{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Integrating gene expression and chromatin accessibility of 10k PBMCs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Please see [the first chapter where getting the data and processing RNA modality are described](1-Gene-Expression-Processing.ipynb) and [the second chapter with ATAC modality processing](2-Chromatin-Accessibility-Processing.ipynb)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is the third chapter of the multimodal single-cell gene expression and chromatin accessibility analysis. In this notebook, we will see how to learn a latent space jointly on two omics." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Change directory to the root folder of the repository\n", "import os\n", "os.chdir(\"../../\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load libraries and data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Import libraries:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import scanpy as sc\n", "\n", "from matplotlib import pyplot as plt\n", "import seaborn as sns" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import muon as mu" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load the MuData object from the `.h5mu` file:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "MuData object with n_obs × n_vars = 11168 × 132435\n", " var:\t'dispersions', 'dispersions_norm', 'feature_types', 'gene_ids', 'genome', 'highly_variable', 'interval', 'mean', 'mean_counts', 'means', 'n_cells_by_counts', 'pct_dropout_by_counts', 'std', 'total_counts'\n", " 2 modalities\n", " atac:\t9765 x 106086\n", " obs:\t'n_genes_by_counts', 'total_counts', 'NS', 'nucleosome_signal', 'tss_score', 'n_counts', 'leiden', 'celltype'\n", " var:\t'gene_ids', 'feature_types', 'genome', 'interval', 'n_cells_by_counts', 'mean_counts', 'pct_dropout_by_counts', 'total_counts', 'highly_variable', 'means', 'dispersions', 'dispersions_norm', 'mean', 'std'\n", " uns:\t'atac', 'celltype_colors', 'files', 'hvg', 'leiden', 'leiden_colors', 'neighbors', 'pca', 'rank_genes_groups', 'umap'\n", " obsm:\t'X_pca', 'X_umap'\n", " varm:\t'PCs'\n", " layers:\t'counts'\n", " obsp:\t'connectivities', 'distances'\n", " rna:\t10915 x 26349\n", " obs:\t'n_genes_by_counts', 'total_counts', 'total_counts_mt', 'pct_counts_mt', 'leiden', 'celltype'\n", " var:\t'gene_ids', 'feature_types', 'genome', 'interval', 'mt', 'n_cells_by_counts', 'mean_counts', 'pct_dropout_by_counts', 'total_counts', 'highly_variable', 'means', 'dispersions', 'dispersions_norm', 'mean', 'std'\n", " uns:\t'celltype_colors', 'hvg', 'leiden', 'leiden_colors', 'neighbors', 'pca', 'rank_genes_groups', 'umap'\n", " obsm:\t'X_pca', 'X_umap'\n", " varm:\t'PCs'\n", " obsp:\t'connectivities', 'distances'" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mdata = mu.read(\"data/pbmc10k.h5mu\")\n", "mdata" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In each modality, only cells passing respective QC are retained. For the multimodal data integration, we will use only cells that are present for both modalities:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "mu.pp.intersect_obs(mdata)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(9512, 132435)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mdata.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Compare cell type annotation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Before performing the integration, we can compare how the cell type annotations in individual modalities match each other." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can calculate a general score that compares those clustering solutions, e.g. [the adjusted Rand index](https://scikit-learn.org/stable/modules/generated/sklearn.metrics.adjusted_rand_score.html)." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.7457983340058714" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.metrics import adjusted_rand_score as ari\n", "ari(mdata.obs['rna:celltype'], mdata.obs['atac:celltype'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also look into how those cell type annotations match per cell type:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# Calculate total number of cells of respective ATAC celltypes\n", "df_total = (\n", " mdata.obs.groupby(\"atac:celltype\").\n", " size().\n", " reset_index(name=\"n_total\").\n", " set_index(\"atac:celltype\")\n", ")\n", "\n", "# Calculate number of cells for each pair of RNA-ATAC celltype annotation\n", "df = (\n", " mdata.obs.groupby([\"atac:celltype\", \"rna:celltype\"]).\n", " size().\n", " reset_index(name=\"n\").\n", " set_index(\"atac:celltype\").\n", " join(df_total).\n", " reset_index()\n", ")\n", "\n", "# Calculate a fraction of cells of each RNA celltype (n)\n", "# for each ATAC celltype (/ n_total)\n", "df_frac = df.assign(frac = lambda x: x.n / x.n_total)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now make a wide table and visualise it with a heatmap." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "df_wide = df_frac.set_index(\"atac:celltype\").pivot(columns=\"rna:celltype\", values=\"frac\")" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcEAAAFgCAYAAADD+8KjAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy86wFpkAAAACXBIWXMAAAsTAAALEwEAmpwYAABHfElEQVR4nO3debxbVbn/8c+3pUCZioAgo2WGUqCFgjJ4BUGuI4JwBQS16AUHZBQHLqgICiIiyCAIyMyPQQatigJCUZC50IFSUCYFREahWIYW+v39sVbaNM05JyfZOUlOnvfrlVeTnZ0na59zmidr7bXXI9uEEEII3WhIqxsQQgghtEokwRBCCF0rkmAIIYSuFUkwhBBC14okGEIIoWtFEgwhhNC1IgmGEEJoe5LOk/ScpAd6eF6STpX0iKSpkjarJW4kwRBCCJ3gAuBDvTz/YWDdfNsfOLOWoJEEQwghtD3bfwZe6mWXTwAXObkTWFbSyn3FjSQYQghhMFgVeLLs8VN5W68WaVpzQltaYYUVCl0n75///GeR4Vh00UULjQfQjKUBJRUeM4Q21NAfuqT+/Of7ImkYs+Rs22c38v61iCQYQgihKfrzZXHu3LlnA40kvaeB1cser5a39SqGQ0MIITSFpJpvBZgAfDbPEn0v8IrtZ/p6UfQEQwghNEWRpw0kXQZsB6wg6Sngu8AwANtnAdcBHwEeAV4D9q0pbpRS6i5xTrAYcU4wdImG/tAXXXTRmv/zzZ49uyX/qQbFcKikd0m6XNKjkiZJuk7SepJGSnpd0v2SZki6W9L4Kq/fQtJbknYfgLauIukqSWtLOreBOBtLmpxvL0l6PN//Y5HtDSGEeg0ZMqTmW6t0/HCo0lfya4ELbe+Zt20KrESaLvuo7bF5+1rANZJk+/y8bShwAnBDD/HHAyNtH11Ee23/Eygl2/9tIM40YAyApAuA39q+qtH2hRBCUTphxGQw9AS3B+bkMWEAbE+xfWvljrYfAw4DDirbfCBwNfBcvQ2QdIukE3JP86+S3pe3j5R0q6T78m3rsu0P5Pt3StqoItY4SUvmZYLuzj3ZT9TbvhBCaIUBnhhTl8GQBEcDk/qx/33ABgCSVgV2pcbldfqwiO0tgUNIJ2whJdYP2t4M2AM4tcrrrgA+lduzMrCy7XuBI4Gbc8ztgRMlLVlPwyTtL+leSfe+8cYb9YQIIYR+64Qk2PHDoXUo/2mfAnzT9tzyX4Kk5YGb8sPlgEUl7ZIffyYPRVa6Jv87CRiZ7w8DTpc0BngbWK/K664kDcV+l5QMS0OaOwE7Szo8P14cWAOY0dcBVsoXnJ4NxU+MCSGEnrTyXF+tBkMSnM78c2y1GMv8RDIOuDwnwBWAj0h6y/avmH++bTy1nRN8M//7NvN/rocCzwKbknrdC3XDbD8t6UVJm5B6i1/KTwnYzfbD/Ti2EEJoG3FOcGDcDCwmad5yO5I2KZ2XKydpJPBj4DQA22vaHml7JKkH9pWcAIsyAnjG9lzgM8DQHva7AvgGMML21LzteuDAPPEHSWMLbFcIITRdJ8wO7fgk6HQR2K7AjvkSienA8cC/8i5rly6RIA09nlqaGToAfgZ8TtIU0nnIWT3sdxWwZ25fybGk4dSp+ZiObWZDQwihaJ1wTjAulu8ycbF8MTphmCeEAjT0h77ccsvV/J/vpZdeasl/qsFwTjCEEEIbiokxIYQQulYnjJhEEuwyzzzT56Lq/bL88ssXGm/mzJmFxoPO+I8YwmAUPcEQQghdqxO+gEYSDCGE0BSRBEMIIXStGA4NIYTQtTqhJ9hWabqT6gK2WtQTDCG0u064WL5teoJ5ebCOqQvYTJIWsf1Wb/tEPcEQQrvrhOHQdmphu9QFPDmXHZqRe5bXSPqbpO+X7bdP7o1OlvTznICR9B9JJ0qaLumPkrbMMR+TtHPeZ3FJ50ualnu22+ft4yVNkHQzcJOki8oqVyDpUkVNwRBCB+mEnmA7JcF2qQs42/Y44Czg18ABuW3jJS0vaUNStYdtbI8hVY3YO792SVINwI2AV4HvAx/MbTsm73MAacnTjYG9gAslLZ6f2wzY3fb7gV8A4/PxjQC2Bn5XwPGFEMKAiAW0m6tqXcAFdkhJa7KkyaQk9KWy82gb9xB3Qv53GjDd9jO23wQeA1YHdgA2B+7JcXcA1sqvmQ38oez1f7I9J98fmbdvC1wCYPsh4O/MrzN4o+2X8nN/AtaV9E5Ssry6ryHSnqisqO65555bT4gQQui3TugJts05QdqvLuDcsvulx4uQku+Fto+o8to5nr9a87zX56K9tfysK6tMXATsQ6owsW8Nr6+qvKjunDlzYsX0EMKAiNmh/dPOdQHL3QTsLmnF3JblJL27H6+/lTx8Kmk9UrX4ngrnXgAcAmD7wTrbG0IILRE9wX6wbUm7AqdI+iapCvsT5CRArgsILE4633aq7Qta0M4HJR0F3CBpCDCHdJ7v7zWG+BlwpqRpwFvAeNtvVvsjsP2sUh3EXxXS+BBCGEBDh/ZUR7x9RD3BNiZpCdL5xM1sv1JEzKKHQzthAe0QQt0a6qJtuOGGNX/ezJgxoyXdwXYaDg1lJO1IOud5WlEJMIQQBlIMh4a62f4j0J9zjSGE0FY64WL5SIIhhBCaohNmh0YS7DLDhg0rNN5zz9W9QE9VW221VaHxAO64447CY86aVXk1S2OWWGKJQuNBZ3wAhcGtEybGRBIMIYTQFJ3wRSySYAghhKaIc4IhhBC6VvQEQwghdK1O6Am2fwsHIUmWdEnZ40UkPS/ptxX7/UrSnRXbjpZ0uKQz8kLgDyoVHC4tDD7oCwqHEDpDXCcYejILGC1puO3XSeWWni7fQdKypGoV/5G0Vq6hOI/tA/J+I0kFdccMQLtDCKFmnTA7NHqCrXMd8NF8fy/gsornPwn8BricVEUihBA6StE9QUkfkvSwpEckfavK82tImqhUsHyqpI/0FTOSYOtcDuyZC+puAtxV8XwpMV6W74cQQkcpsqiupKHAGcCHgVHAXpJGVex2FHCl7bGkzsPP+mxjv48qFML2VFKh3b1IvcJ5JK0ErAvcZvuvwBxJo+t9r/KiumeffXYDrQ4hhNoV3BPcEnjE9mO2Z5M6Ep+o2MfAMvn+COCffQWNc4KtNYFUF3E7oLwcw6eAdwCP5z+OZUjJ8sh63qS8qC7pjySEEJquP7NDcy3Z/cs2nZ0/u0pWBZ4se/wU8J6KMEeTytwdCCwJ7NjX+0YSbK3zgJdtT5O0Xdn2vYAP2b4DQNKawB+pMwmGEEIr9GfWZ8WX9XrtBVxg+yRJWwEXSxpte25PL4gk2EK2nwJOLd+WZ3u+G7izbL/HJb0iqfJbTwghtK2CZ4c+Daxe9ng1KmbVA18APgRg+44852IFoMdFjiMJtoDtpapsuwW4JT9ctcrzm+W7d1VsfwKo+3xhCCE0S8HX/90DrJtHxp4mTXz5dMU+/wB2AC6QtCGwOPB8b0EjCYYQQmiKIleMsf2WpK8C1wNDgfNsT5d0DHCv7QnA14BzJB1Kmv8w3nav8yAiCYYQQmiKoleCsX0dFbPpbX+n7P6DwDb9iRlJMIQQQlPEAtqh7cyd2+MkqbosvvjihcZrRgHc4cOHFx7z9ddfLzxmCINNJyybFkkwhBBCU3RCFYlIgiGEEJoihkNDCCF0regJhhBC6Fqd0BNs/zRdA0nvknS5pEclTZJ0naT1JI3MBWfvlzRD0t2Sxpe9boSk30iaImm6pH0HoK2rSLpK0tqSzm0gzsZlhXRfkvR4vv/HItsbQgj1iqK6A0Dpp3ctcKHtPfO2TYGVSIutPprLaiBpLeAaSbJ9PnAA8KDtj0t6J/CwpEvzCuWl+OOBkbaPLqK9tv8JlKq//28DcaYBYwAkXUAqrHtVo+0LIYSidMJwaPu3sG/bA3Nsn1XaYHuK7Vsrd8zV2Q8DDiptApbOiXQp4CXgrf42QNItkk7IPc2/Snpf3j5S0q2S7su3rcu2P5Dv3ylpo4pY4yQtKem8HPN+SZUlQ0IIoa11Qk9wMCTB0cCkfux/H7BBvn86sCGp5tQ04ODeVhvvwyK2twQOAb6btz0HfDCv+7kHFYtlZ1eQSichaWVgZdv3kipG3Jxjbg+cKGnJehoW9QRDCK3QCUmw44dD61D+0/5vYDLwAWBt4EZJtwLDgJvyPssBi0raJT/+TB6KrHRN/ncSqVguOc7pksYAbwPrVXndlcANpMT5KaA0pLkTsLOkw/PjxYE1gBk1HOMCykuUzJ07N+oJhhAGRCdMjBkMSXA688+x1WIs8xPJvsAP8wKrj0h6HNjA9t3MP982ntrOCb6Z/32b+T/XQ4FngU1Jve43Kl9k+2lJL0rahNRb/FJ+SsButh/ux7GFEELb6IQkOBiGQ28GFlOqSgyApE1K5+XK5Vp9PwZOy5tKZTeQtBKwPvBYgW0bATyTh1g/Q1r5vJorgG8AI2xPzduuBw7M5yuRNLbAdoUQQtMNGTKk5lvL2tiydy5I7sXtCuyYL5GYDhwP/CvvsnbpEgnS0OOpeWYowLHA1pKmkYY/v2n7hQKb9zPgc5KmkM5Dzuphv6tItbGuLNt2LGk4dWo+pmMLbFcIITRdJyRB9VFqKQwyRZ8T7IQp0LGAdgh1a2g887Of/WzNnzcXXXRRS8ZOB8M5wRBCCG2oE84JRhIMIYTQFJEEQ9spevhyzpw5hcYbNmxYofGgOUOX661X7WqX+k2ZMqXQeNCcYeAQ+iOSYAghhK7VCXMGIgmGEEJoiugJhhBC6FqRBEMIIXStTkiCLRmwVWfV/1tW0lfKHq8iqa6SRZLGSPpIHa+7RdK4im3XKtUPfETSK5pfW3DretoWQghFiwW0q8jLgHVM/T9gWeArpNVfKusB9tcYYBxwXaONsr0rgKTtgMNtf6zRmCGEUKToCVbXDvX/9pN0T+5RXi1pibx9pdzDmpJvWwM/JC29NlnSiaqtFuCWku7IPdrbJa0vaVHgGGCPHGsP9VAzUNLw3FOeIelaIOa6hxA6Ticsm9aKc4KN1v+bQKr/tzSwR531/66xfQ6ApO8DXyAtqn0q8Cfbu0oaSkq03wJG2x6T9x9ZFqdUC/C7KqsFKGkZ4H2235K0I3Cc7d0kfQcYZ/urOdZxpJqBn5e0LHC3pD8CXwRes72hUnWJ++o4xhBCaKnoCRajWv2/VUhDi6dLWkbS8qVzYqTe1pfKzpFtXCXmaKWK79OAvYFSb+4DwJkAtt+2/UofbbuS+UOj5bUARwC/zD3Gk8viV9oJ+FZu9y3Mrxn4X8AluR1Tgak9vL4miqK6IYQWiHOC1bVD/b8LgF1sT8n7b9eP9szTSy3AY4GJuUc5kpTgqqlaM7DoP4jyorqkIeUQQmi66AlW1w71/5YGnpE0jNQTLLkJ+HKOP1TSCODVvH9PqtUCHAE8ne+PL9u3MlZPNQP/DHw6bxsNbNKfgwshhHbQCT3BAU+CbVL/79vAXcBfgIfKth8MbJ/jTwJG2X4R+IukBySdWCVWtVqAPwKOl3Q/C/a2JwKjShNj6Llm4JnAUvlncAz9O4caQghtoROSYE31BHOv6zhgFdsfljQK2Mr2L5rdwFC4QodDO2EB7WaIBbRDl2goOx166KE1f96cfPLJLcmEtfYELyAN3a2SH/8VOKQJ7QkhhDBIdEJPsNYkuILtK4G5ALbfAt5uWqtCCCF0vE5IgrXODp0laXnyUJqk9wJ9XT4QQgihi3XC7NBak+BhpIvU15b0F+Cd1L90WBhEOuUcXtEefvjhvnfqh8UWW6zQeACzZ8/ue6cQmqjolWAkfQj4KTAUONf2D6vs8yngaFKnbYrtT/cWs6YkaPs+Se8nXZIg4GHbxc6ICCGEMKgUmQTzKl5nAB8EngLukTTB9oNl+6wLHAFsY/vfklbsK25NSVDS4qRFpLclZddbJZ1l+43+H0oIIYRuUPBw6JbAI3lNaSRdDnwCeLBsn/2AM2z/G8D2c30FrTVNX0Ra+us00vqdGwEX19z0EEIIXafgiTGrkioNlTyVt5VbD1hP0l+UChx8qK+gtZ4THG17VNnjiZIe7HHvEEIIXa8/PcG8itj+ZZvOzks+9sciwLqkpTBXA/4saWPbL/f0glp7gvflGaGlxr4HuLefjQt1kGRJJ5U9PlzS0fn+0ZIOz/cXl3Rj6bkQQmi1/vQEbZ9te1zZrTIBPg2sXvZ4NeYvT1nyFDDB9hzbj5OuaV+3tzbWmgQ3B26X9ISkJ4A7gC0kTZPUUIWD0Kc3gU9KWqGnHZRqFV4NTCqwmHAIITSk4OHQe4B1Ja2ZP/P2JF21UO5X5III+TNzPfpYX7rW4dA+x1VD07xFqgBxKHBklecXIS3i/Tfb3xrIhoUQQm+KnB2a67N+lbR62VDgPNvTJR0D3Gt7Qn5up3y67m3g63n95x7VmgQPAn5RPhU1DKgzSIts/6jKc98AbrR9yMA2KYQQelf0xfK2rwOuq9j2nbL7Jl3XflitMWtN0zOAcyTdJelLSiWGwgCxPZM0Q/egKk/fRqqs0eOKzoqiuiGEFhgyZEjNt1ap9WL5c4FzJa1PKmw7Na8cc47tic1sYJjnFOA+4PyK7X8GLgR+L2lb289UvjCK6oYQWqETlk2rOf3mq/U3yLcXgCnAYfmCxdBktl8i1Sz8QpXnriYVH/6DpGUHuGkhhFDVoFlAW9LJwMdIVeGPs313fuoEScUuohh6cxLw1WpP2D5Tqe7jBEk7xWo+IYRWa+UwZ61qnRgzFTjK9qwqz21ZYHtCBdtLld1/Flii7PHRFfseTVo4NoQQWm4wDYfuU5kAJd0EYDtKKoUQQlhIxw+H5oWzlwBWkPQOUgUJgGVYeM22EEIIYZ5O6An2NRz6ReAQYBXSzMSSmaSFtEMIIYSqOj4J2v4p8FNJB9o+bYDaFELbK/o/dzMK4C666KKFxnvzzTcLjQed8SEZ6tcJv9++hkM/me8+XXZ/HtvXNKVVIYQQOt7QoUNb3YQ+9TUc+vFenjMQSTCEEEJVHd8TtL3vQDUkhBDC4NLxSVBSr4uQ2v5Jsc0JIYQwWHR8EgSWHpBWdAlJXwJeA5YHHs2lP+qNdTSwH/A8sDgwETjA9twCmhpCCA3r+CRo+3sD1ZBuYPusgkOebPvHkoaQFtJ+PykZhhBCy3VCEqxpxRhJ60m6SdID+fEmko5qbtPan6SRkmZIOkfSdEk3SBqen9tP0j2Spki6WtISefvRkg6XtIGkuytiTcv3N5f0J0mTJF0vaeU+mrIoqTf47yYdaggh9FsnlFKq9Z3PAY4A5gDYnkoqbR9gXeAM2xsBLwO75e3X2N7C9qakeowLVH+w/RCwqKQ186Y9gCskDQNOA3a3vTlwHvCDHt77UEmTgWeAv9qeXNhRhRBCgzph2bRak+ASZZUjSt4qujEd6vGy5DMJGJnvj5Z0a+7d7Q1sVOW1V5KSH/nfK4D1gdHAjTnBHQWs1sN7n2x7DLAisKSkql9MoqhuCKEVOqEnWGsViRckrU0uyCppd1LvI0D5MhpvA8Pz/QuAXWxPkTQe2K7Ka68AfinpGsC2/yZpY2C67a1qbYDtOZL+APwXsFB9xyiqG0JohUFzThA4APg5sIGkp0nriX65WY0aJJYGnsnDm3tX28H2o6TE+W1SQgR4GHinpK0AJA2TVK0XOY/SX9o2wKMFtT2EEBrWCcOhNfUEbT8G7ChpSWCI7Veb26xB4dvAXaRLGO6i58tNrgBOBNYEsD0797RPlTSC9Ds6BZhe5bWHStoHGEaq+fizIg8ghBAa0QnLpsnue3RM0nHAj2y/nB+/A/ia7a6fIdqBYji0S8QC2qEADf2CzjvvvJo/bz7/+c+35I+h1uHQD5cSIIDtfwMfaUqLQgghDAqDZjgUGCppMdtvAuRr4RZrXrNCCCF0uk7o6deaBC8FbpJ0fn68L3Bhc5oUQijCzJkzC4234oorFhoP4Pnnny88ZmgfgyYJ2j5B0lRgh7zpWNvXN69ZIYQQOl0rr/+rVa09QWz/Hvh9E9sSQghhEOmEJFhzCyWd3dvjEEIIodxgmhgD6WL53h6HEEII83RCT7A/w6GTenscQgghlOuEiTG1llK6UdKyZY/fISkmxrRQLsn0tKTJkh6SdGauKxhCCG2hE4ZDa/3QXKHKxfLFz5cOSOrPEHWpisQoYGNSUd0QQmgLgykJzpW0RumBpHcziJbfUipo+5CkCyT9VdKlknaU9BdJf5O0Zd5vSUnnSbpb0v2SPpG3j5f0q9xjfkLSVyUdlve5U9Jyeb8x+fFUSdfm5eeQdIukUyTdCxwp6fG88DaSlil/3IMoqhtCaDtDhw6t+dYqtSbBI4HbJF0s6RLgz6Qiu4PJOsBJwAb59mlgW+Bw4P/yPkcCN9veEtgeODEvKg6pBuAngS1IRXBfsz0WuAP4bN7nIuCbtjcBpgHfLXv/RW2Ps/094Bbgo3n7nqQCvXOqtPlQ1VBUV1FPMITQAp3QE6z1Yvk/SNoMeG/edIjtF5rXrJZ43PY0AEnTgZtsW6ko7si8z07AzpIOz48XB0o95Im5usarkl4BfpO3TwM2UaoIsaztP+XtFwK/LHv/K8runwt8A/gVaXWe/Xpo88m2f5x7iVdJ2tN21BMMIbSFQTMxJnsbeA6YCYyS9F/NaVLLlC+RP7fs8Vzmf1kQsJvtMfm2hu0Z/Xh9b2aV7tj+CzBS0nbAUNsP9PbC3EssFdUNIYS2UHRPUNKHJD0s6RFJ3+plv90kWdK4vmLWOjv0f0lDoNcD38v/Hl1TqweX64EDlX9jksbW+kLbrwD/lvS+vOkzwJ96eclFwP8Dzu9lH3I7oqhuCKHtDBkypOZbXyQNBc4APkyaDLiXpFFV9lsaOJhUx7XvNtZ4LAeTznX93fb2wFjg5RpfO5gcSy5gm4dMj+3n6z9HOo84FRgDHNPLvpcC7wAu62Wf0jnBB4ChRFHdEEIbKTIJAlsCj9h+zPZs4HLgE1X2OxY4AXijlqC1Tsd/w/Ybudu6mO2HJK1f42vbnu0nSBNbSo/HV3vO9uvAF6u8/gLggrLHI6s9lyeuvJcKtrer0qxtgavKL02peM3RdGdvPITQIfpzTlDS/sD+ZZvOzvMZSlYFnix7/BTwnooYmwGr2/6dpK/X8r61JsGnlC6W/xVwo6R/A3+v8bWhnySdRuryR+HiEELH6k8SrJjAV897DQF+Aozvz+tqnR26a757tKSJwAiiokTT2D6w1W0IIYRGFbx26NPA6mWPV8vbSpYmjdrdkpPvu4AJkna2fW9PQWtKgpIutv0ZgNIUf0kXkyZ3hBDa0OKLL15ovGYUwL344osLj/niiy8WGu/ggw8uNB50xqUDRSj4OO8B1pW0Jin57Um6nhuYN/lwhbL3vgU4vLcECLUPh25U/iDP0tm8xteGEELoQkUmQdtvSfoqaZb+UOA829MlHQPca3tCPXF7TYKSjiCtljJc0syyp+bQwNhtCCGEwa/o5dBsXwdcV7HtOz3su10tMXtNgraPB46XdDzwI2A90iopECuPhBBC6EUnDPvWOhz6GOli+dWAyaRp/ncAH2hOs0IIIYTmq3XqzkEMgovlJb1L0uWSHpU0SdJ1ktZTqiLxeq76MCNXiRhf9roNJN0h6c2ydUPL4w7Nr/3tgB5QCCG0sUGzgDaD4GL5vLTYtcCFtvfM2zYFViJdgPlorvqApLWAayTJ9vnAS6QvArv0EP5gYAawTFMPIoQQOkgnDIfW2hOsvFj+13TexfLbA3Nsn1XaYHuK7Vsrd7T9GHAYKfFh+znb95AmBC1A0mqkskfn9vTGSvUCT1YqZzRD0haSrlGqVfj9sv0Ok/RAvh2St43MrzlH0nRJN0ganp+rWp8whBDaQSf0BGtKgrZ3tf1yXqrr28Av6LlX1K5GA5P6sf99pLqCfTmFVPZobh/7zbY9DjgL+DVwQG7TeEnLS9qcVDbpPaRzrvuVLdC9LnCG7Y1Iw9C75e291ScMIYSWKnjt0Oa0sb8vsP0n2xPyAqaDWZ9fTSR9DHjOdi3JtXQNyzRguu1nbL9JmnS0Ommt0Gttz7L9H+AaoFRx4vGygrmTSGWWqtUnrFpKSVFUN4TQAp3QE6z1nOBgMB3YvR/7jyWd5+vNNqQiux8hXTqyjKRLbO9TZd/y+oKVtQf7+j2U7/82MLyP/RcQRXVDCK0wmM4JDgY3A4vllcoBkLSJ5tf3o2z7SODHwGm9BbR9hO3VctWIPYGbe0iAtbgV2EXSEpKWBHbN23p67/7WJwwhhFCha3qCti1pV+AUSd8k1Zp6Ajgk77K2pPtJPbpXgVNzGSQkvQu4lzT7c26etDLKdvkqOo227z5JFwB3503n2r4/J+SefA44S9ISpGHVfYtqTwghNKoTeoKyY3Ssy8QvPLSNWEC77TXU0Lvuuqvmz5v3vOc9LfmhdE1PMIQQwsDqhGQfSTCEEEJTRBIMIYTQtSIJhhBCL+bO7WuNif5rQvmeQuNBZySHInTCcXbTJRIhhBDCAqInGEIIoSlauRxarSIJhhBCaIpOGA6NJBhCCKEpOiEJNq2vKun2GvY5JK920jKSji4VypV0jKQd+9h/vKRVBqZ1IYTQuTphAe2mJUHbW9ew2yFAv5KgpGKnfpWx/R3bf+xjt/FAJMEQQuhDVydBSf/J/26Xi8peJekhSZcqOYiUTCZKmpj33UnSHZLuk/RLSUvl7U9IOkHSfcD/5MfHS5qcSwRtJul6SY9K+lJZG74u6Z5cdPZ7ZduPlPRXSbcB65dtv0DS7vn+d/JrH5B0dm7z7sA44NL83sMlbS7pT5Im5TasXOVncYGkM5UK4D6WfybnKRXLvaBsv70kTcvveUL5z1LSDyRNyTFWyttHSro5H99NktYo5JcXQggFGJT1BOs0ltTrGwWsBWxj+1Tgn8D2treXtAJwFLCj7c1IC1YfVhbjRdub2b48P/6H7TGkSgsXkMokvRf4HqSESipGuyUwBthc0n8pFa/dM2/7CLBFD20+3fYWtkeTShd9zPZVuV175/d+i1RpYnfbmwPnAT/oId47gK2AQ0m1BU8GNgI2VqoQvwpwAvCB3LYtJO2SX7skcKftTYE/A/vl7acBF+aiupcCp/bw3iGEEKoYqCR4t+2nbM8FJgMjq+zzXlKS/IukyaQKCe8ue/6Kiv3Li9TeZftV288Db0paFtgp3+5nfpX4dUmFaq+1/VquAjGB6raXdJekaaTEtFGVfdYnVYe/Mbf5KGC1HuL9xumq22nAs7an5Z/HdNLPYwvgFtvP236LlNRKRXJnA7/N9ycx/+e3FfD/8v2LSYV5F6IoqhtCaIFOGA4dqNmhlUVhq72vgBtt79VDjFk9xOypSK2A423/fIE3SWWQeiVpceBnwDjbT0o6mlRiqVqbp9veqq+YNbR3Ti+vneP5y1b09PPrURTVDSG0QiuTW61afSXjq8DS+f6dwDaS1gGQtKSk9RqIfT3w+bLziqtKWpE0nLhLPp+3NPDxKq8tJbwX8uvLK9KXt/lh4J2StsrvMUxStR5jLe4G3i9pBaXJP3vRd5Hc20lDuwB700sR3hBCGGjRE+zb2cAfJP0znxccD1wmabH8/FHAX+sJbPsGSRsCd+Qf8H+AfXLx2iuAKcBzwD1VXvuypHOAB4B/VexzAamQ7euk4cjdgVMljSD9PE8hDXH2t73PSPoWMJHUw/yd7V/38bIDgfMlfR14niiqG0JoI53QE4yiut0nfuGhbVx44YWFx5w5c2ah8Q444IBC40FnLCeWNZTF/va3v9X8ebPuuuu2JGN2zG8ihBBCKFqrh0NDCCEMUp0wHBpJMIQQQlN0QhKMc4LdJ37hYVCbM6e3q436b/nlly80HhR/3rKJGspijz76aM2fN2uvvXZLMmb0BEMIITRFJ/QEIwmGEEJoik6YBdv+LQwhhBAASR+S9LCkR/J11ZXPHybpwbKiAu+uFqdcJMEQQghNUeSKMXklrTOAD5PWmd5L0qiK3e4nLXe5CXAV8KO+4nZVEpT0LkmXK5VcmiTpOknr5ZJEr0u6P5c3ujuvXlN63QZKJZ7eVC7AW/bcsppfJmpGaQm1EELodgUvm7Yl8Ijtx2zPBi4HPlG+g+2Jtl/LD++k54IG83TNOUGln/K1pNJDe+ZtmwIrAU8Cj9oem7evBVwjSbbPB14CDgJ2qRL6p8AfbO8uaVH6WSQ4hBBCTVYlfVaXPAW8p5f9vwD8vq+g3dQT3J5UjeGs0gbbU2wvtOi07cdItQwPyo+fs30PFZUe8nqh/wX8Iu832/bLlfEURXVDCF2oP0V1VVbyLd/2r/d9Je1DKoB+Yp9trPdNOtBoUi2+WpVqEPZmTdLC1efnodRzJS3Zw74tK6qrqCcYQmiB/gyH2j7b9riyW+WH1dPA6mWPV8vbKt9zR+BIYGfbb1Y+X6mbkmB/1TJIvQiwGXBmHkqdBSw0YylrWVHd8j+u/fev+8tVCCG00j3AupLWzKee9qSiKLqkscDPSQnwuVqCdlMSnA5s3o/9xwIz+tjnKeAp23flx1eRkmI1fRXV7U1DRXVDCKEVipwYkzsHXyXVip0BXGl7uqRjJO2cdzsRWAr4paTJkib0EG6ebvowvRk4TtL+pW62pE2AESx4shVJI4Efk4Ybe2T7X5KelLS+7YeBHYAH62zf3aS6hCsA/yYV1e31/ZlfVPdioqhuCKHN1Djrs2a2rwOuq9j2nbL7O/Y3ZtckQduWtCtwiqRvAm8ATwCH5F3WlnQ/qar8q8Cpti+AdGkFcC+wDDBX0iHAKNszSYVtL83d88eos7BtFNUNIQw2RSfBZogFtLtP/MLDoBYLaBeqoSz27LPP1vx5s9JKK8UC2iGEEAaPTugJdtPEmBBCCGEB0RMMIQwqRVcuaMbQ5XLLLVdovOeff77QeCVDhw5t6PWd0BOMJBhCCKEpIgmGEELoWpEEQwghdK1IgiGEELpWJyTBmB0aQgiha0USbFOSxkt6Plen+Juk6yVtXbHP4bmY72RJ90j6bKvaG0IIlQouqtsUkQTb2xW2x9peF/ghqdDvhgCSvgR8ENjS9hjSuqXtP/YQQugakQRDVbkY7kO52O5fJV0qaUdJf8m9vi0rX2N7InA2UKqF9H/Al/P6pdieafvCgTuKEELoXSTB0Jt1gJNIhXs3AD5Nqgd4OCnBVXMfsIGkZYClbT9WyxtFUd0QQqguZoe2zuO2pwFImg7clCtdTGN+0dxKdX1dyqWjStkvFtAOIQyImB0aelNZWLe86G5PX07GAjPyEOh/JK3VxPaFEMKgF0mwQ0h6P+l84Dl50/HAGXloFElLxezQEEI76YRzgjEc2t72kLQtsATwOLCb7Rn5uTOBpYB7JM0B5pDOMYYQQqhRFNXtPvELD4Pa22+/XWi8RispVNNBVSQa6qLNmjWr5s+bJZdcMorqhhBCGDxiYkwIIYTQxmI4tPvELzyEQaZZPS7bDQV+/fXXa/68GT58eEu6jdETDCGE0LXinGAIIYSmiHOCIYQQQhuLnmAIIYSmiJ5gaIikWyQ9LGlqrjpxuqRly55/l6TLJT0qaZKk6ySt18ImhxBCR4kk2P72tr0JsAlpfdFfAyh9xboWuMX22rY3B44AVmpZS0MIoUwsmxZqImkk8AdgErAZMB1YYB1Q27MlfQN4RNKmwPLAHNtnle0zZcAaHUIIg0D0BNvH+sDPbG8IzAS+UrmD7beBKaT6g6NJSTOEENpSJ/QEIwm2jydt/yXfv4RUYLeafv+1RFHdEEIrdEISjOHQ9lG5ssJCKy1IGgpsDMwAXgB2rylwFNUNIYSqoifYPtaQtFW+/2ngtvInJQ0j1RB80vZU4GZgMUn7l+2ziaT3DVSDQwihN53QE4wk2D4eBg6QNAN4B6leIMClkqYCDwBLAp8AcFr0dVdgx3yJxHRSkvzXgLc8hBA6VCyg3Qby7NDf2h49AG8Xv/AQBpl2XUB77ty5NX/eDBkyJBbQDiGEMHgUPRwq6UN5AZFHJH2ryvOLSboiP39X7mD0KpJgG7D9xAD1AkMIoSPliYFnAB8GRgF7SRpVsdsXgH/bXgc4GTihr7iRBEMIITRFwT3BLYFHbD9mezZwOXmORJlPABfm+1cBO6iP4JEEu49quUn6Yq37tipmtLF9Y0YbBzam7ZpvwBf7sW+j+nOc865nzrf9K2KtCjxZ9vipvK3qPrbfAl4hra7Vo0iCoSeVf4DtGDPa2L4xo43tG7MZbWyY7bNtjyu7DcjKHpEEQwghdIKngdXLHq+Wt1XdR9IiwAjgxd6CRhIMIYTQCe4B1pW0pqRFgT2BCRX7TAA+l+/vDtzsPq4DjGXTQk+aMRRRdMxoY/vGjDa2b8yOXEDY9luSvgpcDwwFzrM9XdIxwL22JwC/AC6W9AjwEilR9ioulg8hhNC1Yjg0hBBC14okGEIIoWtFEgyhAJLe2+o2hBD6L5Jgl5N0Q4fE/GTB8Ypu488KjtenPEOunte9X9Im+f6nJJ0u6VBJi7VDvLK4IySdXHbx9EmSRjQQbzVJ10p6XtJzkq6WtFqDbSw8ZhhYkQTDOzsk5lEFx2tGGwsn6Ts9bB8B9DuRSzoD+D5wrqRLSLUrHwA2A85rdbwK5wEzgU/l20zg/AbinU+aQr8ysArwmwbjFR5T0j6SPlNl+2ckfbqOeOtI2qbK9m0krV1vOweTmB3a5SQ9Bhze0/O2r2mTmPfZ3qy/r+slXqFtlPQy8Ode4u3cn3hlcW8A7rF9ZNm2lUjTxK+xfUw/4z1oe5SkxUkXFq9o++28vuJU2xu3Ml5F7Mm2x/S1rVXxmtTGu4AdbP+nYvuSwJ9tb97PeL8FjrA9rWL7xsBxtj9eTzsHk7hOMIwAPkZav6+SgX4nrCbF3ECpuHAlkWoMb9LPeEW38XngpH6+phY7A1dJ+ontwyStC/we+LHts+qI9waA7Tck/d322/mxJc1pg3jlXpe0re3bIPVegNcbiPeipH2Ay/LjvehjNZEWxBxWmQABbM+SNKyOeCtVJsAcb5pqKDPUDSIJhr/b/nwHxHwcKPJba9FtfNX2nwqMB8xLLrsCV0i6DNgaOMT2tXWGXFHSYaTkX7pPflzPEHHR8cp9CbgoD/2KdPHz+AbifR44jVRix8DtwL4NtrHomMMlLWl7VvlGSUsD9ZwDXra396oj3qATSTAUsVL8QMScbfvvBcYruo1PFBwPgLKkchfwDeBWYM3Sdts/6WfIc4Clq9wHOLeOJhYdbx7bU4BNJS2TH89sMN7fST3rwjQh5i9IPf8vlf7ec4/tjPxcf90raT/b55RvlPS/wKRGGzsYxDnBLidptO0HOiDm6ba/WmC8wtvYDJK+29vztr83UG0ZaHl26W7ASMq+sPf3PGhZvHcC+1WJV/eIQJNifgk4AliK9GXtVeCHts+sI9ZKwLXAbOYnvXGkXuWutv9VbzsHi0iCoSNI+hppuKmqOnpEoc1J+gOpHtwk4O3Sdtt1nXuVdDupJ10Z7+oG2lh4zLLYS+dYrxYQa3tgdH443fbNjcYcLGI4NHSKpXp5btB+k+vpEonMto8dsMYMvNVsf6jAeEvY/maB8ZoSU9L6pJp/G+THM4Czbf+1gbAvAKVe33ONtXBwiSQY5pE0HFjD9sMFxfs48DvbcxuN1duwn6QtGoldxHFL6vXyDdv31Rl6VpVtSwJfIFXMboskKGloaWZogW6XtHG12Y11+q2kj9i+rqB4hceUtBVpZvLZ+SZgLHCLpE/avrOf8UYAvybV2Jua420s6R/AJxo9zzoYxHBoAOYlrB8Di9peU9IY4Jh6r2/LMS8BtgKuJpU9eaiQxqbYo0jT0fcCXrY9rs44hRy3pIn57uKkcy5TSB84m5DKvGxVT/sq3mNp4GBSArwSOMl2Xd/q87mi44BVbH84/zy3sl3P5IvSdZdXA+fbfrCeGFViPgisQ5oZ/Cb1Xw5Tivcq6QvEbKB0+YZtL9NAGwuNKen3wAm2b6nY/n7gW7Y/3M94p+a2faP0ZVTSEOCHwHDbB9bTzsEkkmAAQNIk4APALbbH5m3TGrnYOcdYhpSo9iUNW54PXFbPeY48S66U+OYA7wbG2X6igfYVetySrgG+W+q9SBoNHG179wbauBxwGLA3cCHwU9v/rjdejvl70u/iSNubKlXhvr+B416aVLttX9JKVOcBlzfS05D07mrbC54l3FYk/dX2ej0897Dt9fsZ70FgE9tvVWxfBJhme8P6Wzs4xLJpoWSO7VcqtjX8DSl/CF4FXE5aWmpX4D5J/foGKukO4HekIfzd8soZrzaSALOij3v98uG7PAO17g8aSSeSKmq/Cmxs++hGE2C2gu0rgbm5nW9RNrGjv2y/avsc21sD3wS+Czwj6UJJ69QZ8++k69w+nm/LNpoAJe0s6cf59rFGYjUpZm9fDqsNjfdldmUChHm/7zfriDfoxDnBUDJdaW3CoXlVkoNIF/7WTdInSBc3rwNcBGxp+zlJSwAPki4yrtWzwKrASqSLsP9GMRNiij7uqZLOBS7Jj/cmnYup19dIH1ZHAUdK8y5vLA0N1juUN0vS8uSfoVIVjMovAzWTNBT4KKknOJK0es6lwPuA64CqvZs+Yh5MuvygtHrPJZLOtt2fv5vyeD8EtsjtAjhY0ja2j6gnXpNirp6HMBd6K9Lff38tLmksC18XK6ChBc4HixgODQDkxHQksFPedD3wfdtvNBDzAtK5wIXW1JS0g+2b+hlvBPBJ0nDouqRewn/bvruBNhZ63EpraH4Z+K+86c/AmY38HJtB0ubAqaRp8w+QvljsbruuhJ3PCU4EfmH79ornTrV9UB0xp5LOU87Kj5cE7mjgnOBUYEzZubGhpCHguuI1I6akz5U9XOjD2fZF/Yw3sexheTzleNv3q4GDUCTBAKTZjQ3MYKwWbyjwx2b9J8sTOz5FOg+1hu3V64xT6HHnmIXOsm2WfF5ofdIH4sO261rrM/+uj6z3IvZe4k4Dtih9gchfMO5p4LzlVGA72y/lx8uRzgU3mgQLjZnjbAH8HwtehN/IpKDhwFeAbUnJ8Fba8MtZK8RwaCg5SdK7SOfvrnCDq6k4VRKYK2lElXNuDbP9LGk49bSeJlDUqNDjlrQzcCJpRY5CZtk2Q/7wvpx0zI82Eiv/rj8GFJoESRN37pJUWid1F+pbOqzkeOD+3DsSqbf+rYZa2JyYkIbTvw5MI5+3bdCFpFJUpaHWT5NOUXyqgNgdLXqCYZ6cDD4F7AEsQ/qA/H4D8X5NusbpRspO6tc5NDaht+cbvJSjsONu1izbouUvDnvk21zgCuBK2/+oM97JwLAcp/x33VAvW+n6y23zw1tt399gvJVJ5/AA7nYBy4Y1KeZttrfte8+a4z1oe1Rf27pRJMGwEKVaY98A9rBdV/XyHOdz1bbbvrCOWM8DT5JK1txFxYl+F1DBoYjjlnSn7fdKur8sCU5tdHismfKEoG8De9seWmeMiVU22/YHGmzbO0gXepevy1l3YpW0CQuv81lPaa9mx9yBdO77JspmcdYbV+ma3dOdL7aX9B7gANufbaSdg0EMhwYAJG1I6hXsRqqHdgVpZmLdbF8oaVHmzwys+7wT8C7gg6QPhk+TLpe4zPb0RtrYhOMufJZts1T0Bt8mfQGoSzPO/Uo6ljS7+FHmT+owqaddT7zzSIsXTGf+EGO99S2bFjPbl7Rs2rCC4m5OWoGn1NNfA3g4n3et+1zjYBA9wQDMuw6vNCT2z4Jibkc6F/EEqee2OvC5arNF+xl3MVIyPBH4nu3TG4hV6HH3MNv0WNttdU2WUgXzYcAvScO/jzUYbwTp2sDSrNg/kc6FNnLZxcOkayNnN9K2sniFD/81a0hRdVwY30e8Xs+bD+YFCPoSPcEul6+72t8FLOtVxUnATqVZkpLWIw1nbl5PsJz8PkpKgCNJJ/nrKi7bxOP+qO0jSYmw9F7/Q0o2LSfpY7Z/C3y24Nmr55EutShNtPgMaWLLJxuI+QDpMpiiFny+Q9IoF7SsWxNjQuq1FRa3m5NcX6In2OUkrWn78dKwSPlTNDhMUu1cWL3nxyRdRLqm7TrSclyNzuJsynFLus/2Zn1taxVJB9v+qeYX612A6yxJJWmy7TF9betnzHGkxZ8fYMHzYnVNglJaf3MCqZpCw2uRNitmjjsDWJuC1k0NPYueYDiB9O29kCWkKtyrhVdPubfOWPuQZh0eDBykxldOKfS4JX0Y+AiwqhZc8WMZYKFlq1roxfzv0r3u1X+vS9rW9m0AkrYBXm8w5oWk31NRlwn8gtRDLSpes2ICFFlCKvQieoJdTtLKtp9pUuzFgAMom+IO/Kwdzo8VfdySNgXGkK6VK68B+Cow0cWs99kwSV+0/fMmxB1DSlojSF9MXgLG257SQMx7bDdUJqsi3h1FD383I2YYWJEEA0Bp7cjTSIs9LwoMBWbV0cPqKEUft6RhDcyAHTB59ZUvABuRyj8BYPvzDcZdJsdpuE6dpJ+QhgInsOBwaF2XSEj6Gekc428o4LKDZsUMAyuGQ0PJ6aQlyH5Jqof3WepY9LhcXkXkWFLJo0Wof+iymYo+7pGSjgdGsWByWauRRjbBxcBDwH+Teq97AzPqDSZpWdLPbiSwSGm4up6FEcqMzf++t2xb3ZdIAMNJiWqnsm2NXs7QjJhhAEVPMAAg6V7b48onrpRf8F1nzEdIswOnuU3/0Io+bkm3kS4VOJlU/mdfYIjt7/T6wgFWOsbScUsaRlqR5b19vrh6vNuBO6k4N1bPwgghDKToCYaS1/KF7ZMl/Qh4hsbrTT4JPNCuCTAr+riH275JkvK09KPzUmptlQSZXwX9ZaXCv/8CVmwg3uK2q844DaGdRRIMJZ8hffh/FTiUdGH7bg3G/AZwnaQ/seD5krqm4TdJ0cf9pqQhwN8kfRV4Gliq4VYW7+y8JNm3SefclqKxRH2xpP2A37Lg7/qlhloZQpPFcGhoGkk3AP9h4SGy77WsUU2mVAJnBmmyxLGkSyROLK3ZOFhJOgD4AfAyZUucteG50BAWEEkwAPOu6zqa+ZNYgMYmdEh6wPboxlvXPEUft5pQn7AZ8uUru7Hwws91lUNSKqq7pe0XCmngwvEvanSxZ6UalMcBq9j+sKRRpKK9/S7PlBegnmF7plKtvm8BmwEPAsc1slxcGFiRBAMAkh4iDQdOIi2mDIDtF3t8Ud8xf0QqrHtD4y1sjqKPO1dTKKw+YbNI+gPwCgsf90l1xrsB2MX2awW0rbJsloDtgZuhoRVjfk9ayu1I25sqFRW+33WUuZI0HdjU9luSzgZeI/3Od8jbG1kuLgygOCcYSl6x/fuCY34ZOFzSbGA27XmJRKHHbXt7za9P+PN83VxDdRmbZDXbRa5KMos0uWgiC54TrOcSidVIPapzSUOrIl2+UleCLrOC7SslHZHb9pakt/t6UQ+G2C6tBDSubFm82yRNbrCdYQBFEgwlEyWdSLq+qeELk/Nri16aqxmacdz/Ak7NCeEbpAkn7ZYEb5e0se1pBcX7Vb4VYRxpebwjga/bnizpdTdeM3KWpOXJ5yzzQgn1Dls+IGlf2+cDUySNs31vXiS+7RdLCPPFcGgAmlMUVemK6b2BNW0fK2l1YGXbd9cbs2hFH7eq1ye82nZRlRAKIelBYB0KXKA5nxtbwwVVp5C0Gul6y2eBnW2v0WC8zUirA40mLcr9TuB/6lnaTal01E+B9wEvkM4HPplvBzWyXFwYWJEEQ9NIOpM0K/QDtjfMU/JvKHI9yHajJtRlbAb1UF/OdZbckfRx4MfAorbXzGuJHlPv+buK2B8FtrH9fw3GWYx0/nN9UtJ/mDSsWfdatnm4e03SqNpTtp9tpI1h4EUSDE1TKiFUvgKLpCm2N21120Kx8oIAHwBuKftdFz47WNJStv9T52sHpMxVI20MAy/OCYZmmiNpKPPPwbyTYsvNtA1JV9r+lJpQl7FDzLH9iuaXuILm/K4fBPo1LJonKq0KDJc0lvQ7gXQN5xLFNg+oo42hdSIJhmYqVX5fUdIPgN2Bo1rbpKY5OP/bjLqMnWC6pE8DQyWtCxwE3F5PIPVQ8JeUvOpZfee/gfGkWaflqxW9CtQ1xNqENoYWieHQsABJG9meXmC8DUjXTgm4yXbdlQqaqajjlnSC7W/2tW2wkbQEaTbnTqTf9fXAsbbfqCPWG8CJVC9GfKjtZets4262r67ntVViNaWNYeBFEgwLKPocSZ4MszoLrkrSdiuqFHXcPZx3mtoFw6GFyRUpDrQ9qcpzT9pevYHYH2XhGor9XiWnmW0MAyuGQ0Ml9b1LjYGkY0nDUI9Stp4k9deDa6aGjlvSl4GvAGtLmlr21NLUOSzYSSSNIw0tjmTBLzz1JP99SZXpqxlXRzwAJJ1FOge4PelC/N2Bei/XaUobw8CLnmBA0neZvzLHF4GzSs/Vu5ZkjvswsLHt2Q03sgmKPO583dg7gONJ60iWvNoNlRTy7/rrLLxYel2XXDSD5tdOLP27FPB72+9rddtC60RPMAA8UXZ/DlDUB9cDpGoKbXWheJknyu43dNx5weRXJP0UeMn2q5CuI5P0Htt3NdTS9ve87co1P+sm6XOkyUbr500zgFNtX9RA2Nfzv69JWoW0mMHKbdbGMMCiJxgWUOQ5wTxE9mtSMixfkqzhC6iLVuA5wfuBzZz/YynVFry36GvR2o2kHYC9gJtY8Hd9TR2xPgccAhwG3EfqqW9Gmohyiu2L62zjt0krxuwAnEEaBTjX9rfbpY1h4EUSDAsov7C9gFjTgZ+z8BBZo2tAFq6o45Y02faYim2DfmKMpEuADYDpzP9d2/bn64h1J7Cn7Scqto8ELrf93sZaO2/1mMVdZ8mjgWhjGBgxHBoq7VBgrNdsn1pgvGYq6rgfk3QQcGZ+/BXgsYJit7MtbK/f9241WaYyuQDYfiIvU9Yvkj5g+2ZJC5U3klRXb7XoNobWiSQYFmD7JUk7F3R+51ZJxwMTKKhCQ5EkLVJWDmd2Hr59rMGJLF8iLRJwFGm47SZg/8Za2hFulzTK9oMFxHq9zud68n5SLcKPV3nOpAoi/VV0G0OLxHBol6vy7Vik8yVfgfrO6ZTFLrwyRVEkjSfVp3uRNLnhDFJFhfWAb9i+rHWt6zySZgBrU0BVCkmvAY9UewpYy/aSjbS1CJ3QxlCbSIJdTtIc0uoezzH/WrndSVWy6zqn0wnyGp/bk67jmwKMtf2opJWAG+s9hydpceALLHxB9qD8OZYUWZWip1j1xuxlibNSvJ/09nwPMQttY2idGA4NWwM/BO6xfSaApO1s79vaZjXd27ZfAF6Q9B/bjwLYfrZiEej+uhh4iLRe5TGkeoptuVRckQr+0B8GrGT7L+UbJW0D/KuOeKXizusDW5CG5yENj9Z7sXzRbQwtMqTVDQitZfse4IPAopImStqSBasgDFb/kHS8pNOBhySdJGmbfAH9Mw3EXSdPuZ9l+0Lgo8B7imhwFzkFmFll+8z8XL/Y/p7t75EW0N7M9tdsfw3YnPqrPRTaxtA6kQQDtufa/imwD3B4q9szQPYhfWA9BewM3AEcAaxEWuqtXnPyvy9LGg2MAFZsIF43Wsn2tMqNedvIRuIC5asXzc7b6orVpDaGARbDoWEe208Dnyo6btGVKYpgeyZpibOSq/KtUWfnRcOPIg27LQX0+2LsLrdsL88NbyDuRcDdkq7Nj3cBLqwz1rK9PNdIG8MAi55gQNLnJN0naVa+3SvpswW+RVuuntGM47Z9ru1/2/6z7bVsr2j750W1uUvcK2m/yo2S/hdYqGpDrWz/gLTw9b/zbV/bx7VTG8PAi55gl+tt+SdJLmj5p8IqUxRlgI471OcQ4FpJezM/oYwDFgV2bTD2EsBM2+dLeqekNW0/3mZtDAMoLpHocs1a/qlZlSmKEstetT9J2wOj88Pptm9uMN53SYlqfdvr5UW0f2l7m3ZpYxh40RMMzVr+qTxmkZUpihLLXrU52xOBagsu1GtXYCyp54/tf0pauveX9K4JbQwDLJJgaMryT/nyAAAkHVz+uE00ddmrdpwMFJht25JKFT5iVZcQSTCwYUUl9BIBaxX0Hm13TpDmH/fFpHOMoX1cKennwLJ5UsvngXNa3KbQYnFOsMsNxPJPkpZrcFHqwjX7uIssSRWKI+mDwE6kLzvX276xxU0KLRY9wdD05Z8KrkxRlMKPu2Iy0EqSvlN6rh0mAwWwfaOku8iffe34BS0MrEiC4RTSSimVSss/VSs/06ueKlNIWgQaq0xRoFMo+Lhp/8lAXU3SF4HvAW+QCv+K9KWlqGH/0IFiOLTLSbrH9hY9PDfN9sZ1xGz7yhTNOO6KGPfZjnOCbUTS34Ct8sLpIQDREwzNWf6pEypTLNvLc0Use9WOk4G63aPAa61uRGgvsWxaKHz5pw6pTNHsZa92KCBGKNYRwO2Sfi7p1NKt1Y0KrRXDoV0uF5G9lrSi/kLLP9luaHKMpFWBk4Fxttvm3EszjlvSIrbfyveXAjYAHouJF+1B0t3AbcA00jlBYMFrWkP3iSQYgO5d/qmo45Y0HjgJeBE4GDgDeBxYD/iG7csab21oRFy2EqqJJBiaIi9QfTCpmjek6uqn2r6oda1qHknTgO1JVcynAGNtP5p7nDfa3qSlDQxIOo40g/c3wJul7dFT724xMSYUrksrNLydZx2+IOk/th8FsP2sFHNk2sRe+d/yS2PiEokuFz3BULhurNAgaQIwndQTHAXcD1wD7Ahsbfu/W9i8ridpCPA/tq9odVtCe4nZoaEZeqzQAAzWCg37kC60fwrYGbiD1ONYCRjfumYFANtzga+3uh2h/URPMBRO0iTbm/f3uRCaSdIPgReAK4BZpe1xTrC7RRIMhZP0GvBItaeAtWwPyhI23TYZqNNIqlZB3u106U4YeDExJjTDhq1uwEDr0slAHcX2mq1uQ2g/0RMMhZO0Dr1UaCjNnBxMunEyUKeRtATpS8oatveXtC6wvu3ftrhpoYViYkxohlNIk0QqlSo0DEbdOBmo05xPWiFo6/z4aeD7rWtOaAeRBEMzrGR7WuXGvG3kwDdnQLxe53Nh4Kxt+0ekMlfYfo1Y6LzrxTnB0AzL9vJcERUa2tGGkqZW2S7iYux2MVvScPJi7pLWpmzlmNCdIgmGZrhX0n62zynfWGCFhnbUdZOBOtDRwB+A1SVdCmwDtFN5r9ACMTEmFK7ZlSnaUTdOBupEkpYH3kvqod8ZBXZDJMHQNN1UmULSb4EjKs+FStoYOM72x1vTslAi6SbbO/S1LXSXGA4NTWN7IjCx1e0YID1OBsqXSYQWkbQ4sASwgqR3MH8yzDLAqi1rWGgLkQRDKMayvTw3WCcDdYovkhYyWIU0PF9KgjOB01vUptAmYjg0hAJIugy4uYfJQB+0vUdrWhZKJB1o+7RWtyO0l0iCIRSgGycDdSJJW5OuVZ03ChZru3a3SIIhFKibJgN1GkkXA2sDk4G382bbPqhljQotF0kwhNAVJM0ARjk+9EKZWDYthNAtHgDe1epGhPYSs0NDCN1iBeBBSXdTtlya7Z1b16TQapEEQwjd4uhWNyC0nzgnGEIIoWtFTzCEMKhJus32tpJeJVeQKD1Fmh0a9R67WPQEQwghdK2YHRpCCKFrRRIMIYTQtSIJhhBC6FqRBEMI80i6QNLu+f4tksbl+//X2paF0ByRBENoY0ra4f9pJMEwKLXDf64QQhlJIyU9LOki4D/Ao5LOkTRd0g2Shuf99pN0j6Qpkq6WtESVWEMl/VjSA5KmSjowb99c0p8kTZJ0vaSVe2nPD4HhkiZLulTSMZIOKXv+B5IOlrSdpD9L+l1u/1mlBC5pJ0l3SLpP0i8lLVXsTy2E+kQSDKE9rQv8DNgIWB04w/ZGwMvAbnmfa2xvYXtTYAbwBQBJO0s6Ju+zP6l00BjbmwCXShoGnAbsbntz4DzgBz01xPa3gNdtj7G9d97/s/m9hgB7Apfk3bcEDgRGkSo2fFLSCsBRwI62NwPuBQ5r4GcTQmHiYvkQ2tPfbd8paSTwuO3JefskUlIDGC3p+6Sq9ksB1wPYngBMyPvsCJxl+6383EuSRpPKPd0oCWAo8EytDbP9hKQXJY0FVgLut/1ijnW37cdgXqHhbYE3SEnxL3mfRYE7+vPDCKFZIgmG0J5mld1/s+z+28DwfP8CYBfbUySNB7arMbZItQ63aqB95wLjSVUZzivbXrn6hvP73Wh7rwbeL4SmiOHQEDrX0sAzeXhz7x72uRH4oqRFACQtBzwMvFPSVnnbMEkb9fFec/L7lFwLfAjYgtwDzbaUtGYeJt0DuA24E9hG0jr5/ZaUtF5/DjSEZokkGELn+jZwF/AX4KHSxopzgucC/wCmSpoCfNr2bGB34IS8bTKwdR/vdXaOcSlAjjERuNL222X73QOcTjpH+Thwre3nSb3GyyRNJQ2FblDvQYdQpFg7NITQb7mndx/wP7b/lrdtBxxu+2MtbFoI/RI9wRBCv0gaBTwC3FRKgCF0qugJhhBC6FrREwwhhNC1IgmGEELoWpEEQwghdK1IgiGEELpWJMEQQghdK5JgCCGErvX/ARaWlMun9YKiAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "sns.heatmap(df_wide, cmap=\"Greys\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It seems that cell types are highly reproducible across modalities with the only exception of the CD14/intermediate monocytes annotation that doesn't seem particularly confident — most probably in the ATAC modality. One can check that the adjusted Rand index goes up to `0.92` when those two groups of cells are treated as one cell types." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Perform integration" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will now run **multi-omic factor analysis** — a group factor analysis method that will allow us to learn an interpretable latent space jointly on both modalities. Intuitively, it can be viewed as a generalisation of PCA for multi-omics data. More information about this method can be found [on the MOFA website](https://biofam.github.io/MOFA2/)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The time required to train the model depends on the number of cells and features as well as on hardware specs. For the current dataset, it takes 4 minutes on the GeForce RTX 2080 Ti NVIDIA card. Only highly variable features are used by default." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "mu.tl.mofa(mdata, outfile=\"models/pbmc10k_rna_atac.hdf5\")" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# # NOTE: if you wish to load the trained model,\n", "# # use mofax library to quickly add \n", "# # factors and weights matrices \n", "# # to the mdata object\n", "# # \n", "# import mofax as mfx\n", "# model = mfx.mofa_model('models/pbmc10k_rna_atac.hdf5')\n", "# mdata.obsm[\"X_mofa\"] = model.get_factors()\n", "\n", "# # If only highly variable features were used\n", "# w = model.get_weights()\n", "# # Set the weights of features that were not used to zero\n", "# mdata.varm[\"LFs\"] = np.zeros(shape=(mdata.n_vars, w.shape[1]))\n", "# mdata.varm[\"LFs\"][mdata.var[\"highly_variable\"]] = w\n", "\n", "# model.close()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "MuData object with n_obs × n_vars = 9512 × 132435\n", " var:\t'dispersions', 'dispersions_norm', 'feature_types', 'gene_ids', 'genome', 'highly_variable', 'interval', 'mean', 'mean_counts', 'means', 'n_cells_by_counts', 'pct_dropout_by_counts', 'std', 'total_counts'\n", " obsm:\t'X_mofa'\n", " varm:\t'LFs'\n", " 2 modalities\n", " atac:\t9512 x 106086\n", " obs:\t'n_genes_by_counts', 'total_counts', 'NS', 'nucleosome_signal', 'tss_score', 'n_counts', 'leiden', 'celltype'\n", " var:\t'gene_ids', 'feature_types', 'genome', 'interval', 'n_cells_by_counts', 'mean_counts', 'pct_dropout_by_counts', 'total_counts', 'highly_variable', 'means', 'dispersions', 'dispersions_norm', 'mean', 'std'\n", " uns:\t'atac', 'celltype_colors', 'files', 'hvg', 'leiden', 'leiden_colors', 'neighbors', 'pca', 'rank_genes_groups', 'umap'\n", " obsm:\t'X_pca', 'X_umap'\n", " varm:\t'PCs'\n", " layers:\t'counts'\n", " obsp:\t'connectivities', 'distances'\n", " rna:\t9512 x 26349\n", " obs:\t'n_genes_by_counts', 'total_counts', 'total_counts_mt', 'pct_counts_mt', 'leiden', 'celltype'\n", " var:\t'gene_ids', 'feature_types', 'genome', 'interval', 'mt', 'n_cells_by_counts', 'mean_counts', 'pct_dropout_by_counts', 'total_counts', 'highly_variable', 'means', 'dispersions', 'dispersions_norm', 'mean', 'std'\n", " uns:\t'celltype_colors', 'hvg', 'leiden', 'leiden_colors', 'neighbors', 'pca', 'rank_genes_groups', 'umap'\n", " obsm:\t'X_pca', 'X_umap'\n", " varm:\t'PCs'\n", " obsp:\t'connectivities', 'distances'" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mdata" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After the training, the embedding will be added to the `obsm` slot of the `mdata`:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(9512, 10)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mdata.obsm['X_mofa'].shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can directly use it for plotting with `mu.pl` or `sc.pl` plotting functions — `mdata` has both `.obs` and `.obsm` slots that are needed for plotting with the latter one." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# Copy colours that were defined previously\n", "mdata.uns = mdata.uns or dict()\n", "mdata.uns['rna:celltype_colors'] = mdata['rna'].uns['celltype_colors']\n", "mdata.uns['atac:celltype_colors'] = mdata['atac'].uns['celltype_colors']" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mu.pl.mofa(mdata, color=\"rna:celltype\", components=[\"1,2\", \"3,4\"])\n", "# 'rna:celltype' is a column in mdata.obs\n", "# derived from the 'celltype' column of mdata['rna'].obs" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mu.pl.mofa(mdata, color=\"atac:celltype\", components=[\"1,2\", \"3,4\"])\n", "# 'atac:celltype' is a column in mdata.obs\n", "# derived from the 'celltype' column of mdata['atac'].obs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can then use this embedding not only to compare cell type annotation performed individually on each modality but also to annotate cell types based on both omics jointly." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To visualise all the factors together, we'll use a non-linear dimensionality reduction method such as UMAP to display the embedding in 2D:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "sc.pp.neighbors(mdata, use_rep=\"X_mofa\")\n", "sc.tl.umap(mdata)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "sc.tl.umap(mdata, min_dist=.2, spread=1., random_state=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For instance, we can then visualise how cell type annotations performed on individual modalities correspond to this 2D projection of the joint MOFA embeddings:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.8/site-packages/anndata/_core/anndata.py:1192: FutureWarning: is_categorical is deprecated and will be removed in a future version. Use is_categorical_dtype instead\n", " if is_string_dtype(df[key]) and not is_categorical(df[key])\n", "... storing 'rna:mt' as categorical\n", "... storing 'feature_types' as categorical\n", "... storing 'interval' as categorical\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.pl.umap(mdata, color=[\"rna:celltype\", \"atac:celltype\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Conventional clustering can now be performed based on the MOFA embeddings and also can be visualised on the same UMAP:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "sc.tl.leiden(mdata, key_added='leiden_joint')" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.pl.umap(mdata, color=\"leiden_joint\", legend_loc='on data')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Individual features from modalities are also available when plotting embeddings:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAywAAAEHCAYAAABMesJBAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy86wFpkAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOzdd3hUxRrA4d/2TbKbXiEESOi9996LSFWadAS7IIqCIiKogApWEEQEEaVL7733TkgC6b1vki3Zeu4fwdVciohAgp73efa52dN25uDd2e/MzDcSQRAERCKRSCQSiUQikagUkpZ0AUQikUgkEolEIpHobsSARSQSiUQikUgkEpVaYsAiEolEIpFIJBKJSi0xYBGJRCKRSCQSiUSllhiwiEQikUgkEolEolJLDFhEIpFIJBKJRCJRqSUGLKInUlJSEvXr1y+2bfv27TRt2pS1a9fetu93GzZsoGHDhvTu3bvYa9++fcWOW758OU899dQjK79IJBL9F5w6deq+v0t1Oh0TJkyga9eu9O3blxUrVtzz+NTUVFq3bk1OTo5zW1xcHEOGDKFHjx4MGDCA6OhoABYvXlzsO79169Y0aNCg2PUsFgvPPvssP/zwg3PbzZs3GTx4ML1796ZPnz4cOXLEuW/dunV0796dLl26MH36dKxWa7HrRURE0KpVq2LbVqxYQcuWLZ3lGDJkiHPfqlWr6NGjB7169eLFF18sVq87udP1L126RL9+/ejevTsjRowgIyMDgFmzZhWrf7NmzejVq1exc/Py8ujYsSM7d+50btu+fTs9e/bk6aefZty4cSQnJwPgcDiYO3cuPXv2pFevXrzyyivO8g4aNKjYZ9WpU4dZs2YBcOTIEfr160fv3r3p27dvsfv5+7/BqFGjipVBJAJAEImeQImJiUK9evWc73/99VehdevWQnh4+G37/mz9+vXCuHHj7nnts2fPCi1bthR69uz5UMssEolE/zUnT5687+/SyZMnC1OmTBFsNptgNpuFsWPHCvv377/jsb/99pvQvn17oUqVKkJ2drZze//+/YXNmzcLgiAIBw8eFHr06CE4HI5i5+bl5QldunQRDh48WGz79OnThaZNmwpLlixxbnvuueeEtWvXCoIgCNeuXRMaNGggWK1WITIyUmjTpo2QnZ0t2O12YeLEicLixYsFQRAEq9Uq/Pjjj0Lz5s1va4smTpzoLN+fJSQkCE2aNBFycnIEQRCEmTNnCh988MEd636365vNZqFNmzbC2bNnBUEQhJUrVwpjx4697fzExEShTZs2Qnh4uHObw+EQxo8fLzRp0kTYsWOHIAiCEBsbKzRq1EiIiIgQBEEQTp8+LfTr108QBEFYs2aNMHz4cMFsNguCIAhz5swR3nrrrds+a+/evUL37t2F/Px8IT8/X2jSpIkQFRUlCIIgXL9+XWjYsKFQUFAgCIIgnD9/Xujdu7dQu3ZtZxlEot+JPSyiJ97ixYtZtmwZv/zyC9WrV/9H18rKyuLDDz9k8uTJD6l0IpFI9N+xbt0651P34cOHk5qaitFoZOLEifTu3Ztu3bpx9uxZAN555x1eeOEFevbsyaeffsq1a9fo3bs3MpkMpVJJu3bt2LVrFwBffvklX375JQDp6ens3buXxYsXF/vs9PR0YmJi6NmzJwBt27bFZDIRHh5e7Lg5c+bQunVr2rZt69y2ceNGCgoKaNeuXbFj7XY7+fn5ABgMBlQqFQD79u2jQ4cOeHt7I5VKGThwIJs3bwYgPDycyMhIvvrqq9vuz4ULF9i6dSt9+vRhzJgxREZGAkU9FjabDYPBgMPhoLCw0PlZ/+9u179y5QoajYaGDRsCMGDAAE6cOEFubm6x46ZNm8aoUaOKtZcLFiygatWqVKlSxbktIiKCatWqUbVqVQAaN25McnIySUlJVKpUicmTJ6NUKgGoVasWKSkpxT5Hp9Mxffp05syZg1arxWq1Mn36dCpXrgxApUqVEATBWb4VK1YwYcIE6tate8d6i/7b5CVdAJHon5g7dy4//PAD77//PsHBwfd1ztmzZ+ndu7fzfd26dfnwww+x2+1MmjSJyZMnI5eL/9cQiUSivyMiIoLPPvuM3377jaCgIJYtW8Z3331HWloa8+fPp27duixbtoyvv/6a5cuXA1BYWMi2bdsAyM3NZdOmTTRo0ACLxcKuXbtQKBQAvP76687PCQgI4Jtvvrnt81NTU/H390cqlRY7Ni0tjZo1awJw48YN9u7dy969e53HREZG8tNPP/Hzzz/z4YcfFrvm+++/z4gRI1i2bBk5OTnMmzcPuVxOampqsTYnMDCQ9PR0AOrUqUOdOnVISkoqdi2j0UhoaCjjx4+nQYMGbN++neeff54dO3ZQvnx5xowZQ7du3XB3d0er1bJq1ao73ue7XT8tLY3AwEDne6VSibe3N+np6Xh5eQFw6NAhUlNTGTZsmPO4o0ePcubMGX744QdGjhzp3F6jRg2ioqK4fv061atXZ//+/eh0OjIzM4sNu87Ly2PBggUMGjSoWHm+//572rZtS+3atQHw9vamR48ezv1fffUVFSpUoFy5cgDMmzcPoNiQPJHod+KvMtETy2g0EhUVxeLFi5k4cSINGjS4rx6WRo0asWjRotu2f/755zRu3JiWLVty6tSpR1FkkUgk+tc6ceIErVq1IigoCICRI0dSvXp13n//fedT82rVqrF+/XrnOb/3BkBRj8ucOXPo27cvfn5+tGzZkgsXLtz35zscjjtul8lkzr9/+uknnnvuObRaLQAFBQVMnjyZzz//HFdX12Lnmc1mJk6cyOzZs2nfvj0XL17khRdeoHbt2giCcNvn/DlQuhNXV9diP8Z79OjBwoULuXLlCjabjd27d3Po0CG8vLz49NNPmTJlCt99991Drf/y5csZN26cc1tKSgpz5sxh6dKlxY4DCAkJ4eOPP2b69OlYLBY6duxItWrVnEEkQEJCAi+//DINGjRg6NChzu1ms5k1a9awYcOG28pjs9mYPXs2hw8fZtmyZfddP9F/mxiwiJ5YarWahQsXolAoGD9+PC+//PIdvxzv1+bNm/H29mbPnj0YjUbS09Pp3bs3mzZteoilFolEon8nmUyGRCJxvi8sLCQmJqbYD1yJRFLsx/6fgwS9Xs9bb72Fp6cnUDTcNyQk5L4/v0yZMmRlZSEIgrMc6enpzl4Hu93O7t27iwVMR44coaCggEmTJgFFvTTHjh1Dr9fToUMHCgsLad++PQD16tWjcuXKXLp0iaCgIOeE9v//nLtJTk5m//79xXo3BEFALpeze/duOnTogI+PDwBDhw6lV69epKenM27cOOfxixcvJiAg4I7XDwoKIjMz0/nearWSm5vrPD4nJ4dLly4V653auXMnJpOJsWPHAkUByNy5c8nNzaV///6UL1+eNWvWAEWBxvLly509SydPnmTixImMHTuWMWPGFCvL4cOHqVatmrP35Hd5eXm89tprCILA6tWrnT0/ItFfEeewiJ5YUqnU2RCOGzeOSpUqMWnSpDs++bofR48eZfPmzWzatIlZs2YREhIiBisikUh0n5o2bcqJEyecP+RXrVrFp59+et/nr1q1yjkvIysri7Vr1/6tbI2BgYGEhISwfft2oCgYkUqlznkZUVFRuLu7FxvK1aNHD/bv38+mTZvYtGkTHTp0YOTIkbz++uuUL1+egoICzp8/DxT9mI+OjqZGjRp06NCB/fv3k52d7fzx3alTp3uWz8XFhS+++ILLly8DRcOzTCYTderUoUaNGhw8eBCDwQDA7t27qVu3LgEBAc6ybdq06a7BChQNb9bpdM7yrl+/nnr16uHu7g7A+fPnqV27drEgcfTo0ezdu9d5/Vq1ajF58mQGDx6MxWJh8ODBpKamArBs2TIaNmyIp6cn58+f55VXXmHOnDm3BSsAp0+fpnnz5sW2WSwWRo8eTXBwMEuXLhWDFdHfIvawiP4VJBKJcyjBF198gdFovC218d3GA4tEIpHon6tatSpvvfWW82m9n58fM2bMuOMQ3DsZN24ckydP5qmnnkIQBF555RXq1KkD4Jxw/+e5LHcyb948pk2bxsKFC1EqlXz55ZfOoVpxcXGULVv2vuvj7u7ON998w0cffYTFYkEul/Phhx86e31efvllRowYgdVqpW7dujz//PP3vJ63tzdffPEF77//PlarFY1Gw7fffotSqaR///4kJyfTr18/lEolZcuWZfbs2fddVgCFQsE333zDhx9+iMlkwtPTkzlz5jj3/936azQaZs6cyfPPP4/dbicsLIxPPvkEgK+//hpBEPj888/5/PPPAQgODubbb78FID4+nlq1ahW73s6dO7l69SoWi4X+/fs7t8+dO9c5sV8kuhuJ8KCPo0UikUgkEolEIpHoEROHhIlEIpFIJBKJRKJSSwxYRCKRSCQSiUQiUaklBiwikUgkEolEIpGo1BIDFpFIJBKJRCKRSFRqiQGLSCQSiUQikUgkemjsdjtTpkxh0KBBDB48mKioqGL79+/fT//+/Rk4cKBzrZ97eehpjZs2bfq30uaJRCLRf11ycjKnTp1yvh89fAi5uvw7HuvtF1BstWzR3YntkUgkEv09f26P7tUWwb3bowMHDgBFS0qcOnWK+fPns3DhQqBoUdNPPvmEdevW4eLiwuDBg+nQoQO+vr53/ayHHrCULVv2H602LhKJRP81/fr1K/Y+V5fHmiVf3PHYgS+8/RhK9O8gtkcikUj09/y5PbpXWwT3bo86depEu3btAEhJSXEuYAoQHR1NSEgIHh4eADRs2JAzZ87QvXv3u15PXDhSJBKJSiPBUdIlEIlEItF/3T9oi+RyOW+//TZ79uzhq6++cm7X6/VotVrnezc3N/R6/b2v9cClEIlEItGjIQjgEAMWkUgkEpWgv2iLcnNzi/XIDBw4kIEDBxY7Zs6cObz55ps8++yzbNu2DVdXVzQaDQaDwXmMwWAoFsDciRiwiEQiUSkkiD0sIpFIJCph92qLvLy87jrsduPGjaSnpzN+/HhcXFyQSCRIpUW5vsLCwoiPj0en0+Hq6srZs2cZM2bMPcshBiwikUhU6og9LCKRSCQqaQ/eFnXp0oUpU6YwdOhQbDYbU6dOZc+ePRiNRgYOHMg777zDmDFjEASB/v37ExAQcM/riQGLSCQSlUZiD4tIJBKJStoDtkWurq58+eWXd93foUMHOnTocN/XEwMWkUgkKm0EAezWki6FSCQSif7LSlFbJAYsIpFIVBqJQ8JEIpFIVNJKSVskrnQvEj0keXn5tG7diyrVWpKWlk5urq6kiyR6UgkCguC440skEon+yo2bMdSo1YaWrZ4iN1eHwWAs6SKJnkT3aIsed3skBiwi0UMQfj0KH7/qnDh1nry4NFqFtsMvoCYKVTAzZ80r6eKJnkQOx51fIpFIdA9r1myieo3WREVFc+r0BfwCauLpXRmlOphduw+UdPFET5q7tUWPuT0SAxaR6B9KT8+kbr0/Jo4N0VZhklc9AARB4KOP7z7pTCS6M6FoouOdXiKRSHQX+/cfYdHLn1NJ7Vtse9FyGgIvvXT3lclFotvdoy16zO2ROIdFJPqHjhw5iSAIzve/GWPQmhTO91qtpiSKJXqSCYDD/rdPs9vtvPfee8TGxiKRSJgxYwZVqlRx7l+2bBlr167F29sbgBkzZhAaGvqwSi0SiUrY8uWrqaT2JUDpjtFhIxs9ZovNuT8oKLAESyd64jxgW/QoiD0sItE/9NVni+juVgGttChISbLquW7Jde6XyaQ88+xYbt6MLakiip44D9bDcuBA0XCPVatWMWHCBObPn19s/9WrV5kzZw4rVqxgxYoVYrAiEv3LbNm2l5WZ53FIZTTzCqO2S3Cx/RarheeGv0xeXn4JlVD0ZCk9PSxiwCIS/UOyqBTGeARRVelVbHuVKkU/BrOycvht4w4aN+3G5cvhJVFE0RNHALvtzq976NSpEzNnzgQgJSUFd3f3YvuvXbvG4sWLGTx4MIsWLXpkpReJRI+fIAjk5xdgdliJMqaRUqgj3VwUmNSsVBlPuSvnz19h6+rNzGw9AKvRVMIlFpV+92iL/qI9etjEgEUkegC5uTreHPQydeq0o4ZMoJrSSL69+BOrqKgYALy9PQkI8KWgQM/wEa+WRHFFTxqBB57kKJfLefvtt5k5cya9evUqtq9nz5588MEHLF++nHPnzjl7ZEQi0ZPr6pVwxgx9jfoVW9HFpwZamZqqbkEYHWYSC3MA8MqW0MmvJl5eHgwLq8TzFhk/TvywhEsuKvXu1RaJk+5FotJvbJtnGHIsierxOpbnZzIs9SZR1sLbjuvbtwc5OTo+/mgq/v4+xCck4RAzPYn+koAg2O/4ys3NpV+/fs7X6tWrbzt7zpw57Nq1i2nTpmE0FqUzFQSBESNG4O3tjVKppG3btoSHiz1+ItGTTBAEBncaifFoApJ8Kxq5Ci+lG9syLnGlIMl5XIQpFZ8WFSlfIPDiD/N5OSeZBadOlWDJRU+Gu7dFgvB457aIk+5FogdwNDme7wUPjprzKBQELpgNdzzuyJGTyGQy1q3bSvduHQkKCkAqFZ8TiO7DXcYHe3l5sWHDhjvu27hxI+np6YwfPx4XFxckEonzvze9Xs9TTz3F9u3bcXV15dSpU/Tv3/+RFV8kEj162dm5xOVlILEKRBrSSLXk09qnKhfz4ok1ZjqPK7QUUjO8gIHutVDsvoSsYQ3eGNyvBEsuemKUkuyU4i8nkegBHDu9m2WWTPQud475ZTIpUokEpVJB3z7d+fDDt+nZszPHj5/hrckzimUVE4lu84BDwrp06UJ4eDhDhw5lzJgxTJ06lT179rB69Wq0Wi0TJ05k+PDhDBkyhEqVKtG2bdvHUx+RSPRI+Pp68/PqhVw3pOKmdSPboueCLo4kU47zGIlEglKpxCgBzcgu+AzpwKihAzm56jA/L1lTgqUXlXqlaEiY2MMiEj2AgABf3N019OnTg3PnLnHx4lWgaP6AzWZjyOD+HD5ygvj4JDb8tp2cXB379x/Fzc2Vw0dO0qdPD1q2aFzCtRCVXsIDPdVydXXlyy/vvu5Pnz596NOnzz8ol0gkKm38/X1xcXHh3amvMW/+YuLSi3pWlEoFVquN0aMGsX3Hft4N34nj+k46XTnA8QMnaRpYjXUT9vD0s91xd9eWcC1EpdODtUWPgtjDIhI9gPenzyU7O5eNG7fzxfyirExyuZw6taujVCqIiY0nMTEFNzdXHA4H+/cfZeyYIVy9cogVy7+hWdMGJVwDUekmgN1655dIJBL9yeR3ZmE0Gtm2bS9vT34ZALVaRZkygfhqvTh44DjZ6VnMLdOWfpow9uw5xDvvT2DhngUsXf2NGKyI7uEebdFjbo/EgEUkegDDhz1DQIAftWpWY/v2vbi7a7DZbIRfj8JisXLq1DmeGdALhUKBv78vEomExMQUgssGUaVqGOfOXy7pKohKs3+QJUwkEv23jB83DD8/b9zcXLHZHEgkEgoLzWSnZlFHVYYmJg/GjxnKZWs2Ok3Rz77cHB1hYRVopgnEEJNawjUQlVrikDCR6MlUUKDnzNmL/PLrBgoycjmUfoLDf1rpvrDQDIDNZmf1mk0EBQXg5+eDj483u3Yf5NPPFrBq1W8YjCYirx8ryaqISrXS0w0vEolKp5SUNKKj4/hh6S9kZeawe9chLh46hwwJPiotGeZ85CYDT6nK8+Oag5yT5tGuZQt8jmQy74tF9OvTnbwhX+DfpQH1f5xU0tURlUqlpy0SAxaR6G946eW3+XXVRsqp3Znp15J1BVGcMKUikYAggFQqRa1WYbFYsdlspKam4+6uITdHh0QiYd7877DZbLw16eWSroqoNPv9qZZIJBLdRZ9+o7h06Rp2u50mHhUJVflQR6LhirsOi1TBZXMye3PiMAhmThnSEORSUlLTkUokALz46hS09nzmPftCCddEVGqVorZIHBImEt2na9ci+HXVRpRKBcNeeo5IlZEEux6pVILkVgPgcDgwGk3YbEUrwEokEjIzc8jIzCY4OAi1WoWfnw/vTvuExk27lmR1RKVdKeiCF4lEpdOKn9dx/vxlfHy8GDtmCLmSQm5YMtlniONwbgzndLFY8vV85NuCTIsJKw4Eh4PY2ASysnNRKhVo3FxJVjp4Y+wHzHp7bklXSVRalZIhYWLAIhLdp8ZNuwNgsVj5eN4CGkx9hnINqnD92lFq1Kh6x3N8fb1xOBwMGPAUq35ZxLEjW/jmq08ASEvLvOM5ItG9FusSiUT/bQkJyYwa/ToAGRlZLPnhF96a/QYeDcqxIXEPBSoHcaYsjIKVdJsRo2BFJpOhdlHj7q5l6JB+nD65gy2bVzD4uf4YLCauXY8s4VqJSidx4UiR6ImyYOEyLBaL8329ujVZ8sMvXL8exaLFK3DYi/6Pq1AoUChkGI2FNG5clzNnLhF94xTlywc7zy1bNghPTw+MBuNjr4foCVGKuuFFIlHp8vY7M4u97927G1989T0pKel8/vlCXN1cyS/QU6Bw8I3hKja7jdq1qhEXn0RE+NFi507/4E1yf72Ir9XjcVZB9KQoRW2RGLCIRH8hISGZ115/t9i2Xk914bN5C7HbHSxa/BOGW8GH1WrFxUWNzRJNdnYOl69cx2azMW/+d7z+2vPYbDauhUei0+WJK96L7kEAu62kCyESiUqZXbsPsnbdFud7lVJJtaqV2LPnEEajic/nf+dsjwoLzTRqVJeTx7cTG5tATq6O4yfOcONGDCOGDyQ/v4Al368g3pJHdKy+pKokKtVKT1skBiwi0V9w/N/TBRe1moWLlvPhjMkcPHScbdv2olQqsVgsyGRSNqz7AYDXXn+PyMib9OrVlZmz5tGzRyfmzV/ED0t/uXUlcbV70d2UnswsIpGo9PhzTz8UtU+nTp9n9KjBRF+IosxNM/sc0cSZcvDw0PLTsq8B6N1nBA0a1EavN7Jr9wGGPfcMnTo/w/kLVwDwtLo/9rqIngSlpy0SH/GKRH+hQoVybNn0s/N9odlM76e7sXv3IVKS025lBStqRCQSCdOmz2XVqo00blyPNm2b8/bklzl/dg9Vq1aib98e+Pv5EhJSlqU/fFFCNRKVeuI6LCKR6A56PdWFcWOfc74XcNC7V1c2/LYNbx9PBKkEq91GoMqDII03zw17mTNnL9K+fUsaNarH4kWfcuHcXqRSKYMG9cHby5PKlSuwc8eqEqyVqNQS12ERiZ4s3bu3JyjIn9TUDARB4NCh49yMjkOr1VC7dnXOnLmIq6sLdrsdXW4eRpOJCa+Pc55fp04NALp1bU9K8qWSqsa/jtFowtXVpaSL8WiUkqdaIpGodFmwYA5Ll63CZrNhszn4/oeVpKSks7ngIFWqhJGcls9TwQ3R+LpzMvcmhYVmvvxilvN8b28vAN6Y+AJvTBRTGj8MgiBQWFiIi8u/sD0qJW2R2MMiEt2nxPgLjBk9BF9fb9p3aAWAwWAkPj4JAJVKyejRQ7hy+SCjRw2+7fy8vPzHWt5/u3XrtuDlU5WmzbrRp+9IFi3+iV9WbSzpYj0kQql4oiUSiUonXU4k3bt1oFKlCvj7+QKg1xvIyswG4LojnQ5junMz6iStWzUtdq7D4UCvNzz2Mv+bfTDjMwLL1OHpdoN5ZdRb/LD0F3bvPlDSxXoI7tEWiWmNRaLSa9F3n5KWcoWvvpjFyRPbsRQm8vbkVwDIzc3jl5Xr73jej8tW4R9Yi0uXrj3O4v6rFegNlC0byLnzV9i6bQ8vvzKF4cNfplqNVuzdd5jo6LiSLuKDE4eEiUSie1Cr1WzZvIKI8GNsWL+USxf2YzUnUat2NQCiU5JYuHTFHc99860PCKnQUAxaHhK73Y5cIaeKR1ms0Tou7TzL+BfeosdTzzF8xCusX7+V7Oycki7mgylFQ8LEgEUkegAKhYJGDesCMOy5AbRs0aTo72HP3PH4Rg3rMmL4s4SElH1sZfw3O3XqPM+Pm4SHu9a5rZrSi6c1oUTfjKVb98HUrN2G/PyCEizlP3ErM8udXiKRSPQn7u5aatYsWgts5ozJziHIL7848o7Hd+7cjlGjBv17h9M+Zt9//zMzZnwGbjKSTTkkG7IIUhYlMfh11W8MHDyeKtVaIghPYqKde7RFj7k9EgMWkegfGvDsWI4dP03ZsoG8+spoAHJycvnq6yUYjSYAateuzuJFn+Hl5VmCJX1yCYJAbGwCGzfu4OSp83TtPgiJRELbti1ZOHEyz3hUo7bKlzYuZVFIZAD0VpZjQZ3RvPnWB0/ecDyBonHDd3qJRCLRXXTu8iyXL4fTulUzBgzoBcCNGzEs+WGl85ju3Trw+acfiKn1H5AgCJw9d4kDB4+xavUmXn39XdQqJSNeHIpH9UAaaMvRzCMUADlSxgc0o4bDi9CwJsyf/x2FhYUlXIO/4V5t0WNuj8T/WkWif+j8+aK0kMnJaaxdtxWAzVt288ak6Rw+crIki/avEB0dR5ngurTv2I8Bz46lVete6PUGBEHgyLJt5Gy6QDWVL1v0MUzLOoHl1uq7DkEgT6/niy+/p3rN1pw4eRar1VrCtblf4hwWkUj09+Xk6gA4cvQkhw6fAOC7xT/xwouTSU5OLcGS/Tts3bYbd89KdO8+mM5dnuW5YS8VTbg3W3jv/dkYozKRyxSc1scBYBcEEsw6sqwGEpNSeOvtmXTq/AwnT50r2Yrct9Izh0XMEiYS/UO/L9J1+NBGGtSvDcBzQ/sTFlaBVi2blGTRnjhms5mYmHhkMhknTp5j2vuzSU/Pwm63I5HcfrzMLpCbn893ORcw4yjW5b65MBG7KR61WkVmZjat2/SmfPlgom+ceow1+gfE3hSRSPQ36HR5CALI5XL271tH82aNAJg+bRKDB/WlbNmgEi7hk0WnyyM9PQsXFzVff7OEjRt3EhuXAIC10HLb8Xq9gQSFAA6BjMICanuEkGDIYocuAgCZTApIOH3mIsu7v0V019YM/XXG46zSg3nAtshqtTJ16lSSk5OxWCy8+OKLdOzY0bl/2bJlrF27Fm9vbwBmzJhBaGjoXa8nBiwi0T+QmJjs/JHconljrl6NIDo6jt69u92WmUV0d1lZOdhsNt6YNJ01azff8ZjfYxGpVOpczDPVS+Cr7PPYJXYExx/BSrDam8aeoRzIDkdXaEQhkeIhcyE/v4BBg8fTv19Pnnnm6UderwcmCGJvikgk+lsmvfUBUDQJvEXzxhw8dBy5XE6rlk2ccy5Ffy0jI4vcXB2jx07k9OkLzja+osqLHh5VSaOQCi5++JoKuWLL5oShqOfK28uD/AIDl/IScJWpKKP2QmcxkGcreqhpt//xna6VKshPy6Znr+f4YPqbNG5U77HX8778g7Zo8+bNeHp68umnn6LT6ejTp0+xgOXq1avMmTOHWrVq3df1xIBFJPoHEhNTgKIFI7/+5gcOHTrBtu170edHI5PJSrh0T4br129Qp157/Hx9yMjMQnKrK+VuExQdf/ryTE3NwMVFjcViRSaTOhuEPJuRRFM2hQ4rtWtXp2Kig4bqQFK7lmXT7n3UqhjKDe9yVO5Y/9FX8EGJAYtIJPobatUsyhCmVCrYsXM/EyZOQ+Pmyrmze0q4ZE+OlSvXM2LUa7i5uTpHT/yunNKDGi7+yDGQY9XTVu6L2WHlBEUBS05unnNekMlhZk/6ZRwUb8datWrC0aOnmZd/lRmdu3PsswWcPHkOq9VKi+aNH08l/64HbIu6detG165dgaL2/P9/E127do3FixeTmZlJu3btGD9+/D2vJwYsItEDioy8SZt2fQBQKORcuhTOl1/M5J13XhWDlb/hpxVrEQQBvUEPFAV/jjt8Qbq7a8jP19+23WQqmsD456dXBbZCzubFotVqkEqlzNvxLZd3nGTAMy1Jz9PhOJfMmpWfca6mhD3HTrBo4Vw6dWqLv7/vI6rlA3giM8qIRKKSsGHDNt6a/CFQ9FAnJiaejRuW3RqGJLofNpuNVas3AtyxDTpcEMdxfQJyiYwWZarzmzmbQwWRxY75/TxBAOH/ghW1WoWHuzvbt/3C2bMXadeuBVeuXGf2nK/JysqhYcM6RETcYPWvi2nRojFubq6PpqJ/1z3aotzcXPr16+d8P3DgQAYOHAiAm5sbAHq9ntdee40JEyYUO7dnz54MGTIEjUbDK6+8woEDB2jfvv1dP0v8L1kkekAVKpRj8KC+KBRyLBYrq1b/RtmyQWLX+99w+XI4879YhJurK3Xr1sLfz8fZw/L/KlYIuesXuEZz5+0FBXouXbrG7vNnSPaFPv1GsXnLLnZnRrEq7xrHL17CZCpk+MjXCA6pR6MmXR5a3f4RQQCb7c4vkUgk+j8tWjSmc+e2AFitNr755geqV69MlSphJVyyJ8evv/7Gjp370Wo1PPvs0yiVCtRqVbFjbIIDq8ROoZeUm6bMYiGJi0xJe98aVPAKuOP1CwvNbNu+l0phFcjIyGL0mAls3rIbs9kMCFy5cp38fD3dew7Bx686o8dMeGR1vW/3aotsNry8vNiwYYPz9Xuw8rvU1FSGDx9O79696dWr158uKzBixAi8vb1RKpW0bduW8PDwexZFDFhEogekUqnYvGUXVmvRj8j6tybci+6fqbAQL6ULVewaKlYIISs7B7vd7tzv6qrGW6pmmHsNEq/G3NZF/3tPVt06Ne/6GVKplNxcHZcuXePGjRjq1a1JSn4O142ZhFYs7zzO4RC4ERXzkGv4D5SCNJIikejJEBjoz549h5zve/fuVoKleTJJJBLkchkFBXqUSiUWi5XCQrNzv0JRNCjJbndw/MpFkvRZfzoXkIDFYaNa9cp3/QwXFzXh4VEcO36amzfj6NG9IzabHbvdQaC/Px6KoodvNput9Cw0/YBpjbOyshg9ejRvvfUWAwYMKLZPr9fz1FNPYTAUZfw8derUX85lEQMWkegfCAj4YwhR505tSrAkT46Tp87x66+/Mf2Dubz8yhReatqZEZ412bdmJw3q10GlUiKRFAUjRmMhvnIX6qv98ZG7UF7tjZ9Cg0aioIrSC7vdjkql5NjxM87rvzt1YrHPczgcvPveJ2Rl59C9WwfOnb+MwWCkUaO6nD5zodixhlvr5pQ44cHSGtvtdqZMmcKgQYMYPHgwUVFRxfbv37+f/v37M3DgQNasWfMoayASiR4zlUrp/FtM+nJ/Nm/exd59h3l20DgWff8zwcFFmdS+//5nunVtj0wmQyqVIpNJnQ8nf+ct/aP3RRDAZLNwwZTIzuNHAZDLZQwd0r/YOSZTIc8MHEurlk2oUKEcGzftwMNdS6WwCjgyTTT3qeIMWm7cjH2UVb8/92qL/qI9+u6778jPz2fBggUMGzaMYcOGsXnzZlavXo1Wq2XixIkMHz6cIUOGUKlSJdq2bXvP64lzWESiv6lbj8Hk5eUTWrE8O7b9ykuvvEOb1k0ZMXzgX5/8H/bzyvXIZFLemvwhaWkZdO/WkYsXrxIpiaC8wp10u5H8y9eZ9OxgluzZRrNmDfHy9EIigXd+WotFsDM8sClZVj2uFgttXIN5N/MYBebi6SWDywagUMidjYuHh5a8vAI2btyBt7cXADk5OvLzC24r4wvjhz/6G3G/HmAOy4EDBwBYtWoVp06dYv78+SxcuBAoSjH5ySefsG7dOlxcXBg8eDAdOnTA17cUzdsRiUT3zW63U7tuOypWKE/FiuU4fGgj77zzMb2f7krr1s1Kunil2qeffUvjxvUZNGQ8SqUSHx8v4uOTih1z5OhpRgwfyPoNWxn4zNNIpBLi4pPYtesAXdVlGe5aiSl5Z0mwG5znGE0mtHI1BbZCbDY7Y0YPZuUv6537f5/M//U3Swm4NWcyMysbi8WKSlr0kzzfWvTgbNnSLx/1bbg/Dzif8r333uO999676/4+ffrQp0+f+76eGLCIRPepoEBPaFhjcnVFq6afPXuJD2dM5uWXRjHgmTFcuHCNdWuX/K1r6vUGDAYjAQF+j6LIpcYnn3zJtOlzAVAqi54Czvzwba5cDcdkKkSnkBEg+FO5QInXvgRcc63s2LEfq9WKj48XAwY9zS+//saWrMtYHHaUSLhh0VHgsCCTyYoNI5v10RfFnoRZLH8sFpmTk4ufnw86Xf5tkyrLly/HN19/8ihvw9/wYKkkO3XqRLt27QBISUnB3d3duS86OpqQkBA8PDwAaNiwIWfOnKF79+4PpcQikejxuXLlOo2adMVutxMVFYObmxvz531I06b1mfDGNHJydbw/7Y2/dc2srBwUCjkeHu5/ffATrP8zY9i0aScajSsWixWr1cb5s7upWbsdZcsEYnfYycrKwWAwsPTHXwBY+esGDAYjDRvWpVWrJlw5fpVt0kRCXHwYoKnPUVMyp/NiCdR40VJbiUv58dw0ZDBm8CsMVIeww5pGvt2CzfZHe5SZlY2XlwcmUyFSqRSzw0a8MROAp3t1pV+/niVyf4orPSn2xSFhItF96tt/lDNYgaJJY2FhFTh27AxqtZrJk19GrzfQqcszzJu/iLy8/HtcrcjQ516mQmgjVqxY69z24ktvU79Bx3uc9WTZuHEH02d8CkC3rh147dUxADRp1pX09Czy8vJJSrjI4EG9OW9KY21eBHp3KVarFblcTnZ2LhcuFo3lzbWZMDgs5DrMXDIXfbG3btUElaqoa14qlZKckub8bImkePYwiURCZmY2Vqu1WJDj5ubC4UMbH+l9+FsE7toF/3tWlt9fq1evLnaqXC7n7bffZubMmcUmOer1erRarfO9m5sbev3tWddEIlHp175j/2LfYSCgUCg4d/4y5cqVYfy4Ydy4EUOLVk/x88p1WK3Wu17rd42bdqViWJNiQ2zbtOvD0OdeegQ1KBnr5v+K6VgSEiRMnDCezp3bIAgCVaq1xG63I5NLiY0+Q7OmDZ3neHp6YDAYcXNz5dy5S8TGJpLiMPKLMYZsm4l8hwXLrfkcI14YwnV9CimFOiQSCQE6K0NcKtBIUzQR381N47yuwyGQm5tHYaG52AO0qlXDWPnzt4/pjvyFe7RFjzuQEQMWkeg+NWxQB4AxowfzwfQ3ef21sZQJrsuOnfuIvnGSJo3rY7VaSUhI5p0ps5gwcRrPPfcS3XsMue1aOTm5jB4zgXZtm+Pp6UF6RhaT35lJhQqNiFt/lvKpcho27ExBwZP/gzI1LQOHQ2DkiIFs3bICV1cX6tSujqeHBzablVGjBlO7bju+/uYHjIKN06ZUXFxdaNiwLmq1ioAAPya/+RJubi53vP6p0xcpXz4YuD0VpSDASy+NpGnT+rw3dQJlytw5e4u3lxdlywQ+3Ir/AwICgt1+x9dfZWUBmDNnDrt27WLatGkYjUWJCjQaDQbDH0MXDAZDsQBGJBI9GRwOB82aNQBg3uczGD16MBNefx4f32rY7XYiwo8SEOCH0WgiJiaBkaNe56uvf6Bl61689vq7t13v+vUbjBr9OgOf7Y1UKkGny6N7zyHUqdue48fPsHrNJp55duz/BUhPpqibsVgcNr795mOmv/8m3l6e1KtbE09PdxwOBy+OH0mHSp3JORfnPKdccBA1a1bFYrHQsGEdXnphhHOkgFblRoHUwdWCRADWbthKgaeA0W5BEATOWXPJxk6IVYVUKmH888No1rQhS77/HF8Xdyq73t4mhVYsj4vLndu7x+1ebZHwmP97EIeEiUR/wW634+NXA71eT7OmDfn2m9nI5XIyM7P5dsGPZGRksXnLbsaMHoKXlydREcdp1KQr+w8cRa83FhuS9LukpFRW/rKBxYs+JfL6MeRyOatWb6RFrTp4XtVTYDdz9cp5Pv7kKz75eGoJ1Prh2LZ9L126tGXO7Gn07dOd69dvEBeXSHJKGjm5Opo1bcj161Fcv37DeU6HDq04ceIsKSlp2O0OwsIqMOou6R0lEgk2m5Wc7NxbWV2Kz2dRKBRMmvgCnXfsZ+36rWRkZN3xOqGhFR5WlR+O359q/U0bN24kPT2d8ePH4+LigkQicS5kFhYWRnx8PDqdDldXV86ePcuYMWMecsFFItGjlJurI7BMbQQBhj33DK+9OhaA8xeu8NHHX7J//1Gio+OpUaMKdevWJD72DBVCG7N7z0FOn75AdlbObde8fDmclb9s4NjRLbw56SU8Pd05ceIs5j9lyPpt4w7WrNnM4MF9H1tdHya73c66dVsZ8tZzyMq707t3d2Ji4omIuElaeiY6XT4tWjRi9dpNBBvklFEHcKkgmbZtmnPi5FmgKF20p4cH702b7UxnnFiYi9Vhx1WpQiHIyM7Oxd1dg0QiQRAErDg4aE7nmjUXT08P3nzzRT6f/x1Lf1xFiMKLKq4BJBXmUChYnVNF6tSpUTI36U4esC16FMQeFpHoT54fNwmFKpg2bXuTnp6J0Wjky6+XOIfOXLx01Tl8y8/Ph3ZtWyKTSXlu6B+ZQPLzC7h2LQK5XI7FYqFrl7bOfOpnzlwktFITNm/Zxfx5H/LNtz9St34H+g0YzehRg/ll61J2GCPZYYqkV+8ujHv+ucd+Dx6W7OwcevcZwdy53zLpjRdYu24Lteu24/CRk2Rn59LcJYiM8zc5evR0sfP27z+Kq4sLdrsDlUpFzx6dqFWz+h0/QxAE3N211G9QG4vFwv+v4DJ/3gzGvfAmKanp1KtbA6VCgVQqdf6IB6hRowo7d/zysKv/zz1AGskuXboQHh7O0KFDGTNmDFOnTmXPnj2sXr0ahULBO++8w5gxYxg0aBD9+/cnIODOPU4ikajkNWnWDaW6HKNGv4bBYCQjI5Np78/BbnfgcDjYu+8wO3cVJdpoUL82ZYICKVMmkBo1qjivceVqBJmZ2aSlZeDurqFmzap89PEXAKxavZGgMnVwCA7emDieiW+8T/mKjXhn6kfMmvkOPyyZD4C3lyejRg6iR48nd6jykaOnGDrsJbZu28vECeN4971PqFq9BTm5eaSnFw0vPn78LGfOXGRLzlXWZ10C4NDhE8hkMiwWK+7uWtq0bkZgoL/zuqnmPC4UJFLZJZBmXpVRKZU0b94I4U8T1X8y3uScNZutm3+mXoOOeLhrCQoKIElRwI6sK6CSOoOVoUP78dGsKY/vxtyPB0xr/LBJBOHhLqfcr18/NmzY8DAvKRI9FklJKVQIbex8/1TPzpw7d4nUtAwkkuKJMrp0bsdbb72EUqnk+vUoxo4Z6twXH59EWOWmtG3bnBMnzmKxWAkK9Ccx4QK+/tWRyeRUq1aJU6fOYbPZadu2BWNHD3E+udq0eScfffwFzz7Tm2ef6cWatVto167FE7kg5e49h6hZowp79h5m7PN/TAB1c3VhpqYxV83ZLM27c655d3ftHTN5/b/fn2T17NGJbdv3AhAaWp6qVcPYsWM/YaHliY1LACQ4HA78/X2dPS0qlYqI8COUK1f2n1f2H/j/780+rRvxy6A7Z/l5bl+K+B17n8T2SPSkOn/+Mk2a/ZEQ49VXxvDdop+wWq3IJFLst34sKpVK2rdvyZfzZ3L5cjgKpYJeT/2xAO7adVsYPOQF+jzdlY2bdwHQtm1zli39kophTShbNgg3VxeSklMxGk306tWViRPG0eZWlrEvv/qeJUt+5qNZUwkuF8S+fUfp368noaHleZI4HA42bdpJ585tef+DuXz99Q/OoEKpVNxxJMTvFHI5LgoV1dWBROnTyLUWDa31VrihkMpIN+fjKlPhKlOSZSlqs559pjfr1m6mu3tlAptX5URCJOHXowgNLU9MTDxSqQSHQyiW0dLf35cbkSdKfIX7P39v3qstgsfbHolDwu7CnpqCRKNFotGgvxZH3LV4qvRsikQiIW7/RYKCPNE2qsb08dMI9fCn/6TnyNpwEI3cjjn8Jq7damKMisSgD0RusRA6fXRJV0l0D9HRsVSt3sr5XiKR0KxpQ7Zu2wP8EaxoNG6MGjWI5cvXcOzYacqHBBcLVgBCQsqy4NvZ1KhehfYd+yORSEhNy+C9abP58YcvCQj0Q683cObMRapUDmXP3kP07NnJeX7vp7vR++miRb+8fauSn69HIpFw/doRKlWq+IjvxD83e87X3LgRww9L5tPl1srL7dq24KUXR7L/wFEyMrLIydHxkfk0RsfdV27/q2Dl90Dl90Zn774jVKsaRkRkNDEx8SiVShQKOTGxCQAItxp4nS6PihVDmD5tEkOG9CvW21JqlKJueFHJy4xMxKtiIBKJhLSL0aQmptOgTyvsGbkYL99AHhyIS4VATr/0HvlN6lC/XVv0Ry+Tq0sAuYIqYRoEmYrtu1Op0KgKTYd3+esPFZWYuZ9+y9R3P3a+d3Nzu5XNykpVt0Dqu4ewJeMS7v4eDHvuGb7+5gd27jpAWFgFunfrUOxaPXt04rNPp+Pl5cHGzbuQSCQcPnyS6OhYlnw/jzatm3H8+Jmi+X9mB/rM/GJruLz+2vO8/trzAMiVRQ92Ppz5ORHhRylbNugx3I1/5vlxk6hYMYSpU16nb98eADwzoBcGvZEDB46RmpaOyVR4z2tUUvtjsJnxV7mTbMp1Biy1PcrhIlWyM+MyZruFjt7ViDVlcVWfzIGDxyjj60stmT9XLkaTJeTgq3JjpKEcG9UmzhdmAEXDzFq1bMqkSS8UCzRLjVLUFokBy//Z/t1KKu44gD83EZRaDuXVoGrMVWRKO+HWt3A9sJeso1fRmeRkB6qoqc8hyeDLwZvZlL9wDrOnBIXdRF72RfyluZiyNAhyBabvo5E36Yqirri4YGnk6lr8iYYgCGi1brcdZzAY8fP1oU6d6iz/aQ2xsQkEBQXQvHkjwq9HsWzZKj6dO51xzw8jLi7ReS0o+iE/7/MZ9OpV9KXUoX0rvlu0nCU//MIL40cUG7daUKDnesQN8vP1zmtUq9GKwwc30qJFY0qz+PhEIiJvFtt24cIVfly2igmvj2Pb9r3odPlk24said8Dj/uhUikx31p3RRAEJBIJT/XsjC4vn+zsHFauWMDBQ8cJ8Pdl2IhXqVevJufOXS52jbfeeolBz/al+j1WIy4VSkkjISoZDruD/e8uQXo8HENkKi71w8iIzcSiN2GQOPAO9iN94hdoUlKQqmyoK5XDOzqeAxeukL/wEMHZuXiWK0DqAGvPCth1ZmqcTifycgDHftxJ/0/HU75R1ZKupugOPD2LpxU2GAw0bVqfRYt/ItuiJ86URaHDiovFRnZ2Lr2e6sL06XMxmkxcvniAChXKsXXrHs6dv8ysme8w4fVxrN+wDfijPerUZSD79q4lNLS8s7dk7pT57Fy3m9EThqN2VTs/Py0tw9l7DUWLH1YIbUxB3k3UajWlWUTkzdseSu3de4SNm3by0cx3eP+DufcMWGRIqe4WREJhNlvS/lhoWCKRECPTkZuVC4ADMEis9H62J9rwc0hlMhZ99yn7dh6kgqua7S+/TddWLcm4pnc+qJNIJHwxfyb9+vYgKKgUD88tJW1RKXy0WDIsJjMrW79BucXL8ciKxqTyx6QqS62cKBy+nsibNaLWgNbI83LQBtip3t9OZVU+TTUO6lvMBPhqiFZ6cblNM8K1/hw9KWCXafCpJMW1sgxbagYgwRp5ldytB7HrjSVdZdEtubk6KlW5vctzzqffMH78cGQyGVCUMnflim/R6fKJi0skNjYBV1dXnh8/idp12zHro/ks/XEVaWlFT04CAnxp3qwhEskfMyu+/PJ7vl/ys/P9C+NHkJRw4bZJdm9Mmk6btn3o1asLb0wcj6+PF/7+vlSuHPoobsFDtXDBXI4d2VJs27Llq7HbHXwy+ysiI28Wy+b1/8GKQn735yj/f6xEImHlzwvYvXMVw4c9y+kzF5j4xvtcC4+iSZP6WC1Wflr+NVptUSrJJk3qY7PaS3+wglDUrXenl+hfLy8xk1/rjkD+0y7kkUnIQv2JtJu4ashA7a+lyrNtCKkTRkS2BaNViqubFSE5FpkbjPSzEdYsDL3WA1vlhugyXIn+NY2sPekE+phpUROahBaCALlHL2GNPOvsfRSVvKtXI3jp5XcAkEr/aDsWLFhGjx4dyLLqOamLQaFSsHfPanJycjl85CR5+QV4eXlSr0FH+rUdys/fr+b7JT87M3s1qF+bsLAKxT7rvffmOEcRALzx4atsPLOmWLAC0KffKObO/Yb27VoyccJ4PD3cqV6tcqkPVgCOHNrEou8+db63WCysXbcZg8HAy69OuS0RSydtKBP8myG7NSNSIpewLfMS5/Piix0nCAJZ+Tr09qLEBAICCe4mZnw3nd82LKN7tw6sWbGeqW/PwsvLAx8fL3xDAgmY2IVoIR8XFzXPdelFeY+A0h2s3KstesztkdjDAiSu24vrlk+phQK1TUDi54LSw0LSvmTcPOQUphuosGA4J/tPx5KSRb5eiyPBSl6qnEKDC54SB/LzEUhb16RR/CUCRgSgzzSg8VZReCoWS0wGeRY5kq4qrLNeIT9FQeoUBZ4z36ZMn7YlXf3/vPx8vfOpPYCbRI5VCikp6Sxa9JNzu8Ph4PN5Czl3/gq9n+5KUlIqb09+CW9vL+bPX4TVYiUl6SJ2u52cnFwiIqOZ8cFkuvccjEwmx2w2E5+QxPvT5/L82D8m0/v7377S+Pjxw6lfvzYvvTgSgLlz3n90N+ARO3rsNNt37Ctatya0PKZCMyl/WivlNhKJczFIhUKBi4sapVKBwWDAZCpqHLRaN0LKBfPJJ+/i6urCpUvXeGfKLNxvBSY9e3Rk6pTXcDiKJu4fPXqa8PBIjh47TVZWTumb1Pj/BMD25KcQFf19F176DM2hPTRXOfBoaUOXqCA1vxBDvgN/mYrAzFxavD2A1GeGU1drwJwvJznTk/It5ajc7NhuZuErsyBv6kWF8rFkmQpJvinHV24nK1qFb0UHdSoJFEQkovvte1RtvUidnonPrC9wq1SupKv/nxd1I9r5t8Pxxw/Cs+cuFTvObDbz6uvvceTIKZ595mnWrN3M99/P49jhU5zacIw2HVqwfM0C0tMzUSoVJCQm8/60Nxgx8jVkMil2u4MTJ8+yYMGPPNWzMwByhRx3z9tTnU97byKFpkL6938KgE/nPrnt0Vdf/0B4eBQA1apVvjVEOde5P8NmwCDYCVJ7kWrNw2azY5dIEBBQKpV4erpjsVgwGEzOnhl3dy1169Tgi/kzAdi16wDvTZvN834NeSWgKR06tCL6xinUahV6vYFLl8KJjLzJjfORnC9blqeG9nj8N+J+laK26D8fsNhjI8ie8zWaqnb83GzkpinJypfj5y6gcbOgaV+TjCwXFg99i74BZrwqFKJPkXHqvJYKFgmpnp6UH9YRQ2wK9m2nsAUYKIxToWlZFyE1hZh0FV4eRuytB7FjxFdUqRCAtCAPb3cT897+kE977y32BF70+KnVKuffzZT+PK+tziFzKj/po2479tz5KwBs3lI0eXH6B59RqVJFFi6Yw6CeI+lfvjNHClPg1jAnX19v2rRpwf79R5zXaNigDtnZOfj4eN92/a3b9qBSqejcqc0TOcn+Tr5f8jNqtQqTqZDomKKnVL9POPx/rq4uGI0mgFuTEa23LXjm7q4hP1/PtfBI5s37jh7dO1K3bk3Ont7F1WsRHD12mnLlyvL6hGmYLRa2bt1Nbm4evXp1YcE3s51D8ko34bFnYBGVvMwduzGdO4S3hwOp3UaGUYXa5qCivwGtXE5EjU746NKJHDWOQEc2FcrA9QxvJBY7dokSh48v+kbPcXPNUbTJKeRgR2aUU3dcTXIP30R/WYFhvwX/YQ2ImbwYqbeAyi0LV2MWW979kkGrPyvpW/Cf53KfvRaCAHFnomigCWbT5p0A9O49nFYtmzB22ihGjn6dKXOLehZ+H3ZbsUIINWtW5dq1SOd1ypcvh81mQ36Hnu0fl62iYYM69OzR6bZ9TyKz2czWrbtxcXHBZDLhF1tAmtWAVCp19vqHF2ZSVhuIm1yFxFZ8yLLFYrmtR8bDXUtefgFHjp7i55XrqVu3JoMH96VqtUokHw1H6ZCSnJzG5/MWonZR8/PP6ygsNDN1ymtUDCnHs4N6P/b78PeUnrboPz0kTLBZ0c9+ndCmVmReajTl5bg/15RD7hXIMFvxaypBa7xIQUYk7fUCHsEOzFIlKQ5vLsmUmGc8Q1DrYApXbMKy7xQZVgNY7djS80CXi+lsAuVczGhdldg3rKXbEAnBNZXEuIJK46C/RcuZ57/AZrz3hC/RoxUQ4MeUKa/h7q7FX+aCDYHL5ux7nvPnntCbN2P58qsltFIHMVxblSCZm3N+RW5uHvFxCXh7exEcHETjRvXYuesAL786lfMXrtx23UlvfsC7f5psWVrExyeRmprOmLET2bBx+32ft3PXAVauXH/bGOE/BysyWVHnuxyJM1gBUKvUyOWy2wL63+f1yOVyrkfcYMmSn1mxYi21a1enRfPGfLdgLpu37GLJDytZuXI9ubl5AMREx/HSK+8w5LkX/271Hz8BcAh3fon+lWwxN5Au+Iiatc2oAmWsSHXnZocRZBNAdqorlfrWooo9nOsxcdgz84i6qSE/VYlfWTNBVaTI2j1DRKIvlz5cS8rNVC7m28g+Y0SCAom/N4VmDb7+ekI7SvGRnaRMeyvH8xUcPq/GkiWh6rXrTHtrVknfhv+8Dh1aMWRwXxSKOz9P/vMwsapqPxprQrCarfip3KmkDeLU6fNs3Lyj2DmCIKBQKIiNS8Bdq8HV1YXWrZpSsWIIS3/8hYlvvE9iYnKxc/LzC3jhxcl8+dX3D7+S/1B4eBQJCUlMGfUu0dei//qEW2Z+9AVHj53GZDJRVubKOG012qvL4HA4kCKhlsoXNzcXdmRcIlKfis1md7bl3t6ezuHhf5Z3KzmMXC5n5859rPh5Ldu276VWzao07N+W7hMH8s23S/l55XrWrt1M4a21bS4eucTX737LR7O+fDg35VG5V1v0mNuj/2zAItjtpKw7yPWrSux2OVI3FfF5rtgFV4LiEwnQCpgNUpJjZYw8eIK0KQNYmqbi+kl3EnQaKlUMRf3bNipePIrJXQtmO3WrB/NJpo15hyToVp5Cnymg7VsPR1h5jCYJ+mt5HEwRmBKfymWXBqQWykjYfhZTmq6kb8d/3swZb5OTFcF+WRbjsw9z0Xp7wKJSFfXEVKtW6bZ9u3cfZLcpgS8Lr5FiL8ogIggCKpWSTp3aMO755xg6pD/h14t6bdat28IHH3x623V2bv+V9et+eJhVeyhat+1N8xY9Wf7TGl555c7Dqex2OwZD8blZyv9rdL28PPH29gRwBiIaqcCPdarxuX9z2ntUwkWqAKBAr6d37253nZBvs9nIyMhixoefM2rMBGbOnEeVai04e+4SQUFFq9bP+3wG48cNA+BaeBRubi54e3s92E14zASH444v0b+PtcDIje3XyMuRoY+0kR/jwBykoV78Rex5eWATyDudjfKqgbNJMmRjJyC1u2LSKXDgTkFgKLoFv6I9dZoKoTa0ynx86gXhpbKQlmnj2uRDmKJ0+DVRIPdTYC6wkoaCdi3lnFbJ0Wkr46kpJGbDhtt6NEWPl0ql4qfl35CXe+OOP5B/f9jj5urCAd1NUmurcSDgqXTDX+2BzWpn376jzmv9zmq14unpTsdObRj23AB69uxEbGwCdruDhd8tZ/lPa4p9jru7lrOnd/HZp9MfYW3/vszMbOo16EjXDs8St/8a89+Zf8fjzGYzZvMfC1/abDb8fX2c75PtRhZIYjmh1AFQx82fUV61CbMVDStu6F7BuQq9IAjk5ubRuPHdRz3YbDYiIm/y/vtzGThoPBPfmE7V6q3Izy8gOLgom9raNd9Tr15NAA6dPIlDKUFTwimM78fd2qLH3R79JwOWuLhExjfuTe578/EqMDF/t4RfdsA34QoMu48SZLGwMb42h8z12Z0TzK+bl9GlbUVeHVSZq2WtpMklVHAkEGxIotBHgqeqAA8/C65J6VQM9sO9XhWy2vTGu50/BdkmciLz2KHzZEOWN11befLZ5AG0WfcpPyqzOBFkRRsaWNK3RHSLLieKZk0b3HGfw2FHKpXgolbj6uri3C6VSqlZqxpmwcGVggwaN6rH1SsHCQkJxmg0sXnzLhYsXMbrrz3Pjm0rAfDx8WLe5zMwm8288eZ0Tpw8B0DFiiElvibInUx//w2SklMByMjIoknTbtRr0BGHw8H+A0d5qtdz9Os/ivIVG2EyFfWSvPraVLp0G1Ss0czLy3cOwfs9EOlfJYBe1cHqrqOaawCe8j/u7e9JC2Sy27+qalSvzHvvvcGhgxvZvWs1w4c/y+S3XqF6tcr06N6BNasWM2b0YD6aNYXKlYqSFRgMJrZs2f1obtLDVgqeaIkePcuFCyQPHYFl3vfEpWg4U+CH4AAfXzmqqNPo3Ez81rQu4THunHUN4tWNM7FGpJBhknPJ4EKWXkPsoQTy0m1kK3zxt+VQU20hJjKLcEVFMrv0QT60DZXerYfJ6Iqj0MHBYyaCzAVUlSUzcvIzhC6fSZ4GhvZsjUKhKOlbIqJofRWzKQFPT4877le7uGDHQY7RgEwm5UZBKicyI5HKpJQvHwwU/WgfP244Vy4fQK1WodPlM3v21xw4eIzXXh3LxzOn4CJVUCmsAhNeH0dKShqvvDqF+PiiDJe1a1fHy8vzcVX5vvj6ejNm1GDc8uBCXjx7Lp6mctXmDB7yAlA0jK3/gDG0avM0bdv1dZ7Xrcdg3nhzOq5/Siig81GSbSjqsb9iyGBlXjgRdh0AAUot3oo/MoUKgkC/vj0B7jiMv2qVML5fNI+dO1Zx+NBGnntuANPem4hWq+G1V8eyfu0PtG/XilW/LMLDQ4sAKGxSNi7f/LBv0cNXSnpY/nNzWK4fuMjx9Qe4kZ2FTe6N2iGlvkPCDpWabbGXWKfPp1VQVT6eOpAgLxme5YPZ+uMqTsVoKbM9g2y9hX5zu1E5Zj/6K3oCzAaEMjrkwT7EBXRn0ez5DO1cmzKDn+b6N1cJSkogpLwZrzhXlP4hHLucStNaZqy7FvPlhM7cnH8J3c6TeHa7+8I8oserf/+nSEhMKTYxPDi4DDk5uVitNq5cvU6/vj0JCSmLn58Pm7fspkL5YK5ejQAEvpj/IZ4eHnz91SzGjZ9Mvbq12LFrP926D8J4a2hUdnYuzw17lZYtG/HNN0tZuHAZkdePExLy8IOVggI9k9/+kPHjhlOnTg1MpsK7LkyVlJSCUqlk9ZpNLF68giOHN7Hwu+VsvjVG+nfnL1xBJpMyYuRraLUadu85iJ+fLyNHDkStVmOxWFj43XJkMikKhQyLpWgcsLe3Fykp6UDRHBWJRMrKqEyupus4nWVCKZFhEezOccNeXh4s+HYOSUkplCtXhnfemUWB3kDZsoFcunjA2XD8npbz44/+6P3p16+ocXFxcSlqsF2LjnE8Cb0UQukZNyx6dLas2Iry+lWq201kAAESOzKZkWNevlyPsbBaUg40rgyf9SKayHRaNaiIY+8GLrs4iJDZkVUIom6XxggLt5AuKKgky0QiseIf6GDEqFc4+956GjSoRmCFmhTuWw0uEuQuUvxsamRaBRFpenxW7SFvxXcEau24ZsZhvnwNVZ2aJX1rRLcM6P8Uv23cTnb2HxPD3d215ObqkEgkHD12iufHPkdoaAi5uXns3XuY0NDyXL0agYuLmvfenYBSqeC9dyfyzbdLqVWjKpIruXz2+qcc23+cvgH12Rh7gREDX6Rc5fJ8t+gn1q7dQkrypTv28PxTMTHxfDL7K2Z++Dbe3p63RiKo7nhsVFQ0ZcoEMvntmdy8GcPuXWsYPWYCVy6GE6jywKBwQStRsyfuCgkJybz8yjvExyexc9cB6tapwdAh/YGitPoHDx5HrVZRWPhHgp0aBVoqaCpTgI1z+niuo8NkLeqV2Z51+5Dtrl3aYbPb0bq5ERubwHeLf8JsttCyZRP271132/Etby1B4OHhTu/eRWurVapUka2bV9Cx/QDsDjuZf/p3LZVKUVv0nwpY9BdukDP+U3KlMpaMe4X0bzagEMwEYOdsVDi727Sg0JhPrQUfkbJpN/K0nRhUCjq4atl/NJWPj6YRI+QztnYT0mJu4mVPxI4ciVKJ1EOD2+ndbB/XB/XNc2zqeJTWIVYKlAFkJjvoXrGQlPgkmh1fSu701zCq1RyIT6FVIxvm9fNJifAn1r8eLYeMKenb9J83ccJ4du06UCxgSUpKcf5ts9m5ciWcqBvRNGpYj6Agf46fOMcol0ogCOzcdYCPPv6Sjh3bkJ6ewY5d+5HLZVy5eh1vb28UMjlWu42z5y5w9lxRXncPdy1duw2kTNlAdmz7BYPByKbNu3huaH8uX7lOZmY26ekZeLj/8cV3v5KT01j64yrq1KnBD0t/YflPa0hOvMiaNZsIDa3AmrWb+XHZKmy2otzwfn4+zqFdUqmUdeu3cPVq5K19vri4qGjYoC42m401azfjcDiY9MYLjB41mCpVwoCip4PBwUFkZmaj1xvx8nQnV5dPVtYfQ+1+X923WrXKnL8ZC4BFKMpGUqFCOWJjE1i7bis7dx5AJpMRF3PmtkU675dEIqFs2SDS0jJ4fuyDXeOxKyWZWUSPRvj6o0TMXEd0GQWx5Vpgt5+jrMJEdd98KkvtXFf5oAkJod+04cS/9zNJ+87jG2ohuI4F90Q17dsHkHHBRNiLT3P+4EXk0bGoJHbsFilWBZyeugxJx6pk/foxWXlmAiwCuxzBBOXrqe+Zg17WiCYbPyK+zxjMKg0p8UqC5Doy3pmGvTAfJr9HhW7tSvo2/ed9t3AuW7ftwVOixCBYsSJQUFDgnEcpkUhYt34Lbdu2BEEgJKQshw6dAIqG6b43bTbr12+lXEhZ0tIySEvLoJlPJX5ctRaVVk2K3kFrbQXCrpr5eu8yFAoFdoeDBo260KB+LX5c+iUxMfFcuHCF/v2fYveeQ3h6unPo0AnatGlG0yZ3HpFwN5cuXWPZ8tUMG/YM7777MRmZWZw7s4fly1fToEFt3ps2hyNHTzkfLFWuXJHo6DiCy5YBYMvWPRiNRi5ZrLRs2JDkNB0vvTaK06cvsu2HDbziXZc3vv+OGl2bEhjoDxQN41YoFMjlciQSCWFSDU/LArloMCKXySir8ORifgJ6k5mGDetS8XoyBsHODlMuCoUcFxcX8vMLmPreJ2zfvg8/Px9Ski4x9wGzpZUrVxa5WsG1vESW/VjK57BAqWmL/lMBiyklB7cyvoyd/zIF0dfxrS8n/YqVXImCnoHVkcfE46mAqI8+IdCQSDIeRCryaFbPH2WtBsgub+B0x8pw7SoRkVq82zZASC8g7cBVgl0zkcUbcUvS4V7GQU3kaFQCFKbj3jkQzFZkId7YCwyk/nKTLCGWrjXB5udKbrVQQoKDkBw6A2LAUipsWL8Uf69qPOdWiZuWHNzkMrYZ/whgrkcULYwYHn4Dq9WKIAjI3Kohk8kID4/C4XCwZ89B5/G2W/+Hz87O4cWAZsQU5rAr748sZLm6PHJ1edy4GcvrE6ZRs2ZVJkycRsWKIcycNY/jx89it9tp3LjefQUser2BmbPm8/zYoVSrVokrlw6w8pcNbN22F6PRRINGnYm9tQL8/8vNzUOrdePTOe/j7q7F29sLh8OBRuNG3bo12Ln9VwB27zmEj48Xa9dtxc/Pl7HjJvHWpJecWbhOHt/OlasRTJnyERcvXb3tc5o1bcDJU+eJiLhRbLtcLneO09616yBvTBzPqJGD/1GueplMRnzs2Qc+/7ETxOFf/3ZCSjblw8oybukbHP1yLRpXCQajFMNNLan+/njkmDCZk0h9azr25DxcyqjwUBcSkeSFX/uGhLglkpKQRcSBs2iCvWmgv4zJJEeX5Yqr0UI9Lx0eGcdQ+MsxmgUiMrV0UidTKMgw5CuxhoYixEbipU3ifLwHWSkuKIIDCQ3IwFoIN49cFAOWUmLzmqVE9J7NMXMGi4xRgISi2dB/zK/YuHE7crnM2dYAWCxWCvR69AYjN27EOLefzL61sG/RdEtylR7k281YBQdYHeh0eeh0eVy7FkHz5o04d+4yS3/8lbSUywwf8Qrl1X7kF+iJi0u4r4AlLi6RBd8tY+o7r9G3bw9OHt/GL7/+xpUr19EbjDRp1pWoqNg7npuenkWFCuVY9N1nCIKAu7sGnS4PpVJB8/ZN+eTjdwH4+ed1HPHZi+KyHpVaRd/+o/l+0WfUqlUNFxcXrl4+yNVrEbzyyhRa6T1oK/PgYGEsx00pSIDmzRtx/MRZzp27xFT/GugcVnaYcouSwtwaAXb27CWmv/8mY8cM+Vv/fv8vOLgM+bqbf31gaVCK2qL/VMASMW8D5hwLlUICiXv3DWr7m4lHy3UUJOclYFo8h4ikBM4unsN7TYJQRBQSqnYhzt6ArJ/2MEpSj1Ox6ZT7YBGBNTUUXNDg3aEeQVoXhKsXsUglOIx27EkmbK7uJOUY8Lcp0Z0qwKa3Ys67wtldLxI45GmUDjNa3V6oUh9bzXrIgjypsW07xw4coWX71iV9q/7zXF1debpdG1petlNXqqKKzJXdxnSstxoJrdaNggIDFssf3csbXDIRELDtT8ZdqyG/QF/smvXq1aRtmxbErj+NJEjDa8PH8tXXS4odI5PJ2L//CL9t3M4PS+bTpnUzvl/0Ob/8soGb0bF8/tkHzPpoPp07tUGtVuPn50OZMoGsWbuJq1ciGT16MGfOXmTy2x+SmJjCwu+WUa1aZS5cuIIgCM4MM5mZd8+CNuvDt3nzzZec7202O02a1OfwwY3Fxu6+P30uOTm55OVGkZqazqLFP5F/K2MKQGCgP0qlgrJlA24LWNzcXPD390Uulzt7dlxdXTEajdhsNpKTU3nxxZFUrFCONya+cF//Zv86paQbXvTwCYJA+pw1VGxWjcKYNAp+OkxZNyM+/mYSc1X8mp3JS7Nfo2p+NNLffiXXXclpgx6VmwverToS/dVeCn0FJHk2tr+5mBpWGQXlVZTtqMTukGKOMWPMkpKZoyYpVskhg5rmbgY8qgooUu3EhWtRbd2OLvIIsk7Poj+SiSb+Oor+XZHG/IwUCbb1u4ke3ee2xQZFj1+DZvX5ziWfkwVFw2kFQXB+d/6eSdFqtRXLvlixYghpaRmcP38FpVJZrK0CGNC/F66uatas3YxbiC8NO7flxLdLix3j6urCrI/mo1Sq2Ln9V3x8vNm5/Vf2rN+HQqlg5KtDeWvyDF5/7XkSEpKpXbs6Wq2Gz+ctRCaTMXRIf7au2cHmr9ZxNT2OH374hapVwzh9umhkgVJZNF8qMbFofqSbTEUnnxqcy48jqbBoqNTOHato0rgeUJQ4oLDQzOhRg/n2m0+c860EQeDFl9+mS+d2vH7zZ06cPEtqahpG0x9ZJ8PCKhQNS/bxYnFaJIeUmVy36ADQaDRUrRrGiZPnEASBkVlRyG+VrbDQjIeHO8OGDqBx4/oMHdr/H/97PnFKSVv0nwpYdGGBREYlwq97kbo24vzBq2RaFNTzMfCM3AW1G1Qa1ouNhw/S5+hNFtRQU9bLhvnYFgJCLZyJ88f7hhalv4BnZQ/irhRgTdTjbTRiLZCQmuVF442fkPPlT4QlnsElpCx2iQv6s8m4lRHIKxeKNtVI+pLtaPo1xtH+dSIX/kTYnoMYy7mhLOeJ/1dfILRpgeQRjB0V/T2/7PoZb20YQb4+vDK0M0uqDyEhMZnVqzciV8i5dCkchUKOVCrFYrGSmZV9a4ys+Y7Xk8vlnL9wmeNpV7AnO9gZcR6lUom7uwaVSolWoyEi8qZzrZIVK9YSFBRA40Z1MVss+Pv50aHTAK5ejWDmrHnY7Q5kMhljxwzh+yUrcTgcfDy7ePey3e7g6tXrPPVUZ2rXqs6I4c8SHR3PuBcmodcbnMeVL1+OE8e2YrFYCA4uU+wae3atBrhtPPOGdT84h3UFBQUQFXH8tjqvXbeFbdv34eKiwmQyU758OcxmM2lpGezbfxR/fz98vD2ZNesdunfrwPXrUTRt3pM3Jo7jwxlv/81/sX+ZUvJUS/TwSSQSciv6IZy8iODoRZkgLQpdHrmFSnyDrLygUxDaqDLeAY05cvImCVn51JDFUZgtpVzUOmikIeGyKzlWB26enriZrJhsBhxmB1KpA5WHA0dgEJphb3JmyWbaHrpE5eZe2JRq9HIDoa0LSUlS4MjJwfbbZlq2ewrZ08PJnvc1Ji8LOakqvC0S9oz8mLAji0v6domAKQcWUblqc5o0qU/jRvXo/XQ3fl31GxGRN0lKTCE5ORWHw3Grh9pBbGwCUqmUuLhEXFz+mGj++/xAh8POjRsx2O12IqOiiboRg0QiwcVFTZPG9Tl/4QrGAgM5hTkUOqzs3XcYm91O7VrVyLIWkJ2WQ8vWvYiMjObLr5bgcDjw9NTSqWNb1q3fCsDCD76jprYsUkAmkRZ9VmQ0fft0p0WLJgzo35MbN2Lp2atoIWW74EBvK6Rz945MnT0JHx8v3N3/WMhSoVAQF3MGhUJR7OGZRCLh3Jnd+PgUZYBs3qwRcTG396jPmfs1165FolKpuG7W0aRxfW7cjEGny2fN2i3UrVsdm9XBunVLKBdchr37jtB/wBi++vIj+t+aE/mfVEraov9EwHJ64mLM2fkEdG/AiV2nubTzDJKLMVS3ySjjZULv7Y7UaOTrcW+Q2rA+Qwr8mJ96iYtyL1pojcgaluHQAQOZbkoaD3yWwrAyhG/fifu5eM7H7KGVr0BBgoLyCydjeOtl5HoTMTc8CK0TjFRSSGaBEn8DVB5eDkdKJqmOZLzSDpH1+Wm0eRISNOARk4+1rBuCtixI/5PJ20qluOSLrFq9iZdefpvDhzYydGh/Jk4YR0iFRgB07NAaqUzKJx9NZdPmXbw/fS5qtRqH3Y7FakWhULDou09xOOyYTGYmvfkBdevU5HrETUwmExaLBYdDYNIbL/LpZ98W+2yj0UiPnkOoVjWMiMiiXPPaWyu52+2OW/9rZ9HiFXcs+9Spr/PO5FdxcVEX+3IPC6vA0KH9mTPnG9q0bsbN6Dh2bv8Ff3/fO17nTguKAZQpU5TdbumPv2I0mnjl5dG3HTNyxEAuXrpGcNkgatasysQ33ictLQMAg8GIwWBk/941VLqVxatmzWoU5N0UF1MVBDGF8b/U5qc/ILBpNTQNKyGLiWfD57/implNoIcNg7cWb00BPgU2nmnwNP1eHEqVWAnadCPRSjVVNTLOSCtwITIRa2gADVvXZ0D1clz+ZDWZaXl4ntLjqrFiVbqTP+lFkod9QuUADT4aPe7lfLClCwS09UGiUVFhz2WkGjmCxYFlz1r0+WokUhXxUUqEQgG1wkGZxrVK+naJbqlYMYT01CvM+ugLFi1ewfvT3ihaQT06jjp12yOTyejSsTXe3p588vG7TH3vE1auXI9KpXSm9/X392X2J+8hl8s5ffo8+w8co17dmpw9d9mZtTGkXFleeGEEw4a/TB2PEPyU7uzKuEz49Sg+/WwBzZo14OTJ88hkMlQqJfBHIhOdrsAZrCgkMiq6+aOzmsi2FfDO/MkMG/YMUqm02Pd7uXJl6dixFTt3HqB+k7qk6HT89uPsYpk4/0ypVN5x++/zJ2d8+Dn16ta849DpTz5+F69CKU/16sL13DRenzDN2cNvMBi5eDEcoz7W+Rk9e3TCZIj7b7dHpagt+k8ELCpvDUigft9WHFq+k8qtapOkkeAXeZYQXzNxOUb0ZlA3bUbfbu2xzd9Ht5a16VArH1m6C9LMRFxNXlTqXAufnpU5+vE3HDiXQa45m0nVNag9pBizregnTcHFp5BUiS/npC7krI2hTgUHqZkuxCskdErTk5glQ+uiRKa0EdRWTaHVh8jsQNTHThJcW4FUrce4eyduXbuX9G0TUZSNpWuXdrw56SVq1awGwK7dB5HJpFSvXhmjycShQyfYsWM/ly8ewN1dy8cff4HNZqdhwzo8/XRXXnv9XTQaN8aNG8alC/uoWDGEKtVakpCQBBSlS164cDmpqRnFPvvqrdWIIyKj+ahyM07kp7M1vfg43/8fswzg5uaKwWBk9MjBfD7vO/r26U6tWtWKHfP6q8/j4e7Oyy+NumvGsPu14ud15OnybgtYdu46QGGhmZMnznLlagRBQQF3XONh//6jzoAF7pwy8j+plDzVEj1cLn4eqDzdaPNcOy6fuE7TDo25KuSgseUQ4JvL3ou+xGRLaTniKZrUqU3yrq3UDJGhEATKNbcjPROL3uFBq6daoCooIO7Vr9BKwChTE5Mqp1poFjaTAeu7n2C0qzmcn08N3wBqHswh0LsQaRkZZ1NUZMnK09LXB9u1S9jNMnbmqnBvWJ+WNWKR56Qgs8ioXDYae0IEspBqf10x0SPn4+PNwIG98fHxcqYbXrt2C65uLtSvX5tr4ZEkJqawd98RTp/cQYXy5Zj/xSL8fH2oUjWMYUMHMP2VD2lctw4tn2nP2dO7qFChHK6ais4hYxmZWXz9TVHvebwxixyrHolE4pzIf/Lkebw9PFC7qZ0ZH/2V7pRVaNDLbdzIK2rHrIKdkzk3ULgqEaQSevXqwvQPPuW1V8fe9nBs9sfv0b1bR156ceQ/+v53OBx8u2Ap3bt1uC1gWblyPeXLB1PxRCbH9i9metYpAgP9nHX4XVRUNLVqVXe+F9sjSk1bJBHutirbA+rXrx8bNmx4mJf8x5KTU6nXoCMD+vSkSoaKpm4myseeRyoXULgJWPRwOSkQrbc3zY9/Rc++I6jkpeLj6nYK4uwk78oHuwxVrfJUqJWCLNCDlHWJJEq1xGe7UKeWiUplzJgiTVhyHch9JcjsdpTVvVB6q9m1S0LZZ2tQPe408hEfon/rdawWCfbAMuiytIRMHU3WjNl4hVqQuzrIT/Wk3KZfS/q2ie7C3bMyRqMRNzcX1Go1+fkFKJVK6tSpwZFDm3hnykcsWrycq5cPsWXrbiZMnFYsqGjQoDZhYRVYu3YLgHMscteu7ahdqwblypXhjUnvO3tRGtepxQeJas5r7OypoCT53E2STDrMwu2ZO8qVK0tSUgpNmzbgp2VfU7V6S9RqFfv3radxo3qP5H6YTCYcDqFY4GO323HThjqfXkFRhrHMzCzn+5CQsrz5xouMGjUIF5c7P037r/j/780+Teryc9vQOx47PFpS6r5jS6vS2B7lngjnypCPCBvTjrS94RjLKQnJjUBl1FGgVyORSkktVOFRvQZVFr3HymdmUlkjwLlIQmtbSLshw2EESaOaLDgTQY9AgWbeZiLTA7kpVVMtL5FQXyMKlQOrvx8KdwmuFdQoNCqsibkciQ7lmj2fby+e4PwHUzAt/h6TTE6ExgtjuYb06BVMzHer8HAF/5a+yMpVRT1ocknfNtFdyJVFqfD9/XzILzAgkUgwmUyMe/45Fnw7h+49BxMdHc/li/t5Z8osolafwlWqZGPGRQCGDOnH8WOniYtPcv44l8vlNG3SgBHDB3Dm7GWWLV+FxVL0sKlv8/YQm0+qvw2HWsq5c5do61WNZnIf0m16fsi64CxbvXq1uHjxKsOHPUO/fj3p03ckXl6eXL92BF9f70dyP/LzC3BxURdbTyg2LpHKVYqWjqgod8eGA6OHoliq6AYN6vDGhPEMHNj7Px+k/Pl7815tETze9uhf3cMScyEKjbc7Gk83qlWtzIpla5g5ZypJS4+gQU2Ouzc5N00ISjM2O3imZmBOzMTN1RWvsCroy9Ykc+vP5FRVEegARe5Njp8tIL+SN2eTdFQPDsStvD/xyfFUbxGA0d8Xy8YzqKw2bDIpapMJw00rgXFKBk/5ib4VGtDKsovahV64t/ZHFR5NmWWfIC9fHlN4Z+TJxzB7lcd77LCSvnWiexg5ciALFvyIwWDCYCia1Ge12nh78iuYTCbsDjsFBQY6dX6GGzeL94hIpVJiYhKoUb2Kc5vdXvSj/uj+E+TGZfLzpu9Zvnw15y9cISgogJikZAbk5lGpTBUSj4Uzxb8FJ9SpbMyJQKFQoFDI6dunB5UqVeSVl0ex5Idf2LR5BxqNG5s2Luezzxfg6eH+yO7HnYKN7Tv2FQtWgGLBiqenOzE3Tz+yMj35BLDfLZXkv/pr+18r7eBlvGpXROnrgXeoB6Zf1lF9yScUHlmGTBLC5l9cqKUzENLchLtDiv7mFUBA4arC69l22BtUZdfGo+RjpqVHIWHq00wMc8etsi+ulngO6C20VLhR2cWA3SwhSluVBrUM2PVmMuOs2BMLyU1zoNQl0tpmxk1dg5uX09DkqqGGlVbl9Hh+9QZSmQz9jv2EWNI4Z65Iqy7DS/rWie6hYYM6nDt/mYw/JVJxcVHzystjSE1Nx8fbmz17DhNcrh66vAIUEhlSZ2Ai4+bNuGKT16Focvux46dxCA4WLZzL9h37SE5OpUyQP9eTYnE1gd4gJepyUeaxS6ZEblpTkGlV+Ph40bFjG9q2acbwYc8w6a0ZJCel0qN7R77+8iO2bt/rXDz4UfjznJffrVix1vl3rC2/6I8/5Z2pV7cWp0/ueGRlerLdqy2Cx9ke/asnSywZNIMf3/wGDw93ZpZvzlKf5ty8GMFFcyFp6e5YDGo81fmkW0zMybyCZtmbqMt6srSOipeSbhDz3hJkmTqaltERHJiHRxUr/hU1NCCF7m2q0qeXlKaSCzTz1+HI1mGQ6LFX8AQk5Od4kh0hYb1OyWlrIXO96tOoQIKmdhVcJg5FU82bi/YAstN1AHi0qY2ikj+uHgZsXi5s2bIbU2QMgtV2ryqKSsBXX8yiYcM6xba5uKjp0b0jW7bsZv78RdSqVa1YsCKRSBg7dig5WRGkJF3kqac6A9C6VVMMBbEcPrSRvg3aUCHfjaaNuhIXn4RCoSA1NZ3snFwEtYL0zCx0DjMHFRm8/fNHKJVKvL09ady4HpPeeAGJBPLyCggpV5b4+GRMpkJ6dO/I/r3rqVz57k9IHrZp78/h83kLGT+ueOCt1Wp4/bXnOX1qJ1kZ1x9beZ5IAggO4Y4v0ZMnPzaNo4NnEzVvFW6Vy5JgFMg2a8g/tIn8iGwSfktCqvbFaJORcNqVhHNqym1eQkxSMi/vX8G+H5ah+fVXOtjiqZ5vwl5gxWSUo8g34ziegDHCTpnsmwR73ECHjK26Aux2B8mHdSRdMPHBrnhswZ7kFirwkRcgcXXgbZbiO7wrLt3r4xHkhzLYF4ux6AFMWKf6qGv4cvrQJUwWBRmHLmOLfULSsP7HnDi+DXd3TbFtZcoEUqNGFb5d8COrVm+kXLky6PKKMjhaBTsSpZw5s6eRnXmdI4c20rlLWwBee+15DAUxrF/7A+7uWo4fP0O3HkPIyMhCEASSU9KJSIzjfF4cOXk6oGghxIVL55FozUPioaZd25ZMfedV0tIysdns+Pn6EBMTj91u58UXR7Jty89oNG48LgMHjeP8+ct06dy22PY6darz0osjSYg7x9kzux5beZ4492iLHnd79K99VHfyne/ppLNy+VgUp7ceJzMuFVellCqnErhuFPB9piFB/vlIDkZTWy4gyynHldcXkVbRh+YdbTjK+SIJTMcvTIrZ4UbkFTkqgwX/4c2RGrLw0zjIS8tB7bChS1cRlwNVuukJd3VFnpCHurwP6jKujOxTi3UzTlO2QEfNLhC17hc23FCi0sCgDjqiNy8ioMkC8K3Gzd1mggojuXHgQ97ecZCtFSvhPWEMnmMGlvTtFP2f40e3UrdeB1q3boZG44ZarUIqldK3bw9+2/AjCxb+yNWrEfj7+5KRkYVMJuOTj6Y6v6j79e3JyhXf4uLqgtFookXzxvgtmEqXVgPINRVw9PBmjCYTI0e9RkpKOiOGP0uFCuX5YMZcuk8ajMJXg8ViIT09k1EjBtKgUVEA9HtQMHBg7xK7N+s3bCUqKoZTp87Tr28PHA6BzVt20aB+bT7/7IMSK9cTRwxO/jUOjP+K0IA8As+txHCxOXn5ZrRedhRXT2IplJNVvR1BN5PJs6qIFWxUk9hZ2+EtdGGBFBaacSg9yXNkoHXYcHMIuHg4sMbbUfXojoclhqTIFHoIcry8HFyN1pBst9LTnoJ3fTnSAG9mD2yOjywXt/QcFOYCdDkqqntJ8VszHUdWFpYCOb9FeiDJ+5nnZr9AbFBdjq9Yz/hqapJnf0rGnghqVMpFM20OykbNSvp2iv5EKpVy5dJBWrTqxZtvvsjxY2fo1q09AJPeeIHWrZsx/oU3kUgkeHi4o9Pl4e/vw6Q3/kgX//GsqTRt0gB3d3ekUim9e3djdlY2L744meTkVAqN8axbv5Xnx72ByWTm41lTiItP4ueV6/jxhy+4ePEqgiAQGxvP07260LBxV+x2O61aNWHGB28x44O3Sur2sHXbHsxmC2WCAmjXriUeHho2bdpFl87tmP3JeyVWridKKWmL/rUBi+LKHmrWySAnQwvXEtkWn8hT5R2MqmZkxzEXUjPOUVkjcE3ng5/cTHV3Ceo8HbLYAiLymlBp/GgqJY9C7SYDlRzX01a0Whuel3dTkA0aXxe8/GD39UDkyImROdDme1LLP4HwiypcL6ejdFQnZ2MK+pv5uHjbcJgclPUwIkh8kNStzKRTu9A5TIR914r+X0wl85oFpYcS/1AVM6e+hW3nCeR/GjokKj1kMhlXrxy6bbtCoaDXU13o9VQX57a8vHwKC83OSZJQ1MjUq1eLmrXb8vbkV/ho1hT2HT9BoikbFxcXmjVrCMD2rSt5Z8pHTHnndYKDg3jrzRed19i2dSWeHu6ULRtIri6PZwY8TevWTR9dpe/DhQtXiIoqGiZgtdrYt/8IeXkFXDi3l+rVK5do2Z4oAlBKMrOI/jkh7gZB/gb0mgDyt55BkWNAobWSfU3AYbKh9byCOVHPDQ9XWkkMGIxSwvLzcVzWcWz253gH+JL37hcYLRKkcil2nYQCdxk3NhylfcNcrJkOZAoVaSdB7qFgar8gHDYNtvRUJGYd0SuvYKwahIubB0pHJn7eZnL0CgrzJdiyXMgrV4eE64m4Ga7wdaVRBE7vxb54HeMqlcEvxJ38fk8RGX6c+iGVSvpWiu6gbNkg58K4r778x+LTXl6edO3SzpniVxAEsrNzkcmKD67RaNxQq1T07TeSlSsWMHBgb44cLppkHxZWAblczqCBffDSaDm4/gATXx+PQqVgwbezAWjUqC6Bgf5Uq1YJvcGI3e7guaEDbhuJ8Lht+G07ZnNRMoHUtHSyc3RIpRIy06/h6elRomV7YpSituhfOyQsyFUNDoGmWgOGH1czqZaBMioLEbFK2gbl4RphJXazjex0B7tyrcQGeSKVCoT1UlBVuMCBLlMp0CtAKsWSYSMwoICAWhZS0XLZ4IGswEryTRtJLhIOaXUo3DI4kZZNpqAhSGbGW2tCY47H3ZFGPY2JzBxYf1iCRVmBtu1C8Dp3nqrJQfRI9+T5cq74Z8ShnNOHdA8LnqocmqbdRG1P5sM5C0r6Vor+IQ8PdwIC/G7b3q5DP7y9PRkx4lkuXw7nuaH9KV8+GJvNRmJiMgA5uXns3HWALVtv77Lu2qUdTZs2IDi4DN9+M5t27VrctlbK43Tu/GWatehRbFtBgZ63J79C7drV75oeWXQnt1YXvtNL9MTJsYMux4WIa1YKvt9AsCYPrR0ys11QqhyoHXpQWUkyW0mUu5Dn5YXZLsPPsxDP335l47SlSBRStGobMmzkmZVEZ3pRVi9w+ZQ3qUk+KGRm5OW9kboqOHrNTEq+G9ZCNbkX9KRm2Em4EktGRiYyF7CaZaT4+eDWuBoZTWoQHxnBy51yqCWk0qFlIV2rBvD1qx+QcUygMM6KZ/Q+5KlpHP1hd0nfStE/IJFI8PX1LvbwDCArK4dhI16latVKdO7chsuXw5nxwWTc3d3JysrBfmsOgyOzkJv7rnDz8o1i5ysUCvr27UH16lVo3Kge8+d9WOLByq+//sazA593vhcEUMhlfP3lR3h5ef7nJ9bfv3u0ReKQsIdD3awphlVJfJlhZEodOzaJDLlByuEUCPCVEWPNJy5LRUGLmqxIvMxPI9vguno1MdnBOPLjcTNbWb7PSmGQwJg2jfD2PoreAuEBlekaGktBhgtB7ZvSeXMSptgCqjSWI/Mz48jXc0QtIcTVm7ItA1CH+SCJTiQrzs6xHHcuXb6BVdAQ5uFCuXo+xFwqwFWjwy3rJHVyT7AmNR+ft9+hYuQWDCZ/tMdTSvpWih6B69dvOFebr1O3AzabjWrVKhMfn0RoaHlnxq02rZtx+NDGR5bh62FxOBwcPXqKZs0acurUBeeE+xdfGMlHs6aUcOmeUA/QGFitVqZOnUpycjIWi4UXX3yRjh07OvcvW7aMtWvX4u1dlKFnxowZhIY+vvlN/1XB1aqREnGNhhWzSYh1x1shUGgHV7mA2SQnPL8QGQpCezQhKimb+hXLEbPuCJ5VfAgNSaO1r4k9ZzSEaAKoVNUde2QMMrkSU1gZ8iISkXkqUDX0RRaTiSrPRtkUMEQYkIRasXh5oa+joVZGMt4eIPNVkxNvo4Z/DuZ0V8peTyLbZsSUp0Yb5EW5YAOSvT/gWSgnKciD4JEdcd8VgzVfRcLlhJK+laJHYPPmnVgsFiIjb1K+YmNMJhNdOrclPz+fFi0aI721NlynIV0IrR1G1YalO811QYGea9ciaNqkAadOn3duX7r0C/r1/Q8vAPmgSsmDsn9tD4v7oH6keFQizFGO8ChvzhrKExmjpb5dQpp7BTqqZTTxhwrphRyZ+zKaM1Eo7AL+4VcJKSjAx8+A1cMDl1x3Pj93g3OXvNl/RktmYiqCXUpEmoAl14qvawFmowNjOiAISFRyfL1UBFQxcXN/FEeXXiA+RoLNIUVvNjA8NpbtFglePcKo83wtmo4JhQbtkNbpRIFZSwetiqtbr7LnuI6Mc2aquHthPnsOW7IYuPyblCtXhuq3hvv9/uM+IuIGrq4u+Ph44e3tRWFhIVeuXKdJ4/rFUjSWRmfPXWLSmx/wVM8uvDFhvHP7M8/0KsFSPcEEEOyOO77uZfPmzXh6evLLL7+wZMkSZs6cWWz/1atXmTNnDitWrGDFihVisPKY1H93EFYPbzJNbiTalERrK5KXr0JfIMdavTahNiV1W0P3MB2tn+2A/cgVghQy0o/rsJrsVFQWUkEuIBToUXtaqVFOh1ZSiNSUSy1fHVqtA8FqR6Z0IJFBVL4bWi8rqTdcMBilDOmjwae2N9YMgbw4Kf7BCrS1NOQcTCPxupxyShdcvaFq75r8mlQHU+1u2AC1XyGzl27n9AUHJyPciCWf3B0nsOUWlPQtFT1EHTq0xsuraIiUyVSUeGH3nkOo1SpqVK+MRCIhP7+Am9GxVGlQtSSLel/WrN3M7LnfMG3aG9StW9O5vW2b5iVYqifUPdqiv2qPrFYrb731FkOGDGHAgAHs27ev2P79+/fTv39/Bg4cyJo1a/6yKP/agEVeNog4oxuFDhm/5RnZfSWdcxIZ0VIj9pqVcIQGUqgV0MmTsKxdSERmFpnqMOwKBXqdHCFFSV9JHsGqXBrmxuBfS0uAoKWtb11u7hQIirGz99sjFGQUYGtXhqQUDzJ26zhz3EZVPxMyuUBM2RBSojw4b/Rgg9STbe7Z9AytR88QJX4uydjOn0edEIXb0IFoBg0nbO4CfNasJf94HElJPqyVSfjNnkv2hMno5swr6Vsqesjq1a3h/FuBlD6aSnhYpOh0+ezYeQCNexj1G3aiStUWJVjK+9OkcX02bVzOC+OHc+XaHxnAXF3VJViqJ9wDdMF369aN119/HSgar/7/QwSvXbvG4sWLGTx4MIsWLXpkRRcV51UvDGMBhMf7UCDVEJVSQAZyEGRoerUlytWdbLOSm4djuD75R6y+7uRW9MVDaiHpsB39dSteHhZ6D7Ih6JJJU5fDrnTDu2k9tL4WytuziT0owWTzwtykDnk2FWa9jNQCKfKsQoxXU0kLqM3PKVqirmuhRgWyC325lGxDU05CuddaIKsahnDtIs+9PQT/Xs/i9/4CVJPm8NnyVZzHg5OKQvIseSS+9BHpC9b+daVFTwyZTEqF8uVu215YaCY5JY35XyzC178Gteu2p2+/USVQwr9n6JB+/LbhRzp3akN8/B+9gv8/FE50nx5wSNi9HqBZrVY++eQTli5dyooVK1i9ejVZWVn3uNq/OGAB6PJBf3pVV1IrtDwNZJ4olQ46VbHhc+QIV2/IWBptp32wBFO+Eo8CE2WESOL0EhJ1WtRuFgLcTVSWS+jdKZSq7eVYQ2Uk7znP9trlibFIaeEnwbeWK43qqEFmJzzRF6VehS5cQsFJI+4nMyhUK/BqXYMDsjSatmqEew0ltZ9piCMnn+zj6ehlDbjy9Huc3HaAnbsOEFA2iPafjCItJp0aHTpTplUDDIUuFFyNJf/nn0r6looekg0btvHrqo3OeR1+Kg1tXIOpqvTmxo0Y3p8+Bz8/H1xc1PTr1+MvrlY69OzRCa1Ww44d+53brJZ75W8X3Y0gPFgaSTc3NzQaDXq9ntdee40JEyYU29+zZ08++OADli9fzrlz5zhw4MAjrIXod3JXNZ1ntKFTPwUyF4FObtn4q6zkOaTEffwzLq52Ei5lUzY5HT9pIa7uuXSoehODiwyViwNkAiFKI458E2azkd3xhYRLbZzbdZFdHjW4lKVGVViItr4PPuWhtlKPzqjmmsKVjGwlqbuMuG49gt1Lg+zpJmiDlfh3bkObioUoVIUUphjRp0hJig/hSt/pmI8fxxEdTcUalUj49SPGed/k7XcG0bN8dTzKOEjec4hNv24u6dsqeki+/GoJFy5edb7/8/yOHTv2s3fvYRQKBd7envTo2akkivi3qNVqZ+IbnU7sDfwn7tUW/VV7dK8HaNHR0YSEhODh4YFSqaRhw4acOXPmntf7185hAVBpXFBq3agYkwWCQKxVwXVrICqrFJ9sPX2k3ghyOxY7hHRpQ9b5fQTJs/HyKCTxugJ3LysV2/mSctWBS2Q+F5PktGor4eXqBRwrDAVDAit3G3m20U3cPJQoB7UnVJlGdnQOl07m4taqBv7xERRcOcmITp0J++0y1SY3waNGGa6tiqHuzzOQIMGzZWOavf42Ol0eOVkRhDSuis5V4PDqfeSZ4lCFalErC7Cu+YFIqydVRz1d0rdW9A+1bNnEucI9QIo5n+lZxylwFGU0iYtL4Mqlg7i7a3F1Lf2rwF++HM6mzbt4fuzQYtubNm1QQiX6F7hLY5Cbm0u/fv2c7wcOHMjAgX+kPk9NTeXll19myJAh9Or1x5A8QRAYMWIEWm3Rwmpt27YlPDyc9u3bP6IKiP5M4anF4eaKS0EGSncHQe56LgRWomlGNpoCG4WuMmRSB1IXGWG92lFwciv5MhNBEgkSpRQPtZG0yy4EYqalVuCsXk0FTT6+qQIpVapjz8jFdCKWArOcAoWGsz3q0ceShTHFgibyJtkNmyAcT+bozotoy4fx5rgP+K1jBTwkrkRtMtN4+6e4XU/AnJZN1rT3oGIYZZd8h0ez9lz5Yi2RO3+jRmMrvt29iV9lRJj4C9nVa+BTT8wc9qTr2q4NPy38hRyLHvhjAUkAqVRCckoa6alXUKmUpX54MsC+fUc4e+4Sg/6U3l+pVDjn4oj+pgecw+LmVrSMw50eoOn1emdb9Puxer3+ntf7V/7r2W12ti/4jTz/QEJ+W4h3rSoUuqlIwUJun2co/PAFFGumsrGsHd2r77FSUo8taXZSy3YhyeyCSgPxXhr00v+xd9/RUZVbA4d/03smvTeSEGpICL33XqRIEwEVURRFwYaCiIoFxS4gggoCIl1Beu8dEjoJpPeeSSbT53x/cI2XTxGvAgGcZ61Zi0xm5uzzAtnZb3Wid5eicVoovWoiyGTBUCKhPMWGLj0Lz6BKYkK0GC7ZcBSZ2f/TfoSE4/j4KoibPpI+375Au3g9bTyqSPl+E2WedjxS9pD9yUp8nxpBztEkLq06gO+wjoBAXFxD4FqhZY7Q4Y4MP19vpHInFcUyqgrErHnvwxptW5dbY8HCZb87Cf7XYmXIkH4U5J3H39/3nihWAGa8+SFvvjWbXn1GVD+XdOlQDUZ0jxMA5x8/PDw8WLt2bfXjv4uVoqIiHnvsMV566SUefPDB6z6ysrKSvn37YjQaEQSBo0eP0rBhwzt3T/9SxrIK1n+6Cnurrmje/BRrgA/5gp4TFjXxLw5Bs/g15O9O4HxAPG6rlpETGEpeqRS5M4K6ShPubmZy5b44bCIqq+ToIqUE65x0ddjx0Mnw0TmQZqdzJU/gvLEB+Wky0gulfPz1N+jTzhDUMADPqROJX/A2Xkjo4WUiOuUI05rXgioTpqQyYj8Zx7uz57A68QTKFvX4ocCbC2FNAZB4+3Mp3xNPnYCb1Ep5RhkFxVaCpCZyX/qyhlvX5VbY9eMO6uuvTQkLlOtprgur/t5bM17m9MkdaLWae6JYAXj8iclMnfYeHTsPrn4uL+dMDUZ0D/uTXITztw60Xx8rVqy47u25ubmMHj2aBx544LoONK1Wi9ForP7aaDReV8D8kftyhKU4u5B1H/5AUcJJeoVImHHuCPWdfjy7cAq/rNnO0U+W8ORnEzlUkEvXTzbim1SA4koRVWWFmIPVpFaJaFRZRGqOjKrCAkJ9K9HXEhHpFNiQLJCb6EVoPQNOmYwwsQGp2IlYKia0Uy3EPTqS9sJXqKrOYW9bj4KqAHJS85gYV4a6ViXWShnyvg+T5yfjwOSviVC6E/fiYM6f3Vs9PWjPL9uRnDxJba9glhdUsE9qxVdcmwvlFhjpOrTrfjDllWfw8fHklSkzq5+TSqU89uiI6r3t7yVz58xCf6UceZqBs0BISBAREWE3fZ/Ljf2dU4S/+uorDAYDc+fOZe7ca1uiDxkyBJPJxLBhw5g0aRKjR49GLpfTqlUrOnTocJNPdPmnko9dYsOnKxFdTSXUAdbCbNROgZ77vmbWozORKeR07t0WY0EJwidTiPexI1n7E9ayQtRR7qRnu3EpD67aA6kdZkXiJ0YnclKU7UBrB5FcQoMuGoSySi7vTicqvBxvm4MfezyFSO9FyTerOPqwBx7b9hAe5I6XIxvBIVB0RUSCPpi4xx/kUmohiYt2cirGm0cfGc6zh79Fobm2/mzNG1+j9THSprcG83kDFUYLQf6eBMXLUQ0cWMOt63IrTJr1HMyez4EvLxKp9Kae2o/LjiLemTWN8U+Orunw/mebfllGfNNu1ccDDBvaHzc3txqO6t71Z7no1w60P/JrB9r06dNp1er6DQ8iIyNJT0+nrKwMtVrNiRMnGDt27B9+zq/uy4LFN8wfXfNQMvfvwxkiQgkI7cNo2LUpIY1r0+fhPphLKmgiDUSu0xDdMQ7Z7q1EtbOiCNUhcjjJLJexstLAa15ixFIxTkDmJqJfsJSLmWLcNHZEIhkEeHCxXk9Ys5VmhYmkPtYfSaO6GAoMHHnqI3RpOWgDlSgDlcgjvSg7WEL4Rz3Yu3o9b6fs58ThzQCoVL/1pAvLt/NmXR1iSRltHuiHPj6G3etOMXPdd5wulJI5ZADaVz7Ao6nrUMl7lbu7nhcmP8Wk55/k4MFjhIeHEBISVNNh/W2+vt6YM4poqPBFgojE0ztqOqR7398oWKZNm8a0aTc+vXnAgAEMGDDgHwTl8r+K696M9v4qRGt3UYaUvWopUeOH4h7mx3MLpmCvNDNv1UpmXdjEyAEPEVo/nIyPNyEOUeLVxQePKhsFS6ycKCmhdrEYuwFyksR4+pjQ+9pIN/hT10eKU2TGrUN9cpwWpBfP4bdnC7ply3hu/mKkSVdY/9Fc4iV63vSNQBVYTi2LFEumE49RD7B7xiLq6QOZuvQzAJTa3/JRxrqDdNZZObrfhm/z3oTGhON5bidCcSrFP32BsPVz3N/5BrGbew21sMs/5Rvoy3sfv87MD19j355DNIuLZa7XvfsLfmVlFTbbbzMYli2dV4PR3Af+5pSwm3WgTZkyhbFjxyIIAoMHD8bPz+9PP+++LFgAaqdmYrVoWeYbz/mkXfTr2Yzty7ew4ovliHKr0Lg7cQQr8R7bgVr+ART6Wjm6fi1NNRLyrzoJUpt4JkrEgQRPerYyIpUKVBXbkTsllOfAJo1AX6UFj5b1Ee84ClIFyd0bM6R9Kxa99CPBbeqTnGDBJtcQmW9mv91C02ahqKY/jz2viFG9uzPq4QevG2IVLFYcVgsXLpRht+qQa8B/514MpxIQzsL2Fl3RqgohVMBYXFZzjetyy4jFYtq1u/dHzcRiMauMV1llvMqUV55x9Wb9UwII9rtj73uXf0YQBFpry7D6SfkwJBBTmgHvrs04/8535Gw7StZVA7Xqu5MwvA++E17BmJFDaftKFCf2YMstJ+OsnXpCCV56Ec5KJYkbJBQ5lHh5gsZUhqPIRP4BB8qKCkJHRnFx6RoyyxU0e/lZTBIl9alNfIPW7Nm2h+/ivajMLOPgLjd82ten8ftP4Mi5ysBXh/HAtFFIpL8tirVXVGG2WbkqucDjjX1YvDOfkYlbyGusw13IocASRa0n6yI4HOA6FPa+IJFI6NSlXU2H8Y95e3tU//nShf01GMl94B/kopt1oHXu3JnOnTv/5c+7L3/KpK7bQQ9HGZ6tHFQNimXy0mvTbsY3eAhlpR3BYWdEgZgsz1I8Ny9k16Y8ekaXITMpuLBWxLmY+nSJkOM8up+6Igd7L+po/+VEvn97PnFpeYS0EaM+qsBYIiJ941ZadI+GgQEs/T6VuZ98TXzP+ugb1GOPphTTlQzKUWCyBzP6jeUMH2bixWNpqJrUJ/iTSZiWfYG84xAk4fXJmfgK5ktn6VZHTcJpN7yatMR9SAs+ffYNFBIF4dlmjlrUSKmi/iNeNdzKLi7XO3Z0C8nJVxk2dEBNh3Lv+3XesMs9b96U2QwLNFMulfLlxzNQRwYCcHr4ZCJlFmQ2PZIrOXhUGkh7+CUkhZkEOEWUOcRcWWijuGU0sTEmQq6cxi6rolgVSNTsl9g/4UucqTLc3KWoK3OxCxKSv15MtK+TWv5KNKfXIPaW07BjQ6JbNWTN0X64BSQgxUnDCB/UyfsQ7Y/Akr8LabOeSCLiqNq4COWw5xB7+rG3+XMUllfiVARx6qSCrsMH4t4ymrzXP8OvmQr5VSPlh7PQNdTjFIvuzwWxLvekWrXCWP/TItRqFVFRrrOm/pG7KBfdlwXLp8vWMLpchqxYhCC9dhhScWYB0d3i2b1+FxaxnXVRAUx/fhDWiydwlsg4lqJAqxRRrgCH22W85TpEGoEK/ypKmz+AgJ6HywpQhUhRaMxY6wiknlBT7K4EmwmRTUnnCDsl+3fRoI4NZ1oRXeUKdukMaCwqEioMvPv8eGIDw/Bs3hZt03pgt+EsLcRpNuIsN1Ie2wghN5VArZXwDg3YUZDGnklrGa+QUOpnJadeHSQBzYkt3Izsh/fhvQU13NIuLr+JbxxDfOOYmg7jPvEnW0aK/vhpl7uT37arnCzUY5OLCHIYgEBsVy8TNKwxRdvPYLXrULZsQLkYxOnJOGRSJG4C5IFWa6Zh+WkcuSZsZjEZlRpS+zQlIyeNtNLTtPTUYUGNVaRCZLNgUcuQaCw4lRJEVfkUv/Ml9cscyJQWVFEhnP0pCXdnBRfDrbQfOpAskTshzQejjG2GIy8LobQAm8mIrdKIo10dSvefpr5aiRASS4OCBDx27MWrpZWTSSbsQ4aQtTsDXUYWFxPe4PWPZtd0U7u4VOvdu1tNh3CfuMn2xXcwH92XBUtXv0hsVfkkJahIHr+I4bFxfDx2Bo7UQppZdfgIIlo//TiaPu1Q93wIn4VjsOepqNesFDkCIcVaEosM+BXJ8RRbUW3bTnrxFdTuGjLMMqIvFmFCQa5dweEiB2mnjPQY2JTXE1byjNmHMv8ApKcPIuSKGaVyIgSbGBskxpywlZzvVCRLlDQ9+jXHF+3g/MdleCVsw7n1I6bLrrKksRsSiRRpI0/efeFrHqsVSmVkKCGSNFTJl7B5S9HEhWLJNd68IVxcXO5dN+rVktzgeZe7klWlpMwpoV5TE+avp6KYvYbM115F7yxFLxeRXami7oQB+DaJoiI1j4wnxuHjX0VOqhpPqQVMFuxOMeUqFY0aGti8ZgtNdgTQUhGCPUSJZ1Um5wu1NPC3EyUIHJHVok79Ztj9S6k4fg51hD8VWw6ywyJFZtPSqb2OnmHFXF6zAbXYyXG3UCIXxiKZuwnz3jye2TyZPSdPYbc7eDvCj0c1biwKr8ueDfsZFt+QM0Ui4tKVzJr2BRP9van9akfEpzJrupldXFxulz8bYbmD+ei+LFg6ThjKiQ0H8ZSaialdC32INyPJwKdpFQsOedFCW4XirXcpzR+A9cIpmjbJJvecnMQEN/IVThySUqKNShQmAbEnlEgqaRPtxCR1MmdfGZMiAvg8KZtiZQVdpEHkHjRjydzKeJMHRrGDwkM5FDmCMcdHsXfPKTSKbHo75RSZwd3fjFZiYV/sGIx6DU6bg0ypjUK5kdd1sZS3bYU1XM76137m+R4DGa2wIs9KxxntTalDh8oqwlzq4OpmM81eq+mWdnFxuS0EEFwFy32h/tTh6N+diqxKBLW7YygqJ/WoCIXEnUyHgoa6MlKffJWsxm2wpuYizhBjFey4S+yovZ3kF2sosLkTqinGWiais1LP1bwi1HY5SalStH7+OE1Wkq1BNAjOQ19ZgPjyXlSBDSiXgUyXg8foWqgSPCg5mkSOwU6QWIKXF7j7O/AsS2V47IM8FOhLU5OI+LgIJMWZfNUhjNJOQzlzKY3Z7y2gQ58OND0h5nKFgRWmTEpUclSCg6xPDzFPcDDo5k3h4uJyr/mzXASuguWf0tUPpUQmwUdkpfDcJd6a+TH6CiehFimZthL0UglmQU7unqM4cjLwbd4Ay+krEK2nmyydcyIPgnQyxMEmJEoRtcMDUMeFItbLeDNegmTUVDY278GGBt7IygoxWN3wUVWgsshxigUkEhGWmAgCpUkoPUT8eFlAUurBZYOEoTHF6PXw46UCevVoSOfaIej7PYxzylgSnviS6LjGeDQN58m535Ir6BG51SJbkkpcyzAa2MVU5Fv4fMMVpm1fV9PN7OLicjvdJfOGXf6ZmDZ1KVTYEQOHV+zCQ1wPp1hNmU1Ar7LiobVSIhUo2ZWA1WxFWTcMTZqdcr2eIL8clB5ifCxlKJ1VFKeq8DZWoLIpyJcJ2EP96fTB46SOfoPcqzZKNWoa1XJiyy3AvqYQvwA4XuxJ++BwOm3dSqVeTFaOlsrWPtAhGNuJM1jFagbpfIkcWZ+zFiPTn34JSf5wzCvnE9i2FWr/euzeswt5hB9fleRx+Hg6s9zDadBPhVBhI83sw7aVX9d0M7u4uNwud0kuum/XyRXrvDhtdGOHvxbP7el8mJbJ5Vx/wuSe2AURyZUyEqNaUOYXidihJbtJZ7K8o1iTJGNtkpo5h8FQaeNKOhSnFFJxIhlpQTaSkkLWj53K5sXzEYq8KMnUYvexofASSLSY0KntpLt58fbONQQHVhIZbOcheQBZandWlF/keFoQlalOOoV60DJQjbePQPKDz/FQl1Es9CsloHs8VcUplPZqQ4JBwLA/EUOakn3zL2LMsqD1FdE1xEJaVnZNN7GLi8ttIggg2P/44XJvEWm15DjhSL6Zq8YwzKsPoZBIkNmrqKoU8U2BjnnZdpyjOhIS7UHdlvXJb9iEnLBo1p7ywyZIUWkBMWi0VuQ6J3ZBRIymgkZpZ/n0tTkEfjqJ2O5W0NgpTnBQdkVMVqYSY4GM+kHuWPdvw6uWQKkgorapkrwiOcZSB+ZiKaYkCyLyiAtQM7i2lsKxYzC8/iqShu2RBIbx5tyvKLFbyK2qoP6FUt5u1YQkB4h0KuxqOZqLmYhEroVVLi73oz/LRXc6H923BUujN0dSLrExwlODzuRk7+plRLZqQIm7nKLQYMTREaz/aStXLyRjtznIPnCOim0XUHXvhyPnCqWWFOReGpIDtVia+KFRW7FlG5CYzLQryuTMsFdRmfJx9xKx2qljZYqCF/NyMTvVBJUYGSyKZs0GNXsTpER+8CTP7PyMpQd+4ExlCaUegbR/oifWKyayPjuJtlkIszsrqaPXsPbJ2ZRt/gnPSG+8Jw8jaPFb2BVyDFZflCGNqFh9gYImA4mMDK/pJnZxcbmNBOcfP1zuLSKpFFXfB2jhpqSWyonEIeD5/SQ8awcjDfaiIiSQyEa1SVi+DUdZAfYKIz7lJ4gqOk7jwR2oKrLhNJvILvHB4RNGBVqU3iY8Qkwo5Fb6nk8iZ+x0bJlG7CJv7BYJJqmCH616UlLcKEhzkJjr5FC+LydFwXh8+jqxs2YT1qk3MrmTwz4awoY9wLkFJ0nbeI4SVSBni9UUG0XsnvAsV3bsYHZ6Ge6Pj2f4T5NpOyaEon4+aPv2wq1LLD7vv1LTTezi4nIb3SgX3el8dN8WLHVjo2mmsRFemUJojA9fj3oPWZ0APjizjJRBXVE/1pNggxSlzY9zRUaMThv1HA70yw/xVLAPHwyriypEQStpOSW7yyi5ZOLoKTnHlluxFjpoqAOPEAuenhW0im9Ks1punOhVm/xsBcoBD9D16+cIDwuj+VuPENAskn2r1qOQy9kX4sQ89Wm8rBfwbWRBM7EdFd3jcdPJGeppoWpDAqd+2M3n07+hSWwDRBdSaN3VTJt2Vt4/dJKizl0Y+Mx4V4+Wi8v9TLg7EoTLrSFr2JSjxVoyrhpJ8FPy3YNvYHrxQfoe+JxOI7rRrlNz4qjERyjDeuQ0eo0Id4kN1cYNSOxOSvJlaCwVVF3NIzSojPrxJhCBSACbTUKFSU5JmgRrYil5UXEkWz3phIxDghTlY4+iHzSeer5+DP1sPAUaLcmr9yPz90UWGUnfd6bj2H2c+G5OQh/sT35ELCW5ShwHTtDg0hneCPbhs/AggoMDWXH8PM6SEtqFuvPBmqOUhzbDp2+nmm5eFxeX2+VPctGdzkf35RoWAPdwf/znTmfjuHfILE5miFsZzi0/crpjQ3bOXIUQ6UampYBeMTqaeJSxXq+hfkwdziZcocQmxfN8KQq1A3cPFZ0CJKhCVHg7ZOxIc4cIX/SRwXgFSEn94SgxiTtw97EhkokRKeVc3nmGhr1aUXD8MiWN/eCH5QipGeycbOLIoY0A2MM8sB3YyofL9+CTVMaTnd3x1lrx7OxE6RFEs2JftHkGLr++kPDnOyFtE8vc3o/j1XgysRLXqlsXl/udqzi5f0T2bE9WQhYFX26i3pFEekTZyFrxA1vPZ3J+3mb829fDbNKCRYHWaeKqKpRImZlIfToCkFmiJcSrDIdTSVaZghAlZCVpUNcNRdwoEFtcJPacUvyL9hOkvUhRqAy9ppRm2Phy3wZe7NAKm/wKSlUVXw/5jJZWGV7rXsdr3lcANJn5FOKKRHK/+IkwvQhVCycisQxlu2iaZZcg0gSxau0vTHhhJi2XvY2stj9vD3iSpj37E1izTevi4nKb3S256L4tWAA8m9chN74Ora+eJMzbAmKQyFQ07NucXo/0JeVKOgcXb+LwkRwqDQJXWodg8hVTYnewe1c6Wm8DxXIlceF6wky5eKuDaO/M5NTeQtRns9A9MxCvxr44j13GbgSpWsDdw0yuwYxSbsRWJ4PUK2kEdutEwZUU/C8bcdodCIWZmAwVrE5V0a3dg7RrvBm5RMC4KxlpkBsKfw9kgSEoFcWEvzUGZe1QdK3jKcg7h1KprOlmdXFxue1EILhGUe8nTR/qSuWG44gyKvAIciIzZyLp0QJDaj693xhN6U9bkO7cSt6xCoxXi4j48jlOrV1LqXcAVT+exGx1p8jHjawyAW2OhWZhHoiTU3FezqCoKJk64wfi3B+MSJ6FZ7SA1CQG/yC6yiAXOV56JXt/PkCTZwYS412FTpcP1Kdizwk0ahWFCQo8RvRDlrMJETIsF84h0YeDERwqN0Y2akDu1ElQrzUtGtalvDQJlUpV083q4uJyW909uei+Lli+HzUd32PpREbZEUQiDHIfRD/v58U5UwCQImFNShF2iYxiPzsfLljA/klTSX/3B66KoTBXTC2VHZWQw5mGzah19QC1tXbCQipw+looWbAAH98SCkI9SUsAbbYFhcxBUWU5jrUr6eshxZB+jIrSJPzbPEjCqn1YTRas336ASGZj8+fp9PV0R9RLgsXqIDWyFRlybw6u2sjTfWUErZyD+UAVBk0QuvbzXMWKi8u/xc22knS55+ztPw23vBI0Cic5R8SctaqJuJjOiPmTAZAF6ykrK6DEL4zgCoHUlQcxBkawdsUWYhQKMqscdM00oVfIEIZ0wL56C4hF6H1NtDKmwFcfIbKLyHJEgKGUwEZi5N7uNDaVsnfFEXYflmEQn6Wobg693miDsyAVp6MdmU/MwCZVIMFIlbeegOhKwElV5+Gc23YOS3Ix0V4XKT6Rxjs795CSks73i79wFSsuLv8Gd1Euuq8LltZ+wRTKcrEOf5TkbSuJb6Wl1E9MeV4Jen9P6jSrx4tLXueHT5bx5oxxkFPMlREfYHFTI6kwEYcMldqBRmplzf4dPKNWI9KJUXs4kQQ4MPn7cn4PYJPgIdgo0fgjFJdzWXkF2cU8KkrkyKVW/CzFvLVwAcOFMOY1HMfwlzsixcqgj3rS0GCm6OvFZFoURCx9lIp+M+iIL9vtvsRWVRElT8Ln/Yk13ZQuLi53kCCA03539Gq53BqH3KC+Q0uDPj0oXb6F+l5GZHIJxvJKNHot6v79yDO5odxyktYzRpKz5ywZry5ieKCc7gFF2KogM0eM2eQg+MIviOJtKEUCcrENazkUe9ZGfCEXh7SUzXYxHQ7o8bycgdpNjOxUJWKZFBEwTJ9E/iojlqR8fJb/hKxXV1ShARAZQMbBc9h//gWLSkX4s+0xzNhKmUZKZsdwNl5KJiDAj49mz6jppnRxcblD7qZc9KeL7nfv3s2hQ4eue27Hjh23NaBbKe6rSXS7uhR582YcTAdbWgGWFatZOXIGJ9b9wocfzqU0MY2Hn3uIF159i4KqUmSdGnPVKSJDKqFUDCsMZvJjAxjSMARbLS3rU50UFsnJP2CjQgjhYqO6pFU4qJJK8BWKMNjA3rUL2mmzCNyyAfWrM7CYRQyt5YPE7sBNIefhT1Zi7j8AT29PFr02D7cgC0ofEzsSTrDdzYRnRCVjDAnsvHwe709moIytV9NN6eLicocJgugPH/9W93o+enP3PIYnfoslNhIPbyNh4UZKpn3ID8/OInv5NtIWb0dZkE/TiZ0RlnyMX7QnmoahxIkqMVtlOKwiVDor9sByvOtLEKukpJfJMFbJ2ZHvhbxde6p04XiIyxnSEELaWSjLkKAY8ihNVr/OmORvGTSlK5HeYhwyFZIKB4YyGWdPpRH23INsuppIcc4GPIMdmMw2LDYHZjl0bWtmgOU0Lfy0XFrzLT4+XjXdlC4uLnfQjXLRnc5HNxxhmTFjBhUVFdjtdhYtWsSXX36JXC7n+++/p2vXrncyxr9NJBKBVMLl3afxlWoQVBa8mqsYWFGA5aOP2Ha5jPr6UA4o3bGXnyK8MJ0LsmjCWtbjhIeF8kopvmfOUSdUgkNrpqpKRMwxb0wWB1/mF6PdfIFBL/fhp32bqV03El9zObs6tuOlVyYgFpmpys6i6swVJIKItkFuBOxcyJsdJ1InwwOZTEZc3dpI3Hy4UlDBW1kFNL6SRlBUOJHaYqqKCpkcJcPy3TuIX/gMSVCtmm5OFxeXO+huGYa/G9wP+Ujyn81S8radQHB4Yk8qw2pQ0OPSIYTUI6SWBOFlLCZvezDhiiRylp3HJPhhfaAfgsPI8ewSkk5eZpDejDnNjKVCRkCEB2U5FbjpsnDbvJTy/v058nMW0ZU6xDYDvk8PwXNEL2yXkshNS8eakAIqKd6N6qKbPYcDYcPQu1WASESP1rH4mY9jtBYjSZEjS80h3N+MW4wHxnwZT1qyKJrwIiEHNiOS3teTM1xcXP7L3ZKLbvhTJykpiR9++AGAJUuW8PzzzzN37lwEQbhjwd0quox04hWFlJyXUy5VYHaAunE75oxvijBzHuq+8WzbmkVGZB3azJxKlUbN+LCWfOUVS0v3Uop2gJuvE7NdzDmxF/lRkUz+7hEUZpC//yHP+fpgFZVgC9Lz1FsvINZoKZoyFEOewOXDMppEOTl/OZMnegxnsM2PehERSKVS3IU8Wk4Nx56QzBi1J0LDurSO8sSrgReXpi3lRF4BIX160SMwvKab0MXF5U4SQHD+e0dT/r/7KR/55KURQCG5Bg3FTjFZVneCurXGpgvg0Ffr6dy5LVW7KzE2CWLI/DewJaWRPvQFyi0VDPdWYBckFFwVI9R2Iyhej7jjANxjo/HQqlB8NY3ozioSFldiioigzmM9cZaWkT/2eQwC5Ok1BDQWcXntcd5fNpJPIivRdGqEyGlj+c6TaL7NpK1MS6lGjdzfk1DvCswnqsjLFmNy2JE+Po5QV7Hi4vLvcRflohtOCbPb7VitVgBGjRpFWFgYM2fOvGOB3UrtP5yExAPcNWYsRRaihFwcu45y+mwmUUdXEvHUYCxmEYv2FnHu3W8QvlvD0Yu7iXuxD1ovBxqJlZOpdioylGR4CeQfvMSFyQsJDfNBO3IERWpfMrM0nHRoKHlkGMWvT+d4SGuuXJCj8tUikUOkwkab05mcEZezLu0MtYMbc37Tfk5cKsVgk/LgBzMYOXIwYSMfRiT1w1troouHFp9uA11nrri4/MsI/OeE4T94/BvdT/mo2fdvU2pQIBZEyPVqqvIlnPn+CPVr+TEm8RtC2zbAUFnJqJ9XMOTh8Sw5fpxaOxYS/kBXTDIlp0plbCvRkXDKQsJmAbe8HXic3o7IJwB7nZ6cS5AhsznQScuY32os2xbvIC+2JVK5FA83BThF1O3uzoMeMrJqRaHQpGP88EkCKgt5ME6gytONtsvfwr1dIzxnf4Soy1AUxQJ5pTKC+nav6eZzcXG5g/4sF93pfHTDgmX06NH07duXkpISAF5++WXMZjMnT568Y8HdKmKlAukrs7hUEkr0rJeQ1G+MWaziwubjJC7fTdnSXYz3i6PLQ13xF9upOnEWa14F2pyTqNydlBar0GV6sjXVhr0MGri5UzsjiYzej3Li+fmoikqJUIrp3FhPlZsnmceLaDXqcRr+8hkHC0wgF+EI8KaHmzdPDO5Kx9aN2eIfi9fSNbCvmGXb1Vyp0gNg3f4zzqw81E+/itdLb9EkvlHNNp6Li0uNEJyiP3z8G91P+Ujq44V6wmgstUJpNetJSmMCiPYsR7zpZyoWLqfowBHUtd2Y8sYLXLyUzIVjiWA00cgth8DOWtoGmOisMxEntrHi5AkcFTbM2/eQ0nccBZ+vwq8gj+DoMnyEZAYFVOI4l0HMF6+heP0tEk/K+fgXgeRyKb1rmWj03CgE/zAI8GPP2p8ps9uJqV2A1k+B1Wpl9fyfqfSPIO/ZkTRY/in+/r413XwuLi532I1y0Z3ORzcc2+3bty/dunVDoVAA19aDzJw5k4ceeuiOBXcrebdtiveexQBc9fNjWepHnDlwhgHfzcHfzULyVW++u3icB7J2kPTa2wiTJyDRS1E5Qae2UFnXH0/3eoQeTuPDrNNkar3oLPPGYHfip1dQVWTh1C8mXjx1gQKblW/ih2MKD2FXVRbxXR+lQYUM+7F1iO1i8kxVlJtkBOnlNHKvIrlBSzyCfRAsVdhPbcKeZ8Zr3toabjEXF5caI/x7i5M/cr/lozovDKXOC0MB6OjviXjJBwh5F6lcdh6RCpR+TvLS5Fy+eIgjXcaTOuBZzAolIrUDP4WAvlMctqRUJhtMVG5LxSqIUfsLFNsEVBIxglOMXabG08vElJ++ZfGBA1gio9DJZXR5ZwLexw5gKTUhsjqY91MyLXyUvFTHB38fT+QxDRFrdRw/doL2xUcpW3iBDhtW1HCLubi41Ii7KBf96WRUhULBqVOnePPNNykqKsLPz++eHYb/b2sHTKVtmUBpu7qsOZvEYIke0wPNGeRrx75uCUWJidQWO0i/oiTYQ4TdIkbaqhH27FKciPDx96V2hIbYUCc5iTbcfWxYTU7CqrJYEF+LbD8dgcZ8UlOLecHLDf32NHLPpWAxi0jPLMazUS0MR3O4elFHy59f4fG4phz/+idm797LwAp3fGpH4l7TjeTi4lKjnI67I0ncLe7XfHRl2FTU3mJ0DWMwVCaT7VBR0r4zjXVazn+9mSvpRtztSuopKygvkWHykKHv2RZTVgYYBUq1vvjoy9HU1UKaCbHcicQi5VxKJbIwFc1iGpJbCMFqKy0eiSR73jYqci+RKzGR1PIygdJwtv6USLKHlTWfzUJaK4q8t78iKCsHeaA7Ye371nQTubi41KC7JRfddPXczJkz+eijj4iKiiIpKYnp06fz448/3onYbrnyglLsVjstXxhG2cVMHukdy0uPTcHNHEgvuZZagU7Ma5aw46oJhcUPtbcFhdqJqUxBYMovDOszEsmzfZGt/J5mlXnofCXI/e3oPByUi2W4eTuR5Rtwk3ig95aTpvWkzpl0cq1mPAZ1QudVRWxMNMZTa+ExLaWy1vTq/iQPjB1Mry0HqGuAFX3i+OKTF2q6qVxcXGrQtXnDd0eSuJvcT/nInp2NWKvF+7H+yD11yOUSyhPzSVRo6aDVYz+bQvnxdchtYiLCTJiLpTgkKg4Y1HSdOwu3Ge+hdBq48O1WvIuMiPVqhKJKip0i/CI1xESARGqhkXcgp40WmnSshVuUiryTFrQDHkHIu0DviBCKVn5P8wciqYgZwPH2rxI+oRu2n1ZjtcjQvj4Rbf/eNd1ULi4uNeRuykU3LVh0Oh1RUVEAREdH37OnrZ85c4FlE+cgtjl5dfMHKBRyHnhgNOfzM9hqNNN2eRE7+8cQl60hUCxCLIgoLtLgNEhRyB0IMjlidSEVP31HD0k+DlM5J3ZoSMzR4dOyKZ31x7Ahoyxbxa4rAg0Gdce/kZbEnSaChsRSf9rDFA55EEvWVRwVxagEgfJja/hIGYzkwmkC++oY0P5JxnbpWNNN5eLiUtPuotOF7yb3Sz5KOXQe1RuTUTaJJ/iV15CJRVzuNxlxmQF/nZyCuT8RO7Yr5lM23JV2gsKsVNTxJbyOhoTVGdhEcuxL3sOik9PSU0zBEQuWnCxKjTIK4poQHpSO2SGQccqT7OJiRjzbhqKsqxz9/CKqeS/RtGU8OX0X4rRb8I3xR/X4ECp+2kR5AzFl6zagU8oIXfkViqjwmm4qFxeXmnQX5aKbFixeXl5MnTqVli1bcv78eZxOJytWXJvPOmzYsNse4K0y483ZJCaeZMWSecxp0o8GGilTy2Q8H9CQLWIpF51iPjm4m1PHNtOrWx8EkxGxTom5SEAvs+GscFJaYiIjWaCexoy1SkJ+qRyxWELhhQyOiLxp8/pIas/vgPuJJCS5Cag9zeRM6Umjkb0RLCa8Fn7DpJfexF7sy4SryQhiBSV2KfJkEaLR3fHu3B6R+E/P8nRxcfmXcP6NXi2bzcZrr71GdnY2VquVp556ii5dulR/f9euXcyZMwepVMrgwYMZOnTorQz5trtf8tHPryygtiqUdr36cbDZGKSeKoJFxRRZ1fgiwU/qwFlQjueKj7nS+yX0aWbKxJXoPe0MDHRgKRKoqhRwXDFirhBhQYleVEWOU8npo1eRGmS0nv4KjeJi6bluJz65u/EMdWJ4ZSRtOrZEJJPht/I7Ul5dgC6qEWrfcBT+Xvh3N/DlvFyefus5V7Hi4uIC/L1cdDvctGCJiIgAID09Ha1WS/PmzSksLLztgd1qX3z+Dnn5hdhOZPJwsASNh52yNDBZ1Tw6YhgViWns++ppXp76HuSVMbx2EA2iBUz5AlJ/DyR+Hny+6gh9k9U4W9gQVQjo1Ub6r3mP4vk/oB03nLSN83mq1WtM82+L6NJVvhU7KLRICCk8SmS4G6qx73Fl50XC7TqO29Xg6Y7nE52I69oMTdsGNd1ELi4ud5G/Mwy/fv163N3d+fDDDykrK2PAgAHVBYvNZuO9995j9erVqFQqRowYQefOnfH29r7Vod8290s+Gvnti0hkUvZ+uJwYNwNitQG9n4MEWSh1YmKQauTUevsRPh3zLt5BGiJC7WjzjKQfNuGpEGO3iyg+riah1EhLbxtuehtF9giaf/wotX/Zh/8LQ7DPfwPbjzZGLT/PYg8/orUSvEuTKT24AkWjRsgfn4L0wmEcl22k7tzHLIuJ4c+NoevKiehcu1O6uLj8xz0zJeyZZ56hoKAAu92OIAgUFBTQuHHjOxHbLaXKLCNIIuOXD5ajlCrBbsYW3ZR6y95B/J8TiJ1OJ00OleIWVIcGUQYykqTIHSIC6kgQKQQeVnpSEiSQL9NyMbmYq60bETDqLTT2QrwefYBa9hIGtqxPwIjR7H7uczyLzSiUAkUHK/Gv3xQVMHXuNN5+7h0G+UaTmVeMw1ODl6tYcXFx+S+CIPpbSaJnz5706NHjP58hVJ+uDnD16lVCQ0PR669tod6kSROOHz9Or169bk3Qd8D9ko+02ek4te5o1h0hU6THkiciqncvHlwxtvo1lqx82l5Kwau2A309PVa5A3WWEXl8EIIgInWZhQY+4O1vRqICa4tm/PTMbJpJBJRP9cBcWoikbhyffDycgLkLUApVlMv9yEoyEjG8BXJvPR5PPUrR9+sZmXWF5LIS+qm96e4qVlxcXP7j7+ai2+GmBctrr71GQkICJpMJs9lMSEgIK1euvBOx3VKnxn6CAQeXzZVUeHgz+rXxBLSPqy5WLl++Svauc6gyivCTVJHrkFBQ4CRSX0XleSsOZSWV6kaEembhGSfH89X3GRrbiOWDX2TZtjO8K1MQM+07RggCKaeSSSktY7inGffXXuDInrN8ejKbt4Y5ad2jDZsvbarh1nBxcbnb3WhnltLSUgYNGlT99bBhw6qnQ2k0GgAqKyuZOHEizz//fPXrKisr0el01V9rNBoqKytvQ+S3z/2QjxzFJRS9OJ1KjS8yp52ihrVo9cpD+HeOA651nOWn5CLMnouvKA+5QYS9QIGl0IpMK8ZwooIKkYLyRtEYkpNRl8iov30heq0bCZsvkp5eSEx0Q3RfbcLpEOi3YTNlFhMJxZ40Wvgqh7//hX1pRTwLeI0bhte4YZyo0RZxcXG5m90tu4TddMHEpUuX2LhxI23btmXjxo3V++Dfa3KlDurJMnnCrYr4bo3Rdo5HqlEBMPjBx2gQ055TBWmERGvw8jQjrTBjMSm4VKEkK7w353MD8G/rTeEluJQaRW5CHgBN3nuKYxoHPyxdg63KzKv9X+Dkw9Po52fGP85G8cGDnC7M4rM5C3ijcT/sRWU12AouLi73BOHavOE/enh4eLB27drqx/9fu5Gbm8vo0aN54IEH6NevX/XzWq0Wo9FY/bXRaLyugLkX3A/5yKZRs8UIOmseErUNv1Fd8W0fg0hyLR33jh/A9K7PU9GyKakST4pLJZjSrDgtTpw2EWmRXUiS1EbbIASTToN7x0ZYz19GKpfR+fWhNA4vo2rLThyGSrZ0Gsf+GQtw2CSkWCuYMn8eH144QIvLm6iY/RqC1VrDreHi4nJX+5NcdKfXtty0YPHw8EAkElFVVYWnp+ediOmWMxqrEJeXENgEZEFirFIZbu61+fnnLQB06dKeJvGN6DGoOwohA/cQC+fMSo6KZSw0OzGu2E2kPRO3UxsRKspI3Z/Epc3HAYiKqkXvpq1ouCWTrS2eJ/HEGbzMRpyFYi6ne3F6czrxR/JY6NeEoQYx5ZsP1mRTuLi43AN+3Uryjx5/pqioiMcee4yXXnqJBx988LrvRUZGkp6eTllZGVarlRMnTtxz06nuh3xkzyumi0yETO5EKXegTylkQ+2xVCRnAxDbqQlezcKRNY7hVJGMHIMCR6mVQqOGhEs+lG49TGTmGfSrNxFZVIro+HEsx04B4NGiPo6gIFKmL+LqyJdoZEunjsJIpVFGe08V6Vv3kXjmAlhEVB05h+VcUk02hYuLy13uz3LRnZ4qdtMpYQ0aNOCbb77B19eXSZMmYTKZ7kRct9Si+csId0rIzZCTLw2n/nODGJh5hujoSACefuoRoqJqsfCbZZiN0MHiyZZKO+W2Al71VePvVolWayPhjDuZsbV5YP40FDI5NqMZmUbJmKaNiauzkz3nlbQs96HUKiFvVBt0p/IoVRUgqjCRaDbQY+NH6Ju61qu4uLjcnCD87+/56quvMBgMzJ07l7lz5wIwZMgQTCYTw4YNY8qUKYwdOxZBEBg8eDB+fn63OOrb637IR+lvf4vIJMPiFFPSuTNNBrSmKr8Mhc+1tUWzPnkD09aNFGzeithPjIdTQOEpEKauJCVLRZMmBrQaO8kndRT07kr8O2NxWu04LTYk7nouVKip40jlVKaVBk4pGWIZoa9NwLp0JaISNQ6jge4rTpN34BeUsfVruDVcXFzudn8nF90ONy1YJk+ejNFoRKFQsG/fPmJjY+9EXLdU1/ZtEW/4EbFVhLh2XYKCAlj+w1eIRNeqw8xlm1C/9xndKmBeWQ7H/eOQSo000uiJCi6hoFSGM0+BpFCMm6QUnac7ex+aRWVqPn0Of0yDHm0o+HIP/sWVaFROSqIb0bZvZw4Yd3IlLRV3hYTIEX1xb3XvtZ2Li0vN+DvD7dOmTWPatGk3/H7nzp3p3LnzPwmrRt0P+cjepgn6c7sRO0X4x0fj2TiSZvOeQSQSYbfZ2f/2IhoeX4pGKWZsIwmpR5UcuaBHq5FisckwlwiobA7kvjbs5SWIlUoud3oEdWw0YV+9RnjnZhQuSEZZaceMCtGD3cgJUjPXTcRluwWAme9PcxUrLi4uf8k9s63xmTNn2LhxIxbLtR90+/btY8aMGbc7rluqTtN6XBk+ivyEVNp8Nh5BEHin3USiWjagzYNtyZyygBA/OzqrgsGN4un+w/ssnzgXQ0oyxY8+jdgtkMTlOxHnXiQtrxiHw8GeyiwCI9wB8IpvwHm3WBrH7cdcIsPYpTb6H16lYZKT7uvn4ebrgdJNXbON4OLicg+5e3ZmuZvcD/ko9rHeJF5MRK9WEPN4P4ryinmi81jGTB6Fh1iKce0qSsVyFBon2sbxxHw2FeXLL2C6aqXWlEcRS50kL1lITL0SpLkJWEwWLmm1hIcFEAbUGtOHo0XpdOrkycFPz+F0ptLouzVUnMwhN/siBkMF7u76mm4GFxeXe8I/z0WJiYnMnj2bJUuWXPf8okWLWLVqVfX03jfffLN66/o/ctOC5ZVXXmHcuHG4ubn9o4BrmtyoIaJde5xGEznvfEeozYllw16mr/yRlk4/vs4UU7d7C56YNYGSY0lEZSfRpXk52y6dp12HKDz2ncfdy4DIaiI3N5+fsi4SHx/DWLsDiUKGV0Q4JQcOo7FZMH37E5a6YHXI8Y0Kqulbd3FxuccIwt0zDH83uR/ykWC3ExmqQN66HWXJ2Zz77CemeTpxX/kD5ck2osPNZFncON6oPWNfnsiRb36hobKYCoUdNVWsy86j8LQT9xwpJYUyrGYr24sr6efthWB3oPbWUyfIjig7B3FeBQ1NqRj1AvqQEMRisatYcXFx+cv+aS5asGAB69evR6VS/e57586dY9asWTRs2PAvfdZNC5awsLDrttC8VxWs2Y8qMhBdTDglq3bSvI4av65quu4Tc8JQwNaMPC5dPcaUwDdI2L6C+u4mBAHqnDzIqsVJNBYLOOxyJIGBBAUFcPrUDk6/uIC9YSOIWTqVr7/eSAu3cOQ5pdT3c7JrnxHx84NoXtM37uLick9yOG+6J8q/zv2Qj4SqKiw7tyHSuVGkNSPduA0vTyNynJSg5Vi2P5ZKMU1a6pErFZz++RiqbAseCgus/IDWxVoOOtSU5KvwbFkbnYeOuacWcWnAy5x+dxHyb19mwOvf8F7r9qQaRMwrKCG5opJ3vp9X07fu4uJyD/onuSg0NJQvvviCl19++XffO3/+PF9//TWFhYV07NiRJ5988k8/66YFS48ePZg0aRKRkZHVzz3zzDN/I+yaFb9zNkjERDdoy6u6OrRSicFTRZpFQZpFhI9NygsvjOfMqn34dWmEJmkDgl1AZZXQyGbGy9OC0wJBaUVkX0onuF442vxjhLYpQumrYdjMx/GvFYi3Ro1HgzD0SRkEhAfU9G27uLjcgwTunnnDd5P7IR+J3dzw/HEdlhIjue0mo1SoqKqyUFwlwmKWYkXKRaWdrk/1xrr/Z7q/1IG9o64Qo3PiKBLQ2Ew0VYrBIcCJ0wh2ByKphMxzSTgcdjo1bsBTr0+hUbfOdNG68VK4H2fOXCA21rXhi4uLy//mZrnoz84Fg2s/s7Oysv7wvX369OGhhx5Cq9XyzDPPsHv3bjp16nTDa920YFm2bBndu3e/p4fgAVISrrD6ta8Y1zoWUZNWuEc3pPClqUT6W/BXypCX1kXYfwWt4ShSo4mSFCmVWZBbKcJHbqPKIcYcHkaK1UrXJZ/hmPgi4a88he3kQVR1a9GuQdR11wuNDq2hO3VxcbkfuGaE/d79ko+S1xzh4tebCWkUQeDIzhTkFlPyzjL8VGakdgM+NgVXPvyROr4nKbkiYJNIUVqlmIpBoTdj1zjRhIZhKrayZ9yntP1yAjnTR5CXV0hPdx0vTB5/3fVcxYqLi8vf9We56Ndzwf7nzxQExowZU30WWIcOHbhw4cI/K1jc3d154okn/udg7jZVJhPR8ly6Kgxo+k4i9at9lJWquAh4WZSEIiF9+SG0Q0GpdmJ2s2MyiFDYFexyCMQoPHGeLaLI04Y06QrOwjxkMU2QNYyv6VtzcXG5D924V+vfW8rcN/motAJHZj5pV+zELHmFvGEzUIodyBR2/D1tFBSKuLzhBPlqCJcZaKmRIMdORbmcBFsAfZpmYK1KpTBVQ1XGCSzlRsaMHnbzC7u4uLj8j/58tP/v5aPKykr69u3Lpk2bUKvVHD16lMGDB//pe25asHh4eDB9+nTq169fvQ3w/z9Z+V6Q8sTn6CxwuFJNK4eWwLG9WLRpKzsMFkZZ3AkUi/B3Sjm/wUiIh42CKhnBOjOFIhk6p4rTGie6hmHE9uqEuVkdvGMib35RoHTHUUQhAbjXcY24uLi4/DV/fijXv7dguR/ykcNkQbdoDnHuTq5WBmAwVhH26sOsGvshjb0UqG2FWMRiWviUkGHQYpOK8PI2I3E4KLUoyKuqpMzoh75LO8Lae+M3vCPKQK+bXtdpsZG5/QDqZg3w8fO9A3fq4uJyr7v5AZH/Wz7asGEDVVVVDBs2jEmTJjF69GjkcjmtWrWiQ4cOf/rev7ToHq6doHyvKssqxGmsQiO2k5cs53CbFwl7ui9urZrQ7EACT6f+yKmP15A3ezlZTileRhtKmwODWkOQtoJgHxXnz1nIk5bS6bHeOJ1OBLsDS24xypAb/+A3Hkkk/+k3Sbdo6J66ApHYtYjWxcXlr3HWdAB3ofshH5XvP4PVKMYkErOwJANb80d5cd4rpPvqsLhreXbDj2SMeQPNlX0EB9jRSu2IKm2UmnVoRQ66xwSSczqN4oAKmn01HsHpxGI0YzGacfN1v+F1i5ZsRp/4Lcd/dNJt6fo7d8MuLi73tH+ai4KDg1m5ciUA/fr1q35+wIABDBgw4C9/zk0Llnt9RxaAgqVbqNU6Ck3KGYLrqLiYqMKzbUPGqRuRveMQqx95jaKLZcSKBNxsIjRuDkQiCRZU5FptXLhqJVQkp3efVhQv+oLPFxyjQ1htlHvO4PXFs9QZfH1V6LTYMJxLYdeC7bj5+uMoyOLY1t206NWlhlrAxcXlXiIADtei+9+51/ORYHeQseUkOb71kJszGB4u54dciIyJYvyo7uS/9R0Hxn/C+VOXqR8jReUpxmFWcXKPhgA5mHVqSk5lo3CTEdo8gPQpr7B9bTZCTBRZZ6/yzMb38KkdfN01zeVGzp08x8frVjHJV4pNXElBTg6+gYE11AouLi73irspF920YJk0aRIikQin00lWVhZhYWEsX778TsT2jwmCwNnhU9FdOo7J7kaeRkTjyhwSLL4sHfc2unre9K8bjmn/RTrHGPFtruLyKTEp6ihKr+SjkLkR1bsTZzOuoDx6Gcv6X1CO8qerr5QyuRKxxE7WxM9QRvoR1DCKoqIS/P19yZ+7hrxPlpOr9MC7X0OidmaCxVbTzXHPstvtvPnWR2zfvoeTp87g5ubGsSObiIysVdOhubjcNk7ujiRxN7mn85HDwfamj+NTUoy/tw5fnwrUIXI6+ZmpGDYSaYculAX7U7V9P2FqJ1K9hPIMC4cLQ8i0GNH7Quig7pT8fJIGvheR7V6C2GqlSixH7l2fluUWznR4nvZXlwIi7BYbKnct215eyJWdp1mff5DHpw6ntTEFmdg1fvd3mUoMnJ6zhrXrD1In14RXLW/6//IOUr22pkNzcbkt7pZcdNOCZcWKFdV/NhgMvP7667c1oFvphZdm0PzkEZqppJQ2iyNnfyK1K21InHbiBCe9kjLJtItoJBPhIXUidjioHQ1ei+aSuGIPER1jOdL0MXzsVhLFcqSlGnbOLcQrLITm49phObwbm13CkYfe41z/Osz+4muuJh/Bc0B7xAoZT417ALFMisMwHomb64fZ/2LXrv0s/PYH1ColPyxfh9X6W8FXXm6gTr221I6K4MflX7l2wHG5Lwl3SZK4m9zL+ajspZeopc0ltVyLX4NwystMuHuKsaZXofQRcJzbTkiFFLWXndwqJad3KrhSK4Ix+z9k1berqdOxJaVDxuFjVmD2VYBeS+bGKkrCPenZqzXmDSdxl9nYP2A6BSF+5CSkMPnEHOIf60F4x0ZMGv7dtUAsJkRKdc02xj1myeKVlB5JQSpyoPnlJI1woHCKkKAiNDWd5Q1GUdKyLmO+fBF3/5uvJ3JxuZfcLbnopgXLf9PpdGRmZt6uWG65dm1aUL43k5wmDdi85SiP+8KZCiXHHQ46N4nEev4yKpGA2OnElCoiuczJ/qpSJlRUEDusIwCpvRtx/koaDg8PvENqkfjzPl7JT0Kzbz+Fkx/j2JvfU24xI9ufyfPPPYGPjxcymQzl07/tduAqVv43p06dpUevEQj/dbyqj1jJ2+5N+N6YzCFLAQDJV1Jo0qw7DerXYdvWFfj5+dRUyC4ut5SAaw3Lzdxr+UjWOB51WgnR9WpRufM4h0XulGWWkuEQqN+kFp6Z6UhlAjkFWi451BSoVWicIsRiMSOeGI7gdGJsGo+51E56QC3WpV5B6V5KyBUbirxKCvq2oWzjYUxnMpF66Gn1RG8AglvUJbhF3d8CcRUrf5nT6WTX8s1seHkho5Qa/JxO5DI7BoscpURJpkiEwykj2CEQcfAya+KfpKR1PV5c9Vb1phAuLveyuykX3bRgGTZsWPV/vOLiYlq3bn3bg7pVBvTvyaF3NqEQJHR8rA/nVywhUuvkUbWM8yezWS2oqTeqM1tW7KKLrZhCvwjOHszhjbqjiHyuNxNefoIn5r9Z/XmG4nK6jumN99WrKOpFEhcZyp7Vewm+UIaoVhAPT3gIiUxWg3d877FarUyaPJ3c3Hzq14vmSko6q1dvYKA2kniFLzOKj+BAwCQ4uGI3UOyw/O4zzl+4TOu2fXnrzZcZ+dCfb4vn4nKvuFt6te4m93I+UnTtQdXnP2GJ8aZ03GBSv1yNzKFFsGgp21uCWicjoX1HDm4+SR3kNOkeSTPNaVK69cXz3ffwbBFL8Dez+HWFSu20XKwmC6X7LhDZrwXRg9tx+HgyupxiVI2jiOvepEbv915kyS8h+Z0lWItNpDbwYv/B0zQ7XcJkmQpvfSVSmRNblRSTRYav3Y6XU0qaVIKHYEcliPAS4OzxJJ7uN4FHXxtL89auvwOXe9/dkotuWrB8/PHH1X9WKBR4e3sDkJiYSGxs7O2L7BYQScRU1BexY8de/B0SuriJKEeG1Ckmxi4g9tDQ9d2nsE8dQ87Ax6kXF0Pm2SriCqqwGn+/VZublx43Lz3E1a5+bsKiGeTsPUuw8xJVb49H/doXSEJr/+69Lr+3atV6PvpkPidOJACw+5fdfODeDIMyiBy7EZ2oDOd/tsyrFGzMNpy94Welp2cx5pGJDB7UB6VSeSfCd3G5re6WXq27yb2cjxweOpZYpXTet4OycjtPBpqQKY0YyhVcKHAnLz6OYV++QtfkbDb2m0FwnbqUHD2Lo0SExOr43ecFhAcAEFYvvPq5FotfwpRZSNHSzZycu4ZWF5cgUSvu1C3e096f9QUeGxNoklJMmV2GeZeYQdgpFiRYxWIKHHK0Ejtp5WpwimiIQIVgR2K1UimSYBOJWC23okWK8UwW7z00g3VpG2r6tlxc/rG7JRfddJ/doKCg6sevyQHgo48+uq2B3YzNZuPgD79gK6247vn0L36ieOdp1q7bxPQnn6eF6Sy9fK34WaRk2uWcLNCy0upG6JynaTJnEptHz2Ja22e4qHGn6JftXCovI61lGD1ffRSA9wZPZc6TH9wwDm2QN1Kng/JvVmLOc4KH/2297/tBXl4BL738Fo89Pqm6WAGwCk5S7BUUO8wcNeex1HiZgMDf2vP/j7Cr1So6d2qDUvlbQh446DEuXbpyu2/B5S5kt9trOoRb5tdh+D96/JvdrfnIYaikfN02BKu1+jmz2cyUV9/hzJkL7Fm4no+GTyPO5qBJjA1/NxEOhxhjlRRnYCT15j9H+xceJGvEBMzTZ9C+dgWKbWu4uA3o9gD6dvFYqsxMaz6eTZ+sumEcukYRJO9JwL3kALWbV7mKlb8g/0o2b417nfkz5zL5yDZ+tpjJE8moEEGZCM5IHMwXw+ZKLfv09dkpEaFDQqpcQqlITKxMRrTcSYKnCG0dXxItuYgEkDhEPD3hFfLzC2v6Fl1qwP2Sj/4sF93pfPQ/rWH5b/+9vuBOMpvNPDlwPC3OWGlgt3BkwwnaLZ8BgL2kjPTP1uDVtSkjFs9G7ASf2vEYRTpqC06O5ENDmZw2fZpRd2BHto39GOfWBLwVTi5aCtH6aymoLyL82b5IlHIAoprUQa3X/GlMuxb8Qky+Brc8GyffX0rPd566za1w73I4HITVaorDca3HsInSH41Yxr6qTCw4mCdcpcphAq7NH/7v//S//pOTSCQ4HA5kMhk2mx2z+bdpYtt37OXxJyZzYJ/rnIF/i/lff8+qt7/ldGEGJqmT1q2a8u47r5GXV0jLlk3w9fW++YfcdUQ4XHPg/7Iay0cFZXzc9ykekuUgNktxFhbj8cQIAC4nXOLzT75GL1fSb/V22ltlaKwiEhI9yc4uIdBdILPIDb+Jg6jzQGuWtX2aRvnpWLUyVCIruoa10LbyJejJa+cWSGVSoprXxS/yxtsROxwOzm/cTZAnlBU6EXacxr9r4zvSFveiS5eT+ajzC7QQNLynbsQWUSbeEg0ikYhEaymfqEvo7gjGbreQ7qzCP1tEEXZmCWW0FPnQQV5FcEMTKrEYY5oHKaW5lFiN2CQeNEDFkm/XIpXK+PyzmTV9qy53yDPPvsri71diMpnR691o2SKeeXM/4OjRk/Tr1/0enAFy9+Siv12w1MSCssOHjvPpUx+SnJ5CbU0tkmr78uCrD1d/P//Rp4hqJEE77SF67dtBW4MWR5kIq5sUk9iKyd+dXQYLjdPy2T7iDRSJiWRKVRSrJUhjYmiz4l3+/wDukNdG3zSuoto+GPOTCPM3k/XTNhyThyLxcu0U8kcWLFxaXawAxKv80EsU7KvK5KF2nfA8lc13QgpWGdhsdgoKrj8gTiQSVb+/f/8e/PTTZnx9vSkqKsHpdKJQyJk86ck7ek8uNScyqjmG7GJe8WmFSuNkc8VV9uw9TLcewzEajfTt05XSMgM6nQZTlZl1a7/Fzc2tpsO+qWu9WndHkrgX1EQ+ylm9FdbNo325mCtqB9ExMegG9QTAWmUm6fm3WDV6NO1HDuPMqgPIdVLUIXIsGRLq2kVUiDyw2gXEF4/xXKsfMeeW4mdWU6jSUdyvCc+8M4GQ/7qeRCblkS+fv2lc5iAF4nInlmIpVz5aha5JFBoP3e1phHvc+7O+JM9STqhShVgsMIgQrtiNHJKYcMT4Yj+eiZ+XGjeFjkijlTCDgzSZnFyZhD3GTBooNGhKpWwxQ+PRPflq2jT61G2Jl0NKZJmMXj7RPDX+5r9DuNz7yssNhIY3wWisuu65rdv20LJ1bwoKinj9xYmIj+WS7y1QgImVP35dgxH/NXdTLronjl7fMup9vu00iTVLfsJUUonO2wOPV3rS7LMJeDSKqn6dyhuU2iq2T/2WZpVaykQOrCJQ26zEtQtCY7LQzi4QcDIVfVEx/iIL0noBTD+6gLdXvPu345uycCqlfv44bSIidAZKRjyIPSvrutcYs4vJ3Hzib1/jfrF48UpEIlH1LxjflZ7l8+KTAOQfvUBHuR9eYjkSiYTg4IDq9wUFBfD5Z28x7vGR6EXXNjY4cOAodetGoVKpuJJ0hPbtW6LRqBk0sM+dvzGXf0QQBDZu2sHOnfto3rInK1b8xIULSUyd9h7bd+wlKrol589fZvnydfyycTsAxcUlpGdkU+owM7/4FLsr02kt19NIrsVoNAKw/8BRDh06xpYtu9m77zBTp80CICcnr8bu9a8SbvBwqTl2q5XPBjzIkO6DuPzDTjAZyQ1QI3/zTfRTpyD19gBAppTTKcRAU88Kksd9iKVMTkhjESFtlGjcHPj1jUbkZqdeSxMeiVuppbRQLHWyrVMkI858yzPvTPhb8UkkEiZuX0xOnjt6hR17chLvtZuIw379GhhH+lXsFxP/cXvc6yZnZvB5AzG1/NKJwoaH1EyKxEknqZyxlyt5UR3GvKKTpDuNCHolFYg4ZcrF5ifjtW/fpqRpMBFuJhrZRZw4c5oH67ejYcM6fLR3PkpPHQNatKFeveiavk2X/5HJZOKXjdv5dtGPtGnXnyNHT7Jz134++vgrFn6zjEaxnSgvN/DJp/M5cfLa/6P9+49eV6wABMn1eMk11R2vG3/eQv7lTHZu2sPatRtZ9sNaAHJz8+/sDf6PbpSL7nQ+uuEIS0FBAb6+vr97/vjx4zRr1uyODME77Q6+iRxJbaudpgoLtZr3IFmcSHFRMec+2si695bz9JxJDBp07RdU94/nkTLxdVqnbiZUqcWrgZ3sLAU+MY0RHTlKhF2BTiSm4YJJ+HZpjFgho45Ucktibb/0fc6NeI5a9gJKKrRwOoPSd1biO7wL8mbR7Jm+iNLNpxmcOAeVj/6WXPNeU15u4Ph/rVkBsOOs/le/05rPQWsRPsF+mLNyyMrKBcDPz4fs7FwmPjedWIUXX3m2YbbhLCdTM2jSpBEtWzQhNDSI5cu+oqKi8g7flcvfsW//ER4eNYGf1i0ivnEMsz+ay6uvvYu7u56ysnJGjppAfOOGnDp9jjVrfiEtLZONG7fz9cKlBAT4cebMBSyW39YLpNrKAXhdH0amw8JT5ck4HE7Ky69f4zbvq0V4eup5593PePqpR3jv3al89vkCUlMzqFevNou/X8W4sQ8xfvwYpNK/PQB9S/zb16v8t7shH2VkZHG8/aOMrGclLbWYgyNaU7bdRqi8nPLpX7E9X06PA7PRRQYgEovxmLOUI71fRF9ShodWhDkXTqdDdNNaiM6dwKLUYpLJ8HlrFs81ac6zgoBEcmvyUYOf3+fk8NeQ2a30cjooPXqRI4u202bKMBx6Jc6576MwFKOft/aWXO9edHH9FsICDVQWSxCVickVSaiUmugaaERZ6IHdJua0s4raEbWoY1Bx2lnF4tKj6Hw9CMkQcWjCPCQ2K5c93NCbBJrsuETxg52pH18fd293+m6YgdS1huiesGDhUmZ/NI9DBzbg5eXJ4CGPs23bHvR6HeXlFbRt15+gIH9ysvOoHR1BUlIKu3cf4LWp7/HII8NYunQ1VSYzcG2t7a8/jnp61ifPamBjyXkATiUnceq/rjvmkWdJSDzHp59+zXvvTmXypCd5fNxk6tSJ4sqVVC5dusL4J8cwcuSgO9wi17tbctENR1jGjh3L4cOHq78WBIHPP/+cadOmAdCvX7/bHtzFxIv4mMHsFFOo9+Dw2iMEd61LnNabpg419RtF0rZtCwCcDienPl6H9cgVzEYpEjcHbjYTUWoDUouJw01bESm3odILBPRvhUSjRHSLihUAnxBfbJ1bYDDKKcqQsPW5LyjdfoKqi+lMff5N1m07gK1PzL+2WAEYNvzaVK2QkCDefedVgOsWzAN079+F8+f2MfKhQbwweTznzuylXt0oZIjppA6h0GbiqNwAoe4A+Pp48/FH17ae9vPzISqq1p27IZc/de7cRWIbd6ZBw/Ys/GYZz096nU2bdwKg1WoICPBl+Igneevt2SxZuhqAsrLy6vdnZV8bBbmakg7A6298gMFQyTszX2X6Gx/w7nufAdC1SzvGPzmGzz+dyZa2EcheHkHDhtfOnQgNDfpdXO+9/zkAc+ct4usFSzh+/DQ/rviZl195m/PnL/H85Ol4etdl69bdt6llbk4QgVMk+sPHv9HdkI/WLFpFoEXLycsKVlc4WfzjGjp1bkBgbYHmzSsIfrA1mpBrZ0FVVVRx/q151I8rRB7qRO1lRuswsPaKkZ3aUBaXhbH3jJaNqSHIm7VEJBbfsmIFQNc4GmV0GO5SO+KyCvY99QmpO09jyC7mxb7jWfNTGfmtR96y691rbDYbfZ6bxrdnzGxzj8XQZgCFYhllXnLa+IhIk0O+Q0nXlx9l87F12JoH0m/mY+w7ugmpVIpGIqeZFQLsDn5xqDiikuGFmIbd4+n3WH8A3ML9UPu61+yNulRbtWo99Rq0IzauM79s3M7Yxydx9uxFADzc9bi762neoheLF6/g8KFrs2H+u8NLIVcgAMnJqQA8OHQcwcEBtGnVjC/nfMu33/4AwLPPjuWRMcP4ePYMaBXIY59OxMvr2shrdHTE7+L65JP5AEx5dSZbt+3h4KFjzPrgC75b9COHj5xgzKPPEhoWz6XLNbOZ0J/lojudj25YsCxcuJAvv/ySuXPnkpeXx6hRo8jKymLNmjUADB069LYG5rDaubBgO5XjOlB//wf4f/Y8stZRfDxnJh8fXIyte23qO50cmLOesxuPcPDTNWR8vYlyo4zcXC1Xit2ZddGDq4NGon37WVakJLLAZqLx8r8/9etmurz6NHkeYbjJHcRQgS4QjKH+hO/IobePkz7GgzjLy27b9e9mu3Yd4Piuw/RTh1IvKoImTWKRSqU8MmYYr7z8DHL5tWlejWIaoFarWLzoC2a9/zp160YxbNgAwmRu9NdFEaLQcyxcjDbYj8GD+vLtd8uJrnv9WQwmk4nduw/UxG26/MepU2eIi+/K+fOXuZx0lUmTpvP9klXs+s/fS3zjGJYs/pKUlHR+/HE9WRdTme/eku6K36YBLpg/m/ffnVrde+5wOCgpKWXAwEdQKpUIgkDTJrHs2LmfBQuXsHbdJl6f/y74uJOYeAGJRPK7ERYAp/O33vi33v6Ys2cvYTKZUIp++4WxqspE3/6jcDprrm/pbhiCv1vUdD5ylpfwiLKIype60uH0Gl6d/hKdOrXB/Z05eEycRZFne8Ql2ZjXzMORdomDz3wIW49TUSjCU1eFWiZQVKBgxMfPM3T0QJoXO6jnqWXMj6/ftpgbzX+NS3ZvLA4p2nwDYXUCOXL8LL0yBcIN8Phn39y2a9/tPvhwDuK8Sg6li7kQ6EZcfEOUMhktX36OWd5NqTJr0AjQuWljVCoVb636kB4P9aJx44Z079aBDoIbeWIph8U2PPo2Rh5Sh+wB7fn+ubm8+9jb112rpLCEy4mXa+hOXQCWL1/DiJFPkZycQh9vKyXrv2PpsjWcPn3tqIQHH+zHE+MeJj0jiy/nfEtF5fUzNaRSCWvXfMOwIf2vG81NTc1g7LjJyOUyxGIxTZvG8vnn3/Djip84dfocXy79iAOnT1FcXIqHh7662Pn/BEFAoVDwwIAxlJdXYDBcf/2c3Hz6PzDqFrfKX3e3TAm7YcHi5+fH4sWLOX36NF27dqVbt2588MEHaLV35tT2lMspXP7lKGkJSYRGh7Nt/0GSdh/k8JwFLPtsCQHbDtM9L53yHzex6dMfMexaQZOGFbhpbFwUyTkqtRHYozVtn3ucx/o9Q5C7H10/nowmrt5ti1miktN19xcca10PqxsE1ynCMeNN1DY7pTZILqjiq4U/3Lbr3622bt/N4CFjaS73YaQqAvvVAjp3asuZV95hWpd+vDPzVT77dCbdunVg3bpN1b0ev2rdqik5MivzzRc4bS/k2PEEjhw5wd69hzCbLWRmZvPcpN8Sf8NGHenWYxjff7/yTt/qv968r75Dp4+iecte1z1vMpv59JO3+eD93/6eoqJq0btXF7y8PbAKTrIFE1Xya+ubxGIxDwx8hCmvvfO7a3Tt2h6z+drw+/kLlwBwOJzs2XuIeg3aUTs6Aje1hhGyIPQVN9taUiAtPZNIhTvv+bSjuVtw9XdefPFpYmI70aHjAE6eOsOLL79J6zZ9CAqJ49Ch43+zhf4aAbCL/vjxVyQmJjJq1O8T3KJFi+jTpw+jRo1i1KhRpKSk3NrAb5Oazkf5Ww7A+aPUVypQ6nVc3HESry0JZO7ax4G312H7eR++ycexHdvBoc/noDiTSFCMmdwkKeU5cgSRloCnxtC8RWO+7/IKkg6NaDH/edzD/W5bzOpAL3oe+RRjXBT1WxhorTlB9FfLyBAErIKIB/JU5OxMuG3Xv1stnvs9X777Jc9po3lcFkTplWxihncgvZM34jA9s7//mKin+pLYqx59p75GaWnZde8f2L0bxWoJZ9RWolS+FK9JpCAzn40/b0dqd5K17yxbF/+2fU/PxgN4rs9z5PxnirPLnTP+6ZdRa8MZNWYiEkSMVobQNsidYKmZPbvXMnr0bx0dD/TvSevWzaiqurZLqUgkws1Nh0gEDruDlq37sGLV+v9877drdGjfEqvVhtPp5Ozpc7ykrUecQ8fSZauJi+9Kn95daaxU873On87aG+/wZ7FY0Gu0hJk1eKmubZLx39OSn3/uSWpFNmPw4MfIyMim/4DRvN3rOb5s+SyVxYZb2WzX+bNc9Ffz0a1yw4LFarUyc+ZMysrKeOONN1i+fDn79++/I0GVF5bx44xFmPrUpv+743A6nWQcSWJUqIj6O1djXJeIwz+Iy0bYW09Lw4RMmuoqUXkJFDuUhHw4hm+KzyCu68GFi0k8NXUc418ey+DBfW977GKFjLHLPuBY7ToUX5XgNEC000SuQcOSZA9+/Gg1c/9lPVt9+46ioqKSnZZckgdE0fvZ4Rw/nkDuyn0U7zlDVZWJcY8/zBvTX8BqtV63ixhAWnoWVVVVNOzalIBAfwTBid3uoKi4BAC73cGcOd+Sl1fA089MIT392oYHeXkFd/xe/42sVisnT51Bo6vFsxOnYTKZ/vB1U6e+y7Jla6q/djqdpKSkk5qajkSjwDi2NT5dYmnVqskfjmyoVErkchkHDx77r8+4vo+nsLCYl15+Gy9BwghlCK3l13brk95g+mdV1bXCJ99m5IxQiir8t939jhw+weXLVzh46DgTJkzh8KETHDueQH5+IU9NeAUf3/q8PfOTv9hK/zsnoj983MyCBQuYNm0aFovld987d+4cs2bNYsmSJSxZsoSIiN9PUbgb1WQ+KkhM4eD3x0kOGI7X0CFYjGYCLpczPsSJMPtDth87S5Han9MFapYWNSLk+GXqBJRiqRJTqtOhHv84dqsUW2AYSsFG65eGUP/lobi3vH2dZ7/S+HvSZ+t7VOCB1SBCLbETJ7LhqbYQ4pSxc/Rs8k//e86tMhgqKH39B2Yp67PYnkHQxP5ENm9IYuJ5fli+jmPHTmMymej/6kgCuzbAYrH+bn2U7Uox/g4lHZ8azDxzImbBznlrKS/pNLygchBtkjL7pQ9xOp28OfBFjIYKMszFXEr697RzTTKZTHzz7Q8o1aEsXLgMq9UGgI9UwcOqYFavK6L7gqOMHvMshw7/1vFUVWXi6tU0UtMyiIoM56ERgxg0sDcREeEIcN3xCYJwbTq7SqUkIfF89fNiB9ST6onSXpsCdvnyFV588U10cjneUhkt1QGoxTJkMikRah8e8GuMUiyrfr/GLqGfJow35dH4qrXVGw/JZFKWLF1NZmYOP2/YyvQ3ZnHhzCW8zhZBdgkDuz2Er38D1q3bdFva9Ea56E7vHnbDguXBBx9Eq9WyfPlyhgwZwsKFC/niiy/44IMbH6J4K1itVh54YAyZyRn069uDtes20b1RX5RnCziU58aMLDFdPxpH559nETV7OpOffhKtyo5CK+CsG0/bC6to2aMtT8R0ZeH0r2gU24na8XVo2r7JbY37/5uw6iMWNWnH12U2jIIEkd2GXWamjqAief+ZOxrL3cKJwKYLCUx75R169RzOR+FGLrYJws09ivgmXVm5cj0XLxwgLq7hde/T63X/6XWXoFAoEIvFvytq9Ho3nhz/Erk/HOQD77Z4iBW8Nu2969ZEuNweXbsPpWOngdctgv+1Z0gkEvHsM4+x/Iev8PBwp6LSeN1rzp3dy/qfl/DTukVUVVWx7qfNxDZq8IfXMZnMWK028vMLkcuu/ZD39vaiQf061WeteHq6c/jwcVJNBh4znGClORO4VtT+Si6XV//5139HlU4b3xUmsvdMYvX0xP0Hjla/7sTJRI4eO4VCoaBB/WjOn79MaVk5S5et/vsNdxN/dwg+NDSUL7744g+/d/78eb7++mtGjBjB/Pnzb1mst1tN5aP8zCy2fzIDY14BoQ914pFnX+bb0U8wzNdAdq6OA/YQRs59nphNH+P/8WTcm9dFoncg04Cx1xN0P7QEt44tqbIqyX3xXXIGP06z8X3wrhNy84vfQvXW/0iqogVOp5hGdcqI8DegdQenIJC9//xN33+/MJlMrDFns8ycySVLKT8dPMS7b8ymT7+HefLJURQWFqP3iKZJ025UVFZy+tQOPD09qt/vcDjwDvQg1C4iEDlOiZgUURUtjRLK7WJy7VJ+rkiiOERBfGxnAo5m85o6mlpKb8YMfroG7/zfwWq1UiuyOROeefW6n/lSqYQ8u5mJkhS8x/Vk+bJ5OJ1OTP9ZKA/X1jtmZybw80/fs3LFAtLSM9m4aQeBgdePgorF135tNpstmExmSkrKqtefRcfWZU6kiZXGNAB0Oi0JiefYZyhjTFYO7iIdjRQ+2Gx2qhxWiq1G+K++tCxTKafL09AKImwmC/mZ+dRy88Vms3PyeAIhsmsjL0uXrSEtK5sf7Smsdy/hzMWLlJWU8/2SGx8q+0/c9VPCpkyZwosvvlj9i0dwcDBLly7F+l8n+d4O+xZvQn+5lIt6Aw+/8CLn1x2gjk1HiCDFYZFiyK5A+8pHFH+/hT0T57Hn0Q9R2cWsOKTA7/W32btqF881HUtmejYd2rfitVefIzIy7LbGfCNvfvgazjYNSBBL6eBrYmaYgV4iDa0PFLChzeQaiakmLJg/Gy+Jism+LSk+lcrzfq0Y7tGQtOxcJky8tvj+zNmLnD138XfvPXT4OB07DaJly3iupqQTERGGzfb7aT5160axbfte9Ao1SrEUT4kKgIO3eerOv1VJSSkPj5rAyVNnGDyoD7GN6l9XCNjtduRyGbGN6vPlnO/o2qUdZxJ38/RTj3D27EUOHzlBy1a9eWzs8xw9epJPP/2al1+awLhxDzPvq8XVn9OqVVMAIiOu/z+s0aqZ8PSjTHz2cQ4e2MCWTcvp2rU9JSVl1a/Jd1p+t7uJWCzCZrNVf/3ySxOY9trzZGWcri5Ufu2Ru+59wJPqYKIcMrRaLSKRiAb169CzRycq/6sIu1UEwCn640dpaSmDBg2qfqxYseK69/bo0eOGO5z16dOHGTNmsHjxYk6ePMnu3TW3scD/oqby0davv2RAqBW/UbWo27EXzRx5DIqV4NNCi15lhZJMyt+awd7vN/Pt5C85/+FKshO0HDM1o/ZzQ9kyYwlbur2Cs9KEqmMbPCc9gegWLq7/X7TZMJNkN3/MRimCAAEOA2KnA8en33D5qfdrJKY7zc/PF59ezdhpLSBapKPu6VJayX1RKhWY9yWTuWw/TqeT8xcuk5qW+bv3L/xmGd3GjSc31otPd/1Co6BIdE4ZfoKUQrOa3RYJo3V1aeMdTubVTMQiJ3pBREunlmi1H/nZrlH/2+H8+cs8NPIpSkrKGPnQYCIjw6oLC7jWYaXTabDqFKz+eRNDhvTnavJRunRux959hzl67DQhYfF8/MlXbNm6i4XfLmPB/Nk0adKI/ft/67hq2eLa6L9ef/1ZXjEN6zJ69FBefeVZdmxbyfLl82netDEVFZVIRNfiSLKWsKAkgeOma1MD8yzlHCq/gvk/+UgiEfP5Z+/Q4vXRNNg+k1LBRqTal8aaUHp7NaSTNoyJXk2po/AkTH5t86ZDJRnofDyY6t2SN3sNo3Fcw1u+Y+Kf5SLnHZ4SdsN9O1u3bv275+RyefWuLLeD02pFPHspDyj8sXfsiOXoeZyFdvShHgT0bcLqhevQWqQgciLOPkSf1gXMO+xGishCyNgBZKw5ROnczQQ0DOW0NYeFyz9Ao1Hftnj/is/XfELWhRQ2DnwBlaBF6hCjAMqu5mKzWJEp5Df9jHtd27YtsAtOyh0WkInpPHEQAdGhbHzuWcrKDDz26Ah27trPmlW/nyoXF9uQqKhanD59rnp4Xi+WM9yjHpur0sgwlaNQKDh69NpmgUuLz7FWJKNKsCGVSmj8/0ZrXG6NvLxC1qzdSLdu7Xlu4jiemziOK1dSeWzsJGa9P42ly1bz7DOPI5GISUg4h4eHO69Pn8V3i5ZTUWHE6XTSrFksq9f8gtFoYuu23Qwb/iQ5udd2BnPTaencuS1Hj137e/11p7BfNW4cw/jxY7h0MRm/gBhat25Kyv97zf8nl8uqixGNRo3FYuGzzxdisVg4lXAWlUqFVCpFEITret4A3ERShqsCECNi3n9iUqmVzJn7Hf36dadrl/a3pF3/242W+3t4eLB27f++Ha0gCIwZMwad7lovXYcOHbhw4QKdOnX6B1HeGTWRj7KSM7jw/Tm8IsQ0eaY2n3WPY2CoHVmtupTnu+PXdAu95GYKLwo0zNtFfEsr50448JDaCXrrES7NXI5m/3lkDSKR1vIn+stnblusf1X/E9+RsGEv5mc+wkNtpXNUPiajnMydp6hT08HdISOGD2T9+q2ctZWyzL2Y2If6MPWBnqwa8Q513bzo06cbxcXF1623+1Wf3l2ZonuHz87tRWJwUMctiFCbkVo+HpyvkCN3SMnUOPlx306G+jbhjCBQAASjwNdTj4eX+x2/33+Dy5evsGbtRiZNepKPZs/go9kz2LBhK3PmLuKN6S+wZOkqZr49haTkFKqqTNjtdsY8OpFjR0+TnpFJeFgoOq2Gd979jLjYBuw/cASL2cqOHfuAazuQtmrZhH37jwDXjmj4b82aN2b8E6M5cTIRD6869O7VlaTkq0RqfGmtj2Bj4VlKbEaSrKXV71GpFJhM16aZeXrqKSkp5/lJr+N0OtmxYz8KhZxUaxEKQUEdmReHK7M5acqnn0d93EUy5hedJNNm4JcD+7Bqw1GbRKx7dyXjxj1MQMCtXRt3t2xrXLMHDfw/Z6Z/QpSuFLVFi2nRdrQSJ7bmLYib9wxqLzcOLd+FRhXGl0V5xB3JJM5DTswDHWhyaBMV328kJa6Myqu5bL+czozv367xYuVXwfUj6LruI1Z3m0IUImxAgtTGvqGTmf/zlzUd3m0XFVWLAwlbWbVqPW/WrU3nIde2fbzUbT8Oh4Off95KalrGH/YKq9Uqvpr3AQ+PmlC9JkUvVtBA7M4Rh4wM+N1c/SrBVn3dwED/23tz/1L160dTVnIZheK3bamzsnM5dPg45y9cZs6Xv/XY1q4dQU5OHu+9//l1e9Tv2/efnivRtelhyVdS8fLyQC6X8eCDffHz8+Gnn7cglUqx238bVZs29XlmfTCH/g+MJi0tkwcH92Xtuk3odBoAIiPDsdsdpKdf30Nqtdpwd3fDYKjEbLbQrWt7ImqFsnHzLozGKprEx6DTafl5/dbf3W+ZYGdwSQIAS/SNWWLKYtuJRGqFh9yWYgVu/XB7ZWUlffv2ZdOmTajVao4ePcrgwYNv8VXuHxseepVJdauQ653YV8zlATUIsaNRPjgUJRJyeq3GJFORnKWjjqwIOyLcRj/Au59+TY+hswgN9UO4lI5GLqHWl3/vIMjbIa5fB1IrnaS88gWxDW1oVHZStjrY8ukqej4/pKbDu+2GPNiPWuEhrFq9gb59u9PuP0cjxF/6EaVSwbvvfU5KStofvjc4OJA5n73Lp698SootjyuVuQxSueHmsOApKMgTCYjMNgKUnuQ5qkiqyKXMXkWceygxrVsiV97/HZQ1YdCgPhjKkq/LR2npWezYuY8333yJuXOuHRjcssW1pQFbtu5mxYqfEYlECIJASupvnV0tWsSzd99htm3fi7u7HpPJxORJ49m6bTclJWXVHV/eYiVFTjNz57zP0xOm8Msv25HJpHTp3JZNm3eg02ootlSgifRBblZByfUj8SaTBXd3N8rKDFitdoYM6Yepykx2di5p6Rk80L8XFy5e5uS5S5zkKgCRck8CBCf7TZnk2K7tgOlAYHNlKuxJpW3bFre8WIG7Z3fKu+qk+9OFZlJKtdhtIrwVFtyUZlL3JfLB6DfZv2oXjbw9aWpx8pDch9Lw+rgPGU1csJq8mFZkKgIo2JWIQyymdkAw4WF3do7wzUTWj8D/vcF8KcrjuEJALpYSeqqYnLTsmg7tjqhXtzbTX3+BIf8pVgAsFiunTp/joYcGsX3rStRqFS1a9SIsvAlFRcXVr2veLI6SklJ0/+l1L5LbmVS4j0Rr0e+uo1IpAWjYsC7z5t7e+e3/dv+dHACaNY1j5ttT6Nun23XPnz59jlFjnqFD+1bVxYpYLMbDw51Jzz/JsxMeIza2IWVlZeTm5OFwOPns05mUll7rxfrvYgXg4sVkPv9sJh9+8AYRtUJxOp28M/NVysoMaDRqsrNzyUzPZKgyjMYyz/9cT0SdOlFYLVYC/H1xOBzs3HWAiRPHsXjR56xeuRCJVMrGTTvx8fHC29vzd/erDw/AipNip40q4dr86NS0TL76anH1zjK3yp8Nw/+vNmzYwIoVK9DpdEyaNInRo0fz0EMPERUVRYcOHW5p3PcTu9MIYgFrpYiMq3LMWQJ73/yZdx57l3OHEkkwBVORJFBLUomtcQ+y+g+nuEqga9deiFQKsjJTcMjtmMJ9kLrfmd3M/qpaIzohHf0AV9OVGDJFWERiqmatufkb7xNNm8Yx6/3Xq4sVuNZrfuFCEm9Mf4HFi77AaKwiOLQx8U26XrdmsnlsI0KlHtQOCGbggF68XJrN4NxC0u0O6mCmH2ZaqwPIsRkoUVgpsFUQ0CqaCS+Pq4lb/df4//lo4IBevDPzVWIb1b/u+XXrNvHFlwsJCwuunj6lUMjx9/dl2evTefnxR9HrdWRl5VBWVo5MJueFyeOrD6W2Wm1ES/V85NmKNgo/0tIymfX+63z4wXTKyw20a9eS0aOGUFFppEpsZ+HhzeSVXP+7ikIhp1atUMxmC35+185u2r37ICt+nM8777zGuTN72H/gCAX5hej1Ojw8rk0B21FxlU/yD7G1/Ar1Y+r+rg0OHDjKoUPHb+l2/HfTlLC7qmBp//ADnLZquSBScdCsJcHggRkxxWfTSXtuLgEnL7EXI/uwcvlYIu6H9uNYtYoTu5Pxys0hzq2Q5gFFPPniozRocPcNcI8ZPYyfk9bzfsaPqO12GjudnOj1Uk2HVWMmvfAGnToPqj5MEODcuUtk5+QRFBJHUHAcIx4aT9367bBabVRUVLJr1wHc3HR4+nhW96gDiP+zW0WHDq2Ijo7k4sXkO3L6tctvNBo1U155Fn//608kLyou4eTJMzicTlq1aopWq6FH944U5p9n/YatDBj0CFevpiEIMGRIfxwOB14+9UlKvoroP/tHymRSJJJrP67WrN1IenomxkojPXt1IT09i/j4GJYtnYtIJMJsthAh0TFUHc5ETV169+6CWCwmMyObiIhw3n7rFbZtXUFh/nmUSgUdOw1kyLBxpKVlYrfbKS4upbi4FHd3N8RicfV1c3MLaNu9Pc9XnOOAraT6/p6Z+Br16rdl2/a9t7Q97Td4/BXBwcGsXHltW+9+/foxbNgwAAYMGMCaNWtYvnw5EydOvKXx3m8GjxmKRAHWSgnFRXIOXPbGaJBy+fAZcqdNpak6hSypg/wqJWcPnOfLuT9ybtlOCk6mkmgopmeXKmo3sRP+8dPIPHQ1fTu/0/6tUcTvWYPfxg1UiSR4iqxs6P/vzUcDBz1KsxY9KSm5Nm1HLBaRl1dARHIlj4X3xMevAe8+/z4vDX+F3hZoUi4ifdcFOteLp0jrYLMtjTRBSpqgxFesJqUyj1btmxMaFszKHVuQql2jK3dScHAgr7z8DEql8rrns7JzOXr0FC2axxMaGoRWq2His4+TevEwzNvPR50noFJdO+erW7cOlJWVExzamMpKI2JEKOQyshxGtlqyuGQr44MP5xAWGoRcLqNd25bs2LGPp8Y/wuJFX2C3O37X4TZwYG8sFisWi5Um8Y347NOZbN+2kpQrx9i1+yC9+zzEY2MnYTNa8DDJqCyvpLy8gtCQ6w9BLioqoVXLeHxlOiJUPtXPt+84gLj4Lly+hQdN3igX/dV8dKvcVQWLrcqKTSnHqbcS5W2gTWQ+jfUVDPX3I9wpUIqIbLmKphIRk8UyKrr2wvHC8yRHSwhsZEKpd1KlEtH+4R41fSs35OZ2LXE9tGIaftpKGsoKEWy/X+T7bzCgf0+8vDzw9vakqKiE8U+9zBvTXwCunauRX1DI2nWbrhttAahfvw4lJaVUVFwbYvWSqHjdvx2dA6LZsmU3PqUi+rZoQ0jwjfc8d/lnjp9IQK0NZ+DgR2/4mspKI6PHPItcLuPDD6Zz/PhpDh8+gUIhJ9o/kC0xT/JK6+6MGDEQg6GCPn26IhaL0WjU+Pp6s2vXAQRBQCIRY7PZcTh+6zX64stvGfPoRNJS0zlxMpGnn36FffsOVy+0LPOQ8bX5Ku9VnKNVy2Y0bhyDSCyiS5f2PPb4JLZs2c2MN69tParTadmz51D1TmO9e3Vm3OMPM3BAb5xOJ1KpDLFYhNlsZsfOP95KNyc3n6Skq7esfQWunTD8Rw+XO0OwishICqQ4XYXFKaZMEBGjMfJIuIhYmQWnHWKDqnBIBSLzM3hn0VtEvDQAoxeM8yujKt2BURNBZLPbv33x3yESi5GplSjUKoQX+uIhsxF8Nqmmw6ox/fv3wN/PB4fDyfnzl5n8whs8OmooD6pr0driBpU21q7eiLPSigIJbjIVB4qTiGhZh7AKKc8q63NV5GC/ILDCcBmnWsqG9duoMFTSrm3L6tzvcustWbIKtTacN2bceFZFamoGw0c8SZ/eXRk69AF+2bidjIxs3Nx0WCwWAiOaYBrTlNzGPhQUFDP5+ScpKipBrVah1Wq4eDGZUd6NeSSwOVWCnR8qkil2XpuO/ujY5xk67AmqTCYOHDzG62/MYsGCJajV1zb/CQjwqz675dFHhuPj44VCIUer0/LIoxNZvnwdn32xEL2bDrlczo8rfqJ57frU0wUxbuQIJjz9KLWjr21B/+vU+bL8EvLOZ9LWK5p4fRhBSg9auUciRkRS0lWyc/JuSdv+WS660/norlnDkn45jY+nfklcr8bEZl7AL7eEQpEbxYKMcxl5tJPbcVil1GlRD5tcRtaBBKQZZWSkZxCRbUQVI7ChUIGhX0+a1dAuLP+LWu3i0M1/C3NqFiKZ7OZvuA/179+D/v2vFZdHj51i4TfLCAz0Z+xjD7F23S+UlhpwOBy/28J4167rf2k0Om2kiyrJqCxFjIg4iR+mMhG1aoXesXv5t/H28kQkErFz534OHDxG2zbNf/ea0tIy1v20iSZNGhEUFIBcLsffz4cnx49h0rhH+LbJ46z46RRb8w5RWlLO4SMnUDRR0q9vdxZ99xlr125kymvvIggCYpGI9Iys6s82GqsA2Ljp2ujclatptGjRFIPh2rzeESMG8sUX1zZxyMrOwcvLA6Oxijlzv6Vx4xi++HIhNpud2lERBAT40b1bB8xmM+MeH8lDIwZRu3YENpuNS5eSOXzkJDEx9Th79uLvest+Neu9aTwz4bFb2sZ3y0LHf6Psjcc4uGAHfpOGkTh7GWKLGJlCTonIijrXhlEhx2iU4vb8KDKX7MZUXEpdJ7Q4c4hYNwMKs4OyNBnu79w9a1f+zPAXHybXzwuZp76mQ6kxr0+bzOvTru3eueGXbSxYuIzIiHAGDB7GdytW0tormoSyNASZlUVyHQdKkmjuXZuUXxKRyzVsN2ZwyJJHoc2Im5sOp91JR49oJGIJYrHorllTez/y9fPGbnfw3XcreHjkg9Su/fvzpVLTMlj302Yee2wEEeGhWCxWIiPDmfX+NGpHRTDvq8V8unUDu3asJm14Cet/2UZIcCAvvvA0z018nPXrt7J82nwa1qmFKl953cYsv/55164DABw8eIw29RoyTBLORkUGLVvEs+6nzQAEBfqhd9ORkppBenoWbdo04/MvFgKwcMHHBAcH0LJlE6qMVcR2rkOn3h2Ii23ImbMXyM0t4MKFy8TFNSA2R0WEWMtWUwZZ1nK0EgVeci1ikZiE07uoWyfqlrXv3ZKL7poRlnO7TxNcZMV+/CrTS0tYXBVCRrkfYqudDhoL7lozSqWNobPHM2vfFlZVlnPBUoh10zn6uJciKrFS0KA+k1+v+Z1Y/irvjk0IfvSBmg7jrtCieTze3p7k5xeyY+deDAbjDQ/7+1XrBnEEqzxxysSEjuvElYpCnAh8X3iC/m+OvkOR/zvVqhVKj+6dsFisLFiw5A9fExISROrVY4wZPZQRD42nf7/u6Nx0rFzxM6jl+H80hn0VOXToOJDHHh1BYWExu3fvZ+mSOUx8fhpfL1yGRCLCZDIjEolQqa71VikU8uu2UNbr3Xh45IP8sPzaHPzAQD8s5t+2u50//3vGPzGaxo0b4nQ6SU1Jw8fHi5CQIJ59bipJSVdZs3YjGzftZMHCZXTu+iDtOw4gsnZLkq+k8ezYUTya6057xbUNHPz9ffjhh694buLj1dfYum3PrW5inDd4uNx+lTs2EeOeQc6Bs/ysKcfTW0brYAuhDezU7yhgNsooMqnwGNwTk6SUzo+okRWkYEu5hLeqHLkePGdOITA+uqZv5S8LGNUL7z6/343t32jwoD4Eqzww5pXx9C+LOWbMJcmUR77FgJdMg69MSyP3UCRiMZ6ChHCNBxI/N2wOGwqFnDemT6bSaKS+3JMoqY55c2fV9C3d19q2aUG9etHk5Obx089b/vA1nTu1JTvzNGq1mimvvcPU157/v/buOzqK6m3g+Hf7bpJNLwRCgCSE3rtU6UU6EpCmIiqiIh0VAZFeBEVFRFDpvYNIb6GX0GtISCW9l63z/rGyyKugP0Wywv1w9hx2Z2f2zuRknzxz730u8fH32LJlF6VLl2TUyHdIuZnApE9n07/vy0RFxZBfUMCY0UPo228I69Zt5bw5mc03z2A0GnF1tc1LU6lUODk9GHZWqWIoNWtUIfZKJFU13rzcsiWxsQn27XXrt+fHH76keHE/JEkiPPwUtWpWxdvbkzcGDefOnbusXr2JzVt28emsL2j2Yjfq1GtLk6ZdyMnJYeDAV4iIuMLp3DjC8+NQVPFl0jfj8axaku3JFzBLFpY94fVYHhWLnnY8cpgelotbDlPRLMcclU5HuRJnLLjLU/FQm5ApJFZZlGzJSeCj8LMMIwiF0sqZ1adpWlmFl9VMrrMHYxZOLurTEP6B1FTbvIC7d22FCOTyx/c3uqZKVHcrzcSt0zEYDUyZMg9JkmjUqiEtWovJxE+SxWKxL44FsGPnXhZ8M4PCQgNeXh5/uM/BQ8do1bonG9cvYe+edYSWDcJisZCUnMqgN0ewfsN2wLYGT+u2Ybi66snIyGL3noOsXbuFzMxsRnv6U1XrzpspCUyZ/CElivsRfTeWMWMf/K5nZWVTuXIFAgL8iY1NIDk5je/+XxI14LWh9lKUlStXoHPndnw6afZDkxPvDyezWq3cvRuH1WolNTWN75es5CN9NSyS7b316tXilVfepknj+gRpvcgyF5KZmfnPL/JvFMWiXMID5vMX8XU3Uuvufkqm6lGqM3CyFJKY70xeAexXOnPFV4PPgQsEpcpJu27il90riC0Iwjc1jheqB1G7e7OiPg3hbzIYjNRzDSLdlEdUdjo1vYLJyEqikcaP/ek3qOleGmeZCnc0VJVcKLRI+GXLKOlSjplJO1i61PYH4+b86/Tq3Y0AMTz5ifptPDKbzezatZ8Tx7Zz9248ISGl/3Cfr75ewqjRk7hwfh9bNv9Es6Yv0L17B7QaDU2bdSEzLo0mXuWI2HmKrxb8iEKh4OTJc1y8eJU9ew/ZF6JMSUnD3d2VVSu/JT09kwMHwvl+8Qr751y9douZM8Yz9eo8hiUfRrbrwULXCpmcJp7lGP/2p8TF2dZj6dv3ZYr5+jDvy0X2Y9yffnu/itnt23cAiI1NYPHilbbPyb/HVaCjexCvvjaUEiX87fub/2Ctur/LkWKRw/SwNO3QCL3cSLLMiF6mwiyTiJa0HNB5syzYh6sqE2VdAvh6xDxumQ3kymVUzwZTaGWcBrxBqVVrUKjFpLZnidX68K+Ju1KHl/LBRPsrufHEybNp2boHk6fMRalU8Nab/dm2dZn9brzwz5gLjCQlpeDtW5FZs78BICYmns5dBvDZ5M95e/AoDhwI/91+hYW2FYD79e0BMvj225+IiYlj2vQvqd+gPZs2/4zBYESlUuLmpketVuHvb5us36+/bX0erVaDQasm1WohP7+AESMnsG37Hga90ZdpUz5CJnswzGL37v32u1j3h239tkz2/WRl/CcjsFgsjBr9Kbm5eQQFBeLu7kapwBJYrVb7nJbfKpAsfJJ9jnCjraz2li27kMlkREfF8KJHKDX1AXz11RNeeM9BqrI8r0wlqmAslEOhDF/XAhTYgvZFlR8RPg1wVrnjk5ZJ/vjPKcwBWWYGvUKyaPZWa0p+MIjaS+cX9SkI/4BSJqdQMqGUJDxVziQaMmmk8aOnczAveIQQovKgrFxPGbRsyL/DJUsWe5Xp/MI9QkLrs3bdFvR6Fz6ePoYZX00q6tN5ZhQUFHDs+Gmc9UH8vGs/YCtRHNb7LT6fu5Ah747l6tXfz8NKS0vH3d2Vfn17cO7cRTZs2E5qahpDhoyles0W3I6MIjrtHpeNiVxJi6W4vx96vTMKhYLGTTpjNltQKORofy1LnZmZzUsd+xIVFcNHHw5l2AdvAuDmpkeSJLZv/4WMzCysSPZkRaNRI0kSOaZCrt+xJSDz5k7i+LEzzJrzDSaTiUqVylOiRDH73BdJkvDy8uD/1w9SIqecxgulQsG27btRq9UkJiYBtiRn6NAnWJHuMbHIYRaOfNpqtqvHzdk/ItPrOZ9uwhcVWdVL4FraixePniemQMWhjlUI3HiBWhYZm30K6VG3EY2nv4tSJxKVZ4G/vy+JiX+8ErAcGS/5VEWOjKWJtsWbMmWFxCbYKmEcOnSclKSr9l904Z+LvxzJvrYTOOaeT4f2LalWrRIAgYEl2Lh+CT/v2seevYdp0KA2ZouZWbO/QalUMGP6Jxw4EM74CTNZs3oh4eGnWL9hO5s2/4yXlwcqlZIKFUI5cyaCpk1f4MCBcCRJ4sYN26T1jIxMlEoFkz8bi7+/Hx9+NAWwfXkvX7GerOws1q9dzJZtvxAXl8C7Q15nxsyvcHLS4eqqt6/X80fzTaZN/wLTb+4+RUXF4OvjzdAP3mTzpp9p164lH308+aEAoVQq8PBwIyXF1gPo4eHGh2PfJzioNJePX2L8W70pUSbgiV57iadfgUV4ILB3axJGnqFQ74QLOcQYnfCqEEq70FIsXXYEf60bTVvWRX0kHItcRrq6Au61Amk5UKxr8yxwdnGmmNoJd4Ubl6xZJGbFsMRwD3+1G9U8yuAmKWlsUWMyg49zaZwlObOt14jPToFs8HB3IyPtRlGfxjNlzdqt9Ok7mBca1KFD+5aUKW2bo9qmdTOWL/2ar79ZwomT57iXlMLuOd+wc+c+JEli1cpveff9j9i8+Wei75zmrcGj2bPnICdOniMyMhoPD3eK+/tx8dJVmnR/kYXfLcNgNT9Uqt7VVc/oUUOoVDGU3n0GU1howGKx8sn4GWRlZzPzs7E0vXKWkxo9t7V61q3fRkCAP+npmfbjGAxGFAoFZzLv2I87bPiEh6qZJibeQ6PRMGvGeNau30aN6pWZO2/hQ9dBr3ehkuTGS/pQfkiLIMdLwZLv5xJ9N5Y7d2L46MP3cXd/cnPRHCkWOUzCogkqwU2rEz7JRqoOac2Gxbsoe+Eulc9Ekq+wkKF0pl1oNdJqWvHycGXunLdQ+7oXdbOFJyjy1kkmTf6cmtUrU6t2dWJjE1i5ciN+fj6YzWZ2f70Fk2T71ZHJZBw+tJkzZyK4ExXD6FFDRLLyN6WnZ3D06CnWb9xBMT8fBr3Rh6zsHLp06EtXa3EO3Yll1fJJVK9e2b5Pp05tKF6iGJ6eHpQsGUDPsDdRqVQYjUZGj57EufOXABg8eAwNG9ZFqVRgNlvIyMjEapVo2bIxbw7qi8lkYu/ew5QpE0hiYhIqlQpfX2/Klwvhq68Xk5CQZF+dvnatqty4Gcm2bXuoW78dycmpVKpUjpmzvgYgP78Af407nXxrcCDtGjmWQlxcnMnNfbBgl+n/dZWHhgYTH3+PlOQ0jp84S8OGdenRoyMb121Hktt6+WrWqMqp0+cBaNSoHtu3LsPFxdbT17lz23/t5+Io3fDPI33l4viXzWV/kgXP4YPxnrkQ+a0LmK9dpJlMyz6rE9nlPYmPL0WbitWpPGMgCpXDhFPhH9LoNMw99xMzJs9jXNfWlCpdkhMnz7J1226a1KhF5oW7xO66QgpGzCi4Jkth284VhIefpLDQwOC3BxT1KfxnpaWls3rNFo4dP01IcBnef28gR46epF//ISgUco6fOENudqR93RWVSkWvXl1wctIRFR2Dx/nTJH33IyeT8jAYjLz9zmh+/nXphHYdXgHAx8fbXtUxLy+P9957ndzcfPvNrsDAEty5cxdPDw+Q2RYbnfjpLCRJwmKxIpPJqF6tEteu32L27AXcPHmWBRoDCv/STFtkm0sZF5doL8t/3/15uvf9/6UXmjRuwLbtu0nPyOTgwXD69elOzZpVyLwch6SA6MJMAkoU5/yNSIySlYYvt2Dxknm/+5wnzVFikcN8w8pkMnwm9efAjBW4HL5BttyAp1GBBNyS5Fw2meB6FLm379Fm3zCRrDyD1Go1kyeNtT8vFRhgrz71wbBPOJvzYDXaji+1onLl8lSp4pglQx3B/5938ls3b0Zy63YUW7ft4ocf1jw0l2PT5p1ERcWgUChYYEln9cpv7b0rv1W7VjVq16rGqNGTUCgUvNK7C+s37KB8+RCOnzgLQHpGJrv3HGTJ4i94860RSJKE0Whg+vT5xMdG4OzsRE5OHvv2H+HevSTiYs7j7OzE7Elz8byWykpjPDqthoJCA2fOXgRAJoMrV65TuXIF2rRuxtGjtj8SdDot1WpWJvfiPSxYUamUODvpHkpY/r933n4Vs8XMylWbGPx2f774YhHNJW8WejZkeMZJsjHZu/SnTfmIUaOeXtUnMfyr6ChLlSayWUeWz99In41HqONuRuclkZMiw01jppk2lY1nL1B47yYtdn5tn/8kPDuc3F34dPY4+/Pu3V6ie7eXAGjRqgdKcwYBWnd2pF1mwLt9qVqlAlVFPHokq9X6yN+Tq1dvcuLkWY4dO82PP615aNviJSvtiYSLizNr1yz63SKRgL3iaMLwoQwI8edW1RJcunSNnOQk+gS7sT4qm5s37+Cqd+HLL6bQb8C7KJVKCgoKee/9j8nNvkNMTDze3l58t2gZASX8uXnjOCaTiXeGjEGtVpOfX4Be70Jubi7nIy4DoFEq2X/yIh90eBF/nQdKpQJJkvDx8cbNVc/NW5FIEvj5+ZCcbFtAUiNXUc7Fn1t59yiwPCgQM/K9t6hevgLXD1xk7IghDHprJFarleG+9TEDCwynKSgswCSTmLn5S5o1fTpFMv5pLLpw4QKzZ89m2bKH55bu37+fr7/+GqVSSffu3enZs+djj+MwCQtAtVb1ODRhJTm3EqhldUMpl3FJZkQnU1NcbqHWuf1cNzuxtP3HvHth4Z8fUHhmTJv6EaVLlWT02M9o1KguGzf8UNRNcmhDh41j03cbqBQchKK0B4PfepVLl68yeco85HI5+fkFhISU4fbtKFQqFSqVkvbtW9K1SztWr96CTqclMjIajUaNVqd97B2cmTM+YeKEkTg7O/H9ormsX7+NH35cQ0hwaWJiEzAYjBw/fpqCgkLef28gMTEJVKlSAT8/HyZ+OpvlK9YTHR0L2CYVRkRcYt+slbzuEkqExpNIeT463YMykpIEZrOFiIjLRERcxtnZCT8/X5KSktm4b499omJImTKUDSnNz7sOPNTeJk0acPjwcb78YgqfTf6clBTbOj9nf02IolW5nDWmUiBZqFq1IuPGDcNittClS7t/40f1hyRERbCiJJPJcA2uwRTdHvKv3yRNoca7lplsuQqXxAK8nM28m3AHjRJW9fuUPis+LeomC0/RujWL+HTsDDat3kr/IX2YMX3cn+/0HKv/QgfOnImgYcO6aNRqvpo/lUmfzWHzll1YrVaMRhPe3p6o0gsop/Ug1VlGh/YtaN26GbNmfY2npzu3bt1BrVZTonixx36W/6w5+FssbFbbkpqzC78g9PzPVKofwJilP5ORmWXvMZ8xfRw/79pH/74vAzBi5ASu37jNrVt37InHK30G20sSy+VyXPUumAtNNHAN4kbePUJ1vhTTuLJq407b5/v7kpGRRVpauj3RAiju74evjzeXLl9Dr9RSysmbJEMWzds0YcfOvWzZ8COj+3xIdmEeYUp/vM6l228k/pJ3lxC9P22bNeHdUW+iUCqfWrLyT2PRokWL2Lp16+/mFZtMJqZNm8b69evR6XT07t2b5s2b4+3t/chjOdRtocyMTCTJSkkTVDJayZeBFgV+FokQJwM+nvk4a7JxqlOmqJsqPGU6nY4PPngTY2Es+/duKOrmOLQeL7/BwoXLaOpamgoZTuzadYDOXQcw7hNbVa/8/AJkMhm3b0cBti+Ooe8PYt2aRbzSuxtbt/zE9KkfI5PJsFgs3LuXwvmIyxQWPqg7fz/BGDX6Uxo36cS167fs2zp1asOKZV/Tr18PypcLBmDvvsMsX/o1nTu1ZfOWn9HrnZEkCUmSiI6Oxd3dlSXfz2Xm7K/5btFyDhgS+cHlHn3Gv4mnpzsFBYW/K3MdFtYZFxdnDAYDKSmp9oW5ype31Z+PjIz+XbICUMzPl6ZNGzB37rfMmDaOEcPeRvWbtZAumzLY6ZXLlRtHOXdmDx1fav1Uk5X7pEc8hKfDejcVZ60FT7cCsvPUxBxTcfGqmnspA7/NYwAARHNJREFUzhg1GnxKW4ixOOFfv1pRN1V4yjw9Pfjiu+nEZF9l5oxPiro5DstqMnO5xfvUvGYbBhUefor9B45StfqLrF6zhcJCA0ajCaVSQUZGFq+7lGO4U0UWfD2dJYvn0SusC2fP7KF3WFfAVswl8V4SV6/ewGi09UyYTCbi4xMxm8107fYabdr3IeHX+YYAoT37kxM2lBSf0vbFpBMTkli7+jt0Oi179x7Bx8f2R3JeXj7Xrt0iOLg027cup3nL7vYhXPXq1mDw26+SX1CIxWzBSaNFKZNzOz+Za4VJtG3zIk5OTiQmJlNYaMBqtSKTQckAW/WuiAtXSLmVQGOv8uSYC9iVdIEkQxblK4RQqWIo8+Z/x7sTBtOydysO5cZy0vhg6JhvnSAWnvyBTbuW06JFk6eWrNz3qFj0V+JRYGAg8+f/vghJZGQkgYGBuLm5oVarqVWrFqdPn37ssRwqYSldOYT2y4djdNOSg5UUDJRTFeAnL0SvtiIpIKJ5TV7/fuyfH0wQnkMzZ33FgYPhFCvmy/aM66xIiwAeLhHt7u5Gk8b1+ejDoWze+ANDhrxGixaNHxpP66J3obDQwEcfDmXp0jXUqdsGF9dg7t6N450hYwgJrc/8r77n6NFTnDx13r5gFsCYsZPp028IEybO5tLl6zg76Qh7uTNdurSlWDFfVq/8litXruPlU4E5ny+g4Qt16NmzMw0b1mXp0rUcDT+JVQ7udUNJTk0nLi6Rj8a+T6eOti5/9a/JhWSFj8YOxWy20K1re15s1giAa9duode7oFDICSjhj0Jh+5rr1rU9AGvXbeHQoeNERccy6K0RuLrpKVu29K/XSU6NGlW4fPEgQWVK/Ts/pL/IivSHD+HpqDg0DMuYMRzI8UCtlFAYjVRyzkWnsIJSgUWhpNiEMTR/r1tRN1UQHNJrg4ZxLjGOfK2ShvpSvKC3fafeLxEM4OXpQffuLzF1ykc0mvsWbsPaUrzEw70orm56TCYzX8ybzDvvjKVq9eZ4+1bEbDbTpsXLdCjfhvPnLxF+7DT7DxzlwsWr9n279BxE2U7vMHvOAlJ+Xbl+wICevPhiQ5o1fYFVKxYw4dNZ+JeoytHw09SuXY0h77xGRmYWR46c5NjxMwDUrVeTrKwsMjIy+WrBdCLdcok1pJNgziYiM4bixYsxaFAfAF4dEEapUiWRJIiNS0SlUqLVaigZWMI+WmHYyLcBmDPnW67fiOTAwWO8NmwkNRtU57Q2h5/yI9FqtXTp3JY9u9fi7f/onod/26Ni0V+JR23atHmoYud9ubm56PV6+3NnZ2dyc3MfeyyHGhIGUKdJHepc+4FBnd6kVkQO/to8clBxIt+ZuqtXMcbZ+c8PIgjPkRMnzxHW6038/X25evUmxYsX45efVxNcth5YbaWDvbw8SE5Ow83NFZDYt3e9ff+Y2ATatO3F3j3r7HdumjSuzy+7VtG+Q1/7HA6AxUtW8N2i5QDM/2oxly4cJDc3D0/PB2ux1KlTA61WQ2GhAZAILRfChAkj+fCjqcz5fAG3bx4nOyeXteu2UVho4NLl68ycOZ5hI8ajUikJCChOrVpVycjMYuOmnTRr+gJz5n5L+JHt+Pr5sHPHXmJi41m3fit+ft5s2fwTrVo2Yc2arew/cBRXVxc+nzMJL08POnZsTdNmXQg/dprAwACUSiUyGchkcoxGI0qlkgkTZ9nHVr/1Zj927zmEyWSmKCtjiyFhjiGkVyuCur/IhqZDqBB4B4WTjGsHJA7lluL977/C6xFzxAThebV76XqYv56tHlpWHd5HUvNGzFz9PdPbjEAC3Fz15OUXABJyuYJKlcqxYtk39v3fGTKGRU3Gkxh/EW9vTwDeHNQXFxcnBr4xHLBVDbWaLUyZOg/lxSQGulflp+nfk3zvMsnJqfj6PvjjvmXLJhw+bKssajQa6NWrK+3ateClTv04ffo89xIuceHiVWac/gpJkkiIv0dYz87Ub9CekgHFMZnMvPpqGCuXraeczp/m9eozfuJMDh/czJixkzl06BjpGZks+WEV334zgx3bV9CmdTOGDR/P/K8WU6Z0IOPGDSM0NIgG9WtTrHgVDFYzVatWBMBV70J2ju0PdZVKRf8B79nb3qN7B2J+s+hkUfizWJSRkUG3bg9u2oSFhREWFvanx3VxcSEv78H80ry8vIcSmD/icAnLfYu2fsemYd9w6GgEjWYM4P0O9UQVFkH4f86du0ijxh0BiI9PxM/Xh0kTRxESWh+AsmWDSEi4h5OTE26uRmbM+IRqv35R3hfWsxMKhZwXGtR+6PWyIcEPTcYHmDrtS157rRf3EpM5dfo8EReuUK9uTXtbevZ6k5ycHPS/9tBIEpz/tWLYK727olarqFm7FUql0n5sby8PVCoVE8aPZED/MKZN+4KsrByCgwLZt+8ImVnZ+Pp64+LiTKnAADQaNTKZrcKKQqFgzZot1KpZld69u3Dq9Dn8/Hx4dcCDL8yNG5awctUm3nt3ILNmjkcmk/Hqa0PZsHEbBoOJD8e8h18xXwoLDIwcOfgJ/nT+Gcufv0V4CuQqJT2OLiB59HAKMzJxXzmCoQ2qFHWzBMHhzJz5FXdmLWa4tx8uUdkEBZXinbcHULN2KwCqV69MzsU8goNKkZmVzfeL5lC+XNmHjjHsg7do1LCePVkB2x/y9xff7OIaSjmtN3mShUtf7aLOG+25ERHNwZtXiI9PtC+guGz5Oj6dNIfo6Fg8Pd1JT7dVqNyyZRcAQ98fxNGjJ9E5l8bNTf9rTAEfHy/kcjkLFsykIL+AEaMmcutWFHWrVcMakYZVpsW/mC8Gg5EmTeqz8+d99nmTKanpnD13kRebvcCnE0dxLymZl9q3ok+fB+XOD+zbwNlzl+gV1oWwnp2RyWQ0atKJ2GsxaORK5n03iZu37lC9WmV69uz0r/68/qrHxSIPDw82btz4Px8zODiYu3fvkpmZiZOTE2fOnGHgwIGP3cehM4Cuc98p6iYIgkPz9HS3f1kCdO3annUbttmf37plq/l+546twtr48TO4cS0ci8FE+oU7uFQJ5PDhE/R5pTvq/7fw6tvvjLYfx9nZieYvNuLU6fOcOnWO4+E7CS5bj1GjPsXDw52wnp1Jz8gkOjqWHt07cvHSVVJS0lCpbIlJ8YBq9O/fk08njOTatZscOXoSg8E2Blmr01G+XAhOTjpq1axKq5ZN8C1WmT17DgFgNBhRq9UcOHDUviYLgEajITYugU2bdvDOO69SrJgv87+cCsDR8FMsX76euZ9/ipeXJ++9a/silCSJ+V8t5pfdB+wljjt1akudOtWf+M/mn5AQVcIciUwux2/2PABKFG1TBMFhBZQswbisZM4W5HHJUsiHvYYyeco8+/aIiMs08gjGI8uZbSlRTJn6BceObictLZ3Y2ATKlizB1Ss36NWry0PHzczMYugHtrlC0aYs/EsUo1hwGW5eucS5q9f4Yfk8vg2swcefTCcmJp4pk8eya9cBoqNjGfr+GyxfsQGFQoHFYkGSJEqUrM7kz8Yy6I0+hB87zZnT5+0LVQeWCsDb25O2bV4EoESAPy80tFWHU8uVVPQrj5eXB4t/WMm8ed/Z2+jkpOPI0RMcOXKSzyaNxdvbk1UrvgVg1apNXLl6g8mfjaVChVAqVAgFICcnl3lffMeJE2cJcvfHXetCz56dHWqJhicdi7Zt20Z+fj5hYWGMHTuWgQMHIkkS3bt3x8/P77H7OtQcFkEQ/rrwY6eZ+OlsRo20ldpVKpVs3fYLmzb9bH9P3bo18PHxsk8qv3cvmU8nzaZfUFv2d57Ei8HNeDlsEAu/W/rQsa1W60PlgC0WC9u27yY5OZUrV25y924cGzcs4fM5k7h67SYJu85T3eTKBx+8SVZWNnFxCVSrVolXB/SiTOlAW8WUxCTGfTKDgAB/dmxbbm/T1as32LfviP2zXF31fLtgpv15Xn4+5cuF8PrrvQnr2dk+HrZkSX9u3oxEr9dTv16th69N+CmWr9hAenrmQ69HR8cyfMQE2rRuRrnQEL5dMNPhkpX7xBwWQRD+K1at2sSZsxG0aNWU88Y81Bo1cz5fYF+TC6Brl7ZkmgrIU9huFl24cIV+/d+ldFBdWjVoz732YRx5bywHDoY/dOz8/AJMJtsNrjxjDuUT01iwcz37Yi6zb/8RihXzZeuWpbzaP4yrV28wd95C6tWryZB3XuPsuUukp2fStWt7WrduhpubK2lpGSQk3GPy1Hm0a/si3y2cY59bsm3bbntRGYC6dWrwwVDbSvZGq5mYmHhq16rGxPEjqVWrqn2OZMWKoZw6dZ4aNao81DsEsGPnXpYuW/e7a3bw4DEmffY5b781AIWPjtnLpztUsnLfP5nDAhAQEMDatWsB6Nixo33IWPPmzdmwYQMbN26kT58+f3och+5hEQTh0c6du8j6DTt46aVW6PXOTJ38EWvXbyUpKcU+7+T8+UuMHPEOQWUCOXb8DOXKBTNr9jfIcgxkyXPwa1YexZ4EIiOjAfjllwPcjYnDmJ5Hi0gNRp0/ZwpsFVh8fLyoVKkcBw8e4403RxB+ZCsAt24cZ0PYFCJWHWDe+c2ArSzsvj3rcHd3Y/Pmnxk2YgIlSvgxY+Y3yGQyNm/Zhclkwt3NlW+/nUmHDi0B2yr3MpmMOXMW8NqrvejRoyMHDx5Dq9VgMBjxL+ZrX8E+JSWdrKxsFn47i7S0dLy8HgSJMaPfZcg7r9kXeLwvKKgUZ0/vpmzZIIcMDL8lUhNBEP4rDhwMZ+fP+/Av5kvJkiWYNvUjxoyd/NCK8fv2hTN6zBA8Pdwpc+4ilSqV4+Nx0zCZTJgsFlIql+fUrSjK3blLi+aNWbxkJb4+Xny/ZCWRkbZRAh5yFRXUesoFlKCEjwtnz15k+IgJfD7HVlo8Ie4CJUpW59q121y7dhOAUoElWLHsaxQKBVOmzmPtuq1cvXqTNWu34OLijNVqRZIkSpcuyZLF8yhTJhCA7NQsElKTWb9+GyNHDKZr1/Z8+eX3lC8XQmZmFqFlg+zl8G/ejCQ/v4C5Uz/BnFuA0uVBfPnpxy/tVc1+q2PH1hwL307tWtUcei0nR4lFImERhP+o994dyKA3+qDValm3biu9+wxmxbJvOHnyPGq1Ci8vD+LiEpk2/Ut+2bWa9Ru2s2PnXnJy8vD0dCcj0Jd2dWtw6mwEZUOD+eLLRXwyfgb5+QVsX/8j8R7hBJUpi5drOX7ZfZCd21dSqVIobwwaQWFhIQUFBfba6p2XjsZiMVPzwqsU8/MhLT0Tvd6FZs27cfz4GSwWCzNm2iZWXrpwgMZNOwOgUCr5YNh4OrRvyRdfLmbGzPm2BMzVhRo1qtCmdTPatG4GwImTZ5n35SLGffwBP/y4mvj4e3h5eXDkyAlGjJxIYvyFh2q9//9k5b4/WgTT0YhJ94Ig/Jd8u2AmJpMJlUrFpM/m0LffEPb8soZWbcIoXtyPnJw8snNyGD9hBnejzjJz1tccOnwcg8FIUJlAypcPYY27Oze1OkKCSzNy1ETmfbEIrVbDjBmfcPz4GWrVqkZGeibtIk6TnXmL3Nw8+vQbYh/qJZPJkMvl3L55AqPRSFR0LHKZDJ1OS35+AZWrNOVeUjIWi5UrV26g17sQcW4foeVtxWYKCgqY+OlsNq5fzOdTviZp4wWav/kSrm56WrduRr26NVmx3BbHFn2/nFWrNzP/y6mM/XAy2dm5VKpYDstnGzlrWEO9/Q9GCSgUit+tQwK2G3t169R4Oj+gv8mRYpFIWAThP0yr1QLQoUMrunZtz/sffExYz04sW76euLhEAGrUqMKEiTO5cuUmeXn5bN+6jA4d+1IqsASfTpoNwOzZ35CSkoZOp2XypLH0enWIfUjY+bN76dunB9WrV0Imk9GpY2t6vfI2Fy5eZeuWn3h94DDatH6R+PhEYmLj+XnHStasnU/jJp3s5Su9vDxIS8sAoHbdtphMJvz9/WjdsgmHjpzgfMQVPhk/ndKlS5KVlc2ZMxeoXq0yRqNt/sruPYcwGo1cjDjAl/MXER9/D4Ds7FxebN6Y0qUD7dfiWSGGfwmC8F8hl8vtK9C/Oagf+/Yd4YPh42nevNFDZe9bNG9Cx879SLyXhEKhYPnSr3ml72BkcjkHdx5CBkz4dDbHjp0mIKA47737Oh988AmSJHHo0DEizu3jdmQ0Go0GjUZDndrVmTb9S86cucCPP3xBl66vMnHCSL6Y/z316tVkzqyJ9AwbZF+kEqBkyRLExsaTk5NLhUqNsFgslC0bRFCZQJKSUth/4CgzvlhA9yovcPzmJa5evcm1qzdp0rg+SqWS5cvXU61qRc6f3cNbg0eTl5ePSqUiOSWV4qOaI7M8W9/djhKLRMIiCM+AqKi7/PLLAfQuzixbvh61WoXRaKJN62YEBBRn8ZKVANSrW5P2L/XBz9eHhMQk+/7JyalMmzqO4OBAmjZpwMZNO7h+/TaVKpenSpUK6HRaPL3KERJShk0bf0AulxMZGU2lyk1p1Kge585fIjoqhtS0NMLDTzN9xpeYzRa8vTypVLk8mzcuoUxwXbKzc5EkCYvFgr+/LydOnSM6OpaXOvYhoIQ/ZUPKEBMTz8TxI7l0+Rplguvy5qB+LFy4lEKDgfTU6xiNJmrUqELzFxuSnp5J967tH9mb8l8lIaqECYLw33Ts+BnOR1zGzU3PlSs30GjUGAxGJo4fyeq1m7l+/TZgm2P5St/BlCoVQEpKKu+5V0Mpk7Hw9h3GjH6Xrl3ao1QqCAkpQ0xMHD17diI0NJg7UTHo3YLp0L4lQ18bQLL3IZyuplOzZksqVAxl5epNJMQlsj/7MLt27uPg9gNYrVaCggJ5oUEd5n85BU/vCigUCvtk+zq1q7N23VbMZjNvvT2K0ArBnM2LpUaBu209suXrWL9hOzVqVuHrr5dQrlwI58/uRaFQ8EKD2jRuXB+T2UxAnxZFeemfOEeKRSJhEYRnQJdur5OfX0B+fgEldB5kY8CIid17Dj20IOT5CNsEyNS0NCwWKzqdloKCQrRaDfXr1+CFBnX4dNIczp2/RMUKoWSkp5Oamm7rUi8o4HzEZebNW2S/U6XVaggL68xPP67h2vVbWCwW+vQbTF5ePgDBIWXYt2cdc+ctJDMzGwCDwYBMJuPcuUusWbWQsN5vkZeXj8FgZNKkMchlMga89j7+/sXw8fbis8mfI5fLcXXVU616c9au+Y5y5UKe8hV+2sQEe0EQ/ptee30oRoORpKRUwFYQxmAwMvHXHv37rl61zTG5ezcOlUrFXnUcVrMVs7OVoe8PwsPDjW7dX+f27Tt4eXkSH3+PgoIC3Nz0FBQUsn7DdmqFVqAcCupofPhZk8vQ999g+IiJvGP0xz9by+qRX/O+V13mJB+nR4+OTPpkFCsnLsJVriHLXGhvy9p1W/hw7FA+m/w52dk5mM0W9u1dx9q125g67Qu8vb3w8/Xkyy+/x1Wto7jSjfHdP2TPztVonR17PuQ/4zixyHFn+QiC8JclJtqGSHmonKnlHoSv3AXgoWTF29sLo9EEgKenB+7urhQUFKJUKikoKOTIkRNUqtyUKVPnAdC+fQtuR96lRMnqfD5vIa936oJOrmLel7ZSjqUCAzAYjLz//sd4+3jy1fwplCkdiEKhQKVSolQqaNf2RQoLC/lk/EyK+fkA2NdQ0Wo13I6MplSpAEqU8MdoNDF58uds27EHmUxGYuI9oqJjAFvVspo1q2Aymex3xJ5l0mMegiAIjiorK5uCgkKsv4k9929g/Za7u6t92HH16pUxm82cyU/ivCkVRWY+16/folFgM+KPXEeS4MVmDdm//yjevhXZuuUX+8KLH06bxYep5/g0oJDbaakMeG0oAwaE0XhwdzKDPDibGcsxQzwGhZXGjeqTEpXIlVVHqFMsmGJKZ971rEkxpTNarRYvT3f0ehfc3d3Iycll4MDhnD5zHqVSSWpqGndjEijr7Ecbr8o0q18fs8GE9Ix/KT8uFj3tUxcJiyD8B6WkpHH6dIS9/OJrA3qhVqnIMOUR2q46rsG+9ve6u7liLIzlxrWjDPvgTRo1rEv58mX5YckXVK1a0V51a9u2Pdy6fce+X/duHShWzIcyZUqyYP4PuJ5IpZlrEFqtbZxyUnIKkiShUim5cuUGS5euJyo6hrt34zCbLfQK68LsOQvYuu0XLkbsZ/u25Xz80VCcnJwY0L8n5cqF8M2CH7l7N44Phg6iSpXyRN65y9atu+yLQubl5ePu7kq5csEs+m4OV68coUKFhxcae1ZZH/EQBEFwJHfu3CXiwhXu3UtGp9PSuXMbAORyGd27dXho5fny5UMwG+M5dnQHQ99/g+DgUtSrW4MF38zAy8uDQJmO79zrcWr6SgLQU97JD7VaRffuHfDy8iA4qDSz5nzDxYtXAduikhbg0MXLyGQytFoN4cdO8f62VXwUsY9rqQnsy45iSO9ejOg3nEwMDNs9k3HLPmPCsPcopfdk3Kj3KFbMh0PTltJJ5c/bbw2gdOmSXLp8jVOnIjCbzeh0WnJz8yjQWHGr5M/w2cOY8fNcdC7Pcu+KzaNi0dOORyJhEYT/mM2bf6ZajRY0aNiB0PIv0OCFDixY+BNGkwmZDOYvX0ZSSgqVK5fH3d0VPz8f5HI5bm6uzJo5gdp1qhNaNoiOL7UmMzMLuVyGj48Xp06fx8lJh4uLM31e6YaXlycZGdm89+5A2ndsyVlNGmcLErBarWg0anp0fwm5XI5KpaJ06ZLExsXba9lLksSx42fJzc1j2rT51KrTmo6d+zN9xlfk5eVzLymZT8aNID7eVhhg45QfaRznhEZmW9xLqVQgSRLVq1WmbdvmhPXsQqnAgKK87E+d9Ih/f8WFCxfo16/f717fv38/3bt3JywszF4XXxAE4e/66uslVK/ZggYvdKBipcaElm+I9eBx5gQURyNXsmnzz2jUaho1qotKpaJiRduiiaGhQcyZ/SkVyodSpkwpur3UlnZuFdGpnTmgzebL/T9zwBDFPtMdxn30Ac7OzmRmZjN58oc0alQXvYsLnp7utvL47m60ad0USZLQ6XSU8fdHSrX13ijkciwWC2X2RjNCFsy0aV9SunpDXn19KCt/2sxhQxrXs5PpFdaFGgVaGptdmfP5AvvNwPvVxwoKCunWtT1lq4bStF9r1L/euHsePCoW/dV49KSIOSyC8B+z5IdVJCenALahUucjLtu3SRIYjEaQyfDwcOf82b0P7Wu1WgktG4SzszN5eXnExyditUrUqlWVXbsOIJfLyc3NIzz8NEFBpThzahdTpn7Bz7v24eXpSbIhB1dXF7Kzc1m+YgMAQ98fhJubnjFjJ9tXEwZwdbVNhL90+Ro6nZbExCTc3d2wWi1c23eWhGwvXOVqjGo5ri56fFTuNKpQlw9GD6ZVq6YUK14VZLB86ddP47I6lH9SSnLRokVs3br1d2U0TSYT06ZNY/369eh0Onr37k3z5s3x9vZ+xJEEQRAeb8bMr/Axa/DXeHMiJ5a8/AJ6eXvS0MWFfj6l2J52FaPJROVK5dm/d8ND643k5OTSokVjihf3415SCulZmZjkEidLyrmXWIi8UIHZbObs+Ut89NEH7Nyxgu++W054+GmCg0pxOzIalUpFZmYWu345CMCihbNR771NA2U+n8jTeN+nLrfNWZwpqeDSuaucX3UClUpJdHQsuqAgahs8SVhxgl+8C4nOjcLf1wetXIu7uxsVypdl7ueT0OudKVvuBZycnVi7ZlERXemiIcoaC4Lwt61ZvRC924NJ52azGZlMhoeHG36+3hQr5svBQ8fp3avrQz0e4eGnOXnyLGM+nAxAhfIh6HQ6jEYju3YdwNvbi5ycXKpVq0TFiqGElK1Hz56dWbN2CxqNmntJtiQpOzvX/tlKpYJ5X3xHWE/buio6rQazxUJhoQEnJx1yuRyr1YparSYgoDgGg4EuXdpx6LstWGMycJIpMUhmNt/c+buFs25cO2ovk/k8+rsTHQMDA5k/fz6jR49+6PXIyEgCAwNxc3MDoFatWpw+fZp27dr947YKgvB8Cj+6lXdr9aec1ofTuXFYLBa+zs5hIyraBpWldqVabN27nwb1a9u/4w0GA3v3HeHEibNMm/4lADWqVybSeBdfmRMJF6Jt8Sg3lyaN62E2mmhdoxO1WtZh+449SJLE3Zh4ZADmB39O61QaPho7heoBpUnIuoFXgB8JBfm4qJ2x+Hlw3pQOQPlyZXFJN1KtXCWKK9y4cOgIsXGJmJCwqpWkxp3/3XlG3zmNj4/Xv349HZGYdC8Iwt9y8+ad372m02kJyFXSMEHD0YMnqFa1Ehs3bWf//iOs37CNGjVb8mKLboz9aArdunVAo9EQE5tIXl6ePYikpqZhMBho3bopq1ZtIvpuHEePnuJu1BlKFC9mrwx2n6enOzKZnPz8AjZt2omfrw9jxr5PYaGBgAB/SpcOtO9TqVI53Fz1xMUlcujQMS4UpjAy6RDB9Svj5OSEyWT63Tl5eXk+c+WK/ypbKUnpDx8ZGRl069bN/lizZs1D+7Zp0wal8vf3onJzc9Hr9fbnzs7O5Obm/u59giAIf9WOHXv5JfMmC5NPYvn1D1u5XI5rLly5cp2te/cTElKGVas3ceBAOEt+WEWlKk3p1v01Vq7aSM2aVdFo1MTExpOdnUM5F3+CnHxITkmloKCQMkGlObLnGL7pSkJ0vhzYvwEvLw/c0VDDtRTtfKuhlCsoXtyPNp4VCcp2Zu3hAxRW9OXVli+Ro1CQV9WTiNhIdAo1Plo9ISGl6eFVkappGuad38v+nGicnJwICipFsWK+f3iexYsXQ6VSPc1L6xAeF4ssYkiYIAj/X2JiEu8MGUt8fCJ9+/bAw8MdkJAkiaysbPLzC/B18iFE7Y5KJic7O5uC/EJat+1lP0aD+rWYNm0cL7/8BiqVEh8fL6Ki8igsNNjf06hhXZKTUnDS6ShVOoDGjesRWv4F+3sUCgUyGZjNFnJz8/H29iQ5OYXMrGxkMhkTJswAID7+HrduPUisjh07DYCbm54LF66i17uQm5vH6FFDaNvmRRQKxb9/Ef9jHtUN7+HhwcaNG//n47m4uJCXl2d/npeX91ACIwiC8FdcvXSdg+OWcyEvkUqdG6Bx0uKk00FBAYWFBvLy8vF1D8BL5Yy7UkdZmQcXL12nVZue9mN07dKOMaPfpXGTznh6edhjwO6kS/a5Ea++2ouoO3cxqyG1uIwMqZBPe3yMKsdKW58qJMjyuJuXitlqISkplfQyfsT/ur7YufMXybibRAmTEzcjoiipdKOea2mKa91ZtXkXhxQaSpQoRnx8Ip6e7mRn53Ds6DaCg0s/9evp6MSQMEEQ/pLCwkI6d32VS5euIkkSH4+bhtVqxWAwUrlSBd4dMpB5X3zHCdLYm2orA3wnKgadTkuF8mW5dv0WANeu36ZRw7rUrl2NPXsOERUVY/8MJycdBoOREyfPcTT8FABRUTFcuHDloYRGqVRgMBgBkMtt8yICSwYQFR1jr+xltVqoUqUCp09H2Pd75ZWuHD9+lpycXLZtWUadOtXR6bQ4Ozv925fvP+tJT2gMDg7m7t27ZGZm4uTkxJkzZxg4cOAT/QxBEJ5t6ekZNG/RnVdcq3AxPYpNl09QWFhIfn4B3bq2x9fHhx+XruaI4S7GHDMtnYNoke0KeguUwF5oJSU1nYoVQylXPoTLl6/bj2+SLBTz8+FeUgq71u2knTKQa0Y5ByJOo3HSYDVbyLUYOJ55h3uWHLIN+XTyrU6+yszVnHsovdSQZ5uv6Z5rpZtbINlNSmI8GkO4OYajGbeZ/NkYZsz8CufiXqyaMZaundthMBhFPHqEpz25/lFEwiIIDm7W7AWcO3cRmUxGyZIliImJs2+LjYtn8pS5D71fqVTayzBev2FbUbhkyeKsXbOI5SvW8fOu/ahUSrCAWq1Gr3cmKyvbPlkeIDCwBB4e7rRo0RiZTMaZsxdISUmzl0AGKCw0UliYTpfO7ahWrSI7duylRvXKnD13kWJ+Ply8eBWtSoUaJStXbkKrtd3R+n7xCmrXroa10MSRrXt54eUXUShFD8tvPcmJjtu2bSM/P5+wsDDGjh3LwIEDkSSJ7t274+fn94Q+RRCE58Hbg0eTmpnJMtkl8o35GHKNvw4rlti+Yw9GowkZ0Fjlw1lrBlfyE6mv9kKuUxN/25asNKhfi0ULZ/P226O5fPk6KpUSs9mCQqHA3d3VPl9SabBS2dkLVbUS7Iu7Tq9BPZj/1RKK5esxmgzkSybUchUmyUJ7gzvBBolyo3qSmJjErcgoKpYIxCVdzqbI02RlxhEt5ZBvNPDxJ9NxdXUhKzObPXsO0aVTW7IT07ly/Tx1X2pYdBfXATnSpHsxh0UQHJyHpxuuri6oVCqmT/3oobtAev3v53jcnzdiNpvtC0e+/lpv6tSuzrbte399j4SLizMmkwlXV/1DE95VKiWZmdm4uuo5dPg4u345gNlsS2YsFitarfahz/t+8QpmzvyamJh4FEoFl6/cYP/BYwC0cgribc/aKJBRWGggKiqWLVt3cfPWHY5vOMTyDxcSc+n3c3KEf1ZGMiAgwF62uGPHjoSFhQHQvHlzNmzYwMaNG+nTp8+/1npBEJ5N9UuWo7ZXadzc9IyfMAKVSmmPOa6uepQyOaEKPaNcytNJXZw4cy6fpp7gcPQ1ANRqFaNGDSEwsAQRv66lYjKZ7cfR6/X2YjFx5lzGpB0lPDUaV1c9ixat4OrVm7zkGkIXt3LIZDJquJdGq9SQLLeSo5QxfOQEvvn2R2QyGbeSEphweDOnL10mouAeJdQetPCpjJNCQ3Z2Lteu32LZsvVkZmaz/ZuNfPv+PArzCormwjqsxxU1FnNYBEH4jYULl5Kdncv2rcvo1GUAavWDiX9xcbY7VjqdloKCwof2u1/Ny9vbk/Bjp9m+Yw9HjpygbNkgypQO5HZkFJIkkZdbgJeXJ8nJqVgsFkwmM21a16datUoYjEYkq8SOnQ/KI7u4OKFQyB9avTghMQlfi4XpM+ajUChp2+ZF4uISuFyQTLq5AIVaxbmTP1O8eDHMZgs+Pl4YaxgoWakMZWo8HwtB/q8c5a6WIAjCfTe2nqSmuhjtP3+bLt1eRaNR27eVNbpR1q8sxzJuoERCJ5PbK0Xm5NjikVwuZ8/ew8TExBMdHUPVKhXx8/PmfMRlypUL5uzZS4SElObWrSgAzBYLL7/ckejoWEqWLAEyWBYegVwmw2g2onRRky+zsis9FoulkNe9SrLFlMXWrb8gk8nQqFU0b9GY3TsP4KZxId2Ui4unntSo62Rn56BQKPDwcKfnh/1p3q8tWudnfyHI/5WjxCLRwyIIDkiSJKpVb86oMZMY+PorlCsXQqcuA7BarZhM5t+9v6CgELlchk6nfaial0wmY9AbfTl+/Az9B7xHbm4e587sZueOFfj4eBEfn0hySgqJv05U7KwvS3v/Ckz+bCzfL17BlcvXSc/IpErlCvYV7jMyMmlcqyYe7q72z7FYLL8OGbNgMBjIzMoGIMqYQXheDCqVkldf/4BffjloLw2p1mmo0LDKv3YN/8skwCJJf/gQBEF4mhIS7lGyVE1++HE1bu0rEu6UQp++gwEY4l6Lzm7lAIgzZJJozCLBlM9nxpucVhvx0rjYj+Pk5MS4j4fz7bc/MWHiTEJCynDu7B5+3rkKo9HIjRuRuFtUSLE59n1q1qhClSoVWLN2C4X5BVQs9KJj0xZkK8yoVCpOJNzAUFpDntJECycdI93dGawvSxO3EOQWyMsvIDUlHZNk4WpWLGczonB20VGvQQeiomN/LWADbj7uBNcIfXoX9T/icbHoaccj0cMiCA5IJpMRGFiCCxFXmDt34f/bBnXr1CDyTjRpaRn2161W6aFelvtzWaZN/xK9QoNSJjFx+lgkCWbMnM+pU+f47feN1WolSONB+QbV2bZ9N8nJqcyeNYGatVtjMNgm3svlcjRWOT2uyPAw+bCKbPv+tvVgbItXNm5Ujxca1MZiNbN1y25u3Izk8uVrZOc8CETC4z269r3sqbZDEITnm06npXvFUhQ/e4xBC20LBt8v8RunKKBU3fK0P2vkZas/pzWQ7VLIiZy7tPatilKmJqUgmxC9H3WcSzF3ynxcFVrkJivTp43DYDDQt/8Q+4iA4V51UCjUzCpMBaBFi8asXbsVpVLJsHcHMWzVYO4ZsjAYjPbem5vHrtDHpwbh2beJM6USoguhuEqBk1KD0WTmvQH9GdStO9fu3GbDrr1ERcWg1WoeGiUgPNrj12F5evFIJCyC4GCsVisvNHoJyQpnz11AoVDg4uxMVrYtOTCbLeh0WjIzHyQLrVo2JjgkiG+//cn+mp+fNwkJSchk8LJbBXxVzsyc/TXDR0743WcqFApGjHib9u1a0qhhXYaNGE9o2WD8/HyIijzJ6LGTWb58PVarlQKs7C2I54o1G29vD6ZO+Yi33h6NJElIErzcoyM//rTaPlxNr3dBkiR8fb15c1C/f/nqPTsePT5YJCyCIDwdGRmZ1H+hA4vrBlHm9kW0CjmoVPbqkVvSrlEmJhd1bhaRGhd2p8fTeVB3QtLT2bhmGyarbUSAR3EvstLzaKEugYe7F4mmbPr3fxfXQiUZhdl4KHT46TwIljSkamVM+HAYPV/pQrlyIbRq05PmLzbEyUnH5H1zGTpiHPx8HS0KXvepzdHcGA7nRWEs6UbdV7szesxnqGQKdHon3n69P8un/0QbgzNBhUY8tBpMzt6E1i1Ps6YvFOWl/c94/FwVkbAIwnMrMzOLM2cuACCXy6hTpzoAJ06ctb/n2PHTWCwWZDIZkiRRWGhk7dottjG7GjWFhQbUajWurnqysrI5XBCLrkBBhjXrkZ87c+bXeHt5MmPmV9yJjCYnN4+AwBo0aFCbUSOHsHr1ZttEfmC7PIk27V4k89Q56tSuSeVK5bl02Tapct36bfZj9ujekYAAf3Jz8xj38QdP/Fo9qxypMosgCM+vdeu3ExkZTduou3hqVPTu15OdP+9DY86llNaLS7nx3I6Mxmw2c8mUgSRJ5BoLWb9hG0aryVaR0mglT2GmuEJGV5U/J2UGIvLikcutVHMLopKTGqtCxjWZgXWFSZSRfFGtPcdOV2d2jl1CNYMHW6+dY3TtQZRpU41PJ45h58/7sUoSBZIZV293LCX1OKnVdK7XmKOhtYm+c4PBylDWbTjBrfx0TEpnXgvrSgeNGaWzmmEfDi7qS/uf4EixSCQsguBgps+Yb/+/SqVi2U9fUbZcg4feYzKZadasAeHhZzCZTBw5etK+zWi0rRr/23VWok1ZWCwW9C7OWK0WzGaLvYJYYGAJYmMTkMvlfD53IffuJfNCg9pUrlyeuPhELly4wss936BJk/ocOBDO1MkfMmrUENat28qGDdvp9cqb3LgRiUqlxGQyo1arMBpNeHl6sHLFNw9VIBP+usd3wwuCIPz7li61VRsstErIvbwJC+vMDz+upopLCarpA4gqSCXHXMhL7Vuy/dfiLAu/W2bf//6cy6tXb3ITGXGqVC5JmShUamTAmfxoQnTlyJfM7Em5TLsXGhJ7JR6TVc7icVPp7FaBnq/14IQpAQ/fksxdtpT5O9czon57KtzJo+naDynzQhVGjZjI/hV7WTlpMSEFzih0boSgwlvlRLaThLyyP2Ffj3rq1+9Z4CixSPwlIQgOJicnD51cRZhPDUqrPHir9SD6laiL4v/9uh48eBwnJ+3v9v/tpPv7zGYzbq6uZOfkPjRp39/flw3rllC/Xk1e6tCKVSsW8MbAV9ixfQVrVn/H/M8nU8Pqi7tJRXj4KSRJYv7XSwCYNecbABITkzhyaAsWixV3d1eMRhO1alXlxvVwkaz8bY5RRlIQhOdbfn4BvioX+vvWppzZjb593kGr1XA5N4HNyRHkY1tIePvOvWg1mt/tX1bhiodcQ4hLMXy07pw1pWE0W6jjVobGzmWJzUplZ9Ztfs68RXDlIKYtmoxraT/aDniJxd/PJfj1ZnSfOoij4duo1qIq72uKoUjO4l5SCgaLhWkz55OfX8CyFRvINxs4lBFJi89fY1NOHJ/45nPLlENoo4rs3L3qaV+6Z4QoaywIwh8wGo38tHQNeicdWp0WU46Z5JQ0vJwUyGUyqtWoin8xX/btP0xhoZGsrAeT2BUKORbLoztvM7Nsw8HkchlWq+2LpkL5ssTExHH9/DU8GtShceP6NG5cH7PZTFJSCiOGjaeSazG69O/ClzvXkZKaTpfObbFYLERG3gVs5ZOnTf+S2rWqERoaxND336RGjcr/4lV69jlSN7wgCM+n+Kh4/FPUeAWUxsWio7xZxz1DJjnGHEKd/ajcuhZpGekcPnwSmUxG4a/FWe5TIedDtxqcNCRzXQf5ZgO13UtzLP0WKrMMnVKFUqngSoFtruUbddsTueUUxRPz8UZD3z49ADAWGrl+4zbrv1vJBzovao3pT8+p00kuUZ4BHXqQl5dPRlYmBklFp8QgCq8nERoaRIfebQnr3pmg0NJFcPWeDY4Ui0TCIggORKlUYjSaSDOa+Cn3uP31y/m2CezFog2UicnCWGiyb7s/j+V+snK/UpeTk478/AI0GjXF/f2Iio4FYNAbfbl2/TbOTjoOHzlBfv7XhOkr4pnwYH2Xbj1e59bNKOITEgno1IbBs4diKePCmDGT+WbBj0iSRNavpYtDywbRvXsHBvQP+9evz/PEIv1xmFA85XYIgvB8OnzsJEkFmUSnJXPWaqWFVwVSTXmU1HpRw7UUR/ecIC437aF9JnqVRCeTMSY1Bosc5mVf4p4lH41FR1dVcVKcNXgoPCkoNGO2FjBu3DD27DmM0WjkyOETlDuQykCVkdRzF+zHHNLsLdwDvNh+5wYNPhvDBx+8xoCYSCK3RbB+2gp+OXwESQKT3IqunB9Vm9bi6pgjT/tyPbMeFYvg6cYjkbAIggOJjU343WsyoI+2BKdNmaQV5uKuUT3UFSv9pjaxm5uerKwc5HI5+fm2FXu9vDxo164FPy1di0qpZOyY9yhZsgRWq5Xc3DxMJhOn1h4gPT2T7j1eZ+TId+j4UmsSEu6xY8deype3Lez4Su9ujBr9GaFlg+j5cic8PT0Y+v4beHp6/LsX5Tn0uLtaImERBOFp0DhpiciKtj/flHwegGRjDhmmPNJMtlLEWrmKOh5BXM2JxyRZ0Slti0mW8vYjOT0bpbOO1rpgmpiduBrkhUfZCmxdsYNiXj6MGfUu4z4ahtFoxGy2YM7MJ3HZFtRqFV26vsr8L6fQtOuLaN2d2XwpnFKlSiKTyejZpwtdflhPr5Zt6TYwjMo1KvDukNfR/MGwNOHv+7MeFpGwCMJzKDMziyrVmv3udVeZktd0AbjJlZyp4sXKk+fw9/dDIZcRn5CEt7cner0Ld+7cJSsrh0pKV26Zc38dWQxpaRmsXrOZlSsW8Omns1EobF8xcrkcV1c9AAV+WgYMHW8LEp3bMeiNvgBMGD/S3g5PTw9u3TiGj48XGo2Gxo3r/6vX43kn5qsIglBUYmPj6Rk2CC+NCyW13lzOjsH86512CYlMawGlS5ckOjqWBvVq4Z0iJzI/icVqEz4KDcHOfrS1etLIJ4jduemky62skWex9cgJ6hTW4INP3mHb9t3IZLayuGq1GrUacNJxVu3GoXkbOZNxnntJKfQd0x+AHm91t7fvhQZ1OHFpN2XKBCKTyWjWTJQo/rc4SiwSM2IFwUFMnjLP3ivyW1mSmdcKrrBSkcbZsxcBKF8uBLNZQpIkUlLS7AtgBSmcmaavRi+n0vb9DQYj69d9z7Vrt0i8l0zrNmGsXLnxoc9o0aIx06eNIyHuAv36vfzINgYEFBd3sJ4SK9IfPgRBEP5tvV55GwAXpQ4/rRsVnfyoq9ZzwL8qdVw9UCjk3L0bB0DlWpU4F3edlIJs7t1Lxk/pSmknH1r45lAvIIUKaneyzYWkYMRsNvPjknlcvXoTdbyRYb1Hs2//w8O3qndvTNsJ/bibfok6tas/so1BQaXsCY/w73lULHra8UgkLILgIPq88uDuUbVqFe3/l8lkxBTmkpGTS1CZQADOR1zmXlISCoXtVzgpKQWAaEse1xQWtDp3AIKVznTS+NGqdU8+HjeNxMQkbt66Q/9X3yMz88GaLG5urowcMRh3d7d/+zSFv8C2COcfPwRBEP5tvcK6AJBoyiRbkU8bt1Dc1HpumwpJys9HhoySAcUB2PTdOt5zq0ZrjyAA9t+9wMHUq0yOSSYiyYUykorqMj3xxkwsZgsfvPA6R9fsJTbpHrv2HqRrt9ce+myPQF/qv94WhVIMgC1qj4tFTzseiSFhguAgAgL87f+Pjo6z/9/FxYly5cryYrMXmDX7G5ycdMydM5Fz5y+jVCqYO+87FAoF/v5+xMUlsDD/JhWqhOIj96JTnhvtNX7sz0xF5+3Otwtmcvt2FFlZOSI5cXCOUplFEITnT40aVQDbul5nk6PIVGai1eiYqzJQo/2LWK1Wtm3fjYeHO98s+ZLkXecpU+APS2+jddKikCuIM8r50SjRuWEwt0+dIb0wB5VMQYjSk5JVAnlxeHdOnYogOLhUEZ+t8DiOEotEwiIIDsLT053Bg19lzZrNpKdn2l/PycnjzJkISgWWwNlZh0aj4bWBwyhduiQvvdQKsAWX/F+Hhd3JT8Ul34eyZYPYcDOaTRmJqNz1xMWct89fERybBFgcJkwIgvC8qVihLD26v8TWbb/QSF2CBi4libHmE2fIYf+Bo5QpXZJixXwpLCikd9ggOldvjFt5PwD69OnO2rVbUCuVmC1W7ubm0rhVQ3auvY5RsnCmtIn9B79HJpPRtUv7Ij5T4XH+SSyyWq1MnDiRGzduoFarmTx5MqVKPUhOJ0+ezLlz53B2dgbgm2++Qa/XP/J4ImERBAehUCiY/8UU6tapzmuvfwBAVa0fWrmCU/kJbNy0E6VSSV6ebZ5LdHQs33+/AicnLfXr1uSrb5bQqmUTjhw9xcVL1wCIvHWS8PBTvPRSK5Gs/MeI4V+CIBQVT08PVq9ayMs9B5Gw7wqpkok2Zhey0XIg5yYXL11DpVCikGQU13mSHZPOldg76HRaXPW2apVte3Zm//aDVL7uRuq1WOJizrN//1E6dmwt5p78h/zdWLR3716MRiNr1qwhIiKC6dOns2DBAvv2K1eu8P333+Pp6fmXjicSFkFwMFWrPJi/UsvJH71Czan8BHyUTnRxLc+2rBskmm3lJAsLbQt1ffXNEoKCSvHFvCmMHjOJ0HLBlC8XQqlSAZQqFVAk5yH8M2KCvSAIRa1N66aM23kEvc6VAKuFQIUOL5Uz6eZ8KrmUoJjWHZNkQQZkZGZhMpmYO28hLZo3ZtgHb5KdnU2pGg2p3LQ6np4e9OjRsahPSfgf/d1YdPbsWRo3bgxA9erVuXz58oNjWq3cvXuX8ePHk5qaSo8ePejRo8djjycSFkFwMNWqVeL61aNUqfYiyzMu4ufjzfSpH6PKMpK59hyBzv5UCPHj4MFjqFQqSpUqQaVK5XmhQR1CQ4PYvOnHoj4F4R+THKaUpCAIz6833uhLaGgILVp254RCQ6fajRn10lCuR0ayf8tBXNwkLC4qbty4S0JBOo2b1MdF78KAfi9Tu3Z1tm1dXtSnIPwjj49FGRkZdOvWzf48LCyMsDDbItK5ubm4uLjYtykUCsxmM0qlkvz8fPr27ctrr72GxWKhf//+VK5cmfLlyz/ys0TCIggOKCSkDGdP70atVhESUubBhs9gwm/el5eXj1qtQqVS/e4Ywn+XBFjFkDBBEBxAkyb1OXJkK0FlSuHr6/1gw3cPvy8rKxtXV70Y7vUM+bNY5O3hwcaNG/9wm4uLC3l5efbnVqsVpdKWduh0Ovr3749OpwOgfv36XL9+/bEJiyhrLAgOqmLF0IeTlT/g7OwkkpVnlPSIhyAIwtNWv16th5OVP+Dm5iqSlWfQo2LRn8WjmjVrcvjwYQAiIiIIDQ21b4uOjqZ3795YLBZMJhPnzp2jUqVKjz2e6GERBEFwQGIOiyAIglDU/m4satWqFeHh4fTq1QtJkpg6dSo//PADgYGBtGjRgs6dO9OzZ09UKhWdO3embNmyjz2eSFgEQRAcjARYpP+9lOSTLiMpCIIgPL/+biwCkMvlTJo06aHXgoOD7f9/4403eOONN/7y8UTCIgiC4HCkv3VX60mXkRQEQRCeZ38vFv0bxBwWQRAEB2MbH/zH/x7nr5aR7NWrF+vXr/83T0EQBEH4j3tcLHralSxFD4sgCIIDetRiXU+zjKQgCILwfHOURYxFwiIIguCAHtUN7/EUy0gKgiAIzzcxJEwQBEH4Y5LtrtYfPR7nSZeRFARBEJ5jj4lFT7vnRfSwCIIgOBgJCQv/e2WWJ11GUhAEQXh+/d1Y9G8QCYsgCIID+jsr3T/pMpKCIAjC8+3vxKJ/g0hYBEEQHMz9yiyCIAiCUFQcKRaJhEUQBMEBOcpdLUEQBOH55SixSCQsgiAIDufp17gXBEEQhIc5TiwSCYsgCIKDkXCc2veCIAjC88mRYpEoa/yMurP3NDfXHSjqZgiC8Dc5wsrCgvAk7FnxM5eOXyjqZgiC8DeIle6Ff9W5PrPQISdWL6NF22ZF3RxBEP4HEmCRHKOUpCD8EwXZeSSNXEacDIJvfY+Ts1NRN0kQhL/IkWKR6GF5Rp2y5pApl7H99blF3RRBEP5XkoQkWf/wIQj/JVq9EzlyCTMwrd7gom6OIAj/i8fEoqcdj0TC8oyadm87ERTgr3ShftlmRd0cQRD+R1akP3wIwn+JTCaj44HpOEkSDVIMfP7O1KJukiAI/4NHxaKnHY9EwvKMUigUZL4YyN78WBISk1i8eGVRN0kQhP+BJEl/+BCE/5qA0FIk+7vgriigxZGT5MYlFXWTBEH4ix4Vi552PBIJyzNs0covcVe70NG7ClvH/VTUzREE4S+SED0swrNl2LlFBNaBkF5u7O0zpKibIwjCX/C4WCR6WIQnqlTdUMySlZIKZ74aPK2omyMIwl/iGHe0BOFJis/XYs3Iobouh4jV+4q6OYIg/KlHxyLRwyI8UbM2z0PTKojK6DBuu8SKn9YWdZMEQfgT9yuz/NFDEP6r6u1Zw7kbbsgyzDjPmk5uenZRN0kQhMd4XCx62vFIJCzPgS+/n8lJczopCiufvTeF5OTkom6SIAh/whHuaAnCk9Z4/SLkCgnP4kZiWvUs6uYIgvAnRA+L8FSV+6AtK1Mv0FEfQu/yXcjNzS3qJgmC8BiOMGZYEJ40uUbFVnUoeZkqLPkKxgWGFXWTBEF4DDGHRXiqxo4dyrdrvyLBlEO6uYBGTToVdZMEQXgUB7mjJQj/hiEHv2VrUBMO5LihkxT8MFsUhREEh/SYWCR6WIR/TbsOLRi6Yzop7hKffTqmqJsjCMIjSIBVkv7wIQjPgnd/Gk+pT1/mVjE5Lbu1KOrmCILwBx4Xi552PFI+1U8TilzdOjWJi4ko6mYIgvAnRG+K8KzrPLArnQd2LepmCILwGI4Si0TCIgiC4IDEfBVBEAShqDlKLBIJiyAIgoORkLBYRQljQRAEoeg4UiwSCYsgCIIDkhzkrpYgCILw/HKUWCQSFkEQBAcjSYgJ9oIgCEKRcqRYJKqECYIgOKC/U0bSarUyfvx4wsLC6NevH3fv3n1o+9q1a+nWrRs9e/bkwIED/2bzBUEQhGfA3y1r/KTjkehhEQRBcDjS3+qG37t3L0ajkTVr1hAREcH06dNZsGABACkpKSxbtowNGzZgMBh45ZVXaNiwIWq1+kk3XhAEQXgm/L1YBE8+HokeFkEQBAf0d+5onT17lsaNGwNQvXp1Ll++bN928eJFatSogVqtRq/XExgYyPXr1//VcxAEQRD+2/5uD8uTjkeih0UQBMHB3F+s63+Vm5uLi4uL/blCocBsNqNUKsnNzUWv19u3OTs7k5ub+ySaKwiCIDyD/m4sgicfj554whIfH0+3bt2e9GEFQRCeWfHx8Q89b9miKRkZGX/4XoPB8NB3bFhYGGFhYQC4uLiQl5dn32a1WlEqlX+4LS8v76GA8SwS8UgQBOF/89t49LhYBE83Hj3xhOXkyZNP+pCCIAjPlcWLF/+t/WrWrMmBAwdo3749ERERhIaG2rdVrVqVefPmYTAYMBqNREZGPrT9WSTikSAIwt/3d2MRPPl4JJP+bBCaIAiC8J9gtVqZOHEiN2/eRJIkpk6dyuHDhwkMDKRFixasXbuWNWvWIEkSb731Fm3atCnqJguCIAjPoCcdj0TCIgiCIAiCIAiCwxJVwgSHFB4eTseOHTEYDAAkJSXRsWNHkpKSirRdBQUF9OrVi8jIyCJthyAIgvDvE7FIEByDSFgEh9SwYUMaN27M1KlTMZlMDBs2jLFjx+Ln51dkbbp06RJ9+vQhNja2yNogCIIgPD0iFgmCYxBDwgSHZTKZ6N27N+7u7lSvXp133333D98XFxfH8OHDWbt2LQA9e/bk888/Z9OmTdy9e5eMjAwyMzPp06cPu3fvJioqihkzZlC9enXmzJnD5cuXyczMpHz58kybNo358+dz584d0tLSyM7OZty4cdSuXZuzZ89SvHhxRo8ezcSJEwkODn6al0MQBEEoAiIWCULREz0sgsNSqVSEhYVx/Pjxv12aVKvVsnjxYtq0acOhQ4f49ttvefPNN9mxYwe5ubm4urryww8/sGHDBiIiIuzd/FqtlqVLlzJr1iwmTZoEQK1atfD3939i5ycIgiA4PhGLBKHoiYUjBYcVFxfH999/z6hRoxg1ahRLly5FoVD86X6/7TSsWLEiAHq9npCQEADc3NwwGAxoNBrS09MZPnw4Tk5O5OfnYzKZAKhfvz4AZcuWJTU19UmfmiAIgvAfIWKRIBQ90cMiOCSj0ciwYcP46KOPePXVV/H39+err776w/dqNBrS0tKwWCxkZ2cTFxdn3yaTyR75GYcPHyYxMZHPP/+c4cOHU1hYaA8wV65cAeDmzZtFOlZZEARBKDoiFgmCYxA9LIJDmjFjBrVq1aJp06YATJw4kW7dulG/fn3q1av30Ht9fHxo2LAhPXr0oGTJkpQqVeovfUbVqlX55ptv6NOnDzKZjJIlS5KcnAzAtWvXGDBgAAUFBXz22WdP9uQEQRCE/wQRiwTBMYhJ94Lw/8yfPx9vb2969+5d1E0RBEEQnlMiFgnCA6KHRfjPWLNmDdu3b//d68OHD6dGjRpF0CJBEATheSNikSA8faKHRRAEQRAEQRAEhyUm3QuCIAiCIAiC4LBEwiIIgiAIgiAIgsMSCYsgCIIgCIIgCA5LJCyCIAiCIAiCIDgskbAIgiAIgiAIguCwRMIiCIIgCIIgCILD+j/iY0C1eB/mXgAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mu.pl.umap(mdata, color=[\"KLF4\", \"chr9:107480158-107492721\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also generate custom plots with `matplotlib` and `seaborn`:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df = pd.DataFrame(mdata.obsm[\"X_mofa\"])\n", "df.columns = [f\"Factor {i+1}\" for i in range(df.shape[1])]\n", "\n", "plot_scatter = lambda i, ax: sns.scatterplot(data=df, x=f\"Factor {i+1}\", y=f\"Factor {i+2}\", color=\"black\", linewidth=0, s=3, ax=ax)\n", "\n", "fig, axes = plt.subplots(2, 2)\n", "for i in range(4):\n", " plot_scatter(i, axes[i%2][i//2])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Annotate cell types" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will now define cell types based on both omics." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "mdata['rna'].obs['leiden_joint'] = mdata.obs.leiden_joint\n", "mdata['atac'].obs['leiden_joint'] = mdata.obs.leiden_joint" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Ranking genes and peaks" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.8/site-packages/anndata/_core/anndata.py:1192: FutureWarning: is_categorical is deprecated and will be removed in a future version. Use is_categorical_dtype instead\n", " if is_string_dtype(df[key]) and not is_categorical(df[key])\n" ] } ], "source": [ "sc.tl.rank_genes_groups(mdata['rna'], 'leiden_joint', method='t-test_overestim_var')" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "from muon import atac as ac\n", "ac.tl.rank_peaks_groups(mdata['atac'], 'leiden_joint', method='t-test_overestim_var')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Listing differentially expressed genes and differentially accessible peaks" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
atac:0_nrna:0_natac:0_grna:0_gatac:0_prna:0_patac:1_nrna:1_natac:1_grna:1_gatac:1_prna:1_patac:2_nrna:2_natac:2_grna:2_gatac:2_prna:2_patac:3_nrna:3_natac:3_grna:3_gatac:3_prna:3_patac:4_nrna:4_natac:4_grna:4_gatac:4_prna:4_patac:5_nrna:5_natac:5_grna:5_gatac:5_prna:5_patac:6_nrna:6_natac:6_grna:6_gatac:6_prna:6_patac:7_nrna:7_natac:7_grna:7_gatac:7_prna:7_patac:8_nrna:8_natac:8_grna:8_gatac:8_prna:8_patac:9_nrna:9_natac:9_grna:9_gatac:9_prna:9_patac:10_nrna:10_natac:10_grna:10_gatac:10_prna:10_patac:11_nrna:11_natac:11_grna:11_gatac:11_prna:11_patac:12_nrna:12_natac:12_grna:12_gatac:12_prna:12_patac:13_nrna:13_natac:13_grna:13_gatac:13_prna:13_patac:14_nrna:14_natac:14_grna:14_gatac:14_prna:14_patac:15_nrna:15_natac:15_grna:15_gatac:15_prna:15_patac:16_nrna:16_natac:16_grna:16_gatac:16_prna:16_patac:17_nrna:17_natac:17_grna:17_gatac:17_prna:17_patac:18_nrna:18_natac:18_grna:18_gatac:18_prna:18_patac:19_nrna:19_natac:19_grna:19_gatac:19_prna:19_patac:20_nrna:20_natac:20_grna:20_gatac:20_prna:20_patac:21_nrna:21_natac:21_grna:21_gatac:21_prna:21_patac:22_nrna:22_natac:22_grna:22_gatac:22_prna:22_p
0chr14:99255246-99275454LEF1BCL11B, AL109767.1LEF18.438309e-632.442371e-130chr6:137715217-137718150INPP4BAL356234.2, LINC02539INPP4B1.341573e-653.133586e-142chr2:86783559-86792275LEF1CD8ALEF12.991441e-1307.030922e-148chr9:107480158-107492721VCANKLF4VCAN1.514428e-1251.684183e-264chr9:107480158-107492721SLC8A1KLF4SLC8A12.417349e-963.736816e-192chr2:86783559-86792275BACH2CD8ABACH26.215390e-923.212512e-114chr14:99255246-99275454INPP4BBCL11B, AL109767.1INPP4B4.790166e-456.537422e-139chr20:50269694-50277398VCANSMIM25VCAN8.811276e-801.446464e-194chr14:99255246-99275454LEF1BCL11B, AL109767.1LEF14.219380e-491.268213e-87chr9:107480158-107492721PLXDC2KLF4PLXDC21.360803e-854.643975e-115chr1:184386243-184389335CCL5C1orf21, AL445228.2CCL52.674621e-733.779073e-257chr2:86783559-86792275CCL5CD8ACCL59.833715e-481.683454e-93chr17:83076201-83103570GNLYMETRNL, AC130371.2GNLY1.464539e-952.512159e-300chr2:16653069-16660704FCGR3AFAM49AFCGR3A6.194099e-625.207895e-237chr9:107480158-107492721PLXDC2KLF4PLXDC24.280707e-383.497046e-103chr2:231669797-231676530BANK1PTMABANK11.637270e-1191.245263e-299chr22:41917087-41929835IGHMTNFRSF13CIGHM2.367636e-926.200262e-302chr10:33135632-33141841IL32IATPRIL321.571908e-181.061190e-43chr1:220876295-220883526CST3HLX, HLX-AS1CST38.837247e-293.276288e-77chr11:114072228-114076352NKG7ZBTB16NKG75.263514e-321.790101e-56chr2:86783559-86792275LEF1CD8ALEF10.0000028.856198e-22chr17:81425658-81431769TCF4BAHCC1TCF43.739753e-361.641340e-99chr20:44066714-44073458FHITTOX2, AL035447.1FHIT0.0013396.461786e-14
1chr14:99223600-99254668FHITBCL11B, AL109767.1FHIT5.960695e-546.110806e-126chr1:1210271-1220028IL7RSDF4, TNFRSF4IL7R2.685949e-646.501053e-135chr12:10552886-10555668NELL2LINC02446NELL27.674191e-1145.043340e-146chr6:41268623-41279829PLXDC2TREM1PLXDC24.615210e-1031.179676e-227chr20:50269694-50277398TYMPSMIM25TYMP6.595060e-801.036221e-166chr12:10552886-10555668LEF1LINC02446LEF16.824578e-607.217206e-117chr14:22536559-22563070ANK3TRAJ7, TRAJ6, TRAJ5, TRAJ4, TRAJ3, TRAJ2, TRAJ...ANK37.744505e-401.133036e-104chr20:1943201-1947850PLXDC2PDYN-AS1PLXDC22.451617e-761.028900e-153chr14:99181080-99219442FHITBCL11B, AL162151.1FHIT1.741674e-454.523144e-90chr1:212604203-212626574NAMPTFAM71A, ATF3, AL590648.2NAMPT3.476135e-734.237109e-115chr4:6198055-6202103NKG7JAKMIP1, C4orf50NKG72.087277e-691.109701e-229chr1:24909406-24919504PRKCHRUNX3PRKCH4.776232e-343.791643e-53chr1:184386243-184389335PRF1C1orf21, AL445228.2PRF11.508249e-731.206868e-219chr5:1476663-1483241TCF7L2SLC6A3, LPCAT1TCF7L25.632560e-611.252915e-220chr6:41268623-41279829DPYDTREM1DPYD7.767020e-281.984950e-83chr22:41917087-41929835RALGPS2TNFRSF13CRALGPS25.062678e-1221.751230e-246chr22:41931503-41942227BANK1CENPMBANK11.075287e-792.367819e-273chr14:22536559-22563070INPP4BTRAJ7, TRAJ6, TRAJ5, TRAJ4, TRAJ3, TRAJ2, TRAJ...INPP4B3.409747e-152.751113e-40chr9:107480158-107492721HDAC9KLF4HDAC91.021219e-263.550487e-60chr11:114065160-114066911CCL5ZBTB16CCL52.871598e-262.320116e-47chr12:10552886-10555668PDE3BLINC02446PDE3B0.0000168.262455e-18chr7:98641522-98642532RHEXNPTX2RHEX1.711629e-264.041783e-93chr11:128300590-128306168MALAT1LINC02098MALAT10.0038341.109931e-10
2chr17:40601555-40611036MALAT1SMARCE1MALAT13.691809e-463.588622e-109chr14:22536559-22563070ITGB1TRAJ7, TRAJ6, TRAJ5, TRAJ4, TRAJ3, TRAJ2, TRAJ...ITGB11.239273e-625.749681e-133chr14:99181080-99219442CD8BBCL11B, AL162151.1CD8B1.738567e-821.909060e-136chr6:41280331-41287503CSF3RTREM1CSF3R7.386577e-961.244160e-263chr5:1476663-1483241FCN1SLC6A3, LPCAT1FCN16.242010e-731.136550e-153chr14:99255246-99275454PDE3BBCL11B, AL109767.1PDE3B1.781287e-561.697447e-110chr7:142782798-142813716AC139720.1TRBC1, TRBJ2-1, TRBJ2-2, TRBJ2-2P, TRBJ2-3, TR...AC139720.11.443398e-352.249938e-59chr2:218361880-218373051LRMDACATIP, CATIP-AS1LRMDA2.254083e-751.393370e-150chr17:82125073-82129615CAMK4CCDC57CAMK47.944329e-433.595335e-71chr22:38950570-38958424SLC8A1APOBEC3ASLC8A12.768292e-667.915051e-113chr2:144507361-144525092GZMHZEB2, LINC01412, ZEB2-AS1, AC009951.6GZMH2.679995e-712.847630e-178chr6:111757055-111766675SYNE2FYNSYNE22.893507e-301.773567e-53chr1:24909406-24919504NKG7RUNX3NKG71.569805e-742.455912e-219chr20:40686526-40691350MTSS1MAFBMTSS16.205222e-592.266043e-203chr2:47067863-47077814LRMDATTC7A, AC073283.1LRMDA9.658957e-264.656471e-90chr22:41931503-41942227MS4A1CENPMMS4A17.979511e-965.261627e-229chr19:5125450-5140568AFF3KDM4B, AC022517.1AFF34.475093e-783.061064e-228chr20:59157931-59168100SYNE2ZNF831SYNE27.611764e-141.021233e-38chr3:159762787-159765472HLA-DRB1IQCJ-SCHIP1-AS1, IQCJ-SCHIP1HLA-DRB12.839047e-236.167329e-62chr4:6198055-6202103A2MJAKMIP1, C4orf50A2M1.508503e-271.831348e-41chr14:99255246-99275454BACH2BCL11B, AL109767.1BACH20.0000161.329808e-16chr22:50281096-50284890PLD4PLXNB2PLD41.265134e-275.019379e-78chr5:75049736-75054761BCL11BGCNT4BCL11B0.0040473.662743e-10
3chr14:99181080-99219442BCL11BBCL11B, AL162151.1BCL11B7.800328e-464.885671e-104chr21:45223468-45225379IL32LINC00334, ADARB1IL323.121999e-617.805209e-125chr14:99255246-99275454THEMISBCL11B, AL109767.1THEMIS2.015437e-731.362464e-137chr19:13824929-13854962LRMDAZSWIM4, AC020916.1LRMDA2.398127e-939.014281e-222chr9:134369462-134387253PID1RXRAPID18.660699e-721.828607e-164chr11:66311352-66319301CD8BCD248, AP001107.3CD8B2.436022e-554.060815e-94chr1:89605612-89612338LTBAC093423.2, LRRC8C-DTLTB4.194887e-331.383628e-55chr1:109820879-109824541FCN1LINC01768FCN11.193126e-722.934203e-143chr14:99223600-99254668BCL11BBCL11B, AL109767.1BCL11B8.332159e-384.551354e-68chr5:150385442-150415310VCANCD74, TCOF1VCAN7.276433e-642.623718e-105chr12:52566432-52567532GNLYKRT74GNLY4.318250e-641.216602e-187chr2:241762278-241764383GZMKD2HGDH, AC114730.2GZMK2.154760e-291.329633e-39chr19:10513768-10519594KLRD1S1PR5KLRD15.259143e-633.873001e-148chr19:18167172-18177541LST1PIK3R2, IFI30LST11.169732e-597.935218e-212chr9:134369462-134387253SLC8A1RXRASLC8A11.395050e-256.519244e-89chr10:48671056-48673240OSBPL10AC068898.1OSBPL101.658282e-812.182868e-173chr6:150598919-150601318FCRL1AL450344.3FCRL13.760302e-727.420044e-185chr10:33131993-33134879ITGB1IATPRITGB14.133223e-131.399717e-37chr8:132895117-132896351HLA-DRATGHLA-DRA6.543880e-221.647421e-56chr16:81519063-81525049RORACMIPRORA2.091597e-277.922389e-38chr11:66311352-66319301THEMISCD248, AP001107.3THEMIS0.0000261.154498e-16chr6:4281598-4282429LINC01374AL159166.1LINC013741.502998e-254.623344e-56chr11:119304967-119307621MLLT3MCAM, CBLMLLT30.0045154.185940e-09
4chr6:90290787-90299045CAMK4BACH2, AL132996.1CAMK46.755553e-453.727964e-101chr2:9777921-9782964LTBAC082651.3LTB2.413979e-614.746335e-125chr11:66311352-66319301BACH2CD248, AP001107.3BACH28.695469e-721.474765e-123chr11:61953652-61974246LRRK2BEST1, FTH1LRRK26.153565e-876.000683e-218chr5:150385442-150415310JAK2CD74, TCOF1JAK25.511765e-712.947789e-151chr17:82125073-82129615NELL2CCDC57NELL21.822793e-473.484500e-95chr14:99223600-99254668TSHZ2BCL11B, AL109767.1TSHZ25.453597e-336.659819e-54chr9:107480158-107492721LYZKLF4LYZ1.323135e-711.232026e-138chr7:1925312-1929606BACH2MAD1L1, AC104129.1BACH21.236814e-352.927671e-67chr19:6059651-6068090LRMDARFX2, AC011444.2LRMDA1.757537e-611.742780e-104chr16:81519063-81525049GZMACMIPGZMA5.663960e-685.518277e-123chr14:22536559-22563070KLRK1TRAJ7, TRAJ6, TRAJ5, TRAJ4, TRAJ3, TRAJ2, TRAJ...KLRK12.985850e-282.445739e-38chr20:24948563-24956577GZMACST7GZMA2.057619e-626.039948e-139chr18:13562096-13569511IFITM3LDLRAD4, AP005131.3IFITM31.280635e-567.007801e-207chr22:38950570-38958424NEAT1APOBEC3ANEAT11.810800e-241.618015e-80chr6:167111604-167115345AFF3CCR6, AL121935.1AFF35.092136e-861.802127e-181chr6:167111604-167115345PAX5CCR6, AL121935.1PAX52.686190e-701.329193e-172chr14:105856766-105860740TTC39CIGHMTTC39C1.969771e-123.865242e-33chr17:81044486-81052618CD74BAIAP2CD744.705331e-227.588303e-53chr20:33369063-33370940ZBTB16CDK5RAP1ZBTB161.162533e-232.661080e-35chr1:59813997-59815790NELL2HOOK1NELL20.0001372.043361e-16chr20:43681305-43682881AC023590.1MYBL2AC023590.11.418595e-277.584299e-59chr10:35011628-35012338TCF7CUL2, LINC02635TCF70.0056936.010186e-09
5chr17:82125073-82129615BACH2CCDC57BACH23.902213e-433.292870e-99chr5:756911-759750RORAZDHHC11B, AC026740.3RORA3.899329e-593.427174e-123chr2:86805831-86810178PDE3BCD8APDE3B4.741051e-642.098156e-121chr10:97376057-97403290RBM47RRP12, AL355490.2RBM476.487902e-888.502875e-206chr11:61953652-61974246MCTP1BEST1, FTH1MCTP11.013020e-691.227565e-155chr2:136122469-136138482THEMISCXCR4THEMIS4.146569e-463.375008e-94chr6:149492867-149497093BCL11BZC3H12DBCL11B4.263075e-321.067813e-53chr1:220876295-220883526DPYDHLX, HLX-AS1DPYD1.125513e-704.179948e-118chr17:40601555-40611036TCF7SMARCE1TCF75.215166e-363.409635e-53chr7:106256272-106286624DPYDNAMPT, AC007032.1DPYD1.637974e-607.231443e-93chr20:24948563-24956577PRF1CST7PRF12.051183e-673.843459e-116chr4:6198055-6202103IL32JAKMIP1, C4orf50IL323.059577e-262.299498e-38chr10:70600535-70604482CD247PRF1CD2476.527049e-612.309114e-129chr16:83744270-83745221SERPINA1CDH13, AC009063.2SERPINA11.250536e-501.131737e-183chr6:41280331-41287503ARHGAP26TREM1ARHGAP268.062107e-245.289995e-82chr8:11491635-11494865PAX5BLKPAX51.471368e-791.253291e-156chr2:231669797-231676530RALGPS2PTMARALGPS26.268393e-693.787194e-187chr16:79598130-79602898LTBMAFLTB1.009806e-111.109585e-29chr10:75399596-75404660HLA-DPB1ZNF503, ZNF503-AS2, AC010997.3HLA-DPB18.032085e-221.694404e-57chr15:39623205-39625650SYNE2FSIP1, AC037198.2SYNE21.091165e-231.105071e-34chr5:142094537-142099713CCR7NDFIP1CCR70.0002136.501597e-16chr17:16986865-16990016ZFATLINC02090ZFAT1.159140e-273.849926e-69chr9:128898308-128904486BACH2LRRC8ABACH20.0064794.565414e-08
6chr14:22536559-22563070TCF7TRAJ7, TRAJ6, TRAJ5, TRAJ4, TRAJ3, TRAJ2, TRAJ...TCF73.614154e-429.292790e-80chr12:12464985-12469154SYNE2BORCS5, AC007619.1SYNE21.274032e-563.940893e-111chr17:40601555-40611036APBA2SMARCE1APBA21.376667e-631.794472e-95chr22:38950570-38958424NAMPTAPOBEC3ANAMPT1.558022e-837.064345e-196chr1:220876295-220883526PSAPHLX, HLX-AS1PSAP1.401260e-693.821859e-149chr19:50723222-50725949OXNAD1CLEC11AOXNAD11.813057e-445.791598e-82chr14:99181080-99219442TCF7BCL11B, AL162151.1TCF76.841236e-327.870449e-52chr1:182143071-182150314CSF3RLINC01344, AL390856.1CSF3R9.404967e-709.180976e-138chr20:44066714-44073458MLLT3TOX2, AL035447.1MLLT31.437998e-346.534084e-50chr6:44057321-44060655ARHGAP26AL109615.2, AL109615.3ARHGAP264.561375e-597.186789e-95chr1:24909406-24919504TGFBR3RUNX3TGFBR38.747916e-684.423262e-109chr14:99223600-99254668SLFN12LBCL11B, AL109767.1SLFN12L1.682337e-269.876600e-37chr11:114072228-114076352KLRF1ZBTB16KLRF12.042013e-584.219011e-113chr21:43344646-43351817CDKN1CLINC01679CDKN1C7.539208e-531.537383e-141chr3:72092464-72103763VCANLINC00877VCAN4.381333e-235.609419e-85chr19:5125450-5140568CD79AKDM4B, AC022517.1CD79A1.372673e-833.113845e-154chr6:14093828-14096232MS4A1CD83MS4A11.434184e-661.927510e-153chr12:22332848-22336188SKAP1ST8SIA1SKAP11.294966e-117.253496e-29chr3:4975862-4990757LYZBHLHE40, BHLHE40-AS1LYZ1.523831e-214.167852e-52chr20:35250675-35252861SLC4A10MMP24SLC4A101.974890e-221.718142e-29chr20:53871922-53873963APBA2AC006076.1APBA20.0004555.082542e-13chr19:15197159-15198290EPHB1NOTCH3EPHB14.099613e-232.330743e-54chr10:26682168-26683639RPL19PDSS1RPL190.0077812.671981e-06
7chr7:142782798-142813716ANK3TRBC1, TRBJ2-1, TRBJ2-2, TRBJ2-2P, TRBJ2-3, TR...ANK31.078833e-402.184718e-79chr14:64755519-64756581ANK3SPTB, PLEKHG3ANK31.465280e-533.822445e-108chr1:24500773-24509089CCR7RCAN3, RCAN3ASCCR78.828176e-636.728310e-94chr7:106256272-106286624AC020916.1NAMPT, AC007032.1AC020916.15.194756e-823.182772e-201chr1:182143071-182150314AOAHLINC01344, AL390856.1AOAH3.187238e-682.213631e-134chr2:86805831-86810178TXKCD8ATXK1.116431e-433.455977e-73chr10:102610246-102613789CAMK4SUFU, TRIM8CAMK42.782567e-311.744012e-50chr4:184850175-184858076RBM47MIR3945HG, AC084871.3RBM471.054152e-681.555535e-136chr11:118906756-118931379CCR7BCL9LCCR79.716782e-332.919129e-48chr3:72092464-72103763NEAT1LINC00877NEAT11.425993e-581.139761e-92chr14:101709778-101714256SYNE1LINC02320, LINC00239SYNE18.434929e-632.249528e-106chr17:35889026-35891507IFNG-AS1CCL5IFNG-AS19.189996e-261.596513e-35chr12:52566432-52567532SPON2KRT74SPON21.407997e-571.424799e-114chr1:182143071-182150314AIF1LINC01344, AL390856.1AIF12.856652e-532.067843e-176chr11:61953652-61974246CSF3RBEST1, FTH1CSF3R9.522027e-237.652856e-85chr6:150598919-150601318EBF1AL450344.3EBF15.614446e-801.356953e-140chr14:105817737-105818927LINC00926IGHDLINC009262.299110e-605.362189e-133chr8:29347324-29353460BCL11BDUSP4, AC084262.1, AC084262.2BCL11B1.384822e-113.239137e-28chr7:132390553-132391253HLA-DPA1PLXNA4, AC011625.1HLA-DPA11.129696e-191.807182e-55chr17:3794770-3797216KLRG1ITGAEKLRG11.040331e-211.211021e-31chr21:46423263-46427109RPS5PCNT, DIP2ARPS50.0004411.327628e-11chr6:11730442-11733107UGCGADTRP, AL022724.3UGCG1.117509e-269.265508e-75chr4:54940758-54943697RPS27AC111194.1RPS270.0095654.603503e-06
8chr2:109030596-109033601CCR7EDARCCR72.197680e-401.504801e-77chr15:69467756-69470179CDC14ADRAICCDC14A5.258900e-544.462095e-107chr17:82125073-82129615CAMK4CCDC57CAMK47.367503e-611.780769e-91chr20:50269694-50277398DPYDSMIM25DPYD6.306425e-811.214915e-164chr1:212484685-212489524WARSLINC02771WARS1.451334e-673.838958e-152chr14:99223600-99254668CAMK4BCL11B, AL109767.1CAMK43.311882e-431.052840e-70chr11:60977201-60989782RPL13CD6RPL131.262988e-308.999545e-49chr1:212484685-212489524ARHGAP26LINC02771ARHGAP262.711090e-681.728856e-121chr19:49551445-49563522ANK3NOSIPANK36.416963e-337.760573e-47chr6:41268623-41279829TYMPTREM1TYMP1.975339e-581.885466e-96chr15:39623205-39625650A2MFSIP1, AC037198.2A2M1.028597e-584.716177e-96chr2:29009215-29017012CBLBTOGARAM2CBLB1.258743e-241.134928e-34chr2:231425358-231427497MCTP2AC017104.3MCTP23.888965e-575.003292e-129chr9:134369462-134387253MS4A7RXRAMS4A72.108124e-532.519311e-158chr1:212604203-212626574JAK2FAM71A, ATF3, AL590648.2JAK21.642385e-211.467037e-81chr19:50414004-50420358BLKPOLD1, SPIBBLK2.610839e-804.866240e-139chr10:48671056-48673240IGHDAC068898.1IGHD1.656861e-591.746471e-118chr7:142782798-142813716TRACTRBC1, TRBJ2-1, TRBJ2-2, TRBJ2-2P, TRBJ2-3, TR...TRAC4.551260e-111.653127e-26chr18:9707302-9713342HLA-DQA1RAB31HLA-DQA13.051259e-213.095756e-54chr21:45226467-45228792KLRB1LINC00334, ADARB1KLRB18.993120e-214.190163e-30chr13:40185436-40188814CAMK4LINC00598, LINC00332CAMK40.0004961.402814e-11chr19:2446191-2447956PTPRSLMNB2PTPRS3.049988e-239.656860e-55chr14:99181080-99219442LEF1BCL11B, AL162151.1LEF10.0097943.335552e-06
9chr19:16363226-16378669INPP4BEPS15L1, AC020917.3INPP4B4.913659e-404.645049e-76chr1:6459432-6463105MDFICESPN, TNFRSF25MDFIC5.836921e-535.501357e-84chr1:8924588-8928112TXKCA6TXK2.093080e-581.422387e-91chr6:144149410-144160995ARHGAP26STX11ARHGAP261.423961e-771.644443e-172chr1:212604203-212626574CPVLFAM71A, ATF3, AL590648.2CPVL1.061151e-633.088902e-151chr14:99181080-99219442CD8ABCL11B, AL162151.1CD8A7.665869e-432.372229e-68chr17:82125073-82129615IL7RCCDC57IL7R2.906530e-307.763317e-50chr19:47388419-47392063CD36MEIS3CD364.112903e-682.538275e-134chr9:133700382-133704361IL7RSARDHIL7R9.256986e-333.162917e-46chr2:47067863-47077814AC020916.1TTC7A, AC073283.1AC020916.13.881064e-583.254648e-102chr2:241762278-241764383KLRD1D2HGDH, AC114730.2KLRD13.716237e-585.267267e-92chr14:99255246-99275454TC2NBCL11B, AL109767.1TC2N6.850508e-242.520548e-33chr22:37161134-37168690CTSWZ82188.2CTSW1.424692e-582.142344e-119chr8:55878674-55886699WARSLYNWARS6.500344e-519.164220e-162chr2:26008387-26009976DENND1ARAB10DENND1A3.955349e-212.902043e-80chr14:104656327-104658929CD74AL583722.3CD748.519442e-744.704890e-110chr16:88043944-88046683COL19A1BANP, AC134312.3COL19A18.838689e-611.094404e-108chr10:8041366-8062418TNIKGATA3, GATA3-AS1, AL390294.1TNIK8.872703e-117.982392e-26chr22:39299385-39300930CCDC88AAL022326.1CCDC88A1.937375e-191.917706e-53chr2:29009215-29017012PRF1TOGARAM2PRF11.895675e-211.460752e-30chr2:136122469-136138482TCF7CXCR4TCF70.0005761.413410e-11chr4:791795-793496IRF8CPLX1, AC139887.2IRF88.422711e-238.381387e-68chr13:40483522-40487100CAMK4LINC00598CAMK40.0105483.378319e-06
\n", "
" ], "text/plain": [ " atac:0_n rna:0_n \\\n", "0 chr14:99255246-99275454 LEF1 \n", "1 chr14:99223600-99254668 FHIT \n", "2 chr17:40601555-40611036 MALAT1 \n", "3 chr14:99181080-99219442 BCL11B \n", "4 chr6:90290787-90299045 CAMK4 \n", "5 chr17:82125073-82129615 BACH2 \n", "6 chr14:22536559-22563070 TCF7 \n", "7 chr7:142782798-142813716 ANK3 \n", "8 chr2:109030596-109033601 CCR7 \n", "9 chr19:16363226-16378669 INPP4B \n", "\n", " atac:0_g rna:0_g atac:0_p \\\n", "0 BCL11B, AL109767.1 LEF1 8.438309e-63 \n", "1 BCL11B, AL109767.1 FHIT 5.960695e-54 \n", "2 SMARCE1 MALAT1 3.691809e-46 \n", "3 BCL11B, AL162151.1 BCL11B 7.800328e-46 \n", "4 BACH2, AL132996.1 CAMK4 6.755553e-45 \n", "5 CCDC57 BACH2 3.902213e-43 \n", "6 TRAJ7, TRAJ6, TRAJ5, TRAJ4, TRAJ3, TRAJ2, TRAJ... TCF7 3.614154e-42 \n", "7 TRBC1, TRBJ2-1, TRBJ2-2, TRBJ2-2P, TRBJ2-3, TR... ANK3 1.078833e-40 \n", "8 EDAR CCR7 2.197680e-40 \n", "9 EPS15L1, AC020917.3 INPP4B 4.913659e-40 \n", "\n", " rna:0_p atac:1_n rna:1_n \\\n", "0 2.442371e-130 chr6:137715217-137718150 INPP4B \n", "1 6.110806e-126 chr1:1210271-1220028 IL7R \n", "2 3.588622e-109 chr14:22536559-22563070 ITGB1 \n", "3 4.885671e-104 chr21:45223468-45225379 IL32 \n", "4 3.727964e-101 chr2:9777921-9782964 LTB \n", "5 3.292870e-99 chr5:756911-759750 RORA \n", "6 9.292790e-80 chr12:12464985-12469154 SYNE2 \n", "7 2.184718e-79 chr14:64755519-64756581 ANK3 \n", "8 1.504801e-77 chr15:69467756-69470179 CDC14A \n", "9 4.645049e-76 chr1:6459432-6463105 MDFIC \n", "\n", " atac:1_g rna:1_g atac:1_p \\\n", "0 AL356234.2, LINC02539 INPP4B 1.341573e-65 \n", "1 SDF4, TNFRSF4 IL7R 2.685949e-64 \n", "2 TRAJ7, TRAJ6, TRAJ5, TRAJ4, TRAJ3, TRAJ2, TRAJ... ITGB1 1.239273e-62 \n", "3 LINC00334, ADARB1 IL32 3.121999e-61 \n", "4 AC082651.3 LTB 2.413979e-61 \n", "5 ZDHHC11B, AC026740.3 RORA 3.899329e-59 \n", "6 BORCS5, AC007619.1 SYNE2 1.274032e-56 \n", "7 SPTB, PLEKHG3 ANK3 1.465280e-53 \n", "8 DRAIC CDC14A 5.258900e-54 \n", "9 ESPN, TNFRSF25 MDFIC 5.836921e-53 \n", "\n", " rna:1_p atac:2_n rna:2_n atac:2_g rna:2_g \\\n", "0 3.133586e-142 chr2:86783559-86792275 LEF1 CD8A LEF1 \n", "1 6.501053e-135 chr12:10552886-10555668 NELL2 LINC02446 NELL2 \n", "2 5.749681e-133 chr14:99181080-99219442 CD8B BCL11B, AL162151.1 CD8B \n", "3 7.805209e-125 chr14:99255246-99275454 THEMIS BCL11B, AL109767.1 THEMIS \n", "4 4.746335e-125 chr11:66311352-66319301 BACH2 CD248, AP001107.3 BACH2 \n", "5 3.427174e-123 chr2:86805831-86810178 PDE3B CD8A PDE3B \n", "6 3.940893e-111 chr17:40601555-40611036 APBA2 SMARCE1 APBA2 \n", "7 3.822445e-108 chr1:24500773-24509089 CCR7 RCAN3, RCAN3AS CCR7 \n", "8 4.462095e-107 chr17:82125073-82129615 CAMK4 CCDC57 CAMK4 \n", "9 5.501357e-84 chr1:8924588-8928112 TXK CA6 TXK \n", "\n", " atac:2_p rna:2_p atac:3_n rna:3_n \\\n", "0 2.991441e-130 7.030922e-148 chr9:107480158-107492721 VCAN \n", "1 7.674191e-114 5.043340e-146 chr6:41268623-41279829 PLXDC2 \n", "2 1.738567e-82 1.909060e-136 chr6:41280331-41287503 CSF3R \n", "3 2.015437e-73 1.362464e-137 chr19:13824929-13854962 LRMDA \n", "4 8.695469e-72 1.474765e-123 chr11:61953652-61974246 LRRK2 \n", "5 4.741051e-64 2.098156e-121 chr10:97376057-97403290 RBM47 \n", "6 1.376667e-63 1.794472e-95 chr22:38950570-38958424 NAMPT \n", "7 8.828176e-63 6.728310e-94 chr7:106256272-106286624 AC020916.1 \n", "8 7.367503e-61 1.780769e-91 chr20:50269694-50277398 DPYD \n", "9 2.093080e-58 1.422387e-91 chr6:144149410-144160995 ARHGAP26 \n", "\n", " atac:3_g rna:3_g atac:3_p rna:3_p \\\n", "0 KLF4 VCAN 1.514428e-125 1.684183e-264 \n", "1 TREM1 PLXDC2 4.615210e-103 1.179676e-227 \n", "2 TREM1 CSF3R 7.386577e-96 1.244160e-263 \n", "3 ZSWIM4, AC020916.1 LRMDA 2.398127e-93 9.014281e-222 \n", "4 BEST1, FTH1 LRRK2 6.153565e-87 6.000683e-218 \n", "5 RRP12, AL355490.2 RBM47 6.487902e-88 8.502875e-206 \n", "6 APOBEC3A NAMPT 1.558022e-83 7.064345e-196 \n", "7 NAMPT, AC007032.1 AC020916.1 5.194756e-82 3.182772e-201 \n", "8 SMIM25 DPYD 6.306425e-81 1.214915e-164 \n", "9 STX11 ARHGAP26 1.423961e-77 1.644443e-172 \n", "\n", " atac:4_n rna:4_n atac:4_g rna:4_g \\\n", "0 chr9:107480158-107492721 SLC8A1 KLF4 SLC8A1 \n", "1 chr20:50269694-50277398 TYMP SMIM25 TYMP \n", "2 chr5:1476663-1483241 FCN1 SLC6A3, LPCAT1 FCN1 \n", "3 chr9:134369462-134387253 PID1 RXRA PID1 \n", "4 chr5:150385442-150415310 JAK2 CD74, TCOF1 JAK2 \n", "5 chr11:61953652-61974246 MCTP1 BEST1, FTH1 MCTP1 \n", "6 chr1:220876295-220883526 PSAP HLX, HLX-AS1 PSAP \n", "7 chr1:182143071-182150314 AOAH LINC01344, AL390856.1 AOAH \n", "8 chr1:212484685-212489524 WARS LINC02771 WARS \n", "9 chr1:212604203-212626574 CPVL FAM71A, ATF3, AL590648.2 CPVL \n", "\n", " atac:4_p rna:4_p atac:5_n rna:5_n \\\n", "0 2.417349e-96 3.736816e-192 chr2:86783559-86792275 BACH2 \n", "1 6.595060e-80 1.036221e-166 chr12:10552886-10555668 LEF1 \n", "2 6.242010e-73 1.136550e-153 chr14:99255246-99275454 PDE3B \n", "3 8.660699e-72 1.828607e-164 chr11:66311352-66319301 CD8B \n", "4 5.511765e-71 2.947789e-151 chr17:82125073-82129615 NELL2 \n", "5 1.013020e-69 1.227565e-155 chr2:136122469-136138482 THEMIS \n", "6 1.401260e-69 3.821859e-149 chr19:50723222-50725949 OXNAD1 \n", "7 3.187238e-68 2.213631e-134 chr2:86805831-86810178 TXK \n", "8 1.451334e-67 3.838958e-152 chr14:99223600-99254668 CAMK4 \n", "9 1.061151e-63 3.088902e-151 chr14:99181080-99219442 CD8A \n", "\n", " atac:5_g rna:5_g atac:5_p rna:5_p \\\n", "0 CD8A BACH2 6.215390e-92 3.212512e-114 \n", "1 LINC02446 LEF1 6.824578e-60 7.217206e-117 \n", "2 BCL11B, AL109767.1 PDE3B 1.781287e-56 1.697447e-110 \n", "3 CD248, AP001107.3 CD8B 2.436022e-55 4.060815e-94 \n", "4 CCDC57 NELL2 1.822793e-47 3.484500e-95 \n", "5 CXCR4 THEMIS 4.146569e-46 3.375008e-94 \n", "6 CLEC11A OXNAD1 1.813057e-44 5.791598e-82 \n", "7 CD8A TXK 1.116431e-43 3.455977e-73 \n", "8 BCL11B, AL109767.1 CAMK4 3.311882e-43 1.052840e-70 \n", "9 BCL11B, AL162151.1 CD8A 7.665869e-43 2.372229e-68 \n", "\n", " atac:6_n rna:6_n \\\n", "0 chr14:99255246-99275454 INPP4B \n", "1 chr14:22536559-22563070 ANK3 \n", "2 chr7:142782798-142813716 AC139720.1 \n", "3 chr1:89605612-89612338 LTB \n", "4 chr14:99223600-99254668 TSHZ2 \n", "5 chr6:149492867-149497093 BCL11B \n", "6 chr14:99181080-99219442 TCF7 \n", "7 chr10:102610246-102613789 CAMK4 \n", "8 chr11:60977201-60989782 RPL13 \n", "9 chr17:82125073-82129615 IL7R \n", "\n", " atac:6_g rna:6_g \\\n", "0 BCL11B, AL109767.1 INPP4B \n", "1 TRAJ7, TRAJ6, TRAJ5, TRAJ4, TRAJ3, TRAJ2, TRAJ... ANK3 \n", "2 TRBC1, TRBJ2-1, TRBJ2-2, TRBJ2-2P, TRBJ2-3, TR... AC139720.1 \n", "3 AC093423.2, LRRC8C-DT LTB \n", "4 BCL11B, AL109767.1 TSHZ2 \n", "5 ZC3H12D BCL11B \n", "6 BCL11B, AL162151.1 TCF7 \n", "7 SUFU, TRIM8 CAMK4 \n", "8 CD6 RPL13 \n", "9 CCDC57 IL7R \n", "\n", " atac:6_p rna:6_p atac:7_n rna:7_n \\\n", "0 4.790166e-45 6.537422e-139 chr20:50269694-50277398 VCAN \n", "1 7.744505e-40 1.133036e-104 chr20:1943201-1947850 PLXDC2 \n", "2 1.443398e-35 2.249938e-59 chr2:218361880-218373051 LRMDA \n", "3 4.194887e-33 1.383628e-55 chr1:109820879-109824541 FCN1 \n", "4 5.453597e-33 6.659819e-54 chr9:107480158-107492721 LYZ \n", "5 4.263075e-32 1.067813e-53 chr1:220876295-220883526 DPYD \n", "6 6.841236e-32 7.870449e-52 chr1:182143071-182150314 CSF3R \n", "7 2.782567e-31 1.744012e-50 chr4:184850175-184858076 RBM47 \n", "8 1.262988e-30 8.999545e-49 chr1:212484685-212489524 ARHGAP26 \n", "9 2.906530e-30 7.763317e-50 chr19:47388419-47392063 CD36 \n", "\n", " atac:7_g rna:7_g atac:7_p rna:7_p \\\n", "0 SMIM25 VCAN 8.811276e-80 1.446464e-194 \n", "1 PDYN-AS1 PLXDC2 2.451617e-76 1.028900e-153 \n", "2 CATIP, CATIP-AS1 LRMDA 2.254083e-75 1.393370e-150 \n", "3 LINC01768 FCN1 1.193126e-72 2.934203e-143 \n", "4 KLF4 LYZ 1.323135e-71 1.232026e-138 \n", "5 HLX, HLX-AS1 DPYD 1.125513e-70 4.179948e-118 \n", "6 LINC01344, AL390856.1 CSF3R 9.404967e-70 9.180976e-138 \n", "7 MIR3945HG, AC084871.3 RBM47 1.054152e-68 1.555535e-136 \n", "8 LINC02771 ARHGAP26 2.711090e-68 1.728856e-121 \n", "9 MEIS3 CD36 4.112903e-68 2.538275e-134 \n", "\n", " atac:8_n rna:8_n atac:8_g rna:8_g \\\n", "0 chr14:99255246-99275454 LEF1 BCL11B, AL109767.1 LEF1 \n", "1 chr14:99181080-99219442 FHIT BCL11B, AL162151.1 FHIT \n", "2 chr17:82125073-82129615 CAMK4 CCDC57 CAMK4 \n", "3 chr14:99223600-99254668 BCL11B BCL11B, AL109767.1 BCL11B \n", "4 chr7:1925312-1929606 BACH2 MAD1L1, AC104129.1 BACH2 \n", "5 chr17:40601555-40611036 TCF7 SMARCE1 TCF7 \n", "6 chr20:44066714-44073458 MLLT3 TOX2, AL035447.1 MLLT3 \n", "7 chr11:118906756-118931379 CCR7 BCL9L CCR7 \n", "8 chr19:49551445-49563522 ANK3 NOSIP ANK3 \n", "9 chr9:133700382-133704361 IL7R SARDH IL7R \n", "\n", " atac:8_p rna:8_p atac:9_n rna:9_n \\\n", "0 4.219380e-49 1.268213e-87 chr9:107480158-107492721 PLXDC2 \n", "1 1.741674e-45 4.523144e-90 chr1:212604203-212626574 NAMPT \n", "2 7.944329e-43 3.595335e-71 chr22:38950570-38958424 SLC8A1 \n", "3 8.332159e-38 4.551354e-68 chr5:150385442-150415310 VCAN \n", "4 1.236814e-35 2.927671e-67 chr19:6059651-6068090 LRMDA \n", "5 5.215166e-36 3.409635e-53 chr7:106256272-106286624 DPYD \n", "6 1.437998e-34 6.534084e-50 chr6:44057321-44060655 ARHGAP26 \n", "7 9.716782e-33 2.919129e-48 chr3:72092464-72103763 NEAT1 \n", "8 6.416963e-33 7.760573e-47 chr6:41268623-41279829 TYMP \n", "9 9.256986e-33 3.162917e-46 chr2:47067863-47077814 AC020916.1 \n", "\n", " atac:9_g rna:9_g atac:9_p rna:9_p \\\n", "0 KLF4 PLXDC2 1.360803e-85 4.643975e-115 \n", "1 FAM71A, ATF3, AL590648.2 NAMPT 3.476135e-73 4.237109e-115 \n", "2 APOBEC3A SLC8A1 2.768292e-66 7.915051e-113 \n", "3 CD74, TCOF1 VCAN 7.276433e-64 2.623718e-105 \n", "4 RFX2, AC011444.2 LRMDA 1.757537e-61 1.742780e-104 \n", "5 NAMPT, AC007032.1 DPYD 1.637974e-60 7.231443e-93 \n", "6 AL109615.2, AL109615.3 ARHGAP26 4.561375e-59 7.186789e-95 \n", "7 LINC00877 NEAT1 1.425993e-58 1.139761e-92 \n", "8 TREM1 TYMP 1.975339e-58 1.885466e-96 \n", "9 TTC7A, AC073283.1 AC020916.1 3.881064e-58 3.254648e-102 \n", "\n", " atac:10_n rna:10_n atac:10_g \\\n", "0 chr1:184386243-184389335 CCL5 C1orf21, AL445228.2 \n", "1 chr4:6198055-6202103 NKG7 JAKMIP1, C4orf50 \n", "2 chr2:144507361-144525092 GZMH ZEB2, LINC01412, ZEB2-AS1, AC009951.6 \n", "3 chr12:52566432-52567532 GNLY KRT74 \n", "4 chr16:81519063-81525049 GZMA CMIP \n", "5 chr20:24948563-24956577 PRF1 CST7 \n", "6 chr1:24909406-24919504 TGFBR3 RUNX3 \n", "7 chr14:101709778-101714256 SYNE1 LINC02320, LINC00239 \n", "8 chr15:39623205-39625650 A2M FSIP1, AC037198.2 \n", "9 chr2:241762278-241764383 KLRD1 D2HGDH, AC114730.2 \n", "\n", " rna:10_g atac:10_p rna:10_p atac:11_n rna:11_n \\\n", "0 CCL5 2.674621e-73 3.779073e-257 chr2:86783559-86792275 CCL5 \n", "1 NKG7 2.087277e-69 1.109701e-229 chr1:24909406-24919504 PRKCH \n", "2 GZMH 2.679995e-71 2.847630e-178 chr6:111757055-111766675 SYNE2 \n", "3 GNLY 4.318250e-64 1.216602e-187 chr2:241762278-241764383 GZMK \n", "4 GZMA 5.663960e-68 5.518277e-123 chr14:22536559-22563070 KLRK1 \n", "5 PRF1 2.051183e-67 3.843459e-116 chr4:6198055-6202103 IL32 \n", "6 TGFBR3 8.747916e-68 4.423262e-109 chr14:99223600-99254668 SLFN12L \n", "7 SYNE1 8.434929e-63 2.249528e-106 chr17:35889026-35891507 IFNG-AS1 \n", "8 A2M 1.028597e-58 4.716177e-96 chr2:29009215-29017012 CBLB \n", "9 KLRD1 3.716237e-58 5.267267e-92 chr14:99255246-99275454 TC2N \n", "\n", " atac:11_g rna:11_g atac:11_p \\\n", "0 CD8A CCL5 9.833715e-48 \n", "1 RUNX3 PRKCH 4.776232e-34 \n", "2 FYN SYNE2 2.893507e-30 \n", "3 D2HGDH, AC114730.2 GZMK 2.154760e-29 \n", "4 TRAJ7, TRAJ6, TRAJ5, TRAJ4, TRAJ3, TRAJ2, TRAJ... KLRK1 2.985850e-28 \n", "5 JAKMIP1, C4orf50 IL32 3.059577e-26 \n", "6 BCL11B, AL109767.1 SLFN12L 1.682337e-26 \n", "7 CCL5 IFNG-AS1 9.189996e-26 \n", "8 TOGARAM2 CBLB 1.258743e-24 \n", "9 BCL11B, AL109767.1 TC2N 6.850508e-24 \n", "\n", " rna:11_p atac:12_n rna:12_n atac:12_g \\\n", "0 1.683454e-93 chr17:83076201-83103570 GNLY METRNL, AC130371.2 \n", "1 3.791643e-53 chr1:184386243-184389335 PRF1 C1orf21, AL445228.2 \n", "2 1.773567e-53 chr1:24909406-24919504 NKG7 RUNX3 \n", "3 1.329633e-39 chr19:10513768-10519594 KLRD1 S1PR5 \n", "4 2.445739e-38 chr20:24948563-24956577 GZMA CST7 \n", "5 2.299498e-38 chr10:70600535-70604482 CD247 PRF1 \n", "6 9.876600e-37 chr11:114072228-114076352 KLRF1 ZBTB16 \n", "7 1.596513e-35 chr12:52566432-52567532 SPON2 KRT74 \n", "8 1.134928e-34 chr2:231425358-231427497 MCTP2 AC017104.3 \n", "9 2.520548e-33 chr22:37161134-37168690 CTSW Z82188.2 \n", "\n", " rna:12_g atac:12_p rna:12_p atac:13_n rna:13_n \\\n", "0 GNLY 1.464539e-95 2.512159e-300 chr2:16653069-16660704 FCGR3A \n", "1 PRF1 1.508249e-73 1.206868e-219 chr5:1476663-1483241 TCF7L2 \n", "2 NKG7 1.569805e-74 2.455912e-219 chr20:40686526-40691350 MTSS1 \n", "3 KLRD1 5.259143e-63 3.873001e-148 chr19:18167172-18177541 LST1 \n", "4 GZMA 2.057619e-62 6.039948e-139 chr18:13562096-13569511 IFITM3 \n", "5 CD247 6.527049e-61 2.309114e-129 chr16:83744270-83745221 SERPINA1 \n", "6 KLRF1 2.042013e-58 4.219011e-113 chr21:43344646-43351817 CDKN1C \n", "7 SPON2 1.407997e-57 1.424799e-114 chr1:182143071-182150314 AIF1 \n", "8 MCTP2 3.888965e-57 5.003292e-129 chr9:134369462-134387253 MS4A7 \n", "9 CTSW 1.424692e-58 2.142344e-119 chr8:55878674-55886699 WARS \n", "\n", " atac:13_g rna:13_g atac:13_p rna:13_p \\\n", "0 FAM49A FCGR3A 6.194099e-62 5.207895e-237 \n", "1 SLC6A3, LPCAT1 TCF7L2 5.632560e-61 1.252915e-220 \n", "2 MAFB MTSS1 6.205222e-59 2.266043e-203 \n", "3 PIK3R2, IFI30 LST1 1.169732e-59 7.935218e-212 \n", "4 LDLRAD4, AP005131.3 IFITM3 1.280635e-56 7.007801e-207 \n", "5 CDH13, AC009063.2 SERPINA1 1.250536e-50 1.131737e-183 \n", "6 LINC01679 CDKN1C 7.539208e-53 1.537383e-141 \n", "7 LINC01344, AL390856.1 AIF1 2.856652e-53 2.067843e-176 \n", "8 RXRA MS4A7 2.108124e-53 2.519311e-158 \n", "9 LYN WARS 6.500344e-51 9.164220e-162 \n", "\n", " atac:14_n rna:14_n atac:14_g rna:14_g \\\n", "0 chr9:107480158-107492721 PLXDC2 KLF4 PLXDC2 \n", "1 chr6:41268623-41279829 DPYD TREM1 DPYD \n", "2 chr2:47067863-47077814 LRMDA TTC7A, AC073283.1 LRMDA \n", "3 chr9:134369462-134387253 SLC8A1 RXRA SLC8A1 \n", "4 chr22:38950570-38958424 NEAT1 APOBEC3A NEAT1 \n", "5 chr6:41280331-41287503 ARHGAP26 TREM1 ARHGAP26 \n", "6 chr3:72092464-72103763 VCAN LINC00877 VCAN \n", "7 chr11:61953652-61974246 CSF3R BEST1, FTH1 CSF3R \n", "8 chr1:212604203-212626574 JAK2 FAM71A, ATF3, AL590648.2 JAK2 \n", "9 chr2:26008387-26009976 DENND1A RAB10 DENND1A \n", "\n", " atac:14_p rna:14_p atac:15_n rna:15_n \\\n", "0 4.280707e-38 3.497046e-103 chr2:231669797-231676530 BANK1 \n", "1 7.767020e-28 1.984950e-83 chr22:41917087-41929835 RALGPS2 \n", "2 9.658957e-26 4.656471e-90 chr22:41931503-41942227 MS4A1 \n", "3 1.395050e-25 6.519244e-89 chr10:48671056-48673240 OSBPL10 \n", "4 1.810800e-24 1.618015e-80 chr6:167111604-167115345 AFF3 \n", "5 8.062107e-24 5.289995e-82 chr8:11491635-11494865 PAX5 \n", "6 4.381333e-23 5.609419e-85 chr19:5125450-5140568 CD79A \n", "7 9.522027e-23 7.652856e-85 chr6:150598919-150601318 EBF1 \n", "8 1.642385e-21 1.467037e-81 chr19:50414004-50420358 BLK \n", "9 3.955349e-21 2.902043e-80 chr14:104656327-104658929 CD74 \n", "\n", " atac:15_g rna:15_g atac:15_p rna:15_p \\\n", "0 PTMA BANK1 1.637270e-119 1.245263e-299 \n", "1 TNFRSF13C RALGPS2 5.062678e-122 1.751230e-246 \n", "2 CENPM MS4A1 7.979511e-96 5.261627e-229 \n", "3 AC068898.1 OSBPL10 1.658282e-81 2.182868e-173 \n", "4 CCR6, AL121935.1 AFF3 5.092136e-86 1.802127e-181 \n", "5 BLK PAX5 1.471368e-79 1.253291e-156 \n", "6 KDM4B, AC022517.1 CD79A 1.372673e-83 3.113845e-154 \n", "7 AL450344.3 EBF1 5.614446e-80 1.356953e-140 \n", "8 POLD1, SPIB BLK 2.610839e-80 4.866240e-139 \n", "9 AL583722.3 CD74 8.519442e-74 4.704890e-110 \n", "\n", " atac:16_n rna:16_n atac:16_g rna:16_g \\\n", "0 chr22:41917087-41929835 IGHM TNFRSF13C IGHM \n", "1 chr22:41931503-41942227 BANK1 CENPM BANK1 \n", "2 chr19:5125450-5140568 AFF3 KDM4B, AC022517.1 AFF3 \n", "3 chr6:150598919-150601318 FCRL1 AL450344.3 FCRL1 \n", "4 chr6:167111604-167115345 PAX5 CCR6, AL121935.1 PAX5 \n", "5 chr2:231669797-231676530 RALGPS2 PTMA RALGPS2 \n", "6 chr6:14093828-14096232 MS4A1 CD83 MS4A1 \n", "7 chr14:105817737-105818927 LINC00926 IGHD LINC00926 \n", "8 chr10:48671056-48673240 IGHD AC068898.1 IGHD \n", "9 chr16:88043944-88046683 COL19A1 BANP, AC134312.3 COL19A1 \n", "\n", " atac:16_p rna:16_p atac:17_n rna:17_n \\\n", "0 2.367636e-92 6.200262e-302 chr10:33135632-33141841 IL32 \n", "1 1.075287e-79 2.367819e-273 chr14:22536559-22563070 INPP4B \n", "2 4.475093e-78 3.061064e-228 chr20:59157931-59168100 SYNE2 \n", "3 3.760302e-72 7.420044e-185 chr10:33131993-33134879 ITGB1 \n", "4 2.686190e-70 1.329193e-172 chr14:105856766-105860740 TTC39C \n", "5 6.268393e-69 3.787194e-187 chr16:79598130-79602898 LTB \n", "6 1.434184e-66 1.927510e-153 chr12:22332848-22336188 SKAP1 \n", "7 2.299110e-60 5.362189e-133 chr8:29347324-29353460 BCL11B \n", "8 1.656861e-59 1.746471e-118 chr7:142782798-142813716 TRAC \n", "9 8.838689e-61 1.094404e-108 chr10:8041366-8062418 TNIK \n", "\n", " atac:17_g rna:17_g atac:17_p \\\n", "0 IATPR IL32 1.571908e-18 \n", "1 TRAJ7, TRAJ6, TRAJ5, TRAJ4, TRAJ3, TRAJ2, TRAJ... INPP4B 3.409747e-15 \n", "2 ZNF831 SYNE2 7.611764e-14 \n", "3 IATPR ITGB1 4.133223e-13 \n", "4 IGHM TTC39C 1.969771e-12 \n", "5 MAF LTB 1.009806e-11 \n", "6 ST8SIA1 SKAP1 1.294966e-11 \n", "7 DUSP4, AC084262.1, AC084262.2 BCL11B 1.384822e-11 \n", "8 TRBC1, TRBJ2-1, TRBJ2-2, TRBJ2-2P, TRBJ2-3, TR... TRAC 4.551260e-11 \n", "9 GATA3, GATA3-AS1, AL390294.1 TNIK 8.872703e-11 \n", "\n", " rna:17_p atac:18_n rna:18_n \\\n", "0 1.061190e-43 chr1:220876295-220883526 CST3 \n", "1 2.751113e-40 chr9:107480158-107492721 HDAC9 \n", "2 1.021233e-38 chr3:159762787-159765472 HLA-DRB1 \n", "3 1.399717e-37 chr8:132895117-132896351 HLA-DRA \n", "4 3.865242e-33 chr17:81044486-81052618 CD74 \n", "5 1.109585e-29 chr10:75399596-75404660 HLA-DPB1 \n", "6 7.253496e-29 chr3:4975862-4990757 LYZ \n", "7 3.239137e-28 chr7:132390553-132391253 HLA-DPA1 \n", "8 1.653127e-26 chr18:9707302-9713342 HLA-DQA1 \n", "9 7.982392e-26 chr22:39299385-39300930 CCDC88A \n", "\n", " atac:18_g rna:18_g atac:18_p rna:18_p \\\n", "0 HLX, HLX-AS1 CST3 8.837247e-29 3.276288e-77 \n", "1 KLF4 HDAC9 1.021219e-26 3.550487e-60 \n", "2 IQCJ-SCHIP1-AS1, IQCJ-SCHIP1 HLA-DRB1 2.839047e-23 6.167329e-62 \n", "3 TG HLA-DRA 6.543880e-22 1.647421e-56 \n", "4 BAIAP2 CD74 4.705331e-22 7.588303e-53 \n", "5 ZNF503, ZNF503-AS2, AC010997.3 HLA-DPB1 8.032085e-22 1.694404e-57 \n", "6 BHLHE40, BHLHE40-AS1 LYZ 1.523831e-21 4.167852e-52 \n", "7 PLXNA4, AC011625.1 HLA-DPA1 1.129696e-19 1.807182e-55 \n", "8 RAB31 HLA-DQA1 3.051259e-21 3.095756e-54 \n", "9 AL022326.1 CCDC88A 1.937375e-19 1.917706e-53 \n", "\n", " atac:19_n rna:19_n atac:19_g rna:19_g \\\n", "0 chr11:114072228-114076352 NKG7 ZBTB16 NKG7 \n", "1 chr11:114065160-114066911 CCL5 ZBTB16 CCL5 \n", "2 chr4:6198055-6202103 A2M JAKMIP1, C4orf50 A2M \n", "3 chr16:81519063-81525049 RORA CMIP RORA \n", "4 chr20:33369063-33370940 ZBTB16 CDK5RAP1 ZBTB16 \n", "5 chr15:39623205-39625650 SYNE2 FSIP1, AC037198.2 SYNE2 \n", "6 chr20:35250675-35252861 SLC4A10 MMP24 SLC4A10 \n", "7 chr17:3794770-3797216 KLRG1 ITGAE KLRG1 \n", "8 chr21:45226467-45228792 KLRB1 LINC00334, ADARB1 KLRB1 \n", "9 chr2:29009215-29017012 PRF1 TOGARAM2 PRF1 \n", "\n", " atac:19_p rna:19_p atac:20_n rna:20_n \\\n", "0 5.263514e-32 1.790101e-56 chr2:86783559-86792275 LEF1 \n", "1 2.871598e-26 2.320116e-47 chr12:10552886-10555668 PDE3B \n", "2 1.508503e-27 1.831348e-41 chr14:99255246-99275454 BACH2 \n", "3 2.091597e-27 7.922389e-38 chr11:66311352-66319301 THEMIS \n", "4 1.162533e-23 2.661080e-35 chr1:59813997-59815790 NELL2 \n", "5 1.091165e-23 1.105071e-34 chr5:142094537-142099713 CCR7 \n", "6 1.974890e-22 1.718142e-29 chr20:53871922-53873963 APBA2 \n", "7 1.040331e-21 1.211021e-31 chr21:46423263-46427109 RPS5 \n", "8 8.993120e-21 4.190163e-30 chr13:40185436-40188814 CAMK4 \n", "9 1.895675e-21 1.460752e-30 chr2:136122469-136138482 TCF7 \n", "\n", " atac:20_g rna:20_g atac:20_p rna:20_p \\\n", "0 CD8A LEF1 0.000002 8.856198e-22 \n", "1 LINC02446 PDE3B 0.000016 8.262455e-18 \n", "2 BCL11B, AL109767.1 BACH2 0.000016 1.329808e-16 \n", "3 CD248, AP001107.3 THEMIS 0.000026 1.154498e-16 \n", "4 HOOK1 NELL2 0.000137 2.043361e-16 \n", "5 NDFIP1 CCR7 0.000213 6.501597e-16 \n", "6 AC006076.1 APBA2 0.000455 5.082542e-13 \n", "7 PCNT, DIP2A RPS5 0.000441 1.327628e-11 \n", "8 LINC00598, LINC00332 CAMK4 0.000496 1.402814e-11 \n", "9 CXCR4 TCF7 0.000576 1.413410e-11 \n", "\n", " atac:21_n rna:21_n atac:21_g rna:21_g \\\n", "0 chr17:81425658-81431769 TCF4 BAHCC1 TCF4 \n", "1 chr7:98641522-98642532 RHEX NPTX2 RHEX \n", "2 chr22:50281096-50284890 PLD4 PLXNB2 PLD4 \n", "3 chr6:4281598-4282429 LINC01374 AL159166.1 LINC01374 \n", "4 chr20:43681305-43682881 AC023590.1 MYBL2 AC023590.1 \n", "5 chr17:16986865-16990016 ZFAT LINC02090 ZFAT \n", "6 chr19:15197159-15198290 EPHB1 NOTCH3 EPHB1 \n", "7 chr6:11730442-11733107 UGCG ADTRP, AL022724.3 UGCG \n", "8 chr19:2446191-2447956 PTPRS LMNB2 PTPRS \n", "9 chr4:791795-793496 IRF8 CPLX1, AC139887.2 IRF8 \n", "\n", " atac:21_p rna:21_p atac:22_n rna:22_n \\\n", "0 3.739753e-36 1.641340e-99 chr20:44066714-44073458 FHIT \n", "1 1.711629e-26 4.041783e-93 chr11:128300590-128306168 MALAT1 \n", "2 1.265134e-27 5.019379e-78 chr5:75049736-75054761 BCL11B \n", "3 1.502998e-25 4.623344e-56 chr11:119304967-119307621 MLLT3 \n", "4 1.418595e-27 7.584299e-59 chr10:35011628-35012338 TCF7 \n", "5 1.159140e-27 3.849926e-69 chr9:128898308-128904486 BACH2 \n", "6 4.099613e-23 2.330743e-54 chr10:26682168-26683639 RPL19 \n", "7 1.117509e-26 9.265508e-75 chr4:54940758-54943697 RPS27 \n", "8 3.049988e-23 9.656860e-55 chr14:99181080-99219442 LEF1 \n", "9 8.422711e-23 8.381387e-68 chr13:40483522-40487100 CAMK4 \n", "\n", " atac:22_g rna:22_g atac:22_p rna:22_p \n", "0 TOX2, AL035447.1 FHIT 0.001339 6.461786e-14 \n", "1 LINC02098 MALAT1 0.003834 1.109931e-10 \n", "2 GCNT4 BCL11B 0.004047 3.662743e-10 \n", "3 MCAM, CBL MLLT3 0.004515 4.185940e-09 \n", "4 CUL2, LINC02635 TCF7 0.005693 6.010186e-09 \n", "5 LRRC8A BACH2 0.006479 4.565414e-08 \n", "6 PDSS1 RPL19 0.007781 2.671981e-06 \n", "7 AC111194.1 RPS27 0.009565 4.603503e-06 \n", "8 BCL11B, AL162151.1 LEF1 0.009794 3.335552e-06 \n", "9 LINC00598 CAMK4 0.010548 3.378319e-06 " ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result = {}\n", "result['rna'] = mdata['rna'].uns['rank_genes_groups']\n", "result['rna']['genes'] = result['rna']['names']\n", "result['atac'] = mdata['atac'].uns['rank_genes_groups']\n", "\n", "groups = result['rna']['names'].dtype.names\n", "pd.set_option(\"max_columns\", 200)\n", "pd.DataFrame(\n", " {mod + ':' + group + '_' + key[:1]: result[mod][key][group][:10]\n", " for group in groups for key in ['names', 'genes', 'pvals']\n", " for mod in mdata.mod.keys()})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Assigning cell type labels" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Having studied markers of individual clusters, we can add a new cell type annotation to the object." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "new_cluster_names = {\n", " \"0\": \"CD4+ naïve T\", \"8\": \"CD4+ naïve T\", \"22\": \"CD4+ naïve T\",\n", " \"1\": \"CD4+ memory T\", \"6\": \"CD4+ memory T\", \"17\": \"CD4+ memory T\",\n", " \"2\": \"CD8+ naïve T\", \"5\": \"CD8+ naïve T\", \"20\": \"CD8+ naïve T\",\n", " \"10\": \"CD8+ cytotoxic effector T\", \"11\": \"CD8+ transitional effector T\",\n", " \"19\": \"MAIT\", \"12\": \"NK\",\n", " \n", " \"16\": \"naïve B\", \"15\": \"memory B\",\n", " \n", " \"3\": \"classical mono\", \"7\": \"classical mono\", \"9\": \"classical mono\", \"14\": \"classical mono\", \n", " \"4\": \"intermediate mono\", \"13\": \"non-classical mono\",\n", " \"18\": \"mDC\", \"21\": \"pDC\",\n", "}\n", "\n", "mdata.obs['celltype'] = mdata.obs.leiden_joint.astype(\"str\")\n", "mdata.obs.celltype = mdata.obs.celltype.map(new_cluster_names).astype(\"category\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will also re-order categories for the next plots:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "mdata.obs.celltype.cat.reorder_categories([\n", " 'CD4+ naïve T', 'CD4+ memory T',\n", " 'CD8+ naïve T', 'CD8+ transitional effector T', 'CD8+ cytotoxic effector T',\n", " 'MAIT', 'NK',\n", " 'naïve B', 'memory B',\n", " 'classical mono', 'intermediate mono', 'non-classical mono',\n", " 'mDC', 'pDC'], inplace=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "... and take colours from a palette:" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "import matplotlib\n", "import matplotlib.pyplot as plt\n", "\n", "cmap = plt.get_cmap('rainbow')\n", "colors = cmap(np.linspace(0, 1, len(mdata.obs.celltype.cat.categories)))\n", "\n", "mdata.uns[\"celltype_colors\"] = list(map(matplotlib.colors.to_hex, colors))" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mu.pl.umap(mdata, color=\"celltype\", legend_loc=\"on data\", frameon=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualising markers" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "mdata['rna'].obs['celltype_joint'] = mdata.obs.celltype\n", "mdata['atac'].obs['celltype_joint'] = mdata.obs.celltype" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we'll visualise some marker genes across cell types." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "marker_genes = [\n", " 'IL7R', 'TRAC', 'GATA3', # CD4+ T\n", " 'LEF1', 'FHIT', 'RORA', 'ITGB1', # naïve/memory\n", " 'CD8A', 'CD8B', 'CD248', 'CCL5', # CD8+ T\n", " 'GZMH', 'GZMK', # cytotoxic/transitional effector T cells\n", " 'KLRB1', 'SLC4A10', # MAIT\n", " 'IL32', # T/NK\n", " 'GNLY', 'NKG7', # NK\n", " 'CD79A', 'MS4A1', 'IGHD', 'IGHM', 'IL4R', 'TNFRSF13C', # B\n", " 'KLF4', 'LYZ', 'S100A8', 'ITGAM', 'CD14', # mono\n", " 'DPYD', 'ITGAM', # classical/intermediate/non-classical mono\n", " 'FCGR3A', 'MS4A7', 'CST3', # non-classical mono\n", " 'CLEC10A', 'IRF8', 'TCF4' # DC\n", "]" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.8/site-packages/anndata/_core/anndata.py:1192: FutureWarning: is_categorical is deprecated and will be removed in a future version. Use is_categorical_dtype instead\n", " if is_string_dtype(df[key]) and not is_categorical(df[key])\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.pl.dotplot(mdata['rna'], marker_genes, 'celltype_joint')" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "marker_peaks = [\n", " 'chr14:99255246-99275454', 'chr10:33135632-33141841', # T/NK\n", " 'chr1:1210271-1220028', # memory T/NK\n", " 'chr2:86783559-86792275', # CD8+ T/NK\n", " 'chr12:10552886-10555668', # naïve CD8+ T\n", " 'chr11:114072228-114076352', # MAIT/NK\n", " 'chr5:150385442-150415310', # B and mono (CD74)\n", " 'chr22:41931503-41942227', 'chr22:41917087-41929835', 'chr6:167111604-167115345', # B\n", " 'chr9:107480158-107492721', 'chr5:1476663-1483241', # mono\n", " 'chr10:75399596-75404660', 'chr1:220876295-220883526', # mDC\n", " 'chr17:81425658-81431769', 'chr7:98641522-98642532', # pDC\n", "]" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.8/site-packages/anndata/_core/anndata.py:1192: FutureWarning: is_categorical is deprecated and will be removed in a future version. Use is_categorical_dtype instead\n", " if is_string_dtype(df[key]) and not is_categorical(df[key])\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.pl.dotplot(mdata['atac'], marker_peaks, 'celltype_joint')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Saving progress on disk" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this notebook we have filtered cells and added MOFA factors & things based on them (neighbourhood graph, clusters, UMAP) to the `mdata` object, and we'll finally save our progress on disk:" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.8/site-packages/anndata/_core/anndata.py:1192: FutureWarning: is_categorical is deprecated and will be removed in a future version. Use is_categorical_dtype instead\n", " if is_string_dtype(df[key]) and not is_categorical(df[key])\n" ] } ], "source": [ "mdata.write(\"data/pbmc10k.h5mu\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For a more detailed exploration of the trained MOFA model in Python, please see [this notebook](3.1-MOFA-Model-Interpretation.ipynb) that demonstrated how to use [mofa×](https://github.com/bioFAM/mofax) to interpret the MOFA model that we've trained on the ATAC+RNA multi-omics data.\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 4 }