{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Processing and integrating 5k PBMCs CITE-seq data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebooks provides an example for CITE-seq data processing in Python.\n", "\n", "CITE-seq is a method for cellular indexing of transcriptomes and epitopes by sequencing. CITE-seq data is single-cell data comprising transcriptome-wide measurements for each cell (gene expression) as well as surface protein level information, typically for a few dozens of proteins. The method is described in [Stoeckius et al., 2017](https://www.nature.com/articles/nmeth.4380) and also [on the cite-seq.com website](https://cite-seq.com/).\n", "\n", "The data used in this notebook is on peripheral blood mononuclear cells (PBMCs) and [has been provided by 10x Genomics](https://support.10xgenomics.com/single-cell-gene-expression/datasets/3.0.2/5k_pbmc_protein_v3)." ] }, { "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": [ "## Download data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[The data is available here](https://support.10xgenomics.com/single-cell-gene-expression/datasets/3.0.2/5k_pbmc_protein_v3).\n", "Both filtered and raw matrices are required for this notebook." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# This is the directory where those files are downloaded to\n", "data_dir = \"data/pbmc5k_protein\"" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "filtered_feature_bc_matrix\n", "raw_feature_bc_matrix\n", "5k_pbmc_protein_v3_raw_feature_bc_matrix.tar.gz\n", "5k_pbmc_protein_v3_filtered_feature_bc_matrix.tar.gz\n" ] } ], "source": [ "for file in os.listdir(data_dir):\n", " print(file)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load libraries and data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Import libraries:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import scanpy as sc" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "import muon as mu\n", "from muon import prot as pt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, we will load filtered matrices that contain counts for cell but not empty droplets. These cells will be used for the downstream analysis." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.8/site-packages/anndata/_core/anndata.py:1094: FutureWarning: is_categorical is deprecated and will be removed in a future version. Use is_categorical_dtype instead\n", " if not is_categorical(df_full[k]):\n" ] } ], "source": [ "mdata = mu.read_10x_mtx(os.path.join(data_dir, \"filtered_feature_bc_matrix\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we will also load count matrices for all the droplets, whether containing cells or empty." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "mdata_raw = mu.read_10x_mtx(os.path.join(data_dir, \"raw_feature_bc_matrix\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Protein" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 5247 × 32\n", " var: 'gene_ids', 'feature_types'" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prot = mdata.mod['prot']\n", "prot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### DSB normalisation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This normalisation method developed for CITE-seq data uses background droplets defined by low RNA content in order to estimate background protein signal and remove it from the data. [More details and its original implementation are available in the `dsb` GitHub repository](https://github.com/niaid/dsb)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`muon` brings `dsb` normalisation method to Python CITE-seq workflows. \n", "\n", "```py\n", "pt.pp.dsb(mdata, raw=mdata_raw, empty_droplets=droplets)\n", "```\n", "\n", "Please note due to the nature of the `dsb` method it behaves in a slightly different way than many other preprocessing and normalisation methods. Its implementation in `muon` offers 2 ways to use the method.\n", "\n", "1. Operate on 2 AnnData / MuData objects — filtered and raw. Cell calling from the filtered data is used to define cells in the raw data then.\n", "\n", "1. As in the original implementation, operate on raw matrices and then return a copy of the data where only specified cells are kept." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, we use the first way of using the method. We would still need to calculate `log10umi` value for each droplet to define which droplets are empty." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "mdata_raw['rna'].obs[\"log10umi\"] = np.array(np.log10(mdata_raw['rna'].X.sum(axis=1) + 1)).reshape(-1)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.8/site-packages/seaborn/distributions.py:369: UserWarning: Default bandwidth for data is 0; skipping density estimation.\n", " warnings.warn(msg, UserWarning)\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mu.pl.histogram(mdata_raw['rna'], ['log10umi'], bins=50)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For clarity, let's zoom into the part of this data:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.8/site-packages/anndata/_core/anndata.py:1094: FutureWarning: is_categorical is deprecated and will be removed in a future version. Use is_categorical_dtype instead\n", " if not is_categorical(df_full[k]):\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mu.pl.histogram(mdata_raw['rna'][mdata_raw['rna'].obs.log10umi >= 1], ['log10umi'], bins=50)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this dataset, isotype antibody controls are available that also can be taken into account by the normalisation method:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['IgG1_control_TotalSeqB', 'IgG2a_control_TotalSeqB',\n", " 'IgG2b_control_TotalSeqB'], dtype=object)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "isotypes = mdata_raw['prot'].var_names[29:32].values\n", "isotypes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Preserve original counts in a layer before the normalisation:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "prot.layers['counts'] = prot.X" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Normalise counts in `mdata`:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/bredikhi/git/compbio/muon/muon/_prot/preproc.py:129: UserWarning: Dropping 49 empty droplets as they are already defined as cells\n", " warn(\n", "/usr/local/lib/python3.8/site-packages/anndata/_core/anndata.py:1094: FutureWarning: is_categorical is deprecated and will be removed in a future version. Use is_categorical_dtype instead\n", " if not is_categorical(df_full[k]):\n" ] } ], "source": [ "pt.pp.dsb(mdata, mdata_raw, empty_counts_range=(1.5, 2.8), isotype_controls=isotypes, random_state=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot values to visualise the effect of normalisation:" ] }, { "cell_type": "code", "execution_count": 15, "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 'feature_types' as categorical\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sc.pl.scatter(mdata['prot'], x=\"CD3_TotalSeqB\", y=\"CD19_TotalSeqB\", layers='counts')\n", "sc.pl.scatter(mdata['prot'], x=\"CD3_TotalSeqB\", y=\"CD19_TotalSeqB\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Downstream analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can run conventional methods like PCA on the normalised protein counts:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "sc.tl.pca(prot)" ] }, { "cell_type": "code", "execution_count": 19, "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": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sc.pl.pca(prot, color='CD3_TotalSeqB')" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "sc.pp.neighbors(prot)\n", "sc.tl.umap(prot, random_state=1)" ] }, { "cell_type": "code", "execution_count": 21, "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": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sc.pl.umap(prot, color=['CD3_TotalSeqB', 'CD14_TotalSeqB'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## RNA" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 5247 × 33538\n", " var: 'gene_ids', 'feature_types'" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rna = mdata.mod['rna']\n", "rna" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### QC" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Perform some quality control. For now, we will filter out cells that do not pass QC." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "rna.var['mt'] = rna.var_names.str.startswith('MT-') # annotate the group of mitochondrial genes as 'mt'\n", "sc.pp.calculate_qc_metrics(rna, qc_vars=['mt'], percent_top=None, log1p=False, inplace=True)" ] }, { "cell_type": "code", "execution_count": 24, "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 'feature_types' as categorical\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAoAAAAC/CAYAAABufm1yAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy86wFpkAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOyddXgURxvAfxM3SEiA4O4a3AlWChSXQvFCkZYibaGlFCgUKVJKobiVUqC4u7tL8OAQCEmIu11uvj/ubr8cdwkBEkJhf89zT25nZ2dnLzu777zzipBSoqKioqKioqKi8uFgkdkdUFFRUVFRUVFRebuoAqCKioqKioqKygeGKgCqqKioqKioqHxgqAKgioqKioqKisoHhioAqqioqKioqKh8YKgCoIqKioqKiorKB4YqAKqoqKioqKi8EkIIDyFEi0zuQyEhRNcMbL+BEKJ2RrWf2agC4HuOEGKcEGJ4ZvcjNYQQLkKIrzK7Hyr/XdJyD6X1ZaGvdz39evdqqONB5T+CB5CpAiBQCMgwARBoAKgCoIpKBuICqC88lTfBhZffQ4XI2JdFeuGCOh5UMgH95MdbCLFKCHFLCLFBCOEghKgmhDglhLgihDgnhHAGfgE6CyG8hBCdU2jPSQjxlxDimhDiqhCig778M33ZdSHE1GT1o5J97yiEWK7/vlwIMVvfhwdCiI76alOAevo+fCOEKKvvn5f+fMVfcp3LhRB39NfbRAhxUghxVwhRXQhRCBgIfKNvr96b/8LvGFJK9ZOGD7qXxy1gMXAD2AfYp1C3GnAV8AKmA9f15Zb67fP6/QP05Q2AI8AGwBtYBQj9virAUeAisBfIrS8fAtzUt7MmlX6PA/4BTgN3gX768hVA22T1VgFtUmjDEvgNuK4/32B9eWPgMnANWAbY6ssfAdn136sCR5L1ZZn+Wh8AQ/Tla4DYZL9XbuCYfvs6UC+z///q593+mLmHpuvvnWtAZ32dM0C4vs43+jF9HLik/9TW1ytkGLMpnEsdD+rnvfzo730J1NFvLwO+19+f1fRlWQEroDcw5yXtTQX+SLadDcgD+AA59O0cQv8uAqKS1e0ILNd/Xw6sR6e0KgPc05c3AHYkO+ZPoJv+uw0pv6MLARqgvL7Ni/prFUAbYIu+3jhgeGb/XzLqo2oAX43iwFwpZVkgDOiQQr2/0Al3HkBSsvK+QLiUsho6IbGfEKKwfl8lYBi6m7sIUEcIYY3uhu4opayC7gadpK8/EqgkpayAbpaSGhWARkAtYKwQIg+wFN0ARj+bqw3sTOH4/ugGjIf+fKuEEHboBmVnKWV5dAP5y5f0A6AU8DFQHfhZf40jgftSSg8p5Qh0Wpq9+t+vIroXn4pKaij3EDpBzwPdvdMEmC6EyK2vc1x/n80EngMfSSkrA52B2Wk8lzoeVN5nnkgpT+q/r0R3f/pJKc8DSCkjpJSaNLbVBJhr2JBShqJ79x2RUgbq21kF1E9DW1uklFop5U3APYU6p4FRQogfgIJSythU2nsopbwmpdSiU+oclDqp7xq68f3eowqAr8ZDKaWX/vtFzNwkQggXIIuU8rS+aHWy3U2BnkIIL+As4IZOqAQ4J6V8qr8ZvfRtlwTKAfv1x4wG8unrX0X34umObiaTGlullLFSyiDgMFBdSnkUKC6EyAF8BmxMZVA3ARYa9kspQ/R9eyilvKOv8zdpG8Q7pZTx+r48x/xAPg98LoQYB5SXUkamoV0VFQN1gX+llElSygB0GvRqZupZA4uFENfQaRfKpLF9dTyovM/IF7YjMuncdi/si0/2XZg9WMrVQGt0GvRdQohGqZwreXvaZNtadBO49x5VAHw1kt8wSbz6TSLQLRd56D+FpZT7UmlbADeS1S8vpWyqr/MJuplVZeC8ECK1vrw4oA3bK4DuwOfotIvphYb/31upDWKzv6GU8hi6l6cvsFwI0TMd+6aiYuAbIACdVq0quiWjjEAdDyr/JQoIIWrpv3dFp1HPLYSoBiCEyKJ/30QCWV7S1n5gkGFDCJENOAd4CiGyCyEs0SkgjuqrBAghSgshLIB2aeirUR+EEEWAB1LK2cBWdKtfb0JarvE/iyoApjNSyjAgUghRQ1/UJdnuvcCX+mUehBAlhBCOqTR3G8hhGIxCCGu9kasFkF9KeRj4AXAGnFJpp40Qwk4I4YbOZuK8vnw5umVn9Gr1lNgPDDAImUIIV33fCgkhiunr9OD/g/gROttFSHmZPDkvDuKCQICUcjGwBJ2Qq6KSGsnvoePojNMt9Rru+uheOi8+zJ3RLW1p0d2/lmk8lzoeVN5nbgODhBC30Nns/YnOROJPIcQVdPe/HbrVpDKpOYEAE4FsemePK0BDKaUfOjOHw8AV4KKUcqu+/khgB3AK8EtDX68CSXrnlG+AT4Hr+hWzcuiUHG/CdqDd++oE8kGoOTOBvuiWlrToXgLh+vIl6JZ2LwkhBBAItE2pESllgt7babbeTs8K+AO4A6zUlwlgtl7wTImr6AZbdmCClPKZvv0A/SDf8pLrWQKUAK4KIRKBxVLKOUKIz4H1+hfheWCBvv54YKkQYgI6A/dUkVIG672vrgO70Rm6j9CfKwpQNR4qqWLmHrqK7uUige+llP5CiGD0Lwt0k595wEa9Rm0PEJ3G06njQeV9RiOl7P5C2Xmgppm65kwrFKSUUUAvM+X/Av+aKd+AzhnyxfLeL2w76f8morNvT86U1PqkP+4ROgHRpP3k+/QmHW+qRXxnMXiaqqQjQggn/Y2PEGIkOs/doZncLROEEA7oDF4rSynDX1ZfRUVFReX9RR/6ZIeUstzL6qr891E1gBnDJ0KIH9H9vo/Re9u+SwghmqDzBJ6pCn8qKioqKi9qxtKKXvv9opLjpJRykLn6bwu92dNBM7saSymD33Z/3jVUDeAbIISYC9R5oXiWlPKvTOjLGw9AIcTH6OI2JeehlDItxrgqKu8V6nhQUVF5n1EFQBUVFRUVFRWVDwzVC1hFRUVFRUVF5QPjnRYAmzVrJtF58akf9fMuff7zqGNL/byDn/886rhSP+/oxyzvtAAYFBSU2V1QUXkvUceWikr6o44rlf8S77QAqKKioqKioqKikv6oAqCKioqKioqKygeGKgCqqKioqKioqHxgqAKgioqKioqKisoHhioAfiDExsZmdhcA8PPz486dO5ndDZX3kJCQEK5du/ZWz5mYmIhGo3mr51RR+RCIi4vL7C4onDx58r0c56oA+AFw5swZmjdvjpeXV2Z3BR8fH27evJnZ3VB5D3n27BlXrlx5q+f86qtBjBw58q2eU0XlfefYsWM0a9YMb2/vzO4KAEePHiUmJiazu5HuqLmAPwAuXboEgLe3Nx4eHpnalxo1amTq+VXeX8qVK0e5cm83h/3du6o2W0UlvTlz5gwA9+/fp1SpUpncGxg1alRmdyFDUDWAKioqKioqKu8caqrajEUVAFVUVFRUVN5DfHx8CAsLy+xuqLyjqAKgioqKiorKe8iRI0e4ceNGZndD5R1FtQFUUVFRUVF5D+nZs2dmd0HlHUbVAKYzUkoePnyY2d0wQggBqPYUmYUQ4pEQ4poQwksIcUFf5iqE2C+EuKv/m01fLoQQs4UQ94QQV4UQlZO100tf/64Qoley8ir69u/pjxVv/ypVVFRUXp/ExER++umnN2ojMDAwnXrzYaAKgOlMYGAgs2fPzuxuGGEQ/P5rckFsbCwdOnTI7G6kFw2llB5Syqr67ZHAQSllceCgfhugOVBc/+kPzAedwAj8DNQAqgM/G4RGfZ1+yY5rlvGXo6KiktkkJCTQunXrt37e2NjYdI+LZ21tTbNmr//oSkxMZMCAAenYo/cfVQBMZ3LmzMnMmTMzuxvvBfb29ixevDizu5FRtAH+1n//G2ibrHyF1HEGcBFC5AY+BvZLKUOklKHAfqCZfl9WKeUZqZP0VyRrS0VF5T3GxsaGFStWvPXzLliwgP3796d7u/Xq1XvtY62trdm0aVM69iZ9mD179jsTz/BFVAFQ5Z3G1dU1s7uQHkhgnxDiohCiv77MXUrpp//uD7jrv+cFniQ79qm+LLXyp2bKVVRUPgBcXFze+jm/+eYbmjdvnuHnSUpKAuD06dNMnz49w8+XEXz88ccUKFAgs7thFtUJREUl46krpfQVQuQE9gshjKaDUkophMhwA0298NkfeGcfSCoqKioGDAJglSpVKFGiRIacIzY2Fnt7+wxpG6BkyZIZ1vabomoAVVQyGCmlr/7vc2AzOhu+AP3yLfq/z/XVfYH8yQ7Ppy9LrTyfmXJz/VgkpawqpayaI0eON70sFRUVlbeCjY0Nbm5ur328RqPhwoULZveNHTuWixcvvnbbr8u7kOtYFQBV3imSkpLYuXNnZncj3RBCOAohshi+A02B68A2wODJ2wvYqv++Deip9wauCYTrl4r3Ak2FENn0zh9Ngb36fRFCiJp679+eydpSUVFR+c+SXpErIiIi2L17t9l906dPp0qVKulynrRy+fLlN/Z4Tg/UJeAPgP9SGBiNRoO3tzeffPJJZnclvXAHNuv/B1bAainlHiHEeWCdEKIv8Bj4VF9/F9ACuAfEAJ8DSClDhBATgPP6er9IKUP0378ClgP2wG79R0VFReU/TXq9s1xdXRkzZgwJCQnY2NikS5tvQqVKlahUqVJmd0MVAD8E/kthYGxtbfnuu+8yuxvphpTyAVDRTHkw0NhMuQQGpdDWMmCZmfILQLk37qyKisoHxdatW6lfvz7ZsmV7eeX3gEGDBjF8+HDFLm/z5s08e/aMQYPMPnLfe1QB8APjzJkz1KxZM7O7oaKioqKSySQmJprVsi1ZsoQsWbLQuXPnTOhVxvFiWLFWrVopjiYfIqoN4AeElJK1a9dmdjdUVFLkhx9+4Ny5c5ndDRWVD4KOHTuaDbXVo0cP2rdvnwk9MiajzZasrKywtbU1Klu3bh1arTZDz/uukCYBUAjhIoTYIITwFkLcEkLUSs9UVipvByGEGqRa5Z1m/PjxVK9ePbO7oaLyQWNra4u1tXVmdyNTCAoKUgXAF5gF7JFSlkJnz3SL9E1lpaKiooKdnV1md0HlA0QI8Y0Q4oYQ4roQ4l8hhJ0QorAQ4qxembFWCPFWvQfCw8PZtm3b2zzlO4c5QSw0NDRDz/nVV19hZfVhWMe9VAAUQjgD9YGlAFLKBCllGOmUyiodr0UlBf5LXsAqKioqbxMhRF5gCFBVSlkOsAS6AFOBmVLKYkAo0Pdt9ispKYmYmJi3ecp3jhcFwEePHr0T4VPeF9KiASwMBAJ/CSEuCyGW6OOZpVcqKyOEEP2FEBeEEBcCAwNf7WpUzPJf8gJWUVFRyQSsAHshhBXgAPgBjYAN+v3JlRxvBVdXV7p06ZKubS5ZsgRfX7Nx4jOcZcuWvbLDxYsCYKFChZg3b156dsuEhQsXfjDKkrQIgFZAZWC+lLISEM3/l3sBJXRFuvxiarYCFRUVFZW3hT5Tz2+ADzrBLxy4CIRJKTX6au9Fjm0vLy8Tp4e3hYWFxSsrITQazcsrpTMfkhlKWgTAp8BTKeVZ/fYGdAJheqWyUlFRUVFRyRT0tuht0K125QEceQXzpP/SqlW9evUyLeZf7969sbBIm9uBQVOYmJiYkV0yS69evT6Y1bKX/jeklP7AEyGEIaNxY+Am6ZTKKv0uRUVFRUVF5ZVpAjyUUgZKKROBTUAddPbrBm+ATMmxnZSURKNGjdKtveXLl2NpaWl236VLlzLcwSKtGATADzlG39sgrV7Ag4FVQoirgAcwGZgCfCSEuItuAE3R190FPECXymoxujRV6NNWGVJZncc4lZVKBqI6gaiopIyUkiZNmmR2N1QyDx+gphDCQZ9P26DkOAx01NdJruR4a1haWqaYw/Z1SK2ta9euERQUlG7nehMSEhKM/r4vaDQa7t69m9ndUEiTACil9NLPcCpIKdtKKUOllMFSysZSyuJSyiYGYU7v/TtISllUSllen6bK0M4yKWUx/eevjLooFRUVlbQihGDr1rf+bld5R9CbN20ALgHX0L0XFwE/AN8KIe4BbugjYbxtXsdm79mzZy+N+ert7c2ePXuU7V69elG8ePFXPpeBPXv2cPTo0dc+PjkG27/MsAHMSPz8/Fi5cmVmd0Phwwh284Gjav5UVFLH0dExs7ugkolIKX9GF6c2OQ/Qxax9Z/Hx8UGj0VCkSBGjcldXV+rWrZvqsfb29jg7O6dbX0qUKJFuwaMNtn+ZYQOYkeTPn5/x48dndjcU1FRwKioqKioq/xGSh0Z5+PAhd+7cMaljZ2dHtWrVUm2nYMGC1KpVC4CrV6++cb+KFClC/vz5X14xDRg0f5ltA6jRaIiMjMzUPmQkqgD4FklMTMzUPKev4tnk7+//3tlfqKioqPzXmT59Otu3bwfA09OTZs3ePJ/CsmXLiI2NfWm9tGrkFi5ciL+/f5rqfv3113h7exufJ52WgKOiohgyZMhrH3/q1CnmzJnzRn14l1EFwLdIeHg4hw4deuvnfR0nkOXLl3Pjxo2M6pKKioqKymvwww8/0KpVq3RtU6PREBwc/NJ6bdu2TVUjlpCQwIULFyhbtixZsmRJ07mnTp1KqVKljMq0es3fm+bk3blzJ25ubq99fP369fnxxx/fqA/vMqoN4Fske/bsjBw58uUV05nXyQSSGf1UUVFRUXn7jB07lpw5c7603s6dO1PdHxoayqFDh/j+++/TfG5z9reGd9ab2q937tz5jY5/31E1gCoqKioqKu8pP/74IxEREcTFxbFgwQKzddIi/L2IOeHM3d39lYS/lIiKiiI2NlZ1YMxgVAFQRUVFRUXlPaVTp044OTlhaWmJu7t7urTp5eXFV199lS5tmSM8PCJNNokqb4YqAH4AfChpbVRUVFRUjKlcuTIWFhZYW1vTrl27NB8XHBzMJ598Ynafh4cH8+fPT68umpAnTx5cXV1T3P/06VP++OOPdDvf/fv30+y0khaSkpLSZFOZ2agC4AeEqk7PPIQQlkKIy0KIHfrtwkKIs0KIe0KItUIIG325rX77nn5/oWRt/Kgvvy2E+DhZeTN92T0hhGq8qaKi8sa4ubkZ2fzFxsbSsGFDAJ48eUJISMYl8pKkbgPo5uZG/fr10+18V69e5f79++na3p9//plu7WUUqgD4AfA6TiAq6c5Q4Fay7anATCllMSAU6Ksv7wuE6stn6ushhCgDdAHKoktUP08vVFoCc4HmQBngM31dFRUVlXTD3t6ew4cPA3D8+HGuX79uUic+Pj5dsoG8zAnE3t6eypUrv/F5DLRr1446deqkW3uVKlVi3Lhx6dZeRqEKgCoqGYwQIh/wCbBEvy2ARujSTwH8DbTVf2+j30a/v7G+fhtgjZQyXkr5EF2u7er6zz0p5QMpZQKwRl9XRUVFJUPo2rWrWQ1cdHQ0Xl5eb9y+IfzLm4aBUUkdVQD8gFCXgDONP4DvAcPTzA0Ik1Iaopw+BfLqv+cFngDo94fr6yvlLxyTUrkJQoj+QogLQogLgYGBb3hJKioqHyrXrl0zW+7q6srQoUPfuH1tUvoIgI0aNeLo0aNMmjTpjfuU0YwePZpbt269vGI6ogqAKioZiBCiJfBcSnkxs/sipVwkpawqpayaI0eOzO6OylsiPDycVatWZXY3VN4D4uLiiI+PZ/78+Rmap1crdYLfmyotDh48SJ06dUw8lvft28f58+dfqa0X08Lt2rWL/fv3v1IbrVq1SlGoHTx4MCVKlHil9t6UD1YAlFISHh6e7u3OnTv3nX3YZnZexQ+UOkBrIcQjdMuzjYBZgIsQwhCIPR/gq//uC+QH0O93BoKTl79wTErlKioAWFpa4uDgkNndUHkPWLNmDZs3b2bevHlYW1unW7v79+9n27ZtyrZWmz6BoIUQWFlZkS1bNqPyPHnyYG4SnJrG8cyZM0pauP3793Po0CHKlHk1c+vly5djYWFe7HJ3d8fS0vKV2ntTPlgB0Nvbm19++SXd2x00aBDdunVL93bfBENO3+jo6EzuyZvj6/vfkm2klD9KKfNJKQuhc+I4JKXsBhwGOuqr9QK26r9v02+j339I6p6C24Auei/hwkBx4BxwHiiu9yq20Z/j/09SlQ8eJyenVwr/ofLfIDY2lpYtW6Z7u6mZh/Tu3ZsuXboAsHbtWsUp5E0pX768WaeO1xEA4+PjX+rRW65cOQoVKmRUtm3bNn777bcUj6lbt66SFu6jjz5i6tSp5M1r1tomRd4kLV1G8MEKgKVLl2bGjBmZ3Y23QlRUlNHf1PDz83vjBNwZyZsk9n7H+AH4VghxD52N31J9+VLATV/+LTASQEp5A1gH3AT2AIOklEl6O8Gvgb3ovIzX6euqqKi8x9jb27Nu3bp0b3fEiBFpimFXt25dKlSokC7nzJUrF/ny5VO2XxYGJjUePnzIpk2bXvm41q1bv1IWk7etrcsI1FzAHwAGzV9aBMCFCxfSuXNnSpcundHdei02btyofA8PDycmJobcuXNnYo/SjpTyCHBE//0BOg/eF+vEAZ1SOH4SYGLNLKXcBexKx66qqKj8B8iIpf3ly5enqd6rar/eFqVKlaJUqVKZ3Y2XEhYWxq5du+jatWum9eGD1QC+r0RFRTF79myjsshIneCXliXgcePGvbPC34tcvnz5lY1wVVRUVFTeccxo/lasWJEJHXk1tFptmj2X3wXbXFUAfM+wtbWlZMmSRmUGz6XkHkzvAw0aNKBnz56Z3Q0VFRWVD4Jhw4bh5+eX4ecxFwj6v/D+WrFihYkGdceOHTx+/NikbpYsWWjbti1hYWFvp3Nm+CAEwNDQUE6ePJlh7Xft2pX4+PgMa/9VsLa25uOPPzYqi9Qv/YZHpM8A2rt3b5qCfWaEl7XKu8mJEycy9UGmovI+ExMTY1KWmJhIgwYN3mo/vvvuO3LlypXh5zHIfckFwEGDBnH9+nUGDRpk9pgLFy7w999/K9vnzp1THCDfFr1796ZPnz5GZQ4ODql6TA8bNoyAgICM7ppZPggBMDIykgcPHmRY+9OnT8fW1jbD2n9TovQzp6ioVxcAPT09TeI95cyZExcXl5ce269fPyIiIl75nCr/PR48ePCfmKGrqPzXkFLSunVrk3Jra2sOHTr0VvuSP3/+t5JS1BCy7MXQZeXKleOPP/4we0zRokWpU6cO169fx8vLiyNHjrwTSohGjRqRJ08eozKNRqMopZYvX467u3tmdO3DEAALFChAjx49Mqz9d9UYFnSBOxMS4pEIIiMiXjkW4OHDh7G2tqZXr15KCJZKlSqZuNCbY926dWTNmvV1uq3yH6Nnz57kz5//5RVVVFReCSEEBw4cMLsvpZhy/3UM7ymNmfdVStq0bNmyUaxYMRISEoiLi+P77783G+vvXSA6Oppjx46ZlMfExLzVUGfv592johAUFASA1jE7UspXXqYzPGDmzZuX6YLu5MmT01zXy8vrrav/VVRUVNKTd8G0KDg4+K2nETWEItMkvnpIssqVK1OzZs307lKKJCQkKHE2+/fvz5MnT15yBDg7OysxBZNz7do1tmzZkt5dTBFVAHxDpJQZmhLnTTEY7CZlyWW0/TJWr16tCI8Ajo6O6d+5V6R8+fJprrtnzx6jWFZJSUlqMFwVFRWzCCFchBAbhBDeQohbQohaQghXIcR+IcRd/d9sL28pfWnRokWmZ3D69ddfuXPnzisdc/z48TdKtGB4p77Nd+vz589f6zgbGxuWLVsG6MzB3mQlpEaNGinaOGYEqgD4huzbt4/p06dndjdSxMfHBwCNi+6mfPToUZqOc3FxSddUP+lBq1at0lx35MiRRvEBLS0tWbhwYUZ0S0VF5b/PLGCPlLIUUBFdUPWRwEEpZXHgoH77rXLw4MG3HnA4ISGB2NhYZfu3334ziSyRnKioKMaPH29UVqdOHb777rvX7kNiom71JjYu7rXbeBWCg4PNauTSiiHVnLOzc3p16a2gCoBvyMcff8yoUaMyuxspcufOHYSNA0lO7ggrG+7evWtSZ9WqVfz5559GZS1atEjzzXzt2rU0xz6Kj4/PtHRuOXPmzJTzqqiovLsIIZyB+uiz8UgpE6SUYUAbwOBW+jfQNjP697bZtWuXkTfty3BwcOCjjz4yKrOwsMDR0ZHExERGjx5t9jiNRsPUqVNNyqWUJOiXvuPjUxcADckA3hQ3NzeWLl368ooZRFRUFCNGjHjr5/0gBcB169Zx/fr1zO7GG3PhwoWXarWuXL1GgkN2EAKNQ3auXrtmUqdbt24MHjz4tfvx77//psm2cO/evYwbN45Vq1a99rlUVFRMef78+Ts9EX3HKQwEAn8JIS4LIZYIIRwBdymlwWbGHzDrqimE6C+EuCCEuJBaHt20smTJkjdO8bZp06bXDi3Stm1bBg4cmOb6Wq2Wc+fOmd1nLiyZAUtLS7NmPXFxcYrNYWxs6gLghg0b0i0fcWbi6OhI9+7d3/p5P0gBsESJEu+0NujmzZuKps6whGuOkiVLpji4QPdS8Pd7ptj/aZzcefTwIeHh4Wg0mlQFsbFjxxISEpKm/k6ePBlXV1eioqI4ffp0ivUaNGjAjz/++Er5Fl+GGmZGRQWyZ8+uBkV/fayAysB8KWUlIJoXlnulTiIx6wkhpVwkpawqpayaHl6nPXr0eGN7ZTs7u7e2dGxhYZFqVIjKlSvz22+/mZQLIWjRooVJuUGjJy1tiIuLJSEhwWSJ2UDfvn355JNPXq/jr4i5vqYXQggqVqyYYe2nxAcpAHp4eLxUAOzduzfe3t4m5c+fP09R6GjTpk2qhqSnTp2iSJEiL+1fYGAgd+7cYfr06XTo0CHFelmyZKFQoUJotVqzM8aLFy8CkJRVF4NI45wXKSUXL15ESklcKvYV7du3f2V7hvDwcK5evZrifltb23QLCxMdHc38+fPp379/urSnovJfxsLC4j+R//Qd5SnwVEp5Vr+9AZ1AGCCEyA2g//t6XgKviK2trYn9dVRUVKrP6y1bthhpwlq0aEH27NkzrI/JsbCwoG3btinut7W1xcPDI83tGVKWam0c0SYlkZSURL169d6wlzo7v+S2jS9Dq9Xyww8/ADrTpXfBIzu9+SAFwLSwfPlysw/UPXv2pKju3rp1a6qCZc2aNTl//vxLz+3p6UmVKlUoUKAAmzZteml9KaVZwfPMmTMIW0e09joDVa1jdoS1LefOncPa2pq+ffum2KaHh8crzyDz5s3LgAEDTMpv376tDKT04sCBA7i4uLBmzZo01Z8+ffpre3mpqKi8v0gp/YEnQgiDp0Nj4CawDeilL+sFbM2E7gG6qAz79u1LcX+lSpVeK4f748eP2bFjBwB37941ySOfHlhZWdGkSZOX1jN4/BoEQGnjBOg0go0aNUrTuR48eJCiUmD9+vWprlC9SEREBE2bNgV0Quxff/2V5mP/K6gCIDpPq9TiHCWX/Hv27Gn2Zk5LzDkLCwvc3NzS1KdcuXLRuXPnNLmUW1pa8vXXXxuVaTQazp0/T3yWvGCI3C4sSMiSh9NnzhASEsKtW7fS1JdX5eHDh0ZOJcWLF2f48OHpeo779+/Tpk0bAG7cuME333xjtl5wcDBarRZPT8//nIeWiorKW2MwsEoIcRXwACYDU4CPhBB3gSb67Uyhf//+tG7dGiml2ZAsBQsWfOUUbVqtlq1btyohvvLmzWvybuvWrZsikGUkWq1WObeiAbTV9StKn8oUdIkJxo4dm2I7RYoUYebMmWb3DRw4MM2CJOiUQIY4uBqNhmHDhqX52Nf5zTIj3M8HJQCuXbvWrBR/8uRJNBqNkXp45cqVzJkzh0ePHpnVaiXn3LlzjB492uhGTQtSSsUZxdfX16xjypw5c17rZrp69SqxMTEkueQzKte4FCA8LIzjx49z5syZV2pzzpw5aarn7u5O/fr1lW0LCwslIvuZM2eIiYl5Y4PXb7/9FgcHBwDKli2bYsypadOmcfv2bapXr/5Op+tTUTFHTExMung5qqSOlNJLb8dXQUrZVkoZKqUMllI2llIWl1I2kVKmzSg6AwkPD2fevHkkJCSkS3BmOzs7GjZsyLRp03BwcKBMmTJG+2fMmPFKMWDPnz9vFH81rVhYWHD06FEgmQbQ2tFoG6Bhw4apCoCQfjFrhw0bRsOGDQGdFjMtq3GgU06kpJBIjQ4dOhjF3n0bfFACYLt27fjss89MyseOHYu1tbWRkWf37t35+uuvKVSoEMuXL0+13erVqxMUFESnTp1eaZYQERHBihUrAPD39+fhw4cmdQoXLvxa8fiOHTuGsLRCk9U4e4fGOR8IC/z9/enWrVuKLvrmyJYtG15eXkaxBKOiovjyyy9Zs2aNoil1cHBI0aD1woULhIeHp2jUm1YuXLhgNBPOkiWL2XpTp059raURFZV3gS1btqQpM4C/v/87kfdUJePYt28ft27d4o8//uDXX3/lyJEjr9WOVqvFz88PCwsLZbm0ePHiZuu+TKuo0Wi4dOmSsn337l3FefDYsWPs3r07xWPr1avHgwcPTMoNEx6tjaPRtgErK6sU25w6depbzaRhjqJFi7Jo0SKAVxKGt2zZ8tbsNg2kWQAUQljqXeR36LcLCyHOCiHuCSHWCiFs9OW2+u17+v2FkrXxo778thAiZffVDMLGxgY7O7sU97+JO/m0adPYvXs33bt35969e0yYMMFof2RkpMkxzs7OTJs2DYAqVaqYDXT8ySefYGNj80p90Wg0HDp8hISsecHyBeHRyhZN1tzs2bsXS0vLVL2IX6Rbt24EBAQQGhqqlDk5OfHtt98aue4nZ+nSpWzcuFHZ/vrrr8mdOzdFixZN9VyjRo3iwoULZvclJCSwf/9+RWMbGhqqCN5xcXGvnO5OReVdpWvXrnTt2vWl9fbt26c4fam8nxQoUAB7e3tatGjBzz//rGin0kq3bt0AnYZq1qxZRvvMeR2fO3eOb7/9NtU2w8PD2blzp7LdtWtXRZgsXLgwJUqUSPHYuXPnsmHDBpPy/9sAmmoAX8YPP/xA7dq101w/o/niiy8U28a7d+8qKe7eFV5FAzgUXXR0A1OBmVLKYkAoYPAo6AuE6stn6ushhCgDdAHKAs2AeUKItxbiPDUHgL/++ot79+69VrsajYbw8HBFcq9atSoFCxZUBhvoBBZzmseMwNvbmzNnzhARHobGrZjZOoluxThz+jTbtm1Ls3dVUlISbdq0Yf78+VSqVMloX/Hixendu7dZ4fqzzz6jZcuWbNu2jS+++CLN1zFq1CiqVKmClJKtW41tr/38/Ni/f7+iZXRxceGrr74CdCmI/vnnn1dejld5N9myZYvZYLEqxvTs2fOV7JtU3m0WLVpkovkqVaoUHh4e7Nq167XaNCglihcvzpQpqZszXrp0ifj4+JdmuXJzc2PMmDFm9+XPnz/ViX6FChXMhgT7vwbQwWg7LSQlJb1SDMOMZvPmzcoK3j///IO/v38m98iYNAmAQoh8wCfAEv22ABqhc5cH4yjpyaOnbwAa6+u3AdZIKeOllA+Be0D1dLiGlxIWFpZqlG0LCwvu378P8NLwKC9y7tw5E9s4a2tro3AvNjY2iqdVRjN79mz+/fdfsHVS0r+9iCZbQUqV8+DM2bNm9wcHB5uori0tLVm2bNkrpVPz8vJi8uTJbN26lerVq1O3bl2TOhcvXmT9+vUm5U5OTggh0Gq1JsJ5gQIFWLx4sbIthFBmmh999BGVKlUyawh87dq1t+7KL4SwE0KcE0JcEULcEEKM15enmwZdCNFMX3ZPCPHW01VlJG3btk13D3IVlXeZ3377DTc3t3SP45eWEGQGHB0dcXJySrEPU6dONZmYpxfR0dEISyuklc5m2yAAXr161ewqU/KA15aWlmm21XsZDx48SFX4TExMxM/PL8X9Bg4dOgTAL7/8Qr58+V5S++2SVg3gH8D3gCHflxsQJqU06DOfAgZjs7zAEwD9/nB9faXczDEK6R1VHXQaotRS29SoUUP5x5w8eZLJkyenue0KFSrw008/mZQfPXqU27dvp6mN8+fP8/Tp05fWk1LSo0cPxo0bl2ImkwEDBnDjxg3icpYBkcK/18KKuBylOHvmjNk+Hjt2jOPHjyvbBg9nNzc33N3NBsMHdLOvmzdvKttly5alR48e2NnZkStXLnr37s2lS5cUbR3oZolly5ZVYisOGDDASOVvaWlpklNSCGEys4yMjFTaqFu3rtlZ6apVq1KNU5hBxAONpJQV0XkXNhNC1CSdNOh6LfpcoDlQBvhMX1dFReU/SIkSJfj3339NJuFarZY9e/a8lT6ULFmSSpUqER8fT7NmzUz2f//990oUhtdh5MiRKTqxREVFgZUNWNr8fxvd8/vFGLwBAQEpaiDTSnBwMBqNhiFDhvDLL7/QuXNnAHbu3JnqyqC3t7dR+rgrV64wadIkk3oHDhx4o/5lJC8VAIUQLYHnUsq3YmCS3lHVXyQ8PNxE7VyqVCnKli0L6ISHlDxKzdG9e3eio6N5UVi1srJSXMhTIioqijVr1qQaXDo5Qgh+/vlnvvzyS7MxCqWU9OvXj9hELYk5Ug8Km5CrLMLajgULFpoMxHbt2imBPS9fvsyIESNo1qyZYmQ+dOhQsyFkgoKCWLVqlZLFxNrampIlS9K6dWtAN6OqXLky8+bNU47JmTMnsbGxypLE999/b+TFtXbt2jQZ0u7du1dZGhk3bpyi0U1OrVq10hSuJz2ROgzr0db6jyT9NOjVgXtSygdSygRgjb6uiorKf5DWrVuzbt068uTJY1Su0Wjw8vJ6q32xtbU1q+kT+tBir/s8bdGihdLGi0RGRiItbQm4uI/g0DDFfn7q1Kkmobzc3d0Vh4vXIT4+nnnz5nHlyhUGDRpEhQoVyJcvH9euXWPw4MFUqFAhxWPLly9v5ERZpkwZ+vbtS2JiolEUjFdRKL1t0qIBrAO0FkI8QvdyaQTMAlyEEAZ3nHyAr/67L5AfQL/fGQhOXm7mmAzjxdg6WbNmpUePHgAMHjzYZLn3ypUrr9T+li1bcHR05Mcff1TsDM+cOUPOnDlT9KwCnbPCjh07EELwySefmLjfp0SxYsVYvXo1ly9fNtm3f/9+LCws0BatgyY+FqnVXfuj3YuN6t3b9DuahARic3uwdOkSk1nL5cuXFS1dpUqVmDVrFnv27FEG36RJkyhVqpSJNs3d3Z3Hjx8zb948oqOjjcLqaDSaFD1/q1Spwg8//EBUVJSJZs/BwSFNSyEdO3Ykd+7cjBo1ikqVKpl1nGnTpg116tR5aVvpjV5T54Uuk8B+4D7pp0FPk2b9Q+TIkSNqqkCV/yTmlAc2NjaMHJnxFh4xMTFGQlVq4bOaNm1qokAwrODs2rUrRaeH5ALSi0RERJBkYUMOj8a45cr3xt7tISEhfPPNN+zYscMoggXAzz//TJMmTahSpQpTp06lZMmSjBkzRlEIvQrW1tbkypULa2trjh079srHx8fHv/VkBS8VAKWUP0op80kpC6FbgjokpewGHAY66qslj5KePHp6R319qS/vordxKgwUB8yn1Egnjh49ys8//2xUJoRQElAPGDDAxHHBoJ1KKduHOVavXk379u2VLCDx8fHKzMjX11eZtSXPvavRaIiOjlbUzWnlwoUL3L59Gx8fHy5fvqzcaBEREfw5Zy5RWmtun9hFoNcBYoN0y8q5arQ0aqNY+2+xsnciMWcpSlWuxalTp41sHSpVqmSkpTMQEhKCRqPBycmJ6Ohoo2X1ZcuWcfz4cZYsWcLMmTNZv369opE7deoUV69epWPHjly6dInmzZubaEy3b9/OwYMHTc7ZqlUrXFxc0vTbeHp6MnHiRKSUZr2uMwspZZKU0gPdpKc6kCk5uzLCvOJd5tGjR28liK2KyvuEpaUlaV19O3LkCEIIkpKSiI6O5s6dO0rQ/zt37igesK9CSGgYWitbLKys0VrZvbEAmC1bNr766iscHR1NFANTpkyhVq1agC6SR+nSpXFxcXnp6l16MnLkSMLCwvDy8uKff/55a+eFN4sD+APwrRDiHjoNhWExfCngpi//Fn1SbSnlDWAduhQ7e4BBUsoMDX1tEAhSoly5ciZlCxcuZO3atcyZM4enT5/Sp0+fl56nadOmRpolT09PZQaxb98+xfvKEB8JdE4OqaViMxAZGcnff/+tCGT79u3jk08+oWjRojg5OSlC05w5c4iMjCDMIiuFP/mS3LXb4ZCzIAARj64TF+pPyM1TRD1NZvMnLJClPyImJpoFCxa8tC/z589XYj45OTkxY8YMZd/HH39M+fLlFQ1q7969lTzGdnZ22NraMmvWLMaMGYOjo6PJMnv37t1TtCkZOHAgMTExrFu3TrEHnDFjBhs2bKBnz57KNvw/L6VBo3rmzJmXBg59W0gpw9BNnGqRfhr0NGvWM9q84l2jd+/e5M6dO7O7oaLySjx48CBV79spU6akqy3g1KlT+emnn7h79y7Xr1/H1tbWKCzMxIkT2blzJ4cOHUKr1Zpt4/jx48yePZsSJUowf/58QBdI2d7e3qRufHx8qlmoQkNDkdb2hN45T0hoGEGvEVgadF63mzZtQghB8eLFadiwocmyuoGkpCS++OKLFK8vvUm+MtmtWzeyZs1KjRo1TOzdMxwp5Tv7qVKlikwvHj9+LKWUMikpSWq12lTrXrt2Tfr7+0sppQwPDzfZ3717dxkQEKBsb9y4US5dulRKKaWvr688ePCg/OOPP+SZM2fko0eP0tzHhIQEOXz4cLls2TIppZRarVY2bdpUBgYGyn79+snExESTYzp16iS3b98uPT09Zc3PhsrKw/9WPkXbfSNz12kvS/eeLD2GLpLl+v8uKwyaK53ylZCVvl0my/SdJj2GLpaOLtll3bp15YULF6SUUo4ZM0b27NlTRkVFpdrXq1evys6dOxv9VgMHDkzxmPv378uff/5Zent7y8uXLxu19eOPP5rUv3v3rtRqtbJu3bpSSikXLVokV61aJVu0aCG9vLyklFLevn1bSinl4MGD5fPnz03aSEpKSvU6XpM038NADsBF/90eOA60BNYDXfTlC4Cv9N8HAQv037sA6/TfywJXAFugMPAAsASs9N8LAzb6OmVf1q/0HFsfMp6entLT0zOzu/G+kOnvnDf9pMe4iouLk7du3TK7b8GCBTI+Pl4mJSW9UptLly6Vp06dMipr3bq1jIuLkzNnzpSTJ0+W3377rZw/f36KbUyYMEHGxcXJqKgouW7dOvnPP/+8Uh8MPHz4UE6ZMkXZXrhwobx3756UUvcu0L3LhslyA2bKqi27y1at27zWeSIiIlJ89v/yyy8yOjraqCw2NlY2btz4tc71Khw/flz+8MMPqdZ58X+VDpi9X4VMwRPnXaBq1aoypWDAr0q+fPk4d+4cGzZsIFeuXHz66ac8f/6cnDlz4ufn90qagvDwcCNj1Li4OLRaLQ4ODjx+/Jhr165hY2NDQkICuXPnpkqVKmlq9+uvv8bCwuKVEnKHhITQq/fnRCRZ8cQyN85FPbCw0ntP+d4lLsSP7OXrE3bvElkLV8DC0kr3jxcCv1NbcC1Th7B7F8gng8njloXlf/2FtbU1165do1q1aika6vr7+7NkyRKGDx9utIw+ePBgfvvtNyO7kaNHj7Jr1y4mTpyIj4+P2dhQJ06cMAkT06NHD/755x+j3/vhw4cEBQVRrVo1o7o7d+6kbt26Sj0vLy9KlCihpItLZ8z/KOYqClEBnVOHJTqN+zop5S9CiCLobGpdgctAdyllvBDCDvgHqASEoBMSH+jb+gnoA2iAYVLK3fryFug89S2BZVJKU1e0F0jPsfU+ERoaSrZs2dJcv0GDBgCvnZVBxYg0j6t3lYweV8uXL6d3796vfJyPjw8uLi7K8zxLliwm77FDhw5Ru3ZtE7OohIQELC0tsbS0pG/fvjg7O5MvXz7c3d2N4t2+LpcvX6ZYsWJkyZIFf39/unTpwhNNFshZjJx2Eju/K+zfv1/JAPL48WO2bt3KkCFDzLYXGxtLYGAgBQoUSPGcx48fp06dOq+01BsUFMSlS5do2rQpoHvHVKhQ4ZWXi//9919KlCiBpaUlHh4eJvullAwfPtxohS0dMDu2PggB0CDwJCc+Pp7u3buzYMECfvzxRxNPIsMxly5dIjY2VlnijYyMTDHt2Oty5coVVqxYQbly5fj8888JDQ2lW7durF69mi5duqSo7tdqtYz4/nsuXfIiqkwrnt+7RraSNbCwtiHE+yza+Gg0sVHkrtWGQK+DOBetjE0W3cstJuARfmd3ULDp51jZOWIRHYTjrR3Url2LSRMnIoRgw4YNPHv2jJo1a1K9umnIxri4OLy9vc3exOZo1aoVISEhHDt27KWOHY8fP+b06dN06dIFgDp16pg9LiEhgW7duhEeHs7WrVuVJYc///yTVq1aUahQIY4ePUq5cuVwc3NLUz/TgPqiek9p06YNGzZsSHP6RVUATFfUcZXBrF27FiEEn376aYp1zp8/j0ajUWzj/vzzT/Lly0e7du0IDg7Gzc2N58+fEx8fT/785mPNJufy5cusWbMmTQHdr169ypAhQ4goVB+tc37swh9j9+gE//77r6KkiYmJ4c6dOym+d7y8vDhy5MgrpWV9kfDwcJ48eWJkJubn58fJkyfp2FHn+vDTTz8xYsSINNuoG7h9+7YSQHvevHkpKlnSGbMnee9zAW/ZssXIniI+Pp758+dja2vL+vXrcXNzMxH+rl+/Tu7cuXn48CH29vaKFsnf359BgwYp9bRaLU+ePCE1bt68+VLDTisrKz777DM+//xzQGe0umvXLuzt7c3GYDKwatUqLl64QGz+6tzaPBdNXDSxgT7c3/wHzy/sJnvFRmQv70ls4BNyeDTmycEVaDU655SYgEdYWFhiZacLuaJ1zE5cvqqcOnmSDRs2sH37dm7dukXdunVTzKUbFBTE/v37U7225LRp04aePXumKPxFR0crRvtRUVEsWbJECedy4sQJLC0tCQ4O5vjx44oNhY2NDXPnzmXfvn3Y29sTHR1NUlISgwcPplChQoBu4L5KNHmVD5etW7e+Vu5tFZWMQkqpBLC/evUqjx8/fu22OnfunKrwB7og0MlDcbm6uiorLoZJdM6cOcmfP79R3NeU8PDwSHOsPkNQZ0un7Fja2Cr5gJN7xzo4OKSqdPDw8FCEv8mTJ6c59uvFixcVm/pnz55x5swZo/25c+dWhD/QRcNwcXFh+/btJgGhHz9+rNhCvkjJkiXJnj078+fPf1vCX4q89wJgbGysUY5MS0tLs9kgzp49q2Tr6Ny5MyNHjqRw4cKULl2aIkWKIKUkV65crFixQjnG19fXKKfinj17TLwOz507ZzZky9atWxWv4IMHD+Lrq7PbT54uzcrKKsXo7ZcvX2bZsmUkuhYhMUdJ7LLn5fnFPVg7ueBWrj7uVZshhCAxOpzg68d4fmkfRdsOVZaHs1doQI7KH5GUEE/o7XNoExNIdC+LxqUAU6ZMZceOHZQrV47NmzeTJUsW7t69i6+vL2fPnlVc+w8ePMj169dp3749oPOGfvH6V69ezcmTJ/nmm2/o1KkTGzdu5PTp00yZMsUk+PWOHTuUmFNly5blwIEDTJ06lZiYGGWgREVFce7cOfr378/FixepUaOG8lDasGEDvXv35tSpU0qbPXv2pG3btmmaqaqoqGAS1kPl7RETE8P27duNyk6dOsUvv/zC48eP8fLyIigoyOS49evX06lTJ6PQW6lx4cIFo0gXPj4+yvcyZcoYxb/bsGGDIuDIFyIszJkzJ9XsSuHh4Zw5cwYnJ6c09cuQKk1ro6uvtXUyKv/uu++4c+dOmtoC6NKlS5pDq7i4uCjez6VLlzZJXbp3717mzp1rcpylpaWRIDdx4kQOHDhgYqb0LvLeC4AlSpQwUgVbWVlx/fp1k4dc3rx5KVZMlzu3ePHiRgEuJ0+ezI4dO9BqtTRu3JiEhASioqLInz8/Xbt25dy5c4wcOZKHDx8qg0FKiVarpXfv3vz+++8m/WrUqBHNmjXj0aNHDBgwgJYtWxIUFMSAAQOUOklJSbRu3ZqnT58aeQ2FhIQwbvx4QmM0PLfIRkzQEwp81IsKA2dh65yDbCWq4Fpap753cC9IvobdyOHRhGcnjFPkxAY8RpsQS9TT20gpCb17gchclXBwdcf32TMaN26seDDfvHmTW7dusWvXLn788UfOnDmDn58fixcvVgbF0qVLOXz4ML///juGZZAqVapQqlQpevfujbOzM/v27aNKlSr4+fmZ2Dh07txZSXwfGBioxKMyaGCfP3/OiRMn+O6775g1axblypVj4sSJikaxWbNmLFu2zCi/8aRJk4iPj39rEfRVVP7rZEasTBUdAQEBJqHL6tSpw6RJk7h06RI3btwwa1OekJDA1KlTjbxuzaXYNGBjY2Nkpz1ixIgUBf/NmzcrwowhvaeBefPmmY0TGB8fj6+vL2FhYXh7e3Pjxg06deqkhP9auXIl165dMznO398fYeNA5LN7OkcFvSBoEEBHjRqVYnzd0aNHm5hiODk5ceTIEaN4vw8fPjRru3jo0KFU4/81aNBAiSFs4ObNm9SsWZNcuXIpZR4eHly+fJmqVasa1Y2MjDSJS5zZvNcC4OPHjxWbuuQsXryYM2fOcPXqVZ4/f8769etxdXVVsmvcv39fcUg4dOgQVlZWnDp1iufPn9OvXz8OHjyoxMAbPXq0Ymzq4eHBqFGjePr0KRs3bqRjx446wSo01GRwNWzYkKNHj7J06VJsbW2xtLRk69athIWF0bVrV+7du6fcpAsXLuTBgweAbtm5fv36BIeEEuFcBN+TW4h8fJMnB1cikzTEhwUS/uAKSQmxJETo3Oe1mgSQWhzzFCX8wf8DXeeo1BhrJxdssrhhYW2DsLAEK1viijcmKjqarl27Krl/GzZsSNWqVRk/fjzTp09HSqnEVTpy5AhLlixh69atnD17lmLFiuHl5cWTJ08oWbIkbm5uVKxYUTmvjY0NX375pdGD5Ny5c0ZL9Rs2bOD8+fMAfPnllzx48ABbW1uyZ88OwIoVK/j777/56KOPlGOcnJxM7DMvX77M8uXLXym7i4rKh0xyDXpaadKkyVsLofE+U7hwYSXU1ou8GG4sMDBQCRvSrVs3ihQpwrNnz5R3jUGrJ6VUNGgGKlSoQMWKFZW6U6dOTVO4rEqVKvHrr78yceJEs5rImJgYEhISuHnzJv/++y8FCxbk888/p0SJErRt21Yxr6hUqRJ585rGq3/27BlJNo5EPbmFTNKQlBhPorBWBEA3Nzezy6Z//fUXzZo1M3H8yJkzJ25ubkZ9LVy4MCtXrjSqFxUVxf79+9m3b1+K125ra0vWrFmNyi5cuGCyknXx4kVGjx7N0qVLjeLpzpw500jreujQIU6fPp3i+d4G77UAGB0dTdOmTWnRogWgs5kLCwsjPj6e7du3c/r0aTp06EBISIgyQ5g1axYbNmygdu3agE5TN2nSJNq3b8+IESN49OgRzZs3x9/fn6lTp9KzZ0/s7Oz46KOP8PX1pU+fPlhaWpI1a1ayZMmCt7c3X3/9tZJT0LB8unbtWpKSkrCzs2PIkCE0aNCAXr168dFHHzF79mx++uknZQY3YcIEihcvzieffMLKlSvJmjUrmsJ1CLrrhXuVprhXbYZL8ar4HluHz4HlSG0SkT63CLune5AEXz9B+AMvLKxtCLhgqglzr65Ly+NSrDJW9k74XjvF/ZBEoqKilEF64MABRYvWpEkT8ufPz9mzZzl48CAVKlSgV69eREdHc+3aNVq3bm32QdaxY0e2bdvG/fv3KVWqFBcvXlQeQB4eHvTq1Uup++WXX+Lp6Ul4eDg+Pj4UKVIEZ2dnPv74YwA+/fRT7ty5Q3R0dKrBRq9evUqTJk1e66WmovIu8razBaSFbdu2vdXguR8ijo6OSlpNgOzZs9O/f3+j1arp06crAolBOLx//74yub59+7aRF/HUqVPZvn07uXLlMrqvUhOEQOf0ZG7pd8WKFezevZtKlSopAaFBlyWjW7duisNE2bJlcXV1BXQBo2/cuAHAk6e+JNlkJXftdlhYWRPle5eg8CjFRColatSoQWJiIocOHQJ0iREMMWK/+eYb8uXLZ1T/RSFy+fLldOvWTXm/pJWePXsqy+WGrEM///wzdnZ2BAUFGdnwjx07VnGsAZ1NoSF5RGbxXnsBJyYm0r59e8WmonPnzvTt21dx4/bz82PPnj18/vnnNGvWjE2bNvHkyRPCw8M5d+4cX3/9tdLWuXPnuHjxIl9++SWgcyPPmjUrMTExREREUKJECZKSkrh58yZubm5Ur16d+Ph4bty4QUREBDlz5uTcuXP8888/HDlyRHlY+vr68vDhQxYsWIC/vz87duzAx8eHefPmMWXKFCOV/4MHDxgwYACxjrmILdaEhMgQLKxtsbL/v32FVpOAhZUN3qvGk71iQ7KXM59yJ+LRNayzuGGTxRVLGzuSEmKxsLZDCEGEz0208XHk0QbgkBBKwwYN6NixI/379+fQoUNER0ezdOlSatasSXh4OIULF2bfvn1UqlSJWrVqodVqmTt3Lr1798bb25vixYvj7OyMj48Pjx49omDBgpw/f55r167x008/4e/vz5w5c1INfmrg7NmzHDp0iB9//BHQzaqOHz/O/PnzcXd3JyQkBFdXV06cOMH27dspV64c1apVM5s7+Q1QvRVVgLfvBRwdHU2/fv1YvXr1WznfW0YdV8mYMmUKVatWpUmTJkqZr68vPj4+iiCxfft27t27xzfffGO2jfDwcLp27crOnTtfer4zZ85Qs2ZNAMaPH8/YsWONBKXQ0FBGjhzJwoULSUhIMJtuM614eXnx8OFD2rVrx8GDB1m1ahXz58+nWbNmxOWuSJiVG3Ehz3AtXQvbh8fJkRjI1q1bePLkCdHR0SbP86lTp/LDDz8wd+5cypUrh6enJwEBAbi7u5uce+vWrdja2qbqYPkqREdHExwczMSJE98oL7GBmTNn0qhRI6NVs3Tgw/MCtra2NvLAXbt2rSL8gU4CN3je7tmzBwcHB0qWLEnZsmVp3rw569evx8/PjwsXLlCiRAlF+Lt79y6LFi0iV65c7N+/n4IFC/LkyRPWrVtHSEgIVapUIT4+XjF8PXHiBEWKFKFBgwYcO3bMaKZsZ2eHo6MjP//8Mzlz5uTJkycUKVKE4cOHExwcrKR602q1TJk6FY20IK5gHRACm6xuWNk7EfX0Ng93zOfJoVU82rWI0Nvnyef5WYrCH0DUkzv47F1G2F3dw8rv5BbignSzLG1iPKG3zxLsWAhv79scPXaM3Llz06tXLxYuXEiHDh1o1aoVDx8+5NGjR3z11Vc0a9ZMuWGllJw5c0ax/QgODubq1av8+eefeHp6UrBgQXx9fWnWrBnffvstjRs3Jlu2bEgpTXI1GggODmbz5s2UL1/eyPO4aNGiCCEICwsDdLYs/v7+1K1blylTpuDu7p5mw2gVlXcdR0fH91X4U3mBoUOH0rBhQ6Myg7BhoFWrVikKfwDOzs5pEv4ARfgDnRbLIPz169ePa9eukS1bNgoWLKjEuX0T3N3dlXiwDRo0oF+/fvj6+ups5+2cebhzgZLKVNo5Ex4eRmRkJL6+voo5VHJKlCgB6FaGDCHLzAl/oHPaeNV3woABA1LMXtK6dWsKFCjAokWLCA4OpmXLlmbrpZXGjRtTsmRJQCfgm3M8SS/eaw3g/fv3sbe3TzH9i5SSWrVqKe7egYGBTJw4kaZNm3Lx4kVq1qxJlSpV2L59O/Xq1TMJYHz+/HmmTZvGP//8Q+vWrTl16hQ//vgj5cuXJyAgQFkONsfUqVOpWLEiBQsW5NKlS1hbWyvu+YGBgTg6OhoFMV6/fj1ffvklueu0J8m1EPbZdSpt3XKvN08Pr6Rw68HEBjwiPjwQt3L1sHZ04dnJjbhXbc7zi/uwsLYmJsCHIq2ThbLRJBDz3AenPMWUsmenNuNetTkgeLr9D0Tkc1atWqUIz1evXuXBgwe0bdsW0Glara2tSUpKMnu9CxYsYNOmTSkuK6xcuZLu3bvz/PlzJk2axKxZs7hz5w5r1qyhVq1aHDlyhG+//ZZjx47Rrl07YmJilN/m6tWrREZGvtRwvUuXLsycOTO9UoOpmgoV4PU0gFJKYmNjMypI+X8ZdVyhex42bdqUnDlz0rVrVwYOHEj9+saT+ZCQECZNmvRawYKPHTvG/fv3ad++vVEg6BfRaDQEBAQY2erduXOH3Llzp3ssXNBFlZgwYQLRZduSZO9C+IOrILVkdbQn65NTzJkzh/Lly7/xee7du0dCQoKSLjQtGN5xKREXF2cSQDs1Hj9+TL58+cy+L4cMGcLQoUPx9fWlWrVqSCnT41nx4WkAr1+/rtgWmEMIQdGiRalXrx4PHjwgPj6es2fP0qBBA3766SdsbGwIDQ2lU6dOFC1alKSkJCN1upubG/nz5ycpKYk8efJQpUoVhgwZQuvWrenXrx8tWrQwCYtSqVIljh07xjfffEPTpk0pXbo03bp1MzLeXb9+PRcuXGD37t307t2bq1evsmzZX5Su3ZQER3e0CXGE3Dqty/QRGoDfqc24VfDE0sYO1zK1ca/WgrgQP+LDAkiMCsPSxo5spWviWt6TXDVbGfVHExNF4EVjwSwu8CkWVtZY2tji3qA7uYqW4bcZMzh16hRxcXHkzJmTvXv3Kkm6ra2tFS2pgfv373Pnzh0iIiJo165dqrEQu3fvDugMdmfNmkVoaCgxMTE8f/6cvXv3MmnSJNzc3JT8lMkHQ5YsWZTYTcHBwSaGzBcuXODy5cvcvn3bxBlIRSWj2bNnD+PGjTMqu3z5somnp4qKAXd3d27fvs3Bgwfp3bu38twaOnQoU6dOZd++fWTLlo3+/funuc25c+cqNntFixYlMDAw1XdjUlISjRs3ZuHChURHRyt57IsXL24i/PXp04fbt2+bayZFEhISlIgPBh4+fAjCAq2dTih9cmAFSXGx+N/xIiYmxqzmLzkHDx40ccgwR7FixYyEv23btnH06FGAFB2ZDMJf8nA5yRkzZoxRuDkDLzrK1KxZk+7du/PLL7+YxBBetWoVc+bMYfbs2RQtWpRTp06RmJiYoRPF91oALFmyJFu2bDEpP3HiBCNGjAB0dnU1atQgb9685MmTh19//ZVu3bqxbNky1q5di0aj4dNPP1WcROrWrUvz5s05evQoDx8+pGjRomzevJlvv/2W+vXrExcXp2gU27Rpo2jNvvvuO3766SdWrlxJrVq1mD17Nps3b1bsKYYNG6ao3L/66ivq16/P77//jre3N+PGjSMqOoY7Pv445S2OY55iOOYuhp1rbuxcc5O/UXfigp7pvHjRafXign2xc81Noeb9EJZW2LvlwcYhKw45C3B/yywSo8MAsHZyxrlYJQCCrh0l4vENnItV5umRfwm6fgKplcTnKM3TJ0+ZPHkyjRo1IjIykrt37xrdmKVLl+bAgQP88ccfgM5WZcaMGYwbN44lS5aYVcfv2LGD8+fPk3zGHBAQgLe3N0eOHKF06dJUrVqVUaNGKeEDDBiWPa5cuaKEBVi2bBlOTk7MnDlTqbdu3TqePXtGRESEIiiqqKQHyY3vU6JZs2YmAmDlypXTZO+q8mGyZ88eXFxccHV1pWnTply9epWEhAS++uorihUrxoMHDxBCkDdvXtq3b28U4iQ59+/fR0rJrVu3jFZn8ubNy/fff684OprD0tKSdu3aUbNmTY4fP86WLVs4duyYYnudnCVLluDm5oa3t7fJvrZt23L//n3FRMeAjY0NgwcPVpwjQWdaJe1dwMISISwo1/833MrVIU/9LsRrtKxatYqBAwcqjh4vEhAQkGLw5V69eukETHTvhORLwBUqVKBEiRI8evSIHj16cPToUX744Qez7YwaNcrsuJ8+fbpJeB5/f39GjhzJ2bNnGTp0KKB7Rw0cOJCIiAgOHDhgZDPYrVs3I7+DkSNHmngdpzdWGdp6JlOiRAk+//xz/vrrL8XWD3RSuUFde+rUKVasWMGVK1fYsGED7u7u+Pj48PHHH9OvXz8AIxsKOzs7rl69iqWlJaNGjeKTTz6hcuXKWFlZ0aBBA2rUqEGnTp2oWbMm7u7uiuq+UqVKdOnSBSsrK0JCQggODmb48OGsW7cuRe+55cuX8+DBA0aPHk1iXg/civ5fiLJ1yYE2KZEYv/vY5yyIU97ioNcgWtrYk9JqSvCNk1hY25IYFUbo7fO4latL1sI6L6ashSvgf2Y7zkU9SIqPIez2WZLiokiMCqVohYZE+V9n/vz5FC9enAMHDgDg7e3NkiVLaNiwIdOmTaNPnz5otVpGjRrFiRMnCAwMVELmGPj777/p1asXBQoUQAjBli1bOHDgAAkJCbi4uFC2bFn69+/P9evXqV69OhUrVmTfvn3Y2dlRq1YtsmXLpnj1NmrUSJm1DR8+nPDwcL777jtiY2Oxt7dn2rRpaLVaLl68+Mope1TeHS5duoSHh8c75WmaPCCuRqNRcpW+bluhoaGp5i9VyViEEJbABcBXStlSCFEYXb5uN+Ai0ENK+XKp/w3p2bMnRYsW5fDhw1SqVInatWtjbW1NyZIliYuLo0aNGgB06NCB1atXGy09Pnr0CGdnZ7Jly8aCBQsYPnw4YWFhVKlSJcX78/Dhw5QuXdoolh1gNpVa/fr12b17NwsXLmTw4ME0btwYCwsLfHx8uH37tolzxvr169myZQs2Nja0adPGaF9iYiIPHz5U4u/evnMXjX02pDYJoRcCARACa2d3hIUF/fr1M5t96/Dhw3To0EFp60UWL16s2C3GxsbSt29fJk6cSJEiRShYsKDSd0NyhjJlyrB48WJFBgCdVtTR0ZHRo0czbdo0pTwqKsoo0HVCQgJPnjyhaNGiLFmyBED5nxk0j2XKlHkn3kfvztM0A7h+/TqTJk3i0KFDjB49Wrlx7O3tlX+EEIJevXpRpEgR+vfvz3fffUdcXJzJYLh37x5ly5bF2dmZtm3bcuLECUaPHk2LFi0YOXIkpUuXpnbt2mzdulWZ1XTo0IExY8awbds2ihYtyqFDh5gzZw7Ozs5069aN0NBQOnbsaJSqxsfHRwkWmSNHDj777DMePX1GhE0OfI+uwe/0VqVumPd5np3cpHOXf3qHqGe6tGkIgZRabq0YizYxHqlNQkotfqe3kqVAabJXaICda25cilXmwbY5+J/dztOjaxEWluSo1ISshcrhUrw6BZp+Ts4qH+NWti7xeTyITUji77//NhrIFhYWXLlyhe+//55u3bpRrlw5EhMT6dOnDzt27MDFxcVoEAHKjLVChQqUL1+eMWPGkCtXLmJjY+nYsSONGzcmNjaWmzdv8uzZMxwcHAgKCmLXrl00atSI8ePH89tvvwGQNWtWXFxciI2NVTKMdOzYEWtra54+fcq0adOwsLB4Jwabiil79uwxiVFmjg0bNhAVFfUWepR2DGEfXvz+Oty8efM/Eax8+PDhKWqc3gOGAskt/acCM6WUxYBQoO/b6ETFihVJTExU0qI1btxYWR06duwYY8aMYfz48ezdu9ckv/nx48cVZ4Xp06fj7u5OrVq1jGykk6ctCwwMxM/PL8VsHgZNmZ+fn+IE2bx5cxYtWmTkNFK5cmU+++wzk+Otra3p1KmT0TsjIiKCzZs3U79+fSWO6/Tp03n6xIewqFiendho0k5kQhIhwcGULFmSEydOGO2TUnLgwAFiYmIUR8SwsDAjL9/kTiu9evVi0aJFjBo1ioCAAMLCwli8eLFRmw4ODhQtWpTHjx8rmk1LS0sGDx6s2L4bNIrff/89586dU35DHx8f1q1bZ/b3NJCUlMTVq1cJCgrKVCfF91oADA0NpUGDBpQsWZLPP/9ccQbJmzcvVatW5dy5c1y6dImoqCiyZ8+uzB6GDRumaBquX7/O+fPnyZ8/PzVq1GDt2rWcP3+ePXv20Lx5czw8PDh69ChCCOzt7SlfvjwbN27kzz//ZP369fj6+nL69GmOHz+Ol5cXGzZsYP/+/Wzfvp02bdoQGRnJ7NmzlZfb4sWLlVQ3Dx48oGDBgrh6NMHS3gkpJdF+D/E/q0tZF3T9GMU66mIt5arVBpssrvorl4TcOEmuWm14dnITz05s4vml/UhtEjZZXLGwtCLq2T1ssrrhlLckOSs3JYdHIxIjQ4kN9EEIC4QATXQ4T/YvxyZrdjQJCTzwC+bSpUtkzZqVK1d0AaVLlChBWFgYn376Kf3796dKlSpcv36dUaNGcffuXU6ePKnMggwMGDAArVbLjRs3iIuLQ6vVUq1aNT7//HNFvW5ra0uuXLnw9vbm6tWrDB06lF9++YVOnToxdOhQk2WAxo0b89tvvzFlyhSaN29OQEAAVlZWykPg999/TzVeoErmkJCQkKYAwpMnT87w5ZAXiYyMNMrM8yLJhT6DPezrUqNGDbM2XRs2bGDixIlv1HZ60rVr11cydv+vIITIB3wCLNFvC6ARsEFf5W+g7dvqz5MnT7CysmLcuHH8+++/SnlkZCSffPKJ2SDKAD169Eh1aRd0JkYG+vfvz9WrVylYsKBJvUuXLik5fJOSkoziBObMmRNHR0cuXbr0SgHAnz17xuTJkzly5AhhYWGKsqR48eLY29vjWKgCeeub5iqO10gSEhIIDg5WJv8An332GefOnWPSpEmsXLmSJUuW4O/vz4oVK8xqMEEn1E6aNIk1a9bg7u5OtmzZTJxpHB0dadSoEc+ePTPKvVyuXDnl9x0+fDj79+9n3rx5nDhxQklcUKxYMWWp/MKFC4wfP96kD6NHj2bbtm2sWbNGsT98ESllmsxM3oT3WgD09PSkadOmPH78mKJFiyo2EEFBQYSGhvL06VMGDRpEzZo1CQ4O5ujRo8ycOZPOnTtjZWXF1atX+fTTT9m6dStLlixh3LhxrFu3jhw5chh5/Wk0Gs6dO8e3336rCBlffvklxYoVY/369fz6668kJCQQExPD0qVLadasGVWrVqVmzZo4OztTu3Zt5s6dy8aNG6lTpw6fffYZ+/bt4+jRozphDTtssrjiWro2SXFR5KrRksSYCJzyFSfk1hk0MZEkhAcSeOUgMYE+PNy5iJyVP8La0Rn3Gq2wccmJhZUNDrmK4HdqCxE+t7B2ykZiVBhOeYtjk8UVmyyu2LnmwrVUTSJ9bmHj6o59zoLkrPIxMQEPCfU+S8HWQ9BqtVy/fp08efLw7Nkz+vfvT5s2bRg9erTye1SpUoWRI0fyzTff0KBBAyUgKcCuXbu4cuUKd+/eZdCgQXTt2pXQ0FBWrFjBzZs3mTBhAj179sTLywtra2saNWpEq1Y6x5V79+6h0WjYtGmTkl/58ePHdOnShbp169KvXz+8vLyQUrJnzx68vb2VIJ3J//8q7w6tW7dO0Us/s8mSJQsjR45McX/yJeCM0k527NiR48ePZ0jbr0PlypUBXQ7YkydPZnJv0pU/gO8BgzTjBoRJKTX67aeAWalLCNFfCHFBCHHhRVvl1yVv3rxUqVKFcePGMWzYMMWZYNSoUbRr1+61fvulS5eybt06Nm/eDOjSuHXt2pUpU6Yodfz8/JSgy5UrV1aErXz58rFxo6lmbuPGjUbjAHTZQAw2by/y22+/8dVXX1G+fHn++usvxbwqMTERS0tLtPbZ8D+7g9hA42XenPrc9gatm4FixYopGs3BgweTJ08eIiIi6NOnD40bNzbbBzs7O3bv3m3+R3qBWrVqERAQwLNnzwBdeJz793UrbVOnTlU0i2XKlFEmqAcOHFCEwUqVKjFkyBA0Go2RfeLs2bMZM2YMQ4YMYdeuXUYOLs+fP+fGjRs0aNCATz75JE39fF3eawEQdM4JixcvpmvXrsogatCgARUrVmTJkiV4eHgwduxYjh8/zoQJEwgJCSE6OpqkpCQuXrzIzz//TMGCBdm9ezdXrlxhwYIFJueIjIxk3759dOjQgcGDBwO6nMPFixfn1KlTaLVa3N3dadKkiRJKRgih3Dw2NjZ06dKFRo0a8fjxY+bPn0/t2rW5cfMmiXYuJETptAtuZetQsqtO0Aq9dRZhaUOM/0OifO8Q+fQO8aEBhN46iyY6DKf8pfE7sZHYwCfEPffB1iUnjrmL4OBeCBvnHARe2oc2KZGkRN1yTqTPTQK9DvFg2xyCrx/n8c7FxIc/x84tD1kKlCFHpcZER4Sgsc2Kp6cnbdu2Ze3atUyePJmqVatiaWlJjx49WLt2LaGhoTx8+NDsA8Pf35/x48dTsmRJDh48SGhoKIsXL6ZRo0Zs2rQJb29v6tatS+7cuYmLi2PMmDFK3D8nJyf69OnDtWvX2LJlC61btyZ79uysWbOGadOmUbp0aVauXMmuXbvw9vY2ysWYNWvWNKU6UnkzduzYkWoO0v8ahQsXTnFf8hffiy/B9GTv3r0Z1rYBwwuoZcuWadKUd+rUSREG/+sIIVoCz6WUpm6caUBKuUhKWVVKWTVHjhzp0qd58+axd+9e/vjjD2rXrk327NmJjIxk1qxZWFpa8tdffyl1/f39X5q5A3QKkeT27F988QXt27c3qnPlypUUsyb9888/Jo50kyZNMgkl4+DgYKTNTq7F+v333ylQoABffPEFn376KQ0bNuTOnTvcvHmTgKAQwnxu41qmNrauuYl4eA1tom5ZNTY+kfj4eBP7vx49epA/f36OHTtGUlIS7dq1o0SJEjg5OWFtbU18fDyzZ88GdE4i3bt35+DBg3h5eZlc39q1a5kzZ45JecGCBXF0dASgb9++ira0WLFieHp6AjqNqLOzMzNmzCA2NlZZsre0tCRbtmxERESwdOlSxRnG1taWTp06ATpZIXlGkGfPnnHz5k2WLl1Kzpw5jf7X6c17LwDC/5dnDHlkQTdjT0pKomXLlhQrVoy4uDhatWqlpM0JDw9XIobXr1+fDRs20KRJEzp37qy0MXXqVB48eECHDh0oW7Ysjx8/5ptvvmHFihX8888/ODk5sWPHDiwsLLhw4YKSX3jChAnExcUxfvx4rly5gq+vL66urjx+/Ji7d+9SvXp1nJycCPAPwNLJjewVGphck1u5uriVq0c+z85YOWQh6slNincaQe467cjX4DMSo8PIU7cD9q65yVG5CVkLlsXaISvORT1wdC+ElUNWIh9dJylWp7nIWqg8TnmLU7DZFxRq0Z9S3cdil01nB3l/8x8kxkTgd3wDfv4B/P3335QoUYIZM2YwZcoU6tWrx9GjR1m8eDEJCQlERUXxyy+/GEWwN2BnZ0eHDh0A3eDo2bMne/fupUKFCkoaof79+1O0aFFy5MhBnTp1lN+tSpUqREVF0b59e7RaLStWrGD9+vWKa36hQoVo3rw5uXLl4saNG7Rv3x4/Pz+uX79Ow4YN8fDwUDy0VTKG2rVr06BBA7Zv367Mmv9LhIeHp1njlnzZ90Uvx/Rky5YtRsuAGYFhqW/16tWpxjsz4O7ujr29fYb26S1SB2gthHiEzumjETALcBFCGDwn8gGp5yNLR5o1a0ZCQgLnz59XohrY2tpStmxZk7oajSZVu0xfX1/++usvihUrZuSQZ2NjY7IqUq5cOebOnauY+CTno48+omrVqvzzzz8p5rCNjY3l1q1bRv2sVauW2UnM8+fPOXXqFNeuXeP27du45CmMU76SiplSQmQwARf2kpQQS1zYc2I10iQlXIkSJahSpQrHjh1TfoOhQ4cqOXctLS0Vge3MmTOcO3eO8uXLKylZk/Ppp58qy+MLFy5kw4YNrF+/Hk9PT0XILVCgAI8fP6ZHjx5Gx1auXJmCBQvy0UcfYWtry4uxIJ2dnenSpYtRZpU//viDXbt2ARg5kbi4uLBlyxZy585N7dq1lfjAGcEHIQAaAgknJyAggD/++IMcOXJQuXJlunTpwsCBA7G2tubixYtERkayZcsWpk2bRrdu3fjpp5+wt7cnW7ZsShtt27Ylb9689OrVC1tbW3LkyEHhwoVp1KgRnTt35s6dO8pSpZOTExs3buTBgwfcu3ePli1b4uPjo2iuZsyYQUREBBs3blSMbSOjIpHaJKN+B18/TvC141ja2vP84h5u/j0aK/sslOj8IxZWNsSH+BHx6Bph9y6jTdIQ9ewevkfXGLVxf8ssYgJ8yF6xIW7l6inlIbdO8+TgCpPfr3CrQVhY2VK03TDyFilJq1at+emnn5g2bRoPHjxg4MCBLF26lB49eih5gmNjY01mht26dWPkyJFKqrawsDBWrVqleKfdvXuXL7/8kmPHjtGoUSOqV69Os2bNjF40NjY2rF69mhs3buDo6Mjt27eVAfLll1/i5uZGsWLFFK1sQEAAd+/eZf/+/dy8eZNChQql6Z5ReT1cXV3JkSMHVlZW75THblqJjIx8abwxAwEBAWChu3czMj9vo0aNaN68uUl5ZGQkjx8/ThfbVoP349u2s3wXkFL+KKXMJ6UsBHQBDkkpuwGHgY76ar2ArSk0ka4EBQUpZjRLlixRnlk2NjZ4eHiY1M+XL5+SIzi5PZ6npye//PILAwcOJCYmRilP7V7Nly8fgwYNMpvpI1euXDg7O1O3bl2zqTUXLVrEhAkTFI2bgX79+nH27Fmz57p37x4dOnRAK8HCyRXfo2uQUncN2Ss0wDFPUSwsrXEuUhELB2f8/f2ZMmWKic1tnTp1FFvZ6dOnExYWxq5du5gzZ47igLJlyxZGjx7NqlWraN++vYnzmYeHBxs26Ew+CxcuTN68eTl48KCycnT16lX27dtH0aJFWbHC9D3577//UqZMGZo2bcrAgQON9v3999/ExcUZvRPz5ctHs2bNjJbgQafI+Oeff3B0dGTQoEGK9jEj+O89oV+DYsWKkSdPHn766ScqV65MTEwMv//+O1qtVnnwgc6o28/Pj/r162Nvb09AQACrVq3ip59+okKFCop3roF79+6xatUqnj9/zpYtW8ifPz9XrlxR8tN27txZmVF4enri4+PD+vXrmT9/PoGBgfz5559ERUVRsWJFhBDUqVOHU6dOKbGBAp8/J9r/MTJJN1uRWi3Cyhqhn7Xl8+xCkdaDscmi8wSTUot9jvyEP7xC9LN7hD+8SlzQU+zdCxP+4AoxAY90v0f7b3Cvapr0On/jHhRqrlPdJyXE4n9uF0HXjhH1xJvgazpDVavEaC5evKBEqd+0aROTJ08mV65cdOjQgbt379K9e3dFiE1ISMDT0xM/Pz80Gg0+Pj4UKVKE7Nmzs3r1ajw9Pfntt99wc3NjwIABDBs2jMDAQHLlysX48eNJSEjg5s2bio1V2bJlWb58OeXLl8fa2prvv/+eTZs2ATB//nw8PDxwdnamc+fO/PLLL5QqVYp27dpx5MgR/Pz8jNLIqWQcBk3s63Du3DnSI0PRvXv3lCDj5oiLizPRdOTLl49evXqlqf0nT54g7V0QdlnMBqDt1q3bq3U4BQye7gYGDdJl8rl16xYzZ85MMabg5s2b39g55QPnB+BbIcQ9dDaBSzP6hImJiUbLp/b29kZeomPHjjUbBgV05hdTp05Vtg8fPszw4cPJkSOHEo9Wo9GYCCeAookCUvQINlC4cGFFEZJ8lcfBwYEffvjBRAAcOHCgWfObHDly8NtvvyGlJCgoEGnjiFv5+vif3Yn3Kp3jRNaCZZFSy6Ndi/F5cId169ZRr149IiIiqF69uqIRbNiwIb/++ivBwcFER0ezfv16mjZtauTENWfOHI4cOYKbmxvbtm1TvJa//vpr9u3bx/79+xVH0OjoaM6dO8fw4cMVOWDfvn1KatbkmryYmBi6detGZGRkis+t4sWLm3XcsbCwwMbGhrCwMCMt/9uaPL/XcQANlC1blsDAQMaNG0euXLmwtLRUPFMnT56s1MuePTseHh74+vri5uZGp06d6NatG87OzmTNmpUxY8bQoEEDDh48SMeOHWnQoAGJiYk4OzvTt29fSpUqhY+PDxcvXuTBgwe4u7srmsfWrVszaNAg2rVrh62tLTt27KBAgQJMmjSJnj170rJlS8VeIDQ0lGzZstGoUSMWLlxI3tJNiY8I5tnJzRRo0gPH3P9PSWef/f83lf/pbTjmKUqJT39EWFig1SRwb8NvFGj2BdF+97Gw0s3qbF1yYuuiszmQUktSXAxW9v9XQQNEP7tPwPldlO4xHpusbmQtXB5NVAiaiEAGDBhgpCnInz8/06ZNY9CgQVhbWythYBITE7l//z4PHjzAwsJCebAY8hxmzZqVY8eOKa77Bw8eRAiBv78/Y8aMISAgAGtra44ePUqjRo2U4wyEhYXxww8/sGjRIqKioujQoQMTJ04kKChICajZrFkztm7dyqRJk4iPj08XweJVEELkB1YA7oAEFkkpZwkhXIG1QCHgEfCplDJU7304C2gBxAC9pZSX9G31AgzeNhOllH/ry6sAywF7YBcwVL7LOR5fwtatWylbtmyaZ7737t2jcOHCJstZxYoVY+XKlYDOTkqr1Ro5nAQGBnLgwIHXTrp+7/4DNHauaOOiuJssoK2BCRMmpHjs7Nmz6d2792tp3Pr21UUjqV69upL31ByJiYmv5KGpAlLKI8AR/fcHQMo/cAZgbW2tTGgNdOvWjaVLlyrxTxcsWMCkSZOM6pQvX57ffvvNKFCzhYUFDg4OLFiwACEEUkqsrKxM2pdScvHiRVq0aIFWq6V8+fKULl1a2V+9enWOHj1qdsl/69b/K0VTm2ylhJSSCxcuoElMRGvtgDYpiain3uSo9JESD/DxvuXYOmencLmKRNw4yr59++jevTv58uUzim0YHx9P//79WbVqFRUrVsTKyopdu3bh4eGBtbU1S5YsYdmyZYBO4DXYMxq0mg4ODoqHuyHrFOg08O7u7mYndOfPnydr1qzMmDEj1QlvvXr1qFevXor7LSwslN83ODgYFxeXt+K0+F5rAJOSkggLCyMhIYGvv/6aEydOEB8fr6iIQWf4uWjRInx8fBQ7gp49exIZGUlCQgJLlixh7dq15M6dm+vXr9OnTx+qVq1K1apVuX37No6OjsTFxSk31r179+jcuTPz589nz549ihfyw4cPmTt3Lk2aNCE2NpaQkBAqVqyIvb091atXV2ZgJ0+eZPXq1YSEhBAWFkb58uVxtNJiaWtP9vKeOOTSGaUHXNpH8PX/x0N6fmk/WQqUIWuh8gj97MHCygb3Gi2JD3tO5OObxAb7ook19laMC/En4NxOpFaLTPayCL1zHmFphTYxgeAbp3i8bzkPNs/k8uXLSiqgL774QvGIAujcuTN//PEHa9asoX79+jRt2pSFCxfy5MkTEhMT6d69u5EGbsmSJYpK/OjRo0RFRdGxY0diY2MZO3YsDRo0QAjBqVOnOHv2rOLE8+DBA65cuYKLiwtjxoxBo9EghGD37t24u7tToEABvvnmG06dOsWePXuUl6CtrW1mhLDQAN9JKcsANYFBQogywEjgoJSyOHBQvw3QHCiu//QH5gPoBcafgRroXko/CyEM9gjzgX7Jjvt/AKy3hEajSbNnXXK0Wq1RNgDQGZY7Ojoqs+2X8ffff5vYG06YMMHITsnLy4tLly4xYMAAgoODAd3EJbmH+qsQEhJCWGgISQ6u3L5yjof6VJLJKVKkSIrHly5dOs33YvKVh9GjR+Pq6ppK7f/z6aefGpmsqPw32bRpk/J/vHjxIl988QWXLl0yqrN161Zq1qzJv//+a3If2tjY8OuvvzJr1iwlRmByhBCMGTOGO3fu0KdPH+bPn8+TJ0+U9G8ff/wxlpaW/Prrrxw7dszIns/cJC0pKYnff/8d0OVgN4w3w1/QOTZdvnyZsLAwFi5ciJQSae1AlrwlKN5xBG5lavN47zLubZqJJiaCXNU/QWtjj62tDfb29hQvXpxNmzYZZZiytbVl48aN2NnZKQoAJycnbGxsyJ49Ox9//LHiPX327FnFuWLSpEk4ODig0Wj47LPPjJQEiYmJeHl5KTm/XyQuLo74+PjXXu0wsHbtWiXhwbhx47h+/fobtZdW3msB8MKFC/z55580bdqUHj16cOzYMVxdXTlw4AAbN25kzpw5FCtWjHz58mFvb4+npyfx8fHs3bsXFxcXtm7dys6dO/nkk08oXbo0Gzdu5OLFizg5ObFnzx5WrlzJ1q1b6dKlC8+ePaN9+/Z4eHjw5ZdfYmVlxYkTJ7h+/Trjx49n1KhRhIaGotVqOXv2rNHL7bvvvmP16tW0adOG+vXr4+HhQVhYGOXKlePixYtYBz/EKW8Jcng0VKKjJ8VEIqys0MRF8/zSPoSFJQ7uhUhKiCPs7iW0SRo08TE6bWFSIvbZ8yI1CTzea7yKYe+Wh7yenQm+foyQW6eJ9LlFXIg/2UpWJ5/nZyQlxIKQWNk6kL9wMTwbNKRnz56ATqVu8Gq+e/eusjSxdOlSGjduTGhoqJLzdO3atezatcsol+LYsWMV26Zr166RkJDApEmT+OSTT1i6dCnNmzcnPDycWbNmERgYyOeff46UkrCwMIKCgpg5cybr1q1j06ZN/PDDD8yZM4cCBQpQtmxZhg0bhpSSiIgIk5yTbxMppZ9BgyeljEQXaDYv0AZdbDEwjjHWBlghdZxBZ4ieG/gY2C+lDJFShgL7gWb6fVmllGf0Wr8VvMV4ZUuXLlUMv1PL95wSgYGBLFy40Oy+5B6LqTFhwgTy589vVDZ06FAj7VizZs2UXN0vBs81sGLFijQHY7579y4AWgc3in/cCwsLC5MQFakRGxtr1s7KHD/++KPimdm3b1+TazVw48YNZXk4vbh3716qNmORkZH88ssv6XpOFV0MvuQJAgwIIXB0dDS5T/Ply4evry8JCQlmna/Gjh1LqVKlTOLdGbhw4QL9+vVj8ODBLFiwgJMnTyrmERMmTMDGxoYLFy7g6OjI0KFDUx0nFhYW5MuXD9BpLxMTEwkNDTWKy5crVy5cXV3Jli0bAwcO5MqVKyRZGDsfFWrejwJNelK843AsrG11AmKWLCYBp5MHfH6RRo0akStXLqytrSlQoIDym547d04ZwwasrKyYPn06PXv2ZOPGjaxYsYKYmBhatmxpVG/JkiVER0ej0WjYsmWLEmrMwJ07d4y8soODg19qp1u5cmWyZ8/Ozp07iY6OfqOsQq/Cey0A1qhRgzFjxjB48GAmT55Mp06d2LhxI0uXLqV06dLMmTOH2rVr06JFCwzu+wsXLlSMMi0tLdm0aRNLlixh9+7dWFtb4+bmRpMmTRg2bBitW7fm7NmzFC5cmL179zJ37lxlyXfNmjXs3buX8PBwihQpQr9+/fDw8GDXrl0sWrSI33//nYYNGwK6AfP8+XPFdT0yMpLly5czePBg3eALfwxJxjeQe7UWxPg/IvjGCSzts5C9YkMsrG1ISogl8MohQm6exPfIGkK9z5C1SEUiH98kyvcuRdvq4jMlxcfie3QtTw6tJDEmguwVGuCQsyDhD7xIjA5DJiUR5XsHK3tH3MrUwTFXQRKDn+BZv56img4NDWXo0KHs3r2br776ShEAq1WrRvXq1fnuu++UmWv79u3JmjUrffv2NTJIvnjxIpMmTeLrr7/G2tqan3/+ma1bt7Jr1y527dqFs7Mzrq6ufPfdd2zfvh0hBPfv3ycyMpLmzZvz7Nkz7ty5w/Tp0408tOPj44mKiiJr1qx88cUXVKxY0WTW/LYRQhQCKgFnAXcppSEkvz+6JWLQCYfJjXwM8cdSK39qpjxD2bp1Kzdv3sTZ2RkLCwvy589v4miVEtOmTVNmuO7u7inasCW3ZzLHnDlzUpwpZ82a1WQJ5dChQ0p2BXO0aNHCKGNCaty+fRuAJAdXkhyzG5WlhWvXrqW57rRp05Tgs+aWug2ULVtW0bykF15eXqk6xTg4OCjZHFTSB41GQ1JSkpGnakhICFOmTGH06NHkzJmTUaNG8cMPP/Do0SNA55C0ZcsWevXqxYQJE8zeXx9//LEihNWrV89IsK9atSorVqzg4MGDJCYm0qVLF+X9ZGDGjBlUqVKFgwcPcvjwYbPnOHToEAcOHODcuXOcP39eCWacLVs2owni8ePHsbW15fLly2zZsgUPDw+EnW5lKbkGzibr/ydr0kqnMU/ucV+vXr00x+DMlSuXYpu+e/duYmJiTLyB8+bNS3x8PLa2tjx+/JirV69Sp04dpk+frigvsmfPjqWlJVZWVso7JzY2VtG82tjYKJrR1q1b07lzZ6OwM97e3iZe1FWqVCEyMpLAwEDy5s3L6dOnCQwMJC4uzqzHcnrxXguABpo3b46npyd58uShXLlyxMfHU7t2bby9vXn69Kni0n3r1i2TqN3NmzenV69eiiFuu3btmD17NsuWLePYsWMULFgQZ2dnPv/8cyZOnKjYZjx79oynT58yf/58smXLxsSJE7l9+zYtW7akW7duJCUlKal0RowYwf379xWHlI8//lhJVde4cWNkkgarMGPD38SYCOxcc+Fe5WOylaiGzrwMbJyyUbzjcLIWKk/Bj/uAsOD2ql8o1uFbCrX4v/GvhY0dWYtUxLlIJXyPriU2+Bmhd86Ts3JTEiJD8Tu1GU1MOIFXjnB79URk0GMiwsOpVKkSoFOhHz58GCsrK6SUTJgwgeHDdVlJKlasSNWqVSlSpIgSB/HcuXN069YNHx8f2rVrp8yInJ2dGTBgAFeuXGH37t20a9eOrl27Ki7z5l7YTZo0oUGDBsqMdvTo0djb2xstB5QoUYKPP9Y5unzyySf8888/iodXZiCEcAI2AsOklEZ5w/Sauwy32UvPgLV58+bFxcWFjh07Ymtri4uLCzExMSYebebo0qULxYsXB3TplF7XTq106dKpxul7sd1u3brRqFGjFOtnz55dMW9IzoEDB9i+fbtRu+vXr0c6ZAMrW6SNE8LGgcuXLysvgcGDB6eqOfvpp59S3Hfjxo3X/k1sbW2V76+anu758+dKAFsDHTt2NEr59SKWlpbUqlXr1TqpkiodOnSgSJEiRnEWk5KSKFq0KJMnT1Ym0IMHD+bMmTMcOHCA/PnzM2rUKABmzpzJn3/+adKuEEKxef/+++/Zvn07gYGBSizAggULUqJECbMTDEMcu+3bt5M3b146derETz/9ZBKQumjRohQrVozffvuNatWqsW7dOkaMGGEyiTh16hRBQUHky5dPUb5IK1vC7l0i4Jyx5l9qtdzbOIPEJK3SF9AJyr/99pty3eZ40bwkOUFBQYqm7enTp3Tq1AlnZ2eWL1/OkSNHuHz5spLzt1mzZkr2qbZt2yrmG4ZVhn///Zdt27YBOi9ew0Ry2rRpLFy4kGrVqinn1Wq1Jg6l48ePZ/z48ZQpU4ZTp07h6OhIQkICixYtei3TmjQjpXxnP1WqVJHpgUajkfv375eJiYny9OnTcsiQITI8PFxKKeXZs2flH3/8IaWUMjExUT548EA+efIkxbbCwsKkp6enHDZsmIyKijI6x549e2Tr1q1ldHS0XLFihezevbs8duyYjI+PT7V/Wq1WSinlrl275JQpU4z2JSUlyY8+airdi5SRxToOl65l68rKw/+WHsOWyMrD/5aVh/8t89TtKIu0GSqdi1aSFQbNlfkadpUuJWvIAs2/kJWH/y0rfbNUFmr5lSza/ltZ/qs/ZeXhf8ty/X+XdtnzyXID/5CVh/8tC7UYIEv2GC/Lf/mnLPbpSFmk3TDpVsFT5qn3qSzZY4IsVbORbNuundLXwMBAeffuXaWfffr0kREREXLjxo1y0KBBslevXtLX11eOHTtWRkdHy61bt8oNGzbIpUuXyiVLlkgppQwJCZFffvmlTEhIkLdu3ZLXrl2THh4eMigoSEoppb+/v6xcubJ8+vSpfPz4sZRSyri4uJf/w/XUrVv3leq/Aq90HwPWwF7g22Rlt4Hc+u+5gdv67wuBz16sB3wGLExWvlBflhvwTlZuVC+lT3qNreQkJiYq4yo1oqOj5f379+XmzZvlyJEjpY+Pj9RqtXLYsGFG9W7fvi1jYmLMthEVFSX79euX6nmmT58uN2/enOb+p8SzZ8+U+8/Q/1KlSstanQZI52KVZcUhC2Xtdr2lh4eH/Pfff6WU0qj+q/LDDz/I4OBgmZSUJBctWpTm4zZt2iTnzp2rbPfr108+evQoxfp37twx2r59+7acOHHiS59XLzJz5kz59OnTVzomBTL9nfOmn4wYVy/y7bffytmzZ0t/f3/57bffymrVqhm9i1Lj3r178u7du3LatGlKWUJCglGdTp06ycePH8sRI0bIc+fOSSmlHDBggPz9999llSpV5Lx58+SSJUtkpUqV5IEDB4yOvXv3rhwxYoSMjY2Vd+/elcHBwVKj0Sj7k5KSZGJiotExK1eulJ6enrLyt8uUd1rl4X/L8l/OlhUGzZW22XJJ95ptZJWv/5Senp6yZMmScuPGjdLT01M+e/ZMrl27NsXr7d69u3z27JlR2a1bt+SJEyfS9HsZ0Gq1snDhwnLChAlKWXBwsNy+fXuKx3h7e8vJkyenOIbj4+NlrVq1pK+vr1yzZo28ceOGvHDhgqxfv77ct2+flFLK8+fPy9jY2FfqawqYvV/faw2glJK//voLS0tLmjRpghCC6tWr065dO5ycnEhKSqJ69eoMHTqUHTt2sGHDBmJiYli+fLly/Is4OzvTsmVLcubMSWhoqFJ++/Ztfv31VxwdHXFwcKBHjx589tlnVKhQwcTW5/nz50bLlQYHh2bNmvHtt98aGepaWFjg5OSIjYUWB/fCOObWGZbf3zxTCQ+Tq2YrXIpXpnDLL7GwssYuez7sXNxJCNVpIISlFVkKlMYxTzF89i/X5QTO6kaxDt9h7egCgGuZ2sQ+9yHg/E6eHlpFQnggBZv2IerpbWyyuvL0xkXcXF2VRNjJcyc/efKELFmykCVLFsqWLcunn35Kt27dGDp0KH369MHBwYHDhw9TsmRJnJ2dmTNnDufOnSNbtmzMnDmTpk2b8sUXX1CuXDkuX76s2Gi5u7uTJUsW9u/fryz1pTVTAcCCBQsUY2DQ2VK9GKAzo9F79S4Fbkkpk6/PbUMXWwyMY4xtA3oKHTWBcKlbKt4LNBVCZNM7fzQF9ur3RQghaurP1ZO3FK9s+vTpyrL6rFmziI2NNfFq3bVrFyEhITx//lxx4jEs7xuM0/Pnz48QwmhMGOoZ8nBOnTqV6OhoZZ+jo6MSLsnA8ePHlSUx0OXqNNyvb0Lu3LkpUKCAsn3z5k2yZHEiPNGCQi0GYGljh8Y5H87OzlSpUgVAqb927do02zIamDJliuLokVyj9zJatWpFnz59lO1FixYZ5XgNDg7mxo0bAIrWPjklSpTAxsaGqKgomjdvbvR8i4qKMnL4Sk69evXS7Jii8mrEx8fTr18/o7IZM2bg7u7OiRMnmDFjBgcPHjTrjDF48GBWrlxJYGAgMTExzJ07l6JFixrFDbx9+zbXr1+nXbt2+Pn5cfToUerWrUuBAgWYMGGCorlasGABAwcOZP369TRr1oy+ffty6dIlo3RrK1euxN3dne+++47Hjx+zZcsWXF1dadKkifLM3rZtG7Nnz1buQ/h/PnD5gtY76ultov3uk6tmK7LkKwF6+/cRI0bg7u7OkSNHsLGxUcyMxo0bx9mzZ4mNjVXSw61YscKsXeyff/5pkqPeQFBQkEn2jVu3bnH58mX69u1Lnz59iImJISkpySQA96xZs5Q0sVZWVgQHB9OwYUOzcRCtrKzo0aMH3t7erFixgsTERK5du8bRo0cVs4rjx48rzjgZwXstAIKxB93SpUtZvXo1R48e5dmzZ1SoUIGjR48SFBSEt7c3H330Effv3+fw4cNEREQoaV5epHfv3uTLl88oHlOpUqVo3769skQKOpsig5erVqs1io1XunRpZWnl0aNHhIeH4+XlhRCCUaNGKfZEd+7c4dq1a0SFhxLqfRZNbBRh9y6RvWIj7qydgiYumvD7XsQ898HC2hb/cztxyl+KPPU6kLPKxzzcMQ8Aa4esWNk5UrTNEISFTsWfGBNBQmQImrhopJRoE+JwKV4VS1sHonx1qnPX0rVASvIWLEyePHkUpw4/Pz/mzJmDn58f33zzjRL4umTJkuzdu5egoCDatGmjvIBmzpxJuXLlsLS05Ouvv1YeLLa2ttSqVUsJIbB9+3bFtiQoKIhixYrRu3dvPD09adeuHdOmTTPJVPDkyROzsdvKli3L4sWLle0xY8YoL+i3SB2gB9BICOGl/7QApgAfCSHuAk3026AL4/IAuAcsBr4CkFKGABOA8/rPL/oy9HWW6I+5D2TgmsH/6datmxLx39XVVRFW9u/frwhrUVFRaDQaTpw4oTwEO3bsyNdff02LFi2M2qtZs6aRUDJs2DAl4Gy1atVe6jUbFxeX4uQgPj7eyAsxJaKjozl8+DDR0dEmzikPHjzg7NmzXLx4Ea2UxAsbtPpUiklZdWaXFy8aZxNr1KiRYr9njpTse2bPns2dO3dMMg6khpWVVaq/ka+vr2LYL4QwG8x2xIgRuLq6snv3biMP4nv37qUYQ9PHx0dZ/lJ5c5KnTrO1tWXEiBEm5gTFixdXhChzZgugE1q8vb3ZuXOn4gQBumxMhpBaMTExBAcHs3nzZnLnzk3NmjXp3r274riRnMjISHLnzm3W7OK7777Dy8sLCwsL3N3d+fXXX5V2KleurEwemjVrRpcuXZg3b55iLiGE4Pnz54R4/19Iigvxw9I+CzZZ3XArW5eshcop+3LlysW+fftISkrCzc1NEZacnJyIiori2rVrSjpKIQQFCxY0cowpVaoU/fr1U8ysAKM4hXZ2dooTi4EDBw7w/PlzcufOzdixY3FwcCBHjhx07NgRrVbL0qVLOXz4MB999BG1atVSluzr1q2LEIIDBw5w8+ZNQBeSKikpCQsLC7p160b58uVZu3atSYaSqKgovv766wzNlf5eC4BCCL744gtl283NjVy5cpEnTx4OHz7MqVOnqF27No6OjlSrVg0LCwsOHDjAnj17lBh1BmJjYzlw4ACg85hycHBgwoQJ3Lt3j8GDB2NhYcGgQYOUSO2JiYlGaccsLCwUAfCPP/7gxo0bSt+6dOlCbGws/fr1Q6PR0KFDB8WLKF++fEgpyVOmGtZZXclSsAyJkaFY2jqQr1E3rOwcsc6STYnjF+P/EE20Lvirlb0TBZp+nuLvE3rzDAHnduJ7dC3Rz+5j5ZgVh5wFyV2rFYWa6WKNRfjcIPTOBRIsbDhz9ixbtmwBdJrQypUrY2VlxXfffUeJEiWUPMmTJk3is88+49ChQ0YOH6Czn+jbty+TJk1SNCOTJ09m4MCBfPXVV1hZWSnahOzZsyuztM6dO/P8+XMlLdL+/ftZt24d8fHxdO/endmzZ7No0SITT9SlS5eyd+9eFi1axI4dO4wCeL4NpJQnpJRCSllBSumh/+ySUgZLKRtLKYtLKZsYhDm9un6QlLKolLK8lPJCsraWSSmL6T9/JSu/IKUspz/ma2lOdZ0B5MmThyVLlvDo0SPOnTunBB1+/Pgxz58/R0rJp59+yv79+wkICDBKbD5p0iSz6aSST6BAp7WSUtKoUaOXxsX66KOPFNvCFzl//rxRGixz3Lt3j+DgYO7evcs///xjEiQ6NjaWyMhIbt+5g0POgljYOPD80gHCH1xB2jgg7LJw584do2Ny5MiRYiiWwMBAJYvN0aNHjR7+OXLkYPHixSYvYXNoNBojwfNF70bQ2TidPHlS8YgPDAw00pbOmDHD7HEGPDw8zAYQBp2dssHeVuXNGTlypKJZP3jwIOvXr2f06NFGdWJiYszGgIyMjFTyUh84cIDIyEjat2+PtbU1rVq1MqlfqVIlo5iCtra2uLq6cvPmTebOnas805cuXcqIESP45ZdfzNqndu7cGXd3d2UCMnPmTNavX8/cuXOZMWOGMpG7ceMGa9asIX/+/IpjhJ2dHbly5cKtdA2lvYiH19DE6J4nvsfW8fTYesIfXiMyMpKQkBDq1fu/M+KCBQt4+vSpkpGqevXqDBkyRGnrm2++oVevXkb5uh0cHNi3bx9jx45l//79Ro4kTk5O1K5dW7HT7dKlCzt37lSeLYUKFeLAgQOK81pUVBSLFi0iOjoaBwcHgoKClHHWtm1bihYtyscff6wIwfPmzVMUPOvWrWP48OE4OTlhYWGhyAT379+nefPmHD582OS3TldSWht+Fz5vak+xb98+WbVqVWX76dOn8vnz51JKKY8ePSobNGig2LEdO3ZMjh8/XtarV0/evn1bHjx40Mie5u7du7J+/foyLCxMLliwQEopFdsGHx8fKaWUX3zxhWzUqJHcsWOHDAoKkqVLl5YRERFGfQoLC5NSSnn9+nW5f/9+KaXOdicgIECGhoYq7TVp0kQ+ffpUfv55H+nq6iqrDpwuPYYtlu7VP5HFO/8oKw//W1YcssjIZqJwq0EmZZW+Wy4rvWBbUXn437Jw669lpW//kpWH/y0LftxXluox3mi/oR336p/Igs37y2r9p0hPT085duxY5brPnz8vR44cKaWUJnZDcXFxsl27dkbljx49Uuw/AgMD5fz585XfQEqp/G+klPLvv/+Wu3btUra9vb2N2g8ODpbPnj2TYWFhctKkSVJKnX1JbGysrFWrllLv5MmT8vbt2zI+Pt7E9uQNyPSx8aaf9LJVunz5soyKipJnz56VwcHBSvnw4cPltWvXpJQ6+5k5c+Yo9nFS6sZB8v/H6dOnTWxdAgMD5fDhw03+9xMnTpR79uxJtV8PHjyQ69atk1JKGRAQIC9evCil1N0jKdkpTps2Td6+fftllyw//bSzrN3uc8WWtnTvSbLikAWycsOWsl///ib1R40aJf38/FJts0mTJqnaMkmps9HbuHGjSXlQUJBimxQWFia//vprkzpRUVHyzJkzyvaxY8eU32fLli3yn3/+kSVLllT2JyUlpdqX5Pj5+cm2bdumuX4qZPq4eNNPeoyrzZs3K++CuLg45fv27dvlsmXLUj127dq1cs2aNXLVqlXS29tb3rp1K03nnD9/vvzrr7+MymJjY+XOnTullDp77UuXLsmWLVvKcePGGdWLjIyUc+bMMWnz888/lzExMbJhw4ZSSikjIiIU29igoCC5cuVKeeLECbl9+3bp6ekpqwyeq7x/Snb7Wfeu+/QH6VqmjszbsKvMV/MTmStXLjljxgyj9+rp06dlZGSk/OOPP6S/v3+arjcxMVH6+PjImTNnyidPnsi5c+cqdndS6p5ZZ8+elVLq3m3Jn0379u2Tt2/fltHR0VJKKQ8ePGjSvkajMRlDS5cuNbHVDA4OlpUrV5ZSStm4cWOjfQZZIZ0we7++1xrAoKAggoKCFK+h3LlzKx5H1atX59NPP+XmzZt888033Lt3j5w5czJhwgRKlChBrVq16NKli9JWtmzZKFeuHLa2tooq3TADMcTlcnJyombNmjRq1Ag3NzcuXrxoop43xEUqUqSIUTshISHKMubDhw/JkSMHdevWZdu2rcRJa2K1liRGh+OQsyBZ8utmU08PryQ+XOfNmRAZov9urPwJv3+Z5xdNE3EnRASTFB9LUnwsbuXr4+BeyGi/38kNxAY+AWFBtlI1SMqam7j8uojww4eP4MCBA1StWpVff/2VS5cuUa9ePSONgr+/PzVq1DCyf1y6dCk+Pj4EBQVRqFAh1qxZo9gRAsr/BnThLpIvnRmWLKSUxMTEYGdnR+7cubG0tKR79+5s27aNPn36MHLkSPbs2aN4bAUHB7Njxw7mzJnz1mIrfQisXr2amJgYPDw8cHR05M6dO0bhGaZPn065crplGyEEAwYMoFOnTsp+Z2dno//H6dOnjbxWnzx5ws8//8z06dNNMsB8//33SmqrlHByclKWTjZs2KB4Ayb37HuRESNGUKJEiZdee2xcHNJSZ4Zgk9UN++z5iA8LJCw0yChtl5SSy5cv07NnT6N7+0UWL15M8eLFzS7lPXr0iGvXrrFnzx5sbW2N4osZcHNzUzREzs7OZj1AHR0dqVHj/xqWevXqKf8PCwsLHjx4oMSI2717t1GGpJeRK1cuNm/enOb6Kqlz8eJFJbGAwcMedOYEBo9dAy9680dHR9O2bVtKlCjBpUuXKFWqFIsWLTLxOjXw9ddfs3fvXvr27Uvv3r2V8qFDhxIfH6+YaWTLlo1KlSqxadMmsmbNqqQ4BV3YE3PLwjNmzOCnn35SnsWenp7s2rWL7du34+LiQu3atSlZsqSy4iMS/z92HHIVJnetNji4F0arScC1VA3iQwMoUKAABQsWNPJMr1mzpjLec+bMmepva8DKyor8+fMzbNgw8uXLR/fu3bl16xaPHz+mefPmrFmzRtGw2tjYKJrNL7/8EktLS2xtbXFwcCApKYmlS5eaBN9esmSJUWq3ZcuWERoayt27dxWtvlarJSAgQNHev2hGkTxvcEbxXguA7du3Z9y4cco/L3nKpyVLlig2gZ06deLzzz/n2rVrihG1vb29kWGzm5sbRYoU4fDhw0ZhDxYtWsTx48cB6NOnD0OGDFFSuryYOicwMJA8efLolpFu36ZPnz6cOnWKkiVLsmHDBrZu3crTp0/x8vLC398fp6zZcKv8MXma9EITE0HY7fNkK1UDKbWE3/ciPjQAa4esxAY/49nJzQRfO8bDnQvQ6p1DYgJ9kElJ2Gc3DRybFB/Lk0Mr8TnwN5FPvLm36Xd8j69Hm5hAtP9DJBB09Qh563UkJuAxUb73SMxVjriCtTl+6jRt2rThzz//xM/Pj5IlS7Ju3TolaTnoQgo8ffqUyMhIYmNjKVeuHC4uLkoe4MDAQIQQFCpUiBMnTiClseC6e/duo4fW2rVruXr1Krt27WLAgAFKyJybN2+ye/du8ubNS7Vq1fjjjz+IjY1VhNFWrVoxdOjQdA+Q+6Hz4lJ69+7djTJfjB07VrF5Ad0DN7Ul3Hr16pmkFzQnyIAuXdbLlvJz5MihhGIIDw9XhJ0qVapga2trlPvUwJAhQ9KUO1d3rxqf3yFnAXIVKqncxxcuXODOnTusXr2akiVLpnrtLVu2ZNq0aUpQ9OR4e3szffp0Ro8eTf78+ZUlYwOzZs3Cy8vLKMjuq9KqVSuaNGmi5HVt3ry5yZKjytvjxx9/VIQxg0AHsHHjRqMlwT179lCqVCkjJwE7OzssLCzw8PBQ4tY5ODikOF6++OILrly5wtWrV9m4caNSfufOHUaOHGlS39ramqpVq1KxYkVlKdjGxsbEnhfAxcXFKK/x2bNnGThwIPfu3UOj0VC4cGGyZ89O9uy6OJoWidFoExNIiApFahIIvX2epPgYHHIVITEmihxFShEREYGrqysbNmwwCVnUqVMnEhIS6NChAyNHjmTnzp0pTvaSI6Vk9erVDBkyhN9//53evXubBJsGXRD2gQMH8j/2zju+qUL9/++sNunee1KgUCibUsoGWTIFZCMI4gL0CjIVZaggOJiCbEGG7L1XWWXPTkr33iNN0uzfH6HnUgGv916939/3fv28XrxoTk6Sk+ScnOc8z2d07dqVwMBAvv32W/R6PVFRUQJvMzo6mpkzZ/LOO+/Uio6LiopiwoQJ3L9/X8gNLykpqUVZsrGx+Yfb+kdD9OsT7/9PaNWqlfmPUm0aDAZmz57NpEmTGD16NPv37yc/P5/169czZswYIiIiuHXrFvHx8ZjNZmQyGW5ubuzevZvu3btTVFTExIkT0ev19O/fXzgQCwoKsLOze06FlZaWhtForNXhevToEWPHjmX79u1CCHZQUBA5OTn4+PgQGxtHQkI8ycnJBLfqgm3EIHhqfmk2mym6dwYrR3eqi3OpSL2PX+eR2HoHYzYZ0VYWk3PxFxyDm6DwDMRsMlISewmfdoMwqJVUZSfh3vzvwd2ph1bi2aYPtl51KLhzGpFIRGX6I4zVKrTlhXi1G4yxqhzvdgNJ+Hk+emUpjsHhyOxcqMqKp3Hr9mTfPkN1dTWDBw9h6NDXadeunSAEUCqV9OnTh6NHj5KWlsbMmTMZPHgwEydOZPXq1bz55pvY2NigUqmYP38+CxcurKV4NJvNJCcno1AoOH78uMV3zWzm1VdffWF8l16vp1mzZgwcOJDIyEheeeUVUlJSCA0NFbghfyD+s0TCPwF/5LH1IuTn5+Pu7k5+fj6fffbZP/z8ay4oarriGo2Gvn37cvr06T8kE7PG3BUs+9aLToiPHz9+YQfw1KlTdOzYUbig69WrN5UOwWgDa/vjyVOi8ZVVsftp6k1AQIDQBQUYM2YMn3322Ut5ijUoLi6mpKRE6HyWlpZiNptrJZiYzWZ27dpFcHAwTZo0obS0FD8/P65du0Z5eflzJ+SrV6+SkpIipPj8f4q/jqsX4O7duyiVSnx8fPDx8UEqlTJq1CgWLVpEVlYW69evr9Vt+mdw/PhxfH19hc7y9OnTMZvNREdH07FjR8TiF/eIZs+eLcRu/ror+c+ivLycgQMHUu5Yj/SEe9j7heLWtAsVT+7h3KAN6qJMMk5uwlZuTT0fF2bMmI5WqyU+Ph4/P7/nVNJZWVmo1WoOHTrE5MmTX1pYqdVqFAoFIpGIJUuWMGjQoFrn618jLi5OEL2BpUnRo0cPJBIJer2ekydPYjab8fb2ruX794+gVCqJj4+v1aF/9r3UFMv/Jl54bP3DDqBIJPIXiUQXRCJRvEgkihOJRB8+Xe4iEonOiESi5Kf/Oz9dLhKJRCtEItETkUj0UCQStXjmucY+XT/5abD9fww1MS9BQUGMHz8eOzs7mjRpgoeHBy4uLty/f58hQ4bg6+vL1atXef311zly5AhVVVXs3LmTfv36kZeXx6xZs5DL5ezbt4/Dhw+jUqk4ceIEjx8/rqXeysrKEiwsahAeHs7+/ftp2LAhp06dokOHDsTHxxN96RKnT5/m7sNYtE5BiJ28qHYIoCj2mtBREIlESG0ccQppjlebPoSO+ARbb8tOIRJLkDt54ttxCHb+oYglMsQSKe5Nu5F37RBWju7I7GoT0b3bvYbMxtJitvdvgJWDG3UHTaX+iE9pOPYL3Bp3QFNiuVJpOPpzwt/5Ds/Wr2LrV4+6Q2ehDemEQ+fx2NdpRmJaFgsWLKB//wHMnj2HNWvWsGXLFqytrdmzZw9NmzZl4cKFgjI0ICAAmUzG1q1b2b59O+Hh4c/ZXZSWlrJ27Vo2bdqEXC7n7NmzmEyml47SBgwYwIIFC5g6dSr379/nww8/ZOXKlYjFYmbNmkV1dfVfhrX/QXh5eSGRSGjXrh0DBgz4zXVLS0tp165drYgzhULBnj17XmrjkpSUVIvU/Wv069evlup31KhRwrjsRcWfRqN5aZc4IyNDsHuorq6mulqDWVZbbZt1divq6mrKy8oxmUy8+uqrQvGXmpqKXq9n1qxZwglmzJgxpKWlERsb+5zaOCMjo1ZqjYuLywvj60pLS4mMjMTGxkZQLW7btu2FthGNGjUS7ChmzJjxwvdZgwcPHrxU8FGD999//zcTQv7Cv4/S0lJSU1Oxs7NDq9WyYMECbG1tsba2Zu3atdSrV4+uXbu+sPg7f/78S+1DDh06JJxXysrK8PPzY/r06UyfPh2wNEsuXLggRLq9yHpr0aJFjB8/XhD/VFVVPTfF+b147bXXyMrKwkYuI6j3O3i07IlYaoVzA0tBVJkeh7WzJya9Bi9vL2bNmsXly5fp1avXC43d/f39CQ0N5cyZM5SWljJ06NAXiqnmzZvHvXv3AAslLCcnp9b9X375JXFxcYJNzbPFH1g65RKJBIPBQFFREbNmzWLPnj2/a4rwLMrKygTB2f79+2tFAN65c6fWJOWPxj/sAD7NGvU2m813RSKRPXAHS9boOKDUbDYvFolEswBns9k886nFxRTgVSzB9cvNZnObp2H2t4FWWIhqd4CWZkuu6QvxR11NGY1GoYtgNBopLCxkwYIFrFmzhlmzZmEymfj000/p1q0bHTp0oFevXvTo0YPU1FTS09NxdnbmzJkzdO/eHS8vL6GlPnLkSHx9fWnXrh0rV64kLCyMn376iStXrmBnZ0ezZs3Q6/Wo1Wo0Gg1xcXE8evSIGzdvkfw4ieLiYmyc3bD2DkXm3wSjvReIROgqS1DlpVKR/gifdq9hZfdiFSFASdxVnOu3RiyzQl2YgaYoC9dG7SlPuUdZwnWC+75H8t5v0JbmUX/4JxTePYVf5xFUpD5AU5RNZfoj/LqOpiwxBq82/Ug7spqQQVMxm0yUxF3GvUln4bUMmiqSdiyk/vDZmE0m8q4eQF2YQcMx85BU5qFJvYW+IA1HGytSU1PxDwggtH59xo8fT9OmTWvxM5YtW8atW7fQ6XRs2bKFU6dO0bt3bxQKBUajkebNmzN9+nQiIiLw8fHhyy+/5OTJk4wfP56xY8cyfPjwFzqkHz16lE6dOtVSY4aGhhITE8PixYs5d+7cv70/8VenArAoFEtKSggLC2PZsmUv9dX6R0hLSyMmJuZ3ZTbX5HOKRCLatWtXq8P2LLZt20ZlZeVzRV1eXh7Xr1/ntddeAyw8nJoux7O/Ey+CRqMhNTWVSZMmUebeDJF3Q9SFGSgzYnEJa0/+uc00DvRg+/bttWwkvvzySwYPHsyyZct49OgRV65cwWQyIZFIUCqV5ObmCt2+b7/9lvfff1/oNu7YsQMfH5+XhtGDhcc1d+7cWkk4vwWdTkdhYSEZGRkkJiayZcsWgcbye1FRUfFncJT+Oq6wTJXy8/PRaDSkpKTUGiX+XuzatYuOHTu+0EJk6dKlTJs27aXdvWdx8uRJioqKftOOKDo6mqlTpzJjxgwcHBwoLCwkMjKS0NBQHj9+zK5duwSblTZt2rBu3Trq1auHTCajoqKCn376ifsPHpBaCVkqMWKpDNfGHZ57Hf3ljXRsFc53333HvXv3uHXrFmfOnOHQIYvt6bVr13Bycqpl7wKW4tTOzu4fvlewcB+XL18OWGyTPDw8+Pbbb2nRosVLece3b9/m+PHjTJ48mdzcXIxGYy262bMoLCzEw8OD3bt3U11d/VxH/sGDB3h6euLl5QVYEoMGDx5cKxXmX8QLj61/yIo3W4xm857+rRSJRM+G2Xd+utpPwEVgJs+E2QPXRSJRTZh9Z56G2QOIRKIzQC/gX+td/w4kJCSwbt06ioqKuHv3LidPnmTKlCl8+eWXzJs3D7PZzMmTJ3nnnXdIT0/n1VdfFbhKa9euxdvbmwEDBvDRRx9x584dpk2bRmZmJiUlJSiVSn788UeuXr0qcCFiY2PJzs7m8OHD5Obmkp6eTnBwMDt37qR9+/YAiCQy9HaeSMNeofDkDnwjulGRn4qHwgWjRklJ7GVkto64NmqPxFpBVVYizqERaEpyqEi+h2t4ByTWCrIv7gJESKzk2Ac2wkpmhY1HIGajgbyYQ7iGdxKMoo3VahSeQWRd+Bm/ThZhi2OdpuTfOIZDcGOk1gp8O7yOtqKI4AEfkHt5T60xmcmgRyyVIZJIqPv6DGS2Thh11fh3G4NYZhF5GB19ETd0QhpUhVEux88njriT20iIj2ffvn1ERkZSrdXSonlzXnnlFYGrUuPXdPHiRbp27YpCoSA5OZm33nqLkpISDh06ROvWrYmMjCQ6OhqpVIqjoyM//PADarX6ufZ+YWEhJpOJgwcPYjAYcHV1pbCwkH379r2Qp/IX/nU0bdoUrVaLr68vERERnD9/XigIf321XIPKykq0Wu1zgp9fjziMRiNr1qyhf//+tUyY33jjjZeOcJ+Fk5PTC0c/NV55X375Jc2bN2fZsmXC+OsfjZrnzp0rnEgqykpQ2BRh798AO996iMQS6vR9j/LLFl7xs122jh07sm/fPsFS49nXqq6u5v79+4SGhmIymWjcuHEt4VTHjh3/ITeoZhz3Muh0Og4ePCjwB62srNBoNJSXl+Pj4yNYO/0zsLe3p6ys7KUWN3/hX0dsbCyzZ8/m+vXrL4zhO3HiBJ07d36OY56fn4+npycikaiWgLHmwmbu3Lnk5uby1ltv1Sr+KioquHDhgkDDeNZCpVevXv9we318fGjUqBFZWVm0bt2agwcPcuzYMYEXfvXqVcrLy3FycmLkyJEsX76ciIgI9Ho9b7/9Nm3btqWwsJDMkie4N7NMCyrTYxFJZdj7/V0AZlCVYWVlhZWVFW3atCEkJKQWb/hlvwk1x2xMTAxNmjR5oWk2WD73Zzvtvr4Wb88XcSGfhbW1NZ06dWLGjBm88cYbz4kN//a3v7FkyRLmz59PQkIC+/fvp1+/fpw8eZI9e/bUEsedP3+eBg0a0Lt3b1JSUqioqPgjir+X4p+SRf5JYfa/fo23gbeBWj/8/wqSk5PJycmhqqqKr776isjISIqLizl06BCffvopn3zyCdevX+eTTz5h0aJFODg4cOPGDaysrDh69Kgwkvrwww8JDAxEJBIxe/ZsCgsL0Wg0DBo0SOgMRkZGcvv2bT6dO5cTT1MO1Go1D2PjCGvXi+qAxlSLbciLvYp3405IrKwJGTwNZWYCxQ8uUpWTjEhqhVgmR+Fm6R44BDVGr1aSvGcJLmHtUHgFUv74Nh4te2DrXRdlTiKVjx9SlZ1IYM+3UGYlIHf1Ra+uIuPkBuoNsWTzekb2Ifvcdhq+MZ+MU5vwbjuA7As7sPOti0lXTfbFnTjVb40yKwH38M6o8lJQF+dgZeeEtrIEQ1U59YfPpjI9lqxz23Bv1g2DRoXC3Q+xzAobz2Bkto5I5baUP7mHVVgUZv9mODRIpSzpOogl6ILaknZxHxr9XQ4cOICdnR32Dg5MnDiRwMBADhw4gMlkYuLEidy9e5fNmzczZMgQFi1axNy5c3n//fcpLCxk+vTpNG7cmGPHjhEeHk737t05dOgQo0ePxsbGRhDx9O/fn5YtW7Js2TJSU1PR6XScP3+eKVOmPJfM8hf+NdSQt8EyxrGxsSE5OVko7hITE/n666/ZvHkz+/fvJy0tjSZNmpCbm/tC4+5nIRKJqKysZN++fXz00UcYDAbhh/X3eDn6+voyfPhwBg4cWKuwc3Nzo3fv3nTu3Blra2teffVVIX3G398fpVL5XJoJWMZiycnJyOUKjPZeuDbo/vdtfWqsblI4IbV35dbt27WK1KioqFr+hnq9XjAzl0ql2Nvbo1KpeO211zh9+jTz5s2jXbt2jB07losXLz5nSluDGp/Nvn37/uZnYTKZSEhIqHXBVK9ePYGLmJWVJZz4nu2I/hYSEhLYsmULsbGxf25W6f9BdOvWjZs3bwKWosXV1bUWNzU7OxutVvtcAbh48WKmTZuGu7s7gwcPFvz32rVrx+7duxk3bhxBQUHPXejcuXOHGzduMHDgwN+ton0W9erVEzw2RSIRnTp1QqPR8M033/Dxxx9z6tTfXSg+/PDDWo+tEUR6eXkhvntfWK7Ke4LE2ubvBaBRj4erSy0jfzc3Nzp06CB0o729vWsJEX+N+/fvExQUxPLly6lXr55QeFVWVnLr1i08PT1fqpb+LVRUVKBQKFi6dCnff/+90Gh4/fXX2bNnDyNHjuTOnTskJycL6nq9Xs+KFSv45ZdfhOfJycnBy8tLMLYOCQlh1apV//T2/DP43Srg/1SYvdlsXmc2m1uZzeZWv2Wd8HvwyiuvcOvWLaysrDCZTERERLB3715MJhM7duxg9OjRiEQibG1tcXNzY/r06YwfP55hw4ZhZ2cnqOJiYmLw8fFh3rx5tGjRAplMRkREBHHx8Wh1OlavXs2dO3dITUsn+uYD7IOaUmGQUlqhxC68OxUKL/SeYRSlxeFUP4IHqyeRuH0BedcOYtBUIZJZ496sK2aTkbKEa5Q/vk1VjmWEmRdzCJNeR0ncFXIv7UZVkEFVdhIisQjfdoPx7TQcz4h+FN47g7aiEKNOg9TWHonclqSdFoNPhZs/Rq2KpF2L8e82hpwre6nz2t+oSLmPc1h7nBq0IeP4j2hL81EXZhAy8EOCek3AO3IAIpEYubulEHau35rAXhMRS2VUpN5DX1WGQVOFQVdNwk9zKUu6Rd7VfVSkPuDxL1/jEBRG00mrCO4/icy0FOybv0qRzANZSFsqpY4kp2WRWKBi809b8ff35/Dhw4wZM4Zt236mffv2HDt2jC1btvDhhx9ib29PREQEQUFBbN26lcOHDxMfH0+TJk3YsWOHIMrR6XSoVComTZrEiBEjCAwMZO7cuRw7dozS0tK/ir8/GG+88QaFhYW4u7tja2tLs2bNhJNIgwYNBDuLQYMGMXXqVLp37/6bxV9MTAx3795FLBYzZ84cPvroI6Kjo5k3bx7w93jGF1FXNBqNYOjaokULdu/eXetk98svv/DWW28xf/58Pv74Y9LS0gDLWLisrIzY2Njn4tFqIJVKGTRoEAUF+Wi9wl+4TsGt44hDIikqLOT8+fNotVqWL1+ORCKpNYLq3r27MDVITU2le/fu2NraCp3IGTNm0K1bN7Kzs3+z+9egQQPCwy3b8uDBg1oWNNHR0cyfP1+4vX//fubOnfvC56kRVR09evR3qSbBwilcunRprRPYX/j3odVqa8Wr6fX654qSiRMnCtYwz2LZsmX4+/sjkUh47bXXBL7pkiVLuHz5MiEhIS/sctetW5cRI0ag1WprdQ5fhF/bzqxbt474+HhEIlGtCzMrKyvy8/OZOnXqb3LYJBIJzs7OeHp6YtZr0Vda4iK92w7Eo8XfR65inYU//usC9dChQxw7dgyj0cikSZNqddl/jffeew9HR0euXbvG3r17AYvKOjs7m5SUFPbu3fsP7aVqkJycLPCC27dvT0REBM7OzixYsEDo2n73nSX5MyIiAo1Gw2effSYYYh87doz27dsLkXU1n5mjo+MLDfL/LPyuAlAkEsmwFH/bzWbz/qeLC56Odmt4gjVZNTnAs74jfk+XvWz5n4aaUWxkZCRXr17Fzc2NrVu3cuXKFYYNG0ZiYiJRUVGUlZUxaNAgqqqqyM3N5d69e5hMJnr16sWuXbtYsmQJYrGY6Ohojh8/TmxsLGfOX+RxoZqMCiM24d1JMzjiN3oxNm2HIwpsgd5kxq/baOTOHriFdyTn8h6sHD0oTbiOWCxGauOAWGaFQ1A4/t1GU/7kHvqKYgJeGYtzw7bkXz9C6uFVGKur8O00DIegxtgHNsY7agAZJzdSmniD5N2Lyb64C01RJlZ2zni27EV1SS5SKwU+Ua/h024QVblPEEtlWDt7U/e1v6EuzKAqM5G4DTOxD2xEyv5vMKqVeLcbjLWrDzIHN3Iv7yX/+lGsnNzwaT8In/aDSTmwnMqMOMqSblD2+A5+XUYiklpRmR5H9tmf0KvK0WuUhL35FWVJN5Ha2CN3tTR47QMa4tywLRmnNlL25C4K3/ooiwtwixxAcpGaKtcG3El4gsi7IRmFFVy5do0TpywK4zlz5hAZGcmrr/Zh/fr1gu/ftWvXuHnzJq+99hoLFiwQuhnbtm0jMjKSAQMGMGvWLE6fPi0kjVRWVv6puYr/FzF79mzc3d358ssvayXngOVEpVaruXnzJosWLXph5+5ZcvbChQuRy+WCIKjmvk6dOvHFF18A0KVLF7Kzs2ncuLHA/anBqVOn2LNnD1euXGHGjBlCKs++ffuEjtyyZcto0qQJs2fPFmxrXn31VZo2bUp4eDj9+vV7oUVMWloaP2/fjtHBB6OjpSOnKsig6P7fOaUSKwUqsR1qsS3fffc9xcXFBAcHc//+fSHeECx0B6PRyIABAzh9+rTgn2g0Glm6dCk2NjaIxWJyc3OZOnXqCz93o9GIj4+PELV44cIFvvvuO4HL16FDB2bOnCl8Dz///LMwysrKyqpVQO/evRuw2NG8bNy1a9cuzp8/L5ycdDodR48efWk+8F/412BtbS10zMrLy+nYsSMNGzastc7Dhw+FRKTy8nIOHTpUa5+VyWS89dZbSKVS5s2bh0wmE3iEv+7AgWXSlpSURFRUlGCdVINn/e1UKhUffPAB2dnZQkpG+/btX9ihlkgkfPbZZ1y4cOE3Fco2Nja1Oo/Z57Y9lwlcXZqHMt0ijKhpCuXk5FBaWoqPjw/5+flIJBJWrVrFpUuXnvPk27x5syBAtLGx4ejRowLPr3///syYMYMJEybQqVOnWu/fbDazdetW9u/fLyR31ODQoUNCFOyBAwcoLCx8LknnWVFb165da/GVBw8eLIhIhgwZIrgmtGnTppYA7M/GPxwB/44w+8U8H2Y/WSQS7cIiAqkwm815IpHoFPBVjVoYS5j97D/mbbwY3bt3p2XLlhw5coSkpCQKCwuJiYkRuhWOjo40a9aMAwcOoNVqmTFjBmVlZZjMZo4fP05cXBx3797FZAbfsBYoXUIx23tg69wULVBq60xZQhK5Kfvx6zIKg1ZD6qGV+HR8HX1lCUZ1FS6hkVSXFaIpzqYs4QbB/SahKcmxZPBqlOiryjGoK7F29iJ09OdUJN8l48R6DPpq5A5uSKxtKLh5HFufumjLCjGbjPh0GoZBXYljcBMe7/4abXkBClc/ih9eQKesQFOag6YoE9fGncg4tQmX0Da4hLXFyt4ZXWUxzvVbY9Br0WsqwGSm6GE0Lg0sUXgFN47i1qQTmpJciu6dxa1pVxJ+motHq54o3PzRV53AytmT/JjD+HUZQXVRNia9Bse6LSi4eRynkKbYeteh/Mk9yhJi8I4aSMHN41g7eyG2UiCRWWPjGUTAK29g1FeTeXoL1q4+mI0mcuNv4tq4A3KDkeKKAjTW3kitjKgqCzGUaym8+4CCggImTZpESkoKRqOROnXqsGbNGqqrqxk1ahQdO3akuLiY9evXc+7cOcrKyrh27Ro6nY6PPvroL87SH4gaZatYLObnn3+mrKyM9evX8/PPPxMdHc3s2bOxtbWlefPmpKamPkfGnjVrFklJSYKJcMuWLWuNSt955x02bdpU6zEXL17EZDLVCpOvQY1i+NNPP60VTZaZmYnZbBY4cDUCkLS0NDZs2FArCis4OFhQ8z958kQ44cz55FMMSNDU6QhPC1lteT4G9d+VyDJ7F1Q5yZSUabARSejSpQu3b99m6dKlZGZmsmHDBmH0K5PJ2LJlS639USwW1xr1+fn5ERIS8sLPvk+fPuzZswepVIpCoaBly5akpKRw/fp1dDod3bp1Q6/Xo1Qqa3mNlZWV8c033zB79my8vLxYsmQJdevWZdCgQXTp0oUTJ04Ivqlr165lwoQJyGQyysrKaNSokTB2LCkp4fTp0/Tv3/+F2/cX/nVIpVK0Wi3jxo17IT+zXr16Ak0hLy+PJ0+eCBzzX2PatGm1OG81Tgh79+5lyJAhlJeX8+jRI15//XVatWpVi4ubnp7O559/LnD32rRpw86dOzEajbz5piVi9NeCixrk5OSwfft2Ll68KPjevQjR0dHodDqhAKzbdSjGX1EQRGIxYpNFhVxzPEZHR+Pj48OpU6eoW7cuP/30E2PHjmXHjh0ArFy5EldXV0aOHImjo+NztIYakcWzosAmTZo8t33V1dWEhoY+J3j6+OOPhb/Xrl2Lj48P33333e/uiFtZWQlBB7t27UIqlWIymThy5MgLi/Q/C79HBdweuAw8AmpK8zlYeIC7gQAgAxhqNptLnxaMq7AIPNTAm+aneaYikWj808cCfGl+Js/0Rfh3FVXfffcdN2/eJDU1lTt37hAYGEj9+vWJi4ujS5cuBAcHc+TIERISEjAYDDg6OqI3GPEIDiMrOQ6RzAqprTN+XUdj5eBK1vntmHRqfNq/TmVGLNrSPFwbd0CZk0xZ/DXE1jZYO7riWK8VmSc34lC3BVY2DpQn3yZs/CKUmQmUPLqMXq3EbNJjZeeMyWjx8HMIsLSGpbbOlDyMJrDXBIrvnUHhGYQyIw47vwaUxF5C7hGAVGGPZ6veyJ3cST+1CVuPQLIu7sS303DKH9+iuiQHKztnjAY9Jr0WubMH3lGvIXfxJufSHsCMc2gk6SfXYzYZkdk5UaffJCrSHqEtL8CtcQf0VWUYdVqs7BypKkjHu/WrVGUnkXVpN5rCTKydPLHzDyWgyyj0qnJSD61EnZ+Kc4MobP3qIpbI0KvKkbv5U3T3NCKRGKNei5W9C56telGR+oCKtAdgBv9uo1Gmx1GZGYdjnWZ4tu5F8u6vMep11H3tQ9SFWeRd3Ydn677kxxxAZi2nMjcFhZ0jdjYKVMoK7OzsKC8vRyqVCmktI0aMYOvWreTl5TFgwAAOHjxIYWGhcBL+N/CXWvEFmDZtGq1bt2bbtm1s2bKFOXPmsHz5chQKBStWrGD79u2cPHkSZ2dnRCIRWVlZgmDn2R89o9GISCRCLBZz7969WkVhUlISX3/9tTBaTk1NFZT5L8KmTZto3ry58Bxms5l3332XkSNH0r59e7Kzs4Uu2q+xceNG9Ho9jx7F8jA2liL7+tg2rH2iNVSrKI27gktYOzCbkdrYk3N5L4aSLKTKPMZPmMAXCxfWOgGZTCamT58uJG8kJSVx+vRppkyZAljMzQsKCujSpcs//My7dOnChQsXyMvLQ6PR4OrqikKhoKCggPnz52M0Gtm82fIzm56ezpw5cygpKWHq1KlkZWXVykqvqqri448/Zu3atZhMJqKioti3bx+bN29m5MiRJCUl8ejRI9544w3hBPp7BDn/BP46rl6CPXv2EBAQIHjF1Vyk/BalJTs7G5VKRWhoKKdPn2bZsmX4+fmxZs0avvzyS+bMmUN+fj4rV65ELpcTFxcnjEbB4ntXUVFBVFQUY8eO5fPPP6dOnTrk5+cL3z9Qi59bA61WS0JCgtCFfxnS09MxGo3I5XJGjRqFJrgDBrfnfTKtcu9jnXOXU6dOCROClJQUAgMDycvLIzIykmvXrgnH8q/3yxohYnJy8ksV9X379uXnn39+4Xj9Rfjkk094/fXXmTt3Lhs2bGDmzJls2bLlufVu376NSqWiU6dOv/l8JpOJLVu2CDz2Pxj/sgr4ysseDHT79YKnfMAXGmqZzeZNwKZ/9Jp/FN577z3i4uLIycnBbDaTkZGB2WzG1taW3bt34+buTllFJdXV1YilVsjqtEGV9pDM1CQ8IvtTlf0Yhbs/BbdP4BrWDsfgcOTufpaRq70LCnc/Ug+twqlBBGazCb2qDI8W3VGmPUQstcKjWVdsvYKRObqRsOVTpLYO1BsynbRjazFoqgh69W1yLu9BU5iBtjSf6tI8pHbO2HgGkHNxJ86hEUhtHVEVpFNdVkjjt75GW1lK4a3jZJ7aiE+H19GVFRDUczzqggx0FUVoirORyu2QKOwxVZVjqCrDq8/b5F8/glGrRuERgLa8gKrcx8idPJHZO+MQ1Ji864epfHIX76iBZJ7dikmnwaNFd4oe3AVEFNw6gdjKGl1pPtZOXhiqSihPuomDfwOyzm7DoKlCau9KdWUhvvWGoy3NR1tWSPnj29j51sfWuy4lCVdwa9QRVX4qIokUazc/ZNY2SGRytMpSFO4BlCVeRyyR4Nd5JGWPb5G04wuC+07Czi+UvOuHsPOtj5WDKw71IymNv0pRUSYyBzfsGnWk8MIegho2J/nhTcHa5+2332bbtm0kJSURGRn5wiDzv/CvY82aNbz99tvo9Xo+//xz7OzshMjFmTNnYmNjQ2pqKllZWdy8eZOpU6fi6ekpXIj17t2b1q1bM23aNGxsbGjVqhXZ2dm4ubkxbNgw1q1bx5o1a4TXu3PnDn369BFuz549myZNmggjKbDwa2rW6dChAx4eHpw/f56DBw9iNptxdnamffv2iMVi1q9fT9OmTenUqZPQhfjll184ePAgO3bsoG/fvlRUVKAOaIumpITn9IMiMUadjuzoXTgENsKlYVt82g+i+GE0bk7tuXb1Khs2bBASEWoMqWsI6IcPH8bNzU3gG4PlpP5rgv/LcOHCBXJzc9mwYQOPHj0iODiY2bNn079/f5YsWSIQysHSzRg9ejTZ2dmEhoZy69YtFi5cKHADd+3ahU6no7i4mNWrV/PBBx/g4+NDREQE1dXV7Nixg/j4eBwcHHj33XcxGo0EBQUxadKkf6iU/Av/Hpo2bVqrMNm9ezdGo7EWn9ZkMqHRaISOX1ZWFrdv3+b27dsMGjQIrVZLv379AEsB+fjxY8LCwli0aBF6vf45L1aRSERmZibnz59Hp9MJyVhjx47l2LFjSKVS0tPTmTt3LsOGDaslRrK2tq5V/BUXF7N3717efvtt4WLo9OnT2NjY4OrqyrFjxwAQ69QvfP8inRobWzsOHTrE6dOnGT16NOfPn2fChAn4+/vz8ccfc/ToUcH26dniz2g0UlFRgUqloqCggJKSEoHO9ax1Ve/evbl///5vWi49i48++ggXFxe2b9+Og4PDc8XfsWPH6NSpEw4ODs81HW7duiVY4Wzbto13330XsVj8ZxV/L8V/dRTcL7/8woULFzAYDJjNZtzc3CguKSM5LR3HkOZUOwYi929C6Jj5eLcfTOmTuwR0H0fIoKlPo9bykFgrMKirqEi9jyovhYKbJ8k69zMl8dfQlhYgklmhyk/DpNdh1KhIP74OsZUCmZMHaUdWk3PtEHlX9mEf1AS9qpzKjHh0yhLkzt4k7ViIQVOFU4M2iK2sMUukGLUqbL1D8GzTF72qnLzrhxCJpRh1amI3zEBTmIFEbouNZxCpB5fhHTWA/OtHqMpPQWpjj1PdFpjNJswmAwpPf2x86yKRybHxDsGg1aCrKMKoUVOZHotHmz6IpVZIbRww67TY+oVSeO8sZrMZh8Bwci7tRq+qRGrrhMzBBbPJhENIM/Sqcow6LTY+dSmNu4p3+8G4hXdAIrNGk5dK+tEfSD28ksqMWCqSb5N/4wiZZzajTH1IWfIt5C7eaIoyUWcn41inKblX9lIafwWRRIa2vBCxlYLqsgLkzl6IZdbkXtuP1NaJ6rJ8pLZOFD+KRltRiH/3NxDLrHGq2xyDlT2N312OouObiKRyKqpUiGVyNm3egl6vp7ikhJycnOdIzH/hX8Ply5dZuXIlcXFxzJ8/nxMnTrBz504yMjIEbl4NCb1OnTp88803gKUr/+6779K9e3fefPNNQkNDadu2LSNGjMDJyYlbt24xadIkhg0bBlCr+APLVbpSqRRi4nbt2sWcOXOE+00mUy0j1Xr16uHo6Ehubi7R0dH4+vpy5swZ7t+/j0gkomvXrtja2iKVSomNjWXfvn1UVFQwYMAA3njjDVQqFUb/Foh8w3F7xhPz7y9oxKCpRCSW4FSvlWWZ2YxJr0Vr54fOPZQdO3YI3LyZM2dy//59AgMDMZvNBAcHExgYSMOGDTEajbzxxhvUrVtXIJI/ayZvNpu5cuWKcHvjxo3s27ePoUOH0rdvXyZOnIjRaMTZ2ZnDhw8LcYk1OHbsGPXr18fFxYWsrCyKi4trRb7Z2dmhUqlQKpXMnDmTffv2IRKJ6NGjB2FhYSxdupStW7cKJtESiYTt27dz7969PyKp4H8M/2zYwX8a33zzDQaDoZYAYvTo0ULxl5SUxHvvvcft27dZtGgRJ06cwGw207ZtW0aOHEnz5s1RKBRC8QfwxRdfEBYWxuDBg2ul5DyLkJAQLl68SP/+/fn000+FAtTb2xupVMqjR4/Iyclh8+bNJCQk/OZ7EIvFnDlzRhBcXLlyheDgYPz9/fH396dHjx7IFTaI9Bryrh1EV/V3brBeVUFRaizFxUX4+voyZ84cGjRowIIFCwgMDEQsFvPRRx+91Mh96tSpNGnShPr169O7d2+mTJlC9+7dn/PqmzRpklD8FRUVPWd+/WuIRCIGDhz4QteAZ5+jfv36z71WXFwcpaWlSKVSwW7mfwL/1VFwJ06c4KtFi8jNySE9MxuTQYedf0O0FcUo3P2w8QjEs1VPCh9cwKCuRK+uRJWVROiIT8k4swVVXgqeLbqjKc2jKjsJmZ0T2rJ8RBIr7IPC0ZXlIbGxR1dWgFGrxq1lL6rSH6HOS0XhE4IqMx6xtS0KjwDUealYObnjXK8VlRlxmPVa7HzqUZH2EL1GicTaBonMCom1LUa9Dv/Owyi4fQqDphKxlQJVViISG3tcw9qhrShEmRGH3M0fhWcQmqJMJFIZCvcAVHmpmI06rBzcURekYdRrcW3UnrL4GGx96qIpyiSg55sYNCpK466iU5Zi1Gmw9QxEU5pPdUUxLnWbo60oIqT/FDLP/4xIJCKw53ie7PsOu6AwJDIbCu+cwKjT4dmyO5Up99Eqi7FxD3pqZyPDo3l3pLZ2iGUKypNuUV1ZhBgRCq8gjKoKkFmjykzAuWEkxQ8u4NygLSIxOASFU3DjGE4NI6lMvkN1ZQlmQCKzRuHqQ1V2EkaNEmtXP/y7jqY0MQaxWIJHy55knt6MQ0hTCm6dxNYvFP/OwzDpqil7cB5TaRYmVSmtWrVm1aqVL+VW/U78nx5VFRcXM2bMGNq2bUteXh5Dhw6lY8eO7NmzhwcPHiAWi5k5cyYODg4cP34cDw8PkpKSqFevnhCwXoPp06fz6NEjbGxssLGxYeTIkSgUCvz9/Z+LZaqxKDGZTILqcMOGDbRu3Zpdu3axaNGiF25vVVUVZ8+epV27dri7u3PhwgU6dOhAYWEhU6dOpXnz5sycOZOMjAy++eYbNBoNs2bNYujQodj6NaDEuSGFd8/iHTUQs8mEtZOFh6TMjKci9QF+nWvnhhp1Gp7s/Qan+q3xbNEd26Tj2JpUbNq4EW9vb8DiDTZt2jSBKH7z5k2sra2xt7evlak8ceJEJkyYQGRkJDqdjgULFjB37lysra35+uuvKS0tpX///kRFRaHX67l48eJvKhkPHjyIVqsVCuxf48iRI6SnpzNlyhROnz5NkyZNuHv3Lq+++ipHjx7lo48+Yv/+/QQGBpKQkMD9+/fx9fXl/v37f0R+8P/IcfXPhh381nP9GSPgtLQ0vL29BW5mDVJTU3FxccHJyYnq6mrh/sWLF/Pxxx8/N5Z9EV7m5Xj27FmMRiORkZHs2rULpVJZi/cGFisgpVL53DH9LB4+fMi5c+f46KOPhGXXrl3j66+/Frx2azB02HAu336Ic8cxqPPTcKrXAom1DUatGuPNXbQOq8PKlSuf8/FLSkpCrVbXooqAxXlg1KhRSKXSWmlEv4e28NVXX9GzZ09atmxZy7Zp9+7dDBo0CKlUyuPHj1mwYAE///zzbz7X74HJZCItLQ2VSiVwEU+dOoWnp+c/HKP/TvxrUXD/m3Hr1i2yMjORh/fEpUkXZI7u2AeFg9mEY0gLKtMeUXj3LOrcJ3i26oXcwQORVEZp/FWqshIIf/d7ShOuUZlyD5m9C1KFPf6vjMPa0Y2qjFgMGiVWtk5IFZaRa2HMQfTqSuz8G6DKSgRE2Ps3xCGgESKJBJNWg71vPQK6jcagrkTm6IqVgwtmkRijuhKZrRPVJTmIxGLyrh5EJJFh5eiBpiQHu8BGOAY3QZmViDIjHv9XxmHSaSh5GI2mKIuqrET0VZVoijLRFOeiqyrFtXEHjCollRnxmDFj1FejVZaSvGsRYpk1ErkNNl5B+HUahszBHX1FEWKxiKDeE7H3a0Dsho8xatXoq8pI2PoZRq2a4junybuyD31FMSadhuL753Fr0hnPlq/i03UUZpMBKztnlFnxFFw/ilgqQ5WfirYoC7cmXTDqqtGpypFIpMjsndEU52Dl4Eb541uUxF6l+MEFjHodlemxGA16MBnx6zQMh4AwRGIJbs26InPyRFdRTMGtY6jzU6nKTSb18Eqqy/Kx8aqD1MaB6vw0iu9foCT2CsXJ91CbpTg3645Go6agoOB/etf8Xw03Nzd++eUX/Pz8sLOzIzExkdLSUs6cOUNwcDAKhQKDwcCqVatIS0vjk08+Yffu3Tx58gSwnHQuXbqE2Wzmq6++EgxUFy9ezKuvvopYLCYzM7OWfcTp06dZuHAhxcXFdO3aFZFIxKxZs5DJZAQHBwvdjTt37jxXCOr1eioqKnB3d+ebb76hXbt2SKVScnJyGDdunKC69PLyIjY2lg4dOtCtWzes7RzR1OmE2EqBwjMQbWUx6vy/x58ZqtXYev29WNNWFPFk//cU3DpJcN/38WzVC8QSqgLb8yg2ng4dOvDJJ59w+/ZtXFxc8Pf3p7y8nKNHj/L1118jFos5deoUGo2G06dPc/PmTdavX8+OHTuorq7GysqKKVOmCKkMM2fO5Ouvv+bkyZOkp6dTUlJSq/grKCgQlNk1/CNfX19mzJhBbGwsYEl6+OSTTzCZTBw4cIDu3bsLilG1Wk3//v25c+cOYLHW+fTTT/n222/p2bMnEomEqKgo+vbt+0cUf/9jMJvNeWaz+e7Tv5XAs2EHPz1d7ScsReF/HNHR0YKyNTExUVC0Xrp0SVCePlsczpo16zeLv+3bt/PDDz8AvFQUFxoairOzM9nZ2chkMi5cuFBLXfvw4UPS09N/s/ibM2cOcrlcEF3VICoqikOHDtUq/gBsbBS4+wWhcPNFYq0QxFYSaxtcXN3w8PB4oYnz7t27n+t2g8VOyd3dnV8X5CNHjhQ669OnT6eysparHdHR0YKwCqBHjx4YDAa6dOnCrVu3MJlM6HQ6goKCWLJkCWVlZTx58uQf+nH+FvLz81m/fj0bNmwgJiaG6upqPD090Wq1z6mL/0j8VxeALi4u5OfnI8u8gfLxdYxaNar8VPTKEsuVe9eRWDm64RwaQfIviyl6eAG5qy+liTFIrBQYq1WYDAbkHoHolaXIXX0x67VoCjMxi0QYddVoirJwbhCFR9Ou1H19BrryIirTHoJIAmZLt8BsNiJV2GMyGhDLbanKeYxIIqPkYTQgwtYzCDu/+uiUpYil1vi0H4RRp8ZsNqLKfYLcwQNtSQ4K9wBk9q441mlGVVY8AT3eRGZjj0xhh11AQ8QyKZhNmA0GTFoNCvcAQkd9SmD3N5C7+qCrKMK1YRRyj2Ayjv+IpjgHW686lq6dSERg33fBoOfBykkoc58Q0GMC1k6WolhbVgAiCdYuPrg364p9SAusHFwxmUwUP7qEXlVO+qEVmI0GRFZWeEa8iq1fKFXZSbg0bIvExhF1fgoGZRnVxblUZSdZ+HhmM3UH/Q0kEsRWcsRSK5zqNsOlYSQmnQazyUTOxZ2UxEZj6x2CvW8oMoUdiEXYeATiHTUIl7AodBXFIJFSXZSFlZ0z7i17IHNwoTjuKiKpFfqSbNIu7qWiouKlpP+/8PsxevRoxo8fT5cuXfD19cXd3Z2srCyuXLlC3bp1cXFxYfz48fTp0wd/f38KCgqEzlZWVhbz5s3jq6++QiaT0bVrVwYOHCjYSXTq1AmFQkFMTAwfffQRr7/+Oo8ePeLzzz/n8OHDvPPOOxw+fJjFixczevRoRo0aJSjqmjRpwltvvcXBgwcFTo5SqaSw0OJS1bBhQwwGAykpKdy7dw93d3fBWDcuLo6tW7eSk5ODs7Mz1UHtyL5+FL1GSXVxLvZ+oUI+qUFThXP9VsJtAMxmbNz9sfUORpmVKCwujLuO0dkfvV6Pi4sLLVq0oFUry7g4OTmZ4uJi1q1bh52dHT4+PnzyySfs2rWLDRs2MHnyZIYOHcru3btZu3Ytd+/eFWxbarBw4UIePHjArVu3ai3XaDQUF1t81c6cOUNCQgJVVVW0a9dOyEnevn0777zzDpWVlaxbtw65XC5wvQYOHMi1a9cEjqCPjw9jx44V8mcfP37Mp59+ypEjR16oyv7fiN8ZdvAfhYuLi1DQ7d69W7AfGTduHK1bt/6nn2/UqFG89957gIXH9uvMerBYmNTkr48fP55ffvlFGBObzWbOnTuHp6cnp06deqlv3dtvv01ISAgymUzwuPxNmCE91lKsOdVraTkH66pJOfA9YH6pQfncuXMFignAqlWrhJzs/Px8OnbsWGv9nTt3CueAN954A3t7+1r3R0ZGMm7cOOH2hQsXkEqlNG3alMDAQKysrNi+fTt79+5lwoQJvPbaa9y/f58jR468cPtelEP8a/j4+LB48WJWrFjBtWvXKC0tpVmzZhgMhucsaP5I/FNJIP/bYDKZGDduHGfOnMGs0+Bga0eQrzsVrj0pzc9GlZtC/o0jWNk5U3/4HDLPbEHu6o2dbz3MBh3pR9di5eSOrqKYoN4TST+6BtehM/DpMISqrEScQiPIu7IPmZ0DJp0Wo1aNS5NOqHOeILN1xL3FK0it5KQcWomNZxCqvBT0VRXY+4ehzEzAKTQCsViKUavGbNBTlfPYYhFTWYxTaARlyXcRS6RIFXZYOTghlspwqd+KkviriHRi5M5eeDR/BVVBOn5dR5JzcTchg6ZRlZtMXswh8q7sx9rFEzufeoAIW5+6qPNTsXb2xKVBa1S5KRi11ZSn3MegLKU09jJSG0dLUdwgAqO2ymLzYjbh/8pY3Jt25sm+b5HY2KG6n4SNZwBV5QWIXH3w6zyctCMlOIY0p/DOKZTp8ZiNepQZcei1GowapeVEWpKDW7OuVKTcQ1uSg0vHocRtnoN/tzGYDXrUhZl4tulLyv7v8I4aiLayBHV+OsqMWDyad6PowQWCer1F6tE16KrKKL2wA5FIhF1QY/QVRZj0FnVc4Z1TWMvloFNhYy1GpVUjk8lo3br1/yjn4r8FGzduBCweejVmtcuXLychIYFBgwbRuXNnzpw5g4+PD4MHDyYpKYmPP/6Y+fPnc/z4cT744AO++eYb5syZQ1VVFYMHD2bmzJlER0ezYMECUlNT0Wg0DBkyhLt37wo/ooMGDeLzzz8nJSUFJycnOnbsyNatW4XtkslkSKVSxGKxwPf09PQUfkifPHlCWVkZ2dnZgnBh0qRJtG7dGltbW/r27cu3336LWeGI+fopfDu+TvbFXSjcLPtMReoD5C5eFN45g0/7waQd/YG6gy1Gylb2LphNRgxqFZUZj3BtZPEU82zdGwDrjBiOHDlCRESEkBbQunVrWrduzbVr18jIyGDEiBF07twZR0dHPD09+fHHH/nqq6/o2rUrWq2WRYsW1TphFxcXc/nyZbRaLWq1mk2bNlFUVIS1tTUSiYQ2bdqgVCq5cOECYWFhyOVy3n77baHYHjNmDAcOHEAmk6HRaFAqlbVOiC/qJP34449kZmYyatQoQkNDiY+P/4cxev8b8Ouwg2fHhGaz2SwSiV7Il/oj06tehBqrnbKyMvLy8mjQoEGtUf2LUFpaitlsrhVt9izGjBnD5s2bmTFjRi1Fbw2USmUtbu2vs3RLS0vZtGkTkydPfqlgqSaVw2w2/2bCRnx8PIGBgajUasI79aX6mfskVnKC+07ClHKWSqXypc/xLBo3biy4AtRYP70Id+7c4dChQ6xYsYJp06YJJs3W1tbPcSJNJhMtWrQQsntrbHBGjhxZa0T8a+h0OsaNG/ecZ+mzuHnzJh4eHsLndenSJcGc/de+jH80/qsLQJVKxc2bN8nMzMTe3p7AwAA8rEyk3LGERtsWPkTr6k5wx0GYMSB39qIyIx6J1Aqnei3x6TAYKycPErZ8QuqhlSCWUvLwEqr8NHw7DcXKwRWRTI6tTz0SNs/Bs3VvnAIboXDyIP/6YXKii7FxD8Arsh/KjDjcm79CyYPzuLfqhdloxMbVD7GVNUX3z+Ea1h51QbpFRZyViJWdM2Z9NTJbR5TZCZYRqESKpjQPscwanbIUqcIOuWcg5Sn3yD73M9qyfHQVRdh51cEhsDGeLXtQ/OACZSl3cQwKxyuiD8l7v0GvrsRs1OPWpDNlCTHY+YRg49mNqswEKjITcKjThKK7Z3Ft3B6xlRwRoM5PgaadkTm6U3T/PFIbe8xmI3aBjfDvOoqEn+Zi5eSBwtUXaydPKtIfYuPmj8moB70WkdQKuYs3Emsb9MoS6r72EQU3jyJ38sK1cQdEYik5V3/B2tGd5F8WY+MZhKY4h5JH0dj6N8C/+zgqs5LIvbIfma0jBlU5GpEYJBIM6grU2Ul4hTbHmSryMmOxtbFBboLGrVtTXFyMr48Pc+bMealv1Z8JkUi0CegLFJrN5sZPl7kAvwBBQDoWG6WypzZKy4FXsdgojasZT4lEorFAzaztC7PZ/NPT5S2BLYACOA58aP6Tyb3W1taCl9jGjRtZvXo1169fF0xrd+/ezbVr16ioqODOnTsMGDAAvV5PVFQUW7duZe3atYKgwd7eXugQ1FiftGvXDjc3Ny5fvoybmxs7duyguLiYJ0+eMGTIEJYvX86MGTPo2LEjzs7OFBUVCR5hnTt3ZsCAASxYsEDYVl9fX5KTk9m3bx8dOnSgsrKSkydPcuHCBZo2bcrIkSNp0KABK1etomFUd8rcmoBIhDI9Dvfm3XAMCseoVZN9YQdOoa1xb9kDfVUZIa/9jfwbR7HzrY+dX318OrwOIhFSWwcK757BvWkXRBLLz6zWP4LKdEsnc/PmzQQGBgoZqVFRUURFRXHy5Em+//57PvnkE/r27UuTJk0oKyujWbNmtGrViiFDhtT6HubMmSMYcddYanh4eJCdnY2joyPOzs5otVoSExN59OgRIpEImUxGcnIyOp1O8CaMiooiLCxMKOQ0Gg0ajUboBoLF283T05O//e1vpKWlsWfPHhwdHdm1axc7d+58oYH2/xb8VtjBUx/bZ8MOasFsNq8D1oGFA/hHb9uVK1dwdnamUaNGgiiqd+/eLxUpFBQUEBMTg9FopH///hiNRnbv3k2nTp2oqqqiqqqKL7/8EplM9twYFizWLF999RXr1q174fP//PPPnD59mn379r00pvBZeHl5/eZF9/nz54mKiqKosACT7/O5t2KZFUa5I6mpqb8ZVbhp0ybat2//u1W8zZs3p27duojFYt577z2WLl36ws8DLEVsjfXOr1FT/On1ejQajSAKad68ORMnTvzN4g8sZt7PjrafVSb/2fivHgHPnj2bbdu20b9/f3r27Iler+f48WNMnToVk8mErcKasrwMbHJuIX+0H3PGHQJ9PPELroObuzsSswF1bgo+HYYid/cnuO/7qArScAxpSsHtk+TFHMbOO5i8y/vwaNkLp3qtsQ8Io/D+eYw6LSajAae6LTBWq6jMiKc8+Q5imTViiRTHkGZknN5E9vntaIqyEVvLcW3cAbfwTljZuyCyssHOvwEGnQaviL5IFHbYeAUhsZIjEkuQ2diTd+MIORcsLutuTTrRcOwXuDZqR3nyHXwi+yOxtkEkleIe3gnRUw6od9RAvFr3xmwWkXtlL/rqKkQSK3TKMqrLCvDtNBw733qWk19mArb+DVGmPSTgFYvizKSrxqyrRmJtg1PdVpgNepJ/WYy1sxf2AQ2Qu/pg1GnQlReARIJL446YTAYCX3kDTVEmjnWa4hbeicTtC9CpKym4eZTK1IeYdBqsHd0RicW4hLUjsOd4HOs0wcYzGFVuKqrcZNKOrMTGKxiZVEpIhwF4+fphIzHh5+lO/WB/ihJu8OT2BerXq8eCBQtITExk165dDBs2DK1Wy8KFC/+lrMs/AFuw+GI+i1nAObPZXA849/Q2QG+g3tN/bwNrQCgYP8dirh4BfP6MKnENMPGZx/3jBPd/E7GxsUL+57vvvsujR4+4ffs2b7zxBg8fPqSqqorCwkJu3brFu+++S2hoKDNmzKC8vJzp06fj5uYmxLY9i5of9xMnTnDixAkWL15M7969KS4uZtKkSZSWlgpdjZrYshpRw8mTJ9m2bRs9e/akf//+nDhxgmvXrgEWC5QVK1Zw6dIl5s2bR8eOHVmxYgWzZs0iPz+f1NRUtmz5CaNUQXW9bqQcXAFiKQ7B4dj5WMyZq8uLCOg1AYWrPwZVBYX3zpJ//QjuzbpSkfaAvGv7yb2yj+rSXHKv7LU4BxQ8M14TS9C4NURrghkzZ/LkyROaNGlCnz59OHvWor5PS0ujadOmHDx4UDA6j4mJ4cGDB0ilUkJDLdmoNXZG69atE4ysHz9+TEZGBt26dWPUqFE4OzujUCjQ6/X8/PPPSKVSoqKiMBgMpKWlMXbsWPz9/fn000/R6/WUlZUJXZ+YmBh69+7N1KlThc9w+fLl9OnTh3bt2tGhQwemTZtG27ZtOXHiBLt27frjdq7/MH5H2AHUDjv4j0IqlT7XYa0xAH8RFixYQOvWrRk8eDDHjh1j06ZNXL9+nb1797Jlyxa0Wi2BgYHExcVx8uRJrl+/XuvxQUFBLyz+ava5fv36ce7cud9V/AF8//33jB8/vlYm8LOYPHmyEIlmtH++G1mzXK1ScefOHYqLixk9enSt+wsLC7l8+TKenp6sWbOG1NTUFz7Ps/jkk09QKBTY29vz888/C8VfSUlJLfNqo9HI2bNna3lm1sBgMAh/X7p0SZiMgEWM06hRo1rr5+TkCHxZvV7P9OnT6dGjR631/t0I3H8G/9UFIFi8ABctWkRmZiaLFy9GIpEwb948JkyYwJo1axgwYACDBg0iKSmJ2bNn0TWyBX5yPY4F95DFn0AUf5KyW4ews5aSd3ErzkGNMKqrkDt5WgyXHdwoib1E3vVD5N86jtlkBIOW+sPnIALEclvKkm4ikkgJ7DkB307D0JYVUPzwImKpFRIbiwmzRCZHlZdCRdpDtBXFlCXeQJXzBLNeS+H982iKspDK7bAPaGgZC9s6UfLoCiZ9NcF93sXa2YuS2Mukn1iP3MULG68gbDwCMOl0KLOSKHtyh8qsRMxGI0V3zyKzdaDesNnoKoopeRSNyFqBTlmCriwf5/oRyF28qS7NI//afmx961GSEGPJ/VVX0Pid77H3DyXv2gE8W/XCK3IAVg4uONVtSfHDixYeohlktk54NO2C1MoGO78G+LQfTFXuEwrvnMKrbT+kVgoc67VEJJFSmR6PY0hz5K6+VKY/Qq+qxNarDi7BjZDJJFRnPsLJyZkABzGSxNOQfhNbXRlNGoZSVVWFRqOhd+/evPbaa+j1enr16oWrqyu3b98mKSmJli1bYmNj8z8yqjKbzZeAX2fQvYxgPgDYarbgOuD0tPvQEzhjNptLzWZzGXAG6PX0Pgez2Xz9addvK/8BsnpUVNRznJdOnToxatQotm7dSn5+Pq+//joLFy7EwcGBxYsXc/XqVRo0aMB7773H6tWryc/P5+233+bx48eo1WpycnKYP38+JSUldO/enYMHD3LhwgWcnJyoW7cup0+fxtramvbt27Nq1SpWrVrFkiVLuHTpEk5OTpw6dYrw8HBBXVtRUcGBAweorq5m7NixtGzZErVaTVpaGgkJCQQEBFBZWYm7uzulZWXkFRYTn10KUjlh475AprDD2skDiZVlHJR3ZR/a8kJcGrbBzreeJcqxTjMk1jZ4tOyJyWhEbK3Ayt4Vk06Lb8fhpB9fS1X2Y+EzqirMRBPSlcLCYpZ+8w2jR48mKCiIIUOGcPToUYYOHcqAAQPIyMioJWbR6XQYDAZ69erFkCFDsLOzw2AwsGPHDqZNmyYUj15eXpw6dQoPDw/mzZuH0WjE3d2dixcvMnPmTFq1aoXBYCA8PJyTJ0/ywQcf8PXXX3PixAkqKyuFrlLXrl3p2bMn3bp1Izg4mJ07d3LmzBnS0tLw8fHh3LlzHDx4kB9++IF169aRm5v7Z+9yfybaAWOAriKR6P7Tf69iSbnqLhKJkoFXnt7+jyMyMlIYT/4erF69Wui4DRw4kPfff58ffviB999/n/fff58tW7aQkpKCvb099vb27Nixg/Pnz//mc+7cuVPwqHNycnpuJPxbmD59Op988kktT8oafP/99+Tn5/PT1q2YbV0x2r2YZmlwDkKlN7Ns2XLs7e158803BS7kkiVLBEqHo6MjkZGRwoX+mjVraqVzFBcXCx6cffv2faGR9sOHD7l69apwW6/X8+DBgxdu15AhQwQ+bbdu3WqpnUNCQggICODy5cuC6buXl5dg3zNz5kwGDRoEWIrMZ4vJ/xT+q0fAYImqOXfuHFVVVfTs2ZPFixfTsWNHPD09kcvlODg48OabbwonoOXLl3Ht2jViY2PR6XRs3LgRG5kEdxsx5dklKArjMKhUuPqF4OAXiI2XL+qgRhj0OipS71FdmE7jt797ajUTgFhmjWuTLtj51gezkfybxzBolBi1aqrLizDqNKgL0imJv0r549v4dBxCZeoDFJ6BKFx9qUx7iJ1PCOqCdKS2TmRf2InczQex1Aore2cqku9i5eBqsXPRqrH1DqHo3hkqUh9Sd/BUrJzcMagrMVarqEi5h668CJNBR9VTknqd/pORKuwouH0SibUtzg3aUJp4HV1lMW5NOqHMSkRdkEHRndM4hTTHIaARFakPqC7JwTOiD8ZqFarcZCrTY/HpMMQi/vCti76qkrKkm5TFX8WzTT/0qjIQibD1qmPJBq7bAqNOQ9qR1Ujktlg5OqNMu49BrSSsQy9iN36Mt5c3Go2Kur5epKeno9WaCWzRlKioKGJjY/nggw+IiooiNzeXxMREPvzwQ1QqFQMHDiQvL4+cnBxcXFzQ6/Xs37//ucDy/2G8jGDuC2Q9s17202W/tTz7Bcv/R9CzZ0+OHz9e6wRha2vLO++8Q1VVFfHx8axZs4Zjx45hb29Pu3btGD9+PN7e3uTn57N8+XJSUlKIi4tj0qRJrF+/ntOnT1NRUcFXX31FRkYG5eXlODs7I5VK+eabbxg1ahT79++vtR1Go5GcnBw6d+7MmjVr+OijjxgxYgRz5szhnXfe4b333sPd3Z2SkhLOnTvPkycppBer8OoymuzoXVRlJYHZRIMx81FmJVKZ/ojgvu9RXZqH2WwCkwmnkOaYDToqUh+gyk3Bt8PraEpyyTq7FUSQcXoTjSYsqbXPuYZ3QuTiR1lVEzZvWkVYWCOaNAln+PDh9OvXjzVr1pCRkUF4eHitcVTnzp2ZNGkSK1asYMeOHSiVSpYsWUJISAjt27ena9euNGnShJEjR3Lz5k1GjhyJVCoVXnv06NHC96JQKGjWrBkuLi64uLgwY8YMNm/ezOeff17LKH3BggVMnjwZo9HIsmXLqKioECwqauL2cnNzGTFiBLt27WLevHl/xi71p+OfDTv4T6NmHHv48OEXxpUdOnSIwMBA1Gq1IIZ6ERQKBcHBwaxbt44TJ07Qr18/Hj58iJeXFxUVFS99XEFBAT/99FMtT87s7GymTJnCpEmTapmYFxQUYDKZau27er2ezz77TIhpexZBQUF8/vk88gsK0TR4FUQizEYDeTGH8Gk/+O8riiVUKHxJTEzgyy+/wt3djcOHD7N8+XJGjx6Nq6urwNt71g5m4sSJ6PV6Jk6cyPr161m8eDEhISGsWbNGEMI8i1OnTpGRkSEUkIMHDxa4ki/C559/TlVVFbdu3UIsFtdS4dfYWPn6+tK4cWMePnxIkyZNhNz6YcOGCckuu3fvpry8nPfee4+TJ0/Ss2dPRCIRDx48oGHDhr+Z+PLv4L++A3j9+nXmzp2LQqGgS5cuBAQEsGPHDrZu3Yq3tzcajYYVK1awdu1axo8fj1qt5sqVK0RERPD1118jk8k4duwYZ06fpm3btnz77bd8PHUqzesHoclJpDr2NJRlEeBsha21FXZ2duSf3YxcLse9SWdkNg4YVOWYdGrKEq7jWKcZEoU9Lg2j8GjaGRuPQLQVhdj7N6Tu0Bm4NepAgzHzMBsNqPLTcG/RHWtHN3zaD8akq0ZqY49jcBOc6rXCJ+o1Go5diEmvxaCuxKNlT9ybdSXszUWEDPobAM71WqEtzaPu4GkU37+AXlWBc2gE2spSjFoN5Y9vWQQrzbqgcPelKjuR6uJsRICdT30cAhth4+GPT4chSBV2ONVvibasAKmtIyUPL+JUr5XF3zC0NU/2fUdVdhKuYe3wiuhNvdenEzJoGpjNZJzaiEmnwTWsLSIzVCTGoEu5iaE0D3uJkcbOIhoFeODr5khZ/DWGDX2dLl06ER4eTklJCd9++y1vTZhAUFAQsbGxtGzZUgjXrqiooLy8XOCSDB48mPT0dDQaDadOnaJNmzZ069ZNUIL+/4annbs/3ZBTJBK9LRKJbotEotv/jiF2TW52DT7++GNOnTolFGGNGjUiKSmJoUOHsnTpUjIyMujatSthYWEcPXqUL774gk2bNrF48WJWrVrFDz/8QFhYGCtWrODhw4dMmTKFjRs3EhERga2tLf3792flypXMmDEDvV7PF198Qf369fn555/57rvvGDJkCEVFRTx+/FgYJc2ePRsbGxvmzZuHo6Oj4Gm3bNkydu3axaNHj0hMTGTAgAE8iotDF9gG14i+yF28MGqr8ev2BiFPxR22PnVxa/4Khuoqyh/fouj+eQrvncXGMwgrB1esnT2xD7BwH4vunsYxtA1OdVti7xdKxvF15MX8fXKocLOMzTRSe7xavIKjsxN6vUEQpMybN4+srCxat26NSqUSuiZt27Zl06ZN1K9fn6CgIDQaDUajkcLCQoqLiykqKkIulwtmzocPH2bbtm3CSP3QoUPk5+dTUlLC119/LXRFNm/ezKlTp/jb3/6GnZ0dR48eFVIZwDLuy83N5a233sLb25uJEyeyc6eFdvLBBx/wxRdf0L59+98VW/cX/nksX76cli1b0qdPn1qjwXPnzgnFek3n9h8ZF9eghgIA0L17dz744ANee+01qqqqBKumGqSnp3Pjxg1Wr15dy+zbz8+Pb7/9FrVaLexL586dY82aNbW6Z2DhyL2o+Hv48CE7du7k3PlzFFj5YLK3XAOLJFLsAxs9t759817Iwrpy6VI0N2/dEviwPj4+LzSyTkpKYuLEiSgUCqZPn87SpUuZNWsWixcvfmHxB5b87/Xr19O9e3diYmKYMWMG27Zt45dffhEytb/++mvOnj0LWBTI165do1GjRgK//KeffhJsdqqrq9Hr9Tg7O/PTTz/Vor3UFH9g4T7X5BLfu3dPEM0cO3ZM6DD+GfivNoIuKyvjzTffxGw207RpU27evMm4ceMIDAxEqVQSGRnJm2++ibOzM507d6ZDhw7ExcUJCr3Y2Fh+/PFHUlNTKSgowMPDQyA6r1q1ilu3buHl5UWjRo1ITk5m/4ED5GRnExAQgJOTExk5eTj41scgd8Q2tC0mmR1GnQapwo6SuCuUPblLUK+34Ol3kH3+Z4JefQdtRTEVT+7iGt4RiZUck0FP7PppuIa1w6fj6zzZ/z1mgw7fTsMpS7qFSCKhMuUeDcd+gaY4R1As1sBsMiESi0k5vArvtgPIPLMFma0TIpEIW596eLbqScbJDVSkPqDxxG+pSLmHQ52mSKws3lLKnMfoK0tQZibg0aoXBbdP4hAYhtzJC5mdE8m7v8apQSROIc0of3IHO596OASHYzab0VeVYdJVo3xyB4XUjJuTA4bCFEryc1AoFMisrNBptRQXF7Ns2TIMBgPZ2dnMmDGDFStWMHHiRIEgW1RURHJyMg8fPiQ7O5tp06YJPlZz587F1taWM2fO4OrqSteuXbly5QphYWE0bNiQx48fc+fOnecsNP5F/NNtxKf2EkefEYEkAZ2fIZhfNJvNoSKR6Menf+98dr2af2az+Z2ny38ELj79d8FsNjd4unzEs+u9DP/usXXr1i1++uknVq1axZYtW+jQoQMnT55Er9fzxhtvsHLlSgYOHMiAAQNYsmQJq1ev5vDhw3Tp0oUrV66wfPly2rdvz7x58/jggw9Yu3YtCxcupLKyktatW/O3v/2NkSNHAnD16lU+++wzwHLcjR49+rm8zv379wuiBisrK2bMmMHRo0cxGAzEx8fTu3dvioqKkEql1KtXj8LCQo4dP86TtEycooZRnPEYx+DGmM1mCm4ewzk0ArPZTGncVWx8QlCmxxI64hOqch4jldth5ehG6qFV1B08laIHFzDpqvFs3Zuq7CRyYw7jENAQbXkRBnUl2vJ8nOpHYOsTgmNwE9KO/UhlRixyZ08MVeXYW4vx9faib9++BAUFcevWLfr06UN0dDSJiYloNBrOnz+P0Wjku+++4969ewwfPpwzZ85gZWXFli1bsLe3Ry6XM2/ePGJjYxk9ejT29vaUl5fj6upKYWEhkyZNIjo6mh9++IG33noLnU7H4sWLsbW1pVu3bjx58oTo6Gh8fHwYMWKEMHa8c+cOOp0OiURC/fr1qa6u5v79+4CFi1ZWViaM1f5N/H/Tnv9X8UcbQZ8/f5527doJBc7OnTsZNmwYX3/9NR999BFyuZwhQ4awZ8+e56Ybly9fpqysjEePHtWKSvw1akykx40bx40bN4RUD71ez9KlS4mKinqpsMJsNrNixQo+/PBDPvvsMzw8PBg3bhxz5swhKCiIqVOnPrf+/fv32b17t8U+RuGIKqgDJrsXc7PNJiOlCdcFRX1ezCEcnJzwrM5GYjLQuXMnhg4d+tIR+dq1a3njjTewsbHhxo0bNG/enGvXrhEUFERQUBBJSUkCr/bX2LNnD1qtFrlcTp8+fTCbzZjNZvr168eUKVNwcXGhQYMGqNVq1qxZI3CSn32vr7zyCiNGjHghf/BZjB49WjCUrnFA+DV/8N/Ev5YF/L8Zzs7OrF+/nuLiYvLy8pg+fTr29vakp6fj5OTE6tWrqVOnDnPnzsXBwYEPP/yQ0tJS2rVrx759+/D39ycmJoaePXuSkpLCJ598Iqj2Jk+ezOeff861a9eEZISAgAB+/vlnpk2bxtq1axk3eiTnL1xAW16E/EE2So2e3PwC/DsMwsrWySKmkFkjElt4aXZ+DVBmJmAf0BCPlpZWcv6No7iGd6TJeyuE9+XddgBW9i6UJd1EmRmHe9Ou1B8xF6NOQ/HDi/h3HSWsm3X+Zzxa9rSkfXgFoy0rwKjV4BDYCKNWg6YwHU1xNk71I7B286U8+TZms0ko/gCUaQ9xb/4KZUk3KXl0GYmVjSXZxM6ZoocX8Wo7gPybx7DzqYt324HolKVg0GLMekDRndPIxSZ83N0oyinCySaM+JxMvv/+exo2bIidnR3du3cnJSWFu3fvcu/ePfz8/BCLxYwdO5Zx48bRqlUrwsLC+OKLL4S2eU0cFVgsCw4dOsTVq1cJCwsjMzOTd96x1D/BwcG0bduWgoICoYj4/wQ1BPPF1CaYHwYmi0SiXVgEHxVPi8RTwFfPCD96ALPNZnOpSCSqFIlEkVi8y94AVv7ZG69QKIQxiUaj4eeff2bDhg307t0bR0dHfvnlF+RyOQcPHqRu3bo4Ojqi0+kIDw8nIiKCK1eu4OTkxLJlyzh8+DAlJSUYjUY2bdpE165d8ff3p3379lhbW9OtWzfeffddpk+fTsOGDUlKSmLZsmUsWbJESNI4cOAA27ZtIy8vj9dffx2dTkfv3r2ZOXMmb7/9NpcvX+bEiRN88cUXHDt+nHt375JfWonWYMbVPRh5ZTkGtZKS2Eu4hndEZutEafw1Al99h9xLv+AV2Y+UA8sI6vMu6oJ05K4+1B1sObmJxRKkDq4oM+NRZj/GoCpHorBHLpagk8mw8a6D3MUbuYtlLCaSSPDv9gYlDy9i41sPdUkuOrkL69evR6vVMnnyZLKyssjIyGDixImEh4fTsWNHZs6cyenTp+nVqxelpaXEx8dz5swZvv32Wz7//HM6derEiBEj0Gq1LFiwgIqKCq5fv05wcDAtWrTgq6++Ijs7m6FDh/L+++/Tvn17GjVqJBg/L1myBD8/Py5evEjz5s0xGo0oFApee+01PvvsM8aPH49YLKZu3brY2Njg4eFBeno69evXx8vLiw4dOvzZu93/KQwdOpQffviBDz74gFWrViGTyaioqMBsNjN79mxhvaVLlzJp0iS+/fZbwYR9yJAhLFq0CGdnZ8FeBCyxch999FEtLnTv3r25cOECq1evFkaNmzdvpmnTpoSEhLy0+EtLSyM9PZ0PP/wQQFDdg6WzuHPnTu7fv0+zZs3IyckhJiaG4ydOkJqSgshKgdanGTqvcJC82EKlBmbT3y1k7Hzro8xPRS1ywd1Oxskz51i9ejWdO3dm1KhRtfh/27Zto7KyUrAyqilOIyMjKSwsJCgoiK+++koQs9Vg3759pKamMmzYMGJjYwVz+xqcP3+etLQ05HI5DRs25O233xaiG5+FSCRi9OjRREdH1yoAi4uLUalUtfxoZ86ciU6nw8rKiuLiYpRKJY0aNSIvL++lyuQ/Av/VI2CVSoVKpRJsKmrGIUFBQTx58kTYCWpk20OHDqVdu3YcOHCARo0a0bp1a86ePYtKpWLhwoWEh4czefJkUlJSSEhI4OjRo0gkEqZNm0bnzp2JiIhg0KBB9O/fn+PHjzN//nxC69dn3bp1tGjRgnrB/shFBoxxZ6i8vI0mTZuTsX8puvJ8cq8ewCGoMQo3PwxqpYVnBNgHNERibSO8p9QjP6DOT8OgVmLt5EHDMfPRVhRSGn8FiZXC4kOmqeLxL4swGfR4RfanNP4aKfuXPb2KMuPRrCs+7QYhs3PCr+toKtPjKLp/DhuPIOwDw3Bt1B6AtGNr0ZYX4h01iNwr+wjqPRGJ3AbHOk3waNmTitQHONdvhWNIcwsJXqfClHaDJ9s/Q3t2Jc7FsUS1COftCeMZP348OTk5fPS3D0lLS2PgwIGEhobi6+vL0qVLkcvldOjQgQ8++IDRo0dz69YtiouLhSSEkJAQTp06xdSpU59zn4+Li2PFihUUFhai1+uZPHkyIpGId999l549e3L06FHu379P+/btnxtP/CcgEol2AjFAqEgkyhaJRBN4OcH8OJAKPAHWA+8DmM3mUmAhcOvpvwVPl/F0nQ1PH5MCnPiz39O8efP46aefBFuGsLAwOnTogFwu5/Hjx5SUlJCVlcXp06fZvHkzly9fpqCgALlczsaNG4UOXlBQEPb29rRt25azZ8/i6urKF198QUxMTK2TlEKh4MyZM3Tr1o02bdrQpk0b3n//fRISEoiPjxfGMx999BF+fn589tlnBAcH07hxY7KysgQi/cyZM7kf9xiVUx0UwS0I6vMuD9dMwajVoFdV4NKoAxVP7lGZ+gDn0AhkClv8u41BU5iJT8fhlCXeoODmsVqfhWt4R1T5aWRf3EVlWiwiiRTH4HDcm3XDNawd3pH9kFrbUJp0E3VBBl5t+mLWVyN398O92Ss4NYykQuZKYL8phDVvw7lz55g5cyY9evTA1dWV77//HrPZzPz583nttdfYuXOn0Dmt6fq4ubmxZs0aOnfuzDfffMOrr77K/PnzGTx4MC1aWKw1goODGT58OD169GDVqlWMHz8eg8HAjz/+SGJiIv7+/hQXF/Pll18KBcG4ceM4f/58re8iPDwcd3d3bGxs2L59OwEBARw+fPjP3N3+T2Lt2rU4OjpiMBgwGAyUl5fz7rvvCt/FiROWw9zDwwOTycT333/P6dOnkUqlbNy4kYYNG9K4cWOaNGnCxo0bUalU1KtXr5aNyt27d4mLiyMpKQlbW1sqKyv58MMPadu2LXXq1OHw4cPPGUVHRUUJ3bDY2FjWrFlDdXU1aWlpfPjhh5SXl7N+/XoyMzOJiYlh9OgxjBo1ipUrV3LhynVUvq1JqBBTZR8IEhlFD86jU5ZiNptQZsZTmRFP/o2jgGV6JZZIKYl7ahkV0BCviD6I5Lbklil58CQL2zotyC9X89133xEZGUm//v3ZuHEjS5cuZdSoUUJRGxwcTFRUFK+88kqtce2zyMnJYfDgwdy/f59Ro0bh5uYmWFt99NFHVFZWEhsby+bNm/H29mb27Nl8/PHH3Lhxo9bz1Ixw27RpU4sjCZaJxq+V15cvXxYUxBEREZhMJtauXftcisofjf/qEfC9e/eEDt7q1avx8vKisrKSL774AoDPPvuMLl261OKvlJaWUlxcTP369TGbzUJszTfffMOSJUsYMWIEDg4OLFiwgBkzZtC/f3/u3bvHggULSEhIYOnSpQwePLhW8PazGDNmDL169SIzM5Pbd+7wOCkJe0dnYh+nYl+/DV5tB5BzaTcuYe1qjXKNumpEYjGq/HRkNg5YObhSXZZPdUkOzqERZJ3dirWzFyKJFJFYgn1gI8RiCZmnN+PcKAqnkJZIrKwxm0xgNqFTlpF7ZR+Bvd+iLOkWVnZOFNw8jkujdrg0tFzN1GQmFtw6gUgixa1JZ0RiCaJnfkByrx5AmRFLkw69sC5KwGw0YMZy4NZkKZaUlNC8eXM++OADNmzYwIcffsjGjRtxc3PjyZMnhISEPDe+iI6OxsXFhaCgIPr378/w4cN55513iImJET7jGTNmsH37diGPtEGDBly8eJEpU6Zw6tQpDh48yDvvvCNkKV69epVWrVq9kC/yT+L//Kjq22+/FYqIvXv38uWXX/Ltt9+yefNmIS6pT58+Ai9TLBYzY8YMNmzYwA8//IC3tzdt2rQhJSWFt99+m7Vr17JixQpGjx5NYWEhWVlZzJ49G5VKhYeHB40bN6Zdu3Y4ODjw7rvvEhkZSWpqKjExMZw7d46+ffsK/n6XLl1i6dKlWFtbU1JSQkpKCmGNGpHwJB2/ziOQeNVHlZ9OWcI1AnqMQ5XzhNwre/GMHEBp/BUqUx/i2qg9jnWbYzYZcQhsRPHDaCrTH+FYtznO9SNQF6RbVPxyG6QKe1IOLsOo1RDwyliyz2/H2sULdUEa/l1HYx8QRvy2z1C4+GHSV+NUvxV51w5gUCtp+OZXSOW2pB/7Ecd6LXALiyJuwwy8/fwJdLMnPj4erVaLs7Mza9as4c033+Tw4cN4eHjQq1cv+vXrx4ABA/jggw+4cuUKd+/epbKykr/97W80atSIdu3a8eTJE9auXcvly5fp168fixcvpkGDBjRu3Jjjx4/z448/8s0337BhwwYkEgnnz58nJiZGsNO4dOkSH3/8MS4uLtSvX1/oDmZlZeHv7/+7Mmd/J/7PH1dg8YVzcHCgU6dOTJo0iUaNGpGZmcnFixdZunQpJpOJhIQEhg8fzsOHDxGJROzcuZPevXvj4OBAUVER06ZNY9WqVXz11VcsWbKEAwcOcPToUaKiopgwYQJqtZrZs2dz9+5d5s6dS0REBE5OTixcuJCsrCzBBub69eu1ult79+4lPT1dyAVWqVSUlZXx4MEDVq1axZUrVwgICMDFxQWj0YiVXEG13BWjkx/pD2+gLs3HIaQ5dt4hlCXE4BLWjpzLe9CryrHzb4C+qhwRIkwGPaEj5lCV/RhldiI2HoFUl+bh2aoXRq2GvGsHcarfEp2yAoOqFI8WPTCWZSOtyMFaU4xMXYTZZMLK2pqQOiEEBwcRFxdH3bp1mTt3rnC+KSwsRCQSsXbtWoYNG8YXX3zBmjVrKCkpwdfXl8mTJ/Pqq6/i6enJypUrmTVrFjdu3MDT05M+ffqQn5/P559/zuzZs8nPz8fOzo7AwECGDBnCvn37hKjM2NhYunfvjkKhoGnTphw+fJgvv/ySadOmUVZWRuPGjZkzZw5t27ZFrVbj6elJw4YN8fX1FRpU/yb+742AHz9+TEpKCiEhIXTp0oUTJ07Usiv47LPPkEqlxMfHExoaikQioXv37kKXSCQSCTE3S5Ys4erVq7i6urJq1SrAcvXw8ccfC2OooUOHEhERwaVLl+jXrx/Jycncvn2b0tJS1Go106dPZ9u2bXz//fd07tyZwYMHM3jwYFq3bE5VZTlidSbSosf4drS4l+urypHaOiASiSl+cB6z2Yw6Pw3HOk3JOr8NaydPy45sMmHrVYeS+Gv4dbXkDFc8uYedb13qDvmYovvn0RRnYedT92nxJkZm54RX2/6IJVKc67ckftMcgvu9T1lijFAAaoqyqEi5h1ebfiASUXT3NFaO7jjV/btZp5uLE/WtAzDm3Ke0spK9e/dSt25dEhISiImJ4bPPPuPo0aM4OztjZWVFbm4uBw4cQCwWs3DhQnJycliwYEEtf7579+4RGxtL06ZNsbe3Z/LkyQwebFGEtW3bltatWzNy5EjWrVvH9evX6dGjh/CZVldXs2XLFkaNGoW9vX2t1v2f7ar+fwlRUVHI5XISExOxsbHh559/Rq1WM2bMGNzd3WnevDkPHjygqKhI+GGsMThNS0sjNjaW77//nvLyclJTU7lx4wZyuVxQl+p0OoYOHcqjR4/YunUr3bp1o0GDBvTq1YvAwECKiop46623KCwsJDs7G7FYzI0bNzh//gIpKU8oKipCq9Vi4+KJUq2lKrQPorKjVJuk5O3/HrcmnZHZOpIfcwivtgMIGTQNdX4KTvVaIbFSoMxKQO7mQ0XKfaQ2jmgri/CKHEB1SQ5px35EX1WKwtUPqY0d3lEDkdk64xbekeyLu6j7+gzKHt9EmZWEtYsvelU5+ooSGoyYS8mjaGy8QpBY22DjFULGifVYO3micPejujATpZMHJkSI63Wk1NGFYN9W6PISyYm9yeLFizEajaxbt567d++QkZGBvb09cXFxjBkzhsTEROrUqUNsbCzTp09n165dfPPNN0ilUpKSklAqldy8eRN3d3eGDh0qmDiXlZUJBs8DBw7kxIkTmEwmHj16RGFhIampqcydO5d58+bRsGFDoqOjkUql/PTTTwwcOBCNRkPbtm3/h/fI/w7ExMQwbtw4du3aRW5uLsOGDePSpUscPXqUGTNm8ODBA6ZPn05qaiqdOnUSurFNmzZlwIABiMViPD09Wbt2Lba2towdO5a33nqLcePGYTabhXHi3r17uXv3Lps2baJevXq89957zJo1i/Hjx7Njxw5atmzJjz/+yI4dO4iMjCQ5OZkvv/ySlStXcurUKYHq4ePjw7379y2NBaBuvVDMti4YfEMx2XmgdPChJPEG5lIlXu1fpzz5LrZewdj6hOAQ2Aiz2UTdQdOoyk7CoFGRf+Mg9Yd/Qk1jys6vPgW3T+DauCO6yhLSjq0lsPdb6CqLsfWpR/bOL7By9MR06ziF985hZedEyIAPkMkVSCtz0FcVEfMokbNnz+Hq6kxGRga3bt0mNTWVMWNGk5SUhLOzM+Hh4fTt25f4+HikUim2trYUFBQQGxvLkydPOHPmDFu3bqW8vBxvb2/u3r1LcnIyderUoU6dOhQXF6PVahk5ciSRkZEcOHCAUaNG8fHHH+Pq6sq9e/fw9/enTZs2dOnShdu3b2MwGNi5cycBAQE0aNCACRMm4ObmRklJCXZ2dv+U9c+/iv/qAnDYsGHcuHEDrVZLv379iI2NZdeuXUJRWHPlumPHDj788EPc3d3p2bMnixYtwtbWlhkzZpCSksKaNWsYPXo0169fJyQkhFWrVtG7d2+Cg4M5evQoZ8+eJTY2lpEjRzJ58mTMZjPLly/HaDSSlJTEzJkzhQNvy5Yt+Pj48Morr7Bz504WLVqEyWQiMzMT/4AALl44zOOMXBq9/R2Fd07h2qQzcmdPHOu2RFOUhVdEH3TKUhzrtkAqt8VQrcKk1yKxVlASfxWMekriryJ38sDWO4T04z/i22kEoqdjg9KEGBzrNEVibYPC1QcAsdSKOgOmoPAIQO5q6TpmX9gOUhnO9VpRdP8cUoUdHi171vp8pSWp2Fel0apVK8aMGUN8fLwgcQ8LCyMsLIxx48YhkUgwGAwsXryYt99+m379+uHv78/AgQNp0KDBczE6YrEYV1dXpkyZwp49e4TirwY1/Jc5c+bg6enJhg0bWLlyJU5OTrz22musWrVKyMns0aMHVVVVXLt27aVxPX/hn8fdu3fp1q0bdnZ2XL58mVatWuHn50dGRgbV1dUsXboUf39/vv/+e2bPnk3jxo0ZNmwYx48f58KFC/Tp04cRI0Zw7tw51Go1jx49Ii4ujsePHyOVSjEajezbt4/q6mree+89unbtyldffUVVVRVisZjy8nKOHDmCWCxGpVKRmJho+eF2dieo/QCKb0VjJZbh030s1YdXkffgIj7tBlN0/xwiqRRrRzdcGkQQv+VTKjMTMWqUiMQSS6RgVRl6jZKKtDisXbypLs5B4e5PefJt5G5+aMvykTm4oi7MsAi2Uh8iEosJ7D2R7Iu/8PiXxdh6BdFwzDykCjv0miqs7J0RS2WoC9JRF2ejV1eiryqn0fjFmHTVpB79wWIUXZyNf5cR6KrKKIm7gqYwA6f6bZA16Ey6oRrXsCgeF1TyJCUVHx8fzp8/j0gkorSsjB9++IGAgACaNm3KmDFjuHfvHlFRUezbt4958+bRo0cPoqKikMlkdOrUiaSkJFQqFVu3bqW0tJRjx47RpEkTlEolGRkZyGQySkstLIP58+ej0WgICQmhf//+3L59m0OHDjFx4kS0Wi1Tp06tlZ/6F/41RERE0LhxYxo0aMD8+fOJi4ujXbt2jBgxgo4dO7J//34iIiLo0KEDzZs3x8HBgUOHDnHq1CnB4+7bb78ViodGjRohk8lo3LgxRUVF+Pv7U11djVarxc7OjjFjxvD222/Ttm1bSxzb0467TCbjp59+EjrxWq2WzMwsXnnlFZRKJQ4ODqSlZ5CnNJCYnodv616Y7T2oLM5H4e6PUiRGU5RJwcmfcQ6NoCo7CTv/+qgLM3ANa4tRp0VTnEX541uUPb6FR8teKNwDcG4YRcHtk1Q8uYtL446ospPwaNkDKzsnShOu4RjSgsqUhxh11Ri1akIGTCHt6FqqdBpcG0aCSEzmua0gElOn7/sYXOpgsPWnWvaASldPykqzMVg7Y+tWzYFDh1BXVZGXl0dVVRUurq7Mnj0biURCSkoKVVVVHDlyBEdHR8DijdmgQQP27dtH69atmTt3LrNnz6aoqIiwsDDWrl1LZGQkUqmUtLQ0RowYgVgspl69epw6dQoHBwfatGnDDz/8gE6nIzo6mo4dO9KjRw/EYjFXrlwhKSkJjUZDmzZtOHLkCLGxsbX4nn80/qtHwL9GZmYm3333HQsXLnwuAPpZ3Lx5E6VSyYkTJxg+fDj+/v6oVCrKy8spLS2lvLycvLw8Ro8ezaFDhxg7diyPHz9mzZo1fPvttxgMBvr370/btm0F7k4NysrK0Gq1nDt3jm7duiESiYQrhLVr16LWaMjIL6G6xchaY1FVXgoSazukNrZknFhPyGsfUf7kLrrKEjxadMdktJhIiiVScq8dxKtNP8QSCdVl+ajz0zDpdZTEXcbGIxCfDq8jEolIObCMekNnoq0opvjhBZQZcbg17YpDYCMyTm/GvVlXHOs0xVitpro0Fzu/v6ulCu+exqE4nnZtWrNq1UrBhmX48OHCOvv27WPFihVER0dz5MgREhISCA8Pp2nTpqhUKubNm0efPn0YOXKk4L7etGlT4fFnzpwhNzeX/Px8oqOjn4uaunjxIv7+/oSEhLzwe9Tr9XTp0oUpU6YISRFt27YVDuh/A//nR1UJCQn4+/tz9OhRZs6cSUFBAVZWVrzyyivExMRQVFTExx9/jEKhYP369YwePZqIiAgqKytp1qwZX3zxBSUlJTg5OZGQkMC9e/eoU6eOQOLOyMggIyODsrIyvH18yM7Kok6dOlRXV5ORkYGVwo6yshLcgsPwbdOX7LibqIuyQGqNtigbW98QlFmJ1Ht9OgU3j6NXlYMZrJzckVjbYOsZRHVZIcX3zyKW22Lv3wB1QYZFvOHkQVVWgqWrIRLjENQIg0aJ2aDHoKlCLJOjKcpC7uaDlZMH6HUE9BhH1oXtqAssaTcSKzliawX6iiLUBRmYRSKMWg26qlJsXP0w6bWYjHo0RVkYtWrcwjti0GlwCAinMuMRxmo1Qb3fInH7AgwaJVYObtj7h6Fw86bo3jlsfUKoLsnBp1EbJHoNT64dRyIR42BnR2VlpYWX2agR9vYO6LTVBAcH06dPH+RyOefPnyc7O5uRI0eSn58veCs2adKEb775hoYNG9KuXTumTZvGgQMH6NChA4WFhcKF7ZMnT/D392fatGlMmTKFxo0b0759+3+odPwd+D9/XIHlPKVQKFixYgW5ubmIRCLGjh3Ljz/+iJubG/7+/owZM4a6devSp08fZDIZdnZ2vP/+++zYsYNffvmF69ev4+7uTlFREZmZmTRr1gyxWMybb76JVCoVMrw///xz7O3tMZlMtGvXjtKyMmKuXROKxDp16oBYgsTBg+zsLPLTHuMU0ACxrSMujTpi4xWMXlVOwe3TWDu6URp/FY+WPZEq7NEqy9AUpFGV8xiJlQLEEuQunljZuWKsrkIkkeFUtzlSOye0ZQWUP7lLdVEWVXmpeLTsRXVxJuqSHOoO+BC5ixfZF3agKkinujiHgB5v4tLAYqOSuH0Btn4NsLZ3piwhhoCeE3iydylyV298u4zGpNMgsVJgUFcglsmxdvak+MEFZPbOGMoLqHhyD2N1FVKZjCat2hB7PRqFQoHJZLI0KKyscHN1paioCHt7e9zd3dHpdJSXl6NWq/nss8+wsrLizTffJDMzkwULFjB16lRUKhXh4eHMfJr607lzZ/bt28fVq1fJz89n2rRpaLVaZs2aRVFRETNmzODIkSPMmTOHwYMHs2rVKnbs2MHVq1cJDw//d3fN/3sjYIC8vDxEIhFeXl4EBAQwfPjwl2YJ1iAiIoJRo0YxbNgwMjMzadWqlXDf7du3qVOnDvfv3+f+/fv06dNHeP7MzEyqqqpwdHRk8uTJtGjR4rkMxLy8PH788UeWL18uLPvwww9xcHDg66+/Zu7cuWSWaCi8ewaZjT2awkwc6jRFmRlPadIt6vR5l+B+kwCw9a5Lafw1PFp0pyzxOnq1ksr0R8idvcg8vZGg3m9j7ehO+vF1BPacgI13HXQVxVTlPMagUVJv6EwM1SpSDi4joPubuDXthrWDCwaNCo/mr1CZ9hCFuz8mvQ59VXmt9yG1cUSj1SEWW7JFPTw8ahV/YPFn+vHHHwGLfcehQ4c4evQoP/zwA/PmzWPmzJl4elq8n65fv055eTlFRUWsXr0aiUTC3r17OXv2LAkJCaxbt44rV67w5ZdfCuTn38p81Gq1vPXWWxgMBjw9PZk/fz5BQUEvzXP8C/8cHBwcmDx5MseOHcPKyoqWLVvSrl07fvrpJ0JCQqhTpw6XLl1CqVQik8nYuHEjGzdu5Ny5cyxatIi0tDTy8/Mt3avSUvr1709+fj4XLlwgNDT0aUfPimq9DlOZGo1RQkJmEVbOXiir9QR2GoS9WEzq4dXkp8QjU9hhH9CI8pS7mKo1mDL1BPefRPqJDTiFNMPWtz5ZpzdBtgyFsyeq3CdoK4ox6bVYu3hjNhos9kWBYdh4BpFVXUV50g2sXX0watWUJ99G4VUHXUkuCnd/rJ09CO7zLnEbZuAU2pqyx3coTbiBrU89lJlx2PiEUnztAHZ+oTjXb0129C6s7F0RS6yw8w+lKvsxZq0BMyKcG0ahqyxBU1aI1NoWdUEaerWS4rgruDSMojz5NsZqFXpVKSWxF/F/ZTy5l3dZjOEfXEFbXoRz/TYoc5MpqSjHLJKgUNijlHtgllpTnJ3LrVu3OH78OEajEVtbW6ytrTEYTVy7egU7Ozs8PDyIjo6mZcuWLFmyhFGjRiGVStm+fTtvvvkmn332GYsXL6ZTp054eHhQVlbGhg0buH79Os7OzmRmZv4RBeBfAHJzc/nggw948OABbdu2JTw8nLfeeotZs2axf/9+/Pz8eOeddzAajYSHh+Pv78/y5csJCwvDxsaGN954g3v37rF582bS09NZvXo127ZtY+fOnZw9e5a6detxMToahVxOVVUVGRkZSCQS4uLikdnaI7W2wYQVVcpS0jRypA7u2NgFUKZMwqFeKyoy4nBv3p2KtFgKHlxAk5eKGTNyR3dEMmucQy0iveytn+NUryVimRyPVr3IOLEOKwdXKlLvo3DzozTxIkaTger8dPy6qityyQAATrVJREFUjgKTCf8e40k9uByviFfRVRSRtHuxhd/u5kt50k1EgFfUQFwatKEq5zG2XnXQVRajuXeGZh/+iEgsRlOcTWCviVg7eZCw7TPEUhl2AY1Rpt3H1qc+Uhs7KtMeYdBU4RLWFr3RiFurPlQ8vkWJZ2vUpqvozQqsbW3J1ClQpqWiqbiDGDMalZKQkBDS0tKQyWRoNBpiY+Po0KE9Hh4eFBcXk5iYyIMHDxg3bhxyuZyFCxfy6quvYmdnR1paGhqNhubNm/PDDz8QFxfHunXrCA4OprKyEplMRmJiIp988glPnjzB2tqalJSUP6IAfCH+6zuAR48eRSwWM3/+fN5//30SExO5fv06O3fuxMvrxbmDmZmZeHh48PXXX3Pjxo0XhpynpqaydetW0tLSmDBhAvPmzaN9+/b07t2bnJwcbGxsaNy4MVevXiUqKkqQfOfl5TFu3DgmTJhAZGQkLi4ubNy4kcLCQuzt7Tlx4gRPSnTYN+uBrfffO1vZF3ehKc7Bt+NQbDwsnENNcbZgLFuecg+MRgrvncWrbX9EIjFSuS2q3CfoNVW4NelE8f0LlD25jUNgYzxb90aqsMOk15F5Zgu+nUeQcWwt9YbOJPHn+TiHtgHMiCRSdJUl+HUejsmgJ/34j9h4BSNV2FN69wTBXq68+eabDB8+nO+++46lS5ei1+tZsWIF06ZNE7a/RhRw4sQJNm7cyIQJE2p9nv379+edd96hT58+JCQkMHHiRK5cuUL37t05cOAAe/bs4dSpU+zcuVPojCYmJjJt2jSOHDmCWq2ulT6Rk5PD999/z8CBA4mKiuL8+fN88cUXXLx48Z/fiZ7H/+lOhVarJSoqinr16pGfn8/YsWP54IMPmDJlCg8ePCAuLo59+/YJZOuzZ89iMpnw8PAgMDCQzMxMysrK8PDwQKVSUaFUgkiC1NoGdUUxClcf9JoqHIKa4BLWlvTj65DZOSMSS5BYK1BmxKHwCkIkkqIpSMNsBom1HERijOoKxAp75I7umPRazGYzUltHTAY91cVZmI0mXMLaYtAoqcpKxKTX4lDn/7V33uFxVdfefs+c6UUatVHvtuTeOy64xgbbdLAxLWDTQkINgVCSCyQhhBDIJeSaDsFJDBhjDAbjinuVu+Si3stIo+ntlO+PkSfhhtwUIPDBvM/DgzVzyp4zZ81Ze+211m8E3vqjZI6bjzElEzQa2ne/1xexyMJdc5jcKVfQdXQzcjiAHPShylGSSkeiNdlQohGCXY3kTFtEy5Y/ok9Ow99agyk9l2BXI47Rc/G11eBvrAKNiEZnQIlGMOeUEnY2Y8sfgKqqeJtPodWbUKIhVFVFDvkwOgqRI0GiPjfGFAeyJAEKUW8vgqqQO2MxPcd3IgV86O0ZsSbuGhGtNQUUiYinGzkcQNBosfcbQbCjAVUKY0vPxp6SQlNlBbIUxWKxIMsyaWlpWG02goEAOp0OnU5HQ0MDS5Ys4eWXXyY/P5/m5maWLFnC1q1bOXLkCE899RSbN2/+ImzrW21XECuq0Ov1lJSUMHz4cD744AP69evH+PHjCYVCVFdXM336dLZs2UJVVRVpaWmIokgkEsHv9xOJRIhGo1itVlRVJRKJkJmZicFgoLW1jZTMbDy9vYSCAdL7DSNz+HQq3/sfBL0ZNRrGkOIg0F5P9qQL6TzwEQgaBL2RiMfJgCt/QtOGlwn1tJPcbyQ9J/eCFEEQtaQNn0FP5S6seWVkjT+f7qPbiPhcpJSPo23nanQmKyG3E63RQsTdhclRSCTgRhS1RPxuiubdiOv0foxpOajhIIhaOg98CIqCYDSjhvxYS0agBL2klI8nY/h0Ois+xpLTj6bNK8iZcgnh3k7MGYWEultwndlP1OMi4u1GZ0sBWSbi6QZRT+bYeTiPbEIOhyiadwNBZwsAPSf3EvX3Yk7PI3XARHztNcghPxGvC1v+QFIGTaD+g+cxJqWQUlCG4ncR6Gqhp62ezOwcTHodXo+HvLw8amtrkWUZWZbRaDTccsst8R6L6enpeDweenp6uOOOO1i5ciUDBw5k+/btGAwGhg4dyvbt20lPT8flclFRUREXPfgcfKZtfeMdwLM0NTVhNpsxGo2YTCYWLVrEihUr/iYv7Je//CU+n48rrriCp59+mqamJtavX8/GjRspLy9n2bJlTJ8+HaPRyMGDB5k1axYzZswgLy+Pp59+mqFDh1JYWBiXgZkyZQpz5sxh2bJlpKam0t3dzR/+8Ad+8pOfMGjQIIqLi1m4cCEbN22isaGBquYexKwysicuBEAK+tCarFSveor0odPoPLSRsit+FCvBf/4uBl7zKFqTlaZNb5A59jwaPnqB4gXfQ2uy9rW26KWnajdaUxKG1CxARZWiCKKW9j1rKZj9XVQ5iikjL96PECDQ2YjzyGbyZ11DT+WueGuYaMADKn2Rx1kEDqxG46xh/IQJXHLxxTgcDgYOHMjWrVtZsGAB69atw+l0cs011+DxeOIVTVOmTGHbtm0IgsCzzz7Lpk2bWLZsGeeddx5vvPEGH3/8MXfddVe8gnf79u386U9/YsKECVxzzTX4/X4eeeQRNm3axNixY3n99dd5++23mTdvHhDrQ/Xxxx9/ahk9Go1+UXmA3/oH1erVq/nBD35ARkYG2dnZbNy4Ea1WG1ckOKsXejZfT2eyomhEouEwBRPOo3b3OkIeF8aULMKudrRJ6aAqKCEfSaUj8NQeQYlG0VqSQFXInnABPSf34Gs5g8HuwF42Dm/DcbLGnkfL9jdJGTSJUFcT2qRUeo5uQ6MzIvl70adkEfW6UKNB0OjR6PQgQFLRYELdLahokLwuQEFrS0dnsmDLK8fdcIJQrxOd2UrU043WZCV10CQ69r2PqoqY0jLRWlOQA24sOf3xdzUTdXcR9TixFg1G8vWSNmQqQWczUV8vUb8bORqr5I+4nQiiiNlRRNDZjCJLGGypRDxOzFmlRP29KFIYENBodYhaA1I4gNZkI9TTihoNoU/NRWe2YUhKRw77kcMBTFnFdB1Yjym7BJ0lhainCynoR44GY86z3ohoTibYVoM+JZOMkbMIuzoItNdROPVSXFW7CHQ24u1sQqc3Eg0HMOgNhEJBINb02Ww2EwwGsVgsjBkzhuLiYtasWUMoFPo/5cT+Sb71dnXJJZdQUVFBSkoKF110UbxgrqOjg+bmmOLjqFGj0Ov1NDc309bejixJ8d85VVVBENCIOnQGE5FQAFWR0egMCFodcsgPgohoNGOwpaI12fA2VqKz2dHojKhSBLR6Ir1OBI2AqoKqKgioIMukDZ1Kd9Uu9CnZRN1dCBoNcsCDOac/oe5WFDkKsgyqDKIOS3Yp0YAHOehDDnoADWj1IIVAiD1vBI0GVSOiNRhRImF01pRYW5hoCI05GSXkQ2uyobMmkzftSpq3rcTebxRtu1aTPfkSgh31qKqK+/R+jBmFpA+ZTNeRzUhBH/rkDDJGzKTxoxfQWFNQAh4EnRFBVVEiAdJGzibS20Wg7Qzpw6djLxtP+653sBUNIeRs6dO2B0QNxvQ80odMw119ILYiJgiE+pxHrdWO5HeTXDwUQZbwddRhSUrD29OOXm9AioTQaDREIhE0Gg2KomC12ohGI+Tl5ZGdnc3Ro0ex2Wy4XC6Sk5MJBAJcdtllvPDCC5/jjozzmbb1je4D+Nfk5+dTVVXF+vXrgZj2nk6n48EHH2THjh188sknPPvss+zatYubbrqJIUOG8MQTT/Dzn/+c9vZ21q1bx4svvsjjjz/Ohg0bGDVqFMOGDSM5OZnf/e531NbWMnXqVHJycuLO38svvxyXybnxxhtZsWIFhw4dYv369Tz88MOkpqbSv39/Xn75Zc40tFLZGSRl/IU4Rs1GCvpo3fE2Nat/g7vuGMXzb0bQ6hANBjr2r0MQBJIKh+CuPUL7vg8QtFqkkI+C827kzFtP0F25m4jPhTE1m5xzLkaj1aK3phDqbkVVVULOZtBoOPXHR6h+92mi/l5ad6yKXy9jWjbBriYEQUPXoY24Tu8HIBrw0vLJnwh01KIqCoZh8zCOnE9dSydPPvkkP/3pf3Ho0CF8Ph93330369atiztliqLE2+Ns2LABQRDYvn07AwYMwO/3x3UUa2tr2bJlC5FIBJ/PR2trK1OmTEGj0dDZ2cmiRYu49tprWbJkCQsXLuTyyy/n5MmT8QIUiDkolZWVcXkdIFEE8gVytrjq2LFjbN68Ga1WG4ta9fW/6u3txScm0emXCWmMWEbOw+3qwdfTSfWO9wn7PSDHonKCVk/U1UG0twNDajauE7vR6M2x9AM5StTronnHKrS2FFBUzI4CRK0Oyd9L2961hF1ddB39BHfdMXor92ArHIxoMOMYPQ97/9GoUgSNwQyKhM6WgtHuwFt/AjkcIuruQpaiqIpCuKsxNvE5vp1Aaw1qyEvOpAtj+XlBL52HNmHKKESfnB5/2AW7mnAe/QRBkZCjIdDq8NUfJ9TdStTvItBRj7/1DBqdnqi3m4i7G+QoaiSE3p4BqDFFkJAPVYrgbz2NNbcM0WABRSbS60SRo2hNNqIhH6pGAxotkZ5WVBWC3S3I4QDJ/UfTdWA9/Rc9gBzw4Kk+SLCziWjAg2P03NivvyAS6m6NRfV72mj55E1QVay5/WjZ/yGqKRnRno1oSwODBcFoQ5vVD501ldwxc5AkmUAoQjQqkZ2dzb59+/jggw8IBoP/kYrFbwPz58+no6MjLtvX1NTE8ePH8Xq9QKwzxaFDh9izZw9tHV2giWVxaW0ZiEYroskWU5YSdWjtmYgGM5njFyKIWuSgDxQFrdmGY9QsIj4XEW8PotVOxN1D+ogZyNEI4V4nglaHEo3EFKFEkYwRM8iecinOY5+gRkKEu1tRpAh6WyqCwUygrQat0RzLE+9LsdIYLAQ6G4j6emPnBszZxaDKaIxWtCYroPYpVfVFxqUIiiyROyXWCUOjN6G3Z/WlQHjpOPgREb+bjgMfgaJgzSvHXXcMT/1xUgZPRgr0xj5rOIgiRQi219J+cAMASiQECKiRIEokiMZoofvYJ3jrDiOHgiQVDqX+g9/hdzbRvv9Deqp2AxoQBOh7Zga7GtH1tWBTohFi3qGK5HODquCuPYqv14msgKenA0VWCAV8SKqKPqMQnTkJRVUxWGwEQyEQBLxeL3v27EGSJNra2ggEAni9Xi688EJeeeUVvswg3bfCAWxvb+f+++/H7XZTU1NDeXk50WgUl8sV72f0yCOPkJSUxC233EJ6ejoA3d3dfPTRR6xfv54FCxZQVlbGLbfcwvTp0xk8eDD33HMPs2fPZv78+WzevJlRo0bxwQcfxPUUP/roI3p6enjooYd47733OHDgANu3b2fx4sV0dHZSWVnJngMVhHNH48qbiLerFUtOP0SDCdFoJqV8AkXn34wxxYFoMOOuqSB92AxMjkKCzhbCvh5EgwlbwUAEQSTQ1YjeYielfBwNHz5P7Zrf0rpzNQBBZwveppM4j2yhY986FFnGnFFA7vQrsWSXIAV8pA76i5C4RtTFZoyRIKUX3ok1r4xgVzO1q3+DaLSSMmACGp0ercmKkDME7+CL8KWV09zaxi233MLhw0cQRZHFixcDsHjxYrZs2cLq1bHx3HvvvRw6dAhBEMjPz483MD1w4ADjxo3D5/Ph9/s5fPhwXJv02Wef5ZZbbqG4uJjBgwczbNgw7r33XsaMGcOyZcvo168f0WiUd955B6vVitPp5MiRI/+Zm+xbxvHjx2PqHYpKSulIguEoUY0BfVoeGqMVQdQRCgcI93YS8fbS+NFLGO2ZgAa93YEqSQg6A4LBgs6chCElC601DVFvAZS+4olaZF8vqKBKYYJtdSBq6K0+TOvOVQhaPcHORlAVZL8HUatHRoOn7hjGFAcp5aPprdoFGgGNzgCCBkUKI4UDiHojqgpKJAhKFEWSEK32WCP1kB9zfjkanYGeEzuQIkGUcAg1GiLoaiXiakOVo0heFyZHETprMv6WakRRS0rZOGwFgwGBzv0fojVYYkvRgoDOmgLyX/RaXce3o6BBVWS0RhsIGkSjDVNGPhGPEzkcBFUh7O1Ba7IieV2xH2xFQm93EHQ2E/F2I0fD9FTuRtDqaN78OmnDZyJodSDqEARo37sWjd5MxNONKkkgxpwGvS0F18nduGuPkjFqLhFvD4oUQQ54Ytcq4I4lx1uTaT2yDbQ6FEFD1jkX0eSRCURlenxhwpEodXV17Nu37z9/I37D6OnpIRwO09nZyTPPPIOiKITDYQJRGQRNXwPm2LZyNIwcCQEQ9TqRQj40BguixY4SDhBytSMFvXTsW4sc9IKqoktKR2uy0rZrDZLfQ8jZjOTuAlXGU3MYydcL0SBK0IPWmoL75G7kUIDOQ5to3fF2LJJsTSNr4gKQIrHom6IgiDoi7i58zafj97gS6EWNBFEjAUABUUegrQbkKDprKlLQ2+dcyahhf2xypMhE3Z00b1mB1pqC5O4k6u5EMNmQfD0E3U4UvxutwYKgN9Hw4QuokTAarR5X1W5UQUPTxteR/G5UKYq1cAiRrnrQ6CAS6jtfrGWNEg7+1aqXwpk3f4EUCiG5nUjebgRRC6oUi50pMoJGS/exTwg5W7Fkl6IoEukj58T3j6EiuTtjn1uWYpFQAFnG72xBQUAQdYTDYWylowhHJTo7nUiSTCgcRdDFmlb7fD5ee+01RFFkzZo1SJL0pdxv3+gikMrKSh588EF27dqFJMVmrXPmzGHJkiXodDrefPNNamtrsdlsdHR08Nxzz1FeXk55eTnFxcX079+f9957j7179yLLMvPmzeOnP/0pw4cPZ+7cudx3333U1tZy6NAhVqxYwfLly3n11VdZvnw5jz32GBaLhaVLl3Lttddyyy23sHTpUu644w42b96MOTkVY/5gDp5qRK6sZcCVDzHoup8B4G+vRWexc/rNXyLqjVjzyiicu5RwbydakwU0GrqPb6Nw9ncxJKfjb60GAdIGTkIQBLqObCFv+lW4aw8RcDbTsf9D8s5dBIKG1IETUKQItWv+m6LzbkKJhIj2dtK2azWpg84h7HZiTHFgsGdSdnlMoL5pw+soioQpLY+cqZej0Wgw2DPxtcSiFQBSOERT1XFUSUPhgPG8teodsjMzaO/oYOaMGezatYsLL7ww/t0MHDiQYDDIiBEjEEUxrijx1ltvcdlll3H48GF+9KMf8eijjzJ58uT4fu3t7fziF7+I/71t2zZ27NjB2rVrOXr0KOnp6XR2dgLEI7EJvlhUVeVgRQUAmZkOAu212HOKcTXFZNDMOf0wZeTja6lGFQSQooCIqtEhmmN5mnkzr6Hr4EexvBxBIHf6lbRs+SPS2WUiFGwFQ/A2nUSflEHE1Y6qKhiS02MPCo2OcHcrWlsqqhRBjoSRpQhqJIjOlkawq5nW3e8hhfxY8wcQ6WkHQcWcWYy3/hhak430QZNo3/0euuQM5IAH2edCa0tDEAQiPW3IoQAavQl/y2nQiKiyhKg3IqsBBJ2JcG8nhtRsIr1dsQsjiHjrjyGakzCkZGLJG4AaDaPRm9AarYg6AzpLMqFeJwa7A1FvwOzIRzRY6Nj7PoKow5rbj4jXCaqCqkhojGZSB0zA03A8ZvuCgMZgwZJdQsTTjTW3P1prCi1bVqA1JRHuddKxd22sglmR0SVnoPRpcqNEEU3JyAF3nzOhIJrtqEqUpg0vE3E7cYz+Dmo0ElsKRCDq92BKz8Waa419NlsK7upDBDvqMSanEPa4MBqNpKSksHbt2r9R6Unwr1HRZ1eyrIAm1oZH0OqJBvyxDQTxL04FsSibEvajMVpQgl6ive197wgxRx5AhYyx8+k6uD7WfsjT9Znn9nc1Ayq6ZAdRdyeSx0nM+1FjUUVZRkyyI3mctO945y87RkMYMosIddSDFAZEQP7UsQWjFTUS7JN9Ewj3tGBIzyfc1RBfChYNJhRJAlFEDfuRgn5Q1Zi4gM8FGpGoswkAKRyIOVlmK6Agy9JfopyoIGhAo8HXfKrvGiix1/u6ZQg6IxqtNuYY/xVy0A1aA6hqbAJGrE2aaLISdXdhyu5HwNkE0TCCVo+n7vBfvhdRC6oSa7mmKKhSFF1yJlF3R2wI4RCyEFv6tuT2w2DPwmDPJtzdhDGjkKjPFY+Unj1mJBLhzjvvpLi4+FMdMr4ovtEO4KBBg3j11VfjuWOiKH4qmXLv3r1MmTKF559/npycHC6++GIgFmZ/4IEHuO222/j+97/Pyy+/zNGjR7n++uu56qqrePfddxk6dChpaWk8+OCDLF++nAceeIBhw4Yxb9482traGD16NOPGjePgwYPs3r2bRYsX097WRmNLK8bi0bgdZYgpEnmDZ+GtP/6pcXcd2gSqStb4+ShylIwRs2J5OnOX0n10G2Gvk6K5f6m4C7u7iHpdhN1dGFMyY4odApjS8wk6mzCk5nD8+bvJm3EVrTtXYc0uJWXgBAx2B84jm3GMmYuv+SQanYmWbSsxpeeR3H8UycXD0Wh15PY5j6073iZ70gUABLtbAYGeyl10HdlKqLuFfpfeQ3fVbny6VMTh85FNIvsOfsSJ48e5+OKL8fv9/O53v2PVqlU4nU7ee+89nn76abxeL+np6dx0003079+f3NxcsrOzOffcc7nuuuvijbnLy8sJBAJUVVVhtVq5/vrreeyxx7jvvvuoqakhEAjw3e9+lxtvvJHbb7+dgwcPxpfgFy5cyCuvvEJaWtqXect9KwiHw3Q7nRiNRgJ9rQ7ONkzX6nRYhSiemgrCAS+izgBaHRqtgVBXPWmDJuNtOomn/giO0XPwd9SihEO0736XsNsJchSN0Ywh2UHm+AVEPE6S+49Go9PTvmMVKUOmgQqi3kjI1Y45Iw85GsXfeoaUsrH4W06jKBJaSzK+hhMUL/geLdvfQjRZMRrN6G2pqLKM0e6gY89aBL2R5KJhuE7vg0gwln/U24EpswR/qBJX5U5AiEUOtAZ01mR0SenY8gagSBH8TVWxi6LRkNx/FP72OoKtNRgz8rCXDKN15ztoTRYCLaeQw0HMWSUoIR+hDj+WnH5E3U4CwXq01hTMmcW4zxxA0OpQVciesJCuw5vpPr4Ne/8xpA+dQjTgo/793+GRIxhsGYRcnfhP7ABVRQq4MeeWEfV0o7elkjdjCTXvPIUqSyQVD0dVJAIdDZhzywm0nEQJBdFoJUyOApRIBI3WiPPIZszZpYScTYCKGg7grT9Gal4pgqChpCCfM8cqEAQgHMDhyABijfJnz579ldyP3ySGDh3KqlWrCIfDoMQiaWedcUQx5thIChqjNSa9GQnGllwVhbMTpxgxJ8hWOJhwbye+xkpQZQzp+cg+F3I4gMGeRairIdbmRW9C9nYDxFomnT0GIGj1fWMAydunPqn2nU+rAzkam2BpRFBkIBatRKdHZ7QQ9XSjhmKOjd6egRz0YkgvJtBRF3MI+5ZY5aAX9CZ0OgPRkA/kCDq7g2hvbELPX2kCKyEvIBB1OwERwn5UrSF2HTRi7HqdbY1mTkGNBhFEE0rfONRoGHR64g7uWVRAioAgIJptWHP6I4VD+JtOAhBsq+bswqlgtBHp7QQEdPZ0oq4+R0+ji0cZz+ZmiiYbcigQc95VBX9TVey3Q6sHUYsgavqcPwUQEEQRtS+dxmg0fmkpFt/4JWCDwcD555/P8OHD487fSy+9xJgxYxg5ciT79+/nzJkzdHd343K5WLhwIRs2bODgwYMIgoDJZGLcuHFcd9118UacjzzyCHq9nqVLl3LllVcyevRo3n33XaZOncrkyZNJTk4mJSWF+vp63n//fSoqDrFr5y7cqeUE7CV0trVQs+Z3hFzt6Mw20oacw5m3nqDjwEdIQT9RXy+KKscqkhyFKNEg/tZqgl1NeJtPorMkU7f2OU798TFOvHwfKeXjKTrvRowpmdS9/3uMqTn42mpIGTg+JqHT3Ura0KmEeztiy2+CiDW3jIYPnwdBpG7dcnqq9hD19ZA3fTHWvHLad7+Hv/UMAPUfvkDL9rfIHDOPnpN7Of7ivTiPbMGa2x9VVTEkZ2AfNInTf/45Kf1GkVwyDBWB5qYmLHPuoK7DzX/3yRIFg0Ha2toYOnQojz76KB9++CEzZ87knHPOiSuC7Ny5E7fbHde9HDRoEL///e+ZNm0aRqORvLw8PvnkEx588EEcDgeTJ08mKysLl8uFRqOJS+1t376d06dPc++99/L973+f888//6u8Fb8xRCIRFEVh+PDhvPHGG1xxxRWMGjUKq9VKpsNBYY6D/sWFaDUa9BrQyBHUkIfcLAeekzsoLCggLysTbW8TdnsqghQh1N2GwWZH0OkxpRcgR0JEPN2xRsv1J/DUHgEEXMe3IYgiotFK6uDJZJ9zMSlloyn6zvVkT1gQS0swWvuWeNVY7h8CUshP2eX3E2ivRaM3Yskrp2DeMgRVpef4NpIKBiHoDLGCimgYRQqhNSfjmHABWZMupHDuDTFnVhWI9HbiqtqFvXQEWX3n1JmTUCJBgh31AOiT0gh7uoi4uxBEHWnDzgW9mUBbNVpzEoJWR9DVjr+rCVvxMFAkeqt2o8pRLFlFiFodwe5WjBkFqFIUf2s1gc5GWra9CYAhJRs0oMgSojkZrSUFQW8k3NsJokjU34uo1VO04DYGXPMY6cPPJeTqiBWSdNRhTM+LFcQoEaK97aRmpGM16RFUheLMJNKSrZjNZixGHagqPU3VaLUiKSYtoiiiqiqlpaU4HA5GjRrFgw8+iNls/nu3TIJ/ktGjRxONRuOtyjQaDSWlpcSjV32OWMwBAlN2MYKoizmCKOjTcuN5gYLWQKCjjkhvByFXO5a8ckSNiCpFUGWJUG9HX0RRRZ+a/ZdBiJ/OlT7r/KE1oLXY0ZjOdltQQIqiMRjRp2ajsyQjaPUIelPMAYqGQYXcGVf/5ViyjBz2E+isj1UQC0LsM51NjYgE0Vn+0qc16u7u+1dfDYNGC3oTgs7Yd0CFeLTx7JKrosSq4AE0OnRJKQhabdz5i30WXSwS/tdo9YCKxmQBBDQaLWFvb2ypGgXBcPb+VkHUooRjUVmt1U601/mX40ihmANMLF/ZVjwcg90Rc5bPIsS+X53RCrJM3rBJaOKSirGoZ1JSrFdxTk7OFyFf+pl8ox3AU6dOcfnll/OnP/0JIC4pdvToUQoKCrjooovYs2cPVquVVatWMWXKFD788EPee+895s6dSzAYZOXKlWg0GkaMGEFOTg4/+9nPeP311zl48CAvvvgiF1xwAT09Pdx+++04HA4WLlxIVlYWbreb3/3ud8iKQnVdPUruMCq3rEFnS8Ndcwi9NYWuwxupWf00Va//hJRB59Cy/W1q1z5L9qQLCPe04a6uoHXnO4R72uk5uQcpHKTsivuI+HrIGDuPrPHz0Rqt9JzaQ8v2t6l59xm8zacI9bSQMWo2dWt/h+vkHnzNp4i4u+k9fZDUARMxJKci+T14m8/gOrUXjahDVRTcNYdj2r4tZ4i4nXjqjuE6tZ/kkmH4W87QW30Qd3UFltz+9J4+wJFnv0fz1j+RP/saQs4mMsedjy0/NlPxtdYQ7G4BUUf61EWkDJiIjIajR4/ywgsvsHLlSl577TU8Hg+nTp3i9OnTLF++nLS0NHQ6Hddffz2rVq3i3Xff5YYbbiA/P58NGzbEq6g7OjpoamriqaeeYt68efT29vKjH/2I5uZmzGYzr7zyCgcPHuS+++5j3bp13HHHHX8jwJ3g3yMpKYn6+npGjBjB448/zg033MA999yDxWJBVVUUReHo0SOMGzeOgoICJk6cyJ133km304nZZEL2dtJ+Yg+NFVtRm44wNDeJ/kV5FGamMP6cqegjbiK9HXTufAujzY4oR0CWEE0WTNkxGbW0oVPwN5+iY986TGm5tO1+D0VRSB0wkdSBk8ieeAH50xfTVfExUV8PlsxitEYzqiShNdnoPXOAzoMfYUzPRTRZ8DYcJ3PUbLLGzmPUHS+QOXJ2zBnLyCNn0oW4aw5TfN4yCuZ8l7yplyEaTH35jS7MWSUYUrKRgn7MjkLyZl6FNbeM3jMV6O0Oyq64D1fVbgZc+QDpo76DHA6gRMIY7A5MqTmo0TBRbw86m53CuUvpf+kP0YhapKAHX+OJvqrlITiPbkUKuDFllSJ5u3GMmospPYekvDIQNKQPnoIc9GJKyyFzzHeoXfMMdWt+S/uW11FbjqEEelECPRQWFZGik5H9LvSCihjx0XJ0Jzadwojhw2mtr8HhcGC328nNzeWRRx5h0qRJ3HLLLbS1tXHHHXewaNEi/vznPyNJEnV1ddx3331f9W35jSA7OxubzYbdbsdisTBnzhzOmTSJnL5+shqNBr1e1ycgkE6wtTYWzeqLOEW6W2N52aIeQQBFVkCrQ1Vk/E0nCXTUkzFiJrqkNJCiWHLLMDkKCLZWg0ZE0BlJKR6CaLAgaGP5aFpbKqbcckStDqPdQe45lyKabGhMyRgdBSihAJLfTelFd5E5dj4aMbZf/rwb0VqSCbTXkjHhQjRGG0o0EHM6o2EEk62valmDLjUXjdEac8IEDbaSYYCAaLSgz8gnHqVTJJKLhmLOLEE0/7VGrhjbpM/xkoOe2HmUKOH22ng0Da0OnT0TVJnk0pGkjZwNGjHWhUCW0CVnIOpM6KwpRAMeQu3VhLsa0VntqJEQaSPmoEtKQ2exkzpkMoLBEmuzpDOAIKJPdvQNNVaNLYUDBDsb+3If+/L4BA1inzJX1NeDwaCnadsqUCS0Wi06nY4bb7wRj8eD1Wr9P/vdfl6+0UvAZ9u2+Hw+7HY7M2bMoKuri56eHs4991zGjx9PTk4O48ePp6ioiKKiIiZPnsyRI0cYPXo0RUVFPPfccyxatIjBgwdz3XXXcckll3D++efzgx/8gHvuuYcbb7yRQCBAXl4eTzzxBMOHD6empgar1crbb7/NnDlziEgyke42tCYrWls6pswikguHEHQ2kz5iBv7WGtIGjCe5eCgd+z9EDgeRgwGkkI+s4TPRWZJxjJpNoL0WBk7AnF5I2NlM2pApJJeOoH3fOgwpWbGm0UVDMDsKad74OlqTFVNGAcHORuSQL6ZWsPE1pHAQQ7IDY4qDjJGzCXY3Y8srR2tOovv4dvwdjeTPvAp/RyPW3P6c+tNjqKpK2573QFVIHTCJ/O/cQP0Hz2HLH4AU8FC68PuIBhMtO94hud9Igj2tOEbMAsDXdApB0NDS1Ig6dgwvvPAC0WiUtrY2srOzKS4upqCggLFjx3LRRRcxduxY5s2bR2ZmJqmpqaxfv54ZM2YwevToPi3U5zlx4gQPP/wwgUCAn//85wA8+uijPPnkkzz88MO89tprbN68GbvdzpAhQxBFkV27dpGRkfGpauEE/x5dXV0kJSVRVVXFmjVreOKJJ7j66qupra3lySefJBwOM3nyZCZMmIDBYOC8887j5ptv5s0332TMmDGsWrWK3t5eZs+ezeDBg9m3bx8vv/wyFlHhsgsXsH//PoLBIJIk4XK5KMoror7eS1pWOt5AENHbTkrpCII97bhO7qH0krtoWv8KeTOX0Pjxq6QOnEjd+79HELWM+P7v4+O25g/AeWQLxrRsUBTypl6ONa+Mlk9W0r73A6wFA2N5gzn96H/ZjxANJpxHtlAw57u4qw9hMloJ93YihfzoLMmEXW1Ycvqh0eoIuzrQmm3oLMkkFQ/BMXoOzVv/RO/pAxhSskCWUKMR0odNw5Ccgbv2MN7GSuxlY7Hk9KPsipjkk6oqWPMHUjhvKWfe+hWGFAe2wsHYigZjzipFCfvpOLCelk/+ROaYuSiyjCklg0hXPUUjJhHobERTt5einJiiSrirAZ1RwWIyMWLkCKKRCLqcTG699VZmzpxJZ2cnO3fu5Gc/+xm7du3ioosuYtWqVbz55pv84Q9/4KGHHuKhhx7i+PHjrFixIv7/H/7whwwbNoxrr702XjiX4PPx8ssvk5GRweuvvx6XLn3mmWcYM2YMFouFIUOGoKoqPp8Pp9MJqGi1WjQaDSaTiWAwiN2ipzvsQ4MQc26MNiKhAPr0HCK+XtKHTEbQ6uk8+BGRQC9qJIwhLSemr5tdQsTrQm/PIGvc+XQf307U78aYloXkdaHIUcKuNpRICLEvUldw/i107nmP3jMHiPpcGNNz8Te5adu2EoMtHSUcwF25HXu/kYBKsLMRJRo7jt6eiT45jYyRs2Ia9mcqCLu7SCodjq/pNKa0bPpfcR/HX7iX7AkX0LR9Je7TB9CnOEguGUZP5W6SiodT9J3vcvrtJwj3tFNy4e00fvQSKSMnEWivxd9ajcGeieR3Yc7pj8VRSPu+9wk4m1Faz2DKKMSUkYuqgi23H11HtiKFAgiiFo3BhEZn7FtqVrBkFSEHYv3/3FV7MCalobenY0pOx9tQFVu2t1hBkRk0fjJVB3cxcewYqqqqCIfDhEIhTCZTPG92woQJpKSksHfv3niv3Ouvv54ZM2YA4HA4uPfee7+0++0b7QBCLGFdEAQ0Gg0333wzp0+fxufz0b9/fzZt2sSbb77JSy+9xM6dO3nggQeorKxkxIgRPPTQQ7jdbhYsWMDYsWPZsmULnZ2d1NfXE4lE4l/aWa2/vLw8Vq5cyV133cUrr7yCTqdj/Pjx3HPPPXz3u99FHwpSMH4BddtXYs4qxZxVQua482je+ie8jVUIWi0oMqHuFrLPuRjHmO/Qsu0t0gdPon3Pe2jNSbhrj5I+chYmRz46awpHfncbOZMvIdLbSdjVRqC7BZMgxFQ6OhvJHL8Ab/NJCmZdw+mVj+NrrCLY1Uza0Kn4mk6RPfFCzFnFtO1ejSktF0/dMSK+XrImLMB9ej/+tlrCnjFYCwYS6e0ib+rldB3diq1wEKIoYu83GsnfG1u+S3HQXbkL5+GNSH43SshPz4ntNHz4PCUT5xFobkQjQG1tDUePHmX06NHY7XauvfZaXnvttXgl789+9jO6u7txu91s27aNoUOHcv/99/PKK69wxRVX0NXVxfLly1mzZg1Tpkxh3LhxXHPNNWzbto358+ezYcMG5s+fT0lJCbfffjt2u53jx4/z1FNP8cgjj3DrrbcmHMAvgJEjRzJy5EimTp3KzJkz2bZtG6qqYrVaKS4uBmDq1Kl0dHRQXl7OTTfdxJ///GfKyspwOBxkZGQgyzJJSUk8+eSTPPHEE4iiyAsvvMDGjRv59a9/jaqqrFmzhu7ubs477zyOHTtGRUUFAbebrpoTjBo1itZgJ1lFo1HDPbEIYXoeelsqLTveQjTbUCJBWne+g0ZnBEVGo9djzSvD13qawdf9Ap3VTuuOVWSfcxFJ/cdgtKXRURFrFWVKz401ee5uQWyoJOJ10lGxkYxh08gYPgN7/9EIgsCpP/4M0WhCn5RBsLMBVzRM44ZXGbLs1xTMvBpVVbDk9KNj/zpUSSJj1ELMGQUxCUcpQvfxHSQVDkEK+fE1nya5dATmzEJcVXsou/xeUFVq1vwWKRSgcM51VL/9JNlTLyPcXkNKuIumqgOEfF5KSkrISzFgzh3GyJEj2bhxIyUlJVx++eVYLBYOHz6MKIqsXr0ar9fLsmXLWLlyJb///e/R6/Xccccd/OAHP+BXv/oVhw8f5syZM7z66qs0Nzfz6KOPkpuby5EjR7jllluoqKjgoYce4uWXX47/Do4dO/arvCW/ETz88MMcP36cWbNmsWrVKpYvX87x48eZPXs2Wq2WX//614iiyMaNG7npppt45ZVXqKur495772Xr1q34/X7uuusubFYrdrudvPwCUBWcTieqqhIwaeha+2tcbjeCrFA+aCjBsAR6E2kDxuFsrsPT0Ywc8uNtrEKjN9Bv3j1Uvnw/qiLT/5I76di/jqJ5y/B3teA+sw8N4Bgzl7QhU4j6e6ld89+IFjuWrBJyp15O1OfCdXo/6cNn0HV4E8aUTERzMmnDpuFrPIHWnETXgQ/RGMz422sZeM0j1K19jryZS+jc/xFNG/9AxogZ2ArKSCsfT7i3g0BHPYJGQ9G8pXQcjNlr/vQldB3a1FekmIG3/ji5Uy9HkSPY8gch6g0cfe42jKnZCGIstUEOBUgeMRRjWi6WrBJEg4mOAx/hGDmDzDFzOfPWE+RMvJDWHauI+Fx07nqbomHj0aQl0VRZgUUngbeVdEMEt8/JgAED6OjsZNLEiRQVFXHh7ClEIhH69+9PY2Mj+fn5jBkzBqvVyvz580lNTeX06dOEQiGWLl3K6NGjAbj00kt588034xPoL4tvvANYW1vLbbfdxrx587DZYiHnESNGcOedd3LJJZdw1VVXsWLFCq677jqWLFnCsmXLKCkpwWQycccdd6DVarn00ktZuXIl5513HpMnT8br9XL06FHmzJnDE088wdKlS7Hb7QQCAbKzs9FqtTidTsLhMHa7nWuuuYYz1dV0tRxkYGkBx45WEOpqYOB1P8OUnocxLRd9Uhr+ljPIoQDu0/txjJqNt/kkUsBL3vQrqV/3PFmTLqSncif+5tOkDZ8eSxqvOUzW+POx5pZxasUjmB0FNG16A0FvxNdaTcTVjjmrmOHff45gVxP9Lr4TjdGMu/owgt5AuLeTovNvpXnTG8jRIKoUoWPPGqJ9Cfyh7pZY41qdAa0lGTkcwN/RgCWrCK3BFMtNaq/B03Aco93B0JufJuJ2Emo4guhtw5pqw9pdhaLTsmzZMl5//XVmz57Nn/70J3Q6HY888ghDhw7F4XDw/vvv88EHH1BYWEhmZiZ33XUX1dXVXHrppezZs4fKykpKSkrYvn07zzzzDP379+cXv/gFW7Zs4ZJLLuHCCy9k/fr1jB8/HqMxliMyaNAgHn30Ufbv389HH330Fd+N3wwUReGDDz5gwYIF1NbW8sILLzB69GhOnDjBq6++ypkzZ+jfvz9Tp05l+fLl3HfffSQlJTF37lzmzJmDKIrs2LGD+++/n9mzZ2M0Gtm/fz8LFixgyZIlQGyZWavVsnLlShRFwWAwkJGRwS9/+Uv8fj81NTXs2rWLkqIChJATpRtKFt5G15EtoNVhSs8jqXAIJkcBoZ42Qs4WkkuG07R5BZacfsghP6oiE2ivi1fUduxZQ+lFd5A98QJEfez+0ej0mB1FfRXAJnKnXkr30S1kTbgAQRBQpAhli3+Mt+EEwZ425LCfiKeb9CFT6Nj3PoGuJtKGTMWQnIEpIx85HMRdfRhzRgH+1pqYxrAikTl+PnVrn8NddwR72TjC3c2xBr4GI50HPiJlwEQMyekYUrIYvPQJ6tc9D2EvkquJYUOHMGfOHCorK3nttdfQ9uUS7dq1i927d3PDDTdw/Phxli5dSjgcRqvVkpaWxuLFi3nppZfYsWMHJ0+eZOrUqWRkZNDc3My6devIzs6mp6eH9PR07r77bioqKtiwYQOnTp2ipqaGjIwMOjo6uPjii7/UZapvE3a7naamJq6//npmzZpFXV0dXV1dPPfccwSDwbgzMGrUKB5++GGuvvpq/H4/FosFt9tNaWkpDzzwAIWFhfT09HDVVVehKAo7duzgpz/9KYsXL+bUqVNUVVVx8uRJbLKXnNQkwiEfnop3Cba3Y9JqiUQl0nLyUexWrF2VDJ23BFVnQmc0UDjratr2fQhyhMHXPw5A0+Y3iHp70CelMWDJw4S6W/G11RDu7USVJZyHt2DJLadg5tUokkTNmt9iKxyEvWwMGo2IzmyLVfl6XfSe2o9Gq8NXfwJLdimmjHxs+QPoPVNBxNNFycLv07jhVTKGzyTQXosxOZPeMwfprTlEcukIek8fIG/GVfGc+JILb0cQhL5+mWOx5pSSXDgYf0c9WWPm0nN0K51716LTGzAl2Rk18wI0YR/dH/+WTH2Unk3PI4TDDC0ro6mpiTyTRF5eARdOH08kEqGjo4Prr7+eSCTCmDFjePnll7nxxhvp6uqitLSUc845h9GjR3PZZZexePFitFotCxcu5JJLLgEgEAiwfft2rrrqqvh94PP5GDJkyKc6Z3wZfOMdwLy8PDSa2Jq7IAgcPHgQSZKYOXMmACUlJZw6dYrrrruOa6+9luLiYvbt20dnZycXXXQRt956K93d3YwaNYr+/fszatQo7rrrLl566SUMBgN79uyho6ODtWvXMnv2bFRVZdmyZZSVlbF582b27dtHUlISY8eM4fe//z2LFi3C4+ohEomQdOTPGK1ZVB7YiSIaSO4/mvIrH4yPXWe00nnoYwz2TMw5/fA1HCe532h01hRSy8dhKxiEEo3Qe3ofxpRs+l12b0yqLSMPndVO0bxlsV5GgKARURUFT0MlOZMvRg76UUJBGrf+EXNmIemjZ+FrPEn+uYtiifc1FbHcJrsDQaNDCnqw5vTD7ChE1GoRBA2OsfNi0liRMAUT56P1tCLWb6d550ekpaYgiiI3ff82Zs2aRWlpKSdOnCArKwtFUdi1axdjx47F4/Hw8MMPM3z4cCZOnBiXzHvjjTeYPXs2N910E48//jj9+/dHFEWeeeaZ+NL63XffTWlpKT6fj2nTprFz507efvttJk+ezK5du2hra2PAgAGkpqai1+uRZTmee5Hg30eWZc6cOcPtt9/O1KlT2b17NzfffDMrV67kwQcfjKvuvPDCCxiNRt59913S0tJwuVykpKTQ1NQUrwY/2xV/0KBBTJ06lbq6Ov74xz9iMpno6urixRdf5OGHH+aTTz7hxRdfjEe29Ho9efn5VNfUoBF1ZM6/gO7KnbTtWEVS/9Ekl4yIyboBptRs6DeK7mPbMKXn4m8+RfrImTiPfYK75jClF95O19GtBLua6a0+TMee98iZfAlS0IsiRTCkZqO3piIazSiRMFI4jNzXZ+3k6z+h6PybsPcbhT45A1t+OaLeTKC9loivl6i3h7C7k7CrHbOjCG9zVUyvOyOPpo9fxZiWQ+7Uy6hZ9WvSR32HgLOJrHHzMNgz6T6xk9ZP3iTn3EV0H99O0dyl1K39HVkTLsCSXYKYVYC3bj8mk5nmlhbGjh3L+vXriUQicVnFe++9F0VRGDx4MGvXruW6665j+PDhvPXWWzz99NNEo1Euu+wynnrqKRYvXszTTz/NY489xpkzZ3j22WcpLy8nLy8PWZY5deoUa9eu5corryQcDjNgwACSk5MpLy9n7dq18Qdags/HwYMH6enpYdCgQfzwhz/k+uuvZ+rUqezYsSO+jcPhiMtpnlVXuvLKKwEYP378p46n0WiYOnUqmzdvBuDJJ59k8eLF/PnPf+ZXv/pVTIbQ66WlpYX6+nq8Xi/t7e1UV1dz+PARTJ5a9KFYv0E6DgFgMepR7HbUuu0oxmSKR05B0YkoihyTUEzLwZiWA8RW4dKHT8eWV9anSCNSdtkPAah59xmKzrs5/pzSmqyYc0pxjPkOUsiPu/oQaUMmo0gR7P1HkTFiJhqdnuLzbwKIPbuGTwfAmJ5L0+YVlF1xP12HNiLqDRTMuT5WaKJIRNrOIEa8pIphtJFeFOdJko700Hz0MEmihrLS4piKkb+RrKws0sqmk5WVRWFhIVlZWWRlZZGZmYnNZvs/v7+7776bXbt2UVVVRWlpKffccw86nY5jx45x4sQJJkyYwIoVK7BYLAAUFBSwfPlyzjnnHCAmYvDd736X0tLSL72w6lshBTd16lQaGxu54447uOyyy8jtS6g9y6pVq3j22Wf5+OOPAfjxj3/Mr371q/h7P/7xj1m6dCnXXHMNBw8epKKigltvvZXU1FQg1psuGAyybds2AoEAhw8fZvny5fh8Pi6++OL4cQEmTpzIxRdfzLhx43j00UfRGwz4fT5qamqIKpBePhohKRtj8SgCXhcde9ZiLxuL6+Qe8mddg+vkXjQ6A2mDz8HbWEXU34s+KQ1zZjEarQ45EsLbVEVy0VAEUcupFY9QvuRhVEUGQUCJhmNd08tiyzVKNELY40TQiDR+/AqWnH7Y+43C21iJHAnibayibNGP0YifnisI0SCnVz5O0eBRJBNElAIApGdkUF5Wxrhx43j99ddZtSqmLnLRRRcxYsQINBpN/Ka22+289dZb/OAHP+Ddd99l2rRpLFmyhA0bNvD222+zfPly7rnnHpKSkkhPT8dms1FcXMyOHTuw2WxUV1fzm9/8Jj6mSy65hMsvv5wrrrgCiP3wnD59mquvvpq8vDyKiop46qmnPvf9REKyihtuuIGtW7diNBrR6XTxXNv//u//Ztq0adTW1lJXV4eqqphMJh566CH27t3L/fffT3FxMc888wwbNmxgwIABVFZWMmPGDA4dOkRlZSXp6encfvvt/OEPf8BkMlFeXs4777xDY2MjVquV7u5uho0YTacnSGdnJ73tDVjyygi7OkgdOAl3dQWyFCFrwgK8dUfJmXw5EV8vzZtfxzH2PJo2vYHekkTGmLl0VWyg6Pyb0FmS6TqwHlXQ4Dq5l9TBk7CXjMDbVIWnoRKjPYNAez1F82+mdfvbCBpt7KFUNgbJ78ZePpbKl+4jqWQEWePPp6dyJ/kzYjP602/+kkBHPRqNSM60RSQVDcF1cjfexpN4GiuxZpcihwNojGZCHY0kFQ/FMXoODX25jD1Vu5CDfqx5ZRTPv4W23WtQFQW91U7E2URqsgUjEfD1EA0HsdlsVFVV4XBkMmnSRD744ANEUeS9997j8ccf53vf+x6LFy9m06ZN/Pa3v2Xr1q3s3buX2267DZ1Ox9GjRxk4cCBTp06loqKCoqIiBEHgnXfeQRAEamtrmTdvHo2NjXFpK4vF8kVE2L/1dvVZ3HPPPdx6663U1tYyduxYkpOT//FO/werV6/moosu+qe3f/fdd5kxYwbt7e20t7fT2tpKS0sLDY2NNDQ04u51/WVjQQCjDUmfhGKyI1vSkS0ZqHorCALte9eSNX7BvzVuRYrQfWwbGSNn/f2NVBUh7CHSchKzIKGNetFFvKihT/f7S01Lp6iwgIKCArKzs8nKyiI3N/efcvD+Efv27WPx4sUcPHgQu90OxGRIa2tr2bhxI8uWLWPx4sXxZ+P/5vjx46Snp5OVlfW5xvG/+PZqASuKwpkzZ3jllVe4+uqrGTx48Kfe93g88VlQXl4e3d3ddHZ2MnDgQFasWIHP5+Omm26Kb//222/HlzxUVWXv3r24XC4kSWLIkCGfyoV54IEHuOyyy7j55pv/pgr1xIkTlJWV0dLSwi9+8QsaGhrw+wO0t7dht9sxZ+QTtWXTUH2StDHzY5VbQGfFBhyj/tJzq3nrn2ONnvvorPiY9KHTYuoHgK/ldEzQfmpMXqfjwEc4Rs9BEP5SBO5vq0HQ6FDkCNacWAPlYHcr+uR0gu11hJzNZBX2Q/S0ofO1IwR68Hq91NbWsmTJVcyYMZ0xY8aQn5/PmjVrOHXqFPPnz2fw4MG0tLSwaNEilixZgtVqJRKJMG3aNEpKSvB4PPzXf/0XWVlZfPjhh7z//vscPnyY1tZWLrzwQvLy8jjvvPO4+uqr44mxwWAQnU5HKBQiGo3S29tLcXExLpcLQRDiRneWDRs2MH369PjS2BfAt/5B9fDDD3Puuedis9nYtm0br776Knq9Hq02ttRvt9tZu3Yta9euRRAEDAYD06ZN48CBA2RlZXHkyBHC4TCjRo3C5/Mxf/58/H4/69evJxwOU1ZeTsXBg+Tk5FBTW4ekKGQNHEtr1UH6LfwedRv/gOT3kDZ8ekyNQJZIHzoNT2MlGp2BkLOlrwGziXBPO/62GjQGM+kjpiMg4D3b16uzAa3RQlLxcKIBd8wOtEZQJQpnf5fOivVEvT3kTLmMxi1/RAl4yRgxE1/LaaJBT6yxdGMVqhxF0OqRgx7MmSXknbuIxk2vo0ZjLXPUaBhrwQB6T+7FlF1K+RX30XF4Mx273yOpeAj+1lrkaJi0wZOx9xtJ3XvPYnIUoE9KI9TVjBTyEnY7yRg5G39bNRnDZ+A6vZ+o34XBnoW3/jjG1GwsmflIro5Yj8buVkI+N6FgbHKm0+nIzMxkwYIFnDp1igMHDjB//nwWLlzIu+++i91uZ9asWeh0OtxuN21tbeTm5rJlyxYKCgriaRcnTpzAZDJx9dVX88knn9De3s7ixYvjk+bPwdfSrgRBmAs8Q6zD8Yuqqj7+97b9MhzAtrY2MjMz+eMf/8js2bPJzMz8Qo//Wfzyl7/kjjvuwGAw8Pjjj/+fVd4+n4/m5maampri/9U3NNDU2IQkxdq7CDoTUXMaXS4PyeXjka2OWMPlPsLurliaRumIv3seVZZw1x3F3m9U/DUhGkT0daLxdyH6negC3ahSGAC93kBhUSGFBQUcPHiQBQsWMGXKFCwWC6tXr+Z73/ve57xK/z4/+clPmDZtWvyZ9sADDzBz5sz4318C314HEOCnP/0pDz744N84AU8++SSSJHHfffdxww038NRTT1FXV0dlZSVpaWmkpqbS09PDzp07eeSRR4CYNw/w4YcfoigKF154IevWraO3t5fzzz8/PkMLBAJs2rSJ3bt3x/OgPvnkE3p7e7ngggs+NY62tjbuvfdeXnnlFXbu3MlTTz1FcUkJJ44fp66uDntKCqasEqSkPDo62rH0G4veFotA+ppPY80r+1zXp3XHKuz9R2POLIq9oCq4j21B7m4k0FFPSX42kXAYj8fDwoULGTVqFNFolE2bNvHaa6/F+1b9b/x+PydOnGD16tUsW7aMhoYG1q5di6qqPPDAA5jNZq655hrefvttVFXl3nvv5dprr433bDyb3/L32LNnD2fOnOHqq//Sa6q6uponn3yS3/72t+j1+s91Xf4OX8sH1b/C57WtnJwcrFZrfIn9ww8/pKenB0VRSEtLY8yYMXz88cekpqZitVrxeDx4PB5sNhtutxudTsfw4cMJhUJUVlZit9spLi6moqICW1IyZkc+rWeOkzb4HJzHd8bk5ZQocsiPY/x8PLWHEY1W9BY75swiAh11hHo7ETRazNmlOA+uB70BIiEErQHRZEXQiNjyB2DLG0DjxldRFRm93YGg0SKHfKiqghwOImg0CIJIUukI/E1VREN+UsvGorOl4q4+hDEjH19TVUw2CwGN3oAiiGhQMGUW428+RUr5OFxVu9A5iol21iFaU9FoBKRQkNyplyEQy5vSaA0ochRUGUEjklQ6koirA1QI+3piPQQHTqDryBY0oh5VDqM1JaGqMtGgn5QB4/GcOYghLYdAWy0oMsllY3FXH8RWOIRwbwemlAxkTw8+ZyugYjQaCYfDqGqsgvSiiy7inXfeISkpiUGDBrFz505KS0uZM2cOq1evxm634/f7SUtLo6qqioqKCs4991xmz55NU1MTiqIwZMgQ/ud//ufz3pZfO7sSBEEETgOzgWZgP7BYVdXKz9r+y3AAvyy6urrYu3cv8+fP/5v31q9fz+zZs//u7/o/QzQakwg8m29YWVlFY2NDX+sXAdmWTTSlCCmlkHAoSNjVjq1g0D88rhD2oXU1oHfVofHFmkRrRJHi4hIGDRzAwIEDGTBgAIWFhfGUn7a2NjIyMtBqtYRCIXbu3BlPA/uW8PVwAL+q2dTmzZs/07u+5557eOyxx+JFA3/NsWPHsNlsFBUVxauJAVasWEE4HOb666+Pb1tXV4ckSWRmZsZzMm6//Xauuuoqtm/fzgUXXEBpaSnt7e2EQiEKCgr+KeMKh8Ns2LCB5557DoPBiMvVg6qqVJ48RXJef1JHzUVOyo0LcP8rdB3ZgkarI23wZJxHt5JaPh5dsAu58Sg22U17cwPBYJDx4ycwb95chg0bxlNPPcXPf/7zeK7eWX7+858zZMgQFi5c+KnXT58+zWOPPYZOp+Oll176zHFUVlYyaFDM8N1uN1arlZkzZ7J169Z/+TMBPP/881RUVDBjxgzq6+u/jDL6r+OD6p+2K/j8tqXT6TCbzYRCIa644gr+8Ic/AJCZmYnJZGL8+PHs2rWL5uZmpk2bhsfjoauri8zMTIYPH87WrVsJBoO0traSnp6Ow+Fg3LhxNDQ0sH//fgLBEIqqYrQmI0sS0aAPVAVDeh4RtxNjeh5hd1dfc1cNtqIhBNtr0dszMDsKcR7bhjE9n1BHLWi02PuNxFowiOaNr2HJK0eKBAl3NaGzpRP1dMUktaRwrFeXoIn1VRNEbCVDCTlbUSJBDCmZhL0uZH8vICBa7SQXDIzp8IoiGr0p1lxWJW6PgkaDKssxeThbKvayMfjba/HUHEGXlE404MGQlIoUCiAFvCBHQKPB5ChCiQQJ97SBoImpMURDmLJKiLid6OwZhNpqQW8EVERRhxwOYrBnoioyEXcXoKLRarGkOAh7exE1AkG/F61Wi8FgwO/3xyfEGo2GYcOGodfrqaurIyMjA5PJREdHBz/96U/Ztm0biqKwbt06Hn/8cZ5//nnmzp1LZWUlx44dQ6fTfRG6219Hu5oI/FRV1e/0/X0/gKqqv/is7f+TDmBlZSUDBw6MP5f+VTo6OtizZ8/fBCO+TLZs2YLdbufgwYNs2ryFttaWuDMYzh6GnJTz2TuqKlpXA4aO43Gnr7ikhOnnnsvo0aPp16/fl1ot+w3gq3cAv8rZ1OrVq1FVNS73dpb777+f888//1N6s/+bVatWUVZWxtChQ//uNrIsM3HiRGbPns3Pfvazfziehx56iHPPPfefnoX09PSQnJyM2+3mwIED7Nu3j5UrV5KWloagNxG2x2ZSqvjPR7zOfvcaOYLWVU+44SjIEZzd3Sy94QbOnDnDnXfeyciRI+P7eDyeuIP7z3J2if1fyV2JRqPodLp/vOFncOrUKdLT079M2bev1YPqX7Ur+Py2tWbNGl599VXC4XA8L/OGG25g586dHDp0iP79+9Pe3s6MGTN45ZVXGD9+PIFAgLlz57Ju3TpaWlo4fvw4hw8f5tChQ+h0OiwWC/PmzaOsrIxgKER6ejoBv59IJEJRURHV1dUMGTIEGZHaujpczg5ScopREAi6XUhSBENSGkokRGq/ETiGTaVp13v42uspmXUl1R++jEZvQpWiqIpM2YKbqVr1NGi0iHoDciSEIAg4hkzG3XiSsMdJ1sgZOE/uI+x2oioS5Rd8j0BnI76OBkSdAcfQydRvfQspFGDABTfTsP1dcsZ+h2jQR/uhLUghHygytvxy3PUnGHTpnVStejrm3NpSSR80gbR+I1BkGTkUoKtqD35nM4GuZlRJQlEklGiU3PFz6a0/gagzoNEb6a07gTnFQcjTg1Yr0m/YWFrOHEdVJEwGA7IsI8tyfJKp1WqZO3ceJ04cp6GhgWeeeYYnn3ySYcOGkZGRQWdnZzw3s7CwkBUrVjBjxgxmzJjBf/3Xf/GjH/2I119/naqqKl588UUkSWLatGncfffd3HnnnQSDQR599NF/+37q42tlVwCCIFwKzFVVdWnf31cD41VVve2ztv9POoA//OEPuf/+++O56J8XWZZ59913/2Exz9ncttLS0n/5HHfddRe//vWvEQQBVVWpqanhk08+4cOP1uPs6kRKKSKcObhPzi2GIEcxtB1B9LSSl5/P3O98h2nTppGfn/8Pz/fmm29y+eWX/9Pj8/l8bN++nXnz5v3Ln+1rztfCAfzKZlM9PTENw3/HWI4cORKvAPo6EYlE2LdvHxs3bmTnzp3xpel/B73eQHZ2FrNnz2bRokVfZL7cN5Gv1YPqX7Ur+Py2pSgKf/7zn+ns7GTkyJGMGzcOk8nE7t2744UhgwcPRhAEIpHIp5bi3377bQoLC/9u37g9e/agKAqTJk0iEAhQXV1NJBKhoqICo9GI0+mkoaEBr9dHl9OJ1+Omt7cXg8EQb4ZrMBjQaDRIkoTP58Nms8VboHR1dcULwSRJoq2tDYCUlBQCgQAOhyM+FlVVkWUZn8+HRqOJT368Xi/hcBibzYZOp8Pj8fxN7qnbHZOa6u7uJisrC4/HQ1ZWVlzqS1GUv5nkOJ3OeEupnp6eeAXu2ZxXo9FIT08PFosFo9EYG1OyHUdGOk6nE51Ox5AhQ+LdDc4991wmTZqEyWQCYmkpzz77LIsXLyYlJQWr1Uo4HKa6upry8nIkSUIURXQ6HYcPH6a0tBS3283JkyeZNSuWfH82rWPcuHGcPHmS8vLyfzsK9b/4WtkV/HMOoCAINwI3AhQUFIxuaGj4Ssb6eYlGoyxfvpzbbvtM3zbOpk2byMjIYNiwYV/YucPhMCtXruQPb7xBNBL5m/ctFitLl97AggUL/qVn029+8xvuvPPOf3r7np4e1q5dy7XXXvtP7/P/CV8LB/BbY0z/aQKBAMeOHUOSpH95X61Wy7Bhw+IPiQT/kK/Vg+qfjVJ8U20rEonQ3d1NV1cXXq/3H+/wDSA5OTke5f53I+VfQ75WdgVf7yXgbyJOp5NTp0596jVBEBg8ePDnrn7+lvOZtvW1C/Ooqvo88DzEjOkrHs7/N5jN5r/p/5QgwV/zTbUtvV5PdnY22dnZ/3jjBAn+NfYD/QVBKAZagEXAlV/tkL65pKenJ2QF/4P8px3AFuCvF+7z+l5LkCDBv0/CrhIk+BJQVVUSBOE2YD2xAquXVVU98RUPK0GCL4T/tAOYmE0lSPDFk7CrBAm+JFRVXQes+6rHkSDBF81/1AFMzKYSJPjiSdhVggQJEiT4V/mP5wAmZlMJEnzxJOwqQYIECRL8K3ytlUAEQegCvhmlil896YDzqx7ENwSnqqpzv+pBfB4StvWFkbCrL46EXSX4axK29cXxmbb1tXYAE3xxCIJwQFXVMV/1OBIk+CaRsKsECb4cErb15fPvC/0lSJAgQYIECRIk+P+ShAOYIEGCBAkSJEjwLSPhAH57eP6rHkCCBN9AEnaVIMGXQ8K2vmQSOYAJEiRIkCBBggTfMhIRwAQJEiRIkCBBgm8ZCQcwQYIECRIkSJDgW0bCAUyQIEGCBAkSJPiWkXAAEyRIkCBBggQJvmUkHMAECRIkSJAgQYJvGf8POWTk9Lw2bycAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sc.pl.violin(rna, ['n_genes_by_counts', 'total_counts', 'pct_counts_mt'],\n", " jitter=0.4, multi_panel=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Filter genes which expression is not detected:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "mu.pp.filter_var(rna, 'n_cells_by_counts', lambda x: x >= 3)\n", "# Same as the following but doesn't copy the object:\n", "# sc.pp.filter_genes(rna, min_cells=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Filter cells:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "mu.pp.filter_obs(rna, 'n_genes_by_counts', lambda x: (x >= 200) & (x < 5000))\n", "# Same as the following but doesn't copy the object\n", "# sc.pp.filter_cells(rna, min_genes=200)\n", "# rna = rna[rna.obs.n_genes_by_counts < 5000, :]\n", "\n", "mu.pp.filter_obs(rna, 'total_counts', lambda x: (x > 1500) & (x < 15000))\n", "mu.pp.filter_obs(rna, 'pct_counts_mt', lambda x: x < 20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see how the data looks after filtering:" ] }, { "cell_type": "code", "execution_count": 27, "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": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sc.pl.violin(rna, ['n_genes_by_counts', 'total_counts', 'pct_counts_mt'],\n", " jitter=0.4, multi_panel=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Normalisation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll normalise the data so that we get log-normalised counts to work with." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "sc.pp.normalize_total(rna, target_sum=1e4)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "sc.pp.log1p(rna)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Feature selection" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will label highly variable genes that we'll use for downstream analysis." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "sc.pp.highly_variable_genes(rna, min_mean=0.02, max_mean=4, min_disp=0.5)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sc.pl.highly_variable_genes(rna)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1734" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.sum(rna.var.highly_variable)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Scaling" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll save log-normalised counts in a `.raw` slot:" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "rna.raw = rna" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "... and scale the log-normalised counts to zero mean and unit variance:" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "sc.pp.scale(rna, max_value=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Having filtered low-quality cells, normalised the counts matrix, and performed feature selection, we can already use this data for multimodal integration.\n", "\n", "However it is usually a good idea to study individual modalities as well.\n", "Below we run PCA on the scaled matrix, compute cell neighbourhood graph, and perform clustering to define cell types." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### PCA and neighbourhood graph" ] }, { "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:1094: FutureWarning: is_categorical is deprecated and will be removed in a future version. Use is_categorical_dtype instead\n", " if not is_categorical(df_full[k]):\n" ] } ], "source": [ "sc.tl.pca(rna, svd_solver='arpack')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To visualise the result, we will use some markers for (large-scale) cell populations we expect to see such as T cells and NK cells (CD2), B cells (CD79A), and KLF4 (monocytes)." ] }, { "cell_type": "code", "execution_count": 36, "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": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sc.pl.pca(rna, color=['CD2', 'CD79A', 'KLF4', 'IRF8'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first principal component (PC1) is separating myeloid (monocytes) and lymphoid (T, B, NK) cells while B cells-related features seem to drive the second one. Also we see plasmocytoid dendritic cells (marked by IRF8) being close to B cells along the PC2." ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sc.pl.pca_variance_ratio(rna, log=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can compute a neighbourhood graph for cells:" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "sc.pp.neighbors(rna, n_neighbors=10, n_pcs=20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Non-linear dimensionality reduction and clustering" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With the neighbourhood graph computed, we can now perform clustering. We will use `leiden` clustering as an example." ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "sc.tl.leiden(rna, resolution=.75)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To visualise the results, we'll first generate a 2D latent space with cells that we can colour according to their cluster assignment." ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "sc.tl.umap(rna, spread=1., min_dist=.5, random_state=11)" ] }, { "cell_type": "code", "execution_count": 41, "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.umap(rna, color=\"leiden\", legend_loc=\"on data\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Cell type annotation" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "sc.tl.rank_genes_groups(rna, 'leiden', method='t-test_overestim_var')" ] }, { "cell_type": "code", "execution_count": 43, "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", "
0_n0_p1_n1_p2_n2_p3_n3_p4_n4_p5_n5_p6_n6_p7_n7_p8_n8_p9_n9_p10_n10_p11_n11_p12_n12_p13_n13_p
0RPL321.380112e-247S100A80.000000e+00IL7R4.827268e-175CST38.457789e-138CCL51.614990e-191GNLY1.868870e-151CD79A6.409675e-113IGHM1.284390e-142GNLY2.305955e-92TYMP4.113971e-44FCGR3A7.931312e-73CD8B1.344611e-28IL325.583487e-09ITM2C1.106098e-36
1RPS3A1.627373e-256S100A94.101797e-317LTB1.387967e-107CPVL4.945355e-162NKG72.032769e-140NKG75.122287e-96MS4A11.513867e-103CD79A6.570059e-124FGFBP21.190382e-102LYZ5.675880e-35LST13.169949e-44CD8A1.179723e-20TIGIT7.622707e-07CCDC503.365550e-34
2RPL309.687924e-237VCAN3.394343e-312IL322.100285e-104LYZ2.891312e-127GZMA1.524691e-106KLRD14.177880e-111HLA-DQA13.751459e-106CD79B2.500853e-106GZMH7.659337e-98FCN14.341500e-35TCF7L21.098160e-45RPS3A3.524939e-13PBXIP16.263715e-07IL3RA2.391788e-23
3RPL132.673413e-227LYZ1.467838e-237TRAC7.044805e-82FCN13.664234e-123CST72.410078e-106KLRF12.123803e-102BANK11.331708e-84IGHD9.719686e-72PRF11.626375e-91XAF17.801962e-43SMIM253.171766e-49LINC024467.812095e-13IKZF21.872429e-06PLD41.246058e-27
4RPL115.299188e-232MNDA1.131567e-278CD22.779068e-67FGL21.029085e-127IL322.124480e-90PRF11.035347e-103CD79B7.403563e-79MS4A15.945622e-89KLRC23.624602e-75FGL21.961404e-38LYN1.090891e-46RPS21.307254e-12TRBC21.364242e-06IRF82.272772e-29
5RPS122.484028e-223S100A123.040667e-307AQP31.363019e-56KLF45.745357e-131GZMM3.587211e-83CTSW2.070524e-100HLA-DQB16.762216e-69TCL1A5.585904e-65NKG75.237177e-70CST33.191349e-34MS4A76.730315e-51RPS61.514270e-12DUSP44.791963e-06TCF42.379937e-28
6RPS61.943468e-227FCN13.913932e-244CD3E4.321252e-53AIF13.486286e-117KLRG11.147997e-74GZMA8.167419e-91CD371.360556e-57HLA-DQA11.723135e-87CST75.730287e-82CTSS1.003140e-33CDKN1C2.347009e-39RPL131.869602e-12HACD11.189909e-05UGCG2.010952e-26
7RPL93.701542e-226CD145.684490e-266KLRB18.857507e-50HLA-DRA1.229331e-117CD3D3.637893e-73GZMB2.485553e-88RALGPS21.241454e-54CD376.685736e-66GZMB1.041564e-90MNDA1.065729e-35FCER1G4.274695e-38RPS122.277374e-12IL2RA1.689073e-05IRF73.697920e-27
8TPT14.096112e-227CTSS1.729932e-207RPS181.695589e-47PSAP1.832311e-117B2M7.472893e-70CLIC33.298338e-75HLA-DPB14.220414e-51HLA-DPB14.708672e-47CCL52.700983e-64PSAP1.983579e-33LRRC253.008410e-45RPL324.908655e-12FOXP32.616250e-05JCHAIN2.922103e-22
9RPL344.347625e-218CSF3R9.101933e-243SPOCK26.018993e-48HLA-DRB11.410033e-114GZMK1.345830e-53HOPX2.743326e-83HLA-DRA2.174338e-45CD742.262129e-43FCGR3A3.320130e-76CPVL3.518379e-38CFD5.047007e-41RPL284.009718e-12TRAC1.275863e-05MZB14.527073e-20
\n", "
" ], "text/plain": [ " 0_n 0_p 1_n 1_p 2_n 2_p \\\n", "0 RPL32 1.380112e-247 S100A8 0.000000e+00 IL7R 4.827268e-175 \n", "1 RPS3A 1.627373e-256 S100A9 4.101797e-317 LTB 1.387967e-107 \n", "2 RPL30 9.687924e-237 VCAN 3.394343e-312 IL32 2.100285e-104 \n", "3 RPL13 2.673413e-227 LYZ 1.467838e-237 TRAC 7.044805e-82 \n", "4 RPL11 5.299188e-232 MNDA 1.131567e-278 CD2 2.779068e-67 \n", "5 RPS12 2.484028e-223 S100A12 3.040667e-307 AQP3 1.363019e-56 \n", "6 RPS6 1.943468e-227 FCN1 3.913932e-244 CD3E 4.321252e-53 \n", "7 RPL9 3.701542e-226 CD14 5.684490e-266 KLRB1 8.857507e-50 \n", "8 TPT1 4.096112e-227 CTSS 1.729932e-207 RPS18 1.695589e-47 \n", "9 RPL34 4.347625e-218 CSF3R 9.101933e-243 SPOCK2 6.018993e-48 \n", "\n", " 3_n 3_p 4_n 4_p 5_n 5_p \\\n", "0 CST3 8.457789e-138 CCL5 1.614990e-191 GNLY 1.868870e-151 \n", "1 CPVL 4.945355e-162 NKG7 2.032769e-140 NKG7 5.122287e-96 \n", "2 LYZ 2.891312e-127 GZMA 1.524691e-106 KLRD1 4.177880e-111 \n", "3 FCN1 3.664234e-123 CST7 2.410078e-106 KLRF1 2.123803e-102 \n", "4 FGL2 1.029085e-127 IL32 2.124480e-90 PRF1 1.035347e-103 \n", "5 KLF4 5.745357e-131 GZMM 3.587211e-83 CTSW 2.070524e-100 \n", "6 AIF1 3.486286e-117 KLRG1 1.147997e-74 GZMA 8.167419e-91 \n", "7 HLA-DRA 1.229331e-117 CD3D 3.637893e-73 GZMB 2.485553e-88 \n", "8 PSAP 1.832311e-117 B2M 7.472893e-70 CLIC3 3.298338e-75 \n", "9 HLA-DRB1 1.410033e-114 GZMK 1.345830e-53 HOPX 2.743326e-83 \n", "\n", " 6_n 6_p 7_n 7_p 8_n 8_p \\\n", "0 CD79A 6.409675e-113 IGHM 1.284390e-142 GNLY 2.305955e-92 \n", "1 MS4A1 1.513867e-103 CD79A 6.570059e-124 FGFBP2 1.190382e-102 \n", "2 HLA-DQA1 3.751459e-106 CD79B 2.500853e-106 GZMH 7.659337e-98 \n", "3 BANK1 1.331708e-84 IGHD 9.719686e-72 PRF1 1.626375e-91 \n", "4 CD79B 7.403563e-79 MS4A1 5.945622e-89 KLRC2 3.624602e-75 \n", "5 HLA-DQB1 6.762216e-69 TCL1A 5.585904e-65 NKG7 5.237177e-70 \n", "6 CD37 1.360556e-57 HLA-DQA1 1.723135e-87 CST7 5.730287e-82 \n", "7 RALGPS2 1.241454e-54 CD37 6.685736e-66 GZMB 1.041564e-90 \n", "8 HLA-DPB1 4.220414e-51 HLA-DPB1 4.708672e-47 CCL5 2.700983e-64 \n", "9 HLA-DRA 2.174338e-45 CD74 2.262129e-43 FCGR3A 3.320130e-76 \n", "\n", " 9_n 9_p 10_n 10_p 11_n 11_p 12_n \\\n", "0 TYMP 4.113971e-44 FCGR3A 7.931312e-73 CD8B 1.344611e-28 IL32 \n", "1 LYZ 5.675880e-35 LST1 3.169949e-44 CD8A 1.179723e-20 TIGIT \n", "2 FCN1 4.341500e-35 TCF7L2 1.098160e-45 RPS3A 3.524939e-13 PBXIP1 \n", "3 XAF1 7.801962e-43 SMIM25 3.171766e-49 LINC02446 7.812095e-13 IKZF2 \n", "4 FGL2 1.961404e-38 LYN 1.090891e-46 RPS2 1.307254e-12 TRBC2 \n", "5 CST3 3.191349e-34 MS4A7 6.730315e-51 RPS6 1.514270e-12 DUSP4 \n", "6 CTSS 1.003140e-33 CDKN1C 2.347009e-39 RPL13 1.869602e-12 HACD1 \n", "7 MNDA 1.065729e-35 FCER1G 4.274695e-38 RPS12 2.277374e-12 IL2RA \n", "8 PSAP 1.983579e-33 LRRC25 3.008410e-45 RPL32 4.908655e-12 FOXP3 \n", "9 CPVL 3.518379e-38 CFD 5.047007e-41 RPL28 4.009718e-12 TRAC \n", "\n", " 12_p 13_n 13_p \n", "0 5.583487e-09 ITM2C 1.106098e-36 \n", "1 7.622707e-07 CCDC50 3.365550e-34 \n", "2 6.263715e-07 IL3RA 2.391788e-23 \n", "3 1.872429e-06 PLD4 1.246058e-27 \n", "4 1.364242e-06 IRF8 2.272772e-29 \n", "5 4.791963e-06 TCF4 2.379937e-28 \n", "6 1.189909e-05 UGCG 2.010952e-26 \n", "7 1.689073e-05 IRF7 3.697920e-27 \n", "8 2.616250e-05 JCHAIN 2.922103e-22 \n", "9 1.275863e-05 MZB1 4.527073e-20 " ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result = rna.uns['rank_genes_groups']\n", "groups = result['names'].dtype.names\n", "pd.set_option('display.max_columns', 50)\n", "pd.DataFrame(\n", " {group + '_' + key[:1]: result[key][group]\n", " for group in groups for key in ['names', 'pvals']}).head(10)" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "new_cluster_names = {\n", " \"0\": \"CD4+ naïve T\", \"12\": \"Treg\", \"2\": \"CD4+ memory T\",\n", " \"11\": \"CD8+ naïve T\", \"4\": \"CD8+ memory T\", \n", " \"5\": \"NK\", \"8\": \"memory-like NK\",\n", " \"6\": \"mature B\", \"7\": \"pre-B\",\n", " \"1\": \"CD14 mono\", \"3\": \"intermediate mono\", \"9\": \"intermediate mono\", \"10\": \"CD16 mono\",\n", " \"13\": \"pDC\",\n", "}\n", "\n", "rna.obs['celltype'] = rna.obs.leiden.astype(\"str\").values\n", "rna.obs.celltype = rna.obs.celltype.replace(new_cluster_names)\n", "rna.obs.celltype = rna.obs.celltype.astype(\"category\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will also re-order categories for the next plots:" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [], "source": [ "rna.obs.celltype.cat.reorder_categories([\n", " 'CD4+ naïve T', 'CD4+ memory T', 'Treg',\n", " 'CD8+ naïve T', 'CD8+ memory T', 'NK', 'memory-like NK',\n", " 'pre-B', 'mature B',\n", " 'CD14 mono', 'intermediate mono', 'CD16 mono',\n", " 'pDC'], inplace=True)\n", "\n", "mdata.update()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "... and take colours from a palette:" ] }, { "cell_type": "code", "execution_count": 46, "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(rna.obs.celltype.cat.categories)))\n", "\n", "rna.uns[\"celltype_colors\"] = list(map(matplotlib.colors.to_hex, colors))" ] }, { "cell_type": "code", "execution_count": 47, "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.umap(rna, color=\"celltype\", legend_loc=\"on data\", frameon=False)" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.pl.umap(rna, color=\"celltype\", legend_loc=\"on data\", frameon=False,\n", " title=\"RNA celltype annotation\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we'll visualise some marker genes across cell types." ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [], "source": [ "marker_genes = ['IL7R', 'TRAC',\n", " 'ITGB1', # CD29\n", " 'FOXP3', 'IL2RA',\n", " 'CD8A', 'CD8B', 'CCL5',\n", " 'GNLY', 'NKG7', 'KLRC2',\n", " 'CD79A', 'MS4A1', 'TCL1A', 'IGHM', 'IGHD',\n", " 'IL4R', 'TCL1A',\n", " 'KLF4', 'LYZ', 'S100A8', 'ITGAM', # CD11b \n", " 'CD14', 'FCGR3A', 'MS4A7', \n", " 'CST3', 'IRF8', 'TCF4']" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sc.pl.dotplot(rna, marker_genes, groupby='celltype');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With `mu.pl.embedding` interface we can display an embedding from an individual modality (e.g. `'rna'`) and colour cells by a feature (variable) from another modality.\n", "\n", "While variables names should be unique across all modalities, all individual modalities as well as the `mdata` object itself can have e.g. UMAP basis computed. To point to a basis from a specific modality, use `mod:basis` syntax, e.g. with `\"rna:X_umap\"` in the example below `mdata.mod['rna'].obsm[\"X_umap\"]` basis is going to be used. " ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.8/site-packages/anndata/_core/anndata.py:1094: FutureWarning: is_categorical is deprecated and will be removed in a future version. Use is_categorical_dtype instead\n", " if not is_categorical(df_full[k]):\n" ] }, { "data": { "image/png": "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