{ "cells": [ { "cell_type": "markdown", "id": "6c5c0e97", "metadata": {}, "source": [ "# pyCrossTalkeR Example - Human Myelofibrosis\n", "\n", "## Cell-Cell Communication Analysis of Human Myelofibrosis scRNA-seq Data Using pyCrossTalkeR\n", "\n", "Here, we demonstrate the usage of pyCrossTalkeR on the case study Myelofibrosis scRNA-seq data set from the paper. The predicted ligand-receptor interactions used in this tutorial are provided within this package. These differ sightly from the results presented in the paper, since they were recomputed using the cellphoneDB Method with the liana package and the consensus interaction database.\n", "\n", "The scRNA-seq data contains two conditions: control (CTR_LR.csv) and disease condition (EXP_LR.csv). We show how to execute pyCrossTalkeR and finally go over some of the results, that are also provided inside the resulting pyCrossTalkeR report.\n", "\n", "### Running pyCrossTalkeR\n", "\n", "First, we need to import the pyCrossTalkeR libraries (tools and plots). Next, we define a named list of either the paths to the Ligand-Receptor interaction tables, or directly dataframe objects for each condition of interest. Please note that it is possible to run pyCrossTalkeR with more than two conditions. Here we load the files from within the package. We can further define a path where we like to save our results (output) and run pyCrossTalkeR with the `analise_LR()` function from the `generate_report.py` file:" ] }, { "cell_type": "code", "execution_count": 1, "id": "b78e489b", "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ " \n", " \n", " " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pycrosstalker import tools as cttl\n", "from pycrosstalker import plots as ctpl\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import os\n", "import seaborn as sns\n", "import numpy as np\n", "import plotly\n", "plotly.offline.init_notebook_mode()" ] }, { "cell_type": "code", "execution_count": 2, "id": "534ad552", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Create a Differential Table\n", "Calculating CCI Ranking\n", "Calculating GCI Ranking\n", "Network Analysis Done\n", "Generating h5ad file with Analysed Results\n" ] } ], "source": [ "paths = {\n", " 'CTR': \"../rawdata/CTR_LR.csv\",\n", " 'EXP': \"../rawdata/EXP_LR.csv\"\n", "}\n", "output = \"output/Myelofibrosis_example\"\n", "if not os.path.isdir(output):\n", " os.mkdir(output)\n", "adata = cttl.analise_LR(paths, out_path=output, filename=\"Myelofibrosis_example\")" ] }, { "cell_type": "markdown", "id": "93079797", "metadata": {}, "source": [ "Besides passing the paths to the interaction tables and the output folder, we here also define: `out_file` - A suffix for the result reports; `output_fmt` - The file type of the result reports. As result of the successful execution, we receive two pickle objects (LR_data.pkl and LR_data_final.pkl). The LR_data_final.pkl contains all results produced by pyCrossTalkeR. Additionally, the method also returns a lrobject, which can be stored in a variable (here, `data`). It is possible to load the results of the pyCrossTalkeR analysis from the “LR_data_final.pkl\" file or from the `data` variable and produce the plots separately. In the following we are going to take a look at different results within the two reports, step by step." ] }, { "cell_type": "markdown", "id": "0e203591", "metadata": {}, "source": [ "### Single Condition Report\n", "\n", "The first report contains the results for each analysed condition considered separately. In our case in each section is a plot for the control condition (CTR) and the disease condition (EXP). There are two main sections in the report. The first one only deals with cell-cell-interactions and the second with cell-gene-interactions, which here means an analysis at the ligand and receptor gene level.\n", "\n", "#### Cell-Cell-Interaction Analysis Results\n", "\n", "The cell-cell-interaction (CCI) graph plots focus on the interactions between the different cell types within the data. We focus on three measures inside this plot:\n", "\n", "1. Percentage of interactions indicated by the opacity of the arrows\n", "2. Edge weight (sum of single L-R interaction scores between cell type pairs) indicated by the edge color\n", "3. Pagerank (Node importance) indicated by the node size\n", "\n", "After loading the result data from the previous section, we can plot the cell-cell interactions with the `plot_cci()` function. Here we show a plot for each analysed condition:" ] }, { "cell_type": "code", "execution_count": 3, "id": "71895aa0", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ctpl.plot.plot_cci(graph=adata.uns['pycrosstalker']['results'][\"graphs\"][\"CTR\"],\n", " colors=adata.uns['pycrosstalker']['results'][\"colors\"],\n", " plt_name='Control',\n", " coords=adata.uns['pycrosstalker']['results'][\"coords\"],\n", " emax= None,\n", " leg= False,\n", " low= 0,\n", " high= 0, \n", " ignore_alpha= False,\n", " log= False,\n", " efactor= 6,\n", " vfactor= 12, \n", " pg= adata.uns['pycrosstalker']['results'][\"rankings\"][\"CTR\"][\"Pagerank\"],\n", " scale_factor=2.0,\n", " node_size= 2.5,\n", " )\n" ] }, { "cell_type": "code", "execution_count": 4, "id": "2f973e66", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ctpl.plot.plot_cci(graph=adata.uns['pycrosstalker']['results'][\"graphs\"][\"EXP\"],\n", " colors=adata.uns['pycrosstalker']['results'][\"colors\"],\n", " plt_name='Disease',\n", " coords=adata.uns['pycrosstalker']['results'][\"coords\"],\n", " emax= None,\n", " leg= False,\n", " low= 0,\n", " high= 0, \n", " ignore_alpha= False,\n", " log= False,\n", " efactor= 6,\n", " vfactor= 12, \n", " pg= adata.uns['pycrosstalker']['results'][\"rankings\"][\"EXP\"][\"Pagerank\"],\n", " scale_factor=2.0,\n", " node_size= 2.5,\n", " )" ] }, { "cell_type": "markdown", "id": "a8c20d30", "metadata": {}, "source": [ "In the control plot we can see that a high proportion of interactions are MSCs talking with themselves as well as MSC and Fibroblasts talking with each other. These interaction have also a higher weight, as can be seen by the edge color. The most important node by pagerank is the MSC node. When analysing the plot of the disease condition, we see again a high proportions of interactions are self-talking MSCs and the most important node by pagerank is again the MSC node. Here the MSC are talking more to Megakaryocytes. To really compare the two conditions we recommend using the Comparative report results." ] }, { "cell_type": "code", "execution_count": 5, "id": "c4b8bb4a", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ctpl.plot_clustermap(adata.uns['pycrosstalker']['results']['tables']['CTR'], title=\"Clustermap of CTR interactions\")" ] }, { "cell_type": "code", "execution_count": 6, "id": "6db1aec0", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ctpl.plot_clustermap(adata.uns['pycrosstalker']['results']['tables']['EXP'], title=\"Clustermap of EXP interactions\")" ] }, { "cell_type": "markdown", "id": "dd1ccea3", "metadata": {}, "source": [ "#### Analysis on the Gene-Cell Interation Level\n", "\n", "We provide several different possibilities to analyse the ligand-receptor interactions on the gene level. In CrossTalkeR, topological network measures are calculated for each node(gene) in the build networks. These measures include Influencer (depending on outgoing edges), Listener(depending on incoming edges), Mediator (depending on outgoing and incoming edges), and Pagerank (overall importance) rankings. The ligand and receptors can be ranked by these measures and we can identify possibly relevant genes by considering the top genes of the rankings. In the report we provide an interactive table with all the rankings for each gene in the network. Here is an example for the top 10 genes in the Pagerank ranking for both preset conditions in form of Barplots:" ] }, { "cell_type": "code", "execution_count": 7, "id": "ff7a7027", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rankings_table_ctr = adata.uns['pycrosstalker']['results']['rankings']['CTR_ggi']\n", "rankings_table_ctr = rankings_table_ctr.sort_values(by='Pagerank')\n", "rankings_table_ctr['signal'] = ['negative' if x < 0 else 'positive' for x in rankings_table_ctr['Pagerank']]\n", "\n", "rankings_table_ctr_tail = rankings_table_ctr[-10:]\n", "\n", "rankings_table_exp = adata.uns['pycrosstalker']['results']['rankings']['EXP_ggi']\n", "rankings_table_exp = rankings_table_exp.sort_values(by='Pagerank')\n", "rankings_table_exp['signal'] = ['negative' if x < 0 else 'positive' for x in rankings_table_exp['Pagerank']]\n", "\n", "rankings_table_exp_tail = rankings_table_exp[-10:]\n", "\n", "#Plot\n", "custom_palette = {'positive': '#FF8E32', 'negative':'#ff3e3e'} # Orange and Blue\n", "fig, axes = plt.subplots(1, 2, figsize=(12, 8), sharey=False) # 1 row, 2 columns\n", "\n", "sns.barplot(x='Pagerank', y='nodes', data=rankings_table_ctr_tail, hue='signal', dodge=False, palette=custom_palette, ax=axes[0])\n", "axes[0].set_title('Top Listener for CTR_ggi')\n", "axes[0].set_xlabel('Pagerank')\n", "axes[0].set_ylabel('Nodes')\n", "\n", "sns.barplot(x='Pagerank', y='nodes', data=rankings_table_exp_tail, hue='signal', dodge=False, palette=custom_palette, ax=axes[1])\n", "axes[1].set_title(\"Top Listener for EXP_ggi\")\n", "axes[1].set_xlabel('Pagerank')\n", "axes[1].set_ylabel('Nodes')\n", "\n", "# Set x-axis tick intervals\n", "max_val = rankings_table_ctr_tail['Pagerank'].max()\n", "min_val = rankings_table_ctr_tail['Pagerank'].min()\n", "ticks = np.linspace(min_val, max_val, num=5) # Adjust 'num' for more/less intervals\n", "axes[0].set_xticks(ticks, [f'{tick:.2f}' for tick in ticks])\n", "\n", "max_val = rankings_table_exp_tail['Pagerank'].max()\n", "min_val = rankings_table_exp_tail['Pagerank'].min()\n", "ticks = np.linspace(min_val, max_val, num=5) # Adjust 'num' for more/less intervals\n", "axes[1].set_xticks(ticks, [f'{tick:.2f}' for tick in ticks])\n", "\n", "for ax in axes:\n", " # Invert y-axis to have highest values at the top\n", " ax.invert_yaxis()\n", "\n", " # Show the legend only once\n", " handles, labels = ax.get_legend_handles_labels()\n", " ax.legend(handles, labels, loc='lower right')\n", "\n", " ax.grid(True, linestyle='--', linewidth=0.5)\n", " ax.set_axisbelow(True)\n", "\n", "# Adjust layout and show plot\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 8, "id": "37df059a", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "top_listener_CTR_ggi_genes = list(i.split('|')[0].split('/')[1] for i in rankings_table_ctr_tail['nodes'])\n", "top_listener_EXP_ggi_genes = list(i.split('|')[0].split('/')[1] for i in rankings_table_exp_tail['nodes'])\n", "\n", "ctpl.plot.gene_annotation(gene_list_to_profile=top_listener_CTR_ggi_genes,\n", " num_gos=15,\n", " figsize=(10,6))\n", "\n" ] }, { "cell_type": "code", "execution_count": 9, "id": "866feb2c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ctpl.plot.gene_annotation(gene_list_to_profile=top_listener_EXP_ggi_genes,\n", " num_gos=15,\n", " figsize=(10,6))" ] }, { "cell_type": "markdown", "id": "a86c565f", "metadata": {}, "source": [ "It is possible to perform further analysis on the gene-gene-level regarding the other topological measures, but we focus on the result of these more in the condition comparison results described in the next section." ] }, { "cell_type": "markdown", "id": "8bc95d18", "metadata": {}, "source": [ "### Compared Condition Results\n", "\n", "pyCrossTalkeR not only analyzes the conditions individually but also calculates the differences in the cell-cell interactions between the conditions. The results of these analyses are presented in the comparative report. In our example we compare the disease (EXP) against the control (CTR) condition.\n", "\n", "#### Cell-Cell-Interaction analysis results\n", "\n", "As before for the single condition results, the first part of the results deal with cell-cell interactions. Here we show again the CCI graph plot, but now for the compared conditions:" ] }, { "cell_type": "code", "execution_count": 10, "id": "83688b1b", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/james/miniconda3/envs/pyctker/lib/python3.12/site-packages/matplotlib/collections.py:999: RuntimeWarning:\n", "\n", "invalid value encountered in sqrt\n", "\n", "/home/james/miniconda3/envs/pyctker/lib/python3.12/site-packages/networkx/drawing/nx_pylab.py:1747: RuntimeWarning:\n", "\n", "invalid value encountered in sqrt\n", "\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ctpl.plot.plot_cci(graph=adata.uns['pycrosstalker']['results'][\"graphs\"][\"EXP_x_CTR\"],\n", " colors=adata.uns['pycrosstalker']['results'][\"colors\"],\n", " plt_name='Comparative (Disease vs Control)',\n", " coords=adata.uns['pycrosstalker']['results'][\"coords\"],\n", " emax= None,\n", " leg= False,\n", " low= 0,\n", " high= 0, \n", " ignore_alpha= False,\n", " log= False,\n", " efactor= 8,\n", " vfactor= 12, \n", " pg= adata.uns['pycrosstalker']['results'][\"rankings\"][\"EXP_x_CTR\"][\"Pagerank\"]\n", " )" ] }, { "cell_type": "markdown", "id": "43b6f360", "metadata": {}, "source": [ "The main difference from the previous CCI graph plots is that the edge weights can now be not only positive but also negative, as well as the Pagerank values of the nodes. Positive values mean that these interactions between cell types have a higher activity/importance in the EXP condition, while negative values indicate a lower activity/importannce in the EXP condition (higher in CTR). As we can see in the CCI plot above, there are equally positive and negative edge weights present. The edge weights between MSCs and Megakaryocytes are positive up in both directions in the Disease condition. Thus, we can conclude that the communication is stronger in the EXP example. In contrast, the edge weights between the MSC and Myeloid nodes have negative edge weights, meaning these communication are lower in the EXP condition. Further, the self communication edge of the MSC node has a strong negative weight and also the pagerank is very small (indicated by small node size). This indicates that MSCs are more important in the CCIs in the CTR condition." ] }, { "cell_type": "code", "execution_count": 11, "id": "c9943dae", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ctpl.plot_volcane(adata.uns['pycrosstalker']['results']['stats']['EXP_x_CTR'], \"fisher\", 0.05, 2, annot=False, title=\"Volcano Plot for EXP vs CTR on Fisher Filtered Data\")" ] }, { "cell_type": "code", "execution_count": 12, "id": "e47086b8", "metadata": {}, "outputs": [ { "data": { "image/png": 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zfPjwS27/66+/NpLM888/b7f8tttuMxaLxezcudO2TJIJCAiwW7ZhwwYjybz11lsX3U/+5/fVV181mzZtsvvMT5s2zYSEhJj09PQCc7Ggz/C9995rypUrZzIyMmzL4uLiHD7XmZmZpkqVKubWW2+1Lcv/bDVq1MhkZmbalr/xxhtGktm4ceNFj2Xz5s1GknnuueeMMcZkZ2eb4OBg8/HHHxtjjKlcubKZNm2aMcaY1NRU4+vra4YNG2a3jcKey/zrRUJCgm1ZkyZNTFxcnENchb2GpaWlmfLlyzvEdOjQIRMeHm63vF+/fqZatWp217q1a9c6XIsLMn78eCPJHD16tMD1FzqO8+VfX85/jR8/3hiTdz2pVauW3XvOXW+MMa+++qrDeTTGmD179hhfX1/zwgsv2C3fuHGj8fPzs1uen1/Tp0+3azt79mzj4+Nj9zvMmP/9rlu+fLkx5n/X1AceeMCu3Z133ukQb0HO/QxdSK9evYwkk5KSYowxJiMjw+7fLn87VqvVTJw40bZs9erVF/w3LejzN2nSJGOxWBx+95Zl9NyWEb6+vurbt69Wrlxp9/XPp59+qsqVK+v666+XlHfzU5s2bezGo4WEhOiee+7Rnj17tGXLlgK3f/ToUf3222/617/+pSuuuMJu3blfw5877jM7O1vHjx9XvXr1VL58ea1du9Zhu/fcc4/d+6+99lrl5OTYvrL++eeflZWVpZEjR9qN9Ro2bJjCwsIKPZyic+fOioyMVM2aNdW3b1+FhIRowYIFF+wJ+euvv3TkyBE98MADdjfd3HTTTYqJiSn0fgvru+++kySH3rv8mzrO3190dLTi4+MLvf3AwEAtWrTI4fXSSy8V2D4iIkKSVK5cuYuOXfzpp58UGRmpyMhINW/eXPPmzdOAAQP08ssvXzSeO+64Q2vWrLH7Kv+LL76Q1WpVr169JEnh4eGSpB9//LHQvUaSbL3Rruq1PfeYmzZtqtmzZ+vuu+/Wq6++esn3fvfdd/L19dVDDz1kt/yRRx6RMcahx7Nz586qW7eu7edmzZopLCxMu3fvLnS8TZo0UbNmzfTZZ59Jyrsm9OrV64JjF8/9DKelpenYsWO69tprdfr0aW3bts2ubUhIiN14xICAALVp06bA+O6++267cebXXnutJF3yWBo1aqRKlSrZxtJu2LBB6enpttkQ2rdvr+XLl0vKG4ubk5NTYM4641wW5FLXsEWLFik5OVn9+vWz6wn19fVV27Zt7WZ7GDhwoA4cOGC3bM6cOQoKCtKtt95aojiLom3btg7XCmf0HM6fP1+5ubm6/fbb7c5FlSpVVL9+fYeZL6xWq+6++267ZfPmzVOjRo0UExNjt438oWb528i/pp7/WRs5cmSJjyNf/kwj+TMVWa1W2++pnJwcHT9+XCEhIWrYsGGBv/8Kcu7nLz09XceOHVP79u1ljClwyEpZxQ1lZUj//v01depUffrpp3ryySe1f/9+/f7773rooYdsN0ns3btXbdu2dXhv/p3he/fuVWxsrMP6/F8ABa0715kzZzRp0iTNnDlTSUlJduMICxoneX6hnP/Vbv6Yy/xfEA0bNrRrFxAQoDp16hQ4brMg06ZNU4MGDeTn56fKlSurYcOGF70x4kL7laSYmBiHm1hKau/evfLx8VG9evXsllepUkXly5d3OM7o6Ogibd/X11edO3cuVNu0tDQ99NBDatiwoXbt2qUnnniiwJkWpLxfgs8//7wsFovKlSunRo0aFeru6D59+mj06NH64osv9OSTT8oYo3nz5qlbt24KCwuTlHeMo0eP1pQpUzRnzhxde+216tmzp+666y5b4VuQ/PdfbGq8ksg/5pycHG3atEnPP/+8Tp48WagbBPfu3atq1ao5FN7nfv7Odf7nQ8r7jOR/Pgrrzjvv1OTJkzVq1CitWLHCNnaxIJs3b9bTTz+tJUuWOAxbOf8zXKNGDYcx5hUqVNDff//tsN1LfdZPnTqlU6dO2db7+voqMjJSFotF7du312+//abc3FwtX75cUVFRts9K+/btbVPU5Re5BRW3zjqXRT2uHTt2SPrfOP/z5eerlDfmvWrVqpozZ46uv/565ebm6rPPPlOvXr2c8sfaxe4HOFdEREShrxdFsWPHDhljVL9+/QLXnz8+vnr16g6fqx07dmjr1q22YQ7ny7/vJP+aeu4fNFLB1/Tiys/X/H+b3NxcvfHGG3rnnXeUkJBgN069sDMV7du3T+PGjdN//vMfh9y81L0GZQnFbRnSunVrxcTE6LPPPtOTTz6pzz77TMaYUp0l4cEHH9TMmTM1cuRItWvXTuHh4bJYLOrbt2+B08dc6M5kc97NNSXVpk0b22wJnqywv3wuNjNCST311FM6dOiQ/vzzT33++ed67bXXdPfddxd4g05xfwlWq1ZN1157rebOnasnn3xSf/zxh/bt2+fQ4zt58mQNHjxYCxcu1E8//aSHHnpIkyZN0h9//KEaNWoUuO2YmBhJ0saNG4scV2Gce8zx8fGKiYlR9+7d9cYbbxQ4brYknPX56Nevn8aOHathw4apUqVK6tKlS4HtkpOTFRcXp7CwME2cOFF169ZVYGCg1q5dqyeeeMLhM1yU+C7V9rXXXrMb212rVi3bt1AdOnTQN998o40bN9rG2+Zr3769HnvsMSUlJWnZsmWqVq2a6tSpU+T9F9eltpt/zmbPnq0qVao4tPPz+9+vaV9fX915552aMWOG3nnnHS1fvlwHDhy45EwnkmzfMF3oxqPTp0+7feq33NxcWSwWff/99wWet/PnXC7oOpebm6umTZtqypQpBe6jZs2azgm2EDZt2qSoqCjbHygvvviinnnmGf3rX//Sc889p4oVK8rHx0cjR4685PRpUl5v7w033KATJ07oiSeeUExMjIKDg5WUlKTBgwcXahtlBcVtGdO/f38988wz+vvvv/Xpp5+qfv36tjszpbxfGNu3b3d4X/7XjbVq1Spwu/m/LM69caMgX375pQYNGqTJkyfblmVkZBR7ZoP8eLZv3273CysrK0sJCQku6V04f7/n97hs377d7jwVtiC91P5yc3O1Y8cOu/lVDx8+rOTk5Av+uzjbX3/9pWnTpunBBx9Uq1at1LBhQ33xxRe67777tG7dOrtfxCV1xx136IEHHtD27dv1xRdfqFy5curRo4dDu6ZNm6pp06Z6+umntWLFCl1zzTWaPn36BR9O0KBBAzVs2FALFy7UG2+84fKHFNx0002Ki4vTiy++qHvvvVfBwcEXbFurVi39/PPPSktLs+uJu9Tnr6SuuOIKXXPNNVq6dKnuv//+C/47Ll26VMePH9f8+fNtN7hIl55VxBkGDhxo1+N6bmFz7ny3y5cvt/tquXXr1rJarVq6dKlWrVqlG2+80alxlfTznd9zGBUVVajr1cCBAzV58mR98803+v777xUZGVmoIUjnXrPOL/BOnz6txMTEC/5R42wXOmd169aVMUbR0dFq0KBBsbZdt25dbdiwQddff/1F/23yr6m7du2y660t6PdfcaxcuVK7du2y+8Pjyy+/1HXXXacPP/zQrm1ycrJtqJd04fOzceNG/fPPP/r444/thoGce9Ma8jDmtozJ76UdN26c1q9f79Bre+ONN+rPP//UypUrbcvS09P1/vvvq3bt2mrcuHGB242MjFTHjh310UcfOTyZ5dyeD19fX4eekLfeesthGqHC6ty5swICAvTmm2/abffDDz9USkqK0+58Pd+VV16pqKgoTZ8+3W56me+//15bt261229+MVOSqcnyfyG//vrrdsvzeydcdZznysnJ0b333quqVavqueeek5R3bG+99ZY2bdqkqVOnOnV/t956q3x9ffXZZ59p3rx56t69u11hmJqaqrNnz9q9p2nTpvLx8XGY8ud8EyZM0PHjxzV06FCHbUh542a//fZb5xyIpCeeeELHjx/XjBkzLtruxhtvVE5Ojt2T3qS8u8otFou6devmtJjO9/zzz2v8+PF68MEHL9gmvzft3M9aVlaW3nnnHZfFla9OnTrq3Lmz7XXuNwVXXnmlAgMDNWfOHCUlJdn13FqtVrVq1UrTpk1Tenp6sea3vZjg4OASfbbj4+MVFhamF198scDZXc6fNqxZs2Zq1qyZPvjgA3311Vfq27dvof6ovP766xUQEKB3333XoYfv/fff19mzZ12aX+e60DXxlltuka+vryZMmODwe8IYU6hZQG6//XYlJSUV+Fk7c+aM0tPTJcl2rG+++aZdm/OvscWxd+9eDR48WAEBAbZpz6SCf//NmzfPYQq3C52fgj5/xhi98cYbJY7Z29BzW8ZER0erffv2WrhwoSQ5FLdjxozRZ599pm7duumhhx5SxYoV9fHHHyshIUFfffXVRcehvvnmm+rQoYNatWqle+65R9HR0dqzZ4/++9//2h4j2L17d82ePVvh4eFq3LixVq5cqZ9//rnYT0aLjIzU2LFjNWHCBHXt2lU9e/bU9u3b9c477+iqq64q1Nd1xeHv76+XX35Zd999t+Li4tSvXz8dPnxYb7zxhmrXrq1Ro0bZ2rZu3VpS3o0L8fHxtpv7iqJ58+YaNGiQ3n//fdtXw3/++ac+/vhj9e7d2+4JTMVx9uxZffLJJwWuu/nmmxUcHKw333xTa9eu1VdffWXXq9izZ0/17NlTEyZM0B133FHg2MXiiIqK0nXXXacpU6YoLS3NYRqfJUuWaMSIEerTp48aNGigs2fPavbs2fL19b3kzTV33HGHNm7cqBdeeEHr1q1Tv379bE8o++GHH7R48WKHuV9Lolu3boqNjdWUKVM0fPjwAufWlaQePXrouuuu01NPPaU9e/aoefPm+umnn7Rw4UKNHDnSYXygM8XFxSkuLu6ibdq3b68KFSpo0KBBeuihh2SxWDR79mynDxMqqoCAAF111VX6/fffZbVabZ+5fO3bt7d9W+Ts4rZ169Z699139fzzz6tevXqKioq64PjZgoSFhendd9/VgAED1KpVK/Xt21eRkZHat2+f/vvf/+qaa65x+GNn4MCBevTRRyWp0Ne4qKgojRs3Tk8//bQ6duxoeyz7ihUr9Nlnn6lLly4FfjPiCvn/Pk899ZT69u0rf39/9ejRQ3Xr1tXzzz+vsWPHas+ePbbp+hISErRgwQLdc889tuO+kAEDBmju3Lm677779Msvv+iaa65RTk6Otm3bprlz59rm/27RooX69eund955RykpKWrfvr0WL15cqLmVz7V27Vp98sknys3NVXJyslavXq2vvvrK9tk49+mF3bt318SJE3X33Xerffv22rhxo+bMmeMwTKZu3boqX768pk+frtDQUAUHB6tt27aKiYlR3bp19eijjyopKUlhYWH66quvSjwu3CuV4swM8BDTpk0zkkybNm0KXL9r1y5z2223mfLly5vAwEDTpk0b8+2339q1KWgqMGOM2bRpk7n55ptt723YsKF55plnbOtPnjxp7r77bhMREWFCQkJMfHy82bZtm6lVq5YZNGiQrV3+NDqrV6+22/75U3Lle/vtt01MTIzx9/c3lStXNvfff785efLkJc/FhfZzvgvt94svvjAtW7Y0VqvVVKxY0fTv3982fVi+s2fPmgcffNBERkYai8VyyWnBCpp+yZi8KY4mTJhgoqOjjb+/v6lZs6YZO3as3fRLxuRN1XPTTTdddB/n708XmApM/zddT2JiogkJCTHdu3cvcBt79+41wcHBpmfPnsWOoyAzZswwkkxoaKjdlGvGGLN7927zr3/9y9StW9cEBgaaihUrmuuuu878/PPPhd7+4sWLTa9evUxUVJTx8/MzkZGRpkePHmbhwoUFti/MVGAXOuZZs2YVasqmtLQ0M2rUKFOtWjXj7+9v6tevb1599VW76aSMMRecXuz8z1JBCjONkTEF5+Ly5cvN1VdfbYKCgky1atXM448/bn788UeH8xIXF2eaNGlS4DbPnSoq/7N1/pRuF7rGXMjYsWONJNO+fXuHdfPnz7fl0dmzZx3WF/ZcFjQV2KFDh8xNN91kQkNDjSTbdFpFvYb98ssvJj4+3oSHh5vAwEBTt25dM3jwYPPXX385xHXw4EHj6+trGjRocJEzUrBPPvnEXH311SY4ONhYrVYTExNjJkyY4HAduZBLfa4LMxWYMcY899xzpnr16sbHx8fhnH711VemQ4cOJjg42AQHB5uYmBgzfPhws337dlubC+WXMXlTNb788sumSZMmxmq1mgoVKpjWrVubCRMm2KblMsaYM2fOmIceeshUqlTJBAcHmx49epjExMQiTQWW//Lz8zMVK1Y0bdu2NWPHji1wWq6MjAzzyCOPmKpVq5qgoCBzzTXXmJUrV5q4uDiHadgWLlxoGjdubPz8/Ow+B1u2bDGdO3c2ISEhJiIiwgwbNsw2bV1hPytlgcUYN//JDQAACu3YsWOqWrWqxo0bp2eeecbd4QAehzG3AABcRmbNmqWcnBwNGDDA3aEAHokxtwAAXAaWLFmiLVu26IUXXlDv3r1Vu3Ztd4cEeCSGJQAAcBno1KmTbbq7Tz755IJPUATKOopbAAAAeA3G3AIAAMBrUNwCAADAa5T5G8pyc3N14MABhYaGOuUxqQAAAHAuY4zS0tJUrVq1iz5QSqK41YEDBxyesw0AAADPk5iYqBo1aly0TZkvbvMfI5qYmKiwsDA3RwN4p/Xr1ysuLk6//vqrWrRo4e5wAKcivwHXS01NVc2aNe0e/34hZb64zR+KEBYWRnELuEhISIjtv3zO4G3Ib6D0FGYIKTeUAQAAwGtQ3AIAAMBrUNwCAADAa5T5MbcAXC82NlaJiYmKiopydyiA05HfgGehuAXgcgEBAZecugW4XJHfgGdhWAIAl9u9e7f69Omj3bt3uzsUwOnIb8CzUNwCcLnk5GR9+eWXSk5OdncogNOR34BnobgFAACA16C4BQAAgNeguAUAAIDXoLgF4HLVqlXTiy++qGrVqrk7FMDpyG/As1iMMcbdQbhTamqqwsPDlZKSwjPBAQAAPFBR6jV6bgG4XHJysv7zn/9wNzm8EvkNeBaKW8CbHT4svfaaNGiQ9K9/SV9+KWVklHoYu3fvVq9evZgHFF6J/AY8C8Ut4K1+/1266y7pu++kEyekI0ekt9/OW3bsmLujAwDAJShuAW+UkiI995xktUrBwXnLLBYpNFRKTZWeesq98QEA4CIUt4A3WrBAysrKK2jPZ7VKu3dLSUmlHxcAAC5GcQt4o/Xr/9djW5DTp6U9e0orGgUGBqpx48YKDAwstX0CpYX8BjyLn7sDAOAC4eHS2bNSQEDB6/38Ll78Olnjxo21efPmUtsfUJrIb8Cz0HMLeKPbb5eyswteZ4xUvrwUG1uqIQEAUBoobgFv1Lix1KKFlJ5uv9yYvGVDhuT13paS9evXKywsTOvXry+1fQKlhfwGPAvFLeCNLBbplVekG2+UcnPzxthmZEiBgdKYMVLPnqUaTm5urtLS0pSbm1uq+wVKA/kNeBbG3ALeys9PevRRacQIKTExb5aEmjULnkEBAAAvQXELeLvAQKl+fXdHAQBAqWBYAgAAALwGxS0Al4uJidGaNWsUExPj7lAApyO/Ac9iMcYYdwfhTqmpqQoPD1dKSorCwsLcHQ4AAADOU5R6jZ5bAC63b98+DR8+XPv27XN3KIDTkd+AZ6G4BeByx44d0zvvvKNjx465OxTA6chvwLNQ3AIAAMBrUNwCAADAa3hUcTtp0iRdddVVCg0NVVRUlHr37q3t27df9D2zZs2SxWKxewUGBpZSxAAAAPAkHlXc/vrrrxo+fLj++OMPLVq0SNnZ2erSpYvS09Mv+r6wsDAdPHjQ9tq7d28pRQygMKKiojRq1ChFRUW5OxTA6chvwLN49FRgR48eVVRUlH799Vd17NixwDazZs3SyJEjlZycXKx9MBUYAACAZ/OaqcBSUlIkSRUrVrxou1OnTqlWrVqqWbOmevXqpc2bN1+wbWZmplJTU+1eAFzr1KlTWrlypU6dOuXuUACnI78Bz+KxxW1ubq5Gjhypa665RrGxsRds17BhQ3300UdauHChPvnkE+Xm5qp9+/bav39/ge0nTZqk8PBw26tmzZquOgQA/+eff/5R+/bt9c8//7g7FMDpyG/As3hscTt8+HBt2rRJn3/++UXbtWvXTgMHDlSLFi0UFxen+fPnKzIyUu+9916B7ceOHauUlBTbKzEx0RXhAwAAwA383B1AQUaMGKFvv/1Wv/32m2rUqFGk9/r7+6tly5bauXNngeutVqusVqszwgQAAICH8aieW2OMRowYoQULFmjJkiWKjo4u8jZycnK0ceNGVa1a1QURAgAAwJN5VM/t8OHD9emnn2rhwoUKDQ3VoUOHJEnh4eEKCgqSJA0cOFDVq1fXpEmTJEkTJ07U1VdfrXr16ik5OVmvvvqq9u7dq6FDh7rtOADY8/PzU0REhPz8POqSAzgF+Q14Fo/6JL777ruSpE6dOtktnzlzpgYPHixJ2rdvn3x8/tfhfPLkSQ0bNkyHDh1ShQoV1Lp1a61YsUKNGzcurbABXEKzZs109OhRd4cBuAT5DXgWj57ntjQwzy0AAIBn85p5bgF4h82bN6tevXoXnYMauFyR34BnobgF4HKZmZnatWuXMjMz3R0K4HTkN+BZKG4BAADgNShuAQAA4DUobgEAAOA1KG4BuFy9evX0ww8/qF69eu4OBXA68hvwLEwFxlRgAAAAHo2pwAB4lIMHD+rZZ5/VwYMH3R0K4HTkN+BZKG4BuNzBgwc1YcIEfvnDK5HfgGehuAUAAIDXoLgFAACA16C4BQAAgNeguAXgchUqVFD//v1VoUIFd4cCOB35DXgWpgJjKjAAAACPxlRgADxKRkaGdu7cqYyMDHeHAjgd+Q14FopbAC63ZcsW1a9fX1u2bHF3KIDTkd+AZ6G4BQAAgNeguAUAAIDXoLgFAACA16C4BQAAgNfwc3cAALxfq1atVMZnHYQXI78Bz0LPLQAAALwGxS0Al9u+fbvatWun7du3uzsUwOnIb8CzUNwCcLn09HT98ccfSk9Pd3cogNOR34BnobgFAACA16C4BQAAgNeguAUAAIDXoLgF4HK1a9fW7NmzVbt2bXeHAjgd+Q14Fosp45PzpaamKjw8XCkpKQoLC3N3OAAAADhPUeo1em4BuNzRo0c1bdo0HT161N2hAE5HfgOeheIWgMslJiZqxIgRSkxMdHcogNOR34BnobgFAACA16C4BQAAgNeguAUAAIDXoLgF4HKhoaHq0qWLQkND3R0K4HTkN+BZmAqMqcAAAAA8GlOBAfAoOTk5Sk1NVU5OjrtDAZyO/AY8C8UtAJfbsGGDwsPDtWHDBneHAjgd+Q14FopbAAAAeA2KWwAAAHgNilsAAAB4DYpbAAAAeA0/dwcAwPs1bdpUR44cUfny5d0dCuB05DfgWShuAbicv7+/IiMj3R0G4BLkN+BZGJYAwOV27dqlnj17ateuXe4OBXA68hvwLBS3AFwuJSVF33zzjVJSUtwdCuB05DfgWShuAQAA4DUobgEAAOA1KG4BAADgNShuAbhc9erVNXnyZFWvXt3doQBOR34DnsVijDHuDsKdUlNTFR4erpSUFIWFhbk7HAAAAJynKPUaPbcAXO7kyZOaN2+eTp486e5QAKcjvwHPQnELwOUSEhJ0++23KyEhwd2hAE5HfgOeheIWAAAAXoPiFgAAAF6D4hYAAABeg+IWgMsFBQWpZcuWCgoKcncogNOR34BnYSowpgIDAADwaEwFBgAAgDKJ4haAy61bt05Wq1Xr1q1zdyiA05HfgGehuAXgcsYYZWVlqYyPgoKXIr8Bz0JxCwAAAK9BcQsAAACvQXELAAAAr+Hn7gAAeL9GjRpp06ZNqlOnjrtDAZyO/AY8C8UtAJcLCgpSkyZN3B0G4BLkN+BZGJYAwOX27t2roUOHau/eve4OBXA68hvwLBS3AFzu+PHj+vDDD3X8+HF3hwI4HfkNeBaKWwAAAHgNilsAAAB4DY8qbidNmqSrrrpKoaGhioqKUu/evbV9+/ZLvm/evHmKiYlRYGCgmjZtqu+++64UogUAAICn8aji9tdff9Xw4cP1xx9/aNGiRcrOzlaXLl2Unp5+wfesWLFC/fr105AhQ7Ru3Tr17t1bvXv31qZNm0oxcgAXU7lyZY0ZM0aVK1d2dyiA05HfgGexGA9+GPbRo0cVFRWlX3/9VR07diywzR133KH09HR9++23tmVXX321WrRooenTp19yH6mpqQoPD1dKSorCwsKcFjsAAACcoyj1mkf13J4vJSVFklSxYsULtlm5cqU6d+5styw+Pl4rV64ssH1mZqZSU1PtXgBcKy0tTUuXLlVaWpq7QwGcjvwGPIvHFre5ubkaOXKkrrnmGsXGxl6w3aFDhxy+CqpcubIOHTpUYPtJkyYpPDzc9qpZs6ZT4wbgaMeOHbruuuu0Y8cOd4cCOB35DXgWjy1uhw8frk2bNunzzz936nbHjh2rlJQU2ysxMdGp2wcAAID7eOTjd0eMGKFvv/1Wv/32m2rUqHHRtlWqVNHhw4ftlh0+fFhVqlQpsL3VapXVanVarAAAAPAcHtVza4zRiBEjtGDBAi1ZskTR0dGXfE+7du20ePFiu2WLFi1Su3btXBUmAAAAPJRH9dwOHz5cn376qRYuXKjQ0FDbuNnw8HAFBQVJkgYOHKjq1atr0qRJkqSHH35YcXFxmjx5sm666SZ9/vnn+uuvv/T++++77TgA2PP391f16tXl7+/v7lAApyO/Ac/iUVOBWSyWApfPnDlTgwcPliR16tRJtWvX1qxZs2zr582bp6efflp79uxR/fr19corr+jGG28s1D6ZCgwAAMCzFaVe86ji1h0obgEAADyb18xzC8A7bNy4UTVq1NDGjRvdHQrgdOQ34FkobgG4XHZ2tpKSkpSdne3uUACnI78Bz0JxCwAAAK9BcQsAAACvQXELAAAAr0FxC8Dl6tevr19++UX169d3dyiA05HfgGdhKjCmAgMAAPBoTAUGwKMkJSVp7NixSkpKcncogNOR34BnobgF4HKHDx/WSy+9pMOHD7s7FMDpyG/As1DcAgAAwGtQ3AIAAMBrUNwCAADAa1DcAnC5SpUqaciQIapUqZK7QwGcjvwGPAtTgTEVGAAAgEdjKjAAHuXMmTPavHmzzpw54+5QAKcjvwHPQnELwOW2bt2q2NhYbd261d2hAE5HfgOeheIWAAAAXoPiFgAAAF6D4hYAAABeg+IWgMtZLBYFBATIYrG4OxTA6chvwLP4uTsAAN6vZcuWyszMdHcYgEuQ34BnoecWAAAAXoPiFoDLbd26Va1atWKqJHgl8hvwLBS3AFzuzJkzWrduHZPcwyuR34BnobgFAACA16C4BQAAgNeguAUAAIDXoLgF4HLR0dGaO3euoqOj3R0K4HTkN+BZLMYY4+4g3Ck1NVXh4eFKSUlRWFiYu8MBAADAeYpSr9FzC8DlDh8+rClTpujw4cPuDgVwOvIb8CwUtwBcLikpSY888oiSkpLcHQrgdOQ34FkobgEAAOA1KG4BAADgNShuAQAA4DUobgG4XHh4uHr06KHw8HB3hwI4HfkNeBamAmMqMAAAAI/GVGAAPEp2draOHj2q7Oxsd4cCOB35DXgWilsALrdx40ZFRUVp48aN7g4FcDryG/AsFLcAAADwGhS3AAAA8BoUtwAAAPAaFLcAAADwGn7uDgCA92vevLlSUlIUHBzs7lAApyO/Ac9CcQvA5Xx9fZlHGl6L/AY8C8MSALjcjh07FB8frx07drg7FMDpyG/As1DcAnC5tLQ0/fTTT0pLS3N3KIDTkd+AZ6G4BQAAgNeguAUAAIDXoLgFAACA16C4BeByNWvW1Ntvv62aNWu6OxTA6chvwLNYjDHG3UG4U2pqqsLDw5WSksJULgAAAB6oKPUaPbcAXO7EiRP65JNPdOLECXeHAjgd+Q14FopbAC63Z88eDRgwQHv27HF3KIDTkd+AZynRE8qys7N16NAhnT59WpGRkapYsaKz4gIAAACKrMg9t2lpaXr33XcVFxensLAw1a5dW40aNVJkZKRq1aqlYcOGafXq1a6IFQAAALioIhW3U6ZMUe3atTVz5kx17txZX3/9tdavX69//vlHK1eu1Pjx43X27Fl16dJFXbt25VGEAAAAKFVFGpawevVq/fbbb2rSpEmB69u0aaN//etfmj59umbOnKnff/9d9evXd0qgAC5fwcHBuvrqqxUcHOzuUACnI78Bz8JUYEwFBgAA4NGYCgwAAABlUomK299//1133XWX2rVrp6SkJEnS7NmztWzZMqcEB8A7rF27VhaLRWvXrnV3KIDTkd+AZyl2cfvVV18pPj5eQUFBWrdunTIzMyVJKSkpevHFF50WIAAAAFBYxS5un3/+eU2fPl0zZsyQv7+/bfk111zDX68AAABwi2IXt9u3b1fHjh0dloeHhys5ObkkMQEAAADFUuzitkqVKtq5c6fD8mXLlqlOnTolCgoAAAAojmIXt8OGDdPDDz+sVatWyWKx6MCBA5ozZ44effRR3X///c6MEcBlrnHjxtqxY4caN27s7lAApyO/Ac9SpIc4nGvMmDHKzc3V9ddfr9OnT6tjx46yWq169NFH9eCDDzozRgCXucDAQNWrV8/dYQAuQX4DnqXYPbcWi0VPPfWUTpw4oU2bNumPP/7Q0aNH9dxzzzkzPgBeICEhQXfddZcSEhLcHQrgdOQ34FlK/BCHgIAANW7cWG3atFFISIgzYgLgZU6ePKk5c+bo5MmT7g4FcDryG/AsxR6WMHHixIuuHzduXHE3DQAAABRLsYvbBQsW2P2cnZ2thIQE+fn5qW7dusUqbn/77Te9+uqrWrNmjQ4ePKgFCxaod+/eF2y/dOlSXXfddQ7LDx48qCpVqhR5/wAAALi8Fbu4XbduncOy1NRUDR48WDfffHOxtpmenq7mzZvrX//6l2655ZZCv2/79u0KCwuz/RwVFVWs/QMAAODyVuzitiBhYWGaMGGCevTooQEDBhT5/d26dVO3bt2K/L6oqCiVL1++yO8DUDqqVq2q8ePHq2rVqu4OBXA68hvwLCW+oex8KSkpSklJcfZmL6pFixaqWrWqbrjhBi1fvvyibTMzM5Wammr3AuBaVatW1bPPPssvf3gl8hvwLMXuuX3zzTftfjbG6ODBg5o9e3axel+Lo2rVqpo+fbquvPJKZWZm6oMPPlCnTp20atUqtWrVqsD3TJo0SRMmTCiV+ADkSU1N1cqVK9WuXTu7IUSANyC/Ac9iMcaY4rwxOjra7mcfHx9FRkbq//2//6exY8cqNDS0ZIFZLJe8oawgcXFxuuKKKzR79uwC12dmZiozM9P2c2pqqmrWrKmUlBQuSoCLrF27Vq1bt9aaNWsu+IcncLkivwHXS01NVXh4eKHqtWL33HrqZNVt2rTRsmXLLrjearXKarWWYkQAAAAoLU4fc+tu69evZ9wTAABAGVWkntvRo0cXuu2UKVOKHMypU6e0c+dO288JCQlav369KlasqCuuuEJjx45VUlKS/v3vf0uSXn/9dUVHR6tJkybKyMjQBx98oCVLluinn34q8r4BAABw+StScVvQ3LYFsVgsxQrmr7/+snsoQ34xPWjQIM2aNUsHDx7Uvn37bOuzsrL0yCOPKCkpSeXKlVOzZs30888/F/hgBwDuY7VaVbduXYYEwSuR34BnKfYNZd6iKAOUAQAAUPpK5YayfFu2bNG+ffuUlZVlW2axWNSjR4+SbhoAAAAokmIXt7t379bNN9+sjRs3ymKxKL8DOH9IQk5OjnMiBHDZ+/vvv3X99ddr8eLFatasmbvDAZyK/AY8S7FnS3j44YcVHR2tI0eOqFy5ctq8ebN+++03XXnllVq6dKkTQwRwuTt79qyOHTums2fPujsUwOnIb8CzFLvnduXKlVqyZIkiIiLk4+MjHx8fdejQQZMmTdJDDz1U6JvPAAAAAGcpds9tTk6O7SlkEREROnDggCSpVq1a2r59u3OiAwAAAIqg2D23sbGx2rBhg6Kjo9W2bVu98sorCggI0Pvvv686deo4M0YAAACgUIpd3D799NNKT0+XJE2cOFHdu3fXtddeq0qVKumLL75wWoAALn8NGjTQihUr1KBBA3eHAjgd+Q14FqfOc3vixAlVqFCh2A9xcAfmuQUAAPBsRanXij3mdujQoQ6zIlSsWPGyKmwBlI79+/dr9OjR2r9/v7tDAZyO/AY8S7GL26NHj6pr166qWbOmHnvsMa1fv96JYQHwJkeOHNHUqVN15MgRd4cCOB35DXiWYhe3Cxcu1MGDB/XMM89o9erVat26tZo0aaIXX3xRe/bscWKIAAAAQOEUu7iVpAoVKuiee+7R0qVLtXfvXg0ePFizZ89WvXr1nBUfAAAAUGglKm7zZWdn66+//tKqVau0Z88eVa5c2RmbBQAAAIqkRMXtL7/8omHDhqly5coaPHiwwsLC9O233zKoHoCdiIgIPfDAA4qIiHB3KIDTkd+AZyn2VGDVq1fXiRMn1LVrV/Xv3189evSQ1Wp1dnwux1RgAAAAnq0o9VqxH+Lw7LPPqk+fPipfvnxxNwGgjDh9+rS2bdummJgYlStXzt3hAE5FfgOepdjDEoYNG2YrbJcvX67MzExnxQTAy2zbtk2tW7fWtm3b3B0K4HTkN+BZnHJDWbdu3ZSUlOSMTQEAAADF5pTi1olP8AUAAACKzSnFLQAAAOAJnFLcvvfee8xtC+CCfHx8FBoaKh8f/p6G9yG/Ac9S7KnAzpW/CYvFUuKAShtTgQEAAHi2otRrJfoz88MPP1RsbKwCAwMVGBio2NhYffDBByXZJAAAAFBsxS5ux40bp4cfflg9evTQvHnzNG/ePPXo0UOjRo3SuHHjnBkjgMvcli1b1KRJE23ZssXdoQBOR34DnqXYD3F49913NWPGDPXr18+2rGfPnmrWrJkefPBBTZw40SkBArj8ZWRkaMuWLcrIyHB3KIDTkd+AZyl2z212drauvPJKh+WtW7fW2bNnSxQUAAAAUBzFLm4HDBigd99912H5+++/r/79+5coKAAAAKA4ij0sQcq7oeynn37S1VdfLUlatWqV9u3bp4EDB2r06NG2dlOmTClZlAAAAEAhFLu43bRpk1q1aiVJ2rVrlyQpIiJCERER2rRpk63d5Tg9GADnqlOnjhYuXKg6deq4OxTA6chvwLM4ZZ7byxnz3AIAAHi2UpvnFgAK49ChQ5o0aZIOHTrk7lAApyO/Ac9SpOJ23759Rdp4UlJSkdoD8E4HDhzQk08+qQMHDrg7FMDpyG/AsxSpuL3qqqt07733avXq1Rdsk5KSohkzZig2NlZfffVViQMEAAAACqtIN5Rt2bJFL7zwgm644QYFBgaqdevWqlatmgIDA3Xy5Elt2bJFmzdvVqtWrfTKK6/oxhtvdFXcAAAAgIMi9dxWqlRJU6ZM0cGDB/X222+rfv36OnbsmHbs2CFJ6t+/v9asWaOVK1dS2AIAAKDUFWsqsKCgIN1222267bbbnB0PAC9Uvnx53XbbbSpfvry7QwGcjvwGPItTpgI7efKkfvrpJ9sNZNWqVVN8fLwqVKhQ4gBdjanAAAAAPFupTgX24Ycfql27dlq1apVyc3OVm5urVatWqX379vrwww9LunkAXiArK0v79+9XVlaWu0MBnI78BjxLiXtuGzZsqLVr1yo4ONhu+alTp9SqVSv9888/JQrQ1ei5BVxv7dq1at26tdasWWN7siHgLchvwPVKtefWYrEoLS3NYXlaWhqP3gUAAECpKtYNZed67bXXFBcXp9jYWFWvXl2StH//fm3evFmTJ08ucYAAAABAYZW4uO3evbu6deumP//80/Z0lmrVqqlNmzby9fUtcYAAAABAYZW4uJUkX19ftWvXzmH5qlWr1LZtW2fsAgAAALgkp0wFdiFXXHGF9u3b56rNOwU3lAGul5ubq+zsbPn7+8vHp8RD/QGPQn4DrleUeq3EPbe33357gcuNMTpx4kRJNw/AC/j4+Mhqtbo7DMAlyG/As5S4uP355581e/ZshYSE2C03xui3334r6eYBeIF//vlH99xzj95//301aNDA3eEATkV+A56lxMVtp06dFBoaqo4dOzqsa9asWUk3D8ALnDp1Sr/++qtOnTrl7lAApyO/Ac9S4uJ2/vz5F1y3aNGikm4eAAAAKDRGvgMAAMBrFLvndvTo0QUut1gsCgwMVL169dSrVy9VrFix2MEBAAAARVHs4nbdunVau3atcnJy1LBhQ0l5g+p9fX0VExOjd955R4888oiWLVumxo0bOy1gAJefK664QjNmzNAVV1zh7lAApyO/Ac9S7HluX3/9df3++++aOXOmbb6xlJQUDR06VB06dNCwYcN055136syZM/rxxx+dGrQzMc8tAACAZytKvVbs4rZ69epatGiRQ6/s5s2b1aVLFyUlJWnt2rXq0qWLjh07VpxdlAqKW8D1jh07pq+//lq9e/dWRESEu8MBnIr8BlyvKPVasW8oS0lJ0ZEjRxyWHz16VKmpqZKk8uXLKysrq7i7AOAl9u3bp2HDhnn8EwuB4iC/Ac9S7OK2V69e+te//qUFCxZo//792r9/vxYsWKAhQ4aod+/ekqQ///yTCa0BAABQaop9Q9l7772nUaNGqW/fvjp79mzexvz8NGjQIE2dOlWSFBMTow8++MA5kQIAAACXUOziNiQkRDNmzNDUqVO1e/duSVKdOnXsHsPbokWLEgcIAAAAFFaJn1AWEhLCY3YBXFRISIji4uLs/vgFvAX5DXiWYs+WIEnJycn68MMPtXXrVklS48aNNWTIEIWHhzstQFdjtgQAAADPViqzJfz111+qW7eupk6dqhMnTujEiROaOnWq6tatq7Vr1xZ3swC8UG5urjIzM5Wbm+vuUACnI78Bz1Ls4nbUqFHq2bOn9uzZo/nz52v+/PlKSEhQ9+7dNXLkSCeGCOByt379egUGBmr9+vXuDgVwOvIb8CzFHnP7119/acaMGfLz+98m/Pz89Pjjj+vKK690SnAAAABAURS75zYsLKzACasTExMVGhpaoqAAAACA4ih2cXvHHXdoyJAh+uKLL5SYmKjExER9/vnnGjp0qPr16+fMGAEAAIBCKfawhNdee00Wi0UDBw60PcTB399f999/v15++WWnBQgAAAAUVommApOk06dPa9euXZKkunXr6sSJE5o4caLef/99pwToakwFBrheVlaWjhw5oqioKAUEBLg7HMCpyG/A9YpSr5W4uD3fhg0b1KpVK+Xk5Dhzsy5DcQsAAODZSmWeWwAorN27d6tPnz62R3UD3oT8BjwLxS0Al0tOTtaXX36p5ORkd4cCOB35DXgWilsAAAB4jSLPlnDLLbdcdH1J/nL97bff9Oqrr2rNmjU6ePCgFixYoN69e1/0PUuXLtXo0aO1efNm1axZU08//bQGDx5c7BgAAABw+Spyz214ePhFX7Vq1dLAgQOLFUx6erqaN2+uadOmFap9QkKCbrrpJl133XVav369Ro4cqaFDh+rHH38s1v4BAABweStyz+3MmTNdEYckqVu3burWrVuh20+fPl3R0dGaPHmyJKlRo0ZatmyZpk6dqvj4eFeFCaCIqlWrphdffFHVqlVzdyiA05HfgGdxypjb5cuXKzMz0xmbKpKVK1eqc+fOdsvi4+O1cuXKC74nMzNTqampdi8ArlWlShWNHTtWVapUcXcogNOR34BncUpx261bNyUlJTljU0Vy6NAhVa5c2W5Z5cqVlZqaqjNnzhT4nkmTJtkNo6hZs2ZphAqUacnJyfrPf/7D3eTwSuQ34FmcUtw6+TkQLjV27FilpKTYXomJie4OCfB6u3fvVq9evZgHFF6J/AY8S5HH3HqSKlWq6PDhw3bLDh8+rLCwMAUFBRX4HqvVKqvVWhrhAQAAoJQ5pef2vffecxgeUBratWunxYsX2y1btGiR2rVrV+qxAAAAwP2cUtzeeeedCg4OLvF2Tp06pfXr12v9+vWS8qb6Wr9+vfbt2ycpb0jBudOM3Xfffdq9e7cef/xxbdu2Te+8847mzp2rUaNGlTgWAAAAXH486gllf/31l1q2bKmWLVtKkkaPHq2WLVtq3LhxkqSDBw/aCl1Jio6O1n//+18tWrRIzZs31+TJk/XBBx8wDRjgYQIDA9W4cWMFBga6OxTA6chvwLNYzOV0N5gLpKamKjw8XCkpKQoLC3N3OAAAADhPUeo1j+q5BQAAAEqC4haAy61fv15hYWG28fSANyG/Ac9CcQvA5XJzc5WWlqbc3Fx3hwI4HfkNeBaKWwAAAHgNilsAAAB4DYpbAAAAeA2KWwAuFxMTozVr1igmJsbdoQBOR34DnoV5bpnnFgAAwKMxzy0Aj7Jv3z4NHz7c7gmDgLcgvwHPQnELwOWOHTumd955R8eOHXN3KIDTkd+AZ6G4BQAAgNeguAUAAIDXoLgFAACA16C4BeByUVFRGjVqlKKiotwdCuB05DfgWZgKjKnAAAAAPBpTgQHwKKdOndLKlSt16tQpd4cCOB35DXgWilsALvfPP/+offv2+ueff9wdCuB05DfgWShuAQAA4DUobgEAAOA1KG4BAADgNShuAbicn5+fIiIi5Ofn5+5QAKcjvwHPwlRgTAUGAADg0ZgKDAAAAGUSxS3grdaskYYPl/r0ke68U5o9Wzp92i2hbN68WfXq1dPmzZvdsn/AlchvwLNQ3ALe6K23pEcekXbvljIypNRU6cMPpSFD8v6/lGVmZmrXrl3KzMws9X0DrkZ+A56F4hbwNps3S199JYWGSvk3uFgseT8fPSq9+KJ74wMAwIUobgFvM3OmZLUWvC4oSNqwQUpPL92YAAAoJRS3gLc5fFgKCLjw+uzsvB5cAAC8EMUt4G3KlZNyci683scnb4hCKapXr55++OEH1atXr1T3C5QG8hvwLBS3gLfp0+fCww7OnpVq1pQqVSrVkMLCwhQfH89c0vBK5DfgWShuAW/TqZPUuLF06pT98rNn83p0n3yy1EM6ePCgnn32WR08eLDU9w24GvkNeBaKW8Db+PlJb7wh9e6d93NWVt442zp1pOnTpbp1Sz2kgwcPasKECfzyh1civwHPwoOwAW8UECA9/HDeQxySk/NmSQgOdndUAAC4HMUt4M38/KSICHdHAQBAqWFYAgAAALwGxS0Al6tQoYL69++vChUquDsUwOnIb8CzWIwxxt1BuFNqaqrCw8OVkpLCNC4AAAAeqCj1Gj23AFwuIyNDO3fuVEZGhrtDAZyO/AY8C8UtAJfbsmWL6tevry1btrg7FMDpyG/As1DcAgAAwGtQ3AIAAMBrUNwCAADAa1DcAgAAwGvwhDIALteqVSuV8VkH4cXIb8Cz0HMLAAAAr0FxC8Dltm/frnbt2mn79u3uDgVwOvIb8CwUtwBcLj09XX/88YfS09PdHQrgdOQ34FkobgEAAOA1KG4BAADgNShuAQAA4DUobgG4XO3atTV79mzVrl3b3aEATkd+A57FYsr45HypqakKDw9XSkqKwsLC3B0OAAAAzlOUeo2eWwAud/ToUU2bNk1Hjx51dyiA05HfgGehuAXgcomJiRoxYoQSExPdHQrgdOQ34FkobgEAAOA1KG4BAADgNShuAQAA4DUobgG4XGhoqLp06aLQ0FB3hwI4HfkNeBamAmMqMAAAAI/GVGAAPEpOTo5SU1OVk5Pj7lAApyO/Ac9CcQvA5TZs2KDw8HBt2LDB3aEATkd+A56F4hYAAABeg+IWAAAAXoPiFgAAAF6D4hYAAABew8/dAQDwfk2bNtWRI0dUvnx5d4cCOB35DXgWilsALufv76/IyEh3hwG4BPkNeBaGJQBwuV27dqlnz57atWuXu0MBnI78BjwLxS0Al0tJSdE333yjlJQUd4cCOB35DXgWjyxup02bptq1ayswMFBt27bVn3/+ecG2s2bNksVisXsFBgaWYrQAAADwFB5X3H7xxRcaPXq0xo8fr7Vr16p58+aKj4/XkSNHLviesLAwHTx40Pbau3dvKUYMAAAAT+Fxxe2UKVM0bNgw3X333WrcuLGmT5+ucuXK6aOPPrrgeywWi6pUqWJ7Va5cuRQjBgAAgKfwqNkSsrKytGbNGo0dO9a2zMfHR507d9bKlSsv+L5Tp06pVq1ays3NVatWrfTiiy+qSZMmBbbNzMxUZmam7efU1FTnHQCAAlWvXl2TJ09W9erVS2V/iYnS559LBw9K9etLffpIERGlsmsUIClJ+uILaf9+KTpauuMOKSrK3VE5T2nnN4CLsxhjjLuDyHfgwAFVr15dK1asULt27WzLH3/8cf36669atWqVw3tWrlypHTt2qFmzZkpJSdFrr72m3377TZs3b1aNGjUc2j/77LOaMGGCw/KUlBSFhYU594AAlCpjpMmTpe+/lywWKSBAOnNG8vWV7rlHuv12d0dY9kybJs2fn/f/Vuv//j0GDsx7AUBhpKamKjw8vFD1mscNSyiqdu3aaeDAgWrRooXi4uI0f/58RUZG6r333iuw/dixY5WSkmJ7JSYmlnLEQNlz8uRJzZs3TydPnrRbnpAgvfCCNHx4XlF64EDJ9rNwofTf/0rlyklBQXlFVEiIFBgovfuutHFjybaPolm0SPryy7x/j3Ll/vfvERQkzZwpXeRe4cvKhfIbgHt4VHEbEREhX19fHT582G754cOHVaVKlUJtw9/fXy1bttTOnTsLXG+1WhUWFmb3AuBaCQkJuv3225WQkCApr4f11VeloUOlX36R9u6VvvtOGjAgr+gpDmOkTz+VgoMd11kseb2G779fgoNAkX38cV5RW5CgIOmDD0o3Hlc5P78BuJdHFbcBAQFq3bq1Fi9ebFuWm5urxYsX2w1TuJicnBxt3LhRVatWdVWYAErom2/se1gtlv/17n38cfF69DIypNTUvG0VxN8/b+wnSkdOjnTsmORzgd8yvr55Y6IBwNk8qriVpNGjR2vGjBn6+OOPtXXrVt1///1KT0/X3XffLUkaOHCg3Q1nEydO1E8//aTdu3dr7dq1uuuuu7R3714NHTrUXYcA4BI+/TTv6+mCBAVJH35Y9G36+l64sM13qfVwHh+fCxe257YBAGfzqNkSJOmOO+7Q0aNHNW7cOB06dEgtWrTQDz/8YJvea9++ffI554p48uRJDRs2TIcOHVKFChXUunVrrVixQo0bN3bXIQC4iOxsKTk5rye1IH5+0qFDRd9uQIBUs2beTAl+BVzZTp+W2rcv+nZRPBaLVK+e9M8/Bf9bZ2RIbduWflwAvJ/HFbeSNGLECI0YMaLAdUuXLrX7eerUqZo6dWopRAWguIKCgtSyZUsFBQUVqoe1uD16Dz4ojRzp2Gt49mxe8TtkSPG2i+J56CHpvvvyetXP/ffIycnLgfvvd19sznRufgNwP74UAuByjRo10tq1a9WoUSP5+OT16GVnF9z2zBmpVavi7adpU+n55/NuHjt1SjpxQkpPlypUkN5+27vmVr0c1Ksnvfxy3lCT/H+PU6ek0FDpjTckb5kW9tz8BuB+HjXPrTsUZd40AM6xY0der53V6tjDakzeTWUledBgbq60eXNeMVWtWl6RxXhb9zFG2rIl7wazypWlhg359wBQNGVqnlsAnm/dunWyWq1at26dpLynhr32Wt60Xenp0smTeWNiK1bMm/S/pE/Q9vHJ68WNi8vbF4WUe1ksUpMmef8eMTHe9+9xfn4DcC+PHHMLwLsYY5SVlaVzvyhq0SLvkaz//JNX3EZFSXXquC9GoLgKym8A7kNxC8BtLJa8r6gBAHAWilsAl4WUFGnOHOnXX/PG1FavLg0blvd1NwAA+RhzC8DjHTokDRwozZuXN0Y3I0Patk0aMSKv4AUAIB/FLQCXa9SokTZt2lTsqZLGjcsraENC/nczkr9/3g1pH33EY3XhXiXNbwDORXELwOWCgoLUpEmTYk1yf/CglJCQ9xCG8+UXup98UsIAgRIoSX4DcD6KWwAut3fvXg0dOlR79+4t8nsPHpSysi68PihI2rWrBMEBJVSS/AbgfBS3AFzu+PHj+vDDD3X8+PEivzcsTPK7yK2v2dl58+MC7lKS/AbgfBS3ADxa3bpSpUp5MyQUJCtLuuuu0o0JAOC5KG4BeDSLRXriibwbynJy/rfcGOnUKaldO6YDAwD8D8UtAI/XurX0xht5c9tmZeW9/Pzypgd7/nnve5wrAKD4eIgDAJerXLmyxowZo8qVKxd7G7Gx0owZefPcZmVJ4eGSD3+ewwM4I78BOI/FlPGHYaempio8PFwpKSkKCwtzdzgAAAA4T1HqNfo9ALhcWlqali5dqrS0NHeHAjgd+Q14FopbAC63Y8cOXXfdddqxY4e7QwGcjvwGPAvFLQAAALwGxS0AAAC8BsUtAAAAvAbFLQCX8/f3V/Xq1eXv7+/uUACnI78Bz8JUYEwFBgAA4NGYCgwAAABlEsUtAJfbuHGjatSooY0bN7o7FMDpyG/As1DcAnC57OxsJSUlKTs7292hAE5HfgOeheIWAAAAXoPiFgAAAF6D4hYAAABeg+IWgMvVr19fv/zyi+rXr+/uUACnI78Bz8I8t8xzCwAA4NGY5xaAR0lKStLYsWOVlJTk7lAApyO/Ac9CcQvA5Q4fPqyXXnpJhw8fdncogNOR34BnobgFAACA16C4BQAAgNeguAUAAIDXoLgF4HKVKlXSkCFDVKlSJXeHAjgd+Q14FqYCYyowAAAAj8ZUYAA8ypkzZ7R582adOXPG3aEATkd+A56F4haAy23dulWxsbHaunWru0MBnI78BjwLxS0AAJ4mN1c6ckQ6cUIq26MHgSLzc3cAAADg/xgjffaZNG+elJ4uWSxSxYrSffdJcXHujg64LNBzCwCAp3j1VWnGDCk7W7JapYAAKTVVGj9e+s9/3B0dcFmguAXgchaLRQEBAbJYLO4OBXA6p+V3UpL0009SSEhej20+H5+8Ze+/L2VllWwfQBnAsAQALteyZUtlZma6OwzAJZyW3/Pn5421LYjFIqWkSH/+KXXoUPJ9AV6MnlsAADzB0aOSv/+F1xsjHT9eevEAlymKWwAut3XrVrVq1YqpkuCVnJbfTZpIF+sB9vOT6tYt2T6AMoDiFoDLnTlzRuvWrWOSe3glp+V39+5SYGDBU3+dPStVrpxXAAO4KIpbAAA8QXCwNHaslJEh5RfKxvxvSrBJk+xvNANQIG4oAwDAU8TFSXXqSB99JG3dmjdTQny81L9/3ny3AC6J4hYAAE9Ss2bevLYAioVhCQBcLjo6WnPnzlV0dLS7QwGcjvwGPIvFmLL90OrU1FSFh4crJSVFYWFh7g4HAAAA5ylKvUbPLQCXO3z4sKZMmaLDhw+7OxTA6chvwLNQ3AJwuaSkJD3yyCNKSkpydyiA05HfgGehuAUAAIDXoLgFAACA12AqsP+zfv16hYSE2H6uUKGCoqOjlZGRoS1btji0b9WqlSRp+/btSk9Pt1tXu3ZtVaxYUUePHlViYqLdutDQUNWvX185OTnasGGDw3abNm0qf39/7dq1SykpKXbrqlevrsqVK+vkyZNKSEiwWxcUFKRGjRpJktatW6fz7xNs1KiRgoKCtHfvXh0/79nklStXVvXq1ZWWlqYdO3bYrfP391fTpk0lSRs3blR2drbd+vr16ys0NFRJSUkO480qVaqkWrVq6cyZMw6PpbRYLGrZsqWkvEdXnv9kn+joaFWoUEGHDx92+KovPDxcdevWVXZ2tjZu3KjzNW/eXL6+vtqxY4fS0tLs1tWsWVORkZE6ceKE9uzZY7cuODhYDRs2lCStXbvWYbuNGzdWYGCgEhISdPLkSbt1VatWVdWqVZWamqqdO3farbNarWryf08V+vvvv3X27Fm79Q0aNFBISIj279+vI0eO2K2LiIjQFVdcodOnT2vbtm1263x8fNSiRQtJ0pYtW5SRkWG3vk6dOipfvrwOHTqkAwcO2K0rX7686tSpo6ysLG3atMnhWFu0aCEfHx/9888/OnXqlN26K664QhERETp27Jj27dtnty4kJEQNGjRQbm6u1q9fb1ue/++fnz+7d+9WcnKy3XurVaumKlWqKDk5Wbt377ZbFxgYqMaNG0vK+6zm5ubarY+JiVG5cuW0b98+HTt2zG5dVFSUatSooVOnTumff/6xW+fn56dmzZpJkjZv3qzM8x59Wq9ePYWFhengwYM6ePCg3TquEXm4Rvwvv/Pzh2tE0a8R+WJjYxUQEMA1gmuEJPtrREH5ckGmjEtJSTGSHF79+/c3xhizY8eOAtfnu/rqqx3WzZ492xhjzNtvv+2wrkuXLhfd75EjR4wxxvTo0cNh3eTJk40xxsydO9dhXcuWLW0xBQQEOKzftGmTMcaYIUOGOKwbM2aMMcaYX375xWFd9erVbdutXr26w/pffvnFGGPMmDFjHNYNGTLEGGPMpk2bHNYFBATYttuyZUuH9XPnzjXGGDN58mSHdT169DDGGHPkyJECz2FKSooxxpguXbo4rHv77beNMcbMnj3bYd3VV19ti6mg7e7YscMYY0z//v0d1o0fP94YY8wPP/zgsK5u3bq27UZERDisX7FihTHGmFGjRjmse+CBB4wxxqxZs8ZhXWhoqG27jRs3dli/cOFCY4wxL774osO62267zRhjTGJiYoHHmpGRYYwxJi4uzmHdjBkzjDHGzJgxw2FdXFycMcaYjIyMArf7+++/G2OMue222xzWvfjii8YYYxYuXOiwrnHjxrZjDQ0NdVi/Zs0aY4wxDzzwgMO6UaNGGWOMWbFihcO6iIgI23br1q3rsP6HH34wxhgzfvx4h3VcI7hGnP/6+eefjTFcI0pyjUhMTDTGcI3gGnHha0T+5/dimArs/6aW+PXXX+m5pVeGntv/Q69MHnpl8nCNyMM14n+4RuThGpGnNK4Rq1evVlxcXKGmAqO4ZZ5bwOWys7OVnJys8uXLy9/f393hAE5FfgOuxzy3ADzKxo0bFRUVVWAvGnC5I78Bz0JxCwAAAK9BcQsAAACvQXELAAAAr0FxCwAAAK/BQxwAuFzz5s2VkpKi4OBgd4cCOB35DXgWilsALufr68tUe/Ba5DfgWRiWAMDlduzYofj4eIfJvQFvQH4DnoWeWwBOs/XoVs1cP1OHTh1SaECo7mx6p9rVbKe0tDT99NNPDk+DKisyMzO1bds22xOBqlevrtjYWAUFBbk5MjhDWc9vwNN4ZM/ttGnTVLt2bQUGBqpt27b6888/L9p+3rx5iomJUWBgoJo2barvvvuulCIFkO+tVW/pge8e0IbDG3Qy46QSkhP01JKnNPrH0Tqbe/bSG/BSycnJmj9/vtatW6fTp0/r9OnT2rx5s7766iuHR00CAErO44rbL774QqNHj9b48eO1du1aNW/eXPHx8Q7P0863YsUK9evXT0OGDNG6devUu3dv9e7du8BnYQNwjVVJq/TV1q8UEhCiAN8ASZKvj69CraHacHiDFm5b6OYI3cMYo59//lm5ubmyWq2yWCyyWCyyWq3y8fHRkiVLlJOT4+4wAcCreFxxO2XKFA0bNkx33323GjdurOnTp6tcuXL66KOPCmz/xhtvqGvXrnrsscfUqFEjPffcc2rVqpXefvvtUo4cKLtmrpupIP+Cv2IP9g/WssRlpRyRZzh8+LDS09Pl4+N4qbVYLMrMzLQNVQAAOIdHFbdZWVlas2aNOnfubFvm4+Ojzp07a+XKlQW+Z+XKlXbtJSk+Pv6C7TMzM5Wammr3AlAyR08flZ9PwUP4LRaLfMJ99OrUV1WzZs1Sjsy9jh49KmPMBdf7+vrq0KFDpRgRXKFmzZp6++23y1x+A57Ko4rbY8eOKScnR5UrV7ZbXrly5Qv+Ajh06FCR2k+aNEnh4eG2FxcjoOT8fPwuWsRZw6waMWKEIiMjSzEq9wsMDLzoecnNzeWmMi8QGRmp4cOHl7n8BjyVRxW3pWHs2LFKSUmxvRITE90dEnDZ6xzdWaeyThW4LjsnWzX9a+rLz7/UiRMnSjky96pVq5b8/f0vuN5isahBgwalGBFc4cSJE/rkk0/KXH4DnsqjituIiAj5+vo63EF8+PBhValSpcD3VKlSpUjtrVarwsLC7F4ASqZvbF9FlotUxtkMu+U5uTnKNbnqWbmnBgwYoD179rgnQDcJCAhQ48aNlZWV5dCDm5WVpejoaIWGhropOjjLnj17ymR+A57Ko4rbgIAAtW7dWosXL7Yty83N1eLFi9WuXbsC39OuXTu79pK0aNGiC7YH4Hyh1lC91+M9xUbGKisnS+lZ6co4m6HKwZX19o1vq3pYdXeH6DYtW7ZU69at5ePjo+zsbGVlZUmSYmNj1aFDBzdHBwDex+Me4jB69GgNGjRIV155pdq0aaPXX39d6enpuvvuuyVJAwcOVPXq1TVp0iRJ0sMPP6y4uDhNnjxZN910kz7//HP99ddfev/99915GECZUzGooqZ2naqUjBQdST+i8MBwRQVHSZLW7l3r5ujcx2KxKDY2Vk2aNFFycrKMMQoPD5evr6+7QwMAr+Rxxe0dd9yho0ePaty4cTp06JBatGihH374wXbT2L59++ym1Wnfvr0+/fRTPf3003ryySdVv359ff3114qNjXXXIQBlWnhguMIDw90dhsexWCyqUKGCu8MAAK/nccWtJI0YMUIjRowocN3SpUsdlvXp00d9+vRxcVQAiis4OFhXX321goOD3R0K4HTkN+BZLOZi89SUAampqQoPD1dKSgo3lwEAAHigotRrHnVDGQAAAFASFLcAXG7t2rWyWCxau7bs3lgG70V+A56F4hYAAABeg+IWAAAAXoPiFgAAAF6D4hYAAABewyPnuQXgXRo3bqwdO3aoRo0a7g4FcDryG/AsFLcAXC4wMFD16tVzdxiAS5DfgGdhWAIAl0tISNBdd92lhIQEd4cCOB35DXgWilsALnfy5EnNmTNHJ0+edHcogNOR34BnobgFAACA16C4BQAAgNco8zeUGWMkSampqW6OBPBep06dsv2Xzxq8DfkNuF7+Zyu/brsYiylMKy+2f/9+1axZ091hAAAA4BISExMvOe1emS9uc3NzdeDAAYWGhspisbgtjtTUVNWsWVOJiYkKCwtzWxxlBee7dHG+Sxfnu3Rxvksf57x0ecL5NsYoLS1N1apVk4/PxUfVlvlhCT4+Ph418XZYWBgf1FLE+S5dnO/SxfkuXZzv0sc5L13uPt/h4eGFascNZQAAAPAaFLcAAADwGhS3HsJqtWr8+PGyWq3uDqVM4HyXLs536eJ8ly7Od+njnJeuy+18l/kbygAAAOA96LkFAACA16C4BQAAgNeguAUAAIDXoLgFAACA16C4dZMXXnhB7du3V7ly5VS+fPlCvWfw4MGyWCx2r65du7o2UC9SnHNujNG4ceNUtWpVBQUFqXPnztqxY4drA/USJ06cUP/+/RUWFqby5ctryJAhOnXq1EXf06lTJ4ccv++++0op4svLtGnTVLt2bQUGBqpt27b6888/L9p+3rx5iomJUWBgoJo2barvvvuulCL1DkU537NmzXLI48DAwFKM9vL222+/qUePHqpWrZosFou+/vrrS75n6dKlatWqlaxWq+rVq6dZs2a5PE5vUdTzvXTpUof8tlgsOnToUOkEXAgUt26SlZWlPn366P777y/S+7p27aqDBw/aXp999pmLIvQ+xTnnr7zyit58801Nnz5dq1atUnBwsOLj45WRkeHCSL1D//79tXnzZi1atEjffvutfvvtN91zzz2XfN+wYcPscvyVV14phWgvL1988YVGjx6t8ePHa+3atWrevLni4+N15MiRAtuvWLFC/fr105AhQ7Ru3Tr17t1bvXv31qZNm0o58stTUc+3lPckp3PzeO/evaUY8eUtPT1dzZs317Rp0wrVPiEhQTfddJOuu+46rV+/XiNHjtTQoUP1448/ujhS71DU851v+/btdjkeFRXlogiLwcCtZs6cacLDwwvVdtCgQaZXr14ujacsKOw5z83NNVWqVDGvvvqqbVlycrKxWq3ms88+c2GEl78tW7YYSWb16tW2Zd9//72xWCwmKSnpgu+Li4szDz/8cClEeHlr06aNGT58uO3nnJwcU61aNTNp0qQC299+++3mpptuslvWtm1bc++997o0Tm9R1PNdlOs6Lk6SWbBgwUXbPP7446ZJkyZ2y+644w4THx/vwsi8U2HO9y+//GIkmZMnT5ZKTMVBz+1lZunSpYqKilLDhg11//336/jx4+4OyWslJCTo0KFD6ty5s21ZeHi42rZtq5UrV7oxMs+3cuVKlS9fXldeeaVtWefOneXj46NVq1Zd9L1z5sxRRESEYmNjNXbsWJ0+fdrV4V5WsrKytGbNGru89PHxUefOnS+YlytXrrRrL0nx8fHkcSEU53xL0qlTp1SrVi3VrFlTvXr10ubNm0sj3DKJ/HaPFi1aqGrVqrrhhhu0fPlyd4djx8/dAaDwunbtqltuuUXR0dHatWuXnnzySXXr1k0rV66Ur6+vu8PzOvnjhypXrmy3vHLlyh41tsgTHTp0yOErKj8/P1WsWPGi5+7OO+9UrVq1VK1aNf3999964okntH37ds2fP9/VIV82jh07ppycnALzctu2bQW+59ChQ+RxMRXnfDds2FAfffSRmjVrppSUFL322mtq3769Nm/erBo1apRG2GXKhfI7NTVVZ86cUVBQkJsi805Vq1bV9OnTdeWVVyozM1MffPCBOnXqpFWrVqlVq1buDk8Sxa1TjRkzRi+//PJF22zdulUxMTHF2n7fvn1t/9+0aVM1a9ZMdevW1dKlS3X99dcXa5uXO1efc9gr7PkurnPH5DZt2lRVq1bV9ddfr127dqlu3brF3i5Qmtq1a6d27drZfm7fvr0aNWqk9957T88995wbIwNKrmHDhmrYsKHt5/bt22vXrl2aOnWqZs+e7cbI/ofi1okeeeQRDR48+KJt6tSp47T91alTRxEREdq5c2eZLW5dec6rVKkiSTp8+LCqVq1qW3748GG1aNGiWNu83BX2fFepUsXhZpuzZ8/qxIkTtvNaGG3btpUk7dy5k+L2/0RERMjX11eHDx+2W3748OELntsqVaoUqT3+pzjn+3z+/v5q2bKldu7c6YoQy7wL5XdYWBi9tqWkTZs2WrZsmbvDsKG4daLIyEhFRkaW2v7279+v48eP2xVeZY0rz3l0dLSqVKmixYsX24rZ1NRUrVq1qsizXHiLwp7vdu3aKTk5WWvWrFHr1q0lSUuWLFFubq6tYC2M9evXS1KZzvHzBQQEqHXr1lq8eLF69+4tScrNzdXixYs1YsSIAt/Trl07LV68WCNHjrQtW7RokV3vIgpWnPN9vpycHG3cuFE33nijCyMtu9q1a+cwtR35XbrWr1/vWddpd9/RVlbt3bvXrFu3zkyYMMGEhISYdevWmXXr1pm0tDRbm4YNG5r58+cbY4xJS0szjz76qFm5cqVJSEgwP//8s2nVqpWpX7++ycjIcNdhXFaKes6NMeall14y5cuXNwsXLjR///236dWrl4mOjjZnzpxxxyFcVrp27WpatmxpVq1aZZYtW2bq169v+vXrZ1u/f/9+07BhQ7Nq1SpjjDE7d+40EydONH/99ZdJSEgwCxcuNHXq1DEdO3Z01yF4rM8//9xYrVYza9Yss2XLFnPPPfeY8uXLm0OHDhljjBkwYIAZM2aMrf3y5cuNn5+fee2118zWrVvN+PHjjb+/v9m4caO7DuGyUtTzPWHCBPPjjz+aXbt2mTVr1pi+ffuawMBAs3nzZncdwmUlLS3Ndn2WZKZMmWLWrVtn9u7da4wxZsyYMWbAgAG29rt37zblypUzjz32mNm6dauZNm2a8fX1NT/88IO7DuGyUtTzPXXqVPP111+bHTt2mI0bN5qHH37Y+Pj4mJ9//tldh+CA4tZNBg0aZCQ5vH755RdbG0lm5syZxhhjTp8+bbp06WIiIyONv7+/qVWrlhk2bJjt4opLK+o5NyZvOrBnnnnGVK5c2VitVnP99deb7du3l37wl6Hjx4+bfv36mZCQEBMWFmbuvvtuuz8kEhIS7M7/vn37TMeOHU3FihWN1Wo19erVM4899phJSUlx0xF4trfeestcccUVJiAgwLRp08b88ccftnVxcXFm0KBBdu3nzp1rGjRoYAICAkyTJk3Mf//731KO+PJWlPM9cuRIW9vKlSubG2+80axdu9YNUV+e8qeaOv+Vf44HDRpk4uLiHN7TokULExAQYOrUqWN3HcfFFfV8v/zyy6Zu3bomMDDQVKxY0XTq1MksWbLEPcFfgMUYY0qtmxgAAABwIea5BQAAgNeguAUAAIDXoLgFAACA16C4BQAAgNeguAUAAIDXoLgFAACA16C4BQAAgNeguAUAAIDXoLgFAACA16C4BQAAgNeguAWAy1CnTp00cuTIErdx1r4AwFNQ3AIoEwYPHqzevXu7OwybwYMHy2KxOLx27txZqnEcOnRIDz74oOrUqSOr1aqaNWuqR48eWrx4canGAQDO4ufuAACgrOratatmzpxptywyMrLU9r9nzx5dc801Kl++vF599VU1bdpU2dnZ+vHHHzV8+HBt27at1GIBAGeh5xZAmZeZmamHHnpIUVFRCgwMVIcOHbR69Wq7Nmlpaerfv7+Cg4NVtWpVTZ06tcRf11utVlWpUsXu5evrW+iYzpWenq6BAwcqJCREVatW1eTJky+5/wceeEAWi0V//vmnbr31VjVo0EBNmjTR6NGj9ccff9i1zc3N1eOPP66KFSuqSpUqevbZZ+3W//DDD+rQoYPKly+vSpUqqXv37tq1a5dtfadOnfTQQw9ddBuFOce5ubmaNGmSoqOjFRQUpObNm+vLL7+85LECKDsobgGUeY8//ri++uorffzxx1q7dq3q1aun+Ph4nThxwtZm9OjRWr58uf7zn/9o0aJF+v3337V27Vq3xnSuxx57TL/++qsWLlyon376SUuXLr1ofCdOnNAPP/yg4cOHKzg42GF9+fLl7X7++OOPFRwcrFWrVumVV17RxIkTtWjRItv69PR0jR49Wn/99ZcWL14sHx8f3XzzzcrNzS30NgpzjidNmqR///vfmj59ujZv3qxRo0bprrvu0q+//nrR8wmgDDEAUAYMGjTI9OrVy2H5qVOnjL+/v5kzZ45tWVZWlqlWrZp55ZVXjDHGpKamGn9/fzNv3jxbm+TkZFOuXDnz8MMPG2OM2bdvn4mLizONGjUyTZs2NXPnzr1kPL6+viY4ONj2uu222wodU1xcnG3faWlpJiAgwG6fx48fN0FBQbY251u1apWRZObPn3/ROPP31aFDB7tlV111lXniiScu+J6jR48aSWbjxo2F2kZhznFGRoYpV66cWbFihd12hgwZYvr163fJ4wBQNjDmFkCZtmvXLmVnZ+uaa66xLfP391ebNm20detWSdLu3buVnZ2tNm3a2NqEh4erYcOGtp/9/Pz0+uuvq0WLFjp06JBat26tG2+8scBe0XzXXXed3n33XdvP+W0LE9P5x5CVlaW2bdvallWsWNEuvvMZYy64riDNmjWz+7lq1ao6cuSI7ecdO3Zo3LhxWrVqlY4dO2brsd23b59iY2MvuY3CnOOdO3fq9OnTuuGGG+y2k5WVpZYtWxbpeAB4L4pbAHCCqlWrqmrVqpKkKlWqKCIiQidOnLhocRscHKx69eqVVoh26tevL4vFUuibxvz9/e1+tlgsdkMOevTooVq1amnGjBmqVq2acnNzFRsbq6ysrEJv41JOnTolSfrvf/+r6tWr262zWq2F3g4A78aYWwBlWt26dRUQEKDly5fblmVnZ2v16tVq3LixJKlOnTry9/e3u6ErJSVF//zzT4HbXLNmjXJyclSzZk2XxXR+e39/f61atcq27OTJkxeMT8rr2Y2Pj9e0adOUnp7usD45ObnQ8R4/flzbt2/X008/reuvv16NGjXSyZMnC/1+qXDnuHHjxrJardq3b5/q1atn9yruuQbgfei5BVBmpKSkaP369XbLKlWqpPvvv1+PPfaYKlasqCuuuEKvvPKKTp8+rSFDhkiSQkNDNWjQIFubqKgojR8/Xj4+PrJYLHbbO3HihAYOHKgZM2YUO87g4OBLxnSukJAQDRkyRI899pgqVaqkqKgoPfXUU/LxuXj/xbRp03TNNdeoTZs2mjhxopo1a6azZ89q0aJFevfddwscAlGQChUqqFKlSnr//fdVtWpV7du3T2PGjCnSMRfmHIeGhurRRx/VqFGjlJubqw4dOiglJUXLly9XWFiYBg0aVKR9AvBOFLcAyoylS5c6jM0cMmSI3n77beXm5mrAgAFKS0vTlVdeqR9//FEVKlSwtZsyZYruu+8+de/eXWFhYXr88ceVmJiowMBAW5vMzEz17t1bY8aMUfv27UsU60svvXTJmM716quv6tSpU+rRo4dCQ0P1yCOPKCUl5aL7qFOnjtauXasXXnhBjzzyiA4ePKjIyEi1bt3abizwpfj4+Ojzzz/XQw89pNjYWDVs2FBvvvmmOnXqVJRDLtQ5fu655xQZGalJkyZp9+7dKl++vFq1aqUnn3yySPsC4L0spqh3FQAAlJ6erurVq2vy5MkaMmSIjDG688471bBhQ4f5W1E8559jACgMilsAKIR169Zp27ZtatOmjVJSUjRx4kQtXbpUO3fuVEREhJYtW6aOHTvazQgwe/ZsNW3a1I1RX14udY4BoDAYlgAAhfTaa69p+/btCggIUOvWrfX777/biq4OHToU6c5/FOxi5xgACoOeWwAAAHgNpgIDAACA16C4BQAAgNeguAUAAIDXoLgFAACA16C4BQAAgNeguAUAAIDXoLgFAACA16C4BQAAgNeguAUAAIDXoLgFAACA1/j/cf5VJu+AmH0AAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ctpl.plot_volcane(adata.uns['pycrosstalker']['results']['stats']['EXP_x_CTR:MannU'], \"mannwhitneyu\", p_threshold=0.8, fc_threshold=0.5, annot = False, title=\"Volcano Plot for EXP vs CTR on Mann-Whitney U Filtered Data\")" ] }, { "cell_type": "code", "execution_count": 13, "id": "942de41d", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = adata.uns['pycrosstalker']['results']['stats']['EXP_x_CTR']\n", "y = adata.uns['pycrosstalker']['results']['stats']['EXP_x_CTR:MannU']\n", "\n", "merged = pd.merge(x, y, on='cellpair', how='outer').fillna(0)\n", "\n", "plt.scatter(merged['lodds'], merged['lfc'], alpha=0.5)\n", "plt.ylabel('Log Fold Change (LFC)')\n", "plt.xlabel('Log Odds Ratio (LOR)')\n", "plt.title('Scatter Plot of Log Odds Ratio vs Log Fold Change')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 14, "id": "498bdb62", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/james/miniconda3/envs/pyctker/lib/python3.12/site-packages/matplotlib/collections.py:999: RuntimeWarning:\n", "\n", "invalid value encountered in sqrt\n", "\n", "/home/james/miniconda3/envs/pyctker/lib/python3.12/site-packages/networkx/drawing/nx_pylab.py:1747: RuntimeWarning:\n", "\n", "invalid value encountered in sqrt\n", "\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ctpl.plot.plot_cci(graph=adata.uns['pycrosstalker']['results'][\"graphs\"][\"EXP_x_CTR_filtered\"],\n", " colors=adata.uns['pycrosstalker']['results'][\"colors\"],\n", " plt_name='Disease vs Control Fisher Test Filtered',\n", " coords=adata.uns['pycrosstalker']['results'][\"coords\"],\n", " emax= None,\n", " leg= False,\n", " low= 0,\n", " high= 0, \n", " ignore_alpha= False,\n", " log= False,\n", " efactor= 8,\n", " vfactor= 12, \n", " pg= adata.uns['pycrosstalker']['results'][\"rankings\"][\"EXP_x_CTR_filtered\"][\"Pagerank\"]\n", " )" ] }, { "cell_type": "markdown", "id": "9e214e8d", "metadata": {}, "source": [ "pyCrossTalkeR offers a refined CCI graph by employing Fisher’s exact test to filter the network based on interaction proportions. In this small example, the interactions with Fibroblasts and Neural cells are removed from the network applying the tests results. The before described interactions between MSCs, Megakaryocytes and Myeloid cells are still retained, further indicating the importance in the communication. Since this example data is small, we going to continue using the unfiltered network in the following steps. The filtered CCI graph is mostly helpful for large communication networks.\n", "\n", "Since we have created a CCI network we can also analyze it based on topological properties to identify possible biologically relevant processes. For this purpose, the same topological measures can be used that are present in the single condition results for gene-cell interactions analysis (Influencer, Listener, Mediator, Pagerank). As before, we can look at the rankings individually in the form of bar plots. Here is an example for the Pagerank of cell types in the network:" ] }, { "cell_type": "code", "execution_count": 15, "id": "61477b74", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ctpl.plot_bar_rankings(adata, \"EXP_x_CTR\", \"Pagerank\")" ] }, { "cell_type": "markdown", "id": "5e60bacf", "metadata": {}, "source": [ "In our comparison, the Neural cells have the highest pagerank, which suggest a high importance in our network for the EXP condition. In the negative direction, Myeloid cells has the lowest Pagerank. This suggest a higher importance in the CTR condition. By considering now also the other topological measures, we can assign/find other communication properties of the cell types:" ] }, { "cell_type": "code", "execution_count": 16, "id": "4fc23674", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ctpl.plot_bar_rankings(adata, \"EXP_x_CTR\", \"Influencer\")" ] }, { "cell_type": "code", "execution_count": 17, "id": "24f6675e", "metadata": {}, "outputs": [ { "data": { "image/png": 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//zHniY6OPu5y9u/fr7y8vGPOU6dOHbY7gCPi5G0AgGvFxcUpNjZW48eP1549e1SnTh3dfPPNGjNmDF9u/+See+7RpEmTjjnPifwd8eOPP9att956zHl++ukn9hYBOCL2WAAAYLjVq1dr69atx5znRO4Gvm3bNq1ateqY83Tq1Ml7l3QA+DMaCwAAAAC2cfI2AAAAANs4xwK2lZeXa+vWrapVq9ZJ37AKAAAA7mNZlvbt26eYmBj5+Bx7nwSNBWzbunWrYmNjnS4DAAAAp8jmzZvVuHHjY85DYwHbatWqJelQ4MLDw2tsvXl5eYqIiKix9eH0Qn5gB/mBHeQHdtR0fvLz8xUbG+v9vncsNBaw7fDhT+Hh4TXaWOzcubNG14fTC/mBHeQHdpAf2OFUfk7kcHdO3oaxdu3a5XQJMBj5gR3kB3aQH9jh5vzQWMBYxzuBCDgW8gM7yA/sID+ww8354T4WsC0/P18RERHKy8tj1y4AAMBppCrf89zb8gDHsWjRIqdLgMHID+wgP7CD/MAON+eHxgLGKi8vd7oEGIz8wA7yAzvID+xwc35oLGCsevXqOV0CDEZ+YAf5gR3kB3a4OT80FjCWm/9jwf3ID+wgP7CD/MAON+eH+1jAWGvWrFG3bt2cLgOGIj9my74/3ukStNfpAmA08oOTteO6qa4dv9hjAQAAAMA2GgsYq0WLFk6XAIORHwCAidw8ftFYwFh5eXlOlwCDkR8AgIncPH7RWMBYOTk5TpcAg5EfAICJ3Dx+0VgAAAAAsI3GAsZy6xURYAbyAwAwkZvHLxoLGCstLc3pEmAw8gMAMJGbxy8aCxirtLTU6RJgMPIDADCRm8cvGgsYq06dOk6XAIORHwCAidw8ftFYwFjR0dFOlwCDkR8AgIncPH7RWMBYq1evdroEGIz8AABM5Obxi8YCAAAAgG00FjBW8+bNnS4BBiM/AAATuXn8orGAsQoLC50uAQYjPwAAE7l5/KKxgLG2b9/udAkwGPkBAJjIzeMXjQUAAAAA22gsYKwuXbo4XQIMRn4AACZy8/hFYwFjrVixwukSYDDyAwAwkZvHLxoLGKukpMTpEmAw8gMAMJGbxy8aCxgrMjLS6RJgMPIDADCRm8cvGgsYKzY21ukSYDDyAwAwkZvHLxoLGGvlypVOlwCDkR8AgIncPH7RWAAAAACwjcYCxoqPj3e6BBiM/AAATOTm8YvGAsY6cOCA0yXAYOQHAGAiN49fNBYw1h9//OF0CTAY+QEAmMjN4xeNBQAAAADbaCxgrJSUFKdLgMHIDwDARG4ev2gsYKyMjAynS4DByA8AwERuHr9oLGCs/fv3O10CDEZ+AAAmcvP4RWMBY9WqVcvpEmAw8gMAMJGbxy8aCxjLzddxhvuRHwCAidw8ftFYwFgrVqxwugQYjPwAAEzk5vGLxgIAAACAbTQWqKRHjx4aPny402UcV9OmTZ0uAQYjPwAAE7l5/KKxqGGpqanyeDwaM2ZMhekzZsyQx+NxqCozlZeXO10CDEZ+AAAmcvP4RWPhgKCgII0dO1Z79+6t0fWWlpbW6PpOtc2bNztdAgxGfgAAJnLz+EVj4YCePXsqOjpao0ePPuo8P//8s84991wFBwcrNjZWw4YNU2Fhofd5j8ejGTNmVHhNZGSkJk6cKEnKzs6Wx+PRxx9/rPPOO09BQUGaPHmydu/erQEDBqhRo0YKCQlR+/bt9dFHH52KtwkAAIAzCI2FA3x9ffXss8/q1Vdf1ZYtWyo9v2HDBvXu3Vt9+/bVihUr9PHHH+vnn3/W0KFDq7yuhx9+WPfcc48yMjLUq1cvFRcXq1OnTpo9e7bS09N155136qabbtLChQur463VqOTkZKdLgMHIDwDARG4ev2gsHHL11VcrOTlZI0eOrPTc6NGjNXDgQA0fPlwtWrTQWWedpfHjx+v9999XcXFxldYzfPhwXXPNNYqPj1fDhg3VqFEjjRgxQsnJyWrWrJn+8Y9/qHfv3po2bdoJL7OkpET5+fkVfpywfv16R9aL0wP5AQCYyM3jl5/TBZzJxo4dqwsuuEAjRoyoMH358uVasWKFJk+e7J1mWZbKy8uVlZWlxMTEE15H586dKzwuKyvTs88+q2nTpumPP/7QgQMHVFJSopCQkBNe5ujRozVq1KhK0xcvXqzQ0FClpKQoIyND+/fvV61atRQfH++95nLTpk1VXl7uPT4wOTlZ69evV0FBgUJDQ9WyZUstXbpUktS4cWP5+vpq48aNkqSkpCRlZ2crPz9fQUFB2r9/vxYsWCBJiomJUVBQkH7//XdJUrt27bRlyxbl5uYqICBAycnJ3r0y0dHRCgsL8/7HTExM1I4dO7Rnzx75+fmpU6dOWrhwoSzLUlRUlGrXrq3MzExJUqtWrbRnzx7t3LlTPj4+6tKlixYvXqyysjLVrVtX9evXV0ZGhiSpRYsWys/P144dOyRJ3bp1U1pamkpLS1W7dm3FxMRo1apVkqTmzZurqKhI27Zt8/7e0tPTVVxcrIiICDVp0kQrV66UJMXFxengwYPevV0pKSlas2aNioqKFBYWpubNm2v58uWSpCZNmkiSNm3aJEnq0KGDNmzYoIKCAoWEhKh169ZKS0vzbm8/Pz9lZ2dLktq3b69NmzYpLy9PQUFBateunRYvXixJatiwoUJCQrRhwwZJUtu2bbV161bt3btX/v7+SklJ8f5uGjRooPDwcK1bt867vXNycrR79275+vqqc+fOWrRokcrLyxUVFaU6depo7dq1kqSWLVtq79692rlzpzwej7p27aolS5bo4MGDqlOnjho0aODd3gkJCSooKND27dslSV27dtWyZct04MABRUZGqnHjxkpPT5ckNWvWTDt37vTW2KlTJ61atUrFxcUKDw9XXFxchcyWlZV5t3fHjh2VmZmpwsJChYWFKSEhQcuWLZMkxcbGysfHp0Jms7KytG/fPgUHBysxMdG7vRs1aqSAgABlZWV5t/fmzZuVm5urwMBAJSUladGiRd7MhoaGerd3mzZttH37du3Zs6fS9q5fv74iIiK827t169batWuXdu3a5c3s4e1dr1491atXT2vWrPFmNi8vTzk5OZUyW6dOHUVHR2v16tXezBYWFnq3d5cuXbRixQqVlJQoMjJSsbGx3szGx8frwIED+uOPP7yZtfsZ0UAAcGbavHmz/P39a+x7xL59+064No9lWVZ1vlkcW2pqqnJzc73nR1x22WXy9/dXamqqrr76almWpcTERF100UUaNmxYpdc3adJEAQEB8vHx0Weffaarr77a+1xoaKhef/11paamKjs7W/Hx8Vq6dGmFXWZjxozRCy+8oHHjxql9+/YKDQ3V8OHD5efn562pR48eSk5O1rhx4474HkpKSlRSUuJ9nJ+fr9jYWOXl5Sk8PNz2NjpR6enpateuXY2tD6cX8mO27Pvde+dZADiVCm79okbHr/z8fEVERJzQ9zz2WDhszJgxSk5OVqtWrbzTUlJStHr1aiUkJBz1dVFRUd6uVJLWrVunoqKi465v/vz5uuqqq3TjjTdKOnTJsszMTLVp0+aEaw4MDFRgYOAJz3+qtGzZ0ukSYDDyAwAwkZvHL86xcFj79u01cOBAjR8/3jvtoYce0i+//KKhQ4dq2bJlWrdunWbOnFnh5O0LLrhAr732mpYuXarFixdr8ODB8vf3P+76WrRooe+//16//PKLMjIydNddd3kP1THN4UOmgJNBfgAAJnLz+EVj4QJPPvlkhZudJCUlad68ecrMzNS5556rjh076vHHH1dMTIx3nhdffFGxsbE699xzdcMNN2jEiBEndJ7Eo48+qpSUFPXq1Us9evRQdHS0+vTpcyreFgAAAM4gnGMB26py7F11+uOPP9SoUaMaWx9OL+THbJxjAeBM5X/fzzU6flXlex57LGAsX19fp0uAwcgPAMBEbh6/aCxgrMOX9AROBvkBAJjIzeMXjQUAAAAA22gsYKykpCSnS4DByA8AwERuHr9oLGCsw3eIBk4G+QEAmMjN4xeNBYyVn5/vdAkwGPkBAJjIzeMXjQWMFRQU5HQJMBj5AQCYyM3jF40FjNW2bVunS4DByA8AwERuHr9oLGCsJUuWOF0CDEZ+AAAmcvP4RWMBAAAAwDYaCxgrJibG6RJgMPIDADCRm8cvGgsYy80nL8H9yA8AwERuHr9oLGCs33//3ekSYDDyAwAwkZvHLxoLAAAAALbRWMBY7dq1c7oEGIz8AABM5Obxi8YCxtqyZYvTJcBg5AcAYCI3j180FjBWbm6u0yXAYOQHAGAiN49fNBYwVkBAgNMlwGDkBwBgIjePXzQWMFZycrLTJcBg5AcAYCI3j180FjDWwoULnS4BBiM/AAATuXn8orEAAAAAYBuNBYwVHR3tdAkwGPkBAJjIzeMXjQWMFRYW5nQJMBj5AQCYyM3jF40FjLV+/XqnS4DByA8AwERuHr9oLAAAAADYRmMBYyUmJjpdAgxGfgAAJnLz+EVjAWPt2LHD6RJgMPIDADCRm8cvGgsYa8+ePU6XAIORHwCAidw8ftFYwFh+fn5OlwCDkR8AgIncPH7RWMBYnTp1croEGIz8AABM5Obxi8YCxnLzLe3hfuQHAGAiN49fNBYwlmVZTpcAg5EfAICJ3Dx+0VjAWFFRUU6XAIORHwCAidw8ftFYwFi1a9d2ugQYjPwAAEzk5vHLvaeVA8eRmZmpbt26OV0GDEV+zBb3Ypaj61+wYAH5wUkjP7DDzflhjwUAAAAA22gsYKxWrVo5XQIMRn5gB/mBHeQHdrg5PzQWMJab7zwJ9yM/sIP8wA7yAzvcnB8aCxhr586dTpcAg5Ef2EF+YAf5gR1uzg+NBYzl40N8cfLID+wgP7CD/MAON+fHY7n5LhswQn5+viIiIpSXl6fw8HCnywEAAEA1qcr3PPe2PMBxLF682OkSYDDyAzvID+wgP7DDzfmhsYCxysrKnC4BBiM/sIP8wA7yAzvcnB8aCxirbt26TpcAg5Ef2EF+YAf5gR1uzg+NBYxVv359p0uAwcgP7CA/sIP8wA4354fGAsbKyMhwugQYjPzADvIDO8gP7HBzfmgsAAAAANhGYwFjtWjRwukSYDDyAzvID+wgP7DDzfmhsYCx8vPznS4BBiM/sIP8wA7yAzvcnB8aCxhrx44dTpcAg5Ef2EF+YAf5gR1uzg+NBQAAAADbPJZlWU4XAbNV5VbvAAAAMEdVvuexxwLGSktLc7oEGIz8wA7yAzvID+xwc35oLGCs0tJSp0uAwcgP7CA/sIP8wA4358fP6QKAk1W7dm2nS4DByI/Zsu+Pd3T9DSRlT3O0BBiM/MCO2nd963QJR8UeCxgrJibG6RJgMPIDADCRm8cvGgsYa9WqVU6XAIORHwCAidw8ftFYAAAAALCNxgLGat68udMlwGDkBwBgIjePXzQWMFZRUZHTJcBg5AcAYCI3j180FjDWtm3bnC4BBiM/AAATuXn8orEAAAAAYBuNBYzVuXNnp0uAwcgPAMBEbh6/aCxgrPT0dKdLgMHIDwDARG4ev2gsYKzi4mKnS4DByA8AwERuHr9oLGCsiIgIp0uAwcgPAMBEbh6/aCxgrCZNmjhdAgxGfgAAJnLz+EVjAWOtXLnS6RJgMPIDADCRm8cvGgsAAAAAttFYwFhxcXFOlwCDkR8AgIncPH7RWMBYBw8edLoEGIz8AABM5Obxi8YCxtqyZYvTJcBg5AcAYCI3j180FgAAAABso7GAsVJSUpwuAQYjPwAAE7l5/KKxgLHWrFnjdAkwGPkBAJjIzeMXjQWMVVRU5HQJMBj5AQCYyM3jF40FjBUWFuZ0CTAY+QEAmMjN4xeNBYzVvHlzp0uAwcgPAMBEbh6/aCxgrOXLlztdAgxGfgAAJnLz+EVjAQAAAMA2GgsYq0mTJk6XAIORHwCAidw8ftFYAAAAALCNxgLG2rRpk9MlwGDkBwBgIjePXzQWAAAAAGyjsYCxOnTo4HQJMBj5AQCYyM3jF40FjLVhwwanS4DByA8AwERuHr9oLGCsgoICp0uAwcgPAMBEbh6/aCxgrJCQEKdLgMHIDwDARG4ev2gsYKzWrVs7XQIMRn4AACZy8/hFY/EXPXr00PDhw50uAycgLS3N6RJgMPIDADCRm8cvRxuL1NRUeTweDR48uNJzQ4YMkcfjUWpqas0XdpqKi4vTuHHjnC4DAAAApyHH91jExsZq6tSp2r9/v3dacXGxpkyZ4upblp8oy7J08OBBp8s4LTVu3NjpEmAw8gMAMJGbxy/HG4uUlBTFxsZq+vTp3mnTp09XkyZN1LFjR++08vJyjR49WvHx8QoODlaHDh306aefVljWrFmz1KJFCwUFBen888/XpEmT5PF4lJubK0navXu3BgwYoEaNGikkJETt27fXRx99dMz6Zs+erYiICE2ePFmS9MEHH6hz586qVauWoqOjdcMNNygnJ8c7/9y5c+XxePT111+rU6dOCgwM1IcffigfHx8tXry4wrLHjRunpk2bqry8XJI0b948de3aVYGBgWrYsKEefvjhCk1JeXm5nnvuOSUkJCgwMFBNmjTRM888I0m64IILNHTo0ArL37lzpwICAjRnzhz16NFDGzdu1L333iuPxyOPx+Od7+eff9a5556r4OBgxcbGatiwYSosLDzmdnEDPz8/p0uAwcgPAMBEbh6/HG8sJOm2227ThAkTvI/fe+893XrrrRXmGT16tN5//3299dZbWrVqle69917deOONmjdvniQpKytL1157rfr06aPly5frrrvu0r/+9a8KyyguLlanTp00e/Zspaen684779RNN92khQsXHrGuKVOmaMCAAZo8ebIGDhwoSSotLdVTTz2l5cuXa8aMGcrOzj7i4VoPP/ywxowZo4yMDF155ZXq2bNnhfcoSRMmTFBqaqp8fHz0xx9/6NJLL1WXLl20fPlyvfnmm3r33Xf19NNPe+d/5JFHNGbMGD322GNavXq1pkyZogYNGkiSBg0apClTpqikpMQ7/4cffqhGjRrpggsu0PTp09W4cWM9+eST2rZtm7Zt2ybp0LWQe/furb59+2rFihX6+OOP9fPPP1dqUtwoOzvb6RJgMPIDADCRm8cvj2VZllMrT01NVW5urv7zn/8oNjZWa9eulXTobPfNmzdr0KBBioyM1Ntvv606derohx9+UPfu3b2vHzRokIqKijRlyhQ9/PDDmj17tlauXOl9/tFHH9UzzzyjvXv3KjIy8og1XH755WrdurVeeOEFSYdO3k5OTlaLFi30r3/9SzNnztR555131PewePFidenSRfv27VNYWJjmzp2r888/XzNmzNBVV13lnW/atGkaPHiwtm3bpsDAQKWlpalz5876/fffFRcXp3/961/67LPPlJGR4d2b8MYbb+ihhx5SXl6eCgsLFRUVpddee02DBg2qVEdxcbFiYmL01ltv6brrrpN06M6M11xzjUaOHCnp0DkWw4cPr3By+qBBg+Tr66u3337bO+3nn3/Weeedp8LCQgUFBVVaV0lJSYUGJj8/X7GxscrLy1N4ePhRt1V1W7Bggbp161Zj68PphfyYLfv+eKdLAABH7Lhuao2OX/n5+YqIiDih73mu2JcSFRWlyy67TBMnTpRlWbrssstUr1497/Pr169XUVGRLrroogqvO3DggPdwqbVr16pLly4Vnu/atWuFx2VlZXr22Wc1bdo0/fHHHzpw4IBKSkoqXQ/4008/VU5OjubPn19pmUuWLNETTzyh5cuXa+/evd7DmDZt2qQ2bdp45+vcuXOF1/Xp00dDhgzR559/ruuvv14TJ07U+eefr7i4OElSRkaGunfvXuEQpbPPPlsFBQXasmWLtm/frpKSEl144YVH3IZBQUG66aab9N577+m6665TWlqa0tPTNWvWrCPOf9jy5cu1YsUK76Fe0qHzQsrLy5WVlaXExMRKrxk9erRGjRpVafrixYsVGhqqlJQUZWRkaP/+/apVq5bi4+O1YsUKSfIe+rV582ZJUnJystavX6+CggKFhoaqZcuWWrp0qaRDxxD6+vpq48aNkqSkpCRlZ2crPz9fQUFBatOmjRYsWCBJiomJUVBQkH7//XdJUrt27bRlyxbl5uYqICBAycnJ3j1T0dHRCgsL0/r16yVJiYmJ2rFjh/bs2SM/Pz916tRJCxculGVZioqKUu3atZWZmSlJatWqlfbs2aOdO3fKx8dHXbp00eLFi1VWVqa6deuqfv36ysjIkCS1aNFC+fn52rFjhySpW7duSktLU2lpqWrXrq2YmBitWrVKktS8eXMVFRV59yR17txZ6enpKi4uVkREhJo0aeJtmuPi4nTw4EFt2bJF0qHDCdesWaOioiKFhYWpefPmWr58uSR5z1PatGmTpEPN5oYNG1RQUKCQkBC1bt3ae3WJxo0by8/Pz/uXkPbt22vTpk3Ky8tTUFCQ2rVr5z2cr2HDhgoJCfHe/bNt27baunWr9u7dK39/f6WkpHh/Nw0aNFB4eLjWrVvn3d45OTnavXu3fH191blzZy1atEjl5eWKiopSnTp1vH9kaNmypfbu3audO3fK4/Goa9euWrJkiQ4ePKg6deqoQYMG3u2dkJCggoICbd++XdKh///Lli3TgQMHFBkZqcaNGys9PV2S1KxZM9WrV89bY6dOnbRq1SoVFxcrPDxccXFxFTJbVlbm3d4dO3ZUZmamCgsLFRYWpoSEBC1btkzSoXPGfHx8KmQ2KytL+/btU3BwsBITE73bu1GjRgoICFBWVpZ3e2/evFm5ubkKDAxUUlKSFi1a5M1saGiod3u3adNG27dv1549eypt7/r16ysiIsK7vVu3bq1du3Zp165d3swe3t716tVTvXr1tGbNGm9m8/LyvId3/jmzderUUXR0tFavXu3NbGFhoXd7d+nSRStWrFBJSYkiIyMVGxvrzWx8fLwOHDigP/74w5tZu58Rh/bVAsCZ5+DBg8rMzKyx7xH79u074dpcscdixowZmj17tvfwm9dff12XXnqp+vTpo8jISN19993629/+prlz56pRo0YVlhEYGKjY2FhdffXVql27tt577z3vc7NmzdJVV13l3WMxZswYvfDCCxo3bpzat2+v0NBQDR8+XH5+fpoxY4akQ3ssatWqpbS0NF155ZV64403vF/2CwsL1bRpU/Xq1UuDBw9WVFSUNm3apF69emnp0qVKTk727rE40l6S+++/X+np6friiy8UExOjV155xXuI1TXXXKOIiIgKh0stX75cycnJ2rhxo/Ly8pSUlKTff/9d8fFH/kvdypUrvfOPHTtWa9as0ffff+99/kh7LBITE3XRRRdp2LBhlZbXpEkTBQQEVJrulj0Wa9ascfW1nOFu5Mds7LEAcKYqvuPrGh2/jNtjIUm9e/fWgQMH5PF41KtXrwrPtWnTRoGBgdq0adNRD0tq1aqVvvrqqwrTDv+177D58+frqquu0o033ijp0MnQmZmZFfY0SIe6vhdffFE9evSQr6+vXnvtNUmHvojs3r1bY8aMUWxsrCRVOiH7WAYNGqR27drpjTfe0MGDB3XNNdd4n0tMTNRnn30my7K8jcz8+fNVq1YtNW7cWPXr11dwcLDmzJlzxEOhpEN/8ezcubP+85//aMqUKd66DwsICFBZWVmFaSkpKVq9erUSEhJO+H0EBgYqMDDwhOc/VfLy8pwuAQYjPwAAE7l5/HLFyduS5Ovrq4yMDK1evVq+vr4VnqtVq5ZGjBihe++9V5MmTdKGDRuUlpamV199VZMmTZIk3XXXXVqzZo0eeughZWZmatq0aZo4caIkeb+ot2jRQt9//71++eUXZWRk6K677vIepvJXLVu21E8//aTPPvvM+xf+w3/Bf/XVV/X7779r1qxZeuqpp074PSYmJupvf/ubHnroIQ0YMEDBwcHe5/7+979r8+bN+sc//qE1a9Zo5syZGjlypO677z75+PgoKChIDz30kB588EG9//772rBhg3777Te9++67FdYxaNAgjRkzRpZl6eqrr67wXFxcnP773//qjz/+0K5duyRJDz30kH755RcNHTpUy5Yt07p16zRz5kwjTt4+0vkfwIkiPwAAE7l5/HJNYyFJ4eHhR93F8tRTT+mxxx7T6NGjlZiYqN69e2v27Nnew4Li4+P16aefavr06UpKStKbb77pvSrU4b+uP/roo0pJSVGvXr3Uo0cPRUdHq0+fPketp1WrVvrxxx/10Ucf6f7771dUVJQmTpyoTz75RG3atPEeWlUVt99+uw4cOKDbbrutwvRGjRrpq6++0sKFC9WhQwcNHjxYt99+ux599FHvPI899pjuv/9+Pf7440pMTFT//v0rXOpWkgYMGCA/Pz8NGDCgUvCefPJJZWdnq3nz5oqKipJ06BjwefPmKTMzU+eee646duyoxx9/XDExMVV6X05o166d0yXAYOQHAGAiN49fjp5jcao988wzeuutt7wnAbrBU089pU8++cR7omJ1O9w4LFq0SCkpKadkHX9VlWPvqhNX9YEd5MdsnGMB4EzFVaFqyBtvvKEuXbqobt26mj9/vp5//nnXHNJTUFCg7OxsvfbaaxXuTVFdSktLtXv3bj366KP629/+VmNNBQAAACCdZo3FunXr9PTTT2vPnj1q0qSJ7r//fj3yyCNOlyVJGjp0qD766CP16dOn0mFQ1WH+/Pk6//zz1bJly0p3JD9dNWzY0OkSYDDyAwAwkZvHr9P6UCjUDKcOhdq1a1eF+50AVUF+zMahUADOVGGPLKrR8asq3/NcdfI2UBWHbxYGnAzyAwAwkZvHLxoLAAAAALbRWMBYbdu2dboEGIz8AABM5Obxi8YCxtq6davTJcBg5AcAYCI3j180FjDW3r17nS4BBiM/AAATuXn8orGAsfz9/Z0uAQYjPwAAE7l5/KKxgLG4CSDsID8AABO5efyisYCxFixY4HQJMBj5AQCYyM3jF40FAAAAANtoLGCsBg0aOF0CDEZ+AAAmcvP4RWMBYx3vtvLAsZAfAICJ3Dx+0VjAWOvWrXO6BBiM/AAATOTm8YvGAgAAAIBtNBYwVmJiotMlwGDkBwBgIjePXzQWMFZOTo7TJcBg5AcAYCI3j180FjDW7t27nS4BBiM/AAATuXn8orGAsXx9fZ0uAQYjPwAAE7l5/KKxgLE6d+7sdAkwGPkBAJjIzeMXjQWMtWjRIqdLgMHIDwDARG4ev2gsYKzy8nKnS4DByA8AwERuHr9oLGCsqKgop0uAwcgPAMBEbh6/aCxgrDp16jhdAgxGfgAAJnLz+EVjAWOtXbvW6RJgMPIDADCRm8cvGgsAAAAAttFYwFgtW7Z0ugQYjPwAAEzk5vGLxgLG2rt3r9MlwGDkBwBgIjePXzQWMNbOnTudLgEGIz8AABO5efyisYCxPB6P0yXAYOQHAGAiN49fNBYwVteuXZ0uAQYjPwAAE7l5/KKxgLGWLFnidAkwGPkBAJjIzeMXjQWMdfDgQadLgMHIDwDARG4ev/ycLgA4WW6+8yTcj/yYLe7FLEfXv27dOrVo0cLRGmAu8gM7Stetc7qEo2KPBYzVoEEDp0uAwcgP7CA/sIP8wA4354fGAsbKyMhwugQYjPzADvIDO8gP7HBzfmgsAAAAANhGYwFjJSQkOF0CDEZ+YAf5gR3kB3a4OT80FjBWQUGB0yXAYOQHdpAf2EF+YIeb80NjAWNt377d6RJgMPIDO8gP7CA/sMPN+aGxAAAAAGCbx7Isy+kiYLb8/HxFREQoLy9P4eHhNbZey7Lk8XhqbH04vZAf2EF+YAf5gR01nZ+qfM9jjwWMtWzZMqdLgMHID+wgP7CD/MAON+eHxgLGOnDggNMlwGDkB3aQH9hBfmCHm/NDYwFjRUZGOl0CDEZ+YAf5gR3kB3a4OT80FjBW48aNnS4BBiM/sIP8wA7yAzvcnB8aCxgrPT3d6RJgMPIDO8gP7CA/sMPN+aGxAAAAAGAbjQWM1axZM6dLgMHID+wgP7CD/MAON+eHxgLGKi4udroEGIz8wA7yAzvID+xwc35oLGCsrVu3Ol0CDEZ+YAf5gR3kB3a4OT80FgAAAABs81iWZTldBMxWlVu9V6eDBw/Kz8+vxtaH0wv5gR3kB3aQH9hR0/mpyvc8Ug1jrVq1Sh06dHC6DBiK/Jgt+/54p0sAHBP3YpbTJcBBbh6/OBQKxnLzyUtwP/IDADCRm8cvGgsYqyYPu8Lph/wAAEzk5vGLxgLGiouLc7oEGIz8AABM5Obxi8YCxlqxYoXTJcBg5AcAYCI3j180FgAAAABso7GAsZo2bep0CTAY+QEAmMjN4xeNBYxVVlbmdAkwGPkBAJjIzeMXjQWMtWXLFqdLgMHIDwDARG4ev2gsAAAAANhGYwFjdezY0ekSYDDyAwAwkZvHLxoLGCszM9PpEmAw8gMAMJGbxy8aCxirsLDQ6RJgMPIDADCRm8cvGgsYKywszOkSYDDyAwAwkZvHLxoLGCshIcHpEmAw8gMAMJGbxy8aCxhr2bJlTpcAg5EfAICJ3Dx+0VgAAAAAsI3GAsaKjY11ugQYjPwAAEzk5vGLxgLG8vEhvjh55AcAYCI3j1/urQw4jo0bNzpdAgxGfgAAJnLz+EVjAQAAAMA2GgsYKykpyekSYDDyAwAwkZvHr5NqLNLS0rRy5Urv45kzZ6pPnz765z//qQMHDlRbccCxZGVlOV0CDEZ+AAAmcvP4dVKNxV133aXMzExJ0u+//67rr79eISEh+uSTT/Tggw9Wa4HA0ezbt8/pEmAw8gMAMJGbx6+TaiwyMzOVnJwsSfrkk0/0f//3f5oyZYomTpyozz77rDrrA44qODjY6RJgMPIDADCRm8evk2osLMtSeXm5JOmHH37QpZdeKunQdXV37dpVfdUBx5CYmOh0CTAY+QEAmMjN49dJNRadO3fW008/rQ8++EDz5s3TZZddJunQMV8NGjSo1gKBo0lLS3O6BBiM/AAATOTm8eukGotx48YpLS1NQ4cO1b/+9S8lJCRIkj799FOdddZZ1VogAAAAAPfzO5kXJSUlVbgq1GHPP/+8fH19bRcFnIhGjRo5XQIMRn4AACZy8/h10vexyM3N1TvvvKNHHnlEe/bskSStXr1aOTk51VYccCwBAQFOlwCDkR8AgIncPH6dVGOxYsUKtWjRQmPHjtULL7yg3NxcSdL06dP1yCOPVGd9wFG5+TrOcD/yAwAwkZvHr5NqLO677z7deuutWrdunYKCgrzTL730Uv33v/+ttuIAAAAAmOGkGotFixbprrvuqjS9UaNG2r59u+2igBPRvn17p0uAwcgPAMBEbh6/TqqxCAwMVH5+fqXpmZmZioqKsl0UcCI2b97sdAkwGPkBAJjIzePXSTUWV155pZ588kmVlpZKkjwejzZt2qSHHnpIffv2rdYCgaM5fG4PcDLIDwDARG4ev06qsXjxxRdVUFCg+vXra//+/TrvvPOUkJCgWrVq6ZlnnqnuGl2lR48eGj58uPdxXFycxo0bd0rW5fF4NGPGjKM+n52dLY/Ho2XLlp2S9btdYGCg0yXAYOQHAGAiN49fJ3Ufi4iICH3//ff6+eeftWLFChUUFCglJUU9e/as7vock5qaqkmTJlWavmDBAlffSt2OJ554QjNmzDCmUUlKSnK6BBiM/AAATOTm8eukGovDzjnnHJ1zzjnVVYvr9O7dWxMmTKgwLSoqyvZNAEtLS+Xv729rGTh0EYFu3bo5XQYMRX4AACZy8/h1wodCjR8//oR/TheBgYGKjo6u8HPhhRdWOBRKkvbt26cBAwYoNDRUjRo10uuvv17heY/HozfffFNXXnmlQkNDvYeLvfnmm2revLkCAgLUqlUrffDBB5Vq2LZtmy655BIFBwerWbNm+vTTT49ab1lZmW6//XbFx8crODhYrVq10iuvvFJhnrlz56pr164KDQ1VZGSkzj77bG3cuFETJ07UqFGjtHz5cnk8Hnk8Hk2cOPHkNhwAAADOOCe8x+Lll1+u8Hjnzp0qKipSZGSkpEMnkoSEhKh+/foaNmxYtRbpds8//7z++c9/atSoUfr22291zz33qGXLlrrooou88zzxxBMaM2aMxo0bJz8/P33++ee65557NG7cOPXs2VNffvmlbr31VjVu3Fjnn3++93WPPfaYxowZo1deeUUffPCBrr/+eq1cufKIh2OVl5ercePG+uSTT1S3bl398ssvuvPOO9WwYUNdd911OnjwoPr06aM77rhDH330kQ4cOKCFCxfK4/Gof//+Sk9P1zfffKMffvhB0qFD3twsOjra6RJgMPIDADCRm8evE24s/nyXvylTpuiNN97Qu+++q1atWkmS1q5dqzvuuOOI97cw1ZdffqmwsDDv40suueSI85199tl6+OGHJUktW7bU/Pnz9fLLL1doLG644Qbdeuut3scDBgxQamqq/v73v0s6dNPB3377TS+88EKFxqJfv34aNGiQJOmpp57S999/r1dffVVvvPFGpTr8/f01atQo7+P4+Hj9+uuvmjZtmq677jrl5+crLy9Pl19+uZo3by5JFRqUsLAw+fn5HTewJSUlKikp8T4+0qWHa0JoaKgj68XpgfwAAEzk5vHrpM6xeOyxx/Tpp596mwpJatWqlV5++WVde+21GjhwYLUV6KTzzz9fb775pvdxaGioBgwYUGm+7t27V3r81ytFde7cucLjjIwM3XnnnRWmnX322ZUOXTrSso91cvXrr7+u9957T5s2bdL+/ft14MABJScnS5Lq1Kmj1NRU9erVSxdddJF69uyp6667Tg0bNjzq8o5k9OjRFRqYwxYvXqzQ0FClpKQoIyND+/fvV61atRQfH68VK1ZIkpo2bary8nLvNZiTk5O1fv16FRQUKDQ0VC1bttTSpUslSY0bN5avr682btwo6dDJStnZ2crPz1dQUJD279+vDRs2SJJiYmIUFBSk33//XZLUrl07bdmyRbm5uQoICFBycrIWLlwo6VCnHxYWpvXr10s61Fzt2LFDe/bskZ+fnzp16qSFCxfKsixFRUWpdu3ayszMlHQo53v27NHOnTvl4+OjLl26aPHixSorK1PdunVVv359ZWRkSJJatGih/Px87dixQ5LUrVs3paWlqbS0VLVr11ZMTIxWrVolSWrevLmKioq0bds2SYfykp6eruLiYkVERKhJkyZauXKlpENXIjt48KC2bNkiSUpJSdGaNWtUVFSksLAwNW/eXMuXL5ckNWnSRJK0adMmSVKHDh20YcMGFRQUKCQkRK1bt1ZaWpp3e/v5+Sk7O1vSoRvwbNq0SXl5eQoKClK7du20ePFiSVLDhg0VEhLi3f5t27bV1q1btXfvXvn7+yslJUULFiyQJDVo0EDh4eFat26dd3vn5ORo9+7d8vX1VefOnbVo0SKVl5crKipKderU0dq1ayUdatT37t2rnTt3yuPxqGvXrlqyZIkOHjyoOnXqqEGDBt7tnZCQoIKCAu9NOrt27aply5bpwIEDioyMVOPGjZWeni5JatasmVatWqXg4GBJUqdOnbRq1SoVFxcrPDxccXFxFTJbVlbm3d4dO3ZUZmamCgsLFRYWpoSEBO//ydjYWPn4+FTIbFZWlvbt26fg4GAlJiZ6t3ejRo0UEBDg/aNN+/bttXnzZuXm5iowMFBJSUlatGiRN7OhoaHe7d2mTRtt375de/bsqbS969evr4iICO/2bt26tXbt2qVdu3Z5M3t4e9erV0/16tXTmjVrvJnNy8tTTk5OpczWqVNH0dHRWr16tTezhYWF3u3dpUsXrVixQiUlJYqMjFRsbKw3s/Hx8Tpw4ID++OMPb2btfkY0EHDmWrZsGZ8R1fA9om3btlqyZIkks75H5OTkqFmzZjX2PWLfvn0nnE2PZVnWCc/9/4SEhGjevHnq0qVLhekLFy5Ujx49VFRUVNVFuk5qaqpyc3MrXe61R48eSk5O9jYOcXFxuu222/T4449753nllVc0btw47xcGj8ejzz//XH369PHOU6dOHb388su65ZZbKrzulVde8Yba4/Fo0qRJuvnmm73z3HvvvVq2bJl++uknZWdnKz4+XkuXLlVycrKmTp2qW2+9VS+++KK6d++uWrVq6fnnn9eCBQsqNCNLly7VN998oy+++EIrV67U999/r7/97W8nfFWoI+2xiI2NVV5ensLDw09k81aLBQsWuPbkJbgf+TFb9v3xTpcAOCbuxazjz4TTVk2PX/n5+YqIiDih73kndR+LCy+8UHfddZf3L2+StGTJEt19992n1SVnT9Rvv/1W6fHxLkmbmJio+fPnV5g2f/58tWnT5qSXPX/+fJ111ln6+9//ro4dOyohIcH714s/69ixox555BH98ssvateunaZMmSJJCggIUFlZ2THrlg6d1B4eHl7hxwl/3VZAVZAfAICJ3Dx+ndShUO+9955uueUWde7c2XvZ1IMHD6pXr1565513qrVAE8yfP1/PPfec+vTpo++//16ffPKJZs+efczXPPDAA7ruuuvUsWNH9ezZU1988YWmT5/uPXH6sE8++USdO3fWOeeco8mTJ2vhwoV69913j7jMFi1a6P3339e3336r+Ph4ffDBB1q0aJHi4w/9ZS8rK0v//ve/deWVVyomJkZr167VunXrvHtE4uLilJWVpWXLlqlx48aqVauWq2/Csn37dtWqVcvpMmAo8gMAMJGbx6+TaiyioqL01VdfKTMzUxkZGfJ4PGrdurVatmxZ3fUZ4f7779fixYs1atQohYeH66WXXlKvXr2O+Zo+ffrolVde0QsvvKB77rlH8fHxmjBhgnr06FFhvlGjRmnq1Kn6+9//roYNG+qjjz46aqd61113aenSperfv788Ho8GDBigv//97/r6668lHTqEbc2aNZo0aZJ2796thg0basiQId4T7vv27avp06fr/PPPV25uriZMmKDU1FTb2+dU2bNnj9MlwGDkBwBgIjePXyd1jsWfHX65x+OploJgnqoce1ed0tLSlJKSUmPrw+mF/JiNcyxwJuMcizNbTY9fp/wcC0l6//331b59ewUHBys4OFhJSUlHvMEbcKrwpRB2kB8AgIncPH6dVGPx0ksv6e6779all16qadOmadq0aerdu7cGDx5c6UZ6wKly+NJ5wMkgPwAAE7l5/DqpcyxeffVVvfnmmxUug3rllVeqbdu2euKJJ3TvvfdWW4EAAAAA3O+k9lhs27ZNZ511VqXpZ511lvfGHMCpVr9+fadLgMHIDwDARG4ev06qsUhISNC0adMqTf/444/VokUL20UBJyIiIsLpEmAw8gMAMJGbx6+TOhRq1KhR6t+/v/773//q7LPPlnToXg5z5sw5YsMBnArr1q3jzsk4aeQHAGAiN49fJ7XHom/fvlqwYIHq1q2rGTNmaMaMGapXr54WLlyoq6++urprBAAAAOByJ7XHQpI6deqkyZMnV2ctQJW0bt3a6RJgMPIDADCRm8evKu2x8PHxka+v7zF//PxOulcBqmTXrl1OlwCDkR8AgIncPH5VqQv4/PPPj/rcr7/+qvHjx6u8vNx2UcCJ2LVrl5o3b+50GTAU+QEAmMjN41eVGourrrqq0rS1a9fq4Ycf1hdffKGBAwfqySefrLbigGPx8TnpG8cD5AcAYCQ3j18nXdnWrVt1xx13qH379jp48KCWLVumSZMmqWnTptVZH3BUXbp0cboEGIz8AABM5Obxq8qNRV5enh566CElJCRo1apVmjNnjr744gu1a9fuVNQHHNWiRYucLgEGIz8AABO5efyq0qFQzz33nMaOHavo6Gh99NFHRzw0CqgpnM8DO8gPAMBEbh6/qtRYPPzwwwoODlZCQoImTZqkSZMmHXG+6dOnV0txwLHUq1fP6RJgMPIDADCRm8evKjUWN998szwez6mqBagSN//HgvuRHwCAidw8flWpsZg4ceIpKgOoujVr1rj2lvZwP/IDADCRm8cv916vCgAAAIAxaCxgrBYtWjhdAgxGfgAAJnLz+EVjAWPl5eU5XQIMRn4AACZy8/hFYwFj5eTkOF0CDEZ+AAAmcvP4RWMBAAAAwDYaCxjLrVdEgBnIDwDARG4ev2gsYKy0tDSnS4DByA8AwERuHr9oLGCs0tJSp0uAwcgPAMBEbh6/aCxgrDp16jhdAgxGfgAAJnLz+EVjAWNFR0c7XQIMRn4AACZy8/hFYwFjrV692ukSYDDyAwAwkZvHLxoLAAAAALbRWMBYzZs3d7oEGIz8AABM5Obxi8YCxiosLHS6BBiM/AAATOTm8YvGAsbavn270yXAYOQHAGAiN49fNBYAAAAAbKOxgLG6dOnidAkwGPkBAJjIzeOXn9MFACdrxYoVSk5OdroMGIr8mC3uxSxH179s2TLyg5NGfmCHm8cv9ljAWCUlJU6XAIORH9hBfmAH+YEdbs4PjQWMFRkZ6XQJMBj5gR3kB3aQH9jh5vzQWMBYsbGxTpcAg5Ef2EF+YAf5gR1uzg+NBYy1cuVKp0uAwcgP7CA/sIP8wA4354fGAgAAAIBtNBYwVnx8vNMlwGDkB3aQH9hBfmCHm/NDYwFjHThwwOkSYDDyAzvID+wgP7DDzfmhsYCx/vjjD6dLgMHID+wgP7CD/MAON+eHxgIAAACAbR7Lsiyni4DZ8vPzFRERoby8PIWHh9fYektLS+Xv719j68PphfzADvIDO8gP7Kjp/FTlex57LGCsjIwMp0uAwcgP7CA/sIP8wA4354fGAsbav3+/0yXAYOQHdpAf2EF+YIeb80NjAWPVqlXL6RJgMPIDO8gP7CA/sMPN+aGxgLHcfB1nuB/5gR3kB3aQH9jh5vzQWMBYK1ascLoEGIz8wA7yAzvID+xwc35oLAAAAADYRmMBYzVt2tTpEmAw8gM7yA/sID+ww835obGAscrLy50uAQYjP7CD/MAO8gM73JwfGgsYa/PmzU6XAIORH9hBfmAH+YEdbs6Pn9MFAACqLj472+kSHJUVF+d0CQCAv2CPBYyVnJzsdAkwGPmBHeQHdpAf2OHm/NBYwFjr1693ugQYjPzADvIDO8gP7HBzfmgsYKyCggKnS4DByA/sID+wg/zADjfnh8YCxgoNDXW6BBiM/MAO8gM7yA/scHN+aCxgrJYtWzpdAgxGfmAH+YEd5Ad2uDk/NBYw1tKlS50uAQYjP7CD/MAO8gM73JwfGgsAAAAAttFYwFiNGzd2ugQYjPzADvIDO8gP7HBzfmgsYCxfX1+nS4DByA/sID+wg/zADjfnh8YCxtq4caPTJcBg5Ad2kB/YQX5gh5vzQ2MBAAAAwDYaCxgrKSnJ6RJgMPIDO8gP7CA/sMPN+aGxgLGys7OdLgEGIz+wg/zADvIDO9ycHxoLGCs/P9/pEmAw8gM7yA/sID+ww835obGAsYKCgpwuAQYjP7CD/MAO8gM73JwfGgsYq23btk6XAIORH9hBfmAH+YEdbs4PjQWMtWTJEqdLgMHID+wgP7CD/MAON+eHxgIAAACAbTQWMFZMTIzTJcBg5Ad2kB/YQX5gh5vzQ2MBY7n55CW4H/mBHeQHdpAf2OHm/NBYwFi///670yXAYOQHdpAf2EF+YIeb80NjAQAAAMA2GgsYq127dk6XAIORH9hBfmAH+YEdbs4PjQWMtWXLFqdLgMHID+wgP7CD/MAON+eHxgLGys3NdboEGIz8wA7yAzvID+xwc35oLGCsgIAAp0uAwcgP7CA/sIP8wA4358djWZbldBEwW35+viIiIpSXl6fw8PAaW69lWfJ4PDW2PpxeTM9PfHa20yU4KisuztH1m54fOIv8wI6azk9VvuexxwLGWrhwodMlwGDkB3aQH9hBfmCHm/NDYwEAAADANhoLGCs6OtrpEmAw8gM7yA/sID+ww835obGAscLCwpwuAQYjP7CD/MAO8gM73JwfGgsYa/369U6XAIORH9hBfmAH+YEdbs4PjQUAAAAA22gsYKzExESnS4DByA/sID+wg/zADjfnh8YCxtqxY4fTJcBg5Ad2kB/YQX5gh5vzQ2NhkNTUVHk8Hg0ePLjSc0OGDJHH41FqaqokaefOnbr77rvVpEkTBQYGKjo6Wr169dL8+fMrvG7p0qXq16+fGjRooKCgILVo0UJ33HGHMjMza+It2bJnzx6nS4DByA/sID+wg/zADjfnh8bCMLGxsZo6dar279/vnVZcXKwpU6aoSZMm3ml9+/bV0qVLNWnSJGVmZmrWrFnq0aOHdu/e7Z3nyy+/1N/+9jeVlJRo8uTJysjI0IcffqiIiAg99thjNfq+Toafn5/TJcBg5Ad2kB/YQX5gh5vz47Esy3K6CJyY1NRU5ebmasOGDXr44Yc1cOBASdKUKVM0duxYxcfHKzIyUuPGjVPt2rU1d+5cnXfeeUdcVlFRkZo2bapzzjlHn3/+eaXnc3NzFRkZeUJ1VeVW7wCqR3x2ttMlOCorLs7pEgDgjFCV73nssTDQbbfdpgkTJngfv/fee7r11lu9j8PCwhQWFqYZM2aopKTkiMv49ttvtWvXLj344INHfP5YTUVJSYny8/Mr/DjBzbe0h/uRH9hBfmAH+YEdbs6Pe/el4KhuvPFGPfLII9q4caMkaf78+Zo6darmzp0r6dAusokTJ+qOO+7QW2+9pZSUFJ133nm6/vrrlZSUJElat26dJKl169ZVXv/o0aM1atSoStMXL16s0NBQpaSkKCMjQ/v371etWrUUHx+vFStWSJKaNm2q8vJybd68WZKUnJys9evXq6CgQKGhoWrZsqWWLl0qSWrcuLF8fX297zMpKUnZ2dnKz89XUFCQysvLtWDBAklSTEyMgoKC9Pvvv0uS2rVrpy1btig3N1cBAQFKTk72/keMjo5WWFiY9zrQiYmJ2rFjh/bs2SM/Pz916tRJCxculGVZioqKUu3atb3nnLRq1Up79uzRzp075ePjoy5dumjx4sUqKytT3bp1Vb9+fWVkZEiSWrRoofz8fO9JVt26dVNaWppKS0tVu3ZtxcTEaNWqVZKk5s2bq6ioSNu2bZMkde7cWenp6SouLlZERISaNGmilStXSpLi4uJ08OBBbdmyRZKUkpKiNWvWqKioSGFhYWrevLmWL18uSd7D4zZt2iRJ6tChgzZs2KCCggKFhISodevWSktL825vPz8/Zf+/v4S3b99emzZtUl5enoKCgtSuXTstXrxYktSwYUOFhIRow4YNkqS2bdtq69at2rt3r/z9/ZWSkuL93TRo0EDh4eHezCUmJionJ0e7d++Wr6+vOnfurEWLFqm8vFxRUVGqU6eO1q5dK0lq2bKl9u7dq507d8rj8ahr165asmSJDh48qDp16qhBgwbe7Z2QkKCCggJt375dktS1a1ctW7ZMBw4cUGRkpBo3bqz09HRJUrNmzVRUVOStsVOnTlq1apWKi4sVHh6uuLi4CpktKyvzbu+OHTsqMzNThYWFCgsLU0JCgpYtWybp0KGKPj4+FTKblZWlffv2KTg4WImJid7t3ahRIwUEBCgrK8u7vTdv3qzc3FwFBgYqKSlJixYt8mY2NDTUu73btGlT6f/fmWbBggXH/Yxo27atlixZIqn6PyP27NmjBQsW8BlxGn9GFBcXa+vWrZKq/zPicH5O5WfE9u3btWfPnkrbu379+oqIiKjwPWDXrl3atWuXN7OHt3e9evVUr149rVmzxpvZvLw85eTkVMpsnTp1FB0drdWrV3szW1hY6N3eXbp00YoVK1RSUqLIyEjFxsZ6MxsfH68DBw7ojz/+8Ga2Jr5HnMrPiFP5PWLPnj3KzMyssc+Iffv26URxKJRBDh8KNWPGDPXt21dJSUmyLEvp6en69NNP1adPH0VGRmrixImSDp178b///U+//fabvv76ay1cuFDvvPOOUlNTNXbsWD388MPas2ePateuXaU6SkpKKuwJyc/PV2xsbI0fCvX777+rWbNmNbY+nF5Mzw+HQsU5un7T8wNnkR/YUdP54VCoM8Btt92miRMnatKkSbrtttuOOE9QUJAuuugiPfbYY/rll1+UmpqqkSNHSjr0Vx5J3r9CVEVgYKDCw8Mr/Dihqg0R8GfkB3aQH9hBfmCHm/NDY2Go3r1768CBAyotLVWvXr1O6DVt2rRRYWGhJOniiy9WvXr19Nxzzx1x3tzc3Ooq9ZQx4ZK4cC/yAzvID+wgP7DDzfnhHAtD+fr6eo/B8/X1rfDc7t271a9fP912221KSkpSrVq1tHjxYj333HO66qqrJEmhoaF655131K9fP1155ZUaNmyYEhIStGvXLk2bNk2bNm3S1KlTa/x9AQAAwEw0FgY72iFIYWFh6tatm15++WVt2LBBpaWlio2N1R133KF//vOf3vmuuuoq/fLLLxo9erRuuOEG77kSF1xwgZ5++umaehsnrVWrVk6XAIORH9hBfmAH+YEdbs4PJ2/DNqfuY8HJb7DD9Pxw8naco+s3PT9wFvmBHZy8DZwCO3fudLoEGIz8wA7yAzvID+xwc35oLGAsHx/ii5NHfmAH+YEd5Ad2uDk/HAoF25w6FAo4k3EoVJzTJQDAGYFDoXBGOHyHV+BkkB/YQX5gB/mBHW7OD40FjFVWVuZ0CTAY+YEd5Ad2kB/Y4eb80FjAWHXr1nW6BBiM/MAO8gM7yA/scHN+aCxgrPr16ztdAgxGfmAH+YEd5Ad2uDk/NBYw1uE7jwMng/zADvIDO8gP7HBzfmgsAAAAANhGYwFjtWjRwukSYDDyAzvID+wgP7DDzfmhsYCx8vPznS4BBiM/sIP8wA7yAzvcnB8aCxhrx44dTpcAg5Ef2EF+YAf5gR1uzg+NBQAAAADbPJZlWU4XAbNV5VbvAKpHfHa20yU4KisuzukSAOCMUJXveeyxgLHS0tKcLgEGIz+wg/zADvIDO9ycHxoLGKu0tNTpEmAw8gM7yA/sID+ww835obGAsWrXru10CTAY+YEd5Ad2kB/Y4eb80FjAWDExMU6XAIORH9hBfmAH+YEdbs4PjQWMtWrVKqdLgMHID+wgP7CD/MAON+eHxgIAAACAbTQWMFbz5s2dLgEGIz+wg/zADvIDO9ycHxoLGKuoqMjpEmAw8gM7yA/sID+ww835obGAsbZt2+Z0CTAY+YEd5Ad2kB/Y4eb80FgAAAAAsM1jWZbldBEwW1Vu9V6dysrK5OvrW2Prw+nF9PzEZ2c7XYKjsuLiHF2/6fmBs8gP7Kjp/FTlex57LGCs9PR0p0uAwcgP7CA/sIP8wA4354fGAsYqLi52ugQYjPzADvIDO8gP7HBzfmgsYKyIiAinS4DByA/sID+wg/zADjfnh8YCxmrSpInTJcBg5Ad2kB/YQX5gh5vzQ2MBY61cudLpEmAw8gM7yA/sID+ww835obEAAAAAYBuNBYwV5/DlJmE28gM7yA/sID+ww835obGAsQ4ePOh0CTAY+YEd5Ad2kB/Y4eb80FjAWFu2bHG6BBiM/MAO8gM7yA/scHN+/JwuAABQdU7feRoAgL/yWJZlOV0EzFaVW71Xp9LSUvn7+9fY+nB6IT+wg/zADvIDO2o6P1X5nsehUDDWmjVrnC4BBiM/sIP8wA7yAzvcnB8aCxirqKjI6RJgMPIDO8gP7CA/sMPN+aGxgLHCwsKcLgEGIz+wg/zADvIDO9ycHxoLGKt58+ZOlwCDkR/YQX5gB/mBHW7OD40FjLV8+XKnS4DByA/sID+wg/zADjfnh8YCAAAAgG00FjBWkyZNnC4BBiM/sIP8wA7yAzvcnB8aCwAAAAC20VjAWJs2bXK6BBiM/MAO8gM7yA/scHN+aCwAAAAA2OaxLMtyugiYrSq3eq9OxcXFCgoKqrH14fRCfmAH+YEd5Ad21HR+qvI9jz0WMNaGDRucLgEGIz+wg/zADvIDO9ycHxoLGKugoMDpEmAw8gM7yA/sID+ww835obGAsUJCQpwuAQYjP7CD/MAO8gM73JwfzrGAbU6dY1FaWip/f/8aWx9OL+QHdpAf2EF+YEdN54dzLHBGSEtLc7oEGIz8wA7yAzvID+xwc35oLAAAAADYRmMBYzVu3NjpEmAw8gM7yA/sID+ww8358XO6AOBknVNaKmVnO10GTEZ+jJUVF+fo+v38GD5x8sgP7HBzfthjAQBAFWXTlMIG8gM73JwfGgsAAAAAttFYAABQRe3bt3e6BBiM/MAON+eHxgIAgCratGmT0yXAYOQHdrg5PzQWAABUUV5entMlwGDkB3a4OT80FgAAVFFQUJDTJcBg5Ad2uDk/NBYAAFRRu3btnC4BBiM/sMPN+aGxAACgihYvXux0CTAY+YEdbs4PjQUAAAAA22gsAACoooYNGzpdAgxGfmCHm/NDYwEAQBWFhIQ4XQIMRn5gh5vzQ2MBAEAVbdiwwekSYDDyAzvcnB8aCwAAAAC20VgAAFBFbdu2dboEGIz8wA4354fGAgCAKtq6davTJcBg5Ad2uDk/NBYAAFTR3r17nS4BBiM/sMPN+aGxAACgivz9/Z0uAQYjP7DDzfmhsQAAoIpSUlKcLgEGIz+ww835obEAAKCKFixY4HQJMBj5gR1uzg+NBQAAAADbaCwAAKiiBg0aOF0CDEZ+YIeb80NjAQBAFYWHhztdAgxGfmCHm/NDYwEAQBWtW7fO6RJgMPIDO9ycHxoLAAAAALbRWAAAUEWJiYlOlwCDkR/Y4eb80FgAAFBFOTk5TpcAg5Ef2OHm/NBYAABQRbt373a6BBiM/MAON+eHxgIAgCry9fV1ugQYjPzADjfnh8YCAIAq6ty5s9MlwGDkB3a4OT80FgAAVNGiRYucLgEGIz+ww835obEAAKCKysvLnS4BBiM/sMPN+aGxAACgiqKiopwuAQYjP7DDzfmhsQAAoIrq1KnjdAkwGPmBHW7OD40FAABVtHbtWqdLgMHID+xwc35oLAzn8Xg0Y8aME54/NTVVffr0OeY8PXr00PDhw23VBQAAgDMLjUU1S01Nlcfj0eDBgys9N2TIEHk8HqWmptZ8Yf/PK6+8ookTJzq2fgA4HbRs2dLpEmAw8gM73JwfP6cLOB3FxsZq6tSpevnllxUcHCxJKi4u1pQpU9SkSRNHa4uIiHB0/QBwOti7d69q167tdBkw1JmQn7KyMpWWljpdxmlp165d3u+X1cHf37/abrpHY3EKpKSkaMOGDZo+fboGDhwoSZo+fbqaNGmi+Ph4SdL777+ve++9V1u3blVgYKD3tX369FGtWrX0wQcfSJJmzpypUaNGafXq1YqJidEtt9yif/3rX/LzO/KvbuXKlbrnnnv066+/KiQkRH379tVLL72ksLAwSYf2qOTm5noPnyosLNTdd9+t6dOnq1atWhoxYsSp2iwAcNrYuXOnmjVr5nQZMNTpnB/LsrR9+3bl5uY6Xcppq6SkRFlZWdW6zMjISEVHR8vj8dhaDo3FKXLbbbdpwoQJ3sbivffe06233qq5c+dKkvr166dhw4Zp1qxZ6tevnyQpJydHs2fP1nfffSdJ+t///qebb75Z48eP17nnnqsNGzbozjvvlCSNHDmy0joLCwvVq1cvde/eXYsWLVJOTo4GDRqkoUOHHvXwpwceeEDz5s3TzJkzVb9+ff3zn/9UWlqakpOTj/reSkpKVFJS4n2cn59f1c0DAEazO/jizHY65+dwU1G/fn2FhISc1u/VKUVFRQoJCamWZVmWpaKiIuXk5EiSGjZsaGt5NBanyI033qhHHnlEGzdulCTNnz9fU6dO9TYWwcHBuuGGGzRhwgRvY/Hhhx+qSZMm6tGjhyRp1KhRevjhh3XLLbdIkpo1a6annnpKDz744BEbiylTpqi4uFjvv/++QkNDJUmvvfaarrjiCo0dO1YNGjSoMH9BQYHeffddffjhh7rwwgslSZMmTVLjxo2P+d5Gjx6tUaNGVZq+ePFihYaGKiUlRRkZGdq/f79q1aql+Ph4rVixQpLUtGlTlZeXa/PmzZKk5ORkrV+/XgUFBQoNDVXLli21dOlSSVLjxo3l6+vr3YZJSUnKzs5Wfn6+goKCJA7rAs5YCxYsOO5nRNu2bbVkyRJJUkxMjIKCgvT7779Lktq1a6ctW7YoNzdXAQEBSk5O1sKFCyVJ0dHRCgsL0/r16yVJiYmJ2rFjh/bs2SM/Pz916tTJW0NUVJRq166tzMxMSVKrVq20Z88e7dy5Uz4+PurSpYsWL16ssrIy1a1bV/Xr11dGRoYkqUWLFsrPz9eOHTskSd26dVNaWppKS0tVu3ZtxcTEaNWqVZKk5s2bq6ioSNu2bZMkde7cWenp6SouLlZERISaNGmilStXSpLi4uJ08OBBbdmyRdKhvehr1qxRUVGRwsLC1Lx5cy1fvlySvIfnbtq0SZLUoUMHbdiwQQUFBQoJCVHr1q2VlpYm6dBnsp+fn7KzsyVJ7du316ZNm5SXl6egoCC1a9dOixcvlnToy0lISIg2bNggSWrbtq22bt2qvXv3yt/fXykpKVqwYIEkqUGDBgoPD9e6deu82zsnJ0e7d++Wr6+vOnfurEWLFqm8vFxRUVGqU6eO96o4LVu21N69e7Vz5055PB517dpVS5Ys0cGDB1WnTh01aNDAu70TEhJUUFCg7du3S5K6du2qZcuW6cCBA4qMjFTjxo2Vnp4u6dB4W1xcrK1bt0qSOnXqpFWrVqm4uFjh4eGKi4urMK6VlZV5t3fHjh2VmZmpwsJChYWFKSEhQcuWLZN06FBpHx8fWZalBQsWKCkpSVlZWdq3b5+Cg4OVmJjo3d6NGjVSQECA9y/T7du31+bNm5Wbm6vAwEAlJSV578AcHR2t0NBQ7/Zu06aNtm/frj179lTa3vXr11dERIR3e7du3Vq7du3Srl27vJk9vL3r1aunevXqac2aNd7M5uXleb+E/jmzderUUVRUlLZv36769esrPDxc5eXl3sOhQkNDtX//fpWXl8vPz0/+/v7av3+/JCkwMFCWZenAgQOSpJCQEBUXF6u8vFy+vr4KDAxUUVHRUectKSlRWVlZpXkDAgLk8Xi8fwz987w+Pj4KDg5WYWHhEecNDg5WaWmpDh48WGnew4cOFRcXV5rX4/EoNDRUhYWFsiyr0rxBQUHew8T+Ou9ft8uf55WksLAwFRYWKiAgwFvHn7fh0ba3r6+vAgICjrq9a9eurZKSEm3fvl27d+9WQkJChc+Iffv26UR5LMuyTnhuHNefDzXq27evkpKSZFmW0tPT9emnn6pPnz6KjIzUxIkTtXTpUnXp0kUbN25Uo0aNlJSUpH79+umxxx6TdOgGKAUFBRWOeysrK1NxcbEKCwu9fwn4/PPP1adPH913331aunSpfvrpJ+/8eXl5ioyM1Lx58/R///d/Fepbvny5kpOTtXHjxgrnfnTs2FHnnXeexo0bd8T3eKQ9FrGxscrLy1N4eHg1b9Gji/9/gxuAM09WXJyj61+yZIm3wQCq6nTNT3FxsbKyshQXF1et5wCgosLCQu8fkKvL/v37lZ2drfj4+EN/vP2T/Px8RUREnND3PPZYnEK33Xabhg4dKkl6/fXXKz3fsWNHdejQQe+//74uvvhirVq1SrNnz/Y+X1BQoFGjRumaa66p9Nq//tJrUmBgYIXzQgDgTHPw4EGnS4DBTvf8cPjTqXUq9glU1++My82eQr1799aBAwdUWlqqXr16HXGeQYMGaeLEiZowYYJ69uyp2NhY73MpKSlau3atEhISKv34+FT+1SUmJmr58uXeXXXSoUOwfHx81KpVq0rzN2/eXP7+/t7do9KhK1Uc3qUPADgyN9/5Fu5HflAVTzzxRIVzX492AR83oLE4hXx9fZWRkaHVq1cf9TJeN9xwg7Zs2aL//Oc/uu222yo89/jjj+v999/XqFGjtGrVKmVkZGjq1Kl69NFHj7isgQMHKigoSLfccovS09P1008/6R//+IduuummSudXSIeO1bv99tv1wAMP6Mcff1R6erpSU1OP2LQAAP5/R/pMBU4U+cHRHOnGxyNGjNCcOXO8j/39/Wu4qhPn3pbnNHG8Y9EiIiLUt29fzZ49u9IdsXv16qUvv/xSTz75pMaOHSt/f3+1bt1agwYNOuKyQkJC9O233+qee+5Rly5dKlxu9mief/55FRQU6IorrlCtWrV0//33Ky8vr8rvEwDOJBkZGerWrZvTZcBQZ2J+avq8SKfPw6pOYWFh3tsGSIfOh/jzYzfh5G0XuPDCC9W2bVuNHz/e6VJOSlVO6qlOnLwNnLmc/tKwYMGCM+6LIarP6ZqfwydvH+kEYLc3Fj169FBSUpKCgoL0zjvvKCAgQIMHD9YTTzwhScrNzdWIESM0c+ZMlZSUqHPnznr55ZfVoUMH7zKefvppjR8/Xvv371f//v1Vr149ffPNN96rgi1atEj//Oc/tXTpUpWWlio5OVkvv/yyUlJSJB26otvhq9xJh644lp2drSeeeEIzZszQsmXL9N133+nKK6/U9u3bFRkZ6Z33nnvu0cqVK/Xjjz9Kkn7++Wc98sgjWrx4serVq6err75ao0ePPupJ38f63VXlex7HvDho7969+vzzzzV37lwNGTLE6XIAACcoISHB6RJgMPLjTpMmTVJoaKgWLFig5557Tk8++aS+//57SYfuP5aTk6Ovv/5aS5YsUUpKii688ELt2bNHkjR58mQ988wzGjt2rJYsWaImTZrozTffrLD8ffv26ZZbbtHPP/+s3377TS1atNCll17qvZzr4csHT5gwQdu2bfM+/rMLL7xQkZGR+uyzz7zTysrK9PHHH3vvnbZhwwb17t1bffv21YoVK/Txxx/r559/9l5Q6FTiUCgHdezYUXv37tXYsWOPeHI1AMCdCgoKVLduXafLgKHIjzslJSV57xPWokULvfbaa5ozZ46Cg4O1cOFC5eTkeK+K+cILL2jGjBn69NNPdeedd+rVV1/V7bffrltvvVXSofNkv/vuOxUUFHiXf8EFF1RY37///W/vLQEuv/xyRUVFSfr/74J9JL6+vurXr5+mTJmi22+/XZI0Z84c5ebmqm/fvpIO3W9s4MCBGj58uPe9jB8/Xuedd57efPPNU3plUfZYOCg7O1t5eXkaMWKE06UAAKrg8E3WgJNBftwpKSmpwuOGDRsqJydHy5cv9zaDh893CAsLU1ZWlvemhGvXrlXXrl0rvP6vj3fs2KE77rhDLVq0UEREhMLDw1VQUOC9QeWJuvbaazV37lzvDRwnT56syy67zHto1PLlyzVx4sQKtfbq1Uvl5eXeGy6eKuyxAAAAwBnvr1db8ng8Ki8vV0FBgRo2bKi5c+dWes2fz3M4nltuuUW7d+/WK6+8oqZNmyowMFDdu3f33gH7RHXq1EnNmzfX1KlTdffdd+vzzz/XxIkTvc8XFBTorrvu0rBhwyq99s83RD4VaCwAAKiiv/4lEqgK8mOWlJQUbd++XX5+foo7yknhrVq10qJFi3TzzTd7p/31HIn58+frjTfe0KWXXipJ2rx5s3bt2lVhHn9/f5WVlR2zntDQUA0cOFCTJ09W48aN5ePjo8suu6xCvatXr3bkXB4OhQIAoIoOX+UFOBnkxyw9e/ZU9+7d1adPH3333XfKzs7WL7/8on/9619avHixJOkf//iH3n33XU2aNEnr1q3T008/rRUrVlS4o3WLFi30wQcfKCMjQwsWLNDAgQMVHBxcYV1xcXGaM2eOtm/frr179x6xnv3792vgwIFKS0vTM888o2uvvdZ77ockPfTQQ/rll180dOhQLVu2TOvWrdPMmTNr5ORtGgsAAKqoqocuAH9Gfszi8Xj01Vdf6f/+7/906623qmXLlrr++uu1ceNG780OBw4cqEceeUQjRoxQSkqKsrKylJqaWuFE6XfffVd79+5VSkqKbrrpJg0bNkz169evsK4XX3xR33//vWJjY9WxY8cj1lNeXq6EhAR17dpVK1as8F4N6rCkpCTNmzdPmZmZOvfcc9WxY0c9/vjjiomJqeYtUxn3sYBt3McCQE1z+j4Wa9eu5Wp+OGmna36OdS+EM9FFF12k6OhoffDBB9W63OLi4mrfvtV1HwvOsQAAoIoaN27sdAkwGPk5/RQVFemtt95Sr1695Ovrq48++kg//PCD9z4Y1emvJ5m7CYdCAQBQRenp6U6XAIORn9PPnw+X6tSpk7744gt99tln6tmzZ7Wva//+/dW+zOrCHgsAAADAhuDgYP3www9Ol+E49lgAAFBFzZo1c7oEGIz8wI4/XwHKbWgsAACoouLiYqdLgMHID+xw83WXaCwAAKiirVu3Ol0CDEZ+YIebL1dMYwEAAADANhoLAACqqFOnTk6XAIORH9gRGhrqdAlHRWMBAEAVrVq1yukSYDDyAzvcfLlZGgsAAKqIk29hB/k5s8ydO1cej0e5ubnHnC8uLk7jxo077vLKy8urp7BTgPtYAABQReHh4U6XAIOdifnJvj++RtcX92JWja7vWM466yxt27ZNERERkqSJEydq+PDhlRqNRYsWndBhTr6+vqeizGpBYwEAQBXFxcU5XQIMRn7OLAEBAYqOjj7ufFFRUSe0PO5jAQDAaWTFihVOlwCDkR/36dGjh4YOHaqhQ4cqIiJC9erV02OPPea9Z8TevXt18803q3bt2goJCdEll1yidevWeV+/ceNGXXHFFapdu7ZCQ0PVtm1bffXVV5IqHgo1d+5c3XrrrcrLy5PH45HH49ETTzwhqeKhUDfccIP69+9focbS0lLVq1dP77zzjqRDh0SNHj1a8fHxCg4OVocOHfTpp5+e4i11bDQWAAAAOONNmjRJfn5+WrhwoV555RW99NJL3i/xqampWrx4sWbNmqVff/1VlmXp0ksvVWlpqSRpyJAhKikp0X//+1+tXLlSY8eOVVhYWKV1nHXWWRo3bpzCw8O1bds2bdu2TSNGjKg038CBA/XFF1+ooKDAO+3bb79VUVGRrrjiCknS6NGj9f777+utt97SqlWrdO+99+rGG2/UvHnzTsXmOSEcCgUAQBU1bdrU6RJgMPLjTrGxsXr55Zfl8XjUqlUrrVy5Ui+//LJ69OihWbNmaf78+TrrrLMkSZMnT1ZsbKxmzJihfv36adOmTerbt6/at28vSWrWrNkR1xEQEKCIiAh5PJ5jHh7Vq1cvhYaG6vPPP9dNN90kSZoyZYquvPJK1atXTyUlJXr22Wf1ww8/qHv37t51/vzzz3r77bd13nnnVeemOWHssQAAoIrKysqcLgEGIz/u9Le//U0ej8f7uHv37lq3bp1Wr14tPz8/devWzftc3bp11apVK2VkZEiShg0bpqefflpnn322Ro4caftwNz8/P1133XWaPHmyJKmwsFAzZ87UwIEDZVmW1q9fr6KiIl100UUKCwvz/rz//vvasGGDrXXbQWMBAEAVbdmyxekSYDDyc/oZNGiQfv/9d910001auXKlOnfurFdffdXWMgcOHKg5c+YoJydHM2bMUHBwsHr37q0DBw54D5GaPXu2li1b5v1ZvXq1o+dZ0FgAAADgjLdgwYIKj3/77Te1aNFCbdq00cGDBys8v3v3bq1du1Zt2rTxTouNjdXgwYM1ffp03X///frPf/5zxPUEBASc0F6rs846S7Gxsfr44481efJk9evXT/7+/pKkNm3aKDAwUJs2bVJCQkKFn9jY2JN5+9WCcywAAKiijh07Ol0CDEZ+3GnTpk267777dNdddyktLU2vvvqqXnzxRbVo0UJXXXWV7rjjDr399tuqVauWHn74YTVq1EhXXXWVJGn48OG65JJL1LJlS+3du1c//fSTEhMTj7ieuLg4FRQUaM6cOerQoYNCQkIUEhJyxHlvuOEGvfXWW8rMzNRPP/0kSQoJCZGPj49GjBihe++9V+Xl5TrnnHOUl5en+fPnKzw8XLfccsup2UjHwR4LAACqKDMz0+kSYDDy404333yz9u/fr65du2rIkCG65557dOedd0qSJkyYoE6dOunyyy9X9+7dZVmWvvrqK+8ehLKyMg0ZMkSJiYnq3bu3WrZsqTfeeOOI6znrrLM0ePBg9e/fX1FRUXruueeOWtPAgQO1evVqNWrUSGeffbYkqaSkRJL01FNP6bHHHtPo0aO96509e7bi42v2ZoR/5rEOX6AXOEn5+fmKiIhQXl5ejd5NND47u8bWBcBdshy+wdiCBQsqnMgJVMXpmp/i4mJlZWUpPj5eQUFBTpdTJT169FBycrL3PhJuVlBQcMRL2dpxrN9dVb7nsccCAIAqqu5BHWcW8gM7fH19nS7hqGgsAACoooSEBKdLgMHID+wIDAx0uoSjorEAAKCKli1b5nQJMBj5cZ+5c+cacRiUJBUVFTldwlHRWAAAAACwjcYCAIAqcvI68TAf+YEdAQEBTpdwVNzHAsb6NShI0dHRTpcBQ23fvp384KT5+PB3OZy80z0/XHD01PJ4PNW+zOr6nZ3eycZpbePGjU6XAIORH9hBfmDH6Zqfw/d0cPM5AKeDw/exqE6Hf2eHf4cniz0WAAAAsM3X11eRkZHKycmRdOgO0afir+tnupKSEvn5Vc9XeMuyVFRUpJycHEVGRtq+lC2NBYyVlJTkdAkwGPmBHeQHdpzO+Tl8iOnh5gLVz7Ksam/YIiMjq+XwYBoLGCsrK0tt2rRxugwYivzADvIDO07n/Hg8HjVs2FD169dXaWmp0+WcltavX1+t90Lx9/evtpvu0VjAWPv27XO6BBiM/MAO8gM7zoT8+Pr6uvoO0SYrLCxUUFCQ02UcESdvw1jBwcFOlwCDkR/YQX5gB/mBHW7Oj8fimmCwKT8/XxEREcrLy1N4eHiNrbe0tNT21Qtw5iI/sIP8wA7yAztqOj9V+Z7HHgsYKy0tzekSYDDyAzvID+wgP7DDzfnhHAvYdninV35+fo2ut7CwsMbXidMH+YEd5Ad2kB/YUdP5ObyuEznIicYCth0+CS02NtbhSgAAAHAq7Nu3TxEREcech3MsYFt5ebm2bt2qWrVq1diNcPLz8xUbG6vNmzfX6HkdOD2QH9hBfmAH+YEdTuTHsizt27dPMTEx8vE59lkU7LGAbT4+PmrcuLEj6w4PD+eDGSeN/MAO8gM7yA/sqOn8HG9PxWGcvA0AAADANhoLAAAAALbRWMBIgYGBGjlypAIDA50uBQYiP7CD/MAO8gM73J4fTt4GAAAAYBt7LAAAAADYRmMBAAAAwDYaCwAAAAC20VjAlQYPHiyPx6Nx48Ydd97XX39dcXFxCgoKUrdu3bRw4cIKzxcXF2vIkCGqW7euwsLC1LdvX+3YseMUVQ6nTJ8+XRdffLHq1q0rj8ejZcuWHfc1PXr0kMfjqfRz2WWXeedJTU2t9Hzv3r1P4TuBE473OfJnEydOrJSJoKCgCvNYlqXHH39cDRs2VHBwsHr27Kl169ad6reBGjZ69Gh16dJFtWrVUv369dWnTx+tXbv2mK/hcweHPfHEE5V+z61btz7maz755BO1bt1aQUFBat++vb766qsKzzv92UNjAdf5/PPP9dtvvykmJua483788ce67777NHLkSKWlpalDhw7q1auXcnJyvPPce++9+uKLL/TJJ59o3rx52rp1q6655ppT+RbggMLCQp1zzjkaO3bsCb9m+vTp2rZtm/cnPT1dvr6+6tevX4X5evfuXWG+jz76qLrLh4NO5HPkr8LDwytkYuPGjRWef+655zR+/Hi99dZbWrBggUJDQ9WrVy8VFxef6reDGjRv3jwNGTJEv/32m77//nuVlpbq4osvVmFh4VFfw+cO/qxt27YVfs8///zzUef95ZdfNGDAAN1+++1aunSp+vTpoz59+ig9Pd07j+OfPRbgIlu2bLEaNWpkpaenW02bNrVefvnlY87ftWtXa8iQId7HZWVlVkxMjDV69GjLsiwrNzfX8vf3tz755BPvPBkZGZYk69dffz0l7wHOysrKsiRZS5curfJrX375ZatWrVpWQUGBd9ott9xiXXXVVdVXIFzneJ8jfzVhwgQrIiLiqMsrLy+3oqOjreeff947LTc31woMDLQ++uijaqsb7pOTk2NJsubNm3fCr+Fz58w1cuRIq0OHDic8/3XXXWdddtllFaZ169bNuuuuuyzLcsdnD3ss4Brl5eW66aab9MADD6ht27bHnf/AgQNasmSJevbs6Z3m4+Ojnj176tdff5UkLVmyRKWlpRXmad26tZo0aeKdBzjs3Xff1fXXX6/Q0NAK0+fOnav69eurVatWuvvuu7V7926HKkR1O5HPkSMpKChQ06ZNFRsbq6uuukqrVq3yPpeVlaXt27dXWGZERIS6devG585pLi8vT5JUp06dE34NnztntnXr1ikmJkbNmjXTwIEDtWnTpqPO++uvv1b4XJGkXr16eT9X3PDZQ2MB1xg7dqz8/Pw0bNiwE5p/165dKisrU4MGDSpMb9CggbZv3y5J2r59uwICAhQZGXnUeQBJWrhwodLT0zVo0KAK03v37q33339fc+bM0dixYzVv3jxdcsklKisrc6hSVKcT+Rz5q1atWum9997TzJkz9eGHH6q8vFxnnXWWtmzZIkne11VlmTBfeXm5hg8frrPPPlvt2rU7odfwuXNm69atmyZOnKhvvvlGb775prKysnTuuedq3759R5x/+/btx/3Oc3ja0eY51fxqZC3AX0yePFl33XWX9/Hs2bP1yiuvKC0tTR6Px8HKYIK/5ufrr7/Wueeea2uZ7777rtq3b6+uXbtWmH799dd7/92+fXslJSWpefPmmjt3ri688EJb64SZunfvru7du3sfn3XWWUpMTNTbb7+tp556ysHK4KQhQ4YoPT39mMfI/xWfO2e2Sy65xPvvpKQkdevWTU2bNtW0adN0++23O1jZyWOPBRxx5ZVXatmyZd6fX375RTk5OWrSpIn8/Pzk5+enjRs36v7771dcXNwRl1GvXj35+vpWusLTjh07FB0dLUmKjo7WgQMHlJube9R5YJ6/5qdz5862lldYWKipU6ee0Ad5s2bNVK9ePa1fv97WOuEOJ/I5cjz+/v7q2LGjNxOHX2dnmTDL0KFD9eWXX+qnn35S48aNT+g1fO7gryIjI9WyZcuj/p6jo6OP+53n8LSjzXOq0VjAEbVq1VJCQoL3584779SKFSsqfFmMiYnRAw88oG+//faIywgICFCnTp00Z84c77Ty8nLNmTPH+9fETp06yd/fv8I8a9eu1aZNmyr8xRFm+Wt+goODbS3vk08+UUlJiW688cbjzrtlyxbt3r1bDRs2tLVOuMOJfI4cT1lZmVauXOnNRHx8vKKjoyssMz8/XwsWLOBz5zRjWZaGDh2qzz//XD/++KPi4+NP+LV87uCvCgoKtGHDhqP+nrt3717hc0WSvv/+e+/niis+e2rkFHHgJBzpqlAXXHCB9eqrr3ofT5061QoMDLQmTpxorV692rrzzjutyMhIa/v27d55Bg8ebDVp0sT68ccfrcWLF1vdu3e3unfvXlNvAzVk9+7d1tKlS63Zs2dbkqypU6daS5cutbZt2+ad56abbrIefvjhSq8955xzrP79+1eavm/fPmvEiBHWr7/+amVlZVk//PCDlZKSYrVo0cIqLi4+pe8HNed4nyN/zc2oUaOsb7/91tqwYYO1ZMkS6/rrr7eCgoKsVatWeecZM2aMFRkZac2cOdNasWKFddVVV1nx8fHW/v37a/z94dS5++67rYiICGvu3LnWtm3bvD9FRUXeefjcwdHcf//91ty5c62srCxr/vz5Vs+ePa169epZOTk5lmVVzs78+fMtPz8/64UXXrAyMjKskSNHWv7+/tbKlSu98zj92UNjAdc6UmPRtGlTa+TIkRWmvfrqq1aTJk2sgIAAq2vXrtZvv/1W4fn9+/dbf//7363atWtbISEh1tVXX13hyyZODxMmTLAkVfr5c17OO+8865ZbbqnwujVr1liSrO+++67SMouKiqyLL77YioqKsvz9/a2mTZtad9xxR4XGFaeHY32O/DU3w4cP987boEED69JLL7XS0tIqLK+8vNx67LHHrAYNGliBgYHWhRdeaK1du7am3g5qyJE+cyRZEyZM8M7D5w6Opn///lbDhg2tgIAAq1GjRlb//v2t9evXe58/UnamTZtmtWzZ0goICLDatm1rzZ49u8LzTn/2eCzLsmpm3wgAAACA0xXnWAAAAACwjcYCAAAAgG00FgAAAABso7EAAAAAYBuNBQAAAADbaCwAAAAA2EZjAQAAAMA2GgsAAAAAttFYAADOCB6PRzNmzHC6DAA4bdFYAABOG6mpqerTp88Rn9u2bZsuueSSE1oOTQgAVJ2f0wUAAFAToqOjnS7hpBw4cEABAQFOlwEAx8UeCwDAGeHPeyEOHDigoUOHqmHDhgoKClLTpk01evRoSVJcXJwk6eqrr5bH4/E+lqSZM2cqJSVFQUFBatasmUaNGqWDBw9WWMc777yjq6++WiEhIWrRooVmzZpVoY709HRdcsklCgsLU4MGDXTTTTdp165d3ud79OihoUOHavjw4apXr5569ep1ajYIAFQzGgsAwBln/PjxmjVrlqZNm6a1a9dq8uTJ3gZi0aJFkqQJEyZo27Zt3sf/+9//dPPNN+uee+7R6tWr9fbbb2vixIl65plnKix71KhRuu6667RixQpdeumlGjhwoPbs2SNJys3N1QUXXKCOHTtq8eLF+uabb7Rjxw5dd911FZYxadIkBQQEaP78+XrrrbdO8dYAgOrBoVAAgDPOpk2b1KJFC51zzjnyeDxq2rSp97moqChJUmRkZIXDp0aNGqWHH35Yt9xyiySpWbNmeuqpp/Tggw9q5MiR3vlSU1M1YMAASdKzzz6r8ePHa+HCherdu7dee+01dezYUc8++6x3/vfee0+xsbHKzMxUy5YtJUktWrTQc889d+o2AACcAjQWAIAzTmpqqi666CK1atVKvXv31uWXX66LL774mK9Zvny55s+fX2EPRVlZmYqLi1VUVKSQkBBJUlJSkvf50NBQhYeHKycnx7uMn376SWFhYZWWv2HDBm9j0alTJ9vvEQBqGo0FAOCMk5KSoqysLH399df64YcfdN1116lnz5769NNPj/qagoICjRo1Stdcc02l54KCgrz/9vf3r/Ccx+NReXm5dxlXXHGFxo4dW2kZDRs29P47NDS0yu8JAJxGYwEAOCOFh4erf//+6t+/v6699lr17t1be/bsUZ06deTv76+ysrIK86ekpGjt2rVKSEg46XWmpKTos88+U1xcnPz8GIIBnF74VAMAnFby8vK0bNmyCtPq1q1b4fFLL72khg0bqmPHjvLx8dEnn3yi6OhoRUZGSjp0Zag5c+bo7LPPVmBgoGrXrq3HH39cl19+uZo0aaJrr71WPj4+Wr58udLT0/X000+fUG1DhgzRf/7zHw0YMEAPPvig6tSpo/Xr12vq1Kl655135OvrWx2bAAAcwVWhAACnlblz56pjx44VfkaNGlVhnlq1aum5555T586d1aVLF2VnZ+urr76Sj8+hYfHFF1/U999/r9jYWHXs2FGS1KtXL3355Zf67rvv1KVLF/3tb3/Tyy+/XOHE7+OJiYnR/PnzVVZWposvvljt27fX8OHDFRkZ6V03AJjKY1mW5XQRAAAAAMzGn0cAAAAA2EZjAQAAAMA2GgsAAAAAttFYAAAAALCNxgIAAACAbTQWAAAAAGyjsQAAAABgG40FAAAAANtoLAAAAADYRmMBAAAAwDYaCwAAAAC20VgAAAAAsO3/A/MNpOFfrXFmAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ctpl.plot_bar_rankings(adata, \"EXP_x_CTR\", \"Listener\")" ] }, { "cell_type": "code", "execution_count": 18, "id": "602b0865", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ctpl.plot_bar_rankings(adata, \"EXP_x_CTR\", \"Mediator\")" ] }, { "cell_type": "markdown", "id": "79a9e36b", "metadata": {}, "source": [ "Including the Influencer, Listener and Mediator barplots reveals that Neural cells have the highest PageRank, Influencer, and Listener scores, indicating they engage in the most significant interactions in the EXP condition. However, their Mediator score is negative, suggesting a stronger mediating role in the CTR condition.\n", "\n", "In contrast, Myeloid cells show high negative scores across most metrics except for the Influencer score, emphasizing their importance in the CTR condition. These findings highlight the differing roles of these cell types in EXP versus normal states." ] }, { "cell_type": "markdown", "id": "8ea1f8f9", "metadata": {}, "source": [ "### Cell-Gene-Interaction Analysis Results\n", "\n", "The second part of the report deals again with the interactions on the gene level. Here, the procedure is similar to the one described in the last section for the cell-cell interactions and the analysis performed for the single conditions. First of all, we can look at the results of the topological rankings in the form of bar plots, again using the example of the pagerank:" ] }, { "cell_type": "code", "execution_count": 19, "id": "cb25839c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ctpl.plot_bar_rankings(adata, \"EXP_x_CTR_ggi\", \"Pagerank\", type=\"LR\", mode = \"cgi\")" ] }, { "cell_type": "markdown", "id": "3533134c", "metadata": {}, "source": [ "The plot highlights the ligand and receptor genes that play significant roles in different conditions. Notably, the top genes in both positive and negative directions are predominantly receptor genes. Specifically, the majority of positively scored genes are receptor genes from Megakaryocytes, while the top negatively scored genes are associated with Myeloid cells.\n", "\n", "Among the key receptors, ITGB1 is upregulated in Megakaryocytes, while ITGA1 is downregulated in MSCs. Additionally, the score of CXCR4 is also elevated in Megakaryocytes. For further insights, we encourage examining the other rankings. Given that we are focusing on pairwise interactions, our analysis will concentrate on the Influencer and Listener rankings:" ] }, { "cell_type": "code", "execution_count": 20, "id": "35e0eb06", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ctpl.plot_bar_rankings(adata, \"EXP_x_CTR_ggi\", \"Influencer\", type=\"LR\", mode = \"cgi\")" ] }, { "cell_type": "code", "execution_count": 21, "id": "f324f38c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ctpl.plot_bar_rankings(adata, \"EXP_x_CTR_ggi\", \"Listener\", type = \"LR\", mode = \"cgi\")" ] }, { "cell_type": "markdown", "id": "5598cf56", "metadata": {}, "source": [ "The top Influencer in EXP condition identified is TGFB1 in Megakaryocytes. Also COL1A1 and COL1A2 from MSCs rank high on the positive side. CXCL12 from MSCs as example has a negative Influencer ranking. In the Listener category, integrin receptors dominate, but there are also receptors as CXCR4 and LRP1 ranking high/low." ] }, { "cell_type": "markdown", "id": "e37623a2", "metadata": {}, "source": [ "### Follow-up Analysis\n", "\n", "Since we got a first impression of the data with the previous results, we can further deepen the analysis. For example, we had TGFB1 in Megakaryocytes, ITGB1 in Megakaryocytes, Fibroblasts and MSCs and CXCR4 in Megakaryocytes and Myeloid cells as interesting genes. With pyCrossTalkeR, we can look even more closely at the interactions involving these genes using Sankey plots. There are two ways to do this. First, we can regenerate the report again, this time passing a list of genes of interest. The second option is to plot only the Sankey plots for the genes of interests, without redoing the report:" ] }, { "cell_type": "code", "execution_count": 22, "id": "b65f63a8", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ctpl.plot_sankey(\n", " adata.uns['pycrosstalker']['results']['tables']['EXP_x_CTR'], \n", " target = \"TGFB1|L\",\n", " plt_name = \"TGFB1 ligand gene interactions EXP vs CTR\",\n", " threshold = 50)" ] }, { "cell_type": "markdown", "id": "a05aa6d1", "metadata": {}, "source": [ "In the Sankey plot, not all interactions involving the TGFB1 ligand gene are shown, but only those with a high score. The number of actual interactions can be controlled with the threshold parameter. In the example above 50 interactions are selected. Since we have only entered one target gene without any further information, we can now also see interactions originating from different cell types, here Fibroblasts, Megakaryocytes and MSCs. Furthermore, we now have a list of receptors with associated cell types with which the TGFB1 ligand can possibly interact. The list also includes the receptor ITGB1 in Megakaryocytes, which was also a gene of interest. The interaction between TGFB1 and ITGB1 has a positive score, which means it is enriched in the EXP condition." ] }, { "cell_type": "markdown", "id": "a0ed0ede", "metadata": {}, "source": [ "The third gene of interest was the receptor gene CXCR4 with a high importance in Megakaryocytes in the EXP condition and in Myeloid cells in the CTR condition. If we want to focus only on CXCR4 in Megakaryocytes and Myeloid cells, we can define a receptor_cluster value when running the Sankey plot function. Also, the number of interactions included is reduced by setting the threshold parameter to 15." ] }, { "cell_type": "code", "execution_count": 23, "id": "5b051497", "metadata": {}, "outputs": [ { "data": { "image/png": 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ggpH8BAAAAICazhjlr/hVhRtXKrL3lQrp3IOh8EA5FNgcWpWcrY2HcuU0no4GQGUg+QkAAAAAXsJZkKfMr6Yrf9VSRQ0YqoD6jT0dElAtOZxGa1NytCo5WzaynoBXI/kJAAAAAF7GuneHDr39lEK79VLkhYPkExzi6ZCAasEYo91Zhfp9d6Zyiu2eDgdAFSD5CQAAAADeyBjlL1uowg0rFNn3qsOrwlssno4K8JjMQpt+252hfdlFng4FQBUi+QkAAAAAXsyZn6vMOVOU/9diRQ+8Qf7xDT0dElCliu1OrUzO0vqDzOsJ1EbMgA0AAAAAtYB1z3YdfOtJ5fwyT8bBcF94P2OMNh/K1SdrkrU2hcQnUFvR8xMAAAAAaguHQzk/f6nCjSsVPWgECyLBa6XkFmnp7kyl5Vs9HQoAD6PnJwAAAADUMraUvTr0ztPK/mmOjN3m6XCACpNvtevn7Wn6cuNBEp8AJNHzEwAAAABqJ6dTub9+q8JNqxQ9aIQCGzX3dETAKXM4jdam5GhlcrbsjG8HcASSnwAAAABQi9lTDyj1vWcVdl4fRVxwmXwCAj0dElBuxhjtzirU77szlVPMXLZHMsYoIyVZRQX5lXaM7ADfkyq/fv36SopEslgsiomJUb169SrtGKiZSH4CAAAAQG1njPJ++15Fm1cr+vLhCmx6hqcjAk4os9Cm33ZnaF92kadDqVacDofmvf+qln33udIOJHs6HDcdOnSo9GN07NhRY8eO1U033VTpx0LNQPITAAAAACBJsmccUuqUFxR69gWK7H2lfAKDPB0SUIrDabRqf7ZW7c9mBfcyzHj6fv05f45uvfVWDRgwQLGxsbJYLJ4Oq9I5nU7t3btXs2bN0siRI5WXl6e77rrL02GhGiD5CQAAAABwk79soYq2rlWdK29WYJNWng4HcDmUV6xFf6crs5CFuspyYOd2/f7t53rrrbd02223eTqcKnfeeedpyJAhuu222zRu3DjddtttCggI8HRY8DBWewcAAAAAlOLISlfqlBeU/eMcGTtzKcKzbA6nft+dobkbUkh8Hseaxd8rNCxMw4cP93QoHmOxWDR69GhlZWXp119/9XQ4qAbo+QkAAAAAKJsxyl38rYp2bFCdK2+Wf1x9T0eEWig5u1C/7sxgQaNyyDp0UE2bNlVQUO2esqJNmzaSpH379nk4ElQH9PwEAAAAAByXbf9uHXr7KeUtWyhjmGQRVaPY7tQvf6dr3uZDJD7Lyel0yN/f39NheFzJNXA4HB6OBNUByU8AAAAAwAkZm1VZ38xS+szX5MjN9nQ48HK7Mgv06dr92pya5+lQcIosFovmzp1b7vIjRozQoEGDjlumV69eGjt27GnFhdqH5CcAAAAAoNyKtq3XwTcfV+GmVZ4OBV6o0ObQj9tStWBrqgps9NqrKCNGjJDFYtHtt99e6rnRo0fLYrFoxIgRVR/YEV599VVNnTrVozHAO5H8BAAAAACcFGdBntI/flMZX06Ts7jI0+HACxhjtC0tT5+u3a8dGQWeDscrJSQk6OOPP1ZhYaFrW1FRkWbNmqXGjRt7MLLDIiMjFRUV5ekw4IVIfgIAAAAATknByiU6+NYTKt67w9OhoAbLK7Zr/tZU/bwjXUV2p6fD8VpdunRRQkKCvvjiC9e2L774Qo0bN1bnzp1d26ZPn66YmBgVFxe77T9o0CDdeOONrsdffvmlunTpoqCgIDVv3lzjx4+X3X7suVnXrVunCy+8UMHBwYqJidGtt96qvLz/TWtw9LD3/Px8DRs2TGFhYapfv75eeuml0zl91GIkPwEAAAAAp8yRkarU959Tzi/fyDhJXKH8jDHacDBXn67drz1ZhSfeAadt5MiRmjJliuvxBx98oJtuusmtzJAhQ+RwOPTVV1+5th06dEjffPONRo4cKUlavHixhg0bpn//+9/auHGj3n77bU2dOlVPP/10mcfNz89Xv379FB0dreXLl2v27Nn68ccfNWbMmGPGet999+mXX37Rl19+qe+//16LFi3SypUrT+f0UUuR/AQAAAAAnB5jlPPzXKV9+KoceTmejgY1QHaRTV9vOqgluzJkcxpPh1Nr3HDDDVqyZIl2796t3bt3a+nSpbrhhhvcygQHB2vo0KFuSdIPP/xQjRs3Vq9evSRJ48eP14MPPqjhw4erefPm6tOnj5588km9/fbbZR531qxZKioq0vTp09W+fXtdeOGFmjRpkmbMmKGDBw+WKp+Xl6f3339fL774oi666CJ16NBB06ZNO27PUuBY/DwdAAAAAADAOxTv2KiDk59QnatuUVCzRE+Hg2rIaYzWHsjRin3ZchiSnlUtLi5OAwYM0NSpU2WM0YABAxQbG1uq3KhRo9StWzclJyerYcOGmjp1qmvRJElas2aNli5d6tbT0+FwqKioSAUFBQoJCXGrb9OmTTrzzDMVGhrq2tajRw85nU5t2bJFdevWdSu/Y8cOWa1WnXPOOa5tderUUevWrSvkOqB2IfkJAAAAAKgwzrxspU2bqIikSxWedKksPgw4xGHp+VYt2pmutHyrp0Op1UaOHOkabv7GG2+UWaZz584688wzNX36dPXt21cbNmzQN99843o+Ly9P48eP15VXXllq36CgoMoJHDhFJD8BAAAAABXLGOUs+lrFu7epzuCb5Rse5emI4EEOp9HK5GytPpAtRrh7Xv/+/WW1WmWxWNSvX79jlrvlllv0yiuvKDk5Wb1791ZCQoLruS5dumjLli1q2bJluY7Zpk0bTZ06Vfn5+a7en0uXLpWPj0+ZvTlbtGghf39//fnnn66V6DMzM7V161YlJSWdzOkCzPkJAAAAAKgcxTs36+DkJ1S0Y6OnQ4GHpOQW67N1B7RyP4nP6sLX11ebNm3Sxo0b5evre8xyQ4cO1b59+/Tuu++6FjoqMW7cOE2fPl3jx4/Xhg0btGnTJn388cf6v//7vzLruv766xUUFKThw4dr/fr1Wrhwoe666y7deOONpYa8S1JYWJhuvvlm3Xffffr555+1fv16jRgxQj70JMcp4F0DAAAAAKg0zvxcpc14Rdk/zZFxODwdDqqIw2n0555MfbkxRVlFNk+Hg6NEREQoIiLiuGUiIyM1ePBghYWFadCgQW7P9evXT/PmzdP333+vbt266dxzz9XLL7+sJk2alFlXSEiIFixYoIyMDHXr1k1XXXWVLrroIk2aNOmYx3/hhRfUs2dPDRw4UL1799a//vUvde3a9aTPFWDYOwAAAACgchmj3F+/VfHu7Yq56hb5RkR7OiJUosxCm37enqa0Aub2rC6mTp163Ofnzp1b5vbk5GRdf/31CgwMLPVcv379jjts3hy1oFWHDh30888/lzvGsLAwzZgxQzNmzHBtu++++465P3As9PwEAAAAAFQJ6+6th4fBb1vv6VBQCYwxWp+So8/XHSDx6UFHJx1PRWZmpubMmaNFixZp9OjRFRBV1XI6nZ4OAdUIPT8BAAAAAFXGWZCntA9fVfi/+iviwstl8eW21BvkW+1a9He69mUXeTqUWi04NEzbU9NkjJHFYjnlejp37qzMzEw999xzZS5IVN2lpqZKOjx0H+C3DAAAAACgyuUumX94Nfght8ovso6nw8Fp+DsjX7/uzFCxnd52ntaq8zlaMOMtrV69Wp07dz7lenbt2lVxQXnA119/LR8fH/Xs2dPToaAaYNg7AAAAAMAjrHt36NDkJ1S4ZY2nQ8EpsNqdWrgjTT9sSyPxWU0kduuhmHoNNeTqa/Tnn39WyBD4msRms2nu3Lm69957NWDAgDJXkkftQ89PAAAAAIDHOAvzlT5rksLO66PI3lfK4sdtak1wILdIC3ekKbfY4elQcAQ//wCNnTRLr/37Rp177rmKiYlVnZg6pzUE/vgsstvKP79rQEBAJcUhORwOpaSkKDc3V0lJSZo5c2alHQs1C79VAAAAAAAel/f7D7Lu+1sx19wu3/AoT4eDY3A4jf5KztLq/TmqXX0Ka464Rk00/tOF2rb6T21btUxFBfmVdqxAXx99M+Ptcpe/5557Ki0Wi8WimJgY9e/fX2eeeWYlJnxR05D8BAAAAABUC9a9O3Tw7acVc83tCkxo4elwcJTMQpt+3p7GSu41gI+vr1p37a7WXbtX6nEiAv1OKvn54osvVmI0QNmY8xMAAAAAUG04c7OUOuUF5a341dOh4B/GGK1PydXn6w6Q+ARQ49DzEwAAAABQvTgcyvp6hmz7dyvqkmtl8fP3dES1Vr7Vrl/+Ttfe7CJPhwIAp4TkJwAAAACgWsr/61fZDiUr5urb5RsR5elwap2/Mwq0eGe6iljJHUANxrB3AAAAAEC1dXge0KdUvGe7p0OpNawOpxb9naYftqWS+ARQ45H8BAAAAABUa868bKVOfVF5y3+RMawxXplScov02boD2pJaeSuEA0BVYtg7AAAAAKD6cziUNe/Dw/OADriOeUArmMNp9FdyllbvzxHpZQDehOQnAAAAAKDGyF+5WLZD+xRzzR3yjYj2dDheIbPQpp93pCktn5XcAXgfhr0DAAAAAGoU676dh+cB3b3N06HUaMYYbTyUqy/WHyDxCcBrkfwEAAAAANQ4zrwcpU59SXnLFjIP6Ckotjv04/Y0Ld6ZIbuT6wfAezHsHQAAAABQMzkdyvpmlqz7dyt6wPWy+DMPaHmk5Bbpp+1pyrM6PB0KAFQ6kp8AAAAAgBqtYNVS2Q4lK+aaO+QXWcfT4VRbTmO0en+OVuzLYlEjALUGw94BAAAAADWeLXmXDr39lIp3bfV0KNVSvtWubzYf0nISnwBqGZKfAAAAAACv4MzPVeq0icr74yfmAT3CnqxCfbbugPbnFHk6FACocgx7BwAAAAB4D6dDWd99LOuB3Yq+9AZZ/AM8HZHHOJxGf+7N1LqUXE+HAgAeQ/ITAAAAAOB1Clb/Ltuh/YfnAY2K8XQ4VS67yKYft6UprcDq6VAAwKMY9g4AAAAA8Eq2/bt16O2nVLRzi6dDqVJbU/P0+boDJD4BQCQ/AQAAAABezFmQp7TpE5X7+49ePw+o1eHUzzvStPDvdNmc3n2uAFBeDHsHAAAAAHg3p1PZ8z+R/dB+RQ0YKouf990Kp+YX66ftacousns6FACoVryvxQcAAAAAoAz5KxfLlnFQMVffLt/QcE+HUyGMMVqXkqs/92aKzp4AUBrD3gEAAAAAtYZ111YdeneCbIf2ezqU01Zoc2j+1lT9vofEJwAcC8lPAAAAAECt4shM1aH3nlXhtnWeDuWUJWcX6bN1B7Qnq9DToQBAteaVw97//vtvffrpp1q6dKny8vLKtY+vr2+567962jypHBNlh/r76uyEurq0XXMlRHnHkAoAAAAA8AamuFDpM19XZN8hCjuvtywWi6dDKhenMVqxL0ur9ud4OhQAqBG8Lvk5f/58DRo0SD4+PkpKSlKDBg3K9Uvs2muvrdA4jDFKT0vTy7/+qom/rtIH1/RRz+YNK/QYAAAAAIDTYIyyF3wqW+p+RQ+4vtovhJRbbNdP29N0MK/Y06EAQI1RvVv2k5Senq5Bgwapb9+++uijjxQaGurpkJSbm6trrh6imz/5USv+c50iggI8HRIAAAAA4AgFK5fInn5IMddU34WQ/s7I1y9/Z8jqcHo6FACoUbxqzs+5c+fKarXqnXfeqRaJT0kKDw/X2++8q0KbTT9u3e3pcAAAAAAAZbDu3qpD7z4j26FkT4fixu50avHOdP2wLY3EJwCcAq9Kfv71119q37696tWr5+lQ3CQkJKh1y5ZaeyDN06EAAAAAAI7BkZl2eCGkrWs9HYokKbPQpjkbUrTxUPnWsgAAlOZVyc/CwkKFh1fPIQrh4eEqtNk9HQYAAAAA4DhMcZHSZ01S7tLvZcqx0G1l2ZKapy/WH1BGgc1jMQCAN/CqOT8lVd8V+qprXAAAAAAAd8Yo+/vZhxdCuvSGKl0IyeZwasmuDG1Ny6+yYwKAN/Oqnp/HM2LECFksFt1+++2lnhs9erQsFotGjBghSUpNTdUdd9yhxo0bKzAwUPXq1VO/fv20dOlSt/1WrVqlIUOGqG7dugoKClKrVq00atQobd26tSpOCQAAAABQiQpWLVXq9Ily5OdWyfHS8636Yv0BEp8AUIFqTfJTOjz35scff6zCwkLXtqKiIs2aNUuNGzd2bRs8eLBWrVqladOmaevWrfrqq6/Uq1cvpaenu8rMmzdP5557roqLizVz5kxt2rRJH374oSIjI/Xoo49W6XkBAAAAACqHdfc2HXrnadkOVt5CSMYYbTyYqzkbDiiriOnSAKAied2w9+Pp0qWLduzYoS+++ELXX3+9JOmLL75Q48aN1axZM0lSVlaWFi9erEWLFikpKUmS1KRJE5199tmuegoKCnTTTTfpkksu0Zw5c1zbmzVrpnPOOUdZWVlVd1IAAAAAgErlyErXofcmqM5VoxTc+swKrbvY7tSvO9P1d0ZBhdYLADisVvX8lKSRI0dqypQprscffPCBbrrpJtfjsLAwhYWFae7cuSouLi6zjgULFigtLU33339/mc9HRUVVaMwAAAAAAM8y1mKlf/SGcpcuqLCFkA7lFevz9QdIfAJAJap1yc8bbrhBS5Ys0e7du7V7924tXbpUN9xwg+t5Pz8/TZ06VdOmTVNUVJR69Oihhx9+WGvXrnWV2bZtmyQpMTGxyuMHAAAAAHiIMcr+/jNlfjlNxn7qq7AbY7T2QI6+3Jii3GKGuQNAZapVw94lKS4uTgMGDNDUqVNljNGAAQMUGxvrVmbw4MEaMGCAFi9erD/++EPfffednn/+eb333nsaMWLEqX3L5+MjxxndZG5/WiF+Pgr1s8jPhxXgAaAiLP2/N2Xx9y9XWUd+riL7X13JEQHAsRljJOOUHA7JefjHGKfkdB7e7vq/Obzd7Tnj+r85opyOKmeOKKejyplj1Pe//RxH1WlkjENymv/tI1NyMkefXMl/yth2dHkjGckvrk65r51PSKCi2idKFh/JYvnfv77+MrLIaXfKWVwsR36+bDnZcuRklY4RqAAFq5bKnn5QMdfeKd/Q8JPat9Dm0KK/07Unq/DEhYEq5udjUWiAr0L9fRXs7yN/Xx8ZSRZJTmNkdRgV2R0qtjtljBQS4OvpkIETqnXJT+nw0PcxY8ZIkt54440yywQFBalPnz7q06ePHn30Ud1yyy167LHHNGLECJ1xxhmSpM2bN+u8884r1zGNpOR8h77d879fcIG+PocblQBfhQb4KeSf/4cF+CnU31fhQX4K8K11nXMBoFKd7A0KAO9gnE7JaZccdhmH45//O2SO3OawH05E/vPv4e3H2PZPHf+r63//d6vfYS+zXhzB6Sh3UT9fX5nCY6+67fPPj1+AFBgbIsWFyRIUKvkHyfj4yWl3ypaVpeID+2Ss1tOPHbWadc92HXrnacUOHSP/uo3Ktc+BnCL9tD1N+bbyv++ByhAV5KeY0ADFhgQoJiRAYYF+8rVIaQVWpedblVZg1YG8Ytkcx/8CyYdOXagBamXys3///rJarbJYLOrXr1+59mnbtq3mzp0rSerbt69iY2P1/PPPuy14VCIrK6tc834WO5wqLnQqo/DYwyVC/H0VFeynyCB/RQX5KyrYX5FBfgoP9JOPhUYGAABUX65ehA6bjN1++N+SZODRicUjE4cOe+kk4rGSlGUlJ49KXMphp/dfbWWch5Ol/yRMfSQF+kmBjeNlCasj4xsoe0Ghig+lyJ6e5tlYUSMdXgjp2RMuhOQ0Rqv3Z2vFvmzRGqEqWSRFB/srNjTA9RMTEqAAXx8ZY5RVZNOerEKtOZCtQ/l8KQTvVCuTn76+vtq0aZPr/0dKT0/XkCFDNHLkSHXs2FHh4eFasWKFnn/+eV1++eWSpNDQUL333nsaMmSILrvsMt19991q2bKl0tLS9Omnn2rPnj36+OOPKyTWAptDBTaH9ue4L77kY5EiAv0VFeynqGB/xYYEKC40QOGBfrKQFAUAAEc5nIi0S3a7jMP2v+SgvSQhWZKgPDJJ+b9trn3stiOSl+7b3Pex0cMR1ZcxMrnpkg7fEPlFBUp1W8kSHCGH3ciWmamivbtImqNcShZCiuwzWGHd+5a6HyuwOvTzjjQl5xR5KELUJr4WqV54kBKiglQ/PEh1Qvzl5+M+ojS7yKY1B7K1M6NAeVZ6IcP71crkpyRFRESUuT0sLEznnHOOXn75Ze3YsUM2m00JCQkaNWqUHn74YVe5yy+/XL/99psmTJigoUOHKicnRwkJCbrwwgv11FNPVXr8TiNlFdmUVWSTMt2H0pd8mxP3z78RJEQBAKhWjDHuSUb7/3pEGofNLUHpnlwsO2l5uIx7z8qy6gFwHMUFMsUFh3uH+kuBbVpIwVGyZeeqYOf2w72TgWP5ZyEkW1qKogdcL4vf4VvtfdmF+nl7mgrtTg8HCG8WFeSnRlHBSogMVv3wQPmXMX2e3eHUzswCbUvLV0pecRm1AN6r1iQ/p06detznS4a0S9KECRM0YcKEE9Z51lln6fPPPz/NyCpWscOp5Jwit28VA/5JiMYdkRQlIQoAwGHGOA8nBo/uEVnWUO0je0keIzHpXk8ZiUm77aTmOATgIcWFUnGh/CVFtmwsS1iMbPkFKtj5t0wxPfhQtoKVS+TISFX01bdrZYZNq/bneDokeKEAX4saRgSrUVSQEiKDFR547NROXrFd6w/maFt6/gnn7wS8Va1JftZmVodT+3OKtN8tIWpRbEiAYkMDFRcWoPrhgQoN4O0AAKgaJXMy/m8ux//N6XjkNrc5II+cy9FZetux6nDV5bCXXS+JSAAnYrfKZB2Qn6SIxvGyRMTKVmRX0e6dcuQdewEm1E5ZKQe06PcNygiv5+lQ4EWC/HzUIiZUzeuEqG5YoHxPsNBQVqFN61JytD0jnxk8UOt5VbYrICBARUXV81vYoqIihfn7ezoMF6vDaH9usfbn/q+7e1SQvxpGBqlhRJAaRAQq0M/3ODUAAGoKY5yS0ykZ5zEXlylrsRi3BWXKlaQ8Msl4nCSl08E8egBqLqdDJuug/CSF1YuUJaKVrPmFKti25XBbi1rtYHwrrek4ULaAEE+HAi/g72NR0zohahkTqoYRQSdMeEpSWr5Va1OyteuI6fFQMxQVFclqrZxFpwICAhQUFFQpddcEXpX8bNWqlaZPn668vDyFhYV5OhyXrKwsbdu6Ve36DPZ0KMdVMofohoO5skiKDQ1Qw4ggNYwMUt2wsucNAYCqYpwOmcI8meICVyLPOB2S0ynfOvVkCSzfTYYjI0WmME8qWWvVLQln/tls/tl8/DL/+9f8E09JgtH5T4LvqG3//GuOfvxPWde2kv2O2rdUuSPrcjqPOt4RZQEAlcMYmeyDh4fGJ7aQCYxQwa5dsmemezoyVDGHj6+2tL5QO5ud4+lQUMP5WKSEyGC1jA1Vk6jgct+H51vtWrEvSzsyCio5QlSGoqIixQSHqUCVMyKpXr162rlzZ61NgHpV8nPw4MG677779Oyzz1bJokPlYYzRM888I6vVqs4X9Pd0OOVmJKXmW5Wab9XqAznysUh1wwJdPUPjQk/czR4AystYi+TMy5QpyJWzMFemIPeI/+ccflyUf8z9B0yYpsWbd5XrWAWLPpF998YKihwAgH8UF8hSXKDQOkGyNO8ia26hCrbTG7Q2yA+J1srOVyonsr6nQ0EN1iA8UC1jQ9WsToiCTmIUps3h1LqUHK07mCuHk5E1NZXValWBHLpeDRWgiu14ZpVTM1OSZbVaSX56g2bNmumpp57S//3f/+mnn37SJZdcojp16nhkYR9jjNLT0/X1vHlasXy5rhzzkKLja+4vQ6eRDuQW60BusVYoW/4+FtWPCHL1DK0T7M8CSgDKxRQVyJFxQI6MA3JmHJAj/YBMboanwwIAoMKYrMO9QaPatJQzIEIFu3bSG9RL7WvQQevb95fDL9DToaAGCvLzUWJcmNrWDT/uokVlMcZoR0aBVuzLUoGN+cu9RbB8FGCp2OSnLzlx70p+StIjjzyixMRETZ8+Xa+88ory8vLKtZ/NZiv3MXz9yjd3Z3BoqFqc2U23P/e2OiX1K3f9NYHNabQnq1B7sg7PIxLk56MG/yRCG0YEsZo8AEmSszBXzvR/Ep3//Gvysz0dFgAAVcIU5ctSlO/qDVqckaPCnds9HRYqgN03QOvb9Vdyo46eDgU1UHxogNrVDVfzmFD5ncKIyoN5xfpzT6bSCipnfkjA23hd8lM6PPx98OCTm1/zZBJ1by7ZKnqTuyuyO/V3RoH+/md+kbAAXzWMDFLjqGAlRJZ/nhIANZtx2OQ4uEf2/dvl2L9dzqxUT4cEAEC1YLIOKsBHCuzUUdZ8qwq2bfZ0SDhF2RH1tLLzlSoIrePpUFCD+FqkFjGhal83XHFhp9ZTuNju0B97MpnX04v5WizyreCOZL6yuJYyqK28MvkJz8uzOrQlNV9bUvPla7GoUWSQmtYJUZOoYAX7s4o84C2MMXJmp8mxf7vs+3fIcXDX4dW8AQBAmUxu+uEh8We2l80q5W/ecNTCeqiujKSdTc/W5sSLZHy4p0H5hAf6qW18mBLjwhR0GvfCyTlFWrwznSHuwCkg+YlK5zBGu7MKtTurUBZJ9cID1axOiJpGh5z0vCYAPM9Yi2Q/8Lccydtl379dpiDH0yEBAFDjmLxM+UmKap8ouwlQ3qb1koOkRnVVHBCiNR0HKjW+ladDQQ3RKCJI7euFKyEqWD6n0ZPP7jT6KzlLGw7mVmB0qK58LId7CVdonRI9Pz0dAGoXo/8tnPTb7kzFhgSoaZ1gNY0OYdEkoBozDpvs+7bJvnOd7Pu2Sk5uzgAAqAimIEe+kiITW8jpF6q8TRtkrMzjV52kxTTV6jMvV3FQuKdDQQ3QLDpEnRtEnPLQ9iNlFFj1y850ZRaWf40SAKWR/IRHpRVYlVZg1Yp92YoI9FPT6BA1qxOs+LDA0/p2DMDpM06nHAd3yfb3Wtn3bJJsxZ4OCQAA71WULx/lK6JFgpyBUYeToMVFno6qVnNaLNraKkk7WvSQuDfBcVgktYwNVef6EYoOCTjt+owx2ngoVyv2ZclRy3vs1TaVNudnLUfyE9VGTrFda1NytDYlR8F+PmoSHaJmdULUMCJIvqewAh6Ak2eMkTN9v2w718m+a71MYZ6nQwIAoHaxFsnHmqKI5o3k8AtT3oZ1jLjwgILgSK3qNEhZ0QmeDgXVmI9FSowL05n1IxQR5F8hdeZb7Vq8M0P7c/nyA6goJD9RLRXandqcmqfNqXny97EoISpYzeqEKCEyWIF+rBwPVDRnXqZs21fLtnOdTG6Gp8MBAADWQvlaCxXV7gzZbBblb97o6YhqjQP1ErW2w6Wy+wd5OhRUU34+FrWND1fH+uEKDai4tMquzAIt3ZWhYoezwupEzeJbCXN+sjwbyU/UADan0d8ZBfo7o0A+FqlhxOGV45tHh5zWanlAbWeMU479O2TdslyOfVs9HQ4AACiDKcg5vDBSp44qyspX0a4dng7Jazl8/LSxbR/tadzV06Ggmgrw9VH7euHqUDe8Qu9FrQ6n/tyTqW3p+RVWJ2omhr1XDpKfqFGcRtqbXaS92UVauitDCZHBahkbqiZRwfL3pUcoUB6muFC2Hatl3bKcXp4AANQQJjddgb5SUNcuyt93QLaDBzwdklfJDYvTys5XKC883tOhoBry87GoY70IdawfUeEjEXOKbPphe6qyi+wVWi+A/yH5iRrLaaTdWYXanVUofx+LmtUJUcuYUDWMDGKxJKAMjowDsm1eLtvOtZKDP64AAKiJTNZBhYT7So3OUt72HXJkZ3o6pBrNSNqT0EUb2/aR07di5myE9/CxSG3jw9W5YaRCKmHU4YGcIv28I41h7nBh2HvlIPkJr2BzGm1Ny9fWtHwF+/uoRZ1QtYoNVVxogCwkQlGLGYdd9j2bZNu8TI7UvZ4OBwAAVARjpKwDCqsbIdOiuXI3sDL8qbD5BWlthwFKqd/G06GgGmoVG6qzGkZW2EJGR9uSmqff9mTIsJo7UOlIfsLrFNqcWn8wV+sP5ioyyE8tYw4nQiMr6ZcWUB0Za6GsW5bLtulPmSLmDgIAwCs57LJkpyiyZWPZHAHK37ze0xHVGBlRjbS68xUqDI70dCioZppEBatbQpRiQgIqpX6nMVq+L0sbDuZWSv2o2Zjzs3KQ/IRXyy6y66/kbP2VnK240AC1jAlVy5hQhQTQ8RveyVmYJ9umP2TdslyyFXs6HAAAUAVMUb78lK+oLp0Pzwd6KMXTIVVbRhZtb9Fd21olyfiwZgD+p354oM5OiFK98KBKO4bV4dQvf6dpbzY9tYGqRPITtUZqvlWp+Vb9sSdTDSOC1DI2VM2iQxRQwRNWA57gzM+WdcNvsm37i/k8AQCopUz2IYVE+Ms0Oku569fKWK2eDqlaKQoM0+ozByk9tqmnQ0E1EhPir7MTopUQGVSpU6blFtv14/ZUZRbaKu0YqPkskio6Q0G/T5KfqIWMpH05RdqXU6TFlgw1iQ5Wq9hQJUQGy9eHZgE1izMnXdb1S2T7e43kZKJ0AABqPeOUJfuAIls1k9Xuq4ItGz0dUbVwoG5rreswQLaAEE+HgmoiyM9H5yREqXVcWKWvE3Ewt1g/7UhVkZ2/1wFPIPmJWs1hjP7OKNDfGQUK9PVR85gQtYoJVb3wQBZKQrXmyEyRdd0S2XdvELOkAwCAo5miPPlLiurSRXl79sqelurpkDzC5hegjW37aV+jMz0dCqoJH4vUrm64ujaMUmAVjALcnp6vJbvS5eRPdpQDc35WDpKfwD+KHU5tOpSnTYfyFBHop8S4MJ0RF6rQAD4mqD4c6ftVvGaRHPu2ejoUAABQA5jsgwqNDpZJOEs569dIttoz5DYjupFWn3m5CkOiPR0KqolGkUHq3qSOooMrfzFcY4z+Ss7W2pScSj8WgOMjqwOUIafYrmX7srR8X5YSooKVGBemxlEMi4fnOLPTVLz6Z9l3M3QNAACcJKdDlpwDimrdQsWFRoU7tng6okrltPhoa6vztaNFd8nC/P6QIgL9dF6TaDWJCq6SEX5Op9EvO9O1M7Og0o8F7+JrOfxToXVWbHU1EslP4DiMpD1ZhdqTVahgfx+dERum1nFhVfJNISD9s5DRml9k27GK4e0AAOC0mMJcBUgK6HqWcjZukinM93RIFS4vNEarO12u7MgGng4F1YCfj0VdGkaqY72IKuvIYncaLdyRpr3ZhVVyPHiXw8nPih72DpKfQDkV2pxacyBHaw7kqF5YoFrHh6lFnRD5+/JtMiqeKSpQ8frFsm1eJjkdng4HAAB4k6wDimjWQDa7nwq2bvJ0NBXCSNrdpKs2JfaW05eOCpBaxYTqnMZRVTqNmc3h1E/b07Q/t6jKjgngxEh+AqcgJa9YKXnF+m1XhlrEhKp1XJjqhgWwSBJOm7EVy7rpD1k3/CbZij0dDgAA8FbFBYcXROp6lnK3bJEjL9fTEZ2yosAwre1wqVLjW3o6FFQDsaEB6tGkjuqFB1bpca0Op37YlqqDefwNj1PHsPfKQfITOA02p9Hm1DxtTs1TdLC/WseF6YzYUAX707zg5BiHXbZtf8m69leZIu8bggYAAKonk3VAYQnxsquJ8jet93Q4Jy2lbmut7TBAtoAQT4cCDwv289HZCdFqHRda5Z1Siu0OLdiaqrQCa5UeF0D5kPwEKkhmoU1/7MnUsr2ZahIVosT4MDWKDJIPvUFxHMYY2XetV/Gqn2TysjwdDgAAqI2sRfJTkaK6dlXu9h1yZGd5OqITsvsGaEPbvtqX0MnTocDDfCxS+7rh6tIwSoF+VT8lWaHNoflbDymz0Fblx4b38bVYKmHOT3ISJD+BCuY00s7MAu3MLFCov6/OiAtVYlyYIoKYewjuHOn7VbzsOzlS93o6FAAAAJmsFIXVryN7o8bK37DW0+EcU0ZUI60583IVhEZ7OhR4WKPIIHVvUsdjC9LmW+36bssh5RTbPXJ8AOVD8hOoRPk2h1btz9Gq/TlqEBGoxLgwNasTIj8fFkmqzZxF+bKu+km2bSs9HQoAAIA7W7H8bMWK6tJZeTv3yJ6Z7umIXJwWH21rdb62t+guWfh7ujYL8vNR9yZ11DImxGPrLuQU2zV/y0HlWVmcFBXHpxLm/DzZ1nLChAn64osvtHnzZgUHB6t79+567rnn1Lp164oNrAqR/ASqyP6cYu3PKVbArgy1jAlVYnyY4kKrdhJueJZxOmTbvEzFaxaxmBEAAKjWTPYhhcZHyF6/gfI3rvN0OMoLraPVZw5SdlQDT4cCD2sRE6IeTep4dJ2FrEKb5m89pAIbiU94n19++UWjR49Wt27dZLfb9fDDD6tv377auHGjQkNDPR3eKSH5CVQxq8No46E8bTyUp5gQfyXGhallbKiC/FgkyZvZ929X8fL5cmaneToUAACA8rFb5WfPUFTXs5S9cZNMYdUvymgk7W7cVZva9JbTl2mkarMQf1/1bFZHTaM9u7hVRoFV87ceUpHd6dE44J0qc87PnJwct+2BgYEKDCzdIWv+/Pluj6dOnar4+Hj99ddfOv/88ys0tqpC8hPwoPQCm5buztQfezLVtE6IEuPC1DAiyGNDN1DxnLkZKl6xQPa9WzwdCgAAwCkxWQcU0byhrIVGhX9vq7LjFgWEam3HgUqNb1llx0T1lBgXpnMbR3tkQaMjpeYXa8HWVFkdJD5R8yQkJLg9fuyxx/T444+fcL/s7GxJUp06dSojrCpB8hOoBhxG2pFeoB3pBQoP9FXr2DC1jgtTWCAf0ZrK2IplXbdY1o2/S06GwwAAgBquKF8BFimgy1nKXrdaslXuAi8pdc/QuvYDZA2smUMsUTEiAv10frM6ahgZ7OlQlF5g1YKth2R1GE+HAi/mWwlzfpaMMd27d68iIiJc28vq9Xk0p9OpsWPHqkePHmrfvn3FBlaFyKwA1UxusUMrkrO1IjlbCZFBahMfribRwfKhN2iNYIyRfec6Ff/1g0xhrqfDAQAAqFjZBxTVNlEFhzJlPZBc4dXbfQO0sW0f7U3oXOF1o+awSOpQL0JnNYqUv6/nF7fKLrKR+ESNFxER4Zb8LI/Ro0dr/fr1WrJkSSVFVTVIfgLV2N7sIu3NLlKIv68S48PUht6g1Zojfb+Kln0nZ+peT4cCAABQaUxepoLDfBR4Zhflrl0lmYpJCKXXaaK1HS5VQWh0hdSHmqlOsL+SmscoPqx6LA6bV2xnjk9Umcrs+XmyxowZo3nz5unXX39Vo0aNKjSmqkYWBagBCmwOrUzO1qrkbDWOClab+DAlRNEbtLpwFubJuuon2bav8nQoAAAAVcPplE/eQUV1PlN5f++RPSvjlKuy+QVqc+JF2tO4SwUGiJrGxyJ1bhCpzg0i5etTPe5zCmwOzd96SPlWprFC1ajMBY/Kyxiju+66S3PmzNGiRYvUrFmzCo3HE0h+AjWIkbQ7q1C7swoVFuCrNvGH5wYNDeCj7AnG6ZRty3IVr/5ZshV7OhwAAIAqZ7JTFVovSvb6DZS/af1J738wvpXWtb9YxUEnNxQT3iU+NEBJzWNUJyTA06G4FNsdWrD1kHKKK3d+W6C6GT16tGbNmqUvv/xS4eHhSklJkSRFRkYqONjz8++eCjImQA2VZ3Vo+b5s/ZWcrSZRIWpbl5Xiq5IjK1VFv3/FEHcAAABbsfxUrMiuZyln3VoZq/WEuxQHhGhj277a36DmLqCB0+fnY1G3RlFqXy+8Wo1qszmc+n5bqjILbZ4OBbWMryph2PtJzkwyefJkSVKvXr3ctk+ZMkUjRoyomKCqGMlPoIZzGmlnZoF2ZhYoItDP1Rs02P9UZ/bA8RinQ9b1S2Vd+wuruAMAABwp64AiE1sp/1CmbCn7yyxiJO1v0E4b2vaTLSCkauNDtdIgIlDnN4tRZJC/p0NxY3ca/bg9Van5J07iA97IVNA8ztUJyU/Ai+QU2/Xn3iwt35elZnVC1DY+XPXDA+kNWkEc6ftV9NuXcmYe9HQoAAAA1ZLJz1JIhL/sMR2Vv2Gt23OFQeFa3+5iHap7hoeiQ3UQ4GvRuY2jlRgXVu3uU5xOo4U70nQglymt4Bk+lTDnZ3XqVe0pJD8BL+Q00o70Au1IL1BUkJ/axIfrjLhQBfnRG/RUGLtN1jWLZN34W4WtZgoAAOC1HHb5OdIPD4Nfv17O4iLtSeiizYkXye5fPVbwhmc0iQpWz2Z1quWaBU5j9OuudO3NLvR0KAAqWPVrcQBUqKwiu37fk6lle7PUIiZEbeLDVTcsoNp9y1pd2Q/uUtFvX8nknvoKpgAAALVS1gH5tO2gP8I6Ki28vqejgQcF+fmoR9M6alEnpFrehxhj9NvuDP2dUeDpUFDL+VoqYc7P6veRq3IkP4FawmGMtqbla2tavuqE+KttfLhaxYQqwM/H06FVS8ZapOJVP8m2ZbmnQwEAAKhxnLJoS3Q7rY3tLIcPt521WcuYEHVvUqfarklgjNHyfVnampbv6VAAVBJ+CwG1UEaBTUt2ZeiPPZlqGROqtnXDFBfKEKQS9uRtKvr9a5mCHE+HAgAAUONkBkbrz7o9lBEc5+lQ4EGBvj7q2ayOWsSEejqU41pzIEfrD+Z6OgxAkuRbCXN+VnR9NRHJT6AWszuNNqfmaXNqnmJDA9Q2PkwtY0Ll71s7e4OaogIVrZgv+99rT1wYAAAAbhwWH22o01EbYs6UsdTOvydxWKOIIPVqEVMt5/Y80ra0PK3cn+3pMABUsurdEgGoMmn5Vv2688jeoOGKCQnwdFhVwhgj++4NKl72rUwR8/wAAACcrLSgOP1Zr4eyA6M9HQo8yNcindM4Wu3rhlfLuT2PtD+nSEt2M68/qhfm/KwcJD8BuLE6jDYeytPGQ3mqGxaotvFhah4TIj8f7/z23lmQo+I/v5V972ZPhwIAAFDj2C1+WhPbWVui20nVPNmFyhUT4q8LW8SqTg3oQJFZaNVPO1JljKcjAVAVSH4COKaDecU6mFes33Zn6oy4ULWJD1d0sL+nw6oQxhjZtq9S8YoFkq3Y0+EAAADUOCkh9fVn3R7KDwj3dCjwJGPULqBQ57VLlK9P9U+AF1gd+n5bqmwOMp+ofpjzs3KQ/ARwQsUOp9al5GpdSq7qhweqbd1wNYsOqRF/3JTFmZuhot+/liNlp6dDAQAAqHGsPgFaFXeWdkS19nQo8LDgwmydufpLxWTuUV76xYq4aJAs1XjEmM3h1A/bDynf6vB0KECZfCwW+VRwsrKi66uJSH4COCkHcot1ILdYQX4+ah0XpjbxYYoMqhm9QY3TKdvmP1W8+mfJbvN0OAAAADWKkbQrvLlWx3dToV+Ip8OBhzXct1btNi6Qv/3wKKrcJd/JmrJHMYNHySek+q3w7jRGi/5OU3oB9wFAbUPyE8ApKbI7teZAjtYcyFGjiCC1qRuuJlHB1bY3qCPrkIp++1LOtGRPhwIAAFDjZATGaEXdc5QWXNfTocDD/K2Far/+WzVI2VTqueLtG3TwnacVe92d8q/byAPRlc0Yoz/2ZGpvdpGnQwGOy+JrkaWC76mr++JjVYHkJ4DTti+nSPtyihTi76vEuDAlxocpPLB6NC/G6ZB1w1JZ1yySnE5PhwMAAFCjFPkGaU1sF+2IPIMFjaDYtL915pqvFVSce8wyjsxUHXp3gqIHjVBI+25VGN2xbTiYq82peZ4OA4CHVI/sBACvUGBzaOX+bK3an62EqGAlxoWpsQd7gzpzM1S4ZI6cqXs9cnwAAICayimLtka30bqYTrL5Bno6HHiYj8OuxC0/qemu5SrPX/bGZlXG7Hdk3b9bkb2v9Og8oLsyC7RsX5bHjg+cDB9fi3wq+P6ZOT9JfgKoBEbSnqxC7ckqVLCfj1rFhSkxLqzKVoo3xsi+fZWKls+X7NYqOSYAAIC3OBDSQH/Fn6OcwChPh4JqICInRZ1Wf6nwvNST3jdv6QLZ9u9SncG3yDc8quKDO4FDecX65e/0Kj8ugOqF5CeASlVod2rtgRytPZCjumGBSowLU4uYEPn7Vs63v86ifBX/8bXsezZXSv0AAADeKtc/XCvjzlZyeGNPh4LqwBg1//t3nbHtF/k6T3119OKdW3Rw8hOqM/gWBbVoW4EBHl9OkU0/bk+Vw5gqOyZw2nx9Kr6ntIXPAMlPAFXmYF6xDuYV67fdGWoRE6rWcWGqGxZQYRMw25O3qei3L2UKmc8HAACgvGwWP22I6ajN0e3l9PH1dDioBoILs3Xmmi8Vk7GnQupz5ucqbcYrCu95sSJ6XSaLb+W+z4rsDn2/LVVFdub8B0DyE4AH2JxGm1PztDk1T1FB/kqMD9MZsaEK9j+1P4KM3ariv36QbcvyCo4UAADAexlJuyKaa3XsWSr0D/V0OKgmGiavU7sN8+VvL67Yio1R7q/fqnj3dsVcdYt8I6Irtv5/OJxGP21PU06xvVLqByqTxccii28Fr/Zerpl6vRvJTwAelVVk0x97MrVsb6aaRIUoMT5MjSKDyj0psyN9v4qWfCFndlolRwoAAOA90gNj9Ffdc5UWHO/pUFBN+NkK1WH9d2pwYGOlHse6e+vhYfBX3qygVu0rtG5jjH7bnaGDeRWcuAVQo5H8BFAtOI20M7NAOzMLFOrvqzPiQvX/7N13fFzVmT7w59x7p2tm1Hsv7t1yw0AwNSZ0wpKQAukk2U0IybKpJCSb7IZks6lLNg1+uxuCQyhpQGjBNBvj3rtlq8vqbdq99/z+GEm2XCV5RndG83w/n2Ha1bmPjC3NvHPOeWfkpMHnPHOTJGmaCO96HeGtrwCSy1mIiIiIxiKoOrEtezEO+WsAdgCmIVntRzB/+5/gCvZNyvnMwX60/9+P4L34nfBdfiOEGpvSxJ62fhzoGIjJWERWUFQBJcYzPxXO/GTxk4gSz0DEwJamXmxp6kWhL9okqSLTDW1o42ezrwvB15+Ecbze4qREREREyUEXGvZlzMLuzLmIqHar41CCEKaB6fv+jsoj6y0pj/S9/hxCRw8g87aPQ/NnXtBYTb1BvFXfFaNkRNYQSuwbHgk2/WLxk4gSW1NvCE29IdjrOlGd5UF1qBGezX+B0MNWRyMiIiJKeAYUHEqfhp1Z8xHU3FbHoQTiHujCwq1PIr2n2dIc4fpDaHvom8i4+UNwTZ8/oTH6Qjr+fqgdLPEQ0Zmw+ElESSFsSOxu68du+JFe9E5U9RxAee8hOEwWQYmIiIhOJQHUeSuxPXsRBuxeq+NQgils3Ik5u56BLUEmFJiBAXQ8+lOkrbgK/itvgdDGXqqIGCZePHgcIYNbYVHy47L3+GDxk4iSTrczC5ucWdiSU4uS/mOo6tmPvMFm/kgnIiKilCcBNHmKsS1nMbodF7aMmKYeVQ9j9q7nUNy4PSFfO/evewHh+oPIfPfHoWVkn/d4KSVeq+tAVyAyCemIKFmx+ElESctUNBz1VeKorxKecB8qew+gsucgPDo3OSciIqLU0+bKw7bsxTjuzrM6CiUgX28LFm55CmkDHVZHOadwwxG0/vxbyLzpLrhmLjznsduae1HXFZikZETxJ1QBEeOZnyIhP+qYXCx+EtGUMGD3Ykf2IuzIWoiCwUZUdR9A0cAxqOwET0RERFNclyMD27IXoymtxOoolKDK6zZgxt6XoJqG1VHGRAYH0fHYfyFt2RXwX30rhGY77ZijXYPY3NRjQToiSjYsfhLR1CIEmj3FaPYUw6EHUd57CFU9B5AeZudHIiIimlo6HVnYlTUX9d4Kq6NQgrKFBzF/+5+R13bA6igT0v/WSwjVH0TWbR+Hlpk78nhXIIy1RxJ7BivRRERnfsa42zs4IYjFTyKaskKaE/syZ2Nf5mykBztQ3ncYZb1HuCyeiIiIklqbKxe7MuejOa3Y6iiUwDI7jmLBtqfhCvZZHeWCRJqOovXn30L6te+Fe/4KhA0TLx5sh26ytzsRjQ2Ln0SUErqdWdjqzMLW7FrkBlpQ3nsYpX11sLNbPBERESUBCaDZXYRdWfNw3J1vdRxKZNLEtAOvofrg6xCYGgVCGQqi66mHMbhvBzbNux59Id3qSERxwW7v8cHiJxGlFiHQ5i5Am7sAG/OWo7C/AeW9h1E4UA9NJsceSERERJQ6JID6tDLsypqHLuf5u19TanMGerFw61PI7Kq3OkpcbJd+NA2w8ElE48PiJxGlLFOoaPCWocFbBpsRRkn/UZT3HkLuYAuUKfIpORERESUnEwJ1vkrszpyHXke61XEoCeS17MW8HX+BPRK0OkpcNBXNxdHqi6yOQRRXQggIJcbd3k3O/GTxk4gIQES147C/Bof9NXDqgyjrPYLy3kPIDHVwkQARERFNmrBix2FfNfZlzMKA3Wt1HEoCiqFj5t4XUHZ005R93drjL8Du+ddZHYOIkhSLn0REpwhq7pFGSd5wD8p7D6G89zC8keTeLJ6IiIgSV7c9A/szZuCIrwqGYrM6DiUJT387Fm15Er6+NqujxE3Y5sK22nfDVFm+oKlPURUoMe72rsjYjpeM+NODiOgc+ux+7MhehB3Zi5AVOI7y3kMo7TsClzE1lxMRERHR5DEhUO8tw/70mWxiRONWUr8Fs3Y/D82IWB0lbiSAnQtvRNCdbnUUokkhVAER44ZHQk7VOeFjx+InEdEYdbhy0OHKwebcpcgfbEJ572EU9x2FTXLTdSIiIhq7QdWFg+nTcSh9OgKa2+o4lGS0SBBzdz6DwubdVkeJuyPVK9GeV2N1DCJKcix+EhGNkxQKmj3FaPYUQ83TUTDQiOL+Yyjqr4fDDFkdj4iIiBKQBHDclYf96TNR7y2DFFyGSOOX3tWAhVufhjvQbXWUuOvMKsPBGZdZHYNoUnHmZ3yw+ElEdAEMRRvpGC+kidzBVhT3H0Vx/zF49AGr4xEREZHFem0+HPVVos5XiT673+o4lMSqDr2BafvXQpGm1VHiLuhIw/bFtwD8kICIYoDFTyKiGJFCQaunAK2eAmzKW46MYDtK+o6huP8o/OHuKdt9k4iIiEYLqC4c9VWgzluJTleO1XEoydlD/Viw7U/IaT9sdZRJYQqBHYtvQdiRZnUUoknHhkfxweInEVGcdDmz0eXMxvacRUgL96Kk/yiK+44iO3ichVAiIqIpJqzYUZ9WhjpfJVrdBYDgb3u6cFntR7Bg69NwhlNnRdHB6avQlVVmdQwimkJY/CQimgT9dh/2ZM7Fnsy5cOqDKO4/huK+Y8gbbIaKqb90iYiIaCqKCA3NniIc9VWi0VMMU+HbK4oRaWLa/ldRfegNCEir00yatrxpqKtZaXUMIuvEYc9PcM9PFj+JiCZbUHPjYPoMHEyfAZsRRuFAPYr7j6Gwv4Gd44mIiBKYBNDtyECzpwjN7iIcd+fBFKrVsWiKcQZ6sWDr08jqOmZ1lEk16ErHzgU3WB2DiKYgFj+JiCwUUe046qvCUV8VFNNA/mATivuPoqi/Hi4jaHU8IiKilBdUHWhxF0ULnp5CBDW31ZFoCsttO4D52/4EeyRgdZRJZSgqttfeCt3usjoKkaUUIaAosZ2pqXAbFhY/iYgShamoaEorQVNaCSAlsoPHkT/QhLzBJmQHj0NNgc6eREREVosIDZ3OLLR4ogXPTkcW9++kuBOmgRn7XkbFkbdScm/4fbOvRm96odUxiGiKYvGTiCgRCYF2Vy7aXbnYiQVQTR05gVbkDzYjb6AJGaFOKCm0/xMREVE8hBU7Op1Z6HJkodOZiS5HFnrtfhY7aVK5BruwaMtTSO9psjqKJZqL5qChvNbqGEQJQagKRIy7vQuT3d5Z/CQiSgKGoqHFU4QWTxGQA9iNEHIHW5A/2IS8wWb4wj0pOUuAiIhoLHShIqi50Gv3o9ORhS5nFjodWRiwe62ORikuv3k35u34K2x6yOooluhPy8auee+yOgYRTXEsfk6ADSYMAKYU0R7N/GSYiCZZWHWgwVuGBm8ZAMAVGUDeYHN0ZuhgMzz6gMUJiYgolclRt8XI62UJBVAAQIw8p4qxz0gxAURUB0wpYQoFUigwhYKg6kRAc4+6DJ50O6w6Yva9EcWCYuiYted5lB7bnLIfYOuqDdtq3w1Ts1sdhSZIAIh1Y/JUp6gCSoz/UBWT/5NY/JyAf2h8GjCN0Q8qKmBzQKp2mJodpmqDodphKDboqg0RxYaIsCEobOgTDnQLJzpNB/pMjcVTIrpgAZsHdf5q1PmrAQDecE+0GDrQjNxAM5xGas4mICKymgRGXhdK1Q5Ds8FU7TBVOwxVg6nYYKoaTKFBKgpMoUIKNVrYUxRIRK9NKDCVoWIfFEghTrqtwBQCEiL6dRAwMXxfjNwffix6HyeOGc4pRfQagCmHHztxHb3IkcKmHPnPSfcnYG7O2GdfHvVV4fHqOyZ4JqLE4OnvwKItT8DX12Z1FMtIALvnvQsD3hyro9A5uDQF2R47Mlx2eOwq3DZ16FqD06aMNNKRkttxxYpQBUSMi5+CxU8WP2PGNIDQIAQGoQJQAdjG8nWKCulMg2H3IGxzI6i5MKi50Sec6IALzaYLQf5vIqJx6rP70Wf342D6DEBKZIQ6h2aGNiFnsBU2qVsdkYgoLiQAKVQYmj1acNSGC482GMNFSEWDodhgKFr0tqrBECpMRYOhqDBF9GKMXAsYUGEKAQMKDCgwIWAMFRQNAIYUMIYKhMbIRcKM9ftBecp1XAYnongpatiOObuehWZErI5iqYayRWgpnmt1DDpFjseOAq8T2R47cjx2uG0qBCdr0RTAqprVTANisAfaYA80AG4AmaccIp1p0F1+DDr86NO86FA8aIUbbYYTkj+IiOh8hECXM7q/2d7MORDShC/cg8xgOzKDHcgMdiAj1AFNGucfi4joHCQAQ3PA0BwwNWe0AKnZYagOmKoNumKHqUWLjoYSne0YLTZqMBXlRLERCoyh5czRYuNwkXH49lCxEThRcDSjxUbjQut3EhOsAbJwSERnp+phzNn1HIobt1sdxXI9/gLsnX2N1TEIgKYIFPqcKE13ocTvgsumWh0p5bHhUXyw+JkERLAftmA//GiEH0Dx8BOKCtPtR8iVjh57BlrVdByRXvTJMc05JaIUJYWCHkcGehwZOOKvAYCTCqIdyAy2IyPUgYxgJ2eIEiWxaCHSCV1zwLQ5ogXIodmQhhbdmsdU7dCHCpGGaoMhNJiKBn1o1mP0Ei1A6kOFRwMKdInobYnobRPQL2SWowQw7s9fWGwkouTg7W3Foi1PIm2gw+oolovYnNhWeyukylKEVQSAIr8T07LTUOx3QVM4oYqmPv7ESWamAaW/E67+TrgA5AOYD0C6vAh5stHtzESr4sdR6UWP5CbSRHR2owui1UMPyhMzRENDM0SDHSyIEk2ACQHD5oQ5NCvSGNojXNeiMyINxR4tPg4XIRUNhrDBUE4UIfWTCpHDMyCjBcnoLEh9aKm1bl7AcutxFSFZfCQiOp/So5swa88LUE2+fpIAdi64EUF3htVRUlKaXcW07DRUZ3uQZmcpKFEpKuLQ8CimwyUl/o2fgkSgD85AH/Jx5ERB1JmGUFoOehzRGaJ1LIgS0fkIgV5HOnod6ajD6IKoP9wNb7gHvnAvfOEe+MI9sJtha/MSjYEERgqP0SY0Q7Mhh2dEqtEipKlEm9EYQ3tD6ooGc6QAOXpGZHRW5PCSbEAf2vuRhUgiotSl6SHM2/4XFLTssTpKwqirWoHj+dOsjpFy8tIcmJfvQ7Hfyf07KWWx+JkiRLAfzmA/nDiCPADzEC2IhtOy0ePIxDE1CwdML3Rwjw8iOoeTCqKncugB+MI98IZ74YtEC6PecA/ckQHOFk1hEoju56jZhgqOjmhxcegycltEZzyaQoWpDu8HqQ5dK9Hl2GJ4T8ihhjMn7Qd5Yk9IAVMK6BjdeMaU0WXZE25GOq5PzFmIJCJKZZmB47j4+DrYnGEErQ6TIDozS3FwxuVWx0gpxX4n5uX7kO91Wh2FxkEoAiLGWxHEerxkxOJnChPBfjiC/chFHXIB1Koawv4CdLjzcFjJxhEjjQ2ViGjMQpoLxzUXjrvzT3tOM8Jw64Nw6wNw6YMnbkeit136ABxGCAqLRuMmAZiKBqmokIp60m0NpqJCCnXkOakMFRMVG0zFBkNVh26faDpzovnM8MzGoWLjac1nThQdDTm0rFtGJyqOFB1Nq5rP8O8RERFZY0bnTsw/vgkqTEBToM6eh4Fdqd3kKOTwYPviWyAVNl2ZDOUZLswv8CPLzZWeRMNY/KQTDB32znoUdNajAMBKmwNBfyHaXHk4JLLQYLgAFkOJaAJ01Y5e1X7GGaMnU80IbGYEdiMMbei2zYzALnXYVAG7qkBTFQghIISAIgSEAPqUNWPO0pw9Az3OEgBiqEQmAIETtwFIDP+sE5Cn/dgb+jpx4lgJASkUmCJ62xRK9BrD98Xo+yPXOOl+dHKhKU/clnL4saEipzz59gU0lzkfNp8hIiIaF7sRxPLm11E8UH/iQWlCC3bAv6gWPVs2YeLLD5KXhMCOhTcj7PRaHWXKy/HYsawkA7lpDquj0AVQFAVKjLu9KwY/eGDxk84uEoKz/QhKcQSlAKTDg0F/IVocudiPTLRLTp8notgyFBsMxYag5h7X1w06x75x/iF7AQ5jcPSD53ovMunvU1LvjREREVEyyx1sxkXNr8KtD575gJ5mpC9ahJ4dOyDDqbVHel31CnTmVFgdY0pz21QsKU5HZaabe3oSnQWLnzRmIjQAT9sBVOEAqgBIdzr6fIVotOdgn8xAn7RZHZGIiIiIiGhSCGliTsdWzO7Yft6te2R3C/wzp6OvrgFGT9ckJbRWj78AB6dfZnWMKUtTBObm+zAnzwtbjGcKknWEKiBi3O091uMlIxY/acLEYDd8g93wAZgJwPBmoyetAPW2HOw3/QjyrxcREREREU1B7kg/Lmp+FbmB1jF/jezvhLc4B4G0NIQa68//BUlMV23YsehmSIUNdeOhKsuN2qJ0eOx8zz3VCFWBiHExO9bjJSP+S6GYUfvakdnXjkwA84UC3Z+Hdk8Rdqt5aDTHt4SViIiIiIgoERX3HcWyltfhMMe/hF0GB+D0aFCnz8Lgvt1xSJcY9s2+BoNpWVbHmHJ8Dg2XVmRxX0+icWLxk+JDmtC6m5Hf3Yx8AKYnA13+UuzX8nHQ8LJxEhERERERJRXF1LHo+Nuo6d6LC3o3Y+iwoQfeBYvRt3VTrOIljNaCGWgsW2h1jClnWrYHy0oyuMR9ihOKAqHEeOZnjMdLRix+0qRQBrqQNdCFFdiG5c409KaX4rC9ALuNdJiC/xCJiIiIiChx+ULdWNn8CjJCsduvU+lrgX9xLXq2bgEMI2bjWino9GLXvOusjjGlODUFK8syUZbB1ZREE8XiJ006EeyHv2U3FmI3FtocGMgoxVFnIXaaWQiBe8IQEREREVHiqOreh8VtG6BJPfaDdzcjfd5c9B04BKO/L/bjTyIJgR0Lb4Rud1kdZcoo9jlxcUUW3Da+T04ViqpAifHs3liPl4xY/CRrRULwtB3ALBzALEVFKKMEDe4i7EAOu8cTEREREZFlbEYYS1vfRFnfkbieR/Yeh7eiGAOtXYi0tcT1XPFUV7UCXdkVVseYEhQjgrmD9ZhbUgM7C59EF4zFT0ocpgFHRx2qOupQBQE9owAtnhLsEjlok/z0kIiIiIiIJkdWoA0rm9ciLdI/KeeTg71wZ7gQ9tYgcOjApJwzlnr8BTg44zKrY0wJ3u5mzN3yNNL629H2CmAvrYan9h1wz1oMYeMEoSkvDt3ewZmfLH5SopLQuppQ3NWEYgCGNxsdvlLsVfNw1PCwYRIREREREcWelJjVuQPz2jdDgZzcc+th2EUE6twF6N+xdXLPfQF01YYdi26GVDhD8YJIiYqDb6Jq3ytQpDnycPjYQYSPHUTPs4/BPX8FPIsuhpZbCMH3xERjxuInJQW1rx25fe3IBSDdfnT5S7HHVoTDRhoLoUREREREdMGc+iBWNL+GgsEm60JICXXweLQR0uZNgJzkAuwE7Jt9NQbTsqyOkdScgR7M2fI0MjuOnfUYMzCA/vUvon/9i9Cy8uCauRCumYtgKyxjN+8pRCixn/nJvx8sflISEoM9yBzcgZXYgRWeDBxPr8A2tRCtJpfGExERERHR+BUMNGB582twGUGro0R1NyN94UL07N4DGQxYneasWgtmoLFskdUxklp6xzEs2Pg47OHBMX+N3tGKvtefQ9/rz0H1pcM5YyFcMxfCUVYDobLMQ3Qq/qugpKYMdCFvoAtXYzN0fz6afeXYgjz0SLvV0YiIiIiIKMEJaWLB8Y2Y0bULibaeTPa0wj+tEv0NrdA7262Oc5qg04td866zOkZSK6zfhlnb/wrFNCY8htHbjYENf8fAhr9DuNxwTZsfLYRWzYJid8QwLU0GoSgxn6nJmZ8sftIUovW0oKSnBSVCIJxZgqOeUmw1cxDkX3MiIiIiIjpFWrgXK5vXIiuYeIXFYXKgG568dITSvAgei2/X+fGQAHYuuBG6navvJkRK1Ox5CeWH1sW06C4Dgxjctg6D29ZB2Oywl1bDXlIFR0kl7EWVUFzuGJ6NKHmwKkRTj5SwdxxDTccx1KgaBrPKcchViu16BkzBTzyIiIiIiFJdWe8hLG1dB5sZsTrK+YUDcDhUqLPmYmD3DqvTAADqqlagM6fC6hhJSdHDmLflaeS27IvreWQkjNCh3Qgd2o2+oce0nALYiyvhKKmCvaQSWnYBZwUmGKEqEGpsm4cJdeIzi6cKFj9pajN0uNsOYi4OYq7diZ7MSuyzF2Of4WOjJCIiIiKiFKOaESxpXY+K3oMJt8z9nEwDWqgTvkW16N1ibSOkXn8+Ds5YZdn5k5kj0IOFG9bA19tqyfn1483QjzdjcMsbAADhdMFeVAF7UQW0zByovgyo/kxo/kwIG7eSs0K0+BnjZe8xHi8ZsfhJqSMchL9lN5ZiN5a4fOjIqMAOrQgNpsfqZEREREREFGcZwQ6sbHoFvkiv1VEmTPQ0I33RIvTs3AUZmvzmTLpqw/ZFt0AqsZ2Zlgp8XY1Y+PYaOEIDVkcZIYOBkdmhp1I8Xqj+zJFiqOrLhJqeCcXuBFQ1OjtRUaHYnbDlFVmQnmjsWPyklCQCvcgObMMqbIPhzUarvwJbRAE6JTeEJiIiIiKaUqTEzM6dmNexGao0rU5zwWR3C/wzqtF/rBl6V8eknnvf7KsxmJY1qeecCvIbd2L21j9DNXWro4yZOdAHc6APkaaj5zxOzcxB4T3/NuZxpYWzlpOBoihQYrwVQazHS0YsflLKU/vaUdjXjkIAkYwi1HvLsNnMQ4D/PIiIiIiIkpo70o8Vza8iL2DNMuN4kf1d8BRkIOT1TVojpNb86WgsWzQp55pKqva+gsoDryXXNgtEUwyrO0QnsXU1orKrEZWqhv7sKux2lHF/UCIiIiKiJFTecxC1bethT4amRhMRCsDhUCalEVLQ6cXu+dfF9RxTjWJEMGfLn5DffPqScqKz4Z6f8cHiJ9GZGDrSWvdhKfah1pOBloxqbEIBusFl8UREREREicxmhLC0dR3K+iZnRqSlTBNaqBP+RbXoiVMjJAlg54IbEbG7Yz72VKVFglj41u+Q0dVgdRQiAoufROelDHShcOBtFAqBYFY5DrrLsc3IhCn46QkRERERUSLJG2jCipbX4NYHrY4yuXqakb5oIXp27o55I6S6qhXozKmI6ZhTmS08iMXrfwtfT4vVUSgJceZnfLD4STRWUsLZfgRzcASzHW50ZtVgi1qCZumyOhkRERERUUpTTB0L2jdhetfulN1bUXa3xrwRUq8/HwdnrIrJWKnAHuzH4vW/hbevzeooRHQSFj+JJkCEBpHVtA1XYhv09ELU+Sqx2cxFCKrV0YiIiIiIUkp6sBMXNa9Ferjb6iiWk/1d8ORnIOTzIXj0wpb966oN2xfdDKnwPc5YOAI9qF33f/AMdFodhZKYEApEjLuzC65aZfGT6EJp3U2o7m5CtWZHX3YVdtpLcdDwskkSEREREVE8SYmZXTsxr30zVGlanSZxhANw2BWos+diYNfEGyHtn30VBtOyYxhs6nINdKJ23f/BFeixOgoRnQGLn0SxoofhbdmDFdiDZWlZaEqvxkZRgD5pszoZEREREdGU4o70Y0Xza8gLcF/FMzJNaMGJN0JqzZ+OhrLFcQo3tXj6jmPxuv+DM9RvdRSaArjnZ3yw+EkUB0p/B4r7O1CsqAhklWOfsxQ7zUxITjcnIiIiIrog5b2HUNu6HnYzbHWUxDeBRkhBpxe7518X52BTg7enBYvX/xb2cIo12CJKMix+EsWTacB1/BAW4BDmSYlWLRNbM+ah3ZlrdTIiIiIioqRiM0JY2roOZX0XtpdlqhlphFTfAr2z/dzHAti54AZE7O7JCZfE/F0NWPTW72CLjK2oTDQWnPkZHyx+Ek0SRQgUGF3IP/4KQtBw2F2Gbelzoat2q6MRERERESW0vIEmrGh5DW6dM+wmQvZ3wZOXjpDXe85GSEcrl6Mzp3ISkyWnjI6jWPjWY9AMzj6m2FJUBUqMi5WxHi8ZsfhJNMmEEHDCwKzAYcwcPIRO1Yudvlk4llZmdTQiIiIiooSimDoWtG/C9K7dYDvRCzTSCGkeBnZtP+3pXn8+Dsy83IJgySWr7SAWbHwcqqFbHYWIxojFTyILCSGQZfbjHd0bEOl6G/XOAmxJX4BBm8fqaERERERElkoPdeKipleRHu6yOsrUYZrQgh2nNULSVRu2L7oZUlEtDpjYclr2Yf6mJ6CYhtVRaIoSioBQYrzsXeFHRyx+EiUIm5CoDDWhoqUR/YoLe9Oqsdc3AxD8QUVEREREKURKzOzaiXntm6FK0+o0U9MpjZD2z7oKg2nZVqdKaFlth1j4JEpSLH4SJRghBLwyiCV9O7Godyea7TnYlL4QvQ6/1dGIiIiIiOLKHenHiubXkBdosTrKlCe7W+GfXoVDA040lC+2Ok5CS+88hvkbH2fhk+KODY/ig8VPogSmCqA4chxFbX9Dv3Bij7cG+zgblIiIiIimoKrufVh4fCPsJpvITJZgMICd01ZbHSOheXuah5obRayOQkQTxOInURIQQsCLEJb27cTi3p1osOdhU+ZCDNi8VkcjIiIiIrognnAflrW+gfzBZqujpBQJYHPBRQhpLqujJCxPXzsWr38UNj1kdRRKEZz5GR8sfhIlGVUAZZFWlLY8iz7FhV3eGTjoreZsUCIiIiJKLlJietcuzG/fAk2yc/Zkq/dVosFXYXWMhOUc7MLi9f8He3jQ6ihEdIFY/CRKUkII+GQQK3q3YknPVtQ7CrApYyEC7BRPRERERAnOH+rCspY3kB08bnWUlBTQ3NhcsMLqGAnLEexD7brfwhnsszoKpRghlNh3exec+ck/AaIpQBNARbgZt7b8Fdc3/hXlfYetjkREREREdBohTcxp34J3Hv0TC58WkQA2Fl6MiOqwOkpCsoUHsXjdb+Ee7LI6CpFlXn31VVx//fUoLCyEEAJPP/201ZEuCGd+Ek0hQgiky0Fc0rMJy7s346izEJszFnIfHyIiIiKyXGbgOJa1voGMEItKVjqcPh0tacVWx0hIaiSEResfRVo/C/NkDaGqUFQ15mOO18DAAObPn48Pf/jDuOWWW2KaxwosfhJNUTYhUR1qRFVzA7rVNGzzz0G9p9TqWERERESUYlRTx7z2zZjetRsKpNVxUlq/zYtt+UutjpGQFCOChRseg7+Hjbdoaurt7R113+FwwOE48wzw1atXY/Xq1ZMRa1Jw2TvRFCeEQIY5gMu63sLt9U9gaftbsBnsVkhERERE8VfgseG64DbM7NrFwqfFJAQ2FF0KQ7FZHSXhCNPA/I2PI7PzmNVRKMUNd3uP9QUASkpK4Pf7Ry7/9m//ZvF3O3k485MohdiFienBY5jWdBSdqg9b/XPQ5OGSFyIiIiKKLZsisLwsAzNz0gDcjMiefIQ2vQhI0+poKWt/1mx0uPOsjpF4pIm5m59CTtshq5MQjSpWxnJMAKivr4fP5xt5/GyzPqciFj+JUpAQAllmH67oWodQp4LD7jJszZgHXbFbHY2IiIiIklxpuguXlGcizXHi7aZ91kVQc0oRePVxyIEeC9Olph5HOnbmLLY6RkKate2vyG/eY3UMorjz+Xyjip+phMVPohTnECZmBo5gxuBhtGvp2OKfi1Z3gdWxiIiIiCjJODUFK8syUZXlhhDitOfVnGJ4rrsbwTf/CL1+rwUJU5MJBRsKL4WpxLaJylRQuW8tiuu3Wh2DaIRQFAglxjM/YzxeMmLxk4gARGeD5hg9uLrzdQQ7VBz0lGNb+jyYCn9MEBEREdG5VWe5cVFZJly2cxfYhMMF52W3I7L3LYQ2PQ+YXAYfb7tz5qPblW11jIRTUL8dVftftToGEU0CVjWI6DROYWDO4CHMGjiI41oGNmcsQLszx+pYRERERJRgPDYVF1dkojzDPeavEULAPnM51JwSBF79A2R/VxwTprZOZzb2Zs+3OkbCyWg/gtnb/ozT5ycTWSuee36OR39/Pw4ePDhy/8iRI9i6dSsyMzNRWloay3iTgsVPIjorRQjkGd145/G/Iyhs2O+pxA7/XEhOmyciIiJKeTNz07CsJAMObWKvDdXsIniu+wSC6/4E/ejuGKcjQ6jYUHQppOBr95N5+o5jwcY/QGHzLaKz2rhxI1atWjVy/9577wUA3HnnnXjkkUcsSjVxLH4S0XkJIeCCjvkD+zG3fx9abVnYlLEQXY5Mq6MRERER0STzOTRcWpGFIr/zgscSdiecl96GyP6NCL39HGAaMUhIALAjtxZ9jnSrYyQUe7Afi976HWyRoNVRiM5IKCL2Mz+V8c9xvuyyyyCljGkOK7H4SUTjogiBAr0T72p7EYPCjn1p1djlnw2cYVN7IiIiIpo6VCGwoNCH+QU+2GL45lwIAfv0JVBzihFY+3vIPi6Dv1Bt7nwcyJptdYyEouhhLNzwGFyBHqujENEkY/GTiCZECAEPIljUvwfz+/ag2ZaNTRkL0ctPl4mIiIimnMpMN5aXZsDriN9bSDWzAJ5rP47A60/AaDx4/i+gM4ooNrxdeInVMRKLlJi3+Sn4e5qtTkJ0Tuz2Hh8sfhLRBVMFUKy3o6jteQwIJ/Z4a7DXN4OzQYmIiIiSXKbLhpXlmSj0XfgS97EQDhdcq+5AeNsrCO9gJ+6J2Jq3DIN2r9UxEsqMnX9Dbut+q2MQkUVY/CSimBFCIA0hLOnbiUW9O9Fsz8Hm9PnocWRYHY2IiIiIxsGhKVhSnI6ZuWlQJvkDbaEocCy8HEpWAYKvPwXo4Uk9fzJrSitBXcY0q2MklNLD61Fa97bVMYjGRCgqhKLGfMxUx+InEcWFKoDiyHEUtb2AgLDjgKcCO/2zYSr8sUNERESUqASiXdyXFKfDabP2DbOtdCaUa7MQeGUNZG+HpVmSQUh1YGPhSqtjJJTc5r2YvutFq2MQjZ2iRi+xHjPFsQpBRHElhIAbkZFO8e1aOrb556LFXWB1NCIiIiI6SaHXgYvKM5HltlsdZYSangvPtR9D4PUnYTRw2fLZSACbCy5CSHNbHSVh+LoaMXfLUxCYOh2riWhiWPwkokmjCIFcowdXdb6OUIeCOlcxtqbPR1ibnD2kiIiIiOh0aXYVK0ozUJHphkjAPduF3QnXqvcgvG0twtvXWh0nIdX7KtHgq7A6RsJwDXRh4YY1UA3d6ihE46Mo0Uusx0xxLH4SkSUcwsT04DFMaz6KbsWDXd4ZOOKtZJMkIiIiokmiCoEFhT7ML/DBpib2m2MhFDgWrIKSWYDgG08CEe4DOiygubG5YIXVMRKGFgli0YbfwREesDoKESUIFj+JyFJCCGTIQVzcuxnLezaj0ZGPzRnz0G/zWx2NiIiIaMqqzHRjeWkGvI7kektoK50Bxf8xBP/+GEzuAwoJ4O3CixFRHVZHSQzSxLxNT8DTz78blJyEqkKoMW54FOPxklFy/aYjoilNE0BZuAWlLc0YEE7sT6vEbt8sSE7TJyIiIoqJTLcNK8syUehL3m2HVH8O3Nd+DMHXn4LesM/qOJY6nDEdrWnFVsdIGNN2v4Ts44etjkFECYbFTyJKOEIIpCGERf17sKBvN9q0TGzNmIvjzjyroxERERElpTS7itridNRke6BMgW2GhN0J56rbEd7+KsLbXrE6jiX6bV5sy1tqdYyEUdCwA2WH11sdg+jCsNt7XLD4SUQJTREC+UYX3tn+KoJQUZc9F1ucldDBH+BERERE5+PUFCws9GNWnheakvxFz5MJocAx/zKoWQUIvPYkEAlZHWnSSAhsKLoUhmKzOkpC8HU3Yda2v2Bq/Q0nolhh8ZOIkoYTBma0b8UM2x70ZFdju60UdWaa1bGIiIiIEo5NEZhX4MO8fB/s2tTeQkgrng7PtR9D4JXHYPa0Wx1nUuzPmo0ON1dFAYA91I8Fbz8O1WRnd5oCFCUOMz+n9u+AsWDxk4iSTyQEf/MuXIJduMiXg0Z/FTYiHwOSn3wTERFRalMEMDvPi4WFfrhsqbNSRvFnw736owi+8TT0+r1Wx4mrHkc6duYstjpGQhCmgfkb/wBnsNfqKESUwFj8JKKkpvYeR2nvcZQqKgayK7HXWYbdRjowBfayIiIiIhorAaAm24Pa4vSk6+AeK8LuhPOyf0B4x+sIb33Z6jhxYULBhsJ3wOQefgCAmTueRUZnvdUxiGJGKApEjGdqxnq8ZJSavxWJaOoxDXjaDmAxDmCR24/WzGpsEkXolA6rkxERERHFVXmGC0uL05HhtlsdxXJCKHDMuxRqZj4Crz0x5fYB3Z2zAN2uLKtjJISSI2+j+NgWq2MQURJg8ZOIphwx2IP8wU14FzYjlFWCQ54KbDOz2CSJiIiIppTKTDcWFvqR7WHR81Ra8TR43vVxBP7+GMye41bHiYlOZzb2Zs+zOkZCyOg4ium7nrc6BlHsiTh0exd8H8ziJxFNYRKOjmOY1XEMs2wO9GVVYL+9mMviiYiIKGkpAqjO8mBBoR8ZLu53fi6KLwvua4f2AT22x+o4F8QQKjYUXQopuHzVOdiN+Rv/AEWaVkchij0lDsVPbpPB4icRpYhICN6WvViMvVjkTENXRiV22YpQZ3hYCCUiIqKEpwpgRq4X8wt8Kbun50QImwPOd/wDwjtfR3jLS1bHmbAdubXoc6RbHcNyqqmj9uBLsIcHrY5CREmEvzWJKOWIYD8ym7fjEmzHyrRMtKVXYJsoQJt0WR2NiIiIaBSbIjArz4t5+T647Zy9MxFCCDjmXhLdB/TVPyTdPqDH3fk4kDXb6hgJYUnTayhwDMCYswD9O7daHYco5tjwKD5Y/CSilKb0dyK/vxP5APT0fDR5y7EZ+eiTXEZGRERE1nFoCubmezEnzwuHxqJnLGhFNXCv/igCLz8K2d9ldZwx0YWGtwsvsTpGQpjRvg0lvUcAAGrgONIXL0Lf/oMw+notTkZEiY7FTyKiIVp3C0q7W1AqFIQyS3DUXYqtMgchNkoiIiKiSZLu1DA7z4vpOWmwqZytE2tqeg48134MgbW/h9FaZ3Wc89qWtwQDdq/VMSyX31ePOW2bRz0mu1uRVpyLiF6IwQN7LUpGFGPc8zMuWPwkIjqVNOHoOIppHUcxTbVhIKscB50l2GlkwOQm80RERBRjAkBZhguz87wo8jkhuB95XAmnG64r34/QhmcQObD5/F9gkVZPIQ5nzrQ6huXc4T4sa1wLAXn6k+EAbAD8i2vRu2M7ZDg86fmIKPGx+ElEdC5GBJ62A5iPA5hvd6EnqxJ7bMU4YHjZKImIiIguiFNTMDM3DTNzvWxiNMmEqsGx/Hoo6bkIbfwbIM9QWLNQRLHh7cKLrY5hOcU0sKLhZdjN8xQ1u5vhn16FQNcgQg1HJyccUTwoShxmfnICD3/DEhGNVTgAf/MuLMcuLHP70ZFege1aERpNt9XJiIiIKInkpTkwOy8NlZkeqAo/TLWKEAL2mcuh+LISrhHS1rxlCNjSrI5huQWtbyEz2DGmY+VgL5xOAcfCxejdtgUwzTinI6JkweInEdEEiMEeZA9uxeXYCjMtE52+EuyzFeCwnsYZoURERHQaTRGoynJjdp4XOR6H1XHoJCONkP7+KGSf9Y2QmtOKUZcxzeoYlivpOYTKrnHu5SklRG8L0ufOxmBbJ8LNjfEJRxQnQlUh1NjO/Iz1eMmIxU8ioguk9Hciu78T2diGi5xp6M0owyF7Afbofu4RSkRElMIEgJJ0F6qz3CjPcLOBUQJT03PgWW19I6SwYsfGAi5394a6UNv0BiY6pUD2d8LlUeBcWIve7VsAw4hpPiJKLix+EhHFkAj2w9+8C4uwC4tsDgxklOGosxA7jEyEBT9xIyIiSgX5aQ5UZ3tQmemGy8bf/8lCON1wXfWBaCOk/ZssybAlfzmCttTeUkk1I7io/u/QpH5hA0kTorcZ6bNnINDZh1DDsdgEJIonRYn9Hp3c85PFTyKiuImE4Gnbj1nYj1mqhmBGCRrdRdhhZqMPNqvTERERUQxlumyozvagOsvD5kVJTCgqHMuug+LPRWjjc5PaCKnRW4Zj6dWTdr5EtbjpDfjC3TEbTw50w+kUcC6qRc+OrUDkAouqRJR0+FuZiGgyGDqc7UdQhSOoEgKR9EK0pJVgp8hBu+m0Oh0RERFNQLrThvIMF6qzPchy262OQzESbYS0DIo/C4G1j09KI6SQ6sSmgovifp5EV9m5F2W9h2M/sJRATzPSZ0xDsDeA4NEjsT8HUSwoahy6vXMFAoufRESTTUrYuhpR0tWIEgCGLxft3mLsUfNRb7jZMImIiChB2VWBIp8LJelOFPtdnOE5xWmF1XBf+1EEXv4dZF9nXM+1OX8FQporrudIdOmBdixofSuu55CDPXBogGNxLXp3bIcMh+N6PqLxEooKEeNiZazHS0b8bU1EZDG1tw15vW3IAyDdfnSll2G/LR8HdB8LoURERBbL9dhRnO5Cid+J3DQHFP5uTimqPweeaz+KwNrHYbTEZ7Zgva8CDf6KuIydLGxGCBc1vAxVTlJjou5m+KdVIjSgI3Dk4OSck4gsw+InEVECEYM9yBzcjuXYjuV2FwL+IrQ6c7FfZKLVcLIYSkREFEeKADJcNuR4HCj2O1Hkd8KpccZMqhMON1xXvh+hDc8isn9jTMcOqi5szl8R0zGT0dLGV+GJ9E/qOWWgD3YFsC+uRf++fTD6+yb1/ERnJOLQ8Eiw4RGLn0REiSocgOv4QZTjIMoBSJcXA75CNDlysc/MQDccVickIiJKWqoAMt12ZHuilxy3HRluOzSFHzTS6aKNkN4FJT0Hobdj0whJAthUeBHCWmrv/z69fTsK++utC9DdjLTiHBi2SvTv3D6pTa6IaHKw+ElElCREoA9pgX2Yhn2YBsBMy0SvtxCNtmzsNdMxyA7yREREp3FqCtw2FW67inSnbaTYme60QWWhk8ZBCAH7jGVQfNkIrP39BTdCOuqvRpO3LEbpklP2QAvmtG2yOgYQCUGNhJA+fy4Cx7sRajxmdSJKUdzzMz5Y/JwA4csGDB2AjH4qJCVg6pCRMKBzw2QimhxKfyfS+zuRDmA2BAxfLrrSCnBMy8IBw4+w4C85IiKaICmhCQkVEgokNEioInpbERJCAgLR2VHDO7KMLKqT0f8IAQicOA4SI4/hpMd9cuwf3qnhAZSrAxBCgRACQhEQQoHmcMLhcsFtt8FjV+Gxq0MFT40zOSnmtMIqeK79GAZffnTCjZAGNTe25i+LcbLk4tADWN74dyhInJmWsq8DTifgXFyLvj17YA4OWB2JiGKAxc8hMkZT26WUgB6GjISGrsNAJASph4BIGDIchAz2Qwb6IQN90evgACDNmJyfiFKVhNrbiuzeVmQDWKSoiPjz0eHJR52SjUNGGkzu9UJEFF9Swg4TNsWEBgm7MKFJEzYhocGEDSa0ky7q0EWTJhSYUKSMXkNCyKFrSAgpoUhz6PaJ54WUEBi6Pul5IU1g6LHh6+jtkx83ATP6tRh5zhz6UH+SGo4M0eyLx3xsmd6OS44+c67BIOwOwOaEsDth2Jww7A4ImwPC5oRwpkF4fBBuP4Tby9kwNGGKP3vCjZAkgI2FFyOipvAWRtLE8oZX4NIDVic5s+5meMvyoSseDOzabnUaSiWKAsT6d1Os9xBNQix+xpgQArBFX2CNlZQmEArAHC6GDl8PdMPs64Ts7xqaaUpENEamAVtXI/K7GpEPYLlmR8hfiOOuPBxWMlFvuFkMJaLkJyU0YcIGCdvQ9ch9GCcVHGW0yAgTqjShwYgWHuXQBQYUaUKVBsRJ14ppQDnpNqQRvTYNiOFrGb2GYfDD7ESghyH1MIC+Mc0lEy4vhNsH4fFDuH1Q3P4TxVGPP/ranugsRhohvf0cIvveHvPXHUmfhta04jgmS3xzjm9B7mCz1THOLRyEhiDSF87HYGs7wk2NViciogli8TMBCKEATg9UpwfIOP15KWW0INrXOVIMNfs6Yfa2A0FOwyeiMdDDcHTUoRh1KAYAVYOelo0BdxbatXQ0CD8aDBcLokQ0LkJKOIQBuzCjl6FiY/TaGCo8Dl1LY6j4aECTJ4qNijSisx1Nc1ShUchogXHk+pSi48iF6AJEJx30AR1nKGqoNij+bAhfDhR/NhR/9FrYXZMflBKWUFQ4l70Lij8HobefPW+znAGbB9vylk5SusSU31ePGe3brI4xZrK3HS63gGtxLXp37YYMDlodiaYyJQ7d3jnzk8XPZCCEgHD7IFUbzMAAzMF+6K31kIO90QMUBWLoH4hQ1Og1P6UmonMxdGg9LfD3tMAPoAoYKohmYcCVhXZbBhqFjzNEiZKIIqMFSMdQIfLkIqR9ZKm1EZ0ROTT7URsqQI5cTB2KNKFIPTrr0dRPFCANHcLUIQwDMPXoqhTOdKSpzIjA7GwGOptxcpldONMgRoqhOVDS8yC8mXz9neLsM5ZC8WUisPbxszZCii53vwS6ap/ccAnEFenH0qZXkXT/WqQEupvhqyiEoaWhf9cOfgBHlERY/Exg0jRhdjRCbzwIvekQzI7GM3+SaJqQZvTNx8izQoFQWRAlonEwdGg9rfD3tJ4oiCoqdG82BlxZ6LBloIEFUaIxUeSJIqQdw9fRGZA2GNE9IGW0+BgtRhpQYYwuRA4tsY4uvY4WI4Wpn7TsWocwhoqQJpdcE00WGeyHDPbDbK078aDNASWzEGpWIZSsQigZBRC21C1wpSqtsBru1R9B4OXfRbcuO8WhjJlo8xRakCwxCGlgRcPf4TDOXBxOCuEA1HAA6bOnIRIRGNi72+pENMUIVYVQY9ztPcbjJSMWPxPE8NJ2s6MZRmczzI5m6G1HgXBwggOakDoLokR0gUxjVEG0EgAUFaY7HSGXHwN2H7qVNBwXHjRLFwbG0bGXKN6ElNFio4he7DChCTmyB+Rw05mRpdnSGJkNqeEMRcihmZFi6L4YmhmJodmQYuh2dEZk4nSuJaJJEAnBbD0Cs3W48Y2A8GdHi6GZhVCyiriHaIpQ03PhvvajCL6yBkbbsZHH+21ebM+rtTCZ9ea3bEBW4LjVMWJCDvZCA5C+YB6C3QMI1h2yOhJNFYoah4ZHLH6y+GkBKSVkf3e0yNnZDKMjei3jvX/nGQuiIvopgBL9dEFwLwgiOh/TgNLfAVd/B1wAsgFUDz9nd0N3pyPg8KHP5kWX4kE3nOg07eiWdoBv+qa2oeYzdkS7W9tOutbOcok2mxnaBxLRjteqjO79GL2O3laGC47SHCo+miN7QeK0/SCHZ0KyAElEVpGQPceh9xwHDg/tbehwQ80pgZpbBiW3DIrHb21EihvF6YHrqg8iuO7P0A9vg4TA20WXwFBS90Pi4p7DqO7aY3WMmJN9HXCogHPxIgw0NCPSmuBNnIhSFIufcSBNI9qtfbAv2sF9sA9ysDd6u78HRlfLxGd0xpqUkLoOQI8WRIeLoUNTrQWXthLReIQHoYUH4UUTvABGLewSCqTTA8PuQcTuRkhzY1B1oV840SNc6IeGQalhUKoISpWFUmComCihQkKBjHasFtHb6km3taHnFSGhyuHjzZHjlJMuKqKdrbWhwuKJjtfGSYXGk65PbTwjTTafISKaiNAgjIZ9MBr2AQCEJz1aCM0rg5pTCmF3WhyQYkmoGpwrb0LYn42dR1vQ7s63OpJl0kI9qG1+Pfn2+RwH2d0Kt1cFimvRf/AQjJ7Ttz0gGhPO/IwLFj+HjGcJSmDDM0P7a5mQphG9joSi3SIH++I/gzOehouh+nAxVDmx54SqcqkOEU2cNCECfdACfdAAuACkn+t4zQGp2SE1G0zNDlO1w1BsMBQNUggAAhICEsAvQt1jjjEvcgxzjLbTZgVGf7rJ6LWUGHmFLjF0llHfDIQ86TYkhJTRwiCi15DmyGMYfm7ocUg5+rY5fPvEYywkEhFNbXKgG/qRbuDINgACSkYelNyyaEE0qxBC5Vu1ZCeEQKB6OXaGmqyOYhnF1LGi4WXYTN3qKPE31BQpLc8HWVWJvt27IYMBq1MREVj8nJDIvo2p86Z0aKm81CPR+8pJxVCFxVAiiiM9BKGHIACcbw56GsJjHja9txFG8/4LikZERBRbEmZXC8yuFuj73gJUDWpuOdTCaqgFlRAOt9UBaQJMKfFaXQeMKT3n8dzmtW1EeijFZkEaOkRPC3zlhTBd6ejfuxcykMQTpGhSCUWJ+XaE3N6QxU8ar6HO8jIyXAxVTyqGsoESEREREdEFM3QYzQdhNB8EIKBkFw0VQquhpKVbnY7GaEdLL44PjP0D2qkmv68e1Z0p3A09EoQSaYGvNBfwZKH/4AEYvT1WpyJKSSx+0oUxjegep0O10JG9QlU12lGeiIiIiIgugITZ3gCzvQGR7a9A+LKhFlZDK6yBSM/l5IME1RUIY0tT6ha6HHoAS5peS+E5ryfRw0BPM9Ly/EDNNAwcOQK9s93qVJSoRBz2/BSszbD4SbFlGJCGMap5klA17hdKRERERBQDsrcdem879L3rIVze6IzQwmoo2cWcfJAgTFPi1SMdME/dMjyFLGl6DU4jQZr8JgrTALqb4Ml0AhW1GKxvQKStxepURCmBxU+Kn6HmSdFu8ogWQDUNQtVYCCUiIiIiukAy0Af90Bboh7YANgfU/MpoMTS/AkKzWx0vZW1r6UXHYOT8B05R1Z27UdDfYHWMxDXUGMntVYGSxQg0tyHcVG91KkoUQgAixnt0sv7C4idNopFZoaGh5fHa0PJ4br5LRERERHRBIiEY9Xtg1O8BFBVKbhm00llQC6vZOX4StQ+EsbU5dZe7+4JdmNf6ttUxkkd3C1wuwL1oIcL9QQwe2BstjhJRTPG3IFnj5OXxihIthGoaC6FERERERBfKNGC2HEa45XB0RmjRdGhls6BkFXEFVhwZZrS7e6rWrhRTx7LGV6BKw+ooSUf2tMEGIH1WDUy7F4N1ddC7OqyORVYQShxmfrLOwuInWc80Ic0wZCQc3Sd0eGm8yj2LiIiIiIguSCQEo247jLrtEB4/tNLZUEtnsWt8HGxp6kFXIHWXu89r24j0UJfVMZKaDA5ABAfgyXRCVC5CuHcQgwf3cTYo0QVi8ZMSi5SQkQhkJDLUMEmD0KLdzvgpNRERERHRxMmBHkT2vInInjehZBVBK5sNtXg6hM1hdbSk19Yfwo6WXqtjWCa/vwHVnbutjjGlyO5W2AD4Z9VA2r0YPHIEenen1bEozqRQIGM8UzPW4yUjFj8pcUkJqUcg9einp8MzQtk5noiIiIjowpgdjQh3NAJbX4JaWA2tdDaUvHJuQzUBumHi1SMdSNW5eQ49gCWNr4Hv0OJkeDZolguiahHCfQEMHjkIRFJ3lvGUxmXvccHiJyUNdo4nIiIiIoox04DRsA9Gwz7A4YZWOjNaCE3PtTpZ0tjY2I3ekG51DMvUNr0OpxGwOkZKGJkNWlEEeLOgD4YwWHcYMjBodTSihMbiJyWnkzrHc0YoEREREVEMhAahH9gE/cAmCH8OtNJZ0EpmQrjSrE6WsJp6g9jd1m91DMtUde5GYX+91TFSjxEBulugAfAVZUH4pkOPmAgcPQqjt9vqdHQhhIheYj1mimPxk5LeyIzQkT1C2SyJiIiIiOhCyJ7jiOxYi8iOV6HklUf3By2sglBtVkdLGGHdxGt1qduR2xfswvzWt62OQdKE7GmDCiAtxwNRVQbDVBForIfeftzqdEQJgcVPmjpO3iNUCAjNFi2Ect8iIiIiIqIJkjBbjyDcegTQ7FCLp0MrnwMlszDlV129Vd+FgbBhdQxLKKaBZY2vQJWp+f0nMtnbDgWAx2+HyJ8BONKgh3VEOjsQam4ETNPqiHQuihK9xHrMFMfiJ01NUkJGwpCRMKAoJ/YH5T96IiIiIqKJ0cMw6nbAqNsB4c+FrWoB1JIZEJrd6mST7lj3IA50DFgdwzJz295GeqjL6hh0HjLQBwT6oAJQnYCzugTCkwFTaND7BxBqboTR12t1TKK4Y/GTpj7ThAyHIRGO7gs6vDQ+xT+pJiIiIiKaKNnThvDm54Htr0ArmwOtcj4UX5bVsSZFIGLg9bpOq2NYJq+/ATWdu62OQRNh6JC9xyEA2ADYcr0QZYWAIw2mBMywDjMUgN7fj0h3FxspWUAKBTLG3dljPV4yYvGTUstwo6RwaKQIykZJREREREQTpIehH9oM/dBmKDml0KoWQC2onrIrrqSUWHesE0E9NZcO2/UAlja+Br57mjqGZ4cKIDpDFIDNDbjcGYCWB+H0AJodEgpMw4Q0TAAS0pSAKSGcLmu/AaIxYPGTUpY0dEhDB4DoTFDNxkZJREREREQTZB4/hvDxYxCuNGgV86GVz51yneIPdw6iritgdQzLLGl6HU4jdb//lKOHIfvDI3fP9JGGcGRMXp5UIJToJdZjpjgWP4lwSsf44ULoFP20moiIiIgonmSgH5HdbyCyZx3UohpolQugZBcn/WqrgbCOdcdSd7l7VeceFPbXWx2DiGjcWPwkOpmUkJEIZCQy1CjJxv1BiYiIiIgmQpowGvbBaNgH4cuCVrkAWuksCJvD6mTjJqXE63WdCBvS6iiW8AW7ML91g9UxiKY+zvyMCxY/ic7GNCHDoej+oFwWT0REREQ0YbK3A5GtLyGy81VopbOis0H9OVbHGrO9x/vR2Bu0OoYlFNPAssa1UKVhdRQioglh8ZNoDE4si1cgbEOFUM4GJSIiIiIaHz0C/fA26Ie3Qckuhla5AGpRDYSSuJMMeoMRvN3QbXUMy8xt24j0UOou9yeaVJz5icbGRrz66qtoa2vDrbfeiuLiYhiGgZ6eHvj9fqgTmJTG4ifReEgTMhyGDIcBVYWi2dgtnoiIiIhoAsz2BoTbGwCnB1r5XGgV86G4vVbHGsWUEq/WdUI3U3O5e15/A2o6d1kdgyhlSCEgY1yslElSr5BS4vOf/zx++tOfQtd1CCEwd+5cFBcXo7+/H+Xl5fjmN7+Je+65Z9xjJ1f5lyiRGAbMUBBmYBBmOARpmlYnIiIiIiJKPsEB6HvXI/jcLxBa/ycYnc1WJxqxs6UPbf0hq2NYwq4HsKTpNSRH2YSIkt33vvc9/OhHP8IXvvAFvPDCC5DyxIdOfr8ft9xyC5544okJjc2Zn0QXalSTJDW6LF5lkyQiIiIionGREkbjfhiN+6FkFUGrqYVaWAVh0ZLNzsEwNjd1W3LuRLCk6XW49IDVMYhSSwove//lL3+JD37wg/jOd76Djo6O056fN28enn322QmNzeInUSyZBmTIgEToRKd4NkkiIiKiJNIXCGLNq1vwp7d34ejxbuhGfFe3CM0Gm802pmOf2bwPs//xwbjmUYRAXnoarlk4He+/bDEKMv1xPR+dmdnRiHBHI0RaBrTqxdDKZkNoY/t7EguGKfHqkQ6k6Gp3VHXuQWF/vdUxiCiF1NfX46KLLjrr8x6PB729vRMam8VPojiRegRSjwCKAsXpjr5YMyJWxyIiIiI6q97BIG769q+x8WA9Ll+1CjdecR3sdrvVsSaVYRg4dPAgHnzqWfzy+fV47hsfR2V+ttWxUpbs70Jk64uI7H4DWtUC2CoXQDg9cT/v1uYedAZS87W7N9SFea0brI5BlJqEiF5iPWYSyM3NRX392T902bRpE0pLSyc0NoufRHGmFU+DY/n1EDY7jMaD0Ot2wDx+zOpYRERERKf59z+8iN2N7Vi3bh2WLFlidRxLNTU14dJLLsY//veTeObrH7c6DoUD0Pesg75vA7Sy2dBqaqF4M+Nyqrb+ELY3T2x2UbJTTAPLG9ZCk4bVUYgoxdxyyy34+c9/jrvuugt+f3TVxfB2gs8//zweeeQR3HfffRMam8VPonjR7HAuXQ2tasHIP1itdCa00pkw+7uhH90J4+guyECfxUGJiIiIol1Wn1q/E+//wAdSvvAJAIWFhfiXL34Jd999N4739CPHn2Z1JAIA04B+ZDv0I9uhFlRFi6DZxTHbb183TLx6pAMputodc9s2Ij3UaXUMotSVwnt+PvDAA/j73/+OBQsW4JJLLoEQAt/97nfxta99DevWrcPChQvx5S9/eUJjJ8efAFGSUXJK4Ln+btiqF57xhZiSlg777IvhXP0xOFbeCrVoWtL8QCIiIqKpqT8YwrG2Dlx88cVWR0kYF198MUzTxP7GNquj0BkYzYcQenUNQn//LfT6vZDmhe9Pu7GxG70hPQbpkk9efwNqOndZHYOIUpTf78f69etx3333obGxEU6nE2vXrkV3dze+/vWv47XXXoPb7Z7Q2Jz5SRRLQoF9/mWwz1kJoZy/0ZEQCtT8Cqj5FZChQejHdkOv2wHZe3pnMyIiIqJ4CkWiy1wn+sZiKnK5XACAYCQ1i2HJwuxqQXjDXyDcvmhzpPK5ELbx71Xb1BvE7rb+OCRMfHY9gCVNryE5dgYkmrqkUCBjPDEq1uPFQzAYxC9+8QssWLAAX/3qV/HVr341puMn/p8AUZJQfFlwr/4IHPMuHVPh81TC4YatphbOK++CY9X7oJbPA7TUajBAREREFGvl5eV45ZVXJvS1sVpKTZNDDvYisv3vCDz73wjveBXmOLaXCusmXqtL3QkIS5peh0sPWB2DiFKU0+nEv/zLv2Dfvn1xGZ/FT6IYsE1fAvd1n4CaXXTBYwkhoGYWwLH4arjedTfsi66GkpEXg5REREREF6alpQX/9E//hMrKSjgcDpSUlOD666/HSy+9hKamJmRkZODHP/7xqK956623YLPZ8PzzzwMAwuEwHnzwQcyfPx9utxvZ2dlYuXIlHn74YUQi0e7ad911F4QQEELAZrOhoqIC9913H4LB4BlzhUIhLFgQ3Wd969at5/wexjs2JaFICPr+DQg++0uENj4Ls+f4eb/krfouDIRTs8lPZaABhf1n77BMRJNIKIAS40sSzPwEgDlz5qCuri4uYyfksncpE3t7aSklMMkZ+alzYhJOD5wX3QiteFp8xtfs0CrmQauYB6OrBfrhbTDq9wAGl15RYmto78ax412IGJPzJqJ7YOwzFV7ZtB1me0Mc05yQ5nRgVkk+XA7bpJyPiCie6urqsHLlSqSnp+N73/se5s6di0gkgr/97W/49Kc/jb179+InP/kJPvGJT2D16tWoqalBIBDAnXfeiY9+9KO4+uqrEQ6Hcc0112Dbtm341re+hZUrV8Ln82H9+vX4/ve/j4ULF2LBggUAgHe+850jBdFNmzbhzjvvHGl+cKr77rsPhYWF2LZt25i+l/GMTUlMmjCO7oJxdBeU3HLYptVCyS077b3Vse5BHOgYsCiktdLsKi6atximehyRg1usjkNEKezb3/427rjjDqxatQpXXnllTMdOmOLnrl278OMf/xh//vOf0dLSktAFUP8Hvz6p5xNCID/Dh2vnV+Puq5dhemHOpJ6fzkwrmQHHiuuhOD2Tcj41Ix/q4nzIeZdF9wY9vA2yt31Szk00Vq/vPowv/+9fsenAMaujnNU7//Frk3q+NJcTNy2fgx985GZ4nNzKgoiS16c+9SkIIbBhwwZ4PCde/8yePRsf/vCHAQDvf//78eSTT+Kuu+7Ca6+9hi996UuIRCL43ve+BwD44Q9/iFdffRUbN27EwoULR8aorKzEbbfdhnA4PPKYw+FAfn4+AKCkpARXXnklXnjhhdMKlM8++yyef/55PPHEE3j22WfH9L2MdWyaOsy2OoTa6iD8ObDV1EItmQGhqAhEDLxel7rdzS+tyILd7oBccQOUzAKE3n4OkBfeOIqIJiiFu73/9Kc/RWZmJq655hpUVFSgoqJiZO/tYUII/PGPfxz32AlR/Ny0aROuvPJKeL1e3HHHHaipqYGmJUS0hKDrOvbv34/fr3kMT238f/jzfe/H3NJ8q2OlLs0Gx5LVZ+3kHm/C5oCtaiG0ygUwO5uhH9kGo34fYHI2KFnr7f3HcPN3foN58xfg0Uf/HQsWLIDdnrrFPiklurq68Le//Q3f/fd/x7Hj3fjL1z4GVU2OFx9ERCfr7OzEc889h29/+9ujCp/D0tPTR27//Oc/x5w5c/C+970Pjz/+OF5++WWkpaUBAH7729/iyiuvHFX4HGaz2WCznXmm/M6dO/Hmm2+irKxs1OOtra342Mc+hqeffnrCjZrONjZNTbLnOMIbn4XY+RrUqkV4Uy1DUE/NYt/sPC/yvU4A0YKCfcZSKBl5CK79PWQwNWfCElkuhYuf27dvhxACpaWlMAwDBw8ePO2YidZgEqLCeM8996CsrAxr166F3++3Ok7C+upXv4pLLl6Jrzz2Av503wesjpOSlJxiuC6+BYo30+oo0b1BswqhZhVGZ4Me3Q39yDbIvtT95Jqs9aM/rUVZeQVeevlldgo+yZIlS7B48WJce+21eGPPEVw6p8rqSERE43bw4EFIKTFjxozzHpubm4tvfetbuPvuu/HJT34Sl1566chzBw4cwGWXXTamc/7lL39BWloadF1HKBSCoij46U9/OvK8lBJ33XUX7r77btTW1o5rn7DzjU1Tnwz242BdHY5mp+akknSnhsVF6ac9ruWVwX3dJxB4ZQ3M9sbJD0ZEKSte+30CCVD8bG5uxuuvv45HHnmEhc/zyMjIwGc+ew8++cm70dE3iCwviwuTRgjY518G+5yLJ9TJPd6E3QVbzWJo1YtgtjdEZ4M27OeSFZo0pmniuS178dX7v87C5xm8853vRHFRIZ7ZtJvFTyJKSuPZksowDDzyyCNwu91Yv349dF0fWdU1nnFWrVqFhx56CAMDA/jP//xPaJqGW2+9deT5n/zkJ+jr68OXvvSlsX8jYxybpr5B1YVNGYusjmEJgehyd0058wwqxe2D+5oPIfTWM4gc3Dy54YhSXQrP/Iwny/8Ejhw5AgCora21OElyWLJkCUxT4mh7t9VRUobwZcG9+qNwzHtHQhY+TyaEgJpTAsfS6+B6192wzbkUwpNudSxKAb2BEAKhMKqrq62OkpCEEKiqqkJrV5/VUYiIJqSmpgZCCOzdu/e8x37/+9/H4cOHsXHjRjQ0NOA73/nOyHPTpk0b0xgA4PF4UF1djfnz5+M3v/kN3nrrLfz6178eef7ll1/GunXr4HA4oGnayO+g2tpa3HnnnRc0Nk1tEsCGrCWIqKm5Pc/8Ah+yPY5zHiNUDc6LboBj+XXRbtFERJNk7dq1uO+++3D77bfj9ttvx3333Ye1a9de0JiW/xSLRCIAopuO0/kN/zlF9MnpoJzqbNNq4XnXJ6BmF1kdZdyEww3b9KVwXvMROC5+N9SiGsCCPUopNZhmdCYP92s+O02zwUzgZn5EROcy3IDgZz/7GQYGTt8LsLu7G0C0ienXv/51PPTQQ5g5cyYeeugh/Ou//iu2b98OALjjjjvw4osvYsuW07tKRyKRM44NAIqi4Mtf/jK++tWvIhAIAAB+/OMfY9u2bdi6dSu2bt2KZ555BgCwZs0afPvb3x7z93amsWlqO5hWhRZXai53z3LbsaBg7Csu7dNq4b76LghXWhxTEdEwKQSkUGJ8SY46QDgcxq233orLL78c3//+9/HCCy/ghRdewPe//31cfvnlePe73z1SQxwvy4ufE3HZZZfhnnvuGblfXl6OH/7wh3E5lxACTz/99Fmfr6urgxACW7dujcv5yRrC6YHr8jvgXH4dhC25PxEWQkDNK4dj+Y1wrf4EbLMvhnB7rY5FlJTuuusufOMb37A6BhGRJX72s5/BMAwsXboUTzzxBA4cOIA9e/bgxz/+MVasWAFd13HnnXfilltuwS233AIAuPXWW3Hrrbfirrvugq7ruOeee7By5UpcccUV+NnPfoZt27bh8OHD+P3vf4/ly5fjwIEDZz3/bbfdBlVV8bOf/QwAUFpaijlz5oxcpk2bBgCoqqpCcXHxuL63U8emqatPS8PWjPlWx7CEKqLL3ZWzLHc/69fllsL9ro9DyRnfvysiovF44IEH8NRTT+Hzn/88mpub0dnZic7OTrS0tOALX/gCnnzySXzzm9+c0NgJXfy86667IIQ47fLggw/iW9/6ltXx4uIb3/gGFixYYHWMlKaVzID7+k9CK55mdZSYE6402GYsh/OdH4PjopuhFlQhuusPUfzcdddduOmmm057/JVXXoEQAt3d3SO3MzIyEAwGRx339ttvj/z8P5mUEr/85S+xYsUK+Hw+pKWlYfbs2fjsZz87qjPgN77xjVG/Q/x+Py655JLTlk784he/wGWXXQafzzeS63weeeSRUR2OiYimssrKSmzevBmrVq3C5z//ecyZMwdXXXUVXnrpJTz00EP4zne+g8bGxtMaB/3sZz9Dc3MzvvOd78DhcOCFF17Afffdh//+7//G8uXLsWTJEvz4xz/GZz7zGcyZM+es59c0Df/4j/+IBx988KwzRCcqnmNT4jAh8FbWEhhKaq5UWVyUjgyXbUJfq7h9cF99F2zTFsc4FRGNMrznZ6wvSeDRRx/FnXfeiQcffBB5eXkjj+fm5uK73/0uPvjBD+J///d/JzR2wv8JvPOd70Rzc/Ooy+LFi+H1XtjMtYlOlaWpSzg9cF56G5yX3Q5lii/rEEKBWlAFx0U3w7n6Y9BmroBweqyORQSv14unnnpq1GO//vWvUVpaOuoxKSXuuOMOfOYzn8G1116L559/Hrt378avf/1rOJ1O/Ou//uuo42fPnj3yO2TdunWoqanBddddh56enpFjBgcH8c53vhNf/vKX4/cNEhEluYKCAvz0pz9FXV0dQqEQGhoa8Mc//hGXXXYZ7r//fjQ3NyMzM3PU12RmZqK5uRn3338/gOg2Tl/84hexfft2BAIBdHR04PXXX8edd945sn3KI488csbVV1/84hfR1tYGj+f01y3l5eWQUp53IsFExqapYZ9vOtqdOVbHsER+mgOz8y7sPbRQNTiXXw/H8uuBBO+FQETJp7m5GcuWLTvr88uWLUNLS8uExk744qfD4UB+fv6oyxVXXDFq2TsA9PX14b3vfS88Hg+KiopOW7IihMBDDz2EG264AR6PZ2QfoIceeghVVVWw2+2YPn36GavIzc3NWL16NVwuFyorK/GHP/zhrHkNw8BHPvIRVFRUwOVyYfr06fjRj3406phXXnkFS5cuhcfjQXp6OlauXImjR4/ikUcewQMPPIBt27aNzFB65JFHJvYHR+OiVc6H54ZPw1Y++7TZZVOd4vbBPmslnKs/DvvyG6HklVsdiVLYnXfeid/85jcj9wOBAB577LHTGlesWbMGjz32GNasWYOvfe1rWL58OUpLS7F8+XJ897vfxcMPPzzqeE3TRn6HzJo1C9/85jfR39+P/fv3jxxzzz334Itf/CKWL18e32+SiIiIJl2nPQPb088+s3gq0xSBSyqyYvY+xz5tMdzX3AXh4lZaRDEnRHwuSaC4uBivvPLKWZ9fu3btuLe1GZbwxc+x+t73vof58+djy5Yt+OIXv4jPfvazeOGFF0Yd841vfAM333wzduzYgQ9/+MN46qmn8NnPfhaf//znsXPnTnziE5/Ahz70Ifz9738f9XVf+9rXcOutt2Lbtm143/veh/e85z3Ys2fPGXOYponi4mI8/vjj2L17N+6//358+ctfxu9//3sAgK7ruOmmm/COd7wD27dvx7p16/Dxj38cQgjcfvvt+PznPz9qhtLtt98enz8wAgAIjx+uK94H18U3QzjdVsexlFBUaEU1cF78bjiv+Si06UsBh8vqWJRiPvCBD+C1117DsWPHAABPPPEEysvLsWjRolHH/e53v8P06dNxww03nHGcc724D4VCePjhh5Geno7p06fHLjwRUZIb/tFpGGysOWz4z0JJkjeOdGa6ULEuexlkkiz9jLVlJRnwOmK71F/NKYH7uo9DzSmJ6bhElLruvPNO/P73v8fdd9+Nffv2wTAMmKaJffv24ZOf/CQef/xx3HXXXRMaO+E3O/nLX/6CtLQTS5BXr159xuNWrlyJL37xiwCAadOm4Y033sB//ud/4qqrrho55o477sCHPvShkfvvfe97cdddd+FTn/oUAODee+/F+vXr8f3vfx+rVq0aOe62227DRz/6UQDAt771Lbzwwgv4yU9+gv/6r/86LYfNZsMDDzwwcr+iogLr1q3D73//e/zDP/wDent70dPTg+uuuw5VVVUAgJkzZ44cn5aWNjJDieLLNn0JHIuuhLA5rI6ScJS0dNjnXArbrJUwmg5AP7wN5vF6q2NREjv1Zzlw5jfXubm5WL16NR555BHcf//9+M1vfoMPf/jDpx23f//+0wqX99xzD371q18BANLT09HQ0DDy3I4dO0bOPzg4CK/XizVr1sDn813w90ZENFX43U7YNBX19VPrd/4999yD8vLyCX3t8IdxWT4uhU9mmzMWoM+Wmr/zi31OTMuOz99fxeWF6+o7EXr7OUT2b4zLOYhSTjz26EySD36+/OUv49ChQ/jFL36BX/7yl1CUaG7TNCGlxJ133jnhLcoS/k9g1apV2Lp168jlxz/+8RmPW7FixWn3T52dWVtbO+r+nj17sHLlylGPrVy58rSvG8vYJ/vZz36GxYsXIycnB2lpafjFL34x8sIpMzMTd911F6655hpcf/31+NGPfoTm5uazjkWxJ3xZcF3zITiXvYuFz/MQigqteAacl94O59UfhlazGLA7rY5FSejUn+Vbt24dKVSe6sMf/jAeeeQRHD58GOvWrcP73ve+MZ3jK1/5CrZu3Yr7778f/f39o56bPn36yHk3bdqET37yk7jtttuwcSNfqBMRDdNUFZfPm4bfPfrolJr9eSHFz9/+9rcozM7AnFJOTEhWDa4iHPZWWR3DEg5VwcXlsVvufibRfUCvg2PFDdwHlCgGpFDickkGqqrikUcewdatW/Htb38bH/3oR/HRj34U3/72t7F161Y8/PDDIwXR8Ur4mZ8ejwfV1dUxGyveHnvsMXzhC1/Af/zHf2DFihXwer343ve+h7feemvkmIcffhif+cxn8Nxzz2HNmjX46le/ihdeeIH7zMWbELDPXgn7/HdAqBPrcpjKFG8m7PNWwTb7EhiN+6OzQTsarY5FSeJMP8tPnpl5stWrV+PjH/84PvKRj+D6669HVlbWacfU1NRg3759ox7LyclBTk4OcnNzTzvebrePOv/ChQvx9NNP44c//CH+7//+byLfEhHRlPSpa1filn/7DW65+WZ8/gtfwPz582G3262ONal0Xcfhw4fx61//Gr/61a/wnQ9eN+E3W2StQdWFDVm15z9wilpRlgG3fXIKkvaaRVAzchF4ZQ3kYN+knJOI4utnP/sZvve976GlpQXz58/HT37yEyxdujTu5503bx7mzZsX0zETvvg5VuvXrz/t/snLyc9k5syZeOONN0Y10njjjTcwa9as08b64Ac/OOr+woULzzjmG2+8gYsuumhkKT0AHDp06LTjFi5ciIULF+JLX/oSVqxYgUcffRTLly+H3W6fUp+0JwolIx/Oi26AmlVodZSkJ1QNWuksaKWzYPYch35kO/SjuwA9bHU0miI0TcMHP/hBPPjgg3j22WfPeMx73/te3HHHHfjjH/+IG2+8cULnUVUVgUDgQqISEU05Vy6Yjv/53Ptw3yN/wTve8Wer41gqPc2NB963Gp+5/lKro9AESADrs5YirKbmSq+KDDcqMyd3uwY1uxjud30CwbW/h9F2bFLPTTRlJMiy9zVr1uDee+/Fz3/+cyxbtgw//OEPcc0112Dfvn1nnGwSC5s3b8b69etH1dNO9l//9V+46KKLsGDBgnGPPWWKn2+88QYefPBB3HTTTXjhhRfw+OOP469//es5v+af//mf8Q//8A9YuHAhrrzySvz5z3/Gk08+iRdffHHUcY8//jhqa2tx8cUX47e//S02bNiAX//612ccs6amBv/zP/+Dv/3tb6ioqMD//u//4u2330ZFRQUA4MiRI/jFL36BG264AYWFhdi3bx8OHDgwUlwtLy/HkSNHsHXrVhQXF8Pr9cLhSM1f2DGhqLDPfwfss1dCcBlGzCn+HNgXXAHbnEtgNOyLzgbtarE6Fk0B3/rWt/DP//zPZ5z1CQDvec978OSTT+I973kPvvSlL+Gaa65BXl4ejh49ijVr1kBVR/9713UdLS3Rv5t9fX1Ys2YNdu/ejX/5l38ZOaalpQUtLS04ePAggOg+oV6vF6WlpcjMzDxrVsMwsHXr1lGPORyO834AR0SUqG5aPg83LJ2DzYcacPR4FyJ6fD+YV/MqcNdXvjOmY1dML8dHr1lx/gMvgKII5KV7sWJ6Oey2KfN2KeXs9U1HmyvP6hiWcNkUrCjLsOTciistug/oxr8hsneDJRmI6Mx6e3tH3Xc4HGetN/3gBz/Axz72sZG+OT//+c/x17/+Fb/5zW9G+u3E2le+8hW4XK6zFj9ffvllPPPMM/jLX/4y7rGnzG/zz3/+89i4cSMeeOAB+Hw+/OAHP8A111xzzq+56aab8KMf/Qjf//738dnPfhYVFRV4+OGHcdlll4067oEHHsBjjz2GT33qUygoKMDvfve702aHDvvEJz6BLVu24Pbbb4cQAu9973vxqU99amT2ktvtxt69e/H//t//Q0dHBwoKCvDpT38an/jEJwAAt956K5588kmsWrUK3d3dePjhhyfczSrVKTkl0dme/hyro0x5QrNDK58LrXwuzK5W6Ee2QT+2BzAiVkejJGW325GdnX3W54UQWLNmDX75y1/i4YcfxoMPPohIJILi4mJcccUV+MEPfjDq+F27dqGgoABA9OdwVVUVHnrooVGz+n/+85+Palh36aXRmT7n+znc399/2mqAqqqqkSIqEVEyUhQFtTWlqK0pjfu5tOrFYy5+ludl4j2XLopzIkp2nfZ07EifY3UMy1xclgWnZt3ED6GocC69FmpmAYLr/wKYXNlINFZSCMgY79M7PF5JScmox7/+9a/jG9/4xmnHh8NhbNq0CV/60pdGHlMUBVdeeSXWrVsX02wnO/Wcp7rkkkvwb//2bxMaW0gp5USDxcLatWtx2WWX4cCBAzHb23Mq2717N2bPno0XvvphLKspOf8XpCLNBseiK2GbvgQiSTb2nYpkJAyjYS/0uh0wO9nUa6rr7BtEyYe+jieeeAK33HKL1XHi5q677kJ5efkZXyScz5VXXIGMUCf+3+fG1sCJiChVaNWL4Vhw+ZiOfe+li/Crz7w3zokomelCxd8KrkrZ7u7Tsj24uPzMK2esYLQ3Du0D2nv+gykpCW8GvLfcM+bjLS5BJaze3l74/X60tLbC54vtz6/e3l7k5+Whvr5+1Nhnm/nZ1NSEoqIivPnmm6MagN93331Yu3btqJ42seRyufDggw/in/7pn874/E9+8hPcd999E9q6LGEqQ/wHMDb8czo3taAKnhs+BfuMZSx8WkzY7NAq5sG56n1wXnXXUKd4l9WxiIiIiGgK25KxIGULn2l2FctKrFnufjZqdhE8190NtXia1VGIkoKU8bkAgM/nG3VJtC0Wa2pq8Pzzz5/1+eeeew6VlZUTGtvy6pDLFS2GnLr3AJ3Z8J+T28Fu5aPYnXCuvAmuK98PJS2xfuEToPiyYZ+3Cq533Q378hug5FUAiO1UfrKWfWhpVTAYtDhJ4goGAyN/TkRERBR7Da4iHPJWWR3DMpdWZMGmWv4W/zTC6YZr1XvhqL069o1ciCjmsrOzoaoqWltbRz3e2tqK/Pz8uJ33Ix/5CP7617/i3nvvRXd398jj3d3d+NznPofnnnsOH/nIRyY0tuU/eWbPng2Xy3VakyE6sxdeeAFelxM1+WffCy/VaKUz4bnx07BVLYCI8d4YFFtCUaEVTYPz4lvhXP1x2GathHD7rY5FMeBx2pGf6ceGDVN7Y/ubbrrptH2hxyIQCGDbtu2oLuDPbiIiongYVF3YkFVrdQzLzM7zIt/rtDrGWQkhYJ91Edzv/DCEh6//ic7GlDIul/Gw2+1YvHgxXnrppRO5TBMvvfTSqGXwsfaZz3wGd955J374wx8iOzsbpaWlKC0tRXZ2Nn70ox/h/e9/Pz73uc9NaGzLGx55PB7ceOON+O53v4t3vOMdWL58udWREtbrr7+OH/zHf+D6xdPhtFv+v85ywumBY9m7YCs7c/MpSmyK2wtl5gpoM5bDPF4PvW4HjMb93BA9SQkhcNOyOfjf//kffPKTn8T06dOtjhQXN91004S+7vvf/z76BwZw04p5sQ1EREREkADeylqKsJpYSzgnS7pTw+KidKtjjImaUwzPdXcj+OYfodfvtToOEZ3FvffeizvvvBO1tbVYunQpfvjDH2JgYGCk+3s8CCHw8MMP44Mf/CCeeOIJHD58GABw44034tZbb53QJJRhCVFBe+ihh3D11VdjxYoVmD17NmpqaqBpCREtIei6jv1792L33r1YWlOKB9+/2upIlrNVL4Rj8VUQDrfVUegCCSGg5pZCzS2FDF8BvX4P9LodkN1tVkejcbrv1iuwduchLKmtxc233IL58+cn3D4yk0lKia6uLjz37DN4c916fOm2KzG9KNfqWERERFPOPt90tLryrI5hCYHocndNSZ4VcMLhgvOy2xHZ+xZCm54HTNPqSEQJQw5dYj3meN1+++04fvw47r//frS0tGDBggV47rnnkJcX/5+1q1atwqpVq2I6puXd3ocFg0E899xz+NOf/oSWlhaYk/wD8Fybqp7q8rnVJ3aMnQSqIpDvT8O1C6fjirlVcNhStzCsZBfDuXQ11Owiq6NQnJndrdDrdkI/thuIhKyOQ2PU1tOPXzz3Bv60YTeOtnUiYkzOTF7dMMb8Y9mmaYj9S4ozS3M6sLSmFO+5dCFuvWg+t+YgIjoDdnunC9FpT8eL+VfAFKm5r/aCAh8WJcmszzMx2hsRePUPkP1dVkehCWK399gY7vbe0NwSl27vxQX56OnpifnY8dTe3o5nn30Wzc3NmD59Oq6//nooysR270yY4qfVxvOGtPd/v8mluZNMuNLgWHQVtMq57OKeYqShw2g6AP3IDpjHj1kdhxLU6q//HK/uOjSmY4Pr/hjdYoGIiBICi580UbpQ8beCq1K2u3tmpAers8KwV86F0OxWx5kwGQ4iuO5P0I/utjoKTQCLn7ExXPw81hSf4mdpYWIWP3/3u9/hV7/6FdasWYPs7BP9EdatW4frr78eXV1dkFJCCIGlS5fixRdfhMfjGfd5UncKISUHRYV95nLY510KYUvd5bOpTKgatJKZ0Epmwhzohl63E8bRXZCBPqujEREREZGFtmQsSNnCpyINLDu+DkZTLwL71sNWvQha1UIIe+I2PTobYXfCeeltiOzfiNDbz3GiEaU0KWXMC8SJXHD+3e9+h0gkMqrwKaXEBz7wAfT09OD+++9HbW0t/vrXv+LnP/85HnzwQTzwwAPjPg+Ln5Sw1OJpcNZeA8WXZXUUShCKJx322RdDzroIZuvRaJOkpoOA5D5BRERERKmkwVWIQ94qq2NYZl7XDvgjvdE74QAiu99AZP8GaBXzYauphXClWRtwnIQQsE9fAjWnGIG1j0P2dVodiYgmwbZt2/CBD3xg1GNvvvkmDh8+jH/8x3/E17/+dQDAu971LjQ0NODJJ59k8ZOmBsWXBceS1dCKqq2OQglKCAVqfgXU/ArI0CD0Y7ujTZJ6O6yORkRERERxFlCd2JC1xOoYlskJtmF63xm28NEj0A9shH5oC9TS2bDVLE66iSRqZgE8130CwXV/hl630+o4RJPOlNFLrMdMVG1tbaioqBj12PPPPw8hBG6//fZRj1911VX44he/OKHzsPhJicPmgGP+O2CbvhRC5V9NGhvhcMNWUwutejHMrhboR3bAaNgL6GGroxERERFRjEkA67OWIaym5pZYmhnBso63cc6OFaYBo247jLrtUAuqoNXUQskuTprGi8LmgPOSWxHJr0Do7WcBQ7c6EhHFSVZWFrq6Rjc8e/3112Gz2bB48eJRj3s8ngn/HGOFiRKCrXoh7AuvgJJkyzMocQghoGYWQM0sgJx/GYyG/dDrdsDsaLQ6GhERERHFyD7vNLS68qyOYZmFXduQpg+M+Xij+RCM5kNQMvKh1dRCLZoGMcFuyZNJCAH7tMVQc4oQXPs4TK7wohSSwBM1Y27evHl47LHHcM8990DTNDQ2NuKNN97AqlWr4HSO3sP40KFDKCwsnNB5WPwkSyk5xXAuWQ01u8jqKDSFCM0OrXwOtPI5MPs6o02S6vewSRIRERFREuuypWN7xlyrY1imINCMyv7DE/pas6sF4Q1/gXD7oFUvhlY+F8KW+B3i1Yx8uN/1cQTfegb64W1WxyGiGPvyl7+Md7zjHVi0aBGWLFmCl156CZFIBPfee+9px/75z3/GkiUT2/Ik8T/yoSlJuNLgvPhmuN/5ERY+Ka4Ubybscy+Fc/XH4bj0dqjl8wBbai6TIiIiIkpWulCxLmc5TKFaHcUSdiOEpedb7j4GcrAXke1/R+DZ/0Z4x6swk2BygLA54Lr4ZjgveTeQhN3sicZjeM/PWF8S1cUXX4zHHnsMpmni0UcfhdPpxK9+9StcddVVo457+eWXceTIEdx4440TOg9nftLk0mywz1wO+5yLIViAokkkhICaUwI1pwRyweUwWo7AqN8Do/kQYBpWxyMiIiKic9iSsQC9Np/VMSyzuHMzXEYwdgNGQtD3b4B+YCPU0pmw1dRC8efEbvw4sFXMgZpbguAbT8NoOWJ1HCKKkdtuuw233XbbOY+5/PLL0dc38Q9rWPykySEU2KYthn3upVDcXqvTUIoTqgatqAZaUQ1kJASj8QD0+j0w244htXZYISIiIkp8Da5CHPJWWR3DMiUD9SgdrI/P4NKEcXQXjKO7oOSWwzatFkpuWcI2R1I8friu+gAie95CaPOLnMRAU46UElLG9j1prMez0pEjR07rDj8WLH5S3GkVc+FYsAqKN9PqKESnETbHyP6gMtAPvWEvjGN7YHa3Wh2NiIiIKOUFVCc2ZE1sj7epwGEEsbhz8wUvdx8Ls60OobY6CH8ObDW1UEtmQCiJt82AEArss1ZALahE8LUnYHa3WR2JiOJs+/bt+Pd//3f84Q9/QDgcHvfXs/hJcaMW1cCx8AqomflWRyEaE+FKg62mFraa2mijpGO7YdTvhRzotjoaERERUcqRANZnLUVYTd3tspZ0bILTDE3qOWXPcYQ3Pgux8zVo1YugVcyDSMC9NtWMPLjf9XGEtryMyO43rY5DFBPm0CXWYyayXbt24aGHHsKhQ4eQkZGB2267DTfffDMAYPPmzfjqV7+Kv/3tb7DZbHj/+98/oXOw+Ekxp+aUwL7oSmh5ZVZHIZowxZsJ++yLIWethNnVAuPYbugN+4DQoNXRiIiIiFLCPu80tLpSdyJFWf9RFAcaLTu/DPYjsvNVRPaug1Y+D1r1Iigev2V5zkSoGpy1V0MrqkbwjachB3utjkRE47B+/XpcfvnlCAZP7Gm8Zs0a/OAHP4Cu6/iXf/kXeL1e/PM//zM++9nPoqCgYELnYfGTYkbJyIvO9CyqSdg9YojGSwgBNbMAamYBbPNWwWw7Cr1+D4zGA4ARsToeERER0ZTUZUvH9oy5VsewjFMPYHHXZqtjROkR6Ac3QT+0GWrRdGjTaqFmJFZRWiuohOf6TyL41l+h1+20Og7RhEkZvcR6zET1zW9+E06nE0899RQuueQSHDlyBB/60Idw//33IxAI4N5778VXvvIV+P0X9sELi590wRR/DuxzL4FWMQdCKFbHIYoboShQ8yug5ldALozAaD4E/dhumG1Hudk6ERERUYzoQsW6nOUwReLtNzlZlnZuhN1MsA/apYTRsBdGw14oOSXRDvH5lQkz8UU4XHBd+m5EiqchuOEZIBw8/xcRJRhTRi+xHjNRvfXWW/j0pz+Na665BgAwe/Zs/OAHP8Cll16Ke++9Fw8++GBMzsPiJ02YklUA+9xLoZVMZ9GTUo7QbNBKZkArmQEZCcNoPQyj6SCM5sOAPv4NmImIiIgoamvGfPTafFbHsExF/xEUBpqtjnFO5vF6hI7XQ3gzo82RSmdBqIlRXrBVzoOaX4HQW3+BXr/P6jhEdA7d3d2YNm3aqMeG719++eUxO09i/HSipKLmlcE+9xKoBVUJ8ykfkZWEzQ6teAa04hmQhg7zeD2MpoPQmw8CwQGr4xEREREljUZXIQ56q62OYRm3PoCFnVutjjFmsq8T4c3PA7teh61qIbTK+RAOt9WxoLi9cF72Huh1uxDa8Awk9+2nJCGlhIzxOvVYjxdLUkqo6uhZ/sP3nc7YNVpj8ZPGTC2qiS5vzy21OgpRwhKqNrI03iavhNnZDKPpAIzGA+waT0RERHQOA6oLb2UtsTqGpZZ2bIRdJthy97EIDSKy+w1E9r0FrWwOtJrFUNIyLI0khICtYg7UggqENjwDvW6XpXmI6MyeeeYZtLS0jNwfHByEEAKPP/44tm7dOupYIQQ+97nPjfscLH7SeWlls2CfcwnUrIl11SJKVUIIqFmFULMKIedcCtnXAaPxAIymgzC7W62OR0RERJQwDCh4M2cFwqrD6iiWqe47iPxgkr9GNHToh7dCP7wVamFNtDlSVpGlkRSnB65Lb0OkfA5Cb/0VMtBvaR6iczGHLrEeM5E9+uijePTRR097/L//+79Pe4zFT4otRYVWMReOORdD8WdbnYYo6QkhIHzZUHzZsM1cAXOwN7pHaNMBmO0Nid2Cj4iIiCjOtmXMQ4cjdd93eCL9mN+13eoYMWU0HYDRdABKRj60qgVQi2dYui+orXQmtLxyBDf+DfqhrZblIKITjhw5MuZj+/r60NvbO6HzsPhJowiPH7ZptbBVL4TiSrM6DtGUpbh9UKoXwVa9CDIUgNFyKFoMba0DDN3qeERERESTpt5djP2+aec/cApb1vE2bHJqvgY0u1oQ3vgcsH0ttPI50CrmQ0lLtySLcLjgWnkT9PLZCK77M+TgxAopRPEiEft5MYk8zaasrGzMx37729/G17/+dej6+H9WsvhJAAC1oBK26UuhFddAKOr5v4CIYkY4XNG9kcrmQOoRGK110U/KWw4D4aDV8YiIiIjipldLS/l9Pqf17kdu6LjVMeIvHIC+/23o+9+Gkl8BW+UCKPkVEEKZ9ChaUQ08N3wKoc0vIrJ/46Sfn4gmZqLNm1j8TGU2B2xVC2CfvoRL24kShNBs0IpqoBXVQEoTsrsNRtsxGMePRZfHc1YoERERTRG6UPFmzkXQFZvVUSzjjfRhXvcOq2NMOrPlCEItRyDcfmiV86GVz5n0LvHC7oRz+XXQKqJ7gZrdKVCApoRnSgkzxlM/Yz1eMmLxMwUp6bmwzVgKW8VcCFvqbihOlOiEUCAy8qFk5MM2fSmkoUe7xx8/BrPtGMzOZkAm+vbVRERERGe2KXMRuu3pVsewjJAmlnVsgCYNq6NYRg72ILLzVUR2vwG1eDq0ygVQMgsghJi0DFpeOdTr7kZk71sIbX0F0MOTdm4imhwsfqYKuxO20lnQquZDzS2d1F8mRBQbQtWg5pRAzSkBZq2EjIRhdjREZ4a2HYPsabM6IhEREdGYHPZU4EhahdUxLDW9dz+yQx1Wx0gMpgHj2G4Yx3ZDpOfCVrkQaskMCG1yZgULRYV91kXQyucgtPF56HU7J+W8RKeSiP0enZz3yeLn1KZq0IqnQauYC62oxtLOekQUe8Jmh5pfCTW/EgAgQ4MwjtfDbDsGo+0o5EC3tQGJiCiBCUBRAKGcuBbipIsKCABCgYAY/RwEom+lxKjhznIn+shpH7wPjwFgHCuRQhEdSkYBADm075eMDmMakIYenbEVDoJv9RJbl82PTZkLrY5hKV+4B3O7WWA7E9ndhvDmvwE7Xonui185H4o3c1LOrbh9cF36bug1ixDa8AzMnvZJOS/RMFNGL7EeM1Ft3rx5zMc2NTVN+Dyshk01QkSbF1XMhVYyA8LutDoREU0S4XBDK54OFE8HAJiDvdFC6PFjMNuOQgYHLE5IRDTFKGr0oqrRYuFQEVGMFBOjBUUhBORQ4VBgqHh4ci1w+E2JkJBy+Kmhot6pRT7IaBvY4cup96UZPV6aI/dHrk3zpO1SJGAaAAzgPCtuY/Ge6VxjKFlFYx7HYdNgdjWf/0BVAzQ7hGaP3lbVaFNPoQBSQhoRyHAICPQDKbzk2AphYcMbORfBUFL3raiQJpZ3bIAKbl90TpEQ9IOboB/cBCW3DFrlAqgFVdGfsXGmFVRCve5uhPesR3j7WkCPxP2cRKmotrZ2zCuTpZQTXsWcur9xphgluzha8CyfDcWVZnUcIkoAitsHpXwOtPI5kFJC9nXCaDsK83g9zK4WyECf1RGJiMZHKKcXGxUFEGr0xbAyXGxUosVGDBccgZP+EzVcSBwqKkppQkh5SuHQAEwTcrhoaBrRi2FgpHhoGsApvehOLfTJczx3Jgk8QSN5GDpg6JChwZGHzvrnandBONwQNnv075eUkHoEMtgPnPT1dOEkgA1Ztei3ea2OYqmZPXuRGe6yOkZSMduOItx2FMLlHWqQNBfC6YnrOYWqwTHnYtjK5yC08W/Qj+2J6/mIAIx8phnrMRPVww8/PCnnYfEzWWl2aPkVUIuqoRVWQ/FmWJ2IiBKYEALClwXFlwVULwIAyOAAzO42mN2tMLtaYXa3QA6yIEpE5yKGZtFpJ2Y9KgrEcFFSCAhFQEI5MctRnLRA+qSZixInFxnliVmJQzMUpRktPI4UGIefM0zAOH0GzrkKjGN9zZ/A7w0onsIByHDgzP//bQ4Itw9Cc0T/zoYDkAM9Q7Nmabz2e2vQ4CmxOoal0sNdmN2z2+oYSUsG+hDZ9Toiu9+EWjQNWuU8KNklce1poaSlw3XZ7dAbDyC44VnIvs64nYso1dx5552Tch4WP5OIklkArbAKamE11Jxi7uFJRBdEOD1Q8yug5p9oNiBDg0OF0NaRaznYa2FKIjq7sxQih2ZCRvdnPLHsGqe+MRyeViAl5JmWRptGtABpDM921AHIaOHxlOLj2QqP453xSJRwIiHInuOn/f0VLi/g9ERfjxs6zIHuob1G6Wza7VnYmjHf6hiWUqSBZe1c7h4T0oTRsBdGw14Itw9q6SxopbPjOilIK6qB54YKRPZvQnj72lEzy4lixYSEGeNXTbEeLxmxepbAhNMDtbAqWvAsqOJydiKKO+Fwn7kg2t02MjvU7GJBlOg0QhnZV/DEcmwtWohUFESXX5+lEDmy/Bqn79domieWXhsGYOrjKkSe6zEimjgZ6AMCfaP+bQmXN1oUFQJmaBDo57LmYSHFjjdyVkCK+O/VmMhm9+xGRqTH6hhTjhzshb53PfS966FkFkItmwWtOD79L4SqwT5zGWxV8xHe9QbCu9cN/U4mokTG4meisDmgZuZDySyAmlUAJbMAij87uoyMiMhCwuGGmlcONa985DGphyH7u2H2dUL2d8Ls64Ls64TZ38kN4ck6ijo0C3Jo5uPIkmwRvT28/+N5m8+cOiPSjLbJPGnPRzm8FHu4ECnNaJfp8+z9eLbHiCj5yUDf6P20VRtEWgaEzT7yexN62LJ8VjEhsC57OQKa2+oolsoIdWJmz16rY0x5ZmcTzM4mRLb9HWpBFdTS2VDzy6MNz2JI2J1wLLwCtulLEN76CiKHtsRho0ZKRSP9DGM8Zqpj8dMCwuEeVeRUswog0tJZ6CSipCE0O0R6LpT03FGPSymB4ADM4YJofydkoH/o0hftOM990qYOMdR4Rhme6RjtpBzd/3F4pqNyotg4qvnM2ZdgD3e3Ht185sRybDm8D6Q0o4XH4b9Tw8XIU1xo8xkiogkxIpA9baNnh6ZlQDg9kJEwZG9HSnSa3+2fiRZXvtUxLKVIA8s7NkDhb53JYxowGvfDaNwPOFzQSmZCK50NkZ4b0/1BFbcPzotugG3WcoQ2vwijYX/Mxiai2GHxM9ZsdiguL4TbC+H2nbjt8kJxeyE8/uim6XHckJmIyCpCCMCVBtWVBjWn9LTnpRxqFhHogwz0wxwuigb6o4/rYchICIiEIfXo9dQulg53p1ZOXA8viRZiaN9GRAuIEKc8J0bGEEJAjsxePPHcyH/P+CtHnqj8nbznI+SJWY4jBUfjRMHRNKNLr4c7YevjKzae6f7Z8C0iEU01sr8Lcng5vKJC+HKjM0ODg5D9U6+JSoszFzv9s62OYbm53Tvhj3DLIMuEAtAPboZ+cDOELwta6WyopbNiuq2cmp4L9+V3QG+tQ2jTCzDbG2M2NqUWc+ileKzHTHUsfg6R45gHrDcdir6xVJTo9HmhQNgc0SKnzRHHlEREYyNPa1wyNGNu5LY8qXuyPOnxk66lCWkOFbhOXvY73In5lGMhZXQp8Bm6Np927uEiWzRs9FpRIOxOCNvw/kxyqCn0SeMMj48T60GklDDMsTcOEA43xCkzVk9U2c7wu0Ce5fGTi4fDeUYup+zbeKZmMsNfZxoADOA8Nd5z/ZY623N8nUNElMBMY/TMUJsDwpsJCCXaUT7Yb2W6CzaourAue/npM/1TTFawHdN7ORswUcjeDkR2vorIzteg5JZBK5sFtbAGQrPFZHwtrxzq6o9CP7Yboc0vsTM8UYJg8XMCtMIqqyMQUYI4UWSMdkSO7gOoj3RHlsP7AZqn35fDHZTNk+/rJ41z0rEj98805tD5TiuspQ5VGfu2ITI0CNndFsc0REREExAJQXY2j9wVHj+Eyxv9vZVkBRQTAm9mL0dIjX3DmWSimjqWcbl7gpIw2+oQbqsDNBvUounQymZByS654FWaQgjYymZDK5kBvW4nwjteh9lzPDaxacrjnp/xweInESUdKeXoAuNZioujioimfqLYeHJB8bSvPX3MUV876vbQ8XxBS0RERDEmB3qiM0ABwOGGkpYBqeuQPW1I9Nce29Lnod2ZY3UMy83r3gGfntwzeFOCHoFxdCeMozsh3D6opbOglc6C4s28oGGFosJWOR9axVzo9fsQ3vEazI6mGIUmovFg8ZOILoiUEjAigDFUFDT0oQKhPvT4UCFx6CKNyEgBctTj5snHnH775Oen9h6QRERERKcIDcIMDUZvazYovhxISMie9ujrrQTS4CrCPv90q2NYLifYhml9B6yOQeMkB3uh710Pfe96CH8utMJqqIXVEP6cCc8IFUKBrXQmtJIZMJoPI7zjNRitdbENTlOGCQkzxh9wxXq8ZMTiJ9EUIoc7H5+lgHiiKDm2x0c/b5xU5DypCMlCJBEREdHk0SMwO4dmjwkl2r1atcHs7wRCAUuj9WkevJW9xNIMiUAzI1jW8faZ+w1S0pA9bYj0tCGy583ojNChQqiSVQwxji2XhgkhoBVWQSusgtF2DKGdr7M7PJ2Gy97jg8VPojiR5nAhMnJiefU4ZzueXJQ8bwHT0FNyr0ciIiKilCVNyO4TTZOENwvC4YI52AcM9kxqFF2oeDP7IkQU+6SeNxHN79qONH3A6hgUQ3Kwd6RjPOxOqPmVUAtroOaVQWjj/zuv5pbCffkdMDpbEN75OvSju1ihIoojFj9pShlpPjPUOObEHo6nNpg5qbnMyN6QZ759xr0hTx3T0AEzMlSINFiIJCIiIqJJJ/s6IPuit4XbB+H2wezvAoLxLcRJAG9nLkaXIyOu50kGeYEWVPcfsjoGxVM4COPYbhjHdgOKBjWvLDortKAKwuEe11BqZj5cl74bZu8qhA9sgn5wK+TwFheUkkwpYca4EB7r8ZIRi590wUaWWp/WYOakpjEnFyOH93s8qbh4WtOasxUmz9Dt+uQu2DB1q/84iIiIiIgsJwd7IQd7AQDCnwNodsju1uhr6Bjb552Go2nlMR832djMMJZ2bORy91Ri6jCaD8FoPgRAQMkqPLE8Pm3sHwYoviw4F18NueBy6Mf2IHJgE4yWurjFJko1LH5OgBnoH5qSPlQ9H1VFlyc1X5QnXZ3l2OHHpIwWEU0zOmNw+FqakObQbEZpACO3o8fIU46FlGd+fOj2icfl6MdPG8M45dwnHzt6NiWn5xMRERERJUxtKcEAAHKfSURBVC7Zczx6Q9WgZBZCGgZkT2tMxm525mFbxryYjJXsFnZug8fgrL3UJWF2NMLsaERkx1oIbxbUvHKoeWVQsovHtDxeqBpsFXNhq5gLs7cd4f2boR/aAmnxfr40eQwzeon1mKmOxc8h4+ncNvDkD9jkhYiIiIiIkouhn2iW5HBD8WZe0P6gfVoa3sxeASnG3/xlqikcbELFwBGrY1ACkX0d0Ps6oB/cBAglOis0rxxKbhmUjDyI8/y7UXzZcNZeDblwaDbo/o0wWo9OUnqiqYXFTyIiIiIiolQTGoQ5tLegSMuEcLph9rYD4eCYvjwiNLyWsxIRlQ2O7EYISzq53J3OQZow2xtgtjcAu14HbA6oOaVQcsuiTZM86WedkDVqNmhPOyIHtyBybDdkX9ckfxM0GbjnZ3yw+ElERERERJTCZH8nZH8nIAREeh6EosDsaj1rA08JYH32MvTa/ZMbNEHVdm6Cyxhb0ZgIABAJwWg6AKPpACKINihTsoqis0MzCyH8ORDK6TNDFX82/n97dx4fV13v8f/9PWdmsidt03Rv6V5altLSsiOlIK1yVQSvVwSkYgWuIlcELfxkBwUFBQRBrgIFpSBLr+AP7k8BBW+LshXKVlpaKN3pviTNNud8f3/MkpkkTdN0Jmdm8no+HGfOMmc+05Yk887n+/0WHf5ZRSafLH/7RkVXLVF01Qfyt23o/vcA5BHCTwAAAABAbB2C7Z/GViYIReRU1cg2N8ju3JJ22rtVB2lt6eBASsw1w+pWadjuNUGXgTxnd++Ut3unvNVL1CxJblhOnwFy+gySWz1ITp9BMkUlyfONMXJ795fbu7+KJk6Tv2uboqtjQai3cVVg7wP7z7dWHp2fGUf4CQAAAABIF22Sv2WtJMmUVMiUVcmv3a7VTi+91+uggIvLDcXReh2+dVHQZaAQec3yN62Wv2m1ovFdpryPnOpBcvoMlFNVI6eqb3IRJaeityITjlFkwjHy62sVXb1U0dVLYivGe9E9vgzQUxB+AgAAAAD2yNbvkq3fpe3hKv2r35FBl5Mzjtjymor8pqDLQA9ha7fKq90q75N3k/tMWZWcyhqZqr7xQLRGpryXImMPV2Ts4bJeVP62T+VtWi1v0xp5m1bL1nVtgTN0D99mvlPTp/GT8BMAAAAA0LFGJ6L/63esPOMGXUpOGLVrhQY1MM8igmXrdsir2yGtX96y0wnJVFbLqeorp6KPTGmV3H7DFB5xiFRUKltfK29zLAj1N62Rt2Ud3aEoeISfAAAAAIA98mW0sOZo1YXKgy4lJ5Q11+qwbYuDLgNonx+V3f6pvO2fymt9zAnJlFbKlFXKKa2SO+IghccfKXlR2aZG2aZ6+Q110u5d8ut2yNbtkG2oC+Jd9FieH7tl+po9HeEnAAAAAGCP3ux9mDYW9w+6jNxgrY7c8qrClk455CE/Klu7VbZ2qzrMw9yQnHCx1LuvTHiwZFzJGMn6stYqtipabCy1CRd3Q+E9h29tFoa9M+6d8BMAAAAA0K6Pykbow8oxQZeRM8btXKZ+jZuDLgPILi8q69VKDbXaa2xW1qsbCgL2D+EnAAAAAKCNzZFqvV49OegyckZl0w4duv2doMsAUMA8a+VluFMz09fLR07QBQAAAAAAckttqEz/1+9Y+SxwJEky1tdRW16R2/FgYQBADqLzEwAAAACQ1OhE9FK/49XoMpdfwkE73lefpu1BlwGgwPmS/Aw3avIrGzo/AQAAAABxnhwtqDlGu8KVQZeSM/o0btWEHUuCLgMA0EV0fgIAAAAAZCW92neqNhX3C7qUnOFYT0dufkXO3pd9AYD95vlWXoZbPzN9vXxE5ycAAAAAQO9UHaxPyg4IuoycMnHbO6qK7gq6DADAfqDzEwAAAAB6uI/KRuj9XhOCLiOn1DRs1Nhdy4IuA0APYq2Vn+HV2S2rvdP5CQAAAAA92Ybi/nqt+vCgy8gpIb9ZR25+VSboQgAA+43OTwAAAADoobaHq7Sg5hhZQ19Mqknb3lK5tzvoMgD0MJ6N3TJ9zZ6O73AAAAAA0APVu8V6qd/xijrhoEvJKYN2r9PI2o+DLgMAkCF0fgIAAABAD9NsQnqp3/GqD5UGXUpOiXiNmrr1dYa7AwiEn4U5PzN9vXxE+AkAAAAAPYgvo5f7HqXtkd5Bl5Jzpmx9QyVeQ9BlAOihPN/K8zMbVmb6evmIYe8AAAAA0ENYSYv6TNL60kFBl5JzhtWt0rDda4IuAwCQYXR+AgAAAEAP8UHlOC2vGB10GTmnOFqvw7cuCroMAD0cw96zg85PAAAAAOgBPiobrsW9JwZdRk46YstrKvKbgi4DAJAFdH4CAAAAQIFbXTpEr1VPCbqMnDRq1woNatgQdBkAIM/Gbpm+Zk9H5ycAAAAAFLD1xQP0z75Hyho+/rVW1lyrw7YtDroMAEAW0fkJAAAAAAVqY1FfLag5Rr5xgy4l91irI+veU9hGg64EACQx52e28Ks/AAAAAChAWyO99Y9+x8tz6Hlpz7idy9RvxydyeveXqewbdDkAgCzhuyAAAAAAFJgd4Uq92O8zijrhoEvJSZVNO3To9nckSf62TyVJpqKPFC6W3bouyNIA9GC+b+X7Ge78zPD18hHhJwAAAAAUkNpQmf7e7wQ1uUVBl5KTjPV11JZX5MpP2293bY09KC6TU9Zb/vYNkseQeADId4SfAAAAAFAgdrsl+nu/E9QQKgm6lJx10I731adp+55PaKiT31AnhYvk9B4gf8dmqbmh2+oD0HP5WVjtncZPwk8AAAAAKAiNTkQv9vuM6sLlQZeSs/o0btWEHUs6d3Jzo/zNayQ3JKd6iPzabVJjXXYLBNCjseBRdrDgEQAAAADkuSYT1ov9PqOdkaqgS8lZjvV05OZX5GgfgwAvKn/LGqmpXk71IKm0MjsFAgCygs5PAAAAAMhjUePqH/2O07aiPkGXktMmbntbVdFdXb+A9eVviS2GZHoPkG1ukmq3Zqg6AJA8a+VluFMz09fLR4SfAAAAAJCnPDlaUHOMNhfXBF1KThtQv15jd32YsevZbRskSaZXP8n3ZXduzti1AQCZRfgJAAAAAHkoalwtqDlGG0oGBl1KTivyGnTk5tdksnBtu32jJMlUVMuEwvLjoSgAdIXvW/kZXqEo09fLR4SfAAAAAJBnmk1I/+h3nDYV9wu6lJx3xJbXVOJnd7V2u2uLrCRT1ksqKpXdui6rrwcA6DzCTwAAAADII01OWC/1+4y2FFUHXUrOG71ruQbXr++217N126W67TIl5TKlVfK3rpes322vDyC/eZK8DDdqepm9XF4i/AQAAACAPNHgFOnF/p/R9kjvoEvJeZVNO3TYtsWBvLatr5Wtr5UiJXIqq+Vv+1TymgOpBQB6OsJPAAAAAMgD9W6x/t5/mnaGK4MuJec51tMxm/+lkA2456mpXv7mNVIoIqfvEPk7NkvN2R2CDyB/+dbKz/Dq7Jm+Xj5ygi4AAAAAANCxWrdUz/efTvDZSRO3va1ezTuCLqNFtCkWgnrNcqqHSEVlQVcEAD0GnZ8AAAAAkMN2hsr1Yv8TtDtEYNYZA+o3aOyuD4Muo32+J3/LGsk4cqoHya+vk3bnUEgLIFCetfIy3KmZ6evlI8JPAAAAAMhR28OVerH/CWpwS4IuJS8UeQ06csurMkEXsjfWl78ltiK86T1Aam6Srd0acFEAUJgIPwEAAAAgB22N9NaL/T6jJrco6FLyxhFbXlOJl19zatptGyRJpqqfJCu7Y1OwBQEIjO9beX6G5/zM8PXyEeEnAAAAAOSYTUXV+ke/49XsRIIuJW+M3rVcg+vXB11Gl9kdGyVJpqJaJhSWHw9FAfQcXhbCz0xfLx8RfgIAAABADllfPEALao6R5/BxrbMqm3bosG2Lgy4jI+yuLbKSTFmVVFQmu3Vd0CUBQF7juykAAAAA5AAr6cOKMXqz90RZ4wRdTt5wrKejN/9LIesFXUpG2bodUt0OqbhcTlmV/K3rJesHXRaALKLzMzsIPwEAAAAgYL6M3ugzWSsqRgVdSt6ZuO0d9W4u4BXTG2rlN9RKkRI5ldXyt30qec1BVwUAeYNfJwIAAABAgBqdiF7s9xmCzy4YUL9BY3ctC7qM7tFUL3/zGskYOX2HSJHioCsCkGGe39L9mblb9ur9yU9+omOOOUalpaXq1atX9l5oPxF+AgAAAEBAdobK9fyAk7SxpH/QpeSdIq9BR255VSboQrpbtCkWgkab5VQPlorLgq4IQA/V1NSkf//3f9d//ud/Bl1Khxj2DgAAAAAB2FDcTwv7HqNmlxXdu+KILa+rxGsIuozg+J78LWtjnaDVg+TX10m7C3j4P9ADZHPOz507d6btLyoqUlFR0X5d+7rrrpMkzZ07d7+uk210fgIAAABAN1tePkov9fsMwWcXjd61XIPrWQVdkmSt/C3rpN07ZHoPkKnoE3RFAHLQ0KFDVVVVlbzddNNNQZfUbej8BAAAAIBu4svord4TtaxybNCl5K3Kph06bNvioMvISXbbBkmSqaqRjCO7/dOAKwKwL7LZ+bl69WpVVlYm9+9v12c+ofMTAAAAALpBkwnrH/2OI/jcD471dPTmVxSyXtCl5DS7Y5Ps9k9lyqpkqgdJho/+QE9XWVmZdttT+Hn55ZfLGNPh7YMPPujm6vcPnZ8AAAAAkGU7QxVaUHOMdkaqgi4lrx267R31bt4edBl5w9btkOp2SJESOZXV8rdvkqKNQZcFYA/8LHR++vt4vUsvvVSzZs3q8JyRI0fuR0Xdj/ATAAAAALLESlpRPkpv9p4oz+Hj1/7oX79B43YtC7qM/NRUH1sh3g3JqR4sf/cOqb426KoA5KCamhrV1NQEXUZG8d0XAAAAALKgwSnSq9VTta50UNCl5L2I16ijtrwqE3Qh+c6LxlaIl2T6DJSam2R3bQm4KAAJns3CnJ82s9dLtWrVKm3dulWrVq2S53l66623JEmjR49WeXl51l53XxF+AgAAAECGrSsZqFeqp6rRLQ66lIJw5JbXVOI1BF1GQbFb10uSTGVfGTcsf9v6gCsCkM0Fj7Lh6quv1oMPPpjcnjRpkiTp73//u6ZNm5a1191XhJ8AAAAAkCFR4+qt3hO1vGJ00KUUjNG7lmtw/bqgyyhYdudmWUmmpEKmtFL+1g0SC0oB6IS5c+dq7ty5QZexV4SfAAAAAJABWyO99c++R2pXuDLoUgpGZfNOHbZtcdBl9Ai2fpds/S4pXCSnaqD8nZulJrptge6Ub52f+YLwEwAAAAD2gy+jDyrH6Z1eB8saJ+hyCoZjPR296V8K0YXYvZobY4sjOW5scaT6Wmn3jqCrAoAuI/wEAAAAgC6qdUv1St8jtam4sFbGzQWHbntHvZu3B11Gz+V7ycWRnN79ZT1PdufmgIsCClvUt3Iz3KkZpfOT8BMAAAAA9pUnR8srRundXgep2YkEXU7B6V+/QeN2LQu6DMT52z6VJJmKPlK4WHYrc7ACyB+EnwAAAADQSVaxldzf6j2RuT2zJOI16qgtr8oEXQjasLu2xh4Ul8sp6yV/+wbJiwZbFFBAmPMzOwg/AQAAAKATtoer9Gbvifq0ZEDQpRS0I7a8phKPhXZyWkOt/IZaKRSR03eI/F1bpcbdQVcFAO0i/AQAAACADjQ4RXq310FaUT6SBY2ybNSuFRpSz5DqvBFtii2OZBw5fQbJb6qXarcFXRWQt/wsdH76dH4SfgIAAABAe6LG1fKK0XqvajzzenaDqqbtmrTtraDLQFdYX358HlDTq59kJbtjY8BFAUAM4ScAAAAApGg2IS2vGKWllWPV4JYEXU6PEPKbdeymlxWyXtClYD/Z7bHQ05T1kopLZbesV2y2XAB741krz2Z4zs8MXy8fEX4CAAAAgGLD25dVjtGH5aPV7NLp2Z2O3PKaKqO1QZeBDLJ126W67VKkRE5ltfxd26TGuqDLAnIaCx5lB+EnAAAAgB7LStoW6a2Pykfo47Lh8hw+InW3sTuXaejuNUGXgWxpqo/NCyoj03uAZP1kdygAdAe+swMAAADocZqcsFaWHaCPykdoe6R30OX0WNWNmzVx29tBl4FuYWW3bZAkmdJKmdJK+ds3StGmgOsCcgedn9lB+AkAAACgR2hywlpfPEBrSwdrTelg+cYNuqQeLeI16phN/5IrP+hS0M3s7p2yu3dKbkhO9WD5jbtZJR5A1hB+AgAAAChIVtKuUIXWlQzU2tJB2lzUV9Y4QZcFSbJWR29+RWXe7qArQZC8qPwtayVJpqJaChfFukMtgTh6Jjo/s4PwEwAAAEDes5J2u6XaGumtrUV9YveRPixclKMO2vG+BjZsCLoM5BC7a0vsQbhYTlVf+bXbpQYWwQKw/wg/AQAAgALhy8g6IVnHkW9cWSd+MyH5jitrHFnjyncc+Y4rGVd+fF/sObFby36nzb2Vib+akY3dpW9LLeeYVtvJc1qO11RWdPr9faoyvT/ys/KtFJXRbhvSbutqt3XVoFCsduS8/vWf6qAd7wddBnJVc0N8gSTJ6dVfVpLd/mmwNQHdxLO+PD+znc8endSEnwAAAMCeWEm+ceW7EfluWL4blufE792QrBOS54TlObFw0XdC8k1InuPKN648k7hvCRY948qXkScneW8VCy79eDjoKxYY+jZeQzv3viRrJd/a5L5u+QPpzL59cFCo8+FnfVlfve21sziRabsLuakkultHb/5X/F890DE/HnqakorYAkk7N0vNjQFXBSDfEH4CAAAgp/hy5IdaQkbfDct3wvLccCxcdMLyHVeemwga48GjaQkcY2GjK1+OPBO7pQaOscfxmzXyJXk2FiC23Ft5+5PPWO1nMEg4hMJirK9jNv9LxT7hFfaNrd8lW79Lclw51YNkmxpkd20Nuiwg4/wszPnpM+cn4ScAAADaspI8NyzPLZIfishzIvJCEfluJNbp6Ma6HZP3JhQLHZ1E+Bi/yYnfTPI+Gu9o9KzkqVXg6NuuR35dDhv5UAB0h4nb31FN4+agy0A+8z35W9ZJkkxFHylSIrt9o+Q1B1wYgFxG+AkAAJDjYkFkkTw3Egsi3Ug8mIyFkVEnJL/dIDKU7IJMDSKjKUFkrPMxFj5GE4Gk34WOx0Tw2KlppQgbgZ5m8O41GrdzadBloIAkOz8dV06fQbK+x9ygyHueb+Ww2nvGEX4CAADsAyvJC8WDyHggGQ2FWzoindjQ7Gg8iPTj3ZBRE3scTRmKHU3riowNv/aUEkISRAIoAGXNtTpy82tMzYrs8D35W2PdoIqUyKnoI7+hTqrbHmhZAHIH4ScAAMgbscVnQrH5IBML0Dhh+W4oGTr6TuJxbPEZzyQWoYnPA+nEOiD9ZEekkzI0uyWIjMaDyJYQUopau++LyljFxnZ3+mQAKByO9XTs5pcVsQxLRjdoqpe/Za0kyZT3likuk79zi9RUH3BhQOdEfclkuFMzymLvhJ8AAGDPrCRrnPhCMxH5oZSFZxKLz5iQPDe26IxNrHLtuLH9iZWtTUvYmOh69FOCxtgCNE48bGxZfCZ1ARqvK8FjmzejTnZDJp4AANgfk7e+qT5N24MuAz2Qrd0mW7tNkpHTq7+s48hu+1SyJEHIXQx7zw7CTwAAMizRnWjd2MrT1onfTGxFamscWePKd5z4/lg4aI0r6zjxoNCRkvudNvdWJr4dCw1tfCVra0zLY5nY+YnHUjJw9FNCx8Scj8lFZ7Qfw61b/0Gw+AwA9FjDa1dqVO1HQZeBHs/KT8wFGorIqaqRbW6U3cniW0BPQfgJAHkqsRJzrBsvlBKsuXsN1lpCNLdLwZpNdOq1Cdbi51gTD9/UEsJJyW3Zlnirdcxl9/TYtr9fkjZFHpO0olN/bm/0O1JrSibFrrGHa7apyXZcq7WSb2MrVHfLL1b39Ie33xcEACAzqpp2aMrWN5jnE7kl2tQyLL6kQiqrkq3dLjXUBlsXEEfnZ3YQfgJAJ7Wea9A6YXluSL4bbjXXYEg2fh+ba9CND/d128w16KcN/XVadeOlD/9tGfob+waWtW9hGQ/W9vQCmeM7nf921mAd1TbzAwAAANkS8pt17KaXFbKdnvAY6Ha2fpdUv0uSZCr7SuEi2e0bJY/5aYFCQ/gJIOf5cmIrK4cisdWU3UjLfIMmFjL6rtvyOGWuwZaQsfVcgya5sEln5hr0bYaG/+7zFEOEdAAAIL9M3fK6KqO7gi4D6LTkEHjHldNnoKzvyyaGygPdiM7P7CD8BLBPfNMqiHQiioYiyQVQYh2QYUWdliDSMyFF412P0UTXoxxFUxY7ic05aBRN7W60UrSrHY7MNQgAANDtxuz8UAfsXh10GUDX+J78retjj0MROZV9FZszdJPkRwMtDUDXEX4CeSo2BNuVFyqSH0p0Q8ZuiWHYsdWX44/j80FG48OvW25OvAOyZei1JylqTUsAuT9Drfep05HgEQAAIF/1adyiw7YtDroMIDOiTfK3ros9dtzYivFuSHbXVqmpPtjaULB832a8U9On85PwE8iExFyQ7Q3N9tyIfCekqBvriPRS5oL0TCg9hGwniIwqNhQ7LYQkiAQAAEAOiXiNOmbTP+Xu+xw/QO7zvZYV4xWbI9REiuXv3int3rlPl9peV6//740lWr1pm6J+Afz3Ei7ep9Ovv/76LBXSvYqKijRhwgSdcsopKioqCroc7AXhJ/KWlZJDrX03LN9NDL0OJRee8Z1Q7Lhx40OwQ/JNfPEZx4ktQKPYqtixxWYSAaRJLkLjpwzLTs7/qPT5IKP7+puUfR6STRAJAACA3GSsr2M2/1Pl3u6gSwG6hd25OfkJzZRVyZRUyDbujnWFduC2p17UdY/8Rc3RqPpW91EkEsl+sd2gpqam0+fee++9Wayk++zevVvbt29XZWWlHnnkEX3+85/PyHU938ow52fGEX6i0xLDrP34sGrfDbXM8+iG46tbh+OrXbuxbRN7HAscnVarXTvJ+/ZXu453PCp9levYY6v9+u/XStrnxSf5ggEAAAC0dti2xRrQsDHoMoBA2LodsnU7YhtFpXLKe8t6zbLbNyn1M+S8l97Qlb9/RpdccokuvfRSDR48OJiCkTHvvfeeLr/8cn35y1/WK6+8osMOOyzokrAHhJ9dsLnmQFlrZY2J7zGyMpIx8S9tJrG7Zdsodo4kI5PyJdDIGiNrYiFg6r1VYr+RTYaELefbxCrViXPjgWFif8u9UrbVsh3vYPRtyyLUNvHYpuy3Nrm/y1I7HfcpdCRwBAAAAHLViNqPNXbXh0GXAeSGxt3yG+Md0G5YprKPjBOSX1+r+59/RTNOOUW/+MUvZJJZAvLZQQcdpCeffFLDhw/Xgw8+mJHw01orm+FOTWvJVQg/u+BvJQftX9dhZ9hW91l7AQAAAADYd9WNWzRlyxsixgHa4TXLbvtUVlJDU7P+ueRj3fv9ywk+C0wkEtG//du/6YUXXgi6FHSA8BMAAAAAsE+Ko/U6btNCFjgCOmFnfaMkqX///gFXgmzo37+/tm/fnpFr+b7N+OrsrPYuOUEXAAAAAADIH471dPymhSrxGoIuBcgrjpM/Ecy0adP0/e9/P+gy8oLjOBkbWm6tzcqtp8uf//IAAAAAAIGbuuV1VTd1vKo1gM6ZNWuWjDG68MIL2xz77ne/K2OMZs2a1f2FFbDhw4fr9ttvD7oMdCPCTwAAAABAp4zduUwj6j4JugygoAwdOlSPPvqo6uvrk/saGho0b948DRs2LMDKMsdaq2g0GnQZOc/6Niu3no7wEwAAAACwVwMrinTUkUcoPOFYmZKKoMsBCsbkyZM1dOhQzZ8/P7lv/vz5GjZsmCZNmpR2ru/7uummmzRixAiVlJRo4sSJeuKJJ9LOefrppzVmzBgVFxfrxBNP1IMPPihjTHJeyi1btujMM8/U4MGDVVpaqkMOOUSPPPJIhzU+88wzqqqq0sMPPyxJ+v3vf68pU6aooqJCAwYM0Ne//nVt3Lgxef6LL74oY4z+93//V4cffriKior0hz/8QY7j6PXXX0+79u23364DDjhAvh+bQ/ill17SEUccoaKiIg0cOFCXX355WnDq+75+/vOfa/To0SoqKtKwYcP0k5/8RJI0ffp0XXTRRWnX37RpkyKRiF544QVNmzZNn3zyiS655BIZY9IWoFqwYIGOP/54lZSUaOjQobr44otVV1fX4Z8L8gPhJwAAAACgQxVFIZ04qq9CZZUKjz9axTO/rchRX5LT74CgSwMKwnnnnacHHngguX3//ffrm9/8ZpvzbrrpJj300EP6zW9+o/fee0+XXHKJzj77bL300kuSpI8//lhf+cpXdNppp2nx4sW64IIL9OMf/zjtGg0NDTr88MP1zDPP6N1339X555+vc845R6+++mq7tc2bN09nnnmmHn74YZ111lmSpObmZt1www1avHix/vSnP2nlypXtDs+//PLLdfPNN2vJkiX64he/qJNPPjntfUrSAw88oFmzZslxHK1du1af//znNXXqVC1evFj33HOP7rvvPt14443J86+44grdfPPNuuqqq/T+++9r3rx5ycWkZs+erXnz5qmxsTF5/h/+8AcNHjxY06dP1/z58zVkyBBdf/31Wr9+vdavXy9JWrFihWbOnKkzzjhDb7/9tv74xz9qwYIFbYLUbEsseJTpW0/Hau8AAAAAgD0KOUYnj+6r4pCb3GccR6HBYxQaPEb+rq2KfrRY0U/elZobO7gSgD05++yzdcUVV+iTT2LTSixcuFCPPvqoXnzxxeQ5jY2N+ulPf6rnn39eRx99tCRp5MiRWrBgge69916dcMIJuvfeezVu3DjdcsstkqRx48bp3XffTXZGStLgwYN12WWXJbe/973v6S9/+Ysee+wxHXHEEWl1/frXv9aPf/xj/fnPf9YJJ5yQ3H/eeeclH48cOVK/+tWvNHXqVNXW1qq8vDx57Prrr9dnP/vZ5Pbs2bN14YUX6pe//KWKioq0aNEivfPOO3rqqackSXfffbeGDh2qu+66S8YYHXjggVq3bp3mzJmjq6++WnV1dbrjjjt011136dxzz5UkjRo1Sscdd5wk6fTTT9dFF12kp556Sl/96lclSXPnzk3OrdqnTx+5rpvsWE246aabdNZZZyUXeRozZox+9atf6YQTTtA999yj4uLiTv09IjcRfgIAAAAA9ugzI6rVuySyx+NORR9FJp6o8EHHylu9VM0fvSm7feMezwfQVk1NjU499VTNnTtX1lqdeuqp6tu3b9o5y5cv1+7du9PCRElqampKDo9funSppk6dmna8daDpeZ5++tOf6rHHHtPatWvV1NSkxsZGlZaWpp33xBNPaOPGjVq4cGGba77xxhu69tprtXjxYm3bti05ZH3VqlWaMGFC8rwpU6akPe+0007Td7/7Xf3P//yPvva1r2nu3Lk68cQTNXz4cEnSkiVLdPTRR6cNRz/22GNVW1urNWvWaMOGDWpsbNRJJ53U7p9jcXGxzjnnHN1///366le/qkWLFundd9/V008/3e75CYsXL9bbb7+dHNYvxeYp9X1fH3/8scaPH9/h8zPF+rFbpq/Z0xF+AgAAAADaddjASg3vXbr3EyWZUEShEYfIHX6w/K3rFf3oLXlrlkq+l+UqgcJw3nnnJYdZ//rXv25zvLa2VlJs/s3BgwenHSsqKur069xyyy264447dPvtt+uQQw5RWVmZvv/976upqSntvEmTJmnRokW6//77NWXKlGQgWVdXpxkzZmjGjBl6+OGHVVNTo1WrVmnGjBltrlFWVpa2HYlE9I1vfEMPPPCATj/9dM2bN0933HFHp2svKSnZ6zmzZ8/WYYcdpjVr1uiBBx7Q9OnTdcABHU/RUVtbqwsuuEAXX3xxm2OFsuhUT0b4CQAAAABoY1ivEk0aVLXPzzPGyK0eJLd6kOyh0xRd+Y6iHy2W3b0zC1UChWPmzJlqamqSMUYzZsxoc3zChAkqKirSqlWr0oagpxo3bpyeffbZtH2vvfZa2vbChQv1pS99SWeffbak2AJCy5YtS+vYlGLDyX/xi19o2rRpcl1Xd911lyTpgw8+0JYtW3TzzTdr6NChktRmEaOOzJ49WwcffLDuvvtuRaNRnX766clj48eP15NPPilrbTJsXbhwoSoqKjRkyBD169dPJSUleuGFFzR79ux2r3/IIYdoypQp+u1vf6t58+Yl606IRCLyvPRfykyePFnvv/++Ro8e3en3kQ3WWlmb2Tk6M329fMSCRwAAAACANH1LIzphRHXa0NOuMEWlCo87UsUzZ6vomC/LGTAiQxUChcd1XS1ZskTvv/++XNdtc7yiokKXXXaZLrnkEj344INasWKFFi1apDvvvFMPPvigJOmCCy7QBx98oDlz5mjZsmV67LHHNHfuXElK/vc8ZswYPffcc3r55Ze1ZMkSXXDBBfr000/brWns2LH6+9//rieffDI5H+awYcMUiUR055136qOPPtLTTz+tG264odPvc/z48TrqqKM0Z84cnXnmmWndnN/5zne0evVqfe9739MHH3ygp556Stdcc41+8IMfyHEcFRcXa86cOfrRj36khx56SCtWrNC//vUv3XfffWmvMXv2bN18882y1urLX/5y2rHhw4frH//4h9auXavNmzdLkubMmaOXX35ZF110kd566y19+OGHeuqpp7p9wSNkB+EnAAAAACCpPOLq5DE1CruZ+7hojCN34CgVH3uGimfMVmjsVCnCAiJAa5WVlaqsrNzj8RtuuEFXXXWVbrrpJo0fP14zZ87UM888oxEjYr9YGDFihJ544gnNnz9fhx56qO65557kau+JofFXXnmlJk+erBkzZmjatGkaMGCATjvttD2+5rhx4/S3v/1NjzzyiC699FLV1NRo7ty5evzxxzVhwgTdfPPNuvXWW/fpfX7rW99SU1NT2sJJUmwxpmeffVavvvqqJk6cqAsvvFDf+ta3dOWVVybPueqqq3TppZfq6quv1vjx4/Uf//Ef2rgxfZ7hM888U6FQSGeeeWabxYquv/56rVy5UqNGjVJNTY0k6dBDD9VLL72kZcuW6fjjj9ekSZN09dVXa9CgQfv0vvYXq71nh7H0v0rSPv1G84HXPxH/dgAgd/z8wq9p6Rv/7NS5LyzfqJXb6rNcEQCgsw7qX6GjhvXp1LlHf+7Lmn397dktqIeLuEanHjhAvUvCWX8t6zXLW7NU0RVvyd+2IeuvBwRl445ajfjWdXr66af1hS98odtf/yc/+Yl+85vfaPXq1d3+2ntyww036PHHH9fbb7+dlesnws3XXntNkydPzsprJFxzzTW6//779+vPd+fOnaqqqtLhP/6TQsVle3/CPog21OmNn5ymHTt2dBisFzLm/AQAAAAAyDHSSaNquiX4lCTjhhU64GCFDjhY3rYNsQWSVn0g+dFueX2gUN19992aOnWqqqurtXDhQt1yyy05M3y7trZWK1eu1F133aUbb7wx49dvbm7Wli1bdOWVV+qoo47KevCJ/ED4CQAAAADQccOrNbAymKHobu8Bcg+fKXvwZxT96C01r3hTamSkBgqD68RGmkaj3RPsf/jhh7rxxhu1detWDRs2TJdeeqmuuOKKbnntvbnooov0yCOP6LTTTmsz5D0TFi5cqBNPPFFjx47VE088kfHrtycajbY7R2uX+FY200ONGbpM+AkAAAAAPd2kQVUaXZ3ZoZZdYYpKFR5/jEJjp8pbtUTNy16Xrd0adFnAfqkqLVZxJKxly5Z1y+vddtttuu2227rltfbV3LlzkwswZcO0adO6fXXzZcuWaeDAgd36mtg3LHgEAAAAAD3Y6OoyHTYwt+aBM25YoRGHqviUbypy9Jfl9B0SdElAl4VcV6dMGqffP/Sgdu/eHXQ5yKDVq1fr2Wef1Re/+MWMXM+3Niu3no7OTwAAAADooQZWFOnYA/rs0wKw3ckYo9CgUQoNGiVv63pFP3xd3pplkvgwj/xyyZem6dTrf6sTp03Tdy+6SBMnTlQkEgm6LHTR7t27tWDBAt12223q16+fZs2aFXRJ6ADhJwAAAAD0QL2Kw5o+qiY5H2Guc/sMlHvkF+QfvEPR5YsU/fhtyWsOuiygU44Ye4D+9P+cp6vn/X8699xzgy4HGRAOhzVjxgzdeeedGRv2bm3m5/zs7mkAchHhJwAAAAD0MCVhR6eMqVFRKP9mQnPKqhSZeKLC449W9OPFii5/U7ahNuiygL06dsJIvXDjd7Rh206t2bxdzZ4XdEn7zRRX6KTLftbp8xcsWJDFarpPcXGxRo8eraqqqqBLQScQfgIAAABADxJyjD47up/Ki/L746CJFCs87kiFxkyRt/oDNS97TXbn5qDLAvZqQO9KDeidW/PsdpUp67VP5x977LHZKaRA2Cys9p7x1ePzUH5/twMAAAAAdJqRNG1ktfqWFc5cg8ZxFTrgILnDJsjf+Imal70uf+PKoMsCAOQIwk8AAAAA6CGOHNZbw3qVBl1GVhhj5PYfLrf/cPk7Nql52WvyVn8gWT/o0gCgU3xfMhnu1PT5Eqj8m+AFAAAAALDPJg2q0oR+FUGX0S2cqhoVTf28ij/3bYXGHiGFi4IuCQAQEDo/AQAAAKDAHdS/QocNLIw5BveFU1KhyCGfUfjAoxRd+Y6iy9+Q3b0z6LIAoF3W2oyvzs5q74SfAAAAAFDQxvYt0xFDeskYE3QpgTHhiMJjDldo1CR5a5cp+uFr8rd9GnRZAJDG+pmfqYOZPwg/AQAAAKBgjehdqmMO6NOjg89UxnEUGnqg3CHj5G9eo+iHr8tbvyLosgAAWUT4CQAAAAAFaGhVsT4zoloOwWcbxhi5NUPl1gyVv3OLmj98Q96q9yTfC7o0AD2Y79ssLHjEsHfCTwAAAAAoMAMqinTiqL5yHYLPvXEqq1V0+CmyBx2r5o/eUnTFW1JTfdBlAQAyhPATAAAAAApI37KIPju6RiHHCbqUvGKKyxSZcKzCY49QdNV7ii57XbZue9BlAehBrG9lM9ypmenr5SPCTwAAAAAoEL1LwpoxpkZhl+Czq0worPDIwxQacai8NcvUvPQV2R2bgi4LANBFhJ8AAAAAUAAqikKaMaafikJu0KUUBGNSFkf69GM1L31V/uY1QZcFoIDR+ZkdhJ8AAAAAkOfKwq5mju2n0gjBZ6YZY+QOGCl3wEh5m9eoeekr8jd8HHRZAIBO2q/w86OPPtLjjz+ut956Sw0NDZmqKefdedn5yufcPFJUpGHjDtKUk05V30FDgy4HAAAAwH4oDjmaOa6fKorobck2t+8QuX2HyN++Uc1LX5W3ZqmU158OAeQS31oZm+HV3jN8vXzU5e+O999/v2bPnq3i4mJNnTpVZWVlMiZ/VxL83Oc+1/mT8/h9WmtVV7tdT//3bXrizpv1rWt/qaM/f3rQZQEAAADogohrNGNsP1UVh4MupUdxevVT0ZH/Jv+gY9W89DV5q96TfC/osgAA7ehS+Pn6669r9uzZOv/88/WLX/xCZWVlma4LWVZbW6uLL75Y9137Aw0ZM15Dx4wPuiQAAAAA+6A45GjG2H6qLo0EXUqP5ZT3VtHhp8ifcIyiH76u6EeLJa856LIA5Cnm/MyOLi0B+Mgjj6hfv3769a9/TfCZp8rLy3XvvfeqV+/eevWvfw66HAAAAAD7oDTs6vPj+hN85ginpFyRQ6ep5PPnKzzhGClSHHRJAIC4LnV+/utf/9LJJ58s12Uy7XwWDod10vTpevedRUGXAgAAAKCTyiOuZo7rr0rm+Mw5JlKi8PhjFBozRdGP31b0w9dl62uDLgtAnrA2C52fzPnZtfBz9+7dqqqqynQtCECvXr3U1PBh0GUAAAAA6ITKopA+N66fyiIEn7nMhCIKj5mi0MjD5K1aouZlr8rWbgu6LAA5zvpWPsPeM65Lw94l5c3iRtOmTdP3v//9oMvIWfny9wgAAAD0dL1Lwjr1wP4En3nEuCGFRhyi4lO+qciR/yZT1S/okgCgx+ly+NmeWbNmyRijCy+8sM2x7373uzLGaNasWZl8yR5t+PDhuv3224MuAwAAAECW9S2N6HPj+qkkzNRj+cgYR6EhB6r4pHNUdOwZcvoOCbokADnIWpuVW0+X0fBTkoYOHapHH31U9fX1yX0NDQ2aN2+ehg0blumX63bWWkWj0aDLAAAAANBD9C8v0syx/VQcIvjMd8YYuQNGqPiEr6lo2plyBowMuiQAKHgZDz8nT56soUOHav78+cl98+fP17BhwzRp0qTkPt/3ddNNN2nEiBEqKSnRxIkT9cQTT6Rd6+mnn9aYMWNUXFysE088UQ8++KCMMdq+fbskacuWLTrzzDM1ePBglZaW6pBDDtEjjzzSYX3PPPOMqqqq9PDDD0uSfv/732vKlCmqqKjQgAED9PWvf10bN25Mnv/iiy/KGKP//d//1eGHH66ioiL94Q9/kOM4ev3119Ouffvtt+uAAw6Q7/uSpJdeeklHHHGEioqKNHDgQF1++eVpwanv+/r5z3+u0aNHq6ioSMOGDdNPfvITSdL06dN10UUXpV1/06ZNikQieuGFFzRt2jR98sknuuSSS2SMSRu+vmDBAh1//PEqKSnR0KFDdfHFF6uurq7DPxcAAAAAuWdQRbFOGVOjSCjjH90QMLd6sIqPPV3FJ58rd+iBkpiSDOjprG+zcuvpsvId9LzzztMDDzyQ3L7//vv1zW9+M+2cm266SQ899JB+85vf6L333tMll1yis88+Wy+99JIk6eOPP9ZXvvIVnXbaaVq8eLEuuOAC/fjHP067RkNDgw4//HA988wzevfdd3X++efrnHPO0auvvtpuXfPmzdOZZ56phx9+WGeddZYkqbm5WTfccIMWL16sP/3pT1q5cmW7Q/Mvv/xy3XzzzVqyZIm++MUv6uSTT057j5L0wAMPaNasWXIcR2vXrtXnP/95TZ06VYsXL9Y999yj++67TzfeeGPy/CuuuEI333yzrrrqKr3//vuaN2+e+vfvL0maPXu25s2bp8bGxuT5f/jDHzR48GBNnz5d8+fP15AhQ3T99ddr/fr1Wr9+vSRpxYoVmjlzps444wy9/fbb+uMf/6gFCxa0CVIBAAAA5LahVSU6eUyNwi7BZyFzqmpUdMS/qXjGtxQaMVFy6PAFgEzKykzZZ599tq644gp98sknkqSFCxfq0Ucf1YsvvihJamxs1E9/+lM9//zzOvrooyVJI0eO1IIFC3TvvffqhBNO0L333qtx48bplltukSSNGzdO7777brIzUpIGDx6syy67LLn9ve99T3/5y1/02GOP6Ygjjkir6de//rV+/OMf689//rNOOOGE5P7zzjsv+XjkyJH61a9+palTp6q2tlbl5eXJY9dff70++9nPJrdnz56tCy+8UL/85S9VVFSkRYsW6Z133tFTTz0lSbr77rs1dOhQ3XXXXTLG6MADD9S6des0Z84cXX311aqrq9Mdd9yhu+66S+eee64kadSoUTruuOMkSaeffrouuugiPfXUU/rqV78qSZo7d25yXtU+ffrIdd1kx2rCTTfdpLPOOiu5yNOYMWP0q1/9SieccILuueceFRcXd/rvEQAAAEAwRvQu1QkjquU4dAP2FE55L0Umf1ah8Ucr+uHrin68WIo2B10WgG7k+1bKcKdmplePz0dZCT9ramp06qmnau7cubLW6tRTT1Xfvn2Tx5cvX67du3enhYmS1NTUlBwav3TpUk2dOjXteOtA0/M8/fSnP9Vjjz2mtWvXqqmpSY2NjSotLU0774knntDGjRu1cOHCNtd84403dO2112rx4sXatm1bcsj6qlWrNGHChOR5U6ZMSXveaaedpu9+97v6n//5H33ta1/T3LlzdeKJJ2r48OGSpCVLlujoo49OG45+7LHHqra2VmvWrNGGDRvU2Niok046qd0/w+LiYp1zzjm6//779dWvflWLFi3Su+++q6effrrd8xMWL16st99+OzmsX4rNU+r7vj7++GONHz++w+cDAAAACNaBNeU6alhvOYbgsydySsoVOXSawgcepeiKN9W8fJHUVL/3JwIA2pWV8FOKdVQmhlr/+te/TjtWW1srKTb/5uDBg9OOFRUVdfo1brnlFt1xxx26/fbbdcghh6isrEzf//731dTUlHbepEmTtGjRIt1///2aMmVKMpCsq6vTjBkzNGPGDD388MOqqanRqlWrNGPGjDbXKCsrS9uORCL6xje+oQceeECnn3665s2bpzvuuKPTtZeUlOz1nNmzZ+uwww7TmjVr9MADD2j69Ok64IADOnxObW2tLrjgAl188cVtjhXCglMAAABAoTKSjhzWWxP6VQRdCnKAiRQrPP5ohcYcrujH7yj64euy9buCLgtAFlnfk/W9jF+zp8ta+Dlz5kw1NTXJGKMZM2akHZswYYKKioq0atWqtCHoqcaNG6dnn302bd9rr72Wtr1w4UJ96Utf0tlnny0ptoDQsmXL0jo2pdhw8l/84heaNm2aXNfVXXfdJUn64IMPtGXLFt18880aOnSoJLVZxKgjs2fP1sEHH6y7775b0WhUp59+evLY+PHj9eSTT8pamwxbFy5cqIqKCg0ZMkT9+vVTSUmJXnjhBc2ePbvd6x9yyCGaMmWKfvvb32revHnJuhMikYg8L/0f8eTJk/X+++9r9OjRnX4fAAAAAIIVdo1OHNlXQ6r23iSBnsWEIgqPOVyhUYfJW/W+mpe+Klu7LeiyACBvZG3mbNd1tWTJEr3//vty3fQJmysqKnTZZZfpkksu0YMPPqgVK1Zo0aJFuvPOO/Xggw9Kki644AJ98MEHmjNnjpYtW6bHHntMc+fOlaRkmDhmzBg999xzevnll7VkyRJdcMEF+vTTT9utZ+zYsfr73/+uJ598Mjkf5rBhwxSJRHTnnXfqo48+0tNPP60bbrih0+9x/PjxOuqoozRnzhydeeaZad2c3/nOd7R69Wp973vf0wcffKCnnnpK11xzjX7wgx/IcRwVFxdrzpw5+tGPfqSHHnpIK1as0L/+9S/dd999aa8xe/Zs3XzzzbLW6stf/nLaseHDh+sf//iH1q5dq82bN0uS5syZo5dfflkXXXSR3nrrLX344Yd66qmnWPAIAAAAyFEVRSF94cABBJ/okHFchYYfouJTvqnIkV+Q6dU/6JIAZFii8zPTt54uq8sGVlZWqrKyst1jN9xwg6666irddNNNGj9+vGbOnKlnnnlGI0aMkCSNGDFCTzzxhObPn69DDz1U99xzT3K198TQ+CuvvFKTJ0/WjBkzNG3aNA0YMECnnXbaHusZN26c/va3v+mRRx7RpZdeqpqaGs2dO1ePP/64JkyYoJtvvlm33nrrPr3Hb33rW2pqakpbOEmKLcb07LPP6tVXX9XEiRN14YUX6lvf+pauvPLK5DlXXXWVLr30Ul199dUaP368/uM//kMbN25Mu86ZZ56pUCikM888s81iRddff71WrlypUaNGqaamRpJ06KGH6qWXXtKyZct0/PHHa9KkSbr66qs1aNCgfXpfAAAAALJvQHmRvnBgf/UqCQddCvKEMY5CQ8apePrZKjruK3L6Dgm6JADIacZau8/LPk2aNEnHHntsm2HY2faTn/xEv/nNb7R69epufd2O3HDDDXr88cf19ttvZ+X6iXDztdde0+TJkzN+/fPPP18vvPyqfjy344WUACCX/fzCr2npG//s1LkvLN+oldtYNAAAcsVB/St01LA+nTr36M99WbOvvz27BXWjMX3LdMywPnJZ0R37yduyTtGlr8hbvyLoUtDDmLJeKv3ctzt9fhciqB5h586dqqqq0uAz75UTyewoAL+pXmsfuUA7duzYY4NiocvanJ+ZcPfdd2vq1Kmqrq7WwoULdcstt+TM8O3a2lqtXLlSd911l2688caMX7+5uVlbtmzRlVdeqaOOOiorwScAAACAYEwd0ksH969ITukF7A+3epDcY74sf8cmNS99Vd6aDyRCJiDvWM+T9TK84FGGr5ePuhR+hsPhNquhZ8OHH36oG2+8UVu3btWwYcN06aWX6oorrsj663bGRRddpEceeUSnnXZamyHvmbBw4UKdeOKJGjt2rJ544omMXz+hsbFRbiinM3AAAACgYIQco2kj+2pYL+b3ROY5VTUqOuJU+Qcdp+jyRYp+/LbkNQddFgAEqkup14gRI7Ro0aJM19LGbbfdpttuuy3rr9MVc+fOTS7AlA3Tpk3rlnbw199YpOphY7L+OgAAAEBPVxZx9dnRNepTGgm6FBQ4p6xKkYknKjz+aEU/Xqzo8kWyDXVBlwVgL6zN/AJF1tL52aUFj8444wy98cYb+stf/pLpetCN/vznP+v9997V4dM/F3QpAAAAQEEbWFGkL44fQPCJbmUixQqPO1LFnztfkSkzZSr7Bl0SAHS7LnV+fulLX9LnP/95ffGLX9RXvvIVTZs2TWVlZcxXkwestaqtrdXf/v53zX/ySU064RQdetz0oMsCAAAACpJjpMMHM78ngmUcV6EDDpY77CD5Gz9R87LX5G/8JOiyALRi/Sx0fmb4evmoS+FnUVGR5s+fr1tuuUWPPfaY5s2bl+m6kGXDxozXF759iWac/W2FQuGgywEAAAAKTq/isE4YWa1quj2RI4wxcvsPl9t/uPztG9X84evyVn8gWT/o0gAga7q80k1RUZGuvPJKXXnllfI8T42NjZmsq9uVlZV1+tzfLPhAfh4vnBcOR+S4btBlAAAAAAVrQr8KTRlSpZDTpZnGgKxzevVT0dTPyz/oeEVXxBdHas7vz/VAvqPzMzsyssy367oqLS3NxKXyQlFxSV6HnwAAAACyoyTs6jPD+2hwFau5Iz84pRWKHHKCwgcerejKdxRd/rrs7l1BlwUgx61cuVI33HCD/va3v2nDhg0aNGiQzj77bP34xz9WJJJbIx4yEn4CAAAAQE93QK8SHXtAHxWHGWWF/GPCEYXHHK7QqEny1i5TdNlr8rd/GnRZQI+ST52fH3zwgXzf17333qvRo0fr3Xff1be//W3V1dXp1ltvzcprdhXhJwAAAADsh5BjdNSw3hpTzSKwyH/GcRQaeqDcIePkb14TWxxpw0dBlwVgP+3cuTNtu6ioSEVFRV2+3syZMzVz5szk9siRI7V06VLdc889hJ8AAAAAUChqyiI6YUS1KotZRBSFxRgjt2ao3Jqh8nduUfOHb8hb9Z7E/IFA1ljfz0LnZ2xBs6FDh6btv+aaa3Tttddm9LV27NihPn36ZPSamUD4CQAAAAD7qCjkaPKgKo2rKZdDtycKnFNZraLDT5E96Fg1f/SWoivekprqgy4LKDi+72X8Fwx+/HqrV69WZWVlcv/+dH22Z/ny5brzzjtzrutTklh6EAAAAAA6yRjpoP4V+srBgzS+XwXBJ3oUU1ymyIRjVfK58xU+7GSZsl5BlwSgkyorK9Nuewo/L7/8chljOrx98MEHac9Zu3atZs6cqX//93/Xt7/97e54O/uEzk8AAAAA6IRhvUo0dUgvVTHEHT2cCYUVHnWYQiMPlbduhaIfvi5/y9qgywLyXi4seHTppZdq1qxZHZ4zcuTI5ON169bpxBNP1DHHHKP//u//7kqJWUf4CQAAAAAd6F0S1hFDe2twZXHQpQA5xRhHocFjFBo8Rt6WdYp++Lq8tR9KskGXBqCLampqVFNT06lz165dqxNPPFGHH364HnjgATlObg4wJ/wEAAAAgHaUhl0dNqhSY/syryewN271ILnVX5Rfu13R5W8ouvIdyYsGXRaQV3Kh87Oz1q5dq2nTpumAAw7Qrbfeqk2bNiWPDRgwICuv2VWEnwAAAACQorIopEMGVGp0dZlch9AT2BdOeS9FDjtJ4QnHKPrRYjWveFNqqAu6LAAZ9txzz2n58uVavny5hgwZknbM2tzq/ib8BAAAAABJfUrCOnRgpYb3LqXTE9hPJlKi8IFHKTR2qrx1Hyq64i35m9cEXRaQ2zxP1slwp6aXnc7PWbNm7XVu0FxB+AkAAACgx3KMdEDvUo3tW65BFUUyhJ5ARhnHVWjIgQoNOVD+zs2KrnhL0VXvSdHmoEsD0EMQfgIAAADocXqXhDW2b7lGVZeqOOQGXQ7QIziVfRWZdLLCB39G0VXvK/rRm7I7twRdFpAzrPWkTM/5abPT+ZlPCD8BAAAA9AjVpWENrSrRsF6lqi4N0+UJBMSEIwqPOkyhkRPlb16j6EdvxVaJt37QpQEoQISfAAAAAApSUchRv7KIhvYq0dCqEpVF+PgD5BJjjNyaoXJrhso21Cn68duKfvy2bP2uoEsDAmF9P/Odnz6/VOC7PwAAAIC85hipNOyqoiikvmUR9S0tUt+yiMojLt2dQJ4wxWUKjz9aoXFHylu/QtEVb8rftCrosgAUAMJPAAAAIA8YScZIjjGxexk5JtY5lXrvGCOjlPN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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ctpl.plot_sankey(\n", " adata.uns['pycrosstalker']['results']['tables']['EXP_x_CTR'],\n", " target = \"CXCR4|R\",\n", " receptor_cluster = [\"Megakaryocyte\", \"Myeloid\"],\n", " plt_name = \"Megakaryocyte and Myeloid CXCR4 receptor gene interaction EXP vs CTR\",\n", " threshold = 15)\n" ] }, { "cell_type": "markdown", "id": "b68fe95c", "metadata": {}, "source": [ "The Sankey plot confirms that the LR Score indicates higher interaction with CXCR4 in Megakaryocytes under EXP condition and in Myeloid cells under CTR condition. Additionally, it highlights previously occuring ligand and receptors, including TGFB ligand from Megakaryocytes to CXCR4 in Megakaryocytes and CXCL12 from MSCs to CXCR4 in both Megakaryocytes and Myeloid cells.\n", "\n", "Another interesting target described in by [Leimkühler et. al. 2021](https://www.sciencedirect.com/science/article/pii/S1934590920305427?via%3Dihub) is the ligand S100A8. The study also shows that when S100A8 is targeted the MPN phenotype is ameliorated." ] }, { "cell_type": "code", "execution_count": 24, "id": "d7c6109d", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ctpl.plot_sankey(\n", " adata.uns['pycrosstalker']['results']['tables']['EXP_x_CTR'],\n", " target = \"S100A8|L\",\n", " plt_name = \"Myeloid S100A8 receptor gene interaction EXP vs CTR\",\n", " threshold = 15)" ] } ], "metadata": { "kernelspec": { "display_name": "pyctker", "language": "python", "name": "pyctker" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.0" } }, "nbformat": 4, "nbformat_minor": 5 }