diff --git a/docs/static/api_tutorials/explore_average_expression.ipynb b/docs/static/api_tutorials/explore_average_expression.ipynb new file mode 100644 index 0000000..b9de8b3 --- /dev/null +++ b/docs/static/api_tutorials/explore_average_expression.ipynb @@ -0,0 +1,802 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# **Exploring average gene expression**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Investigating cell atlases often involves exploring gene expression patterns across different cell types and organs. This tutorial guides you through using the [*atlasapprox* API](https://atlasapprox.readthedocs.io/en/latest/python/index.html) to explore gene expression data effectively. You will gain a general idea of how to query average expression, discover patterns of similar genes, identify marker genes, and visualize the data." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Contents\n", + "- Querying average expression data for a single organ\n", + "- Querying expression data for multiple organs\n", + "- Identifying expression patterns of similar genes\n", + "- Querying expression data for marker genes" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## **Initialize the API**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To begin, import the *atlasapprox* Python package and create an API object:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import atlasapprox\n", + "\n", + "api = atlasapprox.API()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For complete setup instructions, see the [Quick Start Tutorial](https://github.com/Amber-Xu914/atlasapprox_api_tutorials/blob/main/python/quick_start.ipynb)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## **Required packages**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To follow along with the data visualization in this tutorial, first install the following packages using `pip`, and then import them by running this command in your terminal or Jupyter notebook:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import numpy as np" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## **Querying average gene expression data**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The `average` method allows you to retrieve average gene expression of selected genes across cell types within a specific organ of a species. \n", + "\n", + "Use the following code to get the average gene expression data for four exmaple genes (*PRDM1*, *PTPRC*, *ACTB*, *GAPDH*) in the human lung across cell types:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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neutrophilbasophilmonocytemacrophagedendriticBplasmaTNKplasmacytoid...capillaryCAP2lymphaticfibroblastalveolar fibroblastsmooth musclevascular smooth musclepericytemesothelialionocyte
PRDM10.1769630.0235850.5135260.0960090.5371030.2719581.8548294.1834074.0898330.000000...0.6732430.6427610.0629110.0106690.0895380.2560480.0000000.6220590.0125070.000000
PTPRC22.3127102.4436847.7945492.8010274.3133183.0007790.42006710.51311911.4315222.168309...0.1500600.1768180.0002950.0533290.1934830.5999140.4121000.6380580.5869430.541398
ACTB118.96833828.41233873.13339236.43302283.10765834.7116367.98790041.43791650.84079031.894224...39.33695643.22811141.28498876.24059364.459953110.25856088.96396656.24535423.72851025.516708
GAPDH5.0915148.24300815.8134896.63956514.8883757.8712063.1318319.2290947.4303744.452652...11.29807315.29216910.62366512.3529375.55027713.0132697.6031797.4629149.74838819.264896
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4 rows × 30 columns

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" + ], + "text/plain": [ + " neutrophil basophil monocyte macrophage dendritic B \\\n", + "PRDM1 0.176963 0.023585 0.513526 0.096009 0.537103 0.271958 \n", + "PTPRC 22.312710 2.443684 7.794549 2.801027 4.313318 3.000779 \n", + "ACTB 118.968338 28.412338 73.133392 36.433022 83.107658 34.711636 \n", + "GAPDH 5.091514 8.243008 15.813489 6.639565 14.888375 7.871206 \n", + "\n", + " plasma T NK plasmacytoid ... capillary \\\n", + "PRDM1 1.854829 4.183407 4.089833 0.000000 ... 0.673243 \n", + "PTPRC 0.420067 10.513119 11.431522 2.168309 ... 0.150060 \n", + "ACTB 7.987900 41.437916 50.840790 31.894224 ... 39.336956 \n", + "GAPDH 3.131831 9.229094 7.430374 4.452652 ... 11.298073 \n", + "\n", + " CAP2 lymphatic fibroblast alveolar fibroblast smooth muscle \\\n", + "PRDM1 0.642761 0.062911 0.010669 0.089538 0.256048 \n", + "PTPRC 0.176818 0.000295 0.053329 0.193483 0.599914 \n", + "ACTB 43.228111 41.284988 76.240593 64.459953 110.258560 \n", + "GAPDH 15.292169 10.623665 12.352937 5.550277 13.013269 \n", + "\n", + " vascular smooth muscle pericyte mesothelial ionocyte \n", + "PRDM1 0.000000 0.622059 0.012507 0.000000 \n", + "PTPRC 0.412100 0.638058 0.586943 0.541398 \n", + "ACTB 88.963966 56.245354 23.728510 25.516708 \n", + "GAPDH 7.603179 7.462914 9.748388 19.264896 \n", + "\n", + "[4 rows x 30 columns]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "avg_gene_expr_lung = api.average(\n", + " organism='h_sapiens', \n", + " organ='lung', \n", + " features=['PRDM1', 'PTPRC', 'ACTB', 'GAPDH'],\n", + " measurement_type='gene_expression'\n", + ")\n", + "\n", + "# display the result\n", + "avg_gene_expr_lung" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Output\n", + "This method returns a *Pandas DataFrame* where:\n", + "\n", + "* Each row represents a gene.\n", + "* Each column corresponds to a cell type.\n", + "* The values indicate the average gene expression, measured in counts per ten thousand (cptt)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A glance at the DataFrame reveals that *ACTB* consistently exhibits higher gene expression across all cell types compared to other genes. In contrast, *PRDM1* shows very low expression overall.\n", + "\n", + "However, analysing large sets of numerical data can be challenging. Visualizing the data in a graph format makes the differences more apparent." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## **Visualizing the data**\n", + "\n", + "To visualize the average expression data of the queried genes, a heatmap is an effective starting point. The Python visualization libraries [Seaborn](https://seaborn.pydata.org/) and [Matplotlib](https://matplotlib.org/) offer powerful tools for creating such heatmaps. \n", + "\n", + "Here is a way to create one using Seaborn's `heatmap` method with custom colours and labels:" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create a figure with a specific size (width=8, height=4)\n", + "plt.figure(figsize=(8,4))\n", + "\n", + "sns.heatmap(\n", + " avg_gene_expr_lung, \n", + " # yellow-to-red color map\n", + " cmap='YlOrRd', \n", + " # add label to calour bar\n", + " cbar_kws={'label': 'Expression Level'}\n", + ")\n", + "\n", + "# Customize labels\n", + "plt.title('Average gene expression across cell types in the human lung')\n", + "plt.xlabel('Cell types')\n", + "plt.ylabel('Genes')\n", + "\n", + "# Keep gene names horizontal\n", + "plt.yticks(rotation=0)\n", + "\n", + "# Prevent label cutoff\n", + "plt.tight_layout()\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "From the color gradient, it is easier to compare the expression levels across different cell types. By looking at the heatmap, it is clear that *ACTB* exhibits consistently high gene expression across all cell types compared to the other genes. In contrast, *PRDM1* shows very low expression overall." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## **Querying average gene expression for multiple organs**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The following example demonstrates the average gene expression of four genes (same as above) across three human organs (*bladder*, *blood*, and *colon*).\n", + "\n", + "*Atlasapprox* API doesn't have any method to explore multiple organs at the same time, you can use the following code to make a for loop. At the same time, a plotted data always better then numbers, try to call sns `heatmap` to display the data:" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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grKyMnj17Ytu2bcjKyoJAIMC+ffuQk5MjkrjExsbi0aNHwv7UH719+1bkfxsbG4n7HTlyBPPmzUNMTIxIP9r3B5iEhATw+XyxOuzt7UX+f/fuHVJSUrB+/XqsX7++RO36XkXGqVatmsj/+vr6ACDsLy74Qh4yZEih7UtNTRXe70elfT3++usvHDx4EDExMdi2bRtMTEwk3q969eoi/2tpacHMzExszglJr29sbCzu3r1bbJtGjhyJXbt2oX379rCwsECbNm3Qp08ftGvXTrjvnDlz0LVrV9SoUQO1a9dGu3btMGjQILi4uEisG/jf6/nj61elShXo6ekhISFBpPzH1wj49jqVpE+/JO/juLg48Pn8En3YJT2fCQkJEqcwqFWrlvD22rVrY/LkyTh16hQ8PT1hb2+PNm3aYMCAAfDy8hLeZ/HixRgyZAgsLS3h7u6ODh06YPDgwbC1tS20Te/evcPnz59Ru3btItte0te9ogwePBijRo1CQkICrKyssHv3buTk5GDQoEFi+/74/ubxeLC3txe+v0vzuSzLc1qU8rwfi6Kmpib22vxYb2xsLFJTUws9LpTkNSxJnNKSVKeuri6qVq0qlpTq6uqKxMrPz8eKFSuwZs0axMfHi4y1MTQ0FItV3DG7OD++t+zs7MDn84ucr6ekbUxISIC9vb3YY65Zs6bI/wXHuB/boqKiIva+5Oo7vTilSlzOnDmDpKQk7NixAzt27BC7fevWrWjTpg0AoF+/fli3bh2OHTuGbt26YdeuXXBwcICrq6tw//z8fDg7O2Pp0qUS41laWor8//0v0gIXL15Ely5d0LRpU6xZswZmZmZQUVFBeHi42MCqkij45TNw4MBCDzRFfdFVZBwlJSWJ+3076/a/Ov/880/UqVNH4r5FTehU2tfj9u3bwjfivXv30L9//0LrLglJr29+fj5at26NSZMmSbxPjRo1AAAmJiaIiYlBVFQUjh07hmPHjiE8PByDBw/G5s2bAQBNmzZFXFwcDh48iBMnTmDjxo1YtmwZ1q5dK/ILTJKSXq1R3GtUGK7fx4Dk57OkatWqhSdPnuDIkSM4fvw49u7dizVr1mDGjBnCS4j79OmDJk2aYP/+/Thx4gT+/PNPLFq0CPv27UP79u3LHBso+eteUfr164exY8di69atmDZtGv7++294eHiIHdRLojSfS66f07K+H8ta7/fy8/NhYmJS6FWnhX25lTZOYZ/NHwcKF1dnSZ6r+fPnY/r06fD398fcuXNhYGAAPp+PMWPGSDybzfXzX5LjUGnbyCUuvtNLolSJy9atW2FiYiIcgf29ffv2Yf/+/Vi7di3U1dXRtGlTmJmZYefOnWjcuDHOnDmD3377TeQ+dnZ2uHPnDlq2bFnmy/j27t0LNTU1REVFQSAQCMvDw8NF9rOyskJ+fj7i4+NFMscfR3gbGxtDW1sbeXl5aNWqVanbI604ktjZ2QEAdHR0ylRnaV6P9PR0+Pn5wdHREY0aNcLixYvRvXt31KtXT2zf2NhYYdciAKSlpSEpKQkdOnQoUZvS0tJK9HhUVVXRuXNndO7cGfn5+Rg5ciTWrVuH6dOnC8+YFFzx5ufnh7S0NDRt2hSzZs0qNHEpeD1jY2OFZyUA4M2bN0hJSeFs3oySvo/t7OyQn5+Phw8fFvolWBQrKys8efJErPzx48fC2wtoamqib9++6Nu3L7Kzs9GjRw/88ccfmDp1qvCScTMzM4wcORIjR47E27dvUbduXfzxxx+FfskaGxtDR0cH9+/fL7KdpXndy6qo97iBgQE6duyIrVu3wsfHB5cvX8by5csl7vtj1yNjDM+ePRP+8Cjt57K0z2lF4OKyajs7O5w6dQpeXl7lSqKLU3AWIyUlRaT8x7OhXNizZw9atGiBsLAwkfKUlBQYGRlxHi82NlbkrMSzZ8+Qn58Pa2vrcrfRysoK9+/fB2NM5PX+8fhQcEyIjY0VdvkA367SjI+PFzkZwcV3ekmUeIzL169fsW/fPnTq1Am9evUS20aNGoUvX77g0KFD3yrm89GrVy8cPnwYW7ZsQW5urkg3EfDt18WrV6+wYcMGifHS09OLbZeSkhJ4PJ5Idv3ixQscOHBAZL+Cvv41a9aIlK9atUqsvp49e2Lv3r0SD67v3r0rsj3SiiOJu7s77Ozs8NdffyEtLa3UdZbm9Zg8eTISExOxefNmLF26FNbW1hgyZIjES+nWr1+PnJwc4f+hoaHIzc0t0YG4T58+uHLlCqKiosRuS0lJQW5uLgDgw4cPIrfx+XzhF0dBm37cR0tLC/b29oVe/gdAmFz9+KVV8IuiY8eOxT6Gkijp+7hbt27g8/mYM2eO2K+nkvyK69ChA65du4YrV64Iy9LT07F+/XpYW1sLu6B+fK5UVVXh6OgIxhhycnKQl5eH1NRUkX1MTExgbm5e5PPJ5/PRrVs3HD58GDdu3BC7veAxlPR1Lw9NTU1hfZIMGjQIDx8+xMSJE6GkpIR+/fpJ3C8yMhJfvnwR/r9nzx4kJSUJ398l/VyW9TmtCBoaGgAKf25Kok+fPsjLy8PcuXPFbsvNzS1X3d+zsrKCkpKS2LinH4/BXFBSUhL7nO3evRuvXr3iPBYAsZMEBd8jRR07S9rGDh064PXr1yJTLmRkZIgNXfDw8ICxsTHWrl0rMl1BRESE2GvIxXd6SZT4jMuhQ4fw5csXdOnSReLtDRo0EE5GV5Cg9O3bF6tWrcLMmTPh7Ows8osV+HZg2LVrF3755RecPXsWXl5eyMvLw+PHj7Fr1y7hHBRF6dixI5YuXYp27dphwIABePv2LUJCQmBvb4+7d+8K93N3d0fPnj2xfPlyfPjwAQ0aNMD58+fx9OlTAKK/MBYuXIizZ8+ifv36GDZsGBwdHfHx40fcunULp06dwsePHwttj7TiSMLn87Fx40a0b98eTk5O8PPzg4WFBV69eoWzZ89CR0cHhw8fLvT+JX09zpw5gzVr1mDmzJmoW7cugG9nBpo3b47p06dj8eLFIvVmZ2ejZcuW6NOnD548eYI1a9agcePGhb6Xvjdx4kQcOnQInTp1gq+vL9zd3ZGeno579+5hz549ePHiBYyMjDB06FB8/PgR3t7eqFq1KhISErBq1SrUqVNH+L5zdHRE8+bN4e7uDgMDA9y4cQN79uzBqFGjCo3v6uqKIUOGYP369UhJSUGzZs1w7do1bN68Gd26dRM5k1QeJX0f29vb47fffsPcuXPRpEkT9OjRAwKBANevX4e5uTkWLFhQZJwpU6Zg+/btaN++PYKDg2FgYIDNmzcjPj4ee/fuFQ7qa9OmDapUqQIvLy+Ympri0aNHWL16NTp27AhtbW2kpKSgatWq6NWrF1xdXaGlpYVTp07h+vXrWLJkSZFtmD9/Pk6cOIFmzZph+PDhqFWrFpKSkrB7925cunQJenp6JX7dy8Pd3R0AEBwcjLZt24olJx07doShoSF2796N9u3bFzpWw8DAAI0bN4afnx/evHmD5cuXw97eHsOGDQNQ8s/lly9fyvycck1dXR2Ojo7YuXMnatSoAQMDA9SuXbvYsUnfa9asGUaMGIEFCxYgJiYGbdq0gYqKCmJjY7F7926sWLFCZGBoWenq6qJ3795YtWoVeDwe7OzscOTIkQoZB9WpUyfMmTMHfn5+aNSoEe7du4etW7eWeQxSceLj49GlSxe0a9cOV65cwd9//40BAwaInOUoaxuHDRuG1atXY/Dgwbh58ybMzMywZcsWYdJaQEVFBfPmzcOIESPg7e2Nvn37Ij4+HuHh4WJ1cvGdXiIlvfyoc+fOTE1NjaWnpxe6j6+vL1NRURFe3pufn88sLS2Fl81Kkp2dzRYtWsScnJyYQCBg+vr6zN3dnc2ePZulpqYK9wNQ6GWCYWFhrHr16kwgEDAHBwcWHh4ucT6O9PR0FhgYyAwMDISX7xZc+vj9XB6MMfbmzRsWGBjILC0tmYqKCqtSpQpr2bIlW79+fbHPFddxCi6t2717t8h9JV3uxxhjt2/fZj169GCGhoZMIBAwKysr1qdPH3b69Oli217c6/H582dmZWXF6taty3JyckTuO3bsWMbn89mVK1cYY/+7RPP8+fNs+PDhTF9fn2lpaTEfHx+xOTKsrKwKvVT5y5cvbOrUqcze3p6pqqoyIyMj1qhRI/bXX38JL7Pes2cPa9OmDTMxMWGqqqqsWrVqbMSIESwpKUlYz7x585inpyfT09Nj6urqzMHBgf3xxx8il2pLet/k5OSw2bNnMxsbG6aiosIsLS3Z1KlTWWZmZokeQ7NmzUQuGSxMSd/HjDG2adMm5ubmJnyNmjVrJpyioLjnMy4ujvXq1Yvp6ekxNTU15unpKTZXzLp161jTpk2F7yE7Ozs2ceJE4WcyKyuLTZw4kbm6ujJtbW2mqanJXF1dxebxKExCQgIbPHgwMzY2ZgKBgNna2rLAwECRyy1L8rozVvbLoXNzc1lQUBAzNjZmPB5P4vNccPnptm3bxG4r+Fxu376dTZ06lZmYmDB1dXXWsWNHlpCQILZ/cZ/L8jynhV0OXZ7347///svc3d2ZqqqqyHM8ZMgQpqmpKbZ/Ye/V9evXM3d3d6aurs60tbWZs7MzmzRpEnv9+nWR8UsT5927d6xnz55MQ0OD6evrsxEjRrD79+9LvBxaUp3NmjWTePn/j89hZmYmGz9+PDMzM2Pq6urMy8uLXblyRew5Le0xu7DH+PDhQ9arVy+mra3N9PX12ahRo9jXr1/F2vjj5dAlaSNj3z6HXbp0YRoaGszIyIiNHj1aeLn6j5eXr1mzhtnY2DCBQMA8PDzYhQsXJNbJxXd6cXj/X8FPKyYmBm5ubvj777/h4+Oj8HHkSUREBPz8/HD9+nVusmxCpGzs2LEICwtDcnKy2C/Rc+fOoUWLFti9ezcnZw4IISVT5kUWFZGktVqWL18OPp+Ppk2bKlwcQkjFyczMxN9//42ePXuKJS2EENkp1VVFim7x4sW4efMmWrRoAWVlZeFls8OHDxe7TEsR4hBCuPf27VucOnUKe/bswYcPHzB69GhZN4kQ8p2fKnFp1KgRTp48iblz5yItLQ3VqlXDrFmzxC7TVpQ4hBDuPXz4ED4+PjAxMcHKlSvLdNk5IaTi/PRjXAghhBCiOH6qMS6EEEIIUWyUuBBCCCE/gVevXmHgwIEwNDSEuro6nJ2dRSaCZIxhxowZMDMzg7q6Olq1alWqRWmlhRIXQgghpJL79OkTvLy8oKKigmPHjuHhw4dYsmSJyKK7ixcvxsqVK7F27VpER0dDU1MTbdu2RWZmpgxbLo7GuMjETemFypPSVOG84hdD40xuhnTi8KSY1+dwMxV2iahLngFWsVXs4nFC0jxc8ivhtRNM8sKHFUJqxyT3Cqt5Lq/oRT2nM/F1xwozZcoUXL58GRcvXpR4O2MM5ubmGD9+PCZMmADg26rlpqamiIiIKHTJC1mgMy6EEEKIHFIuZsvKysLnz59FtsLWtTp06BA8PDzQu3dvmJiYwM3NTWRNofj4eCQnJ4ssBKqrq4v69euLrG0mDyhxIYQQQuQQv5htwYIF0NXVFdkKW6/s+fPnCA0NRfXq1REVFYVff/0VwcHB2Lx5MwAgOTkZAGBqaipyP1NTU+Ft8qISnoskhBBCFF9xnV1Tp07FuHHjRMoEAoHEffPz8+Hh4YH58+cDANzc3HD//n2sXbsWQ4YM4aK5UkNnXAghhBA5VFxXkUAggI6OjshWWOJiZmYGR0dHkbJatWohMTERAFClShUAwJs3b0T2efPmjfA2eUGJCyGEECKHiusqKg0vLy88eSI6mPfp06ewsrICANjY2KBKlSo4ffq08PbPnz8jOjoaDRs2LPNjqAjUVUQIIYTIIS6/oMeOHYtGjRph/vz56NOnD65du4b169dj/fr1AAAej4cxY8Zg3rx5qF69OmxsbDB9+nSYm5ujW7duHLak/ChxIYQQQuQQl1/Q9erVw/79+zF16lTMmTMHNjY2WL58OXx8fIT7TJo0Cenp6Rg+fDhSUlLQuHFjHD9+HGpqahy2pPxoHheZoHlcyoXmcSkfmsel7Ggel/KheVxKZWMx87gMLcU8LpVJJfxkEEIIIYqPvqAlo+eFEEIIkUNSPI+tUChxIYQQQuQQXfYrGSUuhBBCiByiL2jJ6HkhhBBC5BB9QUsmV2eifH19wePxwOPxoKqqCnt7e8yZMwe5ubk4d+6c8DYejwdjY2N06NAB9+7dK7QOFRUVmJqaonXr1ti0aRPy80WvPLC2tgaPx8OOHTvE2uLk5AQej4eIiAhh2fr169G8eXPo6OiAx+MhJSWlIp4GQgghhNMJ6CoTuXvs7dq1Q1JSEmJjYzF+/HjMmjULf/75p/D2J0+eICkpCVFRUcjKykLHjh2RnZ0tsY4XL17g2LFjaNGiBUaPHo1OnTohNzdXZF9LS0uEh4eLlF29ehXJycnQ1NQUKc/IyEC7du0wbdo0jh81IYQQIqq4Kf9/VnKXuAgEAlSpUgVWVlb49ddf0apVKxw6dEh4u4mJCapUqYK6detizJgxePnyJR4/fiyxDgsLC9StWxfTpk3DwYMHcezYMZEzKADg4+OD8+fP4+XLl8KyTZs2wcfHB8rKom+NMWPGYMqUKWjQoAH3D5wQQgj5DiUuksld4vIjdXV1sTMqAJCamirs4lFVVS22Hm9vb7i6umLfvn0i5aampmjbtq1wae+MjAzs3LkT/v7+HLSeEEIIKRteMdvPSm4TF8YYTp06haioKHh7ewvLq1atCi0tLejp6WHbtm3o0qULHBwcSlSng4MDXrx4IVbu7++PiIgIMMawZ88e2NnZoU6dOpw8jqysLHz+/Flky8oST8QIIYSQ79EZF8nkLnE5cuQItLS0oKamhvbt26Nv376YNWuW8PaLFy/i5s2biIiIQI0aNbB27doS180YA48nnqd27NgRaWlpuHDhAjZt2sTp2ZYFCxZAV1dXZFuwILz4OxJCCPmp0eBcyeQuaWvRogVCQ0OhqqoKc3NzsXEmNjY20NPTQ82aNfH27Vv07dsXFy5cKFHdjx49go2NjVi5srIyBg0ahJkzZyI6Ohr79+/n5LEAwNSpUzFu3DiRMoHgAWf1E0IIqZyU+LSUoCRyl7hoamrC3t6+RPsGBgZiwYIF2L9/P7p3717kvmfOnMG9e/cwduxYibf7+/vjr7/+Qt++faGvr1/qdhdGIBBAIBD8UFr8mBxCCCE/N76cD2TR19eX2IshycePHzmLK3eJS2loaGhg2LBhmDlzJrp16yZ8ArOyspCcnIy8vDy8efMGx48fx4IFC9CpUycMHjxYYl21atXC+/fvoaGhUWi85ORkJCcn49mzZwCAe/fuQVtbG9WqVYOBgQH3D5AQQshPi8eT7zMuy5cvl0lchU5cAGDUqFFYunQpdu/ejT59+gAAjh8/DjMzMygrK0NfXx+urq5YuXIlhgwZAj6/8J5BQ0PDImOtXbsWs2fPFv7ftGlTAEB4eDh8fX3L/2AIIYSQ/1fE15VcGDJkiEzi8hhj8p3SVUo3pRcqL0s6cXhSXMc0N0M6cXhSPGrkpEsvlrqJ9GJJTX7xu3BBmodLvsL/rhTH8qQXS2rHJPcKqzlarehhE/Uzn1VY7LKIi4tDeHg44uLisGLFCpiYmODYsWOoVq0anJycOIsj5/kcIYQQ8nPi8Yre5Mn58+fh7OyM6Oho7Nu3D2lpaQCAO3fuYObMmZzGosSFEEIIkUN8PitykydTpkzBvHnzcPLkSZFJYb29vXH16lVOY1XCc5GEEEKI4lNSoFML9+7dw7Zt28TKTUxM8P79e05jKdDTQgghhPw8eGBFbvJET08PSUlJYuW3b9+GhYUFp7EocSGEEELkEJ9f9CZP+vXrh8mTJyM5ORk8Hg/5+fm4fPkyJkyYUOg0JGUlZw+dEEIIIcC3mXOL2uTJ/Pnz4eDgAEtLS6SlpcHR0RFNmzZFo0aN8Pvvv3Maiy6Hlgm6HLpc6HLo8qHLocuOLocuH7oculQe6osvUfM9x0/xFRa7rBITE3H//n2kpaXBzc0N1atX5zxGJfxkEEIIIYpP3q4cKsqlS5fQuHFjVKtWDdWqVavQWNRVRAghhMghReoq8vb2ho2NDaZNm4aHDx9WaCxKXAghhBA5xCtmkyevX7/G+PHjcf78edSuXRt16tTBn3/+if/++4/zWDTGRSZojEu50BiX8qExLmVHY1zKh8a4lMpz06K7XGzfJFZY7PKIj4/Htm3bsH37djx+/BhNmzbFmTNnOKufEheZoMSlXChxKR9KXMqOEpfyocSlVBLMik5crJLkM3EBgLy8PBw7dgzTp0/H3bt3kZfH3WtPXUWEEEKIHFKktYoKXL58GSNHjoSZmRkGDBiA2rVr459//uE0RiVM6RVA1ifpxcr9Kp040jqzAwCaZtKJ8+a6dOIAYCkvpRaLV72rdAKpaEonDgBASr+u5fTLQmFI88xsJcDnKU6HyNSpU7Fjxw68fv0arVu3xooVK9C1a1doaGhwHosSF0IIIUQO8ZUVJ1O+cOECJk6ciD59+sDIyKhCY1HiQgghhMghee0OkuTy5ctSi0VjXAghhBA5xFPmFbnJmy1btsDLywvm5uZISEgAACxfvhwHDx7kNA4lLoQQQogc4ivxitzkSWhoKMaNG4cOHTogJSVFeBWRnp4eli9fzmksSlwIIYQQeaRAlxWtWrUKGzZswG+//QYlpf8Nwvbw8MC9e/c4jUVjXAghhBA5pEiDc+Pj4+Hm5iZWLhAIkJ7O7TxVdMaFEEIIkUN8paI3eWJjY4OYmBix8uPHj6NWrVqcxqIzLoQQQog84ivOGZdx48YhMDAQmZmZYIzh2rVr2L59OxYsWICNGzdyGosSF0IIIUQOydsA3KIMHToU6urq+P3335GRkYEBAwbA3NwcK1asQL9+/TiNRYkLIYQQIocUKXEBAB8fH/j4+CAjIwNpaWkwMTFBRkYG/v33XzRq1IizODTGhRBCCJFH/GK2cli4cCF4PB7GjBkjLMvMzERgYCAMDQ2hpaWFnj174s2bN6WuW0NDAyYm3xZzjY2NRZMmTcrX2B9Q4kIIIYTIoYqax+X69etYt24dXFxcRMrHjh2Lw4cPY/fu3Th//jxev36NHj16lPdhcI4SF0IIIUQO8ZR4RW5lkZaWBh8fH2zYsAH6+vrC8tTUVISFhWHp0qXw9vaGu7s7wsPD8e+//+Lq1atcPSROKETi4uvrCx6PBx6PB1VVVdjb22POnDkYOHCgsFzSZm1tDQBo3ry5sExNTQ2Ojo5Ys2aNsP6IiAjh7Xw+H2ZmZujbty8SExNF2vH582f89ttvcHBwgJqaGqpUqYJWrVph3759YExxVvEkhBAi/3j8oresrCx8/vxZZMvKyiqyzsDAQHTs2BGtWrUSKb958yZycnJEyh0cHFCtWjVcuXKlQh5fWSnM4Nx27dohPDwcWVlZOHr0KAIDAzFz5kwkJSUJ9zEzM0N4eDjatWsHACKz9w0bNgxz5sxBRkYGIiMjERgYCH19ffTv3x8AoKOjgydPnoAxhvj4eIwcORK9e/dGdHQ0ACAlJQWNGzdGamoq5s2bh3r16kFZWRnnz5/HpEmT4O3tDT09Pek9IYQQQiq14rqDFixYgNmzZ4uUzZw5E7NmzZK4/44dO3Dr1i1cv35d7Lbk5GSoqqqKfY+ZmpoiOTm50DYcOnSoyDbGx8cXeXtZKEziIhAIUKVKFQDAr7/+iv379+P48eOYOXOmyH56enrC/b6noaEhLJ81axa2bduGQ4cOCRMXHo8nvN3MzAwBAQEIDg7G58+foaOjg2nTpuHFixd4+vQpzM3NhfXWqFED/fv3h5qaWoU8bkIIIT+n4rqDpk6dinHjxomUCQQCifu+fPkSo0ePxsmTJzn9vurWrVux+/A4Xp5AYRKXH6mrq+PDhw/lun92drbE296+fYv9+/dDSUkJSkpKyM/Px44dO+Dj4yOStBTQ0tIqczsIIYQQSXjFDOZQFQgKTVR+dPPmTbx9+xZ169YVluXl5eHChQtYvXo1oqKikJ2djZSUFJGzLm/evJF4MqBAfn5+ieJzSeESF8YYTp8+jaioKAQFBZX6/nl5edi+fTvu3r2L4cOHC8tTU1OhpaUFxhgyMjIAAMHBwdDU1MTbt2/x6dMnODg4lDpeVlaWWJ+jANkQCFRLXRchhJCfB5fzuLRs2VJssUM/Pz84ODhg8uTJsLS0hIqKCk6fPo2ePXsCAJ48eYLExEQ0bNiQs3ZwQWESlyNHjkBLSws5OTnIz8/HgAEDCu3Hk2TNmjXYuHEjsrOzoaSkhLFjx+LXX38V3q6trY1bt24hJycHx44dw9atW/HHH38AQLkG3krsg/xtEGZNH1zmOgkhhFR+PA4XWdTW1kbt2rVFyjQ1NWFoaCgsDwgIwLhx42BgYAAdHR0EBQWhYcOGaNCgAWft4ILCJC4tWrRAaGgoVFVVYW5uDmXl0jXdx8cHv/32G9TV1WFmZgY+X/QcHJ/Ph729PQCgVq1aiIuLw6+//ootW7bA2NgYenp6ePz4canbLbEPEpdKXQ8hhJCfjJTXKlq2bBn4fD569uyJrKwstG3bVuQKXHmhMImLpqamMLEoC11d3VLdf8qUKbCzs8PYsWNRt25d9OvXD1u2bMHMmTPFxrmkpaVBTU1NYjIlkNQHmUXdRIQQQorB4RkXSc6dOyfyv5qaGkJCQhASElKhcctLIeZxkQVLS0t0794dM2bMAAD88ccfsLS0RP369REZGYmHDx8iNjYWmzZtgpubG9LS0mTcYkIIIZWKMq/o7SelMGdcZGHs2LFo2LAhrl27Bk9PT1y9ehULFy7EvHnzkJCQAH19fTg7O+PPP/+Erq6urJtLCCGkMpFyVxEXsrOz8fbtW7GrjapVq8ZZDB6jKV+lL+uU9GLlfpVOnLyiZ2vklKaZdOK8EZ+kqaKwlJdSi8Wr3lU6gVQ0pROHEJlyr7Ca83zrFHm7UkRMhcUurdjYWPj7++Pff/8VKWeMgcfjIS8vj7NYdMaFEEIIkUcK1B3k6+sLZWVlHDlyBGZmZpxPOvc9SlwIIYQQeaQ4eQtiYmJw8+bNMs13VlqUuBBCCCHySFlxrp9xdHTE+/fvpRJLcZ4VQggh5GeiQFcVLVq0CJMmTcK5c+fw4cMHsVWruURnXAghhBA5VNxaRfKkVatWAL4tLfA9GpxLCCGE/Czk7KxKUc6ePSu1WJS4EEIIIfJIgca4NGvWTGqxKHEhhBBC5JHi5C0AgJSUFISFheHRo0cAACcnJ/j7+3M+QauCPS2EEELIT0KBBufeuHEDdnZ2WLZsGT5+/IiPHz9i6dKlsLOzw61btziNRWdcCCGEEHkkZ8lJUcaOHYsuXbpgw4YNwgWHc3NzMXToUIwZMwYXLlzgLBYlLoQQQog8UqC1im7cuCGStACAsrIyJk2aBA8PD05jUVcRIYQQIo8UqKtIR0cHiYmJYuUvX76EtrY2p7EocSGEEELkkQIlLn379kVAQAB27tyJly9f4uXLl9ixYweGDh2K/v37cxqLuooIIYQQeaRAXUV//fUXeDweBg8ejNzcXACAiooKfv31VyxcuJDTWDzGGOO0RlKszw2rSy3W6avSOanWtrlUwgAANA7MkUocdnKzVOIAwB2/x1KL5TLHQipxeJ0aSyUOALAI6Ux+xWtgLJU4APBlvnTeE9qhbaUSBwDw6JnUQs0ZEC+VODPZkwqrO3950yJv54/hbsArVzIyMhAXFwcAsLOzg4aGBucx6IwLIYQQIo8U6IxLAQ0NDTg7O1doDEpcCCGEEHkk53lLjx49EBERAR0dHfTo0aPIffft28dZXEpcCCGEEHmkJN+Zi66uLng8nvBvaaHEhRBCCJFHct5VFB4eLvHvikaXQxNCCCHyiMcrepMjX79+RUZGhvD/hIQELF++HCdOnOA8FiUuhBBCiDzi84re5EjXrl0RGRkJ4Ntii56enliyZAm6du2K0NBQTmNR4kIIIYTIIyVe0ZscuXXrFpo0aQIA2LNnD6pUqYKEhARERkZi5cqVnMaiMS6EEEKIPJKv3KRIGRkZwqn9T5w4gR49eoDP56NBgwZISEjgNBadcSGEEELkEI/PK3KTJ/b29jhw4ABevnyJqKgotGnTBgDw9u1b6OjocBqLEhdCCCFEHinQGJcZM2ZgwoQJsLa2Rv369dGwYUMA386+uLm5cRqLuooIIYQQeSRnyUlRevXqhcaNGyMpKQmurq7C8pYtW6J79+6cxqLEhRBCCJFHCpS4AECVKlVQpUoVAMDnz59x5swZ1KxZEw4ODpzGoa4iQgghRB4pUFdRnz59sHr1agDf5nTx8PBAnz594OLigr1793Iaq1IkLleuXIGSkhI6duwodlt2djYWL14MV1dXaGhowMjICF5eXggPD0dOTg54PF6R26xZs/DixQuRMlVVVdjb22PevHmgxbUJIYRUCF4xmxy5cOGC8HLo/fv3gzGGlJQUrFy5EvPmzeM0VqXoKgoLC0NQUBDCwsLw+vVrmJubA/iWtLRt2xZ37tzB3Llz4eXlBR0dHVy9ehV//fUX3NzckJSUJKxn586dmDFjBp48+d8y5VpaWnj//j0A4NSpU3ByckJWVhYuXbqEoUOHwszMDAEBAdJ9wIQQQio/OZurpSipqakwMDAAABw/fhw9e/aEhoYGOnbsiIkTJ3IaS+ETl7S0NOzcuRM3btxAcnIyIiIiMG3aNADA8uXLceHCBdy4cUNkVLOtrS169+6N7OxsaGpqCssLFowq6KMrUJC4GBoaCm+zsrJCeHg4bt26RYkLIYQQ7slZd1BRLC0tceXKFRgYGOD48ePYsWMHAODTp09QU1PjNJbCdxXt2rULDg4OqFmzJgYOHIhNmzYJu2+2bt2KVq1aSbwUS0VFRSRpKa0bN27g5s2bqF+/fpnrIIQQQgqlQGsVjRkzBj4+PqhatSrMzMzQvHlzAN+6kJydnTmNpfBnXMLCwjBw4EAAQLt27ZCamorz58+jefPmiI2NFT55XGjUqBH4fD6ys7ORk5OD4cOHY/DgwUXeJysrC1lZWaJl+QwCBcqkCSGEyIACdRWNHDkSnp6eePnyJVq3bg0+/9t5EVtbW87HuCj0GZcnT57g2rVr6N+/PwBAWVkZffv2RVhYGABwPnB2586diImJwZ07d7Br1y4cPHgQU6ZMKfI+CxYsgK6ursi29NVHTttFCCGkElKgMy4A4OHhgY4dO+LVq1fIzc0FAHTs2BFeXl6cxlHoxCUsLAy5ubkwNzeHsrIylJWVERoair179yI1NRU1atTA48ePOYtnaWkJe3t71KpVC71798aYMWOwZMkSZGZmFnqfqVOnIjU1VWQbZ2HAWZsIIYRUUnx+0ZscycjIQEBAADQ0NODk5ITExEQAQFBQEBYuXMhpLPl65KWQm5uLyMhILFmyBDExMcLtzp07MDc3x/bt2zFgwACcOnUKt2/fFrt/Tk4O0tPTy9UGJSUl5ObmIjs7u9B9BAIBdHR0RDbqJiKEEFIsJaWiNzkydepU3LlzB+fOnRMZjNuqVSvs3LmT01gKm7gcOXIEnz59QkBAAGrXri2y9ezZE2FhYRgzZgy8vLzQsmVLhISE4M6dO3j+/Dl27dqFBg0aIDY2tlQxP3z4gOTkZPz33384duwYVqxYgRYtWnC+gBQhhBDCZVfRggULUK9ePWhra8PExATdunUTmfoDADIzMxEYGAhDQ0NoaWmhZ8+eePPmTYnqP3DgAFavXo3GjRuD913bnJycEBcXV6q2FkdhE5ewsDC0atUKurq6Yrf17NkTN27cwJMnT3Dy5ElMmjQJ69atQ4MGDVCvXj2sXLkSwcHBqF27dqlitmrVCmZmZrC2tsbw4cPRoUMHzjNJQgghBADAVyp6K4Xz588jMDAQV69excmTJ5GTk4M2bdqI9DyMHTsWhw8fxu7du3H+/Hm8fv0aPXr0KFH97969g4mJiVh5enq6SCLDBYW9qujw4cOF3ubp6SkyMHfKlCnFDqIFAF9fX/j6+oqVW1tb0wy5hBBCpIvD7qDjx4+L/B8REQETExPcvHkTTZs2RWpqKsLCwrBt2zZ4e3sDAMLDw1GrVi1cvXoVDRo0KLJ+Dw8P/PPPPwgKCgIAYbKyceNG4UrRXFHYxIUQQgip1Io5UyFpug2BQACBQFBs1ampqQAgnO325s2byMnJQatWrYT7ODg4oFq1arhy5Uqxicv8+fPRvn17PHz4ELm5uVixYgUePnyIf//9F+fPny+2PaWhsF1FhBBCSKVWTFeRpOk2FixYUGy1+fn5wjGgBUMmkpOToaqqCj09PZF9TU1NkZycXGydjRs3xp07d5CbmwtnZ2ecOHECJiYmuHLlCtzd3cv08AtDZ1wIIYQQeaRU9LmFqVOnYty4cSJlJTnbEhgYiPv37+PSpUvlal6BnJwcjBgxAtOnT8eGDRs4qbModMaFEEIIkUc8fpGbxOk2iklcRo0ahSNHjuDs2bOoWrWqsLxKlSrIzs5GSkqKyP5v3rwRW7/vRyoqKti7d2+ZH2ZpUeJCCCGEyCMlftFbKTDGMGrUKOzfvx9nzpyBjY2NyO3u7u5QUVHB6dOnhWVPnjxBYmJiiQbXduvWDQcOHChVm8qKuooIIYQQeVTKS56LEhgYiG3btuHgwYPQ1tYWjlvR1dWFuro6dHV1ERAQgHHjxsHAwAA6OjoICgpCw4YNix2YCwDVq1fHnDlzcPnyZbi7u4stYhwcHMzZY6HEhRBCCJFHHM5/EhoaCgBiCw+Hh4cLpwFZtmwZ+Hw+evbsiaysLLRt2xZr1qwpUf1hYWHQ09PDzZs3cfPmTZHbeDweJS6EEEJIpcfhPC4lmYtMTU0NISEhCAkJKXX98fHxZWlWmVDiQgghhMgjOVtIsaQKkiSuZ8wtoJjPCiGEEFLZFXNVkbwJCwtD7dq1oaamBjU1NdSuXRsbN27kPA6dcSGEEELkUSmvHJKlGTNmYOnSpcIBvQBw5coVjB07FomJiZgzZw5nsShxIYQQQuQRh1cVVbTQ0FBs2LAB/fv3F5Z16dIFLi4uCAoKosSFEEIIqfQqaIxIRcjJyYGHh4dYubu7O3JzczmNxWO07LHUsdipUovF0zCSWiypMXCUTpxPT6UTBwB7I71YvBrtpBKHvblZ/E5cyfwinTjqetKJA4CnqiGdQKq60okDgGW8lVos5GRIJQzPfl6F1c2eTik6do2FFRa7tIKCgqCiooKlS5eKlE+YMAFfv34t05VKhaEzLoQQQog8UqCuIuDb4NwTJ04IJ6yLjo5GYmIiBg8eLLKm0o/JTWlR4kIIIYTIJcXpKrp//z7q1q0LAIiLiwMAGBkZwcjICPfv3xfux8Ul0pS4EEIIIfJIgc64nD17VmqxFOdaK0IIIeRnokDzuLx7967Q2+7du8dpLPl65IQQQgj5f/xiNvnh7OyMf/75R6z8r7/+gqenJ6ex5OuRE0IIIeQbPr/oTY6MGzcOPXv2xK+//oqvX7/i1atXaNmyJRYvXoxt27ZxGovGuBBCCCHyiKc4Y1wmTZqE1q1bY9CgQXBxccHHjx9Rv3593L17F1WqVOE0lnylbIQQQgj5hscrepMz9vb2qF27Nl68eIHPnz+jb9++nCctACUuhBBCiHziKRW9yZHLly/DxcUFsbGxuHv3LkJDQxEUFIS+ffvi06dPnMaixIUQQgiRQzwev8hNnnh7e6Nv3764evUqatWqhaFDh+L27dtITEyEs7Mzp7FojAshhBAij+QsOSnKiRMn0KxZM5EyOzs7XL58GX/88QensShxIYQQQuSRAiUuPyYtBfh8PqZPn85pLMV5VgghhJCfiQKMcenQoQNSU1OF/y9cuBApKSnC/z98+ABHR24XxpW7xCU5ORmjR4+Gvb091NTUYGpqCi8vL4SGhiIjQ3S1zwULFkBJSQl//vmnWD0RERHg8Xjg8Xjg8/moWrUq/Pz88Pbt/1YnLbidx+NBU1MT1atXh6+vL27eFF3V9ty5c+DxeCIvRgFra2ssX76ck8dOCCGECCnAVUVRUVHIysoS/j9//nx8/PhR+H9ubi6ePHnCaUy5SlyeP38ONzc3nDhxAvPnz8ft27dx5coVTJo0CUeOHMGpU6dE9t+0aRMmTZqETZs2SaxPR0cHSUlJ+O+//7BhwwYcO3YMgwYNEtknPDwcSUlJePDgAUJCQpCWlob69esjMjKywh4nIYQQUiwFOOPCGCvy/4ogV2NcRo4cCWVlZdy4cQOamprCcltbW3Tt2lXkCTl//jy+fv2KOXPmIDIyEv/++y8aNWokUh+PxxNeQ25ubo7g4GBMnz4dX79+hbq6OgBAT09PuI+1tTXatGmDIUOGYNSoUejcuTP09fUr+mETQggh4uQkOZE3cnPG5cOHDzhx4gQCAwNFkpbvfb8cdlhYGPr37w8VFRX0798fYWFhxcZQV1dHfn4+cnNzi9xv7Nix+PLlC06ePFm6B0EIIYRwRQG6igqGW/xYVpHk5ozLs2fPwBhDzZo1RcqNjIyQmZkJAAgMDMSiRYvw+fNn7NmzB1euXAEADBw4EE2aNMGKFSugpaUlsf7Y2FisXbsWHh4e0NbWLrItDg4OAIAXL16IlFetWlVs3x/H3fwoKytLpP8PAFSzcyFQlZunnhBCiDxSgDMujDH4+vpCIBAAADIzM/HLL78IT0D8+P3HBbk541KYa9euISYmBk5OTsInYPv27bCzs4OrqysAoE6dOrCyssLOnTtF7puamgotLS1oaGigZs2aMDU1xdatW4uNWdAl9WPWePHiRcTExIhs5ubmRda1YMEC6OrqimwL1l4p8eMnhBDyk+Lxi97kwJAhQ2BiYiL8fhs4cCDMzc2F/5uYmGDw4MGcxpSbn/329vbg8Xhio49tbW0BQDgmBfjWTfTgwQMoK/+v+fn5+di0aRMCAgKEZdra2rh16xb4fD7MzMxE6ijKo0ePAAA2NjYi5TY2NtDT0xMp+74NkkydOhXjxo0TKVN9ObdE7SCEEPITk5PkpCjh4eFSjyk3iYuhoSFat26N1atXIygoqNBxLvfu3cONGzdw7tw5GBgYCMs/fvyI5s2b4/Hjx8KuHj6fD3t7+1K3Zfny5dDR0UGrVq3K9mC+IxAIhKfQCjDqJiKEEFIcBUhcZEGuvkHXrFkDLy8veHh4YNasWXBxcQGfz8f169fx+PFjuLu7IywsDJ6enmjatKnY/evVq4ewsDCJ87oUJiUlBcnJycjKysLTp0+xbt06HDhwAJGRkWJnVwghhBCpUYAxLrIgV4mLnZ0dbt++jfnz52Pq1Kn477//IBAI4OjoiAkTJmD48OGwtbXF5MmTJd6/Z8+eWLJkCebPn1/imH5+fgAANTU1WFhYoHHjxrh27Rrq1q3LyWMihBBCykROrhySNzwmjdliiAgWO1VqsXgaRlKLJTUG3E4fXahPT6UTBwB7I71YvBrtpBKHvblZ/E5cyfwinTjqetKJA4CnqiGdQKq60okDgGW8LX4nruQUfcUnV3j28yqu8i97i75du2fFxZZjcnXGhRBCCCH/j7qKJKLEhRBCCJFH1FUkESUuhBBCiDyiMy4SUeJCCCGEyCNKXCSixIUQQgiRR9RVJBElLoQQQog8ojMuElHiQgghhMgjSlwkosSFEEIIkUvUVSQJJS6EEEKIPKIzLhJR4kIIIYTIIz4lLpJQ4kIIIYTIJeoqkoQSF0IIIUQeUVeRRJS4EEIIIfKIEheJKHEhhBBC5BFNQCcZI3IvMzOTzZw5k2VmZlIsOY4jzVj0mCiWrOJIM1ZlfEyk/HiMMSbr5IkU7fPnz9DV1UVqaip0dHQolpzGkWYsekwUS1ZxpBmrMj4mUn58WTeAEEIIIaSkKHEhhBBCiMKgxIUQQgghCoMSFwUgEAgwc+ZMCAQCiiXHcaQZix4TxZJVHGnGqoyPiZQfDc4lhBBCiMKgMy6EEEIIURiUuBBCCCFEYVDiQgghhBCFQYkLIYQQQhQGJS6ElMGcOXOQkZEh62YQQshPhxIXQspg9uzZSEtLk1q8L1++FLvP+fPnpdCSyiEvLw8xMTH49OkT53U3a9YMkZGR+Pr1K+d1y0pkZCSysrLEyrOzsxEZGclprC1btsDLywvm5uZISEgAACxfvhwHDx7kNA5RXJS4yDFpHizi4uLw+++/o3///nj79i0A4NixY3jw4AGncT58+CD8++XLl5gxYwYmTpyIixcvchqnokl7FoHOnTtLfC8UOH/+PDp16iTFFimWMWPGICwsDMC3pKVZs2aoW7cuLC0tce7cOU5jubm5YcKECahSpQqGDRuGq1evclq/LPj5+SE1NVWs/MuXL/Dz8+MsTmhoKMaNG4cOHTogJSUFeXl5AAA9PT0sX76cszg/ys7OxpMnT5Cbm1thMQh3aB4XOaakpISkpCSYmJiIlH/48AEmJibCD3V5nT9/Hu3bt4eXlxcuXLiAR48ewdbWFgsXLsSNGzewZ8+ecse4d+8eOnfujJcvX6J69erYsWMH2rVrh/T0dPD5fKSnp2PPnj3o1q1b+R/Qdx4+fIjExERkZ2eLlHfp0qVc9fL5fLx58wbGxsblqqeknJ2dYWtri/3794PPF/29ceHCBXTo0AF+fn5YtWpVmWPo6+uDx+OVaN+PHz+WOQ4ArFy5ssT7BgcHlysWAFStWhUHDhyAh4cHDhw4gMDAQJw9exZbtmzBmTNncPny5XLH+F5ubi4OHTqEzZs349ixY7C3t4e/vz8GDRoEU1NTzuL07NkTnp6emDx5skj54sWLcf36dezevZuTOIW93+/cuYMWLVqU+/1QwNHREfPnz0e3bt2gra2NO3fuwNbWFvfv30fz5s3x/v17TuIUyMjIQFBQEDZv3gwAePr0KWxtbREUFAQLCwtMmTKF03iEIzJcmZoUg8fjsbdv34qVx8TEMH19fc7iNGjQgC1ZsoQxxpiWlhaLi4tjjDEWHR3NLCwsOInRrl071qlTJ3bp0iU2YsQIZmFhwfz9/VleXh7Ly8tjI0eOZPXr1+ckFmOMxcXFMRcXF8bj8Rifz2c8Hk/4N5/PL3f9PB6P6enpMX19/SI3rrx69YrZ2tqyQYMGiZRfuHCBaWtrs5EjR5Y7RkREhHBbsmQJ09fXZ/369WMrVqxgK1asYP369WP6+vps6dKl5Y5lbW1dos3GxqbcsRhjTCAQsJcvXzLGGBs2bBgbPXo0Y4yx58+fM21tbU5iFObNmzds7ty5TE1NjamoqLCuXbuy06dPc1K3kZERu3v3rlj53bt3mYmJSbnrr1OnDnNzc2N8Pp85OzszNzc34ebi4sK0tbVZ7969yx2ngJqaGnvx4gVjTPRY9PTpU6ampsZZnALBwcHM3d2dXbx4kWlqagrjHThwgNWpU4fzeIQbyrJOnIg4Nzc38Hg88Hg8tGzZEsrK/3uZ8vLyEB8fj3bt2nEW7969e9i2bZtYuYmJCWe/cK5fv44zZ87AxcUFrq6uWL9+PUaOHCk8exAUFIQGDRpwEgsARo8eDRsbG5w+fRo2Nja4du0aPnz4gPHjx+Ovv/7iJMbs2bOhq6vLSV3FMTc3x4kTJ9CkSROMHj0aK1aswKVLl9ChQwf4+PggJCSk3DGGDBki/Ltnz56YM2cORo0aJSwLDg7G6tWrcerUKYwdO7ZcseLj48t1/9IyNTXFw4cPYWZmhuPHjyM0NBTAt1/cSkpKFRb32rVrCA8Px44dO2BiYgJfX1+8evUKnTp1wsiRI8v9XkxLS4OqqqpYuYqKCj5//lyuugEIz4DGxMSgbdu20NLSEt6mqqoKa2tr9OzZs9xxCtjY2CAmJgZWVlYi5cePH0etWrU4i1PgwIED2LlzJxo0aCByttHJyQlxcXGcxyPcoMRFDkn7YKGnp4ekpCTY2NiIlN++fRsWFhacxPj48SOqVKkCANDS0oKmpib09fWFt+vr65doAGpJXblyBWfOnIGRkRH4fD74fD4aN26MBQsWIDg4GLdv3y53jH79+ol141UkOzs7HD9+HM2bN0dqair279+P/v37Y+3atZzHioqKwqJFi8TK27Vrp5Cnz/38/NCnTx+YmZmBx+OhVatWAIDo6Gg4ODhwGuvt27fYsmULwsPDERsbi86dO2P79u1o27at8MvR19cX7dq1K3fi4uzsjJ07d2LGjBki5Tt27ICjo2O56gaAmTNnAgCsra3Rr1+/Cl/HZ9y4cQgMDERmZiYYY7h27Rq2b9+OBQsWYOPGjZzHe/funcTPcHp6eom7TYn0UeIih6R9sOjXrx8mT56M3bt3g8fjIT8/H5cvX8aECRMwePBgzuL8eCCoyANDXl4etLW1AQBGRkZ4/fo1atasCSsrKzx58qTc9Uv7oFbw69na2hpbt25F9+7d0a1bN/z5558iv6x1dHQ4iWdoaIiDBw9i/PjxIuUHDx6EoaEhJzG+999//+HQoUMSxyMtXbq03PXPmjULtWvXxsuXL9G7d2/hZ0pJSYnzRKxq1aqws7ODv78/fH19JY6DcnFxQb169coda/r06ejRowfi4uLg7e0NADh9+jS2b9/O2fgWAPD29sa7d+9QtWpVAN/OJG3btg2Ojo4YPnw4Z3GGDh0KdXV1/P7778jIyMCAAQNgbm6OFStWoF+/fpzFKeDh4YF//vkHQUFBAP73ud64cSMaNmzIeTzCEVn3VZHCJSYmCvvlGfs25mT06NFs3bp1nMbJyspiQ4cOZcrKyozH4zEVFRXG5/PZwIEDWW5uLicxeDwe69ChA+vevTvr3r07U1ZWZm3atBH+36FDB07GnhRo3Lgx279/P2OMsf79+7N27dqxS5cuscGDBzMnJ6dy18/j8dibN2/KXU9p4hWMz5E0Zqfgb66Eh4czJSUl1qlTJzZ37lw2d+5c1qlTJ6asrMzCw8M5i8MYY6dOnWIaGhqsdu3aTFlZmdWpU4fp6ekxXV1d1qJFC05jVbT8/Hx24cIFlpGRIbWYR44cYY0aNWIaGhrM0NCQtWjRgp07d47TGI0bN2aRkZGMMcaSkpKYtrY2a9iwITMyMmKzZ8/mNFaB9PT0Cv+MXbx4kWlpabFffvmFqampsdGjR7PWrVszTU1NduPGjQqNTcqOriqSY02aNMHw4cMxaNAgJCcno0aNGqhduzZiY2MRFBQkdnq4vBITE3H//n2kpaXBzc0N1atX56zukl4yGR4ezkm8qKgopKeno0ePHnj27Bk6deqEp0+fwtDQEDt37hT+OlUU586dK9FZnmbNmnEWMzo6GitXrsSjR48AALVq1UJwcDDq16/PWQwA8PT0RPv27TF79mzhlSQmJibw8fFBu3bt8Ouvv5Y7xpw5c4q8navPUn5+PtTU1PDgwQNOPz+ypq+vj6tXr6JmzZpYuXIldu7cicuXL+PEiRP45Zdf8Pz5c1k3sczi4uKwcOFC3LlzB2lpaahbty4mT54MZ2dnWTeNFIISFzlWmQ8WsvDx48dSXfJLpENbWxsxMTGws7ODvr4+Ll26BCcnJ9y5cwddu3bFixcvyh3Dzc1N5P+cnBzEx8dDWVkZdnZ2uHXrVrljFHByckJYWBing81lTUtLC/fv34e1tTW6dOkCLy8vTJ48GYmJiahZs2a5JtsruBihJLh8nYjiojEuciwnJ0fYF3/q1Cnh3CMODg5ISkriLM64ceMklvN4PKipqcHe3h5du3aFgYEBZzFlQZHbz+fziz2483i8ck2g9fnzZ+EYmeKuSOFqLA0AaGpqCse1mJmZIS4uDk5OTgDA2VVtkgZjf/78Gb6+vujevTsnMQosXLgQEydORGhoKGrXrs1p3cC39/HTp09hZGRUbCLO1fwqTk5OWLt2LTp27IiTJ09i7ty5AIDXr1+Xe8wT13M3lYa05soi3KIzLnKsfv36aNGiBTp27Ig2bdrg6tWrcHV1xdWrV9GrVy/8999/nMRp0aIFbt26hby8PNSsWRPAt4mYlJSU4ODggCdPnoDH4+HSpUucXKkgDZmZmVi1ahXOnj2Lt2/fIj8/X+R2RfvlVtR051euXMHKlSuRn5+PzMzMMsf4/iBeWKLEGAOPx+P0gN6tWzd07NgRw4YNw4QJE3Dw4EH4+vpi37590NfXx6lTpziL9aOCiRG5OKtTQF9fHxkZGcjNzYWqqirU1dVFbi9vMrF582bhoP2IiIgiE5fvL3Evj3PnzqF79+74/PkzhgwZgk2bNgEApk2bhsePH2Pfvn2cxJE2Pp+P5ORkscTl9evXsLOzq1TLNlQmdMZFji1atAjdu3fHn3/+iSFDhsDV1RUAcOjQIXh6enIWp+BsSnh4uPCXdGpqKoYOHYrGjRtj2LBhGDBgAMaOHYuoqCjO4lakgIAAnDhxAr169YKnp6fCdw917dpVrOzJkyeYMmUKDh8+DB8fn2LHcRTnzJkzwrNSZ8+eLVddpbF06VLhuk8Fa0Dt3LkT1atX5+SKoqKkpqZKnMq+PCpyanpANBnx9fWt0FgFCmat/fz5s8g0BsOHD4eGhgZnca5fv478/HyxcVTR0dFQUlKCh4cHJ3EKZm7m8XjYuHGjyJQTeXl5uHDhAueXyRPu0BkXOZeXlyd2sHjx4gU0NDQ4m0PEwsICJ0+eFDub8uDBA7Rp0wavXr3CrVu30KZNG86n3K4ourq6OHr0KLy8vGTdFM69fv0aM2fOxObNm9G2bVssWLCgQrokKpMflxhgjCEpKQlbtmxBs2bNJE7AqAgqW1eHp6cnJk2ahF69eomU79u3D4sWLUJ0dDQncQrmrEpISEDVqlVFJiEsmCtrzpw5nA9EJ9ygMy5yTklJSSRpAb7N5cGl1NRUvH37VixxeffunXCsg56entj8GvLMwsJCOI9LZZGamor58+dj1apVqFOnDk6fPo0mTZpUWLyUlBSEhYUJrypycnKCv7+/1GYL5tKyZctE/ufz+TA2NsaQIUMwderUCoubmZkp9rnhcnxQYb87s7KyJM6oWx579uzBrl27JM61w1XX68OHD1G3bl2xcjc3Nzx8+JCTGMD/Zm5u0aKFsEuSKA5KXOScNA4WXbt2hb+/P5YsWSKcFOv69euYMGGCcODctWvXUKNGDU7iScOSJUswefJkrF27Vmz6cEW0ePFiLFq0CFWqVMH27dsldh1x6caNG2jbti3U1dWF3ZJLly7FH3/8gRMnTkj8cikNaQ8wleYSA+np6Zg8eTJ27dolshp6AS7Ogki7q2PlypX47bff4Ovri4MHD8LPzw9xcXG4fv06AgMDOYsjEAjw5s0b2NraipQnJSWJLH3ClRkzZlDSooCoq0iOfX+wWL9+vdjB4o8//uAkTlpaGsaOHYvIyEjhVSnKysoYMmQIli1bBk1NTcTExAAA6tSpw0nMivbu3Tv06dMHFy5cgIaGBlRUVERu5+pqC2nh8/lQV1dHq1atilxbh6tBkk2aNIG9vT02bNgg/MLIzc3F0KFD8fz5c1y4cKFc9X8/wLRgZd7CcDXAtEDBoPaCWWC5VrDy9Ny5czFo0CCEhITg1atXWLduHRYuXAgfH59yx5B2V4eDgwNmzpyJ/v37i6zaPGPGDHz8+BGrV6/mJE7//v2RlJSEgwcPCs/spaSkoFu3bjAxMcGuXbs4iVNAIBCgatWq8PPzw5AhQ2Bpaclp/aRiUOIix6R1sCiQlpYmnBvG1tZW5FecomnVqhUSExMREBAAU1NTsV/0XH8ZVjRfX98SDTDmagI/dXV13L59W+xX+8OHD+Hh4YGMjAxO4khLfn4+5s2bhyVLlggHAmtra2P8+PH47bffhIt9cqFatWqIjIxE8+bNoaOjg1u3bsHe3h5btmzB9u3bcfToUc5iSaurQ0NDA48ePYKVlRVMTExw8uRJuLq6IjY2Fg0aNJB4ZqksXr16haZNm+LDhw/CuXdiYmJgamqKkydPcp5YvH//Hlu2bMHmzZvx4MEDeHt7IyAgAN26deO8q41wSAaz9ZISUldXFy7xbmxszGJiYhhj35Z4NzAwkGXT5J66urrw+SKlZ2JiwqKiosTKjx8/zkxMTMpdf2pqaok3LkyZMoUZGxuzNWvWsDt37rA7d+6wkJAQZmxszKZNm8ZJjAKamposISGBMcaYhYUFi46OZowx9vz5c6apqclpLGmxsbFht27dYowx5u7uztauXcsYYywqKorp6+tzGistLY2tW7eOjRw5ko0fP55t3ryZZWdncxpDkps3b7JRo0YxQ0NDZmhoyIKCgugYIqdojIscq1KlCj5+/AgrKytUq1ZNOI9LfHx8oYPyyurGjRuFjqVRxDkaHBwcaA6Gcujbty8CAgLw119/oVGjRgCAy5cvY+LEiejfv3+569fT0yv2DBLjcM6YzZs3Y+PGjcJJHIFvCx1aWFhg5MiRnHW7At/OVsbHx6NatWpwcHDArl274OnpicOHD0NPT4+zOAUqeoFK4Nsii4cOHYKbmxv8/PwwduxY7NmzBzdu3ECPHj04iVFAU1OT04UbS6pu3bqoUqUKDA0NsXDhQmzatAlr1qxBw4YNsXbtWuGkiEQOyDpzIoULCAhgs2bNYowxtnr1aqaurs5atWrF9PT0mL+/P2dxtm/fzlRUVFinTp2Yqqoq69SpE6tRowbT1dVlvr6+nMWRpqioKNaoUSN29uxZ9v79+wr5FV+ZZWVlseDgYKaqqipcyFEgELAxY8awzMzMctd/7ty5Em9cEAgE7MmTJ2Lljx8/ZmpqapzEKLB06VK2YsUKxhhjJ0+eZGpqakwgEDA+n8+WL1/OaSxpLVCZl5fHcnJyhP9v376dBQUFsZUrV7KsrCzO4kRERLAjR44I/584cSLT1dVlDRs2FJ595lp2djbbvXs3a9++PVNWVmYNGjRgGzZsYGlpaSw+Pp75+PiwWrVqVUhsUjaUuMixHw8WO3bsEB4suDx16uzszFavXs0YY0xLS4vFxcWx/Px8NmzYMDZjxgzO4kjTj6snV9QqypVdeno6u3v3Lrt79y5LT0+XdXPKzNPTkwUFBYmVjxo1itWvX79CY7948YLt3buX3blzh/O669WrJ/yMFnx2v3z5wrp06cLWrFnDebyKVqNGDXb69GnGGGP//vsvU1dXZ+vWrWOdO3dm3bt35zxeQdeQgYEBGz16NLt3757YPklJSYzH43Eem5QdDc6Vc5mZmbh7967YtPU8Hg+dO3fmJIampiYePHgAa2trGBoa4ty5c3B2dsajR4/g7e3N6bpI0nL+/Pkib+dyFeXKyN/fHytWrBCbCyc9PR1BQUHCKd+5cvHiRaxbtw7Pnz/H7t27YWFhgS1btsDGxgaNGzcud/3nz59Hx44dUa1aNTRs2BDAt6USXr58iaNHj1bofDgVqSIXqLx7926J93VxcSlznO9paGjg8ePHqFatGiZPnoykpCRERkbiwYMHaN68Od69e8dJnAItW7bE0KFD0aNHD+G6cD/Kzc3F5cuX6ZghR2iMixw7fvw4Bg0aJHHEPpfrxejr6+PLly8Avk3cdv/+fTg7OyMlJUXhrh4pQAeZ8tm8eTMWLlwolrh8/foVkZGRnCYue/fuxaBBg+Dj44Nbt24hKysLwP8m3OPiKpxmzZrh6dOnCAkJwePHjwEAPXr0wMiRI2Fubl7u+n+cmbcowcHB5Y5XoCIXqKxTpw54PF6x4+m4PBZpaWnhw4cPqFatGk6cOCFcAFZNTa1CxqydPn262H2UlZXpeCJnKHGRY0FBQejTpw9mzJgBU1PTCovTtGlTnDx5Es7OzujduzdGjx6NM2fO4OTJk2jZsmWFxa1Ix48fh5aWlvDXekhICDZs2ABHR0eEhITQpFOF+Pz5M9i3LmR8+fIFampqwtvy8vJw9OhRzpaaKDBv3jysXbsWgwcPxo4dO4TlXl5emDdvHmdxzM3NOR2E+70fZ+YtDI/H4zRxadCgAS5duoRatWqhQ4cOGD9+PO7du4d9+/ahQYMG5apbmpP2FWjdujWGDh0KNzc3PH36FB06dAAA4Rlhri1YsACmpqbw9/cXKd+0aRPevXuHyZMncx6TlB91FckxHR0d3L59G3Z2dhUa5+PHj8jMzIS5uTny8/OxePFi/Pvvv6hevTp+//13hfySd3Z2xqJFi9ChQwfcu3cPHh4eGD9+PM6ePQsHBwfO5jupbApbFboAj8fD7Nmz8dtvv3EWU0NDAw8fPoS1tbXIfEXPnz+Ho6NjuVa8/l5KSgquXbsmcbXwwYMHcxJD2p4/f460tDS4uLggPT0d48ePF352ly5dqnCzRqekpOD333/Hy5cv8euvv6Jdu3YAgJkzZ0JVVZXT9x3wbfmUbdu2Ca+cKxAdHY1+/frJJHkjxaPERY75+/vDy8sLAQEBsm6KwtHS0sL9+/dhbW2NWbNm4f79+9izZw9u3bqFDh06IDk5WdZNlEvnz58HYwze3t7Yu3evcLVo4NuMrFZWVpx0rXzP1tYW69evR6tWrUQSl8jISCxcuJCTNWoKVtBOS0uDjo6OSHLG4/EUbiZlWXjy5AlWrVolXLuqVq1aCAoKQs2aNWXcsrJTU1PDo0ePhDMRF+A6aSbcoq4iObZ69Wr07t0bFy9ehLOzs9i09Vyecs7Pz8ezZ88k/hpt2rQpZ3GkRVVVVTg+59SpU8Jf1AYGBsKFI4m4gr78uLg4WFtbl2i23vIaNmwYRo8ejU2bNoHH4+H169e4cuUKJkyYgOnTp3MSY/z48fD398f8+fOhoaHBSZ3fKxiLURJcza3yvezsbImf3WrVqnFS/969e9GvXz94eHgIBzdfvXoVtWvXxo4dO9CzZ09O4hS3lATXxyJLS0tcvnxZLHG5fPky5wk64Q4lLnJs+/btOHHiBNTU1HDu3DmxX4lcJS5Xr17FgAEDkJCQIDYQj8uBd9LUuHFjjBs3Dl5eXrh27Rp27twJAHj69GmFrVFTmXh7e8PPzw++vr6cffkVZsqUKcjPz0fLli2RkZGBpk2bQiAQYMKECQgKCuIkxqtXrxAcHFwhSQsA3L59u0T7cZ0IPn36FAEBAfj3339FyhmHk/cBwKRJkzB16lTMmTNHpHzmzJmYNGkSZ4lL8+bNxcq+f864PhYNGzYMY8aMQU5ODry9vQF8G7A7adIkjB8/ntNYhEOyuQqblISpqSn7448/WF5eXoXGcXV1Zb1792YPHz5knz59YikpKSKbIkpISGAdO3ZkLi4ubOPGjcLyMWPGSJzPg4hatmwZc3V1ZUpKSqxVq1Zs+/btnEw8V5SsrCz24MEDFh0dzb58+cJp3d27d2c7d+7ktE550KhRI9a0aVN29OhRdvv2bRYTEyOycUVdXZ3FxsaKlT99+pSpq6tzFufHY8+7d+/YiRMnWP369dmpU6c4i1MgPz+fTZo0iampqQnnetLQ0GCzZ8/mPBbhDo1xkWMGBga4fv16hQ/O1dTUxJ07d2Bvb1+hcYjiuXXrFiIiIrB9+3bk5eVhwIAB8Pf3R926dWXdtFIJCwvDnDlz4OfnJ7Hb9fulABSJpqYmbt68KbYYJtc6dOiA3r17w8/PT6Q8PDwcO3bsQFRUVIXGP3/+PMaNG4ebN29WSP1paWl49OgR1NXVUb169ULndCHygRIXOTZ27FgYGxtj2rRpFRrH29sbkyZNEo7gr2wyMzPF1nDR0dGRUWsUU05ODtasWYPJkycjJycHzs7OCA4Ohp+fX7m7P9LT07Fw4UKcPn1a4jiNghXLy6Oo1Z+56FLp0aMHIiIioKOjU+zaPVyu/VWvXj0sW7aMk0n6fnTo0CHh369fv8aMGTPQp08f4WXWV69exe7duzF79mz88ssvnMf/3uPHj+Hh4SFc2Zv83GiMixzLy8vD4sWLERUVBRcXF7FfieUZ5Pf9rJhBQUEYP348kpOTJf4a5WpWTGlKT0/H5MmTsWvXLokT+CniuB1ZyMnJwf79+xEeHo6TJ0+iQYMGCAgIwH///Ydp06bh1KlT2LZtW7liDB06FOfPn8egQYNgZmZWIQOCf0yGuKarqytst66uboXG+n5w+aJFizBp0iTMnz9f4me3PAl6t27dxMrWrFmDNWvWiJQFBgZylrj8OFsvYwxJSUlYuHAh6tSpw0kMWSWZhDt0xkWOtWjRotDbeDwezpw5U+a6C+brKOzlL7hNUQfnBgYG4uzZs5g7dy4GDRqEkJAQvHr1CuvWrcPChQvh4+Mj6ybKtVu3biE8PBzbt28Hn8/H4MGDMXToUJEuifv376NevXrlntFUT08P//zzD7y8vMrb7BLJzMwUmVhP0fw4107B5/R7ivrZLey41KBBA2zatImTLjE/Pz+sXLkS2traYl1fP6L5nuQTJS4/qYSEhBLvq2iTWAHfLgONjIxE8+bNoaOjg1u3bsHe3h5btmzB9u3bOZlGvjJTUlJC69atERAQgG7duon9kge+ndUaNWpUuQ/uNjY2OHr0KGrVqlWueoqSl5eH+fPnY+3atXjz5g2ePn0KW1tbTJ8+HdbW1hUyV9Lbt2/x5MkTAEDNmjU5m3G4uHW4vqdoU9X/eFzi8/kwNjaukESTMYaXL1/C2NgY6urqnNdPKpAMBgQTUuE0NTVZQkICY4wxCwsLFh0dzRhj7Pnz50xTU1OWTVMIL168kFqsLVu2sF69elXo6tOzZ89mtra27O+//2bq6uosLi6OMfZtxfUGDRpwGis1NZUNHDiQKSsrC1cpV1ZWZj4+Pgp7lR5jjJ07d4516tSJ2dnZMTs7O9a5c2d24cIFWTerzPLy8piKigp7+vSprJtCSonGuBAAlW9WTFtbW8THx6NatWpwcHDArl274OnpicOHD0NPT0/WzZN7b9++RXJyMurXry9SHh0dDSUlJXh4eJSrfjc3N5HujWfPnsHU1BTW1tZiZ3du3bpVrlgAEBkZifXr16Nly5Yi4zFcXV2Fiy5yZdiwYbh9+zaOHDkishL16NGjMWLECJH1mLjw6dMnhIWFCT+7jo6O8PPzE5n1uLz+/vtv+Pn5oUePHsL5oy5fvoyWLVsiIiICAwYM4CzW9evXcfbsWYkDtbmcvI/P56N69er48OEDqlevzlm9pOJRVxEpdFbM69evczorpjQtW7YMSkpKCA4OxqlTp9C5c2cwxpCTk4OlS5di9OjRsm6iXPP09MSkSZPQq1cvkfJ9+/Zh0aJFiI6OLlf9s2fPLvG+M2fOLFcsAFBXV8fjx49hZWUlsqzAw4cP4enpyenVKpqamoiKihK70ufixYto164d0tPTOYt14cIFdO7cGbq6usJk8ubNm0hJScHhw4c5m2m2Vq1aGD58OMaOHStSvnTpUmzYsEGYNJXX/Pnz8fvvv6NmzZowNTUVm3SzPOP6JDl8+DAWL16M0NBQ1K5dm9O6SQWS8RkfIgdsbW3Z9OnTxcpnzJjBbG1tZdAi7r148YLt3buX3blzR9ZNUQiamprC7pTvPX/+nGlpacmgReVTt25dtmXLFsYYY1paWsLHNnv2bNa4cWNOY1laWrK7d++Kld+5c4dZWFhwGqt27dps2LBhLDc3V1iWm5vLhg8fzmrXrs1ZHFVVVYkT0MXGxjKBQMBZHBMTExYeHs5ZfcXR09NjqqqqjM/nMzU1Naavry+yEflEXUUESUlJElfHHThwIP78808ZtIh7VlZWCjnIWFYEAgHevHkDW1tbkfKkpCQoK3N72LC1tcX169dhaGgoUp6SkoK6detyMo/LjBkzMGTIELx69Qr5+fnYt28fnjx5gsjISBw5cqTc9X/v999/x7hx47BlyxZUqVIFAJCcnIyJEydytvZSgWfPnmHPnj1QUlISlikpKWHcuHGIjIzkLI6lpSVOnz4tNknlqVOnYGlpyVkcPp8vtavLAGD58uVSi0W4Q4kLQfPmzXHx4kWxg9KlS5fQpEkTGbWq9FauXFnifblcoLIyatOmDaZOnYqDBw8K5yVJSUnBtGnT0Lp1a05jvXjxQuJlu1lZWfjvv/84idG1a1ccPnwYc+bMgaamJmbMmIG6devi8OHDnD+e0NBQPHv2DNWqVROu85SYmAiBQIB3795h3bp1wn3LO36nbt26ePTokdhYtEePHsHV1bVcdX9v/PjxCA4ORkxMDBo1agTg2xiXiIgIrFixgrM4Y8eORUhIiNQSiiFDhkglDuEWjXEhWLt2bZGzYn6/Sqo8T43+4wqvheHxeJz8iq/MXr16haZNm+LDhw9wc3MDAMTExMDU1BQnT57k5Fd2wcys3bp1w+bNm0UmbsvLy8Pp06dx8uRJ4SXF5TF06FAMHDhQ4iJ+XJPm+J2dO3di0qRJCAoKEvnshoSEYOHChSKXmJd3Isn9+/djyZIlIgP4J06ciK5du5ar3u/l5+ejY8eOePr0KRwdHcUGalfEhHBxcXEIDw9HXFwcVqxYARMTExw7dgzVqlWDk5MT5/FI+VHiQoqcDv17ijihFQDhZFYVMSNrZZaeno6tW7fizp07UFdXh4uLC/r37y9xTpeyKHjfSZpwTEVFBdbW1liyZAk6depU7lhdu3ZFVFQUjI2N0b9/f/j4+HB6RkJWivvscjGRZG5uLubPnw9/f/8KX1l91KhR2LhxI1q0aCE2OBfgfkK48+fPo3379vDy8sKFCxfw6NEj2NraYuHChbhx4wb27NnDaTzCDUpcSKUVFhaGZcuWITY2FgBQvXp1jBkzBkOHDpVxy8j3bGxscP36dRgZGVVonE+fPmH37t3Ytm0bLl68CAcHB/j4+GDAgAGwtrau0NgVRVoTSWppaeH+/fsV/jxpa2tjx44d6NixY4XGKdCwYUP07t0b48aNE7na7Nq1a+jRowdnXZWEW5S4kEppxowZWLp0KYKCgkTm0li9ejXGjh2LOXPmyLiFiuHhw4dITEwUW6RSnrsMS+K///7D9u3bsWnTJsTGxiI3N5ezuvPy8rBs2TLs2rVL4nP38eNHzmJJS9euXdGjR48KHxNiZWWFqKioCl/tuoCWlhbu3bsHGxsbkcTlxYsXcHBwQGZmplTaQUqHBucSAN9Omf71118ik1hNnDhRoQbnfi80NBQbNmxA//79hWVdunSBi4sLgoKCKHEpxvPnz9G9e3fcu3dPpCun4NQ9112G0nz/5eTk4MaNG4iOjsaLFy9gamrKaf2zZ8/Gxo0bMX78ePz+++/47bff8OLFCxw4cAAzZszgNBbwbeXmS5cuSZywjatB6O3bt8eUKVNw7949uLu7Q1NTU+R2rhLZWbNmYebMmQgPD4eGhgYndRZFT08PSUlJYuPjbt++DQsLiwqPT8pINldhE3myZcsWpqyszPr06cNWrFjBVqxYwfr06cNUVFTY1q1bZd28MtHV1ZU4lfeTJ0+Yrq6u9BukYDp16sS6du3K3r17x7S0tNjDhw/ZxYsXmaenJ+fTvEvr/XfmzBk2dOhQpq+vz3R1dZmfnx87deoUy8/P5ywGY9/mRTpy5Ahj7NucMc+ePWOMMbZixQrWv39/TmOFh4czVVVVpqWlxaysrJi1tbVws7Gx4SxOwdIFkjY+n89ZnDp16jBtbW2mpaXFateuzdzc3EQ2ro0fP541btyYJSUlMW1tbRYbG8suXbrEbG1t2axZsziPR7hBXUVEarNiSlNQUBBUVFTEpgifMGECvn79ipCQEBm1TDEYGRnhzJkzcHFxga6uLq5du4aaNWvizJkzGD9+PG7fvs1ZLGm8/ywsLPDx40e0a9cOPj4+6Ny5MwQCQbnrlURTUxOPHj1CtWrVYGZmhn/++Uc4H42bmxtSU1M5i2VpaYlffvkFU6dOLfEge3lW3BVZXMyi/L3s7GwEBgYiIiICeXl5UFZWRm5uLnx8fBARESEyPw6RH5S4EAgEAjx48EBsHpdnz56hdu3aCtnPGxQUhMjISFhaWgovE42OjkZiYiIGDx4scmUMl+ufVBb6+vq4desWbGxsYGdnJ7zSIy4uDs7OzsjIyOAsljTefxs2bEDv3r2lsk5VzZo1ERkZifr166Nx48bo1KkTpkyZgp07dyIoKAhv377lLJahoSGuXbsGOzs7zur8Gb18+RL37t1Deno63NzcxN6LRL7QGBcitVkxpen+/fuoW7cugG/zNADfziIYGRnh/v37wv3oEmnJateujTt37sDGxgb169fH4sWLoaqqivXr14vNplte0nj/DRs2jJN6SqJ79+44ffo06tevj6CgIAwcOBBhYWFITEwUO6tUXgEBAdi9ezemTJnCab2SnD59GsuWLROZx2XMmDFo1apVhceuSHT1oeKhMy4EoaGhGDNmDPz9/SXOijlixAgZt5BIW1RUFNLT09GjRw88e/YMnTp1wtOnT2FoaIidO3fC29ubs1iV/f139epV/Pvvv6hevTo6d+7Mad15eXno1KkTvn79CmdnZ7E5drg6m7hmzRqMHj0avXr1ElmIdc+ePVi2bBkCAwM5iSNtdPWhgpLlABsiP/bt28e8vLyYgYEBMzAwYF5eXuzAgQOybhaRIx8+fOB8IGuByvT+mz9/PgsLCxMrDwsLYwsXLuQ01ty5cxmPx2MODg6sWbNmrHnz5sKtRYsWnMWxsLBgq1atEitfvXo1Mzc35yyOtBkZGbFt27aJlW/bto0ZGhrKoEWkJOiMy09OmrNiEvKjyvj+s7a2xrZt24RnjwpER0ejX79+iI+P5yyWvr4+li1bBl9fX87qlERLSwsxMTFi3XmxsbFwc3NDWlpahcavKHp6erh+/TqqV68uUv706VN4enoiJSVFNg0jRVL8YeikXJSVlbF48WJOJ+Aiii8zMxN//vknOnToAA8PD9StW1dk40plfP8lJyfDzMxMrNzY2BhJSUmcxhIIBFJZTblLly7Yv3+/WPnBgwc5WZJBVgYNGoTQ0FCx8vXr18PHx0cGLSIlQYNzCVq2bInz588r7LTnhHsBAQE4ceIEevXqBU9PzwodxFzZ3n+Wlpa4fPmy2KRmly9fFlmwlAujR4/GqlWrSrUyekl9X6ejoyP++OMPnDt3TmSMy+XLlzF+/HjOYubl5SEiIgKnT5+WOKHemTNnOItVICwsDCdOnJB49eG4ceOE+9HVh/KDuooI1q5di9mzZ8PHx6dCZ8UkikNXVxdHjx6Vyq/5yvb+W7x4MRYvXow///xTOIj59OnTmDRpEsaPH4+pU6dyFqt79+44c+YMDA0N4eTkxOlqyrJYbX3UqFGIiIhAx44dYWZmJpYwL1u2jJM4BVq0aFGi/Xg8XoUkTaRsKHEhRU5cpagrQpPycXR0xI4dO+Di4lLhsSrb+48xhilTpmDlypXCdYrU1NQwefJkzqf89/PzK/J2rldTrmhGRkaIjIxEhw4dZN0UIscocSGEiDl27BhWrlyJtWvXlmtV4Z9ZWloaHj16BHV1dVSvXr3CZuqtTMzNzXHu3DnUqFFD1k0hcowSF0KImHfv3qFPnz64cOECNDQ0xLoguFzhuKi5Mng8HqZPn85ZrMpm5syZ8Pf3r5Dkcty4cZg7dy40NTVFxnpIwtX4jyVLluD58+dYvXo1TQ5JCkWJC0FwcDDs7e3FVpJdvXo1nj17huXLl8umYURmWrVqhcTERAQEBMDU1FTsS2TIkCGcxXJzcxP5PycnB/Hx8VBWVoadnR1u3brFWazKpk6dOrh//z6aNWuGgIAA9OzZk7MzOwYGBnj69CmMjIyKHAtS3vEfPXr0EPn/zJkzMDAw4HzMDqk8KHEhsLCwwKFDh+Du7i5SfuvWLXTp0gX//fefjFpGZEVDQwNXrlyBq6urTOJ//vwZvr6+6N69OwYNGiSTNiiK27dvIzw8HNu3b0dubi769esHf39/1KtXr1z18vl8JCcnw8TEBLa2trh+/ToMDQ05avX/FDdO53uKNmaHVAxKXAjU1NRw//79SrXIIimfunXrYs2aNcJLRGXh3r176Ny5M168eCGzNiiSnJwcHD58GOHh4YiKioKDgwMCAgLg6+sLXV3dUtdnaGiIo0ePon79+uDz+Xjz5g2MjY0roOWElA5NQEdgb2+P48ePi5UfO3aM8wX1iGJYuHAhxo8fj3PnzuHDhw/4/PmzyCYNqampSE1NlUqsyoAxhpycHGRnZ4MxBn19faxevRqWlpbYuXNnqevr2bMnmjVrBhsbG/B4PHh4eMDW1lbixhVvb2+Js9V+/vyZ0/WxiGKjCegIxo0bh1GjRuHdu3ci804sWbKExrf8pNq1awfg2+Rw32OMcX6J8o+TpzHGkJSUhC1btqB9+/acxamsbt68KewqEggEGDx4MEJCQoRnUFetWoXg4GD07du3VPWuX79euMhmcHAwhg0bBm1t7Yp4CELnzp0TXkL+vczMTFy8eLFCYxPFQV1FBMC3FXr/+OMPvH79GsC39VZmzZqFwYMHy7hlRBbOnz9f5O3NmjXjLNaPE53x+XwYGxvD29sbU6dOrfAvS0Xm7OyMR48eoW3bthg2bBg6d+4MJSUlkX3ev38PExMTsVloS8PPzw8rV66ssNfi7t27AL4NNi4YnFsgLy8Px48fx7p166jbkACgxIX84N27d1BXV4eWlpasm0IIKcbcuXPh7+8PCwsLWTelXPh8vvDKNUlfSerq6li1ahX8/f2l3TQihyhxIYSIOX78OLS0tNC4cWMAQEhICDZs2ABHR0eEhIRAX19fxi38eRU3p8r3FGV9nYSEBDDGYGtri2vXrokMAlZVVYWJiYnYmSTy86LEhQAA9uzZg127diExMVGsj5nm0fj5ODs7Y9GiRejQoQPu3bsHDw8PjB8/HmfPnoWDgwNdlipDtL4O+dnR4FyClStX4rfffoOvry8OHjwIPz8/xMXF4fr16wgMDJR184gMxMfHw9HREQCwd+9edO7cGfPnz8etW7doHRkZO3v2rKybUKHi4uKwfPlyPHr0CMC3dbNGjx4NOzs7GbeMyAu6HJpgzZo1WL9+PVatWgVVVVVMmjQJJ0+eRHBwMF2O+pNSVVVFRkYGAODUqVNo06YNgG+zqUrrcmjy84mKioKjoyOuXbsGFxcXuLi4IDo6Gk5OTjh58qSsm0fkBHUVEWhoaODRo0ewsrKCiYkJTp48CVdXV8TGxqJBgwb48OGDrJtIpKxLly7Izs6Gl5cX5s6di/j4eFhYWODEiRMYNWoUnj59KusmkkrIzc0Nbdu2xcKFC0XKp0yZghMnTlC3NQFAZ1wIgCpVqggXzatWrRquXr0K4Ft3AeW1P6fVq1dDWVkZe/bsQWhoqPCqlWPHjgnneCGEa48ePUJAQIBYub+/Px4+fCiDFhF5RGNcCLy9vXHo0CG4ubnBz88PY8eOxZ49e3Djxg2xBdDIz6FatWo4cuSIWPmyZctk0BryszA2NkZMTAyqV68uUh4TEwMTExMZtYrIG0pcCNavXy+cnCowMBBGRka4fPkyunTpgl9++UXGrSOylpmZKXalmY6OjoxaQyqzYcOGYfjw4Xj+/DkaNWoEALh8+TIWLVpUqsvASeVGY1wIgG9fTnfv3sXbt29FZtjk8Xjo3LmzDFtGZCE9PR2TJ0/Grl27JI5x4nLKf0IKMMawfPlyLFmyRDiLt7m5OSZOnIjg4GDhJHXk50aJC8Hx48cxaNAgiV9QXK9LQxRDYGAgzp49i7lz52LQoEEICQnBq1evsG7dOixcuBA+Pj6ybiKp5L58+QIAtOQDEUOJC0H16tXRpk0bzJgxA6amprJuDpED1apVQ2RkJJo3bw4dHR3cunUL9vb22LJlC7Zv346jR4/KuomkEnv37h2ePHkCAHBwcICRkZGMW0TkCV1VRPDmzRuMGzeOkhYi9PHjR9ja2gL4Np6l4Kqzxo0b48KFC7JsGqnE0tPT4e/vDzMzMzRt2hRNmzaFmZkZAgIChPMKEUKJC0GvXr1w7tw5WTeDyBFbW1vEx8cD+PaLd9euXQCAw4cPQ09PT4YtI5XZuHHjcP78eRw+fBgpKSlISUnBwYMHcf78eYwfP17WzSNygrqKCDIyMtC7d28YGxvD2dkZKioqIrcHBwfLqGVEVpYtWwYlJSUEBwfj1KlT6Ny5MxhjyMnJwdKlSzF69GhZN5FUQkZGRtizZw+aN28uUn727Fn06dMH7969k03DiFyhxIUgLCwMv/zyC9TU1GBoaCgycp/H4+H58+cybB2RBwkJCbh58ybs7e3h4uIi6+aQSkpDQwM3b95ErVq1RMofPHgAT09PpKeny6hlRJ5Q4kJQpUoVBAcHY8qUKeDzqfeQECIbLVu2hKGhISIjI6GmpgYA+Pr1K4YMGYKPHz/i1KlTMm4hkQeUuBAYGBjg+vXrtPrqT27lypUl3pe6D0lFuH//Ptq2bYusrCy4uroCAO7cuQM1NTVERUXByclJxi0k8oASF4KxY8fC2NgY06ZNk3VTiAzZ2NiUaD/qPiQVKSMjA1u3bsXjx48BALVq1YKPjw/U1dVl3DIiLyhxIQgODkZkZCRcXV3h4uIiNjh36dKlMmoZkQcFhwiatZQQIg8ocSFo0aJFobfxeDycOXNGiq0h8iIsLAzLli1DbGwsgG8TFY4ZMwZDhw6VcctIZfb69WtcunRJbPkRgLooyTeUuBBCxMyYMQNLly5FUFAQGjZsCAC4cuUKVq9ejbFjx2LOnDkybiGpjCIiIjBixAioqqrSFY6kUJS4EELEGBsbY+XKlejfv79I+fbt2xEUFIT379/LqGWkMrO0tMQvv/yCqVOn0hWOpFD0ziCEiMnJyYGHh4dYubu7O3Jzc2XQIvIzyMjIQL9+/ShpIUWidwchRMygQYMQGhoqVr5+/XpaGZpUmICAAOzevVvWzSByjrqKCCFigoKCEBkZCUtLSzRo0AAAEB0djcTERAwePFjkyjO66oxwJS8vD506dcLXr18lLj9C7zUCAMqybgAhRP7cv38fdevWBQDExcUB+LaOjJGREe7fvy/cjy6RJlxasGABoqKiULNmTQAQG5xLCEBnXAghhMgJfX19LFu2DL6+vrJuCpFjNMaFEEKIXBAIBPDy8pJ1M4ico8SFEEKIXBg9ejRWrVol62YQOUddRYQQQuRC9+7dcebMGRgaGsLJyUlscO6+fftk1DIiT2hwLiGEELmgp6eHHj16yLoZRM7RGRdCCCGEKAwa40IIIUQufP36FRkZGcL/ExISsHz5cpw4cUKGrSLyhhIXQgghcqFr166IjIwEAKSkpMDT0xNLlixB165dJc7kTH5OlLgQQgiRC7du3UKTJk0AAHv27EGVKlWQkJCAyMhIrFy5UsatI/KCEhdCCCFyISMjA9ra2gCAEydOoEePHuDz+WjQoAESEhJk3DoiLyhxIYQQIhfs7e1x4MABvHz5ElFRUWjTpg0A4O3bt9DR0ZFx64i8oMSFEEKIXJgxYwYmTJgAa2tr1K9fHw0bNgTw7eyLm5ubjFtH5AVdDk0IIURuJCcnIykpCa6uruDzv/22vnbtGnR0dODg4CDj1hF5QIkLIYQQQhQGdRURQgghRGFQ4kIIIYQQhUGJCyGEEEIUBiUuhBBCCFEYlLgQQgghRGFQ4kIIIYQQhUGJCyGEEEIUxv8BNZDP9TSRAjsAAAAASUVORK5CYII=", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Define the target organs.\n", + "organ_list = ['bladder','blood','colon']\n", + "\n", + "# create a dictionary to store each avg_gene_expr\n", + "avg_gene_expr_dic = {}\n", + "\n", + "# Loop through organ_list and display the results\n", + "for organ in organ_list: \n", + " avg_gene_expr = api.average(\n", + " organism='h_sapiens', \n", + " organ=organ, \n", + " features=['PRDM1', 'PTPRC', 'ACTB', 'GAPDH'],\n", + " )\n", + "\n", + " # Store results into dictionary\n", + " avg_gene_expr_dic[organ] = avg_gene_expr\n", + "\n", + " # Set up figure and display heatmap\n", + " plt.figure(figsize=(6,2))\n", + " plt.title(f'Average gene expression across cell types in the human {organ}')\n", + "\n", + " sns.heatmap(\n", + " avg_gene_expr, \n", + " # yellow-to-red color map\n", + " cmap='YlOrRd', \n", + " # add label to calour bar\n", + " cbar_kws={'label': 'Expression Level'}\n", + " )\n", + "\n", + " # Show the plot\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "By comparing these three heatmaps, *ACTB* exhibits consistently high expression across all the selected organs, indicating a similar expression pattern among them." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## **Exploring genes with similar expression patterns**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "When you have a gene of interest, you might want to find genes with similar expression patterns. This example shows you how to use the `similar_features` method to retrieve the top 10 genes with expression patterns similar to *TP53* in the human lung:" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "METTL14 0.134515\n", + "HDAC8 0.134577\n", + "MTOR 0.139444\n", + "HNRNPL 0.141596\n", + "LANCL2 0.142775\n", + "SEH1L 0.143445\n", + "MED4 0.145775\n", + "AHR 0.148074\n", + "HSPA14-1 0.149418\n", + "TRA2A 0.149765\n", + "dtype: float64" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "similar_features = api.similar_features(\n", + " organism='h_sapiens', \n", + " organ='lung', \n", + " feature='TP53',\n", + " method='correlation',\n", + " number=10\n", + ")\n", + "\n", + "similar_features" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Output\n", + "\n", + "`similar_features` returns a *pandas.Series* where the **index** contains gene names, and the corresponding **data** represents their distance to *TP53*." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this series, the **Pearson correlation** method is used to calculate the distance. This method produces a value between -1 and 1, where -1 signifies a perfect negative linear relationship, and 1 signifies a perfect positive linear relationship. From the resulting pandas.Series, the top 10 genes with the greatest similarity to *TP53* all exhibit positive linear relationships, with *TRA2A* showing the highest similarity. These genes may potentially be co-regulated with *TP53*.\n", + "\n", + "Additionally, `similar_features` supports the following methods for distance calculation:\n", + "- **cosine**: Computes cosine similarity/distance based on the fraction detected.\n", + "- **euclidean**: Measures Euclidean distance based on average measurements (e.g., expression levels).\n", + "- **manhattan**: Calculates the taxicab/Manhattan/L1 distance of average measurements.\n", + "- **log-euclidean**: Applies a logarithmic transformation to the average measurement (with a pseudocount of 0.001) before calculating the Euclidean distance, which highlights sparsely measured features." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Get average gene expression for similar features" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can then use the `average` method to retrieve the average gene expression of these similar genes. Use **similar_features.index** to extract the gene names returned by `similar_features`, and pass them as the parameter (features) to the `average` method. \n", + "\n", + "You can either use `print` method to directly display the resulting *pandas.DataFrame*, or, as shown in the example below, use Seaborn’s `heatmap` method to present a more intuitive graphical representation:" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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JPUxEREQGwlC3NZEDEyYiIiIDoeCQnNaYMBERERkIzmHSHucwEREREeWBPUxEREQGQtBmzT4CwISJiIjIYHBITnsckiMiIiLKA3uYiIiIDAR7mLTHhImIiMhAKLgOk9Y4JEdERESUB/Yw6VSW9BBze+2aykyVHqMw0SLGVHqMiZX0GG1lvtIiJl16jEVp6TFZWrQDAKY22sVJpSgrPUbU4jMOAFkZ0mOUJaTHaLHLPEwspccAgLmDFkFavn9SWTpKjxGMtGtLm89rRrL0mGLlpMe8SpAeAwBm0n8uCxU7aNeWjnFITntMmIiIiAwE8yXtcUiOiIiIKA9MmIiIiAyEIIiyHFJFRkaiXbt2KFOmDARBwPbt29879tixYzA2NkbNmjUltysnJkxEREQGQhDkOaRKTk5GjRo1sHz5cklxiYmJ6Nu3L5o3by69UZlxDhMREZGBUMg0iSk1NRWpqeoPGymVSiiVylzPb9OmDdq0aSO5naFDh6Jnz54wMjKS1CulC+xhIiIiIkmCg4NhY2OjdgQHB8vaxpo1a3D79m0EBQXJWq+22MNERERkILSZf5SbyZMnIyAgQK3sbb1L2vjnn38wadIkHDlyBMbGhSNVKRxXQURERDon17IC7xp+y6/MzEz07NkT06dPR6VKlXTShjaYMBEREVGh8eLFC5w9exbnz5/H8OHDAQBZWVkQRRHGxsbYv38/mjVrpvfrYsJERERkIIrCSt/W1ta4dOmSWtn333+PgwcPYsuWLShfvnyBXBcTJiIiIgMh1xwmqZKSknDz5k3V13fu3EF0dDRKlCgBFxcXTJ48Gffv38e6deugUCjg6empFu/g4AAzMzONcn1iwkREREQ6dfbsWTRt2lT1dc6E8X79+iE8PBxxcXGIjY0tqMt7L4V2WQF/f38IgoChQ4dqvDZs2DAIgqA6513HtGnTVHFr167FRx99BAsLCxQrVgyNGzfG7t271eo+fPiwWry9vT3atm2r0T1IRERU1CgEeQ6pmjRpAlEUNY7w8HAAQHh4OA4fPvzW+GnTpiE6Olqre5ZLoU2YAMDZ2RkRERF49ep/O9CnpKRg/fr1cHFxAQDExcWpjpCQEFhbW6uVjRs3DgAwbtw4DBkyBN26dcPFixdx+vRpfPzxx+jQoQOWLVum0fb169cRFxeHffv2ITU1FX5+fkhLS9PPjRMREelAQa30/SEo1ENytWrVwq1bt7B161b06tULALB161a4uLioJn05OjqqzrexsYEgCGplAHDy5EksWLAAS5YswYgRI1Tls2bNQkpKCgICAtChQwc4OzurXnNwcICtrS0cHR0xevRotG/fHteuXYOXl5cub5mIiIgKoULdwwQAAwYMwJo1a1Rfh4WFoX///pLq2LBhA6ysrDBkyBCN18aOHYv09HT8+uuvucY+e/YMERERAABTU1NJ7RIRERUm7GHSXqHuYQKA3r17Y/Lkybh79y6A7F2LIyIi3jnW+aYbN26gQoUKuSY8ZcqUgbW1NW7cuKFWXrZsWQDZGwYCQPv27VGlSpW3tpHrvjqmaVAqmWQREVHhIKBgnpL7EBT6HiZ7e3v4+fkhPDwca9asgZ+fH+zs7CTXI4rSPiRHjhxBVFQUwsPDUalSJaxcufKd5+e+r85ayddJRESkK+xh0l6h72ECsoflclb7XL58ueT4SpUq4ejRo0hLS9PoZXrw4AGeP3+usfx6+fLlYWtri8qVK+Phw4fo1q0bIiMj39pGrvvqmF6UfK1ERERU+BT6HiYAaN26NdLS0pCeno5WrVpJju/evTuSkpLwww8/aLw2f/58mJiYoEuXLm+NHzZsGC5fvoxt27a99RylUglra2u1g8NxRERUmAgKQZbDEBWJHiYjIyNcvXpV9W+p6tevj1GjRmH8+PFIS0tDx44dkZ6ejp9//hmLFy9GSEiI2hNyb7KwsMDgwYMRFBSEjh07QjDU/kgiIirShCLRTVI4FZm3LqfXRlshISH4/vvvsWHDBnh6esLHxweRkZHYvn272lIDbzN8+HBcvXoVmzdv1voaiIiIqGgSRKmzoen9iaelx6QnaddWZmre57xJYSI9RsySHmNiJT1GWymPtIj5T3pMsXLSY7LSpccAgJipXZxU+vo8AEBWhvQYs5LSY9KfS4/R5v8SAGj1o1TL908qI6X0GEF6b77WcRkvpceYFJMe8ypBegwAmNlLj9HmfTD5RHqMRHGuLrLUUzqmcG9jogtFYkiOiIiIZGCg84/kUGSG5IiIiIgKCnuYiIiIDAQnfWuPCRMREZGB4FPe2mOuSURERJQH9jAREREZCA7JaY8JExERkaHgkJzWmDAREREZCPYwaY9vHREREVEe2MNERERkIAx141w5MGEiIiIyEJzCpD0OyRERERHlgT1MREREBoKTvrXHhEmX4k9KDhFfPtKuredPJYcITl6SY8SU/yTH4Hm89BgAgltLyTHisZ+kN5SRIT2men3JIYKxufR2AIgZr6QHJT/Wqi3JrEppF/fkruQQoWIr6e0k3pQcIibFSW8HADIzpcdoMz5iZiO9GRML6e1YOUmPASA+OCM9yMhIcohQTPr1iS8eSI4BAJjZSg4RjEykt+P0ifQYqTiHSWvMNYmIiIjywB4mIiIiA8FJ39pjwkRERGQguKyA9jgkR0RERJQH9jAREREZCD4lpz0mTERERAZC4CQmrTHXJCIiMhQKmQ6JIiMj0a5dO5QpUwaCIGD79u3vPH/r1q1o0aIF7O3tYW1tjfr162Pfvn3SG5YREyYiIiLSqeTkZNSoUQPLly9/r/MjIyPRokUL/Pbbb4iKikLTpk3Rrl07nD9/XsdX+nYckiMiIjIQco3IpaamIjU1Va1MqVRCqVTmen6bNm3Qpk2b964/JCRE7evZs2djx44d2LVrF7y9vSVfrxzYw0RERGQgBIUgyxEcHAwbGxu1Izg4WGfXnZWVhRcvXqBEiRI6ayMv7GEiIiIiSSZPnoyAgAC1srf1Lslh/vz5SEpKQteuXXXWRl6YMBERERkIuZYVeNfwm9zWr1+P6dOnY8eOHXBwcNBLm7nR2ZCcv78/OnbsqFF++PBhCIKAxMRE1b+rVauGzDc2rrS1tUV4eLjqa1dXVwiCAEEQYGFhgerVq2P16tW51i21PktLS9SqVQubN29WvT5t2jTUrFlT6/snIiIqdARBnkNPIiIiMGjQIGzatAm+vr56azc3hWIO0+3bt7Fu3bo8z5sxYwbi4uJw+fJl9O7dG4MHD8bvv/+e7/rOnz+Pjz76CN26dcPx48e1ugciIiKSz4YNG9C/f39s2LABfn5+BX05hSNhGjFiBIKCgjRm3L+pWLFicHR0hJubGyZOnIgSJUrgjz/+yHd9lSpVwvLly2Fubo5du3bl616IiIgKK0EhzyFVUlISoqOjER0dDQC4c+cOoqOjERsbCyB7TlTfvn1V569fvx59+/bFggULULduXcTHxyM+Ph7Pnj2T423QSqFImEaPHo2MjAwsXbr0vc7PysrCr7/+iv/++w+mpqb5rg8AjI2NYWJigrS0tPeOISIiKkrkekpOqrNnz8Lb21u1JEBAQAC8vb0RGBgIAIiLi1MlTwDw448/IiMjA8OGDUPp0qVVx6hRo+R5I7Sg00nfu3fvhpWVlVrZm3OLAMDCwgJBQUH4+uuvMXjwYNjY2ORa38SJEzFlyhSkpqYiIyMDJUqUwKBBg7SuL0daWhoWLFiAZ8+eoVmzZhLu8H9yXZMiNQNKJefVExGRYWvSpAlEUXzr66/PMQay5yQXNjrtYWratKmqCy7neHOido6BAweiZMmSmDt37lvrGz9+PKKjo3Hw4EHUrVsXixYtgru7u9b1TZw4EVZWVrCwsMDcuXMxZ84crcdJc12TYqnmcCEREVFBKWJzvgsVnXZ/WFpaaiQ0//77b+4XYmyMWbNmwd/fH8OHD8/1HDs7O7i7u8Pd3R2bN29G9erV4ePjAw8PD63qGz9+PPz9/WFlZYVSpUrla1PCXNekeJp7ckhERFQQtBlOKyqKFy/+3r/Hnz59Krn+QjVe9Pnnn+O7777D9OnT8zzX2dkZ3bp1w+TJk7Fjxw6t6stJwOSQ65oUyYXq7SUiIkP34eZLGtupyK3Q/UafM2cOWrVq9V7njho1Cp6enjh79ix8fHzyXd+bXr16pZrRn6NYsWKoUKGCVvURERGRbvTr10+n9ReKp+Re16xZMzRr1gwZGRl5nuvh4YGWLVuqZtnnt7433bhxQzWrP+cYMmSI5HqIiIgKg4JaVqAg3Lp1C1OmTEGPHj3w8OFDAMDvv/+Ov//+W6v6BPFd09Ypf+KWSA4RXz7Srq3n0sdjBScvyTFiyn+SY/A8XnoMAMGtpeQY8WiY9Ia0SKZRvb7kEMHYXHo7AMSMV9KDkh9r1ZZkVqW0i3tyV3KIUFGLnuLEm5JDxKQ46e0AQC5PAOdJm3mTZu9+6jfXZkwspLdj5SQ9BoD44Iz0ICMjySFCMenXJ754IDkGAGBmKzlEMDKR3o7TWOkxEqX7ac751YbJniuy1KMrf/31F9q0aYOGDRsiMjISV69ehZubG+bMmYOzZ89iy5YtkussInkiERER0fuZNGkSZs6ciT/++ENtvcZmzZrh5MmTWtVZ6OYwERERkW4YypIAly5dwvr16zXKHRwc8Pixdj3w7GEiIiIyEAW10re+2draIi5Oc3j9/PnzcHLSbriZCRMRERF9ULp3746JEyciPj4egiAgKysLx44dw7hx49T2rJOCCRMREZGhUMh0FHKzZ89GlSpV4OzsjKSkJHh4eOCTTz5BgwYNMGXKFK3q5BwmIiIiQ1EEhtPkYGpqilWrVmHq1Km4fPkykpKS4O3tjYoVK2pdJxMmIiIi+qAcPXoUH3/8MVxcXODi4iJLnUWgY42IiIhkYSBDcs2aNUP58uXx9ddf48oVedaMKgK3TURERLJQCPIchdyDBw8wduxY/PXXX/D09ETNmjXx3Xff4d9//9W6TiZMREREhsJAepjs7OwwfPhwHDt2DLdu3cLnn3+OtWvXwtXVFc2aNdOqziJw20RERETaKV++PCZNmoQ5c+agevXq+Ouvv7SqhwkTERGRoTCQIbkcx44dw1dffYXSpUujZ8+e8PT0xJ49e7Sqi0/JERERGYoilOzkx+TJkxEREYEHDx6gRYsWWLx4MTp06AALCy02ov5/giiKoozXSK9LOyQ9xsg073Nyk6XFTukK6TuEa9eOlnm5Qov3IitNekxGsvQYZQnpMWnPpMcAgEKLXc+zMqTHZKZIjzEykx4DAFnp0mPMSkqPEbX4vKYnSY8BAEFPf39mpUqPMbGWHqPt59XYXIsYLX6JafV//ZX0GAAQs6THZGpxfRZtpcdIlNm7hiz1GP18QZZ6dKVhw4bo1asXunbtCjs7O1nqZA8TERGRoTCQiTjHjh2TvU4DeeuIiIjIkOYw/fTTT2jYsCHKlCmDu3fvAgBCQkKwY8cOrepjwkREREQflBUrViAgIABt27ZFYmIiMjOzh+dtbW0REhKiVZ1MmIiIiAyFgazDtHTpUqxatQrffPMNjIz+N1/Xx8cHly5d0qpOzmEiIiIyFEVkOC2/7ty5A29vb41ypVKJ5GQtHvRBkcgTiYiIiN5f+fLlER0drVG+d+9eVK1aVas62cNERERkKAyjgwkBAQEYNmwYUlJSIIoiTp8+jQ0bNiA4OBirV6/Wqk4mTERERIbCQIbkBg0aBHNzc0yZMgUvX75Ez549UaZMGSxevBjdu3fXqk4mTERERIbCQBImAOjVqxd69eqFly9fIikpCQ4ODnj58iWOHz+OBg0aSK6PCRMRERF9sCwsLFRbovzzzz9o1KiRapkBKTjpm4iIyFAU0LICkZGRaNeuHcqUKQNBELB9+/Y8Yw4fPoxatWpBqVTC3d0d4eHh0huWERMmIiIiQ1FAK30nJyejRo0aWL58+Xudf+fOHfj5+aFp06aIjo7G6NGjMWjQIOzbt09y23LRS8Lk7++Pjh07vvOcf//9F6ampvD09Mz1dUEQYGZmplrePEfHjh3h7++vVhYfH48RI0bAzc0NSqUSzs7OaNeuHQ4cOKA6x9XV9a2rfV64cAE9evSAs7MzzM3NUbVqVSxevDjP+yQiIiJNbdq0wcyZM9GpU6f3On/lypUoX748FixYgKpVq2L48OH47LPPsGjRIh1f6dsVmjlM4eHh6Nq1KyIjI3Hq1CnUrVtX4xxBEBAYGIi1a9e+tZ6YmBg0bNgQtra2+O6771C9enWkp6dj3759GDZsGK5du5bntURFRcHBwQE///wznJ2dcfz4cXzxxRcwMjLC8OHD83WfREREBUWQqZskNTUVqampamVKpRJKpVKW+k+cOAFfX1+1slatWmH06NHvjNu5c+c7X79z547W11QoEiZRFLFmzRp8//33KFu2LEJDQ3NNmIYPH46FCxdi/Pjxb+2J+uqrryAIAk6fPg1LS0tVebVq1TBgwID3up43z3Nzc8OJEyewdetWJkxERFR0yfSUXHBwMKZPn65WFhQUhGnTpslSf3x8PEqVKqVWVqpUKTx//hyvXr2Cubl5rnF5jWYB2Z0v2igUCdOhQ4fw8uVL+Pr6wsnJCQ0aNMCiRYvUEh4AaNiwIW7cuIFJkyZh9+7dGvU8ffoUe/fuxaxZszRigexN97T17NkzlChRQut4IiKiD8XkyZMREBCgViZX71J+ZGVl6azuQpEwhYaGonv37jAyMoKnpyfc3NywefNmjblJQHZW6+XlhSNHjqBRo0Zqr928eROiKKJKlSqyXt/x48exceNG7Nmz563n5No9KaRBqTSV9VqIiIi0JtOQnJzDb7lxdHREQkKCWllCQgKsra3f2rukawX+lFxiYiK2bt2K3r17q8p69+6N0NDQXM/38PBA3759MWnSJI3XRFGU/fouX76MDh06ICgoCC1btnzrecHBwbCxsVE7guetl/16iIiItFZAT8lJVb9+fbUHtQDgjz/+QP369XXe9tsUeA/T+vXrkZKSojZnSRRFZGVl4caNG6hUqZJGzPTp01GpUiWNdRwqVqwIQRDea2L3+7hy5QqaN2+OL774AlOmTHnnubl2TwonZLkOIiKioiwpKQk3b95UfX3nzh1ER0ejRIkScHFxweTJk3H//n2sW7cOADB06FAsW7YMEyZMwIABA3Dw4EFs2rTpnSM9ulbgPUyhoaEYO3YsoqOjVceFCxfQqFEjhIWF5Rrj7OyM4cOH4+uvv1ZbrbNEiRJo1aoVli9fjuTkZI24xMTE976uv//+G02bNkW/fv0wa9asPM9XKpWwtrZWOzgcR0REhUoB9TCdPXsW3t7e8Pb2BpC9Oa63tzcCAwMBAHFxcYiNjVWdX758eezZswd//PEHatSogQULFmD16tVo1aqVPO+DFvTWw/Ts2TNER0erlb148QLnzp3DL7/8ojHvqEePHpgxYwZmzpwJY2PNy5w8eTJWrVqFO3fuoFu3bqry5cuXo2HDhqhTpw5mzJgBLy8vZGRk4I8//sCKFStw9epV1bn379/XuKZy5crh/v37aNasGVq1aoWAgADEx8cDAIyMjGBvb5/Pd4KIiKiAFFA3SZMmTd45bSa3VbybNGmC8+fP6/CqpNFbwnT48GFVZpnD398fHh4euU7S7tSpE4YPH47ffvsN7du313i9RIkSmDhxIr7++mu1cjc3N5w7dw6zZs3C2LFjERcXB3t7e9SuXRsrVqxQO3f+/PmYP3++WtlPP/2Emzdv4tGjR/j555/x888/q14rV64cYmJipN46ERFR4WBAm+8CQFpaGh4+fKjx9JyLi4vkugRRFzOlKVvaIekxRloO42VJ30gQCiM9taNlXq7Q4r3ISpMek6E5fJsnpRZLTKQ9kx4DAAoT6TFZGdJjMlOkxxiZSY8BgKx06TFmJaXHiFp8XtOTpMcAgKCnvz+zUvM+500m1tJjtP28GmvxBJOxhfQYrf6vv5IeAwCiFo+qZ2pxfRZtpcdIlPVNPVnqUcw6KUs9uvLPP/9gwIABOH78uFq5KIoQBEGrzXcLfNI3ERER6UmBz1zWD39/fxgbG2P37t0oXbq01otVvo4JExERkaEwkCG56OhoREVFybouo4HkmkRERGQoPDw88PjxY1nrZMJERERkKBQyHYXc3LlzMWHCBBw+fBhPnjzB8+fP1Q5tcEiOiIjIUBjIkJyvry8AoHnz5mrlnPRNRERE9P8OHdLiKfU8MGEiIiIyFEVgOE0OjRs3lr1OJkxERESGwkCG5IDs7dBCQ0NVO3xUq1YNAwYMgI2NjVb1GUiuSURERIbi7NmzqFChAhYtWoSnT5/i6dOnWLhwISpUqIBz585pVSd7mIiIiAyFgfQwjRkzBu3bt8eqVatU+9FmZGRg0KBBGD16NCIjIyXXyYSJiIjIUBjIuNLZs2fVkiUAMDY2xoQJE+Dj46NVnQby1hEREREUgjxHIWdtbY3Y2FiN8nv37qFYsWJa1cmEiYiIiD4o3bp1w8CBA7Fx40bcu3cP9+7dQ0REBAYNGoQePXpoVSeH5HTJRIssNuWRdm2lPpUeo81O89rs9m1TQXoMoN2u7GlarOBqbCk9Jj1Zi5gX0mMAQDCSHvNKiy0BlLbSY4yU0mMAIEWL6zPR4vuU+kx6TLp2qwBrRdDib1YtPg/i3QPSm3FqKDkGAJCpxc+I53ekx2jzfz0rQ3oMAFiXkx7z6on0GAvpIZIZSDfJ/PnzIQgC+vbti4yM7O+7iYkJvvzyS8yZM0erOpkwERERGQqh8A+nycHU1BSLFy9GcHAwbt26BQCoUKECLCy0z0qZMBEREdEHycLCAtWrV5elLiZMREREhuID7mDq3LkzwsPDYW1tjc6dO7/z3K1bt0qunwkTERGRofiAh+RsbGwg/P/9abua97swYSIiIqIib82aNbn+Wy4GMl+eiIiIIMh0FHKvXr3Cy5cvVV/fvXsXISEh2L9/v9Z1MmEiIiIyFIIgz1HIdejQAevWrQOQvQlvnTp1sGDBAnTo0AErVqzQqk4mTERERPRBOXfuHBo1agQA2LJlCxwdHXH37l2sW7cOS5Ys0apOzmEiIiIyFAbSTfLy5UvVFij79+9H586doVAoUK9ePdy9e1erOg3krSMiIiJDGZJzd3fH9u3bce/ePezbtw8tW7YEADx8+BDW1tZa1cmEiYiIyFAYyKTvwMBAjBs3Dq6urqhbty7q168PILu3ydvbW6s6OSRHREREH5TPPvsMH3/8MeLi4lCjRg1VefPmzdGpUyet6ixUPUyPHj3Cl19+CRcXFyiVSjg6OqJVq1Y4duwYAMDV1RWCIGgcORvpxcTEQBAEREdHa9TdpEkTjB49WvX11q1b0bJlS5QsWfKtMa6urggJCdHBnRIRERUAAxmSAwBHR0d4e3tDoVDg+fPn2L59O4oVK4YqVapoVV+h6mHq0qUL0tLSsHbtWri5uSEhIQEHDhzAkyf/2/V5xowZGDx4sFpczsQuKZKTk/Hxxx+ja9euGvURERF9kIpGrpNvXbt2xSeffILhw4fj1atX8PHxQUxMDERRREREBLp06SK5zkKTMCUmJuLIkSM4fPgwGjduDAAoV64c6tSpo3ZesWLF4OjomO/2+vTpAyC7V4qIiIg+HJGRkfjmm28AANu2bYMoikhMTMTatWsxc+ZMrRKmQjMkZ2VlBSsrK2zfvh2pqakFfTlEREQfngIcklu+fDlcXV1hZmaGunXr4vTp0+88PyQkBJUrV4a5uTmcnZ0xZswYpKSkvFdbz549Q4kSJQAAe/fuRZcuXWBhYQE/Pz/8888/Wl1/oUmYjI2NER4ejrVr18LW1hYNGzbE119/jYsXL6qdN3HiRFVylXMcOXJE7ZwGDRrkeY7cUlNT8fz5c7UjNTVNp20SERFJopDpkGjjxo0ICAhAUFAQzp07hxo1aqBVq1Z4+PBhruevX78ekyZNQlBQEK5evYrQ0FBs3LgRX3/99Xu15+zsjBMnTiA5ORl79+5VLSvw33//wczMTPoNoBAlTED2HKYHDx5g586daN26NQ4fPoxatWohPDxcdc748eMRHR2tdvj4+KjVs3HjxjzPkVtwcDBsbGzUjuDg8DzjiIiIiprcOwnePjq0cOFCDB48GP3794eHhwdWrlwJCwsLhIWF5Xr+8ePH0bBhQ/Ts2ROurq5o2bIlevTokWevVI7Ro0ejV69eKFu2LEqXLo0mTZoAyB6qq169uuT7BQpZwgQAZmZmaNGiBaZOnYrjx4/D398fQUFBqtft7Ozg7u6udpibm6vV4ezsnOc5cps8eTKePXumdkye7K/TNomIiCSRaUgu906C4FybTEtLQ1RUFHx9fVVlCoUCvr6+OHHiRK4xDRo0QFRUlCpBun37Nn777Te0bdv2vW7zq6++wokTJxAWFoZjx45BochOd9zc3DBz5kwp75hKoZn0/TYeHh7Yvn17QV9GnpRKJZRKpXqhaFowF0NERJQbmZ6Smzx5MgICAtTKNH4H/r/Hjx8jMzMTpUqVUisvVaoUrl27lmtMz5498fjxY3z88ccQRREZGRkYOnToew/JAYCPjw+8vLxw584dVKhQAcbGxvDz83vv+DcVmoTpyZMn+PzzzzFgwAB4eXmhWLFiOHv2LObNm4cOHTqoznvx4gXi4+PVYi0sLCQvdf706VPExsbiwYMHAIDr168DyF634fWn8O7fv6+xRlO5cuVQvHhxSe0RERF9KHLtJJDR4cOHMXv2bHz//feoW7cubt68iVGjRuHbb7/F1KlT84x/+fIlRowYgbVr1wIAbty4ATc3N4wYMQJOTk6YNGmS5GsqNENyVlZWqFu3LhYtWoRPPvkEnp6emDp1KgYPHoxly5apzgsMDETp0qXVjgkTJkhub+fOnfD29lZlm927d4e3tzdWrlypdt78+fPh7e2tduzZsyd/N0tERFQQCuApOTs7OxgZGSEhIUGtPCEh4a3LBE2dOhV9+vTBoEGDUL16dXTq1AmzZ89GcHAwsrKy8mxz8uTJuHDhAg4fPqw2ydvX1xcbN26UdP05Ck0Pk1KpRHBw8FvHQIG810xydXWFKIq5vnb48GG1r/39/eHv7//O+rhGExERfUgKYpFuU1NT1K5dGwcOHEDHjh0BAFlZWThw4ACGDx+ea8zLly9V845yGBkZAcBbf8+/bvv27di4cSPq1asH4bWbrlatGm7duqXVfRSahImIiIh0rIC2NQkICEC/fv3g4+ODOnXqICQkBMnJyejfvz8AoG/fvnByclJ1mrRr1w4LFy6Et7e3akhu6tSpaNeunSpxepdHjx7BwcFBozw5OVktgZKCCRMRERHpVLdu3fDo0SMEBgYiPj4eNWvWxN69e1UTwWNjY9V6lKZMmQJBEDBlyhTcv38f9vb2aNeuHWbNmvVe7fn4+GDPnj0YMWIEAKiSpNWrV6N+/fpa3YMgvk/fFmlHPCs9JuWRdm2lPpUeY6TF4l0Zr6TH2FSQHgMAYt7j1BrSnkuPMbaUHqONtP+0ixPy/mtKw6vH0mOUttJjTKU9bKHyMj7vc95UrJz0mNRn0mPStfgMaUvQYhqpFp8HMe6M9GacGkqOyabF/1ttvk/a/F/PypAeAwDWWnz2Xj3J+5w32Q+SHiOR+FNLWeoR+uyXpR5dOXr0KNq0aYPevXsjPDwcQ4YMwZUrV3D8+HH89ddfqF27tuQ6C82kbyIiItIxhSDPUch9/PHHuHDhAjIyMlC9enXs378fDg4OOHHihFbJEsAhOSIiIvqApKenY8iQIZg6dSpWrVolW73sYSIiIjIUgkxHIWZiYoJff/1V9nqZMBERERmKAliHqSB07NhR9l1COCRHREREH5SKFStixowZOHbsGGrXrg1LS/WHe0aOHCm5TiZMREREhqLwdw7JIjQ0FLa2toiKikJUVJTaa4IgMGEiIiKidygCw2lyuHPnjux1cg4TERERfbBEUXyv7VTywoSJiIjIUBjAU3I5QkND4enpCTMzM5iZmcHT0xOrV6/Wuj4OyRERERmKIrDopBwCAwOxcOFCjBgxQrUVyokTJzBmzBjExsZixowZkuvk1ii69Eh6JivGRuV9Um5StNiypGwl6TFJWmzdkpIiPQaAULGp5BhxV6jkmKxf70uOUUxrLjkGWZnSYwDg0g3pMV6VJYeIB6MlxwgttFsxV4yU3pZiUJD0dmL2So556LdRcgwA2A9wkhyTeVT6djlpSdI/R8kJaZJj7IZrsR0IAMHbVXKMePGu9HbK2Uhv59ADyTEAIPhL3yYma+URyTFGS7XYTksi8de2stQjdPlNlnp0xd7eHkuWLEGPHj3Uyjds2IARI0bg8WPp20dxSI6IiIg+KOnp6fDx8dEor127NjIytNtTkAkTERGRoTCQhSv79OmDFStWaJT/+OOP6NWrl1Z1cg4TERGRoSj8uY5sQkNDsX//ftSrVw8AcOrUKcTGxqJv374ICAhQnbdw4cL3qo8JExEREX1QLl++jFq1agEAbt26BQCws7ODnZ0dLl++rDpPkNBbxoSJiIjIUBSB4TQ5HDp0SPY6OYeJiIjIUBjIOkyPHr39ie5Lly5pVScTJiIiIvqgVK9eHXv27NEonz9/PurUqaNVnUyYiIiIDIVCkOco5AICAtClSxd8+eWXePXqFe7fv4/mzZtj3rx5WL9+vVZ1cg4TERGRoTCQOUwTJkxAixYt0KdPH3h5eeHp06eoW7cuLl68CEdHR63qZA8TERGRoTCQdZgAwN3dHZ6enoiJicHz58/RrVs3rZMlgAkTERERfWCOHTsGLy8v/PPPP7h48SJWrFiBESNGoFu3bvjvP+lbEgFMmIiIiAyHgfQwNWvWDN26dcPJkydRtWpVDBo0COfPn0dsbCyqV6+uVZ2FOmHy9/eHIAgYOnSoxmvDhg2DIAjw9/dXO/fNo3Xr1qoYV1dXVbm5uTlcXV3RtWtXHDx48K3X8OTJE5QtWxaCICAxMVHuWyQiItIfQSHPUcjt378fc+bMgYmJiaqsQoUKOHbsGIYMGaJVnYX+rp2dnREREYFXr16pylJSUrB+/Xq4uLiondu6dWvExcWpHRs2bFA7Z8aMGYiLi8P169exbt062NrawtfXF7Nmzcq1/YEDB8LLy0v+GyMiIiKdaNy4ca7lCoUCU6dO1arOQp8w1apVC87Ozti6dauqbOvWrXBxcYG3t7fauUqlEo6OjmpH8eLF1c4pVqwYHB0d4eLigk8++QQ//vgjpk6disDAQFy/fl3t3BUrViAxMRHjxo3T3Q0SERHpywe+rEDbtm3x7Nkz1ddz5sxRGx168uQJPDw8tKq70CdMADBgwACsWbNG9XVYWBj69+8vW/2jRo2CKIrYsWOHquzKlSuYMWMG1q1bB4WiSLxNRERE7/aBz2Hat28fUlNTVV/Pnj0bT58+VX2dkZGh0TnyvopEJtC7d28cPXoUd+/exd27d3Hs2DH07t1b47zdu3fDyspK7Zg9e3ae9ZcoUQIODg6IiYkBAKSmpqJHjx747rvvNIb93iY1NRXPnz9XO1JT0yXdJxEREWlPFMV3fp0fRWLhSnt7e/j5+SE8PByiKMLPzw92dnYa5zVt2hQrVqxQKytRosR7tSGKomrX4smTJ6Nq1aq5JmVvExwcjOnTp6uVBY1rh2kT2r93HURERDpVBCZsF1ZFImECsoflhg8fDgBYvnx5rudYWlrC3d1dct1PnjzBo0ePUL58eQDAwYMHcenSJWzZsgXA/zJUOzs7fPPNNxqJEZCdZAUEBKiVKZ//IvlaiIiIdKYQD6fJIedJ+DfL5FBkEqbWrVsjLS0NgiCgVatWsta9ePFiKBQKdOzYEQDw66+/qj2Vd+bMGQwYMABHjhxBhQoVcq1DqVRCqVSqF6aa5HouERGRoVm+fDm+++47xMfHo0aNGli6dOk7N8JNTEzEN998g61bt+Lp06coV64cQkJC0LZt27fGiKIIf39/1e/jlJQUDB06FJaWlgCgNr9JqiKTMBkZGeHq1auqf+cmNTUV8fHxamXGxsZqw3cvXrxAfHw80tPTcefOHfz8889YvXo1goODVb1TbyZFjx8/BgBUrVoVtra2ct0SERGRfhXQE24bN25EQEAAVq5cibp16yIkJAStWrXC9evX4eDgoHF+WloaWrRoAQcHB2zZsgVOTk64e/dunr+D+/Xrp/Z1blNr+vbtq9U9FJmECQCsra3f+frevXtRunRptbLKlSvj2rVrqq8DAwMRGBgIU1NTODo6ol69ejhw4ACaNm2qk2smIiIqNApoDtPChQsxePBg1RPuK1euxJ49exAWFoZJkyZpnB8WFoanT5/i+PHjqsUnXV1d82zn9Sfq5VaoE6bw8PB3vr59+3a1c/M6P+cpOKmaNGki60x7IiKiAiHTfJ7U1FSN4a1cp6Ygu7coKioKkydPVpUpFAr4+vrixIkTuda/c+dO1K9fH8OGDcOOHTtgb2+Pnj17YuLEiW8dZdI1TpcnIiIiSYKDg2FjY6N2BAcH53ru48ePkZmZiVKlSqmVlypVSmMaTY7bt29jy5YtyMzMxG+//YapU6diwYIFmDlzpuz38r4KdQ8TERERyUimHqZcnwzPpXdJW1lZWXBwcMCPP/4IIyMj1K5dG/fv38d3332HoKAg2dqRggkTERGRoZBpDtPbht9yY2dnByMjIyQkJKiVJyQkwNHRMdeY0qVLw8TERG34rWrVqoiPj0daWhpMTU21v3gtcUiOiIiIdMbU1BS1a9fGgQMHVGVZWVk4cOAA6tevn2tMw4YNcfPmTWRlZanKbty4gdKlSxdIsgQwYSIiIjIcBbT5bkBAAFatWoW1a9fi6tWr+PLLL5GcnKx6aq5v375qk8K//PJLPH36FKNGjcKNGzewZ88ezJ49G8OGDZPtrZCKQ3JERESGooBW+u7WrRsePXqEwMBAxMfHo2bNmti7d69qInhsbKzaRvfOzs7Yt28fxowZAy8vLzg5OWHUqFGYOHFigVw/wISJiIiI9GD48OGqLc7edPjwYY2y+vXr4+TJkzq+qvfHhImIiMhQcPNdrTFhIiIiMhQf+Oa7usRUk4iIiCgP7GEiIiIyFAW0+e6HgAkTERGRoeAcJq0xYSIiIjIUnMOkNSZMumRTQXrMzV+1aurvIdckx1T7XfqOzylTjkmOMf99heQYAICR9H2JBN8O0pvxs5UcA3N7ySHi1gXS2wEwo+9dyTGBv5pIjjkxMfdNMN+lQZfctzXIi7j/kfSgoRbSY/6+LDlEaaPdj8ULs6W/fwpBlBzj0chMcozF+OqSY1CttvQYAOLew5JjFJ26SG8n9bn0duo5SY4BgKxt6yTHGE0foVVbVHgxYSIiIjIU7GHSGhMmIiIiQ8GESWuc/UVERESUB/YwERERGQoF+0m0xYSJiIjIUHBITmtMNYmIiIjywB4mIiIiQ8EeJq0xYSIiIjIUXOlba3zniIiIiPLAHiYiIiJDwc13tcaEiYiIyFBwDpPWmDAREREZCs5h0toH9c6dOHECRkZG8PPzUyuPiYmBIAiIjo7WiGnSpAlGjx6t9rUgCBAEAWZmZqhUqRKCg4MhitI3ySQiIqIPwweVMIWGhmLEiBGIjIzEgwcPtK5n8ODBiIuLw/Xr1zF58mQEBgZi5cqVMl4pERFRARAEeQ4D9MEkTElJSdi4cSO+/PJL+Pn5ITw8XOu6LCws4OjoiHLlyqF///7w8vLCH3/8Id/FEhERFQQmTFr7YBKmTZs2oUqVKqhcuTJ69+6NsLCwfA+jiaKII0eO4Nq1azA1NZXpSomIiKio+WAmfYeGhqJ3794AgNatW+PZs2f466+/0KRJE9U5DRo0gOKNjQdfvXqFmjVrqpV9//33WL16NdLS0pCeng4zMzOMHDnyne2npqYiNTVVrUwppEGpZKJFRESFBDff1doH8c5dv34dp0+fRo8ePQAAxsbG6NatG0JDQ9XO27hxI6Kjo9UOHx8fjfp69eqF6OhoHDt2DG3atME333yDBg0avPMagoODYWNjo3YEz1sv300SERHlmyDTYXg+iB6m0NBQZGRkoEyZMqoyURShVCqxbNkyVZmzszPc3d3VYs3NzTXqs7GxUZ23adMmuLu7o169evD19X3rNUyePBkBAQFqZUrhhFb3Q0RERIVLkU+YMjIysG7dOixYsAAtW7ZUe61jx47YsGEDWrdurXX9VlZWGDVqFMaNG4fz589DeMtkN6VSCaVSqV6YxuE4IiIqRAx0wrYcivyQ3O7du/Hff/9h4MCB8PT0VDu6dOmiMSynjSFDhuDGjRv49ddfZbhiIiKiAiIo5DkMUJG/69DQUPj6+sLGxkbjtS5duuDs2bN4/vx5vtooUaIE+vbti2nTpiErKytfdREREVHRU+SH5Hbt2vXW1+rUqaNaWuBtSwwcPnz4nV/n4MKVRERU9HFITltFvoeJiIiI3lMBLly5fPlyuLq6wszMDHXr1sXp06ffKy4iIgKCIKBjx45atSsXJkxERESGooDmMG3cuBEBAQEICgrCuXPnUKNGDbRq1QoPHz58Z1xMTAzGjRuHRo0aaXvHsmHCRERERDq1cOFCDB48GP3794eHhwdWrlwJCwsLhIWFvTUmMzMTvXr1wvTp0+Hm5qbHq80dEyYiIiKDIc/ClampqXj+/Lna8eZuFznS0tIQFRWltpahQqGAr68vTpx4+3qFM2bMgIODAwYOHJjfm5YFEyYiIiJDIdMcplx3twgOzrXJx48fIzMzE6VKlVIrL1WqFOLj43ONOXr0KEJDQ7Fq1SrZ3wJtFfmn5IiIiEi/ct3d4s3Fm7X04sUL9OnTB6tWrYKdnZ0sdcqBCRMREZHBkGdgKdfdLd7Czs4ORkZGSEhIUCtPSEiAo6Ojxvm3bt1CTEwM2rVrpyrLWQPR2NgY169fR4UKFfJx9drhkBwREZGhKIBlBUxNTVG7dm0cOHBAVZaVlYUDBw6gfv36GudXqVIFly5dQnR0tOpo3749mjZtiujoaDg7O+f7bdAGe5iIiIhIpwICAtCvXz/4+PigTp06CAkJQXJyMvr37w8A6Nu3L5ycnBAcHAwzMzN4enqqxdva2gKARrk+MWEiIiIyFAW0+W63bt3w6NEjBAYGIj4+HjVr1sTevXtVE8FjY2OhUBTuQS8mTERERAaj4LZGGT58OIYPH57ra2/blixHeHi4/BckUeFO54iIiIgKAfYwERERGQottjWhbIIoimJBX8QHK+vtK5i+VfID7doSjKTHGGmxZkZWmvQYU1vpMYB2/7Gf/SM9Jv2l9BhHzSc78pR0T3oMAGSmSI/R5nurzfudlSE9BgAyXkmPsa0iPSb9hfSYjGTpMQBgZCY9JuWJ9BiFFn/npmtxT9p87gDASosnmLRpK03691ZMvC29HQCCU0PpQelJ0mOsOkmPkUi8N1eWegTnibLUU5Swh4mIiMhgFNwcpqKOfXNEREREeWAPExERkaHgHCatMWEiIiIyEEIBrcP0IWCqSURERJQH9jAREREZDPYwaYsJExERkaHgHCat8Z0jIiIiygN7mIiIiAwGh+S0xYSJiIjIUPApOa1xSI6IiIgoD+xhIiIiMhSc9K01Se+cv78/OnbsqFF++PBhCIKAxMREAMCqVatQo0YNWFlZwdbWFt7e3ggODladP23aNAiCAEEQYGxsDFdXV4wZMwZJSeqbFQ4ZMgRGRkbYvHmzRpt///03unTpAldXVwiCgJCQkHde+5w5cyAIAkaPHp3nfc6aNQsNGjSAhYUFbG1t8zyfiIioaBBkOgyP7KlmWFgYRo8ejZEjRyI6OhrHjh3DhAkTNJKhatWqIS4uDjExMZg7dy5+/PFHjB07VvX6y5cvERERgQkTJiAsLEyjnZcvX8LNzQ1z5syBo6PjO6/pzJkz+OGHH+Dl5fVe95CWlobPP/8cX3755XudT0REVCQIgjyHAZJ9SG7nzp3o2rUrBg4cqCqrVq2aZsPGxqpEp1u3bjhw4AB27tyJH374AQCwefNmeHh4YNKkSShTpgzu3bsHZ2dnVfxHH32Ejz76CAAwadKkt15PUlISevXqhVWrVmHmzJnvdQ/Tp08HAISHh7/X+URERPRhk72HydHRESdPnsTdu3clxZmbmyMtLU31dWhoKHr37g0bGxu0adNG6+Rl2LBh8PPzg6+vr1bxREREHwxBIc9hgCTf9e7du2FlZaV2tGnTRvV6UFAQbG1t4erqisqVK8Pf3x+bNm1CVlbWW+uMiorC+vXr0axZMwDAP//8g5MnT6Jbt24AgN69e2PNmjUQRVHStUZERODcuXNq86d0JTU1Fc+fP1c7UlPT8g4kIiLSG85h0pbkhKlp06aIjo5WO1avXq16vXTp0jhx4gQuXbqEUaNGISMjA/369UPr1q3VkqZLly7BysoK5ubmqFOnDurXr49ly5YByJ4H1apVK9jZ2QEA2rZti2fPnuHgwYPvfZ337t3DqFGj8Msvv8DMzCzXc4YOHaqW+OVHcHAwbGxs1I7gOevyVScREREVDpLnMFlaWsLd3V2t7N9//9U4z9PTE56envjqq68wdOhQNGrUCH/99ReaNm0KAKhcuTJ27twJY2NjlClTBqampgCAzMxMrF27FvHx8TA2/t/lZWZmIiwsDM2bN3+v64yKisLDhw9Rq1YttToiIyOxbNkypKamYsaMGRg3bpzUtyBXkydPRkBAgFqZ0uS8LHUTERHJwkAnbMtBL+sweXh4AACSk5NVZaamphqJFwD89ttvePHiBc6fPw8jIyNV+eXLl9G/f38kJia+16P+zZs3x6VLl9TK+vfvjypVqmDixIkwMjKCg4MDHBwctLwrdUqlEkqlUr0wy1SWuomIiORhmPOP5CB7wvTll1+iTJkyaNasGcqWLYu4uDjMnDkT9vb2qF+/fp7xoaGh8PPzQ40aNdTKPTw8MGbMGPzyyy8YNmwY0tLScOXKFQDZywDcv38f0dHRsLKygru7O4oVKwZPT0+1OiwtLVGyZEmN8jfFxsbi6dOniI2NRWZmJqKjowEA7u7u+R66IyIioqJH9lTT19cXJ0+exOeff45KlSqhS5cuMDMzw4EDB1CyZMl3xiYkJGDPnj3o0qWL5oUqFOjUqRNCQ0MBAA8ePIC3tze8vb0RFxeH+fPnw9vbG4MGDcr3PQQGBsLb2xtBQUFISkpStXP27Nl8101ERFRguA6T1gRR6qNn9P6yTkiPSX6gXVuCUd7nvMlImfc5b8rS4sk/U1vpMYB2j64++0d6TPpL6TGOefeWaki6Jz0GADJTpMdo873V5v3OypAeAwAZr6TH2FaRHpP+QnpMRnLe5+TGKPeHS94p5Yn0GIUWAwPpWtyTNp87ALByzvscOdpKk/69FRNvS28HgODUUHpQelLe57zJqpP0GKmeaC4ErZWSA+SppwjhYCYRERFRHrj5LhERkcFgP4m2mDAREREZCgOdfyQHJkxEREQGgwmTttg3R0RERJQHJkxERESGogA3312+fDlcXV1hZmaGunXr4vTp0289d9WqVWjUqBGKFy+O4sWLw9fX953n6wMTJiIiIkNRQOswbdy4EQEBAQgKCsK5c+dQo0YNtGrVCg8fPsz1/MOHD6NHjx44dOgQTpw4AWdnZ7Rs2RL379/P7zugNa7DpEtchykb12HKxnWY/ofrMGXjOkzat8V1mLST+Iss1aSaf4bU1FS1sly3CPt/devWxUcffYRly5YBALKysuDs7IwRI0Zg0qRJebaXmZmJ4sWLY9myZejbt2/+b0AL7GEiIiIyGIIsR3BwMGxsbNSO4ODgXFtMS0tDVFQUfH19VWUKhQK+vr44ceL9OhZevnyJ9PR0lChRQpublgWfkiMiIjIUWs4/etPkyZMREBCgVva23qXHjx8jMzMTpUqVUisvVaoUrl279l7tTZw4EWXKlFFLuvSNCRMRERFJ8q7hN7nNmTMHEREROHz4MMzMtBj6lgkTJiIiIoOh/3WY7OzsYGRkhISEBLXyhIQEODo6vjN2/vz5mDNnDv788094eXnp8jLzxDlMREREhqIAnpIzNTVF7dq1ceDAAVVZVlYWDhw4gPr13/4Azbx58/Dtt99i79698PHx0fqW5cIeJh0Sb2yVHmSiZXfjlWjpMVW1yNZvvd948+uyfrkpvR0ARnMHSm9rifQnQMSkTMkxPyxbKjnmy4O1JccAQNb6q5JjFB/bSW/n0CPJMYK3teSY7MakP5yr6Cv98yDuj5Aek5ia90m50eIPd/Hkf9KbKS19GCTxN+nfW9vBLpJjAODxsruSY+znVpMcI158Kjnm3vf/So4BAJe90p9mFNdLXzNIMVcPT8kVkICAAPTr1w8+Pj6oU6cOQkJCkJycjP79+wMA+vbtCycnJ9XE8blz5yIwMBDr16+Hq6sr4uPjAQBWVlawsrIqkHtgwkRERGQwCmZgqVu3bnj06BECAwMRHx+PmjVrYu/evaqJ4LGxsVAo/ndtK1asQFpaGj777DO1eoKCgjBt2jR9XroKEyYiIiJDUYCb7w4fPhzDhw/P9bXDhw+rfR0TE6P7C5KICRMREZGhkGlZAUPEd46IiIgoD+xhIiIiMhgFNyRX1DFhIiIiMhQFOIepqOOQHBEREVEe2MNERERkMNhPoi0mTERERIaCQ3JaY6pJRERElAf2MBERERkM9pNoiwkTERGRoeCQnNYKPNUUBOGdx7Rp0xATE6NWVqJECTRu3BhHjhzJtc4hQ4bAyMgImzdv1nht1apVaNSoEYoXL47ixYvD19cXp0/nvknihg0bYGRkhGHDhsl6z0RERFS0FHjCFBcXpzpCQkJgbW2tVjZu3DjVuX/++Sfi4uIQGRmJMmXK4NNPP0VCQoJafS9fvkRERAQmTJiAsLAwjfYOHz6MHj164NChQzhx4gScnZ3RsmVL3L9/X+Pc0NBQTJgwARs2bEBKSor8N09ERKRPgiDPYYAKPGFydHRUHTY2NhAEQa3MyspKdW7JkiXh6OgIT09PfP3113j+/DlOnTqlVt/mzZvh4eGBSZMmITIyEvfu3VN7/ZdffsFXX32FmjVrokqVKli9ejWysrJw4MABtfPu3LmD48ePY9KkSahUqRK2bt2quzeBiIhILxQyHYanSN71q1evsG7dOgCAqamp2muhoaHo3bs3bGxs0KZNG4SHh7+zrpcvXyI9PR0lSpRQK1+zZg38/PxgY2OD3r17IzQ0VNZ7ICIi0jv2MGmtSCVMDRo0gJWVFSwtLTF//nzUrl0bzZs3V73+zz//4OTJk+jWrRsAoHfv3lizZg1EUXxrnRMnTkSZMmXg6+urKsvKykJ4eDh69+4NAOjevTuOHj2KO3fuvLWe1NRUPH/+XO1ITcvI7y0TERFRIVCkEqaNGzfi/Pnz+PXXX+Hu7o7w8HCYmJioXg8LC0OrVq1gZ2cHAGjbti2ePXuGgwcP5lrfnDlzEBERgW3btsHMzExV/scffyA5ORlt27YFANjZ2aFFixa5zonKERwcDBsbG7Uj+MdTbz2fiIhI/wSZDsNTpJYVcHZ2RsWKFVGxYkVkZGSgU6dOuHz5MpRKJTIzM7F27VrEx8fD2Ph/t5WZmYmwsDC1nigAmD9/PubMmYM///wTXl5eaq+Fhobi6dOnMDc3V5VlZWXh4sWLmD59OhQKzTxz8uTJCAgIUCszjQmS47aJiIjkIRSpfpJCpUglTK/77LPPEBgYiO+//x5jxozBb7/9hhcvXuD8+fMwMjJSnXf58mX0798fiYmJsLW1BQDMmzcPs2bNwr59++Dj46NW75MnT7Bjxw5ERESgWrVqqvLMzEx8/PHH2L9/P1q3bq1xPUqlEkqlUq1MNC2yby8RERG9psj+RhcEASNHjsS0adMwZMgQhIaGws/PDzVq1FA7z8PDA2PGjMEvv/yCYcOGYe7cuQgMDMT69evh6uqK+Ph4AICVlRWsrKzw008/oWTJkujatSuENya2tW3bFqGhobkmTERERIWfYQ6nyaFI983169cP6enpWLp0Kfbs2YMuXbponKNQKNCpUyfVU24rVqxAWloaPvvsM5QuXVp1zJ8/H0D2PKhOnTppJEsA0KVLF+zcuROPHz/W7Y0RERHpgqCQ5zBAhaqHyd/fH/7+/hrlrq6uuT7pZmFhgadPnwLIftrtbb7//nvVv2NiYt55DRcvXnzra127dkXXrl3fGU9EREQfnkKVMBEREZEucUhOW0yYiIiIDIWBLjopB8MciCQiIiKSgD1MREREhsJAJ2zLgQkTERGRweCQnLaYMBERERkKzmHSGvvmiIiIiPLAHiYiIiKDwX4SbTFhIiIiMhQcktMaU00iIiLSueXLl8PV1RVmZmaoW7cuTp8+/c7zN2/ejCpVqsDMzAzVq1fHb7/9pqcrzR0TJiIiIoOhkOmQZuPGjQgICEBQUBDOnTuHGjVqoFWrVnj48GGu5x8/fhw9evTAwIEDcf78eXTs2BEdO3bE5cuXJbctFyZMREREhkIQ5DkkWrhwIQYPHoz+/fvDw8MDK1euhIWFBcLCwnI9f/HixWjdujXGjx+PqlWr4ttvv0WtWrWwbNmy/L4DWmPCRERERJKkpqbi+fPnakdqamqu56alpSEqKgq+vr6qMoVCAV9fX5w4cSLXmBMnTqidDwCtWrV66/l6IZLepaSkiEFBQWJKSsoH0Y4+2+I9FY22PrR29NkW76lotKXPeyqMgoKCRABqR1BQUK7n3r9/XwQgHj9+XK18/PjxYp06dXKNMTExEdevX69Wtnz5ctHBwUGW69cGE6YC8OzZMxGA+OzZsw+iHX22xXsqGm19aO3osy3eU9FoS5/3VBilpKSIz549Uzveljx+KAkTlxUgIiIiSZRKJZRK5Xuda2dnByMjIyQkJKiVJyQkwNHRMdcYR0dHSefrA+cwERERkc6Ympqidu3aOHDggKosKysLBw4cQP369XONqV+/vtr5APDHH3+89Xx9YA8TERER6VRAQAD69esHHx8f1KlTByEhIUhOTkb//v0BAH379oWTkxOCg4MBAKNGjULjxo2xYMEC+Pn5ISIiAmfPnsWPP/5YYPfAhKkAKJVKBAUFvXd3ZmFvR59t8Z6KRlsfWjv6bIv3VDTa0uc9fQi6deuGR48eITAwEPHx8ahZsyb27t2LUqVKAQBiY2OhUPxv0KtBgwZYv349pkyZgq+//hoVK1bE9u3b4enpWVC3AEEURbHAWiciIiIqAjiHiYiIiCgPTJiIiIiI8sCEiYiIiCgPTJiIiIiI8sCEiYiIZNWsWTMkJiZqlD9//hzNmjXT/wURyYAJE1EB4C8U+pAdPnwYaWlpGuUpKSk4cuSI7O399NNPaNiwIcqUKYO7d+8CAEJCQrBjxw7Z2yLDxXWYPlAZGRk4fPgwbt26hZ49e6JYsWJ48OABrK2tYWVlle/6g4ODUapUKQwYMECtPCwsDI8ePcLEiRPz3YY+vXjxAsWKFXvnOX/99RcaN24sS3v6+oXy77//wtbWVuN7np6ejhMnTuCTTz7JV/1Llix573NHjhyZr7Zy7N27F1ZWVvj4448BAMuXL8eqVavg4eGB5cuXo3jx4vmq/+LFi+99rpeXV77aytG4cWMMHDgQn3/+OczNzWWpsyC8/t5duXIF8fHxqq8zMzOxd+9eODk5ydrmihUrEBgYiNGjR2PWrFnIzMwEANja2iIkJAQdOnSQtT0yXFyHSYcCAgLe+9yFCxfK1u7du3fRunVrxMbGIjU1FTdu3ICbmxtGjRqF1NRUrFy5Mt9tuLq6Yv369WjQoIFa+alTp9C9e3fcuXMn32286cqVK4iNjdVINNq3b5/vups0aYJ9+/a9dRG6v/76C59++ilevHiRr3ZyfqHUrFkTBw8eRIkSJVSv5fxC+eGHHxATE5OvduLi4tChQwdERUVBEAT07NkT33//vSpxSkhIQJkyZVS/XLRVvnx5ta8fPXqEly9fwtbWFgCQmJgICwsLODg44Pbt2/lqK0f16tUxd+5ctG3bFpcuXcJHH32EgIAAHDp0CFWqVMGaNWvyVb9CoYAgCHjbj8ac1wRByPf7l2P06NFYv349UlNT0bVrVwwcOBD16tWTpe43denSBXXq1NH4o2bevHk4c+YMNm/erHXdOe8dgFzfP3NzcyxdulTjD6388PDwwOzZs9GxY0cUK1YMFy5cgJubGy5fvowmTZrg8ePH+ap/586d732uHD+LqPBiD5MOnT9//r3Oy/kBI5dRo0bBx8cHFy5cQMmSJVXlnTp1wuDBg2VpIz4+HqVLl9Yot7e3R1xcnCxt5Lh9+zY6deqES5cuqf0iy3nf5Pil9eTJE3Tt2hXbtm1TW20WACIjI+Hn56dawj8/atasCUEQIAhCrkNvOb9Q8mvSpElQKBQ4deoUEhMTMWnSJDRt2hT79+9X9cDI8bfS64nx+vXr8f333yM0NBSVK1cGAFy/fh2DBw/GkCFD8t3W6216eHgAAH799Vd8+umnmD17Ns6dO4e2bdvKUr++hYSEYP78+di5cyfWrl2LTz75BO7u7hgwYAD69OmjWg1ZDpGRkZg2bZpGeZs2bbBgwYJ81X3nzh2Iogg3NzecPn0a9vb2qtdMTU3h4OAAIyOjfLWRW5ve3t4a5UqlEsnJyfmuv2PHju91npwJNBVSIn1wSpQoIV67dk0URVG0srISb926JYqiKN65c0c0NzeXpQ13d3fxp59+0ihft26dWL58eVnayPHpp5+KHTp0EB89eiRaWVmJV65cEY8cOSLWqVNHjIyMlKWN+/fvi25ubmKfPn3UyiMjI8VixYqJX331lSztxMTEiHfu3BEFQRDPnDkjxsTEqI4HDx6IGRkZsrRTpkwZ8dSpU6qvU1JSxHbt2ok1a9YUnzx5IsbHx4sKhUKWtnK4ubmJ586d0yg/e/as6OrqKls7xYsXF//++29RFEWxYcOG4g8//CCKoryf74KWkJAgfvvtt6KZmZloYmIidujQQTxw4IAsdZuZmal+Przu6tWropmZmSxt6FPVqlXF7du3i6Ko/vNuyZIlore3d0FeGn1gmDB9gGxtbVW/UF7/AXLkyBHRwcFBljbmzp0rlixZUgwLC1P9wg8NDRVLliwpzp49W5Y2cpQsWVK8cOGCKIqiaG1trfphf+DAAbFmzZqytXPz5k2xdOnS4siRI0VRzH6/rKysxCFDhsjWhr5YWlqKN27cUCtLT08XO3bsKHp5eYkXL16UPWEyNzcXT58+rVF+6tQpWROZdu3aia1atRJnzJghmpiYiP/++68oiqK4b98+sWLFirK187q///5b/P3338UdO3aoHbpw6tQpcejQoaKtra3o4uIiBgYGigMHDhTNzc3FsWPH5rv+jz76SJw+fbpGeVBQkFirVq181y+KohgeHi7u3r1b9fX48eNFGxsbsX79+mJMTIwsbeRYtWqV6OTkJEZERIiWlpbihg0bxJkzZ6r+TSQXJkw61KlTJ/HZs2eqf7/rkFPXrl3FwYMHi6KYnTDdvn1bfPHihdisWTPR399fljaysrLECRMmiGZmZqJCoRAVCoVoYWGR6w/i/LK1tRVv374timJ2L8bBgwdFUcxOcOTuUbhw4YJYvHhxsV+/fqK1tbXqfdSFdevWiQ0aNBBLly6t+iWycOFC1V/L+VG9enVxy5YtGuU5SZOLi4vsCdOnn34qent7i1FRUaqys2fPirVq1RLbtWsnWzt3794V/fz8RC8vL3H16tWq8tGjR4sjRoyQrR1RFMVbt26JXl5eoiAIokKhEAVBUP1bzvcvISFBnD9/vlitWjXR1NRU7NKli/j777+LWVlZqnOOHDkiWlpa5rutnTt3isbGxmLfvn3F8PBwMTw8XOzTp49obGwsbtu2Ld/1i6IoVqpUSdUjdvz4cdHc3Fz84YcfxHbt2sn+804URfHnn38W3d3dVd8fJycntc+GnJKSksQ9e/aIK1asEBcvXqx20IeNCZMO+fv7i8+fP1f9+12HnO7duyd6eHiIVatWFY2NjcV69eqJJUuWFCtXriwmJCTI2taLFy/E06dPi5cuXRJTUlJkrTvHxx9/rPpB3qNHD7F169bi0aNHxb59+4rVqlWTpY1nz56pjt9++01UKpVit27dxMTERLXX5PL999+LdnZ24syZM0Vzc3NVL+CaNWvEJk2a5Lv+CRMmiC1btsz1tfT0dLF9+/ayJ0wPHz4U27RpIwqCIJqamoqmpqaiQqEQ27RpI/vnTl/0MRwsiqJoYmIiVqlSRZw3b5748OHDXM959uyZLJ8NURTF3bt3iw0aNBAtLCzEkiVLik2bNhUPHz4sS92imN3bePfuXVEUsz+LOUPdly9fFu3s7GRr503Jyck6/aydO3dOdHR0FK2trUUjIyPR3t5eFARBtLS0lH0qAhU+fEruA5WRkYGNGzfiwoULSEpKQq1atdCrV68i+cjyvn37kJycjM6dO+PmzZv49NNPcePGDZQsWRIbN26UZd2i15/uAaAxsVyU+akoXT/Zk5mZieTkZFhbW+f6ekZGBu7fv49y5crlq53c3LhxA9euXQMAVKlSBZUqVZK1/tjY2He+7uLiIltbdnZ2OHjwILy8vGBjY4PTp0+jcuXKOHjwIMaOHfveD3a8iyiKOHr0KHx8fIrk/8/cODg4YN++ffD29oa3tzcCAgLQp08f3Lp1CzVq1EBSUlJBX6JWmjRpgkqVKmHlypWwsbHBhQsXYGJigt69e2PUqFHo3LlzQV8i6RCfkvsARUZGokGDBujVqxd69eqlKs/IyEBkZKTWa+907twZ4eHhsLa2zvMHw9atW7VqIzetWrVS/dvd3R3Xrl3D06dPUbx4cdmeMDx48KDsTyu+i66f7KlYsSLOnDnz1teNjY11kiwB2UtOiKKIChUqwNhY/h8xrq6u7/xeyfmkUmZmpmp9Ljs7Ozx48ACVK1dGuXLlcP36dVnaEEURzZs3x99//42KFSvKUmdBa9GiBQYNGgRvb2/cuHFD9fTi33//DVdX13zX7+3t/d7/X8+dO5fv9nJER0fjhx9+gEKhgJGREVJTU+Hm5oZ58+ahX79+TJg+cEyY9CQhIQHjxo3DgQMH8PDhQ41HuuX8Id+0aVPExcXBwcFBrfzZs2do2rSp1m3Z2NiofkhZW1vrNcF40+vrF8mhSZMmstaXl/LlyyM6Olojadm7dy+qVq2a7/pjYmL0/ojzy5cvMWLECKxduxYAVOt/jRgxAk5OTpg0aZIs7bzZq5Oeno7z589j4cKFmDVrlixt5PD09MSFCxdQvnx51K1bF/PmzYOpqSl+/PFHuLm5ydKGQqFAxYoV8eTJE50lTCVKlMCNGzdgZ2eX5x8aT58+zXd7y5cvx5QpU3Dv3j38+uuvquVNoqKi0KNHj3zX/76P+svNxMREteyIg4MDYmNjUbVqVdjY2ODevXsFck2kP0yY9MTf3x+xsbGYOnUqSpcurdNkI2f46E1PnjyBpaWl1vW+viBgeHi41vVIlZKSgqVLl+LQoUN4+PAhsrKy1F6X4y/IN4fkciMIAjIyMvLdFpC9qOmwYcOQkpICURRx+vRpbNiwAcHBwVi9erUsbejb5MmTceHCBRw+fBitW7dWlfv6+mLatGmyJUw1atTQKPPx8UGZMmXw3XffyfpX/pQpU1Q9fjNmzMCnn36KRo0aqYaD5TJnzhyMHz8eK1asgKenp2z15li0aJGqp2zRokU6/2PH1tYWy5Yt0yifPn26LPUHBQXJUo9U3t7eOHPmDCpWrIjGjRsjMDAQjx8/xk8//aST7xsVLpzDpCfFihXDkSNHULNmTZ21kfOLYseOHWjdurXaqtWZmZm4ePEiKleujL179+a7rWbNmmHr1q2qFZ1zPH/+HB07dsTBgwfz3UaOXr16Yf/+/fjss89QqlQpjR/2cvzwfNeeUydOnMCSJUuQlZWFlJSUfLeV45dffsG0adNw69YtAECZMmUwffp0DBw4MN91KxQKrF27FjY2Nu88T86VicuVK4eNGzeiXr16avOybt68iVq1auH58+eytZWbmzdvokaNGrIMab6L3MPBAFC8eHG8fPkSGRkZMDU11ZjLJEevT0F4+fJlrqvzy7WlDACcOXMGWVlZqFu3rlr5qVOnYGRkBB8fH9naOnv2LF68eIGmTZvi4cOH6Nu3L44fP46KFSsiLCws12SePhzsYdITZ2dnWVZWfpecX46iKKJYsWJqP3RNTU1Rr1492Vb61ufmmrt378Zvv/2Ghg0bylrv63Lbb+r69euYNGkSdu3ahV69emHGjBmytpkzx+zly5dISkrSGELNr379+r3zdblXJn706FGu95CcnCxrcvFm4iWKIuLi4jBt2jS9zAGSezgYyF7pW1+MjIxyHbJ/8uQJHBwcZPlMPHr0CP7+/m/940zOz92wYcMwYcIEjYTp/v37mDt3Lk6dOiVbW68nXw4ODrL88UlFBxMmPQkJCcGkSZPwww8/yDLpMTc5Q2aurq4YN25cvobf3qYgNtd0cnLKc2NcOT148ABBQUFYu3YtWrVqhejoaJ12t1tYWMDCwkL2euPj42VPwt7Fx8cHe/bswYgRIwD87wnD1atXo379+rK1Y2trq5GAiaIIZ2dnRERE5Lv+gni4Ia/kVk5v+8MtNTUVpqamsrQxevRoPHv2DKdOnUKTJk2wbds2JCQkYObMmfnefuVNV65cQa1atTTKvb29ceXKFVnbIsPGhEmH3uy2T05ORoUKFWBhYQETExO1c+Xscs/KysLjx491kjDpay+01y1YsAATJ07EypUrdfZkF5A9KX727NlYunQpatasiQMHDqBRo0ay1a/PJ3vep53Lly/LmgjOnj0bbdq0wZUrV5CRkYHFixfjypUrOH78OP766y/Z2jl06JDa1wqFAvb29nB3d5flqbzXH27Ia0hTF1JSUjR6b9+2PIQUS5YsAZD92Vi9erVqI2Yg+4+dyMhIVKlSJd/tANlPne7YsQM+Pj5QKBQoV64cWrRoAWtrawQHB8PPz0+WdoDsJ0sTEhI0JuHHxcXJ8nmoVasWDhw4gOLFi+f5f1jOJ/Ko8GHCpEP67GZ/3c6dOzFr1iw0btwYAwcORJcuXdTmM+VHQWyu6ePjg5SUFLi5ueks2Zw3bx7mzp0LR0dHbNiwIdchuvzS55M9b+tFePHiBTZs2IDVq1cjKipK1qGRjz/+GNHR0ZgzZw6qV6+O/fv3o1atWjhx4gSqV68uWzuNGzeWra7c5PTUiqKI6dOnw97eXufrIyUnJ2PixInYtGkTnjx5ovG6HN+nRYsWAci+r5UrV6r9PzU1NYWrqytWrlyZ73aA7PvJ6d0sXrw4Hj16hEqVKqF69eqyJxUtW7bE5MmTsWPHDlWCm5iYiK+//hotWrTId/0dOnRQ/fwsqKfzqHDgpO8P1Pnz57FmzRps2LABGRkZ6N69OwYMGICPPvqooC9NMl9fX8TGxmLgwIG5TvqWYzhDoVDA3Nwcvr6+70z45FxfSpf69++PJUuWqIYyIyMjERoail9//RVlypRB586d0aVLlyL5eQCAW7duISQkBFevXgWQvRDoqFGjUKFCBdnayMrKgpmZmV7WRxo2bBgOHTqEb7/9Fn369MHy5ctx//59/PDDD5gzZ47aemr51bRpU2zduhXFixeXrc43ffTRR5g5cyZatWqF9u3bw9bWFsHBwViyZAm2bNmietBBDvfv38cnn3yCJ0+eqNY2i46ORqlSpfDHH3/A2dlZtrbIsDFh0qPMzExs27ZN7Yd8hw4ddLK4X4709HTs2rULa9aswb59+1ClShUMHDgQ/v7+kocbdu7ciTZt2sDExAQ7d+5857lyPn1lYWGBEydO6PQJFH9///caxnp9aQU5nD17Vu3zULt2bdnqjo+PR3h4OEJDQ/H8+XN07doVK1euxIULF+Dh4SFbOzn0MZkYyF75vX379qhZs6bqQYBjx47hwoUL2LVrlyy9CjmqVauG0NBQ1KtXT7Y6c+Pi4oJ169ahSZMmsLa2xrlz5+Du7o6ffvoJGzZswG+//abT9uX2888/IyMjA/7+/oiKikLr1q3x9OlTmJqaIjw8HN26dZO1veTkZPzyyy+4cOECzM3N4eXlhR49emj0RhPlBxMmPfn777/Rvn17xMfHo3LlygCyF/azt7fHrl27dDapOC0tDdu2bUNYWBgOHjyIBg0a4MGDB0hISMCqVask/eBSKBSqicQ5i7flRu6nr2rVqoXvv/9e57+09Onff/9Fjx49cOzYMdXSDImJiWjQoAEiIiJQtmzZfNXfrl07REZGws/PD7169ULr1q1hZGQEExMTnSVMr38+XvfgwQNUqFABr169kqUdb29vtGrVCnPmzFErnzRpEvbv3y/rkM+uXbswb948na2PlMPKygpXrlyBi4sLypYti61bt6JOnTq4c+cOqlevLvtWIv/++y927tyZ6yP/CxculLUtIHt5gWvXrsHFxQV2dnay169LUpaQKKrLP9D74RwmPRk0aBCqVauGs2fPqrrC//vvP/j7++OLL77A8ePHZW0vKipKNSSnVCrRt29fLF++HO7u7gCApUuXYuTIkZISptcXjHxz8UhdmjNnDsaOHYtZs2ahevXqGn81yjEhVt8GDRqE9PR0XL16VZVAX79+Hf3798egQYPy/bjy77//jpEjR+LLL7/U+XCSPicTA8DVq1exadMmjfIBAwbIPm+wb9++ePnyJWrUqKHT9ZHc3Nxw584duLi4oEqVKti0aRPq1KmDXbt2aax1ll8HDhxA+/bt4ebmhmvXrsHT0xMxMTEQRTHXp83kYGFhobO6165dCzs7O9VE8gkTJuDHH3+Eh4cHNmzYkO8HRQpqLioVPuxh0hNzc3OcPXsW1apVUyu/fPkyPvroI9n++gaA6tWr49q1a2jZsiUGDx6Mdu3aaczLefz4MRwcHLRKfNLT09G6dWusXLlSL+ve5PRm5fYoudy9Wfpibm6O48ePa+wnFxUVhUaNGuHly5f5qv/kyZMIDQ3Fxo0bUbVqVfTp0wfdu3dH6dKlZe9hKl++PADg7t27KFu2bK6TiWfMmKGxTo62nJ2dsXDhQnz++edq5Zs2bcK4cePy3JxXipxtXt5GruUAFi1aBCMjI4wcORJ//vkn2rVrB1EUkZ6ejoULF2LUqFGytAMAderUQZs2bTB9+nTVAqMODg6qnsgvv/xSq3oDAgLe+1w5e7EqV66MFStWoFmzZjhx4gSaN2+OkJAQ7N69G8bGxkVm3iEVfuxh0pNKlSohISFBI2F6+PChqtdHLl27dsWAAQPeuR6SnZ2d1r1EJiYmausx6dqbj5F/CJydnZGenq5RnpmZiTJlyuS7/nr16qFevXoICQnBxo0bERYWhoCAAGRlZakmwsq1ttWdO3cA6GcyMQAMHjwYX3zxBW7fvo0GDRoAyJ7DNHfuXEm/tN+HvtZHGjNmjOrfvr6+uHbtGqKiouDu7i7rqthAdg/dhg0bAGRvwvzq1StYWVlhxowZ6NChg9YJ05t7/L2N3Nuy3Lt3T/UzdPv27fjss8/wxRdfoGHDhjrZI/LWrVtYs2YNbt26hcWLF8PBwQG///47XFxcNH6+0wdGJL3Ys2ePWK1aNXHz5s3ivXv3xHv37ombN28Wq1evLu7Zs0d89uyZ6igKRo8eLU6cOLGgL6PI2r59u1inTh3xzJkzqrIzZ86I9erVE7dt26aTNq9duyaOHz9edHR0FM3MzMR27drppB1dy8rKEhcuXCg6OTmJgiCIgiCITk5OYkhIiJiVlSV7ezdv3hS/+eYbsXv37mJCQoIoiqL422+/iZcvX5a9LX0oVaqUeOXKFVEURbFq1arijh07RFEUxejoaNHS0rIgL00r9vb24rlz50RRFMWaNWuK69atE0Ux+/sm9/0cPnxYNDc3F319fUVTU1Px1q1boiiKYnBwsNilSxdZ26LCh0NyevL6JOmcv7By3vrXv5ZjiKlLly6oU6cOJk6cqFY+b948nDlzBps3b85X/QAwYsQIrFu3DhUrVkTt2rU1FsmUs8t97969sLKywscffwwgeyf0VatWwcPDA8uXL9d5j4ZcclvINCMjQ/WUZM6/LS0tdTp5NDMzE7t27UJYWFieTztKpevJxBkZGVi/fj1atWqFUqVK4cWLFwCgs5Xg//rrL7Rp0wYNGzZEZGQkrl69Cjc3N8yZMwdnz57Fli1btK47Z+7X+xg5cqTW7bypY8eO8PPzw+DBgzFu3Djs2LED/v7+qt7BP//8U7a2gOweIAA6e7y/V69euHbtGry9vbFhwwbExsaiZMmS2LlzJ77++mtcvnxZtrbq16+Pzz//HAEBAWr7JZ4+fRqdO3fGv//+K1tbVPgwYdITKSsd53dhPnt7exw8eFBjscBLly7B19cXCQkJ+aofyB5+eRtBEGTdfLd69eqYO3cu2rZti0uXLsHHxwdjx47FoUOHUKVKFdkf9deVvObDvE6fW2XIJa/JxHJ9JiwsLHD16lWdrvqeQ5e/IHPmfuVFEATcvn1b63bedPv2bSQlJcHLywvJyckYO3asagPZhQsXyvK+ZmRkYPr06ViyZInqCT8rKyuMGDECQUFBsj7un5iYiClTpuDevXv48ssv0bp1awDZm3Kbmprim2++ka0tKysrXLp0CeXLl1f7PMTExKBKlSqybs5NhVAB9m6RjpiZmYnXrl3TKL969apoZmZWAFeUP5aWluKdO3dEURTFoKAgVdd3VFSUWKpUqQK8MnrdRx99JAYGBoqiKIpWVlbirVu3xBcvXojt27cXv//+e9naady4sc6GLd9kaWkp3r59WxTF/92TKIrinTt3RKVSqZdrKIqGDh0qOjg4iCtXrhQvXLggXrhwQVy5cqXo6OgoDh06tKAvT2tOTk7isWPHRFFU/zxs3bpVdHNzK8hLIz3gpG89SkxMRGhoqGqhwmrVqmHAgAGy71dVvXp1bNy4EYGBgWrlEREROll/R9dMTU1VT439+eef6Nu3L4DsXePf3Lm+KMnMzMT27dvVPg/t27eXfWsZfdHVZOI3ffXVVxg7diz+/fffXIeD5ZwkbWtri7i4OI3eoPPnz8u+ybS+paWl4eHDhxoPf7i4uOS77vXr1yMiIgJt2rRRlXl5ecHZ2Rk9evTAihUr8t1GjsjIyHe+/sknn8jWVvfu3TFx4kRs3rwZgiAgKysLx44dw7hx41Q/l+jDxYRJT86ePYtWrVrB3NwcderUAZA9p2PWrFmqPbfkMnXqVHTu3Bm3bt1SbZB74MABbNiwIV/zl/Lauf11cj7K+/HHHyMgIAANGzbE6dOnsXHjRgDZC3/md4HHgnLz5k20bdsW9+/fV63DFBwcDGdnZ+zZs0fWLT70xdLSUjVvqXTp0rh165bqqaHHjx/L1k737t0BqM/rEQRBJ8tM6PIXZEE9hn/jxg0MHDhQY+03Od8/pVIJV1dXjfLy5cvD1NQ03/W/Lrcn4V6fKyjn52H27NkYNmwYnJ2dkZmZCQ8PD2RmZqJnz56YMmWKbO1Q4cQ5THrSqFEjuLu7Y9WqVWqTfAcNGoTbt2/n+VeSVHv27MHs2bMRHR2t2iogKCgoX/Oj+vfvr/q3KIrYtm0bbGxs4OPjAyB7DaHExER07txZ1nlFsbGx+Oqrr3Dv3j2MHDkSAwcOBJD9KHZmZqakybOFRdu2bSGKIn755ReUKFECQPYWIr1794ZCocCePXsK+Aql09dk4rt3777zdTnnNqWlpWHYsGEIDw9HZmYmjI2NVb8gw8PD89Ub+K55gK+Te05gw4YNYWxsjEmTJqF06dIaj/nLsQXRjBkzcO3aNaxZs0a1cW1qaioGDhyIihUrIigoKN9t5Hj27Jna1+np6Th//jymTp2KWbNmoXnz5rK1lSM2NhaXL19GUlISvL299bIeHRU8Jkx6Ym5ujvPnz2useHzlyhX4+Pjke6FCfZs4cSKePn2qtut5ZmYmvvrqK1hbW+O7774r4Css3CwtLXHy5EmNifkXLlxAw4YNZd8KQx/0MZm4oNy7dw+XLl36IH5BWlpaIioqStbV1wHNHug///wTSqVSlYBduHABaWlpaN68uV4Wk/zrr78QEBCAqKgonbdFhoFDcnpibW2N2NhYjR9S9+7d09kj0VFRUWrzY95cVTo/wsLCcPToUbW/sI2MjBAQEIAGDRroLGFKSUnReFy9KG6NolQqVY/Evy4pKUn2IQt9cXNzU/3b0tISK1eu1FlbP/30E1auXIk7d+7gxIkTKFeuHEJCQlC+fHl06NBBtnZmzJiBcePGwdnZWe2x+FevXuG7777TmCdYFHh4eMg6RJrjzbmYXbp0UftaV8sKvE2pUqVw/fp1WevMzMxEeHg4Dhw4kOv8Lzl7AqnwYcKkJ926dcPAgQMxf/58tdWJx48fjx49esja1sOHD9G9e3ccPnxYbWPXpk2bIiIiAvb29vluIyMjA9euXVPNv8lx7do12feZS05OxsSJE7Fp0yY8efJE4/WiuDXKp59+ii+++AKhoaGqOW2nTp3C0KFD0b59+wK+usJtxYoVCAwMxOjRozFr1izV99/W1hYhISGyJkzTp0/H0KFDYWFhoVb+8uVLTJ8+PV8JU+fOnREeHg5ra+s85wfmt0fm9Ycj5s6diwkTJmD27Nmy7s1YUMt7vLnrgCiKiIuLw5w5c1CzZk1Z2xo1ahTCw8Ph5+cHT09P2Vctp8KNCZOezJ8/H4IgoG/fvsjIyACQvcXIl19+qbHren6NGDECL168wN9//42qVasCyB7669evH0aOHKl6kik/+vfvj4EDB+LWrVtqv/DnzJmjNtdJDhMmTMChQ4ewYsUK9OnTB8uXL8f9+/fxww8/yP7e6cuSJUvQr18/1K9fX/ULKz09HR06dChSm32WKFECN27cgJ2dXZ67usu1GOfSpUuxatUqdOzYUe377+Pjg3HjxsnSRo6cidBvunDhgmrumbZsbGxUdcv9pOybbG1t1e5DFEWNuT26mDT/6NEjVS9P5cqVZflj7U01a9ZUTfp/Xb169RAWFiZrWxEREdi0aRPatm0ra71UNHAOkx5kZmbi2LFjqF69OpRKJW7dugUAqFChgsZfrnKwsbHBn3/+iY8++kit/PTp02jZsiUSExPz3UZWVhbmz5+PxYsXIy4uDkD2k1GjRo3C2LFjZX003sXFBevWrUOTJk1gbW2Nc+fOwd3dHT/99BM2bNiA3377Tba29O3mzZuqYdOqVavKvq+grq1duxbdu3eHUqnU20a15ubmuHbtGsqVK6e2eOA///wDLy8vWTayzkn+nj17Bmtra42nrpKSkjB06FAsX748323pgz4XzgWye4VzdgPI6XE2MjJC3759sXTpUll/7r35EIBCoYC9vT3MzMxkayNHmTJlcPjwYVSqVEn2uqnwY8KkJ2ZmZrh69ep7r+6bH8WKFcORI0c0uqPPnz+Pxo0by752UU59uppLZGVlhStXrsDFxQVly5bF1q1bUadOHdy5cwfVq1cvkhOk3/ZIuSAIMDMzg7u7Ozp06JDvXowPkYeHB4KDg9GhQwe1hGnp0qVYs2YNzp07l+821q5dC1EUMWDAAISEhKj1AJmamsLV1RX169fPdztvevjwoVqPjIODg+xt6MOQIUPw559/YtmyZWjYsCEA4OjRoxg5ciRatGgh6zpM+rRgwQLcvn0by5Yt43CcAeKQnJ54enri9u3bekmYmjVrhlGjRmHDhg0oU6YMAOD+/fsYM2aMTh6x1fWkazc3N9y5cwcuLi6oUqUKNm3ahDp16mDXrl2qOVpFzfnz53Hu3DlkZmaq5oHduHEDRkZGqFKlCr7//nuMHTsWR48eLdSLjUpJvuX6nAQEBGDYsGFISUmBKIo4ffo0NmzYgODgYKxevVqWNvr164eMjAwIgoBmzZrpfMLy8+fPMWzYMERERKiGxIyMjNCtWzcsX75c9iG7//77T20RXQ8PD/Tv31+2BP3XX3/Fli1b1NZIatu2LczNzdG1a1fZE6YzZ87g0KFDuU7Ezu8aVm/OLzt48CB+//13VKtWTWP+lz6e/qOCwx4mPdm7dy8mT56Mb7/9NtfVieVMOu7du4f27dvj77//Vv2gv3fvHjw9PbFz505ZFntMSEjAuHHjVE+LvPkxknMexKJFi2BkZISRI0fizz//RLt27SCKItLT07Fw4UKMGjVKtrb0JSQkBEeOHMGaNWtU3/tnz55h0KBB+PjjjzF48GD07NkTr169wr59+wr4at9OoVDk+Ze2LubG/PLLL5g2bZpqeNvJyQnTpk1TrdElF33tW9etWzecP38eS5cuVfVcnThxAqNGjULNmjUREREhW1uRkZFo165drmuo7dq1S5aVsS0sLBAVFaWaQ5nj77//Rp06dZCcnJzvNnLMnj0bU6ZMQeXKlVGqVCm1z6Mca1hJmZNZVPa1JO0wYdIThUKh+vebky/l/mWSU++ff/6Ja9euAcieH+Pr6ytb/W3atEFsbCyGDx+e6+J3cj6p9Ka7d+8iKioK7u7usm6DoU9OTk74448/NHqP/v77b7Rs2RL379/HuXPn0LJlS508Ai4Xfc+NAbIf6RdFERYWFnj58iUuX76MY8eOwcPDA61atZKljRxNmjTB6NGj0bFjR1nrfZOlpSX27duHjz/+WK38yJEjaN26tawJRvXq1VG/fn2sWLFCYw2148eP49KlS/luo3nz5ihZsiTWrVunmkv06tUr9OvXD0+fPpVtEVMge/mAuXPnwt/fX7Y6iXLDITk9OXTokF7bEwQBLVq0QIsWLXRS/9GjR3OdJ6UP5cqVK9KLIALZvUkPHz7USJgePXqkGuaytbXVWHOqsJErCZKiQ4cO6Ny5M4YOHYq0tDS0b98eJiYmePz4MRYuXCjbnnWA/vatK1myZK7DbjY2NihevLgsbeS4efMmtmzZkusaauvWrZOljZCQELRu3Rply5ZVW7jSzMxM9h5ThUKhmiela82aNcPWrVs1pgI8f/4cHTt25DpMHzgmTHpSvnx5ODs7a/TEiKKIe/fuyd7egQMH3rq4mhyP2jo7O2sMw8lJynYnr+8pVlR06NABAwYMwIIFC1RPM545cwbjxo1T9WacPn260D+Nc/HiRXh6ekKhUGish/MmuZKLc+fOYdGiRQCALVu2oFSpUjh//jx+/fVXBAYGypow5bZvXQ45e4anTJmCgIAA/PTTT3B0dAQAxMfHY/z48Zg6daosbeSoVasWrl69qrGG2tWrV2XZFgXI7sX6559/8Msvv6h6uXv06IFevXrB3NxcljZyjBkzBsuXL9fLchyHDx/O9Y+YlJQUHDlyROftU8HikJyeGBkZIS4uTuOplydPnsDBwUHWIbnp06djxowZ8PHxyXW4bNu2bfluY//+/ViwYAF++OGHXDfZzK/3nRwvCAJu374te/u6lpSUhDFjxmDdunWqdbmMjY3Rr18/LFq0CJaWloiOjgaAAunFe18KhQLx8fFwcHBQzWfK7UeKnMmFhYUFrl27BhcXF3Tt2hXVqlVDUFAQ7t27h8qVK8u6zZC+9q3z9vbGzZs3kZqaChcXFwDZ+5UplUqNbVjy+xTgxo0bMWHCBIwYMQL16tUDAJw8eRLLly/HnDlz1OYdaZPkpqeno0qVKti9e7fGHCZdyMrKgp+fH27cuAEPDw+dTMTO+WOgZs2aOHjwoNrk+MzMTOzduxc//PADYmJi8t0WFV5MmPREoVAgISFBY+G2u3fvwsPDQ9Y5CqVLl8a8efPQp08f2ep8U/HixfHy5UtkZGTAwsJC44eUXIsUvinn4/qhPNKblJSkSvjc3NxgZWVVwFckzd27d+Hi4gJBEPSWXHh5eWHQoEHo1KkTPD09sXfvXtSvXx9RUVHw8/NDfHy8LO287sqVK4iNjVXrXRAEAe3atZOl/unTp7/3ufnduPb1+ZS5yUl685PkOjk54c8//9RLwjR8+HCsXr0aTZs21Zj0DcgzEfv1hxty+5Vpbm6OpUuXYsCAAfluiwovJkw6lrPezuLFizF48GC1BdsyMzNx6tQpGBkZ4dixY7K1WbJkSZw+fRoVKlSQrc436WuRwhyhoaFYtGgR/vnnHwBAxYoVMXr0aAwaNEjWdkh7wcHBKFWqlMYvjbCwMDx69AgTJ06UpZ0tW7agZ8+eyMzMRPPmzbF//35V+5GRkfj9999laQfI3lC4U6dOuHTpklrvWc4vz6K4LU9eie3rtE1yZ8+ejRs3bmD16tUwNtbtzI9ixYohIiICfn5+Omvj7t27EEURbm5uOH36tNofvqampnBwcJB1sV4qnJgw6VjTpk0BZD9NVL9+fbWNVXMWwBs3bpysu59PnDgRVlZWss99KCiBgYFYuHAhRowYofbI9bJlyzBmzBjMmDGjgK+QAMDV1RXr169X7ZWY49SpU+jevTvu3LkjW1vx8fGIi4tDjRo1VD0mp0+fhrW1tcYG1/nRrl07GBkZYfXq1ShfvjxOnTqFp0+fYuzYsZg/fz4aNWokW1sfkk6dOuHAgQOwsrJC9erVNSbLy7leUbly5bBv3z5Zv+9EuWHCpCf9+/fH4sWLdb7II5C9QeS6devg5eUFLy8vjeGy/C7kluPWrVtYs2YNbt26hcWLF8PBwQG///47XFxcUK1aNVnaAAB7e3ssWbJEY5PiDRs2YMSIEYX6sXtD8rbV7G/fvg0PDw+kpKQU0JVpz87ODgcPHoSXlxdsbGxw+vRpVK5cGQcPHsTYsWNx/vx5WdrJzMzEokWLsGnTJo2hP0D+Ie4HDx7g6NGjuT4UIsdDFHmtXSTnekVr1qzB3r17sWbNGp1sNfWmW7duISQkRG3Rz1GjRum0R58KBz4lpyf6XNDs4sWLqonCly9fVntNrrk/f/31F9q0aYOGDRsiMjISs2bNgoODAy5cuIDQ0FBs2bJFlnaA7EmkOQvsva527dqqCdNU8JydnXHs2DGNhOnYsWOqFeeLmszMTBQrVgxAdvL04MEDVK5cGeXKlVNtYSKH6dOnY/Xq1Rg7diymTJmCb775BjExMdi+fTsCAwNlawcAwsPDMWTIEJiamqJkyZIaCz3KkTDp8+fdkiVLcOvWLZQqVQqurq4afyDKsVVOjn379qF9+/aoWbOmaimDY8eOoVq1ati1a5fOlnGhwoEJk540a9bsna/LuX6HPtZ8mjRpEmbOnImAgADVLxQg+z6XLVsma1t9+vTBihUrNHrGfvzxR/Tq1UvWtkh7gwcPxujRo5Genq76vB84cAATJkzA2LFjC/jqtOPp6YkLFy6gfPnyqFu3LubNmwdTU1P8+OOPcHNzk62dX375BatWrYKfnx+mTZuGHj16oEKFCvDy8sLJkydlXTpj6tSpCAwMxOTJk/OcAJ5f+tgbT9eLir5u0qRJGDNmDObMmaNRPnHiRCZMHzgOyenJmDFj1L5OT09HdHQ0Ll++jH79+mHx4sU6affff/8FAFm2Q3mdlZUVLl26hPLly6ttgBoTE4MqVarIOvySs+u5s7Oz6jHoU6dOITY2Fn379lX7i1Ku4UaSThRFTJo0CUuWLFENKZmZmWHixImy95Loy759+5CcnIzOnTvj5s2b+PTTT3Hjxg2ULFkSGzduzPMPofdlaWmJq1evwsXFBaVLl8aePXtQq1Yt3L59G97e3nj27Jks7QD6eShE33vj6YuZmRkuXbqkMef0xo0b8PLyKpLDzvT+2MOkJzkL7b1p2rRpSEpKkrWtrKwszJw5EwsWLFDVXaxYMYwdOxbffPONLH9V2traIi4uTmP45fz583Bycsp3/a+7fPkyatWqBQCqvcPs7OxgZ2enNuT4oSw1UFQJgoC5c+di6tSpuHr1KszNzVGxYkUolcqCvjStvb7Viru7O65du4anT5+iePHisn7eypYti7i4OLi4uKBChQrYv38/atWqhTNnzsj+/g0cOBCbN2/GpEmTZK33dYMHD8b58+exe/dujb3xhgwZIuveePpkb2+P6OhojYQpOjpaJ71nVLiwh6mA3bx5E3Xq1JF1UufkyZMRGhqK6dOnq8bZjx49imnTpmHw4MGYNWtWvtsYN24cTp06hc2bN6NSpUo4d+4cEhIS0LdvX/Tt2zffa8UQGZJJkybB2toaX3/9NTZu3IjevXvD1dUVsbGxuQ4B5UdmZiY+/fRTvHr1CtWrV9fJQyH63BtPn2bMmIFFixZh0qRJqqdBjx07hrlz5yIgIOCDeTKZ3kKkArVu3TqxdOnSstZZunRpcceOHRrl27dvF8uUKSNLG6mpqeKgQYNEY2NjURAE0cTERBQEQezdu7eYkZEhSxtEhurEiRPiggULxJ07d8pe97fffisKgiBWqVJFbNy4sdikSRPV0bRpU1nacHZ2Fi9evKhRfuHCBdHJyUmWNgpCVlaWuHDhQtHJyUkUBEEUBEF0cnISQ0JCxKysrIK+PNIx9jDpSefOndW+FkURcXFxOHv2LKZOnSprj4yZmRkuXryosQ/Z9evXUbNmTbx69Uq2tu7du4dLly4hKSkJ3t7esq4nRWQo9LXoJ5C9Sv+iRYvg7+8vW51v+vHHH7F582aNvfH69euHzp07Y8iQITprW19evHgBAGoPvdCHjQmTnry5LolCoYC9vT2aNWuGli1bytpW3bp1UbduXY0NbEeMGIEzZ87g5MmTWtWbs2r5++Dka6L3p89FPx0dHXHkyBHZ/7jx9vZWm9f1zz//vHVvPDkf9denV69eQRRF1XpPd+/exbZt2+Dh4SH7z3EqfDjpW0/0uS7JvHnz4Ofnhz///FNtwmVsbGy+to14c5G+c+fOISMjQ7Xr+Y0bN2BkZITatWtrf/FEBig+Ph6lS5fWKLe3t0dcXJysbY0aNQpLly7V+IMqv/T5eP/rMjMzER4ejgMHDuS6EKecS7Z06NABnTt3xtChQ5GYmIg6derA1NQUjx8/xsKFC/Hll1/K1hYVPkyY9CgxMRFbtmzBrVu3MH78eJQoUQLnzp1DqVKlZH2yrHHjxrh+/TpWrFihWo22c+fO+Oqrr/K1gODr6zstXLgQxYoVw9q1a1G8eHEAwH///Yf+/ftzuwgiifS56Ofp06dx8OBB7N69G9WqVdOY9K3ttiUF9aDHqFGjEB4eDj8/P3h6eur0adlz586pnnjesmULHB0dcf78efz6668IDAxkwvSBY8KkJxcvXkTz5s1ha2uLmJgYDB48GCVKlMDWrVsRGxuLdevWydpeyZIl0b59e9SrV0/1F9fZs2cBAO3bt893/QsWLMD+/ftVyRKQPTdi5syZaNmyZZFdqJCoIOhz0U9bW1uNOZVFWUREBDZt2oS2bdvqvK2XL1+q5izt378fnTt3hkKhQL169SRtakxFExMmPQkICED//v0xb948tUmCbdu2Rc+ePWVta+/evejbty+ePHmCN6eoCYIgyw7rz58/x6NHjzTKHz16pJoMSUTvZ/z48Xjy5Am++uorjUU/J0+eLGtbupoeUKJECdy4cQN2dnZ5rlMl5zIqpqamcHd3l62+d3F3d8f27dvRqVMn7Nu3T7Ug8cOHD/WyTygVLE761hMbGxucO3cOFSpUUFsZ++7du6hcubKsK8RWrFgRLVu2RGBgIEqVKiVbva/r27cvjhw5ggULFqBOnToAsieojh8/Ho0aNcLatWt10i7RhywpKUnni34GBQVhwIABKFeunKz1rl27Ft27d4dSqczz/3+/fv1ka3fBggW4ffs2li1bpvPFa7ds2YKePXsiMzMTzZo1wx9//AEg+ynHyMjIfM0RpcKPCZOeODg4YN++ffD29lZLmP744w8MGDAA9+7dk60ta2trnD9/XqdbH7x8+RLjxo1DWFgY0tPTAQDGxsYYOHAgvvvuO1haWuqsbSLSXs2aNXH58mU0btwYAwcORJcuXWRJzAICAvDtt9/C0tISkZGRaNCgAYyNdTOI8eaQ4sGDB1GiRAlZ52S9TXx8POLi4lCjRg3VrgmnT5+GtbU1qlSpImtbVLgwYdKTQYMG4cmTJ9i0aRNKlCiBixcvwsjICB07dsQnn3yCkJAQ2doaMGAAGjZsiIEDB8pW59skJyertiupUKECEyWiIuD8+fNYs2YNNmzYgIyMDHTv3h0DBgzARx99pHWdJiYm+Pfff1GqVCkYGRkhLi5OZ9uFvLlMy7voYgjy5s2buHXrFj755BOYm5tDFEVuzWQAmDDpybNnz/DZZ5/h7NmzePHiBcqUKYP4+HjUq1cPv//+u6yJxsuXL/H555/D3t4+160P5Nz5nIiKrvT0dOzatQtr1qzBvn37UKVKFQwcOBD+/v6SN8itWLEiunbtipYtW6Jp06bYtm2b2kMhr/vkk0/kuHy9e/LkCbp27YpDhw5BEAT8888/cHNzw4ABA1C8eHEsWLCgoC+RdIgJk54dO3YMFy5cQFJSEmrVqgVfX1/Z2wgNDcXQoUNhZmaGkiVLqv3lIwgCbt++LXubRFT0pKWlYdu2bQgLC8PBgwfRoEEDPHjwAAkJCVi1ahW6dev23nVt374dQ4cOxcOHDyEIgsYDJznkevAkR7NmzbB161bY2tqqlT9//hwdO3aUdR2mvn374uHDh1i9ejWqVq2qmlqxb98+BAQE4O+//5atLSp8mDDp0YEDB966uFpYWJhs7Tg6OmLkyJGYNGmSaoydiChHVFSUakhOqVSib9++GDRokOpps6VLl2LmzJlISEiQXHdSUhKsra1x/fr1tw7JSe29eheFQoH4+HiNth4+fAgnJyfVHEs5ODo6Yt++fahRo4baXNTbt2/Dy8sLSUlJsrVFhQ+XFdCT6dOnY8aMGfDx8UHp0qV1Ot6dlpaGbt26MVkiIg3Vq1fH1atX0apVK4SGhqJdu3YwMjJSO6dHjx4YNWqUVvVbWVnh0KFDKF++vM4mfQPZa9vluHLlCuLj41VfZ2ZmYu/evbIuCAxkz9nM2RbldU+fPtXJE41UuLCHSU9Kly6NefPmoU+fPjpva8yYMbC3t8fXX3+t87aIqGj59ttvMWDAANmTCX1TKBSqPzxz+zVmbm6OpUuXamxonB9t27ZF7dq18e2336JYsWK4ePEiypUrh+7duyMrKwtbtmyRrS0qfJgw6UnJkiVx+vRpnT7qn2PkyJFYt24datSoAS8vL41J39wYl8iwfIgbZ9+9exeiKMLNzQ2nT5+Gvb296jVTU1M4ODho9Jzl1+XLl9G8eXPUqlULBw8eRPv27fH333/j6dOnOHbsmF5+vlPBYcKkJxMnToSVlRWmTp2q87aaNm361tcEQZB1EiQRFX7v+pnwOv58yFtiYiKWL1+u9vDOsGHDct08mT4sTJj0ZNSoUVi3bh28vLzY60NEJKNbt24hJCREtdm4h4cHRo0apZMen5SUFFy8eDHXh3fk2KeTCi8mTHrCXh8iMgTp6ekwNzdHdHQ0PD09dd7evn370L59e9SsWRMNGzYE8L/lW3bt2oUWLVrI1tbevXvRp08fPH36VGf7dFLhxYSJiIhk5ebmhm3btqFGjRo6b8vb2xutWrXCnDlz1MonTZqE/fv349y5c7K1pY99OqnwYsJERESyCg0NxdatW/HTTz+hRIkSOm3LzMwMly5dQsWKFdXKb9y4AS8vL1k3NtfHPp1UeHEdJiIiktWyZctw8+ZNlClTBuXKldPY+knOXh97e3tER0drJEzR0dGy72X32Wef4fDhw0yYDBQTJiIiklXHjh311tbgwYPxxRdf4Pbt22jQoAGA7DlMc+fOlbScwvtYtmwZPv/8cxw5coT7dBogDskREVGRJYoiQkJCsGDBAjx48AAAUKZMGYwfPx4jR46UdVcF7tNp2JgwERHRB+HFixcAgGLFiumkfu7Tadg4JEdERLLKzMzEokWLsGnTJsTGxiItLU3t9adPn8re5qNHj3D9+nUAQJUqVWBnZyd7G9yn07Dxu05ERLKaPn06Fi5ciG7duuHZs2cI+L/27j0my/KP4/iHJycooHiO7JFEngHDU+QI8zhPmYeHxHTl09RpZv0RqWhm66Asx7TBjNnM3JhzRTlRm8slTpQQotKUQ4WHJHxk4tR5Gocp4fP7o8V+/Kyonxfde27er/+4b3Z/v3+w8dl1fe/7WrFCycnJcjgcWrt2rdFa9fX1WrRokcLDwzV27FiNHTtW4eHhWrx4sRoaGozWWrBggXbu3Gn0mfAfbMkBAIwaNGiQsrKyNH36dIWGhqq0tLTl2jfffKOcnBxjtZYuXapDhw5p8+bNLR+uLCoqUkpKiiZPnqwtW7YYq8U5nR0bgQkAYFRwcLAqKys1YMAAhYeHa//+/YqPj1dVVZUeffRR3bx501it3r17Kzc3V+PHj291/ciRI5o7d66uXLlirBYnNnRszDABAIx6+OGHVVtbqwEDBmjQoEE6ePCg4uPjdezYMQUGBhqt1dDQ8Idf3e7bt6/xLbkjR44YfR78CzNMAACjZs2apfz8fEnSK6+8orfeeksul0vz58/XokWLjNYaOXKk3nnnnVZf9G5sbNS6des0cuRIo7XQsbElBwBoVyUlJSopKZHL5dLMmTONPvuHH37Qk08+qdu3b7ecXVdWVqagoCDl5eUpLi7OaD10XAQmAIBfa2ho0CeffKJTp05JkmJjY+XxeNSlSxeLO4OdEJgAAPdt3759f/t33W53O3YCtA8CEwDgvv3djzkGBASoubnZaO2LFy+qqKhIly9f1t27d1vd43w3mEJgAgD4re3bt2vp0qXq3Lkz57uhXRGYAAB+y+l06qWXXtKaNWs4sgTtir8uAIBxX331lWbOnKmoqChFRUXJ7Xbr6NGjxus0NDTo2WefJSyh3fEXBgAw6uOPP9akSZPUtWtXpaSkKCUlRV26dNHEiRONHosiSYsXL9auXbuMPhP4I2zJAQCMio2N1Ysvvqjly5e3up6Zmalt27apsrLSWK3m5mbNmDFDjY2NGjJkCOe7od1wNAoAwKiqqqo//ECl2+3WG2+8YbRWenq68vLyFB0dLUn3DH0DphCYAABGOZ1O5efnKyoqqtX1Q4cOyel0Gq2VkZGh7OxsLVy40Ohzgf9FYAIAGJWamqqUlBSVlpbqiSeekCQVFxdr+/btev/9943WCgwM1KhRo4w+E/gjzDABAIzbu3evMjIyWuaVYmNjtWrVKiUlJRmtk56ertraWmVlZRl9LvC/CEwAAL81a9YsHT58WL169VJcXNw9Q9979uyxqDPYDVtyAADjbty4odzcXFVVVWnlypXq2bOnTpw4oX79+ql///7G6oSFhSk5OdnY84A/wwoTAMCo8vJyTZo0Sd27d1d1dbVOnz6tyMhIvfnmm/J6vdqxY4fVLQL/GB+uBAAYtWLFCi1cuFBnz55VUFBQy/Vp06apsLDQaK3GxkY1NDS0/Hz+/Hlt2rRJBw8eNFoHIDABAIw6duyYli5des/1/v3769KlS0ZrJSUltaxY3bhxQwkJCcrIyFBSUpK2bNlitBY6NgITAMCowMBA3bp1657rZ86cUZ8+fYzWOnHihMaMGSNJys3N1YMPPqjz589rx44dvDkHowhMAACj3G630tLS1NTUJOm3L257vV6tXr1as2fPNlqroaFBoaGhkqSDBw8qOTlZDodDiYmJOn/+vNFa6NgITAAAozIyMlRXV6e+ffuqsbFR48aNU1RUlEJDQ7V+/XqjtaKiovT555/rwoULysvL05QpUyRJly9fVrdu3YzWQsfGW3IAgHZRVFSk8vJy1dXVKT4+XpMmTTJeIzc3V/PmzVNzc7MmTpzYMuydnp6uwsJCffnll8ZromMiMAEAjLpw4YLxM+P+yqVLl1RbW6thw4bJ4fht4+S7775Tt27dFBMT86/1AXsjMAEAjHrggQc0evRoPf/883rmmWfUo0cPq1sC7hszTAAAo44fP66EhASlpaUpPDxcTz/9tHJzc3X79m2rWwP+b6wwAQDahc/nU0FBgXJycrR7927dvXtXycnJys7Otro14B8jMAEA2t2JEye0ePFilZeXq7m52ep2gH+MLTkAQLuoqanRxo0bNXz4cCUkJCgkJEQffPCBsec3NTVp0aJF+uWXX4w9E/gzrDABAIzaunWrcnJyVFxcrJiYGHk8Hs2bN08RERHGa3Xv3l2lpaUaOHCg8WcD/43ABAAwyul06rnnnpPH49GwYcPatdaCBQs0fPhwLV++vF3rAJ2sbgAAYC9er1cBAQH/Si2Xy6W0tDQVFxfrscceU3BwcKv7KSkp/0ofsD9WmAAA9628vPxv/+7QoUON1f2rrbiAgABVVVUZq4WOjcAEALhvDodDAQEB+rN/Kb/fCwgI4C05+CW25AAA94031WB3rDABAPxaTU2N9u3bJ6/Xqzt37rS6l5mZaVFXsBtWmAAA7eKnn376wxDjdruN1cjPz5fb7VZkZKROnTqlwYMHq7q6Wj6fT/Hx8cbqAKwwAQCMqqqq0qxZs1RRUdFqrun3N+dMzjAlJCToqaee0rp16xQaGqqysjL17dtXHo9HU6dO1csvv2ysFjo2vvQNADDq1Vdf1cCBA3X58mV17dpVP/74owoLCzVixAgVFBQYrVVZWan58+dLkjp16qTGxkaFhIQoLS1NGzZsMFoLHRuBCQBgVElJidLS0tS7d285HA45HA6NHj1a6enpxr+LFBwc3LLlFx4ernPnzrXcu3r1qtFa6NiYYQIAGNXc3KzQ0FBJUu/evXXx4kVFR0crIiJCp0+fNlorMTFRRUVFio2N1bRp05SamqqKigrt2bNHiYmJRmuhYyMwAQCMGjx4sMrKyjRw4EA9/vjj2rhxozp37qyPPvpIkZGRRmtlZmaqrq5OkrRu3TrV1dVp586dcrlcvCEHoxj6BgAYlZeXp/r6eiUnJ+vnn3/WjBkzdObMGfXq1Us7d+7UhAkTrG4R+McITACAdnft2jX16NHjXztjDjCNwAQA8Cv/JHhdu3atnbtBR8EMEwDAr2zatMnqFtABscIEAADQBlaYAAB+y+v1/uX9AQMG/EudwO5YYQIA+C2Hw/GX80wmj2FBx8YKEwDAb508ebLVz01NTTp58qQyMzO1fv16i7qCHbHCBACwnf379+u9994zfnYdOi7OkgMA2E50dLSOHTtmdRuwEbbkAAB+69atW61+9vl8qq2t1dq1a+VyuSzqCnZEYAIA+K2wsLB7hr59Pp+cTqc+++wzi7qCHTHDBADwWwUFBa0Ck8PhUJ8+fRQVFaVOnVgTgDkEJgAAgDYw9A0A8Fvp6enKzs6+53p2drY2bNhgQUewKwITAMBvbd26VTExMfdcj4uL04cffmhBR7ArAhMAwG9dunRJ4eHh91zv06ePamtrLegIdkVgAgD4LafTqeLi4nuuFxcX66GHHrKgI9gVrxAAAPzWkiVLtGzZMjU1NWnChAmSpPz8fL322mtKTU21uDvYCW/JAQD8ls/n0+uvv66srCzduXNHkhQUFKTVq1fr7bfftrg72AmBCQDg9+rq6lRZWakuXbrI5XIpMDDQ6pZgMwQmAIBt3Lp1S4cPH1Z0dLRiY2Otbgc2wtA3AMBvzZ07V5s3b5YkNTY2asSIEZo7d66GDh2q3bt3W9wd7ITABADwW4WFhRozZowkae/evfL5fLpx44aysrL07rvvWtwd7ITABADwWzdv3lTPnj0lSQcOHNDs2bPVtWtXTZ8+XWfPnrW4O9gJgQkA4LecTqdKSkpUX1+vAwcOaMqUKZKk69evKygoyOLuYCd8hwkA4LeWLVsmj8ejkJAQRUREaPz48ZJ+26obMmSItc3BVnhLDgDg177//nt5vV5NnjxZISEhkqT9+/crLCxMo0aNsrg72AWBCQAAoA1syQEA/FpNTY327dsnr9fb8rXv32VmZlrUFeyGwAQA8Fv5+flyu92KjIzUqVOnNHjwYFVXV8vn8yk+Pt7q9mAjvCUHAPBba9as0cqVK1VRUaGgoCDt3r1bFy5c0Lhx4zRnzhyr24ONMMMEAPBboaGhKi0t1aBBg9SjRw8VFRUpLi5OZWVlSkpKUnV1tdUtwiZYYQIA+K3g4OCWuaXw8HCdO3eu5d7Vq1etags2xAwTAMBvJSYmqqioSLGxsZo2bZpSU1NVUVGhPXv2KDEx0er2YCNsyQEA/FZVVZXq6uo0dOhQ1dfXKzU1VV9//bVcLpcyMzMVERFhdYuwCQITAABAG5hhAgD4rRdeeEEFBQVWt4EOgMAEAPBbV65c0dSpU+V0OrVq1SqVlZVZ3RJsii05AIBfu379unbt2qWcnBwdPXpUMTEx8ng8mjdvnh555BGr24NNEJgAALZRU1OjTz/9VNnZ2Tp79qx+/fVXq1uCTbAlBwCwhaamJh0/flzffvutqqur1a9fP6tbgo0QmAAAfu3IkSNasmSJ+vXrp4ULF6pbt2764osvVFNTY3VrsBG25AAAfqt///66du2apk6dKo/Ho5kzZyowMNDqtmBDBCYAgN/atm2b5syZo7CwMKtbgc0RmAAAANrADBMAAEAbCEwAAABtIDABAAC0gcAEAADQBgITAABAGwhMAAAAbSAwAQAAtOE/LuMHChnOFSoAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Get average gene expression \n", + "avg_similar_features = api.average(\n", + " organism='h_sapiens',\n", + " organ='lung',\n", + " features=similar_features.index\n", + ")\n", + "\n", + "# Display the heatmap\n", + "sns.heatmap(\n", + " avg_similar_features, \n", + " # yellow-to-red color map\n", + " cmap='YlOrRd', \n", + " # add label to calour bar\n", + " cbar_kws={'label': 'Expression Level'}\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## **Finding marker genes for specific cell type in organ**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If you're unsure which genes to explore, marker genes can be a helpful starting point. The following example demonstrates how to retrieve marker genes for your organ and cell type of interest, followed by querying the average expression of these genes.\n", + "\n", + "First, use the `markers` method to obtain the top 5 marker genes for neutrophils in the human lung:" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['CXCR2', 'FCGR3B', 'IL1R2', 'G0S2', 'MTND5P32']" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "markers_in_human_lung_neu = api.markers(\n", + " organism='h_sapiens', \n", + " organ='lung', \n", + " cell_type='neutrophil', \n", + " number=5\n", + ")\n", + "\n", + "markers_in_human_lung_neu" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Retrieve and plot" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Next, use the `average` method to retrieve the average gene expression of these genes, then, use Seaborn’s `heatmap` to visualize your data:" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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wYACePn0Kxhjq1asntuyTJ08AANbW1ty+W7duCdV38uRJoTK//PILNDU1oaGhgZUrV6JJkyZo37690DFpaWnQ1NSEsrIyunfvjnXr1qFjx45Cx2zYsIGrR19fH48fP8b27dtL81IQQgghhEikoCQQu8mTxMREODg4iOxXUVFBRkZGiest9yEK7dq1w8aNG7nfNTQ08PLlyxLXZ29vj+joaACAlZUVcnNzhR7fv38/6tWrh9jYWHh5eSE4OBhVqlQROkZLSwvR0dFIT0/HuXPn4OnpCXNzc6HhC66urpg7dy6AbwmPlyxZgk6dOiEqKgpaWlpFtu3r168ia0GrZOdARaVKkccTQgghhHxPQVHyMfLCzMwM0dHRqFOnjtD+0NBQ1K9fv8T1lnuAq6GhAUtLS6F9KioqEAgEiIuLE1vWysoKAPD48WM0b96cK/t9fYXVrl0bVlZWXPDbt29fxMbGCq34oaCgwNXRqFEjPHr0CEuXLhUKcHV0dLhjLC0tERQUBCMjI+zfvx+jR48u8txLly6Fj4+P0L4FswZg4ZxBYp8nIYQQQghHQb56acXx9PTEhAkTkJWVBcYYbt68ib1792Lp0qXYtm1biest9yEKRdHT00Pnzp0RGBhYZPd0amoqAKBTp07Q09PDsmXLSnSe/v37Q0lJCRs2bBB7XH5+vkjP6/cKxo18+fKl2GOKXBt6mov0DSeEEELIT0tBUSB2kyejR4/GsmXLMG/ePGRmZuK3337Dxo0bsXbtWgwePLjE9VbIABcAAgMDkZeXBycnJxw+fBjx8fF49OgRAgICuOXhNDU1sW3bNpw6dQrdu3dHWFgYnj17hnv37mH58uUAIDRg+XsCgQCTJk2Cn58fMjMzAXzrZT1z5gyePXuGR48eYdWqVdi1a5dICrDMzEwkJycjOTkZMTExGD9+PFRVVdGpU6diz6eiogJtbW2hjYYnEEIIIUQalSnABb4N+4yPj0d6ejqSk5Px6tUrDBkyBNevXy9xnRU2wDU3N8edO3fQrl07TJs2DQ0aNEDHjh1x7tw5oTG7ffv2xfXr16Guro7hw4fD2toazs7OOH/+PPbt24cePXqIPc+IESOQk5OD9evXA/iWeuyPP/6Ara0tWrZsicOHD+Ovv/4SGXawdetWGBkZwcjICO3atcOHDx9w+vRpoQlvhBBCCCEypyBhk1Pq6uowNDQEAMTHx+PXX38tcV0C9n2iWPJjfT5c+jq0TEtfByGEEEKk0KTczpzeqq7YxzWvPvlBLSk7MTExaNy4MZcXV1rlPsmMEEIIIYTwJ5DDYQg/GgW4hBBCCCFyRCDHwxB+FApwCSGEEELkiDxOJPve8ePHxT6emJhYqvopwCWEEEIIkSOVYYhCnz59JB4jKMWywxTgEkIIIYTIkcowRCE/P79M66cAlxBCCCFEjlSGIQpljQJcQgghhBA5IlCiAFcSCnAJIYQQQuSJAgW4klCASwghhBAiT6gHVyIKcAkhhBBC5AkFuBJRgFvO8ncElLoOhUmrS1cBK9kyeEIEivLfBkIIIUQeVMIhCtnZ2Xj37p1IdgUTE5MS1UcBLiGEEEKIPKlEPbjx8fFwc3PD9evXhfYzxiAQCJCXV7IOMApwCSGEEELkSSUKcEeOHAklJSWcPHkSRkZGpVrcoTAKcAkhhBBC5EnliW8RHR2NqKgo1KtXT6b1UoBLCCGEECJPlCrBUmb/z8bGBh8+fJB5vZXnFSKEEEII+RkoCcRvcmTZsmXw8vLCxYsXkZKSgk+fPgltJUU9uIQQQgghckRQibonO3ToAABo37690H6aZEYIIYQQ8jORs15acS5cuFAm9VKASwghhBAiTyrRGNw2bdqUSb0U4BJCCCGEyJPKE98CAFJTUxEUFIRHjx4BAGxtbeHm5gYdHZ0S11kpXqKRI0eiT58+Ij8XZcuWLWjbti20tbUhEAiQmpoqcoxAIOA2bW1tNG3aFMeOHRM65siRI+jYsSMMDAygra2NFi1aICwsTIbPihBCCCGkCJVoktnt27dhYWGBNWvW4OPHj/j48SNWr14NCwsL3Llzp8T1VooAVxqZmZno0qUL5syZI/a4HTt2ICkpCbdv30bLli3Rv39/3L9/n3v88uXL6NixI06fPo2oqCi0a9cOPXv2xN27d8v6KRBCCCHkZ1aJAtypU6eiV69eeP78OY4cOYIjR44gMTERPXr0wJQpU0pc7083RKHgxbp48aLY43R1dVGjRg3UqFEDf/75J9auXYsLFy7Azs4OAODv7y90/JIlS3Ds2DGcOHECDg4OZdByQgghhBAACvIVxIpz+/ZtbN26FUpK/wtJlZSU4OXlBUdHxxLX+9P14EorNzcXQUFBAABlZeVij8vPz8fnz5+hp6f3o5pGCCGEkJ9RJerB1dbWxsuXL0X2//vvv9DS0ipxvT9dDy5fQ4YMgaKiIr58+YL8/HyYmppi4MCBxR6/cuVKpKeniz2GEEIIIaTU5CyIFWfQoEFwd3fHypUr8csvvwAArl27hhkzZmDIkCElrpcC3GKsWbMGHTp0wLNnzzB16lQEBAQU2zu7Z88e+Pj44NixYzA0NCy2zq9fv+Lr169C+6rk5kOlEqX7IIQQQkgZq0RDFFauXAmBQIDhw4cjNzcXAFClShWMHz8efn5+Ja6XIqti1KhRA5aWlujUqRN27NiBQYMG4d27dyLH7du3D6NHj8aBAwe41TiKs3TpUujo6AhtfmdEu+UJIYQQQoqlKBC/yRFlZWWsXbsW//33H6KjoxEdHY2PHz9izZo1UFFRKXG9FODy4OTkhCZNmmDx4sVC+/fu3YtRo0Zh79696N69u8R6Zs+ejbS0NKFtVkeTsmo2IYQQQiojBYH4TQ6pq6vDzs4OdnZ2UFdXL3V9lXKIQlpaGqKjo4X26evro3bt2khOTkZycjKePn0KALh//z60tLRgYmIidoLYlClT0LdvX3h5ecHY2Bh79uzBiBEjsHbtWjRr1gzJyckAADU1tWITE6uoqIh8G8mn4QmEEEIIkYZ8xrAcFxcXBAcHQ1tbGy4uLmKPPXLkSInOUSmjq4sXL8LBwUFo8/HxAQBs2rQJDg4OGDNmDACgdevWcHBwwPHjx8XW2aVLF5iZmXG9uFu2bEFubi4mTJgAIyMjbps8eXLZPjlCCCGE/NzkfIiCjo4OBAIB97O4raQEjDEmqwYT6eUHlH4NZoVJq0tXAcsrdRsgUJT/NhBCCCG8NSm3M+dvaif2cYVxF35QSyquStmDSwghhBBSaQkE4jc58uXLF2RmZnK/v3jxAv7+/ggPDy9VvRTgEkIIIYTIk0o0yax3794ICQkBAKSmpsLJyQmrVq1C7969sXHjxhLXSwEuIYQQQog8kfMxuIXduXMHv/76KwDg0KFDqFGjBl68eIGQkBAEBASUuN5KmUWBEEIIIaTSkq8YVqzMzExuSd7w8HC4uLhAQUEBzZs3x4sXL0pcL/XgEkIIIYTIEYGCQOwmTywtLfH333/j33//RVhYGDp16gQAePfuHbS1tUtcLwW4hBBCCCHypBKNwfX29sb06dNhamqKZs2aoUWLFgC+9eY6ODiUuF4aokAIIYQQIk/kLIgVp3///mjVqhWSkpLQsGFDbn/79u3Rt2/fEtdLAS4hhBBCiDypRAEuANSoUQM1atQAAHz69Annz5+HtbU16tWrV+I6aYgCIYQQQog8kdEQhYULF0IgEAhthYPKrKwsTJgwAfr6+tDU1ES/fv3w9u1bmT6VgQMHYv369QC+5cR1dHTEwIEDYW9vj8OHD5e4XgpwCSGEEELkiUDCJgVbW1skJSVx29WrV7nHpk6dihMnTuDgwYO4dOkS3rx5AxcXF1k9CwDA5cuXuTRhR48eBWMMqampCAgIwKJFi0pcLw1RKGd/Tk4udR0LJpWyAlms1lzauyX5uaVvgyIt1UsIqeRKe61UkMHHfkVow89OhrlulZSUuOEBhaWlpSEoKAh79uyBs7MzAGDHjh2oX78+bty4gebNm8vk/GlpadDT0wMAhIaGol+/flBXV0f37t0xY8aMEtdLPbiEEEIIIfJEwhCFr1+/4tOnT0Lb169fi6wqPj4eNWvWhLm5OVxdXfHy5UsAQFRUFHJyctChQwfu2Hr16sHExAQREREyeyq1a9dGREQEMjIyEBoayqUJ+++//6CqqlrieinAJYQQQgiRJwKB2G3p0qXQ0dER2pYuXSpSTbNmzRAcHIzQ0FBs3LgRiYmJ+PXXX/H582ckJydDWVkZurq6QmWqV6+O5OTS330uMGXKFLi6uqJWrVowMjJC27ZtAXwbumBnZ1fieuk+ASGEEEKIPJEwRGH27Nnw9PQU2qeioiJyXNeuXbmf7e3t0axZM9SpUwcHDhyAmpqabNoqwR9//AEnJyf8+++/6NixIxQUvvW9mpub0xhcQgghhJCfhkB8gKuiolJkQCuJrq4u6tati6dPn6Jjx47Izs5GamqqUC/u27dvixyzWxqOjo6wt7dHYmIiLCwsoKSkhO7du5eqThqiQAghhBAiTxQUxG8llJ6ejoSEBBgZGaFJkyaoUqUKzp07xz3++PFjvHz5klttTBYyMzPh7u4OdXV12NracmOAPTw84OfnV+J6KcAlhBBCCJEnioriN56mT5+OS5cu4fnz57h+/Tr69u0LRUVFDBkyBDo6OnB3d4enpycuXLiAqKgojBo1Ci1atJBZBgXg23CKmJgYXLx4UWhSWYcOHbB///4S10tDFAghhBBC5ImEIQp8vXr1CkOGDEFKSgoMDAzQqlUr3LhxAwYGBgCANWvWQEFBAf369cPXr1/RuXNnbNiwQSbnLvD3339j//79aN68OQSFnpetrS0SEhJKXC8FuIQQQggh8kRBNnnf9+3bJ/ZxVVVVBAYGIjAwUCbnK8r79+9haGgosj8jI0Mo4JUWDVEghBBCCJEnMhqiUBE4Ojri1KlT3O8FQe22bdtKNda30gW4ycnJmDx5MiwtLaGqqorq1aujZcuW2LhxIzIzMwHwW1v56NGjaN68OXR0dKClpQVbW1tMmTKFe/zIkSPo2LEjDAwMoK2tjRYtWiAsLOxHPlVCCCGE/Iwk5MGVJ0uWLMGcOXMwfvx45ObmYu3atejUqRN27NiBxYsXl7jeShXgPnv2DA4ODggPD8eSJUtw9+5dREREwMvLCydPnsTZs2cBSF5b+dy5cxg0aBD69euHmzdvIioqCosXL0ZOTg53zOXLl9GxY0ecPn0aUVFRaNeuHXr27Im7d+/+8OdNCCGEkJ+IgqL4TY60atUKMTExyM3NhZ2dHcLDw2FoaIiIiAg0adKkxPUKGGNMhu0sV126dMGDBw8QFxcHDQ0NkccZY/j06RMMDAywZ88e9O/fHwAQFxeH+vXrIyIiAs2bN8eUKVMQExODCxcuSHV+W1tbDBo0CN7e3rzL+AispTpHURawPaWroLTrigOlX1s8r+glBKWiKH3OP0IIkSulvV6X9lpdUdpQIZQ8+Cotdm2k2McFLYN/SDtKKycnB2PHjsX8+fNhZmYm07orTQ9uSkoKwsPDMWHChCKDW+DbuA4+ayvXqFEDDx48QGxsLO/z5+fn4/Pnz9DT0yvdEyGEEEIIEUegIH6TE1WqVMHhw4fLpG75eRUkePr0KRhjsLYW7hGtVq0aNDU1oampiZkzZ/JaW9nDwwNNmzaFnZ0dTE1NMXjwYGzfvh1fvxbfy7hy5Uqkp6dj4MCBxR7z9etXfPr0SWjLRX7JnzQhhBBCfj6KCuI3OdKnTx/8/fffMq+3stwnKNbNmzeRn58PV1dXsQFqYRoaGjh16hQSEhJw4cIF3LhxA9OmTcPatWsREREBdXV1oeP37NkDHx8fHDt2rMhUFwWWLl0KHx8foX1toId2qCb9EyOEEELIz0nOxtmKY2VlBV9fX1y7dg1NmjQRuQs/adKkEtVbaQJcS0tLCAQCPH78WGi/ubk5AEBNTQ3At+EHfNdWtrCwgIWFBUaPHo25c+eibt262L9/P0aNGsUds2/fPowePRoHDx4UGvZQlNmzZ8PT01No3wqd8hvDQwghhBA5JGeZEsQJCgqCrq4uoqKiEBUVJfSYQCCgAFdfXx8dO3bE+vXr4eHhUew43MJrK/fr1w8Av7WVTU1Noa6ujoyMDG7f3r174ebmhn379qF79+4S26iiogIVFeGJUEqVZ5QIIYQQQn4EOct1K05iYmKZ1FtpAlwA2LBhA1q2bAlHR0csXLgQ9vb2UFBQwK1btxAXF4cmTZoIra2sp6cHbW1teHh4CK2tvHDhQmRmZqJbt26oU6cOUlNTERAQgJycHHTs2BHAt2EJI0aMwNq1a9GsWTNu/K6amhp0dHTK7TUghBBCSCWnUDk7xwoSe5VmBbMCleoVsrCwwN27d9GhQwfMnj0bDRs2hKOjI9atW4fp06fjzz//BPBtbeUePXqgX79+aN26NWrUqIEjR45w9bRp0wbPnj3D8OHDUa9ePXTt2hXJyckIDw/nJrFt2bIFubm5mDBhAoyMjLht8uTJ5fLcCSGEEPKTqCRZFAoEBQWhQYMGUFVVhaqqKho0aIBt27aVqs5KlQdXHlEe3P9HeXAJIUSyipCDtiK0oUIoxzy4D6aKfVxgu+YHtaT0vL29sXr1au5uOgBERERg/fr1mDp1Knx9fUtUb2V5lxFCCCGE/BwqURaFjRs3YuvWrRgyZAi3r1evXrC3t4eHhwcFuIQQQgghP4VKlEUhJycHjo6OIvubNGmC3NyS3y2Qv4EahBBCCCE/MwVF8ZscGTZsGDZu3Ciyf8uWLXB1dS1xvdSDSwghhBAiT+QsiJUkKCgI4eHhXDaryMhIvHz5EsOHDxdaP2D16tW866QAlxBCCCFErlSeIQqxsbFo3LgxACAhIQEAUK1aNVSrVg2xsbHccdKmDqMAlxBCCCFEnlSiHtwLFy6USb00BpcQQgghRJ5Uojy479+/L/ax+/fvl7he+XoVCCGEEEJ+egoSNvlhZ2eHU6dOiexfuXIlnJycSlyvfL0KhBBCCCE/OwUF8Zsc8fT0RL9+/TB+/Hh8+fIFr1+/Rvv27bF8+XLs2VPyhaxoDC4hhBBCiDwRVJ4xuF5eXujYsSOGDRsGe3t7fPz4Ec2aNcO9e/dQo0aNEtdLAW45W/BlXXk3oWIsm0jL7BJCiGQV4XpdEdrws6tECz0AgKWlJRo0aIDDhw8DAAYNGlSq4BagIQqEEEIIIfJFoCh+kyPXrl2Dvb094uPjce/ePWzcuBEeHh4YNGgQ/vvvvxLXSwEuIYQQQogcEQgUxG7yxNnZGYMGDcKNGzdQv359jB49Gnfv3sXLly9hZ2dX4nrpPgMhhBBCiDyRsyBWnPDwcLRp00Zon4WFBa5du4bFixeXuF4BY4yVtnGkFLLCS1+Hqn7p6yCEEEKIFJqU36mTAsQ/bjTpx7SjAqs8XwEIIYQQQn4GlWAMbrdu3ZCWlsb97ufnh9TUVO73lJQU2NjYlLh+CnAJIYQQQuSJQCB+kwNhYWH4+vUr9/uSJUvw8eNH7vfc3Fw8fvy4xPXTGFxCCCGEEHkiJ7204nw/QlbWI2YpwCWEEEIIkSeVIMAtaxTgEkIIIYTIEzkZhiCOQCCA4Lvn8f3vpSHVGNyRI0dCIBBg3LhxIo9NmDABAoGAO0bctnDhQjx//hwCgQCGhob4/PmzUF2NGjXCwoULud/btm3LlVVRUYGxsTF69uyJI0eOiLTD1NRU5Hx+fn7c4xcvXhR6rHr16ujXrx+ePXvGHTN27FhYWFhATU0NBgYG6N27N+Li4rjHY2JiMGTIENSuXRtqamqoX78+1q5dK81LSQghhBBSMpVgkhljDCNHjoSLiwtcXFyQlZWFcePGcb+7ubmVqn6pJ5nVrl0b+/btw5cvX7h9WVlZ2LNnD0xMTAAASUlJ3Obv7w9tbW2hfdOnT+fKfv78GStXrpR43jFjxiApKQkJCQk4fPgwbGxsMHjwYPz+++8ix/r6+gqdz8PDQ+SYx48f482bNzh48CAePHiAnj17Ii8vDwDQpEkT7NixA48ePUJYWBgYY+jUqRP3eFRUFAwNDfHXX3/hwYMHmDt3LmbPno3169dL92ISQgghhEhLoCB+kwMjRoyAoaEhdHR0oKOjg6FDh6JmzZrc74aGhhg+fHiJ65d6iELjxo2RkJCAI0eOwNXVFQBw5MgRmJiYwMzMDACE1g/W0dGBQCAQWVP4w4cPAAAPDw+sXr0aEyZMgKGhYbHnVVdX5+qoVasWmjdvjnr16sHNzQ0DBw5Ehw4duGO1tLQkrmFsaGgIXV1dGBkZwdvbG66urnj69Cmsra2FgmZTU1MsWrQIDRs2xPPnz2FhYSHyrcLc3BwRERE4cuQIJk6cKPa8hBBCCCGlIidBrDg7duwo0/pL9Aq5ubkJNWz79u0YNWpUiRowZMgQWFpawtfXV+qyI0aMQNWqVUWGKvj5+UFfXx8ODg5YsWIFcnNzxdajpqYGAMjOzhZ5LCMjAzt27ICZmRlq165dbB1paWnQ09OT+jkQQgghhEilEvTglrUSvQpDhw7F1atX8eLFC7x48QLXrl3D0KFDS9SAgjGyW7ZsQUJCglRlFRQUULduXTx//pzbN2nSJOzbtw8XLlzA2LFjsWTJEnh5eRVbR1JSElauXAljY2NYW1tz+zds2ABNTU1oamrin3/+wZkzZ6CsrFxkHdevX8f+/fuLHC5R2NevX/Hp0yeh7etX0aCaEEIIIaRYlWAMblkrUYBrYGCA7t27Izg4GDt27ED37t1RrVq1Ejeic+fOaNWqFebPny91WcaY0Kw7T09PtG3bFvb29hg3bhxWrVqFdevWCSUTBr4Nc9DQ0EDNmjWRkZGBw4cPCwWwrq6uuHv3Li5duoS6deti4MCByMrKEjl/bGwsevfujQULFqBTp05i27p06VJubEnBtnTFfqmfMyGEEEJ+YpVgoYeyVuI0YW5ubtx408DAwFI3xM/PDy1atMCMGTN4l8nLy0N8fDyaNm1a7DHNmjVDbm4unj9/LtRDe+XKFWhra8PQ0BBaWloi5QoCUCsrKzRv3hxVq1bF0aNHMWTIEO6Yhw8fon379vj9998xb948ie2dPXs2PD09hfapsMt8niohhBBCyDfUSytRiQPcLl26IDs7GwKBAJ07dy51Q5ycnODi4oJZs2bxLrNz5078999/6NevX7HHREdHQ0FBQWQCm5mZGXR1dXmdhzEGxphQL/CDBw/g7OyMESNGYPHixbzqUVFRgYqKivDOrKKHPRBCCCGEFIkCXIlKHOAqKiri0aNH3M+ysHjxYtja2kJJSbRZmZmZSE5ORm5uLl69eoWjR49izZo1GD9+PNq1awcAiIiIQGRkJNq1awctLS1ERERg6tSpGDp0KKpWrcqrDc+ePcP+/fvRqVMnGBgY4NWrV/Dz84Oamhq6desG4NuwBGdnZ3Tu3Bmenp5ITk7mXgcDAwOZvBaEEEIIIUWiYQgSlWqqnba2NrS1tWXVFtStWxdubm5FjnXdunUrjIyMYGFhARcXFzx8+BD79+/Hhg0buGNUVFSwb98+tGnTBra2tli8eDGmTp2KLVu28G6Dqqoqrly5gm7dusHS0hKDBg2ClpYWrl+/zvUCHzp0CO/fv8dff/0FIyMjbhM3VIIQQgghRCZokplEAsYYK+9G/NSywktfh6p+6esghBBCiBSalN+pv/wj/nG1rj+mHRVYiYcoEEIIIYSQckBDFCSiAJcQQgghRJ7QMASJKMAlhBBCCJEnFOBKRAEuIYQQQohcoSEKklCASwghhBAiT6gHVyIKcAkhhBBC5IkCBbiSlCoPLiGEEEII+dEEEjbpBAYGwtTUFKqqqmjWrBlu3rwpy8aWCwpwCSGEEELkiQwXeti/fz88PT2xYMEC3LlzBw0bNkTnzp3x7t27Mmr8j0ELPZQ3WuiBEEIIkUPluNADuy3+cYEj76qaNWuGpk2bYv369QCA/Px81K5dGx4eHpg1a1ZpWlmuqAeXEEIIIUSeCARit69fv+LTp09C29evX0Wqyc7ORlRUFDp06MDtU1BQQIcOHRAREfEjn5HsMVJhZWVlsQULFrCsrKxyq4PaUHHaIIs6qA3UBmpDxWyDLOqgNlScNpS3BQsWMABC24IFC0SOe/36NQPArl+/LrR/xowZzMnJ6Qe1tmxQgFuBpaWlMQAsLS2t3OqgNlScNsiiDmoDtYHaUDHbIIs6qA0Vpw3lLSsri6WlpQltRQXrlTnApTRhhBBCCCGViIqKClRUVCQeV61aNSgqKuLt27dC+9++fYsaNWqUVfN+CBqDSwghhBDyE1JWVkaTJk1w7tw5bl9+fj7OnTuHFi1alGPLSo96cAkhhBBCflKenp4YMWIEHB0d4eTkBH9/f2RkZGDUqFHl3bRSoQC3AlNRUcGCBQt43WYoqzqoDRWnDbKog9pAbaA2VMw2yKIOakPFaYM8GTRoEN6/fw9vb28kJyejUaNGCA0NRfXq1cu7aaVCeXAJIYQQQkilQmNwCSGEEEJIpUIBLiGEEEIIqVQowCWEEEIIIZUKBbiEyJivry8yMzPLuxmEEELIT4sCXEJkzMfHB+np6eXdDEJIBRcSEoKvX7+K7M/OzkZISIjE8s7OzkhNTRXZ/+nTJzg7O/Nux65du9CyZUvUrFkTL168AAD4+/vj2LFjP6Q8IWWBsiiQCmnp0qWoXr063NzchPZv374d79+/x8yZMyXWkZKSAn19fQDAv//+i61bt+LLly/o1asXfv311zJpNwAoKCggOTkZhoaGparn8+fP0NLSEnvMpUuX0KZNm1KdRxJnZ2ccOXIEurq6Qvs/ffqEPn364Pz58yWq9+3bt9i8eTO8vb0lHvvq1Svo6upCU1NTaH9OTg4iIiLQunVr3ud99+4dHj9+DACwtrYW+3cKCAjgXe+kSZN4H1tSoaGh0NTURKtWrQAAgYGB2Lp1K2xsbBAYGIiqVauW2bnv3bvH+1h7e3up6s7Ly8P9+/dRp04d3s+hTZs2cHd3x4ABA6CmpibV+SoKRUVFJCUlibwHU1JSYGhoiLy8PLHli7vWvHv3DsbGxsjJyZHYho0bN8Lb2xtTpkzB4sWLERsbC3NzcwQHB2Pnzp24cOFCmZYnpMyU70rBRFZiYmJ4b3zl5OSwM2fOsE2bNrFPnz4xxr6tW/3582de5Z8+fcrmzp3LBg8ezN6+fcsYY+z06dMsNjZWYtk6deqwa9euiey/ceMGMzU1FVv23r17rE6dOkxBQYFZW1uzu3fvsurVqzNNTU2mra3NFBUV2dGjR3k9hwIPHjxg//zzDzt27JjQVhSBQMDevXsnVf1FadOmTZFrhxe4ePEi09TULPV5JBEIBNzfr7C3b98yJSWlEtcbHR3NFBQUxB7z5s0b1rRpU6agoMAUFRXZsGHDhN5/ycnJEuso8OnTJzZ06FCmpKTEBAIBEwgETElJibm6urLU1NQiy5iamgptGhoaTCAQsKpVq7KqVasygUDANDQ0mJmZGf8nXgoNGjRgp06dYox9e5+rqKiw2bNns+bNm7ORI0fyrufly5fs33//5X6PjIxkkydPZps3by62jEAgYAoKCtxr9/1W8Bifv8fkyZPZtm3bGGOM5ebmspYtW3Kv5YULF3g9h8mTJzMDAwOmra3NRo8ezSIiIniVy87OZjNmzGAWFhasadOmLCgoSOhxad5TpVXctSI6OppVrVq12HIF13KBQMAuXLggdH2/c+cOW7JkCatTpw6vNtSvX5+7HmpqarKEhATGGGP3799n+vr6ZV7+e1+/fmVxcXEsJydH4rHfX4/FbXxdvnyZubq6subNm7NXr14xxhgLCQlhV65ckfq5kPJFCz1UAJ6enryPXb16dZH7GzVqBIFAAFZMh3zBYwKBQGKvAAC8ePECXbp0wcuXL/H161d07NgRWlpaWLZsGb5+/YpNmzaJLX/p0iV07doVLVu2xOXLl7F48WIYGhoiJiYGQUFBOHTokNjyycnJMDIyEtlvYGCApKQksWW9vLxgZ2eH3bt3Y9euXejRowe6d++OrVu3AgA8PDzg5+eHPn36iH8RADx79gx9+/bF/fv3hV5fgUAAAMW+lnXr1uWOKc7Hjx/FPp6SkoKBAwfi6NGjUFAQHk10+fJldO/evdiVZqpWrSrx/JLaUbjH7uHDh0hOTuZ+z8vLQ2hoKIyNjYutV1KPX0EvqjizZs2CgoICIiMjkZqailmzZqFdu3YIDw/nevqKe89/b/To0bh79y5OnjzJLUEZERGByZMnY+zYsdi3b59ImcTERO7nPXv2YMOGDQgKCoK1tTX3HMaMGYOxY8cWe14HBwfef4s7d+6IfTwxMRE2NjYAgMOHD6NHjx5YsmQJ7ty5g27duvE6BwD89ttv+P333zFs2DAkJyejY8eOsLW1xe7du5GcnFxkr3rh16K0Dh06hKFDhwIATpw4gcTERMTFxWHXrl2YO3curl27JrEOf39/rFy5EsePH8fOnTvRunVrWFpaws3NDcOGDSs2Sf3ixYsREhKC6dOnIzU1FZ6enoiMjMTmzZu5Y/i+p/r16wcnJyeRO0rLly/HrVu3cPDgwSLLFbwnBAIB2rdvDyWl/30U5+XlITExEV26dCn2vAXXe4FAUORQBDU1Naxbt47Xc0hMTISDg4PIfhUVFWRkZJR5+QKZmZnw8PDAzp07AQBPnjyBubk5PDw8YGxsjFmzZomU4XMNB8D7c+/w4cMYNmwYXF1dcffuXW74SFpaGpYsWYLTp0/zfj6k/FGAWwHcvXuX13HiPiRl+eEDAJMnT4ajoyNiYmK42/wA0LdvX4wZM0Zi+VmzZmHRokXw9PQUus3u7OyM9evXSyxfu3ZtXLt2DWZmZkL7r127hpo1a4ote+vWLZw/fx729vZo2LAhtmzZgj/++IMLEj08PNC8eXOJbQC+vQ5mZmY4d+4czMzMcPPmTaSkpGDatGlYuXJlseV8fHygo6PD6xzFCQsLw6+//oqRI0cKjce7cuUKevTogREjRhT7Iebv78/9nJKSgkWLFqFz585CgV1YWBjmz59f7PlL+yEq7ktX4S9c4pw9exZHjx6Fo6MjgG9//wEDBsDZ2ZlbO51v8Hjy5EmEhYVxt/cBoHPnzti6davYYKLA/PnzcejQIS64Bb4NcVizZg369+8PV1fXIsvx/RDmQ1lZmZvAePbsWQwfPhwAoKenh0+fPvGuJzY2Fk5OTgCAAwcOoEGDBrh27RrCw8Mxbty4IgPcOnXqyOAZfPPhwwfUqFEDAHD69GkMGDAAdevWhZubG9auXcu7HiUlJbi4uMDFxQXv3r3Dli1bMH/+fMyZMwfdunXDpEmTRN67u3fvxrZt29CjRw8AwMiRI9G1a1eMGjUK27dvB8D/PXX58mUsXLhQZH/Xrl2xatWqYssVvCeio6PRuXNnoaE3ysrKMDU1Rb9+/Yotn5iYCMYYzM3NcfPmTRgYGAiVNzQ0hKKiIq/nYGZmhujoaJG/b2hoKOrXr1/m5QvMnj0bMTExuHjxotD/Y4cOHbBw4cIiA9z8/Hze9fOxaNEibNq0CcOHDxf6wtuyZUssWrRIpuciP0D5dR6TikxPT4/FxcUxxoRvOyUmJjI1NTWJ5TU0NNizZ8+KLK+ioiKx/LJly5i+vj7bvn07e/78OXv+/DkLCgpi+vr6bMmSJWLLfn9LvfD5GZPuFqS+vj43rENbW5t7Tc6dO8caNWrE6/yl8fTpU2ZkZMQmTZrEGGPsypUrTFNTk40dO5Z3HS4uLmzdunUi+9etW8d69+5dbLnnz5+zxMREJhAI2K1bt7i/w/Pnz9mbN29Ybm6u2PPq6+uzoKAgoXKFt1OnTkn8O2hoaLAnT54I7cvJyWF9+vRh9vb27N69e7z/lrVr12b37t0T2R8TE8OMjY0llldTU2M3b94U2R8ZGcnrf0IWevbsyTp37sx8fX1ZlSpVuFuoYWFhzMrKinc9GhoaLDExkavTz8+PMcbYixcvmKqqKu96pBm6U5iJiQkLCwtjubm5rHbt2uzkyZOMMcZiY2OZrq4u7/MXiIyMZOPGjWO6urrMxMSEeXt7M3d3d6ampsamTZsmdKyamhr33Au8evWK1a1bl7m6urLXr1/zfk+pqqpy14TCHj16xOt1DA4OFjsM6UfYunUrMzY2Zvv27WMaGhps7969bNGiRdzPZV2+gImJCTfMpPA1Oz4+nmlpaZXsyUmp8HujcBsSEhJ4fW6RioUC3Eri2LFjLDs7m/u5tGORdHV12YMHDxhjwv/oV65cYYaGhhLLGxsbc2NoC5c/cuQIMzc3l1g+Pz+feXl5MVVVVaagoMAUFBSYuro68/HxkVj2+3FtmpqaXLDNmHQBrq6uLlfW3NycnT9/njH2LfAsLqhRUFCQWYDL2LcArGrVqmzEiBFMW1ubjRkzRqryGhoaLD4+XmR/fHw809DQkFUzRXTq1In9+eefxT4eHR3NBAKB2Drs7OzYoUOHRPYXBLkmJia8/5abN29mHTp0YElJSdy+pKQk1qlTJ7Zp0yaJ5Xv06MEcHBxYVFQUt+/27duscePGrGfPnrzaUFovXrxg3bt3Z/b29twYVsYYmzJlCvPw8OBdj5OTE5s5cya7fPkyU1VVZdHR0YwxxiIiIngF+wkJCcze3l5kXG7B/6okCxYsYDo6OqxevXrMxMSEC/KCgoJY8+bNeT2Ht2/fspUrVzJbW1umrKzM+vXrx/755x+Wn5/PHXPlyhWR97iZmRk7e/asSH2vX79mdevWZR07duT9nmratGmR16QFCxawxo0bSyxfkrHQhQUHB3NfDhhjbMaMGUxHR4e1aNGCPX/+nFcdjDH2119/MUtLS+7vaGxsLPT+KuvyjH0LLgs+Jwp/ZkRHRzNtbW1edaSnp7NTp06xjRs3srVr1wptfJiZmbEzZ86ItGHnzp2sfv36Uj0fUv4owK0A+vbty9LS0rifxW3FKdxrWNwkEL4TQBhjbODAgVwgVRAgfv78mTk7O/OazDJt2jTWqlUrlpSUxLS0tFh8fDy7evUqMzc3ZwsXLuTVBsYY+/z5M7t58ya7f/8+754OgUDAunXrxr1mSkpKrFOnTtzv3bp14/06tGrViptAMWTIENalSxd29epVNnz4cGZra1vs+WUR4KalpXHb6dOnmYqKChs0aBBLTU0VekwSExMTtnLlSpH9K1euZCYmJrzaEhISwn755RdmZGTEfXCuXr2a/f3338WWOXLkCNu1a1exj3/8+JEFBweLPa+Xlxfr1KlTkY/l5OSwXr16if1bNmrUiDk4OHCbpqYmq1KlCrOwsGAWFhasSpUqTFNTkzk4OIhtB2OMvXv3jnXt2pUJBAKmrKzMlJWVmYKCAuvatSvvv3dubi5bsWIFa9q0KatevTo3Wa1g+1EuXLjAdHV1mYKCAhs1ahS3f/bs2WKvMwV69OjBevfuzd6/f880NTXZw4cP2ZUrV5iTkxO7fPkyrzYcPHiQrV69WijACw4OFvueKqxKlSqsXr16bPny5cVO6kxLS2Nt27YV2ufu7s7c3NyKPP7Vq1fM0tKS9/Xh+PHjTElJiQ0fPpwFBwez4OBgNmzYMKakpMRrImurVq1YSEgIY4xx18oWLVqwatWq8foyX7duXXbu3DnGGGPXr19nampqbPPmzaxnz568/o7fy8jIKNW1qzTlf/31VxYQEMAYE+6UmDhxIuvcubPE8nfu3GE1atTgJhIbGBhIPQl0yZIlzMbGht24cYNpaWmxK1eusL/++osZGBhwbSPyg9KEVQCjRo1CQEAAtLS0ip00VGDHjh0/pE2vXr1C586dwRhDfHw8HB0dER8fj2rVquHy5csSU2BlZ2djwoQJCA4ORl5eHpSUlJCXl4fffvsNwcHBvMeHlYSk17AAn9cyLCwMGRkZcHFxwdOnT9GjRw88efIE+vr62L9/v1S5JqWloKAgNBaQfTfBjfGcNBgcHIzRo0eja9euaNasGQAgMjISoaGh2Lp1K0aOHCm2fHmmAcrLy0NGRga0tbWLfDw3NxevX78udnyoj48P73MtWLCA13FPnjxBXFwcAKBevXqoW7cu73N4e3tj27ZtmDZtGubNm4e5c+fi+fPn+Pvvv+Ht7S0x1djLly/FPm5iYsK7LXl5efj06ZNQWq7nz59DXV1d4v93tWrVuHHuOjo6uHnzJqytrXH+/HlMmzaN97yCkmKM4erVq3B0dJQ6RdiLFy8QFxeHzp07F/n4mzdvcObMGYwYMYJXfadOncKSJUsQHR0NNTU12NvbY8GCBbzS91WtWhU3btyAtbU1AgICsH//fqGx0M+ePRNbXl1dHXFxcTAxMcHMmTORlJSEkJAQPHjwAG3btsX79+95PYeK4OrVq+jatSuGDh2K4OBgjB07Fg8fPsT169dx6dIlNGnSRGz5tm3bom7duti0aRN0dHQQExODKlWqYOjQoZg8eTJcXFwktoExhiVLlmDp0qXcWHcVFRVMnz4df/75p0yeJ/lxKMAlxcrNzcX+/fsRExOD9PR0NG7cGK6urlJ9oLx8+RKxsbFIT0+Hg4MDrKysij3WxcUFwcHB0NbWlngxOnLkCO82yNrHjx+lylJQUhcvXuR1Dj4fpJGRkQgICMCjR48AAPXr18ekSZO4gFccGxsbLFmyBH369IGWlhZiYmJgbm6O2NhYtG3bFh8+fCiynLm5OW7duiU0SVFasqhD1rKzs5GYmAgLCwuh2e98WFhYICAgAN27d4eWlhaio6O5fTdu3MCePXvElv/+S8/3+MwUl4WqVavizp07MDMzg4WFBbZt24Z27dohISEBdnZ2Elfy8/X1Ffu4pNzI+fn5UFVVxYMHD8ReU8T5+vUrcnNzoaGhUaLysqCpqYnY2FiYmpqiV69eaNmyJWbOnImXL1/C2toaX758EVve0NAQYWFhcHBwgIODAzw9PTFs2DAkJCSgYcOGxS44U9rMHrLMDFJYQkIC/Pz8hD5zZs6cCTs7O4lldXV1ERkZCWtra+jq6iIiIgL169dHZGQkRowYwX0p5SM7OxtPnz5Feno6bGxsRPJvE/lAWRQqqXPnzuHcuXN49+6dyEzTgpnC4ly+fBm//PILXF1dhWaH5+bm4vLly7wT65uYmPDuVdLR0eEumtra2mUeQJaUnp7eDzlP27ZtZVZXs2bNsHv37hKVLWkaoOfPn5c64JJFHbJSkjRG30tOTuY+rDU1NZGWlgYA6NGjh9iMFgW+7xnNycnB3bt3sXr1aixevJj3czEzMxP7/yWp57BBgwaIiYmBmZkZmjVrhuXLl0NZWRlbtmyBubm5xPMfPXpU6PecnBwkJiZCSUkJFhYWEgNcBQUFWFlZISUlReoA9/379xg+fDjOnj2L/Px8NG3aFH/99RcsLS2lqkcWbG1tsWnTJnTv3h1nzpzhegnfvHnD60tdx44dMXr0aDg4OODJkydcqrgHDx7A1NS02HKlzewhy8wghVlYWHDpHKVVpUoVLlOOoaEhXr58ifr160NHRwf//vsvrzoKsnhoaWlx6fgAICMjAx4eHrw+O0nFQQFuBfP27VtMnz6dC06/72Dn82Hv4+MDX19fODo6wsjIqESBYrt27YpcYSctLQ3t2rWT2I7icvsKBAKoqqrC0tISvXv3FgoWCw8ZCA4OlrrNZSErKwvr1q3DhQsXivyyIE3vhLQk9dYB317P3Nxckf2fPn3ibutLSh9V3O3/ArJKA1TeStv7WZI0Rt+rVasWkpKSYGJiAgsLC4SHh6Nx48a4desWVFRUJJZv2LChyD5HR0fUrFkTK1as4HUbFgCmTJki9HtBoBwaGooZM2ZILD9v3jzuy42vry969OiBX3/9lRu6I0lRQxg+ffqEkSNHom/fvryeg5+fH2bMmIGNGzeiQYMGvMoAwMyZMxEdHQ1fX1+oqqpi8+bNGDNmDO+hNnp6enjy5AmqVasm8U6OpFzXy5YtQ9++fbFixQqMGDGC+/seP36cS+MmTmBgIObNm4d///0Xhw8f5oLiqKgoDBkypNhyfIfjlFX5opR2VTcHBwfcunULVlZWaNOmDby9vfHhwwfs2rWL9/tj586d8PPzE1lB8suXLwgJCaEAV85QgFvBjBw5Ei9fvsT8+fNLHJxu2rQJwcHBGDZsWInbwYrJUZqSksLrlt7du3dx584d5OXlcXlDnzx5AkVFRdSrVw8bNmzAtGnTcPXqVaFvygXKanlYabm7uyM8PBz9+/eHk5PTD+1V/r6Xq7CIiAgEBAQUmweyatWq3IeFrq5uke3mO4bX09MTEyZMQFZWFhhjuHnzJvbu3YulS5di27ZtYsuGhYVJzAfcq1evMq8DKLrX8O7du9i5cyevsbp///039u/fj+bNmwu9nra2tkhISJBYHviWR/rcuXNo1qwZPDw8MHToUAQFBeHly5eYOnUqrzqKYm1tjVu3bvE+fvLkyUXuDwwMxO3btyWWLzx+1dLSEnFxcaUeuqOtrQ0fHx/07NmT17Vr+PDhyMzMRMOGDaGsrCwydKq44PLMmTMIDg7mnkOPHj1Qv359fP36ldeXjDVr1nAB0Jo1a0p1TSgY4vP9WOjff/8d6urqEsvr6uoWmVdcmrHnt27dQn5+vshwpcjISCgqKnI5qMuqfIHiRkt+/foVysrKEssvWbIEnz9/BvBtMY/hw4dj/PjxsLKykhiYfvr0CezbpHt8/vwZqqqq3GN5eXk4ffp0qZdeJz8ejcGtYLS0tHDlyhU0atSoxHXo6+vj5s2bsLCwkLpsQQ/QsWPH0KVLF6ELfl5eHu7duwdra2uEhoaKrcff3x9XrlzBjh07uB7CtLQ0jB49Gq1atcKYMWPw22+/4cuXLwgLCxMpL4s11mVBR0cHp0+fRsuWLX/I+SR5/PgxZs2ahRMnTsDV1RW+vr5FTrC6dOkSWrZsCSUlJVy6dElsnXzG8O7evRsLFy7kArmaNWvCx8cH7u7uxZb5fvW1okgKsGVRhyR79uzB/v37cezYMbHHqaurcxPsCo9FjomJQevWrbnhBtKIiIhAREQErKys0LNnT4nHf98bzxhDUlISFi5ciLi4OERHR0vdhsKePXuGRo0aSbVohCxdvXoVPXv2xH///Sfx2IKhIsUpbpKYoqIiXr9+zS00AQAaGhoSb+tXZJmZmXj58iWys7OF9tvb20ss6+TkBC8vL/Tv319o/5EjR7Bs2TJERkaWafmAgAAAwNSpU/Hnn38KjXfNy8vD5cuX8fz58zKduCjp7o5AIICPjw/mzp1bZm0gskc9uBVM7dq1eS8TWZzRo0djz549vMb0fa+gp4wxBi0tLaFeEWVlZTRv3pzXSmYrVqzAmTNnhG5/6+joYOHChejUqRMmT54Mb29vdOrUSahcaZeHlTVjY2OR21Xl4c2bN1iwYAF27tyJzp07Izo6Wuxtt8JBK58AVpKCsdiZmZlIT0/n3ZtR1JcUacmiDnGaN2+O33//XeJxjo6OOHXqFDw8PAD8L5vFtm3buBXipNWiRQupyhbVG88YQ+3atYtcalhahw4dKnaMuSwngRYENQUKAvVdu3aha9euvNrKN8tBUb7P4qKoqFii625pb6sD317zAwcOFBmgShoC9f79e4wcObLYDgc+53/48CEaN24sst/BwQEPHz4s8/Jr1qwB8O09sGnTJqG/TcGqbpKWhi+tCxcugDEGZ2dnHD58WOh/QFlZGXXq1JG4giapeCjArWD8/f0xa9YsbN68WarehMJjXvPz87FlyxacPXsW9vb2qFKlitCxq1evLraegnGwpqammD59eolnGKelpeHdu3ciww/ev3/P9Q7p6uqKXNBluca6LKxatQozZ87Epk2bZLpUKV8Fa6CvW7cOjRo1wrlz5/Drr79KXU9qaiqCgoK4LAq2trZwc3OTejlhdXV1XrdOAX7LncbGxooN1GVRhzhfvnxBQEAAry9NS5YsQdeuXfHw4UPk5uZi7dq1QmmM+Ni5cyeqVauG7t27AwC8vLywZcsW2NjYYO/evRLfY9+PE1VQUICBgQEsLS2lyujw/Sx4xhiSk5Px/v17bNiwocgyhSeBlnYZ6oKgpkDB8xgxYgRmz54tdX1ZWVki15LixpYzxlC3bl2h51+Q5aXwHQNJ42cL6ioK39vqAQEBmDt3LkaOHIljx45h1KhRSEhIwK1btzBhwgSJ5adMmYK0tDRERkaibdu2OHr0KN6+fYtFixaJXSq4MBUVFbx9+1ZkcmBSUhKv91RpyxcsM9+uXTscOXJEaKiGJI0bN8a5c+dQtWpViZkdxH1ZKOgESEhIgKmpaYWd4EykQwFuBfD9uLWMjAxYWFhAXV1dJDgt7qL7/e2bgiEOsbGxQvv5/uPm5+fjw4cPJQ5we/fuDTc3N6xatQpNmzYF8G2s1vTp07kZuDdv3hTJISrLNdZlwdHREVlZWTA3N5fq7yELy5cvx7Jly1CjRg3s3bsXvXv3LlE9t2/fRufOnaGmpsZNXCmYdV8wyel7skgDVNyH/+fPn7F3715s27YNUVFRYnuZZFFHge//zwrG26mrq+Ovv/6SWL5Vq1aIjo6Gn58f7OzsuNcuIiKCVxoj4FuQvHHjRgDfhiesX78e/v7+OHnyJKZOnSqx51MWvfGA6Cz4ggCzbdu2qFevXpFlCr78Msbg4+MDAwMDqXPQFigIakojIyMDM2fOxIEDB5CSkiLyeHHvCVnkEi/ogRYIBNi2bVuRt9WLex0L27BhA7Zs2YIhQ4YgODgYXl5eMDc3h7e3N69ry/nz53Hs2DE4OjpCQUEBderUQceOHaGtrY2lS5dyX6TE6dSpE2bPno1jx45xX1xSU1MxZ84cdOzYsczLF/D29pYquAW+fc4UDKOTRWYHZ2dnjBo1CiNHjpQqpzSpmGgMbgUgaSxZYaW5LScNBwcH3L9/H23atIG7uzv69evHawJGgfT0dEydOhUhISHcLH8lJSWMGDECa9asgYaGBjdesDTjjctahw4d8PLlS7i7u6N69eoiQV9Z/j0UFBSgpqaGDh06iA3qJQVFv/76KywtLbF161auRyU3NxejR4/Gs2fPcPnyZZEyslggofACJsC31HNBQUE4fPgwatasCRcXF/Tr14/7AlRWdRQIDg4W+vsVBHXNmjWT+oO1pGSRmD8hIQH+/v5cb7yNjQ0mT55cojH3JSGLHLSFvXr1CsC3DBPSmDBhAi5cuIA///wTw4YNQ2BgIF6/fo3NmzfDz89PKL2htPLy8sT+z5mZmQH4tmhErVq1iryt7uvrKzHPtLq6Oh49eoQ6derA0NAQZ86cQcOGDREfH4/mzZsXGbgXpq2tjXv37sHU1BR16tTBnj170LJlSyQmJsLW1lZiPmIAeP36NVq3bo2UlBQuHWB0dDSqV6+OM2fOoHbt2mVavoCKigpq1aqFUaNGYcSIEbzLyZK/vz+Cg4MRGxuLdu3awd3dHX379pXqs49UHBTgVnIF+f9KcrG4e/cuduzYgb179yI3NxeDBw+Gm5sbr2CiQHp6OpdT09zcXGzC7OPHj6Nr166oUqUKjh8/LrZePrPmZUFdXR0RERFFpmcqayNHjuTViyqpR0pNTQ13794V6VF6+PAhHB0deX0IllRycjKCg4MRFBSET58+YeDAgdi0aRNiYmKKzJ5RVnXIgizGW5Y0MX+BsLAw9OrVC40aNeImPl67dg0xMTE4ceKEVD1meXl5+Pvvv4WGrfTq1YvXHRJbW1sEBQWhefPmvM9XWH5+PncbveA5a2lpYdq0aZg7dy6vyYUmJiYICQlB27Ztoa2tjTt37sDS0hK7du3C3r17cfr0aanb9eTJEwQFBSEkJARJSUkSjy/JbfXCzM3NcfjwYTg4OMDR0RFjxozB2LFjER4ejsGDB0vsxW3atCkWLVqEzp07o1evXtDV1cXSpUsREBCAQ4cO8c7ukZGRgd27dyMmJoZbjW3IkCEid6zKqjwALqXXzp078eDBAzg7O8Pd3R19+vThNdxDlu7cuYPg4GDs3buXW4HTzc2tyLtdpAIry3WAScnk5uaygwcPMl9fX+br68sOHTrEcnJyeJfPyclh8+bNY9ra2kxBQYEpKCgwbW1tNnfuXJadnS11e7Kzs9nhw4dZjx49WJUqVZidnR3z9/dnqampUtcljkAg4NYxFwgExW5814mXBQcHBxYREfHDzlcWDA0NWVhYmMj+0NBQZmhoyLueW7dusZCQEBYSEsJu374t8fgePXowbW1tNmTIEHby5EmWm5vLGGNMSUmJPXjwgNc5S1tHTEwM702Swu/Pwl6/fs1UVVV5PZ/ffvuNNW7cmLm7uzN1dXX24cMHxhhjx44dY7a2thLLN2rUiM2cOVNk/8yZM5mDgwOvNjDGWHx8PLOysmLq6urMwcGBOTg4MHV1dWZtbc2ePn0qsfzx48dZq1at2P3793mfs7BZs2YxAwMDtmHDBu71DwwMZAYGBmzOnDm86tDQ0GAvXrxgjDFmbGzMIiMjGWOMPXv2jGloaPBuS0ZGBtu+fTtr1aoVU1RUZM2aNWPLly+X/kmVgLu7O1u4cCFjjLH169czNTU11qFDB6arq8vc3Nwklt+1axfbsWMHY4yx27dvs2rVqjEFBQWmqqrK9u3bV5ZNL1NRUVFs4sSJTF9fn+nr6zMPDw8WHR0tcpyuri6rWrUqr60ksrOzmb+/P1NRUWEKCgqsYcOGLCgoiOXn55f2KZIfgHpwK5gHDx6gV69eSE5OFsofa2BggBMnTvCaTDN+/HgcOXIEvr6+3AztiIgILFy4EH369OHGAPKVnZ2No0ePYvv27Th//jx++eUXvHnzBm/fvsXWrVsxaNCgIsvdvn272NnB5bnUrjTCw8Ph4+ODxYsXw87OTqRHQtIiCRXBpEmTcPToUaxcuRK//PILgG+9fjNmzEC/fv3g7+8vtvyrV68wZMgQXLt2jctLnJqail9++QX79u0r9taykpISJk2axOWiLFClShXeva+lraMg/Y+ky5y4VGOyTGOUmprKJeYfP348t2DEggULoKysLDENkaqqKu7fvy8yNODJkyewt7dHVlaWxDYAQLdu3cAYw+7du7kZ4ykpKRg6dCgUFBRw6tQpseWrVq2KzMxM5ObmSpWDtkDNmjWxadMmkTsxx44dwx9//IHXr19LfA729vZYt24d2rRpgw4dOqBRo0ZYuXIlAgICsHz5cm7oQ3Fu3LiBbdu24eDBgzAxMcGjR49w4cIFqSdxvnr1CsePHy/yOiduQi/wrSc7Pz+fGzq0b98+XL9+HVZWVhg7dqzUPZeZmZncEJhq1arxKlPaiY+lLV+cN2/eYMuWLfDz84OSkhKysrLQokULbNq0Cba2tty5+ZJmOFlOTg6OHj2KHTt24MyZM2jevDnc3d3x6tUrBAYGwtnZWeKy2qQCKN/4mnyvefPmrGfPnuzjx4/cvo8fP7JevXqxFi1a8KpDW1ubnT59WmT/qVOnmLa2Nu+23L59m02YMIHp6ekxIyMjNnPmTBYfH889HhAQUGwP4N69e1mVKlVYjx49mLKyMuvRowerW7cu09HRYSNHjhR73uzsbObs7MyePHnCu61lpXCvceHtR/ckl8bXr1/ZpEmTmLKyMtd+FRUVNmXKFJaVlSWxfOfOnVmzZs1YXFwcty8uLo61aNGCde7cudhyERERbPTo0UxLS4s5OTmxdevWsffv30vVg1vaOp4/f857K46pqSkzNTVlAoGA1a5dm/vd1NSU1a1bl3Xq1InduHGD1/MprVq1arEDBw6I7N+/fz+rXbs273rU1dXZvXv3RPZHR0fz6v0MDg4Wu0mioqLCHj9+LLI/Li6Od2/46tWr2dq1axljjJ05c4apqqpyPW3+/v7Fllu5ciWzsbFhxsbGbPr06VzPoDTvywJnz55l6urqrEGDBkxJSYk1atSI6erqMh0dHdauXTup6iovdevWZefOnWOMMXb9+nWmpqbGNm/ezHr27Mn69u1b5uULy87OZgcPHmRdu3ZlSkpKrHnz5mzr1q0sPT2dJSYmMldXV1a/fn3pnyRPhXuODQwM2LRp09ijR4+Ejrl//z7v9ygpX9SDW8Goqanh9u3b3DfUArGxsWjatCm+fPkisQ5DQ0NcunRJZBnVR48eoXXr1rwmstjZ2SEuLg6dOnXCmDFj0LNnT5GxeR8+fIChoWGRq2nZ29tj7NixmDBhApcU38zMDGPHjoWRkZHESUwGBgZcT0Z5ksUiCRVFZmYmNyavIEsHH2pqarh+/To3gaRAVFQUfv31V4ljeDMyMrB//35s374dN2/eRF5eHlavXg03NzfeOYZlUcfSpUtRvXp1uLm5Ce3fvn073r9/j5kzZ4otX9rxloWVNDG/r68v1qxZg1mzZgn1xi9btgyenp68c1/r6enh5MmTXB0Frl27hp49e5ZpdhAAaNasGZo1ayaSD9fDwwO3bt3CjRs3pK7zxYsXiIqKgqWlpdjXUUlJCTNnzoSvr6/QNU2aOwsFnJyc0LVrV/j4+HDXOUNDQ7i6uqJLly4YP368SJnCub4lKep5FLcMelEk9SADpZ/4KIuJk8C3v/3evXvBGMOwYcMwevRokTuWycnJqFmzZrErOCYkJGDHjh1ISEjA2rVrYWhoiH/++QcmJiYin6lFUVRURMeOHbmxv0WNIc7IyMDEiRNlko2DlLFyDrDJd+zt7blvw4WdO3eONWjQgFcdPj4+bMiQIUK9c1lZWczV1ZUb7yWJr68ve/XqFb9GF0FdXZ0lJiYyxhjT09PjeosePnzIatSoIbH8lClTihxrSKQ3atQo9unTJ5H96enpbNSoURLLW1lZceMbC4uMjGQWFhZStSUuLo7NmDGD1ahRg6mqqrKePXtKVb40ddSpU4ddu3ZNZP+NGzeYqamp1O0oiXfv3rFu3bqJ3BEo2CTJz89nq1evZsbGxtzdBWNjY+bv7y/VuMBhw4YxW1tbduPGDZafn8/y8/NZREQEa9CgARsxYgSvOp4+fcrmzp3LBg8ezI1NPn36NIuNjZVY9uLFi0xDQ4PVr1+fubm5MTc3N1a/fn2mqanJLl++zPt5lMSSJUuYlZUVq127NvPy8uLGEZekB1dTU5Mbs6yrq8s99+joaFanTp0iyxTc/RE3z0DcHaK2bdvy2vj2IBsYGLA7d+4wxr6N8Q4JCWGMffv78unNL235As7OzmzPnj1i7yrl5OSwixcvFvnYxYsXuTHMysrKLCEhgTHG2NKlS1m/fv14tUHcnRwif6gHt4I5ffo0vLy8sHDhQm6G8o0bN+Dr6ws/Pz+0atWKO7a48Z8F692rqKhws/9jYmKQnZ2N9u3bCx1bVmNha9WqhX/++Qd2dnawt7fH7NmzMWTIEERERKBLly4SlzX18PBASEgIrKys0KRJE5F8vHx6JmQhNDQUmpqa3OseGBiIrVu3wsbGBoGBgT8svVRpFDf7/8OHD6hRowaXxq04x44dw5IlSxAYGMitK3/79m14eHhg5syZJco/mZeXhxMnTmD79u0SM2bIqg5VVVU8evSIS/FU4NmzZ7CxseE1frU04y2BbyvCvXjxAv7+/kUm5heXtzQ3Nxd79uxB586dUb16dXz+/BkASrTSXmpqKkaMGIETJ05wvVS5ubno1asXgoODJS7kcOnSJXTt2hUtW7bE5cuX8ejRI5ibm8PPzw+3b9/GoUOHJLbhzZs3CAwMRFxcHACgfv36+OOPP8SuGPV9j684kyZNkvgctm/fjkOHDsHS0hIPHjzglrjmq0aNGrhw4QLq168PGxsb+Pn5oVevXoiJiUHLli2LzIrx4sUL3vX/iMVlXF1dERcXBwcHB+zduxcvX76Evr4+jh8/jjlz5ojkUpd1eVlp0aIFBgwYAE9PT6GltG/evAkXFxeJY7KBb7na8/PzRdK7RUZGQlFRkbv+EflAAW4FUzg9TkGKqII/UeHfxU2KGTVqFO/zFXebpV+/fnBychK5bbt8+XLcunULBw8eFFvvb7/9BkdHR3h6euLPP//EunXr0Lt3b5w5cwaNGzeWGFi3a9eu2McEAgHOnz8vtrys2NnZYdmyZejWrRvu378PR0dHTJs2DRcuXEC9evUq9G2qT58+gTGGqlWrIj4+XmjRjILgcNasWXjz5o1I2aIWH8nNzRXKo6ukpAQNDY0yv50tK1ZWVliwYAGGDh0qtH/Xrl1YsGABl86uOOfOnUOvXr1gbm6OuLg4NGjQAM+fPwdjDI0bN+b1njQyMsKxY8fg5OQEbW1t3L59G3Xr1sXx48exfPlyXL16VWz5wnlTZeHp06dcmrD69evD0tKSVzlZBBMl8f2Xk+IIBAKJf88Cnz9/xp49e7B9+3ZERUXByckJ/fv35zUUoE+fPujevTvGjBmD6dOn49ixYxg5ciQ3lOXs2bO82iALJU0JWdqJj6UtX6C0Q4g0NTVx//59mJmZCb0nnz9/jnr16vH6Auvk5AQvLy/0799faP+RI0ewbNkyREZG8noupGKgALeC4bvkJ1C24z8NDAxw/vx5kRWa7t+/jw4dOuDt27diy3/8+BFZWVnceKnly5dzY2rnzZsnFz2fwLeLZmxsLExNTbFw4ULExsbi0KFDuHPnDrp164bk5OTybmKxCjIIFEcgEMDHx6fID6CKuPhIaS1fvhzLly/HihUruGWgz507By8vL0ybNk3iErElGW/5vdIm5m/bti2mTJkik1WbSkMWwURqaipu3ryJd+/eiYypHD58eFk1XazY2FgEBQVh9+7dePfuncTjnz17hvT0dNjb2yMjIwPTpk3jrnOrV6/m9UXk8ePHWLdundAXDQ8PDy6Ljji5ubnw8fFBQEAA11usqakJDw8PLFiwQKo8tOXN1NQUe/bsERkXHhkZicGDB0tc/a5WrVo4cOAAfvnlF6H35NGjRzF9+nReOYE1NTVx7949kWWHExMTYW9vz901IfKBluqtYGQZtL5//x6PHz8GAFhbWwv14EmSnp5eZIqaKlWq4NOnTxLLF6QeAr4FWrNmzeJ97opEWVmZCzrOnj3LffDq6enxeh3K04ULF8AYg7OzMw4fPiz0N1FWVkadOnWKvR0sL0GrNGbMmIGUlBT88ccf3PACVVVVzJw5U2JwC3ybpLl3714A3yYqffnyBZqamvD19UXv3r15BbjW1tZ4/PgxTE1N0bBhQ2zevBmmpqbYtGkTjIyMJJb/448/MG3aNLx69arIoTuSJqkVKO0dGl1dXSQlJYn0qN69exfGxsYSz3/ixAm4uroiPT0d2traQl/EBAJBmQa458+fx8SJE3Hjxg2RYV61a9dGWFgY7xRQhQMhDQ0NbNq0Saq2HD58GIMHD4ajoyOX0vHGjRto0KAB9u3bh379+okt7+HhgSNHjmD58uUiKSFTUlJ4pYQsaiXDwlq3bl2m5QskJycX+T9gYGDAa9GNwYMHY+bMmTh48CAEAgHy8/Nx7do1TJ8+nff7SUVFBW/fvhUJcJOSkri7V0R+UA9uBZSamoqgoCChFYbc3NwkjosrkJGRwY1hLegZUVRUxPDhw7Fu3Tpes+ednJzQo0cPeHt7C+1fuHAhTpw4gaioKIl15Ofn4+nTp0X20BR10XNxcZFYZ4EflUe3V69eyM7ORsuWLfHnn38iMTERxsbGCA8Px8SJE/HkyZMf0o7SSExMhKmpKa9V0YpTmlWvKpr09HQ8evQIampqsLKy4r0MZ0nGW37vr7/+Qm5uLkaOHImoqCh06dIFKSkpUFZWxs6dO4vNKV2gqBW+CvL8ihu29L3S3qGZPn06IiMjcfDgQdStWxd37tzB27dvMXz4cAwfPrzY5ZsL1K1bF926dcOSJUt4Z/MAZJNBoFevXmjXrh2mTp1a5OMBAQG4cOECjh49yvtc2dnZRV7nTExMxJazsLCAq6srfH19hfYvWLAAf/31l8ReRx0dHezbtw9du3YV2n/69GkMGTJE4lwHoPj3VAFJ76nSli9Q2iFE2dnZmDBhAoKDg5GXlwclJSVuFbLg4GBe16ohQ4YgKSkJx44d4z5vU1NT0adPHxgaGuLAgQO8ngupIMpjZhsp3q1bt5ienh4zNjZmffv2ZX379mW1atVi+vr6LCoqilcdv//+OzM3N2enT59maWlpLC0tjZ06dYpZWFiwcePG8arj+PHjTElJiQ0fPpzLbTls2DCmpKTEjh49KrF8REQEMzMzK3K2cHGzg0eOHMltI0aMYNra2qx27drc62BiYsK0tbUl5tGVpRcvXrDu3bsze3t7tm3bNm7/lClTmIeHxw9rR2mYmpoyHx8fbtUnaZV21avKonfv3mzLli2MMcamTZvGLC0t2aJFi1jjxo1Z+/btpa4vPz+fZWRksKioKPb+/XteZUqay/d7qqqqQnmNCzx69IhXjs+vX7+y0aNHMyUlJSYQCFiVKlWYgoICGzp0KLfanDjq6urcLHdpyCKDgImJCXv48GGxjz969Ih3TuHHjx+zVq1alThPtpqamlBu8QJPnjxhampqEssbGBgU+VwePnzIqlWrxus5pKamCm3v379n4eHhrFmzZuzs2bNlXr7AsmXLmL6+Ptu+fTv3fg4KCmL6+vpsyZIlvOt58eIFO3XqFNu/f7/UudRfvXrFzM3NmY6ODvde0tXVZdbW1uzly5dS1UXKHwW4FUyrVq3YyJEjhZbmzcnJYSNGjGC//vorrzr09fXZhQsXRPafP3+e90WPMcZOnjzJfvnlF6aurs709fVZu3btik3R8r2GDRuyAQMGsIcPH7L//vtP5CIoiZeXFxs9erTQh2Vubi77/fff2fTp03k/B8LYmjVrWMOGDZmioiLr0KED27t3L68FHgp07dqVdenShaWkpHD7Pnz4wLp06cK6detWFk2ukBISErglfdPT09nYsWOZnZ0dc3FxkSq43LZtG7O1tWXKyspMWVmZ2drasq1bt5ZVs4vUtGlT5uPjI7J/wYIFrHHjxrzrefnyZYmCib59+7L9+/fzPl6WVFRUigwqC8THx/NO5P/LL7+w1q1bs9OnT7O7d++y6OhooU2Srl27su3bt4vs3759O+vUqZPE8rJICVmcixcvSvVeKG35/Px85uXlxVRVVbkvCurq6kW+T8tSeno627x5M/vjjz/YtGnT2M6dO0u0xD0pfzREoYJRU1PD3bt3Ua9ePaH9Dx8+hKOjo8RJKMC3mdZRUVEiCz08ePAATk5OyMjIkGmbi6KhoYGYmBjes7K/Z2BggKtXr4pMtHj8+DF++eUXpKSkyKKZUsnKyhJJDSUPS/UWuHPnDoKDg7F3717u1p2bmxsaN24stpyGhgZu3Lghcjtbmlvz5Btvb2+sXr0aHh4eQmMm169fj6lTp4rcqi7Krl27sGnTJiQmJiIiIgJ16tSBv78/zMzM0Lt3b17tOHHiBFxcXPDbb78JTbjbu3cvDh48KHESm6+vL6ZPny4yvODLly9YsWKFyNCm7wUFBcHX1xejRo0qcgns75fwlSULCwusWrWq2Od45MgRTJ8+nVcWBg0NDURFRYlcr8UpnNLuzZs38Pb2xsCBA4XSQh48eBA+Pj4YN26cSPnvh3KdPXu22JSQpRnKFRcXB0dHxxL/f5e0fEmHEOXl5SE4OBjnzp0rcrjIj8q8QyoOCnArmOrVq2PXrl3o1KmT0P6wsDAMHz5c4tg4AGjfvj309fUREhICVVVVAN8+eEaMGIGPHz9KlbomKipKaNzl96tZFcfZ2RleXl5cyhhpVa1aFcHBwSIf2AVpeP77778S1SutjIwMzJw5EwcOHCgyqOY7vqwiycnJwYYNGzBz5kzk5OTAzs4OkyZNwqhRo4ocp1veq15VJgYGBggICMCQIUOE9u/duxceHh748OGD2PIbN26Et7c3pkyZgsWLFyM2Nhbm5uYIDg7Gzp07ceHCBd5tOXXqFJYsWYLo6GioqanB3t4eCxYs4DXRtbjcyikpKTA0NCzRuM0C4sYSu7i4IDg4GNra2hLH7BcX3Hl4eODixYu4desWd30s8OXLFzg5OaFdu3a8cu42bdoUa9asEcpPLom4515Yca+DLNJAFvb9ymqMMSQlJcHPzw+5ubkSU9eVtrysTJw4EcHBwejevTuMjIxErmVr1qzhVU9CQgL8/f25zz0bGxtMnjwZFhYWMm8zKVs0LbCCGTRoENzd3bFy5UqhpThnzJgh8qFYnLVr16Jz586oVauW0Ld6VVVVhIWF8arj3bt3GDx4MC5evAhdXV0A3wbbt2vXDvv27SsyI0PhC52HhwemTZuG5OTkIntoJM32HjVqFNzd3ZGQkAAnJycA39LF+Pn5SXWBLy0vLy9cuHABGzduxLBhwxAYGIjXr19j8+bN8PPz+2HtkIWcnBwcPXoUO3bswJkzZ9C8eXO4u7vj1atXmDNnDs6ePVvk7PEePXrg999/R1BQkNDfYty4cWXa01YR6Onp4cmTJ6hWrZpIbuDv8Qn0c3JyikwW36RJE4kLbgDAunXrsHXrVvTp00fo/efo6Ijp06dLLF9Y9+7dxS4sIQ77/0lt34uJiRHK1lGc4pZalURHR4c7L99Jt9+bN28ejhw5grp162LixIncXaK4uDgEBgYiLy9PbO7WwtlTli1bBi8vLyxZsqTI61xRd3hK+twLyDr3dqNGjbiJioU1b94c27dvL9PysvjCUmDfvn04cOAAunXrJrHNxQkLC0OvXr3QqFEjbsGPa9euwdbWFidOnEDHjh1LXDf58agHt4LJzs7GjBkzsGnTJu4Dr0qVKhg/fjz8/Px4367JzMzE7t27hVYJcnV1hZqaGq/ygwYNwrNnzxASEsINdXj48CFGjBgBS0tLLl1SYQV5V4t7S0kz2zs/Px8rV67E2rVruRQxRkZGmDx5MqZNm/bDZu+bmJggJCQEbdu2hba2Nu7cuQNLS0vs2rULe/fuxenTp39IO0rjzp072LFjB/bu3QsFBQUMHz4co0ePFrqtGhsbi6ZNm+LLly8i5Yta9SonJwe9e/fGjh07uC9AldHOnTsxePBgqKioSMwNzCe1moeHB6pUqSIyw3/69On48uULAgMDxZZXU1NDXFwc6tSpI5TrMz4+Hvb29kX+/WSpIMhPS0sTSe+Vl5eH9PR0jBs3TuLzKCwrK0ukJ7WsvXjxAuPHj0dYWJjQQjqdO3dGYGCg2AUlvs8vXVSwz/c6JyulSQn5/cpqCgoKMDAw4P03KU35UaNGISAgAFpaWhI7LiQF9jVr1sTFixdRt25dyY0uhoODAzp37izSeTFr1iyEh4fjzp07Ja6b/HgU4FYgeXl5uHbtGuzs7KCiosKliLGwsJAqlY4s6Ojo4OzZs2jatKnQ/ps3b6JTp05ITU0VKVNWS1AW9JiUx3hXTU1NPHz4ECYmJqhVqxaOHDkCJycnJCYmws7OTi7GnyoqKqJjx45wd3dHnz59ikz+npGRgYkTJ4r9ECnpqlc/u8KprXJzcxEcHAwTExNuzGVkZCRevnzJpfETx8bGBkuXLkXv3r2FAtx169Zhx44dvD+AJS0CUlxgtnPnTjDG4ObmBn9/f6FeVGVlZZiamnJji8XJy8vDkiVLsGnTJrx9+xZPnjyBubk55s+fD1NTU7i7u/N6HsC3u02Fg7vvh02I899//+Hp06dgjMHKyorXAjSyXozn0qVLWLlypdAt8RkzZuDXX3+VWFYWKSErAsYY/v33XxgYGPDuhPneqlWr8OzZM6xfv77EKRFVVVVx//59WFlZCe1/8uQJ7O3teS1gQioOGqJQgSgqKqJTp0549OgRzMzMRCb18LVz505Uq1aNu/3o5eWFLVu2wMbGBnv37uUVXObn5xcZCFWpUqXYW2xltW56eU7kMjc3R2JiIkxMTFCvXj0cOHAATk5OOHHihNz0XD579kzi30ZDQ6PY4Lao3KMXLlyAQCCAqqoqLC0t0bt3b163puWNNIt5FPc+vXv3rtDvTZo0AQDuC2y1atVQrVo1PHjwQOI5PD09MWHCBGRlZYExhps3b2Lv3r1YunQptm3bxrut3+d4zcnJwd27d7Fz5074+PgUW27EiBHIzc2FQCCAs7Oz1MvCFli8eDF27tyJ5cuXY8yYMdz+Bg0awN/fn1eA++nTJ0yYMAH79u3jAnJFRUUMGjQIgYGBvIYwVK1aVeRLvCSyXIznr7/+wqhRo+Di4oJJkyYB+HZLvH379ggODsZvv/0mtrynpycuXbqEEydOcLfUr169ikmTJmHatGm8FnoAgFu3buHChQtFTs4qLp+wLMszxmBpaYkHDx6IBJfifD+s4fz58/jnn39ga2sr8vnFZ8KdgYEBoqOjRdoQHR0t1RcnUkH8wIwNhIcmTZpIlTuwKHXr1mXnzp1jjDF2/fp1pqamxjZv3sx69uzJ+vbty6uOXr16sdatW7PXr19z+169esXatGnD+vTpw6uOuLg4NmHCBObs7MycnZ3ZhAkTisy9WZTk5GQ2dOhQZmRkxBQVFUXyTP4oq1evZmvXrmWMMXbmzBmmqqrKVFRUmIKCAvP39/9h7SiNmzdvshs3bojsv3HjBrt165bE8m3btmXa2tpMQ0ODNW7cmDVu3JhpamoyHR0d1qxZM6arq8uqVq3KHjx4UBbNL1cF+UzFbXxznsrKX3/9xSwtLbm80rVq1RLK0Vwau3fvZr169ZJ4nJqamlSp0b5nYWHBXec0NTW5nLiPHj1iurq6vOoYOHAgs7KyYqGhoVy+79DQUGZtbc0GDRpU4rZJ6+PHj2zFihXMzc2Nubm5sZUrVwql1BOnXr16bPXq1SL7V61axerVqyexvCxSQi5evJgJBAJWr1491qZNG975hGVVvoCNjQ2LiIjgfTxjwrnTJW18+Pj4MF1dXebn58cuX77MLl++zJYuXcp0dXWZr6+vVG0j5Y8C3Armn3/+YY0aNWInTpxgb9684S7cBRsfampqXFJ/Ly8vNmzYMMYYY7Gxsbwvei9fvmSNGjViVapUYebm5szc3JxVqVKFOTg4sH///Vdi+UOHDjElJSXWvHlzNnXqVDZ16lTWokULpqSkxA4dOiSxfJcuXZiNjQ3bsGEDO3r0KPv777+FtvLy/PlzdvjwYS4fqjxo2rQpO3jwoMj+w4cPMycnJ4nl16xZw1xcXITef6mpqax///7M39+fZWRksN69e/PK2ylvLl68yHv7ETIzM1lGRgZjjLGMjAwWGRnJVq9ezUJDQ2VSf0JCAtPQ0JB4XJs2bXgt+FIcVVVVLkAuHOA+ePCA1/kZ+7ZYxJUrV0T2X758mamrq5e4bdK4dOlSsQvSXLp0SWJ5ZWXlInPyxsfHMxUVFYnl1dTUilzoITY2lvdrYGhoyHbs2MHr2LIoX+D48eOsVatW7P79+6Wuq6Ty8/PZ6tWrmbGxMfcF0tjYmPn7+7P8/PxyaxcpGQpwK5jvV/wqSS+RgYEBu3PnDmOMsUaNGrGQkBDGGGNPnz7l/eHB2Ld/9vDwcBYQEMACAgLYmTNneJc1Nzdn8+fPF9nv7e3NzM3NJZbX1NRkd+/e5X0+UjwNDY0iV4169uwZ09TUlFi+Zs2aRfbOxsbGspo1azLGGIuKimL6+vqlbywRq2PHjmzjxo2MMcb+++8/Vr16dVarVi2mqqrKNmzYUKq6MzMz2eTJk1ndunUlHrt//35mbm7O1q1bx65fv85iYmKENkkaN27Mdu3axRgTDnB9fHxYq1ateLW3du3a7N69eyL7Y2JimLGxMa86SqtBgwZszJgxRS5I06BBA4nlLSws2KZNm0T2b9y4kVlaWkos7+zszAYMGMC+fPnC7cvMzGQDBgzgvbpejRo1pF7xS5blC+jq6jJlZWWmoKDAVFVVWdWqVYU2Sdq1a8f+++8/kf1paWlS9SQX+PTpE/v06ZPU5UjFQWNwKxhp8lgWp2PHjhg9ejQcHBzw5MkTLm3KgwcPYGpqyrsegUCAjh07lig1SlJSEoYPHy6yf+jQoVixYoXE8rVr1y42G0NZ45P/skDBuLmKTEVFBW/fvoW5ubnQ/qSkJCgpSb4EpKWl4d27d7CxsRHa//79e26Mqq6ursgiGJXBvXv30KBBAygoKIjk+/yepNR3snDnzh0un+ehQ4dQvXp13L17F4cPH4a3tzfGjx/Pq57vU54xxvD582eoqalh9+7dEssPHjwYQNHvfz7ZA7y9vTFixAi8fv0a+fn5OHLkCB4/foyQkBCcPHmS13OYN28ePD09sWvXLtSoUQMAkJycjBkzZmD+/Pm86iitp0+f4tChQ0JZXRQVFeHp6YmQkBCJ5adNm4ZJkyYhOjpaKC1kcHAw1q5dK7G8v78/unTpUqqUkFOnTkVgYCD8/f15HS/r8gVKW/7ixYtFXoOysrJw5coVqevT0tIqVXtI+aMAt4IxMzND7dq1i0w78++///KqIzAwEPPmzcO///6Lw4cPQ19fH8C3RRv45tIFvq1sVNyqMJLyG7Zt2xZXrlwRmWl/9epVXrOD/f39MWvWLGzevFmqoFwW+CYEFwgEchHgdurUCbNnz8axY8e4iTepqamYM2cOry8vvXv3hpubG1atWsVNyLl16xamT5/OrQZ18+bNUqXnqagaNWqE5ORkGBoaFpvvE+AX1MlCZmYm98EbHh4OFxcXKCgooHnz5lJlMVmzZo3QNaYgtVOzZs14ZRJITEyUvvGF9O7dGydOnICvry80NDTg7e2Nxo0bS5VrdOPGjXj69ClMTExgYmICAHj58iVUVFTw/v17bN68mTu2rNI7NW7cGI8ePRJZcfHRo0dcwCnO+PHjUaNGDaxatQoHDhwA8C1Dyf79+3mtSmdnZ4f4+HihlJBDhgyRKiXk9OnT0b17d1hYWMDGxkbqyVmlLV+AT5q9ohT+4vnw4UMkJydzv+fl5SE0NBTGxsa86nr79i2mT5/Ofe59/78ujwv7/MwoTVgFU9oVgmTFx8cHvr6+cHR0LHJVmO9nYX9v06ZNYpegrFmzJndsUYsFVK1aFZmZmcjNzYW6urrIRbM8Vs9ihfJlypPXr1+jdevWSElJ4Vaii46ORvXq1XHmzBmJM+HT09MxdepUhISEcLmZlZSUMGLECKxZswYaGhqIjo4G8C0grExevHgBExMTCAQCiQFkWWURKcze3h6jR49G37590aBBA4SGhqJFixaIiopC9+7dhT7cJcnKysK9e/eK/ALLdwGPhw8f4uXLl0I9ZwKBAD179hRbbvTo0Rg6dCjatm3Lu73fE5ft4XsLFiwo8XnE2b9/P7y8vODh4SF0nQsMDISfn5/Qcunf9/Dn5uZiyZIlcHNzQ61ataQ+d05ODurVq4eTJ0+KLMsujYkTJ2Lbtm1o164dqlevLnJ9k5R/trTlC0tISMCOHTuQkJCAtWvXwtDQEP/88w9MTExga2tbZJnCKe+KCmfU1NSwbt06uLm5STx/165d8fLlS0ycOLHIzz2+S2GTioEC3ApGQUEBb9++FUnU/eLFC9jY2CAjI4N3XZmZmSIfPgC/W6lGRkZYvnw5hg0bxvt8hZV2OUpZJNWXlaCgIKxZswbx8fEAACsrK0yZMgWjR4/+YW0orYyMDOzevRsxMTHcsqxDhgwpMhVccdLT0/Hs2TMA39KnaWpqllVzK6SlS5eievXqIh+U27dvx/v37zFz5swyb8OhQ4fw22+/IS8vD+3bt0d4eDjXtsuXL+Off/7hVU9oaCiGDx+OlJQUkaCAT2/0s2fP0LdvX9y/f1+oV7sgIJBUvnfv3ggLC4OBgQHX48inx7OikXSdk7S4jaamJmJjY0t8l8rY2Bhnz54tVYCrpaWFffv2lXhVu9KWL3Dp0iV07doVLVu2xOXLl/Ho0SOYm5vDz88Pt2/fxqFDh4os9+LFCzDGYG5ujps3bwp9diorK8PQ0JD3wkBaWlq4cuVKpfui/rOiALeCKMg1unbtWowZM0YoQXdeXh4iIyOhqKiIa9euSazr/fv3GDlyJEJDQ4t8nE8vsL6+Pm7evPnTr7/t7e2N1atXw8PDg0tgHxERgfXr12Pq1Knw9fUt5xaSH8XU1BR79uzhxkoWiIyMxODBg0t9256v5ORkJCUloWHDhlyAdfPmTWhrawutTieOlZUVOnXqBG9vb1SvXl3qNvTs2ROKiorYtm0bzMzMEBkZiY8fP2LatGlYuXIlr2FI//33Hw4ePIg9e/bgypUrqFevHlxdXfHbb7/98GFJJVXaxW169+4NFxeXEn9hX7JkCZ48eYJt27bxGk9fXLvCwsJ4v3dkXb5AixYtMGDAAHh6egotYnLz5k24uLjg1atXpaqfDxsbG+zevZu700XkGwW4FUS7du0AfPsW26JFCygrK3OPFawQNH36dF5JsF1dXfHixQv4+/ujbdu2OHr0KN6+fYtFixZh1apVvL5pz5w5E5qamj9sskZRSnK7StYMDAwQEBAgMnZ579698PDwwIcPH35IO2ShqNvJAP/b0T87VVVVbhGWwp49ewYbGxu5WuVIW1sbd+/eLfEX2GrVquH8+fOwt7eHjo4Obt68CWtra5w/fx7Tpk0TWdxCklevXmHv3r3Yvn074uPjuaEw4uTl5WHNmjU4cOBAke/r8hjGJK1NmzbBx8cHrq6uaNKkCTQ0NIQel/S/2bdvX5w7dw6ampqws7MTKc9n/OuOHTsQGhqKHTt2lGjls9KWL6CpqYn79+/DzMxMKMB9/vw56tWrx+v/KyEhAf7+/kKrwk2ePJn3+zw8PByrVq0ql7kfRPZoklkFUZA9YdSoUVi7dm2pVu86f/48jh07BkdHRygoKKBOnTro2LEjtLW1sXTpUl4BblZWFrZs2YKzZ8/C3t5e5FY2n9VpSrME5fe3qxYvXgxDQ0PExMQgKCio2NtVspaTkwNHR0eR/U2aNOH1IVwRlPZ2Mvmmdu3auHbtmkiAe+3aNaEx5fKgf//+uHjxYokD3Ly8PG6yW7Vq1fDmzRtYW1ujTp063LK5fOXk5OD27duIjIzE8+fPefco+/j4YNu2bZg2bRrmzZuHuXPn4vnz5/j777/h7e0t9XMqqTdv3uDq1atFjmWWNAn1jz/+AFD09ZTPUBFdXV3069dPyhYLCwgIQEJCAqpXrw5TU1ORa72kCXqlLV9AV1cXSUlJIv9fd+/e5TVJLCwsDL169UKjRo24Vd2uXbsGW1tb3pMXBw0ahMzMTFhYWFSYuR+k5CjArWCkGZBfnIyMDG6SWtWqVfH+/XvUrVsXdnZ2vC829+7d48YhxcbGCj3GZ5JVaZegnDVrFhYtWsTdrirg7OyM9evX83oOsjBs2DBs3LhR5ANoy5YtcHV1/WHtKI3JkyfDzMwM586dg5mZGW7evImUlBTudjLhZ8yYMZgyZQpycnLg7OwM4FumES8vL0ybNq2cWyed9evXY8CAAbhy5Qrs7OxEPsglBWYNGjRATEwMzMzM0KxZMyxfvhzKysrYsmWLSDq64ly4cAF79uzB4cOHkZ+fDxcXF5w8eZJ7bSXZvXs3tm7diu7du2PhwoUYMmQILCwsYG9vjxs3bvyQDCfBwcEYO3YslJWVoa+vL3Rt5JNlpbhlz/mSxedFQSaU8ipfYPDgwZg5cyYOHjwIgUCA/Px8XLt2DdOnTy8y5eT3Zs2ahalTp8LPz09k/8yZM3kFuKVNVUYqmB+bdpdI0q5dO7EbH46OjtzKRj179mTDhg1jr169Yl5eXrwWWZCF0i5BqaGhwZ49e8YYE04En5iYyGuFH1mZOHEi09bWZra2tszd3Z25u7uzBg0aMG1tbTZx4kRulbapU6f+sDZJS19fn0u+r62tzS2XfO7cOdaoUaPybJpcyc/PZ15eXkxVVZVbgEVdXZ35+PiUd9Oktm3bNqakpMQ0NTVZnTp1mKmpKbeZmZlJLB8aGsoOHz7MGPu26pa1tTUTCASsWrVq3DLh4tSsWZOpqqqyPn36sIMHD7KsrCypn4O6ujq3YmONGjVYVFQUY+zbamza2tpS11cStWrVYosWLWJ5eXk/5HzFefv2Lbe07Nu3b8u1LSX19etXNnr0aKakpMQEAgGrUqUKEwgEbOjQoUILaRRHRUWlyAUnHj9+/EM/M0jFQT24Fcz3M4lzcnIQHR2N2NhY3hMRJk+ejKSkJADf0uN06dIFf/31F5SVlSVmJyhKweB+aVLZPHv2rMhUQb169cKcOXMkli/t7SpZiY2NRePGjQF8G98FfLslW61aNaGe7YqcOkyWt5N/ZgKBAMuWLcP8+fPx6NEjqKmpwcrKCioqKuXdNKnNnTsXPj4+mDVrFu+MJ4V17tyZ+9nS0hJxcXH4+PGjyAISxVm4cCEGDBgAXV1dqc9doFatWkhKSoKJiQksLCwQHh6Oxo0b49atWz/sb5KZmYnBgweX6DUscO7cOaxZs4YbylW/fn1MmTIFHTp0kFj206dPmDBhAvbt28cNZ1BUVMSgQYMQGBjI5b2WB8rKyti6dSu8vb1x//59ZGRkwMHBQSSXenEMDAwQHR0tMk8lOjpaJO2mOHl5efj777+5v4etrS169erFOxMDqUDKO8Im/CxYsIBNmzZN6nL5+fksIyODRUVFsffv3/Mul5eXx3x8fJi2tjbXW6Wjo8N8fX159VaUdgnKadOmsVatWrGkpCSmpaXF4uPj2dWrV5m5uTlbuHAh7+dBGGvVqhU7evQoY4yxIUOGsC5durCrV6+y4cOHM1tb2/JtHCkXVatWZU+fPi3vZpTKzJkz2eLFixljjO3bt48pKSkxS0tLpqyszGbOnPlD2jBjxgy2dOnSEpcPDAxkSkpKbPDgwWzt2rVs7dq1bMiQIaxKlSps/fr1EssPHDiQWVlZsdDQUJaWlsbS0tJYaGgos7a2ZoMGDSpxu8rLtm3bmK2tLVNWVmbKysrM1taWbd26lVdZHx8fpqury/z8/Lje7KVLlzJdXV3m6+vLq474+HhmZWXF1NXVmYODA3NwcGDq6urM2tpa7v9ffkYU4MqJ+Ph4XutxFyjNhYIxxmbNmsUMDAzYhg0buPXlAwMDmYGBAZszZ47E8hs2bGDKysps3LhxLCQkhIWEhLCxY8cyFRWVIgPf75X2dhX5n9LeTiaVz5QpU7jgsLKIiIhgq1atYsePH/9h58zNzWVdunRhbdq0ERmyxGfYkrGxMVu3bp3I/vXr17OaNWtKLK+urs6uXLkisv/y5ctMXV2d35OoIObPn880NDTYrFmz2LFjx9ixY8fYrFmzmKamJps/f77E8vn5+Wz16tXM2NiYCQQCJhAImLGxMfP392f5+fm82tC1a1fWpUsXlpKSwu378OED69KlC+vWrVuJnxspH5QmTE7s2rULM2fOxJs3byQeK4vcrTVr1sSmTZtE0tQcO3YMf/zxB16/fi2xjqNHj2LVqlVCt95mzJgh1Wow//77L+7fv4/09HQ4ODjwSpNGJJPmdjKpfCZNmoSQkBA0bNiwxFlSyltFWHhj0aJF8Pb2hrW1tcgqXgKBAOfPnxdbXlNTE9HR0SK34ePj4+Hg4ID09HSx5U1MTHDq1CnY2dkJ7b937x66dev2Q3LHyoosUzJ+/vwZAIQmKPOhoaGBGzduiLyeMTExaNmypcS/B6lYaAxuBePi4iL0O2MMSUlJuH37Nu+ctBs3bsTWrVuFLhS9evWCvb09PDw8eAW4Hz9+LDJxd7169SSmSim8BOXVq1d5tRn432IXxblx4wb3szx8AFdkenp65d0EUo7u37/PJbMvSZaUimDz5s3Ys2ePyH5bW1tuRn5ZW7VqFbZv346RI0eWqHyvXr1w9OhRzJgxQ2j/sWPH0KNHD4nl582bB09PT+zatQs1atQA8G0hkBkzZpRrDvOSKG1Kxi9fvoAxBnV1dWhpaeHFixcICgqCjY0NOnXqxKsNKioqXHBcWHp6ulBueiIfKMCtYL6fFKCgoABra2v4+vry/ieVRe7Whg0bYv369QgICBDav379eolLaiopKWH58uW8UrsU9n1y+Dt37iA3NxfW1tYAgCdPnkBRURFNmjSRqt6fXVZWFtatW4cLFy4UmauTb+o4UnkU5N2WZ8nJyTAyMhLZb2BgwE2yLWsqKipczlW+Cl9TbWxssHjxYly8eJG723bjxg1cu3at2NRzDg4OQl9C4uPjYWJiAhMTEwDAy5cvoaKigvfv32Ps2LES25OXl4fg4GCcO3euyOuDpF7o0pYvUNqUjAWrwo0bNw6pqalwcnKCsrIyPnz4gNWrV2P8+PES6+jRowd+//13BAUFwcnJCcC3lQrHjRtHC+LIIQpwKxhZ5DWURe7W5cuXo3v37jh79qzQMIeXL1/yWu++ffv2uHTpklSrwRT+0F29ejW0tLSwc+dOVK1aFcC3pT1HjRrFa6EI8j/u7u4IDw9H//794eTkJDc9dISIUxEW3pg8eTLWrVsn0hEgzpo1a4R+r1q1Kh4+fIiHDx9y+3R1dbF9+3bMmzdPpLys8s4WmDx5MoKDg9G9e3c0aNBA6utDacsXFhQUhPDwcDRv3hzAt+Dy5cuXGD58uNAdvqLu4N25c4d7bQ8dOoQaNWrg7t27OHz4MLy9vXkFuAEBARgxYgRatGjBDdvJyclB7969KUeuHKIxuBVQamoqDh06hISEBMyYMQN6enq4c+cOqlevXmyKrML//Lm5uQgODoaJiUmRF4p169bxasfr16+xceNGoTG0f/zxB68Pj9IuQWlsbIzw8HCRJXljY2PRqVMnXmORyTc6Ojo4ffq01D1NhFRky5cvx/Lly7FixYoiF96YPXt2mbehb9++OH/+PPT19WFraysylpnPUrnlrVq1aggJCUG3bt3KpXyBguXqJSlubLO6ujri4uJgYmKCgQMHwtbWFgsWLMC///4La2trZGZm8m7L06dPhT73+KYqIxUL9eBWMPfu3UP79u2hq6uL58+fY8yYMdDT08ORI0fw8uVLhISEFFnu+9v7Bbfxv8/d+uDBA95t0dfXR69evdC8eXPuttPt27cBSA5QS7sE5adPn/D+/XuR/e/fvy9yjBQpnrGxsdSTLQip6GbMmIGUlBT88ccfyM7OBgCoqqpi5syZPyS4Bb71tH4/b0LeKCsrlyqAK235AqUdNmNpaYm///4bffv2RVhYGKZOnQoAePfuHbS1tYst5+npiT///BMaGhpFzgP5/s4ikR/Ug1vBdOjQAY0bN8by5cuhpaWFmJgYmJub4/r16/jtt9/w/PnzH9KO0NBQDB8+HCkpKfj+LcInQC2t4cOH48qVK1i1apXQWKgZM2bg119/LdGCFT+rf/75BwEBAdi0aRPq1KlT3s0hRKbS09PlauENSQFVYUUFVHp6enjy5AmqVasmMROKpAnBwLeJcs+ePcP69etLNLygtOVl5dChQ/jtt9+Ql5cHZ2dnnDlzBsC3bBuXL18udmhdu3btcPToUejq6ortReaTFYNULBTgVjA6Ojq4c+cOLCwshALcFy9ewNraGllZWT+kHVZWVujUqRO8vb1RvXr1H3LOwjIzMzF9+nRs374dOTk5AL5NXnN3d8eKFStEhjyQ4r1//x4DBw7E5cuXoa6uLnIblc+HICFE1IIFC+Dm5ibVF8fCAWpJAqqdO3di8ODBUFFRkfhFv7jVL7/vdT5//jz09PR4D7MobfmykpycjKSkJDRs2JBbXe7mzZvQ1tYuMisQqdxoiEIFo6Kigk+fPonsf/LkCQwMDH5YO96+fQtPT88SB7eTJk2CpaUlJk2aJLR//fr1ePr0qcQB++rq6tiwYQNWrFjBDbOwsLCgwLYEhgwZgtevX2PJkiUiuToJISV37NgxLF68GG3atIG7uzv69esnsQc5NTWVG/L14sUL3Lp1C/r6+rzPGRMTg/79+0NFRQVmZmb45ZdfoKQk3Uf599l6+vbt+0PLl5UaNWogPT0dZ86cQevWraGmpoamTZvSNe8nRT24Fczo0aORkpKCAwcOQE9PD/fu3YOioiL69OmD1q1b/7CZnG5ubmjZsiXc3d1LVN7Y2BjHjx8XSel1584d9OrVS64SkMs7dXV1RERESEzvRgiR3t27d7Fjxw7s3bsXubm5GDx4MNzc3NC0adMij9fX18fp06fRrFkzKCgo4O3bt1J1XlSpUgWvXr1C9erVoaioiKSkJBgaGsrq6citlJQUDBw4EBcuXIBAIEB8fDzMzc3h5uaGqlWrYtWqVeXdRPKDUYBbwaSlpaF///64ffs2Pn/+jJo1ayI5ORnNmzfHP//888N6MDMzMzFgwAAYGBjAzs5O5LbT9z2z31NVVUVsbKzI5IOnT5+iQYMGP2yoBQEaN26MDRs2cBk1CCGyl5OTgxMnTmDHjh0ICwtDvXr14O7ujpEjRwr1eP7+++8ICQmBkZERXr58iVq1akFRUbHIOp89eyayz8rKCgMHDkSnTp248aMFqRS/17p1a4ntdnZ2xpEjR6Crqyu0/9OnT+jTp4/EcaelLS8rw4cPx7t377Bt2zbUr1+fG94XFhYGT09PqSZYk8qBAtwK6tq1a4iJiUF6ejoaN26MDh06/NDzBwUFYdy4cVBVVYW+vr7IEpRFXXgLa9CgAcaNG4eJEycK7V+3bh02btwolPORlK3w8HD4+Phg8eLFRX5ZETfDmBDCT3Z2No4ePYrt27fj/Pnz+OWXX/DmzRu8ffsWW7duxaBBg7hjQ0ND8fTpU0yaNAm+vr7FZjmZPHmyyL6///4b48aNw7t37yAQCEQmARfgOxlYQUEBycnJIr3A7969g7GxMTcHoqzKy0qNGjUQFhaGhg0bCs1fefbsGezt7WmZ3Z8QjcGtgM6dOye0KkxcXBy3JOX27dt/SBvmzp0LHx8fzJo1ixusLw1PT09MnDgR79+/F8pRuWrVKkqY/YN16dIFwLfFNwpjjP2QjBiEVGZRUVHcEAUVFRUMHz4cgYGB3N2rdevWYdKkSUIBbsH/ZFRUFCZPnixVGr8+ffqgT58+SE9Ph7a2Nh4/flyiIQr37t3jfn748CGSk5O53/Py8hAaGlps3nVZlJe1jIwMqKuri+z/+PFjhc+sQcoG9eBWMD4+PvD19YWjoyOMjIxEBscfPXr0h7RDT08Pt27dgoWFRYnr2LhxIxYvXswtymBqaoqFCxdKvYQvKZ1Lly6JfbxNmzY/qCWEVC52dnZ49OgROnfujDFjxqBnz54iww0+fPgAQ0NDkSVsZeHSpUto2bKl1JPMgG89rwWfL0WFAWpqali3bh3c3NzKpLysdevWDU2aNMGff/4JLS0t3Lt3D3Xq1MHgwYORn5+PQ4cO/ZB2kIqDAtwKxsjICMuXL8ewYcPKtR1Tp06FgYEB5syZU+q63r9/DzU1NWhqasqgZYQQUjH8+eefcHNz+6E9lbLy4sULMMZgbm6OmzdvCk10U1ZWhqGhYbFjg2VRXtZiY2PRvn17NG7cGOfPn0evXr3w4MEDfPz4EdeuXStVZw2RTxTgVjD6+vq4efNmuf8zTpo0CSEhIWjYsCHs7e1Fxm3Sii7yIzQ0FJqammjVqhUAIDAwEFu3boWNjQ0CAwOLnaBCCBElaXGGwug6+WOlpqYiMDBQaP7KhAkTYGRkVN5NI+WAAtwKZubMmdDU1MT8+fPLtR2yWNHl0KFDOHDgAF6+fMktpVngzp07pW4j4cfOzg7Lli1Dt27dcP/+fTg6OmLatGm4cOEC6tWrhx07dpR3EwmRG+KujYXJ08pXCQkJ8Pf3x6NHjwAANjY2mDx5Mu+OltKWl5WsrCzcu3ePm79SmKTl5UnlQ5PMKpisrCxs2bIFZ8+eLdee09KuCx4QEIC5c+di5MiROHbsGEaNGoWEhATcunULEyZMkFErCR+JiYmwsbEBABw+fBg9e/bEkiVLcOfOHXTr1q2cW0eIfCnttbGiCQsLQ69evdCoUSO0bNkSwLcsPra2tjhx4gQ6duxYpuVlJTQ0FMOGDcPHjx/LZXl5UvFQD24FU1nWwq5Xrx4WLFiAIUOGCKVs8fb2xsePH7F+/frybuJPQ09PD1evXoWNjQ1atWqF4cOH4/fff8fz589hY2ODzMzM8m4iIURKOTk5UFNTQ3R0NBo0aFDiehwcHNC5c2f4+fkJ7Z81axbCw8Ml3m0rbXlZKe/l5UnFQwEuKRPq6up49OgR6tSpA0NDQ5w5cwYNGzZEfHw8mjdvjpSUlPJu4k+jV69eyM7ORsuWLfHnn38iMTERxsbGCA8Px8SJE/HkyZPybiIhpATMzc1x9OjRUq1SqKqqivv378PKykpo/5MnT2Bvby9xUZ7SlpcVbW1t3L17t9znr5CKQ/oEp4TwUKNGDXz8+BEAYGJighs3bgD4drucvlP9WOvXr4eSkhIOHTqEjRs3cjO+//nnHy4fJyFE/sydOxdz5szhrrUlYWBggOjoaJH90dHRvPLrlra8rPTv3x8XL178YecjFR+NwSVlwtnZGcePH4eDgwNGjRqFqVOn4tChQ7h9+zZcXFzKu3k/FRMTE5z8v/buNaiqsv3j+A8mg1QMUFR0diDCIEFk5iDlAcfMzBAUR52i8nzoBaagaY1aOpqjj6ARZubEOExZ5KksZ6TJI5ClpaKZmkqIFKYOooGUhPv/gpH/w4PpdsNiuff+fmZ40dr7Wuv3wonL5XXf91dfNbi+YsUKE9IAaCoZGRk6ffq0OnXqpICAgAZHudsyHjBp0iRNnjxZhYWFevLJJyXVztAuXbrUph0jGlvfVDIyMjRy5Ejl5ubadbw8nA8jCjDEjRs3dOPGjboNyLOzs5Wfn6+QkBBNnTq1wf980Dz++uuvBjtacFQv4JgWLFhw28/ffPPNO97DarVq5cqVSk1NrTuUp1OnTpo1a5amTZvW4LChpq5vKo09Xh7OhwYXhvm3LVvc3Nw0dOhQE5O5lsrKSs2ePVufffbZLWefWV0MQJL+/PNPSbqro4Obsr4xOnbsqGnTptl9vDycDyMKMMTNLVtu1VCxZUvzeu2117Rr1y6tXr1aL730klatWqXffvtNa9asabDyGYBrunjxok6ePCmpdhecdu3aNWt9Y12/fl2jR4+muUUd/iTAEElJSRo1apRKS0vrxhVu/tDcNq8vv/xS7733nkaMGKH77rtPffv21dy5c/X222/r448/NjseADvV1NRo+fLlioqKUseOHeXr61vvxxaVlZUaP368/P391a9fP/Xr10/+/v6aMGGCTVsINra+qYwZM0bZ2dnN9jzc+2hwYYg//vhDycnJ7Ed4DygrK1NQUJCk2nnbmyuu+/Tpo71795oZDUAjLFiwQGlpaRo9erSuXLmi5ORkJSQkyN3dXW+99ZZN90hOTtaePXv05Zdfqry8XOXl5friiy+0Z88epaSkGF7fVGpqarRs2TLFxMQoKSlJycnJ9X7gepjBhSHGjx+v3r17a8KECWZHcXmRkZF69913FRMTo4EDB6p79+5avny50tPTtWzZMpWUlJgdEYAdunbtqvT0dD333HPy8vLS4cOH66599913Wr9+/R3v0a5dO23cuFH9+/evd33Xrl0aNWqULl68aGh9U3GWQ5LQdJjBhSHYsuXeMW7cOBUUFCgmJkZz5szR0KFDlZGRoerq6mY7+hlA0zt//rweeeQRSVLr1q115coVSVJsbKzmzZtn0z2uXbt2y39pa9++vU0jBo2tbyrOdoQyGo83uDAEW7bcu86ePasff/xRwcHBioyMNDsOADuFhoYqKytLvXr1Up8+fRQbG6s5c+YoOztbSUlJunDhwh3v8dRTT6lt27bKysqSp6enJKmqqkpjxoxRWVmZvvnmG0PrAaPQ4MIQbNkCAMaaM2eO2rRpozfeeEPZ2dl68cUXFRgYqOLiYs2YMcOmXVJ++uknPfPMM/r777/rjvwtKCiQp6encnJyFB4ebmg9YBQaXBjC19dXBw4c4Fxwk6Snp9v8XcZFAOewb98+7du3TyEhIXe11/i1a9f08ccf68SJE5KksLAwJSYm6oEHHmiWesAINLgwxIwZM+Tn56c33njD7CguqUuXLjZ9j3ERAIAzYpEZDHFzy5acnBxFRkY2WGTG4iZj/frrr7e8fvPvs811fCaAprV161abvxsXF2fT937//Xfl5eU1OHVSsu1feBpbDxiBN7gwBFu23Fs+/PBDrVixQqdOnZIkhYSEaPr06Zo4caLJyQDcDVvXNNh6YuS6des0ZcoU3X///XYtCG5sPWAUGlzAyc2fP19paWlKSkrSE088Ial2Vi8jI0MzZszQwoULTU4IwCwWi0VTp07V66+/bteC4MbWA0ahwQWcnJ+fn9LT0/X888/Xu/7JJ58oKSlJly5dMikZALO1bdtW+/fvt3tBcGPrAaPw1y3AyVVXV6tnz54Nrj/++OP6559/TEgEoKns2bNHQ4cOVXBwsIKDgxUXF6fc3Fyb6ydMmKANGzbY/fzG1gNG4Q0u4OSSkpLUokWLBgv7Zs6cqaqqKq1atcqkZAAa46OPPtK4ceOUkJCg3r17S5Ly8/O1ZcsWrVu3Ti+88MId71FTU6PY2FhVVVXd8tTJOy0Ibmw9YBQaXMDJJSUlKSsrSxaLRdHR0ZKk77//XsXFxXr55Zfr/ULilxHgOMLCwjR58mTNmDGj3vW0tDStXbtWx48fv+M9Fi1apPnz5ys0NFQdOnRosEjsTguCG1sPGIUGF3Byt9vR4r/xywhwLB4eHjp27JiCg4PrXT99+rQiIiL0119/3fEePj4+WrFihcaOHWtXhsbWA0ZhH1zAye3atcvsCAAMYLFYtGPHjgYN7jfffCOLxWLTPTw8POrGG+zR2HrAKLzBBQDAAa1evVrTp0/X+PHj9eSTT0qqncFdt26d3nnnHU2ZMuWO91iyZIlKS0vv6njvpqwHjEKDCwCAg9qyZYtSU1Pr5m3DwsI0a9YsxcfH21Q/fPhw7dy5U23btlV4eHiDRWKbN282tB4wCiMKAAA4qOHDh2v48OF213t7eyshIcG0esAovMEFAMBBlZeXa+PGjSosLNTMmTPl6+urgwcPqkOHDurcubPZ8QDT0OACAOCAjhw5ooEDB+rBBx9UUVGRTp48qaCgIM2dO1fFxcXKysq64z2qqqpktVrVsmVLSdLZs2e1ZcsWPfzwwxo0aJDh9YBROMkMAAAHlJycrLFjx+rUqVPy9PSsuz5kyBDt3bvXpnvEx8fXNcLl5eWKiopSamqq4uPjtXr1asPrAaPQ4AIA4IAOHDhwy50SOnfurPPnz9t0j4MHD6pv376SpI0bN6pjx446e/assrKybNoZobH1gFFocAEAcEAeHh66evVqg+u//PKL/Pz8bLrHtWvX5OXlJUn6+uuvlZCQIHd3d0VHR+vs2bOG1wNGocEFAMABxcXFaeHChaqurpZUexphcXGxZs+erREjRth0j+DgYH3++ec6d+6ccnJy6uZmL1y4oDZt2hheDxiFBhcAAAeUmpqqiooKtW/fXlVVVYqJiVFwcLC8vLy0ePFim+4xf/58zZw5U4GBgerVq5eeeOIJSbVvYx977DHD6wGjsIsCAAAOLC8vT0eOHFFFRYV69OihgQMH3lX9+fPnVVpaqkcffVTu7rXvvfbv3682bdqoW7duhtcDRqDBBQDAAZ07d04Wi8XsGMA9iREFAAAcUGBgoGJiYrR27VpdvnzZ7DjAPYUGFwAAB/TDDz8oKipKCxculL+/v4YNG6aNGzfq77//NjsaYDpGFAAAcGBWq1W7d+/W+vXrtWnTJt24cUMJCQnKzMw0OxpgGhpcAACcxMGDBzVhwgQdOXJENTU1hj6rurpaU6ZM0bx589SlSxdDnwXcLUYUAABwYCUlJVq2bJm6d++uqKgotW7dWqtWrTL8uS1atNCmTZsMfw5gDxpcAAAc0Jo1axQTE6PAwEBlZWVp9OjROnPmjHJzczV16tRmyTBs2DB9/vnnzfIs4G4wogAAgAOyWCx6/vnnlZiYqEcffdSUDIsWLVJqaqqeeuopPf7442rVqlW9z6dNm2ZKLoAGFwAAB2S1WuXm5mZqhtvN3rq5uamwsLAZ0wD/jwYXAAAHceTIEZu/GxkZaWAS4N5GgwsAgINwd3eXm5ub/u1X983P3NzcDN9FAbiX3Wd2AAAAYJtff/3V7AgNlJSUaOvWrSouLtb169frfZaWlmZSKrg6GlwAABxEQECA2RHq2bFjh+Li4hQUFKQTJ04oIiJCRUVFslqt6tGjh9nx4MIYUQAAwIH9/PPPt3x7GhcXZ/izo6Ki9Oyzz2rBggXy8vJSQUGB2rdvr8TERA0ePFivvPKK4RmAW6HBBQDAARUWFmr48OE6evRovbncmzsrNMcMrpeXlw4fPqyuXbvKx8dHeXl5Cg8PV0FBgeLj41VUVGR4BuBWOOgBAAAH9Oqrr6pLly66cOGCWrZsqWPHjmnv3r3q2bOndu/e3SwZWrVqVffm2N/fX2fOnKn77NKlS82SAbgVZnABAHBA+/bt086dO9WuXTu5u7vL3d1dffr00ZIlSzRt2jQdOnTI8AzR0dHKy8tTWFiYhgwZopSUFB09elSbN29WdHS04c8H/g0NLgAADqimpkZeXl6SpHbt2un3339XaGioAgICdPLkyWbJkJaWpoqKCknSggULVFFRoezsbIWEhLCDAkxFgwsAgAOKiIhQQUGBunTpol69emnZsmW6//779cEHHygoKKhZMvz3c1q1aqX333+/WZ4L3AmLzAAAcEA5OTmqrKxUQkKCTp8+rdjYWP3yyy9q27atsrOzNWDAALMjAqahwQUAwEmUlZXJx8enbicFI9zN/cvKygzLAdwOIwoAADgJX19fw5+xcuVKw58BNBZvcAEAAOBUeIMLAADsUlxcfNvPH3rooWZKAtTHG1wAAGAXd3f3287jNsdpasCt8AYXAADY5X8Pk6iurtahQ4eUlpamxYsXm5QK4A0uAABoYtu2bdN//vOfZjsyGPhf7mYHAAAAziU0NFQHDhwwOwZcGCMKAADALlevXq3331arVaWlpXrrrbcUEhJiUiqABhcAANjJ29u7wSIzq9Uqi8WiTz/91KRUADO4AADATrt3767X4Lq7u8vPz0/BwcG67z7eocE8NLgAAABwKiwyAwAAdlmyZIkyMzMbXM/MzNTSpUtNSATUosEFAAB2WbNmjbp169bgenh4uN5//30TEgG1aHABAIBdzp8/L39//wbX/fz8VFpaakIioBYNLgAAsIvFYlF+fn6D6/n5+erUqZMJiYBaLHEEAAB2mTRpkqZPn67q6moNGDBAkrRjxw699tprSklJMTkdXBm7KAAAALtYrVbNmTNH6enpun79uiTJ09NTs2fP1vz5801OB1dGgwsAABqloqJCx48f1wMPPKCQkBB5eHiYHQkujgYXAAA0iatXr2rnzp0KDQ1VWFiY2XHgwlhkBgAA7DJq1ChlZGRIkqqqqtSzZ0+NGjVKkZGR2rRpk8np4MpocAEAgF327t2rvn37SpK2bNkiq9Wq8vJypaena9GiRSangyujwQUAAHa5cuWKfH19JUnbt2/XiBEj1LJlSz333HM6deqUyengymhwAQCAXSwWi/bt26fKykpt375dgwYNkiRdvnxZnp6eJqeDK2MfXAAAYJfp06crMTFRrVu3VkBAgPr37y+pdnThkUceMTccXBq7KAAAALv9+OOPKi4u1tNPP63WrVtLkrZt2yZvb2/17t3b5HRwVTS4AAAAcCqMKAAAALuVlJRo69atKi4urjvN7Ka0tDSTUsHV0eACAAC77NixQ3FxcQoKCtKJEycUERGhoqIiWa1W9ejRw+x4cGHsogAAAOzy+uuva+bMmTp69Kg8PT21adMmnTt3TjExMRo5cqTZ8eDCmMEFAAB28fLy0uHDh9W1a1f5+PgoLy9P4eHhKigoUHx8vIqKisyOCBfFG1wAAGCXVq1a1c3d+vv768yZM3WfXbp0yaxYADO4AADAPtHR0crLy1NYWJiGDBmilJQUHT16VJs3b1Z0dLTZ8eDCGFEAAAB2KSwsVEVFhSIjI1VZWamUlBR9++23CgkJUVpamgICAsyOCBdFgwsAAACnwgwuAACwy8SJE7V7926zYwAN0OACAAC7XLx4UYMHD5bFYtGsWbNUUFBgdiRAEiMKAACgES5fvqwNGzZo/fr1ys3NVbdu3ZSYmKgXXnhBgYGBZseDi6LBBQAATaKkpESffPKJMjMzderUKf3zzz9mR4KLYkQBAAA0WnV1tX744Qd9//33KioqUocOHcyOBBdGgwsAAOy2a9cuTZo0SR06dNDYsWPVpk0bffXVVyopKTE7GlwYIwoAAMAunTt3VllZmQYPHqzExEQNHTpUHh4eZscCaHABAIB91q5dq5EjR8rb29vsKEA9NLgAAABwKszgAgAAwKnQ4AIAAMCp0OACAADAqdDgAgAAwKnQ4AIAAMCp0OACAADAqdDgAgAAwKnQ4AIAAMCp/B98z7Pq+gI3LwAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Getting average gene expression for marker genes\n", + "avg_gene_expr_markers = api.average(\n", + " organism='h_sapiens',\n", + " organ='lung',\n", + " features=markers_in_human_lung_neu\n", + ")\n", + "\n", + "plt.figure(figsize=(8,2))\n", + "\n", + "sns.heatmap(\n", + " avg_gene_expr_markers, \n", + " # yellow-to-red color map\n", + " cmap='YlOrRd', \n", + " # add label to calour bar\n", + " cbar_kws={'label': 'Expression Level'}\n", + ")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Output\n", + "This heatmap displays the gene expression levels of five neutrophil marker genes across all cell types. \n", + "\n", + "A significant portion of the heatmap appears black, indicating that these genes have very low expression levels (between 0-20 cptt) in most cell types. Due to the wide range of gene expression values, the current scale is too broad to effectively show differences within the 0-20 range. In this case, applying a logarithmic transformation helps compress the range, making smaller expression differences more visible while minimizing the impact of extremely high values. You can use the following code:" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Call log method in numpy to get all numbers logged\n", + "# add 1 to avoid \"devide by 0\"\n", + "avg_gene_expr_markers_log = np.log(avg_gene_expr_markers + 1)\n", + "\n", + "# Display heatmap\n", + "plt.figure(figsize=(8,2))\n", + "\n", + "sns.heatmap(\n", + " avg_gene_expr_markers_log, \n", + " # yellow-to-red color map\n", + " cmap='YlOrRd', \n", + " # add label to calour bar\n", + " cbar_kws={'label': 'Expression Level'}\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To avoid division by zero, this example uses avg_gene_expr_markers + 1 instead of avg_gene_expr_markers. This addresses any potential blank cell issues while keeping the log scale consistent.\n", + "\n", + "Comparing this heatmap with the original one, in this heatmap, all blank cells represent areas with no gene expression, while the other genes show low levels of expression across most cell types. It can be observed that *G0S2* is also expressed in *monocytes*, *dendritic cells*, *alveolar fibroblasts*, and *vascular smooth muscle*. Additionally, *IL1R2* shows expression in two other cell types as well. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## **Conclusion** \n", + "\n", + "This tutorial introduces several methods for retrieving average gene expression using different API methods and how to use different packages for visualizing the data.\n", + "\n", + "Thank you for using the *atlasapprox* API. For more detailed information, please refer to the [official documentation](https://atlasapprox.readthedocs.io/en/latest/python/index.html)." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "AMBER", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}