19fz3nvvsWDBAlauXOnWeKQr0Ol0pKenk5+fT0lJyZAqg+7ALDrJE838WHBfD9xdfpfLK1hkZCQajYaWlpZRC6NLIzhDQTJ7GG6nIYoiRqORc+fOcerUKerq6vD19SU1NZWrrrqK5ORkwsLCiI6OZubMmSxcuJCFCxcye/bsMWOX5uT0KfWkp6ejUChkmc0LFy54dDydTsfkyZPlc50zZw7x8fGEhoYSHx/P9OnTmTp1quwilpOTQ15eHs3NzSNyBZxOp0tl/sOHD3P11Vd7dP79y90jQWKOf/jhh2OmPlZVVSXfB+np6S6X8a4kwsPDWbt2Lb/5zW9Yt24dDoeDTZs2sWfPHnQ62MS8lQAAIABJREFUnUe69e3t7eTm5tLZ2UlCQgJz584lLi6O3t5ezGYzaWlpqFQqSktL5QCelpbGiy++SEtLCy+++OKQbNyxwB133IGPjw8nT56UyXH/bbDb7Xz++ecAXHPNNSO+vr8T30hIR0eR2INzDFXkhoIIdM/MwuFwjCqjVCgUPPjgg1gsFv7617+61aKR7kFRFDl58iSvvPIKTz31FJMmTaK6unpMeE+Xws/PTx4lk6Y9RoMjYidzBR/UHmxyLBYLoii6nEm7HKQVCoVMOBptyVsypBgKkpXhUCXx5uZmTp8+TVlZGU1NTfj4+DBlyhQyMjIGkA8Gew9jmVmdPn0agBkzZgDIs8tlZWUeH1MiVgz1vYCAANLS0pg+fbostVpRUcGJEyeoqqoa8gb38vKip6dnxBG648ePM2fOHI/OXWK+RkREjPja2bNnM3HiRPR6vZyhjAZSH97b25uMjIzvrKMS9GUSsbGxLF68mAcffJDNmzcTHBzMH//4R1566SWKiopclv3s6OigsLAQQRDIzMyUM5q4uDiCg4Pp6upCq9Xi6+srl2AlaDQa7r77blatWsULL7zAv//97zGVG5UQGBjITTfdBMA//vGPMT/+lUBOTg4dHR3ExMTITPvhII1euZLQaAQF8Wg4j2dSoe6gNyUZa0w0wcHBLj2nw6G5uZmFCxdyxx138Pzzz3P48GH5e1K8GKwSKmXve/fuZc+ePWzdupWEhASioqLo6enBYDCM6ryGQlBQEElJSdjtdnJzc2VOj7toF+3UYCUDz9jiHR0dcnvSFbgVsaQSblVVldsn1h/e3t7ysP+l6OnpwWg0DqpaY7fbKSkpobi4GIvFQkBAAFlZWWRlZXlcuvEUTqeTs2fPAjBz5kygr9cqiiKHDx8edxs2X19f0tLSuOqqq4iMjESpVFJdXU1OTs6gvzsgIEB2hBkKFRUVhIaGeizVWF7eZybviqKbIAh873vf4+LFi7z33nujIvPV1dVRWVmJXq8nMzPTbcOHbxt2u53MzEy2bt3K9773Pfbv389jjz3G3r17h20LmUwmCgsLgb5qTv/MSNIL6OnpkT8XGJxRmpqayvPPP09VVRW//vWvx8xytT9uueUWvL29yc3N/a/Mpvft2wf0ZdGurDPx8fHExsa6nLHNFHz4WhzfNcMWEox5agaKbjOpqamjWi8dDgeVlZXodDquueYatm3bxunTp3n55ZcxGo0IgsDFixcHyKlKkMZoCwsL2bx5szzJEBMTg06no6qqatwMeEJDQ+XKZ2lpKefOncNsNnOjvXTA16UQAafOC2dEMAdDlCycMhXb0plYl83Get0crNfPw3LjAiwrF2BblIV9cjxDhf+mpiZEUXR5nXUr3UhKSuLgwYMUFhbKzD5PoFAo0Ov1dHZ2yqVnURTp6OjgwoULck+5P0RRpLi4mPb2dgIDA0lNTb0ialVDobCwEJPJRHh4uHyuaWlp3HDDDezZs4eHH36YW2+9lWuuuWbU1pvDwcvLiwkTJhAdHS2Xe/Pz85k+ffqA6xMeHo7BYKCyshKHwzFoxeHDDz/0uD/c29tLZ2en3J93BYsWLeKDDz6gurqaN954g5/97Gdu/U6n08mFCxdoaGjAy8uLzMzMcb3W4wGHw0FTU5M8hSCx0U0mE3v37uWxxx7j5ptvZvHixQMW1c7OzgFOXoOVLv39/QkPD6etrY3Ozk7CwsKGLEt6eXnxwAMPkJOTw1NPPcVdd93FrFmzxux9+vr6smzZMj766CMOHDhAaqpnIy/fBnJzczl58iQajYalS5e69DOSDrurBhLBggqlKGAQbYQJ7m0yXTHI6O7uJi8vD43DwbRp00a9ka2ursZisch6C1qtlkcffZSjR4/y9NNPo9VqMZvNg7ayrFYrjY2N/PznPx+QiGk0GiIjI6moqKCqqmpM5Zv7IygoiJkzZ3Lu3DkMBgNtbW1otVqZwCqKIgl5HyKKIhW/ex2nXodN8IKOLlq1Ap15p4lZcDWDNemcAL56lBcNKC/Ugu3yV0mWxq4SRN0K0lJZ9+zZs25R961Wq+xOJZUXIiIiOHjwIFlZWXR2dmIymbDZbAiCIPdh+6Oqqor29nbCwsI81igeK1gsFl5//XWAAYunSqXi1ltvpaCggJqaGv7whz/w9ttvc8MNNzBr1iwSExPHjcikVCpJSkrC29ub0tJSiouLmTp1qvz7dDodEydOpKSkhPPnz1NeXo6vry9+fn6o1WpaWlqorq6WladUKhV6vV6Wax0J1dXVmEwmkpKSXF4ABEHg0UcfZf369ezfv5/U1FSWLVvm0s9aLBaKi4sxmUxyv+nb3LR5ira2NiwWi2w0I8HPz4877riD66+/nvfff59PP/2UNWvWkJWVJZteOJ1O0tLShiX5paSkcP78ecLDwwkNDR3xmc3KymLr1q389re/JS8vj3Xr1o1ZZeLaa6/lo48+4vDhw9x3333/FZ+X1WrlD3/4AwCrV692Wa+9v3CSq7jqP+NYNwrukzaHQ09PD/n5+djtdiZPnjxqTo406unt7X1ZMjV//nzmzZvHp59+yuHDhwcN0kqlkkmTJg16HtHR0TQ1NVFbW4terx83MxuNRkNGRgZtbW20t7djMBgGrUDaw0MRus20X6imurqas4Za5uiC0H5wCMHUjWCzI6qUOKNCcEaG4EiK6cugtWpQDL5uSuRrVz0q3ArSUVFRREZGUl9fz7lz50acFXQ4HJw7d+6yEquXlxdRUVHs3LmTwMBABEFAr9cTEhJCdHT0ZWUAq9Uq3xRXauZ1KBiNRl555RV6e3uZOHEit99++4Dvh4WF8eqrr3Ls2DH+9a9/UVxczDvvvMM777yDXq8nLS2NjIwMUlNTiYmJwc/Pb0zfT0REBCaTiYaGhsscZgIDA5k1axZ1dXV0dHTQ2dkpGwF8/PHHTJ8+/bJ+ul6vJz09fURiiMRTcGUOuz8SExP56U9/yv/8z//w2muvERcXN2KW1d7eTklJCTabjaioKNmIQhLVt9vtOBwO+U9vb28iIiK+k3KUtbW1iKI4ZH/Q19eXe+65B4PBwNtvv83OnTuZP38+Op2OtLS0EcfdFAqF21mrv78/v/rVr9i1axcbN27kkUce8dj0pj9iY2NJTU2ltLSUY8eOsWTJklEfc7zxwQcf0NDQQGxsrFsyuVKQHqqtNxgS0XIIE2bRgX6MxrEsFgulpaXYbDZSUlLcNs25FO3t7ZSVlclBbrBNnyAIpKenExQUNGiQlkZUB0tYFAoFGRkZ5OTkcP78ebRarUdGNqIocvbsWSIiIoiIiBjyPCXFyqSkJLnE3tzcTG1tLXV1dXz2hzdosFkJUalI1HjhZe4kxegFE/yxJ0UjBvvjmBAh66QLPVbUX+WhKqpAsAzeqpLWWFe4DeBmkIa+zPHTTz/l66+/HjFI22w2eVY3NjYWvV4vu5AkJydz4sQJIiMjSUxMHJboYzAYZOH2b4OxK83e/vvf/+bw4cNYLBb0ej2bNm0atLyqUChk4Yqf//znhIaGyprbp0+flglngLwblb6Cg4Px9/cf8OWuQ0xcXJxsy3npHKxarZYlKyU7QckaceXKlbKkp9VqlQNIV1fXiEFaIo15oo29dOlSSktL2bNnD1u2bOHZZ5+9TDlO6mMVFBRQXFxMXV0dPT09NDQ0uNz/l4J1ZGSk/PBK/+5vanGl0Nvbi8lkIjQ0dMSsMiwsjEceeYTDhw/z+9//nptuumnc1NrgG87AlClTeOGFF1i1atWYBNXs7GxKS0v57LPPvvNBuqqqih07dgDw0EMPuUVGlDaE7gRpQRBYgC+fika+T+Co70eLxUJ+fj5ms5mJEyeOmigmyTVLgXS4e3Y418RLfRcuhVarJT09ndzcXIqLi5k2bZrbnuMnT57kgw8+ICwsjMbGRpxOJ2FhYURFRcnWwtI5OBwO6uvraWhowOFwyFoUsbGxzPf2I1ylRgwKxBQRyqn6apTX3IjE7FA0tKKsrEdR04Sy1oBgaEcYhozW1taGwWBAr9e7rL7ndpDOzMzk3Xff5fjx46xbt27YG0mj0aBWq3E6nTQ1NTFhwoQBcpNr1qzh448/Zv369cP+zpaWliHnf8cSoihiNptpbW2lsrKS8vJy+at/IJgxYwY//elPh92V2u12XnvtNXx8fLj++utZs2YNLS0tFBQUUFhYSGVlpWyrVlZWNiwjXKPR4O/vT0BAAH5+fgMCeP//CwgIwN/fH61Wi7+/P21tbcO2JRQKBb6+vnz44Yfcdttt8vXt6OgY4BbmCsFByqQ9lX287777aG1t5eTJk/zqV79i27ZtTJgwgdraWvbv38+xY8eora2VXcJ0Oh1eXl7Ex8eTmJiIt7e3PDOvVCrlvysUCjo7O2loaJAtH/sTqSTo9XomTpxISkoKqampTJw4cUytKAeDJITjjtxheHg499xzDxUVFWzbto2HHnpoRC2B0SA5OZnnn3+e1157jdzcXB588MFR2QouXLiQP/7xj+Tn59PY2DjqwDFeMBqN/PrXv8Zut7N8+XK3rTUl9yvpMwa40V7K58mZw/7cTLQ0mpycbO1mDsMHpsEIThIkQx2LxSIr0Y0Gvb29FBYW4nQ6SU9PHzFoSkHaZrPJG32Hw4EoinLgHq715+PjQ1paGoWFhRQWFjJt2jS37rve3l4WLlzIqlWrgL5NfnNzM/X19QNIqqIoolAoWLRoEZGRkXw1abr8PadeR8CcWXRNiMGp11HZUE80dnStjaiaDKiaWlB2dCBIMVkHxF2etC25kC//vX8W7eomzO0gPXnyZPz8/Kivr+fChQvybPBgUCgUpKenU1dXR3NzM2VlZdTX1zNlyhS8vLyYMWMG+/fvJzc3d0QZSp1ON+ROVpqrlr4sFgsWi4Xe3l75z0u/LBYLPT09mEwm2tvb5d7EpSxjyWs1KSmJq6++muXLl7tEnd+9ezc1NTVERkby/e9/H+ibH16yZImcQUiz3rW1tbIXant7OyaTiY6ODoxGIyaTSRY4kbymR4Jer5fFUA4fPkxYWBiBgYEDvqSA3traSl5eHj/84Q9xOBycP3+epqYmtFotERERJCYmutSTlIK0py5TKpWKX/7ylzz77LPk5OSwfv16BEGgpqYGURRRKpUkJCSQnZ1NWloaEydOJD4+3qN+qeRWJn1JgbuoqIi8vDz5dVlZWcTExDBnzhx51ngs0draiiAIbm0GJOvHZcuWUVdXx6ZNm/jRj37E9OnTR/5hD6HT6Xj00Uc5dOgQGzZs4Be/+IXHvUJvb2/mzZvHF198wVdffcVtt902xmc7elitVp599lkMBgMpKSn85Cc/cfsY0mbVk3HVFb6BvN5SRyBKUgX3xnycTicGg4Hy8nIcDsdlPuD90dvby7lz5+SK0lDo7u4mPz8fq9VKSkqKS/erJObS1tbG8ePHsdlsaLVaLBYLra2tKJVKWltbCQsLGzJYBQUFMXHiRMrKysjJySEjI2PYzYH0PKempmIymQa0txQKBeHh4S4JpTg1GnrTJ2FJTQaFAqGnF+35Crrycok3deKjrRzxGENBmmxwpwXl9qqjVCpZsmQJH3/8Mfv27Rs2SANyqbu/kHpOTo6s+nLfffexdetWnnvuOVpbW2lpaaGtrY3W1lba2tpoaWmhrKwMp9NJUFDQZcHYarWO6fC7l5cXgYGBTJgwAUEQ+Pe//01oaCgvvfSSy7qvNpuNjz76COjLEIdiHEtzzwEBAUOKv4uiSG9vL0ajcciv/kG9o6MDs9lMd3e3PHM4VCCLj4/n9OnTZGdn09bWRn19PUajkYCAAJKTk10eEeju7pb9kEeTGanVajZu3MhvfvMb/vWvf1FTU8ONN97I9ddfT3Z29phljHq9nsTExMtK6larlcrKSsrKyigtLaWkpIScnBx2796Nj48Ps2bNYs6cOcycOXPULHK73S6PGrqz0QgJCeHixYu0tLTgdDq5/fbb2bFjB2fOnOHuu+8e1/GzpUuXEh8fz3PPPcf/+3//z2P27ezZs/niiy/Izc39zgXp3t5etm7dSklJCSEhIUO2tEaCNK568eJFt2WClYLAj+OjeKfdgMNLySzvobkUTqeTnp4euru76erqkitgSqWSKVOmDFulsVgsGI3GYYOu0WiksLAQh8NBamqqS8+3w+Ggrq5OnsuXbIc1Go3s4Wyz2SgtLeXixYvEx8cPOUIbGRmJIAiUlZWRl5dHenr6kB7dkv2txWKhvr7eLVEmqcIhAt1Xz8UeForC1IkutxB1TR0C0G1qI0Hr2XiqhHPnzgHjHKQBli9fzscff8yXX37JPffc45LajFqtlr1kpQuelZUlM+vmzJnDggULqKmpwel00tvbK2e1NpsNb29vmeR0KRQKBRqNBq1WKzsESYYSl35d+v++vr4EBgYSFBREYGDggPciiiIOh4Ovv/6arVu38uKLL7pUcvnyyy9pb28nPj5enqH2FIIgoNPp0Ol0Lj0gkrnI+fPnOXv2rOweJm1kenp6aG9vl+3boE+o4Re/+AVZWVmsWLGC5ORktxYVqXycmJg4as6ARqPh4Ycfpr6+nuDgYDQaDddee+0VIX1pNBrZflLqz5eVlXHixAlOnDjB559/zueff46Pjw/XXHMNK1as8FhjuL29HafT6bazj1arZebMmbS1tdHc3ExbWxvLli2jsLCQJ554gscee2xMSF5DITExkY0bN/L888/z4x//eIAbkqvIzMxEEARZ7+C7wvJua2tj69at9Pb2EhAQwJYtWzxueUg2uq2trTQ2Nrr9megUCu4KDONfxlaa1UquSUpG9PHB6a3H6a0HBI4fP35Z5U+lUhEXF0d0dPSIGzaJKDXUM9vS0iIbHI0U8KFv7TEYDFRUVMiue35+fsyaNUsOwJIVr9PpJDo6moaGBoqLiwkMDCQ5OXlQHf+IiAjUajXFxcXk5+czefLkQVuf/eVG6+vrPXoOrAkTsIeFoqmqQX/s1ID+co3NwjU+nqu0SZVKcJ00Bh4G6djYWKZMmUJRURGHDh2S/WJdQXh4OCqVioKCAv73f/+X5uZm2a1Kq9WSlJSE0+nEx8cHf39/oqOjCQgIICEhAS8vr8uCsUajGTd1KWlE6PHHH6eyspL/+Z//4Yknnhi2lyCKIh9++CHQJ+BwpclIgiDg4+NDVlYW4eHhdHV1YTQaMZvN6HQ6OUtWKBRYLBYqKir485//zKlTp7h48SJXX32122Ni0o03VnONOp2OZ599ll/+8pfU1NSwfft2nnrqqW/lWkpBe926ddTV1XH06FH27dvHxx9/zMcff0xmZiYrVqxgzpw5bt2HHR0dAB4FAbVaLZfuuru7qaysJCMjg4SEBJ577jm+//3vs3jxYreP6yoiIyN5+umnefbZZ+ns7GTBggVu/bxkKVteXk5JSYlHjmtjjSNHjvDaa6/J2gcvvfTSqPvl8fHxtLa2UlVV5XLAEFUqbNGR2EOCcAQFsDwwgP35efxbo2FRxjf9bEWHEcO7H6Aw96Do7ELZbmT+v96Wg5wrz7D0PF1aiRRFkfr6esrLy1EqlcNmrxKkkcienh5EUZQTMokoLEH6XdLIaExMDBUVFRgMBs6cOUN8fDwxMTGXPevBwcFkZmZSWFhIcXExSUlJREVFDXpshUIhV6lGwqUcAUdIMCKgLSwZEKCdoohNFNGOYoRWmi2PjIwc8Xr2h8fRbeXKlRQVFfHuu++yZMkSt5yMgoKC+Pzzzzlw4ABBQUGsWrWK22+/nd7eXkpKStBoNCQmJhIaGvqtGyT4+PiwadMmfvKTn3Ds2DE++eSTYQU/zp49S2VlJRaLRXbG+rbQf2Ho6OigoqKChoYGRFEkJSUFrVZLamoqt956KzqdjrNnz/Lb3/6WV1991S3VMUmrXJJFHQv4+vryzDPP8NBDD3HmzBlOnDjB3Llzx+z4niA6Oprbb7+d2267jbNnz7J3715OnTpFfn4+/v7+LFu2jOXLl7vU9+rq6kKpVI7aAczb25spU6ZQU1NDZWUlt912GydPniQ3N5cHHnhgVCSv4RAQEMDTTz/Ntm3bMBqNbm3UAaZOnUp5eTl5eXnfapA2mUy8/vrrfPXVV/J5rV+/3q1FdCgkJCRw5swZKisrmTdv3rCvdWo1WJMT6U2fhCht9pxOlO0d3OATwI4zX1NxvpJpKi0Kcw/Cf7JghyjSZLdRa7NQ9te/UlVVJU9oSPrQSUlJzJ079zK5XCmD7q/uZbPZKCsro6WlBa1WS0ZGxohrQW9vL6WlpZhMJiIjI4mPj0ehUCAIwmXsbonZLa3rkitcREQE58+fp7a2FofDIU+g9Ie/vz/Tpk2joKCACxcu0N7eTmpqqlwxkN6HyWTCx8fHo029wtSJAIjagS2OKquFGPXoKj5FRUWAe6VuGEWQnjdvHpMnT6akpIQPPviAdevWufyzu3fv5vjx4yiVSn72s5+xfPly2tvbKS0tRa1WM23aNI88dccaRqORAwcO8OWXX5KZmUlRURHvv/8+y5cvH7JP9eGHHyIIAnPnzuWFF17A19eXa665hquuuupb1ZMOCAhg6tSpFBQU0NjYiFarJT4+HpvNhtVq5Qc/+IFcJt+1axc/+MEPXDpuZ2enTLYaiZ/gLkJCQrjrrrv46KOP+PDDD7/1IC1BEARmzJjBjBkzaGlpYf/+/ezbt48PPviAHTt2MH36dFasWMHMmTMHLSVK7RxPF5LBzmfChAmIokhVVRWrV6/m/PnzbNiwgYcffnjQBW8soNfr2bx5My+88AJqtdplIRqAadOm8eGHH5Kbm+vW2jFWMJvN7Nq1i507d9Ld3Y2Xlxc/+tGPWLFixZhVbKTrPpKMsj0kiK7F83Gq1Sg7u/C6UImq0YDSZEJw9gW1NU4lf6ypxtcnkC6ngzqbhXq7FZsoEqHSEKPWEPjy75ms1nBtecE3x7bbKS4u5sSJE/zlL3/hhhtuYPny5bI2hUKhoL29nbi4ONmwyGKxEBwcPCAADgVRFKmtraWtrY2UlBS5/SMFY4nRfWnWfmnyFRgYSFZWFnl5eVy8eJGYmJhB10tvb29mzJgh+8WfOXOG1NRUAgICaGtrQ6FQUFJSIgtvuQtle1+FyzohBrXhG32P/N5uMrxGt6E+deoUgNskT4+jhiAI3HvvvTz22GPs3LmT7Oxsl/pzDQ0N/O1vf0MQBG677TYyMjIwm80UFRUhCAIZGRnfaoCW+pCffvoptbW1LFu2jJdeegmtVsuWLVuorq7m4MGDg8qitrS0kJ+fj7e3Nxs3bsTb25uamhoOHjzIu+++S3p6OtnZ2eMmdzcSpNJVbm4u1dXV6HQ6uder1WpZu3Ytmzdv5tChQ6xevdqlxerNN9+ks7OT9PR0j+w5R8KyZcv485//TGNjI93d3R7rio8XQkJCWLNmDXfccQdff/01e/fu5cyZM5w5c4aQkBCWL1/OtddeO6CfZzabsVqtY2pAD31CMrW1tTQ2NrJ06VJSUlJ45ZVXyM7O5rrrrhuXdoFareYXv/gFTz31lCy36Aoktnx5efkAeeDxRmdnJwcOHGDHjh2yGti0adP46U9/OubjYFKQrqwcmg1sCwuh84ZliGoV2pKyPpKS04nTxxtRr0O02xEAhSgy30vNh4Z65gYEM1ntxzWiAv0IDnIqlYrMzEwyMzPp7e1lx44d/PrXv+axxx7D29uboKAgWlpaOHnyJBaLBYVCQXJy8mWl5KHgdDqpq6vDz89vwPovCMIAu04p2A83I61Wq+WN63DGF2q1milTpshTGfn5+TJzPDg4mCNHjnDnnXeOeO6DQWVoQdnQhDU5AV1+MQqrFYcoUm3t5SY/z0cyzWazbITj7gZiVKldSkoK11xzDQcPHuT5559n+/btwzIhRVHk1VdfxWq1snDhQqZOnSo30x0Ox5j4fHoKq9XK4cOH2bdvH6Ghodxwww2ytZmEJUuWsH37dvbt2zdokJYyyszMTDmYxMbGcvfdd7N27Vpyc3N5//336ejoYMWKFSxYsOCKZ9cqlYqMjAzOnDlDeXk5kydPlr83depUgoODaWxspKSkZMTZ0FOnTvHFF1+g0Wj4+c9/Pi5BQGKG1tTU0Nzc/J0L0hKUSiVz5sxhzpw5NDY2sm/fPg4cOMDbb78tt4Ruu+02oqOj5eDgrkCDK+cQFBSEwWDAZrMRGxvLtm3b+MMf/kBdXR333HPPuHxGGo2GjRs3snnzZvz9/V2qqGi1Wlmm9sKFC2RlZY35eUlwOp3k5OTw2WefceLECbkEO3nyZNauXUtGRsa4/N7o6Gi8vLxoamoaVFgIQNnVjarRgC0iDNuEGGwTBir2KYwmnP59vdUYpxPlvr1MunYZGpUaR3MLnQ4nXjkFqNu+MbKQ+qz953Ohb3Llzjvv5Pjx42zcuJH169eTkpKCWq3GYrHg7+9PbGysW/elVGIe7GekIO1wOOQgLV37wSpM0niWWq0eMYMXBIGoqCj8/f25ePEidrudoKAgQkNDaWxsHFH5cKh5dae3HmdQIMoOEzj73lu5tZckrQ6Fm89O/+ufm5uLKIpMmjTJ7SmVUUeIn/zkJ5SUlFBVVTWiScIXX3xBfn4+fn5+rFq1Sla6stlshIWFuc10HQs0NjayZ88ecnJymD9/Phs2bBiSzDNv3jzeeOMNysvLqa6uvixzzM3NBRi0x6ZUKgeUSPfu3csjjzzCnDlzuO66667oe9dqtSQkJFBTU0NjY6Ms+KFQKFiyZAk7duzg4MGDwwbpiooKfvOb3wBw1113jZvGLvSpbdXU1GAwGMatdDuWiIiIYN26daxZs4bjx4+za9cuDh48yKFDh1i4cCHTp09HpVKNiwhJf2IOfMOW//vf/87LL7/MI488Mi4bQ19fXzZs2MCvf/1rnn76aZcIcTExMZSUlFBfXz8mQdpqtdLV1UVXVxeNjY1UV1dfZhSqAAAgAElEQVRz4cIFCgoK5I2RIAhkZWXxve99j+nTp48rGVGlUjF9+nSOHTvGyZMnB+WyKMw9eB8+htPXB1GjAYWAqFCAQtn3p+gEtQoEBaJCYCoqKg4fZWpEJPagQERvPV0rrkFTeRH9idMILoyjzp07l6ioKF588UV+9rOfucU0vhTDMcT7C5pI3AjJ1W2wZE7StE5ISHD593t7ew9INN577z2Pq0a2iDC6584C0Ym6sQnB3vfejnWbWOY7Oj31r776CkEQPCJ0jvpp1ev1PPHEEzz++OPs37+ftLS0QU3R+7Oe7777bux2O0qlkqamJllm7kpBFEXy8vLYtWsXFouF66+/nrvuumvExUuj0TBr1iw+//xzCgsLBwRp6ZjAiGMpISEhrF27ltWrV3PkyBFeeOEFgoODueGGG5gyZcoVYTFLrlgGgwGtVktnZycOh4PFixezY8eOAdKll6KhoYHNmzfT3d3N3LlzPXbOchXSBqa/etN/A9RqNYsWLWLhwoXk5eXx3nvv8cUXX7Bz506ysrKIjY29bFZ7tLBarWi12gE9P0EQuOuuu9i9ezfPPPMMGzZsGJeWUlhYGPfddx+//e1v2bJly4j3cVRUFA6Hg+PHj+Pt7U1PTw+dnZ309PRgs9lwOp04nU68vLzk+9PpdOJwOOTRQikod3V1DWp3KlUuIiMjyc7OZunSpeOuXNgfc+bM4dixY5w6dWrI50TZbUbZbXbpeImWHs5betA39PVLbYEB9M6YijVhAk4vLT5fHpNJZcMhLi6OJ598kmeffZZ77rnHY5Krw+FAr9cPmvlqtVq6urqwWCxyhVT6jAYL0jabDbvd7nHC0tvby9GjR9m+fbvbP2uLjqRr8Xyw2/E+dgpNTT0AFyw9eAkKotSe6yL09PRw6tQp7HY7V111lds/PyZb6oSEBO6//35+97vf8eqrrxIeHn6ZOMe5c+eoqqrC39+fxYsXk5eXh9FoJDw8nLi4uCsyK2m32/nqq6/45JNPiIuLY926dW73UdPS0vj8888pLi4ewGitra2VbTRdlcZUq9WyApnUB//LX/7C8uXLufrqq8eNmQvfGC8UFhbS0tKCt7c3vb29TJgwAY1GQ1tbG2azeVD28enTp3E4HKSlpbF+/fpxZ+BLJe7x9ugeLwiCwLRp05g2bRqfffYZb731FmVlZTz88MNcddVVrF69esxIdz09PQO0iftj5cqVBAYGsnnzZjZt2jSoveVokZmZyenTp0ecgoC+mev4+Hj27dtHXl4eQUFBg3pZx8bGytrww0GlUsmKbCEhIcTFxTFp0iSSk5MJDw//Vox5Zs6ciUKhoLCw0GVv6eEQolKT2/PNcdTtHagOHsY8bxbW+Al0z5uFz1cnXDpWWFgYTz/9NFu3buW2225j9uzZbp+Pw+HAbDYPem2l9UvSY4DhM2kpBhiNxgHObhJTXcJQ680777zDihUr3BafEVUqzFdNB4cD332fo+ro0+NwiiIHOjtYHTA6U5ITJ05gtVqZMmWKRxvEMat7LVu2jKqqKnbv3s3vfvc7Nm3aNEAics+ePfLr1Go1drsdf39/2dxgPGE2m9m3bx+HDh1i1qxZbNq0yWORAqkEXFRUNIC1KA39Z2RkeLQYpKSkkJKSgtFoZN++faxfv56srCxWrVo1bhrSXl5epKSkYLfbsVgs8kxjVFSU7E19afCwWq3885//xGQycd99942rwpUEKUibza5lG99lBAQEcP/99xMQEMAHH3zAqVOnOHXqFNOnT2f16tUDSnfuwmKxYLPZhrWuXLBgAX5+fmzZsoXNmzePy721du1annjiCaZOnTqsTGxAQADV1dWIosiiRYsIDAxErVaj0+lQq9UoFAqUSqWsVCX9W6FQoNVq8fX1lYOyj4/PkJuTbxO+vr4sWrRILnlf858+5Uga3kPBX6Gk3jbQXUkQRfTHTuH08sIWFYktKAB1W4dLx5NG6bZs2YJWq3V7HE7qMQ9WhZSqNb29vfL/SZn0YOtGVFQUBoOBr7/+Gr1eLwdnnU434NmXRKh8fHyIiIhAo9GQm5vLxYsX+dGPfuTW+QP0TkrGqdehO5snB2iAMz1dxGu0BI6yPfTll18CuKWA1h9j2py699576enp4fDhw2zZsoWXX36ZoKAgjEYjR44cQRAErrvuOqBvx+3l5TWuWVhLSwu7d+8mJyeH7OxsXnrppVFnpxKxorW1lebmZpkMIolTjJax6+/vz+23386tt97K8ePH2bp1K2lpadx6663DLr6ews/Pj9mzZ8tiJ9BXIqyqqqK2tvayIP3pp59iNBpJSkq6Yiz1gIAAYmNjx1T+9dtAT0+P7LKTkpLClClTOH/+PP/85z85efIkZ8+eJTMzk9WrV5Oenu52wJGy0JHuk8zMTO69916ee+45nn766TEn46nVan72s5/x6quv8sILLwz5PqRW10033TSiyc5/M9LT0/niiy/44osvBm0FugNBENArFHQ5HPj06wMLIujO5tO5fAmW9MmoDx8fkkB2Kby9vXnyySd56qmnePDBB92a4x0uSA+WSQ9X7tbr9UyfPp2SkhIEQZBnraWNm8T6lmSIJUtJf39//vSnP/HMM8+M+MwMtjly+vWV4jUV3+is11gtnDZ3cU/QyJoHl6L/9TYajeTk5KBUKpk/f77bx4IxDtIKhYIHHniAmpoaSktLZbGDAwcOYLfbmTVrlhzERiviMByqqqr46KOPqK+v56abbuKuu+4aM4tLSYVKYkdL70cipowVO12pVLJgwQLmz5/PkSNHeOaZZ8jIyODWW28dE6GF/hAEYcBCLTEj6+rqBrzOYDDw/vvvA4zogDaW0Gg01NTUfGuja2OFtrY2ent7BxDGJk6cyJNPPkllZSX//Oc/OXbsGPn5+aSlpfHjH//YrQXTZDKhVCpd2sylp6dz88038/zzz7N58+Yxr4jEx8cTHx/P8ePHhxTyMBgMAC6Jv/w3Y968ebz++uvk5eXR0tIy6p74RK2OUksPM/QDGdWq9g6UnV3Yw0IRkS2OXYK/vz8bN25k69atPP7445dVQCRbW4kbID37LS0tsgrkpRgskx6u3A19gd0VEqHNZqOlpYWzZ8/yyiuv8KMf/chjIqbQbe5j0XvrUFgsmBx2dppauTMgDM0ok8h9+/bhdDqZNWuWx+c35mmsVqtl8+bNREVFUVFRwXPPPcenn34K4LYqkTsQRZHc3Fy2bNnCW2+9RXZ2Ni+++CILFy4ccw9q6WL33yGOdZCWIAgCCxcuZPv27SQlJbF582b+9re/ueVT6y6kecf+Qbq7u5unn36arq4uZs6cOa6uS5dC2tD9t/akoe/+bGhoQKlUDrpIJyQk8MQTT/D73/+eq6++mpKSEh5//HFeeeUV2tvbBzniQDgcDpqbm9Hr9S7zO+bPn8/s2bN55ZVXhp1L9RSrV6/m/fffH6Bo1R9Go5GYmJhx1Rr/LsDX15e5c+ciiiK7d+8G+rKtkTLcoZDupaeod/BnQWHq7FPL8qBEGxYWxvr163n55ZdpamoC+j6jgoICjh49ytmzZzl//jwVFRXU1dVRXl5Oa2srAQEBg1ZjpEza1XK3O1Cr1fT09LBnzx7Wrl2LXq+nqKjIo2qbuqkZp78fvRlplFt6+FtbEyv9gkZd5rZYLHz88ccAfO973/P4OOMypCv1vB577DGOHTuG0+kkISFhXBZ2u93OkSNH+OSTT4iNjeXHP/6xx3aJrqI/weH06dOkpKTIpJCxnn2VoFAouPrqq1mwYAFffvklv/rVr5g5cyarVq0a842BlEnX1tYCfdf4hRde4OLFi8TGxvL4449f0d7ffztxDPo2cb29vURGRg47RSBd31tuuYU33niDgwcPcuzYMX7wgx+wcuXKIX+2o6MDh8PhdpZ24403Ul9fz549e8Z8Ex0UFERWVhaff/452dnZl32/oqKC2traceekfBewatUqvvrqK/bt28fq1atHxa4PVqnpdjrpcTrRXZLpKXp6URiNiAr3MmkJsbGxPPzwwzzzzDPcfPPN+Pr6ytUf6au/MInT6cTf39/lcvdImbQrEEWRXbt28dVXX7Fhwwaio6MpLS2lqamJ0tJSJk2a5Nb6pGo0YKus5hNDPVYfLWuVYQSoRl9Z2r9/PyaTiZSUlFFJRI9bQzgyMpI77rgDq9VKTEwMd95555gu7Ha7nT179vDII49QXV3Nxo0befjhh8c9QENfkG5ububPf/4zeXl5bNu2jf379w8Y2h8vKJVKli5dyvbt24mMjGTTpk28/fbbAx6E0ULKpOvr63E6nbzxxhvk5OTg7+/PU089dcUFRaSNj1St+G9EY2Oj3I92BYmJiTz//POsX78evV7PX/7yF1nHfDAYjUa8vLw8YmzffffdHDx40CPv45Fw6623smvXrss0nKHv/gL+f59JQx8xNC0tje7ubg4cOCD/v6cZ9SQvHSW9lxMpRY0ap78/noXoPkRERHDttdfy2muv0dLSwowZM8jKyiIpKYnQ0FDZXjcwMJDg4OAhN47uEsdcgdFo5JlnnqGlpYVt27bJZhySz7XBYJCTC1cgiiL5Pd28++knTPQP5ObbbkM9bzaiG7FK+gz7f5Z2u10eOb799ttHFfvGdXZm9uzZBAYGYrPZPGa2XQq73c6BAwd49NFHMRqNPP/88/x/7Z13eFRl2ofvMzWV9E4gPYQSuhSRIqhgQcH2icKKuCjrqhSFDyTSBEFQEVxZt4CsYhdRV6RIC0jfEEJISCEJ6WUmdZKZTKZ8f7BzPkM6JCToua+LS6/MnDPvSeac532f9/f8nj/84Q8dpoBuDDs7OwRB4H/+53+YNWsWb775JhMmTEAmk6HRaFo+QTugUCiYMGEC77zzDu7u7ixcuJDY2Nh2SVs6ODjg6uqK0Whk69at7NmzB6VSSUxMTKfsH/r6+iIIAgUFBY0+7Ls6VqsVrVYrqlJbiyAIjB49mr/+9a889thjFBUVsXz5clauXCkGOLi6X1hcXIzZbL6urIrNMe69994TVzrthZOTE/37929Qd19XV0dxcTGCILS7HWdXZcqUKQB89913TW4BtJYh9s6crKlscL/LyirAbMZ8nbqV6upqsRxu+fLl7Nu3T2xF21aaS3e3dSVdU1PD559/TkxMDPfffz+zZs2qF+hlMhm9e/dGqVSSm5vbqrS3zmzms/IS0mr1zHbx5LYLqSg1WozhIejG34HZ+fqzoocOHUKj0dCjR4/rqo3+NR0apH19fQkMDKSmpkYsUbpeLBYLhw4dYsGCBRQWFrJ69WqeeOKJTrGJrKqqwtPTs94DMSIiAkEQxL2cm4VCoWDSpEmsWbOGxMREYmJiWlVT2hJ2dnZcvnyZzz//HEEQeOWVV9rcvaW9sLOzw8/PD5PJ1C7XdrPR6XQoFIomG9u3hJ2dHdOnT+eDDz5g2LBhnDlzhhdeeIHt27ej1+spLi6mtra21X7LjREUFMSYMWP45JNPruv45rj77rvZu3dvvZ8lJydjNpvp2bPnDaU+byVuu+02/Pz8KC4u5sSJE/Vea+uK2lkup4fKjou19VfTyoIisIJ+QB8s/+3kdCgsulUlXyaTiYSEBEwmE7169aJfv36tUkw3RWNB+nrS3UajkZiYGFxcXHjnnXea9L6Wy+X4+flhNBqbNT6yWq2c11eztbSIQfZOPOLqib1MjsxoxOlALKqMK5h8vKm8/270/ftibaOmyWKx8PXXXwPw6KOP3nAGucP7QNpmEdd+KVuL1Wrl2LFjzJ8/n8zMTFauXMn06dM7zeMb/n+v9tf+sDaVt02xerNxdnbmT3/6E3/4wx/YvHkzW7duvaEU+KxZs3BycsLPz4/Zs2e32Gqvo7E5c2VkZHTqOK6H8vJyampqbliV7+fnx9KlS1m5ciW+vr58/fXXPPfcc/zwww+o1epWNbhpjgceeICkpKR2n2gGBgbywgsv1PuZLW1/MwWInY1MJuOhhx4C4Ntvv73hrNcdjt04qqu/mlaUV2B/7jxmby+qRw3H2ob4kJeXR11dHSEhIeLzzMXF5br3U5srwWpLululUrFhwwYmTZrUoiukzZ64qYxmndXCVxUa0mr1/NHDl17XdLYSzBYcT5zB6eBRZLpq9H0iqbprLMbAAFr71zp+/Dj5+fn4+Phwxx13tPKopunwIG0b5N69ext1E2oKq9XKyZMneeWVV0hKSmLZsmU888wz7V5+dD00F6QLCgo6ZUw2wsPDWbduHQEBASxcuJCjR49e18PAy8uLsWPHsmbNGu6///4OGGnbsPn5NtdRqCtitVopKipCLpe3m8PXwIED2bx5M88++yzl5eVs27aNb7/9tlFbzLYgCALTpk1jx44d7TLOX3OtoC0uLg74fQVpgPHjx+Ps7Exqamqj+oK2rKhd5Ap6qNT8R1/fyUydmoEqKweTrzcm/9Z56lssFrKzs3FwcGg3jUBze9JtzZ60djVqE/U2tp1QVVXFv0qL6aFU/3f1fDX8WQFjgB/Vw4dQPXIo1SOHYvL2Qn3xEurLmdR5e1A1YQw1Q64avTS2B23DarWKZaqPPPJIu1QWdXiQDg0NZeTIkRiNRj777LMW32+1WomLi2PhwoWcO3eOxYsXM3v27A4x8rgeampqKC0tRalU1hMBhYSEoFAoxGbknYkgCNxzzz2sWbOGhIQEXn/99Talia1WKytWrLjhLYr2xBak09LSOnkkbcOm6vb19W3XxhY2TcKcOXOIiori4sWLzJ0794Z/PwMGDKCsrKzFHsg3Qk5ODllZWajV6hY7rf3WUKvVPProowD861//uuHV9F1OrpysqaLS/P9aDQGwS7gIQG1Y65pVGAwGLBYLrq6u7WYw1Zy6u6MEtjYTlGuDdE5ODm+++SYjHZwZ7vj/9cpWpYKqiePRD+iLMTQIY3BPjME9MfTtRW3vSIxhIQgIWJwdsXRzbjEzERcXR2ZmJu7u7tx5553tck0dHqThapckmUzGvn37mlWQZmRksGzZMg4fPsyrr77KnDlzbqoZfmuwdboKDg6u92W2ueVYrVaOHz/eWcOrh7OzMy+88ALTp09n8+bNfPTRR/VmtU1hm2i4ubndcAq1vYiKikKlUpGUlNTp2Yq2oNForqs0qiXq6uq4ePEijo6OvPXWWzzzzDOUlJTw6quvcurUqet++AuCwPTp0/n444/bdby/5quvvgKuripvhq1sV+O+++7Dw8ODzMxMjh49ekPnUslkTHR2Y1eFtt7fXF6lQ1FcQl2AHyMvnmlxdd4epVHX0p4r6dbSmGDs+PHjvP322zz//PNE2dfXMBn6RGH2cENRXoHz93tw+ep7XL7+AeefDmB3PhH7cwnYn0vAef8R1JezEFq4rWyr6IceeqjdrvGmBOmAgADuvvtuLBYLy5cvp7CwsN7rGo2Gd999l23btvH0008zf/78G7bX7CgOHToEwOjRoxu8NmrUKACOHTt2U8fUEhEREaxduxZfX18WLVpEQkLTN6zVahVFD7fffnuHN89oLU5OTuLvd8+ePZ08mtaj0+mQyWTt2pbSZDKRnJyMXq8nODgYDw8Ppk6dyosvvkh2djZffvklW7ZsuW4FcUREBBaLpUNEeklJSRw+fBiZTMbUqVPb/fy3AiqViieeeAKATz755IYrFsLU9vgqlBzSVdT7uTInHwSh1f4CNuvN9qK9hGNtobq6GqvVipOTE6Wlpbz77rscOnSI1atXN3RRU6swRIUjq6zC4cQZFFU6ZEYjstpaFKVlqHPysUtKxf5CMnbJqaiuNH8/nDp1iqSkJJycnET76/agQ8xMGmPmzJlkZWVx6dIl/vd//5epU6fi4uJCXFwcOTk5PPnkkx3e3/VGqaqq4syZM6IL2LUMHTqUuro64uPjKSkp6VImDTKZjIkTJzJkyBDef/99fvnlF2bOnNnAy/ynn37i+PHj2NvbM3ny5E4abeNMmjSJy5cvc+DAAaZNm3ZTOqfdCFarFZ1Oh729fbtNdiorK0lOTsZgMODt7S3qItLS0vjHP/6Bm5sb+/btIygoiJqaGl544YXrMs6YOHEie/fu5dlnn22XcQOUlZWxfv16rFYrDz/88G/eDrQ5JkyYwM6dO8nPz+fnn39u8FBvbuXbmFL7Lmc3vq7QcFRXwR1O/9XtmEzw3/aeLSEIAnq9vl398TuiTrolysrKMJlMxMbGEh8fz5NPPsnQoUMbjStWOzusMhnKnHwES/NL5JYyEdXV1XzwwQcATJs2rV1bwd60ZZKDgwMrV64kKioKrVbLhx9+yNatW7ly5QobNmxg8ODBXTpAw9XG3VlZWej1+gYro9LSUlauXEl2djZarbZDSlnaA09PT5YtW0ZYWBiLFi3i2LFjlJeXk5uby5YtW/jrX/8KwEsvvSQqJbsKkZGRqNVqKioqOHDgQGcPp0VsPZFvVOxotVqpqqoiPT2d+Ph4amtrCQkJEZ2V4uPjWbJkCa6urowbN45PPvmEiIgIjhw5wqJFi66rdn/IkCHtOsksLCxk4cKFaDQaIiMjefLJJ9vt3Lcicrmcp556CoDPPvusXUR/U108yaqr5UzNVdMf4eoHtep42yTyRuu3f01bG2zcKFarlcOHD/PBBx/g5OTEhg0buO2225qMK6JhSTuEne3bt1NaWkpkZGS7O/fd1Fymvb09q1ev5tVXX8XZ2Znc3Fx69+7dZVKqzaHX6/nss8/QarXU1NTw4YcfintAiYmJvPzyyyQnJxMREYFMJuPgwYOkp6d38qgbRxAE7rrrLmJiYpgzZw4zZsxgzpw57N69G5lMxlNPPSWmlrsSgiCIKdIvvviiVfvrnYlOp8NsNre581ptbS1lZWXk5+dz+fJlzp49S1xcHHl5edjb2zNw4EACAwMRBIHY2FhWrFiBwWAgPDycRYsW0b9/f1555RX8/f3JzMxkwYIFbS5dk8vlN+Q3bMNqtbJ7925efvllCgsLCQsLIyYmpl1FdLcqo0aNIiQkhNLSUv7973+3+rimFOByQeB/XD25YKgmXq/D8t/vXdyDj7dYK237jrZnO9ibme7Oycnhtdde4/Tp08yfP59HH320xdW6rEaPAJhdm55Et0Ztn5iYyE8//YRCoeCll15q93h206OjUqlk9OjRhISE4ODgQP/+/W/2EK6LL7/8kvLyciZMmICPjw979uzh3LlzVFVVsXr1asrLy4mOjmb79u3Mnj0bgH/+858d0rigvfDw8CA8PJyCggK6devG7bffzqZNm3j88cc7e2hNMnLkSMLDwyktLWXXrl2dPZxmse0FttZwx2QykZWVxcmTJ0lISCAzM5Pc3FyMRiO+vr7079+fIUOG4OzsjNVqZceOHaxfvx6TycSDDz7IvHnzxAeTn58fGzZsoE+fPpSWlrJo0SLOnDnTYdfaGBkZGbz66qts2bKFmpoahg0bxpo1a7pEGWVXQBAEZsyYAcDnn3/ephLVplAKMp5y9eY/NTrizEawWFBoWz6vQqHA3t6+Xf3x26tOuiUOHDjABx98wJgxY3j00Udb3ZNdZjSiKNZg8vXGep2TRqPRyPvvvw9cNS7pCFvqTpvO2mZS7Zle6SgKCgrEgLB48WLi4uLYsWMH+/fv5/Tp0+h0OqKjo1m5ciVyuZzHH3+cn3/+mcTExA5pXNBeCIJAnz59qKur47nnnmtUDNfVEASBZ555hsWLF/PNN98wceLEdqs/bm8qKioQBKHVxjv5+flkZWXh4uKCp6cn9vb22NnZYW9vX6/e0mAw8O6773L8+HEEQWDWrFlMnjy5QVrP2dmZVatWsWnTJg4fPsyqVat45JFHmDZtWoetZK1WK2fPnuX7778XKyHc3d157rnnGDFiRJff0rrZDB48mNtuu43Tp0+zbds2FixY0Opjm1rhHQqL5ikvP/5ZrsV6Lp5RJnO915o61snJiZKSEurq6hoE0f3799OtWzccHR1xcnLCyckJR0dH0SL5Wmx9nysrK8U+0IIgUFdXR3l5OYWFhZSXl2NnZ4daraaurk7sEV1UVERERIRYdtkSd9xxB6NHj+bUqVOo1epGnwfXZhFs1//TA49g8vakLsAP1ZWcNvuof/HFF+Tl5REYGCiW1rU3nRakBw4cSGpqKhcuXOh0N6vmMBqNvP3225hMJu68807RyP3TTz/l0KFDyOVy5HI5s2fPFh+kjo6OPP/886xfv56//e1vBAYG3lAXlI7Etrd+K3li9+3bV3ywbd26lfnz53f2kBpgNpspLy/Hycmp1auGsrIy5HI50dHRTZogaDQaVq1ahclkwtHRkYULFzZrCKJUKpk/fz4BAQF8+umnfPXVV5w7d44FCxbUM+O5UUpLS/n555/5+eef0Wq1GI1G1Go1EydO7DT73luF2bNnEx8fz+HDh7nnnnvo27fvjZ+0ZyCP3DaInV99iV+tmVD1VSFTc0HI1dWVkpISNBpNAz2KTCYjIyMDnU5HdXW1+F+9Xi9mC68N1q6urmIHrdraWuzs7DAajZjNZk6ePMn58+cxGAzU1taiUCjw8vLC29sbLy8vHB0dRX/3X1t89urVq0GqXKVScfnyZcxmMwEBAY1OGpq67ju/3sGpU6dwmfpgm7O6mZmZfPPNNwiCwEsvvdRhYrhOC9K9evWiqqqKffv28eCDD3ZJk32r1cr7779PSkoKXl5ePPPMM8BV8VVISAhHjx7F2dmZhx56iJ49e9Y7dvTo0WRkZPDNN9+wdu1asWtVV8JqtZKTk0NYWNhN6R7WnsyaNYv4+HgOHTrE8OHDu9xEz7aC8PDwaNX7rVYrdXV1dOvWrckAnZKSwhtvvEF5eTm+vr6sX7+ewMDAFs9tawYTHR3N22+/TXp6Oi+//DKzZs1i4sSJ172HptFoOH36tPjAtSmD+/fvz+DBg7nrrrs6rHXrbwkfHx8effRRduzYwZYtW3jvvYaRDe4AACAASURBVPduKNNhAQx9eqEUBJ6Q2/OvqhxmKJS4yJs/p6enJ+np6Wi12gbPqvHjx1/XWNLT06moqKgXpD08PJg5cya9evVq9Bi9Xk9mZiYpKSlYLBYEQcDR0RGdTkdiYiIDBgyo953V6XTk5eXh5OTU5jiiVqvx8PBAo9FQXV3d6smk2Wxm8+bNmM1mHnjggSavpT3oNMVWZGQkY8eOxWg0snnz5i65ktu5cyeHDh1CrVaLBu82/P39qaqqora2liFDhjR6/IwZMxg6dChVVVWsWLGi03y9m+L48eNkZmZSVFREUFBQZw+nTfj7+zNz5kwA/vKXv1BeXt7JI6pPaWkpJpOp1U55NTU1zT4k0tLSWLp0qah9eOedd1oVoH9N79692bRpE3feeSdGo5EtW7YwZ84c9uzZ0yoRnsFgICUlhc8//5y5c+cyc+ZMtmzZwrlz5wAYMWKE2KVrypQpUoBuA1OnTsXPz4/s7Gx++OGHGzpX31/24/3YVAbOepqHks+x+sRRTj4+GXML+hiVSoWnp6cojm0Prt2Xtk3kmpsYarVa8vPzcXJyIjw8nJEjRzJo0CD8/f0xm831rIFra2tFZ8Tw8PAmz2u1WpvUB/n5+eHg4NDAv6M5vv/+e9LS0vD09GT69OmtPu566FSJ5TPPPMO5c+dISEjggw8+4MUXX+wye1a7du3io48+AmDBggUN9ke8vb3R6XQ4OTnRp0+fRs8hk8l45ZVXWLRoEVlZWSxYsEAsf+psqqqq+Pvf/w7A9OnTb0m17X333cepU6eIj49n48aNvP76612mUqC8vByFQtHq/Whbr+zGAlt+fr6o4B49ejTz5s277r+Xo6Mj8+bNY+jQoWzbto38/Hz+8pe/8Pe//52oqCgiIiJQq9UIgoAgCBgMBq5cucKVK1caPMTUajWDBg1i2LBhDBkyRBKE3QAqlYrnnnuO5cuX8+mnnzJ69OhWZ2Gupbq6murqanE1HBUVRb9+/Tix/TMmtHCsj48PJSUl5OXlER4efl2f/2saq5UGmhXUajQaFAoFffv2rZdCDgkJ4fz58+Tm5or3Vnp6Onq9npCQkEYNgywWC4WFhRQUFFBXV4e7uzvBwcH1zmubSBcUFNCzZ88W7628vDyxxPbPf/5zu9ZEN4Z8+fLlyzv0E5rB3t6evn37cvjwYdLS0lAoFE0GvJuF1Wrln//8p+gz/uyzzzJhQsOvdmxsLEeOHCEgIIA5c+Y0eT6lUsmYMWNITU3lypUrHD58mODg4E612zQajaxYsYLs7GwiIyOZM2dOl5kctQVBEIiOjubgwYNi/XpXaNhQW1tLQUEB7u7urbYDzc3NRafTERoaWu8BUlZWxpIlS9BqtQwaNIhFixa1y4SqR48e3H///QQGBlJaWopcLic9PZ2kpCQSEhJISEjg/PnzXLx4kby8PLHdZo8ePRg2bBhPPvkkL7zwAmPHjiUkJKTNZWYSDbGVzGVlZaHRaK67DLK8vFxUUdsCUFRUFEdqqujVq1ezGQ57e3u0Wi2lpaV4enrecKmUra/yuHHj8PLyYt++fWi1Wu6+++4m7w2z2Yxer28wyZXJZLi6uqLVatFoNFRWVmIwGAgNDW00q2Q2m7l06RK5ubmYTCbs7OwoLS2lpqYGLy8v8ZlnE7a1pue7TqcTM1pjx47l4YcfvqHfT2vo9OVTREQECxcuZPXq1Xz88cfI5XKmTp3aKUGjpqaGzZs3c+zYMRQKBXPnzmXMmDGNvtdWqtCaB6ajoyMrVqxg8+bNHDx4kFWrVnHvvfcyY8YMHBwcWjy+PbFarWzcuJGkpCQ8PDxYvHhxl1l9Xg+enp4sWbKEmJgYvvvuO/z9/bn33ns7bTxWq5XLly+j1+tbvYVgU7a6u7vXm5VXV1ezbNkyioqKCA8PZ/Hixe2a8ZDL5YwePZrRo0dTUVHBxYsXycrKwmw2i+lBhUJBYGAgQUFB+Pv735IZl1uJP/7xj8THx3Ps2DFuv/326wrUtolXdnY2Hh4edOvWDaVSyWOPPSZucRQVFWGxWAgODq6nhhYEgdDQUM6fP09GRgb9+vVr8nOqq6vJycnBaDTSrVs3fH19G0zWrq2Vtj3Xm1tJe3t7k5GRQX5+foOOXPb29gwZMoSsrCyUSiXu7u6NTjrMZjOJiYmUl5fj4eFBr169kMvlJCUlodFoKCoqqrd/7ePjQ2ZmJvn5+fj5+TUaf0wmE+vWrSMvL4+goCD+9Kc/NXkN7UmnrqRtdO/eHVdXV86ePUt8fDx6vZ7+/fvf1ODxn//8h+XLl3Pp0iUcHByIiYlh2LBhTb5/9+7dnDt3Dh8fH7HWsTlkMhnDhw9HJpNx8eJFUlJSOHz4MAEBATdtVW2xWPjwww85cOCAaCzTXm3pOhObIvTkyZPExcURFBTU5v3a9iIvL4/c3FwxrdaayWZeXh5lZWX06NFDnMVbrVZWr15NcnIy/v7+rF69ukP3eO3s7AgMDKRfv37079+f/v37M2DAAKKjo+nZsycuLi639GTuVsHR0RFnZ2fOnDlDQkIC48aNa3M6VSaToVarKS4uxsHBQdyGsN0jGRkZ+Pr6Ul1dTVFREWazGVdXV/G7amdnR3V1NVqtFoVC0WgaOTs7m+TkZHQ6HXV1dZSVlVFYWIinp2e9TNCJEyfIzc1l+PDhBAYGsn//fjQaDXfddVeTjnZyuZyKigrRH+Da751MJsPd3R0XF5dGV/pWq5WUlBS0Wi0+Pj5igBYEATc3N/Ly8jCZTPj4+IjXLJfLMRgMlJWV4eHh0ajl8N/+9jeOHj2Ki4sLa9asuWmln13mrps0aRILFy7E1dWV/fv3s3z5ciorKzv8cysrK9m4cSPLly9Ho9EQHh7Ohg0bmpXjV1dXk5ycjCAIqFQqamtrW/VZNpXtxo0bCQ8PR6PRsHLlSpYvX05CQkKHGp/odDrefPNNdu/ejUKhYPHixbecWKw5xo8fz+OPP47FYmHt2rUcPnz4po+huLiYzMxMXF1dRcvOljCZTOTm5qJSqeo1lfn++++Ji4vD2dmZlStXSvu9vyMmTpzIoEGDqKqqYuvWrdf1XLAFVpvWAa5+1/r27cuJEyfo27cvgwcPxsHBgZycHJKTk+t5VoSHh2NnZ0dGRgYlJSX1zp2Xl0dWVhb29vZER0czYsQI/Pz8MJvNDfaer92Tbs1K2vZ6bW3tdV17bm4uxcXFuLu7ExkZWS/IK5VKfH190Wg0XL58mby8PPLz8yksLESpVIqlk9fy448/8uOPP6JQKFi6dOlNbQDVJVbSNnr06EFUVBS//PILV65cYd++fSiVSsLCwtp9Fq/Vavn00095++23SUtLQ6lUMmPGDF566aUWZ0jHjh3j+PHj4p5JcHBwm0qYXF1dxfKUpKQkcnJyOHjwIKdOncLe3p6AgIB2aRYOV2/Sn376iXXr1okdYpYtW3bLOL21hX79+mGxWEhMTOTkyZO4u7vfNJFedXU1iYmJyOVy+vbt2+rmH9nZ2ZSWlhIcHCwG4szMTNatW4fFYmHhwoVERkZ25NAluhg2rUVSUhJxcXHX1XdbLpdTUFCAxWIRs2W5ubno9XrKy8vx9/ene/fu+Pj4UF1djUajoaKiAg8PD9H7wc3NjeLiYoqKiqitrUWlUlFYWEhGRgYuLi707dsXJycnZDIZVVVVVFRU4O3tXW8L79y5c6SnpzNw4EDCw8PFlfSECROaDHQ1NTXk5+fj4eHR5iYsZWVlpKSkYG9vT79+/Rp9jqpUKoxGI4WFhVRUVKDVatFqtZSXl6NWq3FycqoXA+Lj43n77bexWq3MnTuXoUOHtmlMN0qXCtJwNSUzevRosrKyyMnJIS4ujtjYWFxcXPDz87uh4GXbp/jiiy/YtGmTOHscPHgwS5cuZdiwYS1OBvR6Pe+++y6VlZWMHj2agoICzGZzm926BEGgV69eTJw4EQcHB65cuUJBQQE7d+5ky5YtlJaWYjAYcHNza3O6S6fTceTIEf71r3/xwQcfEBcXR21tLZGRkbz22muEhoa26Xy3CraHm0qlIj4+ntOnT6PX64mOju7wVG1mZiZVVVX07du31Ypuo9FIcnIyarWayMhIBEHAaDSyYcMGioqKmDRpElOmTOnQcUt0TRwcHHB3d+fIkSMkJCTQr1+/Nq/e8vPzEQSBgIAAzGYzycnJKBQKRo4cyZdffsmYMWOQyWR4enpiNBrR6/ViylqhUKBSqXB3dxdT32VlZWi1Wuzt7enTp4+432yxWLh06RJyuZywsLB6GaQLFy5w6dIl+vXrR1RUFAcOHKCkpITx48c3eT0lJSUUFxfTo0ePNpngGI1GsQ1vv379mnxu2lzJ3N3dRQMVT09PXFxcsLe3x9PTU5xk5+bm8vrrr2M0Gnnsscfaxc++rXRJFYinpyerVq3i7NmzbN26ldzcXNavX4+dnR1Dhw7l9ttvJzo6usWHocVioaioiMzMTE6fPs3XX39NbW0tXl5eKBQKRo0axaOPPkpISEirxmW1Wtm0aRO5ubkEBgby3HPP8fzzz3P27FnS0tKuq2ShW7duPP7449x3330sXryYixcvolarOXHiBCdPngSu7rn6+/uL/66tvTUYDOTm5or/CgsLxTSRXC5n8ODB3HfffQwZMuSWVHG3lUceeQRHR0c+/PBDdu3aRUpKCosWLbrukpaWMJlMFBcX4+bm1uq6aLi6ijabzfXqO7dt28alS5cYMGAAs2bN6pDxStwaDB06lIcffphvvvmGN954g9WrV7dpgm1TLcPVzGFdXZ2Y9dPr9VRUVIhag4iICLKyssjOzubcuXP069dPtAAdMGAAJSUl1NbWYrFY6N69e73FklarxWKxEBgY2GAybAuUtjrp1qS75XI5KpWqTZbRVquV1NRU6urqiIyMbFG/oVarW8x2VVVVsXLlSqqrqxkxYoTYtexm0yWDNFz9Yw4dOpRBgwaxf/9+9u3bR1paGkePHuXo0aPA1ZpSf39//Pz8UKlUWCwWTCYTJpOJgoICsTkBXP0jXrlyRRRVzJ49u00exsXFxWzbto1jx45hZ2fHa6+9hr+/P/fccw979uzhjTfe4J133rmuQJCSksLGjRvJzc1lwIAB/OEPf8DOzo4zZ85w/vx5iouLKS4uFr2QW0Imk9G/f39GjRrFyJEjW72y+y0xadIkgoKCWLduHcnJybz88svMnj2bO+64o90nKuXl5VgsljYF6JqaGgoKCnB0dBRXFGfPnuXf//43CoWCp59+usv3y5boeKZPn05BQQHHjx8nJiaGtWvXtnprTa1Wi+YhtnalNrFWVFQUqampYupWEASCg4NRq9ViS9TevXvj5uaGIAjNruKLi4sxmUyNvqexTljQfJB2c3PDaDRSWlraapfG/Px8DAYDnp6e7dKn3GQysXbtWgoKCggJCWH+/PmdtsDpskHahlwuZ+LEiUycOJHi4mJ++eUXTpw4QWZmJjqdjtTUVFJTU5s83sPDgx49etCnTx9mzpxJbGwsGRkZfPXVVxw5coRx48YRHBxMUFCQqCS0GcFrtVry8vKIj4/nxx9/FI3n582bJyqyn3vuOXJycrh48SLz58/nxRdfbFVvbLPZzMWLFzl8+DA///wzVquV7t27M2/ePCIiIoCrAhKTyURRURH5+fniP5vlJFy9ueRyOf7+/gQGBhIYGIifn1+H+cjeSkRFRfHee++xYcMG4uPjWb9+PXv37mXOnDnt6ltdVlYG0OogbTabSU9Px2w2ExoaiiAIlJWVsXHjRgCeeuqp3+yWhETbkMvlvPrqq7zxxhv85z//EQN1a4KXyWQSe5qXlpbi5OQkrmwjIyNJSUlpsL/q7++PWq0mOTmZCxcuEBoair+/f7PPs4qKCrHZxrXYJpo2cW1rAl1by/zKysrIyMhAqVQSERFxw8HUYrHw/vvvk5CQgJubGzExMZ3qA9Dlg/Sv8fb2ZsqUKUyZMgWr1Up5ebmozDOZTKLgQaFQ4Onp2eiextSpUzlx4gSffPIJOTk5fPHFFw0+x5YmsnnZlpWVERwczJgxY5gxY0a9GaNNKb1mzRqSkpJYsWIFPXv2ZOTIkYSFhYkF+xaLBa1WS0FBAdnZ2Zw+fZqKigrx8x555BGeeOKJBiUFCoXippZp/dZwcXFh5cqV/Pzzz2zbto2EhARefPFF7r77bqZMmdIunvFlZWWoVKpW759lZWWJ3yk3Nzdqa2t54403qKiooF+/ftI+tEQ9FAoFS5YsYfny5Vy4cIHXXnuNdevWNVnCZEMQBCwWC2VlZeLzzEZYWBh79uxp9DgPDw8GDBhAYmIi6enpVFdXExoa2qgeyGq1NvvdtwXptqi7bdnPloxUrFYrRUVFpKWlIQgCUVFRN7w4sVgsbNy4kUOHDqFSqXjttddabUjUUdxSQfrX2Gre3Nzc2uRSJggCI0eOZPjw4Zw6dYrU1FSysrLIyspCq9WKJg5yuRx7e3s0Gg1KpVJ8sDeGrW5u165d7Nq1iytXrpCUlITJZMLBwQG5XN6ocMnf359Ro0YxduzYTqvr/T0gCAJ33XUXw4cPZ/v27ezdu5fdu3fz008/cccddzBlyhRxRdtW6urq0Ov19RyMmsNkMlFWVoaLiwuBgYFYLBY2bNhAamoq3t7eLFy4UKpHlmiASqUiJiaGmJgYUlJSWLp0KWvXrm02e6NQKDCZTJSUlGCxWOptxTk7OzfbO9rJyYlBgwaRlJREWVkZ58+fp0+fPo1uwej1+iYFvbYVqG0lbftuN7ffrNPp6h3b1HsyMzMpLS1FqVTSr1+/Btt6VqsVs9mMTCZr1T1lMpl49913iY2Nxc7OjmXLlnWJyopbNkjfKDKZjBEjRjBixIh6P7darVgsFjHtvWnTJvbv399iM3S5XM7DDz/M5MmTOXPmDOvXrycxMZGBAweKRfPu7u74+fnh6+tLdHQ0QUFBvwshV1fB2dmZP//5z0yePJmdO3dy+PBhYmNjiY2NpUePHowbN45hw4bh4+PTajtEmyCmtc5xubm5VFdXi2WF//jHPzh58iSOjo4sX768y/bGluh87O3tWbFiBUuWLCEjI4OFCxeyfPnyJrNsKpUKq9WKRqPB3t6+3mpXqVRyxx13NPt5KpWK6OhoMjIyyMvLIy4urkH1giAIuLq6UlFRQVVVVYNAeW2621a/bcsiNkZpaWmTHeRs2qLs7GzUajXe3t6EhITUmzyYzWYSEhKwWCzodDrkcjmenp4EBgY2ueI3mUysX7+e48ePi7/nqKioZn8/N4vfbZBuCtser43evXuzf/9+0tLSWnW8Uqlk5MiRDBw4EJPJxIIFC5p1LpO4+fTo0YO5c+fy5JNP8t1333Hw4EEqKirYvn0727dvB67O4l1cXMSb2jaZshke2DAYDJSUlODs7IyPjw9ubm54e3szduzYBmYxtbW1FBcX061bN3x8fNixYwffffcdCoWC1157TcqmSLSIo6OjaICUnp7Oq6++SkxMTKMBxfbdtTXb+PWCQBAEHnjggRY/TyaTERYWhpOTE2lpaVy4cIH+/fvXC3Y9e/bk/PnzZGZmEh0dXe/4a1fStsBrE7Jdi9lspri4GGdn50YnvpmZmeTk5ODo6EhERESjbmh5eXlUVlbSrVs3vL29qa6uprCwEK1Wy8CBAxuc12g08pe//IXjx4+LFs5dYQVtQwrSLWAzmGhr6zbbg1zyOu66eHl58eyzz/L0009z/vx5sSa1oqICg8HQaPtGmxHCr6muriYvL4/U1FRRTfvJJ58QGBjImDFjGDt2LD179iQ7O1tsHLB27VpOnToFwEsvvdSsR7KExK9xcXHhzTffZN26dZw9e5alS5eyYMGCBj3VfX19SUtLw9XV9YYVz76+vsjlcpKTk0lISGDgwIFiAO7WrVuTJU/X7knb9tGbCtIVFRWYzeYmq2Rs7VwHDBjQ5LPVlvXs3bu3qHA/f/48dXV1DfbCq6ureeONN0hMTCQyMpLnn3++S3Qp/DVSBGkBmxqyrUHa1h9bUll3fRQKBYMHD2bw4MHA1ZRaTU0NFRUV6PV68ca26RV+XX9q+1llZSUajQatVkt6ejqZmZmkpaWRkpLC3/72N/z8/HB2dsZkMompvl69ejFt2jQGDhzYORcucctiZ2fH0qVL+etf/8qePXtYu3Ytzz77LJMnTxbfo1QqGThwIN26dWvRBMpisVBTU4O9vX2T7/Xy8sJkMpGamkpeXp5YgWA2m6mpqWl0v9rWo9q2evX29sbV1bVJy2ez2dxsDXNdXR0Gg6HZPWZHR0ccHBxEl7T09HRxZf1rg5Py8nKWLVtGRkYG7u7uvPTSS21yjrxZSEG6BWxK7tTUVC5duoSjo6OY8rRYLJjNZsxmMyaTSdwDKSwsJC4uDoVCIbXwuwURBAFHR8c2uR1di8Fg4NixYxw8eJD4+HiKiorQarUolUrc3NwYP34806ZN+13WsEu0D3K5nD/96U94eXnx8ccf8/e//53i4mJmzZolprZbUxZYW1vL+fPn0ev1CIKAr68vQUFBjeoyfH19yc/Pp6SkRAzSRUVFqNXqRislFAqFKL6Fq2LZ8vJyLl261OhYLBZLs57dHh4eVFVVkZeX1+T2kEqloqamhvLycrKzs9FqtaKNqS24FxQUsGzZMgoKCvD392fVqlU31Y+7LUhBugW8vLywt7fHYrHwyiuvtEroZbVacXd3p3///u3SOF3i1sPOzo4JEyYwYcIETCYTaWlp6HQ6ZDJZPUtFCYkbQRAEHnvsMby8vNi0aRPfffcdhYWFzJ07t9Vd02w+E15eXhgMBgoLCykvLycwMBAfH596q9bGSqg0Gg0Gg6HRIG071rYNFBAQgJ2dnegVfm3jGNuY09PT0el04mTZ5hHevXt3CgoKuHLlCm5ubo1eo0KhwGKxkJOTg1KpxMvLi8jISDFDEBcXx1tvvUV1dTUhISFdvoGNFKRbQBAE3nrrLc6cOcOJEyeoqamhrq4OhUIh1mXLZDLx/23er8HBwa0SZkj89lEoFF1GKSrx22TcuHF4eHiwZs0aTp06xcsvv8yiRYtEY6SmsG3VmEwm/Pz88PPzo6amhqysLFJTU8nMzMTLywsfHx8cHBwoKytDp9Ph7u4OXA2+5eXlODs7N7pHfG2QlslkhIaGcvHiRS5dutRAVOvo6Ejv3r1JT08nLy8PtVpNbW0tCoUCPz8/AgICCA8P5+LFiyQkJBAQECCWuer1erFZSF1dHWazGW9vb3GhZLVa+fbbb/noo4+wWq0MGzaM+fPnt7oyo7MQrB3ZH1FCQkJC4qZRWFjIW2+9RVpaGnK5nJkzZzJ58uRmM4AajYakpCTR/MTe3p6IiAjKy8spLi4WywxlMhkWiwW5XM6AAQNwcnLCarUSGxuLh4cHffv2bXDutLQ05s+fT3BwMJs2bQLgyy+/5OOPP2bcuHHMnz+/0TFZLBYMBgPV1dVUVVVRUlKCwWBAEASxjeaVK1calHI5OjpiNptFgWdYWBgeHh7U1tayadMmYmNjAXjiiSd44oknbokS2C7XBUtCQkJC4vpwcnLizjvvRK/Xc+nSJeLi4sjIyGDgwIFNirEcHBzw9/fHxcUFlUpFWVkZJSUlhIeH07NnT9zc3FAoFCiVStRqNSEhIWI9vyAIZGdnY2dn16iCPD09ndjYWMLCwhg7diwA7u7u/PDDDxQVFfHggw82KlQTBAGlUomjoyNubm74+/vj5OREZWUlOp0OFxcXevbsibOzM+7u7ri6uortN4OCgjAYDGi1Wrp3705FRQWvv/468fHx2NnZsXDhQu69995bIkADSNZGEhISEr8hlEolf/zjH1myZAmOjo5i+jslJaXZY9zd3QkNDSUqKgqz2UxWVhZwteTL3d2dsrIyKisrSUpKorCwUDy2OUW4VqsFqFdS5efnR2hoKHq9nri4uFZdk0wmw8vLi+joaIxGI2lpaaLVqa+vL927d8fT0xM7Ozv0ej1FRUViydi8efPIyMjAz8+Pt99+u4GBVVdHCtISEhISv0FGjBjBe++9R3h4OCUlJSxatIiPP/64QZ3/tXh5eeHr60txcTFarZbi4mIuX74MXBV+KRQKUlJSRF8Ag8FAXV1do+dqLEgDotuZraNha3FwcCAoKAiz2UxeXl6D18vKyoiPj6empobdu3ezatUqKisrGTRoEO+8806XLLFqCUk4JiEhIfEbxcfHh7feeouPPvqI7777ji+//JKjR4/ywgsv0L9//yaP69mzJyUlJVy4cAFBEFCr1URHR9OtWzf8/f1JSkqioKBANG1qStqUn58PNB6kP/roI06dOoXBYGhTtYOfn5/YqMjX11es0y4pKaG0tJTjx49z7NgxLBYLarWaadOm8dBDD92ynviScExCQkLid0BycjLvv/8+2dnZeHh4EBkZydNPP91k28vi4mJycnKQyWRERkbWU0FbLBaSk5PFpkTu7u4NXPPq6up46qmnqKmp4c033yQxMZHk5GSUSiUlJSUkJSWh1+uZN28eDz/8cJuuRaPRUFhYSGVlJT4+PuTm5lJQUMDevXvFVPeQIUOYM2dOl61/bi1SkJaQkJD4nWAymdi5cyeHDh0iNzcXuVzOpEmTeOihhxoVftmaDTWGxWIhKSkJrVZLREREg2B/+vRpXnnlFbGG2hZqvL29KS4upqysjLS0NJydnVmyZAmTJk1qVZ/sX3P8+HF0Oh27d+8mJSUFhUKBm5sbs2fP5vbbb79lxGHNIQVpCQkJid8ZGo2GHTt2cODAATF4DhgwgHvuuYfhw4e3uueA1WqloKAAb29v8Rir1Up8fDxz587l0qVLdO/enR49ejBixAhGjRqFl5cXdXV1nD9/nq+//hq9Xk9wcDA5OTkMHjyYe++9l+jo6CbV6HB1lb9//3727dtHaWkpcNVp7O677+app566IbfAroYUjq4KvQAAAiBJREFUpCUkJCR+p2RlZbFz505++eUXUVDm4uLCnXfeyT333NNkG8zGMJlMnD59ml27dpGcnExAQACJiYn8+c9/5r777mvSAjcjI4O9e/eyf/9+UYAml8sJDg4mMjISX19fBEGgpqaG3NxckpKS6jXoCAwMZNKkSYwbN67VLmu3ElKQlpCQkPido9PpOHToEPv27RNLr+BqJ6mBAwfSu3dvwsLCGrhz1dXVkZWVxenTp+utap2dnXn44Ye57777Wi0Kq6ysZP/+/Rw5coSsrKxGxWj+/v7k5+fj4ODAkCFDmDRpEn369PlNpLWbQgrSEhISEhLA1VR1amoqe/fuJTY2VuwDDVcDr0qlwsnJCblcjsViITc3V+z4B9C9e3cmTZrEXXfdVa/jVFsxGAykpaVx6dIlKioqsFqtqFQqQkND6dmzJ927d/9NB+ZfIwVpCQkJCYkG1NTUEBcXR1JSEunp6WRkZNQL2nDVGSwgIIBevXoxfvz43/yqtjOQgrSEhISERIuYzWY0Gg16vR6TyYTVahUbXEh0HFKQlpCQkJCQ6KLcmhYsEhISEhISvwOkIC0hISEhIdFFkYK0hISEhIREF0UK0hISEhISEl0UKUhLSEhISEh0UaQgLSEhISEh0UWRgrSEhISEhEQXRQrSEhISEhISXRQpSEtISEhISHRRpCAtISEhISHRRZGCtISEhISERBdFCtISEhISEhJdlP8DG/IJ2GlhDW8AAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "thresholded = threshold(rsa_motor_r, rsa_motor_p, thr=0.01)\n", "\n", "plot_glass_brain(thresholded.to_nifti(), cmap='coolwarm')" ] }, { "cell_type": "code", "execution_count": 125, "metadata": { "ExecuteTime": { "end_time": "2020-06-26T16:14:34.229055Z", "start_time": "2020-06-26T16:14:30.708059Z" } }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 125, "metadata": {}, "output_type": "execute_result" } ], "source": [ "view_img(thresholded.to_nifti())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This looks a little better and makes it clear that the ROI that has the highest similarity with our model specifying the representational structure of motor cortex is precisely the left motor cortex. Though this only shows up using a liberal uncorrected threshold, remember that we are only using about 9 subjects for this demo.\n", "\n", "Though this was a very simple model using a very simple dataset, hopefully this example has illustrated how straightforward it is to run RSA style analyses using any type of data. Most people use this method to examine representations of much more complicated feature spaces.\n", "\n", "It is also possible to combine different hypotheses or models to decompose a brain representational similarity matrix. This method typically uses regression rather than correlations (see [Parkinson et al., 2017](https://www.nature.com/articles/s41562-017-0072))\n", "\n", "We have recently used this technique in our own work to map similarity in brain space to individual variability in a computational model of decision-making. If you are interested in seeing an example of intersubject RSA (IS-RSA), check out the [paper](https://www.nature.com/articles/s41467-019-09161-6), and accompanying python [code](https://github.com/jeroenvanbaar/MoralStrategiesFMRI)." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.7" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }