{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# notebook 1 - introduction and data processing\n", "\n", "This notebook will introduce you to single cell RNA-seq analysis using scanpy. It will walk you through the main steps of an analysis pipeline, taking time to look at the important characteristics of the dataset a long the way. It goes through the individual steps in a more detailed manner than the standard analysis pipeline to teach the core concepts that need to be watched out for when performing single cell analysis.\n", "\n", "This is meant a simple tutorial and going more into depths of the single cell concepts. The run of the standard workflow for the same dataset can be found at:\n", "\n", "[standard_workflow_besca2-Raw.ipynb](https://github.com/bedapub/besca_publication_results/blob/master/hematopoietic/pbmc3k/standard_workflow_besca2-Raw.ipynb)\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 541, "metadata": {}, "outputs": [], "source": [ "import warnings\n", "warnings.filterwarnings(\"ignore\")" ] }, { "cell_type": "code", "execution_count": 542, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "scanpy==1.9.1 anndata==0.8.0 umap==0.5.3 numpy==1.21.5 scipy==1.9.0 pandas==1.4.3 scikit-learn==1.1.1 statsmodels==0.13.2 python-igraph==0.9.11 pynndescent==0.5.4\n" ] } ], "source": [ "#import necessary python packages\n", "import scanpy as sc #software suite of tools for single-cell analysis in python\n", "import besca as bc\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import pandas as pd\n", "import numpy as np\n", "import scipy\n", "\n", "#output an overview of the software versions that are loaded\n", "sc.logging.print_header()" ] }, { "cell_type": "code", "execution_count": 543, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 543, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import HTML\n", "FAIR = \"\"\n", "HTML(FAIR)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The example dataset we will be analyzing today consists of Peripheral blood mononuclear cells (PBMCs). The reads have already been demultiplexed to generate a set of FASTQs per donor (cellranger mkfastq function) and count matrice are generated (cellranger count function). " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Description of the used data set\n", " \n", "The original data set provided by 10x is available [here](http://cf.10xgenomics.com/samples/cell-exp/1.1.0/pbmc3k/)\n", "\n", "Here is a short description provided by 10x:\n", "\n", "PBMCs are primary cells with relatively small amounts of RNA (~1pg RNA/cell).\n", "\n", " - 2,700 cells detected\n", " - Sequenced on Illumina NextSeq 500 with ~69,000 reads per cell\n", " - 98bp read1 (transcript), 8bp I5 sample barcode, 14bp I7 GemCode barcode and 10bp read2 (UMI)\n", " - Analysis run with --cells=3000" ] }, { "cell_type": "code", "execution_count": 544, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 2700 × 32738\n", " obs: 'CELL'\n", " var: 'ENSEMBL', 'SYMBOL'" ] }, "execution_count": 544, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#import example dataset\n", "#filepath = '/path/to/dataset/raw'\n", "#adata = bc.Import.read_mtx(filepath=filepath, species='human')\n", "# OR\n", "#adata = sc.read(filepath)\n", "# OR\n", "adata = bc.datasets.pbmc3k_raw()\n", "adata" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "**Note**\n", " \n", "This dataset contains **2700 cells** (n_obs) and **32738 genes** (n_vars) whose labels are stored in adata.obs_names and adata.var_names respectively. In addition the dataset can be annotated into adata.obs. In this dataset, there are no specific metadata associated to each cell.\n", "\n", "
" ] }, { "cell_type": "code", "execution_count": 545, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
CELL
AAACATACAACCAC-1AAACATACAACCAC-1
AAACATTGAGCTAC-1AAACATTGAGCTAC-1
AAACATTGATCAGC-1AAACATTGATCAGC-1
AAACCGTGCTTCCG-1AAACCGTGCTTCCG-1
AAACCGTGTATGCG-1AAACCGTGTATGCG-1
\n", "
" ], "text/plain": [ " CELL\n", "AAACATACAACCAC-1 AAACATACAACCAC-1\n", "AAACATTGAGCTAC-1 AAACATTGAGCTAC-1\n", "AAACATTGATCAGC-1 AAACATTGATCAGC-1\n", "AAACCGTGCTTCCG-1 AAACCGTGCTTCCG-1\n", "AAACCGTGTATGCG-1 AAACCGTGTATGCG-1" ] }, "execution_count": 545, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata.obs.head()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "**Note**\n", " \n", "Since each cell has its own row in adata.obs, we can determing the number of cells that have this specific attribute in the dataset by counting the occurrence of each label.\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "**Note**\n", " \n", "Its important to check how many cells you get from each condition/donor because this is not necessarily always equal.\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Important quantitative traits of the dataset\n", "\n", "First we can take a look at the relationship between total UMI counts associated with a gene and the detection probability in a cell. To do this we will plot the percentage of cells that express a gene (i.e. the cell has at least 1 UMI count for that gene) against the total number of UMI counts that we observe for a gene which we plot on the x-axis." ] }, { "cell_type": "code", "execution_count": 546, "metadata": {}, "outputs": [ { "data": { "image/png": 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J0tq1a/XTn/5UGzZskCT19vbqV7/6VblLBQAAAAAAmPVsNkPzarxFx9rCPkmSYRjyuRxFIZ4kNYY8uv2SVt2wqkG3rW9VW61PNpuhP7y8TX96zSK979L5uqilSvNqfIX7VftcSmXz2tk1rNbj/eXylrqGklo3r6ro/pZlKW+eeykWAACAuabsI/KeeuopSZLNZtM3vvENeTyeCV3ncrn0t3/7t3rHO94h0zT12GOPsVYeAAAAAABACVyxqFZ+97AGYhk1BN1a0xI65zVOu00NoeLnOjaboeWNQS1vDOqaZXU6NpySz2VX4/F2mbwp05Iagh4F3U7F0jktrPNpcX2gcI/D/XG9enRI6Zyp+TU+Xbk4LIe97O+eAwAAzAhlD/L27NlTGI3X1tY2qWvb2tp0ySWX6OWXX9Ybb7xRpgoBAAAAAADmFpfDpg1tNSW9p8dp16I6f9ExQ1LY79JgPCOvyy6vy641LSdH46Wyeb1wcEAnBuMdHUyo2ufU2tbiEXsAAABzVdmDvKGhIUnSggULzuv6+fPn6+WXX1YkEilhVQAAAAAAACiXaCqr3+3t13AyK5sh1Qfc8rvtmlfjU1utr9Auksjq9Bk1B+KZKa4WAABg+ir7PAVu9+jixfF4/LyuTyQSkiSfz3eOlgAAAAAAAJgOtrcPaziZlSSZlhRJZnT5onBRiCeNjtZz2E9fj889ZXUCAABMd2UP8pqbm2VZll599dVJX3viOsMw1NjYWIbqAAAAAAAAMFnxdE67uka0vzembN4cc34klS3az+YtpXJj27kcNr11Wb3Cfqc8TptWNge1vCFYtroBAABmmrIHeZdddpkkqb+/X/fff/+krr3//vvV19cnSbr88stLXhsAAAAAAAAmZySV1SOvH9O29ohePDSoJ3b1yDxtfsyWam/RfrXPqYB7/BVemqo8umVts96zYZ42tNXIZjPGbQcAADAXlT3Ie+9731vY/pu/+Rtt2rRpQtc9+eST+vrXv17Yv+2220peGwAAAAAAACZndBTeyeBuKJHVsZFUUZt1rVVa0xJStc+pBbU+vXV5/VSXCQAAMCuM/ypUCa1evVq33nqrHnnkEWUyGd1zzz268cYb9d73vlfr169XVVVVoe3w8LC2bt2qn//853r88cdlWZYMw9CNN96odevWlbtUAAAAAAAAlIDNZuji+dW6eH51pUsBAACY0coe5EnSX/7lX2rfvn3at2+fJOnxxx/X448/LknyeDzyer1KJpNKpU6+vWVZo292LVmyRH/zN38zFWUCAAAAAADgHJY2BHTglFF5Yb9TzSFPhauafXqjKeXylppCHqYbBQBgDpuSIC8YDOqnP/2pPvWpT2nz5s1F55LJpJLJ5LjXXXfddfrGN76hQCAwBVUCAAAAAADgXEIep965rllHBxNy2m1aEPYRNJXY5j296oqMvvAe8Dh00+pGeZz2ClcFAAAqYUqCPEkKBAL6/ve/r5deekn333+/tmzZov7+/jHtamtrdfnll+sP//APdfnll09VeQAAAAAAADhNVySpWDqnlmqvAu6Tj5F8LodWNoUqWNns1T2cKoR4khRL5bSvJ6aL5lWd5SoAADBblT3Iy2Qycrlchf3LLrtMl112mSSpt7dXQ0NDisfj8vl8qqmpUWNjY7lLAgAAAAAAwDm8cHBAB/vikiS7bUjXr2hQA1Noll0mZ449ls9XoBIAADAdlD3I++Y3v6nf//73euc736mNGzeqra2tcK6hoUENDQ3lLgEAAAAAAACTEE/ndLAvLsuylMqZcjts2nVshCBvCjRXe+R12ZTMjAZ6NkNaWOuvcFUAAKBSyh7kvfDCCzp06JC++93vKhwO66677ip3lwAAAAAAALgApmUpnslpX09UmZwlh92Qx2k76zWZnKnXOyPqj2XUEHTrotYqOexnvwZjOe023bS6SXt6osrmTC1pCKg24K50WQAAoELKHuR1dnYWtm+88cZydwcAAAAAAIALFPQ4FUtllclZSufyyuSk3mhKvdGU6gNuGYYx5pothwbUPpiUJA3EMkplTV21pHaqS79gmZypwXhG1T6nPE57RWrwux3a0FZTkb4BAMD0UvYgz+l0Fra9Xm+5uwMAAAAAAEAJNFd5dag/oUQ6r2Q2r2f2DijodqrG79INqxqLQi7LstQxlCy6vmMoIWlmBXnHhpN6Zl+/cnlLdpt01eI6tdX6Kl0WAACYw8o+v8G1115b2H7iiSfK3R0AAAAAAAAmKJXN61B/XH3R9JhzTrtNNsOQz21XJmdKsjSSzGkkmdOe7mhRW8Mw5HcXvy8e9JT9/fGS23o0olzekiTlTemVo4MVrggAAMx1Zf9G9ZnPfEbbt2/XkSNH9NWvflV+v58pNgEAAAAAACpsIJbWk7t7C8HV8saA1s2r1ouHBtUxlFB/NK2gxy4rZSngsavG51Imb0qSEpn8mPtdtrBGz+4fUCZnyu2wacOCmTc1ZPK0z5XKmjJNSzbb2KlEAQAApkLZgzyPx6Mf/ehH+trXvqZNmzbpz//8z9XS0qINGzZo6dKlCoVCE55y8/bbby9vsQAAAAAAALNcKpvXkYGEth4dUjZvym4bnbBpb09MqWxeR4+vc+dx2ZXKmtrQVqMdncPKW5Zq/KNLqCyq84+5b3OVV7evb1E0lVPI65R9BoZfC+t82tMdK+wvCPumTYjXH0tre3tEqayphXU+rWmpqnRJAABgCpQ9yLvssssK24ZhyLIsdXZ2qqura1L3MQyDIA8AAAAAAOACJDI5/eb1bqVzpnZ3jyiTN7W2OSTb8TCvJ5pWOpdXLJ2T3+XQ0oaAmqs8mlcz+hK2y2HT4vqAmqo8497fYbepxu+ass9TapfMr5HP5VDPSEp1AbdWNgUrXZIkKZs39dTuXmWPj57c3j4st8OupQ2BClcGAADKrexBnmVZkzoOAAAAAACA8jjYF1c6Nzo9ZkPQo/29MQ0lsqoNuNUYciuVNfX7jn5ZlmQY0oqmoG5Y1ThtRqWVm81maFVzSKuaQ5UupUh/LF0I8U7oiiQJ8gAAmAOmdEQeAAAAAAAApoew36WVTUG1VHu0rDGopQ0B/fq1Ywr7XRqKZ+R22uVx2OZMiDedhTxOGYZ06nvx1T5n5QqagEzO1Lb2iPpjadUF3Lp4fpXcDnulywIAYMYpe5B33333lbsLAAAAAAAATMCiOr/2dEcLo/Jaa7x6x9omOeyjU2uapqUl9QGpfrS93TY6q5JhEOZVkt/t0KULarStPaJc3lJzlUcrm6bXqMHTbTk0oPbj6y1GElmlc3m9ZVl9hasCAGDmKXuQBwAAAAAAgOkhmzc1r8arwURGC8I+LW0IFkI8SVrSENCurpHC/uL6ACHeNLG8MajFdX7lTEse5/Qf2dY5lDzrPgAAmBiCPAAAAAAAgDmgP5bWE7t6ZB6fntGyEmPWgrt4XpWCHod6R9KqC7hGR+dh2nDYbZops1OGvE5FEtmifQAAMHkVCfIymYy2bNmi/fv3q7+/X7FYTOFwWHV1dbrooou0bt26SpQFAAAAAAAwa+3vjRVCPGl0usPeaFqNIU/hmGEYWlIfIMDDBbt8UVi/39evRCYvr8umyxaGK10SAAAz0pQGeV1dXfr2t7+tJ554QqlU6ozt6uvr9e53v1t/+qd/qnCYf+QBAAAAAAAulN02dopM2zjTZuZNS4f640pkcmoL+1Ttc01FeZhl6gJubby4RfFMTn6XQ7Zx/v4BAIBzs527SWn89Kc/1a233qpf//rXSiaTsizrjH/6+vr0wx/+UO985zv1/PPPT1WJAAAAAAAAs9byxqBcjpOPgpqrPKoPuse0e3pvr148NKgdnSN6dEe3ekbGfxk7ns7pQF9M/bF02WrGzGazGQp6nIR4AABcgCkZkfeLX/xCf/VXfyXLOjl/Q3Nzs9auXav6+np5PB7F43H19PRox44d6u/vlyQNDQ3pIx/5iH74wx/qTW9601SUCgAAAAAAMCtVeZ1617pmdQwl5XHa1FrtHdMmksioe/hkMGda0p7uaNH0m5J0bDipp/f0FabqXNMS0sXzq8tZPgAAwJxU9iCvvb1dX/7ylwsh3urVq/X5z3/+rMHcs88+q7/927/Vvn37lMlk9OlPf1qPPvqo3O6xb4kBAAAAAABgYjxOu5qrPHr16JBeOTKkppBHl7TVFEbqGeNMtTne9Js7OkeK1tt749iIVjWHikb8AQAA4MKV/dvVj3/8Y2UyGRmGoauvvlr333//OUfXXX311frZz36mDRs2SJK6u7v1wAMPlLtUAAAAAACAWe/Z/f1qH0wqns7rQF9crxwZKpyr8jo1P3xypJ7DZmhlc3DMPfKmWbRvWpJ5ykxMc91gPKNn9/fr6b196ookK10OAACYwcoe5D377LOSJI/Ho29+85tyuSa2QLLH49G3vvUtORyjgwZ/85vflK1GAAAAAACAuSCTM9UfyxQd6x4pDpquWVqnhqBLA7G0TMtUJJEdc5+lDaPhXiKd086uYR3oi+mFgwNKZfNKZfPa0TmsV44MamAOrp+Xyub1xBs9OjKQUOdQUk/v7VNfdO79HAAAQGmUPcjr6OiQYRi64oorFA6HJ3VtS0uLrrjiClmWpT179pSpQgAAAAAAgLnB5bDJ77YXHav2Fr903T6YVNdwSnnL0rHhtJ7b369Iojj8W9oQ0HUr6hXP5FQfcGtRnV9dkZRePjyox3f16LWOYe3pjunxXT3qn2NhXmckqVz+5OhEy5KODiYqWBEAAJjJyh7k2e2jXw5ramrO6/rGxkZJUjY79u0vAAAAAAAATM5Vi2sLYV61z6lLFxY/s+kaTmpn14gO9yd0ZCChHV0j404PGfa7VB/0qCHkKayjt783pmgqV2hjWtKB3lgZP83043c5xh47LTwFAACYqLHfLEps3rx52rNnj/bu3Xte13d1dUmSmpubS1kWAAAAAADAnNQQ8mjjxS1K50x5nGMDpmzOVDp7cg28kWRWrx4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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 647, "width": 889 } }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1)\n", "fig.set_figwidth(10)\n", "fig.set_figheight(7)\n", "fig.tight_layout()\n", "\n", "bc.pl.transcript_capture_efficiency(adata, ax=ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "**Note**\n", " \n", "As the number of transcripts belonging to a gene increases we can see that most of the cells start expressing this gene. We will look at the genes into more detail later. Also, the number of genes that are abundantly expressed in most cells is low in comparison to those genes that are only expressed in a small subset of cells.\n", "\n", "
" ] }, { "cell_type": "code", "execution_count": 547, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 765, "width": 998 } }, "output_type": "display_data" } ], "source": [ "fig = bc.pl.librarysize_overview(adata, bins=100)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "**Note**\n", " \n", "**Library size** refers to the number of unique transcript molecules that are detected in a cell (i.e. the sum of all UMI counts). It is an important value for characterizing the sequencing depth of an experiment.\n", "\n", "Library size is closely related to two other indices: the **number of detected genes (NODG)** and the number of **dropouts**(undetected genes). Characteristic for single-cell data is the high frequency of dropouts.\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Sparseness of data\n", "\n", "Most of the entries in the UMI count matrix consist of 0's!" ] }, { "cell_type": "code", "execution_count": 548, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Only 2.587% of all matrix entries are non-zero values!\n" ] }, { "data": { "text/plain": [ "matrix([[0., 0., 0., 0.],\n", " [0., 0., 0., 0.],\n", " [0., 0., 0., 0.],\n", " [0., 0., 0., 0.],\n", " [0., 0., 0., 0.],\n", " [0., 0., 0., 0.],\n", " [0., 0., 0., 0.],\n", " [0., 0., 0., 0.],\n", " [0., 0., 0., 0.],\n", " [0., 0., 0., 0.]], dtype=float32)" ] }, "execution_count": 548, "metadata": {}, "output_type": "execute_result" } ], "source": [ "count_non_zero = np.count_nonzero(adata.X.todense())\n", "count_all_values = adata.X.todense().size\n", "print('Only', str(round(count_non_zero / count_all_values * 100, 3 )) + \n", " '% of all matrix entries are non-zero values!')\n", "adata.X.todense()[0:10, 0:4]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Filtering (Quality Control)\n", "\n", "During the quality control we wish to perform a cleanup of the dataset in two dimensions: first to **remove all low quality cells** that might otherwise distort our analysis and second to **remove uninformative genes** (i.e. genes that are not expressed). In general, the quality control is performed in a conservative manner to remove clear outlier cells and not expressed genes but trying to keep as much information as possible. \n", "\n", "There are a number of criteria that can indicate a damaged cell: \n", "1. a low overall gene/RNA content\n", "2. a high fraction of mitochondrial genes\n", "\n", "In addition we also want to **remove any potential cell doublets**. In general cell doublet identification in scRNAseq data is extremely difficult, which is why we follow a conservative approach of removing any cells with an extremely high read count since this might indicate the presence of two cells in a droplet. \n", "\n", "The preliminary removal of uninformative genes is also extremely conservative with us only removing genes that are not expressed in a minimum number of cells." ] }, { "cell_type": "code", "execution_count": 549, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "adding percent mitochondrial genes to dataframe for species human\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 624, "width": 1362 } }, "output_type": "display_data" } ], "source": [ "min_genes = 200\n", "min_counts= 1000\n", "min_cells = 10\n", "max_genes = 2000\n", "max_counts = 7000\n", "max_mito = 0.05\n", "\n", "fig, ((ax1, ax2, ax3), (ax4, ax5, ax6))= plt.subplots(ncols=3, nrows=2)\n", "fig.set_figwidth(16)\n", "fig.set_figheight(8)\n", "fig.tight_layout(pad=4.5)\n", "\n", "bc.pl.kp_genes(adata, min_genes=min_genes, ax = ax1)\n", "bc.pl.kp_counts(adata, min_counts = min_counts, ax = ax2)\n", "bc.pl.kp_cells(adata, min_cells=min_cells, ax = ax3)\n", "\n", "bc.pl.max_counts(adata, max_counts=max_counts, ax = ax4)\n", "bc.pl.max_genes(adata, max_genes = max_genes, ax = ax5)\n", "bc.pl.max_mito(adata,\n", " max_mito=max_mito,\n", " annotation_type='SYMBOL',\n", " species='human',\n", " ax = ax6)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "**Note**\n", " \n", "The specific thresholds chosen to define when a cell is of a low quality or when a gene should be removed from the dataset are strongly dependent on the dataset itself. This is why we always visualize the chosen cutoffs in relation to the distribution of values within the dataset to confirm that the cutoff is reasonable. Choosing the correct cutoff though is, currently, still largely based on the data analysts experience and personal intuition. Since the filtering of cells and genes can have a significant impact on the analysis results, it is extremely important to document the used filtering criteria.\n", "\n", " \n", "In the standard Besca workflow, we propose some thresholds that could be an initial fit for most experiment. However this specific dataset (pbm3k) requires us to lower such thresholds here, to the values defined above.\n", " \n", "
" ] }, { "cell_type": "code", "execution_count": 550, "metadata": {}, "outputs": [], "source": [ "adata = bc.pp.filter(adata,\n", " max_counts=max_counts,\n", " max_genes = max_genes,\n", " max_mito = max_mito,\n", " min_genes = min_genes,\n", " min_cells = min_cells,\n", " min_counts = min_counts)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "**Note**\n", " \n", "After filtering it is usually a good idea to take another look at the distribution of cells within your dataset since it can occur that one donor/condition contained far more low quality cells than the others when you have different donors/batches/ etc.\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Characteristics of our cleaned up dataset" ] }, { "cell_type": "code", "execution_count": 551, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Only 7.749% of all matrix entries are non-zero values!\n" ] } ], "source": [ "#does filtering change anything about the sparseness of our dataset?\n", "count_non_zero = np.count_nonzero(adata.X.todense())\n", "count_all_values = adata.X.todense().size\n", "print('Only', str(round(count_non_zero / count_all_values * 100, 3 )) + \n", " '% of all matrix entries are non-zero values!')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "**Note**\n", " \n", "Even after filtering our matrix to only include viable cells and to eliminate not expressed genes our dataset is still extremley sparse. This is common for single-cell datasets and one of the computational challenges we face in single-cell analysis.\n", "\n", "
" ] }, { "cell_type": "code", "execution_count": 552, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 765, "width": 996 } }, "output_type": "display_data" } ], "source": [ "fig = bc.pl.librarysize_overview(adata, bins=100)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "**Note**\n", " \n", "After filtering our librarysize distribution now follows more of a normal distribution. This indicates that we chose good filtering parameters to eliminate the cells that were already dead or empty beads.\n", "\n", "
" ] }, { "cell_type": "code", "execution_count": 553, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 553, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 495, "width": 960 } }, "output_type": "display_data" } ], "source": [ "bc.pl.top_genes_counts(adata=adata, top_n=25, ax=None)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "**Note**\n", " \n", "The most strongly and commonly expressed genes are ribosomal and mitochondrial.\n", "\n", "
" ] }, { "cell_type": "code", "execution_count": 554, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 554, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 495, "width": 967 } }, "output_type": "display_data" } ], "source": [ "# Thought experiment: what happens if we remove all of the mitochondrial \n", "# and ribosomal proteins from the dataset?\n", "bdata = adata.copy()\n", "bdata = bdata[:,[not(x.startswith('MT-')) for x in bdata.var_names.tolist()]]\n", "bdata = bdata[:,[not(x.startswith('RP')) for x in bdata.var_names.tolist()]]\n", "\n", "bc.pl.top_genes_counts(bdata, top_n = 25, ax = None)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "**Note**\n", " \n", "Now we see a high number of marker genes for Immunecells. Also the variance in expression of these genes is significantly higher (indication for differential expression).\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Normalization\n", "\n", "Since each cell has a different library size it is common to normalize the UMI counts to each cells library size. In addition we save an additional copy of our dataset at its current status (we refer to this as **cp10k** values) for visualizing gene expression or doing differential gene expression later on." ] }, { "cell_type": "code", "execution_count": 555, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "matrix([[0., 0., 0., 0.],\n", " [0., 0., 0., 0.],\n", " [0., 0., 0., 1.],\n", " [0., 0., 0., 9.],\n", " [0., 0., 0., 1.],\n", " [0., 0., 0., 0.],\n", " [0., 0., 0., 0.],\n", " [0., 0., 0., 0.],\n", " [0., 0., 0., 3.],\n", " [0., 0., 0., 0.]], dtype=float32)" ] }, "execution_count": 555, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# before normalization we have discrete counts\n", "adata.X.todense()[0:10, 0:4]" ] }, { "cell_type": "code", "execution_count": 556, "metadata": {}, "outputs": [], "source": [ "# normalize per cell\n", "sc.pp.normalize_per_cell(adata, counts_per_cell_after=1e4)\n", "\n", "# save a copy (logarithmized for better understanding of values) to adata.raw\n", "adata.raw = sc.pp.log1p(adata, copy= True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "write out cp10k values for loading into database\n", "\n", "```\n", "bc.st.export_cp10k(adata=adata, \n", " basepath=)\n", "```\n", "
" ] }, { "cell_type": "code", "execution_count": 557, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "matrix([[ 0. , 0. , 0. , 0. ],\n", " [ 0. , 0. , 0. , 0. ],\n", " [ 0. , 0. , 0. , 3.1806617],\n", " [ 0. , 0. , 0. , 34.194527 ],\n", " [ 0. , 0. , 0. , 4.6425257],\n", " [ 0. , 0. , 0. , 0. ],\n", " [ 0. , 0. , 0. , 0. ],\n", " [ 0. , 0. , 0. , 0. ],\n", " [ 0. , 0. , 0. , 27.247955 ],\n", " [ 0. , 0. , 0. , 0. ]], dtype=float32)" ] }, "execution_count": 557, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#after normalization we have continous values which \n", "# represent the fraction of reads coming from each \n", "# gene in a cell per 10000 reads\n", "adata.X.todense()[0:10, 0:4]" ] }, { "cell_type": "code", "execution_count": 558, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Top 25 genes account for 25.56% of all counts')" ] }, "execution_count": 558, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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bsHHjRri5uWls5/bt25g0aVKekdgZGRl4/fo17t27h23btuHjjz+Gv78/bGxs1LZz9+5dfPPNN3kSfFKpFCkpKXjy5AkOHDiAX375BStXroSXl5fOc9Tm/v37mDRpkkrCSbnPN2/eIDo6GidOnMCaNWuwatUqMd2rOnfu3IGfn1+eZKlUKkVkZCQiIyMRHBwMX19fzJkzR+11kMlkWLlyJdavXy+m9VVITEzExYsXcfHiRWzcuBE///yzxi//r1y5gilTpuDp06cqxzMyMvDo0SM8evQIu3btQtu2bREQEJAn8VcYfv31V6xYsUKM1Fe4e/cu7t69i8DAQPz0008q67QWBdnZ2fj111+xevXqPM9RfHw84uPjERYWhvXr12PMmDEYMWKEXu1OnjxZZTr8qKgoREdHY9KkSXrHNnz4cJUpjXUJDw9X2S9XrpzKfnJyMp4/fw4AqFKlCpycnJCQkIBz584hIiICaWlpcHV1RaNGjdCiRQtIJBK9+9ZG8R6SSCTw8PDAmzdvcPbsWfz3339ISUmBs7Mz6tWrh/fff1/r543ye1Fd4spQijV/k5OTIZfLVdYVBnKef+VyClKpFOvWrQOQs950tWrV8h2LLrt27cL8+fPzTGmdlJSEpKQkhIeHY9OmTRgyZAgmTZpUaIm2lJQUTJ8+HUePHlX7eHp6OmJjY3Hx4kWsW7cOs2bNQt++fQslNm2OHDmCH3/8EYmJiSrHX79+jfDwcISHhyMwMBCTJ09Wm0AHgJiYGEydOhUXLlzI81h0dDSio6MREhKCNWvWYPHixXj33XcL5Fy0OX36NKZMmZLnPJ8+fYqnT5/ir7/+whdffIGpU6fmq5/C/rwnIiKioodJYCIiIiIiI7x+/RqDBg1CRESEOKYYUebg4IDIyEhcu3YNMpkML168wKhRo/DTTz/ho48+0trukiVLsGfPHgCAi4sLWrZsCSsrK1y9ehXPnj0DkDMqaNiwYdi0aZPGRJ8pPX36VIxUBtR/ya+cBIiKikK3bt3w8OHDPOUsLCzQo0cPTJkyRWvCUx8ymQzjxo3DqVOnxLHy5cujefPmsLa2xs2bNxEZGYkHDx7giy++yJNIyi0uLg6DBw8Wo4UBwNPTE3Xr1oWlpSUePnyIW7duQS6X4+rVq/jkk0+wY8cOrSO0MjIyMGrUKFy/fh1AzjSonp6eSEtLw6VLl8TouYiICIwZMwa7du1S287ly5cxcuRIMQrb2toajRo1QvXq1ZGRkYGbN2/iyZMnkMvlCAoKwuPHj/Hbb7/lSRYlJCTgq6++QlxcHADAzs4OTZs2hbu7u0hcKhL+kZGRGDp0KA4fPiymXzXUo0ePMGjQICQlJYm4GzZsiGrVqsHKygrx8fG4du2aeDwmJgajRo3CkSNH4OjomKe9W7du4fPPP0dKSoo45uXlBS8vL0ilUty8eVO8T3bv3o3U1FSsWLEiTztTpkzBvn37xH6pUqXQokULuLi4IDo6GlevXkVWVhZevnyJkSNHIjAwMM/r/syZM/jmm29UXlf169dH7dq1kZWVhWvXrokv3s+cOYNPPvkEv//+u16jJE1l8+bN4n6iuD/Z29sjIiJCPM9paWmYPHkyPDw8VEag9urVC4mJiQgNDUVkZCSAnFFmihGN2hL1ubVs2VLcq/bv3y8SZj179oSDgwMA5BkpOX36dBE7kPMcNW/eHOXKlUNcXBwuXbqEtLQ0pKenY/HixXjy5An+97//aY3jr7/+yjNCD8iZrrkgnxflH6l4enrC3t5e5XHlH9FUqFAB/v7+2L17t8o6sQru7u6YNGkSevXqla+YoqKi8Pr1awBApUqVsHz5cmzfvj1PMhPISbaOHj0aQ4YMyZOQBXKWA1CoXr06gJzX1d69e3Hw4EE8fPgQr169EqMcBwwYoDVZXKdOHezfvx/p6en477//VGY3yMzMFK/d3NNm7969G9HR0bC0tMSoUaMMuBrGWb58OVavXi32JRIJmjVrhkqVKiE5ORmXLl3Cq1evkJWVhU2bNuHBgwdYs2aNSAS7ubmhf//+AHLubYofC9SvX1/l/aV4j+grMzMTQ4cOVfnxgZeXFzw9PVGqVCm8evUKt27dEven9PR0TJ8+HR4eHmjUqJFxF8MEdu3aBX9/fzE1trW1NRo3boyqVauKz4pXr14hMzMT8+bNg6WlJQYPHqzSxvPnz9G/f3+x5AWQ88OKhg0bQiKR4P79++K6REZGYsiQIVi9ejXee++9QjvPa9euYcmSJWImFsV97fnz57h48SKys7Mhl8uxadMmVKtWDQMHDhR1FffSR48eib/LatSoIX6opHwfLezPeyIiIiqamAQmIiIiIjLC5MmTRQJYIpFg2rRpGDBggMr0lZGRkZg6dSrCwsKQnZ2NmTNnwtPTE/Xr19fYriLp8dVXX2HChAkicSKTybB582YEBARALpfj8uXL2Lx5M0aOHFlwJ/n/LVq0CNnZ2QByEjHq1hBWTgKvXLlSY1tyuRwHDhzA5cuXsWHDBnh6ehodV2BgoEgAW1hYYPz48RgxYoTK1KuHDh3CjBkzEBMTo7UtuVwOPz8/kQCuWrUqFixYoLKWJ5CTrJ0yZQpu376N2NhYjB8/Hjt37tQ4ukvRXo0aNRAQEKDyBXtGRgbmzp0rEr/Xr1/H+fPn83wZrRhJrEgAt2nTBrNnz86TfD5x4gSmT5+OpKQkXLx4EYsWLcL06dNVymzatEl8IdygQQOsX78+z+jU0NBQfPvtt0hJSUFiYiI2b96MCRMmaL1+msydO1ckeBs0aIBffvklz0jwzMxMrFu3TrxuXr58iYMHD4rkiHK58ePHiwRwxYoVERAQAG9vb1EmKysLGzZswNKlSwEAR48exeHDh9GtWzdRJigoSCUBPGjQIEycOFEl6Xz//n2MHz8e9+7dEwmS/fv3iwRYVFQUvvvuO5EA9vT0xMKFC/O8tw8cOAB/f3+8efMGUVFRGDduHLZt21ZoowH37NkDiUSCSZMmYdCgQSo/Cjh58iQmTpyItLQ0ZGVlYf369Vi8eLF4XPGcT506VSSBfX19jRot6OvrC19fXwA5U94rEo0TJkxQ+yOK3377TSUB/Nlnn2Hy5Mkqz9Hr16+xYMECMWvCrl27ULduXQwaNEhjHIoE8LBhw/D555/D3t4eFy9eNNnIWnX+++8/7N27V+x37tw5TxnlJPCVK1dw5coVje3FxMRg0qRJCA8Pz9coQeU+Hz9+LNbRVScpKQnz5s1DWFgYAgIC8lyvqKgose3q6oobN25g8uTJ4nWjEB0djeDgYOzevRtDhw7F1KlT1U753K5dO/FaDAgIwOrVq8WyBcuWLcOrV68AAJ06dRJ1srKysHbtWgBA9+7d9ZqmOz+OHj2qkgD+8MMPMWvWLJVplTMyMrB69WoR1z///IMlS5bAz88PQE7Cbs6cOQByPjcVyckOHTroPdW6Ops3bxZtOTs7Y9WqVXk+ywDg2LFj8PPzQ2pqKuRyObZu3Yqff/7Z6H7z4969e5gzZ45IAHt7e+Onn35SmfY5KSkJ/v7+YnRzQEAAfHx8xGdKdnY2Ro0aJRLATk5O+N///qdy/weAmzdvws/PDw8fPkRaWhomTJiAPXv2mHSWEm0UMxH07dsXU6ZMURnR/vDhQ3z99dd48uQJgJyZHAYMGCA+exT30uDgYJEEbtKkiXgdKSvsz3siIiIqmtQvsEJERERERBpdunRJZfTpsmXLMGjQoDxfZteoUQObNm0SiaHMzEwsWrRIZ/uff/45pkyZojLK19LSEl999RW+//57cWzNmjUiwVZQdu3apTKd5BdffJFnhOazZ8/EOoMKXbp0wdatWxEaGoqwsDD89ddfGDRokEh+xcTE4OuvvzY6/vT0dKxZs0bsT5gwAaNGjcqz9mb37t3xyy+/qB29puzEiRM4d+4cgJwRk9u3b1f7pbmXlxcCAwPFaJubN2/i0KFDWtt2dHTEpk2b8oywsrW1xaxZs1CjRg1x7J9//slTf+3atXj58iUAoFWrVvj111/VJs58fHywZcsWsabu9u3b80wBqTw95rRp09ROT9yyZUuV5JK6qbH18fTpU5w9exYAYGNjg5UrV6r9kt3GxgZjxoxB27ZtxbFLly7lKffnn3+KaZcdHBwQGBiokgAGckaOjRo1CgMGDBDHtmzZIrZlMpnKyOBBgwbB398/z2u6du3aWLNmjUg83bt3D+fPnxePr1q1SiQyq1Spgu3bt6v9cUfPnj2xfv168boPCwtTO318QZo8eTK++OKLPIm7jh07qkxpfObMmUKNS5PXr1+LpBkADB06FLNnz87zHDk5OWHevHkqz/WyZctURomrM2jQIPj5+aFChQooXbo0OnXqhHbt2pn2JP6/lJQUTJw4UUzF7eTkpHYKW+WELJBzD5o2bRqOHz+Omzdv4syZM1i0aBE8PDxEmU2bNmHTpk1Gx5a7TycnJ4wdOxaHDh3CjRs3cOHCBaxatUrlvnXo0CEsXLhQ7XkqPH36FF9++SUiIyNhZWWFFi1aoG/fvvDx8UHp0qUB5PzoZsuWLZgxY4ba2Ly8vNC+fXsAOfesHj164Pvvv8dHH32EjRs3Asj5fFUeDa0YBWxhYVHgawFnZ2djyZIlYr9z585YsWJFnnV1bW1tMWHCBJWpxrds2aKSNC8IO3fuFNuzZs1S+1kG5CSula+VuvtuYVm1apX4UU39+vWxcePGPOv+Ojs7Y/HixWIEeEZGhsq57t+/X7yuJRIJfvvttzwJYAB49913sX37dvF5lJSUpLIGc2Ho1KkT5s+fn2dK81q1auGnn34S+zExMSozzhiiMD/viYiIqOhiEpiIiIiIyEA7duwQ2x9++KHKaKTc7O3tVaYovXDhAu7fv6+xfIUKFVQSvbkNGzZMrHOYmppaoF/YnT59WmV0Sa1atdSuu6mcTLCwsMD8+fOxYsUKtGzZEs7OzihVqhQaNGgAf39/rFmzRiSjoqOjVb5IN8T58+fFWnpVq1bVuj7n+++/jx49emhtb/v27WJ75MiRWqeGdXR0xJgxY8S+8pfQ6vTp0weVKlVS+5i1tbVKAir32rLp6en466+/xP60adO0jiKtW7eumHI8KysLQUFBKo+npaWJ7YyMDI3tdOnSBRMmTMDSpUsxb948jeW0efHiBd5//31UrVoVXbp00XgNFJQTuup+HBASEiK2hw8fnidBoGz48OGwsLCAhYUFYmNjkZ6eDgC4evUqYmNjAeQ8j9rWga1atSq6du0KIGcEvOKL+Ddv3mD//v2i3PTp01GmTBmN7TRr1kwlURkYGKixrKk5Ozur9J2b8r0rKSlJTA9sTgcPHhQ/KilfvjwmT56stfzUqVPFGruvXr1SGXWrzpdffmmaQHXIzMzE2LFjVabFnzp1ap6kD5B3Td19+/bhiy++QNWqVWFjYwM3Nzf07t0bf/31l8pMDD///LOY/txQyn1Wq1YNu3fvxpgxY+Dh4QFbW1u4uLigU6dO2LFjh8ro78DAQFy7dk2lLcUsBQCwePFipKSkoFGjRjh06BC2bduG+fPnY/Xq1Th9+jQ+++wzUVYxKliduXPnitG8z549w4EDB8S64q6urlixYoVYpzgrKwu//vorgJyEbO3atY26Jvo6f/68GOVsY2ODH3/8Ue2IZoXhw4ejbt26Itbff/+9wGJLSEhAnTp14OnpqXIP00R5vfOC/lGZJpmZmTh9+rTYnz59usalLmxsbPD5558DyEn0Ki/foPy32aBBg7ROOe7i4qLyI4S9e/eKEeaFQdt05c2bN1f5TMn9d4G+CvPznoiIiIouJoGJiIiIiAwUGhoqtvv166ezfP369VVGCSqPzsitT58+YiSnOpaWlioJzYJKAp8/f15luttSpUph2bJlYmSksiZNmmD9+vXw9/dHQECA1uliP/jgA3z77bdiPzg4WKyLawjlkdg9e/bMMwI4N23PU2ZmJi5fviz21U13nZty4vbGjRsiyahO7tGquVWuXFls516P8/r162KUXfny5UUiQZsPPvhAbCuv5QxAJTnyww8/4OzZs2L6TWWlS5fGqFGj0L17d4PWflXWvHlz/Pbbbzh+/LjKNMOaODk5ie3c6zenpKSoPEe61kOtUqUKDh06hGvXruHkyZMiWaT8uvHx8VH7elY2efJk/PPPPwgLCxPJw8uXL4v4XF1d0aFDB53n9umnn4rt8PDwQks2NG7cWOu64cqvPSDv688clO+PvXr10rnuuZ2dHXr37i32//33X41l3dzctP54wFQyMzPx3XffqYwe79OnDz7++GO15efMmYOff/4Z48ePx6pVq9SO2ANyflS0ZMkS8bhUKsXWrVuNinHcuHFYtmwZvv/+e6xevVrjdbGyssLs2bNVRiErRuMqKN//pFIpPD09sXnzZpVZDoCcz5HZs2erfEasXLlSjJRWVr58eQQFBWHEiBGoUqUKJBIJKlSogM8++wx79+5VWb963759ePr0KSwsLFQ+X5Tje/LkiZgaN7+UX6MdOnSAq6ur1vIWFhb45JNPxL6212h+ubi4YM2aNThw4ACOHz+uNTkNQGWEfe77bmG5cOGCuPdUrFhR48hlhe7du+Po0aO4du2amNkhJSUFt27dEmX0+dusY8eO4rmTSqUqnzEFycHBQevnqoWFhcqPpoy9Lxfm5z0REREVXVwTmIiIiIjIAC9evFD5Irlx48Z61WvatKlYo+/27dsay+n68hPImcpQQduoYmMdP34cEyZMQGZmJoCc0TbLli1T+dJdWdmyZVUSj7oMHToUa9euRUZGBqRSKf799190797doBiVv+xVvh6aNGzYEBYWFmq/AL1z5444VwBYt26dzsQTkHNdpFIppFIpHj16JKaozK169epa23FwcBDbuZMhN27cENuZmZnw9/fXGZfyaK7c00gOHDgQR48ehVwux7NnzzBs2DCUK1cObdq0QZs2bfD+++9rTECZWmJiIh48eIA7d+4gLCxMTB0N5EzbrOzx48ciQVGmTBm9Ennq1gR98OCB2Nbny25110IxGhHIeV3pSrIAOWsGOzo6IiUlBTKZDHfv3kWLFi101ssvxawBmii/9oC8rz9zUJ5ZQN/7a5MmTcS2tvtrQY8QBXJGxY4ePVolUdi6dWvMnTtXY50GDRronXwpU6YMPvnkEzHy9fTp00atDVy7dm29r4di9KXi/nPu3DlkZWWJWQlyTzU+Y8YMrT+wmDx5Mg4ePIiMjAxER0fjypUrKiNSFRSj9bWN2M/OzhbTh/v4+Kj8UCYuLg4//fQTQkJCxP2jRo0a+O6773TODqFNfl+jd+7cgVwu17lMQUFITU1FZGQk7t69i+vXr2u97xYW5dHy+rwPbG1t8/zAICIiQty/HBwc4OnpqbMdKysrNGzYUPw46Pbt2+jYsaMBkRunatWqOp975Xtzdna2Uf0Upc97IiIiMh8mgYmIiIiIDKCYghjIGYFWtmxZveq5ubmJbW1TLqpb6zU35XUHTTWySeH333/H3LlzxZeOigSwKdfMdHR0RP369XH16lUAOdOSGpoEVqyRC6heW219Ojk5qR2BGR8fr7KvaXpSbbQ9p7kTbblpSyIqj5JOTk7GH3/8YVBcr1+/VknWtGzZEt9//z2WLFkivvCPi4vDnj17sGfPHlhYWKBBgwbw8fFBz549TTZq8tmzZzh69CiuX7+Ox48f4+nTpwZNPaz8HOVed9MQytfT2HaU7wHu7u561bGwsICbm5sY1V1Y064a+tpT9yOJwqZ8fdWtIa2O8vTt2q6tYk3aghIbG4tRo0aJH/wAOTMBrFmzRq8fluhLsTY4kJNAk0qleRKxptaqVSux/ebNG0RFRYlEnPLrzMXFBa1bt9balouLC1q0aCESkJcvX1abBNbH/v378fjxYwBQGQWcnJyMQYMGiWmbFSIjIzFx4kRERUXh66+/NqpPY+4Byq/R7OxsvHr1Sus08qaQkpKCY8eO4dKlS3j48CGePn1q8r8ZTMEU9/fcz4m+CXZ97x2mpOu+DKjem429L5vr856IiIiKFk4HTURERERkAOW1D+3t7fWupzwqSnmdttyUp2bURLlfRVIpv+RyORYtWoTZs2eLBLCtrS1WrVqldc1jYyl/ca785a2+lL+sVUz1q4um58sU66Aqvy5y02ekqCamiC33623EiBHYsWMHOnXqlCcxJZfLcfPmTSxbtgwffvghpk2blq/XWHp6OmbNmoVOnTphwYIFOHz4MG7fvq1yXtbW1mjatKnWHxoY83zraseQ968yY+8BymULa9plXdOkF0XGXF/lctrur8Y+5/q4f/8++vfvr5IAbtOmDdavX2/yfnOvWV4YyavcyU7lPpU/t/QdXaw8vfSLFy+Miik7Oxtr1qwBkDMts/KyCytWrEBkZCQsLCzw3Xff4cKFCzhw4ACaNm0KAFi2bBlu3rxpVL/Kr1FdU8or5H4NaHudmkJgYCDat2+PqVOn4q+//kJYWFieBHDt2rW1Lt9QWExxfy/ov81MqTDvy4X5eU9ERERFE0cCExEREREZQHkEhyFfGCp/QantS86MjAyD2jLFVH5SqRRTpkzBwYMHxbHSpUtjzZo1ek1PbQzlaSeNGSFna2srpvfU93nQtG6v8hfGFStWLLB1lo2h/Frp06cPAgICTNJu48aNsWrVKqSkpOD8+fM4e/Ys/v33XzGiDsj5gjg4OBhRUVHYsmWLwcnsrKwsDB8+HJcuXRLHnJyc0LBhQ9SuXRu1atWCl5cX6tWrB3t7e2zfvh2nT59W25byF/X6vEc0UX6uta3jrI2xSQNjkxS5GTs1aHFRqlQpMWJf3+ur7/21oFy+fBnffPONykwDPXr0wIIFC0w6Algh98jAgh4FDOSdKli5z2rVqon1j/VNcOmbuNfmwIEDYqSv8ijgN2/e4K+//gKQc98cPXo0gJzPy19//RUdO3bE69evsXXrVixatMjgfpXvAfr+oCP3D4UK8nW6ZMkSMVIcyHmuGjRoAC8vL9SqVQu1a9fGO++8AxcXF9y/fx/BwcEFFos+lF8Lxt7fzX1fNtdU2voojM97IiIiKrqYBCYiIiIiMoDy9M/p6elITEzUa0roZ8+eiW1t0x3GxcXpXMczJiZGbJcrV05n39pkZmZizJgxKsm3ChUqYP369RrXAM4tJCQEsbGxiI+PR5cuXVTWZNREeTpnY86hXLlyYsSKPqPI0tLSNI6qdXZ2FtuxsbFIT083SyJJHeXYnjx5YvL2HR0d0blzZ3Tu3BkA8PTpU5w8eRI7duzAo0ePAAAXL17EyZMnDR4Rvm3bNpEAlkgkmDlzJvr16yemps5N26hn5eug/NrRJiMjA7a2tvlqRyaTISsrSyWRp/x+V34v6monNjZW7Cu/5nNPW5qdna01kaZt1HlJULZsWZFMff78ORo2bKizzvPnz8V2fqYLN8bZs2cxevRolR8VDB06FNOnT9drStrHjx/j8uXLiI+Ph0QiwZdffqmzjvJr18bGxuBprmNjY3H+/HnEx8fj9evXGD9+vEF9AqqvYS8vL7Gt76je5ORksW3MtMgymUyMAm7Tpo3K6+TKlSsiEfjhhx+q1CtdujRat26NkJAQ/Pvvvwb3Cxh3D1B+jdrY2BTYVNDh4eFYt26d2B8wYAC+//57ODk5qS2vbomEwmaK+3vu50TfNZeV/zbT9reIriRvcbgvF+TnPRERERVd/GkXEREREZEBKlSoAFdXV7EfFhamV71r166J7Vq1amksd/v2bZ1tKU9h2aBBA736Vyc7Oxvjxo1TSQDXqlULO3fu1DsBDORMq/m///0Pq1evxokTJ3SWT0tLU5kytVGjRoYFDtXzvnXrls7y4eHhGr/ErVOnjhj1kp2djcuXL+tsLysrC0FBQTh//jyePHlSYKMz69WrJ7Zv3bql1xfN0dHR2LNnDy5fvpwnISOVSvHgwQPcuHFDbd2qVavi888/x19//aUyravyaF59Ka+tPHz4cPTv319jAhgAoqKixHbukY5eXl7iC/2kpCRER0fr7H/06NFo0qQJevXqhQsXLgCAyuta3/dao0aN0L59e0ycOBEA8M4774jHr1+/rtdzf/fuXTFi0MLCAjVr1hSP5b4mukaxKV+nkkj5Na/v/VW5nPK1LWiXLl3KkwCeNGkSZsyYofeapOHh4Zg+fTp+/vlnLFu2DJmZmTrrKN+jGjZsaPCovZiYGEyZMgUBAQFYs2aNSoJSnz4rVqyoMiV148aNxfajR4/0SgTfuXNHbCtPDa2vQ4cOicSVYqSvcgwK6tY5rVKlCoCcZLgxybv8vkZr1Kih9+vDUHv27BH3z2bNmuHHH3/UmAAG8t5PzLEuuPJ9WflvA02ys7PRqlUrtGrVCh9//DESExNRp04d8eOZN2/eICIiQmc7WVlZKn9P5f7bTPneXBzvy4X5eU9ERERFF5PAREREREQG8vb2Ftv6TKN469YtlS+8W7ZsqbHsoUOHtLaVlZWlUib3KCdDLFq0CCdPnhT79evXx/bt21GpUiWD2lFO4h45ckTnl8jBwcEiaeLq6opmzZoZ1B8AtG3bVqVPXaN0lKe6zq106dIqX+rv3LlTZ/9Hjx7FDz/8gC+//BLdu3cvsHX0mjVrJqZdlUqlYopTbX799VdMmTIFgwYNwjfffCOOX7lyBY0bN0b37t3x9ddfa71mDg4O+OCDD8S+MeenmKYVAJo0aaK1bHp6uso03LkTq6VLl1ZJFBw+fFhre6mpqbhy5QpSU1MREREh1jNVfu+ePHlSZ8Ltn3/+gUwmw/Pnz0XSpmnTpuI5SUhI0Gv68D///FNse3l5qYxaU55iHtA+kjIzMxNXr17V2Z8pFVSyShPl++OBAwd0Pkfp6ek4cOCA2G/VqlWBxaYsOjpaJQFsaWmJuXPnYsSIEQa1o3z/TE9P1/lDmszMTJXXkzGfAV5eXirT52q7PwI5icEdO3Zo7LN+/fqoUaOGKKvrPhUVFYXr16+L/TZt2ugbOgDVUcCtW7cW6/wq6FqzV3kEqTH3NuXX6N9//434+Hit5RVT7aqrb2rK913l5LwmR48eVdk3x3TzTZs2FQnX6OhojUlLhcuXLyM1NRWJiYmIiYlB2bJl4ejoqLImtD5/m504cUKsR2xlZZVn+Qvle7OuEd+K6dALi64ffhT25z0REREVXUwCExEREREZaMCAAWL72LFjOH78uMayGRkZmDVrlth/5513VEYS5nblyhWtCa61a9eK6QvLly9v9JfJZ8+exebNm8V+/fr1sWXLFqPWGO7du7fYjoiIUElQ5Pb48WMsXbpU7A8aNMioNTO7desmppCMjIzE1q1bNZa9ffs2goKCtLaX+zk9cuSIxrKvX7/GkiVLxL6Pj0+BTe3p7OyMbt26if0VK1aorOOX261bt1QSMP369RPb9erVU0leKifO1FEeKWvM6Erl51XXqKz58+erTAOqWO9Z2aeffiq2169frzK9cm4bN24UI28bNGgg4m/Xrp0YwZiUlIRffvlFYxsJCQnYvn272O/VqxeAnHWNe/bsKY7/9NNPKlPb5nbt2jWVHxZ88sknKo87OjqqTEOq7f3/66+/iqRFYVFe+1Xd82JqvXv3hqOjI4CcqWEXL16stXxAQAASEhIA5CT3FM9TQZLJZPDz81N53ufPn5/nudVH5cqVVZJPK1as0Do6dcGCBSIh5ezsrPIe15ednZ1KInfjxo1a30+//fabSMxJJBIMGTIkTxnlc1+3bp3KaFxlcrkcc+fOFUmp1q1bqx2tq82RI0dw//59AHlHAQO615hVHtVpzOdP27ZtRcyZmZn48ccftSbZfvvtN9y9exdAzo8qPv74Y4P71Jfy+dy7d09r2UOHDuX5+6Uw3uO5ubi4qEw/vHDhQo3JaLlcjlWrVol95fe78uf49u3btSaTExMTsWDBArHv4+OT5+8fxQ8bAO335dDQUI3r2RcU5VHK6p6zwv68JyIioqKLSWAiIiIiIgO1bNkSHTp0EPsTJkzA77//nudL4CdPnuDLL78U0xVLJBLMnTtXZ/tTpkzB3r17VY5lZWXhl19+wcqVK8Wx8ePHG/UFdnZ2NubMmSNG7JYtWxZr1qzROmWkNq1bt1YZyTV79mzs3Lkzz/W4cOECBg8eLNZ+rVWrlsGj5hRsbW0xbtw4sb9w4UJs2rQpzxfH586dw1dffaXzi+0+ffqoJOcnTZqEwMDAPO3du3cPw4YNE1M/2tjY4LvvvjPqHPQ1duxYkRR7/fo1Bg0ahHPnzuUp9/fff+Prr79GVlYWgJwvsJUTM6VKlYKvr6/YnzVrFg4dOpRn5HZWVhaWLl0q1suUSCRGJdaUR6GtXbsWV65cyVPm8ePH+Pbbb/OMvlaeXlehX79+4svppKQkDB06NM+UzjKZDIGBgVi9erU4NnbsWLEtkUhUnq9ff/1V7RS8T58+xYgRI5CYmAggZ7Sm8kip0aNHi+ckKioKgwcPVju99OHDhzFs2DDxnDRu3FglUaHQrl07lZhOnTql8nhqaiqWLl2qNWldUJTvC/pM1Zpfjo6O+Pbbb8X+li1b8OOPP+YZnZaSkgJ/f3+VRP2UKVNUpusvKHv37lWZHvnrr7/GRx99ZHR7EydOFCOuHz58iOHDh+eZ8jwlJQUzZ85UOd9p06apvW+HhoaiTp064r/Q0NA8ZcaOHStGxCYkJOCLL74QiUqFzMxMLF++HAEBAeLYqFGj1K5b//nnn8PT0xNATpJ18ODBeUZHpqSkYPLkyeL1LZFIMGPGDM0XRg25XC7e397e3mjRokWeMm5ubmL76dOneR5XHLOzszPqBzyWlpaYNGmS2A8JCcG4ceMQFxenUi4zMxMrVqzAokWLxLEvv/wSdevWNbhPfSnfd//55x9s3749zz0+KSkJS5cuxffff5+nvq5pjwvKmDFjxOvx8uXLGD16dJ7rmZKSgmnTponXs5OTE7744gvxeM+ePcXnuFQqxbBhw9T+oOv27dsYPHiw+EFdmTJlMH369DzllO/LFy9exMqVK1X+JpDJZDhw4ABGjRpl5FkbT/l9f/fuXfEZo1DYn/dERERUdGlekImIiIiIiDRasGABBg4ciAcPHiAzMxOzZ8/G6tWr0bRpUzg4OODJkycICwsTXxhaWVlh5syZKtMVquPo6IiUlBT4+flh9erVaNSoEaRSKS5duqQyUrJv375GjyY6cuSIymjSChUqqIys0aVmzZr48ssvVY4tWLAAn332GaKioiCVSjFr1iysW7cOTZo0gaWlJe7cuaMyGtTNzQ3r1q0zKomt8Nlnn+Hs2bM4ceIEZDIZFixYgE2bNqFZs2awsbHBnTt3xDTcrq6uYspOdevS2tjYYPny5Rg4cCBevnwJqVSKuXPnYu3atWjWrBns7Ozw5MkTXL9+XSS3LSws8OOPPxq1nqUhqlWrhoULF2L8+PGQSqV4+fIlvvrqK3h4eKBevXqQyWSIiIgQI+OAnC+Ily9fnuf6jh8/HqdOncLz58+RmpqKCRMm4Oeff4anpydcXV2RnJyMq1evqkxv+v3336us/6mvkSNH4syZM5DL5UhJScHAgQPx7rvvonr16sjOzsaTJ09UkopOTk7iBwKKkZ3K7OzssGzZMgwZMgSvXr3Co0eP0LdvX7z77rvw8PCAVCrF1atXxRf7ADB06FC0b99epZ2PP/4YV69eFSOm16xZgx07dqBFixYoXbo0nj17hkuXLokv1V1cXLBw4UKV6TerVq2q8pxERESgb9++qF+/PmrXro2srCxcv35dJQFVqVIlLF68WO3rb/jw4di3bx+kUikyMzMxatQo0darV69w9epVMep02LBh2Lhxo6FPh9GUR8P98ccfiI2NhYuLC5o0aWLUyFd9fPXVV7h165aY+n7Hjh3Yu3cvWrRogXLlyiE+Ph4XL14Uo72BnB9yDBo0qEDiyW3dunVi28LCAnFxcfD399e7/pdffqky2q5Zs2aYOHEifv75ZwDA1atX0aVLF7Ro0QIVK1ZEQkICQkNDVc535MiR+Uo8V61aFfPnz8f3338PuVyOBw8e4KOPPkKTJk1QvXp1vH79GpcuXVIZed6zZ0+VBL0yiUSC5cuX4/PPP8fLly8RFxeHL7/8El5eXqhTpw7S09Px77//ivc4AEyePFkkjvV15MgRMcJVUyzvvvuu2A4JCVH50dbr169FEvHdd981eD1lha5du2L48OHYsGGD6OfUqVNo0aIF3N3d8erVK1y+fFnl+rVu3RoTJkwwqj99ffrpp/jtt9/EPXTOnDnYsmUL6tSpA3t7ezx//hzXrl0TP3yRSCSwtLQUI6YTExONmhEkvzw9PfHjjz9ixowZkMlkOHXqFDp06CCuZ1JSEi5evCheP1ZWVpg3b57KZ1Puz/FXr15h3LhxqFKlCho1agSJRIIHDx7g1q1bIhlqZ2eHhQsXomLFinli6t69O9asWSOm2P7ll1+we/duNGrUCDKZDLdu3RI/COvXr5/K9NIFTfn+ce/ePXz22WeoU6cOSpcujSlTpgAo3M97IiIiKrqYBCYiIiIiMoKzszN27tyJ6dOn49ixYwBypi7Nvb4ekDNt888//6zX1M0TJ07EiRMncO7cOURGRqqs7wfkfPE5YsQIlVGwhso9MkY5WaoPb2/vPEng8uXLY8eOHZg0aZL4gj06OjrPaDYAaN68OebPn2/wFKC5WVpaYtmyZZg+fTr2798PIGc91dzrKterVw8//PCDSBBpSjxXq1YNf/75J77//nsxyi8uLk7tc+rs7IxZs2ahe/fu+ToHfXXq1Am//fYbpk6dKq7pgwcP8ODBgzxla9eujZ9//lntaLMyZcpg69atGDt2rHjOo6KixBfZykqVKoUJEyZg6NChRsXcokUL/Pjjj5g7d64YiX3z5k3cvHkzT9k2bdrgf//7Hzp37gypVIr4+HhERUWhSpUqKuXq1q2LnTt3Yvz48YiIiIBcLseNGzfyTPtpZWWFb775BmPGjFEb27x58+Du7o5169ZBKpUiKSlJvI+VeXp6Yvny5Wqnx+zUqRM2bdqEKVOmIDo6GnK5HLdu3RIj/5W1b98eCxcuFFOY51arVi2sWLECkydPFiNew8PDVZLkdnZ2mD59Opo0aVKoSeBu3bph9erVIrmuGMX54sWLAksCW1hY4Oeff0aNGjWwfv16SKVSpKamqp1y1cbGBpMnTzb6dWqou3fv4uHDh2JfnzVwc+vRo0ee19TIkSNRtmxZ/PTTT0hNTYVUKlW7zmipUqUwbtw4lRGQxurRowdKlSqFadOmITExETKZDFeuXMkzat/a2hrDhg3Dd999pzVp6uHhgd9//x1+fn4ICwsDkDMVfO7p4G1tbTF37lyVpQT0oTwKuEmTJmjdurXactWqVUOjRo1w/fp17N69G9WqVUP//v2RmJiIWbNmifeY8khJY0yePBmVKlXCzz//jDdv3mh8ziwtLcXntpWVVb761KVMmTJYu3YtvvnmG5Hce/z4sdplBGrUqIGAgAAsXrwYFy9eBABcv369wH/YpEnfvn3h5OSEmTNnIjExEZmZmWpnvShTpgx++uknlSmkFRSf45MmTcKlS5cAaP6Mq1mzJpYtW6ZxZLaNjQ3WrVuHkSNHir/F1P1d079/f/j7++tcz9uUqlWrBh8fH9Gn4rPVzs4OkydPhqWlZaF+3hMREVHRxSQwEREREZGRSpcujV9++QXXrl3D3r17cfHiRbx48QJpaWlwdnZG3bp18eGHH6JPnz4qaxRqY29vj40bN2Lv3r34888/ERERgbS0NFSqVAlt2rTBoEGDUKtWrXzFrZzAMCU3Nzds3boVZ86cwb59+3Dt2jUxerl8+fJo2LAhunXrBh8fHzH1aX7Z2Nhg8eLF6NevH4KDg3H16lXExcXBxsYGHh4e6N27Nz799FOV9SkV0/iq4+7uju3bt+Ps2bM4fPgwrly5gri4OKSnp8PJyQmenp5o164d+vbti7Jly5rkHPTl7e2NI0eO4MCBAzh16hTCw8MRHx8PmUwGFxcX1K9fH127dkXXrl21jrCuVq0a/vrrL4SEhODIkSP477//EBcXB6lUCmdnZ1SrVg3t27dHnz598j0i6LPPPkOzZs2wbds2hIaGIiYmBlKpFI6OjqhUqRLeeecd9OjRA++99x6AnJFy//zzDwBgz549apO4Hh4e2Lt3Lw4dOoSjR4/i1q1biI+Ph5WVFSpVqoTWrVtj4MCBWt8nFhYW+O677+Dr64tdu3bh3LlziI6Oxps3b1C6dGm888476N69O3r16qWyJm5uLVq0wJEjR7Bv3z6cPHkSt2/fFiPwKlasiGbNmqFPnz56/QCkY8eOOHr0KLZt24a///4bT58+hUwmg7u7Oz744AMMHDgQ1atX17m+sqk5Ojpi586dWLZsGc6dO4eEhATY2NhoXQPVFCwtLTFu3Dh8/PHHCAoKwvnz5/H06VO8evUKpUqVgoeHB9q0aYNPPvmkUEeuFdT9E8hZV9fHxwc7d+7E2bNn8fDhQ6SkpKB06dKoUqUK2rdvD19fX7WjFo3VoUMHHD9+HH/++SdOnz6NiIgIJCcnw8HBARUrVkTbtm3x0Ucf6Z0YrFatGnbs2IHjx4/j4MGDuHHjBuLi4mBpaYlq1aqhbdu2GDx4sFHnEBISIl7/6tYCVjZ16lQMHjwY2dnZWLZsGZYtW6byeJMmTfI1klph0KBB6NatG4KCgnDmzBk8evQIycnJsLGxQY0aNdC6dWt8/PHHhbrOaqNGjXDgwAFs374df//9Nx4/fozU1FTY29ujfPnyqFOnDtq3b4+ePXtCIpHggw8+EEngPXv2oG/fvoUWa24ffvghWrdujaCgIJw6dQoPHjxAcnIy7O3tUatWLbRv3x4DBgzQ+IMaIOdzfNu2bThz5gwOHTqEq1ev4uXLl8jMzISLiwveffdddOnSBd27d1c7M4Oy6tWrY//+/QgKChKj0N+8eYPy5cujSZMm6N+/P7y9vU18FfSzbNkyrFmzBocOHcLz588B5Mzs8vLlS3FPLMzPeyIiIiqaLOS5F4QgIiIiIqJCNWTIEPEF7Pz58836BWxJdenSJQwePBgA0KBBA4NH7hERkfnI5XJ89NFHuHPnDho2bIigoCCddUJCQjB9+nSVKaiBnB+bLF++3Kj1gImIiIiIihOOBCYiIiIiomLnypUruHDhAqpUqSLWhNVGMTUpAHh5eRV0eEREZELR0dFo1KgRGjVqhD59+uhVp3PnzmjevDmOHDmCR48eoVSpUmjVqpXGaaSJiIiIiEoaJoGJiIiIiKjYSUpKwsqVKwHkrBO7d+9ejWVfv36Nbdu2iX3F1MNERFQ8VKlSBXPmzDG4nouLCwYOHFgAERERERERFX2W5g6AiIiIiIjIUN7e3mLd2zt37mD+/PlISUnJU+7evXv44osv8OLFCwBA5cqV0blz50KNlYiIiIiIiIiosHEkMBERERERFTtOTk745ptvsHz5cgDA5s2b8eeff6Jhw4aoUKECUlNTERUVhfDwcFHHzs4Oixcvhq2trbnCJiIiIiIiIiIqFEwCExERERFRsfTtt99CJpNh7dq1kEqlSElJwfnz59WWrVGjBhYtWoSGDRsWcpRERERERERERIWPSWAiIiIiIiq2xowZgz59+iA4OBj//vsvHj58iJSUFFhaWqJ8+fJ455130KlTJ/To0QMSicTc4RIRERERERERFQoLuVwuN3cQRERERERERERERERERERkGpbmDoCIiIiIiIiIiIiIiIiIiEyHSWAiIiIiIiIiIiIiIiIiohKESWAiIiIiIiIiIiIiIiIiohKESWAiIiIiIiIiIiIiIiIiohKESWAiIiIiIiIiIiIiIiIiohKESWAiIiIiIiIiIiIiIiIiohLE2twBEL0N6tSpY+4QiIiIiIiIiIiIiIiIqJi4e/duvupzJDARERERERERERERERERUQnCkcBEhSi/v9ogIiIiIiIiIiIiIiKikstUs8tyJDARERERERERERERERERUQnCkcAaBAcHY9q0aSrHvL29ERgYaHBbsbGxaNeuHWQymTg2ZswYjB07Vq/6q1evxvLly8X+5MmTMXz4cINi6NixI6Kjow3u21AzZszAn3/+KfaXLVuGbt26aSyv7jrnhyHn9vLlS3Tu3BmpqanYunUrWrZsabI4iOjt5Ofnh/j4eHOHQXrKyspCSkoKAMDR0RHW1vyzqLhydXVFQECAucMgIiIiIiIiIiIqMvhtpwEuX76M+Ph4uLq6GlQvJCREJQFsqL1796rsBwUFGZwELgzp6ek4cuSIyrGgoCCtSWBzkcvl+OGHH5CammruUIioBImPj0dsbKy5wyAjJCQkmDsEIiIiIiIiIiIiIpNhEtgAMpkMx48fR//+/Q2qlzsxaoiwsDBERkYCACQSCaRSKSIjI3Hx4kV4e3sb3W5BOH78uBhRpYj1/PnzePr0KapWraq2Ts2aNbVezzdv3uDAgQNiv0OHDnBzc9NYvkGDBnrFGhAQgL///luvskRERERERERERERERETFCZPABgoJCTEoCfzy5UtcuXLF6P52794ttj/++GPs2LEDALBr164ilwRWF6tcLseff/6JCRMmqK3TpEkTNGnSRGObUVFRKkngL7/8Ml/TNstkMixcuBCbN282ug0iIn1YWsjhbCc1dxikRVK6BDK5BQA+X8WR8vNHREREREREREREqpgE1oOXlxeePHmC9PR0hIaG4tWrVyhdurRedZWngi5fvjxevnypd7+ZmZk4fPgwAMDW1hajR49GUFAQsrKyEBISguTkZJQpU8bwEyoAsbGxuHDhAgCgatWq+Oyzz0TCOjg4GN999x2srKzMGSISExPx/fff49y5c2aNg4jeDs52UszuEmHuMEiLWUe9kJBmA4DPV3Gk/PwRERERERERERGRKktzB1Ac2Nvbo02bNgAAqVSKkydP6l1XMRV0uXLl0KxZM4P6PXHiBF69egUAaN68OcqXLy9GwWZkZORZK9ic9u3bh+zsbABA69atUbduXdSoUQNAToLYnFMvy+Vy7Nu3D3369BEJYCsrK0gkErPFRKYRFRUFf39/+Pv7IyoqytzhEBERERGZFf8+JiIiIiIiIgUmgfXUpUsXsR0SEqJXnbi4OFy+fBkA0LlzZ1haGna59+zZI7Z9fHwAAN27dxfHgoKCDGqvIBXlWPv374/JkyfjxYsXAABHR0esXbtW69rCVDysX78eYWFhCAsLw4YNG8wdDhERERGRWfHvYyIiIiIiIlJgElhPHTt2hI1NzpSD586dQ2pqqs46R48eFVNBd+vWzaD+4uLicPbsWQCAhYWFSKx26dIFtra2AICIiAhcu3bNoHYLwq1bt3Dv3j0AQKlSpdC6dWsAQK9evUSZf/75RyRhC9v169fFdqtWrbB//3588MEHZomFTEt5dMPTp0/NGAkRERERkfnx72MiIiIiIiJSYBJYT46Ojnj//fcBAOnp6Th9+rTOOoqpoMuXL4/mzZsb1N/+/fuRlZUFAGjRogXc3d0BAE5OTujQoYMot2vXLoPaLQjKo4CVk9S1atXCu+++CwDIzs7Gn3/+aY7wAACVK1fGkiVLsGXLFlSqVMlscRAREREREREREREREREVNCaBDaA8JfSxY8e0llWeCrpLly75mgq6d+/eKo/16dNHbB8+fBgpKSkGtW1KUqkUBw8eFPvKseXe/+uvv8TI6MK0aNEihISEoEePHoXeNxEREREREREREREREVFhYxLYAD4+PpBIJACAv//+G5mZmRrLKk8F3bVrV4P6uXPnDu7cuQMAsLW1zVP/gw8+gIuLCwAgNTUVBw4cMKh9Uzp9+jQSEhIAAO7u7mjZsqXK4z169BDXLDo6GufOnSv0GHv37g1ra+tC75eIiIiIiIiIiIiIiIjIHJgZM0Dp0qXRqlUrnDlzBm/evMG5c+dUpmZWpjwVdLNmzQzqZ/fu3WLbx8cHTk5OKo9bW1ujR48eCAwMBJAzJfRnn31mUB+mojxiuVevXnlGPLu4uKBNmzY4deoUACAoKAht27YtzBCpBFNMmQ7kjL4fNmyYGaMhynkdKmQX/sQHRG8V5fcYPwOIiHIo/y2SkZEBPz8/3Lt3D9WrV4dUKsWTJ0/E47a2tpBKpbC1tUVmZia8vLwwceJEsRQRAMTExGDJkiW4d+8ePD09MWTIEAQGBqrsb9y4EQ8ePAAAVKtWDQBEP3Z2dpBKpahRowYAIDIyEjY2Nhr7U6ap74iICNGGot3Hjx/D09NTa3uKNhcsWCDiVcSnLZbcdTw8PDBs2DCV66CrX2Mon3/16tUNOk9d7al7LgviHHTFovxcGvp6mDhxIgDkOWbo68lU17cgqDtnY+MyZVv5VZRiMZWSeE6FwRTXjdfe9HhNicjUeF8xLwu5XC43dxBFUXBwMKZNmwYAaNSokVh7NygoCD/88AMAoG/fvpg/f36eunFxcWjbti1kMhmGDBkiyk+YMAGHDh0CAIwZMwZjx47NUzcrKwvt2rUT//P+66+/on379nnK3bx5Ex9//LHY37NnD+rVq6fxfDp27Ijo6GitfRsqMTERbdu2hVQqBQAcOHAAnp6eecodOXIE48aNAwBIJBKcPn0arq6uevURFRUFHx8fsb9169Y8o42NpXxN8ttunTp19Cp39+5do/ugvPr166d1RD6ROVlbyrC0921zh0FazDrqhYQ0GwCAi30mZneJMHNEZIgJ+95BloyT2hARaWJhYQFD/3e/Xr16CAgIEPt+fn7477//xL69vT3S0tI07hsqd3/KdPVtaHvq2tSnrro6uWPR1a8xjInVkPYK4xz0jUWfGHLXUXz/kfuYKV5PhXkttFF3zsbGZcq28qsoxWIqJfGcCoMprhuvvenxmhKRqfG+YhxFzim/OSV+c2agTp06iamFT548qTISUSEkJMToqaDPnDkjEsCurq5o06aN2nLvvvsuPDw8xL4iSV2YDh48KBLA9evXV5sABnKSraVLlwaQs4aw8khnIiIiIiIiMj1jfu997949rfu5k2b5SQCra9+Qvg1tz9D+tB3PHYuufo1hTKyGtFcY56BvLPrEoO61qev1qu0xba+nwrwW2hhyfoXZVn4VpVhMpSSeU2EwxXXjtTc9XlMiMjXeV8yL00EbqGzZsvD29sb58+eRlJSEixcv4r333lMpo5gK2s3NzeCpoJWnV+7Ro4fWtWz79OmDJUuWAAD2798PPz8/2NvbG9RffijH2rt3b43lbGxs0K1bN/zxxx8AckZTDx8+vKDDK1S6fo2h70hhMoyjo6NYk9rS0hLlypUzc0T0touLixM/AnKQ5P2REBGZjoMkC8kZOSO5+RlARJRD+W8Ra2trtT9a1ib3D3s9PT0LdCSwph8S69O3oe2pa1Ofuurq5I5FV7/GMCZWQ9orjHPQNxZ9YshdR1FW3TF96mt7PRXmtdBG0zmbu638KkqxmEpJPKfCYIrrxmtverymRGRqvK+YF5PARujSpQvOnz8PIGfUr3ISOD4+HpcvXxblLCws9G731atXOHnypNg/c+YMBgwYoLF8SkqK2H79+jWOHDkCX19fvfvLjwcPHuDmzZtif/fu3Th69KjG8opEHZCzDtTFixfh7e1doDFSyaf8I4ly5cph48aNZoyGCBg2bBhiY2MBAFaca4OoQCm/x/gZQESUQ/lvkTJlysDNzc3gNYGVTZw4scDXBNZEU9+61gTWZuLEiVrXBNanjqY1gU1N+fzVrVmbn/Y0rQlcWBSxqFsTWN/4Na0JrG99XWsCFwWaztncbeVXUYrFVEriORUGU1w3XnvT4zUlIlPjfcW8uCawBprWBAZyEppt2rRBdnY2ypcvj3/++QeWljnfRO7YsQM//vgjAOD3339XGQmsa01g5brGaNq0KXbs2KH2MVOvCbx48WKsX7/e6Pq9evXC4sWLdZYrLmsC62Kq+dtJlfKXXG5ubkwAkNkpvya5xmzRxzWBizfl54+fAUREOfj3MRERERERUfHHNYHNyMXFRSR3X758ibCwMPHY4cOHAQDu7u5o2rSpQe0qT69sjKtXr+L+/fv5akMfMpkM+/bty1cbISEhSE5ONlFERERERERERERERERERKTA6aCN1LVrV1y8eBEAcOzYMTRr1gwJCQlGTwUdGRmJa9euif0DBw7oNTd6Wloa3nvvPaSmpgLIWW9XMYK5oFy4cAEvXrwAAEgkEpw7dw5lypTRWS86Oho+Pj6Qy+XIyMjA3r17MXTo0AKNlYiIiIiIiIiIiIiIiOhtw5HARurcubOYAvrYsWPi3+zsbABAt27dDGpv9+7dYtvLy0vvxbHt7e3RpUsXsb9nzx5kZmYa1LehlGNt06aNXglgAKhcuTJatGgh9oOCgkweG71dqlSpIrarVq1qxkiIiIiIiMyPfx8TERERERGRApPARipfvjyaNGkCIGfd2jt37iAkJAQAULFiRTRu3FjvtuRyucr0yt27dzcolj59+ojtpKQkkZQuCCkpKTh+/LjYNzTW3r17i+2IiAiV0c9EhhoxYgSaNGmCJk2aYPjw4eYOh4iIiIjIrPj3MRERERERESkwCZwPuUfghoaGiuOGTAX977//4tmzZ2K/R48eBsXRsmVLuLu7i/1du3YZVN8QR44cQVpaGgDAzs4OPj4+BtXv1q0b7OzsxH5BxkolX5UqVTBnzhzMmTNHZdQDEREREdHbiH8fExERERERkQKTwPmgnOzdtm0bpFIpAMOngt67d6/YbtCgAapVq2ZQfUtLS/Tq1Uvsh4aG4smTJwa1oS/lWNu1awcHBweD6js6OqJjx45i//Dhw0hJSTFZfERERERERERERERERERvO2tzB1Ccubu7o1GjRrh27ZpIAFeqVAmNGjXSu43U1FQcPXpU7Bs6Cljho48+wvr16wHkTC8dFBSE77//Xm3ZU6dO4eXLl3q3XbNmTXz55ZeIiorCpUuXTBLroUOHAOSc/4EDB/DZZ58Z1RYRUVGVlC7BrKNe5g6DtEhKl6hs8/kqXpSfPyIiIiIiIiIiIlLFJHA+denSRWVd265duxo0FXRISAhSU1MBABYWFgaPIlaoXbs26tevj/DwcADA7t27MW7cOFhb532Kw8PDRTl9eHt748svv8SePXsgl8sBAA4ODmjfvr1Rsb7//vsoV64c4uLiAORMCc0kMBGVNDK5BRLSbMwdBumJzxcRERERERERERGVJJwOOp+U1wUGDJ8Kevfu3WK7adOmqFixotGx9OnTR2y/fPkSp06dMrotdZSngvbx8YGtra1R7VhbW6uMIg4PD8ft27fzHR8RERERERERERERERERARZyxdBOIiowderUAQDcvXvXzJEQUUHy8/NDfHy8ucMgPWVlZYl16R0dHdXOnkHFg6urKwICAswdBhERERERERERUb6ZKqfEbzuJiIhMhEkoIiIiIiIiIiIiIioKOB00EREREREREREREREREVEJwiQwEREREREREREREREREVEJwiQwEREREREREREREREREVEJwiQwEREREREREREREREREVEJYm3uAIiIiEzBz88P8fHx5g4j37KyspCSkgIAcHR0hLU1P6q1cXV1RUBAgLnDICIiIiIiIiIiIipS+M0yqQgODsa0adN0lrO2toaDgwMqV66MRo0aoVevXmjWrJlefWRnZyMkJAQhISG4ceMGEhISkJ2djbJly6JBgwbo1KkTevXqpTXxsXLlSvzyyy8qx3x9fbFgwQK9YlB2/fp1fPrppyrH5s+fj759+xrcFhGZT3x8PGJjY80dhkklJCSYOwQiIiIiIiIiIiIiKoaYBCajZGVlITk5GcnJybh9+zZ27NiBPn36YObMmXByctJY7/79+5gwYQIiIiLyPBYTE4OYmBgcP34ca9euxcqVK+Hl5aV3TCdPnoRUKoVEIjHoXI4cOWJQeSIiIiIiIiIiIiIiIqKijElg0qp///55jsnlcqSlpSEhIQF37twR06/u3bsXsbGx2LhxI6ysrPLUe/jwIQYNGoSkpCRxrG7duvD09ISlpSXu37+P8PBwAEBkZCQGDBiAnTt3wtPTU69Yk5OTERoaijZt2hh0jkePHjWoPBEVfZYWcjjbSc0dhlGS0iWQyS0AFO/zKEjK14iIiIiIiIiIiIiI8mISmLSaM2eO1sdlMhl27NiBuXPnQiaT4cKFC9i0aROGDx+uUk4ul2PSpEkiAVyxYkUsXrwYzZs3Vyl37do1TJw4EdHR0UhJScG4ceOwf/9+tUlldUJCQgxKAt+4cQPR0dF6lyei4sHZTorZXfLOOFAczDrqhYQ0GwDF+zwKkvI1IiIiIiIiIiIiIqK8LM0dABVvlpaWGDRokErSNzAwEFlZWSrlTp48KUb52tvb47fffsuTAAaAxo0bY8uWLXBwcAAAPHjwAAcPHtQaQ4MGDcT2iRMnIJPJ9I7/8OHDYrt8+fJ61yMiIiIiIiIiIiIiIiIqqpgEJpMYOHCg2I6Jicmz5u+hQ4fE9scff4xatWppbKtq1aoq01AfP35ca9/VqlVDvXr1AABxcXG4evWq3nErpoJu0KABKlWqpHc9KtmioqLg7+8Pf39/REVFmTscIiJ6y/BziIiIiIiIiIiI8otJYDKJihUrwsnJSew/ffpU5fHr16+L7bZt2+psT3mU8MOHD3WW79Kli9jWd41f5amgu3XrplcdejusX78eYWFhCAsLw4YNG8wdDhERvWX4OURERERERERERPnFJDCZjPK6vfb29iqPNW/eHN7e3qhevTqqVKmisy1r6/9brvrNmzc6y3ft2lVs6xo5rHDkyBG19YmUR13l/kEDERFRQePnEBERERERERER5Ze17iJEuiUkJCApKQkAYGFhAU9PT5XHFyxYYFB7ivWDAcDV1VVn+Zo1a8LLywsRERF49uwZbty4gYYNG2qtoxgx3LBhQ70S00RERERERERERERERETFAUcCk0n8/vvvYvv9999HxYoVjW5LJpNh7969Yl9XMldBeUroY8eOaS1748YNMcqGU0ETERERERERERERERFRScIkMOWLVCrF5s2bsWrVKgBAqVKlMGXKlHy1+fvvvyMyMlLsd+7cWa96ykngkJAQrWWVp4JWrkdERERERERERERERERU3HE6aNLK399f7XGpVIr4+HjcvHkTCQkJAABnZ2csWrQIXl5eRvd3584dLF68WOw3b94crVq10quup6cnPDw88ODBA0RGRiIiIkJjLIqpoBs1aoTKlSsbHS+VTFlZWWI7Li4Ow4YNM2M0pK+4uDixnS0zYyBU4JSfX75HqSSKjY1V2f7iiy8QHx+vd30nJydkZmYiIyND5bidnR38/f1Rvnx5LFmyBBEREbCxsUFmZiasrKyQmZkJALCxsYG7uzuePXsGFxcXlXhcXV1VYqlWrRokEgkeP34MT09PDBkyBBs3bsSDBw8AALa2tsjKyoKXlxd69OiBlStXirhsbGyQnZ0NiUSC9PR00V5WVhaePXsm6o8dOxYHDx7EvXv3RB9r167FkydPRBwWFhaQy+XiX+VzzszMhK2tLTIzM1GjRg0AQGRkpDh3xTHFOUycOBHu7u6IiYnBkiVLRL+K48piYmKwYMECcb4A4OHhgalTp+Ypq1xH0W716tVV+h4yZAgCAwM19pm7v9zXX12M2vrXt44xbRlzbUwdr6Lu3bt3AeTMOGRvb4/Ro0ervKbycw3UxVm9enVIpVLxGlV33qZ8Hoqqt+EciYojvjeJiIiI3h4WcuVvSeitFxwcjGnTphlcz8LCAjNnzsSAAQNgaWncAPPo6GgMHDgQMTExAHK+tAsKClKbyF25ciV++eUXAED37t2xdOlSAMCyZcuwZs0aAMDYsWMxZsyYPHVv3ryJjz/+GAAwdepUfPnllwCATz/9FNevXwcAzJ8/H3379tU79jp16uhVTvEFFBVt/fr1E1+EU/FkbSnD0t63zR2GUWYd9UJCmg0AwMU+E7O7RJg5oqJnwr53kCXjZCZExrC3t0eNGjXw33//FVj7aWlpah+ztLSETGb4r3Ry19PWhynUq1cPAQEB8PPzU7lOiuPKcpfRVlZXHSDvueVuR1tdXf1qakOfOsa0Zcy1MXW8mmLI/ZrKzzXQ1ZemPkz5PBRVb8M5EhVHfG8SERERFX2KnFN+c0r8BpVMQi6XY86cOfD19VX5tb++nj17hi+++EIkgAFg5syZBo8q7tq1q9jWNCW0YipoCwsLlfJEREREJV1aWhru3btXoO1rYkwCWF29gkwAAxDXJ/d1UnfdNF1LbddY22O5z02fGAx53Jg2jW3LmGtjaB+G1lXI/ZoyxXvC0OfGlM9DUfU2nCNRccT3JhEREdHbg9NBk1aafmUglUrx6tUrREZG4tSpU9i2bRvS0tJw584dDBo0CEFBQahatapefTx69AhfffWVmPYPAL755hsxWtcQdevWRY0aNRAZGYm7d+/i8ePHYpo9BcVU0I0bN0bFihUN7kMdXb/G0HekMBUNjo6OYppzS0tLlCtXzswRkT7i4uLEl7oOkiwdpak4c5BkITkjZ7Q036NUEilPv2xqHAmsm6enp/hX+Topjucuq+5aqiurqw6Q99xyt6Otrq5+NbWhTx1j2jLm2hjah6F1FXK/pvJzDXT1pakPUz4PRdXbcI5ExRHfm0RERERvDyaBySgSiQSurq5wdXVFs2bN4Ovri4EDByIpKQmJiYnw9/fHpk2bdLZz9epVfPPNN0hKShLHhg0bhvHjxxsdW+fOnbFu3ToAOaOBR4wYIR67desWnj59CgAcBUwaWVv/362xXLly2LhxoxmjIX0NGzZMJE6sOM9Fiab8/PI9SiXRwIED8fr1a7Gfex1eXbStCTxz5kyuCQzdawIDwMSJE/OsmZjbxIkT1a57q66sch1D1gTW1p+6NYF10ee89KWtLWOujanjVdTVZ03g/Mr9vOZeE1jdc2mq56GoehvOkag44nuTiIiI6O3BNYFJRe41gQ2Zb3zXrl2YOXOm2D906BA8PDw0lj9y5Aj8/PxUvqAcPXo0vvvuO519aVoTGMhJ9Pbr1w8A0LBhQwQFBYnHFi9ejPXr18PCwgJ///033N3dxWP5WRNYF1PN306FQzmZ6ObmxgRTMaH8vBXntXS5JrBuyteI71Eqifg5RERERERERET09uKawFTk9OzZExYWFmL/ypUrGstu3boVEyZMEAlgCwsLTJ8+Xa8EsC4NGjRAlSpVAAA3b95UWWdYsR5w48aNVRLARERERERERERERERERCUFk8BkMqVKlYKLi4vYV6ypmtvq1asxb948sQ6XRCLB4sWL8fnnn5ssls6dOwMA5HI5jh07BgAIDw8XU0F369bNZH0RERERERERERERERERFSVMApNJpaWliW1nZ+c8j2/cuBHLly8X+w4ODli/fj169uxp0jiU1/tVJIGPHj0KIGfUMdcDJm0UI8kBoGrVqmaMhIiI3kb8HCIiIiIiIiIiovxiEphMJjw8HKmpqWI/93rAx48fx6JFi8S+s7Mztm7ditatW5s8lkaNGqFSpUoAcqalTkpKQkhICACgadOmqFChgsn7pJJjxIgRaNKkCZo0aYLhw4ebOxwiInrL8HOIiIiIiIiIiIjyy9rcAVDJsXr1arHt5uaGZs2aif3Y2Fj88MMPkMvlAIDSpUtjy5YtqFu3boHF8+GHH2LLli3IysrChg0b8OjRIwDgKGDSqUqVKpgzZ465wyAiorcUP4eIiIiIiIiIiCi/mASmfEtKSsKiRYtw/PhxcWzUqFGwtPy/geZLly5FYmIigJzpmJcsWVKgCWAA6NKlC7Zs2QIA2Lx5MwDA0tISXbp0KdB+icj8ktIlmHXUy9xhGCUpXaKyXVzPoyApXyMiIiIiIiIiIiIiyotJYNLK399f42Pp6emIjo7G9evXIZVKxfH27dtjwIABYv/58+fYv3+/2C9btiyOHTsm1urVhzGjYRTTPr948ULEx6mgid4OMrkFEtJszB1GvpWU8yAiIiIiIiIiIiKiwsUkMGn1xx9/6F3W2toaAwcOxOTJk1VGAR8/flwlSZyQkGBQu4BxSWALCwt8+OGH2LZtmzjWrVs3g9shIiIiIiIiIiIiIiIiKk6YBCajWFtbw97eHmXLloWHhweaNWuGnj17omLFinnKPnz40AwR5ujatatIAltaWqJz585mi4WICparq6u5QzCJrKwspKSkAAAcHR1hbc2Pam1KyvNOREREREREREREZEoWcrlcbu4giEq6OnXqAADu3r1r5kiIiIiIiIiIiIiIiIioqDJVTslSdxEiIiIiIiIiIiIiIiIiIioumAQmIiIiIiIiIiIiIiIiIipBmAQmIiIiIiIiIiIiIiIiIipBmAQmIiIiIiIiIiIiIiIiIipBmAQmIiIiIiIiIiIiIiIiIipBrM0dABERUUHy8/NDfHy8ucMwWFZWFlJSUgAAjo6OsLZ+Oz6yXV1dERAQYO4wiIiIiIiIiIiIiIq1t+MbZTWioqLg4+Njsva8vb0RGBgIAOjYsSOio6NVHt+6dStatmxpcLuzZs3Czp07VY7dvXtXZ72HDx/i+PHjOHv2LJ49eyYSIGXLloWbmxtatmyJtm3bonnz5jrbCg4OxrRp03SWs7a2hoODAypXroxGjRqhV69eaNasmc56usTHx6NHjx5ITExE5cqVcfLkSbXlVq1ahRUrVoj9SZMmYcSIEQb1NX78eBw+fBgAULFiRezduxdlypQxPngiMrv4+HjExsaaO4x8SUhIMHcIRERERERERERERFSMvLVJ4MIWEhJicBJYJpPh+PHjBtWJj4/Hzz//jODgYMjl8jyPp6amIjo6GmFhYVi7di2aNm2K6dOn49133zWoH3WysrKQnJyM5ORk3L59Gzt27ECfPn0wc+ZMODk5Gd3urFmzkJiYqLPcqFGjcPr0aVy/fh0AsGLFCrRr1w5eXl569RMUFCQSwJaWlli0aBETwERERERERERERERERFTsvLVJYAcHB/Tv319rmf379yM1NRUAUL9+fTRo0EBj2Zo1a2pt69ixY/jhhx9gYWGhd4wXL15EXFyc3uXj4uLw2Wef4enTp+KYu7s76tWrB2dnZ1hYWCAxMRHh4eFiVNzVq1fx2WefYdWqVWjfvr1e/ai7bnK5HGlpaUhISMCdO3fEyOO9e/ciNjYWGzduhJWVld7norBv3z4cO3ZMr7JWVlZYuHAhPvroI6SnpyMzMxNTpkzBrl27IJFItNZ98OAB5s2bJ/ZHjhyJFi1aGBwvERVtlhZyONtJzR2GXpLSJZDJcz4zilPcxlA+VyIiIiIiIiIiIiLKv7c2CVy2bFnMmTNHa5mzZ8+KJHCHDh0wduxYo/t78eIFrl+/jsaNG+td58iRI3qXlclk+Oabb0QCuHbt2pg1axa8vb3zlJXL5Th//jzmzJmDyMhIZGVlYdy4cfjjjz9Qt25dnX3pum4ymQw7duzA3LlzIZPJcOHCBWzatAnDhw/X+3wAIDY2FnPnzjWoTs2aNTFp0iRR7/bt21i9ejXGjRunsU5GRgYmTJiAtLQ0AECjRo3y9VwTUdHlbCfF7C4R5g5DL7OOeiEhzQZA8YrbGMrnSkRERERERERERET5Z2nuAEo65dHDR48e1bueTCYTI2DLly+vs/yRI0dw48YNAEClSpWwfft2tQlgALCwsMD777+PHTt2oHLlygCA9PR0LFq0SO/4tLG0tMSgQYNUkr6BgYHIysoyqB1/f38kJycb3P/gwYPRunVrsb9u3TpxbdRZsGCBWGfZwcEBP//8M6yt39rfRxAREREREREREREREVExxyRwAevSpYvY1ndaYwC4dOmSmApauQ1NlEcNf/7553B2dtZZx8XFBZMmTRL7586dQ0JCgt4x6jJw4ECxHRMTg4gI/Uex/fXXXzh16hQAoEmTJgb1a2Fhgfnz54t1iLOysjB16lRkZGTkKXv8+HH8/vvvYn/WrFmoWrWqQf1R8RYVFQV/f3/4+/sjKirK3OEQEVEh4L2fiIiIiIiIiIhKOiaBC1jdunVRo0YNAMDTp0/x33//6VVPkdS1tLRE586ddZa/f/++2K5UqZLe8XXq1Al2dnYAcqaJVoyINYWKFSuKRCwAlbWKtYmJicH8+fMBAB4eHhg9erRRff/www9i/8GDB1i6dKlKmefPn2PGjBliv2fPnujTp4/BfVHxtn79eoSFhSEsLAwbNmwwdzhERFQIeO8nIiIiIiIiIqKSjkngQqCcxA0JCdFZXnkq6ObNm6NcuXI66yhPXxweHq53bDY2Nhg9ejTGjh2LWbNmoWbNmnrX1YeVlZXYtre316vOjBkz8Pr1a1hZWWH+/PmwsTFunciPPvoIH374odjfsmULrl69CiDnGvv5+SEpKQkAUKVKFcyePduofqh4Ux4Bpu8PFYiIqHjjvZ+IiIiIiIiIiEo6JoELgfJ0zvokgS9duoSXL18CALp166ZXH4rRxkBOsvPWrVt6xzdy5EiMGTMGAwcOhLu7u971dElISBBJVgsLC3h6euqs88cff+Ds2bMAgC+++AKNGjXKVwxz5syBq6srgJzE7/Tp05GZmYnNmzfj4sWLAHIS6IsXL4ajo2O++iIiIiIiIiIiIiIiIiIqCpgELgQNGjRAlSpVAORM2/zw4UOt5RVTQVtZWem1HjCQM5WxQlpaGj777DNMmzYNFy9eRHZ2tpGR54/yWrvvv/8+KlasqLV8dHQ0Fi5cCACoWbMmxo0bl+8YXFxcMGfOHLH/6NEj/PTTT1ixYoU49u233xq87jARERERERERERERERFRUcUkcCHRd0ro3FNBK0ax6uLj4wNvb2+xL5VKERwcjCFDhuC9997D2LFjERgYiDt37kAmkxl5FvqRSqXYvHkzVq1aBQAoVaoUpkyZorWOXC7H9OnT8ebNG1haWmL+/PmwtbU1STydOnWCr6+v2N+xYwfS0tIA5FzjUaNGmaQfIiIiIiIiIiIiIiIioqLAWncRMoWuXbvit99+A5CTBNaUeLx8+bLBU0EDOaOGf/nlF4wYMQLXr19XeSwpKQkhISEi+ezs7IxWrVrBx8cHnTp1QqlSpQw6F39/f7XHpVIp4uPjcfPmTSQkJIi+Fi1aBC8vL61tbt++Hf/++y8A4PPPPzf5yNwffvgBoaGhePbsmThWunRpLFq0SGXdYnr7ZGVlie24uDgMGzbMjNFQQYiLixPb2QX7GxgykvLzwvchFQbl+0JsbCx69eqltpy1tbX4nKhUqRKsra3x5MkTAICHhwemTp0KAFiyZAkiIiJgY2ODjIwM2NraIjMzE15eXujRowdWrVqFtLQ02NnZwcXFReXvkWrVqkEikSAyMhLW1tbIyMhQOf748WN4enpiyJAh2LhxIx48eKD28YkTJ8Ld3R0xMTFYsmQJ7t27J47njjE9PR0WFhaQyWSwt7fHzJkz8e677yImJgYLFiwQfSizs7PDmDFjcPDgQUREREAikSA9PV3ntZBIJOKcFOXys/yItvPTdUxXv+raVq6j/Hj16tUBAJGRkbCxsRHPt3IdXe0VhtzPqfLrRnEOuV9DhRGTua+LKZSU89DX23a+RERERFSy8e9beltYyOVyubmDKKo6duyI6OhoAMCYMWMwduxYg+utX78eH3zwAQCgQ4cO4ku/kydPonLlynnqzpkzB9u3b4eVlRXOnj0LFxcXPHjwAN27dxdl7t69q7Hv7OxsbNiwARs2bMCrV690xurg4IAvvvgCX3/9tcaRt8HBwZg2bZrOtnKzsLDAzJkzMWDAAFhaah50/uTJE/Tp0wepqamoUaMG9u7dCzs7O/F4aGgohg4dCgCoXLkyTp48aXAsALBhwwYsWrRI7L/33nvYtGmTUW3lVqdOHb3KaXvuyDz69euHzMxMc4dBhcTaUoalvW+bOwy9zDrqhYQ0GwCAi30mZneJMHNEBWfCvneQJePkJFT81KtXDwDw33//aSxjaWlpkllY7O3txUwmmmIJCAiAn5+fSjz6xGhvb49du3blqZubtnPRpx/lOI2lz/lpOqarX3VtK9fRdX1y19HVXmHQJ2aFwoqvKFwXUygp56Gvt+18iYiIiKhk49+3VNQpck75zSnxG9dC9OGHH4ptxZTPymQymRit6+3tDRcXF4P7sLKywtdff41//vkHS5YsQffu3eHs7Kyx/Js3b7Bq1Sr069cPz58/N7g/beRyOebMmQNfX1+1I0qAnHOeNm0aUlNTYWlpiXnz5qkkgE3lxYsXWL9+vcqx8+fPIzg42OR9ERER0dvh3r17uHfvntYyplqGQ1sCWBGL8r/Kx3XFqGg7P+eiTz/69GFofXX9ajpmTNv5acOY+qZmSJ+FFV9RuC6mUFLOQ19v2/kSERERUcnGv2/pbcHpoAtRly5dsGXLFgDA0aNH8cUXX6g8fuXKFaOmglbH3t4ePXr0QI8ePSCTyXDnzh38+++/uHjxIkJDQ5GamqpS/t69exg2bBj+/PNPndNDa/rlgVQqxatXrxAZGYlTp05h27ZtSEtLw507dzBo0CAEBQWhatWqKnW2bt2Ky5cvAwAGDx6M5s2b5+Os1ZPL5ZgyZQqSkpLyPDZv3jy0bNlS7ahsQ+j6NYa+I4Wp8Dk6Oorpyy0tLVGuXDkzR0SmFhcXJxIXDpIsHaXJHBwkWUjOyBn1zPchFQbl+0J+eHp6AigaI4EVsXh6eqrEo0+M9vb2auvmpu1c9OlHuZyx9Dk/bceMaVvT45ra0Le9wqBPzMplC0NRuC6mUFLOQ19v2/kSERERUcnGv2/pbcEkcCFq2rQp3NzcEBsbi2vXruHly5coX768ePzIkSMAckbzKo8azi9LS0u88847eOedd/DVV18hMzMToaGh2L59O06dOiXKPXjwAJs3b8a3335rVD8SiQSurq5wdXVFs2bN4Ovri4EDByIpKQmJiYnw9/dXmX750aNHWLp0KYCc9ckU67eZ2oYNG3DhwgUAOddizpw5mDVrFrKzs5GSkoKpU6di69atsLCwKJD+qWiztv6/22C5cuWwceNGM0ZDBWHYsGGIjY0FAFhx/osiSfl54fuQCoPyfUEbXWsCq1tv15xrAgPAxIkTjVoTWFHX2DWBNV2L3GsC5/fvPW3np88xY9pW97i2NYH1ba8w5H5Oda0JXFgxmfu6mEJJOQ99vW3nS0REREQlG/++pbcF1wTWwtRrAgPA//73P2zbtg0AMGvWLAwcOBBAzvR6H3zwAV6+fJlnrVpD1gQ21OnTpzF+/HgxMrhatWp5pqrOvSawIf3v2rVLfLEIAIcOHYKHhwdkMhkGDhyIsLAwWFhYIDAwEC1atFDbRn7WBA4PD0f//v0hlUoBAEOGDMEPP/yAhQsX4rfffhPlpk6dii+//FLvdg1lqvnbyfSUEwFubm5MPpVAys9xcVpb921aE1j5XPk+pMLAez8RERERERERERVVXBO4mOrSpYvYVk625mcq6DNnziAwMBBLly5FWFiYQXXbtWuH8ePHi/0nT54gJSXFoDa06dmzp8oI2ytXrgAAnj17JmKVy+UYPHgw6tSpo/Y/RQIYAKKjo1UeCw0N1dh3amoqvv/+e5EAVh5tPH78eNSqVUuUXbp0Ke7fv2+y8yYiIiIiIiIiIiIiIiIyFyaBC1nz5s3FWocXL14U69QePXoUQM60g4ZOBf3rr79i7ty5WLt2rWjHELn7e/PmjcFtaFKqVCm4uLiIfcXaq4Xhp59+wqNHjwDkTLG9cOFCsd6xra0tFi5cCCsrKwBARkYG/Pz8RMKYiIiIiIiIiIiIiIiIqLjimsCFzNLSEp06dcLOnTuRlZWFv//+G3369EFISAgAoFWrVihbtqxBbdaqVQuXLl0CkDO985QpUwxa31Z5TVRra2uD+9clLS1NbDs7OwMAHBwc0L9/f73qx8bGirWLS5UqhV69eonH3Nzc1NYJCQlBUFCQ2B8xYgSaNm2qUqZhw4YYMWIE1q5dCyBn6uhVq1apjIymkq9KlSpiStCqVauaORoiIioMvPcTEREREREREVFJxySwGXTt2hU7d+4EABw/fhzVq1fHixcvxGOG6tChA/744w8AwMOHD3H48GGVNYR1OX/+vNhu2LAhbGxsDI5Bk/DwcLHeMAB4eHgAAMqWLYs5c+bo1UZoaKhIAutT78WLFyrrEL/zzjsYM2aM2rKjR4/GqVOnxLzq69atQ/v27dG4cWO9YqPib8SIEVi3bh0AYPjw4WaOhoiICgPv/UREREREREREVNIxCWwG3t7eKFu2LBITE3Hu3DlUqFABQM4o3E6dOhnc3gcffAAvLy9EREQAAGbMmAE3Nzc0b95cZ91nz55h2bJlYn/QoEEG96/N6tWrxbabmxuaNWtm0vZzk8lkmDx5sphm29bWFosWLYJEIlFb3sbGBgEBAfj4448hlUqRnZ2NKVOmYM+ePbC3ty/QWKloqFKlit4/SCAiopKB934iIiIiIiIiIirpmAQ2AysrK3Tq1AlBQUFITU0Vo3iNmQpa0d6iRYswaNAgpKSkIDU1FUOGDEH//v0xZMgQMfpWWVpaGvbv348VK1bg5cuXAIDWrVujR48e+Tu5/y8pKQmLFi3C8ePHxbFRo0bB0rJgl6HesGEDQkNDxf7EiRNRu3ZtrXXq1q2Lb7/9FsuXLwcAREZGIiAgALNmzSrQWImo8CWlSzDrqJe5w9BLUrpEZbu4xG0M5XMlIiIiIiIiIiIiovxjEthMunTpItaslUqlAIBu3boZ3V7dunWxevVqjBo1CqmpqZDJZNixYwd27NiB6tWro0aNGnB1dUVGRgZevHiBGzduIDMzU9SvX78+li1bptdawv7+/hofS09PR3R0NK5fvy7OCwDat2+PAQMGGH1++rh16xZWrFgh9lu1aoXPP/9cr7ojR47EyZMncfPmTQDA77//Dh8fH7Rp06ZAYiUi85DJLZCQZrop7wtLcY2biIiIiIiIiIiIiMyDSWAzad26NZydncW0xRKJBB9++GG+2mzZsiUOHTqE+fPn4+jRo+L448eP8fjxY7V1bGxsMHjwYIwfPx62trZ69aMYuawPa2trDBw4EJMnTy7QUcCpqan4/vvvReLZyckJCxYs0CuprYhz4cKF8PX1RUZGBgBg2rRpOHDgAMqUKVNgcRMRERERERERERERERGZGpPAZmJtbY2OHTsiODgYQE5S2BTJxooVK2LFihW4f/8+QkJCcO3aNURGRuLly5fIyMiAg4MDypcvj2rVqsHHxwedOnUyagpqdaytrWFvb4+yZcvCw8MDzZo1Q8+ePVGxYkWTtK/NvHnzEBkZKfZnzpxpcL8eHh4YP348Fi5cCACIjY3F7NmzsWTJElOGSkSFzNXV1dwhGCUrKwspKSkAAEdHR1hbvx0f2cX1+SIiIiIiIiIiIiIqSizkcrnc3EEQlXR16tQBANy9e9fMkRAREREREREREREREVFRZaqcUsHNz0tERERERERERERERERERIWOSWAiIiIiIiIiIiIiIiIiohKESWAiIiIiIiIiIiIiIiIiohKESWAiIiIiIiIiIiIiIiIiohKESWAiIiIiIiIiIiIiIiIiohLE2twBEBFRyeXn54f4+Hiz9Z+VlYWUlBQAgKOjI6yti97HnqurKwICAswdBhERERERERERERGVIEXv2/C3UGhoKIYOHap3eYlEAjs7O5QrVw4eHh5o1aoV+vTpg9KlS2usU6dOHb3atra2hp2dHVxcXFC7dm20bdsWvXr1gpOTk8Y6Q4YMwcWLFwEAvr6+WLBggd7nYqg7d+7A19cXMpkMJ06cQJUqVfSum5iYiB07duDUqVN4+PAhMjMz4ebmhvr166Nv375o3759gcVN9LaKj49HbGysucMAACQkJJg7BCIiIiIiIiIiIiKiQsEkcDEklUohlUrx+vVrPHr0CMePH8fKlSsREBCQ70SmYtRcSkoKnjx5gpMnT2L58uWYMWMGevfubZoTMFJmZiamTZsGmUxmcN0LFy5g4sSJeZJAUVFRiIqKwtGjR9GhQwfMnz8fZcuWNVXIRERERERERERERERERIWOSeAiqGfPnnBwcND4uFQqRWxsLG7cuIFXr14BAJKTkzFmzBhs3boVTZs21dq+t7c3atasqfax7OxspKWl4enTp7hx4wYAICkpCX5+fsjKykLfvn2NPKv8yc7Ohp+fH27fvm1w3StXrmDkyJHIzMwEAJQqVQqtWrVC6dKlcefOHdy5cwcAcOrUKXz77bfYsmULbGxsTBo/EQGWFnI420kLtc+kdAlkcguz9a+JclxERERERERERERERKbGJHARNGHCBL2mOc7IyMC2bduwZMkSZGVlQSqV4ocffsCBAwdgaWmpsZ6vr69eydwbN25g/PjxiI6Ohlwux7x589CmTRu4ubkZdD75lZ6ejmnTpuHw4cNG1Z00aZJIAHfo0AELFy5EmTJlRJmTJ0/Cz88Pr1+/xtWrV7Fq1SpMmDDBZPETUQ5nOylmd4ko1D5nHfVCQpqN2frXRDkuIiIiIiIiIiIiIiJT05wppCLP1tYWw4YNw+TJk8WxBw8e4OzZsyZpv2HDhli7di0kEgkAICUlBdu3bzdJ2/qKiorCgAEDcOjQIaPqb9u2Dc+ePQMAeHp6YsWKFSoJYADo2LEjVqxYAQuLnFF5W7duRXx8fP4CJyIiIiIiIiIiIiIiIjITJoFLgMGDB6NcuXJi/8yZMyZr28vLC506dRL7R44cMVnb2mRlZSEwMBB9+/YVU0Db29sb3M7OnTvF9ujRozVO8/zee++hS5cuAIDU1FTs27fPiKipsEVFRcHf3x/+/v6IiooydzhEVELw3kJERERERERERETFHZPAJYC1tTUaNmwo9p88eWLS9t9//32x/fjxY0ilBbumZnJyMnr37o25c+ciOTkZAODm5obAwECD2omIiMDTp08B5Iya9vHx0Vq+Z8+eYvvo0aMGRk3msH79eoSFhSEsLAwbNmwwdzhEVELw3kJERERERERERETFHZPAJYTyCNesrCyTtl2hQgWxLZfLkZiYaNL2c3v9+jUePHgg9rt164Z9+/bh3XffNaidK1euiO0mTZpoHAWs0KxZM7F9/fp1vHnzxqD+qPApj9BTJPyJiPKL9xYiIiIiIiIiIiIq7pgELiEePXoktt3c3EzadmZmpsp+qVKlTNq+Jl5eXti4cSOWLVuGsmXLGlz//v37YtvDw0NneRcXF9GPTCZTqU9ERERERERERERERERUXFibOwDKv/DwcNy9e1fsN2/e3KTtR0REiG0XFxc4OjqatP3cnJycsHbtWrRv3x4WFhZGtxMdHS22K1eurFcdd3d3MdI5OjoajRo1Mrp/IiIiIiIiIiIiIiIiInNgEriYS0pKgp+fn9h3dnZGt27dTNZ+dnY29u3bJ/ZbtWplsrY1KVOmDDp06JDvduLj48W2q6urXnWURxwX9LTXRERERERERERERERERAWBSeBiJisrC69evUJ0dDQuXLiAzZs3qyQ7Z8+ebbLpmuVyORYuXKgy1fSgQYNM0nZhUF7T187OTq86yteOawIXHTExMViyZAnu3bsHT09PTJw4Ee7u7irrX8fFxWHYsGFmjJLUiYuLE9vZMjMGUsQoXwu+dose5ddtRkYGRo8ejSdPnuisZ2Njg6FDh2L79u1IS0uDhYUF5HK5Spnhw4ejVq1a+N///oe0tDTY29tj5syZeda9v3nzpihja2sLR0dHlc97IGepg6lTp8Ld3V3jfTL38SFDhiAwMBARERGwsbFBZmYmvLy8xHHl+i9fvsTs2bORkZEBAKhWrRpmzpwJd3d3jddAU3+548ovTedrSAza2iAiIiIiIiIiIiruLOS5v52kQhcaGoqhQ4fmqw0bGxv4+/vjk08+Uft4nTp1xPb8+fPRt29fteXS09MRFxeHa9euYceOHbh8+bJ4rHv37li6dGmeOkOGDMHFixcBAL6+vliwYEF+TkUr5fM4ceIEqlSporFsp06d8PTpUwDA2rVr9RpdPG7cOBw5ckRsf/vttwbHpY3ytN2kPz8/P/z3339iv169eggICEC/fv3yrFlNRZe1pQxLe98u1D5nHfVCQpoNAMDFPhOzu0ToqFE4Jux7B1kyS3OHQXpQl8jNL3t7e6Slpans79q1S6XMp59+qlJGE8X9UNN9Mvfx3H1rOl6vXj1ERkbmKatoVxNd/emqry9N52tIDNraICIiIiIiIiIiMhdFzim/OSWOBC7mnJyc0LVrV3z99deoWrWqXnWmTZuGadOmGdSPt7c35syZY0yIZmNlZSW2LS31S7bwNxFF071797TuExEVlIL4XMidWFWXlNUnAQz83/1Q030y93FN7eY+fu/ePZXZFnK3qysebe2agrbPBX1j4GcLERERERERERGVZEwCF0E9e/aEg4OD2M/OzkZSUhJCQ0Px+vVrAIBEIsGUKVMwYMAAWFsX3NPo7u6OIUOG4PPPP4dEIimwfgqCvb292M7OztarjnI5GxsbvfvS9WsMfUcKk3qenp4qo7U8PT0BAI6OjkhISACQk+gvV66cWeIjzeLi4iCT5cx97CDJm1B6WzlIspCckXOP4Wu36FF+3VpbW6tNhuaHupHAuspoorgfarpP5j6u70hgT09PtSOBFe1qi0dbf7rq60vT+RoSg7Y2iIiIiIiIiIiIijsmgYugCRMmqJ3m+M2bNwgICMDOnTshlUoxd+5cPH/+HH5+fga17+3tjZo1a+Y5bmFhAXt7ezg6OqJChQp499134enpqTKitjhRXt83NTVVrzrK5ZQT8WReEydOzLNuIwCVH0CUK1cOGzduNFeIpMGwYcMQGxsLALDi7MeC8rXga7foUX7dlilTBg4ODgW+JnBuM2fO1GtNYMX9UNN9Mvfx/K4JrGhXE0395Y4rvzSdryExaGuDiIiIiIiIiIiouGMSuBhxcHDA7NmzYWdnh82bNwOASBwYkgj29fXVuCZwSVKmTBmxnZiYqFcd5XKurq4mj4mM4+7uznUaicgsrKyssGrVKoPq9OnTR2eZ3GsA5/buu+/qLKNM031S3XFN99Pcx93d3fHnn3/qHYOh/eWHts8FfWPgZwsREREREREREZVkHJdVDE2ZMgXe3t5if+PGjQZ/Sfs2qFWrlth+/vy5XnViYmLEduXKlU0eExEREREREREREREREVFBYxK4GLK0tERAQACcnJzEsXnz5uk1VeXbRHltvwcPHugsn5CQIEYCW1pawsPDo8BiI9NQnja9atWqZoyEiEoS3luIiIiIiIiIiIiouGMSuJiqWLEipkyZIvZTU1Mxffr0PGsPvs0aN24stq9duwaZTKa1/OXLl8V2gwYNYGdnV1ChkYmMGDECTZo0QZMmTTB8+HBzh0NEJQTvLURERERERERERFTccU3gYuyTTz7Bvn37cPHiRQDApUuXEBwcjH79+pk5sqKhRo0a8PLyQkREBJKSknDmzBm0a9dOY/kDBw6I7Y4dOxZGiJRPVapUwZw5c8wdBhGVMLy3EBERERERERERUXHHkcDF3I8//giJRCL2AwICkJCQYMaIipY+ffqI7UWLFuHNmzdqy509exYhISEAAIlEgr59+xZKfERERERERERERERERESmxpHAxZyHhweGDx+ONWvWAACSkpKwaNEizJ8/38yRFQ1DhgzBjh07EBUVhXv37uHrr7/GkiVL4ObmJsqcOnUKkyZNElNpDxkyBBUqVDBXyEQlVlK6BLOOehV6n+bsXxPluIiIiIiIiIiIiIiITI1J4BLgm2++waFDh/D48WMAQHBwMHx9feHt7V3osYSFhcHf31/v8mXLlsWECRMKLB5bW1vMmzcPI0aMQGZmJi5dugQfHx+0bt0aZcuWxd27d/Hff/+J8vXr18f48eMLLB6it5lMboGENJu3tn8iIiIiIiIiIiIiosLCJHAJYGtrC39/fwwbNkw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" ] }, "metadata": { "image/png": { "height": 495, "width": 960 } }, "output_type": "display_data" } ], "source": [ "n_top = 25\n", "\n", "#calculate total counts and frac_reads\n", "adata.var['total_counts'] = sum(adata.X.toarray())\n", "all_counts = adata.var.total_counts.sum()\n", "\n", "if type(adata.X) == np.ndarray:\n", " adata_X = adata.X\n", "else:\n", " adata_X = adata.X.toarray() \n", "\n", "#make dataframe to sort\n", "data = pd.DataFrame(data = adata_X, columns = adata.var_names).T\n", "data['total_counts'] = adata.var.total_counts\n", "data.sort_values(ascending=False, by='total_counts', inplace=True)\n", "\n", "#get top n values\n", "data = data.head(n_top)\n", "\n", "#calculate cummulative Sum\n", "cum_sum = data.total_counts.sum()\n", "cum_sum = cum_sum/all_counts\n", "\n", "#remove unwanted columns for plotting\n", "data.drop(columns = ['total_counts'], inplace = True)\n", "\n", "#plot results\n", "data = data.head(n_top)\n", "data = data.T\n", "\n", "flierprops = dict(marker = \".\" , markersize=2, linestyle='none')\n", "\n", "fig = plt.figure(figsize=(12,6)) # default is (8,6)\n", "fig = sns.boxplot(data=data, orient=\"h\", color='orange', width=0.7, flierprops = flierprops)\n", "fig.set_ylabel('genes')\n", "fig.set_xlabel('cp10k')\n", "fig.set_title('Top '+ str(n_top) + ' genes account for '+ str(round(cum_sum*100, 2)) +'% of all counts')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "**What does cp10k mean?**\n", " \n", "cp10k of 100 means that 100 out of a total of 10000 UMI counts belong to that cell. That is equivalent to a fraction of 0.01 (1%)!\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## variance in single cell datasets\n", "\n", "The characteristic that most strongly sets apart a single-cell RNAseq assay from bulk RNAseq is that measurments are subject to multiple, potent and often confounded sources of variance. Sources of variance can roughly be grouped into **biologial sources of variance** (e.g. cell cycle, cell type heterogeneity, transcriptional bursts, etc.) and **technical sources of variance** (e.g. capture efficiency, PCR amplification bias, contamination, cell damage, etc.). \n", "\n", "### highly variable genes\n", "\n", "Variation in gene abundance estimates between different cells can be thought of as the **combination between technical (mainly due to sampling) and biological sources of variance**. Generally one wants to focus on the biological variance and try and eliminate the experimental noise as much as possible.\n", "\n", "The technical noise due to sampling is dependent on the expression level of the gene. Genes that are lowly expressed are much more strongly effected by sampling noise since the foldchanges resulting simply from a random sampling can be quite large. This simple intuition is easily visible if you plot the relationship between a gene's dispersion (here the coefficient of variation) and the mean gene expression." ] }, { "cell_type": "code", "execution_count": 559, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 559, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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dTi1YsECxsbFux0FqqOa9/vrrjWtMQkKCjjnmGPXp00d1dXUqKCjQ2rVr5XQ6tWvXLt1www3Kycnx6gWOpp599ln94x//MD4nJCRo8ODBysjIUFlZmVavXq3y8nLV1tZqzpw5ysvL00svveQxmDT7OjFgwAB169ZNu3bt0tq1a1VUVOT3Cy8AAACwF0JJAAAAwMZee+01t0Dy0ksv1V133aUOHToYP9u3b58ef/xxvffee5IaKksOP/xwjRs3zm1ZO3fu1P33328EkkOHDtWMGTPcAr7ffvtNd955p3744Qdt2LChzfYNHjw4kM2TJKOaSmqouuzcuXOb30lPTzemq6qqdODAAbdxKL/66ivV19dLko499livKuAk6YsvvpDUsJ/vvvtupaSkSJKcTqeeeOIJzZkzR1JDNeXnn3+u9u3b65FHHtH//d//Gcs4cOCAbrvtNn355ZeSpLfeeqvFUPLRRx81AsnOnTtr+vTpOvPMM93m2b59u+6//36tWLFCFRUVmjhxov7zn/80607y6aefNgLJ3r17a/bs2c2qKuvq6vTee+9p6tSpqqurU1VVlebNm6fbb7+91f3x6aefSpLGjBmjyZMnuwVLW7Zs0V//+lf99ttvkqSXX35Zl112mdf72lV9fb3uuusuI5Ds0aOHnnnmGQ0aNMiYp6KiQo8++qhycnLaDCW3bNmie++91wgkL7jgAt1zzz3q0qWLMY/T6dT777+v6dOnq6qqSh999JGysrJ01VVXtbpcM/bHhx9+aIRh8fHxmjhxoq6++mq36rn9+/fr2Wef1euvvy6n06lHHnlERx55pN/d5K5evVpPPvmk8fnaa6/VzTff7HYdqamp0Zw5c/T000+rvr5es2fP1tFHH93snGzsTrhxHNmnnnpKZ555prp16yap4Trz6KOPGvOPHz/eGAO2JY2VdElJSZo+fbpGjRpl/K6iokIPPfSQsa7s7GydeeaZbudFU0uXLlV8fLxuv/12jR49WpK0fPly9e3b15jHrGNQV1dnvJggSRMmTNBNN93kdsyrq6v1zDPPGOPbLliwQDfccINb16gffPCBEUj27t1br7/+uvr06eO2XRs3btRf//pX7dy5U1VVVXrppZc0c+bMVvdDSxYvXuwWSJ511ll66KGH3LrrdTgc+sc//qHZs2dLariWPvXUU7r77rtbXa4V14njjjtOixYtktPp1FdffaWLL77Yp20FAACAPbU9uAkAAACAkNi3b5/xYFiSrrzySk2dOtUtSJCkjh076tFHH9Vll11m/OyZZ55p1v3oK6+8YlQkHn744Xr11VfdAklJOvjggzVnzhy/KnD85Vol2dpYaU21b9++1WVIcqs+9NTlaUv++Mc/aurUqUYgKTVUe02aNMktDKyvr9fUqVPdAklJateunR599FGjy9aCggKjQrHRxo0bNX/+fGP+N954o1n4IzVUjb7yyis6/vjjJTWElG+++abbPAcOHNB//vMf4/OsWbNa3Oa4uDiNHTvW7eF+YzWpJ2eeeWaLlW79+/fXY489ZnzeuXOnNm/e3ObyWvLZZ58ZQWP79u31xhtvNAueOnTooL///e+64IIL2lzerFmzjK4pL7zwQs2YMcMtkJQajulFF11kjMEnSS+++GKzc6mpQPZHdXW1Wzg4bdo03XDDDc2682zfvr2mTJmiv/71r5IaAkPX8MtXjz32mNHF8M0336zJkyc3u44kJCTohhtu0MMPP2z8bMaMGUa47+qBBx4wgqx9+/a5hZD33XefysvLJUl/+MMfdOedd3rVxqeeesotkJQajvmMGTOM7pcbXw5oy+23367rrrtOnTt3VufOnTVq1Cgde+yxksw9Blu3btXOnTslNVw7b7755mZhW2Jiou6++24dd9xxkhquG8uWLXObZ+XKlcb0hAkTmgWSUsM127XC0vXFC2/U1dXpqaeeMj7/6U9/0nPPPdds/NCkpCRNmjTJ7bi98cYb+v333z0u3+zrhOs1rKXKVwAAAIQnQkkAAADApj7++GOVlZVJkg466KA2uy2855571LVrV0kN3XO6BlX19fVGNYvU0CVsawFgSkqK7rvvvkCb77Xq6mpjuqWx1lrStCvB2tpat8+ulXSHHXaYT+1pbdy6pKQktyqpXr166fzzz29x3q5du7p1aVtUVOT2e9dgcezYsR7bmJCQoDvuuMP4/O6777r9vrCwUEOHDtUhhxyiIUOGGOFLa1zHoms6tmBLbrzxxlZ/N2TIEKWlpRmfCwoK2lxeSz7++GNj+tprr9UhhxzS6rwPPPBAs1DaVWFhoZYuXSqpYd9NnjzZ47pPPfVUDRs2TFLDuKGffPKJx/kD2R+LFi0yAuojjzxSf/7znz2u66abblJqaqqkhvEx8/PzPc7fkjVr1hhVzwcddJDH9kvSJZdcov79+0tqGIvx22+/bTZPp06dNG3aNOPzokWL9PXXX2vevHn6+uuvJTXs+5kzZ7p1mdqaP/3pTy2G8lJD9fQDDzyg2NiGxxe5ubktdtncKCkpqVmVuCszj4HrmIy1tbVuY8s2NWHCBN1///16+eWXNXLkSLffuY5p6XA4Wl3GiSeeqEmTJunJJ5/Uyy+/3GwcWk9WrFhhjNWamJiohx9+2NinLbn++ut1+OGHS2rYtrffftvj8s2+TrheE73prhkAAADhgVASAAAAsCnX6pnzzz+/zcAuOTnZrYrsm2++MabXrl1rdJPao0cPt2CqJSeffLJ69uzpT7N95vpgvLG6sC1tPYx3fejty3iX7du3b3HMxkauXcsOHjzYYxeErhVDruGF1BAQNGoMxDw59thjjeXt3LnT6ApRkjIzM/Xqq69q8eLFeuutt9pcVtMuOz1JSUnRwIEDW/19TEyMMjIyjM9Nt9Mb1dXVRpAlqVm1XFOpqak644wzWv39N998Y1SQHXXUUV51B3zaaacZ06tWrWp1vkD3h6/HPTk5WUOHDvWqba1xXefQoUPbvI7ExMTo1FNPNT63FEpK0ogRI3ThhRcan6dPn+5WgThhwgSvxqWVGoJQT3r37u1WOdvYNXJLjjzySI8V12Yeg0MOOUQJCQmSGsLw22+/vdXA9KSTTtL48eM1fPjwZuMj/uEPfzCmZ86cqU8++aTZixZSw7Xyxhtv1KhRozRo0CCvr5eS+/9P/vjHPzarHG4qJibGrara9f8nTVlxnXDtbtfflx0AAABgP4wpCQAAANjUxo0bjem2qt8auT64dx0Tcv369ca0p9CtUUxMjLKysrRjxw6v1hsI16o3T5VGrprO5xq0VFVVuVUANlY5eaN3794eg0bXCs2mwUJTjWGF5B6i7t271xj/UWoYA/Tzzz/3uo2StHnzZq/D1n379mnr1q3auHGjcnNztXz5cuN3bXX/2KdPnzbHfnPt5tbb4+dqy5YtRkjRqVMnr7Zr0KBBWrhwYYu/W7dunTG9a9cuPfjgg20uz/V4eOpaMtD94dq2VatWedU21wDan+5xXde5efNmr9bpuh5P67zvvvu0cuVKFRUVGVV4knT88cfr+uuv96p9sbGxHseIbHT00UdrzZo1kqRff/211flcA76WmHkMUlNTdf755ysnJ0dSQxXm4sWLdcQRR+jUU0/VKaecokGDBrUZBF988cX617/+pZqaGpWVlWnSpElKTU3VySefrGHDhmnYsGEBvyQS6P9PNm7cKKfT2eL5b8V1wvW6vX//fpWXl/t0LQcAAIA9EUoCAAAANlVSUmJMe/tA2jUocw3m9uzZY0x369bNq2U1HW/SKq6hZFvj+TVqWmnj+sC76TKajp3niS/zetMtZUtcj4XUMJ6ir1zPDVd79+7VokWLlJubq23btum3337zqovW1rju19a4Vrr60p1kI9f90XR8u9Z4CoQbK4Klhuq1f//73z61x9P+CnR/FBcXG9Nr167V2rVrTWtba1zX+csvv+iXX34xbZ2pqal65JFH9Je//MX4WYcOHfTEE0947BrUVefOnb36u3M9N5r+DTVtkydmH4P77rtPW7ZsMZbjdDq1YcMGbdiwQS+//LLat2+vU045RWeffbbOOuusFqs4+/Xrp8cee0z33Xef0Z11eXm5Fi1apEWLFklqGGPxjDPO0P/93//53CW15H7N8Pba7vp3VldXp/LycrduWBtZcZ1oek5UVlYSSgIAAEQAum8FAAAAbMo1XGvXrp1X33Gdz3WcMtcH0t6Gad6uM1CuD7lrampUUVHR5ndctyclJcVtm1zHqJTkcfzBppqOVWmFffv2BbyMpqFsXV2dnn32WQ0fPlxTp07Vhx9+qHXr1rkFKLGxsTrqqKOajWfniS/dQ/rLn3PT0zENdP966loy0P3hzbntiT/d41q9zj59+rhVBdfW1jb7G/TEm0BLcr8eeXp5oa3rltn7o0OHDnr77bf14IMPasCAAS3O//nnn+vOO+/U8OHDjarKpi644AItWLBAo0aNavH8/uWXXzR79mydf/75+tvf/tZsnNq2uO4zb6+JTfel6/9TXFlxnWjaRl/OKQAAANgXlZIAAACATbVv317l5eWSWn8Y3JTrg2fXihzXsMfbZVVVVXk1X6DS0tLUpUsXo4Jp586dbXbBuHPnTmO6V69ebr9rGmxVV1cHLWD1hmtbYmNjtW7dOrdQxx933323PvroI7d1HH300Tr00EPVv39/HXrooTryyCPVsWNHLVu2TJ9++mlA6zOT63nq7bnpaT7X5d10002aOHGi/40zWXJyshGKvf766zrppJOCss5Gjz76qC666CLTll1fX68pU6a4jU1aVVWlKVOm6O233/aqWtLhcHi1LtdrW3p6uu+N/X+sOAZxcXEaN26cxo0bp/z8fC1btkwrVqzQ6tWr3ULQkpISTZkyRXV1dW7jNTbKzMzUk08+KYfDoW+++UZff/21vvnmm2Zd6C5dulT5+fmaP3++16Gua8jnbbjdNPz1NFan2ZqeF8FcNwAAAKxDpSQAAABgU64P3r0d29F1PtfuDrt27WpMe1ths2vXLq/mM4NrCOlpvLiW5mnalWHTbv+8DbqCpVOnTsZ0fX2923iG/vj888/dAskJEybom2++0dy5c/Xggw/qiiuu0AknnKCOHTtKkhF020WXLl2MaW/POU/zue5f17EA7cC1bQUFBWG/ztdee025ubmSGq5XjevKzc1Vdna2V8soKSnxaoxB1xcRvO3mtyVWH4O+ffvqyiuv1OzZs/Xtt9/qrbfe0vjx491eRnj66ac9Vv4lJSXp9NNP13333aeFCxdq+fLlmj59utt4wHl5eZo/f77X7XL9/4nrvvTE9f8niYmJLXbdapWm121vw1cAAADYG6EkAAAAYFNHHHGEMd344L8trvP169fPmHZ9mP3TTz95tSxv5zPDsccea0x///33bc7/3XffGdODBw92+11iYqJb0OVrN4dW69mzp1sw8u2333r1vQULFuirr77Sli1b3AKNDz74wJi+4IILdPPNN3usKvr999+NaX/GgDTbEUccYXSbu2/fPuXn57f5nfXr13tcXqNVq1Z5tY2bNm3Sxx9/rLVr17qNOWg217Z5e9y//vprffHFF9q4caPXY64Gus7vv/9eixYt0o8//qiysrIW58nLy9Nzzz1nfJ4yZYomT55sfH7uueeUl5fX5rocDodX8/3444/G9MCBA9ucvzVmH4Py8nKtXbu2xaAvPj5eQ4YM0f3336/Zs2cbPy8uLtaWLVuMz3V1dcrPz3e7rrnq1q2bLrnkEr377rs68cQTjZ+3Nn9LAv3/ySGHHKKYmBiv1xco1+t2amqqT+P9AgAAwL4IJQEAAACbOuGEE4zpjz76qM0xtaqqqtwq5lwfXh933HFGpUlRUVGbD7PXrVvnVThklrPPPtuYXrRokVt3kE3t3btXK1askNTQ/enw4cObzdO3b19jOtBKRLPFxMS4Hdt///vfbX5n7dq1mjx5sv7yl79o5MiR2rZtm/E712nXcLclTqdTn3/+ufHZmwo1q7Vr105DhgwxPn/88cce53c4HPriiy9a/b3reb9r1y4tXbq0zTY8+eSTuv322zV27FhNnTrVi1b7x7Vtn3/+ufbs2eNx/srKSt1xxx26+eabNWrUKLcA2p915ubmauPGjR7nr6+v1wMPPKCJEyfqoosucgvTGtXV1emee+4xutg85ZRTNGrUKI0ZM8ZYX3V1tSZPnuzVOfbJJ594/P3WrVu1bt06SVJCQoJOP/30NpfZGjOPwUMPPaTjjz9eY8eO1euvv97mel1fRmjs1nXHjh065phj9Kc//UlXXXVVqyGw1BBynnXWWc2W4Q3Xa86XX37ZZvjudDrdxr90/X4wFBYWGtOu13MAAACEN0JJAAAAwKYuuOACozpk9+7dmjlzpsf5n3zySe3du1dSQ/d/559/vvG7du3a6YILLjA+P/74462GnDU1NXrssccCbb5PjjrqKKML16KiIr300kutzvvYY48ZYchpp52mjIyMZvMceeSRxnTT8djs4LLLLjOmf/rpJ49dXTY9HgMHDnTrsjYxMdGY/uWXXzyu99VXX3WrgPUU/gbT2LFjjens7GyPQfIzzzyj0tLSVn9/2GGHuVXPPvrooyopKWl1/iVLlujrr782Pv/5z3/2stW+GzVqlPFygMPh0AMPPKD6+vpW53/uueeMbW3Xrp3OPfdcn9d52mmnuY27et9993kcx/HNN980ukeOiYnR6NGjm83z6quvGiFhu3bt3ILcqVOnGuO6/vjjj3r11VfbbOMbb7zRaleqdXV1mjZtmvF5xIgRAVXNmXkMjjnmGGP6o48+Mq6/Lfn999/duk5urGTv2bOnunXrJkmqra3V22+/7bH9GzZsaLYMb5x66qnq06ePpIbA+OGHH/a43a+99po2bdokqeE8MHMsUm+4hueu13MAAACEN0JJAAAAwKY6dOigm266yfj8xhtv6OGHH25WHVNRUaEHH3xQb731lvGzyZMnu3VhKkk333yzMa7gjz/+qL/97W/NxubbvXu3/va3vzXr3i8Y3fZNmTLFmP7HP/6hl19+2a3KyuFwaOrUqVq4cKGkhqqhSZMmtbis448/3pgOZje03jrppJPcKjxnzJihp59+ullYtH37dt1888364YcfJDUchzvvvNNtHtfqyPnz57tVQjYqKirSgw8+qFmzZrn9vKqqKsAtMcfIkSON7aioqNBVV11lhF6NqqurNXPmTL322mtuP2/p3LzzzjuNLmG3b9+uyy+/3K37T6mhInDBggVu+/P4448PqAqvLR07dnT7m166dKluvvnmZl0MV1ZWaubMmW7Vd9dee606d+7s8zrj4uJ01113GZ/Xr1+vq666Slu3bnWbr7q6WnPmzNETTzxh/GzUqFHNxmzdvHmzXnjhBePzrbfeaoRdUkM3nzfeeKPx+YUXXmjzxYD9+/frqquuanaMSkpKNHHiRKMyOjExURMmTGhrkz0y8xiMHDnSGKtx9+7duummm1rsirawsFATJ040QsA//vGPbtfnyy+/3Jh+/vnn9dZbbzV7YcDpdOqtt95yq9QcM2aM19sdGxvrdq5/9tlnmjhxYrNK0erqaj333HOaMWOG8bNrrrlGhx9+uNfrMoNr+Dp06NCgrhsAAADWiQ91AwAAAAC07tprr9X69euN7g3feecd/ec//9Hxxx+vrl27qri4WKtWrdL+/fuN74waNUrjxo1rtqyDDjpI06dP1+233676+np9/fXXOuOMMzR06FB169ZNu3fv1rfffqvq6mrFxcWpY8eORoVQXFyc5ds6bNgwXXLJJZo3b56cTqeeeuopvfvuuzruuONUW1urb7/91q3i7fbbb2/1QfmJJ56ohIQE1dTUaM2aNaqtrTVCKrt4/PHHdfnll2vLli1yOp2aPXu23n77bQ0ZMkRpaWnavn27cnNz3cKJW265RSeddJLbcq6++mrl5OTI4XCotrZWt9xyiw477DBlZmYqLi5O27dv17p164yAt0OHDkawvX//flVVVXkcgzIYYmJi9Pjjj+uyyy5TSUmJCgoKdMkllygrK0uZmZmqrKzUt99+a5yPXbp0MbqfbOncPO6443Tvvfdq+vTpcjqd2rJliy666CKjIvfAgQPasGGD2/iaPXr0aLMa2QzXXXedfvrpJ+NveunSpVq+fLkGDx6sjIwM7d69Wz/++KNbNejJJ5/sFqT5auTIkfrxxx+Nitzc3Fyde+65OvbYY9W3b1+Vlpbqp59+cntJ4bDDDtMDDzzgtpza2lrdc889xjl55JFH6uqrr262vuuvv14ff/yxfv31V9XU1Oiee+7RvHnzWv0b7NChg7Zv366LL75Yxx57rPr166eSkhJ98803OnDggKSGc+Thhx82KqoDYdYxaNeunR566CFNmjRJTqdTubm5Ou+88zRw4ED16dNHSUlJ+v333/X999+rtrZWkpSenu429qYkXXnllfr444+1YcMGozL0pZde0uGHH65u3bqpsrJS69atc+vSdPz48W5jBXvjnHPO0fXXX69//vOfkhqCyf/+9786/vjj1aNHD5WXl+u7775z2+6TTjqp1Zc/rFJfX681a9ZIavj7bnrNAwAAQPiy17/KAQAAALiJiYnRrFmzdMghh+jVV19VTU2N9u/fr2XLljWbNzExUXfddZeuvPLKVpc3cuRI1dTUaOrUqaqoqFB1dbVb15WS1L59ez322GOaO3eu8WDYtYtQKzV2/fjmm2/K6XSqsLDQ7UG81FAhedttt+m6665rdTmdOnXSySefrGXLlqmyslJr1651G7fQDtLT0/Xvf/9bU6ZMMcZILC8vb3EMxOTkZN1xxx0tHttDDjlETz/9tO68804jnN68eXOL1WlHH320nnzySV1//fVGF6k//PBD0MeLa0m/fv302muv6bbbblN+fr6cTqd++OEHo0pUavh7uO6665SQkGB08dvauTlu3Dh16dJFU6dONbrV/Omnn1qsnB00aJCeeuop9ejRw4Itc9f4N923b1/985//VE1NjWpqavTNN9+0OP+f//xnPfTQQwGH6nfffbcyMjL01FNPqbKyUvX19fr+++/1/fffN5v3j3/8o5544olm3aTOnj3b2H9xcXGaPn16i6FwYmKipk2bpnHjxsnpdOqnn37S7Nmzdcstt7TYtmeeeUYPP/ywfv/9d+Xm5jar1E5NTdW0adM0cuRIfzffjZnHYOTIkTpw4ICmT5+u/fv3q76+XuvWrWtW6StJAwYM0BNPPNGs29XExERlZ2dr4sSJWrVqlaSGysvdu3c3W0ZCQoKuvfZa3XbbbX5suXTXXXcpIyNDs2bNUmVlpWpqaoxKVFexsbH6y1/+ookTJwblpRRX69evN4LRk046qVnVPwAAAMIXoSQAAABgc7GxsZo4caIuuugizZ8/XytWrFBBQYHKy8vVvn17ZWZmatiwYbr44ovVvXv3Npd3wQUX6IQTTtA777yjL7/8UoWFhaqqqlKPHj10+umn65prrlFGRoZRTSPJ6PbVarGxsbr//vt1wQUXaP78+fr222+1a9cuOZ1O9ezZUyeeeKKuuOIKr6qlLrzwQiO8XbRoke1CSakhbHnxxRf1ww8/6MMPP9SqVatUVFSkyspKdejQQf369dMpp5yiiy++2GNgdsYZZ+ijjz7Sm2++qf/9738qKCiQw+FQSkqKevToocMPP1xnnXWWzjrrLMXExOi0007TO++8I0lasGCBLUJJqaHy7sMPP9R7772nxYsXa8uWLSorK1N6erqGDh2qK664QoMGDXLrYtTTuXnOOefo1FNP1QcffKBly5Zp8+bNKikpUUxMjLp27aqsrCydd955GjFiRFC6KG4UGxur2267TZdcconee+89rVixQr/99pvKy8uVmJioXr16aciQIUZ1p1muuOIKnXvuuXrvvff09ddfa8uWLSotLVVCQoK6deum4447ThdeeGGL58PGjRs1e/Zs4/OVV16pgQMHtrquwYMH65J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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 632, "width": 914 } }, "output_type": "display_data" } ], "source": [ "# calculate mean and coefficient of variation for each gene and add to adata.var\n", "adata.var['mean'] = adata.X.todense().mean(axis = 0).tolist()[0]\n", "adata.var['mean_log10'] = np.log10(adata.var.get('mean').values + 1 )\n", "adata.var['coeffvar'] = np.nan_to_num(scipy.stats.variation(adata.X.todense(), axis = 0))\n", "adata.var['coeffvar_log10'] = np.log10(adata.var.get('coeffvar').values + 1)\n", "\n", "# generate a plot of our data to visualize\n", "x = adata.var.mean_log10.to_frame()\n", "y = adata.var.coeffvar_log10.to_frame()\n", "\n", "# calculate linear fit between mean and cv\n", "from sklearn import linear_model\n", "\n", "# generate linear model\n", "# lm = linear_model.LinearRegression()\n", "# model = lm.fit(x,y)\n", "\n", "# make predictions\n", "X = range(int(min(x['mean_log10'])), int(max(x['mean_log10'])))\n", "# predictions = lm.predict(pd.DataFrame(data = list(X)))\n", "\n", "# generate plot\n", "fig = plt.figure(figsize=(12,8))\n", "ax = fig.add_subplot(1, 1, 1)\n", "ax.scatter(x = x, y = y, alpha = 0.5, s=1, color = 'black')\n", "ax.set_xlabel('log10(mean gene expression)')\n", "ax.set_ylabel('log10(coefficient of variation)')\n", "ax.set_title('mean variance trend')\n", "# ax.plot(X, predictions, color = 'red', linestyle = 'dashed', label=\"linear regression\")\n", "ax.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For this datasets, we can see that some of the genes are **overdispersed**. Those points should be enriched for genes whose fluctuations represent biological variation. These are the genes we are especially interested in in our analysis which we call **highly variable genes**.\n", "\n", "Scanpy also comes with a function to filter highly variable genes according to the above outlined criteria which we will use for filtering.\n", "\n" ] }, { "cell_type": "code", "execution_count": 560, "metadata": {}, "outputs": [ { "data": { "image/png": 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yufiatbW13vVyiIioeJRKJXJzc5GZmQkAyMnJQXx8PHJyclCzZk3+7jWRx48fY926ddi7d6/GuBCAmKyLiYnBhx9+iDp16mD69OkYMmSIUWMaMWIEdu3aBaVSiXPnzmHfvn0YPHiwzn1/++03PHz4EADg6OiIN99806ixERERUcVg0GTd6dOnERAQgJiYGDFB5+joCE9PT3Tp0gUdOnRAo0aNYGlpWeS5srOzcffuXZw/fx4hISE4d+4csrKykJiYiGXLlkEmk2HBggXo0aOHIb+EUlENxgCgdevWeh3j5uYmPo6OjjZwRFRRPHnyREzUOTo6wsXFhUumiYhMICcnBykpKXj+/Lk4DrG0tCyXdXXLm9OnT2P27NlITk7OtzJDPVmqWsHx5MkTzJs3D2FhYQgICDBaXG3btoWfnx927twJIK9r7cuXLzFq1ChIJBIAeTfZtmzZgu+++048bs6cObC3tzdaXERERFRxGCRZl5qaisWLF2Pfvn1QKpUQBAHe3t4YNmwYevfuXaIZcFZWVmjRogVatGiB8ePHIyUlBYcOHcLOnTsRERGBR48e4aOPPkL//v2xaNEiODo6GuJLKZXs7GzxsT4JSUCzQ5j68UQqOTk5Ym0cOzs71KtXjzM6iIhMxNLSElWrVoW9vT0ePHggJuy4HNa4wsLCMHXqVGRnZ0OpVMLCwgLNmzdHcnIyHj16pLFvVlYWrKysxHFUUFAQatSogU8++cRo8c2dOxf37t3DpUuXkJ2djSVLluDXX3+Fm5sbJBIJLl++rBFn37594efnZ7R4iIiIqGKxMMRJBg8ejH379gEA+vfvj7///hsbN27EgAEDDLZU1dHREX5+fggMDMTOnTvRo0cPKJVKHDx4ED4+Pga5RmlVr15dfHz//n29jomLixMf8y496aJeo45/HBIRmYdEIhE/p3NycpCenm7miCouhUKB2bNnIysrCwAwaNAgnDx5Ert370aXLl3y7d+nTx8cO3YMffr0AZC3hHnDhg148OCB0WK0t7fHxo0bMXToUPFz+enTpzh8+DD279+vkagbN24cVq1aZbRYiIiIqOIxSLIuLi4OHTt2RGBgIFatWmX0Tldt27bFunXr8Ndff6Fz5854/PixUa+nL3d3d/HxhQsXkJiYWOQxhw8f1nk8kYoqWScIAuzs7MwcDRFR5aU+iz8lJcWMkVRsQUFBePz4MQRBwMCBA/Hdd98V2LBLpXbt2lizZg18fX0B5CVUVctUjcXW1hZLly7Fzp07MXbsWDRu3Bj29vaQSCRo0KABhg4dip07d2L+/Pl6r7ggIiIiAgy0DPaHH35A3759DXGqYmndujW2bNmCo0ePmvzaunTu3Bm1a9fGkydPkJWVhUWLFhV6J/Xw4cM4e/YsgLxETEHFialyUy3rsba2hoWFQfLrRERUApaWlrCxsUFmZqY464sM7/jx4wAAGxsbLFiwoFjHzp49G4cPH0ZGRgYuXLhgjPDyadu2bZFNxYiIiIiKwyB/+ZsjUadOtezB3KytrTFz5kzx+cGDB/Hxxx/j6dOnGvvl5ORg69atmDVrlvjakCFD0KpVK5PFam5RUVHw9vaGtbU1vL29ERUVZe6Qyqzc3FwA+tdBJCIi41HdNFH9bibDu3XrFgRBQIcOHVC1atViHevs7Aw3NzcolUqNxl9kehzrERERlZxBu8ES4OPjg8jISGzevBlA3uy548ePw93dHfXq1UN6ejrCw8MRHx8vHtOuXTt8+eWX5gnYTPz9/RESEgIACAkJgb+/P4KDg80cFRERUeFYN9T4Xrx4ASBvaWtJqJbMsq6geXGsR0REVHJM1hnBvHnzUKdOHaxcuRJyuRzZ2dkIDQ3Nt58gCPDx8cGXX34JqVRqhkjNJywsrNDnREREVDnZ29vj5cuXSE1NLdHxCQkJAIAqVaoYMiwqJo71iIiISo4FsIxk/PjxOH78OD7++GN06NAB1apVg0QiQZUqVdC8eXP4+/tj9+7dWLZsGWxtbc0drsl5eHgU+pyIiIgqp7p160KpVOLKlStQKpXFOjYlJQVhYWEQBAF16tQxUoSkD471iIiISs4gM+vGjRtniNMUShAEbNmyxejXMSQXFxdMmTIFU6ZMMXcoZY5MJoO/vz/CwsLg4eEBmUxm7pCIiIioDPD29kZkZCSePXuG3bt3Y+jQoXofu3z5cmRkZEAQBHh6ehoxSioKx3pEREQlZ5BkXWhoqFFruCiVStaIqWBcXV1Zt4SIiIjyGT58OH777Tfk5ORgyZIlqFevHjp37lzoMVlZWVi2bBkCAwMB5DUC8fX1NUW4VACO9YiIiErOYDXr9F2mIAiCXvvqux8RERERVRwNGzbE+PHjsWHDBmRkZODdd99F79690aVLF8TGxor7PXr0CA8fPsT58+exe/dusXmXIAgYNmwYGjdubK4vgYiIiKhUDJKs+/333wvdLpfLsXjxYsTGxkKpVKJDhw7w8fFBmzZtUK9ePdjb20OhUCAhIQGRkZHYv38/jh49CkEQ0KFDB3z33XcsEkxUTvTs2ROPHj0CANy6davE52nevDkAoF69ejhx4oRBYjPGNS5cuCCWAvD19cU333xjsPgqqtjYWPTq1QsA0KlTJ6MsjTLUNfjzJTKPWbNm4cGDBzh69CgA4OjRo+JjIO8mce/evTWeq1ZhdOzYEZ9//rlpAyYiIiIyIIMk6zp16lTo9o8++ggxMTGQSCQICAjA4MGD8+1ja2uL+vXro379+ujbty/OnTuHadOm4dKlS5gxYwa2bt1qiFCJiIiIqIwTBAE//PAD1q9fj3Xr1kGhUIivq5Jy2iswBEHA6NGjMXfuXEgkEpPHTERERGQoRu8Ge/jwYZw4cQKCIGDhwoU6E3W6eHp64ptvvhG7ge3YscPIkRIRERFRWSEIAiZPnoxTp07hk08+gYeHB6RSKZRKpZios7S0RKtWrfDuu+/i4MGDWLhwIaytrc0cOREREVHpGKxmXUF27twJAKhfvz78/PyKdWzv3r3RtGlT3LlzB/v27cPo0aONESIRlUGlWUJLZVv9+vX58yUivVWrVg2TJk3CpEmTAADp6elISUmBra0tHB0d2YSMiIiIKhyjz6y7desWBEFAu3btSnR869atAQBRUVGGDIvKiKioKHh7e8Pa2hre3t78ORMREVGh7OzsUKtWLVSpUoWJunKAYz0iIqLiM3qyLikpqVTHy+VyAEBGRoYBoqGyxt/fHyEhIcjKykJISAj8/f3NHRIRERGZUVhYGMLCwko8hly5ciV69eql0YCCzIdjPSIiouIz+jJYFxcXPHnyBFeuXCn2sQqFAqGhoRAEAXXq1DF8cGR2YWFhhT6n8i8hIQGbN2/GqVOnEBsbCwsLC9SpUwc9e/bEmDFjULt2bZ3H6dOpNTU1Fdu2bcPRo0dx7949ZGdno3bt2ujWrRvee+891K1bF/3798f9+/f16ggaExODzZs34+zZs3jy5AlsbGzEpjejR4+Gk5OT3l/31q1bsWjRIgDA0KFDsXTp0kL3P3ToEKZPnw4AmDZtGqZOnVrkNbZt24avvvoKADBu3DjMnz+/0P337NmDOXPmAAA++OADzJo1S2O7XC7Hvn37cPbsWURGRuLFixfIzMyEg4MD6tati06dOmHUqFFo1KiRzvOrOgF36dIFv/zyC37++WcEBgYiPj4ezs7OaN26NZYuXYq0tDS9OrU+e/YMQUFBuHDhAqKiopCUlASlUokqVarA1dUVXbp0wciRI/X+uZw/fx6///47rly5gpSUFNSoUQOdO3fGiBEj0L59e73OURClUolDhw7h4MGDuHr1KhISEmBjY4O6devC29sbY8eORf369Ut1DZWHDx/i999/R3BwMB49egQrKys0bNgQ/fv3x7hx45CamoouXboAAKZOnYpp06bpPE96ejp27tyJEydO4N69e3j58iUcHBzQuHFj9OjRA6NGjYKDg4POY4OCgjBv3jwAwI4dO+Dm5oYjR44gKCgI169fx4sXL+Dk5IQ2bdrAx8cH/fv3L3IG1IsXL/Dnn3/izJkziI6ORmpqKpycnNCiRQv07t0bw4YNK7IW2fnz57F7925cvnwZT58+BQA4OzujZcuW6N69O3x9fVnPrBzw9/cXx35r165FixYtinV8UlISHj16xFl3ZQTHekRERMVn9GRd+/btcfDgQTx69Ag7duzAyJEj9T52zZo1SExMhCAI8PT0NGKUZC4eHh4ICQnReE4Vx6lTpzBr1iykpqZqvH7nzh3cuXMH27dvx+rVq0v0//ft27cxceJE8Q9ylQcPHkAmk+Gvv/7Ct99+q/f5AgMDsWjRIrHjIJCXvHr58iWuX7+O7du3Y/369Xr/0fjWW29h2bJlyMzMxOHDh7Fw4ULY2toWuP/u3bsB5BVU9/X11esagwYNwtKlS6FQKPDPP/9g7ty5sLS0LHD/ffv2iY+HDBmise3MmTOYM2cOEhMT8x334sULvHjxAtevX8fvv/+Ozz//vMgaovPmzcPevXvF58+ePUOVKlXg7OyMtLS0Ir+2n3/+GT/++KPGz0MlPj4e8fHxuHDhAjZu3Iiff/4Zbm5uhZ5v5cqVWL9+vcZrjx49QlBQEIKCgjBixAh8+eWXhX7/ChIXF4dp06bh2rVrGq8rFArcunULt27dgkwmw4wZMzBhwoRin1/dP//8g9mzZyMrK0t8LTMzE5GRkYiMjMTOnTvxzTffFHmec+fO4dNPP8Xz5881Xn/x4gUuXryIixcvYuPGjfj++++L/P9ToVDgo48+wvHjxzVef/78OU6ePImTJ0/ijTfewI8//lhgomz//v344osv8v2ueP78Oc6ePYuzZ89iw4YN+Omnn3T+P5iTk4MFCxYgKCgo37bHjx/j8ePHOHHiBNatW4dffvkFzZo1K/RrorIhLi4Oo0ePxpIlSzBw4EBzh0MlxLEeERFR8Rk9WTd8+HAcPHgQALB48WIIgoARI0YUekxOTg5++OEHbNiwAQBgYWGBt99+29ihkhFERUXB398fYWFh8PDwgEwmg6urq7hdJpPl204Vx5QpU5CdnQ13d3f069cP1atXR3R0NLZv347nz5/j5cuXmDVrFv755x9UrVpV7/NGR0fj7bffxsuXLwEAzZo1g6+vL2rXro3Y2FgEBQXh/v37+OSTTyCRSIo835MnT7BgwQIIgoCuXbuiR48esLe3x507d/Dnn38iLS0Njx8/xsyZM7F37169zlmlShX07dsXf//9N9LS0nD06NECu2GrEhJAXifsevXq6fV9qFKlCnr16oWDBw/i+fPnOH/+PLy9vXXuGx8fj/PnzwMA2rZti8aNG4vb/vvvP0yePBnZ2dkQBAE9evRAly5dUL16dWRlZeHevXvYv38/YmJikJOTg8WLF8Pd3V2c/agtLCwMmZmZqFevHsaNG4eqVavi4sWLaNWqlV5f16ZNm/D9998DAGxtbTF48GC0adMGVapUQWpqKq5du4a///4bKSkpSEpKwieffIIjR44UmAi6fPmyOEv7zTffRNeuXWFpaYnQ0FDs2bMH2dnZ2LlzJwRBEGdD6uvp06cYMWIE4uPjAeS9FwcNGoQGDRogIyMDFy9exP79+6FQKLB8+XJkZGToNWtSl3/++QezZs1Cbm4uAKBbt27o3bs37O3tcePGDezatQuxsbH46KOPCj3Pv//+i8mTJ4sJvy5duqBHjx6oXr06EhMTcfLkSfz7779ITEzExIkT8euvv8LLy6vA83311Ve4e/cuqlWrhqFDh6Jly5aQy+U4c+YMDh8+DAA4ffo01q1bJ84eVbdr1y5xVqilpSV69+4NLy8vODk54enTpzh06BAuX76M2NhYjB49Gjt27MiXbPv111/FRF3dunXh6+srftbExMQgKCgIDx8+xOPHj/Hhhx/i8OHDnGFXDgiCgIyMDHz66ae4ceMGZs2axdly5RDHekRERMVn9GSdt7c3evbsiRMnTiAnJwdffPEFZDIZ+vXrh9atW6NmzZqQSqXIyMgQl8seOHAAT548gVKphCAImDp1Kpo0aWLsUMkIVHVKAIh1SoKDg8Xtrq6uGs+pYsnOzsaXX36ZbxbW22+/jVGjRiE6OhoJCQk4ePBgsbo9L168WEzUjRo1CgsXLtSYETV+/Hh8/vnn2LNnj8YMpILk5OTA2toaK1euzFfjaNSoUfDz88OLFy9w7949nDt3Dt26ddMrzuHDh+Pvv/8GkLcEtaBk3d69e5GdnQ0gb8lscfj6+oo3RP7+++8Ck3X79+9HTk4OgPyz6pYtWyZef/HixTo7d0+ePBnvvPMOLl++jJycHOzduxezZ8/Wea3MzEzUqFEDO3bsQI0aNXResyApKSlYs2YNgLxE3fbt2/PNpBo2bBjef/99+Pj4IDk5GY8fP8a5c+fwxhtv6DxnVlYWbGxssGbNGo19fHx84OfnhwkTJiA1NRU7duzAW2+9VaxZH5999pmYqJs0aRKmT58OC4v/Kwc7bNgwTJw4ERMnTkRcXBx+/PFHeHl5wd3dXe9rAHnflyVLliA3NxcWFhZYunSpxvd00KBBePfddzFhwgTcvHmzwPMkJSXhs88+Q1ZWFqytrbFq1SpxSbLK2LFjcfToUcyYMQNZWVmYNWsWjh49WuCS2Lt376JDhw5Yt26dxpLk4cOH448//sDixYsBANu3b8e0adM0vj/3798XE6RVq1bF+vXr8y1JHj9+vLisPD09HZ988gn2798vnic3NxebN28GANSoUQN//fUXqlWrpnGOCRMm4N1338XFixcRFxeHgwcPwsfHp8DvE5UNtra2SE9Ph1KpxMaNG3Hr1i18//33cHR0NHdoVAwc6xERERWf0RtMAMDy5cvRrl07KJVKAHkD+59++gkfffQRhg8fjkGDBsHPzw/Tpk3Dxo0bxUQdkPeH8uTJk00RJhkB65RUbj4+PjqTcM7OzhrLASMiIvQ+5+XLl8VZaG3bts2XqAMAa2trLFmyRO+ZXAAwceJEncXIGzRooLF8vzixdu7cGa+88gqAvGWH2kt2Vfbs2QMAcHR0RN++ffU+P5A3K0qVEDt69CgyMzN17qdaAiuRSDSWkz158gTh4eEAgDZt2uhM1AGAjY0NJk6cKD4vqpvfqFGjxLiK4+TJk0hPTwcAjBkzpsBlx3Xr1tVIVhUVz8yZM3Um89zc3DB37lzxuSrpo4+LFy/iwoULAIDevXtjxowZGokolcaNGyMgIABAXm27n3/+We9rqGzbtg0JCQkA8pJXupKfLi4uWLt2Lezs7Ao9z4sXLwAAn376ab5EnUqfPn3E/0cTExOxY8eOAs9pZWWF77//XmftwLFjx4p1KRMTE/HgwQON7Rs2bBDfswEBAQXWDhw7dizeeustAMC9e/dw5MgRcVtiYqL4NbVv3z5fog7I+50wbdo01KtXD506dRLHGFS2DR48GDNnzhT/vzp79iz8/Pxw7949M0dG6tjtlYiIyPBMkqxzcHCATCbDBx98AKlUCqVSWeQ/FxcXrFq1Cl988YUpQiQDUh+0SaVSjW2sU1K5FDZzpU2bNuJj1cwkfRw9elR8/O677xZYY0wikWgkl4pijFgFQcCwYcMA5M3+Ua8ZpxIREYHbt28DAAYOHAgbGxu9zw/kLRtUzdhLTU3V2Yzj3r17iIyMBJDXBEJ9yXGtWrVw+vRpbNu2DUuWLCn0Wg0aNBAfqzp1F6Rjx476fgkaBgwYgGPHjuG3337DO++8U+i+qkQoUHjHcCcnp0Jnbvr4+IjfkzNnzuisk6fLgQMHxMdF1WP18vIS4w0ODi52h3PV+97CwgLvvvtugfvVq1dPTGrpoorZyspKfG8WZMyYMeLjY8eOFbifu7t7gY1iBEFAy5Ytxefq3T1zcnJw6NAhAHkz4gpKHKqMGjVKZzxOTk6wsspbKHD27FlcunRJ5/Gvv/46Tpw4AZlMpvdMTzK/Dz74AD/++KOYhI6OjsbIkSMLbDxEpsdur0RERIZn9GWwKtbW1pg5cyYmTJiA06dP4/Tp07h9+zYSEhKQnJyMqlWrwsXFBc2bN0efPn3QrVs31pMpp9SXvmZlZcHR0RFyuZx1SsqAomoIGlphzRjUl9QVNBtMF9VMJiDvj+/CFFZnS51UKi2wwylQ8liBvGWqP/zwA3JycrBnzx68//77GttVs+oAFJk8KcjQoUOxceNGAHnLXd98802N7eqNHrSTFIIgoFatWqhVq5bOc2dnZ+PBgwe4du0aTp06Jb6uWlJbEPWaeMVhZWWFBg0aaCQG1WVkZODu3bu4evWquMQYgFjHTRd3d/dCk6DW1tZo27atmKiLjIwssmEFAHFGIpBXF62whBYAVK9eHQ8fPkRWVhYiIyPRoUOHIq8BAGlpaWLzCldXV9SsWbPQ/b29vXXOhHv58qU4I8nOzk6sYVgYe3t7pKWlISIiQixNoa1p06aFnkP9/x/Vcmsgr0mMqqGEvb19vgYV2tT/37t69ar4WCKRoH///ti/fz/S09MxZswYdOjQAd27d4enpydat26tc8YjlR89e/bE9u3bMXnyZMTGxiI1NRVTp07F1KlTi6zRSMahPp5Q//8a4CoKIiIiQzBZsk7FyckJgwcPLrB2E5V/2oM0uVyu90wVMq6iaggaWpUqVQrcpv5Hf3GWpKmWktrZ2elc7qbO2dkZVapUQXJyconjBEoeK5A3c61r1644deoU7t69i2vXruG1114DkNdFc//+/QDyGhO0bdu2WOdWadKkCdq0aYOIiAicPn0aycnJ4tekVCrFa1SrVq3QensJCQk4ceIEbty4gQcPHiAmJgZxcXF61f3TpmtJZHHdu3cPZ86cwe3btxETE4OYmBg8ffpU58+gsJ9LQYk/depNPfSdPfnkyRPxcXEbU+jquluQZ8+eiV9f/fr1i9y/YcOGOl9X/94lJydjypQpeseQlZWF5ORknT/XouqHqWa9AZpJVfXvX3R0dLHiUS0JVlmwYAFu374tzlK9dOmSOMOuatWq8PT0RI8ePdCrV68Ca+9R2da0aVPs2rUL06ZNQ1hYGHJzc7FmzRrcvHkTy5Yt0+i2zeSs8amPJ7RxFQUREVHpcTRDBqc9SOOgrewwdQ1BfbqmFpdqGZ2+y0XV/4AriDHiVKdeB059Jt3JkyfFr6e4jSW0+fr6AshLqqg6cAJ5ddUePXoEAHjrrbc0EicqCoUCS5cuxRtvvIEFCxZg69atOHv2LB48eICsrCwIgoBmzZoVK8bSzIx++vQpPvjgAwwYMADffPMNgoKCEBYWJtYzlUgk8PDwKLChhDZ93gPq+xS1xFdFNSusJIpzrKoeG6Df+76grzclJUXva+pSUMy63lP6KE082rE4Ozvjr7/+wty5c/PN9EtKSsLBgwcxe/ZsdO3aFevXr2fNunKqatWq+O233zBixAjxtaNHj2LkyJGIiYkRXytuOQEqPu3xgyAIkEgk8PLy4ioKIiIiAzD5zDoVhUKBqKgoJCUlIT09HT179gSQd9c9LS2Nnb7KMZlMlm+pJZUNHh4eGnfCy2MiVSqVIisrS2xCUJTi1gYzhu7du8PFxQXPnz/HgQMHMG/ePFhaWoqJO4lEUurOlIMGDcI333wDhUKBffv2iQlC9aWiqoSeOqVSiSlTpuDMmTMA8mrgtWvXDq+99hqaNm0KV1dXtGjRAg4ODrhz5w6CgoJKFWdREhMTMXLkSDx+/BhA3gzKTp06oUWLFmjcuDEaN26Mpk2bwtraGlu3bsXp06eLPKc+yTf191NRMy1VpFIpUlNTIZVK8d9//+l1TEmoJ9/0ed8X9J5XP0+3bt3w66+/lj64UlCPZ/To0fjyyy9LdT5ra2u8++67ePfddxETE4N///0X58+fR2hoqJjwTE9Px8qVK5Geno6ZM2eW6npkHlZWVli0aBGaNWuGb775Bjk5Obh9+zaGDx+OVatWwdPTM1+9XDI87fGEp6cnO74SEREZkEmTdbm5ufjnn3+wfft2/Pfff2KNC0EQxOLnjx49woABA9CnTx9MnTrVqPW0yDhcXV05YCujKkIitU6dOkhJSUFmZibi4+ML7TianJxc5BJYU7CysoKPjw82btyIxMREXLx4EW3atBH/P3njjTeKXNJbFCcnJ/To0QOHDx/GxYsX8fz5czg5OYkF/Js3b65R6F/l4MGDYqKuXr162LBhQ4G/d1++fFmqGPWxevVqMVHXrVs3rFixosDkmb7xqC+3LMjDhw/Fx3Xq1NHrvC4uLkhNTYVcLsejR480ltIaknrzhtjY2CL3L2gf9f9XykI3TRcXF/GxoeNp0KABxowZgzFjxkCpVOK///7Dpk2bxFmnv/32G9577z2NZitUvrz99tto3LgxPvnkEyQnJ+Ply5d4//338cUXX+g1m5ZKpyKMJ4iIiMoyky2DjYuLw6hRo/DZZ5/h0qVLyMrK0uj+qhIbG4usrCwcPHgQvr6+GkvGiKh0VIlUhUKB4ODgcpkMb9++vfi4qGW8ZanI9fDhw8XHR48exZkzZ8SC+SVtLKFNtUw1NzcXJ0+eRHBwsJjQ0jWrDoBGUf8pU6YU+p5Q3VQBil+7T1/q8SxcuLDQWW76xqPejECX9PR0XLlyBUBe/bUmTZroFav6e1GfzpRfffUV5s+fj7Vr1xarq7CzszNeffVVAMCDBw/w7NmzQvcv6H1fo0YNMaH46NEj3Lp1q9DzpKSkYMqUKVi0aBE2b96sd7z6atWqlbhc+vLlyxrLfXV5+PAhPvroIwQEBGDXrl3i6/fu3cO2bdvw9ddf6/xZC4IANzc3rF69Gq1btwaQN7u/LCQsqXQ8PT2xc+dO8f+P7OxsLFy40OgzgKlijCeIiIjKMpMk654+fYrRo0eL3eRUf1TpqhOlPiMgMzMT//vf/zTqLxFR5fbWW2+Jj3///fcCkzRKpdIoCYaScnV1Fbt/Hjt2DEePHgWQl0AprOlDcXTt2lWcPXX8+HHxd6eVlZXG902dqmYekNeRsyAZGRnYunWr+Fy7+5+h6BvPnTt3NJbAFhbP48ePC/0c+eOPP8TlpQMGDNC7OH3fvn3Fx5s2bSq0Dt2FCxewbds27Nq1Cxs2bCh2qYdBgwYByEvEFjaDJTExsdCbXOox//DDD4Vec/PmzTh27Bi2bt2q0QnYUGxsbNC9e3cAebUW165dW+j+a9euxfHjx/H777/j8uXL4uvh4eH46quvsGXLFo0knjZBEODs7Cw+L+z9ReVHw4YNsXPnTnTt2lV8TX2mLBEREVF5ZJJk3YwZM8QOjq+++ipWrFiBixcv6ixWPnToUKxYsUK8+5+bm4svvvjCJMuviKjs8/DwQMeOHQHkzcb55ptvNDpMAnm/N5YvX47Q0FBzhFgg1ey6x48fi8tTBw8eXOIC/dosLS3FpFxISAhOnjwJAOjSpYvGkkN16t1Ft2/fjpycnHz7JCQkYMqUKYiOjhZfU80KNDT1zq3btm3Tuc/169cxadIkjS7TRcWzcOFC3LhxI9/rJ06cwJo1awDkJY/effddvWPt0aMHWrVqBSBv9viUKVN0LruOjo7GrFmzxOfjxo0rdk2tMWPGiEs2N23aJL5/1KWmpuKTTz7RSHhqGz9+POzs7ADkJY2XLVum82d+7NgxrF+/Xnz+wQcfFCtefX344YewtLQEkJd837Jli879/vjjD+zevRtAXvL5vffeE7f17t1b/H7u2rWrwMRiaGgoLly4ACAvSc6ZQBWHg4MDfvnlF7z77rtsHkJEREQVgtFr1p04cQLh4eEQBAEtW7aETCYr9G62paUlBg4ciDfeeAPvvfcerl69ipcvX2L37t0YP368scMlonJg8eLFGDFiBFJSUrB582aEhoZi8ODBqFWrFp49e4a9e/ciMjISlpaWYiJClRAwp/79+yMgIACpqaniTDBDLYFV8fX1xaZNm5CZmSkmsIYMGVLg/sOGDcOOHTugVCpx7tw5DBkyBEOGDEGdOnWQlJSEa9eu4dChQ0hLS9M4rrSdRQvi5+eHZcuWAQDWrFmDiIgIdOvWDc7Oznj27BlCQkJw9uzZfAmmwuKpXr06EhISMGrUKAwZMgTt27dHTk4Ozpw5g8OHD4t/3C9YsEBcTqcPQRCwcuVK+Pn5ITk5GefPn0ffvn0xdOhQtGzZEnK5HBEREdizZ4/4s2jdujUmT55c3G8LqlWrhs8//xyffvopsrOzMX36dPTo0QM9e/aEg4MD7t69i507dyI+Pr7Q933t2rUREBCAmTNnQqlUYtOmTThz5gx8fHxQv359JCYmIjg4WGNZ79ixY+Hl5VXsmPXx2muvYdasWVi+fDkA4Ouvv8aBAwcwYMAA1KxZE8+ePcOxY8c0lvbOnDkTjRs3Fp87Ozvjww8/xOrVq5GTk4MPP/wQPXv2ROfOnVGzZk28ePECly9fxsGDB8X/72bOnFmqjsVkXEOGDBGXL+tLEATMmTMHzZo1wxdffKGRzCciIiIqb4yerPvnn38A5A2ili9frveyEwcHBwQEBMDHxwdKpRKnTp1iso6IAOQtKd2wYQOmTp2K+Ph4REZGatQvA/Jqj82fPx9z584FgDLxh7mdnR0GDhyIHTt2AADc3Nw0kg6G0KxZM7Ru3RrXr18HkNd4olevXgXu37ZtW8ydOxfLli1Dbm4ubt++LSZO1Dk4OGDBggX4/fffERkZibi4OCQnJ+vdOVVf77zzDv777z9x5tipU6d0zpRq1KgRFi5cKM6wunnzZoHn9PHxQVpaGnbs2IHt27dj+/btGtttbGzw+eefix10i6NRo0bYsWMHPv74Y9y5cwcvXrzAxo0bde7bpUsXfP/997CxsSn2dYC8pbCpqakICAiAQqHAyZMnxdmTKk2aNMFbb72FlStXAtD9vh8wYABsbGzwv//9D0lJSbh79y5WrFiRbz8LCwuMHz8en332WYni1deECRPg4OCApUuXIiMjA//995/O7rrW1taYOXOmztmPkydPRmJiorhE+MSJEzrrCNrY2GDmzJk6Z/ZT2fHNN9+U+FhfX1+4u7uLKzqIiIiIyiOjJ+uuXLkCQRDw2muv6V20W6Vp06Zo27Ytrly5gjt37hgpQiIqj9zc3HDw4EH88ccfOHbsGB4+fAi5XI46deqgR48emDhxokYNMScnJzNG+3/c3d3FZJ2hZ9WpDB06VEzWvfnmm0UmKsePHw93d3f8/vvvCA8PR3x8PJRKJapWrQpXV1d07doVw4YNQ7Vq1XDv3j1ERkYiJycH+/fvx5gxYwwau6WlJVavXo1//vkHQUFBiIyMxMuXLyGRSFCtWjU0b94c/fr1w4ABA2BtbY127drhv//+Q2RkJO7evVvg58yiRYvg7e2Nbdu24caNG+J7pWvXrhg/frzGcuDicnV1xd69e3Hw4EEcOXIEERERSExMRG5uLmrUqIF27drBx8dHrM9WGqNGjcLrr7+OP/74A2fPntUoMTFo0CC8/fbb4nJRoOD3fa9evXD8+HHs3LkTp0+fxt27d8Xvc/369eHh4YERI0agRYsWpY5ZHyNHjkTv3r3x559/4uzZs4iOjkZKSgqkUileeeUVeHp6YvTo0RrLpNUJgoAFCxZg8ODB2LVrFy5fvoy4uDhkZGSgSpUqqFevHrp06QI/P79S/aypfGjYsCEaNmxo7jBITVRUVL7usVyKTkREVDBBaeTiHm5ubsjMzISPj0++O6VffPEFduzYAUEQdNYSAoA5c+Zg7969kEgkiIiIMGaoFUrz5s0BoMhuf1T2PXjwAOnp6bCzs+MfH8V08eJFjB07FgAwadIkzJgxw8wR5cVx8uRJ2NnZ4d9//4WDg4O5Q6IKZu3atVi9ejWAvPp23t7eZo6oYint72R+PpMhlLf3kbe3N0JCQsTnXl5eCA4ONmNERERExmGoz2ijz6xT1cvRLgCvr4yMDACAra2twWIiovLrwIEDCAoKQr169TBixAi89tprBe575MgR8XGbNm1MEV6h4uLicObMGQB5XW2ZqCN9LV++HPfv30e9evUwbdq0AmfMKZVKsdOwhYUFWrdubcowifQ2btw48bEgCBrNRdS3lYb2ecl81OtO6npOREREmoyerKtRowaio6MLnDlXmNzcXLE5RUGdDImocnFycsLZs2cBAPfv38fGjRt1LvM8fvy42E3UxcUFXbt2NWmc2pKTkzFr1izk5ORAEAT4+/ubNR4qX6ysrMQabLa2thrdZdWtXLlSrN/YvXt3sYMsUVkTGhoKQRCgVCohCILObaWh67xkPh4eHhoz6zw8PMwYDRERUdln9GSdh4cHoqOjcffuXYSHh8Pd3V3vY7dt24bnz59DEAR06NDBiFESUXnx+uuvo2nTprhz5w5CQ0Px5ptvYtCgQWjYsCGsra0RHx+Pf//9FyEhIeIfa0uXLi1xUf/S2Lt3L37++Wc4OTnh1q1bYkfVt956C02bNjV5PFR+DR8+HFu2bIFcLscvv/yC0NBQ9O7dG7Vr10Z2djbi4uJw8OBBsb5r1apV8eWXX5o3aKIiFFaJxchVWsjEZDJZvpp1REREVDCjJ+veeustBAYGAgDmzp2Lbdu26TVL7siRIxo17t58802jxUhE5YeVlRXWrVuHjz76CLdv30ZsbCzWr1+vc9+qVati6dKl6Natm4mjzFOzZk3cu3dP47VGjRph/vz5ZomHyq9XXnkFa9aswaeffoqXL1/iypUruHLlis59mzdvjpUrV6JWrVqmDZKoGJYuXVqibVQ+ubq6skYdERFRMRg9WdepUye88cYbOH36NGJiYuDr64tJkybB29sbCoVCY1+FQoGLFy9i+/btOHr0qDgrpmPHjvDy8jJ2qERUTjRo0AC7d+/GP//8gyNHjiAyMhLPnz8HkLfktX79+ujXrx8GDhxo1mWAr776Kpo1a4bo6GhUrVoVPXr0wIwZM7g0kUqkW7duOHbsGHbt2qXRwdXa2ho1atRAs2bNMHDgQPTs2bPIDsBE5ubr61uibVTxsXMsERGRCbrBAsDLly8xcuRIREdH56sfokrI1alTB8+ePUNOTo74OpA3MyUwMJAzBIqpvHUJo4KxGywRUdnBbrBUFlTk9xE7xxIRUXlmqM9oC0MEUxQnJyds3boVXl5eUCqV4j8AYvLu8ePHyM7OBvB/ibpWrVph69atTNQREREREVUC7BxLRERkomQdAFSvXh2bNm3Cjz/+CC8vL1hbW2sk7tSTd61bt8aSJUuwY8cONGjQwFQhEhERERGRGWl3imXnWCIiqoyMXrNOW+/evdG7d28oFArcvHkTiYmJSElJga2tLapWrYrmzZvD0dHR1GERERERkYmMGzfO6NcQBAFbtmwx+nXIsNg5loiIyAzJOhVra2u0bdvWXJcnIiIiIjMJDQ3NV8fYkFQ1kan8YedYIiIiMybr9LVnzx5cuHABgiDg66+/Nnc4RERERGQAJuhxRkRERFQuGT1Z17JlSwDAG2+8ge+++w4ODg7FOv7y5cvYvXs3k3VEREREFcTSpUvNHQIRERFRmWX0ZJ3qrunp06cxYsQIrF27Fo0aNTL2ZamMioqKyleHxNXV1dxhERERkQn5+vqaOwQiIiKiMssk3WBVNUOioqLg5+eH06dPm+KyVAb5+/sjJCQEWVlZCAkJgb+/v7lDIiIiIiIiIiIqM0ySrAP+b4ZdSkoKJk+ejF9++cVUl6YyJCwsrNDnRERERERERESVmcmSdQMHDkT37t0BALm5uVi5ciVmzJgBuVxuqhCoDPDw8Cj0OREREVFpKBQKhIWFYf78+eYOpVKKioqCt7c3rK2t4e3tjaioKHOHREREVO6YrBuso6MjvvvuOyxfvhy//fYbAODQoUO4f/8+1q5di7p165oqFDIjmUyWr2YdERERkba4uDjs2LEDFy9eRFJSErKyspCbm5uvi6xSqURubi6ysrKQkZGBjIwMcVtAQICpw670VCVPAIglT4KDg80cFRFRxcf68BWLyZJ1QF7tujlz5qB58+ZYuHAhsrKycPPmTQwdOhSrV69G586dTRkOmYGrqysHbERERFSof//9Fx9//HG+FRjqiTpVTWTt5J32djItljwhIjIP3iypWEy2DFbdkCFD8Pvvv6N69eoQBAFJSUmYMGGCzllWHGgRERERVR6pqamYNWuWOENOqVSK/wDNJJ128k71r169ehg1apTpgyeWPCEiMhPeLKlYzJKsAwA3Nzfs2rULLVu2BABkZ2fj66+/xrx586BQKMT9JBKJuUIkIiIiIhMLDAxEcnIyBEGAhYUFRo0ahe+//x6//voratSoAQAYMGAAfv75Z3z33Xf45JNP0KpVKzF55+DggI0bN+KLL74w81dSOclkMnh5eUEikcDLy4slT4iITIQ3SyoWsyXrAKB27drYtm0b+vXrJ762Z88e+Pv7Iz4+HgBgZ2dnrvCIiIiIyMTUl+x8+eWX+PLLLzFgwAB07doVXbt2hVKpxIMHD/DGG29g0KBBmDRpEoKCgjBz5kwAeTPz5syZY67wKz1VyROFQoHg4GDWSyIiMhHeLKlYzJqsAwCpVIrVq1dj6tSp4mv//fcf/Pz8cOPGDUilUjNGR0TmFh4ejoMHD+rc1rNnTzRv3hzNmzc3cVRERGQsd+/eBQDUqFEDw4cP19jWvn17AMDNmzeRmpqqse2DDz7AiBEjoFQqcfXqVRw7dsw0ARMREZUBvFlSsZg9WacydepUrFq1ClKpFIIg4MmTJxg7dizCw8PNHRoRmUFCQgI+++wzjBkzRvzDjYiIKr6XL19CEAS0a9cuX+1i1c2Z3Nxc3LhxI9+xU6ZMgaWlJQDg6NGjxg+WiIiIyAjKTLIOAPr164dt27ahVq1aAID09HScPXvWzFERkTmcPn0a+/btK7DLHxERVUzZ2dkAgKpVq+bbpj5L4Pbt2/m216pVC23btoVSqdSZzCMiIiIqD8pUsg4AWrZsib/++gtubm7mDoVMJCoqCt7e3rC2toa3tzeioqLMHRIRERGZiSpJl5mZmW+bg4ODuP3+/fs6j69Xrx4A4OnTp0aJj4iIiMjYjJ6sq1u3LurUqaPz7mhBqlevDplMBl9fX86qqQT8/f0REhKCrKwshISEwN/f39whERERkZnUrl0bSqWywGTcK6+8AgC4c+eOzu05OTkAgLS0NOMESERERGRkVsa+wIkTJ0p0nEQiwdKlS9G5c2fExsYaOCoylaioKPj7+yMsLAweHh6QyWT5Cl2GhYUV+pyIiIgqj44dOyIiIgLXr1/HvXv30LhxY43tjRo1wtWrV3H16lUoFApYW1trbFfVObWxsTFZzERERESGZPRkXWkNGTLE3CFQMWgn5+RyudgkRDVrLjg4WOMYDw8PhISEaDyn8k+pVOLff//F3r17ceXKFTx//hwWFhaoWbMmPDw8MGzYMLGrn7qgoCDMmzdP47Uff/wRP/74IwBg6dKlGDp0qM5rJiQkYPPmzTh16hRiY2NhYWGBOnXqoGfPnhgzZgxq165dZMyHDh3CwYMHcfXqVSQkJMDGxgZ169aFt7c3xo4di/r16+s8NjY2Fr169QIAzJo1CyNGjMCyZctw4sQJyOVy1KxZE926dcPnn39e5PdOW1hYGLZv345Lly7h+fPncHBwQIsWLTB06FC89dZb+OeffzBz5kwAwO+//47OnTvrPM/jx4+xbds2BAcHIzY2Funp6XB2dkabNm3w5ptvYuDAgbCw0D3heu7cudi9ezesra0REREBhUKBP//8EwcPHkR0dDTS0tJQo0YNdO7cGaNHj0bbtm2L/Lru3r2LHTt24Pz583j8+DEUCgWqV6+O9u3bY/DgwejevXuhx2dnZ2P//v04dOgQrl+/jhcvXsDGxkY8x5tvvlnkOYio7OnVqxd+++03KJVKTJo0CStWrND4ndK+fXvs27cPcrkcmzZtwqRJk8Rtx44dw507dyAIAho0aGCO8ImIiIhKrcwn66h8US1pBfKSc9pd3HTNmpPJZPlm31H59uTJE8yePRsXLlzIty06OhrR0dEIDAzEoEGDsGTJEtja2pb6mqdOncKsWbOQmpqq8fqdO3dw584dbN++HatXr4anp6fO4+Pi4jBt2jRcu3ZN43WFQoFbt27h1q1bkMlkmDFjBiZMmFBoLGlpaRg7dqxGF9uHDx8iNze3WF+TUqnE0qVLsWXLFo3XX7x4gXPnzuHcuXPYu3cv+vfvX+S5Nm/ejBUrVkChUGi8/uzZMxw/fhzHjx/Hpk2b8OOPP4r1ngoSExODDz/8EPfu3dN4/dGjRwgKCsLu3bsxdepUTJ06Vefxubm5+O6777B582ZxuZpKXFwc4uLicODAAXh5eWHlypU6yygkJCTggw8+yPfzysrKQmpqKh48eIA9e/agU6dOWLt2LRwdHQv9moio7OjYsSM8PDwQFhaG2NhYjBw5Eh07dhTHB/369cM333wDhUKB1atXIzo6Gu3atcOdO3ewc+dO8TxeXl7m+hKIiIiISkVQGqAonGrGi4r6H2ja20qjoD/8KL/mzZsDAG7dumXS61pbWyMrK0t8LgiCRt1BLy+vfDPrqHAPHjxAeno67Ozs0LBhQ3OHU6SEhASMGTMG0dHRAABnZ2f4+vqiZcuWyM3NxZUrV7Bnzx5kZGQAADp06IDNmzeLy5ji4uIQGRmJ8+fPi3+YDRgwAAMHDgQAtGrVCnXr1gUA9OzZE48ePQIAWFlZITs7G+7u7ujXrx+qV6+O6OhobN++Hc+fPweQVw/zn3/+yZf8efr0KYYNG4b4+HgAQLNmzTBo0CA0aNAAGRkZuHjxIvbv3y8muqZNm5bv95H6zDobGxtkZmbC3d0dw4YNQ05ODo4ePYqZM2eiVatWen8vFy1ahK1btwLIKw3g6+uLjh07QqlU4vz58/j777+RnZ2NKlWqIDk5GYDumXU//PADfvrpJwB5/48OHDgQHTt2hJ2dHWJjY/H333+LXRVr1KiBoKAg1KxZU+Mcqpl1VlZWqF+/PqKjo9G0aVMMHjwY9evXR0JCAvbu3YuIiAjxmM2bN+tMjs6ZMwd79uwBkFcsfvDgwWjXrh0kEgmioqKwZ88esfxBs2bNsGPHDtjZ2Wmc47333hN/l7Rr1w79+/dHnTp1kJGRgTt37mDXrl3i92TAgAFYuXKl3t93osKU9neyuT6fy5tnz55h1KhRiIuLAwC8+uqrOHjwoLh99erVWLduXb6bgqoxh729Pfbv3486deqYLmgTKk/vI31KohAREVUUhvqMNkiyrkWLFhqDpRs3bhS4rTTUz0uFM9cgztvbW2NJq7u7O6RSKQdopVDeknUff/wxDh8+DADo1KkTfvzxRzg5OWnsExMTg/fff18sHj5hwgTMnj1bYx/15bBTp07FtGnT8l1LPVkHAF9++SVGjx6tsc+LFy8watQoMXmoa59x48aJswAnTZqE6dOn51sOeu/ePUycOBFxcXEQBAHbtm2Du7u7uF09WQcAnp6e2LhxIywtLQv4ThXu8uXLGD16NJRKJapVq4aNGzfmS/RduXIF77//vpiUAvIn60JDQzFu3DgolUrUr18fv/zyS776T7m5uVi5ciV++eUXAECXLl2wceNGjX1UyToVf39/zJs3T+Pry8nJwaxZs8Q/qPv27Ys1a9ZonGfPnj2YM2cOAKB169ZYt24datWqpbGPQqHA/PnzsW/fPgDAyJEjsWjRInH7rVu3MHjwYDHWX3/9Nd/PKzY2FiNGjEBCQgKAvJmXFfWPdjItJutMJykpCd9//z327duHzp074+effxa35ebm4rPPPsOBAwfyHWdjY4NVq1ahR48epgzXpMrT+0h7bMgbt0REVJEZ6jPaYN1glUplgZ1bVdtK84/KB5lMBi8vL0gkEnh5eSEwMBDBwcFQKBQIDg5moq6Cu3Xrlpioq1Gjhs5EHQA0aNAA69atE4t/b926FYmJiaW6to+PT74kHJA3s0992ar6zC8AuHjxopio6927N2bMmKGzblvjxo0REBAAIO93mvofjbp89NFHJU7UAXmzklW/+77++mudM/Lc3NywZMmSQs+zdu1aKJVKCIKANWvW5EvUAYCFhQVmzZqFDh06AADOnj2Lq1evFnjOxo0b43//+1++r8/S0hIzZswQn1++fFlje25uLtatWwcAsLOz05moA/Jm/wUEBIgdH4OCgvD06VNxu/ry2+7du+v8edWvXx9vv/02Xn31VXTr1k2cXUlE5UfVqlWxaNEinD9/Xkzyq1hYWGDFihVYs2YNevXqhcaNG6Nly5YYPXo09u3bV6ETdWVNVFQUvL29YW1tDW9vb0RFRWlsZyMxIiKi4jNIzTpfX98SbaOKx9XVlXdLKzH17s+jRo3SmahTefXVVzFgwADs3r0bcrkcp06dKrBxhD58fHwK3NamTRvxsWqpq4r6rIyRI0cWeg0vLy+88sorePjwIYKDg5GRkaGz3p5EIoGbm5uekeeXkpIiJhAbN25c6B+d/fr1g6ura74/jgAgMTER586dAwC0bdu2yCW4I0eOxKVLlwAAx48fL7BJxJtvvllgI4qGDRvCzs4O6enpSEpK0th27do1cYZj9+7ddSbqVKytreHr64vVq1cjKysLZ86cgZ+fH4C85cwqO3fuRN++fXWe66OPPsJHH31U4DWIqHyQSqUF3uzr06cP+vTpY+KIKrfiNhNjIzEiIqLiM0iybunSpSXaRkSm9eLFC+zevRuPHj1CvXr14OvrC2dnZ4OdX30mlT6Fvb29vcWllVeuXClVsq5FixYFbnNwcBAfZ2ZmamxT/YEB5C3PPXbsWKHXqV69Oh4+fIisrCxERkaKs9HU1a9fX6zBVxKXLl0Saz8W1NlVnZeXl85knfrXZmVlVeTX9vLlS/FxYTPrmjZtWuh5HB0dkZ6ejuzs7ALjyc7OLjIe9Z/Vf//9JybrOnTogLp16yIuLg63b99Gnz590LVrV3Tt2lVMqBIRkXEUt5kYG4kRlT+sNUlkfuwGS2bFDwLT2r17N2JiYgDkJaZ2796N9957z2DnV19qqE8tJ/WkSmmXKVapUqXAbep/SGgvq3/y5In4WL0umj4KWrpb2IxCfagv+axfv36R+xeUnFL/2i5duiTOmtOHqtabLoV9r4G8xCCQ/3ut/nUdOXIER44cKVE8VlZWWLVqFSZOnIjk5GRkZmbi2LFjYvKvXr166NatG3r16gVPT08xHiIiKr2ilrFqz5zjqgui8kc7Ka89Y5aIjI9/wZBZ8YPAtNSbMeh6XlqpqaniY13LQ7Wp75Oenl6qa0skkhIdpx6zoY4tzaw6IG8GpIpUKi1yf+1OqSopKSkljqGw70tJa/EZMp527drh4MGD+PXXX3HgwAGN5c2PHj3Cn3/+iT///BN169bFggULNJp/EFH5cenSJYSHh+Pp06dIT08vVh1jQRDw9ddfGzG6ykl7WWv79u3zNRMjovKNtSaJzI/JOjIrfhCYVr169cSZdarnhqSeNMrIyCgwiaSSlpYmPtYnuWcMUqkUqampkEql+O+//8wSgzb1BJ3696ggBSU61b+nn376Kd5///3SB1cK6l/XypUrMWDAgFKdz8XFBfPmzcPcuXNx7do1BAcH48KFCwgPD4dcLgcAxMXFYerUqVi/fj3eeOONUl2PiEzn7t27+PTTT0vdSY3JOsPTtayVqyKIKhbWmiQyP4Mk63788UdDnKZIU6dONcl1yHT4QWBavr6++WrWGVKNGjVw48YNAMCDBw80GgHoomo2AAC1a9c2aCz6cnFxQWpqKuRyufh9Mbe6deuKj2NjY4vcv6B9XFxcxMe6atqZWo0aNcTHhoxHEAS0adMGbdq0waRJk5CZmYng4GD88MMPuHHjBnJzc7FmzRom64jKiYSEBIwfPx4JCQnFmkmnTbuWGhkGl7USVXysNUlkfgZL1pliQMRkXcXDDwLTcnZ2NmiNOm1ubm44c+YMACA4OBju7u6F7q8+2C+qU6mxtG/fXkwanjhxAv7+/oXu/9VXX0GhUKBevXrw8/PTSEAZinon2YsXLxa5f0H7qJ/n33//RVZWVqHLhS9duoQtW7agXr16aN++Pfr27at3zPpQj+fEiRNF/k4/fPgwDh06hHr16sHb2xuenp4AgNDQUFy/fh3379/HnDlzYG9vr3GcjY0NevbsCXd3d3Tp0gVZWVm4efMmlEol/3gnKgc2bNiA58+fi/+/du/eHe7u7nB2dmYNSiIiE2BSnsj8DDbiKc2dT33wD6yKiR8EFUvfvn2xZs0aKJVKbN++Hf7+/qhatarOfaOionD48GEAeQ0DunXrprHdwsJCfJybm2vUmFUdaTdt2gRfX1+N7rHqLly4gG3btgEA7O3tjZb4rFmzJjp37owLFy7g3r17+Pfff9G1a1ed+54/fx6RkZE6t9WvXx+tW7fG9evXER8fj61bt2L8+PEFXnfVqlUIDQ0FAEyfPt3gybr27dujRo0aiI+Px/Xr13Hs2DH07t1b575ZWVlYsWIFHjx4AECzA21gYCD27dsHIK9b7sCBA3Wew8HBAVZWVsjKyoKdnR0/R4jKCdVNHwD45ptvMGTIEPMFQ0RERGQGBknWGXopHRGVT02bNkXv3r1x9OhRPH/+HFOmTMFPP/2UL2H36NEjTJkyBQqFAgAwZswY1KpVS2Mf9XprycnJRou5R48eaNWqFSIjIxEXF4cpU6ZgzZo1+TqeRkdHY9asWeLzcePG6dX8oaQmT56MCxcuAAD+97//4bfffkOTJk009rl37x5mz55d6Hk++ugjTJkyBQDw3XffoVatWnjzzTc19lEqlVi+fLmYqHN0dMTo0aMN9aWIrK2t8f7774s1pObNmwcnJ6d8y9+zs7Mxe/ZsMVFXv359jZgHDRokJuuWLl2Kdu3a6eyau3HjRmRkZAAAXn/9dYN/PURkHI8ePYIgCGjZsiUTdRVAVFQUa9wREREVk0GSdUuXLjXEaYioAli0aBEiIyPx6NEjXLx4Ef369cPQoUPRqlUr5OTk4OrVq9i9e7fYFKFNmzb47LPP8p2nTp064uOgoCC4urqiWrVqaNq0ab6kVWkIgoCVK1fCz88PycnJOH/+PPr27YuhQ4eiZcuWkMvliIiIwJ49e5CZmQkAaN26NSZPnmywGHTx9PTEqFGjsH37djx79gxDhw7FkCFD0KFDBwDA5cuXERQUhMzMTFhaWiInJwdA/k6tvXv3xtixY7F161ZkZWXhk08+QWBgIHr16gVnZ2fExcXh77//xs2bN8Xvx6JFi+Ds7GyUr2vcuHE4d+4cTp48ieTkZIwbNw59+vRBly5dYGdnh4cPHyIoKEhshCKRSLB8+XKNDrvdunWDl5cXQkJCEB8fjwEDBmDIkCFo0aIFnJyc8OzZM5w4cUJMPtrZ2WHatGlG+XqIyPAkEgkyMzPRvHlzc4dCBuDv7y/WJw4JCYG/vz9XVRARERWBhT+IyKCqVauG7du3Y/r06QgPD0dSUhI2bdqkc19fX18sXLhQIxGj0qpVKzRt2hR37txBeno6Fi1aBAB47733MGfOHIPG3KhRI+zYsQMff/wx7ty5gxcvXmDjxo069+3SpQu+//572NjYGDQGXRYuXIjs7Gzs2rULmZmZ2LFjB3bs2KGxT//+/SGRSPD3338DgM7v5eeff45q1aph/fr1yMrKQnBwsM4/lBwcHPDVV1+VuktrYQRBwA8//ICAgADs2LEDubm5OHz4sLgkWp2Liwu+++47MUGpfo5Vq1ZhypQpCAsLE783utSoUQPfffedxjJaIirbGjRogBs3biAlJcXcoZABhIWFFfqciEgdZ+MS5WGyjogMrmbNmvjzzz9x/PhxHDhwAFeuXEFCQgIkEgnq1KkDDw8PDBs2DK1bty7wHFZWVti8eTNWrFiBs2fP4sWLF6hSpYq4rNHQXF1dsXfvXhw8eBBHjhxBREQEEhMTkZubixo1aqBdu3bw8fFB9+7djXJ9XSwtLREQEIC33noLgYGBuHTpEhISEmBnZ4fWrVtj5MiR6Nevn8byXF01AgVBwNSpU+Hj44MdO3YgJCQEjx49QmpqKuzs7ODq6oquXbti5MiRRmmYoc3a2hpfffUVxowZg8DAQFy4cAGPHz9GRkYGHBwc0KxZM/Ts2RPDhw+Ho6OjznM4OTlBJpPhyJEj+Oeff3D9+nU8f/4c2dnZcHZ2RuPGjdGjRw8MGzaswBqERFQ29e/fH5GRkQgNDUVaWlq+JjJUvnh4eIgz61TPiYgKwtm4RHkEpbE7QxiAQqHAwYMH4ePjY+5Qyg3V0pFbt26ZORIqrQcPHiA9PR12dnZo2LChucOhMmj8+PE4d+4cLC0tcfnyZZPM+iOqrEr7O5mfz0VLSUmBj48PHj9+jKFDhyIgIMDcIZU55el9pD5Lpk2bNgCAiIgIjRkznElDRCrW1tbIysoSn0skErHONVF5YKjPaJPNrMvNzcX58+cRFhaGpKQkZGVlITc3V2cX2ZycHGRlZSEjIwMvXrzArVu3oFAomKwrxzgIIyqeCRMmwNHREc2bNy+0Pl58fDwuX74MIK/BBxN1RFTeOTo6YtWqVZg4cSKCgoLw9OlTfPjhh3Bzc4NEIjF3eFRMrq6u4qwYb29vnTNmOJOGiFQ4G5coj0mSdTExMZg6dSpu375douOVSiUEQTBwVGQMUVFR8PPzE5MH7du3R2BgIAdhRMWUlpaGs2fP4uDBg3jttdfQtWvXfPukp6dj9uzZkMvlANiZm4gqjrZt22Lt2rUYN26cWGfT0tISVatW1fumhCAIOHbsmNFinDBhAs6ePav3/k2bNsX+/fuNFk95UFD9Ota1IyIVmUyWb5IHUWVk9GRdbm4uJk+ejLt37+p9jCoxpz7rrnHjxgaPjQzP398f4eHh4vPw8HC4ubnlqzPGQRhR4d5++20x6T1p0iT07NkTnTp1QvXq1ZGamor79+9j3759eP78OQCgQ4cO8Pf3N2fIREQGc/jwYfzvf/8Tx4JKpRLZ2dl4/vy5XjdwTXGjtzwsQS1rtGfMZGdnw9vbG23atNEYP3ImDVHlpT4bl6gyM3qy7sCBA7h79y4EQYBSqUTjxo3h4eEBR0dHbN26FRkZGejYsSPatm2LlJQUxMbG4uLFi+K69CpVqmDr1q3ltpNfXFwcgoKCcPLkScTFxSElJQVOTk5o3bo1Bg4ciIEDB8LKquL0+dCVhEtJSYGjo6NGVzcOwogKN2jQIMTGxmLNmjXIzs7GkSNHcOTIEZ379u/fH0uWLIGlpaWJoyQiMrybN2/i008/RVZWljh+VFcWyi0nJCQgPj4eAODs7Iy+ffsWeUytWrWMHVaZp5oxc+7cOSiVSiiVSoSEhMDd3R1eXl6cSUNERPT/GT1LdPLkSfHxyJEj8dVXX4nPo6OjcfToUVhbW+Ozzz4TX09ISMD8+fNx6tQppKSkYMOGDVi2bJmxQzW4zZs3Y9WqVflmlT1//hynT5/G6dOnIZPJsGbNGtSpU8dMURqW9h1TFblczkEYUTFNmjQJ/fv3R2BgIEJDQ/HgwQOkpaXBwcEBNWvWRPv27TF48GB07NjR3KESERnMli1bxESdtbU1fHx8xJnFZeWmxM2bN8XHnTp1wqJFi8wYTfmhmjGjXUA+IiKCBeSJiIjUGD1Zd+3aNQCAnZ0d5syZo7HN3d0dR48exaVLl5CdnS3OMKtevTp++ukncRnYvn374O/vj9dee83Y4RrMypUrsX79evF59erV0a5dO1SpUgWRkZFi/b6IiAiMHz8eu3btgqOjo7nCNRiZTAY/Pz+NpQxAXhKP05mJiq9Ro0YaNzOIiCq6S5cuAQCsrKwgk8nQtm1bM0eUn3qyTtX1jfTHAvJERESFszD2BV68eAFBENC+fXvY2dlpbGvZsiUAIDMzM1/dD0tLSyxcuFB8vmfPHmOHajCnT5/WSNRNmDABJ06cwLp167Bs2TL8/fff+OGHH8TvR3R0NFavXm2ucA3K1dUVly5dwr179+Dl5QWJRAIvLy/OpCMiIiK9PH36FIIgwNPTs0wm6gDNZJ1qPFvZRUVFwdvbG9bW1vD29kZUVFSB+8pkMo4TiYiICmH0ZJ1qCaiuOh1NmjQRH+sq0tuyZUuxVp1qhl5Zl5mZicWLF4vPP/jgA8yePRtSqVRjv379+mH27Nni87/++gtpaWkmi9PYVMscFAoFgoOD4erqau6QiIiIqBxQrTSoXr26mSMpGJN1+fn7+yMkJARZWVkICQkptOkRx4lEVJkV5+YGVV5GT9apBly6igG7uLjA1tYWAHD//n2dx7/66qtQKpV4+PCh8YI0oOPHjyMmJgZA3vK16dOnF7ivn58fqlatCgBIT08Xl30QERERVVaurq5QKpXieKqsUSgU4ri1atWqFabusL6ioqLQoUMHWFhYwMLCAh06dEBUVFS+JmO6mo4REVHxbm5Q5WX0mnXVq1dHUlISHj9+rHN7gwYNcOfOHdy5c0fndlUyLzU11WgxGtKBAwfEx9OnTy+006uVlRVmz56NZ8+ewdnZGa+88oopQjSaqKgo+Pv7azSR4J1SIiIiKg4fHx+EhoYiPDwcUVFRZW4scffuXbE5gqpe3ZMnT3D27Fncv38fCoUCNWrUQMeOHeHm5gYLC6PfGzcpf39/jdrE4eHhcHNzQ5s2bTReZx06IiLdeHOD9GH0ZF27du1w9+5dXL58GS9fvoSTk5PG9oYNG+L27duIiIjQeXxsbCwAlIuBTnZ2Nv79918AgI2NDXr27FnkMcOGDTN2WCajukMAQLxDwKYSREREVBw+Pj7YsWMHrl69iqlTp+K3337TWU7FXNSXwDo6OmL69Ok4evQocnJy8u3r6uqK+fPno0uXLqYM0ah0/VGZkpICAPDy8tK4aUtERPmxyQ7pw+gZMNXgJDMzE3PmzEF6errG9tatWwMAEhMTcezYMY1t9+7dw+XLlyEIAmrWrGnsUEstOjoamZmZAPLutGrXqavoeIfAuHQtJSciItPi72Ljs7Kywpo1a9CsWTNERUWhf//+WLx4MY4cOYLIyEjExMQgLi5Or3/GoJ6sO3bsGA4dOqQzUQfkrTp4//33sXnzZqPEYg4F/VEZERHBOnRERHpgkx3Sh9Fn1vXt2xcNGjRAbGwsTp8+jb59+2L48OH45JNPxO2rVq0CAMybNw/Jyclo164d7ty5g+XLlyM3NxeCIMDd3d3YoZba7du3xcfqS1pPnDiBPXv24Nq1a4iPj4eTkxNee+01DBkyBP379zdHqEbBOwTGoZpVWtAfAkREZDqq38WWlpZmjqTiGj58OID/+15nZGRg27Zt2LZtW7HOIwgCIiMjDR6ferIOyKtRPHHiRHh7e8PFxQXPnz/H6dOnsX79ejx58gS5ublYunQp6tSpg379+ul1DdXy2rJIJpPBz89PY8krwHEfEZG+VE12iApj9Jl1lpaWWLp0KaytrQEAz58/x759+8Ttrq6u6NevH5RKJVJTUzF//nwMGjQIM2bMEO+ICoKA0aNHGzvUUlMt2QXymmfEx8dj4sSJmDx5Mg4fPoxHjx5BoVAgPj4eJ0+exPTp0zFu3DgkJSWZL2gDkslkcHd3hyAIEAQBcrmcnW0MwMbGBkBeQWtVjRwiIjI9uVwOhUIB4P9+N5PhXbt2DdevX0dUVJQ4plBRKpVF/lPfzxhu3bolPu7Rowd2794NPz8/1K1bF9bW1qhbty5Gjx6N3bt3a3SKXbhwIdLS0owSkym5urri0qVLuHfvHmeGUJnCDptEVJGYpBBcx44dsXHjRjRu3BgA8jVS+Oqrr9CoUSONAZa6yZMno127dqYItVTUB2A5OTmYMGGCWMOuWbNm8PHxwcCBA1GvXj1xvwsXLsDf37/Yg7fmzZsX+s8cXF1dIZVKxQFyeHi42NmGH54lV6VKFfHxixcvzBgJEVHlpVQqER8fLz5XdXMn4ygsEafPscaMa+3atVi2bBk++eQTrFixAnZ2djr3rVatGtasWQOJRAIASEpKQlBQkF7XuXXrVqH/ygLVzJCKsuyVY9Xyjx02iagiEZQmLL6Sm5uLsLAwJCcno0+fPhrbUlNTsWrVKuzbtw/JyckAgMaNG+PDDz/E4MGDTRViqSxZskS8qyiRSJCVlQUXFxd8++238PLyEvdTKpXYsWMHlixZIs6UGjp0KJYuXar3tfRNyBl7QKfdATY0NBTZ2dnidolEAoVCAW9vb40lsl5eXpz6qyelUomoqChxNkf16tXh7OwsDv6JiMh4cnNzkZ6ejoSEBLHurr29fYk7uKs+v8tKwoWMb9asWdi/fz8AoGvXrtiwYUOpz8n3keFxrFr+WVtba6xCUf0dQkRkSob6jDZpsk5fiYmJsLa2hoODg7lDKZb58+dj165d4nM7OzsEBgaiSZMmOvffvXs35s6dCyCvLtmBAwcMdlfSVIM47YGNo6Oj2BFM9VwulyM7O1vjTjc/PIsnMzMTDx480KhbZ21tDUtLS43lQUREZBhKpRK5ublQKBQan1+2traoX78+rKxKVvaXSZaiJSYmwsHBQSyhUt4FBgZiwYIFAICaNWuKqy5Kg+8jw2Oip/xjwpWIygJDfUYbvcFESVSrVs3cIZSI9kynd955p8BEHQD4+vpCJpPh+vXryM3NxYEDBzBt2jRjh2lQ2h1fMzIyxISdhYWFRuJOHYsQF4+NjQ0aNmyI2NhYceDIASQRkWk5OTmhdu3aYuMfMo5Vq1bh4MGD6N27N0aPHo22bduaO6RSqVWrlvi4vNcp1l5RIZPJyv3yVxU2Siv/ZDJZvvcnEVF5VSaTdeWVvb29xvOBAwcWeUy/fv1w/fp1AMDFixeNEpcxaQ9sbG1txQRdbm5uvv0FQYCnpyc/PEvAxsYGrq6uyMzMRHJyMjIzM3V+j4mIyDAsLCxgZWUFBwcH2NnZsQOsiVy4cAEpKSnYs2cPvLy8yn2yTntlQXmmqgkGQKwJVlFmLjHRU/6xwyYRVSQmTdYpFArcvHkTT58+LVE3rCFDhhg+KANSX7YrCILYUKMw6vs8ffrUKHEZk/bARnumnTYrKyvxQ7Qi3501FkEQIJVKIZVKzR0KERGRUTx79kx83KVLFzNGkt/NmzcRERGBhIQEuLi4YPjw4UUeo/711KhRw5jhGZ32OK+ocV95wkQPERGVJSZJ1mVkZOD777/HX3/9hYyMjBKdQxCEMp+sa9iwofhY31pitra24uOSfm/MSXtgo10rQptqSUFUVBTc3NzEWXgV7e4sERERlYy9vb04JiprdVn//fdffPfddwCABg0a6JWsu3Tpkvi4Xbt2RovNFLhUlIiIyDSMXnRFoVBg/Pjx+OOPP5Ceng6lUlnif2Vds2bNxMfZ2dlISEgo8piXL1+Kj6tUqWKUuExJJpMVOLAWBEFcUuDv75+vnl1FujtLREREJdO/f3/x8Z49e8wXiA5ubm7i45iYGFy9erXQ/RMTE3Ho0CHxed++fY0VmknIZDK4u7tDEAQIggC5XI6oqCgAeTdivb29YW1tDW9vb/F1IiIiKj6jz6z7888/8d9//4kJHGdnZ7Ru3RpVq1Yt93U7tDVq1AhOTk5iAu78+fMYNGhQoceodwgprBlFeeHq6gpPT0+ds+vUlwnrSszx7iwRERHNmDED169fx+XLl8VZbGPGjCkT3WE7duyIevXq4dGjRwCAb7/9Fps3b9ZZzzAnJwfz588XZwk2atQIPXr0MGm8hubq6gqpVCreRA8PDxdXRhRWz46lT4iIiIpHUBp5ytqoUaNw5coVCIIAPz8/LFiwoEwMtoxlwYIFCAwMBAB4enpi8+bNBe6bm5uLfv364eHDhwCAgIAAvZZT6MNQ7YJLQn1AlpOTo9EEQdVCXddyWXd3dwQGBnLwRkREFZY5P5/Li5s3byIrKwvr1q3DiRMnIAgCbGxs0KpVKzRp0gRVqlTRu3br1KlTDR7f/v37MWvWLPF5nz59sGjRIlSrVk187fnz5/j8889x4sQJAHmrC7Zs2YLOnTsbJAZTvo+0E22hoaHIzs4Wt0skEigUClhbWyMrKyvf60D+Mimq8SAREVFFY6jPaKMn6zp27Ii0tDTUqVMHx44dg4WF0VfemtXVq1cxYsQI8Y7jt99+i8GDB+vcd+PGjVi+fDkAwNHREadPn87XUbakysofAwUN3FQDv3PnzmkscebgjYiIKrKy8vlclrVo0UKjpIZqnFCS+nU3btwwWFzqvvzyS/z555/ic1tbW3Tq1AnVq1fH06dPERYWJiaqVPuPHj3aYNc35ftIO9Hm6OioUcrE0dERcrkcUqlU43X1MV1hiTwiIqKKxFCf0UbPnKnuvHXo0KHCJ+oAoG3btvDz8xOfz5s3DzKZTGOAkpubi99++01c2gEAc+bMMViirizRvvOteq5qTGFlpbkSm3XriIiISFfN4rJU63jhwoWYPn26OI7JyMjA6dOnERQUhODgYDERVbVqVaxYscKgiTpT0x6bZWRkwNHREQBgYWGBlJQUZGVlISUlBRYWFpBIJPDy8hLrFAP5S52w9AkREVHhjF6zrnbt2njw4IHGUsiKbu7cubh37x4uXbqE7OxsLFmyBL/++ivc3NwgkUhw+fJlsdYJkFdsWD3BV17pqkei3eFW+zm7ihEREZE6X19fc4dQJAsLC3z00Ufw8fHB9u3bce7cOTx8+BDp6emoWrUqGjZsiD59+sDHxwfOzs7mDrdUtMdqtra24gw67fF9bm4uXn/99XyrJGQyWb4xIhERERXM6MtgAwICIJPJULduXbFuR2WQkZGBRYsWYffu3YXe3R03bhzmzp2rszBxaZhjmY2ueiQANF5zd3eHVCoVB2sBAQGYP38+Cw4TEVGlwGWwZAjmrFkXFhamsWJEm3bJE47xiIioMik3NesePnwIHx8fyOVyLFiwAGPHjjXm5cqcq1evYs+ePTh//jyePHkChUKB2rVrw8PDA6NGjUK7du2Mcl1z/DGgXY9EEAScOHFCIxknl8sRHh4u7sMadUREVJkwWUeGYM73ka4mYepUY7sOHTpojPnc3d1x6dIlU4RIRERkNuUmWQcAQUFBmD9/PiwtLfHxxx/D398ftra2xr5spWaOO67azSKA/Mk4FhgmIqLKjMk6MgRzvo+ioqLQpEkTnStHBEHA3bt34erqCgsLC419BEGoVGVxiIiocjLUZ7TRa9YBwNChQyGVSvHpp59i5cqVWLduHVq3bo1atWrB2tpar3MIgoCvv/7ayJFSSfj7+xd4hzUsLExjGYRUKtVI1rFGHRERERXlzJkzOHfuHG7cuIGkpCRkZGRAKpXCxcUFrq6u6Ny5M7p3756vcRUZnqurKzw9PXWO/Tw9PbnUlYiIyABMMqK5d+8eNm/eLN5Ny8jIKNE0eCbryqbCOrh6eHhoJPOysrLg6OgIuVzOAsNERERUqNOnT+Obb75BdHS0zu23b99GSEgI/vjjD9SoUQOLFy/GG2+8YdogKyH1hhHW1tZIS0uDIAiQy+WIioqCq6sr2rdvr7EMtn379qxjR0REpCcLY1/g+fPneO+99xAREQFBECAIAgBAqVQW6x+VXbpmxwmCAHd3d8hksnzJPLlcDoVCgeDgYA7QiIiISKdffvkFkydPRnR0tF7jxGfPnmHSpElYs2aNmSOv+FxdXREcHAyFQiEu91EqlQgPD4efnx8AIDAwEO7u7hrjfz8/P4SEhCArKwshISHw9/c329dARERUlhl9Zp1MJsPTp08hCAKUSiVeffVVeHh4oFq1alyqUEEEBARg8ODBSElJEV9TDZxdXV3h4eGhsVRCKpWKd12JiIiItO3Zswfff/+9OH6USCTo0aMH3N3dUbNmTdjZ2SEtLQ1xcXG4cuUKTp8+jezsbCiVSqxduxbNmzdH3759zf1lVAqXL1/W+dzV1RVSqVQcE4aHh4tJO5XCVmcQERFVZkbPlp04cUJ8PH/+fN5Bq4Dmz5+vkahTuXz5Mry9vREWFgYLCwtxGXRKSgr8/f3ZBZaIiIjySUlJwdKlS8Xn3bt3x5IlS+Di4lLgMc+ePcMXX3yBkydPQqlUYsGCBfD09ISjo6MpQqYCFJWMY+1iqui49JuISsroy2AfP34MQRDQtm1bJuoqqIIGYkqlUlzqoN3969y5c7C2toa3tzeioqJMESYRERGVAzt37sTLly8hCAJ69OiBtWvXFpqoA4CaNWti7dq16NWrF4C8hN9ff/1linArlaioKHh7e2uM4dq3b6+xj/pz7WRc+/bt4eXlBYlEAi8vL9YupgpPVbubS7+JqLiMnqxTTXdv3LixsS9FZlKSu6JKpZIfWkRERJTP6dOnAQASiQSLFi2ChYV+w1VBELBo0SJIJBIAwMmTJ40WY2WlK/EQGBiokYBbsWKFmNCTy+Vwd3cXtwUGBoq17gqrXawrKUhUHmlPauDSbyLSl9GTdQ0aNAAAJCQkGPtSZCYymSxfDRIAOl/ThR9aREREpHL//n0IgoCOHTsWOaNOW/Xq1eHh4QGlUonbt28bKcLKS3vMdu7cOQDQSMDNnz9fTOiFh4dDKpUWu7EYZyNRRaE9qYFLv4lIX0ZP1vXt2xdKpRKhoaF4+fKlsS9HZuDq6gpPT898r+vbxZcfWkRERKTy4sULAECdOnVKdHzt2rUBQGc9XSoZ1Uy37OxsjdeVSmW+RJohZhJxNhJVFDKZjEu/iahEjJ6sGzVqFFxcXCCXy7FgwQK9EzhUvqh/EOkzo87R0ZEfWkRERJSPvb09AJT4Jm9ycjIAwMHBwWAxVXaqmW66xvFhYWEay1alUqnG9pLclOVsJKooXF1d9Vr6TUSkzejJuqpVq2LVqlWws7PDsWPHMGzYMBw5ckS8a0oVg/oHkfYsO0dHR1hZWWkk6K5cucIPLSIiIsqnfv36UCqVCAsLQ1ZWVrGOVSgUCAsLgyAIqFu3rpEirHwKm9nm4eGhsWw1JSWl1DdlORuJiIgqOytjX2D58uUAAHd3d/z777+4ceMGpk+fDgCws7ODo6MjLC0tizyPIAg4duyYUWMlw5DJZGxRTkRERCXSuXNnXL9+HcnJyfjll18wZcoUvY/95ZdfxE6yr7/+uhGjrFw8PDwQEhIiPrewsICFhQU6deoEmUyGFi1aaOwvl8uhUCg0XouKitJ7fKi6CUxERFRZGT1Zt2nTJnFZpOq/qin0aWlpSE9PL/IcSqVS72YFZFrqA682bdoAACIiIiCVSrnkmYiIiIpt5MiR2Lx5M5RKJX766Sc4OTnh7bffLvI4mUyGn376CUBeMmnYsGHGDrXSCAgIQK9evZCbmwsAyM3Nxeuvvy4m1LSTebqWrapm3wEQm0YwIUdERKSb0ZfBAnnJNvV/hW3T9Y/KLvVlD+Hh4QgPDxeXQGRnZ7ODFxERERVLw4YNMWbMGHEcGBAQgGHDhmHr1q2IjIxEYmIi5HI5EhMTERkZia1bt2LYsGH4+uuvxRu8w4cPR+PGjc39pVQY8+fPFxN1KufOnUNUVBSAvESpu7s7BEGAIAiQy+XiNhVTN41Qr6Pn7e2dLx4iIqKyTFAaORsWGhpqsHN16tTJYOeq6Jo3bw4AuHXrllGvI5FI8nUG07WP9lIIIiKiyshUn8/lnUKhwAcffIDz588Xa3WFUqmEh4cHNm3aBIlEYsQIzcvU7yNra2ud9QPd3d0hlUoRFhYGqVSq0YHXy8tLY+act7e3xuw77e2GZurrERERAYb7jDb6Mlgm2Co2W1tbjYGZLh4eHsWqU0JERESVm7W1NTZs2IClS5dix44dRd4YBPKWvo4ZMwZz5syp0Ik6c9Be5qpy+fJlcRWMdjIvJCQE3t7e4phPV01jYzL1TD4iIiJDMvrMuh9++AFXr17FoEGD0Lt3bzg4OBjzcvT/meqOa0F3WlVUHbz8/PwQHh4uvu7u7o5Lly4ZNTYiIqKyhjPrii8mJgaBgYE4d+4cbt68qTHusLKyQsuWLdG5c2eMHDkSDRo0MGOkpmPq91FUVBTc3Nzy3aAVBKHIkjXmmtHGmXVERGQO5WZm3alTpxAZGYng4GDEx8fj/fffN/YlyYQKutMKaA6KLl++rLFN+zkRERGRLg0aNMDMmTPF56mpqUhLS4O9vT1vApuIq6sr5HJ5iY4114w2U8/kIyIiMiSjN5iIjY0VHw8aNMjYlyMTk8lk8PLygkQigbu7O9zd3SGRSMQZdURERESG5ODggFq1ajFRZ2K6Orzqs0BH13HGoN1QAgCCg4OhUCgQHBzM8itERFSuGH1mnXrnqKpVqxr7cmRirq6uei0paNWqFa5fv67xnIiIiIjKB/WZatnZ2UUm6gRBgKenp8lu3vr7+4urPUJCQuDv789lr0REVG4ZPVnXuXNnHD9+HEDeB2evXr2MfUkqQ1SNJdQTdQBw/fp1jaLDRERERLrcuXMHMTExSE9P16vRhLohQ4YYJ6hKSP0GrXY9OEdHR2RkZMDW1hZyudzozcR0NS5jQwkqa9hgj4hKw+gNJu7fv4+xY8ciMTERNWrUwPr169G6dWtjXpJQdgpYaw/mtLHYLxERVSZl5fO5PNi+fTt+/vlnPHnypETHC4KAyMhIA0dVNpj7fWTuJISu5hEA2FCCyhQ2OSGqnMpNg4lXX30Vu3btwpw5cxAWFgY/Pz906NABHTp0QJMmTVClShXY2trqdS5T1bwgwynqribvehIREZG2ZcuWYfPmzXrVRCPjUk/MtWnTBgAQEREBqVRqtp+Prll0N2/eNHhDCXMnJal842xPIioNoyfrOnXqBOD/CtDm5ubi4sWLuHjxYrHOU5HvjlZkhXWLBYDs7Gx06NABQN7AjwMhIiKiyu3q1avYvHkzgLzxn1KphJOTE+rWrQt7e3sIgmDeACsZ9Vpw4eHh4utZWVkAzFMfTnt86eHhka+OsqrhRGkSbayDR6Wh631KRKQvoyfrkpOTxUGV+uCKd0orLu07sKqBtorqfaBUKqFUKjUGfhwIERERVW47d+6EUqmEIAho0KABvv76a3Ts2NHcYVVaoaGhRe5T3BlDqrFiaGhokXXudM1uU292UdAsOkMk2jgzikpDn/cpEVFBjF6zrmfPngY714kTJwx2rorOnLVMtOsz2NvbIy0tTXzu7u6OiIgI8Y6sNolEAoVCYfQ4iYiITM3ctcbKgz59+iAmJgZWVlbYv38/GjVqZO6QyhxTvo+qVKmClJSUQvfx8vLSmZgoaCZbQTWNddX0KmndL2tra42xZknGl6w5RkRExVVuatYxwVb5aN91VE/UqRS2PJZTxImIiCqv+Ph4CIKATp06MVFXBsjl8gK3WVlZoVOnTpDJZPDz8xNXS4SEhMDPzw+XLl3Kd0xUVBTOnTun83yqMaT6bDrtDsD6zm4zxBJEzowiIiJzsTB3AFTxaA+GtGvLhIeHQy6Xw93dHRKJBO7u7uJj1Z1ZIiIiqpxsbGwAAHXq1DFzJAQUnOTy8vJCVlYWgoOD4erqisuXL2ts136u4u/vX2A5HNW1VEtYs7Ky8u2rb9JNJpPBy8urVONLVR08hUIhfp1ERESmYPSZdVS5REVFQS6Xiwm69u3bA9AsSKx67uXlxeWuREREpKFevXpITk7G8+fPzR0KQXN2mVQqRUZGhjibriR0zYyzsrKCra0tQkNDxaYQ6gRBgJWVVbFmt2k3nCAiIipPzJKsS01NxcWLFxEZGYmkpCRkZGRAKpWiRo0acHV1RceOHVG1alVzhEal5O/vr5GYk0ql4iBPe9kri/QSERGRtl69eiEyMhJhYWFITk5GlSpVzB1SpaZv0qt9+/YaY0DVDVtt2stT3d3dcefOHbEuXkhICBwdHTXqzXl6ejLxRkRElYpJk3VPnz7Fjz/+iL179xbYXAAALC0t0atXL/zvf/9DrVq1TBghlURRdUVUgzztIr2sTUdERETaRo8eDZlMhpcvX2LZsmUICAgwd0ikhxUrVmDw4MFISUmBo6MjVqxYobFdfbzo6OgoztCTy+X5GlhkZGTAy8uLteKIiKjSMlnNunPnzmHIkCHYtWsXFAoFlEplgf+ys7Nx5MgRDB48GKdPnzZViFRChdUVadOmjfhYvXaIu7s75HI5rK2t4e3tjaioKFOHTURERGVQtWrVsHz5clhbWyMoKAgff/wxrl+/bu6wqABRUVHw9vZGz549xaRbSkoKevbsqTHGUx8vpqSkoFOnTggODkZERES+c6q2sVYcERFVVoKyoAqvBnTt2jX4+/tDLpeLyZzq1aujbdu2qFWrFmxtbZGWlobHjx8jIiICSUlJEAQBSqUStra22LlzJ5o2bWrsMCsUQ7UL1oe1tXWBMyXd3d11dgLTnmUnCAI8PT0hk8k4ICMiogrLlJ/P5dXvv/8OIK9BwcGDB8U6uPb29mjQoAHs7e1hYVH0/WZBELBlyxajxmouZel9pD2m0+bl5YXg4OB840WJRAKFQpHveEdHR1y5coXjQSIiKpcM9Rlt9GRdTk4OBg4ciOjoaAiCgNq1a2P+/Pno2bOnzoFWTk4Ojh07hmXLliEuLg4A0LhxY/z99996DcwojykHcYUN0lQDMW0FJfhUAzoiIqKKqCwlWcqqFi1a5Oskrxquar9eEKVSCUEQcOPGDYPHVxaUpfdRYTdtgYKTcqoxn/ryWNWSV12JOn33IyIiMidDfUYbPfu1f/9+MVHn6uqKoKAg9O7du8DEm6WlJfr164e//voLjRs3BpD34Xzw4EFjh0olpL68VfvnKpVKdR5TUL06Np0gIiIi7RIpBb1e0D8ynaJqEHt4eCAqKgpyuRyCIEAQBLi7u4t16FS1jYta8qq+jDYkJAT+/v4G/1qIiIjKCqM3mDh+/Lj4ePny5XB2dtbrOGdnZ3z77bcYNmwYAODQoUMYOHCgUWKk0lENsqKiosQEq0pKSgo6dOiAwMBAjcGXqkPsuXPnNAbVbDpBRERUuS1dutTcIVAR1Ge5tWnTRixfoyIIAqysrCCVShEaGgo3NzeNJhJSqbTYs+K0b+jyBi8REVVkRk/WXbt2DYIgoHXr1mjdunWxjm3VqhVee+01RERE6Cw+S2VHVFQU3NzcdG4LDw+Hm5ubRv0R9QSf9pIGIiIiqrx8fX3NHQIVQTXLDcgb59nb2yMtLU3c3r59e0ilUnEf7W6vJUm0eXh4aCyj5Q1eIiKqyIy+DDYhIQEA0KRJkxIdr5qppToPlU3+/v75BmLqUlJS0LZtW1hYWMDCwgIdOnRgB1giIiKickg72aaeqCtoH3UlSbSpl13x8vKCTCYTO9FaW1trdJ4lIiIq74yerLOyypu8V1jh2cKojrOxsTFYTGQY6gOkwrqAqaSlpYm1ZMLDw+Hv78/6I0RERETljHayTbvxR3h4eL66xY6OjqVKtOmqbWeOcSQThERE5d+LFy+wadMmLF68GJs2bcKLFy/MHVI+Rk/W1axZE0qlElevXi3R8f/99x8AwMXFxZBhkQGoD5BKIiwsjPVHiIiIiMoRXc0i2rdvn2+/lJQUjQTdlStXDJ5oM8c4kjeaiUqHCW8qC3bv3o2YmBjk5uYiJiYGu3fvNndI+Rg9Wefu7g4AiI2NxZEjR4p17OHDhxEbGwtBENChQwdjhEelUJwBka7uvx4eHmjTpo3Ga9rPiYiIiKjs8Pf3R3h4uLhaQiqVIjAwEF5eXvn2lcvl+bq8qv5Q116VUdI6doU9NwbeaCYqHSa8qSx49OhRoc/LAqMn63x8fMTHCxYswPXr1/U67tq1a/j888/F5wMGDDB4bFQ6hQ2I3N3dxboi7u7uaNmypbhNdReWzSSIiIiIyj71mTDnzp3T2BYWFiYuUdVO2OkaK6o3pyhq36LoqmNXUvrO9jFHgpCoImHCm8qCevXqFfq8LDB6sq5Tp054/fXXoVQqkZycjFGjRmHZsmW4e/euzv3v3LmDZcuWYfTo0UhOToYgCOjYsSO8vb2NHSoVk0wmg7u7e746JRYWFpg1a5ZYV0QqlWokaT09PXHp0iW4urrm6/LLrr9EREREZYv6TBilUqmxTT1ZpZ48c3d3h1wuz5f80vWHeUkTbaok4c2bNwEALVq0KPGyOn1n+xgyQUhUGTHhTWWBr68vGjRoAAsLCzRo0KBMdqIXlNqfuEbw9OlT+Pn5IT4+HkqlUkzu2Nvbo3bt2rC1tUVGRgaePHkidpNShVWzZk0EBgaiVq1axg6zQmnevDkA4NatW0a9jq5lDEBeEeHk5GQAgLW1tUZdO4lEAoVCofN4Ly8vBAcHGzVmIiIiczHV5zNVbKZ+H2mP5VQcHR2xb98+dO/ePd+2gsZ4xhj7GeKchY1XichwoqKi4O/vj7CwMHh4eEAmk4nL5IkqAkN9Rht9Zh0A1KpVCzt27ECzZs0AQKxxkZqainv37uHatWu4d+8eUlNTxW0A0KpVK2zdupWJujKsoGnLKSkp4uPC7p7w7iQRERFR2VbQzJeUlBTMnz9f5zbtMWJISAi8vb0REBBg8LGfIZbVcbYPkWno6uxMRPmZJFkHAHXq1MHu3bvxzTffwM3NDVZWVgD+L3GnStBZWlqibdu2WLp0KXbs2IEGDRqYKkQqgcIGMqplCNoJuYCAALEmiL+/P2QyGX9ZExEREZVR6mM57fInBSXGdI0RQ0JCMH/+fIP/oW6IRJuhbyCz4yUREZWGSZbB6pKWlobbt2/jxYsXSEtLg52dHZydndG8eXPY29ubI6QKxVTLI1TTmENDQ5Gbm4vc3FyN7Y6Ojrhy5YrGQEx7qYIgCPD09OQUaCIiqvC4DJYMwZzvoypVqmisoFAvfaJONUbULpdijOWlZXFZHUu9EBFVTob6jDZbso6MyxyDuKioKDRp0iRf4WFVPZP58+cjLCwM2dnZ+fYB8jrIXrp0yVThEhERmRyTdaaRkJCAp0+folWrVuYOxSjM+T6SSCTIzs7WeE01E01Xgkw7aeXu7g6pVIqwsDC0adMGQF6DMX2TbGUxMacLa+AREVVO5apmHVVc6lP8mzZtqjMJl5KSgsGDBxfYRUzl8uXLxg6XiIiIyrhevXqhV69eWLVqVYmOnzt3Lrp06YKPP/7YsIFVYurjPe1EHZC3vNXNzU3nUk/t5aWq/bOyshAeHo7w8PAiO7Cq07drq7mxBh4REZWGlTkumpqaivT0dOTk5BSYuNGlbt26RoyKSkLX8gZd1JdLAHlLXzmpk4iIiLQ9evQIgiAgKSmpRMdbWVlBqVTi2bNnhg2sEtNnvJeSkgI3NzfI5fJCZ7xdvXq1wHOEhobC29u70FlzhmgmYQoymSzfDEAiIiJ9mSxZd+fOHfz66684c+YMXr58WezjBUFAZGSkESKjkoqKitIrUQcAFhYW+erZ2dvbIy0tTXzevn17g8ZHRERElUt6ero4U1/VzIxKrqC6cwVR3ZwNCQmBn58fLl26pHF8SEgIHB0d893EVbG1tdXY19/fP1+dNw8PD414yuqMNVXHSyIiopIwySjmn3/+wezZs4s9kw7gDKyyrDjLDrQTdUqlEmlpaXB0dNS4A0tEREQV382bN/H1118Xus+JEyeK1UEzKysLDx48wIsXLyAIAho0aFDaMCu94iTqtKmSptoz3+RyOby8vPKdVxAEyOVyjdd0zZrjjDUiIqoMjJ6se/r0KebPn4/s7Ox8rd71wURd2WWIZQcpKSmFFiUmIiKiiqdFixaws7PD6dOndW5XKpWIj49HfHx8ia8xdOjQEh9LeQwx1mvTpg3Cw8PF582aNQOQ/4Z8+/btcefOHY2mDLpmzXHGGhERVQZGT9Zt3boVGRkZEAQBUqkUEydORK9evVC/fn3Y29uXKIFHZYP2MoSSKmiZAxEREVVcX3zxBQYMGICMjAyd20t6w9bKygpjxozBO++8U5rwCIWP9bS7ut64cUPjZ1lQeZPo6GiNMiiCIMDT0xNyuVxjeayjo2Ohs+bKS1dYIiKikhCURp665uPjg1u3bkEQBKxbtw7du3c35uXo/zNUu+DCREVF4bXXXtMYmEml0nxLGPQhCALu3r3LQRYREVVopvh8Lk/u3r2LxMRE8blSqcQ777wDQRDQo0cPjB8/Xq/zWFhYwMrKCo6Ojqhfvz5sbGyMFHHZYKr3kXpCzMrKShzz2dvbY//+/eK43tvbWyOp5+joiCtXrsDV1RXW1tYas+W0SSQSKBSKfPupXi+I9jW9vLx445eIiMzOUJ/RRp9Zp+ro1bJlSybqKhhXV1dkZ2drvKZa7lzcHLBSqeTsOiIiokqmSZMmBW6rWbMmOnXqZMJoSJurq6tYI+7cuXPi62lpaZg1axYuXboEQHddOtUNWO3ZedoNJlRLXbX3k0qliIqKKvBGbnnpCktERFQSFsa+QE5ODoD/yy5SxaJdS8TW1rbEXV05yCIiIqKpU6diypQpvMlbRqiaTGjfiFU1kADyjwfVn8tkMnh5eYkzHzMyMuDo6AgrKyuxbrFqP0dHR/G4lJSUQpuZFXZNItJPVFQUvL29YW1tDW9v72I19SEi4zJ6sq527doAUGA9EirfdA2sbty4odexFhaabz8OsoiIiGjq1KmYOnUqk3VlhD43U1UJOYlEopGAA/6vIUSnTp2QkpKC7OxspKSkoFOnTggODhZnzrm6uurVDVafaxKRflTJ+KysLLGOOBGVDUZP1nl7e0OpVOLSpUviLDuqOHQNrPRJzAqCoJHoc3R0REBAgFFiJCIiovItNTUVp06dwtq1a/H111/j888/R0BAAH755RccO3YMSUlJ5g6xwiroZqqdnZ04C0eVkFMoFOKyWe2ZOvosW9W+llQqFc9z6tQpjRlAAMRrqif9iEh/XE5OVHYZvcHE7du3MXToUOTk5GDevHkYN26cMS9H/58pC1h36NAB4eHhxTrGy8sLAFgYmIiIKhU2mCiep0+f4scff8TevXsLbVJgaWmJXr164X//+x9q1aplwgjNw5TvI/UmEzk5OcjNzRW3qTq5qndi1dVsQi6XQyqVatSq0zXuU7+W9v7ate44biQqPTZqITI8Q31GG31mXbNmzTBt2jQolUp8++23+OOPPwodbFH5oapxoE+iztbWFvb29gD+bxYd7+QQERFRQc6dO4chQ4Zg165dUCgUUCqVBf7Lzs7GkSNHMHjwYJw+fdrcoVco6rPmtEuYKJVKhISEwM3NTZz5pv6HP5BXIiUrKwspKSmwt7eHIAgQBAFyuTxffSz1a2mv3FBP1AH/N25kzS2ikuNycqKyy+gz627evAkA2Lx5M/bs2QNBEODk5AQ3Nzc0bNgQ9vb2+T74CzJ16lRjhlqhmOKOq74z6tzd3QEg3742NjbIzMzU2E/VVYyIiKgi4sw6/Vy7dg3+/v6Qy+ViY4Pq1aujbdu2qFWrFmxtbZGWlobHjx8jIiICSUlJYjd6W1tb7Ny5E02bNjXzV2E85ppZV9gNd+2Zb7qofkYqhc3i0U782dvbIy0tTXyuGjdyZhAREZUlhvqMNnqyrkWLFhAEQXyuupz6a/rSt3EBmWYQZ2Fhka8zmDp7e3soFAp4eHggNDQU2dnZhZ6PyToiIqromKwrWk5ODgYOHIjo6GgIgoDatWtj/vz56Nmzp84bvDk5OTh27BiWLVuGuLg4AEDjxo3x999/631DuLwx5ftI12w5fVlYWGgsm9UmkUigUCh0blNPEnp4eODly5e4fv26uF01brS2ttZIIhZ2TiIiImMrN8tgAWgsU9D1mj7/qPxJS0sTOwvZ2NgUuX9ERIQJoiIiIqKybP/+/WKiztXVFUFBQejdu3eBiTdLS0v069cPf/31Fxo3bgwgL9Fz8OBBU4Zd4URFRaFDhw56J+q0fz6qJa+FKah5BaC5JDY4OBi3b9/W2K4aN2qfo7BzEhERlRdWxr6Ar6+vsS9BZtK+fXu9G0uoL1soiKrjl4eHh0ahYiIiIqo8jh8/Lj5evnw5nJ2d9TrO2dkZ3377LYYNGwYAOHToEAYOHGiUGCsDf3//YjUQ055Bl5aWlm9prLu7O6RSKcLCwtCmTRvI5XK9x34eHh4aicPs7Gx4e3sjICAA8+fPF2fgseYWERFVBEZfBkvmYYrlEerLE7Kzs0s8A1IQBDg4OLDDFxERVXhcBlu0nj174vHjx2jdujV27dpV7OP9/PwQERGB2rVr49SpU4YPsAwwxftIe3lpSajPrGvfvj0CAwML7Bpb1NhPNe48d+6c3nXviIiITK1cLYOlisnV1RUymazUyw2srKzydfxiZ1giIqLKKSEhAQDQpEmTEh2vWgqrOg+VjCGWk6qXtJFKpRoz57THemFhYYV2dlUti7Wyssp3HBUfu+gSEZVtTNZRqfj7+yMkJKRUdQU9PDxYb4SIiIgAQEzGlHRWl+o4ferlUsFkMhnc3d01ZsfZ29ujUaNGJTqfdlJN19hPNa5U1Tz29/fPd56yPmYsL0kwfb7XRERkPgZJ1i1cuBCJiYmGOFWxJSUl4YsvvjDLtanwu5nu7u7w8vKCRCKBvb29+LogCLC3t4eVlRW8vLwgk8kgk8nEfVWv6VJeBkBERERUMjVr1oRSqcTVq1dLdPx///0HAHBxcTFkWJWOq6srLl26BE9PT/G1tLQ0xMfHl+h8UqlUY9yma+yna7adtsLGjGVhnFhekmD6fK+JiMh8DJKs27lzJ/r164dffvkFmZmZhjhlkTIyMvDrr7+iX79+2Llzp0muSZqioqIglUoL3Ue1TFa9wYRSqURaWho6deqE4OBguLq65uv4VVCB4fIyACIiIqKScXd3BwDExsbiyJEjxTr28OHDiI2NhSAI6NChgzHCq3S0kzj6NA3TJSUlRWPcpj72k8lk8Pf3R3Z2tsYxumbNFTZmLGicaMokXnlJgpX1GYpERJWdQZJ1/fv3R0pKClauXInevXtDJpMhIyPDEKfOJzExEWvXrkWvXr3w/fff4+XLl+jTp49RrkWF8/f312gKoS08PFxsQKFLaGhosQdO5WUARERERCXj4+MjPl6wYAGuX7+u13HXrl3D559/Lj4fMGCAwWOrjLSTOBYWJf/zQTVu006e+fn5aZRVEQSh0JUWRZ1f+7kpb/aWlySYvqtaiIjIPAzWDXbfvn0ICAjAy5cvIQgC7Ozs8Oabb2LIkCFwd3cv1Qe7QqHAmTNncODAARw/fhxZWVlQKpVwcHDA7NmzMWLECEN8CRVKWekSJpFIIJVKdSb1LCwskJubKz7Xp5tXcTuHERERlSXsBquf8ePH4/z58wDyxhJvv/02hg0bprPpxJ07dxAUFIQ//vgDWVlZEAQBHTt2rNDJB1O+j6KiouDm5lboDdqC2Nvba8zEU43btMdz2iQSCRQKRbGvV9A4UXvMWtLz60PVtTYsLAweHh6QyWQFrhghIqKKx1Cf0QZL1gF5s96+++477N69G0qlUixIW6VKFXh6esLd3R1NmzZFs2bNUL169ULPc/v2bVz/f+yde3xT9f3/XydN2pQ0YEVl2JW5cmmhVNuw1DVlymXqVKyiq99N7dzYVKbo5pf5HVrRKaviJtN5mcwLc+sUt361ypxfpxNw2lZbe5FS7mRIBUSQAmlJ2oac3x/9nbOck3NNzsmt7+fj0YckOZfPOYn5vPL6vC89Pfjwww/R1tbGdwvljnvJJZdg2bJlOP30040afloRDxGnJrQAwOl0ahZ3VqtV1fwjAUQQBEGkMmTWaePgwYOorq7GoUOHBJrS4XDgS1/6ErKzs+H3+/HZZ5/xZhAnac844ww0NDRgwoQJCRu/2cT7c2Sz2SJSVNXweDyoq6tDVVUVfD4fnE4n1q1bhzlz5qgu+Ea7GCunE2mxlyAIgogXSWnWcWzduhW//e1vsXHjxv+cKKyTFABkZ2dj7NixyMnJwZgxYzA0NAS/34/PP/+cN+Y4wkPizz//fPzkJz/B9OnTjR52WhEPEef1ejFlypSITrBOpxOBQAButxutra2axZ3FYsHJkyfNGCpBEARBJAVk1mnnwIEDWLx4ccS9CteUYg0yY8YM/Pa3v0V+fn5cxpgo4v05ysnJ0VSrzuPxCIwyLv2Ug2EYVFRUIBAIoKOjQ/YYRi/G0mIvIQd9NgiCMJqkNus4tm3bhhdffBGvv/46Tpw4EXlykYEHRIouABg3bhwuvvhi1NTUYPLkyaaMNZ40NDTg7rvvBgAsWbIEt956q+HniJeIk4quC08tkIu+E6fAcpj4cSQIgiCIhENmnT5CoRDWrVuHl156CZs3b5ZcAMzIyEBxcTG++93vYsGCBbDZbAkYaXyJ1+eIMzLUMimAkcYg7e3tgufkIuhcLhc6OzsjdB/DMAiFQmSgEHGDoi4JgjCalDDrOPx+P95//31s3LgRnZ2d+Pe//61oylgsFkyePBnl5eWYPXs2Zs+enTbC68CBA1iwYAH6+/sBpL5ZJ1XHxOFw8ObsjBkzsGXLFk0mnNPpxPHjx00bK0EQBEEkGjLromdgYAA7duxAX18fBgYGMGbMGOTm5qKwsBAOhyPRwxNg9sJsIhdlw7FYLGAYBueeey7q6uqwZMkSviGIw+HAmWeeiZ07d0bsZ7PZ4Ha7I47NGX7pZqCQ+Zi8xLOeIUEQowOj5mirEYNRIzs7GxdccAHftdXv96O3t5evMzI0NAS73Q6Hw4GJEyciPz8fmZmZ8Rha3KmtreWNulSHEx6BQABOpxN+vx/Z2dkC405rBzeujglBEARBEIQUDocDZWVliR6GKgcOHMDKlSsTPQxDaG1tVXw9OzubNzaWLl0q0H0DAwOSRh0A3rCqrq5GZ2cnAKCsrAwNDQ0ApLu6prLhFR6dyHWjTWXzMZ0Qm8bJ2r2XIIjRR/QtWmMgOzsb06ZNw3nnnYeLL74Yl19+OS666CLMnj0bkydPTlujbu3atWk1MXPCY3h4GD6fD+Xl5RH1BqUQdwb2eDw4fvw45syZY9JICWIEr9eLyspKZGZmorKyEl6vN9FDIgiCINKMdFqYzc7OVnx9YGAAw8PDaG5u5k03NRiG4fVie3s7QqEQQqEQ2tvbefNNbJi43W6B7mxubkZpaamh87mZGkHKfCSSg/r6eng8HthsNr5eIkEQRDKQELNuNPLpp5/iV7/6VaKHYShiodHS0qKpmcT06dPh8XhgtVrhdDrR1tZGxgkRF8RCv6amJtFDIgiCIDTQ39+Pzz//HAcOHMD+/fs1/8WbdFuY1bIIy6G1sg7Lsujo6JCdg71eLwKBABiGAcMwcLlcqK+vj9CdPp+Pn8+rq6s1j5M7h9iYM1MjSJmPRHJQUFCApqYmDA0NoampKWWiNQmCSH/ikgY72mFZFnfeeSdOnDgBm82GwsJCbN68OdHDihlx2LhWkbZjxw4MDQ0J6pFQSgARD2hlmyAIInXYuXMnnnnmGfzrX//CsWPHdO/PMAy2bNliwsikSceFWam6cnqxWCzIyMhAMBgUaEW5ObimpkbQKdZut6OgoAAlJSWyHWS1RvWFn0OsQc3UCFxn3PAUXoIgCIJQgiLr4sCf//xnvubH4sWLMXXq1ASPyBjq6+vhdDpVtxNvw60mknFCxBta2SYIgkgN3njjDSxcuBB/+9vfcPToUbAsq/kPgODf8UC8MDtz5sy4ndtM6urqeB0nLmOilVAoBLfbjYqKCsHzcnOwVOZGZmamoc00pDSomRqBorcIgiAIvZBZZzKffPIJVq1aBWAk/fOmm25K8IiMo6CgAH6/X3Ebl8uFrq4uyVoQZJwQ8YbqkhAEQSQ/Bw8eRG1trabSGlLE06TjSNeF2draWr5xWCgUitqwa2tr0zwHi/Ugy7IYHh7GwMCA7PH1Nh6R0qCkEQiCIIhkgtJgTSQUCuHOO++E3++HzWbDypUrYbPZEj0sQxF3f5WCW00UQykBRLyR+ywSBEEQycMLL7wAv98PhmFgt9vxox/9CPPnz8eXv/xlOBwOMAyT6CEKkFqYXb58eYJHZQziCLRQKBSxDfd+zJgxA1lZWeju7obdbhfoQ7fbrXkODteH4tTZcJxOJwKBQFQaUkqDkkYgCIIgkgmKrDOR559/Hu3t7QCAG2+8EUVFRQkekfGoFR7u6OiQbR6RSikB1EWUIAiCIOLDu+++y//7kUcewS233IKioiLk5OQknVGX7guzalkPHo8HoVAIu3btwrhx47Bp0ybY7Xb4/X44nU5YrVbdUWrh+lCcOut0OvnIt66urqg1ZCppUIIgCGJ0QmadSXi9Xjz66KMAgMLCQvz4xz9O7IBMQizipGrYcV26Utnsoi6iBEEQBBEf9u3bB4ZhMH36dMyZMyfRw1Ek3Rdm6+rqFF8PBAKCTqrBYBA+n4//b3l5uaQZpnURVJyaGotBRxAEQRCpBJl1JnDy5EksW7YMg4ODsFqtePDBBw1fZS0sLFT8ixdiEbVu3Tp4PJ6I7To7OwVmV2lpaUoZdtQMgyAIgiDiw8mTJwEgrnomGkbDwmxtba3i6x0dHZKdVDna2tokTTnxIujkyZNhsVgwa9YsgT7kIuC2bdsGACgqKkrJRV+CEENZOwRBqEFmnQk899xz+PjjjwEAN9xwA4qLixM8IvMQpxHMmTMHTU1NkoZdOD6fDzU1NSkzUVEzDIIgCIKID1/60pcAQLWJVSIxe2E2WRZltSxOSnVS5bDb7ZKZCVLHZVmWN//EUIYDkW7QZ5ogCDXIrDOYnTt34vHHHwcATJs2DTfffLMp59m+fbviX7wRm251dXWCiDupLl1tbW0pM1FRhzCCIAiCiA+VlZVgWRbt7e18lF2yMVoWZu12u+o2JSUlkjWMnU4nTpw4IXiO65irtOgpZeRRhgORbtBnmiAINcisM5BgMIif//znGBoaQkZGBh544AFkZmYmelhxobq6WmC6XXLJJWhpaUEwGEQgEMCqVasi6tllZmaipaVF8FyyTlRUiJggCIIg4sPVV18Nq9WKw4cP44UXXkj0cCKIx8JssizKykU3hjd6GBwcREdHR8Q2gUAgopMr1032lltugcUi/TNEysijDAci3aDPNEEQaiSVWXfkyBFs2LABf/vb37B58+ZED0c3q1evRk9PDwDgRz/6EUpKShI8ovjR2dkpeOz3+8GyLJ/SUFtbi66uLjgcDn6bgYGBCBFHExVBEARBjG6mTZuGW2+9FSzL4te//jX+/Oc/Y3h4ONHDAjD6FmbLy8slnw8EAvwCJqd9xZSUlPDmHEcoFEJlZSVuvPHGiNcYhoHL5YrIXvB6vTh27Bj/2OFwqDa+IIhkh7J2CIJQwxrPk7W0tGDjxo247rrrkJ+fL3jt8ccfx7PPPouhoSH+ucLCQvziF79AaWlpPIcZFdu2bcPq1asBAFOmTMGSJUsSPKL4IjbdxLS0tGDv3r0YGBiQ3YZhGJqoCIIgCGKUs23bNpx//vn497//jVdffRV1dXV44oknUFpaiq985StwOByyUVlijNZjo21htr6+HjU1NWhpaRFovZKSElRWVipmRMhFADY3N0s+X1FRgaampojna2pqBIbgwMAAamtrJbcliFSBy9ohCIKQIy5mXX9/P5YsWYIPP/wQAHDuuecKzLpnn30WTz75ZMR+27Ztww9+8AP8/ve/l13ZSxbefvttftV3165dmsXbE088gSeeeAIAkJeXh/Xr15s2xkTCsiwuueQSxW3KysoovZQgCIIgRjlXXHEFGIYBMLKQx7Isjh49infffVf3sYw060bjwixnKHi9XtTU1KC1tRXZ2dno7OxUXahVWqCVQqmjrNZtCYIgCCJdiEsa7O23344PPviAn9R7e3v513w+H373u9+BYRgwDIPMzEwUFxdj7NixAEbSKWtrawURd0TyoaWwcjJ3dSMIgiAIInngSmmEG0Lhz2n5MxqphVm5bq2NjY38fk888QT//Lx58wwfl5lwDcSKiooAAGeffTZ8Pp/u+8uZrxzFxcUR0ZFypVC01LAjCIIgiHTD9Mi61tZWvPfee/zK6IIFCwRRcm+++SZOnDgBhmEwbtw4vPjiiygoKEB/fz9++tOf4v3338enn36K119/HVdeeaXZw42amTNn4r/+6780bfvhhx9iz549AEbEysyZMwEAubm5Zg3PdLKysmI+xqZNm/iUCrfbjfr6ej7SjlvRlXqNIAiCIIj0YeHChYkeAvH/qamp4dNW5dJXpbBYLIKadGVlZbDb7QIdxx1f/JyY+vp6VFdX8/WRZ8yYgUAggMzMTNKEBEEQRNrCsGYsPYZx//3348UXXwTDMLjrrrtQU1MjeP2GG27gzbwbb7wRt99+O/9aX18f5s6di8HBQcyZMwdPPfWUmUONG8uWLeNXXJcsWYJbb73V8HMUFhYCkK8XYjSZmZmKxZ89Hg86OzsVo+ucTid8Pp9gH66WQ2VlpUAkhr9GEARBEKlCvOdnwjg2bNiADRs2aNpWaWE2XOtGS7w+R2r6Tg6bzYaSkhLeYCsrK0NDQ4MhppoRmpAWgQmCIAizMGqONj2yjqspkZeXh+uuu07wWiAQ4OvYAcBFF10keD03NxezZs1CU1MTduzYYfZQiRgoKSlBR0cH/5hbUXU6nVi3bh3mzJmDjRs3Yv78+YKVVovFAovFgvLy8oj6I83NzaisrER9fX3Ea1SrhCAIgiCIeDJ37lzMnTtX07bLli3jzbq5c+easjAbD9xut66IuvD9gP80IOvo6EBNTQ3fsCIWkywaTSg25wKBAK9bm5ubUVNTQ4vABEEQRFJhes26Q4cOgWEYTJ8+PaJeRWtrK1+LLjc3FzNmzIjY/0tf+hIA4IsvvjB7qIRGuPolmZmZqKyshNfrjdiGM+R8Ph+qqqrg9XoxZ84cZGRkRGx38uRJAJBsysEJKHFtEqpVQhCjEy3fPwRBEIQx1NfXw+l0qm7ncrngcrlgs9ng8XhkF1q5tNrh4WFe48kh930fjSYUn5eL+AsfG0EQBEEkE6abdf39/QCAU045JeI1bgWLYRh8/etfV9zf5GxdQgdSQqu7u1t2e5/Px4sxKUHFsiy/auvxeCJeb2trQ319PTwej0AEEgQx+tDzQ48giOTlnnvuwZEjRxJy7qNHj+Lee+9NyLlTEU6Ly+HxeNDe3o729nYMDQ2hqakJBQUFEZrPbrdHROm1trbKHlfu+z4aTahmxgWDwZReAKKFLIIgiPTDdLMuJycHwEj9OTHvvfce/28pkwYA9u7dC0Da7CMSg1S6Khcdp7aP0gptd3c3mpqaIj4LbrcbBQUFaGpqEohAgiBGH5QSTxDpwV//+ldcdNFFePrppzE4OBiXc/r9fjzzzDO46KKL8Ne//jUu50x1ampqJBfMuU6uTqcTdXV1kvuGm2riusQc2dnZsucWG3nc42g0odg4LCsrg8fj4bN+uIXjVF0AooUsgiDSgb6+PqxZswYrVqzAmjVrJD2k0YTpZt2UKVPAsiy6uroEhs7u3bv5VR+GYXDeeedF7Ltp0yZs3boVDMNg2rRpZg+V0IhUdFx4HTqlfQoKCtDV1SVp2HHbUBQdQRByUEo8QaQH3/rWt+Dz+fDII4/gm9/8Jurr6xWbUMXCkSNH8Lvf/Q7z58/Hb37zGxw7dgwXXHCBKedKN6QWRBwOh6Dcybx58ySjucJNtUAgIHl8ueeBSCMvFApFHTkm1parVq0CEJm5k6oLQLSQRRBEOtDY2Ije3l6EQiH09vbyTTlHK6abdbNnzwYwUnNuxYoVCAaDGBgYwH333QdgxKg755xzcMYZZwj2++STT7Bs2TL+sZSZl6qsXLkS27dvx/bt21Oy4DAneLTAMEyE4VZQUBAhzhiG4behKDqCIOQgM58g0oNHH30Uv/rVrzB27FgcOnQIDzzwAGbPno27774bH330keoioBpDQ0P45z//idtvvx1z5szB448/jiNHjsDhcOD+++/HY489ZtCVpDfiBRGPx8PXm+bgotKqq6tlUzHlFlbcbrdsCqdYK4ZCoagjx8Tasra2VrJxRrwXgIxKX6WFLIIg0oF9+/YpPh5tMKzJxeAOHTqECy+8kJ9w7XY7gJEJmGVZMAyDhx9+GJdeeikAYM+ePfjNb36D9957j99m/PjxePPNNzUVuCVGMKpdsBRcRy0t3cFcLhfa29sjnq+srBTs7/F4qAsXQRAEkfaYOT+nIkeOHMHDDz+MxsZGXhcCwNixY1FRUQGXy4WpU6di2rRpGD9+vOJxduzYgZ6eHnz44Ydoa2vjtSd33EsuuQTLli3D6aefHpdrM5N4fY7EXVS5bq5SGpBhGEGkWri283q9qK6u5juwMgyDsrIyNDQ0RByP20+sFcOx2WwRpqEeMjMzMTw8LHiOWwCK5yKxUXpY6n2ixW6CIFKNNWvWoLe3l3+cn5+PRYsWJXBE0WHUHG26WQcAf//733HHHXcIVkm5Cf2CCy7A448/zj/f09ODq666in/dZrPhd7/7Hb7xjW+YPcy0wkwRpySexEINGDHsVq1ahdraWrS1tcFut+PEiRNgWRahUAgWiwUWiwXl5eUkLgiCIIi0hsw6abZu3Yrf/va32LhxI/8cZ9xxZGdnY+zYscjJycGYMWMwNDQEv9+Pzz//PCIKi9MiDMPg/PPPx09+8hNMnz7d9OuIF4n8HHHGUEtLi0DziTUgwzDYtWsXAEhuzxlTYuOMM+LCDSi73S6oeRfrIm80JpkZhpjctRMEQYxG+vr60NjYiH379iEvLw8LFy5Ebm5uooelm5Qy64CRorCrVq3Cxx9/DAA49dRTcc011+DHP/4xMjIy+O1OnDgBl8sFAJg6dSruv/9+lJWVxWOIaYWZIs5msyEYDEY87/F4EAgE+FXTcBwOBwYGBlSPHa8IO1qBJAiCIBIBmXXKbNu2DS+++CJef/11nDhxIuJ1sYEHRNYdA4Bx48bh4osvRk1NDSZPnmzKWBNJIj5HYu1UV1fHL8S63W5JDciVTZGLxAMi3z+n04lAIAC73Q6/34/y8vKIc8Wq26LRgWZkhVCmCUEQRPqRcmYdh9/vh9/vx6mnniq7zdNPP43S0lKUl5fHcWTphZkibuzYsREdvRwOBwYHB5GVlaXJlJMjXiuKJI4IgiCIREBmnTb8fj/ef/99bNy4EZ2dnfj3v/8tacpxWCwWTJ48GeXl5Zg9ezZmz54Nm80WxxHHl0R8jsTaiTPVOLML+E9jOQ7uPRCnnErBMAxycnIku8Ymg04zMgqOMwtbW1uRnZ0tuI+0eEwQBJHapKxZR8QHM0WcVJ0Po4iXGKO0A4IgCCIRkFkXHX6/H729vfjss88wMDCAoaEh2O12OBwOTJw4Efn5+cjMzEz0MONGIj5HcpkVwIhx19XVJahLB4ykLlssFs0LuVLlVLhzJ1qnzZo1S3BtcnWZtWD0ojFljBAEQSQPRs3RViMGQ4wu3G63puYS4WRnZ8Pv90u+JrUyazbia6CuWQRBEASRvGRnZ2PatGmYNm1aoocyasnKypI163w+n2SHVjntJ4dcDIHdbkdmZmbaGFFtbW2Kj/US3qSD65ab6EhEgiAIIjYsiTjpBx98gMceewxLlizBddddhyuvvJJ/7fjx4/jVr36F3bt3J2JohAbq6+sVO/NKvRYMBiXrzGRnZ+P48eMYGhpCU1OTqeLL6/WisrISmZmZCAQCcLlcsNlsfPcvgiAIgiAIQhqpGoLhtLS0YNOmTTGfh2EYWK1WWCz/+Zni8/kwPDzMG1F6CNd/lZWV8Hq9usfk9XrR2dkpeK67u1v3cTjEi8SxLhobbf4RBEEQiSeuZt0777yDiy++GD/4wQ/w1FNP4Z133sFHH32ErVu38tvs3bsXa9aswWWXXYY777xTVRgQ8aegoABdXV0RphzDMPB4POjq6uILCnO43W5UVFREHCsYDBoiorTArToODw+jo6MDdrs9JpMwXuMmCIIgCIJIdliWxcmTJxW3YRhGcvE2nIqKCpSXlyMUCkm+rteICtd/0Zp9paWlEVF/sRhs9fX18Hg8hi0aG23+EQRBEIknbmbdo48+iiVLlmDPnj1gWZb/E7Nv3z4AIxP+q6++imuuuUay0CyRWAoKChAIBATPWa1W3viSEiFSEXlutztmEaUVs1IOzB43QRAEQRBEopkxY4bqNmqlsMeMGaP4utPpRF1dnaJG02tExar/ampqIn6LMAwTk8FWUFCApqYmwzJLjDb/iOihxXyCIIwiLmbdCy+8gNWrVwMYmcQLCgpw/fXXo6ysLGLbM844A5MnT+Yn++3bt2PZsmXxGCahE6VVPCkRwkXkicVEvEL3KeWAIAiCIAgiOrKysmI+xsDAQIShl52dzf/b5/OhtrZWVqNZLBbdRlSs+k9K31VUVCRV3TyjzT8iemgxnyAIozDdrDt8+DAefvjhkZNZLLj//vvxxhtv4M4775QsElxWVobXX38dd911FzIyMsCyLNavX09GSBLCreJZrVY4nU60tbVh1qxZmDVrluxqkpSYiFfofviqo8vlQiAQiGnVi1IOCIIgCIIYLajVaPN4PALjTSviJhRtbW2y9ZEZhkFNTY0u3RZr1JlY3zmdTs3HoCir0Qct5hMEYRSmm3UvvfQS/H4/GIbBT3/6U1x99dWq+zAMg+9973tYunQp/1xjY6OZwySigDPeysvL+cK/HR0d6Ojo4FeTqqurZff3er2YNWuWoCurw+FAXV2dqeMdGhqC3W4XjDOaVS9KOSAIgiAIYrQgNq24BhBOpxMbNmxAU1MT3njjDUFjCG47bmFX63nE2RjcvidPntSt22KNOhPrva6uLs3HkIuyIhMvfaHFfIIgjIJh1YpLxMh3vvMddHV1ITc3F++//z4yMjL41+6991785S9/AcMwgiYTHMPDw5g/fz4OHTqEs846C//3f/9n5lDTisLCQgAjacRmk5mZieHhYcnXGIYRFAj2er2oqalBW1sb7Ha7ZD1ChmFQUVGB+vp608L4xWO22WwYGhoy5VwEQRAEwRHP+ZlIX8z+HIXrNbfbjfr6euzduxdVVVXw+XywWCwCfed0OnkTS0oXMgyDsrIydHR0KJ6XYRjs2rUrQv+lqm6TG3dlZaVgsdrj8aCpqSkRQyQMRur/HUpLJojRhVFztOmRdXv37gXDMJg1a5bAqNOCzWZDcXExWJbFwYMHTRohESt6Voyqq6v5FUa5xiEsy5pe44FWvQiCIAiCIKSRigirra3ltZu4U6vP5+N1m5SmYlkWHR0dEdF14ig8uVpwqarb5MZNqZLpC9UPJAjCKEw367hJ/ZRTTolqf26/YDBo0IgIowlPD3A4HILXxE1EOjs7NR/XTOFCKawEQRAEQRDSiDVYc3OzIBJMaR+5enMA0N/fD4ZhwDAMXC6XYFuuE6wUqarb5MadquYjQRAEET9MN+s4s+3QoUNR7f/JJ58IjkMkH+ErSJs2bRKIkoaGBtX9GYaRfF5OuBhR54NWvZShWioEQRAEMXqJxjzi9uHqzblcrohtWJbl/wBg8eLF/MK+z+fD0qVLI/RHKqcVyunNVDUfCYIgiPhhuln31a9+FSzLor29HSdOnNC17549e9DV1QWGYVJmUh7tcKJk27ZtAICioiKMHTsWNpsNlZWVmDJlimD74uJihEIhsCyL3bt3axIu1BLdfOgeEwRBEMTohTOTtMAwTIRuKygogN1uV9yvo6MjoiRKZ2dnhP4Qa5LS0lLTFxPNXrSkRWOCIAhCDdPNuvPPPx8AMDAwgCeffFLzfkNDQ7jzzjv5mhizZ882ZXyEOYhr0wWDQTQ3N2Pnzp2C7bxeLywWCywWC6qrq1FfX68qXKjOh/nQPSYIgiBSgSNHjmDDhg3429/+hs2bNyd6OGkDZyZJRccBwk6w69evl9RtYu0gl0mhRFtbW8RxfD6f6YuJtGhJEARBJBrTzbqrr76aT2Fds2YNnnjiCdX6c9u3b8e1116Lrq4uAIDD4cC3v/1tk0dKGInW2nR+v59Ph+jo6MCUKVNUVzCpzof50D0mCIIgkoGWlhY8+OCD6O3tjXjt8ccfx9y5c3HzzTfjf/7nf1BdXY0rrriC149E9HCRZVLdW51OJ7+Y7vP5UFtbK3kMvdrB6XRizJgxgucyMzMVI/SUFhPlouO0RM3RoiVBEASRaEw365xOJ2pra/naFE8++STmzp2LpUuXCgTAK6+8gkcffRTf/e53ccUVV2Dz5s1gWRYMw+D222+nmnVJhFjkbNy40bBUAS2dYKnOh/nQPSYIgiASSX9/P77//e9j0aJF+NOf/hQRmf/ss8/iySefxODgoKAO2rZt2/CDH/wAra2tCRp5esBFlomx2WwIBAKC55qbmzFr1iyBHhw7diw+/PBDQbdX7rdAOE6nk9caXV1dGBwcFLw+MDAgSJUVd4+12+2y+lMuOk4tas7r9UYYhGLjMVYtTLWBCYIgCDUYVmrmNIHnn38ev/71r3Hy5EnVMPjwIf3oRz/Cz372M7OHl3YUFhYCGIlSNJrKykqBgHM6nQIh5fF4EAgEJFdjORiGkRRtHDabDUNDQ8YMOM6kciFkgiAIwlzMnJ/TiRtuuAHvvfcegBHNsGzZMlx//fUARqK5zj//fPj9fgAjmmHq1Kno7e3F8ePHAQD5+fn4+9//jszMzMRcgMmY/Tmy2WySmTBKGs/hcGBgYED12AzDwGq1SmokscaUGpfb7UZbWxvsdnuE/mxqauIfZ2ZmYnh4WLDv0NCQ7PNKY3C5XGhoaODHqkULh49FjHh/te0JgiCI1MGoOdr0yDqO73//+3j++ecxffp0wQooZ9iIH+fl5eHRRx8loy4JkaodIn69oaEBTqdTcn+GYbBr1y7ZOihAaqddUp0TgiAIgoie1tZWvPfee/zi7oIFC1BeXs6//uabb/JNy8aNG4dXX30VL7/8MtavX8/XOP7000/x+uuvx3/waUJ2dnbEcw6HA62trbI/PrQYdQBQUVEhW5+4vr5ecVG/pKSEb8wgjvBraWkRRKqJtaTdbpd8XvxYKuW1o6NDoOe0aGElKM2WIAiCUCNuZh0wMhk2NjbixRdfxJIlS3DeeeehuLgYkyZNQmFhIc4991x8//vfx+rVq/H222/jW9/6VjyHR2hEzUhzu90oKCiQFW0VFRUoKChAQ0MDn2rpcrngcrnSIu2SBBhBEARBRM+bb77J/7u2tha//vWvMX36dP65t956i//3f/3Xf/GGT05ODn7961/zKYxvv/12nEacfoiNMGDEjAsGg5pNOTFSXWPD4TITtCLWoyzLChZK6+vrBQvHPp+Pf16p1Ieczg3Xc+JtxAvUWrSynu0JgiCI0UdczToOl8uFJUuW4Omnn8bLL7+Mf/zjH3jttdfwxz/+EcuWLcOcOXMialIQyYPUqifDMALR4/V6+eLD4Xg8HtTV1aGyshJFRUUIBAIoKSlBd3c37HY7tm3bZngLe6Pqgmg9DgkwgiAIgogezhTJy8vDddddJ3gtEAjgww8/5B9fdNFFgtdzc3Mxa9YssCyLHTt2mD/YNCUa7SIVjcfh8Xiwfv16AEBRUVGEjvJ6vSgtLUVzc7NimZTu7m7+3+Gmm1iXtrW1oaCgIMJ05J7novPkovs8Hk/EMcPvidjwW7dunaIBKNaQdXV1VBuYIAiCUIYl0pJp06ax06ZNM+34Ho+HBcD/eTwexde5P6fTyRYXF0u+xr2+e/fumMa2e/du1uPxsDabjfV4PKzL5VIcq1HXLHf+WK+HIEYb9P8Qkc6YPT+nA+eeey5bVFTELlmyJOK1d999ly0sLGQLCwvZiooKyf3vuusutrCwkD3nnHNMHmniMPtztHv3btbpdCrqNfFzNpuNZRgm4vni4mKWZZV1lJxuFP9xc4J4jhDvzzBMzBrQyLlIq4Y0+rwEQRBE/DFqjqbwNSIqlFIIvF4vWlpaJPfz+Xzo6emRPS6XohAL4ppxnZ2dgtejTUvVmt6qtmILUBcwglCC6j4SxOimv78fAHDKKadEvMYV4WcYBl//+tcV92fj00MtLSkoKEBXV1dEeieXytrV1QWPxyN4ze12o6KiIuJYWVlZAJR1lBZt5nQ6UV9fLzlHiKPhWJZFc3MzBgcH+WtwOp2oq6vTcPUjaNFzWtFTIsWIOTBZdWayjosgCCIZscbzZH6/Hx9++CF6e3tx4sQJBINBXUJqyZIlJo6O0IpSt1MujSEWgRxrjTe1/aNNS3W73YLOXbGkt3JCDAAvxKgLGEGMQHUfCWJ0k5OTg2PHjqGvry/iNa5DLIAIs4hj7969AKTNPkI7UmmkVquV1yuccRauBwFgypQpAh3Ipa4q6Sjxa1L4/X7+fOGEp7aKO72GLxD7fD5UVVUhEAhIdqKVQ0n3aqWkpETQQbekpER2WyPmwGTVmck6rmTGiM8fQRCpSVzMulAohEceeQT19fUYHByM+jhk1iUHShNtTU1NREcsvZSUlKCyshKtra3Izs5WFFVSE5hY8JWVlcFut0eISb3IidJoIDOCIOQx0hgnCCL1mDJlCj766CN0dXXh5MmTyMjIAADs3r2bj8RhGAbnnXdexL6bNm3C1q1bwTAMpk2bFtdxpyNK38ecQSamoqJCch8lHRX+mtxifjAYRHNzM5xOp8CQ02P6cRpVj1EUb4PJiDkwWXVmso4rmSGDkyBGL3FJg73jjjvw7LPPIhAIgGXZqP6I5EE8sba0tPDiOdZJ1+VyYfv27WhubkYwGITP54tIAwgPoeeKEUulQnApug0NDYakMRiZDkFNKAhCHrVOfekOpQkRo53Zs2cDAL744gusWLGC70B63333ARgx6s455xycccYZgv0++eQTLFu2jH8sZeYR+pD6Plb7jpL7DlfSUeGvSaXShuP3+/njO51OtLa28uPgzq0FrZrVCIMpvDGG1ONwjJgDk1VnGjGu0TZHksFJjAb6+vqwZs0arFixAmvWrJGMrB+NMKzJTlhzczMWLVoEhmHAsiwyMjIwbdo05OXlweFw6Or6+uCDD5o40vSisLAQALB9+3bDj11ZWRmxasmJidLSUsXIOovFItslNrwOiRwejweBQECQShCOzWbD0NCQxitJHBTSTqQy9Pk1F/F3rMfjoVX0NMLM+TldOHToEC688EI+BdNutwMAv+jLMAwefvhhXHrppQCAPXv24De/+Q3ee+89fpvx48fjzTffjKi5li7E83Mk/s4X6zCl76jwfadNmwav1wu/3w8AKC4uxrp16xSzJux2e4SudLlcaG9vV/yuFL/GMAxycnIEx1L7buXG0dLSIggcEO+nZU6M9/d6ss7TRoxrtM2Ro+16idHJmjVr0Nvbyz/Oz8/HokWLEjii2DBqjjbdrFu6dCn+/ve/g2EYlJSUYNWqVcjPzzfzlATMFXFerzeiHonNZpNMPcjOzuZFGQdn3Ibvu23bNlWjTgs0gRGE+ZBwNBdxzaVUWYQgtEFmnTb+/ve/44477hAs8HH64YILLsDjjz/OP9/T04OrrrqKf91ms+F3v/sdvvGNbyRi6HEhnp8jKeNLrOPkvqOkFnjDUZs/xN+HAOBwODA0NBSRLhuuJzmj78SJE/x/AWDMmDEYHBxEeXm5qlEkdd0VFRUR+2mZE5PVPEtFRtscSZ8dYjSwYsUKwXxvsViwfPnyBI4oNoyao01Pg+U6cWZmZuJ3v/sdGXVpQEFBQUSKgt1ulxRjYqMOiOzOdvLkSVRVVUnuryXy0ul0jtp0OYJIBJSSYS7Jmr5EEPHk0ksvxfPPP49zzjmHfy43NxdLlizBo48+Ktj2q1/9KoARfTF16lT86U9/SmujLt6Iv+PFOo6LfOQIT1NsaWlRPHZLS4tiOqPU99/AwACGh4clx1FdXc2XR/H5fBgzZgwGBgb4sjoDAwMoLy/XVM5EfN1ccw3xflrmRCNLqSSKZEk/HW1zZDp8dghCjby8PMXHoxXTzbrDhw/zK1GnnXaa2acj4kR4PQ2n0xlTU4lQKCTo1sXh8Xiwc+dOMAwjeJ5hGEEtj66uLgwNDfFptIkWEQSR7ow2oRxvRnvNPoLgKC8vx1/+8hd0dnaiubkZzc3NWLJkCd9wgmPMmDH47//+b/zpT3/C3/72N5SVlSVoxOmJ2ne8eGE23DBTS+BhWTaiNnE49fX1mlOZfT4fHyQQ/pwYrQtMWuc6s+bEZDHHOLgMGKX3Kx7QHEkQ6cfChQuRn58Pi8WC/Px8LFy4MNFDSg5Yk6moqGCLiorYu+66y+xTEWFMmzaNnTZtWlzOZbPZWACG/nk8Hv74LpdL8JrL5ZIch8fjkT0GQRDGsXv3btbj8bA2m431eDzs7t27Ez0kgkgZ4jk/E+lLPD9H4u98sS4T6y2GYaLSfjabTfb8LpdL03HF2zidTkWNqee6w+e68NdcLhfrcrlk58Ro58xk07VivS/3fhHEaIN0MSHGqDna9Mi6SZMmAQD2799v9qmIBOD1eiPSH2JFvErW0NAQ0d1VCkrNI4j4QCkZBEEQowfxd75Yl2mJbOKi45xOJzZs2ACWZSO6trrdbsloMm6OYTWU2Z4xY4bgXKtXr4bL5QLDMGAYBi6XS3MkltJcFx5l1tHRAbvdLjsnRhuRlmy6lqLqCUKaZIk6JdIP0826iy66CCzLor29HZ9//rnZpyPiTE1Nje4U2KysLNnXnE6noJNXZmYmampqUF9fr2oMiEVDSUlJUqUPEARBEAQRHR988AEee+wxLFmyBNdddx2uvPJK/rXjx4/jV7/6FXbv3p3AEY4eOBNr27ZtAICioiKBzpoxY4Zg++LiYhw/fhy7d+9GSUkJLrzwQlRWVuKWW24RGGt1dXURP3qrq6tRWVkp6D4rh8PhwJ49e3hd6vP58OSTT6KhoQEVFRWwWq2GLTDrMdKiNd2SzRyLNv002dJ5CcJoks1YJ9IH07vBDgwM4LLLLsOBAwdw/vnn48knn4yoNUIYT7y6hEl16VLC6XSiv79fdnU0IyMD5557LlpaWgTbaOk2Ke6WFAgEBOKOOlYSBEEQiYa6werjnXfewcMPP4w9e/bwz7EsC4ZhsHXrVgDA5s2b8e1vfxsWiwWXX345li9fjjFjxiRoxPEhGT5Hs2bNijDR5OoYSz1vsVgE3f88Hg/a2toEulLceVYOp9OJqVOnRozHZrPB7XYb3sF87NixgutxOp04fvy45LbRdlBPly6g1EGeSHfoM06ISZlusA6HA7/97W8xbtw4vPvuu7jmmmvw9ttv4+jRo2afmogD4lU+rjOrXDFgn8+nKLpYlkVzc3PENlpWKMTpCt3d3YLXW1paaDWPIAiCIFKERx99FEuWLMGePXv4bp5SGmLfvn0ARjTEq6++imuuuSamxleENsTNHADphg5yz4cbdQDQ3NysOfItOztbkNra1dUVofuAEZ1qRtSLuKmG+HE40UakpUvJCbOjjihyL3HQvR+Bmp4QZmG6Wffggw/i9ddfR2lpKViWxaZNm3DbbbehoqIC5eXlmDt3LubPn6/6981vftPsoRJREP7l5HK5MHXqVADA1KlT4XK5YLPZdB1PLNw4ogn9F+/DsizVECAIgiCIFOCFF17A6tWrAYzM3wUFBbj++uslO72eccYZmDx5Mm/kbd++HcuWLYvreNOdeP0o9/l8sFgs/I9eqfebYRj4/X7evN2+fTuKiooijD6n04n6+npT0knLy8sVH4ejxXRLZ9PD7HRes+qFpfN7YhRUq22EdDHWieTDdLPuj3/8I/70pz/h3XffBcMwAMBPrsePH8dnn32G/fv3K/7t27ePXzUlEk/45FVdXY1AIAAA2LlzJzo6Ovhiuzt37sRbb70Fi0X7x0wckccwTNQrFPX19fxnjoNqCBAEQRBEcnP48GE8/PDDAEZSJe+//3688cYbuPPOOzFt2rSI7cvKyvD666/jrrvuQkZGBliWxfr162nOjwGxUVFdXR3xo1zKSDOCUCgEt9vNN7MQazlxdOXAwACGh4fh8/n4DA+Px4Ouri4UFBToinrxer2YNWsWLBYLLBYLZs2aJWnSGB1JE0/TQ86EMsucMjvqyKzIPTKi1KFabQRhLqbXrCsqKjLkOOG1SQh1zKxlIlWjRA652iVy265evRpPPvmkYfU5qIYAQRAEkUwkQ62xZOeJJ57AE088AYZh8N///d+44YYb+Nfuvfde/OUvf5HVhX/4wx/w0EMPgWEYLFy4EA888EA8hx43zP4cifWTuHaczWbDtm3bUFpaKqnzGIbB+vXrUVVVFVVKss1mw9DQkORYtO6nB64+nLhmMhAf7SiuAR3tdWhBThunqmY2a9zxfE9SlVT9zBCE2Rg1R1uNGIwSf/rTn8w+BRFnpGqUyKFHoPl8PqxatYpPYwgEAqiurkZ3d7cu4y68IG9JSQlcLpfgGARBEARBJC/vv/8+AOCUU07BokWLdO173XXX4Q9/+AMOHTqkS68QQlpbWwWPxQaW2+1GQUEBn10hpqKiAnPmzEFXVxevyYLBoKZmEdzxOerr6wWNFo4dO4aenh7J/UpKSuD1elFVVcVv43A48Prrr2POnDmy5+OiqKSIR7SQuAmGkami4kYV4veWu75UjZISfz7UtL7Wxh1mvifpgt57TxCETlgiLZk2bRo7bdo0U47NMAwLwJQ/pWMXFxezHo+HtdlsrMfjYXfv3i05Po/HI9jP4/GwLMuyu3fv1rS/mSTDGAiCIIjEYeb8nC5UVFSwRUVF7C233BLx2j333MMWFhayRUVFsvsvXryYLSwsZMvKyswcZkIx+3PkdDoFWsrhcETolw0bNrAWiyVCx3k8HnbDhg389i6Xi3W5XJr1o5o+CtdSDodDsK/L5YrQgQBYi8WiqL1sNpvieKJBj+YzUx+K74f4veWuT04/pxtar5M0O0EQ0WLUHG16zToi/TCrRokaPT09mmpHyK0MKtWeiFcRWap/QRAEQRDKcFH5p5xySlT7c/sFg0GDRjT6EEfMcYXTwwuoL1iwIKIxGMuyCAQCWLp0Ka93Ojo60NHRoSmqjkujC4902rhxI8aOHQuGYZCRkcGnF23bti0iLbG7u1syIiwUCgm0l1j3lZSUROzDdZqtq6uLSiPq0XxmFqgX349AICBZQ260dLTUGkFITQMIgkg0CTfrQqEQ+vv7Ez0MQgcNDQ1wOByGH5dhGMyYMUPz9nKTqzhM3W63w+v1Kk7O8TLRUjXFgCAIgiDiBWe2HTp0KKr9P/nkE8FxCP1o6eA5MDAguW9HR4diCrK4YQRHdna2wBibOXMmxowZg7lz5/IGbigUQjAY5LWa2GTLzMxUNWnb2toidB8AgVG1e/duhEIhtLe3o7a2NiqNmCyaT+q9lDKhRos5ZXZ3WoIgCKOIu1l34MABPPbYY7juuutQXl6O4uJiQbvzgwcP4tvf/jZeeuklQVFPInkoKCjAiRMnTDl2VlaW5m3lJtf6+npBV1mfz4eamhrFyTlegooEAkEQBEEo89WvfhUsy6K9vV233tizZw+6urrAMEzamg3xQC3KSi26TCmKjmVZScMuEAgIjLGenh74/X7Z40hptYGBgYhzWyzCnztutzti3+7ublmjKlqNqKb54pXVEW3EXLzGF2+k7ofatabrvSAIIrmJm1l38uRJrFy5EhdccAGeeuoptLe34/jx42BZVjCpfvrpp9i8eTPuu+8+VFVVYceOHfEaImEgeky3cLq7uwWPGYaBzWaTFHV1dXWSx5AqeNzW1qYoVuJloo2WFAOCIAiCiJbzzz8fwIjx8uSTT2reb2hoCHfeeSefmjl79mxTxjfa8Xq9KC0tjekYUmYey7JoaWnRfAy32x2hG8Ox2WxgWRY7d+6M0F56dJ84ek8qZVYKNc0nldVhhikUbcRcupZukbofatearveCIIjkJi5m3dDQEBYtWoQ//vGPfCcouRW3Tz/9lP/3v//9b1x33XXYuXNnPIZJ6ECtbt3g4CCys7N1HXPMmDERqQsVFRUYGhpCRUVFxPa1tbWyx5ISYUpiJV4m2mhJMSAIgiCIaLn66qv5FNY1a9bgiSeeUE1t3L59O6699lp0dXUBGOkA+u1vf9vkkaYvSuZETU0Nn5ZqJA6HQ3O3WKfTKWm6hcO9JqW94qH71DSfVMReMplCyZLGGw/UrnU03QuCIJKHuJh1K1aswIcffgiWZZGVlYWrr74aTz75JC666KKIbd1uN66++mpkZGSAYRgcP34c//3f/01FgpOMhoYGeDwexW38fj+Ki4vhcrlgs9ngcrngcrkiouQYhoHT6RSkLjAME1H0VrxfS0sLv/K4ceNGwUpkXV2dLhGWSBONQusJgiAI4j84nU7U1tbymuDJJ5/E3LlzsXTpUnR0dPDbvfLKK3j00Ufx3e9+F1dccQU2b97Mp1jefvvtVLMuBlpbW2UfG2VUuFwugVYTN4uQw+FwYOrUqSgqKsKxY8f4OsoOhwPFxcWatJ+a7gvXZuL6e0rRfHoQG43BYDAisjCRptBoKt2idq2j6V4QBJE8mG7Wbd26Ff/7v/8LhmGQm5uLv/71r7j//vsxf/58SRF15pln4v7778dLL72E8ePHAwB27dqFf/zjH2YPldABJ3LUDLuenh7Y7XYMDQ2hvb0d7e3tsFqtgm2sVmtE2qp4ZbWgoCAiuo5lWX7lsaqqSrASWVtbG7X5JmeemWWqJdMqKkEQBEEkA5dddhmWLVsGi8UClmVx+PBhvPHGG9i1axe/eFdbW4vf//736OrqEmRt/PCHP8S1116byOGnPOLsCO6x1+uF3W6X3Mdiscg2j7BYLCguLgbDMHyX1YaGBj46rq2tTfa4wH/Kong8HhQWFqKjo4Ova8c1uhgYGEBWVpZm7aek68K1mViTGmXUcNF93D2TyjxKpCk0mkq3qF3raLoXBEEkDwyrNd48Sn75y1/iz3/+MxiGwe9+9zvMnTuXf+3ee+/FX/7yFzAMg61bt0bsu3HjRixevBgMw2D+/Pl44oknzBxqWsG1td++fbup5/F6vaiqqkJPT4/sNgzDwGq1wu12o76+nhdAHBaLha8vI8bj8aCpqYk/V01NDdra2vh0ajmsVmvUDUoqKysF4+PGIPd8rGRmZgrGarPZNK8uEwRBEKlFvObndKGtrQ0PPPBAhE5kGCZCB+Tl5eGOO+7At771rXgOMSGY/TmS0yZiLQSMvBdjxowRdIcVvz/ix5zhUVpaKkipldOE4ZpLPDbxWOQ0pRglXSc+h1jLGpmBEc9zEQRBEOZj1BxtemTdhx9+CACYNGmSwKjTwpw5czBlyhSwLKtoBhGJo6CgAOPGjVPcJjwCrqamRrA6BUBRVIWH/4enLIij7MSdvvTWy5M7Z/hjs+pVUGg9QRAEQUjjdrvR2NiIF198EUuWLMF5552H4uJiTJo0CYWFhTj33HPx/e9/H6tXr8bbb789Koy6eCDWIiUlJZJGHTCi88KNOinExipXn01c+05KE3L16eTGJoaLlhs7dixsNptsNoSSrhOfg6uhzJl5WjIttGZkKJ2LjDqCIIjRi+lm3WeffQaGYTBz5syo9p82bRoA4MiRI0YOi4gSsfDYuHGjrs5dLS0tKCoqAgC89dZbqtsHg0FJgSMORxebdT6fL+pUVTnzzCxTjULrCYIgCEIZl8uFJUuW4Omnn8bLL7+Mf/zjH3jttdfwxz/+EcuWLcOcOXMitAARPWJtAkDSqJMjKytLceGUS31Vw+PxoKurK6IpmFy6LcuyfPqqz+dDMBiULTGipOuUtJnW8iVatyMdSBBEtPT19WHNmjVYsWIF1qxZg76+Pl37U+305MZ0VcOl82VlZUW1Pye8SIAlB2LhUVVVpblzFyCMsluwYIHsduH1O6Ta2XMRetzKY3l5ecQxoq3/JieazBJT1CGWIAiCIIhkQqxN9DZVCAQC8Pv9kq9xkXIlJSWKx+C0Vk1NjeCHpFQdYzWkjEElXaekzaQi8qR+8GrNyCAdSBBEtDQ2NqK3txehUAi9vb1obGzUtT/VTk9uTHfAuCYRe/fujWp/rkbJqaeeatiYiOgRCw1x+oIUXFFgMXIpE06nM6IJhVo7e05wqY1XC3KiicQUQRAEQRCjDaWmEtEQCAQUNRTDMAKjTkr7iY02sW4Uc/LkSU2RI+Gmm1warVREntQ4qcwJQRBms2/fPsXHaphV5okwBuWZzQCKi4uxf/9+dHV14cCBA5g4caLmfZubm7F7924wDIPi4mITR0loxe12KzaHkEuVcLvdaGlp0RSF5/f7kZ2dLSi2a7fbI44pVc9OXE+FhBFBEARBpC5+vx8ffvghent7ceLECdUGU2KWLFli4uhGB1K15WKBi6iTi9ZjWRaBQACAfBQb13BMrnmZmFAohFAoxBtpTU1Ngn2am5sxZcoU5OTk8NfK6dDwfQDw5ws/P1fiJXyc27Zti9iOIAjCSPLy8tDb2yt4rAfxb3v67ZxcmN4N9rXXXsPPf/5zMAyD2bNn4/e//z2f0qrUDba3txfXXHMNDh06BIZh8OCDD+KKK64wc6hphVldwsIFkt1uF4g3p9OJrq4u7N27F1VVVRHCzuFwqBYg5o6jRRRKdWOVEnAUAUcQBEEkC9QNVhuhUAiPPPII6uvrMTg4GPVxxPoyXYjn50ip+2o0uFwuNDQ0RHSCFSO1ACz1nNPp5Bd6tWZ87Nq1C0VFRZqvi+uGK4dSZ1mtkIYlCEIvfX19aGxsxL59+5CXl4eFCxciNzdX8/70vWMORs3Rppt1oVAICxYswL///W8AIx2O7rzzTkydOlXSrPP7/Xj55Zfx2GOP8RNuXl4e3nzzTdUQd+I/xEPEicWbzWbDtm3bZMVXRkYGQqGQ6oo4wzCq23DpEfRlQhAEQaQSZNZpY+nSpXjjjTd0RdGJkVoMThfi+TmS6wIrhsu2cDqdCAaDsjXrrFarJmONYRisX78eS5cuRWdnJwBgxowZ2LJli+znQs+CL6C9aYaa+WbED14jDD+CIAgi8aSMWQcAW7ZsQU1NDU6cOME/d9ppp2FoaAjHjh0DwzC4/PLLsXfvXmzevBnDw8P8JGyz2fCHP/wBX/va18weZloRDxEnJSoAeeFjsVjAsmxMwhsYWZG12+20AkCkPLSaRRCjDzLr1GlubsaiRYv4xbuMjAxMmzYNeXl5cDgcupqOPfjggyaONHHE83MUPleFp7CG//vkyZOCsihKiEuoAPILtZzm02qq2Ww2vtMsN75NmzYhGAxGbMelqYrLtDidTgQCAdjtdvj9fpSXl8dlfpZaBFeK5hutkHYiCCLZSSmzDgA++ugj3H777Th06NB/Ti7Rdp1lWX7CzsnJwcqVK/HNb34zHkNMK+Ih4sSTZV1dHebNmxezGaeEx+NBIBBAR0eH4Dmp+iE0cY9AoiZ5oVV0ghh9kFmnztKlS/H3v/8dDMOgpKQEq1atQn5+fqKHlVQk6nMkpymkNL0eiouLsWfPnohyKQzDwGq1ak5XlZtHleZbNZ0ULx1FmkAbdJ8Igkh2Us6sA4AjR45g9erVeOWVV9Df3y+7ndVqxSWXXIJbb72VxFmUJELEaU2T0IJUfTuXy4X29nbYbDbBCqnVakV5eXlE/ZJAIEDmFEjUJDO0ik4Qow8y69SZN28e9u/fj6ysLLzzzjs47bTTEj2kpMPsz5FcNJ1UveJ169Zh/vz5UUfWOZ1OTJ06VbAQy8EwDCoqKmT1pVq2BXcdra2tyM7O1qUNvV4vqqurI8Zllo5K1sXVZBsXaSeCIJKdlDTrOAYHB/Hxxx9j06ZN+OKLL9Df3w+73Y5TTjkF06dPx6xZszBu3Lh4DyutSMSPASMLEBcXFyMrK4uvUVJWVoaGhgYUFBRg7NixurqScY0vtAqLZBMlsUKiJnkhI5UgRh9k1qlz9tlnY3h4GOeffz5Wr16d6OEkJWZ/jmbNmiVpnkmhtU6ceJ9w40yu2QPXjEKq2yvXKAIAb8hlZWXxZXfKysoAICIbQ+s8K7cIPdp0VKK1iliXS2XYGDWeZPkNkCzjIAgiOgybo1kiLZk2bRo7bdq0uJ7T4/GwAAz5s9lssuex2Wy6j+fxeGSPt3v3btbj8bA2m431eDysy+XSvK/ZiMe2e/du3ccQvy+JvB5CiBHvL0EQqUUi5udUo6Kigi0qKmLvuuuuRA8laTH7c8QwjGGaTuqPYRjBnCelIRmGYV0uF7thwwbJ110uF8uybIRuEx9Dq74UI6c3jdJRqaIBxPdBzz00AvF773K5dN83rfc6WTRzsoyDIIjoMGqOTkhkHWE+iVi593q9mDJliiE165RWyaJJt1VaBRUfT6rIcaK6zxqxmkmrcwRBEMkDRdap853vfAcff/wxvv71r+MPf/hDooeTlJj9OeKagpmJuOYw19BB3ClWLnKPK4+iNFaxpos1sk5vtoae4ydrdH2ix2lEhojWa0iWbJRkGQdhPH19fWhsbMS+ffuQl5eHhQsXIjc3N9HDIgzGqDlaezstgvj/eL1eVFZWIjMzE5WVlfB6vQCAgoICVFRUxHx8l8uFQCAQcXyO+vp6eDwexWLG4k5xbrdbdtu2tjbBYynB19zcjJqaGi3DNxTx2MSPtVBQUICmpiYMDQ2hqamJjDqCIAgiqbnooovAsiza29vx+eefJ3o4oxIuhVQOp9MZ8zlaWlpQXV2N5uZmDA8Pw+fz4eTJkxF1reVSbLu7u1XPUVZWBo/HA5vNxpuDWqmvr4fL5QLDMGAYBi6Xizfq5LSwHqQ0nhHHNRpOd0dzD+XQc51iDa+k6eUQ3+vm5mbJ8xpxLiNIlnFoIRk/s8lMY2Mjent7EQqF0Nvbi8bGxkQPiUhiTI+s+973vhf1vlwHKJvNBqfTiTPOOANTp05FRUUFJkyYYOAo0w8zV1ylVqe4lVGugG9/f3/UK7Iej0dyJVNcFDi8aLC4RsmqVatQW1urKZpMfD1SzS2A+K1qhUfCiQs5J+uqK0EQBKENiqxTZ2BgAJdddhkOHDiA888/H08++SQyMjISPaykIh4NJkpLS3XXotOLVDaDnn3LysqwdetW+P3+iNe5+sfd3d0RWlAp60BLRoIR0WZSxwCg6bipnjWh5/4Zca1yWTni8ybLfU2WcWgh0ZGXqcaKFSsEDXYsFguWL1+esPFQpJ85pEyDiaKiopjbuYthGAYXX3wxli9fjlNOOcXQY6cLZoo4LY0kGIZBTk4O/H4/ysvLI4rByuFwODA0NKR4fPEkEOskIZ4Q29raJM8fr8lHfD1GdLZNpUk/maD7RhCE0ZBZp43u7m7ccMMNOHbsGM4++2z86Ec/gtvtJt33/4nH58hmsyEYDJp2fEDerON+O8i9pvTzpbi4GOvWrYtoSsHpOCkjMlzjadGVRqQpSmkMcaMNueMqLZyngmaJd5ond6/Fhh2ll8ZOqqXsJlrbr1mzBr29vfzj/Px8LFq0KG7nT/bxpAspZdYJTqgw+Yq3U9qGYRhMmjQJa9euxamnnhr7QNMMM0Wc3m6sDMNgxowZAICenh7FbbOysjBp0iTs3LlTdpvwSUCqTl6sk4RUDbuKioq4fZmbMenRqld00H0jCMJoyKxT58EHHwQAfPLJJ9i4caNg0dfpdMLhcESUu5CCYRj885//NG2ciSQenyO9ek8L2dnZgii44uJijBs3Di0tLRG15aQWT+WeD4fTba2trRFmo8fjkVxADtdaWnSYWfogltpqbrc7ZTRLovQV6TrjMeuemmWqJfozII5kmzdvHtavX5+wyLZki/RLF1LGrDt8+DD8fj9+8pOfYOvWrWBZFmeeeSaqqqpQVlaGCRMmYMyYMfD7/fj888+xefNmvPHGG9i5cycYhsH48eNx6623IhgM4ujRo+js7BT8DzV79mw888wzZl5CSmKmiIt2pVUqvVUKNaNWafUTGBHyx48f1z0+jkSvuJgxiaTaqleyYOZ9S/TnjCCIxEBmnTpSWRnhukBLxgbLsmAYBlu3bjV8fMlAPD5HapkUcmVDlBBrPC6joqSkBAAEKaviSCin04l169ahqqpKk4ko15hCCr2RdWbN4VqPKzVGsYmZzFovURpI7rykyaIn1Uy1ZPtNlOjItkSfP11JGbMOAG6++WZs2LABALB48WLccsstsFqtivu88MILeOCBBxAKhXD55Zdj5cqV/GubNm3CjTfeiKNHj4JhGDz//PM499xzTb2GVCOeNev0kJWVhcHBwaj25VYNwycBKSFptVpV03SNxsiJyoxJL9GrSKmKmfeN3hOCGJ2QWaeOOCsjWsisiw0tek8cKQf8p3yHuO4uoLwgq1Y/rK6uTrNRB0hHm0kh7vCqV4clwuiROqdc2i+hDmmy5EPqNx6X7h3L/1/J9l4nOrKNataZQ8qYdW+//TZuvfVWMAyDm266CT/96U817/v8889j5cqVYBgGzzzzDGbPns2/9u677+Kmm24CwzC46qqr8Mtf/tKE0acuZoo4r9eL6upqTTXoosFisQi+tAD5L1K5yLpYa7zpJdm++MXQimF0mHnfkm1ljyCI+EBmnTqtra2GHau8vNywYyUT8fgcydX5EiPVyEG8H5eaqlbD2OPxoK6uTrJJmN7FYk6Lqe1ntVpRXl4e9RyfaA0obkzG1YsmrSePWr1q0mSJR2tTEL0k228iimxLTwybo1mTuemmm9jCwkK2oqKCHR4e1rVvKBRizzvvPLaoqIi9+eabI17/5je/yRYWFrKXXnqpUcNNG6ZNm8ZOmzYtbuez2WwsgJj/LBYLa7FYWIZh+OeKi4vZ3bt3S5539+7drMvlYhmGYRmGYR0Oh+B4Ho9Hcdy7d+9mPR4Pa7PZWI/HI3seNaxWq+C8Vqs1quMQowePx6Prs0oQRHoQ7/mZSE/i+TkSz1dSf+I5TKwLbTYby7JC3aakBcMfO51Odvfu3Zq1JsMwAk3HaT2r1RpxbCPmYblrjRcul0twfpfLFdfzpyLiz7TT6SRNlmRw/9+K/z8N/y4x4jdcojly5Aj73HPPsffffz/73HPPsUeOHEn0kAgDMGqOVq/OGyObN28GwzAoLy9XTX0VwzAMvva1r4FlWXz88ccRr0+ePBkAsH//fkPGSmjH6/WisrISmZmZqKys5GuNxEooFEIoFALLsvB4PGBZFps3b45Y8eDOX1RUBLvdjl27diEUCkWsgrW1tSmej1v5HR4eRnNzM2pqanSP2ev1RkQCZmdn6z5O+PHC763X6436WETyUl9fD4/HA5vNxof1EwRBEESyUVdXB4fDobhNS0uLQLe43W7B68PDw7BYLKiurgag3GhOrKl8Ph9KS0sj6iUrNRlpa2tDTU0NvF4vCgoK0NTUhPLy8ohji/eJBvG1BoNBRf1mtM7r7OxUfExEIn6v/X4/abIkg/v/1uPxCJ7n/n8z4jdcOIn6/ZWbm4tFixZh+fLlWLRoEaWgEgJMN+uOHj0KALDb7VHtb7PZAECyYQDXBZbClOOP+AtycHBQIOSys7M1FYBWQikNprq6WnB+TvyJBZP4sRjxZB2NUKupqYkQf4FAQPdxwo9n5OQjhszA5IATIUNDQ2hqaqJUFYIgCI2EQiH09/cnehijhtraWtVGEizLCnQLtyAVrgVZlkVHR0dEGqwWvejz+SKajMgZb+KxcIg1nvi8appRDvG1siyrqN/M1nmEOuL3ury8nDRZkiK3uG3Eb7hw6P9LIhkx3awbN24cAGDLli1R7c8VBpZymY8cOQIAGDNmTJSjM48vvvgCTz31FGpqauDxeDBz5kx87Wtfw6WXXopf/OIX2Lx5c6KHGBPiL8QtW7YIhJzf70dZWRlcLhcYhonKuMvOzpY1lsSrhh0dHcjMzEQgEIDL5dK8MqbX3JNCylSMVvABxk8+YpJ1MiITkSAIgpDiwIEDeOyxx3DdddehvLwcxcXFglp0Bw8exLe//W289NJLcW8wlY6I5+MPP/xQ1/5tbW38gpSWrJqysjI4nU7Bc0pRc4B0ZJ7NZovQm83NzbBYLJg1a1ZEFkhZWZkh0VRy18rpN/H9NFrnlZWVKT6WYzTrLspuSB3kFreN+A0Xjtm/vwgiGkw364qLi8GyLHbu3Il3331X175NTU3Yvn07GIbhi/RxhEIh/rUzzzzTyCHHzNq1azFv3jw8+uijaG1txRdffIHh4WH4fD7s2rULa9euxVVXXYU777wz6s6oiUbLF2J3dzfsdjtYllVMd5AjEAjoMpaGh4fR0dEBu92ueWXMiMlanPJqsVhimvSNnnzEJOtklKwmIkEQBJEYTp48iZUrV+KCCy7AU089hfb2dhw/fjxCV3z66afYvHkz7rvvPlRVVWHHjh0JHHXqI56P9Wo4LuV11qxZmDZtmuQ2DoeD114NDQ3o6uri9ZjL5cL06dP5xV61FFxgpLnY0NAQKioqIl7jIvoACDRfQ0ODodFUcvpNfD/F2Uax6ryGhoaI69LCaNZdlN1gPPE2f402XM3+/UUQ0WC6WXfZZZcBGJko77jjDs11FHp6evCzn/2Mf3zJJZcIXv/b3/6GAwcOANC+ghQPnnnmGfziF7/g0yDtdjsqKytx5ZVX4qKLLsJpp53Gb/vKK6/g5ptvxsmTJxM13Kipq6vjV0EdDodkmjPXXUkOtWg7TjyEw9VEUdpXj/lkxGQtTnnNyMjQdBy5Sc3s1b5knYyS1UQkCIIg4s/Q0BAWLVqEP/7xjwgGg4oLf59++in/73//+9+47rrrsHPnzngNNe0Qz79Kdd44xFkUnEHGZciIOXHihEB7hesxu92Onp4e/j0vLCyMiLwT4/f7AfxHQ0nR3d1tqkEj1m91dXWSHS2jrY8mpxuj1bKpprtGcyRgKhBv89dow5WiLYmkJOYWFSqEQiH2qquuYouKitjCwkJ2xowZ7J133sm2tLSw/f39gm2PHz/ONjc3s3fffTdbXFzMFhUVsUVFRexVV13FhkIhlmVZ9osvvmDr6urYmTNnsoWFhWxRURHb2dlp9mVoYsuWLWxRURHf/eO2225jv/jiC8E2Q0ND7DPPPMNOnz6d3+6pp54yfCxmdgnbvXt3RNdVqb/s7GzZbl9OpzOig2q0f+LOXmZ3cBJ3HxJ34dJ6/kR1A03W7knUHZUgiNEAdYPVxt13380WFhayhYWF7Nlnn80uX76c/ec//8nedtttvP7j2LdvH7t8+XJeOxYWFrILFixgh4eHTR/nZ599xv7mN79hr7zySvZrX/saO3PmTHbevHns4sWL2b///e/s4OCgKec183OkpVOm1JyttVsrwjq2SmkR8XEYhmE3bNgQobfEY1S6Bm6MUt1oXS6XKVpIrotutPrGaJ2UarormcZLHTwjSXRXZIJIJoyao00361iWZffv38/OnTuXF12cCVdUVMSWlZWxFRUVbGlpqeB5btsLLriA3bdvH3+sN998U3CM2267LR6XoIlbbrmFf2N+8IMf8AajFM8++yy/rcvlYk+cOGHoWMwUcUpiSesfJ86MMOs4IccwjGmCKxzxuF0uV1TmF01qQpLVREx26L4RRGpBZp063OJnUVER+/Wvf53dtm0b/9o999wTYdZxdHd3s5WVlfzrr7/+uqnj/Otf/8qec845/Hsq9bdgwQJ28+bNhp/b7EVZbl5xuVxscXFxhM7itrFarazT6WRtNluEqaf0J1705Y4htQgabswoaVBuDFarlS0uLmazs7P514qLi/kxG2mgyd03OfMymnlabtxKulGLNkg1/ZBMuvm5555jf/GLX/B/zz33XMLGkiwkk5lKEInGqDna9DRYAJg4cSIaGhowf/58AODD2lmWxYkTJ3DkyBH4/X7B8wBw8cUX46WXXhLUpNu7dy9/jIqKCqxcuTIel6DKwMCAoCbf0qVLFVM1r7/+epx++ukAgP7+ft3FexOJES3h3W63oeHF3OfGbrfHlIKqJcRenCYQbVpFsqajJgqqHxIdo7nmDEEQ6cnLL7/Ma8EHHnggom6xHDNnzsQvf/lL/vH//d//mTI+AHjhhRdw99138+mXOTk5mDdvHq666io+lQoAduzYgZqampRKy1VKSeXKnlRXV6OlpQXBYBA+n4+vzaylvhzDMBE1m7ljcCmjYg3NlUHZvn277HG5MQSDQfT09PDvDTDS8K6goEA21bO5uVk1tVJNI6rVpuNS62pqanSlcnLHFaOkG7VoAzXdlWxpp8mkm/ft26f4eDSilkaabJ8ngkgJYrb7dNLd3c2uXLmSvfDCC/noufC/b3zjG+xdd93Ffvzxx5L7NzY2sg8++CD73nvvxXnkyrS1tfEOqtaVhPBIvGeffdbQ8Zi54iqX2qrnLysrK6o0WLX0W62rbHKrP1pWhcSrui6XK6r7KLeimWornSybmmNOF5JppZkgCHUosk6dBQsWsIWFheyFF14Y8ZpSZB3HpZdeyhYWFrJz5swxZXy7du1iZ86cyb+XP/vZz1ifzyfY5tNPP2WvvPJKQYSdUsaFXuL1OZKaY9QyI9R0olQard5z6P1jGEZT9J+ShlfTiOJ7ZbVaI7RRNNFH0UToGaEN9I5VTQvGqhWTSWtSZJ1+RnPkHaVNjz6MmqPV+6kbzMyZMzFz5kz8/Oc/R39/Pw4fPoy+vj7Y7XaMHz8eZ5xxhuL+V1xxRXwGqhObzYYLLrgABw8exKmnnqppn4yMDP7fAwMDZg3NcMrKyviuWmIcDgd/LRaLRbYocbRdcAsLC2G32yVXGIGRhh5er1ewOuj1elFTU4O2tjY+ok+8strS0gKv1xvXYrvciqaY8BVUbjVUartkIhXHnC643W7B/w+jPUKTIIjU57PPPgPDMJg5c2ZU+0+bNg27du3CkSNHDB7ZCM8++yyGhoYAAOXl5XjooYdgsQiTVfLy8vDMM8/goosuwvHjx7Fjxw689957OO+880wZk1lIzTFq2oj9/1GRDMMgJycHJ06cwJgxYxAIBFBSUoJAIIBNmzbJ6sSTJ0+itbUVTqcTgUCAbzASCyzLYnh4mO9UK6dPla6ttbVV8bH4XpWXl0dooWh0pvi4Ho9HVWMZoQ30jlVNC8aqFeV0cyJYuHAhGhsbsW/fPuTl5WHhwoWJHlLSk2oNTYyksbERvb29AIDe3l40NjZi0aJFCR4VkQrEJQ1WjpycHJx11lkoKyvD9OnTVY26ZOacc87BE088gYaGBvz+97/XtM+WLVv4f48fP96soRkO1yJeioGBATgcDjAMo6l7mF66u7tRX18v2xXM5/NFhPpLpQKIRQvLspLPS4mb7u5uxcexkoqTWSqOOV2g7lUEQaQbnBGWlZUV1f6ccSY20IwgGAziH//4B//4lltukT3Pqaeeim9+85v84/b2dsPHYzZSHU7F6Z1ysCwLn8+HkydPwufzYdq0adi5cyc6OjoQDAZldWIoFBKk1+o16qxWK5+OK+5Syx1fDiVTKzs7O+I44Sl9WubjaFI5o5nnpfbRm4aod6xqWjCdtGJubi4WLVqE5cuXY9GiRcjNzU30kJKeZEpjjjeUNk1ES0LNutHMRx99xNffA4Czzz47gaPRTniUmlxdkoGBgZhXQOVwu90oKChAV1cXiouLJbdREwPNzc0IBAKS+xkhtKTEkB6BlIqTWSqOOV2gWn8EQaQb3AJmuE7Sw9atWwFAc6aDHgYGBvCd73wH559/PiZPnqw635122mn8vz///HPDx2M24jmmtrYWPp8vqmP19PREva9WHA4HTp48yWd5sCyLnJwcwTZSC74Mw8DlcikaYWLtGAqFBAvBWmrABQIB3kBUOx9HNPO81D56a9zqNQnVtGAitCLVSUseRvPicl5enuJjMX19fVizZg1WrFiBNWvWoK+vz8zhEUkMmXUJIBQK4aGHHuIf5+XlRZ3qEW/CJ/p4p+5mZ2cjEAggMzMTNTU1WLduHViWhcvlEmxXUlIieCwlBjo6OiLEGrdSrCaI6uvr4XK5eLEVCAQEk7+UGNIjkJQms2QVHbFMwMl6TQRBEERiKC4uBsuy6OrqwoEDB3Tt29zcjN27d4NhGNlFvVgYN24c/ud//gdPP/003njjDUFJEyk++eQT/t8TJ040fDzxRpz6GU40kYxOpxM2m002Y0IvUgvGfr9foFHWrVsHj8cjiLhjNTQpUzKXtESJ1dTUoKOjQ7UpmpIuikUz6Y1s02sSqmnBRJg11IQreRjNi8sLFy5Efn4+LBYLMjMz8emnnyqacFzabCgU4tNmidEJmXUJ4NFHH8WmTZv4xzfffLNi59hkQjyxx3vcHR0d/IRbXV0tuU1nZ6dAwHDiQEx/f7/gsc/nw5QpU1TFT0FBAex2Oy+2Ojo6BJO/lBjSI5CUJrNkFR2xTMDJek0EQRBEYuBSR0+ePIl77rlHc1mN3t5e/PznP+cfz5s3z5TxaWXHjh3YsGED/zg8JTZVEaeChqO3/InT6URXVxeGhobQ1dUlW2JFCj3GYHZ2Nurr63mNMmfOHDQ1NcFqFZbuVjOvws0msbmoJUpMqxaU00VerxelpaVRaybxGLk6z0ahpgUTYdakU+qtHLTonfxwadN5eXkYGhoCy7KKJhylzRIcZNbFGXFNu/Ly8qiKkhYWFir+mYV4op8xY4Zhq6Fq+P1+weOOjg7MmjUrotkFy7ICAcOJA7EIlErVFe8rh9LkLxXmrxT6r2eSNVt0mLWaq8RoEFIEQRCEdi677DL+h/z777+PH/3oR9i5c6fs9n6/H3/+859x1VVX4fDhw2AYBnl5eViwYEG8hixgcHAQDQ0N+N73vsfX36uqqsKMGTMSMh4jkSojEg2cUce9zwUFBaivr5ddBM7OzuYzGhwOhy5j0OfzobS0NEK36E3LDDebOHNRT004reeT00U1NTURacR6NJO45rNUnWc9pIJJNBrKtNCid+qg1YTTmzZLpC9k1sWRV199Fffccw//+LTTTsOqVatUUyiSCXEIe1ZWlun1R5SQ60oLjHR4lSv8qxYRqCZ+lCZ/qTB/pdB/PZOs2aJDaSxmiYHRIKRSlVQQ4gRBpB8WiwUPP/wwxowZA2BkPq+qqsI3vvENvPnmm/x2y5YtwzXXXINzzz0XdXV1OH78OFiWhdVqxcqVKyMip8zk8OHDuPPOO3H99dfjvPPOw913382nOH3rW99CXV1d3MZiBHLf/0bN0eFGHXeuKVOmRCykejwesCyLEydOIBQKIRQK8QZoOFzas1w9ZSljKpa0TD014bjra2trg9PphNVqVTyfnC6S0qZ63o+CgoIIs1V8TD3zfiqYRKOhTpqWRW+qgZYcaDXhwtNm8/PzqdvwaIYl4sKf//xntrCwkJ02bRo7bdo01uVysZs3bzbtfNx5zMZms7EATPlzOBwswzAswzBscXExm52dHfWxPB4Pu3v3btbj8bA2m411Op2q2yvBHctqtbJOp5O12Wz8OWK9hzabTfW8sZxP6XhWq1V2LHrGGcsYYr0mwjg8Ho+u/y8IglAnXvNzOtDW1sbOnj2bLSws5P+Kiooi/rjnCwsL2VmzZrFvv/12QsbKvbfhfzfeeCN76NAhw89n9udI7vs/fM52OBxR6zKlc3F/DMMINAF3boZhBNuF67ANGzbIajyjdIsccjpJfH1qulFOF0kdR69mUpvX9cz7ZulCOUgvSqPlPXvuuefYX/ziF/zfc889l4CREkeOHGGfe+459v7772efe+459siRI4keEmESRs3RDMua1LaTADCSVvnoo49i9erV/HM5OTl47rnnUFpaatp5uVTY7du3m3YOAKisrERzc7Phx3U6nVi3bh3mzJnD1+hQi+BzOBw455xz0NbWhmAwKFidtdlscLvdgrFaLJaINAqGYVBRUYH6+npNtTTE1+/xeNDU1KT1MgEAY8eOFVyb0+nE8ePHdR0jWsTjdzqdgrGEX48R10qkFpmZmRgeHuYf22w2yYgGgiC0E6/5OV04cuQIVq9ejVdeeSWi1mw4VqsVl1xyCW699Vbk5+fHcYQjrFu3DnfccYfka3a7HT/5yU+waNEizcfTWtLErM+R+PsfGElFLSgowI4dO+B2u1FXV4fa2lq0tbXB7XYjEAgoZjxwiHWO1LkAwOVywW6388c/duwYenp6+NcZhkFOTk6Ebmlra9N0PK1aTytyOknu+sK30YLX60VNTU1M45c6BgD+OSn9LDfvx1sXkg6VRsvnYsWKFYLfPBaLBcuXL4/3UAli1GCY1ovZ7iNkGRwcZJcuXSpYYS0vL2c3bdpk+rnNXHENX9lyuVymRdZxK0NyK67iP6vVKrvqyo1X7RhaVwW586jtr2UVUBzNZrVadb8PRkb1yR2TVjRHHxRZRxDGQ5F10REIBNgPP/yQfeaZZ9iVK1eyd999N/vLX/6SfeKJJ9h33nmHPXr0aELHt3fvXtbr9bKDg4PskSNH2H/84x/s5ZdfLtCAq1ev1nw8qSg9qT+z0KLvxJFdu3fv1qTXamtrBXpC7lzFxcWKx2EYJkLHcBkPUmOV0oZK6NU9u3fvZl0uF58V4nK5ZPWi+Bpi0VXh0YROp5PdsGGDrvErjU+cmRJ+nHjrwnhH8qUTFFlHEPHFqDnaELPuu9/9LltVVcX+7ne/M+JwaYHP52NramoEguq8885jd+7cGZfzmynitJpnev/EIoqbhLWm2jqdzgjBxzAMnxYhTteQSt/QmlIgdw+iSSeI1hAxwkghM4ZQggxagjAeMutGD4ODg+wNN9zAv+fFxcXsnj17DDl2Mph1AFiLxSIwibRoRG4f7s/lckkabGJdKPW6eJxibSelDcP3V5rXpDSS2rwot4+W+xmteSi+d06nU3YsUoh1tthATIRWlLpW0qzRw6Vf3nfffewDDzxAaZgEYTJJlQZbUVGBo0eP4lvf+hYeeeQRwWvf+973AADz5s3D97///VhPlRIcP34cP/jBD7B582b+uSlTpuDZZ5/FxIkT4zIGM9NslML5o8Xj8USkT3Dh7XpSbRmGkQzflzpGcXExsrKyIlI2tITVS90DrnBteOi5ljTCaNMajEhRNCKlgiDSBfr/gYgHlAY7ujh+/Di++c1v4tixYwCAm266Cf/93/8d83HN/hxFq/VcLhe2bt0Kv9+veR+GYWC1WnWfz+VyARA2G5PSgQBkjy1X/sTr9UY0vJAqqSLWjOL7xl1bZmYmBgYGFK9HTcdJlS4JBAKS18ayrGadqJZemoiSGFJjqq+vpzk6RtasWYPe3l7+cX5+vq70/HjS19eHxsZG7Nu3D3l5eVi4cCFyc3MTPSyC0IRRc7Qh3WC5WhF2uz3itdbWVrS1tWHPnj1GnCrpOXHiBH74wx8KjDqXy4UXX3wxbkad2RjdrdPlcqGurg5bt27ln8vOzuY7p+np4iomGAyisrISra2tEa/t2LED7e3tvJDjUOsEC0TeA07YFBQUCDppif+fEO8XizlgRBdVqW5mWqAuoUQ6kgqd7QiCSC3Gjh2Liy++mH+spaZbMhCt1ovm+liW1W3UOZ1OLF26VPV8brdb8VpYluW/78O1TWlpaURnWrfbrdp5U3wu7tqkjDqn06m4bzherxctLS2C53w+n+R9446rVSeqdUw1Qm/qReo+R6tZif+wb98+xcexYHTH2cbGRvT29iIUCqG3txeNjY0GjZQgUgdDeto7HA4cP34cO3bsMOJwKc3Pf/5zbNq0iX983nnn4fHHH5c0MlOVuro6VFVVqTZ80ENVVZVgFdbv96OqqgqBQEBgYmmJsgtfVeVEmBSc2BCvksqJEK/Xi+rqanR2doJlWTgcDgwNDQkK9AL/+cEPjKzkciuf4u3E23JiUWuxXKkVxngRy7gJIllR+xFGEER84LIyooGLZLLZbHA6nTjjjDMwdepUVFRUYMKECQaOUjtTp07l/33o0KGEjEEvYo2hR/vpiaqLBpfLhYaGBslGbWVlZRFNJPbu3cuPXaq5GDDyfS/Wb2ICgQBKSkoEBqHb7RYsvJaUlMDlcqG7uzuiWYOYdevWCRp0KOm4mpoaxWNxcA3aAO06kTPB5EiE3tSqzQl95OXlCSLr8vLyDDs2Z64B4M21WKL2xEZib28vVqxYkXZRdhRBSChhiFk3ceJEHDt2DFu2bMGqVatw6aWXYuzYsYJtBgYGsH///pjOc+aZZ8a0v9n89a9/xVtvvcU/Pu+88/Dkk08iMzMzgaMyFq/Xa7hR193dLSmKuHOEm0HhgsFut0eMQ4uQYRgGY8aMQWtrKyorKyO6mYlFCCfCWlpaBMcfGBiQTJkV/8APBAKy6QJazAG56Ds1cWUmZGoQ6Qj9OCCI5KC1tVV3JL0aDMPg4osvxvLly3HKKadEfZxPPvkEra2t6O3txZe+9CVcc801ms7NkSqLtwUFBQLNVVtba7oJp5WdO3cCgKQWbWho4LMcampqUFRUJNCLUkYdIB01J6ajowMul4vvOGu329Ha2orS0lL++B0dHfB4PLIlWDhcLhcmTZqk+ZrVxialR43SiYnQm9EYhFTKQp2FCxdGGENGYXTUnthYBCCIskvW9F29GG1yEumFITXrfv/73+ORRx6RFFbc4WMVXQzDYMuWLTEdw0x8Ph/mzp3LT9ZnnXUWXn75ZeTk5CRkPGbVMtFTP04PciudHDabDdu2bYt6lZfD5XJh+/btgnQEcYSceGJXumapuh1jx44VjMnpdOL48eOS+2tpQ5+MreqTcUwEESsk9Il4QDXr1CkqKhI85jSkmmQV1yuTen3SpElYu3YtTj311KjG9r//+7+ora0FAEyaNAlvv/226j73338/XnjhBQDA3LlzsXr16qjOHU48PkdSNdKMXKyNBZfLha6uLoF2dDgcOOecc2QXdMWIMx/CI+u418XHUKqFLN5GHHEHjCxQy51PSUuJz+dyuSIiCOM1XyXrXCmlTV9//XWKWooTsdTDk4ouA8A/J/6NaLFYsHz5cuMGn0BWrFghuL50urbRjFFztCFmXSAQwDXXXGOqmcYwjKCmWbLx9NNPY9WqVfzjWbNmYcqUKZr3LysrM3R1wywRZ0ZzCSlsNpvgPMXFxRg3blyEUAH01UdRE/JSBWxbW1sRDAZltxcLK5vNJtheqWiyFsGTiMK+aiSrUCMIgkh2yKxT5/Dhw/D7/fjJT36CrVu3gmVZnHnmmaiqqkJZWRkmTJiAMWPGwO/34/PPP8fmzZvxxhtvYOfOnWAYBuPHj8ett96KYDCIo0ePorOzUzBXz549G88880xUY9u9ezcuueQS/vHatWt5PSJFIBDAN7/5TT799e677zakHmY8PkdSzRKA/5imDocDJ06c0JTVEA63HwCMGTNGtfGCFiwWC6ZPn46enh7N+4j1FKdtWltbkZ2djUAgEGH6cbpPSQ9rXcDUo++SSXcZvWBrVBqg1P1cvXp10jZUSLf0x1iuR83oi2djjHj/vxbrtaXb5yhdSCqzDgAGBwfx/PPP4/3338cXX3yBwcFBsCyL/fv3g2EYZGdnx5R2AADr1683YqimcOWVV+oSCGIWLlyIlStXGjaeVIusEyMVaSc22tSMt2iQ6vQltbLKMAzKysr4dItwjBYxFMVGEASRPpBZp42bb74ZGzZsAAAsXrwYt9xyC6xW5eotL7zwAh544AGEQiFcfvnlAl21adMm3HjjjTh69CgYhsHzzz+Pc889N6qxVVdX8/WJXS4X6uvrZcd277334qWXXgIwEnn/9ttvx6yHgcRE1knBGZWdnZ0AlKMfObNPbNA5nU74/X6EQiHFLAsl1Lq+Op1O9Pf3C8Yn1lNyZU8sFgsyMjIUayiLo/S0/LiPVd/JmQqxmg1K+8t1yY1lEdkoI0bqfn7rW99K2qilVOrMajZq0WXxNKTibUbHem30OUpOkqobLABkZWXhpptuQn19Pd544w288847AnOtqqoK69evj+kvmRkt3TDDO0ZZLPo/Pty+akiJtWiNOYvFwheaVkOqZkkgEBB0ydq9ezdCoRDa29slxY9aVy29GH08giAIgkhm3n77bV733XTTTfjJT36iatQBwLXXXos77rgDLMvitddew/vvv8+/dvbZZ+Ohhx7iH//tb3+Lenx33HEH/++Ojg789Kc/jeh8eOzYMdx55528UQcAt99+uyFGXbwI1x9y5Wy6u7tht9vBsqyqTuO2EUfS9ff3Y/v27di5c6eiTlSKYCwpKZGtB8gwDLq6urBr1y5FPcWlpYqvIxQK8WmsRUVFfL3j8GN1dXXJdikN7zJbWVnJ/2aIVd/JdTCPtbO50v5SjS5ire8q1Uggmk6iUvdT3EDByIYKsWJmZ9ZUQ+19ys3NxaJFi7B8+XIsWrTI1Mgxo+tyq3W1jfXa6HOU3hjSYIIAurq6Ej2EuMAVmZVabeUaN0ilMzAMg4qKCskaHdHgdDoxdepUTSmwGRkZGBoakmz0UVxcjKysLMUaIm63W9eKipZCvHpWPRPZSIIgCIIg4s3LL78MYORHzJIlS3Tte/311+MPf/gDPv/8c6xduxazZ8/mXzv//PORn5+P3t7emHRbeXk5li5dypc/efvtt9HU1AS3243TTjsNhw4dwkcffcSnegLAddddp6kZRbKSk5MjWQNOS2MGNViW5RuJcXpHzhz0eDySGlJJD1ZUVPAaS0pPbdy4UbUGcmdnJ29SNTc3o7a2Fk1NTYJGFnJ6LlxXNjc3o7S0VDYKT48+FN/35uZmVFZWSpoNs2bN4qMf5TJD5I4b/lj8GsMwMS8iSzUSiKbIvpRezs3NNa2hQqyIr9tqtaKvr29UpjCa2fhCL0Y3GzPbTDOzwy+ReAyLrJPjiiuuwBVXXCHZXp1IXaSEWUVFBV5//XXJiLvwVbj6+noUFxfHdP5AIICGhgY4HA7B8+LHwH++ZMVfth6PB5s3b0Z7e7tgNTR8Zc7pdPJdY7mV0PAV0lmzZmHWrFkRq6VqxLrqSRAEQRDpyubNm8EwDMrLyzVF1IXDMAy+9rWvgWVZfPzxxxGvT548GQCwf//+mMZ444034pe//CWys7MBACdOnMC7776Ll19+Gf/6178ENdlqa2uTJvVOC16vF7NmzcLkyZN5reLz+ST13bFjx/ioMzFOp1Pz+8dpLU5PZWVlRWzT0dGh2xhyOp2oq6sTPCeOdFuwYIHuxhmcDtai58Sa2efzyW6vRx9KmQjNzc0REYaZmZno6OjgIxs7Ojp0HTf8sfi1cCOUQy6SUA4pY8YoQyPaqKW+vj6sWbMGK1aswJo1a6KK9FNj4cKFgkCCoaEh3HHHHbp+T6QL8YycU8PojCazozsXLlyI/Px8WCwW5OfnJ5UhTcSOYTXriOTCzFomXq9X0KYeGEk1tVgsyM7OVhQ8LpcL7e3tMde+U4riy87Oht/v57cZHBxEeXk56urqUFtbq7mGh1zNAqWxG1VUWGplFUDSFBcmCIIgooNq1qkzc+ZMnDx5MqLunFaWLVuGV199FZmZmXxtOY677roLr7zyCqxWKzZv3hzzWL/44gusXbsW7733Hvbs2YP+/n6MHTsWX/3qV/GNb3wD//Vf/xV151klzPwcRaPRpGoNS9UBBqSzI8T1geXqErMsq3t8Ym2mpxYfl3kRCAQE45VrNCFVv03pfAzDwGq18rquqKhId9MJ8bGtVivKy8t5vSh17mibWWiJ/Ium5lei626J64YFg0EcOHDA9PGIa7WdPHkSK1asSJv61Knc/EDts641ClbLPUiF+5QKY0wmkq7BhB52796NDz74AFu2bMHRo0fh9/tht9tx2mmnoaCgAF//+tdRVFQU72GlFfEUcVICTQmuW6rej55UcWA5PB4PAAjGyTAMcnJy4Pf7cfbZZwOAIP1VaxdWpQ5gSp1fw1ETMlKvi68nXSZygiCI0QSZdepUVlbiyJEjmDp1KtatW6d7/8svvxzbt2/HhAkT8O677wpeW7x4MTZu3IixY8eitbXVqCHHHTM/R0o6Rw9cVAoXzchhsVhQWloqSMvs7u7WdE6WZWUbQcjBNQXbtGmT6qIyMKI3jx8/LnhO7oe5FmMqfF9xd1nxecUmZvjxoh2DxWKJuE9makg9XW45Em0EiM1CMWY1phCfd+/evVizZk3MTTuShUSbsLGg97fa/Pnzcc0115jSDTcZSIUxJhNJ12BCC1u3bsWiRYuwYMEC/PKXv8Qrr7yC9evXo6WlBRs2bEBDQwMeeughLFy4EFdddRW2bdsWz+ERGvB6vWhpaRE8p7dz1/DwcFTNIqZOnap5v7a2toi0A5Zl4fP5EAwG0dHRgY6ODsU0A7k0AKXaBVw6jBpqIdZS9UKMLnhKEIQ29Kb0EAQRG8XFxWBZFjt37oww29RoamrC9u3bwTAML5Y5QqEQ/9qZZ55p5JDTilhrNHEEAgHJxfdQKCRIy7Tb7ZrPWVlZCWDkfS4rK9O0D5f6GQwGJY2y4uJiQRmVSZMmRXzPc/XQxE0k6urqBPseO3ZMcY6YOnUqXC6XZNMObmxy+lAuRVZNU4rvk8PhMLVZmVIarRyJToNUS7s1qw4Yl8IYCoWwd+9evvmA2j1T0iXJpFlSufmB2u8u8eOzzjpLsZGEEqlwn1JhjOlI3My61157Dd/5znf4VTC1v56eHlx99dVoaGiI1xAJDUh1gYoXWppJcASDQV11briivOETWl1dHd9B1ul04pZbbkFlZSVaW1tlO+EGAgFN55MTfRziSToYDEbUIDFKTKcTySRQiPSBakwSRHy57LLLAIyYLHfccQcfgaVGT08Pfvazn/GPL7nkEsHrf/vb3/jUNq1Gz2hEzciRqg8sBbcoqkZLSwtaW1vhdDplO8FyNDc3Y8qU+lSUTgAA61lJREFUKaisrIxIcY4Gl8uFdevW4ZxzzuGf6+np0fw9X1tbKyjJIrVv+BzS0dEBu92OoaEhVFRURByvu7tbVh/KmQVqmrKhoUFg5m3atElTGZVoNVW0Nb/iUSdODrEZN3HiRFPqgImvEQAWLVqE66+/Htu2bUN/f7+me6bWsVevZjHr3idzN1413G63wES++eabBfdF/DtMfG16zKxUuE+pMMZ0JC5psO+99x4WL16MUCjEGz3FxcUoKyvDhAkT+Npj+/fvR1dXF7Zt28bXqrBarXj++efxta99zexhphVmpUdoTY3Q061ViqysLAwODka1byyEhzhHk+5rVFqBXIqH0+mU7SCWCPR0LYsH0dRJIQg1oknpIQg5KA1WHZZlUV1djZ6eHrAsi4yMDFx++eWoqqpCSUmJwCzy+XzYvHkz3njjDTQ2NuLkyZMARnRmQ0MDGIbBkSNHsHr1aqxduxbDw8NgGAZr165N6eZnZn+O1Orz1tfXo7q6Oiqdp6SnXC6X5mOK69xFA6erxOVZxLXk5GpVSZV1Ec8RcnOIVA1oJd0Sb40T7/MlMs0uXmm4Rl2jki6JRrOYde+Nvq9qxzPyfF6vF4899phg//D7Iv4NdO211+LQoUMR21LNutFJytSsGxwcxIUXXoiDBw+CYRjMmDEDK1aswIwZM2T32bx5M+6991709PQAACZMmIC33npLsjMUIY1ZIm7WrFkCESVXAJhDbz077phlZWW6BGB4PZJgMKjrfOLj7Nq1CwUFBZqNyXBBp7WJhVaTK9lNgmQzx5L9fhGpSbJ9zonUhsw6bRw4cADXXnst37U1PGUwOzsbdrsdfr9fENHO6ZFJkybh+eef51Nd//GPf+AnP/kJf4wLL7wQv/3tb+N1KaZg9udIrnkBh8PhkGzypYbT6cTq1avx5JNPoq2tLUJnqenKcKxWK0KhkKLO5PQhgKg1ot4GFVrqEKvVoZMilgXS8H257r1KdZuB+GsqcbMFvXXi5MyEZDIZ7r///ghT+J577tF9HKXPVDS11GK99/FCzVQ02nTUc1/kPmdU6210kjI161555RXeqCstLcULL7ygaNQBI13A1q5dy3di+vzzz6MqMEyYz5gxYxRf12vUAf8pNKwFh8MBl8sFq9UKu93ON46QQi51NRyWZflwca1pphUVFXzqQW1trabQc60h6tHU/YgnyVZHL9nvF5GaRJvSQxBE9EycOBENDQ2YP38+AAhKpZw4cQJHjhyB3+8XPA8AF198MV566SVBTbq9e/fyx6ioqIiqw+xoItzY4cqBiInGqAOA/v5+XgOJy3voJTs7W5NRt2rVKtjtdjAMI3s9SmjROgzDgGEYuFyuiDlCaQ5RS2ENR8+2YsSpuOF1m7m0YnGaa7w1lZ40O6m0zcbGRsmaYXLPm512K3V8qTTvaM6r9JkSv3bllVeq1lJLdIqj1vdCrW6a0XXV9NwXubqLVOuNiAXTzboNGzaMnMhiwUMPPaR5Ys7MzMTKlSuRkZEBAHjrrbdMGyOhDa/XG1E3ZnBwMCrho4aWz4nH40FhYaFAcMiNx2KxCCYvl8uF4uJiyeNyIqy+vj7iWFw9FafTCavVGjFBSgk6qZofWk2uZDcJks0cS/b7pRWqvZdcxPIDiSCI6Bk/fjyefPJJ/O///i9+8IMf4Ctf+YrkdmeccQauuuoq/PWvf8UjjzyCU089VfD66aefju9///t49tlnsWbNGs3NoEYr4cZOrGmmYliW5Q02n88XsZCqtggMjBhjDodDdmwej4c/V0dHB+bPn6/resSNHzhtw83N4ug8ThNWVFSgoaEhYo5IhjlEaTGVZVk0NzejtLRUoDviram4ZgtKdeI4U+exxx6LMKDkTBG55+VMPKOQOr74s8OybFTnVfpMiV/74osvBPtKmUVa7n20aDHitL4XauaZ0aajEfcl0UYokdqYngZ7/vnn4/PPP4fL5cILL7yge//rrrsOH330EU477TS8//77JowwPTEjPUIq7N+IeiFitKRAOBwObNq0CUVFRaqpqgzD8OkyHFzUplSqbbTpCYB0WDoATc+lYlpdstWsSxco7ZIg0hdKg42N/v5+HD58GH19fbDb7Rg/fjzOOOOMRA8r7pj5ORKnP2pNTY02NVZtP4fDgRMnTmgaQ3Z2NoLBoKYyJmrnA0ayPTgDTjw3MwyDnJwczTXnpDQTgLjoKLXUXTHJqjvEKYUcFosFeXl5EemGCxcuxOrVqwXpu1waotmpn1LHF4/RjPOKSXQappbza30v4lmzziiScUyE+Rg1R2tvlxklnHsutxqqRn5+Pj766CMcPXrUwFER0SBelWMYRmCAaUFLDTstYmxgYADV1dWw2+2qgoxl2YhxdnR0RKycApBNT9BKfX19hOgqKioSbNPW1oZt27ZJCrZUQ+/9IbSRbOnFBEEQyUJOTg5ycnJw1llnJXooaYvb7RYYOzNmzMDevXtVF2ejMeosFovqfnoajgUCAVRUVGg2phiGwfr16/l6w3a7XXCddrudN8/Ec7HVahXUTOS2kVvIDK8BGF4CRfycGboqXJ9yNes6OztlNXdLSwu8Xm/SLcDKpRByJojYFGlsbIxo9sFFR4mNM6MjnqSOL2Uemh1pJXVf4omWNFC590LK6FIyGrlU1GQiGcdEpA6mp8FyTSGirW3BrWxpCYsnzIWb3DlmzJihmEoiZYZFU8NOjs7OTt1moRLcKmIswkQqLF0qVVRvSkSsaZGUVplaJFt6MUEQBDF6EKc/ZmVlGZ5FwaGlnrCetGWWZdHa2sqXLVGjoqICkyZN4h/39/cLXg836MRzcUlJCTIzMyOeq66uFtQlrq6ujjgW9zhei3PhurO9vR3t7e3YtWsX/z6Ly76E13BOJqSMLS6CTqpmmNgYCgaDfFSTmamfcsfPzc3F4sWLTT2vmNzcXCxcuBB5eXnYt28fGhsbDa/Pp4T4PQuFQhHpsHLvhdmpykZidg1EYnRiulk3ceJEvmaEXrj9GIbBhAkTTBgdoQfxyqbX61UUb1z3LSWcTqds7TgOh8Mh+TzLsnyIqRRqAnDGjBm8OHE6nairqwOgbGyJX9u4caOqCWZEzQ+tDSnM2j9VSVWTMl1q7xEEQRCph3hBcdOmTaadS6o7q3ixNxAIaNKU4cf0+Xxwu9182ROO4uJiuFwuviFEIBAQmGviSDO73c5rB/HcDEgHI4jrO3OPpRbiErk4F/4+d3V1Rdz3eEf1azE7xKbObbfdJijmL0apXphcQwCjkDu+2eeVIl6ml9R7yL1n4YjHkA7NGVLJWCRSB9PNOm7SOXz4MF566SVd+7700ks4dOgQAKC8vNzwsRH62LJli+CxUlQbN+EXFxfzgkgKn8+Hnp4e2WMUFxcrRmXu2bNH8nmLxYJ33nlH1ujLzs4WrBT7fD5UVVVh48aNKC0tlTW2xKbX3LlzVU0wIwoLx7rymmpplUaZbKlqUiZDMWqCIAiCAPRFthmBuMmY2+1GQ0NDhPHGIacx29ra0NDQIDDY1q1bB7vdzncQ5jqjyuHz+XjtIJ6bu7u7I7aXeg4Y0TWBQIAfq8PhQFtbGwKBAFwuV8IX5woKClBRUSF4zmjjUM6MU2oaIUav0WV29FyqEC/TS8qw4t4zcRCFljGkUnOGVDIWidTBdLPuqquu4v/9wAMPYP369Zr2e+edd/Dggw/yjy+//HLDx0YYS/iXMCeAxo0bh1AopDv91el0YteuXRg3bpzidnJGXigUwtKlS2XPO3369AhB5fP5sGDBgohowXBjS83kMssEi3XlNdXSKo0y2VLNpCQIgiCIZENcl00PWtJcxfj9fsnocrGJx8GyrKRhV1JSIjDYuLptavXstEaYSWkpt9sdEQXIsixKS0vR0dHBR+4NDAxgeHgYHR0dsNvtSbE4Fx456HK5EAgEDM1MkIs84p4XY4TZkYgoNiMxKrUyXqaXkmEVzRhSyWxNJWORSB1MN+tmzJiBSy65BCzLYmhoCLfccgtuu+02vPvuuzh27Jhg22PHjmHjxo247bbbsGTJEgwNDYFhGFxwwQU4++yzzR4qoYJaCoKUMdbc3AyGYTBr1ixd5/L5fKiuro7JXOno6JCN/uvu7pYUWVLmX/h2aiaXWSZYrGmRqZZWaZTJlmompRZSJbU3VcZJEARBRBL+HS5nkmlBrA3louDE24gNtilTpujqZhoOdy1ajuHxeCL0bjAYxNixY2Gz2QTzWX19vSCl1uVyob6+no/mC79WpbIxzc3NguMmav4MNzaBER0trrsXC3JGjpwpZ3YJpFSoMWZUamW8TC8lwyqaMaSS2ZpKxiKROjCsltabMeLz+XDNNddg586dEZO03W5HdnY2/H6/YOWOG9aUKVPw0ksvIScnx+xhphVGtQsOx+v1YsqUKZq6tUqhpRNsOAzDSHb0Yhgm6jFwcIZVaWmpatFkl8uFhoYGFBQUCDp8nTx5MqLN+M6dOwFAsguYHuQ6iY0WKisrBe871/xDL+l4H426N2aTKuMkiHhjxvxMjD7M/hyJv8P1ajg5iouLZcufcDgcDr5Onhadxu0jXnC12WzYtm2b5mO4XC7Y7XbJrrDhaJ3PMjMzMTw8rLqd+Ljiex8+rnhpGYvFItDaDMPE/P6vWbNGEEGXn5+PRYsWRTzPYbPZ8OMf/9g0g0ZuPMnEihUrIn5rLF++PK5jkOrIKvee6Nk2HuMhiERh1BwdF7MOGOmu9LOf/QwbN27UvM+cOXPw0EMPqaZCEpGYJeLEAsIopEQWAFit1og0Wk60iMehVUgyDIOysjI0NDQAGDHWWlpaFA1AKWG2ceNGVFVVwefzwel0Yt26dZgzZ44hJoXUMbjV5XQynuRIR5PNKMTi32az8avgyUSqjJMg4g2ZdYQRmP05kjKa5LSaVjweDwKBgKamcwzDICcnJ2qjDhgpqdLf369pgbe4uBhZWVmCscktDmudz8Razul0IhAIoKSkBAAi7gN3XPG9F4/D6XSiq6vLVF1khFknNlXmzZuH9evXR5gs3HZShh0XodTY2IhPP/0UNpsNwWDQEJMmGYwwNZLBUEyGMSTzeAhCCqPmaNPTYDlycnKwevVq1NfX49JLL8Vpp50mud348eNx8cUX409/+hNWr15NRl2SUV9fH9He3QgGBgYkUyOCwWCEONiyZQtaWlr4xwzDwOFwaBYRXD29KVOmoKamBvX19bBarYr7SKVhzpkzB8ePHwfLsjh+/DjmzJkjuW00KZxSx9Baxy0d0g+pwYI8qZLamyrjJAiCICKRKxUi17hLDZfLJduUQQqWZTVHw0kZZ06nEz6fT9WoczgcsNlsGDdunOaxie+NnO4SlyDp6urC0NAQ2tvb0d7ezneUFR9Xbb4Mb3qhRCx6UJwKzD3WkzoqTuFcv369YndUccdQYCRFljsOV1LJqG6bqVBjLBlSK5OtcUKyjYcgzCRuZh2H2+3GqlWr8P777+Nf//oXXnvtNbz44ot49dVX8e6776KpqQmPPPIIdX9NUgoKCtDV1RUhMMKRKiaspUYJy7KaChEHAgGB+MrJyYlqpZdlWTQ3N6O0tJRf5eQQG5J6jAYjTAqpY2g1AY1ozpAOhl+6kir1B1NlnARBJIZrrrkGl19+OZ566qlED4UQ4fV6I+pKc0QbWTc4OAhAvklELIg1HDCS0aMFrtFDc3NzxNjGjBnDd2p1Op2wWq2S85mc7lJbeJSbJ8XPS9WM1rIQHIseFHfR5bJR9NRQE5sovb29iibfwoULYbPZBM9NmDBB1oyJ1aRZuHAhJk6cyD8OBoNJV7dOT802s2rwJZupmWzjIQgzibtZF84ZZ5yBwsJCuFwuFBUVmV5IlDCGgoICxR/e4pDyqVOnaq4xF009DC0rrwBkV4O5/cNFybp166I2GozopiUl4LSagEZE9hnVjZUwnlSJOkyVcRIEkRj+/e9/Y8eOHdixY0fEa9/73vfwve99D88//3z8B0agpqZGta6cXrZs2QIAso2/oqWjo0MyzSiaKj9+v1+wWDswMMB3aj1+/DiGh4cl57NodRc3Tx48eBA//OEP8cILL2DNmjXIzc0VzJ8NDQ1RLSLHogfl5nA9UU1SJoqSyZebmyuZeSVnxsRq0uTm5goyaw4cOBBztF4iMaoZhZhkiO4LNyKDwSAmTpwY83hSocEIQSjn/hGEDFrNm1AohF27dmk+Lpe2wMEwDMaMGRNTjRTuOEp0d3djaGgIGzduxIIFCzB37lwAIzVM9NZL4wQOIKxXwpleWurXhR+DQ6pmnRRut1tQIyWayD6jurESBEEQhBTcXC8VadXa2gqGYcjkTxBmzPksy6KyshJnn322as26rKwsPhJPC7FqRI7y8vKo9E+suiu8Xltvby8aGhpgtVoFtd26uro0aUCt45Ir0q9WvD8vL09QL0zJMONqze3bty9iMV7O5Dt48GDE4yVLlkTUrJswYQKCwSBWrFgRU/26WFMqk6nZgVnpoVx0X7yQuqfh/48cOHAA+fn5musLyr1H4v/vGhsbqfYdkXQkNLKOSD249Eijm0wwDMNHtLlcLjAMwzeCeP311wWRallZWbqPz7KsopjjBExVVZVgu56eHkyZMiXqVFCxyGtubo76WFojldQi+7SkuFK9MYIgCMJMuGh3qcg6IrGYNec3NzdjcHAQHo9HcRFVj1FnBJwGlcpisNvtqtkRSmUftGgusaly4MCBiAipcA34+uuvY+PGjaoRQUrjkovCUovO0hNlxZk8S5YsQWZmpuA1rdFyeXl5/HHuuece3HnnnVi+fDmsVisOHDjAj7OhoSGqKKlYUyqjiWYbLemqHHqvV+qexmJEyr1HVPuOSAXIrCN0waVH6mHGjBlwuVyq2zU1NWHOnDmw2+1gWZZvBFFVVcWvJDY0NBjeUdJisaCtrQ2VlZWSKbVcbbtoUkGlBK/ZaaXhgs5ut6Ojo0OQzqolxVWt3thor2kX7fWP9vtGEATBMXHiRLAsiy1btmDVqlXYtm0b9u/fj/379/PbDAwM8M9F+0fop76+nl84jRa5GsQ9PT1oa2tDWVlZ1M0q9JxPC+Eps+H6x+FwwOfz8XqpqqpKcg6XWkzl5vspU6aoai41U0VsImg1iOTSbPv6+mSNCjUDQ08NtfDxhmv3zMxMWZNPqxmoxeDUQqwpntEYPumcriqF3uuVuqexGJFy75HUMSk1lkg2GDaaog5E0mNUu2Ax4nbyWnC5XGhvb1cUfQzDYNeuXapmoMViiaqunRHYbDbdRqHX65W8Ju5Y3OvhaQ1Gpv2I3y+ucK/4Ob3XJY6u9Hg8mtJ704Vor3+03zeCIMybn1ON3//+93jkkUcktQEnTWMxi7j9uVpp6Ua8PkfRZFN4PB60tbWp6kWXywW73W54toYSDodDNtNCPCdbLBbF2ndKc7jcfZPSXOI0vWAwiAMHDvCv5+fnC9LzVqxYEVEfevny5bLpfmvWrBGkrk6cOBGHDx8WvD8TJ07EjTfeGLGt+NzRIDfeWBCPU4wR54hmHFrulxn3I9EopQPrvV6pexqeUq033VjuPVJLtw3fliD0YtQcTZF1hC6iSY3o7u4GoCy6p0yZgtLSUlXBliijDoju2rlVTXH33JKSEtkVVyOjr8S1gOx2uyEprula007rvY/2+tP1vhEEQejl+uuvx4wZM/hI+vA/DqnX9P4R0eP1etHS0iJ4Tm3hVS6dVIru7m40NTXhhRdeiCkyTm1c4Zx11lmyUYN65+SWlhZeJ4j1g9yxpO6LOFqturpaMUJKHBFktVqxYsUKrF69WhDB9Nhjj2HNmjX49NNPBdsfOHBA1kg1KjorPEIpvImD1Pjl9lOKbFq4cGFEaq3WcxhJ+P2aOHEiX0cvfOziaxI3VEyWdNVYUIqe0xsVJ/UZjCaiU+l4ckh1MKboOiKRUGRdmmLWiqvX60V1dTU6Ozs1i2Cn04njx49j1qxZqkWFE424wUX4811dXVFHvYkj6AKBgOS9sNlsEQWBY4m+4grxclitVmzfvl2ySLGeCL90jRDTel0UWUcQRLRQZN1/GBwcxPPPP4/3338fX3zxBQYHB8GyLPbv3w+GYZCdnY1TTjklpnOsX7/emMEmGfH4HElFh3k8HlkNw73O6Yqzzz5bsV4wt21paamk9tJDeBScUmOy8Mg2tTlZrFulovK4fcTHkmqYVlFRoTuDoq+vDw0NDXyk3cSJE3HhhRdi/fr12LdvH6xWq2p2RGZmpuYMiszMTHz3u9/FWWedpXmMUoijmTIzMxEMBlWjovREqokjtoCRz0GiGj3IjV0qslHcQCRRTSmMQil6LpmacIQj9X4BiIjYpOg6IhqMmqOpGyyhi4KCAr6mnFb8fj8qKyuxadMmxfSDROFwODA0NAS32426ujrU1tZGiNNAIGBoeioXbSjG7XYbGn1VXl4uuJby8nLJTrN6u9Zq7Uybami999Fef7reNyI1MDvtniD0kpWVhZtuugk33XST4PmioiIAI02ffvGLXyRgZIRcVF19fT2qq6tl9wvXEIWFhbKmntPpRF1dnSFGHSDMvCgsLITdbkdbWxsyMzMFurOkpIT/t9qc3NDQIHi9rq4O8+bNE2jgtrY29PX1Yfr06Zg/fz6CwSCsViv279+PPXv24F//+ldM37eNjY2ClNgDBw5g/fr1vHmwYsUK1WMEg0Hk5+fLptmGMzQ0hLVr1+LOO+/UPdZwxBFKwWBQU6qnnhpw4s60iTZVtNYBDO9wu2/fPjQ2NiaNgRUtSl2C491NVitS79eSJUvw2GOPKW5HEPGEzDpCN3rNo1AoxBtB4VFeSjgcDhQWFqK7uztCaBnNwMCAYDVVaoVULZ1D7UdweN265uZmOJ1OQQoC1/k2EAhE3CMtqSRy59dqDuk1CKUMv3RAHNUod++jvf50vW9EaiD+HlIz5QmCGL3U1NRELMzm5OSgqKhIVcu1trYCkF+YBACfz4eqqipFo05r7TsxHR0d8Hg82LZtG6qrq2UNQ7U5Wer1efPm4Stf+QpvetlsNqxevZqPysnIyAAwYhwVFBTgG9/4BgDgn//8J6qrq3UbMlJGQfhzYpNEKoouLy9PYJaIo/XEGNHITcm8MWo/qTpmiURu7FLPh9dG49JGk9HQ0orR70U8ovGk3pfc3Fzk5+dH9dklCDOgmnWEbvTWONNbZ85isWDTpk1ob2+H2+1WNeqys7NVj8ml08ghNqfUuqGKqa6uFtSeE686i4/v9/sFx9+1axffuTW8sLaWc3u9Xr7en7jbmFSHMinE76ndbje8U2kqdEKVet/Vxp0K10UQANVMJFKHK664AldccQVKS0sTPZRRiVRUHQC+M6padkUoFEJmZmZE3Vyp44mxWCywWq2yte+cTqeGKxhZkJgyZQo6OzsFzysZiFq48sorMWnSJGRkZCArKwsWi0XW3Ao3GQ8cOIDGxkbd3SaljILw58T1uBYvXozbbrtNsUZXbm4ubrzxRtx777249957I2q/iR9H0yEz2tp3SvuJxwEg6jpmZiA3dqnno+kim8zEUlNOCrM65oaj5/0iiERBNevSFDNrmXDmkBFpC2IsFgumT5+OHTt2wO12o7W1VXYF1+Vyobu7GyUlJejq6lI1BV0ul+zqKhfZBowIOb0pC1Idw7j6c1x0m1qtMqnOrVpWN6Vqyujt8Cr1nhpdT02tNowRKXpmpPmpjZvq0BGpAn1WkwOqWUcYgZmfo2g6wBqBuD7wxo0bsWDBAn7Rtri4GE888YRqRJ4Sct97WvWDVJ00rXD11PR0upSqWRdNhJ4Se/bswdq1azE0NCRZs06q82p44f94YUanWim0RHXFGvkVr2tJVdKxYy4xujBqjk4qs27btm346KOP0N/fj69+9auYO3euYqcfQh4zG0yIjScjYRhGYHrFUuNOfCybzQa73a5L4LlcLjQ0NKgaPlJmHQe3OqwkAmMxy8Qmn559lY4jNvxiNcLUjm+EkWCGGaE27mhNVoKIN1SzLjkgsy46du/ejQ8++ABbtmzB0aNH4ff7Ybfbcdppp6GgoABf//rX+Vp3owEzP0dSukIKqaZYenE6nfD7/cjOzkYgEBB8N40dO1agi7iGZXq1KMMwsFqtfL06qUVZrfpByrjSClc3TmxCiA08vQ0IzE4ZlDMo420wxcvA0WKkxWq2JWvThWRBqkHJ4sWL6R4RKUPKmXUnT55EY2MjNm7ciNtvvx2TJ0/mXwsGg7j77rvx2muvCfY59dRT8Ytf/AIXXHBBPIaYVpgh4syMqJNDbLhpJTs7G36/X/Cc0+lEIBDQXftEi9mm1OlWi3kj1UVMa/fZWPZVOo7REWRq+xtheplhnFFkHUEQRkJmnT62bt2KX//615JpmWJmzJiBurq6UWHaxTOyTk6LOZ1OrFu3DnPnzo3qPBaLBTt37pTNPmAYJmIfTpMVFBRojgBU6tjK6SUl/RBurEyYMAGHDx8WbJuZmYnx48fL1oAD/hMRF16rDJA28MScfvrpOHbsGB/5tmDBArS1tck2jNBjHGkxjeQMSimzzEwTKl7RaFpMQYr8Mpe+vj6sXr1aoOEp+pBIJYyao+NSs+7gwYO47LLLsHz5crzzzjsRNZ1+85vf4NVXXwXLsoK/L774Aj/96U/x5ptvxmOYhAo1NTWSRp3D4ZAUVBwulwvFxcWqx7dYIj+O0Rh1UscBRurEiWufyG0bTltbGy8kxTXhOBoaGvhaZ+J6Km63W7Wumbh2lJ7us+I6a9EYdVLHEddrE/9Q0lvvSq0OoPi90dpYI/y+hnd503qMWMett74hQRAEoY3XXnsN3/nOd9DS0hKhEaX+enp6cPXVV6OhoSHRQ09p6urqeC3jdDoxY8YMye18Ph/mzp0Lh8MR1XksFgsKCgoi9ERLSwsyMzMlNVpzczPOPvtseL1efv4Va1CXyyWYl+vq6iSNPZ/Px+s5cX298Mfh9bMOHDgQsegbDAZRXV3N17kSZwXl5+fjxhtvRG5urmQ9LLUC9ocOHeJNi6GhoYh6XmKTUE/9My21wbgxi5Ead7S1xrTUxYtXLTHxdanVDZTbhoie3NzciDJIqV7XjyCiIS6Rdd/+9rexefPmkRMyDH72s5/hhz/8IQDg8OHDmDNnDk6ePAkAGD9+PFwuF3bs2IE9e/YAGImw+8c//qG5qCxhzoqr1rSIcBiGQUZGBkKhUMQKVLQ1P9SQiqoD/pNqoXcsUt3IlCK2pFLN5FaNuW25HyLi1/WgJ8VN67ZKq9ZaIg7NGr/c+FwuF+x2O6X5EQQRE2ZGh1BknTbee+89LF68GKFQiJ8fi4uLUVZWhgkTJmDMmDEYGBjA/v370dXVhW3btvERYFarFc8//zy+9rWvJfgqzCOekXUulwsAZDMIokUu4k0LXLaE2+1GXV0damtrZed+teM7nc6IxWir1crrPrU6deKIH6nvDwCS3ylSNekAKEbpqaEnAklPhJiW78VoI86SqYZbPGrWEeok02eCIPSSMmmwGzZswI9//GPetPnRj36Eq666il+h+eMf/4gHH3wQDMPgS1/6EhoaGnDaaachFAqhtrYWjY2NYBgGd999N6699lozh5pWmCHijCw4bLVaZRtHJAtc04mGhoYIs41hGFRUVGg2g+TSK6Tuafh5xceWM7T01rzTmropHjdX90VP4wwzoXpxBEGYgZk/EsisU2dwcBAXXnghDh48CIZhMGPGDKxYsUI2wgsANm/ejHvvvRc9PT0AgAkTJuCtt95CVlZWvIYdV8ysTTxlyhTBAiI39+tdsFWCYRjs2rWL1zCctgkGg7qzKsK1R/ixuGj7aEzG8GMq1anT2mhB7jtF6nlxw4nPPvssQouF3yO9Ne60jCtaoj0epZUSYsgQJVKZlEmDffvtt/l/P/zww/jpT38qCKX+5z//yf/7u9/9Lk477bSRgVksuPfee/louvXr15s9VEKF+vp6w6Ibzz77bE0pqPFA6ppsNhtCoRDa29tRUFAgSAkBRtJzm5ubMXXqVNnU1nDE6Zh2ux1er1cylZRlWXR0dESk2gKQTceVSlFWSlMVvya3rXjcFRUVGBoaQlNTk2TqCvdYLe3XKKJJnSUIglBDnG5D6Tfx5ZVXXuGNutLSUrzwwguKRh0AzJw5E2vXruWjwD7//HOsW7cuHsNNK2pqaiLMMpZlVY06vamwDMNg8uTJyMnJQVVVFb8IWVZWJthOi+4M1x6lpaW8Turo6JA06tSOyWUOcKmZ+/btkyz3kpmZiUWLFmkyEOS+U7R818ybN48/P8MwGDt2LP8aVwtv0aJFWL58uebxcCillmpJTdVzPCUSkVYazfUl8rijjdzc3Kg/1wSRLpjulnR2dgIAJk+ejG9961uC1/r7+/nXAWD+/PmC1+12O2bNmgWWZU37sU9op6CgAIFAwJBjbd++XVcabHZ2tuo2SnXzlPZZt26dZJ05YET4zZo1C3PnzpWs1xcKhXjjrLq6WtagEhudXJ0UJXNJykCTM8ektlU6tlaTK9o6c2o1/oyC6sURBGEGVI8osWzYsAHAyMLtQw89FFFPTI7MzEysXLkSGRkZAIC33nrLtDGmK3rr0QIjGm1gYADAiK7SYtxxGnBgYAA9PT28XhgcHBTM6+vWrVM9XjAYxMaNG/mFS6Uf+VxtX4/HI3ksLqKuoKBAUH9NKtpPT6Sh3HeK1PPium8bNmzgz8+yLI4dO8Zvb7VaVTvFKhlHSvdKqf6c3HGjNVjiVY8unGjr6yXquHoh0/A/0L0gUhXTzbovvvgCDMNgypQpEa998MEHCAaDfApseIdYDi7S7osvvjB7qIQGjIpc4kSdFqxWa8RKq9x2eg27srIyzJkzhxduVqsVTqcTbW1tqKysRHV1teb0ic7OTlmDSsrobG1tVTQ/pe61nDkmft7pdCoaV1pNroKCAjQ1NQmi6bQcR2vkXqyojY8gCCIaEvHDkfgP27dv56PqJk2apGvfSZMmoaysDCzLYuvWrSaNMH0RN2pSWiy1WCzweDyCOsEsyypqPDXjraenB4FAAMFgEC0tLVi6dGlEeQux1mNZlu+QCoz8/ztp0iRkZGRg0qRJ/P+/nBGXm5uLa6+9Fvfccw9++MMf4stf/rKkHlKLqP3yl7/M/1vJDOjr6xOUfpk4cSI/JqnvGvF5lcp7cNvKnT8W40g8jt7eXv7YRhtSSiZfNEaLln3MiqBOlsjsZDENkwG6F0SqYjX7BCdOnAAA5OTkRLz23nvv8f/++te/Lrn/0aNHAYBfJSUSS319fURtNCORavZQXl6uyewZHh6WbS4hx/bt2wURcCdPnuSvrbm5OapoPY7wtIyampqIGn3Z2dmyRqCc2SbV0EHueXEdmPDnOZMrVuSO43a7BbXsKD2VIIhUgvvhSCQG7of1V77ylaj2z8/Px0cffcRrSMIcQqGQJn3mcrn4+r9tbW2qjb3CtVFHR4emsimZmZm45ppr8KUvfSli+7y8PIGuamxsxKFDh3iDbPny5XzNt40bN8JisWD9+vWKY8zMzMS8efP4x5wZAIA3AxYtWoS+vj6sXr1aYLiFR8NJfdfk5eXJ1sgTw0XmyZ1fzjjSUg9Mahy9vb2Chhji45qB3LXFuo/4+oyKoDbruHpJFtMwWoysWZfq94IYvZgeWTdu3DgAI11fxYSbdZWVlZL7c0YK5aknB0amwkrVDJESRs3NzXy3YDX8fr+uWngDAwMoLS3FlClT0NzcrKmocXZ2tqSJN2bMGMHjYDDIR+eFH5thGHg8HsX7uG7dOtTU1ESk1MpFksk9z507PFU3HlB6avIQr/qByXZugiBSF64phJ4o/HC4hWLxvEyo093dLXistgCqNUU5XI/oKYMCRGrDcK3GmV233XYb8vLykJGRIRl599577/HaSPxD/cCBA4Kom7Vr10aYVDabTfB4aGhIUE9bzgxobGyMiIxTMwrCo+2kmDhxYkTUr9z55dJvGxoaBNf81FNPRUShceMQI9Wp1kxDKhqjRcs+ZkVQJ0tkttnlHMxOLTUyGs6se0HptYTZmG7WFRYW8gXzwyf8TZs2Yf/+/QBGoua+8Y1vROzb1NQEr9cLhmFQVFRk9lAJDXi9Xs3CTAmuZojWyLVQKKTZhAuFQroKHft8PlmTrqysLOJY06dPR0VFRcS2XJ0V7pq4JhThdRmBkRXVpqYm2Wgzl8uF2tpa3TXfpIwR8bk7OjriYp5QemryEK/6gcl2boIgUpeJEyfy2lEv3H4Mw2DChAkmjC690avxfD4fHA4HGIaR1XSdnZ1RvZda4FJelfSk1WrFa6+9xv+gVvtcSKWdSkXshRtAcmaAlElktVoVf9yHp4RmZmYKXsvMzMSNN94YkS4qd34540hsuHEmargpwo1DyrATY6YhFY3RomUfsxoYGHXcWI0gNdMw1uObnVpqZDScWQYqpdcSZmO6WTdnzhwAI5P50qVL8fnnn2Pv3r18O26GYXDuuefyEXgcHR0d+PnPf84/FjefIBKDVNdRvTidTtTV1aG0tFRTJBuHnpXYaFfjw2EYBj6fL+JYnZ2daG1tjRBt5eXlaGpqgtWqnF3OmXRc9BlXJ4+LQmtoaIiq5pvYGJkyZYrk/Y3FPBnNkVKpeu3xqh+YbOcmCCJ14ebJw4cP46WXXtK170svvYRDhw4BGJmXCX3oKSXCMTAwgLKyMuzatUtysVSP1tOL1ggZlmX5H9QABD/cJ06cKNhWyvjr7e2NMPnCzy1nBojHxzAMhoaGNP+4F5dQ4R739fXh6aefxn333Yf77rsPgUBAMuIuGuNIbIqIr018v/Lz803NgFq4cKHgnMFgUNVYSpbotliI1QhSe+9jPb7ZqaVGRsOp3YtojUtKryXMxnSzLjy/fMOGDTj//PNx0UUXYceOHfw2P/jBD/h/b9++HVdddRWuvfZavjlFXl4eFixYYPZQCQ0Y8WPb7/dj/vz5ptW904NS4WSWZbFz507J54PBIEKhEJxOZ0RTCnFx5rKyMsmU0IKCAtTX16O8vByBQEBQU05rt1YOr9eLlpaWiHGKEQvQtrY2XSZUOkZKab3+VL12vZ+ldDk3QRCpy1VXXcX/+4EHHhCkGyrxzjvv4MEHH+QfX3755YaPLd1R0kVKdHR0oLS0NKZSKbW1tbxe0pohEc2P44MHDwp+uFdXVwsi2FiWlY3UkzOAws2AhQsXorGxEStWrEAwGBSYaOLjqo1fzrBobGwURMcdOnQIVqs14vwPPvgg7r///ggDQmy4SZ2DMzCeeOIJAMCSJUv4+xVPIyw3N1ewEH7gwAFJYynccGlsbMTChQsNj5qLJ2YbQbEe3+w023gartEal9Q5njAb0806p9OJRx99FHa7HSzLCv4A4Nprr8Xs2bMF+/T09AAYmSwdDgd++9vf8vVLiMRixI/tUCiku16JWQwODsa0fyAQQHl5OXw+H2/iAODFptPpxKZNmwAA27Zti0gJlTOA6urq+Jp+XCSiEjU1NbIr1wzD8EahuKtuSUkJzj77bM117dIxUkqrCZeq157I+oFUuzC1SdVoUiL1mTFjBi655BKwLIuhoSHccsstuO222/Duu+/i2LFjgm2PHTuGjRs34rbbbsOSJUswNDQEhmFwwQUX4Oyzz07QFaQu0UTWcSiVFRGTm5uLG264Affeey/uvfde3Hjjjfjggw/4Ehpc3UG1iJhXX31Vt5YT/6DOzc2NiGCTuo4DBw6oFrvnGkpwP/wPHDjAm2iLFi3S/eNezrCQMlbC6+Rx5x8aGgLLshEGRLjhNnHiRMmoPDkDw6z0USW0GEvplpJothEU6/HNNtPi+TmL1rhMhwhOIrkxvRssAJx77rl45ZVX8Pjjj+ODDz6A3+/HlClTcO211+KKK64QbPvVr34VFosFLMvi/PPPx913362pVgIRH+rr62XTK7VipFHndDpRUlIi6Dxq5ljEHczcbneEadPd3Y2hoSFUVlby4+JMIHHnVDkDqLa2lo889Pl8qK2tVezeqmQcVVRU8PuKu8MGAgHJNF850rHLq/jeNTc3o7Kyko9y5EjVazeq82+qnZuIHc7IBuS/wwjCLO677z7s3LmTj3B/++238fbbbwMYqavGdX8Pj+TitMnkyZPxwAMPxH/QaUB5eXnUmgrQrqsWLlwoMAfOPPPMiGZiubm5WLx4Mb9gP2nSJCxevJjv3PrWW28hEAhE1HVTIjMzU/IHtdYOrJwR1NDQwI8j3LxraGhQbCjBRb2F78ch1/1SqvOp1HiV6uSJn9fS8VrJwDCyU6cafX19sFqtgvsqZSylW0qi0mfF7ONreX/TqWt6tB180+keEMkJw5pZSCJK/v73v+Occ87Bl7/85UQPJWUpLCwEMJJWbDQ5OTmG1IQzApvNhrfeegtz58415fhnnXUW9uzZAyDSqHM6nejq6hL8oAVGouqampqQmZmJ4eFhwVjFAi7c0NO7r9JxnE5nRGqtFOLzACOReHJiW2z2iY+t9noyIr53HNx7wZGK10YQsaD3e4jQhpnzc7rR39+Pn/3sZ9i4caPmfebMmYOHHnooohZyumHW54ib61pbW5GVlWWa3lu+fDkyMjIEz7Esi4yMDOTl5eEPf/gDpk2bhkmTJskeIz8/H5s2bdJsEk2cOBHV1dX89uGGBFeP7uDBg1EtKufn52PRokW47777ZF9TY82aNQLDQGm/vr4+NDQ08Kmw4dcmPo7ecWgZj56xxor4XJmZmVi8eHHE+x7PMSUjSgabXnNVfC8nTpwoaU6nC/E0n4nRgVFzdFKadUTsmPljQGsH12SGYRjk5OTEXDfP4/Ggrq4OtbW1ESbOrFmzBN3PHA4HNm3aJDB4Nm7ciKqqKvh8PjidTqxbtw5z5syRNfHkEBtJcmMSI2VUuVwutLe3R3U/9I7bKGIx0rh9xfeBjAlitJOo/5/THTLr9NPW1oaXXnoJH374IQ4fPhzx+vjx41FeXo7vfve7o6apRDw+R3KLWWIsFgu/0KflZwXDMPjhD3+ouiivVDuOOy+gLZrvtttu02zuyJldSlgsFixfvlzSrJM6txQrVqwQXAt3TL2EGw9WqxXDw8P48pe/rNuAUDIwjBqrlnOL31+5c412wyVWc1XpnosZTUboaP9cEdFh1BwdlzRYIr1gGMaUzl7iyDUzycjIQFdXF6qqqvgaiVlZWbrrnjQ3NwtSVMNNI3FaxsDAQEQamTjddenSpbDb7WhtbY2IjlMypMTphuIU3ClTpqCioiLCxKqvr0d1dTWf+lpWVoaGhgbV65YbS6LqusWSrsfdO/GPEi7NlSLqiNFKfX19xGefIBKB2+3mv5M///xz9PX1YWBgAGPGjEFubm5El07CGJTmcC4NGQCmT5+OrKwswQKlHJyp9/HHH+OPf/wjxo4dyz8vta0SGRkZfHdVJeS6lcqlTXLpgXoMO6vVir6+PkycOFHQ+GHixImaf9hHm4onJprUPD0puEaOVQ6l+y93rtGekqiUBqyn5l8050o2jDTYwu8LVwtxNH/OiPhCZh2hGc60MCsY0wyjzuFwYGhoKCLVMzs7GwUFBYI0mWibTYSL2XDTSHxO8bZSjzs7O/n76/P5BJEsWmrgyR2XZVnJfQoKCqKKopMyx+rr62G32wXXHa+6bkaYhHLGBNXtIkYryVZzkFa3CQA444wzcMYZZyR6GKMC8ZweTngjip6eHs1ZF1yjq3POOQe/+c1v+OeffvppgckVjtxirtzYwpk4caJsrS85w+nYsWM4ePCg6rHDGRoaQmNjI6qrqyXrgGn5/jK7RpkSeg0Js8cqZQZZLJa435dUQslA1WKuKt3zYDAo+P9Tjzmr9tk3Y2430mBLt1qIRGoRN7PuyJEjqK+vx7/+9S98+umnGBgYiCgkqwTDMNiyZYuJIyTUkEoVTHYGBgb4NIlw+vv7YbPZIrp/RUO4IaVmEonNK3HTAjHhzQ70GFJyx5XaJ5oUWqmx1NTUCNKKnU5n3CJxjGj+wBkT3P0oKiqSbCCSKl1gkwmKTiSMgFa3CSI+cN/ZsZYKEVNcXCwZvd/X1yeZ3gwo14LTgtVqjTAGwmu92Ww2nDx5Enl5eZg3b15UKbAc+/btk43uEn9/rV69WrLuWjjHjh2L2wKFXkPC7Cg2sbk0mtIuo0XJQNVirirdcylDTStqc7cZc7uRBpvZUaQEoURczLq2tjbcfPPN6O/vByDdDp1IflLVpJBajWVZVpdRJ079ZRgGVqtVEIHl9XojVqHDV4OLi4sjzCtxNFcgEIhII2lubkZpaSlKSkoEr4UbUnKGW0tLi2DcUiaWOHKMq6EXfu6uri7Vzqjiz0cgEIibIWNkup74fjidzoREC6YTFJ1IGAGtbhNEfIhmcZaLmFNKhd27dy+vC6TqqonJz8/nDbRoEX9PNDY2CiKEhoeHMXHiRNVadVarVVU3ZmRk8KaiuJmFeBxcJJ6SafHiiy/y94XrQHvjjTdquWzdJJshkcgow1RFyUDVYq4q3fNYzFm1uduMud3IzzN9FolEEhlyZDDHjx/Hrbfeyv/4J6MudRnNJkVOTk7Ec+IIIfEqtDhtY9y4cRHmFRfNtW3bNgBAd3c3nE5nxLm443o8HthsNng8HoEhxQnr4eFhQR29Xbt2ye7DITbZxCvpPp8PpaWlyMzMRGVlJbxeL+rr6yOOKxU1KMbr9aKyslJwLCPg7uPQ0BCamppiMgnF98Pv96veQ0IZik4kjEAsthP9Y5Ig0hW939HZ2dlYtWqValkNq9WKNWvWYMWKFXj88cfR29uLUCgkWXOOi+pZv359hIEmrgmsds5wpIwAzrxTMgnUjDpx9+wDBw5g9erV6OvrAyD9fdXb24unn36a30Z8frGBKZcmrIW+vj7+3q9Zs4Y/J8fChQuRn58Pi8WC/Pz8hBsSnDm0fPlyLFq0iEoexAGz7rna3G3G3G7k55k+i0QiMb0b7FNPPYXf/va3YBgGDMPgiiuuwPz585GXlweHwyGZoigHCXPtmNElzOv1YvLkyYYdT4ns7GwEAoGkMXetVivKy8sjItXCa8qJhZoYm82Gt956S1P3V6fTGWGaKXUnFZ9bTydTLecOR64jpJZUx1ToLpkKY0w10uWeUjpvYkmXmnXUDZYwAjM/R1q7wIbDdZLPycnBwMCA5DY33HCDJi3PMAy+973vSRp1FosFLMvq0ofhtc7kiujfe++9UafAZmZmymqu008/HceOHVPUZJwxqVS3j+O2226L6ntQSzdQLaTL93Aykq73NhE16wgi0Rg1R5tu1lVXV6O7uxsMw+D+++9HdXW1macj/j9miTitBYTF6DXfGIZBTk6O4fVSooUToUqmmJq45SLmxHXdurq6MGXKFMG9sdlssNvtgm2VDI5YzBCpFNrwVFgxDMNg165dUZkUsZiK8YIMGeNRu6fR3PNEvE/pYjoSiYXMOsIIzPwchX+/irWIuCxI+POhUEhx4fK+++7TpAM5c03KOOOi6sK1AxcQMH78eBw6dEjx2BMnTsShQ4cEkXI2mw0//vGPAYwEGWhpXGEkDMPgy1/+sqpROHHiRFit1qhMtxUrVgiyPbhzJsr0IyKhe0sQ6YNRc7TpabB79+4FwzD46le/SkZdGhCtWef3+3WtgrIsmzRGXThKqZ7hqaFS98nv98ummIrvjdvtRldXl+b0S6m0VK2IU0jnzJkjOLc4LZdlWdTU1Gg+vvi6lB4nA0am1BIjqN1TcRq3ls9XNPvESjTpvGalfhMEQZhFQUEBX97C7/fD4XDwhtiYMWMU91Wa17WmcU6YMEHWuBoeHo5ISeU0lN1ux/XXX8+nv8mN4fTTTxek0g4PD6OxsRG5ublxN+oARBhwUmRmZuKzzz6L2E5Lfa++vr6IdGCbzcanIff29uKxxx6TTI8VY3R9MbX03NEE1WUlCEKM6Q0mBgcHAQAzZ840+1REHCgrK1MsHhwviouLsXXrVsEqobhGnJF0d3cD+E8jg9bWVmRnZ6O1tRVjx46F3+9HeXk5H90jFWVXXl6O7u5uScMuHIZh+ONojdrRs63e43m93ojIv2hrjhnZCIJIH6IxwcTbtLS0wOv1mmquRtN1mJprEASRioR/d4WbYwMDA5LRdWPGjEFmZiZKSkqQlZXF63+O3NxcnHrqqbLns9lsvFEm1xkWGDHmrFZrhN7jTKe1a9ciGAwiLy8PwWBQ0iA8ePBgxHPRGiNKKbBS2Gw2nHbaafy4Tj/9dNVoQKUsBC1pxY2NjYL9MzMzJWvwcaYd9zrXIXf9+vV8BN6ECRME9zTWEkWp1OXb7HTNZGvyQRBE4jE9su6MM874f+zdeXwT1fo/8E9KEspSoUApsQTZBNk3WVREAfe9YFVAL1q1giCKoIiKCnwVFUUFvCJqXVBBqxQUuFyQiqKAsiP7JtiWUkop0EIhTZvfH/3N3JnJTDJZJkv7eb9evswyMzmZhsyT55zzHABAeXm50S9FIfD222+jZs2aYW1DXFwcDh8+7BaomUwmn2ogKtWoUQNXXnklzGaz23GEH+VCEqtXr14oLi6G0+kU/y8d3TNv3jx0795d7Inu3r075s2bhx9++EF1AQmpK664Ai1btoyYETktW7bEFVdcIXvM3xFxRo1ai5RzZYSq/N4E/oy4VG4TyIhPvfwZwcrFNYgoGnn6rlKbKXH27FmUlZVh8+bNbok6oLLgu9bCEFarFY0aNRLvexvdVlZWBqvVqhrzORwOMXEHVE4lVEpKStIsam+z2dy2l45KS0hIgM1mEwvXDxkyxONIPimr1YqhQ4ciLS0NL7/8Ml5++WXExsZ63U/tfPhSOF+ZiBQScVqk53D+/PmyEXgAgroQRTSNJhMSi8K5yMzMDOrxI22RDyIKP8OTdT169IDL5cLWrVuNfikKgXHjxqkGYUaIi4tTnVJaXFysWry4vLw8oJF1Xbp0we+//46ysjLs37/f449yrSBWeLxly5bYtGkTKioqUFFRgU2bNqFly5a49tprcebMGVx55ZWq71X6WuGY5qdFmqTo3r07zp8/H1HJo0g6V8FWld+bwJ8k2Lx589y+G4R/f5G06nA0TP0mIlIK9neVt+TQsWPHfDqe0+nEpEmTVJNxgvz8fKSmpmLMmDFuSRBlYmTAgAFIT09XHXUnHYVWUFAAs9ksrgzZvHlzpKamYvTo0R5LxdjtdkycOBHNmzeXPe5Pcsput/u0MqVaYlJ4/94oR/QJ5zRYK2NG0yrfRicWueooESkZnqxLSUmByWTC0aNH8eOPPxr9cmSwLVu2hOR16tSpgx9++CFsP2y9/SjXapfyca2kgTI5sXXrVrfXiqQROdLzAQCbN28Wk0ehrkWpdk4j6VwFW1V+bwJ/kmCeRnxGUoIzkHqSREThMm/ePK8zAXzhLbFhsVhUH9cajSckdTyNPlJL/DidTmRkZGD27NkAgNGjRyM1NVVceVZPp6/wXqT11ubMmaM64tDbKCllLTmTyeQ2us9ms2mOuNJT801txJaQGBISmVqU5z/YybRoGk0WTYlFIqoaDF8NFgD+7//+D19++SXq1q2L6dOno3///ka/ZLVn1CphMTExPi0U4e9rGFV7zhOTyQSz2ey2sqTaqpMAZCulKWvWCQJZPTJSV55UfgaEFeBCRe28AIjIcxUMvn4OqtNqtlrvNRpWHabqi6vBBteePXuwceNGlJSUoEWLFujfv79mgqcqCcVqsJ5WuPdVfHw8UlJSxESUchSa1gqwMTExqqu8Dho0CBs2bEBubi7MZrPbd7w0KTV37lzNxS20Vrf1RFilU7l6p5Kwemtubi4SExMBVI5Mk9Y7mzJliltM9cQTTyAjI0Nss81mQ0pKimyklVA/Tfn6yhVE9dZZU64WKxxLWbMu2HXaoonRNeuIqOoI1jXa8GRdSUkJKioq8Nprr2HRokUwmUxo3bo1evfujWbNmqFOnTqoUaOGrmPdddddRja1SjEiiDt06BAuvfTSsCTSQi0uLg5bt25Fy5Yt0aNHD9miGt27d8emTZt0HcdT0kAr0SB93FMiMBCBJHTCnaxTO6d79uzx+f1ES1LL13Z6Su5Fy3sOVKQmuokAJut8UV5ejszMTKxevRpjx45Fq1atxOecTidefPFFLF68WLZPgwYN8Morr+D6668PdXNDyqjP0aFDh9C1a1e3xa+CJTU1Fc2aNXN73GazIS0tzS0BZrfbVReKUC7sICTdrFYrhgwZIptuOnny5KC1X5oEVEtwSdvTpEkTzSShp4Sf2ntWJuG0EoUxMTGYNGmS5nZC+5VJJ2XiT/l6RMHAhCdVF1GTrGvXrp3svvBynuo6qDGZTNi1a1fQ2lXVGRHEqa1wGo3i4uJ0BaEmk0l19VuTyYQDBw4gJSVFnBbcvn171KxZE3/99ZcsCaKWNBBWRF23bp0s6SUkFEKRaAjkNQJJXgZDsM5PVU3oeEoQV9X3rGR0UtLb8atLUpT8w2SdPvn5+XjooYfw999/AwBmzpwpS8C9+eabSE9PV923Ro0aePvtt3HTTTeFpK3hYNTnSCvW6969O/bu3ataMxioLF8ifU5rlsRLL72kuhiDkKxT/pgfMGAAPv/8c5/egzLRFIxkXUJCAsxms2xknNrINoHwHrWSeUJSTWuEnNb2Aq1EofK9K7dTG8GolcATkiieEizVIflSHd5jqKglj5kUpqooapJ1l112WVCOYzKZsHv37qAcqzowIohTJgGiUVxcnLg4glbA6Y3JZMIVV1zhMXEpJEEOHTokS+p169YNANwSgMD/kirK8ywkB5Wj7nr27IlXX30VL7zwgs9JgUCmCYY7EeHP66vtc9lll1XJqZKeEnKcHhoc3pKe1SUpSv5hsk6fu+++Gzt27ABQeR0cP348Hn74YQDAiRMncO2116K8vBwA0LBhQ3Tv3h379u3D4cOHAVSOsPvvf/8b1LprkcSoz5FWrOepo9NkMiEmJkb8e0gfV/7MePHFF93qtAGVSaTRo0e7JUWk00GV7fR2/RKmj86fP99tGq0arWOqjXSzWCwYOnSoOEVUORXXW/u8JdW8ba81Ik+ZSFJup9YuZSJQSe0YwoqyyvMiPGc2m1FWVoamTZuGPLkV7OQaE0zBo5Y89vTZI4pWwbpGu18tg4wr31UdPXv29Jigio+PR3JyMpKSkpCbm4vMzEzVQrfhJASagSQdu3Xr5rXI/7p163Do0CG0bNkSsbGxYrC6efNmzVGlwr8V5Xl2uVx44IEH8Pvvv8tqyKxduxZ33HGH+J7Wrl2Lrl27itN3PVG+hi//ToXFAEJBLeDy5/WV5+2BBx4I6BxEMmHkprLGIhDY353+x9uiH9VhURAiI/3888/YsWMHTCYTatSogUceeQQ33HCD+PzSpUvhdDrFqYYZGRlo1KgRKioq8MILL4jxxw8//IBhw4aF8Z1En06dOql2KHqakeByudwSdUDlCEdhJVWhZp1W6ZuKigrMmTNHTCRlZ2drJuoAoF69el4TcHl5ecjIyMCpU6c8bic9JgDZcU0mk+rovrKyMsyfPx8jRoxAfHy8LF5Rq6En1OqTjsyTUqvXJ+V0OlFUVCQmnbRGwgkLTkhHJmolFKWv7YlycRDp30hJeE66TWZmZkiTW9KRisF4faNXgY1G/iZElZ9zLtJB5JnhyTqufFd1zJs3D61atUJ8fDzuu+8+NG7cGEBlkOZyucSeVQBo1qwZRowYgTlz5gCAmMTLz8+Hy+VCkyZNcOzYMdSsWRMNGzYUXyM/Px//+c9/cMMNN+Diiy8GUBlsrV27FlarFVu2bIHL5XIrVJyfn4+KigokJiaKiULp63p6TJpQbNq0KW644QbN5+Pi4pCRkeG18LKQYFuyZAnatWuHgQMHij2NyuMKI/WEfyvz5s1D69atZb3Rwo995Y9+ZfBcXFwsJvY88ZTQ0boAGzkNQOvYwQq41JInanXuqgJPyUy1vzund/jOW9KTSVGiwKxcuVK8/dZbb7lNZ/3pp5/E20OGDEGjRo0AVI7SePnll/HTTz+hpKQEWVlZTNaFUa1atVBSUgKXy4Xk5GQxrtOiTCR5WhRCz0g5T8dQU1BQ4LYqrcvlQlZWlur2DocDc+bMEUeZCQm4mTNnyraLiYlBWlqax9dOTk6WJSuVhMSjEEdqXa+VcVNWVpYYN02dOtXtuHpWYPWWSPQm1MmtYCfXmGBy5298rpZkJiJtIVkNlkLPqOkRzZs3x/Dhw1Xrjai5cOECrFarTzUKL1y4gJo1a7o9VqtWLZjNZpSWlsLpdLptI3X06FE4nU5ZEWOXywWHwyHb759//kF6erqYMBs2bJgsADx16hQqKipQr149nDlzBvfccw/27NmD3NxcnDhxAvPmzcOpU6fQvn17HD16VEwECom5WrVqqQZeTqdT7F1u2LAh7r//flnAJUyjE0YrNm3aFJdccgm+/vprrFq1StxObVpKoFMbtYb7GzkNQOvYatNCxowZ43MyidMStXF6h+9Ys44CwWmw3t188834+++/0bp1ayxZskT2XElJCfr06SOOrFuyZIls4QkAGDFiBFavXg2bzYaff/45lE0PmVBPgw3UpEmTdC8oFwoWiwXl5eVBXSDL0zRaPddVb1Nh9RzX0zRDf6/3nkYNSle81Rq5F+q4IthxTVXp1Azm+wjWdNaqcm6JlKJmGixVHUVFRT4l6gB4TKhpsVqtqsepqKiAw+FAjRo1vAZ8wog7KZPJ5NYeu92OkSNH4rHHHkOXLl3ceh3r168v3o6Pj8cvv/wiBiINGjTAM888I06BeOqpp8QLjNA+raSZtF7LyZMnkZmZKettGjZsGGrVqoXmzZvDbrcDqOy5GjRoEEpLS2U166RTYQHfR/FIL5SJiYluvdBCj6SR0wC0jq3Wm+vP6DpPIwmDLdoCD+W5z87ORnp6ekhGTkYrb1OxQzlVnKgqKiwshMlkQuvWrd2eW79+vWwKrDJRB0AcaVdYWGh4W6sabyVP/JWbm6u6CqySp3ponvbxpZNSqGUXHx+vuaqqP7TaoHf0kK8j2NTiME+jwLRGNXm7RsfHx4txl97FJpQ160LJl9FbeuIT6fuPZsGcHhys0YbBnrJMVNWEJVl38OBBrF+/Hrt27cKpU6dQWlqK2NhYNGrUCC1btkSfPn2CtjAFBU9mZqZPiTp/CVNqA6F3f5PJhMTERCxatAibNm1STVZJKQMxh8MhXlgaNmzodw+tMDVWuGAVFBRg6NChyM3NlR2zsLAQS5YsEQOLQ4cOYc2aNXj88cd1JaLUghLp66q9d7PZjKKiIkOnAWgdOzk52W06iT9JwlAmT6It8FD7cRDsdkfbOSGi8Dp37hwAoG7dum7PrVmzRrzdp08f1f2FGmWRNJIrWsybN09cGMuXyTdqi0lIZWZmiuVLPMVoyimlnurWCa87ZMgQAMAXX3zhsQ1qCzBIEztaI8M8vba3c2S1WnV3TqnFPEDlqKXExEScOHFCNupRLQ5TLsohrXWnlXTy5RrtKXEVKUktX9pRneKTYHa6B2s6ayBtqmodwURqQpqs2717N6ZPn45169Z53bZ9+/Z49dVXmbSLIKGqOVGjRg2xR84Ts9ksFi4OhuzsbNhsNtjtdvGLX0+vbnZ2NqZOnepzkCcl1MiTEtqgTGIpAwsAYiJKuHB99dVXqhcutaDE29/V4XBg5syZsFgsSEhIQGFhoeqF2ZeLpnJbaQFk6bHj4+Nht9ujqlZItBUiViZsBaEYORnNqkOQWB3eI0WmevXq4eTJkzhx4oTbc9Jk3VVXXaW6/6FDhwCAn1c/KBfGUtJKULVv3x7//POPW2kOYfuioiLMnTsX8fHxGDNmjGbCrqKiAtnZ2fjggw/QqFEjrzGYy+XC/PnzdcVfQseo9LtMOWpMmugSZmlotcHlcslWP1Vrgy9xoVrMIy1FIo2LrVarLA5Ttl2Ql5fnNQEVrmt0JFxjvL33SGhjsASz0z1YidlA2lSdEq1UfRk/TOr/W7x4Me677z6sW7dOXJDA0387d+7EPffcg4yMjFA1kbxITEwMyeu4XC5D6qXokZ+fj9TUVEyaNAmpqalISUkRp6F6IkzRVbJarapTcqVsNptY605KCArsdjtiYmLEHmFPgYVw4RKCXWFRDWF1MLWEjN4LY1lZGU6fPi2eG62ixsrXVqPcViiArHZstXMQydT+jpFMCLiUn/Ngj5z099jCZ3fq1KlIT0+PmBWmffm8R6vq8B4pMrVt2xYulwubN29GaWmp+Pj27dtx9OhRAJUde1dffbXbvr///jsOHToEk8nEDl8/eVrBum7duoiLi3N7/NChQ7JEnclkwpVXXokDBw7ItisqKtI11bOsrEz34hB6E2LS7zIheTh58mRMnjwZc+fOxenTp2VTp4XXF2IQNU6nE5MmTcKIESNU40W10i6eaMU8OTk5su3KysrcOmO1zpe35Jvea3Swr8eRcI3x9t69tTGY58ToY0ViPO1vm9S+R6pCRzCRUkhG1q1ZswbPP/88KioqxN64Dh06oFu3bkhMTETt2rVx9uxZHD16FFu3bsWePXtgMpngcDgwefJktGjRApdffnkomkpRwtf6JHoJF2llT5rNZvNpRTGB0+lESkqK5hQL4cKUmZmJnJwcWa0WofdO2UvkqRdKrf6Yp1F/0qmwQs06QLsX2dM596VnVqud3mqlRINoXenKyHYHcuxI7TmtiqMFlarDe6TIdO2112Lt2rUoLi7GuHHj8Morr+D8+fNiAXOTyYTevXujXr16sv02b96MCRMmiPcHDhwY0nZXFZ06dcLmzZtVnysuLpbV3RVIk6pA5ewHYdS/cjGsFStWYPLkyW6lPvSwWCwBd+gKI+yksU5eXp7qCL38/HzNBRqAygTgtGnTxNgtJiZG9p58nQGiFfMoFw+TrlrrLQHqrYNM7zU62NdjtWtMenp6SEexeXvv3q6DwTwnoThWJMRPUv7G+GqJ3UjvHCfyh+HJugsXLuDFF19EeXk5TCYTOnTogKlTp6J9+/aa++zYsQMvv/wydu7cCafTiXHjxmHFihV+LVZAweNPssoIQiI32KRTCpQXOWF6rK9FiJOSkrwW5pW+lsPh8LpqlTSwqFGjBrKzszF58mTYbDbVmntao/6ktVuUrye0U/l+PfUQ+zKUXa1OmrTXUqs90TANIVTJxWCfEyPbHcixIzVhZGQNx0hRHd4jRabk5GR88MEHOHXqFH7++WfVFV0feugh8fbevXvx/PPPY9euXQAq44SkpCTcdtttIWtzdaInARUbG4vVq1e7LYIVHx+Pxx57TLx2nT9/HgUFBbpeN1gdtWqlRwD1DsmkpCTZ9VYtWSjsl52d7dbGYHxvFhUVubVN+jfwNCLNZrPB6XS6dYj6E0NoXY89LSzh6ZjKa4zZbA5555y3+ETZ2a1MVAczRonUY0UitfcTLZ3jRL4wfBrswoULkZ+fD5PJhK5du+Krr77ymKgDgI4dO2L+/Pno3r07AOD48eP44YcfjG4qeRHoog/+Ul4YfSl47I3JZILJZILdbhdXdQXcLwLC9FhvU1ql1IZzC0GBdLqnrxdU4RhJSUmygFHPdA1p29SmsipfY/jw4WKCzmq1ikWc1fgylF26rZLa+zdiqkSkTq/UKxKmj4RCpE4rjsTpJMFWHd4jRaa4uDi8++67Yu006X8AMGzYMPTt21e2z86dOwFUxgh16tTBe++9x05eP/31118BH6O0tNQtUQdUfq+Ul5eL1y69114h6RQooWNWrbSLskPSZDJhwIABsuttWVmZxzhL+nywvjfVru/C4l+Aetxks9kwZswYAJXxoXC+hfJC/sQQWtdj6bEcDgdcLpeuYyqvMcokaCQkmJRtUt4PZowSqcfyh9ExtvL92O32iO3EJwqE4SPrhN7QmJgYvPHGG4iNjdW1n9Vqxeuvv46bb74ZFRUVWLFiBVJSUoxsatC5XC6sWLECmZmZ2LFjB06dOoWLLroIzZo1w0033YTk5GS3KRyRLJhJMl8kJCQgPz/f75VWtZjNZjz++OOyJeeF4ffK95qYmIj09HSfRhd6W+ZeKAasfF96L6hqQYyn6RrKKbZ6NG/eHBMnTtS1rS+jp4Rti4qKMGfOHK+90L4kNNXONwCPIxojaXqlXlW911QQqdOKo216tj+qw3ukyNW7d28sXLgQs2bNwvr161FaWorWrVtj2LBhuOuuu2TbtmjRAjExMXC5XLjmmmvw4osv6qo3S+p69uyJtWvXBnSMiooKtxF19957r1uSTG8CLi8vDxaLJeBY0Ol0qv6ot1gsGDJkiGwqrMvlEhe/klJbAEwgjCgTrlvKBS38oTUKUIhblLMqbDYb0tLSALjPihHu+xNDaF2PtfbV2/ksUMatkdA517RpU1mbmjZtKns+mDFKpB7LH0bH2OF+f0ShYniybu/eveKoumbNmvm0b7NmzdCtWzds3LgRu3fvNqiFxjh9+jSefPJJt5VvCwsLUVhYiC1btiA9PR3Tp09H7969w9TK6HDs2DG3i6UnWiuVKSkDNrVpn8D/elp9mQIr7Z3VumCpFQNWru7liVqgKA1s1C5kvgSLoZh6mpmZKUvUab1/PdPx1KbuSnt2va2CG23JruoyRVErYRRNU6OJyD8tWrTAjBkzvG5ntVoxffp0dOnSxe3HNPlu3rx5aNWqVUDHUCbVkpOT0aRJE137atWlC8biY8K1Mj8/3+3Y9erVc0seCvV8pfFaYmKirN6wxWKRdYYGO1GhlRj0Frd4Gs3kTwyhdT3Wap/euER6PbdarbJptOHmLSkUzE6tSD2WP4yOscP9/ohCxfBknXChuOSSS/za3263Y+PGjTh16lQQW2Ush8OB1NRU7NixQ3ysa9euaNGiBQoLC7Fu3TqUlZUhPz8faWlp+PLLL9GpU6cwtjiyWSwWDBgwAF988YUsCWc2m1V7ZH0ZASgtZKt1IXE6nW5BnTfSdmldsLR6SmfPnq05ImzAgAFiL29iYiISEhLEWi/CqrKCQC9koRh5pjwHWj3eenrQtJKtaudZrVc82pJdoexVNCoxFshxlZ/POXPmuC3OQkTVx6233hruJlQZLVu21N3xqZfea6xQ88wowrVSLcE0c+ZM1ZpzarGmpxgr2IkKZQJQ2jbAPfGYl5cnLi6mJJRzMWoUl7JmnR6+1m42ilZMUhWTQkZ3eEZ7jE0UKQxP1tWsWRNlZWU4e/asX/ufO3cOAFC7du1gNstQ77zzjpioa9iwIWbNmoUePXqIz+fn52Ps2LHYtGkTzp8/jyeffBLLly/3eXn36sLhcGD+/PmyoFHoxQyU9Me+Vk2+xMREWdFbPaQXJa0LllZPpLJ+iLSN0ukZeXl5SEhIEAPLwsJC5OTk6JoCqueCbFSvmLIQsZ5CzHqCJa32CcdU/g38DVQjZUSXLwGkpzbreT9GJW4DOa7y7y0t8B1tU5qJiCJNbGys2wqvgTh27JiuH+zBiO20SOtaJScnY+bMmW7bOBwOt7Ihs2fPlm1z7Ngxj6uWBjtRIS0doha3aC3apbUYR1FRkcfFxXyNbwJNaEXKTIdoL4/iC05TJYoOhifrbDYb9u3bp7kEvCculwubN2+GyWRSLQQbifLz8zFv3jzx/syZM2WJOqAy+TN37lzce++9OHDgAHJzc5GRkYFhw4aFurlRQxlwGNHr6nK5NHuStYI6gXQ/5Qg36QUrMTER58+fx+TJkwFojw4EtEfeSUlXUBPqlwjt8DQFVM8F2aheMWUPqt5aet6CSLVgVVrcOZDeUq0EY7QEc56CMj0Bm1GBdCDH1Up2+3ocIiJyF8xEHYCwL/ahXOwhPj4edrtd9ToixCRCzTnlNFhAHldlZGTAbDaLcZ40rlPGhHpoxTtacYs0zvRW0y8vL08zbglXskp5PRfqRIe6UzRSkoahEMz3Wp1GJBKFmuHJup49e2Lfvn04ceIEFixYgPvuu0/3vgsWLEBBQQFMJhN69eplYCuD57vvvhMTSddccw0uv/xy1e3q1q2LZ599ViwAu2DBAibrDKZMqAHuhXfV5Ofnew0SlAk+5UVLuGApF6lwOp3icH9lYd3ExEQUFha61XTT6ilVa4fWFFA9PPWKBTK6TG3qq7AohpIvSTJvNfqCNSVYef6NCOaCPXrPU1CmJ2AzKnEbyHGV0270jNAkouhy8uRJzJs3D7/++itycnJw9uxZlJeX697fZDJh165dBraw6jl06BAeeOCBoB+3YcOGQT+mXsLsiJkzZ8Jms+GGG25AVlYWcnJyVOMq6WyK7Oxs2Gw2WR09ZawljeuUcaXZbJZdv40YzS5NjKgtLqYnbikqKnJLXIYqWaWM35xOZ0QkDatyLBHM91qdRiQShZrhybrBgwfjq6++AgC89tpraNy4MQYMGOB1v1WrVmHatGni/TvvvNOwNgbTqlWrxNu33HKLx2379u2L+vXr49SpU9i3bx/+/vtvtGjRwugm+i3Y9Uv8JdTg8HWqhLLeXXJysttKpEJharUePr2kgZryouUpeaYWrCgTdbfddhuWLFkijkirqKiQnQfl30hrCijgPWD01CsWyIXZlwDBlySZkb14ngJWI4I5o4tTS9usVjhbyajpDIEcV/r31poaFG0iZYo1USTYsGEDHn/8cZSUlAAI34r0nhQWFuLbb7/F2rVrcfDgQZw5cwaxsbFITExEz549cffdd6Njx47hbqZPHnjggYBXgg2GYMac0jgpLy9PVlLE4XDAYrGgUaNGyM/PR1JSEnJycmT75+fn+70KrTJ+UF7fP/jgA9lrJycnBzTqSe26qqx3pxa3CDMxpEKVrFLGb1OnTpU9H66kYbTGEnoE871WpxGJRKFmeLKuffv2uOWWW7Bs2TI4HA6MGjUK119/PQYPHoyuXbuiXr164ranT5/Gli1bsHDhQqxcuVKclnj99dejc+fORjc1YOfOnZOtWuttldcaNWqga9euWL16NQBg3bp1EZ2si5RAORj1THJzcxEfH48hQ4bg66+/FntLz549ixo1asi21TP6zttrCZQjgID/BUPeghWn04kNGzbIAswGDRqgqKhI/Ldy0UUX4fTp0wDkUy+06tipJYT0JAyCHUhq8XTcUE6NVya79E7d9ZfyfWdnZ4s1ZvwRaFBmVCJUz3H1fB6rynQL9k4TVTpz5gyeeOIJFBcXR0xHodL8+fPx+uuv4/z587LHy8rKUFxcjAMHDmD+/PkYNGgQXnnllbBPA9Vrw4YNhhzX4XD4dA6M/JurlVYxm83iKH/l6DRPZRe8USa8lNf3srIyMc4UFktSdqL5kjRTux7qiQHU4i2n04mpU6eGvPMoXCPcqkosoUcw32t1GpFIFGqGJ+sAYPLkydi/fz/2798PAFi5ciVWrlwJoLKAba1atVBaWioLeISLdKtWrfDaa6+FopkBO3TokNjzVrt2bXGqpSctW7YUk3V79+41snkkIVxIsrKyZPXvTp48GfTXMpvNYqJFrdbegAEDVGtzqF38lMGUtL0ul0tM1AmvGx8fL67IrKSVcNOTMFC2raKiAtOmTdO1GqcvAUIgAXIweZtiG2xq7zuQxI2nc65cRc7XlY8DEc7FLSIRe6eJKn311Vc4deoUTCYTTCYTkpOTMXDgQCQlJaFOnTqIiYkJa/s++ugjvPXWW+L92NhY9OjRA4mJiTh79iw2bdqEEydOAAAWLlyI48ePY+7cuW6dgZGoZ8+ehoys+/rrr/Hggw9qLublL7vdDqfTGdSOVbVrfkZGhtfXiImJETsSpSPlpLzFNUIi0W63e+1gk15D1V5XuJ7qibvUOiWlScRQXnur0wi3qoB/LyLjhCRZFxcXh/nz52P8+PFiYkpQWlqqWcT22muvxRtvvIG6deuGoJWBk17o9fYqNGnSRLx99OjRoLeJ3FmtVnEqdih+DAsLP6SmpqJp06ayYMhutyMrK0uWjJgzZw5GjBihayqDJ96Sb1o9YcrpH9nZ2W49q2ptMWLRBU9Fk/Py8nD48GGx7oywQrAvyTStZJHa46FMEKktaGLUZzWQHtFAp22Gc3GLSBQpRbaJwi0rK0u8PXnyZKSkpISxNXK7d+/GjBkzxPs33XQTXn75ZTRo0EB8rKysDJ9//jlmzJiB8vJy/Pbbb/joo48wYsSIcDTZJ/PmzUOrVq2CftwjR47gs88+w/Dhw4OSbLVYLBg6dCiaN28uuxa5XC6/RuU1bNgQ06ZNE8uMDBkyBM2bNxefT0lJ0ayTCkCsPyy0BagcmZaRkSFLoA0YMACff/65x7bk5+dr1vKVkl5DPZVg0UMZcypjwVBee6vTCDdfRWK5DP69iIwTsq7JunXrYs6cOZg3bx5uvfVWNGrUSHW7hg0b4uabb8YXX3yBOXPmyKbJRrrCwkLxtt5Cusqis2Q8h8OBr7/+GocPHw7Z1JqcnBy89tprsh/iwjRVZQAkJPeEi9+kSZOQmpoqJsnsdjtiYmJgtVo9vqaQdNFKdkiPJV0lzWKxuB2roqJCtrqs0DatgFureHF6ejqmTp2K9PR0XZ936Tmw2+1uz8+fPx/Z2dlwuVxwOBxu7fRGCHSV+2k9bjThHM2ePdvt72vUtAKtz4EegZ4nvYtbeLpflSj/FgDC8jkkCrd//vkHJpMJLVq0iKhEHQC8//77YufRVVddhXfffVeWqAMqr6OPPPIIxo0bJz720UcfBX2FVSO0bNky6KPfBGfOnMGxY8d0b68WjwjKysrEpK4QKyQlJcniOqvVijFjxqjGD0oFBQWyMiOff/65LFaRvoZaok5ZYqSiogJ5eXnIy8uTfYdLE9Fa9F7nPCXQ9CTXpHFZZmYmkpOTxZhTqOHsa5vIWOGKT4koPEIysk6qZ8+e6NmzJwDg+PHjKCoqwtmzZ1G7dm3Ex8eHtA5VsJ09e1a8HRsbq2uf2rVrq+5PxhJ6vUPF5XKpToHNzMxULVqsFWRJe6+mTJni9rzNZnObeqEcrWM2mz3WIPFUE1DZLq3pHFrFiwOZzqg22kxrZVy9QarWymfhGM1VVFQkW/BE6N03sjYeEFiPaKDnSW06dXp6uuxzWZ2mV0RKkW2icLtw4QIARNziDGfPnsUvv/wi3h83bpzHxNbw4cPx6aefoqCgACUlJfjjjz9w7bXXhqClgfG3IzM2Ntathp/U3XffjYsvvlj38dTiJinlyH+11eb1TF/1dPyMjAyYzWbNEXUxMTGy7+1AE2gmkwm5ublu10I1nqbUSkuwSElHZknfjzIuU079PX/+PObOnas6zZZCpzrNNiCiMCTrpBo3bozGjRuHswlBJb2A6y2iK+019GXhhLZt2+pvGEUkT8Gjnh5Mi8XitlpsWloaioqKkJGRISa2EhISxCSeMjCbOXOm2CMsBF2egj+1lWStVquuxFKgAUZ8fLz4WgKtwuN6zp+nlc9CUSxXOZVBufovUPlD5aWXXgr6aweLL+dJbeqG2nRq5Q8GX5KJ3qaHROL0EU9YtJmqq8aNGyM7Oxvl5eXhborM7t27xe/pRo0aoUOHDh63N5vN6Nq1q1in+eDBg1GRrPN3UQ9PiToAPiXq9BJGGM2ZM8et81MY3RYI6f5qHYRqo789JdAaNmyo2SYhxnG5XLo6NZOTk2WdfFLSEixS0muucj8hLhOuldJ2FhQUiLerev3YSMa4gKh6CW+F3ipGWjhYbz2OSFzhrLpLSEjQNWXCCL5MRVQmd4X7agGWsMqZWkJYOYxeOhXPZrPBZrO5tUs6DN/hcMBut2PixImyKbtKwZjOqGy/yWSC3W6HyWSC1WoV2yysYJaeno7Dhw+rTr9VSxYK7y+QqaF6KacyqAXvnqYARQJfzpPa1A2t6dT+9hR7mx4SbdNHQvE5JIpEPXr0gMvlwtatW8PdFBmLxYLrr78enTt31j3qTxobRssMim7dugX9mFodI3a7HcOHDw847tIaaa/GYrGIcUMgLBaLWANZoIyhpNdxoY3KBehsNhvGjBnjFuN4uxbGx8djxIgR4uspqe3v6ZjCaDw99ZE5ois8GBcQVS9BGVmnXOZdmOaq9lwgpMeNRLVq1RJv6+0Nll6YfQkavK0cy5F3/rHZbGJ9HOnwf4vF4jYdw9+eZ0+0CgqrjQjS6l3zFJxp9fhK99EzksmfUXLBmM6o9p6VbU1PT5dNt50/f77qNA/lsex2u08rpwVKzznzZbRtOPhynjx9ZoLVU+ztcxlt00dYtJmqq5SUFCxatAhHjx7Fjz/+iNtvvz3cTQIAdOnSBbNnz/Zpn127dom39dYzDre3334bt912W1CTi8nJyapThrOzs/H555+HtJNUiOccDkdAsZxQN0/6Pe2tnIGnxSP8uRZKX08a/2jtr3wN6fsXRuPpuTZyRFd4hDIuiLbZCERVUVCSdQ888IB4ATaZTLLARPpcIJTHjUTS+nPnzp3TtY90uzp16gS9TdWdr0GY2Vz5T0I5rUBYEEU6+snbcW02G8xmM3JycnS1QdnTKqVW700r+aWWkBOCKq0VZX0NugINKP2lJ+GntmCH2vPhroWmPIc2mw2FhYWy9lalYNjTZ8afv4UvCWw9bSCiyNG9e3cMGzYMX375JSZPnoy6deuif//+4W6WzzZu3Ih//vlHvN+5c+cwtka/cePGBX0UoLfvW70r3Qeb3lhObVV6wL1unjKZ4ct1Z8CAAWIHo9VqdRu1542ea6lyG2EFXYHwuPLvIcSoyrrIVHUFWmuaiAIX1Jp1ni541WG6Z/369cXbeld2lW6nXE2MAtekSRMAnuvDSeXm5iIzM9MtwSMEJ3rExMSIC6Xk5ua61ZYD3JOIJpMJ+fn5mgWF1UYEaSW/lEWBhVVngf8lzNQSHb7wFBAa2ROnJ+HnqV6M8Ly3Y4WiN1HrHFbVxRQ8fWb8SeT6ksDW0wYiihwlJSUYM2YMSkpKsGjRIjz++ONo3bo1evfujWbNmqFOnTqy6aWe3HXXXcY2VkNFRQXeeOMN8X5SUlLELZihZcuWLUE/Zm5uLpo1axb043oTyMg5aU1f5ag1KaG0wqxZs2AymWA2m1FWVoamTZtiwIAByMrK0nXdycrKki0ytWLFCjFRqCcW0XMtVW6jNhpP7VrJEVXVT7TNRiCqioKSrPNUMNaIYrKRqmXLluJtvckh6RL2ymXSKXB5eXk+1f0Sehn1Pq5kt9uRmpoqC37U6qgoA0eXy+WxoLAvPbPx8fFIS0vz2M5gFO2XJv1mz56NpKQkWa8wENyeOL0JNLVVY4HKJKreBE0oehO1/gZVtdcy2FM3fElgG9UGIjKGtOyJkGzZv38/Dhw44NNxTCZT2JJ17777LrZv3y7ef/zxx32aaRKuciaHDh0ypIM9MzMTTzzxhO6azsES6Hs5ffq0rhpuwmu5XC5ZDJSVlSVLfgkdS2rxi/K6Jv0tYVQsopWY47WyetJaLRjgbASicAhKsi4rK8uv56qaSy65RKxtdvLkSZw8edLraLmDBw+Kty+99FKjm1gtKWvNeaK1spYyCaXF6XSiqKgooN4nrYUPwjUiyFPiSvmc2jkKVk+c3gRafHw87Ha7Wz06XwJP9iZGPk5pJaq6tBIs0TJLIyMjAx9++KF4v1evXlEzkleo2xtsRUVFYfn7qdUc1ksrrvHl2EKCTs9IcG8zAwKNRTx1vhIB7qsFW61WOJ1OzkYgCpOgToOt7sxmMzp27ChOH9i8eTOuu+46ze3Ly8tlK51dfvnlRjeRPBAWGFALvD7//HNdx8jLy8MHH3yAxMREj6MrPQV4epIOQk9vKKYoeEpceasPBwQvieKpHcoA1JdpJ2qYCIp8VWlKK4s4E8lF+oJinixatAgvvfSSeL9Ro0Z4++23dU/bFYRrITEjpsAKQjUVVhjB2LRpU5w/fx4FBQV+H8tTJ62eJGBiYqJq/KInged0OmWxpNls9lgfzxvWICNvlJ9Vp9OpuSAKERmPybogu/HGG8VA58cff/SYrPv1119x+vRpAJWj8lq1ahWSNpI7q9Uq/thv2rSprukOFosFjRo1ckvKlZWVoaCgQEzIqdVLkQZ4wnHy8/ORmJgIp9PpFowpA6yvv/5aPEZ2djYyMjK8Tn3V4i1R4ClxpXzOarXKAlvpeQ2Up3Yoz49ydTZfKev+CSMmmUCJHFVpNAB/QBHJzZs3L9xN8MtXX32FqVOnitf8unXrYu7cuWjcuHGYWxYZMjMzMWrUKHExL6O4XC5xRL1yNVZfKeMaf6jFL3pKOWhNSRTiPl/q2Qmv4ek+ETuriSJLaAtHeHHy5En8/PPP+PHHH7Fjx45wN8cvN998s1gj7b///S/WrVunul1JSQmmT58u3r/33ntD0j5S53A4kJGRgcOHD8PpdOrap6ysTDPgdDqdYjLN5XLBarVqHqe8vBxpaWliz1VeXp5YrDgjIwOAe0Cl7M3Ny8tDUVER0tPTMXXqVKSnp+te5ERIFAivmZmZKXs+OTkZdrsdMTExYrFlreeGDBkiuz9ixIigJbg8tSPYAWh8fLzsb5uXl+d2Xrzx5+/h798wWgX7/Ubr+eMPKKLo5nK58M4772DKlCmyRN0nn3yCDh06hLl1vunWrZthxy4qKvKpbl8gsrOzUVRUpJls0NMOtQXCfE005ufnq8YvaquVKwnJu0mTJrnFpnl5eR5jNzXK16ioqIiqayUZz1OsTUShZ3KFsIDEunXrsHr1atx///2w2+2y52bNmoWPP/5YdlFs27YtXnnlFXTt2jVUTQyKt99+G3PnzgUAXHTRRZg+fTquvfZa8fn8/HyMHTsWmzZtAlC5Wufy5csRGxsbtDYI0yO8TaPwxeTJk4N2rEgVjB5UNTExMaioqFB9TlpPTe0cK+uvafG3TtvUqVNlbTOZTGjatGlUTclTrmbma406NcrzEhMT49NUAH/aZMT7UBMp0y6D/X5Ddf6CTdluq9WqmeiOlL8d+c+I6zOFj8PhwPPPP48ff/xRfKx+/fr4+OOP0alTJ8Ne16jP0aFDh9CqVSvEx8cjJSUFNpsNAHD06FF89913ACAmm4TpnL4ke1JTU4M+FVZoo1r5kYSEBNVpsIGsEitlNpu9dvLabDakpKTIvqv1lO+Qbu9pNVpAX4wivKbyONFyraxqQnU9Z9xAFHrBukaHJFlXUlKC0aNH448//gAAvP/++xgwYID4/Mcff4y33npLdd9atWrhww8/RK9evYxuZtCcO3cOQ4cOxe7du8XH2rdvjzZt2qCoqAjr1q0TE0JWqxWffvpp0OvVMVkXPNLiqsr6Ib4cQy0JKPRaCRfNYJ5jvYGbckENtbYq2xlKeoIMIwKRQBM/ymQfIF+RNj4+3q3dOTk5sh8PviYI9QplUsvT3ybQhKjyNZQ/QIw6f8Gm9u9Q628SrQlJ+h8m6/xz8OBBrF+/Hrt27cKpU6dQWlqK2NhYNGrUCC1btkSfPn1w2WWXhbRNJSUlePzxx8X4FgCaNGmCTz75BK1btzb0tY38HJlMJqSlpeHiiy+WPS6sdipd0fXChQuYM2cOgP8l8ZxOJ8xmM44dOwaTyYTExERxH5fLBZPJFNQRdlarFbfddhsWLlyoa3uhU1JPR6ivtJKA3r6rvX23K6+lylp8NptNdzmUYF17KTChup4zbiAKvWBdo0NSs27s2LFYv349gMqLmPQLo7i4GP/+97/Fi7bFYsGll16K7OxsnDlzBqWlpXjhhRewdOlSj1MJI0nt2rXx6aefYsyYMfjzzz8BALt27cKuXbtk28XHx+Ott97iwhIRzul0IjExUfzcWiwWOJ1Orz2yFosF5eXlYhJGjfJiabPZ/EoGqtFTZyIzM9MtUafWQ5ydnY2ZM2eqrgqllogJZvJMTz0vI+qXBbqAgdqqbtLpKqmpqW7vTZkoNZvNhtTK8zbtMlR/P19ro2i1Sy1RF8jxQi0+Pt7t353WVFhOmaXqZvfu3Zg+fbpmWRGp9u3b49VXXw1J0u7MmTN46KGHZGVbWrdujY8//lgc6RWtLrnkEtX3oJZkq1mzJsaMGQOHw4GaNWsCgLiYhtp3sBHTYB0OB5YsWaJ7e5fLheTkZMyaNSvoK9QKyUxlZ51WHKjV2aT8blfGOcIMHn+wLln4FRUVef2bBwvjBqLoZXjNuj///BNr1qwRL8633XabbJTc8uXLce7cOQBAvXr1sGjRInz//ffIyspC3759AVRe4Hy5CEeC+Ph4zJs3DzNnzsR1112HJk2awGKxoE6dOujUqROeeOIJLFu2THyPZByhhqC/KioqZAm0srIyWCwWr8G4UNMuNzdXtQ1qyeeUlBSxVoS/yWlf6kyorfrkKWhzOByyhJNWvTtvdfB8Ea4gQ1orJjU11eckjrTuh5LwHtTOv/Tv7nA4Ajp3WrzVygnV38/X2iha7VL7TARyvHDQU7/Il+2IqoLFixfjvvvuw7p168RRXZ7+27lzJ+655x6x3qtRzp07h4cffliWqOvevTu+/vrrqE/UFRUVYfjw4T4l1Uwmk5ioCxd/SpgYVY9Lra6dVizqT2dTUVGRW8dufn6+7vZ5uvZGa+3XaKMWbxh1PWfcQBS9DB9Zt3z5cvH2Cy+8gAceeED2/IoVK8Tb9957L1q2bAmgsjDv9OnT0b9/f1y4cAErV67EoEGDjG5u0N1444248cYbw92Mak25GINAT50RLQ6HA06nE3a7Hbm5ueIPBbXtpP+XUnttac+pPyuYeZs2oWelV2FEmbfpIWoJEq0kVCAJtmjrAVae89GjR7udT+E96F0hzttr+DoizNuoQU9t8LXOjqe/n68jIrXapXwNvVM8tI4XjhF3ekdyBjrikyharFmzBs8//zwqKirE62uHDh3QrVs3JCYmonbt2jh79iyOHj2KrVu3Ys+ePTCZTHA4HJg8eTJatGhh2MyFCRMmYPv27eL9fv36YdasWUGtPRwuGRkZqp1Mkc5isWjGe2oyMjJQWFhoSFv0xnyAf51NgSZ6PF17MzIyxESgsNCZ3um1kS5SRtMD6n93o67njBuIopfhyboNGzYAqLyI3H///bLnzp8/L6vzoUxqxcfHo0ePHvj999+xb98+o5tK1Yy/iTpBQUEBXn75Za9Ff7UIq3BpBQtms9kt4FNOk7RYLGjUqBHy8/PFC7A0GJEeQ20KqdoFXAjitKZmCITAUG8Syl/egoxICr4A9WmfWu9B7XGtxJ631/Al6SUN1NXOn/Lvl5iYiPT0dNXP1Pz5833+jPlL63Pl72toHS/Q8+sPvYlLI6Z8E0WaCxcu4MUXX0R5eTlMJhM6dOiAqVOnon379pr77NixAy+//DJ27twJp9OJcePGYcWKFUEf8fXtt9/KOpr79euH999/P2pKtXgTrFIcoRYXF4eTJ0/q3j7U79PTaGlfO5uMTPQoz4tR5ykcsVuwru3BaLva392o98+4gSh6GZ6sKygogMlkQrt27dyG1P/555/ij7z4+HjVIKxJkyYAYFjvF1GgtOqQKNlsNpjNZtnF2VOwoNZD3LBhQ5w4cUJ8TphqKy0MLE0eKpN9nkZICYGekJQRHps9e7Zb7RVpr6/eJJS/vAUZ4UiseKI2WkvrPag9rufcBXPkop7kotPp1PxMefqMAcENErXOjb+voXU81nchCq+FCxciPz8fJpMJXbt2xaeffup11FrHjh0xf/58PPjgg9i8eTOOHz+OH374ASkpKUFrV3FxMd58803xfvPmzfHOO+9UmURdNPMlURdK0oWl1PgTL4Uy0WOUcMRuwbq2B6PtoR7tFmkd20Skj+HJupKSEgCVy9gr/f777wAqa1306dPH4/4hWLSWyCcJCQkAKke3KUe7NWnSBDk5OeJiFNILo3IVLq1gQW2lMrUeTl+CD2nPrlqwIdyWPuat11dvEsoooUys6Al2Ah1VqOfcBXPkop7koqcp2crRnkZOUw7250rreNE29Zqoqvn5558BVCY63njjDd3TS61WK15//XXcfPPNqKiowIoVK4KarJs/fz6Ki4vF+w0bNpQl77zp1q1bxE9BS0hIkK0yWhWprXrvD2/lVPSs0Kr3uiaNPxITE2Gz2WSzKvTsqxWXKtssjTWNqsEYrNjNlyRUsK7twWh7qEe7RVrHNhHpY3iyrm7dujh9+rRqgdI1a9aIt6+88krV/f/55x8A6sk+onASCggrA7WysjLk5uaiadOmsnpeQsFr5Sg1rWBBb+04tcKx0n3UVnAF9AUbubm5Ys21SK11EcrEip5gx1NvabB6NkMxtdTTNtLPlFrNOiOFoneY9V2Iwmvv3r3iqLpmzZr5tG+zZs3QrVs3bNy4Ebt37w5qu6R1mAFg06ZN2LRpk+79HQ5HxH+flJeXh7sJuplMJp878/Uk6rSuccryJN7KqTidTr+vWcr9nE6nmETLy8uD3W4XZ1UIi0JovYY0dvFUtgKoXOjM6BgGcC/1orYohx6+JKGCdW2Pxg49zhggik6GJ+tat26NjRs3YuvWrSgvLxeXcz948CAOHToEoPJi269fP7d9t2/fjt27d8NkMqFNmzZGN5WqmUB7VoWVtxITE91GvAmrS0rreamNipNOJ1ULglJTU73WxBOCQSFg0qpDpzy+st1qNfKSkpIivtbFgAEDxPNstVoxYMAAw15LT7Dj6XwFq2czFFNLvW0jDdCrWu9wpHzmA/1hxGkvFK2EDt5LLrnEr/3tdjs2btyIU6dOBbFVEOPWqixSp5Oq8WfWjZ5EnTShlZWVpSsWU1NQUOD3NUu5n5I0/vD2GlqJmXDFMIB7qRdfFgeR8iUJFaxrezR26EVjgpGIQpCs69u3LzZu3IjCwkJMnToVL774Ii5cuIDJkycDqEzUdenSBY0bN5btd+TIETz33HPifbVkHpG/hOkDgdBzofMUFMbExMiCBq0gKDk5GXPmzNE8Vl5eHjIyMmA2mz3+KFce32aziavZqiXqvK1GFimysrJkq+4KgbVUsJIWgQY74erZ9PT+9QSvkZK8AiLzHBol0B9GnPZC0apmzZooKyvD2bNn/dr/3LlzAIDatWsHs1nYunVrUI9H4Wc2mxEfH4/CwkLVztfc3Fy/FxIT9vd0X+9+StL4Q7ltTk6ObKSd2vsCKjubAf3Xt2Bef5WlXpo2berXccKRhIqkmEivaEwwEhFg+NrsgwcPRq1atQAA33zzDXr27Im+ffuKq8QCkK0Se/jwYYwZMwZ33XUX/v77bwBAgwYNcNdddxndVKpG8vLyxFGe/rBYLGIw5G/STxlQaAVB8fHxXqda5OXlITs7WxzRJ9Sf83T8/Px8pKamYtKkSW7HFxKJvo7iSU9Px9SpU5Genq469T3YioqK3AJoteBRSFp4Oj96JCcnw263IyYmxq9kptqU5VAI1vuPBMpzZjabQ/JZC8c5DPSHEae9ULSy2WxwuVzYvHmzz/sK+5lMJjEZQaTF6XTCbDZrJrSUC4NJ2Ww22Gw2MSZQo7xmCaurS2MltfhJuZ/QwaoWfyi3tVgssusVAM32Afqvb8GMYQKNp4J9nKpOSDBOmjTJ5/ieiMLH8JF1CQkJ+L//+z8888wzqKioQGlpKQCIK8Ned911uPXWW8Xtz549ixUrVoh1KCwWC15//XXExcUZ3VSqZvwdci/dNzs7W9d02piYGPFHQ35+PhITE+F0OjF16lSxh0sZKEp/ZCh7Dr1R+1HuqfcxGD2T4RjFoxZQqrXd16SFVi9zoL2p4erZrEpJG+VIU4fDEVWryEl5G80Q6L9LTnuhaNWzZ0/s27cPJ06cwIIFC3Dffffp3nfBggUoKCiAyWRCr169DGwlVRVqSTqBWnwnJIWUCY+5c+e6Lc7gaXV1IVaS1qPLzs5GRkaGrHacEA9qXSuUr6HWOTtp0iS3Bc6Ezma917dgxjDBGp0WaaPcWH6CiILJ8GQdANx6661ISEjA22+/jW3btgGo/HIdOnQoRo4cKdu2RYsWACp7Ri+99FJMmTIF3bp1C0UziQC4r4TlTVlZmceEnbB6qnABB4DCwkK3Ir+eJCcnY+bMmW6Px8TEaNaaUztGRkaG+N6kte60AjBfgo5QJYSkbVIu1gFANXj0NWlhVOIxXEFlVUraqI00DfZnTe1zb8Q59PY5C/SHEae9ULQaPHgwvvrqKwDAa6+9hsaNG+uqR7pq1SpMmzZNvH/nnXca1kaq+tQWsLDZbHA6nWJMZrFYUF5ejqSkJNxwww1uCy55W11dLZbJy8uT7Sedhqt2rVC+hnLarnC9UruOFRUVucWRWte3SEuMRSKWnyCiYApJsg4AevXqhW+++QalpaUoLS1FgwYNVLerXbs2nn76aXTt2pU9ohQW3qacKrlcLs0ix9Ih+WqrcQmys7MREyOflS6dXhsfHw+73S4LsoQk4JQpU9xeV7l6lzRJJ8jLyxODCK0AzJegI1QJIU8r5NrtdtVkojRpoTaqUblPVRqJBlS9pI3RnzW1z70R59Db5yzQH0b8YUXRqn379rjllluwbNkyOBwOjBo1Ctdffz0GDx6Mrl27ol69euK2p0+fxpYtW7Bw4UKsXLkSLpcLJpMJ119/PTp37hzGd0HRTi22czqdKCgoEO9LZ1qo1cxVUrt+eZs54WtMonW9Uns8MzNTFpNardaojxEE4RjlVtXiRyIKL8OTdUuWLMHRo0dx6623IikpCbVq1RJr2GlJS0szullEmqRBmF5qU2qFZJrA2wXbW8+mVvBlsVjcAi0hGCkqKvK4OIW3NvkSdIQqIaTWhpiYGI+v6UsPNVC1RqIBVS9pE8zPmlowr/a5V45AFRJ4gQT+ej5nnFJD1dXkyZOxf/9+7N+/HwCwcuVKrFy5EgAQGxuLWrVqobS0FOfPnxf3EZIrrVq1wmuvvRb6RlNUsVgsHkuiKEfWKTtNlbKzszF58mTYbDakpKR47TwUvtOVHao2m022j68xidY1X+1x5fXO6XRG3DXG3+tgOEa5BSt+5LWfiIAQLDDx7bff4p133sF1112H9PR0o1+OKCKYTCa3KTveLthlZWUei+SqFYctKipyS8RJRwYqe0yVvLXJl2LCoSpeq2yD3W736TX1JCCrW8HiYC8OYvRiI8H8rKkV1tb63Ad7kQk9n7OqtDgIkS/i4uIwf/58XHvtteIIduG/0tJSnDx5EqWlpbLHAeDaa6/FV199hbp164b5HVAksFgsms+5XC5xgQibzYaEhAS3561Wq8+xgDBzQY3a9SslJcUtQSe9bhoZk4Rr4Stf+HsdDMcot2D9rXjtJyIgBCPrDh48KE5J6Nu3r9EvRxQyZrNZc8qsy+XC/Pnz4XQ6xR4xtSLD0p7Upk2b+tzjp3bxFlbHjI+P9xiY6AkiInH6ZKBt0tPrGWkj0YzuYQ1277PRvdnBPB9qwfzo0aNVP2P+Bv6BLFjCKTVUndWtWxdz5szBhg0bsGDBAvzxxx84ceKE23YNGzZEr169MGTIEJZQIRlPI+eElWAnTZqEuXPnqs6scDqdmDRpknhfb11j5Xe1p+tWfHw8zOb//SSTlikRng/GNVStDZEY5yn5ex0MxyyJYP2teO0nIiAEybqzZ8+Kty+55BKjX44oZBISEmA2mzWnREgXkJg1axZMJhPMZrPY+y8tRGw2m5GTk4P09HSfEg9qF2/p6phqi08I0zMAyKZeSB+P5KH30boiayCMTn4FOyg0OsgM5vlQC+a1PmP+Bv6e2mv0irBEVUHPnj3Rs2dPAMDx48dRVFSEs2fPonbt2oiPj5etnk7ki+zsbKSnp2sm4JSfLWGVVm915pT7ebtuBXLd1NuBpdWGSO+c9Pc6GI3xnoDXfiICQjANtm3btuLtffv2Gf1yREEl7elUki4A4Y3L5UJFRQUcDgdcLpesEHFSUpLscV+GumtdvIUgT9mjbDKZkJaWhvj4eGRmZsqCU6En15eh90ZPdzRCqKbrBpPRya9gT4MxelpNMM+HL1NW/J3e4qm93v69Vbcp2UTeNG7cGG3btkX37t1x2WWXMVFHAfOUeDtx4oQsxhFiiDFjxrhNXfXE23VL+Tn25XOtN26LhtFaau9Feh0UVuPVE3dGY7wn4LWfiIAQjKwbPXo0RowYgYqKCrz66qv45JNPUKdOHaNflqJATEyM23L1kcbTyrCeRtXpIQRJgQRPQq+hsh1CcqRp06ay55o2bQqgMsmm1na11/bUHmUv7Zw5c8SpvwMGDBBHDgpBZ35+PsxmM8rKytC0adOIG7UXqYzuYQ1277PRvdnBPB++jNT0d1Snp/YavSIsERH5T7raa0ZGBtLS0sTRX/n5+WLCTjkyT9qhW1RU5HURsUDojSOjYbSW1gJPviwSpiWaFm3gtZ+IgBAk666++mq8//77eO6557Bt2zbccsstSElJQY8ePdCqVSvUq1cPNWvWNLoZFIH0LFcfyTzVQdFDGLXnS/CkFmikpqaqPg5oJ020el2F19bbHmVQJZ36O3/+fPG+NIiVbuMpyIqmoAowtr1GJ7+CHRQaHWRG29QWT+2Nhh9PREbYsGGD7L4wzVXtuUBIj0tVn9VqhdPpNKQzOC8vD0VFRZgzZ44svrHb7W4rxZrNZkydOlWsUSxN1FmtVrfrlnK2Rl5enltpFK04Q+91JBqund7eSyAd3OFYHZaIKBAml3RNcgOMHj0aAFBYWIgtW7ZUvqjJ5PNxTCYTdu3aFdS2VWXC9OO9e/cG7ZiTJ08O2rGE+mh66n5EC5PJBF//OZlMJjRp0gRAZaAmDb7UgjLl+bLb7X71KKoFsRaLBUOHDkW9evU0E3zKAFHaw+mPmJgYWeFmKeWxfXmv4RBt7dUSbUnSaMfzXf0YcX2ORpdddpkYDypjPOlzgajKsaNRn6NgxnpVkcViUe2sHTRoEDZs2CDWIVbWC1aKiYnRFU9JYwmtOEOrwzYary3eromBxFpTp06Vxb+eYlAiokAE6xpt+Mi6n376SRaMCQzOEVKESUhIQGxsrNvFNzU1NWIDw4SEBNWVwbT485l2uVxir+ykSZNkQYo02BN6AIPVo6imrKxMrKOnDHy0ph1Ie2mVwanVavUarPoyai8Sa6tIRVt7tbDn2RiBrAhLVJV5unYyVqRw8NT5qjWrIjMzE0888QTi4+MxdepUr6+hrMmmVXZFGktoxRlq1xFfp4tGSseRt2tiIKMDOZKdiKKN4ck6gMFWdWW328N+0Q9EQUEBrFYrysrKDP8MCwGXNFGiTHRlZ2fDZrPJppTqCTSEAEzPCDi1BJNafTu1AFEZ6OmtWacl2oKqaGuvllAmHb39ODDix0O4fpAwCeq/SPkRScF18cUX+/UckZH8mSUBVP7WEb7X1cq8WCwWlJeXu81syM3NdVvwS0oaS/gSZ/h6LY+Wa1QgHVzRMA2YiEjK8GTdqlWrjH4JikAJCQkReZH3lcPh0DVCLFBCwJWTk+N1W2USVI3WCD3lcQDv9enU6tupbacWQAXyGYi2oCra2qsllElHbz8OjPjxEK4fJFVl5GU4RMuPSPJNVlaWX88RGUVrRoXW1Fel3NxcHD58GMeOHXN7rqysDC+//LLbNM6kpCTV64F0mqxAT5whxH/KpKC3a3l1uEZxJDsRRRvDk3XROrqEAiMsnlAVGJ2oAyAGXBaLxePr5efn66qv4WmEHgDZMvDeAj+1gM3pdIqFk40Y5RKNI2mqShAYyqSjtx8HRvx4CNcPknCMvIzGf0dqqsOPSCIKL081EuvXr6+rLErDhg3xxRdfeByZp3aNzcjIkI2ss9lsSEtLc9vXW5yhXPxCII35hO2UbagqswOIiKqSqpNRoYiiXNWKtNntdvEHtFbNEkFFRYXb6mBqPP2YVRbj9ZZgUgZwVqtVDCql9VaCmRTgSJrwCWXS0duPAyN+PITrB0k4Rl5WlX9H/BFJREZzuVyaCbnCwkK31V7VnDp1SjNRZ7PZcPjwYcyfP1+ctTFgwACfYyVPnTCZmZluibqYmBi37321a0NVmR1ARFSVxITzxUtKSpCdne22SgZr3EU//pjyzGw2IyYmxq23U895EwIrT7SOo3w9PZKTk2G328X2KqeCCPVWsrOzZQWTA2HUSJqioiKkp6dj6tSpSE9PR1FRUVCOS/5RfraUn01vzxvxmkYRkqCTJk1CampqSEa4VZURaeH6m1F0OHnyJH7++Wf8+OOP2LFjR7ibQ1WQkLwSvoe0RuFpTZW12+1ISUkRE3VA5ayH+fPnA3Dv4PbU4e0p3lL7jleLB9WuDeG4RhERkWchH1m3ZcsWLFiwAH/++adY08FkMmHXrl0AgKNHj+Kee+5BcnIyLxZRqjr+mPKnIPHo0aORmZmJ2bNni4FgcnKy6hQGJW8/utWO48vy9p56bpX1Vsxms1utPaF9ytp50oUlPP3bNmokTShHGlWVKYhagvH+vI3iM2KUX1WZrqxHVRmRVp3+ZuRu3bp1WL16Ne6//36x1qpg1qxZ+Pjjj2XXurZt2+KVV15B165dQ9xSqopsNpt4fRO+h6ZMmaK6rbLGsclkwr/+9S/Uq1dPddSbw+FAeno6EhMTZdNgPc2i8NQJozYTQi0eryrXBiKiqi5kI+tKSkrwxBNPYOjQofjhhx9w7NgxuFwu8T9BTk4OTpw4gY8//hi33HIL1q1bF6omUoCsVivGjBlTLZOsvibqnE6nau9ofHw8RowYIRtFMmbMGLcfKN4CK+VxbDabWGdOa0SZdNTZnDlzNHtuk5OTYbVaxfsOhwMWi0W1fdL36HA44HK5dI28M2okTShHGgV7tGGkqervryrgiDSKZiUlJXjwwQeRmpqKL774Avv375c9//HHH+P999/HhQsXZPHknj178NBDD+HPP/8MU8sp2pnNZvG7U60Gc9OmTd0es1qtGDJkiOw794knnkDz5s1lHYVKwuPKOE/ruqpWLkKg/M4fMWKEajzOawMRUXQIyci64uJiDB06FAcOHPCa1JCO0CkqKsJjjz2GTz75BD179jS6mRQgp9NZ7ZJ0WvSMtFNLHKWnp4sjlUaPHi2ezwEDBsjqnPTs2VO2rVrvq7QXWDoaTmtEmadFKbKzs5Geno4BAwYgKyvL7Xmn06m6Sq1WMsxbksyokTSh7E2uKlMQBcqRdFXt/VVFHJFG0Wzs2LFYv349gMprqvS7u7i4GP/+97/F6YgWiwWXXnopsrOzcebMGZSWluKFF17A0qVLZZ1LRHp5ipkGDBiAr776SqwzXKNGDdSrVw/z5s1zi98A79dHYfGwqVOnylZxVdvPU205vd/5vDYQEUWHkIysmzBhAvbv3w+Xy4X4+Hg8/fTTWLRoEQYNGuS27cCBA/H0008jLi4OJpMJDocDEyZMwPnz50PRVApAVVoBNlCNGjWCzWYTey0bNGggez4hIcEtUWQ2mzVHKkkTZA6HA0uWLPFpVJOexIq3YDI7Oxvz589X7R1OSkpSrXWilQwL15SLUPYme+r9jkbKkXTKf+/R/v6IKHL8+eefWLNmjZiMu+2229CrVy/x+eXLl+PcuXMAgHr16mHRokX4/vvvkZWVhb59+wKo7PxdsmRJ6BtPEa1BgwZuMZmScrEvocNSmJWQlZUl26a8vBwFBQXi9XHOnDmyGQzK66MygSw8ryduMLK2HOv6EhFFFsOTdRs2bEBWVhZMJhPsdjsWLVqEtLQ0XHbZZW5T54DKoCstLQ2LFi1Cs2bNAAB5eXn44YcfjG4qBUirsG51If08FxQUIC8vTwzcatSoIUveDRkyxOvCDdLgUJlIU45s85Zo0xMAegsm1V4X8FyjUPoerVar+D0QrikXoSygXNWmmSg/Y2VlZVXq/RFR5Fi+fLl4+4UXXsD06dPRrl078bEVK1aIt++99160bNkSAFC3bl1Mnz4dsbGxAICVK1eGqMUULU6ePImTJ0/6vF92djYyMjIwd+5cr6vCOhwOt/Ih0uulcrqscP0Md9zA8hZERJHF8KFQixcvFm+/+eabSExM1LXfxRdfjGnTpmHo0KEAgJ9++gn33HOPIW2k4FCr4RFKNpsNAGRFekPJU7KyoKAAQGUCbMCAAWKSSDoNQblwA/C/6RdqRYOliTOz2YypU6dqTon1NG3C0zbKOivK1/W2aEV1nmoRDe/dl0UilJ/Bpk2bRvz7I6LotGHDBgCV3zv333+/7Lnz58/jjz/+EO/feOONsufj4+PRo0cP/P7779i3b5/xjaVqw5f4UtrBpRYPqF0/wx03sLwFEVFkMTxZJwRcbdq0Qbdu3Xzat3v37mjfvj127dqF3bt3G9E8CpJQ9ACazWa3qQnS11erzxYqdrtd12s6HA7Mnz8fEydOdHtOLTkGVAZLwsqxQlJFqB0nrLIqJNCEnl+z2eyWgPEWAKpto0zgSV9XK+lnhEhdWTVU7Qrm6yhX6JV+djytjqsn4RuoSP07E1FoFRQUwGQyoV27duJUWMGff/4pfm/Fx8ejffv2bvs3adIEAFBYWGh8Y4lUBFoaIhzXQ64SS0QUWQxP1gkBV5s2bfzav2XLlti1axdOnz4d5JZRMAXSE5iQkCCOPPNk2LBh+Pzzz90eVyYKhaRCTk6Oz6u0+kN4/YyMDF29rsqppMqAzGazyY6TmJioGrAJ53zq1Kmy40n39ZaA8UZvb7DRpEnMQN9TMIWqXcF8HU8LiXjqRQ9Fj3+k/p2JKLRKSkoAAPXr13d77vfffwdQuehEnz59PO4fihiAqjfljAPhMX86tPztTAuWUHTKERGRfoYn64RAyd/FB4RVkdTq21FkCHRhiSFDhmDWrFmyoFq5mqrdbkfz5s3dRrCpTcMUkgpFRUWYOXNmQG3zJibmf2UfU1JSdCXspKMEioqKMGfOHFlAZrPZZCurOp1OjwkMZU+oknSFZU8ieVRTpE7NCFW7gvk6nvYNdy96pP6diSi06tati9OnT6sWuF+zZo14+8orr1Td/59//gGgnuwjCoR0loewEJ7FYhFLodhsNqSkpPgVP/nbmeYLT7FeuKfhEhGRnOELTDRq1AgAcODAAb/237Ztm+w4FHkCTejEx8fjX//6l7iggdAjGWjx3VAUxhWK8GZkZOjex+VyiSttZWRkuAVk+fn5SE1NxejRowG410hRBmzKc6JMbOtNdEdiYWFhZTIhaS8Id1JJEKoVX4P5Osp9pZ8Pp9MZ8OpvgawmV9VW0CUi/7Ru3Roulwtbt25FeXm5+PjBgwdx6NAhAJWJkn79+rntu337duzevTugWR1Eaux2OxISEsT7QqeysODSyy+/jLS0NF1xsdq1Uk9nWqArtoY61uMKs0RE/jN8ZF3Xrl2RnZ2NnTt34sCBA2jdurXufZctW4bc3FyYTCZ07tzZwFZSIIJRE6Z58+Zuddw6derktp0vvX6hHJWTl5enexos8L8kn9Zz6enpcDqdqsdTJjCk50RtNKFWnT+lSBzVpFbDL1QrpOkZaRiqKSPBfB3lsaSfs7y8vICn2gQylZVTcIgIAPr27YuNGzeisLAQU6dOxYsvvogLFy5g8uTJACoTdV26dEHjxo1l+x05cgTPPfeceF8tmUfkKyHuiI+Pdys9IvA1ZlK7VmrNlJDGPYGWiwh1rMfyFkRE/jM8WXfzzTfjxx9/hMvlwnPPPYcvvvgCtWvX9rrftm3bMGnSJPH+9ddfb2QzKQCROvrF2/TQYNNK1JlMJjRp0gT5+fluI8S0aLXbn9GEev8+yvNlNptRVFQU1qmwyiAyJiYmZEGetwAzlNOGgzk1RXks5Q+PQAP3QH4IKBPP/p7fSJ7STUTeDR48GB9++CHOnz+Pb775BosXLwZQuRKsQLpK7OHDhzFjxgysWbNG3KZBgwa46667QtpuqnqUcYdWbKkn1pJem5TxoLCYmLQ0CuBe7iXQZFuoF5GIxI5gIqJoYfg02AEDBqBLly5wuVzYuXMn7r33Xqxevdpt6p/gyJEjeOONN3D//ffj7Nmz4jSGG264weimkh8sFkvEjn4ZMGBAuJsAoHKahNlsxujRo1WnpJpMJrfV7tQIAZunpINaEKT375OcnCxORQYq66WEeyqsMohMTEwM2XQKbwFmJE4b9kewp54G63j+nl+hDmRV+NsQVVcJCQn4v//7P7F+bWlpKUpLS8Xnr7vuOtx6663i/bNnz2LFihU4f/48XC4XLBYLXn/9dcTFxYWj+VSFJCUlyaZyOp1O2Gw2xMTEwGq1wmQywW63Y8CAAZg7dy4mT56MyZMnY+7cuW4xivS6pvY68fHxGDFihMdyL4FeY30pJxMMLG9BROQ/w0fWAcDbb7+N++67D4WFhThw4ABGjhwJk8kkK87/wAMP4J9//sHx48cB/K8ORN26dfH222+Hopnkh/Ly8ogdsZKVlWXo8aUFhb3JycnBnDlzVLd3uVyw2+0A5CPqbDYbzGazT1MClT2mdrtd998nPj7ebcpsuHtA1aZshmo6hbfe56rSWxzsqafBOp6/5zczM9OwwtxEFDq33norEhIS8Pbbb4v1i+Pj4zF06FCMHDlStm2LFi0AVF5PL730UkyZMgXdunULeZuparHZbOjZs6dsEbS8vDxYrVY88MADyMrKEq8vK1askM2wUCsroXYtiomJkV0rvY2kD/QaG+pFJFjegojIfyFJ1jVt2hSff/45nnrqKezfvx9AZUDlcrnEEUUbN24UL4TCY02aNMF7773nU507Cq1I7iEz+gd6o0aNYDabdU+11RpNClS2tUaNGuL9hIQE3auJSadVJCYmwmazIT8/H0lJSRgwYADS09N1TwcM9fQIb4yesumJtwDTbDbL/qaBroocLsEO3IN1PH8/i2qfiXB8jjkVlyhwvXr1wjfffCOOrGvQoIHqdrVr18bTTz+Nrl27olevXiFuJVVlQikfKYfDgfnz54sxgFYcqLweqXWoKq+X3q4d0bZia7S1l4gokoTs12WrVq3w/fffY/78+fj6669x5MgRt4ufID4+Hvfeey8efPBB1KtXL1RNJD9Ecg+Z0TXr8vPzMXr0aNVFEJS0PuvS56Wj7k6fPq35w14ZyCkXCLDb7WK9x/T0dJ9GonlLUB0+fFgMUK1WK4YMGYJ69eqFLCkRymSitwBTOUpS7yhL0sff3njlZ0RYXTrUWFSbyH9LlizB0aNHceuttyIpKQm1atVCrVq1PO6TlpYWotZRdeFp0TBPHbACZYyi57rGawcREQlCOhTEarVi+PDhGD58OHJzc7F9+3acPHkSxcXFiI2NRf369dGuXTu0adNGVw0vCq0GDRrg5MmTsvuRPFIkOTnZbWXUYBLqi6SmpooJtJycHNXEnNVqdQvsLBYLysvL3UZoAZ6DQGUgpyTtyfV1KqG3BJW0J1noWU5MTAxZYBlJ0ymaNm0qO/9NmzYNW1uqIn9749U+I+H4nqoq06T14ChCCrZvv/0WGzZswDvvvINnnnmGyQqKOGpxnZTNZnOLUfRc16rTtYOIiDwL27ytpKSksE+xI99Ip2mq3a9KatSogfLycs3nlUGYNGknrW0iEEaiOZ1O2Y9Z6cg3KelCD8ofwjk5OR7bLv13FeyRaGpJxVAGlpE0ncLIxGFVTn4Y/d4i5TMSaVPKjcSRIBRsBw8eFEul9O3bN9zNoWpM2VENVJbrcTqd4gIoArVprb6qTtcOIiLyLDqLLFFYFBQUeLwfafSuACkk5oRpnc2bNwfgPakgrA4mfT4zM1NzyquQsJMeRy2xJbRDkJGRIU7FyM7OdlvYQnpfmUT0llCSjgi0WCxuyUS1tkkTdlarVTayDqi6gaXa58GohITyb56RkVFlpnhFW2LH3+RiJI0CNRpHglCwnT17Vrx9ySWXhLElVJV5WyjMZrO5LbwF/K/uNgC3jthAVadrBxEReRbyZJ3L5cKmTZvwyy+/YP/+/SgsLERJSQkaNGiARo0aoWPHjrj++uvFhAmRv7z9YPTWA+pthI4y6fDBBx94rVvmcDhkyQk9xYaVNVPKyspgt9uRm5urusiBL4WIpe9BWihZK4EyZMgQXTXrqqJQJpmUf3NPdXOiTbQldvz9u0fKCL9Q4EgQCra2bduKK8Du27cPnTp1CnOLKNrYbDbx2tmgQQMUFxejrKzM547ZyZMne3wdp9Mp1gkOhup07SAiIs9CmqxbtmwZ3nrrLdUfnocPHwZQufT5jBkz0LFjR4wfPx69e/cOZROpCvG2wIS/SQIhsFMeW+8CA9LX9bcHVQjkAl0dVWt7rcebN2+OiRMnaranKtOTZKrK01eDJdoSO9GWXAwHjgShYBs9ejRGjBiBiooKvPrqq/jkk09Qp06dcDeLooTFYkF+fj7sdrvX63CgybFIv4YREVH0CkmyzuVyYfz48Vi2bJl435u//voLDz30EEaNGoVRo0YZ3USqgpQ/IKWrpgL+B1h6Vn/1RPq6eoLEhIQE2ZTjhIQE2bF8SXwok0mJiYmqyfPExETV7atz8knPuQ7W6DvpiADhvjfR8reKtsROtCUXw4EjQSjYrr76arz//vt47rnnsG3bNtxyyy1ISUlBjx490KpVK9SrVw81a9YMdzMpDITrodaIc5PJJHaeBmMUvPJ6LIiJiYmKaxgREUWvkCTrJk+ejKVLl4qFWOvUqYOBAweiU6dOSEhIQK1atXD27FkcO3YMf/31F1avXo3S0lJUVFRg9uzZqF+/PoYNGxaKplIVovwBqZbM8EcgI2uEmnW+MJvNmvd9TXwok0k2mw12u10z+Rht9cWMpOdcB2sUVkpKis+f1Wj5W0VbYifakotEVcHo0aMBAC1atMCWLVuQn5+P999/3+fjmEwm7Nq1K9jNozCJiYkR67dOnToVFRUVsuftdrvbIlyBjoZOSUnBnDlzZCVHgrGQBBERkTeGJ+s2bdqEBQsWiIm6IUOG4JlnnkHt2rU19ykuLsZrr70mFut/6623cN1114mjfYj8EawkgbfptVpsNhtSUlJ8Hu2Un5+ved/X96QMWvPz8zFp0iS3oFd4DU4B/B895zpYo7D8+axG6t8qWkb8aYm25CJRVfDTTz/BZDIBgPh/QN/MDKq6PK12LyTQ0tPTgzoaOj4+HiNGjGCnDRERhZzhyboFCxaIt1NTU/Hss8963ScuLg7Tpk2D1WrFN998g/Pnz+Prr7/G2LFjjWwqeeHP1LyqSBhpk5OTA7PZ7LVWXUxMjNfiw54SGsqpqr4krb1NexWCWK0kUyCvXR15GoVldNIqUqdrRsuIPyKKLEzMVX1qq7Eqp7laLBaUl5e7XVO1rrdGjIZmpw0REYVDSEbWAUDDhg3x9NNP+7TvxIkTsXz5cpw5cwarV69msi7MbrjhBtlKoDfccEO4mxQW0qBN2YOrJikpCYcPH3ZbRVW64rFRCQ2taa+hCG6rI08BvdFJq0j9G0bqiD8iilyrVq0KdxMoBNQ6O4UyENJt1Kadal1vmVgjIqKqwvBkXUFBAUwmE3r16uVWe8ub2NhY9O7dGytWrMCRI0cMaiHplZWVJdbscDgcyMrKqtYB0eHDh1UTdcKUHWFUgDAyVAhKHQ4H5s+fL1tV1VNCQzkNNi8vD+np6bKRWVqjtrSmvSppBbeepuCSb4xOWkXqD5RIHfFHRJGL3xPVk91uV41d2MlDRETVUYzRL1C3bl0AQI0aNfzav06dOgDci+xT6DF4kps/f77q4xaLRTZ9p6CgwK33WFqoGHD/YaKsy6IkjMwSCKO2KioqZM95Oq5UUVER0tPTMXXqVKSnp6OoqMin/cm76nouk5OTYbfbERMTA7vdHjEj/oiIyFjCd7+WhIQE1etDdb1eEhERSRmerGvVqhVcLpc4HdZXe/fuhclkQsuWLYPcMvIVgyc5ZcLN2+NSVqtVdl8roVFUVASn06l6DGmyVCuRqjdRopXsY6IleKrruRRG/E2aNAmpqalRtbgEEUWekpISZGdnY+/evbLHWeMu8gij/aWsVqt4HRwyZIjq9aG6Xi+JiIikDB+uNmjQIGzcuBF5eXn47LPP8OCDD+re9/fff8euXbtgMplwxx13GNdI0iVSa2KFi9lsVk2kCSsfSyUkJOD06dOymnVSWlMYMzMzZQs8SHlaFU14Tu/USK1kX6ROrYxGPJdVT7SvdEsULbZs2YIFCxbgzz//xLFjxwBUXmt37doFADh69CjuueceJCcns1Mgggjfi75+T/J6SUREFKJk3fLly/Hrr79i+vTpMJvNuP/++73ut337dnFBinbt2rklNyj0GDzpo0zU2Ww2pKSk+PXjQW2qcUxMjO5V0fRiXTEi33GlWyJjlZSUYOLEifjpp5/Ex9RG0OXk5ODEiRP4+OOP8d1332HGjBm44oorQtlUQmXHZGxsrFtijt+LREREvgtJIbiZM2fi+eefx7Jly/Dqq69i8eLFSElJQY8ePWC322G1WuFyuXDixAns2rULy5Ytw9KlS+F0OhEXF4dHH30Umzdv9vgaPXv2DMVbIRJpTU+ViomJQVpamt+vkZiYKBtZZ7PZVI8XHx8vS9hlZmb6NMon0kZNcsQSRQPW8SQyTnFxMYYOHYoDBw54neKak5Mj3i4qKsJjjz2GTz75hLFhCAXSMUlERETuDE/WdenSRbwtTA/csWMHduzYIT5eo0YNlJeXy/ZzuVwwmUwoKSkRR9hpkU6FIAoVq9XqtT5dKEeo6R3lo5UIi6Seb45YomjAEalExpkwYQL2798PoLJD6qGHHkK/fv3wxRdfYOHChbJtBw4ciKeffhoff/wxiouL4XA4MGHCBCxbtgyxsbHhaH61YLFY8Pzzz4e7GURERFWS4QtMXLhwQfwPqEysAZXJOOE/p9Mpuy8k6gTK59T+Iwq1IUOGuC0UAciLJ/s6Qk25Kmt+fr7s+by8PNlqrVJ6R/loLSaht01qrx1MRUVFsgQIwBFLFJlYBJ3IGBs2bEBWVhZMJhPsdjsWLVqEtLQ0XHbZZbBYLG7b16tXD2lpaVi0aBGaNWsGoPJ6+cMPP4S66dXK7bffHu4mEBERVVmGj6y7+OKLjX4JorBo3rw5Jk6cGNQpm8oRZWqj97RGmukd5ePr1D09o9yCfQ6U/B2xxOm0ZKRIG5FKVFUsXrxYvP3mm28iMTFR134XX3wxpk2bhqFDhwIAfvrpJ9xzzz2GtJEqk6qdOnUKdzOIiIiqJMOTdVlZWUa/BFFYBfMHuzJxVlZWBrvdrmukmbe6c0LiqqKiQva4t0SYnuReMKetar03f3A6LRFR9NmwYQMAoE2bNujWrZtP+3bv3h3t27fHrl27sHv3biOaR/8fR70TEREZJyQLTBCRPsrRcU2bNkVqairS09O9jprzljTMyMiQLVYBwG3qntpIND0j9oJZaF/5ena73e/RcFwAgIgo+hQUFMBkMqFNmzZ+7d+yZUvs2rULp0+fDnLLSIp1OomIiIxjeM06ItJPqwZWMGpjKRN1AJCamipLhKnVs9Pz2sqAPZAAPph1wILZLiIiCg2hFrHZ7F+fsjCCXK2+HQUH63QSEREZK6JG1u3ZswcbN25ESUkJWrRogf79+6sW8CeqqrRGx0kfN7IOm9pIND3TfL1NwfVFMKcV620Xa9sREUWORo0aIScnBwcOHPBr/23btonHoeASknS8RhIRERkrZMm68vJyZGZmYvXq1Rg7dixatWolPud0OvHiiy/KCgoDQIMGDfDKK6/g+uuvD1UziSKWkFCSThH1pQ6bzWaTja6z2Wxu2+hdpEIpUgvt620Xa9sREUWOrl27Ijs7Gzt37sSBAwfQunVr3fsuW7YMubm5MJlM6Ny5s4GtrJ6YqCMiIgqNkEyDzc/Px+23345JkyZh1apVOHTokOz5GTNmYNGiRXC5XLL/CgsL8dRTT2H58uWhaCZRRMvIyHBbaALQX4ctJSVFNr00JSXFbZtgTkGNJqxtR0QUOW6++WYAldNhn3vuOZw7d07Xftu2bcOkSZPE++zsDT61FduJiIgo+EIysm7UqFFigs5kMuGff/4Rnztx4gS++OILmEwmAEDDhg3RvXt37Nu3D4cPH0Z5eTmmTJmCq666CnFxcaFoLlFYaU3JVKs5B8hHv3mazqlnlFmkjpDzJBhTWP0dUUhERME3YMAAdOnSBdu2bcPOnTtx7733Yty4cbjyyitVtz9y5AgWLFiAL7/8EmVlZeLiFDfccEOIW171sTOLiIgoNAwfWffzzz9jx44dMJlMMJvNeOyxx2TB09KlS+F0OgEATZo0waJFizBz5kwsW7ZMHNVTVFSEH374weimEkUEtUUetChHv/myry+KioqQnp6OqVOnIj09HUVFRUE5bjAE4z1X1xGFRESR6u233xZrzh04cAAjR45E165d8f3334vbPPDAA7jmmmtw00034bPPPkNZWRkAoG7dunj77bfD0u6qjp1ZREREoWH4yLqVK1eKt9966y3cdNNNsud/+ukn8faQIUPEwCwmJgYvv/wyfvrpJ5SUlCArKwvDhg0zurlEYac1JVOt5pxyFJxR0zkjoaab1gi6YLznaBxRSERUlTVt2hSff/45nnrqKezfvx8AxDIpwmyMjRs3iivHCo81adIE7733nk917kgfdmYRERGFjuEj67Zs2QIAaNWqlVuirqSkRHweAAYOHCh7PjY2Fj169IDL5XKrc0dUVSl7rYX7emrOae0bqEio6aY1gs6o90xEROHVqlUrfP/995g4cSIuueQSAHCrbyyIj4/HyJEjsXjxYnTp0iVcTa7SUlNTubgEERFRiBg+sq6wsBAmk0m1h3P9+vVwOp0wmUxo0qSJbIVYgTDSrrCw0OimEkWE5ORktxFkodjXk0io6aaVMBTec05ODiwWC3Jzc5Gens4V64iIqgCr1Yrhw4dj+PDhyM3Nxfbt23Hy5EkUFxcjNjYW9evXR7t27dCmTRtxdB0RERFRtDM8WSes4FW3bl2359asWSPe7tOnj+r+p06dAgDUqFEj+I0jikBaUzL1TEU1ajqnUUlAX2glDIX3nJ6eHvapukREZJykpCSOng4Tq9Ua7iYQERFVK4Yn6+rVq4eTJ0/ixIkTbs9Jk3VXXXWV6v7C9FeOkKHqzuipqIGuJGs0bwlDX85PMFaQJSIiqi6GDBkS7iYQERFVK4Yn69q2bYu1a9di8+bNKC0tRa1atQAA27dvx9GjRwFUjpq7+uqr3fb9/fffcejQIZhMJlx22WVGN5Uoohk9FTUSFpHwxFvC0JfzE+nvlYiI/sflcmHTpk345ZdfsH//fhQWFqKkpAQNGjRAo0aN0LFjR1x//fVo3rx5uJtaJcXExPDcEhERhZjhybprr70Wa9euRXFxMcaNG4dXXnkF58+fx6RJkwBUrt7Vu3dv1KtXT7bf5s2bMWHCBPG+cvEJourG6KmokbCIRCB8OT/R/F45KpCIqpNly5bhrbfekq2GLjh8+DAAYMWKFZgxYwY6duyI8ePHo3fv3iFuZdWWmJgY7iYQERFVO4Yn65KTk/HBBx/g1KlT+Pnnn/Hzzz+7bfPQQw+Jt/fu3Yvnn38eu3btAlCZzEtKSsJtt91mdFODbs2aNViyZAm2bt2KgoICOBwO1K9fH23btkX//v0xePBgcaQhkTdGT0WNhEUkAuHL+Ynm98pRgURUHbhcLowfPx7Lli0T73vz119/4aGHHsKoUaMwatQoo5tIREREZBjDk3VxcXF49913MWLECJSWlro9P2zYMPTt21f22M6dO2EymeByuVC3bl289957qFmzptFNDZpjx45h/Pjx2LBhg9tzBQUFKCgowG+//YY5c+ZgxowZ6NWrVxhaSSQXCYtIhEo0v9doHhVIRKTX5MmTsXTpUjEerFOnDgYOHIhOnTohISEBtWrVwtmzZ3Hs2DH89ddfWL16NUpLS1FRUYHZs2ejfv36GDZsWLjfRpWQn58f7iYQERFVO4Yn6wCgd+/eWLhwIWbNmoX169ejtLQUrVu3xrBhw3DXXXfJtm3RogViYmLgcrlwzTXX4MUXX4Tdbg9FM4PixIkTGDZsGHJycsTHmjdvjo4dO8JqteLvv//Gtm3bUFFRgYKCAqSmpuKjjz7CFVdcEcZWE0XGIhKhonyvRUVFSE9Pj4qppdE8KpCISI9NmzZhwYIFYqJuyJAheOaZZ1C7dm3NfYqLi/Haa68hMzMTLpcLb731Fq677jpO4QwCXmeIiIhCLyTJOqAyCTdjxgyv21mtVkyfPh1dunRB06ZNQ9Cy4HrllVfERN1FF12EadOm4brrrpNtc/DgQYwfPx67du1CWVkZxo4di5UrVyIuLi4cTSaq9qJpamk0jwokItJjwYIF4u3U1FQ8++yzXveJi4vDtGnTYLVa8c033+D8+fP4+uuvMXbsWCObWi3wOkNERBR6MeFugJpbb701KhN1e/bswcqVKwFUrpz173//2y1RBwCtWrXCp59+CpvNBqByVM+XX34Z0rYS0f9E09RSYVTgpEmTkJqaGrEjAImI/LVp0yYAQMOGDfH000/7tO/EiRPFRctWr14d7KZVeQkJCW73eZ0hIiIKvYhM1kWr//znP+Lta665Bj179tTctn79+nj00UfF+z/99JOhbSMibcopPpzyQ0QUPgUFBTCZTOjVqxfMZt8mgcTGxqJ3795wuVw4cuSIQS2sum655RZYrVYAlbNdbrnlljC3iIiIqHpisi6Itm7dKt7u16+f1+179Ogh3j506JARTSIiHZKTk2G32xETEwO73c4pP0REYVS3bl0AQI0aNfzav06dOgDgc6KPgGXLlsHhcAAAHA6HuBovERERhVZQoph27dqJt00mE3bt2qX6XCCUx41E7du3R0xMDI4dO4ZLLrnE6/bSIFJYwSwmhvlTolCrTotrEBFFulatWmHjxo3idFhf7d27FyaTCS1btgxyy6q+goICj/eJiIgoNIKSrHO5XOKKXb48V9VMmDDBp+137twp3o6Pj2eijoiIiKq9QYMGYePGjcjLy8Nnn32GBx98UPe+v//+O3bt2gWTyYQ77rjDuEYSERERGSho2SFPybjqkKjzx8KFC8XbnTt3DmNLiIiIiCLDoEGD0K9fP7hcLkyfPl33Ilzbt28XF6Ro164dhgwZYmQzNf38889o27Yt2rZtG5bXJyIiougXlJF1q1at8uu56uznn3/G+vXrxfs33HBDGFtDREREFDlmzpyJ559/HsuWLcOrr76KxYsXIyUlBT169IDdbofVaoXL5cKJEyewa9cuLFu2DEuXLoXT6URcXBweffRRbN682eNreFoIzF+nTp3CK6+8EvTjhkqNGjVQXl4uu09EREShF5RknaeVE7mqortjx47hhRdeEO/b7XZO1SAiIiIC0KVLF/G2UEplx44d2LFjh/i4MqkE/K/0SklJiTjCTosRtZDPnz+PUaNG4dixY0E9bigpz6nyPhEREYVGtV4mq7S0FLfeemtAx/jXv/7lUy2V06dPIy0tDYWFhQCAmJgYTJ48GRaLxafX5dQKIiIiqoouXLgg3jaZTDCZTADkZVWcTqfbfsJ2ym1D4dSpU3jiiSewcePGkL4uERERVU3VOllXUVGB3NzcgI5RXFyse9vTp0/jkUcewd69e8XHRo4ciauuuiqgNhARERFVFRdffHG4m+CT3bt3Y/To0cjJyQl3UwJms9mQl5cnu09EREShV62TdaF04sQJpKamyhJ1d955J5544gm/jic9jhqOvCMiIqJolJWVFe4m6FJaWoqPP/4YH3/8Mc6fPw8AqFWrFkpLS8PcMv+lpKQgMzMTubm5SEpKQnJycribREREVC0FJVnXrl27YBzGIyNqi9SpU8dr0isYDh48iLS0NFmP66233opp06bJpmwQVSdFRUVuPwji4+PD3SwiIiKvjhw5gn/961+y+nQtW7bESy+95FN5FCIiIiI1McE4iFAXxOVyGfpfNNq4cSOGDh0qS9QNGjQI06dP5wpbVK1lZmYiOzsbFRUVyM7ORmZmZribREREpMuxY8fERJ3JZMKwYcOwcOFC2O32MLcsMLw2ExERRYagTYPVk0xTFgiOi4vDxRdfjDp16sDhcODkyZM4evSobNumTZvioosuClYzQ2r58uV45pln4HA4xMdSU1Px7LPPckQdVXvKepGB1o8kIqLqZ8+ePdi4cSNKSkrQokUL9O/fH1arNWSv36NHDzz33HPo3LlzyF7TSLw2ExERRYagJOv27Nnj8fns7GykpqYiOzsbtWrVwoMPPog777wTzZs3d9u2qKgIS5cuxQcffIDCwkKUlZVh6tSpaN++fTCaGjKZmZl44YUXxCXvTSYTnnnmGTz88MNhbhlRZEhKSkJ2drbsPhERkaC8vByZmZlYvXo1xo4di1atWonPOZ1OvPjii1i8eLFsnwYNGuCVV17B9ddfb2jbLr74Ynz55Zfo2bOnoa8Tarw2ExERRYagTIP1xOFwYOTIkcjJyUGTJk2wcOFCPPnkk6qJOgCIj4/H/fffj8WLF6NVq1bIz8/HyJEjUVRUZHRTg2bZsmV4/vnnxUSdxWLBm2++yUQdkURycjLsdjtiYmJgt9tZxJqIiET5+fm4/fbbMWnSJKxatQqHDh2SPT9jxgwsWrTIrWRKYWEhnnrqKSxfvtzQ9tnt9iqXqAN4bSYiIooUhq8G+/XXX+PAgQMwmUyYMWMGWrRooWu/Ro0a4d1338Wdd96J48eP44svvsCTTz5pcGsDt337dkyYMAEVFRUAgNjYWMycORPXXHNNmFtGFFni4+ORmpoa7mYQEVEEGjVqlJigM5lM+Oeff8TnTpw4gS+++EIsKdKwYUN0794d+/btw+HDh1FeXo4pU6bgqquuQlxcXFjaH6i2bduG5XV5bSYiIooMho+sW7JkCQCgY8eO6N69u0/7XnrppejRowdcLhd++uknI5oXVOfOnZPVqLNYLJgzZw4TdUREREQ6/fzzz9ixYwdMJhPMZjMee+wx3HDDDeLzS5cuhdPpBAA0adIEixYtwsyZM7Fs2TJxJFhRURF++OGHsLSfiIiIKFCGj6w7cuQITCYTWrdu7df+drsdGzZsiIoCt+np6Th8+LB4f9KkSbjiiivC1yAiIiKiKLNy5Urx9ltvvYWbbrpJ9ry0A3fIkCFo1KgRACAmJgYvv/wyfvrpJ5SUlCArKwvDhg0LTaODbO/evR6fD9fIOyIiIgoNw5N1wiizs2fP+rV/YWEhAH2rzYbTuXPnMG/ePPF+bGwsdu7ciZdeekn3McaOHYv4+HgjmkdEREQUFbZs2QIAaNWqlVuirqSkRHweAAYOHCh7PjY2Fj169MDq1avd6twRERERRQvDk3UXX3wx/v77b/zxxx84f/48YmNjde974sQJrF+/HiaTSXetu3BZv349Tp06Jd4/f/48vvnmG5+OkZaWxmQdERERVWuFhYWaszLWr18Pp9MJk8mEJk2ayFaIFQgj7YQOXyIiIqJoY3jNuiuvvBIAcObMGUybNk33fuXl5Zg4cSIuXLgAABgwYIAh7QsW9t4SERERBe7cuXMAgLp167o9t2bNGvF2nz59VPcXOk9r1KgR/MYRERERhYDhI+uGDh2KBQsWoKKiAt9++y1KSkrw3HPPISEhQXOfgwcP4pVXXsHGjRsBAHFxcRFfc+SRRx7BI488Eu5mEBEREUW1evXq4eTJkzhx4oTbc9Jk3VVXXaW6v9CBytkKREREFK0MT9a1atUKaWlp+OCDD2AymbBs2TL897//Rffu3dGhQwc0btwYNWvWxPnz53Hs2DFs3boVf/31F4DKOnVmsxlvv/02Ay4iIiKiaqBt27ZYu3YtNm/ejNLSUtSqVQsAsH37dhw9ehRA5ai5q6++2m3f33//HYcOHYLJZMJll10W0nYTERERBYvhyToAePLJJ3Hu3Dl8/vnnAACn04kNGzZgw4YNqtsLi0nUqlULU6ZMUQ3GiIiIiKjqufbaa7F27VoUFxdj3LhxeOWVV3D+/HlMmjQJAGAymdC7d2/Uq1dPtt/mzZsxYcIE8b5y8QkiIiKiaGF4zTrBxIkT8fHHH6Nz584AKhNyWv+ZzWYMHDgQS5Yswe233x6qJhIRERFRmCUnJ4szKn7++Wdcc801uPHGG7Fv3z5xm4ceeki8vXfvXgwePBjDhg0TF6dISkrCbbfdFvK2ExEREQVDSEbWCfr27Yu+ffsiPz8fv/zyC/bt24cTJ06guLgY9erVQ6NGjdC2bVsMHDgQ9evXD2XTiIiIiCgCxMXF4d1338WIESNQWlrq9vywYcPQt29f2WM7d+6EyWSCy+VC3bp18d5776FmzZqhajIRERFRUIU0WSdITEzEPffcE46XJiIiIqII17t3byxcuBCzZs3C+vXrUVpaitatW2PYsGG46667ZNu2aNECMTExcLlcuOaaa/Diiy/CbreHp+FEREREQRCWZB0RERERkSctWrTAjBkzvG5ntVoxffp0dOnSBU2bNg1By4iIiIiMxWQdEREREUW1W2+9NdxNICIiIgqakC0wQURERERERERERJ5xZB0RERERURA0bdoUe/fuDXcziIiIKMoxWUdEREREIdWuXTvxtslkwq5du1SfC4TyuERERETRgsk6IiIiIgopl8sFk8kEl8vl03NERERE1QFr1hERERFRyHlKxjFRR0RERNUZR9YRERERUUitWrXKr+eIiIiIqgMm64iIiIgopJKSkvx6joiIiKg6YLKuimvbtm24m0BEREREBmCcR0REVDWxZh0REREREREREVGEMLlYwZd0Enpv9+7dG+aWUHXCzx2FCz97RFTd8HuPwoGfOwoHfu4o0nEaLBERERGFVLt27Qx/DZPJhF27dhn+OkRERETBxmQdEREREYWUy+WCyWQCJ3gQERERuWOyjoiIiIhCTk+izmQyybaNi4vDxRdfjDp16sDhcODkyZM4evSobNumTZvioosuMqjVRERERMZjso6IiIiIQmrPnj0en8/OzkZqaiqys7NRq1YtPPjgg7jzzjvRvHlzt22LioqwdOlSfPDBBygsLERZWRmmTp2K9u3bG9R6IiIiImNxNVgiIiIiihgOhwMjR45ETk4OmjRpgoULF+LJJ59UTdQBQHx8PO6//34sXrwYrVq1Qn5+PkaOHImioqLQNpyIiIgoSJisIyIiIqKI8fXXX+PAgQMAgBkzZqBFixa69mvUqBHeffddmEwmHD9+HF988YWRzSQiIiIyDJN1RERERBQxlixZAgDo2LEjunfv7tO+l156KXr06AGXy4WffvrJiOYRERERGY4160i3vXv3hrsJVA3xc0fhws8eUXgcOXIEJpMJrVu39mt/u92ODRs2IDc3N8gtq/r4vUfhwM8dhQM/dxTpOLKOiIiIiCKGw+EAAJw9e9av/QsLCwHoW22WiIiIKBIxWUdEREREEePiiy+Gy+XCH3/8gfPnz/u074kTJ7B+/XqYTCbdte6IiIiIIg2TdUREREQUMa688koAwJkzZzBt2jTd+5WXl2PixIm4cOECAGDAgAGGtI+IiIjIaEzWEREREVHEGDp0KGrUqAEA+PbbbzFu3DgUFBR43OfgwYN48MEH8dtvvwEA4uLiMGzYMMPbSkRERGQEk4sFPYiIiIgogrz33nv44IMPYDKZAAA1atRA9+7d0aFDBzRu3Bg1a9bE+fPncezYMWzduhV//fUXgMo6dWazGR988AGuvvrqcL4FIiIiIr8xWUdEREREEWfatGn4/PPPxftC4k6NEM7WqlULU6ZMwe233254+4iIiIiMwmQdEREREUWk3377DTNnzsT27ds9bmc2m3HNNdfg+eefR1JSUohaR0RERGQMJuuIiIiIKKLl5+fjl19+wb59+3DixAkUFxejXr16aNSoEdq2bYuBAweifv364W4mERERUVAwWUceuVwurFixApmZmdixYwdOnTqFiy66CM2aNcNNN92E5ORk1KtXL9zNpCqmsLAQ3377LdauXYuDBw/izJkziI2NRWJiInr27Im7774bHTt2DHczqZrIyMjAiy++CAAYPXo0nnjiiTC3iIgoeBjrUagxzqNIw1iPIhGTdaTp9OnTePLJJ7Fu3TrNbRITEzF9+nT07t07hC2jqmz+/Pl4/fXXcf78eY/bDRo0CK+88gpq1qwZopZRdZSXl4fbbrsNJSUlABjAEVHVwliPQo1xHkUaxnoUqczhbgBFJofDgdTUVOzYsUN8rGvXrmjRogUKCwuxbt06lJWVIT8/H2lpafjyyy/RqVOnMLaYqoKPPvoIb731lng/NjYWPXr0QGJiIs6ePYtNmzbhxIkTAICFCxfi+PHjmDt3LmrUqBGuJlMV98ILL4jBGxFRVcJYj0KNcR5FIsZ6FKmYrCNV77zzjhi8NWzYELNmzUKPHj3E5/Pz8zF27Fhs2rQJ58+fx5NPPonly5fDarWGq8kU5Xbv3o0ZM2aI92+66Sa8/PLLaNCggfhYWVkZPv/8c8yYMQPl5eX47bff8NFHH2HEiBHhaDJVcfPnz8fvv/8e7mYQERmCsR6FEuM8ikSM9SiSxYS7ARR58vPzMW/ePPH+zJkzZcEbUDklYu7cuWjdujUAIDc3FxkZGSFtJ1Ut77//PioqKgAAV111Fd59911ZAAcAFosFjzzyCMaNGyc+9tFHH6G0tDSkbaWqLycnB2+++Wa4m0FEZAjGehRqjPMo0jDWo0jHZB25+e6771BWVgYAuOaaa3D55Zerble3bl08++yz4v0FCxaEpH1U9Zw9exa//PKLeH/cuHEwmUya2w8fPhwJCQkAgJKSEvzxxx+Gt5GqD5fLhYkTJ+LcuXOwWCwsck1EVQ5jPQolxnkUaRjrUTRgso7crFq1Srx9yy23eNy2b9++qF+/PgBg3759+Pvvv41sGlVRu3fvhsPhAAA0atQIHTp08Li92WxG165dxfsHDx40snlUzXz55Zf4888/AQAjRozApZdeGuYWEREFF2M9CiXGeRRpGOtRNGCyjmTOnTuH3bt3i/e9rfxVo0YN2cXU02piRFosFguuv/56dO7cWXfPlrTY8NmzZ41qGlUzR44cwdtvvw0AaNeuHR577LEwt4iIKLgY61GoMc6jSMJYj6IFF5ggmUOHDon1JGrXrg2bzeZ1n5YtW2L16tUAgL179xrZPKqiunTpgtmzZ/u0z65du8TbDRs2DHaTqBqqqKjAxIkTUVpaCovFgtdffx0WiyXczSIiCirGehRqjPMoUjDWo2jCkXUkk5ubK95OSkrStU+TJk3E20ePHg16m4iUNm7ciH/++Ue837lz5zC2hqqKzz77DJs2bQIApKWl4bLLLgtzi4iIgo+xHkU6xnlkFMZ6FE2YrCOZwsJC8bbeXqz4+HjxdlFRUdDbRCRVUVGBN954Q7yflJTEorAUsEOHDuHdd98FALRt2xYjR44Mb4OIiAzCWI8iGeM8MgpjPYo2TNaRjLQmRGxsrK59ateurbo/kRHeffddbN++Xbz/+OOPe1xRjMib8vJyPPfcc7hw4QLMZjOmTZvGKRFEVGUx1qNIxjiPjMBYj6IRk3UkI6zUBAA1a9bUtY/0i87pdAa9TUSCjIwMfPjhh+L9Xr16ITk5OYwtoqrgk08+wbZt2wAAjz76qNdV6oiIohljPYpUjPPIKIz1KBoxWUcy0pWXYmL0fTxcLpdRzSESLVq0CC+99JJ4v1GjRnj77bdln1kiX+3fvx+zZs0CALRp0waPP/54mFtERGQsxnoUiRjnkVEY61G0YrKOZGrVqiXeLi8v17WPtIfVarUGvU1EX331FZ577jlx9bq6deti7ty5aNy4cZhbRtHM6XRiwoQJcDgcqFGjBl577TV+hxFRlcdYjyIN4zwyCmM9imbmcDeAIou0Jsm5c+d07SPdrk6dOkFvE1VfLpcL7777LubMmSM+VrduXXzyySccvk4BmzNnDnbu3AkAeOSRR9CpU6cwt4iIyHiM9ShSMM4jozHWo2jGZB3J1K9fX7ytd7Uv6XYNGjQIdpOomnI4HHj++efx448/io/Vr18fH3/8MS+0FLA9e/aIPw5at26N0aNHh7lFREShwViPIgHjPDIaYz2KdkzWkUzLli3F23l5ebr2OXbsmHi7adOmQW8TVT8lJSV4/PHH8ccff4iPNWnSBJ988glat24dxpZRVbFy5UqUlZUBAA4cOKD7h8Hs2bMxe/ZsAEBSUhKysrIMayMRkREY61G4Mc6jUGCsR9GONetI5pJLLhFX/Dp58iROnjzpdZ+DBw+Kty+99FLD2kbVw5kzZzB8+HBZANe6dWssWLCAARwREVGAGOtRODHOIyLShyPrSMZsNqNjx47YsmULAGDz5s247rrrNLcvLy/H1q1bxfuXX3650U2kKuzcuXN4+OGHsWPHDvGx7t27Y86cOahXr14YW0ZVTceOHXHvvffq2vaPP/7A4cOHAQAdOnRAx44dAQDx8fFGNY+IyDCM9ShcGOdRKDHWo2jHZB25ufHGG8UA7scff/QYwP366684ffo0gMqe2latWoWkjVQ1TZgwAdu3bxfv9+vXD7NmzUJsbGwYW0VVUf/+/dG/f39d2z733HNiANe/f3888cQTBraMiMh4jPUoHBjnUSgx1qNox2mw5Obmm28Wp0f897//xbp161S3KykpwfTp08X7ensuiNR8++23WLFihXi/X79+eP/99xnAERERBRljPQo1xnlERL5hso7cNGnSBA899BCAyiXVx4wZg9WrV8u2yc/PR1pamljDxGazYdiwYaFuKlURxcXFePPNN8X7zZs3xzvvvAOr1RrGVhEREVVNjPUolBjnERH5jtNgSdXIkSOxZs0a7N69G2fOnMFjjz2G9u3bo02bNigqKsK6devgcDgAAFarFW+99RZ7xshv8+fPR3FxsXi/YcOGsqDOm27duiE5OdmIphEREVVJjPUoVBjnERH5jsk6UlW7dm18+umnGDNmDP78808AwK5du7Br1y7ZdvHx8XjrrbdYbJgCsnz5ctn9TZs2YdOmTbr3dzgcDOKIiIh8wFiPQoVxHhGR75isI03x8fGYN28e/vvf/+KHH37Ajh07UFhYCKvVipYtW+Laa6/F0KFD0aBBg3A3laLcoUOHwt0EIiKiaoexHoUC4zwiIt+ZXC6XK9yNICIiIiIiIiIiIi4wQUREREREREREFDGYrCMiIiIiIiIiIooQTNYRERERERERERFFCCbriIiIiIiIiIiIIgSTdURERERERERERBGCyToiIiIiIiIiIqIIwWQdERERERERERFRhGCyjoiIiIiIiIiIKEIwWUdERERERERERBQhmKwjIiIiIiIiIiKKEEzWERERERERERERRQgm64iIiIiIiIiIiCIEk3VEREREREREREQRgsk6IiIiIiIiIiKiCMFkHRERERERERERUYRgso6IiIiIiIiIiChCmMPdACIiCswff/yBf/3rXwCApKQkZGVlhblF1cu+ffvw6aef4s8//0RBQQFMJhMaNGiAIUOGIC0tLdzNIyIioijHWC+8GOtRODBZR0RE5Kc//vgDjz32GEpLS2WPHz16FBaLJUytIiIiIqJgYKxH4cJkHRERkZ9eeuklMXizWq248sor0aBBAxQVFaF79+5hbh0RERERBYKxHoULk3VERER+yMnJweHDhwEANWrUQEZGBi677LLwNoqIiIiIgoKxHoUTk3VERFGud+/e2Lt3b7ibUe0UFhaKt1u3bs3gjYiIiAzBWC88GOtROHE1WCIiIj9cuHBBvF2vXr0wtoSIiIiIgo2xHoUTk3VERER+cLlc4W4CERERERmEsR6Fk8nFTyAZ5IEHHsCff/4JANi8eTPq1KmDtWvXYsGCBfjrr79w4sQJNGjQAG3atMGQIUMwYMAAcd+Kigr88MMPWLhwIQ4cOIAzZ86gUaNG6NmzJ1JTU9GuXTuvr19eXo4lS5Zg5cqV2LlzJwoLC2G1WtGkSRP06dMHgwYNQvv27XW9l/Pnz2Pp0qVYu3YtduzYgVOnTqGkpAR169ZFfHw8unbtihtuuEH2Hjydjw0bNuCiiy7Cpk2b8N1332Hjxo04fvw4atasiWbNmmHAgAEYNmxYUHtwAjkfX331FaZMmSLenzx5Mu677z7VbV0uF4YPH44//vgDAGC327F48WLUqVPH7Tz89ttvSEhIwE8//YT58+dj7969OHXqFOrXr4+uXbti8ODB6N+/v+Z7WrhwISZOnAgAmDhxIoYPH4558+bhq6++wtGjR9GwYUN06tQJjz76KDp37izb98KFC1i4cCFWrVqF/fv3o7CwEHXq1MHFF1+MK6+8Evfeey+aNWvm9byeOXMGmZmZWL16Nfbu3YszZ86gVq1aaNiwIbp164brr78e/fv3h8lk8nicjRs34ocffsDGjRuRl5cHp9OJ+vXro3nz5rjyyisxePBgNG7cWHXfP/74A//6178AAElJScjKytJ8nbKyMixduhSrVq3Cjh07UFhYCLPZjMaNG6Nnz5649dZb0adPH839c3JyMHDgQADAwIED8e9//xsOhwOZmZlYtmwZDh48iFOnTiE+Ph6dOnXCHXfcgZtuusnbacSePXvw/fff488//0ROTg4uXLiA+vXrIykpCX369EFycjKaN2/u9Th6BXIe2rZt6/X406ZNw6BBg/xq24kTJ/D1119j9erVOHz4MMrLy9GkSRP07dsX999/P1q0aIG5c+fi7bff1vVax48fx7fffos1a9YgOzsbZ86cQb169dCyZUtce+21uOeeexAXF6e5/3PPPYfMzEwAwKJFi9CuXTvs3bsX3377LX7//Xfk5+cjJiYGSUlJuOaaa3D//fcjMTFR13vduXMnMjMzsX79euTn5+PChQto0KABOnbsiOuvvx633XYbatSo4fU4gfz7ISL/MdbTPh+M9RjrKTHWY6wnYKzHWE8PJuvIMNIL9R9//IE33ngDCxcu1Nx++PDheP7551FYWIinnnpK3FfJYrHg9ddfx2233aZ5rF27dmH8+PE4ePCg5jYmkwl33303XnrpJVitVs3tVqxYgSlTpqCgoEBzG8Hll1+OWbNmoUGDBm7PKc/H7Nmz8eWXX2r22NSvXx+zZs1Cr169vL6uN4GeD5fLhYceegjr1q0DAFx00UVYtmwZEhIS3I7zxRdf4NVXXwVQWYj1yy+/lK2UJD0Pv/76K2bOnInvvvtOs10DBw7EjBkzEBsb6/acMoArKCjAxx9/7LbdggUL0K1bN/H+2rVr8fzzzyMvL0/zdS0WCx5++GE89dRTmsHXH3/8gSeffBJFRUWaxwGAjh074t///rfqRc3hcGDixIlYsmSJx2PExsZi7NixePDBB1XboSeA27RpEyZMmIDs7GyPr3X11VfjzTffVP0cKwO4CRMmYMyYMdizZ4/m8Xr16oUPPvgAdevWdXvO5XLhzTffxKeffuqx99JsNuPBBx/E+PHjvQbD3gR6HowM4JYtW4ZJkyahpKRE9fmaNWvixRdfxKlTp3QFcJ999hneffddcRUzNfXr18fkyZM1A21lACf8u3U6narb16pVC6+99hpuueUWzdc8f/48Jk+ejMzMTI9/99atW+Pdd9/FpZdeqvp8MP79EJH/GOvJMdarxFhPjrEeYz0pxnpyjPW0MVlHhpFeqG+66SYsX74cQOU/yHbt2qGsrAxr167FmTNnxH3effddfPLJJ/jrr79gsVjQo0cPXHzxxTh27BjWr1+PiooKAJVfEMuXL0eTJk3cXnfjxo1IS0vD2bNnAVR+8Xfp0gWXXHIJLly4gL/++gv//POPuH2vXr2Qnp4Oi8Xidqxly5Zh3Lhx4uvWqVMH3bt3R+PGjVFRUYHc3Fxs3boVDodD3Kdfv3746KOPPJ6Pu+66C4sWLQJQecHt2rUrYmJisGPHDvz999/iPnXr1sV///tfNGrUSMcZVxes85Gbm4vbb79dPM7NN9+Md999V7bN33//jbvuugvnz58HAIwcORJPPfWUrvPQoEED9O7dGzVq1MDmzZtx9OhRcZ/LL78cn376qVtgKQ3g+vfvj59//tnt/SclJWHVqlXiRf8///kPnnnmGZSVlQGovCB2794dNpsNZ8+exZYtW3D8+HFx/9tuu028UEodOnQIgwYNEi+McXFx6N69Oxo1aoSSkhIcOHBAFjC3aNECP/74o9t5ff755/H999+L99u2bYtLL70UVqsV+fn52Lx5s+zi+8Ybb+Cuu+6SHUNPALdmzRqMHDlSfN8A0KFDB7Ru3RpOpxNbt25Fbm6u+FzTpk3x9ddfuwWd0gCue/fuKCgoQHZ2NmJiYtC1a1c0b94cp0+fxvr168XPCqD+eQGA999/HzNnzhTvN2/eHO3bt0etWrVw/PhxbN++HadPnxaff+KJJzB69Gi34+gVjPPw0ksvAajsxRQ+cwkJCbLRFsnJybIfDXosW7YMTz/9tBjQWCwW9O7dG40bN0Zubi42bdoEp9MJk8mEdu3aYdeuXQC0A7hXX30VX3zxhXi/fv366NGjB+rXr48TJ05g48aN4t/IZDLhlVdeUR1FIQ3gpP9mExIS0L17d9SqVQv79u0T2wNUfs8sXLhQNdgtLS3FQw89hC1btoiP2e12dO7cGTVr1sQ///yDrVu3igFi3bp18dlnn6FTp05uxwrGvx8i8h9jPe3zwViPsZ6AsR5jPQFjPcZ6PnERGeT+++93tWnTRvyva9eurpUrV8q2KSwsdN1www3iNpdddpmrTZs2rsGDB7v++ecf2bY7duxw9erVS9x29uzZbq9ZWFjouuqqq8RtUlNTXdnZ2W7b/fTTT7Jjvfrqq27bFBcXu6644gpxm+eee8519uxZ1dccOXKk7L0eOnTI6/no1q2bKzMz01VRUSHb7ptvvhHPQ5s2bVwzZsxQP8E6BPN8CG2TvofVq1eLzzmdTldKSor43KBBg1wOh8PreWjTpo3r9ddfd124cEHcpry83PXJJ5+42rZtK27z4Ycfuh3r+++/dzvWs88+6/rnn39cxcXFrrVr17p++OEHcfuDBw+6unbtKm47fvx414kTJ2THrKiocGVkZLg6d+4sbvfZZ5+5vfbYsWPF5x977DFXSUmJ2zZLly51dejQQdzu22+/lT1/8OBB8bmOHTu6fv31V7djFBQUuB588EFxu2uuucbtM7N+/Xrx+f79+7sdIzs7W/a+b731VteOHTvctvvxxx9d3bp1E7e79957XWVlZW7HUp7zu+++23Xw4EHZdsXFxa60tDTZdn///bdsm9OnT4vnuW3btq7vvvvOrU3FxcWu8ePHy75Hzpw547adHsE8Dy6X/Lzff//9frVJkJeXJ3vN+++/35WXlyfb5siRI7J/Y8J/33//vdvxFi9eLD7fvn1714cffij7N+ZyuVxnz551vfbaa+J2HTp0cG3bts3tWBMmTJC9XocOHVyffvqp27/vVatWubp06SJuN27cONX3+sILL4jb9OnTx+264HK5XDk5ObLPff/+/d3+7sH690NE/mOs5/l8MNZjrMdYj7GegLGeHGM977jABIXMtGnTcN1118kea9CgAZ544gnxfkVFBRo1aoSPPvoIdrtdtm2HDh2QlpYm3t+8ebPba8yZM0ecwtCnTx98+OGHaNq0qdt2AwcOxOeff46aNWsCqKzTIe1hAYD//ve/4nLdbdq0wdSpU1G7dm23YzVo0AAzZsxA/fr1xcc2btyoeg6k3nzzTdx1111uw7zvueceWW/AmjVrvB5LSzDPh9C2vn37ivcnT54s9mR89NFH2LZtG4DKYcjTp09X7cFWGj58OCZMmCDrSY2JiUFqairGjRsnPvbBBx/g1KlTHo/Vv39/vPHGG7Db7ahbty6uuOIK3H777eLzb7/9Ns6dOwegstdo+vTpaNiwoewYwhSR2bNni4+9//77sp5DAOI0EQB45ZVXxDotUrfccgsefvhh8b6yN1h6jDvuuANXX3212zEaNWqEmTNnolatWgCAvLw8j9MQ1Lz//vvi+27atCm++uordOjQwW272267DR999BHMZjMAYMuWLVi6dKnHYyclJSE9PR0tW7aUPV63bl289dZbuOiii8THlJ/lLVu2iD3zffr0weDBg92OX7duXbz22mtISkoCAJw7d06skeMrI89DoObOnSt+xi677DJ89NFHbqNJmjVrhk8//RStWrXyeCyHw4E333xTvD9lyhSkpaW5jVaoXbs2Jk6ciMceewxAZW2Xd955x2tbn3nmGTz44INu/74HDBiARx55RLyv9t21Z88eZGRkAKgcNfP555+7XReAys/V3Llz0bNnTwCVoz2+/PJL2Tah+vdDRPox1pNjrFeJsV4lxnqM9Rjr/Q9jPe+YrKOQaN26teYceeEfqODee+9FfHy86rY9evQQb0uHrwOV8+KlQ2QnTpwofgGrueyyy8RAyel0il8qAofDgR49eiAhIQFDhw71eKzY2FjZsF1vdS0uvfRS1S8tgTD0HIDXWgtagn0+BK+++qpYoDQ3NxcffPAB9u3bJwt4nn32WbcLuprExERZkKb08MMPi4V/z507h9WrV3s8nqcaBUePHhWnDFgsFkyYMMHjsa6++moxWD19+jSWLVsme1463FoIQtTcfffdGD9+PGbOnImxY8f6dYy4uDhMmjQJ//d//4fPPvvM7ceNJ2fPnsWPP/4o3n/++ec9FrPu0aMHhgwZIt6fN2+ex+MPGzZMs2BtXFycrA6P8rMsBFOA5/dvsVjw3HPP4eWXX8Ynn3wiq4ujl9HnIRAVFRX4z3/+I2ubWt0eoHJ61gsvvODxeMuXLxd/uLVv3141MJZ6/PHHxUB77dq1OHLkiOa29evXl50XJen32qlTp1BcXCx7XhqE3XvvvWjTpo3msSwWi+z7YcGCBbLnQ/Hvh4j0Y6wnx1ivEmM9xnoCxnqM9ZQY63nGZB2FRO/evTWfU/Z2KQM6KWmPprL3a9u2bWKhzoSEBFx22WVe29WvXz/xtrLI8ZAhQ/D111/jt99+8/iFJZBexKQ1EtR4KyQs7RGVXuR8EezzIWjSpIlYOwQAPv30U4wbN058z/369cOwYcN0tfHOO+8Ue3jVxMTE4NZbbxXvewrghPosWqR1cDp06KBaUFfJ0/lo3bq1eHvMmDFiT7OS3W7Ho48+ihtvvNGtcKr0/tKlS/H+++9rFpsdPHgwUlJScMUVV6gW79WyceNG8W/TsGFDjyuuCe655x7x9s6dO2W1hpS8fZaFXlLA/bMsPYdbtmzBlClTcPLkSdXj3HDDDRg6dCj69u2r62+nZPR5CMTWrVvF992kSROP35cAcOWVV8Jms2k+v3btWvG2dHSEltjYWNnfUevfPgB07drVY5F26d8bcP+b+9q2rl27it/7x44dk9VcCsW/HyLSj7GeHGO9Soz1GOsJGOsx1tN6PcZ66rS7XoiCSG04vkDZA+hpyWVPvYXbt28XbzscDrEwqCfSofb79u3zur3A5XIhPz8f+/fvx65du7BhwwbZcG2Xl3VbvC0TLx1mr7UKjzdGno/Bgwdj5cqV+Pnnn+FwOMRt4+Pj8dprr+lu4+WXX+51G2kv9oEDBzS3S0pKEoc/q5Gej+PHj+s6H9LpIcrzMWzYMDz33HMAgL179+Kee+5BUlIS+vbti6uvvhp9+vTxuEQ6UHkBu+SSS3DkyBG4XC7MnDkTH3zwAS6//HL07dsXffv21RV4e7J7927xdufOnRET472P5tJLL0XdunVRUlKCiooK7N27V/OH1SWXXOLxWNLPcnl5udvr9OrVSwwYvvrqKyxYsACdO3cWz2OnTp10tdkbo89DIHbs2CHeViusq2QymdC5c2fNFe6kn/U///xT12ddGhh5+rfvy3cXIP/+OnnypOzf1LfffouVK1d6bZvUvn37xDaE4t8PEenHWE+OsV4lxnqM9RjrMdbzBWO9/2GyjkLC24VMylPvmyfSXprTp0/jm2++8Wn/4uJiOJ1O1SBxx44dWLVqFXbv3o1//vkHOTk5uHDhguaxvAVwajUvpAJdrhww9nwAlbURbrvtNtnqTVOnTkVCQoLu1/AU2Aukxztx4oTmdtJ6GWqk5+Po0aM+nw9lDZXk5GT89ddf+Oqrr8THcnNz8c033+Cbb76B2WxGt27dcN111+HWW29VPS81atTArFmz8PDDD4tD2cvKyrBu3TqsW7cO06dPR+PGjXHttdfilltuQZ8+fXz+bEin6aitqKfGZDKhcePGYs+Vp/ox3j7L0kBJ7d/FW2+9hX/96184fPgwgMogb8uWLdiyZQtmzZqF+vXro1+/frjxxhtxzTXX6KqNo8bo8xAI6efa0w9YKU/vQai/BFT25G7dutWn9gTr7w3I/+bKf78rVqzwqV2A/O8Yin8/RKQfYz05xnqVGOsx1mOsx1jPF4z1/ofTYCkkatSoYfhrKOfL+0M6Lx6orLswfPhwDB48GP/+97/x888/4+DBg7LgrU6dOhg4cKDqstVaovV8SNWvX99tWotyuoo3eoYoS3tQtYY9K7dTE+j5UJui8tJLL+Gjjz7CVVdd5fY3dTqd2LBhA6ZNmyYWQ1abMtO2bVssXboUjz76qOrF+/jx4/j222/x4IMP4o477vD5Yiz9m3g7R1LSbT1Nzwn0s5yYmIjFixdj7Nixqj15p06dwg8//IBRo0bhxhtv9FrLRovR5yEQ0qBE7w9YT+/B078TPYz6ewfjO0nZNqP//RCRftEa2zDWY6wnYKynjrFe4Bjr6cdY7384so6qDGmRzjvvvFO2Qo4/8vLycN9998l6CJo0aYJOnTqhVatWaNmyJdq2bYtLL70UNWrUwJNPPom9e/cG9JrBFOzzofTee+/h0KFDssdeffVVXHHFFUhMTNR1DE891gLphdef+hUC6fl4/PHH8eSTT/p9LKl+/fqhX79+KCoqwpo1a/D7779j/fr1OHbsmLhNWVkZ0tPTUVhYqPp3qFevHsaPH49x48Zh+/btWLNmDdatW4dt27bJgr59+/bhoYcewvz583UP+ZauaucpIFfyN+DxR2xsLEaMGIERI0Zg7969+PXXX7Fu3Tps2rRJVkw2NzcXo0aNwocffqirBoZUJJ8HadCmt22eiuzGxsaKQdxnn32GK664IrAGBon0/MXExGD79u1+955LGfnvh4giC2M9OcZ6coz1Ii/GETDWY6wXiOoa63FkHVUZ0oLE0jn5/poyZYoYvCUmJuLzzz/HL7/8gtmzZ2Ps2LG48847cdlll4m9D8HoSQimYJ8PqW3btuHTTz8V77do0QIAcObMGUyaNEn3cTxNdRBIA6FGjRr50Eo5I88HUFnD5Y477sAbb7yBX375BUuXLsXYsWNlQ9gXL14sq6ehZDKZ0KVLF4wePRpfffUV/vjjD7z//vu44YYbxG3OnTuHmTNn+tQugfRcelJRUSFbgS+Q8+6rtm3b4tFHH0V6ejo2bNiATz75BIMGDRKn6DidTkyfPt3n40byeZAeNz8/X9c+yhUSpaSfdX9XGDSCtF0VFRWymibBYMS/HyKKLIz15BjryTHWi7wYRw1jPcZ6/qpusR6TdVRltGvXTry9Y8cOXcP0c3NzsWjRImzcuFH2xVlUVIRffvlFvP/GG2+gT58+Ho+Vk5Mj3vZWxyQUgnk+pC5cuIAJEyaIBWTvvvtu/Pvf/xZXDfrll1/w3Xff6Wrjrl27vG7z119/ibc7duyo67hqpOfjzz//1PU32rt3L5YuXYqtW7fKakMAledhz5492LNnj+q+rVu3xogRI/Ddd9/JLtAbNmyQbZefn49169ap9jzXqVMH1113HWbNmoVRo0aJj2/cuNFr2wXt27cXb2/bts2t8K+avXv3ikPQTSaTGKAb4eTJk9i4caNq7Qyr1Yq+ffti2rRpmDJlivj4nj17fB7+H8nnQVpoeOfOnbr28bSd9LMuLYbuyW+//YaffvoJe/bs8XmKk142m00WxOlt26JFi/Drr7/i0KFDcDgcsueM/vdDRJGFsZ4cYz05xnqRF+MAjPUAxnreMNZTx2QdVRk9evQQh9mWlZXh+++/97rPhx9+iAkTJmDYsGEYOXKk+Hh2drbsC75r164ej7Nnzx4cOXJEvK/n4mC0YJ4PqRkzZuDvv/8GUNlL9Oyzz6Jly5Z47LHHxG1ef/11XT1ay5Yt8/i80+mUbXP99dd7PaYWaQB+/PhxZGVled3nzTffxNNPP417770XkydPFh9fsmQJunbtijvvvBPPP/+8x2MkJCSgR48e4n1p4HHzzTejX79+ePDBB/H77797PM5NN90k3j537pzuHwndu3cXPwcnT57UVQdEGoC3adNG1lMZTI888giuuOIKDBs2DD/++KPHbaXvH/C9Vkckn4fu3buLxXzz8/O9Bhjbt2+Xfd8oST/rK1eu9Dqq4ezZsxg3bhxGjRqFO++8E5mZmT60Xj+TyYTevXuL9/UU/t66dSsmTJiARx99FDfffLNYnBoIzb8fIoosjPXkGOvJMdaLvBiHsd7/2sZYTx1jPW1M1lGVUb9+fdx8883i/ZkzZ3r8ktuxY4csqBk8eLB4W+g5FOzfv1/zOKWlpW4XcbXisqEWzPMh2LRpE7744gvx/gsvvIB69eoBANLS0tCqVSsAldNEXnjhBa9t3LRpE/7zn/9oPj9nzhwcPXoUQGUgJP3y91WbNm1kgdSrr74qK/aqtGrVKvz222/ifen56NKli3gB2Llzp8cLbnl5uay+jbTHrkuXLuLtL7/80uNFRdozfckll+he6SguLg633XabeP+1116TreqmtHXrVixYsEC8n5KSout1/CF9/99++63HujbSKSW1a9fWXStHEMnnoVatWrjjjjvE+6+//rpbr6KgrKwMr732msfj3XnnnWJAeOHCBUyaNAkVFRWa28+cOVPs7a5VqxZuueUWH9+BfkOGDBFv79y5E5988onmtsr32rFjR7Rp00a8H4p/P0QUWRjryTHWk2OsVymSYhzGepUY66ljrOcZk3VUpTzxxBPiqlPFxcUYNmyYahZ+9erVeOyxx+B0OgEAzZs3l31Bt2rVCnFxceL9l156CXl5eW7H2bBhA+6++263YcqeCoKGUrDOB1AZqE6cOFG8EAhLZAusViumTJkifjH+9ttvunpTJkyYgMWLF8seczqdmD17NmbNmiU+9tRTT7kF1r4aP368WA8jNzcXQ4cOlU29ACrrKyxatAjjx48XH+vZsyeuueYa8b7dbke/fv1kbZMGe4LS0lK8+OKLYg9RgwYN0L9/f/H5oUOHird///13vPTSS6pTBISVxgRqwbUno0aNEj8HOTk5uP/++1WnpfznP//Bww8/LH4OunbtKrvgBltKSor4N923bx+eeuop1V76ffv24bnnnhPvDxo0yK8LcKSeB6FtwnfOX3/9hZEjR7rVKikoKMDIkSOxZcsW2ePKcxEXF4fHH39cvJ+VlYVRo0a5TXc6e/Ys3nrrLXz22WfiY6mpqQEV9/bmiiuuwLXXXivenz59Ot555x234F0oML1t2zYAle9R+m8SCN2/HyKKLIz15BjryTHWi6wYh7GevG2M9f6HsZ53XA2WqpRmzZrhjTfewFNPPYWysjIUFBQgNTUVrVq1Qrt27VBRUYF9+/bhwIED4j5xcXF4773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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 347, "width": 629 } }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "number of variable genes selected 1705\n" ] } ], "source": [ "variable_genes_min_mean = 0.01\n", "variable_genes_max_mean = 5\n", "variable_genes_min_disp = 0.4\n", "\n", "# identify genes with variable expression\n", "filter_result = sc.pp.filter_genes_dispersion(adata.X,\n", " min_mean=variable_genes_min_mean,\n", " max_mean=variable_genes_max_mean,\n", " min_disp=variable_genes_min_disp) \n", "sc.pl.filter_genes_dispersion(filter_result)\n", "nbr_variable_genes = sum(filter_result.gene_subset)\n", "print('number of variable genes selected ', nbr_variable_genes )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "**Note**\n", " \n", "the parameters we use for selecting highly variable genes stay constant for most of our analysis! This is not dataset dependent.\n", "\n", "
" ] }, { "cell_type": "code", "execution_count": 561, "metadata": {}, "outputs": [], "source": [ "# count mitochondrial and ribosomal genes in dataset before highly variable gene selection\n", "genes = adata.var_names.tolist()\n", "mito_genes = [i for (i, v) in zip(genes, [x.startswith('MT-') for x in genes]) if v]\n", "ribosomal_genes = [i for (i, v) in zip(genes, [x.startswith('RP') for x in genes]) if v]" ] }, { "cell_type": "code", "execution_count": 562, "metadata": {}, "outputs": [], "source": [ "# perform the actual filtering\n", "adata = adata[:, filter_result.gene_subset]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "**Note**\n", " \n", "our adata object now **only** contains the highly variable genes, but we still have access to all genes through the adata.raw object we saved earlier specifically for this purpose.\n", "\n", "
" ] }, { "cell_type": "code", "execution_count": 563, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Before selection of highly variable genes:\n", "\t Mitochondrial genes: 13\n", "\t Ribosomal genes: 483\n", "After selection of highly variable genes:\n", "\t Mitochondrial genes: 2\n", "\t Ribosomal genes: 43\n" ] } ], "source": [ "# count mitochondrial and ribosomal genes in dataset after highly variable gene selection\n", "highly_var_genes = adata.var_names.tolist()\n", "high_var_mito_genes = [i for (i, v) in zip(highly_var_genes, [x.startswith('MT-') for x in highly_var_genes]) if v]\n", "high_var_ribosomal_genes = [i for (i, v) in zip(highly_var_genes, [x.startswith('RP') for x in highly_var_genes]) if v]\n", "\n", "#compare counts before and after filtering\n", "print('Before selection of highly variable genes:')\n", "print(\"\\t Mitochondrial genes: \", str(len(mito_genes)))\n", "print(\"\\t Ribosomal genes: \", str(len(ribosomal_genes)))\n", "print('After selection of highly variable genes:')\n", "print(\"\\t Mitochondrial genes: \", str(len(high_var_mito_genes)))\n", "print(\"\\t Ribosomal genes: \", str(len(high_var_ribosomal_genes)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "**Note**\n", " \n", "By reducing the genes to the highly variable genes we have significantly reduced the number of mitochondrial and ribosomal genes in our dataset. Depending on the analysis it might make sense though to completely remove the mitochondrial and ribosomal genes before hand. In our standard analysis pipeline we leave them in since removing them does entail removing additional information.\n", "\n", "
" ] }, { "cell_type": "code", "execution_count": 564, "metadata": {}, "outputs": [], "source": [ "hist1_dat = adata.X.todense()" ] }, { "cell_type": "code", "execution_count": 565, "metadata": {}, "outputs": [], "source": [ "# log transform our data (is easier to work with numbers like this)\n", "sc.pp.log1p(adata)" ] }, { "cell_type": "code", "execution_count": 566, "metadata": {}, "outputs": [ { "data": { "image/png": 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Mkuyy5tuU+ff2bFnWgsLt24Il4wxB6/QNpC4PFO95BmYDAECh6DCLvrj/n2paN7r0zlVEtU3ksVqtRjs8PNxDz9NCQ0ONdn5+2bLZHa8XFhbm1TkhIaffHtfrlWf+7sbz9dxKk5CQ4NN+8My71QEAAAAAwe+RpdIjlT0JIMCcyRgYMZ+yI25TPeVLSvr7P8BbIarGv9ABAADVWr6kvv+r7FmcWebKnkBlsVhOlxk1m737MdgrkO3ueD3Hdnmv58v5+3puAAAAAAAACAxnOgYGAAAAAAAqptomcEdGni6VWVDg3f4/jncgeVu5piLXc+znej1fjufruZVm165dZeofDIruJKuKrw2+wzqBN1gn8AbrBN5gncAbrBN4g3UCBLczGQOrzv+f4P+VVRfvbdXE+1p18d5WXby3VRPva9XFe1t18d6eGdW2Io/jXt9ZWVlenePYLzq6bPuvOfb3dm9xx36u1/Pl/H09NwAAAAAAAASGMx0DAwAAAAAAFVNtE3liYmKMdmpqqlfnOPaLi4sr0/Vq165ttNPS0ip8PcfxyjP/OnXq+G1uAAAAAAAACAxnOgYGAAAAAAAqptom8jRv3txoHz161Ktzjh07ZrSbNGlSpus1a9ZMJpNJUmGyTHZ2dqnnJCUlGe3GjRs7PVfR+TuO5+u5AQAAAAAAIDCc6RgYAAAAAAComGqbyHPOOecoNDRUkpSSkqKUlJRSz9m7d6/RbtmyZZmuFxkZ6ZTwsmfPnlLPcezTqlUrp+ccr+84L3dSUlKMu6nMZrNatGjht7kBAAAAAAAgMJzpGBgAAAAAAKiYapvIExISojZt2hjHGzdu9Ni/oKBAmzdvNo47depU5mu2b9/e6+tJ0vr16412x44d3Y61efNm2Ww2r8dq06aNIiIi/DY3AAAAAAAABIbKiIEBAAAAAIDyq7aJPJLUt29fo/3ZZ5957LtmzRqdPHlSUuGdTI4Vbcpzvc8//9xj3927d2v37t2SpBo1aqhz585Ozzdt2tSohJOWlqbvv//e43iO1+vdu7df5wYAAAAAAIDAcaZjYAAAAAAAoPyqdSJP//79jdLCy5cvV2JiYon9MjIyNH36dON46NCh5breJZdcopiYGEnSli1b9OGHH5bYLz8/X08++aRxPHDgQEVGRhbrN3DgQKM9ffp0ZWZmljje2rVrtWLFCklSaGioBg8e7Pe5AQAAAAAAIDCc6RgYAAAAAAAoP5PdbrdX9iQq08yZM/XKK69IkmrVqqXp06erZ8+exvNJSUkaM2aMNmzYIElq2LChli1bVmxrqo8++kgTJkwwjleuXKkmTZoUu96iRYv0n//8R1JhUs0TTzyh6667zng+PT1dEyZM0Ndffy1Jio6O1rJly1S/fv1iY+Xm5urKK6/UoUOHJEkXX3yxZs2a5dR39erVeuihh5SRkSFJuv322zV+/PgSfxa+nBsAAAAAAAACh69iYAAAAAAAwL+qfSJPVlaWbrrpJu3YscN47IILLlCrVq2UmpqqxMREWa1WSVJYWJjeeOONEvcG9zaRx2az6a677tLatWuNx5o1a6a2bdsqKytLiYmJRmUdk8mkWbNm6corr3Q7/59++kl33XWX0xy7deum2NhY7dq1y+l1tW7dWu+//77Cw8NLHMvXcwMAAAAAAEBg8FUMDAAAAAAA+Fe1T+SRpNTUVN1///36+eef3faJjY3VjBkz1KNHjxKf9zaRR5JycnI0fvx4LVu2zO31oqKiNHnyZKfts9xZs2aNxo8fr5SUFLd9OnfurLlz5xrbZ7nj67kBAAAAAAAgMPgiBgYAAAAAAPyLRB4Hy5cv16effqqtW7cqOTlZYWFhat68uXr27KmbbrpJcXFxbs8tSyJPkR9//FEffvihNm3apOPHjyskJERNmjRRjx49NGzYMDVq1MjruaelpWnRokVauXKlDh48qMzMTMXExKhNmzYaOHCg+vXrJ5PJ5PV4vpwbAAAAAAAAAkdFYmAAAAAAAMC/SOQBAAAAAAAAAAAAAAAAAoC5sicAAAAAAAAAAAAAAAAAgEQeAAAAAAAAAAAAAAAAICCQyAMAAAAAAAAAAAAAAAAEgJDKngAQjOx2u1asWKGlS5dq69atSktLU61atXT22WerX79+GjRokGrXrl3Z00Q5JCcn64MPPtCPP/6ovXv36tSpU4qIiFB8fLwuvvhiXX/99WrTpo3X4x09elTvvPOO1q5dq4MHD8pmsyk+Pl4dOnTQkCFD1KlTJ6/HYt0FvsWLF+vxxx+XJI0cOVKjRo0q9RzWSNV25MgRffTRR1q9erWOHDmi9PR01a5dW61bt9ZVV12lq666SiEhpX8cY51UXZmZmfrggw+0evVq/f7770pPT1d0dLTOPvts9ejRQzfffLPq1q3r1Visk6pj9erVuueeeyRJu3bt8vq8QF4DvpwbCpV3nXz//ff6/PPPtXnzZh0/flxWq1UxMTFKSEhQr169dN111ykyMtKrsVgnAKo7PjNVL+X9txeBw9dxPwSOpKQkvffee8bnyJycHNWvX1+tWrXSNddco8suu0xhYWGVPU34SHlisAgcd9xxh9auXet1/5YtW+rzzz/344zga76KiaPyfPTRR5owYUK5z2/cuLFWrVrlwxlVTya73W6v7EkAweTkyZMaPXq0EhMT3faJj4/X9OnT1aVLlzM4M1TU+++/r6lTpyonJ8djv8GDB2vy5MkKDw/32O+zzz7TpEmTlJWV5bbP9ddfr4kTJyoiIsLjWKy7wHf06FFdffXVysjIkOTdl0jWSNX25ptvavbs2crOznbbp23btpo7d64aNmzotg/rpOr65ZdfNGbMGB0/ftxtn8jISE2ePFnXXnutx7FYJ1VHWlqaBg4cqGPHjkny/pdEgbwGfDk3FCrPOjl27Jgeeugh/fLLLx771atXT7NmzVLnzp099mOdAKju+MxUvZT3MxoCh6/jfggcixcv1lNPPeUx/tKqVStNnTpVrVu3PoMzgz+UJwaLwNKjRw+PsTBXJPIEF1/FxFG5SOQJDCTyAGVgtVp14403auvWrcZj7du3V7NmzZScnKzExETl5eVJkiIiIvTOO++obdu2lTVdlMGCBQs0Y8YM4zgiIkIdO3ZUfHy8MjMztWHDBp04ccJ4vkePHnrllVdksVhKHO+rr77SmDFjVPS/2JiYGHXp0kVhYWH67bff9Mcffxh9+/Xrp9mzZ8tkMpU4FusuONx+++364YcfjOPSvkSyRqq25557TvPnzzeO69Spo3bt2qlWrVravn27du/ebTzXtGlTLVmyRDVr1iw2Duuk6tqyZYuGDRtmBJEtFos6deqkxo0bKzU1VevWrXP6ZfYzzzyjwYMHlzgW66TqyMnJ0R133KH169cbj3nzS6JAXgO+nBsKlWednDhxQkOHDtWhQ4eMx5o2bao2bdooLCxM+/fv16+//iqbzSZJCg0N1YIFC9StW7cSx2OdAKju+MxUvZT3MxoCh6/jfggc7777rqZMmWIc16hRQ507d1ZsbKyOHj2qX375xfj/cXR0tP73v/+pZcuWlTVd+EBZY7AILMnJyerevbskKTY2VldccUWp58THx+u+++7z99TgA76KiaPybdq0SUuXLvW6/4kTJ7Ry5Urj+I477tC4ceP8MbXqxQ7Aa1OnTrW3atXK3qpVK3u3bt3s69evd3r+2LFj9htvvNHo06tXL3tubm4lzRbe2r59u/28884z3rf777/fnpyc7NTHarXaFyxYYD///PONfi+99FKJ4yUlJdk7dOhg9HvsscfsOTk5Tn0WL15sb926tdHnf//7n9v5se4C33vvvWf8/Iv+mzNnjtv+rJGq7dtvv3VaC9OmTbNnZ2c79Vm2bJm9ffv2Rp8nn3yy2Disk6orPz/f3r9/f+Nn3b9/f/uePXuc+iQnJ9vvuOMOo0+7du3sR48eLTYW66TqSE1Ntf/f//1fsX9PShPIa8DXc0P518l9991n9O3UqZP966+/LtZnz5499muvvdbo16VLF/upU6dKHI91AqC64zNT9VHef3sROHwd90Pg2LNnj71NmzbGe/bQQw/Z09PTnfocOnTIPnjwYKPP1VdfbbfZbJU0Y1RUWWOwCDxr16413rtRo0ZV9nTgQ76KiSP45OXl2W+++Wbjfb311lvt+fn5lT2tKsFc2YlEQLBISkrSwoULjeM5c+aoY8eOTn3i4+P1yiuv6Nxzz5UkHT58WIsXLz6j80TZzZs3z7j7+B//+Idmz56tuLg4pz6hoaG688479eCDDxqPLViwoMTygC+99JIyMzON8Z588sli5Xivv/56TZ482Th+8cUXZbVai43Fugt8hw4d0rPPPlumc1gjVVdubq6efPJJ43j48OEaN25csS1A+vbt65SR/uGHHxprogjrpOr64YcftHfvXkmFd4K+8soratGihVOfuLg4zZs3T82aNZMkZWdna9GiRcXGYp1UDTt27NB1112nn3/+ucznBvIa8OXcUP51snPnTn399deSJLPZrBdffFGXXXZZsX4tWrTQG2+8YZS2Tk1N1TvvvFOsH+sEQHXHZ6bqoyKf0RA4fB33Q+B49dVXjc+EnTt31rRp01SjRg2nPo0bN9aCBQtUq1YtSdLu3bv1/fffn/G5ouLKE4NF4Nm5c6fRTkhIqMSZwJd8GRNH8HnxxReNbdxjYmI0bdo0qhr6CIk8gJeWLFlilOG89NJL1alTpxL71ahRw+kfopJ+6YbAkZmZqe+++844fvDBBz2W6b/11ltVr149SVJGRobWrVvn9HxWVpY++eQT4/iBBx5wO971119vlNY+evSovv3222J9WHeBzW63a8KECcrKylJoaKjatGlT6jmskapt5cqV+vPPPyUVlgcdPXq0275DhgxRTEyMpMJ1sWHDBuM51knV5vhe9+rVS02aNCmxX3h4uG644Qbj2PUXCKyT4Jedna25c+fqhhtuMLY8ioyM9Pr8QF4Dvp5bdVbRdfLVV18Z7UsvvVQXX3yx274xMTG66667jONvvvmmWB/WCYDqjs9MVV9F/+1F4PB13A+BIz8/X8uXLzeO77vvPpnNJf+6Ky4uzimR3fE7OYJDeWKwCEyOiTznn39+Jc4EvuSrmDiCz7Zt2/Tyyy8bx48//rji4+MrcUZVC4k8gJcc9/a78sorPfbt0aOH8Q/R7t27tX//fn9ODRWwY8cO486NunXrqnXr1h77h4SEqH379sZxUUWFIuvWrTMyiJs0aaILL7zQ43hXX3210Xb88lmEdRfY3nnnHeMX6/fcc49Xe2yzRqq2L774wmiPHj1aISEhbvuGhIRo3LhxeuCBB/TEE0/o7LPPNp5jnVRtqampRrtBgwYe+5511llGOyUlxek51klwO3DggPr166cXXnhBOTk5kqTmzZvrpZde8nqMQF4Dvp5bdeWLdbJ582ajfckll5Ta37GqxL59+4o9zzoBUN3xmalq88W/vQgcvo77IXBkZmbqhhtu0KWXXqoWLVp4TFaXCt//In/99Ze/pwcfK08MFoGJRJ6qyVcxcQQXu92uyZMnKz8/X5LUvXt3XXPNNZU8q6qFRB7AC1lZWdqxY4dx3KVLF4/9LRaL05e+xMREf00NFRQaGqrLL79cF154odeZ/I4l4VzL/jlmD5e2TiTnX5S4rhPWXWA7cOCAZs6cKanwS8fdd9/t1XmskaorPz/fKM8cHh6u3r17l3rOddddp3vvvVc33HCDmjZtajzOOqnaiu7wlGTc4evOsWPHjHb9+vWdnmOdBLdjx44Z76/JZNLNN9+sjz76yCl5qzSBvAZ8ObfqzBfr5IILLlD37t3VvHlznXPOOaX2dwy4ZWdnG1tRSKwTAOAzU9Xni397ETh8HfdD4Khdu7bGjRunV155RV9++WWpW3gcOHDAaBdtJYvgUN4YLAKP1Wo1kppjYmL4u1hF+DImjuDy4YcfasuWLZIKY0mPP/54Jc+o6nGfEgfAsG/fPiOAHRUV5dUHjObNmxvl3nft2uXP6aEC2rVrpxdeeKFM52zfvt1o16lTx+m5PXv2GO0WLVqUOpZjn+TkZJ04ccK4Q4R1F7hsNpsmTJig7OxshYaGaurUqQoNDfXqXNZI1fXHH38oNzdXUuEez657AJcF66Rq69Chg9Fes2aNDh06VOL2Wvn5+VqyZIlx3LlzZ6fnWSdVQ8eOHfXII4+UWomkJIG8Bnw5N1RsnYwfP75M/bdt22a0Y2NjnbYoYJ0AqO74zFR9VOTfXgQOX8f9EJx2796t1atXG8eO22whsFUkBovAs2fPHmN70oSEBEmFCbRr167V/v37ZbVaVa9ePXXq1Ent27d3u10eAosvY+IIHrm5uZozZ45xPGTIEK/iOigbEnkALxw+fNhoN27c2KtzHLfKOHLkiM/nhMqxfv16HTx40Dh2DeiUda1ERUWpVq1aOnXqlKTCtVL0ywjWXeB68803jTvIhw8frvPOO8/rc1kjVdfu3buNtmNJ0FWrVunjjz/W1q1bdfz4cdWuXVtt2rTRtddeq379+pU4FuukauvRo4fatGmjrVu3Kjc3V/fcc4/mzp2rZs2aGX0yMjI0ceJEI4hct25dDRs2zGkc1klwa9Sokd55551SS8B7EshrwJdzq858sU7K6qOPPjLaFf2sK7FOAFQtfGaq+irj314EjtLifgguubm5+vTTTzVz5kxji7UBAwboggsuqOSZwVsVicEi8Dhuq1WzZk2NHj1aX3/9tQoKCor1bd68uR577DH16NHjTE4R5eDLmDiCx7vvvqukpCRJUmRkpEaOHFnJM6qaSOQBvJCcnGy0vb0TIzY21minpqb6fE4482w2m6ZNm2YcN27cuFhZXse14u0vFWJjY41fRjiuFdZdYNq3b59mz54tqTDD/N577y3T+ayRqstxi6S6devq+PHjmjBhglFatMjx48e1evVqrV69Wl26dNGcOXMUExPj1Id1UvXNnz9f//73v7Vnzx79/vvvuvrqq9WxY0c1adJEp06d0rp164z3s0GDBnr11VdVu3ZtpzFYJ8HtrLPOqvAWDYG8Bnw5t+rMF+ukLFavXq2ffvrJOL7iiiucnmedAKju+MxU9Z3pf3sROLyJ+yHwnThxQjNnztSRI0e0c+dOpaWlGc/169dPTz31VOVNDmVS0RgsAo9jIs8333zjse++fft01113afz48fr3v//t55mhInwZE0dwyM/P19tvv20cDx06lJus/IREHsALjvshe1sWLioqqsTzEbxmz55t7PcoSSNGjJDJZHLq4/heh4eHezWuu7XCugs8BQUFeuSRR5Sbm6uQkBA988wzZS7nyhqpuhx/ngUFBbrjjjuM0vmtWrXS+eefr/z8fG3evNm4k3fdunUaNmyYFi1apOjo6BLHYp1UTfXq1dPSpUv16quvau7cucrPz9e6deu0bt06p359+vTRzJkzFRkZWWwM1gkCeQ34cm44M44dO6bHHnvMOD7rrLM0YMAApz6sEwDVHZ+ZgKrLm7gfAt8ff/zhVGGySM+ePTVx4kSFhYVVwqxQVr6IwSLwOCbySFLTpk1155136h//+Ifq1q2rEydO6LvvvtP8+fN17Ngx2Ww2PfPMM2rYsKH69u1bSbNGaXwZE0dwWLFihY4ePSpJCg0N1R133FHJM6q62GAQ8EJR6U3J+wCz4wfL/Px8n88JZ9bixYv18ssvG8edO3fWoEGDivUrz1oJCTmdU1m0R2x5x2Ld+ddrr72mX3/9VZJ01113qXXr1mUegzVSdTl+aVm0aJF27dqlunXr6o033tBnn32mZ599VrNmzdLKlSv1xBNPGO/F7t279d///tdpLNZJ1ZeZmalnn31W8+fPl81mc9tv5cqVuuWWW5zK1BZhnSCQ14Av5wb/O3nypIYPH25UmjCbzU7/VhVhnQCo7vjMBFRN3sb9EPjcbWH47bffqk+fPnr99dfP8IxQHr6IwSLwFCV3SFKvXr20dOlSDRkyRI0aNVJYWJgaNWqkG2+8UUuXLtX5559v9J00aRLJ0AHMlzFxBIeFCxca7SuvvFL169evxNlUbSTyAF6wWCxG22z27q+N3W7313Rwhn388ceaNGmScVy3bl3NnDnTaV0UcXyspOdL4m6tsO4Cy++//665c+dKKswkHzFiRLnGYY1UXdnZ2UY7Ly9PUVFReuutt9S9e3enfiaTSTfccIOefPJJ47GPP/5Y+/btM45ZJ1XbyZMndcMNN2jhwoXKzc1VnTp19Nhjj2nVqlXaunWr1q5dq2nTpqlp06aSpC1btuiGG25wujtUYp0gsNeAL+cG/zp58qTuvPNOp6Dqvffeq3/84x/F+rJOAFR3fGYCqp6yxP0Q+Dp06KBly5bpt99+008//aS5c+caCQE5OTmaNm2aU9IWAo+vYrAILHa7XS+++KKmTZumBx54QDNnznSqWugoLi5Oc+fONRI+0tLSSqy0hcDgy5g4At+2bdu0ceNG4/j//u//KnE2VR+JPIAXHLezKCgo8Oocx7usKNkZvN5991098sgjRrWEGjVq6JVXXnGbYeq4Vry9085xTTmuFdZd4MjPz9f48eNltVplsVj09NNPl/vnyxqpulyrFtx6660699xz3fYfNGiQcUeRzWbTF198YTzHOqnaJk2aZFTYOfvss7V06VLdcsstaty4sUJDQ1WvXj1de+21+uijj9StWzdJhXe3jB49Wjk5OcY4rBME8hrw5dzgPydOnNCwYcOcEgUHDhyoUaNGldifdQKguuMzE1C1lDXuh8B31llnqVmzZgoLC1NsbKyuuOIKffDBB7r00kuNPnPnztWBAwcqcZZwx5cxWAQWk8mkjh076tprr9W9995b6nZKZ511ltN2Wt99952/p4hy8mVMHIHv008/NdqtWrXShRdeWImzqfpI5AG84JgZnJWV5dU5jv3Y4zH42O12Pffcc5oyZYpx91yNGjX02muveSzl6cu1wroLHPPnz9e2bdskSXfeeafatm1b7rFYI1WX68/zqquuKvUcxy+k69evN9qsk6pr3759WrZsmXE8c+ZMxcfHl9g3Ojpazz//vGJiYiQVlghfunSp8TzrBIG8BlhTgW/v3r0aOnSoUyWeq666Ss8884xMJlOJ57BOAFR3/H8LqBrKG/dDcAoLC9OMGTNUu3ZtSYUVIz788MNKnhVK4ssYLIJf165djbbj91YEFl/GxBH4Vq1aZbQHDBhQiTOpHkjkAbxQ9As0SUpNTfXqHMd+cXFxvp4S/Mhqterhhx/W/PnzjcdiYmL05ptvqn379h7PLfpCKJVvrdSpU8fpmhUZi3XnGzt37jTWwrnnnquRI0dWaDzWSNVVo0YNo20ymdSiRYtSz3Hsk5SUZLRZJ1XXmjVrjHa7du1KvWuhdu3auv76643j1atXOz1XhHVSPQXyGvDl3OB769ev10033aRDhw4Zjw0ePFjTp0/3uI0E6wRAdcdnJiD4VSTuh+BVq1Yt9e/f3zh23BYEgcHXMVgEP8cb39LS0ipvIvDIlzFxBLbdu3fr4MGDxvGVV15ZibOpHkIqewJAMGjevLnRPnr0qFfnHDt2zGg3adLE53OCf2RkZGjEiBFat26d8ViDBg302muveSwHWKR58+ZGdrg3ayUzM1OnTp0yjhs3buw0VhHWXeX5+uuvlZeXJ0nas2eP13eCvPDCC3rhhRckFb6vRZnKrJGq65xzzjHaFovFbTUDR46l+R33E2adVF2OX3a8vdPTMZj8xx9/GG3WCQJ5DfhybvCtZcuW6eGHH5bVajUeu/322zVu3LhS/+1inQCo7vjMBAS3isb9ENxatmxptI8fP16JM0FJfB2DRfArqpgmFd++CYHDlzFxBLaVK1ca7YSEBGIyZwCJPIAXzjnnHIWGhiovL08pKSlKSUkp9S6qvXv3Gm3HLwkIXKdOndJtt92mrVu3Go+de+65evXVV9WwYUOvxnD80u+4Btxx7FOvXj2nu/tYd1UTa6TqatW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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 495, "width": 1145 } }, "output_type": "display_data" } ], "source": [ "# To do: Currently not working:\n", "fig = plt.figure(figsize=(15,6))\n", "\n", "# visualize distribution before logarithmization\n", "ax1 = fig.add_subplot(1, 2, 1)\n", "ax1 = sns.distplot(hist1_dat.flatten());\n", "ax1.set_title('Distribution of values before logarithmization');\n", "ax1.set_ylabel('frequency')\n", "ax1.set_xlabel('cp10k')\n", "\n", "#visualize distribution after logarithmization\n", "ax2 = fig.add_subplot(1, 2, 2)\n", "ax2 = sns.distplot(adata.X.todense().flatten());\n", "ax2.set_title('Distribution of values after logarithmization');\n", "ax2.set_ylabel('frequency');\n", "ax2.set_xlabel('log1p(cp10k)');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "**Explanation of log1p()**\n", "\\begin{equation}\n", "log1p(x) = \\ln{(x+1)}\n", "\\end{equation}\n", "\n", "The +1 is necessary to ensure that if there are counts of 0 we do not get an NA (logarithm of 0 is undefined)\n", "\n", "remember that a logarithmic scale is not linear! A log1p(cp10k) value of 5 represents roughly 150 UMI counts and one of 8 already almost 3000!\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### unwanted sources of variance\n", "\n", "As we have already seen part of the observed variation in the dataset is coming from sources that are not biological (e.g technical batch, library size) but there are also sources of variance that are biological in nature but trivial and unrelated to the question we want to address (e.g. cells in different cell cycle stages or apoptotic vs healthy cells). \n", "\n", "One approach to overcoming these issues is to explicitly correct for this unwanted source of variation (e.g. using regress out). This can only be applied though if the source of variance is known and can be identified. Such approaches also run the risk of overcorrecting the data which is why they should be used sparingly. \n", "\n", "In our analysis pipeline we correct for two basic sources of additional variance whose effect we have already calculated above: the number of counts per cell and the mitochondrial gene content per cell. " ] }, { "cell_type": "code", "execution_count": 567, "metadata": {}, "outputs": [], "source": [ "# define several input factors\n", "# define a random seed so that for stochastic\n", "# processes you get reproducible results\n", "random_seed = 0\n", "max_value = 10" ] }, { "cell_type": "code", "execution_count": 568, "metadata": {}, "outputs": [], "source": [ "# remove variance due to difference in counts and percent mitochondrial gene content\n", "adata = sc.pp.regress_out(adata, ['n_counts', 'percent_mito'], copy=True)" ] }, { "cell_type": "code", "execution_count": 569, "metadata": {}, "outputs": [], "source": [ "# Scale data to unit variance and zero mean, and cut-off at max value 10\n", "sc.pp.scale(adata, max_value=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "write out regressedOut values for loading into database\n", "\n", "```\n", "bc.st.export_regressedOut(adata = adata,\n", " basepath=)\n", "```\n", "
" ] }, { "cell_type": "code", "execution_count": 570, "metadata": {}, "outputs": [], "source": [ "# batch correction would occur here if performed\n", "# will write out AnnData object to demonstrate batch correction later\n", "\n", "adata.write('/tmp/adata_pbmc_FRESH_regressedOut.h5ad')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## dimension reduction\n", "\n", "One of the distinguishing characteristics of single-cell RNAseq data is the high dimensionality of the dataset. For each individual cell we have the entire transcriptome (albeit in a sparse format). One of the key steps in single-cell analysis is to apply methods to reduce the number of dimensions we look when we e.g. want to identify cell groupings that encompass biological subtypes.\n", "\n", "**Overview** \n", "**step 1**: principle component analysis (PCA) \n", "**step 2**: nearest neighbor calculation based on the top 50 principle components \n", "**step 3**: clustering to identify cell groupings (i.e. clusters) \n", "**step 4**: visualization of high dimensional data on two dimensions (tSNE and UMAP) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Principle component analysis\n", "\n", "A principal component analysis is an approach that seeks to identify summary features (called components) that are linear combinations of different variables in the dataset. Each principle component is orthogonal to all other components and tries to capture the maximum dispersion not yet explained by previous components. Therefore, each added component will account for progressively lower fractions of the overall dataset features. As a result you can use a PCA to describe a dataset using a much lower number of features (here principle components) thus reducing the dimensionality of the dataset. " ] }, { "cell_type": "code", "execution_count": 571, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 356, "width": 931 } }, "output_type": "display_data" } ], "source": [ "sc.settings.set_figure_params(dpi=90)\n", "\n", "#calculate 50 principle components of the dataset\n", "sc.tl.pca(adata, random_state=random_seed, svd_solver='arpack')\n", "\n", "#visualize the amount of variance explained by each PC\n", "sc.pl.pca_variance_ratio(adata)\n", "\n", "#visualize the loadings onto the first 3 PCs\n", "sc.pl.pca_loadings(adata)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "**Note**\n", " \n", "compared to bulk RNAseq datasets the fraction of variance explained by each principle component is much lower in single-cell datasets due to the extremely high dimensionality of the dataset. This is why other dimensionality reduction techniques are used.\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### nearest neighbor calculation\n", "\n", "Computes a neighborhood graph of the cells based on the first 50 principle components." ] }, { "cell_type": "code", "execution_count": 572, "metadata": {}, "outputs": [], "source": [ "sc.pp.neighbors(adata, n_neighbors=15, random_state = random_seed, n_pcs=50)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Leiden clustering" ] }, { "cell_type": "code", "execution_count": 573, "metadata": {}, "outputs": [], "source": [ "sc.tl.leiden(adata, random_state=random_seed)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### UMAP & t-SNE" ] }, { "cell_type": "code", "execution_count": 574, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 3.29 s, sys: 620 ms, total: 3.91 s\n", "Wall time: 2.72 s\n" ] } ], "source": [ "%%time\n", "sc.tl.umap(adata, random_state = random_seed)" ] }, { "cell_type": "code", "execution_count": 575, "metadata": {}, "outputs": [], "source": [ "# %%time\n", "sc.tl.tsne(adata, random_state = random_seed)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "**Note**\n", " \n", "For larger datasets the tSNE calculation can run significantly longer than the umap calculation. Here we have speed up the process through use of an additional python package which allows tSNE to run on multiple cores in parallel.\n", "\n", "
" ] }, { "cell_type": "code", "execution_count": 576, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 2504 × 1705\n", " obs: 'CELL', 'n_counts', 'n_genes', 'percent_mito', 'leiden'\n", " var: 'ENSEMBL', 'SYMBOL', 'n_cells', 'total_counts', 'frac_reads', 'mean', 'mean_log10', 'coeffvar', 'coeffvar_log10', 'std'\n", " uns: 'log1p', 'pca', 'neighbors', 'leiden', 'umap', 'tsne'\n", " obsm: 'X_pca', 'X_umap', 'X_tsne'\n", " varm: 'PCs'\n", " obsp: 'distances', 'connectivities'" ] }, "execution_count": 576, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata" ] }, { "cell_type": "code", "execution_count": 577, "metadata": {}, "outputs": [], "source": [ "# sc.pl.umap(adata, color = ['sample_type', 'donor', 'batch'], wspace = 0.4)\n", "# sc.pl.tsne(adata, color = ['sample_type', 'donor', 'batch'], wspace = 0.4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "**Differences between UMAP and t-SNE**\n", " \n", "UMAP performs better at preserving aspects of **global structure** of the data than tSNE, where as t-SNE only conserves **local structure**. This is extremely important to keep in mind when interpreting the data. As a note both UMAP and t-SNE do not represent clustering methods!\n", "\n", "
" ] }, { "cell_type": "code", "execution_count": 578, "metadata": {}, "outputs": [ { "data": { "image/png": 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4GS4RATgTrI+WuTkow3ak7LwvZVh25cN+srJdhXAAkI1WyLWGcA+DiIioVVyaQkQAAKmy0WNFErnRBNPyg4512vGRkKv0IRydb+R29uaAiIjIFQZxIoIsy7Cdrmq9oV2CrDcD+sBvbx9IQrQ63EMgIiJqFZemEJGj/nYnWs4h1wX/xlEiIqK2YhAn6uJkWYYtv3PtSGkvbwj3EIiIiFrFIE7U1VnsgMka7lEEFqsFEBFRB8AgTtTVhWpXzBASorXhHgIREVGrOt9fYCLyiaAUAU3num9btrrf5l62+rBjKBERURB1rr++ROQzqbYJMLsPrh2SqeX3YyuqcdyUqjcDAiCmxELZOxViDGfPiYgoPDgjTtTFdcYbGwVt8zkG67Fy2PYXO0I4AMiAVN4Ay+YTkBpYYYWIiMKDQZyoqwvmMo0w7TJvr2mCdX8R7GX1kIwW2E9UuGnoYTdRIiKiIOPSFKIuSrZLgCRDjI+CvaAmSJ0E57KtarLA3mSBvajWsf7dwzikKj1kiw2Cmr8OiYgotPiXh6iLkRqMsB0rd2xpLwOIUgNK0eP29h2aN+vfefMmERGFAYM4URci1Rth2XqyefBssoRvQO2BRgloVOEeBRERdUFcI07UhdiOlnH29wLK3EQIYpgWsxMRUZfGIE7URcgWG6RqfbiHET4uaqUrMuOh6JEchsEQERFxaQpRpybbJdhL6hw3JHbhmXAhSgP1xN6QKhog1RkAhQhFmo41xImIKKwEWZbDVdeg3RIEx8fU/NFQRyYZLLBuOwnZaA33UMJONbo7FEnR4R4GEVHQMcN0LFyaQtRJWfcUhCeER6q9b6uLCEmtcTFaE/xOiIiIfMQgTtQJSfVGyPVh2jHS4H0VFkGrArTBr1hiO1kZ9D6IiIh8xTXiRJ2QrDeFewhekcsbQtKPPb8astkGZc9kiLERIemTiIioNZwRJ+qMArFLZCer6CeV1cOy6QTsXblyDBERtSsM4kSdkJgU7d+SD6UIMSveEcI7430+sgzrtlNdu4wjERG1GwziRJ2QIAhQDczw/bxINaSi2s4Zws9j2XEastkW7mEQEVEXxyBO1EkJLjaw8dhep4Xc0DHWlreZJMNeVBPuURARURfHIE7USdlOVXnfWKuCkBwTvMG0Q1K4qsoQERGdwSBO1El5uw5aiNJAPbYH5OqmII+onVHy1x8REYUX/xIRdVaCd2VP5CYzrAeKINcagjyg9kWRHhfuIRARURfHOuJEnYxU2wRbfjUgeX/HZVebDRcSohyVZYiIiMKIQZyoE7GdroLtcGm4h9Guiek6qIZkQ/DyEwMiIqJgYRAn6iQkg4Uh3AUhPhJiSgwElQJiehxEpSLcQyIiIgLAIE7UabAcn2uKjDgocxLDPQwiIqIWeLMmUSchG63hHkK7JKbEhnsIRERELjGIE3USQoQfW9p3AVJJXbiHQERE5BKXphB1EoqsBNhPVIZ7GO2ObHL9SYG9vAH201WOjX2UIhTpOii7J0PQ8g0NERGFBoM4USchRqqh6J8OO2/YbEaIUEOWZEh6E+TaJshmG+QGE6TKxnON7BLsp6thL2uAZlwPCBHq8A2YiIi6DEGWZe+LDXcRZ8ua8UdDHZF5wzHIjaZwD6PdELsnQSquBSx279pnxkE9JDvIoyIiCg5mmI6Fa8SJOhll79TAX7QDl9yWTlV5HcIBQCqth2yXgjgiIiIiBwZxok5GkRoL5cBMQBm4f95Cahsrj4gCVEOzoRyVG5gBBZMkAwziREQUAlwjTtQJKXMSoMiIg1TRANlmhxCjhVTRCPtJ/27mFKK1gM4Kud7o3/mZcRCiNZCrm4A0HVBW79d1QkKjBFTc9IeIiIKPa8Rd4Poq6qxshdWwHSjx/wIqBWD1fpnHWUJCFOSaJu9PUIoQYiMg1zYBIf5nqOyVEpzlPUREIcAM07FwaQpRF6LMToQQH+n/BXwN4UoRgi7CtxAOADbJcY4itDPTYmosFD1TQtonERF1XVyaQtSFyFa738tL/BKtgVzXhv5svs+++0QUICZGQ9AqIabHQZEYHdz+iIiIzsMgTtSFSLVNjpsRQ6UtITzIhJQYqPqmQYzWhnsoRETURTGIE3UlYgeuQxhgqv4ZECO5cQ8REYUP14gTdSFifBQrgpzFG5mIiCjMGMSJuhBBIULZMzncwwg7IUIFgbPhREQUZlyaQtTFKLsnA4IA24kKn3ac7EwUPZKdJb6IiIjChXXEXWANTuoKZEmG3GCEvcEI6XQ15CZzuIcUfGc+EVCyRCERdVLMMB0LZ8SJuihBFCDERUI2WWHvCiEcgGpkNygSo8I9DCIiIgBcI07U5dlL6sI9hJCxl9aGewhERERODOJEXZxssYV7CCEj1xrCPQQiIiInBnGiLk6M6Tob2sjmrvOmg4iI2j8GcaIuTpGTCHSVAiJd5fskIqIOgUGcqIsTY7RQDc4K8EUFQKsK7DXd8SFci7ERwRsHERGRjxjEiQiKzHiox/cM3AUlGTBZgdgQLHvxoUKXIjcxeOMgIiLyEYM4EQEABF0EhIgAz2I3mgJ7vTZQ9kqBIiU23MMgIiJyYh1xIgLg2ARC0T0ZtkMlgbtomPeTENPjIESooMiMhxitaXZMliRItQZAkiHGRUJQKcI0SiIi6qoYxInISZmbCNlshf1kFXD+rmwaBWC2h29gFxIFiPGRkKqb3LdRiFANzXK5lb2toBq2YxXA2dKNCgGKrAQo+6VDEHlHJxERhQaDOBE1o+qTBmVuEuwVDYBNgtxkhr2wJtzDakbMjANUSsBDEBcz4lyH8KIa2A5eMOtvl2HPrwbsUuBvXCUiInKDa8SJqAVBo4QyOwGK7HjYS+vCPZwWpMJaSCcrPbepM0C2S82ek2UZ9uMVbs+xF9dCNloCMkYiIqLWMIgTkVtSdRNgk1pv2B41mmA70Tysy3ozZKPV/TkyYK/UB3lgREREDgziROSeHOa7LdvIXuTPkpqO/T0TEVHHwSBORG4JoagDHkxmW7PlKUK0ptWNhsSkmGCPioiICABv1iQiN2S7BOu+onAPo21UCscun2cIggBlD/clGsWMOIiRakj1Rsd6cYsNYpQGiuwECKHaKZSIiLoMBnEicsleWAO51uC+gVoElArA4GHN9flEwbHjZiuEuEjHxkIKEbLeBLnO6OWIW1JkxbeonKLMTQQkCbbjFefWvwsCFJlxUA7IgPVIKeynqpztJQC2E5VQDc2GIl3n91iIiIguxCBORC7ZS+o8N7BIjv/UynP1uD1Q5CTCfrrKYxuhRxLUfdKc4VmWZNiOl8N+stL10m0Bbpd0C7oIKHuluDym7J4MRU4ipGq9Y0Of+EgIGhXspXXNQriTLMO6txBiXASECLXH74GIiMhbDOJE5JoX4drrdkoRQmYc0EoQl09WwXyyCmK6DspeKRCjtVD1SYMiOwHWfUWQa87VDReiNVANzAQ0StgLaiDV6CFbJQgaBRTpcY7lJAr3t8EICrHFlve2/GoPg5NhK6yBqk9a698vERGRFxjEicglIVrrudTfhVQKwOpm902bBEFvhqCLgFzf+lITqbQelspGqMf1hBijhRihhmZsD0hNZshNZghqJcS4SGd7sX+69+P0QNab23SciIjIFwziROSSIjcRUmWj9ye4C+Fn2ItroeybBuv2096VRbRJsB0tg3pUN+dTglYFqbYJ9vxqyDbJMdOuVTluqMyIa/MNlYJaAdnD9yGoFW26PhER0fkYxInIJUVyDOTeKbAdc78TpS9kiw2KxGgIY7rDsvO0VxsFSZWNkC02CGolZKsdlu2nWsyoyzhzQ2VeGRS9U6FIj4MgCs5QLunNsOdXQappAkQBilQdFDkJENQtf/0pMuJhO1budjyKjHhfvmUiIiKPGMSJyC1lr1SIqTpHKT+92fMMeStVUYRoR01yMSEKQqQGcoN31VBkmwQIrkN484aAPa8c9jxHkBbiIiGmxsJ+rLzZuGwNJtiKaqAZ26PFjZeKbomwl9dDbjC1uLwiKx5iQpRXYyYiIvKGIMsdfOu8IHBWbOCPhqgZy+4CSGX1Lo8psuNhL6x1e656XA+I8Y4ga95+CnKVF1vJqxUQ03WQ8v3ZIdMzMSUW6pG5LZ6XbXbYT1U53nyYbRCiNVDkJLoshUhE1N4ww3QsDOIu8EVM5Jpsk2DdX9Q8jIsCFN2SoOyTCvvpKtiOlLU4T9kvDUK0FrbCGsh1BsDsZUWWGA3QGKQbJAVAM7kfBA036iGizoMZpmNhEHeBL2Iiz6QmM6SaJgiiADEpBoLm3Co3SW+CvagWUqMJkAEhPgJoskAqdT2T7o6YFA3Jm1nzNlBP6AVRFxHUPoiIQokZpmPhGnEi8pkYpYEYpXF5TNCqIRsszqUncrXvYVpIiIKYFBPcIC4Ijh08iYiIwsT9bhdERH6w7iuEVN7g/wVEAap+aZCl1quqtIWYGuuycgoREVGoMIgTUcBITeY2hXAhWgPVyG4QdZGQaw0BHNkFlCJUAwKzCRAREZG/OB1ERAEjnbcFvc90EdBM6OW4TlMrpRLbSDWyG2/SJCKisGMQJ6KAaVN5P4UA2S5BUIjBC+EqBVRDsqBgPXAiImoHGMSJKGDE5BhAELzbwv5CNQbYDpVANTjLsV2mn5SDMyGVN0CqMwIiIOoiIcRqIUZpIabEQFBwRR4REbUPDOJEFDCCRglF9yTYT1b6db69uBbK3qkQk6L9H4TJBvXIbv6fT0REFCKcGiKigFL2SYWyTypwfkUSpZe/amRAqm2CGOOYvfaH7Vg5bEXud/gkIiJqL7ihjwsshk/UdrIkQW40QwZg3XYSsHlXjlA1IgeKVJ1jF88DRT5vBAQ4qq9oJvXx+Twioo6OGaZj4Yw4EQWFIIoQdREQNUqvQzhEAWKiY1mKoBShHpYD9aTeEGK1PvUt682QLTZfh0xERBRSXCNOREEliz5UUpFkWDafgGpINmCXYCusgWwwQ4hUQ5EZD9vxCsBq965fu4Q21HAhIiIKOi5NcYEf6xAFjmyywrzmiG8niQIgufj3F6kGDBbvrqEQoBqYCUVmvG99ExF1YMwwwJEjRzB//nxs3boV5eXl0Gq1yMzMxLRp03DzzTcjKSkp3EN0YhB3gS9iosCRJRnmVYe8X54SYOpxPSHGR4albyKiUOvqGeaDDz7A66+/Drvd9aen8fHxeOWVV3DxxReHeGSuMYi70NVfxESBZj1a5ndJwwsJURrIBrPXtcbFdB3Uw3IC0jcRUXvXlTPMl19+iT//+c8AAI1GgxtvvBFDhgyByWTC8uXLsX79egCAVqvFf//7XwwePDicwwXAIO5SV34REwWDbJdg3ZkPqVrf5msJkWqox3SHvbgOsskKe5UeMHpYrhKhgvbSfm3ul4ioI+iqGaa8vBzTp0+H0WhEdHQ0Pv30UwwcOLBZm/nz5+OFF14AAAwYMAALFy5s247QAcCqKUQUdIJChGp0NygHpLf9YqIAIUINZa8UqAZlQmylogp30iQiCp9GkxUHS+qx7VQNDpbUo9FkDUo/H3/8MYxGIwDgoYceahHCAWDu3Lm48sorAQCHDh3CqlWrgjIWX7BqChGFhCAIEKJ8K0Po8jpxzdd7K9J0kMob3LZXpOna3CcREXlPlmXsKazD/C35WLyvFJbz7hFSK0XMHpKB28flYFh2XMBmpBcvXgwAUKlUuPnmm922u+uuu5xtf/zxR0ybNi0g/fuLQZyIQkaMUrf5GoqchObXTNNBKKiGXGto0VaIVEORm9jmPomIyDt6sw2PfLkbKw9XuDxusUn4ZlcRvtlVhGn9U/DWzcMRrWlbHD1x4gQqKhz9jRgxApGR7m/QHzhwIOLi4lBXV4d169ZBkiSIYvg+OeVntkQUMkKE2u+t6wEAcZFQ6Jr/ghVEAepR3aHolggoz/xKEwWImXFQj+0BQc35BiKiUNCbbbj131vchvALrTxcgVv/vQV6c9s2YDty5FyJ3H79PN8TJIoievbsCQDQ6/UoLCxsU99txSBORCGlGpQJIVrj83lCjBaa4a6rnwhKEar+GdBM6Q/Npf2gmTYA6iHZELSqtg6XiIi8IMsyHvlyN/YV1ft03r6iejzy5e423VxaVFTkfJyVldVq+4yMDOfj4uJiv/sNBE4VEVFICRoV1BN6wV5aD6nCsbZbTIiC1GiCVFLn3MhHiFRDiNVC0KogJkZDTI5pdS2hoBCBCM4vEBGF2p7COq9nwi+08nAF9hbVY1h2nF/nV1dXOx8nJCR4aOkQF3eun7q6Or/6DBQGcSIKOUEhQpkVD2Q13/VS7pcOWW8GVCLE6Lbf2ElERKExf0t+287fnO93EDeZTM7HWm3rfzs0mnOfyhoMLe8vCiVOHRFRuyGoFBDjIxnCiYg6kEaTFYv3lbbpGj/sK/G7tKHNdm6NuUrV+pJEtfpc4QB3O3CGCoM4EREREfmtoMbQrEShPyw2CYU1Rr/OPX8W3GptPcxbLOc2gfMmuAcTgzgRERER+a3JHJhZ5SaLf9VTzi9XaDabW21/fpuIiAi/+gwUBnEiIiIi8luURhGY6/hZbjY2Ntb52JubL89vk5gY3r0mGMSJiIiIyG85CZFQK9sWKTVKEdkJ/s1O9+jRw/nYm3KEJSUlzsfnlzIMBwZxIiIiIvJbjFaFK4ekt+kaVw7JQIyfez/07dvX+TgvL89jW0mScPz4cQBATEwMMjMz/eozUBjEiYiIiKhN5o7Lbdv54/0/Pzs727mRz86dO5vdjHmhAwcOoL7esenQmDFjWt2fItgYxImIiIioTYZlx2Fa/xS/zp3WPwVDs3Rt6n/mzJkAHHXBv/zyS7ftPvzwQ+fjK6+8sk19BgKDOBERERG1iSAIeOvm4RjiY6AekqXDWzcPb/PM9O233+6snvLGG29gx44dLdrMnz8fS5YsAeBYV3755Ze3qc9AEGRZlsM9iPbm7IuBPxoiIiLqSMKdYfRmGx75crdX291P65+Ct24ejmhNYDZ6nz9/Pl544QUAgFKpxDXXXIPRo0fDYrFg+fLlWLduHQBH7fD58+dj+PDhAem3LRjEXQj3i5iIiIjIH+0hw8iyjL1F9Zi/OR8/7CtpttmPRili9tAM3D4uF0OzdAFfo/3uu+/i7bffdrtjZnR0NF5//XVceumlAe3XXwziLrSHFzERERGRr9pbhmk0WVFYY0STxYYotRLZCRF+V0fx1pEjR/DZZ59hy5YtKC8vhyAIyMnJwaRJk3DnnXciNTU1qP37gkHchfb2IiYiIiLyBjNMx8KbNYmIiIiIwoBBnIiIiIgoDBjEiYiIiIjCgEGciIiIiCgMGMSJiIiIiMKAQZyIiIiIKAwYxImIiIiIwoBBnIiIiIgoDBjEiYiIiIjCgEGciIiIiCgMGMSJiIiIiMKAQZyIiIiIKAwYxImIiIiIwoBBnIiIiIgoDBjEiYiIiIjCgEGciIiIiCgMGMSJiIiIiMKAQZyIiIiIKAwYxImIiIiIwoBBnIiIiIgoDBjEiYiIiIjCgEGciIiIiDqt6upqjBo1Cn379kVRUVG4h9MMgzgRERERdUo2mw2PP/44Ghsbwz0UlxjEiYiIiKjTsdlseOKJJ7Bx48ZwD8UtZbgHQEREREQUSBUVFXjsscewbdu2cA/FIwZxIiIiIgoOmwkw1gA2M6DUABEJgFIb1C6XL1+O5557DtXV1UHtJxAYxImIiIgocGQZaCgEirYA5fsByXbumKgEUocAWWOB2GxAEALW7YkTJ/DMM89g586dzuemTp2K8vJyHDhwIGD9BBKDOBEREUGy23F8xxYc37YZdpsN2QMGY8AlU6DWRoR7aNSR2MzAgf8BVYddH5dsQOkux39J/YFBNzlmygNg/fr1zhAeFRWFxx57DLfeeivuuOOOgFw/GBjEiYiIujizoQnfvPgsSo8fdT6Xt2UDti5agOuffgGJWdlhHB11GDYzsOvfQEOxd+2rDjvaj/hFwMK4SqXCddddh4ceeggpKSkBuWYwMYgTERF1EbIk4dSenTi5axtkSUbu0OHoNWoc1nz8r2Yh/Cx9TTV+eHMe7nr9Hb/7NOoboVAqvZ5Zt1mtOPTzKhxavxrGxkYkZedi+IwrkdV/kN9joBCQZcdMuLch/KyGYsd5Q+e2eZnKxIkTccUVVyA5OblN1wklBnEiIqIuwNSkx8J5f0bpsXOBe9+qpUjIykZdWanb86qLClB4aD+yBwz2qb8Da1dixw8LUV1UAEEQ0W3ocEy44Tak9erj9hyrxYyF8/6MokPn1vPWFBcib8sGXHrHfRh5xRyfxkAh1FDofjlKa6oOAw1FgK5tn7z06tWrTeeHA+uIExERdQEr//3PZiH8rJqiQkg2m4szzqkuKvSpr83ffIFl776F6qICAIAsO2bi//eXp1CS5z6s7frxu2Yh/Hxr53/g8Q0DhVnRlvCe30ExiBMREXVy+ppq5G31f1OTSJ3O67aGhnpsXfg/l8dsFjPWf/6J23P3r17m/sKyjANrV3g9Dgohm8lRHaUtyvc5rtPFMIgTERF1clVFBZAlya9ztTGx6DFijNftj23dBLuHGfaiwwfQWFPl8lhjtevnz6orL/N6HBRCxprmJQr9IdkAY21gxtOBMIgTERF1chHRMa22UWlabrIiiCKm3fsrKFUqr/uymIyttrGaXM986lLSPJ6Xt2UDlvzzDRjq67weD4WAzRyY69gDdJ0OhEGciIiok0vt0QsJme5vhItOSMTt897C0MtmIlIXB01UFHqNHo+bnvsb4tIysHvpD9i/ejkMDfWt9pXWs7fH4xGxOsQmp7o81m/iJR7PlSUJh9atxv/+8hQsRoPzeUNDPQ7+vAr7Vy/nOvJwCFDpQSgCdJ0OhFVTiIiIOqGGqgo0VFUiNikFsUnJmHL3L/Ht3/4Cu9XasrEsY/eyHzDyijmYdt9DAABjYwMWv/U3FBzY62ym+FCF0Vddh4tuvN35XG1pMQ5vWAtTkx4puT3Qa+x4aGNiYWpscDmuYZfPglKlgizLsBiNUKrVUCiV0NfW4NDPq7363mqKC7F/9QqMmHUV1n/xCXb9uOjcchhBQJ+xF2HGrx6BShvcrdTpjIgEx46ZbVmeIiqBiPjAjamDYBAnIiJqR3YX1OLTzfk4VNIAXYQKc4Zn4toRmdCqFM42VrMJtaUl0ERGOpdzGCw2HK/QQ26oxvFFn+D0vt2O2s6CgG5DR2DavQ/i5uf+hpVffoHyAzsB+dyacX1tDfYs+xE7VixDaUwPJERrEGmqgVDdvCa03WrFlm++RGSsDsNnzMba+R9g5+Jvm7VZ9eG7sFksLr+35NzuGHPNDdj+w0LsWbYYDZUVUKo16DthEsyGJtRXeL8GfO+Kn1BbVoy9y39qfkCWkbdlAyAImP3Ik15fj9pAqQVSBwOlu/2/RuoQx3W6GEGWZTncg2hvhDMF5fmjISKiUPpsaz7+tOgALvzzMyo3HvPvHQu1KGPTgv9i78olMDc1AQBSe/ZBUe+p+Oy0ElaDHjcVf4VYu77FtZVJGdgy5E5sPlWH60q+RYa59dArA3C1xUqkTgdNZDRqS33bvEUbFY3coSNwdNM6n87ziyDg3rf+hbi09OD31Y6ELcPUFwDb3/X//NEPtrmOuDtz587Ftm3bAACrVq1CVlZWUPrxB2fEiYiI2oHSeiOe/e5gixAOADvya/Hu2uPoe+R7HNn4c7Nj5SfyIJw8gai0q5BpKnEZwgFggXIUik/VIc5a51UIBxwh3FUYN9TXw1Df+nrxC5ma9KEJ4QAgyyg4uK9FEJfsdmz833wc2bQeNrMZCVnZmHDDrT5vWEQXiM0Gkvr7t6lPUn8gtv2E41BiECciImoHvt5RBLvkfhZzybpdkI/97PKYUrZjTN0OaCTXVSfKNCkojsgEAETZmnwaV9s2HQ8vhbJ5zNHXVOPjxx6E2XDuZ2A4VIcFf3kKo6+6HhffdleIR9iJCAIw6CZg17992+Y+NtNxXhu3t++oWDWFiIioHSip91z2L76y5a6Y58sxFkKUXdcKL9ZmOB83KGMQroWXSpU6ZH0plEp0Hz6q2XNfvfinZiH8fNu//xrFR/3cop0clBpgxC8cM9zeSOrvaB+oqisdEIM4ERFRO5AVH+nxuE7tecZQAFCqcV2HW3FeQG9UxaIgIjhrcVvTfcRon89RabUYe82NiIrzraLG8JlXITL23I6glQWnUVNU6PGc3Uu+93l8dAGlBhg617HmO32EoxrK+UQlkD7ScXzo3C4dwgEuTSEiImoXbhiZhbdW5sFqdz1fPWDEcEhLt7s9v0qVgN26Yeinz4NGbl61pLvhFDYkjIcsOObfViddimtKv0OczXWJwWApOXoICpXKdQnF8yTldENkbCwy+vTHkGkzEZOYBEDA1m//12ofETGxGDHraoy95sZmz1eePtnquTXFnoM6eUkQHDde6rKBvrMdO2bazY464RHxXbI6ijsM4kRERO1ASqwW864dgie/2ddirfiEnol44LZR+PLgctQUnnZ5/q644WhUxeD7tCtweeUq6M4L2TpbIwY2HsaB2IEAAL0yGl9m3oD+jUfRw3AKSZZqREiud7s8SxCENlfiaKrzbgtzs6EJt897q9ka72HTr8D+1cvc7qqZ0XcALrn9HqR07+lyJ1CtF7uLxiQlezU+8oFSC8SEt3LN/Pnzw9q/J1yaQkRE1E5cPzILi38zEbeMycHQ7Dhc3CcZb940FO/ePgJ/XXwIf1deilKNY1dKGYAdIhRqNYp7T8HR6D4AgDJtGhZ1u6nFtS+tXocxtduhtTvWoltFNYq16egxdiKGXzS+1bGFshxeY1Uljm3b1Oy56PgETH/gYbfnlBw9hPKTx1yGcADIHTIM6gjPy39Gzb7W98EStQHriLvAOuJERNSe3P6frdhwvMr5tcZugkVUQxZE9E6OxGPT+yEnIQp7CusQqVZgRJwVi/7yOKzGljeA2gQFalVxUEo2xNvqAzLTHQwDL5mGqff9CpBlqDSOpQw///dD7PhhodtzknK64Y6//R0nd29H3uYNsFrMyOjTHwMvnYaI6Bgc3vgzfvr7qy7P7TNuImY/+geXxywmIw6sXo6jWzbCajYho09/DJ9+JRKzwrPW3hNmmI6FQdwFvoiJiKi9WHmoHPd9uqPVds9eOQA3js7GmoULkffdfLgsSN6BRMUnOJayyDIy+g7AuGtuxIE1K5C3daPbc1RaLdJ79UHBgX3NntdEReOaJ55FZr8BKDiwB2s//QCV+acc/cTFY8ycGzBi5lUur2loqMeCvzyF6qKCZs8rVCrMfvQp9Bw5po3faWAxw3QsDOIu8EVMREShVK0343BpIyI1CmTFR2DR7mIU1BiQGKXBJ5tPo87g+eZGAFAIQIa9GlfnL+jQtb/dEgR0GzoCp/fsdNtEGx0Dk77R7fFBky/HxJvnIiouHrIsO//ee7Lsvf/DgTUrXB7TREXhl+9+4pyxbw+YYToW3qxJREQUBnZJRpXejNeXH8Wi3SWw2F3XAPf6ejLQu3pf5wzhACDLKMnzXOfbana9odFZB9YsR9Hh/bj1hdcRERPbapdWkwlHNrrfCdTc1IS8LRsx8JKprV6LyBUGcSIioiCTLTZIdQZAFNCoVeGt1Sfwzc4iNJptAe0nwepdVZKOymIwuD2W3rsfSo8dafUadWWl2L30B0y44TaP7UryjuDYtk2wWTyH+4aqilb7JHKHQZyIiChIZEmC7XAp7EW1wJmShGabBOvpuoCHcAAwKtrPEolQqy7xvgb4gTUrMGjy5Yg9U65QliRUnD4JyW6HNjYWS//5JkqOHvLqWq3VRCfyhGvEXeD6KiIiCgTrviLYi13PUl+zoxSHmwIb4no2ncCsiuVuj0sQIIZwg3tZEwHB3LJyS7twZs157uBh2L10MRoqy/26TPcRo3Htk38O8OD8xwzTsbCOOBERURBIBovbEA4AI3WB39r7RGQPnIjs7vJYfkQ2NsaP8+5CgoDRs6+DUuP/GCsi04H2GsIBQJZxes9O/Dz/A79DOAAU7N+LyoLT2P79N9j+/TeoKswP4CCps+OMuAt8N0lERG1lK6iG7WCJ2+M76024bY9/64sVIuDu3k5BljCo8RAGNR5CrLUBjcpoHIrpj6Pxg2GURGQbCzGsfh9yjIVuZ8eT+w/FHc+9CH1NNf7163sg2+0+jc8qKFGVPADpFftab9wJ9Rl7EWb++jEo1eqQ980M07FwjTgREVEYjNRpESEKMEqtB6b+6bGY1j8FNU0WdE+KwpqjFdh4vNplW1kQsT92EPbHDmr2fGZsBGx2CYXIRmFENhIt1ZhT+j0iL9javl4Zg8Tx1wEATpTWYq1uPE5H5iLVXI6Lqze0aH8+CQIKo7uh/6zrkbT2U9S3+p11TnlbN0ITHY3L7/9NuIdC7RxnxF3gu0kiInJFb7ahqNaAhEg1UmI93xgpGSww/3zUbTnBYpMNU7e6nzEHAIUo4P6Le+DXk3shSuOYOzNa7Bj456XwIr+3EK1Rom9qNHYW1AEAtHYjBjUeQraxCDIEnIrshsMxfXHrRX0hCMAX2wpgsklIsFTjxpKFUMktbzCVIMAOESrYAQi4/a3/IDU9FT+9/RoOb1jr+yCDQKFSw261hLhPFe5/52NExupC2i8zTMfCGXEiIqJW6M02vPTTYXy7qxhGqx2CAEzslYQ/zx6AXikxLs8RI9U4KojoJ7teQ/JufuvzxXZJxq1jcpwhHACskuRXCD/7fZwN4QBgUkRgR9xI7Igb2azdx5tPN/t6RP1elyEcAETIWJ8wDgKACbVbsOe7LzH9gYcxYuZVOLzx55Ds8CkqlJDs7qvQhDqEO/q0ovzEMXQfPirkfVPHwZs1iYiIPLBLMu7+aBs+31oAo9WxVlqWgfXHqnDj+1tQWOO+tvVaUYkvShphPi8511rtePF4Db4ua/Kq/9PVTfhwwym8veoYVhwqwxvL8yAGaNcelWTBgMZD6K0/BpXkPqzmGD2XBswylWCvbgh+SpmOY1s3AQDSevXBxJvmBmag7ggCcgYNxeS77m9Xu1uedf7NrqXHjmLnj4uwd8USNNV17nrv5D3OiBMREXmw6nA5tp92HZxqmiz417qTeH5O8/XY9QYrPtuWj8UHynC8Qo95x2sxXKeBUhCwvc4Ey5lc3jslCscq3AdyjVLEnR9u820GXJYBL7ZuBwCroMLIuj2Is9XDKiixNX40duuGtbxkK/t1nh1efmQuTtbHovTYUaT37os+4ydiw5ef+jB4H8kyCg7sRcGBvcHrw0/R8QnI7DsATXW1+P6Nec3qkq/+6H2MvupaTLz5jjCOkNoDzogTERF5sPRAmcfjSy44XlpvxOx/bMArS4/ieIUeAGCRga11ZmysPRfCBQF4YkZ/jMqNd3tts823ZSippnJkGou8P0EQUK129K+SbZhYsxn9Go8gxVTebEnJ6cgcj5c5HdnN+fhEZA/UlZcCAOLTMiAqFN6PpxMZf/2tEBUKfPfaCy02B5LsNmz9dgF2L/0hTKOj9oJBnIiIyAOzuzqBZ4/bmpf2e37xIRR4WK4CAMkxGrx+w1BcNiAV79w+AkOyWt7QF63x7UPraMGKBGstyiLSfTpvf8xAfJg9F+/m3oev0q9BqrkcN5YuRK6xACrJitG1O5BrKHC7DVCtKg55Ub2cX9sEBRqqKp1fxyan+jSe9iwuNR3X/OE5JOV089xQEDDgkqkoOnwApceOum22Y/EiyJLn1xd1blyaQkRE5MGYbgn4cV+p2+Njuyc6H9c0WbD8oOfNYX47pTd+M7UXVArHXFhKjBbf/3oiNh6vwtaT1VArRYzrkYjr39vs0zgNUOFwTD+fzgGAwvNmu8u0aSjTpqFRGYMplWthUkQgyeqmTCKA/IgcrE66FHbxXJyIs9bjpaMR6P3VXtw0OhsxiUmoK/NcHaajSOneE/n7dkMbFeWxXY/ho6BUqVB85JDHdg2V5WisrkJsckogh0kdCIM4ERGRB9eNzMI/1hxHZaO5xTFRAH4x6dxOlhWNJthaWUuii1Q5Q/j5LuqVhIt6JQEACqqbIAA+bUbvsVsf1o0DwK64EeivP+o2hAPAsqSpOBbTp9lz0bZG7NENRlOtgL07i/D1ziI82FiHDrM4RRA8VnnJ27Kh1UsoVCqMu+5m52Nv2lPXxaUpREREHkRrlPjvvWPRI6n5LGiMVonXbxyKsT3OzYiX1LW+pXtWfITbY7VNFjzy5W5c+tpan0J463y/2pHovh6P55iar0XX2E0wilo0KWMQZdNDZ6mD2m7Caf25NkZRE+DvK7Di0jLaVH0lMSsb0+59CKndHUt1eo8ZD0FwH7Uy+g5AVJz7ewSo8+OMOBERUSv6psVg1WOXYP2xKhyr0CMxSo3pA9MQoW4+1/vDXvdLWABArRQxtZ/rZQhLD5Tit1/uhsUW+Kjq6+w6ABgVngNphP3cDpsZxmKURGQi21iE8TVbkGo5t0bcDhG1Sh3WJU5EQUQ2coyFuLR6PXS2Bh9HFHx1pcUunhWgS0lBfYX7JUeayEioI6NQXVSIZe+9hY0L5mP0VddjxMzZGHLZTOxd/mOLc0SFEhNvuj2Ao6eOiEGciIjIC4Ig4OI+ybi4T7LbNvnVnmuDJ0apoXSxLOV0VRN++8UeWOzBmS+Os9ahVp3g0zmJlhqPx2vU52ZyzQotso1FmF22GIoLIr8CEgoislFwZi16QWQOPo24FenmMqSayzGhZkuLc9oXGQ2VFR5bmA0GmA3nbtDV11Rjzcfvw2oyYurdv0R0fAJ2L/0Bhvo6AI4a65NuuRPZA4cEc+BdjiRJWL16NRYvXox9+/ahutqxtCoxMRGDBw/G7NmzMXXqVOfuo+0BgzgREVGApOk8zyL3SHZ9k99/t+TD0kp1lrZIMZXDKqqhV0Z71V4lWdBf777ahx0iDsQMcH4dYzdgTM1Wt4F6UOMh7IgbAYPyzPcvCCjVpqNUm45UcyX6NB33/psJA3+3i9+66CsMm34lxl17E0ZfdS3qysqg0mh4c2YQlJeX45FHHsGuXbtaHCsuLkZxcTGWLl2KMWPG4K233kJiYqKLq4Qe14gTEREFyI2jsv06fqCk9e3u2+JoTF+MrdmGfobjEFuZfVZJVswqXwaLoEKDouUbBztErEieggaVo+RiuqkUF1sPN1uOciEFJAxoPAzNectZzjoR1cPH76bjsJqMyN+/GwCgUKqQmJXNEB4EjY2NuOuuu5whPCkpCffffz9ef/11vPrqq7jnnnsQFxcHANi2bRvuvfdeGAyeS4yGiiD7+zavEzv7kQV/NERE5KunFu7HF9sKWjx/xZB0vH3zcIgX7E9fVGvArf/e2mrt8bbKVFvw8lV9MffrU80PyBJ6Np2CAhKSLFUY0HgEEZIjMFsEFZYnT0G2sRjJtlroBS326IaiXOuoDR5hM2BGxXKkmSughP3CLluQICA/IgcbE8Y5l8p0M5zG7PIlgf1m25Hx19+KmuJClJ3IgzoiEn0nXIxhl8+CJtJzCUR/dcUMM2/ePHz88ccAgNGjR+Odd95BbGxsszZVVVW4//77cfDgQQDAAw88gEcffTTUQ22BQdyFrvgiJiKiwPlpfym+2FaAghoD0mK1uHlMNq4emtkihB8ubcAt/96COoM1JOPKTYhE/vmBX5YxrnYbRte3/Dj/rCJtBnTWesTYmyBBwC7dMOyJHQKjMhKCLGF07Q6Mrd/p0zhMogZfZVyLOlUcBjYcwKSGHVBZW68409EIgnCmGmLzPJGYlYMb/zwPkbEtN3IKRJ9A18kwZrMZ48ePR1NTEyIiIrBq1Sq3y04KCwsxc+ZMWK1WxMfHY9OmTRDF8C4OCfoa8d27d2PlypU4ceIEmpqakJSUhCFDhmDatGnIzvb8Ed6F3nzzTSxevBiCIGDlypVBGjEREZH/rHYJZfUmlDeYUNFghloholpvgV2WIaJ5EH/62/0hC+EAmoXwJHMVZlUs81i9pEydgmJtOkq06cg1FGC3biiORfd2HpcFET0Np9ye745WMmNU3U5sTJiACbXboJJa1mgPhuiEJOhrqkLSF+A+DFcXFWDTgs8w7b4HQzaWcLHr9bAWFkJqaoIYFQVVdjYU0d7dq+CN3bt3o6nJcZP0pZde6nHtd3Z2NoYOHYodO3agtrYWp0+fRo8e4V0aFbQgXlVVhSeffBKbNm1qcWzp0qV47bXXcNVVV+Gxxx5DUlKSV9esq6tDcXFxu7rblYiI6Cy7JOOB+Tux6si5KhvHKvR44cfDeGftcQxIj8XFfZJx46hsVOkt2FVQF5ZxqiUzri5bDFkA9sYOhknUIMVciVxjAUTIsAhKLEmZ7qx0AgBb48e4vJZCbn1Jiiu9m04gyVINbYhCOICQhvDWHFq/BpPvuh8KZeermyHLMkz79qH28y/QsGQJZIvFeUxQqxE7axbib7kZ2iFD2pzpzGYzBgwYgLKyMvTq1avV9jrduU8h6uuDe2+GN4Ly/35ZWRluvvlmlJeXu303aLfbsWjRIqxfvx6vvvoqxo8fH4yhEBERhczifSXNQvj5apqs2HC8GhuOV+M/60/h8cs9b5gTTP0a83Awpj+2xY+CJJyrha6z1uPK8p+wI25ksxDuSYk2HfH6epRpUrFDNxz5kTkQZBk5xkKMqt+FNLPrn4dCtiPZ4n7nzs7OajLCYjQgIia29cYdiF3fhJLHH4d+zRqXx2WLBfWLFqF+0SJET56MjFdfhSLa//Xyl1xyCS655BKv2x87dsz5OCHBt5KewRCUIP7b3/4WZWVlAACFQoFp06Zh1KhRUCgUOHToEJYtW4bGxkYAjpnzX/ziF/jLX/6C6667LhjDISIiColvdrnaEKalikYz/r3hZGs7qgeNQpCxJWFsi+frVTosSpsNg8L97p8X2qsbggi7EUtSp58L9QJwKqo78iNzcGX5EuQaC1uc19U/246IiYUmKjg3bIaLXd+EgrvugunAAa/a69esQcFddyHn44/bFMa9tXHjRhQUOG6kTk5ORk6Od282gyngQXzlypXYt28fBEFAfHw83nvvPQwZ0rxg/VNPPYV//OMf+OSTTwAANpsNf/rTn2CxWHDLLbcEekhEREQhUdtkab3RGXnleiTHqFHZ6P05gVIa1xNwU7a8ycta42dVqxOxLOWyZjPrZ0mCAiuSpuC24i8QIYXm+4yI1cHYEP4lB60ZPOVyiGLLn1lHJcsySh5/3OsQfpbpwAGUPP44st75Z1CXHhuNRrzwwgvOr6+++up2sdQ54LeKLllyrgTRvHnzWoRwAIiKisKTTz6J9957D9HR0WfuKpbx/PPP45tvvgn0kIiIiIKmpsmC01VNMFnt6J3iW4gNSQi/YMq9e1IkyqTAzj7aRJXbYwrYsSVuLE5GdAPgqEO+MX4cytXudyhti2CFcIXS/ffoq4w+/THu+s418Wjat8/tcpTW6NesgWn//gCP6BxJkvDkk0/i5MmTABw7bd5///1B688XAZ8R37NnDwCgR48era7Zufjii/Hxxx/jvvvuQ11dHSRJwrPPPovY2FhcdtllgR4aERGR16x2CdtP1cBotWNIVhySYzTNjh8rb8S8JUew9mgFJBnQRagwuW9y2JabuJNuLkOZJhWyIGJ4Thz+cctwXPLaWtjs7gepEgFrGzf6FGU7Lq1aj/76I85NhGQAVeoE7NENQZTd4HEToPbGbrMiOacbKgtOt/la3YaNhEqtab1hB1L7+RdtPj/CxeRtW0mShKeeegrLli0D4Fgy/frrrze7aTOcAj4jXlNTA0EQMHDgQK/aDxw4EB999BFiYmIgCALsdjt+//vfY/v27YEeGhERkVe+2lGICS+vxq3/2Yp7P9mBCS+vwhNf74XJ6qgQcrqqCTe8vxmrjzhCOADUG61YtKcEvZKj0Q4+8XaQZUypWos/9TPiu4cuwrcPXoQd+bUeQzgA9EyObvO7iYtqNmOg/nCznTwFAKmWKlxatQ5K2dam64dDfEYW7nrjXcz69WOIaEMN8FO7O1fGsev1aFjStk2ZGn76CXa9PkAjcrBYLHjkkUewaNEi53PPPvtsuyoQEvAgLkmOt9AKhffrnvr164f3338fGo0GgiDAbDbjwQcfbHZnKxERUSj8uK8Uj3+9D5WN58rqWe0yFuwowsNfOrYrf2ftcbf1v49V6PH69UPxy4t7YFLvJGiU4dswJM1chgRrHaLzd2FodhxMVjse/3pfq+cdKddDazci5byKJ4nmKq/DucZuwsDGw26P99Ufg1FQI5wfHKg0Wp/Pkew2JGZmo/+kyW1aXyxLbfy4oZ2xFhY2K1HoD9ligbWoKEAjckwM33333c6ZcEEQ8Oyzz+Lmm28OWB+BEPClKfHx8SgvL8epU74V+B8+fDhee+01/Pa3vwUANDY24r777sMXX3yBjIyMQA+TiIjIpb+vcj8JtOxgOY6UNeCn/WUer7G7sA7PzxkEACiuM+KjDaew6kgFCmsMsEmhi5+1qjj8mHw5mpoS8Mc//gSlCFhs3vVvU6hxbdF3sAmOqBAhmbAm8WIciHXxibcsI8bWiEaVoxRfmrkcKg8z3krYUa5Nw3rlRbi4ZqPv35ifhs2YDaVaDaVKjeTcXPzwxss+nZ/Rpz9O7tqO3csWw2L0fyfQ3CEj/D63PZLObKjTXq5z4sQJ/PKXv0RhoaNaj1KpxIsvvog5c+YE5PqBFPC36QMHDoQsy9i/fz9OnDjh07nTpk3DU089BVmWIQgCysvLcdddd6GiwnUNUiIiokAqqjXgaHmjxzZrj1Y6l6i4c/7xzLgI/OnKAVjz+0tx14RugRim18yKCJyM7olyRTzskgyzlyEcAGyCEseieyNCMiFCMgEALqlej1F1O6Gxn/u0QJAlTK76GXcUfY4plWsAWXJZQeVCkiBiX+wgNCoCt8uiJ7lDR+DgmhXY8f032PLNF1j85t98vsbpfbvw7d/+gtN7dsJm8W8jIm10DIZePtOvc9srMUBlGANxnU2bNuGmm25yhvCoqCi899577TKEA0EI4lOmTAHgWKLy2GOPoa6uzqfz586di7vvvtsZxgsKCnDrrbciLy8v0EMlIiJyqjdY8YtPd7TaTpaBkbnxHtsMydJhx+ka/HL+Dox8fgUmzFuF574/iGiNsv2sH/dCfu5E7IsZiBOR3WCHCBEyxtduw92Fn+KGkoWYUL0JsiDiRGQ3iJAxUH8EQxsOoFoVB6Po/mZEo6hBkTbTcW5U99B8L3t3wWo2Ob92t+GgJwX797ZpDAmZ2bj+6ecRk+DdjuIdhSo7G4Ja3aZrCBoNVFlZbbrGkiVLcP/99zv3qklLS8Pnn3+OSZMmtem6wSTI/rwSPbBYLLj88stRXl4OwFEw/d5778WkSZOQkZEBrda7NVnPPPMMvvrqK2dpQ41Gg9TUVBQUFEAQBBw+7H7tWVudXfcV4B8NERG1Yw99vgs/7itttd2ShyehpM6Iez9xH9ojVCJMVimsa6ADLcJuwNTKtehuzHc+ZxMUeLfb/ZhYvQHDGxzl52S0vlnPhvhx0CujEW1vQpqpDL0Mvi1n7UiGTJuJrH4DEJucisx+A4LeX7gyTMmTf0D9d9/5fb5uzhxkvDzP7/NXrFiBhx9+GHa749Oo/v374/3330dqaqrf1wyFgAdxANixYwfuueceWK3Nb2TJzs7G8uXLvb7OX//6V3z++efOMH7+/zKIExFRoFQ0mDDh5dWtrt++bEAq/n3HKADAJ5tO46WfDvm03KOjE2U7biz5xrk1vR0iPsy5A3cXzodS9rxcBwAaFdE4HZGDXoYTiJD8W9rRkQiCgHv//h/oUkIXBsOVYYx79+L0Tf7fCNltwf/8Ll947NgxXH/99TCZHJ94jBkzBu+++y6io0Oz7KktgnIr96hRo/Dhhx8iOTkZsiw7//P1Xcmzzz6Lp59+GiqVql3sfkRERJ3T8Qp9qyF8dLcE/P3m4c6v75zQDS9dE5i6x7OHpmNQRmxArhVMkqDA3thz33NeVE8Mr9vTagi3Qomv0udgceoMDNAfCWkIF8TwVa3JGjg4pCE8nLRDhiB68mS/zo2ePBnawYP9Otdut+N3v/udM4T36dMH//rXvzpECAeCUDXlrFGjRmH58uVYsGABlixZggMHDiAlJcXn68ydOxdjxozBCy+8wNriREQUFPFRra9vfWhyT0Som9+EuLeoLiD97y2sx+rHLsFt/9mKradqAnLNYCnSZsAqKLE28WIcje6NHoZTQIPnc1SwYUDjEUTZmqBAaEv3yZIEb3dZEhUKRxnmAMwmC4KAGQ8+2ubrdBSCICDj1VdRcNddPm1zrx00CBmvvur3hOv333/f7D7Cq666Chs3eleJZ8SIEUhISPCr30AJytIUVyRJQlNTE2JiYvy+xt69e7FkyRKcOnUK77//fgBH1xyXphARdT0z/289Dpe6TpSpsRpsfHIKlIrms6t//eEQPtwYmPXNd47PRXWTBYu9WKceTrHWesRb65AfmQvAUTP8noJPoAxywBaVSkh2e/vattSDIdNm4LJf/Drk/YY7w9j1TSh5/HGvtruPnjwZGa++CkW0/9VSbrnlFuzatcuvcz/99FOMHTvW774DIWRBvCMJ94uYiIhCb/vpGtzxwTYYLyhNqBQF/PO2EZg+MK3FOVtOVuPmf20JSP8qUcDIbvHYcrJ9z4hr7CaYFc0LL5x/s2YwZPTpjxkPPoKIWB3++9QjqC/3XMc9GBQqFexW15s4XUgTGYUH3p8PZRsrifijPWQYWZZh2r8ftZ9/gYaffmq22Y+g0SB21izE33IztIMHt3np8fDhw2EwGPw6l0G8nWoPL2IiIgq9w6UNeHftCaw6XA67LGNir2T86tIeGJnr/uPr697diJ35daEbZHsky7ihZCHSLIHd90OhVOH6p/+KrAHN1w9v++5rbPjy03a7Q2WkLg43PfcyEjLaVo7PH+0tw9j1eliLiiA1NUGMioIqKwuKDrJ+OxSCHsQLCgqwdOlSnDhxAtXV1YiMjEROTg7GjRuHiRMnBrNrv7W3FzEREYWOJMlYm1eBH/eVwWS1Y0RuPK4fmQVdhMpl+/d/PoF5S46EeJTtjyjbcXnFKvQ2NN/MzyRq0CRGINFW59P1lBoNrnr0KXQfPsrlcUN9HbZ99zV2/rjIzxEHX7ehIzDzod8hUhcXsj6ZYTqWoAXxiooKvPTSS1i2bJnbNt26dcPTTz/d7gI5X8RERF2TyWrHfZ/swIbjVc2ej49U4dN7xmJwlq5F+/HzVqHW4N2ShY5CkO2Qvdgd05V4Sw3G12yBRaHBgZiBKNM6lvQkmyswqm4XUs2ViLHrz/WlUGDAxMkYcPFknNixFcbGBiTldMOgyZchMlbnso+SY0ew4YtPUXr8KGzm9l0GUa2NwPRfPYI+4y4KSX/MMB1LUIJ4UVER5s6di7Kysmb1v10RRRFPPvkk7rzzzkAPw298ERMRdU0v/ngI/17v+ubLDJ0W656Y3OyGzfXHKjH3g22hGl6nkWoqx5i6HWhURmNr3EiM6Z+Lx6b3w5CsuFbPXfPJv7Drp++DP8gAG3rZLEy778Gg98MM07EEJYjffPPN2LNnjzOAa7VaDBgwAGlpabBYLMjLy3PukCnLMhQKBT7++GOMHj060EPxC1/ERERdj9lmx+gXVqLBZHPb5r3bR2DGoHTn12uOVODuj1la1x+ibMfVZYuRai5HnVKHU7o++N1v78LYvi3XVefv34N9q5ah8vQJ1JaWhGG0gXH90y8gd8iwoPbBDNOxBLyO+Pr1650hHADuv/9+3HvvvdDpmn+8tHPnTvzpT3/CqVOnYLfb8c477+Cjjz4K9HCIiIi8UtFg9hjCAeBYuR4zBp37ekROPLRntrMn30iCAlvix+D60kVIttYguWoLVrx8DJZHn8OGIhMkWcbE3snAtsXY8cM34R5uQOxfszzoQZw6loBvN7V69Wrn4yeffBK/+93vWoRwABg5ciTmz5+PpKQkAMCWLVtQVVXVoh0REVEoxEaooBQ9l1JLiFZDlmUcLWvEoZIGaFUirhic7vEcV3TaoO2n16GUatPRpIh0fh1hqMZH//cO3l93Ev9efwp/+sc3nSaEA4C+pjrcQ6B2JuBB/GxR9bS0NNxxxx0e2yYlJWHu3LnOr/fu3Rvo4RAREXlFF6HCtP7utyPXqkQAMi59bS2mv7UOs/6+Hv2fXYpvdhX71M9VQzPwpysHtHG0nYftgptC+zQdg0JyfDIxpWptGEYUPHGpvr9po84t4EG8oqICgiBg4MCBEMXWLz9p0iTn41OnArM7GRERkT+emtUPyTGaFs8LAnDF4Aw8/e1B5Fef2zxE8nEZbrfESDw7ewCuHZGFywe4D/1dRYytETE2fbPnVLINGsmMXEM+Yu16N2f6Rh0Z2XqjEBgybUa4h0DtTMCDuF7v+EfjajmKKzk5Oc7HDQ2utxYmIiIKhdzEKHz30EW4+6JuiI9UQaUQkBqrwQ0js7DhWGWbr//vO0Zh84lq3PfJdlQ0mhHbxZeoDKvfCxHN382YRDV6NJ3E7PKfAtaPxc+dF/2hS3H9BuuiG29HRp9+IRsHdQwB/w1gszk+TlKpXG98cKHo83ZXampqCvRwiIiIfJIRFwFZhrM2eHmDGQt2FLX5ur1TojFvyRGsPhLY3SdDRwbQtu3IzxJlO4bV78Wwhv0tjp2OyMUlNRsD1FPoZQ8cisvuvxgH1qyAvqYaupQ0DJk2gyGcXAp4ED9bN9wfdrs9wKMhIiLyzcJdRfh40+mAX3dgRiwW7em4pfcCEcKVkgVp5gr00h9Hf/3RFsdLNGmwC4oWs+QdSWN1JXIHD0Pu4GHhHgp1AF37MzEiIqILfBKEEP7Y5X3w7W7fbursjGyiGkURWSiKyMLOuJEY3HgQGrsRJ6J6okKTDJOoQYKlFnt0QxBla8LYuh1IN5eHe9g+yd+3G9VFBUjMymm9MXV5AV8jTkRE1JEdLW8M6PWSolX4zZTeKKoxBvS6HV2jKgabEsZhTfJkFETmwKSIAAQRNZpE1KgTURiZg68zrsXilOnhHqrPDm9YG+4hUAfBIE5ERHSe+Eh1QK83ulsiACA5JrDX7SpORfXANt2IcA/DJyZ9YKq9UOfHIE5ERHSea4ZnBvR6t4xxLFFQKvgn1197dEPDPQSfpHTrEe4hUAfB3wpERETn+eXFPdEzOSog1+qbFoO+adEwWe0orTcF5JpdkVmh7VC3b+YM7lhvHCh8BFmWA/ra7tevn89VU84OwdvzBEHAoUOHfB6bt86OI8A/GiIi6gDqjVbc+P5mHC0LzFpxlULAzEFp+H5vaUCu11U9dOq9DlNN5arfP43eo8eHpW9mmI4lqDPisix79Z8gCM1eON78R0REFAxvrsgLWAgHAKtdxvd7S0NWF3ts93ioFe2/CrdCsnrdNt5S02FCOAAoVbwfgLwTlCDua1hmwCYiovbAapfwzc62b97jSqj+whksEjTK9r/y1C56t/EfZBmTqjcGdzABdmr3DhQe3BfuYVAHEPA64vPmzQv0JYmIiEKi0WRDo9kW7mG0SUWjCWZ7+5/YEgVgVG48duTXQnIzXI3NiKnVa5FruuDNkSBArdXCYgxNSciMvgMQERuLsmNHYdQ3QrJ5fo3sXvoDdi/9ATmDhuDqx5+BWhsRknFSxxPwNeKdAddXERF1TTa7hBHPr0CDqeOG8fE9EmG02rGnsC7cQ/FoTLd42CQZuwrq3LbprT+GGZUrWzyf1qsv5jzxDL545veoLy8L4ijPEAT87vPvIIgi6qsq8MGv7/U6Iwy8ZCpmPPhokAd4DjNMx9L+P7siIiIKEaVCxA2jsj22UYjAnOEZeO/2kfjdZX2gi/ByiUWIxEepsLedh3AA2Ha61mMIB4DCiCyXz5cdP4p/P3gXUrv1DMLIXJBlSJIEANAlpeDKR/8AUaHw6tQjG3+GoaE+mKOj85hMJnz++ee48847MW7cOAwaNAiTJk3CnXfeic8//xwGgyHcQ2ymQ82Iy7KMdevWYcGCBfjnP/8ZtH74bpKIqOvSm2247T9bW4RZUQBmD83A07P6IyVW63zeZLVjV0EtfvP5blQ3WUI82uYydVoUd6YyibKMbsZ8DK3fhxxTscsmg6dMR9Hh/agtLQnqUC6+/R6Mnn2t8+umulocWLMCJ3ZuRemxox7PveGZl5AzaEhQx3dWV84weXl5+M1vfoPTp0+7bZOZmYmXX34ZY8aMCd3APOgQQby0tBRff/01vvnmG5SXlwMADh8+HLT+uvKLmLoWqyShxGCGJAOpEWpEKr2b4SHq7ExWOxbtLsYP+0qgN9kwNDsOd4zPRa+UGJftrXYJvZ9eEuJROgzO0KFfegyUChFfbCsIyxhckmXAx3LGnlxcvR5DGw60eF6XkorBU2egsaoSe1f8FLD+LhQVn4Bf/ONDKJTNb687sXMbFr3yV4/n3v7y/yG1e2hm77tqhikrK8OcOXNQW1sLAMjNzcWcOXOQnZ2NyspKrFixArt27QIAREZG4vPPP0f//v3DOWQAQbhZM1DsdjtWr16NBQsWYNOmTZAkyed640Tk3t6aRuyr0cN25t+VCKBXbCTGJeugEPlvjLo2rUqBm8fk4OYxOTBZ7ThZ2QSVh50xhTP/+RN9lKKAjDgtCmpa3nioFAXERyhR2eS+1F9xvRE//HYiJsxb5UfvQdTK32q13YxhDfvQR38MGsmMSk0y9sUOxunIXJftNyRMQK+mE4iyN/851VeUY8MXnwRs2O401dagtqQISTndmj2fO2Q4ImJ1MLpZfpKQmR2yEN6VvfTSS84QPmvWLLzyyitQqc4tG7vnnnvwr3/9C6+//joMBgNeeuklzJ8/P1zDdWp3QbygoABfffUVvv32W1RXVwNAs1rjsixDqWx3wyZqtyRZRp3FBgFAnFoJQRBwsFaPXdXN6yRLAPIaDJBkGZPS4sMyVqL2xGaX8MaKPPx3S77z5s0hWTr8YWY/TOiZ1KytUiFifM9EbDpR7VMfESoF5l07GP9cc9z1GCTZYwgHgJomCzafrEJJO1+SEmutR4NKBwDQ2k24tnQREq21zuO5xkLE2BphFDUo16a1OF8SFDga1QcjGvaGbMwXUqha3g+gVKlw6R33Yck/33B8CnAeUaHE5DvuC9XwuqyKigqsWLECAJCUlIQXX3yxWQg/6/7778cPP/yAvLw8bNu2DaWlpUhPTw/1cJtpF4nWYrFgxYoVWLBgAbZt2wag5W6bsixj8ODBuPrqq3HFFVeEbaxEHcnhuibsq22Ewea4yShGpcDQ+Gjsr9W7PedEoxHDE2MQrWoXvx6IwuaX/92JVYcrmj23r6ged324HZ/9YixGd0twPl/bZMHp6iaf+1ApBPx18UHUtBK2W3O0rBGiALdlANuDKLvBGcRH1e1sFsIBYGvcKGyLH+3xGgZlZNDG15qk7FzEp2e6PDZg0mRExMRi23dfoejQAQiCiG5Dh2PstTcjs2/4lz+Ek9lgQH1FGSxGA9QRkdClpEETGdj/H6uqqjBhwgScOHECF198MSI9XL93797Iy8sDABQXF3ftIH78+HEsWLAA33//PerrHR/pXLimKT09HbNnz8bVV1+NHj16hGOYRB3SvppG7Lxg1rvRaseGCs9378sASgwW9NExiFPXdKC4Hr//ai+OuNld02KX8OaKPLx10zBU6S3IjI/AP9ceR0md7zPSgSqT+NqyvHYdwgGgVhWPX4xJxb+3laO/vvnNjaciclsN4QAQb6nzur9Bky+HLjkFGxf819ehurneZR6Pdx82Et2HjYTNaoUgCC3Wknclsiyj7Hge9iz/EUc3r4fdeu6NpkKlQr8JF2PoZbOQ1qtPQJYbDxgwAB988IFXbQsLC52Pk5OT29x3W4X8VWIymfDTTz9hwYIF2LvX8fHS2aUnZwmCgGuuuQZz5sxpN3e1EnUkVknCPg+z3q3hbRjU1Ww/XYN9RfUw2+x4d81xNJrtHttvOlGNsS+tggxAoxRhsUuhGagb+g6wCVGURoGnrx2Fkb2KcPBFc7Nje3WDWz0/QpSQrjShTqlDnK31coCHN6zB8BmzEZ+ehdrStu+Wumf5T4jUxaHnyDFQR7ifcVWqVJAlCXlbNuDgz6ugr61BQkYWhl42E1n9B7V5HO2dxWjAj2+/hpM7t7k8brdacfDnVTj48yr0GDkGV/zm9x5/noH0008/Yd8+x46ngwYNQm6u6/sRQilkVVMOHTqEBQsWYPHixWhqcnx8d37XoihCqVTCYrFAEISgVkVpTVe945g6j3y9EatLa1tv6III4IbuqaygQl1CcZ0RD8zfif3FrPMcbA9e2hNPzOgHAPjPb+5FfUW589gH2XfAoIzycLYMLewwnZk/TDJXYULtFuQaCz2cExwqbQQm3XIHhs+Y7fK4JNnx4/+9irwtG1ocm3jzHRh7zY1BHV84M4zFaMCCvz6N8pPHvD4ntUdv3Pjsi0EJ43a7HdXV1cjLy8OCBQuwfPlyyLKM2NhYfPLJJxgwYEDA+/RVUGfE9Xo9Fi9ejAULFjiD9YUvjN69e+Oqq67CVVddhUcffdRZWoaI/NeWj6j76qIYwqlLsEsy7vpwG45V+P/pEXknRqPEfZPOLS8detksrPvsI+fXWskMAzwFcQHxpkqMqN+NHGMRZAg4HZGDUk0K0s0VHs4LPKvJiNUfvY+ouHjkDhkBQRSabWF/YM1KlyEcADZ8+Sm0MTEYMnVGp6sAJ8syfnz7NZ9COACUnzyGH99+DXMefybgP5MrrrgCp06davbc+PHj8cwzz6Bnz/ZRySYoQXzPnj1YsGABlixZApPJsWbu/ACelJSEK664AldffXW7eDdC1NmkRKg9llJTCgKGJ8bgQK0exjMfqatEAf10URiR6LpOMlFns/pIBUN4iNwxIRcJUWrn1/vihuJUdA90158EAPTTH8WmhPFuz9faDBhXsxVZ5lLnc70NJ2EL4wbhS955EzazY4lN1oBBGH/dLcgZNLTVWuYr//1P7PhhIWb9+vdI7903FEMNibLjeW6Xo7Tm5M5tKDuRh/Regf15lJaWtnguLy8P3333HR588EFotVoXZ4VWwIP47Nmzcfy4owzT+eE7IiICU6ZMwVVXXYWJEydC4eXWsETkuyilAj1jInC8sWVdYgDoq4vEoPhoDIiLQqXJArsMJGtVUInh+6NGFGrbTvlWapD8N657IhpNVny7uxgrDpZj/fEqIOlyZEcVoW9THmJsDYiyNaHJzfIUkzIS32bMwbD6PZhUs9n5vBISJAgQ/arg3jZnQzgAFB06gK+PPIOrHnsaVYX5rZ5bV1aKb156Fne+9k/EJCa12r4j2LP8xzadv3f5TwEN4iaTCb/4xS/QrVs32Gw27Nq1C4sWLUJ1dTXef/99bNy4EZ988gmio6MD1qc/Ar5GvF+/fs563xEREZg4cSKmT5+OKVOmeCwnAwC33nordu3axTXiRAFgk2RsLK/DSf25MC4A6BMbiXEpOoid7GNRIl+9tuwo/uGmfrcr/m7YQ8CInDgcq9Cj0ZsqMbIECO4nBa4oX4IehtMBG1vvsRNwfPsWyFLbb7iNTkyCvrrK6/Zjr7kRE2++o839ni8cGcZsMODd+29rVh3FVwqVCr/612cBL214vpMnT+Kee+5xzpTfcssteO6554LWnzeCNv2lUqkwY8YMXHbZZRg9enSrIZyIAkspCrgkPR7X5aZgfLIOE1J0uL5bKiakxgUkhNsbG1Hz6XwUP/4ESv/yFxi2bw/AqIlCZ8aglpvGeMIQ7r9dBXXehXDAYwgHgAMxgVnSGpOYhOuffh5X/e6PmHL3AwG5pi8hHADy9+8JSL/hVl9R1qYQDjiqqdRXlAVoRK716NEDr732mvPrb775Bo2NrsuUhkrAl6acnQ232WxYtGgRFi1aBMBRJmbatGm48sorkZnpuiA+EQVerFqJWHVg/6kb9+xB4S8fgL3+XKWJui++RMyMGch87VUIXbh+LnUcgzJ1uHJIOhbva7mOVKsSMaVfCn7aH9xgQC2Jsh2S4H75aq0qrk3XT8zKwSW334Nuw0Y6Z4+HXT4LuuQUbP9hIYqPHIIsSwGZIW+NqOgcvystRkNgrmNyvZwykEaNGoW+ffvi6NGjsFgs2L9/PyZMmBD0ft0J+Iz4mjVr8Mgjj6Bbt26QZdn534EDB/DWW2/hsssuw+23346vvvoKej1vkiEKlFKDGatKarDgVDm+za/AvppGWOwS7JIMawD/oEhmMwof+nWzEH5W49KlqP7PfwLWF1GwvXnTMPzq0p7QRZzbDnt0t3h8dt84nKoKTLggH8gyMo0lbg9r7UYMbjjYpi4GXToN3YePalGho/vwUbjx2Zfw6OeLMGLW1X5f35fKH71GjfW7n/YkUKUHz68+E0znV0yprg7vvSIBfyuWlpaGBx54AA888AD27t2LhQsXYunSpc12zty5cyd27tyJF154AZMnT8Y111yDiRMnBnooRF3GwVo9tlU1NHtuZ3Uj9tXoYT2zTjBBrcSg+Gj0jG3bL8yGJUtg9/CLq/aLL5F4//0QeOMndQAqhYgnZ/TDw1N741BpA2I0SvROdVQOKq5tf0FcJQpQigKMtvBuIBQsucYCDG3Yj8LI7BbHhtfvwbjabVDKnjdbak3RkUPoN/FSRMcnuG0z7LJZ2LP0B9htvm+U5O0SptjkFAyeMt3n67dHupQ0KFSqNi1PUarU0KX4tlzsrJ9++gkrV65EYWEhnnrqKYwYMcJje4vF4nwc7ps1g/qZyNChQzF06FA8/fTTWLNmDb799lts2LABtjMvbLPZjGXLlmHZsmWIj4+H3d62f1xEXVGT1Y7tF4Tws6zn3axTY7FhXXkd9DY7hib4X6LQfMxzjVhbeTns9fVQxsf73QdRKK0+Uo63Vx/H7oI6AMCo3Hj8ZmpvJMdoArYFfaDERqhQ3WRpvWEYKATA3saF9NnGYuQaCzGg8TAOxfR3Pt+z6QQmnlctxRNRoYA6IhImveu1vyd2bEHR4QOY/svf4sSubcjftxsWkxFKpQpxaRkYNPky9J80GVc8/AR++sfrzaqjAEBcajoaa6pht7r5/0GWkd6rL0qPH3U7xri0DNzwpxegDXMIDBRNZCT6jp+EQ+tW+32NvhMm+X2j5smTJ/Hjj46qLatWrfIYxO12u3NndwDo1auXX30GSkimrNRqNaZPn4733nsP69atwx/+8Af07+/4B3Z26UpNTQ0aGs6Fiddeew2HDh0KxfCIOrTjjQafbiLbU9MIk83/N72tBWxBrYbIm7Opg1i0uxj3frLDGcIBYEd+Le78cBtOVDaFb2ButNcQrotQtTmEA0CJNhUAMKVqLS6vWIkMUwmibHqMqd3h/VhS0jD1ngeQ0ae/2zbmJj2+f+MlHFy7EvqaalgMBhga6lGSdxjL3/87vnnxGXQbNhKjZ1/b4ty68lL3IfyM2OQUXDL3XpfHUnv0xh2v/B2xySlef08dwbDLr2jT+UMvn+X3uZMnT3Y+/uabbzwuff76669RWVkJABg4cCCys1t++hJKIdvi3pWjR4/i22+/xeLFi1FV5bjT+MK1VTk5Objyyisxa9askO2CxPKF1JFsqajH4XrfAsP4ZB36xXnaxc49a1kZjk+dBrj5BEt39VXI+Nvf/Lo2USjZ7BImvLwaFY3m1hsHUGcqg5gSo8HD03rj6W8PBOyal1Stw5DGtq0DBwBdSirqK8r9Pn/U7GuxZ9mPsFl8f32MmHkVJt91P4qPHMLupT+gsuA0tFHRGHDxZAy8ZBqUanXrF/FTuDKMLMtY9Orzfm3q02PkmDbvrHnPPfdg48aNAICpU6fizTffhEajadZm7dq1ePjhh52bTX744Ye46KKL/O4zEMIaxM+SJAnr16/HokWLsHr1apjP+xjo/P9TevfujSuvvBIzZ84M6jsYBnHqSA7V6bG10vXSFHdGJsZgSBuWp1S9/y9Uvvlmi+eVqano9sXnUGVk+H1tolDZeLwKt/1na8j7vXlMFhKjNPjnmhMh7zuQItUKjOmWgFPVeuRXB67aRRQsuPPUR1AgzOvgBQHwMwfM/dvfkdKtR4AH5J1wZhiL0YAFf33ap23uU3v0xo3PvtjmGz6Liopw8803O2e7c3Nzcd111yEnJwf19fVYu3Yt1qxZ42z/29/+Fg899FCb+gyEdhHEz9fY2Igff/wR3333HXbv3t3s2NkXlyAIQV22wiBOHYnZLmHBqXLYfHi9dovWYkySDlEq/3e4bVixAjWffALTvv0Qo6MRO2sWEn9xH1SpqX5fkyiUlh4owwP/3RnSPgUA143MhMFib7elEXURKtQb3d90F6lWID5SjeK64JWaG1a3BxfVbvF6x8wtcaPQu+kEEq21QRuTt3Qpabjv7fBVjwp3hrEYDfjx7de8mhnvMXIMrvjN7wNWdeXkyZN4+OGHkZeX57aNVqvFk08+iVtvvTUgfbZVuwvi5ysoKMDChQvx/fffo6TkXDmjYO+8Ge4XMZGvCvQmrC2r8WmNpkYhYmZmIuI1qtYbE3VCxXVGTPrbakj8Ve+T5Gg1KvXBXauebKrAzaXfeNX2eGR3LEmdAZVkwT0Fn0Ath/cG25ikZNz95rs4vXsXjmz8GWajAak9emHotJkhWRfeHjKMLMsoO5GHvct/wpFN65pVU1Gq1Og74WIMvXwm0nr2adNyFFesVit++OEH/PTTTzh06BAaGhoQGRmJnJwcTJw4EbfddhuSk5MD2mdbtOsgfr5t27bh22+/xbJly2A0GhnEiS7QaLXhaL0B1WYrVKIAk01CucnzH8tkrQpXZrefX0hEofbgZztDMjOtVoqwdNKSg8EwuXINBumPeGxjFLU4EDMAO+JGQCHbcVXZYqRZKkM0Qs8EUWyxIZBSrcHs3/0BPYaPDm7f7SzDmA0G1FeUwWIyQq2NgC4lLajb2Hc0HSaIn2UymbBs2TJcfbX/xfZb095exET+ymswYGN5ncc21+QkI46z4tQFWWwSPt+WjzeW57W7MoVd3dWlPyDHVOT2uEHU4nREDnobTkIl22ARVFDLbdtiPRTUERG4/51PghpEmWE6lg6344ZWqw1qCCfqTJRefOTX1IZShkQdlclqxx0fbsVz3x/qUCG8X5r/N1l3JNVq95vtAIBasmBAUx5UZ5ahdIQQDgAWoxGHN6wN9zCoHelwQZyIvBfjxc2Y0aqg7utF1C79e91JbDlZE+5h+EQhCvj+1xPx33vHQGzDstoAL8kNigMxA2D3EFGUAayokpCZjZjE0C3RqysrDllf1P4F/C/w1KlTA33JFgRBwMqVK4PeD1FHl6xVI0GjQo3Z9WxReoQaOjWDOHU9X24vDPcQfGaXZAz5yzLEapVtusG0I6xYqFPHY1XyZEytXNOijKEEwetqKp6ICgWufOQP6DV6HPQ11Vj5n3/i1O6dkOXgruWPivM8209dS8D/AhcXF0MQhBZrkwJ1V6wsywG/w5aoM7s4NQ7LiqthtDf/4xKtVOCi1LjwDIoozErqg1d6L5hMVgmmVnZ19JZStmFQ3X7kxfSBQenfBl8+9SdZYRO9vx/laHQfFGvTkWmtQIUiHnplNGQIGFe7DRmmUqglC+Jt9X6PR7Lbz/xnQ+mxI8gaMBjdh49GfEYmZEnCty8/B8nNxmX+EhVKDLh4SkCvSR1b0KbCLrxZgDcNEIVHvEaFObnJyKs3oNjg2CwrO0qL3rGR0Ci4Oo26pqz4CBTWdMwwHig2QYkkWw3GFX2OJSmXIz8yN6j92QUF0kyl0CuiYVREwC62HkH0yhgcVTZfF78h8dxOiInmKlxUuwW5Rv8+4ajMP4nVH70HQ32d87lIXRxmPvQ7XHTTXKz//GO/ruvO5Dt/gai4+IBekzq2gFdN6devX7MZ6+TkZFx++eW46KKLoFQGLvdPmjQpYNe6EO84JiLq3P655jheXXbU5TGFKODfd4zE1pM1aLLYUN5gwopDFV5fWwAQo1ViYEYsNrfzdegTqzdCI1lwIqo7CiKyIQn+b/IVLoIs4aqyHz1WWXF5nihCoVTCZnH9CUPu4OGISU7G4fVrmtXB9ocmKgpXPPwkug8d0abreIMZpmMJeBC/7777sGXLFthsjjuZz74gYmNjMXXqVMycORMTJkyAQtF+/7HzRUxE1LmZbXbc98kOrD9W1ex5UQBevGYwbhmT43zuP+tP4oUfg7d3RTjFWuvRoNKFexhtlmoqx42lC306J1IX12wm3J3hM2cjtXsv2G1WWE1mrP30362eIwgiZFmCNioaAy+dhgk33Bqw3SNb75sZpiMJSh3xhoYGrFy5EkuXLsWmTZtchvLLLrsMM2bMwPjx49tdKOeLmIio87PaJSzeV4KFu4pRb7SiX1oM5o7rhsFZzYPpkdIGzPi/9WEaZfBo7CaYFdpwDyNg7i74BNF2g9ftXW26487Mh36HARdPgSxJ+PHt13B007pWz7n8/t9g4ORpEMXQZhxmmI4l6Bv6NDY2Ngvl1jMf75x9oeh0Olx22WWYOXMmxo0bB1EM/5pVvoipo7JJMuyyzLXfRAFS0WDCXR9tx6HShnAPxaXJfZOx5qjvu0nqrHVoUMZA7oBLUdy5o/C/0Nkag3JtlUaD2+a9hcTMbMiShCOb1mHJP173mBMGXjINMx58JCjj8YQZpmMJ6c6arYXyuLg4ZygfO3Zs2EI5X8TU0VSbrdhd3YiiJhNkAHFqJQbFR6N3LLcRJmqL697dhJ35teEehlsqhQCr3be/VeNrtiDTVIyvM64L0qhCL9bagDuKPkNwa6oJmHbfgxh62UwAwN/vuB5Ws8lt60GTL8P0Bx4O6ohcYYbpWMK2xX1jYyNWrVqFpUuXYuPGjS1CeXx8fLNQHsqShXwRU0dSZbJgSVE1bC5er8MTYjAssWvsxEcUaLsLanHNO5vCPYyA6994GBnGUqxK6Txl9K7RnkbW4SVB70cQRNzxyt+RlNMNP7z1N+Rtdr9k6arf/RG9x04I+pguxAzTsYQtiJ9Pr9c7Z8pdhfKEhARnKB8zZkzQQzlfxNSRLC2qQqnR9V3/IoAbu6ciQtl5Pn4mCpWPNp7CX344FO5hBI1CsnlVQtBfiVFqvDBnEL7eWYRVR7yvOuMTWcatQxJwS7oey9//e3D6uMCw6Vdi6j0PoPzUCXz5zOOwuajrntK9J2576Y2Qrw8HmGE6mnYRxM93NpQvW7YMGzduhOVMWaGzL6zExERMnz4dzzzzTNDGwBcxdRT1FisW5nteHzouWYf+ccHfrIOos1mwoxBPfL0v3MPosHISIvHmTcNw4/ubYfe0FagsA35MsGUZijClfhN0pmoAjp0yA70Bjys5g4bihmdeBAAUHtyHVR++h+qiAgCOGfOeo8bisvt/jcjY8FSjYYbpWNpdED9fU1MT1q5di+XLl2PVqlXNqq8cPhy8UlJ8EVNHYLJLWFxYiUar5z88IxNjMCSBy1OIfFVnsGDcvFUwWV1X1lCIgueA2cUNzdIhMz4CP+0v89hucP1+HInpC6uo9vraI+t2YULt1rYO0S/9LroEV/z2cdSWFmP7DwtxfPsW2K1WJOXkYtTs69B79LiwjOssZpiOpd2WVpBlGYcPH8aBAwdw5MgR2O12bm1PdJ491Y2thnAASNJ6/8eNiM6Ji1Tj4al9XB5TK0REqNrtn9CgmjMsHbHa1req/9WlPbHtVOs3uh6MHYDJVWuRbSjwqn+VZMGoul1uj4sqNWKTU6BLTfPqer4aeOk0lJ86gc/++DvsX7UMxoZ6WIwGlBw9jMVvzsOxrZ3vvgIKnuAtDvODzWbD5s2bsWLFCqxatQo1Ned2JDv7zk6hUGD06NHhGiJRuyDJMo43tl4vN16tRHoEgziRv351aU+kxGjw/roTyCvXQxCAib2SkBUXgS+2+7eteke3aE+p87EAwNW869BsHWYMSsfzi1v/9FoSFDgQOwgj63ajMDKn1fY5xiKoZfc7XUpWC9Kuug+zL5+Az57+HcqO57V6TW/pUtLQbchwfPHM4zAbmlr2bbdj5QfvoMfI0VAoW3+zQhT2IG6xWLBu3TosX74ca9euRWPjuRqgZ8O3UqnEmDFjMH36dFx22WVISEgI13CJ2gWbJMPaykfiKkHA1IwEfpJE1EbXjczCdSOzUK03Y2d+LbaeqsHCXb5tp95ZyQC0ShEWuwRJBqLUCtw4OhvPXDEA+wrroDd7tzV8iTYDM83LoLabYVFoPLYV5dY/Cfx88wnMvnwCxlx1Pb5/4yWvxuCNPuMuQl1ZKUry3L/BMNTX4dTunegV5iUq1DGEJYifv/Z73bp1MJkcdTjPX8+kVCoxfvx4TJ8+HdOmTUNcXFw4hkrULtklCQoB8FQ+OF6jRIwq7O+1iTqFeoMV98/f2W5rimfotBiWE4dTVU04XBqcTW3cMdkkvHzdYMwZlgmtylElZPnBMvxy/k6Xs+XuCYi1NaBKkeyxVYk2HRIEiG6ubhFU2NEUjeMVevQeOwFT7v4lVn/0L7ieu/fN4CmXw9BQ12o7Q0N9m/uiriFkf6Xr6+uxatUqLF++vNlmPueHb7VajQkTJmDGjBmYOnUqYmJ4gxnRhUoMZqwqqfEYwgGg1suZKCJq3ZPf7AtpCFcKgM2H3FhSb0JsZROOlIU2hJ/10YbT6J0Sg5G58TBZ7fjtl7t9ir0JlhpESkbIXmzJ06SMxtHo3uivd73kZH/sQFhFNUxn7qEZPmM2jm3bjMKDbauAM+CSqYhPz4QmKhqiQgnJbnPbNjGr9SU2RECQg3hlZSVWrFiBFStWYPv27bCfKSt0fvjWarWYOHEipk+fjsmTJyM6OjqYQyLq0Cx2CatLa1xu3nMhX/6IE5F7RbUGLD/kufJHoPVJjcEhH0N1uEI4ABwtb8R1727C8Jw4zB6S4bbSjDsp5gpYBSUi7UZUe9F+TeIlUMgSejcdd0Z3CQIOxvTH5vixiItUoVfKuTzRd/yktgfxSZMBAJGxOvQdPxGHN6x12S65Ww9k9u3fpr6o6wh4EC8uLsaKFSuwbNky7N271xm6zw/fERERuPjii53hOyIiItDDIOqUTjQaW10bflaihjcKEQXCoZIGhLpKoa8hvL3YXVCHIz4sjYlQiTDbJByJ6YeTkd2hksxenWcXlViWchm2WMcg21gEGQJOR+agSekI33eMy3Uuk2moqsSuJd+5vZZSrYbN4npTtLMi4+KRPWCw8+spdz+AmpJilJ881qxdTGIyZj/ypFffA4XWRx99hJdffhkA8Omnn2Ls2LFhHpFDwIP41KlTXdawjIqKwqWXXorp06fjkksugUbj+WYMImrOLsnI1xu9bj8wnpv4EAVCjBel+vwRpVagyRL8DWhCzehFWdWz+liLMKDxCDYoeqMwMrvVGzUBNLuhs14Zi/rYgc5jogDcNDobD0/rg9rSYhzbthm7fvoeTXU1Lq8Vm5yC7IFDcXDtCo99Dp9+BUTFuV0ytdHRuPWF13B8+2ZHHXG7HbmDhqL/xEuh0mq9+dYphI4ePYo33ngj3MNwKWhLU2RZhiAIGDRoEKZPn46JEyc6w3dJSUmbr9+9e/c2X4Ooo7DYJSwrrkaVl+u+hyZEo0dMZJBHRdQ1jOmegAydFiX1poBeNylajRGJUThQXI9aQ9e8p2O/nIpRNcsxRzqK3bFDsSFxQqvndG86haMxfR27cZ5XFSrS1oQn+5pwx5yZWPmff2Lf6mWOXTs9aKisaDWEA0DvMS3HJSoU6DNuIvqMm9jq+RQ+FosFv//97507tbc3QQviZ2fFDxw4gAMHDuD1118P6LUPHToUsOsRtXc7qxu8DuGpWjVGJMYGeUREXYdCFPDs7AF46PPdAd1JM7/GiPwaoxe3J3ZekqBAuSYZStmO/efNbLsTYWvCsZjezQL4WQZlFL4/Uo6+i77CvlVLAzbGhIws3nzZgb3xxhvIywtcLflAC9m2YLIst/m/869D1FXYJBnHG7xfktJHx5lwokCRZRlf7yzCv9adRKRagUi1ovWTfO0j4FdsP9SK1t9m1Kni8F3alahX6Vptm24ugyS4//9gp6oHfr/RgEJtpk/jdEsQcNFNtwfmWhRymzdvxscffwwA0Olaf32FQ1BmxIMVlBnAOwHJDlgNgFILKHgzoTfKjWavqqQAjtnw7jG8+ZkoUJ74eh++2snNe/xllx1h3OKm3mqUrQnHonpCFjzPC6rtJlxUuwU1qtY39CtSpaA47UrMrFiGnobT/gwbAKBLTUNcajrWf/EJfnr7dSjUKvQaNQ5jrr4BiVnZfl+3q5GtdshGC2CTAKUIIUINQRX4N7QXqq+vxx/+8AfIsoyJEyciOTkZ3377bdD79VXAg/iRI0cCfUnqDOwW4OQqoGQ7YDUCogpIGwr0vBzQsF68O8caDNhYXudV2yiliMszE6DgTppEAbH+WCVDeBvZJRmebt0cUb8b6xNbX2MdIZkwqPEw9sYO8qpfWRCxIWECehhO+7z0Z+w1N8JiNGDPsh9RX36ubKXdZsWhdatxfPtmXP+nF5Deq6+PV+46ZFmGXG+EraAaUmk9mpUdEgWI6ToocxIh6CKCtvvzc889h7KyMuh0Orz00kt48803g9JPW4VsaQp1YZId2P0xkL/OEcIBQLICJTuAne87ZsiphaImEzaU13n9sbVVkqEU+U+aKFC+ZggPmkRLNWaWL0N3L2es65WxMIgR6KfPg0Jyv5HO+RpUOpRpUn0bmCzD9O232L10sdtP4S1GI9Z89C/frtuFyDY7rLvyYdl8AlJxHVrU/pRkSMV1sGw+AeuufMi2wFcO+u677/DTTz8BAP785z8jNdXH10EI8a82BV/lQaDulOtjhmqgcHNox9MB6K02rC5xXW7LHY2C/5yJAqlK711Na/LNhOpNmFa5GieieuCr9GshyF5s/iOIqIpMRfKgUZgxKA0K0btZVIuo9mlskWYr8ptar4NeevwoakqKfbp2VyDb7LBsOwWpwrta8lJFIyzbTgU0jBcXF+P5558HAFx55ZW44oorAnbtYAjZFvfUhZW1sptZ+T6gx9TQjKWDOFTX5PHjXFd6cm04UUD1TI7GxuPu93lUigJitEpn6UGN0rE5DXm2KXGCo6ygj0sSrnv0CVw8yFG9JL+6Ce+uPYEvtxe6bS/KdiRZqnzqI77JiOIE76pOGRsbAAToptBOQJZlWPcWQq73vrgAAMj1Rlj3FkI1IrfNy1QkScKTTz6JxsZGpKam4tlnn23T9UIh4EH8H//4h1/nCYIAlUoFrVaLxMREZGZmom/fvtx1syNx94vV3sqsko2zThcqaPKtXnGcWokBcdGtNyQir906NgfzN+e7XR5mk2SM75GIuyd2hyTJ6J4chYteXg2rmxsT6Tw+Bq60WC0m9M9yfp2bGIWXrxuCijo9Vh+rdXlOb/1xRNl9C4XFid5V1lAolYhPz/Dp2p2dXG/0eib8QlJFI+R6I4S4tlX9+s9//oPt27dDEATMmzev3VZKOV9QgnigFt4rFAoMHz4ct9xyC2bNmhWQa1KA2a1AwQageBtgqgO0cUDGKCD34nNVUXTZQM1x99fQ8e7zC3lbIEgA0D8uCsMSYrg0hSjA+qXF4rqRWR7Xiq84XI551w2BLsLx++7Te8bgzg+3ua0S0tEoRAEZOi0Ka30LtIH25My+UCpErD1agfd/Poltp2vQy5iPiRVrkJ58OUq16c3aZxsLcWn1uqCNp8/4SYiMbf8hL5RsBe4/PfL2fHUbgvihQ4fw97//HQBw22234aKLLmrTeEIlqDtr+ksQBMiyDJvNhh07dmDHjh343//+h//7v/9DXFxc4AZJbSPZgT0fA7Unzz1nqgNOrgQqDwMjfwEoNUDmGKBgo6NyiiuyDGz5P0BUAimDHO1VXfuTkPRIDY41tH4T68zMRKRGtr4lNBH5p2ey50+arHYZVXqzM4iP75mEg3+dgXfXnsC/1p2E3uzdjYXeSIhUo8YQ2t0B7ZKMwlojFKIQ0M2MfPXPNSdQ22TB8z8ehiwDEXYDJpcug0q24frSRSjSZiA/IhsCgG6GfGSYy1q9pr/Se/XFlLt/GbTrd0Sy1e6ojtIGUmk95P4ZfpU2NJvNePzxx2G1WtG9e3c8/vjjbRpLKAU8iGdk+P9Rjc1mg9FohMFggN3uWCF7NtBv27YNd999N7744gtotdqAjJXa6Piy5iH8fI3FwIaXgR7TgJyLgCFzgf2fA7bzZlXO1o2tPHjuuYYix+z6qF8CmlbW6VkNQPF2oOYYAAFI6gdkjHTUKO/AZFlGX10ETjQY4Gm1aZxayRBOFGS5iZ5n6LQqEamxzX/nqBQifju1N+6Z2B2jXlgBkzUw68ZrDBaoFEJYlr7YJRmJUWpUN7X+RiArXouiWt+W17XmeIUef1182Pn1wMbDUMnn3uRkmUqQZSoJaJ/nU6o1SMjMxrhrbkTP0WMhisGvg92RyEZLy+oovpJkyEYLBD8m4l555RUcP34cSqUSr7zySofKiQEP4qtXr27zNWw2G/Lz87Fv3z4sXrwYGzduBOCoUf63v/0Nf/7zn9vcB7VRQ7FjSYonNhOQtxjIXw9INkCrA6L7ABodIKqBgvWu148baxznDb7V/bWbKoCd/wEs561HqznumHkf+QsgIt6/7yuMTHYJe6obcaLRAIsXv9DGJnEbe6Jgm9Y/FckxGlQ2ur6X5aqhGYjWuP5TGq1RIjs+Escq9AEbTzjXn3sTwgFAowx+SM2L6oUaVTwGNB5Bd2N+UPua+evH0P+iSyBcUB5WliRYLWaoNNqg1cLuMAJ1k7If19mwYQM+++wzAMADDzyAIUOGBGYsISLIHWC7yqVLl+L3v/89bDYblEolli5diqysrNZP9NPZf1Ad4EcTelVHHAG89hTgTckpVzQ6wNwAjxs7Cwrg4j8CKjezUVvfBhrdzH4k9ARG3Off2MLEbJfwU1EV6izef4x9ZXYSkrW+leYiIt9tOVmNez/ejiZL81pGA9Jj8fkvxiIu0vW/w2UHy/Cr/+5s80QheTag8TCmVq0NyrW10TH45bufQKk+9/+xSa/H5m++wMGfV8Lc1ISo+AQMmTodY+bcCKUq/DtGhyPDSA1GWDZ6uBfMS+qLekGM9W1G/A9/+EObdsycN28err32Wr/Pb6sOUb5wxowZOH78OP7xj3/Abrfjxx9/xC9/yfVZAWWqcywJ0VcA6iggfQQQl9u8Tf564NhPbe/L7MU6MtkOmBtdB/GGIvchHABqTgCGKiAyyf8xhtjh+iafQjjgCO9EFHzjeiRixe8uwWdb87H9dC20KgVmDUrDnOGZ0LpZz2qXZDz3/UGG8BA4FN0PlxVswYiyU9BabTCqlShIjEVlbFSbrz3pljubhXCL0YAFf/kDKgtOO59rqq3B5q+/QEneEVz7h+cgKrreshUhQg2IQtuWp4iC4zpdTIcI4gBwxx134L333oPdbse2bdsYxAOpfB9wYIEj/J5VvA3IHAv0n+P42lQPHF8aujEJCvdrxIu3t36+saZlELeZAAiOG0jbmZONvlUkEADEq8M/80LUVWTEReDx6f28br/1ZDVK6wO7TppckGU8uvt/uLzg3L1GsSYLUhsMOJWkw+FM/yZkNFFRGHnFHAyZNqPZ83tXLGkWws+Xv283jm/fjD7jJvrVZ0cmqBQQ03WOnTT9JKbr/LpRc+7cuZg2bVqr7T799FNs3boVAPDwww+jT58+AIABAwb43GcgdZggHhsbi379+uHAgQM4edLNDYLkO1NdyxB+VvFWR2nBjJGO8OvvUhR/pA5yXTlFX+ZdENecV1aq6ihwag1Qf2YdoS4X6DEFSOwTmLEGgMXH2e3caC2i/PiFRUTBszO/Fl/vLEJloxmCp6V3FDATS/bh8oIdLo91r6pHRWwkqmMcn6zGJqcio28/JGXlQhsTi4L9e1BbWgxBENHUUIemmnPl98xNTdi04DNoIiIxYtbVzucPb/zZ43gOb1jbJYM4AChzEmFpQxBX5iT6dd7AgQMxcODAVtutXLnS+XjkyJEYO3asX/0FWocJ4gCQnZ2NAwcOoK6uLtxD6RwaS4HTP7sO4WcVbgKqjzlmzUMlIhHoc6XrY0Vb4XFtOQDEZgHRqY7HZXscbzTOP6c+H9j9MTD4FiB1cNvHGwBJWhUKm7zb2ChOrcSElLjgDoiIfPLc9wfx8abT4R5GwAlo9TduWE3P3+bxeHZ1A6pjIpGSkoa5b/+n2bGhZ2a7tyz8Hzb+b77L89d++gF6jByLuNQ0AIDF0OSxP7Oh9bKznZWgi4CYEuPXpj5iSgwEXdcsW9yhdgCJinKs97JYQltHtdOpywe2/B3Y+negfK/nto2lZ9qE8Ffx2SUkrujLWzlZAPqfuelCsgPHlsD12GXHevdQzvJ7EO1DlYGRidy8h6g9WbyvpN2EcJUisNU72nMIB4AUg+tdNc+KsDruvemZmOq2zf7Vy90ek2UJB9ascH6d2r2Xx/5Se3g+3pkJggDV0GyfA7Wgi3Cc10Urz3Sov+Y1NTUA0KHqQ7Y7+nJg94eAvtTLE8Lwa9ja5H75ibsqKmfFpAExZ3ZYqzt9pjqLG6Y6x5uSMGu02nCk3vtZlDiuDSdqV+ZvDv/vkbPCWd4wHMqjEjweN6pViDaa0bvfEJgOHYKloKBFm8bqSo/XqCw45Xw8fOZswE1gVKhUGDptphej7rwEpQLqMd0hpsR41V5MiYF6THcIISh52V51qCBeWFgIAEhOTg7zSNohmwk4tdaxQ+WGV4B9nzmC6IXyf3a/w2V7UroTsLq4gTF9hOfzMsece2zz4kYpb9oE2bEGg9dvdzIjNYhVd6gVZUSd3olKz8sVBmfG4vZxOYjV8t9uhNXz71xRAC7tm4yeyZ4rnogCML5HInLm3uKxnVGlxLjCKtS8+ipOXXsdTlw+HaeuvwGG7ecme3Qp7mfLAeDkzm349MnfoujIQWT1H4Sp9/yqRWUUpUaDKx9+EnFp6R6v1RUISgVUI3KhHt8TYmac4/+s84kCFJnxUI/vCdWI3C4dwoEOUkcccGzmM2fOHAiCgMsuuwx///vfg9ZXh6sjbmkCdv7LsclNMwLQbw6QdV44/fmvrgOuP5QRwKCbAWM1cPT7wFzzfKIKyB4H9JpxbhdOWXK8yag81LK9KgoY/ztAfWbW3FTneFPiLuYKInDRE46NhsKkqMmEdeV1XpUi1KmUmJGViMgu/kuLqL2Z8dY6HClzvy72isHpmDU4DX/8dj/qjYHb8j4UNEoR5kBt1gLg8e2fYUHfqciPTXM+J0p2XHt8La46uQmpV12Bvn99Bj2e+tFjJbyrhmbgbwMVqP7gQzSuWQO4WLJqB6AQBMDF33JBrUbu/E8RMXQotn//DdZ99lGrY1eqNbjl+VeR0q0H9DXVOLR+DfQ11YhLy8CASZOhjY726mcQbO0tw8hWu2PnTZsEKEUIEWq/qqN0Vh3i7bksy3j99dedX48fPz6Mo2mHTq50EcIBQHYE5JQBgPrML4hA/sNMHwYknak8UnOi+Vb1gSBZz+zKKQGZo4GKg47Z/PpC1+2tTcDR7xw3YQKANg5IGQRU7HfdPmVwWEP4yUYDfi6ra7WdAGBMUiz66qKguHBmgYjC7vqRWXjhx8Nuj/+0vxQ/7vd2OWBwdEuMxBs3DsP8Lfn4dnex1+cFKoRrbWZcVrAdE0v3Y3LxbuxM6Yuj8TmItJkwsXgfkk2O/SW0hY6qaNEaJRpM7t+0DC7Yh9MvvQ5YrS2OCRoNhNhYRA0ciKa1a12eL1ssqPjnP5H7r39hxKyrUXhwH07t2enxe7BZzNj67QLMfvQPiE5IxJirr/fyu+/aBJXCr23ru4p2vzRFr9fjj3/8I9avXw/AsT581qxZYR5VOyLZgdLd7o/LFxxPCNCNJIISyJ5w7uue0wBFkOpzF24CtrwFnFzhWFpj8XBHdvk+wFBz7usB1wLxPVq2S+gJ9L8m4EP1liTL2FbpYf36eUYkxmBAfDRDOFE7dfu4XIzp5n6tcnuYlzxdbcCHG0/htrE5Ie87xtKEN9a9jQf3LYJaskH4//buMzqu6mrA8HunS6PeZVXbcm+44IJxwWA6mBp6Lx81QGihhCQQIAECBAihBQKYZtNNszFg3DHg3qtsWbJ6b9O/H4NlyZo+I81I3s9arEhzzz33iAhp68w+ewPjyrdxybZvOXvXkrYgHKDemADAmUf1cTufym7jmI9fchmEAzhMJhS7Haye331oXrwEe2srao2Gs+59iNNvv5fYFM+pr7t+/cnjdSH8FfId8ZISDx0PvbDb7VgsFurq6igpKWHDhg3MmzePqipnbU9FUbjuuuuIjw/fLmbEsZnB5qXsnald4Jo3FSq2eC5Z6Iv4bNC0OzQbk+HMz963JLh5XfLz11j1Toj+LR1HY4Cx10HNHqja7nwtZRAk5Id0hf4qbTHT4kM6SkaUjqEJkfF2pxDCNYNWzVvXjOftFXuZ+2sRFQ0m0uIMbPOQrhIOX28s5b5ThzAkM5YtB1yvTaNSsAbQHTHW1ESD3nVe99WbvqRvfalP89zf2hfjKyv465nDWLi5nNL6zjnlV2/6ElVdrcd5bFVVNC1d6vV5tsYmVAYDKpWaQZOmsHf9Gs9VVOyRUWlL9B4hD8RnzJgR0hI0Doejbb5p06Zxww03hGzuXkGjd+ZGWzwcFopuVyQ/PgdGXQob3gvu0GZtIax4GkZf7azbbbM4D1hGAlfff4l9nf9EgB31zayu8r4bPiQ+mqNT4mUnXIgewKBVc93Uflw31fkO3DPfbu+SQDwvOZqSmhYsAQTLNruD9UW1DEiLcRuIB5RX7HBwx+oP+GjAdDaldHwHUm8xMX2/h3dt2/ms37FsSOkPu6t54pttfHTTMTz77XbmrS+h1WIno6mKM3Yv46xdi/1foxuWvYVoUw79jswdcZTHQDx3+KiQPVsI6MIc8WAPCSiK0jaHSqXi0ksv5a677kKlivhsmu6lqJz504WLXF9X6yHjsB8c+niwheDAkKUFfn4J4nOdwbgliEYGKq0zJzwUIqhjZnt1ZivrqxvY6UM7ewUYmRQrQbgQPVRXlUROi9VzxwkDueODtQGlvJisNr7e6H532lv1Q5c75orCS6PO4qTCnxhWtZu1qQMoNSZTrzOSYG7EYPP8s73EmMx/h53O8j6HGqx9t7Wc+y02Hpuaye2bPqXqw7log30n1wVF27Ec7IDxx5DUJ5vqkv2dx6pUkhcuQq5LAvFQnNTVarUMHDiQyZMnc+6555Kb2/15bT1G3xlQtw9qdh92QYHEfGdb+PapGPuWAiF6e81hg9o9zn8ClT4SWusOtaAP1p7vw5r/fbg6s5VlZbWUtfr+DkTf2CipjiJED3bcoDSeXbgj5PMOSI9l5e6qgILwZKMOmyO4WuOPH5/LU19tolwdjaPdxlh5dBJvD+1cQ7tWH0OrWusxGH930MwOQfhBS97+jAmv/x2sVrqqe4I6uWNbdbVGw3kP/o0vn3uC4q2HqnNFxydw3JXXkzNsZBetRBypQh6Iv/XWWwHdpygKarWaqKgokpKSSE1Nld1vX6m1zhSRis1QtMIZ0DrsgAMqtzn/SR8Fw3/n3EGv3hXGxSrOSiUag/N/M8c5U0aW/iN0jyheBWnDImJnvMVq4+v9lT7lgx+UGaXjmDQ5ByFETzYqJ4HjBqXywzbPzWL8oVLggnE5nP3isoDuv/ukQeg1wf1e/du8jUwo3YzR2kqJMZlVGUNxKO7nNGn0/Jg1mpP2uW5F36CNYmmfkSS11HHW7iVMKtmI1m5lQ0p/tK31Xg9cBsve2NjptdjkFC786xOU7dlF5b5CDDEx5I8ag1ojzdRE6IU8EB8/frz3QSL0VGrnIcStn7pu2162ztlxMn+ac2w4ZI6DgafC4WWMKreGLi3loOJfIiIQ31rX5FcQPiU9noI4z40shBA9w78vGcNDn23is7XFbbvQyUYdVU3u3x3LiNNzdH4S89Z3LHeoVin87azh7K1q8lhf252J/ZI4eXgGi7dXoFUpAeWYA9QZYlmQP6Htc4PVRKvGdcWsE/auYnXaIF4fdhrDqvaQ3dTxjxKLWsM/x1xIcmsdTy55kaR2hQXSi371eddf0elwuKgj7vW+6Gi0Wdlur6f37U963/5+zyuEP3pEHXHho9J1nvO09690Vk1JHfpbeko3M6Z1DsLhULOeUCrf4Nxlz5oAeceCKjzf6kVNXiratKNXq+gbE92FqxFCdKdonYanzh/FvScPZmNJHTF6DaNzEjjjhWVsOeD6wHasQcu5Y7P5/fEDmPvrfkpqW8hLjuaCcbnkJkfz1PytbWOHVe3hzF1LGFC7n2atgUXZo/kqfxLNWkOnedfsq2Xi49/Raglt1Y9WjR7FYe+0K55FK7ft/Abzhs9YnTKAF0edRU5DOVOL16G3WYgfNwbbrPP4+YcK/rL8tQ5B+EE+pdkrClnPPE3jj4up/fBDZ98JHyWcNQt1jGx8iPDqMZ01u1OkdaXy2bYvoMjLW5bJg0GjhcodYOvm9u4Tb3OWOTyczQJLHgdriDp+Hi55IBx1RdcE/F58tq+CapNvu/1HJcUwOjmui1ckhAi30rpWbpj9K2uLat2Oeej0oVx9bOdKT68u3s2jX23hlD0ruGXdx6gO2zfeE5fJPcfeSKMutH/Uq+02bD6+m6pVK7xy+TiOG5TG0h2VPPnNVtYVO2uFD8+K4+bpBZwywtkKfsmKLSRddW6nr8OnNaWkkH7P3cSfeSYAzWvXsvfiS3wKxqMnTiTnPy+iiup9jWZ6bAxzhJIk7N5E58Nf9lVboWyDMwhXd+MPIH0ibPwAVv4LdnzlbD9/kFoLfad33bOrtju7coZBVrRvTY76x0YxKim2i1cjhIgEGfEGPr15MlMHpLgd89hXW9hd2Tl/+eThGSS11nPj+k9dBq996w9wyVb35fcOFx+lIdmoc3tdZbdx3YbPMVq8b5RoVAonDEnj/esncdygNCobTbyxbA/rSw417Gk224iPOpRrPS7OHlAQnnrXXQz44fu2INzhcNC6YSPqxES39+j69yfh/PPJee01ct94vVcG4aLnkdSU3iR9JOzy/Qcwti7agXbFVAMHszQaS6H4ZxhzLcRlOV/LOQaKf4Xmct/nVOu9NzM66MAaSO98Kr+rDY43srWuyWU+phoYnGBkQFw0iXo5BCTEkaTFbGPl7mq31612Byc9vZjLj8nnvlMGo1E7981ykqK5S7XbYym/E/b9wqsjzsTu4V3ArIZyzt35I2PLtwHwS/pgPi6YRnFMx86SN274lNP3rGBev8nU6903FztjYALPXXVM226sxWbn0td+YuthtdR3VzRx1f9+5qMbj2F4VjzaPn1QtFocbrpkuhI78wRSrr2mw2ulDz1E7dwPOw/Wakk491xSb7kZTYr7P3yECBfZEe9NGgLvatrtrK2w+bcfmnYrrH3TvyAcINZ9C+TOz+vGPzraKW1pdRmEG9QqTstNZXxqvAThQhyBGkwWzF4OclvsDv67dA9//rzjO3ozUjz/6o6xtmKwuj+8OLRqD88vepZT9v5EWkstaS21nFq4kucWPcvg6sK2cYmt9Zxc6GzpPm3/Wo/PPPuYgg7N/OZvKu0UhB9kstp5Yc5yHHY7msREYk8+2f3EahX8VkFNnZRE0vXXkfXMMwDYW1uxVlTQsm6d6yAcwGJBUSkShIuIJTviPY3d6jyUWbrWGczGZIAuDmp2QINvLYQjRmOps5RiY6mzLX0g9/sqJtP/+X3gcDjY09jCtrpmGiw2jBoVA+KMFMRFUdVqYUlZncv7Wm12Gi1WkiUIF+KIlBSt81pB5aD3V+2jptnCil2VOIAbaxSmehhfrY+l2U0lE4Db1s4lykVn5WiridvWzOXG4+8GYGz5NjS/VeE6a9difsw+ilJjcqf7pmRFMX1gWofXftjquWzjj/ubKb7jD2Q9/U/S77+Plg0bsBQWdh7Y7o8VW3U11f99HdOmzSh6PU3LluEwmUDnPrUGoO6LL8l46CGPY4QIFwnEexKbBda80bF5Tn3n7l89yuYPQe35h6hbvu5yKyrImRjYM7xYVl7LjvpD62iy2ihvraWoqZV6L2+1bqxpJC9GchSFOBJp1CounpDL899734SwOeCrDYfKGT6nFHC0Rk+U1XVq3jf5E9y29hxUvZfcBvfvPuY3lDGwZh/bEzs20UswN/HUkn/z1pCT+DFrNCaNjoTWBn43OJ47r52GYrM6OyT/xuFD3nfD/PnUzplA4kUXofjaN8Rmo2nZYUUJvJQutDc04HA4OuzYCxEpJBDvSQoXBdfBMhK11tKlGVKKCoad7yydGGJFTa0dgvD29jV5r0hTberaRhVCiMh264wBbCqp5/ut/qXlNemi+MfYi3ngl7fR2jr+HFmTOoD3Bx7v9t4WjZ7bp96KTaVmZOUuzti9jIzmjrnqGU1V6G0Wphet6fB6cms9d6yZy83rPqZZYyAx3kj6pJsoPuccTNu3o0RHE3/aqaTceCPTBqby8epit+s4mJteM2cu+oEDMe8+vDN06BiGDJEgXEQsKV/oQsSW/ln8GJhd59wJF9KGw6AzQd+uGonD7kyDaakGfbyztGGADY6+P1DN3sbAS0BqFLiswI88dyFEr+NwOFi0rZwb31ntd43vjKYq/qPfRuyan7DU1NBggw/6T+ejgTN8niPK0spfV77OiCr/A+Ho8eNpXuWiY6ZWi7ZPH5bqMnmnzwR2JOZ0uKyxWfnnkhcYWLsfldFI7MyZ1H36qd/P91Xq3XeRcs013gf2EhEbwwiXZEe8p7BbJQj3JHPMoZzxpALoOwMOz5GsK4KN70FLzaHX9HHOHfOkAr8f2Wx1X7XAF1pf34oVQkQ0u93B9vIG7HYYlBGLWuX77quiKBw3OJ3TRmTykYcdZFdMai3qn1diKXMe1I8FhtTs82uOFq2BJ8dexBsLHkONA11Bf8y7doOXIM44dSpNixe7vmixYNm7lwns5egdP/HMmN+xMPdowPnHw83rPmZgrTOtUpOZgbWmxvU8IVL57xfR9+9P7PTpXfocIQIhgXhPodKALgbMnevKHvGiEiF7AljNEJPecQf8IFM9rHndecD18NfXvgUTbgVjauf7PIjTaqhodZ8HrgI87W9p/PhlLYSITHN+LuJf3+2guNaZppYZb+Cm6f25bFK+X/MM6xPvNRBXHHYym6qwKSrKjMlcuflrtGUdq2WNrNyF3mrGpPH97E1FdCK/pg9isq6J3JdfpnX7diqefwHT5s1u76lfshQF74mFKhz8YfUHTC5ej9FqYljVng51wxPOPQ9L0T6afF6t/xzNzey/+Rb6fvIxhoEDu/BJQvhPAvGepM84Z554qBiSoNV9Hdsew2qCn//j/FhRO+uFD54FmnZtnvf/1DkIP8hugaLlznv8MDjeyK4G9wdGkw1aj4G6URNYSowQIjLMXrmXBz/d2OG1A3Wt/OmzTbRYbFw/tb/PcxWkua/RDXDKnhWcv+MHMn/L5y6MzSCrqbLTuFhLC7N2L2GOhzxxV1rPv5R+V5+CKjqa+m++weQlZ1vt8D2NRgEmlm3p9LrxmEkkXnIxpu07qHn3Pb/W6zebjaqXXibr6X927XOE8JO8N96T9D0O4nO9jwNnQOpNbwjCASzNhz522JylHde+1XFMjZf8R2/XXUiL0jE22XU3zOEJRo7y0ilzQFxoW1ALIbqP2Wrn2YXb3V5//vudtJh9T1+bMiCFfimuuyOfv/17fr/uo7YgHCC/oRSt3fWB7ys2f8NFW79Fa2u3EeAl1WTgCVNQRUdT99lnlD/5FLQGfv7FJbWa6PHj0fXtS9TYsWQ88jA5L72ESqcjavgw1MmdyyKGWtPy5V3+DCH8JTviPYla5+xGeWANFK2AJg91tD10XTsi1O5xHso8mPvt7Q8TX/5wcWFkUix9ovW/1RG3YtSoGRgfTXqUMz99QFw0O+qbO92XazTQL1ZKFwrRU/26t4bKRvdl8xparSzfVcnxQ9J9mk9RFF68dAyXvraKysZDZQmjLa1csuM7v9amwsHlW+eT2FpPdlMlisPBp/2n8FPmMJfjsxKimDrQmZpX9dprfj3LZzYbDouF/l9/1eFlh8PBgYf+jK2qqmue255UTun1TCYTo0ePxmbzLQa6+uqruffee7t4VZ5JIN7TqLWQPR7qizwH4opagvGKLYcC8dShULPL/di0oQE/JsWgI8XgOh9zclr8b4F6E40WG9EaNQPjoukfF4VKfikI0WNZvHTF9HVMe4Mz4vjhrml8vLqYlbur0GtUnFO/Ff2XruuFe1KvjSarqYLRFc465VmNFeyNS6fU2LHDpEGr4tkLj0KtUrDW1GDaEUBzNR+1rFmDed8+dLmH3tmtnTuXurlzu+yZ7UWNG9ctzxHhs337dp+D8EghgXhP4nA4A3Brq/OQoSeKKjSBeHSa99bzGgMk9oeKTZ7H+c3bcUdv2r0V22cs7F8BzZ1zKtHHQ3bXNPxRFIV+sVGy+y1ELzMqJ4EorZoWi+ufs1q1wti8JL/njTVoueKYfK44Jh+A2k/3csDzLZ2YtAYeG38Zl22Z3/Zaamsdzy96lm/yJrAiczgWlYa+9SUsyJvAJ2uKOTo/CUXTMSQwq9R80fcYfsoYRqM2iv51JZy5eykFdf5Vd2nPVlMD7QLxLs8NP0ilIuP++7rnWSJstm7d2vbxzTffzNChnjfZ8vLyunpJXkkg3lNUbIbtXzrrXwPO4y8exGU7K4jsXxncc82NoGjA4aH5jLUVGkrcXw9UcgHU7HEepgxE0oBDH2v0MPY62Po5VG5x1hNHcdYRH3ymsyKNEEL4KD5Ky0Xjc3l9mesma+eNzSY11n2beV9FjxmDQ1FQ3OR4N2v0xP/xfgyrlmFvbiZq5EheTxzFuk0NjC3bxrDqwraxMZZWztv5I+ft/BGABblHsyBvAu/+tI/jB6dx/JB0oidOpHnlSlrVWh6cdB2bUvq13b87IYuFuWO5YvPXXLDjB7+/FkWnQ3dY4GPascPvedzS6TAeO5mm73/o9Hr2c/9Cm5kZumeJiLRly6FDweeeey5ZWVlhXI1vJBDvCap2wrrZdNjh9dY+OHcypA1zVlrZ8B60BJh/Z22GpIFQ7f5QEgCtXVAHtsrLMz1R6yFlUMfX9HEw6lIwNTg7ehrina+FSs1uKP4FzPUQlQxZEyBOGvYI0Vvdf+pgWiw25vxShM3u/JmsUuCs0Vn85UzX+dj+0uXmsqPfUQzctcbl9S/zJ6FOHM4Dz/2u7bVzyhp4efNivuw7iTP2LMNg67yZYVHUfNp/Stvn760q4vgh6aT+/lb2/forcwpmdAjCD3IoKmYPOYnj9/1CiqlzbwslOhpHc+dzMQBxp5+OOiGhw2vqxERslS7eqQxA3Mknk/XEP2jZsIHajz/BVlmJYcxoki68EFWUvCt5JDgYiMfGxvaIIByks6ZLEdWVqnyTM5D2J82k73HQ/8RDnzvsULYRdnzpPaXFFZUW+s2AXd/+tpPcQxz3sDOnvjts/dyZ+tKBAgNOgbwpLm8RQvQOJbUtLN5egd3hrH6SkxS6ikh2k4npd73H1es/Z0K7EoA2FL7NO5rnR53LpIFpvHNtx/S6d3/ax4OfbuCosm3c+/M7xLWrLtWs0fPM6N+xNGsUAGq7jQnxDt6+7XjUMTE0rfyJKR/uo1rj/uu4atOX/M7PXfG8OR8QPXJkh9fKnnyS6v++7tc87igGA/0+/QRdfn5I5uupIiqGAazWBlpairDamtCojURF5aDReK4qFgiHw8HYsWNpamri6KOPZvbs2SF/RleQHfFIVrMb1r+D193vmD4Qm+lMr+gzBgyJzsoqNbvBboPkAc7a2ls+CmwddgvU7XfmUpvqe84h0O76o6F8o4sgHMABO76GxH4Q1zP+MhdC+K9PQhQXjvextKyf6r/+Go3FzF8mXUN+XQmjK3ZgU1SsyhhKqdFZ8i8+qvOGw8UTcpnYL4l3f+rLG8dMwLhqCfryA1RGJbA4axStGj0au5VLtn7LKYUriTc3sf09DbEzZpBw++1UazzvUpdFJ/r9tRy473602dlgsaBERxE9dhyJF1xAw8LvsOzd6/d8h3O0tlI9+x0yHnwg6LlEcBwOB/X169hfPJvy8i+x2w9VGFKpdKSnnU5W1iXExY1q+8MhWPv27aOpydkaavDgwSGZsztIIB7JChfhNQgHaDwA/Y93Vgap3gU/vwTWdo1mStfA5o+CC6BDfhCzi8Vld2xxb7PA3iVQ8jO01jm7cWaNd6bwqNz8Z9BcDaZa5x82UR5+6ez/ycNCHFC8CuLODuSrEEIc4VrWruW4/aXsTsiiML4PhfGd091mjXSd+9wvNYYHT3ceVls4ug/Xzu3YKfOBVW8xsbTda1YrDQsW0Lh0KQPGX8+OhGy360pv9j8d0bxrF+Zdh6pXNS78jqpXXyXrmadpmL+Amo8+ApP/FWLaa1q6NKj7RfCs1kY2bf4DlZWuy27a7WYOlH7MgdKPSUk5nmFDn0ajCf6cVvv88EGDnKmpTU1NbN26lcbGRhISEhg4cCBREZamJIF4pHLYnbnhvg2GrZ9BTAasfdP14caesosdKvnTDn1st8KaN5y1xQ9qqYad3zjfNRh1Oaja1RFvroQtn7Yrd6hAUn8YcjZE/VYFwWZxBvCK4roSS3vergshjhit27fTtHQZKAox06ai79c5D7s9VVQ0p+1ZwY/Zo9npIjCeULaFE4ae4vJe8/79tG7YgBIVxcAP5nBmZRyf95+C1mbh9N3LOwbh7Tiam7l57UfcPv02l9c1disn7PvFy1fqG1t1NQceeJD+C+ZjnDqF/TfcGNR85sJCKp57ntTf3xqS9Qn/WK2NrF5zKQ0NG3waX1n5HavXXMqY0bODDsbbB+J2u52bb76ZRYsWYbUeKjah0+mYOXMmt99+O7m5XfMulr8kR9yFiMivctjh+z/5l16RPgrK1nXdmnoCtR4GnNyxHGHxKtjyift7hl8IGc5cScyN8NPzrnPpdXGQMwkO/ALNVc4GSxlHQf1+z1VjMo6C4RcE8tUIIXoJe0sLxXffTePCjruEcaeeSubfH0elc92LoGX9egp/dwFNGj0fDDyeBXnjqdPHkN5UzamFK7hqaBy5//h7h3tsDQ0ceOBBGhYuBHvH3yH7jSkktdYTbXPfjAic78Xec+yNbEzp3+F1ld3G7WvnMjNEgfhBfZ59Bmt5OeWPPR6S+XJefYWYKUfm+ZxwxTAOh4P1G/7P7U64JykpxzNyxMtBpanccMMN/PCDb+cWjEYjTz/9NNOnTw/4eaEigbgLERGIA6z9H1Ru8328JtpZ5eRIlDMZEnIhZbAzQG7vl5ehttD9vcmDYPSVzo93fwe7F/r3bG00WDz8ex9zrXNHXQhxxCq5917qPvvc5bWECy8g8y9/cXtv8Z13Uf/ll22f2xQVaocddXw8+R+83+lw4t6rrqJ5RZCla3HWEV+UPYYfskfTqIumX10xZ+xeRkGdh40HnQ7MnoN8t9RqCFEzlpjjjiPnPy+GZK6eJlwxTF3dWn759dyA7x837mPi40YFfP+0adMoLXU2OtTr9Vx11VWcccYZ5OTk0NzczOrVq3n55ZdZt25d25jZs2cz8rADxN1NAnEXIiYQr90Lv7565KWV+EtRwdQHnAHxQXYrNFU4U07WvwNNHpoSxefA0Tc5yxqueNpZF91fhkTXJRyzJ8Dgs/yfTwjRa1jKytg543i3Qaai01Hw4yI0ia7PojisVipfeYWa997DVlEJajUx06eT9oc70Pfv+Ed+85o17L3o4pB/Da5ET5qIteQA5r17USckEH/22dibGqmd0z2dMj3R5uVSMH++94G9ULhimE2b76K01MO7z15kZpzD0KFPBnRvY2Mj06ZNo7GxkZiYGGbPns2QIUM6jbNardx11118/fXXAAwbNoyPPvooZAdGAyE54pEsIQ9GXQbb5zlTIYRrDjtUboXMMc7uo4WLYN8ysDhPT6P20lQjJsOZ8736tcCCcACbyZlDXvILtNZDdApkj4f08P6lLYQIv5a16zzu9DrMZlo3biJmyrEurysaDak33UTK9ddjraxEZTSijnWWf7PW1FD/+eeY9xWhyUjHVt0FPR0OX09UFH3+/jhxJ53kXL/NhqJ2nrPZc0FkpOFpkpLDvYQjitXaQHn5l94HelBW/gUDBz4UUGnDmJgYfv31V6qrqzGZTGS6ad6k0Wh49NFHWblyJTU1NWzatIm1a9cyevTooNYeDAnEI5nD7iw9OOlOZ2v76t1QtBzMnZsoRBSt8VAQ3F3svx3G2PEV7Dvs1LzN0yl8xZlPXrrW8665N9ZWZxWWrPGBzyGE6JVUBu8dNn0Zo2g0aDMy2j6vn7+AknvvxdHabgNBpQpojb6InjiB+DNnEXfySaiiD70DeTAIB3CYA+yEHGLxZ53V6bXm1aupevU1mlauRFGriZlxHCnXXYd+wIDOEwi/tLQUdShRGAi73UxLy35iYzvvZPsqKSnJ6xij0ciJJ57IBx98AMCqVaskEBeHqdkDhT8cqpqSkO8MJruijby/FJX3A6TdHYSD89+Rqd75h4qvFJUzbSS2jzM3PBix0kFTCOFa9MSJqOPjsdXVubyuSUsjys9AwLRnDyV33YXDcljgaw+uf0LcmWfSvHIl1vLOGxPmwr0YJx/TIQgH5+FQa2UlB/70J0ztKleES/SkiSScfVaH1+q/mU/xnXe2vTPhAOo/n0fjwu/Iff2/RB11VLevszex2kLze98Wonm8GThwYNvHB/PKw0UC8UhTsdmZ09w+2G1fdi/cUgY71xhp1s12pvJ4+yMha4KzvGNUIvQZB4YE5+vB5uHnHBPc/UKIXkul15Ny2+8pe/gRl9dT77gDRePfr+Oa997rHIQHQ6Mh+aoriTlhJvWfuz5Uai0tpfKFF9APHkzL2nXOALysDNPWrc60wDBRp6biaG1Fm5FO/DnnknjJxSjtqtA4zGZKH3nEZXqQvbmZ0kcfo+/cOd255F5HozaGZB51iObxRuPnf29dKXJWIpxB5LZ5XdcRMjrlt1zzIH5gVu8O2XJCqrnC+Y83OROdOeGHSyzwr0JNGwXypkJm+N7WEkJEvqSLL0ZtNFL50suY9zg3V/QDCki56SbiTnFdB9yT1s2Bb4goej2O3xrnKFotxunTyPzb39DEx1P2+N893lv74UdhDbpdMpsZsGQxKoPB5eXGpcuwVbk/Z9W6YQOm3bu91nQX7kVF5aBS6YJKT1Gp9ERFuW8i5cnPP//M+vXrqa6uZsaMGYwdO9bj+AMHDrR9nJ6eHtAzQ0UC8UhSuxdaa7tufn1i8M1lbAEeZowEuliITu38enM1GNNAF+OsI+6rhL7OA5pGF3MKIcRh4mfNIn7WLMz79wMKuuysgOdSx3g+0KZEReFoaen0etypp5D+l7/QsmoVDrud6KOP7lCtxdbo5QxSpAXhgK2ujuK77yHhrFnETJ/eIWcdwFbj/QCrrboaJBAPmEYTS1raaUFVTUlPOy2gg5oAK1eu5IUXXgCgoaHBayC+tF0HVm9ju1rXneoQ/rN2/qEZUo0RkGPuTWwfyBzXNXPnTu7YQbOxDH55BZY/CWvfcNYC17jeUXEpa5wE4UIIv+mys4MKwgHiTj/d4/WUm24k5ZZb0PbpA1ot+gEFpD/4IMk33EDF009T/uyzVL70ErXvv4+1XaBqGDo0qHWFS+O337L/5lvYc865WA7Lb9cP9HIYU6tF17dvF67uyJCddWlQ92dlB37/lHbNm7766iuqq6vdjv3uu+/YuHEjAPn5+WEPxKWOuAthqyPeUgPLniSo1BG3NIDV66iw0sUBjuCrwhxetUVRQ+6xUHCSsyU9OP9dr/q364Olitp7zrha76xoU1fkbCCUPtyZJ64LrkWvEEL4wmG1su/a62he2blxj37IEPJnv43KeCjf1mGzUf7kU1S/+WanXW1tVhZ5s99Gm5mJrbGRXcef4PZgaU8QPX48eW+92eG1Pb+7gNb1612OjzvjDLKefKI7ltYtjtTOmhdeeCFr1qwBYOLEifz73/8mJqbj7+Sff/6Zm266ifp6Z/fsF154gZkzZwb8zFCQQNyFsDb0WTcbKjaFdk5FDf1mwq5vQjtvpEsZDKlDIXVI5wB52xdQtCzAiQ/+oDjs+8OQAONuAEN8gPMKIYRrDouF+vkLaFiwAIfJRNS4scSdcQZ1c+ZSM3cOtopK1PHxxJ9zDik33dhWZxzAYbdT/PvbnC3v3YideQLZzz8PQPPqNRTddBP22tqu/rK6TN/PPsUwaFDb5+b9xey7+mos+/Z1GGcYNZLcV19FHRfX3UvsMuGMYazWRlavuZSGhg0+3xMbO4Ixo2ej0QS3kbV7924uuugian/7vs3IyOC8886jf//+NDU1sXTpUhYsWID9t8pCV199Nffee29QzwwFCcRdCGsgbmmGNf9z1g0Plj7BWSM7bSj8/BJYPbRh763G3eCspnK4ZU84d8UDouD2XYv0UTDiwgDnFUKIzmwNDey75tpOO7rq+HhyXnsVw/DhOFpaUKKiXO4o1n3xJSV33eX5IWo1A5YsRpOUhL25mb1XXEnrBt+DqUiT+dhjJJxzdofX7CYT9V9/TfOKFaDREDtjhsuc8p4u3N3BrdZGNm3+g0874ykpxzNs6NNBB+EHbd26ldtuu43CwkK3Y7RaLTfddBM33XRTSJ4ZLDmsGWm00XD0jVC1Haq2/VbstAjq9/s/V/IA6DsNdn5zZAbhAMU/uQ7Eg6q16+GHW/lGZ3Mff3LNhRDCg/Inn3KZVmGrq6P4ttvp/+2CTrW926v7+CPvD7HZsFZUoElKouq1/wYchOsHD6bPP/5OzfsfUPveewHNEQrquM6H/lR6PQlnnUWCi2Y/InQ0mhhGjniZ+ob1FO+fTVn5Fx2qqahUetLTTicr+xLiYkeGtL384MGDmTdvHp999hnz589ny5Yt1NXVERUVRWZmJlOmTOH8888nPz8/ZM8MluyIuxDuvybbWE2w9VMoXUfH4M/Djmx7KUPgqMthyT/AVNslS4x48TlwtIu/eje+/9u/VzeikqHFRbmrpAKo3un5mZPvhijv3b2EEMIbW2MTO6ZMcVkB5aCUW2/BWlGBw2QmeuwYdAUF1H74IaYdO1AnJGDaug1rWZnnB6lUxJ9/HtEjRlDx3PMuG/p4ouvXj7R77iZm2jQURcHhcFD12mtUvfIq9obQd4PW5uZ2SjM5SJ2QQMGPi1DpvXcr7Y0iJob5jdXaQEvLfmy2JtRqI1FR2QFXR+mNZEc8kq2f7Sbo8/E/roPdHntyyUFvvB2s1P2W92e3OQ+BqvWg1kKThzKOWqMzpaVyKxxY7TzQaUx31iA3NXoOxNV6Z5lEIYQIAWtZqccgHKDy+RfaPq77JMDycXY7dR/Moe4D3xrbRI8fj66gAHtTEw6zCRzQsm4dhgED0GZloSgKKdddR+xxx7H79DMCW5MHhqFDsZaW4jAfVrdaUUi7994jNgiPRBpNbFBt63s7CcQjVe1e7zuv3uROdv6vPt6ZLuErX9rYRwpvf5P0GeNsX7//p9+qsSjOhj6NB9zfkzMJ9DHO8oRZh5VStFs91xvPHOMM9IUQIgTUSUmgVrvsChkuCRdfROZDD1H25JPUvvtuh2tVr75Gn8ceRZuTQ8uataiiDOiHDMG0ZUtI16BJSiLv7beo/M9LNC5eDHY7UePGknL99cRMnRrSZwnRlSQ1xYWIeFtn5wIo/CHw++NyYfyNzo/3LYXtX/p2ny+l+yKNLg7M9Z1fzxzrbGdf5rpklVuJ/WDsde6v1xY6D9TaTB1fj8+D0VeBRnZihBChU3TTzTR+/324l+Gk1VLw3UJa1qyl+LbbwraMrGeebutI6rBawW7v0Nb+SBYRMYzwmTT06a2sLVD4o3MnPOcYUPt4eLCnBeHQOQjXRsOQcyB7gv9BOIDJRVDfXkI+HPMH6HeC80Bs6jAYfqEzeJcgXAgRYun3/RFNamiah6ni4tDm5R3qqeDXzSoy//oXtGlpznrkYaLNyyX2hBPaPlc0GgnCRY8lO+IuRMRfk7WF8MvLwc9jTHcGiDu/gZJfgp+vp0geADGZsHdxYPfnTYUBp4R2TUIIESBLeTk1b71F/XxnHXHD8OFh2yVXDAYcrV179kiXn49xyhRqP/ywQ468ftAgsl94Hl1OTpc+vyeLiBhG+EwCcRci5pv411ehZnfw86QMcTab2b8i+Ll6krQRUB5EHdzhF0DGUSFbjhBCeOKwWGhYuNAZbLe2EjVmDAnnnYsmyXUVpn1XX0PT8uXdvMoupNUSe8IJxM08gdiZM1G0Wmz19TR8+y22hgYMQ4ZinDA+3KuMeBETwwifSCDuQti+iR0O5wHN0rXOlBJjKhxY4z1VQrimjQGLm0OVvojPddZ0F0KILmZrbKLouuto+a1F90Gq+HhyX32FqJEjO93Tum07ey+7DHt97/gdkXLLLaTecnO4l9HjSSDes0gg7kJYvontNmdt6/KNHV9XaZwVTHpKFZNIo9I4K50EdK8WZjwc2vUIIYQLpQ8/TM27rhvgaDIyKFj4LYqmc6Ez0549VL36Gg0LFmA3mYgeNxaHw0HLyp+6esmho1aTeOGFpD9wP4rq0NE1086dVL/1Ns0//4yi1RJ7wvEkXnIJmuTkMC428kkg3rNIIO5Ct3wT2yxgMzsPFioKFC6GnV+7WVAPKicYiTQG/8o3HqSPhyl/DP16hBCiHXtzMzuOnYK92X0H5KznnyNu5kyf5rOUl7Nz6rRQLc8v2rw8LHv3+jTWOG0qscfNIOa46WjT0ztca1y6jP0334zD1LE6lSYjg7zZb6PLzg7VknsdCcR7Fqkj3t2aK2HXt1C+yVmhxJDorFu9f6X7eyQID07fE2DfEjDV+Xdf5lFdshwhhGjPWl7uMQgHMO8p9Hk+bVoa0cdOpnnpsiBX5ie1mtw3/0f9Z59TPfttbBXOxmlRo0YRN2sWpi2bsZQcQJuVRcL55xM1YrjLaRwWCyX3/bFTEA5gLS2l7JG/kfPyS136pQjRXSQQ707NVfDzS85OjQe11sCOr8K3Jl+otM563F1BUYM2yn2DHG98yQO3NMKEW2HXAmf+vc3s7ICZOdq5U166tvM90amQOyWwNQkhhB/UiYmg0YDVfRqdJiXFrznzXnvNv/rjej24CHz9ZdqyhZT/u57kq6/CXLQfVZQBbWZm2/WWdeuo/fAjKl54Hl1OLgm/Ox/DwIEd5mhcvLgtiHelcckSLOXlaNPSgl6vEOEmqSkudNnbOpvmOA9f9jS6GGd6R0tN6OuMB9tASGt05tfbvKSepA131vp22MHS7EwJUmudB2SLf4KiFdBU4Xw9czTkTwedMfB1CSGEH/bf+nsavv3W5TWV0UjBjz+ijvHvZ5K9tZVtR432aaxx6hTsjU20rF7t1zMOp0RFUfD9d2gSEzu87rBYKH/2War/+/phNyik33cfSZdf1vZS9TvvUPbI3zw+J++d2USPHRvUWnsrSU3pWaShT3dx2KEsiFJ64NzFDQdzozOlxmEDlc65Qx4qwQb2libvQTg4D8HuW+YMvg3xh9rQKwpkT4RJd8Dxj8K0B2HgaRKECyG6Vdq996I5LE8aALWajL/82e8gHEBlMKDLz/dprKI3kP7A/ej69vUyqeewwdHSQt0nn7Z9XvfFl+w59zy2jhjZOQgHcDgoe/xxWjdvbntJl5vrdb3Vs9/xOkaInkAC8e7isAdevQOcKRjjb4I+43zvktkV7ObwPTtYnvLwIbBOc0IIEQK67Czy584h+bpr0WZno05NIfakk8ib/TbxZ5zh9j6HzUbD999T+rdHKXv8cZpWdvw5l3jZpT49v/Hbbyn+/W2k3n2354E+7LJWz56NafduKl96iZK77qJ10yavc9a8/0Hbp8bJk9H0yfRwAzR88w3m0jKvaxEi0klqigtd9rbOyn9BY6n764YEaK11syg1TL7L+b+r/u3/wUPhdNzDh3bDhRCiizgcjrbfJV3FWlHBvuuux7R1a4fXoydMIOfFf6MyGnE4HJT+5a/UfvCBm1k60g0owLxjZ9BrU8XFOQ+gesh7b89w1FH0ff9Q+caq//2P8r//w+M9caefTtZTTwa1zt5IUlN6FtkR7065k91f08VCpod8N4cNtnwC62dLEB4otd5ZV1wIIbqAw2Kh6r//ZefME9k6ZCg7pk6j4rnnsDc1eb85AMV339MpCAdo/uknSh99DHAGZZl//QvavDyf5jTv3hOStdnr630OwgFa162jZu7cts8NQ4Z6vafh+++xt7QEtD4hIoUE4t2pzzjInwYctkuij4fRV0HVNs/3V+2Eun2+PWvQLGdnSHFI5hhJPxFCdAmHzcb+W39P+ZNPYSkqApxlCStf/A97r7465AFj6/btNK90n25X/8UXWGtqADDv3+9zbW9sIT6Q7yuHg9I//4WW9esBiB4zGlVcnOdbmptpWbeuO1YnRJeRQLy7FZzsTDHpfyLkTXVW8ph8F8RmOqt5eORjPXFDAuRMhORBwa6294hOgX4zwr0KIUQv1bDwOxoXLXJ5rXXdemrnfhiyZzmsVkr/6rnrr8NsxrzztxQTP3amNRkZKDExwSwvcHY7ZY8+hr2pCUWr9Zgbf4hsroieTQLxcIhKgr7HwYBTIGPUoXSJaP/qxLqlj4dfXoXdrkthBU0T1TXzBksXC8Z00MWBPs6ZihKV6Px3Pe4GZxlGIYToAnXzPvdyfV7InlXx7LO0/Pqr13Gq2FhMu3ZR9b//OeuU+yDp0kvI/c+LXneju0rLunXsOG4GTStWkPr7W1G07s/0qOPjiTpqVDeuTojQk4TZSNJ3BlRtD34eUy20dmEeuT4WrBGYl2dugLhsmHR5uFcihDjC2Gs9/8y11YXmZ7K9qalDhRF39AMGYC0rY/+tv8dh9q3alTY/n7ovv6L+m/kkXnQh6thYzPv3Y6uppWH+/GCX7jN7fT1FN99C/2++JunKK6l69VWX45KuuQaVIYxVxIQIAQnEI4XNDKUhavbTlUE4gM3i3NVvqe7a5wSicis0V0N0UrhXIoQ4gugHD6b5l1/cXte6qhEeANOOHdgbvXQTVqtJvfsuSu651+cgHMBSWNj2cevGjWjS0sh76020OTnsmrkBS0lJgKv2n6O5mdq5c0m943ZQq6h5621nFRacFVmSr7mGlOuv67b1CNFVJBCPFOtmQ/WOcK/CN2o9NJeHexVuOKDxgATiQohulXjRhdTMnu32uuXAgZA8R4nynhoYf9ZZ2OvrsdXWBvUsa3k5Bx76M3lvvUn2i/9m37XXYavs2HpeiY7G0eztfFNgWjdsRFGpSLv9dpKvvY6WNatBURE9dgwqH/49iCNXa2srH374IQsXLmTnzp3U1tZiNBoZMGAAJ510Eueffz6GCHk3ReqIu9DtNTird8Nq12+9dTtFA4rKc+Oe9JFQtr771uSvMddBUr9wr0IIcQRpWbeOwgsu9Dgmf+5cokYMD+o5DoeD3aeehnmP5zKDqpgY7zvnPuo//xt0eXnYGpuo+/wzWlavQRVlQD9oEGV/ezQkz3BF6oQH5kivI7527Vr+8Ic/UFxc7HZMfn4+L7/8Mvk+dp7tSnJYMxJUeOk61p3icz0H4VojJA/svvW0p9ZB2ggvgxRI8K1erhBChIq1osLrmKo33gg6OFIUhbS77vTaaj5UQTjAgT/9iQMP/RnT1i0kXXwxWU89SeYjj4CHg5ShEHfaqV06v+h91q9fz1VXXdUWhI8ePZr777+fZ555hjvuuIPs7GwACgsLueqqq2gM4X8ngZJAPBI4fCxL2B3qvNSaVesg1XujhS7R73jQe6t84gC776W6hBAiFHQ+7Kw1fPUVFU8/HfSzYo8/npyX/oNheHC7675qXvUztXPmsPfSy9g96yxatm+n+I/3UealhGIwjFOnEDNtWpfNL3ofs9nMH//4R5p/S5W6/fbbef/997niiis49dRTueGGG5g3bx7jx48HoKSkhFfdHATuThKIR4LECEqjcHhp5tBa6wzGu7t2q0oLCf2cJQo9Ueulhb0QotvpCwqIHjfO67jqt94OOncbIGbqVPp+OBf9oO7tF2Hato3CM2dR/+mnYO+6TaSkyy5D8bLrL0R777//Prt27QLgkksu4cYbb+w0Jjo6mkceeaTt8y+++KLb1ueOHNaMBKlDIToVmr2/tekfNag1YDPh/JvLhx+aisrLDr0DDqyGpILuPVxqt8C6N+GoK2D3QvdrzBzt/BqEEKILOaxW6r74grrPPsNWVY2+oD8JF12Eee9ej2kqDpOJpuXLiTs1NGkXikEfknkiTfXbbxMzZUq4lyFCwGyz02C1YbHb0apUxGrU6NSh/z396aefApCQkMDtt9/udlx+fj433HADJpOJhIQEbDYbarU65OvxlQTikUClhjFXw8rnQlyf29auXbGPOxe+pMmUroPBs+Cn57o3DcTcCOWbnN1Jd3zV+Xp0qjN9RQghupDDYqHo5ptpWryk7TXT9u3Uf/U18eeeQ91HH3u+3xa6neTY446jdV0EH54PUMsv3hsWicjlcDioNFnYUttEYWMLtnZHI9QK9I2JYnCCkRS9tu1waTD279/Ppk3O83YnnXQScV4aUt1xxx1BPzNUZOswUhgSYOBp4V6Fb5oqwJjq7FYZ26d7n12+EfKmwOirnIdGdTEQnewMwI+W7plCiK5X8957HYLw9uo++thz5p5WS/SE8SFbS8IFF6AJUY3ySKJESGk54T+L3c53B6r5oqiSXQ0dg3AAmwN2NrTwRVEl3x2oxhKCFKeDQTjAmDFj2j622+1s376dJUuW8Ouvv1JfXx/0s0JNdsQjSfpI2LsYmiK1Rvdv1Fpn06DYTJhwKzRXOXert30ODV3c8KG5EhY9DJljYdjvQGfs2ucJIUQ7DouFqtff8DLI/aWEc85Bm5YWsvVoEhPJe/stSu5/gBYPDYV6mtgTZ4Z7CSIAFrudb/ZXUWmy+DS+qMnEN/urODk7GW0QZwK2bdvW9nFOTg5ms5lXXnmF999/n4p2qWJarZYZM2Zw9913k5OTE/DzQkl2xCOJWguZY7yPC7eWKlj6d1j2FGz91JnbHpMOg88GpRvyrKwtULQUljwG276IrKozQoheq2X9enaeMBNraWlA92tSU8l44P4Qrwp0ubnkz36b3LfeRD9gQIdrqsSEkD/PL4pC1KhRri+5KX+oTkgg+dpru3JVogs4HA5+LK3xOQg/qNJk4cfSmqBKex44rGHWeeedx/PPP98hCAewWCzMnz+fc845h1WrVgX8vFCShj4uhK0YvsMBK5527vr2NGqdM70mHLv5OZNh0Ond/1whxBHDVlfHrhNPwlZXF/gkGg1DNm4I3aLcaN2+HfPevWjT0lAnp7DrpJPanRfqXoYxY0g4axaKIYra996jdeNGVEYjcaefTuJll1Lz9mzqPvkEe1MTqFQYpxxL+j33oO/fPyzr7Q3CFcNUtJr5oijw+OX0nBRSDbqA7v3973/P/PnzAcjLy2Pv3r3079+f2267jYkTJ6LX69m4cSMvvvgiy5YtAyAuLo6PP/447DvjEoi7ELZA3NIMPz7ifZzoSKWBY/8oaSpCiC5T9s+nqQ6y5rAqOppBq7v/EGLtx59w4E9/ClswDqAr6E/qHX+g5edVKFFRJF5yCdqUFADszc1YDhxAnZCAJjk5bGvsLcIVwywurWFXQ+AFJwpio5iSkRjQvddccw1Lly5t+3zUqFG8/vrrxMR0PDdmt9u55557mDdvHgAnnngizz//fMBrDgVJTYkkKk1kld6LpLV4YrdCjed2z0IIEai6zz6j+rXXgp4n9qSTQrAa/yWcczb9PvuUxEsvRZsbnt0/885dFN98M9X/e5Oq/7zEzmOnUPR//4fDZkMVHY2+f38Jwnsws81OYWNwVd/2NLZgDrCiUPs/OtRqNU8++WSnIBxApVLx17/+lfj4eAC+/fbbTukr3a2HRFpHCLUOUgaHexWHqMLYGMeY7ixT6Ktu7i8khDgymPcXU/LAg87UwSCo4uJI+b/rA7rXtHsPpY/8jd3nnEPhxZdQ/dZb2Bqb/JpDX1BAxoMPULBgAX0/+ZjEiy/COGUKKhfBSndp/HEx+669LmzPF6HTYLV1qo7iL5sDGq2BvWsTHR3d9vGYMWPIy8tzO9ZoNHL88c5Sxw6Hg59//jmgZ4aKBOKRpt8Jzu6QkcBmCs9zdbHOOuX1+30br9JCouQTCiFCr+zvj4M1gH4JBytAKArGY48lb/bb6PLz/Z6m8ccf2XP22dS88w6mzVtoWb2asscep/DCC7DW1Pi/LsAwZAgZDz1Eyg3/h72xMaA5QqV5xQqa1/e+OuhHmlCUIAxmnva73wUFBV7H9293BqGsrCygZ4aKlC+MNLGZMO562LkAqrYDDtDHO+tjNxSHYUEKHmtxdQWVBlb/Fxw+/mWcewxoo7p2TUKII07Vf1+nceF3XsepExMxHnMM5j17UMXGEnf6acTOnImtugZ1XCya33Kh/WVvbaX4nntxmDpviph37qL8yafo89ijAc0NYK2uDvjeUCr/59Pkv/m/cC9DBCGY0oOhmCc3N7ftY19y43W6Q4dCbWE8OwESiEem2D4w+kqwtoLVBPpYMDXALy9Ba233rkX92zdrd+6OW5p8C8LVesidLN00hRAhZ6utpeK557yOU4zR5M+dgy47u9M1TUJCUGtoWLAAu4cqLfVffknGA/ejMgZ2UF2TkRHo0jxMqvH7HQTThq6vJCO6VqxGjVohqPQUtQIxmsBKIA8efCitd/9+7++mV1VVtX2cmZkZ0DNDRQLxSKYxOP+xWaCpDPrNhPp9zjbv5m56O9FjAN4Fu+VaozMQ92TYBc4KKfG5oImQNB4hRK9S/+23LneiD5dy/f9hq6mh5MX/YN69G3VKMglnn03MjBlBt+62FHt+F9RhMmGtrkbnZyDetPInKl94geYQNQBSDAbU8fEoWi0OHFgPlPpVocURorQGET46tYr8mKigqqb0jYlCpw5sR3zs2LHodDrMZjM///wzjY2NLg9rHtS+hnj7ID4cJBCPdEUrYPdCZ2lDcDbM6TMWqnZCqy9vK4YhtSQQigpShkB8Nuyc73lsdJIzCBdCiC5ir2/wOkY/eDCoFArP/12H1xsXfkfcaafR58knUIJ4y16bleXxumIwoElK8mvOxsWLKbrp5sDy3l0wjBiBw2rFtGXLYYtTUCclooqJxVpWiqPV/R810UcfHZK1iPAakmAMKhAfnBB4CeL4+HiOO+445s+fj8lk4pVXXuEPf/iDy7Fr1qxh9erVAAwbNqxDvng4yGHNSFb8i7Nt/MEgHJwpG8V+dINKHQpDz4PsCZB7LAyaBWnDQ1QRJQQBviYKxlwLU+6HUZeCwUsNUUUNUf794hFCCH8Zhg3zeF0xGEh/6E9UPP2My+v1X35J3ccfB7WG2BNPRP1bmTVX4k471e+0lLInnghJEK7p04eMRx7GMGJE5yAcwOHAVldPzLHHkvXcc86UFVcUheSrrwp6PSL8UvRacoyBvUudY9STog8uLrn55pvR/tat9b///S+ffvpppzFFRUXceeedbZ9fd134q/ZIQx8XwtbQpz2HHZY/BS2BnYrvYOSlkPbbL5X6Yljzhvf0j26hgvE3Q1wfKNvg3Pn31pkzYxQMv7B7lieEOKLtOv0MzDt3uryWfN112E2t1Lz1ttv7DSNH0nfOB0GtoXHxYvbf+vtOaTL6AQXkvvUWmkTfG6C0btvOnlmzgloPQMott5B6y804zGa2TpgILd53QY1TpmDavRtru3QbldFI+v33kXDuuUGvSRwSzhjGYrfzzf4qv9rcp+i1nJydHJIDn2+//TZ/+9vf2j6fNGkSM2fOJCEhgY0bN/LBBx/Q1OSMf0477TSefvrpoJ8ZLElNiVTNld6DcJXG2czGmwOrnYF4ay38+hrYWkOyROcbKh5y+wyJ0Orha0gucAbhB9bApjneHxeb5dzRF0KILmYuKnJ7UDJ60iRSf38r+39/m8c5LEVFQa8jZupU+n76CTXvvkfL6tUoUQbiTjqZhHPO9ns33N7k3waMEhVFwvnnAQrWsjK02VkknHce+r59sbe2UnjRxT4F4QBNS5aQfPPNRI8ejWnHDtSJCcSeMBN1jHRE7k20KhUnZyfzY2kNRU3ez1jkGPVMy0gMWdWVyy67jKioKB577DGamppYsWIFK1as6DTuwgsv5MEHHwzJM4MlgXhPZrdCTAY0lnoe11wF+5ZD5dYQBuGAPgZM9e6vq7We/1hQ6aBsPWz/0v0cisqZXpM2wvnHhCqwE9VCCOGP0j//GaubjnvWAwdAo0GTlupxjlBVJdH37UvGA/cHP8+AApToaBzNzd4HAyn/dz0pN9zg8treyy53nZLiQe0HH5B64w3EHDvZr/tEz6JVqTg+M4lKk4WttU3saWzpUE1FrTgPZg5OMJKi1wZ9qPlw5513HlOnTuX9999n0aJF7N+/H5PJREZGBqNGjeLiiy/mqKOOCukzgyGpKS5ETGrK0ifA5L50FQCDz4LSdVAbhhbvisq5TncMCTDwDNj4Pth9f5uqk/apNUII0cXM+/eza+aJHrtpGqdPo3nFSo+VVdL/9CBJl1zSFUsMWOnfHqVm9myfxmY88giJ55/X6fWWzZspPCewdJKCH75HG+Zycb1dRMQw7ZhtdhqtNix2O1qVihiNOuDqKL2R7IhHKkUFWeNh97eex1VscR6+DEcg7ikIB2cqjN0Mx94Le5fC3h8J6ICnL+k3QggRIpbiEq8t7ZsW/ejxunHaVBJ/9zuPY7pL08qfaF61CkWrIeGcs7GWldHwrZffLUD911+3BeLmoiLMhYU0Ll5CzbvvBrYQRUHloaSc6J10ahVJEni7JYF4JOs7HfYtBauHHLyqbc5/DEk+ljPsZru/g4yjcOaSBxCEKypIyAvxooQQwj1tVp+A79X170/yNdcQf+YZKO4qhXQTa1UVRTfdROu6Qy3kK/71HMapU1GionB4ye9uXr6cwssuQ9HpaV6+3OsfJ95oc3NRx8YGNYcQvY38iRLJFBUMOMW3sa3VkDQAsif+Vo87QoLX5kpnA6LGA4Hdnz7CmeIihBDdRJedTfSkiQHdqy8oIOGcs8MehAMU/+HODkH4QU2LF3sNwg9q+fkXmpctCzoIB0i64oqg5xCit5FAPNJlHe3Ms9ZGex9bswvyp8NRl0PGyC5fms+2fOzsEOqvlCEw5JzQr0cIIbzIfPhh14ctvRws87cySVdp3byZ5p9+Cvcy2mjz8ki88IJwL0OIiCOBeE+Qewwc+0fod4LncQ471O93fpw61LmjHgkszWAJoFpLU5kzz1wIIbqZLieHvp98TOrtt2EYNRLDsGEkX3ctxsmeK340r/6VLUOHsfuMM6h+992wtW9vWd95JzxcdPn56PLy2HnCCew+40wqX3oJW72HiltCHEGkaooLkXbiuE31blj9qucxY66BpALnx9s+h6LO9TN7FEMCHHOnswyiEEKEWfPPP7P38it8TtWInzWLPv/4exevqrO6zz6j5N4/dvtzDzJOm4px/ASslZVU/+9/nf596fr2Je+d2WiSpFNyqEVsDCNcipAtU+GThDzQx3V4qYVGdrOJbcpqijRFWGNSDl0ceDr0PzFydsYD0Vrr7LophBARIProo8n4y19QtL6146777DOaf/65i1fVkcNqpXnN2m59ZgcqFaqoKHT9+1H99tsu/2gx79lDxb+eC8PihIgssiPuQkT/NVm6FjbOARzsYTO7lU2gHFqnWh3DiBH/Jjnp2EP3LHsSWiKwooqvsifB4DPDvQohhGhjra6mft48rBUV1H78CbZq9z9jE84/j8xHHgnJc22NjTQtWYLdZCJ6zBh0ubkdrrdu28b+G2/CUlLicR5fqqZ0NVV0NANXrkDR6cK6jt4momMY0Ym839/TZBwFaj0VO15hd+vGTpdttkY2bLiRSRO/R6//reubLrZnB+Jq33aehBCiu2iSktqqgNTMmetxrK3WS2M2H1W+8ipVL72E/WBnTEUhduZMMh97DHWMEXtLC0XXXue2I2h7jpYW0h98EEvRPmdQP3Ycla+8jHnHzpCs1Rf25mZsTU1oJBAXR7AenLNwBEsdQpGh3O1lm62ZkgNz2o0f3A2L6kLpo8K9AiGEcMswcKDH6+rk5KCfUfP+B1Q8/fShIBzA4aBhwQJK7roLgPovv/QpCD/IUlJC6p13kvHnPxN32qk4mpq93xRC6qQk1HFx3gcK0YtJIN5DNTRu8ny9od31rPGA55JbfunOnPOMoyAu8OYaQgjR1RIvvdTj9dr332fvlVf5FSS357DbqXrV/UH9xkWLaN22nZq5nnfmD1f91ltsGzmKbWPGsv+WW72ms4RawnnnoajV3fpMISKNBOI9lEbjeRehw3VtNGSOcTu2hUZaaPT94Q47pB/l+/hA6GKh30wYdn7XPkcIIYIUd/JJJF9/vccxzStXsu+663HYbD7N2b7soWXfPizFxR7HNyz6gdZNm32au43V6nxWSwuN33/v371Biho3jpSbbuzWZwoRiSRHvIfKSD+Twr3/8Xi9g0GnO7tc1u3t8HILjaxWfsREC+McM4jDt1JSjuQCKFuDEoqddrUOolMgc6yzEZHdBroYUMlOiRCiZ0j7wx3En3kG+667HusB152ETVu30vjjj8TOmOHyusNspurNN6n9YA6W/fvRpKWRcN65xJ7ivcOyefeetsA64qlUZD/7DCpDAI3ehOhlpGqKCz3hxLHFUsMvv55Pc/OeTtfS0k5lxPDnO71utTSzcfFJpDr6oEJFtVJGOUXYFefOi94RxbGOM3x6vgNooo4Y4oP6OlBpYcoffescKoQQEcxhtbJ1+AiPYxIvvpiMh/7U+V6bjaKbbqLpx8WdrmkyM8Fux1pW5npSlYqU399K5bP/Cmjd4ZB2990kX3N1uJfRK/WEGEYcIqkpPZRWm8jYMe+TnX0ZanUMAAZDNgX972X4sGc739BYRvnqB6lSStiq+oXNqlWUKnvbgnAAk9LCcuUrVmq+o0XneadbAaKJxUaQOzA6I9R0/mNCCCF6HEUBlZdfq25yohu+/dZlEA5gPXDAfRAOxJ9zNrFTp/q8zG7h5d9D8+rV3bQQISKbpKb0YDpdCoMG/oWBA/6M3W5Grda7HlixBda/g8pR6vVPr5TcC9BqkyizW0morCa6vgYdrt8+VKGihH0kkYYBFzvaKi3YLZ4f2FoL69+BoedBH/d57EIIEekUtZqYqVNpXLTI7ZjYGce5fL3u83k+PkRpa5Cjiokh8aILSb3tNhSNhujx42letcrfZXum0fid8qJOTQFFwVbu/nCqSu/m95UQRxgJxHsBRVHcB+E2M2yaAw4b0cR6nauo6L8dX1AppDgyGegYTRTGTuOjiGaF8hV5DKaPox8GojHTSpNeIdHk61fggJ3fQMYoyQsXQvRoKTfeQNPy5TjM5k7XosePxzhpksv7bHU+1hp3OIg/+2wSzj8Pw6BBqIyHfi5nPfM0+669DtOWLQGt3SVvQbhWS/zpp9O8ahWKVkvszJkkXnYp1a+/4Wxt70bsySeFbo1C9GCSmtLblW0EaysAcSQR5/DtMOYhDiqVEn5VvsdMa6erVizYFTt7lM0sU33B98qHLFV/SbSxwL/HmBskRUUI0eNFjRpFzssvoR8woO01Rasl/qyzyH7xRbf3GQYN8vkZ5n37iB4zpkMQDqBJTqbfJx8TNXas/wsPkKLVkvno3yj4biH9v/matDv/gDYtjaSrrkSTmurynqixY90eWBXiSCOBeG/XWtvh02GOCWgc/ncxMyktFCmdO67VRncsxaXRJTCq7yPoWwNoDGHzeQtdCCEilnHSJPrN+5y+n35C7ltvUvDjIvr8/XHUMZ3fVTwo8eKLnGkgPvCW1pH1z6fQZmV1el3R60m+8UaUEKaFOJqbafzhh06va9PTyXv3HWJnzmzLi1cZjSRecgm5r76C4uPXKkRvJ1VTXOhpJ47tdgsVFQtoat6FTptEevppaLWJANTvnsvePS9QRRngQIeeFqUpoOeoHGqy6U+2o4AoYiBlEIy6nNr6NTQ17kCriSP1QDlK5Tb/J1dUMPkeMARZhUUIIXqounnzKLn/AbB4OVuj1aJJSCDu1FNJvvYalzvP1poaaj+YQ8OCBdjNJqKPPpqkyy5D368f5qIiSv/6ME3LlrXlmwdD0WrR5udhnDiJlBtvQJPU8Z1XW20tttpaNOnpqKKign6e8KynxTBHOgnEXehJ38R19evYsP5GTOZDJ+pVKj0DCh7AEJXF+vU34HB4+aHuJxUaBqRcgpI0AJUmipTk6Wi1CbBpLhwI8CR8xigYfmFI1ymEED2Npbycmnffo+r118FFnvnh1OlpZD/zDFGjRrnsUumw2zFt24bDZscwaCCKVnvoWSUl1H31FRVP/TN0X4BKRZ/HHyN+1qzQzSn80pNiGCGBuEs95ZvYYqljxcrjsVhqXF7XapOxWKq6fB0qlZ68rCvot68BHL51jesgeSCMuBg0copeCCFstbXsmDYdh8n3dD1NRgZJV15B8pVXtr1W+/EnVL7wQlvrenVKCslXX03y1Ve1jSn+w53Uf/VVyNYOgEpF/tw5RA0bFtp5hU96SgwjnCRJqwc7cOAjt0E40C1BOIDdbmJP0StoHEeRy0D3A9OGQ/8TnZVcKrc6X0sZBHHZ3bJOIYToDg6Hg5Zff8VaXY2+f3/0/fv7dX/dV1/5FYQDWEtLKf/7P7BVVpJ2113UfvghBx7s2DjIVllJ+RNPYG9uJvWWmwFoXLrUr+f4xG6n5p13iXrs0dDPLUQvI4F4D1ZXvybcS+hgn7KNbEcBKndngLMngPG3XMa4zgeJhBCip2tasYIDf/4Lln372l6LnjiRPn9/HG1Ghk9zWCvc19/2purNt0i4+GIqnn/B/ZjXXyfpistRx8Y665J3gdaNG7tkXiF6G6ma0oOpVV1z6CUl+WQGFPwJRfGvprdJaaGZBtcXdbGQ0DcEqxNCiMjUumULRTfc2CEIB2heuZJ9V16F/bddbltdHTXvf0DFv/9N/Tff4Gh3ONPe2hpUII7FQs0773jsxOlobqZp2XLAWW6xK9glLUIIn8iOeA+WlnYKB0o/CuGMWrKyzmfggD+hUuloaNxAaemnfs3gdje84ERp1iOE6NWq/vu625QSc2Eh9V99jcNipuyxx3G0HurLoElLI/v559CkpLD3qqs7BfL+srd07vnQaYzZRPH999O0eHFQz3LHUliIrbHJY8lGIYTsiPdoycnTSUqaEpK5oqP7MeXYpQwe9AigsH37I9TUrAT8e9tSO/QSiGn39mtMhvMgZp9xIVmnEEJEqqYlSzxer/v0U0r//JcOQTiAtbycfddcy/47/hB0EA4QM+M4zyknKhUt69ZT//EnQT/LLYuF+i/mdd38QvQSsiPegymKwsgRL7Nnz7MUl8zBaq0NeK6C/vei06VQVb2M9ev/D7u9JaB5Kiimz8TboPW3ds1SF1wIcaTwkm9t3rPHbd1ue2MjrevXh2QN1a/912N9cFV8HLVz5gT/LC9atwXQU0KII4zsiPdwarWegoJ7mXLscoYOeSqgObKyLiU19QQam3awbt01AQfhAFZrvfMDQ3xbEG61NlBY+B9+WnUay5ZPY8OGW6it/SXgZwghRCSKmTbV43Vbg5szNKHkcNC8cqXHIfaaWu9Ng0JAnZDQ5c8QoqeTHfEezm43UVb+NdVVSzo09fGVShVD/353UlW9lL17Xw66+U9sbMe6sRZLDb+uvoimph1tr7W27qe84msGD3qUrCxp4iOE6B2SrrmG+gXf4mjpvJmhK+iPrbEJm4tr3U6jAau1yx8Tf+aZXf4MIXo62RHvwVpNpfy06gw2b76T0rJPqalZ4fccUVGZrFh5PGvXXkFNzfKg1qNWG0lMnNDhtd27/9UhCG9v67YHKS5+L6hnCiFEpDAMHEjuKy+jK2hXN1xRME6dQt4bbxB/8snhW1w7hm5otJN87TXo+0qlLCG8kc6aLvSUrlSrV19CTa3ntyC724TxXxETMwgAu93K4iVjsdkaPd4zoOB+cnOv6Y7lCSFEt2jZsAFbdTW6fv3Q5eQAYCkrZ88552Cr6p5ma+4Yp01zHiy120MzoUrVlpOuzcsj9aYbZTc8jHpKDCOcZEe8h2ps2hFxQThAff26to/N5gqvQTjArt3PYLHUd+WyhBCiW0WNGEHMtGltQTiANj2N/A8+QBUb6/M8+hHDUcW7OPSuKKgTEwNaW9OPP6LodAHd65LdTuzMmQzevImCb76WIFwIP0gg3kO5S/foqPv/73UAVmsLO3Y8xsqfTvLpHru9hYrKBV27MCGEiAC67CyynnkG1L71VTBt3ETmY4+RdNVVqJOTURmNRI8fT+4bb5B2150Br8PR2op+4EB0eXnOFxQF47HHkv7nhwLqttmwYEFbkyAhhO8kNcWFnvC2Tk3NSlavuaTbn2swZNPaut/NVQVwoChqHA6bX/MOHPAncnKuDHZ5QgjRIzStXEnF8y/Q8uuvXseqU1JQVCqs5eXOFxQFXV4emsxMmletApt/P2/by//sU7QpKSg6nbPlPVD97ruUPf53vyurxM+aRZ9//D3gtYjQ6AkxjDhEdsR7qISE8RgMWd36zChDLgMH/gVFcbeT4/yP3t8gHCA2dngQKxNCiJ7FOHEi+e/MZsDyZai8lPmzVVYeCsIBHA7MhYU0r1gRVBAOUP7kU2iSk9uCcICkiy+m4LuFJJx/nl9zdUt5RiF6GQnEeyhFUTF40CMoSgjz/DxS4cDB+vXXBxRoexIXO5KEBOm8KYTofexNTVS/9RaFF1zI7jPOoOS++2ndvLntujoxEYfJFLb1NS9fjrWmptPr2rQ0tLm5fs1lGDw4VMsS4oghdcR7oLLyrygufo/m5r1otYlYrXXY7a3ebwyQRpOA1VpLa2tRyOc2GgcwYsS/Qz6vEEKEm62+nr2XX4Fp69a210w7dlL3ySfEn3MOKdddy/7bbndZd7zb2O3YqqvRuDj46TD7npqiGAwkXPC7UK5MiCOCBOI9zNZtD1Fc/E7I5ouJGUpe7rVs3vJHHA5zp+vR0YNobg5dm2K9PpPMjLOw280kJE4gJfk4FEXemBFC9D4V/3quQxDeXt3HH1P35ZcQxt1wACU6Gm1GRqfX6+bNo/LFF32eI+vpf6JNTw/18oTo9SQQ70Gqq5eFNAgHaG7ezZat9xEbOxSLpYaWlr2/XVETGzMYi7UupM+zWhvJybkKnS45pPMKIUQkaVqxgto5czwPCnMQDhB/xhmojMYOr1lKSii5/wGP+eeKVkvMcccRPW4c8bPORO2qxKIQwisJxHuQkgMfhnzOgykt9fVrARVqdTw2Wx1go6FxU8ifZ7M1UFLyAfn5N4V8biGECDdbQwP7b7qZ5p9/DvdSvNKkp5F2912dXq/98EOPFVOUmBjy35mNYdCgrlyeEEcEyQnoQUymsi5+gv23ILxrVVb92OXPEEKIcDjw4J96RBCOopD75luoY2I6XTLt2ePxVkdLiwThQoSIBOI9SHRUXriXEBIOR4jaKgshRASxFBfT8O23XTa/OjkZ/OyIqXIRaAOgKFT95z/YXRwUVSd5SR202bwG60II30gg3oNkZV0U7iV0oihav+8x6DsfDBJCiJ6uZfNmsId4o0GlIurocaDVYquqAnPnQ/Xu6PLzGfDTSpKuuqrzRbudus8+o/iuuztdMh7tvZxs03LpoilEKEgg3oPExY2koP894V4GqamnMv7oz5k6ZQ3JydP9vt9qrQfAbjdTVv4VhYUvUnLgQ6zWphCvVAghuo+rNI+gREWhTk6m5edf/O5yCWAuLqb0Tw/R8P13bsc0fvcdrdu2d3hNP3Cg17kVtbvGbkIIf0iLexcivT1sff0GCve+SEXFQqD70zy0mgTGj/+SDRtvor5+nd/3R0X1ZfCgR9i0+Q7M5oq219XqGAYP/hsZ6WeEcrlCCNEtHFYrO4+bgbWiwvtgD4xTpxJ7wvG0bt5C7fvvh2h17qXddSfJ117b9rnD4WD3yadg3rvX9Q1qNQULv0WbmdnlaxP+i/QYRnQkO+I9UFzcCEaO+A8Txn8RludbrLVs3fZgQEE4QEvLHtasvaxDEA5gszWyefNd1NevD8UycTjs2O3WkMwlhBDeKBoNaffeC78FQoGyNzaizcpyVi/pBtbqQ501HVYrjtZWUm691e34hPPPkyBciBCRHXEXetJfk5s3382B0o89jsnJvpLyim8wmUoBMOj7kJd/EwZ9Ott3PEpLS6Hfz1UUncsGQKGQnn4mw4c9E/D9DQ1bKCz8NxWVC3E4LMTHjyUv7/9ITTk+hKsUQgjX6hcsoPiOP3iswx1ptP37o01NpeXXX3FYLOgHFGAYOZKmFSuwlhwAQGU0knjxRaTefrukpkSwnhTDCAnEXepp38TLV8xo14jncAqZmeeSn3cLNlsDoBATM6itm+WSpZMwm8u7ba2+MBiymXxMYCUO6+rWsmbtZdhszZ2uDRr0CNlZFwe7PCGEcKlh0SLKn3gS85490EN+f3iTeNWVxJ98Mg6zGcPQoZ2a/4jI09NimCOdpKb0AqNGvopOl+LmqoMDBz5k9ZoL0eqSiI0d0haE19evDzgIVxT/Smj5Q6UyBHzvjp2PugzCAXbu/AdWa2PAcwshhDtVb/yP/TfciHn37ogMwtXJyc7yh36qefMt1MnJRB99tAThQnQBCcR7AaOxP2NGv0NKyolux5hMpewtfKnt87q6tRw44DmlxROVKirge71JTzsloPtaWvZTV7fa7XWbrZHKSvfVA4QQIhCW8nLK//nPcC/DI22fTOwNDf7faLdT/+VXoV+QEAKQFvc9nslcyY4dj1Je/o3XnO2SA3PJyDybLVvupalpR8DP7NPnIhobt1JfvybgOdwxGLLIzr4soHsPlkX0xOLDGCGE8Ef9F1+CNYIPhms0tG7YGPDt9gb5uSlEV5Ed8R7Mam1g9eqLKCv73KeDk3Z7K7/+emFQQTiAw26iT+Z5Xsd5a/aj06WjVhvbxqannc7YMR+g0/n/9ilAVFRe23zuxMYMCWhuIYRwx1xc3GVzq2Jjg58kyD8SDMOGBb8GIYRLsiPeg5WUzKW5ebdf94Si0klZ+Rf0738fyZXfUlW1yOWY+PgxDB/2PGVlX7Fz12NAx5xJRdEwcuTLxBj7YzJVoNMlodEE9wtHozGSlHgMFZWuW0zHxg4nIcF9x7i6utVUVH4PDjtJSZNJSpoc1HqEEEeG1k2bumZiRcEwYgTNYexiqcnMJPaEE8L2fCF6OwnEe7Dyim/C8ly73YzFUsHIES9z4MCHlBz4kNbWEtTqaOJih5OdfWlbwFte8QWHB+EADoeVwj3PMWrUq0RH54VkXTt3PuE2CI+KyierzyUUFr6IRptAetqpaLUJANhsLWzYcBNV1Yvbxu/d9zJxcaM5atSraLWJIVmfEKL3sTU20rox8LQPjxwOZwWWMFGnppLz0ksoWs/vbgohAieBeA9mt5vC8lxFUaPTpaAoKtLSTiYz8xxUqo5VVOx2KzU1Kz02/amsWkRrawkGQ5+g11RTs5K9+152e91mbWTrtvvaPt+x428UFPyRnOzL2b794Q5B+EH19WvYtPlujhr1WtDrE0L0Trbq6q7LD1cUrAcOdM3cPij4biEqXddVyBJCSCDeoyUkHE1DQ+h2YlSqKOz2lt8qotiw212nsSQlTWPHjseorPoOq7UBtTqa9LTTyc29nqamHZSVz6O6egVWa43L+w+xU7T/bfT6NGJjhpCYODHgtRcXv+fxutlS2fHJdhPbt/8VrSaB0rJP3d5XVbWIpqbdGI39Al6bEKL30qSkoERF4WhpCfncSlQUjmbX5Vi7mmHkSAnChegGEoj3YNlZl1Jc/B52e6sfdym4ShUBBbvd+YvEaOxPaupM9uz5d6ecco0mgaqqJYCl7TWbrZmSA3MoOTDXzdzu7dv3StvHMcZBjBjxn4BSVVpa9/t9D8Defa+4/YPDyUFDw0YJxIUQLqmio4k/4wxq58wJ+dzhCsIBkq++KmzPFuJIIlVTerDo6HxGjnwZrdafKiPuAuVDrzc0bGT37n/Rr9+dZGacS5QhF6NxAGlpp2G11tI+CPdtbt80Nm1j7dorOwXGDoeNsrIvWbfuOn759Xy2bvsTjY3bOowJNL3Flwoyao00sRBCuJd2150Yhg71/YZIbg+vVpN62++JO/nkcK9EiCOCtLh3oae1h7Xbzfy06nSam3f5dZ9KZfCym64lP/96VIqW+IRx7Nz5DxoaNgS3WB8MG/oMGRlnAmC3W1i/4YZO1VkURc3gQY/Rp4+zjGJV1RLWrrvS72dpNLHodCk0N7s+EKXVJnHs5KWoVHq/5xZCHDnsJhP1X3xJ7aef0rJmTWTXFT+MccYMDP37o06IJ+6009BmZIR7SSIIPS2GOdJJakovoFLpyMm+gm3bH/LrPu8pLRYKC/8d+MI6UaHTpWI2l3kcVVP7U1sgXlT0hssSiQ6Hja3bHiApaTIGQybJyVOIjxtDXb37zpqupKWeQmrqiazfcAMOx+G/OBUK+t8rQbgQwiuVXk/CuefQumkjLT//HO7l+Czu9NPo8+STbcGbEKJ7SWpKL5GZeS6xscPDvQyPUlOOZ8qxyztVWDlc+8C3uMT9IUyHw0rJgQ+prPyBFStn+h2Ea7WJ5OXdQErKcYw+6k0SEw4dFo2LO4qRI15q23EXQghfNHy7MNxL8En0MceQ+9abZD31lAThQoSR7Ij3Emq1gTGjZ7Nr11MUl3yAw+EujztcFHJynId/UlNOpKz8C7cj01JPavu4pcXzIcy62l8pLHzBxW62JypSkqdTUHBv28HQxMSJJCZOxGZrxuGwBd1cSAhxZHKYg2+apk5KcpZF7EKx06djHD++S58hhPBOdsR7EY0mlgED/kTf/FvQalPCvZw2iqJl0KCHSUycAEB+/s2o1TEuxyYnT2sbB2DQe85VbGre5XMQrihaxox+h6lTVjFq1KsYjQWdxqjV0RKECyECFh1kcKtERxM15dgQrcY9TUY6tvp6Gn/8kcaly7C3+lN9SwgRKnJY04WefNBhw8ZbKS//KtzL6CAhYQJjx7zb4bX6+g3s2Pk4tbU/AaBWx9Cnz/n073c3avWh1JTde55nz55n3czsrhRjZyqVgeHDniE19UQAWk2llJTMoblpF1pdMn0yzyU2dpi/X5oQQnTQvGYNey+9DGy2gO43jD8ay+492CorPY8bMQJtRgYNixaBxb93QFVJSSScfjo1c+e21T9XxceTcv31JF9zdUDrFpGjJ8cwRyIJxF3oqd/ENTWrWL3monAvoxO1Oprp01xXW2ltPYDVWk9UVA5qdXSn6zZbK2vWXkFd3S+drvXrdxe7dz/l8dkxMcPIzDybzIyz21ral5V/zaZNf+hUIz035xoGDLjfx69KCCFcq//mG0ruuz+gJj+anBysRUVexylRURiGDnVWaLHbfZ5f0esxHnMMjT/84PJ6+v33kXT55T7PJyJPT41hjlSSmtJLlJfPZ8PGWzyOUZTwVP/wVHXEYMgkJmaQyyAcnLnvo496i0GDHiE+fgzR0f1JSzuVMWPep2/+jV4PqA4YcB+5OVe1BeGtrSUug3CAfUX/pbRsnu9fmBBCuGAuKgq406YvQTiAo6WFll9/9SsIV8XEkPPaqzQuXep2TOUrr+Lwc4ddCBE4CcR7gaKiN9mw8SYsliovI20MGvgIen1mt6zroLS0U4K6X63Wk511MePGzmXSxAWMGP48iQlHA5Cfd5Pb++LjRpOUOKnDa8Ul77sMwg/av392UGsVQhzZrFVVVD73fLiX4ZK9sZHGJUs8prLYKitp3bSpG1clxJFNAvEezmptYJeX9IyDHA4bu3Y/hcl0oItXdYhWm0Re7vVdNn9a2kkMHvQoGk18h9eTk6cxatSrncY3NW73OJ8vnTaFEMKd+vnzI3pHuX6e+4pVB0lKgxDdR8oX9nAVFQuw2Zp9HO3Aaq3r0vUcoiI5eRoDCu4jKiqny55SWfkD5eVf4XCAVptCfPxR5OfdQHz8aJfjtbokj/PpvFwXQghP7PX14V6CR9YDnjdiVElJRA2Tg+tCdBcJxHs4i7Vrf+gritbvmuRRUfmMGzsHnS6Z5uY9VFb+gF6fTmzs0JCurXDvy+za9UTb5zYbVFYupLl5F2PHvI9O17mEY2bGOZSUfOB2zoyMs0O6RiHEkcUwNLQ/57pbzDHHoOg8N10TQoSOpKb0cF3dTTMp8VgUxb8fymZzFTZbC6tXX8KKlSewbv21rPr5DFatOpP6etfVU/zV0lLMrl2uU3Kam/ewZ88LLq8lJIyjT+bvXF6LjR1GTvYVIVmfEOLIZDz2WHT5+eFeRsBs1d7OGgkhQkkC8R4uMeHoLq1/XVX9o8fDja7YbA0sXzGdmtqVHV5vaNzEmrWXe+2W6YvS0k8A99UCDpR+gsPh+vrgwY8xZPDfiY0djkplwGDIpm/+7xkz+l00GteNhoQQwheKSkX2iy+izcoK91ICYq2uCfcShDiiSGpKLzBi+IusXXclzc17umB230tjdeT6sI/VWk/h3hcZOOAhTKYy6us3UFr2MY2N29Bqk8jMOIusrItRq6M8zm72UiHGZmvEbm91WRZRURT69DmfPn3O9/3LEUIIH+n79aX/119RP38B1W++SevGjeFeks/0BZ07Dgshuo409HGhJxbDt9utVFYupKZ2JfX1G6mvXxPuJXmhwl2QHxc3itFHvY1GY3R79/79s9m2/c9urxv0fZg8eUmwixRCiKA4bDa2jh4DZv/eWewq+mFDMW3eAm5+v+W9+y7RY1wfdhc9Q0+MYY5kkprSS6hUGtLSTmbQwL9g0Kd7Ga0ACmp1DPHx47pjeS6432mvr1/Hvn2vebw7I2MWarX7NJKsrEsCXpkQQoSKolaT99//omi14V4KAKbNW4g54QT4LVhroyik3XOPBOFCdDPZEXehJ/812dKyn+UrjsNbSolWm8wxk35ApdKybv31VFdH1u6xLzvaVVVL2LDxpk7lG1NTT2T4sOdRqSTzSggRGexNTeyadRbW/cGfkQmaopD13L9oWbsWS3EJ2j59SDjvXPT9+oV7ZSIEenIMcySSSKWXqaxciC953RZLFaVln5GddTFJicdQV7cam62p6xfoI5O53OuY5OQpTJr4PSUlH9DQsBGNJo70jDNJSpzc9oNICCEigcpoxNC/P42eAnGVyq+W9QFzOGhaspTMh//a9c8SQngkgXgvY3dYfR5bVbWEivJvqK5Z1oUrCkx0dF+fxun1qfTte0sXr0YIIYIXM306jT/+6H5AdwThvzHv3t1tzxJCuCeBeC+TmDjR57GVld/irrpJuKWnnRHuJQghRMg4bDYaFnsIwruZOqVzwzMhRPeTw5q9TFzscJISJ/s4OjKDcIDikjmYzJXhXoYQQoRE7dy5NP2wKNzLaJNwjnQRFiISSCDeCw0f/gLJyceFexlBMZn2s3fvy+FehhBChETtnLnhXkIbdXIyxilTwr0MIQQSiPdKWm0cAwruC/cyADAYslCUwDKgSks/De1ihBAiTCwlJV37AJXvv85Tbr5ZDrQLESEkEO+l9u59JdxLAECnSyM/7ybS0k5Dq01Cr0snK+sSJoz/iri4ozzea7XWd88ihRCii3V1y/v0P95L1tP/RD9kiMdx+qFDSDj7rC5dixDCd3JYsxey282UlX8Z7mUAUF+/hvr6NSQlTubYyUtRqfRt19LTTqO+fq3be2NiPP9CEUKIniLh/PMp3bTJ5/FREybQ8tNP7gcoCmi1RB91FElXX0Xs9OkAxJ16Kra6OmzNLVS/+gp1n32OvakJldFI/KwzSb39dlRRUUF+NUKIUJGGPi709GL4ZWVfsHHTbUHNERszgobGDT6P12qTiI8f+1slFtf697uL/Pwb2z63WGpZtnwaNlujy/FDh/6TzIyzfF6DEEJEKofNRvHtd9DwbeefkTEnnID1wAEsxcVo+mSSeP75oFJT+uc/e5wz/4P3iRo1yuMYu9mMrbYWdUICKp0uqK9B9Aw9PYY50siOeC/U2Lgt6Dmamnf6Nd5iqaay8nuPY4pLPugQiGu1CYwc+RIbNtyI1drQYWxu7rUShAsheg1FrSbr2WdoWLCA2k8+wVpZib5ffxIvupDosWM7ja+bN8/7nHq91zEqnQ5VWlpAaxZCdD0JxHshrTYh6Dns9pYA7rJ5vNra2rmjXFLiJCYfs4QDpZ/Q1LgdjTaBzIyzMRr7B/B8IYSIXIpaTdwppxB3yilex8ZMmYJiMOBobXV5XZuXi37QoFAvUQjRzeSwZi+Unn5GwJVK2jNGDwjBag7R69Ndvq7RxJKTfTmDB/+Ngv53SRAuhDjiqRMSSL7mGtcXFYW0O+6QyidC9AISiPdCen0a/freEdQcRuMgbLbmEK3IKTNDGkgIIYSvUm+9hfT770OTfmgTQ1fQn6x/PUvcySeHcWVCiFCRw5ou9JaDDuXl37B125+wWKr9vFOFSqXDbnf9lmigBg96nKys34V0TiGE6O0cVivmwkIUjQZdfn64lyMiXG+JYY4UEoi70Ju+iSsqv2P9+uvDvQwA4uJGcfS4j8O9DCGEEKLX6k0xzJFAUlN6uZTk40hMmBjuZQChqeYihBBCCNFbSCDeyymKilGjXiMn+0rU6piwrkWnTQrr84UQQgghIokE4kcAtTqKgQP/xJRjfyIqKi9s68jIlMOaQgghhBAHSSB+BFGrDeTn3eB1XIxxMBDasljR0f3Jzbk2pHMKIYQQQvRkEogfYfr0+R15eTeiKGqX1xPij2b06DeJMmSH7Jk6XTrjxn6IVhsXsjmFEEIIIXo6qZriwpFw4rilpZjy8i8wmcqxO8xEGfJITBxPXNxIAH5YNAS73RySZ40Y/h/S0k4MyVxCCCGEcO9IiGF6E2lxf4SKisoiL+//3F7XaOIxmyuCfk6McZAE4UIIIYQQLkhqinApI/3MoOdQFA2DB/8tBKsRQgghhOh9JBAXLuXmXY/BkBPw/SqVnjGj3yE+fkwIVyWEEEII0XtIjrgLkl/lZDJVsKfwBUpK3sfhsPp8n16fzlFHvUmMcUAXrk4IIYQQh5MYpmeRQNwF+SbuaO/e19i563Gv4zSaBAYOeIC0tNNQq/XdsDIhhBBCtCcxTM8iqSnCqz59zkOlivY6rqDgHjIzz5EgXAghhBDCBxKIC6+02gSGDvmH13FxcaO6YTVCCCGEEL2DBOLCJ+npp5KcPN3t9fj4McTGDO6+BQkhhBBC9HASiAufDRn8d4wuDmAaDDkMG/p0GFYkhBBCCNFzyWFNF+Sgg3t2u4mysq+orPoeHA6SkqeQkX4manVUuJcmhBBCHPEkhulZJBB3Qb6JhRBCCNETSQzTs0hqihBCCCGEEGEggbgQQgghhBBhIIG4EEIIIYQQYSCBuBBCCCGEEGEggbgQQgghhBBhIIG4EEIIIYQQYSCBuBBCCCGEEGEggbgQQgghhBBhIIG4EEIIIYQQYSCBuBBCCCGEEGEggbgQQgghhBBhIIG4EEIIIYQQYSCBuBBCCCGEEGEggbgQQgghhBBhIIG4EEIIIYQQYSCBuBBCCCGEEGEggbgQQgghhBBhIIG4EEIIIYQQYaAJ9wIimaIo4V6CEEIIIYTopWRHXAghhBBCiDCQHXEXHA5HuJcghBBCCCF6OdkRF0IIIYQQIgwkEBdCCCGEECIMJBAXQgghhBAiDCQQF0IIIYQQIgwkEBdCCCGEECIMJBAXQgghhBAiDCQQF0IIIYQQIgwkEBdCCCGEECIMJBAXQgghhBAiDCQQF0IIIYQQIgwkEBdCCCGEECIMJBAXQgghhBAiDCQQF0IIIYQQIgwkEBdCCCGEECIMJBAXQgghhBAiDCQQF0IIIYQQIgwkEBdCCCGEECIMJBAXQgghhBAiDDThXoAQQrT3008/cfnll7d9/t1335Gdne3XHDNmzKC4uBiAW265hVtvvbXD9UGDBnW6Z+HCheTk5Pi93muvvZYlS5a0fZ6VlcX333/v8/0HDhxgxowZ2O12AAoKCvjyyy/9WsPHH3/Mfffd53WcoihoNBpiYmJIS0tjzJgxzJgxg6lTp/r1vPYqKio48cQTaW5u5q233mLChAkBzyWEEEca2REXQgjg22+/9fueuro6Vq5cGdRzP/vss7YgHGDnzp2sXr06qDndcTgcWCwWampq2LZtG++99x7XXXcdF1xwAUVFRQHN9+CDD9Lc3NwFqxVCiN5PdsSFEAJYsGABV199tV/3LFy4EIvFEtRzP/30UwC0Wm3bXHPnzmXMmDEBz3nBBRe4vWaxWKirq2PTpk2UlpYCsHbtWi699FLmzJlDenq6z8954oknWLRoUcDrFEKII50E4kIIgTMYLSsr8ysQ/eabb4J+5p49ewA47bTTmD9/Pi0tLXz99dfcf//9xMbGBjTvww8/7HWM1Wrlrbfe4oknnsDhcFBaWsqjjz7Kc8895/Veu93OP/7xD/73v/8FtD4hhBBOkpoihDiiDR8+HHCmWSxcuNDn++rr61mxYgUAqampAT37k08+aft40qRJHHvssQC0tLQwb968gOb0lUaj4eqrr+a6665re23+/PkUFhZ6vK+mpoZrr71WgnAhhAgBCcSFEEe0k046qe3jBQsW+Hxf+7SU9nP4ymw28/XXX7d9PnHixA7zzJ071+85A3HNNddgMBjaPp8/f77LcQ6Hg88//5xZs2axbNkyANRqNVqttlvWKYQQvZEE4kKII9qUKVMwGo0A/Pzzz9TU1Ph038G0lLi4OI455hi/n/v9999TV1cHOHflMzIymDFjBlFRUQBs3ryZjRs3+j2vvxISEhg6dGjb5zt37nQ57oILLuDuu++mrKwMgJiYGF566SXS0tK6fI1CCNFbSSAuhDii6XQ6pk+fDoDNZuO7777zek99fT3Lly8H4IQTTghoV/jgIc2DcwAYjUZmzJjR9vqcOXP8njcQGRkZbR9XV1e7HLNu3bq2jydOnMi8efOCKnsohBBCAnEhhPA7PaV9WsrJJ5/s9/Oqqqraao8risLpp5/edm3WrFltH3/xxRfdUhrQbDa3fRwdHe12XFZWFk8//TRvvvkmffr06fJ1CSFEbyeBuBDiiDdt2rS2AHT58uU0NjZ6HH8wLSU+Pj6gtJR58+ZhtVoBGDNmTIdGQpMnTyYlJQWApqYmvvrqK7/n99f27dvbPnbX1OjJJ59kwYIFnHbaaV2+HiGEOFJIIC6EOOIZDAamTJkCOOts//DDD27Htk9LOf7444NOS2m/Aw7Oaibtg92uPrT566+/sm/fvrbPJ06c6HLcmWeeiUYjFW+FECKUJBAXQgg6pph46rL53XfftaWlnHLKKX4/Z+vWrWzZsgVw5qe7mqN9cL527doOO9ahVFlZyQMPPND2eX5+flsJRSGEEF1PAnEhhACmT5/eVsZv8eLFtLa2uhx3MC0lISGBSZMm+f2c9rvhxx13HHFxcZ3GDBs2jAEDBrR9HqpDmw6Hg8bGRjZt2sTLL7/MrFmz2hoKKYrC/fffj0olvxaEEKK7yPuMQgiB85Disccey8KFC2lpaWHJkiXMnDmzw5iGhoa2GtqBVEux2Wx88cUXbZ+fddZZbseeeeaZ/POf/wScOeV33303er3ep+cMGjTIr3WpVCruuecepk2b5td9QgghgiNbH0KIiKIoStjma189xVVjm2DTUpYuXUpFRQUAiYmJbXnprsyaNattd7q2ttavZkP+mDBhAm+88QZXXXVVl8wvhBDCPdkRF0JEFLVa3eFzh8Ph9xwHg2XArwOGM2bMQKfTYTabWbRoEWazGZ1O13a9fVqKu0ONnrRvaW+327n88ss9jtdoNG2lBefMmcMZZ5zh03MuuOACl6+r1WqMRiNxcXH069ePkSNHSkMeIYQIIwnEhRAR5WBnyYPa17j2VUtLS9vH7du3exMTE8PkyZP54YcfaGhoYMWKFW3pGg0NDSxduhSAmTNn+l1BpL6+nu+//77t87q6OlavXu3z/atWraKwsJD8/HyvYx9++GG/1iaEECI8JDVFCBFRkpOTO3x+sA28rywWS4cmOIfP50379JT21VOCTUv56quvMJlMft/XXleXMhRCCNG9JBAXQkSUlJSUDukgJSUlft2/b98+bDZb2+dZWVl+3d++Nvh3333XNtfBtJTExEQmTJjg15zQsVrK1VdfzbZt23z655xzzmm775NPPumQdiOEEKJnk0BcCBFR1Go1AwcObPt8w4YNft2/bt26DnP5W0EkLi6uLf+7urqa1atX09jY2FYt5cQTT/Q7LWXv3r2sWbOm7XN/ulO2r6xSVVXVIb1FCCFEzyaBuBAi4rRvKjNv3jwaGhp8vrd9ecAxHaSEtAAAAyNJREFUY8ZgNBr9fn779JSFCxe2HdyEwNJS2h/SzMvLY/jw4T7fO378+A67+qGqKS6EECL8JBAXQkScc845p616SlVVFY8++ih2u93rfd98803bzjXAhRdeGNDzTzjhhLZd7++//76tdGBSUhLjx4/3ay6Hw8Hnn3/e9vmpp57q1/2KonSolrJ8+XKKi4v9mkMIIURkkkBcCBFx8vLyuPTSS9s+/+STT7j++uvZunWry/F1dXW88MIL3HnnnW2vjR8/3u+g96DExMS2gHvfvn1t6SAzZ87sVF7Rm1WrVnUInP1JSznozDPPbPvYbrfz4Ycf+j2HEEKIyCPlC4UQEemuu+6isLCQH3/8EYAlS5awZMkSBgwYQE5ODklJSTQ1NVFUVMTWrVuxWq1t9w4aNIh//etfQbVrP+mkk1i+fDlAUNVS2h/SHDhwYIfW9b7q378/I0aMaMuX/+ijj7jlllv8/qNACCFEZJEdcSFERNLpdLz44ovceuutHWqL79ixg++//54PP/yQr7/+mo0bN7YF4Wq1mgsuuID333+fpKSkoJ5/4okndgh0k5OT/U5LaWlpaau2Av6npbQ3a9asto/LyspYvHhxwHMJIYSIDBKICyEilkaj4ZZbbuGHH37goYceYubMmeTn5xMdHY1KpcJgMJCRkcHkyZO5/fbbmT9/Pg8//DDR0dFBPzspKYlx48a1fX54YO6L+fPnd6hpHkhaSvt7D5ZVBDm0KYQQvYHiCKR/tBBCCCGEECIosiMuhBBCCCFEGEggLoQQQgghRBhIIC6EEEIIIUQYSCAuhBBCCCFEGEggLoQQQgghRBhIIC6EEEIIIUQYSCAuhBBCCCFEGEggLoQQQgghRBhIIC6EEEIIIUQYSCAuhBBCCCFEGEggLoQQQgghRBhIIC6EEEIIIUQYSCAuhBBCCCFEGEggLoQQQgghRBhIIC6EEEIIIUQYSCAuhBBCCCFEGEggLoQQQgghRBhIIC6EEEIIIUQYSCAuhBBCCCFEGEggLoQQQgghRBhIIC6EEEIIIUQYSCAuhBBCCCFEGEggLoQQQgghRBj8P++D/Y2gPHEBAAAAAElFTkSuQmCC", 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", 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" ] }, "metadata": { "image/png": { "height": 337, "width": 369 } }, "output_type": "display_data" } ], "source": [ "sc.pl.umap(adata, color = ['leiden'], palette = 'tab20')\n", "sc.pl.tsne(adata, color = ['leiden'], palette = 'tab20')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "**Standard Pipeline Export:**\n", "\n", "write out clusters and generated metadata values (i.e. PCA, UMAP and tSNE coordinates) for loading into database\n", "\n", "```\n", "bc.st.export_clustering(adata = adata,\n", " basepath=,\n", " method = leiden')\n", "``` \n", "\n", "```\n", "bc.st.export_metadata(adata=adata,\n", " basepath=,\n", " n_pcs=3, tsne=True,\n", " umap=True)\n", "```\n", "
" ] }, { "cell_type": "code", "execution_count": 579, "metadata": {}, "outputs": [], "source": [ "#write out our AnnData Object to reload this analysis point\n", "adata.write('/tmp/adata_pbmc_processed.h5ad')" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3.8.13", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.13" }, "vscode": { "interpreter": { "hash": "b9dea2d003d87676325b87da227df116e4cd201f5bea5c1857be972557bccd45" } } }, "nbformat": 4, "nbformat_minor": 4 }