{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Example of MaxFuse usage between RNA and Protein modality." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "In this tutorial, we demonstrate the application of MaxFuse integration and matching across weak-linked modalities. Here we showcase an example between RNA and Protein modality. For testing reason, we uses a CITE-seq pbmc data with 228 antibodies from Hao et al. (2021), and we use the Protein and RNA information but __disregard the fact they are multiome data__." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/zongming/miniconda3/envs/maxfuse_ipynb/lib/python3.8/site-packages/umap/distances.py:1063: NumbaDeprecationWarning: The 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\n", " @numba.jit()\n", "/Users/zongming/miniconda3/envs/maxfuse_ipynb/lib/python3.8/site-packages/umap/distances.py:1071: NumbaDeprecationWarning: The 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\n", " @numba.jit()\n", "/Users/zongming/miniconda3/envs/maxfuse_ipynb/lib/python3.8/site-packages/umap/distances.py:1086: NumbaDeprecationWarning: The 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\n", " @numba.jit()\n", "/Users/zongming/miniconda3/envs/maxfuse_ipynb/lib/python3.8/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", " from .autonotebook import tqdm as notebook_tqdm\n", "/Users/zongming/miniconda3/envs/maxfuse_ipynb/lib/python3.8/site-packages/umap/umap_.py:660: NumbaDeprecationWarning: The 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\n", " @numba.jit()\n" ] } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "from scipy.io import mmread\n", "\n", "import matplotlib.pyplot as plt\n", "plt.rcParams[\"figure.figsize\"] = (6, 4)\n", "\n", "from sklearn.metrics import confusion_matrix, ConfusionMatrixDisplay\n", "\n", "import anndata as ad\n", "import scanpy as sc\n", "import maxfuse as mf" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Data acquire" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Since the example data we are uisng in the tutorial excedes the size limit for github repository files, we have uploaded them onto a server and can be easily donwloaded with the code below. Also this code only need to run **once** for both of the tutorial examples." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import requests, zipfile, io\n", "r = requests.get(\"http://stat.wharton.upenn.edu/~zongming/maxfuse/data.zip\")\n", "z = zipfile.ZipFile(io.BytesIO(r.content))\n", "z.extractall(\"../\")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Data preprocessing" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We begin by reading in protein measurements and RNA measurements.\n", "\n", "Note that the two modalities in this example have *matching rows* since CITE-Seq measures proteins and RNAs simultaneously.\n", "But we will ignore this fact and treat the two modalities as if they are measured separately.\n", "\n", "The file format for MaxFuse to read in is ```adata```. In this tutorial we read in the original RNA counts or Protein counts where each row is a cell and each column is a feature, then turn them into ```adata``` objects." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# read in protein data\n", "protein = pd.read_csv(\"../data/citeseq_pbmc/pro.csv\") # 10k cells (protein)\n", "# convert to AnnData\n", "protein_adata = ad.AnnData(\n", " protein.to_numpy(), dtype=np.float32\n", ")\n", "protein_adata.var_names = protein.columns" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# read in RNA data\n", "rna = mmread(\"../data/citeseq_pbmc/rna.txt\") # rna count as sparse matrix, 10k cells (RNA)\n", "rna_names = pd.read_csv('../data/citeseq_pbmc/citeseq_rna_names.csv')['names'].to_numpy()\n", "# convert to AnnData\n", "rna_adata = ad.AnnData(\n", " rna.tocsr(), dtype=np.float32\n", ")\n", "rna_adata.var_names = rna_names" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "**Optional**: meta data for the cells. In this case we are using them to **evaluate the integration results**, but for actual running, MaxFuse does not require you have this information." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# read in celltyle labels\n", "metadata = pd.read_csv('../data/citeseq_pbmc/meta.csv')\n", "labels_l1 = metadata['celltype.l1'].to_numpy()\n", "labels_l2 = metadata['celltype.l2'].to_numpy()\n", "\n", "protein_adata.obs['celltype.l1'] = labels_l1\n", "protein_adata.obs['celltype.l2'] = labels_l2\n", "rna_adata.obs['celltype.l1'] = labels_l1\n", "rna_adata.obs['celltype.l2'] = labels_l2" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Here we are integrating protein and RNA data, and most of the time there are name differences between protein (antibody) and their corresponding gene names. \n", "\n", "These \"weak linked\" features will be used during initialization (we construct two arrays, `rna_shared` and `protein_shared`, whose columns are matched, and the two arrays can be used to obtain the initial matching). \n", "\n", "To construct the feature correspondence in straight forward way, we prepared a ```.csv``` file containing most of the antibody name (seen in cite-seq or codex etc) and their corresponding gene names:\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Protein nameRNA name
0CD80CD80
1CD86CD86
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" ], "text/plain": [ " Protein name RNA name\n", "0 CD80 CD80\n", "1 CD86 CD86\n", "2 CD274 CD274\n", "3 CD273 PDCD1LG2\n", "4 CD275 ICOSLG" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "correspondence = pd.read_csv('../data/protein_gene_conversion.csv')\n", "correspondence.head()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "But of course this files does contain all names including custom names in new assays. If a certain correspondence is not found, either it is missing in the other modality, or you should customly add the name conversion to this ```.csv``` file." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "rna_protein_correspondence = []\n", "\n", "for i in range(correspondence.shape[0]):\n", " curr_protein_name, curr_rna_names = correspondence.iloc[i]\n", " if curr_protein_name not in protein_adata.var_names:\n", " continue\n", " if curr_rna_names.find('Ignore') != -1: # some correspondence ignored eg. protein isoform to one gene\n", " continue\n", " curr_rna_names = curr_rna_names.split('/') # eg. one protein to multiple genes\n", " for r in curr_rna_names:\n", " if r in rna_adata.var_names:\n", " rna_protein_correspondence.append([r, curr_protein_name])\n", " \n", "rna_protein_correspondence = np.array(rna_protein_correspondence)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/zongming/miniconda3/envs/maxfuse_ipynb/lib/python3.8/site-packages/anndata/_core/anndata.py:1832: UserWarning: Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n", " utils.warn_names_duplicates(\"var\")\n", "/Users/zongming/miniconda3/envs/maxfuse_ipynb/lib/python3.8/site-packages/anndata/_core/anndata.py:1832: UserWarning: Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n", " utils.warn_names_duplicates(\"var\")\n" ] } ], "source": [ "# Columns rna_shared and protein_shared are matched.\n", "# One may encounter \"Variable names are not unique\" warning,\n", "# this is fine and is because one RNA may encode multiple proteins and vice versa.\n", "rna_shared = rna_adata[:, rna_protein_correspondence[:, 0]].copy()\n", "protein_shared = protein_adata[:, rna_protein_correspondence[:, 1]].copy()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# Make sure no column is static\n", "mask = (\n", " (rna_shared.X.toarray().std(axis=0) > 1e-5) \n", " & (protein_shared.X.std(axis=0) > 1e-5)\n", ")\n", "rna_shared = rna_shared[:, mask].copy()\n", "protein_shared = protein_shared[:, mask].copy()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We apply standard Scanpy preprocessing steps to `rna_shared` and `protein_shared`.\n", "One modification we do is that we normalize the rows of the two arrays to be a common `target_sum`.\n", "If the input data is already pre-processed (normalized etc), we suggest skipping the standardized processing steps below." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# row sum for RNA\n", "rna_counts = rna_shared.X.toarray().sum(axis=1)\n", "# row sum for protein\n", "protein_counts = protein_shared.X.sum(axis=1)\n", "# take median of each and then take mean\n", "target_sum = (np.median(rna_counts.copy()) + np.median(protein_counts.copy())) / 2" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# process rna_shared\n", "sc.pp.normalize_total(rna_shared, target_sum=target_sum)\n", "sc.pp.log1p(rna_shared)\n", "sc.pp.scale(rna_shared)\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING: You’re trying to run this on 177 dimensions of `.X`, if you really want this, set `use_rep='X'`.\n", " Falling back to preprocessing with `sc.pp.pca` and default params.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/zongming/miniconda3/envs/maxfuse_ipynb/lib/python3.8/site-packages/scanpy/plotting/_tools/scatterplots.py:392: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", " cax = scatter(\n", "/Users/zongming/miniconda3/envs/maxfuse_ipynb/lib/python3.8/site-packages/scanpy/plotting/_tools/scatterplots.py:392: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", " cax = scatter(\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot UMAPs of rna cells based only on rna markers with protein correspondence\n", "sc.pp.neighbors(rna_shared, n_neighbors=15)\n", "sc.tl.umap(rna_shared)\n", "sc.pl.umap(rna_shared, color=['celltype.l1','celltype.l2'])" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "rna_shared = rna_shared.X.copy()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "# process protein_shared\n", "sc.pp.normalize_total(protein_shared, target_sum=target_sum)\n", "sc.pp.log1p(protein_shared)\n", "sc.pp.scale(protein_shared)\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING: You’re trying to run this on 177 dimensions of `.X`, if you really want this, set `use_rep='X'`.\n", " Falling back to preprocessing with `sc.pp.pca` and default params.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/zongming/miniconda3/envs/maxfuse_ipynb/lib/python3.8/site-packages/scanpy/plotting/_tools/scatterplots.py:392: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", " cax = scatter(\n", "/Users/zongming/miniconda3/envs/maxfuse_ipynb/lib/python3.8/site-packages/scanpy/plotting/_tools/scatterplots.py:392: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", " cax = scatter(\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot UMAPs of protein cells based only on protein markers with rna correspondence\n", "\n", "sc.pp.neighbors(protein_shared, n_neighbors=15)\n", "sc.tl.umap(protein_shared)\n", "sc.pl.umap(protein_shared, color=['celltype.l1','celltype.l2'])" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "protein_shared = protein_shared.X.copy()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We again apply standard Scanpy preprocessing steps to **all available RNA measurements and protein measurements** (not just the shared ones) to get two arrays, `rna_active` and `protein_active`, which are used for iterative refinement. Again if the input data is already processed, these steps can be skipped." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "# process all RNA features\n", "sc.pp.normalize_total(rna_adata)\n", "sc.pp.log1p(rna_adata)\n", "sc.pp.highly_variable_genes(rna_adata)\n", "# only retain highly variable genes\n", "rna_adata = rna_adata[:, rna_adata.var.highly_variable].copy()\n", "sc.pp.scale(rna_adata)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING: You’re trying to run this on 1707 dimensions of `.X`, if you really want this, set `use_rep='X'`.\n", " Falling back to preprocessing with `sc.pp.pca` and default params.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/zongming/miniconda3/envs/maxfuse_ipynb/lib/python3.8/site-packages/scanpy/plotting/_tools/scatterplots.py:392: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", " cax = scatter(\n", "/Users/zongming/miniconda3/envs/maxfuse_ipynb/lib/python3.8/site-packages/scanpy/plotting/_tools/scatterplots.py:392: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", " cax = scatter(\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot UMAPs of rna cells based on all active rna markers\n", "\n", "sc.pp.neighbors(rna_adata, n_neighbors=15)\n", "sc.tl.umap(rna_adata)\n", "sc.pl.umap(rna_adata, color=['celltype.l1','celltype.l2'])" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "# process all protein features\n", "sc.pp.normalize_total(protein_adata)\n", "sc.pp.log1p(protein_adata)\n", "sc.pp.scale(protein_adata)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING: You’re trying to run this on 224 dimensions of `.X`, if you really want this, set `use_rep='X'`.\n", " Falling back to preprocessing with `sc.pp.pca` and default params.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/zongming/miniconda3/envs/maxfuse_ipynb/lib/python3.8/site-packages/scanpy/plotting/_tools/scatterplots.py:392: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", " cax = scatter(\n", "/Users/zongming/miniconda3/envs/maxfuse_ipynb/lib/python3.8/site-packages/scanpy/plotting/_tools/scatterplots.py:392: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", " cax = scatter(\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot UMAPs of protein cells based on all active protein markers\n", "\n", "sc.pp.neighbors(protein_adata, n_neighbors=15)\n", "sc.tl.umap(protein_adata)\n", "sc.pl.umap(protein_adata, color=['celltype.l1','celltype.l2'])" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "# make sure no feature is static\n", "rna_active = rna_adata.X\n", "protein_active = protein_adata.X\n", "rna_active = rna_active[:, rna_active.std(axis=0) > 1e-5]\n", "protein_active = protein_active[:, protein_active.std(axis=0) > 1e-5]" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(10000, 1707)\n", "(10000, 224)\n", "(10000, 177)\n", "(10000, 177)\n" ] } ], "source": [ "# inspect shape of the four matrices\n", "print(rna_active.shape)\n", "print(protein_active.shape)\n", "print(rna_shared.shape)\n", "print(protein_shared.shape)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Fitting MaxFuse" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Step I: preparations" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We now have four arrays. `rna_shared` and `protein_shared` are used for finding initial pivots, whereas `rna_active` and `protein_active` are used for iterative refinement. \n", "\n", "The main object for running MaxFuse pipeline is `mf.model.Fusor`, and its constructor takes the above four arrays as input.\n", "\n", "If your data have not been clustered and annotated, you can leave `labels1` and `labels2` to be `None`, then MaxFuse will automatically run clustering algorithms to fill them in.\n", "\n", "**Optional**: If your data have already been clustered (and you trust your annotation is optimal and should be used to guide the MaxFuse smoothing steps), you could supply them as ```numpy``` arrays to `labels1` and `labels2`." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "# call constructor for Fusor object\n", "# which is the main object for running MaxFuse pipeline\n", "fusor = mf.model.Fusor(\n", " shared_arr1=rna_shared,\n", " shared_arr2=protein_shared,\n", " active_arr1=rna_active,\n", " active_arr2=protein_active,\n", " labels1=None,\n", " labels2=None\n", ")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "To reduce computational complexity, we call `split_into_batches` to fit the batched version of MaxFuse.\n", "\n", "Internally, MaxFuse will solve a few linear assignment problems of size $n_1 \\times n_2$, where $n_1$ and $n_2$ (with $n_1\\leq n_2$ by convention) are the sample sizes of the two modalities (after batching and metacell construction).\n", "`max_outward_size` specifis the maximum value of $n_1$.\n", "\n", "`matching_ratio` specifies approximately the ratio of $n_2/n_1$.\n", "The larger it is, the more candidate cells in the second modality MaxFuse will seek for to match each cell/metacell in the first modality.\n", "\n", "`metacell_size` specifies the average size of the metacells in the first modality." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The first data is split into 1 batches, average batch size is 10000, and max batch size is 10000.\n", "The second data is split into 1 batches, average batch size is 10000, and max batch size is 10000.\n", "Batch to batch correspondence is:\n", " ['0<->0'].\n" ] } ], "source": [ "fusor.split_into_batches(\n", " max_outward_size=5000,\n", " matching_ratio=3,\n", " metacell_size=2,\n", " verbose=True\n", ")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The next step is to construct appropriate nearest-neighbor graphs for each modality with all features available.\n", "But before that, we plot the singular values of the two active arrays to determine how many principal components (PCs) to keep when doing graph construction." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot top singular values of avtive_arr1 on a random batch\n", "fusor.plot_singular_values(\n", " target='active_arr1',\n", " n_components=None # can also explicitly specify the number of components\n", ")" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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HNF8Af/zxBzIzMyt8SW/btg0dOnSAQqGAu7s7vLy8sHz58kqfvzouXLgAAOjRowe8vLy0/sXFxVUY6Ftey5YtERwcrJU8bdy4EZ6enujRo0eVj1u4cCHOnj2LevXqoV27dpg9e/ZjP8CqcunSJTRt2vSRMyOuXr0Kf39/rQ9yAGjWrJlm/8PKvwddXV0BAPXq1au0XP3eVPP3968wOLBJkyYAoBnzcfXqVTRu3LjCTC1dYyr/e3Hx4kUIIfDBBx9UOJfqL5by5/NxxzQkXX6vpVKp1pcbADRt2lRr+/bt28jOzsbXX39doZ0jRowAoN1OW1tbfPPNN0hNTUVeXh5Wr15d6fgmXdy+fRsFBQUVYgLKzptKpaow3kKfzwUAaNy4sda2RCJBo0aNtMYKXbt2DcOHD4e7uzucnJzg5eWFrl27AoBOnw2XLl2Cv79/lZd9H1b+vAFl5+5x7xF7e3sUFxdXuq+wsFAraaotOIajBrO1tcWzzz6LZ599Fk2aNMGIESOwadOmSrPqh1X114AoN7hPF1V9sFQ1WOxh69atw/DhwzFgwABMmzYN3t7ekMlkWLBggdZgRDV9foEGDx6MGTNmYNOmTZg0aRJ+/PFHuLq6onfv3po6Bw4cwAsvvIDnnnsOy5Ytg5+fH+RyOVavXo3169c/8vi6tlulUgEoG8fx8HgSNV2mNw4ePBjz58/HnTt34OzsjN9++w1Dhw595GNfeeUVdOnSBT///DPi4uLwySef4OOPP8ZPP/2EPn36PPY5ja2q96Ah35v6etxzq8/l1KlTqxw7Uz5JN2V7DPVc6nYOGzaswtghtRYtWmht79q1C0DZF92FCxf0TgKehKG/WJVKJXr16oWsrCxMnz4dwcHBcHR0xM2bNzF8+HDN62Mo1T1vfn5+UCqVyMzM1JowUFxcjLt378Lf39+gcZoCE45aQj1wKC0t7YmPpR49fvHiRa0Pjrt371bIutV/RWVnZ2vNnNGly3jz5s1o0KABfvrpJ60v8MclTLoICgpCu3btsHHjRowbNw4//fQTBgwYoDVVeMuWLVAoFNi1a5dW+erVqx97fF3brf5r0tvbG+Hh4dVqy+DBgzFnzhxs2bIFPj4+yM3N1Rr4WhU/Pz+MHTsWY8eORWZmJlq3bo358+frnXA0bNgQR48eRUlJiWbwZHmBgYHYvXs38vLytHo5/v77b81+Q7p161aFKZD//e9/AUBzqSYwMBB//vknVCqVVi9HdWNSd/HL5fJqn8vKVLc3QF+BgYFQqVSaHiu18+fPa9VTz2BRKpU6tfPPP//Ehx9+iBEjRuDUqVN48803cebMGU3vlD68vLzg4OBQISag7LxJpdIKvWD6Uvc6qgkhcPHiRU0SdebMGfz3v//F2rVr8cYbb2jqxcfHVzhWVeeuYcOG2LVrF7KysnTq5agO9aD648ePo2/fvpry48ePQ6VSVRh0XxvwkkoNs2/fvkozX/X1x8q6IvXVs2dP2NjYYPny5VrlX375ZYW66i/U/fv3a8ry8/MrncpZnjqzf7g9R48eRWJiYrXiLm/w4ME4cuQIvvnmG9y5c6fC5RSZTAaJRKLVK3HlyhWdllfWtd2RkZFwcXHBv/71L5SUlFQ4TvnpyJVp1qwZmjdvjo0bN2Ljxo3w8/PDc889p9l/584d/P3335opkEqlskK3r7e3N/z9/VFUVFTl46oyaNAg3Llzp9Lzrz53ffv2hVKprFDn888/h0QiMXivSmlpKVasWKHZLi4uxooVK+Dl5YU2bdpoYkpPT9e6HFVaWoovvvgCTk5Omi5yXXl7e6Nbt25YsWJFpYm9LueyMo6OjsjOzq7WY/WhPgdLlizRKl+0aJHWtkwmw6BBg7BlyxacPXu2wnEebmdJSQmGDx8Of39/LF68GGvWrEFGRgYmT55crRhlMhkiIiLw66+/al3iyMjIwPr169G5c2e4uLhU69hq3377LfLy8jTbmzdvRlpamub1qexzSQiBxYsXVziWOuEtf/4GDRoEIQTmzJlT4TGG6t3q0aMH3N3dK3xOL1++HA4ODgabZWdK7OGoYcaPH4+CggK8+OKLCA4ORnFxMQ4fPoyNGzeifv36mmusT8LHxwcTJ07Ev//9b7zwwgvo3bs3Tp8+jR07dsDT01Mrq4+IiEBAQABGjRqFadOmQSaT4ZtvvoGXlxeuXbv2yOd5/vnn8dNPP+HFF19EVFQUUlNT8dVXXyEkJAT3799/4na88sormDp1KqZOnQp3d/cKf61FRUXhs88+Q+/evfHqq68iMzMTS5cuRaNGjfDnn38+8ti6ttvFxQXLly/H66+/jtatW2PIkCGaOr///js6depU6Rd5eYMHD8bMmTOhUCgwatQorb/Yv/zyS8yZMwf79u1Dt27dkJeXh7p16+Kll15Cy5Yt4eTkhN27d+PYsWP497//XeXjqvLGG2/g22+/xZQpU5CUlIQuXbogPz8fu3fvxtixY9G/f3/069cP3bt3x3vvvYcrV66gZcuWiIuLw6+//opJkyZVGDfwpPz9/fHxxx/jypUraNKkCTZu3IhTp07h66+/1vTCvPXWW1ixYgWGDx+O5ORk1K9fH5s3b8ahQ4ewaNGiCuNNdLF06VJ07twZzZs3x+jRo9GgQQNkZGQgMTERN27cwOnTp/U+Zps2bbB8+XLMmzcPjRo1gre39yPH51RXq1atMHToUCxbtgw5OTno2LEj9uzZg4sXL1ao+9FHH2Hfvn1o3749Ro8ejZCQEGRlZeHEiRPYvXs3srKyAADz5s3DqVOnsGfPHjg7O6NFixaYOXMm3n//fbz00ktaf3nrat68eYiPj0fnzp0xduxY2NjYYMWKFSgqKsLChQuf+HVwd3dH586dMWLECGRkZGDRokVo1KgRRo8eDQAIDg5Gw4YNMXXqVNy8eRMuLi7YsmVLpWMq1MnthAkTEBkZCZlMhiFDhqB79+54/fXXsWTJEly4cAG9e/eGSqXCgQMH0L17d4OsrGpvb4+5c+ciNjYWL7/8MiIjI3HgwAGsW7cO8+fPN1rPilGZeFYMPcaOHTvEyJEjRXBwsHBychK2traiUaNGYvz48SIjI0OrblXTYo8dO6ZVTz1dbN++fZqy0tJS8cEHHwhfX19hb28vevToIf766y/h4eEhxowZo/X45ORk0b59e2FraysCAgLEZ599ptO0WJVKJf71r3+JwMBAYWdnJ5555hmxbds2ER0dLQIDAzX1qpo+p4tOnToJAOLNN9+sdP+qVatE48aNhZ2dnQgODharV6+udMpr+ddSn3YLUfYaR0ZGCldXV6FQKETDhg3F8OHDxfHjx3Vqx4ULFwQAAUAcPHhQa586XvX5KyoqEtOmTRMtW7YUzs7OwtHRUbRs2VIsW7bskY97lIKCAvHee++JoKAgIZfLha+vr3jppZe0pi7m5eWJyZMnC39/fyGXy0Xjxo3FJ598ojUNUIiyqYDlp+xWdY7V781NmzZpyrp27Sqefvppcfz4cREWFiYUCoUIDAwUX375ZYW4MzIyxIgRI4Snp6ewtbUVzZs3F6tXr9bpudWxPjxdVAghLl26JN544w3h6+sr5HK5eOqpp8Tzzz8vNm/erKmjz+9aenq6iIqKEs7OzgLAY6fIlo9JfR5v376tVa+y9+KDBw/EhAkThIeHh3B0dBT9+vUT169fr7SdGRkZIjY2VtSrV09zznv27Cm+/vprIUTZ+9/GxkaMHz9e63GlpaXi2WefFf7+/uLevXtVtuNRr/uJEydEZGSkcHJyEg4ODqJ79+7i8OHDlbav/GtcFfVr/8MPP4gZM2YIb29vYW9vL6KiorSmugohREpKiggPDxdOTk7C09NTjB49WjNd9eH3T2lpqRg/frzw8vISEolE63OjtLRUfPLJJyI4OFjY2toKLy8v0adPH5GcnKypU9nvghCVf95U5euvvxZNmzYVtra2omHDhuLzzz+v8DtXW0iEMMFoLaoVsrOzUadOHcybN0+zSBGRqXXr1g137typtLufiGovjuGwUpXN4VZf662tt5gnIqKai2M4rNTGjRuxZs0azZLDBw8exA8//ICIiAh06tTJ3OEREZGFYcJhpVq0aAEbGxssXLgQubm5moGk8+bNM3doRERkgTiGg4iIiIyOYziIiIjI6JhwEBERkdFxDAfK7i1w69YtODs7m2wZYiIiIksghEBeXh78/f0r3EzxYUw4UHbfhiddv5+IiMiaXb9+HXXr1q1yPxMOQLME8vXr1594HX+1kpISxMXFISIiosobYlkytp/tZ/vZfrbfOtqfm5uLevXqPfZ2Akw48P93BHRxcTFowuHg4AAXFxereMOVx/az/Ww/28/2W1f7HzckgYNGiYiIyOiYcBAREZHRMeEgIiIio2PCQUREREbHhIOIiIiMjgkHERERGR0TDiNQqgSOpmYh+Y4ER1OzoFTx/nhERGTduA6Hge08m4Y5W1OQllMIQIZvLxyHn6sCs/qFoHeon7nDIyIiMgv2cBjQzrNpiFl34n/Jxv9LzylEzLoT2Hk2zUyRERERmRcTDgNRqgTmbE1BZRdP1GVztqbw8goREVklJhwGkpSaVaFn42ECQFpOIZJSs0wXFBERUQ3BhMNAMvOqTjaqU4+IiMiSMOEwEG9nhUHrERERWRImHAbSLsgdfq4KVHWvPAkAP1cF2gW5mzIsIiKiGoEJh4HIpBLM6hcCABWSDvX2rH4hkEkfffteIiIiS8SEw4B6h/ph+bDW8HXVvmzi66rA8mGtuQ4HERFZLS78ZWC9Q/3QK8QXEZ8n4NLtfEzo3hATezVlzwYREVk19nAYgUwqQX0PBwCAp7Mtkw0iIrJ67OEwksFt68KzOB3t6nOQKBERERMOI+ne1AsPLgk09HI0dyhERERmx0sqREREZHRMOIwk50EJzudIkHj5rrlDISIiMjsmHEZy5mYulqXIMH/7eXOHQkREZHZMOIzE3VEOALibX2zmSIiIiMyPCYeReDjaAgDuFZRAxVvSExGRlWPCYSR1HMoSDqVKIOdBiZmjISIiMi8mHEZiayOFvaysZ+NufpGZoyEiIjIvJhxG5FQ2jAN373McBxERWTcmHEakSTg4cJSIiKwcVxo1om5+Kozq0Ryh/q7mDoWIiMismHAYUSsPgb5t60Iul5s7FCIiIrPiJRUiIiIyOiYcRnS/BDh86S6OX8kydyhERERmxYTDiP6bI0H0mmR8GsflzYmIyLox4TAiR06LJSIiAsCEw6icbcoW/sritFgiIrJyTDiMSL0OR1ZBMZS8nwoREVkxJhxGpL6kIgSQXcBeDiIisl5MOIxIJgHc7HmbeiIiIiYcRub+v9vUc+AoERFZM640amQxXYOgggRBno7mDoWIiMhsmHAY2YBW/lzanIiIrB4vqRAREZHRmTXhmD17NiQSida/4OBgzf7CwkLExsbCw8MDTk5OGDRoEDIyMrSOce3aNURFRcHBwQHe3t6YNm0aSktLTd2UKmXmFeHAhds4fT3b3KEQERGZjdl7OJ5++mmkpaVp/h08eFCzb/Lkydi6dSs2bdqEhIQE3Lp1CwMHDtTsVyqViIqKQnFxMQ4fPoy1a9dizZo1mDlzpjmaUqld5zLw+qokfJVwydyhEBERmY3Zx3DY2NjA19e3QnlOTg5WrVqF9evXo0ePHgCA1atXo1mzZjhy5Ag6dOiAuLg4pKSkYPfu3fDx8UGrVq0wd+5cTJ8+HbNnz4atra2pm1MBZ6kQERHVgITjwoUL8Pf3h0KhQFhYGBYsWICAgAAkJyejpKQE4eHhmrrBwcEICAhAYmIiOnTogMTERDRv3hw+Pj6aOpGRkYiJicG5c+fwzDPPVPqcRUVFKCoq0mzn5uYCAEpKSlBSUmKQdqmP42pX1ol0536RwY5dG6jbak1tfhjbz/Y//L+1Yfutq/26ttOsCUf79u2xZs0aNG3aFGlpaZgzZw66dOmCs2fPIj09Hba2tnBzc9N6jI+PD9LT0wEA6enpWsmGer96X1UWLFiAOXPmVCiPi4uDg4PDE7ZK299/Hgdgg/Ts+9i+fbtBj10bxMfHmzsEs2L72X5rxvZbR/sLCgp0qmfWhKNPnz6an1u0aIH27dsjMDAQP/74I+zt7Y32vDNmzMCUKVM027m5uahXrx4iIiLg4uJikOcoKSlBfHw8ng/vio9PH0JBqQQRkb1hIzP7sBmTULe/V69eVjktmO1n+9l+tt9a2q++SvA4Zr+k8jA3Nzc0adIEFy9eRK9evVBcXIzs7GytXo6MjAzNmA9fX18kJSVpHUM9i6WycSFqdnZ2sLOzq1Aul8sN/ubwcnGARFJ2P5W8EgFvheW/+R5mjNe0NmH72X62n+23dLq2sUb9uX3//n1cunQJfn5+aNOmDeRyOfbs2aPZf/78eVy7dg1hYWEAgLCwMJw5cwaZmZmaOvHx8XBxcUFISIjJ46+MTCpBHYeygaO8TT0REVkrs/ZwTJ06Ff369UNgYCBu3bqFWbNmQSaTYejQoXB1dcWoUaMwZcoUuLu7w8XFBePHj0dYWBg6dOgAAIiIiEBISAhef/11LFy4EOnp6Xj//fcRGxtbaQ+GuUyNaAqZFPB2Vpg7FCIiIrMwa8Jx48YNDB06FHfv3oWXlxc6d+6MI0eOwMvLCwDw+eefQyqVYtCgQSgqKkJkZCSWLVumebxMJsO2bdsQExODsLAwODo6Ijo6Gh9++KG5mlSpV9sHmDsEIiIiszJrwrFhw4ZH7lcoFFi6dCmWLl1aZZ3AwECrnP1BRERUm9SoQaOW6lb2A1y6fR+eTnZo5meYWTBERES1SY0aNGqpfjx+Ha+vSsJ3R66aOxQiIiKzYMJhAh6a5c2LHlOTiIjIMjHhMAH1tNgLGfeReOkulCph5oiIiIhMiwmHke06l4GZv50DAFy+k4+hK4+g88d7sfNsmpkjIyIiMh0mHEZ0+q4E4zecrrDgV3pOIWLWnWDSQUREVoMJh5EoVQI/XZGisosn6rI5W1N4eYWIiKwCEw4jOX71HrKLJVXuFwDScgqRlJpluqCIiIjMhAmHkWTm6TYjJTOv0MiREBERmR8TDiPxdtbtXi68vwoREVkDJhxG0jawDtxsBaq6qCIB4OeqQLsgd1OGRUREZBZMOIxEJpVgYH0VAFRIOtTbs/qFQCatepwHERGRpWDCYUQtPQS+GNISvq7al018XRVYPqw1eof6mSkyIiIi02LCYWSRT/vg4PQe6PC/SyfRYYE4OL0Hkw0iIrIqTDhMQCaVINDDEQDg7aLgZRQiIrI6TDhMxElhAwDIKyw1cyRERESmx4TDRJzsyhKO+0UlZo6EiIjI9JhwmIjz/3o47rOHg4iIrBATDhP5/x4OpZkjISIiMj0bcwdgLZ4JqIN/9g1GA08nc4dCRERkckw4TKSprzOa+jqbOwwiIiKz4CUVIiIiMjomHCZSVKrEqevZOHL5rrlDISIiMjkmHCZyO68IA5YeQvQ3SeYOhYiIyOSYcJiIs50cAFBUqkJxqcrM0RAREZkWEw4TcbSTaX7OL+JaHEREZF2YcJiIjUwKe3lZ0nGfCQcREVkZJhwm5GjH+6kQEZF1YsJhQurlzfOLmXAQEZF1YcJhQprlzdnDQUREVoYrjZrQ62GByC4oRpCno7lDISIiMikmHCb0Stt65g6BiIjILHhJhYiIiIyOPRwmlJlXiLTsQtRxsEWAh4O5wyEiIjIZ9nCY0OpDV9B/6SGsOXzF3KEQERGZFBMOE9LMUikqMXMkREREpsWEw4TU63BwpVEiIrI2TDhMyIkrjRIRkZViwmFC/39JhQkHERFZFyYcJuSk4EqjRERknZhwmJCznRwAeziIiMj6cB0OE/JzU2Bc90bwcLI1dyhEREQmxYTDhDyd7DA1sqm5wyAiIjI5XlIhIiIio2PCYWKpd/Lx541sFJYozR0KERGRyTDhMLEBSw/hhS8P4ca9B+YOhYiIyGSYcJgY1+IgIiJrVGMSjo8++ggSiQSTJk3SlBUWFiI2NhYeHh5wcnLCoEGDkJGRofW4a9euISoqCg4ODvD29sa0adNQWlpzv8yduRYHERFZoRqRcBw7dgwrVqxAixYttMonT56MrVu3YtOmTUhISMCtW7cwcOBAzX6lUomoqCgUFxfj8OHDWLt2LdasWYOZM2eaugk6Yw8HERFZo2olHN999x06deoEf39/XL16FQCwaNEi/Prrr3of6/79+3jttdewcuVK1KlTR1Oek5ODVatW4bPPPkOPHj3Qpk0brF69GocPH8aRI0cAAHFxcUhJScG6devQqlUr9OnTB3PnzsXSpUtRXFxcnaYZnRNv4EZERFZI73U4li9fjpkzZ2LSpEmYP38+lMqy2RZubm5YtGgR+vfvr9fxYmNjERUVhfDwcMybN09TnpycjJKSEoSHh2vKgoODERAQgMTERHTo0AGJiYlo3rw5fHx8NHUiIyMRExODc+fO4Zlnnqn0OYuKilBUVKTZzs3NBQCUlJSgpMQwt45XH6f88RzlMgBATkGRwZ6rJqqq/daC7Wf7H/7f2rD91tV+Xdupd8LxxRdfYOXKlRgwYAA++ugjTXnbtm0xdepUvY61YcMGnDhxAseOHauwLz09Hba2tnBzc9Mq9/HxQXp6uqbOw8mGer96X1UWLFiAOXPmVCiPi4uDg4ODXm14nPj4eK3trEwpAClO/HkOnllnDfpcNVH59lsbtp/tt2Zsv3W0v6CgQKd6eiccqamplfYc2NnZIT8/X+fjXL9+HRMnTkR8fDwUCoW+YTyRGTNmYMqUKZrt3Nxc1KtXDxEREXBxcTHIc5SUlCA+Ph69evWCXC7XlMtTMtHqVg46NfRA+yB3gzxXTVRV+60F28/2s/1sv7W0X32V4HH0TjiCgoJw6tQpBAYGapXv3LkTzZo10/k4ycnJyMzMROvWrTVlSqUS+/fvx5dffoldu3ahuLgY2dnZWr0cGRkZ8PX1BQD4+voiKSlJ67jqWSzqOpWxs7ODnZ1dhXK5XG7wN0f5Y/Zt+RT6tnzKoM9RkxnjNa1N2H62n+1n+y2drm3UO+GYMmUKYmNjUVhYCCEEkpKS8MMPP2DBggX4z3/+o/NxevbsiTNnzmiVjRgxAsHBwZg+fTrq1asHuVyOPXv2YNCgQQCA8+fP49q1awgLCwMAhIWFYf78+cjMzIS3tzeAsi4sFxcXhISE6Ns0IiIiMhK9E44333wT9vb2eP/991FQUIBXX30V/v7+WLx4MYYMGaLzcZydnREaGqpV5ujoCA8PD035qFGjMGXKFLi7u8PFxQXjx49HWFgYOnToAACIiIhASEgIXn/9dSxcuBDp6el4//33ERsbW2kPRk1QUFyK9JxCSCUS1Pd0NHc4REREJlGtu8W+9tpreO2111BQUID79+9rehcM7fPPP4dUKsWgQYNQVFSEyMhILFu2TLNfJpNh27ZtiImJQVhYGBwdHREdHY0PP/zQKPEYwr6/byN2/Qm0D3LHxrfDzB0OERGRSTzR7ekdHBwMOqvjjz/+0NpWKBRYunQpli5dWuVjAgMDsX37doPFYGyOdmXTYrkOBxERWZNqDRqVSCRV7r98+fITBWTpnLnwFxERWSG9E46H73UClE3/OXnyJHbu3Ilp06YZKi6L5WRXNpqX91IhIiJronfCMXHixErLly5diuPHjz9xQJZOvbR5Hns4iIjIihjs5m19+vTBli1bDHU4i+VkW5ZwFJeqUFSqNHM0REREpmGwhGPz5s1wd7fclTMNRT1oFADyi5hwEBGRddD7ksozzzyjNWhUCIH09HTcvn1ba8oqVc5GJsXITkGwt5XCRlb14FsiIiJLonfCMWDAAK1tqVQKLy8vdOvWDcHBwYaKy6LN7MdVUImIyLronXDMmjXLGHEQERGRBdMp4dD1TnAADHa3VUuWXVCM7IISuDvZwkVh+Tf2ISIi0inhcHNze+RiX0DZWA6JRAKlkgMhH2fs9ydw+NJdLB7SCv1bWc+dY4mIyHrplHDs27fP2HFYFSc7rjZKRETWRaeEo2vXrsaOw6qoF//iaqNERGQtqn3ztoKCAly7dg3FxcVa5S1atHjioCydM3s4iIjIyuidcNy+fRsjRozAjh07Kt3PMRyP5/i/hCOPPRxERGQl9F5pdNKkScjOzsbRo0dhb2+PnTt3Yu3atWjcuDF+++03Y8RocZx4x1giIrIyevdw7N27F7/++ivatm0LqVSKwMBA9OrVCy4uLliwYAGioqKMEadFUV9SyWfCQUREVkLvHo78/Hx4e3sDAOrUqYPbt28DAJo3b44TJ04YNjoL1czPBW+EBaJ7U29zh0JERGQSevdwNG3aFOfPn0f9+vXRsmVLrFixAvXr18dXX30FPz8/Y8RocdrWd0fb+rzRHRERWQ+9E46JEyciLS0NQNky571798b3338PW1tbrFmzxtDxERERkQXQO+EYNmyY5uc2bdrg6tWr+PvvvxEQEABPT0+DBmeplCqBewXFeFCsRD13B3OHQ0REZHR6j+E4ePCg1raDgwNat27NZEMP17MK0HbebvRZfMDcoRAREZmE3glHjx49EBQUhH/+859ISUkxRkwW7+FpsSqVMHM0RERExqd3wnHr1i288847SEhIQGhoKFq1aoVPPvkEN27cMEZ8Fkl9LxUAKCjhQmlERGT59E44PD09MW7cOBw6dAiXLl3Cyy+/jLVr16J+/fro0aOHMWK0ODZSCaT/u/luwvnbULKXg4iILJzeCcfDgoKC8O677+Kjjz5C8+bNkZCQYKi4LNbOs2nosnAf1DlG7PoT6PzxXuw8m2bewIiIiIyo2gnHoUOHMHbsWPj5+eHVV19FaGgofv/9d0PGZnF2nk1DzLoTSMsp1CpPzylEzLoTTDqIiMhi6T0tdsaMGdiwYQNu3bqFXr16YfHixejfvz8cHDi981GUKoE5W1NQ2cUTAUACYM7WFPQK8YVMfb2FiIjIQuidcOzfvx/Tpk3DK6+8wqmwekhKzarQs/EwASAtpxBJqVkIa+hhusCIiIhMQO+E49ChQ8aIw+Jl5lWdbFSnHhERUW3yRINGSXfezgqD1iMiIqpNmHCYSLsgd/i5KlDV6AwJAD9XBdoF8aZuRERkeZhwmIhMKsGsfiEAUGXSMatfCAeMEhGRRdIr4VAqldi/fz+ys7ONFI5l6x3qh+XDWsPXVfuyiUIuxfJhrdE71M9MkRERERmXXoNGZTIZIiIi8Ndff8HNzc1IIVm23qF+6BXii6TULBy/koV/x/8XUgDdg73NHRoREZHR6H1JJTQ0FJcvXzZGLFZDJpUgrKEHYrs3gpezHQpKVDhyOcvcYRERERmN3gnHvHnzMHXqVGzbtg1paWnIzc3V+ke6k0olCG9W1rOx568MM0dDRERkPHonHH379sXp06fxwgsvoG7duqhTpw7q1KkDNzc31KlTxxgxWrSewT4AgN0pGRCCN3EjIiLLpPfCX/v27TNGHFarUyNPKORS3MopxJbkG5DbSOHtXDY9ljNWiIjIUuidcHTt2tUYcVgte1sZhnesjy3JNzF185+acj9XBWb1C+HMFSIisgh6JxxqBQUFuHbtGoqLi7XKW7Ro8cRBWZOdZ9OwIuFyhZu6qe8gy+myRERkCfROOG7fvo0RI0Zgx44dle5XKpVPHJS14B1kiYjIWug9aHTSpEnIzs7G0aNHYW9vj507d2Lt2rVo3LgxfvvtN2PEaLH0uYMsERFRbaZ3D8fevXvx66+/om3btpBKpQgMDESvXr3g4uKCBQsWICoqyhhxWiTeQZaIiKyF3j0c+fn58PYuWzuiTp06uH37NgCgefPmOHHihGGjs3C8gywREVkLvROOpk2b4vz58wCAli1bYsWKFbh58ya++uor+PlxcKM+eAdZIiKyFnonHBMnTkRaWhoAYNasWdixYwcCAgKwZMkS/Otf/zJ4gJbs4TvIlqdOQngHWSIisgR6j+EYNmyY5uc2bdrg6tWr+PvvvxEQEABPT0+DBmcN1HeQnf1bCtJz/3+shi/X4SAiIgtS7XU41BwcHNC6dWtDxGK11HeQfXZ+PLLySzB3QChebRfAng0iIrIYOiUcU6ZM0fmAn332mc51ly9fjuXLl+PKlSsAgKeffhozZ85Enz59AACFhYV45513sGHDBhQVFSEyMhLLli2Dj4+P5hjXrl1DTEwM9u3bBycnJ0RHR2PBggWwsXniXMqkZFIJAj0ckVeYg7pu9kw2iIjIouj0rXzy5EmdDiaR6PclWbduXXz00Udo3LgxhBBYu3Yt+vfvj5MnT+Lpp5/G5MmT8fvvv2PTpk1wdXXFuHHjMHDgQBw6dAhA2SJjUVFR8PX1xeHDh5GWloY33ngDcrm8Vo4nWTuyHZxsbSBlskFERBZGp4TDWDds69evn9b2/PnzsXz5chw5cgR169bFqlWrsH79evTo0QMAsHr1ajRr1gxHjhxBhw4dEBcXh5SUFOzevRs+Pj5o1aoV5s6di+nTp2P27NmwtbU1StzG4qKQmzsEIiIio6gx1x2USiU2bdqE/Px8hIWFITk5GSUlJQgPD9fUCQ4ORkBAABITE9GhQwckJiaiefPmWpdYIiMjERMTg3PnzuGZZ56p9LmKiopQVFSk2c7NzQUAlJSUoKSkxCDtUR/HUMerbdh+tv/h/60N28/2P/y/pdO1nXonHN27d3/kpZO9e/fqdbwzZ84gLCwMhYWFcHJyws8//4yQkBCcOnUKtra2cHNz06rv4+OD9PR0AEB6erpWsqHer95XlQULFmDOnDkVyuPi4uDg4KBX/I8THx+vc91b+cCum1LYy4AhDVUGjcNc9Gm/JWL72X5rxvZbR/sLCgp0qqd3wtGqVSut7ZKSEpw6dQpnz55FdHS0vodD06ZNcerUKeTk5GDz5s2Ijo5GQkKC3sfRx4wZM7QGwubm5qJevXqIiIiAi4uLQZ6jpKQE8fHx6NWrF+Ry3S6VnL6Rg49XHIWvix369u1qkDjMpTrttyRsP9vP9rP91tJ+9VWCx9E74fj8888rLZ89ezbu37+v7+Fga2uLRo0aAShb1+PYsWNYvHgxBg8ejOLiYmRnZ2v1cmRkZMDX1xcA4Ovri6SkJK3jZWRkaPZVxc7ODnZ2dhXK5XK5wd8c+hyznocTACAzrwgSqQw2Mr3XZatxjPGa1iZsP9vP9rP9lk7XNhrsG23YsGH45ptvnvg4KpUKRUVFaNOmDeRyOfbs2aPZd/78eVy7dg1hYWEAgLCwMJw5cwaZmZmaOvHx8XBxcUFISOUreNZknk52sJFKoBJlSQcREZGlMNig0cTERCgU+t1kbMaMGejTpw8CAgKQl5eH9evX448//sCuXbvg6uqKUaNGYcqUKXB3d4eLiwvGjx+PsLAwdOjQAQAQERGBkJAQvP7661i4cCHS09Px/vvvIzY2ttIejJpOJpXAx0WBm9kPkJZTCH83e3OHREREZBB6JxwDBw7U2hZCIC0tDcePH8cHH3yg17EyMzPxxhtvIC0tDa6urmjRogV27dqFXr16ASi7fCOVSjFo0CCthb/UZDIZtm3bhpiYGISFhcHR0RHR0dH48MMP9W1WjeHvpk44HgCoY+5wiIiIDELvhMPV1VVrWyqVomnTpvjwww8RERGh17FWrVr1yP0KhQJLly7F0qVLq6wTGBiI7du36/W8NZmvqz2Ae0jLLnxsXSIiotpC74Rj9erVxoiD/sffVQG5TIL84lJzh0JERGQwNWbhLyozuVcTTO8dzOXNiYjIouidcNSpU6fShb8kEgkUCgUaNWqE4cOHY8SIEQYJ0Noo5DJzh0BERGRweiccM2fOxPz589GnTx+0a9cOAJCUlISdO3ciNjYWqampiImJQWlpKUaPHm3wgImIiKj20TvhOHjwIObNm4cxY8Zola9YsQJxcXHYsmULWrRogSVLljDhqIYHxUpM3XQaaTkPsPHtMMgtYPEvIiIivb/Ndu3apXVDNbWePXti165dAIC+ffvi8uXLTx6dFbKzkSI+JQMnrmUjI5czVYiIyDLonXC4u7tj69atFcq3bt0Kd3d3AEB+fj6cnZ2fPDorJJVK4ONatmhZWg4TDiIisgx6X1L54IMPEBMTg3379mnGcBw7dgzbt2/HV199BaBsefGuXWv3zcfMyc/VHtezHjDhICIii6F3wjF69GiEhITgyy+/xE8//QSg7I6vCQkJ6NixIwDgnXfeMWyUVsbftWyJ+LTsB2aOhIiIyDCqtQ5Hp06d0KlTJ0PHQv9TttooL6kQEZHlqFbCoVKpcPHiRWRmZkKlUmnte+655wwSmDXzdyvr4bjFHg4iIrIQeiccR44cwauvvoqrV69CCKG1TyKRQKlUGiw4a+Xnag+5TAJVudeXiIiottI74RgzZgzatm2L33//HX5+fpWuOkpPpntTL5yf24fLmxMRkcXQO+G4cOECNm/ejEaNGhkjHgJgw8W+iIjIwuj9zda+fXtcvHjRGLEQERGRhdK7h2P8+PF45513kJ6ejubNm0Mul2vtb9GihcGCs2Zztp7DyWvZmNUvBM8E1DF3OERERE9E74Rj0KBBAICRI0dqyiQSCYQQHDRqQH+l5eLU9WxcvVvAhIOIiGo9vROO1NRUY8RB5fi5lE2N3f1XBnxcFGgX5A4ZB5ESEVEtpXfCERgYaIw46CE7z6Yh7q8MAMC2P9Ow7c80+LkqMKtfCHqH+pk5OiIiIv3plHD89ttv6NOnD+RyOX777bdH1n3hhRcMEpi12nk2DTHrTqD8ChzpOYWIWXcCy4e1ZtJBRES1jk4Jx4ABA5Ceng5vb28MGDCgynocw/FklCqBOVtTKiQbACAASADM2ZqCXiG+vLxCRES1ik7TYlUqFby9vTU/V/WPycaTSUrNeuT9UwTK7q+SlJpluqCIiIgMgCtM1SCZebrdrE3XekRERDWFzglHYmIitm3bplX27bffIigoCN7e3njrrbdQVFRk8ACtibezwqD1iIiIagqdE44PP/wQ586d02yfOXMGo0aNQnh4ON59911s3boVCxYsMEqQ1qJdkDv8XBWoanSGBICfa9kUWSIiotpE54Tj1KlT6Nmzp2Z7w4YNaN++PVauXIkpU6ZgyZIl+PHHH40SpLWQSSWY1S8EACokHertWf1COGCUiIhqHZ0Tjnv37sHHx0eznZCQgD59+mi2n332WVy/ft2w0Vmh3qF+WD6sNXxdtS+beLvYcUosERHVWjonHD4+PppVRouLi3HixAl06NBBsz8vL6/CfVWoenqH+uHg9B74YXQHeDvbAQDmDwhlskFERLWWzglH37598e677+LAgQOYMWMGHBwc0KVLF83+P//8Ew0bNjRKkNZIJpUgrKEHujX1AgCcvJ5t3oCIiIiegM4Jx9y5c2FjY4OuXbti5cqVWLlyJWxtbTX7v/nmG0RERBglSGvWJrDsxm3JV++ZORIiIqLq0/leKp6enti/fz9ycnLg5OQEmUymtX/Tpk1wcnIyeIDWTp1wnL6egxKlCnIZl04hIqLaR+9vL1dX1wrJBgC4u7tr9XiQYTTwdIKrvRwPSpT4Oy3P3OEQERFVC/9cruGkUglaB7gBAJKvcklzIiKqnfS+PT2ZXtcmXpBJpXiqjoO5QyEiIqoWJhy1wPBOQRjeKcjcYRAREVUbE45aQqkSSErNQmZeIbydy5Y354qjRERUWzDhqAV2nk3D7K0pSH/o1vV+rgrM6hfCxcCIiKhW4KDRGm7n2TTErDuhlWwAQHpOIWLWncDOs2lmioyIiEh3TDhqMKVKYM7WFIhK9qnL5mxNgVJVWQ0iIqKagwlHDZaUmoW0cj0bDxMA0nIKkZTK6bJERFSzMeGowTLzqk42qlOPiIjIXJhw1GDezorHV9KjHhERkbkw4ajB2gW5w89Vgaomv0pQNlulXZC7KcMiIiLSGxOOGkwmlWBWvxAAqJB0qLdn9QvhehxERFTjMeGo4XqH+mH5sNbwddW+bOLrqsDyYa25DgcREdUKXPirFugd6odeIb5caZSIiGotJhy1hEwqQVhDD3OHQUREVC1mvaSyYMECPPvss3B2doa3tzcGDBiA8+fPa9UpLCxEbGwsPDw84OTkhEGDBiEjI0OrzrVr1xAVFQUHBwd4e3tj2rRpKC0tNWVTTObO/SIcvnQH17MKzB0KERGRzsyacCQkJCA2NhZHjhxBfHw8SkpKEBERgfz8fE2dyZMnY+vWrdi0aRMSEhJw69YtDBw4ULNfqVQiKioKxcXFOHz4MNauXYs1a9Zg5syZ5miS0X24NQWvrjyK389wSXMiIqo9zHpJZefOnVrba9asgbe3N5KTk/Hcc88hJycHq1atwvr169GjRw8AwOrVq9GsWTMcOXIEHTp0QFxcHFJSUrB79274+PigVatWmDt3LqZPn47Zs2fD1tbWHE0zmgZejgCAy7fvmzkSIiIi3dWoMRw5OTkAAHf3snUlkpOTUVJSgvDwcE2d4OBgBAQEIDExER06dEBiYiKaN28OHx8fTZ3IyEjExMTg3LlzeOaZZyo8T1FREYqKijTbubm5AICSkhKUlJQYpC3q4xjqeGr13e0BABcz7xv82IZkrPbXFmw/2//w/9aG7beu9uvazhqTcKhUKkyaNAmdOnVCaGgoACA9PR22trZwc3PTquvj44P09HRNnYeTDfV+9b7KLFiwAHPmzKlQHhcXBwcHhydtipb4+HiDHu9WPgDY4O+b9/D779shqeETVQzd/tqG7Wf7rRnbbx3tLyjQbUxhjUk4YmNjcfbsWRw8eNDozzVjxgxMmTJFs52bm4t69eohIiICLi4uBnmOkpISxMfHo1evXpDL5QY5JgA8KFbikzN7UKCUoEO3cHg41sxLRsZqf23B9rP9bD/bby3tV18leJwakXCMGzcO27Ztw/79+1G3bl1Nua+vL4qLi5Gdna3Vy5GRkQFfX19NnaSkJK3jqWexqOuUZ2dnBzs7uwrlcrnc4G8OQx9TLpfjKTd73Lj3ANezi+Dr5miwYxuDMV7T2oTtZ/vZfrbf0unaRrPOUhFCYNy4cfj555+xd+9eBAUFae1v06YN5HI59uzZoyk7f/48rl27hrCwMABAWFgYzpw5g8zMTE2d+Ph4uLi4ICQkxDQNMbEGXk4AgEuZHDhKRES1g1l7OGJjY7F+/Xr8+uuvcHZ21oy5cHV1hb29PVxdXTFq1ChMmTIF7u7ucHFxwfjx4xEWFoYOHToAACIiIhASEoLXX38dCxcuRHp6Ot5//33ExsZW2othCV5rH4A+ob5cCIyIiGoNsyYcy5cvBwB069ZNq3z16tUYPnw4AODzzz+HVCrFoEGDUFRUhMjISCxbtkxTVyaTYdu2bYiJiUFYWBgcHR0RHR2NDz/80FTNMLnIpyu/VERERFRTmTXhEEI8to5CocDSpUuxdOnSKusEBgZi+/bthgyNiIiIDIh3i62FVCqBY1eysCHpGopKleYOh4iI6LFqxCwV0o9EAoxcfQx5RaVoHVgHTXyczR0SERHRI7GHoxaSSCRo4M2ZKkREVHsw4ailGv7vniqXeE8VIiKqBZhw1FIN/7cWx+Xb+Y+pSUREZH5MOGqpII+ye74cv5qFxEt3oVQ9fsYPERGRuTDhqIV2nk3DzN/OAQCuZT3A0JVH0Pnjvdh5Ns3MkREREVWOCUcts/NsGmLWncCd+8Va5ek5hYhZd4JJBxER1UhMOGoRpUpgztYUVHbxRF02Z2sKL68QEVGNw4SjFklKzUJaTmGV+wWAtJxCJKVmmS4oIiIiHTDhqEUy86pONqpTj4iIyFSYcNQi3s4KnepdyLjPmStERFSjMOGoRdoFucPPVQHJY+p9ue8iZ64QEVGNwoSjFpFJJZjVLwQAHpt0AJy5QkRENQcTjlqmd6gflg9rDV/Xx19e4cwVIiKqKXi32Fqod6gfeoX4Iik1C4cu3saX+y5VWffhmSthDT1MFyQREdFDmHDUUjKpBGENPThzhYiIagVeUqnldJ25cieviJdViIjIbJhw1HK6zlyZ+/tfnLVCRERmw4SjltNn5gpnrRARkbkw4bAAus5c4awVIiIyFyYcFqJ3qB8OTu+BD6KaPbIe77dCRETmwITDgsikEng62+lUl7NWiIjIlJhwWBjOWiEiopqICYeF4awVIiKqiZhwWBjOWiEiopqICYcF4qwVIiKqaZhwWCjOWiEiopqECYcF46wVIiKqKZhwWDhdZ63oWo+IiKg6mHBYOF1mrbjZy6ESguM4iIjIaJhwWDhdZq1kPyjBa/85ymmyRERkNEw4rICus1Y4TZaIiIyFCYeVUM9a+X5Ue7jZyyutw2myRERkLEw4rIhMKoFUKkH2g5Iq66inyX4e/18kXrrLxIOIiAyCCYeV0XX665f7LmLoyiMc10FERAbBhMPK6Dv9NS2nEGPWncDcrefY40FERNXGhMPK6Hpzt/JWHbrCHg8iIqo2JhxWRp+bu1WGPR5ERFQdNuYOgExPPU12ztYUpOVUb0nzVYeuYNWhK/BzVeCDqGao42iHzLxCeDsr0C7I3cARExFRbceEw0r1DvVDrxBfJKVm4dDF2/hy36VqHSctpxBj15/UKvN1scMrbeoi+44EHqlZCGvkDZm0Ov0pRERkKZhwWDGZVIKwhh5oF+SOLSduIj2nEIa4QJKeW4Ql+y4BkOHbC8fh56rArH4h6B3qZ4CjExFRbcQxHPTE4zoeh+M+iIiIPRwEwDDjOh5HPe7D18UOQ9sFoL6no2bMBy+5EBFZNiYcpPHwuI74lHR8c+gKJIBBLrM8LD23CJ/vvqDZrmzgaZvAOki+ek9rICqTEiKi2osJB2lRj+tQj+0wZo+HWmUDT6US4OErL+V7RZiQEBHVLkw4qEqm6vGoTPlhHuV7RconJLr0klSWpABAUmoWe1aIiIyMCQc9kjl6PHRRPiHRpZek/LabQ9ldc7MLSqqso0vPClAxaUlKzULy/6YFt2vgpXfiw0SHiCyNWROO/fv345NPPkFycjLS0tLw888/Y8CAAZr9QgjMmjULK1euRHZ2Njp16oTly5ejcePGmjpZWVkYP348tm7dCqlUikGDBmHx4sVwcnIyQ4ss28M9Huovxnv5xZj7e81IQsorn5SU33440aiqzuN6Vh6dtJRNC65O4lPdROdRiQ0THSIyJ7MmHPn5+WjZsiVGjhyJgQMHVti/cOFCLFmyBGvXrkVQUBA++OADREZGIiUlBQpF2U3IXnvtNaSlpSE+Ph4lJSUYMWIE3nrrLaxfv97UzbEK6h6Ph0WG/n8ScuVOAX5Iuob03JqXgBhCdZKW6iQ+T5bo6LZdnUTHED08TGqIrJNZE44+ffqgT58+le4TQmDRokV4//330b9/fwDAt99+Cx8fH/zyyy8YMmQI/vrrL+zcuRPHjh1D27ZtAQBffPEF+vbti08//RT+/v4ma4s1K5+EjOvRCIkXM7Fyx1EkpMlMNu7DktWURMcQPTyVTYsG9Outqe5jmOgQmU+NHcORmpqK9PR0hIeHa8pcXV3Rvn17JCYmYsiQIUhMTISbm5sm2QCA8PBwSKVSHD16FC+++GKlxy4qKkJRUZFmOzc3FwBQUlKCkpKKH8LVoT6OoY5X27Su64yB9QUGdg7Fgl0XkJ5b9PgHUY1jiMtSj7tM5WZvA0CC7Ae699ZU5zE+zrYY3LYe6ns6wNvZDm0D6wAAjl+9h8y8Ing72+GZem44eT1b5+2qjnEs9Q6S70jgeiETHRp6WV2iY+2ff9bWfl3bWWMTjvT0dACAj4+PVrmPj49mX3p6Ory9vbX229jYwN3dXVOnMgsWLMCcOXMqlMfFxcHBweFJQ9cSHx9v0OPVOjdOYXoIcClXgtwS4PYD4HCmFDnFD38Aq78VypdZ14e0tfr/pOH/z7dKiEduV+cxGXnqJffLONiUve8KSv+/jgQCArpvP/oYMnx74RRc5QIdfVTwsgdc5EBDl7LHqH8nXORAkLNAap7u29U5RkMXAVPnPdb++Wct7S8oKNCpXo1NOIxpxowZmDJlimY7NzcX9erVQ0REBFxcXAzyHCUlJYiPj0evXr0gl8sNcsza5FHtV6qE1l+EWfnF+NeO81q9IFKJpMJfxmSpKvsWLF/2uG39H/NwkqAmytV53LYux8gpkWDHDZlmuzq9M7Wxh2dvYjJ6hLXBs0GeFR5j6T0+1vb5r75K8Dg1NuHw9fUFAGRkZMDP7/9v+pWRkYFWrVpp6mRmZmo9rrS0FFlZWZrHV8bOzg52dnYVyuVyucHfHMY4Zm1SWfvlADo30e65impZt8rr8ZUNRC3/YUpUW2Q/KK1Qpvf4m2ocIyOvWKuHx1gDj7XH8JwyyJo5tXUMj7V8/uvaxhqbcAQFBcHX1xd79uzRJBi5ubk4evQoYmJiAABhYWHIzs5GcnIy2rRpAwDYu3cvVCoV2rdvb67QqRoqm/1SfiDqoz5cKpuea4h1OIgslbEGHj/uMdVZM8cQs7RMNVhZXYcqMmvCcf/+fVy8eFGznZqailOnTsHd3R0BAQGYNGkS5s2bh8aNG2umxfr7+2vW6mjWrBl69+6N0aNH46uvvkJJSQnGjRuHIUOGcIaKhXlcQgJoT881xIeHLj0rxvorkciamCLRqTBYuRq/u7ouFvhKm7rIfsS0cMDwa+jUhB6dx5EIIcz299wff/yB7t27VyiPjo7GmjVrNAt/ff3118jOzkbnzp2xbNkyNGnSRFM3KysL48aN01r4a8mSJXot/JWbmwtXV1fk5OQYdAzH9u3b0bdvX6voUivPUtqvVAmd/pqpsA7F5duIO3AUEV3a673SKBMdIsthqt/d6vToGCop0fU71KwJR03BhMPw2P4na391E50n+StJl0THEB+eRGR6lf2u+rkqMKtfCHqH+lX1MJ3o+h1aY8dwEFkzXS4hVVam73b5sseNlXnSHp7KkhpjdW0z0SH6f5Uu9JdTiJh1J7B8WOsnTjp0wYSDiDR0SXR0SXzaB7nj7l8C7YPcIbeRPjKpMcVKo4ZKdDjwmCyJeqWaOVtT0CvE1+hjPphwEJFJVZbUAE/eO/O4bUMkOvr28NSp1wQbj980S6LDxId0IVA2cygpNavS3zFDYsJBRFbBUImOPj08fbs3xITwpiZLdGpiDw8Tn9ohM8/4N9xkwkFEZESmTHRqWg9PZbO0qrNmDhMd4/N2Vhj9OZhwEBFZAXP08FQ2hgfQf82cmtLDY4ljdiQAfF1Ns2AZEw4iIjKp6gxOrgk9PDV5scDqJD7qIaKz+oWYZJEwJhxERGTxTDVYeVyPRki8mFnlJSVTjOHRtUfH10DrcOiKCQcREZGByKSSx15SAow/hkeXHh1TL3/OhIOIiMjC6NqjY0pSsz0zERERWQ0mHERERGR0TDiIiIjI6JhwEBERkdEx4SAiIiKjY8JBRERERsdpsQCEKFueLTc312DHLCkpQUFBAXJzcyGXyw123NqC7Wf72X62n+23jvarvzvV36VVYcIBIC8vDwBQr149M0dCRERUO+Xl5cHV1bXK/RLxuJTECqhUKty6dQvOzs6QSAyz6lpubi7q1auH69evw8XFxSDHrE3Yfraf7Wf72X7raL8QAnl5efD394dUWvVIDfZwAJBKpahbt65Rju3i4mIVb7iqsP1sP9vP9lsra2r/o3o21DholIiIiIyOCQcREREZHRMOI7Gzs8OsWbNgZ2dn7lDMgu1n+9l+tp/tt872V4WDRomIiMjo2MNBRERERseEg4iIiIyOCQcREREZHRMOIiIiMjomHEawdOlS1K9fHwqFAu3bt0dSUpK5QzKa/fv3o1+/fvD394dEIsEvv/yitX/48OGQSCRa/3r37m2eYA1s+fLlaNGihWZxn7CwMOzYsUOzv7CwELGxsfDw8ICTkxMGDRqEjIwMM0ZsXB999BEkEgkmTZqkKevWrVuF8z9mzBjzBWlgN2/exLBhw+Dh4QF7e3s0b94cx48f1+wXQmDmzJnw8/ODvb09wsPDceHCBTNGbDj169evcG4lEgliY2MBWP65B8qW8p40aRICAwNhb2+Pjh074tixY5r9lnz+q4MJh4Ft3LgRU6ZMwaxZs3DixAm0bNkSkZGRyMzMNHdoRpGfn4+WLVti6dKlVdbp3bs30tLSNP9++OEHE0ZoPHXr1sVHH32E5ORkHD9+HD169ED//v1x7tw5AMDkyZOxdetWbNq0CQkJCbh16xYGDhxo5qiN49ixY1ixYgVatGhRYd/o0aO1zv/ChQvNEKHh3bt3D506dYJcLseOHTuQkpKCf//736hTp46mzsKFC7FkyRJ89dVXOHr0KBwdHREZGYnCwkIzRm4Yx44d0zqv8fHxAICXX35ZU8dSz73am2++ifj4eHz33Xc4c+YMIiIiEB4ejps3bwKw7PNfLYIMql27diI2NlazrVQqhb+/v1iwYIEZozINAOLnn3/WKouOjhb9+/c3SzzmUKdOHfGf//xHZGdnC7lcLjZt2qTZ99dffwkAIjEx0YwRGl5eXp5o3LixiI+PF127dhUTJ07U7Cu/bUmmT58uOnfuXOV+lUolfH19xSeffKIpy87OFnZ2duKHH34wRYgmNXHiRNGwYUOhUqmEEJZ97oUQoqCgQMhkMrFt2zat8tatW4v33nvP6s6/LtjDYUDFxcVITk5GeHi4pkwqlSI8PByJiYlmjMy8/vjjD3h7e6Np06aIiYnB3bt3zR2SwSmVSmzYsAH5+fkICwtDcnIySkpKtN4LwcHBCAgIsLj3QmxsLKKiorTa+rDvv/8enp6eCA0NxYwZM1BQUGDiCI3jt99+Q9u2bfHyyy/D29sbzzzzDFauXKnZn5qaivT0dK3XxdXVFe3bt7e490BxcTHWrVuHkSNHat0A01LPPQCUlpZCqVRCoVBoldvb2+PgwYNWdf51xZu3GdCdO3egVCrh4+OjVe7j44O///7bTFGZV+/evTFw4EAEBQXh0qVL+Oc//4k+ffogMTERMpnM3OE9sTNnziAsLAyFhYVwcnLCzz//jJCQEJw6dQq2trZwc3PTqu/j44P09HTzBGsEGzZswIkTJ7SuWz/s1VdfRWBgIPz9/fHnn39i+vTpOH/+PH766ScTR2p4ly9fxvLlyzFlyhT885//xLFjxzBhwgTY2toiOjpac54r+zywpPcAAPzyyy/Izs7G8OHDNWWWfO4BwNnZGWFhYZg7dy6aNWsGHx8f/PDDD0hMTESjRo2s6vzrigkHGdWQIUM0Pzdv3hwtWrRAw4YN8ccff6Bnz55mjMwwmjZtilOnTiEnJwebN29GdHQ0EhISzB2WSVy/fh0TJ05EfHx8hb/y1N566y3Nz82bN4efnx969uyJS5cuoWHDhqYK1ShUKhXatm2Lf/3rXwCAZ555BmfPnsVXX32F6OhoM0dnWqtWrUKfPn3g7++vKbPkc6/23XffYeTIkXjqqacgk8nQunVrDB06FMnJyeYOrUbiJRUD8vT0hEwmqzATISMjA76+vmaKqmZp0KABPD09cfHiRXOHYhC2trZo1KgR2rRpgwULFqBly5ZYvHgxfH19UVxcjOzsbK36lvReSE5ORmZmJlq3bg0bGxvY2NggISEBS5YsgY2NDZRKZYXHtG/fHgAs4vz7+fkhJCREq6xZs2a4du0aAGjOs6V/Hly9ehW7d+/Gm2+++ch6lnTu1Ro2bIiEhATcv38f169fR1JSEkpKStCgQQOrOf/6YMJhQLa2tmjTpg327NmjKVOpVNizZw/CwsLMGFnNcePGDdy9exd+fn7mDsUoVCoVioqK0KZNG8jlcq33wvnz53Ht2jWLeS/07NkTZ86cwalTpzT/2rZti9deew2nTp2q9JLZqVOnAMAizn+nTp1w/vx5rbL//ve/CAwMBAAEBQXB19dX6z2Qm5uLo0ePWsx7AABWr14Nb29vREVFPbKeJZ378hwdHeHn54d79+5h165d6N+/v9Wcf72Ye9SqpdmwYYOws7MTa9asESkpKeKtt94Sbm5uIj093dyhGUVeXp44efKkOHnypAAgPvvsM3Hy5Elx9epVkZeXJ6ZOnSoSExNFamqq2L17t2jdurVo3LixKCwsNHfoT+zdd98VCQkJIjU1Vfz555/i3XffFRKJRMTFxQkhhBgzZowICAgQe/fuFcePHxdhYWEiLCzMzFEb18MzEy5evCg+/PBDcfz4cZGamip+/fVX0aBBA/Hcc8+ZN0gDSUpKEjY2NmL+/PniwoUL4vvvvxcODg5i3bp1mjofffSRcHNzE7/++qv4888/Rf/+/UVQUJB48OCBGSM3HKVSKQICAsT06dO1yi393Kvt3LlT7NixQ1y+fFnExcWJli1bivbt24vi4mIhhOWff30x4TCCL774QgQEBAhbW1vRrl07ceTIEXOHZDT79u0TACr8i46OFgUFBSIiIkJ4eXkJuVwuAgMDxejRoy0m+Ro5cqQIDAwUtra2wsvLS/Ts2VOTbAghxIMHD8TYsWNFnTp1hIODg3jxxRdFWlqaGSM2vocTjmvXronnnntOuLu7Czs7O9GoUSMxbdo0kZOTY94gDWjr1q0iNDRU2NnZieDgYPH1119r7VepVOKDDz4QPj4+ws7OTvTs2VOcP3/eTNEa3q5duwSACm2yhnMvhBAbN24UDRo0ELa2tsLX11fExsaK7OxszX5LP//64u3piYiIyOg4hoOIiIiMjgkHERERGR0TDiIiIjI6JhxERERkdEw4iIiIyOiYcBAREZHRMeEgIiIio2PCQUREREbHhIOIajSJRIJffvnF3GEQ0RNiwkFERjN8+HAMGDDA3GEQUQ3AhIOIiIiMjgkHEZlEt27dMGHCBPzjH/+Au7s7fH19MXv2bK06Fy5cwHPPPQeFQoGQkBDEx8dXOM7169fxyiuvwM3NDe7u7ujfvz+uXLkCAPj777/h4OCA9evXa+r/+OOPsLe3R0pKijGbR0SPwYSDiExm7dq1cHR0xNGjR7Fw4UJ8+OGHmqRCpVJh4MCBsLW1xdGjR/HVV19h+vTpWo8vKSlBZGQknJ2dceDAARw6dAhOTk7o3bs3iouLERwcjE8//RRjx47FtWvXcOPGDYwZMwYff/wxQkJCzNFkIvof3i2WiIxm+PDhyM7Oxi+//IJu3bpBqVTiwIEDmv3t2rVDjx498NFHHyEuLg5RUVG4evUq/P39AQA7d+5Enz598PPPP2PAgAFYt24d5s2bh7/++gsSiQQAUFxcDDc3N/zyyy+IiIgAADz//PPIzc2Fra0tZDIZdu7cqalPROZhY+4AiMh6tGjRQmvbz88PmZmZAIC//voL9erV0yQbABAWFqZV//Tp07h48SKcnZ21ygsLC3Hp0iXN9jfffIMmTZpAKpXi3LlzTDaIagAmHERkMnK5XGtbIpFApVLp/Pj79++jTZs2+P777yvs8/Ly0vx8+vRp5OfnQyqVIi0tDX5+ftUPmogMggkHEdUIzZo1w/Xr17UShCNHjmjVad26NTZu3Ahvb2+4uLhUepysrCwMHz4c7733HtLS0vDaa6/hxIkTsLe3N3obiKhqHDRKRDVCeHg4mjRpgujoaJw+fRoHDhzAe++9p1Xntddeg6enJ/r3748DBw4gNTUVf/zxByZMmIAbN24AAMaMGYN69erh/fffx2effQalUompU6eao0lE9BAmHERUI0ilUvz888948OAB2rVrhzfffBPz58/XquPg4ID9+/cjICAAAwcORLNmzTBq1CgUFhbCxcUF3377LbZv347vvvsONjY2cHR0xLp167By5Urs2LHDTC0jIoCzVIiIiMgE2MNBRERERseEg4iIiIyOCQcREREZHRMOIiIiMjomHERERGR0TDiIiIjI6JhwEBERkdEx4SAiIiKjY8JBRERERseEg4iIiIyOCQcREREZ3f8BYOYeO2msxioAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot top singular values of avtive_arr2 on a random batch\n", "fusor.plot_singular_values(\n", " target='active_arr2',\n", " n_components=None\n", ")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Inspecting the \"elbows\", we choose the number of PCs to be **30** for both RNA and protein active data.\n", "We then call `construct_graphs` to compute nearest-neighbor graphs as needed." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Aggregating cells in arr1 into metacells of average size 2...\n", "Constructing neighborhood graphs for cells in arr1...\n", "Now at batch 0...\n", "Graph construction finished!\n", "Clustering into metacells...\n", "Now at batch 0...\n", "Metacell clustering finished!\n", "Constructing neighborhood graphs for cells in arr1...\n", "Now at batch 0...\n", "Graph construction finished!\n", "Clustering the graphs for cells in arr1...\n", "Now at batch 0...\n", "Graph clustering finished!\n", "Constructing neighborhood graphs for cells in arr2...\n", "Now at batch 0...\n", "Graph construction finished!\n", "Clustering the graphs for cells in arr2...\n", "Now at batch 0...\n", "Graph clustering finished!\n" ] } ], "source": [ "fusor.construct_graphs(\n", " n_neighbors1=15,\n", " n_neighbors2=15,\n", " svd_components1=30,\n", " svd_components2=30,\n", " resolution1=2,\n", " resolution2=2,\n", " # if two resolutions differ less than resolution_tol\n", " # then we do not distinguish between then\n", " resolution_tol=0.1,\n", " verbose=True\n", ")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Step II: finding initial pivots" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We then use shared arrays whose columns are matched to find initial pivots.\n", "Before we do so, we plot top singular values of two shared arrays to determine how many PCs to use." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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o9XkHDx6Mw4cPq38B7N+/H5mZmWV+SW/btg2dOnWCjY0NXF1d4eHhgeXLl5f7/FVx6dIlAEDPnj3h4eGh8RUXF1dmoG9prVq1QrNmzTSKp3Xr1sHd3R09e/as8HGLFy/GuXPn4Ofnhw4dOmD27NmV/gCryJUrV9C0adPHzoy4du0afH19NX6QA0Dz5s3Vxx9V+jPo7OwMAPDz8yt3v+qzqeLr61tmcGCTJk0AQD3m49q1a2jcuHGZmVraxlT6++Ly5csQQuD9998v816qfrGUfj8rO6c+afN9bWFhofHLDQCaNm2qsX379m1kZ2fj66+/LpPnyJEjAWjmaWVlhe+++w6pqanIy8vDypUryx3fpI3bt2+joKCgTEzAw/dNqVSWGW+hy88FAGjcuLHGtkQiQaNGjTTGCl2/fh0xMTFwdXWFg4MDPDw80L17dwDQ6mfDlStX4OvrW+Fl30eVft+Ah+9dZZ8RW1tbFBcXl3ussLBQo2iqLTiGowazsrJC+/bt0b59ezRp0gQjR47E+vXry62qH1XRXwOi1OA+bVT0g6WiwWKPWrNmDWJiYjBgwABMnToVnp6ekEqlWLhwocZgRBVdvoEGDx6M6dOnY/369Zg0aRJ++eUXODs7IzIyUt3m4MGD6NevH7p164Yvv/wSPj4+kMlkWLlyJdauXfvY82ubt1KpBPBwHMej40lUtJneOHjwYCxYsAB37tyBo6MjfvvtN7z00kuPfeyLL76Irl27YvPmzYiLi8NHH32EDz/8EJs2bUJUVFSlz2loFX0G9fnZ1FVlz616L996660Kx86ULtKrMx99PZcqz5dffrnM2CGV4OBgje1du3YBePiL7tKlSzoXAU9C379YFQoFevfujaysLEybNg3NmjWDvb09bt68iZiYGPXroy9Vfd98fHygUCiQmZmpMWGguLgYd+/eha+vr17jrA4sOGoJ1cChtLS0Jz6XavT45cuXNX5w3L17t0zVrforKjs7W2PmjDZdxhs2bECDBg2wadMmjV/glRVM2ggMDESHDh2wbt06TJgwAZs2bcKAAQM0pgpv3LgRNjY22LVrl8b+lStXVnp+bfNW/TXp6emJXr16VSmXwYMHY86cOdi4cSO8vLyQm5urMfC1Ij4+Phg/fjzGjx+PzMxMtG3bFgsWLNC54GjYsCGOHTsGuVyuHjxZWkBAAHbv3o28vDyNXo4///xTfVyfbt26VWYK5P/+9z8AUF+qCQgIwJkzZ6BUKjV6Oaoak6qLXyaTVfm9LE9VewN0FRAQAKVSqe6xUrl48aJGO9UMFoVCoVWeZ86cwdy5czFy5EikpKTgtddew9mzZ9W9U7rw8PCAnZ1dmZiAh++bhYVFmV4wXal6HVWEELh8+bK6iDp79iz+97//YfXq1Rg+fLi6XXx8fJlzVfTeNWzYELt27UJWVpZWvRxVoRpUf+LECfTp00e9/8SJE1AqlWUG3dcGvKRSw+zbt6/cyld1/bG8rkhdhYWFwdLSEsuXL9fY/8UXX5Rpq/qFeuDAAfW+/Pz8cqdylqaq7B/N59ixY0hMTKxS3KUNHjwYR48exXfffYc7d+6UuZwilUohkUg0eiWuXr2q1fLK2uYdEREBJycnfPDBB5DL5WXOU3o6cnmaN2+Oli1bYt26dVi3bh18fHzQrVs39fE7d+7gzz//VE+BVCgUZbp9PT094evri6KiogofV5FBgwbhzp075b7/qveuT58+UCgUZdp8+umnkEgkeu9VKSkpwYoVK9TbxcXFWLFiBTw8PBASEqKOKT09XeNyVElJCT7//HM4ODiou8i15enpiR49emDFihXlFvbavJflsbe3R3Z2dpUeqwvVe/DZZ59p7F+yZInGtlQqxaBBg7Bx40acO3euzHkezVMulyMmJga+vr5YunQpVq1ahYyMDEyePLlKMUqlUoSHh+PXX3/VuMSRkZGBtWvXokuXLnBycqrSuVW+//575OXlqbc3bNiAtLQ09etT3s8lIQSWLl1a5lyqgrf0+zdo0CAIITBnzpwyj9FX71bPnj3h6upa5uf08uXLYWdnp7dZdtWJPRw1zMSJE1FQUIDnnnsOzZo1Q3FxMY4cOYJ169ahfv366musT8LLywtvvPEG/vOf/6Bfv36IjIzE6dOnsWPHDri7u2tU9eHh4fD398eoUaMwdepUSKVSfPfdd/Dw8MD169cf+zzPPvssNm3ahOeeew7R0dFITU3FV199haCgINy/f/+J83jxxRfx1ltv4a233oKrq2uZv9aio6PxySefIDIyEkOHDkVmZiaWLVuGRo0a4cyZM489t7Z5Ozk5Yfny5XjllVfQtm1bDBkyRN3m999/R+fOncv9RV7a4MGDMXPmTNjY2GDUqFEaf7F/8cUXmDNnDvbt24cePXogLy8P9erVw/PPP49WrVrBwcEBu3fvxvHjx/Gf//ynwsdVZPjw4fj+++8xZcoUJCUloWvXrsjPz8fu3bsxfvx49O/fH3379sUzzzyD9957D1evXkWrVq0QFxeHX3/9FZMmTSozbuBJ+fr64sMPP8TVq1fRpEkTrFu3DikpKfj666/VvTBjxozBihUrEBMTg+TkZNSvXx8bNmzA4cOHsWTJkjLjTbSxbNkydOnSBS1btsTo0aPRoEEDZGRkIDExEX///TdOnz6t8zlDQkKwfPlyzJ8/H40aNYKnp+djx+dUVevWrfHSSy/hyy+/RE5ODp5++mns2bMHly9fLtN20aJF2LdvHzp27IjRo0cjKCgIWVlZOHnyJHbv3o2srCwAwPz585GSkoI9e/bA0dERwcHBmDlzJmbMmIHnn39e4y9vbc2fPx/x8fHo0qULxo8fD0tLS6xYsQJFRUVYvHjxE78Orq6u6NKlC0aOHImMjAwsWbIEjRo1wujRowEAzZo1Q8OGDfHWW2/h5s2bcHJywsaNG8sdU6Eqbl9//XVERERAKpViyJAheOaZZ/DKK6/gs88+w6VLlxAZGQmlUomDBw/imWee0cvKqra2tpg3bx5iY2PxwgsvICIiAgcPHsSaNWuwYMECg/WsGFQ1z4qhSuzYsUO8+uqrolmzZsLBwUFYWVmJRo0aiYkTJ4qMjAyNthVNiz1+/LhGO9V0sX379qn3lZSUiPfff194e3sLW1tb0bNnT/HHH38INzc3MXbsWI3HJycni44dOworKyvh7+8vPvnkE62mxSqVSvHBBx+IgIAAYW1tLdq0aSO2bdsmRowYIQICAtTtKpo+p43OnTsLAOK1114r9/i3334rGjduLKytrUWzZs3EypUry53yWvq11CVvIR6+xhEREcLZ2VnY2NiIhg0bipiYGHHixAmt8rh06ZIAIACIQ4cOaRxTxat6/4qKisTUqVNFq1athKOjo7C3txetWrUSX3755WMf9zgFBQXivffeE4GBgUImkwlvb2/x/PPPa0xdzMvLE5MnTxa+vr5CJpOJxo0bi48++khjGqAQD6cClp6yW9F7rPpsrl+/Xr2ve/fu4qmnnhInTpwQoaGhwsbGRgQEBIgvvviiTNwZGRli5MiRwt3dXVhZWYmWLVuKlStXavXcqlgfnS4qhBBXrlwRw4cPF97e3kImk4m6deuKZ599VmzYsEHdRpfvtfT0dBEdHS0cHR0FgEqnyJaOSfU+3r59W6NdeZ/FBw8eiNdff124ubkJe3t70bdvX3Hjxo1y88zIyBCxsbHCz89P/Z6HhYWJr7/+Wgjx8PNvaWkpJk6cqPG4kpIS0b59e+Hr6yvu3btXYR6Pe91PnjwpIiIihIODg7CzsxPPPPOMOHLkSLn5lX6NK6J67X/66Scxffp04enpKWxtbUV0dLTGVFchhLhw4YLo1auXcHBwEO7u7mL06NHq6aqPfn5KSkrExIkThYeHh5BIJBo/N0pKSsRHH30kmjVrJqysrISHh4eIiooSycnJ6jblfS8IUf7Pm4p8/fXXomnTpsLKyko0bNhQfPrpp2W+52oLiRDVMFqLaoXs7GzUqVMH8+fPVy9SRFTdevTogTt37pTb3U9EtRfHcJip8uZwq6711tZbzBMRUc3FMRxmat26dVi1apV6yeFDhw7hp59+Qnh4ODp37mzs8IiIyMSw4DBTwcHBsLS0xOLFi5Gbm6seSDp//nxjh0ZERCaIYziIiIjI4DiGg4iIiAyOBQcREREZHMdw4OG9BW7dugVHR8dqW4aYiIjIFAghkJeXB19f3zI3U3wUCw48vG/Dk67fT0REZM5u3LiBevXqVXicBQegXgL5xo0bT7yOv4pcLkdcXBzCw8MrvCGWKWP+zJ/5M3/mbx755+bmws/Pr9LbCbDgwL93BHRyctJrwWFnZwcnJyez+MCVxvyZP/Nn/szfvPKvbEgCB40SERGRwbHgICIiIoNjwUFEREQGx4KDiIiIDI4FBxERERkcCw4iIiIyOBYcBqBQChxLzULyHQmOpWZBoeT98YiIyLxxHQ4923kuDXO2XkBaTiEAKb6/dAI+zjaY1TcIkS18jB0eERGRUbCHQ492nkvDuDUn/yk2/pWeU4hxa05i57k0I0VGRERkXCw49EShFJiz9QLKu3ii2jdn6wVeXiEiIrPEgkNPklKzyvRsPEoASMspRFJqVvUFRUREVEOw4NCTzLyKi42qtCMiIjIlLDj0xNPRRq/tiIiITEmNKTgWLVoEiUSCSZMmqfcVFhYiNjYWbm5ucHBwwKBBg5CRkaHxuOvXryM6Ohp2dnbw9PTE1KlTUVJSUs3RAx0CXeHjbIOK7pUnAeDjbIMOga7VGRYREVGNUCMKjuPHj2PFihUIDg7W2D958mRs3boV69evR0JCAm7duoWBAweqjysUCkRHR6O4uBhHjhzB6tWrsWrVKsycObO6U4DUQoJZfYPKPaYqQmb1DYLU4vG37yUiIjJFRi847t+/j2HDhuGbb75BnTp11PtzcnLw7bff4pNPPkHPnj0REhKClStX4siRIzh69CgAIC4uDhcuXMCaNWvQunVrREVFYd68eVi2bBmKi4urPZfIFj5Y/nJbeDlZa+z3drbB8pfbch0OIiIyW0Zf+Cs2NhbR0dHo1asX5s+fr96fnJwMuVyOXr16qfc1a9YM/v7+SExMRKdOnZCYmIiWLVvCy8tL3SYiIgLjxo3D+fPn0aZNm3Kfs6ioCEVFRert3NxcAIBcLodcLn+ifMKauqPb5K4ImrMbAPDZiy0Q/pQPpBaSJz53baLK1ZxyfhTzZ/6P/t/cMH/zyl/bPI1acPz88884efIkjh8/XuZYeno6rKys4OLiorHfy8sL6enp6jaPFhuq46pjFVm4cCHmzJlTZn9cXBzs7Ox0TaNcVhZSFCsluH0pBbtupOjlnLVRfHy8sUMwKubP/M0Z8zeP/AsKCrRqZ7SC48aNG3jjjTcQHx8PG5vqnbkxffp0TJkyRb2dm5sLPz8/hIeHw8nJSS/PccflKi5e/APRvXvAzVE/RUxtIpfLER8fj969e0Mmkxk7nGrH/Jk/82f+5pK/6ipBZYxWcCQnJyMzMxNt27ZV71MoFDhw4AC++OIL7Nq1C8XFxcjOztbo5cjIyIC3tzcAwNvbG0lJSRrnVc1iUbUpj7W1Naytrcvsl8lkevtwDH+6PrZnX4Cbo51ZfOAqos/XtDZi/syf+TN/U6dtjkYbNBoWFoazZ88iJSVF/dWuXTsMGzZM/W+ZTIY9e/aoH3Px4kVcv34doaGhAIDQ0FCcPXsWmZmZ6jbx8fFwcnJCUFD5M0aIiIio+hmth8PR0REtWrTQ2Gdvbw83Nzf1/lGjRmHKlClwdXWFk5MTJk6ciNDQUHTq1AkAEB4ejqCgILzyyitYvHgx0tPTMWPGDMTGxpbbg1GdLmXcx/9yJGifVwRfV9OvcImIiB7H6LNUHufTTz+FhYUFBg0ahKKiIkRERODLL79UH5dKpdi2bRvGjRuH0NBQ2NvbY8SIEZg7d64Ro35o/vY/ceQvKQKDsvC8q4OxwyEiIjKqGlVw7N+/X2PbxsYGy5Ytw7Jlyyp8TEBAALZv327gyHRnayUFADwoVhg5EiIiIuMz+sJfpspOVXDIWXAQERGx4DAQVcGRX1T993UhIiKqaVhwGIitjD0cREREKiw4DMTO6uHwGI7hICIiYsFhMOpLKiw4iIiIWHAYSsfAOujnr8CzwRWveEpERGQuatS0WFPS2s8Ft+oKdG3kbuxQiIiIjI49HERERGRwLDgM5H5RCa7lAWdv5hg7FCIiIqNjwWEg52/l4pNzlnhrwzljh0JERGR0LDgMRDVLpaCYC38RERGx4DAQLvxFRET0LxYcBmJv/XACUAHX4SAiImLBYSiqHg65QkCuUBo5GiIiIuNiwWEgqtvTA+zlICIiYsFhIFZSCSwkAgDvp0JERMSVRg1EIpEgsp4SQc2aafR2EBERmSMWHAYUUU+gT7dAyGQyY4dCRERkVLykQkRERAbHgsOA7hYC527mIrug2NihEBERGRULDgNac1mK5746iiNX7ho7FCIiIqNiwWFA1tKHs1Q4LZaIiMwdCw4Dsvrn1eX9VIiIyNyx4DAg1WxY9nAQEZG5Y8FhQNbqHg4WHEREZN5YcBiQuoejiJdUiIjIvLHgMCAri38GjfIW9UREZOa40qgBNXICxnULRNv6bsYOhYiIyKhYcBhQY2eBPr0bc2lzIiIye7ykQkRERAbHgsOAihVA6p18/HX7vrFDISIiMioWHAb0V54E4UsPY/yPJ40dChERkVGx4DAg1SyVB5ylQkREZs6oBcfy5csRHBwMJycnODk5ITQ0FDt27FAf79GjByQSicbX2LFjNc5x/fp1REdHw87ODp6enpg6dSpKSmrGuhfWXGmUiIgIgJFnqdSrVw+LFi1C48aNIYTA6tWr0b9/f5w6dQpPPfUUAGD06NGYO3eu+jF2dnbqfysUCkRHR8Pb2xtHjhxBWloahg8fDplMhg8++KDa8ylNfS8VLvxFRERmzqgFR9++fTW2FyxYgOXLl+Po0aPqgsPOzg7e3t7lPj4uLg4XLlzA7t274eXlhdatW2PevHmYNm0aZs+eDSsrK4Pn8DjqlUblCgghIJFIjBoPERGRsdSYdTgUCgXWr1+P/Px8hIaGqvf/+OOPWLNmDby9vdG3b1+8//776l6OxMREtGzZEl5eXur2ERERGDduHM6fP482bdqU+1xFRUUoKipSb+fm5gIA5HI55HK5XvKRy+XqSypCAPcfFMFGJtXLuWsD1euor9eztmH+zP/R/5sb5m9e+Wubp9ELjrNnzyI0NBSFhYVwcHDA5s2bERQUBAAYOnQoAgIC4OvrizNnzmDatGm4ePEiNm3aBABIT0/XKDYAqLfT09MrfM6FCxdizpw5ZfbHxcVpXLJ5UlaPjJD5bfsuOJjh+l/x8fHGDsGomD/zN2fM3zzyLygo0KqdRAghDBzLYxUXF+P69evIycnBhg0b8N///hcJCQnqouNRe/fuRVhYGC5fvoyGDRtizJgxuHbtGnbt2qVuU1BQAHt7e2zfvh1RUVHlPmd5PRx+fn64c+cOnJyc9JKXXC5HfHw8Tirrw8ZKhv/rVh+ONuZTcajy7927t1mutMr8mT/zZ/7mkn9ubi7c3d2Rk5Pz2N+hRu/hsLKyQqNGjQAAISEhOH78OJYuXYoVK1aUaduxY0cAUBcc3t7eSEpK0miTkZEBABWO+wAAa2trWFtbl9kvk8n0/uGY8WyQWXzgKmKI17Q2Yf7Mn/kzf1OnbY41bh0OpVKp0fvwqJSUFACAj48PACA0NBRnz55FZmamuk18fDycnJzK7SEhIiIi4zBqD8f06dMRFRUFf39/5OXlYe3atdi/fz927dqFK1euYO3atejTpw/c3Nxw5swZTJ48Gd26dUNwcDAAIDw8HEFBQXjllVewePFipKenY8aMGYiNjS23B8MYsvKLUagohruDNeytjd6hREREZBRG/Q2YmZmJ4cOHIy0tDc7OzggODsauXbvQu3dv3LhxA7t378aSJUuQn58PPz8/DBo0CDNmzFA/XiqVYtu2bRg3bhxCQ0Nhb2+PESNGaKzbYWyj15zEmb9z8d/h7dAryKvyBxAREZkgoxYc3377bYXH/Pz8kJCQUOk5AgICsH37dn2GpVd2/0yFzS/m4l9ERGS+atwYDlNjZ/WwpnvA5c2JiMiMseAwMNt/lhvl/VSIiMicseAwMHt1wcFLKkREZL5YcBgYeziIiIhYcBicatAoCw4iIjJnLDgMrLW/C17pFIAOga7GDoWIiMhouBKVgfVs6oGIFr7GDoOIiMio2MNBREREBsceDgOTK5TIKSqCUing6WRj7HCIiIiMgj0cBnbg0h20m78bo78/YexQiIiIjIYFh4HZ/7PSaD5nqRARkRljwWFgqnU4uLQ5ERGZMxYcBmbHlUaJiIhYcBiaquDgJRUiIjJnLDgMTFVwFJcoUaJQGjkaIiIi42DBYWCqpc0BoEDOXg4iIjJPXIfDwKwsLTCwbV3YyqSQGDsYIiIiI2HBYWASiQSfvNja2GEQEREZFS+pEBERkcGx4KgGhXIFsvKLUVTCMRxERGSeWHBUg4FfHkHbefE4+leWsUMhIiIyChYc1cBOvdooF/8iIiLzxIKjGthZ/3M/lSJeUiEiIvPEgqMaqNbi4DocRERkrlhwVANeUiEiInPHgqMaqO4Yy0sqRERkrlhwVAP7f8ZwPOAlFSIiMlMsOKpBy7rOGNDaF0/5Ohk7FCIiIqPg0ubVoG8rX/Rt5WvsMIiIiIyGPRxERERkcCw4qklxiRL5RZylQkRE5okFRzXYeS4dTWbsQMzKJGOHQkREZBQsOKoBp8USEZG5M2rBsXz5cgQHB8PJyQlOTk4IDQ3Fjh071McLCwsRGxsLNzc3ODg4YNCgQcjIyNA4x/Xr1xEdHQ07Ozt4enpi6tSpKCmpWZcu1At/cVosERGZKaMWHPXq1cOiRYuQnJyMEydOoGfPnujfvz/Onz8PAJg8eTK2bt2K9evXIyEhAbdu3cLAgQPVj1coFIiOjkZxcTGOHDmC1atXY9WqVZg5c6axUiqXteXDl/nu/SIkXrkLhVIYOSIiIqLqVaWC44cffkDnzp3h6+uLa9euAQCWLFmCX3/9Vafz9O3bF3369EHjxo3RpEkTLFiwAA4ODjh69ChycnLw7bff4pNPPkHPnj0REhKClStX4siRIzh69CgAIC4uDhcuXMCaNWvQunVrREVFYd68eVi2bBmKi4urkpre7TqfgVGrTgAAcgtL8NI3R9Hlw73YeS7NyJERERFVH53X4Vi+fDlmzpyJSZMmYcGCBVAoHl4mcHFxwZIlS9C/f/8qBaJQKLB+/Xrk5+cjNDQUycnJkMvl6NWrl7pNs2bN4O/vj8TERHTq1AmJiYlo2bIlvLy81G0iIiIwbtw4nD9/Hm3atCn3uYqKilBUVKTezs3NBQDI5XLI5fIqxV+aXC7H6bsSrEw8jdL9Gek5hRi35iQ+H9IKEU95lfv42k71Ourr9axtmD/zf/T/5ob5m1f+2uapc8Hx+eef45tvvsGAAQOwaNEi9f527drhrbfe0vV0OHv2LEJDQ1FYWAgHBwds3rwZQUFBSElJgZWVFVxcXDTae3l5IT09HQCQnp6uUWyojquOVWThwoWYM2dOmf1xcXGws7PTOYfyKAWw6aoUAgKAROOY+Oe/MzalQH5VAQtJOScwEfHx8cYOwaiYP/M3Z8zfPPIvKCjQqp3OBUdqamq5PQfW1tbIz8/X9XRo2rQpUlJSkJOTgw0bNmDEiBFISEjQ+Ty6mD59OqZMmaLezs3NhZ+fH8LDw+HkpJ/lxw9fykT20ZTHtJAguxjwCOqEjoGuennOmkQulyM+Ph69e/eGTCYzdjjVjvkzf+bP/M0lf9VVgsroXHAEBgYiJSUFAQEBGvt37tyJ5s2b63o6WFlZoVGjRgCAkJAQHD9+HEuXLsXgwYNRXFyM7OxsjV6OjIwMeHt7AwC8vb2RlKS5toVqFouqTXmsra1hbW1dZr9MJtPbhyPrgXYzUu4WlJj0B1Kfr2ltxPyZP/Nn/qZO2xx1HjQ6ZcoUxMbGYt26dRBCICkpCQsWLMD06dPx9ttv6xxoaUqlEkVFRQgJCYFMJsOePXvUxy5evIjr168jNDQUABAaGoqzZ88iMzNT3SY+Ph5OTk4ICgp64liehKdj2YKm/HY2Bo6EiIjI+HTu4Xjttddga2uLGTNmoKCgAEOHDoWvry+WLl2KIUOG6HSu6dOnIyoqCv7+/sjLy8PatWuxf/9+7Nq1C87Ozhg1ahSmTJkCV1dXODk5YeLEiQgNDUWnTp0AAOHh4QgKCsIrr7yCxYsXIz09HTNmzEBsbGy5PRjVqV1AHbhYCeQUS8oMGgUejurwdrZBBxO8nEJERFRale4WO2zYMAwbNgwFBQW4f/8+PD09q/TkmZmZGD58ONLS0uDs7Izg4GDs2rULvXv3BgB8+umnsLCwwKBBg1BUVISIiAh8+eWX6sdLpVJs27YN48aNQ2hoKOzt7TFixAjMnTu3SvHok9RCgoH1lVj5PykkgEbRoRojOqtvEKSmPGKUiIjoH090e3o7O7snmtXx7bffPva4jY0Nli1bhmXLllXYJiAgANu3b69yDIbUyk3g8yGtsGDHRaTlFKr3ezvbYFbfIES28DFidERERNWnSoNGJZKK/yr/66+/niggUxPxlBeigusi5rskHLx8B0M7+GHegJbs2SAiIrOic8ExadIkjW25XI5Tp05h586dmDp1qr7iMilSCwkaejrg4OU7cLGzYrFBRERmR+eC44033ih3/7Jly3DixIknDshUOdk+nDaU88A8Vp4jIiJ6lN5u3hYVFYWNGzfq63Qmx/mfgiO3sGbdyZaIiKg66K3g2LBhA1xdOcWzIs7s4SAiIjOm8yWVNm3aaAwaFUIgPT0dt2/f1piySpoC3OzwTFMPBNdzMXYoRERE1U7ngmPAgAEa2xYWFvDw8ECPHj3QrFkzfcVlctrXd8XKkR2MHQYREZFR6FxwzJo1yxBxEBERkQnTquDQ9k5wAPR2t1VTVVyihEwqeexaJkRERKZGq4LDxcWl0l+QQghIJBIoFNrdJdXcFMoVaDM3Hg/kCpyfEwF76yda5JWIiKhW0eq33r59+wwdh8mztrRAiVIJ4OFMFRYcRERkTrT6rde9e3dDx2HyJBIJnG1luHO/GDkP5PB1sTV2SERERNWmyn9mFxQU4Pr16yguLtbYHxwc/MRBmSonm38LDiIiInOic8Fx+/ZtjBw5Ejt27Cj3OMdwVEy1vHkuCw4iIjIzOq80OmnSJGRnZ+PYsWOwtbXFzp07sXr1ajRu3Bi//fabIWI0GVxtlIiIzJXOPRx79+7Fr7/+inbt2sHCwgIBAQHo3bs3nJycsHDhQkRHRxsiTpPAgoOIiMyVzj0c+fn58PT0BADUqVMHt2/fBgC0bNkSJ0+e1G90Jia4njN6NvNEXQ4YJSIiM6NzD0fTpk1x8eJF1K9fH61atcKKFStQv359fPXVV/Dx8TFEjCbjta4N8FrXBsYOg4iIqNrpXHC88cYbSEtLA/BwmfPIyEj8+OOPsLKywqpVq/QdHxEREZkAnQuOl19+Wf3vkJAQXLt2DX/++Sf8/f3h7u6u1+BMlUIpILXg0uZERGQ+dB7DcejQIY1tOzs7tG3blsWGFvb9mYnm7+/EiysSjR0KERFRtdK54OjZsycCAwPx7rvv4sKFC4aIyWRZyyzwQK7gLBUiIjI7Ohcct27dwptvvomEhAS0aNECrVu3xkcffYS///7bEPGZFCcbLvxFRETmSeeCw93dHRMmTMDhw4dx5coVvPDCC1i9ejXq16+Pnj17GiJGk8F1OIiIyFzpXHA8KjAwEO+88w4WLVqEli1bIiEhQV9xmSRnu4cFR1GJEoVyLgFPRETmo8oFx+HDhzF+/Hj4+Phg6NChaNGiBX7//Xd9xmZyHKwsoZqcwssqRERkTnSeFjt9+nT8/PPPuHXrFnr37o2lS5eif//+sLOzM0R8JsXCQgJHGxlyHsiRWyiHp5ONsUMiIiKqFjoXHAcOHMDUqVPx4osvcipsFXRp5I4HcgWkFk90NYuIiKhW0bngOHz4sCHiMBvLhrU1dghERETVjn9mExERkcGx4DASIYSxQyAiIqo2LDiq2cLtf6DZ+zvw2Z7Lxg6FiIio2uhUcCgUChw4cADZ2dkGCscMSIBCuRK5hZwWS0RE5kOngkMqlSI8PBz37t3Ty5MvXLgQ7du3h6OjIzw9PTFgwABcvHhRo02PHj0gkUg0vsaOHavR5vr164iOjoadnR08PT0xdepUlJSU6CVGfeNqo0REZI50vqTSokUL/PXXX3p58oSEBMTGxuLo0aOIj4+HXC5HeHg48vPzNdqNHj0aaWlp6q/FixerjykUCkRHR6O4uBhHjhzB6tWrsWrVKsycOVMvMeobCw4iIjJHOk+LnT9/Pt566y3MmzcPISEhsLe31zju5OSk9bl27typsb1q1Sp4enoiOTkZ3bp1U++3s7ODt7d3ueeIi4vDhQsXsHv3bnh5eaF169aYN28epk2bhtmzZ8PKykqH7AyPBQcREZkjnQuOPn36AAD69esHiUSi3i+EgEQigUJR9XuE5OTkAABcXV019v/4449Ys2YNvL290bdvX7z//vvqlU0TExPRsmVLeHl5qdtHRERg3LhxOH/+PNq0aVPmeYqKilBUVKTezs3NBQDI5XLI5fopBFTnKX0+O9nD1yy3oFhvz1UTVZS/uWD+zP/R/5sb5m9e+Wubp0ToOD+zshu0de/eXZfTqSmVSvTr1w/Z2dk4dOiQev/XX3+NgIAA+Pr64syZM5g2bRo6dOiATZs2AQDGjBmDa9euYdeuXerHFBQUwN7eHtu3b0dUVFSZ55o9ezbmzJlTZv/atWsNvkT7tfvAJ2ct4WIlMCeEN3AjIqLaraCgAEOHDkVOTs5jr3Lo3MNR1YKiMrGxsTh37pxGsQE8LChUWrZsCR8fH4SFheHKlSto2LBhlZ5r+vTpmDJlino7NzcXfn5+CA8P1+mS0OPI5XLEx8ejd+/ekMlk6v23sh9gf85ZeDlao0+fVnp5rpqoovzNBfNn/syf+ZtL/qqrBJXRueBQKSgowPXr11FcXKyxPzg4WOdzTZgwAdu2bcOBAwdQr169x7bt2LEjAODy5cto2LAhvL29kZSUpNEmIyMDACoc92FtbQ1ra+sy+2Uymd4/HKXPGeAhw6bxnfX6HDWZIV7T2oT5M3/mz/xNnbY56lxw3L59GyNHjsSOHTvKPa7LGA4hBCZOnIjNmzdj//79CAwMrPQxKSkpAAAfHx8AQGhoKBYsWIDMzEx4enoCAOLj4+Hk5ISgoCCtYyEiIiLD0Xla7KRJk5CdnY1jx47B1tYWO3fuxOrVq9G4cWP89ttvOp0rNjYWa9aswdq1a+Ho6Ij09HSkp6fjwYMHAIArV65g3rx5SE5OxtWrV/Hbb79h+PDh6Natm7onJTw8HEFBQXjllVdw+vRp7Nq1CzNmzEBsbGy5vRhERERU/XTu4di7dy9+/fVXtGvXDhYWFggICEDv3r3h5OSEhQsXIjo6WutzLV++HMDDxb0etXLlSsTExMDKygq7d+/GkiVLkJ+fDz8/PwwaNAgzZsxQt5VKpdi2bRvGjRuH0NBQ2NvbY8SIEZg7d66uqVWbAcsO42J6Hn4a0wmt/VyMHQ4REZHB6Vxw5Ofnqy9d1KlTB7dv30aTJk3QsmVLnDx5UqdzVTZBxs/Pr9JZMQAQEBCA7du36/TcxlRUosQDuYJrcRARkdnQ+ZJK06ZN1cuPt2rVCitWrMDNmzfx1VdfqcdV0OM52z6s81hwEBGRudC5h+ONN95AWloaAGDWrFmIjIzEjz/+CCsrK6xatUrf8ZkkrjZKRETmRueC4+WXX1b/OyQkBNeuXcOff/4Jf39/uLu76zU4U+Vk87DgyGXBQUREZqLK63Co2NnZoW3btvqIxWyoejhYcBARkbnQquB4dFXOynzyySdVDsZc8JIKERGZG60KjlOnTml1skdv5kYV83ezQ0hAHfi5Gva+LURERDWFVgXHvn37DB2HWenfui76t65r7DCIiIiqjc7TYomIiIh0pfOg0Weeeeaxl0727t37RAERERGR6dG54GjdurXGtlwuR0pKCs6dO4cRI0boKy6TdiOrAC98lQgAOPpumJGjISIiMjydC45PP/203P2zZ8/G/fv3nzggc2AjkyI9txASCaBUClhYcLAtERGZNr2N4Xj55Zfx3Xff6et0Js3eWgoAEALY+2cmFMrH31OGiIiottNbwZGYmAgbGxt9nc5k7TyXhrD//HtDute+P4EuH+7FznNpRoyKiIjIsHS+pDJw4ECNbSEE0tLScOLECbz//vt6C8wU7TyXhnFrTqJ0f0Z6TiHGrTmJ5S+3RWQL3gCPiIhMj84Fh7Ozs8a2hYUFmjZtirlz5yI8PFxvgZkahVJgztYLZYoNABAAJADmbL2A3kHekHJMBxERmRidC46VK1caIg6Tl5SahbScwgqPCwBpOYVISs1CaEO36guMiIioGnDhr2qSmVdxsVGVdkRERLWJzj0cderUKXfhL4lEAhsbGzRq1AgxMTEYOXKkXgI0FZ6O2g2o1bYdERFRbaJzwTFz5kwsWLAAUVFR6NChAwAgKSkJO3fuRGxsLFJTUzFu3DiUlJRg9OjReg+4tuoQ6AofZxuk5xSWO45DAsDb2QYdAl2rOzQiIiKD07ngOHToEObPn4+xY8dq7F+xYgXi4uKwceNGBAcH47PPPmPB8QiphQSz+gZh3JqTkAAaRYeqv2hW3yAOGCUiIpOk8xiOXbt2oVevXmX2h4WFYdeuXQCAPn364K+//nry6ExMZAsfLH+5LbydNS+beDnbcEosERGZNJ0LDldXV2zdurXM/q1bt8LV9eHlgPz8fDg6Oj55dCYosoUPDk3riZ9Gd4SN5cOXf1VMexYbRERk0nS+pPL+++9j3Lhx2Ldvn3oMx/Hjx7F9+3Z89dVXAID4+Hh0795dv5GaEKmFBKEN3dHYyxFnb+bgWlYBmvk4GTssIiIig9G54Bg9ejSCgoLwxRdfYNOmTQCApk2bIiEhAU8//TQA4M0339RvlCYq0N0eZ2/mIPVOvrFDISIiMiidCw4A6Ny5Mzp37qzvWMxOoLs9ACD1NgsOIiIybVUqOJRKJS5fvozMzEwolUqNY926ddNLYOaggcc/BcddFhxERGTadC44jh49iqFDh+LatWsQQnNFCYlEAoVCobfgTF19t38KDl5SISIiE6dzwTF27Fi0a9cOv//+O3x8fMpddZS0E+hhj7b+Lgh0d4BCKbgGBxERmSydC45Lly5hw4YNaNSokSHiMStONjJsGs+xMEREZPp0XoejY8eOuHz5siFiISIiIhOlcw/HxIkT8eabbyI9PR0tW7aETCbTOB4cHKy34MxFcYkSD4oVcLaTVd6YiIioFtK54Bg0aBAA4NVXX1Xvk0gkEEJw0GgV/HD0Gmb/dh79Wvni08GtjR0OERGRQehccKSmphoiDrPl4WAFhVLgL85UISIiE6bzGI6AgIDHfuli4cKFaN++PRwdHeHp6YkBAwbg4sWLGm0KCwsRGxsLNzc3ODg4YNCgQcjIyNBoc/36dURHR8POzg6enp6YOnUqSkpKdE3NKALdHQAAqbfvl5lmTEREZCq06uH47bffEBUVBZlMht9+++2xbfv166f1kyckJCA2Nhbt27dHSUkJ3n33XYSHh+PChQuwt3+4RsXkyZPx+++/Y/369XB2dsaECRMwcOBAHD58GACgUCgQHR0Nb29vHDlyBGlpaRg+fDhkMhk++OADrWMxlgA3O0gkQG5hCbLyi+HmYG3skIiIiPROq4JjwIABSE9PV/dCVETXMRw7d+7U2F61ahU8PT2RnJyMbt26IScnB99++y3Wrl2Lnj17AgBWrlyJ5s2b4+jRo+jUqRPi4uJw4cIF7N69G15eXmjdujXmzZuHadOmYfbs2bCystI6HmOwkUnh62yLm9kPcPVuPgsOIiIySVoVHI8uX156KXN9ysnJAQD1be6Tk5Mhl8vRq1cvdZtmzZrB398fiYmJ6NSpExITE9GyZUt4eXmp20RERGDcuHE4f/482rRpU+Z5ioqKUFRUpN7Ozc0FAMjlcsjlcr3kojqPNucLcHtYcFxKz0Wwr6Nent/YdMnfFDF/5v/o/80N8zev/LXNs0r3UjEEpVKJSZMmoXPnzmjRogUAID09HVZWVnBxcdFo6+XlhfT0dHWbR4sN1XHVsfIsXLgQc+bMKbM/Li4OdnZ2T5qKhvj4+ErbSO5bALDA7qSzsE0/rdfnNzZt8jdlzJ/5mzPmbx75FxQUaNVO64IjMTERd+/exbPPPqve9/3332PWrFnIz8/HgAED8Pnnn8PaumqXBGJjY3Hu3DkcOnSoSo/XxfTp0zFlyhT1dm5uLvz8/BAeHg4nJye9PIdcLkd8fDx69+5dZq2S0sTZdLj9eRu9mnsgqoW3Xp7f2HTJ3xQxf+bP/Jm/ueSvukpQGa0Ljrlz56JHjx7qguPs2bMYNWoUYmJi0Lx5c3z00Ufw9fXF7NmzdQ52woQJ2LZtGw4cOIB69eqp93t7e6O4uBjZ2dkavRwZGRnw9vZWt0lKStI4n2oWi6pNadbW1uUWRjKZTO8fDm3OOaCtHwa09dPr89YUhnhNaxPmz/yZP/M3ddrmqPW02JSUFISFham3f/75Z3Ts2BHffPMNpkyZgs8++wy//PKLTkEKITBhwgRs3rwZe/fuRWBgoMbxkJAQyGQy7NmzR73v4sWLuH79OkJDQwEAoaGhOHv2LDIzM9Vt4uPj4eTkhKCgIJ3iMSaFUiDxyl38mnITiVfuQqHkFFkiIjIdWvdw3Lt3T2OsREJCAqKiotTb7du3x40bN3R68tjYWKxduxa//vorHB0d1WMunJ2dYWtrC2dnZ4waNQpTpkyBq6srnJycMHHiRISGhqJTp04AgPDwcAQFBeGVV17B4sWLkZ6ejhkzZiA2NrbKl3eq285zaZj92wWk5xaq9/k422BW3yBEtvAxYmRERET6oXUPh5eXl3qV0eLiYpw8eVL9Sx8A8vLydO46Wr58OXJyctCjRw/4+Piov9atW6du8+mnn+LZZ5/FoEGD0K1bN3h7e2PTpk3q41KpFNu2bYNUKkVoaChefvllDB8+HHPnztUpFmPZeS4N49ac1Cg2ACA9pxDj1pzEznNpRoqMiIhIf7Tu4ejTpw/eeecdfPjhh9iyZQvs7OzQtWtX9fEzZ86gYcOGOj25Nitr2tjYYNmyZVi2bFmFbQICArB9+3adnrsmUCgF5my9gPJeBQFAAmDO1gvoHeQNqYWkmqMjIiLSH617OObNmwdLS0t0794d33zzDb755huNRbW+++47hIeHGyRIU5WUmoW0nMIKjwsAaTmFSErNqr6giIiIDEDrHg53d3ccOHAAOTk5cHBwgFQq1Ti+fv16ODg46D1AU5aZV3GxUZV2RERENZXOC385OzuXu1+1Oihpz9PRRq/tiIiIaiqd7xZL+tMh0BU+zjZ43OgMF1sZlEJwmiwREdVqLDiMSGohway+D9cKqajoyH4gx7D/HkOXD/dyxgoREdVaLDiMLLKFD5a/3Bbezo+/bMJpskREVJux4KgBIlv44NC0nvhxVEe42Ja/lonqgsqcrRd4eYWIiGodFhw1hNRCAgsLCbIfVHybX9U02VWHU1l0EBFRrcKCowbRdvrrvN//4JgOIiKqVVhw1CC6TH/lmA4iIqpNWHDUINpMk1XhmA4iIqpNWHDUINpMk30Ulz4nIqLaggVHDaPtNNlHcelzIiKq6Vhw1ECqabLvRzfXqj2XPiciopqOBUcNJbWQIKZz4GPHdEgA+DjboEMg72NDREQ1GwuOGuxxYzpU27P6BkFqoc2IDyIiIuNhwVHDVTSmw93BGstfbovIFj5GioyIiEh7Ot+enqpfZAsf9A7yRlJqFj7d/T8kpWbhhXb1WGwQEVGtwR6OWkJqIUFoQzcMaF0XAJByI9u4AREREemABUct0zbABQBw+kY2F/wiIqJagwVHLdPY0xEO1pbIL1bgYnqescMhIiLSCguOWkZqIUFrPxcAQPL1e8YNhoiISEssOGqhtv4uAIBT11hwEBFR7cCCoxZqE1AHAHCSPRxERFRLcFpsLdQuoA6+GNoGbf3rGDsUIiIirbDgqIUcbWR4NtjX2GEQERFpjQVHLaVQCiSlZiEzrxCejg/vp8IlzomIqKZiwVEL7TyXhpm/nkdmXpF6n4+zDWb1DeLqo0REVCNx0Ggts/NcGsatOalRbABAek4hxq05iZ3n0owUGRERUcXYw1GLKJQCc7ZeQHnri6r2vbv5LB7IlfB24mUWIiKqOVhw1CJJqVlIyyl8bJusfDkmr0sBwMssRERUc/CSSi2Smff4YqM0XmYhIqKaggVHLeLpaKNTe9VlljlbL/BGb0REZFRGLTgOHDiAvn37wtfXFxKJBFu2bNE4HhMTA4lEovEVGRmp0SYrKwvDhg2Dk5MTXFxcMGrUKNy/f78as6g+HQJd4eNsA11GZQgAaTmFSErNMlRYRERElTJqwZGfn49WrVph2bJlFbaJjIxEWlqa+uunn37SOD5s2DCcP38e8fHx2LZtGw4cOIAxY8YYOnSjkFpIMKtvEADoVHQAul+OISIi0iejDhqNiopCVFTUY9tYW1vD29u73GN//PEHdu7ciePHj6Ndu3YAgM8//xx9+vTBxx9/DF/f8lfjLCoqQlHRv9NKc3NzAQByuRxyubwqqZShOo++zqcS1tQdnw9phfnb/0R6blHlD/iHm52l3mN5HEPlX1swf+b/6P/NDfM3r/y1zVMihKgRF/clEgk2b96MAQMGqPfFxMRgy5YtsLKyQp06ddCzZ0/Mnz8fbm5uAIDvvvsOb775Ju7d+/cmZiUlJbCxscH69evx3HPPlftcs2fPxpw5c8rsX7t2Lezs7PSbmIEoBXAlV4LsYmDLVQvcLwHK7/cQcLECZrVVgDNkiYhI3woKCjB06FDk5OTAycmpwnY1elpsZGQkBg4ciMDAQFy5cgXvvvsuoqKikJiYCKlUivT0dHh6emo8xtLSEq6urkhPT6/wvNOnT8eUKVPU27m5ufDz80N4ePhjXyxdyOVyxMfHo3fv3pDJZHo5Z0U6nc/AxJ9PA0CZNTokkGD+wFaIeMrLoDGUVp3510TMn/kzf+ZvLvmrrhJUpkYXHEOGDFH/u2XLlggODkbDhg2xf/9+hIWFVfm81tbWsLa2LrNfJpPp/cNhiHOW9mzrerC0lGLO1gtl1ukY26MhFJDgxPVchATUQfK1e9V6/5XqyL8mY/7Mn/kzf1OnbY41uuAorUGDBnB3d8fly5cRFhYGb29vZGZmarQpKSlBVlZWheM+TFVkCx/0DvJGUmoW0nMLMX/bedzNl2P5/ivqNhaSh5diVLydrPFSB3/Ud7fnDeCIiMigalXB8ffff+Pu3bvw8Xm4cmZoaCiys7ORnJyMkJAQAMDevXuhVCrRsWNHY4ZqFFILCUIbumHnuTTczS87iKf0UhzpuUX4dPcl9TZXJiUiIkMx6rTY+/fvIyUlBSkpKQCA1NRUpKSk4Pr167h//z6mTp2Ko0eP4urVq9izZw/69++PRo0aISIiAgDQvHlzREZGYvTo0UhKSsLhw4cxYcIEDBkypMIZKqZOdb+VquDKpEREZChGLThOnDiBNm3aoE2bNgCAKVOmoE2bNpg5cyakUinOnDmDfv36oUmTJhg1ahRCQkJw8OBBjfEXP/74I5o1a4awsDD06dMHXbp0wddff22slIxOm/utVIQrkxIRkaEY9ZJKjx498LhZubt27ar0HK6urli7dq0+w6rVnnSBr0dXJg1t6KafoIiIyOzxXiomRtf7rVSEK5MSEZE+seAwMVW530p59FW4EBERASw4TM6T3G9F9Rgf54dTZImIiPSFBYcJimzhg+Uvt4W3s2YvRWVLbKgOz+obxPU4iIhIr2rVOhykvUcXAlOtLProSqNX7xTgp6TrSM/9d6yGt7MN3o9uDmdbK/yacpOLgRERkd6w4DBhqoXAHvXo9oSejTQKkqt372PqxjPIL1Ko23AxMCIi0gdeUjFjqoKkf+u6yHlQjOmbzmkUG8DDKbJj15zEvK3nkXjlLtfnICKiKmEPB2m1Oum3h6/i28NXef8VIiKqEhYcpNPqpLz/ChERVQUvqdATLfLF+68QEZE2WHDQEy3yxfuvEBGRNlhw0BOvTqq6/8qn8f/jwFIiIioXCw564tVJVb7YdxkvfXMUXT7ci13nM/QTHBERmQQWHASg4tVJqyItpxATfj6NTakWOJaaxR4PIiLiLBX616Ork8ZfSMd3h69Cgn/HaegqId0CCd+d4EwWIiJiDwdpUi0GNrPvU/hKjz0eXDyMiMi8sYeDKlT6fizl3X9FF6rFw9jjQURkflhw0GOVvh+L6v4rhy/fxhf7rlTpnKoej1Gd66NXkDdXKyUiMgMsOEgnqgKkQ6ArNp68ifScwiqP8Xi0x+P96OaoY2+tvpEcixAiItPCgoOqRDWVdtyak080sBR42OMxfu0pjX287EJEZFo4aJSqTJ9TaUvjkulERKaFPRz0RPQ9lVZF9fh3Np6Fo40MnRq48RILEVEtxoKDnphqXIdqbMecrRe0vvtsZbIfyDHsv8fg7WSNlzr4o767Pcd4EBHVQiw4SK9UPR6JlzPxzY5jSEiT6qXHIz23CJ/uvqTeZgFCRFS7sOAgvZNaSNAx0BV36wu80L0VFuy4qLceD5XSBQgHmRIR1WwsOMigIp7yQlRwXb2P8Sgt/Z+1PSb3asxeDyKiGogFBxmcIcd4qKgKmMdddgkJqIPka/c01voAoF5JlUUKEZHhsOCgalV6uXRPRxvcyy/GvN/1X4SUvuxiIQEevY2Li50MAJBdIFfvq6xI0bZoISIiTSw4qNqVXi4dACJaeOPolbuIXXsS2Q/kFTzyyZS+Z9yjhYZKZUWKtkXLiyH1kH1HArfULHRo4FFp0cJeFSIydSw4qEaQWkjQubE7Fg1qiXFrTgLQ/ziPqihdpGhbtHy27woAKb6/dKLSoqW8pd216VlhkUJEtQkLDqpRVKuXGmKch7FUVrSUt7S7IYoUbS4HsbAhIkNhwUE1TulxHlfvFOCnpOtIzzWNAkQbhihStLkcVLpNVQbehgTUQVJqFpL/uaQU2siTRQsRGbfgOHDgAD766CMkJycjLS0NmzdvxoABA9THhRCYNWsWvvnmG2RnZ6Nz585Yvnw5GjdurG6TlZWFiRMnYuvWrbCwsMCgQYOwdOlSODg4GCEj0pfS4zwm9Gxk1gWINiorUrS5HFS6TVUG3v7b5uElpaoWLbykRGRajFpw5Ofno1WrVnj11VcxcODAMscXL16Mzz77DKtXr0ZgYCDef/99RERE4MKFC7CxeXjDsGHDhiEtLQ3x8fGQy+UYOXIkxowZg7Vr11Z3OmRAlRUgS3b/D0DNGPdhyqq/aCl/m5eUiGofoxYcUVFRiIqKKveYEAJLlizBjBkz0L9/fwDA999/Dy8vL2zZsgVDhgzBH3/8gZ07d+L48eNo164dAODzzz9Hnz598PHHH8PX17facqHqVboAaertYFLjPkxZVYqW2nxJqfQsJa7/Quaqxo7hSE1NRXp6Onr16qXe5+zsjI4dOyIxMRFDhgxBYmIiXFxc1MUGAPTq1QsWFhY4duwYnnvuuXLPXVRUhKKiIvV2bm4uAEAul0Mu18+UTNV59HW+2qa68w9r6o4ejbvixLV7yMwrwrW7BVh34m+k5/77Ppf9hWMJCInBpuFS9TLKJSVbSwCan6HSl5S0eYyXoxUGt/NDfXc7eDpao42fC07dyEZmXlG52+0C6gCA+vNeURtjFTH8+Wde+WubZ40tONLT0wEAXl5eGvu9vLzUx9LT0+Hp6alx3NLSEq6uruo25Vm4cCHmzJlTZn9cXBzs7OyeNHQN8fHxej1fbWOM/KUAGgCYFgRcyZUgVw44yYBAR4HUvH+3GzqVAPi3ze0HwJFMC+QU//tDWgIBgYq37Swf/iYpKHn0B7sA8CTbVFMpheZ79W/RIKmwjTaPychTTaVWHdH9c1e6jbNM4GkvJTxsK/r8PzzH475HynuMLjUMf/6ZR/4FBQVatauxBYchTZ8+HVOmTFFv5+bmws/PD+Hh4XByctLLc8jlcsTHx6N3796QyWR6OWdtUlvzVyjFY/9qrOwvzfJ7ViSluvYlpf6SZrFRe5R+r8p77yprU/ljRCXbmgVu+W1y5BLs+Fuq3tatd6b87dI9MRX1tBxPvYO9icnoGRqC9oHutap3Rh9q68+/qlJdJahMjS04vL29AQAZGRnw8fn3DqAZGRlo3bq1uk1mZqbG40pKSpCVlaV+fHmsra1hbW1dZr9MJtP7h8MQ56xNalv+MgBdmmj2qlW2XXrf672aIvFyJuIOHkN4146VrjRa3tLulf3gJ9JVmUtKD0oqbVN6OyOvWKMnpvJZSinVOnamps1sqm0//6pK2xxrbMERGBgIb29v7NmzR11g5Obm4tixYxg3bhwAIDQ0FNnZ2UhOTkZISAgAYO/evVAqlejYsaOxQiczJ7WQoGOgK+7+IdAx0BUyS4syS7mXt7S7Lj88q1KkVOUHP9HjVGXAr7FmNpUuYqpatJR+DAf8as+oBcf9+/dx+fJl9XZqaipSUlLg6uoKf39/TJo0CfPnz0fjxo3V02J9fX3Va3U0b94ckZGRGD16NL766ivI5XJMmDABQ4YM4QwVqlXKu7+MvosUXf9KLG+9ExYtZAz6mNlUuoipStGi7Q0fOUupfEYtOE6cOIFnnnlGva0aVzFixAisWrUKb7/9NvLz8zFmzBhkZ2ejS5cu2Llzp3oNDgD48ccfMWHCBISFhakX/vrss8+qPRei6laVIqX0dmVtHl3vRKdpoX/dRtzBY6jj1wTrTtx84qKFRQzpm756ZyrujalglpIB71Jd04sWiRDC7L+Nc3Nz4ezsjJycHL0OGt2+fTv69OljFtfwSmP+zF+Vv4XUskpFCy8pkbnSV09LdRUp2v4OrbFjOIjINGjTE1PePlO5pKTNY4gepd+elofK+9z5ONtgVt8gRLb4d2KGIbHgIKJaqTZcUipvllLpx2hT2LB3hnSlVZGSU4hxa05i+cttq6XoYMFBRFSBqvbOVDZLqfRjKitsakrvDJkW1ZJ0c7ZeQO8gb4OPAWHBQURkZFXpramsTVV7ZyoqdMorYvR1SYmFjfEIPLw3UVJqVrmfMX1iwUFEZIIMMXamdBGjj0tK7J2pGTLzDH/jSxYcRESklfKKGODJLymV3q5NvTOmwtPRpvJGT4gFBxER1SjG7J3RZeyMvgb8GpMEgLfzv7kZEgsOIiIyedr2zuha6JTXG2OMWUpVoRoiOqtvULUsGsaCg4iIqIrKK2Sqe5ZSVce9eHMdDiIiIvOhj1lKVRn3Ut3LobPgICIiquWqOu6lOlkY7ZmJiIjIbLDgICIiIoNjwUFEREQGx4KDiIiIDI4FBxERERkcCw4iIiIyOE6LBSDEw9VRcnNz9XZOuVyOgoIC5ObmQiaT6e28tQXzZ/7Mn/kzf/PIX/W7U/W7tCIsOADk5eUBAPz8/IwcCRERUe2Ul5cHZ2fnCo9LRGUliRlQKpW4desWHB0dIZHoZ9W13Nxc+Pn54caNG3ByctLLOWsT5s/8mT/zZ/7mkb8QAnl5efD19YWFRcUjNdjDAcDCwgL16tUzyLmdnJzM4gNXEebP/Jk/8zdX5pT/43o2VDholIiIiAyOBQcREREZHAsOA7G2tsasWbNgbW1t7FCMgvkzf+bP/Jm/eeZfEQ4aJSIiIoNjDwcREREZHAsOIiIiMjgWHERERGRwLDiIiIjI4FhwGMCyZctQv3592NjYoGPHjkhKSjJ2SAZz4MAB9O3bF76+vpBIJNiyZYvG8ZiYGEgkEo2vyMhI4wSrZ8uXL0dwcLB6cZ/Q0FDs2LFDfbywsBCxsbFwc3ODg4MDBg0ahIyMDCNGbFiLFi2CRCLBpEmT1Pt69OhR5v0fO3as8YLUs5s3b+Lll1+Gm5sbbG1t0bJlS5w4cUJ9XAiBmTNnwsfHB7a2tujVqxcuXbpkxIj1p379+mXeW4lEgtjYWACm/94DD5fynjRpEgICAmBra4unn34ax48fVx835fe/Klhw6Nm6deswZcoUzJo1CydPnkSrVq0QERGBzMxMY4dmEPn5+WjVqhWWLVtWYZvIyEikpaWpv3766adqjNBw6tWrh0WLFiE5ORknTpxAz5490b9/f5w/fx4AMHnyZGzduhXr169HQkICbt26hYEDBxo5asM4fvw4VqxYgeDg4DLHRo8erfH+L1682AgR6t+9e/fQuXNnyGQy7NixAxcuXMB//vMf1KlTR91m8eLF+Oyzz/DVV1/h2LFjsLe3R0REBAoLC40YuX4cP35c432Nj48HALzwwgvqNqb63qu89tpriI+Pxw8//ICzZ88iPDwcvXr1ws2bNwGY9vtfJYL0qkOHDiI2Nla9rVAohK+vr1i4cKERo6oeAMTmzZs19o0YMUL079/fKPEYQ506dcR///tfkZ2dLWQymVi/fr362B9//CEAiMTERCNGqH95eXmicePGIj4+XnTv3l288cYb6mOlt03JtGnTRJcuXSo8rlQqhbe3t/joo4/U+7Kzs4W1tbX46aefqiPEavXGG2+Ihg0bCqVSKYQw7fdeCCEKCgqEVCoV27Zt09jftm1b8d5775nd+68N9nDoUXFxMZKTk9GrVy/1PgsLC/Tq1QuJiYlGjMy49u/fD09PTzRt2hTjxo3D3bt3jR2S3ikUCvz888/Iz89HaGgokpOTIZfLNT4LzZo1g7+/v8l9FmJjYxEdHa2R66N+/PFHuLu7o0WLFpg+fToKCgqqOULD+O2339CuXTu88MIL8PT0RJs2bfDNN9+oj6empiI9PV3jdXF2dkbHjh1N7jNQXFyMNWvW4NVXX9W4AaapvvcAUFJSAoVCARsbG439tra2OHTokFm9/9rizdv06M6dO1AoFPDy8tLY7+XlhT///NNIURlXZGQkBg4ciMDAQFy5cgXvvvsuoqKikJiYCKlUauzwntjZs2cRGhqKwsJCODg4YPPmzQgKCkJKSgqsrKzg4uKi0d7Lywvp6enGCdYAfv75Z5w8eVLjuvWjhg4dioCAAPj6+uLMmTOYNm0aLl68iE2bNlVzpPr3119/Yfny5ZgyZQreffddHD9+HK+//jqsrKwwYsQI9ftc3s8DU/oMAMCWLVuQnZ2NmJgY9T5Tfu8BwNHREaGhoZg3bx6aN28OLy8v/PTTT0hMTESjRo3M6v3XFgsOMqghQ4ao/92yZUsEBwejYcOG2L9/P8LCwowYmX40bdoUKSkpyMnJwYYNGzBixAgkJCQYO6xqcePGDbzxxhuIj48v81eeypgxY9T/btmyJXx8fBAWFoYrV66gYcOG1RWqQSiVSrRr1w4ffPABAKBNmzY4d+4cvvrqK4wYMcLI0VWvb7/9FlFRUfD19VXvM+X3XuWHH37Aq6++irp160IqlaJt27Z46aWXkJycbOzQaiReUtEjd3d3SKXSMjMRMjIy4O3tbaSoapYGDRrA3d0dly9fNnYoemFlZYVGjRohJCQECxcuRKtWrbB06VJ4e3ujuLgY2dnZGu1N6bOQnJyMzMxMtG3bFpaWlrC0tERCQgI+++wzWFpaQqFQlHlMx44dAcAk3n8fHx8EBQVp7GvevDmuX78OAOr32dR/Hly7dg27d+/Ga6+99th2pvTeqzRs2BAJCQm4f/8+bty4gaSkJMjlcjRo0MBs3n9dsODQIysrK4SEhGDPnj3qfUqlEnv27EFoaKgRI6s5/v77b9y9exc+Pj7GDsUglEolioqKEBISAplMpvFZuHjxIq5fv24yn4WwsDCcPXsWKSkp6q927dph2LBhSElJKfeSWUpKCgCYxPvfuXNnXLx4UWPf//73PwQEBAAAAgMD4e3trfEZyM3NxbFjx0zmMwAAK1euhKenJ6Kjox/bzpTe+9Ls7e3h4+ODe/fuYdeuXejfv7/ZvP86MfaoVVPz888/C2tra7Fq1Spx4cIFMWbMGOHi4iLS09ONHZpB5OXliVOnTolTp04JAOKTTz4Rp06dEteuXRN5eXnirbfeEomJiSI1NVXs3r1btG3bVjRu3FgUFhYaO/Qn9s4774iEhASRmpoqzpw5I9555x0hkUhEXFycEEKIsWPHCn9/f7F3715x4sQJERoaKkJDQ40ctWE9OjPh8uXLYu7cueLEiRMiNTVV/Prrr6JBgwaiW7duxg1ST5KSkoSlpaVYsGCBuHTpkvjxxx+FnZ2dWLNmjbrNokWLhIuLi/j111/FmTNnRP/+/UVgYKB48OCBESPXH4VCIfz9/cW0adM09pv6e6+yc+dOsWPHDvHXX3+JuLg40apVK9GxY0dRXFwshDD9919XLDgM4PPPPxf+/v7CyspKdOjQQRw9etTYIRnMvn37BIAyXyNGjBAFBQUiPDxceHh4CJlMJgICAsTo0aNNpvh69dVXRUBAgLCyshIeHh4iLCxMXWwIIcSDBw/E+PHjRZ06dYSdnZ147rnnRFpamhEjNrxHC47r16+Lbt26CVdXV2FtbS0aNWokpk6dKnJycowbpB5t3bpVtGjRQlhbW4tmzZqJr7/+WuO4UqkU77//vvDy8hLW1tYiLCxMXLx40UjR6t+uXbsEgDI5mcN7L4QQ69atEw0aNBBWVlbC29tbxMbGiuzsbPVxU3//dcXb0xMREZHBcQwHERERGRwLDiIiIjI4FhxERERkcCw4iIiIyOBYcBAREZHBseAgIiIig2PBQURERAbHgoOIiIgMjgUHEdVoEokEW7ZsMXYYRPSEWHAQkcHExMRgwIABxg6DiGoAFhxERERkcCw4iKha9OjRA6+//jrefvttuLq6wtvbG7Nnz9Zoc+nSJXTr1g02NjYICgpCfHx8mfPcuHEDL774IlxcXODq6or+/fvj6tWrAIA///wTdnZ2WLt2rbr9L7/8AltbW1y4cMGQ6RFRJVhwEFG1Wb16Nezt7XHs2DEsXrwYc+fOVRcVSqUSAwcOhJWVFY4dO4avvvoK06ZN03i8XC5HREQEHB0dcfDgQRw+fBgODg6IjIxEcXExmjVrho8//hjjx4/H9evX8ffff2Ps2LH48MMPERQUZIyUiegfvFssERlMTEwMsrOzsWXLFvTo0QMKhQIHDx5UH+/QoQN69uyJRYsWIS4uDtHR0bh27Rp8fX0BADt37kRUVBQ2b96MAQMGYM2aNZg/fz7++OMPSCQSAEBxcTFcXFywZcsWhIeHAwCeffZZ5ObmwsrKClKpFDt37lS3JyLjsDR2AERkPoKDgzW2fXx8kJmZCQD4448/4Ofnpy42ACA0NFSj/enTp3H58mU4Ojpq7C8sLMSVK1fU29999x2aNGkCCwsLnD9/nsUGUQ3AgoOIqo1MJtPYlkgkUCqVWj/+/v37CAkJwY8//ljmmIeHh/rfp0+fRn5+PiwsLJCWlgYfH5+qB01EesGCg4hqhObNm+PGjRsaBcLRo0c12rRt2xbr1q2Dp6cnnJycyj1PVlYWYmJi8N577yEtLQ3Dhg3DyZMnYWtra/AciKhiHDRKRDVCr1690KRJE4wYMQKnT5/GwYMH8d5772m0GTZsGNzd3dG/f38cPHgQqamp2L9/P15//XX8/fffAICxY8fCz88PM2bMwCeffAKFQoG33nrLGCkR0SNYcBBRjWBhYYHNmzfjwYMH6NChA1577TUsWLBAo42dnR0OHDgAf39/DBw4EM2bN8eoUaNQWFgIJycnfP/999i+fTt++OEHWFpawt7eHmvWrME333yDHTt2GCkzIgI4S4WIiIiqAXs4iIiIyOBYcBAREZHBseAgIiIig2PBQURERAbHgoOIiIgMjgUHERERGRwLDiIiIjI4FhxERERkcCw4iIiIyOBYcBAREZHBseAgIiIig/t/S67GWfcCDdwAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot top singular values of shared_arr1 on a random batch\n", "fusor.plot_singular_values(\n", " target='shared_arr1',\n", " n_components=None,\n", ")" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot top singular values of shared_arr2 on a random batch\n", "fusor.plot_singular_values(\n", " target='shared_arr2',\n", " n_components=None\n", ")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We choose to use **25** PCs for ``rna_shared`` and **20** PCs for ``protein_shared``.\n", "\n", "We then call ``find_initial_pivots`` to compute initial set of matched pairs.\n", "In this function, ``wt1`` (resp. ``wt2``) is a number between zero and one that specifies the weight on the smoothing target for the first (resp. second) modality. \n", "The smaller it is, the greater the strength of fuzzy smoothing.\n", "When the weight is one, then there is no smoothing at all, meaning the original data will be used." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Now at batch 0<->0...\n", "Done!\n" ] } ], "source": [ "fusor.find_initial_pivots(\n", " wt1=0.7, wt2=0.7,\n", " svd_components1=25, svd_components2=20\n", ")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Now, we have a set of *initial pivots* that store the matched pairs when only the information in the shared arrays is used. The information on initial pivots are stored in the internal field ``fusor._init_matching`` that is invisible to users." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Step III: finding refined pivots" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We now use the information in active arrays to iteratively refine initial pivots. Recall we chose the number of PCs for the active arrays to be **30**.\n", "We plot the top canonical correlations to choose the best number of components in canonical correlation analysis (CCA)." ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " 0'}, xlabel='Index', ylabel='Canonical correlation'>)" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot top canonical correlations in a random batch\n", "fusor.plot_canonical_correlations(\n", " svd_components1=30,\n", " svd_components2=30,\n", " cca_components=30\n", ")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "From the \"elblow\" above, we choose retain top **20** canonical scores.\n", "\n", "We then call `refine_pivots` to get the refined pivots.\n", "Here, `wt1` and `wt2` admit their usual interpretation of controling the strength of smoothing.\n", "`n_iters` specifies the number of iterations, which we choose to be **3**.\n", "We recommend setting `n_iters` to be *less than 5*, as higher iterations will be slower and may make the algorithm diverge when the signal-to-noise ratio is ultra low." ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Now at batch 0<->0...\n", "Done!\n" ] } ], "source": [ "fusor.refine_pivots(\n", " wt1=0.7, wt2=0.7,\n", " svd_components1=30, svd_components2=30,\n", " cca_components=20,\n", " n_iters=3,\n", " randomized_svd=False, \n", " svd_runs=1,\n", " verbose=True\n", ")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The function `filter_bad_matches` filters away unreliable pivots and is helpful for the propagation step.\n", "`filter_prop` specifies approximately the proportion of pivots to be filtered away." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Begin filtering...\n", "Now at batch 0<->0...\n", "3503/5005 pairs of matched cells remain after the filtering.\n", "Fitting CCA on pivots...\n", "Scoring matched pairs...\n", "6951/10000 cells in arr1 are selected as pivots.\n", "3503/10000 cells in arr2 are selected as pivots.\n", "Done!\n" ] } ], "source": [ "fusor.filter_bad_matches(target='pivot', filter_prop=0.3)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We can extract the matched pairs in refined pivots by calling `get_matching` function.\n", "The resulting `pivot_matching` is a nested list.\n", "`pivot_matching[0][i]` and `pivot_matching[1][i]` constitute the matched pair from the first and the second modality;\n", "`pivot_matching[2][i]` is a *quality score* (between zero and one) assigned to this matched pair." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "pivot_matching = fusor.get_matching(target='pivot')" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[6424, 0, 0.8619421610943971]" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# We can inspect the first pivot pair.\n", "[pivot_matching[0][0], pivot_matching[1][0], pivot_matching[2][0]]" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We now compute the cell type level accuracy to evaluate the performance. (This step is not required for actual MaxFuse running)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "lv1 matching acc: 0.934,\n", "lv2 matching acc: 0.832.\n" ] } ], "source": [ "lv1_acc = mf.metrics.get_matching_acc(matching=pivot_matching, \n", " labels1=labels_l1, \n", " labels2=labels_l1 \n", ")\n", "lv2_acc = mf.metrics.get_matching_acc(matching=pivot_matching, \n", " labels1=labels_l2, \n", " labels2=labels_l2 \n", ")\n", "print(f'lv1 matching acc: {lv1_acc:.3f},\\nlv2 matching acc: {lv2_acc:.3f}.')" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We can also compute the confusion matrix to see where the pivot matching goes wrong." ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cm = confusion_matrix(labels_l1[pivot_matching[0]], labels_l1[pivot_matching[1]])\n", "ConfusionMatrixDisplay(\n", " confusion_matrix=np.round((cm.T/np.sum(cm, axis=1)).T*100), \n", " display_labels=np.unique(labels_l1)\n", ").plot()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "As long as the refined pivots have been obtained, we can get joint embedding of the *full* datasets (active arrays)." ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "rna_cca, protein_cca = fusor.get_embedding(\n", " active_arr1=fusor.active_arr1,\n", " active_arr2=fusor.active_arr2\n", ")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Since we know the ground truth matching (it is the identity matching as we manually cut CITE-Seq data into halves), we can compute *fraction of samples closer than the true match* (FOSCTTM). The smaller this metric is, the better the joint embeddings.\n", "We refer the readers to our paper for more metrics." ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.0618912" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dim_use = 15 # dimensions of the CCA embedding to be used for UMAP etc\n", "\n", "mf.metrics.get_foscttm(\n", " dist=mf.utils.cdist_correlation(rna_cca[:,:dim_use], protein_cca[:,:dim_use]),\n", " true_matching='identity'\n", ")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We can also plot the UMAP visualizations of the joint embeddings and we can see that: (1) the two datasets mix well; and (2) the cell types are preseved.\n", "\n", "Empirically, we find *10-20* dimensions of the joint embeddings best represents the data, similar to choosing PCA components to plot UMAPs in the conventional pipelines." ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "cca_adata = ad.AnnData(\n", " np.concatenate((rna_cca[:,:dim_use], protein_cca[:,:dim_use]), axis=0), \n", " dtype=np.float32\n", ")\n", "cca_adata.obs['data_type'] = ['rna'] * rna_cca.shape[0] + ['protein'] * protein_cca.shape[0]\n", "cca_adata.obs['celltype.l1'] = list(labels_l1) * 2\n", "cca_adata.obs['celltype.l2'] = list(labels_l2) * 2" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 20000 × 15\n", " obs: 'data_type', 'celltype.l1', 'celltype.l2'" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cca_adata" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/zongming/miniconda3/envs/maxfuse_ipynb/lib/python3.8/site-packages/scanpy/plotting/_tools/scatterplots.py:392: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", " cax = scatter(\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.pp.neighbors(cca_adata, n_neighbors=15)\n", "sc.tl.umap(cca_adata)\n", "sc.pl.umap(cca_adata, color='data_type')" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/zongming/miniconda3/envs/maxfuse_ipynb/lib/python3.8/site-packages/scanpy/plotting/_tools/scatterplots.py:392: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", " cax = scatter(\n", "/Users/zongming/miniconda3/envs/maxfuse_ipynb/lib/python3.8/site-packages/scanpy/plotting/_tools/scatterplots.py:392: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", " cax = scatter(\n" ] }, { "data": { "image/png": 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Jpq7OyebNRdx6axxXXhlBTIw3L7yQRH29k4YGF998k01BwUT0+ovvWfrrX1Po2zeY/v1DAMjIqAUU2rTxZfr0WI4dq+DDD8/Sr18wXl4Gqqomc/x4JZ07b6BLlwCKi21YrU4WLOjGTTfF/c49JIQQQgghhPizk+CFuGS2ZG9hw7kNdG/WnXmH5/FYz8dodDUyLm4cR4qO0Ohq5Kb2NzEkagh9wvvQNbQru/J3kViayNi4sbw+WEv/lFubi9Pt5FDRIapsVQAsSVnCByc+4JYOt3Co6BBeRi+25Wwjuzobfw9/wrzDGB49nEmtJtEmoA15tXkklSXR2r81x0qOcaToCKdKT7HmrJaiKsYvhoyqDHJqc9hwbgM+Hj50Dul8qbpOCCGEEH9CW7cW8eabqUyZEs306Qf4+OOe1Ne7uPrqSI4cqaS21sGsWa3p1MmfYcPCmTy5OR99lMmxYxU8+GAbvvqqH6AFJaxWF8eOlVNS0khjo4s1a3K4++4j3H57K4qKGigutrFnTylDhoTSuXMAOp3CvffGc8stcQweHEJGRi0HD5bTqpU3J09WsXFjIStW5PLaaykAxMR4YjIpHDhQwZIlWcTGejNoUOil7D4hhBBCCCHEn4wEL8QlU95QzpnyMxwoOMB1ba7j2jbX0jOsJzanjZmdZ3L31rtpdDWiU3R0a9YNh9tBt9BufJP6Dbd0uIUPT35IpHckx0uOk2POweqw4sbN8/ufp7V/a+ocdazPXM8VLa7AoDOwL38f3537DhUVi8HC+Jbj6RfRj+kbp5NTm4OCQmv/1nwx5guq7dXMOzyPSO9I8ury2JS1iTGxY0itTGVt5lrWZa7jlYGvcKjwEHsK9qBTdHwz7hsCzYEAlFhLOFZ8jNGxoy9xLwshhBDij6KsrJGkpCp27y7l5ptjmTo1hv79Q6iudhAebmHKlL3k51upq3MycWJzcnMb6N8/mK+/zuGhh9qyfHkuTqebXbtKaGx0Y7O5ALjzzsMMH94Mm83NV19l8eij7aiprsdRX8iGDYV8910hHh46brkljqlToxk5cgdpabUYDNC5sz/Hjk2kvt5Bly4biYgwU1BgY926fKZPj+XAgQp++KGYLVuKWby4D1u3FrN1axF2u8ru3SNo1coHgIqKRr77roAbbohBp1MuZTcLIYQQQggh/iAkeCF+d4nFiWTWZDK17VT6RvTlrWNvcUuHW3j/+PscKT5CYmki8QHxVNgquL/b/aRVprEtZxvHio8xqfUkpradSmF9IavSV6FTdJj1ZnJrcmkf3J7ShlKWpy1nTMwYwrzCuLvz3XiaPLlzy52oqtrUhn4R/fDQe+B0O3G4HZgUEw7Vwb7CfSw9s5SyhjIaXY3MGzSPz5I/44fsH+gb3pfvMr/D2+SN1WHlzaNvoqLiZ/Ij0ByIh96j6fjL0pbxwYkP6BnWkyBL0KXoZiGEEEL8QZw8WcnOnSXce28bBg0K5b77jvLkk+15661Udu8uYePGIrp29ScpqZr587ty5kwt339fwJYthdx8cxz33NMam83FggVncLlUvLz0WK0uunQJwM/PyJIl2dhsLqKiLDz5ZAIJCX58PG8ZD//lHEdODKWmVs/QoaH4+BhwOlUaG914euqwWt0cPVrF3LnJGAwKxcWNbNw4mJUr8/joo7P07h3EF19kYTbrcDhUHn88kYYGN9HRnnh5afU6frR0aTb33HOUbt0CSUjwu4S9LYQQQgghhPijUNS//0T3d1JTU4Ofnx/V1dX4+vr+3qcXl9iVK68krzaPE9NP4Fbd6HV6rA4r/Zf2x6k66RXWiz4Rffjy9JfcknALC44u4IMRH/D56c/ZW7CXcK9wGpwNVDVWoVN0oIIbNwCTWk3iZOlJzlafJcAjgEmtJ7EkZQlB5iAK6gto7d+aUK9QFo5YyKKkRWw4twE3bgyKgUZXIxlVGejQEWIJoaihiEWjFvH6kdcxKkZOlZ1Cr9MzNGoo+wr2Ue+oZ99f9qGiolf0eBo9m67R6rCSU5tD28C2l6qbhRB/MvK3889Nnt//bb16beLw4QqKiycSFOTRVJ/Cx2cZdXVO+vYN4oYbWjB7dhJz53bi7ruP8Pnnfdi2rZjPPjtHfLw3JSWNVFU5UM5PavhxhH/HHS3Zt6+UpKQajEaFuXM78+STifTtaUBxFFBmbYWfn5Hdu0fw5ZfnWLAgDbNZR3W1g4gIMzt2lOLra8DX10hubgNr1w7k9ddTsNncJCdXoarQt28wKSk1FBXZyMq6iuBgM06nGz8/U9M12u0uTpyoomdPualDCPHrkL+dQgghxJ+fzLwQv7vn+jxHUnkSeXV5TFoziZf6v0Sf8D44VSfBlmD+NvxvLE1dSog5BJvThl7R42PyIdI7kl5hvUDV0jI1OBtoE9CG5j7NCTGHEOIZwqT4SfRf2h8AL5MXi08vxs/Dj9KGUq6KvYp159Zh0pu4csWVFNQX4FJd6NHzWK/HeOXQK3QK7sRdne/iUNEhtuZsJaUihdPlp5va3rtZb+YPmc+x4mOUN5TjbfJmyropVDdWM6PDDM7VnCOtMo0PRnxwQeAitTyVooYiBkYO1AIuQgghhBDnvfdeD9auzUOvVwgMXMlLL3Xi7rtbU1/vxM/PwKZNQ1mxIpewMA9sNieqCkFBJkJCzAwdqtWZ0OsVGhtdREd70aVLAC1bemM0Kjz7bAc8PL4BIDrak9mzT+HjY+TYSZVrr+3N7s/P0a6dL61bryMvrwGHQ4t6LFzYg7vuOkK3bgHMnp1ASko1H3xwlrNn69i7t6wpONKpkz/btg0nMbGSkyeraNHCmzFjdpCYWMl998XjdKosW5bD4cMjLwhcpKfXkpRUxVVXRWIwyNhICCGEEEIIcTEJXojfXe+I3nQK7cRbR98i0jsSt+rGqTqZ3HoyqRWpXP/99aRWpqJTdLwS/Qrvn3ifN4+9ydHio7hVN27cKChMaDmBOP84rml9DTN/mMmpsmS2nSnFpPPA7m4kvzYfs8FMeUM5zbyaUdFYQffQ7uh1egrrCnGpWh5oL6MXSWVJNLM042TZST459QmLxiwipyaHt4+9zeDIwfSJ6EOUTxRtAtsAWvCksL6QG767gQmtJrD49GLWnF1DvaOerJoseizuwdyBcylvKKdTaCemfz8dFZUb29/IYz0fu5TdL4QQQojLTM+eQXTtGsCzz56iRQtPdDqVgoIGHnusHZs3FzFo0A8kJlYBMHZsJA8+mMgzz5zizJkanE43druKosDUqdHExnrz1FMJTJmyhy1bikhMTMTPz0J5uZPMzHrMZj2VlQ5iY704d66OwYND8PTUc/x4ZVPgwt/fQGXRWdq1MXHsWCXPPHOSpKSxZGc38OijiUyYEEnXroH07x9EdLQ3APn5VoqKGujbdzNTp0ZTUGDlyy+zCAgwcvp0DRbLMj79tBeFhTbGjo2ge/dNOJ0q11/fgiVL+l2qrhdCCCGEEEJcxiR4IS6J4vpivk79Gh06Pk/+nDn753Dw+oNMWTeF1MpUFBTcqpvDxYeJ9Y3ljk538MqhVzDpTJyuOI2KSlVjFYeLDvNt6rcUW4ux18WxM6UdvXr0J9d+CKfLya0Jt/LuiXcprC+k2FpMkDmIsoYydIqOdoHtMOvN1DpqWZe5DqPOCMDRkqOcKDmBp9ETu9uOisrVra++IC3UouRFpFWmEeYVRt+IvpyrPsc3qd/QObgzJp2JYEswS1KWkFKeglt1Mzx6ON5Gb4LNwSw8sZC7Ot91qbpeCCGEEJehyko7Cxakoijw5ZdZPPjgcUpLr+b48Uo2by5q2u677/Jp29aHp55K4K23UnG53OzbV46qQlGRjdLSRnr33kx6ei2+vlUEBu6m/8Ax7DpdRmOFFy883p9HHz3BuXP1ZGXVk5Dgx5kzNagqdO3qj4+PAVxWOocuo3+HOFJS40hOruHbb7Px9dWj0ylUVNi5++7WBAX9VO9r4cIMNm0qJDLSkz59grFaXTz11El69QrEy0uPt7eBxYuz2L69hKeeOsnEiZEEBHjQpo0PTzyRyNy5naWQtxBCCCGEEOICMkdbXBLeJm8e7fEou6buwmKwoKCgKArRvtF4G70JNAcCsCV7C8XWYh7b+RiqqnKm4gwAD3R9gPy6fA4VHaLEWoKHzgO9VzrN4lZyum4b9Y562gW3o8xWBoCPwQe36sasN2PRW9Areu7qfBf1jnrOVZ3juvjrcKtufEw+ANz1w11sytqES3WxK38Xnyd/zo7cHZyrPsfBwoM82PVBXG4XBXUFnCg5wYrUFSgo2Fw2As2B+Hn4cbrsNNfGX8u4uHH0CutFC78WvJ/4Ph+c+IBp3027JP0uhBBCiMuT0ahj7txO5OePJzzcgtsNZrOeNm18sFh0NG9uAWDZslzy8xu4++5D5OdbOXy4AoB7722F1epk794yUlKqCQoyUV7uy5Ej/Vm73kV1OXTuq6ey0g5AUJCRNx87xLgBKfj7G9Hp4K67WmMy6dl7oIFC9yQ27mtBcLBWt+KWWw7y1lvp2O1udu0q5dlnT7JpUwEpKdVs2lTICy90QKdTycmp5+jRCl56KRmTSaudERpqplkzM3v2lDFtWgw33xzD4MGh9OoVyPPPJzF/fgotW669NB0vhBBCCCGEuGzJzAtxSWw4t4HXD7+Oh8GDoyVHub/r/ezJ30NxfTGB5kByanMASKtIw+a0YXVaKW8sB8DT4MnilMVNgYkYnxiya7IxouOqjrGkVNhwuB2cKDlBha0Cfw9/Ph75MVPXTyXAHIBBZyC/Ph+Hy0FaVRoA5Q3lPNHrCQyKgYUnF9LSryUdQzqyMn0lFbYK3j/xPgBtA9s2BVD0ih6X6mJV+iqGxwynjX8b1pxdQ0F9AZWNlfSK6MWD3R+k39J+rM1cS4g5BFVVcapOrE4rTrcTg05+BIUQQggB339fwEMPHcfX18jq1fk8+GAbjh+v5MiRCmJivElJqQEgMbEKu91Nba0TsKMoYDbr2LSpiLS0OgDi4rzIzKzDiJMOHTrj62vF4WjGoe8qqUjNxd/fyHffDWbFh8lYXT60bOnN8eNVBAYa2bq1GIDPvvbg5Vf7YbO5ef31FCIjLXTtGsCmTYWkpdXy/vsZLFyYQffugRw+XIGioBULV+GrxSmMGxdBly7+rFiRx9GjlXh66mnf3o8PP+xJRMRqFi3KontnhWZBjWTlmXC5VKxWJ56e2thIVVUURWZiCCGEEEII8b9MPjkVl8TUtlPpG96XYEswZQ1lTG07lQOFB6hqrKLcpgUpFBR8TD4YdAYqGyvx1Hui1+mpd9RjdVqbjjU8ejgJB5thLlWYpbxM55DOpFSkAJBdk82ElhPwMnoRYA4gvTKdBlcDAB+f+rjpGD/k/kB6VTrZtdnogBf6v0C/kG58fvJDPBUD/g4bozrdQZm9EqPOyKmyU7hVNwCJpYl0VDuyKWtTU7tfH/Q6rx9+ncd3Po5TdQJQaittOl96VTqny0/TKaQTD+94mHJbOYtGL/rN+lsIIYQQl7epU1vQoYMfLVv6UFjYwB13tOL06WrKyhopLW0EtOBAcLAHLpdKfn4D/v4GTCY9paWNTYELgBEjmpFwbCUhyeuZ/vUC+g4I5/DhSlQV0tLqGDGiGZGRXqzZ042sLCt2uzZ7Y/bsU02FuPftK6O0tJHU1Fr0OnjppU5MmRKNV8C36E0KbpPKTVNi8fQwYLHo2bWrFEUBt6py8HA97euNLFuW23S8JUv68vjjidx6y0EqKhwAPHLDTo4kBzH/8wRycxvYuLGQq6+O4p57jrBtWzGnT4/9/Z4AIYQQQgghxGVHghfikjDqjLQKaAXAXZ3vYuO5jTT3aU6HkA5szd5KtE80OnRk1WYR7RNNZWMlMX4xNPNsRrRPNN+kfqMFMpz1fJL8CYOUHuSHaXcK5lbnokOHioqHzoMeYT24Zt01NLoaUfjpDr7i+mKaeTaj2Krtl12bDSp4Kzpm751N7+DONLPbaVTs5BkMlOXvY6utgF5hvQAItgRTbivHrbrxLPFE0Sn4m/zR6/R8f+57cmtz8az2xE/xo1qpplNwJ3Jrcqm0VwLwzJ5n6BLahX4R/ai11/6e3S+EEEKIy4xOp9CpUwAAzzzTgXXr8vHxMTBuXCRvvplKt24BlJTYyMmx0rKlFwBRUV60bu1DVJSFpUtzaGx0U13t4MMPM+liiAbXHThVA+npNXh4KDQ2qhgMCuPGRdKnz2ZKSmy43Vqxb1WFwsIGIiI8KChoxO2G1NRaQMVi0fPEE4l8ufgcNk83OIB62HWqlIZcF927BzQFVioq7DidKl3KHJxSISTEhNut8u23OWRk1BHrrdCpuQcn8xpZuWcIqWdVQD1/3SdZtOgc06bFEBhoujRPhBBCCCGEEOKyIcELcVmYe3BuU72Jlwe8zOqM1dzY/kYivCJ4dNejAFTaKjldcbppHy/FiyjvKHLrcvHSe3Kb9VoWBC2mxFqCl9GLekc9g6MH8+zeZ1FRUVAI9wqnsL4QFVULItgh1BKK2+2mvLEck97ENW2nsuj0l2zJ343DZCbYEkwfl5tMnYLD5aBXWC8SSxJRUAjyCMJus1NQX0BYWBiF9YUAbMnaQpRPFJm1mTjQ7i5MLk8m1jcWm9uG3WmnoK6AQHMgD3Z/kABzwO/c40IIIYS4nD3xRCINDS7sdhdLl/Zl6dIcnniiPT16BHD33Uc4e7ae3Nx6Tp2qbtrHz09Pq1beZGTU4e1rYqr+O1639CInp4GAACM2m4MJEyJ54IFjAOh0WsChurqRxkaoqXFSXe3Ex0chONhCTk49vj5ubr+9HX+df4YQ31LijAqlBl/COprxcuspqGxg+PBmHDtWgcsF0dEWKgptVBVYaRFtIStHm/G6dGkOHTr4sf1UDU6nFqxYvs5Nnz5BmM2VuFwq2dn1WCx6+vcPZsqU6N+/04UQQgghhBCXFSnYLS6p8oZycmtyWT5+OXaXnXpHPWvPrmV3/m6e2fsMkT6RzOw8E0+9J4XWwgtmTlhdVia1mkRLv5b07jyQJwPfoMRaAsA7Q99hQMQAeof15upWVxPtE41Jb2oKXLTyb0W8fzwAJQ0llDWWEecXBwq4UXDjxuay4cLFiBYj2G8vpaCxDIPOwNIzSym3lVPSUEKprZRQ/1DyfPKaAhcATtVJbm0uLlxNbXapLjJrMrE5bQxsPpAuIV04WnKUeYfnMeuHWZwoPfE79rwQQgghLkeVlXZSUqrZvn043t4Gqqud/PBDMWvW5HPXXYcJDPTgiSfaExBgpKrKicHw09iopsbFpEmRdOrkz/X39+f+8kfIOR88WLasH+s+r2PGDSYeeaQNg/vpWPDECRy2GhoboU0bH/r1CwKgtlbl3Dkr7dv7UVtnwGjS4XbDuRwDOQVmrrsuivRDdeRmNqDXKyxZkkV+vpWiIhuZmVb8m5nZYNQ1BS5+lJRUjdOlnp9noc32OH68EpvNzejR4Qwd2ozExEruuecIY8fuYMuWQoQQQgghhBD/u2TmhbhksmuyeXzX45RaS9k6ZSvzh8xHr+gpqCtAr+hJLEnkmrXXMLj5YKwurcaFgkKgOZByWzkqKl+kfEGMbwz+4SHo0nS4VTdGxchrh18jtTKVPQV7LjpvpFck+bX5uFQXo1qMYlP2Jsw6M+dqzuFW3VQ0aHmf9ehx4cJisNA+sD0lDSXUOeqI8Iq44HjeRm8+vOJDntjzBGUNZQyNGoqXwYuc2hyq7dUU1xfT6GpERcWoGNHr9AyJGsLgqMEM/XYoFbYK9hfuZ1/+PhJvSvzN+10IIYQQl6eCAis33LCf/fvLsFqnsHhxX6qrHTQ2uikra+TQoXJ69NjE9OmxVFZqMzvdbpWQEBOlpXZUFRYuzKBz50CadWiJ3lCMy66i08G7b59i2pAjLP68gtXbotHr3FzZ24HbrdCypTclJQ1kZdVz440tWLw4G5NJISmpBlWFM2e0YuG1DWacLhVPT4UePQKoqrSRcbaRsMAqPIxuTEYHtVYPjEYdBw5cwd13bOLAUbjyyma0ijWSkV5FSrpKba2TigotNZWqagXH+/UL5uGH22GxfEt5uZ39+8v4/vtCrNZrsVjkLYsQQgghhBD/i2TmhbhkbtpwE8nlyUxrN40lKUvoGNwRt+pmb8FeduTuoNpezdnqs3yZ8iV6RQ+Ar8mXqsYqujfrjoJCVWMVWdVZ5NXlNRXQdqgOauw1Tefx0HkwJX4Kd3e5m2d6P0N+fT6+Hr7Y3Xb2FuzFoDNgc9swKNob4x8DJS5cAHyc9DFnKs5Q1lAGQFpVGrq/+9GZ0HICniZPOod0xsvoxaDIQVTZq0gqSyK7JpuEoATeGPwGLXxbEO4VjtVl5cUDL/Lc3ufQocPL4EX30O4kBCXw0cmPOF3+U2osIYQQQvzvGDFiOzt2lPDoo215881U2rb1JSDAxPr1+axenU95uZ2MjDpefDEJk0kbi/j5GSkrszNmTBgAtbUujh2rICOjHrc2NMLthpNJjVz3yCBWb4vGZFK4dkoM7tBbef+DwZw9W4der6Ox0c333xegKNDYqDadw9vbCIDdrqKgsmX9Mbx1Z8g420BEqJUjx+pQdAZqrVqdiunTY3G7Vd55uZEvXzvAqJHB3Hp1GmkpBZw7V0+LFp4sWdKXLl38ad7cgs3m5umnTzJs2Fa8vAx4eOgYOTKMbt0C+Otfz7B3b+nv/EwIIYQQQgghLgeKqqrq/7/Zr6umpgY/Pz+qq6vx9fX9vU8vLhMbz22ksK4QFy7ePf4uP1z7A/dvu586Rx0Wg4Xk8mQA+kX0o6iuiJrGGvzN/tQ56hgdO5ovkr/AjRu9osfX5IvdaafeVY+vyZcwzzDSqtKazhViCWHZVcuotFVy44YbAQj1DCWzOpMRUSP4IfeHpm0XDl+ICxcv7H+BYmsxigqqAn3D+7K/cD96RY9LdeFl8CLcO5whzYfwcdLHAASZgyi3ldMvoh+NzkaOlhwFoFNwJ4qsRYRYQgjwCOBQ4SHsqh0PvQcOlwM32qcLHjoPuoR24fXBrxPgEYCi/JQK4g+nMgvyjkDHa/75NrVFYLSA2e/C5S4nOOq15RXnIDD2p3UOG5xZD+0ngN74mzRdiMuR/O38c5PnVwBs2lTA/v1lNG/uye23H+bUqTE89dRJDh8up21bH4qy07lrShrrDw6kzuZNRkYt4eFmKirsTJ8ey7x5KTidoChgMikEBnpQWGgjMNBEeLiF5OSf6mMEBZk4dGgUBoNC9+6bqK62061bAIcOVTBxYnNWrcpr2nb58v6AwssvJ3H8eAWRYVZq64wMGxHL6tUFeHhogQ+LRUfz5p7cemtLlnyyncE9ikjJbcnWPR6MuzKQAH89X36lBSK6dw/g3Ll6evQIxOFwc+xYBdXVTvz9DdTUOJsCL56eeuLivNmxYzj+/kb0+j/uvVdFNQ1sOlPI9J6x/3SMV1pnQ6coBHl5XLDc7VaptjkI8DSRVV5HdIAXOt351KRuN8sSc7kqIRIvD5mlIv53yN9OIYQQ4s9PRrfikhkdOxoAp9vJlbFXolf0vD7odVCgxFrCi/tfJL0qHR+DD/tq9mFQDJQ1arMfTpWewsfkQ7W9GrfqxqW6sLlttAtoh1N1klaVhkkxYVftKCiUNpTy8sGXOVt1Fl+TL/EB8ezI20HPsJ480fsJMmsyyazOREGhZ3hPnG4nvcN6892573DhIs4WSUZeKgmhCWTXZNMhqAMzOs5AURTu33Y/Zp0Zm9tGpFckQyKHsCZzDR567U2nAQPXxF/DX4/8FavDSqhnKL3Ce3Gy7CR19jrcuInzjaPGXkOZrUwrNP7NYNoGtGXZ+GU43U4aXY14Gb0u2XP1Hzn8Cex/D5r3hOy90Gkq5B/RAhbtx2vb/K0/OBuh370w5PGf9t30JCQuha43wMGFMPkTSFoB53bBmNdhzSw4+S206Ac1BRA3GALiYNUdENQKOkyGduMuzXULIYQQ/6FRoyIYNSoCVVUZNiyMgAAT77/fHavVRWOjmzdeKUenQFSUJ599WY7JpKOsTJttumZNPqGhFgoKGlBV8PU1UVJio2VLT1q08GHbtmIsFh0NDW70eigvt3PbbQepqrKjKDB+fCQrVuTRtas/H37Yk7w8K4cPa6k0e/UKIijIg337SklKqia/yJvAEBfHTxaSkOBLXl4DPXsG8uCDbYiO9mLUqO3YbIGcSg+gc2df7rorlE8/zcTXV7vpQFHggQfiefTRE2Rn1xMf70O3boGkpdVSVNSA2w0JCb6UldkpLrYBKqGhK4mO9uTcuQm43Sq1tQ78/EyX6qn6jyw+ksWjaxPpERXIwexypvWIIaW4hlOFVUzrod2oMfidrWRX1HNX/1bMG9+1KUDx8pZkXt6SzGPD2vHi5mTenNiV5OIaFh8+x6Ib+vCXL/bRLyaYKV2jOFVYzeROUUQHeHLnt4cJ97VwVUIk03vF/qvmCSGEEEIIcdn54966JP40DDoDFoOFEctGsCFrA5HekXyW9BnpVekAbMrZRPvA9nQK6cSM9jMYHjWcClsFd3a+k/u63Ed8QDw19hpcqouUyhQSghIACPUKBUCn6DDrzezM3UlmdSZOt5MdeTvQKTpe6PcCd2y+A5tTSxsVZAnik1OfMOibQXyX+R1u1Y2/w4f3zj3NGOtAxsWNo9HVSGF9IT3CevDesfewOq14e3gDcLL8JB1DOuJUndQ76wFw4uRQ0SEcLgdVtioSSxJJKU+hzlHH5PjJvDLgFT4c+SFT204FILk0GS+3F2erz1LdWM3cg3O5cuWVv/fT8p9xOaE0HT4cAhHdYPw7kL4ZVs+E0jOwcx4svwWOfg7fPQyBLcFeC/vehsw9MK817Hgdovtoy0tOa8GIuKFQnAQOK7QdC/GjteP9MAcOfwrf3AjbXgDPYMj4AVLWQf4x+HgEVOVc6l4RQgghfhFFUYiK8qRFizXMn59KfLwv77yTypJlTu5/rSeffVlJ+/a+9OsXxP33t2by5ObodAp33dWS+fM706tXIKWljbhccPaslfh4H3Q6aB6hp01MDTqDC4u/jeRTJRw/XoXZrGfFCm2mxbo1fTizbS56VRvHBAQY+eabHPz8lvP+++k4HCpGo5t7nquk08hc7r+/DXa7m9TUWiZNiuKll5KpqHDg6+sBKJw4UUvbtn7Y7SplZXZAq3OxYkUedXVOamsd7NpVQkpKNaWljYwf35zlywewcuVAXn+9MwBJSTVEGhWys60UFFh57rlTREauob7eeUmen19CVVWyK+oY8NYW/C0mPv1LL04WVHHr14fYk1nK27tSmb7kAAu2p3D3ssPEh3hjdbh4Z1ca+7NKaf7cKu5dfoQhrUJxuNzsOVdKdIAnEzs152hOOTanmx5RQUzr3oLCaisPrDrOZwcy+csX+5i1/AjNfDzYebaEJUezSC+tpc+CzZwqqLrU3SKEEEIIIcS/RWZeiMuCn4cffSP6EuUTBcCu3F0XrM+ry6PGXoNe0dMxpCNbc7dysOAgO/N34u/h37SdWWdmc/ZmAALNgVQ0VGDUG6m2a2kSFBTGtxzPwcKDNPNuxuS1k7E6rU37t/Jrxd9O/A2DzsCA5gMIMgfhafTkIWU+Gfpsntm7GYfRTnZtNi/se4HEskQAXC5X0zHmHJjT9L1RMTK17VSSypNwuB00uBqazmN1WInwimD23tm0C2rHqbJTAKg6lXq1Htzw6M5H8fXw5faOt/86Hf1L1ZXAiaXQ+y4wePz8No21YDBrQYIvxkN1HujNsOU5qM6GSQvhL1/D4sk4hj5JTW0uAUcXoSs4BkZPQIGBj8C6e6G+BJKWw6i5cMULWpCirhiWTIaAWO0c9aWgN2mBjG43gWcA5ByE7H0w7k3I3KbN7EheCfYGSF6jLZv6NRhM2u2eP7JVX5yySgghhLgMGI06xo6NoG1bHwC+/jqHT17Yx8GTwbz3dVtyc62cPl1DcXEjM2e2ZsWKPJo1M7N1azHNm1uajmM261i7Ng+9zs2wfvVYdBV8vc2XolwdsS0rqar25aabYtm2rZCgIDOdu2xm9u21KM58IJiOHf159NFE9HoYP745DoebLl0C+PyrzeQejiQ4+yUaGkbR0ODi1lsPsGZNPgBOp7upDQ88cKzpe4MB7rijFZmZdTgcbgoKbACEh1uorXUQG+vFXXcdpkULT44erWzaL7dRy3Q7Y8ZBPDz0PP10ezw99b9Z//8z1Q12Fu7NYOaA1viafz59pdXuRK9TqKi3M+S9raSV1GI26MiprCe3qoE3JnZly8yh3Pr1IR4d2pYjZypYdSqf3ZmleJv0KMCsga15eE0i+dU2lp/I5dqu0bx2VWeuaBNOo9PF5M/2EBPozbH8KkpqG/A0GSiqa+TuAa1wq1BSa2NNUj4b7hzMypP53NA9hs8PZVLf6GR7RjH3rDjC2lsH4WM2Ns3u+PH6/Cx/rBktQgghhBDiz0tqXojLgs1pY+DXAxkTO4b7ut3HqwdfxWwwA5Bdk01iaSK+Jl8ivSNJq0xjcNRg5vSdw8r0lbx57E0AOgR3wOFy0C20G1+nfk3bwLZMaDmBVw+/iq/RF18PX/Lq8tArehQUfD18aeXfikNFh+gf3p+9hXvxMfkwPHo43kZvnG4nJp2JjKoMjpUcI8QcyIelVUwz1VJuuPjNsh49Llzo0OGj96D6fKDC1+iLTqfDx+hDbl0uOnR4m7ypsdegoKDy049giDmEUlspCgqtMNDHvx3VgTGkV6Uzd8BcWgW0+tm+S61MpXNI51//iUlcCqvvgqs/0mY/uB2wfAbEDITwTlB4Cva8AUEtweWAqmxwn78LUu8BLYdC1m4yuv6FiCOLqAmM41XKmVtajqfBDCHttLRRgbGQ+l1TT4Ib4oayyppFiKORAeX5EDsEsnZDSBst6NF3Fux4TauZ4XZAcTKV13+Dp2cgHnnHYOPjcOsP2gyNE1+DswEUHdx2vr5J8WlY2F9LSdXh6l+/74T4lcnfzj83eX7Fz2nWbCV9+gTzxRd9uOeeI9w0MZeUDE827PRm48YiAgKMRER4UlDQQOfO/qxaNYAPPjjL44+fAKBbN3/cqsrQoSF89XkyN19bTZte47j99kP4+BhoFWfkyLEGPD31uN0qRqOOQYOCuar7apweCbz1gUp5jQ+Tr22JoigEBXlQUdFIeXkjGzYUEhho4rZh71Pnbkl8SwO3z+l3QfuNRnA4QKcDTx89ddXazR5BQSZUFZo1M5OSUoNOB97eempqXBf1QXCwkbIyBwaDgs4bBk8Iwd/qQWZmPW+91Y3+/UMu2sfpdHPgQDkDBly87r+1MaWAMR/s5IMpPRnTLhxfs5GJn+xmQGwIrUO8qWpw8Pi6RJr7e6KqKrlVDdhdWiBHr8DVnaNZcyqPOxPi+Nuxs8T6epK+rB6Ggc4TekQF4narRAV4supU/k99qVfoGhlA1SkHReUN1MQ5uaJNM7akFjMwLoSy+kYeGdqWLw5nkV9txd9i4khuBZ9f05tWod5kVtdz45IDrLt9EHanm9e3pRBgMZJdaeXUY2PQ63UUVFuJfWEdb0zsyt0D43/1vhPi1yZ/O4UQQog/P0kbJS4LZoOZoVFD+T7ze/Jr89mWu42JrSZidVqpbKykf3h/auw1nKk4Q9+Ivrzc/2XSKtOY1n4aRp0Rg2Lg2T7Pcrb6LEtTl/K3EX/jto638erhV2nt35paRy0dgzsyNnYs7w17D6fqxNvozcIRC+kf0Z9aRy0ADqeDZ/s8y+O9HufpPk+zK38X+wr3YXPZyK0v4JHmsaheF78RHtJ8CC5ceBo8ceNGcXrg59Lu6Le77czpN4fvrv6OKJ8o3LhxuV3o0eNp8LzgOG0C22DWm1FRmVZazJayY02zNmb+MJPxq8ez7uy6C/b5+szXTPt+Grk1uaw7u47jJcd/nSdFVaHNGJh1GNbcDUunwnu9UfOPw67XYcXtWrqngBgoTQN7nTZTAsDoBR7eENoe7PW0PPgx9XoDlqocdnl5khvWDsa+AXFDtH3zz9+R6RUGuMDkDed2kKnXcdLiDTojtJ8Isw6AyRcKT8DetyHhakiYBHWlqFe9xaQDz1C99DrY+jzcvh0WT9ZqbNzyHXj4Qt5h2POmdi7/aK3WRkgb7VoKT/46/SaEEEL8SqZOjWb9+nzS02tZvjyPGqUfKdlhHDxYwdSp0VRUOEhKqiYhwY+vv+7PyZPVzJzZGh8fA3o9fPRRL9TeDSx4I4M33h7EmKnXMWPGIXr2DKS62knz6CCuvro5mzYNweFwY7HoWb9+KD36tKHRbmLu/UeZ//A+Fizoxgcf9GLu3M6cOlXN8uV51Ne7yMtr4Nsj93GyIZL9J4IuaPvIkc1wOLS0U243+KsKsefnfFdVOViwoCunT4+le/cA3G5wu7Ui4xbLhTeI9OsXgsWix+lUcSeobPm+hP37y3C53Eybto8OHb7nzTfPXLDPV19lM3DgDxw4UMbKlbls3lz4qzwfqqoyIC6E5MevZM7GJMZ/vJu4F9exP6uMl7YkM2PpQR5bm0iknyd5lfVUWO1M7xUDgJdRj4/ZSNdIP+wuN++czEBnh9z6BnRZ0FLxYt74LlzTKYqkwioO5Wj1RkK9tZmvZoOekwXVVBfY0RWD2aBjYFwoSY9fiZ/FSEZZLW/vSmNgXDD3Doonu7KeBRO7MvuWk4x7Yzczvj7E/geu4I5vDrMjo4QDD44kzMdCSnEN96/SxmEh3mYeHdaO/rHBzPjqALvOlvwq/SaEEEIIIcR/StJGicvGXV3uYnTsaDqHdubItCPoFB0NzgZSKlJ47/h7dAruRKR3JEeKj3Dftvs4XHyY2zrchkt1cU3ra3hwx4M43U4CPALoGtqV3JpcFo5YyFtH30I9/29ml5nk1+bja/Llmd7PYNQbGdFiBM/vfx6LwUKDs4H3E9+nV3gvejTrwSM9HuHTpE/Jqs6iorGC9Kp07G4tX/OPMy2CPILIq8tj5fiV3LbpNnyNvsSdi6PKqwq/CD8UFObsnUPC+AReG/AaN228iXpnPZ2DO/Nwt4d5dv+zlNvKCbYEc7DwIIqioLgVPvNuRjUuiqoz+Xrs1ySvuY3vA72wGCwX9NuEVhMI8wojyjeKGzfcSJ+IPnQN7XpxB297CcrSYcrnP/8E7HsXvEKg83XaB/5vdwVFD7EDwTcSAmPZU6BnH915IDYNk7VIq0NRUwAWf7CWQ2Uu+Mdo31srIW0zmLxR+txDSE0ulGdwqKoQfVUK7PorVGZq564r1GZq2MrBEgKdroHiJB7O2qOdu80YLW3V51dBXZE2g6IkRUsjNfJlUPQoKmzLzMBt8tJmiRjMENwagltq5xg7XwtquB2w7z0IiddSU1XlaHU52oyBgBaSRkoIIcRl46GH2tGvXwg9egRRX38tOp1CSIgHkZEWXn45mR49AujUyZ91a/O44/Y9rFlbyt13t0ZV4dpro7j56aVknwvCP8zAqFGRFBU1sGHDYN5+OxVV1T6Mf+aZDjQ2uggIMLFgQTcA8uzjefj53Xh7D8fpsLMr8yg33hhLr15BvPZaZ55++iTZWTVk59hIzS4muVKBikiMRgWHQyUszERqai1paeMYM2YHnp56phTYqVcUtrbyAuD++4/RrVsgy5cPICHhe+rqXCQk+PDBBz24//5ETp+upk0bXzZsKERRFPQK+J5RwAl5pQ189VU/bnv3IJwDH58L0zddfXVz9Pq+9OwZSNeuGwkLszByZPhF/fvmjjOsP13AD7OG/Wz/f7z/LHaXm1kDWlPf6CRqzhr0OugQ5o+Ph4GOYb70qnPz15BAHvZzcqS8luP5VWSW1xEb5E1OZT37zpbSMtiL0tpGahocfHE4C0+jjhm947CYDGxJLaLmGQfnqup5d3c65yq0WiP51Q14GHRU1DdiNijM7N+K08U1rHcW4GnUc3WnKPwtRq7+dBdppXUApJXW8urW03xz0wAMOgV/i5G8sQ34mYz0jQoizMdM62Bv2oVpqcheGdcJq8NJc39P5m8/TUygDy+N7USl1c73KYX0ahFEx3B/AjwljZQQQgghhLg0ZOaFuGzE+cUxLFp786hTtJfmwOYDqbXXYtQZ+XT0p5woPUFpQymHiw/To1kPPk76mOf7Pc/EVhMprivGoBho7t2c+7fdzzXrr6GwvhAUaBvYli1ZW/gq5Svu/OFO3h72NmlVaVz/3fV8n/k9zb2b0+BsINgcTLRvNHdsuYNHdz1Km8A2HCs5RlVjFQD9I/o3tVev02PWm6myV3G26iwr01dS0VhBraMWW3sbtnAbObU55NflE+kTiY/Jh4d2PoRDdQBwouwEs7bPIrcul7WT1lLWUIavhy9O1YnBYEAJbY7bZOSm9jcR6xXBsPICFvl0YUSLERf0W4A5AIA+X/Vh4RULeab3Myw9s5QS6z/cLWe0aDMaQJtVcewLWP/gT+uTVkD6Jm1d+fmggqJA23Fgr4dTy4hU8+kYbsGguKEiW9vGr7lWnNvthOITUJUF3iHa+WL6a+fc9RpUnoNhszGY/FAsQT8FLkCrZxHWSUs95RWo1dmoyNSCJ+0nam1ac58WuAAteNHuKmiogDUztXwUaRvRoWKYsRG6TYeFAyD/KDTWw87X4Z0eMPhx7fvNT8OSa7Ti3ivvgFs2wNHP4K0usONVcDT84tevEEII8Wtr0cKL665rAdBUl2DgwFBMJj12u5t16wZz+nQ1pWUONm4sZMxIf957L51XXunEU8+15pz3Fu4YmMKMiaVMe/FdOnTYwJkzNVRWOujQwY9Nmwr56KOz9O37AwsX9qKhwcVNf1nOtu92MGmswk3jThMYaGbw4FCGDdvG6NE76NYtkL17ywj1y2fKqCzuuzkEfX0ANHqiKODhoaOqykF2tpUFC86QnV1Pebmdk/0DSWzvS0ZGHVlZ9TRv7klQkImrr96N1aqli0pOrmXkyF0cPVrJ4cOjqK524OVlQFFA0SuEBHlhcyjcdlscPXsGUdfcSe8Hg7j11pYX9Ju3t5Fmzcz4+i7nvfe6s2LFAD7++Cxnz9ZesJ3FaMDH46fAx7fHs7lpyX4c59M8rT6Vx4oTuQCcKqxCp0Bdo5Obesdic7j48mg2hxsaOO6l4DbpOVtWiwI08zbRLyYYp1vldEktZ8vqCfexYDLoGNQylGBvM+/uyWBHegnvXN0Dfy8jod4eTYELgJgALzqE+eBUoZmPmSVHszldpNVw+0v3FngbDdy38hgZZVrgQgEmJEQCcM1ne3C5VX5IK8YNfHVLP14a04mEV79nz7lSqhucfLA3nYjn1nBX/9a8tvU0j609wTWf7WFFYg4TP9nFyhkD2JpWRPPnVvHU+hNUWe2/witaCCGEEEKIX0aCF+Ky19q/NXa3nXu33kvXEG1GQb/wfswfPJ+nez/N2LixdAzpyP3d7ken6EivSiepPImrW19NqGcoxdZiXh34Knv+sodZXWbxQLcHaBfYjoyqDNIr0zlafBQfo09THYyxsWPpHNKZhKAEKmwV3NrhVpp5NcPb6M32vO1N7XKpLoItwTQzNyO2OpZlp5YBUO+s53T1aSbET0BBwaW6SC5PZtTyUdhcNqK8oxgUOQiAOkcdE1tNJNgSTNugtpTbyjHqjMQHxHOu9hxu1c3npz/ngd2Pc11MSxj2LG63m6+//ppTp07hcrvIrcklxi+GK5pfQbRPNBW2CuYenMuW7C0XdmSfu7UUSfXlcORTWHsfnN2uBQYAbtuq1X/Y8BgsGgO+zSGwJbQeCe0nQEAcseQxpvBNdNV5cD7VFuWZWs0Lzhd71Bm0ot0GD1Ja9qe0oQRQoTIHDv4NSpKgsVprC4BfC6jM0upe6AxQlgqhHUA9X+jzwLuQuQNwnD++UQuUJC2HIU9pxcHjhkDaBm3WxEfDtBRXOiPctB46TYHtrwBu7ThhnSBG63/WPagVAN/8LJzbpQVDdrwCO+f99y9cIYQQ4jfSubM/qgqTH/6IIVcE4GFy8tgsG0u/Hco773RnxoyWdGzbjHfHvUFMWCP19UXsytnN9NvC6NzZn7Nn61i4sCclJVczb14XXnutM0OGhJKWVsvJk9V8+Y2TSSMKuaJfIT6eDq6/PoaRI5vRs2cg2dn1PPpoW/CIJSMvlDfercdVHQCqDodDJSLCTGiomdEKrFqYhslgx2ZzcyCxiiFjw/H21uprJCdVMWTgOs6dq2fUEAf3zdJuxrBaXUye3Jx27fzo3TuIqiqt3kXLlt6kZ9Rht6t8/HEm1123l8q/OXjv6u5ap2w6CyeKAUhLqyE21ospEyJp08YPh8PNzJmHWbTo3AX9eFvfOAa3DCGnsp6VJ3KZ+vk+Np0ppNGpBVPW3T6ILTOH8uKmJPq+uYWoAE/CfS2MahPODd1b0CbUh0S7jbFnTrA3pxxnYxk+SgnVdaXEh/o0vdEy6CCjohaTQcfNHbyx1ZUDkFNl5ZODZ0nMr6KktpHOEf4AtA72Jquynh7RwXjodWRXNhAb4InL7UYHfHIgk5Wn8lAAtwoGBVTg68Qc5ozuiLeHgcGtQllyNJsQLxNXf7KbQe9uxe50sezm/jw6tC0Prj6GCuzKKKFDmB8j24QBcM+KIxTX2Ji3LYXlJ/JocLh55YfTPLzmGEIIIYQQQvzeJHghLluNrkauXXctVY1V9AzrSUpFCo/1eozp7aeTUZ3BoaJDjI4Zzbep33Kw8CAfJ32MTtERHxjPLQm3aDMhGirQoeNk6Um8Td74efhxa8db8TR68mL/F1k/aT16RU9KZQqP93ycmsYa7vzhTk6WnqRvRF/ePvY236R+Q6WtkgZHAxFeEbT01e7uc6ku8uryKLAWoCgKjfpGACwGCzaXjX0F+wjzDMPXpBWPq7ZXU9VYRbG1mML6QnqH9ea5vs8xJGoIj+x8hDp7HSadiUZXI95Gb+7pcg9mgxlvgzd3dLqDR3o+Cqqb0qpsamtrsdlsfJv2LVeuupKC9AKMO4xYq61E+0azbuI6pracCMmrwHW+gHZJMmyZDZnboeUwGPIkzNyv1apYPgNOLYM32sPxxdCiH67bfqDY4oP6Zgc4/JG2XcthgKoFJ9pN0GZAqE4oS9MCHAYzoAPvZuATxl17nmBBZEuIGQBd/gK1JdpsDp0BJvwN4sdoRbsNHnBqBfhGgF8U5OyH2kJQzxfuNHlB61Ha96obgtto21blQOsRYKuBQY9BdD9w2bU2xg3WghhHPwPcYPaH1I1avYzRr0BYZ6grgZC2cG6n1qZmHSGyO1hL4eS38OFQsFt/p1e8EEII8f8bMGALBw6UceU1PpysOsTts5rz9DNd+OCrIJYuzeWmm2L59NOznEtN5/nnk3jwta6cSB/A8/1e4YuPi8g8W8uMq3MI9zyCj48RLy8jjz3WnqAgD157rQv7Dl7LC/elE+yRhD3gdlyKDwMGbGHz5mJGjAhj7tzTzJ9/hrR0GyfOeBEebqZHjwBARVVVcrJryclpwKwo1BlV2sTU0LdrHXV1Tg4erMDX10hQkAdX9Csg1LcQp6Oe+69PZGD7wwwcGML77/dg5szWTJ68h9JSGyaTjvp6FyaTjrfe6kZQkAmTSceTT7bnnXe6YzLqOZtdC/UOsDlZtiyHNm2+I399AX9ZXoDpbD2BgR6cOTOWJ59qw7FTy7Cfn2GZU2nloTXHWXUyj36xwcwe1YHUp8bhYdBz85IDLDmSRcwLa3l/TxpdIvzZNmsYV7TwoMXza3hlawr5VVbmdM/AjidpJbXc1t2T6y2P46crZlt6MeM7RuJlMmDS6wj19qBFgBeHNn/IU9EZDG0Vyh19W5JTWY9OUdDpFN6Z3I1rOkfRJdIfs0HHx/vOEuFnobmfhaN5FWRXNnD+1g6cLjfXdI5CAZwq9G4RSIDFxImCKq7pHEVVg53nRiUwpl0EDU5tr5Ftw5j25X6WHs+mweHG18PArswS9mWV88wVCQyIDaHS6iC+mQ8/pBbhYdARH+rDiPhQyuvtbDhdQOfXN1BSa7skr30hhBBCCPG/R2peiMuWTtER4RVBpHckn4z6pGl5QlACK9NX8syeZ+gU2onDhYcxuA1cl3Ad7YLaEWIJoUtoF6J9ozlSdIQyWxl6Rc+mrE2UWEu4sf2NLDyxkO252zlTfoZgSzDltnIWHF1AuHc4E1pOINYvlpOlJ3lpwEvcueVO0irTMOlMFFmLWDtxLRNXT8SpOpvalOOdg0VnoVOzTpQ1lHG2+iwHiw4yPHo417a+lplbZ6KizXBoG9CW5IpkPPQe7Mjdgc1p41z1OSwGC54uT5orzVkwdAE+Jh+ujLsSt+qmha+WMuLI8hu4pf4k7495n57Ne9LqTBExwYNp1bIj9l52fH21QEmMXwwkrYTlt8CUxVqAIWES3JeozVo4ukj7EH/HKxA7FIpPQkAc2OtxOazs9PGjWfI3tMncRUVgS4Ks5dCiP1z9Aex9C7a/DClrtaLXthrtw/8rXoaMLeAZBNW5YDAz3yeAiNpMcGZA3hFw2sAcALYq+Ph8fmnvUG05aOmpVBVuWKalg1LdgKKliyqzaN+raOmfUtZAeTrkHgJUOLNOC3DojBDRVUuB5RUKR7/Ujm301FJYuR2w6Qnt2C4bnFkPQfFaqqj4MdBmNJz8GjY9BXqjFmz5UUMlnN2mFQr/++VCCCHE76RFCy+aN/fk2WfHAeMA6NtXx4IFacyadYQd+7L55ssSvu9WzKtPt6DB0As/PxNXXhlO8+aepKfX8toHoQy8wpO04gIOH65g9uwOvP9+Op98ks5T0zdwJL09h5M8OJp6gsbGYGbM0NI0nThRyYIFXcnPt7J9ewlGIxQW2tiyZSjTp37LsSRvXG6t4PYuVHQGPd26B5FVFAqUsGNHCcOGhfLKK50ZPdJKVY0OVYVP1vfl8JF6jJYGDh0q5+uvs0lNrSEgwMSzt+ShOLy5de5EmjWzMHFiFFVVdjp08KdPn2Buffcgn96byUef9OK2qyMJ8ipi0pzmdB4fSWGWFc/WWsrMli19SMvcwadLp3Dt1V9RoPRlStdoMp+5CkWBv24/Q0G1lcCnVtAvJpisinqa+1uotzuorHPQrMxCWm4Wnx0vJS7AQJndRKdwf566fjYhsRnMWn6Ut496EBPwDarORVrmLuaOjGB/Vihut0phTSNldXZWBXUho9pJkbOUUwVVlFvt+HjosTncDHpnGwDNfDywnQ84uNwqNY0OVswYyN3Lj1LZYMds0FFU28jx/AoURRs63Tcwng1nijiZX0VyURUuFbakFjO2fQQ6BQbHhfB9ShF+FiOf7D8LgK/ZiEmvw62qPLcxiTq7g0aXm3VJBbQN8cHpVhneqhn3DIrn7V1p3LfyKNUNDpTzY1oAq93J6lN5TOkSjUEv98UJIYQQQohfl4wwxWXLqDPy1rC3GN5i+EXr6h31zBs8D3+TPz4OH2JrY7m94+28dOAl7t56N55GT0bHjmZCqwkANLobmXtwLu8nvg/A8rTlnCk/Qyv/Vpj0Jlyqi3DvcIZHD+e9E+9h0puYd3geXyR/QbA5GKPOyOTWk3lv2HvM2TfngsAFClrhboJ4Z/g7JAQlYNabCTWH4nQ7eWjnQ6iohFhCUFSFpNIkXKqLvhF9SS5L5kzFGdyqm4L6AiJ9Iskkk41ZGwGI8on6KXBRdITDgRHMDOpJh+AOAAQkr6Hvma2EBIcwevRoTCYTmVWZvHzgZaytR8D0tdoH/MtuhspsLTVT1h7Y9w54+GgzGs5tgx63wt4F0FhNncEDj/CutMs5ggHw1xm0AEVVNnw1FbbPhZD2ENZRCzbYKrVAwOYntdoV1y8DgwWcNnpUFhLhdAGqVjtDMWjbNxXF1mmzH35MOWUt11I3Lbka6oq17evP1+6oPKcdx7sZ7H8PTq+BinNabQ100G4SjH4V2lwJeYe0ehmqW0tTBVBbAGEdYMYWyDmo1dQw+Wj7VmVBTa7WB/lH4PgSrX9qCiD34Pn9i+GbG2H5DOzF549ZX/ZfvMKFEEKIX27Jkn7MmNHyouWVlXY+/LAnQV2zibbUoTseTvc+vXnwyT1MmrwDg0HH1KktmD49BkVROJ4SxH0vreGl148C8NFH6Rw/Xs3RjE4UqXa+SK2kz4BCvvnUi1Ye7xLbQuHpp0/y4otJhIaaURS44YYYVq0ayHPPneJYklYE+nxpDpxu6BJi582F19CjRyAWi47wcA+MRh3jx++islpPSIgZk15h3XdOcgo8GDw4hH37ykhKqsLi4STzbC1hUSE8/akvH32kfeDevLknHTr4A3DsWAXuVJVhN4Yy6got7dG69AK2WIuwRFlou6ArpmAPcnLqmTnzMAE+fbj31q2k27tz/Zf7OZZXSUyQNycKqliw4wwK4OthZM+5Mq7rGo2zopbx0YHoXQpdowJYe9aGAz0Goyfl9Xbyqqzc8tVBZi0/SsdwX7qFe+ByOyiua6TA3Ya5W07h62Fg88yhBJgNONwqO0s9yLd74XKrdI8KwGzUUdPoIsjLo+m5LK5tbPo+v9pKjc3J2A93ca6ivilwAXC2rB63CgEWA0uOZrH4SBZ51VZ8zQZ0wLiEcF4d15n7B8Wz/WwpekWbsbHjbOn5YzfQItCbpMfHcCinnDNF1QR4mtArkFlRR0Z5HX/bl8Gh7HI+O5SJh0FHaX0jP6Rp6bmqG+xct2gvN3y5n+2p2jKZlSGEEEIIIX5NErwQfxhZ1Vl8c+Ybroy7kl3X7WJo9FCe7fssbfzbEO8bj8vhwuay4WP0adqndUBrJreeTN/wvkxuNRmbw8aApQOYN3geLXxbUNxQTJeQLrwy4BXWTlxLt2bdGNx8MDtzdhLmFcbSE0vJrslGj57Kxkpya3M5UnwEb6N30zkMOgM6vQ7fAF/GrhzL+sz12Fw2quxV7Mnfg4fbA51bh4feA1VRMegN9GrWC72iJ9YYS4AxgHpHPf0j+jO963S+GPMFE1tNvOj6t+ZsZUnJfm4bs5BFyYs4XX4axr8LM/fidDs5WnwUVVU5XXGalekrKbdXa6mTet8Ft/4AAS202QV73tDSMfmEweAntYMXndRmZHj44YdC/6CO6LxD4drP0Ju8wGiGgmOQuQ1QoeyMto+t6qcG6j2gOAm+mATOHwte/93krtOrtdkKiu7v9nODZ4h2zNgh4B1+4UU7fixcqWhfIe2hrgB3RQa0HK4VC3dYteN4B2tFyL2bacGTwFhwNILeBFf+Fa79HHrdDtG94PEsGDYb7LXavi47xAyG4bOh950waq4W3PCN0gI9AEWnIGs3DWY/hm6+iaJNj8G8llowSAghhLgE8spKeWvtSoYODaGs7Gpuu60V8+66kV69IugR50VYYABVJXo8IyubCn5HRVn47msLd83w595Hw1G67sa3x1O8914POnXyx26z8sKNCl+8cAsL33+atgkxhLbozOo1JcTGerHk7XQOHdKC9zeOTSW6WRkrVuTh5aUHFFTFjeewjcSP2Y8xLoTo6DW88cYZGhrcVFfb2b69BE9VRQcEBZiwu8Bk0tGvXxARERb6tfcirrmFxkY7m77MxhI7iL17R/DQQ20vuv6NGwv59tMcVrw9kE8/zWTnzhJeu6ozmbOvwqjXsXt3CS6XmzNnavj447NkZ9fTpuUwburdit33jaBndBCqqvL0+pNa7Qi9jg+m9AQgMb+SK6MDmdqmGQaLwpARobjcKp9f35sWQb6Y9ArpZXUsOZoFQGpJLYmFdZTW1jW1L5f+pJfVceWH26m0aTe+mP7u3df2jBLsThWjXqGw1ob+fOAnyt8CQM+oAFoGaWPOH+c6/Dgj40ftm/lQ2eBka1oJExIiiQn0orLBiRto7ufFB/sy8DTqsRh0RAd4EWAxYdQpzBnVgdW3DuTJEe1JCPen+MVJLL2pP5VWOy4V7C6VYa1CeOqK9tzUO45lN/cjuaiG5n4W3thxBoCMsjrWny7A22BgdJ8dPLXoBM1mr+Kr830ihBBCCCEuFhMTw5tvvtn0WFEUVq9e3fT4zJkz9OnTB7PZTJcuXX739gEMGTKEBx544JKc+x9J8EL8YazPXM+rh16lurEaf7M/ACszVpJalYo528zhY4dp5d+Kmzvc3LRPfl0+qzJWcbzkOF4mL5w4cakuWvu3Zu2ktbw55E02ZG2gqrGKClsFVoeVR7s+ypCoIbRqaMXY3LE83v5xnKqTjVkbyarOAiDIHES7wHZsmLQBP5MfHYI7EB8QT7mtHDduOgV3wul2MqnVJGzYGOIxhML6QgZGDkSn6DhWeoyFJxdysvIk/g3+uHEzqPkgHt/9OCadCaPOeNH1P9LjETZP3ozVYWXpmaUcLjqsBRXK0shadSu3bLiJI8VHGBc3jgPXHyDKJ0rb0eSp1XEAKE3T6kSgwKEP4eRXFPqFUz/gfkCvFdG2BIKthsY926hNMmgf2veepa0HMHhqAQIAt0urWQHgOn+XoLX471r94wwVnRYccTt+KsT9I4dVO2dNAXgFnl+oaCmeGmu0hx6+gAqlp3EperBVk9nzJi2YAeAfByVntBRQhz+E6D4Q3hk6TOKQqy1Fh1bBtpfgw8HwSrR2rr0LLmxH1k7Y8hy43bB1jrasJlfrr+LTWiqpztejeAVze9ggghsbtToaPpEXPVdCCCHE72H1gb08+MnfOFdcRFCQduf+t9/ksWVnLf2ybOS8lcyGT7J449HOTfs4bHXoqjZQW5qMX3UnGh12HCFniYnxJjFxDM++cjVVhafpHZWB6rLRUFtG257TGDWyOQM9jXylN7Dk8QTMZh3jp+s5k1wIQGSkhfh4b7KzryIy3IN+fbxpHR9IY6MbpxMmjTMzY0IKr78YwDvPbuPV4XoyMusYNy4cpwqnT9fw0kunWbq+iDFtPCmrMJDvvI4bbthPVZUDT8+Ls90++WR7Cgsn4eVl4O2309i4sQCTQU9hTQNT3tnLoCFbWbkyj5Ejw6mvv5YePYIAMOp19IsJBqC8vpGkomoU4IvDWby0OYk4bzfzrmzLqHWnePJIDgGeHnjodaz65ns8vnifHenF3NW/FWa9lkBJD0T4WnBjpNHtQc+oQECh4XzprsKan2ZSONzga9ThZdBhcRfgoZbjcGmhifP/UVhjIzrAQkldI2G+WiBDAfzMBqoaHAD4mLRx2eniWvRAo8vNEN9QBrcMBaC5n4VzFbWsP13Ayz+kMCAuhIRwP6b1jOGKE7BjXSavbT1Nv7e24PPYMk4X1/DM96cu6N9tGaW8vOU0xTUNPLLmBAB51Q2U1jVyLLecD/ZmcFPPGMJ8zIy/uTlOHzd+ZgOtgr0R4s/DBewAlp7/3/W7nXn//v3o9XrGjh170bpVq1bRp08f/Pz88PHxISEh4YIPmRYtWoSiKCiKgl6vJyAggN69e/PCCy9QXV190fGKioq49957iYuLw8PDg6ioKK666iq2bt36W16iuEyobjfl+WcoSD9Ief4ZVLf7/9/pv/TvvOZiYmKaXscWi4WYmBimTJnCtm3bLjre4cOHGT58OP7+/gQEBDBq1ChOnDjxs+fesWNH03H/2deOHTsAWLFiBUOGDMHPzw9vb286derECy+8QEVFBfDTz1q7du0uOs+yZctQFIWYmJj/vsP+IFwuFyePJbFjyx5OHkvC5fptf2fefPPNKIrCq6++esHy1atXo/xdqu8fn/OqqqqmZQUFBXTs2JFBgwb97O9FuPA16OXlRbdu3Vi2bNmvfh2FhYWMGTOm6fFzzz2Hl5cXqampv/nv4Z/rG4CVK1fy4osv/qbn/ndJ8EL8YdzZ6U6+u/o7/Dy0lEMPbHuAnXk7eWrYU0ybNo3m7ZpTVF/EwpMLm/Zp6d+SHVN24O/hz8ZzG+kb1peeYT2Zf3Q+pdZSbt18Kz3CeuCh9+C5fc/x6K5HeeHNFwgtDuWI4whe7bzw9ffFqDcSaAyk9kAtD0Y/SHZtNtX11Ty661HKbeWkV6Wz5uwaHu3xKPd2uReLwQIKrMtchxMnhzjEDe1u4P0R73P4xsO8MuAV+kf0R4+eIkcRI1uMZELLCSwavYiE4ISfvf71metJLk/G3+zPrut2cVPCTdqKzJ20TNvGa32epau3lmLqlUOvsCp9lbZ+w+PwTlft+4jOcP9JrVg2ClSc4w2zm8plN4LBBOUZWrqmHa9idQ+nNskbfMIh8UuaBupOq1ZMW2eCDpOhNAVbYKufGvpjMMMzCALjzi/8+8GPApE9tJRVACOeh67ToDwNipO1ZUbLT+sBGs//IdGb0asuMiI7Ebv8djixWFtelQnZeyB+tLZ54m5Kl25GLTtLMFWEVBwGhw3qSrVjHf5ESy/lEaDN0miiwudXQUPVT4vK0uDgB1pB8xNLMZef5eaDX2E4vVpLnRUUqxUwP/KplnR66fVaXRAhhBDiNzZzzFVkfPA5rSK0QHrSzi8oSt3CXz/qSddNA4m4K4L6mgref+80NTXah94enn4MnT6f4oZuLFiQytTe/XhhcjeKkxbhcjo4sOol/EJiKFB9+WzZ+5zc9jG7Bn1Nv6Ra1qRUo5vqQfQANxaLATBR+4KDr29vxdn0OupKGjm2eSnpSwZTmuhDVc5W5s7txOzZCTx6RzFLvm/Ny/MqOJrix9/SGrjhhhjWrRtCQ8N1LF7cl6uvbk6Ql47ExFxunhbMNddEs3PncEaPDv/Z61+5Mo/du0swGnXk509k7lwtSLPvXBnrcwp456Nu9B6iBSyeffYUby7QZgy8tDmJsGdXYXO4CPY2k/vcBLbelkCoPoecslyeDFnF2q8HMNzyBRmltRTWNPDK1tP0zTqK/5L3aW5SWXUiF9uPQQcgq9KKSa9wdadIkgsr6d7Mr6mdvaO88SefEE8drYO9CfPyoJmniZGmd1DPvx0bHBeCj4cWoHloSBvuG9iG7EoruzJLMet1BFv0BP9daqlauwsV8DLqcAHxeh/mHE9iwc5UQAsybDpTzNSuWlHvlKwC+tamcyavjHIf2GO0UmVzUFTTQJ3dyRvbUxjTLpwIXzPe5wMjP5qx9CDppbVNj3Mqrby9M42PDpzl88NZZFTWscVcyMdHztLc34teLYIpq2vk3d1pOFxuZnx1gCfWJf6yF7cQl4WVQAwwFLj+/P8x55f/9j755BPuvfdedu3aRUFBQdPyrVu3ct111zF58mQOHTrE0aNHefnll3E4HBfs7+vrS2FhIXl5eezbt4877riDL774gi5dulxwvKysLLp37862bduYN28ep06dYuPGjQwdOpS77777d7lWcekUZR5lx5LHOLxuHie3fsjhdfPYseQxijKP/mbn/CWvuRdeeIHCwkJSU1P54osv8Pf3Z8SIEbz88stN29TV1TF69Giio6M5ePAge/bswcfHh1GjRl30cwHQr18/CgsLm76mTJnC6NGjL1jWr18/nn76aa677jp69uzJhg0bSEpKYv78+Zw4cYIvv/yy6XheXl6UlJSwf//+C87zySefEB0d/Sv33uVr784DzLhmFk/eN4d5z7/Jk/fNYcY1s9i788Bvel6z2cxrr71GZWXlv73P2bNnGTBgAC1atGDTpk34+fn9021/fA0eP36cnj17ct1117Fv376f3dZut//i9gOEhYXh4fHTOO/v2xcUFPQfHfM/bcuPAgMD8fHx+f83/B1I8EL8YRj1RiK8I5oeexo9OVZ8DDduQqJCWHdiHTNcM/hm1DcX7BdgDmD+0fmcqznH/qL9VNgqcLgcBFuCebLXk8zpO4djJcfIqMpg3qB59OzcE68oL3x9fPnC9gUbczZy8PqDjG05lvUB6zlVcwpU8MST9Mp0FBRUVaVHWA/eOf4O7yS+Q2pFKkbFSLA5mLs63UWdow6b66ccwPsK9mHQGZjmOQ3/Wn/25O9Bp9PRvVn3f3r97ya+y7JULcJrNph/WjHkcZRH0hlTkIbhzU7QWEdSaRJfb/iaxMREiBkIHaf8XYe00ApWo4LZj6cajYTb6qHVMAhqfT6lVCj+cccJ0/0FqnO0gIbhfG0JoKztNBa4b8R+djcA+ooMsg3n3+hWZWv/W8vPz/LQgSX4p/O3HK6laQpsBS0GQJe/QECMtk7Ra7MwvJrByFe0c5oDtMLboAVSet5JfO97UZx2MHqBT8RPqaf2ayme6uuiKTvjhzN1P3GWWvRmP+h0rZZCStHBwfehMgcaK39KcaX30L5qCs4HTs5H6f1aQMdrwT8W/FtAzCBtlsmAhyB2MKyaBaeWw/qHIG2Tll7LdfEASQghhPi16fV64sJ+GhuVVAfz5Ku+VFc78OobzGvPZuOzfBzffnoNvr4/zeo0mb156qmTJCdXM9gvlQGBDtwuJ3qDkfYDb6T9oBtZl5zB0xv20nH4nUROaEN9vyDCW3lQ2H4TJXlbKC+fzLNzOnBXbj3Z1hKWvraTQZ3L8VRPYfS10jqyjulTFP761zO88EIyzy7JQ9/uJHqDCa/YGzmXa6K6+qc3VXmZZ9G5q/hsUnOizppYtqIcq9XFoEGhTSmv/tHcucksWKB9WG8265vusLurf2sq5l6N2kqh5SvryK2sJ+lkFamrMuFoIX1jgpnWPQbT+QLTzQM8eXnN15S4wvE3m9hnDyK9Tk9cdC+GtNZmm/qZTaRMuI3rrn+HNKtKbrWNWF8PDOffTd0UF8lHn8CRpFKsThUvRYUaiPexUFPfQBURlFrdnKuop6C+EZdOYbfjNhxY6B0dhNmkJzrAk55RgTw7KqFpxoVJr7B+QifeGtKWv13TEx8PA74eBoK9TAA087Uwo1csb8zoSrXNQYDFSKi3iUhfbaz46tYzqMBVYTqeiGogM6eQ9HYG/L1NjE+IwMtkwKBT+OpYDvuySimosVFn125YMeq0ot4pxTX4mA0/jowI8fbg5t5xdAjzJTbQk6GtQqm3u7ijbytu7RPLlM92syYpl3tXHGV9Uj7bM0pocPx+d6sL8etYCVwD5P3D8vzzy3/bAEZdXR3ffPMNM2fOZOzYsSxatKhp3bp16+jfvz+PPvoobdq0IT4+nokTJ/Lee+9dcAxFUQgLCyM8PJx27dpx6623sm/fPurq6njssceatps1axaKonDo0CEmT55MfHw8CQkJPPTQQxw48Nt+6CguraLMoyRufp/G+gs/9G2sryRx8/u/WQDjl7zmfHx8CAsLIzo6mkGDBvHhhx8ye/Zsnn32WVJTtTHAmTNnqKio4IUXXqBNmzYkJCTw3HPPUVxcTHZ29kXnN5lMhIWFNX1ZLBY8PDwuWJaYmMjcuXOZP38+8+bNo1+/fsTExHDFFVewYsUKbrrppqbjGQwGrr/+ej799NOmZXl5eezYsYPrr7/+N+nDy83enQeY+/RfKSstv2B5WWk5c5/+628awBgxYgRhYWG88sor/9b2J0+eZMCAAfTt25fVq1djsVj+5fY/vgbj4+N57733sFgsrFu3DtBmZrz44otMnz4dX19f7rjjDkCbsZOQkICHhwcxMTHMnz//X57j79NGKYrC0aNHeeGFF1AUhTlz5gCQm5vLlClT8Pf3JzAwkAkTJpCVldV0jJtvvpmJEyfy8ssvExERQZs2bQD48ssv6dGjR9N1XH/99ZSUaLVls7KyGDp0KAABAQEoisLNN98MXJw2KiYmhrlz5zJjxgx8fHyIjo7mww8/vOA69u3bR5cuXTCbzfTo0aNpBkxiYuK/vP7/jwQvxB+S2+2mX3U/5iTMYVSLUdy04SZWFKygrKiMQGPgRds/3uNxbmh3A28PfZv+Ef2ZEjaFV//2KsPDhtPcpzlz+s5hSNQQ3jz2JivcKwgPCcdtdRPYGEj5wXKOFxznipgruDnhZrZXbyfYM5ibu97Ms32fZd3EdcT6xXK46DA9mvXAU+9J64DWhHmFkV+fj6IoGBQDviZfALblbGN7znaSMpNoG9yWCT0nMK7lOAy6i9MhANTYa1BVleVXLeeF/i/Ajlch+x+ivEYztLsKhj4JJi8Wj17MjXE3EtasGUT1hn73QPoWSNsM7/wUIFFrC/GvysOt94Qz30Hh+WmVo19HGfQgOoMLULSggrMBcIPBQtCZJYz1OIyz3/0QFI/d4IGi095E4zgfpPEM1lJF3bkLGsq0oIFXCJzdCr3u1FIuZe+B1bPgu4fONwgtxVXVOdj/tnZOVyPUn/8DWHUOUtfDoY+0ehfeITBtxd/V2ABC2hM4qBXxN5kw+pnBVq2lqzr8sVZDQ9Wugcyt4BcNna+H4HZaQKXvPRAYA5M/1gIdZn+oydPa5x0MfWdp5xv/Hhg8YPtLcGKJlqIqsjusulMrYt75L1pbTq+Fo19Cynf/zstaCCGE+K8039ecFXM6cNddrRn13OPMK3oVZ3I1ET4Xp6OcO7cz994bz+i/3I5fZEeiIieyosu3KPaW+ARG8vrNt3FH3LOs+Go/Ja1XE9IniACDir8SAAdbsXdTHlOv8WP27ATmbaggt7wZM19sR2bYKDKTb2B38jCuvCWW7t0D8PbWo4R7Ym5dSFFRIzU1dsxmPf7+2thh06ZCDuw+Q+oRK0OuDWPkMwlMvT4Ob++fHxtVV9txudxs2zaM1asHQmUd1F9YKNpiMjC6XTjPje5AuK+F9esH87cXEyDcm47hfswe1YHs5N2kHvoOckqwGnoARrLrzCzKH8gG51zeSY5na6qWFuuJ4W15+9oeuL08aak7wP2dIzh4TTeaWUwE6MrZnfM9fxsPj/eLZ3K7MLoE+nB1TDAnpvXgulbNAYVwHw8cbpVvbxlAc4uRal1L/L28OZhTzsj4MDqE+XE4t4Jblx5i2mLt7k27S6VIhes3JPPSlmRqG50YdQpl9VrgJ7O8nnXJ+Ty+LpHOEf7odTq+u2OIVmcM0CsQH+JDsX8UvdKbk6NaqGhwYNLreXNnGrWNTpxuFQ+Djn3nyonwM3Nzjxi6RvrjcMMDg+OJCfRiza0D8TTpCfY0UWG1c8vSA3h7GLirf2vW3j6Ir27sS5tmPjy0OpFlJ/Iw6nSMbNOMW78+SGmdjdv7akXmv0vOZ/Hhcyw+fO6/fbkL8RtyAffzU7WZv/fjsgf4LVNIffvtt7Rt25Y2bdowbdo0Pv30U1RVO3dYWBjJyckkJSX94uOGhoZyww03sHbtWlwuFxUVFWzcuJG7774bLy+vi7b39/f/by9FXKZUt5uUvUv/5TZn9n79q6eQ+jVec/fffz+qqrJmzRoA2rRpQ1BQEJ988gl2u52GhgY++eQT2rVr9x+nbFqyZAne3t7MmjXrZ9f/YztnzJjBt99+i9VqBbR0UqNHj6ZZs2b/0fn/SFwuFx+++dm/3ObDtz77zVJI6fV65s6dyzvvvENe3j8GnC+0b98+Bg8ezOTJk1m8eDEGw8+PNf8Zg8GA0Wi8YFbDX//6Vzp37szx48eZPXs2R48eZcqUKUydOpVTp04xZ84cZs+efUEQ+l8pLCwkISGBhx9+mMLCQh555BEcDgejRo3Cx8eH3bt3s3fvXry9vRk9evQFbdm6dSupqals2bKF9evXA+BwOHjxxRc5ceIEq1evJisrqylAERUVxYoVKwBITU2lsLCQt97655lE5s+fT48ePTh+/DizZs1i5syZTUHEmpoarrrqKjp27MixY8d48cUXefzxx39J9/5Tv+xZEuIyYHVYmbNvDkqGwlX+V5GcmUxmdSZ9Ivvw5C1Psn37dtxuN8OHD2/aR0Xl06RPGR0zmo1ZG/nO/R3tytvx6ZFPuXfwvQxfNpw6Rx0dgjpwe8fbWZyymJf7vEx+cj6vlb/GwS0HqVfrUXUqzbya0SHFi4/KPqTMp5yn+z1NcrmW7mhMzBh25e8ipSKFD674AA+9B638W6HX6ekX0Y+yhjLu334/4V7hdGnsQiGFnLCfYF7feT97rRW2Cq5YdgX3dL2HWzrcAs5GOPA37f8W/S7cOLyz9oV2J8G4ceNg119h+1xtEoHbpaVycjmg5+2wZwHgxoVCY/QAjGmrtVkXKLBotFbcu6kDXWixTjd4N0OpyiK+8STU9oXAWLzstXjVam/u8fAB3wioztUeL7tJmyHxY+AAFdb+3VRQu/X8Nwr0nAGHP4LgeC2FlXcYNNaCTyhYq8FlhZp87Qu0mSJmX5j0ARz9DMK7arM9Tn2jVehQzv+Ks/j/lArKvwU4bVDXoM0qSd0AOkULrBz5RCsmXnhKC5ooOm3fMu2XMXmHIWsvpKzRZoS0HQ+5B6A8HfKP0ZQe6+gi7VjWci3wY/KEdv/6j6gQQgjxn3K7XSTv+oLyREjo0I2apFIOpCfRpUMrxmyeSPZbaeR9eJZ273Rr2sds1vPGG6mYguD1g5/wSpu2RGZ05523v+XVj+9n55IneGt+J9q0acHoZUO478u/8u7nN9AqtQPDHj5FwVt7WPTSDlZ81Z2oSF+KK+pZ8NAqNoSnEPdAV7Zv1+7omjQpijVrCjj4aWu+/vpmoh/3onVrb0JCLHTpEoDd7mLcuJ1ExwUwd2wodksN4b328O6oO9EbLr7Pym53ER29ljvuaMm8eefTYmZVgKcHeJkv2LZ1iA/PjOzw04LBLfh4/1nu+PaQNotAdTGt8mN2xtzPZ5O6M/LzfXTWr6bKHcOw1uP4KCkfh1sbRt3y9SFKa63ocJNJT1ZllrMpp5L8ejsjQwrYXNqZ/MAaWtTXMCHoC1L3JXFbh+uZ8J2L/PpGWgd7UduovWm/89vDmIAGp4rFoH0Y+fDaxKZmVlp/qpHx1ys7MjXcl5xBMRw9ej8fDZ9Pv2bhjPk+mXq7g3Krg9J6O6XngxlR/ha8PYx8dWNfXtycxNDWYZzMr+SbRG1c5qerYLTHlxQZb8PuEYDNaScmwBOX6ia3ykZBtY31KQXYHG5CvT14b3c65VY7JwuqqLe7cLrchHh5kFVhJavCyoHsCvZnlbHhdCEGvcJ1XaLYkVFMUW0DOzJKsbu0sdF7u9PZkFJAdqUVD4MOtwrTesb+wle6EL+X3Vw84+LvqUDu+e2G/CYt+OSTT5g2bRoAo0ePprq6mp07dzJkyBDuvfdedu/eTceOHWnRogV9+vRh5MiR3HDDDRekHfln2rZtS21tLeXl5WRlZaGqKm3btv1NrkNcvioK0y6acfGPbPUVVBSmERT5670+MjIy/uvXXGBgIKGhoU13nfv4+LBjxw4mTpzYlKO/devWbNq06Rd/OP2j9PR04uLiMBovvgHk53Tt2pW4uDiWL1/OjTfeyKJFi3jjjTfIzMz8j87/R5J8IuWiGRf/qKyknOQTKXTq1uFfbvefmjRpEl26dOG5557jk08++ZfbXXfddbz77ru/+Bx2u5358+dTXV3NsGHDmpYPGzaMhx9+uOnxDTfcwPDhw5k9ezYA8fHxnD59mnnz5jUFDf6VsLAwDAYD3t7ehIWFAbB48WLcbjcff/xx00zjzz77DH9/f3bs2MHIkSMBLYXZxx9/jMlkajrejBkzmr6Pi4vj7bffpmfPntTV1eHt7U1goHYDeGho6P8bPLzyyiubAnqPP/44CxYsYPv27bRp04avvvoKRVH46KOPMJvNtG/fnvz8fG6//fb/95r/PzLzQvzhWJ1WDhYdZND4QQwYMIC9m/Zyq3or7494H9CifTU1NSxfsZy73ruLJSlLiPOP44FuD3Bv13uJNkczwHsAVS2q2F2zG7PBTL+IfnQN7srk+MkEewaTWZnJ1yu/psxWRs/SnvTN68vtEbdzR6c7uDLmSryqPehb3pObw2/mmT3P0Ce8D4tGLWJcq3EsHLGQXmG9CDAH0CawDXqdnhkdZpBSnkJpXSmTIyZTWF+IX3c/tru2syV7C7X2n/IIF9UXUX2+xoOfyY/bOt1G/8j+2kqDBzyUAsOfvbhjMndAY91PjwsStcBAx2vB7cJh8uKR5jGcDWsLe94A3CiKHgMq3q0HwsSF0H4CJEzS0jld5PwH8/3vB/P52S0h8VoqJ2sFoGiFtZ027cN++/ngR8VZLXCh6MFaBejAYEFVDDiCO2rBB0WvpbNKPH/nR03x+RkSZm3fhioIjvupPoXJVztOeTrsmq8FJKat0PonYwu0ON9fqqodpzJbm0WhGKCuDGy1EBALw1+A4FbgVrXi4EZPMPqAtRRMPtq12GogrBMkXANtxkL6ZghqBbZKOLMW6kvg5HIIjNVSTAEkLYeGSi0g0nokdJmm1dkQQgghfgOqy0l53mli/o+9846volrb9jW7p/deSCGkkNB7D71KE0QQBAFF7Khg7ygqKAo2DiJFqlKl19B7T0jvvffsvvf3x4IgR4/v0aPf+55z9sWPX7LXrJlZs2ZmZ2bd63nujwKJXNyW/PkpbM6dxakPPwVAX6xDm9NIyrxrvB/7GW+sX01QmIz3VjnxxOzBTAiPpHVjey4MLmNF3TEAvINb88X7dXyx2BWFoxdphQXU7L1FWaGWuZLEwdmBtGvxANNmdeHTRR6Yiyw8nNORPW3nMmr4aXr18mTv3r48/HAYp08PpH9/H/z87Gjd2gWVSs6TT7aiqEjL9StVfPKRG1mhq9mhKmXtxXRuXEojP6+u+fj0jTXoteKzSiXntddaM25c0N0OCPYGr1/mKj6ZWUZV410hIKW0juyqBqZ1CsVqBZVcTt8+/ejt1UT/1WcwWaFQ6kaWpQ1BQe5smtaDqZ1DGNnan0GtfJEwEi0/iptURF69npRq8azTt/ODjA9XoMeJtn72qO18yKpxYsZlExfLG8is1ZNR0UhZvQ4JE/W1GWTWaJFJUKc3AeCgkqOQSbRysaeltzMSEO7pQFV5HUaLhZ0peTjKqrhWfJ3nTmVQ1qDD21GD822fDLVcQimD/Boti48mI5dJHJo7AE8HNbtvFTOujUgvpqQJg0VDRU0Bdko5GoVEWYOOigYDIe72zO8fSfcQT0wWC40GEzJJwtNeRWWTAXc7JXqzlbJGHeGejszt1ZIhUT4kZJTR0suRRoOZzdfyKW0wsOlKLqHu9kR5i8jjnxILKKjV4uWgpk+YF0/0iuCjI7f+jMvfho2/gOI/ud7vIzU1lQsXLvDggyKaW6FQ8MADDzQPyDk4OLBnzx4yMjJ47bXXcHR05Pnnn6dLly7Ns75/izsRHJIkNf9u478PfdOvGxT/0Xr/LH/WNWe1WpsHcbVaLTNnzqRnz56cO3eO06dPExsby4gRI9Bqtf/Dlv68dj7yyCN89913HD9+nMbGRoYPH/6H9v3vRlVlzZ9a74/y4YcfsmbNGpKTk/9hndGjR7N9+3ZOnjz5T293wYIFODo6Ym9vz4cffsiiRYsYMWJE8/JOnTrdUz85OZmePXveU9azZ0/S09P/cPTJ9evXycjIwMnJCUdHx2bRQafTkZmZ2VwvLi7uHuEC4PLly4waNYrg4GCcnJzo27cvAHl5eb+7HW3atGn+/U5qwjspqFJTU2nTpg0azd3JRF26dPnd+/g1bJEXNv7t8LTz5PgDx5s/T548GYVC0Zx2KScoh33Z+5irmgs6qMyqZEnZEg7kHOCByAd42vVp0tLSWDx7MUarEbPVTFJFEjWGGpZdXcaB8Qfo4NmBSCKJaR/DZY/LzAqeRVyrOAwWA903dse1pSu9a1vxfe73vND9BfoF9SPISbxEd/PrRje/bshld80ODWYD7517jzZ2bfC55cOsAbNIrE8kvz6fOW3n4KQSJjjr1q3jYtlFrO2tLOu/DLkk43GFL2i873aAyv6XnVKZCWtHw6B3oefTouzCCri2Aa33LHROi6iPd+elvU8ihfSEsL5Qngbh8WKQvraIW67exCT+iAFQqZ2h/cNiEN7YKIywZSqSGpwI2PMmrtSBky/seYF7wqnNesAC/h2EGFCZBRoXCO4iIhwAkIFJi1ZygIpU5DUZyCKHw5gvqNv0KE45+8FQj4QFanJAUom0T6WJIN2e9eDoBVW3BzUur4Ibm0S0hiQT5t9qZ8g9TXMot0IttuXXVph21xdBdTYkvAdyDRjrhUDRciCc/RKQ4I6gpHIUUSg5xyG0H7yYIUSO3c9ASZIQZwrO3+0DuVIYeFstENhZeGDUFYr2h/cXIscdytPAIxx+dq3YsGHDhg0bvxe5Uk2/h+5Gccat7UKs0YpaKV5e9vio+HB1BUdbO6NukCE/aOTtwn0s25jAg8M68IHfU+R9kcHbFyYwXz4Tq9XK+kuJRClrqc28Sac+yxgU154Q3xbIwvzYeKiKIeMi8OrgxYLhMnZ/9TT2+KBRqTFaj/Hpkln07htAbKwrAN27e7J1a09kf/f37sknL9ExypHNo+3Q3T+BywnezF9VzlNPzWRaoJuodCATQ2YmiX4X6T72VQBefDwEND97MfsVT4yaJgN9lx/hhfgoPrpPRGh8dz6Lj48m09VUyoM3jzP8tRdJPvssbT1jqI55k4t51Qxo1QVvRxU+lou0lPvw4Pka/OTZ+KjKebDjBFJTU6lqCGRwKx/s1QpiM8189X0iyhZqOvrac+PSNxjdPdjoLGaZvRNq4kxWFpUekeglOUG1S7lhGcHoNqGsuZh9Z2oIjQYz7hYZS9u14N2UQvqEe7H70b78sPsWn14r5HK5hfPWd+EW2CtrMZqtJJfVN4sXIe4OpJY3ABZWX8hi/eUcIrycUClkPNk7An9nO7bdKKLCEshRy2NoFDJ0NVq6h7iTWFxHvd5ETlUTnyakYa+SYzBb6OTvQccgN7ZeEy+3tVrh6eWoVGAyWdhxI58YX1cK3hqDnVLO/J+ukpBeSl5VE1cL7w52OarklDfqMVus9Az15EJ+FQ0GE/V6E2PiAml1W+AASC+vp4WbPSqF7dnIxv8mfn9yvd/Ht99+i8lkwt//rqeR1WpFrVazfPnyZmPZ8PBwwsPDmTVrFq+++iqtWrVi8+bNzJgx4ze3n5ycjLOzMx4eHsjlwi8oJSXlLzkWG/93Udv/Y4PiP1LvnyUiIuJfvuYqKyspLy8nNFS8W2/YsIGcnBzOnj2LTCZrLnNzc2Pnzp1MmjTpd++jVatWnDp1CqPR+E9HX0yZMoX58+fz1ltvMXXq1D8c9fHvhruH659a74/Sp08fhgwZwssvv/wPIxy++eYb5s+fz7Bhw9i7dy99+vT5H7f74osvMn36dBwdHfHx8WkWze7wa+nP/mwaGhro2LEj69ev/8UyLy+vf9iWxsZGhgwZwpAhQ1i/fj1eXl7k5eUxZMiQP2To/ff3giRJWP7k1HK/xn/HnWTjPxoPD497PpvMJhQyBSNGjCCjNgOZXEa9oR5ve28qiiqIjIzkm5RvOPrTUbZP2E5mTSaFjYWMazmOR9s+is6k42DhQRr9G3kk4hHCAsJYn7wea4WVdt7tmB03G41cw7iIcUzVTiXCLQKA7xK/Y2/WXqr0VYQ6h7JyyMrmNqnkKnaP3c3zR5+nulU1i3ouIrEikTpDHT3876Z/atWqFTIfGW3ihJppLE6i/If5+A97Ebo++hudEA4PboYW3e+WDf8YvKJRnN+Na/13uB5wRFK7Qsuh0G0OnFkOJxfDowmwrCNunaZxzj2QrlUFQnjIPAyuQVCeIlJOpe+hwHEiEdzOKd1plhANKjNApgQkMN3+8qvMEOmXQESD1BZC7xfE/m6/pttbG4XsYQKyj8MXXXCsLwHA4tESuaFBiAxWA4TEg397SN8PZbdE+36OsQmKr4FzAJz5XHhZtB4D9aWQd1ZEUAA0VkDLAXDzB1FmNoj/AKXJoK2965+hcQOvaMAK+SLvNFUZUHAB9I1wZa045pDewrvDahGiiaOPiAgB4afRVAmW29EfyzqAvbfwAmlzP5z/GkYuhU6//YJhw4YNGzZs/B7sWtz74mJ0zceuzzECXx9Ci+Q6iqug9pYcx8x4XG4pUI3wI+3ITq5sPU6/xxZRVlPDx6duMqXjUL58eApmYN1iJTdicjh7oBu7d9qRm3iE8uKWeAXFEtH5PrROSgZs7UxTXReGeolIxC3H9vH5onqUDXrefSaDXhPfvqdd164NZfasCzy3T8e3Bx8msVstkyc2cN99gXcrBbsgU3jTKmo8AFa9ibqDebj09QMPZ/4RrvYqDszpR1t/t+ayt4fFEeruwIq959jS+j5+3JdLkPMSngvVsHtYP76/lM3jP1wicf5gPvs8HofYBxgf0JWkkhwq9W7cTD2Em3c8NFRhsljZcbOQ1kUumHzkYLXSu5UvfVxnEu/jzec5F2gwmhkTE4nZIZC1SdlkNym4wWMAJJfW8srAaN4/nIwE2CkkqkwWzjY1UtCoo6q6kZgP9lBUo8VsBX9HNXYaBZmVjWiNFjoEujGytT+HU0s5nVNBw+0IDpAwW62YTRZuFtcS6GrHx0eTcbVTMaNLGIU1jRxMK0VnEs9jKSV1TOkUwvcXs2gwWDBarNTqxLZuldZS1qCl7HZKKjd7FYGudoR7ObH1ukip46Ru4lhGKa4aJUuOpSIB7QJcqdWbMJgtOKgUxPg4cyG/CoBRsQE0Gk3UNBkwGM1Evr+HABcNkhWGtw5g5bks3h4We2+6Lxs2/r/TGwhEmHP/2uxr6fby3n/6nk0mE2vXrmXJkiXNaUDuMGbMGDZu3MicOXN+sV5ISAj29vY0Njb+5vbLysrYsGEDY8aMQSaT4e7uzpAhQ/jiiy94+umnfzHwVVNTY/O9+A/F3a8Vage330wdpXFwx92v1Z+73z/hmvvss8+QyWSMGTMGgKamJmQy2T2Dync+/9GB1cmTJ/P555/z5Zdf8swzz/xi+a+1093dnfvuu48tW7bw9ddf/6H9/jvSum00nl4ev5k6ytPbg9Zto//ytixatIh27do1m1X/PZIksWLFCmQyGcOHD2fPnj3NkQj/CE9PT1q2bPlPtyE6OprTp0/fU3b69GlatWqFXP7HJmd06NCBzZs34+3tjbPzP37+/XtSUlKorKxk0aJFBAWJCdeXLl26p86dSI1/1ZMkMjKS77//Hr1e35zC8OLFi//SNu9gSxtl498eo9HI8j3LuW/bfVRoK9Bb9GhNWixYKAgsIE2VxuK+i3nB5wVWrlmJUq3EN8yXtv5tuZR2ibyqPGI9YrlcepkAxwBcNa6MChtFz4CeHMw5yPhd41mVuIq/3fwbXFmHf1056TXpPLz/Yc4WnWXY1mHk1+fz2ZXPSKtOo1JbiVL+S2Xez9GPb4Z+w5JxSwCI9Yy9R7gA6Nq1K1MGTyHOKw6AC9m1rGAKVaGjfvXYGxsbWbVqFYmJiWiD+4oohzuoHKAyHWXdOSSVBsneXfhHVGVCWbKIQpifDW4hMPYb/IJ60G3saiT/2/mw6wqFCCBXQ/5FCO7BYONeFMGdwC0MXAOFOCBTiAH8DlMBK3hGQJdHIeR26imLXggOJz8BJ39w8BTl7pFIiEd/9HWgrUEmyZEAua7mtn+HBDIVyGRw+hMhikhyITy0n3pnbeGpgUxEfCCBozck7YD821/Kd8zE68sgde9tMeP2upJaRFdYzeD8s9lTSjuwc4ZxX4t2AxTfgB9mwI8zhGATM1p4j1gt4BoiTLvHfAUdHxHL986Dns9C4SURjYEEjSVgNYnUXMMXi3N2ffOvnl8bNmzYsGHjj2C1WNm6YC9RM6eTXlSAm0clkkMxFquFI/4aNlXp+OrLLhx/rz2nhx6msbyR/Pah2Pm2JON4DmfO3WSI4il++iwQB1cf1EoVz0/rzkMjIjh49RIvfvw8GZd2kXFhO5uv5LLypAcbt8no1OU4O3+q4vj6BdSW52JO2oGLIYviYi1yheoX7fT3t2fzlp58vKUvyCRiY13vFS4Aoj1xGNCuOd928ZYCzk+8QU2a/hfbAzBrzVwadJyC77Lo4+aGt9Pd0HWNUk6wvZKrTQqcnB3xcbIDQzFVlTcpr8ykg3MqdYvup4WHCzMmbSKkRXfeemgSYRGTybO0x2qow1+ZhYNKzsX8KkbE+LEosI78F/uzflgsEV5OPHuiiLgNl4n1d2Vev0j67ErndHkjTw7qzPAo8ZzRQbETl9IP+PBIMkGudvg7aZBjpbO/C+9dzCO/wUCjwUx5g547D0smCWJ8XJBJIJdJeDuqeftAEhfyKpCARqOZB9oF0UKZiopGXDXiWXRAhMiV7OesYfXFLA6nlQKgvh2tUqszsSepiAaDpfnFUCmBm50SvdGMn5Ndc//ZqeTYKRWsfKAL4R6OSEBudSPTvj9L/BdHUcokhkT5Ma1TCAazhRZu9kR4OfLt5K480bMlDio5z2y7wltD47iYX016RQNKmURhrY5qnZGeoZ58PbET0d7OfH06/fdc8jZs/MnIgTuGpX8f2XXn89Lb9f5cdu/eTXV1NTNnziQ2Nvae/+PHj+fbb7/lrbfeYv78+SQkJJCdnc3Vq1d55JFHMBqNDBo0qHlbVquVkpISiouLSU5OZtWqVfTo0QMXFxcWLVrUXO+LL77AbDbTpUsXtm7dSnp6OsnJyXz++ed0797915pp4z8ASSYjuueDv1knquckJNmfP2z4e665+vp6SkpKyM/P58SJEzz66KO89957LFy4sHlAedCgQVRXV/PEE0+QnJxMUlISM2bMQKFQEB8f/4fa2LVrV+bPn8/zzz/P/PnzOXv2LLm5uRw5coQJEyawZs2aX11v9erVVFRU/Ff5yMjlch599rcnZD76zIw/PHD/e4iLi2PKlCl8/vnn/7COJEl8/fXXTJs2jeHDh5OQkPCntuH555/nyJEjvPvuu6SlpbFmzRqWL1/OCy+88Ie3OWXKFDw9PRk9ejQnT54kOzubhIQEnn766d80KQ8ODkalUrFs2TKysrLYtWtXsy/MHVq0aIEkSezevZvy8nIaGhr+wdZ+m8mTJ2OxWHj00UdJTk7mwIEDLF68GOAX0Sq/F5t4YePfnvr6elJupqC2qFFICnQmHWaLGaVMySf9PuHjnh+zbdM2XJ1dORx2mDevvMnJqpPEesby9sG3ee7kc3zc92Pc7dx58fiLPHrwUVKqUtiatpXzxefR3jauVsuUWPbNx+76JkobS3HXuOOkciLIKYjaslpm+M1gdpvZxLjHIJNkaE13cysaLUZ0Jh1OKiccVY7/9LG1bduWsWPH4uble0+53qwnty4Xq9WKwWBg79697NixA4Cs7KOwZZoQFloOAKcAkU7JbBCD7F6RsOkh2DoTJEn4Sex5Hg6+Th2BFBdZ784vyjgoxAZ9DRScR1I7IwvqIoyudz4F3jEiiiDrqDCo1rhCaDyk7IHCy6B2AWSijm8bEUnRWCG2XZUmohs6TMfsGkKmz3AsXtFCSGgsh5xTQkC4/1thMo50+xjMQoTJSoDIYdDvVW47kkPmEZh1BHyFcTlWo9iH5XZ0hcpOREKIhXfODjh4C3+KqmwhxLSdIrwwfNvAySVCwAGxb/cI4aVhMUL6ITh++8Hf2CTavGUqDH5PRK00lImIiwU58EI6PH5GpOmy9xRpt+zdRQTHiV83bLdhw4YNGzb+CKYaIxVr8nHWq1EplPTxUfJNLy+cNCq++qozJ48PIHXyOTydrCy4fzcTNy/m0Q/NnEjrzdsvrGD8V+/y0ftd+NsH9ZzevpSRI4/jbXedGNf1nE5OwtHahCRJSHIF83ddZUfWLUqK6vD1VePiosDe2Rtlg0S/qAnMnN2NwQNd+H5vDFVVdwUHs9lMo06Lo6MSd/f/2WD2Dt6jA2j9bWecO/9d5K3JQkpKHVaLFXOjiayFyVwbdwaArLxs7l91kozyeoZH+VH+WC9KHumBo0pOsCWB1gHezFm7iU/XThPPViYzkzbl8sGuH/FzdMBf6coH3UJo0vTihzRXega4Uq83ciilED9HNc+cz2b0Tzd4attlIrycKGrUczyrnC3HvsMqSQR6OVNSVsvRjFIcVXI0cjNF5jA6BbuTX6OlsF5HvQkKa7Xon+zL16Pa0NrTmbEWF7oHeuCghAj9OhIyipBJEt9M7Iybvegzs1U80dRojRxJL6V1y3jeHdkd2W1xYuPlHI4+Ec/YNkFYraCQwNNehd4inoPc7JTk14gc+XfmphqtEO7phMvtZX3DvHiwfTDRPi70DvfmhT3HcXUQz4ut3ex4MMoHhUzCaLFyNK2E53ZeA6BOZ+RWcS39lx/l5UHRtPZ1ocFgYufNAuoW3U/Ju2NIfnkE3o5q7FUKIr2d8XJQs+lqHq/uufE7r3obNv5sxgE/AgF/Vx54u3zcX7LXb7/9loEDBzanhvo548eP59KlS7i5uZGVlcW0adOIiopi2LBhlJSUcPDgwXtmG9fV1eHn50dAQADdu3fnm2++4eGHH+bq1av4+d2dtBUWFsaVK1eIj4/n+eefJzY2lkGDBnHkyBG++uqrv+Q4bfzfwDesI+0Gz0Xt4HZPucbBnXaD5+Ib1vEv2e/vuebeeOMN/Pz8aNmyJVOnTqW2tpYjR46wYMGC5jpRUVH89NNP3Lhxg+7du9O7d2+KiorYv3//Pdf67+XDDz9kw4YNnD9/niFDhtC6dWvmzZtHmzZtePjhh391HTs7u19kB/lvoGffbryy8AU8ve49dk9vD15Z+AI9+3b7/9aWd95553+MuJEkiS+++IIZM2YwYsQIjh079qftv0OHDmzZsoVNmzYRGxvLG2+8wTvvvPNPmXX/I+zt7Tlx4gTBwcGMGzeO6OhoZs6ciU6n+81IDC8vL1avXs0PP/xATEwMixYtahYU7hAQEMDbb7/NSy+9hI+PD08++eQfaqOzszM//fQT165do127drz66qu88Ybw6/25D8YfQbL+Lzg01dXV4eLiQm1t7e8Kd7Fh4+doTVo+v/I5EyIn4Kfyw85OzAzbnbmbd8++i6vGlbEtx7IjZQf9SvrRGN3IjpIdSFaJp4OfZka/GRxPPI69iz1dgrvw+qnXOZZ/DJPVxOy42bRya0XfoL7cv+t+ihuL6ebXjcScI9RJEp8M+pK1t9ZSVV/F0m5LuXz5Mjdv3uSll15ib/ZeXj75Mq09W7Nh+AYkSeKBnx6goKGA0w/eDR0rqC8g0CnwHx3eb/L5lc9ZlbiK4w8cp7SplPPJ54kPjiebbOYemctXVVp6TdkN3lFigL3gohAq8i9C51mw6UGsY75m4y0rMSF+tDv3JPi1oYw2eKQsRpIkZBh/uWONqzDYDu0H174XYsjfo3IBQy0gwRuVYp+7nrqdSsmKMOxWg0Il0kxZzFgtBm4QRRtSkOzcRPomuRw8IkS0hYM31BWIgX9DPYz4BPIviLRVSEIIaKoSIkd4vBA2nAOEyOISBLX5f9dISURpFF8DqxnrzEOc2rqCXjU/irlUMoUQKJz8oO7v1nULg+osYR7+M4EKSS7EDRARKzI5VOeA2gkmroOkrUJUOfymqGO4rWYHdIKwflB8HR768Z+9BGz8F2L72/mfje382vgzsFjMpF/Yhm9YJ+xVAShclEiSREV+Ipf3LcfO0Q3fll0oTrkAn3bEZY6Rxak/sjG9jk9bPsacD8dyY38SVXZaBg3sQsrZLSzafoAf1/TgkzfjuG+IhF/LLlzc/Qm1ZdkkK0KYt/M4n/X0Y+x9MynPu0lVTjrtol7AVdLB5WKY3Z5DJ8pZ+MomXn6iloFTXkauVPPOl29jrszkrVdXN8/qbKqrwM7JHUn6/fOrPvsslWefvUJ6+kgkCY6uymb8IF/krZs4u/Vdvqpoy4uTH6RXmBdo9dCoY3lyCVuu5rNwRBv6LDvCijFBzNb7YXDV0PbIZT6PD0clL2fo5nIUMjMxbCHZ1BdX+0DyG4XPl6tGhUwmZ06PcD48kozZCjK0WLBDyAESGrkMV5WCEq2R0nfGUNNQyoMbkvCUyTlVVEuTyYKjSo6vg4plvSOYeSSZskYjXTLhXDgEOTbgrTvEJdNYuoV4cCG3ilZeTiSX1eGqUVCjM7FkdDuKarUsSUgFwMtBjc5opsFo4r7WAexKLOS9XuEsvpiDt6OG1MpGwEo/fxdKmoyk1Ghp5eVEbnUjepOFg3P6cfr9Gyx0q8IiEzPeLFYI83Qgo6oULGIyjkqCaG9nrpfW4apRUqO7+/wok8Q6AAHOdujNFqqb9FiBM88MYvX5LLqGePLc9is0GU0YzKJypJcTs7qHsTOxiKNP9Ecpt823s/Hr/P/522kGTiLMuf0QqaJsniw2/rOwWixUFaehb6pFbe+Cu1+rvyTiwsZ/PmazmaTryVRV1uDu4UrrttH/XyIubPzfZP369cyYMYPa2trmMds/gs3zwsa/LRnVGWxO3Uy0RzRh4WHN5S3dWtLWuy1ni8+y8uZKLFYLPe7vQWNqIyqjimQpmYorFazKWcWlikt0HtaZhIsJHMk/gtlsZmDIQGa3md28vR/vEwPK+7L3oTPr+LTvp6gUKhIrErmQfIHtB7bz6EOPEh8fjyRJjAgbQZW2igslF5q3EeQcRK3hrnHh1bKrTNs3jU/7fcrAFgMpaSzB1+He6IrfYmzEWIKcgnBRu/DBhQ84kX+CqT2m4mZ0Y37n+XSIGC9MpQGCuoJbKOx9AXS1EDVcRCvsXYDB+1Wcz60VwkBdAd4h9SCZ7t2ZUwDUF4rfp+4QaZeubbgrXEhy8IkTA/X6mtvCBdBhGmSfhO/HCiHgjnDx6HH4W997Bv4lIKrXfUhV0XBruyiMGA4lt8R+4l8DB3c48ArUmYUZd6dZYOcGFalg7wVFl6HtgyK1k9UMt/0zRLqmv8cK7mFCvAAsRxZyuSGWDnZ+OOjLRFQF3CtcqBzBNVikmUIS/hYWi0iLBeATA3YeItIicgjU5ItojppcWDda1LFzA7MJzDqwcwdtlUgpVXhJGI7bsGHDhg0b/wJF5cXkJR1DpXHCpV1oc7mdsxeegdGU590g5/oBLGYjcZv8MRx0ZVamHL31MkHfG7mRfYazp2+Q9YFE+JVy8m8l4GVvZNSz2Tz2xKzm7XUeOU/8cu0y/dJLeeixN3F2cMCga6BydQNJX5+l57mR0MYb1AoGDfIjxKs7NfmnxWQKoHtYCxpVVVitZiRkNNaUcHLTa8T0fojg1v0orKzAz8292Xjzf2LixGDUahlhYY688MJVli1LY/IrMdhp3IjqMYkfIrqhsnMCwKCwUGku4FxOLXnVTfQO9+bL+zvxzM6rTOrmTqEui90DQ/BxdKJEm8PhUSFM2HOWjoqd1Fm8kDuGQ6OekaqP+GDmSjana9h+Ix+zFTw1Cr7u15YzhZdYl+VJeaMBndlKidbImLgA8muaePTLjwj2HU6TGXztlPz4WD+6fXqIjGotw3bdjTjofL8vsQo5310qJNc6lr7hXjTqDUgSPN6zJf4u9nySkMKl/CrO5lTyeM+WyGUybhZVo5TLKKrT0SvMCwnxFPbeuWwcFDKqqhLppzzEceNMEorqcFKKPm7p6UhetciXv/BQErNPNREzUk2yzIDxtrCQUdGIeIU0Ya9UEeruiJuTGqkURoR6kFHVwPlSMUEj1M2eIDcHiuq0DIn0Jb2iAblMxrH0UrovPcS5Ce2p1eowWiwYzVY87FVUNhlILa/nxV3X8XfR/CJhjw0b//+RA/3+txthw8ZfiiSTNadntGHjX0Eul9Omg8236r+VtWvXEhYWRkBAANevX2fBggVMnDjxXxIuwJY2ysa/KScLTjJ572SW9V/GfeH3NZdXVFSw9autPBn4JH0D+6KQKZDL5HhoPEi6moS5wExcWRy6Bh26Rh1tI9syNGQofQL74O/gj86iQybJ2J25m/gt8axPXk9ObQ6LLy7mRMEJLpdeRqVQcfbaWZZfXY7B38DF8ovcSrt1j9HU1NZTWTZgWXNet6kxU1nQeQGfXfkMnUlHpFskz3V8jk4+nUiqTGLQj4PYl73vnz7+IKcgfOx9ePXUq8zvPJ/No4RngoPSgalyT+xPL7tbed98+KIzDFsM03eLssYyJIue6RULCau7bUbt1x5yTorf206Guedhxn7hH4EEfu1g5UA48RHUFwufCedA8bMyTaR0CuomUi1Jcox1JXD609sih5U7qZ2s9RVY1bfDUh19wMEHZCrUpz6C5J/utrsmH2qywWpFW1tMdeppMDSCSQ9J2+Haeug+F6ZuF0bachX0eQHGfg2hfUWqKEkhvD8iBov0UfKfpaWoSIUIkRNWnnuCZ8xf4hAQI3wrZMq7dT1vh14r7WHsN8JoGys0lt4VLgAqMsU6tfnCiDt1j9jvtF2inwC01UK4ANDVQ58FIoJDpoAuc0QkilH3T18HNmzYsGHDxh0upqUQNHs6NRH3E9puaHO5vkzH+dAzeBePxOAQT2W9PVVGCa3MjqKV+aiuqlgeNgqHagVNiXX4jghk5qBheARG4+jmx0A/Fc/HebD30nmCZjzIG+tXU1hZwXMrv2TX+bMcT7qBJElYMytJPbMZZa8mvEeXor+eAw53fS4i2nWj86jnm70vunYaQHSXx3jl1SSqqw3YOXsR2X0C3i3akFNaQvDMySzfs/OfPn4/Pzvat3dj8uQzzJ8fTWLicBwcFMjkSkJa9kHVaLk9mQL2HnmbhZ/F8XYfBTcXDANgVLAbN+/346Oc2RzRNTB0TxYPHktGV1tJz8AADjw8luefzuGrOe8Q4+3Mc+0C+XTyjwQZHKgsqia5tI5AJzWd/VwYG+HP1nwfmoxmeod60sbfBWe1gqpaPW8fSOSqrjdf948lzsOBgkYDGSXVBDiIOWWt3O3xd9aglktsuXCRyj2vYbSKp6gGvZlLBbWYLVYqq7VkXyojt7oRi9XKjpsFLDuZxqzu4eydE48FKKxt4tOxHfjovnbc3zYIrclCvclCvTycTnGj8dDIcdEoqTeKCSnJJbVM7SREr/O5lUwbrSMw1p0eIZ6o5DJUt98cY7y9AQV2SjlfTujMI13DsAJ7Msu5WHo3T3JRnRawUlKrZfmpDPanlBDqYc/pZwYR7evMnGPpPHzwFo0GM1agssnAByPa4KJRIJdgVrdwJAka9b8SDWzDhg0bNmzYsGHj/xQlJSU89NBDREdH89xzzzFhwgRWrFjxL2/XJl7Y+D/NkktLGLFtxD1lK2+s5PnjzzM5ajL7svdRUC9m1utMOp47/xyWCAsqJxXHC44T7R6N2WrGYDHwxBNPMGbMGHoP6o3V3YpWqaVPzz4EOgXSw78HXw78kvmd5zM7bjYXSi6gM+nwtPPkRsUN1qesZ3rMdLbftx2tVsvBnQeZ7DaZ+b3nEymL5L3E99iWvq25jdvTtzNgywBq9SIK4d2z7/LxpY/5LvE7ihuLeeXUK+hNelw1roS7hPNU+6fo7Nv5d/VNbn0ul0ouoZFrCHIKan4hJ/MoXP3+bkW/dkJA+Lo73NwG7/mCyl6IALpaaD8NujwGnWeK6AL3MGjzAPz0DFRkQPFVsZ26ImE0HTteRBAYG0XEhlcr4ffgHQUP/wSerbBazdRkXMCSc+ZnLZZAYU/1/jIMOg+Rzsk54LYIYMAKbIgbKqJC7L2g3YPQ/QlwDcYu4W2cLn+O1dAoDK77LIBbO2HTFLFpR2/hV2G1QvZx6DIbhn8MLbqLVFfpB0FXDQPeBO/WYp2SG5B57HaKKAuSkz9kHBZeIRYjmPUgtxMiBwjh5Js+cOhVIZTYewkvEZcgcWwmLWQcEH0EIkWUdxT8+IjoJ5cgIaB4RYvrNaAr+26WUWhyFp4gZbfg0xj4KOR3XQc2bNiwYeO/i4+2bsbv4Ylo9XcF9O8OH6DXS88yd9go9ly5xM2cLECYtY5a9iYJIwpRR7ow/hEFR251xmSxYjQZ6XZuAO02dMM82J/cNg3UYsJrejdiW4Ti6hNOx+HPEtVzMpHdJ3DqViJVDXX4u7lzIyeLz3fvYELvPiR/sQonOzukfVm08RpN3NgHCQ1ox0Prv+HjbZub21iWc42jq5+lqU54X6We28Ku9dv56KNkkpNruXViHdr6SjSO7gR6evHB1JmM6vz78iPn5jZx/HgZVitERjrTnB1XZ4A6bbPdVbB/B6L8exFq8MdBZ+CldafJrm6kpKEaizaPLGMTbwyK4ck+URy69TVbLryBl2c9O3Y+QKSmBJXeiFpmwaAt4rUNbWnndgZ/F3tW9mvF0bwquu+8gbzuON3cM9k3J55Brbxo0jeRcaOUPUlFWIFxe5Oo0hlRK+X89O776G9ext9JTZi3M0V1OvRmK8XKQHp07cXGSTGkTXLhi8HuvBAfRZy/C28nJPPytTQadSbslHKWDPUkJfs8/ZcfAsDHSUNZg56aJgMnMsu4v20Qy8d3ZFi0Hx4OapZecSbctInFAyz0CnUHILu6idUXspAAnclCoIsde28Vk1vdiMFswWABe4WMtDJxDg1mK/2WH2Ha+vM4quSYAIVchq+zBqVMQmeykpBZQd1tcSLK24nBkX7M2nSeWyV1VJnN6KzQxldExHT0cUG1PI/QdDNmKySW1BLzwV5cX96K3mT+XdeCDRs2bNiwYcOGjf+/zJ8/n5ycHHQ6HdnZ2Xz66afY29v/y9u1pY2y8bs5X3yeSLdIXDWuv1mvvKkcB6UDdgo7xu0ax8DggVwtv8qkyEnEesZSUFtAJ/9O/3D9ksYSotyjkP4uYNxkMaE1aQlxDuGjSx8xJGQI/o7+mCwmFHIFnbt0Jiooiu+Hf8/CcwuRkNDINchUMlrGtCSjJoNtSduQS3KOnzjO0vil7M7aTUpVCt8M+oZlV5cxNGQob/d4m6+//pqQkBBOTzqNvfLuDffYY4/h5ubGoYJDZMZl4mR1wmrSk3nsbfKCOlClq6KzX2c0CmFK82n8p8glOQ5KB1zULjgoHZqXaRQaHm3zKAA3y2/y5pk3eaLdEwxoMQAAg9nAppRNjAwfibvGnYsXL3Ly5Enmzp3Lg1EPigYl/wRbZ8Pjp8Wg/ZAPoCIdjrwDKXuFz0VjBRReFBES9h6iXuZRGPA67Hoabu2AecmwdjRsmy1SGskUIFOBZIXGMmgzSQgXgZ2EWfetnSLlkSSHoivwTV/wa4MEVHj1xN3NAmWJUJMHWEDthHPNW5hVwdCYJ6IUlPZg1KJTqBmVeQ4C46GpHIpvCkGgJk/EbciUSK2Gi8gFezcx4N9YBusnQscZEH2fSEWRsEgcu7HxbmqmOzj5ChNwSSFEBrNeGIxnHxMCA0BNDtxJsGD+maeFUaRRQFKIPmyqEKmevKKgtlAIPyDa1Xc+dHsczn4BZUmivL5YLFM5QFA3FIWX6Ga5QRW3zfgurRQeH35t4eK3EDtO9LUNGzZs2Pg/z+lbiYT6+OLv4fmb9cpra1DKFbg6OtLvlXm0DQknu6yE+7p0Z0y3nlxPzWBA539sjllSXUVkQBDjuvdCrVQ2l1ssZgwmE6E+fryxYQ3927QjtkUoRpMJuVyG/+QWePfy5Ny5wejz11BXKsPb2RlJBcrOzjRUmHgsaAPKtG74zK1h+84uHL15ky2nEji/eDk51w/wdM+2LJz6CJeHnkDlZaFu004cND8LAX8wFl8HJWWlSaS4HUbuocJssXDyxw8JiuqCxajDPSAKpVqsE9fvEWJ6GZj1khtubiqST2uQKcQxKeRy5o9/AIDGmhKuHfqGFrH9CYzuDYDVaiEv6RjeLdph5+QB6VVwLIeJD8YyceJYADKyT7L8u0E8O/sEIUFdwM0RzGbMJVUcOPg2sa3H0qBW8/W5TFYkFeHg4USMfzuyAjfw/rD2eDVpcTQYGfhYApbicsx1Os41TiXjcDaTvI7TP/Yx9lz6iPax91Og7kVLTwOOPq7Eh3qSW9FAK/U19pfMZtDizxgY3ZKR6kW0dxxCVtx49maVc6akjjMldfg5adgZ2AOv8hyKdSb2p5SgVshQSxJWzCwubcMWZxUvHrLQ1r8ck8KXlNI60edKGB0XQJ3eSJhLIwpzBbXGFoxacZxZ3cLpGOiOq72KxcdSOJ5RRpPRjJNaQb3ehISK86ZJzFNZcVCrmv0pjBYrnYNcuVxQQ16NeA7KqWpCjsj8rzLnM1K9jH3656jX+4jzJUGDwYwEBLvZM7CVD9+dz0ajkGGvlNNoMLFgYGvmxUexO7GQywXVABTV6jBarMhlMka29udQYjGvBVjpmiMOb9v1AiI8HOjawp21F7MZGROAn8u/lnbAhg0bNmzYsGHDxr8XtsgLG7+LGl0Nsw7OYnXSagCKG4oZu3Msl0ouNdcxmo18dPEjxuwcw9tn30aSJNp6tUUpU1LcUIzBbOD53c8z8+BMGpoa+P7W9wz4YQAnC042b8NkMTFq+yiulV1jXqd5zeVmixmrZOX1bq8zMXIiF6ZcoHdgb144/gKzDs7iu6HfMTRkKFk1WRzJPUJmTSaSJHGr8hZzD89l5PaRxHnEMVwznDCnMGoraln9+WpS8lMIcgrCYrWwLX0b54rPIUkSERERBAQE3CNcAOjt9VQaK3nv/Htk12bz1cCvGKjyYUzuD7x57j32Zu9lUe9FqG+nHkquTGZf9j5c1GKgemGvhcyInfGL/l15cyVZtVmYrHd9JzJqMvj40secLhRm3x4eHoSGhqJQ/Ex79GwFcePB4fagiVwBP8yA5F3Ci+HqRtDVwPVN8EIqNR0f5qGK4+TVFGJeEgNp+yBqJKTtFyJEY5kYaM87C63HguX2bLebP0D6AVA5kh/YAXN1Fga1i/CYkKugMlNsq90Uost3I5cQERsKBzHob2pCYS1GbTgvhBGFnYjawIqd2YBTY4Xw5rBzg/xzkLoPrOJlWG4xwM3NQmTJPQP3r4KYMUI8cfYT6aoW+kF4f9FWmRKMWkASERIdHhbm2YWXwMn7dh078Iq424+SQqTBCuwsjucXKO5GVri1gKZKEdWBBQx14r+pCU59AouC4Pw3t9eTif5UO4v+0NejsOhwo45wfuarUZkuoj/2zIO0A7+yfxs2bNiw8X8Ni8VC/9de5PX1qwGobqinw7Nz2HHudHMdq9XKK2u/pcvzTzLhw3cA6NQyEndnZ9ILC9AbjTwz/1MGvbOAolslrD16iOBHJrM+4cg9++o0by7rjx/mizlP3+MFUd3YyNJZc3lq1BhqN+1kWv/BPPnNMlo9Pp19b33AnGGj0NZX4mA4RFN1DpJMRk1JBjeOfsuxdc8T7uPHmtBJfDbDjMlvNxXtr9J0PIUI/wBkMhlFaWcozxPpoTz6++DWy+te4QLQqhppMtSQdGIdDdUlrJu3gFndO1JXcouU0xvJvXmIdoPmoFSLNJsN1YUUpp3GzU38vY3uOYnIruN/0b85Nw5RX5mH2WxoLtM1VJN8aiMlWbefP51VEOQMqruGkB5uIXRs8yBuLkGiQJK4dmETUqMBt9CXeO6UB+N+usnLB25xdt4QXhkcRVDeJkbzLU8vfQqnJYd5N6kEudGK0iChkdnxce8OzI92w+KkIb/8Jv1jH2Nj4cP87VIVzmoFVouKg+nl2MkV7Nc+ilKyklOvYel5A7EdXqbM+TO6+dWRNKkjg4JdUUhi3kWd0h6/jl2RJHBSK9CbLNQZzdQbobjJSp8VV7hRmsWWDAt/O5uBWiYR7qzBZIUNV3LZfrOQD88p+fyReczqFsqlvFIc1ApGxwXg8tIPhLjZY6eUo5RJNBlMyCWQJDlj4gIICx3IgZQSIpyq8JFlIAFj2wQ1G20rJPi4ZxhT2gWhkEGj1Ym9hheoRzxzSoDpdt1Ibyfq9Sa2XMvHCmhNFiq1RnRmK4uPJeP96lae33kFEC4CRosVF42SikY91Y169JIVrQoSfmYDll7ZyOnsSh7dfJENV3J+cX3YsGHDhg0bNmzY+M/GFnlh43fhqnFl5eCVRLpFNpfZKew4lbSe87vn8tDoNVxqLGJzymbig+K5VHqJWQdnEeMew+6s3ZQ0lnCr4ha5tbkMtB/I8J3DqTZU46R0wkF51zMirTqNsRFjCXMRRtxakxaNXEO1vpoVN1bwbIdnkcvkyBEvqQODB1KtF7O4avW1LL60mHPF5+jp35PTRadJqkxCo9BQb6jnb8f/hl2yHbIAGTq5jnLHciZETaB9i/bk1eVx6P5DKGTi1rjhegO1Wc3N5JucyT3DgpgFBAcHM2nrJAI1gUwMHky3pP2oSm6yw1gBkkSXwN682PlF5iXMw2A2UNhQiJedF2VNZcyMm/mb/ftmjzep09cR4hLSXBbjEcPusbsJdgrGYDCQlpZG796974oXu54Rg/mPHgO1Y/N61oYSmiQZDiU3xOB9cA8Y9ze0akdm7JmM1qRlWuljLOFzOpICl1aJgXg7d6xerZB09aBxhu6Pi0H9G+vFgH54f7i4Eseiyxyxd2RQY61Y3nIgZBwVqaiqsoTfQ+p+wALIxKB/y0GQdDu9lqFBDOZ7REDpDSE+6GuhOl94Qxia7naMnZsowyoMxN1aiDRLSjtoqgJ7d1g7TgghN34UYorFCGH9IPsEBHcTZttbZwsTbd3tGYsWrVj/Dip7Uc8jHAouiOOVZGDSiZ8KDRgbRAoohZ0wKXf0gQYtuIWDtlKIRPrb228sFT/lSjAbxTHFjoXyVHAJBkcvYTCODOxcbqffag0jFoOPzeTKhg0bNv4dkMlkHFu4mBBvMQtdJknYq9QcOXeUL5Yv4NMFH1OrcObz3dsZ2r4zFzNSGfrmSwR5eXEy6QbpxYVklxZzIi2Rp1UD6f3RC2RVlWCvUuPyMz+tlII8HujVD28XVwC0ej1qpRK90chbG9fwxPDRqJV3hffhHbsQ4C4GmM1GPSlnt1CafRl82mAuS6auIheFyg6L2cjGlXvwWe6MdbIDBvsmcsOKmdi/D+FDOlFfVUiPCW8hSUIssQzKpEHXQGFqCUW3ztKxwyPIWrhz6vMPkallePboyeLzFZiz62hnr0euUODqE0a7QXO4ceRvmIwGGmuKcXD1obYsm4hOY5B+w5S7VdfxBMf2x8k9oLnMzsmDPg++j8bJA4vJQsanWfhOCMJZLZ4LLRU1pFzZytjhi3G092heb9+lxWyufYmPKhfhpTAy1C+TdQ89hK+zhnPb38egrWPwnjc54pgJLuWUl1dSmHoRP6dQliaX4a3fjqkpm6FD3+Lg5QS+PqOh3mjliS4hvNTKi6J6HX6FSj6/P5wfMsrRSwVEq5145ryJlMJM+oQPZN/VI7RWSeTXG/iwRxiTO7Sg3cqTnCmuJ9BJjdkKLT0cuVZUQ7i7BnuNmpLyPAzackqNPhgtYDBbcLqtHZksVtztVAxo5cPeW0WM9DqFwTKP1q7JjFt5nTqdiS1X8zAjxIJxbQL5KbGQGF8XxkXJGfLVMTzsVXSVrwVVBmt1y2+bct/ua6WML5JLGd82EJMFlHIXjEhgtiABHg4qKhoN+Dqq8HXWkFJWj4+Thnq9iQhPR2p1Rsoa9DQaxESYknr97fsGsEK9zsi0ziEkFdfi7aimvb8LxzLLkUsS9ioFBpOFcE9HVjzQmXaB7r/jzrRhw4YNGzZs2LDxn4BNvLDxu+nq1xWAb29+S2JFIunV6eg1VaQptNQmr+OngmNYrBbGRYwjqzYLs9nMsfxj5NTl4KJ0YU3yGh7t9ChbUrdQY6gBYO2wtdQZ6njz9Jt42Hlwo/wGl0svY7KaaOnakqeOPsW0mGnMaTuHoxOO4qJ2YcmlJehMOl7t9iqDQwY35zVOyE/gZOFJlvdfzlNHn8KKlYeiH2Jt0lpiPWOx87YjwTeBkeZKNnZ+ia+tVcy/OJ/Q1FDKmso49eCp5mPdm7OX0sZS+gX2w6HQgVXnVjF//nxGOY8iJiCG+yLaIEs5CzIliy8vxknpxLu93sVqtXKr8haFDYUoJAUPRj3I+Ii7swm1Ji3f3/qe8a3G465x53DuYd488yY/jPrhHuHiDi2cWwDQ0NDAkStHWFa7jI8HfkyMRwwoNcIwO/MIxIxuXsfaeiynktZzw9WPefV65FjB0Ru52UCAYwDjIsbhZDpPm/QCLPaByOoKoDafHztO4JPys+xW++IePgBcWsCt24KDawj0fw10tbglbmOw1Sx8K7zjIHWvqOPkLwb+Na4i0sFqhkHvQFaCEC5kSpFz2moSAoauFno+C1fWQr8FsG+B2I7FLOr4xMLQD2HNSCEqhPSB05+BWwg8cgACu0BJIlSli/U8w+C+vVByE0J6C8+JggvCCwMJ9LenB6qdRfqr+hJwbQEKNVSkiciIx06KqA9djWiv2gXi7hfREMYGke5K5SgEDKswuURfe1vsUIJfHLiHQ9FVaCwXJtyBHaHdVBGVIUlQmyf6MnIoLAoWkSjR98HYr37nHWnDhg0bNv636REt/JS+2ruLU8mJnE9PwWIK5Vydmte2buNCdi6NOh3zx03ksS+XghVOJN4kragAB42GJTt+5LVHJvPtof0UVwlRfdvLb+Hj5sasZUtwUKupqKtj08ljWKxWwnx9efpvXzKuey+WP/YUed9uwNnegQ9+2MDN3Gw2vPAqwzp2YWC7DgCkZCWRm36RTgMe4e3VXzC2hR3eccPYc+oQsV6hyHztaHw6gcDuoRTHb6Cw+AIpp7+neu9p6stzGfzoN0iSSONZknmJ+so8PANj8W7wR7YjA6bFoaiOxyvEHt/YbuRcOoVKLuPQD5uQWRwZMONpFCo76iryaaguRJJk+Ed0pd3guc3ChcVsIufGIfxadsbOyZOqolSu7F9Gl/vm4+wZ/Is+t3cRUZSGaj156xIpDN5EG5+H8AiMobQug/UJz/GAs5re3R5vXscheiknTuxhYfBJaoxXCVZ0wc9lNiAEkaCYvri38OUrTzXtU/N54lgWVVkLCXJcxKI36vnkbxN4blQEFld7ki71prvdIBq9H+eloW2gopbqynJKgozYaZSMi3Yk0OqJHBOtPXVsOHuMzPpkguzs+CrhENP7beaJ1r4oG7T09HdlR2YFs2P8uFnZSEJRMXvHFHEw4V269DuBvzaEOqOZcXsTMVqgpacjm6f1oMvSQ0R7OfFm35Y8sOUK3o5q3n51Oq4ugZSZfLhQcBV7uUQHf1e+n96TE5nljGztz6yN5zlyK4XjuydQp/sak1XOxqbH8FNV0j/Cm7J6LaHuDsgkiczKBsz1Oj4a1Z4tV/PJr2lCJQM/Zw29w7xIKqmlotFAWYMBVVkDCglcNUpK63UU1WnxdFCjkKCtvxstPBzIrKinqFZLRaOBbiEeTO8SxqcJKVisVsoa9PQM92HvnP6ont+MPTA42o9N03qgkNsSBtiwYcOGDRs2bPw3YhMvbPxDqnRVGEwGipuKae/d/p5lFquF7xK/I8wljAmtJrAueR19AvuglytpMDYQ6RbJY4cfA+DpuKf44sYXIIGvgy/1tfXUGepo7dmadl7tKGwoZP6J+RQ2FKI1abFiJcY9BpPVhISEg9KBWM9YzhafZd2tdbT3ac+tiltoTVqiPYT58XMJz1HWVMZXA7/i9dOvI5NkxHjE8GKnFwFYfGkxJwtO4iK58G7Pd1nnvpYMvRMmBy9WnFkEgN6sx8NOzM5benkpJwpOsG3UNkZuH8nxguN0de2Kfb49l9IusbFhI11PduXKzSs8dP8XhLqE0s2vG+4ad+wUYircA5EPkF+fz7Mdn8VZ5dzcd8fzj3Ol9AqrklbRwrkFg0MGE+gUSK+AXjipnH7znLi7uzPnsTm8ce4N5NLt1AjDPhQD5fkXhXhhMcO1DcjyLtDOaCZf3Z6FhX7MvPgTAdU5qIa8z3J1S0hYBjW5YDWiqyvg0cAgpvv3oZXKlSGSI45NtZDwPpz+XBhftxoGob3BYoHSJCEe9HpWtGHXU+JnWH9o0QOOvQcOvlCeBGP/Bqc/FdELcjX0fl7s99p68Osgog2ubYDg7hDSFzyjhAH3xNXwTT8RsXDte2E8Ht4PTn0q9iVXCw8L1yAhKsw4ALmnRLTFtQ3CtNykFeIBgHtLqC+6naZKEuJD5lEhWpgMInrD0RfiJkBdIfR9EQ69JSI4xq8Qyy59e/dkGBrET0kS0SMOXpB3RkSQFF2F8jQhdNyh4CIUXhFiTmhfqM6G7JNw5nMhnhj1UJUJiVvh8Nsw+xg43J0tasOGDRs2/vepbqinSacntTCf/m3b/2L5R9s242Rnz7zR4/lk51Z6xbQhOjSSnVeuEu7rR9cXxd/LhVNmcOSaSJ/j5eyKwVhOZnExXVpF0T6sJbllpbz6/SpSCvJp0uuwAn2iY7Hcnqjh5uhEz+jWXMvKwO/hCXRUjeTsdgdkQ7YS4Clmpz/2xVIOXL1I5op1tH/pZdzVEskTgxk09BHqtVVcvHSYoMoL6GSOdO3ZkpFSI5ZTiZwepuKttSvQyGCIXRMuGkckSeKnY7s4dvYgHzz7Pud3fEBFYRJWZx0taEldWg1jVufw2SMyOq5u4sNBLeje0ou1mo6UV0oo1SL9Zou4AdSUZtKq63jU9i7N/VZVlEp53k2yr+9HoVQTHNsfjYMbnsFxqOyc+S1UHmp63hzG9eO5SDLxbOQX1omp968hJ/88ZrMRuVwJ9U2kldRzQxfE+46ulD0VT/HMc7xuucJzA2MIjBnFN8dW8UK3QBRWOcG6LXwWJqNl4FDyqm8wbmRXprf3huoG1pzNQOU7hc5R8bRo0RqDQcuSjyYT12UKJS8Mo0Z3ix+e641v76fp1XcKLUNNfOrzOSsyGpgRqkTm48UbP77L6KQxJJWbmNIljK1dwyjIr6QaGO93lg1Hz9E+ZCBtAoM4c7MYo9lKybtj6f35ESqbDKw4l0msrwvbJnQg1GRiapQP6Q0GNGpXnH2HsvtmAWeeHsiFvCqifV3YfDWflJwyjl3PZf3VAsCeM66f4WBRU6s3YcQOtXMkR9PLcFYrCTLvZbDjNva6f0GfVuFkVjbwwcg2PPnDJWr0Jt4f0ZZ+Ed6EvvMTAM5KGXl1tz0yqhtp5eVApJcLP90qIszDgWvFNSSWVKM3NzuLcTankkt5VRgtVgZF+pBW3sDVgmp6fHaQMA8H6vQG0srqOJhawpwtF0l4cgBhno6/eh3YsGHDhg0bNmzY+M/EJl7Y+IdM2DUBe6U9uXW5nHnwDI6quy8LDcYG6o315NbnMrrlaOSSnJLGEip1lQwNGUpKVQoPRj7IgOABaC+k06JQQ1xIH1ReTmTWZnK84DjfD/+etUlr2ZW1C8kqYcGCFfFSXtAgzJOtWHn66NPU6GvQmXWEOIfgqnKlb2BfcutzUcqUzNg/g8ull/F39Mdd404nn04kVSaRW5fLmIgxrDu3jr6Wvri5uqGqVSFJEmGu4agVdhyTm5AhQyFTsG7YOqr11cxLmEdObQ559Xkcyj1EqHMoiZWJlFDChD4T6NSqE+pENRe8LhCgC6BdRTt2Z+3mXNFZXoiczIrrKxjQYgD7svcR6hKKs9IJTi0VJs8ZR9gfFktiTRoHxx/Ez9EPgCj3KD7s8+E/dV7CPcJZP2L9vYWNZXBjMwx8U5hV73oSXFvg4xTI/Vn7OSHvjWtjBlxPFGmJDr95z+oauZo1hUVIxhtQlUUb12AI6CK2ZagT6ZK6PirSLZ1aCmW3KMCH9JNniG8bfndDlRmQnSAiEipThRl3/nmR4gkJnP3BKxIufQdyDRRdFmJDeTKk7oHCy0JskCuEqfjgd0QExPWNQqBpLIchC+HIu1CRKtJUnf9a+HDYuUP8K8Iku+iKECVCekJDGbiHQuFVqMoAZEIEMZtF1McdI+6mSvHz0irIOCREjsjhQmTQNcCPI8ErDspvikgMfZ1Il6VyEOmjagug3yui3Tc2Q//XYcNEkVaqJgfsvUS6qeKrIm2UXAPX1gFQ3bI/75qKWHD/anwqssA3TrTfhg0bNmz8nyL+1Rdo1GnJKC4ic8Vawnz9m5dZLBaKq6soramhZ3Qsi7f/QL22iUPXrjC5/wBazGmL0y0Dbcx+SMV1+OrkjHTviayjK98dOcCRG1c5uWgpO86dZvXRg8hlMkxmMwqZHJPFTEqReDaSSRIPfPQecpmM8rpaJsa1ZFCIGS9TIMXBregyrSvz87ex5thBXOztUSoUPNCjJ4euXuRsVg6juvdhxTfbiS+Lgo52mEpdMFvldAkLQWlqpLwynZMlWqxWK+8smIej3MK1g19x5EYu313JYF5+Iip7Fyprq9iek0dod2c8W3swcOp5HkkpZFJdO+L8OuCnz8dXsQ9TVGc+37qO6X37UJp9BavVIoSLmkZSbh7k6I/v033kbKoKk+g7+UM0jkJ8sXfxpt3Ax/6p82Ln7ka3sS/fU6bV1XLx2veMHPQuDioXKK3h4cAi/MtX0Lr9Hsq77OZM9kV+OB7ImBg/jl8v4LVLLZkd14SzUkFCykpa+8djr+iMzHyKlYum4OJkj7lRh8xqJVs+nnd79wGLhWMnP6co/RKpZZGE7QkhYkkM+sBe/FjgxDCFJ8vWtyPYtS1VGTd454qWMSNWYileQ3hQL/q3i2N2j3C2Xczm9Ys51OjMWMMG4KA/TkbGTj5e2pd6AvBwUPP48LYsGdOezVfz+OZMJv7OGpZezmd4uBe786qpbDLw5ak06hv0vHYoiX5+8HAHCwPdR3DocjaZtTre7htBcr2BKB9n8qoaSU4uRi7BiGg/qrRGyhsN1GiNVMpacKWxE+lGCyXXctlzqxA/Zzu6hHhQrTUil0HnJQfoEOjKlYIajAhRQgaoFTIKa3RkVzXx1tBY/Jw0rLuUw+uDYpi49iw+TmrSyhvwdlQT4GLH9cIaLuRW4qJWsP1mAXJgSLgP51YaWP19N2TOEm0DXHFU215dbdiwYcOGDRs2/tuwPQH+F5NSlUJeXR6DQwb/6vJnOz6Lo9IRnVnHU0efYnrr6Vwuvcyo8FFEuEXwce+PaTI1oZArCHIKosZQQ4OhAbPFTKW2kuFhw2kwNHDQ8SbZ/k3km49gTDcCUKmt5ELJBap11TgoHfC19yW9Jp3uvt05W3KWOkMdHb07crXsKiVNJUhIyJBRq6vlVNEpevr35FLpXZPwIKcgBgUPokpXxaqhq+i3uR/Lry6nRl9DZm0mwyuHkx2RTTLJHN5zmFp9LUqZEje1Gxq5BrVCTV59HlWVVZwrPMfrPV5HLVOTWp1KQX0BMoOMHHMOhz0Pk5ycjMlswsPOg51Td6KSq0iuTMY79SCDD37A8LCW7MvZx4+jfkQmycQgd8IHEDEElBomRU3iy8SV/Jj+Iz72PkyMnPiLvs+qzSLAMQC1XE2doQ47hR1KmfIfn8zQPiLtUmWmMN0e8CaE9gOlBleVA/dJEpz7Gs59IQbWkUHveXDyE8AC9h5I9UUimsArUgz+hw8Q25YkEdGRfVKkbgLoNBNtXhF9yrZAghniHhCD8gPeFMJE5hHh59BQDpdXiSgJtZNIybT/ZWgoFtuRq8Gox4ocCbNINdVQIgb5QZiFqxxFm+09hGH44IXgGQkl10FXL4QLmRK0VcLsO6gbOHgLg+xuj8MP04WAENhJiCVYRMSF0kEIFzIlKFRguC1iGBuF4KGtgpo8kQarNlcYcYf0gPA+QlDR14Kjp2hXY7mI0EjZI9oFkHkYBr8nDNNvbBHRIQ4egBUaK6Dn03Dxb6CvxzH/EhdDWlBjqMcnpBeE9Prtm9eGDRs2bPwlpBUWcC71FtP6//qz0ZuTpmKxWDFbzTz2xVIeGzqCq5kZjOrSnW5RMWx/5S0yiotRKRSE+fhR29RIWW0Njk72pKw+yrez51F5s4RtBbco0hj5VncG4z4zpLTD0voWey6do6KuFge1mqjAFlzKSGVYx878dPEcZbU1dImI5HJmOlUN9chlcmSSRDd3Ga6mS1jbVXDw6EUqYsDB05FQb1/6xrahtLqadS++QdyTs3ht4wakTRu5kpnOouujSJAVcybpCh9rA9GWa+kVYE9qZiLxfq7sLWqgsqoQO7kjlfnJzB48gc6dBmI26miqLuN6pp5PMwrpGLabuKRwJkco6R8Uysy576LR2NFYU0LSme1krHkSv/7TuFR/mfiHPxEdabVCVR1yowWlyo6gqN4YdXUUpp5GJlcS1n7YL/q+qbYMlb0zCqUGk0GLJFMgV/zjZ6N+HefQ128CkuQAjTpwcyTYoR9Twjug8gukx6774WQlrlcWcuzIVswGRxb1mUxe6XFu5h2kU/hY3DX+mLQ6OnZ8l/omM+sLcll7JoWu+pk8MnQh6LvTlJFBhKY1vWY9hSG5N/ntnYmp0fHQ4+s5vi8RlbcLbWPGM6H1y5wMPsWzp8+xf3sSoyM3MKt9F0Id1eir6/khuZh6vRl3tYJgdz/sZDOoKN2Gh2M4xWWNtPEXkb1Do/0ZGubF8+EefJVRwbfns3B3UPNw20D2p5TQ1duRNj4OfH/ZgZNFVRwtUlPYlI2rqpGBitdxc3gfvdlCSZ2OjsEe7EkuJsRJzYHUElxUSmq0RmQSGDStOdHUCitQqzOhN1korhNRQMFu9uRVa6nRGhkV40rvUG/O5lZwIa8KV3slIe6OXC4QXnQ7bhZwrbAGgO8v5/L+iDbE+rmy5VoeCRll2KsUWIE6vYmFw9uw5lwm6ZWNnMirQFUoo67SSL84H36a3feP3tY2bPxX0K9fP9q1a8fSpUv/t5vylzN9+nRqamrYsWMH8N917DZs2LBxh4SEBOLj46mursbV1fV3rfv336P/DCEhITz77LM8++yzv2tffwa25KH/RfyU+RNbUrc0f16btJa3zrxFo7GRekP9L+qPCh9FfHA87bzaUa2r5pNLn7A6aTUnCk6QVZtFVl0Wvg6+OKucCXIKYv3w9UxvPZ0mcxN6s56bFTd5/Mjj/FS4F6sMzFYzc9rMwd/BH5VcxdqktezO2o0MGek16QQ6BnK25CwAsTo9s/KTAVDL1DirnLFgodpQTbWumhP5J5rbOSBoANFu0aSXpTPwh4GUNZVhtBi5WnaVzNpMQpxDmDBpAhXaCpxVzgwIHoCdwg6DxUDuuVwCKgNoNDYydd9UDl44SKeaTsw/MZ9nE57lwagHWRqzlF5lvfBX+pNSlcKJwhOYMWO2mlHJVVRqK9GatAzo9gL9g/xpNDTyUpeXqNJVkZCfABoXmJcME76DaTupNNaTWJHIyYKTXC69/It+r9RWMnbnWL69KVIUjdg2gjdOv0F5U/mvntcqXRXlMplIR7TrWUxX1tJQkQKbJsHKAWIg/vqm2ymPJCi9CQoV6xw1nBn5vvCb6DJbtLOpEjrOALXr3Zn/4QOFIHF9oxBEfOPg0rdElO1DjhkUDjDiY+EhkbAI8s9BQCe47wvoNhdUTtBmAk1PJpLu0gOaKkCu4hX1K9yvfYUr5i6sKltJrrXPXf8In1iROklXJwbyB74tjLUdfUU6qLFfQcfpENFfpKVSqKHPAhHtUHxD+F2UJsKGSeDZCnJOwIWVwldC4yoEC5NWiCd9FwjBRuMCYQOh36vCTBvA3hOCusC1jaJPLn4jIks6TBPRJfXFEDVStMs3TqTTkt82S63MhL3Pw+apcGUNOPmJ1FgqR+HlkboX9CKtlFJfx8ngiUTWVcDFn6WmsmHDhg0bfym7zp/h422bmz+vOLCHWcs/oaKuhqr6ul/UH9u9F+N79mZQu46U19Xy0bYtfPDjRn44fYK88lLOp6YQ4eePg8aOEB9fEhYuYf64B2hsaOLG/puc3neBgW/M58v9P2EBjBYzC0ZPplUrVzQyBz7duZWVB/eikMu5lJFKS19/frp4DgB3ayNdy48jAUqZHG8XFyxWKwtOpDH9cCZbz5wE4MqGiyiOVdM9MpqG2gb8pz9AWmEBDXodN3OzuZKZTgtvH7pu601aSQH2dvYYfDqxPrOBT66WcnxBOhH7I/FVw6WfFlN54TxOpX04sm8FP277AjvfGNoGLSD8u15837EdfvImSrMv4yCzEuEkR6VUYtQ3oWuspuPQufS972FaOViJ7jUZk0FLadZlMTGihQ8R8eOY/fEJ5EoVdeW5VBQkUVlw6xf9bjGbOLXlddLO/QjA2e0LuXrgC7T1lb96Xo36JrRN1UiAsbCUnKvHMDbU8eMHUzj2+QIwGHGUORIfOY0Pp9zE0FBLbf1NhvooCAruwIxxaxg36COCfdvRr/1MFPblvH7wAya1cuPVvk606foyHbyHUJudjtXJBZ2jJ23de5EjPcPWc0+z6+pndIgO4PJDXQkxGsnIOc7pnM206XU/I3o/BpoQciwOhMUFUVJbwTtnszhdXMcMt2Km6U8yLr+WVt4Pc1+vLdzX0odZMb681aslVNaByQwqBbGt/Jge6U18C3d+uJbHK0PbcHl2bzq39MXo7UaF3sQL/WN4Z3AoS89n8f6ZTDbmtqXvqiK8HdWU5KeyeP9F7BQy/Jw0KOUyKnUGPOyUvDowihgfF1ztlPRv6cVbQ2PpG+6NFbBXyhkc6cuGy9k4qRV8dzGHbTcLeKxHS+yVciqbjPQO86SFmz0xPk6klNbhqFIgAQ16E09svcygr47xzZkMJKwMjPDFx0mN1Qrfnc8ivUpMJmkwmpn2tzBcWir59Fhys7edDRv/vzFb4awedmjFT/NffClOnz4dSZKa/3t4eDB06FBu3Ljxm+tt27aNd99995/eT05ODpIkce3atX+xxf/7/N5jT0hIQJIkampq/rpG/ZthNptJuHmNjcePknDzGmaz+S/fZ0lJCU899RRhYWGo1WqCgoIYNWoUR44caa4TEhLSfC/Y2dkREhLCxIkTOXr06C+2d/HiRQYMGICrqytubm4MGTKE69ev/+q+71wDv/U/ISGB1atX/+oyjUbTvK079+ycOXN+sZ8nnngCSZKYPn36v95h/y6YLXAxB/bdFD/Nlr90d3f6f9GiRfeU79ixo9mv7dfu+aKiIuLi4ujTpw+1tbX/436sVisrVqyga9euODo64urqSqdOnVi6dClNTU0AvPXWW83XiEKhwNPTkz59+rB06VL0ev2vtvvn/4cOHfqL/e7Zs4euXbtiZ2eHm5sbY8aM+Z099Ot89tlnrF69+k/Z1h3+yr8rNvHiv4iDOQfZlbmr+fOo8FGMCh/FU0efYtbBWdQZ6rhadpWkiiRm7J/Bd4nfUdpYykP7HuKp9k/xds+3WRq/lPvC7+NI3hG+vPYlsw/Nxtvemy8Hfskbp9/gy+tf8mqXV2nl1orNKZtRy9Vo5Bo6e3dm//j9PNH+CYYHDqdvYF8eb/s4KrmKQKdAAFo4tWhuW7nGngClM8FOQchlcmoNtdib7Wkvb8+osFE0mZqa614vv86JwhOcLDtJjCyGcTvGYbaYsWAh1jOWnLocjhYcpUpXxYDgAezN3svYiLGo5CqK7IpwdXXFYDEwIWICT418iuJAERVgxcrcI3PZUrIFe197vh76Nd8O+ZZYj1g2Dd/E7nG7sVqtvLj7RR7e9zDflp7DaDXT1rstl0ou8VzCczxz7Blq9bXCT+F2HmZ/R3/qDfVMbz39V1NFedh58HaPtxnTcgz19fXMjJpJUkUSTx99+lfP6xvHXmDm5UXQ72VQ2yOvzub+xhtYOs8Cz0gsakeyXXzF4LxcDSoXMBtZnbKRg2c/EumRwvqJFEpmo/B70NfAqSViB0p7YS6duFXULU8VggUSOAeCkxcs7wSSHKKGw8C3RBqohlIaY6eIyJOr6/n66C2Gls2l1jUafOKI6DsGv/AI2hYuY6DnCtz7jr8ddREMfm2Ft0V5qvDwaNFDpG/S1opoCOcAGPWZmLlZnQ2zj4pIi4jB8PgpuP87sUx/55iKQOMsEizr60WUhNUCZj0k74Kia+AdA84+EDEQ1LdTpJmNkHUMKtNFJIZcA2UpcHk12LlBy8EQHg8vpIrImoiBwoPEKVBEY0xcCw9uhE4zhc9HwvsiukWSizRTSEIEcfSBiyth/QTYM08INTZs2LBh4y9n14WzrDiwt/nzA736MS1+EHO/+pz2z86hQavlROINEnOyGTHlB15+4zz1TU10fO5xnhh+HyueeI5N819j/rgHOHDlEm9vWsewt19Ba9Bz6N2PePX773hzwxqeH3M/g9p34K1N63Cxd0CjVNIlIopby79l0cxHmPtgFPFto1n9zHxMZjPhPiIdVZCXd3Pb9HJ7PF1ciPQPwNnBgeLqKlyr/RlkjGP2sDFof/ZSdDE9lV0XzrDx/AkeCOvAoFeeQWXWYzKb6RAeQW5ZKT9cOEVuWRldo+P44OBxhnfqRucgb3Yos/FtbcdjUU4Y/TrgO3AQH+qvYCeXeDTanVv7P+GzxF00dTTSf8pTxA1/gfVVHgQMmEe/qYuRyRVc+WYtF3ctprLgBlitOLoHomuo4vLez7h26GsaakpALhMiBqBxdMNs0uMb1onOo57/xXmSyRXExc8kOHYA6EyERQ7CoKvn/M5fT7l549h3nNz6Nng4cf7c9/zto1Hs3T6frsPn0CV+BshlNDSVo1RrkCQZ0/st57WxRym+eYrjW9/DqjdSp2xgXcIzHLn5DS1cIvDT76Au7yaPXV3FTw0V1BRmc+3oOmae+RtD1i/lu7QyCrR2hDrXojNVQV4ZCbmVfJhazv3DP+XY9a+5mfwNHw2I5ZHW7fkhqYH1uw/w5lcfEe1QyiOtVTwU34EWLiFcODoRy5m5tAlzYF9mBYNCPOgT6QfVDaAziGccBw0dXDT08nWmoKaJJosFjb87emDpxWwOz+2PRmVHfFQ4l14YytZH7yPJGE+DUUVpTT0DrjzB4+zh4UgfThfV0mAwgxVKZnSnplrLqewKYnxdCPFwpHeYFy52IspFJoNdiYXcKq2nRmtEKZMordfyzoFE5DKJUa39GRTlT86bo5nVvSWdgjz4ckInonycSCqtY+uMXhyY04+XB8ZQ1qDn3UOJlNTrkUmQX9OIxQr2KgVeDmp+SixgyNcJzNt5jfTyX060smHjr2afFrqXwcQqeKpG/OxeJsr/SoYOHUpxcTHFxcUcOXIEhULByJEjf3Mdd3d3nJx+2z/xr8JoNP6v7PcO/5vH/p/AtjMnCZk1hfhXX2DykveJf/UFQmZNYdvtSRF/BTk5OXTs2JGjR4/y8ccfc/PmTfbv3098fDxPPPHEPXXfeecdiouLSU1NZe3atbi6ujJw4EAWLlzYXKehoYGhQ4cSHBzM+fPnOXXqFE5OTgwZMuRXr88ePXo032PFxcVMnDjxnvuuuLiYHj16AODs7HxPeXFxMbm5ufdsLygoiE2bNqHV3v1y0Ol0bNiwgeDg4D+z6/5vcyQZhn8Gs9fAy9vEz+GfifK/EI1Gw4cffkh1dfU/VT8zM5NevXrRokULDhw4gIuLy/+4ztSpU3n22WcZPXo0x44d49q1a7z++uvs3LmTgwcPNtdr3bo1xcXF5OXlcezYMSZMmMAHH3xAjx49qK+/91nm76+5jRs33rN869atTJ06lRkzZnD9+nVOnz7N5MmT/6lj/EeYzWYsFgsuLi6/O1rjfxObePFfxNL4paweuhoQs/sXnlvIhpQNjI8YT3uv9vTc2JNp+6Yxac8kLpVe4strX1LYUEiDoQGtSYu7xp0I1wiGbRtGRVMFVqw4KZ2o0dVQq6/F39GfKVFT2JCygbz6PBqNjZgsJtw17uQ35HM47zBms5m6Q3X0ru+NzqRDb9aTVJlEqHMoufW5xHnECZNu5xYsCgyjSl9NiHMIWCGoIYgscxaSJPF6t9ebj8toMaIz63BXuZOsS6bOWEejqZFQ51AW9RLqa72+nkDHQCp1lTzT/hl87X15IOIBihyK6N2hNxNbTWRH5g5MShOFjYU4KZ0IcgriiXZPkF+YzzndOR7Y+wBl2jJ2ZO5gXfI6KrWVXL16FYcMB/xkfmxO28yrXV9l7bC1lGnL8LH3Yf3w9bioxReh1WplTdIaVHIVRyYcYXjY8H94rsa0HIO/oz+bN29Gf17PG93fYF6nefdW0tViSjvA0muH2JifB0cXQtsHyXJw5+EWwzGe+Bh9dRYHis9y3/WPSZuyCZQakf6ozUQO1MIbNY3C1+LHmSKNEhbIvyCiKEAIHsk7YdIGmPKjEGDMBgjrC1hBaQcxY8CghYLzIjqjPBkMDVSc/4HF3/7A1ZA5MGIJEyLkfOK1GxdzNRRd5lrVe+S5LMOocqZFmByn6PbCE2PS9xAzCuZnCWHhk2iR0slqFgJEnwWwcRLUFYvoioT34YsucOYzSNwGHuHQsj94RkBAR2HA3WmmECqGfQhD3hNREO5h4hgjhooIi7D+wkR8zwviOJV24g1dcWdWhRU6zxTtqCsQ2884ItJ1lSWLtFgWM1xeAx6h0OVREYmxcZLw6YgdB24tRPRKix4wcZ3o7+EfC5NyYxP0fxV6vyCEERs2bNiw8Zez4onnSFq+EoDy2hqe/ttyvj20j5GduzOpVz+cJ91H31fm0ebpR9mbtZOPvt9HQUUZFXV11DY24uboRPfIGGKefISzKbeQSRL2dhq82vhR39SIr6sb0+IHcfDqZU7fSkIuk1Hb1IiXiyulNVV8f1zMLmw7X8VbScNQKRQ06nVczkqnTUgoV7PSGda+KxLg7enLraBhpBYX0Tq4BaS3odf1XiTLiskpLeWruc+ikIlHezu1iurGRjzsHTlVkI6v0khbZzORvr4ceOsDZEgUV1cRHRhMcXU1C6c+QuvgFgzqN44knwJqRztT4Nef2Zv2kqvVciorjWv1CjQOrkR2v5+wompaBBRyet/blNVWk554kqxre9E31VCZUEb1RyrkFR4U3EqgZafR9Lz/TQy6BuRKNV1Hv4Sjq2/zOchLOoZBW0e/hz6mRdzAf3iu/Fp2wdHNDw5lEXDZhda9p9K6z9R76hj1WlLO/8TRzYspSLtFweUTdBg0g9EPfkhctwewoKVOXkVFUQqndr5LhawS5DL83aKw9/Cje68nGTP2UySTmfwciRrf1Qxq+xS5OefxcWtJiHcHTvR4Hv8LXyEFedCi93DcjUFkNQ1GqSriSl0Q8sCvmThoMSCxPbmEj0+k0WBth4tTV/LSzmBZdY0nPDzZ+GBXOnXoSGFADwIdyvmsVxd23LzOO+mnqOz8Cvfd/wQ+Pmrs1Aq8Qn1QO9lBqC8YzVizS0irbED5xQns5BL7p/jw4JpTpJbWkVXRwBt7b9Lmo30sPHSLNReyCHJzID7Chx5hnsT4OjOlSwStH1rGZvrwWJ9IVk/uRoCLHQFu9vTZegUnFzuuTunMiSldWHU+m0e3XEQmScgk8FZWozdZUEhiTshTvSMwmq3k1zTRPsCVQ6klbLySy/mcChzVCpRyia/PZODlqOHZvq0ortMyauUJnurTiqd6t8LHScPYuACifJy5ME/MOHx1UGsGRvpQrTWyoH808/pGEuZhM+q28f+XfVp4rAaK/27ScIlFlP+VAoZarcbX1xdfX1/atWvHSy+9RH5+PuXlvx6JDyJ10s9TeYSEhPD+++/zyCOP4OTkRHBwMCtWrGheHhoaCkD79u2RJIl+/fo1L1u5ciXR0dFoNBqioqL48ssvm5fdmVm7efNm+vbti0ajYf369UyfPp0xY8bw/vvv4+Pjg6urK++88w4mk4kXX3wRd3d3AgMD+e677+5pd35+PhMnTsTV1RV3d3dGjx5NTk5O83Kz2cy8efNwdXXFw8OD+fPn/yIS6++Pfd26dXTq1AknJyd8fX2ZPHkyZWVlze2Pj48HwM3N7Z5Z8RaLhQ8++IDQ0FDs7Oxo27YtP/744z8+Uf8BbDtzkvsXvU1BZcU95YWVFdy/6O2/TMCYO3cukiRx4cIFxo8fT6tWrWjdujXz5s3j3Llz99S9cx6Dg4Pp06cPK1as4PXXX+eNN94gNTUVgJSUFKqqqnjnnXeIjIykdevWvPnmm5SWlv5CaABQqVTN95ivry92dnb33He+vr6oVCKjgiRJ95T7+vri4+Nzz/Y6dOhAUFAQ27Ztay7btm0bwcHBtG/f/s/uvv+bHEmGF7ZA6d9FLpfVifK/UMAYOHAgvr6+fPDBB/9j3Rs3btCrVy+6d+/Ojh07sLOz+x/X2bJlC+vXr2fjxo288sordO7cmZCQEEaPHs3Ro0ebv1MAFAoFvr6++Pv7ExcXx1NPPcXx48dJTEzkww/vnXTz99ecm9vdcSCTycQzzzzDxx9/zJw5c2jVqhUxMTFMnPjLtPOnT5+mTZs2aDQaunXrRmJiYvOy1atX4+rqyq5du4iJiUGtVpOXl9f8nX2H+vp6pkyZgoODA35+fnz66ae/+G4FaGpq+kN/V/5VbOLFfwmvnnqV5deWo5ApSKtOI35LPCPCRrCo1yI0Cg0/Zf2EhMT8TvOJ9YhFIQk7lJy6HGI8Yoj1jGXcrnFM2TsFg9nA9ozt+Nn7IZfJeezwYwz4YQAJ+Qm81PUlhoYOJdo9mij3KGbFzSLYOZhybTl6sx65XM7o0aNZZ1rH2ltrAQhzDqOwrpDi+iKyKm9hxUq8dzwtTS2RSTJSq1LRmDWkuqRSRx0Xii9gsppY2HMhQ32GElYVRiih6C16nBydCJeFE6GOIK8+j5/StyFZrRzI2UtpUykvdHqBtD1pHDpwiP6ukUxzjGLFjRVk1WSxoPMCElJ34GHU0dezLZ18OtHdvzsP93+Ycvtygl2Cae3RmmEhwzhfcp4JP02gdWxrBrUexIaRG9gyckuzf8XbPd5mSb8lxHnFNZ+DGn0NS68s5XDuYabvn85nVz77zXNWnXuSIT65DB48mE6+nejs2/ne5acWo9gwkVSfSBx09SBXglcU4SYTD5z8BqXZgEpXy8Bzq3mpy0uEVuWBrkbUS9yKoiYPmVkvIg58osWAvUwNWUfFjD4QQgVA8m5YM0pEKPjEQuFFUW7SQ0OpEDceWA+D3xdpj9xCcam8Qh/VLUI6DYKr6wjaNIDRTdthxKckjj5Ia9kY3pAHoLFqYew3cPNHEWnhejsCp6EMziwTkRuuIRA7QaS1OrBACBcWE/i3F4P9KmcI7Qtnl4lUU98NF14VBVdgxxyxzej7oM1E4c/R7QnwiRPHXpsntnt6Kdy3DKJGiBRQEYNFpEdD6d1O1zgJg26LGbKPg0eY8OFI2Q3Ro4TRd/E1yDkJ2+dA7lloP1Wkkhr+Mcw+Bg/vhOm7hZm4TCHqh/URAoskg5OLIe/s77q/bdiwYcPG72fet1/x+FefoVIqKaysIGDGJHrHxPHtU8/j7eLC2mOHsFqtvD7xIQa174DMuxRV+wscvHqFTi1b0S+uLZ3nzSXmiUeoa2rix9Mn8HPzIKpzBMs5Q9jjD/P1/p9Y89wCxnTrSY+oGKIDg3lt4hTahoZTUFlBw+0ZejFfduTV4F08tWI5FquV1sEtSMrKQd+o59TVK1itEN+iA91LW+Dr6sbppCS8AjLZ028LufJKTqckghXWPLuAWW0HMzq1NX2NrWg0GrA6qjCVe+CgiyD9WAgfrzyExWph1/nTpBcXsnTWXJyfrKXx+TzMSLzUqQXJyefJy7zGpzMfJ+HyaVprtIT7BZAqD8QjuD1j5t2PpWsJuRZHwv0CWDZlIo4N+Zz+4S0cO9kRPLYdXca8RI/73yKs/TAkmYzIbvfTeeTzuPlFNJ8Di9lE6tkfKEo9w9UDX5B0fM1vnjNDQx3GGHuIb4GLdwhewXH3LL98cBXr3r6Prn0fRqN2YvOaJ7B386RLz6mEeXbmbNomTiSuQl0vEdVjEi5uQeh04iXb2qhDo7BDqbTDIDOjslMR7eHG9bSLFBdep7Qmg4PXl2MszsAvV41kNtFCE4Z77hvM8/2UqsKDtFPuZUiwIxhM5KuKeW9kS3IXDOW1/bf4tmoahdVJpDsn4RjjxSR/J0pzqhnbsSu6gCFkmMoJdvLiqVEzuOjUBmPL9niZLZy+L474Fh7iAK1WktOLMZutqCQrR6Z2ZVorF7zrq1DWJ2C0WIj2cSbpqXgCnTQMaOXNynNZZFc2MH7VKeq0Rgprmnhy62Vy3HvSp2NnfP1cGRsXyPz+0XQOdkdmr+FqUS0Dtl3D6cMDfPdgF+b2bImbvYqPe+Qw1Pw4Bl1Fc+ocO6UcN3sVFiucyKrA18mOHTcK2HAllwltgzmWUcaZ7ApOZJbz1LbLrLmYzcyuYbholLw2JJbkl0ewbWYfkl4aQZy/Ky4aJZfyK+kV5s3MrmF4OKr45HgqOxML/5wb34aNfwKzFd6sEwLd33On7K26vz6FFIgZ5d9//z0tW7bEw8Pjd627ZMkSOnXqxNWrV5k7dy6PP/5482DvhQsXADh8+DDFxcXNg67r16/njTfeYOHChSQnJ/P+++/z+uuvs2bNvd/PL730Es888wzJyckMGTIEgKNHj1JUVMSJEyf45JNPePPNNxk5ciRubm6cP3+eOXPm8Nhjj1FQUACIiI0hQ4bg5OTEyZMnOX36NI6OjgwdOhSDwdB8DKtXr2bVqlWcOnWKqqoqtm/f/pvHbTQaeffdd7l+/To7duwgJyenWaAICgpi69atAKSmplJcXMxnn4n38g8++IC1a9fy9ddfk5SUxHPPPcdDDz3E8ePHf1e//7tgNpt55m9f/OZ1/uzKL//0FFJVVVXs37+fJ554AgcHh18s/2dmgz/zzDNYrVZ27twJQGRkJB4eHnz77bcYDAa0Wi3ffvst0dHRhISE/Knt/0c88sgj94hzq1atYsaMGf9f9v2/jtkCH+3/7S/Nj/b/ZSmk5HI577//PsuWLWv+fvk1zpw5Q9++fRk/fjzff/89CsU/ZwO9fv16IiMjGT169C+WSZL0P0ZuREVFMWzYsHvELRDprLy9vYmMjOTxxx+nsvJuOtQrV65QWFiITCajffv2+Pn5MWzYsHuEiTu8+OKLLFmyhIsXL+Ll5cWoUaPuiThqamriww8/ZOXKlSQlJeHt7f2LbcybN4/Tp0+za9cuDh06xMmTJ7ly5cov6v2Rvyt/BjbD7v9w1iev51zROTzsPFDIxOkOcgpiQPAAUqtSKWkqYVu6uKCclE4cKzhGVm0WrmpXKnQVrLixgiEhQwhxCSHOM45LpZfo5N2JS2WX0Jl0uKpd6eXfi2vl16g31DN823DGtBzD5bLLmCwmThWdQkIiPjCepIokllxawqWSS6TUphDpFkmYSxilTaW82vZVPrj8Af7I6N12EnUFdfxQ+wMKSYEFCzqFDun2v+KmYt459w4auQadScegmkEY1UbiSuO44HWBLoVdqLSvxOxu4scb39KtyY6OTRY6TfyIfRv2kSZPQ3KR6JR7CbfUBNYG+FJQXyAMvg01SFZQ1+WSVnyapzs8TbR9NKP8RzGz80wAFvVZRHZtNmnVaahVairDKhm2Zxhmq5mNIzcS6R4JQFZWFkajkchI8blSW8nB8Qdx17hTrasmxiPmN8/dyX1PM6QsB/WQl391uarr4xyoSGRIylEx63/WYRF1ENQFWXkaVqMeyWpEWZXLlB0LKPdviycgxYwR6ZASfxAbOveliAawmMTsf4076KqEV4SDj/CwOL1MpDZqKBNRBneiERpKIeOwiLiIHiP8ILxjwdiE1cmDaoc8tFTjVpUloioih4FXJJuvFPDGrdkoMIOLP7gEQvcnhQBh5wrph4XhtXdrwAo3t4j2urcU+354lzC/TtouBvsHvwceLYU4oXEG31hI2gFjvhQ+HIdeE9EWFelQcEF8vpPmyt4DHDyFINFmEvz0DFTnwKT10GueEBSKrwlh5fjHQoxoNVR4iti5wZQfwDVYiD++baAiDSQFuAYJIaTb7dyXpbfg655w/yphRK5QC1GlPA16Py8iNCSZiMgI6vr7bnQbNmzYsPFP8/2xw6w6vJ8O4S1RysWzkY+rGw/06ktKQR4AM5eJ1IkqhYLLmWlcz8rC28WNkpoqFu/4gaEdO9EpIpL4Nu344dRxesXEcupWIvU6LaYUKyGrM1BJcmqMRsJmP8RTI8dw+MZVTGYzCYki//L93XuRXlzAG+tXk3DzGhez0gjw8KRXTCyX09P4aurTvPfNGkx2DTwS/yjRlTAnfQUyScKKlXL7RuTIxO+1tTz25aeolUrMejOfZN1HnVrPCzf78klcAi+dH4VeLcfSaOTLVcfoGedAR6WFDhMeRPlMORcaM7gSXsSwciWWixu4b8iDXKvXElFyjDfOZfF2Jx8Ol5fx6d6z9O0zjlC5D34OvekxuDcAMT0nEdpmEJVFqagdnXB5UsvZYy8x63gh615eSHybdgDUnKtEl9+E74QgAJrqyuj14ELUGicyr+zBzsn9N89d6c3TBHrGQajzry5vP2Aa2qoieveYDb2gTFEDKiXYa0Cr5/Gh3/PZe/3YlP8YJYW3iBgzjvOpG3l3+nXsHTxQN1ixWMx8ve0BOnqOYoC9HxFhfQhs9GJo+2e4UXCIk1k/UhNm4KM1fYhvOwdjehkWv3LsAp4j0HMCZ9ZOY1tgJZW1OXSIuZ9HenzOtjFt0ZkseKkSKC27RT3VVFRZUSkVDIj2JyLMm627trHgkolTE1ryVhcXJF8X8ZKvlINKAU16aNRi56DhcEkdfdwcCXHRYJJZycgvYvvjj+Pq6QpaPRFmM+smdCTG35Vd6eWEuDvQNsCVhIxSVk3uSk1JDSWFSVzMrOZGUSiVjXqe2X4FmQQT2gXjoFLg4aimtE7H6LggPjicxNH0Uj55/kmKu8YzWxZJZkU9JzLL+fxkOoOj/Hi6TwTxy47ioJJz8PGhhHg4oJTLGBDhxansStRyGT5OGka2DuCNIbEAFNU2EfrOT3wypj1P9G4FQKS3M7lVjcztGsqwb0/xw/V8fpzRi5Gt/f/YDW/Dxh/gguGXERc/xwoUWUS97uo/f/+7d+/G0VFEGzU2NuLn58fu3buRyX7f3NPhw4czd+5cABYsWMCnn37KsWPHiIyMxMvLCwAPDw98fe9Gw7355pssWbKEcePGAWIm7a1bt/jmm294+OGHm+s9++yzzXXu4O7uzueff45MJiMyMpKPPvqIpqYmXnnlFQBefvllFi1axKlTp5g0aRKbN2/GYrGwcuXK5tz03333Ha6uriQkJDB48GCWLl3Kyy+/3Lyvr7/+mgMHDvzmcT/yyCPNv4eFhfH555/TuXNnGhoacHR0xN1d/K3x9vZuHijX6/W8//77HD58mO7duzeve+rUKb755hv69u37O3r+34OTt27+IuLi51iB/IpyTt66Sb+4dn/afjMyMrBarURFRf3hbbi7u+Pt7d0cpePk5ERCQgJjxoxp9j+JiIjgwIED//QA9T+itra2+X68Q+/evdm3b989ZQ899BAvv/xyc6TH6dOn2bRpEwkJCf/S/v8tuJL3y4iLn2NFLL+SB51D/pImjB07lnbt2vHmm2/y7be/7iM6duxYHnjgAZYvX/67tp2ent48rvdHiYqKuie91NChQxk3bhyhoaFkZmbyyiuvMGzYMM6ePYtcLicrKwsQPhqffPIJISEhLFmyhH79+pGWltb8PQbie3vQoEEArFmzhsDAQLZv394cpWE0Gvnyyy9p27btr7atvr6eNWvWsGHDBgYMGACI72J//18+e/2Rvyt/Bjbx4j8ck9mE1qzlrR5vAWC2mLl/1/1U6apoNDYysdVE3NXuxHrG0sGnAyturCDcNZxJdiGszv6J9IZCcmpzABgaOpTr5ddp49WGS2WXkEtyZMjo7NuZW5W3qLfU02BoIMI1gqEhQ2nl2oqThSdxUbtwOO9wc5skJDRyDV39uvJdklCmvT292T9xD6uSV7MqaRXToqdBLQQ5BlCtr6XOUEdnqTM5jTmU2pWCBHqznrZebenfuz+LjiwiWB3MRN+JnJXOYudsB/USksqeloZhFGu1PH3mNWINsegUOrq26so5aycs0cEMcRMzLspryunXuh87sneQ2piPj70PKVUpvHvsXWLzY2nRX0QE6Ew6ThaeZNmVZXT06Uh77/aE6EOQK+V42Yub9VThKS4cvIDMJCOkZQjJlclM3TeVl7u8zOToySzosqC5P2r1tSw4uYDH2jxGe++7IYX+o77klr6e9ir7Xz23Dk7+DHlgGxz7QAzky1Ww5WERPZC8G2nfi6KivgYAVfYprICUuldEYLiHC98Fsx6yj4m6Co3IQY0EA96BH6aCe6hIvXRsoRAwFPZQmyvqmPWgrRGD+JIkzLnLkiB6FGUt+3EwfSNjts8VA/ldHsNaXwxLY+nW5mt+kgYxkoOo2j9096Cc/YWIsGGiSM+EBOH94dQnYnlVhohW+HEGDHxTRFN0nA4HXxPLH9oOaQeh7YPCw8OvDZTfEr4STVUiMiJyBPR6Xogypbeg8Bq8kCbWL0+D/PPgEgA5p0GuEKJCi54wYy+0eUAIFYm3w4cLLsDJJcIzJGoEzDkpTMLT9oGxEa5vuCteuAZDj6dEKiuAk5+Ao7eI/Ng0GYYvEX0Y2OlXz/f/Y++8w5yq9rZ9pyeTZHrvnWGGgaENvfcuHemKiki1gIKAggUUUEERlV5EiiBSBOm99zbDMJ3pvSaT/v2xYZAX9XjO0XPezzf3deWCyV7Za5fsZGc96/c8duzYsWPnz8FitaAz1PDhqHHIZYKPf6s3p5Kal0tJZQVezi54OjkTExhMl7hGLPphGwFuHrRsGsPmE0fJKizkzsMfpiPadWLX+TM0Covg1N3bSCUSair1NHYM4qYiEZvNRkllJeE+fgxt3Y64kHCO3LyGXCLh+3OnAdh/5RIikQiJWMKQhn1YsP9rAMSuUm78sIYle77n/W3fMHPgs3AHYgIDyS4uoUKv4xlTQ/KKSzjtLvzAMZhM1A8NIXh2Qz6cfRi1YzTvRg9hrfQ0joGOkHkLiVLGwjbjaWpwJ2zLpwzMj8Pb38igQZEElXWlk7s3LnUtaG5kU32zgl5NejDzwn7CHWXE+7rhKdZx7vsPMH4RTEx3PwCMJhPZmQmknNmAs2cwju5BkBJEoxIVIV7Cj5fjt67DvCxsN0149PemprqE01vnENqwF5HNBhDR9PFsNovZxI3DX+Ffty2eQY9/aDmGRlGiL8NN6v+r51bhoKXDmA+gtAKsoFS5c+VmBnF1fJColcjzrTwzeCEisZj0lAuoRK6o643HweqAuMoAEjEWm4mJXb9FLJZy+dxmzidvw0Hlyt3sY4TFdiPp2EScvINo0Xgsly9tZObrFziTkcSHd5SYK210yL6C0dkBB5UrJksNSMQ4WS04aZUY5RYyrl2gmXtdVmfkUy6XMcPbETIKqHczjEmn7iLraUOkFSwMqg1llJSnE6BpBHklYLURrJAQHOYJFUKwtdQq4uz2pdw6/j3Pv7MflHK+K9Sx5mwyx/o3YHRdD27f28fgBi24k1dO80A3zueW0ig8gi9uHeZkSgF96vnxXo9YjiUXcCe3nJTiSnSLhgoH1Wzh4wZ+5JVU8931Qhr4RtJ48QFifZy4Nr07L7UMx1Or4GRKIVbgTn4FU3deYUx8CN3r+nB4YmfGb73IpktpGC1WVp5LqRUvPDRK3ugYRYcIwX7j6zPJiEUwKsoLsotZ2KcBpToj7SO8njrXduz8leT/wcnBf7TdP0uHDh1YsWIFAKWlpXz55Zf06NGDixcvEhQU9A9e/Zj69evX/v+R9c0j+6Rfo7q6mpSUFMaNG8eLL75Y+7zZbH5qZnGTJk//ZomJiXlCYPHy8qJevXq1f0skEtzc3Gq34caNGyQnJz+VV1FTU0NKSgrl5eXk5ubSrNnjiV1SqZQmTZo8ZR31S65cucK7777LjRs3KC0txWoVTlRmZibR0b8+gTA5ORmdTlc7APgIo9H4t7X9yS35YzmLf7TdH+X3zt0/u55Hopder2fcuHG0atWK7777DovFwuLFi+nVqxeXLl36Q9ZAv4VWq31qBvqvrc/Dw4NevXqxbt06bDYbvXr1wt3d/V/u9/8riv5gLtUfbfcv8tFHH9GxY0feeOONX13er18/fvjhB06dOkWbNm3+8Hr/jPfsL9+vAMOGDav9f2xsLPXr1ycsLIzjx4/TqVOn2s+tt99+m4EDBwKCoODv78/27dsZP3587esfCa4gCHt16tQhIeGxTZdcLn/i++B/8mjidXx8fO1zTk5OvyrY/LPfK38WdtuovznFhmKu5V9DZxICriViCREuEVSZqni18auUG8tp7N2YQn0hlcZKjBYjd4vv0uDs10yq1KGWqekb1pdt97Zxs/AmIkS4qdyYUH8CMrGMYkMxS64soaimCK1My4S4CYS7hBPtFo2/1p/bRbdrhQs3hRsftfkIjUyDt9qb9XfWEyl1QWSDawXX2HT/OzYkbMRZ7szl/MtMi5tCq5wEKmpKqC+qj3+qP63zW6OxaRBZRTRxaUJJTQlikRiLyMIt51scKD2Am5cbyVXJABRZdLTo0Yn8JhVUmio563yW/p3681yj51iVs4UbejNqqRpniTPzm83nZM5JAKJdo9HKtXx86WOsCiu2JjZ6b+zNprubePPkm2y6u4lBkYNwlDsS5xnHhhEbWDVkFXtS9pBXncfkI5P5Qf0D1wKu0WJzC+6V3EOEiO8Sv+Nu8d0nzpHRYiSrMosKw5NKdRO/FjQM7fr0Sd37Glx+WI4oEkHGGSHseedLcHcXrOoCcg2EdgAefzhqZBphEL+mTHgidrAw6A5CBUCfZeAUANVFgA1ufAu9lgiVBO51BBsmQxWUpQlh11IlxI2EN9MguLWQIaEvFp4PbY//ntf5qsKKOHYQDPsO4oZTmXAEGyIapH6NX8eXkHecBfEPP3T3z2DL1r50/L4LF1p/zlrPd7B0mAMhbYWKiK4fgsoVXEKE0Oyto4UQ8dJfeFje2QmbB0NJGnRfCJfWCmJHeBdBaDn1CVxeBZHdhP0qSYEmj2cQIVUIAk1RMmwfA0mHhOczzkBxiiCGqJyFY9fuLaFixDkYdoyDpIczgHweDrI4BQn2VCDkYBx9T9iONd2F9euKQe0Bz3wF3T6EgKZ24cKOHTt2/gMUVpRzKTmJgvKy2ufiQsIoqihn5uBnqTbU0KNxPKn5uYhEIvQGI7cy0lmZtBdDgAFHBwdGd+zC1lPH2HziKEq5HLVSxZLnxqNWKCnX63h74xqSc7ORS6S8PWQETSPqUD84jK59WnG/Jp/dlwQ/Z7VCwfY35xDk4UmAvgULXjEToBFslU7eucm644d4f9tmvJ1d+OnKBeYMHYlX7iVKK8tpZg7hxQONmXOpC5F6T7BBb9/GFFZUgFiM2CpmbfhF3k/fiXOcK1eKU0AE5QYTOTGOTDKcIk9XybLAE4TMqcfQMSOYc3YrGfdlSBQO5ASmE1nveTZeO8fNkhrc3P1Y2q0BNw5/Q5XGxLHncjmz+n2Szu5k8jdf0GvxJwTUbYdS7YLWzZ/O77zJ91s/hoLb6CuLGbhwHguDtiKde4uj66eSn3oVkVhKzv3zFGcnPnGObDYLuvICTDVVTzzv5BWCW3A9nqK4Akp+8YPYYIbyaq7dSqahSor5QRFYLJhVciye9dB4h3HuxGoK0+/Rq8kMxKKHP4nUCmSOjkgkMixiG417v4yPTz3O39vC9vOzkVWZmfrcYYpLU/F2q8tr/fdikbgw46oCVzLZ0E5FzLDRvDsjlXZNJ+DiEsS3d/O4WVQNjg7Iyy00bzQOkaOaaV3r8U63ehT8nMS1xT+h9jIyZVgT4hr7g4swkLfv8Fw2rhvCkbVTyLlZwvnhdzApVaBSgFrJRQvMv5JJt/5z6dBlKuSWQIUOqcVKUmk1448l8dnhzXy9oQ+iklPsHNWCc3fu08BdTbJVRYRHXVaeS2Hh4QR6RvuSVabjdl45Y+NDHx9LEdgkIq7lljF+2yWOJuQgEUFGcRUXMoqJ8XHCQ6OkZ10fPurTgEBnB9qFezBsw1m+vSLco3WL8CJlVDx9wj14q3NdAL6/nsmLWy4yuEEAXVcc42JGMSU6A0qZhEmdY8DDiQZ+Lnbhws5/Ba8/OEryR9v9s6jVasLDwwkPD6dp06asWrWK6upqVq5c+U+tR/ZQoH+ESCSqHRD7NaqqhM/clStXcv369drH7du3n8oh+DW7n1/r7/e2oaqqisaNGz/R1/Xr10lKSvqXQ2mrq6vp1q0bjo6OfPvtt1y6dKnWZuqRFdWv8Wjf9+3b98S23L1792+be+Hzi5nbf0a7P0pERAQikYjExMR/3Pg3KC4uprCwsNZjf/PmzaSnp7N27VqaNm1K8+bN2bx5M2lpabXWUv8qYrG49np89PDz8/vVts8//zzr1q1j/fr1T1QA/e1x1/7jNv9Mu3+Rtm3b0q1bN2bO/HX3kq+//pphw4bRo0cPTp48+YfXGxkZ+W+9XwESEhJq36+/RmhoKO7u7iQnC2OZPj4+AE8IrgqFgtDQUDIzM/+pvlUq1RPCyb/DP/u98mdhr7z4m9MntA/eDt44yB7P3l/QZgELLizAaDFy7MExxDYxJkwklCQgF8sxW83MDW1AKjWMrjuSlbdW1gZ2PxvSm5uJO3ip/UK23ttKO/92XMi7QKmhlApTBR9e+JA49zhuFd/ilbhXUEqV6C16nOROhDiF4OngSaWpEk8HT8bUG8MUPPjo3kYsNgtF+iJa+bXibPZZdGU6htQZQnxwd34sOEbr2NYEhgRyo+IG8cp4XG2u/JD9A9/2/hZftS8ebh4Yq4zIpXLein+LhRcWkliSiM6iY/7F+UjEEuI84tDKtYyOGU1SaRJXTFcY2X4kths2RHdFKOop0Jv1SEQS7pbcZXqT6TT2asz3978nNSOVZunNsPpb6Rnek5KaEoZFDUMuEUKcVCoVd4rvsPjyYlyVrqzsupLZZ2bTIawD0bpomno3ZUXnFbx2/DVSylIeW0YV3cfDLZxNPTZxIusEVpv18Q/o3+LGd0KQdWALIRDaKxp8R8LuScLyiizYO+1hXoVNCIfOOIvE9OQAACcXC9UNKlcoyxAG9ssfCMvCOgv2S/f2I/xqtUJVnvCvzEHIumj6glCl8MMrkLiHHO9otGY9WpUbpJ0U+i68BznXhG0NbI629A45gf3xlVfi3yQOpM2FDAlDFYS0I0StpZWzCwrHGJTppYhPzhO2Z3oKfBEP+hJo9SocngNKF7i+BVKPCeu3GKH9LCF7YttYqNsLUo4Kr1c/9IcduBbC2grrcgkRhI3IHo+PiUsQPL9f2J4NfcFYAd4NoNVUwZLrEUonyL4siA+XvhZEj7p9hGWtXxWqOlKPQ8+PhecKE4UsEJFYyAxRaIQQbzt27Nix8x9nYIs2gAhf18fe4ctfnoJUIkEqkrDn4nksFgtmq4WZG1Yjk0gQicAr3xWDzsSIjp357uQxckuKcVAqeblXH7ZdOs7+WR+yZNf3tKvXgOtpyWQWFqA3GZmx7hs2HD3I7cx0fBv5U6dTFCl3M3FyUBPp60eYty8ZBfnU8XXklelt6DBmBLO/W4WPixsX7icwsEUbdpw7RaVej1ImZ0z3fpz58QT1u9fFvWs4J9NuE6IJpL+kNYuv7eKndz6kXb36eMV6UJFlRKqQsuS5l3ljzddcSb5Hqa6aSauX46LR0jW2PjKxjWE9hpJVVMj3FRdpPzueH40XOe+9Gt863RlcoEDl70UzTz3uAbG4+tXhkyOnOXn7Eh23diR3koTRL7Sni2M5flGtkcqF2YhSjRR9ZRmJZ7dgs1o4/v5iis6twSusHjZrXVx969Cs35tc2b+UiqIM3PwE+4j7JVmEOvvQfMDb5KVcwmoxI5b8g58sFTqwWimszqYwK4mq/AcE1W2Jd94tbM7tUUikUFSBBEiutOHtrOG1OWdQKNRYzAZsIikSsQRrWRWL321Gg+ZD6NZzBvdvH+Jm1s8kZB1jZPcVeLlHUGPWMSD+XYI9GqIvLOPlE4XEOhXxYbMoPP0jaakcyo0rW+kV/gpFRh0j994kXCviTdEDAtyiBCuoCh1IJSCVENglHKdgfxxjtIh9XEEiArEYrDYiQzshMdlwd45FatZiVoqZdfQOC1qEIA325tXNl7iWXcbU17vjpDMItgwVOob5avHvF8e0U8nMeGYouhg/ohWNoKCMs7s/w63LK3SKCmGIjyPJchlu7k50+vIoCqkYPycVA+oHPD62Egkifw+uzuhJlxVHuV9UxfFhTTFoFLQM8ahtppJLmVHPB1m1gYXH7yECBjUQKmQGNAxkx5kkvriUweGmgjCSWlzFd1czkIihgZ8LLg5yZnaJYWaXmH/3Erdj598mXg4+YiGc+9fm24oQlsfL/zPbIxKJEIvF6PV/Xkr4ozDiX+YZeHl54evrS2pqKiNGjPjT+votGjVqxNatW/H09MTR8dftAH18fLhw4QJt27YFhCqQK1eu0KhRo19tn5iYSHFxMQsXLiQgQPgsu3z58hNtfm3ffxlk+3e0iPo12kTH4u/mTnZx0W++z/3dPWgTHfsrS/91XF1d6datG8uXL2fKlClPCWFlZWX/MPdi6dKliMXi2sBhnU6HWCx+YoD20d//iYHVRzzKaxGJRLVZMP8naBQIXo5COPdvvZk8HYV2fzELFy4kLi7uV6sGRCIR33zzDWKxmJ49e7Jv374/dL0PHz6cYcOG8eOPPz6Ve2Gz2aioqPjd3IvExEQOHDjwm6IKQFZWFsXFxbWiRePGjVEoFNy7d4/WrVsDgv1Tenr6UxV458+fJzBQOLalpaUkJSVRt27df7hfjwgNDUUmk3Hp0qXa9ZSXl5OUlFT72ftH+LXP1j8Le+XF35Tk0mT6/9if/Op8Fl9ezIh9IzBbzQCopCpuFd1iU8ImRFYReqses9WMCBFSsZQ4zzhumcooM1Xyc8bP3Cm+Q2ZFJlqrlct3t3Cn9B7fnH2fEkMJiMBP44fo4Qx/kc1Gn5wEDgw8wEv1X2JMzBi0Mi3lxnIuF1zm9J3TPBv+LDlVOXg7eFMW3YO9VLIlcQt7U/YyscFE3mv1HpdGXuJ2ym3W5MvRSeV8cfML5mbM5fuS7zmZc5JQn1AsWCioLkAsEiMWiwl0DGRg5ECe//l5rhVew1HhiFKipMJQQafATqRXpHM65zRtt7QlQBvAxeEXaR/QnnRVOiYHEycPn8RF6YJcLMffZKLxT7NZfuEjYt1jiQ6OJsk7CbmXnDW313C7+DbZVU8GB8a4xbDP5E7vjJvUc69HpEsk4S7hvBn/JqHOoXg4eLD7md30CXs4yP3gInzRBG7vYH/6fmafmc2BtAP8lLjt90/uoHVCPsSXzWDf68Kg+L39Qt7CIywGIQcDQOMD01N/sYKHtlDukcKgu74EfOIEAaPhSKEKI+Uw3Ngi2B9hEwKpA5oLr2v2siB6nPtcsE1K3A2AqTyL7W6eoCsS2vs0AlMVYBVyMdwjEL12Dz8nOeLen8I3HeGrNnD6M/goCI4voFnyKd7zbEtc3bo8G1KGKLSDUB1SlATNJoBMDb4NoM/n4N8YCm4LIdjB7aC6GNb1ELIvWk0R9m/YZnjphJBREdgK9kwS9mHkDhi8Fl5PBK23YB9l0kPaKeEQKTSCMJF3U7DBiur19HnwiBKqLoJag8ZbCDQHofJD7ihkahyZD2t6QMc50HgMRHSBEduEPu3YsWPHzn+UrKJCGkx5ibtZGcz7bj0Npr5EpU6oTJVKJNzOSOfjH7aiNsvRm4yYLBYkD+0vWkfXo7JcT4W5hiM3r3Lyzk0yCvORyEQs3r+N5JxsXlmzjJzSYqpr9ET5Pmlr9ECVT8rXGxgZ0op+lmi8nJwp11VzKTmJHasPM7PrUHJ1ObjWz6BXeFNKM6pYeXAfW08e57VnBvHVhKmUb/kRaZKZKxsdUGrcWPHzHlodm82cxAMcvnmNyJahWKxWknNzsNmEH+0d6gSxZkQ/+i94hyM3r+Kk0aKSK6jS6+kc25AhflYGuRTjOLQPUomEsu928XyXHmTfdyRi1UgMnW1US9Q09tJi0FezdvF4jh1YS9dwf9p3acyVnncQtzejyDyBVp9DdVneE/ut0rpTXFDEzdO7qBccgotnIFo3P+q0GIyzVyhShQMtBswmpIHwAz+5NJs6q8aw/NqPFGXe4vbxdWQnnSPl2pO+0k/h5UKRuYjPxtdl/8rXOPjtbA5unotHSD3EYkltM5EIege708TbHXVsNFKZAqlYjsUmzMYVy6SE1u9FUFAjUrIv8/nBYShdPYj2ak9eynUeZF5l+Y4BtK07BieLlgKbhU/bhLPh2QH4uYSi1IsIdWxAnFsHbDYblpoawkmiQd4yPtnYmZMX1gBgMhu4m3QApBJEIV6U+KVQpCqD3GJILxDEjdRcfM1eXErYRoNmI/HsGkCrH5ri6qLmgdkGJhOrBjYidWxznLQqstUqbGoFGEyI/N1Js4mw6pJZt7YxjlpvDlZaWHQnjzdemkJEgI00q4j1GaXErziB3mRm65hW7Hy+DVnznqFzuCfUGMFmE7I2bDZkEjGhrhpOpBfR5rtL1PX/leBgmRQfZxXNg92p66Wl43JhEsmwDWf5+mY2comYhYfv0uyTg4xrHsa0dnXoUdeXfS+1I8Ljr52NacfOP4NEBPMejqX/z7mqj/5+11Fo91dgMBjIy8sjLy+PhIQEJk+eTFVVFX369PnT+vD09ESlUnHgwAHy8/MpLy8HYN68eSxYsIBly5aRlJTErVu3WLt2LZ988smf1vcjRowYgbu7O/369ePUqVOkpaVx/PhxpkyZUhu6O3XqVBYuXMiuXbtITEzklVdeoays7DfXGRgYiFwu5/PPPyc1NZXdu3fXZiA8IigoCJFIxN69eyksLKSqqgqtVssbb7zBq6++yvr160lJSeHq1at8/vnnT4WV/12QSCQsfVFwCvit9/lnL7yCRCLhz2b58uVYLBbi4+PZsWMH9+/fJyEhgWXLlj1hgQOCH39eXh4PHjzg5MmTvPTSS7z//vt88MEHhIeHA9ClSxdKS0uZOHEiCQkJ3Llzh+eeew6pVEqHDh3+rW212Wy11+MvH78mikgkEhISErh79+5fctz+1yIRw4zuwv9/6800o/tDBWdS2QABAABJREFUi/K/ltjYWEaMGMGyZct+dblIJOKrr75i9OjR9OzZ8w9lkgwZMoShQ4fy7LPP8uGHH3L58mUyMjLYu3cvnTt35tixY7VtzWYzeXl55OTkcOvWLT7//HPatWtHXFwc06cL1u5VVVVMnz6d8+fPk56ezpEjR+jXrx/h4eG1opejoyMvv/wy77zzDgcPHuTevXtMmDABgMGDBz+xffPnz+fIkSPcvn2bsWPH4u7uXivs/RG0Wi1jxoxh+vTpHDt2jDt37jBu3LinBMF/xG99r/wZ2Csv/qZIxVLUMjUuShdi3WMp0BVwt/guNwpvMCp6FFKxFJPVhBo1CpGCKfFTqDJX8emVTxEhwoSQTJ9WnoajzBGtzcrz13/ig7A4cmryySq5CcDB1P1EOAUxKW4Sn1//HJtIxLdU4Vx4E3H+HTbfWY+fxg+FREFmcSaFpwu56nUVvUpPni4PrVxLl6Au7E7ZjQULw38SykPFiDlffp4aaQ2BjoHkVOZQY6kBhMBxR4UjQwqGcGHXBfY32E9KeQoAZUlljK8/HlelK++dfw8HgwNis5gNdzfQ1Kspl/Iv4a32RiFR1FY4fNzpYxKCEyisKuTcg3MUVBcQ5xhKTvkdzhRd51TRNQA0jhqul16nqVdTBkUOoqVvy6eOe6BnLDgHopQqWdZR+LCsMdew/vZaNiZ8S1PvpsxqNovvEr9jXN0RqLstgLCODJIpqa/Tsf7GKi6UJtLTp6VgSQRQng1nloFCLczcP7kEgloIg/QqV0FAkKkg5yp0ngcnPhbyFow6ECsg5Tic+QwUTqD1FPIbbm4XBtFPfyYIDXX7CKKEVzRc2yj0a3uoloplUJgAFXmADYqTH+6tWMiGKH8AMgcCzRZG+baH0l2CtZJPLAS3BEMFXN0AP7wsiA+3tgiCiUgshGUXJgph4W1eh4yzggVTozFwdhnEjRKqGA6/K2RGmKrh4jfCNvf5HNq9CZ51YdNAiOmPrSQVs9mMLPcaVOZDuxlwbjkcnCPsR+PRwrHyrCv0eWcX/DQd9KUQEC/YQ004JxyH4VuFnIyyTJApnzzRVotQueHXBC6vFoSfsgxYEABRvYUqjXt7hXZiibCvvZb8S9eyHTt27Nj5c5CIxWhVKrRKB9rG1OdaajIJWZkcvXmNN/oPQSGTYrXZcEKDBSszxgzD28WV0Z99hFbpgMJfw6BFAzi28CDKXDmOWgeuypIIc/Mj/UE+h84LfshHbl7Dy9WFbyZO46XlnwFQ/kDHvisXaVwvnPe+34Sjg5oQbx/Ss/Oot1TFpqirlPtVk16Qh0ImY2ib9qw5dAAbQh4HgNliZWfGeXK0RbhrHbFhpaxSB+Zy/N08MJqN7Lj3IsrxRl6btYIrKfepclJQk27mzYHDUMvkLN32DbYqNe4VDnx5YA/j2zSnIiedDiHeODmoazNAPn/hVXLr5VLRoZiSjIuIMHJdr6XcJkNcnc/ib1ewJ6OSzT2iUMkycfYMw9WnDr4RzZ467m5+ddA4eyESiYnrLFhFWq0WUq/tJ+feGRQOTjTqMYW0GwcIiOnIss6T6B/RGi+1K817TOfWha1UFKai0HjiHyHkRukqijm/ezmtO41HLldBaRUqqQNuXeKJDumKvrKAHu1mozRKqJYbUZsV2CwW0u5fwNk9CFcXX8FmSiJChBi5oweUVoGPGwlxUzFh4dmYYLo7XcPP3Zu6okY4u/gid9AQ6dMSGzawWCmq1hLlqQSLjXcvZ9Mp0I2WQa5oRW6kp15k15Y3+XjecS5dNvMgIQWxSsXx86sRBTlx8PiHvOzgibdvLKEOMSSlXsLTp4Xww94o3Ie7+kYyZ8wlyCsFN0dEpVXMbBQgzGosqqCuRgkmEyWFFfgvO8b2kc0ZFO0LSjmjvTUMfq4fqw/tRmZRsishl/2JeUzv2g8qdCgzC+lx6C6DGgbhrJLj6yTFZLFyJCmPubuv82O3urg7qwQLLl83cFCwZnhzqgwm7uSW4+v0dCbbtuREPJyM1Jgs3M0XbLxcZn7PM/X8aRPmyYmUQiw2G2KRMJbxUd+4P+nqtmPnz6eHCr4G3ql4MrzbRywIFz3+dQv9f8iBAwdqZ99qtVqioqLYvn077du3/9P6kEqlLFu2jPnz5zN37lzatGnD8ePHeeGFF3BwcGDRokVMnz4dtVpNbGws06ZN+9P6foSDgwMnT57kzTffZMCAAVRWVuLn50enTp1qKzFef/11cnNzGTNmDGKxmOeff57+/fv/5qCYh4cH69atY9asWSxbtoxGjRqxePFi+vbtW9vGz8+PefPm8dZbb/Hcc88xevRo1q1bx3vvvYeHhwcLFiwgNTUVZ2dnGjVqVBs4/ndkQMs2fP/WO0xdufyJ8G5/dw8+e+EVBrT847kA/wyhoaFcvXqVDz74oPYce3h40Lhx49q8l0fMnTuXuXPnIpfL8fb2pnnz5hw5cuQJUSIqKoo9e/Ywb948WrRogVgspmHDhk9cS/8qFRUVv7qO3NzcXw0l/q0qor89nerC4iHw8YEnw7s9HQXhotMfrwT4d5k/fz5bt279zeUikYjly5cjFovp1asXe/fu/V2RSyQSsXnzZr755hvWrFnDBx98gFQqJSIigtGjRz9RZXPnzh18fHyQSCQ4OTkRHR3NzJkzmTBhAgqFAhBErps3b7J+/XrKysrw9fWla9euvPfee7VtABYtWoRUKmXUqFHo9XqaNWvG0aNHcXFxeWL7Fi5cyNSpU7l//z5xcXHs2bOntgrij/LJJ5/w8ssv07t3bxwdHZkxYwYPHjxAqVT+4xc/5Le+V/4MRLY/Ky3nn+BRSU15efn/3Qv7P8DF3IvsTd1L1+CufHD+A1r5tmJXyi5ODD3B5oTN/Jj8IxmVGYgQEaoNxdnmTFxQHKvvrAbAS+VFrEcsLb3i6eXTnLXH3uKrysd5DQ5iBXJzDVKRGH+PBuRU51CgF4JanGSOKPQlDNaZqT9gPRfzLrL69mo0Rg0GiQGVSkWgYyD13OoR7xPP6nOrya3MpUQuhEFJRVKhmkMEZquJEE0gqVWZLGqziF0puzibc5Ye2T0wW80c9DuIZ40nVomVzjXp9I2cwJrrudxyvEWILoQkbRKlylJs2JCJZYyMGskrDV9h0tFJdA7szPf3v6ewuhCdWYefxo9no57FihUHqQNppWlkVGdwOOMw4U7hJJcn82n7T+kc1Pmp473ixgr2puxlT/89T1g/JaQfZciJqbzs3YZe6lCsRffoV36eDd030NDrYfhXwl7YOgJdz8XoyjNw7/gOSB56yd3eAd//wi+xbj9h8F6qEqoPiu5DZQ4ghobDhQHzxJ/A8PCGztFfsJJyCoKAxuBWB04sAI+6MPG8UDGQdhqwglOgkIlhqAAHdyH02gbYTI/7V7oKg/m6YspENvRWMz7BHaA4SQgAbzJOqDq49DUggjo94d4+IVD8pROw4uFMCpEEplwTcjbKHwiWTboS4ZF6TBAVen8GYR2EChGZA+x4Ee4fhLhnoe104Rg5+sGhuRDUmqS9nxJeeQ6xwgl6LIS44UKA99H3wDsWnvlS6Hv3ZCGQu+PbcGapIBSVZwuB2vcPwu2dwrY5/8I2AeC7Z8HBVQgEX9dL2AcQ9jG4DWRdgA5vCwKJVPk4yNyOnT+B/8R3p8Vq42JaCQWVNXhqlcSHuCIR/7Xv4bFjxz4xo83V1ZWmTZvy8ccf/26w2N8N+73Rf4bL9++xbO8PjOvSg+eWLmJAizZ8tnsHqSs38tPli3y+dxd3MzMQiUSEeXoTbvWiSbsYPtjxLXK1nJ4vd0WVaKKJdwj9W7XmlS1L2X/wUu36nTUayvVVyJUy6vuGkFdaSnZxEVabDReNhlJjFXJ/CZuHzOZ+TjazNqzCXafGIrZidoFADy+6hXWnbqgnmxNWcy0lmdJ8YYTMQaFAZzDgolZTWl1N/eBgbqans+T5CdxIT2bD0UN8eWEQLpUqnu28kdhiH5RIcfK/wUuN+lC41AdT8xRqUp3YI8/gjHcaAE4KGbuee4Z2PV6i3wdz6Rgbx+aTR8kvK2VMsIT2AW7kBfcmo7CA6IAgjly/gslq4esD++hVN5SJIRai24wiMKb9U8c7884xUq7spc2w92vtpABK89M4v2M+co0Hzl4RZNw9i4NKTFzXiXiHPrQC0Rshu4hSyrl4ah3th81BodIAkHL9KBe2LmH4uIf+72oFZYUZfLKvP/7+DUlJP82Hw66x6ZuxiNQOjJ64ibKMJEQ2ERpHTyRyGVhsIBaBUs6lGzuo690cjbMnhHhDfilU6nnhyD2GR3vT3F1EXvE9PFzDEdlEqBVOYLNhsZiRSuUggiydHmcJSGwmqvVFHEvciC41m8HPfIxFI0WkUqKplqIzlCNSO3Dl9lZaRj6LNdCd6yfXIRXJiAvpCf7uoJSDyQwyKVitYLIIf+eVgrManDVCVYREAgWl6AsL+PrCUQb2HoDapsPVJ1QQZ+RSCndm4N5MS2rxNdJsD+jcagLoDdy7n8e7Vx/w3VjBiuDtfTf45mwK64c3Y+7+W+wf2BBDdQ0uPi5kFldzK7WAOrGBNPB78gcz+WVgsZAgljLtk+7cMPemiDA6RnjRPcqbq1mlvNY+Ck+tEo1cilYpra1osmPn3+U/cm9kg4tGIZzb66FV1F9VcWHHzn8Li8XCqbu3yC0pwcfVlTbRsf+3Kgfs/HlYrHA1UwjndtcKVlH/gYoLO38u1dXV+Pn5sWTJEsaNG/ff3hy7ePF3I6Mig0BtIFcLrjL2wFgAxkSP4Uz2GUQiEX3D+nI+9zwzm82kSFfEcz8/h1wix2AxAKCRarBhQy1Tozfp8RFJSTKW0MW3Nc9ED+fdM+9SWFOIWqrGipXmPs0primuDfNWy9SEOIWQWJKIzWzgk/i3WZOxn+uF15HaoKNVzqxnD/L5tc/Zl7qPGksNcrGcWGMsNdSQIEtgStwUZBIZn1/7HIPFIMxus4FEJMZH40sXuvBz/s+UO5XTPac7OZYcPIweJPgmkCy9zwJxGy6meqD0VRLdJpoLDy6wJ3cPgdpA3FRupJWn8V6r9/ji2hfozDoeVD7AQ+6BRCrh7eZvs+3eNiw2C+WGcor1xbQLaEdWRRZncs/Q3r8981vNx0Xp8tSxP5JxhHO555jdfPaTC4zV5B+YgaXBUC5eWMozOgODXJV4OHiwovPDWQUWE9w/BBFd4Re+znqzHpvFjENlPux9VaieKLwjBFKrPQShoM2rsKG/UIExeB1U5AiVDvm3hJVIlULFg2soVOWDWQ+IoPkEaDoOPokR8iIc3B6KIA8RiYWMi/+JTPPQDkrQNc4r5LQw2cBqerqtsCJhXRKZkFeRewPST4FZz+6hKwj9aRbRvi0RD93w5MuWREFgc2gwHLRewnp2vghaHyFPIqglVObBFGGmK+mnyV83CjdxNVK5A2AV7JriX3x6kxL3CdUnXd8TBAp9GSwKE7Itcm9C3i1oPQ0ajhKEk5oKITfj6PtC3kX9YbDrZShNFwSKZhOECoyGo4Tzt+MFeOk4+Db8jWNix84/z1/93Xngdi7z9twlt7ym9jkfJyXv9Imme71/b8bS7zF27Fjy8/NZu3YtAHl5ecyePZubN2/+02Fk/z9jvzf660jNyyHQw4uk7CxiJ7+A1WZjXOfuXElJRlejZ3LvZ/jhwlmWj5+M3mgg/vXJSMQiDGbhe00tV4BYhLODGpsIbCIbuUUlxEfV4aORL/Lc54tJz89Do1ShNxroEBuHWAQHrwvfT04Oaur6B3IjPRW90cCskc+SlJrF92cFq0Klm4zUJRv5cv8eFu/cTk2xGonURs/2NlINBdy9qWR6/8FE+PrzxpqvqanRYbLaEFvFiMQiHLVqPvcay5oTBzgVmMqme2NJLsohWO9GYdc0Iro8oPyuAucv22Osa0O30JWbV1P48NL3eDm7sKpfS97cf5ZPxr/K6n3buVdczc2MVII1nng7Wdj5+mvM2neS66nJeDo7czEpkRe69CQ9P58fzp9kWZ82PDdsMirN04GexdkJ5CSdI6bt6CdyKywWMwdWvU5U837cv/Qj964coUXPMZiNeloOnCs0emRZpBKOf+1rzSYsZiMVxTmc3LqAMkMln3o5cr75W+gri3ALjcbsrEBWWE3qjWM4RtTB3VMYzE8ty0UhluHr4IrBWI1c7Uha4il2bH6dujFd6PP8EixOKm79sIrgkKbIXfywVhSSnnqRwDrxqJWuWC0mZFIlNpuNorI09KZKAj0bYMOGyWRALlOSmHaEYP/mKKQOnLm5CY2TG1vOzmR857UEezREZ6ygoCIVN00Ajr7BHL/+Nc38+6OSOFAoLmT9ztFIHZ2Z9tKJJw9oZgGlhnwq5NUEeTUSBgNyijlzag0/bZ5FnfjeZNw5xZztZUJ7o4mCn2+h9JNyI+8AP176gE5t3qBHxzlPnaujSXl8cfo+C3o1oI6XIzabDe2b3/NsoyBGRHog0xuJDffC0d1ROB8Wq5DbUVolCCwuGvaevczcU8moVB6Max7K9zce0C3KhxhvR7qsOM7+8e3oXtf3X72U7dh5Cvt3px07duzYsfPvc+3aNRITE4mPj6e8vJz58+dz/PhxkpOTcXd3/29vnj3z4u9EQnECvX/ozZ7UPYQ5hdWGQsvEMtxV7twvu88X177gYt5F5p+bz8zTM5kVP4tot2jqutRFjJgqcxUKqYKymjIqzZUkmUpRW20cyjnNpCOTKKwpBMBoNbKo7SKWdVzGc9HPAWDDRhOvJrT3b4/ZakarcsPZoy48HP+2iuCaWouL0oWuQV1p49+GLoFdMFqNyIpltPZvjdVmRSPXMNg1DrnFJAgXD7FgJSwpDGOykWddn2Vpm6WI9CKiAqI4E3mGQEkg9cpjSYwI47rvdR4YH/DOxXc4XnScpl5NaeLdhIERAykzlLHs6jKKa4p5IeIFguRB+GX70dm9M+0D2vNl5y/5qvNXlNSU0NqvNSeyTtDYuzEftf2IRe0WPS1cpJ2C1ON0CurE7OazsVgtVJuqHy+Xq/Hqu5xdpbd5pyaZ4qHrGRMzhkGRgx63kcggqucTwgXAxEMvM3ZTcywrWghWRtV5YLVgw4a1ugBD7lU4PA8enANssHUEnPz4sXABQgWFvhg6z4XofiCSwsidcGQe3NwK5hohI6O6QBA6QAjj9ox+cj/lGvBtBLEDhSqO+s8icg6ihdH668KFWPmwMsEmWFCZa4SKj/sHwFgFaneibu0lXeOGzTNKCPcGuPCNIOSM3Am6Ytg+GjYNhq2jBIupilxAJOR09Fr8uL/g1ng17IXUZoLQdkLo9iNtNu823P3xcduAZpDwoyDygGBz1WsJ1O0r5HMENocDbwkVIIfmwtL6YDZCx9lCdcbVdUK7qkJQewpWUVX5QhXHkfnQYTa4Px0QZcfO/1YO3M5lwqarTwgXAHnlNUzYdJUDt3P/0v4VCgXe3t54e3sTFxfHW2+9xYMHDygsLPxL+7Xz9+dBYQERL4/ls907CPL0pG2MEDrpoFAS4etLUm42b29ax8k7N3lrwyravPUq66ZNp3F4BE3CIpFLpFQbDcgkEir1enKKi8ktEjK/LiYm0nH2G6TnCzkPNUYjqya/zqH3PmbOsNEoH95lxwUFMq5rDwwmI84OalqGxPBLQ2BFjRxHlZreTZrTpWFjXuzVGYtDGSFr6jO3VPDGVckVdGjcELPIwsp2vkys54pZbMWEhcnHWuCx1coc52fYN+dDNFkSgur68ebgnym0OCDaG0FRdBtmt/2Zm+Zcxn79CYuu/sAzzVrSsm4M6vAO3C0o5fzpnYzz1fFRrzHU1wbxzJkomjo2xye8GWunTufqZ19RUllJp/qNOHDtEgGeHnw3fQ7Dh73+lHDx4N5FEi7swc2vLrEdnkcklmAy6GqXSyRSeo1filQCmKsY9+FBgup1Iij2F5WtIhGolU8IFwC3jq3m5KY32TKvP2oXL9ydA/BXurDj5Eoy7p/HqtMhKzOAzkBoREvccMVWXAFmKxn6YuQSKVX6Uu7fOUqBIYfsyjQMxiq6vrwYyqqhrApjTRUWswkH4MLZjXy35iWQy5EoFEglioebJ0Ku1LA/cTk6lY1yQzElFPHWxXvMT3TAZrNhs1kptxSjN1bh4RjM6XsbQCRCJdMQ4BqDUqbGXFRC+6ARSBFz8t5GZGYJEd4taRDZBwwP768qdFCpBy8Xdl1ZwOdru0BWEbacYs5mluAY0Ydxk7bRtd9MBr3+i8kgchnX1PuZ9X0DMnT3qDFUYDYLE5YwmoX1PqRtmCc/3c3h0xP3avfvqyFNmNg6gp7fXeKblGIcK3VQpRcEi/R8sFjARQNujlCpp7e3PyqxE1KxiDFNQ8irqGHV+RSGbTjLO91iiA/8lZwMO3bs2LFjx46d/yI9evRAo9H86uPDDz/8b2/ef4zFixfToEEDOnfuTHV1NadOnfpfIVyAvfLib0VGeQYvHXqJeS3nIZfImX9uPkPrDOXDi8LF5qXyomNQR8bGjKW0ppQJhyZgsBoYGzOW5r7NGb1/NFKRlA/afMA3178hsyqTSJdIOgZ0ZPWt1UjEEipNlbX9Le+4HC+1F0P3DkVhE6O3GXFTulNsKEEtVeOkdGJ8/fHMPTu39jUiRMjFckw2E3Obz+V41nFSSlOoNlbjq/WlsXdjBoQPYOCP/TFjRYwIrdwRuUmOWqJmgHgAdy13qfGp4fNOn/PCvheQyWWEu4SzLWEbazuu5fXzr5NVlUWQOYgMSQbuKnf0Zj1t/Nswp9kcNp7eSMvYliy5soTb+bexiC34qnyRSqX4qn2Z22IuPhof3t9/ES+1JxPah//+gV/V5WEuggqGfctHGXvZnbKbk0NPIvlFSKTBYiC7KptQp9A/fE5/ur4S0aG59KjWCSHd1zZBdF/MN7exQqPAv05v+l/eAVYTNpsVsCFSuQlihFQphGe3fQtOLhRW+MhC6vmDcHObsLzBcNg6EqxCWCX1hwp5DicWPt4QkUQQILq+L+Rk6Ir+56b+OgpHwYLKPVII3ZYqBRFDLBNspEw6IcvCUAXY4I378EVjoUok5SjU6SVYVxWnCOIAVsEuy2YBxBDcGkbteNzfnV1QnAaVWRAzAIJbCc//8LJgzTUr63HbgkTBqkr2Pwxrz30p5Gp0flcQe3KuQdYlaDb+8XJ9KYjFwnE5/yUEtID0k+ASDNHPQLvpf+z42LHzT/BXfXdarDZaf3T0KeHiESLA20nJ6Tc7/iUWUmPHjqWsrIxdu3YBQoDZG2+8wZEjR7h37x7i/yP2IvZ7o7+GwrIyWsyYwnsjxhIbFMLQRe8zsWdfJn79OQAhXt60janPrMHDMVnM9Ht/DrmlpYzr0p3JvZ8h8uWxSMRi1k97k092bedOZgZh3j6M6dSVhd9vQSQSUVL1+N5o5aTX6Nk4ntAXR6GUiQlSQZZBQplOj1QiIdjTm9f6DeKVr5Zi/cUtuFqhxGA2sXD0C1y6f48baSmUlVcR4utNTFAw8wa9TGidnRjar2dwqBOFJglZeXLkJhFfOI/lSmUqu8JucXrxMka+/wH3irMZ3Lodszeu4fjUj3ht32ouJCXQUV+Ho8p7jK7nR0ZlDTj6ceCdBaz/4Ee6jW3Aqp++Y8mB89SIzYQ4e1FtMxAdEMQn414mLjQc3fpiHKrcEE36/c+CTfOfIf32KRo2H0yvCUtJSThMytW9dBi1GJlCXdvOarVQXZaL1tX/d9b2P85p+k10aals+WYCoY27MHjgx9RIjSgMEjIyz2NVSQj1iAdAV12KzWbFbDXh5OzDnZJ0qgsz8XL3INClDiDiaOrP/HjiRcaP+JEYj9ZgMpNtzWTrjpd5tedOjEYdBWXpBNRrCYXlmC0mKirzcNR6I5XIwFnNgs1tqTxxh4b1+nPCbxR5OgtzYktpENQdnaEcldwRq83Cd2dmUGPRMbr1Z0gUSj75oRf1ArvQIeZFSqtz+P78HEa3XYqTkx8WswmzuQZRiA/y/Grhw7jGhEFupaA8hQCHCEwWK0cflFFutDAkwkM4QAqZYD310LZSX1ZIWuY5Eh4cJzK0I7F1ewvtisoFsSbUW7inAe4XVuKlVeKolD1xzM8l5dJYKkLu7ghalWBhVV0j2FeJRKw8l0xxlYFoZxXpOhMfHLpDXS8nbueV4ayUMygugAW9G/xToY927PwR7N+dduzYsWPn3yU7Oxu9Xv+ry1xdXXF1fbq62M5/Fntg998IsUiMWq7GQebAu2ffJbU8FYPFQGvf1qSWp6KSqrBYLfhqfPk57WdKjaUAHE8+zgDfATTxaoKj3JGVN1eSUiEEYOdU5bDm9hp0Fh08zG/2dPCkQFfAjJMz6BXaC5vNhg4TiESUmcqxYaOOax36hPdhS+IWnq/3PGturwGE6gwHqQOI4ItLi9EbKzFLFcglCu4U30Ej1+Dp4ElrWUPEF1NJbCrHwUFLB1MHLBYLse1iMeQbsNlsTDwykSnxU6jnXg+rzcrtottMOTuFFj4tqOtal7yCPNBDWU0ZTgonBkcM5n7ife5evkuYOYwBoQMoqyrDKrLybqN30Ul1TD89nQlHJtDOvx2brpuJ92n2j8WLYZvhx4lUpR5l65VldG78Ep4Onk8IFwAKiaJWuLCVZZJXXUBW8k80vbodxp+A3VMEG6IJp2tf0zPuRQwBHeGH8ULVQ1RvWNcT6ZCNdPMKJ8wpHLxbwk8zhDBrwKRyQeYeLgz+qz0h45QgEJRlCsIFItB4wvVvBQspi+mxcCHXClUP4V0EkcCsB8TQ6R0hN+LwfHAJFF7TbLxQ5fEI7zjIu/FQsHiYt2GoECyr9KWPhQyAOt3BVCMEdEd0g4IEoXpEXyIEZp//ikqs1NzfjwdSoTLFrzH4NYKLX0PDkUJmRcphYd2qh9Uwpz8VMj8K7kBYR0HsybsNPT6G9jOfPG+eUb9+PkPbw5V1cP8wxDwj9On30H/bWC1UViidhEqYUT8Igsyx98FsEMQWu3Bh5/8zLqaV/KZwAYI9XG55DRfTSmgR9tfMmt27dy8ajeBlX11djY+PD3v37v0/I1zY+QsRgaODAy4aDa+uXkFiViap+bkMb9uR47dv4OvqRqVeR6SfP98eP0xqXi424PDxS7zfdAR94ltQXl3F6kP7uZqaDEBpdRXvbd1EVc3j68bXxY2c0mJeW/0VJ2/fwGK1Ua4zcFMPUokEq81GpI8/c4aNZMGO73hvxHO8vWkNIoRrTCWXo1GpeGfLeqpNNShEMuRSKReT71FjNuHupqRrl2juGt7jVOEanJ3MTHfvimOeDMtrLojSnGlTUZ8BH77LK7370CE2DpFIxIWkBLqtmMPAFq0JcPdAkmqGXAhRWXGQKOjWeyAVx0so/yqHqoIQ4ga0J/paDmWmalaOmobCTUn3hbPoPHcG218cSfgRVySiJijR/u5hH/jqWg6um0nyjZOs2PUdI7p0xGY1P5F7ASAWS2qFi8qSPCqKs1AgwV3qg83fneSzewjxbYw0PKB2MN4juD4G9yDcDkQRENWMEqca5n9ah8F9v6BBg144OHuC3kRJwi2O/rSEAcMWUVyayeHUtTgYlcSHDaCgNJ3MnDsE+MRQaIzEx2coIb7xUKoHixWxqQajWY/eWIGD0okA73pQI9wrWUxGSvLScA6qI1QulFXjLPakwjOZ0JY9CLCmYLIYWXnkLUZ1/pJTN9YwusMXSGygUbrTv/4r6E1VOEilPN/pG/YnnuGDXX0JDWhIr7ZzSdt6ncBnZBgcqjl6aSmdXObi7VcHKqqxWMxYyyvwUoSjM1t57dIDnDRyFtbzAQcFmC1CtYbRLIgYgEonxlvsxzfnl+PtWVeonKiuAXcncFTXChcAER6/fl5bhHhAbonwOq0K5DLh8ZBZe2+ikklwU8u5Nr0HSpmEt/bcoFRvpG89Pxb2ifuHl6odO3bs2LFjx85/Az8/v//2Jtj5B9jFi78JerOeFw6+wOiY0dRXetK/OJd9zoH4afyIdo+mylRFE+8mnMk+Q/ut7dGbBVXRXeGOIc/A83ufJ1OSiVqqxk315OBUtbkarUyLVq5FKpbSP7w/n1/7nGpzNedzz+Oj8cGlxIGOpfFsCNiHTCIjMzuTTQWbSCYZd6VQZiQTyTDZTChlSvQGPWUGHQG5atL8dPw88CAbEzbSI6QHGrmG2T0+YJJsEgMiu7Ph7gZWGoVAxi1Ht9DIPY533OL5sSSF0+dP867+XcYGjeXVRq+y/f52DqUfwmKz0Me/D6FVobzb4102Jmxk3KFxvBL7Cid9TiK7KuPFgBfZO2Qv5YXZnFn+Ck7tJ/FZ+884knmEDXc30CyuPslluzBaTiERSTDXlKEQiR8PlD9C4wEjttFpU1NUFQmM82pMY6/Gv3u+ijb0Zj0VfOuk5Sf/OALSTkHiHmrCOqEszwanxx+eCrcwwULp7i5BkLBZwawncnVvYYBeXwrYEAE5HhH4Ft6H6kJBfHALg6zL4F0fynMhdgDc/B5+fhsUGuGRd/MX++IFJclC+LZZ/7hiInGfEJhtMUBxMgS2hOoiiO4v5FfItZB3XQiyzrkOJXohRwPAVE2RSYEZBZ489KqrLobMswBY7v+MpDJX2N7LawWh5fomFrpocHR1482iQkFcKcsQ7K9EYiHk22IEjyhqrTfy7wqiTJf3wNEXlI6weZgQIq50FB5/hEurhGOcdeHpZXI1vHobJAqQyoXnWk0R2huqoO3rf6wPO3b+F1FQ+dvCxb/S7l+hQ4cOrFghZACVlpby5Zdf0qNHDy5evEhQUNBf1q+dvz/tZr3GwBZtaFkvhqkHviDM34eYwGD83Ty4lZFG90bxHLh6EY+RAzGbzdgALydnwm450v7117imeYBEJCYuNKxWaBCLxFTV1OCgUBLk4UFBeTmzh41g6jfLqdTrOHD1MvVFPciuzKZdexkH793By8mZmlQdX3+wnevyFLychHsJB6WS6poalAoFGG3UVBvwN0jJUpm4vGQ5O86dpnODRsjlEjasi6XT7FmMat6Gz/fuYnzlaiRiMY4fORDi7cPEUX34/sxJMtek0rZyNa/G9OXdIaPxdXNn9c8/IZfJGNKgDZOl3ZnxxiS2nztJ/w/fYcHI55nZfC/mXVZGxfXjyupv0FXqmNH7I0Y37caBdxew7cwJei/9irc7xbPg+Meklm3Gw8kJg74Ki8mI2unJknKV1oV+k79i+1eTKM8/jaP7WBzdA3/3XG1ZMAijvoywes1o3mYSFUkprPtoAL3HfoqPx1CCnR9n7yg0Tryw8ChU6DCZDXSIfhG1YyTGkhokVdlUluXj7uLLwOGfUF6dj7t7CDcvvYGLgw8tG4zGwxbE3t3z8XvmPVSuHkwNW4iDTgwiC4hFuCn8eL79lzgonIRcB5MFjIKF06dX7tDPxYq5qpLCsvt4O0aSfvYorjHRNG48kOrKEq7e2079sF6IjVa6tXiD1LKrJKUepWf916jRV/LjtQWMafIpjlZnbiQuoXO9Ufh4xbF510QCFjfgwp3tjF+8iuGtFyMSqUFXAxU6ku8dQldVRFzsUKQiEVPqeqKUSoQ7IZlYEC6kksdpwiYzAK5h9Vg4uwilQiuEkeuNgh2X5A/+FKzQgdUGBqNwEfyPAop7s3ohlYiQPhRCXmoZjsVqI624ijnd6v2xPuzYsWPHjh07duzY+RXs4sXfBJlYRrxPPBdzL/Lj1RVs0Ftp2/x5+p2czjst3uGI8Qinsk7RKbATWxK3YLVZcZY7U2QootqpGk+VB1QLQkV1ZTUKFLwQ+gIF0gIu5F4gsyITtUSNVWRlc+JmrFhxVjjT0rslCWUJqE1imlXGEh7bmGv6WySeTCRLmQUaGFxnMJ5qT76//z11qYuyRonWrOWO6Q5pfsW08G7OqydexdvBG6vNyqJLi9Cb9EhUCgp0BVhtVpZ1WMa8c/No7NWYNwpy8T77GosaLWDHlQKctE5cvXuVBs81oGdIT3Yl7yLGLYbBsYOp61YXgAERA/DX+tPStyU7UnaQH5FPmjKNGGJwLL5OT45T5foiGr8uxHnG0cSrCb4aX5ZfX84rR15BLpaTkXWWfdUKmPiLQe3cG3B9M3Sex2d5+biEdHj65GSchXPLof/XglgAKD2iGV1wiybtPyWgWgcSOT/Fj0SXuJuBXzRGNDMbxBISb2zAovEiRlcJuydzIKAe3QevF6ojdMVCZgVAhzkQ3BrfrPNw6B2I7gtxI2FDH6FaozwLhm+BCyuEoOt7+x5bQTn6QpcPhR+w4R3B0U/IlfiikSBcAGRdQI+C4rpj8Y9oAAferBUfhMqKEuH/RcnCzEiZgyAuiGVgNaEV6TDbfvFb9+FrS6Ry1GUZSEAIxr79vbDcYmJMz5Vk/jQVyqpALBUyOYzV4NcEznwmZFBU5gqWUJ5RgmVTznWhrdJRsJu6/7OQUXF3N/w4CZo8B13mCX1U5kPKESHfwjUUDs4WBBn3CEGkiBshtLMKdlw8qqRR/4rnX+tpf+QytWPnfyWeWuWf2u5fQa1WEx7+uMpt1apVODk5sXLlSt5///2/rF87f386xjYkOTeboHEj8G3rwps9h/HS+58xb/gY3LSOrD60nzf6D2LB9u/QGwx4OTuTX1bGoZBqglw8oQgsNivXUpJR2mS81XgAVUE29l+5yJ3MdMpKqwjw8mDOpnWYLBY8nZzpFBNHtb6SypRSglyi+HD4GCqMBvLm3iebMgiDYW060CAkjI93bqWNNYLQIg8cUXGk/DaJLvm0iKzL5G+WI5VIeKZ5K97bspF7WQ9QKU0UVZSjMxj49rWZvLdtE8GeXnjVc2Hc4cXM69IX/2eheZA3jhsr8QxX8GKXnnyxdxfhvn6M7NOVtvXqAzCoVRuUchl9mjZn08kj/KhOwjXwLi8Txs3KdJb3OkXjxk15LrolTSIiiY+IIjogkNNFVvp/+C7vtq2LIeM8N07t4+0tv8inMZqF7243Rwpun8TFJ+yp85KXdpOD699mwNRVaFy8AEhu3YM9aRc51PEFsnVFmKvK6DpmPp9nH2f7qn3kTfweN5UTSZf2IRaLCa/bEQrLKS5OpG+vj5h59VsUJecILb3MreM76NppFl2HzMHZ6gp5pbw2YB+4aSG3BJlGQ//hi8BZTT+tg/BdrxOyIMxmI6eOLEfRMAytYxgqJ1eQScFipfjmJZrKiggIao3MLCYnKwGZzYdX37mEk0kNZdWoUeCuDmJUi8W8/V0jfLzqIVdqqK4o4MvPemEDCgNLCXJtQNOQZ6gx5HDh/lZejxqJs6sXnsuCiYnthA2bYLNUrcdcXU2Nvhzvxh2oTr0HIhE2MUQ7qdAZy6nGhLoCaqPisotB6wASiSBoiESCcAFQVQMaJUfu57Pl1D1W9IxF6iPYIVRU5uMochT2VyGD0kpB6FAruVpczU/FOmYHe2Oz2bBYbUglgljhqlY8dY4ntI74t69fO3bs2LFjx44dO3bsfgx/E6RiKe+1eo+eoT1JseqZG9uOrVXJDIgYgI/ah2pTNfdK7zEochBHhhwRrJn8W6OWqolwi6DIUFQbbiwTyTDajNxJusP+tP0MihxEQ1lDyqrK+KjlR4Q5h+Gh8qDMUMbBWwfx1HmiKfXgRt8SWtZtCyIY3nM4JRphQHvVrVU09W4KQKm+lOum6xQ4FdAnog8ikYhyUwVJpUlUGCsYsncItwpvIRaL2dJ7Cz1De1LfvT7xPvG8Ff8WfcP64tPhXYgdgji4BVKZlHG9x9F/UH8SrAmczzmPCBHBOcFkX8uuPT4Wm4WsogQu395McU0xepmeDXeFQENRVC/OPfMpQ++v4IuzX6CQKOgZ2pOMigzO554nsyITk8WE1GzE3PaN2nVWVlZiyLgkhD7XlNOi26dEtXiVzMsrMV38+vHJqcwTqhvMNUJ1QPZVtCHt8I3oRWe9AbaNhn2vUaflayibT4TuCynXFWGz2Qj6cRqmHydB/l1Ktd5ElBcIlQHFyRDaAYLaAFB0bzfdLs7misgEneZC4l5Y202wUMq7AVkXhX91xeBTXwimdnmYvVGRA0fehQMz4KfpcHvnY9HiEWI5KgzcSLiP2bs+hLQVLJJavwYmvVB5ENFNyIcYsV0I5AYhyFumQmGrQR0cj8gnDqQOj1aKi9mIDIRqCkMllKSCrgTKM4nc+QqdHcNh6nUhu0KhFY5h1kVBuJAqhH7DO8P5FcJz0++D+8MBUKUTvHwa2s4QRCYQQr5BEJSWRAqCxqPQbpmDIPIUpwjVNaXpwvPbRsHaHn/0UrRj5/874kNc8XFS/s+JtLWIAB8nJfEh/zmvT5FIhFgs/k3vUTt2/ihfvDyZsZ26YbPY8H3gQdLtbMZ07EqD4FAKK8pJL8ijTXR9stZtJTowiA6xDXFyUBMXGkZ2ZXHtemzYsNisZP2cxYZjh+jeuCnPu7WnulTPlwNeoVXdGII8vSgoL+PEoavUKdDy1u54PCs9ealnX6praujxcRcuRD0AYMGOzfRu2hwAc6mR7eZLHHBPYFLPflgBkVjE+XsJiEQi4qaO5+C1K5itVk5/tJSXuvWiZVQ0HerHsfi58Yzu0JUPu43j2bodad8mlJ3r59J8UxT1tjbjhFMSh65fQSQS0e1aBO5fmmr3yWq1cTc7g7XnfuZedhYGTxsffL8ZgOa+0ZzuNZuQ3FOcP/clUmyMaN+JgvIyDly9RHJuNmdyytlzv4CWwx5nmxmLDJgKqoWZ+hYLHUcvoOmA6Ry4fZiPzm2qbVddXkhe6nUM+kqKc5JJv3OamLCmNA5vhl9AY1ocWMDEfR/TtMcExjUdzKftXkZpNGKzWdm+ZAwnN38AuhpqrHqcND5QoWN2cE8mxw1BLtIgK4dbJ7Zwctc8Ch7colhRwdErX1J9/z6FOUlgsQo2UNUGsFipqinDLAfkEsRiCS3bPk+kLQZlhQ3yS6BaDyYzro7+tG3Ykfvpx6k2ltE0pj8VR8txUYSjcvcUrJuc1QS41qOkKpturWaQkXOJwb2XMrT5ByiDvGjfeTJt6o7h0J3lbLz6Ju+Ovsy4Dl+Rln8Zo9lAt45TCPCIobI8n/KSHDBbycq/wVsboxGV6PD1b4QoyBOJRgUiEZdSf2DtgRceCxcgCBdlVWA2Q4g3KOWPlwW4g7sTd3LL2ZdWTI1UmJyRV5DA2wt9seQWClkYIExIsVpBb+CTO3ncKxDyXSZsv0zdBfv+3cvTjh07duzYsWPHjp1/iL3y4m9Gt+BuxLjFYLAYGLJnCG/Gv8mcM3MwWAz0Du2Nh4MHpTWlTG40me7B3QFYfGkx2RXZ+Kh9SC5PwYqVcG0YFUW3kRlE9AjpQXpROslZydQz6rmQcw6pSEq4NpxeLr24YbmBu9YdT40nLx98mcsFl7lTegeTowm5VE6RvohbhbcAyFPmATYSKxJJq0rDhg2dSYfBZKBLUBfO5JzhWuE1eocKYYLVpmrO5p5l3PrmNJA6cdnFi8Y91pPd5A3eufE23s29ef3y63QN7squK7t4LuY5bNhwVjgjMumgqgCb2oMvr31JyLkVtKrU0bn1SGa0mItapsZms5FSlkKpozdOxU4U3irkjtdtopO2sC9jJ+0iuvJx24+x2CwU6gqRbn8RUk9Avy/4+uuvCfJxZ/CMdJApIGE3xoI73NZno7BKUDYYhpPCCfJuYXINwXr4HRSZF6EqD8buA58GFPw8i2MaB2JdA4j+cRph6WcwugSR+fN0KhsMpblUSZRnfTj/JS4TL+LydVshPNpmxWox87N3KB2ajsepLJVnLQYaH3wffBo+tJJCGNyXOwl5E/l3IKAZnF8OiMCjrhCabTEKtkzuUcK+pR4Xqg5EEkHgiOgMF1ZgQEIct7i99RkOODrzRlYK0jo9wLueEH5dkQsad8H6yTX0sQBi0oPWF6oKoOieYPVUmACh7RGp3RCFtIfdE4XgbLMBOs6BjNNw+4eHokaFsH6jDhxcoMUU8G8Cm4eAUyBEdIHsK+Ad+/QF4RUj/NtpjvD45fPt3oSIro/bdJgFJz6GpJ/hxSOP29btI1Rx2LHzN0UiFvFOn2gmbLpaa4vziEeCxjt9ov+SsO5HGAwG8vLyAME26osvvqCqqoo+ffr8ZX3a+b9Dt0ZNuf35KswWC/WnvMT0/kOYsW4lD4oK6N20OfVDQqnU6ZjWdwBDW7dHIpGwaOdWkvNyaBoRwfHbtxCJRNQPCuGcLB2KzIxq35mdhpNYfrYhC1awe8k5JCIxIR5eLA0axRbbBRr4uVG/bijd3n2LIzeu8UJqc/TeBjQOCip1Ok7fFe6NzrlmgAjuF+XwesU6AHJLSjCYjIzp2IVD169wOuE2Mwc+C4DBZOLIzWsETxpBSJAnhkILFxp8wYeeY3nxi2WIJX0Zv3czfeLT2LD+EG8PGYFaIiLcw5Uas4HsykL8tB58vHMb75/bCIE2OjdqwjcvvoqrVpidfyczHV+VOz/JkzjEIt7MduZQtpkF6zfTvl4Ddsx8B6VcTnLOYGZfXc2nO95m98APuNz1BBZHaH64AzKpjOXlyXx/8QTNzVaOmfVMju2Jg8aV7PtXeGbMUpxtjsxa/wIHyzPZ9fw3dIjozMVrRxii9cXLUsqeFVO4eXILvmGN+KDgRV6esZ0pbx4huzAByqpRBgVCTjHUmLCU5qFVO9MxZgwxAV3IkUfhZE3FU+ZPlaGKjtHjuHvnIJu/Gcf0BddwUrsLwoVVxyfTG9GgcX/6jVyEWCxBpXJCqXTEaDOgMCogvwzUSmoMVVTrymnYZgSUVGI2mHFv54KxPJXkuxepE9YVqbcH5eYS1p2YxJhOX9L5xWwkYgesAZ5MHr4LpVyD1Wahd5M3Uatc2LFuKnKNI517vkF9YwaF1lw8very0WuBdBkwi/ZtXqFGC83ixqBBLVRSgFApYrPRJmo0YXW6YfV1Q5RXTJWhjBqbHielA3KFjKd4mFUxpV0dprSrU/u0m0sIPTu+Q6UrOLs8tNp8GMhNeTWbRrYQrKaA7lE+BDg7PLVqO3bs2LFjx44dO3b+bOzixd8Qf60/JTUlfNfrOyJdI1l5ayURLhEsaLMAgB+Sf+DTK59yp+gOlcZKnBXOFBuKKX8YsmyxWfDW+nCqMhkpEvam7mVi/ESkCinzkjczWuzBelsRyZXJLGUpDlIHxncYz0e3PsJSVcDrZaWcUJxHIlMjl8rJ1+dzOPOwsHEikCLBVeVOgb4AR7kjebo8XFQuVBorCXcOJ7ksGZ1Jx5bELZToS5jq0pDApGPstQWRJEpi0dlF7EzfSUNtQwp1gk1Bka4IgI6BHfkpdS9Z5p95685quGnmwYsn2HpvKwP9OzGr+AJtgrvg4eABwOGMw7x6/FUGujUiWZzE0BYDcHdxhsurmSMWoXx2Og4WE9RUoHUOFQbKi5Ig5RjdW9TD5dAk+OEoDFgJsYOQVbYhVVzJO7dWsTj3Iu2cIiH3BsdLE3AuvElTo1UYjP9aqJjwACRewdhaToLMK6ArRlySRozJSKW+GrENlL6NhYH/rSOg49uCrdPWEVjEEjrnJYPCG1nGacb2+hTqvwh7pgqVA1pfwVYp96pw7O/sgsiewv+bvihYNEmUQsVBTTkUJQq5EzaLYLXUepogbmCDqxtQmKrxo5DzUh92i428EtwGx31vCAKJ1QT5N6FOD6GSwTkYobDLKvRXmQuVOSDTQkkKtH0TTi0W+gpoIbSx2aDN63D+S3DyB5tZqMQ4+j6UpQu5Gu3fhp/eAIWTUN1hrIJVnUFXBL4NIfmw8CO74+xfvziM1YIoovEQxIr/SbsZwuOXNBj2B646O3b+/6Z7PR9WjGzEvD13nwjv9nZS8k6faLrX8/mdV//7HDhwAB8foQ+tVktUVBTbt2+nffv2f2m/dv7v4O/uQXl1Fcc/XEzD0Ah+OH+KYE8v9swRbMl2nDvFc0sXcTMtlbSCXFrWiaG4soLTd+8CYLXZ8PJyZ9+D8ygkUtYe/pnXBw3G6GDhvW83ExcfwvULaaQV5tOXxagVShp9WJdZe74gq7QAgq1sdriM1ChDrVGRX17OqkP7hY0TCdVGwZ7epOXn4uSgJqu4kAB3T9Ly8mgaXodLyfcwmI2sOXSA5NxshvZox460E0Qfc2aXZwKzVq1m3fGDdHCNodrHRpWhhqIK4b6uSXgkOwfFU2i4wTM1hyj4poycF7fz0Zbv6OrTgJPpCXTr2oQQb+EaPH33Fm3eepXBcdH8kFDMkrcnEuDUlkU7xmMINPHhs8+jVMrJqy6hfkgoHYsbcj4ngR+SThEzK5ghR+bj88NRtvadwzMRrQl09GKAwplb57ZSkHkTi08E+em3cFO6UpB2HUPKTW5GhjDysyF4G4z8UCeKgVofXu84juLcdHKSr1Bcns+SuAZY8m4yURFJ5oPrXD2/DRdnP3qMXohVDEteC0GucKBV+5dwiO1Fj51JLOpVnwbeLmgKxWCz4RcUR2RsZ/Zufothz32FRFeDykFJtz4zwVFDZWkeWo07emMVReVpBHjEYsWKGDE4q1G5h6OyAWKwllYiUUhxbqAlvziH7KyrhIa3Q1pYjtQCErEUm8mERKHAUlWNyWJE/DBjIqPwBsEecWC2EqBqRu7XaZi7yLh8ZzvFucn067GASW8fJinnHDYXDVFVjfBvFsn+C5/SJKw/XmolVpOZlLwLRMR2o+cX12jgUcGGTpEYayr5fHUvpDYJc1+4KuR1mM3g4fyr14bOaEZRY0QmEtGj09ynGziphccveKa+P8/U9//3Lko7duzYsWPHjh07dv4AdvHib8p7597jasFVTgw9wY6+O7DarJitZhJLEhkeNZwmXk3Ym7qXnfd30tirMSqpCr1Zj0qsQm/Vcyf/MhKRmHoesay6uYrlV5cjE8vQW/UoRYLvuVKspMZaQ6RLJJ9e/RS5WE5biZZ2uhy2egZhMRrwUnnh6urKjaIbyEQyrDYrvlo/ZsbPZNPdTVwuuEywYzCBjoFYbVYyKjJo5NkIVwdX3j79NgCfSfyJUXjwumMGfUL68EqjVzDpTYyPH8+JzJ8wXF7FspzTDK0zlCJ9EVP9OuNz6jNABfUG4qt0YqrjVJrUa0J21Tl6Hl0KqkDwjaO5T3NmerfnfMpPaNRa+t2ZyzqfGZzV1mdhTGtcHQNh54vCoPib6dD+LVgSBTYb9bp9ALntBBHAJQS6zENkszHJaqFfnUEEnPgErg6DGaloSxMwH/0Qkk+DyrXW9mibszPBCldiHEOhYy8IaI7U0Q/u7sKpwbMwaK1QdXB5lWCrVJENYZ3ApwGynOvCyc44DTGDSLq/F7+0s6hNevBvCkX3H4dme0RBZA8hUFr0NXwUIoRvq1yFvAqZWrBk0noLNlJF94R1OPoKlRSm6tr31sDSIp5RNURScAssDwc5pQ9FkIajhTwOfQlghQYjIGEPmGogoAm414XrGx9WZdiE/u7sFCye6g0UbKeK7gkPALUnJB8V/m8zC6KGa6ggADl4QK/FcPpTQaxp9hLsegUQQU0F1JRBYZKQzzFmr5BV8Um0UM0R1BIiuwkZF4ZKcA0R+rCYYF1voUKl6/y/5Nq0Y+d/K93r+dAl2puLaSUUVNbgqRWsov7KiguAdevWsW7dur+0Dzt2AN5av4o1h3+matseTnz4KTVGIzabjYtJiQxv25EIHz+O377B92dPcz8nGzetI8WVFThIFOgsBo7dvg5A6waxrD68n6V7duLu6ExhRRku6oeZVjI5BpORKP8A3ly3EqlEgq+vO1luBcjK5FjLLXhrnGgUF8mpu7dQyxXoTUZ8Xd34ZtI0Pt21g7OJd/B1caNVTD2UCjk301OoFxRM5waN6TlfEN7rxQfhE+jGbq9E+jZpwfvPP4+2WMYLg3txPPc2mfI8frpykbEdu2KxWjCHNOKzc6uplEgYVKcdyGBPwBtEdAmiLPg+UxIO0DAjnE5BjWgSXodZnduw5+AWbDJ/5hxPwyH2GpqSTIY2G06T4DrMOP41X17fTdmU3UxrMoi4dS/y1fU9rOr+Bi0dm7Di+m4mHVrGht4z6RzcGGw2fEOb8PHNvczf+x4pL23CxaDjxPaPUBTmEBZVl9vhUVy2WZnmGES2TExNaCzN4vviHRyL2tkLSdYVekS2ItA7kkBTN3Z/+hKYLJw++CURTXtQp3F3Um+e4NKZTTQ0GVgQFcFIPwtnT3xJhE9zPDwicNJ6Mvz5b5CIpIikElArkLg60mzMm+xZMp74+gNALEIl13A38yj3sk6hS8+nb/956MuKqREbcfEKhio94odlajWmapYeGsYHI68jsgEWG16OYYyNX4pK6sS1GjN3V7/Mg4zLmOtrGdHtK37a9x5dWkwhsE4LQpp0oWjHJir1BbzV7wDffDmIdTcH0iduAb66RoiMRmxGM/fTj7L/+id4ekTiVR7KvZzT7Lu2iM6uYsbWDyJAJUMkEiH18cLTPZKc/Fvg5ghF5YKAYbWC2Sr8m18KPq4glxH70X729Iwh2ksLWpVgqWWx1FZoYLNBbglIxODl8p+9aO3YsWPHjh07dv5F1q1bx7Rp0ygrK/tvb8rvMnbsWMrKyti1a9dvtmnfvj1xcXF89tln/7Ht+t+EPfPib8rLDV7mw9YfArDs6jLabWnH8mvLeXbfs6SUp+Av92dcxDgiKyLRZmmZ12IejVwa4VLhggwp9atK6a7wJq08DalEKniPW/VIkFBjEwasRSIRY2PGklScQKCDD0arkVNUs1mrJctSSafsTphzzVzIu4DepEdpUCKVSHFXubPkyhISSxMxW810c6vPYreWHM48jFgkJqsii6KTRSxsupAJ9SegaDYd78lXeV37Ov00/fDSePFhjw/xdRYCtUMrS9ge8woDwgfw6vFX2XMzHfdOGymP7guXV2O7sJzYFrGs+WENxw8foajgAVazMKivkWsY3mQaL9Qbx8TQgazyCSbu6I/4lrWhJGSUMIu/0RioP/RhcDMw+YoQ9LxlBAxcJQyEO7hBWSZ8HAqfRBOgDYDSDCGwWulEc5/mtCjJEQb49SVCMPaLh1H6N6NZ+iX4qiWc/gS+GyqETHeY9Ti74cZmIavCYhQG6r9qLQzy/9LcxaQn6P5xHEx6CGwB5TnC4L1ZCJ+kMBHOfAqru8GPE4WQakRgMWOKHUKhRS9sq6OfUA1x7EPYNEh4rUuIkG/xCKsVSUhbULoI1lIabxArhf3a8qzwnNUmCBK3toOxAmxGKMuAq6uFKo27PwjHQqaGqlyh8iPjHKSdFvqQq8HBXXiNsRLkGpAoYO80iOkPTV4Q7KqqC2HcQZh0UXhd53lQr7+Q3bGitZCT4RQg5GNIZEJFycBVMGiN0H7nS/BFE7jwNazsBNc2wYPzoH/sc27Hzv8lJGIRLcLc6BfnR4swt79cuLBj5z/J688MZuuM2cikUpbs2o73mMHM3rSG5tMnc/TmNeJcQ5jcqDe9cqLpeiqUVZNe55kGzamT64aTWIVJYSI00ps7mRmIRCKcHNQUVpShkMoorRaynmw2G3OHjeJWRhqRgQEYzGayHhRBPpSX6fjwQi/qXXLn0PUrVOn1uBU7oFYq8XF14/VVX3E7I53qmhraNaxPl66NOHT9CnKZjOyCItxmVLNjxCwWjn6BWa1eJnPSVj6cW4dhwx3xdnXl0wVTiWkUzpS1X1JgKGXOKyN4d/hoBi2cz9Y3rrLcdT7PRnZk893DzDy+Cs83gvlp5j6Sptyh8G4BNQ8Dq5VyOVNHjeeNIaOZNmgAoRW+LH+wgma97zCyRQAyiZRx0V1Y4tEA2UNzuXMjvuB+aRYdt7zGl12n0SesBX5ad0r0FTRe/SJ7zvyEg8aNtHLBHs5b7YKzVxhfaKXsaNKMkKRbtPCM5Npzq2gR0YwthfdpsmEC759ex7q53bl6aA1vtR5NI+9I4WRW6enSYwbnjq8i6+YZHKukKGxKZn5wkxen/kCnnm/QK8gFkRmsNjOJRefAasNsNLDhqzEYjdXCIH2FHtuDQk5tXQQKYZKNyVTDndTjXNi2nPo+XWjRZTwAh7e8y1evCdWieflJ3LovVBUrpA6M67gSkYNKCMgGEIsxmvRYzWYKM4rwiRuCR916TOv9A+pKKbnXL/HtN89x+/KPeAS5kTjiOB/taceP15eTp85BGeXLhc++4+aiPVBtpDq3jMJtmYxo8xn1fTtjw0aYZ1N8pGGY8/J5rUUoA5oEkl5xF43clUljfuLDmTnCtrhohcqJkkrILABsIJUI97jAtHZ1yFQpwdcNAFNBGYa0fH6+kQkPCqFSJ1hUWax/3cVpx87/ZizAFeDnh/9a/truxo4di0gkqn24ubnRvXt3bt68+dd2bOf/NFYbPCiCxCzhX6vtH7/m3yUvL4/JkycTGhqKQqEgICCAPn36cOTIYwvn4ODg2mtBpVIRHBzMkCFDOHr06FPrmzJlCo0bN0ahUBAXF/e7fScnJ6PVanF2dv7ddunp6YhEIiQSCdnZ2U8sy83NRSqVIhKJSE9P/6O7/bfHarWSmHiX8+fPkph4F6v1r71/+OVnplwuJzw8nPnz52M2m//Sfv9/5tH7+vr16//tTfnD2Csv/kbs/ewjXHz9aTVkBHVc61CHOtSYa9h6bysAF/MuIkLEpdxLrD63Gm+jN3KbHEWlghmnZuCv8SdXnYsNG5e0rlQbcpCIJIQ6hYIK7pfdRywSY7EJd2x6i56cghyOp6aQHR7EUv86BNgklFT8SMPCBhQ6FNCheQeyErMIlAbSX9mXqqAK1iZvwmA10NynGZ4SFUkpB+HB12SEBiMXy5kcMZmUQ/fooe1MWKmGfR8txm+WC9m3UtAUF1PtVM2xB8d4t+27WCVSTkR1IPfUFfwOptLbtSveNS6Yjs7mqD6IG451GBDcDFelKwoXBQcV98mpbErU+p95aZwvXrmH+eLcBwS7RiFpPI6lqdv4SqVmfGw3vJwefsimnYQLX0HDkUKuglz9sFLBIPzwe+6h7UN5tjC7P6iV8Hffz4XB9UdEdoNzXwjCROvXQCKjX68V0GoW3N0lhGgXJYF7BHzgDW3egDs/CPkQDh7w0CILkw6UzoKNknc9SNoPyT+jsFmwaHywZF9BKnNArHIBv8Yg00DCLiG/ouCO8BBJQOMFVXl87uHJLU8P1ublQ8ZpbB3foeb4BxA3EtWt74UBfpsFEAtCztW1QuZEm9fg+Edwdukv3oUioaJDqhQECakKvBtDzhWhysE1HJz8hMDxqnyhIqPy4U1ARFdhXWpvqM4TLJ5AWIexWjjuNeVQ/kCwwDLrIfUYZF4QLKnEUkGouP6tkCmidBLspEbvggcXgXD4ReA6AK2mQUXWw0BKE4S0g6HfQmT3f/NqtGPHjh07/xtYsl74iH9tNIT7+hHu64fVauWDbd9itdn46dJFxCIRpxNuM2X6pzQp8EemlBCZ707/Be8Q4uVNhkc+VqsNdY2C1KQ8pGIxwV7eOKs1XE5OwvaLyQQGs4nMxBxEsVZUvlKe8W6Jq6uWNVcPMPpeE/I0FXhODsTpzH3crRq+Eo3kdO9clv68m6KKctrWq0+zunU4mnSdb3WH8cpww2gys3LIFEpn1tDYpwWBbs5M+whC1Wbu3TlCuqc7/mVdWblnH1/Peh1HpYoQfKiak8v5pIMsjB9IWIkLb11ZQ/gNZ5qqA2ncNBJXrSNlAVIi+txnQYEXP1wbQYD7Gi7n6pn+7dd4qJ1Z0v1llmzdgR+uDI/9FK2lCQDy9PuEFVSQfvsk4Q07o5IpUEkVlBuE7+7dAz8AoKymCo1ChUKrAREs7vAyExr2RSUTqnifCW/F7lO7mRI/mK5DFyCTK4nq8ALZTZ5h5/1TdA1qjOeSW1So5Tgv7cMbcc9Qc+FnprWahE0ipmf/d7mfeILzp9bRd9gCasxViDQOiMViVlSns+3gJo6G9ycmsjs2swWRRIqDuydpudeJCm4tVBNYLIir9Fz4+Wu8AqNwdfIHhZVW3cfg6R1BStIZPFrUoWvXN2gQP5D7Vw+ydcEwNBo3ot9qj8RJS5ioCShl4OEkiASlVQQGNgSgiyvkubamY8NOAGi8XRg4bjlahRvuniEgk9Cy/hguXGrMlBuNON6nNUHO9Sipn4XVwRGrzcblI3coWJVCRUU+dWe1YfOl6YR7NCer7C7d3adjMRjZtG8SaqkTwdpoQWyQSMBsAYVMCFD3cRWqKEwW8HMXAstFFia3jXzimjFpHfjw1H06RvsJ7eUy8HYBB+Vfe7HasfO/kaPAEqDgF895Aq8DHf+6brt3787atWsBYYB39uzZ9O7dm8zMzL+u0/8yRqMRuVz+396M/5Mk58DxW1D12DkWjRLax0K471/TZ3p6Oq1atcLZ2ZlFixYRGxuLyWTi559/ZuLEiSQmJta2nT9/Pi+++CJGo5H09HQ2bdpE586dee+993j77befWO/zzz/PhQsXflfsM5lMPPvss7Rp04azZ8/+oe318/Njw4YNzJw5s/a59evX4+fn97e+Lv9Zrly5xObNGygtLal9zsXFleHDR9O4cdO/rN9Hn5kGg4GffvqJiRMnIpPJam2J7fz/j73y4m+CxWpBIpMhlQkl3marmU7bOzFs7zDclG5oZBrEIjEauYbdKbupllWTrEnmltMtLnlfQm6VMz52PDaR8AO82qIDwFXpSpBjACJDBWOjRqK1CUGO3YO6IxaJcSpx4nNlH0YbEjiedZyN2UfIUqgQIaFUVsqgqEFMbjiZIlERWZmn+TpxFXKJjDZyT0bfvInL9QRKjWWIbRZWdl3JqOhRtHCNhaunKEi8jV9UDM0HDEXj7o6z1EhosJIvD3/JgZQDmG1mdvTeTWfnsaiMKtxtuURZfXHSZ+KiL8CInJk1edRXuhPhEsGsJjGczy7g2cC2SCQSrFc3wp6pHHdw4FrxLeJPbaNHZg9eF9vwPjsH8dllAORXZmERiTFpH35z60qEDIfwTk+eBCc/GPANRHbDvG0MYBMG0416yL8L3T6AcYfg7Ofw8yxIPy3YGjkHCBUBEpkgVqSfe1hl8YkgXMSNgA4zIbClIDogxlpTDhUPSK0pEqyflC4gUSCpysVoMVKl1MLLZwW7q8Q9ENwaGjz7eFtFUiE4XOVK75QLdGs+Xai68G5Aob4QudVMZuFNoTrCKUDoV+UMvnHw/M+QdRm+HSyIDcHtwDkIBqwSKiTEMsGCKqA5hLSBkLaP+3UNgYwzEN4FrOaHwoVIeGQ9rJ5wjwCfBuAWDlIlNrNeOJaPMi6kDoJw8Yi7P0JpOqSdgMS9MGK7cExTj8GR+VCZB6u7wqklQvviFLi68eGLbfDCEYh/CcafBLdQqNsbJHZd144dO3b+f8dqtSKT2mrdbwBiJ79Ag6kvoVaqcNNoMZpNeDm78O2xI+RqKtgVdJudvjd4q+0+HM0qXus3CJFEmKFebRAqE5w1GlpERZNRXMCsIc/ijzMAz3fqikQsJizFhVmbu3B1fyq7Lpxlzf6fkemkyGwSUjXFDOzQlo/GvkiFXM9y7328u20jIhv4+7iTV52L5VgF+WWlWLGx5933eKP/YFp1bMv7bXtwtMSZyCAY0xfCvC10ev8tou9O4Ms3vmPnhVOUFlVwa+E3bImcRlCuE/e8CoiUelEgKeOeKgf3Sg3J7UsIC/UlyNOLmGVxDDKnYYlpjMLmwKF7Vxl3YBGGIhP30h7w+bntbDw6HM1hKYvOnGDeGeH7U+NVj259Z+MZGg8I96HJpdl0CWr8xDlwVmpY0f01DGo5z+5+jyJ9OVGugehMNWAwMbHVCNbO3MPdc7vYsWQMDxIvkJNyHV+tO5Ma9SfSxR9nqQsOOiMWXSXLLmzlI1EJWdVZWJwU5JWmkJebQFb6NbDa0CidKSvJIDv7DsMDW/KBZzz16/WiqCAFk7kGcagP3bvMINy/qTCo76LGZrXh418PT+861K/THaO4hhDvJoQ27s3On95m942PMVkMyGQq5BIFMrkKz4C6jHllE2KJFL1Vh9nbSbBkyi6C0ipwkAvCiLsjIqmYe7oUhl34AoMUUMpp1GEUF0+v57u140Eho3nAMzzXaQavxQUQ4toAEOHuEYSTixtikQjv/k3x6lqXuo06cyJxHbcyDxDh34Js/T1O3llDflEKo1t9Snz4IExmA9SYqK4swmYwPRQuXEAmBYMZiiqEKorsYiiuEE6U2QLl1WCz4SAR8f7ApnSs5w+BnqCUg0ZVG9Ztx87/GY4Cb/KkcMHDv998uPwvQqFQ4O3tjbe3N3Fxcbz11ls8ePCAwsLC33xN+/btmTx5MtOmTcPFxQUvLy9WrlxJdXU1zz33HFqtlvDwcPbv3//E627fvk2PHj3QaDR4eXkxatQoioqK/u31njhxgvj4eBQKBT4+Prz11ltPzIRu3749kyZNYtq0abi7u9OtWzeef/55evfu/cR6TCYTnp6erF69+t85pHZ+g+Qc2HvpSeEChL/3XhKW/xW88soriEQiLl68yMCBA4mMjCQmJobXXnuN8+fPP9FWq9Xi7e1NYGAgbdu25ZtvvmHOnDnMnTuXe/fu1bZbtmwZEydOJDQ09Hf7nj17NlFRUQwZMuQPb++YMWNqBcVHrF27ljFjxjzV9o+896dMmcKMGTNwdXXF29ubd99994l1ZGZm0q9fPzQaDY6OjgwZMoT8/Pw/vL3/Da5cucTy5Z89IVwAlJaWsHz5Z1y5cukv6/vRZ2ZQUBATJkygc+fO7N69+6l2KSkp9OvXDy8vLzQaDU2bNuXw4cNPtPnyyy+JiIhAqVTi5eXFoEGDapf9K5+HFouFcePGERISgkqlok6dOixdupRfY968eXh4eODo6MjLL7+M0Wj8zX3euHEjTZo0qb0+hg8fTkHB4y+s0tJSRowYgYeHByqVioiIiNr3cEiIYJvesGFDRCLR/xc5k3bx4m/Cs/ue5Vi9PJr1Fz6AJSIJHQM6opQqcVO5oZKqmNpoKh+1+QiDxUCkeySuKlcaezZGr9PjYHJg0eVFvNX0LboHdSfaNRoAsUjM4cyjRBSkcPr8eUpswgdRekk6AVUBVPtUs9H7GlW/GOx1cw7hqsdV+pmvULa2K/09m1JmKOOMcwrLA+YyMWoUKrGU1bZoSqvjWdVmEQzdyLnUc3x540vKHM2M+mgZsR27oXVzp9WQkXj4BjDx7Y/Y5ZBPsjKZyWUDUNRU8dNXX3D04FEC5IGUREbSzSMDb1kNy1XPE9isN9XO0Xy/7yg2m40fiq5yXCbi7s0sYWaHZzg2sZy1svpM1jtT7d4AdbyafvWfQfTyGej6HgAnI9vQPzSc6kdWAA6uMOGMkH/xP9n7GpV7p6FP3E3B6o6wNBa+HQgrWggVDOeWg9oD/JrAtjGwaQAsDIRr3wr5EtOTuRLcBANgMdeAVC1kUPw0Q8idaDcDsGBVu7M0fgjOIinoS+HFo8LsOIUTasCxuljYTo8oCO8MGh84seDxdlqN0HwKNBxFpNnGsMoqIU+iJAXPOn2wqlyJUHkKFQgDVwqVF/oSwbbp/iFBMMg4A61fhVaThdemnRAqUzwezuDrMl8QTx5cBMSC9VZ1oWD/5BsnVGe0n/XQtsAGmeeEdlYT5N4Ak4FDko7cJ1iY0ypVCuHeVx7euGr9oPdnEBAvZIGAkNNx4zv4up2QW1GYKFhgDd8GTV8S2lzbKOxH7g3Y0Bcu2W+E7dixY+fvSK/5b7M7cQaTfqHd94tviUahIsTLB4PZzIpXpvLVxGl4u7ri6e1GaIgfsUEhOJer0BhkvL1xDYvGvsRzHbvRpm4MABKxhI3HDlNIKTcX3SDdKFgN3kpIpUNWOOn1K5kXfRCJ7fFtdpR3AKujLvBduyv0/H4WTWIjyCst5WhhCuuGv8L0oUPwdnOl3f4wnj/clC2vzuL7/u+QdDmDD7ZvJjHnNus/gOE9wVEDLw4C90AFw1NGk+1ZzXfaS8xwW4yTh4YDffaSNuEWseIAVA2cuDAyn4Q6BSzbPIQu7ZoR7xBJwcv3sejMHL9yk6o8A4Y50G/MO9QvaY6DVEGbRlHERQTRwhhB5mvQvH8c50Z9zqruQgXjubwMoj6eSZG+qvaY3HhuFZ92mvjUeZhx/Bte+Gkhe+6dZPnHQ4j7egTP/jCfvPMn2Pv5RBbcP8rxAH+C67dn59JxvLBhKk6f9WHJxW0gFkOIF0aRHoVIgk0q51TLNwnyjkJVJaLPM/MYNG0tFWU5rFk+jKS801isZnx969KyfkvGt3qJY4eW8fmCTlSVFSISiSnXFVBpqkBvqebBlZMY9BVUySspCqskjxzc/WNwcHAjJLg1DdoMZUzPFciUapYt6cYPW98kOKY1A99Yz+aVL3Jg13t8Mq0+e1ZP4/bZHZzatwwcHcgsS+KbLwdTUZgNcilylYqr5elUaiVY9TUYSoup17A3jdqPwmoxk1+RQoQ2jalx/uAkVI4AyA0WKsrycZLl0WX5OBJle+njNpEPWp3CyymM+IjBVFuq+eLtlpjMepw03sh8PKmRmsnMuQI2KyikQiVGZoFQHWJ5lHnhAs5CVguVOigsB6NJEDVKK//069GOnf+vsCBUXPwen/CXW0gBVFVVsWnTJsLDw3Fzc/vdtuvXr8fd3Z2LFy8yefJkJkyYwODBg2nZsiVXr16la9eujBo1Cp1OmKhYVlZGx44dadiwIZcvX+bAgQPk5+c/Naj7z643Ozubnj170rRpU27cuMGKFStYvXo177///lPrlcvlnDlzhq+++ooXXniBAwcOkJubW9tm79696HQ6hg4d+mccTju/wGoTKi5+j+O3/3wLqZKSEg4cOMDEiRNRq9VPLf9HVk4AU6dOxWaz8eOPP/5TfR89epTt27ezfPnyf+p1ffv2pbS0lNOnBZvr06dPU1paSp8+fZ5o98+899VqNRcuXODjjz9m/vz5HDp0CBAm3/Tr14+SkhJOnDjBoUOHSE1N/V99DVitVjZv3vC7bb77bsNfbiH1CJVK9asD/1VVVfTs2ZMjR45w7do1unfvTp8+fWqrZy5fvsyUKVOYP38+9+7d48CBA7Rt2/aJdfyzn4dWqxV/f3+2b9/O3bt3mTt3LrNmzWLbtm1PrPfIkSMkJCRw/PhxvvvuO3bu3Mm8efN+cx9NJhPvvfceN27cYNeuXaSnpzN27Nja5XPmzOHu3bvs37+fhIQEVqxYgbu7OwAXLwoThw8fPkxubi47d+785w/yfxj79OK/Cb1De+Oucn/iudHRo+n7Y1/eaf4OnYM6M/KnkYhFYsa5NGRp2k6autSlmaYXzvnOpKnTsHnY+PjSx8Q4xLCk8xLeOPMG+v/H3nlHR1XtbfiZlmQmvfdKCiEVQodA6F2KVEEQEJUmqBQrIoiKIiJSLEhv0nvvHQKhQ3olvfdMMuX7Y2Mwol716m3fPGtlZXJmn33KZGbO2e/+va+mGkuFGfdNpfjXuZOhz0Av1RNfFs/AvIGcMj6Ftak1rmau+Fv7czv/NpcKU2mWbEFjozKCyCYj9RwSJHRu1g/X3AtUnd5Np75fsLV6Mek1dyBAWAvkf/oJXeu6YllriYOX01PHeOfOHbyyvJhQ0RVNRiq11eXk1xpjaqygTFqG9L4Uuc01ejZuTc9+76PVajl50o7suDgObN9An7JsMjp9ge5ECoF+3tiGdCPvTme2JdnQQ2bEqczNPJQE4uHhAa2elNAPCXyOIYHPgboCrqwU9lGOQb/8QgxZQ3FZOtuyLzAl+TbYBYjKAxNLiD8CHWdDdQnsfllYGyUcF5ZR5dlw4gOIfIPQ2zvQyk2QSBUi7yH5tOi7KBXOCAFCXl3KtN7fiYH5tGsiJ6PjLKgqQPLohhATFCaiSmLTYPE8ABIhklQWwJWlokqi/Wtw8gNhI1VbAftfRWHlAd5R8LGryJ5wCgMzB3BpCo06CYHA1IGCS64oY/ZialYMt7eBXCEqPEbtFtZQeh1k3xIZH/2/EtZa33UW1RC+XSF0KLi1hI0DRRB5+mWROSFVQFkGAa5NkeVLkYS/DNe+gYzLwkZKr4WOM0XId3GqCC0HSDwOkTPhmUHgEyXCva99I/ZBXcE6y2mYyH0YNuW6qAIZ8cPj/A8DBgwYMPC/xuC2HdDonows6fV6Xuv/LEv27+L94aOZ0L03Az96n4SsTF55ti/vrV1LiK8Xb7sNonL9I467xXHNJ4e3N6ymqakX695+k4mbviIxKws3OzvyKopp6tyIS5pUqlR1XM9MZM+dccy3OomtkwWeDo54OTiSW1LCpdhY3I3HUmx2miqTNA7EXkYuk9O3Q3vu2xWy8OgPfN/vDebmrWNv43skBm7GXKni/MDDrMgaTNMid2zDnz7G/IPZdN/nSVm7T7ic2oSa2nLsE5TolZDhWkbobks+Cj+H7SgbBu0cgV6vx32BI9lp6VwdeZ78Lnl8E/Eq7tvkqDqaEt6zGd+9aYfxGgd+6CNhsd0BulwJwNhfRaPXXOu3+2zbDjzbtgOaulou7V1KWNQIGtt6/OLr8E2P18grzsYo7Q53L+zDy7sFYcFRPLodzfWTa2jefA3lnsHsXz6J0R8cQleTS9yD47jLLbh7fCN+bfpy9dDXTLhyiakfXMbd3JnkvHiaXfmMl1TeqA6vxt07gtTEKzRqPZCYE+vYNa8tL394BiOVErm1NWHth2Pu5AZSCa5tu7BuTm+S75zhzfk3MDJWYWpqh4tNILf3raesMJPgziMI9+1OI+twUVGRV8qk2UepU+i5veNrLp9dTVjkc+TnJdLlubk4NQrn+r6VZKbE8PWB4yjURTTzNUFXVg5yS9o6BRL/0gb0Wh3bvxyGtZ0n3Qa+De72VNeU8fWWcfTpMAfcQ8FCBeYqeFRAtURNblUKG45Oo7nnMzhb+iN1MUdZaQQWKgJdIllzZhKezYO4HLuVVm1fRGdmwv3LJ2jaqDtIpKLawlgBjlZgqgS5jJHbrvNKmBuR9qYQVwnltTDAH4zk4GJDg3IlAwb+P3KLpysufk7u43YR/6Ddn+DAgQOYmQlxsbKyEmdnZw4cOFAvbP4aYWFhvPvuuwC89dZbfPLJJ9jZ2TFhwgQA5syZw8qVK7lz5w6tW7dm2bJlNG3alI8++qi+j9WrV+Pu7k58fDz+/v5/qt8VK1bg7u7OsmXLkEgkNG7cmKysLGbPns2cOXPqj8PPz49PP/20wTEEBASwYcMGZs2aBYjZ7UOGDKk/Hwb+OjILn664+DkV1aKdu91vt/sjJCYmotfrady48Z/uw8bGBgcHhz+UNVFYWMgLL7zAxo0bsbCw+EPbUygUjBo1itWrV9O+fXtWr17NqFGjUCgafl/+3v/90NBQ3n//fUC8D5YtW8bJkyfp1q0bJ0+e5O7du6SkpODu7g7A+vXrCQoKIjo6mhYt/j77pT9LfHzsUxUXP6eoqIj4+FgaN27yt+2HXq/n5MmTHD16lKlTpz71fFhYGGFhYfV/z58/n927d7Nv3z6mTJlCeno6pqam9O3bF3Nzczw9PWnatOlTffyRz0OFQtFAhPD29uby5cts27atgVBsZGTE6tWrUalUBAUFMW/ePGbOnMn8+fN/8bN/3Lhx9Y99fHxYunQpLVq0oKKiAjMzM9LT02natCnNmwvLVy8vr/r29vb2ANja2uLk9PTY638iBvHif4TRQaPrH8fkxjDh2ARW91zNuWHnMDcy50r2FVzNXLmcfZlEqwCKpDLOFz/kQd0aTOxNSJOnoS3T4lDrwF3usuXOFvKq8iipLKG1SWvOS86zdNhrxBy+Q4G6EDlyjroepUpeyaj8ctari4kruEd7qxCK1DJu+5axu0LOdqU7xx+uYHPvzYTYh/DhqdfZZWfND/JQnjd/ma7NxUVIYWYGLQP8uR4n5ezZszTr3ozcqlzau7anVF3KkP1D6KvrS216LVOnfCgq16Uy3Dx98PT2ZNW9Vfgb+aMfsZ8ShYJbZ85gYWHBpUuXCAsLoyTlOjZlJznxSMmEqV+IWSsFCdhnn6Zz6Ex82q7jfsZZAg5n096vvTiRj66DYxC5RWXcuHGDbj5yFEfeFAPi/j2enPyLS+HGGhFqfW8XHlFvMiN6l7hh1GnAtamoOki7BDVlMGCFeOzaHPITwcobTokqD65+i6JJPxQjd8KJOZB5AyQKIQqoS8Wgvq4OmvSHknT05z4j30SFw6EZImsj7SJ1Khtu9/uE5iByOSryxEB+8hlALyo5HuddoKuDc58K2ymfTqJ6ojBBhHSb2oqqhoJ4yLktBAzX5nBqAZTnQqPOyEpM0dl2hRHLQKcVdlFyE5DKRE6IzIjSZqMxz3uItDAR7u0WmRhJp6A4BS5+Cf2WwHv5UJQCyx9/Eb90Fi4uwePuNlGZkX37yfnWa0UouVtLUbWCHsxdoMkAIRCFDuHmoyrSj5ykf7/pkHtPWH35difANAC5XC6EC4AAQ7aFAQMGDPyvMr57r/rHD9LTiHh9IjtmzyF77TbMVSouPriHm50dZ+/foaSoHOrgbnwK84u3YxemIMbsERW5arwqbbhSm8Dnq38gu7KIzLx8XrbozMqqk/Rf1ovNn96iKCcDY5mMaW13k25Wgt5MT35iKdcT44kMDkKBFbmandTl1GChVvLu+XXsfWce/Vq2Ydqa5ZAgob0ugE3SV0h6vwZzpYqcAqiY1Jwmn2lJ+uA+JYEa7qQmM7BNe+o0GkKmTuB1dXf8Lqj4bFkkWIPS2Ay3Tu6YBVmw9vIWnjMNY0/nuZj6mpM49z7m4ZYkzX2AywteJEQns6fZFVzWyxmyZSLWbe2oKM4lIXUPLZ7346PZ02h3Pxqv1Wq8mwgLhpiceHytXZFnQerncZiP03Pwm2kYK82J6D62/nzHnFjHsQ1zsJv4OcNsI9BVl7F93QfkuPsiuXEMTXAHEgICMLVywCrmLMtHzSfWvSWNwrsSeOswE8q03JnTl9s6LSHnB9Bz+DxCOgzj1O45xOenYddzIgPsQ5DeOs/g0V9hZGRKs6hRyCQymvv2ImhWW5R1xqSl3eTI+jeRyhR0eG4WjhJXtJo6youy8Q3rgsJIBYCPXQQjWn7CjYubuRu9Gx//dlS5lmBq5wT6WtDqMJIbYWRuhtzcHIlUiqa8lP6DP0RqbQ5VajyHfobOWMa7C99Ar/Ph1RWbRVWsnscOmRIkFdW07fgiKjcPdOhRlxQirdMxpcdmbM3dRR5FUYXIp2jkjEqrw6QwEWOFGcHtRuBjGixsoIyMyS9IJKckgd7hb+Dt0JzrmQcIU+pY9FEA1VeSqR22gDY9XoHqWjBTQXYVxGdBj0bY25qhlyDsoDzkUK0RwgUYsi0MGAAo+MdN/lC7P0inTp1YuXIlIKw/VqxYQa9evbh27Rqenp6/ul5oaGj9Y5lMhq2tLSEhIfXLHB0dAeqtRW7fvs3p06d/URhISkqqFy/+aL8PHz6kTZs2SCRP7ObatWtHRUUFjx49EpMFgYiIp5WfF198kW+//ZZZs2aRm5vL4cOHfzGc2cA/T+U/EC7+aLvfi17/15Ry6PX6Bv9j/4gJEybw3HPPPTWT/vcybtw42rZty0cffcT27du5fPnyU6HQv/d//6fvKQBnZ+cG7x93d/d64QKgSZMmWFlZ8fDhw/9I8aKkpOQvbfdH+VHwraurQ6fT8dxzzzF37ly2b9/eoF1FRQVz587l4MGDZGdno9FoqK6urq+86NatG56envj4+NCzZ0969uzJwIEDUalU9X380c9DgOXLl7N69WrS09Oprq6mtrb2qVD5sLCwBttp06YNFRUVZGRk/OLn/o0bN5g7dy63b9+muLi4vqolPT2dJk2aMHHiRJ599tn6apABAwbQtm3bP3pq/2Mw2Eb9D3D+/HlWrVpFRYUo3Xcxc6GXdy+Opx6n3ZZ2fLHjC6Yfno5cIqdOV0dqXSljg8fi69iUjOoMsk2zae4i1Lg8ozw62nYkxD0ErU6LT40PDnEOtDVtS0xuDIVVhVjWmtCnUR8qjCqQSKT0cmxLpG04dcDlvPu0yW6BRCbniIUKqbkL/gprfK18ARgfNpPOj7px9dJlYuIy0PgLT8uby1/nzg9raBMWgJ+XG1/f/pq3z78NgLHMmHD7cCzsLKisquTAoYNs2rIVrVaLv78/K26v4IHZAzR1Gvbs2UNycjJnzpwhJyeH7t27o1AoyNVZs8nzcxLwIScnB7VWzfAr77Fn6EocO45D4hDAgBav8EzH1jRNXApH3oFVXeDqN2Q9Sqfw+h4kpxdAsxdEhcCRt8XAeVWRGAiXK+Hy44DunNtigL0sU1QYXPwSrn8PzceJDAhLVwgdAt91hIOvok85hQaJCJy2DxB5Fyfeh+wfQ6a0otrDyFyIDQD3tsPhN6kzscSupoJ7RkbEFidAy5f40tKcw0enwbedYVVXMDaHrvOg2ThRCYJeCBdNR0OHmWDrJ3yMLV1EloRHG3BtJgK0R+8VQeISuTiuuIPQdgp0eQ8Sj2EtWYp54WM7qqIU+CLoSaVIp3eoejWG5Uk7yM27A19FwOkPhc1VRa4QOpoMEG1lj0UZpbWwuNr2PJrbx9HobdEP2wpZNxF3/oC2lpN27uzOuSiqSDzbi3PX+R2YdhPsAygtLRVfFlIp61Md2Z8shfs7ad26db3ybMCAAQMG/nfJ+DaJK61PUJko7G+crK0ZEdmJW8mJWI7oz6LRq5jw9qcU1VTiFu5OkraI2YOGExUYzoOcdK7apTOsVycAUk2L6OTYhJ4D21CprqZ9aSOe+aERgyQRuMurGOykxtLInsGRUaRaFIMeujZtRv927QC4dC+VV2MHo9FWICmrw83YHlsbc1r4BSCRSPjo2XF8d2UYJZ+mU7WlgKFO4qZ6ytprLLhmi/EkV0z72LB47w6GffYh6rpaZFIpbRo3QR6opK6oltg3Y7jX/RTq7BqcBruzZMdOdljEUKlVc3fkVUquFJL84QNyfsggYGk4UiMJ9hpLTp+eTfeYxpTdKAag72cLUY38jk6vv4GPnQvTug8iYGkY7/ntZPaZb2m+fiLzL22g4l4Jh06e54WbG0kb9w7hXUbzwcV1mH3Rm+SSLKwcPLnfJIwJ51bw7fUtHH10k5Pu7uy2UHDIxoxlMXv46MpmmvecQEDz3pha2hHRfSxr3+vO8fnPcjz+AjVyBalOrtQpZDy8d4zDq2aQcvcMp2TVzI7fTaSVE7EeHlyzVOEb0I4An0jILUIvAaWJBYkJ57Ays2fQpG9o3XU0GdePok/PQ5KRz/S3zzDqzR08zLxCZs5DJIClhRMd+r/Bu9+k0bhZLy6fXU2NtpLDqQWMPnWXLVumUaopIajnKALbDyT60iYktVoxbdXCFImdBbJaHR/PXswnMx/7zWh1kJYrpq4CWJri1rEHmfFnqSkt4Nzq9zEurcNCYcPha4vZe+hd1EaPLRUkEqoLyqm7WMvbA0/gqPWhMCGF0sJCqk1lfP1RTzzNQunVdDqNXSPpHT6d3PirmNo60mTIKA5kLqPGQgZejqAyhopaKKwGnZ4lMlM6JFeJ/Qqyh+aGQEsDBhrwe2eZ/4Wz0X+Kqakpvr6++Pr60qJFC1atWkVlZSXffffdb67381ngEomkwbIfB1R/HOSqqKigX79+3Lp1q8FPQkJCgwHeP9rvHznOnzN69GiSk5O5fPkyGzduxNvbm8jIyD/Ur4Hfh+nv1Kp/b7vfi5+fHxKJpEEo9x+lsLCQ/Pz8eu/+38OpU6dYtGgRcrkcuVzO+PHjKS0tRS6Xs3r16n+4fkhICI0bN2bEiBEEBgYSHBz8p/f/l95T/ypLpb+D32P19Ufa/VE6depU/9lVXV1db8v1c2bMmMHu3bv56KOPOH/+PLdu3SIkJKTeYsrc3JyYmBi2bNmCs7Mzc+bMEZOhfyK6/NHPw61btzJjxgzGjx/PsWPHuHXrFmPHjv3NPIt/RGVlJT169MDCwoJNmzYRHR3N7t27Aer77dWrF2lpabz22mtkZWXRpUsXZsyY8ae3+e/GUHnxX45Op+PUKZHpcPv2bdq1a4eTqRPPN3mewftFsMzdlLu83XgsrVr2Ia4kjkZWjejXqB/elt7cKbhDe5f2fBb1GVE/RFFYU8iw8GFMOjkJgHJlOXJvOQlVCbglu+Fr5k2ZvpLpEdM5m3mW4b7DmXXtIOZu5nSvqqZZrDM5eY/wDLRFamrB5A6fojQyY2H0QqY2nYqjtSODOg0iVHMLZdJnyAp6g0tTOoRZcS+wjIirY1EFD8G79yeU1YoQQRO5CfNazWPZsmVkqjLR39FjY2NDYWEhx48fx8vUDbOsCnpGdSM9M5OQkBDi4+NxcHDg/v37pKSk8NJLL2Fra8vly5extLRk3+592JvaI6tV8PVXixnY3JUmfSeRGRdD09zzkHtO2BqdeJ+mri1oqosWpcFmtnBrE1xZLgb5jUxFFUPefQjsLyorqktErsPka+J5qUxUYZz+CG5uFOHZABFjRXVCUTIy9KJKwyEQ3CLg0Q3Rh9JKWDmlnhcWUj9i7gpxBzECdBI5SGU0qiiEa9/xvLw78g5d4JQotaXaHL7tCHJjIRhIFSJMu/t8StYeRaN2wbYqEUlpphAW8mMh74F4rNeDnT807gUp56HrXJGlUVMq+laohLBw+mNRJeLWAna+BC3HQ6d3UFm649f9Y6R3D8PdnaCyFect9oBYP+cOyI3gyFuiwqK6WFRuVGSjxwkplbBluDgnmdcBCYz4gZ0ZeymNWcFApRWUpAF6WNwEJl2CvIdEmWcS9bhsz1VagLmiSlSL3NwETUf+PW9GAwYMGDDwH0PC23fRlNSRsTyRxl80xcbcgg9HjcV17HAA4q6k8HGPYQSOC2PCpq9wklkyvltP2gcFcebebVoFNGbV1Bmcu3+XhKxMnh/Rh8EL56HV6ciyKuTTjjJipOksWnyKWhdvFMZxfD7+ZU7fvcXo9l25tuomj5qXI7UGH8thXLR6Fk/lKeSSCla/NJNGjs68vWE1bz47HG8nZ7rNjeKybzIjO3zNfrU7vWiFa0gMedUniaw9RZRfODv6vs/k3v0xVhgBsHrKDC40PswFz1QiNoGJu5K6IjX3X4wmxNObYLk9QZ9FUrsvE+tIO1xe8MTUz4LSq0XkbEondEdbHHo7k/pZLFZtbbk7+iq+jvZYY8aZJgfIninhhbmDST2TxsGAGPZdu04fn9Ysit7GEdtr3BubCoXQQhHA0dRo5l5cR6i9D7ZKCwrc/dgoqWC4VyuM75zmbtsexNjZEDPmaxRSBSqFMRqdluU393Ix4xIHWonJLC16vkReWQGtUu9RJ5ORqjSiRKLB1NGNOnUldeoqRnt2YGPXKUxN2MZhdS7Rl1dideUQXr4tadb8WbR1atZ98zyNAtrh5hZOaKMuKK2CsXN1pCgrCTNzO3TSWvZ98SrGZlY07T+H8rpqzFUWyF1sOH3pEqUJ54g+9DmNmnVjx+lrHKlyxzP1OB0G56C0dCTN41k8WqWzf8c79J6+ErnS+Cf/fRJhEF5UBlW1aOTww8KhBLYeQLO+L4Jchm1AM+qkEkIjBvDFJ51oNWASmrxSrh36joiWo5AUqrDQmpLxw31iPtiFfVNPVG42xGbdwdsrGEVxNU1bDKWJX1ckEinYW5J54wjFj2J5re9u6mqrSSsagnFWBbgrScq6Smr5NbqMel3soqUCjB9njhWVg435v+7NacDAfwPhgAO/bR3l+LjdvwCJRIJUKqW6uvov7bdZs2bs3LkTLy8vUZ3+FxEYGMjOnTsbzIy/ePEi5ubmuLm5/ea6tra2DBgwgDVr1nD58mXGjh37m+0N/HlcbcHM5Leto8yUot1fiY2NDT169GD58uW8+uqrTw0yl5SU/MNB7i+//BKpVMqAAQN+93YvX76MVvvETnTv3r0sXLiQS5cu4erq+htrPmHcuHFMmjSpvjLq5/wz//s/7SMjI4OMjIz66osHDx5QUlJCkyZ/n+XSP4O/f2OsrW1+0zrKxsYGf/8/bxX2W/wo+P4jLl68yAsvvMDAgQMBIeD+3HpMLpfTtWtXunbtyvvvv4+VlRWnTp1i0KBBf2rfLl68SNu2bZk0aVL9sqSkpKfa3b59m+rqapRKJQBXrlzBzMysQQXOj8TGxlJYWMgnn3xS//z169efamdvb8+YMWMYM2YMkZGRzJw5k0WLFmFkJO4lfvp++E/HIF78l1KU9QgzG1uMTJRMmjSJ4uJifHx86p/3tvRGKVdSralGrSxkQ8x6MjXX6OzRmZzKHAbvH4yPmQ9+xn7cLbjL+HXjcVY7U2ZSxoOiB7wc+jIXHl2gvK6c5m7NqbtTh0mtCXpjGUZaY+xUduzpv4edp3fSMq8ltyUn+Tgvn6EBSqzdq0muUyMvLcR5eRtuR77K3pQdUPqI3plxtJUoYeQOsLIDJ1FyZTTsOxqnHOGIpSmDWk0j5/ptrhjF0zWwF+7m7qSkpCCXy2kb3hZ/F3/a+otypyZNmvDgwQOsC9xJTkokOT2DkpIShg8fTmJiIlVVVahUKlxcXACIiooiNTWVhPgE3nrhLZycnAh9eBWv629BYBP6tA5AsksvxAG3liJwOjNaDNrf3SGslx5FCyGg2RgoShYD9iO2igDuiBeg10IxuP/DKGj7Kvh3Fy+KkakQD36k1cvQ6mUklQXCtunudsh/CHU10GEGxB6E+MPCrqn1RNj3qgjaBlAoQWoECiVSdSnBfs9C0gm0lXXUVUxFdeva441IxDnOuCzsp6gRFQ6Rr8GdbfDoAfkKO45GDGbkja1iHydHg5k9bH8B4g6LfR66AfqvAJPH3pC+XcExWFgyoYPc+0J8aT8d1g+As58CUuj0FkP8h4DUBlIvC7HDvSXkPgT/bnB8jqhEKc0UAeiW7vBwHziGosi9A85NhV3WCwdBXQb3doK5A19GLUG/fQw4uorqC4kMTs2DnHtw5wdRIXJoBow+QJeyHSLXIr1SiEsGDBgwYOB/ksw8MDcFC1Nofa0rlfHlWLd7Mi3WydoGB0sr8kpLSHEqZeqjRNy+OEOn4EDySooJnDQOV0s7Olg25lFeAQOfnU2HNA8SXbPIKS7krcEjOHP3FplFhfg380e10wi7Mgt2KJJQa2pxtLLhztJvOb38Mp2uWzFHdhhdHx2pD3ZQrL1PQUkcUomEjjtfY1rIQL49dpDE4kyy5AXobHXcivqONS7Q2UN4637Z4xWO2F1jyflS5rYfzZ1YMy4nX0Sn1xHs6U3JpQL0ej0BIwOQN7Whw4BWALhPaYT+qyQGmoRTZFNB7fFcSq8UEryqJUWn8yg4noNUKcPxGRckUgk+7zSh/F4pefuyWLhjHLZdHfk6ZxsTK7/GMt4J6Wwz5AdlWBuZ069Raw4mX+FeYSrvtBrJmUe3uZR5n8F756KUGTGqSTdSS3MJc2jE8aGfMfLAR+hbdmBr7xl8Wqdm6/yBhHUaSXgnMZFAKTfC3EhZ/xqFRY0gLGoEVWWFGJtacu/6IWqy0ynMSqD7C59wOfUmL2VdYsrBOax/ZTXfXt2Nt4kto258w+vGNTQDqtXlvDhlO1lFCehlUvQSGTvuxtC8vBFmaRcJixiAkZU1lRWF5JfmcPjWbrqHPgOWSmKjD3L30iksLe15ZsKneNkH8/UIPxbZSLF2LIT8EqqTc+imlHEydCzdIvyQP77JxEQhwrHVwkKitqwCKaA2k6EytsJKZgV5JeBghYt/G6iphfIaVGY2uLs1o23QMCJ7TMdKYsm61WNpGj6AoBeH4NQpEHNXa9TUsv72BNrpXmBoq3n0nfwVSOByzFrspL4ER72APqcQ5AoUpib4OnQR26uuJebuNqJjNtDJcShSFztyLbOx8fJEoQX+i2d6GjDwtyED3gBm/0ab1x+3+xtQq9Xk5OQAwjZq2bJl9VUSfyWTJ0/mu+++Y8SIEcyaNQsbGxsSExPZunUrq1atQib7cwc4adIklixZwtSpU5kyZQpxcXG8//77vP766/8wtwOEdVTfvn3RarWMGTPmT+2DgX+MVAJRIXAg+tfbRAWLdn81y5cvp127drRs2ZJ58+YRGhqKRqPh+PHjrFy5kocPH9a3LS8vJycnh7q6OlJSUti4cSOrVq3i448/bjBgnZiYSEVFBTk5OVRXV3Pr1i1AjBkZGRkRGBjYYB+uX7+OVCr9QxUUEyZMYMiQIb8qrvyz//sAXbt2JSQkhJEjR7JkyRI0Gg2TJk2iY8eO/7EuElKplOeeG83y5Ut+tc2IEaN/9zn4u/Dz82PXrl3069cPiUTCe++916Di5cCBAyQnJ9OhQwesra05dOgQOp2OgICAf2qb69ev5+jRo3h7e7Nhwwaio6Ofqhqqra1l/PjxvPvuu6SmpvL+++8zZcqUXzxnHh4eGBkZ8dVXX/HKK69w79495s+f36DNnDlziIiIICgoCLVazYEDB+rfAw4ODiiVSo4cOYKbmxsmJiZYWlr+6WP8V2AQL/4DUVdVcnrdd7ToNwhbt6fDDzdt2kj65fO0btGcTmMmYG9vXx+4AsL7787NO7xp9SZLCpZQU1NM2wfWZMt1HK3aSSPLRuj0OjIqMlDr1MglchR6BYHFgfTo04O199cSbhXOGp8xKC98zBd2pcQr4okvjkdZp6SPfR8qayvpsaMHGq2GEa1HsKXTQfZt7Y/S3IyH1XkMrBuAhYMxJtb5tPLtQ3TWQ1aYOpJhnk9LuwgxCB46tMFx9fTuCd49qaupYfeqmfzQKYNaYz0vh71MSUkJdXV1NJI1wsHeges512nu1JzQ0FBu5t/EtJM/vZo8Q1JSEvb29mRnZ7Nx40aMjIyeUki9vLyYOXMm69ato2XLloT2fxNC28KVFciSz4hG5ZngGgHho0QIdGESOIeBkRkUJUFdtbBJ2vMKjDkAAb2gz+fCbulHf0N1eUOxot10ES79Ixq1+Nv+8QfhzXUiC8PcWdggaWrB2EJUQeyZKCo47ANFn0WJMGwTnFsE2TfhwV54LxfZlhHYP5yBojBJVHs4NBZVE+EjIP4YxO4TfZ/+CDKvY6UAU7sAfNpshJjd4NoCkk5C2HCw8nq8/xK4skLs59lPRei4qZ3IztDrACkkniTL1gvn9f3RS2RIPVrDvR3Q6S1xbN4dRYVF2HBoN038aNQiJ+T2ZqgqBv+eEP24XLMgDowtoc9ikRkikYifk/Mh4gUUfsUQd0iIKgG9IDNGiCep52DgN3DgNci5K84ZOhEEbh8owtGbvyDEHwMGDBgw8F9DbR0s2Qh9OkBQo6efv/diNAei5ahfacr7E0HlY4bKp6GHd86mdM54vEv/u58S72aGh3wanjd2813WJgJc3dDqdJSVV3ChNh8TqQIjKbyV3BmfaQGsO3UcN6UNC8eMZ1LMV1gYK9mvusP+ojvYZCoZ7xqFTqMjYOJYKiqrePWlXpxevIL2y16jyrqG1OybfC4bRoG7mpJmGvoHtSN5bA52xZYUPSqnnVcTlApjng/q3mCfe0a0pGdESwC6fVDHmbwveVTcm6UvTaE6rQpthYagKi/krew5GhNNj2YtcHzWnXOnblHR6wKtJo4jJ9AY2+5O1GRWc73bWaQmUgKXNUPyk9EI82BLOhcP4Eb3c1TGljH2lQE4JjuzL/ESG+4fR6vXoa4pxcrEjKlNB7A9/hwPitIItvPGRGbErbxECmvK0Ov1hK+dwIY+bzEqqBtfdpmMl6UIApRLpKiryqhTP5k5PDW8P0Otf/KC6vVQq0FlIaZ5Fj6M5vSOTzAyMcXG1ZcW7cfxstIL4ys/oI2N5U2/PlRUF/NG6CD62YSAnTkZ8afIio8mM+MOL3x+mtrMbEaGNMPVzpUHRfFsWvcyk+afZfR7e4m/foRrR7+DkH5oikvZML8/EokUmWcIQSOOsW/lTCI6jsbNWQhDyGVQW0HSzYPkXvwWdeBxjmxdSIchb2FraUFi7AUkdVp8/NuR9uA8h/d/SFSnyfQf9hGV2kphHK7Xi2saEyMs7dx4+Z0jYC9uGK30juir1fQduRCpDmR2FthotKDRkpf2gH7BMwmNHAnOjvXXmwdOzsHfpzN+rm2hSgP2piL0u/ax1WhNLYN6L6Zvs5lINUbU6tUs2NkJB8tGvDHwEMpKGVibwZ8cpDRg4H+WzsBC4HMaVmA4IoSLzn/fpo8cOYKzs7BzMzc3p3Hjxmzfvp2oqKi/dDsuLi5cvHiR2bNn0717d9RqNZ6envTs2fOfGmR0dXXl0KFDzJw5k7CwMGxsbOoH5X4PXbt2xdnZmaCgoPpJiAb+HnxdoG8LOHO3YQWGmVIIF75/0+n38fEhJiaGBQsW8MYbb5CdnY29vT0RERFPVTXMmTOHOXPmYGRkhJOTE61bt+bkyZN06tSpQbsXX3yRs2fP1v/9Y9BySkpKg7Difwa5XI6d3a/7xf2z//sgKq327t3L1KlT6dChA1KplJ49e/LVV1/9FYfwtxER0YLJk6ezefP6BhUYNjY2jBgxmoiIf39Wx+LFi+uzS+zs7Jg9ezZlZU8muFpZWbFr1y7mzp1LTU0Nfn5+bNmyhaCgoD+9zZdffpmbN28ybNgwJBIJI0aMYNKkSRw+fLhBuy5duuDn50eHDh1Qq9WMGDGCuXPn/mKf9vb2rF27lrfffpulS5fSrFkzFi1axDPPPFPfxsjIiLfeeovU1FSUSiWRkZFs3boVEP/HS5cuZd68ecyZM4fIyEjOnDnzp4/xX4FE/1el5fwBysrKsLS0pLS0FAsLi3/15v/jKc7JYv3MqVg6OBLQuSeZ1bX07dsXExMT6mpq2LFpA0qlCR07d8Ha6elvk/LychYvXgwSuO55nVR9KjZlRrSRdmPuS3N54/wb3My7yYxmM/BQemBFFcevb8P4kTlLLA6il+hxrXTlVdtB9K7cxZdBUayK3YQECWNNxlIRX0Fkh0huFN8gp2gzU7PTKHx+J6fzb7DxwUa6e3bHJtWGXbotLLcMJ2Lgml891tPpp2lk1QgPi4YiTWFmBmXGatxsPJHoJHz66acoVUpKpaWk2qdCMUyMmEirVq0adlhXA993Q9/iRc5VeJGfn8+AAQOeKoOtq6tjy5Yt9UokAHmxQkxIOA5e7SD4sehxeLYYqI8/CoO+ERkQlfnsX7eUvgXLkSht4cXjYCtuvu/cuYO1tTXuzo7wdTtRodF2ihAMzn4KjftAaYbo59R8eHYV+HaDtX2EYKHXQlm2CLZ2CoPsmIbH6NpCBIYHDxKZFtVFwgYqPw76LIJdLwJS0Y+JFdSUwNjDoiJCqxZ9SGTieVMH6PUp2PpCeRbsngjWnjB8E3zTESrzRF8dZ4njz74JSht45TwsawHohZAjHqFBgkxujPSdHLi8UmRzNB8nqiBG7YZbG4VdlvvjL65NQyDhGAxcBWiFSGPqCBXZ0HqyqHKxcIGh60T7ysIn1R/fRonqD8cgUcHRZAA82A0tXxLLI8aIAYKzn4pqjJoSsGsMz+8ChSGM0sB/H/+S706dVoioFbnCEs+z7WMR8O8jJyeHBQsWcPDgQTIzM3FwcCA8PJzp06fTpUsXQIjOaWlpAJiYmODo6EjLli155ZVX6Nz5l0cPCgsLCQsLIzMzk+Li4l+cIbV27dp/aEfwV97w/BaGa6PfprgMRswCe2voF1pDwN6bNF7SFGMnE+o0cOK1OIxr6vCcE0yjp6ur0am1nLTeA3o9n3Y4wwnjWExlvsxI9Gf2hUlMXreMnZfO8fHz4wlUuWHmbcrC3QdwrRvD8kvPo9NpaFLsxBcOo3h/4AH6qNrw7lpxfbPE4XkC16vwnR/Mudi7vGu2g0y7Qr7r+AalxZXMWvstA9u0Z+jtEMZVfU9oZx8uTfv1G9DjN2/gbGNDsGfDGVmZuVBak4u3kxVKY2POeR9Ar5CQrSnmSOskyh6W8tngF2n0ztOWApGbp9HHpxXPXW9J0Zk8gr5vgcKyoWevXq/n1qBL2Pdxxu1FUc2bUpLNvfwUTqbFEOboy+igbsikMuZdXM/lrPtczLzPxx1eZFLT/mRVFLAobixLT1fRM6eQb17+Hjd/MUPwStEelFIzwqy60mrDJLp4NuOjDi9yZf9y9q+cQmjUSLKTbjBlwUUWXd2Gv1cAg5pEkXx6P9curCcvOx4nxwAKchIIjxwJNi14+XIes00vknjpO1568yAuvs0olZSzZ9F4inKS6Dn0AwqzEmg3ZCbklwASKssLuHpxA116vka1pZyqlBRsbdzR6bRkZtyhVl3Jwb3zaNVvEiHthyDVSDAur6OgIBW5hzPWNUq0NWrKSrLJrX5EdXE+276bTHqH79j0+vPUJKZSUZaHnZ03dbU1JMadI+baNoa9sBK5vweUV0FJJfcro1m1ZQizJlzC2dhLjBKphPVU2tWTeNoGkluThaN3MGQXUadTs/zj7niGRTFw2EKRpeEmBk+qqotRyJUo5MaQWShEDXOlqLr40Q/EXAlGCiFSAKcvfgllVXT0H41UIQdXe5AZohAN/PfxL/nu1AK3EOHcdgirKIPW97dSUVGBq6sra9as+dNWLQb+GDq9+AqprBEZF662f0/FhYH/fXQ6HfHxsfX2X/7+jf/tFRcG/vsxVF78B2Lt5MLE7zay6+P3qaysIDn1EWq1GhMTE6L37yTr2F5Cu/b8ReECxOyM5557jjVX1hDmEcZHTT5iw6kNmDw04aNd72NrZUZ5bTmfXPmERjaNmBV7gQGVtaxOaYFpZxMqqKbWqJbgzj25XBdCe6kRWxP3UqmpZFz/cUjrpCz6fhFZdVncdNBQZ2fPSyZW9PLqxY2cG0wMm8hF+4v4XZVgZ+Xzi/sIoNFpeOPsGwzwHcCcNnO4lXcLO6UdbuZu2Lq6U2+tKBUBPDk1Odw+exvPIk8kSgmPHj3C1NQUT09PzM0fe/VKZWDpjkRpTceIjvXb0mq1xMXF4e/vj1wuR6FQMHr0aHQ6Xb21FA6NhQDxwygxsP+jeNFr4eNONCB7/JYxd8IkoBN3AoIJy9kBJz+AzJsQPIhjt83x8vLCfdAgUb1h7SXWaTYGbHzg3GdQWQDBg+HCEmF1VFctLJgUKlF5Ye4MdRVPhAulLVQXQpsp8HC/qP74OlJkSPT7Ag7NgppiUR0R9bYIEL+5UQgkt7fA/ulPhIsfhY2APsJe6dJXIoxbJ2wOqC6Epc3EIKapE1qVDZXnP8NEp+WusTERep3ou65KCAamjnD9eyR6LYqxR8HanQsXPiLlxrc8W1mDKvWSqOA4MA0KEkRmyITTokql2VghXhipILAPNO4L0avg6jfiWFTWYOEKMevFNsccEOHeINqqbMRvYzNQmIlz82OuSMQYcQMfNRus3GHvZHGuDMKFAQO/zIN9cOSxWPsjFi7QcyE0eebX1/snSE1NpV27dlhZWfHZZ58REhJCXV0dR48eZfLkyQ2C/ObNm8eECROora0lNTWVjRs30rVrV+bPn88777zzVN/jx48nNDSUzMzMX93+sGHD6NmzZ/3fgwYNIjg4mHnz5tUv+2llo4F/H9YWcHglvP4Z1JbUUXQqj9oCNcZOJuw/A4tLA4hsBh//gnABIDWW0fxER9Yv2IttCweuj3qVbZ8fpu1+F+ZP3oJJKyfKq6uZ880a7BwtyXYpotKohnb3X8bayI6CmhwqTGpxe8OPhZYvI5dKcbCwIq+shGfmd8d5riXbB++mMLmQgo7lyMvlOPa1pmtgU3ZcOsdbg0eQ2C4T2WopAc6/7Xn8/Bef0LZxELvensvNpARMjIwIdPfE1RFccaxv5/N2E/IrS6iZUclz6U0os66l5HwBefsyMQuxQuX9xEPaw9wBe5UVHlN88ZgiLBb0ej15e7Ow7eqI3EyORCKh6W4RMl5boMbIzhhvK2e8rZx58ejnZFTkMzZEvF/mtBsNgEanRf5Y4HQ1t6edczuCepQi3RbDgodHOXL6c7p4RGDmshFLhQNhVl1p4RSAv7U4ByEdhiFTGHPj2GpK8tLRKRWsy7xEW0kZzTHGytSB0NB+XCr9Ho9GzUlLiebgplm0HfYNblTz8OxS2vafjotLE9DpuL33G7Iz7jFj2X1WvtORnNS7NB84GRNbC0rLcol7eJxOg99k76Y3MVPZ0Lnrq9TV1XDv7lFO7v+YEVPX0+eZOdi6+LJiWgvaRo5DqbJix8ZptIoaR48+byI1NsbMzpWES+fwbtSGjuO3YuUUApU1mBiZYuLmD8Zy5CV6HJz86TL2Q+Tertw+s5Hrh1YycvRqrBS2WJu6UJOTA9YOUFYFzjZgaoK9bzC3j+8gqNtzYgTJxwlpSTm9Bs/DxMkZlMKnmIpqKK5A5WL7RHgwMxEjUKYmYGcJCpkQL8qrwVhTL150ajdNjFBlF4G9lUG4MGDgt5ABEf/unfj/gU6no6CggM8//xwrK6sGs4gN/L1IJeD+NwXQG/j/hVQqpXHj/8xsDgP/vRjEi/9QjEyUDP/gUwC6AlWlJSTduEpol55kxcdS+w/Cuvz8/HCrdON0xmnSbqSRmp9KE5ogP/YQC1NLJgyawLWYayisFCy0smCkV3+cPXxZEdmUTambcLJwQi1X89Khl+jl1YtKTSVWxlYUVhRiY2zDPe97lNSW0EHSBQe5A3nqYmyMbShRlzB4/2A6uHWgzs4f96inB5QA4ori8LHyYVvfbTiYOgAw5dQUWjq1ZHHUYkCE2Ny8eZMBAwbQpk0bisuL2X9nP/bl9rQIbkG3yG4sXryYoKAgMjIymDBhghAxRmyu387x48eRSqV4enqybds2hg0b1sDr8MKFC5w7d45p06aJdWUKGLbxiZXTT5E1fLt069bt8aPn4Nh7UJwGKlteeWWcCMCRSmHg1yIrI/2qCMI++jZMjQHzx4MPU6JFBUPnd6DrPEg5C3YBwnKpMk/kVbi3BqU1nFsIKefgmaWwY5wQBKqLRNaGTCksrZLPQkEiPLoGJRlCKKjMEzkXxuZCkKirEv0NWSsqHXy7ie3e3iwEgLoK0Dz+/1KXoXVtjnn+A3aZmzPXzpot7RYSbOIgLKsUZsLiSf/YJ9CuEWTGEBh7jLCKauTho+D698KqyjFYhJlr1EKkqSwUlRgANzdA+qX6kHSkRsLiKf0qzIgX2RvGFsIK60d+tKQCUd0BoiqjtgKCn2342oU/J47TzDAIacDAL/JgH2wbjaih+gll2WL50PV/i4AxadIkJBIJ165daxDWFxQUxLhx4xq0NTc3x8lJ2M94eHjQoUMHnJ2dmTNnDoMHD27gRbpy5UpKSkqYM2fOUyW5P0WpVNaHooEor1WpVPXbMfCfhUQCX8wCMIeJ/amogjPR0KUVRN+DGvVvr2/d1g75JDti9p/DdEsNOddz0UmcuVXSHs0NZ77vZ8ntD2/yoHMJCXFZTA3sxbCkK9h/Po+5Z7Zg72SNsbeSzpMm0a9Fa4oqy7FUmlJbXUu1opZ13W4RnRDP6/Z9sL2vQK6XUV5dTXFFOZ3fnUG3sAjcTR35qt+rv7h/D9LT8HZ04vwnX2CpEu+HEYs+wtHKmrMfi2uj0ugiUj6NJei75rhN8MG5Rssb6w7RNNUZj84ehK9rxymr3dj1cabsWhHNT0RhGmDOpn5PrsdSFsZSnVGF23hvbg++ROCKZri/9MS66dH3yTycFEOr+12w8LUGYFPft3E2s3lqn+U/q8wa7PoWuAKhkHdlM7YlGTiaWjO7yUlkEnEdtazbNB5e2UdizHFq1VUcWDmFKctuYe8uQhxjRq9k8VhvEvpWYWblRPOIgZg4ObFlyfNUleVj79aY7t0G0qefCaXJ7bG0dwc7C8gvoX3US7SLmoCssIpGPq3JSbuHkUxJSU4qp/d8xvXzG6iuLMHazIngsD7cvL6T5ORoVkiKiDQ2wT60Jdm3LmLi7ELLXi9z68w2PHxaYGRsioOdD1vXTGTQyC84duZLbp1cR5+h70NVCt4h3mCqhMJycSK0epLiz3Py4CKen38QNFpy426RHh+DxlSBk8aFyT02UajNRycBqR4hIOh0qOoUhDUfCGod5JeCmQmyokoCAjoK4aKgDLwcQV0nRpt+OjPW6idWaVaPP1NdbKFOI6ykfoqpiehHbphCbsCAgf8M0tPT8fb2xs3NjbVr1/6lIeIGDBgwYOC/F4Nt1H8JO79cROqlM0z8diMqS6unntdpteQkxePiH/jUc99++y0uri64OLtw7uh+VEoTHtg+xMW3CZGekTRzbMbQfUNpY9uG1GupyGvhrOtFBvkOYlfiLpxNnfHI8KC5TXOS05N5YPWAkV1H0tmjM0m3kzifdp6NtRtxM3Njz4A9fHr6U5yynBjUZxCWlpZPXXQklybz9uLn6dFmMGN7vla//H7hfWxNbHEydaKmsoIzp04Rc/ceyo5KTuefZne/3Zw5c4bz589ja2vLpEmTuHr1Kg4ODly/fh0/S1MCWrfDzPrJzfWePXvIzs4mLCwMR0dHpFIprq6uQlxA2JXcunWL6OhoBg0a9JtedleuXOHs2bNMmzYNE5M/MHv/88bg0QbavQo3N6LtOg9Z7H54dB16LIAjb0HTkaJKQ6eDw7OgMFHYMxUmiqoIuSloKsUAvmdbYeH000FGSw+R/RD9nRASFKbQ9Hm49rV4XqEU1RjVj70HI8ZB6nno/anI7jjypqgsaT8dLixG3AlLhADzuCKjUiLjnMqYHh0/RJpxDe5uBZkJaGvAwk2EfbcYJ4QcJOAVCRbOkBEtKlqyb4lKkWajhY1U0GC4vwOsvaH0kdjvsOHQdqrorygRYg9B5OuGjAoDBvgbvzt1WlgS3LDiogESUYEx/e5faiFVVFSEnZ0dCxYs4K233vrNtl5eXkyfPp3p06f/Yh+ffPIJs2bNAuDBgwd06dKFq1evkpycTKdOnX7VNurnREVFER4ezpIlS/7kUf15DNdGf5zVnxaz+p416z8Cn18oZtDr4V6iyMj4ebV6zDMXkJrKcBzkxplvMqiWKdkSfp1m3jpahTahd/NW9Hz3TXxNnPDerkBeouTtiJ2M79mL744dItjDi6hT7vSzbMaj+zkcdo8l+L0wxnTqjvxgNdf23OZZlmFrbkHehh28+/l3dDrmTusv2qHyNUNm0vC9VFBWSsj4tQxsG8iK157kXtxLS8FEYYSviyvVaniwPIXiuTd5MF/D53f2cH/Z9xR8nU78zDso7I2IynqG9OWJmAZZkLE0kfTxLWneQoHrk4IN4mffIf9wNo4DXbGOtEdqLMUs2BKFtbg2qkquIH7LTT7p2ofRnh/T22nyr74GZ/M383XKRJaG3cPe+FfKXn6BZVOaojSzpv+Urzm/axE9XviEtAcXuH9pFwNeXcWx1bMIaNmXRuHCFu7omreIS47BytqJsuS75Gc8ZNiYFTQJ7SFULZWxqCRAVJTo9Try8hO5cXcvPTq9Bno9qUlXyapMpYl7O5Z82JGeA94j9uEpUuIu8Oy07djYu+Bl44PGQolcoUCXXUDc3RPUWZngqvTk8tnvuROzD2OlOZaWTowY9y2pydEYq4xxatyW3JxYYg59R5e+s9n83ThadBjDjatbafXMZEwqIDC4GzoTOUUlj8hOvElIywHE3jzCqUOLmPLpFcgteWLzJJeBRitOlspYVFHIpGJZeTVYmxoyKgwYwPDdacCAAQMGDPx/wFAj/G8g/d5tDnz5KZra2l98PunGVdbNnMKjh/cAiLt8gfhHmXj0HIDK0oqE6MvcOLiXU2u/4Ye5bwIQe/EsW96bSVb8Q0B4fX/99ddkZWXx0ksv0b1bd3ITYonwaYSlqQK3Q8UcTT/C9vjtnFy5DL8L8OjSI5xLrPG6k8lXtm8xuelk3m/zPkP9h3LL8hZ3su5QalRKlbwKjU7D8IPDkXpJ6de9Hz4mPoSrwjGWGTPSZyQluSWsW7eOPXv2PHV8nmYetEpzpOJ+KtE50fXLg2yDcDIVs10v/rCBO3u3UVdXh7RcSkunlmRmZnL+/HnatWvHuHHjSE5O5tixY2RnZeFGLWfWfkPcpXMNtjVgwAAsLS0pKSnBxsaGdevWce3atfrnnZyc6NSpE82aNcPR0ZHfwsnJiaCgIBQKxW+2e4qXz8EzX4FLU9Ijp9Fqe0eOpZ+EtAvwfXdwaAKXV4i8juIUIUCkXoD7O6GqACzdAa2oVggeKrIgnv0e+n0Fnu0BGZSmw7VvhABgbAEzE6H3Qhh/QthTKe2eCBcOQaISozABNgyEK9+CthbkxtCok8jD+FEYUTyZpWeq19KrToY09y6kXxQLtY9TvcoeiQqMmMdVKyaWkHRCVFQUxELiCSFSdJ0Lqsf1qOmXwK0FjD0Eg9eIqgmfziKg3MQcXJrCjTVw8I0/dr4NGDDwx0i79BvCBYAeyjJFu7+QxMRE9Ho9jRs3/tN92NjY4ODgQGpqKkB9uNlnn32Gh4fHb69s4D+K2BR49ysoq/zl52/HwZh34NwN8ffVO1CxI4Vp6nv4uMH1+7B2D6zdC6PfFsLFtbswcT5cvCnWUefWcKXVCQpP5tJsX3tC17ciNlFP8ciW0NcJScpodsVE8+X+3XyzzQjjpDG4r5LQOM+TI51e5PNnt/PJmBdZ8cqrTOs3iFVel7mVlESmWSlZqlJUCmPazHqVc41SaLwsnLb2AXS1CkEqlfJmt2HI72m489xlbva/8NTx2VlY0tRhAsUFjTkQfaV+ebCnN74urgBsPQyfnLJCp9ZiGqenU0g42jQ18TPv4D6xEW2iu1F+s4S46bcoOJDNwwnt+HyHgv1nG27Lf2Eoli1sqEqowLKVDdFdzpC84GH98yofM4LeakVXh3H4m/0sW+xnuKua0NZmMObyp6syfotxH51g5Hu7sXPzp8+Ez7m4/T1ykq6Rdu88373RlpCWA2nkGA5aHVXlRVzY+RmfqDRsij9PVXkRwS0HYO/YSMy1UBmBhRIcrcHOkjMXvmHx/EiWfdSFquxMtJpaNNpafHsOpsPQ2dg1bcWMz27RpvMEnh+3ipen76WZfzu83APR19YhL6wg5dpxJEjJy0vE2tEDa3tP+g6ez9sf3aZNx3G06jAWpcqKQzvnYGHugpmxBeXZ6cTeP0lRQSqVlcVYmDkwYdI2NPlF3IjZTp2uFnmtHnulC8FNeiCp0eAd0I5Oz3/wpPqhpk5YPbnbCRspqVSIFzW1osrCWAFVNULoMGDAgAEDBgwYMGDg/wGGOrx/AZlxD7FydMLUSpTel+bnkp0Qy+0Th1GZWxAY2eln7WPJy3zExYP76Kgw4vKOzVhXV9Fr0BAA4q9cJOP+HVo+MxgNUnQ6HSZm5rQfMQZzd1dmnp3JM87PIJVKkUhELXlWVha3zpzEqKyIct9QXFt2YG3HwWQ/yuV27VlaurUlR6akVF1MjZ09c9K+YOojBUP8h1BQXUBdeR152Xk4tXYiyjkKNzM3CqsL2Ry7mdMZpxkuGY5tmkip8PHxYebMmVy/fh1LS8snx5WZSXR0NL1792byyo18uKEtAWu2w+QbYob+T2jedyCeoc04Hh2DQ6UDz/Z8loMHD2JkZISZmRlbt26la9euKBQKCvJySd6znVYDh9K0Z7+nzv9zzz1X/3jYsGE4OzuTkJCAn58f6enpODk50adPn/o2Wq22wbn7ES8vr98Mbb1y5QoZGRkMGSJeJzKugdwEnEPr29iY2NDXpy++TUaDXgpbRsDFJcJKSV0mKhQmR0PyGTg8U2Q5TLwMJ+aKbIo7myBmNdg0EgLElBvExu3Da9crmJg6gYUTVOTBx27QZS6gFRZUKjshakSMh85vgbpCVDXUlEBhrLCcqq0QoeJRb6FOysE4fRU6FA0VTq0akk6JwHFjS1CXNjwJ+XEwJx++ihA2VbUVwipq/HFwCXvSrlGUsI1KuwgF8eASDp7tIOsGXFkBHm3F/0Tn98DO/1fPuQEDBv4CKnL/2na/k7+q8FOv19d/Xr/11lsEBgYyatSov6RvA38fsSlgZQ5Oj/XsgmK4mwDHLokJ5gO7NGyfkAaPkmo5saocSzNbNh2E5GbhrHlXzE6/fBv2n4Epz0GYfQ16jRFGCinjB0HTQC0vLPmcIYHtsJFLkMjE/0tVQgVnNpdwNtyNGTuu8HJTR5q/9yncK+bm6mg6tPCnY1wIVYkVtEqO4+N931Jp2pJ3ho6ktLKCsrQyGl+Skj9OTt8IF3o0a8HbG1ez9uRRjt+6wSLT4TQ/6QTLwSLcik7Zz5C9OQ2J8ZMZ85Xx5SR/9JCAz8PYuVhF0NvvsutULrd8viXQ1rPBOegXBR7O1liqHbBNljB+xTCS5t1HYixF7mjM3eev4v12IEYOxlSkVfPtdhjQGcYOePr8B3/fov5x073tUYaqiC4+QIRVb5IrY3A28eNF7yX1bbR6LRIkSCUN5z35mIYz1ff7X32dT+dv4ELBD7zdeC8yiYyspFtoaqvxCGxT30ZupMTVvy0u/m1o2Xc6697rycHVb9Clx+t4deyLytyG6d/GEpKfSNIXk3BxbcKQtzdTnZONvhIkVWqoVKOmDqlWR8cxc2ncYRA7P32egJBuyC0skNRpWTE5grbPvEp4++FYGdmycc3LdOk+HY+w9qKyAaCsipqqcixU9mh1dZw9tpS79w4xZd5ZcgsKcJAY07zdaIxkcmpqKhgx7lvMLZ2gppbwkL4EfNCB6opixk7chL2THzqdltCQ3rQaOQPS80CrRYIUmUQCLjYoVSYE+T+27PJ2EhW41bVCxDAxEjZRWp2wijJWiB9rc0OKqgEDBgwYMGDAgIH/NxjEi78ZraaObR+8SUjn7nR9UZTdB3XoQkin7qx57RVUVtYNxIukG1eJ3ruDOhtHUh/epyQpjvCe/biweS1VxYUcW7kEE5WKyuIiMDLmSmomNRvWkHBoD6Dn/I6tqEOcyG7+kMozh7hoJKNpZBRqtRqP9p2R1VRxI+02tyoyyf52LRFNmyK1tGHo+PHk5eXx9ddf49OuC2HWpmRXZANgp7TDxdEFx6GODPIbxJbYLay8vZKZzWfiau5KqH0omWWZhHuEA3Dt2jV0Oh2tW7ducC70174j/M5O1J07YW5hyexuX1J1fh3ltXrMf3be5KbmeIVHMCE8gm+++YYzZ87g6upKTEwMx44dw8jIiDVr1tRbPVV0iMTCzgHJz30hfkZgYCBXr17l8OHDjBw5kk2bNtGtWzfatWtX32blypU4OTmRlpZWX5Xxe6irq6P2p9U0eyeDqb2oLHiMmZEZc9vOhRtr4fTHMGIL7JogLA8OvgHDNoC9v7BXkkrFIH5FLlxeDiFDwTEILn0JRcmgtKYo8xqV+6dgolELkSQ/VogXei1cXgYDvxH2U0YqKC2GmLVgaiOsX3y7iFwJuSkMWQdXvxY5GqcXoA/+lGLNK1joV//ES1kiKjRK0kCqEMKFfy+IPwyRMyDhBFTlwZmFwu7K2lv0W5H7RLjYPx0adRbe+Upr2PY8mDnA6L0wfBPUVkHosCdiVsSY33XuDRgw8E9g9ttVZ3+43e/Ez88PiUTSIJT7j1JYWEh+fj7e3t4AnDp1irt377Jjxw7giUBiZ2fHO++8wwcffPDP77iBv4QZiyAsABY8jn9oEw57l8Ir86GyqqF4cS8RvtwEwVnZFD7SM32hDTNekPDxQympJVJWHgCNRkxIryrTEvL+IbYlN2W9xpuySti6uY6eV124Mb+K0wHdmLgnhQ6Fj1BYG9HPvYS2tgmkqaqJzbuFafMsnKc3xj63iLfmmVP7WhQXvA7yrE0+mU3syS4qRK/XY2lqhneIG/HrcpnefxBbz51m1OKPWfLiROwsLOkW3oy0vHx8X7YCIHtzGlVJlTR6r2GA4eaY4yy23M6ZzC9xDHVg2+vv8MW+rahyZWDb8JxZ6muJCpEiPdKB6K5niH39JpatbZEqJKTMfYDcSkFMn/M0XhKO6zgftlaArRUo/sHVvn0vZy4U/MCi2BG8HbCXj+MG0N/lDV7w/LS+zZwHXTGWqMhWJ9DNYTyDXGf/rte5TldDlbaMHys6D34zjcrSPKZ/86TSQyqT0yRyJPcv7WbP0gmMmXeEHZ+P5vCBBSjPrGDCZ+ewdfFlqKMPtYuikRobg17PmS0fUqOvZeCLX1KXX8SdS9tJiD1Dr1eXcnDZREqLMkl/dJPQlgOoU9egMrVBUlEDUglHDy3EzMyWB3eOUFlRSFrxQzr3nYFEaYKJHkxMzCk31eAV0hFvv7ac374Is6D2XClUE25jgaY8D3tHPxyc/VEYKUGro7qqBKlMQWF1Dn7urcDSFFmNGqWRERSVQa1GiA4uNuKx6rEFaUEZGMlFJoVMCnklQrDwcBDVF/rHAdzGjyt/zQ1WmgYMGDBgwIABAwb+/2AQL/5mZHIFg9/9EBNTMyqKizBSKlkx/jncg0Mpzc/FxV/YZZxc/TWPHtzl2Xfm07L/s/hGdqIgLw9HW1uOrFyCo48v9p7epN+7hUKpZMicBagsrPG+coGEQ7vxa92OhCsXkWjq8E4owb9zOBaRVdzLzsEpOxtdXS1FGWmMf3U6ykQHvr+xCoeYOqQZFvTpLqoOampqcNDlEJF/hzT3ILbGbWVq06lIJBIOpRyiVlvLIL9BWBhZ4JHrwe683fg28uX9Nu/TY2cPPC09ae3emqSkJDQaTb14odVqycvLw83DG6qbgLnwIzX17sg3u2/gePQ0I0eOrD9nVVVVfPnll4SGhmJmZoaJiQlXr16lurqaTp06UVdXx8WLFwkKCsLT0xOZTIalw6+HqxYWFhIXF0fr1q2RSqU0bdoUGxsb/Pz8GDJkSP2g14+Eh4djaWmJRFOD9eWPwH4WuLf89Re5sgCSThMZOaTh8hFbQWb0y+vY+opBfMcgmHoDYtY3HBhc3QNsvKHFi3DiAyFGZMXAs9/Cg71QdQOCh2C05TmaVVdSLVOgrMwXVlCNuoiQ3fwHsHmwyKwwMheWUjXFcPw9CBoIJenCx77ZGNg3RQR5OzQBc2dM7s3ERI4QKXQ/7pQekIhj0j5ORXUKBucw8OsOj6KhJBXOfCIyPgavFZUgP6LTisBxC9cny8YcaBiEbqQSVRgGDBj41+HZVnwWlGXzVGA3UJ954dn2L92sjY0NPXr0YPny5bz66qsNArsBSkpK/mFOxZdffolUKmXAgAEA7Ny5k+rq6vrno6OjGTduHOfPn6dRo0a/0ouBfwcLXwcjBeQUgKMt9HoFvFwgrxj8HxccrN0De0/D6vkwsg/0CnOi5kEp2lAJq3aK9VoEw5xlYiz4q7fA3kbGulc6cTjHmu5tRSWH2ljBudYDWUAJxu3B+Mt0SuVWKEKsic2RM2S1BxeiSli5dhUSx/HIHYIYtTMYqRz0ah0ZZkV853kNr0Bflu7ZzYLnx2FpasauyxeISUpgev9nsTQ1pX98EBfToskPq+PYvIW4jxuBibER/aPaU3Q2n7IbxfXihV6vp/xmCbbN7HDBBYtAMfO/uWsAU9a0JXtdLJ5XngR5aCo0XG5xHMsIGyyaWyMzlpK9NYP0pYl4zQ5AIpeS+kksDv1dse3ihMxEhtNvxHPVZFWTvTENz2l+SI1ltLIZyDuN9xFh1Zu3AvbgaxZRv58SiYRI22HIJUY8KDnHg20bCGofSkCLXr/ef1UZDy/voUvUWLo7TqhfPmTGBrSaX7ZNtXb0wrdpd+xc/Zj+zQPunP2BBp9J2UUY6fVgZwbFFVSWFZCScg0sTTm05jWuHfuOpl1fIPX8YYzkZnTpM4Om7Z+DWg1qqQa3gJZsXzeFjJQY+j47jzpdHZWleahMralTV1OSmUxZfjp52fG06DoO8yo1o0d/y45dbyJRa7i/+RDjJm8FiYS4nFiyMu8SENiZqooiKsrz+OqTbgwdvYzQTsNBLhdig1YHtTVQVCEECicb8dvkJ9eH1WohUPyI088suCSShu0NGDBgwIABAwYMGPh/hEG8+Bfg3iSEHz54k5qKCp5f+CVmtnaYmJrx/MKlmFpac3DpZ1SWFGOkMkVlYUnkcy9QWVLMjvdm0CSyM/mpybgHh3Lj2jV0Gg1SiZQDX3yKQmlCeUE+vSa/TkVJEXbunlzdvR1tRRkxVy4zZuIUmmc9ws7Di9Nrv6Xu9hUUMin9Q/vzTMgzpDa7SdL1q2x69w0mfrsRV1dXmnpYsC3dlr7yKMb2e4UTD0+gTdfyRdQXKIzEjC+JToIsU8ZzzZ7DzN2MLw9/ydbIrbi5ipvsESNGNDj+W7dusX//fl5++WWcfzaTfuDAgahUqgbLVqxYgY2NDXdvXEetBysrK6qrq5HJZLRt2xatVotGo6Fdu3aYm/+8ZuNpHjx4wKlTpwgJCcHc3BwjIyP8/PwA6gO6d+3aRWFhIRMmTKB9+/YAhHhYw+avqVNXIf+JLclT3NoEx+eIgXyHnwSm2/7CQNnFpUKw8O0CXu2fLG82WvyuU8P9XdDpHTC1hXu74cIX4NVBZEDMtwdTBwgbBXe3IddUo0WCidIGrL2EL71zOCQ/Nrg2sYIx++DA61Ca9iRg27M9qA9DSQa0ngSZNyD2AGTGgKYaTB2hMldYUzVALyo5KrKF1VTOXZFncXMTqKzBrSUkHhO/V7SCIWuESANCvGjcW/z8iOnPppUaMGDgX49UBj0XwrbRiFKrnwoYjz/3en7yl4Z1/8jy5ctp164dLVu2ZN68eYSGhqLRaDh+/DgrV67k4cMns7PLy8vJycmhrq6OlJQUNm7cyKpVq/j444/x9fUFeEqgKCgoAETV3e8J7DbwryOoEby3TGRZ7PsKXBzAVAXLJ4JKCUs2QNIjsLYAYyN4ZSjUqI0ZvNSBqFK4dg8auUH2D+loNO6YKiW8uQTMVJBbaM2ssVBRDa4OsOMQFOqVXF0dx8xTriR17YifB6zfB98Ge9BVDl0GtCKmf0tux8GV2yIrY9Mn4OGqpG68GaO+CMfexYtXvxnIpfN38Dqi5Lt3piG1EpfSCpkM/yuWdO4ZTHV/c+ZO/ZqYMV/gECUqCYO+ad7g+PMPZHNr4EU6HIpk0PDPGzwX+FWzp645rrU/iUwpI/ViKSa7HqHyUlGXrwY5eL0egMxUjq5Gi/uERqh8zf7h+S88lkPCO3ex6+2MebAlCqkRLaz7AtDSRlhwrk59g6tFe/mmWSI9nV4BoJ3pINakdkPdshytXotM8sufCw8u7Wbn4hewc/bDvckTiygrh6ezaK4d+gaVhR3B7Z9l2OzN9ctDOw4TD/R6KK8CKzOQQPKdM5Q/vE+PoXNJzYqBpCx693kHD5+WnNr3KcG+nVHXlHPt0iZa95oIVWqSU6O5eGQ5ZhaOFOQng4c9cSe3EugTSUb6bZzdmqCR6Lh5ey9GtVKwMQetnry0BzhYeNChyyRKynOJe3CSwJCehDR9YlOqMrVCoVQR2WUSHo2ag1pDbtwtsrPuE952GBjLhQ2UsRE8KgB7yyfVE3q9yLRQ/URpkhkiCQ0YMGDAgAEDBgwY+BGDePEXoNVoSI65hk+zlsjk4pTeOXGE2ItnGfzeh0ilMsxtHbB2cePBudO8uPS7BuvLFApkcgXZ8bFUl5eh1WjY/clcTK1t0T0eRJIYm3DwyBGCu/Qm9cRBsUwisiEubttIWX4efi3bodOIwWZVUQ6rpr5IRVEBIxYsIrxnP1LuxHB593auX7vKjSaFKOQK2hQH8cwbb6OyEDP+mo6aR+zqVWQdX0/QycNsN2uMW2lnWrRogcpExa6EXXxw8QOizKLo3KEjG+I2UXm7kjPFJ1CkxtF2yHO4NwlpcHyBgWJA/5cCsX9e9aBWq6moqECr1aLX61AZGWNiIm7oxDI9BQUFXLlyBW9vbwICAkhMTOTUqVOMHDnyqZm7ACqVSsxwLC+vFzvUajWJiYkEBgYilUrx8fHBzs6OVatWERwcjJubG3K5nH2y0WRvOouv+VFGdm8BwYOe/gfw6iB+p5xvKF78EldWgn8PIV78lLIsuLycB5llaNOvEvLMZAgeCN9GgamdyINIvwTaOijPgpTTUF2IiX2gqKB46RwcewdKM0VAd6uXhR2VkRms7glIwMQaaivF47s7hDhRmQdLm4rqjEZdIOkkNO4vhAwQgd0SqRAeNI9nMzcbJUSRY++Im26dBsoyxA93RJviFCFaWDyZNUpVIVz7TthJOQb99nkyYMDAv5Ymz8DQ9XBkdsPwbgsXIVw0eeZv2ayPjw8xMTEsWLCAN954g+zsbOzt7YmIiGDlypUN2s6ZM4c5c+ZgZGSEk5MTrVu35uTJk3Tq1OlXejfw70Sngws3oWUwmBiLZaevwZbDsGSWECjsrMTzu07A2g8bri+XiwnqdzIgvwhsLGH6QmH3L5E8zmlW6Lg/LpqXR6lZWuaHTi++ll4aLIK784qgZQhU1YJOIuF063DOzYGEdJg/BZ7pBCevwp7jOtLXppGv306aZR4jM4bwwZet8HAGiUTCi/OGcSrlFtvu5vP1mudxP23FV8cH4TzCA6tWthy8foVnPniPeda9aL+kH3uunsdzi4LYO7F83NeZgV2gQ0TD47Pp7ECTlRFYR9o/de6sWj0t7FfEliNVStFamFNnb4qxmwnVqVWgAV21Fk1JHelfJmDW2AKVrxml14p4MOkGYdvaoPJ5WsxQ2BqBHtSZ1ZgHi2vAOl0tV4v20NpmIHKpgibm7VFIjJj3sDe+ps1pazsYJJD9kiUnFpzgyruZSJf482JYn6f6D4scjp3eBvff8X1/7fA3WDt6Edz+2QbLq8qLOPvDR4Qpx6JNrcFutD1Kdw+u7F1KVuJNoswUBPp3Aj0oJAqqCrIoykog+tpW8vNTGL/wJDk5cTy6ewm3Nl14fVUC2pwCIQw9KsDXoxX37x1DU1OFQmbMsR2LGDN5E9JaLaTlgh7KtCWcO7GCkHZDSE+4io9vG2RyRYP9lEikGFla0WPcx8ICSiLh6vl1tO4wFl21GumPlqZ1GiFUKH4i+Oj1UFop/qmVhuoKAwYM/HtZu3Yt06dPp6Sk5N+9KwYMGDBgwEA9hqk9/yRVZaVsn/8O+z7/iLQ7N+uXS2UyJFIpOUmJ6PV64q9c4OG505xZL4SL6vIyLvywgYKMNEytbUACQ9//CFMra6RSKZWlJZTm5XD3xBFkCgWRz46gW1gQDmYqWg4YipFKRViPPjh4N0LyODwx4drFJ9s3s8DaSVj2xF++iIWdHZb2jtw+fghdZio+pdY0zbWh5P4tLuz8gYs/bADAyMiI6jvR5CWmU2bTjHG9Z/Dmm29iaytupM0UZrTKa4WnqSc7Zs+i8XUJMya/Tv6J/RSkp1KnrnnqHKlUKiIiIp7cvP0GRUVFAFhaWvL23HnMevsdzM3NsbS0JDQ0FCMjI9zc3Jg9ezYBAQGAGFiQyWS/WhkRGBhInz59Gogn9+7dY/v27WRni1yPmpoa4uLiMDMzQ6lUsm3bNo4fP052djZ6vR67mjSIPfh050mnoDwbntsG4c89/fzPeTUG+jScYUneQxHcfXk50aU2XKUZHH9fPGdiA5X5cPZjkUeBXtg/+XcHQJ//ELXWG13MJog/Aujg6zawdSSknIWMq+LGWCoTgoauVvSRcRmKUkBpCxU5oDB5YnGVdQMQAajUVYnQbfPHGRR+PUQlyLF3wCEY+n4Bfj3BKxLavgpIwNYPOr4pqi7sfxK2beEMs1Kgxfh/fJ4MGDDwr6fJMzD9nrBze/Z78Xv63b9NuPgRZ2dnli1bRmpqKmq1mkePHrF3716ioqLq26SmpqLX69Hr9ajVatLS0vjhhx/+oXARFRWFXq//3VUXZ86cYcmSJX/+YAwAUFYB76+At78U4sCPyGVi3PZhsvj76CXx/LItUFUtMivW7IHY5CcixWczwNNFxEAVlUJuEew7DUhg/FAptZv7kNGqEZNHiMqN7m0hwAuUjwWTa3dBiwyJRI9bZSlej50LT18TgeHuTnDsMpx38MLYuDl+3sM4ZunD/g3lfL5OtJXKpWxxCeGiaRhtdMHMnPU8nYr614sMViozpt3rQKDSlQ9X2pGdPJCR90ex1L8dsSniuH6O3FSO2wQfZMp/XNFUk1kNGj3GdiYMSutG36zeqBqZY2RvjP0zLhi7KlE1MiMq+xlcx4pJIRKZBIlCiuRXgp1tOjnS+KumWEfa1S+7WXKERQnDuVV6HAC1rorrJYcwl9lhobDjq6TxfJU0nrjyy1wfvpNUywK2xp5+qu+0B5e4d3kXHu26iWqJf8Ariy8z/K1tDRfWaZBkFxN3cS9x393k7he3WDi1Meqqctp0folBwz5j9/KX2bf1LeIfnOLk4cW4+EUgkUqpKS3C2rsFMed3UJQaS3VlMRvn9ifj6ilqCnJ5FHuV1MRrnDj0GdhYsOeH2RzeM5+Bgz+Bmjr0Uglo9ZSUZBNzZTvVlcXcv7aXgzvfQ6/TPokC+zFMRGUMFTVCuJBLwd6SniPnY+7gitTmcYWw7HE1h5N1QwsoqRS8nMD6H58nAwYM/P/ghRdeQCKR1P/Y2trSs2dP7ty587dve9iwYcTHx//t2zFgACAnJ4epU6fi4+ODsbEx7u7u9OvXj5MnT9a38fLyqn8vKJVKvLy8GDp0KKdOnXqqv1dffZWIiAiMjY0JDw//xW3q9XoWLVqEv78/xsbGuLq6smDBgt/czx+3f+XKlQbL1Wo1tra2SCQSzpw584eP38Dfz9q1a/9l1fdeXl6G+8i/EUPlxT9BRVEh300Zj7N/YwIjO+EV/iTYObhTN1If3GXLu2/Qf/5iOo99CXVVFU0iO1FRXMR3k8ei1+mQGxsTvXcnep0WSwcnnP0aY2pljamlFRq1mjpNDRo9FGVnkXXvNuVFBVSXl6HTaLH38KZR85bcOnaQytJiQrr0pCQ7k8SMTB6Uq3nppalkRl+hScfOyOQKnn3rA+6fO8XxLetxqrChQ9/+7Kw6gLqyEOlP7EAk6CmuUfJNQiNefiYcIyNxk6XX60k9mkKYWRiBvoFYuTXCxtUdaxtbuo2fiJOPL3YeXn/qXOp0Ou7fv0+jRo0YMGBAvTABwoZKr9cjkz3ZR6XySVhho0aNftPLXKVS0aJFiwbLwsLCsLGxwdXVtb6NSqXC3NwcX19fHB0dMTY2ZvXq1ZSXl9N8whKwfXKDn5CQgKurK6rzi4V4MeBrMP4dN56Kn4QsVhWBsQVUl0BhEli68VxrN/TRh6HpNKjIB9/OoKmC1pNh2yiQGgkBIu0yAFrbFhgVXocz94T4IDcRIkdmtKi08OkI93aK7Z3/mWjCY1HDq4MQOkrSRSh4Zgz494aEY6DXQPjzEPe4EqM4FcJHwZ1tkHcPrq8Wwd0mltBuuggS7zgbnH5lpqWR6peXGzBg4D8DqQy8I//de2Hgv5gaNTz7msit6BAB3Z44BhEZAXFxGqYtlLO8Zw5vjHYiNQv6dwKZDPpMhro6MUF962GorRO5GC2DwVQpLKCSHoFWp0eu1ZIar+N+jgkxD0EVCzU1EB4AzZqAjxtk5cOAzvAoDyqO5RC1+SLNDkUS6O1Eu8eXbB9OhfM3pKz5shTvYgcGD/HkwZKjnLJoh1z+xJpSY6xAoXWky+rhdG7nh8LsyQC0bHYpgyxaYNvRAaMuwrrK2MmEiRPA2Q6a/BNxK7m7HmEdaU/IxlbYdHxSpRH0bXP0Wj1SxZOJIQrrJ/tkEWFN68s/q/L8CXIzOR4TfRssi7DuwwdNjhNiIURBU7kVTtW+dPtuCo1mBtHUrwcAi+KHk2J/m8Frophv2bl+/bulp3FVBnB575ck3z2DubUTPmH/uDJKrjCuf1xTWYrcyAS5TsqdKzvR6DWYvlHD7R1LaN1xKkZGSkpq8om7sZcx84+y4f3e5KTcoSAngRvXtwMSamR6cm4f5NHtg9iPWITS1IoXX92OlbUr506upFxfzqV9XyKRSGnWcijGxmY0Ce2FlbULGk0tt6/sJKLT86TfjObOqR/oOugDWrQbhZWLN2YW9uiBMk0JFlJrIWSo60TYdnk1aHRQUoGRkSlITYRgodGCpekTRe3n/IrAZMCAgf8QtFq4fw+KisDGBoKCxZfW30jPnj1Zs2YNIAZ43333Xfr27Ut6evrful2lUtngPtvA/x90Oh05aRlUlVeiMjfFydP9d00+/bOkpqbSrl07rKys+OyzzwgJCaGuro6jR48yefJkYmNj69vOmzePCRMmUFtbS2pqKhs3bqRr167Mnz+fd955p0G/48aN4+rVq78q9k2bNo1jx46xaNEiQkJCKCoqqp9A+1u4u7uzZs2a+lxXgN27d2NmZva71v//hF6rpfjiedQ52Rg7OWPdLhLJ3/iZ+cILL7BunZhxpFAo8PDwYPTo0bz99tt/qj8vLy+mT5/O9OnT/8K9fJq5c+eyZ88ebt269bdu538FQ+XFH+T4d8u4f1YowSpLK9o8O5zuL02h95Q3GggAAHlJCQAkXTpLaJeeOHj5cHj5Yk6sXolOq8WvVVvqqqvFLC6pjEcP7gIgkUoZs2g54T36YOvVCJlMRlVZCWl3b1KU9YjqslIC2kay7/MFpN+9jWdIUzRqNWm3b+DfJhLjyhK6duyIna0dNw7t4fbxQ/X7FNShM16de1OqUHJ2xRcEGOnRFBWQm5LI7k/nsX7JIvQW1uiRoCjO4/K2DfXr3jlxmPwHdwht3JjOnTvTrHd/vMLE3X9wVNc/LVyAuCjbuXMnP/zwA2VlZfUXTQkJCajVagoKClCr1b+6/vXr11m3bh06ne5X2/wUuVzewLIqNDQUd3d3oqOjeXDvLvbpB1FSw8CBA4mKikIik4vZcUBZWRmbNm3i2rVrMHwTqOxgz0TRkU4HdU/CYjk5HxY3gXOfw8ZnoboYrnwNNWWwJERkZXi2EfkXpY9QKM0xKksXFQ+L/ODycuj6ATTpB2EjhHChMBV2UIDcWIsEPRK5Cfh0hsC+4NtdiBgyIyFcyIyFfZOuDvjJDXK716DpSEg5A+hFWHf6ZQgbLpqNOyz6urUB1BWiusIpBMJHiOmwcqXYd6mR+DG1FefDOfR3vQYGDBgwYOB/g5U/wPZj4rGJMYwdCFNHwkfThPjwU+6nie+hXfHmdGkN7ZrC/G9g0TohfIQFgKWZEC5kMniQ/GTdZe/AiF7Q1L0OqUxChVbGyatQWAIZOdC1NcxdCaeuQstQIYKcuAIDO0OSkyPm84VN0+5TQhz5kcgImOSdS+jNOOatV3Bseh/S3ByJS4F3v4KvJ2Xg+TAdGXpi3VxZcs6ift2z0XAozQJZb28Clzajb0eIejxfokurf064qMmo4vbQy9waeomy68UYO4tro6LTedTmqalOqqCu+JfDrwEuFe7gzXvtqdZW/K7tySQywiy7IH1c0dvcug+jYxeR9U0a8SdjyDh3GkW5jJe8lzPY9S0cTDyQPb72rdXV8P6D7ux49BGDXluNe0BrNi94YgNVW1P1ZL/2fMmHw2y5tHcp385oT3VlKZf2LqWmqowvXwli15LxYKwguzSZ4vw0dJJayqszsbJygdQ8SpNiCe8xFv+I7rQfMpvKsgKatRlO01ZDGT5mBf0GzsHJJZBGAR3QGklw9G9GWu49blzbzvVrP9AqZDADn/uckFaDcHIOZNLMw7SKfJ5ThxeTkHOdckkl2rIKLC0daSN/g+yZCRg7ORIc0guphyMl6gJunlqPXqMBE4UI5rZUUZ8XpDIWjyWIa0cnm18XLgwYMPCfzcULMG40vDULPvtE/B43Wiz/GzE2NsbJyQknJyfCw8N58803ycjIID8//1fXiYqK4tVXX2XWrFnY2Njg5OTE3LlzG7RZvHgxISEhmJqa4u7uzqRJk6ioePId8dNZyvHx8UgkkgaDyABffPFFg4mD9+7do1evXpiZmeHo6Mjzzz9fnzlm4L+DlAdxbFm8kgNrtnBqxz4OrNnClsUrSXkQ97dtc9KkSUgkEq5du8azzz6Lv78/QUFBvP76609VOJibm+Pk5ISHhwcdOnTg22+/5b333mPOnDnExT3Zx6VLlzJ58mR8fHx+cZsPHz5k5cqV7N27l2eeeQZvb28iIiLo1q3bP9zfMWPGsHXrVqqrn4z1rF69mjFjxjzV9u7du3Tu3BmlUomtrS0vvfRSg/fZCy+8wIABA1i0aBHOzs7Y2toyefJk6uqe5I0WFxczevRorK2tUalU9OrVi4SEhH+4n/9ucvfs4nxjL2707MS9F57jRs9OnG/sRe6eXX/rdnv27El2djYJCQm88cYbzJ07l88+++xv3aaBfy0G8eJ3sGPBe0TvF2+23OQk8tNTyUmM5/i3ywjp1oOygnyKc7MozskiJ/FJmWXk8NE4NfKj07BRPIp9wIWt6ynISOPRvTtYObnwKPYB1/Zsx8bNA4/gMAozH6F9nFmhqasjNzkBl0a+mFvbcGHzWqQyGU0iOxPUsQtWTs70mTYL18ZNeHjxLEpLS4qyMkm4dglNdTUVD29x68h+KkuKubZXzLzX1NZSW12Nv6Mdr06ZQusBgylOTURdWUF2YgLJMdGU3LmBb9c+NOvZF0dbazLu3SH93m30ej0WDk60CQ+lbYeOANw5eYSSnOy/5By7uLgwduxYTE1N60WK0tJSNm3axKVLl/j66685fvw4Bw4cID4+Hr1e32B9qVT6T88MyMoSPu/XD69Hduh1Nq5fy8aNGzEzM2PX0rfISbwFgIWFBSNGjBBVGyaWotLB9bGZ9cm5sDhQZFMAuLcEqVxYOmnUwmbqyGxhFSWRQkmqaOcdCXJjIWKYWEBJmgjx1mmFkAEiWwKECBHQG7ovEFZNNr5iHxKPw90d6BOPEW3pgL768QwArRrazxD5FQDenSBkGLg2g4hxYOYohI+iZKjIg7wHEHcINgyE0nRRwaGrEyHf93bA1a9hdgrMiAfHEEg9C7H7nxyzAQMGDBj4n+f95fD1Y6efxAyIT4O0LCFEdG8jrJJSHkFuoQjl/pEXBsnw94Qp00y5nwTf7oCkDLh6GzychKXUV5vB0xnahkFBsbCL+pH7SeDqY4SDo4xNR2RIgPZNRfWGqwPMeUWIEYfOg6kJVFSJTI0qnYwjFj7suSAjI0dYT+n1QuCoUUNpL38iEp7hmUEmZOmUZBVKSX4EZ6/DjipXhrsWMOoZKYq2TtxJgCt3xIR6O2swmx5C+FxRMXrskjievwITdxUtL3bGtLEFmnLxHaut0nC9x1mSP3nI5ebHeTg1hgdTbpC7+xF6bcNrIwlSZMiR8Odn9t/lNEfmLSbmi4PsXzqRr86M4b2bXWhc2p4ZhxtzIUHMdDOSmvBBk+MEW3bCyMQUTV0N7o3F7MQLuz7noxH2VJUVAuDi2wyVuS13z/2Apk7No/hoDn4zjeRbp5BIpRTnpgLgFRyJVCrDJ6wzKnNb4m4fR6OS4ewahMpECEja2mqqq4qJaDmUbkPeIbjbc3hFdGLqe6cZN3kLrSKG424TwKkdC7h9ZxfPjVmJrYM3zVsPZ9ira5BKpVhZu1Cjr6F5jxcxs3Om7TNTuXvvEAkpV7hvtZn4TjvRVlZBdS08KsDSwok2UePRaGpF0HaVGvLLwMcZvJ3ATAmVahHSrdH+6XNvwICBfzMXL8BH8+HnA/EFBWL53yxg/EhFRQUbN27E19e33sr511i3bh2mpqZcvXqVTz/9lHnz5nH8+PH656VSKUuXLuX+/fusW7eOU6dOMWvWrF/sy9/fn+bNm7Np06YGyzdt2sRzzwm75JKSEjp37kzTpk25fv06R44cITc3l6FDh/6TR23gX0XKgziOb91NZVl5g+WVZeUc37r7bxEwioqKOHLkCJMnT/7FzNLfY/Mzbdo09Ho9e/fu/d3b3b9/Pz4+Phw4cABvb2+8vLx48cUXf1flREREBF5eXuzcKcbW0tPTOXfuHM8//3yDdpWVlfTo0QNra2uio6PZvn07J06cYMqUKQ3anT59mqSkJE6fPs26detYu3Yta9eurX/+hRde4Pr16+zbt4/Lly+j1+vp3bt3A4HjP43cPbu4M3Iw6sxHDZarszK5M3Lw3ypg/Cj4enp6MnHiRLp27cq+ffueapeUlET//v1xdHTEzMyMFi1acOLEifrno6KiSEtL47XXXqu3C/uRCxcuEBkZiVKpxN3dnVdffZXKyspf3aeSkhJefPFF7O3tsbCwoHPnzty+fRsQQvEHH3zA7du367fz09ffwNMYbKN+hYriIpTm5kgkUsqLCkCvp05dg6m1DTcO7Ob+2ZPUlJdx74y4GJBIpUikUuQKIzqMfIHU2zH0n/Eufi3bkBn7gB/en4VULqfjyLE4NvLjzPrvCYrqwsWtGyjOzmToex+xbsYkruzaRruhI9FrtdRUVtLYLwCtRsODsyfxbtaCXpNf48vnB6GpraXnpNc4uXolxVmPeG7B55zdsJrk61cxVply/+xJlI9DuGVyMStu+4fvUqtWk11QSD+geb9BSKUyzmz8HqWFBVWlJSgsLbl08SKeSgUt+w9BXVnBxq+Xo/IOwKEoi+ryMjqPfZnq8jJOrFpBq4FDCe8zkK+++oquXbvSvHnzXz2nep2O2ppqjFVPf0EBeHp64unpWf+3paUlo0ePxsXFBUdHR9RqNQcOHOD69euMGTOmQeWEVqvFx8eHkpISbGxsuHnzJmfPnqV79+40adKkwXbu3bvH5cuXGTFiBFqtlhs3btC+fXvS0tIAKFK4ci5kGW5G9lTExuLt5UkzyQ7yoxUsOeCLSqVCoVCQlpbGG2+8gbl3Bx7J3LFXqzH26y4qI2SPp5p6tBbCQkECuDUHl2bwykVwCoaOs0S1Q1GyqGiYmQjG5tCkPziFgo033NzwpK8+n4OVh6i6yH8I93aJqo/hm6HsERTEQ24suSknCSxMR6dQIXMKEyHdh6aLPqTGIvjbvztsex4kMiGYlD0CTQ0aICF+P/5IkNVWQ3kuWHuC6yAoiAOZCbSeKoQWubEQWjq9Cy5Nn+ynAQMGDBj4n6S4TIzVGikgKw8cbEGjARsLOHwebtwXIdlHn0RwYWwkrKDmTIRD5+CT12D1fEjPhpc/EDkYz/WGrm1g4fciRHvZFkjLhuXvinDt1bthxguiv7IKaBoohIkfjkKgj+hz4DTIL4ZJw+HwthIexJnzyQwZ+87A+Rtiv09feyKkSKWg08Oc5ZCeqkUZk0X+DFeG9xMOP++vAAszMcvHWl/LozUpyArN6DPeH1MlbHsxgbLMeM682oNbaXJmjgWtDhauhp7t4I2ROs75HMT9lUY0ercJv0V5JZj/8qURVq1sGwR4y1RyWpzqhGmAObZdHNFUaLg35iqPvk4mdEtrnIa417f1PBzBi1kr0Ug0EAR5BzI5umM1Tgtd6ObYMH/qZskxNqS9xQz/rZjJbdif/QXPOL/O7tCPyPVPBmsd7hFDCa7tidmZE/iMakbjHebcfbiWTb0XYK1wQSKRcL/sLEtCb+Ed0pFCZQHldUV4h3aizTOvYmwqrkvdAlqh09ZRmJ2IpZ079q7+TFp6HVffCCpK81CZ24JGS3jLZ2n8Qz9MVBaEdhyB0swaha0NAQFRIjsC6DZ6AV5+rfEI6kRZaR4FiffYufk13ljxkIqyfEwwpqIkj8CmvclMiUGtrqSoMhdrS2ckBWVIEIHbpkYW1Eq1LJweyLR3zhDWfCA52bE8uLYHra6W0kfxWFl5IJXKkNZqMFaaC5Gi7vHEEkuVqEqVPb7JtTMXpUPyv9daxoABA38TWi18u/K323z7NbRu87dYSB04cAAzM1FpX1lZibOzMwcOHPiHk/VCQ0N5/32Rnejn58eyZcs4efJk/czyn9qgeHl58eGHH/LKK6+wYsWKX+xv5MiRLFu2jPnz5wOiGuPGjRts3LgRgGXLltG0aVM++uij+nVWr16Nu7s78fHx+Pv7/2K/Bv4z0Ol0XDp04jfbXDp0As/Gfn+phVRiosiFbdy48Z/uw8bGBgcHB1JTU3/3OsnJyaSlpbF9+3bWr1+PVqvltddeY/Dgwb+YofFzxo0bx+rVqxk1ahRr166ld+/e2NvbN2izefNmampqWL9+fb0ws2zZMvr168fChQvrc1itra1ZtmwZMpmMxo0b06dPH06ePMmECRNISEhg3759XLx4kbZt2wJCNHR3d2fPnj0MGTLkdx/zvwq9VkvczGliZtBTT+pBIiFu1nQc+vX/Wy2kfkSpVFJYWPjU8oqKCnr37s2CBQswNjZm/fr19OvXj7i4ODw8PNi1axdhYWG89NJLTJgwoX69pKQkevbsyYcffsjq1avJz89nypQpTJkypd7i7+cMGTIEpVLJ4cOHsbS05JtvvqFLly7Ex8czbNgw7t27x5EjR+rFE0tLy7/nZPyPYKi8+AXqamr4fuqLXPxhIw8vnKHoUQZxV85z/8xJkm9cRSKVojAW5d8qK2v8WrdDIpGg02ioU9fw8OI50u7eprKkGABnvwAsHBwxMTVDZWXDlV0/kJMYR3l+PuZ29rgFBqGytKRJxy64+osP8PirF8lLSaK8oIAHZ0/SdshIBs6aA8CYRcsxt7Ujev9O7p85ibmdPY5ejeg5cTou/oGoqyqRGxkR0bs/7UeM4ZWvhfVTeLdelBUWIK8owdLbD51Oi0Qh59m351GYkY5XWFNqCvJRFOeRd+cGd04eIbhzd5pFdcHLxwf38AhKcrPZ+/lH1KlrGLfkW1oNHEZ1aQlebi4NArF/5MH50+QkxlNXV8e6T+ax8qXnqan8ffYFAD4+PpiYmBAcHExERASzZs1i0KBBeHh4NFA5T58+zYkTJ9i7dy979+4lPT2dyspKNBrNU32q1WoyMzNZvnw5O3fu5Pz58xQXF2Nra4tUKkWhUHDmVgoZGRkYGRmRnZPLZ9LJrE+2xcbGBpVKRVZWFi1atMDc3JzyNrNYdT6Ly5cvCyEgavZPNlYhArZbvQy9P4WvIqjd9SK7lwdxx8oZvDvA6Y9EYLfxY2/tLnMg/QooreHNDFGhkREtqjzKc+H0ApE5odOISolVnWHbGDj1IcTtx0lqhBkgq6uCrOtCHHlsAUHzMaDXQv7jkkO9FmwDRD+hw8kxscRbU0edkVIEbCutoSIXbqwR/WhrIfkkrGwH2sfntuNM8Ov6u19TAwYMGDDw38nI2fD5OniQBA9T4Nx1UZlw+IIYt/3Rut/cVFgnKY1BXSvMdPaegjvxwt4JRFB2I3chbni4wOZDoqriQRK4OEBjb9FP70iRYQFw+TbcTYDqGiFcDO0BK98Vz33zPni7wenTaty+3c+U6ouE+cOMMdA8SFSCSKXQNwrGD4J9X4kM5d7tQVtZR6y7KxF1+ej1UFkDi2ZAcakeXw89RXojLgX4c7DCgV0noEtr6D7cHIeOtrTzqqGsAl7/DB7lwKZPYMpzUFghQdrVHcsWNk+dx7PXIeYh6HV6vnklnb6T9GT9uhPIU1i3t8PI3hiHfi64jPCgc9EAQja0wr6PM7X5Tyw2Uz6NJWneA67NPs6i+BGURBdiecIV9Y8VnT9Bp9eSXHWTOWe6c27ybnamLSS16jbeqlAkEgklzTM5p9nBJZvtxPY4TarFLeJe0XG67SUcjL2wUjiQUnGLSNvheKpCaDfkDTY7LGNzxnu4+jajx9iPkcnEnClNXQ06rYamnUczcs5evngpgJ2Lx7Hi1XAsbOwJaNEbiisguwgTEzF412nEexRkxpOWeA18nHiUdZ/k26dRGCtpEtyTa/uX89287tjYemBh7ghZhWz/7Hlijq7GxsgOJ5fGJMdf5Nsv+rP47QjuXd9LZrqY/YapCej0GEkVtO88kSO755OdF4+TYwDtn3mNUa+swdzCGR06EcgtlbJ5zStoi0qgVlwL3bz4A4tf9Kem8nGZkJU5mBtyvgwY+K/l/r2nKy5+TkG+aPc30KlTJ27dusWtW7e4du0aPXr0oFevXvWT7X6N0NCG9r3Ozs7k5eXV/33ixAm6dOmCq6sr5ubmPP/88xQWFlJV9fT3AsDw4cNJTU2tt/HZtGkTzZo1qx90vn37NqdPn8bMzKz+58fnkpKS/vTxG/jXkJOW8VTFxc+pLCsnJ+0vKil9zM9dNP6Zfn46M/4fodPpUKvVrF+/nsjISKKiovj+++85ffp0A/upX2PUqFFcvvx/7J13dFTV3oafM30mvfdKQggtdKT33osCooIUQVRARbHrtWEDsSKCgoiK9N5D750QEkIq6T2TnunfHzsEuajX60Xv1W+etbIgZ86cvU/JmTP73b/3PUlaWhorV65kypQpd6yTmJhITEzMbRUlXbp0wWq13tZGs2bNbst0/enfamJiIgqFgo4dOza87uHhQVRUFImJib95f/9Myo4fvaPi4jZsNgzZWZQdP/qH9sNms7F//3727NlD796973g9JiaGGTNm0Lx5cyIjI3njjTdo1KhRQ5WGu7s7crm8warM19cXgAULFjBx4kTmzp1LZGQknTt35uOPP2bVqlXU1dXd0c6xY8c4c+YM69ato127dkRGRvLBBx/g6urK+vXr0Wq1ODo6olAoGtqx5w39Onbx4mdQajT0eHAq0d164REYjCSTUZCagkqrxSMoGJvVSlVZKToXV4bNnU/Tbn1o2r03Kq0Om9VKWU4W7gGBFKSlUFNTQ3HWDTQOTmhdXNnx0bv4RzZB6+yCo4cnUZ26UZCawrltG/GLjGLb4nc5tGo5BWkpdB73APqCPLpNmMQ9Y8Y33Jhdffxo2r03+vx8dC6uVBYXc/i7FSSdOIJ3WCMkSUKuUHJu+yYu7dnOt8/P5eNJ93Jp706MleVoHJ1wd3bi4PffsH/lMuIP7EXu6kZWagpywEey0LJHL2QBYXw+/QESN/1ATnY2CaWVyJVKUs6cYPXzT3L91DEUSiV7Vq+g8Oh+iuIvsvLpWQ3WVwAHVyzl0t4dGI1G8uvMeLW9h1NnzmKx/L4yeq1WS8uWLUlKSuL9999vsHp64oknmD59OoGBgRQWFjKwXz+mjr/vjge42tpamjVrhr+/P7W1teTn5/PUU0/h4+PDkCFD8PPzo1u3bvj6+uLl5UVRURF79uyhzirHLNPg6upKx44dad68Oc2aiVBqJycn7rvvPtq1a8fu3bvFTBRjDbZlfYhd8Qb7/B6Hw+8IAWLgu1g9G+MkU9Ni7TQ49TkMeBum7L7VyZpSuLpJVFKoHWHnM7D3JTi1RFg8+caIigmAZiOh69P14oQEge0hqBNICpFJodSBWxC0f0Ssf32fUL4bDwC1q7B9qsqFoR9C3BoCvZuisYFG5QxjlkOTwWCoBo0rDP4AnowHjwhRMSLZbx927Nix8/+Jx+8XlRE+ziU4l3xAXk4+VbXQJFR8tBSViTHbF6aJ9Yb2FEHbNhtcy4BgP8jIBUOJkdx8K1o1+HjAm0vBxx283MDNBUb2grRsWLkZmjeC976GhSvh2EWYPkZUfUwaIaosFPU1xN7uMKQbZFWq+LbJQLZomrN4New4As3rc6kdtLB+L3y7Dea8AwNmwMZYyK7ToFGBUzdv1q838MkntazaCpE1paRcNSJTyrjaqwVdRzlzb10qIx828tYlX8ryTDi9eARnRzgbD4++KbanVcO6D0v5qDycszpf7psnKkZusnQdfL8DbCYrngdSGKHKofKjeCw1d064+C0oHJX4TQim/FwZh/y2UrxHKEQdj/Wm44k+1L1VTGZNPKHPhTN8Rz+GBj5x2/trzBU0duxIa5cBSKVyFGsdWBZ1gxYuvZgcupBIxw6MDXiBUF0MPQ49TJWpjI9TH8agNCJplPiow+nmMYGeXhPp5jkBSZJQytS8ELWFUQHPsi77LZ6J64jNZmP5c71449t21D0axbGNH5B8ZiejZi8jsHE7FAoN3715H/tXvyKCrgM9G/LGTHXVxB9dS176ZZDJ2LvyeTZ/MgPKq0GCWmstFeUF2KwWZry0C5mbE526P0xM21GgUdL8nlHMfHo77l6hdO07i6iWAyisy8OGjYzEE1gsZlCrGDjqJQbf9wb+AU3B24VTu5Zw9syPKBUaFHIleLmCqwPubkEUFaeRW5sJId44egfgG9oCuUL1z6fHjh07f0V+awDvHxTU6+DgQEREBBEREbRv357ly5dTXV3NsmXLfvV9SuXtlfCSJDVkQmZkZDB06FBatmzJhg0bOH/+PJ999hkARuPP5yf5+vrSu3dvvv/+e0DMKp84cWLD61VVVQwbNqxBaLn5k5ycTPfu3X/3/tv5c6ip/GXLm9+z3m8lMjLyZ/NU/h1KSkooKiq6zY3jX+Hn54dCobitIig6OhoQNlD/Cg8PD4YOHcrUqVOpq6tj0KBB/37H6/m1v9W/IobfaCf/W9f7d7lZrabRaBg0aBDjxo27I/MHxD1r3rx5REdH4+rqiqOjI4mJif/y/F++fJmVK1feJtQOGDAAq9VKenr6z65fVVWFh4fHbe9JT0+3C7u/E7tt1D9RU66ntrKSVgOGUJaXQ/GNdJRqDQqVCqVaQ2VxMb6NIslPTaamohy1oyM/vvYcGgcn/CKjiOzYhYMrv0Su17Ph/TepjW6LpiQPeX69Wi1JnFgnfCOdPb1o2q0XVouZI9+twMXHF2NtDZlX46itKKfDiLEkHj2Ie2Awpzatpf8jj+MX2YQ1r82n//TH0bq4cGjlMtoPH4MNOLZmFeP/8R5th4ykWl/GlaMHuZiRjZfchik/l4L0FNGuhxfLnphGeaMWKKPb4B4YjJ/JQn78RUxGA1pnFy6dOkltUCRauRJPV1dKL5+m67gHyS5shslQS21VFSBx/MdvSauz0qhLH5w8PPEKCUP6SUnhpIWfo9bqUGo0PPf6m5w4cYLY2Fi8fXy4cOECI0aMwMnJ6Y7zYKytYf/yz2k7ZCQ+4RENy3fs2IGzszMxMTF07969wfdTq9Wi1Wrx9/cH4Oj3KzmzdQOzln+P1vHW9r/55hu0Wi2PPPIIJpMJuVyOTCZrUOGnTp1KUlISJpOJy5cv4+TkhJeXF9XV1VitVi5cuEB8fDyPPvooycnJKBQKAgMDG6ypGvwZJQmbyoGy/Br2yxMhtC39Yl+D4M5o7ltFX5sNzq8Uwdq5l4SN003cQrANWYTRFIXKakOasAYMFbC0O6gchEAxNw6W9xV5GOmHwNkf+r1JTZEP5v3LcFJLSCGdRcZGWHeoLhQB3gY9PJsGRdeE9ZTVDHlxkH5EZHN0ewY2ToWqfFgxCLrOBaVGvP/GcfG7y2hoPvp3/X3ZsWPHjp2/HpXVIrticDfIL4Zr1yvQSfnI3Vxx1EJuEbSIFFUR+koID4Rxz4BGBc0iYEAX+Gg1tM2IY/MCJywHLnGxcTjxTWMa2vim3pbWxx0mDBZuPMs2iEyJqhq4eA1KyuGJ+8VyH3dYt0dUUQzqCtNeg6mj4OlJEv9Y4sW4QUKs+HK9sJX6/l1hX7VtnxnXd05Q0j6YDE0ol+onsHl7yRj/LLy4YSezJYnCB0dSZFCQnS2jrAr8veDU+jKa7b1AUCcFmvYhLC1pxmNPG2lSCZU1UGcUxZbf74Swr04xO9IJJ4/uRAbfHlz+2Yvid5lazpjrvcn97gbxDyfi0sqF7GVpNF3SFm2Ywx2zCc1meG+FOJ5tf+JElfxyPDajlbDnmhD2fDTObYWlksJZiVNLVwYzk8HMhG9PwsK9sOVxCLllRfXu9XvRm/L5KOYypiYGZPcpkCvFJIkSYzZvNzvCtcoTmK0myhaVEvJBDFK4jTpLJRabmb2FX3KwaBXvtzhFWvVF4soP0NKlN23dxJd6T3UQQTox4UOtc6bEdo6kdCMhwb0JcovCN7gprXo/AMDF2FVIMgVXjq+nRfdbnulaJzdGzl5GVnUlRpORe+d9i9lYC8UVWG1WevR7nO4Pvow8Xw9mKxaTmYLC68h9PDDn5XBp7Sbuf+4Fnn7nvCitcdDQpv0YbPoqNn33NJPf3ktt1Q0Kr56jVdtRYDAhFeiZ8eQWTG4aqLYJX7C8UnB1oN+w+VSU5pJw+RD+jdsS2aY/kW1+8ixnx46dvzbud1bN/Ufr/YdIkoRMJrstLPjf5fz581itVhYuXNhgAbR27dp/+b6JEyfy7LPPMmHCBNLS0hg/fnzDa23atGHDhg2EhoaiUNiHlv5q6H7Js/J3rvdbcXd3Z8CAAXz22WfMnj37jtwLvV7/L3MvPvroI2QyGSNHjvzN7Xbp0gWz2UxqampD6Pz16yKz9qf25b/GlClTGDx4MPPnz7+tcuIm0dHRrFy5kurq6ob9On78ODKZjKioqN/URnR0NGazmdOnTzfYRpWUlJCUlHSHJfr/Cmpfv7u63r9Lr169WLJkCSqVCn9//1+8H82bN499+/bxwQcfEBERgVarZezYsb8o4N6kqqqKGTNmMHv27DteCw4O/tn1/fz8OHTo0B2v/ZZMFzt38v/mE6YwIw3P4BBksjtvMGaTidykBIKbx3BgxVIy4i7w+Nc/svGdf6DUaBj8+NMc//FbrDYrT6xcS01FOUumTwSbjY1vCU9JQ001Y198g5Szp7CYjFSVleDfKBKFvy+ZV880tOXs6YXVbKH/jCcIiWmNJJPRqv8QshPi8Q5tRF1VJX2nP4Z3cBhyhYLc64kUZ2dhNhgw1tVxdut6THV1IEnkJCbgG9mE+EOx1FboGTLnWY79uArvkHAcPTy5um8nGi8/6mqrkACLyYTW2YWuEx6ioqiAU2fPYa0o48Ta1ai0OiyGOlRaHQWp1+n3wBRObfyRzhMeIKBxNAnHDiGvqyYrIQ5bvSJsrKsl6cRRmjduSt9Ro3FyciKyQ2eunzpG4rHDDHvyORzdbn+g69SpE61atSIjI4PS0lIWLVqEq4sLDz70EG6urtRWVaJzdsFQW0P65Qs0atfxNvGiuroapVLZEHjzS7QeOAzviMakpGcQFRWFSiVmwkVGRnLs2DHWrl3L6NGjOXLkCFlZWbRv3541a9YwceJEampqqKqq4vHHH0en0xEbG0tZWRkymYySkhJMJhPp6enExsbSsmVLAgMDG9q95557IPM0e9+eQI3CDa+m3QmxptDn6gVR7dBafDlHkigKGcqu5W8y3DEe18B2oKs/VsZq6jZ9TYnhZTxUpWibBsGZZTDma1g3GTyjwCUQHj8LZTfg6wFgrALXQCSCMQQ+hmOz1khJm0TlRfdn4dA74OQnfs6vgOT9IvtC4wKmWpHLofPkyq65HFeZmWLWoTLVgHczqNPDxPUQ2e+3/rnZsWPHjp2/AGnZEOhz+8D6TSxWuJgo8iW+2gibDsDepSILoqgsjFcXfcCilVBrgB2fC/ecftPAarMx+0094EadET56DpLSoboWJqTGUtkoiGuPtGR/5q0H/SBfEcr98gzo0EJYUI3sDUfOC/uo/adElUXbpsJmKjFN9K1YL4SN9XtFZYNCDifjRLXG3pMio+Oph2D3MVAqxLbXH1YQ0aIpRi9XbJVWpLJ9OHp35/HxGjLzJbIrm5Bp0bBvPahVLpgtQoS5ngFPPu3BktAxjBog0ece2BTrTqmfjUtfJGBURwMSLSPh8nUImtSNeTPlaEOE7dXZePhxN7z+GLg5336s/SeG4DnAl6r4cmrTqzkesweFl5a2Gzrh3NqNsgrxHqMJzsRDVNjt4oWp1IC1zorSTUXkG81/+YQPbwXeTpxwOEALUx+clOK5o1/5I5z6bAcfzJrIrA5LOFSynENFq3k45ANevNqD2Y1WoFO4UGLKov2xHgxxn8Q32c9itlqoNpVQZsrHbDNyvnQXe4qWEuHYnpYut57Renk9RPO6Dsx6V4MhQkH7gNFIxQrcs1dz+tRqRrT46Na10LU3L+5tS+PzfrToPOa2zIgvF01mY2UV71nM3D94Ghf2raTKL4of3xtPVMfhDHvsEwjyorwkjwvrPmH/9nd5uM0uLGolyYlXSc67TIB3OA4KZ/BwBn0VkkrBk68eBYWGg1v+wZWja2nVYqj4AwDkShV1RUUkZJwgKnIgcpkCVErkkgyHRhF0+pWsNzt27PyFadYcPD1/3TrK00us9wdgMBjIzxdVdGVlZXz66acNVQ6/l4iICEwmE5988gnDhg3j+PHjfPHFF//yfaNHj+bRRx/l0UcfpVevXg2TBQEee+wxli1bxoQJE3j22Wdxd3cnJSWFNWvWsHz58p8d3LXzv4NvSBAOzk6/ah3l4OyEb0jQL77+e/nss8/o0qULHTp04PXXX6dly5aYzWb27dvHkiVLbrNHqqysJD8/v2EcZvXq1SxfvpwFCxYQEXFrrCglJYWqqiry8/Opra3l0qVLADRt2hSVSkXfvn1p06YNU6ZMYfHixVitVh577DH69ev3m/NZBg4cSFFREc7Ozj/7+sSJE3n11VeZNGkSr732GkVFRTzxxBM8+OCDP2uz/nNERkYyYsQIpk+fztKlS3FycuK5554jICCAESNG/KZt/Nm4demGOiAQQ27Oz+deSBLqgEDcunT7Q9q/Wa32rzh+/DiTJ09m1KhRgBAZ/jk3RaVS3eEU06ZNGxISEn5TGzfXz8/PR6FQEBoa+rPr/Fw7dn6Z/xe+LwVpKXw7fzZXD8f+7OsXd21l3Rsvcmrjj2idnPEIDCHl3GmsZjNmo5F9yz+jLD+P7R++w54vPmbDgldw9vQGwGiowzMkjMh7urJ89jScPL2I7NiZvlMeJT85iex92xoOspt/AG2HjkLr4sLOTz7gy1kP89nUCax74yUKM9JQajSExrTl3LZNfP/yPGzY8AwOo6IgH5vNSl11FQnHDmE1m0i/cI7k08fJT75GbYWeZj36EN6mPcbaOi7s3saZzetw8vRGVVtJh+FjcPGuv1FKMtbu3keJGarjzmLMyRD7UVcLNhtaJ2eGzH6W8Nbt8QlrREiLVniFhHFp9zZSz51qEC4UKg1nNq9Fn59LzrmTqJW3HkxqKyupKCr82bI3SZLQ6XQ0bdqUWbNm4WgxUF5cRPa1RM7v2MzSmZOo1pfh5O7JzKXfEtCi9W3vv+++++jf/1/PbHN090DrG8iGDRtu++CLiYnBxcWFhIQESktLMRqNFBYWsn//fgYMGICHhwdeXl6Eh4fj4uLC3r17OXfuHKWlpRQXF2Oz2bDZbGzbtg2LxUJMTAzfffcda9asaWjD4uhLmjqaGrkL51OLcCkKwvzIca61fJ4qn/YN6xkMBko1IRjLC2DXsw3L6+KSUfcdg9uYUDSRbkJc2PsyZBwFZ1+Qi7wV1E7CTspigjaTIX4j2t3d8Jroj+zAS1B4DXq/CEVJcGEl6G9A1mnY/5rIr7BZoVYPkf1B7QI1pThW5tLSZEOmchDWU1mn4KVCu3Bh5y+BxWpjzZlMyqrvnDlxOUuP1Xp3/FXt2Pk7kF8Mk14UA+o/x8EzMPddWPSNyJ5oFCjEBLNZRB699xVk5ME7X8HHH+1g9pRnCfS1IcNIRXE6TUKhezu4bx7UGaB/Z0h4YwZTGcEbhY2p1WgAYff00DDwdTew5B+PMn7KbgbOhMkvQVKGGLBv2xSOX4Dxz4DZIrIySsvF+LJcBhsPiGyN1CwhVMSnCuGiV3vo3VHkXew/CR99CyH+kOXmyZihCiJ8i9AWL0NVdYy64TsI33eVrx2iOegqLAiMRhHq7eQAz00TOR4RjWR0jJEI8IE9J2DT3lpkdQmAhFYDWw+J3I5DRc5U/mSmYlWNOObmX/iOovJU497Tm65Jg8hqHUZJiZVLF8zsOgYjnoD0HNBpYdNiG0Ob3T7ztulnbWn+Vfuf3/BPcdGS213Ne8njOFC0smFxu+DB2LoaOCb9wPWqMxgsNRQZMll4/QEmB79HY8dOeKtCiXHuh4u7N5vyPmBH/qek11yg0HQDE0ZsWFmd/QJlxnx6e07mk5QpPB9/6wuqg4sX5hhXbE5KrqhOYQs7xvTPj+M7fiCFylt+7AZrNTZ/HQMnvAYFZQ3LT184xDOvH2TRU8sZ1kNUZOxeMZ8ze79k+tNb6dq73h5TJuPYunfRaJwYP3sVuRlxbPh8JPN2rePb94YTu/EdcHcEqxUqasBkEcpbWRVDh7zE3BcOgcXKleS9HDu0DIvJjBwFbm5htwIma+ogzBeVh/tdDTC1Y+cPI3afyGf4Z1KSxU3dzp3I5fDIo7++ziMz/5CwboDdu3fj5+eHn58fHTt25OzZs6xbt46ePXv+7m3GxMSwaNEi3n33XZo3b853333HggUL/uX7nJycGDZsGJcvX77NMgrA39+f48ePY7FY6N+/Py1atGDu3Lm4urra749/AWQyGZ0H/3p2ZefBff+QcxkeHs6FCxfo1asXTz/9NM2bN6dfv37ExsayZMmS29Z95ZVX8PPzIyIiggcffJDy8nJiY2OZP3/+betNmzaN1q1bs3TpUq5fv07r1q1p3bp1g9W4TCZj27ZteHp60r17d4YMGUJ0dPRtYzn/CkmS8PT0bJgc+8/odDr27NlDaWkp7du3Z+zYsfTp04dPP/303zo+K1asoG3btgwdOpROnTphs9nYuXPnHXZT/ytIcjlR79dPRvnnHJL636PeW/ynhHX/GpGRkWzcuJFLly5x+fJl7r///jvGLUNDQzly5Ag5OTkU1wvY8+fP58SJEzz++OMN1nhbtmzh8ccf/9l2+vbtS6dOnRg5ciR79+4lIyODEydO8OKLL3Lu3LmGdtLT07l06RLFxcUYDIaf3ZYdgWS7W2k5/wYVFRW4uLhQXl7+i4rl3cRqsRB/aB+RHbvcZiFUkp1JwrGDJB47TGVRIe2Gj8ZmtXHt+GEkSSIwujnXjh9GoVZjNhhQqNQ4untQXliAs4cnQS1iiD+wF/+oaHKvXwObjYj2nTCbTXgGBnFu2yYUag2B0c0JbtGSVv2GkHTiCEd/WInZaMLF24eiG+l4BIXg4u1DXnIS0V17otY5cPXwfsxGI53vm0jq+TMo1RpSz55CplKhUCiprdAD0HH0eK4dP4zO2YWBs+aSeu40x9d+R2B0M4bMfoaDK78k9/o1Qlu14fLendgAjZcvxtIiQlu2JicpEbPRiKu3Dx5BISSfPg7A5IVL8AgUCnvymZNsXfgWbv6BeIWEcf3kURxc3anW3/L47P3wTFoPHPrzx99qIf3iOUJj2mC1WrGaLah1IsQwM/4yWz54i05jxhPWuj3JZ07QYeRYZDI5Bw8e5NixY8ybN+93h9dkZGQQFBTUMOvj5MmT1NXVcfHiRSoqKpDL5Q1qp1KpxGQy4aJTUV5jpEOHDpw5cwalUonNZsNsNtO0aVOys7NRqVSUlJQ05GfIZDJRdYEQJT744ANsNhvdu3bm0JFjTJo0iRUrVtCjRw969ep1eyev7wXXYPBuguFyPEU/lOGm/gyH1364deOvKhQixUcx4N8Kpu0Xyy+vgc2PCiFi8EKozIM+L0PCFnAOhK/6QqcnoPNjkHoItj4BFgPoPME1BHLP3+qHJIcHN8Oa+4U1VcYRUbkx/0aD57QdO/+LWK02Fu5LopGXI0+tvcybI5ozqk0AXd89gJeTmleHNWPi8tO8ODiasxmlhHjoeHHI/2bJ7a/xZ3922vlz+bPPr80mgrY7NBfWTDfJLYJdR8Vgf1YB9OkIEcGwYR9U1ULfe2D7YTGgX1ktxm2aepwgPeEUspC5DO1q4Ps9WsIC4UaOGPzv2FLkHAf6wto9otKjcQj0aCesqOJTYMEX1Wgzn8QpbDTXqwbi4wHNGsG5BFgVeZzrXiF8cjmQojJ45mHYc1xUI+w7CXIFuDkJaysQYsiJy0L4eP0xUWHyzlcQHQYvz4S1uyH2DAzpDqvXZ2JVBtDYVkmyzIVeHSSOXwK5BK7OovJkxxGx3U9fgFYih5QrSTYefUvC3QX6titjbawLTjoZNXUNk/Z5cBjMuPeXz8HJy2J7WpkFak3gLASd5Bvw5HswuDuM7iPaf2CoqDrJXJLCtTkX6Zo0GF3Y77NxuFZ5gjBda9Ry8Wy1r2A5RcYsjhWtIdeQjFbmTK21AgkZOrkz1RY9bjZvyqUSBvg8wq6CJUjIUUs66myVdHAdQWr1eZwVnmTVJdDEqTM9PO+n1JjLuKBX6q83Gw+e86LOUs0435f5Pu8V3mh6gFcT+9LPexozwz+/vZM1BpEAr1Fx5eoxBs3txrzBc5k7e6FQrIDq8mJUKh3KXL24EEPFRJ2qwlwcykWIZ4Exj/PHvmPg1PdJu3wAL7/GuNSowFEjqi/qjFCoFxcqgEYJdSYsZiM11eVodc4oQvzEOgo51NXnuoX5NvTDjp3/WX78AXx94f13YcJEuG8cTJ8qxLvX34THZsJ940GvB6sFnpz33+7xv80f/tl5/Bh8ueT2CgxPLyFcdOl699uzY+e/QHpCEid27r+tAsPB2YnOg/sS1vS3WR3ZsQNQsHkjSc/MuS28Wx0YRNR7i/EZ+cdYj0+ePBm9Xs/mzZvveG3lypXMnTsXvV4PiPHBKVOmcOrUKTw9PZk/fz7r1q2jVatWLF68GIBTp04xY8YMkpKSMBgMDQHzZ8+e5cUXX+TkyZPYbDYaNWrEuHHjeOGFFwAhRsydO5e5c+cComLoxRdfZMOGDRQVFeHr60v37t1ZsGABQUFBGAwGJk6cSGxsLHq9nhUrVjB58uQ/5Bj9HfhbixfH1qwi8dghpn3yVYNvsD4/j/y0ZCI7dGLpo5OprSgXK0sS3qHhtB44jD1ffExAk2hykxIJaNKU7IR45EoVagcHGt/ThfgD+zAbDchVKiwmE5HtO1FdocfZ3ZNrJ440tO/o4UmNvgyVTkddZSVufgFYzCYqigrRurji5OaOV2g4A2bMZskjD2Axm5FkEo5uHlSXlaF1cUGhUlGUkYZKJ9qWkLhyYE9DG85ePhiqqzAYjFj9gunVrz+HVyxh4KwnObt1A5JMRnFmBh1HjSOoeQsOfPUF1eV6dC4uuDZuRuKNLAb26Y2pqoLizBsknTiCf1RTBj/xNC5ePqx9/QXykpOwYaNZ9z5EdOjExrdfwS+yCf6Nm3B+x2Zi+g/mntHj77CIuklG3EU2vPUyw558jsv7d1NdVsLkhbfUdJtNfMG0mE1c3rebJl26o3N2oaCggNTUVDp16nSH7/PvwWw2884772A2mxuuP5nRAMY6XIJCRQlsyn6uGXywSnKGDh3K5cuXadKkCSdPnqS6uppBgwZx/Phxampq6Nu3L+5KAxH7JmEbtZQq33sa8jv27t3LmdMn6WA5S+8H5qGI6El2djZeXl6o1epf7KPt6lZq132F5v55yBp3g7pyOPAWdHoM3EJEpURtOZQmCzFj43QI7AgdZ0LjfiJH49xKmLILUg/CsUWAHIqvQZtJkHIAihMhtKsI/j79JWAW61jq4LGz4OgNKkcRyG0xiswLO3b+h6moNXHPgli6R3qy+2oBjmo5RpOFEE9Hwj0d+Pj+1szfEMfmi7kMa+lH8wAXZvRodOv9dSYyS2poHuDyX9yLf82f8dlpsVq4UHiBopoivHRetPFug/xn7BbvJvn5+bz11lvs2LGDnJwcvL29adWqFXPnzqVPnz6AeBi8ceMGABqNBh8fHzp06MDMmTPvsBA8e/Yszz33HOfPn0eSJDp06MB7771HTEzMHW0fOnToTkH5nzh48OB/NNPxt/JnPRut3Q2rtsHaD8RMfoDiMmFrNLAr3Pu0qBAAoZ+HB8LYfvDhKogOF5ZIraLgalIVzoWvg8999Orbjn2noLxSDLAbjWLQ32oDD1eIPXWrfU8XkbGs00B5lQjsttmgsFRYWEkSRIWKSoeprwhBYteNj/g0ajgHbGHIZaJPZ+JBrRTVEEF+sHzDrTZ8PcTk+LoKC92vJdL79TBe+NGB56bCml0iVPxSEgzvKQSU5RuFwOHmDEOCyjEvvIj3++0xeToQlwQHzgirphemQqNgqHxxB1WH0nkg+nHuiYGJg+GRf0CQDwztAUvWCmHkoWEQ8AsOAcmZ8PBL8PQkGLB/K9qTSUiHnml43WYTx8JqhS0HoXMrcaxq0qvJX5NJ6LwoZMr/fPDcYrMw9XwQelM+IZoW3Ki7ApVhmKp88QsspKlrR5Lj9lHgVYxVZWNW2BccKFpFR/cRxBauJKcuicfDl/Fj9puUmXKZEroIjUnD6edfZOCU9wju2gd3lfA33py7iNU3XsDxspE5Tb+ldfeJpFVfxEsV0mBh9XOkXznCq8/14dlXttK84yBMxjr2rXyBtv2n4BPaXBwki1VUUMgkkUuhkIG7MzhoRMZFSYUIADeaobgCJBsYLODiQGVeJpdPriO6/VA8AiJFgIkNykqzcXTyRBnkDzrVrQklNpt9Uoed/30sFnhwAkQ2hnNnQasDQx2ENwKtBt56F778ArZvhV69wcsLJk259f66OsjIgCZN/mu78Fv4Uz47LRa4Gi/Cud3dhVWU3Q7Jzt8Mq9VK/o0saiqr0Tk54BsSZK+esfO7sFkslB0/iiE/D7WvH25duv3XKy7s/PX5W4sXKedOk51whTaDhnPo2+X4NmpMQVoK108dY8CsJ9mzZLFYsf4bokqjJaRla5JPH0fj6ISxrg6r2dSwPbWDA4bqajGoa7MiVyqxmEy4BwTh7h+Im38geSlJ5KclI9lsgISprr60X5JwcHUnoElTXLx9OLt1A45u7lSXldKsVz+Coluw67OFDJnzLKc2/EBJdhbhbTtSkpWBobaWusoK6vzDiAoJ5MbJowAo1BqsZhPOXj4Ul1dQG9qEof36knX8APqCPMr15aJSJDOd0FZtqSkvpzA9BeRyJJuN9pNncvz0WYxVlfg4O+KjlqN1cib+4D5kShWhoybiVltO3L6dmOrq0Dg6odLq8AgMwmq14BfRBAdXN5r17INSpaZaX4aprg7X+hCean2ZCDrXaMi4dAEHN3dWPzeHFr3703boKPJTruMRGIxPeISYHZeWwurn5zJw1pM069HnX57f4z9+i3dYIyI7dP6X61osFhYuXEh0dDSurq7ExgoLMUV5CVqsVLp4AeDq7ERoSDB5hcUUFhZis9lQqVQ4OjpiNpuRTDVU1Jlp3rwFVVVV3MhIp50uh0r3liRmlTB+/HjCw8PJysri9PGjZN5IZ8K9owhp0uo3XbMWiwWjoQ6trn42ZX48fNkD7lsFTYaIZXtehFOfw4QfYdtsUW3hFQ3jv4MvuoKTLzywCb7qJ4K2b+LoI6otipOE9VRNCWicRQh4i/Fw7AOYsgeC74GDCyDtIEzd+5v6bcfO3SSrtIYgd13D77VGC8uOpjG+QxDeTkJMK6024qRRMOmrM5xKLyHYXYeLVknvJt58digVJ7WCDY924qm1l5EkiY5h7hxLLsaGDR9nDe+NbckHe5OIz67ASavgZGoJB+f1xMtJjU71vxkH9Ud/du6/sZ93zrxDQU1BwzIfnQ/PdXiOviG/XlL+e8nIyKBLly64urry+uuv06JFC0wmE3v27OHLL7/k2rVrgBAvpk6dyvTp0zEajWRkZDT43b7xxhu8+OKLgPAtDQkJYfjw4Tz33HOYzWZeffVVjh07RlZW1h2l1kajkdLSW1WEc+bMoaKighUrVjQsc3d3/8XS8LvJn/VsdCERDpyGySPg0x/A11MM9G/cD08+BB+vvlU5oJCDVg3NI+HUZXByhNo6EaaNpRqHgndxDB1NgbEVkiQep9QqMFVm4OtWRUhkc5pFwIUESMkUDj3YhI3UzYdPdxeIDIGWjeGrDeDvmEBxTgqtuw1n3ACY+x48+4CZ/eflXEgUmRLlVSJDo1hvo/+5S3iMDeaHDBFALZOJMWZvNzCnVjBz5x6CFrdnlTGUYj0Up9QR4GDkcp0z7ZuLgPHUGzYUWDEi471BpRQ9fYY8dMhaeHC5e3OiQkXFiBwbb9nOE9ZHw5FNxXzm0hMnB7HfbZqAwQyh/iLDo09HUZ1SUSUsrkIDxP6W109qdHESlRfBvvDOYzd4ILqQjrMaw/FkrrdrS3ighEIhhKR7n4ZHx8H9g//1+f1+hxBhBv1GS+FZF5sQrmtLhFNbVt54BrBhzByAlDwLZZ8RgISrwpuOLsO5Un2YYkMWRlstDnI3NJIjkiRhMtZSLhXRwW04SknN8dL1BF/zwjUqijjpKI+EfUo/72nEVxzkaP4PHCn+gVl+n9K70fTf1EeLzUKVsRQXtXhWKy/OZtG0SIbO/IT2A6eJlcoqoaQS/NygsJzs9Ivk5ifS4d7ZkFUkLopAT8gpBvNP7AFkEnkF11i+aDQPzFxJWEh7IYDYEPZSJZXg6wqOOtBXQ0U1BHndaYlgx84fTWGhEBhuXnsWC2xYB916gF99AGplJajV8OEHcPQIhIVDdRUMGQ7ffyvWWfIlLHxf2EW1aQenjoNKBRotPPUMbN0M58+Jio2TJ+CjT8HfH3S/r9Lrj8ZelWrHjh07duz8/fnfHKG5S0S060hEu45cPbyf5NMnyIqPo666CoAjq7++LUjG2csbm8VKxiVho1NXdWdoUWB0C/JSrlNTb5d00xutNCeLsrwcZJfOo3VywlxbB9gIah5Dfsp1THW1uHj7UF6QT2VJIddPHkWuUFJVVgo2G9kJ8Wh0jsjkcgKaNKXnpEfY8NbLVJYU4eThSc+ho9m/YilVGh1VVdUAyBQKZHI5gdHN6PngNI6vXc094x7k4rYNpJ4/g0KpwtS4JXl1dQT4BZBx+ULD/tosFlr2G0xM23bIKvScik+g/eDhtGnTBpvVitbJmbNbN5BwaD8D738Qp4tnKc3OYsCjczi57nv0BflUl5agz8tj2ifLG47Pni8+ojjrBo98JgZ9Vj37BDoXV/pOewwnD0/cAwLp8cAUorv14syW9VzavQ2r1crwp14gsmNnfMIjmLxoCe7+gfwWEo8fxlBb86vixcGDBzEYDAwcOJAWLVpQVlZG27ZtiY2NRZIkzC4edBs8mLNnz1JUVIS+ohJJocLHx4eCAjGAZzKZqKmpoa5eiGrhq27waLTa4Ex1AMraEiRJIiMjA71ez+7du+nRowcpGZkcOn2ZSb8mXpgN8N19ENiOkku70VamQ6uRENwJrqyDRw6D70/C4KIGi4DtyH7w9DVY0gUK4kWYt0cEDFkICpUIAJcrIaKfsJEK7wVxa8DBR3hs2CyAHNwj4dhCkXER2AGyz4nXvewlonb+fM7fKGXMkpMsmdiGQS3El/GUwioW7btOuJcDQ1v6YzBb6PruAe7vEIzBbMEGhHs6Mq1bGI19nagxWqioNTHk42PUmSxYbODnrKayzkRGSQ1Xciro9u5Bqo3CMk4GtAh0YcDiI/SK8uaxXhG3VWGYLVYMZisO6r/vR+b+G/t56tBT2Lh9PkNhTSFPHXqKRT0X/SECxqxZs5AkiTNnzuDgcGtgpFmzZkyZMuW2dZ2cnPD19QUgODiY7t274+fnxyuvvMLYsWOJiori2rVrlJaW8vrrrxMUJKwPX331VVq2bMmNGzfuCFlTqVQN2wTQarUYDIbblv3daBMtfs5cEUHYKhWY6mNilq+/JVxIiNe83EVVhiSJgfgG5A5U+79O4zBQl0Nm/q2XNGXfU5mfycmaL7icJASNCvH4QosIuJEnfvf1gPwSsd1l64XwUJZ5ElXFUa5nDCUhTYYkQeNIBS2bwQPPC7HB3QWmj4Wvf7QSVFxCYYoHKDyQy8BBC75esGAOfPKdM5FvD2dfgpoTW6xIconpCRdwSC4m46HhXEq8JagYkdGthYWoQR5kuQ2CF8/Ru2LlUjEAAQAASURBVK+SR+qLITzd4PM1ErviNIxq68TR9s3huggE33wALiYJO6xr6bDjs1vH4tMfIPY0xNY/Ls16S4g3G2bk0UlmweoVSI9HQghsFQLbjpK6/CpTItsxb7IILff1hO/fBT/P33Z+D58T+/9r4sXWvMWkV19mTsQKunmMJ7n6LK1dB/DNjflISKiC9zC+c2fOl3UgufoMenMB5dZi2rkNYWvehwBUW8rQKB0oNmYBNsLLm9A+fBhnS7cDNjKbFJJr1SNJMpIqT+GocGNR8kQmBr4FZTK2Vy+lh+1h5NIv3FdttvoKCjkLP+vG2CHvoAtsh9LBEReDlpdXFaJw/okVbE0+l0+spsf9LyEP8+XCls1cPPwd7TpPRCaXgZeLuMBuWj2pVWAwgUqBn1cUL79Xn49msYq2VSohXIAoEzKYhEXn/6i4bedvTk4OzJgKsx6HwfU2vcVF8O03oNXCsPoA18dmQMtWovwNSVzHD8+B8HBRdVFYCLMfg9paIV64uUN1taiwsFph7uOiugAgOwtCQuCF+RAWBtNnQqOIW+KJ1Qp1tf+zooYdO3bs2LFj5+/D37byolpfxtXDsbQZNJydn35A8ukTxPQfQk5iPN6NGpNy5jjGmhokSSKm/1CSTh65ZSF1szzOasXR04uqnwk4kytVWG5+2/8J/lFNqa0op6K4EIvpVtVG43u6UFVWSn7KdXQurrgHBNF32iy2f/w+hanJqLQ6jLU1dLt/MjfiLpJ5NQ5sNsb/4z0CmjRl66IFDXkUN/EKDUPr5EKTrj3Y98XHOHl60aLPAGJPnsZikxHuokNSKGjTtTsXdm2jMCOVJl17knz6OKa6OmRyOUq1Gjdffya+/SF1VVWseGompro63AOCKM3Nxt0/EJvVgkqrQ6nR0GrAULxDwki7cBYHNzcate1IytlTuPr6YbVYOPbDNzh5euHk4UXq+dPUVVZiqK3BwdWNSe/fCikyGQ1UFhWSfe0qTbr0QKX59zMtbtpN/Ro7d+7k6tWrtG/fnsjISL766iu0Wi0xMTGcPn0aq9WKzWbD2dmZmpoazPWhdY6OjlRVVd2xPblMwlLvi+zn50deXh5KuYSHJZ98fHBycmLGjBns3LmThIQEJEnCwcGBVq1a0a1bt1uWUeU5oFCDgycYKuGDKJDJMWq8UVSkI1NowMkPrCbo/wY0HXGrE5tmQvwGmLQD9r8q7KPKs8A1CHLOw4jPodUEMNXBd2Oh3cPQdJTIuvjxQUjZL6orss+D9SfXsLM/tJ8O574WwsUDP/HgsGPnTyAht4Ltcbno1HKa+DizMz6PqV3DmLf2MlllNThrlcwf2ITXtyXwUKdQejXx4kpOOe/susbrw5vx4qYr1JmtDdblAa4acvR1ADzesxFLj6Riqh+YVcnAaIVlD7bh2Q1X0NeYUMglxrULYvXpTLo08uDlYU1p4uvMy5vj2XEljwsv/3eD6/+oz06L1cKADQNuq7j4KRISPjofdo/ZfVctpEpLS/H09OStt97i+eef/9V1/9lD9J+38c477/Dss89SWVlJWFgYjz/+OC+88AIWi4Xnn3+evXv3EhcXh0Lx6wOPv+aZ+kfzZzwbVdWIgfaRveGrjbBur7A3upYGTcLh0FlR0SBJMKgrnIuHwvrMZLlcCBpmC3i6QrH+zu0r5GLc12osQ7LVYVUKATI8UExmz8wTrj036dgCag0i88LbXdg5vf24hXdXmjl9RY2rI+ir4N4BoK8Q+RaSBG/Nhu5tYfG3sH6f2JZMEjZVIf7CLWh4L3h7mRAzRveFypfO4JlbSvIjnZHr62gz0Zv9J+F8IgzrAbEnbVTVSSgVYnzbzwu+el20N+FZsb8tIiE51YKjoww/H4mqGiEq9O0ETcPhSrLY//6dheDjqBPtyz/eh6vCyPethpCUDglp8H3+18gNBpx2/CQQ1mTBkq1nV6YH3dqI6ox/l5t2U7/Gmqx/sLvgC7p43Mswv7k8fqkpUXFdiejWmt0VX2Cy1mHDirc6lHJTEXVW8TzkKHenyqIHfhpsKEOODAvixEY7diWx6hgq1Ei5dRj8JTQyR5a2Smd11gvsK1qGhAwnhTud3EfzUMi7OCiEWFxVVoDVasHZw1/sSHo+WG18smQ406asRqNxRpIkbDKJMmsZ7uHRDb24GruGE5s/Ysz8VbjjhtlspK60iApLBb6uYcg8XcHNUaycWyLspJzrK/zyy4S1VH3exU9JTztNSt55+vaaLZ45g7z+/ZNix85/Ql4u7N4FOh3Xu/VhmdyZ1wxFOHzyIaSngUrFic+/4ZE6Lfsv7MY3yB8qKuDDhTDxAdiwHspuVRji4wsF9WrzqDGwd7cQMACUSjCZ4Jn5sPrbW+sNGQrbtgq7pMlToGkz+H61qPz49gfQ6fhvYa+8sGPHjh07dv7+/G2nD924comj36/kxLrvGmbmp5w9SXTXnlhtNkx1dYTGtCUzIY6rh/Zi+kmyu094BAUp1wGoKvmJ8XO9zuPuH0jPSdOQK1Qc+W4FpbnZYLOhdXbGwc2d3KQEHOrzH1RaLXK5As+gULqOfwgnT282vP0KJVk3+HrOI8iVworCYjajUGuwmM3kp6aAzYbKwYFtixbQpGsPUs+fEV+aJBlRnbpSlpeLd6NGXNm/h/zU6yg1GqwWC8fXrEbp4IRCklGQqUet05Hv54tMJsMzKJQWvfqRfOoY7v4BlOZkYzCbyU9NpqaiHIVKhYuXDzpXNzwCAvFtFInVauFK7B58whtRUVyIzWrB0d2Dln0HAlCQlsLOTz4gskMnBj3+NDoXNzIuX6CiqBCdqxsaB0fUWh2O7h63nR+lSi3stgKCfvc5/i05GIMHD8ZoNOLg4IBKpaJRo0YkJydz+fJlLBYLoaGhqNVqGjVqxK5duxre93PCBYDFasPb25t+/frh4+PD5s2bqSgvp23TVuDsT2VlJR9++GHDAJmvry8+bo6cPXOajIwMpk2bBrtfgIRN4NkYHtoCVjM4ekGHmaj2vggugTDmK3ALheOLYf0UEZqtrv/SnXkKgjqK6oiaEuj/Jug8YOvj4j1+N33dbZB9FlQ6aD4GUIlZg81Gg2cUaFwg/Qg4B0D0MChKgsPvwIQ1ooLDjp0/mZUn0tl0MYfNj3Xh8PUiNl7IYfeVPAwWG3KZRFm1EQeVjC4RnkztFoajWkHLQFdaBbmy8lgGNSYrWqUMJ42cwkpTg3DRt4k3nx5KpUOYGymFVZRWmzDWj701C3ChxmhBpZCxamoHdsXlAXAmvYRjycUsO5LGnqv5DK6vAvk7cqHwwi8KFwA2bOTX5HOh8ALtfdvftXZTUlKw2Ww0+Q/8tN3d3fH29iYjIwMQ1RmHDh1i5MiRvPHGGwBERkayZ8+efylc/H8gIRW+WCsyHgbX54yevAy9OoCHixAuejXaz5lEZ3Yd7XBbHU50mBAZ4JZwIZfdqtTwdofH74dAb1j0jRsZeULocHMGf284dkGIEx4qsdzVBRoFiZyNQB94Y6mwphr9tByVUohk5qoU3Iq/w1E1jwMJYnavgxre/xouJsLuY0K0kMmgcwwUlEFMY1i/FzJyhZiikMPXmyAoLAJnz2qu5jnj5OCM9SpoNEKIGdsf9p2UaBQEqVlgAtJzIKdQWEAFeIuftk3B11OOlxus2iqEkvRsUUnh6yl+qH/vguXCKmrRM4CnlXPnbWxKrWFxxSZW+ffgg6jRKLDy2k9PkFKOPMyDoWG//xz/Fjej8UGvUmMpx1Xpg9Fay7SUT5HNcuHgB0swdKwmStYJZxdPYlz68s2N+Q3vq7L8ZAAUCeGtZMWCFW9VGNPDPqKxY0c+SZ1KYV0GbaP64u0RicFaw5SL/shs4m/QUxVIV/f72F34JZfLY/miTTKxq18j7vAaFCo1T3x2WTQhl4GLltL0a/yw4lGmvLEblAqObvqAPSueY96KDNx8QgBo2rgPTZ7qjtzbG/JKUXi64ejjwbo3h9Ou3b20GPjQra7XGcWF6/KTGeM6tfiRZOJ1uQwc1KRmn+P0zs/pOXweSgfH33dS7Nj5T9i9Czauh9ffIsHNm60Ftcx95y0ccjNBkjgQ3Qan2mq6abTIBgyEm3MMwsJh7Roo14sKDDc3KCi4JUg0iYYtmyC6KeTlQWmJEC4AGjUSdlOSBM+9APni2YhriXAlDvbsgjOnoXUbUflhx44dO3bs2LHzB/K3+yZvrKtFJlfQtFsvHFzdObt1A0qNhoDo5uQkxnNu28aGdXOuJ9J6wFCiu/Vix+J3RcVBYBClOVm3Nmiz4ejuQU15OTKFnGY9+lKSncnGBa/hH9WUgrRkQNhOVRQVYqiuJrBpC/KSk7CYjFTrhehRlpfDiXXfEd6mA1WlJVSX6282QFjrdkR37UXs159zYu1qJJkcFx9faisqqC4v4/yOzUgyuRjk6dINraMT104coSAtGUmSMNbUAOAX0QStkzNFN9IB8I1oTH5KMpf27ETr7ES/R54g4/IFTHV16PPzcfX1J7h5S5p07s6JtavJSoyn75RHqaupZu+Sj7DZbLTsNwiAgrRUJr61iJrKcoy1Nai0YobNjo/fwzMomF4Pz6AsL4dG7TuSn3oduULkgbj5+tNr8iNcP32czPhLlBcWEt21JwqVirzkJFz9/NE4OFJbWYHO+Y8Jyx05ciQXL17ks88+495778VkMpGZmQlAdXU1w4cP5+OPP77jfTKZjJuFSXK5HLPZjIODA56enri4uLBlyxZG++XhmPURFxx+xGA206hRI3Jzc0lNTSUgIIApU6aQ9vk40s2NaNNmEFgtkLAZgjtDx5nk5ubi4+6M3Kc5+ERD20miKiPzBAS1h/bTwLclKHVwbSeEdoGHNoNCC04+8PgZ0dnCRFA7CyHCaoLiFDj4lrCkMtULczYrVOQKQSPrlKi0iBoMvV4Aj0Zw4yQUXAWXYHAN/kPOhR07v0SOvpa157IBGPrxMXbM7oajWoHZbOWNHYn4OKvJ1dcxfdUF7mnkwanUEpILKll3IQutUs7V3Eru7xDEwaQi8srrGrbr7aTi5aHRHE4uIi6rnDqzFbkElvpR2c7vHEQugUwmsXj/dU6n1tsC2mB7XC5x2eW0DnJjcuf/YDTxf5yimjurC/+T9X4rd6vw86dVeLW1tUydOpUuXbrwww8/YLFY+OCDDxgyZAhnz55F+/90kKXOIMagOrSAL14RA+9GswiBPnEJNuy7te61K3EMaufMwPs68ME3kFdooo3rCpJyuwO3hKZAH8grEu47/e4RFRKvfCqqE+JTxTr+XpBbBCV66NoGTl4Stk8yCYr0kJYF3+8UeRcWi3DmAeFG0ioKHupTy5uf92HFNgckRD6EvrSYskoP1u2VUMjE32qXVhDsB0cvQlK62H55FWATAoKvJ8SnuIO7O4E+Ikci9hQ4O8LsiUIIqamD9GwbrTyr8GzkwODuMg6chl3H4OUZIjh8xWaxL/fXR1DdyIX3nwalQuyXa32lxHtfCwupl2cABRXQLIBvDM3RXqnA26Anyr2WMU97kXKokHOXXWiXHgd9m4KjGq7lgacTeDpCaTW4/zGWLFNCF3G2dAezL7dgbv9VJKw9SLr3OTQlzhisdcxtu4qJZ90a1pehwIoZOUokZJgxopZ0GGw1OCu8CNY1xV/bmI9SJ9MhvSMnvtiN78JH0JuLaO8+nDYVA7mg342fOoKPW10h/cZhjrOG/j4i9yLh1GY8A6PoPGIOadWXCNREoVKrQK2k0/DZZCefZd+6N+n30Bu06vMQjq4+uHoFkXx+D36NWuPo54HcBijlEOItOm00Mfmx78RFgk2oZsUV4vef3n8sFvEHYTILPcZRA66OoFbSZ+Kr9Ow+A4VWZ7eMsvPnU1cnqhtsNnjpeUa+9Q4jiouRxoyCjxdTFhzK5JkvMWvXepaknIe+/YQd1I9rwNsb4i5Dv/4Qf0UIFDdxcITnXhRWVNeThGghk4mbL8DMR8SHhkwOO3fC5YtiucUCFy+I7TWOgpGj7fkvduzYsWPHjp0/nL/dU/g382YhV6p56L1PCGkRw9ZFb3Ej7gIAzj4+VBTcml2q1upIOXOCtoNHYjLUodRqyE64gtViaQjj1rq4AmJwxGwwcHnvDgAkmQwHV3eRUxHdjKz4OAAMNdUUZ2XQYcQYUs+dofBGGgAKjQZrbS03rlwkvHV79Pm5AFhMJjqOHi+CuauraT1wKFarjcj2ndiw4NWGvtqswptdpdFiNhnxCAymsrgIY20NkkyOxskRs9FAp3vvJ+FwLNmJV7n35bdYPns6teV6qsvKOLH2OwrTxYiCXKlEn5+LJElUlhRTWVpMaXYW+7/6AkNNFdHde5MRd4mm3XoR3LQFjh6enFj3HcmnT9Dzoem0GjCEnR+/T+uBwwhr1Y6zW9aTcPQgNeV6PIJCcPb2obainNzka2xd9DaF6akNgedOnl74R0bxw8vP0GbwcJw8vDjy3QqmfbocJ/ffaOr8b1BVVcXOnTtp1qwZUVFR6HQ6vvnmGxQKBWVlZSxduhRJklCpVISHh5OcnIzZbMZqteLm5oajoyMuLi5kZ2djNptJSEggOjqa4uJialq2obrZdI6fuYiDoyOdOnXCw8ODFStWEB0djVwuR3nPdFzPX6OJMQ5qg+GpBLhxkpz1L7CsvAsjRoyg9fjvRGfDe8LmWXDpe+gyB9zD4Lt74dp2SNwqqiw6PyHW/fEBCOkihIY190PkABGyfTFMiBIpsTBwgZhF+PUgeGA9PLwT1j8MFTnQ5xUI6y62telRIWbMvXzXj78dO7+FAFctX09uR0WNmZSiSlKLqnh1y1UivR2wASFuOnL1dbQPdSe3rJa88lq+PJpGWY0Jef335hYBLvRt6oObTsWPZ7JYfyGb0moTz6yLw0WrJNRDx7kbehRyGR5aBSVVRlQKGQazFZPFxpn0sgYzFEmSuJQlrATPZ5ZR81Ovm78ZXrrfZoPyW9f7rURGRiJJUkMo9++hpKSEoqIiwsKEuPT999+TkZHByZMnkdVbQH7//fe4ubmxZcsWxo8ff1f6/lfj8begtAJWvQ3NI0R1QUGJGHPycBUD8jcxB8wlNlvG/fWVGA6qOuLOnKDCKQy1RxMMJhHirbWmoik9RrXLRLYfUSBJYnsuTmIwPyr0VqWG0QSXrsGoPpCaDZeTAJuwVaqshqspQtyw1oseZgvcNxBKalqgl2BQF3BxFCLHBx9dBUl8dt3MXXZ1guIyaBYOadlQYxDb93QV43hT7hUixMlL8PHzMPcdkdGhrxRB3NfEnA+aW/JxTC0n3tCI8ioZ7sYKTHkSi7914kYePDAU9p+EDs1FJYqfN6zaAruPw4PDYMa98OZSsS+dW4nl+7fCslMbkI9pgtHDmZmBj/F2/LfoHjvACmNf8pyqWBO3VQy6D2kJD6+A3tHQJQJe3AhrZ0Kkz12/JozWOj5OmUwb10F09BhJ5KAO7L20FLWrjjzldR45H4YMOUqZhg5uwzhbuoM6WyUWTARpmqGSawnXteFy+R5kkpJz+h10rhxLTu01dGFjaDrqQXZWfYmpysi4oFd4uvH3PBvfidYu/VHK1Chc3fGoDMbtuhK9KosnPr1EQUY8Kz4eyal703goeAGjA0TVR//Jb7P7q2c5t2cZfR74B87ufrSJHoolu5BvXhlEt7HPMuDhd8SOFepF1YROAznFSDoNGA1QXg1uTkKl8nASA7VZReDnDv6ekF8qxAtPZ3CsFzmLy5GsNhQR9gkddv5LaDTw1jug1wuLKCSkxQshOBisVtycndj8zpM0ctaJrIr8fDh4QFRKFBWKbQQEQsdO4OEBRw4J+6faGljwJjg6iTK49HRxA/f2huJiEfptNILFDPFxt0QNuVxUXgAkXRP2VHbs2LFjx44dO38wsv92B+42AdEtKC/Io0YvTJr9I26FDhsqq1BptSi1WpRqNSExbSgvLGD5E1NENURZGXKFkq7jH2TOqg3IFQokmQy1gwM2qwWlRot/VFMAFGo1Tbp0R+vkjMbBkd5TZqCt99k0VFdzetM6CjNSwWYjqnN33PwCsFksqHUOJJ89hYObO5JcjlKtIW7/LvYv/xy5Sk3K+TNcO36YTe++hmO99RSAk6cXvR+eSdz+XcQf3EdJ1g2MtbWAhM1qwcHZlZykBE6s/Y7KkmLGvfYOhqoqYvqKygkbUFtZ2TA7xj0gEJ2LKw5u7qRfPEdxlqhEKM3JpLaygkt7tuPo6kpFUSF7v/yU8qIC0s6foduESbTo0x+rxUxJThZyhRJXXz8cPTwJadmamH6DKcvLYfTz/6DtkJF4BAQR2aEzjdrdQ88HpzFq/qsknTzK9dMnGPXcq7QbOoryogK0Tk7onF3/kGvCarUSFBREixYt2L9/P8XFxbRq1QqbzYbVakWj0eDo6IjFYiErKwuZTIZcLmqua2trycoSlTh6vR6NRgPA5cuXefLJJ/GO6cd3aS6U6fWMHTsWEHkZT8yaSdfmwZhMJpwbtefhMQPR7Z4DsW9A6kFQavB1UTG8f/c7LVNGfAYzf5Jv0uZBaHkfTNoG7X4SYGsxiZ/QbjDoPbh3Jcy9IgSORr3g+Uy451Fw9IGb5h86dxjwNsiUwmrqJpJM/Nix8ydiMFt46KvT9F10iLVns9AqFVixseRQGh/HCuu+5MJqXLQKsvW1DGjqw2O9GuHtpGJXfD4ms1VYxkgQ6qHjZGoJU1ae45MDKQS5azFbbfg4qbhRWkNxlZH2Ye5seLQzY9oE0NjHCRvQMtAVqw2cNXK6RXqgVoBSLmGuD84I9dChUcp4YVMcIz87Rq6+9r94xP4Y2ni3wUfng8TPz56UkPDV+dLGu81dbdfd3Z0BAwbw2WefUX3Tb/sn6PX6f7mNjz76CJlMxsiRIwGoqalBJpPdZit483frzcGX/4e0ioaiMsitH8tqWf9oZLOJAXw35/psBhn0uUdGWQWMfway8qHa5ERl6ErGjutH7Fe31vNQXkNetg+VrIbOMWJbSgUM7yHEBCcHEWbtVT95v6YONu4XVQ5Wq6jWCPEXk+DdnUXQtJ+nGBtTKeH8VXhrmdjOmSsi9PofX4Dk0qlhv1yd4OlJsOMw7DkhKj7qjOKeAOK9yZkiDDw+WWRY2GwwuJsNpcyGZDZTXSuspQCUTX1I8Q4hOlrJ2atguJiDymomN7UaqxV+3CX6ZrXCgq8gtwAOnoXJI2C8cNPkRp6YnBwWIKy4gpo6svXZJ7mUquCDeTCmH8gjPKFzI15pep3FQ3KoXD6dDwqbs3YP8PH98GhPyNODs1ZUYfwBmK1GIh3b08drCt9nvcy1yuP095qGTWHFZK1DI3fCSx2MwVpDctVZzBhQS8I2qcpcRmr1OSrNRRQabyDVP2PsyPuMpW1S6R49hdNtLpBZd5X5jdcDoJE7sLjFJUaoZ2GxmVFrnHkpZBOxC+exd+ULJJzcglypxkMRwMNuC+jlNem2/g6c+h7PfpPVIEripEXu6sz0947SfewtaytsNvHIo1EKIcLHVVRieLuCWgnhfkLEUP5k/pZMEoHeknQr0Psm9knldv5sLBZ463WYNUPYRalU4mf9WlixXFzfN26IZaUltPFyxWXAIAjwh+NHhWJ7U0329oacHL48fYU3ym0QGCRed3cX4d0lxRASCh9+LEK/Q0LFDS6qieiHQgGdOoNGK27OFjGZDj8/YRf15Rcw9wm4kfHfO1527NixY8eOnb89f8vAbmNtDZUlxRTdyGDHx+81hGt7BIeAJFFS/4Cl1GhRaTTUVVchIWGuD+DuP3MOMrmc3Z8tQpIrsFnMNGrXEf/G0YS0aMXq5+cCMHDWU1w9Ekv21TiiOnfn+qljaJ1dCI1pS+LRA1gtFrwbRdKiZz8OfbOMyI6duXb8MHKlEqvViouXN4FNW5AZH0eL3v25sHMLcoWCjiPvI/brJahcPaiRKVCWl9Bnygw8A0OoKivh7NYNlOblYKq9NYimcnDELyKSftMe4/uX5lFTrkfr7NIQQm4DZDI5So0GY40YJJJkcuRKBWaDAUkux9c5nLyy5IZtSpLEmBfe4OKebQx4dC4anQOGmhrMJuNtwspPKUhLIe3iWe4ZNY6dny3i2rFD+Ec1ZdxrC5DJ5CQePcjOTxei0upoNWAI0V17UpSRRubVOAbMnHOXrwTBiRMn2Lt3Lz4+PhQUFODi4kJlZSVWqxWlUkmzZs2oqqoiJyeH2tpaEQZps+Hg4IDVasXLy4tx48axc+dOevTowZo1a9Dry3jxyVnInbzYvn07fn5+tG3b9lajh9+HQws42mEZB89e5ZlnnkFbngIbZ4CDhxAi7Nj5f86BawVMWXkOR5UcV52KbH0tjmo5VQYLChmMbx9MmxA3ukR48tTaSxxPKcFNp6SsxoSLVkF5rZkFo1uweP91aowWaowWAlw1ZJbW8tWkduxPLGBWzwgsVhsTlp1iaEs/9DUmdsXnM6p1ABarjU0XczBbrdhsoFLIMFusaJRyJKDGZGbhfa04nFTEhgs5aFUyds3uzt6EfPpE+9DI68/1P/8jPzv339jPU4eeAkTGxU1uChqLei6ib0jfu9omQFpaGl26dMHd3Z3XX3+dli1bYjab2bdvH0uWLCExMREQgd1Tp05l+vTpmEwm0tPTWb16NcuXL2fBggXMny8GL69du0arVq2YMmUKTzzxBFarlXfeeYdt27aRmJiIn9+vZ5f8nQO7q2uFUJGaBS98JMakzGYhLni7w9X6qgeVUizLLxb/r613Hpx5L4QEwPOLb6UddGttJMRfxag+MEZcPkwfAxk5YlC/XVMDqXsfRaVzpduo+aw/7IPZIuykZo2HVz6Dfp1gz3HQqIRtVKCPCL+OTxHB19sPgckKk4fDR9+Bi81As5RMTkU0YupYGTFRQhhZtVXsW80t1zgcNNAoGF56BJ56H7ILwN0FSvU23s/4jmdCJyKTbLi7ySiuDyaXSWK/64ygxMzAmh1s0w5vyD4bUnaJ0a9F8tVhR56aJI5dnQEqqm9lXvwzmXmiCuPhkbDkR6hYf4VwPytjFsegVolw7yffA5Xcyr6IXcgndICsUtgVD2+MFFUZd5mDRd/yUcokInUdSKk5S6A2mpza61gxo5NcaOrSFWeFJ0dL1mCyGZCjxIIJndwZJ7knTgp3Xm26m68y5jLI9zG+SJtJes1lPou4QoBXM77NfAFHuRujAp5paPPMri/Z8skMWr7xHGuM7/F56+vICurY/sVsqvWFzF5y5a7vpx07fzmSrsFTc4Q44OwscipUKlEJIZNB957QoqUQFRYvgnNnRKVEbS3oHKCmGh58CA4eFAKFycjL898hu7qOFepqSLgKQ4aLbT/zpAjfdnOHnTugQ0fw9BRZGHK5aNPJWeRfKJTg4CDCv596BhITYec2EfK96CO4Gi/yMyIi/9TDZQ/stmPHjh07dv7+/K2mWqdfOk/y6ROotDr2L/+cfcs+RalWI8nluPr64xkYQsmNDBT1IdmhMW3oPWUmne+diIuvH1pnF7xCwji3dSO7P1sEgM1ixrX+tZLsLDa881pDe6c3/4jFaMBms1FRXIhcqaK6rJSEowfwi2yCJJNRXpBHZUkxFouZG/HCksdqsWCzWhkx70UsRiMVhfmo6mf0K9Vq0i6c4YEFi7GoNcjLCrHarCSdPMaaV58l5ewpCtJSMNXWolRrGvpirK5CoVBRVVZKTX2ehrGuDkl26xTbrJbbfEltVgtmgwG1gyOdx95PcPfWSDIZ4W3a07LvQGw2GwlHDzDsyecpL8hHksnY+cn7/PjqT2a4/RM+4RF0GjOBuNjd1FVV4hfZhNzriVQUiumeTbr2ZMDMOfg0iuRK7B6+mfcYVfoymvXsyyeT76MgLeU/uAJ+Hm9vbyRJoqCgADc3N3r06IFSqQTAbDbj4eFBly5dCAgIICoqqsGHXZIkamtradOmDZs3b+bq1atkZmby0EMPMTG4EPmX3QAYOnTo7cIFQIsxMOhdmrbvwfSIIrRr7wPfFkK0uO/bu76Pduz81TBZrEhI3NsuEJ1a0ZBTUWUQs/rMVriYqSfUw4FOb8dyMrUEDwchXLjpxIxZuSSxaG8SBRUGKuvMYLNRWFFLpLcjXx1LY8HolgS56wj1dKBtiBu1RguHrxfRJcKDSZ1DuJhZRq3Jgpejmq4RnjiqFUT6OLLl8S6U15kxWWD1yRtsvSxs/ia0D0KrkrNg5zWGf3oMi/VP1/7/MPqG9GVRz0V467xvW+6j8/nDhAuA8PBwLly4QK9evXj66adp3rw5/fr1IzY2liVLlty27iuvvIKfnx8RERE8+OCDlJeXExsb2yBcADRp0oRt27YRFxdHp06d6NatG7m5uezevftfChd/Vy4niYFzB60YOH/tc9BqwGYRg+1d2wjh4uZE9FZNYPb9MGk4NA4RVRmh/rDvlBAuQAgX3h6gVKowmmHG67fa235YhGWbLVBSrkLl0ZbyCjNrDzjRPFJMfi/WC6sqmw1O1FupG8WfMM9MAnc3EZatVoHJAj7uwvZp1dsQXVvCyfBGOFTVcvwiPPYW7D0BV5KFcKFQ3Kq8qK6D2jqx3CcjHbnNgtkMzhg44hQFNhtWm0TtTwQPq00IFzotjBqgIHLqQORyaBkBT/fT83z2VqrWx/HOk1BSLsYSP/wWJr34y+cg2A8eGQvKPXEocoopi2nM51UxpNRHrLVvDusmZbHOdTvyPfEw+nM4mQrTu0Ov9+FU2n9+IfwTodqWyFGQXHMGR7kHDwS9hU4uqjyMBgONy+9hkN8sWrsOoKVzH6zUz7i2SRQa0+nieR+rs17kUPFqzpft5NWme+ifMYxlj3TAbDLyYPDbtwkXAE06DmPw9EX0jp7JkJTRbHx2HJ6BUUx8aSNT3zl41/fRjp2/HDYbVFbC8JHCMqr++xNGMcEOqxUSr4qw7Yfuh4vnhQhRWwuurqKMTCaD7dshO0tYptlsvPHuc6zY+wOs/REemw2hoaL6om17QIKjR4TocN84EcptNoOLq6jAcHER637/owj1ttlg907Ys1P0qV178A+AZUth3pPwM5WUduzYsfPfpGfPnsydO/dX1wkNDWXx4sV/Sn/s2LHz7/O3ES+sVgsn1n3HyY1rKC/Mp/fDM9A4OOLfuCnhrduhL8gj82ocSo0GlU5HcItWBDVrQWB0c47/+C36vBxqK8pp2Xcg5cUiF0OSyXB096S8sIAbVy6RcPQAtQ1B2+DfOBr/qKY4e3mTm5TIPWOEl7bNYiE/5Tot+w7CVFtL+qVzYLNhqqu9JR7YbKx/82VKcrKhfqb/rGXfMejxpzHW1RJ3YA/W4nxAoteDUymuD+G+dvwwSBIOrm7YsOEdHgGAi68/+oJc1rzyLEqN8OpVKJS4BwQBoupCkiTUWi0KtRqFSo1/dHNx7CwWzm3bSEhMK5p07k7Ph6bRb/rjeIWFU1tZwZXYPXz3wpMUZ2bQcfR4ek6a/i/Px/G133Ej7hJ9psxk2sfLKMrKoDgzgws7t7Lni48ozEjDYhEe8tkJV3By9yCsVVt0rq7/0XXwc1it1gZBokePHly5cgWDwVB/XGQkJCQQEhKCQqGgoqKC4OBgdDodVVVVKJVKDAYDjRs3plWrVrRq1QpnZ2eStG1Jbznvlxt1D4cO0/Hw9MQvMgZcQ8RyBw/Q3v19tGPnr0JyQSXTV51jw/lsHl55FhlQWm3EarNxbH4vPBxUaJXio+lqXgWjl5zACjxwTwgymYxgdx1VdWbKa81YbDaKqsQX+iY+jvg4a6gzg0oucSqtlElfn6awQoxKfnp/G3xdNBRWGriaU0G/RUdIzK9EJZcorzXx3OAmFFYaqDFambvmEur6II1qg5loX2fCPXUk5leyL6GAD8e34sF7QpDXj5BezCxj2CfHSC2q+tOP592kb0hf9ozZw9cDvubdbu/y9YCv2T1m9x8mXNzEz8+PTz/9lIyMDAwGA9nZ2WzZsoWePXs2rJORkYHNZsNms2EwGLhx4wY//vgjvXr1umN7/fr149ixY+j1ekpLS4mNjeWee+75TX1ZuXLlf6Xq4o9k1Vb4Yq3IuJg+RlgzhfnDoO6iuuL4RVH14KQTwkWrKOgYI4K0k9KNVOadY+IQEU59E19PKCqFC4mw9ZAQI27SojE0CYPGoZCcKTHsgceoDvoYKzrirovcC4tF2EDZbKLaQiaBwmoBm435iyHlhtiW0QRbPoFXHxURBtsOwxkHP+RWK/dNcqCovlpi30khvrg6irG7qFCxPMhbCBiTX4I8d18syDCYIDhSwzbP9qjUMmRyCY1aHAMJuCem/r11JUxa+hGDXPPp11li7kMw6iE3vh3yIMtUHTl8Dmb8A84nwH0D4NmHf8PJ+OoYs9Z8zsJBOfz4PlTXQGIasPMKfk9/jceRSyK0GyA+F1y10DUSfO/+bGKVXIMF8Rw22v8ZDhd/T5VFHNCQ+Bh4X0uoLgZXpQ/Fxizauw7DWe5FjbUcOSpMVgPNHLvTzWMCowOexVXpDU09aDTzwYZJQv+Ms7sfXUY9iZcuhA7BY3D3DUeSZGgcXHBwufuZZ3bs/GUoLITXX4XDB+HVl4QYUVUlbpKfLBG5Fdr6LJaCAnhshhAYuvUQuRXe3uI9FRVC4CgrFev6B4j32upD6rOz4NmnIa/+hj7rcWgZA4UFkJcDj80UFRRyOejLYNYTkJMtbtrvvC2qLEC8P6YVeHmL9jZthBdfgYGDhOgCkJkJcx6HxIQ/9VD+XcjPz+eJJ54gPDwctVpNUFAQw4YNIzY2tmGd0NBQJElCkiS0Wi2hoaHcd999HDhw4Be3W1JSQmBgIJIk/SZ7zoMHDzJ48GA8PDzQ6XQ0bdqUp59+mpycHCZPntzQ/s/9hIaGAr9t4NjO/z9+ev0olUp8fHzo168fX3/99V/C6vW1116jVatW/+1u2LHz/4a/hXhhNpnYvvg98lOu03Xcg6x4cibxB/ehcXIiP/U6108eRZLJsJrNOLp5UFOuJ/PKJc5sWkd2Yjw9H5qOo4cIIlXpHJjw+vv4NIrEzT+QZj174+4fiNVsxsnDC3n9Q1v/mXMY+OhcItrdg1rnAEDC4VsPExazCZVWS3S3XhRliBlzZoMB77AIbPU3Y2NdHTarBQmJw99+xRczH2L74vfIuZZAQWoKMpkMv4jGFKSlUFspAtHajRiLQqkiJKYNZoMBZ3dPuj8wlXZDRuIZEgqShEotHm7dAwNpM3g4bn6BeAWH4OzlQ8+HpjPxrUWEtW7XoKOodTrcAwI5tWkdiccOkXbhHJf27qQoPY1W/YcQ1aU7A2c9iUdgMLUV5ez+bBGp506Tev70L56Tpt164d+4CZlXL3Pk+2/YuvBtzm7biKuvmPka0f4e+s+cI47PjQxcvH0Z9PhTWIymu3RVQGlpKUuWLKGwsLBhxu2OHTtIT09HLpejUCiwWCzk5eVx6NAhcnNzKS0tRa1WU1tbi0wmw2KxsGvXLo4cOUJFRQUKhQKz2Uz8jWJyddFkZmZS+xP7rp+l/TQY8eld2y87dv6qlFUbKaoycClLD9ho4uPIj+eysVptRHg78MKmKyjkEm1C3Ggd5NLwvv5NffB1VnP2RTGIbqp/nnXSKIgJdGFoC1+uFVQR4qGjTxNvSqsNWG1w+HoxM1afp7LWxNSVZymuMtA90pO88lpiglyI9HbAZLWx5pF7cFDJkUmQXlxNsLsOk9VGqyAXFo1rRVZZDe4OKk6mlvLqlnhySmt5blA0ADabjXM3SrmSU8789XEs3n/9Tz6qdxe5TE573/YMDh9Me9/2yGV3367Gzp+D1QoLlsPpK/DYeHj4JfhmK3i6C/uk7YeFG1GdUYRs66tEqPaaXbDvBDz5IDR2PoxavxmboZhPXoAOLcDXAwZ0EQKFxSpyHW5Wbcy8F16ZCaP63nI62naoIXUJq1XYUA3qdsumymiC8ECwYUXCSp1RjLHJJFixCUbPgRc/hovX4OwVUMglwiIUFBRDYYkVddk6JvQtQaWA3vcICye5HGaNg0kjISpECBpGtRYkCW83mDAIQvzEj68HTB0N37wtbKqq6icNh1pLcAnSsfaEht3HhMhTtj+NB3d8y2vtM7gnBp6fJkLEa+rgvRVw8AzEnvrlc7JrwkQK2jVjd5ora3bD/A9h+UYgzBMkCUO/lhhmD4DxHSCzBBzU8Pbou3pdlBnzmRfXgf0FX9PapT8Aa7L/wYnSdSjRoJE5ktrmNN/Pm8fqzBe5VL6PIsMN/LIa4xPbGLVZhw0r32e/zNrcN8mqTUAjF8/BF80HsEQ5kVx1Fr2p8Ff70bLHeCa8sPZWhoUdO/9fqawUP0lJYDBCowjYt0cIBj6+sHypuNkGhwjB4CZt2wuLpyVfgrPLreoMnQ5Cw2DIMMjNAY0a2raDmhpxE74aD6+8CCYThUs+58uAKIy9+kBJici8iIgUbT//Eri5iRtqaakoa5MkkZvxzvsi58LVDU6fgu+/hYsXYeZjYn2A1BRISYalS2DZF3/yQb27WKwWDmVe4oeEWA5lXsJitfyh7WVkZNC2bVsOHDjA+++/z5UrV9i9eze9evXiscceu23d119/nby8PJKSkli1ahWurq707duXt95662e3PXXqVFq2bPmb+rF06VL69u2Lr68vGzZsICEhgS+++ILy8nIWLlzIRx99RF5eXsMPwIoVKxp+P3v27H92IOz8qVgtFhIOHebEDz+ScOgwVssfe50DDBw4kLy8PDIyMti1axe9evVizpw5DB06FLPZ/Ie3b+ePwWq1cD3tEOcu/8D1tENY/8B75q8JqJIk8dprr/1hbdv5c/lbZF6U5GSx8qlHadqtN/1nzubyvp2U5ebQdtgoti58C4vJRGlONnKlkmY9+mC1WIk/tA9sNiSZjOAWrXBwcSXhyAEUKjVewaE4e/tgMZtJOXOCmAFDubxnOzKFAplMhkyuwNHNHYvFQnlhPgqlksiOnSlIS6U0R3gAKNRqzAYDgc1aknc9EY/AYLxCG3H14N6Gft/7ytvsW/oxlaUlOHl4Cnspk4m2Q0dxI+4i1eX6hkoPuVKJxWTC1dcffX4u3e6fTOKxQ3Qd/yCb33uDQU/Mo0mnbqyaP5uSrBuotDpsNis2qxWz0YhMocRqFsJAn6mPEvvV7XYcakcnWvbuT05SIrlJCbj6BaDPy6F5r/4MmDm7Yb381OscXLkMhVZDTsJVhs6dT3jrdpzfsZmozt1w9vRm12cfknj8EA4urlTry3Dx9qWqtJgZX6yirrKS+EP7OL1pLVpnF6YsXsq140do0bs/Z7du4MTa73hkycpfzNT4d0hNTWX16tU0btyY++67jy1bthAXF4ezszMPPvggJ0+e5OrVqxgMBjQaDSqVCk9PT9LT07HZbPTt25d27dqRkZGBu7s7KpUK1/rKEJvNRk1NDe+//z7dunWjT58+/3F/7dj5O5NeXE3fRYfxclJTVm0kzFNHUn4VNsDTUYXBbKWyzoxSLirR5DKJBlcmmw2zFSZ0CKKo0sDBpEKc1HIMFghy05JXXkdFnXjAddMqKau9JYK+P6YFr21PwGCyYLHCwGY+HE0pxmS20TrEldNppdiAEA8dN0pqAFgzvSPv7kniak45OpWc8vp+aRRyKurMhLhr2fNkDworDCzal8TmS7m8ObI5Sw+nkqOvZdOsLrholfi6aNDcRa96u6/z35u7fX7LKmDkbOjcSlQuHDwLV67DQ8Ph1c+FaJGaCc4OouIiwAfW7RF2TzJJVE60iDCxbp8Sd2dwdwUfD3BzMrNv83pGj+7ED4dCUMiF2ODqDI61scicmpFR7ItMBoO7CUEkSxS04qiDqhq4p6VYHuwnhIvdx61gEwGzbzwOP+6GaxnCLqpEL/o6qo+oyMgpglIR54UTCZD5MbrolymoDuDRcUKUeWYSzH4XHp8A4wfBrDch7rqo3rDaxLicySxEF1P9d+O5D8BHq28JLR+nfkOAVIHhwW7sz3Th+lUDTdxqMOdVkturA6/M1zYc6+wCeHMpeLnD4bPw3DQY3NUGP5yBe8Ih3ItPf4AtsVYerz7KGltzvMO0XM7T8uNCCR9jOeyMI+nrRPxsVagPPcW+w2b6dFeg3X4e3tgO6x+FiNtt3X4PadUXmRfXgQjH9rzX4gRfpj3BzoLPcFX68HzUJs6WbmdXwedUW/ToZC5o5Y4E6ZpzWb+Plt8PocW9nRjadTYX9bsJ1jYDSSJA2xgQz0ZWLIw77UAvr0k81ujL/7i/duz8rSkvh0kTwcMTiouE6JBSnz/o7CLKwcrLQa2B+u9xyOVChFCphCDRt7+whzpxQnjtWa3C6slmE1UaAI6OopLjJlOnwfr1rGnbjS97DuPz5DM02fiDqN5o30EIEgBBwZCVKf7/1Dw4dAguXRAZGwaDaMvVFfR6cHKCVd8LIWbNdyJDY9IUOHYYUlPhH29CcLDI0NDeun/+p/zRz0Ybrx9hTuxnZFcWNSwLdPLioz6PMbpx97veHsDgwYOJi4sjKSkJBweH217T6/UN30dDQ0OZO3fuHVUNr776Km+++SYJCQlERUU1LF+yZAk//vgjr7zyCn369KGsrKxhW/9MdnY2jRo1YtasWXz44Yd3vP7TftxEkiQ2bdrEyJEjb1ves2dPWrVqZbfk+R/m7MbNrJrzNKXZOQ3L3AMDeOijhbQfPfIPafOXcuYOHDhAnz59WLZsGdOmTSMzM5MnnniC2NhYZDIZAwcO5JNPPsHHx+cXtzN37lwuXbrEoUOHAHENNm8uXEe+/fZblEoljz76KK+//jpS/Yzef/570uv1zJs3jy1btmAwGGjXrh0ffvghMTExrFy5kocfvr3kdsWKFUyePPmuH6e/GpfiN7J++xz0FdkNy1ydAxk79CNaNb+7E3JAVKnd5Ob9LSkpqWGZo6Mjjo4ip9Jms2GxWFAoFHe9H3b+eP4W0508AoKYseQbOo+byJHVX1OSk8WlvTs4s2kdEe07o3VyBkmiRe8BlBcVEX9wL9hs6FzdxeC+wUDCkQOodDo8goLxCAqmODuDlDMnAEi/IGYNqDQazEYjJqMBG1BTXoaLtw/9ZszGv3FTXH38cA8MQqXVNYScZl+Nw2a14ezpTceRYwFQqDWMfOZl1r/5EmoHRywmE/r8PCwm8VB6ac8OijMzhHAhSXgEh+IRGIxSoyEkpjUAZfm5mA0GynLFB8z1k8fYuvAtKkuKUWl1WM0mTHV1mI1GlBotju5uDZZVpzaswc0/sL4v9fYEVitnt24gN0mU9laWFCHJ5FRX6ImL3UNy/bGoLC0h93oiJZk3kGQSpTlZVBQVcvT7b0g7L45TeWEe0V16UFVWSs+HplFVWoLZaCT94jm+mjOdrKsikNHBzZ0tC98i9qvPST1/muiuPekzdSYOrm535bpo1KgRr776KhMmTCA1NZW4uDj69u3LnDlz2L9/P2q1GoPBgCRJ6HQ6KioqSEtLa7CY2r9/P++//z7nz5/H29v7tgc0SZJwcHBg4sSJdOzY8a70146dvzN+Lhpm9WyESi5hMFu5Vi9cqBQSI2P8MZqtdIv0wGSxIUkSBrMNs0WIGHKZhEwm8f2ZLK7klGO2QlmtCOjOKquhTbArDiohEtwULhQyeGlwEwa39KfGYEEmiUHJ/AoDjX2c2PJ4F7JLa1ErxMdgc3/n+vdJjF92mouZelr4O6OvNSMDZJLEV5PbM6N7OO+OaUnzV/cwf0Mcmy8J64WqOjPLJ7WnQ6g7oz4/Tq8PDvHZwbuf4WPHzm/FzRk2LoYnH4KvNsGNPGHx9MVa6NgCXOrHQ/p1gro6+GGnEC5cncSYF8C6fUpUSvD3huhwkUOx/YgCmWTjxAnxxUCjEpOCS/TgpzpFYakFXy94YiK0bQY+nqJKw0Fp4YH8w8itFk7Fgc1ah05ewOwHAGsdSknPomfhjaWibatVtFdXP5l411G4kiKEC0kS9leR0U0xNPqCrp0CkCSxj2YLpNd/9467DrPftKAvMaNRCVGmziAEC61ahG3frEJdvlEINgAqBfwjeDQHXJsTvGQLU3as4tHc/Qy6fpxvfXtAnRnL5kuwIw4QfYpPgeQbYjwxLRuoqINFe2HPVUDsS98YE8OvH+HzXimMT9zL0KJzKM+mwuDFcCqNxtV5yP2dufzySd75VsG5PaXQMwrmD4TQu2OrFO7Qmo2dTLzX4gQpVefYWfAZ9wa8wNLWaewp+JJqSxnVFj0g4a7yo8SUw6XyPSDZuDxxG5trF/LwMT+25H5IgC6qQbgA8WwklxS8Er2L+wJfviv9tWPnb42jI4ybAFqdsIFKqX9uUCihdx9RTdEkGgx14mZlsYj1ABCCL1tc4FAPIW5UVwsBorhYvE8jKs4ahAtJBmPvg1Fjobqa/ueOcOCVR2hy6Yyo8nh/oajAuGkPFRYu/pXJYNEHcOEcNG8h2gCQK+C5l2DUGHjtTWzjxsDihUK4AGE99fzLovLj1Zdg+hRY/tcRNTdeP8LYza/dJlwA5FQWMXbza2y8fuSut1laWsru3bt57LHH7hAugF8UG37KnDlzsNlsbNmypWFZQkICr7/+OqtWrfpNFW/r1q3DaDTy7LPP/uzrv6Ufdv4anN24mcVjJ9wmXACU5uSyeOwEzm7c/Kf2p3fv3sTExLBx40asVisjRoygtLSUw4cPs2/fPtLS0hg3bty/vd1vvvkGhULBmTNn+Oijj1i0aBHLly//xfXvvfdeCgsL2bVrF+fPn6dNmzb06dOH0tJSxo0bx9NPP02zZs0aKo1+T5/+blyK38jy78feJlwA6CtyWP79WC7Fb7zrbfr6+jb8uLi4IElSw+/Xrl3DycmJXbt20bZtW9RqNceOHcNqtbJgwQLCwsLQarXExMSwfv3627a7detWIiMj0Wg09OrVi2+++eY32+3Z+WP420hOxrpaVjz5KDK5jHbDxxDRoTOFN9LJSbpKZWkJjm7uXN63C8/gEMJatSUj7iL3vbaAjAvn8AgK5tL+PVgMtRSmpSCTyekwbCyHVn+Fu38gNXo9ITGtuXH5Iv6Nm+Do7kGnsRM5+M2XZF65xJ4li3nyu83EH9qLxWRGqdZQrRdeow6ubtSU68lJSuDi7u14h0VQmpfNue2b0Dm7UK0vI7BZS7ITroDNhpOnFyaDAYvJiFyppNekRyjNzebCTvHwcXmPeBiMPyAqOA5/twK5UknO9UTqKsoBiYlvL+TCru0kHj1AQJPmlOZmUVlcjH99eHa1vozaqkrkSiWObh7o83OxmM04eXqjVKvpfO/9+IQ1IuX8GQ6vWs6NyxfQObty/dRx+s98gntffouSnGycPDyJaCcG7qd9+hVO7h4A+Ec1JfPyJR6a8QGePRtTW1nJ6c1r0To50+W+B5AUCnKvX2vI8QA4t30z2Kx0GHFvg/p9NwkICEChUGAymZDL5ZSVlZGUlER4eDhpaWkEBARQWlpKp06diI6OZvv27dTU1FBdXU1ycjI5OTkEBAQAUFtbS0VFBT4+PkRGRt71vtqx83dEo5RTZ7RQWGFg99yuTPjyFGU1Zsa2CeSr4xnYgKPJJTTxdeRavviSHeSmQV9rxttZjbNGSVpRNUgQ5uGAWiFxvbCKGqOVtOJqqo0Wmvo5kZBXybAWvuxJKMRgsVFlMCOTwFhfrVptMHG9sJpJK84wtk0Ay4+K+1DGlUI0CgkPRzU5epGT4eqgQqOQMFtteDio2Hoxm/UXclh+LB2L1UZacRXvjG6BTi2nX7QvWpWc9++NYdzSk5RUG0kvtodW2vnvIpPBmCfFvyP7QPc2UFEFO4+Kygwfd9iwH4J8oE9HOHAG3p4NaTkQ4A3bD1morpOTnCncTKaOhMXfgX/EaIr0aroGw7EL0DZaDNrPuPd5vtls4+A5UcVw9BtRCVGsh9bqYsbcOMbaJm2xuDhSVWkjNa2UZT860zY4nviCNvy4SwSLV1RCRBBk5gnxwttd2EvVGYUd1cMjQSYXQgyIfZDJYGf9ONJH3wurqMRUG7qCUuZl78Dx83vZHe/A2j2i2qO6VggKnVrCyThREZKWLSY1+/tARo4Tm11ag48TRZIDfe71wK2FE8+mgOzVWKQtcaBVwcFrtHxtBB8/pyavWFRz9O8MoIWdc8FdDD4tcD2BecNZfpjjxH33t8EtoBDV0hwc5GZ4rDe46pDOZeCQkkOHlByWa68QtcIAW51haEuhyN5lQnWt0MqcqDCVoJZrKTJkcqXiAC2c+nClMpZAbTQ5dUl095zISP+n+TxtJrY8yNJe4VrVcQ4WrqKX90MAGCw1ZNdeo5FjG1q69L7rfbVj52+JXC6qELIz4Y234ZM1UBAPbbvCzu1CvLiWCJGNIbneltLNHfTR4F4MOgvkXAFZETj4iYqL5OtC4Ei6BnW1InQ76Rp07QZnTosqjYpyrHIZ7hXlnG8UTdvSEsjJgVdfhuEjRM6FyUTFjm04ubkhefsICyoQYohGKwQVZ0c4fw52bseyYxuFOkfcbmSimfGo6Evb9kKgmfs0vDgf8vNvbed/HIvVwpzYz/g5iwoboihmbuxnjIjoclctNlNSUrDZbDRp0uR3b8Pd3R1vb28yMjIAMBgMTJgwgffff5/g4GDS0tL+5TaSk5NxdnZusF628/fEarGwas7Tt2at/BSbDSSJVXPn0XbEMGTyu3ed/yuaNGlCXFwcsbGxXLlyhfT0dIKCRJbrqlWraNasGWfPnqV9+/a/eZtBQUF8+OGHSJJEVFQUV65c4cMPP2T69DvzXI8dO8aZM2coLCxEXT/Z94MPPmDz5s2sX7+eRx55BEdHRxQKBb6+vndnp//iWK0W1m+fA79y11y/Yy4tm45A9ifbEj/33HN88MEHhIeH4+bmxoIFC1i9ejVffPEFkZGRHDlyhAceeAAvLy969OhBeno6Y8eOZc6cOUybNo2LFy8yb96v5N3a+VP424gXzl4+NO3eC4VKScqZE+icXWk3dBROHp7sW/YpJVk36DhqHF3HP4jZaOSHl+ex48N3eOi9T/hx6XJeKIhmrDUOf0Md+vxczm3fhM1sIS/pGg7uHty4fBGZQkF4246c2riG1PNnGiol5Aolq559gqIb6cjkcnQurrQfPgav0HBKsjI5u3UDtZUVxO3bhaW+5Dc7MR4ASS6nqrSkYT+Cm8eQfvEcSo0Gs8nE/uWf0bTbnV8CXXz8KC/IA5sNi8mExSQ8FHwaRbBxwWu4+gXg6utPSU4mrQcMxS+qCQUpyXgEBeMbHsnl/TspTE+jsqSIZj37cfXQPiqLC3Hx9iX+4D6iOnUjpu9A5HI5HgHBFGSkELdvNzarjeDmMQQ3j7n9+Ht6Nfzf3S+AmpRiDHsLsbYLo9PI8XTsP4a6a2V4RwSSXHgetaMDhp+UL1vMJpQqFZLs7gsXAFqtli5dutC4sZghKJfEIEC0fyQWi4UrV67Qq1evhiqKWbNmAbB69Wpu3LiBl5cXZrMZg8HA4cOHOXfuHM8//zzKmzOT7Nix8y9ZcSIDs9XGwMXHAPBwULHxQg4PdwllW1wulbUmOjfyJE9fS3mdBQe1gsyyOmqMZsI8Hak0mKk1SeSbDSh+YiuVWVqLm05Jjr4Wbyc1iye0AUAuk2j/5r6G9rVKGdcLhaBQXGlg2dF0jBYbHioFFqOFOrONHH0dOqUMK3AwqaihjRx9HT+czcL8k/w4fY0RdwcV0X7OaOsrP4Lcdeya050lh1OJ8Hb8Yw+oHTv/AhdHGNZTDNQnpgrhYtZ4McC+ersI3B7RC555WFQs6KvgH1/AuoXw1YZqbpyfjdprHJXV/TEYYf0+qK2D+FQ1/l5CuABoFQ3bjsD0f8iofzRCpYCpr0BShhjrSnTx4bv583nYW4HJBF/8qKHK3IStR6xIpSWYXeWcFoWZVNXcsnMCaNcMjl4QwobVCl9ugH7/lMFutUJYgKi6sFrBChTpJVB7sqNdfy6ucECjgkZBwuZp4hBoGWKiNrsKB50bnWJg036ITxWvD+kOsk2prHOK5EvLZjxXGuCHRxjgDefm98Lq1BJZvh6+PAx1Jto0Vd95Arydbv0/yI0bHgbmr3qOtt37ET4gkhFtDexMPEWNfzU9HYZwMqIXY5IPIgFNavPA5AZymfj5A1DIFNwb+AKRjh0AUFoVYIOwIl8c/cdwsnQDI/ye4t6Al7Bh5f0WJ6EFfJo6jUNF3xHj0h+LzUKlqZg9BUv5Ifs1vm6bjbvK/w/prx07f0u++xZMJnj5BfG7mztcPC7CuK8liAH/JtEiVLu8HBRBUDgFapZC2yqouQqqdKg0YNOXgdWKBJx28uSZ+YtZ9fnrhGr84akXQIlQemdMQ1afkdE6P1PYT4GoqNi0EWprMavVWKoqkcxmITgolUJouRp/q/pDr4etm8BgQA74mMqEIOPgABGNhXAB4O4OCxfD1i0ik+MvwNHsK3dUXPwUG5BVWcTR7Cv0DG5119q9W47eNputYULg888/T3R0NA888MDver+dvy/Xjh67o+LiNmw2SrOyuXb0GE179vjT+nXz+ktMTCQoKKhBuABo2rQprq6uJCYm/lvixT333HPbNd2pUycWLlyIxWJB/k/CzOXLl6mqqsLDw+O25bW1taSmpv7Ovfp7k5Jx9I6Ki9uxoS/PIiXjKI3De/5Z3QJENlC/fv0AIea+/fbb7N+/n06dOgEQHh7OsWPHWLp0KT169GDp0qVERUXx/vvvAxAVFUV8fPwvZgnZ+XP424gXCqUSnYsrl/fuxPx/7J1neBRVG4bv7em99w4JIRBKKKH3LkjvTakiKCIiiCgqKiigKFKkg2KhKFW69B4IECC99143274fA8F8IAJSFOe+rlywM2fPvDObzJ45z3nfR1NJcJuO7Fz8CdYubuSnpeBVtz7NBgylvKSYmyeP4tegMSd+2kTcxbN0GjyIi9sv4ZkgQ5cjp7y4CIlURkVpCRKZjOIcwXTQ2NKaY9+txcLBkaKsTOFp3GBAq9GQly7c9BVGRpTk53Hz9AkiftuF9tbA0CO4DkmREdVitvfyoSg7C71Wi8rMjJLcHBIuXcDJN4DCrAxK8vNRlxYTf/kC5vYOSAwGinKykcpkGJtbYGZjQ2rUVQKbtybq6CGkcjmetetyad8uXPxrcH7nNpz8Ajj50yY8aoeSfPUSEokEew9vXAICKczKxMmvBkampvg2aERBRhoNuvfGxEIwylWojAjt1J2EyxcxMjNn9BcrHuizqNWsDYFhrTBUaJGZK8nfHkPp2UwUjibILFVERO6sJlwA1G7dnroduv6dX4H7IpVKad26ddXrYL9AGqV54mXjSUJ+Ck5OTuTk5LB06VK0Wi1WVlY0aNAAnU5HixYt+OWXX1CpVERGRjJ27Fh8fHxE4UJE5CEJcbPkQlIBSpkEcyMFNZzMORGbS3RGMdnFwr1y1fEE9kxpTkGJmsHfnsHZwoiM4gqkEgNKuYTySj0qGdRyseBCcmFV3yVqLRqdAdASNHsPlVp91boPJwsV9T2t2RmZQRuknEBPhQHQG/iwZy02n0tBo9VDRjEulipG1XMnW6dj2e/xjA734kxCLvE5ZZSodSil0MDblhOxuai1Bj7YGUWlVs+ptwXfm12R6URnlvBW50dfMSci8riQSoXySt9uAbUGxvYVTKLtbSCvAGr5CsJFuRr2HIOW9eHzdbDnOAztYYS+sC0pRX4kF0NRqeBdUSYkJpF6y4/ZzlLo382RKuEChFJSt8s3qZRCWamjkXJSMgVxQaOVEBYMZ67IkFh3EjwvAHcnIZ7iEkF8ycqHo+ch0BcKiiE7T9h/8jI42IJKAckZwvy+SimUxDodCc3rCYKHRCLBt4MLR7ZBm0aCIXkNb1i1FWZ43cT54FkO+w/H3UnCW06XKD51FWsnFW56O+Lr6IirUKBs1wRkwj1KLofGnSy5Em1JVCn03VvvgT6Lyua+2DZ8mSOFPfFxC2Dh+vdZtOF9mtZtTVlFKTrztnxr1Iw28jPYaG9lbXWrDeNa37/jv8mLrtOr/t/IpAs+Ew7TdEQYO9wi8DMJI0udwFtXw8muSMTLtA4dHMeQW5zGWL5iZeJkHFSe7Ej/goUhF3E1riEKFyIiD0vtEMFjQioVJv1rBGA4fYqi4hIsU2/dRH/dDh99Qqa7Fx8fvchM0xXYxZ2CigDhpqRWg0RCTMfueP3yE3KDAVN1BS4ZKaiyciB1Kbw4E530EpNeepMlaalIzc0htAHSIwfJzsnGwsIClVIlCBhDhiG/Eol1URHExYK9PZWNGqM0sxD8LNrcMviOiRZKVUmlEBqK9MIFQdj4bhPk5sDP24V9F87DxQsw+u4Vzv9U0kty/7rRQ7R7UPz9/ZFIJFy/fv2R+8jNzSU7Oxtvb29A8BCIjIysKotyWyCxs7Nj5syZvPfee3f1ERAQQGFhIenp6WL2xXNMQXrGXzd6iHaPi6ioqKrf379CKpXeJfpp/jggfQRKSkpwdnau8sz4I2LJtHtTVJz+WNs9Tho0aFD1/5iYGMrKyqrEjNtUVlYSGiqU6L9x48ZdwlhYWNiTD1Tkvjz0Uq7y8nKOHTvGtWvX7tpXUVHBunXrHktgj0KLQSPwC2uKqZUNxmZmuAbVpqywALlSRVJkBNFnT3J2+8/sX/k17kG1aT38ZdwCg9EW5OK482MMCVcI7dwDiVRKWWE+AEamZlW+EKW52SCR4F4rBBAEE5BgaW9P4xf7I5XL8ahdB0sHJ5QqFZqKCgx6HaaWVrgF1cbOw6tavCW5ORiZmaGpVGNkKqxMKc3PI+7CGXJTk1GZmGBh54BUKqU4O4uS/DzkKhV6nY6MmBuUFhSgMDIiMfIiXnXrY2plhcrEFEcfPyQyGc0HDicjRkgxlkgk1GjaAoWRMYlXIojYuxO50giZTMb1E78Te+40bUaOJ7hVO3zq3flD3TZ/LtsXfMDxzRse+HPI3RBFzspI5LaCGZtZI2ese/nhMKEOtoMDCe83GDMbWzpNeK2q2PT/Z3I8acLbt6Tu3M5UuEi5evUqOTk5XLlyhZKSEszMzNBoNFRUVJCUlMSBAweIjY0lICCAdu3aYWtr+7dSeUVE/kscupFF58VHySlR88PYJiwbUg8zlYL80krOxOcR7mvD0VjhwU8CyCTgbWfK10fi0BmgrocV3nam3MgspUIjpD3oDFQTLuDOg5ilsQK1Vs/tdTVBzhaYqeTsiszAzlTBSfTcmntFZ4CbmSVcTikkKqMYCVDH3AQOpbLsd6GclLWpkoFhnpSodUgAhUxC8i1j7zY17BjR1IuJrX35+nAMer2BYzE5/HLp31ESQeTx8U8eGw3qCj1aCYKFkUowy9ZohPmka3Gw7aBQ2umztWBjIRhXN60LxaUyfjg1iAsxPnQIF4SB20bZpkaCsACQc2tbDS/hX5VS+NfMROhLLoMQf0GUkCDMa2m0YG4KjUIEPwyD4c5KuNJyQYio1AoVSQCKy+BMJNxMABNjsLcWYs3KhbQsQcDQ6+F6vOA7YWEqZJU0DhFKThWXCeWhSsrgjRFw41bVykNlFRT2bYaJkYS4ZLi8OZHA8jTcdAWw7xreu46yrGM8Fl0CoGPwnYv67nbcRi7i0rfR6P+QjXU/pi8cQ7sxtfFxEzJAX2w3hA8nfcX6j3bz02dHGNRHyeb81dhMaSbUxgJo4vdgnT8mOvq+ypCjFZgPeYHDOeuJK7vAqbyt5KiTsVN5oNaXUaYrRLnakpRJiVzM20tNs6YM8fgAN+OaNLMT6z2LiDwQ16/DhLFCRsOsdwUza1s7wez6wnkiu73IiNZ9qhffcHPH5rsNLFz+MVJXJbi6QczNO6qxwYDf9h+R3xoPBSfF8P2imTgXZoHTWuACBokE57xszjdrB07OcOQg2NhgZWmFUqG8c6z0NLgUIQgXEgmVSiWRH84RhAsQside6CUIFwBGRkKGiMEAATWhazd4eSx8v0mI7+oVOHTwD34d/3yczWz/utFDtHtQbGxs6NixI1999RWlt6/vH3iQeuuLFy9GKpVWGWf//PPPXLp0iYiICCIiIqrq/B89epSJEyfes48+ffqgVCr59NNP77lfrPv+fGDl/GAljx603ePgttjWu3dvAgMDSU5OJjk5uWr/tWvXKCgoICgoCAB7e3vS06tPiEdERNzV7+nTp6u9PnXqFP7+/ndlXQDUq1ePjIwM5HI5fn5+1X7s7AQPMqVSiU6n+7un+9xgYf5gIueDtnuc/NE/qOTWIuqdO3dW3RMjIiK4du3aXb4XIv8sHirz4ubNm3To0IGkpCQkEgnNmjXj+++/r1LjCwsLGTlyJMOGDXsiwf4VGnUF0WdOoDI2RqEypjAzHXVpCf3nfMyuJZ+REHEeUytrlCYmOPr541arNlqNhuM/bESv0+EeFEJ4v8HUatWWbyePAb0eTUU53V9/m62fvCcMyAwGgpq1IvHSBaHck0RCYXYWmXEx6LVa8tPShHJOt5CrVGg0lZzYvB4AIzMLLOztKC8pQa/VUZKXBwYDOUkJVe8xsbKirKCAkrxc9Dot5rZCSSa9TodBb8DY0goJoDI2piC9AolURkFmOhXFJRz9bi1m1jbYuLhz9JefASEbJCs+hvKSYjxr10WChPrdX+Tqwd+QKRQM++QLflv+JSd+3EjStctc3PULHcdPISkygthzwk0+sNmdlX/Hvl+Ho48f/mFN7/k5mDZyRq++cyNXOJmicLpzwzAyM8fa2RXv0AaMX74BhZExCqXyXl09cZycnBg+fDg5OTnk5ORw7tw5MjMzGT58OAaDgaFDh3L58mV69OjxTOITEfm3o5JLMTeSo9HqySxW09TPDj9HM7xsjNl7NYvjsXm0CrCndQ17fo1Mx8pYgUou40JSAQCvtvFjyLenUckFE28ArV4QOXQGeK9bIKkFFSw/Fo+DmZKskkrsTRXIZDJyiiu4ll6EnakSA1Ch1VOOUK6qoEyDmZEMtUa4V0kloDfA7pR8tLZmyPNAa4ANpxL5eXwTfOxMMFPJuJxajKa4HAdzJZeSCzh8M4dxLX1ZeSyebrVd8LU3JTarhANRmbQNdHw2F13kqfJPHxsZDLD/1qJehVzwnygohvmvw/KfBFEgrLawr3YA2FoJWROL1gk+FzW8BBFicFcYPF3IvFBrYOZYeGeJ4B8L0Lw+JKRB7K3ny8ISwTBbqxO8KpL/sGhPpRSEjC83Ca9trQSxw6CH8kooLhXijrnzrIqtJeQWCmKFwQBOtgAGdDo9eoMMUxMwMxJKsSekCobcsSlQVg7rfxWMyFs3hAVrhP7MpYncuHmUs9mT6e6ZzYTEo/w0sjOaH1KRy6Xo1r/M5XnnOXbaDq+cfLp/sxze6gzXM2B7BJYSeNf1ElLpLe+r1cfB1hR61L3n59Cn/TDqBd6pdeXp7INnt7F3GpgqcHKUQeua0KOO4HFhco9SVE8Be5UHn9Q+ztWiI1Tq1HyXMpvUiutM9/8RE4UVYa+9QIT3QdaH5SCXPjdJ3CIiTw+FXMiyMACZmVA3FNzdODpgJNulJjQ4f4KJcZeofP1NVPv2CDdaW1sUZ04CYNO2LcTFCKWc/rDCuEoGHjgITM1h5TKwtILCX9CZmTN31OsEXT5H/d9/g1tehZSWCtnkxiaC6bdUSpKnH+fD9HQ5fxSVVoMiNZUaTVtg0GiQVFbC3j3QdwD4+gmDp/hYoaagtTVkZQim3AOHwOZN0DQcrKzAyxuOHIK21Ve7/lNp7lYbN3N7Uouz71nBXQK4mdvT3K32Yz/2V199RXh4OGFhYbz//vuEhISg1WrZt28fS5cuJSoqqqptcXExGRkZaDQa4uPj2bBhAytXrmTevHn4+QkCuK+vb7X+c3JyAAgMDPzTVeS3/QFeeeUVioqKGDZsGF5eXqSkpLBu3TrMzMz47LPPHvicsrOz75pQdnZ2xtFRHCs/S2o2b4aNmyt5qWn39r2QSLBxc6Vm82ZP5PhqtZqMjAx0Oh2ZmZns2bOHefPm0a1bN4YNG4ZUKqV27doMHjyYRYsWodVqmTBhAi1btqxaTd+mTRvmz5/PunXraNKkCRs2bODKlStVq+hvk5SUxOuvv87YsWO5cOECX3755Z/+Drdr144mTZrQs2dPPv30UwICAkhLS2Pnzp306tWLBg0a4OXlRXx8PBEREbi5uWFubl7lj/FfxM+rOVYWbhQUpXJv3wsJVpZu+Hk1f9qhVSMoKAiVSkVSUhItW967FFqNGjXYtWtXtW1nz559GuGJ3IeHeuKYPn06wcHBnDt3joKCAqZMmUJ4eDiHDx/Gw8PjScX4wCiNTQhoFE70mRPUaNIMMxtbDAY9Frb2aNQVXDm8HyNzC2o2bYFCZYROq2Hzu2+SERuNTKFEIpVyeP23OPr6027UONSlpdTv1guDwYCloxMlubk06N6L7MQEJLfqD0tlMvRaLcbmlkhlMozMzDGxtK7K3NBrtZhYWqMuKUYik6FRV6AyNaessJDykiL0Gg1IJMjkcvRaLUgklN1ayWAwCMv5inNv1duUSDBgQF1agkFvoKywAKlMjledeiRfvYxXaH2iTx3HwtaOq0f24xfWBIXKiPiI85QXF2Hl7Eri5YvI5AoURkYYmVvQsEcf4iPOE3vuNCozMwoy01EaG5OdGMelfcIfrF9YE9qNHl91na+f+B2NWv2n4oVx0P1XoLgFBtNv9keP/Dk/bry9vfH29uaLL77AwcGB7t27k5mZyfbt2xk9erQoXIiI/A2a+trR1NeOmVsj+flCCsfebENWUQVx2SVUaHUYK6TUdrPgvR3XcLU2xtdOWGr9aZ8QDlzPpOfXJ1DfMpowVcjQ6HV42ZlippSTkFdOamEF1zOLAMgqqcRYISW3VIMeDXKpBHOVjJzSSuRSqLglVBSUa7AzV5JZpOb7cynIpBJ0ekOVgLEvt4TmfnZ0qOVIekEFzT45XG0IVqmD3BINxgopegN42Bjz68RmHIjKZO6OKPwczKpiFnn++aePjSQS6NQcftwL7ZsIpaLyi6Gml2DaHZciCA5N6ggigsEAr38K568JpcstzQSRwcsF3hgJKRmCkCGRgL+7IDAM7gqZuYLoAULmxO3/mxgJfd4WH0DwoHWxF0pRKWRQWCxkZmTlQmGRkHUBwvyeTgcS6Z333n62zsgFDDrk6mj0JoGUVQgZHeo84fiNQuBiFDQNhX0nhCyOQ2eF87Qwg8s3PEjXT8bRRkLm5XykqTe5VNmSBMfOTBsr50qMHN+dR5HYxuEYoRECzSiE9ScpkqqQ1PPE/JNedy70oevgav2n4kV4aBvCQ+9jZO3vCN+OePgP+Anhb9YQf7OGTI8Mx8UogCn+6yiszOLda+15u8Y2Ok4Z+axDFBH59+LrB/M/hw3rYPN3sHod5ORySCvjt6DaDNv1Iz5O1qiWLAZLC/C7JZJOmQpHj8BHc4UbKQhZDzodODiCuTlkZ0F2jpA9AVBYAMbGlOv0bPEJxiXmOlJjY7jtuXhb/CgvB3t7yM7CfdU3WJuaodRqQCZDotNhVloqeG80byEcb/jg6udk0AseGMbGd+L64muIiYFvvgYPT6j8e6VcniYyqYzFbSfSZ9scJFSfirstEi1qO/GxmnXfxsfHhwsXLvDhhx8ydepU0tPTsbe3p379+ixdurRa29mzZzN79myUSiVOTk40btyYAwcOVCuX/KhMmDCBgIAAFixYQK9evSgvL8fLy4tu3brx+uuvP1RfmzZtYtOmTdW2zZ07l1mzZv3tOEUeHalMxrDFn7Goz8CqkuhV3KqQMWzRgidm1r1nzx6cnZ2Ry+VYW1tTp04dvvjiC4YPH45UKsy3bd++nUmTJtGiRQukUimdOnXiyy+/rOqjY8eOvPPOO7z55ptUVFQwatQohg0bRmRkZLVjDRs2jPLycsLCwpDJZEyePJkxY8bcMy6JRMKuXbuYOXMmI0eOJDs7GycnJ1q0aFEluPXu3ZstW7bQunVrCgoKWL16NSNGjHgi1+nfgFQqo0+3xazc1Af+5K7Zp+uip27W/f+Ym5vzxhtv8Nprr6HX62nWrBmFhYUcP34cCwsLhg8fztixY/n888+ZPn06o0ePJiIigjVr1gCIXkDPEInhIVyhHB0d2b9/P7VrCysMDAYDEyZMYNeuXRw6dAhTU1NcXFz+Mn2qqKgIS0tLCgsLsbCw+Htn8H9kJcSRm5JEYLNW6LRalk8YgZ2HF0mRl7jtct996gwCwppSUVrCykkv4ejje2v/HXrP+oCfP5iFVK7AoNfRpPdACjLSyE1NJjclGXsvb3KTk7BxcUNTWUFuchKWjs6YWFiQHn0DR19/shLiMNy6FmY2tqjLy9CUl1cdQ2VqhoWdPdmJQv0CuVJZ5ZEhkUqRyRWY2dhSkJF213ma2dohlckozc/DoDeg12mxdnHD2Nyc0E7dibtwlszYaPLSUpBIpbgF1qZRr778unAe2spKlMYmlBcV0v7lidQIb8WSkf3wDAmlMCuDgvQ0wgcMI6BxOKunjEUql9P+pYlkxscS0q4Tdu6ez+Uf7ZEjR7CxsaF27dpUVlYSHR1NYGBg1ReniIjIo3M9o4hraUX0CnWl9py9lKh1mCqlBLlY8uO4pvRfdpJLyQVce78TlTo9Sw7GsP5kPIUVOuzMlOSUCPdGpUyCs6UxiXllGCtkhHnbcD29EBtTFVEZxdWOaaKU4WppRKlGR1pBBRZGcmxMlSTnldG+lhNJeaVcTy/GWCFFqwet3oClkYy8Mi0yCbSs4YCpQsqvkcKS8dvZHn72phjJZVxJL8LBXEVheSUWxgqcLIz5tE8IAY7myKSP/x75JL87RR6df8PYKCkdLt0QzLsBBk0HO2thcv/2KPD14fBiWyFTos9rgphw8f9Kbi+eDpM/EUQFrQ5G94IbiUJ2Q8R1qO0PcalCWSlne6F0k60leLvBuauCAJKVd8c3w9ZKmDcr+kNlDGMjQRS5HC28NlIKmR4Gg/DoI5VCgJdQIsqg1yIrv4rORCg9aWkmZHBk5wnP3GoN2FmBkx10aym850q0ILhIJUJWyatDBB8QDMIo0Tsrkf59jGnW34GrbdcS5FyJXCGDS8kwpBH0a0h233WYa8ow+rQXnIqDF+pCsGvVg/7zxI70L1FIVXR0HINWr+F0/jbCrF9AIX02GbMiIs8V6WkQEQGdu8DQgRjy89GZmCK3tYWly+GjD+DUCdi4GVQq2L0TvtsolJeysoKCAgyAQSZHamMN2dn82qwDGl8/XvxtKyiULK9RH8/MVHyz0vDJTEGqVJFUI5BN4Z2YvnQeElNToWRVUiLUCgaplFNqA/mOTnQ+dVgo9WRuDkVFgqJdo6Ygvvy6XTgHqVSo2+fiKmSCJCYIAoZcAUoFSGXwzhzw8hLaPub75JMeG225+TuTD3xVzbzb3dyeRW0n8mJAi8d+PBGRZ8HZLdtYN3lqNfNuG3c3hi1aQMMXez67wET+dURc2cJPOyZXM++2snSnT9dF1A1+8Ykee82aNUyZMqWqrN3hw4dp3bo1+fn51bLMDAYDX3zxBUuXLiUuLg4rKyvq1avH22+/TYsWwn39l19+YerUqSQnJ9OkSRP69+/P+PHjKS8vx8jI6Imeh8i9eahZ2fLycuTyO8kaEomEpUuX0r17d1q2bMnNmzcfe4APi4OXD4HNWgEgk8sJatEGR98AwIBUJgcJBIQ15dj369ix6BPGLl1D9ykz8A5tgKWjUMvP2tmNrfPeRWVqhl6rwaDXo9PpcfTzJzM+Fr+GjbFydEZbqSa0U1eKsoXBjFZTSWZ8HFKZnJzEBFxrBKE0ElafVJSU4Blch3pde+JWS5jgUJeVUpyXi1QuR2Vqiv7WxIaxhSUGvR63oFqUFxdVP0GJBAt7R+zc3FGXlKDX6dDrhCWKbjVrUZKXS43GzWj8Yn8qSkuQK1XIFAqSr17CYDDwyqrNOPr4oy4rRSqTk3ojCoVKiUKpwsTcAqWxCVK5nNyUJLIT4pGrjNBrtVz+bQ/5J+I5sXnjcylcALRs2bJq8kmpVFKrVi1RuBAReUx42ZriZWdKeaUO9S3vitJKPQVlGr46FEN0VjEVWj0LfrtBvfd/I6dETWGF4DNhZiTHz94EEAQJqRRmdqlJvwZuSCWQWVzJ9YxirIwVAHjamvB6e396hDiTWliBTm+gf0N3Nr7ciLaBjhgrZVxPL6KBpzVGcinlGj0KGdiZKrgVGnoDHLyexZ6rgnBhJJfgY2eGBNDo9FxJF+7NzfxsUWsN2JqqeLtLIN52JgTN3sPYdeee6vV9XBh0OkpPn6Fwx05KT5+pEuCfJCNGjEAikSCRSFAoFDg6OtK+fXtWrVqF/v8MBS5evEjfvn1xdHTEyMgIf39/Xn755Wc6/vg3jI08nO8IFwAdmkBooCAIKOR3tn2/G8a9Dxs/gQVvCKbXvu7Cfic7eO1TQQzQaIX3JqVD+8aCcFG3pmCEXVIm+GzcLh9VVgHX44TjJKRBg1pCNgYGA6VF+QT7CbG1u1VRqbwCricI7Y1VwK2FgOYmQgZGLT8hy8NgAIlEjs6kDlKpEFfdGpCTL/z9qm8t8A0PhZRMaBMGI3sK5ayMjYQ5tqh4yMqBXV8L7y0rhwV5W2l+dB8yKYRIs5FbGoPprYn6/DI4k4CFmQGVXotm00m27VpHxYKdz6VwAdDNeRIdHYWViXKpgnDbvqJwISLymNA6uXCmbRfhhlZWhsRgQF5aInhJ/LBZMMTW6WDbVujTS8iqKL61UEOuoCSgJlNGTWN7y8782KwTRz5ayI0Jr5Hl5Qfp6ZCSjF9FMYtfGMqr0+Yh7dsfevTg5xr12Fi/BRWdu8G7c6FNO1AqIScHXN34qWNvnFOThW0Wlnfub3o9XLvKwcwC3u0/jhhXL7hVmqhKuACoVx+KiwQBY+Ik8PWFQf3gzalP+xL/bV4MaEHC2E0cGvA5m7rN5NCAz4kfu0kULkSeKxq+2JPFCTeZeWgvEzetZeahvSyOvyEKFyIPTd3gF3n/zQRefekQI/pv4tWXDvH+tPgnLlyA8Ez5Rz+eVq1aYTAY7iqPJ5FImDx5MtevX6eyspKsrCz27NlTJVwA9OjRg+joaCoqKjh06BC5ubm4ubmJwsUz5KHKRtWsWZNz584RGBhYbfuSJUsA/pHldWLPncLUWjDV0eu0mFrbACCTKyjKyWbJyAEMX/AVjV8cwI8fvgNAfnoKZrZ2OHr5kHjlMnqtlsDwFvw8bzYSiYTrx48AIFequHTgNzQV5UjlcjTlZei1GloNe5njP6wn7WYUDp7eZMbHIpXJiDl7CgDJH9LufBs0IurYYdSlpZja2lKam4u6tARbdw8SIi4IsSoU6HQ6pBIJep2OTo5XuJabjrpMiq27J241a5GVFE/qjav0fvt9JFIppfn5VJSUgAS6TZ7OjyfX0uf0CNaZrkarqUSv1dFl0lQ8Q0KRSKSMX7kRuVxBZUU5UUcPc2DVUuRXtIQ26kJCUgTyTAmNHbph3rV6zUwRERGRB2HW1iv8dCGFmk7m2JurqO9pTVaxmqTcEubvvYFKLsFYIaVYrcHD1pRD17MIdbfkYnIhCTllVf1UaHSk5Jfze3QO19KKsDdXYmEkx93GmFK1joJyDekF5Sw5FIuxQoa1iYKlg+vzwlfH2Xw2GaVMgsEACbllJJxM4pXWfkSmFnAqLo/MYiG7w9pEQVGFFp3egKWJkPWhNxhwszHGyVLF0ZhcrEwUfN6vDq1rOJCcX05sdilKuQSdHoyVMlysjJ/VpX5kin77jcyP5qHNuGNOIHdywvHtGVh06PBEj92pUydWr15drebt5MmT+emnn/jll1+Qy+Xs2LGD3r1707FjRzZu3Iivry9ZWVn8+OOPvPPOO2zevPmJxvhn/BvHRqf/kEmv0QqLY81MhH9LyqDTWFg6G17uA6/OE9pl5YKNpSAenI0EtRZ6tIZF64USUeevCT9yqZBlUVgizHdJpVBSDhMGwJptcPqyDjerNBIrnTFIjTkVKcyHyf+wVqB7S9h+SBAg3PmB1CIHSiStCPSGuKgKfCoyKbXyRKMR5ssqNdDu7HJiEuqgtmqEhzMEegveHmeuCEKMiTGk5wpZHlodzB4H67/LomOr39n0Q1s0Omt0ergxfQihoUr0epDumiIEVqmFk7EYXt/MqgMrCGrbhibRjpyJ/J1XrH5kZb+edHqKn5+IiMjzwfHzkQQs/IgiD08hayC0PpSXCRkZa1cJvhgKBeRkgY+P4DXRoCGcOws52ZjlZBPq6k9g/HXGvDIHN0szrlVIObD7RyH7wcGBNknROK9agEQqhdQEsLTkNbWaiV1bo/htN+zegUFlhMRggMwM2LOLDwG9rxekxN0x5TYzg7IyMBhonBJDmzNHKDExBfsaUK8BXDwvHHPKVAhvBnPnwLWrQjkpvR6UKqEs1b8QmVRGK4+6zzoMEZEnilQmI6jVvT0AREQeBqlURoBPq2cdxt/i66+/pmHDhtja2nL8+HHmz5/PK6+88qzD+k/zUMvKe/XqxXfffXfPfUuWLGHgwIE8RBWqp0LN8JbYuAnLBm3dPOjx+tsApFy/Sn5aCs7+NdCqKzi6aQ3aCqGkU3j/oahMTCjIykSrrkCv02LAQHFONga9HplCWN3bavhLWN4ahEkkUjTqShx8/QHDLQ8LHRmx0Rj0eirLy3AProOFg1PVSlZLB0euHtqHtaMzzQePpDQvDxNLKwx6PbnJSVXn4BESilQmI7BFGxRGxhyOs+BqigQHbz9ykxPxDAklNzmJvNQUTv4kfD7ndmxBrlQw8L1POb11M6oCHaGWtXF19aH/7I+Y8O0mApu14vC6lWx8+3UUShUSqRSViSnBrdvjV6sRvvb1sLF0olnPwWQb0riiOo1lkMtT+dxERESeH9aeSOBknGAOaG2iZEgTT3JKKhncyIOcUg1u1ka8270WzpZGnEvIp6GXNS1q2NPc3x4bE+F+O7SxB0sGhjKksRdWJgoiUwqwMlGQXqhGIZVwPb2Y7GI1KpmEQCcLJrbypbBcQ2ZRBR/uukYzP8GLx1Qlx93GpGqiNDZLyMBQa/V0C3HG286U/DINU9r58Vo7f/LLNEglIJVIOXQjG6VciolCiqulEeZGCq5nFHM5pRAzlRxjhRxTlZyI2R14t0etZ3KtH5Wi334jdfKUasIFgDYzk9TJUyj67bcnenyVSoWTkxOurq5Vabvbt29n9+7drFmzhrKyMkaOHEmXLl345ZdfaNeuHd7e3jRq1IgFCxawbNmyJxrf/fg3jo1aNoDgWyXU7W2EyX2AqzFCloKPu1CiafVWQQAA6NcRXB0EM+wytbAY2MToToaFqTQdWcUNBncDFwdhm0ohZF54uQqZEwoFVFZqiI/PRKuXo9YaUctPKCd12ybGyQ5+3i+UtXptGGQVmmJtUohMCtfioG1+JF/HrqFzcClSObRrJPR90K0b5yzDqOElZITUryXElpEDK38WBIsf9gj/fv4G7D4KWcXGNGriTFhdFR9Mgl+XQGgnO748YEHfqYBKLhhoGCuhZQ2iWzryrV0kmVY6socG08AqmIVWE2nboe9T+uRERESeF7aWwxfmztiUFGOGgcoOnUFdIRha5+cLYsGY8eDpBZGRUK8ehNaD+g3gdnmkFq0Y0TiEmk3C2LFwBh/PHM+0w79gfTlCaJOUBOlpBGanUVOnhomvCn2Xl6Oc/zFHR01kWdueaI2NwdVNUJsBVUI8xsG1BF+N0PrgHwAlJdCxE7w0FpPsLADMJBKIuCDU4TMyAitrQXDJzoZLEWBkLBiBS6WwfhO8OeOZXGsREREREZGHITo6mhdeeIGgoCDmzp3L1KlTmTNnzrMO6z/NQ3lePC6eRd3uA6uWcuPUcQa+/yn7V3yFurycnKQELB0cyUtNxqtufTJib1JRXIythxedxk9BrlCw7s1JGPR6Apu3Jvr0CeRKJRgMVJSV8vp3v4DBwOltP3J883qkMjmWDg7kp6ehMjXDYDBQWSasVjG2sMTC3pG8lCRcawaRcOkCUrkchUqFurQUS0cnSvPzaDt6AofXrURdWoK5nQPFOVmEdupOZlwMaTejcK8VgqWjE1HHjmBha0tg89bEXzxHTnIi7rVCSIq8xPjl69FqNGgqKrB0cBSOJZPhEVznruty7eghSvJyCXuhT7Xte75eKHhc6JthbmJDsl8iV4/sZ8KKTXcMmzKvgWPQE//sRERE/r3czCxmx6U0vjgYQzM/O/wcTNl0Ogk3axPefyEYf0czvjwQzYbTSdTzsMLF0pgbmcUEOlvQvY4LSw7F8GnvEGo4mQPQefHvRKUXM6GlLw28rDkdn8fUDgGUV+o4HpvDhI0XWT2iIeF+djSet5+8Ug1SwN3GmJT8cnQGaBfoQLCLJUuPxBDobMHSIfUpLtcwYvVZHC2MiEguIMjZgg96BeNsaczF5HzGb7hQzXpMJgEkEg6/0Yr2C4/Qv4E7770Q/ESv5ZP67jTodMS0bXeXcFGFRILc0RG/A/urZQ4+Lm6n+G7btu2ufXXr1sXFxYWXX36ZF198kRMnTtCkSZPHHsM/gWcxNlq1FTbvga/fgWU/QGmZULLJzgpSsyDIF3LzITNPMNh+eww42cLAN4WMjRdaw/5TQsUTh6KPyU2P5YddKzA3hZ/3CVkZUilYmgvm4CoFSKV6yiqEEiSmxhL83dVcj1UTXk/OgbMmSKWCGFFYAm6OkJYNrw2BTbsgPQecLLS4piZh08GHSg0cOQchAYIAcvQCqJTQtYWQBXI9DsJqw/EI+GEBmBoLcbg7CR4gxWXQLPTu63LsgiCUjKk+NGLV1+s5tPd3LDQRnDTEMGPAt2xa+xNrty7DwlK4RxVcS8GypouwyllERETkXqSmsFVhyXfX4lm/ex1HB49heb6aDT9+jbL/AAipAzt3wsZ1glm3uZmgvEqlMGgILP8GXpkEATWF/t6eLogFXboJWQ+nTsKIURg0WipSUzCeOhmmTMXQtj0lE8dinpQIgMHNjbyiUmyL8qFRY3Bzh107wNoG3v9Q8Lv4dJ6gPN+4Ds7OMGkKeHnDzeswZ3b187rtf7FmA0wcK4gtM56sIbPoByYiIiIiIvL889DiRUJCAvv27aOyspKWLVsSHPzwkzXPYpARe/4M+5Z/iZmNLVKpDI26AplcTmZ8LABylRFadUVVe/daIXiHNqCiuIiLe3diYe9AQXoaxpaWOPvXIO78GVxr1qIgIw33wGDsvXxQl5eRdDkChbExaTei0FaqMbGyoSQ3u3owEglIJIT2HcrFzWsBcA0IonGfAfz8UfVBoFQmR6/T0nH8FPYuXYRULkev1eLboDEpUVfwqBVC7IUz+NZvRNLVy5iYmzN8wdfI5A9VEewuDAYDBoOesqhsoo4c4dylHQxf8DUm5uZo8yqQZp5AurkXDPweanR+oD41Og0KmeJvxSUiIvLvobBMQ+jc3xjTwgcnCyPaBjoyas1Z8krV7Hu9Fe/vuEpWkZrpnWrw5cEY9kdlMaNzTUaEeyGXSjlyM4ulh2JZNbIh5kbCvWPIytPcyCgir0zD6GbeNPW15ciNbK6mFRGbU8Lq4Q2p7WbJt8fi+WBnFPU8LKnhZMF3Z5KxMRXE5zKNDp3egAQJJkop7jYmXEsrwsPGhMGNPdl3LZPT8XkAfNq7Nr3ru1Nj1m60egPWxnLyywWfoVHhXszu/vQyLJ7Ud2fp6TMkDR/+l+081q7FtFHYYzvube4nXgwYMIDLly8zYsQIpk+fTl5eHtbW1o89hr/Lv3VsFHEdPlgu/N/FHopLBV+JmwnCNrlMmC+7TbAf1A8CCzP4dgt4OguZGEoltA3N5teDpTRt7MX1BMEDw99DmPs6HgHmpoIgUFQCHuY3SM7QYzD2A3UKUl0RehM/MBgzOzSdORGugND/22Ng7HtUEw9VSlBXwtxX4J0ld/Y1DIb4FKjpDScvQ1jwrcwQA6z/WBAv/i46nY6IyydI2rafngeMKdn8EuaudqRlp1ARnc2J8Pk0XvkyfqNbP1B/WvTIHy4RWkRE5N+MwQAv9oBWbaBGDQgMonTVt5QnJqL+dh3LSiBSA6vUGVivXQEnT0DPF2H4SOH9N2/AyuUwczbYClmlzP9YaCeVQtNw6NQFDh/ii9AWLPWuzdmSWMy8vTlZUEbD4X1JbdAETxsL+G2vUOpJJgetBioqBINtU1Nhe2GBYAzeqQtEXBR+AIaOgAEDoU9PKC8XsivKb5X4bNka3nzrqV1OUbwQERERERF5/nmoGe5Dhw7RrVs3ysuF8kpyuZxVq1YxZMiQJxLc48S3fhhGr80AiYSshFgOrvqGdqPHY30jipsnj9Fy6CgOrV6Go68/TXoPIvLgHmLPncYloCY2Lq50GPsqF/fu4OqhffjUbUhOYgJJkREoTUyJOv476bHRFGRmoNdqQCJFZWKCRCrFydePmNxszGzs0Bt0lOXnC8KAmSXZ6alV8RXmZmMwGFAam1BZXoalgyMdJ7zG1k/ew9Laif0rvgJAr9ViYe9I7LlTBLVojXdoQ1oMGYWFnT2b57xFRWkxYKAkL5eyokL2fL2QrpPfxNbV/aGul2CeKsOslhP2Gj8ci3xZ+cooek6bhezHUoxrOmLdaT7FCX4YmZegdDG7Zz855TlMOTSFfjX68e6Jd1nQYgGNLethYmEprkoUEfkXo9cb+PVyGq1rOmBhdG9R0tJEwaIBodTzsMLNWjDc/mpwPT7aGUXXL45SotZQqTXgbGnMimEN2Hw2ibTCChJzywhwNCe3pJJr6UWUVeqqxIvFA+qi1uo5n5hPXXcrlv0ey9YLqVTq9Exo5cuG04m0LXJkQEN3bmaWkJpfxtHobJr52dGnvivHYnJRa3VcTCwgpaAcRyNVlVl0fG4ZFRod4b629K3vxru/XOXNnyOp626NAQPmRnKa+dszoqkXDhZGuNuYPLXr/STRZmf/daOHaPc4MRgMSCSSf1zZpT/ybx4b1a0JH74qiBbFpYIQMGEABHjCrt/h9WHw+TrwdoVRveDUZTh0VshscHWEVwbBiQghK8LH1x7PBHuOnBdEgt/PQVQcZOYInhRKhfAjk4GPrwspaTdwdFBQVOJNeUk+er0xHgX5FMaWV8WXUyAIExamgleFrRW8NQo+WyusA/nwlvBiQCg3dfYKdGgKDYJg/ABB/HhjgWAUrtMLZt6VWpi5GN4YCbUewcZLJpNRP7Q59aVeZBQdZOKQV5n2/hTeWDEYTxcfZn/1BntkJwi7oiAsuNk9+6hAyxccJxxPNhJBf0Kom2+LmbkZMvnjz24SERF5ihw/CkHB8GdCu0QilE9ycwN3DwBMx43n00pjfsgGcwNkAzkOTli//Q4cOghx9eCGHGoBJcUQFwulJXfEi/GvwJDhgmG2iwsc/R327aX59VgqZn6Iyf694OtP/XYdODfpTepGnIEjh4VsizqhkJUp+GykpkBysnDjdXKC3BzIyBAECh9f6NYDPp8P69dAcLBwLkZGUKMmDB4inLOzWGJYRERERERE5PHyUOLFO++8Q/v27Vm6dClGRkbMmjWLN99881/xgA7gWjOIgswMDq5eRq1WbandthMmVtbkp6VQs2kL6rbvUtXWu249AJaOGYKTbwAW9g5E/X4Qv7AmKI2NKczKQKEyomH3F8lOSuDmyaPCAA7AoMfM1o7cpAS0GkHMMBj0OHh4k5Cfj6WDE0VZGWSfO1mVWVFWmM/Wj+cgVwnu9cW5OWz9+D2GffolGTE3OLJhFRVlpShVRvR79yNunDzG0Y2riTp2BDMbW8Z8tZqBc+cDkHDpAj9/NJv2YyYhVyiR/g2RIC8thchD+6jXuQflRUX8OHcmrqYBWCpdsJa44RyRirVS9afihcFgoFJXiYXCgt7+vXGR2LF8wghaDB5F/a4vPHJcIiIiz5aojCImfx/Bh72CGdzIs9q+lvMP0TnYmbc616RNTQd+OpdM/4Ye5JaqmfbTZTysjfGyNSEiuZDZ3YNwsBDueyq5jCUHY9Do9DT3syfQ2YIedV25nl6MsVKGhZECWzMVALZmSpYfiWNcC1/e6lyTCo2e6xnFDFl5mlNxufw0vimpBWW80sYfJwsVL68/j1YPC/oK5fPCPtyPj50p214J59dLafx0LoXE3FKORmdzI6OEczPbUanTIZVIsTVTotODhZGCLwfVe7oX+ikgf0ADzQdt9ziJiorC29ubgIAAAK5fv/6PKxv1bx8b1fAShIvurwheGL3bCRkSUXHQuA4cXn2nbfP6wqLhQdOF7IuQAHjzc6E0k6UZpGQJAsXALhCfCgdOgQQ1BlSoNeDnKfhqFKvNwaIB6koIrQlHL1hjaQ4pcluWVtqikIFGBxVqwTD89jAmrxBmLIZv34fsPPh0NUhKhf0L34QzkbB4I/x2QihRtX/lHT+Pmwkw+l2YPFiogCKTPPo1y8nOZcVPP9BpUDt81TH8/OYS3tc14gTmXK+v5rMVcxlSkvmn4gUY0KJHgYwWeONaYcrIPuN5oV9Xho8d/OiBiYiIPFtycuCjD2DIMBj4f3/LowBv4B1QN27Kd2XQUy+IryMVLkyJPMyAKxH0HTSFyabgf2tdyMnGbagzB+RZGpSVl8HFTcjayM4CS0uwtBL8MczMwNERtvwELVrCi30ILS8ntDgLfv0FzM1RhofT+PgB6Nodho+Aj+aCTgsvjREONnEc2NjAl0uFLAudDuLjhZ9LF4XzGjdRMO72DxBEDVNT+HDeU7rAIiIiIiIiIv9FHmpW+8qVK3z00Uc4OztjbW3N/PnzycrKIjc390nF99ixsLenzYgxhPcbilQmQ6ZQoDQy/vMJfoMBE0srfpjzFn5hTYk+fYK9yxbTsEcf2r00geOb13Pz1PGqthZ2wuSOrrISgISL51AZm6CpKCfl+lVhn1YDgLqsFL1Oi6m1DVKpFIWJCXYeXiiNTajbsTsadQW/LfuCyopyxi5dS6dxkwlu3R5Le0fCevSm3+x5tB72Es5+NVgzdUJVyE6+ATTpM4iAxuEM+vAzrJ1dH/l6leTlkRQZQUl+HnkpKTSxf4ESXT5RV4+SkRzDZeuTHIv8gbgLZykrKrzr/fYm9mzsuB7b2Eqm1JxA+dUkGvceiE/9hlCU/shxiYiIPHluZhZzJbWQGxnF5Jaoq+2r5WLJT+Oa0Lf+3VldQc4W+DuYArDlQgpzfr3Gx7uj6LToKOkF5egNoDPAgDB3MECr+YdILSinTKPD284Uc5WCQStPY6yU8WpbP4avPsOa4wnVjpGcV8bn+29yIi4XjdbA5rPJ/HZV8GyY0NoPtUZPWoFQCtDNxgQXKyNOxd75rlrcvy5JeWXsjkyngacNbQIdyCvTkF+moaBcwwc7o3h761V+vZTGqDVn6R7iTNcQp8d5ef8xmDSoj9zJ6Y4A//9IJMidnDBpUP+pxnXw4EEiIyPp3bs3HTp0wM7Ojk8//fSebQsKCp5qbH/keRgbmZsKWRZj+wolmRQywYz7XkMjiQTkcrA2hymfCNkbZyLh/aXQoxW8PxFWbYGDp0BZuBOz+HE4WGtAV0JRoeADdvYqGKkEM+/z14R+FTKhVHqFWhAuHGwEkUEqhQAvQRQZ1l3IoPhyE8SmwJZF8MEk6BQu+GP0bg/fzIZXB0PrMOg7VSgvBeDhDKN7QaswWP4u1PR59OtVWFBExLlIcrJziYmO44Tqd4pUxlyPLSAq8ga9a7yOeZ4Pvx84Tn5ewV3vN0LBdG0LCnfF0CHHg+u7LjJwZF+atWlKeUbBPzrTSETkP096GkRdE7IUcv4vI9HODj5fLJR5+n+8gFvZXkfU8E4R/HgFph6GJA14ZqZSM/Y6g40NOMggPAuiNJAP9F8J6vpHYdbbUJAP4ycKfhObNlY/RmEhrF8reF5IJLBvL5y49ZzapZtQBzA7SygR5eQk/Fy7JqjSANOmQ2kp/LYHagZCvfpQqRYyM9RqWP2tkHlx+CBMnQztOkCT8Md2aUVERERERERE7sVDZV4UFRVhZ2dX9drExARjY2MKCwuxvZ22+g9HKpUR2ql71Wuf0Ib4hDb80/ajFi9HrlRy7Pv12Lp5YGplTXZiPOnR17F1c8fWzZ067btx7Pu1NOs/lOC2HVg2dhhWjs6Y2dqRci0SS0cnsuJjqvq0dXGjNC8XCzt7inKyKS8qQq/TQmUlucmJDJm3iFVTxuIaWAttZSXqUuFh/8y2H8lLSyH+4jma9huCX4NGSCQSUq5fw7N23ar+jczMaNp30GO5Xh7BIUxc9T05SQm4BgTiYRpMreadSVPHsuuL+QS3bs+VQ/u4eeY4CpURfWbOxdjcAgt7h6o+kq9e5rdvvqB1+wZkndlBg74jsT43H86tgr5roVbPxxKriIjI30OvN7DqeDxtajrgY2/GzK2R5JdpSC8op32QI4sGVHe2beBlc1cf83ZdY/eVDJwsjTgdf4mutZ0xVsiIzipBLhV8Isa18iO1oJxuXxxlbEtfXK2NUcmlDG7kyeBGnhRVaPB3NMfXXsjoerm5N6fjc4lKd+CLAzG8/0Iwfg7mnJ7RFgcLI/Zdy2T+3ht0DnaiT303sooquJCUz+hm3jTxtaW4QsPJ2Fw0OgNdQpwIdrEk1NOal5r70NDLhu0RaSw9EsuyIfUJcDJn95V0Xgx1JbtETUNvaw5ez2ZBvzqontNyLhKZDMe3Z5A6eYow2fHHidNbgobj2zOeiFn3bdRqNRkZGeh0OjIzM9mzZw/z5s2jW7duDBs2DJlMxsqVK+nbty89evTg1Vdfxc/Pj5ycHH744QeSkpL4/vvvn1h89+N5GBsB9PiDRUOwPyx958/bLntHKP/03W6hpJOPm+Atcf6akIXh5gR9OsCKze3oMyiMoS8qGD1oFtaFSgIazeXwWfBwEjI8bhPoIxhuO9lBRo6QZaHTC7+Ol2/Ar19Bz1cFPwupVDD0Bvh+N1y4Dldj4cV20KU5yKVwJUYoH3XbAsxIBSN6Pp5r5evvzebda8jKyCYoOABNRTwFHUOZ7NiIOdPm0blnB3Zv+41jB08ik0r5ZMn7mJqZ4upxp5xKXEw8iz76it7hLTmz7Xd6vdiFkpjz/Pz+VhouGUGNCe0fT7AiIiJ/n52/CpP5vn6waiVcuSJ4Qri6wtyPqretUfOut6fsAdcdoO4FswqglzGYAueV4JoLTcvBe+hgeLEn08cPIaf/YH5p1AUjoIsxdPEHPMLBbDYEBoFMxoXZ8/jGxp1pGphfAm+bg5e1tWCWbWkpGGyvW8Pe8VNp3PUFLI2M4Pw56NBZEBz0euF1RYUgVoQ1Ag9PeLEPhNaHc2dhwzpB0PD1h5PHhYyP4mIIChJKU41+GczNn8IHICIiIiIiIvJf5qEMu6VSKWvXrsXS0rJq28CBA1m0aBGOjo5V23r06HHffp4nY62M2GikMhkOXneW8J3e9iM5yYkYmZhiYmWFqaUV+1Z+jZ27F1K5jJ7T3uG7WVMpzs3BztOHnMS4qvJRfg2bkhYdRUjbjgS3ao+lw53renHvDnKTE8lLSyWsZ1+8QkI5smEVVw7tY9yy9X/bpPthKcrJQq5QseKVkRiZmdOkz0COfb8e1xqBvPDGrKp2BoOB3FNbsds7Eq2ZC3KnWpAdBaYOMGgzmDlU7zjtIqiLwbvFUz0fEZH/Knq9gfm/3aC+pzXj1p/ntfYBTGztR0JOKRqdnoyiCtysTfC2M71vPydjcxm44hSeNibM6hbEhA3nmdGlJtfSizBRyrmeXsTV9CJaBdhT29WKj/dcJ8TNkrjsUsa28GFSW38ANp9NooaTBW7WxnRc+Dt2ZiosjRVMbOPLhI0XCHK2YPnQBlibKonNLuGrgzG0qenApO8vsqBPHWZui8TbzpSEnDL2vdaCSd9dYGAjTzIKK7AyUTB7+1Vea+fP5HZCKSKtTk9BuQa7WyWp/qk86e/Oot9+I/OjeWgzMqq2yZ2ccHx7BhYdOjz2491mxIgRrF27VjieXI61tTV16tRh0KBBDB8+vFpm5Llz55g3bx5Hjx6lqKgId3d32rRpw7Rp0/Dz83tiMd4PcWx0N3EpQlZF8B8+kt27znHykhRXv3potEI2xUfLwdVB8Ir99DWYvlAQQfzcISb5jmF4eF1BjHihDbRrLIglt/nthJD5kV8sCBdtGwkeHKu2wM8LwfIpz6tlZ+ZgZWPJ4O6jkUql9B/Wm307D2JiZsKCpR9Waxu5/yyX2i/E2NsOYxtzkEjQlVfS+tc3MPOuPjYquJZCSXw2bl2ri8giIiJPkO83gZc3fDpPMK0eM07IXCgqEib9TUzA+/5pXDc1kDgFwtIgcyl00RvYkniOXQF1KCtXMusL0J+BqT9AU2UlJou+pkXWMF4faINnCLx/66tleznYS6GpDi7NhHXd4XoIzDaHMdkaVv28jPoD+4GDA+k6+LgYXirNoofUgdkWMPKlvmBjC8lJsHQFLFksiBhlJeDqAR9/AB07w6tThAMaDJCfJ7znH8zz9N35vJKQkIC3tzcXL16kbt26zzockf8gc+bMYdu2bURERDzrUERERB6RhxYv/rJDiQSdTnffNs/TIGPttFdQGBnh6O2LnZsnPg3C+PWzeaTH3EAilWLv6U1WfCw1w1viUjOIy/t202/2R/z04TvkpaUQ1LwNVw7+xqB5n3P10H6uHN6HRq3m5S9XYmHv+JfHN+j1aDWVKG55ZTxr0qNvIDlWhrRcgtzOGOs+AUikEqGe6uXN4NsWTKxBIgWp/N5lStb1hIJEePXiU49fROS/SHmljsbzDvBSM2/6NXTHzkyFTPrwBeELyyr57mwS/Rp4YGEkp+sXx7iRWcyAhu4YKWSsPZGAAaFeoVQqoUttJw7dyKZlgD3DmngR5m3D7zezGLbqLF1qO9El2InXf7hEHXdLfhwXTnGFhpfWnuNsQh5dajuzZFA9Qt7bS2mFlr2vtcDKRImdmYqwD/ej0xuY2a0mM36+gqOFire7BNEp2Imk3DLGbzzPx71rU9vV6nFfyifK0/juNOh0lJ07jzY7G7m9PSYN6j/RjIvnAXFsdDeTPxayJ9o1BmMj4d9F6+HYRZBKwMtVEDia1YPm9eC7XTB/quBhcf4qDOoKG3fClzPg5CXYekAQQ755R8gK+SsMBihXC6Wv/gnERSdweNPPpMcm4OzlzpCZk1GqBLE0fuMxHFoEorI1Q6qUI5FKkNzjd+rYkK9I/fUC/Qu/fdrhi4j8dxk2GJqGQ/+BgqeEQvHQXVTo4bsi6KEAW1P48NRVZs59Xch0cHsfvoF5Q+Gbvrf8Lyrg3ZdhzyQw6ghtjICYaJqVmVHT0oSVmZao3yontvklgmY3BL0MZsRB1KcQbAafLGDHkuVMeWEk3zkq8JWDtQQk41+G3Fxy3pyB7fyPkZiZCefVsZMgxrzzNgwbAfUbPO6r+ER5nr47/0hGRgYffvghO3fuJDU1FQcHB+rWrcuUKVNo27YtAF5eXiQmJgJgZGSEo6MjYWFhjBs3jjZt2tyz39zcXOrUqUNqair5+flYWVn9aQwSiQSVSsWNGzfw9Lzjb9ezZ0+srKxYs2bNA52LTqcjOzsbOzs75E95saXIP5c/Ll76Ix07dmTPnj2P3K9EImHr1q307NmzapsoXvx3kfxhvtHExAQXFxfCw8OZNGkS9etXL4lsMBhYsWIF3377LVevXkUul+Pn58eQIUMYM2YMJiYmXL16ldmzZ3P+/HkSExNZuHAhU6ZMecpn9d/kob499Hr9k4rjX0uP12cgkcrY8/VCEiMvsX/VUgbM+YTU61e5duwwUpnsVlbCIGxcXAnt0BWDwUCr4S9TkpfLnq8WggQcPLypqN+Ikvw8Wg8fg/kDlpqQSKX/GOECwNm/BsVpyVTEFlKZXAx6AwZAV65HEtAPmekDDPp7LQNt+ROPVUTkeSanRI1MIsHaVPmXbY2VMs7ObIdS/lA2SHfx1pZIbmQUM66lH1svppJWUIapUkpZpZbxrXxpGWDHxtNJnIrLY3qnGrQLckQhk/FGxwCcLY0BcLM2oVMtRwaFeTB2/XkqdQbOJhSQUVhBXmklZxPy6FPfjcGNPBn67Wk0Wj1edqb0W3aKvVNacOh6FlnFauRSCa9vvkw9Dyu613HBwUKYKPSwNWHnq83/1nk+z0hkMkwbhT3rMP5ViGOju5nxkuBdseJnSEyDb36ARdOhli8cPgeVGjA3gcFdoHYAdG0hCA5j+0JiOCxYI7wO8BQ8OJLSYcIAcH9A2xmJ5J8jXAD4+HuRVrcW5UXFxF+9gVatQa5QUFZYjG3nWpjaWP9lHw2/GE7I7HvU0RcREXlwiotBoxFMqR+EVWuFGnl/5gn1ALxfDL9WwEgr4CQklAYS7d0A7wpf5D0Ab8itB5JyeNMMxpmAtDl0qQPcTgi1tuHXnetRteoO80pRGY8i6JwBEr4GU1844UNe35koO5diNv9j6t+MYWNxIQ0vnEC95BskRYWQnMTpmnUZZ+HHipbtaGBjIZS9ArCwgMVLHvkcn3d0ej1HY7NJLyrH2cKY5r72yB5g4cKjkpCQQHh4OFZWVsyfP5/atWuj0WjYu3cvEydO5Pr161Vt33//fV5++WUqKytJSEhgw4YNtGvXjrlz5zJz5sy7+h49ejQhISGkpqY+UCwSiYTZs2ffc5L5QZHJZDg5PZ++cc8Ter2epPQ0isvKMDcxwcPZ5YEW6PwdOnXqxOrVq6ttU6nunQmv0WhQPIKALPL00Rn0HC3MIr2yDGelCc0tHZBJnuzv0v1YvXo1nTp1oqKigps3b7J8+XIaNWrEqlWrGDZsWFW7oUOHsmXLFmbNmsWSJUuwt7fn0qVLLFq0CC8vL3r27ElZWRk+Pj707duX11577Zmd03+Rxyp96/V6du3aRbdu3R5nt/9obpthD3jvE/Yu+wJNRTkuATVxrRlEWM++nN76Ayd+3IjKxISc5ES+e+cNzG3tsXXzoNvkN0m8fBFn/5pIpFI8Q+riGVL32Z7QY8C8pTvmLe+Y+OZvjab0fCYyUwXOMxo9QAd/nXEiIvJfZPH+aErUGmZ2DaK4QoO50Z8P4EasPoNKLiPc15a+DdxxtzG5b99/V7gA6N/Qnaxiwdhbo9NTWqlDb4A9VzLYcTkdqUSCBAMf9KpN/4YenE/MY8flNJLyStEbBBPuj3sL+4atOoNKLuWbwaFkFatp9/kR3upck/2vt6Tt50dwtTLB3EiOkULG5Lb+/HQhhSbzDrB5bGPe7R7EvmsZXEktolKr5+vDsWQXq3mvRxC1XCzv6dUhIvKk+C+OjZxuWYB8+Cos/wnyDkKQDzSoBUN7wK+HhSwLc1PIzoOhbwvlo4yNYMnbEBUH9tZgYix4Ycyb8gxP5jHR7IVONHuhU9XrHSs38tv6H5HJ5SzYuxnZX3jqqGzMUNmYPekwRUT+dezfv5ekpERGjRpDeXkZxsb3Ge98Og8yM6BNO2jcFLy87t/5Y1gl3tMY/G93UwmT1krxvfEBWgUYDldiMChQTTrOe+0aMdxcAQnAPiAbdLkQvhimmtnSt/kU9DNfwaBXInnrSxJN1dhM9sWsJ1T+BvWL3RliAnNNzXAuyse5SX0uujjTS+/Aelc7mo+bSKbCnEpzCxxLS+DIPsHT4uWxgtdFvfp/eg7/ZbZcSmby1vOkFNxZWOdmZcziXvV5sY77fd756EyYMAGJRMKZM2cwNb1TsrVWrVqMGjWqWltzc/MqYcDDw4MWLVrg7OzM7Nmz6dOnDzVq1Khqu3TpUgoKCpg9eza7d+9+oFheeeUVPv/8c6ZNm0ZwcPA92+zZs4cPPviAK1euIJPJaNKkCYsXL8bXV3Co/2PZqJCQEDw8PJg5cybjx4+v6uPixYvUr1+f+Ph4PD09KSgo4I033mD79u2o1WoaNGjAwoULqVOnzoNdRJGHIioulj3HjlJUWlK1zcLUjE7NmhPo4/vEjqtSqf5U2JJIJHz99dfs3r2bAwcO8MYbb7Bx40bGjRvHG2+8UdUuIiKC0NBQoqOjadeuHQC9evUCwNPTk4SEhKq269ev55133iE/P5/OnTuzYsUKzEXfnsfKlpxEJseeIaWyrGqbm9KExb5hvGjneZ93Pjp6vZ4FCxawfPlykpOTcXR0ZOzYsVUCrpWVVdXvmZeXFx06dGD48OG88sordO/eHWtra3744Qc2btzItm3beOGFF6r69vLyokePHhQVFQHQsGFDGjYUPJPfeuutJ3I+IvfmschfMTExvP3227i5uVXdKP6LdBz7KmOXrq2W7h/QOJy6Hbux8tWXKcrJxrd+I3zqh+FTryESqZRO46dQp12n+/T678e4tj2mDRyx6OhF8ZEUKlOKn3VIIiL/SnJL1WQVq9kZkcrEOQcZ9sZelr15kBELj1Ki1lZrO61jTQaGubPkUAyn4nIf+ZhbLqQQ+v5vZN8SJe5HqxoOdAhypNuXR7E2UTK/TwhKmYRKnQG9AezNlGj0sDsyg4KySuzMVNz4oDM9Q13xsjVBq9Oz4VQSc3dcQ2+Aco0eB0tjfo/OprxSy6+X0th0OolF/euSkl9GdGYJlVo9MdklfNSrNt3rOBOXXUqX2s6cSyggyMUCI4WUDaPDWDa0Pl8dimXdycRHvhYiIg+DODYSGNMHdn0tCBG3aRwCAzrBmPcEL4tmocK2lreqlUwZCoOfc60nuGlDmnRrT69XRnH8lz1EX4x81iGJiPwrKSkppqAgn+jo64zr3pXXZyzkyyGzSB3QD/LyqjceMAgGDBa8LM6deeRjHqqAoAyI1f512zAlDDCBnjmwuQGEjIFyxxOcq7eUWEclhztm0fLKPga/fYUSPcS4AceA7nCuN6gNUPJ7JSxKZerw4axoOYRUd3++9AlmW33QRP+Kavl8vraGqTs2wpnT9J/6CR/7N8BjyBBeNJJwQy+D9h3osfILxsdEMGbY62gXLIS33ob9++CnHx75WjzPbLmUTJ/Vx6oJFwCpBeX0WX2MLZeSH/sx8/Ly2LNnDxMnTqwmXNzmfmWebjN58mQMBgPbt2+v2nbt2jXef/991q1b91Cr6cPDw+nWrdt9J+lKS0t5/fXXOXfuHAcOHEAqldKrV697ZqZKpVIGDhzIpk2bqm3fuHEj4eHhVeWp+vbtS1ZWFrt37+b8+fPUq1ePtm3bkvf/f9Mif5uouFh+2Lu7mnABUFRawg97dxMVF/uMIhPKPfXq1YvIyEhGjx7NqFGj7srUWL16NS1atMDPz4+zZ89WbUtPT696DRAbG8u2bdvYsWMHO3bs4MiRI3z88cdP9Xyed7bkJNIn6nA14QIgtbKMPlGH2ZLzZJ7DZ8yYwccff8w777zDtWvX2LRpUzXfwXvx2muvUVxczL59+wDhHlSjRo1qwsVtJBJJNW9DkWfDIy8nKS8v58cff2TlypUcP36c5s2bM3v27P/0A/q9sHZ2pX7XnpQVFmDn7kGXSW/89ZueM4z8rDDys0JXoSXjg9OYlbuidBMVbhGRhyEuu4SaThYMauTBkSPxfIQJGyvUXJVpiSzQcPB6Jj3quFa1bxlgD0Cbmo7YPEDpqD/D286U1jUdMFM92NdFTnElV1KLeOPHS+yZ0lww/s4to6ajGT9fTEUuk1LXw4qGH+zHAMzvE8LP51Oo1OopVms5FpODRqvHVCmlX0N3pm6OoKBcA0hwtjQit0TNC3Vd2XwmiYTcUoKcLfB3MOd4TA57r2by66V0BjR0Z2wLH5YciiHUw4oaThbUcLKggac1Jkqx1q7Ik0McGz0Y9jYwpBvkFgr+F63/g5XKvIIC8AoKAGBap4HUadEY/9DazzgqEZF/F3l5uZiamjFlyjQiT51Ee+Akpi2mYlvTD8tzl+BYOXTjznK9WsHCT8OGYPbozyJuMmirApsHnAPWGuBSBbgeh1YdwPblXBxzvSgYUMk3NRzIzX8bh2wVI+JLWLj8Y9zb90e1uTYr3oMCPbif2IwhdxPpLl/R1bqIzwp17DGWsXkctDhchmd0CZ1VBg6ae+NV8SYjzvuRWwvOaWCHGn6qMNB1/4+YDx/NQp86eEkkSN09hYyLuvVA9uzKefxT0en1TN56nnuZgxoACTBl6wVeqO36WEtIxcTEYDAYqFmz5iP3YWNjg4ODQ9WKc7VazcCBA5k/fz4eHh7ExcU9VH/z5s0jJCSEo0eP0rz53aVXe/fuXe31qlWrsLe359q1a/fM1hg8eDCfffYZSUlJeHh4oNfr+f7775k1axYAx44d48yZM2RlZVWVEFqwYAHbtm3jp59+YsyYMQ8Vv8ifo9fr2XPs6H3b7Dl+lBpe3k+khNSOHTswM6ueVfr222/z9ttvAzBo0CBGjhxZtW/EiBHMnj2bM2fOEBYWhkajYdOmTSxYsAAAe3vh+fePK+1vo9frWbNmTVWmxdChQzlw4AAffvjhYz+v/yI6g57JsWfuf8+MO8MLtu6PtYRUcXExixcvZsmSJQwfPhwAX19fmjVrdt/33b7H3r5PRkdHV8tUE/nn8dCzOGfPnmXlypV8//33+Pr6MnjwYE6cOMHXX39NUFDQk4jxX4+FnT1dX532rMN45lTGFGDQ6lF6Pz9maiIiT4Mz23/i9xwFy+IUdA1xRuFqzmRKuWyqw8XGGLlOz6vfRRDoaIG/U/WH8b8jXACEelgT6vHn9dgrtXqUcinXM4r48kAMH/QMpq6bJQm5pYR/fJDpnWqy9aJQV3d6pxr0rOvK4JWnUcokGKvklKi1lGv0LOgbwm9XM1h8IAaZBAwGCauP31mdMbKpF4duZJGQW0bHYCdOxOVhbaKgc21nWvjbczWtkDY1Hege4swr313E0kiOAfig552HJluze9dQFRH5u4hjo4fH0hxmj3vWUTx7Yi9fo6y4BN+69y7HISIicm+2HoDE+CQiT26gTp1QbD3cUXRuQUr0OvQeXhjMejN4ritaZy3yhv/3yGv+955F/BXw5f2sajSAAkgDvgDzKfDZ2UJU50xpGiZnUsseTO6oY0N7GXUCtYzzVJG+ARo31FA/Nw1VSQlUwEI1/GQNs3u3xy4vm4/XzscrNY52he/QpI2G06+35r06LZh+8AA1jmfQ+oMmpPlq6aSBYmOI00IrJYzRF+O89UcMlla8lphFiwG9kUpurSIVS6bck6Ox2XdlXPwRA5BcUMbR2Gxa+T++kscGw72m/h6tn9tGtTNmzCAwMJAhQ4Y8Ul9BQUEMGzaMt956i+PHj9+1Pzo6mtmzZ3P69GlycnKqMi6SkpLuKV7UrVuXwMBANm3axFtvvcWRI0fIysqib9++AFy6dImSkhJs/88DtLy8nNjYZ5cF8DySlJ52V8bF/1NUUkJSehperm6P/fitW7dm6dKl1bbZ/MGTqEGDBtX2ubi40LVrV1atWkVYWBi//vorarW66nfnfnh5eVUrEeXs7ExWVtbfPAOR2xwtzLor4+KPGIBkdRlHC7NoZfX4PHCioqJQq9W0bdv2od53+157+z75uO69Ik+OhxIvQkJCKCoqYtCgQZw4cYJatWoBYq0vkQdDFWCNdW9/jHytnnUoIiL/aNILyzEYwMXKmCuH93P0u7UEhrfi0BvjsTRW0NTPDp8ZLbmcUohEAhcTC/j6SCw3sorvEi+eJHuupDPpu4vsntycY9E5/B6dzZW0AiJSCpFL4bX2AXSr40J2sZrY7FIGNfKkQqMjJb8cZysVuye3QCqR4OdgzrfH4jl6QxhA6gxQptEBYKKQopBJKSzXUKLWMjDMnTXHEwAI87ThamohYfv2Mb6VH0sG1QMgco4DNzKKyS+rJMhFTPEUebKIYyORv4NXUACDZ7xKaMsmzzoUEZF/NIWFhajVahwcHDh+ET5fB/WD6jJv3mc4OAiTx4s2/UB8fAwKhZLE6AQWb1xAcEEIbenw9AK9AEwAvgEygJNAnyJWOmcj7aJhhsKOliYgGZeEhzSNThZNsVWD6hS0sLJGunwV5RKI6QrflMC1UnDKcaLu6ddZWm8bBXUu8EZEPN2u7+OkrgWXbJy4NmIs31nLmGO8gZImJnzUOZxNmU70NIHlNgAWsPknJGlpvJKaAnbi2OivSC/6c+HiUdo9KP7+/kgkkmqm3A9Lbm4u2dnZeHt7A3Dw4EEiIyP56aefgDuTdHZ2dsycOZP33nvvL/t87733CAgIYNu2bXft6969O56enqxYsQIXFxf0ej3BwcFUVlb+aX+DBw+uEi82bdpEp06dqsSKkpISnJ2dOXz48F3ve5CyWSIPTnHZn082P0q7h8XU1BQ/P7/77v9/XnrpJYYOHcrChQtZvXo1/fv3x8Tk/t6OwF1m3xKJ5J6lzUQejfT7CBeP0u5BMTY2/utG9yAqKgqg6j4ZEBDwt+67Ik+ehxIvbty4Qf/+/WndurW4klDkoZEqZZg2fHwqq4jI88q49UKa+i+vNMPWzZ2g5m1oO3ocSqM7X85OlsY4WQqvWwTY42ZjQqsaDk81zppOFgxo6MHiA9Ecj8nFwVxFQ08bHMyU9Ah1ZVIbfwrLNFRodbz/Qi0sjRWYq+SYGclIzC2n/tx9GCtkFFVokUklOFkY4aaQkVJQAYC1iQJ7MxVZxRVsv5TKS818WPZ7HHKpBCcLFXujMgEY3cyL9kF3Vr0ZKWTUcbd6qtdC5L+LODYS+TvI5HKadmv/rMMQEfnHs3r1clJTk5k//wtcHaBdY5g0SIKN5Z3vfysrK0JDhZW6QUHBHLP9nbp16z3dQD2AnvC5FZxRw7cWYFTPnG9eO40ksBbu4UAFkONNy57ewtO4HKbPhq+mQNxJ6PkFFBlABthKQRcI496EG1jgneXKzBcb85tDP+qclLGr/BznL+9mzfhZxM1vQveDvzJ12hoqV2+jq7HsTlwKJXh6CT8if4mzxYNNiD1ouwfFxsaGjh078tVXX/Hqq6/eNXlbUFDwlxP4ixcvRiqV0rNnTwB+/vlnysvviCxnz55l1KhRHD16tMpU+69wd3fnlVde4e233672ntzcXG7cuMGKFSuqSkodO3bsL/sbNGgQs2bN4vz58/z000988803Vfvq1atHRkYGcrkcLy+vB4pP5NEwf4BJ/4dp9zTo0qULpqamLF26lD179vD7779X269QKNDpdM8ouv8uzsoH+x150HYPir+/P8bGxhw4cICXXnrpgd+3aNEiLCwsqkzeBw0axIABA9i+fftdvhcGg4GioiLR9+IZ81DiRVxcHGvWrGH8+PGUl5czcOBABg8eXJVqIyIiIiLy95ndvRbcqhjp7FcDZ7/7119UyWUMauTxp/uPx+Qwd8c11o4Kw9HC6G/HV6HREf7xQezNVQS7WvLb1Uz87E2Jyijmne1Xmdc7hM1nk+m37CT2pgp2XskkLquULwaFEpVeRF6pBhAMuf3szSlIL2RgAw/UWh3OlsY08LLmeEwua08kEO5ry+pbJtsrj8ZhZ6akhb8d4X72zNwaib+jGXZmKmqJGRYizwhxbCQiIiLy5OnVqy+lt8qbeLnCu+Pv314qldKiRas/3Z+YGM+KFUuZMGEyLi6uf9ru4YIEZHBpECSchdJmUGsZDEmU8EG39nAKFh0En0ro/gNIrgAfwTV72OsG25tB+7PQNxYmzYZzb8EvDQSPjfrdoc2uPCR7t7Oxex++U6hYPg9i3epzYlAxl7/TY+7jR5/2vUivVQczuYwGir8KWOTPaO5rj5uVMakF5fes4S4B3KxMaO5r/9iP/dVXXxEeHk5YWBjvv/8+ISEhaLVa9u3bx9KlS6tWDINQ7z0jIwONRkN8fDwbNmxg5cqVzJs3r2pF+/8LFDk5OQAEBgY+VCbDjBkzWLFiBfHx8fTv3x8Aa2trbG1tWb58Oc7OziQlJT1Q5qmXlxdNmzZl9OjR6HQ6evToUbWvXbt2NGnShJ49e/Lpp58SEBBAWloaO3fupFevXneVEhJ5dDycXbAwNbtv6SgLMzM8nF2eyPHVajUZGRnVtsnlcuzs7P70PTKZjBEjRjBjxgz8/f1p0qR65qqXlxcHDhwgPDwclUqFtfX9avyJPC6aWzrgpjQhtbLsz++ZKhOaWz7exZZGRkZMnz6dN998E6VSSXh4ONnZ2Vy9epXRo0cDguibkZGBWq3m5s2bLFu2jG3btrFu3bqqe2C/fv3YunUrAwcOZNasWXTo0AF7e3siIyNZuHAhkyZNomfPnlRWVnLt2jUAKisrSU1NJSIiAjMzs/tmEYn8fR7KKcXV1ZWZM2cSExPD+vXrycjIIDw8HK1Wy5o1a7h58+aTilNERETkP0N9T2vqe9r8dcMHRCWXYmGsQCZ9PJOpSpmUJr62JOWVcTI2B4kEkvPLkQA7LqfxzrZIckrUXEktZOcVITviRFwub/18mZIKLYsH1GVYE09a1bDnq8GhuFmbsOtyGlsupPL1oRhe3xxBQZmaqR0CkEqlKGRC3DoDYDCw5WIa604lcPTNNkSmFrFg7w10erFOpcizQRwbiYiIiDx5PD29CAp6fN4wMpkcExNT5PKHtoD8c8KAbPDfCh9/BaOX66kdC5nXQP8RkA7HzCDlAlz2BcNVSFgBUZXwuQPIh0Jxc3jHFzLrwVfm8NrLUPAzzCqEz4Maw5BhlJlaIwfeH2bAvCyVrQ1bY75ZhmQ9bAz14rMGbfiyRMjeEHk0ZFIpi3vVB4RJtz9y+/WiXvUeq1n3bXx8fLhw4QKtW7dm6tSpBAcH0759ew4cOHCXP8Ds2bNxdnbGz8+PoUOHUlhYyIEDB5g+ffpjj8vGxobp06dTUVFRtU0qlfL9999z/vx5goODee2115g/f/4D9Td48GAuXbpEr169qpV+kUgk7Nq1ixYtWjBy5EgCAgIYMGAAiYmJODo+Pn8REeHz69TsbhP2P9IpvPkTMesG2LNnD87OztV+/spoGWD06NFUVlZWM/O+zWeffca+fftwd3cnNDT0SYQtcg9kEimLfcOA+9wzfcIeq1n3bd555x2mTp3K7NmzCQwMpH///tX8TEaOHImzszM1a9Zk/PjxmJmZcebMGQYNGnQnRomETZs28fnnn7Nt2zZatmxJSEgIc+bM4YUXXqBjx44ApKWlERoaSmhoKOnp6SxYsIDQ0NCHyvoQeTQkhr/pTFJYWMjGjRtZtWoVFy5cIDg4mMuXL9/3PbdTbgoLC7GwEM2bRURERP4pRGcWsy0ilSntAlDI7j24MBgMvLzuPB1qOZJeUM7C/dGAUOYpv0yDBLAwkjOzayBv/hwJCKUPjBRSjFVyiiq0tA6wJ7NIjalKRrsgB47ezOFkXC41nc25mlaMs4URrWvYs/ZkIp62JiTkCvUxncyVNPSx5fX2AVxOLmTDqQQsjBR8OzLsaVyeZ4r43fnvQRwbiYiIiDw/5ORkc/DgPnr0eBEjoz/PYJ1SAIFyGLsH+ATiTWL5dpic3+t6su49cCyAE1vAZKqeLwZImLVKwpIxcM0dkiyhuxGUJMDM3XD+ZTigh/4fQXQHA5+EGnCTwNhMKcHzYeE0MEk4zNcr5jF85mL65NSkexDsdIUfSqHQANsef1LAP44n/d255VIyk7eer2be7W5lwqJe9XixjvtjP56IyLMgKi6WPceOVsvAsDAzo1N4cwJ9Hqy02NPk6NGjtG3bluTkZFHQ+oexJSeRybFnqpl3u6tMWOQTxot2ns8wMpF/O39b9rK0tGTChAmcO3eOCxcu0KpVq8cQloiIiIjIs+BEbC4rjsaTV/rnJnsFZRrOJ+YRm1XCmBa+rB8dxuhm3qwdFYZSJsEAlGt0vPlzJLcr59RyNadUoyenpJIXQlxo6GWNmZGM47G5JOeVM761H1FzO1PHzYpKrZ6sYjVrTybSr6E7qfllNPezpYajGRnFlaQVlJNeUMHkzRG0CXRk+fCGT+fi/AfQ6w2k3sjn5tkMUm/ko38KGS0jRoxAIpEwbty4u/ZNnDgRiUTCiBEjnngcjxNxbCQiIiLy/BAXF8tvv+0mJyf7zxupYcCHYHse6Anar7ScnXia8S1keBXC4PcgyhN+3QtSqYYoTx2vLoR9AeAcD6NKoZEMOiWD+6+QmQLLkqHNYgj0i+eTbxdQrFbzgTl414cUCWjq1uO7oRM57OnPgkZwxQPGFUCAEn7486orIg/Bi3XcSZjdg0MT27BpaBMOTWxD/OzuonAh8lwR6OPL5CHDGN6jJy+268DwHj2ZPHjYP064UKvVpKSkMGfOHPr27SsKF/9AXrTzJCGsN4dqd2RTjeYcqt2R+Ia9ReFC5G/ztzMvHgVxdaGIiIjIP5fiCg3mRkKh5ANRmXxxIJp1oxqhUkiZ/P1FOtZy4oOdUYR527BkYCh7r2aiNej55nAsUenFyGWg1YGNqZK80kqUMgk6A0zrEEClVsfCAzG83yMYY6WMdScTaOZnx9eHYzkzsy0TNlzgaloRzf3taFPTgVB3Kxbsu8HUDjWISi/itc2XaOBpzcXkfFoG2HPoejavtPFjaof7+4I8Dzzp787Yi1kc3RxNaYG6apuplYrm/f3xDX1yZvAjRozg4MGDFBUVkZ6eXlU6oKKiAmdnZywsLGjdujVr1qx5YjH8ExDHRiIiIiL/XMrKyjC5ZVobHX2DjRvXMmnS69jY2DG5ANoa4IUhgA+wADgPFADb4bMAqJMIzc/DLy9A80MGfuhYxPwBlmxJAY8EcPwMGA34g3o1SNqDcjGwCcbaGjhUqmP3TzpudlcR7AVzimDsLS/n3nlQVw6XtNBUAac10NcYPrV6utfoWSB+d4qI/HdYs2YNo0ePpm7duvzyyy+4uj4mvyIREZF/PA9V5LNNmzZ/2UYikXDgwIFHDkhERERE5NlyW7gAkEklpOSXM3NbJB/3DiEmq4R2gQYGhXmw5FAMo9acJaekEo1OT3SWkGqs1UGHIEf2XcukiY8NHWo5ceh6FvujsriYlE+IqyUf7ryGq7Ux1qZKetZ1wcXKCAdzI2o6m9Oyhj1f7I+mRK3lo91RlFRo6RDkxJKD0TTxtWF4Ey9WHgUTpRwDYGWsfEZX6vkh9mIWe5ZduWt7aYGaPcuu0Gls8BMVMOrVq0dsbCxbtmxh8ODBAGzZsgUPDw+8vb2r2qnVaqZNm8b3339PUVERDRo0YOHChTRsKGTfHD58mNatW7N//36mT5/OtWvXqFu3LqtXr6ZGjTsC19KlS1mwYAHJycl4e3sza9Yshg4d+kixi2MjERERkeef28IFCHXiCwsL+PbbZUydNpNoLdQyBl4C5iGIEDZAIpAO9o7Q+gzI2kL3X+FqRwmDQyzpvBH840B/DraNhBc2wY1Q8JKDtj1kOYKbH3gVS5iqlOO7RY5nIqSlw2+LoJMSFpZCYwUMM4EN5WAmAS1g+WRK1IuIiIg8M0aMGPGvy8YWERF5PDyUeHH48GE8PT3p2rUrCoXir98gIiIiIvKvplUNB4Y28UQqkWCqlHFgaisW7rvJybgcLIzkZBRV4GNnSpfaTry2+RI6A0glMKaFD/uuZXIyLo+TcXmYG8npFeqKk6UR/g5meNiY8OvldFZ2DmTF0Xh+vZzGwIYe/HY1k/yySnQGA6l5ZRSVa5EAM7ZEIpNKSMwrJzKliO/HNCbY1ZLpncpwtzH5y/MQ+XP0egNHN0fft82xH6LxrmOP9DGZvt+LUaNGsXr16irxYtWqVYwcOZLDhw9XtXnzzTf5+eefWbt2LZ6ennz66ad07NiRmJgYbGzumNzPnDmTzz77DHt7e8aNG8eoUaM4fvw4AFu3bmXy5MksWrSIdu3asWPHDkaOHImbmxutW7d+6LjFsZGIiIjIfwtfX3+6dOlBbm4OUgzstpdQvB3iL4CXBUhu+xlPAt6FwXtBagDDKDhQDpEWMO1tsDUHmsKWz+BqHWithbn+0L0FxGlhWTBcNsCBCmi4DyoMsCEYVOZC99OKwVQLyTK4rIFl1tDKCFK04CJ7RhdHREREREREROQx81Blo+bPn8/q1avJzc1l8ODBjBo1iuDg4Ic+qJjeKSIiIvLv4KNdUfg5mFFcoeWLA9H8/mYr6r63DwNgopRha6okr6ySUrUOhRQ0emjqa8PktgH0X36qqp8ARzM2jG7E9ohUPtx1HblUQmMfWwB61nXB2lRJcl4ZNzOL2HQmBZkEOtZy4HJqEZZGSq6lF/HHL6u3OtdgdDOfPzUVfx55Ut+dqTfy2bbw4l+26/laKK41rB/bcW8zYsQICgoKWLFiBe7u7ty4cQOAmjVrkpyczEsvvYSVlRVfffUV1tbWrFmzhkGDBgGg0Wjw8vJiypQpTJs2rVrmRdu2bQHYtWsXXbt2pby8HCMjI8LDw6lVqxbLly+viqFfv36Ulpayc+fOh45fHBuJiIiI/Lf49ddtqFQqLCwsWLPmWz788FNOjT7LCdPDvFLwIZb2ckxigQrA6Na/NSB2DbTKhiF7YPL34GQCLAJ1HMjeArkcrnWH91+GHsZgIYFuhyA3HgbUg6F74MYQsIiAY80grhxWz4Fv+sK+BjDWBKZagPGTW2fwj0P87hQREREREXn+eahZn2nTpnHt2jW2bdtGcXEx4eHhhIWF8c0331BUVPSkYhQREREReUacTcgjKr2I2q7CA+G3R+PxsTNBJoGySh3FFRp87ISiy7czIE7F5TFgxR3hItjVnOxiNYXlGnZfyQBAIoHI1EJOxeVwKaWAGk7mfHMkjj1XMlHJpXzaJ4Tfo3NJya8gNrsYE6WUBl7WeNga08jbmo9332DDqcSnfDWeT0qL1H/d6CHaPSr29vZ07dqVNWvWsHr1arp27Yqd3R3H0djYWDQaDeHh4VXbFAoFYWFhREVFVesrJCSk6v/Ozs4AZGVlARAVFVWtD4Dw8PC7+nhQxLGRiIiIyH+L+PhYEhLicHV1p7GmKWYrzHDwssNW7sP7Q6VI0gA/QALc0vwNN+GFRKh7HXodgO/Gg7YEKIAvrAz82MbA+Gl6pnaEc5VwpAKaqmB3JHxpA9FeYDmhiMLEePJKDMRXglYJxc3A2gK+3Q6bcuDLkmd1VUREREREREREngyPtGS1SZMmrFixgvT0dCZOnMiqVatwcXERH9JFREREnjO2Tgjn3e61CPO2pVuIMwFO5qQWVKAzgLWJAk9bUyxveU6MDPfGVClDbwAjxZ16BVdSiymq0ODvaE5xhRYAY4WMpr426A2Cx8a5hHxK1Vp61HFBgoHckkoqNToAKrQGdHo4l5BPWn4FZxPyGdPcm+51XJ7+BXkOMbVQPdZ2f4dRo0axZs0a1q5dy6hRox65nz+Wb5JIhCWoer3+b8d3P8SxkYiIiMh/g1dfncqYMRNxd/dgRN2XUNUwomFkQ/plj+VIuBRjW8AZMABdAFuQGKBuIpiooXY8pBTDwDdBHwJ9dqhBoqZhYintKoS32crgRAVccIamzqW8u+VbXjiyi9E7fiTaHcolYFEBo7pDZTa0XguvV8Ag42d6aUREREREREREHjt/q97GhQsXOHLkCFFRUQQHB4u1nkVERESeYz7sVZtuIS5VwoSxUsbllEI+7FmLXyc1o28Dd97pFkivUBcqKnUEu1gwvqUPMgkIyw9h48uNCPe1oahCS25JJW91rsnZhDze+DGCCq2Oq+lFaPSglEvR/6FOVKVOz6Q2fuyd0gIThYx6njbYmT35yfT/As7+Vpha3f9amlmrcPa3euKxdOrUicrKSjQaDR07dqy2z9fXF6VSWeVdAULZqLNnzxIUFPTAxwgMDKzWB8Dx48cfqo/7IY6NRERERP5DTAJ6AWZgXgp7ZwExwBBgDYKJ92tAD1j/Fnz9PSzaBRIFpNoL5trek4yQtMtmTl8zdvjCOxaQoYUpOTBzOfgdMuaDF4aTbNuEPP2bnK8pwTYPclWCUfeMXtDoBzDxBreHcrQUEREREREREfnn89DDm7S0NNasWcOaNWsoKipiyJAhnD59+rE99IuIiIiI/LNpG+jAlguppBVU4GKhYsoPEdxIL8bH3ozUgnKOvNma7RFp3MgsZserzfn+bDJymRS1VoeDuRE9Q904GZdHDSdzxrTwpU1NB8ZvOI9Wb6BTLScUMimZRWpC3Cy5kFyIkVyKQi6lub8dP19I4dC0VtibGz3ry/DcIJVKaN7fnz3Lrvxpm2b9/J+oWfdtZDJZVfkmmay626ipqSnjx49n2rRp2NjY4OHhwaeffkpZWRmjR49+4GNMmzaNfv36ERoaSrt27fj111/ZsmUL+/fvf+S4xbGRiIiIyH+cDmCxBg7awch1sHUVmB8FgoEoYC9IdoFtFMywhOhj8N5qUG4FrMChqTueUTAuF/q3g84qiF4F774FXTykLNknxVHtjDOlmFbIKbeQo5DL6KyCNaWw3QncRa1cRERERERE5DnkoTIvunTpgq+vL6dPn2b+/PmkpKSwYMEC8eFcROQ5p+R0OhWxBc86DJFnzJrj8bzx4yVa13So2lZSqeNiUiFlGj1X0oqwMlaQU1SBpZECVytjLiTmM6ChB9nFaj7/7Sa9vj5OsKslbQMd2XM1E7VWR3axmricMuJzythyMZWTsbksPRLLlTSh3I6ZSkZxhZblv8ex9HAsvb8+8awuwXOLb6gDncYG35WBYWatotPYYHxDHf7knY8fCwuLPzXd/Pjjj+nduzdDhw6lXr16xMTEsHfvXqytH9xIvGfPnixevJgFCxZQq1Ytli1bxurVq2nVqtUjxSuOjURE/ptE3rzBzYT4Zx2GyLNmF/Am0AjKTGHKa5BuDorjgA4Mlwzs99oLZYAV5HhCRTT41wPTfMhZCy/mgIkEju6C/rMBtZZ8nZ7GO6DhPnBeCZ2/BuW3Srgk46d3Ehn7ewET1sPhK7ksLYUOOc/yIoiIPDgSiYRt27YBkJCQgEQiISIiomr/8ePHqV27NgqFgp49ez6TGL28vFi0aNEzObaIiIiIyN1IDAaD4a+bCUilUpydnXFwcKiqIX0vLly4cN9+ioqKsLS0pLCw8E8nKERERP45pM45ATIpDmNqo3A0fdbhiDwj5v56jYiUArrUdmbz2URuZpbSJdiJ65lFpBdU0LW2M2UaHXuuZFQr+QTQr4EbL9R1Ye6OKN7pFkRcdgkbTiUSn1OKVm8gwNGMmKwSGnnb4u9oxuEb2STkllXro3eoCx1qOVOp0/8n/S6exnenXm8gPbqA0iI1phZCqainkXHxb0YcG4mI/DdZvGEd5eoKBnXpjoez87MOR+RZsRrYB/QE9kBUEbg5g3kJcBMuDDzPGfUJxm2ZhKESPhkOfknQ5xDQFjLHwnAzeFcCNa/BB3Iw5B9jV3BDJh5XMWkF4AkElsPVOGILg1jVQ8K6LvD22jyGFR/i3Du9SdfDAJNndxmeFc/rd2dGRgYffvghO3fuJDU1FQcHB+rWrcuUKVNo27YtIEywJyYmAmBkZISjoyNhYWGMGzeONm3a3LPf3Nxc6tSpQ2pqKvn5+VhZWf1pDH8c01hYWBAcHMzcuXP/tO8HRSKRsHXrVnr27IlOpyM7Oxs7OzvkcqEoSKNGjQgICGDevHmYmZndN8a/y5o1a5gyZQoFBQXVtmdnZ2NqaoqJyX/wj+opMWLECAoKCqqErNscPnyY1q1bV/1+rlixgiVLlhAbG4tcLsfb25t+/foxY8YMAObMmcN7770HCFnbbm5u9OrVi7lz52JmZlbV788//8yXX37JxYsX0el0+Pj40KdPH1555RVsbGye2nmLPF3+eB8zMTHBxcWF8PBwJk2aRP369au1NRgMrFixgm+//ZarV68il8vx8/NjyJAhjBkzBhMTE1asWMG6deu4ckWoWFC/fn0++ugjwsLCnup5/Rd5qLJRs2fPvu+DuYiIyPOFOq6AytQSDJU60OsoOpiE7cDAZx2WyDPiUkoBmUUVzN1xjYmtfbmZGYuTpYrfrpWj1Ruo5WrJ3B3X0BtAKYMhjTwp12j57mwq19OL+fn8GX55pRmTvrtIXE5pVb8S4KvB9Vl+JI6D1zO5mlZIQbkWW1MFuaUa6rpbciO9ELlMxke7oghysaC2qyVedqKQ9riRSiW41njwLAYRcWwkIvJfIz07i5uJiZSrK1BXVnLg9AlG9uz9rMMSeVZcAzKB+cBoCPwWCAQigEqoZ1efep/XBwNIZODQDupdAsNhKM0AxwGw+2u4+QtY7oZPJDB6Zjg6AzTuDRl6sP0eZDuMkVbWwsUZguIM9E6L5fuB7iRIezNmZgZn+0m4Xs+RmmLpqMeOXqcn6+h1ytMLMHa2wqF5TaSyv2Udel8SEhIIDw/HysqK+fPnU7t2bTQaDXv37mXixIlcv369qu3777/Pyy+/TGVlJQkJCWzYsIF27doxd+5cZs6ceVffo0ePJiQkhNTU1AeKZfXq1XTq1ImcnBxmzpxJt27duHLlCj4+Pne11Wg0D+3zJZPJcHJyqrYtNjaWcePG4ebm9lB9/ZHKykqUSuUjv9/e3v6R3/tvRa/TEXPpGkW5eVjY2uBXJwjp/5VwfdqsWrWKKVOm8MUXX9CyZUvUajWXL1+umji+Ta1atdi/fz9arZbjx48zatQoysrKWLZsGQAzZ87kk08+4bXXXuOjjz7CxcWF6OhovvnmG9avX8/kyZOfxek9vxj0kJ0GFWVgZAL2LiB5cvfMv+L2fayiooKbN2+yfPlyGjVqxKpVqxg2bFhVu6FDh7JlyxZmzZrFkiVLsLe359KlSyxatAgvLy969uzJ4cOHGThwIE2bNsXIyIhPPvmEDh06cPXqVVxdXZ/ZOf4XeCjxYs6cOU8oDBERkX8iRYdTUMfkY9HFm+KjqZi38XjWIYk8Q2Z2DUSjM3D4RhZ13a3ZM6U5J2Ny0OoNWBrLaVXDgfl7rlOp0+NmZcKqE4m0rWmPm7Uxl1ML8bEzRWcwEJdTSh03S+KySylWa/mkdzCJuaXsuJxGpU6PRmfATCUnzNuWk7G5dA52xt7MCC9bYzafKyMxr4wTsblcerfDs74kIiLi2EhE5D/G6cjLXLpxnY5Nm3HyUgRtwho/65BEniVjgRzY4gASR+jVHkgB9gBKoA2wCigGtTtEH4d0XxjYBMyugdIRSj1gQjeYYQO20TByh4TBNSFLD7+aw2QNDJwH/Y7DsEoISZSgtLNg2PHtGAJepDjdjm8cZXyVA1FOYCTq6Y+NpC1nODd5HWUpeVXbTNxsaLB4GB4vPpmVthMmTEAikXDmzBlMTe8s1KlVqxajRo2q1tbc3Lxq8t/Dw4MWLVrg7OzM7Nmz6dOnDzVq1Khqu3TpUgoKCpg9eza7d+9+oFisrKxwcnLCycmJpUuX4urqyr59+xg7diwSiYSvv/6a3bt3c+DAAaZNm8acOXNYunQpCxYsIDk5GW9vb2bNmsXQoUPv2X9CQgLe3t5cvHgRKysrvL29ARg1ahSjRo1i9erVjBgxgitXrjBt2jSOHj2KqakpHTp0YOHChdjZ2QHQqlUrgoODkcvlbNiwgdq1a3Po0CE+//xzVq9eTVxcHDY2NnTv3p1PP/0UMzMzDh8+zMiRI4E7q7Pfffdd5syZg5eXF1OmTGHKlClV+1esWMHOnTvZu3cvrq6ufPbZZ/To0aPqXH755RemTp1KcnIyTZo0YcSIEYwYMeIvM1z+CUQcPsGPi5ZTkJ1btc3K3pb/sXfe4VFU+xv/zPaWbHrvPfTeq4IgNlRAxa7Xrld/1qtee+/Yy1WvKGBX7CDSew8lIaT3XjbJ9vr744QAF1RUEMt8nidPktkzZ87sbjYz5z3f951505UMmDDquI3ryy+/ZNasWQdl2/Xu3fuQdiqVqufv4JxzzmHp0qV8+eWXvP7662zatIlHH32UOXPmHCRSpKSkMHny5EOqbmR+IzUlkLcaHNb92/QmGDAWEjKOySH9fj9PP/00b7zxBtXV1URHR3PVVVf1CLj7PsdAvO4nnXQSF198Mddffz2nnXYaoaGhfPTRR8yfP5+FCxdyxhln9PSdkpLC6aefTmensLOeP3/+Qcd+8803+fTTT1m6dOlBQojM0ecXyV+hoaGEhYUd8pWamsqUKVNYsmTJsRqnjIzMccA4IhZNihnT0Fji7xyORraM+lszMCmUYalhfLi5mjdXl5ETE8zFo1K4eXIm7102nGCdisfO6ofXD7UdDgAiTFpemj2I0/vH0S/BTHK4kYen96ZPfDDT+sagABblN3L7JztJCjeQHG5Ao1IwqVc0953Wm/6JIVS32VlZ1IxBq0Ihwa0nZfLwGX2O75MhI9ONfG0kI/P3YlBuLxKjY+iTmcX/XXQJyXHySru/NRnACHjOBC/bgXRgPHAd8AqivPQpwAvaanjsNTh3HXiehi03g7oPhAIfu+GEdhiYAyPyYY8N/mmB0yugPQMW3gN106DrLnj6SUgpL2LQ+/9lcJ2F/iVKnmv185JGFi6OJlWfbWLVjDkHCRcA9to2Vs2YQ9Vnm476Mdva2li0aBHXXXfdQcLFPo5kEvzGG28kEAjwxRdf9GwrKCjgwQcf5N1330Wh+HUroPV6PSCqGvZx//33c+aZZ7Jr1y4uu+wyPv/8c2688UZuueUWdu/ezVVXXcWll17K8uXLf7b/xMRE6uvrCQ4OZs6cOdTX13POOedgsVg44YQTGDhwIFu2bGHRokU0NjYya9asg/afO3cuGo2GtWvX8tprrwHC2vOFF14gPz+fuXPnsmzZMm6//XYARo0axZw5cwgODqa+vp76+npuvfXWHx3fAw88wKxZs9i5cyfTpk3j/PPPp61NvDfKy8uZMWMG06dPZ8eOHQdNnP7RyVuxjv/c/dhBwgWApbmV/9z9GHkrjl/WYExMDBs2bOixRztS9Hp9z/t0/vz5mEwmrr322sO2/aMLS38qakpg/XcHCxcgfl//nXj8GHDnnXfy+OOPc88991BQUMCCBQuIjo7+yX3+7//+j66urp77tPnz55OdnX2QcLEPSZIwm82H7cdut+PxeGTrsd+BX1R58WOhRRaLha1bt3LqqafyySefcNpppx2NscnIyBxnDL3CMfQKP97DkPkDsS8mKTsmCBA3BTeckEnOPYvQqZUE61VIQMAfIMKoITXSxIDEEMKMauauryQxzMDba8txe/wMSQklNy6YZ2cN4MVlxby1pgKzXvxb2lNnYdyTy/D4AgSAISmhvL22An8AvtxRT3mLjUEpocSH6I/TMyEjI5CvjWRk/l4kxcZx2VkzjvcwZP5gqCXIPPDO+hJE1YUHCEOIGF4gFtKNgBqy64EfgHBQrgN3I6hHgy4ELu8Po9dD2pdQnAkZXhi0GkZEgBsYvn40Q43vMntwBJeMgK0NSu6/BngPyEbmN+L3+dly47twuHTQACDBlpveI+GMIUfVQqqkpIRAIEBOTs6v7iMsLIyoqCgqKioAcLlcnHfeeTz11FMkJSVRVlb2i/u02+38+9//RqlUMn78+J7ts2fP7qleADjvvPO45JJLeiaKb775ZjZs2MDTTz/NxIkTf/IY+yyk9k0U7lsp/cwzzzBw4EAeffTRnrZvv/02iYmJFBUVkZWVBUBmZiZPPvnkQX3uq5wAsYL64Ycf5uqrr+aVV15Bo9FgNpuRJOkQ66rDcckll3DeeecB8Oijj/LCCy+wadMmpk6dyuuvv052djZPPfUUANnZ2ezevZtHHnnkZ/s9nvh9Pj6e88ZPtvnk+f/Qb+zwY2Ih9fXXXx+USwHg8/l6fr7vvvs466yzSElJISsri5EjRzJt2jRmzJjxoyLc1q1bWbBgQU82S3FxMWlpab/Y0kzmFxLwi4qLnyJvNcSnHVULqa6uLp5//nleeuklLr74YgDS09MZM2bMT+637zN23+dkcXHxQZVqR8odd9xBXFwckyZN+sX7yvwyfpF4se/N8GMMGDCAxx57TL5Bl5H5g1K2fTMxaZkYzCHHeygyf1IkSWLtv05Ac8CNmiRJjEwLR5Kg1uLYt5GJuVEkhugZ8vAPqJUScWYdLy4rQaeS8PgD5Nd1suGuEzFoVLTZPEiA1emlf2IIu2osePwQalDTbvcwMi2cDaWt1FkcnD88iVarm0iT9vg8CTIyByBfG8nI/LnZWgDxURATcbxHIvNn5ruIw9xYjwC6gGaEeKEQ27w5MK4JztXCP0OAD6BkCIR6IH4DKD8HkwIqg0EfDvFV0DgC1oaCE4gEKmMkrOpIUm0wrBBGjQIuBhJ/t1P+S9O0uvCQiouDCIC9upWm1YXETOh11I67b5HQ0ehnnxXSnXfeSW5uLhdccMEv7ue8885DqVTicDiIjIzkrbfeol+/fj2PDxky5KD2e/bs4corrzxo2+jRo3n++ed/xVkIduzYwfLlyw+Z5AaRj7FPvPjf8F2AH374gccee4zCwkI6Ozvxer04nU7sdvsvDuM+8LyNRiPBwcE0NTUBsHfvXoYOHXpQ+z9DgG/JjoJDKi7+l/amFkp2FJA1qO9RP/7EiRN59dVXD9q2cePGnvdqbGws69evZ/fu3axatYp169Zx8cUX8+abb7Jo0aIeAWPXrl2YTCZ8Ph9ut5tTTjmFl156CTh6f1MyP0Nz3aEVF/+LwyraRf36PJv/Zc+ePbhcLk488cRftN++98W+z8lf8z55/PHH+eCDD1ixYgU6ne4X7y/zyziqqSmnnnrqQQFSMjIyfxzsnR18/vgDbPvuS7HB7weH5biOSebPxysrSvjPqjIUCvGPvrHTycjHfmByr2hev3AIz587kOggLUE6FWuKmpnUO5pgnZL6DieZUSam9I7G5QugVMDw1DD++X4ePp+fZ2f1Z/f9J6FWKdhWZeH8Eck8PbMfn14zigVXDCfGrGNzZTseX4ApvWO4ZkIG//p0J9uq2o/zMyIj89PI10YyMn9cfH645SmYu99dBXvXT0xYysgcjk9B+zwo91k2WYHpCAup54CngWjADCwF5QkwfRecOR+IA06BQdsguRF2ng+zA+Dww9l9IfUDuPAFuOEkeKQAnjPDJ5Ew9TxYfR28Z4JTH4POk8B3LdzhhhWu4/Ac/MVw1FuOarsjJTMzE0mSftN1Q2trK83NzT35EcuWLePjjz9GpVKhUql6JvkiIiK47777frKv5557jry8PBoaGmhoaDhkwcbhrK2ONlarldNOO428vLyDvoqLixk3btyPjqWiooJTTz2Vfv368emnn7J161Zefvll4GDrqyPlf1fuS5KE3+//FWf0x6Gz9cj+3x1pu1+K0WgkIyPjoK/DhR736dOHa6+9lnnz5rFkyRKWLFnCypUrex7Pzs4mLy+PPXv24HA4+PLLL3tsg7KysigrK8Pj8RyTc5Dpxmk/uu2OkH12dr+UPXv2APR8TmZlZf2iz92nn36axx9/nO+///4gYVPm2HFUxQuXy4VGozmaXcrIyBwlDMFmzn3gSYacdhYA/tVP430inYLvPz/OI5P5M/HWmnK+2lkHgM8f4MYPtlPf4eLuhbuZ9vwqrl+wjYYuF15/AJvbxz/mbiEt0oQErChqITnMgEGtpH98CGtKWlhd3EzuvYv4YU8jdy3cjcvjRynBB5uq2VXTyfULtmPUqHhrTTlGrZJgnZJ/L8zH6vKyoqiZihbb8X1CZGR+BvnaSEbmj4tSAa/eA1fOFL9vXvQfHjk3mrkf/HJbFZm/MfOAA+ONHgJqgdcQ1RBXAI0ICyknSP+C25dAYjM4iqA2B/7xEJSdDAMWwBOXg2408AMYHoFHH4Pb54N3NQz7EK5oh2AFtH3zNa+/9QSqcLjGL+yklrugSJ6j+83oY0OOarsjJSwsjClTpvDyyy9jsx16jXsk4cLPP/88CoWC6dOnA/Dpp5+yY8eOnkn/N998E4DVq1dz3XXX/WRfMTExZGRkEBkZeUTjz83NZe3atQdtW7t2Lb16/frqlEGDBpGfn09KSsohE90/JZ5s3boVv9/PM888w4gRI8jKyqKuru6gNhqN5iCbol9LdnY2W7ZsOWjb5s2bf3O/x5rg8CPz6T/Sdr8H+95LB/59aDQaMjIySElJOeSae/bs2VitVl555ZXD9icHdh8ldEdYyXSk7Y6QzMxM9Ho9S5cu/UX77cu72Wf3NHv2bIqKig7KCtpHIBCgo6Oj5/cnn3yShx56iEWLFh1SfSZz7Diq4sVbb73FgAEDjmaXMjIyvwKv10f+qhocbU78bnFB5miy4/+kE39pt61P5hT2MAgP8qSazJGTGGqgtNlGTbsdu9tLXpUFpQRBWiUlzTZGpYfTKy6Y20/KYdFN46hstZMUrifv3slkRwexuaKN+FA926otODx+jFoVJ+ZGs7GsjS/z6ogJ1qBWKQjSqUgI1RGsV/HhlirKmm043D4yo4O55aQsIoO0bLtnMmcNOnplpzIyxwL52khG5o9BIAA7Sz20tdqwd9+EdnVYeWNqf7bOF57faf0mEkj9F+jkEG6ZX0AKwhpqLyIPYQviLtsAFAGDgd7ABeD6AWzNQFANLPdy7QI4dyIoksG5B9Q2SOwAaSRQDnwJI0tBrYHCbPAmg1mCxU4otrt54tTzURvhviDQS7ApGq481F1H5hcSNTYHQ0KYsPs6HBIYEsOJGvvrsyl+jJdffhmfz8ewYcP49NNPKS4uZs+ePbzwwguMHDnyoLZdXV00NDRQXV3NqlWruPLKK3n44Yd55JFHyMjIAIT/e58+fXq+9q00zs3NJSoq6qiO/bbbbuOdd97h1Vdfpbi4mGeffZbPPvvsJ4Owf47rrruOtrY2zjvvPDZv3kxpaSmLFy/m0ksv/UnhISMjA4/Hw4svvkhZWRnvvfdeT5D3PlJSUrBarSxdupSWlhbs9l+3Kvyqq66isLCQO+64g6KiIj766CPeeecdYL8tzR+RjP69CIn86XzL0KgIMvofPWu0X8I111zDQw89xNq1a6msrGTDhg1cdNFFREZGHvK38GMMHz6c22+/nVtuuYXbb7+d9evXU1lZydKlS5k5cyZz5849xmfxNyEyDvQ/889HbxLtjiI6nY477riD22+/nXfffZfS0lI2bNjAW2+91dPGYrHQ0NBAZWUlS5YsYcaMGSxYsIBXX321J7B91qxZnHPOOZx33nk8+uijbNmyhcrKSr7++msmTZrE8uXLAXjiiSe45557ePvtt0lJSempSrNaf8YyS+Y384syL26++ebDbu/o6GDbtm0UFRWxatWqozIwGRmZX0/5u3tYsakJa2wNaQlGQs/I4KPHNhOiUXCi3QuAIq4/fe9fgq/DRcAfQFL8cS+sZP44PDmjH/98fzvnvrGBNXecwIPTe3P7J7vocvl44uw+zN9QRXmzFY1K4ob3t1HVZuftNZV0OLxcf0IGH2yq4pLRqTy3pIgWq4uPrhpJRpSJkqYu3lxTjkKhIFiv5uOrRpIcbmRCdhQPf7OHj64awd4GKw98nc/WynZyY4OP91MhIwPI10YyMn8W3n9oDk39b8K9Zi6WH/7Dbd8uZN73ThJveAdt+yIAwuMyePSlh7A0NOD1hKOSAz5ljoTbgTuB64BvgUeB6wE7cA2wHSgGxkHee5BR3YFhTyhScwEXP96P121wnQL6SoAOeAHoC3QC/wFCoG8BFC+DNA286IM7O+DiWWcxJAA3W2CVGwbJUWBHDYVSwZDnL2LVjDlCwDjQDr37lmnInAuPalj3PtLS0ti2bRuPPPIIt9xyC/X19URGRjJ48OBD8gHuvfde7r33XjQaDTExMYwYMYKlS5f+bDj2sWL69Ok8//zzPP3009x4442kpqby3//+lwkTJvzqPuPi4li7di133HEHJ510Ei6Xi+TkZKZOnfqjoc0A/fv359lnn+WJJ57gzjvvZNy4cTz22GNcdNFFPW1GjRrF1VdfzTnnnENrayv33Xcf999//y8eY2pqKp988gm33HILzz//PCNHjuTuu+/mmmuuQav94/5hKpRKZt50Jf+5+7EfbTPjxiuOSVj3kTBp0iTefvttXn31VVpbW4mIiGDkyJEsXbqU8PCfFl0O5IknnmDw4MG8/PLLvPbaa/j9ftLT05kxY8bPZtfJHCGSAgaMhfXf/XibAWOPalj3Pu655x5UKhX33nsvdXV1xMbGcvXVV/c8fumllwJC6IiPj2fMmDFs2rSJQYMG7R++JLFgwQLeeOMN3n77bR555BFUKhWZmZlcdNFFTJkyBYBXX30Vt9vNjBkzDhrDr/3skDlypMAvSCb5sX+CwcHBZGdnc8011/Qo+T9FZ2cnZrOZjo4OgoPlCSgZmaNN3SMbcNu9hE5JQRNlwLalgb1bmzHoFMTFGIm+UXxQeztcNDyxCfPJqQSNlVewyxwZD31dwFtrypl76VCW7W3i3XWVGDVKooK1NHQ4sXv8JIfpqWwTVT4SMKV3NM1dLvY2Wpk9PJE3VpUTYdKw8a5JPPP9Xk7uE0ubzcWl/92MTq3E7vERH6JjSq9o5m2q4qvrx2J3e/lmZz0zhySSHRN0fJ+E44D8v/OPiXxtJCPz5+COvoNprKxlxv13E5EQS+GqNWzNa2FsuJ6QvT9wUmE5AE6rlasjE5h60/Wc+9jDx3nUMn8a3gVeBB5GCBVzgTBAD1gAGwRiQGoQzQPKZqTxSqytYYx6GO5vgrMuR4gXK4D/AgO7f78KduTCWfdAVhdcpIN/G+C9MAiR4AsnnKSDwX/DYupj/b+z6rNNbLnx3YPCuw2J4QyZcyFJZ/3xA5lljh+PPPIIr732GtXV1cd7KD9L3op1fDznjYPCu0OjIphx4xUMmDDqOI5M5k9HTQnkrT44vFtvEsJFQsbxG5fMn55fVHmxr1RGRkbm92HvxgYayzoYdnoadcUW0gZE4vcHKFhdS3SamcJ19Qw9JRWd6eCVgZ6MULzbm/CEaJEi9WiTg8nVKPE02bE5faz9tpxHimu4ZnwaE6amou+1f+VCIBD4Q5e3yhx/bpqUSUqEkQ82V/Pd7gYkCRLDDMSadXQ6vTi9birbHEwfEMu0vnGckBPFHZ/uYlF+Iy/PHshdn+9Cp1Zw97Rcupwe3llXgQQUNXXx71NzeWVFKS6vj1qLk0+21eL1BXB5fZz5yjoemt7nbylc/F74/T5q9+RjtbRjCgklPrc3CsWxXW11ySWXMHfuXB577DH+9a9/9WxfuHAhZ555JoFAgBUrVjBx4kTa29t7ynvr6uqYMmUKoaGhfPXVV5jN5mM6zh9DvjaSkfl9KWuA4jqY0BeqmiEjFiQJdldCVAgUVMHgDAj6nwzHUVfdxBcP3EdoVj9yJozHZbfTVvMVDV4rO/TxmHbDqGdBd7KJ2U89Rs74sT37ytdGMj/LOQibqB3Ax4iVG1ogE9gFXqcQLpSTgYkgjY2EN8G0DHbmIYK9tcCVgB/4AGgHmoBr4T/JEG2Bf70CRiW4/w2hEkxphZtNf0/h4vcg6axhJJwxhKbVhTjqLehjQ4gam3NMKi5k/ty88sorDB06lPDwcNauXctTTz3F9ddff7yHdUQMmDCKfmOHU7KjgM7WNoLDw8jo3+u4VVzI/IlJyID4NGiuE+HcOoOwijoGFRcyfy9+kXghIyNzZFQVtLJnbT2TLumFUq3A4/bRUNJBYq+fD7vqbHUQHC7uuNsbbNSXdZC/upYNC8u48OGR+Lx+Vr5fRN/x8XRu+JJ2t4tFu8Yz9dLeKJZU0BEXxIp1DeiDNRgWVdLR4uCyJ8UNeMAfYNEbu7AWtZHtktArFQSNi+05tqfFTuMzWzEMjCJsVvaxeXJk/vQE6dRcOCKZUWnhNHQ42FXbwZ6GLvY0dPHgGb3ocnr579oKylrsBIDHvyvkjqnZJITqcXv9dDiEddmCTVV8sLmK1HA9y/c2UVDfRXqkidHpEWjVCqb2jkGjUqBUKOgTZ+bJGf2YnBt9fE/+L0zxxnUse+cNrG0tPdtMYRGccMmVZA4/tquudDodTzzxBFdddRWhoaE/2760tJTJkyfTq1cvPv74Y/R6/c/uIyMjc3ypb4PNxXDSINCpweeH6mZIjhLiw0/RaYfg7oxHi030tbcGlu2Ec8eB2QBLd0DvJGhvcWHVu3m/JIgTeruZd85J9DrrQlp7Xc6o+RfSFATblsP1F1/E+EsuIhAIsDQvQEUjhGZDqgFOuv6anmM77XZum3oe2UMGcP2zDxzDZ0jmT40WmIHIvigG8oH67q8rYMVEyHkMEvKBM4E5wNWAGjCBuxOWDQFvK5x6l9hGfveXHsKnwlM/wOgLoS4G3g2FXA08HwIjZOHimKJQKoiZcHw8/2X+PBQXF/Pwww/T1tZGUlISt9xyC3feeefxHtYRo1AqyRrU93gPQ+avgKSAKNnVQ+boIstfMjJHmeItjSz+z27qSy34fH4A9qyt48sX8mitE+Vz7Q02PO5DA8bKdzTz3t3rqSu2ADDijHTOvm0wMemiDHr1R0U0lHdy9h2DGHNOFmP7FWLY+y5ej59vXtuJpFfRVNeFx+XDaNbgcvhQa5R8/dIOvnpxB01VXYTFmxg6Io6McjfKnR0HHV9hUKMM1aJJkFe2y/w86VEmbG4f3W9z9GoFO6o7uG5iJiNSwylrtpJXbWFRfgORQVrcPj+fbavFqFEKK6leMWwsb6e81UFLl5OLRyVzztAkZg1N5KMtNbh9fsZkRjIyPRyFQmLWkERCjfId+rGgeOM6vnz20YOECwBrWwtfPvsoxRvXHdPjT5o0iZiYGB577Mc9d/exc+dOxowZw8iRI1m4cKEsXMjI/AmobIQvNkBdG3iFfk1JPSzcADXdHzsWG7g8h+5b1wZvLxHVFgCD0uGCiZAQIX5fsUtUY8waI6oxTspyEeq1EvAF+GaLAn1IKNaACZcH1Arw+kClhCXb4f2V0G6V0GkUjI6pYXEOLIk4+PhqjZbIhDhSemUdmydH5q9FJKLqYt97WQvshEmZkJCDEDfygeWABl47H6ZnASHQaYCgCcBKoAWoBWYC58MDbTD6KaAR4tJhok50f6YeYuXF0TIyx53nnnuOuro6nE4nRUVFPT78MjIyMjK/HfnTVEbmF+D3+Q9bJuy0edi1oob2ehvFW5owR+k5+aq+aHTiTyxnZCymUB3hcSZcdg/vP7iJgZOTGHlmOj6vn/Idzfg8fpL7RjBiehoRiaaevhc8sJHYdDPhCSaUagXL5u7BHKnngodG4j/5OT55dAMBJWiNGsIv6UMfi5OChzeTkBPKzmU1ZA2PJiTKCASoLmil6IcqwrUKIo1K2husfP9WPhGJJnJGxGII1hB7+8H+rbJVgsxPkRZpxOvzMz47itJmK0NTwlhV1Izd48OgUfGPMamcOzSRgQ8u4eS+MdR3OrG5fejUCs4blsSuug6+yKvD4fYRCEBFi5WsmGC+un4MfeJl3//fA7/fx7J33vjJNsvnvkH60OHHzEJKqVTy6KOPMnv2bP75z3+SkHD41Trr1q3j/PPP5/zzz+fFF1+UP5tkZP4A+AOgOMyfotcHW0vA5oKd5aJyYsogMHXrjekxcOpQiI+AQADmLYfseJg8UPRZ0QhWB+QmwqhcSDggm/PjNaDXQEyosIdakgdaNVwzDZQRQby7woQPCa1WxXVffY7LDe8ug6RoKKuH5EhIjIQQI9S2Qt5OC9Yb+hBy11fYQsfyxQYhjmTEgdmg5N4FB4fkBgI/Xy0i8zcmFagBTkZUYQwFdiIsoIzAJGA6cCYMvBp2JoKmBWatAm4DZkLgYwi4QeEEGoEUYB6Q/nufjIyMjIyMjIzM8UUWL2RkjhCXw8vbt60mLiOEM24aCEBjeQdNlV2Yo/Rs+qqcmHQzaQMiyBwazQ/vFHDaDQMwBGtQKCSWzyukoayDmFQzJ16YQ0yG8Gff9FU5276vJChMR/aIWAZPTTnouP0mJhAaYyS5Tzg+j5+YtBqMwVq62pwYQvTMvGc0Vflt5K+p481bVuF1+0nIDmXw1BTcDh/JfcNJzAnrPgcPbqeXrctqaPEGyArXU7q1ieLNjdQVWzj1uv4HHbuxvJPPn9nG6Tf2Jy7z561cZP5+vHbBEABueH875c02PtxSTXmLjS6Hh+Fp4aiUCuZvrMTi8NAnLhijRkWYUcOAxBAcXh8ERD8B4N31lby7vpITc6J465Khx++k/mbU7sk/pOLif+lqbaF2Tz6Jvfsds3GceeaZDBgwgPvuu4+33nrrR9ucc845vPTSS8dsHDIyMkdOIACvfgOhJpg9QWxr7YTKJogLh/WFQgRIioQBqbB8J5wyVLRXKWFVPlQ0CSFhcj8f4WYFIJFXBqt2g1oJfVNg2P8UPfRNAY0KsuKF0JFQAUqFEDsUSolzxkvUtcKmYnhrMTg8QugYnQs6FUSahTABQmRxuUPY/s8PsaWPpU8QFNZCeSMU1cJ54w8+tsUK81bA1EH7+5CROYg7u7+eBnYDbuA9RHB3b4RV1CKgDYbXwnAL0AvoQ48vwufjYPpK+KwDzrql+/G5v+tZyMjIyMjIyMj8IZDFCxmZI0StUaDWKKkpbMfe6UatVfLpU9sI+ANc/Ngo+p+YiNagYugpqdTubUelVvasylOqFOSMiMFmcfHdG7uYnmAg0BIJp6WTNTwaS5ON+KzDiwMDJiUBYG13YgrVYY40EJ8Zwrx71xORGETNnjZQSGj1KiISTHhcPlxOL0gwZmYmAFsXVbBtUSVB4VokScEpD43E1uFi4bPb8XkCqDQKWuusLP7PbnqNiSMxNwyH1Y3OpCJtUCRdrU5WbSti6LQU9EGybY/MoTwzsz/VbXamv7IWAjAiLZy3LhnK4vwG3lhVDkCYUcv5I1IAUdFz+ktrqWixMi4rgkaLk71NVmKCtdx9Su5xPJO/H1ZL+1Ft91t44oknOOGEE7j11lsP+/gZZ5zB559/zurVqxk7duxh28jIyPx+SJKoeGjqEKJFeDC8v0oIArMnwIhsYQU1vq9oo1IeXKWRmygEh++2wJCHB+Pu24eIt+eRHgMNbaK/w1U49EkW37scovLCbIQoM3y6FjRqaLKAQiHce6LM4HSD2yuEjpHd/2LyK2HFbggPEmM477YpONzw2ToxfqVCnNPibZAWA5lxoh+lEjJjhSCyYhcMTBeZGzIyh3ATcCFwEeAA+gLPAEXd3wHCgNnApd2/Xw+BzbDpv9AwFp4ZCCfng/7fv+/QZWRkZGRkZGT+KMjihYzMT+C0eSjd1kTuqFgUSgUz/jWEyl2t6IPU+L0BUvqG01zVRWNFJ44uN06bMLiNzw4lZ2QMtg43+iANkkLC7w/gdfuZcccQdMXtaJJErkR4nIn64g7KtrcQk2YmKnm/Vc7ulTU0VXWRMSiKr17cwQkX5bDs3UKCI3RMOD8HQ7CGmNRgCtbUIykDNJR10mtsHC1VXQT8AVCKc/C4fPh8AVpr7Wj0ShrLO6krthAIgDFEw8BJSYTEGlk2twClWsGqD4pw2jyYQrRESQEK8pqo8wTIHBItixcyh0WjUpAeZWLX/VMO2j4yPZwTc4SlVEbUfju0WosI+o4waVhT3EIgAJeOSmF4Wjhpkab/7V7mGGIKObKqqiNt91sYN24cU6ZM4c477+SSSy455PHXX3+d22+/nZNPPplvv/2WcePGHfMxycjIHIzHC4U1QnhQKUVgdmENhJhEJUZmLNS0QmM7OD0iywKEiNA/VdhImY1im0KCDhvMGgvuCy5EFy8s48xGaO6EojqICoHU6P3H31sj8jKGZAih5MT+Iqxbp4aThwjRob4NdleK49e0iiDvRosYHwhBxeMFvx8a2sV5VDaJsbk8YNKJ6o6oEFi+Q7RbWyD2lSRwV+9gQ1UD5v5TSIyQxQuZH0EFRAOL/2d7LtSdA+EbQdv7gO12YDN0JkL6p3DFlzDzctD/E8j8vQYtIyMjIyMjI/PHQhYvZGT+h8Vv7iYi3khdSQcx6WY2fVlOa62VcedmExJlwBJlp67YgiRJlO9oITzeiFqrpNeYOJqruti7sYHYjBDWfFRM73HxJPYKIzIpCJ/XjylMi86oYlONldHDY2ko6+D7N/NJGxiJwawhLM5IVUEb2xZXMOKMdIq2NGJptDPyzHSiU4PZuqgKJAgO15HcJ5wF928gLM6IrcNFvxMSyBoaQ2eLg+aqLvasrSNreAzv3rWWjKHRjDwznfWfleB1+1j23h7Gn5eNxqBi+GlplOU1sXd9PW6Hj4ayDlx2DzFpIdQUtqFXKUgza/CqVUQmyZPKMr+MMIOGVcXNzBicSGb0/iD4hFADi28axy0f5TEyPZykMANXjU8nWKc+jqP9exKf2xtTWMRPWkcFhUcQn9v7Rx8/mjz++OMMGDCA7OzsQx6TJIk33ngDhULBtGnT+Oabbxg/fvxhepGRkTmaLN0BerUQFOIjYE2+CNqeOlhkWESHQlWzmMTfUyOqGbRqIXBUdNsvRYfC6nxhIeXzCesolweCDGK/1WNuYWQOtHXBwvWQFAUZsRAXJoSQVfkwPAv21opjT+wLiRGwoVBUWJh0ou95y8WYOuwiQ2NQBjhcovKjoEoIGfOWCWHipIGweLsQNZbvEnkbA9JgbG+RhbGtVFRr1LeBxyfGUt0CdpcKV/FKTP2HEx8ecpxfHZk/HUFwyoUw+DJ4M+yA7QbgQzA/DRd2AJdC5Ewg/PDdyMjIyMjIyMj8HZDFCxmZA/D7/DSWd1Bf2oGt3UVLtZXUAREUbW5kzKwsFAqJ9Z+Xog/SMP3/BjLr7qFEJJiQJImV7++leHMjLruXkWemM/3mgSx7bw87llaj0StxO3xMvaoPzdVWyvJaGDg5icIN9bgcHvJX15GQG4Lfl8T2JZXU7rXw6ZNbAVBpFKg0SqKSg9i1ohYAnUlN6dZGOlucqPUKBkxOYuSZaRCAyCQTS+cWsOqDYpqrrXhcfsJiTIREGQiNNdJSbSU8IYiUfhFkdQeK71hWQ12Rhazh0RRtbEStU6I1qAiO1NPu8GBpd2MIAgk5nVLml6FSKvj82tHEhegPeSw7Joiv/ylb/xxvFAolJ1xyJV8+++iPtpl48ZXHLKz7f+nbty/nn38+L7zwwmEflySJ1157DaVS2SNgTJgw4XcZm4zM35X6VlHFYHWKifzsBCitF+KDTgMb9wpLpQsmiq8wk7Bt2lAIW0qEDdOgdJg+Albuhk/XiUoJp0cICM0dopqid5IQJhxuUTkRFyr2214mxITP1guhQpJEVlJihBATQASClzdAa5ewiBqYJoK+lUohTnRtFeJJSydYXZAdJISTyGBRlREdIkLBs+NFf7sqoKxBCDB7qkXGhlYjgsKDM3sRUF5FZ0M9EHIcXhGZPzsfhIFZcZgHUoCXQPc7j0dGRkZGRkZG5o+KLF7IyBxAV5uLrlYXkgRZw2Noruxk9IxM9CY1im6T5jNuGohCKfHFnO2YowxMmC1WB4+dlUnW8GgWv5FPbIaZL+bkERKtJ3dUDOU7WtDolSx6fTcJOSFc+PBIDEEaQqIMBIXpcDm81Oyx8PZtqznluv4oFBK1ey0olGCO1JP/RSkDUoMxhujIHBzJ/Ps24rR5AQiJNJK3pIo+4+JYPq8QhUJi0JRkqgpacdjcRKUEYQzRoFBJnHXbYFYu2EvZ9maUKgVbvqtAq1dx0uW9aSjtwGF1U7SxkWnX9GXnslqGnpJK5e5WCtfVM+nSXlia7YTFGJEUsoghc+T0iTcf7yHI/AyZw0dx+s13seydNw6qwAgKj2DixVeSOXzU7zqeBx98kA8//PBHH5ckiZdffhmFQsEpp5zC119/zcSJE3/HEcrI/H1weqClS/zcKxHq24Vl04n9RL4EwKlDwecX2RU+P5w6TGwfni1CrRdugPgw+HqzCOHOjocGi2j7Q57Itrj4BCEmdNqFEOHzQ107/GcRnDJMCCBVzUKIMBtg65pykou/Zezk68iMg3eXCtECRCD39jLIjIe8MlHNMTwbCqqFXVSUGcKCRJ9nj4b1e2BnhRBFdpSBywsT+0FKtBjvnmo4aRAU1cCwbGjukGjpSmZqfxd2F6hVwq5KRuZIyZYLTWVkZGRkZI4JEyZMYMCAAcyZM+d4D0XmKCFfZsv87fF6fCx8dhvFWxoxR+rpPTaOgVOSaK+3cfLVfTFH6NHo9ut8hmANOqOaqORgwuOMPdsVSgWGIC36IDVej5+JF+YQkRjE3k2NZA2Pwe3wIUlQU2jhnX+tJeAPkNw7nPYGO9Y2FwA+TwBLg52WaitB4Vo8Lj8tNTaaCtroWlHNhoWlfPb0NlCIcUy+vBdZw6OYccdgzJEGMgZHEZ8VyrbFlTSWd1GR10pTRRffv5nPl3PyqC1sp9/EBIafkYZSpaB4UyP5q2tZ81ExVfmt9B4Tz+z7h1Nf0kH5jma2fFtO4bp6hkxLQaFS8MGDm/jhnXw8Lt/v/jrJyMgcWzKHj+KKl99i1r2PMu2ftzHr3kf5x0tvHXPh4p133mHhwoUHbUtJScHlchHoNqifMGECgUCAkJCQnjaSJPHSSy9hs9lk4UJG5hiwcD3sKBcVEkMyRAVEa5eolIg07xcuQFRfGHVie9QBerUkgUELRi34AjChr7B2KqqFnARhxeQPiMqLt5YIMSE+Qlg+7cvK8COqJZo7hDWUxyfElNqydsoevpfV+cIqSqsW1R6nDIGceJg5Rtg8pUULAWXdnv0VHk0dsGS7COcurhX5FiNzRFVFUS3srhDtS+rEvhdOFNZTRXWwea8QRAakQVS4lneXwbebReWJjIyMzNGgoaGBG264gbS0NLRaLYmJiZx22mksXbq0p01KSgqSJCFJEnq9npSUFGbNmsWyZct+tN/W1lYSEhKQJAmLxXLYNu+8805Pvz/2VVFRQSAQ4I033mD48OGYTCZCQkIYMmQIc+bMwW63A3D//fcjSRJTp0495DhPPfUUkiTJ1bN/Uy655BKmT59+yM8/xvbt25k5cybR0dHodDoyMzO54oorKCoqOvaDlfnLcqSfdzLHH7nyQkYG8PsDtNR0sey9QmbcPhiA6oL2w7b1Oj2odGpGnpkuQrEPIChcR1u9jZLNjUy8MJfweBPmSD1tpR0kxhmwBSTa6m0EfAG+fCGPmkJxjMhkE82VVoIjtKz6oIiEnBBqCi1ojUpcNh/2IA0bPH5i083Ul3YAEJ5gomJXK8WbGgGYcH42W76tRGdS4/MGMEfpUagkBk9NZuMXZZhCdNi73KT0i+gJBY9ODaalxoo5Uo9KqwQJjCFadiytQlKArd1FVEoQUclBRCYFYTBrKNrURLDDS+8TElm6uIq+ExJIGxB5TF4XGRmZ3xeFQkli737HexgyMjLHmUBA2DJ12eGlr4XdU7BBWDcdDrfNgcaoZ0jm/lDsfRi00OUQod6nD4eIYCEStNa2EdNciTd9IC2dou3CDcI2CoSNU6NFCB/rCyE5SoRq69Xg8IAiuz+1cxtJNUF5o6i6yA4WFR1bS0Qfw7OFAOHzC9Ej2CBWbg3PgY2FoNcK0SEsSHwBxIZDZw0E6UVFBUCIET7f0P3cIM4hOkTkdoQaobQB2j8voF90B1X6kaTHCgssGRmZvwCBgPCy8/mED51eI5TZY0RFRQWjR48mJCSEp556ir59++LxeFi8eDHXXXcdhYWFPW0ffPBBrrjiCtxuNxUVFcybN49Jkybx0EMPcffddx/S9+WXX06/fv2ora390eOfc845B4kNZ511Fn369OHBBx/s2RYZGcmFF17IZ599xr///W9eeuklIiMj2bFjB3PmzCElJaVnMjo2Npbly5dTU1NDQkJCTx9vv/02SUnyB+UfBZ/Px8bdq2lqrScqPJbhfcaiVP4+lrE/x9dff83ZZ5/NlClTmD9/Punp6TQ1NfHxxx9zzz33/GS1tsxxwB+Aui6wecCohrgg+IM6dxzp553M8UcWL2T+9qjUSs66dTCWJjvWdhf6IA2GYA2TLu2FUqWg9f1CFEY1SoMKt0GN/YsS9kYZae7y4LB5SO4dBgEYf34Oao2Ss24ZxKoPi1j++Ca0EvjTQggutZAbpGZbqJ62erGUsKawnaAwLV1tLlx24XPQ2eJCrVWQ3DeC2r0WXDZR4dBQ3oHfF+ixrgLIX1MLPtCaVLisXpqrO3E7PKg0ErmjYtmzrh6FUmLLN5V0tbroanMhKaDX6DgAijY3kJgbxgkX5fb0+e2rO3F0ufG4/Wh0KkKiDTSUdbLojd1c/dIE1Fol5kgdsS0O6lfX0t5gx+f1/14vlYyMjIyMjMzvgCTBmSPB5hQ5F0F6MfF/8hAxjzf3hv/D1t7OtCF9UCWlk3/5BTge+pK27BORgMgQcZ96Qj9RlXHWyO6si5dWoq3II/zyG7G8cC8Ry17H/72Vlk4tIISL4G7rqE6HGIvNJXIusuKEbZTDI7Y3dohJlTbH/nHvrQGVCkxakWvR1inOAQkGp8PWUmHvtL5QHMNiF6LH4Eyxf1mDECouP2l/nz/kCdHG5Ra5FyFGqGyGxdsgLUYIIC4vVHz6FraUVNSjR5IcdQxfHBkZmd8Pq0OUbPkOuN9RKkSZmenQPLejwbXXXoskSWzatAmjcX+Vf+/evbnssssOahsUFERMTAwASUlJjBs3jtjYWO69915mzJhBdnZ2T9tXX30Vi8XCvffey3ffffejx9fr9ej1+89No9FgMBh6jgPw0UcfMX/+fBYuXMgZZ5zRsz0lJYXTTz+dzs7Onm1RUVEMHjyYuXPn9ggq69ato6WlhZkzZ1JQUPBLnyKZo8y3qz/jvldupL6lpmdbbEQCD1z7PNPGnnUcRwZ2u51LL72UadOm8fnnn/dsT01NZfjw4T9aQSRznChpg5VVYD2gHNWkgfFJkBF2TA5ps9m45ppr+OyzzwgKCuLWW2896PGUlBSuvPJKSkpK+PjjjwkNDeXf//43V1555RF93sn8MZDFCxkZoGJnCwqVxORLe/ds+/aVnQSF6xifHoykUdK1qgb9kBg6IwwYovVEmLU0lHdSVdCOo9NNZ6uToDAdTZVd2C1O4hTCImFnuRWtBJGTk4j1B2io6MTr8dP/hASikoL5/q18OpudPcf1+QKs/7z0oJWLPo/4RaVTojUq0AdpaK2xggK03ZZW+avqUWkUDDklhZo9FkbPyMDt8LJtcSUgJhv2Flso3tJITJqZbYsr0epVZA6Nprmyk72bG0npG4HH7eOs2wYjSRJ1JRZWLtjL2HMykSSJM28ZhN8fYNWCvXhtPnQGFebIw1+4WxrteFw+IpOCjvbLJSMjIyMjI3OMqW4WgdxTB+/ftnirqGAwRYSjUKmoeOYJQk85A9XMazGnJaMyC4unpnYhPrRbITZUWDUFPB6Cl31OoK2ajWNvRDHzITLPnIY/VIuuXVRA9E0R7b/fLmya9qGQhIhwYFHHvuJXjRIkpaiGqG0FySWCtQGK68U844n9oLIFxvQS10Nbivf1EqCx1caeaj3RIUq2lQqxo0+yGPv2UhEKHqSHYVlC1GnthG+2CJsprRpOGy7srlaEPIkvoKC1S4zlcHTahRgUd2zu32VkZI4mVgc0HKYS3+cX22M46gJGW1sbixYt4pFHHjlIuNjHgfaZP8aNN97IQw89xBdffMHtt98OQEFBAQ8++CAbN26krKzsN49z/vz5ZGdnHyRc7EOSJMzmg/PuLrvsMm6//fYe8eLtt9/m/PPP/83jkPntfLv6M656cAYBDi6bbGip5aoHZ/D6vZ8cVwFj8eLFtLS09LyX/5cj+ZuQ+Z0oaYNvSg7dbnWL7adkHBMB47bbbmPlypV88cUXREVFcdddd7Ft2zYGDBjQ0+aZZ57hoYce4q677uKTTz7hmmuuYfz48QcJvDJ/bOTMC5m/NS6HB2u7k01fl7P1u8qDHpt0WS/GzMok5LR0agxqPFEGHLuaaU8OJm9NAyn9I1AoJbKHR6NUSdSXdOC0ecgcEoU5Qk+pD3a6/CiU4ArAypW1bPqqAo/TR8AXYOeyGr5/K/+QMfm9AQK+AAqVqLJQqiTUWgUKpUQgAKPOShfCBYCfnqoNSQmhMQZ2Lq2lLK+ZvB+q2bq4En/33b1XJ2EAvn8zn/Wfl9BaYyM0xsj2JVV89sw2dvxQTWickf4nJPLxY1vYsLCUuIwQZv5rCN+/mc9nz2xDa1Ch0SqxNDnIHR2LpJRY+f7hfSa/fnkHC5/bfpReKRkZGRkZGZnfA7dXZE5sKYG1ew5+7IT+MHkgnH3fvxl2y1PsPPFCXpz3OcYbH2WHJ4PkKCEWZMSLoOvmDmjsEPkWYaYAHdOuo+b/PkUC/KZQtkZNY13h/ryI/EohXPwvvm4bK3W3g4VCApUkvnu8MG3wfkurAAfnT4SZIK8CSutEhsemIiHAACgDXSjVBhZvU7Buj6j8CDNBQRUsWCFCvAMBYT+1cMP+cPELJtKTtaHszvXodCpJiZYICxJVGYfj2y3wyZpf8aLIyMj8vgS6w3h+ipaOQ33yfiMlJSUEAgFycnJ+dR9hYWFERUX1+LS7XC7OO+88nnrqqaNm01RcXPyLJv1OPfVUOjs7WbVqFTabjY8++uiQKhKZ3x+fz8d9r9x4iHAB9Gy7/9Wb8PmOX95lcbFYbfBb/iZkfgf8AVFx8VOsrNq/8uQoYbVaeeutt3j66ac58cQT6du3L3PnzsXr9R7Ubtq0aVx77bVkZGRwxx13EBERwfLly4/qWGSOLXLlhczflpKtTXz/5m4UKomLHhmNUnWwD19M6v4VI4Xr69E4vTS1uTArOzFH6UnrH0nW0BjevHkVPm8ApVpi7LlZ1JdYaK61odYpUaoU+DyizNhu2X8nrdIq8Lr8aI0KXDa/8EM44HM8EICAVwgYfn8AnzdA/0nxuGw+VizYi6SAgB9i0oNRqhQEAlBXZKG5SogapjAttnbXQdfTOr+EDwmtUUVdsQUUoNGr0OhUJPeNIC7TTEyqWCpoCNaQt7Sa9EGRwua1y4Ojy0Lhunr6jE/gvHuH0VjeydQr+9Jc2Ymjy43fH+DLxzczIhDAkRtGR5OD0BjD0X3RZGRkZGRkZI4Z1c0ixBrg4knCJulAIg9YTLu3FpTjrqT/aQ9T067GoIXMeFE9MXepEAgUkgjpdrthW6kGZVQmKgn2OU46DhAZtCphv7Tv++HwdvcZCIAXUSERCAhRYN+lVGSwsKqSJGEz1dztXmLQiKqHA6+NJGUwkl+IInVtog+NClRKSIyEuHBxTiAEij3VkB0PISZRRQGwrRRG5MDs8aKPtBixKLvLISoz3vveyc45VzD49LNoSzwTo1aM4Rha5svIyPxWHO6DraIOh9cv2hm0R+2wgaMkhgQCAaTuD5k777yT3NxcLrjggqPS977+fwlqtZoLLriA//73v5SVlZGVlUW/fnLG2vFm4+7VB1lF/S8BAtQ1V7Nx92pG9Z/w+w3swDEcZYFQ5hhR13WwVdThsLpFu4QfKU/9FZSWluJ2uxk+fHjPtrCwsEPE1QM/byRJIiYmhqampqM2Dpljj1x5IfOnJhAI4G13/nzDwxAebyR1QCTR8SbaStrRGtQ/2va0Gwcw9IIcXG4/ap2CU6/vz5pPinn56mWAEAt8ngC7llWzbK4IUVMoJDQ6sURQYxDftUYVEy/KwRAs/AziMsMBUKoVhOyb6JfAGKLBFKbFaNYQ6L5u3vFDLYUbGvC6RB6FzqiioayT2PQQ6ksshMcbUWkUIIG1zYVCLaHWiuMqVBI+t+jIZfNis7gJizVSvqOZFfMLqS5oJW1gFG/dspqCtXWMmJ5GWKyBjx7bwp519aT0DWf46WloDCp2r6xhx33rKXgpj84WB9+/lc+WbytQKCTUJg1tKgXu7uOGx5t+1WsjIyMjIyMj8+txVFb8qv1CTZAZB9F6O40F5T85J3fyYDhnRg6S1oDLK3IttpfCnC9E0He4SSyw21O1P+xapRQT+rC/ikKtFNkYQd2XQcnR3dsVIl9iH3oNGHXia99Uxu5KyK8SYodSKQSK5k5IihTCRUSwOCaA3Q0E9h9fcYCI4vGB3QWhQdDUIcSQyibITYC3vofNxcImKtIMn6+H1QWQEQvDs0QlxrYSeOy2V3n5vldpsogKjdX5QgwxGdWE9RpJeHIaAGajLFzIyPzhOdKV5kd5RXpmprDqPTCU+5fS2tpKc3MzqampACxbtoyPP/4YlUqFSqXixBNPBCAiIoL77rvvVx0jKyvrF4/xsssu4+OPP+bll1+Wqy7+IDS11h/VdseCrKwsgN/0NyHzO2DzHN12Rxm1+uC5PkmS8Pvl7NY/E7J4IfOnxr61iYYnNuNpsP1sW0+jDU+DjabKTpoqOwmNMXLChTkktDnxfirKEetLLHz06Gaaq7sAqCtup3hrI2/932o8Lj8KBbTW2vno0c3kr6oDhCCRMyKWxF6h7Fxe23M8l92LMUSLQinhtvtAEsLB9kWVdDY7USglqgtaUGrA5/ZjabAjKSA2PZiAX9zY7hM9egggbKjsXpw2L7mjY9m7oZ6AH1rrbHjdfsxROgB87gBej5+gMC1+bwCl+uA/99FnZ6BUK4hKDkKhlHj//g0YzRpq97az9J09ooojAPlr6kABVouTJW8VsOrDInz+AAqNkrwfqskYHEVQuI7l8/ficHhJvKIvJZVWYtKC6TM+vud4RZsa+O61nZTlNf/yF1pGRkZGRkbmiGhe9C1rclNpW7HsZ9vay8vo2LqF1k5hu2TSi4wL9X/+ReWkHPwuF62dMH8F1LaIfRraRbD1q9+CxQoqhciJeH8VbNwr2mhUkJUAKVHCemkfLq/Io1BI+62bPD6xX0unuPYpqxeChscPlu7Lu9hQsY+EON7/zv1LiKoMuxsyY6FYXKLR2im2B3cLI4HudsF6Iawo/+dOaHwfcezYUCF6zF8BapU4z8/Xi3P3B6C4RogdgQB8sxlW5UNAqUGt0bCzQognsaGwdAe025Rc/+C1WM39iQ2FgSn7y0rKGuDLjaKiQ0ZG5g+EUvnzbX5JuyMkLCyMKVOm8PLLL2OzHXp/eyThxM8//zwKhYLp06cD8Omnn7Jjxw7y8vLIy8vjzTffBGD16tVcd911v2qcs2fPpqioiC+++OKQxwKBAB0dh1pu9e7dm969e7N7925mz579q44rc3SJCo89qu2OBSeddBIRERE8+eSTh31cDuz+g2D88YXAv6rdEZKeno5arWbjxo0929rb2ykqOry1ucyfF9k2SuZPjS4rFPPJKagifj4srfXDvfg63axXKPAjMeuuoTSUdVLs8FLthASPD0kh4XJ4+ejRzcy6cyhfvbCD5D7h9BoTR1ickZFnZdDRbKd4UyMeQB+swtrmYvuSKjR6FYOmJFNV0EpLtbBvcnS5MYZoQAJ7hxufJ4AhREN0WjB7NzTi775xlyRQ65T4vH7qS4S/gUIp0dV6cJmkJIFaq8Lt8hIUpqNoUwN6U/c/gAAEhWkhAMl9w6guaMPvC6ALUmPrcOP37leWFUr47vVdhEQZiE4Lxt7lxtrmImFEGB3NDmwdbnJGxdBY0Ul7nZ3aQgtej4/E3FAGT0vh6xd3EhSuxVXdhdPhpnhLE0q1RFCQRNdrz+O19iE5Nh7m78F/x1AUBjU1e9upzBdjShsQ+dtffBkZGRkZGZlDCBkxiowHHyN40JCfbVt403VYNq6jY0EtbV4Tl58EjRZoOeEaOpOHYfeL0guvDz5eC2eOFFUFIUZh2RRhhjG9ob0LCqqFg4pWBe4z8D16AAEAAElEQVRuQUKlFNUJVS1Q3yaO6XKBQSdEgk67cGYx6iAjTmRSeA+49NEowY8QDQIc4rIJdF8bKUVWh9kAJQ0Q1l2xEUA4ukiI/svqxfFUCvF1wKURCkkIFAnhojrC4RbiSXaEyNVwuqFXoqjsaO4QY2poh9gwGJUDX6svR68WIozDBaUN4rhGjR/t3o1obBnUlOTz0r0vcM/8V4iIj6G+TVR4WB2Qm/grXmwZGZljg14j1M2fso5SKUS7o8zLL7/M6NGjGTZsGA8++CD9+vXD6/WyZMkSXn31Vfbs2R9G1NXVRUNDAx6Ph/LycubNm8ebb77JY489RkZGBiAm9w6kpUUo0bm5ub867HjWrFl8/vnnnHfeefz73//mpJNOIjIykl27dvHcc89xww039IgnB7Js2TI8Ho8csvwHYXifscRGJNDQUnvY3AsJidjIBIb3GXvMx9LR0UFeXt5B28LDw0lMTOTNN99k5syZnH766fzzn/8kIyODlpYWPvroI6qqqvjggw+O+fhkfoa4IDBpfto6yqQR7Y4iJpOJyy+/nNtuu43w8HCioqK4++67USjkdfp/NeRXVObPi8+LcvfrBA1QIKl+/q0spQQTsHrIzAylz7h4Xv/nCrranbR7AtS7A8y/dwO2Tjc6g5KY1GACBDjxklzGnpvF+NnZGM1a+k1IQKVRYgzRcuHDI0kfGE0gEGD0WekMPSWFgrV1tNRYMZg1nHJdP2wWN12tLpxWLz6PuCCoL+6gobSzZ1xqrZLhZ6Sh0ih72gAEhetQKPdbP9Ht8ex2+ZCQ6Gp14nMHcFq9PUsQo1OD0ejVhMebUHb7JLQ32vH7AgQCoOzWOfw+8Pv8eN1eCtc14HaIVYBWi5PK3a24bB4K1zXQXmdHrVUyaGoSMalmpl3Xj8ayTpQqqTtrI0BolAljiEYIM75O3F99xIA0K002L9oBkUjd4594fg5pAyIxR+/PwajY1cLmb8p/3esvIyMjIyMjcxCBQIAtq94j6NyzUAX/vKdw6Bmz8HV2El66mjG94OWvRbWCIy6XjrEXMH8ltNuEIBFlFhUVY3vDpIEivHufiKHVCDumCybCwHQhdgzOgEkDYEcFNFnEvrPGgs0tJuudB1jKt3RC5QGFmSqFsGnSaERf+66ODFpRCaE+YLFzICCEC6VCBI0HAtDp2F+dsS8DI9S430Kqw7ZfuNhXfbEvQ9LhEZUbDpf4XQKK6sDlERUSzR1in5E5Qrw5ffj+/AtFty1WsFEczx8Ag8KFsTqP8dE1SGFpDJk6maCwEABG9xKCSKR5fxZHbSusyT/qOcAyMjK/BEk6OOTncESYj4kHXFpaGtu2bWPixInccsst9OnTh8mTJ7N06VJeffXVg9ree++9xMbGkpGRwYUXXkhHRwdLly7ljjvuOOrjOhBJkliwYAHPPvssCxcuZPz48fTr14/777+fM844gylTphx2P6PRKAsXfyCUSiUPXPs8IISKA9n3+/3XzEF5lCuMDseKFSsYOHDgQV8PPPAAAGeccQbr1q1DrVYze/ZscnJyOO+88+jo6ODhhx8+5mOTOQIUEoxP+uk245NEu6PMU089xdixYznttNOYNGkSY8aMYfDgwUf9ODLHFylwHBJwOjs7MZvNdHR0EHwEN1Yyv5yA13/QhL7f6cVv86AK//EKBcvXZbgqOoi+fiB+lw/79kbUcSa0SeI1avtwLyglVOE6kCSCJ+xfImbrcFGwpo4Bk5L2T7Yfa1pLCbw4GKY9jTTsHz/b3Glzs+jJbbR0ufB1L+sbMyMTSSmxYl4hxlAtg6emsHKB8DyISDTh8/iZff8I5t27ngiHB12UgfzSTs6+YzAxqWY+eHgTCdmhDDk5hZUf7KVkSxM6kxqfx8clT4yhcH09m78pFwIDEJcZTF1JJ30nxrNreS06kxpnl4d+JyZQV2TB0mBHrVPi6PIw9JQUOlscFG9pwu/7nwqM7sBupUrqORcAfZAac6SehjIhjqg0Cnxef09uxo+xrz+dSYXb4UWpVmKO1NNSbWXSZbls/rqc/icmkjsyjuItjexZV4+jy0OUqhn/yu/oGD8bSa1l8mW9CTIEUJrEkkebxUVrrZWk3uH4vH7eunU1HqePy54agz5Iw6oPiyjb3swlj48+stdcRuZvjPy/cz8TJkxgwIABzJkz53gP5aghv77HHr/LhUK7P8TBZ7fjrKnGmJX9o/uUP/MEdfPeYeTWfPB6qXv3vxh79SZkxCgkhYK9d9yMo7yMsBNPwlVdRebDj/fs6/KIDIj+acdkce5hsXe28tj5MUw45y5OvOCBn23v98PH8wroiOyF1y/EhGFZEBUi7Iz0alFZsWS7EBDiwqDdCledDB+sAveiDwkP11KcMZ3Th4uw6k/XCvupif1g9W7YVQkmnahkuHSSyKJYt0eEZ4MQRZo6YECqqLzQdAd2Z8WJ79XN4vmzuaB3khAHdpYfXDUB4n54nxXUgYuljVpRSVHXXfmhVAAB8P3MHZACUfURrBdiiFopMkGaOsS55ZVB70TomwrVLSL3wuaEjOAOgmryKDSPwKfSMnkgRBndoBJvAocb6lohvduF441FwoLqohMgLEhUrGwrhX+cJIQaGRmZH+eY/++0OoRieeCHikohhAvTz1f+y8j8Gfh29Wfc98qNB4V3x0Umcv81c5g29qzjODKZPx0lbbCy6uAKDJNGCBcZYcdvXDJ/euTKi78Q3nYnzr1tuOus1N67DkdhW89jlq/LaJyzDVe9lZr719KxrAr79iYsi8pxllmA7kyIGiu+DheuknYsC0tpfmUHzpJ2AJRmLQqdks7vK7GuE2bCLe8V0PJuAfUlHWz6qpy2ig68HWKpmt/pxZ7XRMD/y/Sx1gV7aHm3oOd3V1kHgf+9QwUIT6claD71P/Sm+c1dhzxs39FMyzv5BLrvTiVJosPjw2X3EfAH8Lr9bPiiFLVWiSRJDJycRO6oWGbeNZSpV/cFwBiiZf3nJXS1OkkFdPU2lCoFYbFicj4qKYjIpCBKtjVRsqWJyCQTfp8fpVpJ6bYm8lfX9QgXAE37ciSW1aJWSji7RGDRzuU19Bodh9fjJz47FICtiyrYu7HxsMKFOVJPdFrwQcIFgNPmwefzI0lgCFHhdftBgj7j4nraKLsnUGIzzWiNKnRGNUqVArVeSVisqacqw9JoZ+BJSXS2OOlocrLq/WL2rKtnzw/FpHoL6TMhHqlsD4kNa1E4rChVCkKiDJTs7sTW/R7Y/n0VX7+0g642Jz+8U8CwU1M485ZB1Jd1sPSdAgZPTebCR0b+7HtCRkbm9yHgD+AstWDPa8JZavnFn99HmxUrViBJkuxnK/OrcTU20vTlQhxVlSyPMVM3b27PY2WPPcj6wb2xlRSzIjmKonvvpOa/b1L21GM0fbkQAGtBPva9hVh37qBz2xb2/PNqtkwaS8MnHwKgjY1DEx1D0b9upubN1wAouP4qNp84huYO2LAX6qo6ewK0fU4n9e/Pw+/+ibL6w1B48w1sPnFMz++Wjevx2e2HtDMEh3OSdyjKB95i/fD+hzzesmQxW0+djLera/9zFN8LR3cVhM8vwqn94vKBAekiwPuCiXDqUCFghAfB8p2iQsP81bO4P3zpoEXKkWaICYGqJiFcxIWB0yMm/0vrxaT/PuECoLV7KNtKvARcXbi6L5uK6iAzXggSiVFiW36VmNjfd1m4bwGfJIFeC/Hhh7q82Fz7M3VN2u7zDEC/lP1tlN39RIWI0G+Nan82R3SIeMwfEGPtkyzElHYrrNkjzie/xEWusoyRuX78llb6+XcTprTi9QpxpqhRQ0e3ff2uCvhqk3j+Fm+DvskwY4yoBlm8DXIS4MqpsnAhI/OHwKSHlGiICxcfBnHhkBwtCxcyfymmjT2LDfMq+Ojp5bx05wI+eno5698rl4ULmV9ORhhc2h/OzoGp6eL7pf1l4ULmNyNfFv+F6PyhEvv2JqKuG4BxeAzqaAO2zQ10LK5AEaRGMqhoW7AHnH66vq/s2c+6sgZ93whM4+LxWz2gkPB2iZtqw7BoNHFiot48NQVXVSfW9fUEjRFBzNpkscIlY3AUMckjcHxeQnO7C+OgKJzFFtyVnURFGtDEmw475rYP9+J3edHEB4EEqjgjkkFFwOrBZ3Xja3fR/MZOQqan4yrtwDgiFl16CO7qLlrnFaDvm4vS5UMdZTikb7/Li8/m6a67l9Aa1Jx//wi2f1/Jpq8riEgy0VJlpavVyek3DWDhs9vxevy0N9jxuny0N9jxefzUFLaTPjASa7yRvG8qQCVRU9iG2+FjzMxM2hvtOKxuTrwkl22LK/H7ArgdHjZ+WYbL7mXSpbk0V1sp3tKI3eJGZ1KT4PGikiQK94kPflj9URHBkTo6msRkxL48jH1IEgyeloKlSYyvZm87WqOKkCg9kclB7F5RR8AvsjO0BhV2i7j7D/hgd3e4OIBaq0ajFfZVACkDIqjY0QJuMJi1hCeYaK2xIkkB6ss6iIg30feEBCLjTZTtaKal3kV42UrK2pKwa4cQ12sP6datZNx6S7dIsYeBJyWSv6qO0TMzGTUjk3l3rSSuagWV/UbSOSCH3StrkJQS/SclYjRrkZGROf44drdg+aoUX8f+SVWlWUPIaeno+0Qcx5H9PrjdbjSa32l5vMzvRuXzT1M552mGLl9H/OVXETxoCA0ff0Dx/XcjKVXoUlLZccFMPM3NVD7zxH6vHoWS0HETyHz4Cbp2bEcVHExXeSkA0bNmEzp2PAApN92KraSYuvlzib/sSgCCBw9FExlFQgRcPtFN2TWXs37JIjIeeJSGDxfQsWkD6ohIIiYf3lZj779uoXPzRiJPP5OAy40hMxOF0YQqLBxHdRX4/WyeOIr0Bx7FvncPUaefRdTp07GXlrD15BOIPnsW3ox+aKNjDunbZ7Phbm4i4BXXCAoFzJ4g8iqW7YCIIGi1iiqF8yfAe8vFxH+XQ1QsNFnE5H9NK6THQOh/l5JXIdZCNVlElcSQTFFJYLHCyUNERULAD04frN0jhJHxfYRt1J4aYblk0ELlt/Ox7t1E8hXPoFDrAPhhu6ja6Dw0txYQgsKwLLE42u4WoeKm7jyN3klCXNiHUQtW1/7fDwwSVylBpxTnAJAYIeyb/AEhYEQGi6wLpQLqW8W2QemiEqOhHWotSpK9tWy3J9PmTCMnJIs+/t0MGT4ejxe+2ypEj5I68fxM6g8Llvvp5d1Fkz4GhSKa9YWi316JolJERkbmD4IkiQ8pGZm/MEqlklH9JxzvYcj8FVBIkCBXkcscXWTx4i+Cr8uNfVsTAE0v5aEM16MK0dK5vIaAV1QaBOz7KwAkk5qA1YO+fyTOojZQSEiShN/hpf2zIpx72jGNi8fb5qTx+TyUYToiLszFtrEBhV6FJsFE3aMbMA6PxXxiMgGfH9cPVbgqOgk/PxdXWQdKs4bIq/uhNGtoeScfRbAGd50VfW4Y2hQzbR/tBUlCoVbg3NuOQqdCGaLBUyvuUK0xRjy1VoKnJKPLDqNrZQ2KnSosX5QSdk4W6hgjplFxqMJ0h31OTMNiccUH8dmz25h0aS/a6+188+pO+p2QyAkX57Dqg2JyRsXSf1IiCklizKxMKne3ULvXQs7IGBQqCYVCgc8bYMIFOeiMauorumirs/Lda7vF8+71s/37Klx2DzHpITi7PPi6lwMqNQq8Fj9qnZKSbuECCZL7hFO5pZETT0qk8FshIhmC1dg7PXQ2O5Ek0BrVRKeYcNq8xGWGULKtCWuri6aKThrKOvG6fcRmmGmrtxMeH0RSbjgFq+vx+wLU7e045LmIzTQzdFoKK+bvpbNFLHeMTg2iqbKLijwR2pbcL4zSbY1k9jIwfmoin71ZTcAXYPfKWtIHRZF5ZjQbvyrHFB3M2KefY5BTyfL5hZQsSaTaPRL32jqGn5bGOf8eys7lNUiSRHNVF5IC/KipSZrMpF5u4k5KIql3GCl9I2ittbJ8XiGjZ2Sg0R3/jyO/00vA48fTYEOXGXq8hyMj87vh2N1C67w9h2z3dbhpnbeH8Atyj5mA4XK5uO222/jggw/o7OxkyJAhPPfcc0RGRjJx4kQAQkPF3+PFF1/MO++8A4Df7+f222/nzTffRKPRcPXVV3P//ff39GuxWLj11lv54osvcLlcPf327y9Wo99///0sXLiQ66+/nkceeYTKykr8/p/x2JP5U+FzOql6/WVQKtk8cRSm/gNQaLU0f/0F7sYGJJUaX+f+/5nqiEg8rS3EnHM+rUu+Q6FSIUkSPpuVortvp/mLz0j4xzUE/D7WD+6NMacXfee+T93ct5AUCqKmn8WqrCQiTz2D3GdfJOD3U3P/LTR9+Tm9Xv4PzrpalMFmhixZRVD/gew49yw08fF0bFhP5KlnEDZ2AvnXXIrf7UWh0VD6wL9Rh0egMpmw7S0ESaI8LYMfyhsY9K8HiDv/YradOgmFTk/R3bfR772PMPXpR+zsiwjq2++wz0n09LPQn3QWn22FiX2FEPHRarHaf+ogWJUvrJ9G5ogJ/UkDRPB0ZSP0ThbVAJJP5FCMzoWwYBNWSYgWX20SxxiVIyosWrpEvy37Y74I0ndXWkgiV2JfVkR2PHSNmM7QHDUV3SWipm6xweoUX3oNRASLY8eGQUUTtHUJCyaLXQgmoUbxeHgwRIfut5BqPPTSiOgQGJoFm/YKKyiXF2JCu0UYcWlEfDiUN0GC2c20EQ4WbDajUAjhIy4MRuWKyguNRsmAqcPJ9CtZtgN21cSQr+xD71LxHF4wQeRleHyiwkKjAh8Kdqn6MzW6kqQUUdGSESdyO5ZsF3kYf4T5UpfDicfloqKgmD6jfj4EXkZGRkZGRkZGRuZocvxnC2V+NX67h4ant2AcGSeqF5KCcNdZ0aaF4LU46fihiqATEuhaXEXA60UyqQh0WxgFvH5U0Xo8DTYUejXh5+bQ/MZOfBYXPosLRZwBdYIJX7sLXU4ozhILnatrMQ6JRh1nwF1nw9/pwbaxAfOJyXStrsWR14xxRCztn5fgt7qJvnkwAacPT5MdZ3F7j7lwV60Vm0mDv8sNKgk/EpJeRfTNgyEAjoJWIUhIYNvUgHF4LKpQHbF3DMO5tw1fpxt1lIGw83NRaH46X8PvC+B2+vD7AoQnmCAAO5dWM2J6GuPPy2LXiho6WxyYIw0UrKylrVHcRZdsbcLj8DFkWjKx6SHojGq+f2s3lbtbCYszMO3afqi1Cnb8UI3D6sIcZSRtQATt9TbcLi/6EA22dheSBG6bF5uleyVzABxdLhIHRrIpvxWAtAERJOSGser9ItEkAF63j6r8dsLijexcVr0/xHFvO1qTCq8nQFNlJx6nn+LNjRSsqSMqJYimiv02EFqDCle3YKVSK1j5fhEelw+VVoHfF8AYqiNQ3kVUajAZAyMxhemo3NlG2fZmEt69mTPnf4vD6mbT1+WEROn5z/+tYvDUZEJjjCiMRnYuKsba7iT+vPOpXlVLa60Vp9XDkrcLSOwVRnK/cEq2NJHaX0x4xqSaCHIXUbdwCVuroyjd3kx1fiv2LjeDT07+Q4gXjS9uR1Iq8DbZibiiL/atjQSflIwq5PACmYzMX4GAP4Dlq9KfbGP5qgxdr3CkYxCydvvtt/Ppp58yd+5ckpOTefLJJ5kyZQrFxcV8+umnnH322ezdu5fg4GD0+v02DXPnzuXmm29m48aNrF+/nksuuYTRo0czefJkAGbOnIler+e7777DbDbz+uuvc+KJJ1JUVERYmChdLikp4dNPP+Wzzz77XcIIZY49fo+HNbmpRJ05E6XBQPDAwXTt2kFwn374JYnq114i48HHKbrtRgA08Qm4a4XHs6ezA1PfftgKC/A7nQz6chE7LzwHZ2UFzsoKDL37EjxiFK2Lvib67Fm0LV9GxbNPEnfBJahCw7AW7MZVV0v9/LnkPvside+9Q81rLxF3yeWUPnQvrtoahq3eDH4/ztoaWpYswu9wAGDdvZO6d9/GWVkBKjUKlRLUakZs3IEkSTR9/QX6pGS8xiBKZ57PwNOmoYuLY9S2AiybNuCsqkSXmES/9z5EafzpZfv+AHi8YlI/xAhIogLCoIcJfWBLiRAcYkJhZ5GdRqsOSaGgtF5US/RLgeQoCAuGlbugsAbMBjh9GKhUUFApJuBNOlGdUdMKdidolKI6AoSoYDmgmqK+DbIzzLi9s6FZCAODM/YLIiCOXd0ijlVQRY+9VINFCBt+vxA5XB4hZJTUi372ZV2AEGR8+wLAJVhfCC5393a/EEca2iHMBNkJ4jn4fD1UtiiY2vA+Z0+8AodXyZp8SAiHl7+B4Vlg1Emg1lBQJCpO9Gl9CVRCS4cQU77fLgSXtGioaBTCCkBUsJ9YowtbSQnrGjLYWyvspNqt0D/1jyFevHjTPdg6OmmqruPKx+5i55pNTDrvTGJTfyaYU0ZGRkZGRkZGRuYoIGde/ImRNEr0fSJwFrVh29CApFURd/cI/F1ufK1O8Pixrq8HQBGtJ+S09P07O314m52oIvQEnF6sG+pEVoVaTEz56+y0L9iLY1cLut4RKAwqrCuqkTRKPA12Or4rJ2hKCupYIzV3rUYZrCFkejqGgZEoDCokvYqu1TU0vZxHx3cVQrjofreZz8zAbxN3r8pgLbqsUIInJKI0qFEa1Th2tdDxTRkt/9lF8PgE9Dn7/fF02WFEXNwbT4OduvvW4dh7wB3pYYhMCmLGv4ZQsLYen8fP6BnpKNUS25dUsuajYpoqu3j/gY247V7UGgX9Y3RMuyibPmNihdkzEkHhOgKBAGXbW5AUMOOOoaT2i0BrUFNZ0Irb4aelqguVRonBrOHyZ8Zx8aOjiU0PIRCApe8WYjBrMEeKCfCq/HaKNzdhaRQTFmV5LVTsbEFrUBESo0drUOHziNW/bXU29MHansDtQCCA3eLB7wWPU2z0enzEpAXTVmcjKFyHpAAkCI8zMu2aviTmhlJd0I7H6cPvDTByejrjzsli/LnZ6ExqgsN1KJQKknuHM/LMdELDlbROuQarxcne9fW01doIjTPQZ2w8mUOjaSjtwGnzULK1GVu7i5ru18DvCyApRQVPdGowXa1ODCEaJl6Yw5Qr+tBWWEv7S3Pwr/wOj9NLY1kHoaESJ16US/BPBMn/ngSNTUCXK95vHUsqsW9r6vkbkpH5q+Iq7zjIKupw+DpcuMoPs3T5N2Kz2Xj11Vd56qmnOPnkk+nVqxf/+c9/0Ov1vP322z0iQ1RUFDExMZjN5p59+/Xrx3333UdmZiYXXXQRQ4YMYenSpQCsWbOGTZs28fHHHzNkyBAyMzN5+umnCQkJ4ZNPPunpw+128+677zJw4ED69Tv8SnWZPxeSSkXU9LOx5u+k8tkn8dvtTKxrJxAIYNu9C7/DQc1//wOANjGJvm/P27+zy4WtcA/qsDCUpiBKH30Qe1kpkkGIAfb8XRT840IaP/mQ8JNORp+eQc0br+BuasRrsbDnuitJv/chwk6YzA9Banx2O9lPP0/Stf9EExmJOiycunnvsGn8cAr/7zohXKiEcJ9278O4mxoBUIeGEDPzPFKu/z80YWGoQ0NpX7mM/GsuZ9fkMdxwySzGXnh+z7BDho1g0JeL8HZYWB4XSt38d3/yOQoxwuzxUNYg7KAmDxA2S7sr4Ps8kU37wSpRFaFSgnP9uww159M/0YOE2BbU7da5p1p8nzEa0mKFNVN5o8i46LALkUKnhksni5DvxO4CruU7QKcRlRIgBIiSenFsEILDlmIhSoQYRQ7FvgSeDrvYvm9hh7fb1gqEcAGiwiHKDG1WCO4eq4T4+cyRQlRpagenC9xeUS0yphdM6CtElyC9qDKJDoET+onA7T3Rk2jqUlLeIKpH9Foh5GQlCMGhywHF9eL7PvupAMJxBkmcqz8g8jqmDYGzR0FnpwdtwRpMtTvx+LqFE52L8X38RIX85Mv4uzH+7FMZPGkcACs+/poN3/7ADws+O86jkpGRkZGRkZGR+btw/Jc6y/xqJJWC0LMy8VqcBFw+1NFGOr4rx1NvwzQuAUkjYV0nJl79jQ7aPy4iaGoKjtJ2PMUdSHolul7heGqtqCIMKNQK1LlhOAvbwN19RyhBxzdleJvtEIDOZVU481tRhmrpWlwh2mgUKIxqdAOiQBKiSsDuxb6pEU16CJoEE36bB1+Hi6ibBqDQq+mQJAxDIgmbkd1zPp3LqvDUWjEOjsLv9hOwe9Hlhh/23JWhWqoCEvU7WxmavV/ccHS5+fKFPEackU5yH7GvzeJi59JqIuKNDJiUTL+JiRRtbmTpO8IiJRCA79/ejc3mYdTDoyi/Zy0Bp4/I5CC2L6li78YGzrxlEBc9OhKv24/T5mHVh0UUdj+35kg9Gr2Sok2N5IyMRalSULGrhYhEE2FxBnYuq0VvUqMPVtPRvD+h0uvxYTCrsXd4qCpoQ6NTYmlwMPbcLNZ8XIQpVIfepMbn8WMI0mDrcOGyewiJ0GFpdBAcoaWr1UXAD7EZIYREG2ipsZI2MIEdP9Rgtbhoq7dRW2QhpV8EEKBiZysqjZJeo0WAd86IGHYsraZkSxNhcUYGTk7CZnFRusNM86packbGogtSs/6zMmbeOYSWaiu7VtaSPSKGix4eiaSQWPJ2PuEJQQSF6Qj4ArTWWlkxr5ChJ0ZT9M122raZyBjcG99QD6174ki/7FL0ayHG7GTXLg+Ze3ezrNhCfGYI2SNie56fgM+Hz2JBFX7498DRxu/2YdvcgKfBhrZPOK7uwHv7tkZCTk79XcYgI3M88HcdWXDwkbb7JZSWluLxeBg9enTPNrVazbBhw9izZw9Dhw790X3/V2yIjY2lqUnYJ+7YsQOr1Ur4/3x+OBwOSkv3V5kkJycTGRl5NE5F5g+CJEnkPP08roYGXPV1BA0YSPWrL9KxcT0JV1yDOjyiZ3LfVV3FtlMnk/HYU3Rs3UrzJx8g6fTEX3U9xbfcgDErB8vaVYSNG49l8yZ8rS2gFEv3K1+cQ8f6NRAIUPXqC7QtXYI2Lp7S++8W4zAaUZpMxJ1/EZJCgSY6jq687dS8/jLBQ4YROnYCroYG7EWFDFm+juC+/Sl/9H4ipp3GwE++7Dmf6jdepWnhJyRdfxPBg4dCIEDYhBMPe+7amFhsp95AftAI4g7Y7vHCp+tgQCrkJIptLi9sLxMCwuAMsb2qCRZu2L/fkm3Q7jJw8yOXcPugsXh0EQx97HP21opqixmj4ZJJ4HAJDWbpDhFGDSILggDsrhIVDFq1yJDQqWFUNqzbK0SQcDO0H1CB4fSIagO7C+rbQasSFRoT+8KKXaLqQt/9eHSIyLrw+ES/nQ4hcrg8Ys1MWBAkRAh7qZHZsH6vqADpcohtCRFCzMivEscdlSvGMCAN1hRAZbMYS79U6HIY2FGfgapSBGwPSIUNhXDueHG8HRWQEgPnjRNixYqdom+9VlxnNltgTReMzvLiarHQXuUjMTmaU7NaaMsPwpQxiKBaiDPa2VJtIFVbw+r8BIL0Yjw9BALgsoPu9wnF8Hl9rP1qMSV5+QycMJqCTdsgANtXrOPCu2/6XcYgIyMjIyMjIyPz90YWL/4CHGhpYxgYhSJIQ9CYeNoXlhCweUGrAJcfvAFsa2rxj02gancbyRE68PqR9Co6V1SjTgnGVWw5SLhAKUFAZGToM0KQDGrU8Sb8Xj/qWCOeehuSQsLyeQm+DpdIO3T40PeLwF1rxdfpwrq2E0WQCkmjRB1lRFJIJDwy5pDzkJQKUCsw9I/62XNWmjT4B0UTkRVycB8KCbVWiVIlKkh8Hj9Gs5bLnx3bY0u08csy6oo7iE4LxuPy0lZrx2ZxE5MWzMePbSYlWENth43WGitKtYKuVierPy5i2lX9aKrspKmii70bGjCYNShVEi6HF6Vaormqk4qdLZTlNVNT2I7P4ycuS6wSbq21Qe3+cQaFC+HB2dXteRAAt8NH+uBIqna3EPCBUqWAALQ32PD7ICzWyIDJiUQmBlOwtg6H1U1niwulWiI02kDp9ibsFjc5I2OISQ9myMmpFG1uILV/JCdclEPptiYqd7VSsqWR0GgDKq2SnJGx5HYLGdsXV7J0bgFulw+1WkldcQd13aHeBrOad/61losfHc0ZNw0gIjEIe5cbS6OdnFGxbFhYSm1RO6ExekyhWgzBahztdpr9UWxb1khvczw/7IyAATdh2aOluaqFuIlxjOu9m8zpU2j6x8M4g/1USdfh3rKOCksIqfnv4961g6zVq2h86il0vXoRdv7+laZHG5/FhafOiiY1GNfuVlGFpJTQ95UnNmX+2iiCjiyk+kjb/V6o1eqDfpckqSezwmq1Ehsby4oVKw7ZLyQkpOdn48/Y68j8edHGxKCNEYHVESefis9uJ/mmW6l47ilcVRUoTCb8NhsBj4eSe+8i89OVFHZGEF22jIDNisJopO69/2LIyqZtxTIhXOxDoQCPG0mvJ+6c2Sh0enw2G87aGsyjx9KxdjVKjZaSe/5FwdWXoTAF4e/qJGziJLwdFhwV5VS/PAdVWDgKjYbgfgNQ6vWc2Go/5DwktRqFVkfE1FOQFD9dMK00GIi65xlhBXVgH5LIWNjnjObzi8u7q6aK6gKA7aXCiiklGjqt0GYTFkxx4fDZOkg7/XJa3SZsDtGfxydyGc4ZBzYnlDfA7kohLnh9YkJfqRCT9sV1UFYPjRaxX2q0OGanfX/mBYhqhy6HsHHah8srrJYa2vZXMbi9QrzosIuqjCEZYDaJXI62LqhuFcW+0SFiTB020KiFBdSQDChrFMLFyYOFoLKnWlg5JUSIqovkKPGlVAgxZnW+sKRSKUUlx1KLGJteA3OXimDzGaOEFZTLI84zKwHWdQsgUWYw6YUQ4/f5qPaEs7a8i9Fh8ElRPJJmBilNEnVtEKzXcXpSBUlZUexZs41wyUKtdhi6jnp2toYxyrcObXMFnHwRlO4CtQZ6DfvJ98Vvwd7VRdmuPaT2zmb7irXoDHqUKhW9Rww+ZseUkZGRkZGRkZGRORBZvPiLoY4xoo7ptjfY1QIKCD8/V/j4d7rA5cOysJSM7BC0yWYsX5aiSQ3GXWLBXUK3VRLirtYXAH8Ab5OdoFNScVd04NrWTPhFvdAkBeG3eXDsasHv8YECrCtqUWgU+B0+9H3CMU9JIeAPoNCpcNd00Tq3AGdBK8pQHS1v7SL84t5ok4N7xh40PuEXneuYWZmHbNMZ1Zx16/4bqs+e2UprrY1LHh/N7lW1qDUKbB1uIEBXiwN7p4dBU5PYtqiKyKQgWqqttADpgyJpymtGp1Xidflor7Oz9J0C9m5qICIhiNn3DWfTN2V0NjtoLO8ipV8E4QlG1n5UQmN5Bz6PH5VaQV1RB+HxBlprxd25WidhMOtQqRSAC78/gFqnEIGgHj+l25qF7RPg8/hot7hQ61S4bF6UagUbPi/jgodGMvGCHLpaHLz/0CZ0RjXrvyjD0Snu9rd8W4nT6mHF/EJsFhfn3D2Mt29dw+gZGUy/ZSCbv6ng29d24vcGCI7Uc87d4qa3rsSCzeImd3QsVfmtSCYVdoeX6DA9YTEGqve00Vpn5esXdzBoajL5q2p7MjUAQuOMLH9vLwADT0qiV38jsenBFO1x4mrtYFDDJ+jOvZRQqZ7ITY+x03U9A88disOjIqJiDcquNrY2BxPkaaY46VQi91YQ+49/0PbRR9g3bgIkymfOImHOc6jj43/Re+VIUEcZiLt3JAq9CndtF/adLQSfkIhCK39Myvy10aaaUZo1P2kdpTRr0aaaf/TxX0t6ejoajYa1a9eSnJwMgMfjYfPmzdx0001oNEIw8fl8v6jfQYMG0dDQgEqlIiUl5WgPW+ZPhiE1jdRb/wVAw4L3QKEk5+kXMeb2wl5SjM/WReGZY0nMyiXhin+Qf/VlmEeMonXJItFB96y/pFYT8HhAkujYuJ6UW+/E1dJM7cvPk/via0SffQ6OinLa16zEVVeL0hxC2cP3oTQY8Hd1Ej7lZGLOmoXH0o42JhZ7WQmbJ4ykbt5cIiZPYeP44fR+7b9EnnxKz9gTLv0HCZf+44jPdWTOodtUSjhr1P7fv94kKg8unSTCuF0eIUAAdFhFJcTANNhRDlEhYjKeYZcwNEZM8us03cHTdli1WwgfJj1cPhnW5AtxoawREiOhfwp8vVnYLHl8oJCErVSocX/FhQSYjUIsAHH5qVaK7W6fECX2WUb5/KLCQt89BrUSVubD7AkwpreoMvnPYlEJsqN8f67GpiJwuMV4Ox3CNuvtJTAwHc4ZK3I+Pl8HRp0Y42Unif3q2sRzkxoNXXZw4MDtsmEOiSAmVFhdOVzw2XoYlA4F1SKbY995RZhFRQoI4WRQGsQG2djZGExbh4/T1Kuxxvcj3uxlfPV3fFVzKoaMFGJUkOzaS5CrhXUbgwhV2dkVSKOfpwttRj9oqIS6cgiLgh8+hKEngjniiN8nR0pQaAhPfD0PndFAY1UN67/+gUmzzyQoNOSoH0tGRkZGRkZGRkbmcMizcn9htElB+DpcqGNMWDfUYd/cQNR1A9CktaAwKLFtawRfAHdJB4bhMSiDNeh6hePMb0XSKen8uhyFXoXf5sVV2Ia7QqzCd5Zb6FpVg6feRvwDo6h7cD2KYA2a5GBM4xJoe7eAjm8riLx2AEqjivaPi1AEaVBG6FDHmUAhickyk5rWD/eiTTdjGhLTM26fzQP+AMrfsMq3aFMDbfU24jLMuJ0+JIXEtsWVIEFMqhlJkph4YS4lW5oYcUY62cNjCY7QMXZWJs1VXUSlBDPu3GysFhfbFlVQld9GV7uDgB+aq7v45rWdWOrtPULDCRfmsHNZTU9FBYDX40ehBKfVi6SAoHA9Lrsba6sTjUGFxqAkPiuE8jwR3D3hgmxWLthLwAcRiSayhsWwe2UNXW1OTGFaHFY38TmhlG5rYu0nJfQeF4vepMZmcWMK06JUS/g8Afw+PyHR+p5MjcaV1aj1SrQmFV+9sAOlWkFMWjCVu9robHXw8WOb8bh8pA2MJG9JNSPOSGPi+Tlk//s7chRKPv33eFprrWj0KrZ8W45SLbFzeTXB4XrcLi/hcSZOvDiXz57eRtrASBJzwzCFatkx/RK0mgA1A28nono9wUWraVzfnwJbEFLvC3HrQine2ohesrFq0H2cNsZOv17DSUg1MkGvQxEYg8JgoO5fd6Lr1YvQWTOpv/c+ml95haibbkLS6WifN4/Q2bNRmo/OpKpCLz4SvW0urKtqMPSPRBNnOip9y8j8UZEUEiGnpdM6b8+Ptgk5Le2YhHUbjUauueYabrvtNsLCwkhKSuLJJ5/Ebrdz+eWXY7fbkSSJr7/+mmnTpqHX6zGZfv5vctKkSYwcOZLp06fz5JNPkpWVRV1dHd988w1nnnkmQ4YMOernIvPnwDxsBEgSYRMm0rTwU8oef4jha7cRNuFEVGFhVL70PAGXC8vK5cReeCm6xCSizjiT1sXfoo6IZs+1l6MMCsbX2YFl3Wqs+bsB6Ni2haavvqBt6fdMbOxk45ghBLw+QkaMJvnGW9hx7plUPvcUkaecjqlXb/bceC0KgxF9egbmocNRBZsJHTMeXXwChTffgC4llZR/3twzbk9HB76uLnQJv2yhx4GUN0Blk6hAaOsSk/RbS4T1Ula8qC6YNBDyymB0r/2B0Sf0FwHe4UEis8HuEvvtrYFOmxAWuhxCpGhoF/0CnDECimqEfdK+Cgt/YP/6GBCVE26vqI7Qa0GlgNQYUa0BcGJ/YcHkD4jj90oS1RTtVjBqhCCREA5tnbBgBaTFiOPtCwxXSN0B5T5hI9XWJfotevd9VJnnoVEKqyyvD9LjoKROiD0LVgpRJzdBiDejcyE8GG76vzuQ9PE8ct8dONxC11pf2F2lUQ7BRhEIHmSAKQPhy00i5yMnQVS/NHy/hFBvCzWGS4j3VJNlKyS/KYyvK1MI14ynlTBogrggJ9/6Z3FObhnxoSnEhMK1KlApZoJKDTvWgN4IuUNhw2LYuw16DRfbirZDSi/x81FAbxL9dLV3sPT9z8kdNpCcoQOOSt8yMjIyMjIyMjIyP4csXvyFibi4NwAt7+Tjqbei7xNBwCdEAceOZgAUoRrU4XrsW4SQQSBA0JgEGl/YDgoImpREwOWnc3EFmpxQqi0e1MtrCFMr0GaHUvfwBtRJJlx7LRiHxWDoFY53chK27c20/HcXSoMaV2kHqig9CrUSSSWhDNYSfmEvPI02HNub8NRZcVd0Ejo9A0mloHVeAQGHj+ibBv3qc68tslCytQm1RsElTwiLqvAEIxU7Whl0UjJ9xomV+/mr65h71zqcXW5m3jUUo1nLrhW1DJyiJCbVjCFYw/DT0yjd1ozOpEGpkZCQ6Gy2o1BKDDo5idKtzXzzyk5Cog3YOzwolBIKJUQmBTNgUhKL39xNwA+dzQ70QWrCEwxkDIqiaHMjrXX7jZ6t7cICSq1VkZATQkt1J5HJQXS2OHE7vAyaksyGhWVEpwSJ4McYE30n6Nj8dTlDp6XS1mBj1/Ia3A4fgYBY9qdXS2zZUI/TA6sWFGEI1tDZ4kShEEHk5ggdNXstAPSbkMAp1/XD7fSx/L2dXB0WjqbDw7bvKxk6LYW4zBDqSyxEp5rRaJRMvCiX0m2NrP6oBIVSIjzehN/np76knaLNTeSMOgevy8sp1/bH8c4amkxxNIT2JyzXgPaDZ4kNrKI86B807u5gzNo7sa5yEPvYo2gHT+9+RoR4Fff4Yz3PUcx991J5/gU4i0vQxETT9f0SdH36Yhp7qA3Zb8HQNwJddxWGjMzfAX2fCMIvyMXyVelBFRhKs5aQ09LQ9zn6K3r38fjjj+P3+7nwwgvp6upiyJAhLF68mNDQUEJDQ3nggQf417/+xaWXXspFF13EO++887N9SpLEt99+y913382ll15Kc3MzMTExjBs3jujo6GN2LjJ/fHq//jYA+VdeSuMXnxF91kwUSiXamBjq358Hfj/apBSM2TnUL3gXfD7cjQ3kznmZDSMHIWm1JN94C+qwcPbediPmIcNwTLqUoi8+xLTrByJPP5PVOcmYR46hddG3mHr1JurU08l55gUqXniOPdf+A5/TSefmjegSk1CZzSj1etRhYfSf/zHu5maqX3sJXXIK1p155Dz3MqqgIAqu/QeWdWsYX17/q8+9vl3kOwSAa6aJCfeYUNjVIUSKiyeJdvmVoirB6YazRwv7pR3l0DtJ2CkZtDCutxAvJAnUCvAjQqslYFiWEAE+Xg3psULsUCog4Ieobuum77eLY1lsIg8jLAj6pwnhpOsAKym3VxxDr4aUKGHzlBQhxAunV4RpL8kTlk8AISYhYPyQJ6oqWjpFNYTHC7buUG+Vs5Pd5OB0w7pCkc/R0gkejxA+Qo1Q1by/2uPUYUJY+WoTDDnxn3S6DGwtERkZGTGwfBfEhAjR44T+Quz4douIpwgPEude3ybyP4aEDQGnncn9IbKxHSca8hV9CIlUkFi3jZxAAcuc06hr9HC5Zx7GPU7oNwri910Td3t/9T/gumfEFFi8AKydwkaqoRIMQZB8mDKc30DmgD48+d0CDEHyog4ZGRkZGRmZPy8pKSncdNNN3HTTTcd7KDJHyE+b58r8JTCNicd8ahqhZ2Tga3PiyG/BNEbkHERc0Bvz6emgkkACZ0kHklKBKlSLwqjGVdYpqiUC4G9zkVfaQXW4HgLgqbHit3pwFVoAcDfasHxbDloVvhYHqkgDutxwwi/vQ/Q/BxF13QDqn9lKwzv5AKijjYRfkIthUCTVec343MIWxDw5GfO03xaQPPGCHE67oT+jZ+63lpp6RV+GnppKYm5ozzZrmxOXzYPPF6Ct1obX7aOmsI0vn89j0X92UZbXjFavwmDWULq1GZ87gNftx+8Fvy9AfXEH7fV2WqqtjDgjjZFnp5PUJxSvO0Bni4OijQ3ijh5E9USXh5YqK13tDlqqrQSF6lDrlARH6ChcV0/W0BgcnR52LquleEszZduFyOR1+2iqFMsFbRY3Vzw7jriMELKGRTPstFSyR8YwZkYmQ09JAcDv9XPKtf3IGBWHKdmMxqAkOiWYzhYnWqOS8h2teNw+1HpxE6xQQq+xcUQmBrH8vT1U7m7FUGFHanaz9bsKVn9cTP6aOs66fTAqjYLotGAcXW76jE8gITuE1R8WEwgEqClsxxSq58ybBzLyrplU+JPZvaYW/aXXUnLK/fj9AbJHxNL//qsIDJ1I/xMTyS9SEvz2ZxiGDyfgE0+Wu6aW+nvuxb59Oz6Lpef1MgwahDopkYDNhn7gIDKWLzvqwsU+ZOFC5u+Gvk8EMXcMI+KKvoSdm03EFX2JuWPoMRUuAHQ6HS+88ALNzc04nU7WrFlzUFD3PffcQ319PX6/v0e4WLFiBXPmzDmon4ULFx4kbAQFBfHCCy9QW1uL2+2mqqqKefPmkZgoEovvv/9+8vLyjum5yfxxSfjH1eQ8/Ty9X30Td2sLjZ98SMrNdwDQ68XX6P3GO6hCw0CppH3lclAo0Kekog4No2PLJky5vQBw1tZSnDgFxy1vg1JJx+ZNeFpaaPlqISgVOGqqKbrzViSNFmd5KdrYOCJOmsrgxSsYuTWfkZt2suW0KWyYNgUATWQkAz77hrTb76a8uA1nWzsAKTffQe6cV37TOY/KhVljYWK//RZNJ/QTVQVp+wtg6XKA2yMm3xvahVVTdTN8uREWbRXZGAFERkVxPXj8oo3HJ7Y3WqClS1RT9EsRYdtZ8eJyqK1L5EC4u10nQ0yiwqHdKqo42rpArRZ2UMF6UdUwJFNUWOSVi+qRnRViX59fCDJKCZo64LpTIDNWWDwNzxbVDhP7wYQ+or3HBycNhEF9jZj79kOrFqJHS6cQSKpbxFjUyv3CxZBMiA+DpXni2B1k4FHHsa0U1u4R4sd544QAExcuhJqseDGOFbvFc1jXKvo/cySMGBXDbk8aOyvAnjyQL8MuwYeCzDjoNbYXHeFZDM6EbfVBVA+9GGKT978wTjtsWQbNteA8IOU8OAzCosHlgNAoOOXSoy5c7EMWLmRkfh8aGhq44YYbSEtLQ6vVkpiYyGmnncbSpUt72vw/e+cdHkd1vu17drbvSqtd9d6sbsu9d+NGxxTTq6mB0JIQEkIJBEJJAuSDEAgGTK+mg43BvfcmWb33vtJq++58fxxZsgFT8jMlyd7XtZekmTMzZ2ZH0s55zvM+aWlpSJKEJEkYDAbS0tJYvHgxq1evPuZ+Ozs7SUpKQpIkeo54xjqSF154YXC/x3rV1NRwzz33fO263Nyhvz+zZs1CkiQefPDBrxzn5JNPRpIk7rnnnn/7OoX4z+Wyyy5DkiSuvfbar6y7/vrrkSSJyy677KjlW7ZsQZZlTj755K9sU1NTgyRJ7N2795j35pGvECFAPFN+273ydRmKIX58QqNz/wPoh0UMfZ9lJfG+qQT7fKj0atTRBloe3YVKr8ZyZjr6jAgkjQrD8Cg871fiPtCBHKbBPCUBX7uTWXoV1slxeLa2oB1mwbWzDVW4lvC5KfSurcexvkEEhAPugx1IiAe2lnfKibllDHUOH/1FXcQBnqoeVGEa6rplNnZ4MJV0M2xMDLqMiKP6317Xx8ENjUw/Jwu1Vv7O5x2XYSEuw0IwEKS7xUlkopnYtHAkSYRsO7rcnPuHCbx5/3Y6Gh2YrDqaK+1MOTOTHZ/WULmrnZr9nahUElHBIE4gNj2M9FHR7Py4hlkX5mCJNrL21RL83iC9HW42vlmO3iRCZJNyrAyfmUThCUn0d3vZ+n4laq0KSRKODwCvy0/OxDhyJsXhtHtpONSFSpYIBhWscUYyRkbTXNnDsPGxlG5poWB6ApV72qna246n388lD0xBZ9Lwr5vWkTE6Gr9PDP4H/ApqrYrCOcm8/9gevM4ADWVdAPjcQiRy9/mo3tvJiNmJpBZEopJVrHmlhOYKOypZRfwwCw0l3cxfUsBnzxahKPDOQ7tw9/toONRNb4ebGedlU39IDKxkTYjhlOsL0Zu0uPt9VJx1LhlKAiWeM4nPsBCVHEbN3g4yRkUD0cyZNRmAzNExmK06aurr8RwSZWu81dX0LF9Oz1tvoc3JIeaWmwmbNQvn7t2EzV+Av7kJbWoqmvh4AFwHDuBYtw5/bx/4fMTffdcx74ug04ekkZE0Ie02RIgvI6kk9JkRP3U3QoT4wbFMmIhlwkQAwkePYU6XC7/dLgK0x4xjz5kno1JJ5D/5LyLnzEWSJOIvvIT2jz+g89OP0FgiSPnFjXiam0m8dSRpN91KZ2oa1qkzaHrpebTxCaTdchutb79O3ROPIYdbQJJoe385lomTMWblsOmS85i0dS8d+SfhjstiEmDfsR2V0Yhn4RIqbVeSHIBRgGXsOBg7VO6s2wE7y2F6gcig+K5EW8RLUaC9V4RJx1mFmOHzi/2eNVXkP9S2CxdCVQvMKoRNRVDSIEo6KYpC98a3CZ98FrYwFSPSYFspTMwVDgmHWzg3PF6R+WAY6GO8DUakinJM9n7YXSncGhpZZGeAEDGGxcOYYSIro8ch+hcMimyN7ERo6xHCQ0s3ZCVCSw88+5kQH86fCVHh8M9PRcmmwwHmQUW4P0ZmyJQ2DYRri48wSAPrPT6oaBF9TIoSborV+0WGh4S4Vg2dQpDZUCzKTb27RZSpauwSYsoZk8Q+FAUy4+CiOaKElT8AfZ9/xAkeLR83zychEpKiVeyvUchOAI0mhnExMYAQP4x6DVS6oLtNdNLZBzXFUF0MZgsUTISUbLE+LgUcdgizgnFAYOhpR2mpB1cfbUE/saNnidkqX4PL0S8cSAb9d7+ZQoT4HyEYCFBTtIG+rmbCbPGkFUxHJX/3Z9LvS01NDVOnTiUiIoJHHnmEESNG4PP5WLlyJddffz0lJSWDbe+9916uuuoqvF4vNTU1vPzyy8ydO5f77ruPO+644yv7XrJkCYWFhTQ2Nh7z+Oeeey4LFy4c/PnMM89k+PDh3HvvvYPLoqOjASgoKODzzz8/anu1+ughpuTkZF544QVuv/32wWWNjY188cUXxA88y4X46QkoAYp7N9Dta8aqiSc/fDqy9MPd5yDujddff51HH30Ug8EAgNvt5tVXXyUlJeUr7ZcuXcovf/lLli5dSlNTEwkJCV+731//+tdHiSLjx4/n6quv5qqrrvphTiTEUSgBhe4N7Xha3Oji9FinRyPJP0/BaMqUKTQ3D7mab7rpJnp7e3n++ecHl9lstp+iayG+REi8+B9EkiTkcC3hc8VsroiF6chhmqNEg/7dbagidFjPyESXEYG/y0XbY3swJZqxjI+nQytzYHklVd4go0eEE1xegfmSPN5/oYQR0Ubiuj1oUsJwl3ThijYiJZpRqWWSR0YjR+gA6H63An+nm94EM5JKIjY17Gv729nooG1HK21NfURfPhxNlOF7ne+hzc2sfaWUxXeM55On9pM7JR5ZVnFwfSPn3zme2IxwOpoclG5toXhjExqdCkWB6FQz7bUO0tPM9Df2k1UYRW+vl75OD7HpFqJTwljxTBHDZyaw+Z1Kdn5SIx7AdSrcDojPtvLOw7uYtjiLLe9WojWomXhaBpverhhwYXjpaXVijTcRkxKGSlbR0+oEFLInxKCSVRTMSKRoYyMbXi8jd3Ic7fV9qGQJp92HIUxDmE2PVq9GAar3dRCfGY40UJrhs+cOcuI1hZgidBjDtbTV9jH1nGHs/KiaYBD8vgBKEEzhWpLyxB/kyYsyScmzYUswkZRro6vJgS3BTPHGJuoPdWO26pi8KJPPXziE3qxBrZW58N5J7F9Tz4E1jUjAmIVpvHn/DjL88fSbxFTONS+VMGaiidxd/8D+UT+WU8RsCY/LzydP7UejlTn7s5VIAw8C5unTUG78Ewe29zK69F/0b96MeepU6i67HNP06XhKSlCFhRE2Zzbu0lJqzlmMV2NCq1bA5ST6hutRR0YO3gPV554HkkTaKy/T8ugu9FlWbItzvtd9FCJEiBAh/nuRJAlNRASZf7gHgIzf/gEk6ajw7OZXXkQTHUPeE09jmz4Lf6+dTSNzCEtIJP2yywifMY9NT71D179ayDG2UXZhIQWvvssKeR6J5SvR//0XhI+fSNcXqzBffAOGBWchm0xkjkxE8Qt3Zdnvf419+1aU2/4Jw68gLuLr+9vjgKptJeguW8TIpS9iGTf+6xseg8oWEdx95hThpoi3inDuLSVw9lRIsInSSdWtcKAWzDpRpinBJkKsDT2l+LweYlTN6A2JdPaJcOq0WPh0B+Qmw9YS2FomRAG9Fvo9whXx6jrhAtlZLtbNHgmrBwQOf0C08/qF6BBtEaWugkHhpAgEYXgqfNgqxJK0WJHZ4fMJ4UGrFiWoDodm17WDRi2s5kFg3UGwmEUwt14jXCITs8UxPD6x/6ACKhUMGxgTmZAtRJ5wo3CodPaK/IvmbiHmqCSRzfHFPjAOiDRXzIPiWthSKva7cCy88DmM8cXgH3j8Wn8QxqZ6WOBbg6YmHrJGAuIafLJLuDiWzDtn6E2zxdI84gw2lWtYxCrkpmpIzoL174M5AlCgKQCpOeDqR1n1Ok6MvGCWuNGkoszRTWb4kJPu6n2fEdffx70TTuPR62/HEmXj+r/+8XvdRyFC/LdTtGk5Hz19E70dDYPLwqOSOOWaxymYeuYPcsxf/OIXSJLE9u3bMZmGsmsKCgq44oorjmobFhZGXJx43kpJSWHGjBnEx8dz1113cfbZZ5OTM/S889RTT9HT08Ndd93Fp59+eszjGwyGwYFkAK1Wi9FoHDzOkajV6q9dfiSnnHIKb775Jps2bWLq1KkALFu2jPnz51NXV/eN24b4cdjSuZxna26m0zt0n0dqk7gy7TEmR/4w9znAmDFjqKysZPny5Vx44YUALF++nJSUFNLTj67E4XA4eOONN9i5cyctLS288MIL/P73v//a/ZrN5qMy8mRZPup3JcQPR+u7DZTcshdPg2twmS7JQO6jo4hd9O/ntn0TfX19XHvttbz33nuEh4dz22238f777zNq1Cgee+wx2traWLJkCZ9//jlxcXH86U9/GtxWq9UedV8YDAY8Hk/oXvkZEpp6HALjyOivuB10qeEEezxIkoRKKxPs9SHpZCwL00CW8HxQhTEYJFJRCDNpCZ+fiiHBjMHlw2jUkHDnJCzz0zAMj2Llilq2NDmxd7jQewMYFGHGj7y8ANOkeEYvTOWKR6YRFvn1ooSigCXeiDpMe5Ria2934uh2A1C5p42nb1xLe33fV7bPGB3NrAtzqD3YSWxaOIWzkhh5QjKSCt56aBdjFqSRnGujYHoC5/xuHDPOzyEuw4JaoyYsUs/MG0fR4lPo6nITb3ehL+2ivbaXL148RHdzP9X7Ogj4gsRnhDPrwlxGzEpCkmDdyyVExBporbYjqSAxy0LCsAj0YWpsiSYCPgWfJ0jFzrbBcO3EXCspBZGUbWujZHMLL/5+M8ZwLUoQyra30VbTh3OgHr2rz8fOlTVseb8ClIGSB4d6UIKgN6tx9fr5+In92NtddDQ4OOGyPEbOSebM34wj4A+iDJSz2vZhNS/8dhOKohCZYKZkawvr3yhjzcslvPHADmoOdDD3inxSh0cSHmUgLsPCjPOyyZ+awOZ3Kqjf3kLh7CQ0OhXlO9vxOP3IGhX9tnTStfVEp4gPDubkaFLPXUBvXAF7Pqtj2e82seblErqbncQPs1BzsIsNf3yDzmUv8s7DO6mTMlHSckn55DNif/tb2v/5NIrXS9DtJnPFp8TdJdwVuqwsYu67H2KTUGflEP2rW5GtR5QG27wZ9759uA8coG/1aizz0zCNi6NuyZU03HQzgb4+Anb79/ytCREiRIgQ/81En3TKUcIFgGXiFHwd7QTsdjQWC97WVlRqDRl33IM2Npbic09GrtiNYdv76FtKybznfiJnzoK965Dba5hZ00LuI48Re+bZbIs6ndLFT9AdMKOqKUKuKwZgxLLXSbnhZkYWRnLNQog7xmSvoAJWmw59TAwq/dBs+T6XcDSAKFf0xEei5NOXSYkSJaO6esFihLHDhCigkWH5ZpE/kRYrBIPF02HOKCFwaGQx6H/Z+blEzzwXjyGRg889wOr7fkW7XWQ9tPdCRbMo02QxCpfC+IEqnusPinJTvf3i8128FVKjwaQTrgZfQAzeV7YI14WiiOXZSXCoAcqaYNkXwhERVKCmVTgh+j1i/14/7CiFNfvEtrJKOEWCCPeDd8Ap0dUr3BuzC0WJqfNmiP0FB+pF7a+Gf34iymdFmMRxvtgnwsNfXiNKZ80pFA4Jk16cx5xCGJUJ28tg2642hqcG0GlETkdnnxBRWqQ4hhsaiAkXB1JrNSTlxFOnz6SoFpZ+Bp/uFKJKog0aOiU2bmojULSTD7Yq7OhJwmmIxTnzApg4H6oOgtcNAR/MPhsmDcyWNphQJizAZYphrmzkntTRJJuHPhvR1Ya3tQ5fbxfUlrLg4sXMPOtULi7dwMx9K+gP+Ojwub/T70qIEP+tFG1azqv3n32UcAHQ29HIq/efTdGm5cf9mF1dXaxYsYLrr7/+KOHiMBEREd+6j5tuuglFUXj//fcHlxUXF3Pvvffy4osvolL9uENAWq2WCy+88KiZzC+88MJXhJgQPw1bOpfzUNk5RwkXAJ3eRh4qO4ctncf/Pj+SK6644qh747nnnuPyyy//Srs333yT3NxccnJyuOiii3juuedQFOUr7UL8dLS+28C+xVuOEi4API0u9i3eQuu7DcfY8v/GrbfeyqZNm/jggw9YtWoVGzZsYPfu3YPrL7vsMurr61mzZg1vv/02//jHP2hra/tB+hLihyPkvAjxtUSckkH4CSmDdf/12VYS/zgFAG+jA1BIXZjGqOFRSBoVrY/tRidLtPsUXFFGALTxJmyLc5g3PIqPntzHvtX1ROXY6GxwMAOoq+mjWy0zbpiVxuJO6ku6GXNyGlrd0G3Z2+Fi/eulhNn0RP56BLI89GHr7Qd3otHJXPLAVGr2deL3BtHovmptNJi1FExP5I0/baejwcGmd8pRgpA9PhajRUvNgQ7mXJJH2Y5Wdq+oZfq5WTSUdgtBQIZNb1Ywcl4ye1fV0wlYIyS8ngC9beKPcnNFDyoV+P1B7B0ukvMjufKxGbz1wE56Wp2DwoSj20NPm5OAH/QGDYVzkqg50EFchoXX7t3G8FmJFK1vYvS8ZOqLu9Aa1ag1KrqanEiSmAUYQIgUtgQTnY397Pq4Br9XqBCSCtJHRlJ9oBO3ww+ScDYcXhefaUGSJJy9HtRaFV5XAJ1RTTAQJLUgku0fVhMMKMy7Ip/Pnj1IyZYmDGFaNr5VTtqIKOqKOhl3Uhov37mFS/88FVOEjv5aOyltTuRoA6ffMoZDm5uJTDCJ0PKEZKKD9USfNYy6oi7isqNZtbkA+/PVjDtJuH5iUsPIHB3Nwfuewdy6FiUig87PDmG77lli08NZeLWY9ug6cIDOJ58EIPzEhUgaUZqr/R//wO0N8vn4kznr/ZMJM2iQBj6Q2z/+GF9jI+1/exRtVha+ujp63nqblGfmAWCaMhlJr6fhF9cTdDpJf+ftf/8XJkSIECFC/NeT/qvbSFpyNZqBwSPLuPHMaesFwFVXC33dZJ04g/TFk9FERbF5xGUoWiN9I25EtowGwJCWzvBnXySyC97fKga6sx54jeoWGKFAqzqBtgseJrsAWlucbK+HiSONR5WG8vhg5W7QRaQz8pN16DRD697aKNZfd5IodeQPfP25aDVQmC7KQzV3C0eCUSdKMGllEbg9c4QIml6zHxaMgYYOkQWhUsGnu2DaCA0bisBy6u1YfXYCAeEIAeiwizJLKgl6nRAfCTecDG9uFPkUBwcm2zrcolSVPwCyLMo1tfQIl8Pr6yEvWQSDj8kEtUqIFgadEB6OLEAgSWAzC5FgdyX4ByZoSAqkRgkBwTEwFh8YyOgAEbStUgnxQ6cRbgetGlAgKRoO1ECPU4gcK3eL3I1wo7he/W6R+TE1H174Ai6aLcpVbdnVxaq7r8J35UUsXnQOe6pEcLdOAwGVBZs+yJwRQuDJSFDx4f6RtFSK/SiKyAE5YxIc3FxJRN1GLKoMVG1FWLNGYzLInDYRQAX9vbB7rTiRxExxIgDl+wj0drG2x8f4qdPJCQvnzsPrmquhpwMObuPs6GjukTz8pqaIsXPPBWBGcxntBjeXl21ia18HdRPO/uZfihAh/ksJBgJ89PRNDCXgHIkCSHz89M3kTTr9uJaQqqioQFGUo3Ijvi82m42YmBhqamoA8Hg8nH/++TzyyCOkpKRQVVV1nHoLBw4cOGqGO8BFF13EP//5z6OWXXHFFUyfPp3HH3+cXbt2YbfbOeWUU0J5Fz8xASXAszU38033+dKaW5hgO/0HKyF10UUX8bvf/Y7a2loANm3axOuvv/6VnIGlS5dy0UUXAbBw4ULsdjvr1q1j1qxZP0i/Qnw/lIBCyS17v+lWouSWvcSclnhcS0j19fWxbNkyXn31VU444QQAnn/++cGSYmVlZXz66ads3759MFNx6dKl5OXlHbc+hPhxCIkXIY7JsQKLtYlmEu+YhBwmnqSD3gDmSfEY8yKZtlhkGBxJSn4k5985EZNFx64VNXQ0iifbuuIumsp7GHdSGmVvlVHW6mLXZ3WMPyWdCacIm2C/3YPfGxwoleTF0e2men8HE0/NIDLJTHOFneJNTYw/NY2CGQlExBiPeT6L7xjP6pcOodHK1BV1klYYxbb3q/B5ApTtaMVk0eJ2+Ni/pmHwj65GK9NY0UNfh3ji1RpkplyQy8pnD+L1BFBpJAI+0XjzO6JY874vGph5QQ4X3D2R527bgNvhxxiuwdXnY+Pb5fhcfsp3tpE/LYEL/ziZ0u0tlG1rpXRbC1HJZnavrGPeknzWv1aGeyDRUkEEhIN4sD08y8DvDYqndwVktSxCvQceyI/8x6EE4dU/buWqR2ey8l9FeF1iNMPj9LPkL9PwuPy89sdtBPwKHQ19dDb1k1YYRUNJN9GpYeRPTyAixkBKQSSGMC1KVTdvvVVB8oQ4Gt0BtnxaQ1uri5nnZfPG/TuYcGo61rjh7FqRReNje8mZHE9dcSfdTU4AvK4AF/1pMrKsorPJgTo6CntXLKkP3E1ytpVs89EzjQwjRpD4jydx7d1LxJlD1lVfXT17Amb+2FJMQoSBBQVD9j772+/gt9uJu+suFEWh77PPSPzrX/B1dtK19Dlkmw1jQQHalBTh6Ojvp7emgtXaSk7JOAWt/D2KiIcIESJEiP8JNMeY9WpISWVGZRPamBgkSSLo95N09S+InjGd2TYVyVFH1/WOt4lsBq1GzOJvs4v/742dUFwPk/Ng1z9fp3z4BextGgi+FlWF8PiEw8CgFQPofU4oqocpucKlUNEEO8phdAakRENy9LHPZ9EUWHdA7LPNDrERcLBWDNLHRohBd68fdlYMfaxQIUKu6zsGromsYt54K1/sE6KARhYOChCB1gBUwuRcuGAWPL9KZEQYtaK807oD4PFDfZvo6wUzRTh2ZTOU1kNClDj+nELYWircEDAgpEhCoJCAwMAx/UER4h0YWN7rAv8xJme+th6uO1GU0HIe4d649ASx79fWgdsH7XZxzinRIicjMlyUxpJVkJMkvtZt/IyXq2wMnzKKgkVXUqUbT9lakUvy1kbxHsZYLXxQeQa1myA1Blq6RG4HCDfKpScIh0afC9RGA619kWhHjUdKnsB0zZcGjkzhMHMRNNdA7pih5c4+mhvqeeX9lciymlmz5gytqy2DzmYYOxu1XoOxrQJV7gzweeHQDq7SG8ESyQZLLGd4+vEEAxzo6ySuuZS4jHGotd+vdGuIEP+p1BRt+Irj4mgU7B311BRtIKNw1nE77vGaSa4oymAo8e9+9zvy8vIGB36PJzk5OXzwwQdHLQsPD/9Ku5EjR5KVlcXbb7/NmjVruPjii7+SjRHix6e4d8NXHBdHo9Dhrae4dwMjLLN+kD5ER0dz8skn88ILL6AoCieffDJRUVFHtSktLWX79u28++67gChXdu6557J06dKQePEzoXtD+1ccF0ehgKfBRfeGdmyzYo7d7ntSVVWFz+djwoQJg8ssFstgybxDhw6hVqsZO3bs4Prc3Nzv5GIL8fMi9B8jxL/FYeECQKWViTg1E4CRc75ePLDGicHoyYuGAeDzBJh4WgZN5T0ATDovhxE9bj5bUceuFTWMPzmN5go7EbFGtHqZzsZ+OhscbPugio4GB8l5NuZfOZy1L5egN2l45e6tzDwvh63vVxKdZCZ3SgKRiUfPApEkiRMuycfZ66VoQxMb3ywne2IstQc7aKmwY0swMXZhKrtW1DLnklwOrm2grc5BwKdgiTEwfEYiw2cmotbIXPHnqdQ8upv1zf14ZfEArRwxuzE5zwoSRKeEUV/cjdcVYMSsJHatFFMNh89MYNjYWGr2d7D6BRFSbQrXYo010l7bx6qlxUSnhHHitSNoq+1l+0fV6AxqmivsSBJ0NTkHRYtBoUWvwtnrRZLh5OsL2f9FA35vAK1RQ82+DoIB2Ly8Ane/b+h9iTfyyt3bxLIBAbyuqAtThJauJgc+d4Ca/Z2YwnUc2tRM2shu4tItlO3toK3bS9vKOhJzIvD7g6BA0QYR/rbh9XLCo/T4PAESsyOo2NmK3xtk+rlZuBw+dn1Sgy3eSFRyOO11vdSpc8i7ehZpY45dBzHQ2krXM/9C6e/HPGMG5pkzSXjwz5ywbTtLH/w7k/oigSHxwnXwIIrPJ7563KisEQQdDioXLkTxeEGWcZ1wAkmPP4YkSTTfex/dr7/GQzepiDfFk/rERxjHjSPizEXH7FOIECFChAhxGF1s7OD3KrWa7PsfBqDwGO0tAzr92GHi5Q8Ih0FkuHASTFmQQ37tB2yJXsy+GiFo9PQLh0S4UQgAzV1Q2iiyHeIiYN6ogdn7JpGxMD5buAe0ahiZLnItvszMEeLYT38qxIGcRGjuFKWL+t1CFNlSAtPyhfuipg1cXjAZICdBlF1Sy5AZp3Dn7DOwXPAX9PFZqAYEhMOkDVye+AjRd18A8pOFAwFEaaiMWOEE+WC7WGY2gMUADYjg7MhwOHmcEBrW7BfXor5DfITpcQ4d6/BxtRohBEiI3InKZuEECTdAWbO4zltKRJvD2Mzwytoh14qEEBisZiFgeAMi92NPpXB5tNrF/to7JJTE0RysVxE/7lT8QSF6HKwWH9U2FIt99LtFdkh9O1Q1K0wc5kVv0LHuIIQZYZilnU5PGCXuBAKpCSxI49iFfr1uKNsjykZFJYoA75HTSErN4X6Pk9j0L32u6m4V2zRVsdAQxsI+N8ha+Oh5FL+XZ8wGhodFMmXq6chSLHfX7uHeuv0sLdvOQlnDX2WZZJ2JmxPzj9GhECH+O+jrav72Rt+j3XclKysLSZKOCuX+vnR2dtLe3j6YGbB69WoOHDjA228Ll/lhgSQqKoo77riDP/7x38+60Wq1DBs27Du1veKKK3jyyScpLi5m+/bt//YxQxw/un3f7f79ru3+Xa644gpuuOEGAJ4cqLZwJEuXLsXv9x8V0K0oCjqdjieeeAKLxfKD9i/Et+Np+W6lJr9ruxAhvkxIvAjxk/DOwztRFOhq6scWPxFbjg0DsKggCqfdS8AX5L1H9zB8RiJn3DoGtUaFNd6E3qymaH0TMSlhLPvdZnyeADMvyKFwdjJxmRZaquw0ltsp2tjERfdNoXhjE31dbpx2D6YIHQUzEolMMGGNM9Ld1k/ZtlZiM8NRAgpdzf0k5liJiDWSnG+jsayHtjoH4dF6+jrd9HW5efbWDUxfnEXFthYKFAVvYMjooNXL+LwBJJXE2lfK6O1w0tvhRqWWsCaYiM+MwBLdTmeDgwNrGqna0oLBrEFrkPG6AvS0uuhpcyFrxDNoe10fK545SHiUnq7Gfs64dTRdzf2U72yludz+FUueVisz/aoRrHnpEAazjs5GB/09XiaclkFSTgQdDQ7KtrcAQugwI9HdPPSkb401ojXItFb30W/3ggKxmeG0VvYSDCjMvTyfsh0t9Ha5OLi9jehkMx0NDhpLewAxANDRIAptD5+RQFtdH6PmpaDRq2iqEG22flDFCRfnoiiw7vl9WHtK0U6aTuoIGyVbWpi8KBODWUv/li10v/oa1gsvACRMkyZiOf101PHxNN76KxwbNzFs5szBvidWHqDtb3/D39KK7aor6fjn0+gLC9GmpyObTXT+82lMM2ci6fVYzjgD4/gJNP3hDzg3b6btoYfRDcuk59VXAbjrIwOjZ0fSXFmBJinxeN/6IUKECBEixNfy/lYxiN7TD8apkDx5KhGTId4nlum1sHyVmLF/+kSRzxBtES6Ow+HVS1cJN8OUPBidKZwCbq8YbH91nZjZX9cuBuNdHiGCZCdCUpQI3G7rFmJIZBgkmcR2ESY4cZxwYni8QrywmIQI4PTAMytg3DBo7VbweHyoLTEoCAFBrRL9VBRRIqu7D7ocosKRxQgpMdDVD/3tQmQpKe0lwt+J1pKOzy9cE0X1Q26Ozl5xnTLjRYmo8Vmi/9UtokzWl5GA0yfDxztApxXH7uiF5CiYWSD2cVg80cgQ8HXS5Yjk8Icss14iNkJkcPQ4xNIEKzR1i/dk3miRLeL0Qq1lHrEWIVg0D7gpVCpxfgCFaUHamjvISw8nJlLPh9vE8t3bSzj9pBxAz9aDHnqql9GbdSpZ8TmUN4n30moGulqheDtkjxYfFOPTISEdpp4CO1dDQ6UQLwaIVwPFW6FoC2QUQPl+CLcSiEujXq8n7eA2sA0oSmm59ETF89v6nRhVXuaWbeKmqHTurdsPgDUym3hLIiVtpfhDNcZD/A8QZov/9kbfo913xWazsWDBAp588kluvPHGr+Re9PT0fOuM4ccffxyVSsUZZ5wBwDvvvIPLNaTQ7tixgyuuuIINGzaQmZl5XPv/TVxwwQX8+te/ZuTIkeTnhwTQnwNWzXe7f79ru3+XhQsX4vV6kSSJBQsWHLXO7/fz4osv8te//pX58+cfte6MM87gtdde49prr/1B+xfi29HF6b+90fdo913JyMhAo9GwY8cOUlJSALDb7ZSVlTFjxgxyc3Px+/3s2rVrsGxUaWkpPT09x7UfIX54QuJFiJ+EkScko9GrMZg02BKGPpQZzFoMZuHqOP3mUURE6nG+U45uUjyeCB3V+zop3dbCmIWpBAJBbAkmTBYdqcMj2fpeJXMvz6O33c0bD+xg3aslyBqZvi43fZ1uGkq6sSWY2PhmOfYOF8EBA4I1zkhKTiRrXi1h/5p6avZ3kpRr5fSbRzPrghzUWpnX7tvK/tUNyGqJuAwLbbV9fLZxP2G2NuyduUiSiqQ8G1V72skYJWyOwYCCWqNC1sq4er24HF46Gx0k5VqRJOiv6KGjww0ShEXq6Ov0gALBAETEGvH5A7TV9NLd4mD2xbk4e72MmJlE2fahp3OdWY3HIUpLdbe6WPHPAwCUbm3m7N+N45W7trL9g6Prmqp1KkAhRyOx3T0kvow/OY1VzxcjqyUCA/UVWit7kVTQVttLa00vHqePuqIuFl5TQPmONlECTAFZLaHRq/E4fUgqqNzbgavXS0+bk+hkM8GB2YtBf5DVL4kMk/HmcnjxGXYYbPSZkplzSd7ge+9vb8e5axd969YhATG3/Ya+FStJef45Iq+4nL7Va+h68UVsl1yCaeIE0t9/D8UfoOXee2l74M+o4+JwbtqEv7kZb00NtiVXEOzvp3zWbLQpKRjGjCX9tVfpfv0NjNOn4+8UtS9kawQjEgqRLRbS33jjuNzrIUKECBEixHdhRJooeWTWQ1Lk0HKdRggHAIsmg1GnUHXxqUSfdCq+y66hqkUIDmMyITiwfYRJDPBvLYG5o2C0Ass+hy/2CvdCZ69wADR1icDpHeUie+KwY8GkgzHDYMVAzkNLtxBKzp0BE3OF02L5JiiqEwJBYhT4gypGXv8K44r38nnhFIJaDWmxQhxIsIkyV50DIdpatcigkGXhQIi3iSDw9i2HaE8fD37hgOgayNA4fF00atHPfdVwwkjR3xFpQpA5jEYFvoEPN/0eeGeT+L64Ds6eBi+sgh0VR197FUJo6e3diS5sBiqVFpAoTPOzvUwzaHYFIVzIKiF82PtFya1+t8gFqW0TywNBsU+9WggbKqC2NYjdHU17eYBhzoFrLYGMlxXL16BNPZGTk+tJDeh4L6invFmU2rIeNhJ7XNDZAhs+FHbfMbOhughmnA5546C6GIq2QcFEiIiGBReA3w/7N8HBraA3Q1sDKyQ/pzmc1OSMJjkIfPQ86PRYbXH0ZM/mse560iJiyAwqyAokSjLjo9KRDGY+Hj73/3CHhwjxn0NawXTCo5Lo7Wjk64u4S1iikkgrmH7cj/3kk08ydepUJkyYwL333kthYSF+v59Vq1bx1FNPcejQocG2fX19tLS04PP5qK6u5uWXX+bZZ5/lz3/+86Aj4ssCRUeHeO7Jy8v7P5dO8fv9tLS0HLVMkiRij3AiHsZqtdLc3IxGo/nKuhA/Dfnh04nUJtHpPfZ9HqVNIj/8+N/nRyLL8uB9LX8pQ+ajjz6iu7ubJUuWfMVhcdZZZ7F06dKQePEzwDo9Gl2SAU+j61i3ErpEA9bp31DL9N8gLCyMSy+9lN/85jeDeT933303KpUKSZLIyclh4cKFXHPNNTz11FOo1WpuvvlmDIZQGcz/NELiRYifhLwpCd/aJi7dQn+3CyWgQFBh41vlVOxs5aL7JhMeZeDqR2dSW9zJymcPYrJoqd7XQdGGZkbPS8EWZ6Rqbwcn/WIErl4fepMaW4IJjUFNxa42opLCcHS70RnUjJqTzPo3yvG5AzRX2UkrjKL+UBd+bwC1Vubth3YSlWimu9lFWmEkwYDCjPOz6arfSM2+z0kaPpyOhiAzzs2irrgLV5+PRb8aw8t3bsHvCxJUFDz9CmteLiF1eCQRsQYyR0Xz0ZP7xTRCBSFcDKAEoad1yBHhcwdZ92opaq2KnZ/UEJVkpqXSDjAoXEQmm4Tw4Q/Q1+Vh/+oGSrY2o9aq8HuCR11Xv0fkZGx1B4hJDcPnDaBSSRRvbEZWq9CbNORPT+DAmgYC/iDRyWE0lvVgitDhcviITgvDmmCicnc7xjANPl8AnVGDzx1g1oU5rHmpFL/PP9D3AE1loq/Zk2Ip29oKBDnj1tGYzWNwzhyOrMnk8+eLiYgR/0A8lZUYJ0wg+pc30HLfn1CnpOA6eBBPVRUKEH3DDbj27cfX2IS/u5t11/2N+BNnkH/pPJL+/jj1V12F+2ARkdddh6+zA5XRSNfzLyDpdODz4a2pofXeP6JJSsZTWoqrqAhPcTHarCyirrsOlV5H/9ZtyFGRGPLzUVut//Z9HiJEiBAhQnxXsr+D2S82Qjgegl4Pit/PtlLYVSmyJGIscM2JopTUR9uFIFDdCjvLRWmomAho6IT8FCFEGHWi3FGYUZSDigoX+1arhECxt0q4NjrsMCwBypvA6RalnN7fKoKzVZIQJlSScAhEb24g8+N11BQWUEYUk3OFQOLxCRHltXXCseD1iwH+T3cKF0R0OGTEwQr7RBioKHBYuADh3HC4h0K6A0FRNgpgd4XI+jjMYeEi3CCEH0URromyRmjsEH39Mgoi28IQsYAYCwRd3Sj9bTR3Z6MaCAqfkg9bD4myUclR4tqa9KKEVmQYJETCyj0iy8PpgYgwkUdy4lhYsQvcPjVICookUyqqbJKfIlEcHI1EkEtmgtWYAQmnMUaVQs0WsIUNdNBhhzArjJsDWz4FvQnsndDXI8I+skYKZ4bDDgE/RZ/tQo5NIHdMMkxeCBs+gI4myBxBgU7H37oaSKw4KGyzfq94HdgEsoabHT0QEY2/p52ZqSmclZRDksrIdkcnnV4HM02RGPXHzpgLEeK/AZUsc8o1j/Pq/WfDUfIlHP5LdPI1jx3XsO7DZGRksHv3bu6//35+9atf0dzcTHR0NGPHjuWpp546qu1dd93FXXfdhVarJS4ujkmTJvHFF18we/bs496vr6OoqIj4+KNn5et0Otzury8NE6oz//NClmSuTHuMh8rO4Vj3+ZK0R3+wsO4j+bqsFBAlo+bOnfu1paHOOussHn74Yfbv33/M7UP8OEiyRO6jo9i3eMuxbiVyHx11XMO6D/O3v/2Na6+9llNOOYXw8HBuu+026uvr0euFy+P555/nyiuvZObMmcTGxvKnP/2JO++887j3I8QPi6Qcr1So70Fvby8WiwW73R76IxPimGx6p4L9q+s5JdlEzPm5tDn9NJV34+z1YYs3kjoiioZDXexf08DE09PxugIk5lgxhmtZ9ZxwEESnhLP5HTG9zpZgoqupH5NVx8g5yWRPiOWF2zcRlWgmNiOcovVNhEfrOe3GUaCAZSD8e9VzRcgaFYc2NZOYa6W5vIeY1DBMETqUoId+O0QlmRl/Sjor/3WQghmJZI+P5c37d2CM0DF8ZiLdTf20VNmxxBjYu6oeAJ1JxhpnorW6FyUISKBSSSKYe+APflSyCa1eTU+7C2ePF2uckf4eUQJLZ5JRa9W0VNoJ+oMEg6CSxfYj5yax7/MGrPHGwdJQiblWZFmirqiL6NQwOhsdBAccFpJKiCZqrYqU/EhOvHYEz966Do8rwBm3jObA2gZi08MHQ8kPb5M1NobUEVF0NjowRehRFIWNb5YTEWvAEKalu7kfr9tPZFIY7XV9oIhjXPP3WYP7URQFV0kp7Q89RMID91N70cVoMzNJeuxRmv/4R2wXX4Jr317hvHhxGc7t23HtP4Bp8mRaHniAQ30pJLZvw5KTjK++gZQXnqf+iiVoMzJI+dczBBz99G/cSMeTT+IpLxfTPDUaOPyhWpJAUdCkpBA2fz5dzz47dBNKEjl796DS6X6QezxEiO9D6H/nELNmzWLUqFE89thjP3VXjhuh9zfEd2FnOWwqVih8ZAbD77id4KSTKWkQ5Yk0shBAOnphY7EIivb5hbhg0sO6g2JQPTtBOCpADPD3uoSQUZAi8iv+8TGEGUQexZZS4cI4c4r4d3l4MH3NfiEgHKyF1GiobYe0GOGQiJTctAf0hBlh9ghRsikjTpSxemeTKCM1IVu4OdrtQnjYWAygoJElosOhpUe0g8F/04PPwpFhA84NF/S5hcvEFxBuCJNeXIfGTtE2GBRiRVCBEamivxaTEFAA4q1CvClrBJsJ7C5xXoeRBo4fZ4XF02HpZ6K017nThVslLwk+3jnUXiUJ10xusuifgnBOfLJTfDXpBnIz/GA1QecRAs3Npw99rygQdPQi7/oCRs+AHZ+LhSecA7vXivJQLieU74VZZ0JvFzRVi+U7V7O1N5X8YAnh0RbobhNttq4UJzPvPPD7oK0eSnaLAG/AK6tZIyvM9waQgNvMOj4LD2NveBqU7EQBsqLM5PkDfDhlsQgMDxHiJ+aH/t9ZtGk5Hz1901Hh3ZaoZE6+5jEKpp553I8XIsRPwZbO5Txbc/NR4d1R2mSWpD3K5MjQfR7iu9P6bgMlt+w9Krxbl2Qg99FRxC46dr7p8aS/v5/ExET++te/smTJkh/lmCF+eELOixA/O+ztTt76806GjY1h2ukZ6Ot7UelkNr9UQkeDg/hhFjoa+ti8vJKrHpuB2abn4yf3k5xvY/uH1UQlh2FvdzLyhBS8LlEbyhJjoLtFPKnqDDKlW1vY/mEVao2KjgYHHQ0OImINzL4ojx0f1VBf2kWYVc+M87IpmJ6ArJGpPdBJX4eLyCQTClC9r525VxSw7f0qwqMMOO1emivtOHu95EyI49w/TKBiVxub3ipHo5NJyrVxYE394HkqikJ/j5ecSXEgQe3+TtJHRVG8oXlQqfa5g+RNiWXDG2UApBZG0dfhpnJ3GwCGMA1+X3CwvSFcQ3+3l456B+mFUdSXdAlhQoHGkm6M4cKm217bB4BKDVqdBmOEFnubC78vSEdDH0/dsGZQ2Pjs2SI8Lj9H6pyWaD3OPh9lO9oo29HGol+NISErgpfv3AJAmE1P9oQ4NrxRRjAgjpecb6OhtAtDuJbOJgc6g4bld64ivnY1mvHTSGxsYvvyEqIjoug/eIi+tetIfFiEnTbfeSfemhpKx09AEx9PoKsLw6iR+BoaSG/fgy47G19bO/6ODqoWnkjUTTcRefFFeGtqaPjNb5ANRrTDhuFrbUXSatFlZeHcIvoqx8YiqWX8bW10v/gitquupOvlV5AkkK02HBs3YZowHjksjBAh/tsJBoPU1tbicDgwm82kpqaiUh0rKfaHZ+3atcyePZvu7u6fZLbeZZddxrJly465PjU1lZqamh+vQyH+Z3F64KXVIsNiWqYTIsPQWK2sPiRKJqVGK7h9EltL4cr5cOYkeGG1cDTsrRLOAZ9fiBvywK90uFEMsIMo6VTdKgKoJUkEam8tFbkUM4aL8lAHaoRjY2KOEDZ8AeHy6OwTjhCvX/ycO0pPc7Uo8+TxC7dHe68QL86aKo6zsVhkbozJgI2DFVAkgoEgHr+K7EQhHNR3CEdDWePQJD6nR/ThkwHRINYKBo0ob3XYOXKkAGHSCZGjux+GxUN1mxA4/AGRTdHr8AIauvqHZgOa9eKa9bmEANLnhP/3odiv3FPOZ+9U0RMzH6NuaBuLUbg36jrE6+TxkJUAr649fHYimH3FLiGmdDpEQHlNq8jjaO0RQsxbn/eT79lHR0Qu85wOdpf6yJeNqO1taKqKYNwJYofr34O+bvhwKRhM4OqHuFRw9jLJtxUlzAoeJ3g9sPIVGDZSlJTqt8OuteByQHQifww4eNao5X6dlUtdbRS395EnqRlptuJz2KF5F+SOJ1ixl7tdfmLUWuhuB1kNIQdGiP9yCqaeSd6k06kp2kBfVzNhtnjSCqb/II6LECF+KiZHnskE2+kU926g29eMVRNPfvj0H8VxEeK/i9hFScSclkj3hnY8LW50cXqs06N/EMfFYfbs2UNJSQkTJkzAbrdz7733AnD66ad/y5Yh/pMIiRchfnYoisiL0OhkRsxPHVw+fGw0la39zJ2fgifGSENpNyVbm6k/1AVAUo6VrHEx+DxBag500FjSRcGMRFRqiWHjYmgs6aaj3kFflweVLOH3BskaH4tGL1O8oYmeVhfv/m03slpF2ohIKne3U7ypidKtLSiKwsTTMtj6fhWOHg/mCB1hNgOf/asIlVoiItZIVJIZk0VHXMaQpXHXihp0Jg1pw20Ub2om4FeYdG4y1VU1TJ41ilX/KqZ6bwdqnYrLHpzK6ldKBrdVyZA1IZa8KfF0tTio2ddBUo6VxFMjUMkQm24htcDG23/aTpxNR22bm/5uL1qjjMfpJyrJTLBYITHbSkSMker1jQT7fJg0Ev0+ZeAYKhZcU8DuT2rpahTijrPXOyhcIImfC6YnEJseTtUeUSO1t8NNWKQenzuAPkxD5e42YtPD6beLazvjvBzcTh9edwCdSY0xTENiVgSpBZHs/KSGda+WcuI1I9AbVLjVFuS0PMwXvMHe25dirq5H8rpx7tyBeeZMKufNQ2U2o46Nxd/ainnmDFz7D6BNSWHY56twrF9P2Jw5+JqaqDr1NBSfj46//x1fawv2N99Cm5mJdckSfA0NuIuLkbRaEh78M50vLKP7+eeJOOssDAUFeBsbMYwaSf2VVyEbDAR6erBecAGN119PzG23EXnF5T/ofR8ixE9NcXExK1asoLe3d3BZeHg4Cxcu/J8IVvR6vWi12qOWPf744zz44IODP8fHx/P888+zcOFC4Kt1eUOE+CEJDmQkjB1ugvc/AaBgXxPdH21mbGo71kuuo6JJDPjXiTkOxNtEGLfLC2v3izJKmYVCwEiNFoP9DZ1DIkYgKEoiJdhgW5kQMT7cLtqnx0BFC+yvFiKF0wuzC2FTMbh6xb5tYfD5XuFAKEwXA/pWs3B4HGZvlRAORqTBwTpxXhNTfXhWNpBzbgIrynVUtYi+/OIk0Y/DSAhBIDNeCAGlDZAeK0SZQFCUtMpNhuff74SOKrQZ4+lzC0FDUYZKXdnCxHlu3t5Ce38PWrMFOTwGSSUjSzBzuCiTddih4fEPCSKSqx1XRzWpwxUy4yUO1orlTq8QSjw+0KmhtlWEq/e5BgwPY0RJKY9frDfowBoGmQmwuRhW7BTlv0xaBVdnNwGpjO45F1P3RR05gQ6CQQVNax1kDIdPlokTMoaDoxtikkUZKa0OTroMmqqQ4tNFOahPXwKfByr2CSGjoVy4JrJHAzCuu5EuRc3igunENJWT17IR0rK4MDWHC7taxb63fIKsUnFxvxtGjYctn0DOGCicevxv9BAhfmaoZJmMwlk/dTdChPhBkSWZEZZZP3U3QvwXIMkStlkxP+ox//KXv1BaWopWq2Xs2LFs2LCBqKioH7UPIX5YfrrplCFCHIOIGCNXPz6TqWdnHbU874QUpp6SzooVtbz7192sf62Mda+UUb1XDKh3NfeTNyWBwtlJ/OIfs5l/5XBMFh1Bv4JWp0ZjVOP3BfF7AkQnhTFlUSb9PW7CInWD7gcUCPiCxKYL23HR+iYCAeFs2PxOJUG/gjlCh6PLTXCgnoEsS+xfXY+kkkgdHkkwGKS+pIvS7S2MmpdCQqaF7R/W4OgS5Z5stghcNSbe/8te+nu8RMQYiU4O55W7t5KSZ8MSY0CjkwkGoGZfB+U7W3H3+jBb9aQWRKLWyLTXOajc005YlAGNRsbuCmCJNqAP1zDxtAyS86y01zmYfEYmnU0Oyna0YM224FJApx/SLP2eIAfW1NNUJXIpkvOsnHjdCGLTw0nIjiApJwKDWUPB9AS2fVCNakAxVxQIi9KjM6rxOn3sX9PAJ0/tJ+APolJLFG9swucJIGtULFhSgL3DzcGPDhC94w2mnjOMEy7NwxCm5awHFqJZeCYZo6MJay1i+kQwxEUS8eL7xN99NwCSVoth1CiGrVxB3N13ozKZ8dbW0vbwIzjWb0CbkIAky2iTkxn2+Sr0o0dDMIj9tddRhYXhLStDHRODYeRI9Hl5eCsq6H71VdThYSDLGEaNxDx9GvY336R28bkE7XZMs2ahHzmS9r/9DdP06VjPO/c73bsBhwN/e/u3NwwR4mdGcXExb7755lHCBYhyDG+++SbFxcU/yHE9Hg833ngjMTEx6PV6pk2bxo4dOwCoqakZrNlstVqRJInLLrtscNtgMMhtt92GzWYjLi6Oe+6556h99/T0cOWVVxIdHU14eDhz5sxh3759g+vvueceRo0axbPPPkt6evpgXdQjsVgsxMXFDb5A1Gs+/HN09PENnQsR4lgYdXDdSSI/4Uiy8qOZGVnD7uxLeG2dKA21cjccGqj80O0QA/sj0+HG00RgtVEvBAOdRpRZCgTFgHq4CWYNF+sURZSROuzSCASFCCFJUNkixBAQgojXL5wbbq/4HoRrYc9Apcn0GBG0XdUMlc3C/ZCXDFtKRK6FWQcRkRoaJ6Tz1n4ddqdwPmTGwbOfCVeHzSzcEgoin+NgjTierILcJCFIdPaJcHCjFrS4ITIVs16c58QcSIsV+RuzC4Vos68aMrNjMSblotGoxMkhgrT3VA6FgMdYhGMkNkKIEQmFU1BGX8vUYQ62vLEM2SMa+gZECb1GuFIO1omSWW6v6N/BGiFsyCqYVSgcJIeqPOS1r2NafpCTx4vrtOgEM15DkKz0cGzuRk7LasWgl+mceB5MPUV0SpYhIlKEck9cIBwQjl7Yv4mijno6DSbRRmeAky+DmIFSDXUloNYIx4ZOD9ZoTg6L5vHmVvQHtrCQgSDduBSIjIPmGvjiDXD2QXSSWFa0XXzN/dLNeEycQMO3tgoRIkSIECFChPi+jB49ml27duFwOOjq6mLVqlWMGDHip+5WiONMyHkR4meH3xvA7wuiN2mOWq7SyuxtcdJa24ckiewES7SeyGQz9Ye6qT/UhdvhQ2/WIEkSz/1mA64+H3MuyWHz8krcDj9qnUTAp5A1IZY9n9XS0+qirbaPqx6dQdXedhKzI+hucVK0sfGoYytHlB9IGRHJwTWNuPu8zDgvi6ZyOykFNtz9PuxtThrLeijf3oZKltDoZMYsSCF3chx+X5DK3W1seLMMR7dwKGj1atrr+0gpsGG26tjxkRA5Av4gSbkRtNb0sealElRqiYLpCSz91QbmXp5PdIqZ8h1t7PmsFkuSmcayHugVJbI2vF6O2aZDo5PZ+3k9roHlDWV2dCY1Pq2KU28cSXOlnYpdrVTt6SSlwEZDSTc9rS6Sc230d3tIyrXx9sM7CfiDIIlSDhFxRvzeAE67B783gMflR1arGH9iKhGxBnwuH+2lLVTubWfKWcMIj9Sza2Ut5981kd5//YP9axuprDnEuX8YT8Vrqwgc2MXCB24HoGTMAsLmnkD2px8OXmvZbCJr3VpqL7+c+htuwH2wCG1yMmqbjd5PPqH3k0+QrRFkD5SAUkdFYZ46BW9ZGcH+foI9Pajj46m98CIkgwFJpcI8bx6Bvj6if/lLDCNHUnfFEiyLz0GXnycyMQDX7t34BkrBmKZNxblzJ+YZM455z7b/vyfwVlej+P249u0j4+OPaf3Tn7Bdegn6vLzv/0tw5L3n9aL4/aiModIMIX4YgsEgK1as+MY2K1asIDc397iXkLrtttt45513WLZsGampqTz88MMsWLCAiooKkpOTeeeddzjrrLMoLS0lPDwcg2Fo+vayZcu49dZb2bZtG1u2bOGyyy5j6tSpzJs3D4BzzjkHg8HAp59+isVi4emnn+aEE06grKwMm80GQEVFBe+88w7Lly8PuShC/KwJBIdEgiNRaTQ0L/w1tRVirFotC0EiMVK4L9rtwj1hMYqx+WVfCEFjRoFwQPS6xEymIJAVLwb/GzvFIP8Np4gsC6tJhGXXtgtRA4SIoFaJjAuA5Gg4VC8cHCeMFO6PeKtwWHQ7oKpVOBk0shBHZgwXpac8Pqhtg41FouQSCLHB7hS5G5HhsPaAEAB8ARE6bnfAmgNizkl+Cjz9qdhfnFWUvdpQDGnDEilrGgr93nRI7E+SYEeZEA4A6tolDFoIqGM5faJwoVQ0QVO3KOlU2w72fiFcjM6EuAh4b6s4b62s4LaNwGYLw6dAv0cs9w0IOGMyheslGFBo73BT0Wxg3mjRz53lcPFsUFWVUFri5LOKbs6YZcXX0YmmuYzZi04SFtxPliGbI+DkS0gZfNNVcOIlIsNi9dvgcwMSWKwozTWMC3ZxnjfI83MHHKMaLSRmimyLQAC8btDqYfebkL4fGqZCco54c9PzwRoNX7wptomME0HfILIznKLsKHGp0NYAScO+4a79O/AxkAm8AHQBNwEXAsf+TPVdUAJ+gl4XsiFU0jNEiBAhQoQIEeK/nZDzIsTPjs+fL+atB0Uh47LtLez4uHpwXeHsZLLGx2BLMHPKL0ditOgp29qGy+7D1eelaGMTzZV2NrxRhsvhAwm2fViN2yGeJP1e8dRdvLGJBVcPZ/jsRM749WhWLi1CrZEYsyCVvi43fR3iqTYsSocSgGBQQRr4bWmpsDPl7Ex83iAlW1uo3t+BJEm0VNlpLOtBb1aTkG0hGFDwOP1sebeK/h4v+VMTmHpWFs5eL0oQjBYtLocPWaOiZn8ncZkW+jpdwr0gS8QPi2DGudkk5kSgN2oo29aKrFEBCrMuysVo0dJQ0k1sumXQEXG4j44uD90tTrxuHyq1hNEiRjs8/X5i0y2k5EcyZn4q5gg94VF6Gst6iMu0MOXsYdTs72D1iyWUbGnG5w4Ql2EhzKbH6wnQ3+1hwikZzLk4n6BPwRprZMlfpzHhlHSyx8dh3foGU7b8gfHzxAzlGefnMPmMYfi9QSxX/4La7NMAWPtiES3Pv4L343dQvGL6Ztrrr6GcfQ27rrsXT/3RM/TMM2aiz8/H39pK2IL5xPzudswLFqCy2VBZIgbbNd3+OzqXPocmKQnD5Mmg0eBvbkadlIQuJwfjhAkEOjrofe99gh4Pjs1bMIwejf3td4i7807CFi5Ejo1Fk5hI2vJ3iPnNb3CsWUPrQw9/4z0radRIGg22yy8j9ne/w9/aQt+qVXhravB3d9P3+eff+f4/jGP9espnzKTqzLOoOOlk7J+uoGTceLpee/177ytEiG+itrb2K46LL9Pb20ttbe1xPW5/fz9PPfUUjzzyCCeeeCL5+fn861//wmAwsHTpUmRZHhQZYmJiiIuLw2IZKstXWFjI3XffTVZWFpdccgnjxo3jiy++AGDjxo1s376dt956i3HjxpGVlcVf/vIXIiIiePvttwf34fV6efHFFxk9ejSFhYXH9fxChDierDsAz68S48tVLbD+4NC64SliEN8WBiePE06B4johOHh8sLdSiBjrDgohAWBbqRAuQAgXKgkONcKsESKH4uwp8MVe8PthYrYQJboGxq3NeiEcDMxtAKCpE+aNEt8fqhcCQFCBngHhQiuLvA5fQAgxa/aLkkx5KTB7pFgWCApXiMcn+lPbLsQCj09sJwEpUTBzhHBAGHWibJSsErkUM4YLkabDLq6F/KWnnD6XOI9ep/jZahJfXV5xnMQoITjYwsW+6zuFeDJzhMijWLEL9tWI/kSFQ5jVgsc2hl6vnpEZsHCsEJe0Grj2JNGfjDjI7N/HVb7nGJ8kLv60fOH+8AVAySxkgzsFfcmLbNndSW9REZbm/eAbsLZMP43O3LlUrdmBr6vr6BOKTRKvvh5IyIDCqUiJmSx3w+89ypDStHcDFG0DvUkIEiAEDDkaclpguASuPqgvF8ubakSpqMZKyBwuylTpDCJXY975olSUvQN2rfmWu1YD6IBrgacAO/AOcECcX335UB+/I87KbRTfEk/FA1MpvjWB3oOrOHiDjZZ37/pe+wkRIkSIECFChAjxn0PIeRHiZ0fetHianj/E7pW12NuclO9sIyxST1eTgz2f1SNrJFQqFc0VdhpKupBUEmqtCp8nwI6Pq4lJDaOl0o5KJaEEFdwOP8n5NmIzwtm9ohYlqNBa3csb9+1g9MIUmsvtVO0Wlv9dn9Zwyf1TeO3ebdgSTTSXiXJKGr0KnzuIRq+io96BRiuTlGtl2rlZrHmxhK3vVw4GScZlWKg52IkkQ0peJG11vdQf6hrM5tAZ1aQURDD30nwqdreRlGtl/xf1lGxuIRhQsEQbkFSw85MaopLD6Kx3UDA9AUuskY1vllO5o5HEbCvjT05j41sV9LQ6UeskvC4FtVbG5wlw2o0j+eDv+/C5g8w8P5uOxn5qD3aQMyGOUfNSaCzt5v3H9nDa9SPwbW9lR0M//V0eNr5ZjtshHpi3f1hN2shI/B7hglnyl+nIskTRxibWv1FGzvg4CmYksOz2TQQDMH9JPqmXnMHBZ7TEdIupmBExRl6+ezMBr0JqYSR+r4LOqKa1rp/2lHMZdaYBaaDGvD47m85XNmFY8xrVOz8m86MPUEdH07l0KWEnnEDHE08Qc9ttWC+8kI4n/4Fj9Wrw+TBNnDh47/i7OpFtNoJOJ97GRoyTJuHctg211Ur6a69Sf8MNGEaNBKD5jjvoW7ESdWIi8X+6j/prrsFdVIziduO02zHk52PIz8dy5iIUn+8b79moa6896ufaiy5Gl5VF+Ikn0vHUU7Q//neGrV2DJi4O5+49GApHIKm/+c+vOioKfeEIXHv2oni9NN1yCwCODRuwnX/eN24bIsT3weFwHNd235XKykp8Ph9Tpw7VTNdoNEyYMIFDhw59w5aCL4sN8fHxtLWJQv/79u3D4XAQGRl5VBuXy0VlZeXgz6mpqaHSTyH+I8hLFqLFhiIxKL9/IBBbkoSQIcticL+jV5RnUklign4gAHuqhHugqnXILeEPisyLhEjhRPAHhdDw8loYlSGEheJ6cex1B+GqhfDiFxBmFHkXEkKQ8AaEm8LuFIHZSVEwPV+EcO+pFO4OECJAc6f4PjNOBGU3dUHTdrFMqxbixonjxHkmR4qyThXNwskQZgC9FnZVgMUkBIfUaMhKFKWZqpr8ZCWomZIHX+wT5ysP5FzIKiEUnDYJPtomznV6gRAyfE2irNaYTHHtXlkL84Z7qF92L6aFv0NRzKwvGnLg7qmE7ATh6FBJcNUC8bWsUYgbSVFw2kRY9rkoxTW7EJKHp7Jtmw+XXzgoI8PguRVu3AEdCbYgLnMehgxo8UaxQpnBuLhspuoGXGZhVjrbXQzr2AZrd8KccyAiCsr3CVdEVxvkjRevqoPQVMWJiiJKPB1Wljwu0OjESbTWiZJQbQ2g0oH8OfSuhTCEQ2P3GmisEs6M8ZNh9zpob4SAX+zHFC6yLnxekaPxjVw38AIoBM4BIoDrof6gED/mngvWGJxV29EnjUClNRxrZwDIYVEY0yfgbipGklTU/G0+AH0HVxK36N5v6U+IECFChAgRIkSI/0RC4kWInx+KhN8XpLXGzuRFwyje1EzJlmbMNh2SBBNPzyAmJZyD6xsBifyp8bTX9WFvd+Fx+mmuGBAcdCoSMiPoaXdSX9xFR0MfQb+CrBVT8QLeIHtW1CGpIDEnguZKO7UHu3jrzztQqSSay+2DXTrsbDCYtfg9bporxboDaxoIi9Tj6vPS2+FGUkPNfvF0rgDt9X24+32DeRpZ42NwdHsomJbIpncqaKvrZdsHVXjdPvweIX/ojDIZo2Io2dqCo8uNpAJbkgkJiFC6iH34RrYU38iB/izMVi1uh38wf8PnDjD5zExaqnrR6tXozWpqi8S5X/rA0AChNd7EiNlJ+B1+qOzh1Aty6dbJvPfoHtRaFYqioDVoiM+MGAzv1mhl1rx0iOJNzahUEjqzmnf/ugdZFu/XgSffxZJoxbT4IvZ8Vse4k9LQGmT0Jg39Xi8oChljoqna3Y5K8aPRSuwrgomBICpZxe7PajFnZ2K7/XbaH3yQyhNPwjB+PM4NG0BR8DW3oC8YjiRJhM09ge433yTQ2Ym+IJ+Op5/Gev75pDzzDGXTpuPv6ABZxnrOOWhioon5zW/wtbaS/MQT9K1eg7u4mL5Vwg3hb22l+Q93immbGg3o9aS+8Dy+lhY0cXGordbvfQtbL71kMNnTdsklGCdOQhMXh2vvXmovuADDpEm4tm/Heukl9G/YgHn6DHQ52ZgmTqT24kuIu+tOzDNmEH3DDVSfsQgiIsSONRrCB0riuPbto/6GG0h55pn/c2mqEP/bmM3m49rux0KjObq0oCRJBIPi987hcBAfH8/atWu/sl3E4d8nwGQy/ZBdDBHiuKEgBt1be8Tg+I5y4XBIGdDeCtNElkRJg8hsyEmCPqcYZHd7hXBxmNRoUTaptl0M2PuDQjxQFDHIf1hwSB8om9TeK1wfKglauof6o1IBASGi9DiFuwOEO0GnEQ6Ew26N5u6h47f0DGVjgBADel2iLNO2Uqhvhy2HhPDiGpg7oJZFOxDCRCAowq4BIjVOFjYs45BjCus9IzHqoN81tH9fQIR72x2gVoMsQWcvlDXB9ScPjfFr1EK4wedkz/sfcM6IDEadt4RX1orzkfyiTZxViDiH+7WpWLwfIBwfb24Q19MfgMoDTfSbvfiyxnOgCiblCxEmLNiO22Mi4PAxMiOWvdUFoAQwqf3s6k5grE9kZxTv2COu94T5yNsHykRFJUBbPQwbAS6HCOlWqSA+HUp3gdsJMYlQvF24JibOhxUvQd/Am5GWD1oDjJwG7n4Yd4IQM0p3Q+uA81Xqg4o3oTsJJFlcpKmnCMFCox16fS+uBgZKUKXmQZgVrDF42iqp+NNE4s5aSO/eVVinXkzXuv0Yh01FF5+LddIFVPxpEjGn3ol18oUkXPQkJb9OBv2AE0+lxjL+HAA8LWVUPjSLlKtfxpw353v2L0SIECFChAgRIsTPkVDZqBA/O9a+UoLPGyA8ykhEjJFpi4fRXNlDS5UdRYGGQ92897c9ePp9JGZbqTnQQVt9H3EZ4iFGVktIEgT8QWoOdNLb7gYgbUQUKrWEwawh4D0ixAKJxrIelKAou9Tf40Wjl1FrpMEWPk8AvVmNu983ULpJULS+iYqdbfh8Yr1yxMO4rJbwewJIChy2ZaSMsDFmQSprXymhdFszHXUOnHYvAd+Qbb69wcHW96sYPT8Fj8tPwK9QX9zF2lfKsCvhtGfMoteUREKWhf4eLyn5NrG9AgUzEhgzPxWtXo1Kht52NwazhrN/O46upn4CgSBKUEFrkJmyaBifLDvEBlR8/FENH/59H4tuGcOouakEAzB5USZj5qcSnRrGmw/sYPeKWsw2PUaLhmBQYf8XDaAoXPbwVBbfMZ6Mg6+hXrucUfNTmH9lAU67F6fdy2V/noZKlujr9FA4MwmNQSYoafCiRauX8dbW0PH0M+z9rIb9qxvQpaRgu+IKJEnCs28fmpRkIq+8Estpp2J/X5R7UpnN6DIySH/vXRyrPqf90cfoeuEFet59D/x+JLMZVCrU0VEk3H8/FSfMpWLWbAJ9fbT940m8NbWEzZ+PHB1N5LXXIlutWC+7DH12NgkP/hlvVTUVs+cMZmB8X8LnzSN84QIAVCYTxjGjAdAPH07CQw+iz8oCWUY2GtEmJWP/6CNa/nQ/lSeeRKDfgcpiofXxx6k573yxD0lCjo4Gnw8lIG4yOSICw4hC5PDwf6uPIUIcJjU1lfBvuY/Cw8NJTU09rsfNzMxEq9WyadOmwWU+n48dO3aQn58PgHbAmRUIBL7XvseMGUNLSwtqtZphw4Yd9YqKijp+JxEixI/EF3uFCGExiYH0eaPEgH9ls/iI0WaHtzcJoSEzDho7hLMhfkB/l6XBeRQix2GgdFK8TbgxtGoxyH8kjR1C0JAk4XSQZeGyOIzXJ7ZzesX+D1NUJ/It/AExAH8kKkksP/JXOjoCJuUIV8n+ahG87XAPZWCAKHe16RAUJIs+BYKiPNTHO6DTq+eQdgStcgLxVnB5xHkpiNJV2YkwNV9cN41KnIvTC5eeIBwm/sCQQ2PmcFhTbmX00wfoyF3Cq2tFSPqkHLG/cVkwZpgQil5dK4QLk16EhEsIZ4gCXDhLZFrMYRMpHdvJT4aFY8Rxuh1w4enJaE3h9Mux5KcOXCdJxq3oUMug8TigeDsHd5ayf2cZssEIWaPFm9DZJMo4FUyE1FxoqBSuCLVaCAIzz4SeDlEqqmibCN32uEFnBCQR2D1xPqx6DT5eBg47lO6BzlaRYaEzwMg8UOIhcwRYY2D0LPFGfPyCEDr+LeYBl4pvZRmiEwHQxWSScs1rWKdOQzbJqHQmtNGZ9O77iKbXb6X4V8n47K3I5ijav3iS0jtyQaVBRRBtTBYE/QTdwhmoMoRjzJiAOjz23+xjiBAhQoQIESJEiJ8bIedFiJ8NiqKw6e0KVGoJWa1CpZLobuln45sVSCro6/Cg1qroaXViitBRf6ibYWNj6O/xEhalp65YOB5UGonkfBv50xJw2r3EZVgwhmmoL+nm0OZmPP0+JGmgzK4ESlARPwcVZI1EEAWPw4/fqyDJiMwLP7j7/aDAxNPT6W5y0ljRQ3+3B1ktoZJU+INDT+KyWkLWyCjBIMGgcG4EAwrrXy3H5xbtNHoVAZ8QEryuANYEE73tLsyGIPZehQNr61EGHBV6k0ZkV4SbqI+5gN4WN7T0oFJL5MUbCPoiyZ4ST3phJKXbWsibGs/wmYnsW11PakEkPk+A1+7dxrRzsrB3uCjf0cqpN4zAZi+liyz67R6CfoXVr5RgCheDhaVbm8mfmkDAG6SnzcmOT6uZeEoGbocfSQJThJbEHBs6g4boZA27L/4bvV1epiSYUakklv9lNxZnHeOVLYybfRX6aCtI4HMFyAlvInpCHtGjMnF88Tbtf/87UWc9QkRqHF0v/QN/ayvDvvgcJAl5oMa9HBWFNj0d5/bt+JqaSXn2X7T88V5sVy6BQADjxInUXHgRSjBIzC030/HEk3gqq1DbbCj9/QA03X0PSm8f/tZW+jdvJuhwEDZvHp6iIjRxsfRUVuJraMBy6qlE33QTmtRUlKAo6i1JR4zM/JtIajWW00/HcvrpxN3x+8HlJSNHoXhE+QXF66XukktRWSwobjeqqCiCHR1i+/BwggMzJ7WpqST/48n/c59ChFCpVCxcuJA333zzmG0WLlx43MO6TSYT1113Hb/5zW+w2WykpKTw8MMP43Q6WbJkCSCEFUmS+OijjzjppJMwGAzfyQEyd+5cJk+ezBlnnMHDDz9MdnY2TU1NfPzxxyxatIhx48Yd13MJEeKHZGvJkDtCAvrdojQSiIF3jVos06hFSadh8WLw36CFmgHHhQJkxsOwBLFNXIRwAHQ5oLJFCCOHxY3DeAdyJmCg9JLvaMdEkKGfx2SK76tbRHC1JA3lYhxGJYn9qCRxHFklRIidZaLEEgghJaiIwXy3D8INwn0RrvHS6dKwr1o6bGxEoxbtNWoVBwzThPOjDyRJQd+6keTYCeSk6shJEGJKepwov7W3SrgnNDI8twrGDRMOip3lcM5USAzUU+9PoNUrE1Bgc8mQCHOoHiZki3739ENHhcgJ8fjEOYUbRB5G+ICpawvh1NRWcn4E6HVCYNK5uznfuokZmbNwyma0anGu+cZm0pINaK0RyB31ULSNuPyzcRjjoGoltNbDSZdCMCAEBhBfwyJEBkVPB8w4Q2RcJGZASg5Exopg74AfRs+Ag1uht0uEcrsHFKyDW0QQt88NLdVCCDEWQpgE5gioLYW+LkgeBgWThJhxOKviOHw2AoiYKMphpt98BwDWyVByeyT4PSh+DwpQ94+zUFuTUTz9qIxWgs5uvO4+JK2Rw3euxhJH2i/fOy59ChEiRIgQIUKECPHzIOS8CPGzoaPBwb4v6nE7fEQnm8kcE82ez2oxWbXEplvImxqPJcbIKTeMJDxST3RqGBW72hg+K4moRDMarZgOqNWpaa93sOLpg+xeWUtvhwtDuI6D6xpBAbNVh86oRpIZfEo//Aw29ewsxp+UTnBAiDhc49gcqScq0UxCdgTb3q+mbEcr/d0eJBkCfgW1RoXHOfREH/AreF1+1DoZSQUxaaK2wWHhAhBZHToVlhg9sgY0WpHRYe8JABId9f3IaglDuIaciXGYrToyx0SjN2sZPiMBrUFF0K9Qv7qemqJOzBE6Kne18/nzxax+qYSNb5Xj9wTR6FRodTKzLsxh2LgYLNEG3A4f5Us/ZOTuv2PrKCLMGMTWV0pPs3OwJNbhvsZmhONzB0SGiMdFYfN7jE3rxt3vp62ml+0fivoSqSPjyBwrgrqbK+y4er0ML9TTv2cvLUUt7Pq0FpVKQquXsax5kbjyz4jS9qLNyIBAgFE5fqacmYmvthZ1bCxyRMSgcAHCzZD0+GPYP/iQzqefRvF6caxfj7+pifCFC1FbrSQ+8jCW007DNHEi2Vs20/HEE7Q99hixd96J9ZKL8VZWIum0mOfMJvK66yAQoGbRImJuvYXwefPQZWdjHD2anjfeJOLss1BptdScfQ5Nt/32+N3oX0Pi//s74aefTuobrxNx9tmg0aBNSQGdTgwcyTIqkwmlt5f2xx7/QfsS4n+T/Px8Fi9e/BUHRnh4OIsXLx50QhxvHnzwQc466ywuvvhixowZQ0VFBStXrsQ6UK4tMTGRP/7xj9x+++3ExsZyww03fKf9SpLEJ598wowZM7j88svJzs7mvPPOo7a2ltjY0IzcEP85OFywtVSUQYoMEy6C3ZVg0glXRV6yyIM4aRwk2ESbimYoSBGh1oc1R5VKOBo+2y0yLlp7wGyAA9XiM5BGFmHZqi+NRSvAxFyYmCPcqUdi1ImB+tRokQVxsHZAuEDsMxgUQslhggNlqdQD+RxJAyYozxGCiEYWgoRZJ9wcZoPIvOhyyYBEd7/olF4jzt1iEqKEVi3O2aAVx9689hC1HVp0alGy6tOdsGqPCAp3eYVwEwgKB8vwVLCZRd9qSls4w/seOcFSIgx+0pRauvqEiwWGzifeNiQc9fYrnKJZy6zoWtxeUUJrzf6BdhnpZI4oAKCtR5S8mpDqQulspb3DzbZSEYqu00CeYzvZ9m2kmXvBLD7/jDJXMa/QK9wRBrMo1XRYuACISYJpp4qQ7aLtQthoroHebkjKFNuMnS3KR1mi4NQlUFcmBI3xc2HYSHA6gKDY16hZYr9rl4ttUnPBEglxaVCxH1KzRR82fgAb3v+Od/G/R9Z9H5Pyi8UMu2sHkXNvBlmDymBB0poI+lxIWiOSrEEJBmn78H4U/zfnk4UIEeKnQ5Ik3nvvvZ+6GyFChAgR4j8USVEU5dubHV96e3uxWCzY7fZvLVUR4n+LL5YVU7KlBYBR81LYu6pucJ3JqkOjlTnnd+PY90U9OqMavzdId4uTYeOi+WJZCV6nj7TCKIaNjWHlv4qIiDEy44JsknNtrF5WTENZDwuuKuDth3aBIhwRSXkRdDb04/cH8XsCR5VwikkLR5Yl2mp7yZ+WSNXeNvp7RKC1IUyDzijT0+rGHKnH3etl/ClpFK1vor/PQ8CrEBapw9Xnw39UmSqBpAKtQcbTL56E1VoVRot2sMzVUENIyIqgqaxncFpkZJKJzgbhJrjwV6MxJJrpaXWyb3U9FbvaBx0bANEpYXicPi7+0xS2vFuBvd1FQpaV2GQ9W+95mawrF1H10JOk1n3Ghhl/I396AsZwkaXRUd9HVJKZ1BFRlG5rIWuUFc1Lj9CXP5PVu8ORNSps7noSvJXoF1/KuJPTB49btKGRyCQzG98so7W6j6Q8K9PPycKWYMZVVISk0VB9xiKib70FT+wwPnrXzvQ992E7exERZ52FPjcXgEBPD3VXLEG2WtHl5hBz000EvV7kI2ZfO3fvJuhwoMvPp2L2HKJ/+Uuirr4K+4cfoUmIxzh2LGVTpqIfXkD/xk0QDGK7+mq6nnlG7ECrJWz2bPpWriTunrtpueePxN13L9ZzzqFz6XOoY2KwnHrK97ybvx99a9YQ7OvDuXs3PW+8iaTRoAoLI9DZiXneXIxjx9L92usEOjoYtm4dAP62NtoffZSI885FNyyLtocfJvqWm3GsXoO/o4OYW2/5Qfsc4sflx/jfGQwGqa2txeFwYDabSU1NPe6OixBfT+izUYhjsf6gECwAchKFi+Dwv3nDQLbE2VMHwq0D4ufmLhieAp/tAacb4iNhSp7IY7AYYVoBZCWIUk0l9XD6JHh9vdivhMi7aLOLAXqvf+h4IAQLgxYaO4Wbo6tPCCMgRIRIMzT3QJge+twwORdKG6G7T4ghYQYhIBwpbByJWS+cIyCEDIMO+lwDdtkjSIwUfTiMzSycJADzs9tJT7fh8Mjsr4YDtUcfI94q+nzdSaLUU22buB4JNoW9GyqJzk6lo6iUE/xr+LvuetLjVCRFilwP90AJrZHpwomRFAV5zavoNKbyUkUWGtlPhNLHBEMZTXETmDli6G/ooQYhzOypFDkkiZEwLU+8P9g7RemnFS9D1iicYdG89sJyLim0oEnJEmJCpJgkQiAA65aLIG6DCcbMBr9P5F8cprsd+u2QkA7vPSO2HzUdmqpAJUNcKqx8RYgR3e1C+MgYDjXFQnmSVKJNczWMmSnCuwsmQv4EEQ6uKKKs1A/KWqCElnebaPvoAVCpkPXhBPo7CRtxIoa08fQdXIGrbg8Fj7ejKEEUr5PGV2/COvF8zPlzaXzlBqIX/gZ33V6cVVtJvPgfP3CfQ/yY/Lf+72xpaeH+++/n448/prGxkZiYGEaNGsXNN9/MCSecAEBaWhq1teKPm16vJzY2lgkTJnDttdcyZ87RmS87duzg9ttvZ9euXUiSxIQJE3j44YcZOXLkMftweP9btmxh0qRJg8tvvvlm9u7d+7W5Yt90PlarFZ1O9+2NQ/xPcNlll7Fs2TL+/Oc/c/vttw8uf++991i0aBGKorB27Vpmz55Nd3f3YGZdU1MTCxYswGq18uGHH2I5YrJjiBBfx6xZs1g3MH6i1WqJiopizJgxXH755Zx55plfab9mzRoeeeQRtm3bhsvlIi0tjRNPPJFbb72VxMTEH7v7IQYIlY0K8bNi+rnZpI2IYtuHVVii9ORMiqVqTwfBgILX5aO/20PV3nbGLExFllV8/OQ+ag50kjMpBq/TD0joTRoyRkWjM6kxWLQcWNNA0fpGTBYdfm+AzcsrOem6ESgK+D1+vnjpEEpAuCziMi20DDgPkKCvy4WEcFIc2tx0lAjh6vMhDxR5dnS5QYGy7W04ej2DVo6+Ts8xz1UJwoRTMti9sha/L4jfG6C33Y3erMbnCTDhtAwqdrbRXttLS3ErRlsYpggt005O4OOlhwAZY7iWxhYn6i4Pnz9fDIAl1oC91SWyORSYdHoGq186xDuP7MLZ6yE2zULh7CR6u1wERk2nvqKPrpw5OMKTSci2ULm7DWOYjq7mfnInxdHd6iQ8qp+KXa201/Zy6p33s/vVUqAbS7Se/K5qpG0fELjgIkBkjXz+fDF1xZ2ERxvoqHeg1qloONTNp39Zz8jiZ7Fc90viZ4xCn5+Hw5rO9gNGxp2ZhCX5VHTp6fSuWEnbY48TdsIcwhcuRGU2gyzjLinF/tHHRJy56Khr2fHEk/iam7Gefx74/YSfuJDqs8/BUDgC44Rr6P3kE6Kuuw77Rx9BMIg2Jwf7u++CRk3Y/Pn0ffIp/du3o05MRD48K3ugIHfkkiv+bzf1d6T79dfxt7aR8d67RF9/Pf1btuBtaaV//Xri77wTBeh8YRnq2Fhqzj0Xf0cHmqQkPIcO0ffF50Refz29K1eiyczAsepzvA0NyJZwDCNHYgyVyAnxHVGpVKSnp397wxAhQvxoTMkTA+SbDolyRyoJ6tpFqSGvX5RVqmoRDgKNGj7fA6UNkBYjyhkhCbEhwSaEAa1GtN9bJQK/fQFYewAWjhVigS8gRA2nR4gW8VYR1H1Yv+hzQa+YP0FVC4NlnEC4JJzegXYDAkRRrdjn4ZKdjiPCtL+OghQRpu1wiW36XGDWSzg94lpUNEFLj0Jrhw+9TotBC3MLvHy+TwWoRfi4KZrqNvh8rziH6HCRB6JWiVJWU/KEE+O1deIahhuhMB1cHgm7dRjuHug25fBBv5HkKInmThH43dEnHB99LhF2XlpUTVv75yRcdh7byo3gtROuamFqnJuUll30xY8ARA2pz3aLvBHdQJC5VhbiyyfbvCwOLsebkErkyPFgjcGui+bjmmEUzj8VdG0QEQmNlVC2B6yxkD1SiA4qlXBlVB6ArC8NQpbthuZaGDNLlI1KzoINH4jMizGzoLYEskdDzSEhXITZhFARDEJCphA52urBGDaUl3GYjOHf7yb+t1kGrCRuURNRc2+kv3QdnrZKevd/RPy5f0UTEU/PjjeQDRaqHzsZV/0BdHFZuOv30rvrHaJO/C327W+i0oXhbS3DUb4JXXwe2phhhBee+COdQ4j/dAKBIBs2tNPc7CI+3sD06dHI8g83saOmpoapU6cSERHBI488wogRI/D5fKxcuZLrr7+ekpKSwbb33nsvV111FV6vl5qaGl5++WXmzp3Lfffdxx13iDJsDoeDhQsXctppp/GPf/wDv9/P3XffzYIFC6ivr0ej0RyrK+j1en77298ODvz9u8TFxf2ftg/xwxMIwr5S6OyByAgYmSPKO/6Q6PV6HnroIa655ppB1/U3UVlZybx588jPz+ett97CYDB86zYhfnyUYID+sg34eprRRMRjyp6OpJK/fcMfkKuuuop7770Xv99PQ0MD7777Lueddx6XXXYZzxye0Ao8/fTT/OIXv+DSSy/lnXfeIS0tjbq6Ol588UX++te/8re//e0nPIv/bULiRYifFVq9mqhkM64+LxveLEdrkBk9P4X4TAux6eH865YNfPHCIVQqiewJcfh9QZBg09uVRKeG0VJpp622j9UvleB1+mku7yGlwEZchpUxC1LpbnHSUNpNemEUOz+twdMvahUYwjWgQFutfagzisjBcA20OVK4UOtU+D1BHD1etEY1KlnB3Regs9FBYnYEzVV2QMEab6C7xTX4xJ8xNhp7m5PO+n4kCfZ+XkdMWjgep4+mcnFst8PP6AUpePv9tNeKaYrDqt/DP/pqqg7YsV97PuPTCuk9/UaK1jey7tVSwqIG/nFLYG8VowIBn+ivMVxLf4+XfrsXFAiz6fls6UEqd7UzfFYi+1c3AFrCssbSWTrUB4DhsxJ5++FdNJV3owQhGFRY+a8i2mr6kCToaXNxKGEBZ266BUVvJOAPEgwqdDY6iEoJo6m0B3O4irzVD+AYPpta8nF29VOzqo6yigD+vgT0VV66W5yU+oKM/ePdtD32GN2vvkawt5f+tWupeeQf6C+6hqThsTT84he4Dx06SrzwlJcTd889SDodis+L4vPjb2sTg/upafS88QYdT/0T85zZ+Jqb0RcW4i4qQtLpUMfEoktNQ33xRcgRVnrffx9dSgrDVn+BOj7+uN7b30bS44+jDExDVUdHYzntNACir74KAMfGTQRaW4l97FGabr4FSafDU1QkNtZo6F72Ivj9uHbswFNWhhQWRttf/4ZhwgTSXnj+Rz2XECFChAhx/FDLQrRwe2B9kSinNDEHIsOF+PDMClhzAAKKyJ44HLy9sVisr2iG1m4hUPS7hatBrxGljybmiOyG0gbhKihrEqWNQAgegaBY/mWbtvewa+KIFRpZHNvuBJ1aDHo4vSJYPC5CDPYHFYixQOsRH7eSo4To0dIjhsf310BytHBu1IvIJxxuIc6giHYoMCqwD2Ly2NlgxrZrOafLBnannc7BWiHgGPViWwkhXMBQBodOLcSVvoGPaBYjfLhdZISMTD/sdNHgMmTg7hTj+YdFmeGp8O5maOoEJA0BtZnP98vU98igs9CFhdVOuOK0PEaqdfgHSmV19ApXSl2HCPle2Lccuy6GHdJ4+p0+Sos7kfER1hNNn85Cb08vxfX7GX/j+VC+V5RtCvihoYL+on20J00ibZgVVr8FnS3CBXHYKdfXLfIpRkwRLovhk8W63i6RhVFXBnvXQ0o29LSLklIOu5hZY44AgxHyx4t91ZWB3gSnXDYgYvyYPA2Iz7XqsCgs484CIOak2wBw1u7G21JG0lUv0fDc5UhqLe7aXQBIWhOdn/8dJeDFWbkZb1slkqyh6c3foIvLDYkXIb4Ty5fXc9NNu2hoGFJdk5IMPP74WM48M/kHOeYvfvELJEli+/btmEymweUFBQVcccXRk6rCwsIGhYGUlBRmzJhBfHw8d911F2effTY5OTmUlJTQ1dXFvffeS3Ky6PPdd99NYWEhtbW1DBs27Jh9ufrqq/nnP//JJ598wkknnfS1bXbs2MHvf/979uzZg8/nY9SoUTz66KOMGTNmsI0kSbz77rucccYZTJkyhenTp/PQQw8Nrm9vbychIYEvvviCGTNm4PF4uOOOO3jttdfo6elh+PDhPPTQQ8yaNet7X88Q3866HfDYK9DeNbQs2gY3Xwgzx/9wx507dy4VFRX8+c9/5uGHH/7Gtvv372fBggXMmTOHZcuWoVaHhjJ/jth3Lafp1ZvwdTcMLtNYk0i44HEsY7/qcjgezJo1i+HDxaSKl156CY1Gw3XXXce99947mFtqNBoH/1YmJSUxadIkcnNzueKKK1i8eDFz586loaGBG2+8kRtvvJFHH310cP9paWnMmDGDnp6eH6T/Ib4bod/4ED8rmsp7WP9GGShitt24E9OIiDWRlGujvrgLs1WHRqciY1Q0ALmT4+lu6ccSbWDKWcNY81IJYVF6Dm1sJndSHLmT4+lq6Wf9a2U0VfRw2k2j6Oty0VJtHxQuDuPq86HWqlBUQcwROmStjEanwu1wHNXObNUyen4q9cVddDY5CIvU43MHcQ8EKds7xIdblSwJceWIB/uafR0E/QopBTbqirro6/JgCNPSViO2tUQbcPf72LuqDkXkRKNSgXXODLYdEE/6+xLOJCCb6VnbOLjf3nYXkkp8MFTJEhGxBrqb+9EYNPR2ujnj1tGUbW8lYVgERZsaKd/RRniMgaINTchqCb1Zw9zL8nn3L7sBiE42c8Jl+exeWYtWJwLFNXoZvy9IW00fKQVWZsy34ur10tpn4J0nSggr34w6MYl5953FuXdM4Omb1gIQRIU2LZXOXjVzb5tGe/0oat+tZHhiIk0TzsdqMHLy9SkEB6ZuRt90E7YlS/DV1dG5dCnFDUnY92o4f24sktlM/N13DZ634vVSdeZZWM85m7i7xPLIJVfQv207cng44fPnIVsshM2fT6C3F39rK4HuHggEsC25AsuXPoRH/+K673fDHkdUev03rjdPm0rOzh1Iej3qF5cRdLpo+sMfCLa3o46ORhUWhre3F+eWrQAovb0QDOLavh3F50P6hllVIUKECBHi50tHL6zYNTQuPb1AlFLKiBPloYw6MZs/P0Wsz0sSGQ0RJjhhpBAUIozCaZEeA+Oyhavi4x3Q0AHnThelnfqcsKN86LgqlSjvpB44rtkgBAqTDho6j+6jQQtjh4lch5YeMA6YApwDAyH97qGSVEeGeINwHwSVoTJQLq8QVNp6xHqTTjg2imrFRyqVBEhgi4/kswZRQvJjzxR0cpDKmqH99rsHgsMlsU1chLheWo0QM86dLnI6oi3Q2A5lzeJYRXWivVqGRZPhlbVif2F6OHmCKIGlIPqsi0jCaTufrh4hMJ0yoh+3y0+LL4KXNupIC1TjRcMJ85K4YBY8/anYl88HOrOW7pKtTJsbQ6fxHPYc0FMow17LLLR+OHN8E87csWKDrFGQmgcuJ5TsYHdLLPubh3F9vlM4MAomD90gAKvfFhkWkwcG6PPGCZFCrRGCRVjEUAmqqERRrqp0jxBAMr/kqiiYyE+HduD19RhTx1Dwj15UWiO6mEyCHhf1LyzB31GNHB6NSqPH21yCu34g4X6g/qqnYR9+Rydqc+SPcRIh/kNZvryes8/eyJeLbDc2ujj77I28/fa04y5gdHV1sWLFCu6///6jhIvDHC6d803cdNNN3Hfffbz//vvcdttt5OTkEBkZydKlS/n9739PIBBg6dKl5OXlkZaW9o37Sk9P59prr+V3v/sdCxcu/NpSon19fVx66aX8v//3/1AUhb/+9a+cdNJJlJeXExYW9pX2F154IQ8//DAPPvjg4MDiG2+8QUJCAtOnTwfghhtuoLi4mNdff52EhATeffddFi5cyIEDB8jKyvrWaxDiu7NuB9zx/766vL1LLL//lz+cgCHLMg888AAXXHABN954I0lJSV/bbvPmzVx44YVceOGF/L//9/8G75sQPy/su5ZT++TZfHnKi6+7kdonzyb1+rd/MAFj2bJlLFmyhO3bt7Nz506uvvpqUlJSuOqqq465zaWXXsqvfvUrli9fzty5c3nrrbfwer3cdtttX9v+u/z9DfHDESpkHeJnhUqW0GhlwqMNBPwKez6vp2RrMwCtNXb8viCLfzcBSZYIBhV6O1w4e33ozRr2fV6PVq/m0KZmZI1Ed6uTqn3tHNrUiFqrornCzppXSnjx91tYtbR48JiSCly9IuTP7w2iBMXXnhYn3c3Or/Rx1LxUolPCiM+KoK/TQ1OZnfa6PiJihfvB0eUhGFQIBhSyxsSSNnLowSjoF3/IfZ4AKllCq1fRXtdH/rR4DGYN9nYXHqcfQ5h4UEsZHkkgKLGnQ/wj14dr6IweSY85E4CMsSLtUlZLFM5OwmTRodbKdNT3E/CDSpLw+wIUb2yiZEsz2z6qoq9L1HFQa1Skj4wipcBG+shoGku7CYvSgwTt9Q4+enIfEbFG8qYkkDE6GoNZg98bQG/WYG9303rbryl99EV6Wpx4nT4SdrxCbMUqPnlqP31dbi66bzK2BBM6s5bqiVeRetmZJOZYGTU3mbN/O46Z5+Vw8X2TCYvQ0NfYRUq+uE7dL79CxcxZaOLjSfrb35g428ao0n+h0usxTZyILiNj6L3Takl67FFsl19+1HtkGF5AxFlnokgqGm/9FQF7L90vvUT7o4/h7+jAW1tL57PP/lv36E+JymSi4cabaPvLXzCNG0vQbkcyGvE3NeEtLT26bXQ01ssvh2AQT1X1T9TjECFChAjxf+XwQLrVLAbx91YJdwIIYcPpgfNniryJQFA4HRwu8fO+gXYHaoUTot8rSj1tLxNCRHuPKEf13Cp4a9PRx+0fKPt0WGzwB6DbIQKwv8yINEiLFUJAr1MIGE1dEDUwbtU3IF4oQEwE5B8xPjGYpzEgbujVol/5yaLMVb9HuB5MAxp/vA2CisSmbvF5QK+BBjmFStIAyB0oRywBI1LFdjoNNHZBEDHG7wsIt0lRLWwvHcrKUBCh6GkxQhxq7ACLYegcPtwmrmthmmhn0IkqkxFG8T6odq+hc+ce2nrEe5Fn38IY7w4+2i5C0i+cJcpwGXSw3jAHuXAW6Tnp5KfrOXc6zC6ES0+ADPda2mtrScvLFgevK4MPnhU3w8T5jCswcn7gbQj4ICYZbNFHvyETF4hsiiMJt4lyT1qdCOx2OaC6GPZtBLcTnL1QvO2rb+7PHFlvpvHFa6l/+gLMebMI9neBWo+/oxZvc8lRbSVjBDFn3g9whKARIsRXCQSC3HTTrq8IFzBYHZibb95NIBD8aoP/AxUVFSiKQu5A9t+/g81mIyYmhpqaGkC4M9auXcvLL7+MwWDAbDazYsUKPv300+80e/0Pf/gD1dXVvPLKK1+7fs6cOVx00UXk5uaSl5fHM888g9PpPGapqcWLF9PU1MTGjRsHl7366qucf/75SJJEXV0dzz//PG+99RbTp08nMzOTX//610ybNo3nnw+5yY8ngaBwXHwTj79ydHnI482iRYsYNWoUd9999ze2OfXUU3niiSdCwsXPFCUYoOnVm/iqV5fBZU2v3YwSPEbg2f+R5ORkHn30UXJycrjwwgv55S9/eZR74utQqVRkZ2cP/q0sLy8nPDyc+B+5AkeI70ZIvAjxsyIuw8JZt43FGCHCvDLHRCOrVfTbPYw7KR2VLPHiHzbz7iO7+fSfB0jOtwFQvLEJt9OHzxtArVYhq4UoULa9hfa6foaNiWbY2GjqizuFu2IghxA46u+ryapj7IkpuBw+JJUQMVTy0D9ItU7FsLExrH+tjC3LKweXJ2RFMP3c7MFywFqtDBLkTomnpWKoNoKkEq9AIIhGJ+N1BYlKMqPWyLj6fYPtDrsQ2moH6hyohEBx9m3jSB1hQ62XiEo2o9NrsCWYyBwTw8F1TZx200j05qEZ9lqDmqxxsVTuaUNWS/R1uHF0ejjjV6M4/86JTDs7i6YKO6Xbmtn+YTV9HW6yx8eiM6lx9/s4uL6Rog0NVO9tBwUMYVpOvWkUmpYKmlWpFIfPovZgB15PkIrT7qMo/Vyq93VQsq2Z8EgD0SlhmLQBsp+7gsAjt6GSVahkFbHpQ4F6qneeJvir8yjf0cKy321CySnEungxKr2exttuw6BXSFg4DW1KCslPPoHuS7Ntwk44AW3y0bOenHv30vrnB3Hu2IG3uppATw/xf36QtDffIObWW0hf/g5J/6H1CsMXLkSXnUPZlKlok5MxFBYOrlOnpyOZTOjy8pC1WmJ/82syV65An5P9E/Y4RIgQIUL8X7CFwXkzIHJACIixitDrnn4hGoQZYNkX8MFWeGujKBUlSUKksDvEoIOsEss6e0XIdLtdZGCMSIfqlqG61l83JGDQwsRs8HjFg0MgOOTGADGeXpAigsU3HRpaHhMOs0cOOCUYOkZBytECiEoSx/X6xaC+eyCDItw0FNzNwHqAroGPRocffy+cDRmxoNcKt4leJ77mJcOBGjhtknBNHCYYhFEZUNIgRKF+j8iyWDgGrl4IU/OE0FDWCGsPgt0FWfHiOvgDsL9aXMOyRiGC6LVw4jgw+3tochr5TJlBeZMY4PwsbBGfG06kfsuHHNq+C7NBiC8GTZDTWp4jq2ETKpWMJInlh8dkIjqryW3aRX2zl3+tgC5trHBEGIywazWGQC+21FgwW2DKSRD5pQftuBSwfMlV0NslSkU11YCjB9wuEeB94kWQMwbmXwAzzviaO+DnT/io0zAXzOPgNUbUlnhM6RM4/AFfHZmGpA9Dn1SIrNERM+8mch4oxZw355t3GuJ/mg0b2o8qFfVlFAXq651s2NB+XI+rfJ1a8m/u5/Agr8vlYsmSJUydOpWtW7eyadMmhg8fzsknn4zL9S0hREB0dDS//vWvueuuu/B6vV9Z39raylVXXUVWVhYWi4Xw8HAcDgd1dXXH3N/8+fMHxZDq6mq2bNnChRdeCMCBAwcIBAJkZ2djNpsHX+vWraOysvJr9xni32Nf6dGlor6Oti7R7v+zd95xcpWF+v+e6X1me++9JZtN7yEkJCSUUEQggiCKV1D0isrvXhW9oPfitVxQQbGB0kUg9AAJ6b1udrO9974zu9Pb+f3xbnaJoIDSPd/PZ0lm5pT3nJmwZ97nPM/zfvKjH/2IP/7xj9TX17/l6xdffDHPPPMMe/bseX8HovAP42nac1ZU1JuRCY1142l6f97DRYsWnSVsLV68mObmZiKRvy+WvPH/lW/8u8JHDyU2SuEjSWyyiQ4gKcvG9j/VM9w9iU6vweMMgAzlK9KwJxhRayXkqVv2hjomcI8HQIKqdVnIEZkjL7aTWRZLOCTTcqgfZDDZtMJhIYNaK6HRSoSCMolZNlxDXqq3i//p5s9LpKAqSfRn+MNEIzKRcJQtPzvB5NjZF3qjvW4yS+PQGTWiOFwFyBDwhXEkmRhomyC3Kh4Jic7aUVxDPrQGNVkVcTQdGiToC5MzO572kyOoNJA7O4HM8lh2PtKEJEHQE8EapwdZODsiQZmxfjdjfR4SMq3kz00k6Auz+4kmJkaFWyQ5TxRzh/wR4SaJCkEkb24C4UCUh76zn8yyOAKesDgPOhXhYJTELCuVazJ5+ifH8LqCZJbGklJgp6/ZSXfdOH/5n6PM0Q/SYighisTkmCglL9+Yz5EXOwGIhMR7sua6UqJeL82vJBO/5K1Lo+d+51p8J2cTjDWSlG3DOqsE3YJZRL1efCdOYqysJPm733lXnx/L0qXkvvQi+txcHBde8IYXhP1al5n5rrb3UcJ+4QXoiwoJtrUR7O0h9X9/RM9XboFoFE1sLOH2drTJSWT86mkAdFlZH/KIFRQUFBTeC+xTCSJZCbC9WpQ+yzKMe8SEfHKMiJDSacXzMsIBMTFlIp2dI9wbO04J4cJqguo2sZx+yrVxJpbJrBfCQbwdfAHh1JCBzEThiNhXJ16PyuLnmQNvLuIemRRRUKapbUlTc3JnCrLHPWIcsVbRyzHpE66I0kyo6xJjK8+E2qn5rzP73nEKpJDoADHqRCl5KCLEFQmoaRcRV2VZYr9HGmc6NhJsQrCRZbGOPHU3aUY8OCzwwGuQlyIEDRCuDn8I7BZYXAJP7BGxVmmxQmzwh0T01GO7YU3cANVD+UTUKnxBsdyiIiMHG2XU1lzCsvgCvaIckCXCL9vQx1lRvUUjatGGC6CvHZNJS1IM6B12SF4pBj4yAEYLzHuXk++OBFj/GdFp8cZoKKOI3sL05niXjwu2ygswpJcTGGrB31NLxhf+RPdvP0PEO4ExfRaT1c8hafSU/p9wc+uTlZs6FP4+/f1vP6n/bpZ7pxQUFCBJ0lml3O+W0dFRhoeHycnJAYSroaOjgwMHDkzHPj366KPExMTw7LPPcuWVV77tNr/+9a9z3333cd99973ptc9+9rOMjo5yzz33kJWVhV6vZ/HixW8pdJxh8+bN3HLLLfziF7/g0UcfpaKigoqKCkAUjKvVao4dO4ZafXbJr8ViecfnQeHtGXW+t8v9o6xYsYJ169bxH//xH1x33XVvev3+++/nW9/6Fueffz4vvfQSK1aseH8HpPCuCTn739PlPggikQjNzc3Mny9y0QoLC3G5XPT39yvui48givNC4SNJUradWeekkT8viX/7xSpUksRw1wTZZXHkzonHOeilcEEyXbXiVgFHkhGPM0jhwiTkqEz1tm7GBjxIKomu02O0HBsCGewJBrwTotvCYNIQCckYbXqiYZnBdheRcJTlny7ElmCY6rSYZNEluejNws0gR8A17CUSksksjyWvStj0ZVmm5dgQBfMSAQh6xRfUF35ZzUDbBJIERfNT0OjULL40n4AnjHssQN6cBLR6FW5nkPaTopUyGoG6ff00HhzA7w4xb2M2yXl2JkcDHHq+Db1ZK8qzwxCNyCRlW3n5/ho6akbprhtHrVJjsulwDXrZ+XADKo3E9T9ahi3OiEotsejiPDpqRpgY8dPXPI6kgtKlqSRk2ZDUcOj5dnY91kA4GEVSQVfdGO0nR1h4US4xySYMVg3HQ1VM2HOxxRtRqUXhecnSNHQmzZRrI4hzUMyW7H2uh9Mbf0TBD//jLd9r09y5xN3wOVLy7Kz/YgU6g9BUVSYT+a+9SuzVV/9Dn6E3xkt90jAUFpL9yMMU7tyJsawMlclEeGgIyaAHSSL1rrs+7CEqKCgoKLzHxFlFWXRBGnz5AhFfNDwheizyUoRQUZEtnBQywvkw4RUxSpIkBIGBcfH3vjEx6S4jnBuBsHBTmPVCjFCrxWvDLvHainKIt4mS6kkvzM6dEVNAlHyHo5AeB8VTkVAqSTgfSqc09KnkTF48DJ1TNyufKRhfWSaEAG9ACAMGrRA5at9w425LHzR0C5FjTh6kxwuBYHetOAYZ8TgiCyHnmf3QNSwcKFqNcEi4/fB6tRA8Pn8eJDjE+VheBh1Domy8uVe4RIrSIDVOHMepdnjthFgPRARVU5/o+YizCmfHttEiutWZWI3irj3NlBBj1kuoEsuQE2dN93gc27mPp1sDWM/d9NZvtiMBShcQZ5e4aOFMZBaSBOuufnMk1DvFGjNj7/iEoYvPJu+b2ym7ZxBzznw09hQik4Piwwxk3KDEzSi8c1JSjO/pcu+U2NhY1q1bx7333ovH43nT6++kMPaee+5BpVKxadMmALxeLyqV6qw7is88jkbfWR6QxWLhu9/9Lj/84Q+ZnOp5PMO+ffu45ZZb2LBhA2VlZej1ekZGRv7u9i6++GL8fj9bt27l0UcfnXZdAMyZM4dIJMLQ0BD5+fln/Zwp3FV4b4hzvLfL/TPcddddPP/88xw4cOBNr0mSxG9+8xs2b97Mhg0b/mYkmcKHh9bxzib73+ly75ZDh86OvTx48CAFBQVvEkDfyB//+EfGx8e57LLLALj88svR6XR/szxeKez+cFHEC4WPJIdfaOfUjl5OvtaFJEmsub6UnNkJnHt9KfHpVoa7Jqnb10dqvoPylWmUr0jDZNcx2D6JwaJFrVORWhjD+V+qOGu70QgYrVpSCx0EfGFUaomVVxWhN6mRo6DWqNj/dAsSEn53mEPPdbDn8SYWXpQDkoh8UqklipcmE5NkpvX4MCXLUjDZdNTt7aXx4MD0vlRqCVucEVSQW5mAc8hL46EBnEMesiri0BpVHH25g1AgikojYbJrp9YT6xusOpLzbMhRiDnTpzHux2Q/u7hwpM+DHIW4dBMJ2VbmbcjG5w7hc4dIzLHxm1t2MTHqI6MkFnOMnufuOUnjwUEAxvq8qNQSJoeeoD8EMoT8Ecb6PBitWvQmLakFdoqXprDjoQYssQYkhEvjim/PZ8EFOZxzTQlGi46//OgoiVlWgt4wjYcGGOsXF9xxaWbi0iw8/oPD9DSMEY1EGTo+iPOFNuSojMcVoL/F+X58jP5lyHvheYpPniDjnp+T9/JLqO32D3tICgoKCgrvMUdbhOBwsEHMP6+ZA/kpsGqWiIpyuuF4CyTFiGimyjwx6T3gFA4FjVp0Unxq6dnbjUbE6xkJYvJfkmBdlZjsB0AWHRvhiBAa9tbDntOwuEg4HSTE/HBeMmQlijim4nTh8mjogdo31C5JCDcHCFdGMCy6J9qHhFigUYlIJn9IuCLMIkX0rC8saVOCQtLUdiZ9ohvjjbi8Qkyxm4SzY34BhMPi+HIS4dcvi/OSlQAWPbx8DI5OlZVP+oULxWaCYEjsKxgWvRh6jRCN0uNF78X2k0IY0ajF5MpVKyQWFcHG+RBr9PHQ60IAOdOxMegU+3AkxJGYkcHjuyURMRWVqdt7gAdu/ioBrxd/ELrf2zSafznyb9tJ+f1+sm58hMIf1GFIK/uwh6TwMWL58gTS041/U+uTJMjIMLF8ecJbL/BPcO+99xKJRFiwYAFPPfUUzc3N1NfX8/Of/5zFixeftezk5CQDAwN0d3eze/dubrzxRn7wgx/wwx/+kPz8fADWrl3L+Pg4N998M/X19Zw+fZrrr78ejUbDOeec847HdeONN2K323n00UfPer6goICHHnqI+vp6Dh06xObNmzEa/76oYzab2bRpE9/97nepr6/nqquumn6tsLCQzZs3c+211/L000/T3t7O4cOH+Z//+R9efPHFdzxehbdndhEkxP79ZRJjxXLvNxUVFWzevJmf//znb/m6JEn8+te/5tprr2XDhg3s3Lnz/R+UwjvGXLgcbUw6bx1ACiChjc3AXLj8fdl/V1cXX//612lsbOSxxx7jF7/4BV/96lenX/d6vQwMDNDT08PBgwe57bbb+Ld/+ze+9KUvTf9/8Exvxj333MMNN9zArl276OzsZN++fXzxi1/kzjvvfF/GrvDOUMQLhY8k599YTtW6THIrxQXhxKif7voxAt4w8zfmoDdpGWyfoOnIILW7emk7OYxryMdoj5uQP0Jyjp1djzTSWTMKgNYgFIFIOILPHUKjFb0X8zZks/uxJgJTTgnfZIjcOfH4p/onJLVEJCyz8+FGzA49Jpue2GQzbSdGOL23B4NFS/3efswOPd3144SD4u4VvVnD8isLGO6axB5vJK0oRhR6y1Dzei8lS1OIhmG4c6ohMirjdYUoW56KVqdBrVFRv7ef0R4PR1/qoKN2DEkF4/1eWo4MTQsYOqMa/6QY62iPl+GOSQK+EGtvKCO9OIae+nERHSGDxxlAp9fgHvcTlz5zu2QkJHNoSxsVq9KRo5BeEsOa68u46KtzuOp7CwkFo5y67wViDzxB36k+DBYRu7X78Ua2/bEelUpirM9D3pwELvzybD5711Kuv2sZqQUOAMqWpzF/Yw46vRqVRsXBpxp58je1DB3sRw5GOPx8O1v+78R0z4fCP4ak06G2mNFlZ3/YQ1FQUFBQeB9YWwkLCsUkP4hC7c4h4VaYnSMm6fvGoLkPTnfBsRbhkhidFJPxCQ7YWQOnu8X6hqmKrChiUv9MBFR5phAn/FOJH6GIcFSc6Zw4w0vHxKS9zSTimNoHRbyUQSdEC7UaekeFEAFi2TWVYgLfYoCcJCFwgOiPKEwTy/SISzfUU30UuUlgMorJwqY+4R452iKipiRJHP/hZhFPdWY/ZyYcXV4YcomIrQvmC3GlfUi8FokIJ4ZGI4rIE2wz/RwAR5pF9FQ4KkSf8+fCJUtEL0Y0Ci11g2QNH2RizItWI661dtbAaydB9gzj3vNzCnR1bJgHN5wHX1gTJD9BuFLzyktYcsF6tBrh8qg5cJi9r+7i+Muv4R4d5XgrPLVfHJvCP45Ko0OlM2JILfmwh6LwMUOtVnHPPXOBN5uVzjy+++4q1G8R+/bPkpuby/HjxznnnHO49dZbKS8vZ+3atWzfvp1f/epXZy17++23k5KSQn5+Ptdccw0ul4vt27dz2223TS9TXFzM888/z6lTp1i8eDHLly+nr6+PrVu3vqtoFK1Wy5133onf7z/r+d///veMj49TVVXFNddcwy233EJiYuLbbm/z5s1UV1ezfPlyMv8q0veBBx7g2muv5dZbb6WoqIhNmzZx5MiRNy2n8M+hVsHXNv/9Zb66eaaz6v3mjjvu+LtuIEmSuPfee7n++uvZuHEjO3bs+GAGpvC2SCo1qVffc+bRX78KQOpVdyOp/rYT4p/h2muvxefzsWDBAm6++Wa++tWvcuONN06//tvf/paUlBTy8vK49NJLqaur44knnnhTFN5NN93Eq6++Sm9vL5dccgnFxcV8/vOfx2az8Y1vfON9GbvCO0OS36tWqHfBxMQEdrsdl8uFzWZ7+xUUFN5AJBRl52ONtJ0YIrXAQcepUewJBlzDfiQVfOo/5hObbKJmdy8ZJbG8/sd6hjonmX9hDvM3ZPPo9w8xMeIlGoHELAuTYwECXtFp8beQVLD8igK8EyHSCh1s/W0tAU+Y2FQzY30eVGpx5+IZ8qoSiEuzEI3KNB4cwDcR5IafLufYKx0c39pFNCIza3UaNTt6AVBrVSJuaTJEwfxEiham8OJ9pwgHo8zfmM1onxv/ZIj+dhf5VUkULUqm5eggAW+IgbaJ6fFr9CryqhLpb3YyMSIuLK2xOooXp3JyWzeWWD2Toz4+c+cSTrzaRc2ObqJREfs0d30Wp17vQatXM9rrYcVVhagkiZ2PNmJhgkBUS+X6XBqOjeN1BohMnS+jVUtWeRxLLssn5I/wzM+OozNo0GhVfOo/RH7gUOcEz/+imo03z6Lpl48ROHGc4m9eR8b5S/A4A7hGfKTmO96fD4yCwicE5XfnJxvl/VX4Z4jKQnCobhMRUs19QiA4U3j9qWUiSqm2Q7gGXj8lhIXKHOHceGwXDDlF9FKcVfRc+ENiu3+PZaVC+MhLhZcOi/3FWIQYMIMMSGQnQpxN9FEcbxHL3rAWWvthV63YV2WuiGiKyqBTg14nJvDzUqA0HbaeEKLK7BwIhUWZdt8I5CRDRZYQc8bcoszc7RPbUUnCJdHYK8YKQuiYkwsHG4UwMeyCzavEeTvcJMQevUYc35EWMOug3yniqnKThLAQq57EGTGxND/AqX4Tbp9YD0BLiBLVfhYsr0RtsvP4brB3PY3fOcDVX78JEGN8YjecVwW+oy8S7WrEvuA8MuaW4wuKMWW+9zd1Kyh8oni/f3c+/XQ3X/3qsbPKuzMyTNx9dxWXXprxnu9PQeHDYNcRuPuRs8u7E2OFcLFy/oc3LoWPH65jT9P36FfPKu/WxmaQetXd2Ode+r7sc9WqVVRWVnL33Xe/L9tX+GigFHYrfGzwe0I8fudh4jOtdJ4awRqrp+OUuD3PNSy+nRvMWgxmLaN9HvY92cLqa0tY+7ky6vb30d/sxO8JkT83gfEBL84hH0a7HteIH71Zg29C3Bqo0kpISDiSTaz7Qhk7H27E6wxQu7sP54CXoy91iH1ZtGQUx1K2MpWAO8jh50VZtTVWz3DXJK3HhzFYtPjdIc7/t3IktYRKLU2LJB2nRjkjHSZm2ehrdmJRQeuBQbpOj2OJ0TMx5qPpyCCyDBPD4qLZaNWy7Q91mOw6Qv4wvskQsSkmnENe1BoV9jgjrceGKFiQRH+Lk8mxAK5RETc13u9FrZE48EwrfU3jyBLYE424hnwcfq6doF8oMJIKjr3cgUYnlPGKS+eQX5XI5KifppNOln66gEPPtRJwR/BNhmg4MEDenETGBjzEppjRm7XYE2bswsFABK1OxYEtrSy68RL23hElnFYAgNmhx+zQv18fGwUFBQUFhU8skSj86XWIt0LrgBAGmvvEhL1nSrjQaUCvFY931IgJ+fVzRRRU/6hwJxSmifgkpw/iLdDuE1FSZ4qrJQm0arGdCxfAoSYhdjT3iT+PtYjljDpRZD0nb8oRUR9BDgYwmDR4/Do6hsQY3T5YUSJEBI1mRiRpH5j5e1o8tA/K+HqaqB220DmUhsMMwaDYr80oop9A3BW6+/RMEbfXLxwhHr8Ye4xFiB2lGdAzAhM+4UixGGZ6QA7Ug9Mr9h9rFW6NvXWi8+NM6Xlr30ycU06OlfIsCEdM1PTDqgo41ChEmRBaTkVXkjbuxV93jFhzJeaCBcQzMwEa8rjQayzsq1Nz/pLzOBgpJSc+a/o8KsKFgsKHz6WXZnDxxWns2TNMf7+PlBQjy5cnvC+OCwWFD4uV82HZXKhuFOXccQ4RFaV8zBXeLfa5l2KbczGepj2EnP1oHSmYC5e/b44LhX8dFPFC4WODJEFKvp2YZBOdNSNMjgeITTMzOeInFBCT7iVLU6jf34ekkrDE6Ohvc5FW6CA130FH9QjRsMypHb2otSouvbWKw8+3EfRFUGtnrG16oxbfRBCjWUPrsWH6mpxi/2qRv6zSSETDMn5PiJpdPSTl2OhvcQFgBSbHZjz+Z4xNh19oZ++fm/FMBLHGGbDFG+ltHJ9ermxFKmaDiuKuCY4atPQP+oiENURD4BryEZ8hchVKl6Uwd302BfOSaDsxjFoncfTFTlzDfmQZ4lIthMNREjOttBwdRJ66A3C830MoECYlz47JrqO3cZzixSkc29qBa8iH2aHHOxHAYBEl5pFIBLVWLQSScSd1e0X/SNAfJrsinpAvArI4Z8s+lc/ev7Rw9OUOhjom+Oz/LOWh7+wHSWLhhbkE/WGev/skSbk2htonOPaamlBBFRbHXwVUKygoKCgoKLw7ZFFwHWMRsU0ev+h58IdmyqWL06GpR8RE2UzQPybEiqwEUU4dicDJNrH85lXCeRCOiMl+SewCnVpM4ttM0D8u3BIgnAwyYoIjEhWuiPpumPCciX9SoR3qwJdRgm9CrBOcGteJDqjvEyKBQSs6N5r7Zg4tMwHUYR9PXr2MRXe/RiCUxrhbxFx5AzOxV4WpsKxMjL+xF0w6IWScicKKMYvop0SH2H5oyinrdIt1MuKFKNMzKrox9taJMZn0Yj8mnVg/HBHXonotxGr9tPYbqO0U5y8lVmzrzNXkkmIRZXXyWDOuU69x2U0ZPHk8nUAIlk25QV747e+xpxcymHABrx/3Qdd2HOVrgaz34YOioKDwj6JWq1i1KunDHoaCwvuKWgVVSsKewnuApFJjKV71YQ9D4ROGIl4ofGx46Vc1qNQSQV9YfFMGXINedEbNtHhRu6uXoG8mv0lvVPPQdw6w9PJ8Lv73OTQcEN+2JQkOPNNCe/UIsgzhwEwuQigQxhpvYKTHQ0+jc2YAU4tEw/L042hExjXsnXZUZK5Ipa/ZyXi/F4NVQ3ZFAg37+4mEo7jHhaihUkvMvyCbyVEfidk2bPFGtj1QhxwF48o0Rg+LMu1wKEJsqoloBJxDbhzJRow2Ha4RH5MjPk681oUjyQRAVkUcBfOTSC908Idv7UVn0EwLF/nzEmk5OkT2rHg2fKkCvzeEWq1Cq1PjcQaoP9CP1xXg3OtK2fZAHSabFq2kZmLYh7b+MJIhDpdfBWotKo1EX7OT1uPDzF2XiWvLM4R3NrH2+otJyrGLck2HnvU3VhDwi3BsnUGDya4jLtVC2fI0VGqJE6918fL9NVhi9Gz6ehUq1V/nIiooKCgoKCi8HVuPi4imGOuMY2HCK4q6z4gXTb0zvRMA2Unw4DaoyoMrlgsB44xQcbhJ9GX8NVFZOB0mvLDr1Mzz4alLrjNxSfLUf5weca0lI5GzoBSXT3Rd6DWQlSTGFJ1aTpbFpMncfBGVZDNBZjzsqYUoJq58vYeuMR0ExX7O9GS4p4q6Yy1CbNCoRem2zTR1nIlCACnJhPteFK+fES5yk4TYkxwDly2FQFDck2HQigLwk+1CuNg4D148KlwnZr1wqRjcA5gI0R9MJiJpkRAuju4RqMoFubeZ1NZTrCk+h6SkWUgr03EkxHHBAjHOM5c8VocdqyHErEqQAypOt+nZ9ezL6A16LrxhM1rdmcZ0BQUFBQUFBQWFt0Ipb//XQDGCKXxsKF6cgnvcT/X2HrLKY8mZFYdWryajNJaYVDPxmRaCvgi6qXLuuRuyySyLBaDhQD9//H/7OLiljaAvTDQcJRqVkWXhqLDG6dHoxD+HcCCKe8yP3z3zTd9g1U7/PTHbChKkF8eQkGkld3Yi2bPiueYHi3CPBxjv92KJ1aPRqBnrm0RSwYVfruTSb80FSTgpXrqvhokRPx6Xn+OvdE4LDaFwhFAgjMmuxRZnRG/S4hz0Eg5C7uwEjr3UyfYH6lBrVczbkMXcDVmotRLtJ4fpb3bSUTuK0aIl4BXCwexz0xloc2FPNGJx6LjvSzv4w617eeCbe/G4AmRVxGEwa9HoVCKWSoKkXPt0tNWELRuDf5TEXDsgxKBQMEJ8pnB4tBiqODiUT+uJEewJpmkxRaNTcfTFDiZGRTxCdkU8iTk2CuYlUjAviXOvLSEcjEwXnCsoKCgoKCi8ewrThOiwr06UUeckCWdAWpzol0h0COFCP3UZU5EFldlCOGgbhN+9KqKk/CHhLjhTRCtJQqzQTLn8QxERtRQMC+cDzBRkA6TEiD/T4yDJIToqshLgujUiivJMSTeSEAoALloAn14uhAtPAJ47JMQMgAON0/eMoNPr8YckTHohTBh0wjURjIjjP9gkRJxwFBYWwspy0KiguR86h6F7SIgSZ8ScObmiF8NhET/3PAu/ehl+8zKMTAhxxawX25iYSnnKTJgRPsakWAxygKQYafpcqSTheDHq4USggJeOD9O08yVirBKOhDhxHBo43ioEGoDMwnxSsjLJTYpQkGNhzacuIhIOEw6F+BAqCRUUFBQUFBQUFBQ+kijOC4WPDSVLhHjR2+Qk6I8w0O5CjkLToUFUKonipSmsvqaYtuPDNB0dpGF/Hyde6URnEAXUkorpb8J+T5jELKvonYiAxxlgxZVF7HykEQCNXkXIF8Vo1eKbCOGfDCGpYPaaDGp39hCTbKSnQcQ+5VbGU7u7l0g4QmfNGI4kI1qDBkeCkeZjQ+gMaoa7J7HEGJAkicQcKyM9osmyv3kCk12D1yXEhvp9AwD4JkP4JkLIA1MHL0N6cSzBQISWo0Nsvb+WlVcXMdDqIhKSUWskSpamcuLVTlRT3Ro5lfG0nRxGb9KSWRbLiVembqWUIByK8pcfHcU3GcJo0aLWaAn4Qsxdn0V8uoX2kyNYYw14JiS0JUvZ9O9zaK8eJSXfTsepEeyJJswOHRmlcXTXjWKJMRD0h5FlcI/50eqFG6b5yCBz12ez8uoinrzrKG0nhpm9Op0Dz7Ry0VfnEJ9u+UA+OwoKCgoKCp9EClJFuXZ9txAB2gbEn0294pInPxXOnQ19o3CiFbqGobZLTKSPTc7EHIFwNZinEh1lWUzcnzcHXjshtqWdci7op4QAb0Csv6AIjjSJom8RFSXGVd0Or5+ErhEhhBj1YDeL6Ca1SrgY4qxieYdZRE6BGKNeC4EplaRGVIoRCIp9vpE4KywqErFXWw7A4mJweWaEmNk5ogskHBFCTEqMGKNaJQSWw00z24rK8PQ+8IfFsWo1ojtjTq4QhVoHxDGEwzrGTflcvUy4NxLsIorLoAkTYwoSZzMxai5FHZeHNwA6KYRzdBSNJRlV9y6aZS0Ja5ewYO1Ktj78JC2nTrP04ovYubedczZ/lrRU63v2+VBQUFBQUFBQUFD4uKOIFwofCcb6PIz0TlI4P3n6uY6aEfb8uZm0QgclS1JIyXOQNyeR3mYnoUCYvDmJGK1a6vf2U7k2k6HOSXY92shIt5tIWMYaZyApx8YFX55N5+lRkKFjRzfRMT/GWfEceaEDnUkDskwkHGXnI41IKtFroTNoCPmC+CZC0x0Xa68vZe+TzUTCMpOj4tuz0aIltdCBpIKgP8Lsc9Op2dVLNCwz3DmJzqimcm0mW++vBUk4EkqXpdKwv5+Bdhef/vYC6vb3cWp7DwA6oxqjVct5XyjnL/9zFGQhpIQDUcKBCHqTBr87xNwNWSTn2ChfkYbH6afj1Bgv3ncSz3gQWYbiRcmULE2h6cgQWeVxpBY4aD0+BMicd0M52x6oxznoRW/W4HH6Sc62UL29h5xZ8czfkMO6L5TTUTNM48FBolGZh797kPVfrMBs11O2PI2X76+hr8lJwBti9WdL2P5gPRqdmo6aEbpqR7nuf5cRk2zC4wrSXj2Mc9BHYpaV5Fw7z/38JHIUWo4OKuKFgoKCgoLC38DlEeXSZW+oQOgfg5ePiVil/FQRAZWTLAQBf1D0N6TFiUn5iiwhNrx0VAgcwbAQDxJssGmxEDSQ4cDeBtoPHmDZNVdzpEmPTg0qlZjwf/XEzL6NOgj5hHChUYvXV80SokhUnnEpaNXCgaGWwBOEeQVwql28PugU6y4oFOOSALUayjNF+XZrP1yyBFxu2D4VT2XUCiHiU8vg4R0QkWeElHBUOED8IajMEQ6JlFghzNR2wUtHZno5ClNFhFTPCMTbhMDSNiDOzcWL4JXjIv5Jr4VAUCYtJsqxVjXJMbC8HDbME+XkR1vEMg8+dJj1KxKxp2ZjN8Oe57ez/eRpAo5yVp03n1cbYgiZwNNyiJZDe7n0ps+RanYSmFTTdroBv9eHJcZOVnEBLzy8haBrgEajn7TUxR/Ex0tBQUFBQUFBQUHhY4ESG6XwkeDUzh5e/1MD0chMjJDBrMVs11G/r59Xf3caALfTT1/jOHqTjnWfLyd/bpIolQ6GiYSj5M1NJDHbRk5lPJOjflRqFad39/Lqb09z8rUulq7JpM0ZpGZ3H7IMQW+YoC9CVrmw9J+Jb9Lpha4nSaDRqFBpJA4+24bfG8aRZKR8eRoxKSZ87hDP/OQEchSc/V6WfaqQ63+0jAtumY2kkggHI2SVxYI0E8Ww46EG+ltd6I0atj1Yh8kqMo0XX5bL9f+7jKu+t4jOmtHpsSRl2UjNtzMx6mes14NKLeEa9vHEfx9hfMCDeirTwT0mhAuA0T434VCUlmODHNjSwmC7C1u8Ed9kmOEuN65hLwCX3zaPNfILZD35H6Rm6ZllrENFhPy5iehNWuIzLORXJeKdCNJZMzL93lSsSievKhFZBoNFy7nXllCyOIWe+jFkGZqPDHLx1+ZgMGl46Vc1HHulg4kRH4ULkohPt5KUbWP22ky2/N8JuuvH3vsPlIKCgoKCwsecum7YVn2220CnES6G2i4x+Q/g8UHvqBAVLlsqHAV2s3BSeANQlAapcaIDwuURQkPXMLxwRBRbl1vasS28hFPdOqKyiGPyh4QI8kamI6UQzgWVBMdbRNST1Sj6HuKsQlR4fI8QGSY8sKwUbjhPRERJCNEjO1GsLyMcDnvroaVfHN8rx4SgAWKbN6yDz50nisKnUi1JihH7Ukni2CVJiBRP7BGizJmYLG9wJn5qYFw8X9cFhxqjtPWFiLOKIvIhp4iSArhkMXwuaR8bhx4g1R5mXUw9qkiIwjQx1hgLlGUCvQdpP904fX6K5lRQsnABmpGTqHyDrJ8rXBvtoSIA2msbWHPFxSSmp7LtiS2c3H2A4Z5+iufOJjHegCMulmXnzuXlh/5MW23DP/8BUlBQUFBQUFBQUPgEoDgvFD4SLLk0j6rzMqnd3Ydz0MuKKwuRVCL+KCnHxkivm7/871EG2yaoWp9J/twkADprRvC4AvjcIXobxzFataz7fDnt1cMEfRHKVqSy+1GRCTDW78E0J5GM8jg6a0eJSTIxMe7FYNKRlGMnGoHexnG0BhXjA2Jy35FkQm/SMNw9ycSIH71ZTSgQpXxVOgPtrrOOIRSK4HMHOb27l+RcB3JURmNU03ZyBI1OIhyQCQeiJGZbCQUipOTZCfkjpBbEoNGp8IwF0WjVnNrRjdcZZP0Xy9GZNJze3UvHqRH6WsT+VGqJrtpR1GqJR79/CEkFxUtSmBjxkVkay0i3m/EBDy/9qoZIKErAE+a1P9Sx8aZZPPXjY+x6dOaL9pEX25E1xUgFDhZlDuC887+oDduo+MIGJkb8eCeCzFmbRdnyNLQ69fR66UUxpBfFsOyKfA5uaaV6ew+2BCOf/s4CnEM+MopF+HXZyjTq9/cT9Ifpb3Xy5P8coXBBMpIkIcng94QIByMoKCgoKCgonM38AihOh84h8bN+rnBEIAmHQfcw/GWviEGalQ3FGWK97mEhUiTYxHpqFawqF5P3MsJxsL9eLDvphzkXnc/wCTGp7zCLqCS9FuLtYDGKSCqzQcQ8gYhOSrAJ0cDlFc6HYFjsf2BcuBfOEJ4SQk53iO3JTAkOY2Jc0YhwPsSYhSMjwS625bAIp4c3KJ6v7xaF2Bvng0kHp7uFC+X16pltdkwd65/3CpGkPAtGJyA9QexjYBz+skd0dvh8IXY8+zqXX3s+Tb2wrVqGaBhUWo42Q2wgE4Ney9qMfmKOb6PJp6VwQT6TPlFaXpIJhd/4N9Tama9SiempJKansuCcRZw6PcTuY7BhnszlaxNwVlxDypQaVDRnFjX7jxAMBhkfGuHRn97H3HOW4ZmYRKVS4ff6CAWD7+dHS0FBQUFBQUFBQeFjgyJeKHwk8E0GscUbcY/5Get3c/yVTmJTzHicQRZelMPhF9pFoTQQCUZJyBB5wE1HBpEkMZkP0HJ0iMkRH8M9bmavzkCtlvB7QtgTjcSkmNj5SANLL88noySWfU8240g04XUHMVq02OINDHep8E6EsScZcA36qVqfRePBAeLSrMSnm1FpJGp39nFyexeDHRNi8BKkFzjInZfIn/5zP9GwTNHiZDLLhJAw1DGB2W7A7wkR8ISJRmSu/t4iBtsn+MuPjuL3hln+6UJ2PNxA0eJkTu3owTXko2BBIlt+KvIazjgqUgscOIc8eF0hUIkSTJVawjXkZbBjgou/NgeVSuK3/76LSGjGxZJVHkswEJ66/VBGG3STWWyn6dAgsSmVjEW9JCTmMHTpfzE+FI/+yADnfKaYoE90cai1KiLhKJopAWNyzM+Tdx1l5ZWFtFcLR4Zr1EdSro0Dz7QyMeJj9uoM2k8OEwlHSSty0HFqjMzyWBIyrejNWp780VHWfq6U5Bw7XadHiUuzYHa8of1TQUFBQUHhXxhPQJRAt/aLGKQjTZAcI5wWi4qFKDA6dSniC0BqrPh7fY9wInRPGSbbBsT63gDkp4jIpAmvcHA4LLCjWogfmQnC9WA3CxeDUSfEAJtRjMVmFNFPc3JFsbXZAJmJItbpcDMca5nZJ4h+iYJUeOh1EWmVmyyimzqHZ9wROi14/MJRcc1KIYb86XUhvqydI0q8i9NFf8bAuHA8PLVfbD86dW0UbxXrj085J1SSuG5yeYRb46JF4lh+98pM2bgUCZKUlUlUFpdGUtiHtfZeCpacz6nDg4znzWdUzsTnl5ESL6KzaxJfvMyyUonKXLEPtBoi4TAqnXDQBkIi1mpBoYaOwzvQBpPwpWVgTszlxKmTDHfamLd6Od3NrQQDAVKyMmiva6RgdjnW7Nmkqid56r4/sGTDGjIKculr78Jit2GLdbw/HzAFBQUFBQUFBQWFjwFKbJTCh85w9yQPf/cgDQf7Sc6zM2t1BgeeaeXkti5iU830t7q44j/mc91dS8koiaXx8CDeCXFH2sqritAZ1AR84u79wgVJ5M9LIqMkhhOvdSGppKk2yigdNaOc3tPHlp8ep35fH3qLlvFBL5FQlMlxP6de78HjDFG2PJW115dhsGo59Gwbkgp8k37q9vbjcQVIyLTiGvQiR8GeYMQSo6OnyQlRWHhRLnlVCdTv62egbQK/J4TZocMebyQuxYwlVo+q303vz47y6u9PYYnRs+SyfGKSzSDDkRc70OrVaHQqTr3eg0qjYu7GmbBrR6IJlXoqtyEKeqOWSEimv8XF3PVZeF0B5KhMaoFwPuhNGnQmDY4kM3GpFvKqEsgqtRE1mMlfXYRKLeFzhyhbnsL+Z9oxV1Ux0u2mp36cSDjKy7+u4Xe37uaFX1bz2B2HCIfEedYZ1KTmOxhuHidxMkhWSQyvP1jPwS2tRCMyHmeAP3xzDyPdbuwJRqJhmctuq0IlqdjysxMMtLmwxRnQaFSM9Lh54ZfVHH+184P6yCkoKCgoKHykmfTBg6/BiTaItcKKcthXD3tOQ0qcEAAuXwpfWA9F6eKx0yPWXVkuHBOBkHhcki5Eg4JUEUU14RWT7yqViI+q7oBnDkB1mxArnB4IhYVr4nATOL1i3fPnCWHjaIuIpIpEoaYD+sYgyQ7hsBAUrEawGoTY4AvCwiIoyRC9HG2DEImIaKr0eDBohduj99h+vjV7Ic+87sKog1UVEDdVi3WwUcQ1qSRo7BXPLS2eOVd209nF4xq1ECS6R2BuPgRDEI2KfhAQ+9QYrcTmlGE1QmEaFMU5CSQuIDkrHhJnMRk2MTcfjrRIqFVOJk+9QEfbACC6MX71Erzy9HYe+emvCASFiqJWiagtZ9MRjv/5MdKTzezoKWTHq8eRo1GCgQAP/e8v6G5uw+qwEw6H2Xjd1cRmF/PMn/fSMqTH6rCj1elwjozyyiN/4cj23e/Hx0tBQUHhQyM7O5u77757+rEkSWzZsmX6cUNDA4sWLcJgMFBZWfmBjw9g1apVfO1rX/tQ9q2goKCg8GYU8ULhQycmyUTO7HiCvggv/7qGkD/CnPMycQ37GO/3cOr1Hmp39yIDjiQjfneIF++tprt+jF2PNeL3hJGjMiq1RNPhQVIKHCRk2DBatLx0Xw3I4BoOkF0RD0DAG0ZSSZjtOiRJOBeOPN9BYrYVjU5F1+lRtj1Qh0olEQpE6K4bx+MUYknnqTGcQ17GBryotSpcwz5CAXEf3+m9ffS3ucieFU9ClhVHopFoRGakx8OSy/JZubkIWZaZnWNjst+LZyxIOBhFb1Tzwi9OojWoCXhCjHS7QQaVWkUkFCXkn3FQ1O3rwz0WRFJBUq6N0FTkktag5sgLHTz0nQM8duchnIMeSpakEPCGUUlwencvZrue9TdWUHV+AVFZRfWOPvQmDb7JEIULU5h7fjZzz88ie1YcY/0eZFkGCWKSzWQUxzAx4uf4K10A6E1a5m/MJkWvpsyoZu6U0yRndhxzz8/C7NDjmwyhM2koX5lO5+kxnvnxcdpPjaAzagj5w8w5L5OGg/088cPDrP+3CuZvyGG4a5L9T7ec1X2ioKCgoKDwr4bFIAQDtUq4D4ZcsLREOCCGnCLi6UiTcFg4zCJq6YVD0NIneiw8U+XZKkk4MVLjIM4mHAgvHRUig9Mj3BYghIqoLNwUKkmIBQcbIdkBWhW0DsDOGiFqRKOin8LrF+v2jsHIJAxNgEYlhJeAMG7SNgAdA2I/yQ6ItYiSbZcbKnNFv0Q0CrqGZxnpH2bc5ScYglgbPLlPdGCoVSIKC0QJeFSG4BsuE1oHZ/oqUmPFsYAo9T7WAg9ug4d2CDGjIls4VlQqqO0UQseGeTCvKpVQ2kr2dyVjiUsgGNWQlSCiu2bNLyd/Vhm+2mcBIZTEWCCjsBBv3EL2NwjpRKOGxdnj+LtO0759G47IMLn2YYpL0ymcU0FqThY+t4dwMMTC81bR3dzOcy/V03hgN8bRI4S7jjBn5RK6W9r4889/y7KL1rF4/WqcI2Psf3mbEiWloPAvxMDAAF/5ylfIzc1Fr9eTkZHBhRdeyPbt26eXyc7OFlG8koTRaCQ7O5srrriC119//U3bO3LkCOeeey4Oh4OYmBjWrVtHdXX13x3DG7dvNpupqqriySeffM+Ptb+/n/PPP3/68fe+9z3MZjONjY1nHe/7wc6dO5EkCafTedbzTz/9NHfeeef7um8FBQUFhXeOEhul8IHT3+JEpVFhMGvxugLEpprpPD2KezxA6bJU8ucmUrQwmert3ZjtetZcV0JmWRwj3W5qdvZisusYH/Cw/+kWMcEOIEM0IlO4MJETr3bSUz/GBV+p5JmfHicalkkrsNNRPUJMspm8qgQaDvYTCkSwJ5pIyrbQfGyI8X4v4WCUyVE/sgyly1NoODCAJVaPe0y0Zaq1Ejmz49FoVLSfGsEXilKxKo2SxSk88cMjjPa4Sc62kVkay7GXhZNgdMpZsPqzxWj1Gg6P+IlJsRBpchLxhPjTfx4ACTZ9bQ47HqnHaNVSuiwFe4KZvhYnp3f3suSyPBoPDTDaI26rjE21kDcngckRH95QlMiUIyKtyEF33TiSSqJqnZ15G7KxxOiJRmWikSgqtYrEbCsmm47kPDvnf7GCUCCMNdZAar4DgNzKBCbHAtjijFx1+8Lp981k1xObauap/z3Gok25HHimlXAwQsgfJbVunAu/UslD393PxLCfeRvFfivPzeTAllaQIRKRGel2E59h5sDTrWiNGpKyrCzelMtYn5vUfAf1B/qo2dFLZmks6cWxH9AnUkFBQUFB4cNlyDnV9WAWE/EZ8aLDwemB4jSoyBKCwpFmMTm/YZ6IkJrwwaFG4SZwB2BvnRAfItGZouqsRCEi1HbCp5bDM/vFvhJsQhSIs0BavOiQcPuF0yPeBk29wnURioJKhkEnlKZDU99MhBQIwSI9XggTjb1iG0XpsLhYxCiNToLVJBwOe+vEOhNeIcqsnSOOy3H5Hay/7BYGokmEo3D/y2K5DfNEZJRRJ7YZaxH9GEeaRI9HQw8MOMWydrMY34RXjGHq0ojsJGgfFEKP3STKw026ma4MEMdrM0FyrHC5+INgN0bJTFQBanJKCzGaTRh0cPWqM+9aFrq4LGKMQZ7/w1+oWDyPhmPVjIy7Oefb38Eb9HPROYk8c/8fGe7tZ87KxZisFqrOWUrTyVqQo6hHahiJhknKTOfk7j00n7RisphZsHYVk+Mu5GyZjoYmag8cJT4licLKivftM6igoPDWRJFpYgQXfuwYKCQe1Vl+r/eWjo4Oli5disPh4Mc//jEVFRWEQiFeeeUVbr75ZhoaGqaXveOOO/jCF75AMBiko6ODhx9+mDVr1nDnnXfy7W9/GwC328369eu56KKLuO+++wiHw3zve99j3bp1dHd3o9Vq/+ZYzmx/YmKCn/70p3z6058mLS2NJUuWvGnZYDCIbipG792QnJx81uPW1lY2btxIVlbW31jj7flHx3KG2Fjle6iCgoLCRwlFvFD4wNnxSAMGkxa1VsVg+wSLNuVijTFgsGrQmzSoNcIQtPLqImKSTAx1TvLEDw9z4S2V5M1NILs8noA3xN4nW6a3qdZIyFGZ3gYnqCQC3ghP/egYWr0as13DUOckaq3ExpsriIRlChcm4x7188J91eRUxmMw6VBrVUSjYoI/5I8wORogGpZxjwewxOiRJRnPWJCBtgkK5iVStS4L17CPoy92otVpsMQYcBQZsSYY2X9/LeYYPZ7xALlz4mk9PsJz91RPzySUrU6nv3eSgEd8sy5dlozbGeDK7yxEo1Pz4q9OcezlrunjO7iljYySWMx2PVXrskjJd/CbW3YSCcvozRrO+UwR2x5sICXfwezVmWSWxSJJMxfV3Q2jvHTfKS7/f/NIyLBy3Y+WTb+2/6kuanb1sPDiXCrPzaRkSepbvm/Fi1LwuAKEQxGGOydZtbkIlVrFWJ8HR5IJgLnrszn+ZDPa6mGu/cFiRvs9NOzvx2DR4HeH0erVxCSbGen2EJtipur8LJ6/p5poRCY+zTp9ftQ6xRSmoKCgoPCvw65a0f2Q5BCiwZo5og/CZga1WkzwA5xbKYQKXxAe2wUXLYTSTNH7YNLD1uMz25QQToXBcRifFI6FJ3YLN4PDLDoiZOC8KrGvufng9sGWg5CVILanVguxREKUa3tDwjkx4QOzXjzvCcDwhCjbLpuaazrUKPZh1AnHRVaiECuMOjH2wjQhPDx38Myvfj1leWlM9ojtAWQnCFfGRQtAr4Pt1fD6qZnj298g9pmdJDo7shJFr4UvKASVDfPE+bCb4OJF4phUb7i8GBiHP++BTYuFM+S6NTOvNR0+xJEd+ynZ9CWWVhjIKS0ip7ToTe9bYRqEAhAJhxmZiDJ/3XnIYT/eSTcGoxGAyuWLeO2hJ3jhB3fxH88/SSQqc3L3AUwWM163B5VaTVxSAoNdPWi0WpZduI7n//AI4VAYk9WMPFXuodYoX9sUFD5ojtHL41Qzjm/6uRiMXMls5pL2vuzzpptuQpIkDh8+jNlsnn6+rKyMz33uc2cta7Vapyf/MzMzWbFiBSkpKdx+++1cfvnlFBUV0dDQwNjYGHfccQcZGRmAcDfMmjWLzs5O8vPz/+ZYzmw/OTmZe++9l4cffpjnn3+eJUuWkJ2dzQ033EBzczNbtmzh0ksv5cEHH+Spp57i9ttvp6WlhZSUFL7yla9w6623/s19SJLEM888w6ZNm6a/vx47dow77riD733ve3z/+9+nu7ubW2+9lVdffRWVSsXy5cu55557yM7OBuC6667D6XQyf/587r33XvR6Pe3t7Tz00EPcc889NDY2YjabWb16NXfffTeJiYl0dHRwzjnnABATIyKXP/vZz/Lggw+yatUqKisrp+OtsrOzufHGG2lpaeHJJ58kJiaG73znO9x4443Tx7F//35uuukmGhoaKC8v5zvf+Q6XXHIJJ06c+NDirxQUFBQ+KSgzhAofKP1tTpyDXpJybfg9IUx2HYPtE8iyzIZ/m4Vz0Msj3zvIw7cfIG9OAj53iO6GMTQ6NY/fcZjWY8PUH+inYlX69DaTcm0YbTp0Rg2SRsIzHkCllrDF60krimFyNEAoEEVn0NDX4uSx/zrEjofqSS+JoXxFGr6JIKFghMlRP9ZYAyF/hEu/WYVKJQkhRYagP0w4IISGiWEfHadGOfFaFyaHnuxZ8bRXDzPe76G/bYJX7q+lYH4iubPjMVq1tJ0U7ZVmh56552eh1as5trVLCBdT/wJTcmLY9kAdR17qoG5vH/POz0ZrUE8fY0qBnc7aUZZfUUjn6VFe/V0tl//HPOZtzCbgCTPW5yEciBANy2SVxxGNyrz+UD09DWOAiOYqXpKCNcYgjmHEx+++vpu2k8OkF8dgsumYGBb5D60nhqjd3fuW75/ZrmfN9aXse6qFrtOj1O/vJyXPTny6CKYuXZrKuo1ZtA75aNrfT0yKmRVXFlK5JpOYFBOf+/Eyzr26mGVpRpZWJVC7qw9JgtXXleBxBahal83aG0pJyXW8dx86BQUFBQWFjzAuDwyMCSeFPyQm6ofGQY7C6grhGHhgG/zhNVGCrVJBQ7cQAp7YIyKkajqhOGNmm3FWUcatUoNBJ8QGtQRmnXBJuL1ChNBrhDPij9vh+cOQFCNEjEm/EC1cHuGyCEVg0yIhCmimLk/8IVGULSNEj/ZB0Zshy6IYvGNQFIUPOoVwkZ8iyrdtJiFcgDjWhYXiWGq6hHBx5taLonQhPhxqguOtsKBAlHyfId4GvaOwoFDs59mDcPky0fkRjooYq2BY/D0nSZy3nadEtBaIcZRmiggoEKLH/S8Lh0pSZhrmzFk4/eLO3c4hONr81u+fVq/jvM9ey96BYuqH7DSMJWFLzSMxQ9wMklNaRFFRDvqERE7s3IfJamH5ReuZs3IJtlgHV996E4s3rGHw4F60vgmaTtYSDodZdsF5hINhiqpmseqSjeSWFr/1ABQUFN4XjtHLrzh4lnABMI6PX3GQY7z196V/hrGxMbZu3crNN998lnBxBofD8bbb+OpXv4osyzz7rIi6KyoqIi4ujt///vcEg0F8Ph+///3vKSkpmZ78fydoNBq0Wi3BN0TY/eQnP2H27NmcOHGC7373uxw7dowrrriCK6+8kpqaGr7//e/z3e9+lwcffPAd7aO/v5+ysjJuvfVW+vv7+cY3vkEoFGLdunVYrVb27NnDvn37sFgsrF+//qyxbN++ncbGRl577TVeeOEFAEKhEHfeeSfV1dVs2bKFjo4OrrvuOgAyMjJ46qmnAGhsbKS/v5977rnnb47tpz/9KfPmzePEiRPcdNNNfOlLX6KxsRGAiYkJLrzwQioqKjh+/Dh33nknt9122zs+twoKCgoKfx/lFh6F95VIOMozPz1O6dJUSpelMtDqQpYhNcVMxcp0tv+pnqbDgwAcfamTpBwbHTUjyFF49p4TJOWISfuC+Ym4hnwggS3OwOEX2tHqJUIBmdgUMws25iCpJNIKHRx+oZ26vX34JsNMjvoxWDX4J8P4JkNUb+8mKcfGWK+H+27aATIkZFoJhyJklsXSVTfGuZ8t4eCWVvqaXdPHEZwqBD+DI8nIxKiPiSEv3XWjRMIyaz5XyrY/iDyESWeAlmPDOJKNhEMiWklnVFP9eo+IeJrKgk5IN5NbmUROZRy2l/TU7+/DaNERl2YBWUZSgVavJrsinsySOEwxOk6+2oVGr0Zr0DBrVTpj/R4OP9/BmutLKVoo7ryJhKJ01Iww0DZBxco0Klalc87mmS+9epOGhEwrp/f2EpNo4urvL5p2vDQfHsQ57KN8xZvvJvK4Arz86xoMFi3xmVae/3k1aYUOzA799DIH6saZ0KrobnWx99lWZq/OFPFVDj2DHRO88ttaFmZasKdZmFcUS9GCJEZ63Bx5oZ3rfpRA4XxxDAFfGK1OhUqtaKwKCgoKCp8sntoHmYmiU6FvTIgAFn8Xy+dmsv2kKNGGqYLuWKjvFlFQz+yHgjQxmZ6XMtP1YDfB4an4KH9ITMjPzhVl1bnJovvheKvoohh3g9kILq94vL9OuBL6xuC+FyCKWD8YhuxEEV+1olyIJC39M8cQiYoJ/zMkO8DphrEJUSAeisCa2bBtKlbd6RECh90EOrUo7daqxbhgpqsi1iLcFEUZohy8qUe4Ria94k+NWsQ9ZSWK5RJs4rzIwN7TYqyDTjjYIISMylyxXVmGtkGZ7hGJ0UlRJL6mcmb8WjWk2Ly0VjczmFnBZVeno5sSS1r7xc+8gje/lwGfn2d3+9Gq7eQkSzy1D2KmxKMzRK0OUisr8QeCPPKTe8ktK2bJhjUYzWYmxsbZ9sQW4nNzScpIo3zRXJIy0wj6A+x/6VVSczMpnCPiokKBICq1SnFhKCi8z0SReZy/3wnxONXMIfU9jZBqaRGxyMXF/7hYGRsbO+0sAOGe2LlzJ5s2bZrucSgoKOCVV15B8w7/XxIMBvnpT3+Ky+Vi9erV08+vXr36LFfF5s2bOffcc/nud78LQGFhIXV1dfz4xz+eFg3+HsnJyWg0GiwWy7Sj5OGHHyYajfK73/1u2pnxwAMP4HA42LlzJ+eddx4AZrOZ3/3ud2fFRb3RqZKbm8vPf/5z5s+fj9vtxmKxTMdDJSYmvq0wtGHDBm666SYAbrvtNv7v//6PHTt2UFRUxKOPPookSfz2t7/FYDBQWlpKb28vX/jCF972mBUUFBQU3h7lylfh/UUCg0WLVi9u06tck0mOQc34lma2WgwM93mwxRsI+MJY4/SULUsjEo7ScKAf91gAa1yQrLI4KlakU7Y0jbh0M0Ndbp6/5yQlS1JoONhP/b5+Spem0nZymMZD/UyM+EkviaH58BA+d5DKNZkc2tKGSiPhHgsQ8ArlQJLEF92Rnkl0Bg3eySD2BCMp+XYkjUQ4FGGo043BLCKPHCkmnP1eTDYtrceH0epUtJ0YRm/R4nUGqdvTi0anQpbB5woiyzLly9PJm5vAQ9/ZTzQsEw1FcSSa8HtCyLLMcLeH9JIwf/6fY4SCUXwTIezxRuLSzDiSTMQkmzDZdKQVCitrwBcmd04CGp0aCfjzfx8BoGhRMtkVcdOnXa1RISERDUc5UwvyRvQmLWmFMRzb2kFfk5OKqkSO/OE0cQuTOe/zZch/oy/74JY2XEM+NFoVafkxfP5nK9Abxf9GJsf8mKw6UvIdZM+K58DTrYRDUaTWcU7v1rLz0UYMZg3xGVb6LXoSDBr0ehV6s5a4VDPrv1iB0SJmCWRZ5qFv76dwQTIrrix8Dz6ICgoKCgoKHx2MehHfBFCSAeMHn+O+VZtZ83QXzmgMZr2YqHeYYVaOcCMcbhTChMsrJu7LsqAqXyzj9okYqeIM0TvR0i+2OzYJp6dSKDMThOPBFxB9FDtrxHVQMCLEhjcy7hZuCJdXiA3pccLN4fKKfg6dFgIhIRwMTwhHRI2o+qJ3TAgBoYjox9BpRPyTLyCOKT9VuDv+8JpYPhwVLgq3Tyw36oakWPjzbvAGhEDiMAsxoDwTMhKEeJGdNLV+BHJTRLF4MAIPvS72U5AqYp3OpGhKEpjrf0sg+0JkOeVN74lGDQX6JvZ0dNPJLLKNvTxyz1NUbbqYDWuzWFH+1u/lyb0HGe0wEE1ZSIwFvnj+jEPEO+lGp9eTkJaCPS6W2kPH8Ls9HPnL02SXFLDtz1vQ6LQkZ6STnJVBzvxKNFotBpMJg9HAOZdfSEx8/PS+nv71A8SlJLHmik3v5uOmoKDwLmli5E2Oi79mHB9NjFBMwnu2X/mtvrj9g9s5M9Hv8/m44YYbWLp0KY899hiRSISf/OQnbNy4kSNHjmCcirh7K2677Ta+853v4Pf7sVgs3HXXXWzcuHH69Xnz5p21fH19PRdffPFZzy1dupS7776bSCSCWq3m3VJdXU1LSwtWq/Ws5/1+P62trdOPKyoq3tRzcezYMb7//e9TXV3N+Pg40aj4ktvV1UVpaem7GsesWbOm/y5JEsnJyQwNDQHCuTFr1iwMBsP0MgsWLHhX21dQUFBQ+Nso4oXC+4pareKCm2cTCUfpODVCW/UwSzdm09vjYXiXsNp6XEFApm5PH2XL0vC7w0yOBVh6WT6ndvSgN2mQozJ7/tzEaJ9n+ktoX4sTjVZF+cp0bAkGTr7WRUyqGWuMgZ76cdZcX8K+p1o49GwbSTk2cioTOPJC+3T/wplrQ7NDFHIHutzEZ1gY6/Nw+Nl23E4/yKDVa5i9JoNDW9qxxumZszaLvhYnJruOU6/3ULQoBY1WRSQSxZ5oQqcXDovELCtpRQ62/PQE0bCInopGZWavTmf/llaCXnGL4YlXxKyCyS4utvRmDf0tLjQ6FdYYPVt+dgKtQU1+VSIGixBOZq1OZ/kVhSRmW9EZNBTMS0JSzdz1o1JLFMxLIrMslsyyGVHjjczbkE3V+izkiEx03I8zGEU14hNOhzdcV4aDESLhKHqTlpHuScwOHTEpZuoP9E+7M4L+MA/ffoDZqzNYcqnITQ26Ahza2sXJVheWyRBqrQq/J0xmeSz7/9JK46EB0otj6G0SBePWGAOv/6meeRuykWUheuXPS3xPPocKCgoKCgofJTbMExPsXcPCVTH/nFVcdvf9dEYdgIhP0qqhrgcWFguHxGRARCS1DwrXg0oWrome0ZntDkzFTc3KFs6Ol46K7oq0OLGvVeVwqgN21Ih+jaI0ONgoCqy9b3BRWIxCTPAFhWgx4YUDjTA6MbWADOfOFj0UFgNU5YluDatJuCWK0sBsEJ0ZJr2InjrcLASI3GQRIxUMidgqWRbiSFPfjJOjbkpwMWiFcKPXimgtt1/EXm05BGoVlGUK0aGxRwg358+FhiQhghRniGXeSF5ZMbFJLnKL3yxeAJTMq6SoahZRWWJiAAwZJXhkKypJRHCdIRKOEAoGMZiMDPX0YRrqJz1mkIaDCVStnCmy/fMvfkt2SSGrLhGTfWoJDm3fgzEtnX0vbUOr0xIKhkjNzeLwaztpq60nu7iAjoZmtDodGp2WQ6/soLCyHHtcLNGoTP6ssnfxSVNQUPhHcOF/T5d7pxQUFCBJ0lml3O+W0dFRhoeHycnJAeDRRx+lo6ODAwcOoJoq/nn00UeJiYnh2Wef5corr/yb2/rmN7/Jddddh8ViISkp6axOReAto63ea9xuN3PnzuWRRx5502sJCTPC0V+PxePxsG7dOtatW8cjjzxCQkICXV1drFu37qy4qXfKXxebS5I0LYYoKCgoKLy/KOKFwgfCoefaOLmtG61OxcKLcsnekI3l1DDu8SA6g5qgL0zAJxwRBosGZDiwpRVJkpgc9fPMz05gkGCFQ8f+iSBhwDXkIz7dwslt3ZQsTmHRpjx6m8cYaHPhSDIx1DmB3x1GAirXZpBZFs9Yn4eMsljqdvfiHPThnQjiHhMdGdGIjMfpZ+tvaolGRBH2ui+Xk5hpxTMRoPXYCLlV8VhidHSdHkNnUGO260nKsZKS58AWL+5acQ56GWhzMdLj5sn/PoLBoiUm2YRGr8I3EWLPk81EQkI5scQK4URjkPC6xEVUyB/FOezF6wzSenyYnNnxqDUqGg4OkJBlpWx5KrW7e5l7fjblK9Lf6nQjSRLLrhDZBsHuSbxjfhyz33xXkEolgUpCnWji8p8sn36++egg1lgDybl2tj1Yz3DXBJu+XsVIj5u552cx3DVJ0BciHIyg0anpbRjH4tATmzJz0Rg36EEriTsqtXoNRYuTqNvdT92efspXpVK7s4/CBUn0tTqJhmTcLj+lS9NIzLbRcnQQ15BvOspKQUFBQUHhk8aJVhELpVHD/AIbG268msd3wbhHuBVUEoSmYiYNUzeTVreJiKlwBJ45BOHJMdp/chV533wUlSWOcTfEWoVAUZwBy0pFHFT7oIiCmvSL+CYJMfFfmikeJ8WIovARlxBO3D6x/6gsHBMvHhUig0YFFywUEVGBkOjpSI8T+zzSLEQVq1GIJRkJM30Sbh90jwjx44ndQthwWMBuFn0cpzog6hsHtRGj0YAvJPblD4n1g2ERBTXmFtvJSRLCRF23EE8WFMKRJlhYIBwnf4t5564AoKumlt6GRhZ/6rI3LaNSqVABsWlpfOs/ZiI02wbEmDIT4cDW7bScOs3Vt95Ef0cXxXNnEwoECYdCBP0BdAY9fe1dGMwmYhNnrr8OP/YYQZMDg92GWq2mbOE8Tu49QO3Bo8xZsZgTuw+QnpdDb3snoUCQUCjErCULSM7KYLR/kMlx5z/wSVNQUHi32DG8/ULvYrl3SmxsLOvWrePee+/llltuedOEvNPpfNt4o3vuuQeVSsWmTZsA8Hq9qFSqs4SHM4/fbvI9Pj7+7xZ6/zUlJSXs27fvrOf27dtHYWHhP+S6AKiqquKJJ54gMTERm832jtdraGhgdHSUu+66a7qo/OjRo2ctc8apEYlE3rT+u6GoqIiHH36YQCCAXi/ilI8cOfJPbVNBQUFBYQZlZlDhA6FokYj/+cLdK/FNBmk8OEDQLy6Wgr4wG8te4Op1xwHoODVKbKqZDf9WQSQURauT0OhVBCWIsWs5c40lqWGs30Nsqommo4PEpVvorh8n6AuzanMR9fsGAJloFLbef5rH7jhI85FBxrrdqDUqAr7QzAAlWYgLk2F0RjUqtUTAE+bFX1bzwG17eez7hylZmszhZ9t5+de1SJJMOBTB4wyw7YF6Xv51Da//qZ6nf3KM03t6GeyYBCASlolGRIm2zqDGGqtHbxKaoTlGh3ciSGZ5DEsvKeDy2+ZisusIhyIEPGEkFRhtWlZfW0JH7QiSBLNWpbHsUwVUrcviT/+5H+/E29810vBkE4/8qoaW44OEgjMXZs5BLz0nhnjlP/fxyLf3AyJCa/uf6tnz5yaqt3cDkJxnIxyKIkdlrvjP+cw7P5vzPl/OgS1tPHmXuAA8/EIbHmcAjW7motSXF0NYkvj0txcwZ00GapUKSQUep5+6vf1T7/UImcWxSCqYtSqdztpR4tIsVK3LomJlGrb49/YLgYKCgoKCwkeF/BTRz3DzRhFpVNMxM1kficCqTDc3zBVWh+Y+MUl/4SLxmloSzgyN2Y4u7EJSiWsLCREVFWsVvRgWo/gzEIIlJcLlEZ0q2X79FPz+VfHcoFMIJoHwGwYoC2eENygm7dVTNyQ8d1AUiD+wTRRwH22BLQfFdiVg0ie2/fQ+0UHxx+0irmpgfKbgOxwRMVYSYNaLH0P9g9gGXiUYEe6KZWXwmVXiuI26GdFFpxFdFYNO4bCoyBb9FcvL4KEd4vjfjhfvuZdThW9JQQAARFRJREFUp5poqG4i8IbLwUkfNLW6+N8rr+OBH/yUSDiMa3Sc1186wN7TUQ5PlXYnZaSh1miYGHNy+U03sGjdalZfdhHVew/x5C9/C8DJPQdwj7vQ6Gbu1l163WfRWSxc+LnNLFp3DgG/H5WkIhQIcnLvQQDa6hvJLhGRmRWL59NaW09sUgIl8+dQuqCK+GTFlaqg8H5TSDwx/O04JYAYjBQS/3eX+Ue49957iUQiLFiwgKeeeorm5mbq6+v5+c9/zuLFi89adnJykoGBAbq7u9m9ezc33ngjP/jBD/jhD384LTqsXbuW8fFxbr75Zurr6zl9+jTXX389Go2Gc8455z0d+6233sr27du58847aWpq4o9//CO//OUv+cY3vvEPb3Pz5s3Ex8dz8cUXs2fPHtrb29m5cye33HILPT09f3O9zMxMdDodv/jFL2hra+O5556b7vw4Q1ZWFpIk8cILLzA8PIzb7f6Hxnj11VcTjUa58cYbqa+v55VXXuEnP/kJwJvcKgoKCgoK7x5FvFD4QIhLtUxHDNXu7uPIi+1cdttcLLF6ZEA9VINqRJRdb7xpFhd9tRKmys+WXlFIbmUCsgSNKVaib4gCzZ2TwGiPh+Mvd9J4cIDr/nspn7lzMfHpVrJnxbFoUx45lfFYdBLWQIRoROb4q110149Pux8AihelEJtiJibFxNIrCrDETN2FEZaxJxjR6FQ4kkzozRpkGdKKYtCbNEhT/4JGetz0towzPuCl5egQao2KSFimdFkKKQUOql/vpqfeKeKwLs9Hb9agN2mJhmVcQ352PdZEzc4eLA49Qx2TWGP0OBJNzN+Qw4lXu7DGGYhNM5NeHItGpyZvTiKzV2egN4vJipPbutjxcAPNRwffdO6zryqisCqR1/5Qx4GnWqaf3/dUC68+0kicWUN2kejUaD4yRMP+fkqWpHLONaIoLjXfgSPRhEqtIiHTikanZqDVhcmmI3tWHKExPytMGq6+qYL8uYkE/WLmI70ygRt+uhxHkonB9gk6To1y3V1LWfapAqJhUUbednIE57AXWRZOmpipgnNLjIEVVxVhtOjobhijp3H8n/sAKigoKCgofMSwm0XckiSJyf399XD5UogxAxKoQiHUITGzvq4KrlguBAsZ4TQozQRJpeaChw8imeyA2FZespjAP9IkHA3Xr4VrVwuxID9FrFuUCio8eD0dhCJwql0IJOE33HyakwKJMeAwwaqKmQLqqAw2k3A+2E0icgqE28KkF44NEC6PjkEhCNR3i7FFolCQIkrHT3UIR4gnIAQIfckFGHIWE4kKoWJnDRxqFOepb0xsO8YizlldlxAxYqdiqNQqUWBemSsEG4DTnbD12Eznxxu56r/vILO0gt2dqWw7OfP8oUbYetpG2OMhLj4GlVpNT9cQp4ILSbEFuGAqwjwxPQV7XAxqjZrYpAR0ej39YxHMNhvp+blMjIyw7567KS3OpnT+HEIBcbNJRlEB1/3n10jKSGN0YIj2ukY+/e9fZMUlG5BlkFQq+to6Ge0X13PO4VEccTFEI1EMJiPLLjgPi8POYFcvnY0tKCgovD+okLiS2X93mSuZ/Z6WdZ8hNzeX48ePc84553DrrbdSXl7O2rVr2b59O7/61a/OWvb2228nJSWF/Px8rrnmGlwuF9u3b+e2226bXqa4uJjnn3+eU6dOsXjxYpYvX05fXx9bt24lJeWtI/T+Uaqqqvjzn//M448/Tnl5Obfffjt33HHHOyrr/luYTCZ2795NZmYml156KSUlJdxwww34/f6/68RISEjgwQcf5Mknn6S0tJS77rprWlA4Q1paGv/1X//F//t//4+kpCS+/OUv/0NjtNlsPP/885w8eZLKykq+/e1vc/vttwOc1YOhoKCgoPCPIcnvVSvUu2BiYgK73Y7L5XpX1j+FTwahYISBNhexyWZ2PtJAYraNqnVZb4oIioQj/OaruzE7dEyOBdAb1ORUJtBwYAC1TiISlEnOsTHYMYEsw5zzMqf7FkZ73UTCURxJJn5/6x4WJhpgIkBHqo3+ZicAcWkmRnu9qHUqNFrRzfHyr0/hnQyhN2owO3SM9XnRGtSYbDrMdh19zS6hqUz9qzFatfjcoenHKo1EyZIUxvs8pOQ76Dw9it8Twj0WmD6u63+8FI8zSCgQwTnoZddjDWSVx9N+cgQAnUHNZd+aR2yqmaA/zO/+fTdqjYrP/98K1BoVnadHqd3Zw3lfKGe4a5LexnHczgDdp0fxToTYfOcihjsnya0UMQUNB/rZ/sd6Ks5JR6NVsXhTHpJKYnLMT8AbIj59pvzMOejlke8fZNmn8pm9OhOAE691cejZVjLL4wh4wxQtSGbHIw1IkkRJoZ3sMR+mJDOOC3NxyfCXu44yb0M2R17s4KKvVZJRHIssyzz83QNEwlF8k0EklYpIKEpKvo304liOvNABgKQSsRSX3lpFSr4DgD98cw9qrYrP/vfS9+ojqKDwsUT53fnJRnl//7WJRKFvFGxmONgguh6WlopIqb/m1y8LEcPtFxP42Yki8kmainlKssOQS1yalGbAeVVivXG3iIBKjYP7XgT8Bxkd7yY/bxODE8IdkGiDoQnhskCCixbC7loYnZwSC6zCQaHXCsEgOUbEKalVwgUhI8YeCMMbv2HMK4SuAchMEt0YY5NCtDjD5lViG26/GOP2k0IMaRddqKhVQthJiRWPf/G82P4X1gtXRv8YHGgQnReTfmjuFa839IDHD9eeC8MuUeItSUI0efYgVKZPoh49zZLV81Fr1Hj8QmxJjpkZmz8Iv3k5TFWBhmVT/a7Np06za8tLJGekodZoSc/PZs9gOdqaX2M3qNj2ox+TUpDHJbf/J3mLFvLEz3/D7GULObHrAKs/dRH5FWJDz9z/R3xuD27XBBqthnAojCMxnjkrFrPjL89Pj0GSJNZeecm0I+Pxu+/H7/Vy3X/++z/ycVNQ+MTwfv/uPEYvj1N9Vnl3DEauZDZzSfs7ayr8q/PII49w/fXX43K5/m4puoKCgoLC26N0Xih84EwM+3ju7pMk59pAkuhrcdJePcLGm2dhtuunl1Nr1Ky+toRTO7qJz7DSfnKEhgMDAESC4huxya5j3oZswsEoxYuSp9d98q6jRCNRtHoNtkQDR8cChAJR0lUSkgQZpbFsuKmC39+6h5A/SiQYZcvPjlO+Mo2u+jEu/uocJoZ9PP3T44T8EVx+H66hqYtWGbJmx+Ee9ZM3J5GTr3UhI5OQaWPehmwOP9fOQJuLvhYXqQUOImEZgznK7HPT8U2GmBz1s/+pVnyTQa7+/iLy5iSgM2joa3EyPuilbFnqtL1UZ9Bw1fcWYrbrp8WdgCfExKifaESms2aU03t6uf5/lxEJR/FOBKnb08fRlzqoXJtJxco0smfFs2pzET53kCPPdzD73AyiEZnnf1HNik8XnPXeWGL1zFmbSVaZsEAPd01y4JkWZBk6akbQaNQULUzmolsq2f7H09Q1OFFZNCz9XDm7n2xGZ9JQsiSV1EIHi7S5JGWLLxGSJBGbZqajWrSKajTi/YtEIBKKIkli35OjAbR6NTFv6M5IyLRijVMu+BQUFBQUPrl4A/D0fuEycFjA5YEn9ojJ+Fjr2cuumQ3V7ZBgF8JBS58QDc6IBVotzMkTwkd20sx6j+8W8VE6jYhi8rAAa8IipuK5SY2FSxbDg9umhAUZthyABUUQ7YULFwJREc10JmqpTVyWEYkKEcXtF2Xdh5tBI4HdAvMLhFNiaEL8pE85NPwhWFgo9uUPCfdH9zD82wYxbq1aCA7948KZ8cby7WtWC5HkTBdIICRKxSNR6BmBE23wubWwqFg83zkknByVuVCeJcawehaoR9rYt3cnZZV5mK1Wtj7wKHNWLoGY4ul96bQwr1BD/tQNypPjTnY+/SLIMv2dPahUKlJzMtm0wsie/iTG+zpJrqrilt/fR2NNAyf2HKR4biXJGWksWLuKtNzs6W3HJiXQ2Nt/1vsbDUfwuj1IkoTBYsY36UZSqYhLmXkzE9NTif6TGe0KCgpvz1zSmEMqTYzgwo8dA4XEvy+OC4WPN3/605/Izc0lLS2N6upqbrvtNq644gpFuFBQUFB4D1DEC4UPHJNNR0ZJDLPXZPLKb2vRmzRniRbD3ZNEQlEmR/wcfLaVy2+bh86ooeXoEMe2dkyLCBqtRHv1CAs35fHYfx3CYNHy8v21qFQSGp2KaBhC/jDO/jA6kxqdUU1f6zjx6RbO/2IFarWa9KJYuuvHUGtUhIMR6vf1E/RH2PdUC501o+TNSUCWIWdWHLGpZrrrx+k6PYoki0l3g1nLRV+bg96kIegLs/2P9ay8qoiaXT2M93voa3ZisGhRayRKl6Xx3M9P0F0/hnPYy+prSgDQm8TdjmmFMaQVilv9Ok+P4psIUrw4hZjkmYn81uNDpBfHUrhACDWLLs5l3sZsBtsniISiZJTGMue8TOLSLLz6u1pikkyULkulbHka0UiU4kUpmO16PK4AJqv2rI4KcU7VFC5IIuAV0U8muw6DWUtSjp1Z56SBJE07KVQqNRpNmOL5SZza3UP9/n70Jg1avZq6fX2kFzsoW57Gw7cfQJIkPM6AcFZEwZFkwj0aZKh9gqF2kedtizdgsulIzLKjUknsf7qFkR43cWkWll72zoviFBQUFBQUPm7otZCVBMVposQ7GhUujDNR2WOTwkEgy2IS/tLFQhho7BEl3oMusaxWJSbvz5kFj+wQk/m7akThtVolBI1QWBRfqyUVeq1wfMSY4aJFoNWIcTT1iDF5g1DbIQSGXTXCvZGZKDowshIhJQZ6RoWAYtAJx4daBZ9aJuKj1Cp48QisKBMiwLBTLK/XCBGlME30Y2w9KgSMJSUz5wNEkXjSlAuid1QUis/OBccbOmzbByDOBtetEY+r8oRAMe4WLor8FBFzZTOJsZj0IjprVg7I2bPILMjG6rATDAQwmE1opwpcz6CSoDRhFO+4BxyZ6I1GzDYLJouFRetXE/D6yCoWN4Oooz4kSSItPZWejh5OHzqGSq3CHh9H3eHjxCYnUr5oHk/d9wf8Hh8yMpIkIcsyZruNoM/PxNg4h7a+DoDBZMQRF4vJasZkMXP4tV04R0fRGwysvvzC9+GTqKCg8NeokCgm4cMehsJHnIGBAW6//XYGBgZISUnhU5/6FD/84Q8/7GEpKCgofCJQxAuFDxyjVcdFX50DwI13r5x+fvfjTbSdHCLgDWOJMWCJ0eMeC+B2+kmy2ylZkkJijo3u06MULUxm56MNxCabqdnRQ0ZxDD2N47iGRH+CSi2xaFMeB59tRaUCCQkZGZ1By3C3m4dvP8hn/3sJPY3j5FclolJL1O3rx2jTEPRH8E4EmL8xm4RMK3qTBluckdYTw5x6vQejVUvV+ixe+MUpdj/ehEotYXboWX1NMTqDGpNdRyQUJRqRRazUpLg9sbdpHJVahYSMPd5Ico6daCRK7e5eTm7r4rwbyknOFZnVdXv6GB/wULx4JofUPe5n629qKV2eSjgQYeVVRbhGfOhNGp7/+UlMdh3X/GAJOoOG/LmJpBYsw2Sb+QKuUqswWLS0HBuk+dFGypOM0/t7I7sfb8LvCXP1lOPjcz9eftbrPY3j7H68iQtumY3eqKG7bowDf6wnf24CSy7J50/fOYCkhp4GJ499/yDeyRCSBPM2ZtNZM0piro3Tu3qRo6A1qImEI0QjEI3AYPsk8y/IxTXs4+RrXah1KgbbJxTxQkFBQUHhE41OA5sWib8XZ8w8f7BROBKCISEE5CQJd8OYG2JtovciPV7EI5Vnwb46ISw09UKiXbgOhl0iTkolwfxCON4iHqslIYao1TDuEY6L69cIkSA9XkQ0HWiYia5y+4SLwmYSUU0Oi3A0HJva3qpZYhy7T4t1NGq4aIFwUBh0YvzBsFjXJyogaB0Q49JqxE9qrBhTXRccbhJdGzlTxtqGHhEHNTt35vyEI/DcYShMFe6TVRVinFatjxd/+yjh1GXkby5CoxbdGJ8/b8atAcIZarbZae8N8ZfbbsZVe4r1m/e/6f05vG0XA509XHvbLegMeq7++k1nvT7SP8DrTz7POZddgNFiZmxwmK0PP0lqbjZrrriIh/73l0hqFWMDQzz2f7/C5/YAsOC8c2itqSM+JZnWmjrCoRB6o4FgMEw4bjaSyUN/ewOrLt2I1+3h1L5DaHU6gsEgKzdt+Gc+cgoKCgoK7yHf+ta3+Na3vvVhD0NBQUHhE4kiXih8qNTu7iXkjzDnvExs8Qbi062iX8Kh5+hLHVhi9Pz5zodZ9Zn5VKxaQFyKmeYjA7zyu1o8ziDhQBR7ohEZ8Iz5WXJZPmqdiq7TY5x4tZP4dAvusQDhcJS0Qgflq9LY92QL4/1eqnd0UzAvkd4mFzEpJtRaFRd9tZItPztBb4OTuFQzHbWj9DaMI6nAZNWBBAsvzuXgljYkCdbeUMarvzvN5KifV353GotDz76/tLDxplm89KtTGMxa5pyXybGtnSRkWClZnMJgxwQdp0YwmLV014+z54lm4tPNaA0zLoi1N5QSjcyERdfu6mFyLMBlt81lrNfDwWdbaToywK5Hmzj/i+UkZFqZuyHrrHP7RuECQI7KNOzvZ9djTVRZ1KhHfUS9IbyBCBqdGr1eTajfw5rrSgkNetn2n/tIWJLK8LCXkV43G1ek4a0ZQb0+G5DZ+XADF91SSeGCJJoOD+KdDBHxhpi1LIVTe0UEQsAXpmx5Co2HBgEZ70SQ9hPDWBx6JscC5FQl0FM3htcZxBprQM6D9uoRvK4AsgyF85PJKot9nz59CgoKCgoKHz0ae0THxJISsOgh3ibcAjaTmNA3auG3z8LSMrhohXheo4bnDgr3RTgqyquRRPH1vALhVOgYEi6KeNtUt0QQMuOE6HG4CQacUNMBuUnQ2g9Gvaj5umABvHBEjKl7RDzX2CvECINORECurBCOEYD1VbD1uBAWnj0kYq9ePwVXroDXToj9rpoluj0y4sWx9YyIbZr0wr3x2kmxnv4NlzKrKkQPyBkaeoTQctUKcHpFT0bHILx6AtbNVpGQYKZoztnXQkb9WQ+JRqO0Dqh48YgaT3c/Yw31TDY2os0rQ5LAoInQeuQoSzesZaCljTtvuoe5my4kRu6grbaetFgLW//vF3zt+WdQqVXsef4VNlz7aTIKcskpLcLrdjPS3UtpVQWnj1YD4Pd4qVgyn7ojJ/BOTBIOhWg73YA9LpbRgUESUpMZn4wynL4arbaZTF2YzoYWBrp6iUajZJcWkpKdiSzL0zGjCgoKCgoKCgoKCp9UFPFC4UPj9Yfq6Tg1QmyqBa1Bxf6nW9n073N48d5qgoEIuZXxZM2K55V7f8nrD/TT12wkKcfOsZc7MVq0LL4kn46aEUZ63Qy0uJBl6Kobo+q8THIq4tn7ZDOzzkknOc/BkRfbOfpiB52nx4iGZT717Xk8ddcxgGmHxLrPl2GNMeBINOJ1BTn1ei9xaWaMNi2+iRB+T4iUPAev/r6OrPI4QoEIarX40mi0ajE79KQVxhCbKrIMDBYt7SdHmBjxsenroi3TkWSi4g3nIKM0lo03zyKzNBbVG8KcNVo1aGeWG+31MD7oZfEleSTn2CldlkrQFwYkssrjyZ2T+Kbz63MHMVp0RCNRdv/4GKkqyP9CBRNjfvxdk2gHPbgP9fPiq13YMmysmB2H6/k2rOdkYMqwMhqIoBrwMNg1iXPYx0uvdaMORji3cwKrSqKrxcVon4f4NAvzL8jm6R8f58gvqilKNXEK0OpVzD43k3kbshnqdHPkhU5UaollVxSw+/Em9CYNI52TeJ3i9suWY0OUrUjDnmDENxnEYNZQt7ePur19JGZbWX1tCXGplvfuA6igoKCgoPARY2+dEBjMBtFpsb0aNi2GrcfEpH9+inBfvPQqdHRCVCvim/bXCzFhRbmYwO8fE8XaIJwPaXEiumlvnSitzk2G052wrVqUV8vAFcvgmQPCRRGJgn4CzpsjRIQEm+jhaOqFGIsYn8cvyqyTY2DbSRF5ZTaI3g4AnVqIJskOsJrEc0ad6Ml49oDorQBIdEBJBqwVplzsCBdKevzZheVq1dm9F+NucZznzhbbKEwVgkk4Cnlpekquu/JN59fv9aE3GgCJ3/38FRqfvJ/vbPk9S9Im6N60kecP72XrQ4/hmfMFzClZZPU9xS+vupaN3/o6RcuWYsiuZCJqJ9TVi8c1SU84ROaa8zi+5TncQ6ME1Tr627vIKMhl6ca1PPzjX/Lonf/L8PEjFFx+JWqNhqKqChavP5fRgSFqDx5FkiQWrjuHI9t2ozPocU+48QyPYBz9BUPRABVL5qHV6fF5PGj1eppO1tB4/BQ1B46wbON5JGUqpcEKCgoKCgoKCgqfXBTxQuFDIzHTitmhp3hRMg9/9yBphQ4ciUascQZcQz6Scu3s+3MzWvNnQNLRcmyYlmPDpJfE0FM/Tv2+XgbaJ9HoJGQZHElGuuvG6K4fw55kxBFvQmvUoFJJdNeNAVC1LpPmw0Ns/XUtWeVxTIx4CQejeF0Bgv4wr/y2FteQj9JlKdTt7We014PBokWlllBrVSy+NI/mI4PIUZnW4z7iM6yiU2JZKolT5dRnSM6103hogKS3iGY6g0olkV0R/7bnauXVRW96TmfUUL7i7C+sPY1jJGbbmBz188Sdhzn3ulLSi2No6HbjKLAz8qMjkGWne9BLbnkcHdu6WJpmRn9+NqZEI5JWjfO5Fk7otNgKYlj9+XIe/u4B9EC+N0hjKIrv9CgLMy3M21zMa384TXy6hfU3VrDw4lyyY3QMD/mwjQW48CuVOBLFbMX6L5bz8v01hP0R6vb2YbRoiU+30NPoJLc8lpQOFyfcEWp29rD+C+U4kky0nxzmgq/M5vTuXvpbnPgmgpAKzkEvT//kGGuuLyWzNO5tz52CgoKCgsLHhXibiI1aVAT3vwxJDoizCsEgMC4m9HfUwNKlIu6pY0j8pMYKsaK2AwadIoYKRDF3/xg8d0gIB4kO0TchSdA2KJYpyxLrvnhUbMcfFP0TviD4w0JA6RiCufkiImrcLRwXEiLiaVU5nO4SrgZPt4h/mpUthJbMv7q3IiUWjrVOOUP+Dm8sGv9bLC4WP29Eoxb7fiO9o0KAkQNuHv3Zr1i4dhUlC+fjzz6X9JW9fDkpjXX/7zZkq4PVX76J2r0HiL6+ly+9tJOEqg188cHf8tDXvok7DEUlpVy0fiVbfiMTDvg5/PijZKxcQ822nQRcY3zhTw9yeNsuag8e5cIbNrN4/Wo8A6VMrlrGyKSX1ZdfRFKGuHZbc8UmXn74z4T8AZpP1qLT63AkxDPU00tCWjKv/vCH5K07n5r9sGTDGrR6PaFAgLVXbqKttpGetg48E5MA+Nwenv71gyw87xzyZ5WioKCgoKCgoKCg8ElBkmVZfvvF3lsmJiaw2+24XC5sNtvbr6DwiSYaiXJqRw95VYlYYw0MtLloPDRA3pxEjr7cTm+jE4C4dDPOQR+RUBSVWpQbxqaYSS+JpWZnN/MvyOXQljbUWolISHys8+cnsvb6MvqanQy2uahck8lv/n0X0bCMSi3NRDNJQkiIRmXSC2NIyLJy4tUuAC7+2myscUa0eg2tx4cY7fOw8KIcxvs9pBbE/P1ji8qoVB+MpX+wY4K/3HUUR5KRK769gONbOyldloo11kDAF0YTiVL7s+N0ekJs+NY8nr+/hpFBH9fcVIGhaCaayT/q4+lfnETnDLDqG3PxuILU/fE0uTKc9EUo3pRHw6EBRvvcLL0sH1kGz7ifztNjrPh0Ic/efRKAK29fMO2UOP5KJweeaUVv0kyXgau1ElXnZeEa9hJuctI3EcQfBZ1RTdAXQWtQEfJHAShfmUblmkzCwQhGq45djzWy4IIc4tIUJ4bCvw7K785PNsr7q/DXVLdBRoKYeB+ZgJNtUJoBhxqhc1gsYzEIt4E/JLojZMBqgIosONAI8/LhcLNwQQQjYp30eFH4PeQSLohFRfCrl0WRt4TYxhtRAfF2KE4XfRYA6+cKx4VWDd3DQgg5d5aInsp6sxn0LM70b3wQuLzwwGtCuPnCeVFO7N5PbnkxMQnxBEMQ9k3yk8uuQhMTx7/933/z2mNP45rwUFFRyOJPXTq9nfH+frY/8xIdR45x5X9+A7VWy2N33MXpLc+QtfHTrP3PnzF84FEGOrpZsnEt4WCQcCBM6+l6ll+4jhcefAyAC66/itQcEfPZXH2aHU89j85oIOjzAyCpVFQsnk8wEOD4cy8ga3SYExPRGwwE/H60ej3hYBAkyC4uZMmGNXjdHhxxsex69iXKF84jOSv9gzm5CgofAZTfnQoKCgoKCp98VG+/iILC+4tKraJyTSbWWAMAaq2Khv39BP1h+ptdaHQqSpYkk1uZQCQcRVKDpJIwWrUULU4hrcBBNAz1+/rRGdQULkwGCRZtymWsz81rvz9NelEMc8/PZnzISzQsI6lEXJTBOnVrogySJIq0K9dmiv1M/euwxhmxJ5gw2XS4nQFcQ16MFt3bChfAByZcACRkWilfkcrsczPQ6tQsvCh3+pzqjRrUFh0JMXqqYvQM3XcSd48bPTIjf6ojPOKb3s7e59sxjPpZZFATOTZIfLqFmIUp7ENiyc2zyKlKwDXkJa0whpodvex7soWT23oY7/cyOeancEESZoeOur19tB4f4umfHCOzPBaDRYNGqyImxYSkArVGjWvYR/ORIfwJRkrPy0StAbNdT2Z5LHqTFrNdh1or4ZsMsuPhel7+dQ0mm47zv1ihCBcKCgoKCp9oZucK4QKEk6KxByZ90DsmSrnzkkUBtz8kLuglCQxaKEqHzCQhEtT3iKilimyxnXn5gAxPHxDiw5ISIWq8UbgwvqEmQiWByShcF+HozBcHm1FEQpkN4AmA0w067dsLF2e2+UFhN0FVPszJE9ebc89ZRkyCcLzqtGCyWTGZDLRve4U7V66l/UQ10VCQe6/8DO3HT0xvp/FUA22HjnDiwT/w3A//m5iEOFZdcxUrvvktPnPHd6jMDuEcGiU5M526Q8c5/Nouju/eh2t0jIHuHkrmVWKx22g6WUtvawfP3P9H4lOSMFrNIIMjPg5JktDp9UyMjdN04hTpc+ZwzuYrQCVhsllIz8/BYDJgMJvQGwz4vT4ObH2dFx54DK1ex5orNinChYKCgoKCgoKCwicOJTZK4SOH2a4nb24icWkWll9ZSHpRDI4kEx01w2h0KiQJYpLMGK1aql/r4rofLWPN50pRqSR8kyGSc21oNGoq12Si1asxWme+hbccFRkJuRVxpGdaaagdw2QLMd7nQ2fUMjnm59jWDi79xlzmb8yhr9mJPcE0vf7iTXkf+Pl4p6hUEiuvLv67yyRuLkGORBl4uoWyGAOGYJTAoJeBfb0M+SIMDXiZsymPCb0E1SNEjRqe+MFhDMEI/kAU55CPk9u6cSSZyZuTwKmdvcw9P4tQMELxwmRi0yzkzknkuXtOcur1HlzDPgLeMFt+eoI115dQt6+frtoxFl+ax/6/tNJ0WLwfCy7IJa0ohoziWJ69+yShYAT3WABLrI68qkQqVqWjM2gIn7ltVEFBQUFB4V8Ig1Z0VcRaYfUsES+V6IAhp3A/aFRg0It+ieOtQpS4YL4QI1we0ZMRjAixo7VfCBtnaO0TfybZQ6REWxnQFGPWw5hbCBlePxxshM+eC3NyRYRUyoxhk7n54uejyoqyv//6Db/6OZMjo7z4f78gIqkIDQ6gtsSyZ8suWmvqGRkaZc01VzDUVEn1n8CRmc9TTx5kvHobWrOFkdZaOk9MotFqKKqaRc2BI8xathA5EiWnrJiE1GRCwSDuiUmaTtTgdk0QDoV49ncPs/yidXQ3tdJUXcuyC9ax74VX6ahvAqBy+WLyZ5WSWZDHX+77PUF/AM/EJHqTkfT8HIqrZmGNcVC+cO4HcBYVFBQUFBQUFBQUPhyU2CiFjwX7nmoh5A9zek8fBQuSaD48yIVfmY3RqiMhU9yW6JsM8uzdJ1m0KZe4NAt//uFh5pyXxazV6biGfMSlWaje3s3eJ5spz7NS2zrJvPVZnHy9m5Wbi9j+QD2FC5OYvyEHR5LpbUb08ebV39Uy3O5ilU7FgAw6d5CQRsVJT5iSczMpXZBEy9MtjJu1NB0ZYuGSJE4cG2b+hbnU7e3F7DDQXTfGNT9czFDHBK/89jRphQ4G2l2oNSpyqxLpPNCPVSWx8EsVHH25k4kRHx5XkPgMCyNdbgwmDf6pCCkAlUYie1Y8I92T6E1qPK4QkWCEgDfCdXctxezQc/SlDjprRyhfmU7RwuQP8QwqKHzwKL87P9ko76/Cu+VwkxAmTndBURo09sKGeWAxiu4KEI6Kv+yD2Tmig+LB7WLZ5WUwOgEJDlHC/dJRMPftwZ20hNlpbuqG7awqg+01kJMIS0qFYPJJZt+Lr9F0spbj99+HvXwpY3UH0Wi1FF20iYoVS5izYjGPf/+H5Gy+ndp+C4XjTzLQ1UnlyqW01TZgtlnobm5j0xc/iwTCXZGahHN4jGg0StnCeRx+8WVCXh8XfPF6GmvqCHj9OIdHiE1OZHxoBK1eNx0hBcKlmpqbjWtsHLVKRdAfJBQKEvT52XTjtSSmp3L60DGaq09TMLuMMkXIUPgXQ/ndqaCgoKCg8MlHcV4ofCxwj/sxmLRc+o0qErKsLLww5yxHBIgoKYNFQ2+TkwNPtxLwh/F7Qux4qIGmw4Nc8OXZzD43g5IlKYRGfai2dpJRFsfpfX1YHQY23jSLpFwbRovub4zi448clYlGZc79bCnhcBSdXs3EoQHcf2kia0EyY8N+Jk6PUusLc7J2DFucAZNNiy3fQR4qkrJt1OzowWDRsvCiHGxxRiwOPbPOScM55CMSkkkrtDPe58GmlQhE4cX7aohGZNJLYpBlGO/3AJwlXABEwzJtx0WId2KWFf9kiGhExmTTMtI9QcBrYnzAw1i/l5EeN0ULP/DTp6CgoKCg8JHB44dgGD69XAgLi4vB8VeJipIkyrXHJuHxZggEwReC/fVwtEW4OGbliLinicF8dh5poaSgiFancHJcsghirGA1fiiH+IEgyzLRSITF61czb/VyPvv/bqG3rZN7Pv0ZssuKKJpXSeP+g2hUErItloFdf8JuySJ7YQVGm4msojyaT9ZgNJuoXL6IhFRxc8WspQvwTEwy0jdIXEoSrtFRQh4vcjTC7hdeBSAtP5ug349zeBQ5Gj1LuACIhCN0N7UCkJKTyfjQCAAGswnX2DgarQbX2Diu0TGGevt5G5OJgoKCgoKCgoKCwscOxXmh8Imj5dgQjQf7Wf/FCtQaFf2tLg4918q6z5efFSH1r4Z73M+BZ1oZ6pxk838twjnoxWTXoTNoiISjHHimFW+fm676ccJqichUmbkElBpUtMgS5jgDclRmYtSH3qRl4UW5HHu5g03XFBMwa9n+p3osDj2uYR96nZqIDGa7jlAwSm/jOPZEI/7JEJu+Xkl3wzhBf4SjL3WADDqTmqA3AhLYEgwE3CFyKxMYaJvAZNfT2zjOp78zn/h064d6HhUUPiyU352fbJT3V+H9pGsYjjbDxvmg1woxY3s1nDcH7OYPe3QfHt5JNyf3HKSlpo7PfPPLeFwTaPV6DCYjkXCEI61qehpb6dv+O0wxDsKhMCq1mggaWl54mpILL8YeH0c0GsHr8aKSJJZfuJ4DW7dTXllC9pxKdjz1AiaLhfGRESRZRmcyoVJJmO02Wk/VYbZZ8Ht9rLv6MibGXPjcbk7uPUQkHEaj1RIOhQCwx8XhcU+SW1rMSF8/ZruV7qY21m2+nKyij3Bul4LC+4jyu1NBQUFBQeGTj+K8UPjEkf//27vz6KiuA8/j31d7qVSq0r6hDSEhJLGI3WAMGIyNjRcSxwu2Y8f2TNqZ7D7pnmSctDvt9Jkcd8czaTtO2sHY7Xgl8b47wTE7mEXsIAQIJIH2pUqqfZk/NKbHgaSTDCAh/z7n1DnSfa/eu+/qHL37zu/de6flMG7af6wYmV/u4YZvTR3GGg2/SCjGM9/fRGltJjXzCoiEYjz3D5spn5rDlffW0tceYP/6k7i8NuI2E/FIgmlXFrHzdy1Uz8ojN55g3+Z2wqcGIQnTKj347Gb83SEyUq2sfayeUF4q4UCM0ECUgZ4w5TaDI5Ek4z5XztY3jmIYkBOO4kzG2fxve+i3mOhvD5KSZiXQHyUSiGMyQSIBvo4Q6YUuzFYzKx6czf71rfh7gthTLAQHIjhSrBgXcsVPERGRi1hx9tDnExlu+MKlw1efkeKlf32CnDEF1MycioHB6sdWkl2Yz7VfWkHA72f39nasdifu3GyioQhT5s9h3+btlFSMIzW0kGAySW/n0GgI/H14i4robu/AYiR56UcPU3P1Usw2O5FwmL7Obo6v/YjS+QuYecV8dq3fgmEYtO/dS/P2HQy0tpBXXc1Anw+z1UI8HicWjWK2WIjHYvR3d+PNziIei3Ljf7uHpoMN9HZ0kepJIxQIYrPbMZlNf/qCRUREREQuMgovRD4DbA4L875QQUFFOhkFLnzdQQAC/WG6Wwfoaw8QiybILEylrz2IJ91GeVeQSV+uZdXP9rAXsNrNmCwGkUCM7LZB4pUZbHu7iapZuRxs8mM+NUg8miSjIAWb08ykBYX07Oxi08tD0x1Y7SaO9McwAbFQ+HTdskIxTgAms8HYKVk0bu8kuySVzuMD9J4cpL3JR+dxPy6vjVf+ZSeD/WFmXTeWqUtKLnxDioiIyKgx5+rFeLOzyCnMJxIKkUwkiUWitJ9oJR6PYzS8Sm55GS2hCDang3U//SnTrl/G0YbDJBxurDYbVruNgH+ArU8/zdLv/nd2frSRooqxlF42n0AgTMIfwJuTidlsZvL8SzDlZLL1g48AMJvN2LNyqFh6NRaHg/7uXpLJJCc2b6JwxkwMw2Bc7QQO1e8hIzebnvZO+jq7CAWCtB5pwulK4Y0nnyMRj1M9cyqzr1w4zC0qIiIiInJu6fUckc+I2vljyCgYmhsiLdPJigdn037MT8uhXsqn5vCVny3kslsqARjojRD2RTiwvR2SQBKi4TgTF4zBajdzuMjNjNuqqJiRy5jqTGZdNxaX14bJbNDbFmDF38/CUpdDf1fw9PmjkQSYDTwFKZitJkwWg8IUMwUWg5xSN063leYDveSOTaOwIh2AkpoMOo/7AXBnOplyRTHT5o8hdVsbkWb/hW1AERERGVUqp0wkpzAfAJvDwYr7v0JvZzcnGo5QUFbMf3nw71h62xfAMAgHgvR3ddPd0UMiHgcgGolQMbkGu9PBFQ98n2u/cR9VUydTPH4cc65ZQqrHjclkoq+jm8/9zV0s/eY38Pf5Tp8/Ho9jTUkhs6gQq92GYRgE2tto21WPNzMDd7qHpkOHyczPpbxmAgA5xYW0Hj0OgMPlYsq82dRMn8ybP/xHdr//wQVuQRERERGR80vhhchnlDcnhbv/+VKKJmTw9Pc28Pbju4nHhta5MDvMbI7Cth1DUyGUTckCoHlfN97cFAYGYzz74Gau+FI1GXkp7P59M77OMIl4Em+ei6P1Xfzmx9tIJv5jSR2zxSART9J9MkA8liCZSDLuhnGcLPEy67pyEokkJotBR5OPo7uGFu52ee0ApOelEAnGCA9Gad3fgzfDgWHTvy8RERE5d5yuFO74zleZMH0KLzzyc95c9TzhUBADsNpsTLnjTgImKwClE8YD0HSwEXe6l9TMTJ59+FHmLruCMeWl1K/bhK+nj0QiQVqGl/bmVl75xVOngw8As2VoEHx/ZzexaJQksPCOW7nhxz9m1lWXk0gkSQJ9nd0c2LELAG9mBiSTpBaWE02rwDAMDu3YhcNmwZH6Byu2i4iIiIhc5DRtlMhnmM1hwTCGQoe+jgAur52SiZkE+sP4uoPEIgmqL81n/4ZTAESjCfrbA1idFkL+KM89uJkUj52gL4phhvRcF71tg6x76TAFFenEonHKJmbi7w1xYEMbWYUuZi8vp7c9wJbXjrJvXSt1VxTzxk/rmXltGQ0ftxOLJIgEYmTkOllwaxWVM3J494l9RIJxbA4LKYUusu6uwaQ1L0REROQcs9ptRMJhEokEvp5eLFYrY2ur6O3sJuAfIBwMUTG5lsO79gKQiEXp8/mwWq1EwxGef+Rx8kuLGez3g2GQnpVJX1c3m99bQ0ZeDoZhkF9aQiIeZ8+mraS4Xcy7dimRcJi1r79DQ/0eZiy6jPee/TWTL53NiYZGQoEgkWCIlFQXM6+YT+2s6by+OcpA0ovZcojcslJufe9NrDbbMLeeiIiIiMi5pfBC5DPOm5OCyWSQke/i2R9som5xMe5sJ28/tpurvzIRT3YKPScH6GwexJuTQs/JQcZPzqLtmI/sIjep6Xbi8QQLVlTSfKCPbW8fY97N4ymfmk00FKdtZwdVuSk0rDtF78lBSmqzsFh7iceSdDUP0NHsw5FqYesbxzBMkEyAxYAJJPn5134PBiTiSXJK3UNhyKQsBRciIiJy3rjS3NidDlweN795fBUVk2qYNGcmrz7xDPOXX01hWQn+/n66WtvwZGUycLSJ4spy+rp6cKd7ycrPxdfTy5yrr6C3o4vN761h2sJ5jK+rBWDv+k34jjUS9vmIRaMUVY6lt6OLZCJBX2c3LUeaSHGnsmv9ZgyTiWQiQSwUov7pVQz6/FidDqLhCJnpuRhFkymqGKvgQkRERERGJc27IvIZZ5gMxtZlc3RnJ0F/lI9eaCC3NI3L76wiHksQCcaIhhMUTchg/q3jqZ5bQKrFxFRfmIlV6Wx/9zgdx3w0bu9k428aSSZgz4fNPP3dDax55gDvPN9Ax6uNpGY5iAOHt7XjSLVic5oB2PVBC6GBGBmFLgxjKJQIGbAjFCeRSOLOtGMY4M1LoXF7B/UfnOCZBzYSjyWGsdVERERkNCurqaL1yHEC/gG2rVmHzWHniptvwGQyMdDvw2wykZGbzeKbb6Bq2hScDjvvfv8B6O3i49+to7O1jdajx1n72jskk0kObq/n+Ud+zoe/eYtta7fw0t//iMyCfEwmM4d27MZkNuNMHVqb7MDHOwn4B/BkpmM2D/WXLA4Hk1fchmEy4fakYQDpWS6OHzzM/q07+NXDjxIKBP/EFYmIiIiIXHw08kJEmHdTJUVVGVjsJt5+fA/v/mIP0XCcvo4gkWCMqVeVkFU4NI9yxYxcMrw2Tp3wkbCZIAne/BSq5xWQnufid0/vp78zSDgQo+1oP9d/bRJmDHr/dRfOVCvv/3If7kw78WiCvPI07E4rLq+NBSuqeOJbHw2tDx5PEgScbiuZBalYrGaiwTg3fW8GTXu6adrVqdEXIiIict5MnT+HnDEFWCwW3nvu17z//CuketJoO9FMNBxh0tyZeDIySCaSlFZV4MnwUFBVRWZxESfae0n1pFExuQZXWiob3/4t/t5+YtEoLUeOsfjm67nqlut594XXcLpTWff6u6RlpBPwDZCZn4vbm4bZYmHB8mt4/pHHicdiJJNJrO407E4Haele7A4H0VCY6+69nVNNJzi4fTcWq3W4m01ERERE5JxSeCEiAJROyiIciGK1mUnx2nFn2BnoDWOx2djx7nE8OU7CLw4tmn3D/VN596if9DeOMf2aUiqn52J3WCiuyaCoOoMUt51wIMqxXV0cf2o/LV4H82+qYM97TURtJvzdYSbMzeeyWyqxWM3sW9fKq4/sJHOMG5vDTCKepOVgLzXz8tnxXjMpHjstB3sJB2KUTcqibFLWcDeXiIiIjHJjyktJxOPY7HZSPW5yxuTT392N2Wxm94atpKSm8vGatYQGA1x3z22MWbSEA/sbmb7oMooqyrDZ7ZRVj+f4oSMYgM1u49DOPfzsznuZecedzL5yIVvfeR+T1Y6vp5exNVVcdv1SbA47R/Ye4I2nnseTlUlaRgaOlBSaDhyifHINDdt24XS7GPQPMNDXT0FZCQVlJcPdXCIiIiIi55zCCxE5zZ5i5ZYfzGSwL8yLD30MBpCE8bNziYbiNB/oIbMwlQPrTzJ+di4F47xUX1rItrePsf2d41TMzOXE3h4ME6Tnu5hUmMKu1gAMDGCOxpltJLF8rpxd+3o4sOEUDVvamb18LF3Nfrpa/FisZhKJJAAZhS4G+6Ik4kkGekK4sxxD9RERERG5QExmM8v/5i6ikQgv/K9fAJBMJCirGY/d4eDwrn3kjClg57rNTJhRh9vrYcq82RzYVs8rv/h3Jl4yg6b9h8Aw8GZmEOtsp+SyhfT19DLQ08P6n/yEm//5xzjzCmmo38PxQ4eZuuBS/L199HV0YRgGyf/bN/JmZ2ICYrEY/t5+UtJSSQ5j24iIiIiInG8KL0TktMH+MP/+vY3Muq6MJfdUs/HlIwT9EbLGuLGnWHGk2kjx2EjGk+xbfxJvjovG7R0UVWcAUDo5i5aDvfh7QvR3BAk5zCSBnBI3GZUZNPSE2f3iYT550s4tS+Pwx+0M9kdYcm8t2UWp/P5Xh7A5LSy6awIfv9UEDK130d8RZPeaZqw2C3VLioengUREROQzJRaN8txPfkb1jKks/Pwydq7dRH9XN2np6eQWFRCNRMkqyCU0EKChfg9V06fQuHs/OWMKmDJvNpVTJnL8YAP+3n58vX2klY0lMDBIVl4OxROq+Mprr1C/bjO09QCQkZvDyWPH6Ww9xYLl15BXUsT6N98nEY+x6AvXc2TPAQDc6R78vf0crt9LIpFgxqLLhrOZRERERETOCy3YLSKnOd02ZlxTRiyS4P2V+8FkkOKx4esMUj41m5aDPUSCMfw9IcKBKFteP8p7T+zF1x0iszCVrEI3X/zRHG782+nYnGZi0QRWu5nL75iAPcXMiYPdGAYYQ2tPMu2qEpZ9dTLJWIKGLW1EgnGO7+smvSCFeGxokXBPjpO+tgDTlpbQ3TLI8b1dxKMJXvqnj9m7tnV4G0xERERGNYvVyvSFl+JMTWHN6tcZ6PORmZeLv6+Poopyejs66WnvJBqNEAoE2fnRRtb8+nXam1vJLsjD7fVw8ze+zI1fvQeXO5VEIoHJZGLRTdfj8qTRerQJAKvdBkD1jDquuPkGUtyp7Nu6g2QyyYlDjXizMonH42QV5OHNycLf28+kOTMZ8Plp2t8AwBsrn2XHRxuHq6lERERERM45jbwQkdNMJoPpV5ey+/ctAJRNymT2deXYnBaO7uzE1xXi+N4ugv4oBeO8VM7Ow+awMNgXYv1LjSy/v46CinSO7+sm5I9yxz/NISXVyjPf34w310lfRwiSsOiuKo7t6aLtWD8fPLmfUCBK29F+1q8+zJJ7a3j3F3tJJmDSgjF8/m+nset3LWx7qwmrw8zy+6dimMCd4cDh0sKUIiIicn5NmjuLY/sOAlBUMZZ5116J3emg7XgLPe2dxKJRfL395BUXUjG5FpvdTiKR4P3nX2bRF66jfGI1J48ex9/Xz41fvYe0dC+v/fJXGEB3WwcAs6+8nJbDRwgODvLiT58gNBggEgrz0StvcvmNy/jgxdeIxWJMX3gpN9x7B/s/3sHWDz7CarWy5LbPA5DqTcPpShmuZhIREREROeeMZDJ5wadK9fl8eDwe+vv7SUtLu9CnF5H/RNAfoXF7By2Heuk5Ocht/zCbZDJJV8sADpeV9iYf7/3bXgrHp3PJ8nIAfv0/t3HZLZWkZTvZsPow1ZcW0LS7i66WARbcPh5Xmp09H7VwpL4TA6ickcuBjW240m2YDAN/T5gUj41x03Jo3NZBSW0GBza1MenyIsKDEcKDUZr29LDozglUXZI/vA0kMgx07xzd9PcVGdki4TANO/fQ097FsQOH+OLffR3DMOg61U5KqouuU+2899xvyC0qZNrCuXgy0nnuJ49TN38OJZXj+PCVNymvnUBfVzcnGo5w2XVX4XC5aG48xr7NH2O12SgcW0rToUbsDjtWuw1fdy/OVBflE2s4smcfZTXj2b9lBxNmTiUcCGK2WDhcv4fpl89j6oK5w91EIhec7p0iIiKjn0ZeiMgZnG4bExeMwZ3pYLAvDIBhGGQXuYGhUQ9p353Oqz/ZSduRfiYvKuJz35lGTrGbtmP9+LqC+LuDpBe4aG3oY+9HrbQe6iPFaSYRTTJjWSkDvUPHrbm0kOq5BRzYeJIpi4tZ+2IDAV+Ek419OFOt7P5dMwBzbxrHif29HNnZofBCRERELiib3U7t7OmcajqBNzsDwzAAyMrPBaDYncpNX7uX1554hpNHT1A4tpQbvnwn6Vm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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.pl.umap(cca_adata, color=['celltype.l1', 'celltype.l2'])" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Step IV: propagation" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Refined pivots can only give us a pivot matching that captures a subset of cells. In order to get a *full* matching that involves all cells during input, we need to call `propagate`.\n", "\n", "Propagation uses active arrays, so we set the SVD components to be **30**." ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Now at batch 0<->0...\n", "Done!\n" ] } ], "source": [ "fusor.propagate(\n", " svd_components1=30, \n", " svd_components2=30, \n", " wt1=0.7,\n", " wt2=0.7,\n", ")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We call `filter_bad_matches` with `target=propagated` to optionally filter away a few matched pairs from propagation. \n", "Here, we want a full matching, so we do not do any filtering and set `filter_prop=0`. But in other cases where you believe some proportion of cells from the original input can be removed, you could increase this value." ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Begin filtering...\n", "Now at batch 0<->0...\n", "7999/7999 pairs of matched cells remain after the filtering.\n", "Scoring matched pairs...\n", "Done!\n" ] } ], "source": [ "fusor.filter_bad_matches(\n", " target='propagated',\n", " filter_prop=0\n", ")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We use `get_matching` with `target='full_data'` to extract the full matching.\n", "\n", "Because of the batching operation, the resulting matching may contain duplicates. The `order` argument determines how those duplicates are dealt with. \n", "`order=None` means doing nothing and returning the matching with potential duplicates;\n", "`order=(1, 2)` means returning a matching where each cell in the first modality contains *at least one match* in the second modality;\n", "`order=(2, 1)` means returning a matching where each cell in the second modality contains *at least one match* in the first modality." ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [], "source": [ "full_matching = fusor.get_matching(order=(2, 1), target='full_data')" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Since we are doing `order=(2, 1)` here, the matching info is all the cells (10k) in mod 2 (protein) has at least one match cell in the RNA modality. Note that the matched cell in RNA could be duplicated, as different protein cells could be matched to the same RNA cell. For a quick check on matching format:" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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mod1_indxmod2_indxscore
0642400.861942
1909610.803392
2919850.885155
3408690.827848
43400110.879686
............
9995922799940.516751
9996703899950.524879
9997194799960.573741
9998164899970.549954
9999245199980.757793
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10000 rows × 3 columns

\n", "
" ], "text/plain": [ " mod1_indx mod2_indx score\n", "0 6424 0 0.861942\n", "1 9096 1 0.803392\n", "2 9198 5 0.885155\n", "3 4086 9 0.827848\n", "4 3400 11 0.879686\n", "... ... ... ...\n", "9995 9227 9994 0.516751\n", "9996 7038 9995 0.524879\n", "9997 1947 9996 0.573741\n", "9998 1648 9997 0.549954\n", "9999 2451 9998 0.757793\n", "\n", "[10000 rows x 3 columns]" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.DataFrame(list(zip(full_matching[0], full_matching[1], full_matching[2])), \n", " columns = ['mod1_indx', 'mod2_indx', 'score'])\n", "# columns: cell idx in mod1, cell idx in mod2, and matching scores" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "lv1 matching acc: 0.930,\n", "lv2 matching acc: 0.801.\n" ] } ], "source": [ "# compute the cell type level matching accuracy\n", "lv1_acc = mf.metrics.get_matching_acc(matching=full_matching, \n", " labels1=labels_l1, \n", " labels2=labels_l1 \n", ")\n", "lv2_acc = mf.metrics.get_matching_acc(matching=full_matching, \n", " labels1=labels_l2, \n", " labels2=labels_l2 \n", ")\n", "print(f'lv1 matching acc: {lv1_acc:.3f},\\nlv2 matching acc: {lv2_acc:.3f}.')" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# confusion matrix for full matching\n", "cm = confusion_matrix(labels_l1[full_matching[0]], labels_l1[full_matching[1]])\n", "ConfusionMatrixDisplay(\n", " confusion_matrix=np.round((cm.T/np.sum(cm, axis=1)).T*100), \n", " display_labels=np.unique(labels_l1)\n", ").plot()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.16" } }, "nbformat": 4, "nbformat_minor": 4 }