{ "cells": [ { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "# sigc tutorials" ] }, { "cell_type": "code", "execution_count": 86, "metadata": {}, "outputs": [], "source": [ "import sigc\n", "import scanpy as sc\n", "import anndata as ad\n", "import pandas as pd\n", "import numpy as np\n", "import gseapy\n", "import warnings\n", "warnings.filterwarnings(\"ignore\")" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "adata = ad.read_h5ad(\"kidney_tumors_convert_symbol.h5ad\")" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
namedescriptionmember
0Glycolysis / Gluconeogenesis00010HK3
1Glycolysis / Gluconeogenesis00010HK1
2Glycolysis / Gluconeogenesis00010HK2
3Glycolysis / Gluconeogenesis00010HKDC1
4Glycolysis / Gluconeogenesis00010GCK
\n", "
" ], "text/plain": [ " name description member\n", "0 Glycolysis / Gluconeogenesis 00010 HK3\n", "1 Glycolysis / Gluconeogenesis 00010 HK1\n", "2 Glycolysis / Gluconeogenesis 00010 HK2\n", "3 Glycolysis / Gluconeogenesis 00010 HKDC1\n", "4 Glycolysis / Gluconeogenesis 00010 GCK" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "kegg_metabolism = sigc.metabolism_sigs(resources='KEGG')\n", "display(kegg_metabolism.head(5))" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(4636, 32922)\n" ] } ], "source": [ "df = adata.to_df()\n", "print(df.shape)\n", "\n", "sig_mtx = sigc.sigc_score(df, kegg_metabolism, method=\"AUCell\")" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 4636 × 32922\n", " obs: 'orig.ident', 'nCount_RNA', 'nFeature_RNA', 'seurat_clusters', 'mtFrac', 'age', 'CnT', 'DTLH', 'UBCD', 'SSBpr', 'End', 'MSC', 'RVCSB', 'SSBpod', 'SSBm.d', 'ICa', 'ErPrT', 'ICb', 'NPC', 'Pod', 'author_cell_type', 'cell_type_ontology_term_id', 'disease_ontology_term_id', 'self_reported_ethnicity_ontology_term_id', 'development_stage_ontology_term_id', 'tissue_ontology_term_id', 'sex_ontology_term_id', 'organism_ontology_term_id', 'is_primary_data', 'assay_ontology_term_id', 'donor_id', 'suspension_type', 'cell_type', 'assay', 'disease', 'organism', 'sex', 'tissue', 'self_reported_ethnicity', 'development_stage'\n", " var: 'vst.mean', 'vst.variance', 'vst.variance.expected', 'vst.variance.standardized', 'vst.variable', 'feature_is_filtered', 'feature_name', 'feature_reference', 'feature_biotype', 'external_gene_name'\n", " obsm: 'X_pca', 'X_umap'" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(4636, 85)" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sig_mtx.shape" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "#adata.obsm[\"umap\"] = adata.obsm[\"X_bothumap\"]\n", "#adata.obsm[\"tsne\"] = adata.obsm[\"X_bothtsne\"]\n", "sig_adata = ad.AnnData(sig_mtx, obs=adata.obs, obsm=adata.obsm)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
RegulonGlycolysis / GluconeogenesisCitrate cycle (TCA cycle)Pentose phosphate pathwayPentose and glucuronate interconversionsFructose and mannose metabolismGalactose metabolismAscorbate and aldarate metabolismStarch and sucrose metabolismAmino sugar and nucleotide sugar metabolismPyruvate metabolism...One carbon pool by folateRetinol metabolismPorphyrin and chlorophyll metabolismUbiquinone and other terpenoid-quinone biosynthesisTerpenoid backbone biosynthesisCaffeine metabolismNeomycin, kanamycin and gentamicin biosynthesisMetabolism of xenobiotics by cytochrome P450Drug metabolism - cytochrome P450Drug metabolism - other enzymes
Cell
NB8350521_AAACCCAAGTGATGGC0.9992930.9993110.9993320.9993730.9993730.9993920.9993680.9993920.9993790.999268...0.9993320.9993730.9993920.9993920.9993370.9993920.9993920.9993220.9993360.999303
NB8350521_AAACGAAGTATTGAGA0.9992840.9993920.9993520.9993730.9993340.9993920.9993920.9993920.9993790.999330...0.9993620.9993730.9993770.9993920.9993920.9993920.9993920.9993750.9993740.999360
\n", "

2 rows × 85 columns

\n", "
" ], "text/plain": [ "Regulon Glycolysis / Gluconeogenesis \\\n", "Cell \n", "NB8350521_AAACCCAAGTGATGGC 0.999293 \n", "NB8350521_AAACGAAGTATTGAGA 0.999284 \n", "\n", "Regulon Citrate cycle (TCA cycle) \\\n", "Cell \n", "NB8350521_AAACCCAAGTGATGGC 0.999311 \n", "NB8350521_AAACGAAGTATTGAGA 0.999392 \n", "\n", "Regulon Pentose phosphate pathway \\\n", "Cell \n", "NB8350521_AAACCCAAGTGATGGC 0.999332 \n", "NB8350521_AAACGAAGTATTGAGA 0.999352 \n", "\n", "Regulon Pentose and glucuronate interconversions \\\n", "Cell \n", "NB8350521_AAACCCAAGTGATGGC 0.999373 \n", "NB8350521_AAACGAAGTATTGAGA 0.999373 \n", "\n", "Regulon Fructose and mannose metabolism \\\n", "Cell \n", "NB8350521_AAACCCAAGTGATGGC 0.999373 \n", "NB8350521_AAACGAAGTATTGAGA 0.999334 \n", "\n", "Regulon Galactose metabolism \\\n", "Cell \n", "NB8350521_AAACCCAAGTGATGGC 0.999392 \n", "NB8350521_AAACGAAGTATTGAGA 0.999392 \n", "\n", "Regulon Ascorbate and aldarate metabolism \\\n", "Cell \n", "NB8350521_AAACCCAAGTGATGGC 0.999368 \n", "NB8350521_AAACGAAGTATTGAGA 0.999392 \n", "\n", "Regulon Starch and sucrose metabolism \\\n", "Cell \n", "NB8350521_AAACCCAAGTGATGGC 0.999392 \n", "NB8350521_AAACGAAGTATTGAGA 0.999392 \n", "\n", "Regulon Amino sugar and nucleotide sugar metabolism \\\n", "Cell \n", "NB8350521_AAACCCAAGTGATGGC 0.999379 \n", "NB8350521_AAACGAAGTATTGAGA 0.999379 \n", "\n", "Regulon Pyruvate metabolism ... \\\n", "Cell ... \n", "NB8350521_AAACCCAAGTGATGGC 0.999268 ... \n", "NB8350521_AAACGAAGTATTGAGA 0.999330 ... \n", "\n", "Regulon One carbon pool by folate Retinol metabolism \\\n", "Cell \n", "NB8350521_AAACCCAAGTGATGGC 0.999332 0.999373 \n", "NB8350521_AAACGAAGTATTGAGA 0.999362 0.999373 \n", "\n", "Regulon Porphyrin and chlorophyll metabolism \\\n", "Cell \n", "NB8350521_AAACCCAAGTGATGGC 0.999392 \n", "NB8350521_AAACGAAGTATTGAGA 0.999377 \n", "\n", "Regulon Ubiquinone and other terpenoid-quinone biosynthesis \\\n", "Cell \n", "NB8350521_AAACCCAAGTGATGGC 0.999392 \n", "NB8350521_AAACGAAGTATTGAGA 0.999392 \n", "\n", "Regulon Terpenoid backbone biosynthesis \\\n", "Cell \n", "NB8350521_AAACCCAAGTGATGGC 0.999337 \n", "NB8350521_AAACGAAGTATTGAGA 0.999392 \n", "\n", "Regulon Caffeine metabolism \\\n", "Cell \n", "NB8350521_AAACCCAAGTGATGGC 0.999392 \n", "NB8350521_AAACGAAGTATTGAGA 0.999392 \n", "\n", "Regulon Neomycin, kanamycin and gentamicin biosynthesis \\\n", "Cell \n", "NB8350521_AAACCCAAGTGATGGC 0.999392 \n", "NB8350521_AAACGAAGTATTGAGA 0.999392 \n", "\n", "Regulon Metabolism of xenobiotics by cytochrome P450 \\\n", "Cell \n", "NB8350521_AAACCCAAGTGATGGC 0.999322 \n", "NB8350521_AAACGAAGTATTGAGA 0.999375 \n", "\n", "Regulon Drug metabolism - cytochrome P450 \\\n", "Cell \n", "NB8350521_AAACCCAAGTGATGGC 0.999336 \n", "NB8350521_AAACGAAGTATTGAGA 0.999374 \n", "\n", "Regulon Drug metabolism - other enzymes \n", "Cell \n", "NB8350521_AAACCCAAGTGATGGC 0.999303 \n", "NB8350521_AAACGAAGTATTGAGA 0.999360 \n", "\n", "[2 rows x 85 columns]" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sig_mtx.head(2)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "fig = plt.figure(figsize=(8,5),constrained_layout=True)\n", "ax = fig.add_gridspec(top=0.75, right=0.75).subplots()\n", "\n", "sc.pl.highest_expr_genes(sig_adata, n_top=20, ax=ax)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Visualization\n", "scanpy visualization methods are convenient" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sc.pl.umap(sig_adata, color='Glycolysis / Gluconeogenesis')" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "sc.tl.rank_genes_groups(sig_adata, 'cell_type', method='wilcoxon')" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['epithelial cell of nephron',\n", " 'mesenchymal stem cell',\n", " 'leukocyte',\n", " 'native cell']" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "celltypes = sig_adata.obs[\"cell_type\"].unique().to_list()\n", "celltypes" ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#import matplotlib.pyplot as plt\n", "#fig = plt.figure(figsize=(8,9),constrained_layout=True)\n", "#ax = fig.add_gridspec(nrows=2, ncols=2, top=0.8, right=0.8).subplots()\n", "#fig, ax = plt.subplots(1,1, figsize=(4,4),constrained_layout=True)\n", "sc.pl.rank_genes_groups(sig_adata, groups=[celltypes[0]], n_genes=15, show=False)\n" ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
epithelial cell of nephronleukocytemesenchymal stem cellnative cell
0Arachidonic acid metabolismRetinol metabolismSteroid biosynthesisPhenylalanine metabolism
1Histidine metabolismOne carbon pool by folateArginine and proline metabolismOxidative phosphorylation
2Ascorbate and aldarate metabolismGlycine, serine and threonine metabolismGlutathione metabolismTyrosine metabolism
3Glycosphingolipid biosynthesis - ganglio seriesPropanoate metabolismDrug metabolism - other enzymesFructose and mannose metabolism
4Valine, leucine and isoleucine biosynthesisTaurine and hypotaurine metabolismDrug metabolism - cytochrome P450Arachidonic acid metabolism
\n", "
" ], "text/plain": [ " epithelial cell of nephron \\\n", "0 Arachidonic acid metabolism \n", "1 Histidine metabolism \n", "2 Ascorbate and aldarate metabolism \n", "3 Glycosphingolipid biosynthesis - ganglio series \n", "4 Valine, leucine and isoleucine biosynthesis \n", "\n", " leukocyte \\\n", "0 Retinol metabolism \n", "1 One carbon pool by folate \n", "2 Glycine, serine and threonine metabolism \n", "3 Propanoate metabolism \n", "4 Taurine and hypotaurine metabolism \n", "\n", " mesenchymal stem cell native cell \n", "0 Steroid biosynthesis Phenylalanine metabolism \n", "1 Arginine and proline metabolism Oxidative phosphorylation \n", "2 Glutathione metabolism Tyrosine metabolism \n", "3 Drug metabolism - other enzymes Fructose and mannose metabolism \n", "4 Drug metabolism - cytochrome P450 Arachidonic acid metabolism " ] }, "execution_count": 78, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.DataFrame(sig_adata.uns['rank_genes_groups']['names']).head(5)" ] }, { "cell_type": "code", "execution_count": 94, "metadata": {}, "outputs": [], "source": [ "marker_metabolisms = list(set(pd.DataFrame(sig_adata.uns['rank_genes_groups']['names']).head(5).values.ravel()))" ] }, { "cell_type": "code", "execution_count": 100, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sc.pl.violin(sig_adata, marker_metabolisms[0], groupby='cell_type', ncols=5)" ] }, { "cell_type": "code", "execution_count": 107, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnQAAAIgCAYAAAAMdvQuAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8o6BhiAAAACXBIWXMAAAsTAAALEwEAmpwYAADYsUlEQVR4nOzdd3hb5fUH8O+5V5L3yt6Jo+xBNoSQsFcYpWxooUChrNLxo9BSKKstpaVQoEDZe+8NSQhkb2d6D3knjve21r33/P6QnCiOh1aw5ZzP8/ixfPXec1/Jku7Ruy4xM4QQQgghRORSersCQgghhBAiNJLQCSGEEEJEOEnohBBCCCEinCR0QgghhBARThI6IYQQQogIJwmdEEIIIUSEk4ROCCGEECLCSUInhBBCCBHhJKETQgghhIhwktAJIYQQQkQ4SeiEEEIIISKcJHRCCCGEEBFOEjohhBBCiAgnCZ0QQgghRISThE4IIYQQIsJJQieEEEIIEeEkoRNCCCGEiHCS0AkhhBBCRDhJ6IQQQgghIpwkdEIIIYQQEU4SOiGEEEKICCcJnRBCCCFEhJOETgghhBAiwklCJ4QQQggR4SShE0IIIYSIcJLQCSGEEEJEOEnohBBCCCEinCR0QgghhBARThI6IYQQQogIJwmdEEIIIUSEk4ROCCGEECLCSUInhBBCCBHhJKETQgghhIhwktAJIYQQQkQ4SeiEEEIIISKcJHRCCCGEEBFOEjohhBBCiAgnCZ0QQgghRISThE4IIYQQIsJJQieEEEIIEeEkoRNCCCGEiHCS0AkhhBBCRDhJ6IQQQgghIpwkdEIIIYQQEU4SOiGEEEKICCcJnRBCCCFEhJOETgghhBAiwklCJ4QQQggR4SShE0IIIYSIcJLQCSGEEEJEOEnohBBCCCEinCR0QgghhBARThI6IYQQQogIJwmdEEIIIUSEk4ROCCGEECLCSUInhBBCCBHhJKETQgghhIhwktAJIYQQQkQ4SeiEEEIIISKcJHRCCCGEEBFOEjohhBBCiAgnCZ0QQgghRISThE4IIYQQIsJJQieEEEIIEeEkoRNCCCGEiHCS0AkhhBBCRDhJ6IQQQgghIpwkdEIIIYQQEU4SOiGEEEKICCcJnRBCCCFEhJOETgghhBAiwklCJ4QQQggR4SShE0IIIYSIcJLQCSGEEEJEOEnohBBCCCEinCR0QgghhBARThI6IYQQQogIJwmdEEIIIUSEk4ROCCGEECLCSUInhBBCCBHhJKETQgghhIhwktAJIYQQQkQ4SeiEEEIIISKcJHRCCCGEEBFOEjohhBBCiAgnCZ0QQgghRISThE4IIYQQIsJJQieEEEIIEeEkoRNCCCGEiHCS0AkhhBBCRDhJ6IQQQgghIpwkdEIIIYQQEU4SOiGEEEKICCcJnRBCCCFEhJOETgghhBAiwklCJ4QQQggR4SShE0IIIYSIcJLQCSGEEEJEOEnohBBCCCEinCR0QgghhBARThI6IYQQQogIJwmdEEIIIUSEk4ROCCGEECLCSUInhBBCCBHhJKETQgghhIhwktAJIYQQQkQ4SeiEEEIIISKcJHRCCCGEEBFOEjohhBBCiAgnCZ0QQgghRISThE4IIYQQIsJJQieEEEIIEeEkoRNCCCGEiHCS0AkhhBBCRDhJ6IQQQgghIpwkdEIIIYQQEU4SOiGEEEKICCcJnRBCCCFEhJOETgghhBAiwklCJ4QQQggR4SShE0IIIYSIcJLQCSGEEEJEOEnohBBCCCEinCR0QgghhBARThI6IYQQQogIJwmdEEIIIUSEk4ROCCGEECLCSUInhBBCCBHhJKETQgghhIhwktAJIYQQQkQ4SeiEEEIIISKcJHRCCCGEEBFOEjohhBBCiAgnCZ0QQgghRISThE4IIYQQIsJJQieEEEIIEeEkoRNCCCGEiHCS0AkhhBBCRDhJ6IQQQgghIpwkdEIIIYQQEU4SOiGEEEKICCcJnRBCCCFEhJOETgghhBAiwklCJ4QQQggR4SShE0IIIYSIcJLQCSGEEEJEOEnohBBCCCEinCR0QgghhBARThI6IYQQQogIZ+rtCogjh4iqAZT0dj2EEEJEjLHMPLi3KyECJwld/1bCzPN7uxJCCCEiAxGl9XYdRHCky1UIIYQQIsJJQieEEEIIEeEkoRNCCCGEiHCS0AkhhBBCRDhJ6IQQQgghIpwkdEIIIYQQEU4SOiGEEEKICCcJnRBCCCFEhJOETgghhBAiwklCJ4QQQggR4SShE0IIIYSIcJLQCSGEEEJEOEnohBBCCCEinCR0QgghhBARThI6IYQQQogIJwmdEEIIIUSEk4ROCCGEECLCSUInhBBCCBHhTL1dAdG3TVl4xrCo0bMeVaITh7dvY7e9xVWRfXfWms8yu9s3debxZ8ISfymb44ZzdEoSWxJdPR2PnA1mcjQ0kLt1H1zNbxRlbNl4WNwps4exJWEmSB1F7parjZjBUXrcSEf7/ab6nATSnUWGJfE90tpqyN2ytSg33dnVMa1Wa4IRM/C/xpDZqWyK0bsqp9ZmMbVV30+u5s02m63Lch1NOu7sMabhM16AyWLRq/L+lrv2o1X+7vtjOO6yX98UM2TcZay5ubl49x92LHt/d0/7pE6YMspQYn9rKFHDmEwDWYlKMNQYnaEYnZVXDKdFMexOYq2B2F2l6I4Nxfl73u7uGFarlWjI9DNp4ITfQzFZAAY3lH7Ae9Ne6un5T50w9XhWLGczmRKYTHFMSjygxjGZEnQ11sRk1hR2mxW91U2sN4P1FoLeSqy3ELubyXB/XVSQve1AvNknXcVRSZdw3LAUmGO1np4fDwY56lVqq9kHZ+OjRXs27Gi/Z9ykWecaZD6DyTwQpCYbijnBUGKJydQhNpNiOMyK4bAT643EWh0ZrnLFcDxVVJDd0O1zMOM4kxE34h9Gwqh5AED2mv1Ky77bi3evqeyp5qlT5803zHEjoEZFsWKOVlxNx8HQFmiJqS42x7kAgNxtZlNTYRQU03bDkriJDLcDutOpuFv3FWVvTzv4v5gSy0rUXYYSNYTJnMKkphhKdAwr0RqDDnm9EOuqYtgVMlwtBL2BDHedYjhyivPTnz4Yb/IwJvN1TKZ4kBrDpMYy1BiQEsdkStTVeItiOEkxnM2A3kSst4ENO0G3E2ttZGhZRQVZH3T6uKfMuoXVmHGsmFNAlKolWg80eqit+0C6vYwMrZZ0ez25254uLMjt9n/ga+qc4ywDjznlaUvSIKurqba4PnvjbZlb1tj92Xf8jGNvR1RiKkzRKVAtyTDHJiBmAEM1H3wfaA4z7HU6NEcTNGc9NEc9XM1bCjO2vedvHUVkI2bu7TqII4SI0ph5fjD7TpwxNyo6dcEfLEMn3mRKGj6m4/16S22tq6rgNWfZrody09bWdxfLarWajbhhl3H8iBv1Eced2GkhNqDu3biC2qqeV1orP+/shJ06Zfb5bIpeBGAyoFjZFJNgxA4brCeMiYfi/W7CDBhumOoyaxV3Sy00eysUUxrprv3QHW8U5aYXHIg368TbODr5dLYkWI0BU6bDHEPdPinMoMaiCqW1MoecjfnkqL+vMGt7pydHq9VK6pDJC9UBqT9RkoZfoiYOnwAARmtdld5Y/qFRV/KNVpG+PJDEsN0tt/7aes655z2h67rx1Zdf3PrSiy/sDTQGAEyZc5wlefLC+5InHft/ptiEWABw1JQXNuan/Xnb5690esLrynjrpGTNlDjLUOMmGErsNN2UcLmit25XDOc6RW8tVPWW3arRVtzT47VarYSBExZSSuqFFJ10GuKHziZT1IGTKhs60FxRwM6WVWgs+YorM7+x2Wx+JlhA6oTJcbop5T63eeDPze6aN1St8e9FBTlt/uxrtVrJiB8xgxNHn24kpf4fYgaM7qosNZVtoKbSl5Tm8mWFGVv3+xE7RlMTpuhqwjRDjZsDYD6x+xNVb85TtebdCrv222y2bj+srVZrvBE98CR90IzL2RQzkBVzKscNmwo6+LIme+1e0tpyYGiVan3eJqVl3ztkuOt9Y1utVjJMsU9BMU9kxZwExRTPiilZS5qUYESlJEK1eArqLijO+iZTY34zGe4GGFoLGe5GGO58RWv7TVf1tVqtZJB5kG5KnK2rcROZon4CoEQx7FtUvTlb1VszCgtym3t6zjozatqSy5mifk+sb1QM+9OlOZuLetondeq8GaxG/4pN0UNZsQxkxTwIatQgPXrQMI5KPtDoQZodir2yitxtNcRaDQxXLenOatIcK4qztn7c3TGsVisNX3zxqynTFl9DRGBm1Gdveq9i3Qc/6+n/2kW8BI4bshRxQ67G8LmnoXzz+2itfpMc9RtsNluXX179Ecp5Q/QuSej6sWDemNNPu/wk08Cxl6uxKWeYBoyaQNR9r7zWWLFPb6n9zl1b+nnmd29/2vF+q9Wq6IOmf2AkTziBYwcPg2ruOpjuArVWlisNhSuLt355XXfHtVqtCoBYViwJhiXxWj1l8uV67LAZprrMVWprxUOKqzEDQAsAZ1cfmOOnzx9nRA+4D9Epk434ESPYEj8MlsRo3xPgIXVz1FeSo66S2qoLydn4RdGuNa92qBOZRs5eqiSPOluJSlikJA6fQ+boTp9A1jUYTfty2dmyQW/ct1or3fquP4nJRRdfEn/jTbd8fcqpp54IAMu+/WbF4/959PzVq1b12PrZbvYZF4+PGznptqjkoefGDB03qeP/WHc5DHtl0XpH7d6vG3K3PJGzc4vfsQFg1LSTL3Rbhjyjao2ro5zl1xblZ/a4v3XOiUk0ZNpfKTrpVMQPnU6mqO6TawBsaEBLVTE7m9ehofifBRu/yOppnzFTjp2kmQfeaShRpyuGc7nJVftIae7WQn8fGwCMnzwzRh97SiYnjU3tvGIMpSbzk+LVr14cSNxDjmGdcHOhreA5f8unzjz+90b0wKkwRR+jDZ618EDS1RVDg1qXm0uu5g2KvbqGnA0PFOZmdNtaNG7agp8Y0QMv1RPGngUAanPpcsVR81Fx1rbP/a1np3WfMPk3CmvPBpKYd2X01MUXGIrlBkDZoupNr5fmbC0LqC6TZyayJelhIyp5LCtRY7XE8TPavyyqzaUlpLUUKK7mMnK3PFectXWLPzFnnfoTa+K4mQ8mTZj3c8V08PPP0DU0Fuz4oLk4/b5d33+W29X+4+eechESRpyPmIEJUEwDoJgGQVEHw5IwBOZYBUQAG4Cz2QV3WxVYr4ah10B31qGlshkt+58t3L1+R1fxO5KELnJJQtePBfrGnHL8WUPjpp2+y5Q8YligxzKcLXrLri9PzF7/1WFdpIC3lS5+xI364Jm3cfL4KR3vV2pzdym1WU8qrfvfDKbVauzcs68wLAm3K466G0p2fb8n0P0BIPWYE87Th875N8ePmAzV4kkomEGO2lqlJusztSbzpu7qNnXpjR+ZRs65iEyWHpMRX2wY0CuztroK1pxRkLmjqbuyb7797puXXnb5VUTt1WO8+/Zbz1937S9u9vd4i3957wvJkxb8qsd6MWP/+g9/sf3rt970NzYAjJx+2u/clqEPqVrTjihn2QXFebu7bcEFgAlLLr2YBk16DHGDx1J3Sf9hdTSA1ppari9+suCH1//mzz6jpi6Zb6ixj6t66+/Ksv0/0flKnbVkuDFg4mM8aPqVh9yhu6BUpP1ZaSp5rDAzzR1MbACwWq032my2F4LYz2zEDp1hxAy6yEgcdyqboidxzMBBAABXc6vias6l1v3bldb9byn2mu2FeZmtAcYnLXH8/QAUU1Ph/cG0LvkaPeX4iZpl0MtkuIotroqbivP2+NUF2ZXUCVNinNFjNiiG473yrLWPBBPDarUSkynZiB4wxTDH3+ceNOdsU1Nhutq67wFyNW5WdMd+m83W6dACX3POvGRmwphpv4sdmnqxJWlQclflXE21TW2VRZ+2lGY9uWP5hzs7qY/C0cmjEDNwBqKTBsEcOwhq1GColhEwRU1GdPJM2Ou3QHcWQnftg+aogau1Fo6GfWityijMzagO5PFLQhe5ZAydOMCUOOQEKGqPH1SdYc3dbEoePh9ApwmdPmj6G8bAKedzzOC4zu43BkyazVGJT3Jd3kIAficn7Up2LHsvdcrsiUU5u4JK5gCgaM+Gr6xW69fa8AXfG0PmnAJFBdlrGtV9m39RtGvNNz3tb7TWPKHXlwxWB6SeSKp/by1mhtFQlmk0Vz7eUzL357vvWXrHnX/6Gfl2oRHh7HPOve7/bv/DW4//57H13e1vtVppwMyTrh0w46RL/akbESFp4vw/zDnr0qydyz/c7tcDArA38/snx0w5bpaqt/yuKD/Tr66zgnUffmy1Wj/HwAknUtLoxRSddBIShi8hc8xh2R0bGtC4dwc7m75H874tXFf4rS0nw69uUwAg1hoUw1FHrPWYaHalaPe6irGn3ZR02B2KGVAtsaEkc6Gw2WxuADu9P/eOO2bJYH3g1FfYHD9Wrc+9rmTb137/H7uIz6lTZi8HSA01mQMAVszDDIoarigAkzkJQEgJXVFBjn3cxBlfgpSngo3hfVz1ADaNnXXKX01NhUMUZ8N/VXvlZ/4kcjMWnRafPGnBI0OPO//nloQBiT2VtyQOTLQkDrwmbviESxZf9+e3G/PS/pi+4btGn/oYAEq9PweMP3bpEiSOvgikDIGjfg0aSz8o3P59duCPWPQXktCJAzKWv/nJlOPP2hY7+aRl5oFjp/m7n9ZcXWnPXfuTrDWfbO2qTPGWL64cP23+ECNh5OkcM+AUY8DkG6CYAM2hKw22p6mtZoPSVPJdYc6ehmDrT4br2WD3bWez2dhqtZ6hAY9y/Iiz1H1bzijas8GvMWq5az9Zb7VaTzaPPe5qJWX0xUpM8gkUN3ggddKFa9gbWo3W2i1GU8U32r70pwoy0nrslpy/4Njz4xMSDuvCHTBggGXBscf9FECXCd20BYsHDV9y+TeJE+YuUEw9dMf5iB02fpY5YeC64y799ftbPnym227wdmMnzxvrjEk90+RuuAPA/f4ey9vl9oP3BxOOP38xJ4+9iVLGXUbmGAsbOlBf9B03lL7MFbs+CDahKMvZVDB28rySktztPY6v6o7SXH6/QQpzsvVcEAGaw6nU216ilr1BJxPhVrxnXXXq9GN/y5b4y4t3/hBSMtdOcTdvDkccACjPWrtu3MTpzwDKq8X56Y097+EP0kJt6WtXsnvVprGzTkknd+vn/iRzAJBknfvHlKmLbunsfd8dc3xy3ICpi26EwQ0A/tRdWavVasaYxb9E7MBTETtoDJgvgeZUAdwX0EFFvyIJnThEzqblZVNPOPdGNWHwOsUS2/M4JjbgKE57sLtkrl1hVloVgHfGHX/xGLSP21JMKtlr0ou3fvlhqHUvzMuqCTUGANhsNj11xnH3w14Lf5M5n30ZwBsA3phwzHHJpuEz/mAeNedP7S1NbBjQ9u56TavMejA/bVWxv3GtViu9/Oobx3V1/9ChQ4/tbv+sbetrZp924c3M+hWxw6w/j0oZNqKnYzIbaNtXsN1eVfJu697ct/ytKxmuakVvKyXWuhwX5I+CTV+uB7B+wunXVWDEvDu5Nv9rzv3mJ/6eWLuj6G0Bja3qTNHWr9PGT5r6My1mYAWiU2KprWpT8epXbgs1brgpjtoyw3AX9FzSP+FomfOlGG43QW8JXzxn0C2vnVHbKnYU5uc0+Fted7SUs66BTP4PHWhn6Bp0R0uPnzneltjrxk+ZGYOopMeppeLWcLwvRGSThE4cxrU/Z6PdtvkW84Ax15gHpx5PinpYGWaGVlea6a4tfcddU/xiIPGpufxRpSpmjDF09i3q/u3/UmuyXu15rx+XYq9pM0zRAU0G6Khgz5YGAPdOOfO6GtPI2Q+RKSpOK9/xlCvv+98H+uF79tJzFk6bPn1WV/dPnDRpwXW/vH7aq6+83OXEgF3ff7oDwI5Zp/zk2YSxM+6IGz31anNcUkJnZe015bbWsuwXGvK2Bjwpojg/vS114vQvi/Iz3wlkv65wxe6/wBx3Htfk/TmMJ62Ax2l2hnRXMznq13N0yplkr+90uEFv87Z8ftTb9eiKM2ZsqqLbL0SY6kjQ/Z5M4g9WzGk9lzqoeseKF8lkGZo0Ye4fLAkDDu+W74K7pb65sWDHk1Vp3/rdwluYk24fv+AsiyRzApCFhUUnbDYbZ3zz8vNNm95YbC/Y8IDhaD5k4LThduiOoq0vtOz5ZkH6l8/9I2/H+oBmpxVlbNGgWlwAwKaotj76YaRDd4U0/b9dzopXnzSa9q82miryXXnf/y6Yx7t4yZIrk5KSDs+svYYOHRZ98imnXu1PrN2rviha/9o/fl2fufYqR035Id2ObBhoLk5fXbtr5emb33/qkUCTuXaGEjM0mP06Y8vc4eLq7O9t21akhysmsdvvMXfdsdlsDM2xDcygtsqwdUUeTVPVyHC0gLWKcMULx2xZX0W56QEl6jabjTe9++TfqtOWndZo2/mRu63J0V15ra3Z2Wjb9WnV9uVnbHzniXsDbgFtrQ5b66uIbNJCJ7rkTTwenHHWL4piJi15UbHEWtjQ4Cjc/FD6Vy/6PTaqM9S6/xVFMZ+qtFa+EabqhpXNZuPxU47pcQFWfxmtNeuVqITKYLurRo0afXJPZcaOHdtjGV9bP3nxi2NOXLp94KzTPo4bOek4ZkZd5toXqjZ/fmswM419KYY9bCdoAIDmfDKc4Qgcti8RpDtbWHdoYCNsrxdAjQpfrL7N4qyoJHCfbN0MxfZv390O4NI5Z1w8J37M1BvjRky4wpIwMLn9fndLfVPr3vz3m8uyX9y54qNtXUfqgeEOy3hBEfmkhU70KGP5G284itP+w8xwlu15uy37hwdCjVm87Zs91FSyvWj7d8Wh1/DIIHfr/8IVi9vqi9htLw5mX6vVGp2YlDS2p3LRMTE9luloz9pv9zbmp/1Jd7bp9v2FmfUZa38bajIHAGA9pO7qjmy71oe1FYLRwwKLAaDG4pXUWllQtP27HseR+sNqtca6zQOnhiNWZGAO97i8vmTndx/vXPfy32+p2blyqaN+fxkAOBuqKqp3fnf+2pf/dmNIyRwA+DulXvR7ktAJvzhKdj6k1ZXWO/dlPhOuD19yt4SxRSP8wnmS0RvKluuNe78KcnfVpJq67G5tR0G+nxvzt6111O7NcLfUr8rZnRaWbmZWLH6PHeoNTKaQJ+G0I93VBN0VzgTWruot4W3h7NNUk9VqDWxKaARK++qtzc3FGc8BQEtp1otpX765NiyBXS1BXVVD9D+S0Am/5O/Z2uKuKS5wV+YHtRBr58LXStLXFezZ0pC34YvDFg31x+AhQ5Li4uJ67IKLjY2LXXDssbGBxrfZbKw77Vmu5toer7TgL0V3hGXG8ZFSVJBTG65YZK/NV5rKMsIVz2azsWK0VYUrXt9n6P25hc5Xc3H6qy3lubXNJRmvhy2oYgrba09EtqPmhCpCpzdX54R6ncBDaA75ZumHc84576xhw4f32K2SOn58wmmnnX52MMcw3I5yZ11FeTD7du7ouQSNzWZjGO6wLbsBAHRUzYvgsMw4jgQZm36oaC7J2Lpn3fKALjfXncL8nG4XFBdHj/CNIyG6i4hSiWgcEZ3ps92vKd9EdC0R3ea9/Xw35R4govOCrONrRDSDiE4mokf93OcFIlpDRDODOWYXMYN+DL1Jb2sI4wkfIFdLac+ljm5Wq5Xmzp9/qT+LlJrNZiw8ftGVPRbshKuhyulsqMwPZt/OHT2trwAAd1ufbpHs246u14rW1hTyGohCdCZsbyRm/iczFwEYB+DMHor3FOumsFQqPOYw80nMHLYlE3pCHa+W3kcYzpZuL00VqML87PB1O/RTN/zqxl+ccMJiv1vdTli8+Kd//dvfLwr0OM76Cperfv/+QPfrmt4rl77qNWwcNa1M4ads6u0a/JgMzR2+Xg4hfHSbOJDHU0S0iohWEtEo7/YcInqXiNKI6Gfeba8R0QwAtwC4nIhWE9EAAHFE9DoR7SKin3vLjiei5d4yj3dy3DTv76u9ZXYQUZdrbBHRYCL6ytuS9rZ329lEtI6INhJRj60WRKQS0VveGF8TUQoRPQJgircOFp+yDxDRm0T0jbd8jHf73d6/17a36Hnr/gIRbSKiO30Oebnv/t6WzbVE9D6APxHRKUS02fvzC5/n+Dki+o6IPqNOmm2I6Ebv/yUNwKCeHndAmFeENZ7o1s233Dp26bnnPRgb2/MVO9olJiaZzl567j9+9vOrBgdyLK2t+TsAYUzY+/0Y90OQ7pKlI4JUaMvb3dt1+DG1lGbd2XMpIQLXU0vQuQDqmfkUAPcAuMu7fRSAXwM4AcAfich3Bt6zAN5n5pOZuQ7AMAC/AXAigN96y/wTwK3MfDKAaCKa38XxP/aWOQHA/3VTzz8DeJWZTwJwtTfRuRfAaQCWALitQx07cyGAcm+M9wD8hpn/CCDX+1g6zmLLZ+ZzAGwGcIY3mZ3s3f8KAH/3lksB8Jj3MZxPREM629+7bSSAq5n5YQAPAzjPW//ftieNADYy8xkAnAAO6wZm5heYeT4zzwcQ1m6g/PS0ME6IED059bTTH5o6dVrAS5HMmj178nnn/+RvgeyTuWX15j66wHNkYP0omsQgQhHWcchC+OhpoPU0ABcS0YnwfOVu7/sv8iZrIKIydN8SVMjMTd6y7UnVFAAvexuYEgAs72Lfs4jod95jT+jmGFMB/AMAmNnwJk2TALS3KCUD6KnFYgKA9vWAtqHnbuP2GYtl8CRt0wAsIqLV3u3tXTAtzJwLAES0G0BqF/sDwG6fxFFl5hrvfgUARnSzn+hnrFZr7Ceff3lusPuPH289z2q1Kr2XpB09kyIAoDB718u9XQchxNGtp4QuB8AHzPw3ACCi9qsNjyOiFABtAEbj0JYgNwDf1rDOPthzAdzBzCXe1jQVwFWdlPsLPC17DKC7WUHZ3nKfeMef1XjrfiYzu4jIzMzuHgaWFwA4FsDHABYA6GmAuO/jIu/x1jDzDcAhz1U8EU30xj8GQHEX+wOA78nXIKJBABoBTASwr5v9RP/jbm1prYXny0jAHA57HXp1piSFdQLN0YblvS2ECFBPXa5fAhjoHUP3A4BfeLeXAfgvgA0AHmU+ZNp5OoB5RPQhESV3EfdPAJ4jolUAvsPB1qeOPgGwznus+m7q+TCA64loDYA3mdmAp8vzO+8x3u7hcQLAZwBGE9FaAFcCeNqPfQ5g5j0A8r1j4lYBaB8nUQ/g9wA2AfiGmf1dTPduAF/D8/ifZmYZo3MUsdls7g3r191TsW9fY6D7lpWV1W7auPGe3lzbq9BW8HVvHbt/UGT1fyFEQIiD6BkhojTvGC3Rg958ruT/FPn++re/Lz3v/J/8d/qMmd0NOThg584dWd989eWv//rgA6uPcNXEETRu4oz44vyMsK5tJ4Q/5LwRuSShO8IkoROhuuFXvxpz3vkXPH/mWWefraqdz+1xu9349uuvPvvyyy9ufuP11/r0JdWEEH2XnDciV1AJnYgM8sbsP84//yem8y+44PFLL7vi1x2XMWlubtI+eP+9xx779yN3y0xVIUQo5LwRuSSh68fkjdn/PPX0/x646hfX3Nee1DU3N2lvvfnGn3//29/4deUTIYTojpw3IlefvCKBEKJzv7nt1ge+/vKL19r//vyzT5+TZE4IIYQkdEJEmG+++fq+oqLCupzsrIovv/j8vt6ujxBCiN4nXa79mDSd91/Lv/v+S03TWs5delaPl7UTQgh/yXkjcslaR0JEoLq6uiyn09na2/UQQgjRN0hCJ0QEqq2t2dva0ioJnRBCCACS0AkRkWpra+sb6usloRNCCAFAEjohIlJVZaW9ubm5obfrIYQQom+QhE6ICFRTU0O6rjf0dj2EEEL0DZLQCRGB3C6XrbWtdX9v10MIIUTfIMuW9GMy/VwIIUQg5LwRuWRhYSGEEEKICCddrqJTU5ecfxIp5gE9lWNDc7r2ZS7r7KLwY6YcO4ehjgu2DsRaXmnutsyO28fNO/N0kJLgdyA2cou3r8jquHnsMSeeCqhJwdWOiQzn2uKMTTXdlZq06NxjQaaRh2w03M16Ve73NputV5vHpyxamqqYY2Yffo8BrblmWd6O9fau9rUuOGMYqVHHB31w1msKtny7rrsi1lmLEigm5QyADnmeWLPvtKV9X9zdvmOmHDeToUwItnoEI7c0Z8uB10zq3NMnQDXPDCoYM8HdtrJo99omn/qdzFBSgq2fwq6NJbnbKztuH3vMiaOhmPxrXWGjuGT36p0dN1utVtLVuOsNJbqZoboCqRdBtyiGI0HVW19uf32nTpgSy0rUVYYSXcdQ9ADjRSm6XS3OT3+7fVvqhKnDDDVmKZOlkTu8NnqOZ5gVw+4sztvzefu2scecOBrk53PWGTZKS/as3t5dkUlzF5vUuIHnQlEONqIwG1r93m/z07d1+xyPmXLssQx1ZHdlukOsZZTmbssPdn8ROSShE4eYvODk5Oix856On/PTKxVzdI8tuGxocFXMWDH1xAtuyV77eeGh9yoO3ZR4nKFELTSUmHmsxsT3FE/R2xoVw7GNDMcmk9Zw2MkGADh28GXG0Dm/8usBuZpb1JqsawAcltCxEmUyolIWsxqz2IgeuACKiXoKR86GfYrWuppcTVtUe6ujq3ITps+JMo897l9Rk8+6iaLiog85ru5mrTL7o0nHnfm7vC0rKvx6HGE0ZeGZIy0jpt0ZP3PpVWr8wIEd72dmaHWlOTPPveF5596MZ/J2bXZ3LENqVAINmXo3ksfMJwqsoZ8djY1ck/8wgMMSOqvVaqKhM85B4sizFOtp5yJ+6FiiQ/8tbK+vn3DOb79By/6VXGv7yJa5vaVjHIMsUbop8WJDjTndUOKGgnr81wLMUPTW/YphX2nSGh8/JF5y6p944JQbAnqgB+IaUPZu/BWAl9o3uc2DbtAsg38eTDgyXPZoe8FiAAcSuvETp8brcSNON6IHX6qlTPmZP3HUlvK1Y+YufUl1VP9QlJW2t327zWbj1AlTPiMyT2PFNJQpaoChWEayYjlWMyWfDlJVz+PSDZPWsJIM1xZi1z7FcNaSoe8nw3XIlxWF3XbDoK+88QYyWZJZMSUxTIOY1KFMpnmAUUes5xDr1cRaHbHWQOxqIEMrVwxnum+9FXZVMls2MmEKK5aBTOYUJtMAJnUIkzrWUBMWk+EoU9i1i1ivAGs1xFqdYrjqYbgrFMOx49An1GTWY4aebcQMupTN8f4n2bpLV+1V3yjO2qe7KjJp9vGx5uHTfhU77cxfmAaNm+v7XmE2oNWW7Jlxzg1vOMv3PJ+/Z+thr2MAYLIominpAlaiTtTV+FT4835jjVWtJVMxHD+YtPpOP0dF/yNj6PqxQMdCTJ5/cnzMxMXfRI2YuiTQY7nrSrPtts3nHZ7UeYydNHe02zLofrdl+PWdnlzZgMW57wmzu/rh4rzdVZ3FGLfg3NmcMOJGjhl0PscMHOVXxdgANe/dRo66L5WGov8W7Vnf2LGI1Wold9Lke90p0x/s7sSv2Ku2muuzzinO2lrb3SEnL75ghjp06v/UQROWdExGfOkNe3O0/Zm/y139/gq/HguA6266beZxi0/5j8ViUQDAYbdrm9b98Os3X36uoKd9J81dHBM9+pi7zUMmXm9KHDK8p/LMBtw1RTvdlbbHMpa//nbH+60zFphp8ORfU8q4Wylh+MQe47ntLq4veh91hY8UbPk245BYVqtCY0+4gxJHXIeEEVNIUXsKB2YGWqsquHn/h1ydc59t59rD/repE6cnuCxDbtBMA242TAmTuoqlaE05Znf9cyZ39cvF+RmHnVhT55013hg6+1uOG9JljK5QXd4XauWuiwsztmjt28ZMWTjBFTXiM92UOD2gYKwZFmfFX/dmfv+g7+Yxc89+Uo8bdYYRM3iqXyf89ro56/eprXs3m1pKry/K3tnQU/mR00+/TzMlXQGATFrju3szV/41oPp3Yrx1ws0Efj4cLdajpy6+xhk95nmTu25njD1/USAxx846ZYYeO/x+PW7kJVC6b+tQ2iq3qW0VD5fu+PbTzu6fsuicVPPQSb8xJQ27SE0eediXEl/MDL1xX5nWuP9Td2X+Uzkbvur0vWy1Wk0uy9CluinpJ5op+TJWohIPq5feWq5qTe+atPrPzO7aTcE8pzKGLnJJQtePBfrGnHneTX+ImbTk0e4+fLrjKN359O4PH/1NV/ePnTRXdVsGvei2DL0GpB486xhut8VV+XS0o+gP3X0AjV185W0cN+yXHJ08A+Y4s1+VYgY56hvhat6qNBbdV7z1q82dFRs3bUG0HjfqbsOSdIERPegY35MiuZvrFFfjMsVR81TpzhWd7g8AE+eeGG8aOuUuddCEG5W4gYP9qZ7hbGnTawre1Kvy/5G3ZVlpd2WXnndB/CVXXf/d7AXHL/TdvnXDmlVvvvjfszeuW9tl182kWcfFxU47fbll+NQTAv3/suZkR8mOJ/Z89vTtnd1vnXfqUGXEnPdpwPiTuozham3jvTtuLlj73pud3T9h8UW/onEnvkCqf//WQ2Izg/emPVPw/Wu3dVVmzOT5o1zRoz/XTUlzO96nuhu2WZzlF5TmpnXbWjpu4U8vNkYs/BCq2f8nsK2mXC1ff2zR7nWHxR4z5bhxbvPglzXzwFP9aUEk3VFvdlc9sDfzh/92dr/ValVdA4653YgecAGrUVPZkjgA1CExZga5W9pIa8tT3M3r1Oai+4oztzb4/XgAjJx+yu8AUvZm/vB4z6V7Nt5qvZmAsCR0VqtVdUSP+VzVWp4qzd22PIj9yTVg5h1GzNDbjKiUMR3/L+RubVLslR+Zmmy/L85Ka+4sxvSzrzs/atQxL6oJg4cGeny9pabWWZ5+S+a3L3/YXbnRUxef44we/QErUXHt2xStxRblLFtamrMlpO5VSegil3S5igMMZ0smu1odFBUf3XPpQ7HuhtHWmNNdmZK8HTqAX46YcZbTHTX85vbtFlflo3szV97d0zFK1r/7NICnU2cumsDxI07imAFz2RJ/MscNm3ZIq4Tm0Kitai25mjdRW/VOpbn8u8LsXU1dBgZQnLXNAeA+q9X6gCt52r+0lKl3AIDiqNltasy7sCR9fVFP9TOPnvetOmz64kASJiUqPlYZOfsmJW7g0gkz5s8tyEjrtPXParXSr373p2dmzV+4sON9CxadeEpN1f4nANza5XGi40eakobPDCZZJ1MUKbEphyVC7Wzbf6i0HnvWX5TEkevIFNVpGW4s/7SrZA4AuGL3y1AsGhKHX4CYlBMRMyClp7qys9mB1prN3Fq9jKuyuuz2AoDS3LTyUdNOflFXE5895CTNDJNW/1xPyRwAqNXpn3ByagYnjPJ7LB056pd1lswBQGnOluJxE2eerRjOf7ktQ37NitnS5bG1ht1mV/Wvy7I3bOiqjM1m0wH8G8C/x0+aHqPHDDnZiBl8vpaQejNIJbW1/FulrfINta1iZVHunm7HfnbH5G7IBRDct75OaOZBswC+AsC7YQjHhhKXSirPBhBwQudNKv89btr85/T40fdridb/g2JWAEBtKftabSn9Q8metbndBiElnszR/o/x9d3VHBNHRD0OTSnLXv/N8JnnfaNZoi5t36bqTW+FmsyJyCYJnTgg87u3l80878a7o1OP/adiieny5NIR6xocRVufasv54X/+lFf11s80w/1LVswWMpwtqt7ycSD1LErfWACgAMDLqTOOMxkpEx42Bs/4AxQzwdFQodZk3lq8+dPPAonZzmazGeOmH/+87m65nk1xKYqzYZk/yRwAGI7GTxRn80yKTgxoogW7HZrRVPEF2+vruypz6dU3/PrE05Ze3VmSQ0Q46Yxzb7zjnr9uefSh+17vbP+cLd/nzTj7mmsswyb/wzRgzFR/EzvW3XDtz/3WVZH7u24LttaUQXfrMEV13lfKRl13u3sn1bwK4FXrMQsH0gDrz5Aw/HKkjD2h4xg9bq7I4aaKd7jO9p5tx2q/T2Amd+3LminpWt2cctyBbVr9epPW8IY/+9tsNh635Kr3OW74TPjRJQxXSxO17j+sq9pXcX66G8Dto6advN1lGfoEqzGDDinADLO76guzq/K6ktwd3T6HvgrzMu0AvrVarctg6JWsmseYmgp/V5zZ+TitQBCMDQwlbCsklOZsuSVcsWw2mzFu4swPVKPt0VDieFvf7hh5wjWzjbgRp5Grsd7UkPPL4qy0ToeD+Mr89uV3p595dWvUmDlPqwlDRvt7TL2lpsJZuvO3mctf/8ivHUjp8O2p49/iaCPLlohDpH/1wuOOoq33GC77YQPhO8OGBkfRlmdaM5b/zt8uk7Ls9ctN7ur/gRlmV+W/S3M2dztDrDtFGVs0077Nf1QaSz4BG1Drcv4ebDLXrjhzU4HauvdJxVGzx9RS8mDPe3jkLH/lcXfx5kv0xn15/u5jtNZVu0u23Jz9zfO/6WymMOAZN7f4lDPvjYqO7jILi4uPV0849cy/X339zV3O7MxY9vpnLTs/X+Cwbfyr1lS5r7t6MRtwVRVsb8v+4armbR+cm7Xmk+4Tp5jkCTDHdJnlkGLqccZ0O9uezbUFq99+yijfdhJXZR8yRokby3YbRetOKlj58t8CSeYAT/Jk0hpeQvswEzagag0vFuft1rrf8yB136Z/KFW7H4C7ta3bgm01JUrVnmuLN3+22p+45Vmr37a4Kq4jw3lIS7LZXfWZxVF+SSDJnC+bzcZlWz9+sHzTe9eHI5kDgOK83c0leTsPG6/Yh7zqba0MmWqvepTcbc1qa8Wz/iRz7TJXvPmFo3jbH1n362MUbOhwFqfd43cyB4AMR9HB17JuKIZDWueOcpLQicOkf/XCo46irfcZbke3H4ps6HAUbn2hNWP5bwId/2J2176vGG1Os6v6pZ5Ld89mszE1lb5EzeU5auXOF0KNBwBq695XVfv+D4qyt3e5dEdncle/v9JVsPokd/mu5w1HU5cnUHY7NG1/1ifuovWn5ax84+WuylmtVmXBohP/M3zUmCE9HXvMOOuoBccvedRqtXaZ+OXt3tK65/P/3d+asXyhs3zPF52NoTVcdpc9f/3fW9O/PT5j+Rtv+/W/rS9exdW5X3UWjx2Nddy097UeY3Rg27lG54pd1xjl2/5sVOz6i7Fv1194f8bltp1r/D6xdmTSGl5TtYY0AFC1hs1Rzr3dtqAdViebjYvXvf2gUrn753A0dHqlDmou36ZW7jireNPHnQ6Y70p51tqvzK6aZ9r/VrSWErOr8kZvK57wU3F+erdjUQNRuuPbZabG3LWWuj33B7qvs2jrh1p9ebY/ZbX6vTZH4aa3Aokf5dz7R5O7dgWYYXHu/1951upXAq2j6F+ky1V0Kv2rF/4587yb4mMmLrqHOpnxxcxwlOx4uzVj2S3BDGY2aQ1bza7KjcX56d22FPlLrctdATb+YLPZ/G5t6U5xdlopgIeC2Td/2/f7Adw8ecmFL6uDJjykDp50Bvn0UOl1Jbu06rz7cle992VPsS69+obfzVu45HR/j71g0YkXXHjlNb8E0GWSCAA5m5aXTZq7+AolNiXDPGD0eN/73FUFH6Z/+fy9/h4T8HR1WWcvvpJU86cYNPFAfdnZ0sIVu39VsO7DlYHEOxB398ZmAP8MZt/OFOft1kZOP+0D3ZQ8X9Vb3g+2Jad408efjTv+QrcxZPY7sMQfmG1ILfszlar0i4t2rCwLJq7ZXfW02zzgN6zGxKtG6xcluTuqg4kjwod01yoAAb9ObDabPuOcG542JY98mkyWLr9kse6GVlv0rM1mCyhxL8rPdI2ecvwzhhp9rNm1P6D3q+ifpIVOdKkte+V97uqi9Z3dpzXsK3GWbL+lq27CnthsNkPVW3eFVMEO8YrTln0TrnjhkLvu023OPZ8sdZdu/Q/rLmZmuPfu/sRlW3uyP8ncTy+5YtiCRSf+3mTy/3uXJSoa8xYu/uNpZy49bEmDjvJ2rLdrDfu+9G1VM1xtbnd9+ft+H9CHbdf6FqMq61Z2NBzojuO6wpcL1r7/STDxjhSzu+Zls6sy2+yuCalFo3jTp18r9fn/PdDt5bY7qC7v98EmcwBQnLd7n8LOQgAgw+FX6444skp2//BYsDNw7bmrnnUUb/tvV12vrGtwFm97zp7zw3+CiW9212xStZa9xfnpDcHsL/oXSehEl2w2m8Fux2EL8gIAu9pyc7ev63Tavr/IcAY90y5S2Gw2PWfZi3/QKnPf1muLNrlLtlyRv321X+OPFi459Y5x1kljAj3mxCkzJp10xjl3+FPWWbb7Lmf5nq8BwHA7DUfRtgczV7zVY7LZFdu2Ffloq10DAKw5wXW2oJLDI6k4b3ed2V31dXHenm5nPvtDqc19mFr35wAANZd9Urzl86BaIg/B3AwAZGgh10/0LpvNxvasFf/nsG2627AfOgTDcDS3OQo3PdiWufzWYBNGgqEBRlh6JUTkk4ROdIuZO1/brKvtAVAM11FzwuK22jXsallfsGeLX90qVqtVGTU29YJgjkVEGJM64Xx/yuamrXE4bJuudNeUpLv2Zrya/tULQXUz+2K3wzMpxF5fhfqiraHGOxIYSuAL3nWiMHNbG7VUvAF3m1NpLHkiHDEBuID2k7WIdDabjTO+fuFhu23DJVrj/iIA0JqqyhwFG67I+Or5B0Jcf48QyErSol+TF4Lolt64fzsbhw8f0VvrdoUam0n1e2mUyEeEwNbuSk4ZMDDg1rl2sbGxY61Wq199tbnb1zXr9vrV7rqyZcEe7xCat+XV0GrCNdsw7Ejd0XMh/yj1+a8qdXnbitKWbQtPRHaAGcRaQBNyRN+W9d3by53FW6/S6strnEVbrs38LviWcB/1imH/0S8fKPomSehEt+wF699w7c89pBvJXVua5dyb/liosXU1LuiEJdKw29ECXQtk2YiGutqakmCP19bWVhLIBBEixUSqKSytVmip3M2GBmidd9f3BaU5W/xae84fhRlb91Nzediul0kwGgAdZDjLwxVT9A1ZP3yw0WHb+FXWD+//EI54NpuNFcMhE2cEAEnoekREJxOR34tUBlrej3g3hitWMGw2m+Hal/U7rbl6PwAYzhaHc1/mHbnbVjeEGpvY6HYmZn/CzqY0o612lb/lbTabsX9f2bfBHm9fWXFA+zLDAHNQE1wOi1Wd/R1aKm3cVtvlVQ36G3LUBz0R4jBs1CiGq9WkN8u6Yv0Q6+7WcMYrzdl6VTjjicglCV3f16sJHQBkrfk0qy37hwua0z66sGX31+dlrngr6ETDV0nejvRwxIkEeZuX5eeuem9tIPukbVz3Ql1NVcDdbhV7yxq3bVz7XCD7uCqyn9aaq8LS5Wqz2XRuqviUmytWhyNeRHC3he0kTazVELtrbTZbSJOORN9kOFv+2tt1EP2TrEPnJyI6G8A9AFQATzHzu0T0GoBHmTnD2yr3lU/5aABvAHgRwH4Az8IzhuorZn6YiAbDc6mjBADlAB4FcAsz30ieax1t8G6bTESrAbwAYLM3ThSAncz8f0f+kXtkr/uiTw5u78/ef/u1zJfe/XzjgEFDTgtkv72lxWs+/fDdgBZXzV73RbfX4Q1Uwfev3hnOeH0e62EbK0isNwGQZK6fytu+LuiFsYXojiR0/iEA9wI4BZ4FJtcS0QfdlI+F50LTTzDzGiL6EsCvAOQAWE5E7wL4LYBXmfljIlKY2SCiyUQUBWARgDXe+/7MzCcDgPeYtzKzjYieJaL5zJx2SEU9XbTtrXqHXhdSRJzamqotAAJK6Kr279tyhKojukBAKDMVO2Kgk0tuCCFEN6TL1T8pACYBWAHgewDJAAbj0A9x3xmMFwDYz8xrvH8PY+Zs9qzgugOAFcBUAJ71ug6OXfoCwLkAfg6gs8vATAHwsrfF7lgAozoWYOYXmHk+M88H0O/XeevvsnbvWNba0uL32LaGulpnxq60r49kncSRxaQmAJTQ2/UQQkQWSej80wBP69qZ3tay2cy8H0A9DiZVx/iUfxeAg4h+6/27koimEhEBmAvABiAbwIkA4O1iBYC3AVwHwMrMGd5tvkljLoBrvHWYD58uXtE/vf7Ss+vSd271e2xb5u7tX7z/1mu7j2SdxJHFZBrOZBmWOmHqgN6uixAickhC5x8DwN8BfEdEq+BJvADgNQD/IqKPAbT57uAd3zaNiH4Jz9i7l+AZF7eGmYsBPAzgeiJaA+BN7z774fmf+CZqq4jocyL6KYA/AXjOW4fvAIwI/0MVfc2OrRvv2b+3vMfW1rKSwn1pm9f/5ceokziCyDTaUKKjdFPCgt6uihAicsgYuh4w82oAq71/Lu9w3x4AszrZbbX3/pt9tp3QYd9qeLpXO3IBeMen3B873L+051qL/uTl/z25688P/vORn15xzSNdXdfV5XRgww8r/vbGS8/m/cjVE2HGUEaCCIYSO7q36yKEiBzSQteHENGnAGzMLCt/i0N88MaLj+3ZvqXLdd12pW1Z8cm7rz3/Y9ZJHCFESQDAZErq7aoIISKHJHR9CDNfyMx+XVRdHF1sNpuRn5P5Hncy+dEwDGRn7HonxGtCCiGEiGCS0AkRIdI2rfuosmLvYQvYlhYV1K797tuPeqNOwoMDu05vD8G4DgCI3Q1hiymE6PckoRMiQvzw3bL9+/cdfs3QuprqtF07t4f1ckIiUBS2hI6g7wUbUPS2gnDFFEL0f5LQCRFB9pWVfOf7NzOj2Ja3srfqI7xMUVHhCkWsFSpGW6OqN8vVWYQQfpNZrkJEkK0bVj83YNDgC5KSB0QDQG1NVfO2jWufBzpOhhY/KnN8crhCkeEqISWqpKggJ+Dr+Aohjl6S0AkRQb789KMqAPN8t/3uhp/3Um1EO1YtYYulGI5KnePlep9CiIBIl6sQQoSoaPe6B8MVi9jdQmAZEymECIgkdEII0ZcwM8B6b1dDCBFZJKETQoi+hFQzQOberoYQIrJIQieEEH0IkxrFQNhmzQohjg6S0AkhRJ9CZgJLQieECIjMchVCiD5EMdq+tDjaDltAWgghuiMJnRBC9CEluTuaAGT1dj2EEJFFulyFEEIIISKctNCJLlmtVsLI+ddS4qgLDruztWoLl278l81mM7raf/y0eaewOe5cNsemQLUMYEt8DEclu0Hq4UsyGJpKzgYTuVvs0F115G6rI1fLh4XZO7d1Ui+zHjNkDpvjxwA4V08Yk+J7P2kOs9K2fyvY2KG4m7OLstI6vSZm6qQZV7IaNQVqVDyTkgwyj9LiR3e6Or/iaoxRnLX1xFwFw91KurORdPtLhQV5NYfVb9YJqUgcfSbih5wMUmM6fXKYddjrNqKxZCWayvfYbDbutFwX/njPA+e5XM62J/798A+B7NeZGWdfe6d54NgTACZH6c6nstd92eOlxFInTBllKDG3sRI1hMk0wFCiYwwl2glSOns9EBlui2K0MbG7gQx3rWI4NxXn73mns9hWq9VsJI6ex/HD5yMqZQ5U88ADdxq6Hc7GHdRWlU7Ne9cW5ma0dV6/qQuZzGewYkpgqDEgNZZJiWMyxRtKrMqKxUmGM0ox7Bqx1kpstIL1NoLeRobWTOxaVlSQk3Yw3rSzWLEsYjIlMqlxTGo8oMYbSpTFUGOcADFYNymGXVUMlwOstxD0FmK9lQx3E7Hr/aKCnNz2eGMmz/+Vocaep6uJCkjxe4kSMhwWk9ZYqehtfyzOT6/ueP+4aQvmszluJKsx8cTaeMMUf4IRlezw7Os2qa3le9kUu5F0ZzO5W+tJt28oytnt6vD8E5P5DiZ1BkgZwKTGgtRYLWZ4k2GKO+T9oWitsSbH/kQYWiux3gYY9WTo6cTuR9tf06kTpsQyWe40lKhBTKYkkJpkKFFRhhLjPuyxs2ZWDLuiGC47sd5IrDWQ4cwvzk//X3uR8daJQ5nMv2DFHMekRjOUGHh+x4LUBF2NNyuGg4hdzZ7/q2En6Haw7iTW24jdOUUFOR8f9pqZNP1GqNHDWDHHQjHFsmKKBZRhWvxoXbVXmUl3VMPQWoi1VhhuO+nOFtJdLxUW5Nb7+/+bfvZ1V5kGjL5Eb9j7RcY3L7/izz7jpxxzKizxJ8MUnQjVEg/VHAfFHI/oJDOiEp0ghWFoKhwNZrhanNDdLTDcLdCcLdDsjXC1fFSYmyktvkcBYg7oPCIiCBGlMfP8YPadcMrVtyJh2DVIGL6AVMthFx5nQwea92WhpeojLl77YHeJHeA9SZjj5nDMwMuN2KEnGcPnH+cNBHXflnVkr11D9tr3SGvL6iq5SZ0696dsij2ZVctokGmRe+j8YSC1y2OSs95trs0oZlLXkdZWTe6Wl4py0w8kd+OmzruYTXFnsho9klXLEDYnjtXjRw3pNJa7xaW27bOR7qgg3VVJ7pZS0lofKMrLdBx4jMdfcD4SR16NhJE/QVSCf4Pa3XYDzfvWoHnfG2ipfNO2a22PJ3er1Ur3PvToF5pba7nh6kuv9Os4XZh53o1XW0ZM+6cpYfAIAHBVF253lmy/JmvNZ5n+xrBarWSQabCuJs401LhUQ4meopsSL1f0lu2K4VqvGG1FqtaSpRqthTabzdlZjNQFS3/KAyb/mhV1KBTzMEQnD0Z3V19gHbDXN0F37SPWqqip7IuijR8/1lXx1AmT43RT0iJDiUkFcJyuxp+t6i3fANim6G2Fqt60qaggN6DFfK1Wq+J93KewYr5ZMZz3q3rzzsKCvCZ/9k+dMC1KN8Uv0dXEmYZimcxknmEo0cewGpPQ/hhVvcVGrO0mw52tGK05Jq1xQ3HenqLDYk2ZdRObYifA0I6FahmqRw8arA2YMaCz46otZa2mpqJK6M5aKOpWz2va+XhhXtaB5Dh10syBrEafBNYXA3QcK6YUw5yU7I4bO4jVaDMAkO5wm1tLahR3YwMZWj2ALUzKOkW3ryvKyzjsi47P80YMZYBuSpyuq/ETmcznMamFqt66XdFbck16c57NZmv25zkEgHETZ8bqavw5hhozhMk8nFg/k0nZQ+B8MlxVit6aUZqbltbV/qlTZk1lNeYXrEYNhGJOYsWcDMWUzIp5gBGVMtyIHhxH7ma3aq+qgO6sJUOrB2uNZLgbSXfWkW5fXZS988uu4k854bx55kFjz1RiU+apicNOV2OTk3R7Y5PeUPG9YW/Y7q4t+S5n/ZcBXbfXarUqbI4bhthBZ8Mcex1czY+gpXI9Ge6GQL8cdhTKeUP0LmmhEwdYjz9/EiUM/wUsCcdj+JyTyGTpMlsiRQWSRk/jhBH3UezAsyacdcsGbqn80Lbhk80dy6bOOC6RB055heNHzTBiBo5CdFKcTyDow49dQs6GWdRWcxG1lO8aP33+tYWZae6OcYqyd3wG4DOr1RplmBPON9VmXGlED0w2ogcugSnmwLpd5KjbT7ojzdSQ16bYq/5EhlZms9k6SZQoHgQVBCaAGdxKruZWtiTEHVJMdxmktdWBobXvCCIVQAyAAwkdTFHJMMdNgCXe/xmK5hgFUQkT0GZJgWZXAPSY0F36s2uunH/conM1t1u/46573370n3/7yt/DTV183ghT0vCfKjFJVrLEjI8aOWORGj/wQBJrGTx+HqmmD2dfefcOw9lWpDdX5zkKN7/T+fPn4T2BVAH4fvTUE2aDYhcxmZKZzCOI7XaLq/KTnk4y5GouYsNlgSVlOKIHDAId9h2iww4qEDsoEc5mBc6Gerjtld0V103JJ2qmxEVMlqFM6hgms8qkjiXWmRXLKBARgO+6P+hhj9sYO3legmZO+YvbMnR6tL34LpPWcI6/+xcVZDkBrPT+AADGTpozUjMP+I2hxp5mctc+aHFVftPTlyUAKMrZ/TwAjJ84JdFA4h9Jdwy0VG09xTVg5iSYYjxPJhsw1+7ZB9a/A+tVZDjfKsravafTeHnptQA+8f4AAMZNnX8V6Y6L3PGppwGAuaXoB0Vr+6Q4J+1Nfx8zcOD1UgtgLYC1qRMmxzJZnivOTz/sPe8XIiawm5h1JmgANYDUNhhuDTA0AncbtyhndzaAPwNA6tQ5Cw1T/M/ZFDsMirlFcTUbRvSgSYq7uRrgMmKthrTWKtJaNxRnpb3eVczJ808eZh4+9Xo1YfDpcbPOP0GJijtkXUE1JilRjUm6EMCFllHHPDDrZ/dvNFpqVroqsl7J3bZqb8d4VqvVwinjH0HCyKGITo7BlAsHgpQhsMSNRlRiDOx1M6E5y5n16vFn/7YO9jo7mvdlFu744eGgnlMRkaSFrh8L9JuWdcGZoylhxGWITjwGUQmLKWH4+J724daaCjga1sLZlMEtVZ/ZNn+V0V358ZOmjuT4EXfqQ+deznFDh1FzebFatfs9atn3WGF+bpff6rsybsbCJCNmyM+M2KF3GTFDx6hNtpWKo+7Zkh3LP+l5746xTrjRMMf/XI8fPdWwJA8GKSCtzaG27c9X7FVpiqv+90W56d22vlhnHpuEIce8iOQx5yIqKbbbxMTV6kZj2RbUZP/CtmPVYa0unca3Wumhx57etGDh4uMAYNP6NT9cdcl5p/mz74Rpx8SaEoddYBow+rexU05ZSD0kTbq90dGWs/pbvXH/Q1rD3l3dJXXtRk076TTdlHinZko6XdHtpSat6YNoR+Gf/W01GD/z+BROHH0lxw+/hKMS5yI6JemwQq4WBzka0tFW/Tk1l71XtHO1zZ/Y7UZOP/VOQ4m5QjHsb+/N/OE/gezbmXGTjklkKI+a9Oab/Um+/JE6YcrtRQU5IdVt/MQpSUZUygItfuy/jOgBgyy1ux8nZ+P7im7fH2wrTuqkmRYtevCzAMjkqLqlKC+j0xZXf4yZPH+IZh5wm6HGX0qsVSl68yfRjtKn/XmddR1zwTzNPPBNVW9ZV5a9/qZg41itVjMrlkFG9MCb3YnWG00tJWsVZ/3dirtln81m63RYRrupJ110VfSERU+bEocd/trtgd5c3WwvWP9/2as/frnTOkWnjEbMgMmIShgES/wQmGNTAcwD83q4W8vgaqmGs6kSrVW55G6rCOb1KC10kUta6MQBtm0rygA8BgDWWYsSMHTmSxg647KuTvxcV/gDV2Zcb9u2otif+KlzTp1nDJnzjJE8fiaikmIBgONHjtNNMbcpDYUnpM5acm3R7nWFgdS5OGNzI4Bnx85bqjCZ/mKqz7upKHt7QDEOxtrwAoAXxs5ccoWWNPFJw5I00NSQ923prhUX+RvDlr61EcBl1unzh2LAhMswaNLvETvo0MTY2dyA2rwnUGd717Z7fV4gdTz/wssuPGaOt7sawMzZc0++5be3n/bsf//zfXf7TTzm2HjLsClPWoZOHKVExQ0BGED3CR2pFlPUqJnjjQGjH3BVpWwB8Pee6leeteZ7AN+Pnrr4Q1Vvvqs4b3dAyVZh+qZ6AP8D8L/xsxYPNZLH/x+nTLgVlvgE6C6D6m1vU2PxI0Xbv+v2i0N3FMO5g1g7nljfEWwMX7qacLZmSjmTHCUDAAT8paQzxO6Qr+VamJ/TCGDl2Fmn3K9orScXp294ItSYRXnprnFT5r0KIiWUZA4AmMyxIDWFSY0DjCTANEBXYv1qpe5Kae627akTp3/EUP4WSt1sNpsbQEXq1HmPmVpKjyPN8UBRjn+vZVf57rfNg60/UxOGLu3pS5MvZobWtH+rq2zXq93UqdD7g/HzTktF4qgroJhnwN1agsbStwp3b2jw+4Ci35GETnTKtntjs/XYs5+jAak/gSU+uuP9rLkMbiz7wN9kDgCKdv6wHcDC8dPmDzESht+rjzj+NrV8/d+U1srHC7O2+z2wuDNK674XTbpzfrDJnK+S9HXvjZ11qkWPGXxFIMmcL1tmWiWAp6wn/qwUuushJIyYDgBoqylHQ8m/bate/2+gMa1Wq/LgP5/4dVTUwX9HfHyCcuzCxb+zWq0/dNfqkr9nawuA6ycvOGWsKWXkq0pM0mglJsncZbJu6NCbKpucpTu3Z63+5PpA6jly+im/cUeP/YmqNYy2Wq0nBNviUrh7fSWAu1IXXbzZGDLrHarN/nfxunfvDyaWr7LsDd+PnrronrLsjatDjQUAqt7yiao1zy/OTw9LMgcA5Mm4w8LUUrrcUGN6bG33V3HO9vXhiFOWs6kYwG9SJ0wtYFJfKs7PCDmJBQCDLCaT7tcwxh4VZW9vGjdtQabqrPP7i5fNZuNJcxZdqTdVXqwmDVukJgw5x5Q0bHhX5bWmykq9qeobvalio7u68BO/W9WiU2YiKmk2zDFWOC2z4GrZDKDLsYKi/5OETnTJtnXZKuvC8y/FuCWfkCX2wBgQZgNcuvEu2/qPng8mbmFWWtXYk395LBQzOHbwwsJt34SUzAFAUc5uV+qUWTmhxmmnOOs3shq9ONQ4trXvfG6dtXgNxi7ZBHPsCOxNW2rb+k1QrUtXX3/zbfMXnnBqx+3HLlp83pW/uOE6AD3OmsvdtqrEarWe5q7MH2lKHnFt3Kzz/6aYDx3y56ouKnYUb/u1u8q2tiAnoyXQeiq6Y5mq1V+h6vb3Quk+a1e08ePPUo8972ulNvvBUGO1M7nrAxov153ivN3a2EmzXT2X9F84B8LYbDb3eOuEsNYvvNggNrSey/lHNVr3e1uzwkJxNRUF+jrO27mxEZ734yuT5i4eEDV23j8sw6f+QomKPzDr3XC2Olz7c95xle/+c+7WH6oCrVfhho++APDF+ElTf1+Yl/1EoPuL/kfWoRPdsm3+8itUZT55yMaq7PdRsTOk8T1KbfZ5asW27UpN1k9DieOLdJdf49D8obibbGpbRXk4Ytl2r2+As3kTHA3pwSZzF1582ZBFS065w2w+/Jrt0dExdNyiJXedePIp8X7Vx2bjvN1byrXm6n/ac1dfrzXuL26/z1mRvdJZtuv67LWffxNMMgcAZTmb8i2uys1md1VQCX9nyF6zM1zj0wCAO2axIVIMe9ha5zy6mb4dIKvVSqxGfx6ueOHmjEmd47YM/VXYArIRtmTOGzCk/Dpvx/q69E+fvNlRsOEKvbl6LwDoLbX7HbaNV6d/8vj1wSRzh4gZMDSk/UW/IQmd6BE37X2Sm/fnAgDbG6q4pfKJkFtezLEzjBTrNCjm0WGpJIDC/OwPwhXLZrMx6Y7GcMVDc/lK2OuDXjPu2EVLrrFOnNzlczV1xjETTz7t7F8EEjNvx3otY/kbr7hrir5h3Q29raFWb6p8PWvVRyGvbeeyDJuuKzGLQo3TrjB98z/CFQsAFL1tfzjjgUyHDUsI1riJM2M1U4o1XPFsNhsX5WVUhCteuJnctQWK0bYqfBHDPNOPjZBbmQEgc8WbXzhLtt/PhgZn6c6HMpe//lE44qK1ujQscUTEk4RO9MiWtrKc64ueYWagsezNzpYmCVTRju9XqeXrXy5K35jbc+lewlr4vuk3lGxC896gW3FGjh7TbXJERBg3fkJQCVRr+rd3aE2VlVp9+dr0r158K7gaHirKWbbVrNWvDUesiMBatzMfA+GOGvZ3Z8zYS8ZMOS5s4976MpO7trY0Z4vf6x76IWwtuR4UtkV5Xftz33SWbM93lu7wa1FhP/k/80L0a5LQCf/U5C2D2w5uqQzfoFtSwjZu5sigsHS5AgCcTU1wNgf1eP/0lwcumn7MnLN7Kjd95qwL/nDXX84MNL7NZrPrTdUfuPbnvhtM/TrDUFSEdyhYmHFYBuC3I9ZDmvHpS1fjfmqo8WN1Nf6ycMXs2xTVarWGLSlhJfq1cMUCgEJbfti+mOSnb3Np9Xs3F2Tv6fQKJ8GRtceEhyR0wj/2ugJUZWxG075l4QpJ9rqycMU6EgoL8r4IYzg3dGfAH7z3PPDQleddeNnzyckpPXbpDRoyNP78iy5/7a57/3r4pdp64NqfXa017FsT6H5dIlNs2GIdAYU2W0CL4f6YVK35dVVryjVpDZ0uX9HfsGIxA+jmsiCBKcrP7MMTQACjtS58XxQBUJi6hEXkk4RO+MVmszG3VKXbMrY2hC0oKWEb+B0B7NAcAY11eejfT95+0eVXvTJi5OhB/u4zesy44Rde9vO3//rwYzcHciy9pdalN1fXBbJPd1StsSDUSxBFmLC1MJldVf+Ishd9WpK7vdurX/QXZDidXV0Srj/SW2rCO35TCC9J6IT/jPB1KwEANHtYu736MpvN5rblZn7tb3mr1Rq3YOEJf0lOGRDwYPtBg4fEzZq34C9Wq9Xv9zepZgVhXMaISTmqlkRiJSosYw8BoDg/3a3qzUfRQHcO85i3vo0NPawtaixj6IRXRCZ0RHQyET16BOO/RkQzeigzjogCHq8UCu8xP/LeXk1Efi1TETaOhnDPlAt5ckU/1lZbXRXQVSR8NTc25gayzIfeWt9qs9kcPZf0TzjXFYsERfmZfl9M3j98FHWjBXA5hX6AzFGHXdYrtIBK2NbfFJEtIhO6PmIcgB81oet1HN5vloUFeWG59FJ/ZLPZeMumdbcXF9kCHm9TkJdTtGnDmtsD2Yd1d9iSufaI4Y13dDmaMhxDiQnnjM8+ryBzV1jfa4UF+eEb+yoiWsAJnbd1bDkRfUpEu4nocu/fW4looLfM3US0hojWEtFMIjIT0ZfeVqXVRBRNRIOI6DMi+oGI3iYi1Rt7mU/sGd545xDRZu++V3urMsO3HBHNIaIXvOUVItrk/b2DiJ4hop1E9GsietO7zyXesnd64+4gojO6edx/I6KNRLSKiBYCuAXA5d59BxDRtUS0zlvmVO8+q4noP966P0BETxFRGhH9vpP41/k8xjO8z9Fb3ufnCyJK9PP/c6P3GGkA/B575RdDP6paXXrbE/9+eOPnH7570Z5d2/f4u8/2rZvSvvj4vQueeeLR3QEdzNBeCriC3SJJ1oVfivPTw7wQsBBHKWYO6AfAyQC+896+EcCn3tu/A/BLADMAvO7dNgLA5wCsAN73biPv70cBnOq9/ScAl3hjf+/dthTAf+BJOncDSPRuVzor5729BkAUgFMA/NO7rRDAaADxAJoBDAGQDGC19/5Y7+8hANZ4b78GYEaHx70FgKlDHR71/j0QwDJ4vljH+cReDeAEb/lyALPhGae0vUPswQA2AbD4xL8NwC+9f18O4A54WgU/8okd38P/Ki3Q/293P+MnTR8bznjy49/PRZdeMfi5V9/5LLe8ngsqmjr9ySmr5adeeO39n1x4SVJv11d+Qv9JHT/+xt6ug/wcnT/hPm/Iz4/3E+zA5fYWg30+t/cCGAtgGoBFRLTau11nZpu35eotACVEdJ+33HHe2zEA3gRQA2CXd78yACneZKeMmZsAgJkN7wXFO5YDgC8AnAvgHABPeLfVM3MZABBRHjNXeW+3Dza/moh+Ds9ilF1eQBnA/QBeISK797YvK4DpANpXOx/s+1x567wfwG5mZiLq+I10PDxJnsvnMU4DsICIfgHADGBdN3X7UdhyM0p6uw5Ho48/eLf6wosvu7i5qenZ8y+69Fcm06GX/3I6Hfji4/effPGZx28P5+WxRG9Sw3ppMiFE/xdsQsdd3CYAOfC0dN0AAN7u1igAT3kTlRfgabXKgad1b117Oe/2jvGqAYwionhmbiGi9m7ijuUA4G0AL8LTcpXRSbnOllH4DYBZ8HRPru/mMa9h5mVE9DN4Wia/B9C+7EYhPInted6EzfeMe+CYzNzVMg42AHOJyMzMbu9jzAGwiZnfBA48PyO7qZ/oxz79+APdarXepCiknn/R5b9UFM/bQNc0fPnJB0+9+Mzj/3eULRPSb1mtVtLVxBG9XQ8hRGQJ+9ICzLyHiPKJaA08rV7fAfgIwMtEpANoBbADQCaAF4noQe+uf+winkFE9wD4nojaALwCT6tcZ2X3e5OhrwKo8nrvz2YA3V2M/DNvYmqCZ/xcCYCHiehDAL8C8B6ANd7HmA7gt/5WgJlriOglABuIqBXAPwC8AOAFIrrOW+wxeJ4zcZSy2Wx81tLzbho4eMiYxSeddjoArFu98osXnv7P7yWZ61diDTUmpediQghxEHXdaBSZiOhTALcyc5+9GPWPhYjSmHl+b9dDhNdNv/7d4pt+84cf3G639tx/H1346ovP+j1pQvR9VquVNDXxHyV5O//c23URRx85b0SufrVsiTeZs0kyJ/qz5595cn1+bvZmW17OGknm+h+bzcaq3rqvt+shhIgs/Wo1d2a+sLfrIMSPobamaovL6TpqrrRx9NH79PVIhRB9T79K6IQ4WlRXVha2trZIQtdPUecTuIQQokuS0AkRgaqrK2sb6+u7m8QjhBDiKCIJnRARqK6mmh12e0Nv10MIIUTfIAmdEBGoob7ecLtd0kInhBACgCR0QkQkh8Ou1VZXOXu7HuLI4IOLpQshhF/61bIlQhwt7G2t7paWZhk432+RfDYLIQIiHxpCRKDm5uaO1wMW/Qpl93YNhBCRRRI6ISKXtND1U4W2/NW9XQchRGSRhE6ICBQTEyvjX4UQQhwgCZ0QEchsMZcDaOrtegghhOgbiFl6bforuciyEEKIQMh5I3JJC50QQgghRISTcTjiENa5Jy8GKUG8LpjgbFlvy9h2YPbl2MnzrABGh1CdwpLc7aXtf6ROW7CAVUs8gpkMwGwiw5lblLW97EC8WUsWgNS44KrGBMO9s2jPxobO7rXOWpwM1Ty7+xBGgW3nmvLgjh+aKQvPGA+iMd0WMowdOVtWdtqtO3byvBQAs0KoQn1J7vbd3RWwzj1pHEgdd9gdbNTZdqze092+YyfNngRSRwRdO9bLS/J2FRyIN3neNABDgo4Hzi3J3VFxMN7cOQAlhVC/XSV5uxp8N42bcfwUQBkWWCDDXpyxaYvvFqvVSroS+1NWLI0AjABrppDhSlKNts9tNpsBAKkTpkUZaszxAcbxwc6S3B2b2v9KnTh9kKFEHxNE3bzhdEdJ3q7N7X+OmzhzDCuWCcHGI9aaivN27+iuzJT5S2LUqLjjOm7X2hq25e7c3O01mcdOmn0MSB0QTN0AELG7qDhvT3GQ+4sIIgmdOFTiiLkUN+QCxA9dBEtcdI/lNaeO5v1paKtZwVVZ633vMhRLjK4m/oQVyxyDLDMMNXZQ943CBlS9dT+xO4MMx06T1vRch/v3sxp1PJvjBwM8Bszz9cTU49iSeFhSpraUlZGjdjPIlE6Gu4LczRXkctT4lmFLYjLHDj6dzbFTYYqZw3FDRnW7nqu71U72up2kOTLJWZ9Ozfu2dVbMOuuE4Rg05Z8YOvMX3TxYoL5opXXuKb+17Vj1oy9RET1uwd8tw6dc2V2ZttzVvwbwv67u18wDzjKUmCWGEjXLUGLie1oLl1hjRW+1Ebu3qnrTmwAOS+isM49LopRxF1PCsNOUiWeeh6jExMMCuR3uiefdvpLbar7juqJPbLvWlRx+MNWpqwkzDSV6ApNpDJM6hsmUaqixKYe+Bg0oels9sVZIrJcRayWK4ShQtSabbzhDiYrT1YTzWLEcw2Saoiuxo0Fdf3wSuzRFb7MR61mKYd+lak05vvfravxIXU24jhXLQl2NH+FPZwkZDpdq2Hcpun212bV/6yHPm9VKiBo4ii3xv3GnTD2dzXGx3QZjA+baPRsUV8ObVqt1W3vyBQA2m43HTZyRxaCJrFiSmMyJTKZEYn0sk2mJK2rkDACwOPdmEmtrmdQSYq2J2N1EhquRwFnw+dKlsFNzq4Nn6mr8QibTDFaiJhpKdEzXrxfP/0Rhdy6xO13RWr7tUKDJUKKGGEqslRXzSIY6ikkdzYp5vKHEJrbHJdZYMdpKibUSsFFOrO1VDGeZqres6/Bk1DGZUgwlZoShmIeATIMZ6lAmdYyhxExlJSoGrLGqt+QSjGKwXkGsVxO7qxXDUaHqWlFXT/OUeSckxY455lcp886/NmrQmOkd73fVlufMu/jXr7eVpr+QvW1tXadBSGnR1biFhhI9hsk0AqSOYCijWbGMM5SYWM/jPfA6LiYYe4n1fcTuvYpuL1F1bVdX9RP9i4yh68eCHQthnXPSOEoe8zCNPu6KnspyZeZKrs3/gy1tZbctJqkTpkVppsRTdVPiIkOJPVc3Jc0BEcAMVavfrBj2b01a0wazu2atzWbrco21cTMWHc+WhDsMS9JEjh4wwohKHgjFfHhBza4rzvr9iqOuVHHWZ5Gj9tdFuemdXllh3IJzjufYIdcaAyb9Cqqly6yEmsq2KS37XlbqC14tzN7p6ni/9ZRr/oLYQWciKmkOYpLju3s+DnC1uGCvT4ejYSP2777LlrG1zZ/d/vzwE08zs+Ofd//fHX4dx2vqCeccYxk2+Trz0EnXqzGJCd2V1Rr25bkq81907st8NW/Hhtquyo2bOGOAbko5RzfFH2tQ1Cm6KWkGyHtS1e2Nqt76g2LYN5m0xjUmrX6bzWY77EPHOm12FI2Y93dKGnU14gYPJfLvQgnsaGzhpr2fc3XuXba0ld22dqZOmBKjmVLO0MwDb9Qsg841uaq/MLnrXjJpDd8VFWQ7/DogAKvVqmqmlAWaKXmxocacqZlSzgApIMPZompNn6l66zpVa/jBpDfbOnusHWJZ3OZBp2mmpONZiV6oq7GLWIn2fEFhA6renEuGc72qt21TtYblJXm7ijuLM3b2af/T40ZeoMeNHBHImsSKo6ZJbS7eoNqrryzK3tHYVbkxkxf8Wzclz9PMKTM9X8wARW+rMbnrM1StYUdp7rY/+HvM1InTB2mm5NN0NWGuoUSdrJuSjiXWXare9AMZzg0mrXG7qjWuLirIsfv9QACkTpyW6DYNvMkZM+4RVWveaHGW327W6rf29D/oythJs0frpuQHnDHjfmlyVa8xu6r+ZNbq/IpntVopefbSe6KHTbjZnDJiZE+vZ1d9RYVjf/5LDTu/ud/f+qZOmJritgy+0FDjblHdDX83afUrAn3OOiNj6CKXJHT9WKBvTOuSS0+ipDH3IXbg8RSdGOPvfuxq09BalYbmiicLVr/9Xk/lx0xecIwjZvwmVmNiFa2lKtpRtMC3a9Xv+lqtZj12+AJtwPS3jdgh49q3qw35n5oa8u9QXA1F/nw4jl1y1aMcN+R8jh0yCV31NjMDzoZGcjRsVBps9xSnLdt5WH1O+vlNGDj5PsQkB9bV525rQ3X2f1Bf9IBt11q9p+JX3/Sbky68+sbvNM3t/uT15xa/9+oLh9Wlo8nHnjYkZvyxr5gHjj1diU6ICqR6WlNltbu66LU9nz31x57KWq1W1Rk1+gFn9Ji/qHpzmsW596rSnK25Pe03YfHF19DYE14hU1TA43qZGbw37fGC71+73Z/6OaLHPeGKHn2bxVH6eLSj5E6bzdbjc95NPKUtbvo2zTxgrtlZ8cK+jOU3BRsLAMZMXjBJMw/8m25KWGR2Vd4f5dz7ur/1S500I1pLst5qRA++zogeOKO717LirNurOOs+UJuK/12ctbWi84Kd1i/VGT1mNQCKcpadVJqztcvWKX9YrVayx1hfUPW2XWXZ658JJda4Scckus2D/uSKGnm3qrfuMLv2/6kse+PKYGKNmbLwXLd54P8086Ax7V9OFK252eLa/9+y7A1/6Wn/maddfNqABRd+p5ij/L6Em6G5Ub/9i5/sWfHel4HUddTUJd+UZ687J5B9uiMJXeSSSRHiIGdLEVwte+BsKmHDv3McMwPOpgq47Rnsaum263DcpGNiRk4/4x/OmNTlrMbEAoBhih/iiEldN3L6afeMmzQroCEANpvNXZy+fqPaXHyDYq/eBmaoDflvqq37fl+Uvb3Q32+6JeveusOc//lUtXTNUmqp2H5YAd1pqBXb7jEVf2ctXfnMOZ0lcwBgW/P286gv+Dvs9fV+PwhXqwO1+c/ZVr1+rz/J3MlnnB0zZ+GSvyckJZtTBg6OnXv8Sf864aRTO2miPBS721pYc9YEdUUpUnTW3ZX+FLXZbLrJXfsysVtTDMdmf5I5AChY//HrXL7tOq4v3sy6fxfBYDbAjXvzeO+2e7k6t8dkM3XClNi22CkbXFGjbgMAV9So/7PHTlpjtVoDSnABTyIyauqSy9vipn2nmVLmAoBmHvSLETPPeX30lOOPDTReu9LcbXlRzrKro9sK3irPWvtKIMlmUV6Go2zb5/+J3rdqlqV6+/nkrD+8K1p3auaanf9nqVg/oWzzB7cHksx561dkdlf/y+yufiTUZA7wdO8SG4WK4Qh52IHbPOhNV9Sou0EqdFPiXFfUiI9HT1m4NJhYpTmbv46226ZanOXPgxmqu25ttKPoGH+SOQCIGTHlV4EkcwCgmMyIHjbxl1arNaD9VMNe0HMpcTSQFrp+LOguV6vVhBFzf0ujFz5Kpq4/lJgZKN/6FNfk3mVL77mrcPTUxZc4o8e8zorlsPE9pDuaoh3FF5TmbF4daH0BYMyCn/xKjx/9V3P19nnFGZv3BRMDAMaeePVDxqDpd/u2blBTWZ7Z9tVsm83mV3eGde4pY5CcejMGTvg1LPGHjwEDAN1loDb/FTQUPWPbtmKXP3HPv/iKoYtOW/rKvMWnnNPehWMYBrasXvHJuuVfXv/dN1809BRj+hk/+338Mec+7s/xAEBrrqpqy/5hSfa6L/P8KT9u4kyzK2rkO+6oYZeQbq+0OPddWZ69bpW/x7NarUTDZl1AA8bfiZSxi6iLBJSbK/K5rvAJrsl/0XciTk+xnVGjb3SbB/7BMCVMVLTmXLO79t/lWatf9rd+7UZNO/khZ/SYuztLkEl32KMdxT8tzdm8ItC47cZbJ9xSaCt4Ntj9AWDs7NPn6zFDb9Hjhv8Mijlabd27THHUvFi6/ZtPQoo7ed5QACjJ3e5Xkt+TkdNPucukNa4tyd2xMZQ4ntbhkde6LMMfVvWWjWZ39d2lOVuzQok5buKMOHvslEKLq+L2suwNb/uzz5zzr/954vRT3lDMgbc2G5qLm7JW/2rn5y/69ZocNe3kyzRT8r/M7qqflmVv7HaSkb+khS5yyaQIcRibzaZZrdYnkDLuV0geO6XLgo6Geq4vfsKfZA4AyrLXfzR66qJ9minlTs084KcgFWBNN7vr3je56x4pzdkc9AeSuS7zJcXZODeUZA4ATHs3/kXX7Pv1IbMfgynaTA1Fy9WazF/6m8wBgG3HqlIAd1tP+lkeBk5+BDEpgw8p4Gq1oyb3Mduq1+71N+aN/3fXhedece1D1inTp/puVxQFx5969kUDhw633vDbO+966b//XtZdHNbdFcwGukqUDivvcmiufVl+twC4o4b93W0ZegkAsBozVLMMfiN1wuQpRQW53c7ka+dtVf3MeszxX1FL5R8wePIfyOf5Y3ebg2vyX+bKzHttuzf43xJ6MPbzo6ccX+NQJ34U5Sz/Q2nOlq8DidHO5K75B5PappuSfqGrCZM840ENmLT6NarW+IrZXf1dMHEP4qC7gduV7FqZBuD6UYt+bmI1ZnbU/g3nhdK9fCBumBK5dqpuZ1VrCXjIRUfex/by8JnnnG921z4dajIHAMX5Ga2jpp28VTHsP/i9k6LGw99BoB0QEZHi/8x7JnWCocYMZc00Gp1MMhJHF+lyFZ2y2WwGV2VfxnW21Z214nLT3j1csesS2651hYHELcveuDG2Lecis7vmLQAwu6qe2Zf+zc9DSea89WVyN+8NJUZ7nOKNHz1FjvpqACBnw/KiXauDShJta955DeWbT0FTedqBjW21Zdi77QJ/k7mTzzg75p5Hnnr2nEuvfr9jMudr0vRZs5ZeetUnf374ice764LVGio+dhRtfcWfbk29raHBXW17wHcGZE/I0HYQu1oAeMZqGfY9CmsBD9S27dmkFax6819ctuUsbtq3BwDYXl/J5Wk/L1jxwm2BJnO+TFrjVxbn3t1md83yYGMU52e07s38/qFou22+SatfBQAW577/xrZmnVKetfaNYAfitwsqG+iC2lb5huKoeTMcydyRoJlTZriiRl4Wrnhmd91es7tmbfjiVa3zXXKmJ00Z37/QkrfxId3ZetjEqe4YLrvWnLfp3417vnvK332iHcUPx7Tlv1GetfarQI7VG4hoHBExEZ3i/dtCRPVEdJuf+3/kjXE2EV14ZGt7ZBHR80ciriR0oku2zV+lc8mGc9FccUh3G9sbmrh8209t6z/2/1urb1ybjcFGCQAQ64eP8wkah9SV5IucTSvgqN+vtFZ+Fkoc29ZvM1GTew80hw5moK7gv7aNn/jVenPGOT9JXnrJVV+fdPYFN8clJPY4Ti4xeUDMyedc+Pull/z88yWnnt7pshV5O9ZrrXu+ucFRsuPF7mIZLrvmKNx8c/rXL3VbrqPyrFXvW5z7fgfWDJNW94PFufeSQBLCjgo2fbmTK3bdw4YGrit8umDt+yH/j4sKspyK4Syy2WxaqLGK83Y3K3rLJ2Q43WZ39X9DTeTacRhzupJdK78v2/bZo+GKF06jpi45320eeKXbMujOcZNmhbDO30HErlYA/g3E9INBloDGqNlsNt7+8TP3NmWtvdpZW+bXvq66vUVNWWuu3f7RU38M5DVks9nYIFP3S9T0LWkALvLePh1AfqABmHkZM38a1loFgfzt5ugEM4c0eaorktCJbtnSt7bB2bT5kI32up22tJUhDYhmJWouABhKzNxQ4vgqyt4ZchdLO2rZ+xU5GtYX7QjtcQKAbdPnK9C09zu07M9HVfrT/u53whnn/mfuopNOCaT3RlEUHHvSGUtPOvuCf3VZH5uNnXsz/+KuK+t0XBwzw1WR/XHG8jff9/vAPqKc5a+qWkumqjW9U5y3J+RlFLi5YgXXFGSjpTKo7tHOKIYjbF8kiPU2Yl1TdHuXS7sETlHDF6vvIrCTmHWw4QIQcoINAGRoLeFKrAGgJG9XUF8idn31ygcNu5YtainY8qzW1tTpkAPd3tzWUrDtxfqd3y7a+eXLfo3R60gxnCENM/mRlQAYQ54PtQsBHHhuiehaIlpHRBuJ6FTvttOJaAcRfQJgpE+527y33yGiNUS0nrwLpXvLP01EW4joTx0r4G3haz/OlUSkENEKIppCRNOI6FvyWE1ETxHRWiJ60ufY7xHRlwDO7qLOr3q3rfa2KF5ARFuJaBUR3eItk+b9PdNb9w1E9GfvtgeI6E0i+sb72PxecUISOtEjrsn7CzdXZAMA2xuquL7wsDdJoBS9bQfYgGK0Hj6rtA8gzd5ErPs17ssvjobv4Wxabcve49d6Z1arNWbM+IkXBHMoIsKocdYLrFZrl+/v3K3fVzlKdlylNVTYOt7n2pvxraN4+w3BHBvwdn/D2KfobWU9l/YjXuYOF+/b8WnB5q97XJ7FX8SuhnDF8mKEsVWNI6vVJWhl2etXmNw1b5jdNQ8X5+3ufGHdABH0Tteb7A1ZG1dUb3v30VubMlYudVTaDrmahKOqeE9j+srzt737yI1ZG5fvD/YYimEP65jGH8EmACcCGAxgPwAQ0UAAV3i3nwHgPm/Zv8PTknclgM6Wg7qBmU8C8BiA9lavZAD/BrAIwNW+hb2J5L0ATgOwBMBt8Lxvb4ZnEfWnANzCB8cZfcnMJwIYSkTtjQ9uZj4fwJaOdSYiM4DJAE5k5pMBlAK4BMC1zHwKgI5drf8A8CsAiwGcQkTjvNvzmfkcAJu9sf0iCZ3okW3bijKuLXiCmYGGkpdtGz7b0vNe3bM49/0tylGyOtpR+mQ46hhu5GjIoNaqlrAFNHQ7wH4vXuupRHADqz37Kj3um/XDB9scxWk3Gc7WAydAd21pZlv++ity01aH+NjZCMfA/gM0e6eXIAsaI2x1M2n1H5ldlasKbXlBj+vriBVzkJekizxmV1W2xVnR4/qV/uOgu/iPlN3L313XmPHD2fZ9uRsAwLG/YGtT1qqzdy9/J6hhK76YzKtDruCP62MAjwNY7bPNCmA6gFUAvoYn2QMAlZnrmNkJ4JDF64lIBfAIEa0FcDcOJnz1zFzCzDqAjp+5gwFMArACwPfwJH+DmbkQQDWAImYu9inf3uCwDcBEn9ud1pmZ3QCeAfCmt1UvFsDfAPyeiN4E0HFJo2HMnO1NIHd4YwJA+5fXMgAp8JMkdMI/tfkfo622jZvK14QjXFFBllPVGjeEMr7qSCrM3lmhNBWH7zqrWlspnE1+j8Wx2Wz2faVFHS955LfKvaXL/HluM79/73utvnx1+99affl7eTvWh5w8MdQUVqIH91zST6YYv2ZS+4tJ3RWuWMV5e5pM7rpNPZcMyNGznhQpRNDDdi4iI/BJOD+GrI0rqu3lmU8DgH1fzv8y130T0BqAXSnOTw9by/WPgZnzAawH8JHP5kJ4ErZTvC1bs73bdSJKIaIoADM7hJoNINnbgvZPHGwh7+69UwMgB8CZ7cdh5v1EdCI84y4HEZHvNarneH/PB9D++d3+uXpYnb1J5gfMfBWASnjGC5Yx840A/gRPi5yvSiKa6m05nAugvcfE9zH4/cVeli0RfrFl7qi1LrlsDWryVocrJvXBb9KHYP4+XKFsGz4JaPV3ANixcc09w0eNXTjGOml8QMfKychKW/fDX/D7G/0q764r/cQ8dOJZektdnWt/7muB1rMzxO4GMhxhG9tj273B75l//ijJ2xnw/6M7FMRM3m7jGe7wdff3eeHOXfWwjMU7EtjwTC9nw+izdfwxMPNvgYOdEMxcQ0TvAVhDRDqAdAC/hafr9XsAxfB0X/rKATCWiL7z3vbnuAYR/R3Ad0RkAKgmousAPATgJ/C0qL1DRO3dnEuJ6D4Au5l5OxHN9InVWZ3vA/A5ETE8L+yfA7ifiI4HYIGnS9fXPQBegidp+5qZi0PpmJGELkREdC2Ad5jZ5b2dy8zh/rbe8XjxzPz0j70ApG3dB2G7vIxXn26FKMzeua3nUkfOJ++8XnzT7X/+dWLygA+TBw7y69qwNZUV9VvXrLz5y4/f83tcjXNv5muWoZP/aNgb1+ds6f56qP4yu2sKzVp9SAvFRhImxRLOeOFOEPsyRbe7AYSxS13ts+c1V33Fesf+gjp3/b4jdo7oq7xdmZd02Paaz+03AbzZ4f4V8HSP+nrN5/aSTo4zv7PbPtuWA+i4ZFF7nHoAJwEHks37mbnFZ1/fY3da5/b9fdzVVR2ZeTeAEzrc94DPbb8n0QHS5RoO18KTeYOZXzuSyVx/Q4ary4uBC4/n//Pwss2rVzxu6D0P+dI1DVtWr3j4lacfWxfIMfL3bHMZjqb1WmNFQPt1R9Ht+8OxLEikIA7jeEEAgJ/X3usHCAbjYDdWyFgxvx6uWOGWk7au0r4vZ0fW5u8DWr9TCH9IQtcJIjqZiJYR0adEtJuIZni3/8c7jXgrEc32NqPOBvAtEd3unW58HhHdQUSXe/exEtG73tt3e/df69t0672PiOgZ73TnVUQ0mIjGE9Fy7/Rnvy/XFCmI3UdNK0QodmxY9dfs3dt7nIiSvn3zD1++++pjwRyD3c4Kvbk6bF2kBD2gRVUjHbE7rGP8qI+3XoeTQWYFQMDX0+1KUX5mc7hiHQl6W1Nmb9dB9IyZT/ZtnYsEktB1zczMF8LTXPpL77a/eKdI3wTgTm9r3C4AS5n5Pz77vg+gfeXzywG8700KJ3v3vwKe6di+zgdgMPMS7/TmWngGet7qHXAZTUQ9dq8S0Y1ElOZd52ZQwI/6R9Tnx9D1Eau+W6Zl7NjyiKOtrcvnq6Wp0ZW5fcvDwU4yYc1hsB6+cVuMEAaCRCR5LQv/pK/69Pe9XQfRP0lC17Vd3t++04bvJKJ1AP6LztfEAQAwcxmAJCJKBHAWgG8BTAOwiIhWA3gHQMcxUVMBrPGJYQCYAuBl7z7HAhjVU6WZ+QVmnu/to6/pqXxvCudq+P3dS08+8knGjq6vO5q1a9snrz37xMpg4zv3Zj5hOJrDOFxA6fHKFv0JkylsLUxHG8Vw6QD6zNpxIrJ4e8tu6e169AWS0HXtkGnD3oUPz2DmJQB+j4PJiBtAZ6u6fwbPNOVC7xo6OQDWeJtxTwZwdofy2fAsUNh+QAVALoBrvOXnA+jz1+sLCJnCOpC8v8vcseXvDXU1h3Xt1VRWNOzeuuGhUGLnpq2pztu1OWyXSzraulyZzAFdHqrHeEfVlx1D76vLF4m+j5l3MfOz4YhFIVzOqy+I6Mr/yOoB1Hlbyy712f4FgA+IqOMaER8CuAOe7lcw8x4A+d4xdKsA3Nmh/JcATN7LgKwCMBCehPA579/foZtWwUjEZDpqBn6Hw1svPrM1d8/Ojzpuz03f+e4Hr7+U0Rt16srRtewGUJyfHuYvW+pR1MJ5dFzmTBwZ3jHvj3pv93TZr2u8Q5JeJ6Is77YHiOg1IvoGwDFE9Jj3PPxD+5UbvEOY4Hvbu8/LRLSSiN73rkHXq/rs9O7exMyr4V3Fmpkz4JnJCnjWqelY9ikcvrYMmLkSHQb6MvO/AHR6jU3vStG3dthcDWBph22v+ezzoy1ZciQU5Wc+09t1iDRZO7c+M3X2/MsTk1OiAKC2qrI5I23zUwevetNX9N21wCKBoVgSe7sOPxYm04u9XQfRbyTDc9mvcgC74XO+9SZc/wfgOABx8FxXtl0ZM1/rHac+kpkXE9ESeNaV+yW6toWZryeifwK4AD7Xpu0N0kInRAR555XnthZk7TlwBYnCnIwvPnr71ezerFPnjqIewyOAlaiBvV2HH0tRQZaMnxPh0tNlv8qY2cnMdfAsVtyufc3RCT63fS/35cv3w62zS4P1GknohIgwuek73nK7XXC0tXHGji2v9nZ9OqdI639oJCMWInDdLfdTDWAUEVmIKAXAOJ/72sdwFgBY4L29AEC+93Y0EalENAaHXlu1s0uD9Rr50BUiwqz59vPPjj3x9EJN01q3rF4R8sW9jwQmJb236xDJyHDV93YdhOhPmFknoicAbIRnEmLHS4mBmdOIqIKI1gPQAFznvettAJsArAXQ4LPLPCK6Ep5lxu49crX3D3mGbon+6Me+NJj48Tz68nuf6JrW+qebrrq6t+siwm+8ddJthba8gC77I0Q49OfzBhGZmdlNRAMALGPmY0OI9RqAR73j7PsEaaETIgK1tTTb3C7XUTWT9Ogik0qEOAJuIaKLACQA+EtvVybcJKETIgK1tbbUuBwOSej6L1mXTYgwY+b/wnNhgHDEujYcccJJJkUIEYE0t9vpdjlldmA/JTMihBCBkoROiAjEhmHoui4LMwshhAAgXa5CRCRd19y6psk4q37q6Lr0l+jPzjjrbK6tqfGsJ8IAe1cWaZ+PeXC750bH7d6tPmU8v9sndLI3lm9c9v7FfOj97X+DD8Y4tJxvmcPvOxCfDz0WuP3xePf3uY32fQ8pywe3t5fz3j4YwKfyOLiN26qWM3PHS4cCkIROiIjkcjqdToddulz7LZKETvQLtTU1WLtxGwxm6AbDYIZhADozDO/fuoGD9xvsvQ/esof/rTFDMxg6G9AMz22NDegH7vNuZ4amM9w6w214f+ue8odvM6DpDE337Kt7f2u6d7vP/bruuV8/5PbBbZp28Lbh/dF13fNb0w/92/sbugbobu+P97Z2+DbHjv8O6uq5loROiAhUX1O1xul0uHq7HuJIUY6ia7kKIcJBEjohItC7rz5v6+06iCOHyRTVcykhhDhIJkUIIUQfw6S80dt1EEJEFknohBCijynOz6jq7ToIISKLJHRCCCGEEBFOEjohhBBCiAgnCZ0QQgghRISThE4IIYQQIsJJQieEEEIIEeEkoRNCCCGEiHCS0AkhhBBCRDhJ6IQQQgghIpwkdEIIIYQQEU4SOiGEEEKICCcJnRBCCCFEhJOETgghhBAiwklCJ4QQQggR4SShE0IIIYSIcJLQCSGEEEJEOEnohBBCCCEinCR0QgghhBARThI6IYQQQogIR8zc23UQRwgRVQMoCWPIQQBqJF6fiNeX6ybxJF5vxZJ4oRvLzIPDFYyIlsFTx0CE+zGFQ1+pUw0zn93ZHZLQCb8RURozz5d4vR+vL9dN4km83ool8fqHvviY+mKdOpIuVyGEEEKICCcJnRBCCCFEhJOETgTiBYnXZ+L15bpJPInXW7EkXv/QFx9TX6zTIWQMnRBCCCFEhJMWOiGEEEKICCcJnRBCCCGOCCL6FxGtI6I3icjssz2RiL4golVE9G+f7f8horVE9DERJXi3XUlEm4loNRFN826737ttMxFd1Ufq9Etv3M1E9HCwz1mwJKETPSIilYhSiGgAEQ3o7fr4IqJxRDSHiOYS0dw+GK/PPnd9HREd6/09lIj+QkTTe7tOIjy874uTiehCIrqIiC4KU8ywvdfkvRs6IpoFYCQzLwGQA+ASn7tvBPA5M58CII6IjiWi+QAGM/OJAN4HcAsRqQDuBLAEwM8B/MO7/5vMvBDAiQD+RETUB+r0FjMv8dbreCIa5feTFQamH/NgIvIQ0SMATgawHwABYAA/CTLWdAAPAYgFsBTAncz8zxDq9i6AKAB7vZsYwI4+FC9sz5033lAAlwJI8cYDM/81hHhWAL8AkOwT77chxLuJmZ8nouPg+YB7gZnfDzYegIcBnAbgAQBrATwLz4d3MHXr04+ViO5j5r8S0VIA/wLwCjM/EUScEQDuA3AMPF/YdQB7APydmfd2t28PcY8HcDM8z58CgJk56NcygOUAdgPYF0KMA47Aey3c8S4C8Bt4Pl8InudvUZCxfgvPa9kVaqwfwSIAK7y3lwG4DsC73r+tAF7y3t4Bz3u7DMAun22/APA6gL3M7Aawl4imAAAzF3rLueF5nfeFOrkAgIhMAOoB1AVQr5BJQid6spiZjw1TrGcAXAngbWbWiegMAEEndACGeb9JhUu444XzuQOALwC8ihCSzA4+AnA/DiawoboMwPMAbgVwlTd+KAldNBEpAGKZ+V0iujGEWH39sZ7k/f0zAPMArALwRBBxXgdwPzNvbN9ARIu8208PoX7PAbga4Xv+mJn/EKZYQPjfa+GOdy+Ak5m5MQyxrgJwHDMHksT0lhQAFd7bjQB8WzqzAJwKYDs8r00bPIn+VUT0H++2FADVAEYTURKAUQAmEJHZm0wBwO8BfMT+z/A8onUiorsA3ARgBTO3+VmnsJCETvTkGyI6D0A6PN9SwcylwQZj5gqflnE1xLq9T0S/gacFor1ua/tQvLA+dwAqmfm5EPbvqJyZvwhjvHjvN1WH9//s7nGP7v0AYAOA+4koGoAzhFh9/bHGEdHZABq8J4VgT9axALZ02LYNQExItQPyAWT7nERD9QYRPYZD32tvhBAv3O+1cMdLR/jOt5sBTPPG7OsaACR6byfh0BarlwA8Q0QrARQD2M/M6US0Dp4vNFu92wxvkvQ5PJey3NL+OiSiM+Hp9vTtNu3VOjHzP73j7z4looXMvDmAuoVEEjrRk7HwdI+2d40wPK0TwVhORK8BGEVELwD4JsS6/QSeZu0xPnULJQELd7xwPncA4CKilwDsxMGTzP9CiPcmEW0DkOET75chxPsHgD8D+Js3AdsUQiww871EdD+AQczsANDp9Qv9dCQe690A/hqOxwrgdwDOxcHn7pMg4zwOYB0RZQFogueENQXBtfb5+hxAMRHlef9mZj41hHi3wHOCjA+xXu3C/V4Ld7zNAIqIKLc9XggtgLXwJJwVONjlGs7WxHDaCOB2AG8AOAueL2gAAGa2A/glAHg/177ybn8EwCNEdC0871cw8zIAy4hokjceiGgmPC2fS5nZ6CN1imJmp7cHqhXAj9pCJ+vQiW4R0Q8hfnB3jDcdnm+XOcwc0jdMIvqGmc8JT82OSLxwP3fXdNzGzK+HEC8dng+iA+OYmDkz2HjemPMAjITng3AEM5eHEOtyeMYdJQKYC8+A4yuCjBWWx9r+gU1EsR3vC6Z7hYjGMnMJeWfJdYiXFWg8b0wVwER4uoYaAOQzsxZMLJ+Yu+FpBfF9/lpDiPdFiGPwOsYL93st3PG2AzgxlOfMJ9ZGACcE0MXYq7ytVQsBlMIzXu0pZr6JiGbD80XDgGeCw6ve8qtxcOznHd7k6Al4xoXWAbiZmWuI6HsAw+Dp/gSAC/zt0j6CdXoAnrGXJgCrmPnewJ6t0EhCJ7pFRM8BWINDu0aCPdEsY+azff5+i5kDmm7eId6b8Ix58K1b0K1+RyBe2J47n5iL4TlZ5zPz+hBjvRdsgtRFvMfg6dpbwMwLiGgFM58ZQrz18AxK/p6ZTwnlJBuux0pE/2Hm24loFTz/0/bxA0G1WBHRH5n5ESJ6tZN4AbcgEtFAZq713r4QwCwABQDeCbAVo2PcVwHc6m3BCBkRfQygBoe+N4JubQ73e+0IxHsawD+YOeRJIN732Yc4tDv4R20JEn2TdLmKnkQBONP7A3g+QAI60RDRAgDHAkglolu9m03wdGuEogCABcB8n7qF0o0b7nghP3e+iOi/8CRMaQCuJaIrmfnXIdRvNBFlwpPEAp4kIpRupTnMfKo32QFC/3wx4J1R6Z01FsoyS2F5rMx8u/d3WCbPeLtywMzXtW8jz1IHwU4++BDAqUT0EIDBAD6FZ4zRKwCuDaGqxwEoJ6L2mYWhdvOFczwjEOb32hGIdzyAtURU3x4vhOdvrvenHcMzkF8c5SShE90K04nGBaAFnvFp7V0Obnimf4fiYWZ2eWdCLkLosz/DGi+MJ+l2xzDzyd7bzxPRmhDj/SzE/TtyEVEqPAnYaACOEOM9BGA1gEkAvvf+HaywPlYiepaZbyGiqwH8EcAyZr4zhHifMvOFRHQ7PON6KhHa+2MxM7fPnP021NcKMx/WJRyiVfAsBxEL4EIAK0MJFu732hGINy+U/TvECudMfNGPyMLColtE9Kn39+0AXoZn+YOAMPNuZn6dPYstvgfP7MX1CGztoM4s8/5+EJ4lFUJZNiLs8cLx3HXgJqIzyLPY6dkAQhoXBWA2M5fA0xpxL4DUEOPdAs8yNAMBPAoglNZDMPNyZl4MYDo8Sz6s6GmfboT7sU7y/j6TmWfC0wIdivZZd3OY+SwcnJgTqBlE9AGAiUTkO7M1LpTKEdFN3t/HEdFK7/jGULzmHQP2dwCjAbwdYv3C+l47AvHu8/5eSkS7iej3IcR61vv7aiJKJ58rGoijmyR0oifhOtGAiP4IYB08XYafA3gz9OoBAMYx800I34y5cMUL23PndS08M3HfAXAOgMMmSQToN97fd8Fz0gqlBQzMXMTMlzPzLO/volDiEdHx5JkV/RKAz4kolG66sD5WeNbIuxkH17Pya5X6bihE9E94lgcBgv9sXgDPCvbHw/uFiYjiAfwlxPq1d0/fCs+XnaAXZfZqX7JoEDM/jNDPReF+r4U7nu86g/MR2DIbHYX7y4ToJ6TLVfSk/UTTvlxBKB+8F8MzFmcVgFMAvBVi3VrIc3WHjURECH1du3DHC+dzB/as9P+bHgv6L8F7sgczbyIiVzBBfLoft8E7SLtdiOOswrmYbVgeq4+r4TlJP0ieZUaeDjHeRQBmA1jjjXdPMEG8rZAdXcbMr4RQNyD86+4Veie9POMdHxmuhDgs77UjEC9c6wwC4f8yIfoJSehETy4CMAfAaiKKQpAnGi87M7P3ZJAKYGYY6jaGmQvJc4Hl6/tgvJCfuy4SpnCsP/UqgM8A3OVNIoqDCeKtGwG4gZl3h1CfjsK5mG1YHquPKnhWmL8Hni7c5hDjxcDzerkWnsH3E+BpzQ6It7v1kE0ATiCis0Oc8BLWdfeY+ToiMjGz5n3thLqESTg/p45EvHCtMwh4vkycjPB9mRD9hCxbIjpFRBcw8+c+s1IPCHZ5ASI6HZ6xc+3dQh9zEOuo0cHraP4bh7cI/bEPxAv7c+eNO5WZs33+nsDMBcHGCzci+oqZzwtjvKvhGZMXrsVsw4aIPoOn6/s3zLyEiFYyc9CX1iKiFfB0i/7Lu0RLUPHIs9zGcHjGMJbA07L0GoBrumi96yleuNfdu5+ZHySiD3H4l5OAE85wv9eOQLyxHKZ1BonoOGbeQkSHrZXJISyvJPoPaaETXWmfoRjyQpjtmLl9Jts6BNH64KP9UipfhVajIxYv7M+d1zM4dHmCfyCI1euPYItfNRE9CM+lpgwg5BPNHfC0RAS9dtcRfKzxzPyBt+urPWYoVGbeSkTtdQyqi4+ZbyaisfDMvGUA/wbQFkwy5/UwPAsyf40O6+QhuKUy2i9dd0eQ9eko3O+1cMe7AsC/4PkC6yuYZVCmwHNZtwWdxJKETkgLnehcZ9/I2wX6zbyTk6lPqMBPqp192/UJGPDin0cgXtieO2+8S+FJ3E6CZxkPwPNlLIaZlwYa70ghz2W6fDEz/zWEeGFdzDacyLMI9ffwzOz9LzwD1IOepEKeNQbr4Onqex+eyQL/F2IdU+GZBDKWfRb07k2dtS61Cyb5PwLvtbDGE+LHJAmd6BQdXAkfODwJ69VuL++JvjPMwa2uH+54YX3uiCgJQDI8ycOz3s1uABUcxBu4s65lnwoG3MXcIfZgAKOZeUd7d10IsbIBDAEQ9GK2R+qxesdV3QDPZeyyAbwYymP1xjy3PR4zB9Va7J1gcAk8S4HkMPOXIdbJt2v0EEF2kXZM+n3CBZ78H4H3WrjjHTZRCEG2EIczluifJKETfiEilZlDWjeOPNfJewSeC4Y3APgTM+8KMWYUgBEA9oV6Qj0S8bwxQ37uvHEUeGYHj4D3ZMPMbwQR56Su7mPmoBegJc+aXScDGAVgHoCvOYzXxg2yTkfksXpjJ8CTaLf/L0pDjDcDnuuvtsdbG0SMj+CZsLELnsumVXBoCx53eTWXELpx22OPAWAFYAv1ufOJGZb32pGKJ8SRJGPoRLeI6Ax4xmq5iMjy/+2debytY/n/3x/zdKhMkbFQIYVQSIaQJlG+GZt+GlSEqJBkLKJEI5VZkillHo4TkTEqoggRSYaQCsfn98d1r7OfvZ2z99nPfS977bXv9+u1Xms9a+/12fd69nrWcz33fV2fC9jH7Q1ejwJ2SEnCyxC2JetmjG17wg/rTsJI9eg2AU4X9UruOwhT5geAzYCLgIWAUY+vE8ik2ZxtiIrKPyf9HDa3/VZJk207VeC1RtIlRCur020/3kajW+9V0tFE+6W/kWZJaJHP2NA7C/gfcH96ysCoAzpgYdsdj7NjNNCGrRWdoC3NEu/CwP7LqqyU9AXi4uS3wGrpM/O1DL2ix1oX9JYC9mNg/x3YNiDuxoVxpU+wXW/1NsMbcDUwKT2eH7g6R6vxWMA1BcY2W3o8e87YuqhXZN8ljSnp/op0f3am3qmEHcOmRIXlaZl6lxMnmcuBScClmXqTCBuP84jAbgtg9h55r1NyXj8dvYsL6fyOMJ3u3KZtZ+r+AtgOeDWwPfDLTL0rG48FXJWpV/pYK613KXHxOifRW/fyDK1fEXmRAMvk7rt6659bnaGrjMQsDFR+/Zc8s92fSboCuIUwUf1Z1sjiRDCJ6BE7iXzzz9J6JfcdwNS07PqYpI8Sy1U5LGa70+P0otzZHKKS7wyiVdcZRKVla2w/CRwv6RbgC8CBwM6KvqdHj1KuyHttJM3fIGkdYmnTabxtkvA7BTl3pRni3zb0Rl2QA5zJ4CrIznZuJeQk2532XHdI+liGFgCSVrD9JwY6H+RQ+lgrrTen7avS4ysVPpdtmc0Ds3v3kj+2Sp9QA7rKSBwJXC/pr0T7m1Evi0jayPZlRAB3KnFVeYjthzLHtjdwvqRZiTZHe/eY3pFk7rshbE2caHYiWgjtkKn3hKSPEzYjawFP5YjZvhHYOHNM05C0FzGjdgvw9aTf8WwbbUBX6r027TtWazzf1sajmd+2Ubp19EZdkGN7/xZjmBnuk3QIA/vv/hF+fyR2Ag6X9HLg70RLsRyOpOyxVlrvWkmnEvtvzXTfluaF8arkXxhX+oRaFFEZkTQrtBDwT9vPt3j9r2yvJ+ly94gx7ItF7r5LGkVtVRq6k4CPEzN9dwI/tP1Ehl7H820HYnbuQucl5G8OnO8hnSIkLWD7X6PUKv1eN7A9ubG9tu2rM/S2tn1aY3tz2z9vq1ea9DnegoH993PnF0l1jo2HXeBEVOJY67Le6gwUgdyYqbUosDRwb4EL40qfkLukVOlzJK0EnE3k0JyVKvFGy6WSrgXeKOm6dLte0nWZY1tf0tWSrpX0a0kb9JheiX0HMYszvVuWOWta0ryc8LabnBPgJEo3DT+GyNsCQNK5AKMN5tJrSr/XfYdsZ3nGEcFmkw9n6pXGJLPo9DgrAJO0DXADcCxwY9rO0St1rHVLb16i6nh9YD2lvsIttRYjVg/2A/aW9IqcsVX6hzpDVxmWFIh9yPbtkl4NnGh7rZZau9n+ZsGx3QBsavsRSS8jEsvf2EN6xfZd0iva6kvSN4FFiRPrG4mZks9m6P0aOAl4pe3Pd2ZmM/SmMFCosmeqhGwVZJd6ryl37ONEccDtDFS43mF71Evgw+hNtv2F0eo1dEXMqL0c+AHwets3Zej9BLibgf33SttbZ+hdB6xr+xmFVdCVzvBS68KxVlrvfKKXcGf/beGWpuDpuOgsf69BVOC2Ps4q/UPNoauMxEO2bwewfYekf7QVKhnMJe4FOrM1TxAnnF7SK7bvEl9JSy1nE1Waj2bqrWZ7mk9bOlHk0Gka3mngnts0fKrtvSTtIOlMYN4MrSLv1faxwLGSPmn7+yO+YOb13mv7nFy9BicCvycCh+9KOgxo3WuW6FzRmUU7S9Klw/72yPwZmBt4BpiLMGfOofSxVlpPto9Jj2+S9L4MradsX5QeXyRp17yhVfqFGtBVposGHPbnlPQrovpuVcL3aEzRgHv9YkTF3R+AlYH7ekSvK/vO9vZp6WYL4CRJzwEnAOeMJsenUal5i6SNgJvS+LKWwG3/hYGuDgCn5+gRVg/YPknSX4BRJ/x3670CZ0v6DIONgFu3OQP+JOnwIXqjLoposJjtHSR1Wn616jXbyN+8V9KOwI3E/rujpV6n28Ek4H5JdxNFUq2MhUsfa13Q6xhrPybpIAb236j7E0vqFI48I+nkhtaoUxAq/Uldcq1MF3XBYb/UkqEKu9d3Qa+b3QneSMyErQxcQOQ1vc2j6MiggfZGQ0/y7rWiFWV2Y+jWe01LcsfRCPptn5eh91tgryF6t2bonQ18iwiC9wZ2tz3qWSHNuC0etj/SdnylKH2sdUFvRq3ORl2RLOlDw2idMBqtSn9SA7rKiEh6FYPbTbVxsCddVRZbMkx5QhuS2QqrW3pJs8i+S1pXETk4JzbzoSTta/vAnHGWRNIshaoCjyLyje6HaT0rW3djKImkc22/p6DeWba3LKi3IPBFBnrNHlJgib4YqSjgAww+NnJmOIsea93QK0nKO1yElhc6lf6kBnSVYUkn1aWIqf2bic9M6xNZY8lwG6DVkmFD63SGtMLygHlsm7GV1iu271KwuY/tg9qOZzqaqxD2IosxcGLImbXaBDgYeJbotPGlRq5PG70pzby3HLrwXs8gluGaRsDfzdC7gEiBubmhl2XMrPBTnJ+B99s6oEvL1fsSRRYi8rhWz9C7iJhh/gjxHbCi7R0z9Ep/T5XW2w7YnbAteRp41HaryllJnwfeT9iWPAA8Ueo4qYxvqm1JZSRWt/1e4G7bmxNJzDm8lqjMmgu4ksif+WVLrUVt70o0IN+FSLLOobResX3nuPJaKZ2kS3EMcDgRfO0BXJup9xVgQ9trEwa5M1xumklukLSOpHklzdPIh2tD6ff6C+Lz+xTw73TL4WvAQcSxcF66tSYVQVxNBEsnAMdnju9QYCvgQaJ1VW4BzRy2jwQes/0NYuY+h9LfU6X1dgM6nUVeBVyTofU+wtz5j4S5da7Jc6VPqEURlZHomLo+LWlD4DVthRpLhicMWTJsW71YuhVWab1i+y6xOHC7ohWWyV+C/K/tmyXZ9k0pKT+H0u2SVqNMNwYo/15nA37mfD+7Dm8DTnK0wirBujk2G9PhSdsPp+PjYSKgyOG5VAl9v6QDiJnTHEofa6X1nrT9X0mdJbHVhv3t4fmPbUt6FlgWeF3m2Cp9Qg3oKiPxmZSv8TmiXc+uGVrrEy21FlI6swJk5H8NbYW1fcbYuqFXct8BfDDz9UO5MZ1UL5N0JfBIpt6RDG6XdGiOmFt6zs2A0u91FuB0SY8DpxAdLXI6J/yKMIldAvg58BPb/8zQO1/Suwjrks5xlpNndV7af6cCvyNmJ3PYJAUlnyDau30vU6/0sVZa70dp/x1F7LszMrQOSlr7E8dc7sVJpV+wXW/1NsMb8LUh23tlaG1N2Eacm+63yRzb8UO2v9ljesX2XXr9AkQe0wnAl4CXZOq9pvH4ZcDyBT4vsxDLZ7MU0FofmEwEELMCR/bSe01aSxJBzsPEyXrZTL35k97TwFnAm1rqHAv8mujz+TPg9Nz/xZDtN2fqXThk++RMvdLHWmm9rYdsvydDa9ch2zvmjK3e+udWZ+gq00XSQsSJeYOGF9WsxNLQV1vK7k6coKa5wwM/aTG25Qhn/VUbPk+z0nIZowt63dh3ACcDPyX83dZI2+/K0PsuaQnT9qOSvg+MeglX0ids/6Dh4dV5Hucl9h8EbAKcZ3tqKmxoS5H32kHS4kRbss2AW9O9idm6tVvovYmwo3ktkT+3e/rRGcC6LYb4KtvrtHjdjPgy0Tatw+5ETt2okLQG0RJu2Yav2mxEgv+oKX2sdfHY/ThwWmP7I8SF7WjGNhswJ7CFpB8QxSmzEjl1P8wYW6VPqAFdZUasA7yXWDrbg/jyeJY89/9S7vCvIOws5k/3nbG1bZVUWq8b+w5gku2T0+M7FG2jRo2krYhgZuVU2QvxXdC2COQ36b5tccuMeN720428o1Hn5HXhvXY4mmhzdqTtTr4VktouM28N/ND2b5tPporGNvxJ0R/1dwwsud42WhE1WpMp2nVNa3XWclzPEIUkj6X7zrHRNp2g9LFWVG8G++95BgfHM8t2RI/fVYigX8T+/EWbsVX6j2pbUhkWScsQLbEWtt2q/Y0Gu8MvQXQTWBb4q1uW7ifduZLmko5E9zlt/6+H9JYhc98N0TuJMJ69nkhKX9L2dsO/aro6CxBmvTsRM1edk9aDbvGF0JjJeAFtgoiG7oeIQGcl4Bbgp42AdmY1ir7Xhu7SRHeDuYEtgUtt/z1Db03b10lahAgAznaesfBQQ2A7o/OECrU6G6K5OnExdR7R2aJ1tWYXjrXSeu91odZukt5k+zcj/2ZlolEDusqwSPoAsDMxe7UqcIozmnKXRNLuRJ7VEsDqxNLcTHdMeBH0iu67VGG4BbAccCfh39c6EV/RheHjwIJEbt4mti9ooTOjbgJZQUTSfhlRbfwX260LGUq914be5bY3lPRN4B9Et46NMvQus72RpO8RBRI7ObPhekprWBx4IOfCJGm9gjAqnh/4KPBB2zPsIjETekcQwfAatteQdLHtTTL0Sh9rpfVWJlII5iGW5/e0/bWWWusTlkALprEd4bBbqkxwqg9dZSR2BtYDHknBwyJjPJ4mmzvMPv+VZlvm6jG9ovvOYb58B+Ev9jCxPJRDZ8bvLWl8n2s5ro/M4JYVzCXtR21fnxPMJYq81wad5d+FbH+V/O/SuVLAPo/tnxDV4K2RtD2Ro3owcJWk3Arp44h9uFTaf6OeGR7CqrY/RSy7Qn76T+nvqdJ63yZmiWdPehtnaB0EvLMxtpzc0kofUXPoKiPxPHGyckrK7aWLgKlpSc1pBia33VRpvaL7TtJZwP8YMBI1MZvTlvlsny7pk50/kTm+G4nlzaeA+YBHgYeAL7vhOzhGFH2vwF8UvorfSf/bXL3LiarU/dLSf9aMGvApYG3bz0manTACzmljN2taEu4s6eR+DzwjaVni2FiSAf/CtpT+nir+vWf7wZx80ObYcnNLK/1JDegqI3EwkcC7AnBZ2u4V9iSqAFdK91mtkrqgV3rfzeeC/T6BByV9GJhX0Zoo13H+KuDbtv8saXlgF8LK4yTgTaMRkiTg87azvOwaFH2vtj+STvTPE4H15pl6+0o6mDDYte235+gRAeYkovhgEvkBya2SvkJ4SO5D5DTmsBPRHWNBwkft05l6pY+10noXSToeWELSMcD5GVo/UrSKW07SLwiLmkql5tBVZg5JCwP/bJk03ymKgMEzGba9Zonx9TI5+y69vlN0sDMxi9PsH5pTdDAnsCMDDdyPzSwC+XXTKkPS1bbXlnSF7fVb6P0E2D4nT7ChVfq9bgwcQlQZzkH02b04Q297IgC+i8iRPNp26xm1lGf1VWL2Ziqwt+3JbfWS5jtJ+8926YrmIuQea93Uk7QSA/vvD5laRXJLK/1FDegqwyLpzcAngJcy0OS7dZPqkkjakghy5uw85+gj2it6RfZdl4sOlmHw+FovjUram8gN+h3RjugS4OvA/rb3aaE3hUjqL9LqrPB7vRrY1PaTkuYnjHJzPitXA+s1l0jb6nVhdhNFD+G3MHj/nZWhtwthVTKtR2ovHGtd1HspMYvb1PtGS61XEZ6FTa1d2o6t0j/UJdfKSHyf+PL4W66QpKWI6qzlCE+6A23fmyG5L+Fg/6/csXVJr8i+s/2RzuN0sl6IArMGaQZsjjS+jr9Y6yDH9iGSfgQsA9xj+6H0o1EHc4lirc5Kv1fK960ttkRq25LeIGnWErObiYuIwPqBQnrbA2sVHF+x76ku6V1AmE7ntF/rcAbxPVpqbJU+oQZ0lZH4M7FE8OyIvzkyPwa+QviorUlUzrVttg7Rp7LkZ7i0Xsl9h6Stiby++4AlJX09VUS25eUu2C9V0qJE94CXkmJP2wdkSD5CzJJMsxohvMHaUPS9UrhvLbA30X912hJppt7iwO2SisxuptfnVgY3+Q2x/Pj7QnpFj7Uu6D1u++hCWvfbHlWXicrEoAZ0lZH4OXCPpD+lbdtuG4TNafuq9PjKtLSUw2+AuyV1XOtzc/JK65Xcd1CodVqDn0ramcHdBHKqZs8lgvRSFa0nE31N3+to/fU5YqajDUXfq+3TFJ0nFgYeTpYyrUn5bW/O0RhCsdnNxInJO665/3KqZh8hAtgHSTOmPXasldb7saQzGbz/2l7snJTykv/Q0Mq2CKqMf2pAVxmJPQiz3RJLLddKOpWBGbrrM/X+H+Ew/+/skXVHr+S+g3Kt0zq8h1jiWypt59qgPOSy3QRKWo0Uea8q3LdW0n6295f0s6YeQOaM2t+JfMZpeVbk2ZbsBEwm7GhKsCnhaVcqibv0sVZaby+iU0kJvX2Ji7tSY6v0CTWgq4zETcQU/39yhWzvoWj38yrg6wW8ya4BFgBKBWCl9Yrtu8TqwH2S7iHy1O7rVBC3nd1wi9Zhw/CMpB8yuAr3uxl6pa1GSrzX0n1rOwHwHoX0OlxIjDXXiqbDP9sUtgzDNcBakn7PwGfl6Qy90sdaab27bZeyF7nV9iWFtCp9RK1yrQyLpNuARYn+q5ARPCTT3l2A5YE/EZ5lj2eM7UYiAHssd2xd0iu277qBojfsbQxeBmrtj6XovToI2ydk6BWzGunCexVRtbg80Ybt5znLrpLmBT7W0DvW9lPDv2pYvfNsv7Pt66ejdybwTwbvv9bBuqShFipZS5qlj7Uu6F1IzJQ2918rn0tJvyYMvDuWRbn5kZU+oQZ0lReNZIJ5GnADsAawte13je2oxg+N5b61CKPTY23/NENvvyFPObOIoROELcKAnUJWVZ+iY8dLcvVKv9dUNXs38Vl+I/BK5/X6PB84p6G3he3NWuh0eg9vTVw0NWdLeyZYn2hIeuvQ52xPaam19HS0ctwCKn1CDegqLxpDDWYlTbH9gi+6yvTRQAP3E4hG6We4YeQ71kj6PPB+YGkiv+eJnP+vpKOB1WhYjfTKTISkS2xv3Ni+1PbbMvQuaAZwki6yvWkLnaGBa4fsYL1SqfQ2NYeu8mJyn6RDiGKItSiX3zNRmE/Sa4D/OvpClrJUKMX7iP/rZGADoko1h1V6KWCFQV077pW0I3AjsCpwx4xfNaxeZ0btMUkHNfRaJbzb3j/prgTcZttpeXjF4V9ZqVTGO73UaL3SoyhYpIDUh4gT1vLAdZS3VshG0sKSVkuP5xzp92dCr9S+g2g1tRfwdUUD92sK6ZbiP6lq8VlgWaJbxKiRNI+keYAbJK0jad7Gc2PNnuk2K7AOkRP6FqL6uA1rpNsdxH5bhfChuydznEd3KkjT/VGZesWRtJqk90iaRdISBfRKHmvF9SqVblOXXCvDIukDRDus+Ynlr5Pb5gqlmYL3EgHdn2mZSK6B3rDzAUsQuUyvJLoTtAoiku7uhFXBkkRF6S9tv2PYFw2vV2zfNTTfQuq00fD0a6s1H0OMe2239XlD0tuIXrNvJIKeM9vkWaWEefNCm5LWifOl32uvo9RHt7F9je1R+9xJ+tSMfpZZFHEEEQSvYXsNSRfb3iRDr+ix1gW9lYi813mAzYA9bX+tpdb6RKeIBYnZ3CNs79p2bJX+oc7QVUZiZ2A94BHbzxEJ7205lZiNuDPdn9pGxPYaqeLsZmBZ268n8rZuzhgbwOaOfo2Pp0Bzrky9kvsOSUcRs5pzAB+W9J3M8Z1MdJ14i6MFU1YnANuX2v6P7Sttv6dt0rztDVLgdkB6vIGjy8OXMoZX9L2OA34p6WxJu0s6m/Y2K/8e5pbDqrY/BXQqeXPTf4oea13Q+w7h5Tdb+vxtPMLvD8dBwDvT2KbScia80n/UHLrKSDxPBP6WNBt5FwEL2d4mPT5L0qWZY1se6PRdfQJ4Tabe1GSt4lRdmeX+T9l9B5FTtn56/ANF8/ocShr3IulWYsb0HsIn76/EiX8/2xe1kNyXyMfrsBtwdcvhFX2vvY6jr+4qwKuBL9tu1WKrGZSXnB0mPAuXJY6NJRnoi9uW0sdaaT1S3mtnM6f37/O2n5bUWV6r5/EKUD8IlZE5GLgCWAG4LG235QWJ5J0kc9u3DfvK6XMUcJ2k+4FXAN/KGBvEMuEZwErpvpVPVIOS+w7gWUkbE9YWawHPZeoVNe4lil3Wtf2YpJcS/U53BS4mmrvPFJI+BnwceLWk60gVrrQsPEgUea+S1pvRz5zRSqwLy98LMOCT92pJ92V6Ph5FLJHeQMwOb2P70231iNmqrxHv93AgRwteeKwdVFgv99i9SNLxwBKSjgFaW8gAP5J0AbCcwgqqlGFxZZxTc+gqM4WkhW0/nKlx3Ax+ZLfsRShpFgr10+wWkhYmnPazDjZJryDsSpYjchAPs906CNMLjXuPsf1Mht71wJttP5dmNa62vaakyWnJdLR6n3ShVmLTea+tTIoVLb8glrkmERcnqwGPpuX6tuM7h0hB2Nn2WwrYoBT1fFSPWw5Jeo3t2zvHGuELeFcB3SLHbtJaifj83d52xrSh9TKi485fbD+SO7ZKf1Bn6CrDIunLyb/qjZK+Bhxn+8g2WrY/UmhMRftpNl6/PvAZGv0v2ybhJ70VgY929NL4WjfRtv03IrenFPvb/mJnQ9JewFcz9L4NXC/pr8TS65EpsDurpd4Fkn7EQAB7YFsDVdv/k3QiAybFixJLwqPV2RNA0rnEbGTHFuTcNuNqUHpJeJLtU9LjO9KsZw5FZ4clbQN8lsZSpvO6qHwX2LBz0Snpq0Brz8LSx266oFiWyMtdVdKqtlv11pW0KLDVkLFVj8FKDegqI9K5Ct+WqF6cTCyljSWl+2l2+BbwASJ5vgSnEDYjRfQUxr07AP9hwGh31CdBSQsRAc0GGvBVm5VI1G4d0Nk+QdFia+iM6dEtJX8EfIVYyl0TOA5oW+X6ApNiMk74wMuJGZI7iQrrRTO0oPzyd2nPxw8Ts8O7E8H1CzpHjJI9gbfafjJHRNJWxP9xZUmnp6dno72NTIeixy5le+ueSxwLub2wK31GDegqIzGvpLcTlZ/PSpo61gOyfUt6uERnFiLNkmybKf1H4I4SyyuJu21fWEgLYEvg9QWWltch7GOWIk6sEB5obQOvaaSxPZSrk5izkXx/paTZM7RKmxR/DPiGpJcDfydy/nLYMd1uIGZecvU+BGxB5IBdD+ydI9aF2eFbyC86gsjPvI7Iyfteeu5Z4MFM3dLH7tO29yqk9VCpVIRKf1Fz6CrDougb+g6i7P4J4BO2WxcfSFqZwUuaOYnklzeXRJVaY2XoXUUkaf8hPWVntJpKicuzEXYqWQ25k97RwKE5eXND9JaxfU8JrW4g6XBgcSIgWQP4u+3dW2odQSz93szA/+LpMiMtgwr1rU1ax9v+cGP7m7Z3y9ArMjvc0LuNmNX8S3oqV28WojvJ4gzsv1ZLmkmv9LF7IoV660o6A3h8iFZrT8BK/1Bn6CojcSNxlf9pYqmltfeZpLOA/zGw7GCgdUAHzC1pXtv/ljQvMG+GFsB2ma8fSivj0KFowEh5VmCKpMfSdtZJEHhVqrx7OXESfMr26gXGu5Hty3J1bO8haXUih+4I2zdmyK2WbtPkabF8K+l7tndq/E+gTIBTZElY0nKEVcmqGmgrNhuD33sbSs0OA2C7dCuy04h2aZsRFdULAa0DOgoduw3uIo7fN6Zt077S9RdFRlTpO2pAVxmJE4FbCf+vNQiD1raO6fPZ3rLUwIADgV9Luo+wLWllPCtpLdvXEnYlQxl1Er6kpVPyflZVcAfba5TQmQ6HEifA04ncwS8O/+szzT6E1UM2KYjLCeQ6OqOusp2Bzk7pvvT/pNSS8CuIoGF+4niFWIL8Qqbu9cTsV9bssKTNbf9c0+lAkTnLtKjt/5P0Btu7KMyU24yv6LHbwfb+kpYi8i7vajP7KmnOVJn9s5Jjq/QPNaCrjMRitju5aRcp2jK15S5J2zN4qaCN/xzpteenpZFOEn7b/IHXANcycAJs0uYqemsiWNpzyPMmKudakWwPDiFm1B4E9rF9a1s94EnbD6flqoeJ5PkSlEokz0bSfulk+jMaFdEAmcvpSxHtl7IrcBM3SFqHzCVh21OIWdwbbZcsGlo76T468KdazUh2DIRzO00MZWr6HD8m6aNE4NSGDwCHUf7Y/QKxJPxbYLVk5TPaWcCvEkUp5zG4NV6r2eZK/1Fz6CrDIunnxBdIp1runbbf3VJrqA+dM60AliDMWJt5M631eh1J1wIfcvhtvRo40XbrIEzSHoTVyIcIu5YrHe2YegpJC7ql15akRW0/JGnpoT/LCcAUXU6+wkAF7v6ZFjdDL5ScqXcw0brqGuAkZ/qelSQVMJ1oe4eCmosAjxJLrdsClzWKp3K1lwD+llMsJelK229Jj0Uca+uWGF+l0qHO0FVGYnui4u7jxExE6zwz2x9JfkyLAw+4hbHrEE4FvgFsQsyIZRmdStqT6JWaawvSzK+a9nRbvQYP2b6dELpD0j8ytLB9OICkY23/IEery/yM9jMQm2qg3dJQcnKsSlbgFlsSbujtAyBpXeDLklYATgB+ZPtfw764gWbg+Zj+RqsiAduW9E9Jy9q+u43GkDGKCFo3JSqOv1FA82zbW0jaHdiUqNz+YKbmCrb/ROQk5+isT0G/zEr/UAO6yrDYflLRquYlxJfHS4hq11GTllt3Iby7lpd0dE4lGjDV9jmSdrV9lqRPZGgBvI8Cid9dzHmbU9KviGWbNwBPSDos/c1Rn1wVRrGHEH015yCWcC8uON5S5JjsTkr3byOW+64ncsxmIS+gu1bSqQxU4F7fRqSLS8JzAO8BtiH234GETci5jO7CZ0aej7lLO+sBm6cl3KwCnxQg3ixpA+L/8Hx6PqeKef50v6rtTSVdkaEFYatyeMPmJmcmvLRfZqVPqAFdZVhKVd8lPgWs7WgNNTswhbyT6gOS5gJ+n2wBcs1EiyR+d+hCntUhjcdtuy802Z9w139S0vyE+WnrgK6R8L4C0Qf3ZNtXFBhn60Ia299JY3uH7S06z0tq3Uuzs2QIzE5+BW7HT2yPtuOZAZcAZwM72Z42kytpwdGINJYtP+IhNihkVKiXqKYewprpNu1PkJdXNouiM86fO9sZWtj+AxFgl6C0X2alT6gBXWUkShqyipgxeSzd535Jbgcg6bPEjNXtmePrJH6XsgX5MYU6HcC0hPeSzMJAkvp/CVuFHHYGfk5Uyx5LNF3P/uzYfixXA5gkaSPCXX81Bmbu2ozHkg5x9EbNqsC13TFhfr/tI2BawLg7cESG9KeBW9NYBaxo+1bbo2rk3i0blJRPO3RGMqctXtEla+Ii4g3E98GcROX2qOmSzc0SwG2SivhlVvqHGtBVRqJI9V1ib+B8SbMCU8l0r++Qlkiz2+B0YdagaJ5VFziSgd6rSxF5iDlMkjQfgO1rJD2TqVeSbQnrjj2IWZfcriIPS9qfwUt8rWf9gHeSArgUhE3bbslRnbyqpHcU0MZ0u2mD8kYiGClhg3J4uhfwevIDxFWIWeHFKJNXNonIH/4KaXa9jYi7Y3NT2i+z0ifUgK4yEkUMWQFsTwbeXGJQ3UDSGwjLggUIJ/Yv2L45Q7JInlW3sH2aov/l0N6rbTkOOAf4YloKvydTD0nLMDj5u1Xg7uiuUbJ11T3pvnMRkGMUCzC7pMVtPyBpcWCOnMERTeCbzNNGxAM2KIcSQc6Stm9Ks1at8WC7nT9Iyio4AI4BPgkcBexKNK/P4cdEusQNFJhdl7RoGlPzs3xAS7m/prFMq+4nL3Wl0idU25LKi0aqzjqEWNp7DvhSCvLa6k2zs0jLSi9ra2+RNH4F7GD73hRInNzWWiCN53UM5FndmZFn1dFcCTiYODlvBuzp0XtZNfVWJLy1mieZnrF9kfQTYE4ifxNismmXUWp0pbND0l6YRoCTU7UtaU2iOnMOYvn7c7ZbXwBI2pu4iLgSWBe40fbBGXq7A+sTy32rA+fZfsewLxper1k1uyQwj+3NM/Qm295A0hTbb9WQtoAt9KbZjExvu4XetURQOK2QwfZ5LbVOZ0hXDA94hVYmMHWGrjIshUvkDwc2tf2IpJcRCfhvHOE1w3E6aRkpLStN227JbI2ihXvJyCkrmWfV4DtE1eIptqemKtWcFkWnAHuRWS3XxaDp5bm5UZ0lL+CDtv/YeT7lhrWmGeAo2pOdTfQ8bjvO64jAqwi2D0nLkK8B9nO+D93mKVCanD7bQ2cAR0unatbAYwXGd1Ma0+WSriQ86XIoPbv+kO3vj/xrM0WRrhiV/qMGdJWRKFkify/Q8cB6Asj1oBqak5a7TPWzZE9wC5EQfUamXuk8K2w/qAFftdwihrttX5ip0c12WD+VtDPwOwbyN9tWVn6HwUtmh9C+WhsKBzgKY+GhRQJZ3mK2f0fsuxJMlbQAYEmTSJ/nttieIulVxLLhSyWtl/G/xfbn0sP9FXZIrQO6klXMGmhx9oykHzK4S07bVmelumJU+owa0FVGIrtEXgMeW4sBd6TqrJXJDxJ/J+lbhP3JW8k8edn+ZroqXwY4pFGB2JZ70n2pPKuLJB1PzAodk6kFMLekSxhc8NLKLBZA0pdtHyBpM2Lm8DjbR2aM7z1ERfRSaduM0ipD0lZE4LZymsGF+N7LtbgpGuAA70r3Ii4mNsnUK82exAXOSul+aGusUZGKNJYCViU+f6KFDcr0qmXT863TBwrPrndanP1i6J/J0NyaqFDfiSjuKdZxozK+qTl0lWGRdBWwINC6RF7RdklEW55BTa+d58uGpHcDrwX+aHvol+ZotRYnliAXAD5CLNMNbVc2Ws2FgGWBe2xnN/xOeXQrArfnLlNJeoHBrDOsUSRdZnsjSScRuXmT2+YgJr3zc/K0ksYChBn2TsD30tPPAg9mXqSsTgStqxAByRdt/zZnrEP0p9jO6nySdFq3TRtG82XAjrYPy9D4te11JF1he31JP7M96kKGdDwA7EbMhHeMo19v+9MZ4zuOKD4oMrsu6Wu2v9jY3sv2V0epseKMfuaMntiV/qHO0FVGIrtEvhO0SfqBoz1PFpKWToULKwJ3pRuSVsz8Yjse+BJwaMpR245IZG47zs8B7yZmDl8n6Tyndlst9U4FTgPOsf1sW50OQ5a9croxdJhX0tuBx20/K2lqpt4jkvZi8JLrqE6qjjZX/5J0TfrMrADsC5xEzOy2ZZLtjTsbkrKqtxuz2CL+Hzfn6DXIaZuGpE2Ag9Lm3klrIzKOi0Tn8/u0pA2Ji7JR41QtK2kp2zump29KM8853JPus2bX0wXdosAGjYBsVqJzyagCOmY8K2riAqoywakBXWUkSpbI/1nSRxh81dsmAPsAYS8y9Asu94ttVtvXSerM3GQZHxOtxNZJSzgCrmbAf6sNXyLe++6S7gJOs936xFVq2avBZ4nCgANTTlluN4s7ibzITuFMzpJ1adPjLwNXNLZ3J88qo9MpwkRA3Kq93nTIDdQPBLYgiqKuBj5mu4R/5GcU1iefI2ZPd83Ue0zSQcQS6WqE7VAOV9m+LFMD4jP2XuI463xfPQt8e7RCtj9SYDyVPqYuuVaGpWSJfFrGaOK2eS7dIAU4jxIu8T8l3utuGXo/AL5u+840E7ar7WwvtJSz9QXC2qJ1Lth0lr3OsP3+DD0R+25R4AfEsldrw2dJc9h+JiWArw3c5Jam1grbiI0Iw92PpmKGUVfQSvoY8HGie8LtDLTDu8N261wmhSHzJ4j0hn2BTWxf0FavoftSZ3TaUMP+Q5nWHUN0s5cgh+jNSgROyxEXAufYbj1DLOlgot/sNcBJBdIblrF9T45GQ2sj4jPycuLz96TtHLeASp9QA7rKsGjA16lz0j/bjZ6YY4mkbYhZoWkzac6wyUjLI2sxkKOWm5N3IzGz8SQDLc+ep6Wdh6T/IxL85ycMfM9wo09nC73O//R8YsbqKNsrZ+idBPwe2ML2myVdavttGXqX295Q0oHAIsDitt/dUuuTwPuJGbo/AN/LmfGQ9EmXs6FA0jnAqcDOtt+Su+9KIekfxEykiMKjzuNR59Imvc4S5I+JPFWIJcgjbY/acqh0Xpmkl9h+vLG9LvEdswJwAvCjtIw/Wt2hQdhTbtmZRtINxAX26cSM/Rdt795Gq9Jf1CXXykgUK5HvwpXlnsBbbT+ZodHklJTj18rwcyhtv7CHYUlilu/+QnpDl71az0YmFrO9Q8qjgzJ5eQDLJN3WJtQp+GoGYK2COUmbAtfY/r6k5YH9ifd5YGb+5ny2T0+BJ5Tbd7mUtqJpLkHuAdNaiY16CTJROq/sLGBDSXMQVdbbkP6/xMXYuURgO1oOZUgQ1kKjw5O2H07fyw8TF6GVSg3oKiNSskS+5JcahF9crl1Ek1I5fkWRtJbta4klvlUUhrFAXuWd7T8o2p0tT1iM5FZpPqkwop5V0f/38Uy9pxTdIq5Oy7mj9t1TedPjL9vu5N4dT+TS/ZPwucsxQX5Q0oeJwpLtgOygXQXapjmzCn06ej8Hfp7G9iDRK/Zvbtllo4t5ZRcTs+CfdKM6XdKCLfVKBmHnpRzVU4mCoatG+P3KBKEGdJWReAR4C3FiuIeYobulpVbpK8u1gL9K+kvabnuS7jAvkTezXkeP3qgeew1wLS/sqpHlayfpm8Ty1w3AFpIetv3Z1qOEHYkg/Skikf5jGVoQ+XhL2f6LpNmB/zdaAZc3PX4GQNIiRLuqy9J2bu7Kjul2A3GsfTxHTNNpmwa0zmfsAusCuxD5bssrzIBb9yMtOPv/RknXJY3tgG2VjLxtr2n72JZDHBqEXdlSh0al/A/SrVIBakBXGZmLiADugbSdc+IqemVpe4b5My31erKKzPYJ6eG/3DDqlbTj9F8x06zmhteZpBwbDxx+Z1mGs2kcn7D9A8LWwdKg1cdRGR9L+vKMfuZ2zdGflLQT8CZSJ5EUbLYqTpE0T2OzWTSU2wUku21al/kUsLbt59L+m0Jeg/lSs/83dmm/3WD7v6QgrI3NTcPa5gW0yWes9B81oKuMhD3QVidXqOiVpaSlgP2IyrY/E3lMrZeIShVZNJb35iOamd8NvJIwF35dC73ZiNmWLVLlbGf58X3AD0er1+CWNLNxE2Fdcl0nwGhTTSrp88SS/H/IW9b8Tbr/5bC/NXM0nf4PIbzUctgW+CBRHHBSem4xBrzaRst5DPjP0XhsMvzjKNs2rRuIgUKhSeRbBPV6XlkJm5s9Rv6VykSmBnSVkThR0hEMPjG0upKWdImTGWvKibrYDXPWFvwY+AqR87YmMcORcxIsUmTRWd5TGAG/xfYjCnf9b7WU3A74MNGV4DwGEsnPzRkn8Lp0a9IJMNrsxy0Jq5LcvMZnU/VidmcN29MKXCTt0dxuqfcU8N0hz/2V8GtsozdoNkjSrDl2Gw2y26Z1mb2B85PdyFTyA+1SS5qbZY5jEE2bm8ZSroE7RqvlAYP2k4nZzEtcbSoqDWpAVxmJnYDJxGxTLrN3Hth2WmrJYU7bnWXbKwvolS6yWB7oWBw8QeTCjZq05HqCpDfZ/s2IL5h53Q2gaBBxPWFAnZvQ3y1H/J49+UnamJhBfCZVWO5j++IcTdvZXV66he3JQFZ3jSF6RWb/07JoMVLO3bGFbW72Jy7y9k1B4km2by6kXRnHVB+6yrBIOtf2ewppnUqc9KcQpf9r2d46Q+9wIoDozNA92MaPacgS6aJAkSILSTsQViD3E9V838pM/F6FyCFbjIHKxZy2TtOCCKIjQ6sgorH/ZiX6pj6afpRbpEKyVVkceKBNJaQGt9TK9lHrFpKuBja1/aSk+YELba+doXcScBsZbdO6SaqGPoT4zDwHfCkFeX2JpP0YckHRMoezqbkIcCSwKfF/Ptp2bneWyjimBnSVYZF0JmHL0DwxfHfYF81Yay6i8vG1xMnmh7lXxIom6csBd9q+caTfH0FrkKu+pAXcwkR0iOYswMLAw7lLkZJ+A3wSOIpolbSV7b0y9EoHEa+1/cfG9nK278zQ255GJSRxwhpVQCxp6Rn9rLQlRw7pf/sWRw/cOYArbbfOA0sBRBPnBhAlSea4mzbSES5uWZU6LpD0zs5D4PVE9fYnWmptQxR+TCWWmH+RdC9uFjlVJh51ybUyErl5WtNIwdvRuTqSPjidp1eStFLODBhwJoNzx44hvjhbkfLAPkryApOE81qd/df2zZJs+6Y0Q5nDLEAnoP4v+ZWV32Hw/juE6GzRluxKyF4K2kbgSOB6SfcCSxNVmzl81UPapmXqleZeBqcj3N1GJBVGTZeU29gTDMnd/KWknIKfRYmeuoNyTCWN2tan0l/UgK4yLA3LjF5iUrp/GxGIXE94tM1CC+uDtPS4CbCcpMPS07MRnlY5nALsBdyXqdPhxjTLebmkKxlY2mzLNxkcRHytjYikrYjAbWVF71+I/de6z2xHmrKVkD2L7dPSvlsY+EeBZPcLieB6f6Jt2heAVm3TusRiwB2S/gCsBPyt89kZ5VL4Eel+8XT7PVHocy+wfrHRZiLpU43NJRn4DmvD94G3SWqaRp+YMxte6Q9qQFcZd9j+DoCkd7jRV1bRk7QNfyLyyJZkoO3Xs4QlSg53274wU2MaDfuY/ZMRa+uALlUZzw2sRv6S8MXAdUQBzffSc88SnQByKF0J2bNI+rLtAyStBnxN0nFNz8EMstumdYltSojY3gqmpYZskGYl5yQupnqJf6d7A1cDOcvfFxDWPqVaAFb6hBrQVV40JC1OzFgtQPTS/KDt44Z/1bBMaviorUbLq960LHcvsaRXkrklXQLczED+4aiMcQEkHQcvrNDMWcJNVcbvtn088FAbjYbWv4B/pbytjWm0myLDLLZ0JWSP08l92paYbZ5MLMO2JbttWpc5mLLWG8sQFyjPAHMByxbQzKZhHP2zoT/KkH06J3e20r/UgK4yXaZXldUhI7n6eOBLwKG2pyp6VuYEdNsSS0l7EMbC22ZodYNWS5jToZMrtxuxvNxZYn59pu7skq4g2k11eteOOuBscCEFZw4mWCXkvJLeDjyeCiNybWSy26Z1mdLWG18ALkyzuc+R3ye6FB1fRxgcxOUYRz8i6UvAb+nBCubK2FEDusqMuCHdb0/0cO0EEYtlaM5q+zoN9L3MyomyfT+wc45GN7E9RdKriNye1lfktm+FSAC33Wn3dVOa/cvh8JxxTYfSMweHM6QSkhf2s+0XPgu8Ezgw5Um2sp9QwbZp3cT2n4GvSPouMRN5maTW1hu2LwUuLTvKfIYaRxfiLuIip3MsZPV0rvQPNaCrTJdOVZakTzdO0mdJyskJu1XSV4CFJO1DGPmOGknfs71Tw/8MMlpNzWhJkxBsXZUq6SjCqX9VYtlV5Ln1PybpIKKd1WrA4y3HtTox87Uk8EdgT9t/Gf5VM0XpmYMilZC9jKSl05L/k8BpwELp1jZYL9k2rWtMx3rjwyTrDVoEs2k29zM0lvtzPBpLIWkLwkPxWknnEBd3AN+0/ZM2mrb3l7QwsGSqdp+z0HAr45wa0FVGQoom8J0gImemaZfkx/Rv4I+2W510bO+U7tdoO5YhdGtJc3Xb60i6wvbmks7I1NsWeC+wAhEgfqWlzncIf7ebiUrAI4lWUbkUmTlomAE3KyFXply1cC/xAeAwojvG0J6ubS4mirVN6zKlrTe+RezLXvuM7EJU4wMsYHtNRW/mC4BWAZ2k3Ynjdol0cXY28I4CY62Mc2pAVxmJDxBmwB8n8tRy3fXvJWZbJGk9ZzQMH+rzBu1m1Lq4pPlsun9a0oa0bP3VmMV5NTGj1jHvfTVh0DxanrZ9XXp8saRS+UZX2b6sgM6EaUJu+7B0/5FCkt1qm1aa0tYbfwTuKFRgURJ7oK3eAemJ55I/YFs2t/1WSZNTcdNc+cOs9AM1oKsMi+0nJB1DtHQSUaHaqnuCpLOA/zGQNJ/bMLy0z1uRJc0Gn0nLIZ8jLD12a6nTnMVp0vYk3fSLU3N7lB5gQ9kwLalfQyS5/76NiAeakItIHG/mIOYYR/c9zcBQmW3Tukxp640lgNvSbC70UGs3SYvY/kenoEfSYuTlD0+VtACRIzmJsv2nK+OY2vqrMiySjiaCm7+R2QNT0sW2Nyk4trNsb1lQb1ZiSXM5ot3UOS7TtL4IkuZsnpglvcT24y10utoOS9K6RJL/CsAJwI/cooVaCjIfADYDLgIWst1rlcw9iQq0Tesmks6z/c6Rf3Om9V7wme6FLiGS1iFSHM4ifBmXIL5jPmn7mpaaqxMV9KsQaRN72e61TiCVMaAGdJVhkTTFhfoDSvoe8GsGJ82PeslQ0tfT619HzDLf3NDLquSTtDKDl3BzZhCLIulXwG62b0wWF3vbXm+sx9VB0YP0PYRprIhk9+eBz7b5DHU+eykHcX1JZ7thJN0PSJrh/y8zHeFqYD032qY5o09vKSR1cr22Jgy9ixTQTG82t1cC2FSh/Q7SbClwvjNMwSuVGVGXXCsjcUO6yryZgS/ep1tqzQVslG7QfsmwU0xx3rC/NUq6sCRcmvcBxyaz0juJmate4hIiQXsn2//oPClpwZZ6U1Ou0WOSPgq8qsAYe41OO67XEcbYneX+R8n77PVq27ROIVNp642fMmQ2lx5Znk/B28ml9Hq1orcy9tQZusqw6IUtg5zz5ZHK7f9ZInlZ0na2T0mPBWzb2W6pV3pJuGhnjDSbcwhwFfAG4BO9sKzUobMknP4X6wA3ZQT/SFqECGwWIip8L7X9uzKj7S0knUskuzvtv3Ntt+69KmkDBkyZpwL72L68zGh7j4kwm9tB0i0Mqei1/e8Zv6IyUeiVq7ZKj2J7gyG3UQdzkhaQdJKkPwHnAH9K2y/NHN40i4MUIOZW8d0laXtJK0laMVXR5nA8cBLhFzWVcMbPYUfgXba/SORH/SBTrzQXpPsDgB2IWZMcDrP9nO2/2/4GERT3Ky9nYAbylYStR2tsT7b9Zttrpvu+DeYSE2E2t0OnovffndtYD6jSG9Ql18qwSFqFcJhfjPbT+98jZhx2aOhuk57fOmN4c0ua1/a/Jc0LzJuhBeWWhDuU7ozxQUkLS5LtP0nqtSXXDlkN4SUtR1iyrNrIuZqVWIrsV3YEviHp5cDfCZug1mhitU2D+B6Zhagm35a4oOgrGv6Mi9OjFb2VsaUGdJWROAb4JHAUsCuwVQuNxWyf1nzC9k8kfSJzbAcCv5Z0H/AKok9sawp6gXUo1RljAeDbwFrAP4FFJF1DzNI9VmisJSjVEP4VRG7V/OlehKffF4qMsgdJS8klzJ079GTbNEkfnNHPcooYGjmbfwe+0Vanx+n4MzYNqCuVadSArjIS/7F9c0wK+SZJh4/8khcwq6SXNSu7UqJ87ozV+ZIuABYGHs7Ny5O0EbAvsfwl4EnbrU+CLtQZg+7NcJZmS2J5+W5lNIS3PQWYIulQIqG/71scpf/nZ2kcE27Rxq5Br7ZNm5Tu3wb8l4GuLLPQI0UMPcxCxKzrEsDtlGvZV+kTakBXGYmbkhP5ZZKuBB5pofFlYHKqIn2AmIHZgjiBtUbSEsAnSFYFkrJ6rwKHElVypxNJxyU6KJTojNGtGc7SrAwclmYUHyd//32KidPiaE/grbafzBFRj7dNs/0dCPuSZtGCpNpcfmS61bKv0ifUgK4yLLY/lx4eIOnbtFjis31Fyul5JxF83QVsUMCL6VRieWUTIhjL9ct70vbDKbn6YWKJszUFbVC6MsPZBY4CdrB9r6RlCKuGdTP0NvfEaXF0C2Uc/8dL27RJaUb8JiI3ctIIvz8sklYCDgbmIS7K9rT9texR9hbdatlX6RNqQFeZaXICMNuPUdCLKTHV9jmSdrV9VoEZq/NS0HAq8Dvgyky9+Vymk0VXZji7wGwNG5V7aZ9D12EitThaC/irpM4SmtssuXr8tE3blsiJ3IPoEZ3bAeQ7hKH1KbanStqY6KbQT3SrZV+lT6gBXWU880AKwH4v6URg7hwx2538wB9QxhLkLkULpqzOGF2c4SzNGZKuIGab3gCckam3Z9JYKd1ndQHpZWznWuQMpWeNdgFs3w/sXFjzwYhjgfyLiV5kjZF/pTKRqcbClRFJZsDTEtPdA42+0wzE62z/Li2RvgG4PcfItjSShpoIOzPHr+eRtCiwDHCP7YfGeDjjBknzEXmbzdZVB2To9bTRrqTPE9Yi/2GgR3TrIhBJexFWN2sDVwB32j6swFArlXFDnaGrDIuk3YkE3CV7KTE95VQdQhjtPk/k4vQUXbBB6UkkbW7755I+1Xh69VSk8t0M3S2JWZxp1a3ugX6kXeJMwpj5/cAJQO6MXa8b7W4JvD4du9nY/mrKo1uRuLD7fQndSmU8UQO6ykg0E9Of77HE9Icl7U9YHzwPeQ2+ASStRtgC/BJYPC0NjVbje7Z3knQ9aamVArMQPcx/031px/p9gfVt/2vE3xz/zGH7SEnvtf0NSb/I1BtqtLt99gjLcj0xGznq42t6SLrQ9tuBW9P2ybZ77T1XKl2lBnSVkejlxPR70v3q6T6rwbekI4g8vDVsnyvpx0QF7aiwvVO6nxA5L7YvSvcnSHoDsDyx5PXbTOnfM3G+o55LF0v3SzqAsB3J4TDbHyYZ7Ur6JrBbpmZJ1ia8Bh8jjttWFzuS1gDWBJZtzBDPBixdbKSVyjhhonxZVtrTs4nptvfvPJa0Au26WDRZ1faGjZZVWcdHyifbCngpBfKiep0UNCwK3ABsIekftnfNkPwNcLekO9J2v85wAmyS0gg+AWwKfL+NiMZJ2zTbq4/8WzPFM8BThJ1SZ4b4WWCGHSkqlX6lBnSVYbF9I7DxWI9jeqQg7v+InL6bgNxelc9IWpaYjVySgaXEtpwLHEcP5vd1idVsT/MClDQlU+//EabKfd98vNPlJL3XszKkxkXbtKGm4EArU3DbtxBV1SekTiKLdPQqlYlGDegqw9LIB9uBmJ270PaeYzymLxGFGrcDpwHr2v5MAemdCO+qBYlemJ/O1HvIdquZlvGEpHnSw1saZrGrAtfN+FUzxTXAApTPzetbxlHbtI4p+KbEMZdlCp6qZt9PLLU+QHRnyTUar1TGFTWgq4zECul+E9uvKzDrUoLNiGTqi4igoVSl3N2EdUQpnpH0Qwb70LWu+uxhzmOgYfjrGs/neiK9GfhVyrOC/l5yLU2vt00rbQr+PsKceTKwAeVNzCuVnqcGdJWRmEvSJ4EH0/aYL2fYXict2bwfOIdwTN8SmJw6UrRC5Ruk51Yqjgtsb9Al3VJ5Vj1PMo7ej5gdXhU4IjP/sNfbphU1BQf+k97ns8CyDL6wqFQmBNVYuDIskl5JLF2cDjxHnChOH/5VLy6SXkEEd1s2c7ha6NxEmQbpc9r+X2Mpchq9ZHxc6R0kXUVUVJ9newNJl9neKEPvcqI93NnA5sDZtt9WZrTlKGUKLultwFVE3uDngTNtn1BkkJXKOKHO0FVG4hHCl+27RM/Fb4/tcF6I7b8B30q3HEo1SP8qsDuDlyJJjzcsoF/pP563/bSkzhV27ndzz1anNyllCm77UkkLAf8D/p/th7MHV6mMM+oMXWVYksHpaYQVxRrA1rbfNbaj6g6SbiNsN7IapE80JC01o5/Z/uuLOZbxiqQPEWbAKxEXFj+1XfPAZhJJnwPeQ+y71xEznYcP/6pKpb+oAV1lWDq9IBvbU3KWNScSadmrybPAncDXbd/z4o+oO0j6WXq4eLr9njip3tv87LTQvZWYHb6H6A/7V6Lidb+OmXE/IellRIuuv9h+JFOr59umpX7MC9v+RwGtXxPV7k66V9t+c/YgK5VxRF1yrYzEfaln6vVEFVmRVj29xAx6kQLZVak3AJcANxLGru8kOlmcQB9ZKtjeCkDSmcAGtp9JNhmnZEpfT5ykH5P0UuBIYFfgYqLCuW8YakKd+uDmmFD3dNs0SR8gAs75U7u9k21vnSH5ByIYvhN4JXHsVSoTillG/pXKBOdDRECyAnGC3WFsh9MVmr1Ih95yWNP2JbYftX0p0YniEvLtPHqVZRioVpyLqDbMYSWgU6DyJPDaVMX8VKZuL3IuUXR0E3G83Zip1+tt03YG1gMesf0cYQg8aiRdL+k6ohjiYkm3EBdRdXauMuHo5QO+0hv8OPWEBKa1d+qlnpDZ2L4oLdO8zXbJgPVWSSczMEP3B0mzAXcV/Bu9xBeACyXNSgQnX8zU+zZwvaT7iA4I30r7L6eTQq9S2oS619umPU9MKDj9T1tNLtheIx27b7d9QckBVirjjZpDV5kujZ6QhwB7padnAz7Xrzl0KVg9KhkM52p1THZnB5YjmtXnzrpMOJKtxcLAw6kisi+RdAbwOIVMqCXdCKzXq23TJG1KLAuvAPwRONj2xRl6P7e9eanxVSrjkTpDV5kR46InZGHWAzZPnQmeJ2NWIyVnH5Iqgvs6kJO0n+39U3HEoCtE2/+XoXtcUy/llY263+c4obQJdU+3TUtFLRdJWhj4p/NnFp6WdAKRFvJ8+hv92JWlUpkhdYauMiySVgZubVSPrWj71rEe13ggBSR/ZfBJ5vwxHVQXkLSo7YckLT30Z7bvzdBdqfMQeD2wmu3PtdXrRbplQp1m6BYAerJtmqQVgY+SikCArGA92b4MohoLVyYaNaCrDIuky21v2NjOcrDvZVIAcTAwD9Evdk/bX8vQ22/IU86sXOxpJM0LfAxYnqg2PNZ2sQIGSRfZ3rSUXi8g6Ru2d5c0mYHZSBGflb41oZb0WyKV477Oc7kXipLWJT57f7Z9Vd4IK5XxRw3oKsMi6eqmf5Wka/rV30nSFcA2wKkl2i8N0V4B2Mr2wSX0ehFJ5xO9dW8glum3sL1Zht7XGQhylgTmqXlS/YGks2xvWVDvKKLCumOA/j/bny6lX6mMB2oOXWUkfinpbOBK4C3AL8d4PF3F9oON9kuz5milIO7/gHcQdhSTM4fX68j2MenxTZLel6nX+awZeMz27zP1ehZJl9jeOD0WcHFnu0+ZW9IlwM0MFIHktCdbpWFi/QNJU/KGV6mMP2pAVxkW24dIWgV4DfDlfj6pEknaxwNLSDqGMAEeNZK+BKwP3E60TVvX9mdKDbKHeUzSQUQRyKrAA5LeAaPPHUxBzd79tsQ6DLN3HqR81dmH++U+oHUqwwx4VtLGxAzdWoRtTqUyoagBXWVYJH2wsbmqpFVtnzhmA+oitr+a8uhWBP5o+w8tpTYjOmpcBFxHKoiYAHQ8z1YBphItu9YgZmBGFdCloOZmSRswuKikdaFAj/OApN2AKUQXkb/niPVq2zRJS6dCmYcLS3+Y8D3cHfgzYYheqUwoag5dZVgkdfJQOpWGcxU23+0ZGi3AVgA+T7QjuqKl1hLA+4FNgJWJllWTU6eDykyQCgWa9G2hgKS5iIKS1wK3AT+0/d/hXzWs3vHAbtNrm2Z7jewBtx/X520flirAmzizynUl4LZajV+ZyNSArjIqJJ1j+71jPY5uIOlS22+T9GPgWOBw2+sU0H0FEdxt2Y+mzJK+Z3snSdfzwkrNnrHK6GUkLTX0Odt/zdC7Hniz7edSJ4arba8pabLtDXLGmksKuL6QU0E+Hc0JU41fqcyIuuRaGZZODlRiScJwuF+ZJGk+ANvXSHqmhKjtvwHfSre+w/ZO6b7IzE+arToAeDcwB/A/4GzgANv/K/E3epAjiGB4FqKH7d+BnMCrZ9umpVm010ua1fbUQrJzDdl+ga9fpdLv1ICuMhKdk7QJk9L3jOFYus1xhO3GF1NQcc+YjmacMMReZBAtKxcPBP5DVC4+K2lOIj/qAPq0U4ntrTqPU+A1dElytHonSDqJF7ZNOzpHtyCLA7dLuoX47DinqwgTrBq/Upkedcm1MkPS0sgRtncf67FUehdJM1xGtj1q+whJVzQsKEZ8vh8Y0iliCeAM26tk6A1qmwZ5nRhKU7qrSNLsVOPfllHQVKmMW+oMXWWGpKWRBSTNb/uJsR5PpTfpBG1pZmkbYDmi0vC0lpIzspwotTzXi5yX7g08CuyWqXd4up/WNi1TrzTTuwhoXT3fKGj6L/B5SSe1uZioVMYzdYauMizJ/uAVRCunztJITXSvvABJpwK3MuDWv7LtrVvo/AO4YujTwHq2F80d50Sk19qmla6e71ZBU6UynqgzdJXpIml921fYXknSSyea3YakuYE3AVMa+UeV4VnM9rbp8UXTsR2ZWcbMVmOskLQ+sB+wIGHKfITtXTP0hrZNa22B0g1sf6e5LemcTMmuFDRVKuOJGtBVZsSXGZglORPoS/+vYZiLeM/vB2pPyJnjCUkfJ4yA1wKeaiOSm0s1TjmI8Cw8z/bUlA+WQ0+3TetC9XwtaKpMeGpAV6lMhzQjue9Yj2OcsT3w8XS7E9hubIczrnje9tMl+giPk7ZpRavnbX8f+D6ApOWJz1+lMqGoOXSV6dLIYxKRwNx5nGsv0LOUXvaaaEzHHPdZ4O+uXzIjIulDwNaEB90twE9tn5yhdyhwIROjbRqpu8v/Ae8AbiK6spw5tqOqVF5cakBXmS7TsxXo0K9LYpKuYmDZa4Oh7vOV4ZE0hbDc+APR7uxBYD7gm7ZPGMuxjQckvQx4FfAX249kavV02zRJ2xF9V18FPE0sC6/UQudLwPrA7URV9Zdsv73gUCuVcUNdcq1Ml34N2kag2LLXBOUhYGPbz0iaAziFWHa9GqgB3XSQ9KnpPL2GJGx/t63uWLf3mhGSXmL7ccKWZR1iFnEz4KiWkpsB9wMXAdeRZiMrlYnILGM9gEqlh/iRpAuA5ST9grA/qMw8ywFzp8dzA8vafgZ4cuyG1PP8e5jbqJE0l6TDJP1R0l2SbpN0cOq20Qt0Wo89afu/DFTitvLJS9YknyNm+s4BVpa0paSX5g60Uhlv1CXXSqVByWWviYakTYD9iZnN54h8xMnAe22fMZZjmygku5L/AAcOaZs2j+0xb5vWSWNIS65nAm8H9gHOsv3VAvqvICrTt7Q9ww4mlUo/UgO6SiUhaVFgK+ClRAEItg8Y00FVKqOg19umSXqCyHfTkB9Vw/JKJZOaQ1epDHAu4Wd101gPZDySqoQ/w+CAuGcS8ScIvd427cZeze+rVMY7NaCrVAZ4KPlZVdrxLeADwH1jPZDxjKT5gfcRy5D/GuXLV5F0+lBJouq4Uqn0MTWgq1QGeEbSD4HfkpK1cyoNJyB/BO6ovnPZPE8UrO1F5L+Nhl5vm7bZWA+gUulXag5dpZJI5q6DqP5pM0/y8VuQ8KGDPjah7gapw8PCtv8x1mOpVCrjjxrQVSY8kua0/T9J8wz9WT+765dmembUE9TPcNRI+gCwMzA/YeFxsu2tx3ZUlUplPFGXXCsV+CrhWn8eA75YSo9rUv8ISFrL9rVE26qh1IBu5tgZWA+4zPZzkhYZ6wFVKpXxRQ3oKhMe27un+1p9147XANcy/fyt81/ksYxXOnlzljQb1fS9UqmMkrrkWqkkJF1ie+P0WMDFne1KpZtI2hTYF1iBKC452PbFYzuqSqUynqgzdJXKALN3Hti2pNmH++XKYCTtCXyQ6FQgqlnsTGP7IuAiSQsD/6yVwpVKZbTUgK5SGeABSbsBU4C3An8f4/GMN94HvN52bZA+SiStCHyUZMosCdsfHeNhVSqVcUQN6CqVAT4KfAzYkVj2+vCYjmb8cT2wOHD/WA9kHHIK4TtXTZkrlUorakBXqQywHXCC7SfGeiDjCUnXExXBswJTJD2WtuuS68xzt+0Lx3oQlUpl/FIDukplgFmA0yU9TsyYnG+7V3pg9iy2e707wXhgbkmXADcz0KXk82M6okqlMq6oVa6VyhAkLQkcCmwM/AT4pu27x3ZUvY+klYBDgJcDDwL72L51bEc1PpD01qHP2Z4yFmOpVCrjkzpDV6kkJC1OLLtuBtya7k3M1q09hkMbL/wY+JDt2yW9GjgRWGuMx9TTSFo6ddN4eKzHUqlUxjc1oKtUBjgaOAk40vaznSclHTp2QxpXPGT7dgDbd0iqPUlHZmtiNnjPIc+bKNKpVCqVmaIuuVYmPNPr4dqh9nKdeSRdBMwN/BZ4A/AEUS1c88EqlUqly9SArjLhkTSZwT1cO9h27eU6k0wvD6xDzQebPo0K4UFPUyuEK5XKKKkBXaVSKYKkNW1fJ2lRws/v7FoUUalUKi8ONaCrTHgkbQE8YPtaSecQ5rgQ1a0/GbuRjS8kXWZ7I0nfA34F7GR7vbEe13hA0nzAB4jPngBsHzCmg6pUKuOKWcZ6AJVKD7ALcEN6vEBa6lqbmpQ+WuaSNAswTwqEq4ffzHMmMAl4P/AUsNTYDqdSqYw3akBXqUS+Uif4OCA98Rz1+BgtlwO/Bk6RNBfwvzEez3hiDttHAo/Z/gaw6BiPp1KpjDPqCatSASQtAmB7ctpejHp8jArb+wIbAH+OTb99jIc0nnguBcH3SzoAWGysB1SpVMYXNYeuMuGRtA7wHeAsosPBEsB7gU/avmYMhzaukLQ9sXx9F7AccLTtE8d2VL2NpH2A023/OW3PC2wK/Mb2A2M6uEqlMq6oAV2lAkh6GfAOIin9AaKP66NjO6rxhaSrgfVsPydpdmCK7dphYxgk7UDkzb0cOBf4me0/je2oKpXKeKQGdJVKpQiSrgHeYfuxFCCfb/tNYz2u8YCkScC7ieBuceAXtg8e21FVKpXxRA3oKpVKESRtABwCzEpUuO5j+/KxHdX4QdKCwJbAh4jv5nXGeEiVSmUcUQO6SqVSGSNSMc77iEBuDiKP80zb94/pwCqVyrijVvFVKpUiSLqk8VjN7coMOQOYHfiw7bfa/lYN5iqVShtmG+sBVCqVvmH2zgPbToURlWGonTQqlUopakBXqVRK8YCk3YApwFuBv4/xeCqVSmXCUJdcK5VKKT4KPAfsmO4/PKajqVQqlQlEnaGrVCql2A44wfYTYz2QSqVSmWjUGbpKpVKKWYDTJZ0m6d2SZh3rAVUqlcpEodqWVCqVokhaEjgU2Bj4CfBN23eP7agqlUqlv6lLrpVKpQiSFieWXTcDbk33Bk4BaguwSqVS6SJ1hq5SqRRB0pnAScB5tp9tPL+57Z+P3cgqlUql/6kBXaVSyULSPDP6me2nX8yxVCqVykSlBnSVSiULSZOJpVUANX5k2xuOwZAqlUplwlEDukqlUqlUKpVxTrUtqVQqWUjaQtJa6fE5kq5Lt23GemyVSqUyUagBXaVSyWUX4Ib0eAHbaxJVrR8duyFVKpXKxKIGdJVKJRfbnpoeH5CeeI76/VKpVCovGvULt1KpZCNpEQDbk9P2YtTvl0qlUnnRqMbClUoll32BiyWdBTwILAG8F/jkWA6qUqlUJhK1yrVSqWQj6WXAO4DFgQeA820/OrajqlQqlYlDDegqlUqlUqlUxjk1x6VSqVQqlUplnFMDukqlUqlUKpVxTg3oKpVKpVKpVMY5NaCrVCqVSqVSGef8f66FxCyls26jAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,1, figsize=(9,6),constrained_layout=True)\n", "\n", "sc.pl.stacked_violin(sig_adata, marker_metabolisms, groupby='cell_type', rotation=45, ax=ax);" ] }, { "cell_type": "code", "execution_count": 108, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sc.pl.dotplot(sig_adata, marker_metabolisms, groupby='cell_type')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Help on package sigc:\n", "\n", "NAME\n", " sigc\n", "\n", "PACKAGE CONTENTS\n", " core\n", "\n", "FUNCTIONS\n", " genesets2GeneSig(df: pandas.core.frame.DataFrame) -> Sequence[Type[ctxcore.genesig.GeneSignature]]\n", " Conver dataframe to GeneSig for AUCell. \n", " \n", " :param df: A dataframe with columns [\"name\", \"member\", \"description\"].\n", " name member description\n", " signature1 gene1 signature1 description\n", " signature1 gene2 signature1 description\n", " signature2 gene4 signature2 description\n", " :return: GeneSignature list.\n", " \n", " metabolism_sigs(resources='KEGG') -> pandas.core.frame.DataFrame\n", " Get a set of default metabolism signature from KEGG or REACTOME. \n", " :param resources: KEGG or REACTOME, default KEGG\n", " \n", " sigc_score(ex_mtx: pandas.core.frame.DataFrame, GeneSigs: pandas.core.frame.DataFrame, method='AUCell', num_workers=4) -> pandas.core.frame.DataFrame\n", " Get a set of signature score of a given gene expression matrix. \n", " \n", " :param ex_mtx: The expression profile matrix. \n", " The rows should correspond to different cells, \n", " the columns to different genes (n_cells x n_genes).\n", " :param GeneSigs: A dataframe with columns [\"name\", \"member\", \"description\"].\n", " name member description\n", " signature1 gene1 signature1 description\n", " signature1 gene2 signature1 description\n", " signature2 gene4 signature2 description\n", " :param method: sinature score method [AUCell, GSVA, ssGSEA, ...] (default: AUCell).\n", " :param num_workers: The number of cores to use in AUCell method (default: 4).\n", " :return: A dataframe with cell signature score (n_cells x n_signatures).\n", "\n", "DATA\n", " __all__ = ['genesets2GeneSig', 'metabolism_sigs', 'sigc_score']\n", "\n", "VERSION\n", " 0.1.15\n", "\n", "FILE\n", " /root/anaconda3/lib/python3.9/site-packages/sigc/__init__.py\n", "\n", "\n" ] } ], "source": [ "help(sigc)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 5 }