{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Differential expression analysis\n", "\n", "Today we are going to learn how to perform differential expression analysis on aging bulk RNA-seq datasets. For this lesson we prepared longitudal RNA-seq data on aged human fibroblasts from Fleischer et al (2018). This data is already proccesed, therefore we can skip a large part devoted to raw read processing and mapping (Figure 1) and start with a table of counts. \n", "\n", "```{figure} figs/TitleFigure.png \n", "A typical workflow for DE analysis.\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Preparing the data " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will start with uploading expression data table together with meta file containing brief sample description (age, ethnicity). While original study include both male and females profiles, we selected only the male ones for the simplicity of the further analysis. Processed files (*data_fibroblasts.csv* and *meta_fibroblasts.csv*) are available here: http://arcuda.skoltech.ru/~d.smirnov/ComputationalAgingCourse/" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import sys\n", "from collections import Counter\n", "\n", "path_data = \"data/data_fibroblasts.csv\" # change this with your actual path to data file\n", "raw_counts = pd.read_csv(path_data, index_col=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Check the number of gene features and number of samples available in the dataset:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of genes: 29744\n", "Number of samples: 99\n" ] } ], "source": [ "print(\"Number of genes:\", raw_counts.shape[0])\n", "print(\"Number of samples:\", raw_counts.shape[1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This table includes expression profiles of 99 samples with 29744 genes detected. However, some of this genes can have zero expression values across samples. We will filter them out:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(24033, 99)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "raw_counts = raw_counts.loc[~(raw_counts==0).all(axis=1)]\n", "raw_counts.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we will load meta file with sample descriptions:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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AgeEthnicity
SRX40224561Asian
SRX402245712Caucasian
SRX402245925Caucasian
SRX402246126Caucasian
SRX402246328Caucasian
SRX402246429Caucasian
SRX402246529Caucasian
SRX402246630Caucasian
SRX402246830Caucasian
SRX402246930Caucasian
\n", "
" ], "text/plain": [ " Age Ethnicity\n", "SRX4022456 1 Asian\n", "SRX4022457 12 Caucasian\n", "SRX4022459 25 Caucasian\n", "SRX4022461 26 Caucasian\n", "SRX4022463 28 Caucasian\n", "SRX4022464 29 Caucasian\n", "SRX4022465 29 Caucasian\n", "SRX4022466 30 Caucasian\n", "SRX4022468 30 Caucasian\n", "SRX4022469 30 Caucasian" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "path_meta = \"data/meta_fibroblasts.csv\" # change this with your actual path to meta file\n", "meta = pd.read_csv(path_meta, index_col=0)\n", "meta.head(10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's check age range of our samples using the information from the first column of the *meta* " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Minimal age: 1\n", "Maximal age: 96\n" ] } ], "source": [ "print(\"Minimal age:\", min(meta.Age.values))\n", "print(\"Maximal age:\", max(meta.Age.values))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To perform further analysis we will divide samples into age groups with a step = 10 years." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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AgeEthnicityAgeBinsAgeRanges
SRX40224561Asian0[0, 10)
SRX402245712Caucasian1[10, 20)
SRX402245925Caucasian2[20, 30)
SRX402246126Caucasian2[20, 30)
SRX402246328Caucasian2[20, 30)
\n", "
" ], "text/plain": [ " Age Ethnicity AgeBins AgeRanges\n", "SRX4022456 1 Asian 0 [0, 10)\n", "SRX4022457 12 Caucasian 1 [10, 20)\n", "SRX4022459 25 Caucasian 2 [20, 30)\n", "SRX4022461 26 Caucasian 2 [20, 30)\n", "SRX4022463 28 Caucasian 2 [20, 30)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.DataFrame(pd.cut(meta[\"Age\"], np.arange(0, max(meta.Age.values)+10, 10), right = False, ordered = True))\n", "df.columns = ['AgeBins']\n", "df['AgeBins'] = df['AgeBins'].astype(str)\n", "meta = pd.concat([meta, df], axis=1)\n", "meta = meta.replace(np.unique(meta['AgeBins'].values), np.arange(10))\n", "meta['AgeRanges'] = df['AgeBins'].values.astype(str)\n", "meta.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setting up rpy2 functions" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "from rpy2 import robjects\n", "from rpy2.robjects.packages import importr\n", "from rpy2.robjects import pandas2ri, Formula\n", "import rpy2.robjects.numpy2ri\n", "pandas2ri.activate()\n", "robjects.numpy2ri.activate()\n", "from rpy2.robjects.conversion import localconverter\n", "from rpy2.rinterface_lib.embedded import RRuntimeError" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "deseq = importr('DESeq2')\n", "sumexp = importr('SummarizedExperiment')\n", "degreport = importr('DEGreport')\n", "to_dataframe = robjects.r(\"function(x) data.frame(x)\")\n", "get_clusters = robjects.r(\"function(x) x[['df']]\")\n", "get_cluster_data = robjects.r(\"function(x) x[['normalized']]\")\n", "to_factors = robjects.r(\"function(x) data.frame(lapply(x,factor))\")" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "class DESeq2():\n", " def __init__(self, counts, meta, design):\n", " self.raw_counts = robjects.conversion.py2rpy(counts.round().astype(int))\n", " self.meta_chr = robjects.conversion.py2rpy(meta)\n", " self.meta = to_factors(robjects.conversion.py2rpy(meta))\n", " self.design = design\n", " \n", " def create_deseq_object(self):\n", " self.dds = deseq.DESeqDataSetFromMatrix(countData=self.raw_counts, colData=self.meta, design=self.design)\n", " \n", " def normalization(self):\n", " self.dds = deseq.estimateSizeFactors_DESeqDataSet(self.dds)\n", " norm_counts = to_dataframe(deseq.counts_DESeqDataSet(self.dds, normalized=True))\n", " norm_counts = robjects.conversion.rpy2py(norm_counts)\n", " norm_counts.index = robjects.conversion.rpy2py(self.raw_counts).index\n", " norm_counts.columns = robjects.conversion.rpy2py(self.raw_counts).columns\n", " return norm_counts\n", " \n", " def transformation(self, method = \"vst\"):\n", " if method == \"vst\":\n", " mat = deseq.varianceStabilizingTransformation(self.dds, blind = True)\n", " elif method == \"rlog\":\n", " mat = deseq.rlog(self.dds, blind = True)\n", " \n", " mat = to_dataframe(sumexp.assay(mat))\n", " mat = robjects.conversion.rpy2py(mat)\n", " mat.index = robjects.conversion.rpy2py(self.raw_counts).index\n", " mat.columns = robjects.conversion.rpy2py(self.raw_counts).columns \n", " return mat\n", " \n", " def LRT_testing(self):\n", " try:\n", " dds_lrt = deseq.DESeq(self.dds, test=\"LRT\", reduced = Formula(\"~1\"))\n", " res_LRT = to_dataframe(deseq.results(dds_lrt))\n", " res_LRT = robjects.conversion.rpy2py(res_LRT)\n", " except rpy2.rinterface_lib.embedded.RRuntimeError:\n", " sys.exit()\n", " return res_LRT\n", " \n", " def clustering(self, cluster_mat):\n", " cluster_mat = robjects.conversion.py2rpy(cluster_mat)\n", " dp = degreport.degPatterns(cluster_mat, metadata = self.meta_chr, time = \"AgeBins\")\n", " cluster_content = robjects.conversion.rpy2py(get_clusters(dp))\n", " cluster_data = robjects.conversion.rpy2py(get_cluster_data(dp))\n", " return cluster_content, cluster_data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Normalization" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Specify a design formula for statistical testing with DESeq2 (it is important to put the factor of interest in the end of the formula!):" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "design = Formula(\"~AgeBins\")\n", "d = DESeq2(raw_counts, meta, design)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Initialize DESeq2 object with our data:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "d.create_deseq_object()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Perform DESeq2 normalization:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "ncounts = d.normalization()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then transform data using variance stabilizing transformation (VST) to get rid of heteroskedasticity:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "vst_mat = d.transformation(method = \"vst\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Quality control" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Before differential analysis we will explore a similarityof the samples in the age groups" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Principal Component Analysis" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "from sklearn.decomposition import PCA\n", "from sklearn.preprocessing import StandardScaler" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "x = np.transpose(vst_mat.values)\n", "x = StandardScaler().fit_transform(x)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "pca = PCA(n_components=2)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "principalComponents = pca.fit_transform(x)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "principalDf = pd.DataFrame(data = principalComponents, columns = ['PC1', 'PC2'])" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "pcdf = pd.concat([principalDf.set_index(meta.index), meta], axis = 1)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(6, 6))\n", "sns.set_context(\"paper\", font_scale=1.5)\n", "sns.scatterplot(data=pcdf, x=\"PC1\", y=\"PC2\", hue=\"AgeRanges\", s = 50)\n", "plt.legend(loc=\"upper right\", fontsize=5)\n", "\n", "var_pc1 = (pca.explained_variance_ratio_[0]*100).round(3)\n", "var_pc2 = (pca.explained_variance_ratio_[1]*100).round(3)\n", "plt.xlabel('PC1, ('+ var_pc1.astype(str) + \"%)\", fontsize = 15, labelpad = 10)\n", "plt.ylabel('PC2, ('+ var_pc2.astype(str) + \"%)\", fontsize = 15, labelpad = 2)\n", "\n", "handles, labels = plt.gca().get_legend_handles_labels()\n", "\n", "order = [0,1,2,3,4,5,6,9,7,8]\n", "plt.legend([handles[idx] for idx in order],[labels[idx] for idx in order], fontsize=9)\n", "\n", "ax.grid()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```{admonition} Exercise 1\n", ":class: dropdown\n", "Perform PCA on the top 500 most variable genes in the dataset (1 point).\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Statistical testing" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Run Likelihood Ratio Test (LRT) available in DESeq2 package:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "%%capture\n", "res = d.LRT_testing()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sort genes by the adjusted p-value:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "res = res.sort_values(by=['padj']) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Retrieve all the genes satisfying p-value cut-off criteria $P<0.05$:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "sig = res[res['padj'] < 0.05]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Check the number of significant genes:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of DE genes: 8449\n" ] } ], "source": [ "print(\"Number of DE genes:\", sig.shape[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```{admonition} Exercise 2\n", ":class: dropdown\n", "Define the number of up- and down-regulated genes in the analysis (0.5 points). Investigate the top 10 DE genes from up and down lists. Do they have any established connection with aging? If yes, support your claim with some references and short description of their functions. (1.5 points). \n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Gene clustering" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To perform gene clustering we will select only a subset of significant genes, let's say 1800 the most significant features" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "ngenes = 1800" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "cluster_mat = vst_mat.loc[sig.head(ngenes).index]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Perform gene clustering by executing *degPatterns* functions from DEGreport R package:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "%%capture\n", "content, clust_data = d.clustering(cluster_mat)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The function above returned 15 clusters consisting of more than 16 genes that are simialar in thir expression patterns." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Counter({1: 248,\n", " 2: 415,\n", " 3: 110,\n", " 4: 471,\n", " 5: 36,\n", " 6: 186,\n", " 7: 56,\n", " 8: 20,\n", " 9: 35,\n", " 10: 18,\n", " 11: 16,\n", " 12: 37,\n", " 14: 42,\n", " 17: 16,\n", " 20: 40})" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Counter(content.cluster.values)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can use a content from *clust_data* dataframe to explore obtained expression patterns and plot them with seaborn library" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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qqqqqGu2VlZWsrAYAAAAAtFjp6enq2LGjJCk2NlY2m83kiDxLSkpS3759PR7r27dvQJYeBQAA8IdW3jzojjvu0BtvvKG33npLH3zwgfr27auEhAQVFRVp48aNOnDggIYMGaI//vGP/o4XAAAAAFoc18rq3zMMo3pldXJycvMHBgBACJs0aZKKi4trPV5SUiJJiouLq7Of+Ph4zZw506+xAQCAo6xWqyZOnKjZs2drwoQJslqtZodUq9oWlbHYDAAAhDKvEtPCwsL03nvvKTMzU88++6zWrl1bfSwmJkYTJkxQZmamwsK82pANAAAAAHCMbt26KTo6WuXl5W7HoqOj1a1bNxOiAgCgZauoqDA7BAAAICktLU1paWlmh1Enh8OhTZs2eTy2adMmFpwBAICQ5VVimiRFRETo0Ucf1fTp0/X9999rz549iomJ0SmnnEJCGgAAAAD4UUFBgcekNEkqLy9XQUEBF7ABAPCz+nY5GzNmjCRpwYIFzREOAAAIYklJSUpNTdUXX3yhqqqq6vawsDD179+fUp4AAISwsD27FZXzvG997Dt6f6CqXbRPcSg6yqc4vOF1YppLWFiYTj31VH/EAgAAAADwwHUB21M5zwEDBnABGwAAAACAAGaxWJSRkaH09HSP7RaLxaTIAABAU4qPj/dLP0X79kqSEnxJLIuO8ls8jeFzYhoAAAAAoGm5LlSPGjXK7RgXsAEAAAAACHyJiYnq3bt3jZKevXv3VkJCgolRAQCAplTfbuwNFcy7tnudmLZlyxb985//1Oeff67du3ersrLS7RyLxaKtW7f6FCAAAAAAwDOLxSLDMMwOAwAAAAAA1KOwsFDfffddjbbvvvtOhYWFSkxMNCkqAACAphXmzYPWrFmjfv366ZlnntFXX30lp9MpwzDc/hxbIx0AAAAA4B3DMJSdne1xZ7Ts7GyS0wDUKjc3VyNHjlRubq7ZoQAAAAAtlmteX1t7oM7rd+/erfz8fM2dO9fsUAAAQJDyase0yZMn69ChQ3ruued06623qlUrKoICAAAAQFNxOBzKy8tzazcMQ3l5eXI4HEpOTm7+wAAENKfTqaysLJWWliorK0spKSmyWq1mhwUAAAC0OLXN6ysrK02b10+aNEnFxcW1Hq+oqNDevXslHS0b9tFHH3m8JxwfH++3MmUAACD0eLVjWl5enq677jrdcccdJKUBAAAAQBPr1q2boqOjPR6Ljo5Wt27dmjkiAMEgJydHZWVlkqSysjLZ7XaTIwIAAABapqSkJKWmpio8PLxGe3h4uAYMGKCkpCSTIqvdjh076vw7AABAQ3iVVda6dWtufAAAAABAMykoKFB5ebnHY+Xl5SooKGDHNAA1FBYWym63V5cEMgxDdrtdQ4cOVWJiosnRAQAAAKGprl3Ijhw5osrKyhptlZWVKioq0tixY2u0N8cuZHX1v379et1999012ioqKvSXv/xF/fv3b9K4AABAaPFqx7RBgwbpyy+/9HcsAAAAAAAP2DENQGMYhqHs7Oxa213JagAAAACaT0REhNq3b1+jrX379oqIiDApIs+qqqp0//33ezx2//33q6qqqpkjAgAAwcyrHdMeffRRDRo0SAsXLtTo0aP9HRMAAAAA4BjsmAagMRwOh/Ly8tzaKysrlZeXJ4fDwb8ZAAAAQBOob5czp9OpSy+9VJWVlerUqZPsdrusVmszRdcwn376qZxOp8djTqdTn376qc4777xmjgoAAAQrrxLT3nrrLV144YW6+eabNXfuXKWkpCgmJsbtPIvFogcffNDXGAEAAACgRUtKSlJqaqrHRJMBAwYoKSnJhKgABCrXvxkbNmyoUSooPDxcKSkp/JsBAACAoFJXeUxJKikpkSTFxcXV2U9zlMesj9VqVceOHVVWVqa777474JLSJKm0tNSn4wAAAMfyKjFt6tSp1f//ySef6JNPPvF4HolpAAAAAOA7i8Wim266yWNi2k033SSLxWJCVAAClcViUUZGhtsu9652/s0AAABAKKmoqDA7hEaJjIxUZGSk0tLSzA7Fo759+/p0HAAA4FheJaatXLnS33EAAAAAAGphGIbmz5/v8di8efN05plnkmgCoIbExETZbDYtXLhQhmHIYrHIZrMpISHB7NAAAACARqlvl7MxY8ZIkhYsWNAc4YS88PBwn44DAAAcy6vEtMGDB/s7DgAAAABALfLz87Vx40aPxzZu3Kj8/Hx17969maMCEOjS09O1fPlylZaWKjY2VjabzeyQAAAAAAS45ORk9e3b1+N1iNNPP13JycnNHxQAAAhaXiWmAQDQVCZNmqTi4mKf+ykqKpL0v9Vy3oqPj693RR4AAE3NMAyfjqNhDhw4oLKyMuXm5gZsSRWgMaxWqyZOnKjZs2drwoQJslqtZocEAAAAIMBZLBZNmjRJo0aNcjs2adIkdmwHAACNQmIaACCgFBcXq6Bgm2JifL3BfnRyXF7+s9c97NnDBBsAEBjqu+jLRWHfOZ1OlZaWqqqqSjNmzNCSJUtI4kFISEtLI9ESAAAAQKMkJiZq1KhRevXVV6vbbDabEhISTIwKAAAEI68T07Zv367p06drxYoVKioq0uHDh93OsVgsqqio8ClAAEDLExNjaJTNfVxpbq/aW5sdAgAAkiij0Rzmz5+vqqoqSVJ5ebleeeUVjR8/3uSogkdJSYkszkM6buMSU+OwOMtVUnLI1BgAAAAAIBTceOONWrRokQzDkMVi0Q033GB2SAAAIAh5lZhWVFSkAQMGqKSkRL1799ahQ4eUlJSkNm3a6Oeff1ZFRYX69eun9u3b+zteAAAAAAhptZW1PnLkiMfzS0tLNXbsWLd2ylHXVFe58CNHjlSXAXex2+1atWqVIiIiarTzugIAAAAAWoIlS5bIMI5WNjEMQ0uXLtW4ceNMjgoAAAQbrxLTHn74Ye3YsUMrVqzQkCFDFBYWpltuuUUPPfSQCgsLdfvttys/P1///e9//R0vAAAAALRIERERio6OVnl5eXVbdHS0W+IUGscwDJWWlno8Vlpaqs6dO1MqtQHi4uL0c8keHex7nalxHLdxieLiYkyNAQAAAACCXWFhoex2e402u92uoUOHKjEx0aSoAABAMPIqMW3FihUaNmyYhgwZ4nYsMTFRixcvVp8+fZSZmaknn3zS5yABAAAAoKWoazcup9OpYcOGqaqqSu3bt9fixYtltVqbMbrgVdvrum3bNo87zknSoUOH9PDDD6t79+5NGRoAAAAAAAHDMAxlZ2fX2j5r1iwWcAEAgAbzKjFtx44duv7666v/Hh4eroMHD1b/PSoqShdffLHeeustEtMAACEtbM9uReU871sf+47ufFPVLtqnOBQd5VMcAIDAZ7VaFRsbq7KyMk2aNImkNAAAAAAA4FcOh0N5eXlu7ZWVlcrLy5PD4VBycnLzBwYAAIKSV4lp0dHROnz4cPXfO3TooKKiohrntG/fXjt37vQtOgAAAlh8fLxf+inat1eSlOBLYll0lN/iAQAEtsjISEVGRiotLc3sUEJCcnKyTjvtNG3atMntWN++fbnYDgAAAABoUZKSkpSamqoNGzaosrKyuj08PFwpKSlKSkoyMToAABBsvEpMS0pK0i+//FL999NPP10fffSRDhw4oMjISFVVVek///kPNcYBACGtrlJrjTFmzBhJ0oIFC/zSHwAAaDiLxaLJkydr1KhRbscmT55MeRIAAAAAQItisViUkZGh0aNHe2xnngwAABojzJsHXXTRRVq5cqWOHDkiSRo7dqyKi4s1aNAg/e1vf1NaWpq+/fZb3XDDDX4NFgAAAACApvD7C+sWi0WGYZgUDQAAAAAA5klMTJTNZqueK1ssFtlsNiUkJJgcGQAACDZeJaaNGzdO9913n0pLSyVJ6enp+utf/6pvvvlGWVlZWrdunW644QZNmTLFr8ECAAAAAOBPhmEoOzvbLQmttnYAAADAG7m5uRo5cqRyc3PNDgUAGiQ9PV0dO3aUJMXGxspms5kcEQAACEZeJaaddNJJuu+++9SlS5fqtuzsbG3fvl1r1qzR9u3b9eqrr8pqtfotUAAAAAAA/M3hcCgvL8/jsby8PDkcjmaOCAAAAKHG6XQqKytLJSUlysrKktPpNDskAKiX1WrVxIkTFRcXp7vvvpv7vgAAwCut/NlZp06d1KlTJ392CQAAAABAk+natavCw8NVWVnpdiw8PFxdu3Y1ISoAAACEkpycHJWVlUmSysrKZLfbNW7cOJOjAoD6paWlKS0tzewwAABAEPNqxzQAAAAAAELB2rVrPSalSVJlZaXWrl3bzBEBAAAglBQWFsput1eXiDcMQ3a7XYWFhSZHBgAAAABNr0E7pt16661edW6xWPTSSy959VgAAAAAAJragAEDfDoOAMEgNzdXs2fP1oQJE9jxAgCakWEYys7OrrV91qxZslgsJkQG1I/vDwAAAPCHBiWmzZ8/32O7xWKpXuXjqZ3ENAAAAABAIHvnnXfqPT5ixIhmigbNYdKkSSouLvapj6KiIknSmDFjfOonPj5eM2fO9KmP+n6ekpISSVJcXFyTx4LA5HQ6lZWVpdLSUmVlZSklJUVWq9XssACgRXA4HMrLy3Nrr6ysVF5enhwOh5KTk5s/MKAefH8AAACAvzQoMW3btm01/l5VVaWMjAx98skn+stf/qLzzz9fnTt31o4dO7Ry5Uo99dRTOu+88/TEE080SdAAgObHCjkAABCK+vXr59NxBJ/i4mIVOrYpLrLK6z7Cq8IkSUd2bvW6j5IDYV4/tjEqKiqa5XkQuHJyclRWViZJKisrk91u17hx40yOCgBahqSkJKWmpmrDhg01yseHh4crJSVFSUlJJkYH1I7vDwAAIJD5Y+GpFFiLT0NZgxLTfj85ys7O1ieffKINGzbUONarVy8NHjxYY8eOVUpKit566y1NmDDBrwEDAJofK+QAAECo6t69u7p37+62IEuSTjzxRHXv3t2EqNDU4iKr9NjAclNjuG9NtF/6qe+il+vC2oIFC/zyfL5gd7fmV1hYKLvdXl3xwDAM2e12DR06VImJiSZHBwChz2KxKCMjQ6NHj/bYThlPBCK+PwAAgEBXXFysgoJtiolxr/DYOEe/j5eX/+x1D3v28J2+Pg1KTPu9F154Qddff32tq3m6d++ukSNH6oUXXiAxDQBCACvkAABAqLJYLHrkkUc0atQot2OPPPIINwuBZsTubv5lGIays7NrbZ81axb/xgFAM0hMTJTNZtPChQtlGIYsFotsNpsSEhLMDg1ww/cHAAAQLGJiDI2yHTY7DL1qb212CAHPq8S0/Px8xcTE1HlOhw4dlJ+f7033AIAA0twr5EpKSnT4sCUgBvG9ey06eLDE7DAAIGhRBhrBIjExUSNGjNAbb7xR3XbttddysxDws2Da3S0UOBwO5eXlubVXVlYqLy9PDodDycnJzR8YALRA6enpWr58uUpLSxUbGyubzWZ2SIBHfH8AAACAv4V586DY2FitWLGi1uOGYWjFihXq2LGj14EBAMxX3wo5V7IaAKD55ObmauTIkcrNzTU7lDq5ykCXlJQoKytLTqfT7JCAOv3xj39U69ZHE+Nbt26t8ePHmxwRAPgmKSlJqampCgurefkvLCxMAwYMqLUSAgDA/6xWqyZOnKi4uDjdfffdslqtZocEeOT6/hAeHl6jPTw8nO8PAAAA8IpXO6aNHDlSs2fP1vXXX6/HHntM3bt3rz62bds23Xfffdq4caMyMjL8FigAoPmZsUIuLi5O5eU/B8zWq9HRcWaHAQDVXMlepaWlysrKUkpKSsDe0KAMNIKN1WrVtGnTqnf5C9TfLQBoKIvFooyMDLddeQzDUEZGBmW4AKCZpaWlsZM0Ap7r+8Po0aM9tvP9AQAAAI3l1Y5pDz/8sPr3768lS5bo5JNPVnJyss466ywlJyfr5JNP1pIlS9S/f39NnTrVz+ECAJoTK+QAILB4SvYKRLWVgS4sLDQ5MqBuaWlpWrx4MTcMAYQ0i8US0LtfB8vusAAAhKrExETZbLbqJDSLxSKbzaaEhASTIwMAAEAw8mrHtKioKH366aeaNWuW5s2bp61bt6qgoECS1LNnT91yyy2aOHFidRkUAEBwYoUcAASO2pK9hg4dqsTERJOj+5/6ykDPmjWL8SNITJo0ScXFxT73U1RUJEkaM2aMT/3Ex8dr5syZPsdTl7lz5yonJ0fp6em67bbbmvS5AKCpucbesLAwVVZWVrdbLJaAHZODaXdYAABCWXp6upYvX67S0lLFxsa67cAKAAAANJRXiWmS1Lp1a91///26//77tX//fu3du1ft27dXVFSUP+MDgBoacoO0pKRE0tGSkHVpjpubocC1Qm7hwoUyDIMVcgBgAteN5d/vblJVVRVwN5bNKAONplFcXKyCgm2KifF1V52jn83y8p+97mHPnqb/fO/Zs0c5OTmqqqpSTk6OrrvuOsXExDT58wJAUwnGMZlS4AAABAar1aqJEydq9uzZmjBhAoniAAAA8JrXiWnHioqKCpiEtJkzZ+rLL7/Uhg0btHXrVoWFhamiosLssAA0I37n/Y8VcgBgrtpuLFdVVQXcjWVXGegNGzbU2J0lPDxcKSkplIEOMjExhkbZDpsdhl61N/1u3FOmTFFVVZWko79bDzzwgObMmdPkzwsATSXYxuRg2R0WAICWIi0tTWlpaWaHAZPl5uZWJyjyeQAABIqSkhIdPmxpluvG9dm716KDB0vMDiOg+SUxLZBMnjxZMTExOuOMM7R//37t3LnT7JAA+FFDdjhzlYlasGBBU4fTYrBCDgDMlZSUpNNOO02bNm1yO9a3b9+AurFMGWgEo/Xr17v9fm3cuFHr169X//79TYoKAHwTTGMypcABAAACD2XWAQCAP3idmLZ69Wo9/vjj+vzzz7V79+7qleXHslgszb5z0U8//aQePXpIks4//3wS0wDAT1ghBwDmCqabsZSBRjCpqqrS1KlTPR6bOnWq3n77bYWFhTVvUADgJ8EyJgdj2VEAAIBQR5l1AECgiouLU3n5zwFT7SM6Os7sMAKaV1fX33vvPQ0ZMkTLly9XZGSkzj77bJ133nluf84991x/x1svV1IaAAAAECocDoc2btzo8djGjRvlcDiaOaL6paenq2PHjpJEGWgEtDVr1qi8vNzjsfLycq1Zs6aZIwIA/wqGMdlVdjQ8PLxGe3h4uAYMGBBQu8MCgLdyc3M1cuRI5ebmmh0KANSrtjLrhYWFJkcGAACCjVc7pk2dOlURERF67733dMkll/g7JlNs375d27dvd2vfvHmzCdEAANByMSYD7lw3a7/44osaOxWHh4crJSUlIG/WUgYawWLgwIGKjo72mJzWvn17DRw40ISoAgNjMhAagmFMDqayo4AZGJODH+XwAAQTyqzXjjEZANAUJk2apOLi4jrPKSoqkiSNGTOm1nPi4+M1c+ZMv8bmD14lpn3zzTe68cYbQyYpTZKef/55TZs2zewwAABo8RiTAXfBerOWMtAIBmFhYZo6daruvvtut2PTpk1r0WU8GZOB0BEMY3KwlB0FzMCYHPwoh9cyNOSGYklJiaSj5afqEqg3FdEyUGa9dozJAACztGrlVXpXQPAq8qioKB1//PH+jsVU48eP15VXXunWvnnzZqWnp5sQEQAALRNjMuAZN2uBptO5c2eP7SeccEIzRxJYGJMBNLf09HQtX75cpaWlAVt2FDADY3Jwq60c3tChQ5WYmGhydGhuFRUVZocA1Mu1c/+GDRtUWVlZ3R7IO/c3F8ZkAEBTCPUFCV4lpl100UVas2aNv2MxVZcuXdSlSxezwwDQwuTm5laXUwn01etAc2FMBmrHzVrA/1ylSCwWS/XNQunojoQtvUQJYzKA5hYMZUcBMzAmBy/K4bUsDbmh6Cq9tGDBgqYOB/Caa4d+T4lWgbxzf3NgTAYAoPG8Skx77LHHNGDAAE2fPl1Tpkxp0V9AAMBbTqdTWVlZKi0tVVZWllJSUrjoDgCoUyDdrKVECUJFbSVKDMNo8SVKANSNhUZNIxjKjgJAQ1EOD0CwSkxMVO/evbVp06bqtt69e7NzPwAAaDSvEtOmTZum3r17KzMzUy+//LL69eunmJgYt/MsFoteeuklX2MEgJCUk5OjsrIySVJZWZnsdrvGjRtnclQAgEAXTDdrKVGCYJCUlKS+fftq48aNbsf69u3bokuUAKgdC40AAA1BOTwAwaqwsFDfffddjbZvv/1WhYWFlCEGAACN4lVi2vz586v/Pz8/X/n5+R7PIzENADwrLCyU3W6vLhdlGIbsdruGDh3KpE7Snj0WvWpv7VMf+/Yd3c2zXTujnjPrjiM62qcwACBkUaIEoeTYEp4NaQcAFhoBABrCVQ5v9OjRHtupRgMgELnKDVdVVdVor6qqogwxAABoNK8S07Zt2+bvOPxm4cKFcjgcko5uk20YhqZPn159/IEHHjArNACQ9L9JXW3tZk3q6ivJ1lzl2OLj471+7LH27SuSJEVHe7+1eHS0/+IBAACByeFw1ChNcqxNmzZRXqkRLM5yHbdxifePP7RfkmS0ifIpBinG68cDDcFCIwBAYyQmJspms2nhwoUyDEMWi0U2m41yeAACVm1liA3DoAwxAABoNK8S0wJ5e+mXXnpJq1evrtH24IMPVv8/iWkAzFbbpK6ysjKgJ3XNVY7Nl6S2Y7FLD4CGys3N1ezZszVhwoSgKZEJwH+6deumqKgo7d+/3+1YVFSUunXrZkJUwccfyfxFRb9JkhLiYnzoJabeWEpKSnTEGab71pi7NW7JgTBF/P/FHwgegbrQCAAQ2NLT07V8+XKVlpYqNjZWNpvN7JCAgFHfgumGKCo6ukjZdU3YF74uvA4F3bp1U3R0tMrLy92ORUdHM08GAACN4lViWiBbtWqV2SEAAcUfkzrJfxM7JnVHk3tTU1O1YcMGVVZWVreHh4crJSXFtOTf+t4XEr0AhCKn06msrCyVlpYqKytLKSkpslqtZocFBISSkhIdPux7eW1/2LvXooMHmyaBx+FweExKk6T9+/fL4XCoe/fuTfLcocQf3/H5volgEIgLjRoy72+uHbABAJ5ZrVZNnDixelEU807gf4qLi+VwOBQZGel1H66Skzt37vQplgMHDtR5vKXcbykoKPCYlCZJ5eXlKigoCMjF9QAAIDB5lZhWUFDQ4HPJmgfMVVxcrALHL4pqE+NTP8b/z5/atWOf133sP7THpxhChcViUUZGhkaPHu2xndX1ANB8cnJyVFZWJkkqKyuT3W7XuHHjTI6qbuzwBgC+iYuL05GdW/XYQM83WprLfWuiFdGp7iQhBJ5AXWhUn+baARsAULu0tDTmcEAtIiMjddZZZ5kdhtatW1fn8eLiYhUUbFNMjOHjMx29B1Be/rPXPezZ03T3EVzfedevX19dvl46eg8jNTU1YL/zAkAwYrEZWgKvEtOSk5MblDhhsVi48AUEgKg2MRp22q1mh6H3N71sdggBIzExUTabTQsXLpRhGLJYLLLZbEpISDA7NABoMQoLC2W326svsBmGIbvdrqFDhyoxMdHk6Dxjhzc0p7i4OJWX/6xRtsNmh6JX7a0VHd00CTzJyck67bTTtGnTJrdjffv2ZRU4gBoCcaFRQy46syMhAACAf8TEGAEzT24qru+26enpNRLTwsLCWFwPACYg5wbBzqvEtDFjxnj80rFnzx599dVXcjgcOv/888mYB4A6pKena/ny5SotLVVsbKxsNpvZIQFAi2EYhrKzs2ttnzVrVkBeZAvGHd6AQGexWDR58mSNGjXK7djkyZMD8t8CAOZioREAAABCXWJiotLT02ssbEhPT+c7L4JCfTtQsfsUAgmLzdASeJWYNn/+/FqPVVVV6e9//7uee+45vfLKK97GBQAhz2q16rLLLlNOTo4uvfRSdrwBgGbkcDiUl5fn1l5ZWam8vDw5HI6A2yUpGHd4A4KZxWKpsTIcAI7FQiMAAACEumO/83bq1InvvAgZ7D4FAM3Lq8S0uoSFhSkzM1Pvv/++Jk2aJLvd7u+nAICQ4HQ69eabb6qqqkpvvvmm0tPTSU4DgGaSlJSk1NRUbdiwQZWVldXt4eHhSklJCbidf4N1hzcgGLh+j8LDw2v8exAWFsbvF4BaWa1WTZw4UbNnz9aECROYywEAACDk8J0Xwaq+HajYfQoAmpffE9NcBg0axD/mAFCH+fPna9++fZKkffv26ZVXXtH48eNNjgoAWgaLxaKMjAyNHj3aY3ugJaEE4w5vQLDg9wuAt9LS0pSWlmZ2GPBSfeV9GqKoqEjS/25s+YIyQQAAIBDxnRcAAPiqyRLTdu3apd9++62pugeAoFZYWKhFixbVaHv11Vc1fPhwyrEBQDNJTEyUzWbTwoULZRiGLBaLbDabEhISzA7NjWuHty+++EJVVVXV7YG6wxsQTPj9AoCWqbi4WA6HQ5GRkV734Ro3du7c6VMsBw4c8OnxAAAAAAAAgapJEtM+/PBDvf766+rTp09TdA8AQc0wDM2YMUOGYXhsnzNnTsDt1AMAoSo9PV3Lly9XaWmpYmNjZbPZzA7JI9dObr+PzzCMgNzhDQgmrt+vUaNG1Wivqqri9wsAQlxkZKTOOusss8PQunXrzA4BAAAAAACgSXiVmHbhhRd6bK+oqNAvv/yigoICSdJDDz3kfWQAEKLy8/O1adMmj8c2bdqk/Px8de/evZmjAoCWyWq1auLEiZo9e7YmTJggq9VqdkiNYhiGW6IzAP/g9wsAAAAAAAAAAN94lZi2atUqj+0Wi0UdOnTQ0KFDdc8999SawAYAAAAEirS0NKWlpZkdRp0Mw1B2drYsFkuNRBmLxaLs7GzNmjWLXZ2CxKRJk1RcXOxTH0VFRZKkMWPG+BxPfHy8Zs6c6XM/wcy1a60n7GYLAAAAAGjJcnNzqxd0Bvr1MwAAEJi8SkyrqqrydxwA0GIkJyerb9++2rhxo9ux008/XcnJyc0fFAAgoDkcDuXl5bm1V1VVKS8vTw6Hg/EjSBQXF8vhcCgyMtLrPlzzsZ07d/oUy4EDB3x6fKhgN1sAAAAAANw5nU5lZWWptLRUWVlZSklJCbpqAwAAwHxeJaYBAOpX144oR44c8dheWlqqsWPHurWzmwkAtGxJSUlKTU3V+vXr3XZMS01NVVJSkonRobEiIyN11llnmR2G1q1bZ3YIAaG+hVcszAIAAADQErFTFnJyclRWViZJKisrk91u17hx40yOCgAABBu/JKaVl5dr7969at++vaKjo/3RJQCEtIiICEVHR6u8vLy6LTo6WhERESZGBQAIVBaLRTfddJPbrmmGYeimm26izCDggx07dtR7vEePHs0UDQAAAACYj52yUFhYKLvdXr1A0jAM2e12DR06VImJiSZHB8Df6tpsozGKiookSWPGjPGpHzbsAEKL14lphw8f1uOPP66XX35Z+fn51e3Jycm69dZb9be//U2tW7f2R4wAEJTq+8LkdDo1bNgwVVVVqX379lq8eDGTewCAR4ZhaNGiRR6PvfrqqzrzzDNJTgO8NHDgQEVFRWn//v1ux9q1a6eBAweaEBUAhKaG3OwoKSmRJMXFxdV5HjcqAABoOuyU1bIZhqHs7Oxa22fNmsV1KCDEFBcXq8Dxi6LaxPjUj1F59L+7duzzuo/9h/b4FAOAwONVYtq+fft00UUX6YsvvpDFYlG3bt3UuXNn7dixQw6HQw899JDefvtt/fe//1VUVJS/YwaAkGC1WhUbG6uysjJNmjSJpDQAQK0cDofbbmkueXl5cjgcSk5Obt6ggBARFhamhx9+WHfffbfbsb///e8KCwszISoAaLkqKirMDgEAmgRlEREs2CkLtV2Hqqys5DoUEMKi2sRo2Gm3mh2G3t/0stkhAPAzrxLTMjMztX79eo0YMUKPP/64unfvXn1s27Ztuueee/Tmm28qMzNTWVlZfgsWAEJNZGSkIiMjuRgFAKhTt27d3EpAu0RHR6tbt24mRIWWYM8ei161+7YT9r59R1dRt2tn+BRHdLRPYdSpf//+6t27t7799tvqtj59+ujMM89suicFgBaoITucuUq+LFiwoKnDAYBmQ1lEBAszdsoqKSmR0+nUunXr/NqvNw4cOFC9e6snJSUlOnzY93myP+zda9HBg7XH6oukpCSlpqZqw4YNqqysrG4PDw9XSkqKkpKSmuR5AQBojJZy7ToUeJWYtnjxYvXr109LlixxO9a9e3ctWbJEZ555pv71r3+RmAYAAAD4qKCgwGNSmiSVl5eroKCAlarwu/j4eL/0s29fkSQpOjrB6z6io/0XT22mTp2qkSNHVv89MzOzSZ8PAAAALQdlEREs2CkLkmSxWJSRkaHRo0d7bKeMJwDAbC3t2nWw8yoxrbS0VOnp6bUet1gsGjp0qJ588kmvAwMAAABamkmTJqm4uNit3TAMWa1WOZ1Ot2NWq1UPPvhgjYuC8fHxDdqRBKiLvz5DwbLzzTvvvFPj7++++y43CwEAAOAzyiIimJixU1ZcXJx27typs846y+99N9a6devUqVOnWo/HxcWpvPxnjbIdbsaoPHvV3lrR0XFN1n9iYqJsNpsWLlwowzBksVhks9mUkOD9jXsAAPylpV27DnZh3jwoOTlZe/bsqfOcvXv3smoCAAAA8AOLxaKOHTt6PNaxY0dWqgI+ct0sPJbdbldhYaFJEQEAACAU1FcW0ZWsFmhyc3M1cuRI5ebmmh0KmplrR6za2rn+0LKkp6dXX4+KjY2VzWYzOSIAABCMvNox7fbbb9cjjzyiKVOmeFzRU1BQoNdff10PPvigzwECAAAALUV9q3zmzp1bY+XO2LFj2dEJ8FF9NwtnzZrFzRcAAAB4JRjLIjqdTmVlZam0tFRZWVlKSUmR1Wo1Oyw0I3bKgovVatXEiRM1e/ZsTZgwgX8LAACAVxqUmFZQUFDj7yNGjNDHH3+sM888UxMmTNB5552nuLg4lZSUaPXq1frnP/+pwYMH65prrmmSoAEAAICWKD09XXa7XZWVlerUqRMrVQE/CMabhfBdyYEw3bcm2uvHlzmPbkDf0VrlUwwU7wIAILSZURbRVzk5OSorK5MklZWVyW63syCqBUpPT9fy5ctVWlrKTlktXFpamtLS0swOAwAABLEGJaYlJyd7XCFuGIbHXdEMw9Bbb72ld955RxUVFb5HCQAAAEBWq1UdO3ZUWVmZ7r77blaq+lFubm71CmAuuLYswXizEL6Jj4/3uY/KoiJJUkQn73eNSPRTLAAAIHC5yh+OHj3aY3ug7czrKnHvKjFqGIbsdruGDh3qsXoOQpfVatVll12mnJwcXXrppVx/AAAAgNcalJg2ZsyYgJsgAQAAAC1RZGSkIiMjSZ7yI6fTqRkzZqi8vFwzZszQkiVLuOjeggTbzUL4rr6yyQ0xZswYSapRXhkAAMCTYCmLSIl7HMvpdGr58uWqqqrS8uXLlZ6ezjwZAAAAXmlQYtr8+fObOAwAAAAAMMf8+fNVXl4uSSovL9crr7yi8ePHmxwVmlOw3CwEAABAcAqGsoiUuMexKOkKAAAQWIK56kuDEtMABK+SkhIdOnRY72962exQtP/QHh0pOWB2GAAAANUKCwu1aNGiGm2LFi3S8OHDKVXTwgTDzUIAAAAEJ6vVqokTJ1bfSArEnacocQ8XSroCAAAEFqfTqaysLJWWliorK0spKSkBOaeoDYlpAAAAQSKYV0MAgcgwDM2cObP6YrtLVVWVZs6cqaeeesrvpWpKSkrkdDq1bt06v/brjQMHDqikpMTsMAJGMNwsBAAAQE3Mk/2HEveQKOkKAM1t0qRJKi4urvW469pdXFxcnf3Ex8dr5syZfo0NQOAI9t1sfUpMy8vL04oVK1RUVKRDhw65HbdYLHrppZd8eQoAPoqLi9OuHfs07LRbzQ5F7296WcfHtTM7DAAISsG+GgIIRPn5+dq4caPHYxs3blR+fr66d+/ezFHBTGlpadzQRECp7wJ1QxQVFUmSxowZ43M8XOgGAASSYJonO51OPfroo9q3b58effRRLV26NCBjpcQ9KOkKAIGloqLC7BAAmCwUdrP1KjHNMAzdfPPNysnJqZ6cHLvLgOvvJKYBAAD4R7CvhgBwVFxcnHbu3KmzzjrL7FC0bt06derUyewwANShuLhY2wq2SVE+dPL/L9ds27XNt2D2132YJDoAQHMLpnny/PnztW/fPknSvn379Morr2j8+PEmR+VZenq6Fi9erIMHD+q4446jxH0Lk5SUpL59+3pcxNW3b19KugKAn9U3b3XNjxcsWNAc4QAIMKGym61XiWlz5szRwoULNWbMGP3lL39R//79NWHCBF1//fVatWqVZs6cqcsuu0wzZszwd7wAAAAtTiishgDMVFuyhGEYat26tQ4fPux2rHXr1nrooYfcJnUkOgBodlFS1dAqs6NQ2IqwOo8XFxfrl/x8He/Dc7j+xf0tP9+HXqRdPj0aLQXltYHgFkzz5MLCQr366qs12l599VUNHz484GKVju7u5nQ6JUkHDx6U0+kMyN3d0HQ8VUiqqx0AAABNI1R2s/UqMe2VV15Rr169NH/+/Oq2mJgYnX322Tr77LM1dOhQnX322br44ot1yy23+CtWAACAFidUVkMAgchisahTp07VO/Qcq1OnTvxutUC5ubmaPXu2JkyYQElPwAvHS/qLzP+380kZ9Z8EAKhVoH8nCqZ5smEYHhfwu9rnzJkTMLG6TJkypUbC3wMPPKA5c+aYHBWaS35+vn744QePx3744Qfl5+ere/fuzRxVYNmzx6JX7a196mPfvqO/9+3aef+9dc8ei6KjfQoDAAAEuKSkJKWmpmr9+vVuVSxTU1ODZjdbrxLTvv/+e40dO7ZG27H1jc844wxdfvnleuaZZ0hMQ4tVXxkT10rYuLi4OvthVw4AaNlCZTUEYKb6vks999xzNXYwsNlsAVtWB03H6XQqKytLpaWlysrKUkpKCjtDAEAIo7w24FkwfCcKpnlyfn6+Nm3a5PHYpk2bAi7JZ/369W7xbty4UevXr1f//v1NigoIHPHx8X7pZ9++owvkoqMTvO4jOtp/8QAAgMBksVh00003uc1/DMPQTTfdFHCLXGrjVWKaJLVv3776/9u2batdu2oWSjjppJP0n//8x/vIgBB3bDInAAC1ca2G2LBhgyorK6vbw8PDlZKSEjSrIYBAdvPNN+u1115TVVWVoqOj3RbhoGXIyclRWVmZJKmsrEx2u13jxo0zOSoAAIDmFQzfiZgnN42qqipNnTrV47GpU6fq7bffVlhY3aW9EfySk5PVq1cvj7um9erVK2CSPs3ir00ExowZI0lasGCBX/oDAAChyTAMLVq0SBaLxW3HtFdffVVnnnlmUCSneZWYlpCQUKPczYknnqgvvviixjlbtmxR27ZtfYsOCGL1TVCYeAAAGsJisSgjI0OjR4/22B4MXzgD3dy5c5WTk6P09HTddtttZocDE1itVsXGxqqsrEyTJ08OuB0h0PQKCwtlt9trlCyy2+0aOnSoEhMTTY4OAACgeQTLdyLmyU1jzZo1Ki8v93isvLxca9asCcjSrlLgl58NNq1bey5TWVs7AAAAmkZtu0UbhhFwu0XXxavlLQMGDKiRiHbppZfq888/19///nd9++23evrpp/XWW2/p7LPP9lugAAAALVViYqJsNlv1xXWLxSKbzaaEBO+3+8dRe/bsUU5OjqqqqpSTk6M9e/aYHRJMEhkZqa5du3ITowUyDEPZ2dm1th+7Eg0AACBUBdt3omCZJyclJSkyMtLjscjIyIDa3W3gwIGKioryeCwqKkoDBw5s5ogaxlV+tqSkRFlZWXI6nWaHFNQcDked5WcdDkczRwQAQNPIzc3VyJEjlZuba3YoQK2SkpLUt29fj8f69u0bUPOJuni1Y9q1116r9evXa9u2berevbvuvfde/etf/1JmZqamTp0qwzB0/PHH+21LWwAAgJYuPT1dy5cvV2lpqWJjY2Wz2cwOKSRMmTJFVVVVko6WLXnggQc0Z84ck6MC0JxqW3VWWVkZVKvOAPjXpEmTVFxcXOc5JSUlkqS4uLhaz4mPj+f6GICgEIzfiYJhnuxwOHTgwAGPxw4cOCCHw6Hu3bs3c1SeWSwWJSQkeCzhmJCQELA70QVD+dlg0rVrV4WHh9cok+sSHh6url27NsnzHjhwQOvWrfP68a6ERF93QK/t97UlY0dCAKHIldheWlqqrKwspaSkUEUDAau2RUKBtnioLl4lpl199dW6+uqrq/9+/PHH68svv9SLL76orVu3Kjk5WWPGjFGXLl38FScAAECLZrVaNXHixOoLQUySfLd+/Xq3VcAbN27U+vXr1b9/f5OiAtDckpKSlJqaqi+++KI6UVU6etMlJSUlaFadAWh+FRUVZocAAH7j+k60YcOGGgkpgfydiHmyfzkcDo9JaZL0ww8/BGRyYrCUnw0ma9eu9ZiUJh1NVF27dq3fk5Pi4+N97qOoqEiS1KlTJ5/78kc8oYLEDQChisR2BIuG7GYbaN/RPfEqMc2T9u3b65577vFXdwAAAPidtLQ0Vib6SVVVlaZOnerx2NSpU/X2228rLMyrqvcAgozFYlFGRobbDhuGYSgjIyNgd4YA0LQassvZmDFjJEkLFixo6nAAoMm5vhONHj3aY3ugficK9HlycnKyTjvtNI83k/r27WvaTSRPO4MahiGr1eqxFKbVatWDDz7o9jkwc2fQ+srPzpo1y++f24bsqFofVwKV63uEt5rqta9vw4mm2JDCHz8H38uaBokbAEJRcye2t4TvD2g6tS2qDgsLU//+/QNyAZEnfktMAwAAAILFmjVrVF5e7vFYeXm51qxZE9A3NwA0PcMwgmo7dAAAAF8lJibKZrNp4cKFMgxDFotFNptNCQkJZocWtCwWiyZPniybzVbju6WrPZAS/iwWizp27Fh94/NYHTt2DKhYJXPKzxYXF8uRn6/IiHCv+6iqOLob2c6iX7zu48ARzzua+UP37t3Vq1cvj7vnnXLKKQFTehZNjx0JAYQiMxLbi4uLVej4RZ0ij/e6j7CqozEd2vmb133sPLDL68fCPLUtIAoLCwvoBUS/R2IaAAAAWpyBAwcqOjraY3Ja+/btNXDgQBOiAmAG14Uni8XidrOwqS5IAQAABKr09HQtX75cpaWlio2NddtVFrWrazeMdu3a1Zh/tmvXTpMnT/Z4bnPsZFFX/3Pnzq3edcpisWjMmDEBuUOSWeVnIyPCdU6Xjk3Sd0N9ur3M5z7q+rweOXLEY/u+ffs0duxYt3Z2Xwk9ZiRuAA0VSLtPSfwbGGzMSGyXpE6Rx2vqOf/n934bY+qnT5v6/PBeKCwgIjENAAAALU5YWJimTp2qu+++2+3YtGnTKOMJtCC1XZCqqqpq0gtSAAAAgchqtWrixImaPXu2JkyYIKvVanZIISEmJqY6MS0sLEwxMTHmBlSH9PR02e12VVZWBnRyYrCWnw0GERERateunfbt21fd1q5dO0VERJgYFZqTWYkbQEMUFxdrW8E2KcqHTv7/usRtu7b5Fsx+3x6O5mdWYjvgq2BfQERiGgAAAPwuNze3+kZGoJbE7N+/v0477TRt2rSpuq1v374688wzTYwKLcGBAwe0bt06rx/vdDolyeebhAcOHPDp8aGCC1IAAAA1paWlBew8LpDVt1vKddddp7KyMk2fPj2gX1+r1aqOHTuqrKxMd999d0AnJ4bC7hFmqe/z6nQ6NXToUBmGocjISC1dujSgPwvwL+bJCHhRUtXQKrOjUNgKFjcHGxLbEayCfQERiWkAgKDTkK2aG7IVc3NssRxMsQL+4nQ6NWPGDJWXl2vGjBlasmRJwH5JfuSRR3T11VerqqpKYWFhmj59utkhIcTFx8f73Idr3OjUqZPPffkjnmDHBSkAAAA0h8jISEVGRgZ0UppLMMUa7LtHBCqr1apOnTqprKxMDz74YMBe10HTYJ4MIJSR2I5gFcwLiEhMAwCEpFatgmeIC6ZYgYaYP39+dYmS8vJyvfLKKxo/frzJUXkWExOj9PR05eTkKD09PaDLqSA0+CPJ2JXIvGDBAp/7wlFckAIAAACCU7DvHhHIgilBEf7HPBlAKCOxHWhe3AkHWoD9h/bo/U0v+9THgcNHEwwiW0f7FMfxaudTHIDkn5v6zSWYYgX8obCwUIsWLarRtmjRIg0fPlyJiYmmxFTfzoUlJSVq06aNPv74Y3388ce1ntfSdi5syI6P9WnIjpAN0dJee5iDC1KAb0pKSnRY0pMyzA5FuyTtLykxOwwAANBMgnn3CCCQMU8GEKpIbAeal0+JaTt37tTSpUu1efNm/fbbb5o7d251+7Zt23TaaafpuOOO80ugALzjr/JMB4uOJqYd39n7xLLj1Y5yUQAQwgzD0MyZM2UYNW9IV1VVaebMmXrqqacCcqv/iooKs0MISMXFxXLk5ysyItzrPqoqKiVJO4t+8bqPA0cqvX4s0BhckAIAAAg+ubm51d/fSEwCAP9ingwglJHYDjQfrxPTXnrpJf3lL3+R0+ms3sLVlZhWUlKigQMH6oUXXtC4ceP8FiyAxvPX7iLNVTKK3VnQEnERFaEiPz9fGzdu9Hhs48aNys/PV/fu3Zs5qvrHQsoi1i4yIlzndOloagyfbi8z9fnRsnBBCvBeXFycfsvP119kfhL6kzLUNi7O7DAAAE3M6XQqKytLpaWlysrKUkpKCkkTAOBnzJMBBKOG3G8u+f87rcfVc/2A+8WA77xKTPvggw90xx13qG/fvpo2bZpWrFih5557rvp4nz591Lt3by1btozENACNwu4saGmcTqdmzJih8vJyzZgxQ0uWLOEiKgAAAIBqLOACAM9ycnJUVnZ0IUtZWZnsdjv3IwAAANAgVFIBmo9XiWmPPfaYunTpotWrVys6Olpffvml2zl9+/bVmjVrfA4QQMvD7ixoSebPn6/y8qOlcsvLy/XKK69o/PjxJkcFeCc5OVmnnXaaNm3a5Hasb9++Sk5Obv6gAAAAghwLuADAXWFhoex2uwzDkCQZhiG73a6hQ4cqMTHR5OgAAACCS0lJiQ4dOqz3N71sdijaf2iPjpQc8KmPhiyoopJK6GvIQr+GLORjkZ7vvEpMW79+vW688UZFR0fXek5iYqJ27NjhdWAAAIS6wsJCLVq0qEbbokWLNHz4cC6iIihZLBZNnjxZNput+ubAse0Wi/mlvQAAAIJRsCzgCrbd3Q4cOKB169Z5/RxOp1OSfN71+sAB3266AC2NYRjKzs6utX3WrFnMPwEAAADUq1Urr1Km0EhevcqHDx9W27Zt6zxnz549Cg/3fiUn4El9FzipBQ0gWBiGoZkzZ9ZI3pGkqqoqzZw5U0899RQXURGUEhMTddNNN+nVV1+tbhs1apQSEhJMjAoAAADNobi4WIWOX9Qp8niv+wirOjoPOrTzN6/72HlgV73nxMfHe92/iyuJrlOnTj735Y94gJbC4XAoLy/Prb2yslJ5eXlyOBzs2A0AANAIcXFx2rVjn4addqvZoej9TS/r+Lh2ZoeBEEA+SODwKjEtOTlZX3zxRZ3nrFu3Tr169fIqKMBb1IIGECzy8/O1ceNGj8c2btyo/Px8de/evZmjAvzj5ptv1jvvvKN9+/YpOjpaY8eONTskAAAANJNOkcdr6jn/Z2oMUz99ut5z/HGBmtIvgDmSkpKUmpqqDRs2qLLyf2WGw8PDlZKSoqSkJBOjAwAAAAAcy6vEtKuuukr/+Mc/tHjxYo0cOdLt+Lx587Rx40Y98sgjPgcIHKu+i4ZcEAQ8C6RyKhK7FgKhzmq16v7779fs2bM1YcIEn0sbAQDQUpWUlEiHpLAVYWaHIu2XSo6UmB0FAACyWCzKyMjQ6NGjPbazAz0AAAAABA6vEtPuvfdevfbaa7rpppu0ZMkS7d27V5I0Z84cffLJJ3rj/7F37+FN1vf/x19pC4SCBUox0BZadM7DFNFSTgU5OK2oQ1CnQEpF0DH39cBhOtxPBDyBk0rnaeo2VGhEFJwHQJxD8VARiwxhiujEFtpCoEVAKIGS3r8/MBm16SlJeyfp83FdXsrnvnPnRVv7yX3f7/v9efVVnXHGGbrtttuCGhYAQkkoFXvVV+hVWlqqoqIixcbG+v0eVVVVkqS9e/f6fQxJqqioCOj1kSIlJUXt27fXoUOHamxr3749T/ci7GVkZCgjI8PsGACAENGQz84N+WzMAw4AAECSkpOTZbfbtXjxYhmGIYvFIrvdrqSkJLOjAQAAAABO4ldhWqdOnfT+++8rOztbr7zyinf89ttvlyQNHjxYL774otq1axeclAAQgkpLS1VctFNdYuP9PkZU1YknOI/uPez3MfZW7GvQfrGxserXr5/f7xMs69evNztCSNixY4fPojRJOnTokHbs2KHU1NTmDQUAAGCimBi/LlFENJvNpu/2faeqzCqzoyjq7SjZ4m1mxwAAwCsrK0urVq1SWVmZEhISZLfbzY6ECOd0OuWqdOujXeWm5qiodJ/orAsAAACEAb+v+vbo0UNr167V5s2btW7dOpWXl6tDhw7q37+/0tLSgpkRAEJWl9h4zR70f6ZmmP3Rk6a+P/yTkpKi9PR0bdiwQYZheMctFovS09PpmIaQV1/nG88FUput7hvYdL4BgJaB3/UAACDYrFarpk+frtzcXE2ZMkVWq9XsSAAAAACAnwj4ceRevXqpV69ewcgCAECLYbFYNHXqVI0fP15ut9s7Hh0dralTp8pisZiYDgjc8ePHzY4AAAAAAIhwGRkZysjIMDsGWgibzaa9JTs1qFtnU3N8tKtcXep5EBAAAAAIFayTAQCASZKTk2W327V48WIZhiGLxSK73a6kpCSzowH1qq/zTXZ2tiRp0aJFzREnLNTXZa6hSkpKJP3va+wvutUBAAAAAAAAAICGYjUd+MPvwrTKykq9/vrr+vTTT/X9999X6/biYbFY9Pe//z2ggAAARLKsrCytWrVKZWVlSkhIkN1uNzsSgCZSWlqqHUU71b5Nx4COY/z4sXvf7h/8Psaho/sDygB4NKTgsiHFlFyIAAAACB35+fne5THpRgYAAACgoVhNB774VZhWWlqqSy65RF999ZUMw6h1PwrTAACom9Vq1fTp070XfK1Wq9mRADSh9m066rLzJpodQ6u3LDQ7AlqQmBgadQMAAIQLl8ulnJwclZWVKScnR2lpaSF9rYIiusjXkIdhGtKZg4dhAAAAAsdqOvCHX3cIpk+frq1bt2rs2LG6+eab1b1795C62fDqq6/qT3/6k7Zs2aLWrVtr8ODBeuihh3TuueeaHQ0AgBoyMjK4eAog5DidTrkq3fpoV7mpOSoq3d6bDAg93NgBAACILHl5eSovP3EOUF5eLofDoUmTJpmcyrdwK6JD06EzBwAAABC6/Kom++c//6mLLrpIDocj2HkC9ve//1033XSTzj33XD388MNyuVx6/PHHNXDgQOXn5+u8884zO2LY4akzAAAAAAAAAIhsxcXFcjgc3lVSDMOQw+FQZmamkpOTTU5XUzgV0cF/DXkYhs4cANByOJ1O6agU9XaU2VGkQ5KzkgdqAaA+fhWmuVwu9evXL9hZAvb9999r2rRpSk5OVn5+vuLi4iRJ1113nc455xzdcccdevfdd01OGV546gwAAKBlstls2luyU4O6dTY1x0e7ytWljuVYAAChY5+kx2T4/foDP/67QxBytAvwGADQ0hiGoQULFtQ6Pn/+fFksFhOS+RZuRXQAAKDlachy1PUpKSmR9L8i7ECwrDUAs/hVmHbuueeqqKgo2FkC9vrrr+vgwYOaNm2atyhNknr06KFrr71WL7zwgnbu3Knu3bubmDK88NQZAAAAAACoT2JiYsDH2P/jBfd2SUkBHaddkPIAQEtSVFSkgoKCGuNut1sFBQUqKipSampq8wfzIdyK6AAAQPDYbDZ9t+87VWVWmR1FUW9HyRZf+wO1paWl2llYqPgA3sPzieZwYWEARznxABcAmMWvwrQ777xT2dnZ+vLLL3XOOecEO5Pf1q9fL0kaOHBgjW0DBw7UCy+8oIKCAp+Fabt27dKuXbtqjG/dujX4QcMET50BAMzAnAwAkSU/P1+5ubmaMmWKMjIyzI6DRmBORmME46lrluECmhZzcvhqjjk5JSVF6enp2rhxo9xut3c8OjpaaWlpSklJCdp7BSqciugAAJGF82Q0Vryk22V+wXwg3c0RGKfTqUrXMc3+6ElTc+yt2KdWzkOmZkDL5Vdh2qmnnqpf/epXGjhwoO644w6lpaWpY8eOPve96KKLAsnXKMXFxZLks2jKM+bZ56eeeeYZzZkzp+nChRmeOgMAmIU5GQAih8vlUk5OjsrKypSTk6O0tDRZrVazY6GBmJMBIHIwJ4e35piTLRaLpk6dqvHjx/scD6VrweFURAcAiCycJwMA0Hh+FaYNHTpUFotFhmHo/vvvr/Ok9OQTw6ZWUVEhSWrTpk2NbZ4LLZ59fmry5MkaOXJkjfGtW7cqKysriCnDA0+dwSxOp1OuSrc+2lVuao6KSrecTqepGYCWijkZQGPNmDFDpaWlAR2j5Mfl4zzdevyVmJgYlK5BkSIvL0/l5Sc+15WXl8vhcGjSpEkmp0JDMScDaCyeBA9dzMnhrbnm5OTkZNntdi1evFiGYchischutyspwCWWgy2ciugAAJGF82QAjWWz2XR072HNHvR/puaY/dGTatOlnakZ0HL5VZh27733huTJXWxsrCTp6NGjNba5XK5q+/xUt27d1K1bt6YLF2Z46gyoHxfcgabBnAygsUpLS1VctFNdYuP9PkZU1Ynzm6N7D/t9jL0V+/x+bSQqLi6Ww+GQYZxYKsAwDDkcDmVmZvrsco3Qw5wMAJGBOTn8NeecnJWVpVWrVqmsrEwJCQmy2+3N8r6NFS5FdACAyMJ5MgAAjedXYdrs2bODHCM4Tl6u8+yzz662ra5lPlETT53BLDabTXtLdmpQt86m5vhoV7m62GymZgAAAA3XJTY+JJ46wwmGYWjBggW1js+fP59zCgCIQDwJHnqYk9FYVqtV06dPV25urqZMmRLSS76GSxEdYAY6iwMAACBU+FWYFqr69u2rp59+WuvWrdMll1xSbdu6deskSenp6WZEC0s8dQbUjQvuAAAAvhUVFamgoKDGuNvtVkFBgYqKipSamtr8wQAAaGGYk+GPjIwMZWRkmB2jXuFURIfIUVHp1ke7yv1+vev4iRVqrDHRAWWoD53FATS3/Px875wcDp8jAADNJ6DCtMrKSq1Zs0Zbt27VoUOHNHPmTEknls08ePCgEhISFBUVFZSgDTFq1Cjdcccd+utf/6opU6YoLi5OkrRjxw698sorGjp0qLp3795seSIBT50BAAAEh9Pp1NGjx7R6y0Kzo+jQ0f2qdFaYHQMRLCUlRenp6dq4caPc7v/dNImOjlZaWppSUlJMTAcA4cXpdMoV4E3wYKiodMvpdJqaAY3HnIxIFy5FdIgMiYmJAR/D04WsS4ANABqShc7i5mhIt7qGdKOj0xzCicvlUk5OjsrKypSTk6O0tDQKxgEAXn4Xpq1evVqTJk3S7t27vd20PIVpmzZtUkZGhvLy8jR27Nigha1Pp06d9Mgjj+i3v/2tMjIyNHnyZB09elSPP/64LBaLcnNzmy1LpOCpMwAAAACNZbFYNHXqVI0fP97nOEuGAQDQPJiTASB4glEk5ClEWrRoUcDHQviKiYmoBa0A5eXlqbz8xIM05eXlcjgcmjRpksmpAAChwq9PPhs2bNCoUaOUkJCgBQsW6NNPP9WSJUu82/v376+ePXvqH//4R7MWpknS5MmT1blzZz3yyCO666671Lp1aw0ePFgPPvigevXq1axZIgVPnQEAAATOZrNp3+4fdNl5E82OotVbFiredorZMRDhkpOTZbfbtXjxYu/DTHa7XUkBdgYAWpxDUtTbAXSj9zTIjA08h/xfCQoBsNls2luyU4O6dTY1x0e7ytXFZjM1A/zDnAwAQPOhyxlamuLiYjkcDhmGIUkyDEMOh0OZmZlKTk42OR0AIBT4VZh2//33KzY2Vhs2bFDXrl01Z86cGvt4WsSb4dprr9W1115rynujZWhIK+b6NKRVc0PR0hkAAAChKCsrS6tWrVJZWZkSEhJkt9vNjgSElaAsF3XkxLlnUnyABSjxwckDwBxZWVl67bXXdPDgQcXFxTEnIyw05BqsZ4lhWz2Fs4FeP+V6MAAANRmGoQULFtQ6Pn/+/Kbp0MsDXACCJD8/37t6IM2amo5fhWn5+fkaNWqUunbtWus+3bt318qVK/0OBoSy0tJS7SwsDOizhudj2OHCwoCy7Avo1WgpnE6nXC6X1q9fb3YUVVRUeC8aAgCAyGa1WjV9+nTvyb3VajU7EhBWWC4KQDB5ulhUVVWZnAQInuPHjzfL+5SWluq7Hd9J7QM4yIn/BfXdvu8CC3Oo7s0U0QEAgq22ueXYsWM+x91utwoKCjR27Fi1bt262rZA5wUe4AIQLC6XSzk5OSorK1NOTo7S0tK4ft1E/CpMO3TokBISEurcp6KigoscYSCUnjoLN/GSblcTVPk30mOeKxoAAABACMrIyOBpMwAATJaXl6dDh05Usxw6dEgOh0OTJk0yJUuwrke2tGuRzSlUugY05PvbrAXY7aWqTPPvedTXIYaHqoHQFyq/Z4FAtWrVSlarVS6Xq8Y2q9WqVq1aBf09eYCr6Rw6ul+rtywM6BgVxw5KkmJbxwWUI16nBJQDaIi8vDyVl5dLksrLy009T450fhWmJSUl6Ysvvqhzn02bNum0007zKxRCS3M9dQag6dhsNu3du1f9+vUzO4rWr1+vLl26mB0DAAAAAIAWobi4WA6Hw9sxzTAMORwOZWZmKjk52eR0vnE90jx0DYgMPFQNhC5+zyIc1VUMVlxcrPHjx8vtdnvHYmJi9NxzzykpKcCOZGg2wer8dqTkRGFafFf/C8vidUq9eUKpQywPzISncDxPDmd+FaaNGDFCTz/9tD766CMNGjSoxva33npLH3/8sWbMmBFwQDStkHvqDAAAAAAAoAkF4wK2xEVshAfDMLRgwYJax+fPny+LpXmLV7geGdroGgAATYvfs4g0ycnJstvt3s9tFotFdrudojSd6AJ8TKFRqL1P0qEfuxL7Eqxz0ub6HF9aWqqiwkLFtor2+xhVx08UU+4t2en3MSoq3fXvJGlvxT7N/uhJv99nn+uAJCne2sHvY+yt2KdktfP79ZEkFM+TI51fhWl33323XnrpJV166aW67bbbVPhjO+eVK1fqgw8+0JNPPqlu3bpp2rRpwcwKAAAQsVheGwAAoHmUlpZqR9FOtW/TMaDjGD9ef963+we/j3Ho6P6AMgD1KSoqUkFBQY1xt9utgoICFRUVKTU1tfmDISTRNQAAmha/ZxGpsrKy5HA45Ha7lZCQILvdbnYktACxraI1qFtnUzN8tKu83n2C0Y2uqmS/JKlNF/8Ly5LVLmid8cId58nNz++lPP/5z3/quuuu0yOPPOIdHzlypAzD0Omnn65XX31VCQkJQQsKAADQ0rGcTU2h1LJbiryiwIpKd4NOrmvj+vGpM2uM/0+uNeSpM6fTqUrXsYCeOguGvRX71Mp5yNQMAICGad+moy47b6LZMbR6y0KzIyDCpaSkKD09XRs3bqy2vFJ0dLTS0tKUkpJiYjqEEroGAJGF8+TQw+9ZRDKr1arOnTurvLxc06ZNM3152vquGTf0enCg13ptNpsOFxaGzPLa7ep54B1NIxj3C+goHVycJzc/vwrTJOnCCy/Utm3btHLlSq1bt07l5eXq0KGD+vfvr6uuukoxMX4fOuwFq+NJpN3YBCIRrVcBBAvL2fintLRUOwsLFR/AMTyXBQ7/2AXYX/sCenXoCcbTU56LPF0CbN3Pk1wAAAD+sVgsmjp1qsaPH+9znBvg8KBrAAA0LX7PItLFxsYqNjZWGRkZZkepV0uuYwDAebIZAvqtGx0drZEjR2rkyJHBytNi0PEECH+0XgWA0BAvhcxTZ5EknJ7kstlsOrr3sGYP+r8mfZ/6zP7oyYDmdAAAgKaQnJwsu92uxYsXyzAMWSwW2e12JQX48AAiC10DgMjCeXLo4fcs0Hxo/AKgPpwnNy/KgZsAHU+AliGcbtgDAAAAANAc6CwemrKysrRq1SqVlZUpISFBdrvd7EgIMXQNAICmxe9ZAABCC+fJzcevwrSGFFBERUUpLi5OZ599ts444wx/3gYAAAAAAABAmKCzeOiyWq2aPn26cnNzNWXKFFmtVrMjIQTRNQAAmha/ZwEACB2cJzcfvwrTJkyY0KjK/V/84hd68sknNXjwYH/eDgAAAIgIh47u1+otCwM6RsWxg5Kk2NZxAeWI1ykB5QCASDVjxgyVlpbWuU9JSYmk/3VArk1iYiJLiKBFobN4aMvIyFBGRobZMRDi6BoAAE2L37MAAIQOzpObh1+Fac8995xee+01vf766/rlL3+pQYMGyWazyel06sMPP9SaNWs0atQoZWRkaOPGjXr55ZeVmZmpdevW6fzzzw/23wEAAAAIecHq2nGk5ERhWnxX/wvL4nUKXURCWH1FMRTEAOaLifHrcgoAACGPrgEA0LSsVqsuv/xy5eXlacSIEfyeBQA/OJ1OuSrd+mhXuak5KirdcjqdpmYAwoFfV1K7dOmit956S2+99ZYyMzNrbF+9erVGjRqlm2++WdOnT9fEiRN16aWX6uGHH9aLL74YcGgAAAAg3ASrQIguIqAgBmhaFHQCACJZQzqDem6uPfPMM3rmmWd87tPSHoJwOp3SUSnq7Sizo0iHJGclN0DRskTSA1wul0urVq1SVVWVVq1apaysLIrTAABARPPrjsaDDz6oq6++2mdRmiRddtlluvrqq/XAAw9oxIgRuvjii3XJJZfo/fffDygsAAAAAES6+i6S5+fnKzc3V5MnT6bNOAC0EBUBPgnuOu6WJFljogPKAKBlOH78uNkREACn06ljkh6TYXYU7ZN0iC4iaAbh9ABXXl6eystPfK4rLy+Xw+HQpEmTTE4FAOHFZrNpb8lODerW2dQcH+0qVxebzdQMQDjw65Pa559/rmHDhtW5z2mnnaY333zT++df/OIXeu+99/x5OwBNrCFPSjbkiaNQeNoICEeeAoMpU6ZQYAAAqJPL5VJOTo7KysqUk5OjtLQ0nqwGgAgXjOW3Pef0XZKSTM8CwFwNuXZHl+aabDabvtv3naoyq8yOoqi3o2SL5wYoWpZIue9QXFwsh8MhwzhROGoYhhwOhzIzM5WcnGxyOgBAS9eQmoH6NLSLaUNQexA5/CpMa926tbZs2VLnPps3b1arVq28fz5+/LhiY2P9eTsg5LTEp87C6YkjIJxQYIBQxMkHELp4shqRjGJ9wLdgfA6iyAQAWg6bzabDhYW6XRazo+gxGWpHFxHT7K3Yp9kfPen36/e5DkiS4q0dAsqQrHZ+v76hwuFcwjAMLViwQFVV1Qtc3W63FixYoPnz58tiMf//WwBAy1VaWqqioqKA6no889zevXsDylJRURHQ6xFa/Ko0GTZsmF577TU9++yz+s1vflNj+9NPP60VK1bo6quv9o599dVXVPujTtwEN0+o/T1ZoqRpVFRUaP369X6/3uVySVLARVN8kKiOAgOEotLSUn234zupfQAH+bF2+7t93wUW5lBgLwciCU9WI5JRrA8AAAAETzC6nFaV7Jcktenif2FZsto1ecfVcDmXKCoqUkFBQY1xwzBUUFCgoqIipaamNn8wAABOEhsbq379+pkdI6B72gg9fhWmzZs3T++9955uueUW5eTkaMCAAbLZbHI6nVq3bp3++9//qmPHjnrooYcknegu5dkfqE043QTnqbOmwxIlTSOoX9cuXQI+ViR9bQNBgQFCWnuFzBIlAP73ZHVt4zxZjXBHsT4AAAAQPC2p42peXp7KysokSWVlZSF7LtGjRw/FxcXp4MGDNbbFxcWpR48eJqQCAABoen4Vpp1xxhlat26dfve73+m9997TN998U2370KFD9eSTT+rnP/+5JOnUU0/VDz/8UG1pT8AnboK3eC3phLk58XUNPRQYNI+GdON0/rgcsq2OIt+W1EUTCFeRvkRJbU9Wu91unqxG2KNYHwAAAIA/iouLlZeXV20sLy8vJM8lduzY4bMoTZIOHjyoHTt2cF4PAAAikl+FaZJ05plnas2aNSouLtamTZt04MABxcXFqXfv3urevXu1fS0Wi9q0aRNwWAAAIgUFBqHj+PHjZkdAAJxOp47pRAdRs+2TdOjHQkc0r5awRElKSorS09O1ceNGud3/W3I8OjpaaWlpSklJaZL3BZoaxfoAAAAA/OE5Z/A84OJRVVUVkucSnvP6DRs2VMtssViUnp7OeT0QofYpsGvXB378t/+P0v4vR9M8TgsA9fO7MM0jOTk55J46AAAg1FFg0Dwa0uWMboBA+GsJnUEtFoumTp2q8ePH+xwPpYvtQGNQrA8AAADAH7WdSxiGEZLnEp7z96ysrGqFaVFRUZzXAxEqGA+w7i8pkSS1S0oK6DjtgpQHwdeQlX9Kfvw58FzDrg2r/yBUBVyYBgAAGo8CAyA4bDabDhcW6naZ///MYzLUro4lYYFAJScny263a/HixTIMQxaLRXa7XUkBXpgCzESxPgAAAAB/9OjRQ3FxcT6Xx4yLi1OPHj1MSFW35ORkZWVlVXsoLisri/P6FqohxSjOH1dnsNVxzZFClNDVEh6mRfOIiaGsB+GNn2AAAExCgQEAoLGysrK0atUqlZWVKSEhQXa73exIQEAo1m9Z6rvxwhPAAAC0LA0pymiIhn6GqA+fMcLLjh07fBalSdLBgwe1Y8eOkOqY5nHyeX2XLl04r0edjh8/bnYEAE2Mzx5oCShMAwDARBQYAAAaw2q1avr06crNzdWUKVNktVrNjgQEjGJ9ePAEMAAALUtpaal2FO1U+zYdAzqO8WPj3X27f/D7GIeO7g8oA5qfp/vyhg0bqi2NabFYlJ6eHrLdlzmvh0dDilHolgUAiARc8QMAwERciAAANFZGRoYyMjLMjgEEFcX6LQNPAQMAgJ9q36ajLjtvotkxtHrLQrMjoJFO7r7sdru949HR0SHffZnzegAA0JJQmAYAgMm4EAEAAFo6ivUBAEDIOyRFvR3l/+srfvx3bOA5FB/gMYAIQfdlAGi5Kird+mhXud+vdx0/UdRsjYkOKAOA+jWoMO2xxx5T//791bdv36bOAwAAAJM5nU7paIAX3IPlkOSsdJqdAgDQDCjWBwAAoSoxMTHgY5QcKZEkJcUHWDATX3+efZIek1HnPnU58OO/O/h9hP/laBfgMYD60H0ZAFqeoHw2Kznx2axLgMXMwcgCRLoGFaZNmTJFs2fP9hamRUdHa/bs2Zo5c2aThgMAAAAAAACCyel06ujRYyGxZNeho/tV6ayof0eYYsaMGSotLa11u+dGRnZ2dp3HSUxMZClbIMwF4/9hz++KRYsWBXysugTj5uj+H3+/tQvwRm27IOUB6kL3ZQBoecLpsxmABhamWa1WHT161PtnwzBkGP4/bQP4QncWAABCg81m03f7vlNVZpXZURT1dpRs8TazYwAAAAA1xMQ06NIqADQrbtSiJaL7MgAAQOhq0NWTnj176u2339btt98um+3EjUGLxdKkwQAAAAAAAIBgs9ls2rf7B1123kSzo2j1loWKt51idgzUgi5nAAAAAAAAgWlQYdrkyZM1ZcqUai2XZ8+erdmzZ9f5OovFouPHjwcUEC0H3VkAAAAAAACAxqtv2VHpx9UKJO+Dx76w7CgAAAAAtExOp1Mul0vr1683O4oqKiq857AIfw0qTLv99tt16qmnauXKlSotLdV7772nHj16KDU1tYnjAaFrn6TH5P+Stgd+/HeHIORoF+AxAAAAAAAAENl4gBgAEKny8/OVm5urKVOmsKQnAABAiGlQYZokjRkzRmPGjJEkRUVF6cYbb9S9997bZMGAUHZy90B/7S8pkSS1S0oK6DjtgpQHAIBwRbE4AAAAWrqGdDnLzs6WJC1atKip4wAA0GxcLpdycnJUVlamnJwcpaWlyWq1mh2rThTSAQBCkc1m0969e9WvXz+zo2j9+vXq0qWL2TEQJA0uTDvZrFmzNHTo0CBHAcJHMJY04GIgAACBo1gcAAAAAACg5crLy1N5ebkkqby8XA6HQ5MmTTI5Ve3CsZAOAAAgEH4XpgEAAABmo1gcAAAAAIDw5HQ6dfToMa3estDsKDp0dL8qnRVmx0AjFRcXy+FwyDBOdNI3DEMOh0OZmZlKTk42OZ1v4VZIBwAAEKioQF78ySef6KabblJaWppOP/10XXjhhbr55pv18ccfBysfAAAAAAAAAAAAAHgZhqEFCxbUOu4pVgsltRXSFRcXm5wMAACg6fjVMU2S7rnnHs2dO7fGB7tNmzZp4cKF+sMf/qCHHnoo4IAAAAAAAAAAAACILDabTft2/6DLzptodhSt3rJQ8bZTzI6BRigqKlJBQUGNcbfbrYKCAhUVFSk1NbX5g9WivkK6+fPny2KxmJAMAACgafnVMe2VV17RQw89pB49euhvf/ubtm/friNHjmj79u3629/+ph49eujhhx/Wyy+/HOy8AAAAAAAAAAAAAFqwlJQUpaenKzo6utp4dHS0+vbtq5SUFJOS+eYppHO73dXGTy6kAwAAiER+dUx7/PHHZbPZVFBQoISEBO94amqqJk6cqJEjR+rcc8/Vk08+qeuuuy5oYQEAAAAAABCZ8vPzlZubqylTpigjI8PsOAAAAAhhFotFU6dO1fjx432Oh1r3MU8h3caNG6sVp0VHRystLS3kCukA4KdmzJih0tLSOvcpKSmRJGVnZ9e6T2JioubNmxfUbABCm18d0z7//HNde+211YrSTpaQkKBf//rX2rRpUyDZAAAAAAAA0AK4XC7l5OTI6XQqJydHLpfL7EgAAAAIccnJybLb7d4iNIvFIrvdrqSkJJOT1eQpmKttPNQK6QDAHzExMYqJ8as3EoAI5tdvhePHjys2NrbOfWJjY3X8+HG/QgEAAAAAAKDlyMvLU3l5uSSpvLxcDodDkyZNMjkVAABAcFVUVKi8vFz5+fl0iA2SrKwsrVq1SmVlZUpISJDdbjc7Uq08hXSLFy+WYRghXUgHAD9FlzMA/vKrMO3000/XihUrNHfuXEVF1Wy6VlVVpVWrVun0008POCAAAAAAAAAiV3FxsRwOhwzDkCQZhiGHw6HMzEwlJyebnA4AAKBh6lvirKqqSnv27JEk3XPPPUpKSvJ5j01imbPGsFqtmj59undJeKvVanakOoVTIR0AAEAw+FWYNm7cOP3xj3/UVVddpUcffVRnnHGGd9u3336rO++8U19++aUefPDBoAUFAABAMzokRb3t16rvJ1T8+O+6m+w2KIfiAzwGAAAIWYZhaMGCBbWOz58/n2WNACBC1VfE0xAlJSWSpOzs7ICOQxEQmsOBAwe8/+12u3XgwAF16tTJxESRIyMjI2w60IVbIR0AAECg/CpMmzZtmlavXq2VK1fqrbfeUmJiorp166bdu3erpKREVVVVGjRokKZNmxbsvAAAAGhiiYmJAR+j5MiJmwNJ8QEuRRAfnDzhoiE3Zhpy44WbKgDQtPLz8703ksLlBlioKioqUkFBQY1xt9utgoICFRUVKTU1tfmDAQCaXGlpqYqLvpMttsrvY0RXnXigqnLvt34fw1kRwENZwEnqOg8vLi7W+PHjq40dPnxYf/nLX+gQ2wKFUyEdWgaKxQEATcmvwrTWrVvrnXfe0fz587Vw4UJ9++23Ki4ulnRimc+JEyfq97//vVq1ahXUsAAAAGh6wTjx91yAWLRoUcDHQnUxMX59hAcABInL5VJOTo7KysqUk5OjtLQ0uhwEICUlRenp6dq4caPcbrd3PDo6WmlpaUpJSTExHQCgqdliq/TwgIOmZvjDujhT3x+RLxQ7xAbrwTiJIhIgElAsDgBoSn7f1WrVqpXuvvtu3X333Tp06JAOHDigDh06qH379sHMBwAAALQYXMgFgNCXl5en8vJySVJ5ebkcDocmTZpkcqrwZbFYNHXq1BodRDzjLOMZWbgJDgBoicK1Q6zFYlFlZaUqKioUGxtrdhwATYxicQBAUwlKu4X27dtTkBaiaL0KAAAAAEBwFBcXy+FwyDAMSSe6XDgcDmVmZrIEUwCSk5Nlt9u1ePFiGYYhi8Uiu92upKQAlwRHWKI7LAC0LIeO7tfqLQsDOkbFsROFFLGt/S9oOHR0v+J1SkA5auPpEPvZZ5+pqup/3YjM7BBb370al8ulcePGqaysTFVVVXr22WfpEgwAAAC/cKUnwtF6FTAPT4IDAAAAkSMUl2CKJFlZWVq1apXKysqUkJAgu91udiQ0Ac5rAQAnS0xMDMpxjpScKEyL7+p/YVm8Tglanp/ydIL96eebqqqqkO0Qm5eXp7KyMklSWVkZXYIBAADgNwrTWoCwar16SIp6O4Aitoof/x1oV+lDkuIDPAbQADwJDgAAAISHcF2CKVxYrVZNnz5dubm5mjJlCh05AABoAYJVsOx56HfRokVBOV5T8XTdPfnPPx0LBcXFxcrLy6s2lpeXR5dgAABagIqKCq1fv97v17tcLkkK+LpORUVF/TshbFARgZARjKeRSo6c6D6VFB/gch/xwXtaCy0XT4IDOBnLayPS0BkUQEvjWYJp48aNcrvd3nEzl2CKNBkZGcrIyDA7BgAAQFAZhqG5c+f63DZ37lw98cQTIdM1zdMN+KcFc1VVVXQJBgCEDa5d+yco9Ro/fl27dOkS8LGo14gcFKYhZATjF3q4PBkFAGh5WF4bLRGdQQFEEs8STOPHj/c5zg06AAAA+FJYWKgtW7b43LZlyxYVFhaqZ8+ezZzKt9q6BBuGQZdgAEBE4dp1TdRroKnwfxsAAEAzCavltYF6tJSnxADgZMnJybLb7Vq8eLEMw5DFYpHdbldSUoBduwNQ31PAPAHs26Gj+7V6y8KAjlFx7MTnutjW/n++OnR0v+J1SkA5AAAAgqVHjx6Ki4vTwYM1r1/FxcWpR48eJqQCAKBxWtL1DSAcUJgGAAAAAADQQFlZWVq1apXKysqUkJAgu91udqQ68QRwTcFaCuJIyYkbtvFd/S8si9cpLE0BAECES01NVa9evbR58+Ya284///yQ6kC2Y8cOn0VpknTw4EHt2LEjpPICAAAg9AV8dfLw4cP6+uuvdejQIQ0ePDgYmQAAAAAAAEKS1WrV9OnTlZubqylTpshqtZqah6eAGy9YXzOWpwAAAA1hsVg0Y8YM2e12GYbhHY+KitKMGTNCakn4lJQUpaena8OGDdWyWiwWpaenKyUlxcR0AAAACEd+F6YVFxfrjjvu0Jtvvim32y2LxaLjx49Lkj766CP95je/0VNPPaWhQ4cGKysAAAAAAIDpMjIylJGRYXYMQFL9y7lKLOkKAIDZkpOTNXbsWL344ovesbFjx5q6JLwvFotFU6dO1bhx46qNG4ahqVOnhlQRHQAAAMKDX4Vpu3btUr9+/eR0OjVy5Ejt2bNH69at827v16+f9uzZo6VLl1KYBgAAAAAAAJiIJV3DW0OKDxuioQWK9aGAEQD8M2HCBK1YsUIHDx5Uhw4ddMMNN5gdyafdu3f7HN+1a1fIFdIBCA6n06lKV5T+sC7O3BwVUWrldJqaAQAQfH5dlZozZ4727Nmjd955R8OGDdOcOXOqFaa1atVKgwcPVn5+ftCCAgAAAAgv+fn53qXuzOwsRCcZAEAkY16KfKWlpdqx4zt17GjUv3OdTnS5OXhwu99H2L+fTjkA4C+r1aq77747ZJaE96WqqkqzZ8/2uW327Nl64403FBUV1byhAAAAENb8KkxbtWqVRo4cqWHDhtW6T48ePfThhx/6HQwAAABA+HK5XMrJyVFZWZlycnKUlpYWkhfdPegkAwAAQlnHjobG2Y+ZHUMvOlqbHQEAwlqoLwm/bt06HTx40Oe2gwcPat26dSGdH4B/bDabKvd+q4cH+P7/v7n8YV2cWnWxmZoBABB8ft19cTqdOuOMM+rcp1WrVjp8+LBfoQAAza++bjJ0kgEANEZeXp7Ky8slSeXl5XI4HJo0aZIpWZiXAAAAAACo34ABAxQXF+ezOK1Dhw4aMGCACakAAAAQzvzqtxsfH6+dO3fWuc/XX3+trl27+hUqEO+8845uueUW9e/fX7GxsbJYLMrLy2v2HAAQaWJiYugmAwBokOLiYjkcDhnGieWmDMOQw+FQcXGxyckAAAAAAEBtoqKial3Kc86cOSzjCQAAgEbzq8IgIyNDb7zxhnbv3u2z+Oybb77R6tWrlZWVFXDAxnI4HHI4HDrnnHN03nnn6dNPP232DAAQjugmAwAIBsMwtGDBglrH58+fL4vFYkIyAAAAIPLV1xG/IRraNb8+9XXVdzqdqnRF6Q/r4gJ6n0A5K6LUyukM+DisRoBI0adPH8XGxqqiosI7FhsbqwsvvNDEVAAAAAhXfhWm3XnnnXr99dc1ZMgQ5ebmej+cHj58WB988IGmTp2qqKgoTZ8+PahhG+LBBx/U008/LavVqueff57CNAAAIlg4XXAHWoqioiIVFBTUGHe73SooKFBRUZFSU1ObPxgAAADQApSWluq7oh0yrP4Xe1ncJzofb3fu9/8YrprLALZ0rESAcLFhw4ZqRWmSVFFRoQ0bNqhPnz4mpQIAILjy8/OVm5urKVOmKCMjw+w4QETz60yoX79+euaZZ3TLLbfoyiuv9I7HxZ042Y2JidHChQv1i1/8IjgpGyEpKanZ3xMAAJiDC+5A6ElJSVF6ero2btwot9vtHY+OjlZaWppSUlJMTAcAAABEPsMapyO9rjU1Q9vNy+rdx2azqXLvt3p4gLnn1H9YF6dWXWwBH4eH1RAJqqqqal3Kc/bs2XrjjTdYzhMAgoiOq+ZwuVzKyclRWVmZcnJylJaWJqvVanYsIGL5/YjOxIkTNXjwYD311FP65JNPVF5erg4dOqh///669dZbdeaZZwYzZ5PbtWuXdu3aVWN869atNcbozgIAQNNpzJwshc8Fd6ClsFgsmjp1qsaPH+9znGU8gfDR2DkZAAA0DeZkBBs3wVGbdevW6eBB38WiBw8e1Lp16+gqgxaNORnNjY6rTSMvL0/l5eWSpPLycjkcDk2aNMnkVEDk8us32aJFi2Sz2ZSZmakFCxYEO5MpnnnmGc2ZM6dB+9KdBQCAptOYORlAaEpOTpbdbtfixYtlGIYsFovsdjvdjYEww5wMAEBoYE6ODOG0XJTFYlFlZaUqKioUGxtrdhw0owEDBiguLs5ncVqHDh00YMAAE1IBoYM5GcFGgXfzKy4ulsPhkGGcqNcwDEMOh0OZmZlKTk42OR0QmfwqTJs4caJuu+02ZWZmBjuPJNXaJtiXoUOHaujQoQG/5+TJkzVy5Mga41u3blVWVlaN8XDpzuJ0OlXpitIf1vlfRBcMzoootXI6Tc0AAAgPjZ2TAYSmrKwsrVq1SmVlZUpISJDdbjc7EoBGYk4GACA0MCeHv1BbLqqum+Aul0vXXnutjh07JpfLpby8PJa2akGioqI0e/ZsTZs2rca2OXPmsIwnWjzmZCC8GYbhs/GSZ3z+/Pms+AE0Ab8K07p27aqqqqpgZ/FqbKV5MArTunXrpm7dugV8HAAAEBjmZCAyWK1WTZ8+3dsRgBsZQPhhTgYAIDQwJ4e/cFou6vnnn/d2yzp48KBeeOEFTZ482eRUaE59+vTReeedpy1btnjHevXqpQsvvNDEVEBoYE4GwltRUZEKCgpqjLvdbhUUFKioqEipqanNHwyIcH4Vpl122WV67733VFVV1SRPR3jaJiJwNptNlXu/1cMDzF328w/r4tSqi83UDAAAAGheGRkZIb9EDQAAAAA0pXBaLqq4uFhLliypNrZkyRJdccUVIZcVTevBBx/UqFGjvPcBH3jgAbMjAQAQsJSUFKWnp2vjxo1yu93e8ejoaKWlpSklJcXEdEDk8qsw7cEHH1T//v01adIkPfLII0pISAh2LgAAgIjC8toAAAAAALQs4bRclGEYmjdvXo3GAVVVVZo3b54ef/zxkMmKptexY0dlZWUpLy9PWVlZ6tixo9mRgLAyY8YMlZaWBnyckpISSVJ2dnZAx0lMTKxzGWegpbBYLJo6darGjx/vc5zPOkDT8KswbezYserQoYMWLVqkl156SampqeratWuN/1EtFovWrFkTlKAAAAAAAAAAAADhIpyWiyosLNTmzZt9btu8ebMKCwvVs2fPZk4FM91000266aabzI4BhKXS0lJ9V7RDhjWwh5Qt7hPFwtud+/0/hsvcVbWAUJOcnKzrr79eL774onfs+uuvV1JSkompgMjmV2Ha2rVrvf999OhRbdu2Tdu2bauxnxkVpZs3b9Ybb7whSfr3v/8tSXr99ddVWFgoSRo5cqR69erV7LkAAEDLxvLa5qnvCcWGPnnIk4UAAAAwg9Pp1LFjFr3oaG12FB04YNGRI3RgBhqK5aIAoOUyrHE60utas2Oo7eZlZkcAALRwfhWmVVVVBTtH0GzcuFEzZ86sNrZs2TItW3Zi0k1OTqYwDQAAAF4Wi0WVlZWqqKhQbGys2XEAAAAAABEinJaLSk1N1XnnnactW7bU2NarV6+Q6ewGAAAQiOLiYi1durTa2NKlS3XFFVcoOTnZpFRAZPOrMC2UTZgwQRMmTDA7BgAAAEJEXV3OXC6Xxo0bp7KyMlVVVenZZ5+V1WptxnQAAABA3Ww2mw4e3K5x9mNmR9GLjtaKi2tZHZiBQIXLclEWi0V33323xo0bV2Pb3XffHVJFdAAAAP4wDEMLFiyodXz+/Pl85gGaQMQVpgEAAAANlZeXp/LycklSeXm5HA6HJk2aZHIqAAAAAEAkOX78eJ1/DiUWi0WGYdT6ZwBAZHJWROkP6+L8fn25K0qS1Nnq/8przooo0a8KTamoqEgFBQU1xt1utwoKClRUVESXWKAJBFSY9tJLL+lvf/ub/v3vf+vAgQOKi4tTWlqaJk2apDFjxgQrIwAAABB0xcXFcjgc3gvshmHI4XAoMzOTlt0AAAAAgKAoLi7Wyy+/XG1s6dKluuqqq0Lq3NPTKSQqKkput9s7HhUVRQcRAIhwiYmJAR/DXVIiSWrVxf+OoMlBygLUJiUlRenp6dq4cWO1zzvR0dFKS0tTSkqKiemAyOVXYZphGMrOztaLL74owzAUHR2tLl26qKysTGvWrNG7776rN998Uw6HI9h5AQAAgIB5Lrj/9KnvqqoqLrgDAAAACFtOp1MW11G13bzM1BwW10E5nUfr3S/Su7MYhqG5c+f63DZ37lw98cQTIXPuSQcRAGi55s2bF/AxsrOzJUmLFi0K+FhAU7FYLJo6darGjx/vczxUPpcBkcavwrRnnnlGDodDaWlpevjhhzVkyBBFR0fL7Xbr/fff14wZM/TSSy9p8ODB+u1vfxvszAAAAEBAarvgXlVVxQV3AAAAAGgGLaE7S2FhobZs2eJz25YtW1RYWKiePXs2yXs3Fh1EAABAS5CcnCy73a7FixfLMAxZLBbZ7XYlJfn/eRJA3fwqTFu4cKFSU1P1wQcfqG3btt7x6OhoDR8+XO+//77OPfdc/f3vf6cwDS3WjBkzVFpaWuv2kh8vmnieIKhNYmJiUJ5UiBT1fV0lvrYAgPqlpKTovPPO83mDoFevXlxwBwAAABCWbDabtjv360iva03N0XbzMtlsHevcpyV0Z/lpl+7Gbm9OdBABAAAtRVZWllatWqWysjIlJCTIbrebHQmIaFH+vOjLL7/U6NGjqxWlnaxt27YaNWqUtm7dGlA4IJLFxMQoJsav2lDUg68tAKAhjh075nP86NH6l5sBAAAAAKA+u3btCmh7c0tOTtZZZ51Vbeyss86igwgAAIgoVqtV06dPl81m07Rp02S1Ws2OBEQ0vyo3LBZLWD3pA5iBTlxNg68rACAYCgsLtW3bNp/btm3bFlLLqQAAAAAAwtOAAQPUvn17HTp0qMa29u3ba8CAASakql1xcbG++OKLamNffPGFiouLlZycbFKq+lVUVKi8vFz5+fnKyMgwOw4AAAgDGRkZfG4AmolfhWlnn322Xn31VT344IM+u6YdOXJEr732ms4555yAAyJwzooo/WFdnN+vL3edaKzX2VoVUIbQPW0FAIQrp9Mpi+uo2m5eZmoOi+ugnE66bJ0s1C8K85AFAAAAAKCpRUVF6bbbbtPcuXNrbLvjjjsUFeXXojZNwjAMnw8Fe8Yff/zxkFzO0+Vyac+ePZKkWbNmacWKFXQ9AQAAAEKIX4VpEydO1O9+9ztddNFFmjdvnoYMGaKYmBi53W598MEHuvvuu1VUVKS77ror2HnRSImJiQEfw11SIklq1cX/dt3JQcoCAABCw4wZM1RaWupzW1VVlfei8D333KOkpKRaL7YnJiaa0g2zvovpoXixHQAAAAh1dZ0nNEbJj9cjs7OzAzqOWecbgIdhGPrXv/7lc9s///lPXXrppSFz/llYWKjNmzf73LZ58+aQ7Sz+9NNPe//72LFjeuaZZ3THHXeYmAgAAADAyfwqTJs8ebI+/PBDLVmyRJdeeqmioqIUHx+vffv2qaqqSoZh6LrrrtNvf/vbYOdFIwXjwovnAtCiRYsCPhYAAMFks9m03blfR3pda2qOtpuXyWbrWO9+LaWL6YEDB7z/7Xa7deDAAXXq1KmJ37VxUlNTdd5552nLli01tvXq1UupqanNHwoAAAAIc6Wlpfpux05VdQzs83+UThTqfHuw5vKHDT7G/u8DygAEQ1FRkQoKCnxuKygoUFFREeef9air4LWystJbyOqxfPlyffLJJ2rVqlW1cQpVAQAAAHP4VZhmsVjkcDh05ZVXauHChfr3v/+tffv2qUOHDrrgggs0ceJEjR07NthZAQAAwlakdTGt7WJucXGxxo8fX23s8OHD+stf/qLk5NBZ2Ntisejuu+/WuHHjamy7++67Q+aJdQAAACDcVHXspENZk82OofZ5z5gdAVBKSorS09O1ceNGud1u73h0dLTS0tKUkpJiYrrqUlNTdeaZZ2rbtm01tp155pkhV0BnGIa3W/tP7dmzR4mJiZzbAwAAACHAr8I0j7Fjx1KABgAA0AAtoYupYRhasGBBrePz588PqYvCycnJuu666/Tyyy97x66//nolJflf+AcAAAA0hf37LXrR0TqgY/zww4nP4qecYgSUI87/JtBAi2OxWDR16tQaD3B5xkPpHFmSWrf2/XumtvHmUNv1lO3bt2vChAk+t1VWVmrOnDk67bTTmjAZAAAAgIYIqDCtpXI6nbK4jqrt5mWm5rC4DsrpPGpqBgAAAI/alihxu90hu0RJTExMnX8GAAAAzBaMjseS9MMPJzowx8X5/yBGXFzw8gAtRXJysux2uxYvXizDMGSxWGS320PuoaiioiJt2bLF57YtW7aE3Dn9xo0b691OYRoAAABgPr/uvK1Zs0YOh0MPPPCAzwsRpaWluueee5Sdna2hQ4cGmhEAAABhICUlRb169dLmzZtrbOvVq1dILVEinVh2dOnSpdXGli5dqiuuuCKklh0FAABAyxaM7stS6HdgBiJZVlaWVq1apbKyMiUkJMhut5sdqQbPsqOfffaZqqqqvONRUVHq06dPyJ3TAwAAAAgPfhWmPf744/rqq69qfTouMTFR69at04EDByKyMM1ms2m7c7+O9LrW1BxtNy+TzdbR1AwAAAAnc7lcjRo3S7gtOwoAAAAACF9Wq1XTp09Xbm6upkyZIqvVanakGmpbdjQqKioklx298MILA9oOAE0pVFbfkliBCwBgvih/XrRx40YNHDiwzn0GDRqkDRs2+BUKAAAA4aewsFBff/21z21ff/21CgsLmzdQHTzLjrr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3qMnU5J6yuun8Rtb+m9VteanJ1OTuUJOpyT1lddP5jaz9N6vb8lKT4/s505iWQtr/Md9++23zs5/9zPh8PnP55ZebZ599NtqN2L7fgb84c+bMMZZlmYULFxpjnPmFbs/+xhtvmG9+85umqKjI5Ofnm1NOOcUsX77cNDQ0dNrXGGOqq6vNcccdZwoLC6Nd48nI76a87a9fW1trLrvsMnPMMceYcePGmUsuucS89dZbHV6/fd9IJGIee+wxc/jhh5tx48aZpqamhGYkK1ndmrf99f/5z3+amTNnmhNPPNGcddZZ5rrrrjN1dXUd9m0vyPv27TNLliwxAwYMMOecc44Jh8NJydqV9vyhUMi899575m9/+5v5+OOPo9OrHnwhtHv3bnPjjTcay7JMWVmZ2bt3rzPBXYCaTE3uKaubzm9k7b9Z3ZaXmkxN7g41mZrcU1Y3nd/I2n+zui0vNZma3B1qMjW5p6xuOr+Rtf9mdVteajI1uTvUZGpyT1nddH4ja//N6ra81OT4azKNaSmi/Y31j3/8w+Tm5pojjzzSfPaznzWHHXaYsSzLnH322ebZZ5+N7n/gxcSuXbvMN77xDZObm2s2bNjQ4XjJ9Prrr5thw4aZU045xVxzzTXmsssuMwUFBWbQoEHmBz/4gVmzZk2H/Ma0/XL/9re/NQMHDjQzZ87s1MHf3/O2/ztWV1eb4cOHm+LiYuPz+czXvvY14/F4zNChQ80dd9zR6ULTmLZO3J/+9KcmIyPDLFy4MOG/E2Qlq9vyth//tddeMyNGjDDjx4835513njnuuOOMZVnmM5/5jHnkkUc6rFPenrW5udl8+9vfNpmZmebhhx/u8FiytL/ea6+9Zr761a+a4cOHG8uyTF5enrn44os7/IyN6djpPnXqVJORkWHuvvvupGZ2C2oyNbkrbjy/kbX/ZnVbXmoyNbk71GRqclfceH4ja//N6ra81GRqcneoydTkrrjx/EbW/pvVbXmpydTk7lCTqcldceP5jaz9N6vb8lKT7anJNKalkA8//NAUFRWZiy66yNTU1BhjjHn33XfNz372M2NZljn88MNNZWVldP8Df2mXL19uRo4cab73ve8ltRi327Ztmzn55JPNmWeeadatWxfd/sYbb5jLL7/cWJZlvvnNb5rVq1dHHzvwDVlWVmY+//nPm+3btxtjEn8h5Ka8H3/8sfnKV75iysrKOmR96qmnTFlZmcnKyjLXXHON+eCDDzplbWpqMscdd5w56aSTEpaPrGR1c976+npzzDHHmG984xvm3//+dzTL3XffbcaPH2+GDBliKioqoiNaDsy6bds2k5+fbyZPnpyUrF158803zbBhw8ykSZPM//zP/5innnrKnHfeecayLDNmzBjz/PPPdzmioKGhwRQVFZnS0lKzf/9+p+KnNGoyNbkrbjq/kZWsbstLTaYmd4eaTE3uipvOb2Qlq9vyUpOpyd2hJlOTu+Km8xtZyeq2vNRkanJ3qMnU5K646fxGVrK6LS81Of6aTGNaCvnTn/5ksrOzzWOPPRbd1v6PvmzZMjN06FAzYsSI6HrUBz6+f/9+c8EFF5gvfvGLjkxvu379ejN8+HDzk5/8xBjTsbA2Nzeb6667zliWZS655JIOa5e353/zzTfNgAEDzD333EPeg9TW1pqhQ4eaioqKTlnff/99U15ebizLMtddd535+OOPo4+1X1A+/fTTJiMjwzz++ONkJWvCs7ot79///nczbNgw89vf/rbD9tbWVvPSSy+Zs88+2wwePNjcfffdHQpue9YlS5aYwYMHm1dffTXhWQ/O19zcbKZOnWqOOeYY889//rPD43fddZcpKioyo0aNMk8++WT0OQdmf+SRR0xWVpZZunRpUrO7BTWZmtwVN53fyEpWt+WlJlOTu0NNpiZ3xU3nN7KS1W15qcnU5O5Qk6nJXXHT+Y2sZHVbXmoyNbk71GRqclfcdH4jK1ndlpeaHH9NzhBSxr///W/t2bNHX/ziFyVJ+/fvl2VZkqTy8nLdf//9am5u1k9+8hNVVVVJkjIyMtTa2qqsrCzNnz9fmzZt0p///OekZw+Hw9q5c2f075ZlyRgjSRo8eLDuuOMO/fCHP9Sjjz6qP/7xj5Kk1tZWZWRkyBijI444Qqeeeqpqa2vJe5Ddu3dr9+7dGjBgQKesn//853X77bfrkksu0a9+9Ss9//zz0ayZmZmSpHHjxumoo47S2rVryUrWhGd1W96GhgY1NTUpOzs7uq21tVWWZemMM87QrbfeqpKSEt1www167bXXOmU944wzlJ2drXXr1iU864Esy9KAAQP09ttv64gjjtD48eMlSfv27ZMkXX311brjjjuUm5ur7373u1q9erUsy1IkEolmLykp0THHHBOtJ62trUn9b0h11GRqclfcdH4jK1ndlpeaTE3uDjWZmtwVN53fyEpWt+WlJlOTu0NNpiZ3xU3nN7KS1W15qcnU5O5Qk6nJXXHT+Y2sZHVbXmqyDTU5rrY22Oqpp54ylmWZW265JbqttbW1Q3fofffdZyzLMtdee2308XZbt241Y8eONbfeemvyQn+irq7ODB8+3Hzxi180b731Vpf7hEIhc/7555sRI0aYDz/8sNPjN954oykqKjLhcDjhU6+6Ke+///3v6LrwB67xe+Br1tbWmuOPP97k5eWZjz76qNMxrrzySvOVr3zFtLS0kJWsCX9/uSnvypUrjWVZ5vLLLze7d+/uMuszzzxjvF6vOfbYY822bds6HWPSpEnmvPPO63S+TqTW1lbz0UcfmcLCQvPVr37VbNu2LdqB356htbXVLFu2zIwaNcp86UtfMlu3bu10nIULF5rc3FzT0NCQlNxuQk2mJnfFTec3spLVbXmpydTk7lCTqcldcdP5jaxkdVteajI1uTvUZGpyV9x0fiMrWd2Wl5pMTe4ONZma3BU3nd/ISla35aUmx1+TaUxLIWvXrjXDhg0zubm5ZsWKFdHtB/9yTp061QwbNswEAoFOx7jzzjvNv/71r4Tm7O6NsmDBAmNZlpk3b16HX9gDf6n/8Ic/GMuyzOLFizs9vnbtWrN+/Xrb8x64dvqB2VMtb08noJkzZ5qBAwd2mur1wOcsWrTIWJbVYere9sdXrFhh/t//+3+2ZW3/mXaVOVWztv/ZPu1kKmZtz1ZXV2eCwWCHx1Ita1cOzOKGvMYYs2/fPnP++eeb7Oxs8+c//9kY0/Xv96xZs4xlWWbVqlWdsj7wwAMdpmhOpu9///tmwIAB5oUXXjDGfPo71J5t//795sc//rGxLKvDVLjtjy9fvtyMGzeuy4u5/o6aTE3uTqqd36jJ1OSuUJOTj5qcONRkanJ3Uu38Rk2mJneFmpx81OTEoSZTk7uTauc3ajI1uSvU5OSjJicONZma3J1UO79Rk6nJXaEmJ18q1GQa01LMPffcYyzLMv/xH/9hXn/99ej21tbW6C/3Aw88YCzL6nCxkQwHF432X9j2P9euXWtOP/10M2jQIPM///M/ZteuXdF9D1xLd/Dgweb6669PeN4DLyCMMdG10tu3/+tf/0qZvO2Z1q9f36HLtt1f//pX87nPfc5kZ2dH1/dtt2/fPmOMMTt37jSWZZmFCxcmJetbb71lHnnkkejrp3LWf//73+aGG24wmzZtSvmsr7/+uvF6vebRRx81xnz6/kqlrAfm3b17t9m+fbupr6/vcJG2YsWKlMnb3UV6+3/D73//ezNo0CAzbNgwU1tb2+Gx9qwffPCBsSzL/OY3v0lo1r5qz/fYY4+ZzMxMc/jhh0cvvA6+eG5ubjaf/exnzUUXXdTlserr65OQ2J2oyfahJic2KzU5MVmpyfajJlOTY0VNtg81ObFZqcmJyUpNth81mZocK2qyfajJic1KTU5MVmqy/ajJ1ORYUZPtQ01ObFZqcmKyUpPtR01ObE2mMS2J2v9R2wtaV7Zu3WquuuoqY1mWmTx5svnHP/4Rfaz9zbBs2TIzbNgwU11dndjABziw0D300EPm2muvNVdddZV54403OhTsxx9/3HzhC18wgwYNMnfeeaepq6vrcJzq6mqTm5ub8Ddje6Z3333X3Hbbbeb88883X/va16JdoKmW1xhj3njjDWNZlrnggguiFxMH/mx//etfm+zsbDNkyBDzyCOPmD179nR4/osvvmhycnI6dAvbrT1P+3SV119/vWlqauq0XyplXbVqlSkqKjJHH320+eUvf2mM6VhYUinrypUrzdChQ41lWaa0tLTTNJ+pkPXAvP/85z/Nt771LZOXl2eGDBliZs+ebT744IOUynvguevpp582d9xxh3nwwQfNhg0bOux34403GsuyTE5Ojnnttdc6Hefpp5822dnZ5vnnn09Y1q6059+/f78Jh8OmpaWl003SD37wA2NZlvnKV74SnSa6fcra9t/1008/3UyYMKHLY/dX1GRqck+oyYnJSk1OXF5qcuJRkxOHmkxN7gk1OTFZqcmJy0tNTjxqcuJQk6nJPaEmJyYrNTlxeanJiUdNThxqMjW5J9TkxGSlJicuLzU58dxQk2lMS5L2f7A333zTzJw507z77rvd7vvOO++Yyy+/PHoyeeSRR6KPbdiwwVx66aXmmGOO6XLq1URoz15dXW2OPfZYM2jQIGNZVvRN196J287v95tx48aZAQMGmOnTp5vly5cbY9rWAL766qvNyJEjzerVqxOe97XXXjOf+9znTGFhofnCF75gsrOzzdChQ82rr76aUnmNaXvTt0/t2H4x0dzcHH2s3aJFi8xhhx1mPB6P+elPfxodBbF27Vpz1VVXmcMPP9ysWbMmIRkPLHYej8dMmTLFrFu3rtN/RypkbVdbW2tGjBhh/vM//9NUVVV1u98vfvGLlPi5Dhw40Fx66aXmrLPOMoMGDYpe+B548+H0z/XAC7RRo0aZCRMmmAsvvNCce+65JiMjo8P5yum87Vn/8Y9/mCOPPNLk5ORE32OHHXaYufXWWzu89uzZs41lWWbo0KHm/vvvj14UvfPOO2bmzJnmiCOO6PQ7n0jt+Wtra81ll11mjjnmGDNu3DhzySWXmLfeeqvD6JILLrjAWJZljjnmmE4Z33//fXP88cebmTNnGmN6nua5v6AmU5N7Qk1ODGpy4vJSkxOPmpw41GRqck+oyYlBTU5cXmpy4lGTE4eaTE3uCTU5MajJictLTU48anLiUJOpyT2hJicGNTlxeanJieeWmkxjWhK0/6O99dZb0SJ85ZVXRjsRu7J+/froOq6WZZmLLrrIfPvb3zZnnnmmGThwoHnqqaeSmn316tVm+PDh5sILLzQPP/yw2bFjh7n99tvNsGHDTF5eXqep+1asWGEuvvjiaP6CggLzmc98xgwdOtQ8/vjjCc9bU1NjcnJyzJQpU8zf//53Y0xbN7tlWebSSy81ra2tHYres88+60jeA91+++1mwIAB5jvf+U7037z9YuLAqWAffPBBc/LJJxvLssygQYPMuHHjzBFHHGGys7PNE088kZBsBxe7iy66qNPJKhKJdPiZGtM2pWWys7ZramoyU6ZMMWeeeaZ58803o9vfeecdU1tba9555x2zefPm6PYHHngg6Vnbf17tP9cLL7zQbNy40axYscIMGDDAXHHFFZ32NcaZ34EDvfPOO+bII480l1xySXSq0rq6OjN27FjzX//1X532d+Jn227NmjVmxIgR5qKLLjJPP/202bdvn/n1r39tjjvuODNo0CBzySWXmBdffDG6/+23326OOOKI6HngjDPOMF/60pfMoEGDzJ/+9KeEZj1Q+7msurraDB8+3BQXFxufz2e+9rWvGY/HY4YOHWruuOOODiMKvvWtb0UvkioqKsxrr71m/va3v5nvfOc7ZsiQIebll19OWv5URk2mJvcFNdle1OTEoSYnHjU5cajJ1OS+oCbbi5qcONTkxKMmJw41mZrcF9Rke1GTE4eanHjU5MShJlOT+4KabC9qcuJQkxPPTTWZxrQkqa+vN+eee67Jy8szJ554orEsy3znO9/p8WLCGGOeeuopM3HiRDN69GgzcuRIc9ZZZ5nnnnvOGJO8kQP19fXmzDPPNN/4xjfMv/71rw6PXX311cayPl2f/MCT3c6dO81jjz1mZsyYYS644ALzk5/8JNplnMjsH374oSkuLjbf/OY3O+R95513TFFRkfnv//5vY4wxO3bs6PC87du3O5K3XVVVlTn66KPN888/b7797W9HLybap2E98GLinXfeMf/7v/9rysrKzMSJE83VV18dPUkkKusbb7xhBg4caMrLy6NrDxvTtibxvHnzzOTJk8306dNNVVVVh5/te++9l/Ssxhjz8ccfm4KCAjN//vzotptvvtmMGTMmWtAmTpxo/vjHP0YfT+bPtf14r7zyisnOzjZTpkwx7733njHGmM2bN5svfelLZsCAAR1GZBw4Veb777+f9J9r+3FvvfVWM3bsWPPyyy9HMzU0NJiTTz7Z/O///q955plnTFVVVYffk2T/zra2tpo9e/aYyy+/3BQWFprq6uoO05i2rwM+ePBg841vfKPDVNavvPKKufnmm8348ePNCSecYC677LLoDUkyR2x9/PHH5itf+YopKyvrcOH+1FNPmbKyMpOVlWWuueYa884770Qfu/nmm80XvvCF6E3R8OHDjdfrjV6wMeKsDTWZmtwbarK9qMn2oyZTk9MFNZma3Btqsr2oyfajJlOT0wU1mZrcG2qyvajJ9qMmU5PTBTWZmtwbarK9qMn2oyZTk7tCY1oStLS0mHvuucdYlmVuvPFGs3//fnPppZf2+WKiqanJbNu2zWzdutXs2rXLGGM6rPWaaA8++KA57LDDzLJly6Lb2qeCfOWVV4xlWeZ///d/u31+V1kTlb2lpcXcdddd5oQTTjBPPvlkh8f8fr8ZPHiw+cIXvmCmTJlivF6v+dGPftRp/d9k5j3Qpk2bzKBBg8zTTz9tQqFQdPrdAzvdn3322Q7PaW5uNi0tLdGLjET9XuzevdtMnDjRWJZlfvSjH0W3X3vttSYrK8tkZ2eb0aNHG8uyzJAhQ8ytt95qQqGQI1nbvfbaayYnJ8f84x//MMa0XfRmZmaayy67zMyePdtMmTLFWJZlBg8ebCorKx3JGggEjGVZZtKkSeb999/v8NiyZcuMZVmd1jE/OEeyf67GGDN58mTzuc99rsO2P//5z2bw4MFm1KhRJisry2RlZZkzzjgjOpWxE3lbW1vNV77yFXPaaadFtx04XemXv/xlk5ubayzLMldffXWnm4vGxkazd+/e6PsvmeddY9qmXB06dKipqKiIvn67999/35SXlxvLssx1113XYZTRe++9Z5YtW2ZuuOEGc//995t//vOfjuRPVdRkanJfUJPtRU1OHGpyclCTE4OaTE3uC2qyvajJiUNNTg5qcmJQk6nJfUFNthc1OXGoyclBTU4MajI1uS+oyfaiJicONTk53FKTaUxLgpaWFrNs2TIzderU6LYdO3aYSy65pMuLiYNPGAd2jTtxYXb//feb4uLiLk9ka9euNZZlmXvvvbfbfMnOXFNTE33jtXvxxRfN0KFDTWlpqVm8eLGprKyM/vwvuugis2nTJkcveiORiAmHw+aUU04xN954ozGm7UTRfjFx4YUXmpkzZxrLssyqVas6PT8Z2VeuXGlOPfVUM3jwYHPvvfeaBQsWGI/HY+68887oSILHH3/cnHvuuR2K88HTsSbr57xp0yYzbNgw87Of/cy89957ZsyYMeY3v/mNaWpqiu5z9913G8uyzBe+8AXz1ltvdTpGorNu2bLFPPzww9HOdmM+7WJ/++23TX5+vvF6vZ0uMrqSrJ9rc3NzdIpPv99v3n//feP3+83QoUPN+eefbx577DFTXV1tbrrpJmNZlikpKYkWsmTmbW1tNR999JHJy8szX/rSl8z69eujP9u9e/eabdu2mZKSEvPLX/7STJkyxQwaNCja5e7EjURXXn31VWNZlrnrrru6zLJp0ybzrW99y3g8HuP3+52I6ErUZGpyb6jJ9qMmJwY1OXmoyYlBTaYm94aabD9qcmJQk5OHmpwY1GRqcm+oyfajJicGNTl5qMmJQU2mJveGmmw/anJiUJOTxy01mca0JNm5c6fZuXOnMebTKTSbmpq6vZgwxkS72Z22f/9+s2nTJmNMx6kfjWkrdpZlmd/85jcdtu/evbtDJ6lTWlpazObNm82oUaPMZZddZtavXx99bN++febyyy83gwYNMq+88opzIQ/wve99zxx//PHRn92GDRuiFxMDBw40P//5zx39vaiurjYnnXSSsSzL5OTkmHvuuSc6NWy7V155xYwdO9YceeSR0d95J2zdutV89atfNSeccIK58cYbzeGHH95pHXNjjLn++utNRkZGUtbS7srB76kD/ehHPzKWZZnf/e53xpjOF2VOWbFiRXRqz4KCAjNw4EAzceJEs2HDhg77LViwwGRkZJiHHnrIoaTGXHXVVcayLPOLX/zCfPTRR9Ht99xzj/F4PGb16tXmueeeM1lZWebKK680xvT8b5JM//73v41lWebss882GzdujG4/8GKitrbWHH/88SYvLy/639fdaAh8iprsDGqyvajJ9qMmJxY1GV2hJjuDmmwvarL9qMmJRU1GV6jJzqAm24uabD9qcmJRk9EVarIzqMn2oibbj5qcWNTkxKMxzWEHXkxcfvnl0Tfi6tWrzU9+8hPzt7/9zeGEPQsGg506MAOBgJkzZ4558MEHU+YN+dJLL5mPP/44+vf2i7n26S0XLVpkjHHuYrj953TXXXeZwsLCDhcLl19+ucnIyIh2ujt9gdZ+MXHppZeaurq66PYD/60vvfRSM2jQoE6FJdmWLl1qLMsyubm55ktf+lJ0yuCWlpZoUW4vitdff70xJjVuiNp/luvWrTOHH364Of300x1O1NkLL7xgvv/975trrrnGlJSUdBhV0v47WltbayzLMldddZVTMc1zzz1njj76aDNgwABzwQUXmOuuu85cdtllxrIs8/Of/9wY03Y+OOGEE8y5557rWM7uzJw50wwcONDcc889HbYf+Hu6aNEiY1mWeeyxx5IdL+1Qk5ODmmwfanLiUZPtQ03GoaAmJwc12T7U5MSjJtuHmoxDQU1ODmqyfajJiUdNtg81GYeCmpwc1GT7UJMTj5psH2py4tGYlgKamprMxRdfbCzLMjNmzDDPPPOMmTRpksnMzDSvvvqq0/F6tH79emNZlvntb39rjDFm48aN5uqrrzaWZXVak9sJXV3IHLht0aJFZtiwYaaqqiqZsbr1r3/9y2RnZ0fXUb7mmmtMVlaWufHGG8306dONZVlm8uTJjnc6V1dXR9fa7sq0adNMbm6uaWj4/+3deXRV1b0H8LOTawLhZmIKIAFXGBqGAg4PZRLwMRcryCAOtcpiaKC8AlqFUlpsGYSASuhDZbVoulqKCAbBSrHLikNJAiFAYoAAEQGRIQRoQnIzQL7vj7xzuDc3w73h7HPPDt/PPy13SL755Zz9Pa61c+5lC1N5Ky8vx7x584zd2ImJicZz+kK8detWOJ1ObN68OVAxa3X9+nU8+uijEEIYu8QDfaFT0/dPSEjA8uXLvR5PSUmB0+nEu+++a0W0Wm3bts2YoxAC0dHReOuttzxuw/vwww/jkUceARD4Gbv75JNP0KlTJ4SFhXmtqfoFW2FhIYQQePXVVwMRsdFhJ8vDTpaDnWwNdrI52MnkD3ayPOxkOdjJ1mAnm4OdTP5gJ8vDTpaDnWwNdrI52MnkD3ayPOxkOdjJ1mAnm4OdLBc3ptmEy+XClClTEBQUhFatWinzFwRHjhyBEAKbN2/G5cuXjc+t1rPb6YQEPC8ijh49isGDB2PAgAHGrWUD7dy5c2jZsiXeeust/PrXv4bD4UBiYiJu3ryJM2fO4Nlnn8XOnTsDHdOL++/54MGD6NGjB5544gm4XK4Apqpy5MgRzJo1C0IIOJ1OvP3228ZzJ06cwJQpUxAbG2t8rrld6DNNT09HWFgYZs6cGeBE3ioqKuByudCnTx9069bN4/PqT548iSlTpqBDhw7IysoKSD73893lcuHAgQPIysrC6dOnPV6Xnp6Ozp07Y9myZV7vk0n/D4Lr16/X+T3/8Ic/ICwsDM2aNcN7773ndV599tlniIiIUKIzVMFOtgY7WQ52svnYybePnUwNxU62BjtZDnay+djJt4+dTA3FTrYGO1kOdrL52Mm3j51MDcVOtgY7WQ52svnYybePnWwNbkwLMPcF+KuvvkJ0dDSEENixY4fxvN3K2F1eXh6EEFi8eLGxWL///vsA7Jfd/UTNysrC1KlT0aRJE3zyyScBTOXtsccegxDCuIi4cuWK8VxJSQkAe12guc/1yJEjeP755xEeHo7PP/88gKk85eXl4de//rWxw3n8+PF46qmnMGDAAISEhNjirzFqUllZiUuXLmHo0KEQQtjms+urW7VqFYQQePDBB7Fu3TokJSVh9OjRCA4ODvhs6ztXcnNzMW3aNMTExCAjI8OiVLfOm9TUVPTr1w979uzxylr9r3Gio6PRpEkT/OY3v8G+ffsAANnZ2UhISECbNm0CdsHWmLCTrcNOloOdLA87+faxk8kf7GTrsJPlYCfLw06+fexk8gc72TrsZDnYyfKwk28fO5n8wU62DjtZDnayPOzk28dOlo8b02wiLS0N48aNgxDC2MFstyKuyalTpxAaGoof/OAHEEJgy5YtAOydfcOGDRg3bhycTie2bdsGwF7F/Ic//AEPPPAA1q5d63ERYXebN2/GpEmT0LRpU3zwwQcA7DVXAPjoo48wfPhwtG3bFq1atcKPfvQj40LSblndvf766xBCGOVhN6dOncKMGTOMC7WgoCB06tTJYy2zo7/97W/48Y9/jLCwMOOYtYI+j5ycHLRs2RJCCPTq1avGW0C7X0wkJyejX79+EEIgNDQUP/zhD9GhQwfL898J2MnWYSfLwU6Wh50sBzuZasNOtg47WQ52sjzsZDnYyVQbdrJ12MlysJPlYSfLwU6m2rCTrcNOloOdLA87WQ52sjm4Mc0GysrK8Itf/AJCCKSkpACwdxG7O3z4sLF42H1XfkVFBT788EMEBwejb9++HgVih7zuGbKysnD16tXAhfFDaWkpNm3aBKfTifj4eOPzzO0y1+pKSkpQVFSEoqIij78YsGNWPdOVK1dw8ODBwIapR1FREXbs2IHFixdj8+bNOHbsGAD7zvbbb7/FyJEjMXDgQOzatQuAtRc8+fn5mDhxIlq0aIHnnnsOMTEx6Nq1a70XEydOnMCbb76JkSNHYsiQIZg9e7bx1yR2nLOK2MnWYCfLwU6Wh50sDzuZasNOtgY7WQ52sjzsZHnYyVQbdrI12MlysJPlYSfLw06m2rCTrcFOloOdLA87WR52snkEAGgUcCdPntTOnj2rDR06VNN/JUKIAKeq382bN7Xf/va3Wv/+/bUxY8bYPnt5ebm2b98+rV27dlpcXJzt8lZWVmpBQUGBjuG3b7/9Vtu/f7/WvXt3rUePHrabqzsARi73/68KFTPb1ZkzZ7SgoCCtffv2lh6zALTt27drTzzxhDZjxgxt7dq12saNG7VFixZpzZs31zZu3Kj179/f6z3u2VwulxYSEqIB0BwOh63PORWxk63BTpaDnWwdFTPbFTuZasNOtgY7WQ52snVUzGxX7GSqDTvZGuxkOdjJ1lExs12xk6k27GRrsJPlYCdbR8XMdsVONgc3ptmQagtFWVmZFhoaauvyIPlUO25JDh4HvsnMzNTefvttbf369VpwcLBWWFio/fWvf9WWLFmiRUdHe1xM1DRT/THOWz7VZsxOJk1T77glOXgc+IadrA7VZsxOJk1T77glOXgc+IadrA7VZsxOJk1T77glOXgc+IadrA7VZsxOJk1T77glOXgc+KYxdTI3ppnADr/I26HarmqV8qqQ1U4Lkq84V3k4W+uUlpZqTZo00W7cuKE5HA6tpKRES05O9riYePDBB7Xg4GBN0zTtypUrmtPp1EJCQgKc3N5UPy5UOAfdqZRXhawqrm+cqzycrXXYyXKoflyocA66UymvCllVXN84V3k4W+uwk+VQ/bhQ4Rx0p1JeFbKquL5xrvJwttZhJ8uh+nGhwjnoTqW8KmRVcX3jXOXhbK3TWDqZG9P8oJ9gN27c0CorK7UbN25oYWFhxvN2Pqj17FevXtWKi4u1wsJCLSoqSmvXrl2go9VIpbwqZi0qKtIqKyu1wsJCLTo6WnM6nYGO5oVzlYeztR+9P9wvJqKiorTk5GTtoYce0g4cOKCtXr1aGzVqlPaTn/zE9hd7VmAnW0elvCpmVWF941zl4Wzth53sP3aydVTKq2JWFdY3zlUeztZ+2Mn+YydbR6W8KmZVYX3jXOXhbO2Hnew/drJ1VMqrYlYV1jfOVR7O1n6U7mSQT27evAkAOHToEGbOnImHHnoIgwYNwosvvoisrCyUl5d7vM5O9Ezp6el46KGHEB0dDSEE2rRpgxdffBHnz59HZWUlABj/q3P/d/XnmFfNrPv378cjjzyCmJgYBAcH4/7770diYmKd77Xqd6/jXOXhbO1Lz1xcXIz//d//RevWrREfH4933nkHjz32GIQQ2LlzZ4BT2gM7mZ3cWLKqsL5xrvJwtvbFTvYdO5md3FiyqrC+ca7ycLb2xU72HTuZndxYsqqwvnGu8nC29sVO9h07mZ3cWLKqsL5xrvJwtvalaidzY5oP9F9uWloaoqKi0LNnT4wcORJ9+vTBXXfdhbi4OKxcuRLFxcUAPC8mKioqPL5W9X9b5cCBA4iIiMCYMWOQmJiIP/7xj3j44YchhMCgQYPw8ccf48aNGwBu/bzuP0dJSYnXY8yrXtb9+/cjPDwcw4cPx8KFC7F06VJ06tQJQghMnDgR2dnZXguwe66ysjIA1izSnKs8nK196TldLhc2bNiAmJgYCCEghEBKSorHa+5U7GR2cmPJqtL6xrnKw9naFzu5fuxkdnJjyarS+sa5ysPZ2hc7uX7sZHZyY8mq0vrGucrD2doXO7l+7GR2cmPJqtL6xrnKw9nal4qdzI1pPjp//jx69OiBRx99FFlZWQCAgoIC7N69G127doUQAr/4xS9w/fp1AN4n2G9/+1ucPHkSgPUHQXFxMcaPH4/evXvjyJEjxuOnT59GUlISWrRogfj4eGzbts1YPNwlJCTgscceQ2FhIfMqnPXatWsYPnw4+vbti6NHjxqP5+TkYP78+WjSpAkGDx6M9PT0Gt//y1/+EnPnzjVKRCbOVR7OVh3//ve/ER8fDyEEPvroIwBV/WG3C4lAYCezk1XPqtL6xrnKw9mqg51cO3YyO1n1rCqtb5yrPJytOtjJtWMns5NVz6rS+sa5ysPZqoOdXDt2MjtZ9awqrW+cqzycrTpU6WRuTPNRZmYmQkNDkZSU5PXcpUuX0KdPHwgh8NJLLxkHrf7L/tvf/gYhBO677z4UFRVZmhuouuDp1KkTnnzySeMx/UKnpKQE27ZtQ+vWrdGrVy989dVXHu/Nz89HbGwsgoKCkJmZCUD+hZBKeVXKeu7cOcTGxmL27NleWS9evIg1a9bA6XRi+PDhOH36tMfzubm5iIiIQExMDM6dOycto45zlYezVcOhQ4cwatQoCCHw4YcfArDnRUSgsJPZyapnVWl941zl4WzVwE6uGzuZnax6VpXWN85VHs5WDezkurGT2cmqZ1VpfeNc5eFs1cBOrhs7mZ2selaV1jfOVR7OVg0qdTI3pvno73//u8cuw+qfAV5UVIRevXqhWbNmSE5O9vplT5w4EdHR0Th79qy1wVG1O799+/YYPHhwjbchLC8vx6ZNmxAZGYlx48YZj+uvOXjwIFq2bImFCxcyr8JZc3Jy0KxZM0yePLnG5wsKCrB8+XI4HA7MnDnT47kbN24gJSUF4eHhWLdunfSsnKs8nK39lZeX491330WLFi2wZcsWAPa9iAgUdjI7WfWsKq1vnKs8nK39sZPrx05mJ6ueVaX1jXOVh7O1P3Zy/djJ7GTVs6q0vnGu8nC29sdOrh87mZ2selaV1jfOVR7O1v5U62RuTKtF9VunZmZmQgiBUaNG4dq1awBunVj653zn5uaiQ4cOePjhh4336Rcc58+fR3R0NFatWmVFfC/Dhg1DeHg4du/eXePzV69exYIFCyCEwB//+EeP51wuF5555hk8/fTTcLlcVsRVKq8qWcvKynDfffehY8eOOHbsGADv4/zMmTOYPHmyx65a3eXLl9G/f3/MmTOnxltyms3uc9XPfzvPtbbisftsdXaerWynT5/G119/DcDeFxFWYSffwk5uHFlVW9/sPld2Mo9ZmdjJntjJt7CTG0dW1dY3u8+VncxjViZ2sid28i3s5MaRVbX1ze5zZSfzmJWJneyJnXwLO7lxZFVtfbP7XNnJPGZlUqmTuTGtBqtWrcLOnTu9fnHDhg1DcHAw1q9fX+MJdPPmTaxcuRJCCOzcudN4vLKyEiUlJVi9ejXy8vKk56+eCQB27NiB8PBwDBs2DBcuXKjxtYcOHUJ4eDh+9rOfeT2XkZGBU6dOmZ6v+oz1izI75q2eVb9ItFtW94VW///6/65btw5CCEyZMsV4TfUFds+ePQgKCsKyZcu8vvZnn32G3Nxc07O6f2azXY9ZPVdxcbHxmD47u83V/fsfO3YMe/bsAWDfY7amkrTzbMla7GR2si9Z7bq+sZOrsJPZyQA7uTFgJ7OTfclq1/WNnVyFncxOBtjJjQE7mZ3sS1a7rm/s5CrsZHYywE5uDNjJ7GRfstp1fWMnV2Ens5MBdrIVuDGtmtmzZxsXAvrBqv9vamoqYmNj0aVLF2zfvt3jtoX6iZCdnQ0hBP70pz95fW29JGWob/fjhQsX8Pzzz0MIgUmTJhm79AHPk7JPnz4YMWKE1y5Ss1X/+u5FYre8+tcuLy9HeXm51+cL2zHrwYMHcfjwYY/HAOCbb77B0KFDIYRAQkKCx3vds95zzz1et7s0e4etnuvf//435s6di++++87jeTvONSsrC9OnT8c777zj8byd5uqed//+/RBC4PHHH/d43o6zLSgowDfffIPdu3fD5XIZc8nLy7PVbOujf08770hXCTuZnVxbVnYyO5mdbD52MtWFncxOri0rO5mdzE42HzuZ6sJOZifXlpWdzE5mJ5uPnUx1YSezk2vLyk5mJ7OTzcdOVh83prlJSkqCEAIvv/yyx4mlu379OtauXYuoqCh0794dW7ZsQVFRkcdrPv30UzidTmzfvt2q2MbJdO7cORQUFNT6umPHjmHYsGEQQmD8+PHIzc01LoYA4Ouvv0anTp2kf9avvnDk5uZixYoVGDVqFIYNG+a1O9UOefWsX3/9NebMmYMHHngAnTt3xksvvWS7rLqcnBwIISCEQGZmJoCqY0Rf2DIzM9G5c2cIITB9+nSPRRuoughp3749VqxYIS2j+0WEvns5Pz/f63V2mKueNTU1FW3btsWQIUOwevVq43k7zdU975dffommTZtCCIHg4GCv26zaabYHDhzAiBEj0KpVKwghMGzYMBw6dMh4nV1mW1v+wsJCXLt2DWfOnPHqBGo4djI7ubas7GRzsZPlYSdbh50sFzuZnVxbVnayudjJ8rCTrcNOloudzE6uLSs72VzsZHnYydZhJ8vFTmYn15aVnWwudrI87GTrsJOrcGPa/6uoqMCmTZvQpUsXdOvWDRkZGTXuULx8+TJWrFiBFi1aIDY2FosWLcL3338PoKoYp02bhrvvvhtHjx61JLd+IKenp8PhcGD+/Pm4evWq1+v0nyUnJwdjx46FEAL/9V//hddeew0XL17Enj178LOf/Qzh4eH48ssvpedNTU1Fly5d0LJlS9x9990ICgqCEAI///nPPV4fyLzuWTt06ID4+HiMGDEC3bt3hxACixcvtk1Wd6+++iqEEIiKikJ4eDgyMjIAVB3j7jufe/bsCSEExowZg61bt6K4uBj79u1DQkICoqKikJaWJiWfnuGrr75CSEgIJk+e7HW+uJ97X3/9dcDnmpWVhZYtW2LChAlITU2t9XVpaWkBmyvgPdvnn38ea9asgRACixYtAuB5URnIY1bPkJ6ejujoaAwaNAgvvPACZs+ejSZNmhhrgf66ffv2BXS21bmfS4888ghiYmIQHByM+++/H4mJiXW+907a/d5Q7GR2cl1Z2cnmYSezkwF2MtWNncxOrisrO9k87GR2MsBOprqxk9nJdWVlJ5uHncxOBtjJVDd2Mju5rqzsZPOwk9nJADu5MeHGNDelpaXYvn07OnbsiPj4eKSmptb4C79y5QqSk5MRHx8PIQTat2+PIUOGoHv37mjatClSUlIszX38+HFj92dwcDBeeumlOi8mvvnmGyxatAixsbHGTuiwsDC0aNECH3zwgbSc+vc/dOgQWrZsifHjxxu7br/44gt06tQJQghjfoHMq3/vAwcOIDo6GhMnTsTevXsBAKdOnULbtm3Rv39/VFRUeNz+8eTJkwGZrbsvv/wSERERePbZZ9G0aVNERETgwIEDAKpuH6svgNnZ2XjqqacQGRkJIQScTieaN2+OyMhIbNu2TUo2953toaGhePzxx3HkyBHj+ZKSEuTn5+PSpUse7wvUXCsrK1FeXo5Zs2ZhwIABxkUZAHz++efYsWMH3nnnHZw4ccK4ffChQ4csnytw6y9d9IuICRMmIDc3F+fPn8d9992Hli1bGp/j7X676ECtB/r37tq1KyZOnGjcKri4uBiDBg3C2LFjvV5/+PDhgMy2Nvv370d4eDiGDx+OhQsXYunSpcY6NnHiRGRnZ3t1iPttbN1v303e2Mns5OpZ2cnmYiezk92xk9nJdWEns5OrZ2Unm4udzE52x05mJ9eFncxOrp6VnWwudjI72R07mZ1cF3YyO7l6VnayudjJ7GR37OTG0cncmFZNaWkpUlJS0LFjR3Tr1q3Wi4mbN2/iwoULmDNnDh5++GF0794dzz77LP71r38BsO7AuHbtGmbOnAmn04mFCxdi0qRJEELUejGhKykpwblz55CYmIhFixbhzTffxMGDB43ssvLn5+dj7NixGD58uMetFQFg69atEEIgKSnJFnlPnz6NQYMGYfTo0R5Zr169iv79+2Py5Mn4/vvvcfz4cQC3Fojr168HZLZ6huPHj6NDhw7Yu3cv3n77bTgcDkRERNS40/38+fPIyMjA/PnzMW3aNCxduhT79u0zsspw6NAhNGnSBCNHjvS4YHjzzTcxZswYtGnTBh06dEBCQgJycnJQUVEBoKpgAjHXmzdvIj4+HjNmzDAeW7BgAZxOp1G8Xbt2xcKFC/Gf//wHAHDx4kXL5woAe/bsQZMmTTBp0iTjuASAl156CUIIvPrqq8bP5M7q80v/ehs3bkRMTAw+/vhjj+8xZcoUvPDCC1i3bh3Wrl2LgwcPwuVyAQjcbKu7du0ahg8fjr59+3r8hUZOTg7mz5+PJk2aYPDgwUhPT6/x/b/85S8xd+5c4wKUasZOZifr2MnsZICdzE6uGTvZGuxkdrKOncxOBtjJ7OSasZOtwU5mJ+vYyexkgJ3MTq4ZO9ka7GR2so6dzE4G2Mns5Jqxk2/hxrQa+HIxUf3fLpfLODlll4W7zMxMtGvXDk8++SSAqttUPv744/VeTARqR+Unn3yCkJAQj4sFfWduTk4OHA4Hpk2bFtCMuvfffx9xcXF47733PB5PSUlBaGgoYmJiMGLECISEhGDw4MF4//33UV5eHqC0nvr06YMFCxYAAFauXImQkBCPne6vvfYaLl++XOfXkFUeS5YsgRACvXv3xnfffQcASEhIgBAC3bt3x6RJkxAfH4/g4GD079/f+MsC978ksEplZSXOnTuHFi1aIDk5GQAwb948hISEYM6cOdiwYQMWLFiAe+65B0IIzJkzB8XFxfV+TRkKCwvRt29fjBo1CidOnPB47tKlS4iLi0O/fv2k5/DH3LlzERYWhitXrhiP7dq1C0FBQYiJiUFERASCg4MRGxuLxMRE42KiNlb+TOfOnUNsbCxmz55tPKZ3wMWLF7FmzRo4nU4MHz4cp0+f9ng+NzcXERERiImJwblz5yzLrCp2sjzsZGuwk83LzE6Wh53MTvYFO1kedrI12MnmZWYny8NOZif7gp0sDzvZGuxk8zKzk+VhJ7OTfcFOloedbA12snmZ2cnysJMbRydzY1otGnIxYZXqu1PfeustXLt2zfh3ZmYmJkyY4NNOd/1nkL3rWpeamorJkycbi6379y0qKkLr1q0xdepUr/dVf63M3czu3n33XY9/7969G5GRkfjRj36EP//5zzh06BBWrlyJ9u3bo1evXjh27JjX17Eqq/69KisrMWXKFDzyyCPG44mJicbFxFNPPQUhBP7yl794XfRalXXJkiUIDw9H//79MWvWLDRr1gxvvvkmzpw5AwD49ttv8dprr8HpdGLcuHE15rMqa1lZGXr37o1HH30UmZmZ6NatG9auXYvr168DqPqLgczMTMTHxyM6Ohr/+Mc/jMdlZ3XPW1FRgaNHjxozdFdcXGz83jds2FDv17RqtosXLzYuwHbt2oW33noLTqcTEyZMwBdffIEzZ87go48+wg9+8AO0adPGuFWzVbOtS05ODpo1a4bJkyfX+HxBQQGWL18Oh8OBmTNnejx348YNpKSkIDw8HOvWrbMirvLYyeZhJ7OT2cnsZICdrGMn+4+dbB52MjuZncxOBtjJOnay/9jJ5mEns5PZyexkgJ2sYyf7j51sHnYyO5mdzE4G2Mm6xtbJ3JhWB19vw2qlVatWYefOnaisrPQ6Kd3/Xf1ioqCgwHguLy/Psl2Vel49W1lZmbGrufosCwoK0KJFCyQkJHg8fvXqVY+FQ3bWmmZbUVGBiooK9OrVC2PHjjV+BqDqVqtr1qyBEAKJiYnSc1bP6k7/96ZNm9CuXTucPXvW4z0OhwNBQUGYN2+eJTmrZ3Wf629+8xtEREQgMjISq1ev9toZfunSJTz99NMQQuCzzz6zPKu75557Ds2bN8eSJUsQFRWFr776yuu9mzZtMs43q6xatQo7duyo8aKyuv379yM0NBRTpkyxIJm3mmbrcrnQr18/CCHQtGlTNG3aFD169PDaof/xxx8jJCQEP//5z62OXauysjLcd9996NixY43/AQEAZ86cweTJkyGEwIcffujx3OXLl9G/f3/MmTMnIH+9oSJ2snl52cnysrpjJ5uX1R07+faxk9nJt4udbF5edrK8rO7YyeZldcdOvn3sZHby7WInm5eXnSwvqzt2snlZ3bGTbx87mZ18u9jJ5uVlJ8vL6o6dbF5Wd+zk28dObrydzI1p9fD1YsKKC4zZs2dDCIGdO3fWeuC553C/mHj55ZdRUlKCzMxMDB06FBMmTDB26FqR15cLAX2H+/Tp043Hzp49i2eeeQYzZszwabE0I2tdJ3VRURHy8/ONf+uvPXLkCIQQePHFF6Vl9Cfr559/jqCgIGRmZhqPzZs3D8HBwXA4HGjevLnxnMxjt6as7pkXLlyIkSNHehWH/rvWPyd+x44d0jLWlVWfzTfffIN77rkHDocDISEhOHLkiPGz6K85ffo0wsLC8MQTT3i814q89Z1flZWVKCkpMdaDzz//XGq26mqarf47Li0txerVq7F+/XpMmDABv/rVr4z36a+9dOkSWrVqhZEjRxo/TyDp8163bh2EEB4XZ9XPyT179iAoKAjLli3z+jqfffYZcnNz5YZtZNjJ5uRlJ1ublZ1sTlZ2sjnYyexks7CTzcnLTrY2KzvZnKzsZHOwk9nJZmEnm5OXnWxtVnayOVnZyeZgJ7OTzcJONicvO9narOxkc7Kyk83BTm7cncyNaT6ofjGxd+9e40A+fvy4JZ8DnZSUZFwQuN9mtSbuJ1lGRgYmTpwIIQSmTp2K0aNHQwiBzZs32yavrqSkBK1btzZuU/jtt99i1qxZxm1CA521rr8o+Mtf/oK77roLW7duBSBvofM169WrVxEXF2fc1nHWrFlwOBx4/fXXsWzZMgghEBYWhmvXrgUkq/tiq5dyTV599VUIIZCVlSUlo66+uZaWlmL9+vWIi4uDEALjx4/HpUuXPF7zxRdfIDo6GsuXLwcgt+wacn4BwMaNGyGEwIwZM1BeXi714lxXV9bq3/93v/sdHnvsMa819csvv0Tr1q2xePFiANZdSNR3C+WTJ09i6NChEEJ4/WWO+zF+zz33eN2iNdAXQypjJ8vNq2Mnm5eVnewfdrI87GR2stnYyXLz6tjJ5mVlJ/uHnSwPO5mdbDZ2sty8OnayeVnZyf5hJ8vDTmYnm42dLDevjp1sXlZ2sn/YyfKwkxt/J3Njmo+qX0xkZ2fjlVdewYABA5CXlyf1e1dUVGDTpk3o0qULunXrhoyMjHoPQvfns7OzMWLECAghIIRASkqK12sCnRe4devVF154AVeuXMHMmTMhhJBazg3N6v6aEydOYNy4cejZsydOnjxpesaGZn3ooYfw5JNP4le/+hWCg4OxatUquFwuAFW3wfz4448DmrW2zzTXHTt2DP/93/+Nfv364cKFCwHNClTtsl6xYgU6duyIu+66C9OmTTNuwZudnY3nnnsO0dHRyMjIkJbVn7zu3J8fMmQIYmNjcfHiRak5Ad+z6o89/fTTCA8PR0pKCkpLSwEAR48exU9/+lO0bNkS+/fvl55Zpx+fOTk5eOWVVzB27Fj85Cc/werVq3H58mVjl/v+/fvRuXNnCCEwffp0uFwuj5/x4MGDaN++PVasWGFZ9jsBO1luXoCdbHZWdrJ5WQF2ckOwk9nJsrCT5eYF2MlmZ2Unm5cVYCc3BDuZnSwLO1luXoCdbHZWdrJ5WQF2ckOwk9nJsrCT5eYF2MlmZ2Unm5cVYCc3BDv5zuhkbkzzg34xERcXB4fDAYfDgZUrV1ryedWlpaXYvn07OnbsiPj4eL8+nzw7OxsDBw6EEAJ///vfAVSduDJ3WDYk7+XLlxEVFYUnn3wS8+bNgxAC77//vvS8/matvkj89Kc/hcPhMGYrky9Z9QVwwYIFxk72xMTEGndC23Wuhw8fxnPPPYfQ0FDs3r1bSr6GZC0oKEBycjJ69OgBIQTuvvtuDBw4EJ07d0azZs3wwQcfSM/qT153lZVVn8m+fPlyCCGwYMEC22X95z//iRYtWqB9+/aYNGkSXnzxRdx///1wOByWzRa4dQ7t3bsXrVq1QmxsLHr37o1WrVpBCIGBAwciOTnZ+Bz71NRU9OzZE0IIjBkzBlu3bkVxcTH27duHhIQEREVFIS0tzbL8dwp2sty87GRzsrKT5WVlJ8vNyk4mf7CT5eZlJ5uTlZ0sLys7WW5WdjL5g50sNy872Zys7GR5WdnJcrOyk8kf7GS5ednJ5mRlJ8vLyk6Wm5WdrCZuTPNTaWkptmzZgoEDB+KNN96w5Lar7t/bl88nd5ebm2vcbnX79u0A5F9ENDRvYWGhsXtYCIH33nvPsrwNme3SpUsxcuRING/e3Fjk7DTXzMxMDBkyBElJSSgoKDAetyKjv1ndrVmzBqNHj0ZkZKQt53rz5k1cunQJ8+bNw7Bhw9C7d2/MnDnT+Jxtq+bbkNkCVbc0btOmDf7xj39YkLKKr1mvXLmCxMREdO3aFUIIREZG4t5778WuXbsAWHvs5ubmom3bthg/fjxSU1MBVP3Vxf/8z//grrvuQteuXfH73/8eRUVFAKoufp966ilERkZCCAGn04nmzZsjMjIS27Ztsyz3nYadLC8vO9ncrOxkOVnZyf5jJ7OTZWEny8vLTjY3KztZTlZ2sv/YyexkWdjJ8vKyk83Nyk6Wk5Wd7D92MjtZFnayvLzsZHOzspPlZGUn+4+d3Lg7mRvTGsDlcuHUqVMoKyuz/Hv7u3ikpaVhyJAhHrcvtWuR5Ofno2PHjhBC4KOPPrI8rz9FkpaWhl69emHIkCH49NNPbZdV36Gbn5/v12dGy+DPXNPT03HvvffigQcewD//+U8A9pqrnsed+zpg5/MLuHVc6LeytWPW4uJinD17Fn/605+QlpaGU6dOGVmtyKvPaPny5YiOjvb6C4u8vDzce++9EEKgQ4cOWLt2rXGb2Pz8fGRkZGD+/PmYNm0ali5din379hn5SQ52su/YyYHJyk6Wl5Wd3DDsZHayLOxk37GTA5OVnSwvKzu5YdjJ7GRZ2Mm+YycHJis7WV5WdnLDsJPZybKwk33HTg5MVnayvKzs5IZhJzfeTubGNAX5u3icP38egPWLnM7XvBUVFUhOTvbYKWx1Xl+zlpaWIi8vD99//70ts9pt0fJ1ri6XC0ePHsXp06cB2G+uOjvNt6E73QNBpaxPPPEEoqOjjQtx91tsJyQkID4+HnfffTe6deuGnJycer+eXX9Oun3s5MBnZSf7h50sj0o9p1JWdjL5ip0c+KzsZP+wk+VRqedUyspOJl+xkwOflZ3sH3ayPCr1nEpZ2cnkK3Zy4LOyk/3DTpZHpZ5TKSs72XfcmKaoxrrY6SdroC56ALUWO2aVQ6WsgFp57ZpV39muZ3nmmWcghMDWrVuNHez6+vTjH/8Y06dPx4YNGyCEwNy5c42v4/6z2OHnImuwk+Wx65pRE2aVQ6WsgFp57ZqVnUy3g50sj13XjJowqxwqZQXUymvXrOxkuh3sZHnsumbUhFnlUCkroFZeu2ZlJ9PtYCfLY9c1oybMKodKWQG18to1Kzu54bgxTWG+npB2OZhVysuscjCrPCrltVvWVatWYefOnR7/AbNt2zY0a9YMgwYNwr/+9S+4XC64XC6sX78eQgh8+umnKCkpwQMPPICuXbvi2rVrxsUI3ZnsdlzXR6W8zCoHs8qjUl67ZWUnkxnsdlzXR6W8zCoHs8qjUl67ZWUnkxnsdlzXR6W8zCoHs8qjUl67ZWUnkxnsdlzXR6W8zCoHs8qjUl67ZWUn3x5uTFNc9RNy7969xolw/PhxlJeXBzihJ5XyMqsczCqPSnntknX27NkQQmDnzp24ceOG8fiFCxcwc+ZMhISEoG3btujXrx/69u0LIQSWLFliZF2yZAnCw8Nx8eJFS/KSvdnluPaVSnmZVQ5mlUelvHbJyk4mM9nluPaVSnmZVQ5mlUelvHbJyk4mM9nluPaVSnmZVQ5mlUelvHbJyk4mM9nluPaVSnmZVQ5mlUelvHbJyk6+fdyY1ghUPyGzs7PxyiuvYMCAAcjLywt0PC8q5WVWOZhVHpXyBjprUlIShBB4+eWXjc/+Bm7trP/uu+/w2muv4f7770dMTAx69uyJzZs3o6yszHhtQkICYmNjPR6jO1ugj2t/qZSXWeVgVnlUyhvorOxkkiHQx7W/VMrLrHIwqzwq5Q10VnYyyRDo49pfKuVlVjmYVR6V8gY6KzuZZAj0ce0vlfIyqxzMKo9KeQOdlZ1sDm5MayT0EzIuLg4OhwMOhwMrV640PsPWblTKy6xyMKs8KuUNVNaKigps2rQJXbp0Qbdu3ZCRkeFxq9fqt30tLCxEUVGRx2NHjhzBwIED8eyzz6KsrOyOvfUqeVPpHATUysuscjCrPCrlZSdTY6TSOQiolZdZ5WBWeVTKy06mxkilcxBQKy+zysGs8qiUl51MjZFK5yCgVl5mlYNZ5VEpLztZfdyY1oiUlpZiy5YtGDhwIN544w1b3WaxJirlZVY5mFUelfIGKmtpaSm2b9+Ojh07Ij4+vsbPJne/OHC/Nevhw4cxY8YMOJ1O7Nmzx5K8pBaVzkFArbzMKgezyqNSXnYyNUYqnYOAWnmZVQ5mlUelvOxkaoxUOgcBtfIyqxzMKo9KednJ1BipdA4CauVlVjmYVR6V8rKT1SYAQKNGo7S0VLtw4YLWrl07LSQkJNBx6qVSXmaVg1nlUSlvoLKWlZVpu3bt0ubOnauFhYVpGzdu1B588EFNCFHrezZs2KBt2bJFy8jI0N555x1t/PjxGoA630N3JpXOQU1TKy+zysGs8qiUl51MjZFK56CmqZWXWeVgVnlUystOpsZIpXNQ09TKy6xyMKs8KuVlJ1NjpNI5qGlq5WVWOZhVHpXyspPVxY1pRER0R/P3YuKVV17RTp48qU2dOlUbOnSoptfonXohQUREZBZ2MhERkT2wk4mIiOyBnUxERGQP7OTbw41pRER0x/PlYsJ9F/t//vMfLTIy8o6/iCAiIjIbO5mIiMge2MlERET2wE4mIiKyB3Zyw3FjGhERkeb/xQQRERHJwU4mIiKyB3YyERGRPbCTiYiI7IGd3DBBgQ5ARERkB6Ghodro0aO1N954QyspKdGmTp2qpaena+77t/WLCO7pJiIikoedTEREZA/sZCIiIntgJxMREdkDO7lhuDGNiIjo/9V0MZGWlmZcOJw4cUKrqKjgLnciIiLJ2MlERET2wE4mIiKyB3YyERGRPbCT/ceP8iQiIqqm+m1Yt2zZon3wwQfaJ598ov35z3/W4uLiAh2RiIjojsBOJiIisgd2MhERkT2wk4mIiOyBnew7R6ADEBER2Y2+013TNO2FF17Q7r33Xk3TNG3ZsmVahw4dAhmNiIjojsJOJiIisgd2MhERkT2wk4mIiOyBnew7bkwjIiKqgX4xUVFRoSUlJWkTJ07UZs2apTkcrE4iIiIrsZOJiIjsgZ1MRERkD+xkIiIie2An+4Yf5UlERFSH0tJS7cKFC1q7du20kJCQQMchIiK6Y7GTiYiI7IGdTEREZA/sZCIiIntgJ9eNG9OIiIiIiIiIiIiIiIiIiIiIiIjIVEGBDkBERERERERERERERERERERERESNCzemERERERERERERERERERERERERkam4MY2IiIiIiIiIiIiIiIiIiIiIiIhMxY1pREREREREREREREREREREREREZCpuTCMiIiIiIiIiIiIiIiIiIiIiIiJTcWMaERERERERERERERERERERERERmYob04iIiIiIiIiIiIiIiIiIiIiIiMhU3JhGREREREREREREREREREREREREpuLGNCIiIiIiIiIiIiIiIiIiIiIiIjLV/wFfDQYn9dajVgAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.catplot(data=clust_data, \n", " x='AgeRanges', \n", " y='value', \n", " col='cluster', \n", " kind='box', \n", " col_wrap=5, \n", " order= np.unique(clust_data.AgeRanges.values))\n", "g.set_axis_labels(\"\", \"Z-score of gene abundance\")\n", "g.tick_params(axis='x', rotation=45)\n", "axes = g.axes.flatten()\n", "gene_number = Counter(content.cluster.values)\n", "cluster_ids = list(gene_number.keys())\n", "for i in range(len(axes)):\n", " axes[i].set_title(\"Cluster \" + str(cluster_ids[i]) + \", [\" + str(gene_number[cluster_ids[i]]) + \" genes]\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## GO analysis" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "import gseapy\n", "from gseapy import barplot, dotplot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Select a cluster for the GO analysis:" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "cluster_id = 2" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "enr = gseapy.enrichr(gene_list = list(content[content['cluster'] == cluster_id].genes.values),\n", " background = res.index.values,\n", " gene_sets=['GO_Biological_Process_2021', \n", " 'GO_Cellular_Component_2021', \n", " 'GO_Molecular_Function_2021'],\n", " organism='human',\n", " outdir=None)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For the simplicity we will drop non informative columns and keep the terms posessing 'Adjusted P-value' < 0.05" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "enr_res = enr.results.iloc[:,[0,1,2,4,9]]\n", "enr_res = enr_res[enr_res['Adjusted P-value'] < 0.05]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To visualize top 5 enrichment terms from each set (Biological Process, Cellular_Component, Molecular Function) we can apply *dotplot* function from gseapy:" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dotplot(enr_res,\n", " column=\"Adjusted P-value\",\n", " x='Gene_set',\n", " size=10,\n", " top_term=5,\n", " figsize=(3,5),\n", " title = \"GO analysis\",\n", " xticklabels_rot=45, \n", " show_ring=True, \n", " marker='o',\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " ```{admonition} Exercise 2\n", ":class: dropdown\n", "Perform GO analysis on genes from clusters 1, 3, 4 and prepare figures showing the top 5 enriched terms (if possible) (1 point). \n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```{admonition} Exercise 3\n", ":class: dropdown\n", "Perform enrichment analysis on genes from cluster 1, 3, 4 using aging related databases: 'Aging_Perturbations_from_GEO_down', 'Aging_Perturbations_from_GEO_up' and 'GTEx_Aging_Signatures_2021' (1 point).\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Learn more\n", "\n", "* Detailed [manual](https://hbctraining.github.io/DGE_workshop_salmon/schedule/) on differential expression analysis with DESeq2 in R\n", "* [RNA-seq analysis](https://pypi.org/project/RNAlysis/) with Python \n", "* Omics Data Analysis course at Skoltech (MA060061)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Credits" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook was prepared by [Dmitrii Smirnov](https://crei.skoltech.ru/cls/people/dmitriismirnov)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References\n", "\n", "[1] Fleischer, J.G., Schulte, R., Tsai, H.H. et al. Predicting age from the transcriptome of human dermal fibroblasts. Genome Biol 19, 221 (2018). https://doi.org/10.1186/s13059-018-1599-6”" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.8" }, "vscode": { "interpreter": { "hash": "a1994f128fcee1212bfb3c35e0a4680de6061216ed4e5c6a772cb2dd416e0dde" } } }, "nbformat": 4, "nbformat_minor": 4 }