{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Quick start\n",
"\n",
"In this tutorial, we will show case main features of scDRS using the [Zeisel & Muñoz-Manchado et al. 2015](http://linnarssonlab.org/cortex/) cortex data set.\n",
"\n",
"We have preprocessed the scRNA-seq data set and disease gene sets (which are used in our manuscript). Alternatively you can use the [processing script](process_zeisel2015.py) to obtain the scRNA-seq data sets from scratch.\n",
"\n",
"Going through this notebook will take ~10 minutes. We suggest user to copy and run this notebook locally to get familar with scDRS analysis and use this as a template for their own analysis. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Preparing data sets"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%%capture\n",
"\n",
"# download precomputed data\n",
"# see above for processing code\n",
"!wget https://figshare.com/ndownloader/files/34300925 -O data.zip\n",
"!unzip data.zip && \\\n",
" mkdir -p data/ && \\\n",
" mv single_cell_data/zeisel_2015/* data/ && \\\n",
" rm data.zip && rm -r single_cell_data"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import scdrs\n",
"import scanpy as sc\n",
"sc.set_figure_params(dpi=125)\n",
"from anndata import AnnData\n",
"from scipy import stats\n",
"import pandas as pd\n",
"import numpy as np\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"import os\n",
"import warnings\n",
"\n",
"warnings.filterwarnings(\"ignore\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For demonstration purpose, we use the following 3 gene sets: \n",
"\n",
"1. `SCZ`: Schizophrenia (SCZ) gene sets obtained from GWAS summary statistics, which is the disease of interest in this demo.\n",
"2. `Dorsal`: Differentially expressed genes in dorsal CA1 pyramidal obtained from [Cembrowski et al. 2016](https://www.sciencedirect.com/science/article/pii/S0896627315010867), which we will used to construct dorsal score indicating the proximity to the dorsal CA1, which we find useful to understand the spatial distribution of SCZ disease enrichment.\n",
"3. `Height`: Height gene sets obtained from GWAS summary statistics, which we use as a negative control trait.\n",
"\n",
"We load these data in the following block:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"dict_score = {\n",
" trait: pd.read_csv(f\"data/{trait}.full_score.gz\", sep=\"\\t\", index_col=0)\n",
" for trait in df_gs.index\n",
"}\n",
"\n",
"for trait in dict_score:\n",
" adata.obs[trait] = dict_score[trait][\"norm_score\"]\n",
"\n",
"sc.set_figure_params(figsize=[2.5, 2.5], dpi=150)\n",
"sc.pl.umap(\n",
" adata,\n",
" color=\"level1class\",\n",
" ncols=1,\n",
" color_map=\"RdBu_r\",\n",
" vmin=-5,\n",
" vmax=5,\n",
")\n",
"\n",
"sc.pl.umap(\n",
" adata,\n",
" color=dict_score.keys(),\n",
" color_map=\"RdBu_r\",\n",
" vmin=-5,\n",
" vmax=5,\n",
" s=20,\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We highlight several visual observations:\n",
"\n",
"1. In the SCZ panel, CA1 pyramidal neurons shows some disease enrichments. \n",
"2. In the Dorsal panel, within the CA pyramidal neurons, we observe left-to-right gradient of Dorsal score, which indicates that cells on the right of the UMAP are enriched in dorsal area of CA1.\n",
"3. Combining SCZ and Dorsal panels, we may hypothesize that SCZ is enriched in dorsal part of CA1.\n",
"4. Height, as a negative control, shows little signal.\n",
"\n",
"Before we dive into detailed analyses, it is helpful to first leverage existing annotations in the data set to understand the data. \n",
"\n",
"We use the `level1class` annotation provided in Zeisel & Muñoz-Manchado et al. 2015 to first perform a cell type level analyses."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# `scDRS` test of group level statistics\n",
"\n",
"We use `scdrs perform-downstream` to obtain the group-level statistics. The function will return the following statistics for each cell type:\n",
"\n",
"1. `assoc_mcp`: significance of cell type-disease association\n",
"2. `hetero_mcp`: significance heterogeneity in association with disease across individual cells within a given cell type\n",
"3. `n_fdr_0.1`: number of significantly associated cells (with FDR$<$0.1 across all cells for a given disease)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"%%capture\n",
"\n",
"for trait in [\"SCZ\", \"Height\"]:\n",
" !scdrs perform-downstream \\\n",
" --h5ad-file data/expr.h5ad \\\n",
" --score-file data/{trait}.full_score.gz \\\n",
" --out-folder data/ \\\n",
" --group-analysis level1class \\\n",
" --flag-filter-data True \\\n",
" --flag-raw-count True"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"group n_cell n_ctrl assoc_mcp assoc_mcz hetero_mcp hetero_mcz n_fdr_0.05 n_fdr_0.1 n_fdr_0.2\n",
"astrocytes_ependymal 224.0 1000.0 0.007992008 2.755896 0.002997003 3.0352552 6.0 12.0 23.0\n",
"endothelial-mural 235.0 1000.0 0.14085914 1.0441228 0.051948052 1.8254294 6.0 9.0 11.0\n",
"interneurons 290.0 1000.0 0.17982018 0.85168266 0.005994006 3.0294392 0.0 3.0 13.0\n",
"microglia 98.0 1000.0 0.43956044 0.09781444 0.17782217 0.9301765 0.0 2.0 3.0\n",
"oligodendrocytes 820.0 1000.0 0.7672328 -0.73165476 0.000999001 5.0373654 1.0 4.0 11.0\n",
"pyramidal CA1 939.0 1000.0 0.000999001 7.7077475 0.000999001 9.697396 50.0 105.0 189.0\n",
"pyramidal SS 399.0 1000.0 0.000999001 5.78891 0.000999001 6.059032 26.0 43.0 70.0\n"
]
}
],
"source": [
"# scDRS group-level statistics for SCZ\n",
"!cat data/SCZ.scdrs_group.level1class | column -t -s $'\\t'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can also visualize the three statistics simulateously using the built-in `scdrs.util.plot_group_stats`:\n",
"\n",
"1. Heatmap colors for each cell type-disease pair denote the proportion of significantly associated cells.\n",
"2. Squares denote significant cell type-disease associations (FDR$<$0.05 across all pairs of cell types and diseases/traits.\n",
"3. Cross symbols denote significant heterogeneity in association with disease across individual cells within a given cell type."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"dict_df_stats = {\n",
" trait: pd.read_csv(f\"data/{trait}.scdrs_group.level1class\", sep=\"\\t\", index_col=0)\n",
" for trait in [\"SCZ\", \"Height\"]\n",
"}\n",
"dict_celltype_display_name = {\n",
" \"pyramidal_CA1\": \"Pyramidal CA1\",\n",
" \"oligodendrocytes\": \"Oligodendrocyte\",\n",
" \"pyramidal_SS\": \"Pyramidal SS\",\n",
" \"interneurons\": \"Interneuron\",\n",
" \"endothelial-mural\": \"Endothelial\",\n",
" \"astrocytes_ependymal\": \"Astrocyte\",\n",
" \"microglia\": \"Microglia\",\n",
"}\n",
"\n",
"fig, ax = scdrs.util.plot_group_stats(\n",
" dict_df_stats={\n",
" trait: df_stats.rename(index=dict_celltype_display_name)\n",
" for trait, df_stats in dict_df_stats.items()\n",
" },\n",
" plot_kws={\n",
" \"vmax\": 0.2,\n",
" \"cb_fraction\":0.12\n",
" }\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We observed that CA1 pyramidal neurons show the strongest cell type association as well as significant heterogeneity.\n",
"\n",
"Now we focus on this subset of cells and further understand sources of heterogeneity."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"# extract CA1 pyramidal neurons and perform a re-clustering\n",
"adata_ca1 = adata[adata.obs[\"level2class\"].isin([\"CA1Pyr1\", \"CA1Pyr2\"])].copy()\n",
"sc.pp.filter_cells(adata_ca1, min_genes=0)\n",
"sc.pp.filter_genes(adata_ca1, min_cells=1)\n",
"sc.pp.normalize_total(adata_ca1, target_sum=1e4)\n",
"sc.pp.log1p(adata_ca1)\n",
"\n",
"sc.pp.highly_variable_genes(adata_ca1, min_mean=0.0125, max_mean=3, min_disp=0.5)\n",
"adata_ca1 = adata_ca1[:, adata_ca1.var.highly_variable]\n",
"sc.pp.scale(adata_ca1, max_value=10)\n",
"sc.tl.pca(adata_ca1, svd_solver=\"arpack\")\n",
"\n",
"sc.pp.neighbors(adata_ca1, n_neighbors=10, n_pcs=40)\n",
"sc.tl.umap(adata_ca1, n_components=2)\n",
"\n",
"# assign scDRS score\n",
"for trait in dict_score:\n",
" adata_ca1.obs[trait] = dict_score[trait][\"norm_score\"]"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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Vpi9PPEc78IPSpg987Qlcyp9Lv5+ulLpwin1eWvF4rGdkf8VzNWcOlBaL+Z+Kp2Y1I0AIIcShpdQLf6y11NOVUv8xcR8VLjn9XSBVeuqb06z0XOkyoFh6/L1aLTiUUu9jvKr/QChUPJYWIEI8SXLXWRxq3gisIgw0pwIPKqV+RziQ2kEYpBYQlvK/irBKRBNWFXZXnkhrnVZKXQRcT9jn4/3AS5VSPwRuJuwT0gycAbye8RVCHwVeMmHa2HcY75v1U6Cv1Gh/tga01jv2YX8hhBBzpMb3u0E4sFpAGDNeQRh/AK5kQrW81npAKfUWwj6HHcCdSqkvE1YreoTx7b2Mx51Pa63vfAKX+nnCVaAjwP8ppb4L/A3oLl3ri0qvA9ymtb629PhGwor8NuBCpdT/Ed5Y6ybsb/w8wqnglVPh6p7A9QkhhDg0vJ5wwa8Y8J9KqVMIb4TtIZwV9hbg9NK+DwBfns1JtdZblFKfAT4BnATcpZT6AvAg4fjslcCLJx72ZD5IDf2EsdcC3qCUuq/0HjfNMlEqhKig5H834lCjlGoAPge8gZmrcfcCb9Za/2Ga8y0HfkI4MJzJFcCbJjY8Vkpt48mtrvljrfWrn8TxQgghDiCl1PXAWftwiE84Zex9Wmt3inO+GfgKU1cB+sBHgC9MHOhUxJ2btNZTxi+l1AsJb35Fp7nW+4DzK2/GlVqAXDHNtQH8jrAi8+WACzRorbOl41/NeIX/eVrra2qdQAghxP6nlPoRYcEFwHKt9bZZHjcWa/6htT57wmunA/8HtE9zinuACysWOhs79nrCGLpba71owmuKsKXIG6Y4Zy/hTbn3lbZPLVVXjh2/jRniYWnGwOOlzU9qrT8x4fU/AhMr/ldrrWdaIVsIMYFMlxaHHK31kNb6zcDRhIOvfxBOex4F8sA24C+EgWrtdAnG0vm2aq3PBM4hDHD3AkOEg7tR4KHS86dorS/ZjyuqCSGEOHzkCSs6riOsyFirtX7nVAlGAK31ZcBawoqPhwkTdqOEFRxfAtZprT//ZCoptNaXE8bLLxNWl4wSJgS7gL8SVqecWKPa/8/AicDPgF2lY3KE8fb/gOdqrS8uPYawqvHiJ3qdQggh5jet9U3AauADhBXvYxWAA4Sx743AyRMTjLM4r9Zav5EwyfdHwqr5ImFf4a8RxrDKxWfST+6T1PRKwhtjY++9G+g8AO8jxGFPKhmFEEIIIYQQQggxLyml3s14H+AWrXX/dPsLIeaOVDIKIcRhTin1CqWUnuXPpAUoZvkeL1VKXauUGlBK5ZVSm5VS31JKHbG/P48QQojDl8QsIZ46lFLvV0r9Qin1sRl2fUbpd5ckGMV8IjFrMkkyCiHE4e/YA3VipZStlPoN8AvgmUAj4SITK4A3A/eUesIJIYQQsyExS4inDgN4KfBJpdTZtXZQSj0beG5p83cH5aqEmD2JWRPIdGkhhDjMKaX+BpwH/BN4+wy7P6y1Lu7Dub8MvKO0eTXhQhe9wGnAfwANQAE4XWt91z5duBBCiKcciVlCPHUopZYAGwlXrR4BvgHcAAwCHcCzgdcQJlZ6gKOlP76YTyRmTSZJRiGEOMwppbqBNsIVaj+wH897NOGqtAbh4g8vqlygQim1FriFMADeoLXel5V5hRBCPAVJzBLiqUUpdTHhImPxaXbbArxAa33vQbkoIWZJYtZkMl1aCCEOY0qpDsLAB2Gg2p/eShhHXOBdE1fA1VpvBD5d2ny6UuqE/fz+QgghDiMSs4R46tFaXwGsBT4P3AOMEv7vdBdwPfDvwAZJMIr5RmJWbZJkFEKIw1tln5B79/O5n1/6fYPWeucU+/yk4vEl+/n9hRBCHF4kZgnxFKS13qm1/qDW+nitdZ3W2tFaL9ZaP0Nr/S2t9ehcX6MQNUjMqkGSjEIIcXgbC3554NH9dVKl1ArCXjkQ9s6pqdQ3Z+x9500ZvxBCiHlJYpYQQohDhcSsGiTJKIQQh7cNpd8PAicopX6slNqhlCoqpXqUUn9QSj13muOncmTF400z7Lu1xjFCCCHERBtKvyVmCSGEmO82lH5LzKpgzfUFCCGEOKDG7rCtAW4FVMVrrcBFwEVKqZ8Br9uHFc8WVjzeMcO+u0u/m5RSEa11YZbvIYQQ4qlFYpYQQohDhcSsGiTJKIQQhymlVBQ4orSZImyg/RXg9tJzZwDvJAyCrwCKwOtmefrGisfpGfbNVDyuB3pm+R5CCCGeIiRmCSGEOFRIzJraYZNkVEp1ES57P1VTTCGEmCuLgazWukMp9Qdg5T4cV/M7TWu9bhbHr2P8e/5m4EKt9WDF6zcopX5E2OtjJfBapdQvtNbXzOLckYrH+Rn2zU1x3FOWxCwhxDwmMav2cU9ZErOEEPOYxKzax82ZwybJCMQjkUhq5cqVR831hQghRKXNmzdTKJQr11cCRzViT3vMIC7Aky13vxdYBSwH7psQ+ADQWu9RSr0OuL701NuB2QS/oPI0M+xbOXUgmHKvpxaJWUKIeUlilsSsGiRmCSHmJYlZ8y9mHU5Jxp0rV6486qGHHprr6xBCiCrr1q3j4YcfLt8pa8TmxVWtNib7NXsYxN08yztpNWmtfWBz6We6/f6hlNpMGJjPVkoprfVMAa2ydD86w76Vr895n5B5QmKWEGJekpglMasGiVlCiHlJYtb8i1myurQQQswBU03/MwceKP1OUd0HZCqjFY8TM+w79roGhvbtsoQQQsw1iVlCCCEOFRKz5tbhVMkohBCHBAWYavoIp2a6v7X/ZSseO7PYf3vF484Z9h17vVdr7e3TVQkhhJhTErOEEEIcKiRmzT1JMgohxBw4GHfRlFLHEvYKaQW+PUNpfmvptw8MzOL0j1Q8nqnB8ooaxwghhDhESMwSQghxqJCYNbckySiEEAfZrO6w7Z+3ejfwytLjvwOP1nwvpWzgxNLmA1rr4kwnLjUy3gUsAk6faj+lVCtwRGnz5lletxBCiHlCYpYQQohDhcSsuSc9GYUQYg4cpF4hN1Q8/tdp9ruU8f4gv96H819R+n2eUmqqDsuvqnj8u304txBCiHlCYpYQQohDhcSsuSVJRiGEOMiUCu+wTfczww242bqc8ZL8d5fK+idci1oPfLG02Qt8ex/O/x3Csv8IcJlSypxw7jXAR0qbt2mtb9+HcwshhJgHJGYJIYQ4VEjMmnuSZBRCiDlwMO6waa2HgXeWNpPAP5VSH1NKna6UerpS6tOEpfWNhEHs9Vrrcp8QpdQypZQu/Vxf4/wPAt8sbV4E3KCUukQpdapS6l3ALUAD4AJv3T+fSgghxMEmMUsIIcShQmLW3JKejEIIcZAdxF4haK1/qpSqB74EpIBPln4qjQJv1Fr/4Qm8xXuAhcALgNNKP5UKwKu01nc+gXMLIYSYYxKzhBBCHCokZs09qWQUQhxU2nMJijl0EMz1pTxlaK2/DhwDfAt4HMgBaeAh4AvAOq31L5/guV2t9QuBlwLXAP2Ed9R2AT8Cjtda/+rJfgYhhJgL2isQ5DPowJ/rS3nKkJglhBBPjB8EuJ7P9Asdi/1JYtZkUskohDhgdBCAXwQrglIKPztCMNofvmhaWI0LUOZT82voYN/h0VpvBP59H4/Zxixv9pUC3LwLckIIMVtaB+C5YDkopQgygwSDe8IXTRuzdTnKsuf2IueIxCwhhJhftNagNSiFUoqC65ErhAsXK6VIxSIYxlOzpkxi1tx6ao7uhRAHnM6NEmy/F7wiOHHU0g0EowPjO/geQXYEM9U0Z9c4VxRqFmX8+2/pMyGEENPT+TTBrofCmGVHMRYfQzDUNb6D7xKk+zEbOubuIueIxCwhhJhfgsDHzefKSUYnGidfSjBCmIDMux7xiDOHVzk3JGbNPUkyCvEUpbVG6wClDNR+WmKrUrBnYzhYAyhm0T2bwUlOvIr9/r6Hiv3VdFgIIZ4Kirk8g7v20rhoAU4sut/PH3RvHo9Zbh7du5XJMUpilhBCiJkFWuP5AZZpYByAcZZXKIQJRgCt8YqFyRHqqRuyJGbNMUkyCvEUFPg+bj5TvvtlxxIYhrl/38T3Jm0byQaC9GC4bRgYsbr9+56HiIPZkFgIIQ51u+5/hK+e/0pGunqpX9DG2//2UzqPXrN/32RCzNK+h9G4gGC4O3zCMDEST73Ke5CYJYQQ+6Lg+ewczOIFGtNQLG6IE7X38zhrQgZRa03UsckXXSD8To44T81Uj8SsuffUnKQvxGEmyA7j9+/CH+pCT0zu1eAVc1V3v/xCfp/eL6yCLP0EQc3mwqpxYfV2QweGZWOkWjDr27CaFj1le1uhwjts0/1I9BNCHK5u+fHlfPm8V/DDS9/F0J7uGfe//D3/xUhXLwDDe3v47fs+s0/vlxsZJTc8gg4Cij3d+LnspH3UhGnQqr4N5cQwmhZhNC3CbF+JsiP79L6HDYlZQoinsFzRYyCTYyibx5/FwpU9owW8IBwb+YGmJ72P46wgQAfh4i2eHxAEk8dZ5oQxlGFZWKZJIhIhHnVIxaOYT9F+jBKz5t5TM70txCFKa03R8wm0xrFMTMMgyKcJhnvK+/heEatlyUwnmnTe2SoUXVzPA62xVVA+lxWJYVrjXylG61J0JI7OpyGaRPfvRHdl0CiCpkVYzYtn/Kw6nwE0KhJH7e9Kyzkkd9iEEE8FWmvu+8PVZPoGWfecs2lY2M79V17Lj1/93vI+u+5/hI/ed9W058mPjFZt50bSs76GKz/5Zf70ya+gteaEk1Zx4kID5URY9u4P0HDKGeX9jKZOtBMN404kAQM7KW57GK9/LyrRQPTU56PqWqb+rL7P4M03oosF6k8+DSs5sT3IoUtilhDiqWIgW8T1AxpiNhHLpOB6DOcK5dc9P09LKj7tOYIJ46paScIpjx3tJxjtAyBnJRkw61FAczJKIjI+zjJtB5SBDnwwDNIFHz/Io7Wm4ENLKkpkmhyj1pqhnEugoT5mYR1GCUmJWXNPkoxCHAKKnk+m6BP4fvkOmqEUjckoFHPVO7uFcq/FqZh2BK+Qq9ieXVNgPwjCBCNgEFQlK71CHtOqHlSpulZUXStB73YoZMLn0DC4Czeawqlrrvk+gefiD/eAmx+7QKzmRajDKABKrxAhxOGq+/GtPPzXG7jv91ez8ZobAUi1tfDB23/H5hvvqNp39/0byY2MEqtLTXm+s9/ySn58x3vRWqOU4qx/e8WsrmPXfQ9z5Se+XN6+645NdJ6xmAXNsP2rX6xKMgKoZDMq2Yzu34m7dwvurk0A6FyG3HU/J/78t9XsYex5Pls//VFG7go/W6RzEWu/+LXDKtEoMUsIcbjygwDPD+hJ59k5HCYULUOxfkE9rl9duegFmiDQGMbUX4oNMYecOz7OaojPbpyl3UI5wQgQ89I4KkrRiNCfzhN3ElUxKCzusMgV3PL4UClFxNTsGMiyqjVZM2YFQcCW/izD+XBMF7EM1rYlsUwZZ4n9Q5KMQsxzeddnx1CGCAEpxyDscqAISquGxaxIdVcO0542wRju4qCUQRB4BCgCDFQQYMyQxAv86aYI6PIAcPJL/oRtDaVp1pX7a63xH7+doHsrKAPalqHqmsF30YUMKjb1IPRQInfYhBCHq133P8J/n/5CCulM1fOjPX3c9tMr6Fx/ZNXzzcsWTZtgBDjllS+gedkittx6D+ndXYxu20nf41tpWb182uNG93ZNeq5QDONRkM+jfR9lTq6S14FPkK2untSZIXAL4IwvOqO15tHeNF0bHyN113jytLB7F8O330LzM8+b9voOFRKzhBCHKz8ISJcqFesckwVJm71pFy/Q9KQLtCWrE4SGUsy0jkt9zMY2FfmiS8IbxS7m0FbDjC03tO9Oes7Q4dhrulpIPeFVpRRuoPG1xppwsaO5InnXo85ReL5Bxg0oeAFDOZeW5OHREkRi1tw7fNLVQhyGip7PQCZPq+mxwPFIUiRJkbFQo1AY8TqC3t249/0D77G7MOL1k84TZIfx9j6Gt2cjwUjY10qZJp5WeL7G9TzyheK05fx+ENCXKeCX9tEYVSHNsOwpV6lW9R1QMd1ZJ5pQpjVp/6B3R5hgBNAB9Gwd7zE5Q+JUCCHE3Nr94KP89PUfmJRgHOPEYzztX5/PsRc+k0g8Sn1bM6/+8f9M2q/7r9fyjzPO47oTz2Tz1y4DYOUZJ7H9mn9y+7d+wtWf+jJfP/1i+rfsmPJa/MwI9Y9dS2vbeDVhXcJhQUsMgOZzn10zwQig6tsxU9WLvBj1rSinelXr3kyRPSN5qDEbwHBmV7kihBBibozkXfYOV/fobYxWtH4yFFHbIuUYJC1IWtAQj0wav2wZyPDDO3fw3du3c+uOcIHLmG1Sn+3CGu1Gj/QQdG9CuwWmogMff6SvamzlYVIwwsRfIjJ53DQmYlfXjWXdAMc0JiXaCq5H3g3HVUopmmImYwWZB2IFbPHUJZWMQsxTrufTO5LDJCBhjlcQWgTYBGjTJmqbpB+/B+ORWwDQw70Ub/0j0XNfWa4S1L5LMLiXscRkMNoHkTjYsUlJRT/wAQPfddFoLMvGKA3CMgUPP9DkB/up23EHys1jtC1DrTwBwzQxTItgcA86MwgoSDVj1LWhlEJF4hjLjicY6SHQCpWox4wmanzoCY2RtYbAQ8XrwI6gvWKpUvPQD4RSxi+EOJx0bdzEF069ZMoE47KnHcvpr3sxN37442y+6npswB8o8ucPfJZ33PK7cswq9g/w0Ac/RlAsArD1su/TcNyxqM5FbL7+lvL5ckMjPHzlNZzyiosY/Mv/ERQL1D/9fGIr1wKQf+BWzPwIL3vRsfzjivvxij4nPPdslj3vLJyWNhrPPJvM6Aj927by0DW3U9/WxikvuwjDMFBODGvDeehICm/vZox4Pc7xk6sSi14Ym4PWDvLPvIjodX8EoP7Ek6k/+VSJWUIIMU+lCx7/2NLP0voIKaeiEAKwDYVjGbQnHQbTOWJGUC59024RrFg5ZuVdn2se78MvtZC6Z88wHakIS1M2FCr6B+sAnRshMJvJFV20hqhtYVvhewe5UQh8CAJUfhiCACvRSH08gmkaJByLwp6tFHZtgcZWRpuWsKCpHkMpTMOgIRFlOFsk6/oow2BJfXRyMYeeXPFoKkUyYtIQUehiHuzJSdRDkcSsuSVJRiHmSKA1ruejANsyJ32h51x/ytL4ZNTBciKM5Iro3t1U1ksEA3vwBvdCZhCUQqVamFRk77loz8VKD6INEz/WBKYFGoqFfLnXYtH3caKx8WnUWlO39RYML7wTp7s2Y9a3YHauwR/pgXR/+S30SA+B72M2hatMKyeK2bIEk7GFZkoVkYUs+EVwEhhNC/G3PwCl6kWVasJsX4l28wRdm8JjnDhm8+JDuj9jWMY/8z5CCDFfZIeGuf+P1+LEY2z4l2eVb0CNue/3V0+ZYPyXz76f897zBvov/xGP/6l6kZedd97PFR/6PNd+6fvY0QgX/8dbywnGMbk9e8ls3R3eOKsYJMUbUuz+yifw+sMK/cz9t7P4A1/A6egsV7/vvWETy6MWRC1G/nkLhWecScclz6A4OkD+vtv4+iUfYqR3CIAHf/dX3vibbwKg7CjO+rNx1p9dFbPClT4DLNOgOeFgDSi8QFO46GVEzjqPI5siRJvr0Xs2hlPYIgmMtuWH9OJlErOEEIcaLwgYzLoYStEUn3yzZ+9oHi/Q7B4psCDl4JgGWmsGcz5LGuK0piJ0jxRQgUesYgUVrQPcTXfhb3sADIPCiqfh6+oq93TBIxs1iTDhu9EwGckWysm+oudTH49W9UI0csOoUpsplRmgLl6Hauwkt+kBhn77XfDDhV6Sz7yYfwys4+xVYUGHaRg0JaOM1eDrsWnWhUzYvz+awrFsFG55VGgYilUtCaKFQfTm+8JjYimMRUejzEM3TSQxa+4duv/1CHEIC7RmJJMvBxnbMklGnepmvqXHHop8YBA1Sg19TQvLCe8yFTwPs6616tyqrgUyA+GG1uiRXjAdCEp9PkoDLz20t9wvwfCKBE2LMQzKd+LK1xr4GIZBImKTzeXKCcYxOhfepdOZoaovbAXo/Cja96oClS7m8Af3hnfrAIrZ8DjDxOhYhX3sefi921Cmg7FwFRgWQe82yonSYhadGUSlai8ac0hQM/cKkegnhJgvMoPDfP7kf6Hn8bCdxfrnncu//e67VTGrrqO15rFLTzqWZ779NZi2Tfq+O2hpqV6Vs25JJ3/93LcA8ApFfvXhL3LxWUfBnj0AmPE4vulw+7vfz8KIyZ68hwbWv+i5HHX2Cey+/Tflc2nXJbfpEZyOTmLHnkbm3ptxM9UJy+zO3QCooT3c9aebyglGgLsv/zNDe7ppWNhefi4o5vGHuiDwCUyHjBEHJ4YCUvEoJyxqoGu0gKkUi1Y0YypFsPNByjGrkEGP9qPq22b99553JGYJIQ4hXhDw4N4R8qVq84aYzZoJi6BESxWEeV/zeH+e5rhNoMExDVqTEQylGC24k1doHu7G33Jv+DjwiTx+Mwuaz2JvMTyfZSjakxH6si5xp5XGYl+46GWsjiBaT5CrHkd5vo9lGhixFEF2ZFIfe13Mo4DM7deGCUaAIKBwz430P20V6aJPqmLV6cAthItnBj7KK6DSfePjrMXH0JCIUXA9UIqYY6GAYPvjYZsqgNwoenAPqmXJE/zrzwMSs+acJBmFmANF168qWXe9cHv3UI5bdgyigNOXNhFzLHJFj1FtYzsWEctEVfQ+NA0Dd9E6jHwaq3szKl5HbN2p6GJFeT4ao7EjvJOlA4xEY1iSrzXk0qB9VCSBY5kEvTtQI/3oZBM0dABglJKSpqFoa6yjWN+GGu4pnVnRazdhZwo0GhaaQvk7e6xr5MReimODtfAPkR3/jg989EgvRvNirMSx41cf+OWzlZ/TQcVjDflRdOCjoqlD4s6b3GETQhxK7r3ir+UEI8D9f7iGro2bSfcN8Jf/+jpKKZ7zH2/j5FdczG0/uwInHuPc976B5Scfx9pnnoodDas87OZW1h4xQCZTZMuWQRqWLGLFC/+F333oC+Vz+67L8g9/AP+O2wjyBRa+6GK2/fk60JpGx6TeDvsBX/zF/yB9z20URosYJtil1TvttgUAGNE4ra/9II3XbmbwrvvDkytF4/IG/F0bUSgi8erqE2UY2LHq58YGazo3it5yH3G3QBBvIL/umeRtk2Q0wsrmihtpQTA+WBsTjA8atdZkH76HIJsmvvZYzNTkPsrzjcQsIcShZDDrlhOMAEM5l6zr8/jeUb77900AvO6sFSxpiLFjKEdftsiCuigtCYdExCr3J7RNg3TRx8oHJG2FoRRR36UqDag15y9Nck/axvU1R7UlcUxFFshaSbJmAkXAwsYUXuBPGCdRni2mDBOrZRE6Pwy5kfI+AyQwMkWUaVd9xsAwGS5qrAmrXPsjfeWYozID1eOsgd1YC47AMsfnwGkdVMWocF+v+py9O6GYx2jpREWqbxTORxKz5t78H40LcRiqdXNlJO/x6/v34JX6JO4eyfOGpy2lMRFBQc3+GPWxCEPZPIXVp8CRp1Mfj6D8In73lvFBjhUJeyJGx5vfK6+IHuqGQqnZcWYIz/fRex8P36t3K8GS9VgdK6umxBlKETn2HPztD5BJp+mJdZCxGmEohxFvos4rlJKCoA2brNNAfjRHMuqQiJSCoz8hkFX/ZSY/Y5ioWB26FHBRBkasrvy6HtiFzg6Fj00bo33lpEA8H814h00IIeYJJzZ5xclM/xBff86rKWTCOLL5prv4+CPX8PJvfwYr4kyaTg3Q/qq3sve7/8OJlsWZlz6Xjte+k8Hufq767LfIj4SrOXccuYolpx6P/YzTysc1bt9TfmwohWmZ9Pz2VwxefWX5eRWJ0f7CfyV+xLrx52yHE374LbZ86wfkNm+kdW0rjQscvMdux1xyFCe/8Bnc9edbeOzWh1BKsbwhzu+OO5fjPvQ2jnrTK8OTlAZbwc6N4erSgJEdwtl+L+qoMyd9RmUYqERjqT8xoMLtMX2/+i6jt10PgFnfSOc7/xOroWnSeeYbiVlCiENFrUVMBtMF3vKjO8gWw3HIPdsH+b93nMmGhfUYqvY4q7M+xs7BLMOFAA+DRQ1xDLMT33LAC6vkVbyeSEMzp1XcbMoVK5J0SuEFBtmCG84OK71NAMRsG8cyK3Y1oPMo9MAu8rkcvSRJB3EYydNy4vmoPdvQ+Szastm+9pk894hm0tk8OuoQHxtnVSUMJ3ymGp9RKQNV34Ee7io9YaDqxqv53Ydvwt+1MdxwYkROeR6qYkw5X0nMmluSZBTiIApyabSbx7IcLNPB88NEYNSx2DFcKCcYAQpeQF+myLJp7hhZpkFLasLrVgSzdTlBZhAMAyPZHAatCspyxhOMAEGA7qtepdMc6cZavHbSeyrLxlp5PHu7R6ruEvZ7Jo0dq9FugUDDQMFHqzBwjuaLOJaBbZqoWKqcMNRmGKSVgiIm0bra0+2MxoXoaBJ8DxVLhdcPaN8tJxgBKG2rVO3zzBdyh00IcSi46/I/s/nGO1h49BEced6ZPHL1PwE4/4P/RmZgsJxgBMiPptnzwEbWPfvsKc/ntC1g6Ue+WPVcy7I477vpcm78zi+wYxHOe+8by5WPYzpOOY7G5hjpkQKGqWhqidN33XVUpjHNlkU0nnPRpPe0EnGOeO9bKd7+R3R6sPx8MNxLZMO5vOPqn7H5hrv4xyveho2PO5rm9g9/lraTT6BlwzqMaIogNwKeW3Ve5RaIOrVvaKnmxRBLlWJWHcoOk7R+eqScYATwhwdJ33UjDec8b8q/2XwgMUsIcSjYOZSjJ12gPmpRH7UYzofJvgV1Ubb1ZMoJRoBc0eexvSMsaIhNeT7HMljZOiGhFkviPO3CMPFmmFhLj5k0i8q2DAZzHknHCMdEOY/6qFn1PWobBrHI5BiiDBPVspS9fWny7vg4K1PfwbI3fRy3by/pWCMrnPC6NZDOF7FNA9syMaKJcMYaEMTqMLLhDLnAsDCbOmt+TtWxChL14BZRyaZytaJ2i+MJRoBiDn/P41grjpvybzYfSMyae5JkFOIg8TPD4crOJYlEIzregFLhtOfWBBgKxvKMlhE2Kp4oyAyFiTTTQtV31JwerJwoprNg6osxTEpdE8ePsRy0O94nRDlTB10IA29lkjFimeE1mRau66GL1T1H/EBjm2DUt6HtCP2jWR7LagoBxJTPsvZmFtiTq2UgvLuo4rWmlNUKEYfCgjBqFnfYJPwJIebOP7/zc/7fmz5c3r7go2/nBV/8MHYsSvvq5fRs2oblOHilRVrsaIT2tSsnnefOX/2R2372O1JtzfzLZ95HXfvkm0CdR6/hJV/9xJTXYkQi1LckqWsYTz7aqRTB0HiS026cvhpQxVLo9CD5/mFAE29fgTJtzGQjyUQCe8JXbmbXnjDJWNcCtoNuX0aw85Hy687iNZhTLECmlKqqXiw/b1lhJYmujL3zv/JeYpYQYr7b3J/hth3jN5KOaktyzII6DKWI2SaWDscuxdLYxTYVy9smV+T5nkvguaAUlh2pudCkkWzEWHvqlNdiKEW66DNakdScuJinYUz/nemYRlWS0TYNjHicyJLVKM9nKJOvvu5AYwNGsgllORTyeUbNeoJoB6ZfJJGqJz7F2E4phaqr0TdYqUkxC+NQSB9JzJprh8JoXIjDgs6nq7aDQgbLNMqDlOaEw/PXLaA9GaEjFeEFxyygLlo9+NC5EfTAzrAHYWaQoG/bE7oWZdoYS45m7AtW1bVirjkNSuXvKtmEuXR99Xtrjef7eJ6H1ppFDXHSBY+iH7BjMMffN40nUG3TrJqqYCiFU5o6p5TCSDTQ2rGQpe1NLGyqZ/WidhY0JMb/NlozlCsymC3iBxPDcuXnsAhSbeXA7VtRiDc8ob/JwTR2h226Hwl9Qoi5dOevrqzavvvyP7No/ZG0r14OQNuqZbzx8m+y5PijWXLCMbzpt5fRsmxx1TEP/fUffO+lb+OBK6/l5h/8mq8959VP6FrMWIzVH3x/mKQDGp52Eqs/+Z9EOhcBEFuxis5Xv7HqGB0E5B+9h9wDtxJkR7GOeBo7r7uHjd/5LRu/cwXb/3B9eaXq5g3riC/sKB8baW6k7WlhpYZSCjNej7PuTOz1z8RcsQH7xAuwF66qeC8fb9uDuJvvRRdyU34OIxqn8YIXM/YN73QuJXnyWU/ob3IwScwSQsx3Owaz1dvDeRKORcwOxx+dTXG++K/HceTCOo5cWMd/v+w4ljQnqo4JfA+vkCfwfQLPw83nynFiXxhKsbo1Wf5erI9a1Mci5bGRaShiEyrhtdb4FeOsBXVRin6AF2gGckUe7h0tX4tlGlXjLKXC6snwscKIpYg1tpJMpYglkqSaWojHxxOMnh/wl/v38tu7djE4YXG0Ssqy8VecWB5nFWKNsHDNPv89DjaJWXPvUEhFC3F4MC0ozbYKRocIsmkMK4rZMF7VsaY1yZoJZfnlJvKGGS7eUqmYQwcByjDQngu+C3YEZUzuhTWR0boE1bgg7DdlR1FK4ZxwQbiAyoTjtdYUXZcgCO+oeZ7H7rTHD2/fWbXfqUubOKItiWEompJRsoXwA8cdu+Ydu0X1k++oaa3ZMZgtT2nozxRZ3pzAnOKOX9pMQSqK0gGB6RDzAmI1eoEJIYSYvYbOjqptwzTo2riJjrXjybX1F53L+ovOrdovMzhMdnCY5qWdPP6P26pe23nPQ2SHhok31DOwYzeD23ez4Ji1xBvqmEnHRRfScvZZeJkMkfZ2lFIc9Y0fEBSLGI4zaf+RP/2Y4qZwwZfsrQ3YJ15A/233ll/vv+5aWp99AfXHHU+kvo4L/vwzHvrGj9C+z5FvupRYW8ukc5oLVzExumgdUPjn5QQ92wHwHr2N6DmvREVqV4wkTjiZyPIVBPlcuEiNnq5PsRBCiNkYSyZC2I8vbhukCx7JipWXz1zTxplrqiv2/EDja41tKIIJfePDhSY1oMh7Pnk3IOGY2ObMdVrtqQjNCRsv0ERMA6UUthVDa12z/6PruvilcZbreaQ9uGH7QNU+a1tzLG2MYyhFY8U4K+bYNSvr487kVE+gNe/91X3cuqUfgJ/ctI0fvu5pNCYmx1GAzbGlsLIZ0y9SiNbTkfNZWHtXIcokySjEQWKmmvG8It6uTRTuuBZ0QOHOa0mc93LsJbXvCvmFLH5mCAinM5vWhG9100YZBkFuhGBwb/icYWG2LC73LZxOOE2r+k5arQSl1rqcYIQw3NqlWFYXtWiM2fSmixT98X0sw6CuxmIBtWjfQw/tAd+jGGsiWxwPlEU/IF3wqI9NnlKmtQ7vrpl2+S5b8ATuOB50ahYNieUWmxBiDl3yhQ/StXEz2++4DxTsefAx/nP9c3jTby9j/YXn1Dzmtp9dwU9f9wG8YpGVp5/Iqa95YdXrjYsWEKuv457L/8xPLn0XfrFI3YI23v73X9JWqpCcjpVKYaVSVc/VSjD6IwPlBCNAkB6isPnh8LGv0UGAYRoEFW09kos7OflzH5nxGgB0MU/xoZvQ+Sxm2+JyghFAZ4bx927CWnbM5OO0Bh1gNTaPPxcEk/abdyRmCSHmuQ0L6xnOe4wUXBqiNqC4bccgxyyooy1ZezwyknfpGsmhgahl0pmcMNZQClD0ZQo83D2K1uCYimMX1tdM4E1kGQbWhNxfrQSj1rqcYBwzdlgSl0ajQH8QqerdbxoGqVmOs/xA05PO4/mavOuXE4wAXSN5bnisl+cfV7tfo+drtJPAJaz6dH0ZZ4mZSZJRiINEmRZ2y2LyN/5pfOVn3yN/7z9qJhm11uMJxmIWY2BHePcrVoc2TDAtjMZwqlgw3Dt+YOARpAcwGzomnfMJX3uNL+r2VIRTlzZy0pJGLENR9AKWNk7fx7EWrTV6z0YohNPJ7ZFeIrFlFMzxc03VtkQphWOZFL3xO48R+9CoYqy18p0QQswX9R1tfOj23/PFM1/EphvvAMB3Xa76zDdqJhl9z+Nnb/hguUfj5pvuZPud97Pi1OMZ3ttDqq2ZV3z3cyil+P37P4Nf2m9kbw9Xf+5bvPz7X9hv1x7eQKvuOxxftRK7YxEjj2wK9zGNcnP7fZW79v/h94aV/O6mezAcu/oG3RQ3+ZRSGE6MoDg+pdpwojX3nW8kZgkh5rOobXL+mjbu3DXEUC6s8NPAtoFszSSj1pqu0Vw5SuQ9n8cGPBYkLOJmWG1oOeFMr819mXJbwqKv2T6Y48j21KRz7k+piMWGZJGT3S1YSlPEwLZbgMSMx060pT9NpqI/5Iq2BFt6xmfHxZ2px05NCYf+iinVTfFDo4xRYtbckp6MQhxsE8rZKxsKa9/Dy2fwC7lSiT4QBBgjPajAR+kAskMYda2Y7atQ5cHJhLtK+7maTymFZY3fkzAMA8eyOGtlC1YpA+hYBoM5d6pTTM13ywlGAIWmzRgfgNVFraqpDpW07xIzfOK2QdSxqItHsA6BqdIKUKaa/meuL1IIIQBzQt8ooyIWdD+2hT9+4ktc87/fIzs4jJuvXvDLKxTZcsvdvPB//oMP3vZ7Fq0/EgDf9ar2890nEDumYcRTJM54LmOlCvbi1cSPPgW/4m21H7Dzxz/b53MH+Uw5wRieKEBVrNhpdq7G7Fxd81g/CAgiKYxYHUY0iVXXgjHFgmfzicQsIcShYmJhQmWuKQgC3GIRz3UJtK45XNqV9sgpByeWwCiNKSbupic98+RMGmcphW2ZnG73YqnwvRwCjO7N+3xuP9BVCUaAV56+rPz4jNUtPOPIGou+ADnXJ+EYLKiP0FEXYU1bklR0/teoScyae/P/vxIhDjOxk84jfdVPwC2AHSF64nkAaN/HTQ+V91NuEeVE0blR1MRg5lYP5IxUM8FwT+lAAyM5eVVLgKIXsHs4R9EPqI/atKciNasUa7EtC9M0cT2fnnQRPygyObk5q1NVM6xwtetgPAAmEwlWJ5LhtIQJ8wz2jOTpGsnTHvFp06MAmMog0tCOOgQSjAAoMEwp4xdCzH/P+8/38LU7HyA/Mko0leT5//VeAHq37OCzJz2P/Eh4k+je3/2NU171Am798f9NOkfvlh1V28/68Fu5/G0fQ2tNJJXk7He8tuZ7D+7ay8/f/BH6tu5k/UXn8PzPvB9jihWdJ4qfdA6RtccTjA7C8B68h69HF6tX4yzfzNsHyomCHamKw/byYzAXXgyBh0o0VMXV4bzLcM4lZilsNRYkDZKxWHkAO+9JzBJCHCJWNicYyQ/jBRpThdsQtqYo5HPlryrlG9RHLYbz4d0nrTVBuVqxOjYsbYzzWG8Y60ylavaUB8gWfW7ZMcBowWNRfYzjO+tnXVFnWxaWaeL6AX2ZAl4mQ3ugJ/QBfiKL0ITX7FdkVE9c1sQf3n4GeS9gcWOsKmZ1jxbYM5pHAb3pAoEGy1CcsKhhyqKPeUdi1pw7RP5LEeLwYS1YTt1L3o0/1ItKNREYJsXM5ESi9l10ehR39xYCw8WpK5XlK2PSCspGohFlR9G+SwGbobxG5XOkYg6ONR6etg9myblhMq8nXcAyFS2J2VdRGEqxdyRf1Y/DUBDo8HdLct9L6JVhQMdqdPfmcBGaujZItWDXCMo7h3L8c2vYR2RpmzfeTlIH+NlhrPrJd+K01vx9Ux97h/McvaCOYzvr9/ka9z+FmrFptEQ/IcTcW3naCXzqsevY+8gm8sOjXPGBz+HmCzQuXlBOMAJs+uftnPue16MMxQN/vI50X9iw3oo4HHXeGVXnPPPfXsHSk9bTu2k7hYFB/vz2j2JFozzrv97PklOOL+/33Re/hS233A3A3ocfp66jlXPe+bpZX7uZaiTYdg/kw+tc/KyTeOyHe9GejxGLsfTVr9znv4cyTGJnv4T8TVeg81nsVRuwVh6LUpO/04eyRR7vC6ekLamzqWzOlS96JGO1eyDrvh3hDca6Foz92PrkiZOYJYQ4NNRHbU5b2kSm6DGYK3L5fXtwg4DzVjWxJDVema+DgPqIjdYwWvAolvKKCkhFqiv4F9RFSUYsckUf0wi/24dzLi0Jh1hFb8YbtvbTnQ5vQA3nR4laBkd3zLyw2RilFN2jedxSknOgbjEtvY+EY0TDxOhYNcMZap9zeXOC7YMZPF/TGHdojjs1i0z2jOT559Z+NJByTKzSTT0v0Gzuz3DCooZJx2itGcgWybsByYhVs4f+wScxa65JklGI/cz1fNKl1b6SUae8ApnWmnTexfV9TMMh2b4ULztaruALdFDVv6Cw+WHSf/tN2L9RKerOuoDY8tWo+vaafaSUE8P1HIbS45UaA5k8bXXx8l20vFtdLj9xeyaB1pMa/jbGbOIRi6ht4sxitbVaVLwBtfyEGffbMZid8jWtA/yRPtAaI16HKk1B+/ldu7hqYzcAV23s5q1nruDkpU1P6Dr3GxWW8c+0jxBCHGi77nuYqz73LdCaZ33gzSw57mgAvGKR37z70zx67U0sOGo1z/+v9/Gt57+R/EhYQb7znocmneuyS94Mpeb16559Fg2dHZz6mhex6NijJu275MT1mIbi22e8u7z4yU//5XW86+G/E29qCN/j3oerjpm4PROtg3KCEaDl+LUkj95AvuiQWruG6IIF+3S+MdaCFSRf+J4Z9xvITjMNXPt42ZEwZkXiGFY4MAt2PUzQVZoS170FVhyP0bzoCV3nfiMxSwgxTwzmity/dxTQHN1eR3NpVWStA3T/TsgOYzkxIvWL+fndu8l7AY0xi750sSrJGGjN7pF8uXqxLmJhGorGmFO1UvWYVMTCMVTVWGTPcI6lzYlyMm4gW6w6ZmAf20hprcsJRoBcvIWR5SfTqFxUvO4J9xFORizWdcxcZLFzKFdR8lL9pW4CXiGH1mDaTrkSv2skX06s9mYKLGmMz33fRolZc06SjELsR34Q0J/Oj39BF4dIGD7KMCmYMfKeLu3nk9E+lTWECoUu/V8N5B+4bXyBGK3JPfogiVMvmPb93Qnl/VqH1zQWCOKOWdWXYzYro1UylCJiGRS88fdJRi2SkYNz1ypaEfQfGjU4uTEY771SzBOMJWzzaayWRSjT5tbtA1XnuHXbwJwnGRUzl/FL7BNCHGjDXT387zNeRnZwGID7/nA1HUeupmnxAhqXLOQf3/gJAF0bNzPS3VtOMNakVDnBCDDS1cvb/vLjad+/6/6NVasr54dGGNy6o5xkXHnaCWy89qby6ytPP3GfPp9SBirZiE4Plp9LHHk0qaaF+3SeJ8qu+J7vz/ksSKqwekRrHDc7HrOKeey6ZpRpEQzsqTpHMLBnzpOMErOEEPNB3vX566O9FErjnZ3DeRqjNnHH5NS6HM5IWFSAm0cVXfKeoiPpcOGRrViGQd7TRC2FH2h2pd2wXVNJoDVLG6ZfVKVy/BMeE662PFak3paMsHtkvNijLbFvyTalFFHLJF+5oGWiDuMgjbNidkW1veeTsM2wX6RSrGkw8N0wiRp4RZx4EmWYk/rxD2aLc55klJg19yTJKMR+5PpBOcHo6CIJnQc/nPpseS6Y4yuRuQFEKla/1Cg8zHLPpokrTiprcoAJAh89sBcCH6O5c1IloaHANAy074EyWNoYZ+9InqIfUBe19zkI+EFAe12UoWwRL9CkIvZBSzACHNNRx2CuSE+6yIBnk0vUUWeHAzZ/qGt8Rx2gi3lUzKY+apdXmQNonOu7a0IIMU/suPuhcoIRwM0V2Hn3g+y8+0EiyeqKib4tO0m2NJWnQVcyLIvOY9ZUVTfa8ck9q3zP46Gr/oFXKLLu2Wex8PijMSyLwAt7YsWbG2lauYziwABmNMrrf/V1fvu+z9C3dSfHXHgOZ77hZfv0+dL9g3jJ5SSjKXDzGI0LMA5SghFgYX2MTNEvTcXT2LZDxFIY2sdPV84k0AReEdO0UHYEXbH6tDoEFoYRQoiDoT/nlhOMEBZTDORcBnIu/f4QCyoKEB0/T8JJclR7slxpmPagP+9z9dZ+zl7eXJVomrhgDIQLxehSL0PDMIjYk8dZjhkWX5gGnLm8mbt2DTFS8FhUH2Vt276tQB1oTWtqbJwVkIgcvEIOgCPbUvRnXbrTBUxDcUxHHbZpkHIUhpur2jfwfUzDxDYVlevK2E9wVps4vEiSUYj9yKxoSG/p6qnIhvbDaFiaumybJnbEIZvJ4gcBI75BIYC4abCgIU7dMy9m4JdfJ8iOoqIJUs+8pHyuXNGjP52jbsstREbC5Jofb0SvP4+GeIRswUUpRSpqEQx1oQthab9Z38bixn0LeGMGMgWGcuEdrFTUprOudtPj/SkINDdtG2A457Khs55FDTHOXd2GH2jMin8NaN+bfLAZfr298bRlfOn6TfRlihzRmuSS9QdvgDklVb2q+FT7CCHEgdS2amlVkq9SIV3dnmLVmSfx7A/9O9+46HUM7Rq/qdO0tJMP3HoF6b5BvnLeKxjp6iXeWM8L/+cj5X02XX0DV7z2Peze20++NECsX9DGq3/6JV76i69z81d/iBV1OPfj72LrZz9D/w3/RFkWqz/4fl75g/9+Qp/tT5/6Cld+4storTn9dS/h0u99/gmdZ19orckUPPxAE3NMHMtkbXuKQOuq5v86UExsVqJKFTXmsg14m26HQhaVaMToXHvAr3tGErOEEPNAXcQq94JXhH0D17XFcQxFbjgPVNygiaV4zUmL2T6QqTpH1DK49LjFWIZi51AWP9AYClqT48UdRc9nJFsgYoJtKFRmCFVIY9c1s7C+jsFsEaWgKe5w395hukcLKGBdR4rTlj2x2VL5oku+GBZFJGyTWCQ268U5nyitNV2jBfKeT0siQipi8YyVLZPHWUFAccLM77FrW9wQZ0t/hqIfELdNFtZVF8nMCYlZc06SjELsR7Zp0BCPMJovEmBBUESnh9CDXbixeuzOMPCYhkEyaqOUIpJI0jM4QizIElUGiUQDyjCw2xfR+uaP4w/1Y9Y3Y0TDpF6gNX3pPGZ2qJxgBDCzg+zavpnmZatpToX7+tlhgsL4QNEf7kFFEjN/8U5Q9PxyghFgNO+SdKyqZscHwvdv286t28Npbn96uJsPnbuaJY3xqsAHoEwLs74Nf6QPrTVZK4FfhHozYEljnC9dvJ6iHzzhnpEHwoyrngkhxAHWfsQKXvuzL/H7j3yR/Eia0d7+8msGcPprXkT31p10HLmKSz7/QaKpJO+78XL++/QXMLS7G8uxecnXPkl9Rxv1HW186rG/07dlB01LO4k3hP2fvEKBy1/+NjLD6XKCEWB4bw9fOe8VvP6XX+N1V/8cgK4//JH+G/4JgPY8Hv/cF2g++2ysxPRT2Cbq2riJP378S+Xtm77/K45/0QWsO/+sJ/qnmpX+TIFMIUzYDuegvT5GxDInrS6qDBMzUY+XGSHQmr15g2y+wKoWi2i8Dnv9uejALyce5wOJWUKIuZaKWDx9eTN37R7G8wNOXpQiNjZXObKAoBjFyI+CE0U1L6HDMGlJOPSO5gi0Bg1NiUh5/LKiKUnRD7BNozy20FoznAlXV7YNAzW0F7PrMQCCns3Elq4nUaqI3z2co3s07EeogYe6RmlPRfd5vOEHQTnBCOG4y7YCbOvAxoCNvWn2lqZ3bx/McnxnA3VRe/I4yzCwonG8fC5cmNQr4npFnGQDUdvmqI66STfT5prErLklSUYh9oNgtA+dHkCZFtGmRcTq4hS8CEPbdpO450+owMcEgmya+g3Vgxwr8GgLhoEw+KlsAJFwNUkjEsNor+7FFOiwZyM1VrJEGfRnijTESlOCg2DyPjoA9jH4aT3pubd865/c8kgXH3rxCaxb00a64LG4IcaKpnAwmCl6XPN4L/3ZIm3JCOeuaq3qqTgT1w/KCUaAoh9w2/ZBljRObnqstUY7CXoiBkrr8O6aF9CfztFWF0cpNa8SjCg1i4bEEhyFEAfGwPVXM3D91Vh19ay/9PWcuOkfDG3dwWeOOJuRUs+pABjd0827//7LqmML6SyZgXCKtVd0ueaL32H9heeEvaRSyUmLvBSG0xRHMxRrxiPNPy/7f5z44gvD842MVL/sefiZ7D4nGbNDI5Oe+82L3sxVUYezPv5OVq6uxxvoIbbmWJLHnRq+l+/hD+wGtwBOFLNxIcqc/T+Tx6oYy9tApuARqTFIDLQmMB1+s6XIquZEaUDn83DXKMd21mMaal4lGCVmCSHmkt+9laB7K1gOS1ZsYOnRCwiCgJHseP9DlGJjIcnRnZN72CrCvvKocHwSdSyUUhiGIjrhu1YDlaMeY2hv1etB385y243ixF74gB/ocJWUfVBjmMUNW/rYOVLgxEUNrGmOobXGNAxMK4xLec/nzp1DDOVdGqI2Jy5q2Kdxltaaror+kYGGrtECddEa7bm0xsegtwCtfgZTAYGLO1TAblqIMox5lWCUmDX3JMkoxJOks0Povh3hY0AX85iLjsI2DYzdj6KC8UlR9tZ7YEKSMShmqQxn2s1PqmAIgiC8Q2QYmEphmwo/Vk+ueTmx/q3hcbEU0ViUYsWXphFNEGSGygvIqEh8ykFTEGgKnoflF7FsG2WN9y6MWOHK0WEw1RSyOda2x3h8l8MDvaN4pdL4zQNZ9gzlsQ1Ff96lNxNWP3aNFrh1xyBnr2yZ9d/VNCYvMpOITL72gusxUqqyNAFd8fkDDV6gq5rvzxdqPiU9hRBPGSP33MHOb/5veTu/YxtrvvQdkgs7sBJxGB5fjfmRG++YdPz9f7wGNzc+MHn8htsZ3ttDw8L28nO9m7fT89gWOo89ivoFbSx42gbuvuHOmtcTrUuWHzeffRY7f/JTvNFwgZnGU07Baa0dN/LpDLvufpCICmg9YiXR9rbya0uOP5qlJx3L9jvuA8BSYHsubsbjmg98Buslx9LQkiBzzy1o3yNxzIkE6X5wS5+rmCMY6cFs3Lf2GmPT+MaYNQYxmYJH12i4QueRbQkCPb6Pr3XYbP8AzxJ4IiRmCSHmQjDYhf/YbeVtNzOEfeIFKKXIewHRUiWj1po7dg1x9MKGquPzrl+VNHT9AF9rrIrv55GCx3DepSlmk3AsLNPA8wMKviZmmFUzayvHUe3JKJv7MrilL/7muFO+nolcP2AgWyRhahIRu+o8pqEwDQO/dDMuU/TZPVrACzRm4OOXWpoEvk/W9cn7sHUwW169eiDn8kDXCCctbpzdH5VwurNlqPK1A1g1GlMO51y29GfQGtodl8rJcEoHaN9FGfOvd7DErLk1//4VI8Q8pLUmnXcpeAG2ZVBXmuoMoPPVvT4oJQkNwyQRj1cFtsrEXfm5idUKSlVVKbqeT744PlU5Ho3QFI/Sl86TXbyBeNTG0AFEYnToYXynAUiU389q7iTIZ1CGiYrV7sfo+gF7BtO0jG7D9LMEgNGyFNWwAAjv/i2sjzNacMmPjtDZYPOOC47gNWcv55o9eXIVN/Ku3dTL/buGOeuIlqrVq9NFr/xej/aksU2DNW1JpmIoxetPWcp3b9lG0desbUtyzurWqn201oxWTOM2jXDFuMq/ea1B3lxTaharns2/yxZCHCKCIOBvX7iMTf+8g871a7nwE+/EjoSDgOxjj1TtW9izC390BKuunrXPfxY3/+S35dei9XWTzl2/oK1q245FidWPx5b7fv83fvCSt+IVi0TrUrz96p9x7uc/zF2nXjLxVACsPe+M8uPYokVs+P736Pv737GSSdovurBmT6qhPd188YwX0rd1Jwo4aVkD5/3nB1j8inBhGMtxePfff8EtP7qch775I4a27hiPBRqymSINLWGczD50J5Fly1FurmogqT239Nsj9/hDKMsmuurIKXtkKaVoTkbpG82jgYhlkIpNrgjpLiUYAeqjNjnXJ++NR615VXVfIjFLCHEgaa15uCdN92iB+qjFhoX149OXR/uqd86nwS2gnBgb+3IkbUXUMniwO01vxp107olTf4GqqrsdQzn+vrkXX4f9F88/oo2IabK5P4ttKrSxgCNUmoj2yGqLkeQSxmol447Jacua2DtawDIUi+pr91HMuj5XbezixLoiTVFwR8FMNmImGoAwfiRjEYqex727h3msP0vRD+PCwlT12HEoW+DxwXCK9vjyoZBz/fLf0vUCUGEbr+n6Oh7ZnuKhrlF8ramPWixpnNxvf9tAtnzzrKCNyuUF0LBPFf8Hi8SsuTf//qsQYh4azbuM5sPAVfB8tNY0xEt3bZzx6btBegidGUEXi5grjiNy9OkUerejRwfAtHFOeNakc6toElXMowuZ8Bsv2VJVfVd0qwNm0XWJOE4YNF0PM1LdYNcKqvdXloOZnH5F5aFckVh+gJgf9m9UgO7bDnVt5SSoYSjqIhZRd3wAVBe3WRAtsKVifYBsaYmxPUN5VlUkEZc0xCh6AV+47nG2DoQHnLqskdefsmzK6zp+UQNfuXg9OdenLmrVDJQTZxhoNFqH/4BoTEQxai0XNw+oeXpdQohD318/9y1+/5FwwZQH//x3sgNDvPzbnwUgtnxleb8tu0bY3F3gkQ//Dxd96t08//MfZMvt99G1cTN2LMrLL/uvSec++dJLePTvt3DbT35LJJngZZd9mkImSyQRxsIrP/o/eKUbY/mRUa76zNd57S++Rtvq5fQ8vnXS+YoTFpiJLV7E4ldeOu3nu+Z/v0ff1p1AGAPu2THMiq9+nY6LLsCuD3tBRhJxTr/0YkY//0VypoFXGiVFIjbN7eOxyWoIeyVrw0RVTH0zokkCt8ier36K/NawH1fyhNPpeM07pryuuGOxqCmBLvWmmhiztNZVlY4Aw3kPX4fJxSPbk/N2ZU6JWUKIA+Xh7jR37wnbcOwegYIfcNrS8LtZJaqr87QdI+srYoHmxMWN/OiOHfRmiliG4oU1FneM2iYxxyJX9FBAfcxBVWTK7t49RCmfhxto7t07zDkrWxks+IwWPMBmq1qDCgqktc36wKFyQnbcsVjZPH1K5aHuUVoslwWlIZsCgvQgRixVHmeF07dNrt08QHPCKSdH00WfSEV1ZOVNqXBl53C7PRVFa81QJo9bimUR26QuFpky0diSiHDGcgcv0Dhm7ZjlVwStEc+kz47RQAFlKJxU4/xq7VFBYtbckiSjELNQ8KrXgSy449tGspHAK+B3bSHo3g6Anx4kGB3AOfECoue/Dp0eQkUTqEj1HSKtNcN5F9+qI5Vooj9TZHtPDijQknBY2Vy7D5WhFK2pKKM5Az/nYPpj1XwKFZ26OnAqWoOiRr+sIIDK4FEjSB3RmmKoJ89owWNbf4bNveFUu8d70qxfWMeihhjtqQhrWlPcum2gnGAEuGXbIBcc2c7C+uq/S6A12/qzWKZiSWMcZ4qpB0opIrZZ9f+PqG2TLXpo1DxeOUxhzDiQnLcXL4SY5x697ubq7b/fWn5c/7TTWfjKN3DPj37OX299BDRs+sZP2HH3g7z/5t/ykXv/TO/mHdR3tJJoaqg6TxAE3PnLP7L4uHU858Nv4ZGrb+THr3wPge9z4ksu5LU//yp6QnMprTV2NMq7/v4L/vLpr3HHL/9IrtQz0bAsjnjGqfv8+fwJy1wGWqN9n6Ci6h/AjEZxYlFWa01vLqymP+ltl5JqyOEO9BBdvprkyaUWJoYNTliFouwoRqKB0btvLicYAdJ33UThvOcTWbRs0mfUpWluhmlOWSKhlCIVtRjNh9eiCFfm7EkXsEyFWavX8rwgMUsIceB0pfPV26XFVACM5k7MFcfhd23BMyyKnccQeAFeUKA+EeXNpy1nIFsk6VjEnQn9FbVmtOChgaZkFDPw8ItZii4YpoUVndznHR1WP565vJmNPaNsHcyS8SHQERSwILXvqycHWmPV+orUAZUNHE0jnMI8kC2WP8vuUZeWhIPWmr6sy+7R8TjXlgwTiI1Rm6WNMYqeX04wQjhe9ZzJC8iE5ypioKoSmhMpFb7eV2p/FeiwOGZPMYKpDDqUw+Tax/lAYtZckySjELNgmwbFit6A1oQvLqOho5xgHKOHutG+hzItVH3tnlK7h3OMlAYbvekCw/nxpvF9mSKNMYe6iFW14phj2QS+j/Y9Uo6J6lgFw90Q+KhUMypSI2DOoD5m05VroL4wgKVL15BsQVnVU72UUljRBF5pirgybRa0JFmnMjzcPUpz3CmX7i9qiHLRugWkIhZaa4qeT60Y5gea4WyRqGMSsUz8QPPFvz/OfbvDO5rnHtHKa05eyvWb+3i8L0NDzObZa9rKjYlTUQfb9MNG+oFmIDsWfDW9I3k6G+PTThWYE4pZNCQ+OJcihDj8LFi3mo3X3lS1Xan1wksYveFR0ON9Erfccjf5dIZoMsHCo6r3H/PDS9/FHT//PQBXfuLL5EfS5eTanb+6kmOffx4XfvLd/OBlb8N3XaKpJOd/6C1sufVuHvrL9Sx72rFc8NG386dPfpns0AinvfbFLH/ahn3+fGf9+yu47WdXkB0M48RRC1K0PetcIq3VLTUMx+aY//4kD7z3Y3SaRZrPOIWjP/Bu9MBO3K0PgmWXexZj2Zj1rSjDDAemj20mv7d30nsHA3vx3GGMpk6M+ha01niFHIEf3uwyLBvLifBg9yh7RvLEbZMTOhvKA8a2ZJSY7eH5AW6geay31HLFg4e6R3jaksb51UAfJGYJIQ6o+qjNnpHxxGLDhMVHzM41FFqWky+Oj5P8Ur96y1C0JWv3BOwazTNSmolmqTyLKjJige8ReC7Hd9Zz3eY+Ah32JDx2YT392SJ7RvLURW2efUQb9+0doeAHrGpOTPle01nbmuSawTQZzyNRyr6EffKrP6ehFBcd1cEfHu4iXfBZ2hjjuMWNdI0WeKwvjW2Ml4TEbJOj2+twLKN0o8urveBnMYtf8FFOFMMOqx3/9ngv2wZzABzRkuDsFc1sH8zSlykSsQxWtyTLi8gsaYyRjFgUvQDHUvSmw/8/eUHArqEcK1uTErPEJJJkFGIW6mIOQaAp+gG2aYxPla6gEvXVT0ST0/ap8PygnGCE8O5QZdk7hF/gtuVgGgZBEC78gvZx87nyPoZljzenN55YFUTEMulsbiCfOBJdGMVxbHS8dvNg04lg2A5jTTm2DWb508PdrGyO01kf5blHd3DiogaWN8aJ2kZp9bIcOdenJWHzL0e387sHuwF4xfGdeL7PQNaHLIBi13C+nGAEuOaxXjobY9y5K3yuN1Mk5+7lVScuAcLEZ6zU+3EoW13F4mtNoPW87MsohBAHyr985v1k+ofKPRlf8Z3PTtqnY82Kqu2Gzg6iyalXcc4MDpcTjEC5GrFqn4Fhzn7LK/nIA3+l59EtLDpuHT2btvGV8y4lKDWuP/PNL+fkSy9BBwErTz/xCX2+jrWr+OgDf+WRP12L0dfDiqetp+UZZ9fcd+HznkPbOWfhpdNE2lrxu7cz9H/foX/jLpRh0HbWKdQ999UQuOAV0abD3f/2bnqvvQGAluNW0NARDrYSa45C7XkAD0AZ2Mc8Hd20uJxgBAg8l+1pj0d6wqr+4bzHzdsHOLfUU1gpVb5JtmOweqq462tcP6i5IrUQQhyuNiyso+AFdKcLNERtTl06eQxiThjjqBkmLAWBLicYp6K1ZklDnEvWLWAo79IUd8gWfa7d1FtubbGiKcbJneEssYlJwdmqj9o8Z+0CukdyaNOlPuZUtduqdGR7ipUtCQpeQNIx6Rot8PfNvaxqiqPRjHoepy5uImIZKBV+Bi8zhHYLKCBhOGQIx6mJIAsjI+XE5Gi8hX7XKicYAR7ry7AwFSlXj2aKPg91jXBCaRGZsWpGgP7MeCIYwnHW2FRrISpJklGIWTCUoik5fXm80bkGMzOM370VFYlhHXVm+bVgcC/+1vvQQYC55CjMtmU17/p0eAM0FHrxMdgTWUBjrCE8t2GU84duYcI0Mc8t98swDAPbcZ5Q5Z5lGiQTCYJ4nFt2DLL18T1ELIMzljXRMWFqgFKqPB1sS1+Gc1Y1l6c0Z4s+nUmbgutScF1M0yw3IwZY15FiVUsSyzRwjOr+VDdv7ee39+8lYlcPsPonNHKunEZRKWobDI/HzXCF73mYYFTMfIdt/l21EOJQEUnEee3PvjztPqe99sXsffhxbv/576nvaOXSH3yh/Noj19zI/733v/AKRZ71gTdz2qtfhBOLYNo2fkWf4ERLI5m+QQBi9XWsf965ALQfsYL2I8Ik5pWf/Eo5wQhw43d+wT8v+38ArHv2Wbzlyh+EU4z3UWNnB6e98eVhk/t7r6Hwp2+AHcE54dmYbUur9rUS8XDlbCD30F1s+fNd+IXwmkZ39HHM2mOwHAsNdD/YVU4wAvTds4Vl3/k8iaWLYfsd4ytQ6wBv460Y9Ztg8dFQ0TcsUxj/vABDUwx062M2VAz2YrYxPxd+QWKWEOLAsQyD05c1TbuPY5n4tkWhNDMqER0f7wznXLYNZggCzcL6GO2paDkJOTbM8DR4WmGp8YGHWZqxVRe1yzd/Nvakq8YmLUYRLz0EgLJsrETDExpnxR2L5S2p8irYW/r34JgGpyxtYmFd9TjLMcdjwa7hLOeuaCr3ZcwUfbJFj3ShtKJ1RGG74+MiOyjSEE+AaaEGqqvxu3v7uaF/crytHKdB2AdSaz3pc8YnjM9s08Ceh70PJWbNvfn3LxkhDgGB1uSKXlWvRqUU1pqTiTz9pTgnPx8jVWomX8jhPXwjOjMEuRH8R28Lm/0aigUVQaWJDO35PUS0S1wXWFncia0ml71PaspbeV1BQBAE6Hwav3cHOju50mQmm/ozbO4PVxLLuQH/2NJPMKHHVqWmhFPVM7EtYVddk+/7k45Z2ZJgdY3y+pzrM5zzqIwLGzrrJ61Cvai+dgeQqG3RkowSs00SEYu2VHT+TZUGUGCYxrQ/Ev2EEPtLPp3hoauuZ+vt95afU0rxwv/5D76w9w4+cs+fWXLc0QCM9PRx2b+8kV33PULXxs389HUfYPud92NHo7z82/+FYYX3pxdtOKqcYIRw6lmkRiVksmVC0/6K6VwPXfUPHrnmRgo9PQzcdBO5Xbv2+bP5Ox7G3/4gBD4UshRv/xM6mBx3xqT39JUTjADF0Ry5nbvHz9c7+RqchUuJrToSw54wi0EpCDxU96bxp0yT2ISpfs3x2ouv1UdtjmxP0hS3aUs6HLOgTmKWEOIpL9CabNEj71aPs+JRh8ZkjPpEDKt0c8r1Azb2jJIp+uS8gM39GUbzLkop2iuKJOK2xYhvkPENsr7BsGeG/dsniFgGhvZBaxodxaLE+BhHey7aK5JzfbpG86Qn3FCajW2DWTb1ZQg05L2AG7f2Vy2uMlFTzKla+CXhmFSO/jKF4qRjLNPAscxJM9yKAfiaqhleC+uiVX8nYMrFNmOORWd9jIRjURe1WTIfW1KBxKx5QCoZhdhHfqDpHsmWV6qsi9o0xCNordk9nCfvBbSnIqQi4f+8dD4dDn7KNDo7DMlGGuMOqahFEIA1MlqVnFOBD14RKqZca60peGBoxvsbqgnNfIe6Kd5/LfgeKANr/TMxWxfP+vNlitWDs6I/fSn86pYEuyvLBydQhD1Oxv5ecdssr57ZkozSPZpDa9g1lONPD/UAYKJ4y9NXYBqK4xc1YBqKoh+wqdST8ZxV1X23PD+gZzBNa0OCRMQiEZn6q23XcI5bdwzia81xC+s5omXfF8rZH2bsFSKEEPtBZmCI/z79BXRt3AzAee97Ey/4wofQWnPbz65gaHcXxzz3mXQesxaAvi07KGTGp/HqIGDPQ4+x9MT1nPaaF7P+eeeRGx7lob/8nV++9ePl/QrpLEO79pJoHG8d4nse3Y9uLm/bsQhurroSPbt1K/d+9bMEuRzKsjjiY5+g6YwzmS2dm3AzzSuAW4RI7ZtR8fUnAz8ff8IwUNl+ijuLmPUttJ6ynsSKZWS2bAOg+cxTSa0Je1Ra687EvedvpdhsouKlKXQ6wIyEgzTDtFgRVbi+LvdkPHZhXdU1BFqTc31ilklLIkJLYuoeX6N5j13DOQKt6UhFy9PWDjaJWUKIg8EPNHuGs+UFTOqiNi3JsJdgT7pAwQtoijskS//WL3gB/oRiiKzrk4ra1McckhEbX2tcz2ckV6SgVcV7BRgVC1xqHXBE1x2s7tqMqyw2tW6AqrWkIV3wuHHXEF4QpihPWNQwqRJxOhPHWV6pHVdsilWaFzdEGc2NJxJNN0drYRClAzJmkoydAsMrjzWV5ZTbdZl1rfiDXaADhly4Zzgcf0UtxalLmzGUYklDDNNQ+IGmL1MgYpmTFh4di1lRyyQVtUlFp542vn0wy1839uAGmtOWNXJcZ8Os/zb7k8SsuSVJRiH2UabglhNmACN5l7qowwNdI+wcDqdRPdaX5vRlTdTZCq+YCxOFfulul2FipJoBCHyfIJ9F64DAjKAqC/vtaPhToeh6uEFpJbJSQI1Z5viqloaBt+0B1Nh76QB/yz3TJhn3DOe4ecsA9TGbc9a0sqg+ykNd4wnP9qQz7fStZMSmOe6XF1y5v2uUDR0pIqVGxMUAknZ4vGka1MUi5bteMcdiSVOSu3YM8pmrH8ct9aO8eEMnp0yYNnHq0iZOXTp5KsW2vYNc8uGfsW3vIAtaUvzm0y/nqGVtNa81W/S56tEw8AFct6mPxphN6zQDvANCKYyZphfMxzuDQohDzi0/vrycYAS4+r+/zfkfeDO/+9AXuPG7vwDgT5/8Cu/9529Itjbxi3//aNXxVsRh+ckbANj9wEZ+9Kr3MLS7mzXPOAXLcfBKKzo3Le2kdWX1NOWbvvdL7r3ibxXPKNY9+yweuuofAKx5xql499zOY5t7SEQsOptj7PzRD6dNMuZ276H32uuxGxroeO75mO3L8R69vbyAi9G0EDVFghGg/tgNLH7N69j1/36KYVksPG0tFgWCoQK6kMc66lQ2/L/v0HftDdiJGAufcx6qVA1iNi/EOPvlBP278Hc8UC6EMNpXlKfdjVnTmmRN6+SbWKMFj78+1sNIwSNmmzxrdeuUlY6eH7Cpb3zq3raBLFHbIOEc5H++S8wSQhwk6YJbtULySN6lIe6wtT/LnpFwnLVtMMuGhfWYhuLmHQPETKO8QrKCcqFHwfPZPZTDDTR1E1aeNpTCnDC+8Xc9hu4K46WtPY7suxdWLR1P4Jk2jw0WiFkGXqDJeWEV5XRJxl19aa66czv1iQgXn7aChXVRHuwaKX+vN8cdotbU4yzHsog7mmzRRemARL4fVRqlpfxRnFgMz0qigrBFlRUdry40nBiqdSldwxn+tKMfv5RgXb+gflIicVFDjEUNk2NnuuDxl0e7Gc57xGyD849om/LGWM71+fndu8iXFkv9/YNdtCQiLK5x3gNKYtackySjEPtBgC4nGCFcxGX3cJ6ENYKZ6Uc3LyBID4EVwVx6DCqWAsDNpcvJQt+wsDqOgHQfyjBRLUvLA5vx81bVOgJg2za69HzeC8gVPFKzvO5dQzne8qt7y+X+d2wf4MPnr+W81a1sG8wSMRWNcYdtAxlakxESTrhStOeHvTos08QwDFqSUZoTEa7b1Mfu0SL9uUGaYhaWUpzYOV7B4ftB1UIsQRCggZOWNvHVFx7LQ3uGiUQsAg03bRvgxEUNVVMEavnY965m295wyt7evlE+9K2r+P3nX1lz35GCW04wQpjOHcgWKboeBS8gapm010UnNZfe38JeIdO/h4Q+IcSBEvg+N//g1+VtN1/gtp9dwY67H2TnPQ+Vn29cvIBLv/d5OtauAuCyi99E7+btQLia9NlvfRXDe7pxEnEu/MQ7ceLVA4nhrup+UG4uz6t/8r/svOchdBCQam/li6f+C8VSr+FjltRxxsqpv/2yO3Zxx0tfjTtcWgjs+n+y/n8/i3PGC/F3bUQbNkOPd+P97Ec0nXEWsWXLCTyPjT+5nMzebpZd8ExajzuGRZe+ks5XXErx3mvwt9xXPr/OpXG1gVWXouPi54ZPVvSLDLIjoAPM9uUYqSaC0QF25E12ZOIkdw9xTEfdjD0V79w1xEgp5uZcn1t3DPLcte019y14ARNn0WULHrnSINw2DRoT0fLg+kCRmCWEmEtaa/aO5Cu2oXu0QG8mz5F1ipStGHE1u3OKtW1J4qUbMTsHcxRLCcvBvEdrwsEqzZRNRp3JfduL1YtxEXhYTqw0q0xT1CaOmaYlEcaFobyLV2NB5zE7e0e58ONXMlDqJf+3u3fw3Xc8k3NWt7JtIItlKLqG8/zm3t2cvLSJpU3xcKXo7DDadzGiSZQTIxaxiToW+Vy2nGAcY/ougR1Dmw4eYFX0Uix4PoGGBY0pLj46wt6RPF3pAo/3ZejNFDhtaRMxe/qeyHfsGmI4PxazAm7aNsDz1y2oue9Qzi0nGCEcZ3WPFvD8IKzet00WNcTKM9oOFIlZc0+SjELso0TEJl1RzVgXtTGVqpoSDOFK0Wq0F+W7KMvGaGgliKTwPRd/YC9WqrmcYByTt+IkFh015XvblkXBHe//YZlGuOJ0Sc9QnnTTGuL5AczAI1AGzsrjpzzfdY/2VPUTufbRXt5+9iraUxHaUxHu3zPMnqEsrTGDvQMFFjamMJXGLwVsz/OJRMLVr5VSxEoVi3kvYM9okc7U5OqM4ZzLYN6lzjFxjLHPZbKqJUHWC7h/bzj1bSAX/o3PWtE85fUDDI5UT9UeHJ166nZDzCZqGVUBcDTnYiu7dN0+/ZkCbakDfMdNgTFTGb9EPyHEfnDqq1/Ejd/5RdV06bq2FmL1KTIDQ+X94o31bL/z/qpjR3sH+Or5r6R52SLe9H+XlROMYwZ3dfFvV3x7yvc+7uLz+dvnL8PNhwOso551JqnWZo561tMB+NU7PlFOMAI8tHOUl776NVOer/uqq8sJRoCev15DcfADOM2dmM2dPP7xD7Pnnzfx2K4RTPubPP8X3+e+r/2YTZdfCcB9X/0eF135U9pP2oBSqvZKoanqdhzbBrLcuWuY4zMP0zn4GADmwtXYx53H5ozJxkwa8BjOe3i+5uQlk1dFrVSYMCKduF0paptV/7bQaEYLLrHSzTfXDxjJFWhMzH6q3hMiMUsIcZCkIjYjebdqurRtmlimKs94grAV0/IENEXCJFnMUjiWYiTnkil4tCYj5QTjmHTRZ3nz5N7BY4y2ZbD5nnLlotHciREdXwV6cCRX1YOwPmJN2+7iytu2lROMAFfduYPuoSztDXFaExH++9rHeLw3zVkrmrhpUw+samORGi63AfHTA5jNi1GRsDpRGxa+YWEG4dhNA3rCrLe865F1A9IFj650aaZB3GF1S4KdQzk294eJ1L5skYIXcMEUN7nGVK4/AEz6m1ZqitukIhajBY86x2BDe4zFCcVg0QNU2MtyJM/ixtora+83ErPmnCQZhdhHpqHoqI9TcH0MQxGxwuC2YWEd9+wextfQFLNZ3hSHkQkNgf3SYCrw8TODjAYOKXv8W64vF5CYpkWgZRokohEyhSJeAIaqvktjGIpMrIlHlj6TaGEEL5ri2JZFU5yNSVOubEOVqzCKXsBo3mV9s1Xux+gWs2A6VSXmvu+XK//WddSxuT9LoRSAklEbpapzqY/2polYipboeCLP9Xwcy6Q/U928uC8zuZnxRJc++zhufnB7+T0uffZxk/YpegF9mQJNcYeLjuzgxm39PLBnhI1do6xridMUHx9oer6edPyBIL1ChBAHQ6Kxng/e8Qc233Qn8cZ6lj9tAwCv+tEX+f7L3k4hk2XFaSdw7rtfz18/f1nVsV4pOdi/bRc/ff0HMB0bvzieFMwODDKdRccexftu+j9+/5Evkk+nOflVL6x63YlNWFEzlaD59DOmPJ+VqB4cKsvCjIbncIeH6b7pZv5wyy4y+XBQtPW5r2NRZrQ8lgiKLlt+9xfaTwr/BtbKDXg7HoJCeHPKXL6eINlQPr/ray67eRsNfpqL7MfKz/t7HsdctIahQnWvxalWka50RGuCPaPjFTlHtEwe8Lp+wFDOpS5qcURrku2D4TTB3aN5TliQKicZgWkXDNifJGYJIQ4Gw1B0NsTJuz6GUkRLlXZrWlM80j2KrzWpiMXihhj50eoevzETCn74vdifKZYrvsdk3KkXBQMwUk04pzwff/sDgMJcUl34MXGRE0NVL+I5UWpCKwzLVMRLU7mzRY9Hukf51LNW0VLqtTuadyf1GQ7yo5iRMCkXcWxG4+04hWHQASpWF47LKvSMFsq1jvURk+FC2NJqKOfQO2FcNXG7ljWtSXZVzNY7okYbED/QjBQ8ErbJK09czI2be3nm4mgpVvnEDNidDxfacadJUu5PErPmliQZhXgCDKWITUjQdaSinHdEBNcPiFphZV8Qq4fs+CBMV6xMqYOAbWlNS0TjGNBf0ESnWbBkzFDeZSBbGsjkXLSG+lgYYBbURRnMFskTw7NirKoxeKl04TEd3LSln/t2D2MZineds7q8UrRpKBojqmrBF1tBzvNx7PHrHMq5tNlhkq4+avOCYxbSlc6TsE3aU1H8IKBQ9EDBntEiuvT3m0hraEk47K6YDtEyQ4N71w9Yc9Qyfvi517BzRw9HtNdx3tNWV+3TNZLnP/+6kb5MkWTE5D3PWM0v/rGVoVIIvn/PSFUPkvjB6HWl1Ixl/NIrRAixv0STCdadf1bVc+svOpf/7rmLzOAwDQvbUUqx/qJzuOvXf6p5juE93TQtXlhVzdhx5KoZ3/ve3/2Nh666HoDNN95JMZ3hzDf+KwDnvucN3P/Ha9n78ONYjsPLL/uvac+18IXPp+favzN4250oy2Ttxz6IWUpUmrEYe0fccoIRoHdXD83tDcQL43HFsccHOEaigdi5r8bv24WKJjFbOgmCAN8Pz3HVYz0UfE1E1RiYei6NMZuuikFu4zTN8AEyeY/f37qDtOtzzLJGjl/axJIJvaoGskV+cPsOhnIuMdvgpRs6+dENW1i0KExo7kkXaIyNv090hqlu+4XELCHEQWQoNenf480Jh1OXNeEFAY4ZjrMijkPgjSfKirryBkxAzgso+gGGUhT8gMbYzAtnKa+AGS+Nn/q2odGo+rDaryXhMJoPpwQroLM+Nu3qyi9++ir+cud2bnhgD6ah+M9XnkKqdA2OZXBMR7JqrJOK2ui8gdIVibhg/LFpGNQlE3ixKEopbMskCDReqRf/aMGvmkwdqRjD+VrTmnDYMjA+JbwtOX1Peq01i1IOL1rXRk/WxbEslk6oQhwtePzh4S5GCh6OqTj/iDaWNThVN8MiBjgGFAKmXTRmv5GYNeckySjEfmQZCqtidTDVvgI9sBvcPNqJV1X0GU6MFS1xHu4K78rFbZM1sygfH51QKTFacMtJRsc0WL+wnpzrY5vGjL2hIpbJFy85hp7RAgnHrPriDys2Y8D4+wVa899XbuR9zzsKxzQYKXhcv22Is1YY5Tt5ccdkRVOi4jwG8Wjp+rLjPT2yrk+8NDgylMIyDY7uSOEFmq7RPA1RmxMXN0x7/TduGwjvwimTtqULOLbG1Opf3L2rXBGZLvh87frNPL5nmNbSap9/fLCbkbzHpSctpj5mUxedm5U7hRDiYHPisao+iq/64RdpWrqI7kc3k2xpqurbePyLnsuGi8/nsovfRH5klI61K3nux94x43vc9esrq7d/8+dykjHV2syH776S7o2bSbW3UN9Re9GuMWYkwvHf+wb5vV1YiQR2w/hK1objsPwVl8Idnxs/QCmcN78Z6zvfxMsVaV/TwaqVGr9rK2bH8nCXaAJr0Zrx8xjjbUjGBrm7dJKtQR3LjbDCRCUbMVqXsMqy8QJNbzq8iXV0R3Vl40Tv+PGd3Pp4HwC/vnEb337DyZOSjNc81stQLoy7OTfgV/fs5r6tA+Uk48a+LAUv4GmLGkg4FvHIQRiwCSHEPGAaCrNinGXFEvgFAx34eJhk3fGEXNyxWNPm8MDeEbxAE7PNcJbZDHRmoHo7PVBOMlqGwcqWJAUvwDLUjL0FHcvkZ+87j939GRJRm8aKpJ5lGDyrxlTl0UgTqXxfuBSoMtBuEVXIYZQWNDMMhWOMp3DC7TAOmG51leBYoXvUMmiI2TTHHdxAs2soR33U5rRl07f3cItFgiAgYsDipI3tTB4j3b5zsNxnuOhrrtvcR70N6xrHr1EDiYhFo21X3SQThy9JMgpxAIULuCwZ3y7kCNwCyrQwogmalOKUZY0UPU3UNmpW+E1kmQZuMF5VYU1YpMRQap9WnjSUomOKUv+mZBw3nyPwiviB5vfX3s35xm6MR/rwVxxPIpbizKX1dI0Wpp0uMKazPkam6DGYc9mbdlnVHK6oZltm2B8LOL6zHqif6VR4QVBV5q+BvaOFSXfl8u7kXiK5jMvocJ5UfRStNUsb4ixunL7qc39SzNwrRO6vCSEONice4wVf+FB5e8PF57PxmhtpO2IFT3/zyzEMg8/tuoXhrl6al3Zi1RhwTNTQ2UH3o1vGtxdWJxLtSIRFx07di3giZRjEOhfWfO3Et7+ZrVt7uPbLPwDD4Jh3vp4LLzmeRNsFePkiTsxB57J4ezeXk4zTeebqVnYO5Xmoa4TfOsfzhuUezTEbc8FKlB1+9iPbUhw5fW4UgILrlxOMEFbv37ixh9OOqO4BObFHoxdodnSleWBTP8esasYPAhKWReuB7h1cQWKWEGI+UkphlXom2kCb5ZFzfSxDkYraKKU4bVkTRS8gapuzGmeF048r+rtb1XHOUGrGxVImXuOiltq9sNYtbKBQLKJ9H60h7wcUjQhY0bAisXS9fnE8yTid+phDwQvIFj1MI5x1l4o5NMed8njxpEUNnLSoYcZzaa0JgglJS9/HNKs/uzuhzZQXaPZkAh7sL3B0c4RAa1wzQkdSxllPJZJkFGIfBPk0uncrBD4q1YrR1LlPxxuR2KQgYRkGpuHi9+8h8AooJ4bR0IEyagewjlSUXcO50rRsk5YZSt2fLDsaQ+so37z8Jl6V2IQVA/p3oNP9eCc9n7qIhc/s+mvkXJ+2ZJTlTYkpp3jlXJ+RnItpKJoSNVZ+KzGVmrSIS9KpPmdPusAZK5sZybtsKTU6fu66drZs6qerJ8NQb4ZnrGvnX09aPKvr328UqJlWA5XoJ4R4knbd/wjfedG/kx0c5oQXX8jLvv6pfTp+/YXnsP7Cc6qei6aSZIdG+N9nvIzd9z3CqjNP4nW/+Crxhto3h/71sv/iW897PV0bN7PsacdySUUS80B40Zc+xkX/+R4e2NnDhsggfu9ucgqcUsW/9gP0LHvvGgpefeIilFKYU1SsBKMDBN1bwY5gLlqLMmv/0zpim7TVRegZGZ9evWhCVc2ekTxLm+L0ZgrltiinLWvihsYYN96zl1vv7+L0tW28/bQVs7r+/UZilhDiIMgWPPo23oOZHcLuWErb8iP26fiYY01qZ2UZBqbp4/dtJ3DzKCeO0dQ55ThLtS5F730c3BxEEqjmAztGiDgOWmsGs3mKAaAUvjIxK8ZWLiazqf9z/YBU1KYp7mBbtT+fdgsE+TQYJka8DqVqxzalFBMb66sJhS2e53PCwhRon61DYWw7pj3Fo30Zbu8ucFdPgc66GBesbZrF1e9HErPmnCQZhZglrQP0no2o0opeDOzEtyKYdS3THKMZzBbJFj1s06AlGcWs8aUXDHeDG/aM0oUswWg/Zn3t0gjHMlnRnERrPW0fkP1JKcUr1iewtlY8V8hAPgPxOjrrZ7671j1aYNdQeGfQULCmLTmp30re9dnalyn3E8kUfZZOMbVBKcXpS5u4becgeS9gSUOMFRX77hzK8WhvGoBz1rZzlh+wqD7G0QvqePrKFq57sJtExOLZGxYetL9jJWOmXiFCCPEk+K7LF067hGIm/N79xzd+QqKpged96t1THqO15i+f+QYP/uk6Wlcu5UVf+ijJlsmDg5+94YNsufkuAB666h9c8YHP8fJvf7bmOdtXL+cTj1yLVyzOqvJxf4gmExzbEccYGiSwJ9+Is5atm/EcrufhuuOLt0UiTnmRszFBehD3jj9B6d8FQf9unOPPn/KcX3n1SXz4F/fQM1Lg/GMX8JLTlpVf2zqQ4d494XTs5c0JjllgsrwpwaqWBMe/60yufaCLeMTi/GMXSMwSQhx2tNb033ktLV0PhNt77mNIP5eGFUdOe1ww0oPOjaIsG9WwsOaNnmCoC4phLNSFDMFwN2Zj7Yp4ZUdRS45B62DKBNz+ppTCUAZ+4GMoGDKTJP0Mpg5I45CKzFwFmCm4jOTCGV4KaEpGcSYkGrVXxBvYXU4c6kIGs3HqcZDjOLjFIlprTNOsqmJ0PY9C0SVmwhlLGjiyzccwTBY3xDi6o46tg1ksQ7GyKSEx6ylIkoxCzJbnjicYS3R+FKZJMg7nXAay4Rd+3gvwdY6F9ZOTZtqfsCJladvzfYqlQY5jW1imiT8yiNe3F6tlAWbd9L009qdkcytuRZJRWw5EYji2NWngVUtXxYIugQ5XP1vWXP0VNJJ3qxoWpwseXqCxprgb1ZxwuKBGPxOArorVOwGa4g5HLwh7WrWkorz41KUzXvMBo2ax6pncYRNCPAkjPf3lBOOY+37/t2mTjNd/4yf84T++CMCWW+5mpLuPd/ztp5P269+6q2q7d/MOAB6++p/8+T+/hlJw4SfeyZpnnMbI7i56Hn6MljWraFhSe1B3INjROAFgNbbgrFhLcctGQBF92rlYLTNfh+dWx3vP8zAnJEmDnu3lBCOAHtiDLuZQTu0bb8csaeCPH3hGzdd2DlX//8o0VHnxtqZkhBdJzBJCHMa8QFPXt6m8rQC9eyNMk2QM0v3o4W4AdBG072G2Ta701p5bcztd8OhJ59FAezJKMmJR8AIyRY+4bXIw1igZE7Gtcg95MBnVKXwdjnWis2iDlano2a8Jk44Tk4xBPlNVmaiLeQh8mKIC3zAMItHa7bA8r7odVWvMIl5aiC1mmxzVlprxmg8YiVlzTpKM4qDwA03e9TENdXBWQjwQLBtt2qhSAlADzHBnKT/hCzjv+mjfC7/QLbt8h0xFEujs8PiOThzPLZIreuV+HLlCEbt3F0O/+WbYBNh2aHzhm4ksW8PBYLYsQh95Gv6Oh8GysdeeSjSZmvXdqYm71Tpucn/J8Gcmedej6AVELJNI6b+vic2YJy6C82jPKFc+1IVjGrxoQ+eUfSkPjFmseibRT4g546XTjNx/H3Z9Pal1R8/15Twhde0tmLaN744PPNpWT9+HcOut90zaHunuZWh3Nx1rV5YXiTn6uc+g+7HxPosrTz+BG7//K375lo/iFcJB0jcufB1v/H9f4Q9vfB/F0QxWLMpLf/0tVp175v76iNNSsRSqeTF6pIfo0acQO+15qGiy3Etx5hNA1V2vGt/JKjLhpqFhgjnzqHTXcI6edIH2ZKQ8EyBimVQutBaxqmPEXY/s5Fu/vRnHMnnPK57Bys7JC50dOBKzhJjP/ECTKfXh25e+7POJZSh8J4btjd9wsWIzVPAVqm/OUMyGM88CjTKM8lhDRZPo9HirCmXaFAe72J1RFM3w3//bBjIsrIvycE8aP9AYCo5qr6M5cXAq8GO2SWsywlDOxVDQlIgQm20fSZgUs1StmDVpiriCWVRrZoseec8napnlWWgTx3ETt0fyLjuGcihgWVP8IP93KTFrrh2a30LikOIFAXuGsnilJa4aYg5NiQPbR/BAUMpAdawh6N0KuRFQBkYhjdatUybaIpZBRUyjThXxensBDaaN1RSW9Rt1rWjTQntFsCJ4yoJiARvwtIEuBYD0jX9Cu+EATrtFRv955UFLMgJYS4/GWlp7wO0Hmoe6hhkp+MQskzVtSZKR8a+YxQ0xtvZn0YBtKnKux83bBqiLWqxrD1eVzrseScfACzRFX9PZEJsxuKbzLgPZ8T9ycyJCImKzpjVJtjhcXsX6iNbxpst7hnN87M+PlBvs9+eKrGxNknRMFtZFiVomK5sTVde/Pykm9zWptY8Q4uBzBwd54K3/TmHvHgAWvuzlLH3DG+f4qvadaf1/9t4zTK6ryv7+nZsqh85ZOcuSbDnngBPY2CaZnMHkDMMMaYhDGBgYwmDSAAZMNtiAAeecLcuSbdnKudW5uivfcM774VZX6G6pW7Jk+f9OrefxY92656bq7rPvXmfttQ3e9rvv8pNXvQ+3aGOGg7QunIP0PDR96sW+Wccfw0O/+nN5u3F2J5+YfTpu0aZl/mw+fMdvaOju4GX/+QkSnW3sWfc0sZZGbv76j7Bztcmenctz25e/g53OAuDmC9z+uW89ZyQjgBZvgXjLlPuU9HC3rGH04fuRniJx/ksJdFS8t0zTxLZ90k8AyvPIZYvouo4VCCKVIp3oxmjswRzeBbqBsfzM/XoyjuPJvjS3bB4ob1+0sIUlrTFWtMdJF13SRZeIpbOqo+JxuW3vMC/+yE+wtSBGIESy62nOP3kRAUPj6R0p0jmHl53cQ0/TkTHWr8esOup4/sKVki2DWWzPf6dtjlh0xJ+7xlCHC0IIQidejHv/n9HtHEQbCM1ecmB7KCsIuaptI4idy46fECsYRmian2dpOsopgmejdqxDkx5z0djduJRssAEF7Bkr4JXyVal84vG5IhnBb9ySCE19PU8q/rmxn6Lj0RgyObYrSaKqU3M8ZDGS9fMhTQgcp8iufaMI06KrMYFSCltYCDOE5uQBgZ5onXZuHy3YNdVo7bEgiZCFZZpIKZGln0/AqtxL3vF4dPcoXkk12Z8pYuoaQV1jTmMIU9eIWAbGESpprseso486yVjHEYVSkkyugOvJspQtlbdJhisNPYquh6nPrLPy9Nc7sj6FWiiK0vSKf2L/NkAgWqdWhyRDFp6EnONi6RqJ/CDlZSbPQWZT6PFmv7Ny1Pe9svNZKHXzEoCOolyMpSaY1U/cPorYNJghXSIYAZ7pz7CiI45VUmM0hC0iloHt+S9D/RkbIQTDWZsHd44wOxHEKb0gGZqgMWwRn0GdQrpYWwKRKbpEAiYhU+e0OY24npwUxDb0pcsE49zmCLOaIjhSkbU9tpQaxGwZyvLCJW0H1UFuxhAz8AqpR7866njOoTyXfddfVyYYAfb++ld0vea1GBGfwLFzeYxgAG0GNhHTXu8Ix6zjrriIU97wUu750W9wcgX++ZXvYwQsXvzZD005/rwPvIXM4AhP3ng7zfNmsfneR8rKxIEtO/jHl/+HV3/vC2i6zoUf9YnXb5zzykkEI/idqoOhUM0zKjmzJmHPBbzdG9j7q2sYe2YLAIN33MWCL38Pq7UdAEPX0YIaSiqKxQKaZ6MDSJeClNhKx1PgLTyNoucQDAQIhKZXxK/fN1azvW7fGEtaY4QtnfMXtuB4cpIS/6End1AUFoFIghecPJ/zTl6EBPKuJBYP8M2/buC6B3fyhw+fRWviCKjy6zGrjjqel1BKkcoWsD2P8T/CwaxNSzRQrg4aV+UdjlhzpGNWqLkT9/TLUelBf8GmmEaO9aMnprZGEtEmkB4qPwaGhRusakCmFK5jYwaCfp4V89Xf3sYH/YoyQEPSkt5JNtjgLyZJ6e/bT1OYo4l7tg8R1gWr2vxnHMkWiFh6OccJmgatcQ1PKsbGxoi7aZI6KK/A9n0OHY1xv5VMuBFPSQzdQAtMT6CmcrV5VipvkwhZaJogHAqiSrlo9e/FaMEpE4wCn/T0pKIxalB0PIqOR7bo0BoPTapiOyyox6yjjjrJWMcRg7TzeKl+IkpiojOgJZBVkmzHk3zzjs08uitFxNL54DkLWNk5dXfKaa+lFBv60/Sn/ZWS5e0xGvazEnSwmBRQs6na/RO2qyGEKHV/9pWbTv7gSUIB6JqG6ebQjlmNs3c7eC7oBtHTX1gzVkqJbTvIkkGvZRoIIfwSbaFNu6pTjZztkrU9wpaOWncf+Q2PYzQ0k7jgipoO2Z5UOJ4kXXQJTvD+GM7ZNWXIlqFhGRqpglMmlYUQJe/F2uRzXPm6Pwxkiogpyqknbhu6RrroMpAp0hAyaQhbdFat8I6rFceD4DgKrqQvXWTOfhrPPDs89zJ+IcQC4H3AC4DZgAn0AncD31FKPXyI5+0Gds1w+NuVUj8+lOvUUceRhte/k/ydv8V9akPtDiEQQuDaNj965Xt5/M83EUrEeNtvvsPyi885pGtJz+Oat/4LD/3qemItjbzlV99i8bmnPfuHADzXRTcqr3eb7nqoZv/mCdvV0DSNK770Ma740scA+HDjqpr9Tr4w1WE1CMajdK9aRteKxdz9w2uRrkfU0EiEA5z9yffVjFWugzc2gPIchBUuL7p5uRzCNNHMmRtieakBvME96I3t5LdtJvfko+jJZhoufClasDLnS7voexv37y4TjABeLk/qnttpfemrK9+HEKALPNehxt7JdfCqg41uIqeZs53BPkBNsu6YWBZt6hrDWZutQ1na40G6kyHmdzejG/47TXtTtGZ8YyyArvkLdg9sHuSy47sPeB+HhnrMqqOO5xukY+NmhokrScAU7HKCeJRsmBBIpdg6mGUk789f85qjJEOHZjKolGJd7xi7RwtYusaxXXFaDlNV2qQ8y87XKMJVMTfFUT6EEIhEG5RISDebodbnYqpcovYzTUDY1Gnc+jD2XdfToiRDi89gaPl5k5pPelKSK9hIJTF0nXDA8mOWVKWcZObzoOtJXE+i64LRgstIzsHSNbqSwRrizZOKgusxmC1ySney/Lmpa+Rsl3hVvqtrGroGup1F6OPfEURVAaWqPBKFNuU3U42xgoNSMHHqn/iMQgiU9JCui9B0hG4QrhJojA+3dFET75SCouNhBI6EmrEes4426iRjHUcM3tggKJ84svCIqxwpEaWhpGL8y1O9PLY7BfhdhP/7zs385NXHH9K19o4W6Ev7EnHbkzzRO8YZc5sOarVNKYWS0g9YmobyXJzMCEgPoZsY0QafpAtGwamoNkQweoCz1kKLNCAzw6UDBY4VIVewsfSKl6BhBnCqPEasYBChJO7YKFbnbBpe+mbc4QGsOUuxWmuTiYLtlIlLz/NwAX1wC2pswE+U2xei7Wc1sBojOZun+9MoILxpDY23XVve17drNwuu+giGrpEpumwezOJJhS4EAoUmBCWR4JTBViqFVKpmnxCCkGWQLVYM9G3XY9dwhqBp0BwNlH+WBcfjgR3DbB3KsXEgw1nzmljZEfOJVU2QDNe+9OxLF/jTk73Ynr+Se/GiVpa2x1jVGuXRvWP0juSY2+IrlCa+6ITM/390JhNCXAV8B5jIvM8p/fd6IcR/KKU+eQinXzX9kDrqeP6j+NDfwM7TsLiLkU29FEf9xKb7DW9CD4e5+Rs/5PE/3wRAfjTNj1/1Pr4x/PghKRrv+fFveODnfwRgtLefH7zsXXx9YM1+y5ingue69D65kWA8RvPcHga27uT7l72NvU9uZM5Jq3jX9T8i0d5K18ql9D1T8U/sXDFzi40L/+Ud/PnfvgZAIBJm9gkr+efXrmbuycey6OxTALjk0+/new+9FSdfwAwGuOoP36ehu4PPL7+grHDIuJLX/vjrLH7ReTXn3/fIw9xz9a9BwBnvuJKWZcvo/eXPSN19K0I36Hzre2k898Jp79PZvYncLb8Cz8VO58n2Dpb3FbdvpOPdn0YYBsXd2xi85lvIXAYtHPWzn6rFPi00ucRQKYUngaofjRICy9ApOhXfZceTDI7lsAydWMgqxxIpJYPX/ZTcw3cBcNKq0xhacDE5xyNq6Zwxp9Zbcetgli/882lyjt9l9L1nzuf0pT28+PTF/P3R3azf1MdFpy0sj9+4Z7Rc3tcc+3/PimYq1GNWHXVMDy+XKudZAU3RbDj0uQFaov7Cw76xAiN5X4XmKdgymGF1d/KQlIi7RgvsGvUXmYqe5NHdo1y4qOWgSDWpFKm8g6lrxAIGnpRk8kU/h9A0YiELTdMQZhDlVvknmjOf13TLwrMrxw4WFHsGUrRFA/Qk/fld61iIl035ikWhEZq1hNlejqE7/gQoBND89N30rDiWeKS2uWeuUPRzBcBxPQrCYawoGSs1XWmNBfZb7lwN2/VIZSuLdgM5l5zj/yzTRYdl7XE0IRgrODy6O4XtKeIBs/Rd1eZPE6GUxOzfisyNQCiKaJ+HwkTXdFzPGx+EcPLYxQyaYaKHojUxa8dwlj1jBTYO5VjUHKU9ZpWv3RqrVctLz8XNjDJO3uqhKPFgkJaIRV+miFKgaeDJyXmWPhPj/f8HUI9Zk1EnGes4cpigTIuYGpFYmICh8+S+MZ7sz3BMd5JUzmbnUI5s0ZuyTGgmmNhgxZEKqWC6xlLjUErh5LOoknxet4KoYrYsp1eeg5dPY0QSaF1LkHuAYgYRTiLaJncx2x/0aIMfLD2XnDIZLUh8o3eHhkiAsGWgGQaWFkFK6QdbTUPaFdJRjyfR40kKoXjNTOZJWSZJy8+VHvAJRv8hUb2bUNFGxDTG9HtG8+UVrsDujbXPsPMZPvKHx/nGK1axaySPJxUBQxA0RFmh4XgKV0JzdHKgfbx3jOG8Q1PIQtf81b+lrVGaIn5ph+tJiq5X9pbJFB10TdAYCVBwPLYMZmmJBGiJBOiMB7lt8yDL2mN0JcIYmpgUcB8pBWfw/VUe2DnCwuYo/37pcn5w6ybu3ThI7740Jy7yfbuGczZKQWc8WD7usEMw/QrbYYq7QojLgatLZxwGvgnchf+LdyLwMaAb+IQQYlgp9Y2DvMR48MsD00mxdh7kueuo4zmDKi3uGEGT+ZefSJEkkTNeTGTBQh79w41lsm0c+dE0Tr5AIHLwaufhnXtrtnMjoxSzOULxmXVjdAoF/vvCN7D57ocQQnD5f3yMjbffz94n/fl6+0OPc93Hvsybf/FNXnv1l1Cex+7HNzD/jBN4yZc/PuP7vPhf383cU45jcMtORvf18+v3fBrwE5s3XfNfnPy6l7DkBafz70/dzN4nNtK5fBHNc3t45vb7ygTjOOTYYM12um+AH17xHnLDftOzp2+6jzd/56Ok7r4V8EvX9/zkO8SPPxkjfuAqB3v9Pb7CH3AmdNS292xn4Jr/ouUNHyb1t2uRuYx/P7kMsfk9pLfsAqUIL1pG43kXTzr33tECwznFnAhYmp+s68EQIdNEEy6elDglRQr4jcg0IYiGLKSUZDY/VSYYAdzH7+M1J56J072QaECfVCp2/RO95ErkpVTwu8d2c/q8Jn78sUv51nWPcuuaHTy4ZjsXnbqA3lSeX9yyBU3AJau7jpx3WD1m1VHH8w4T59i4pRNLRgmZOsM5m52pXE3zD6n8+cs4hL/VvFObZ7lS4XoKa4Yn86Ti1s2D9JWM6ld1xJmbsMoLJJ6U5IoO0VAAraEDiULZBUQgNCNxxDgM0ycqlZRsGSny9037yvsuWNDCsrYYItaEvvxsVG7MbxAWCOPu3sJEhaPMjNZsK6WgSiQhUNiux1ihIpDoTxdn5DWYm2D1lAhoZZIxZ3s80TvKMR0Jnu7P4EnJsqhH3JAUHA/XjIKm+U1+pvCO97auxewvqfQzw3ieR3DRGZil6japJMLOQ6mRqXSKIARGKIqUkkLRpj1q0h416YxZ3LYtxZyGFlqjQQxdTCKWZTFf8915hRy6FWRVZ4KNAxn6MkUsTRCxdBwFVunwaECfpOw/bKjHrKOOOslYxxGDFoohqzomm+E4mqFje5K/bOgrT0fJsEW64LKwOXJIBCNAcyTArlSFGGsMmQe1OiIdu0wwAnh2ASFrA+r4fmFY6LNXHtJ9AmilbpTZsaruaRrYtoMpwDB0hKahVyUewgigNL18T7YUPDPssDzolT0DbVfiSLDG1RZuETFaCa6lp0DmM37HNSuMMKYmG6uJOrehtWZfrx5nzc4Ua3elCFoGAV1gaqImUJi6YNtIlvX9ac6e11RTUjGQKeJIRV+2iK4JYgGDzlJ3zWTYT5B2DmdqrmmXSOTxlcJx9CRDdCUCFEtlBE3hwIxfeDRN8K4LFvGuCxbVfO5KyXfu2sqNT/rf3TkLmnnrKXNmdM6Z4rkyJBZC6MC3SqcbBE5RSm2pGnK/EOJa4D5gIfB5IcQvlFL9B3GZ8eC3Xim19tnfdR11HB0YC1fjrPfJIN0yaTznMozOBTiFAj97w4fxHLdm/MrLzj8kghFg5YtfwE1f+wHS9c+5+NxTZ0wwAjxwzXVsvtsve1ZKcf0n/nNS5+jUHn8OizQmeccfrz6k+wRYfM6pLD7nVP7j+EvLnymluO7jXyE/luGsd76W5jk9NM+pNE2ZfcJKWub1MLDVr/CJN0boMfYgx4bQ4r5yb9fD68oEI0BmYITbv/ZzzKE+WrtitHREwfPYcctd5MbydJ95Mg3zZ099k1X+WXpgQlwTAnvHJorbnkYWa8u9Qy0NtF/wAryijbFoJZ6dA11Hq4qN6aKL7cGmMT85NwyNZXE/VoVL1xocqy3nG7f/kJ6LqlLVjMN+7FaCvRsQq86GRK1SZuLcPx6OhRB86GUn8KGXnVDZOauBi5e184GfPMjv7tzK7+7cystPm81X33AChxP1mFVHHc8/6IEwXj5d3rZCETRTRyrF5sEMUoFGRTmWCBoYh6gca4sG2DyYreRZYbPsuT4TbBvOlQlG8AUHPbFaFbcc9/DTdPSmHg4Vmm6ADo/1DtR8fs+OIQqux7GdCTQrhLAqynWztRu9oRVvxJ9KZDBKf7yLkOsRKFlBeROEHEIIpKcIGwJHKkocIVnbj+sh05jxdzTRPStje6TyDq5ULAx7tAX8k4fw6CukGVQhEkGDvakczdEgwaryZDlSm/vpxQyhqP+uYpo+9WMXs7XXLykc/WesfN4RC9AcNii6kuFckcawhWXMvOJiUUu0pvEm+EpJ13F8i69iEU3XsazDu0BWj1lHH///qAWs43kJPdaIFm9BiyTQGzvLPn5FV5ZXrsZx0uwGPnD2/EO+VjJkcmxngq5EkLmNYVZ0HFj1MBFT6dW0CfJ8zarIw5X0nrWB/XicNzVf5WloUHQcbMeZNFZoGvlwC72ORa9j8XQxgosgZ1eSXl0TZB1JwZXYrsTY9wyaXRtEsMKosQHkaD/e4E6/y9oUmNUQKpO0uVXnkF96CiMixEajhW9HzwbA0DRaowH2N4cXPcVA1ubGp/trVlvHO6Ep/JXQ5ITmLq5dpMmUNJoSXfjHBUtBUZ9wMc+TXFBSII4VHHalssgJv1sn9jQQKBGguoDTZjdOfcMlPNE7xppSGT/AHZsH2dSf3v8BhwIhELp+wP84hHKWKXA2vkwf4LMTAh8ASqlB4KOlzTDwkoO8xnjwe/xQbrCOOp4vCKw8h8AZL8dYeS6hC9+M0bkAgGImN8mLcNnFZ3PV7//nkK8175TVfOi2azn73a/n0s9+kHf/5ScHdbw94X6UUix/0dk1nx33sopnbyGdmXTMwSKUjNdsj+7t4zfv+TS/ff9nJ40NxqJ8+C//wwUvO4EXvOR4PvCllxONWshUX3lMw+yuScrz4ae2MTKQ55m1/aSG8uxOmVz/xo9w8/s+xS9Pv5y+x56Y8t6Cx78AUXrHCLQ0Epq/xN8hBHopfqDrxE6uKtcWgsjcuRiRMIHGZKmDtIubHa2JWeMLeQpwFJOagbnFPBFVICwLjLtcVRZMBdas+Zhdc8rj9aCFlu7D2fI4uX/8FGXX/lyuWNlJpLRaqGuCV60+cLL94MYB/vlYRRn7h/t28NDGg8lfZoB6zKqjjucd9FAMPdKAFoxhxJrLeYpvS+SPkaXtWEBnQcvM7Z0mIhkyOXV2A7MbQixsjnBST/KgjvcmsmgwyWqkmrxSUqLUs8uzJhJ82aLHrZsHuWXTwKSxwgoQuvJ9FFadS2HFWWQueScqFKVQpeCcqOBTSuFKhakLwqbmL0Jpgv50kf50kZ3D2ZrjqxEJmjVTpqMEqmQn5VY1TOlJhogYtd9d1FAkgiWy0JPsG8vXxKzxRqL7284VnTIhWn620sLaxFlcKsUxrTGUUmSKLntS+Uk5vBYI1cz/ejAy5TOPQymFrMqhpefhuO4BjjgE1GPWUUddyVjHEYMqZKB/K0gXFYyh2uYhNJ2opTO3Mcy2YX/l39IFly3veNbdpRrCFg3hQ1sJ0Q0TzymWl5I0w0QPhBC6gfJcNMNCs/wOWmpwB6QHAQHNPYi4r/STUuJ6HkIIDF2f1vMkYYI3vB3TKyADUexEN+THkDsfx5Yeetdi9FKSCxCyLJ7xguUXBwGErcqfsGXoJEIW6YKN5tnEvAkEYqQBZVQRp0oic6PoiVqlIkAsYLK6K0ne8QiaOsbrr+Iz1z/JnaXAfM6iFlZ1JxBCUHBdcraHK1V5hTRTdNlb8sjMOR5FV5ZX2VZ3JvCkYjhn0xi2WN1VIYQ9x8azC36g1v0VWM8MlInJxrBJtuiSLrp4UrEvV2R2srIS6UqF7UmCVaqWtmiA16/uZiBrEw/4JQyulPv9fXOnKJH+1B/W8aM3n0T8EA2zp8L0hsSHBdWy+r8cYNxtVf9eMdOTCyHC+CtzAGtnflt11PH8Q7rosFHrwIm3E3MNFpfmtGhzI8tfeA5P/v0OwPcmfPnXP4nxLFfeF555EgvPPOmQjj3xVS/mlm/8mJFdPrl04msu58pv/jtdxyxh19qnmH/68Zz4qssAuPZdn+Suq3+Fpuu84puf5tz3vQmAwW27eOy6fxBpTHDy619a0yxmKrzwU+9lyz2P4Np2zef3/ejXZB9bz+q3vYrVb35l+fPkvHm88PVngVsaLzS0REt5f8eKJVzx3S9w07//F0opQukxrCqVjde9lC3/fLC87WRzPP6TX3Phd7806d705i6iL/8gcnQQLd6ECEYY/v0PyT/5CADBJccSmLOY4Lyl6JaGvXsrZjyCFS358ZoBiJZUNUr67wKlGN6dDCGV8huhmTo9DVWNzxwbObQbc3gXFgor3IjTsayscNQNAxkI0vjGD5Je9wiPP/4UJ4UGygoLlUvjpQYwWitE4pzGMP/1kpVsH87SGg0QC5oHjFlFd3IS+5bP/C93Xv1empKHTipMRD1m1VHH8wvS83yPPQXSdTEN089BNI2GkFn2YxQCehrCB+WfOBUawxaNh5hnzU6GeLIvTdb2ytuJcICi4+J6EkPXCJQWhLyxIWR+DAAt2oge8fME5bnIYg4hNEQwMm2edeacRvrG8sQsncGcw13bR0gGDXpiFpl8AdMwytcECMTi2KvPp5pDC1QRn5qmEbBMbNtBAbanakQqsaDBaL5Clin8Tszt5mSvX1PXaYqGcaX0fQ41DVelGcz68bIhZJIsNavMpILgVqrfclKv8QiWSuFJhVHyCDMWHo/r2chUP1qsEWPJqeWxRcclW3QQWCgcNCSWFSgLgXRdR0rpW3ApRbro25h5JeLaUwrb8whple9N0w3MaIPfZBTAzqM0bb/VclPh5k0DnDO/lbA1c5XkdKjHrKOLOslYxxGDHNgOsjThFNKo0T5EQydCCK5c2cmaPaPkXY9lrTGaJ/gIuVKiFIdcPn2wEJqGFYoiPReEQNN93wo9MKEULpcqEYwACjW4E8JJlGaQLVRIPUOXhAIHDsTG8E4M11caaoVRFAK1dS3CKfgqv6fvQ4SiaA3tgL8it7g15peFK0VXIjRJURENmkSDJkqFkMNm2W8DQEt24OVGyz6T/oPvP0Cbulbz/X/h8uU81TuGEIKl7bFycO9OhhnMFCk4LgFDp+hJ7t01Wu4O3RQ2a2T8pq5xQlcSVeqyWTYaVoqC7dRMSpYOu/NOuZmLEIJZjWHu3DrIE31p4kGjhmQUUA6y1YhYBp5U3LRpgKztETQ0XrCgZdLvHcCKzjizG0LsGPEDeiZrs33PGL+5fwdXnbdg0vhDghDTN4s4PCts9wNfwfcC2XOAcdU3czCdA46pOvb/qRW2OuqYiC2DWZzSvJUuuuwdzTOrwY8B7/zTD7j7B9eSGRzh+CsvoXN5rc3CuIrgUAz1DwXxthY+8ehfeOLG2wklYqy87AIATn/rK2vGrf/bbdx19a8APyH93Qc/z6rLL8BzPb5y4mVkh1MAPH7DLbzrTz884DVv/+ZPkBMIRgDlOOxds569715PcnY38847HQARjBA47SU4T94N0sNYfHINyQhwyttfwylvfw3SdfnFMeeS21dRmPRcfhnP3PU49lhFSW6Eag3nq6EFI2hVCorGV1yFc/qFKKWwuuaWfzbBY88kMHsBys6B56ECYZQwoNTNVGi1CgddE8wOSQh4iEgl9rlSYuezWMO7EOOG97lhjOIwItThn0sIrECQ7923m98+bLBAn8OJ4aGKWkQ30aLJSc+SDJnMb45yy6YBMrZHQNc4d0HTlN1cz1jaxopZSdbvTAFQGBti1zOb+M61N/PZdx+sYGI/qMesOup43sEtFsriCCU9PLuIEfDnyIUtUfrTRRwpaQxbRKzalF8pnyB7tsTjTBE0dS5Z0sru0QKmrtGT8O8zYBpUO1zIYq5MMALIzLBvMyUE7si+cqMbYefQ4y0HjLmmgNbSe35PQueErjhzk0GiAT8n8GwHTQjMEpFoaBpdiTCD2SJSKRrDgZr8BcA0DEzDQClFIV3rRRgNmKSLXk1F1YG+X00TWFWiiEUtMTrjLkopogGj/GyRRCNebgzl2hSVjjCCULW4ZOpabTMY3URfegZa6frj5/GkIld0SqXEgmLJ2V/oJsa4z6QQWJbFcLZAulCl4sRXxQrAnCIWCE1DFQrYD1yPyo2BGcA68RL0xo4pntvP/cbfm/ami2wcyhELpjhzbtOk8YeEesw66qiTjHUcOXgTyn5df3s077BxIIMnFbOTYVqi/t9a0fXYO1rg0V0pfvXILjypuGJlB285zH54+4PvgzjNCp03hZxbejiqdqJyPW9SB61JcGrN6UUxA05t2ZRMD5dJRoBE0CTRPv3KkBAaWs8xyH2bwXMRyTZErAnNGC9XU6CbqFCC4Uwet9RwJxEOolUFqnTBIef4vo/xoMnyzsll6JqY3GnsvPnwzGCGkKFzclVJhVKKgUyR4ZyfqEYDBl2JEDnbY89ojpCmaK061XDBJevAY3tGGS04RAMGK9pj6Jqf0o0WXDYMZJjbECIeMH1T4v0ElTV7RssrqAVX8tCuEV60ZLKZdMDQ+fgLFvHi/74bpRRjaf9ep1KLPBs8FytsSqlbgVtnMLS6znLXQVzi2PFLASNCiK8BlwDzgQLwJPAr4EdKqck+AHXU8TzCeLOpcTilbVXMIVL7OOsVZyAiSfS4T5Tliy4b944yK6kTwZ+7tUAYI1xbVnykEGtp4tQ3vvyAY9IDQzXbSkoyQyNsuOnuMsEI8Pifb2Ksb4B4Wwv7Q/8zWxECNOUnG+CLKRqqkrDeNU+USUYAvaUH/ZzXTPssmmFwye9+yF0f+SyFoRSLX/sS5l9+MVJo3PiWD+MVbZLzZ3P8Va+i/8dfwd67A6trDk1XvhM9VolLBcfFdv14FrIMrK65k64lhIZo7Kr5TNpFPDvvvwdUKWSUUrhb1uBtXevfZ3MP5rHn05e1uX3LID0Bl1MnGK54jsP924cYytrEgyYnzWpAEwKpYKMb53vpRbwyupP2ZITASRejhaf24ly7d5RMKWYVPcnDu1JTxyxT55cfPJOeyz+PlJL8iB/jC8XDO+XWY1YddTy/MLGceJy0Gc7ZPLZ3FNuVzEqG6En6i2VSKYqOJGu79KeLKPwKoY7EZKXdkUDA0JnfdOBS2olNQ8F/TmUXywQj4NtMSK+8ODQVvAnnagwaRCc0SvGkxKySBYYtg1nW9PSIEIJkJMhY3u82HTQNgpZBSyzIvlLzTFMTxIMGO0f8sumAodOVCNU0hSk6HrbrYZRi1sT7G7+WUVJzmkAUSlVdDpqAxnCgJmbZrotd8pDWNY1QwGI47/DQzhEaggYLm2p/3kp6uCODfqMdw0JPtk3OX4XAFNAcDe63qY37zEM+wQjgFHGeuAv9rFdOGieEwLQs/rahF6lgW6qAVJTFKYcL9Zh1dFEnGes4YhCRRlSmKsGJJPGk4ol9Y+WJZMdIjmhARyD4yi0bGcjaqFLnLhfFn9b1cnxPA6u6JpNbRwXhBGhGRaEZiIAZQLiH4BsSSkC6otrQE624gTAUqwzko43Tk5UlFOxSyYGhETQNRDCKPufYmjFaKIawQijPJScFhYJbXnFzPEm6UCQR9lm+4ZzNntEKEdoRD9I8hYpiKsxvipRfJMZferz0MF5+jLgSFIiQwyJTdMkUXfozfoDJeoKhosIQkuG8y9qBAktb4wyVSMlU3mFDf4bjOhNsG8kxWvDLspe1xZnbdOCysP0RCFMhFjS59JgOrntkFy8+sZtkxOL8FZNX4w4VYgZdz56jxeVxfKzq3zcdxHHjPiEe8AhQ/eYSwC8jOA14mxDiUqXUXuqo43mK5kiA/pIxvVKKZEBDKYU3vLusAFfpQaQZoL9g8Iov34RtO9z+qdOh9PcsizmkGZjk6Xu0sPyis4m3NTPW5yvwZ5+wks7li9j+4NqacbppYoUPnGguOf8M+jdtQwifXLzksx9i4y/+wNjuXsB/A47O6sS17RmVku++4Z8Mr11P47Er6L7sIppXLuWlN/+2ZszCyy7kbU/dQWZvH2Z+hLHrf4ZK9aLpOvbOzaT+8VuaXnEVANmiQypXUVrGpSIWnFm5lmYF0Cz/ZzYes3aM5BgeHGLptrXlcXJwF7J/O/cPhrA9xZacxvJgmLgqxW3N4Jl8gH0lu5ChnM2a3SledWIPd28aZOdwjpvtbk445XwWLG/nQLAnWHc4U1h5jCMatnjHJSv5ye9u5TNXrqSrMcJp567a7/iDRT1m1VHH8w+aYSLdqoolw0AqxQM7RiiW3nE3DmaJB03aYwG2D+UmvQsP5/wF/JnOlUcaIhDyG3mNV10ZFsKwykKV2sEHnpMsQydf5V3f0xD2FZzV/oUlRd1M8iw5vBeVGUZEkmhN3Ri6RmO0Nm5GAwZzmiO4nsJI7SW1M00x1IIyAhRcj75Mga6ET/rmbZdUrlIF50lJNDizcvRIwCh3lh5/ngd3jrBpMMPlSyrNxLySlde63jEcqejPOXTFLcLVFWbFNKqUeyqngDfaTzzZQd72yrlScyRAdJrfEeVOsOlyJ1c+jEPTNBoiQdbuGeWUjjBRU6O7cRoC+iBQj1lHH3WSsY4jBtE8CwJhVDGPq1sgQRXyk1YqcrbHHZsHGSj5UAghiAQM7FKyMJLb/yR1JHCgYCMMC7qWQmbID27xFoTQKLgunvS7RAMELbOyquTaUMyCFUKYFZmeaJmNMkyw84hQDBFvwzz2fLzNjyIdm0LzXGwjjpYpkAgH9rtyBL6Jb6ZQ+p5skEFV9oSa9Ay6QW/GIV20iZlaTae5aon/xO99JGfPmGSEkrFvah8qOwJCoHQToRnoQtGmMuwgiUTzPT6qrjvmCjypkZMGL1zSzqbB2uY1eccjYhm8emUXw3mHsKUTncGq4+KWKPtKK7fj2wfCR160hOMWNjMuUt2bLtKRcEgeFl9GMW3Xs5L98nwhxJNT7VVKLT8MN4IQ4j3AmaXNh5RSDxzE4ePBzwBs4JvAP4AxfIn/+/G9R44D/imEOFkplZvqRHXUcbQxtzFMxNJZe90/uPH9n8LJ5jn9bVdy5adeXxsTHJurb3yGHf1plnfHJs3NSh5e1fN0OFDMSnS08q8PXc/9P/8jZjDAWe98LYZlccyLzmXeqavZev8aNMPgNd//IsGYPyeO9Q+yZ93TtC6cQ9Ps7vK5Xv6tzxBtbWLv+qeZf8aJnPuBt3DSKy/l5n/7CiN7+ti6ZSfff+X7aOjp5P3/vIaOpfu3l9j0w1/w+Ke/Ut5ete9fWXjV66ccG2ltZviP19B/1y0AaIZObFYLmqHjpQbL46obofnbzkEnzsN/uZaxB25DWAGGz34lonPWpDHKc6sSdcHfCp2cEssxLxFAJNsZ3pPDzwd8ZG2XhojFT990AtuGcjRFLFpi08fSRc0RescK5Zi1qOXACdhXPnglHzujmYReit2Z7ahMKyLaMIMnnw71mFVHHc83GFYAqWnkbZe9aYf0cJaGkFkmGMeRKboMaWISwTiOw60gmw4HzLM0HaOxE5lP+yWvoThCCFwzhDICiBKRpUcby3OSJxWu53sbVsfjSMDPxcartUKWUbZmklJRcCWZTBFNCJpjwQNadHl9W5Hb11Wewc6jdyyccqyhaain78Xbu5EYEDJD9C44D88M1ggccnYtcZqz3RmTjONwNz2Mt2sDUtMZMhYhIpMXrxS1worH+7IsagrTnQgSMA1UKlWjx1eeg6EJOhIhbE+iC3HAHLT83LOWY/fvKJfw67OPOeD4M+Y0sarRwCo1+UQVka5RbkLz7FCPWUcbdZKxjiMGIQTEmnC0ip+SkA7tYY19uZKnBr730KQAV4o9yZD5nKkYpVPEzaVBSTQrhB6KThkEhRmAhs7y9prdKf64bi9SwfymMK9Z3Y1ZMtBXhTRy5xO+8lFoaF1Ly12+/JKt7tpzR5Joq15AKlsoBwSpFNmiQyK8/6SkMCG5KmQzOHfdipcaJDB/GZHVZ5X3OZ4kXSqjcqqatfj3JFjfO4rtSSITfEgOtjGPyo+hssOlDQVuEUzf60oToCuFoWtEDfB0mxEbnFK5+tymSLmpTVPIZLRkXq2A5pLptKH73a1nitkNYS5erNOfKRA2DXpKXo7bBrPcv2WI1liAFyxtLf/MHU9RXQWv8NWdh4dkfH5ACHEhfsACcIEPHMSxAlhZ2hwAzlNKVbd+fUAIcQ3we+Ay/GD4CeBTz/a+66jjSEAIQVza/PWdH8cpeeze/YNfM2/lXE68/MzKuECYYqlj5KbeDBv2pFnaFRs/yXOmYnzqprv42Rs/Qm5klNPeciWv/t4XpoxZjbO6uOTT7y9vP3Tt9fz8TR/FcxxaF83lvTf+lNb5cwDYtfZJvvWC15IdTmEELK76/f+w8sXnA77a8ZJ//2DNuZsXz+fV1/2I77zwjWQe8hOwkV17+cNHvsj7bvzZfu9953V/q93+41+IhPLY+/YSXXk8zRe9uLzPGRkmVSIYAaTrYafzBBuimF1z6fvBf+COptAXrUCd8WKE7s/RB+s1ll3/MGP3/BMA5Tokb/4Fmbd+nrFIG/Gs3xVbhOO4jd20FXNl316JRqR9LlrcX0Rsi3rlRVOA9ti495jOkvapS6OnQk8yxEWLW0jlbGIBoxzvhnM220dyhC2Dxc1Vpd2uUyEY/U+QYwPoh4VkfH6gHrPqqKMCIQToJptGcuVmJSN5h+awyWCuQmC1RC2c/VRc6UJMWaJ7JCAdGzc3Vsqzguih2NR5lm7UzFujeYe9o3kUQUJ6kO5kBK3UsMXxJEOZ/DivRUM4QLCUP/iildp3dl0IIsEAQ5lCWS0ulWI0V6Q5tn81vxrcXfssg7t8W7BCFhFvRmutWHMou4Dcu7G8bTh5IiM7GGtdTNDQeaJ3lKInaQmbmFU52MHGLK9/B94OfwrTpMe53lNsaG5gz1iBrlI8EkKgCY2eRIjtIzkcqVAKkuEA4VLvANcKVarohPA9MEvHVje+mQ562xwCp70Me3APKpJEa5/jfx9OwS+j1g1EpKGmtLtMMJYgPfcwkYzPD/xfjll1krGOI4pqSTrSA89mThBaLZ1ex6I9HiIeNDlvYQsP7RihUAqCS1qj9CRDXLiktdwxWinFg9tHyNouJ8xqKHccPlz36WbHGDfwlXYeYZjoVnDSuKGsTdZ2MXWNlqjFn5/oLQf3LUM57t0+zAWLSh2nB3dWSquVRA5sRy+RjAe+n9ptOfGDCdA0UTHJAtybf01xq78wU9y8HqEbhFf5DbCqQ1jBUygliQZ0IgGTp/oySKVoDpvomvAJTsdfHexI7N9wf0pM8OQUgG8zLZCaSVM4TExX0LuBhOcSB3LxLqx4c9loWSpF3vEImT7BGTF1ZjUcuneMJxVS+qu6mwYyaMB7r32MguN/eWt3pfjoRYsBv4GMqYlyIwhgUqOdZ4MZeoVsOVwraZOuL8Q5wHX4Fi8AnzyY1TWllBJCLAHmAUNKqQ1TjLGFEG8AdgAJ4D1CiH9XSj23Uq866pghssOjZYJxHD9/z3+w9sazePMPP4vV2IIIhHnDCxZzw4PbSecdXvu9R7j6qhM5ZUkbuhXyG4eUcMcT+xjN2ZyxtI2mGajXZgqnUOCHL383hXQGgLu+/0vmnbqaU17/0ppxSin+8eX/Yf1fb6VpTjev+NZnuPZdn8Jz/Pm5f+M27vvJ77jiP/4FgBu/+N2yV6NbtPnzv32tTDIeCLmR0QNuT0SwtblmW2VSDN34ZwDSax5C6DpN578IAKGXGrFUxUGrZz7Jcy5g7I4bcYf7AfAevI2YnaJ45sshlCg3DJsp3JFa/0rh2kRkgYG5p5NJ7aEnbpJLdPH7J/wGYqYmWNwSZVVHotxEzHU9/vXL12AbFksWzWJhZwNXLD/hoO6jGhFDoAV1QJHKFfDQ+P363nJc2p2Kcf7Cko+mboBh1pQVionN654F6jGrjjqef/CkYqJOI1P0sHSNprDJ7IYwzZEABccjlXfKY8OWTtjUSYatGgVfznbxpCJs6egHKS44EPw8a5RKnlXwG5QEJr/Tu8UC0nUQmoYRCLGvrOgW5D0Yzru0lUjGTMGuyZnGCnaZZDwQJuZV04o5zQk5kGuj+rb5zzbaDwi01jn+vim+t6BlEYwG2T6cJV/KdXvTRdoiFgFDQxPigGKSKVGorfTSlOSYqMvm3Bhrsi4n9yQRQmPLYBYpFbMSIXRd0BYL0BCq5NbCzsH4FGcEEZFDX5jKhhrIlCrFRDpPc0Ag+jZX/DTzaUTL7MoBE2K7mKYE/mBQj1lHF3WSsY4jCiE0hKb7be09u0xwRTSPxUmDIVexbu8omoBPXLCIHSN5WqMWi1snr/b/562buOlpP5loiwX47itWlQnIZw0lgYnMXu3fp7v7GbK9O8kGGsm3LSTv+F4VnlTEVYEG8vQTqfVNUr7RPp7rr+BMvMZ+ELR0MoUKaxgyD/ynGg1ajOYKeFKhawJn95aa/faOjWWS0dA1miIBhrJ+Iq2VPEWU8s3lxwlG8FfVmsMmrbHQtH4l4yWC4wm2CESBfsa/V0eYFAiC0Ek2NhPQdOTgDv93A5+EjGT70JsqxvZDWZtUoZIwZR2PO7cMMbcpzMLmA5c7K6VwPF+pqWmi3HRmHK5U7BjMlglGgL+s6+VdZ88jEjTRhGBlZ5yn+jI4nqQjHqT9cJEEM/AK4eAWNA/u8kK8CPgDFW+P7yulvnaw5yl5fxzQ/0MpNSqE+CPwFiCJL+l/5GCvVUcdzwUaZ3Uy9+Rj2TbBs/Dxv93Fnb+8idPPX8HonTeSMC3+ftXlPJiJ0d0c4dSlk0uUPvGrNfz+vh0AdDSE+MPHzqH1YBdr9oNcaqxMMI5jeEdtY8O+m+/kzu/9nNuuvw2ArfevIdXbj5OvbTBmV21LrzbuTdzeH854+6trvrMz3vaqA44/9ov/RmbbDtIbtxJbOI/mWTqoigov+9S6MsloxBO0veL19P3uGgBCC5fQ/f5PITSd4et+VnNeb3SExuHNmMvOmD5meQ4gEKXGAaHFK0jd9EeU49+Hau2GeAMhTadn8TJMXePRLYPlBmKOVGwZyvKCBZVmOTfcuZa/37MegDOXdvHqc1aQyRcJmAZB68ALo1IpMkWXoKlj6b4faLWfmFIwki/WLHw91Z/m1O4EkZCFEAJ97mq8nevBtRGNnZMa3Bwy6jGrHrPqeF7C1AURSy/PS1Ip0rZH0ZPMagjRGtKws2NoCOY1BMl7fh4wlXpxIFMgXXrn1jVBVyI8ozLZGUEpJuZZE61FVHYEmU0hhY4KxlHSw5ESqRS6AFMDR4KclEspdBTS75s8o9sJWwZ2lWdgZBo1pz77GNxCGvJpCEYn5YgqPQQlklEYFvqC4/E2P+pvx5tJzluG0o0ywQjgKdieKhANGBzfnZw+ZrmlmFWqlhNNXf7i0nhT0mAUrCCzLY05DY0ETZ3e0UJNtaCSqkwwAqhCBlWoepdwCniDO1GR5LSiGKUUstRHYdzbMlOVsykFztgQVnXDnuwIbkMXhuF3zzZDEdx8DqUkmmmhmYcpr6/HrKMes+okYx0HDWUXkCN7QLqIcBItMbnb4TjKE0ixgHJrE5ui47B1uEL65F3JqbMbpgxog5limWAE6EsXuXXjAC8/9nC9QGsI3SgTXgCiaqJzNj1K8aG/oQNNQKpwFpnZqym6Hpe2FDmm70EMJDlMVMOllXOEE7jb1vvBSGgYi2amaAhZJrqm+R4jTg7tmYewXQe9Zyl6c/ek8Yau0RQLlyf7waY2nN4dlf3NtQlwcyRAPGAgFQQMzQ9sAiKWjjbFpDtd4PN2PYXq3wYItJ6laK1zEVYQvWUOudEhih6MGXGU0AiZekXpM/k9oQZTKTiFgK1DOdqjQWJBo6yWrb5HV0o2DWTJ2R6agHlNEeJBo6SmrP3eap7D81jw+h8wuy3Ozz9+CYt7mjh9zvTK04OHQJv2xe3IRD8hxJuAH1GZ/38EvOeIXKyCdVX/nsXzIPjV8X8HvRs286ur/o3RfQOc+KoXc9kXPrLfsZqu8/6bfsHN3/gRN37+2zX7hp7eyODwA+VVd/Gnq3npx7+OHpm84DGULpYJRoDekTx/fmgnV12w6LA8U7ytpeypCJR9Fsex89d/Yt1HPsPGVL7muO0PrmXV5Rew5g83+h8ImHfa6vL+E155KY9ff3P5GU941YuZCU5/6ytpmNXJjofX0Ti7i2duvZcn/n4HZ7z9VSy/6OxJ4yOzurjo7r/gZrMYkQhbPvtRcs88Vd4f6OypGd/6kleROOVMvFyW0Ox55STL6p6HvXtreZzV1ISQ7rQxy15/J+7Gh/2OmSvOxlx4AlZbF+3v+DcGH7gDW7dQJ54Pmk7I1MtKHzVR/TLhvPmSFckJy+fwrldWfh5Fx8XUdXRdQyrlp8JV91hwPH7+yC52pfJYusYrj+2a0oNxYjmdbTs0nPZO5nQ288dvvZ8VC7sxlp016bhnj3rMOsLXq6OOMuTYEMWH/obKpzFmLcVcee7+PQyFYGFLlL50gSf2pRktumVPRuV5uIUqezY7RyISn9KrzpOqTDCWt4sODQerrtsPhKYhdLO0uOOj2lpEjQ2g+rcg8P/QPddGRptR0qMtYhESLpoQeEqhVVUVRUyNoJMvkYwgzZlZUkQCJoamlTo7CzSgWLQxDB1dn1y1JAJhzJUvQHkuQjfwnrkflRmuDAjWvgcYc1ait85BuTYi2oDQdAQQCxiki5Vc0ysJIqaLWdn7biT/yG0gIHzaJYSPPxctksA8/oW4O55ASYlonY0QGgHTwih/R9OJW6beL3NjiEAEzQxMGbOkUoyWrL0EEA8HCJiT8yy02u/SVfCDB3cQDZi8eEkbLdEAVjQ+zT0eCuox6whfb1oc+d7edfz/Ckop5OB2sHO+VHysH5kdmTRGDe9B7nkK2b8NpIcZDPlehlXIqVqO25NqklnxOExdmzQVWIexNb0QAiOSRAuE0awQRrQBTa+oDpxt62rGh/f5iuWgoXNcdgNGKdUI4xDfUxnr9W6prHYpibtnE4X0KP0jY+wdydas+EyEZeh+mfCav+Pt2Yjs24bz6D+QY77Rve9DUvB9RVz/GuMJSPKKt2DNWogWbyB83BlETr5gyvMHTb0maCxti6MJrSaRiu6ngcw45NhAiWAEUMhdT5W7lIlAmFBLN26kGaH512uOVjW/SbTWBCDRUNvBuSlsETQqP2fXq5SF2J7HrpEcj+8dZX3vKKl8ZUVy31iRXHlV1+8S6inorFIRBQyN0+c1sazDD24ait4tvufKjr4xPnr17Qd87mcDIUovXAf67wjEPiHEJ4CfUgl83wbeoSZmzocf1SbEh2mZso46ZobvXfoWNt/zMAObt3PjF7/D/T//Q83+8SZV3t6NyIEdBCMhLvvchznupReXx2i6zrKTl9SU9ahiHndkYMprmrqY9Dd8MN5G00EIwfv+8XNe+Mn3cta7XseHbv81s1ZXTNb3/PEvACQmWDzMPn4F/Zu2VT5Q8PC1N5Q3H/vjP2qe8Y7vXcM3Tn8ZX+w4nq/3nMjDV/9iv/e07IIzueCjb+dvn/tv7vvp73nsj3/ne5e+lR2P+DGxb9M2rnnLx/jpGz7MzjW+rZAR8Ym0nvf+C5HlqzCbWmg49yJarrhy0vkDHV2E5y8qE4wALW/8AOFjVmO1tpA4dhXBjna09vkH/O68gZ0+wQigFM66O5BpP1kM9Myj4+VvJnz+y9DDUYKmTktVzDquM1ETk06dVVtWdulZq1g0u42G+OQyZakka/eOcv2T+/jrhj72jFYI4Hu2DbGrRAjbnuS69XtRQCRQmS41IehORugoKeql5/Hra64HYPveQd7xuZ8e8LmfDeoxq446njsU7votcmAnKjOC89R9uFvX1uz3FWM2Q+k8qVwRAXQmQgQtvWw7JYCu2ORfXaWmzrOm+vsVh5mEMaKJqjwrWeO9p9KDNWO1wph/D5pO1FDl/EYXAl1VSDqtRDCC70toje3F69+Ks28zTt82vGxqv/cTMHW/Y7KUeJ6HJyVF28GT/nfkeJKBdIH+dL7swzyufNfmHouINYEZRDR1o3VMbnQmwnG0eHONhcqS1hixgIHrKfKOxJVMawPl7N1K/pFb8cvjFLl7/4o7tM+/j3gz5jFnoc9diTADCDOAHmsqH9sYscrVaQCtEyqyRCAKRpWyUVSpQaXHQ7tSXPvYHn7z+F62DVemxXzRKfcOUMBYvoiUiniVSlLXBFayFQJ+nJcKbhkJoRCkiy43b576/elwoB6zjj7qSsY6Dg5KTvLaw5nQsn50H2qkVLZVyKCki2hfiBFJIotZlPQNf0NSQ2CXVzxMXRDcTxKWCJm86ZTZ/PQBXxmytC3GhUtaD+OD+ZOREZq6BFcEJygKAmFiAYO2WBB3wryhZJUsvEoZCYDroEmHhIBhaZHKFbEMDWs/z61yad8st3Jy5PA+VLSJvrF8WemXc1w6EuFycxYj2UzTaz9YPsyTinTODwDhgEFwP+XXlq4xrzlK0fGwPQ/L8Mu28oUiD+weZSjvMqchzPFdiQo56Uzu/j0yliHSECz7jLTGKwE073jsS+f8z6MB9K6lfvdtIzDJP8rQNVZ2JBjIFtk8mCuXGUQt//saKnXAHicSYwG/1NubYK5SdCU/e2QniaDBefN9z8eQoaNpgu+/bjUD6SIf/f4tbEr5TYo002R7yuNHt2ziDWfPI3AYvRjHMUOvkMN3PSG+CvxL1UefVUp97lmcrwdfkt8K/EMptfsAw1uq/t2/31F11HGYYefyDG7dWfPZnvXP1GyrsQHUiF+NoooZlOegty/grb/+Nrd9+2ekdvdy3EsvZvaiLvZ++wEolRBr0Thm09RK/njY4iOXLecbNzyJUrBydgMvP3X2lGMPFaF4jMu/+NEp91lNvgK7J2Rge5IhM8js807nVd/9PP99wetqxkqnEqeKmVqPp8zAMJsGfAKuxdL5+4c/T/fJx9Fx3NRdI0d29daQmNJ12XjngzTPn803zrqSsX1+UvH49TfzmfX/oHGWX41gNbcy71NfLh+XH07xwFe+S65/kKWvvJx5LzyXqaBH4zS/9n3I9BAqM4KINiCNCEPrnsJsShJoakDXdXTDrJjNVyt7xu8zl0ZEff8qTQjaqmLWlv4Mf167h4Ch85qTZ/G647rpTReJVzVjGUciGuLun/0rN96znmy+SCTk79eEoD/rlJM0Vyoe2Z3yVRy6Rr7KtiNkaJwzv5FNA2lMXaMzFkTXBYbmVx28YkUn6aLL2z/zY9avfRoAIxhldzbAd294nLdevJzQDDzJDhb1mFVHHUceSnqo9HDNZzJV+yuYs92K6tCTSKlojAY5fXYjzeEMWdujJxmkIWziVDWAQey/464mBI3hAMM5P6ezdI148PA24BBi/3kW+oRr6X6XYSMQwinWKvJrOiGP52BKoeVGECUrOgEoI4hMDyHMIJo1tVWJUlMo1D2JQLB3NFfOJ7K2S3cyUla1CyuEvuiUynnsAvbGe6GQRe9ahN4x9WKXqWus6EiQyjuMFhziAYNE0GQ0b7NntEDBlTSWvDTHY5bMZSadJzWSIpZoLVWjaRjxis9xwfEYyeQRQtAUsVjQHCHneH6H7Qn5jNA09OZZyHwamU35X0ipodCenOKZAf/arlTct2OYzniAgKFP9rSUinu3DxM0NJa2RrEMDUP346lqXwCew62bh9ic93+WDUGDuckg+aJD0DKmVXIeCuox6+iiTjLWcVAQmu6b3zqV0ueJxFCNtwNAwSduhBDoJTm5JxX/eKqXfWMF5jf7K/MLW6I1qy0T8doTejhnQTOZosv85sjh8wmZAazjzqcwuBuVzyDMAPFlJ5Es7EGli2id8/E2rQEU6AbG/OPKx+ldi3FH+iiHxFY/yRQCTCHxJHjr76AwuBMRbcA69nxcM0TOdhECwlZwspF7NInjeTUTvFJguxLDmvydKKUYylS6Vecdj+aoOCBxFjB1AqbO7lSGqJslbAhOblTcusflgV0jBAyNFe2+AlDEm8EI+N2jgSEZ4DdPjxIwc7zsmA5aqpKwouuxaSBdViOOFRwWtcbQDmAybOga7WGDpmbBQNHANYJ0xoOM5GrJTaXA9SRSChpCJkPZCoE9WBo7WnB5eHeKixdXiAFdE7Qnglx+6gJufXQ7mmESaWzFFoIf3LaJh3aO8IWXr6Q9fni81AD/RW9ar5DDF3CFEP9OJfBJ4N1KqR88y9OeD/xv6d/vBA50vtNK/1fAmmd53TrqmDGscIhZx69g56Pry58tPOuk2kHF7JTbhmVx4UevAvyY9bnfPc5e9zReamxmYU8Ts694FVpo/4013nHhIi4+rpOxnMPirgSW8dzFrCWf/BD//PMt7OxPY2gar/jse9mzdRc/f/NH6ThmEb0bNqOkxAqHuPDj7ywfd8773sSGW+5Fuu6kc9pSYQjJ9Z/+L/Zu3EbL/Fm87kdfId0/xJ3/8wvMUJBz3/8mwsk4uVRlcax96QL2rNtQJhgBCmNptj7wWJlknIg/vext7CspIDf+6R+87C8/Y9ZZp0w5FkCLNUGsiezGJ7n5yneT3t2PZpmc/J0v0f3C8wCBYfpJrN46CxGMVt5VIgk8XUeODmBEG2vUNb2pPO/61aNki37ieu/mQX725hNZ0DS5lHkciWiIF5+3mr2jBUwJ8aCJZej05WrJTan8mDics5nfFObR3SlcqVjdnaCx5DfteJKBbJGehsr1hBDEgyYvPW81f7r5YYxghIY5K5Caxld++wi/v+Mpvv+es1g2/zDZyfgXrcesOup4DiA0Ha2pCzlU8djVW2sXqMarlyZu65pgWZtfLjxeVWZkR1Cajoq1opcWUvaHZNgiEjDwpKpYKT1XaOpBFTIIt4DSTLymWTyd8sjaKbpVjsD2Z7BaWwnNnoNRZWelB0K4rg3KKxOMUCIZpQe6Rv9ohr3FPEFDZ35zBMvJoYZ3g9CgeRYTy2aFJrBLnvvjUMon78z9zIP2g39BjvQC4O3dhHXqFegts/b7uMmQSTJk4mRSZHbsRipwSZIhSLroomuCnqT/fmF2zUeLJpAZv6FaJtTATX06Zmo3lyxpq1nscjzJtqFsOc9KF1zmt0QOSBgLTUeEE2BGEHYWoQm0YJTsYC25K0vfgaVcgpqieu9oKUYWXMmW4RyrOhOV8wsBhsXc5hgbhvIkgwYXLWjC0AQF28ZzHUJBC10/jLRUPWYdddRJxjoOCnJwJ2RGfEVjrBERa0GEJngpGBP8O6zJL+P37xjmkV0pAHaPFmgImazqSk57/a7koXcWPhgopUgXbGzHQ9ME8dwogdmLfWWipsPANmQo6hOnQGHZWXhKEGzqQE9WPPz05m7E8RchRwfxhIaIJH0lqNDwlEl41+OwYx0KUNkUxUf+zujKF5XJsaImaDzuQtwN96FcB2P2cvTmbuQUZeXGfghaqSgTjOMout606ryRnM1IaozWpFE+/+ntFjs259mXKXKMUhRcScCw0Jeejhzcxfq+DPfmonho5ByPu7cP8dJjOsvnTBfdmg5uBVdSdGV5ZU0pxZ1bhtg+nGNWQ4hzFjQjnCKy9xl06dEOiMZuND1MPGiyL12o6ZQ3lrexS886pyFIUcKTfWPsGauQ4uNl1BPxirOXEA8HuPqmjTy1L09He5Qli5oRQvClWzby3jPmsbj1wM1mDgb7W00+3BBCXAF8trTpAq9XSv3mMJz67qp/v4b9BD8hxEJgvO70ZqVU6jBcu446ZoTbv/MzlOfR0NNB89weTnvLlay6bIJ9xKSYNZk4/M092/jtvduBZu6mmba9Qe7q6Jk0biJmtxy+OeNAkJ7Hb97376z90z9pmt3FMZecx87+FOB71P7m41+tUdmD/+L/ok+/j4VnVkjXFS86l3996M88fet9/OXT36jptK0LKFoB1v7NbyTTv2kb37/iKvqe2VpWQD5x4+28/Xff4/cf/iL50TRnv+u1rHjRuQzt2I1umuWu1kIIWuZPrewspMbKBCP41QE7b7/vgCQjgMqnWf/lb5De7S/iS9vhsU99le4XnoeUHkoZvn2JFSJw7mtxt69DOkVEx3y/BE4pvHwaLVaJ4Y/uGCkTjAA7h3PsGMqxqL2SyA/lbHK2R8jUaY5YjOQdrl27u6xOPGdeEyf2NNAWC7ChX5RN+JNBgz88vpftI36qdlJPkmjAoCVSmwy6E5T543jlxScTiwT5zvWPs763shC5pS/HKa/7Etd98z2cf8rha5pZj1l11HHk4eXGMFachbvpUfAcjFnLMXqW1IwxBWiev2iR14KYxuR0XmWGUZkhAIQnEek+RLxp0riJMHWNI1C8Mwl+YysHx/XQhCBoCGTz3LKHvZSwK5WDvl747ufQM2MgBLPf8wHaLr2sfB7NDGDEGlB2EXIjPrHo2j6BGAggEezOKmwkBVeytXeIRemnKlZW6UEC807E9vzGNIZuYOg6lNrIVM+++yMYlWuXCcZxyP6dByQZAZRTQPRvIVq6SoQ+1tJFHoN0wfUVlkohgmESV36AwhMPsHEox5r4EjzdxHMl9+8Y5vLlFaup7IQ8y/YkBUcStio/VJke9DtTWyFEvMX/WRSK/l1oASzTQNd0OuNBTE2Um401hQzC+QFc28+pGsJJbCtG71iRvmxlYdJ2J+eoAAubo1yua+SKDoYmMJAEhO/36BbyiEAIbYrf5UNFPWYdXdRJxjpmDDnah9q3qeoThdZea2KvPNd/adctkKWOyi1zJp1rOFdbcp3KO+XOyM8H5GyHQqmro/QUxVyOABUvDibIxHVDo5icQ1ZAPlNA4XsZBkwdLdaEFmtC2AXUwHaE60/kkUgrhj1aE8Dk2EDNticVMtlB4IxX1FzPLHWITuVtUJAIWfstudaE/1910BkrumwZzpcl+VNhMGejT/hxGKVVn4agwZ+e6GU47xAyNS5c2EpL5yKe7NtNkdoOzkop38tEgDnh5yuoJUf/8XQ/f3uqD4BHdqXI2h6XtNk1XdxUqhcSrQRNnQXNUUbyDroQREyNsSqPy7zj0ZEIM5IPlZM48JvA7A8XnTiXwbzi879fx6yeSkm4KxW3bhpgcWsUpaY3aJ4Wwvd4m27Ms4UQogn4YdVH7zlMgQ+l1GYhxK3AC4CzhBBvVUr9ZML1k8BvAB3/Xe2Lh+PaddQxEzz2p3/w2/d/trxthUKc+saX14xR0sPzXIQZ9BXjuoHWPDkx2DVYq3bsSxWwHQ/rucjGZoDb/vun3PX9XwIwtm+Awa27avZPJBjBT/Ju+caP6d+0HTub4+x3v56FZ53MrOOOYdZxx9C+eB4/euV7y92o2088FqMhyXCJZATofXJjDRE5uHUn4cYkn1n/z5prNc3u5s2//CbXfezLeI7DJZ95P7OPXzHlswTiUcKtzeT6Kx5dkYhO6p9/wOzoIbLy5CmPk9kUnl37buGWSrM0pZB9m/0qDE1Ha56Dtex0nLGhmkYEKIUnFcM5GwG0JmoJaEMTNEYrKpqBTJF9af/5U3kHV0qe6s/UlD/fu32YE3saiAUMzprXxM6RPIYuyBTdmtj08K4UHz1nAa6U9KUrC2OxAyhQXnTmKoadAP/6k3sr34PnUSgU+fYvb+L8U5bXY1YJ9ZhVx/MdsphDpodA0zAWn+hXRzXVNntU0iOQHyq/FwdVET3WPvlk7gQrK8/1BSLi+RGzbMfFLll1eEph29InJUr+hRpgaBC480afYARQit0//wmpk87FU4rOeJBkyPI99EMmsrEH76m7/Q7QgOhYQG98PnZViy6jOFrbGdopoDl5QuGK8g78KqrWWJChbBGlfJVncH/xXjchGPGJu3GYJrJvKwQj+2+QWsyjVWV9BooQDnkMYgENNz3ki1uEwIg2EDnlInY82Yudrs2zpFJkS81kphKcmFXJnBzt9/MogFwKPBcn2lyTe9qOi2kYxIMGFy1uZetQFkMTLI0DmSrvzFyKcCRBNGRCplJd1jLBRqQacxrCFByXbMHGFKpGTOg6NpZhoDwPMV28mQ71mHXUUScZ65g5St6ASkrsXVvx0iPou7YTPO0ytJJnobJzoCTKqigOtZLJsFIKzy6gPI8T20M8sL2yQrSgOfK8IRgBPK+WRCxEmgmM7PQDNIAZqHlp9wz/eaVUFEo+jAXbpTURrvh3FDPloC+AULYf2dSJu7dC3IrGyeVN+n6Sg0jAJDJNUxbwFSON0SCpbBGpFEUP7t5R8XtZNFZkOG8jlWJRS5SFzb7ypjFscfdel9kxvUwObkp7nNiVJGd7DOf9xCzvSO7ZPsxLjulgdVeCfzzTjyo943GdCUayhXLJgalrtEYtBjJ2ycQ+VLMy+OS+dM29P7UvzSVt+y9TDlsG4ZL3VHqKJjoKxbK2GEFToz9dpClilZ9vf3jl6XN4ZMsQgxNy8pAhcNJDKKcImj6prO55ig9Q8el4EHhICHHsNMdklFKbAYQQc4Bxg7U7lVLnTBj7fuABIAb8SAhxKvBbIA0cj186MM7YfF0pdTd11PEcYftDj9ds923cyi9e8nZe8oOvEG31FR3KLpRiVrhilV1aRLJdyTUP7mDbUI5E2ESIyvrSKYuanzcEI0DfM1tqtrMjKYxgALdEAAbjUQpjk32dsiMp7vvf3wGw9s838YlH/0rncn/xcLS3v0wwAmx4YC0v+/onWFdFMnYfu4xtDzxW3jYCFsnOqROqE668lBOuvHTaZxGaxuW//T43vfsT5AaGWHDeiTQOPsbYHWsBcAZ6CZ10DqDQrSBGwI+/WjjB/BeexM471+EW/IRn8dtf6/sxZgYqNi/SQ47sQW9fiBYM42VHKxe3wjyxb5RsSfEeDxi86bQ5/PqhnVi6xocvXERzVQI1VqwtK08X3El5S/W7QiJosqLDjxsPVMVh8N+HXKlIhix0Icg7HgFDIxE6sIf7q89ZxAMb9vHnezcjpcfYno2AIhoJsnMkR6boYmqC7obwJD+u5yHqMauO/7NQJY97pRSqdwsqPYSKNWEuO71sTaWcYg1JpimJJl3A8JuYpQd8r/yJZdGBSE0DkqMNb4JYw0XUkBJjtp+vBCZMqJ6kvLAzmLFZ3e0rwAHU2GCZYARQvZsJNy2EapIxEIZC1QmFAHNqUuxg8qzASS/GfuxmVDGH3tKNcHKoId8Peig1ym/3mNie5MSeBk6fU1LLW34TFFHKhj0EjmbREwvRYbnIktgFpXCzo1iJFlZ2xNmXHijnWSvaY+xJ5SiW1INBQ6M5YjGUtRECOuLBmjxL5WvzLJUfg2gLEzEetxpCJsd3J/37y40yablSKdpjQQzNF3qELZ322IHtpQKGjmvoZX/rcUi7yPpPfpahe+4l0NLC8q9+ifgxh0+Nf4RQj1n7QZ1krGPmCPnlQU7vTtx+3yvE3bGBgucSvuD1AAhtil+pUlBzCzlkyVuw0YL3nNzFvbszxIMG5y6YPMEdDQznbMYKDgHdL4Mehx5JoC85DTm8F2FYkGxH9W9BOUWKVpxixG9CU13WpPB9UsqT+xRKEn32MaixIeTgLkQ4hnncBUQxyBYd33cpZKFpAmkX8GzfxFcPxQ76RSFg6LQl/BeUmzbWdvPaPVZRUqzrHePp/gxP9qUJmzqnzGrgvv4CzUFBT2OU4+f6BN3Nm2o9ZQslP5ilrTGSQZOBbJG2aJBk0C9hHofjSVoiAToTU6snmyMW26u6lzVHLESiFZVLlRsOicbuKY8NWzrZgii/uIQsHb0klZ/XGGFe4/4VjNUwdI1vvvlE1u8Z5ScP7aToSeJBg5cuiqOqklQvO4KWOLTmQ4LpvUIOU1e/t1T9+2Tgsf0NrMKdwDkzOblS6ikhxKXAH/CD7FtL/9UMA74BfHwm56yjjsOF6m7L4Jf7bvnH7Vz3lg/zhr/+vPTh5Ll0fH799h2b+XtJWQ3w+osWMTqUpyUR5F0XLpp03NHA/T//A+tuuAWnWOtRu+QFp/OSr3ycR37zFyJNDay87Hx+895/p++ZLWQGR3DyBYSuoaqsNNyizea7HyqTjMVMrYegkpLjr7yUrfc/xsY7HiDR2crbf/8/PPSL67jpaz/ACAZ41Xc/T6KjlV3/vJ2N1/wBKxFj9Sc/QKSrg4NBxwmreONDfwOg/yf/SWHzU+V92cfuJ3TiWQB4xTy2p7AlCGHSeNFLuKi5hf61m4mvOoHOF/oVRFJ6NUoNSouBuhVCaAbKcxC6ScpWZYIRfBLxlSf18Paz5k15nwFdI0dlvGVonNCdZONglnTRJxzPnT91ieIx7XHu2z7MaMG/l+XtMZIhP6GNBc0DKhiroWsa333POVxxfAtXfuS72LkirY1xPvmel5MpkaCOVOxJ5VlwiOX79ZhVRx3PAQzLJwgHd6EGfIJKFrI46xysE1/kj5ni/X+8LFSO7kNVdVMW0SaEkn5V2f7UdM8xdo7k2DNWoClk0Bqu5Iy6rmNaQT9PFIKopdMSkeTOvwyeeBTGUqBp2Fe8tnyMAkYLTplkZGKzTaAlZGDmRxCZIaQRJN65EBF0UQPbQdMQHYsQZpB8qZmOJgTJsHXQvv9aspXguf69eTvXQaayiKRG+xjJ+9//HVsGaY2YCAWaJuhonIOZ6cOTYMfbWV2y3HIndsUuiVzmNUZ42TEG/Vmb5ohF1NTprcrjCq6kMRKgbT8+8sK0UNUiVzOAaRi4nldugBMwp449WjDqN4cpfc8iEIFShV9zxKI5MrOmxkIIoqEAnqvjlpv6CHp/80eG7vI5smJfH0998jOccv0fZ3TOSdeox6yjjjrJWMeM4WkGxFqQhQ21nw/tA6q6c4VipZUkgZZo8Uk5QE6Y/FvDOlceexiNyZ8lRnI2u1OVibohZBC3/A7EkaCFEEH0ajn9rJUAaFJheB6e55G3FUVPlUuTjSo/CBFJosYG/DJyQISTMNKLcPPoSb8rmNz9FNEFJxAN+t+ZUgovM4JXyIBmoIRAug5mvPmQy5+CVc0HpjrDjhG/m1q66HL3tiE+dOZ8tAkq04XNUXZUlXktqlIHdsSDdJSCW9GZ7H94oPt++apOv4RsOMeshjCvOLYTYZpoXUvBzoNh+mWNU0DXNFriIQqO67945B12pfK0RQNTNlxIF122j+QwNIFQ8LOHdpCzPS5Y3MqLj+lgRVeCz79wCcM5h7ZYALM4hqzK45Wc/GwzhphB17NnW90mRDNwxP/AlFJ3CSGWAu8BLgMW4WvCeoE7gKuVUg8e6fuoo46JePR3f6vZjpXmgX2P+4SVVIo9WUVMjxDx/DInLdqIKCmUH9udqjk+7Uq+9objj/BdzxwP/+YGfv6mSnfprlVLaZ0/m4ZZnbz4cx8iFI/Rc2xFBfDBm/1y6vTAEE/fei/rbriFR39/Y02Tl9ZFFTLt+Fdeyk3/+YNyw5bVr7iEDTffzZrf+99rZmCI373/s7zzuh9w8b+9BwDPcbjz61fz6Be+RVL3O5YOPPI4V9x7A9p+EpfpoEVrfZ+1cC1R5nkuCF/Fkws10nDRK2m8eII1RySJyo9WbVeajWmG6TdYAzSnlqwF/xn2h45EEEcqcrZLyNTpSvjq/Def0MO+dJFYwCg3cZmIaMDgHafOYeNABkMIso7HPduGWNkRn9KkP+949I4V0DWBJnx7kYIrWd2V4PS5TZx/ynKe+ctX2b53kIWz28lJQSpfUfg7Uyx0zhj1mFVHHUccYqwfzcnh5sZqPpdp31tRKYkc7kMVc4hS0zEtkiznWapQuzCE8tCap/a+PRrYM5rn4VJc3TsGC5vCzG8IITRByDIRQpRLXA3g1NmNMLsRZ/lPyW54As1LMxqK0mePkbX8uFCtztZaevB2b/DzBUA0dSHzY8SHS0p/G+h10Wavghb/e1FKYo/0MZYtUggmQWgUXY/OZPiQ8yyhmzWLWllZmTt7EkFQPivkScUex2Je11IMIajWU2pWCGkXarbH0RINlEuSc/ZkYvVAMUs0dPoWISVPRq2xG6EJwsEAnpRoQqDtx8tQaDpGUzeqmEUqwZ6ChjecozMenLKU3PUkWdtfbPMUPN47hu1KZjeEWNwaQzcMND2CkgqhadiDgzXHF/sHJp1zxqjHrKOOOslYx4ygpETZBZQZpZhz8VIZzEgQzTTQW3t8if7QTlTRD3AilEBr6EAIgVISRnrRCxmkGUYFfUXks/ZbOMzITCh7Gi24NR0d9wchwHEckB6WrmHqgpytiITMmuYqwrDQOhb5iY5mIMIJvC2P1pxLjVUmVKUU3tAusPNo4HeHsyJ+mcSz8FU5vjtBquAwWnAJmxoBQ6NQZdKbqyIGC66k4EnCE1ZO5zSEuWRJG3vHCiRDJvObImRtl7zj+Z00SxO7ZWhYhl7ufBc0jQOuDkYDBu89s1YxYnsSJQVWMDptwNc1QcgyeHzPKJmSGqV3tMBx3YmacoGs7fL3p/spllQ8qZzNtiH/d/eXj+yiOxniuO4k8aBZTvakCiLtCrGqmc+uCdGRNiRWSg3yLEOoUmr7TM6hlBoCPl/6r446jjrsXJ41f7ix5jNHKoI69JyyGikVv318D1tLyumV7VEuXVaKWZ5L+t6beOPoM9xabOaR4BwAZu3Hv/ZoYcPN99Rs923YwqfX/n3a44LxKH/97H+XS6yFEERbmrjgY1ex5LzTyuMautr5xKN/Zd0NNxNuSLD6FZfwszd8uOZcT996X/nfnuvy7YvewDO33w/4pO7SmMXYlu1ke/uJ7aeT9HRIXnwlTu8unL496Mkm4hdXPIoVIKmdS5Wa3DRShOJorfP8jtJGAC2SpG/TNoa27WLW6mOINvvqkUTQpClsMZTzyca2aKCikpkChqZN8vm1XYlSMCsZmjZmRSyDlR0JfvrwTvaWGpQ9vCvFVafMJmJVrltwPB7YMVxqTuDHsN5SyeCtmwdpjgRY3BqlpTFOS6OffOsFp4ZkjM+g7O9AqMesOuo4clBKorIjAIhQFJVJlfdpyVaUlORv/RXubt9iyZi7guBZL0PTNJRSjBUcLGFgUrVQMrGp2VFGX6bWJ3LzUI4VHYlp50kjFiNsjoEzSjCbojnXy4a2U2hubqpZxBFWCPO4C/3O3LqJ1tKD2vN0rYq9WmGoFHL74+jZYZqBohlhoGkZrtRwparxMjwYiPFYU8yijAD3j1WaiU2MJ0r5ZKM24Vp+Q5tGv8+BZqAHQuwazrF7OMeSjjgNJdVgyNSJBoxyDhsLmvv3jsQnCvXW2jxL5dMo10aPNEw7zwtNRwVjPLozRapkU7VjJM9pcxoIVPUGcKVk32i+XF2WczxGSvHoqf4M0YBBVyKEEFo5nW0+92x6/3xD2Zem5bxzDngv06Ees44u6iRjHTODECipSN3wS9w+v1TayRaIn3IWoTOuQBXSZYIR8Im0WCOYQVT/VkgPogEaI7iiCxFpRLcO7NnwXCMwQe0WMDSUdP1mAGYAMdHfpATPdTCLowglUQgcK0JjLIw1RYcsYZiIWHNlOxRFjVCzPQ5VzJVX4wCE9Hz1nGFN9lo5CEQsg8uWtWO70idEHY+n+zN4UhEPGmwcqPh29SRChPcTrKoVi3tG8zy5L40CLF3jpFlJIpZRLvke92Q82PKD4WyR4VKyFyypRKZ7GckW3TLBCFD0JCN5h9YqH63do4UywQi+oXPE0stlcrtSeY4reZCMQ7NCGFGBdAoI3UALzKz8empML+M/LI7EddTxfxRGMEAwFqWQrsxnjd0tHHPROVz41U+xeShbJhgB1u3LcEJPkY54kJHrryG75l6WAkuBXwXPQy0+gbec+vxRhAC0L5lfs922eB75sTRjfYM0ze7CsKZW0G2688EaD0elFC/+3Ac5652vmzQ22dlW8/lU1xzH5nseLhOM4Cs/Rx1Je0czoZbpu5ruD0aigY4PfhGZzyGCIVASt1jwExHDQlUpOXRNm0QwjkMEIn55F/DQtdfzszd+BOm6xFqa+Mhdv6V9yQKEECxujZXUIaKmI+dMMJgpMpj1E+mQqdPTED6gqgSgP1MsE4zgq+w3D2ZZ1VmpnBjI2mWCEfw4HqxaIOzPFllMrcIzFjSZ1SBIFx0sXduvonJmqMesOuo4shB+KbT00BLNvi1PIY+eaMFcfDLu3s1lghHA3bYeufwUtJYehrNFMkUXTU/SICUBXLRAGC1+aJY+RwqxCQRbNGCA5yKLOUQoul8rKJVPQ66iRNeVx6pIHn2KhT9hhdA7FlSODUwYU72dG4VshXQMOFmCxVHsUMOz6hMgzAD6/BN9xaBm8KKiyz3bhrE9yarOOJ4ry8RnwNCmbNYCoBkWWkmletMT+/jMn9bjSUUiZHL1m05gQWsMIQTt8RBF10PAfpuA7g/ujifwtqzx7zvejHnchZUmp/tB1vbKBCP4YpCBjE13siK+KNheje9m2NQJGRr5UsxKFycrMJtOO5WV3/kWQ3fdTaCjne5Xv/KgnqUW9Zh1tFEnGeuYEYQQCNcrE4wAyvMg0YGwgqjc5BKj8gyaGan52PCKaKFnQ9AcGTRHLIqeJF1wsXSNWUEbtW2Drxq0QtC5tFyS4OXSfgmzEL4qseSVIVAYTn7K51PSmxRAtY6FKDuPGu1HBKPoc4+r7JwiMRG6jh5tmLGEX7kO3u4NqGIOraEdvXVOed94CXHEMljeFmMoZ5MMmbz2uG6eKHkynjq7cT9nrsXGgWz5x217km3DOY5pj5ceQ2Acwmqg68kywQi+kiNddKcsI6vGaH5y4JrY1drSJypfFE4pgdMELGmNTXluzQqiHQ5y/DmQ8ddRx/9laJrGW37+NX7yug9RzBVZdvoxvP2b7yIw5xi0ZBzZn550jCy9EOc3rK35/O1tGZouWvxc3PZB4dwPvJmBzdt5/IZbaJrdxZnvfC3/1n0qhXSGtsXz+NBtvy43Ybnlv37MLf/1YwKRMImuyd5cjbMnqww910WfsFh24b+8g6Htu3nixttpmT+bN/7s6+V9+hTl0In5s3jBj76OEZrZvOlmMmz93tVkd++h+awz6HnFy8r7tFJ5IELHdSR9z2ylcXYX0aYGbMdDCAiWSu6mw58+/pVymXh6YIh/fvVq3vjTyrOErYN/PXalLBOM4Jc3j+UdktOQe9kpmpZNbNAyUVGjSl2wwQ8Vs5NTK+ujAeOASswZox6z6qjjiEIIAc2zUQPbEUhon4+b7Ea3LIRpTunrPu7NlCstkEuhM2S1ELZ0WmLPrtrmSGB+Y5hM0WXvWIGQqXNitIB9z+/AtRHhOObqixGlRqJyaDdqaBdoGl6yG6XpiCqbIjHFQr9SatL8L5pngZ1HpQf98uCuZVU7J09auq7REgtNuzhUuabEzaXxPBfdDGBWiUWE7sfEeNDk4iWtuJ5E1zRsT5b9HxvC1oxi1vdu3VSe80fzDj+/ZztfeOmK8v7AQZKL4DcRGicYwW+cI3s3o3cvOeBxuoC2iIkjFcOlnMucEB8m2mwppWr6FuzPv7HxlJNoPOWkg3qOKVGPWUcddZKxjhlDTzSCptUEOj1SKn0ORSETxBvcg7PlCYSmY60OYnbM9bt22VU+Ic8z+b7juhRs/yW/NWzSk/QTGbn9sUo3aTuPGtmDaJnrN2GpWlHDc/1AVQoSAoVRVQrujQ0zesNP8Ab2YrT1EL/srehRX6EgNB2jmlisgrBCiGAMVfCTYRGMoSfbD8ojxN38MKR9jws51o8UGmbLrJox/ekCP39kFxnbL/d+zXFdvGjJwRpEq+mHHIYzKnXg6+xO5Xnf79eyoivB+Uta/RW+WICxsRx/un09rQ0RLj1tCXMaQuweDbF9JI8AlrfFGMva5ByPFyxqYVHroZnjHwyOtIy/jjr+r2PFiy/ga3d9i2KuSDheIqhKC0ULmiJ0xYNsf2QdmV/8grAG2c9/AM47DT3ZhMxny+fRk4euwjsSePQPN/Krt/8rdq7AOe97I1/rfRiATy88p6zc7HtmK3/7/H/z2qv/g6dvu48/fOSL5eMHtu6oOV8wHuWYF55b3h7Z3cv3L387O9c8wazVx/Cu639EQ7ffuMWwLF7/469OeV/zTzueE199GQ//+gYAjnvpxbzp9/+zX3+nqbD+3z7D6P2+GnL0/gcoCIOFL7+8ZkzvUxv51vmvY7S3n0AkzDv//EOWnn/GjK8Bk2OJejZ+heVzTv5MThMbdw/neMdPHqKpIcTyeY0IITiuM4Fp5/nB7x6mtSnOFeetpi0aoDMeZO9YAQHMaQpTcCV5x+O4rsRzUspfj1l11HFkoYUTZFoW+blHSZQw/s5vdC1Ab52F1+83hNHa5yIa/Xd1QxfYbmWu0Z9nf6sqm0IO7gApWRVv5riuHgDs+69Dub6YQOXGcLc+hrnsDFQ2herbXD5eG9iCM+dYtJ3rQXqo1nloTZWFMSUltl1ESYkQGlYgUJ6vhNAQXUunvC8RTiCS7aiU31uAWDNNbZ0HlWfZ6RTCs31bK89hzJHE47U+wkXHYzhbRCqFABqjAVqn6cA8EZNi1jT50MxOOjnuTec3L6UCz2VRk09i96Ztch40hgzG8ja6JghbBiFTJxIwyJbLuC064h62J5mVDNEcOfJcQD1mHV3UScY6Zgw9Eid56etI/e1a8FzCx51OcKlPkAmhISKNFG+61u+MBuRv+SX6Fe9FtC1A7dsETgEiSUTD86fZi1TKJxizo+AWsWPN6Lrmk4QTJ9rStvImqw6qYYRqCarMbX/EG9gLgNu3i+ydfyZ+yRvL+5VSuNvWobIp9I756M1+92QhBFpDBzglNaEZOGgTYpUZqlmocVL9ZZJReS5uZpik5/Ky+QH+sClP1pX885l+3nna3IO6zoLmKE/1+WSoqQvmHIaEx9S1Gp8RQxPTKjL+8eQ+xgou924Z4pEdIxia4MsXL+DCj13DWElh8pZLjudL77yQkYyNJhVnzGtidmOY1RPKo48khBDTdgg/VMPpOuqow4cwTMy5q9B3PwVKIho6Ecl2wLduuGJWiC9d/Ens1Bg28IPL3sq/rv07Ta94O4O/+T7uUD/BhcuJn/vio/sgVcgMjfDT130Qt9RN+pZv/IiFZ53EqssuoDCWqRk7vr3v6S01n0vXQzOMspLvhZ98b83+377/s+xc8wQAO9c8wW9LzV3GoZTiwV/+iYHN21l64VksOP0EwJ+z3nrttzn/I29HScnsE1Ye9Dw2+uiamu1d9z1UJhllJkXull/x5y//ntHefgCK2Ry//9AX+Mz6fx7UdS77wof5xdv+FSUl4YYEF3z0qoM6fiqYukY8aDJWUiYamphWef+Xx/aQyjmkcg479qURQvDS163glNd8npExn+h+60vP4r//9XXce/cjpDIFLjvnOBa3xFjcMrXi/kigHrPqqOPIQwhBMGCVhQ+GrpdFC0I3CF34BopbHgch0Npm4eXSaFGd5miQgXQBx5OETH1a9fRzCeW5yIFtKM8FJcuVWyLSgHIn5FOlbWXXNrARSiKijcjj/A7bxgSFvePY5YUipSSOY2MFakm83rECOcejMWzSEKp8P1r3clRTj69sCMUOeh6Trk210DyTy5dJxv50kc/9fQPnLGjitLl+LqeA0ZxNMHFwFMw7zl3AF65/Ek8pYkGD158256COnwrCCqG1z0fuK70jBMLobQfO/zyvNjfuiFkYpsne0Xy5GiQaMGiMBNmXsSm6kjkNIZoiAZqiz53IqB6zjj7qJGMdB4XIcacTXnkKxY1ryD96O6PXfp3QKRcTmL8CNTpYJhgBcB28oV7MOcsQs1cdvZs+AJRS8MyD8NRdPhkXjOG+4HUYyRZItMFIqTxcCETJ20SY/iS554ZbGHpwLdH5c5j/vrejCeV79U3ofiwzozXbXjpVs22vuQl3o69EcZ68h8DZr8bomFe6rIBnUZ6rAlFEoVIWKK0KAepmR/2gD3RHDV7QE+Av2wvYpW5gkYMoF+tJhkgGTfKORyJkHJJsfyq0xYJEAy5S+WXdU3mkSKUYzNolL5LKqlXRlUhd8PvbnigTjAA/+/sa9J5uHtvt/1z+uHYP33n5Krr2U25WRx11/L8LrbET0dCOt3cL7uZHYNt6jEUnoXfMZ2DDFoqpShdPJ19g15onaLnyUjre/4WjeNf7R7p/qEwwjmPHI+tYddkFnPPeN/CXz/wX4CsOz7jq1QAsPOskjIBVPi7ckOBdf/4hOx97kvYl81l+0dk15xvZva9mO7WndvuPH/0St/zXjwG48Qvf4d1//QkrXnReef/s41dwqBCzZqM2byxveyXFC0Dh/r8iR/pwndokpzAySm5fP+H2mfuPnfbmK5l9wkoGtu5kzomrymXlzxYd8SCxgIFUimjAmFJR5EnFmu3DfsyqKudyPYWhw2/+fn+ZYAT4yXV3sXvfMP+8zyd+//N//8q9v/g0S+Z2HJZ7rqOOOp4/MA0DQ9fJPfkow//8I0opkudfQfTYU0AI9I5aEkh6LqYVpDP5/GpMVoZ0UYUs5EuLYLqBk8hhRRrQe5bibS41wBQaepdvSyLCCZTQyko7ZViY4RhKaAgh0Cc0Dp2sTK/d3jSYYShbJGrpbM/buElJS7SSW4lQrfLwYFCUgrBeuV6mKjz9zz1b2TyY5YLFLeXPNOWhexLlWdN6H1bjklWdLOmIs3s4x9LOOK3xw9PXwFh6GrJ1Fjg2WlMXYoqcUymFGh0AFCo82UYraztlghH8RqprevvZOuz3FVizd5SXHdPxLH2B6/h/DXWSsY6DhhwbInv7H8pl05l//grjtR9DizeB7pv4AqDpaMmWA5zp6CG/Yxtjjz6AEY1h9T9aWc0opPFu+wXqxe9Fa+rBc4rIfVvBCKBLX+auGRZ7/nY36z9Z8W8qDo2x6qufmfJa5uyFuAMVL8vAolrC1d26trKhFO7GB8sk47OFmHc87ra1aG4BJ9qC3l51XlWbqMUtjVjQwAV++sguXnpMB51TBDGlVKlbtMI0jLJvSSxoEAse3ilFCEH0AB0xpVLcvW243LFudkuU+c0Rtgxm0QS8/5wFPLVuc80xkWioTDCCb2B877Yhrjyu+7De+7SYZoWtjjrqODxQuTHcdbeVExZn7S2IeBMtC+dghUPYOf9FWDMMOpYvOpq3ul/seeIZ1t1wC1Zk8px8+7d/xoUfeweXfPr9tLXH2XXzzcxZOos5CzsB6DpmMed98C3c9NWrAciNjPLANdftt+x59gkr2PHw4+Xt4172wpr9d/3g2vK/lVL89n2frSEZnw3mff5zPP2FL6EN9OOsOp65r311eZ/M+YTwGRcs5Zn1e3BLBvINqSFuOOVFnPvrq2k79YRJ51Sug+zfBlKitc4pJ1FdK5bQteLA3lMHCyEEsQOoFz2peP81j3DvxgEATl/YzJKOOE/3jqFrgn+5ZClb1q+vOcYy9TLBCJDOFvjTrY/wb297jhW29ZhVRx3PCdzhAQau/X45nxr87Q+xOmZhtrRPGnswRNVzCdeTFB0XTUrMfJXK3nMZGBqhraEDY85KCMaQYwMQa4KE3xhTBCLQtQw5tBuEhky0obkO5n78/HXPRhYyKCOIMoPoE4QOY3mbWfFKNVim4NSQjM8GXjDGcGaMkAFDRdCqGssMlnKTW54ZYGVnnIjmkXRTaCjcoRR6sg3NmixwcDzJ0wN+Q86FzZGy6GN+a5T5h9nOSQiB3tyz3/1KKdyn7kYN+xV5oqEDbf7JjBdam6aBY08uu942XGlc6krFlqHsc08y1mPWUcXzc2aq43kNb6S/1oBYenipQazZiwmf92oKa24FJQkcew7685BkzG3ZyObPfAzl+KqOWE8Lrasrncgo5pCj/WjhON7mNZXEND2MufJcRDDKwO331Zyz75Y7p7yWHNhBIChg4RK8TAZr4bGEVp9TM0YYgcklA4cJViROYdGpFF2/U2agavVPmEGUVwn8+4qiHIBtT3LfjmFevqKz5nxKKTKFou/Jge8zYug6A1kbpRSNkcC05WGHE32ZYplgHN/+3KXLyBZdEiGTlmiAM+YkufH+Z1i3ZR+vu/RELj93BRuHCtz45L5yZ87Ec3jPPoTvbzrdmDrqqONZQ2VHa72HlERlR0l2zeZt1/2Av37q63iOw4WfeO/zkmTctfZJvnbay3DyhSn350fT7Fr7FLMX99D4zK00dHiQ2sbe732R7o98ASPRxMDmWh/G9X+9dcpz3ffT33H31b/yN4Tg3Pe+kYv+5Z01YyZ6LKYmKB+fDXoWzcH6n+8wlvdN8duqFrrM2csoDu9j/pJ2Pvi5F3PrL9fg7eknZmo4mSyPf/nbXHjDNTXnU9LDfeIOVNZvQOft20wh0MOOH/wYWSzS+YpX0HLhBYft/qfDw1uHygQjwL2bBrn6zSfSEA2QDFu0JYKkl7Vw/e1rePiJbVx8ydm88IKTefTxTfzht38nl/N/B5qTz12ptI96zKqjjucK7lBfRbABID2cwV6stk6MSByvkAOl/A7Sz0OS0fUkI5k8ChCeQ8OE/Y6EbNEjbkmkYUGjn2u4qQGMRDNCN5FmCNk8p3yMrP4+qiAzI4ihneiUvNwbuzHCtWRkLGDUlMYGDqEZ5f7QFA0zJHRGiw6BsKCxymvwzPnNbBrIsmkwy+f+8QxfP68VzSgp/pRCZkbQGmtJRk8q/rqhj/6sn6M+0ZfmggXNbB7K4UnJ3MYIPc9h5ZUaHSgTjABqpBezMIJItAECTRPEdEXWdii6EqUgVXRpCJmkCs54b6JJzcyOPOox62jj+Tcz1fG8h97SjTADqFJptAiEMJpLpvDdC4l2LzyatzctRu65o0wwAqR3D9Jy7HzEeCmuZiBCMWR6qCLVVwqKOZyH/wa6QaglWXPOcE9FBaeURA33+qrE3i0IINDWAW0gopUVLuU6eLueRG+bhbt7I3guIprEmLOMwwUp/ZVEpAeaTq5oE9MCaJqGEY7jaTrKcxBGgF07h2qPncJU2JOyTDD6z6oYyBTIlwyn947msXSN4HMVTKbwPTZ0wYKWykpfPBLkn//1Jp7aM0IeP+Cs6g4QsnR+9fAuTp/XxPmLZ15md1gg/E7h042po446nj20eLPf8KVkMI9h+Z8BSy44kyUXnHkU7256PHTtDfslGAE0XSfZ1U5x5xaUU1mwktk02Rv/l0BzE42tteVgTXMrygUpJc/cdh/Sdbn1m/9bKT1Tir1PVkqXC5ksf/33bxJMxsoNZgCa5+1fBXGwcDxJOu+A6yANk32jeWY1RrAMjcCx5yDCcbyhvcw+q4fZ9w4y0D9YeQ5vsmG9yqbKBCOAmxphw9e/h5vx73/jF79IsLuL2LLDF3cPFrqusbij8vOJRULc+dNPcPvTe9lcqr07/qQVRKJhvv+dX3Hp2cfypssPrtHNs0Y9ZtVRx3MGq2MWWihSbkAmAkECXXMAv5pKiz6/y04Ljlt+PVe6STHWRiDdB4AtTIYCzbQZGtItUn6RVwo8G29ot99IM9xA9aQiRIUwUkrhen5+pqUrizYCIDviqyJL4wqOS0vYxJWSkq7gsDbG8aSkUHT8xi9KMZQp0JYIY+oar1zdTUPYZGN/hiVtMRpCHqra7mOKHGY4Z5cJRvA7hz+yexSvFJcf2ztKxNKfQ1Xg5JsUiJrFRk0IOhJhtg/neHogjat8UlETgsGczexkiKWtz/HCWD1mHXXUScY6Dhp6LEnsiqsoPHo7CEHo+PPQIofuZ/FcQ4/UrnDp4Qjm/FV4u54G0ySw+kK0SAIpffUfqNq2kZ7LvIuXkesbZvCeh4gunMtx3/L9u5RSuI/fihzc7Y+1ghAMV1bQqlYc3Y0PoEZ6EYDRORcRa0Jv7EBrOzyl0gBuZpTQrsfRXBsvGKfQsRxPWuXFHT0Y8b02lOLkngb+umEfngJdCE7umbj2OLVJrjch/hRc76BJxqGszVP9aUKGznFdCTypuH7dXsYKLucsbGZ+y9TlAW2xAK1Ri/6MH5A7YwGawxaulKzbO4bjSVZ0xP1OZ+EA+VwlAV/WHuP3bznpOVVeViBmIOOvR7866jgcEMEI1smX4W5ZA0phzF+NCE5ddvV8RDhZG1+DsSgrr7iANb/7G2YwwCu+9Rla5s2iaEk/OSvFK6FpGOEQeC4XXDSXwb0X8NRNd9O+eB5vusb3bpRScvVLrmLdDbf4547XzrWBqoWxn77+Qzz+55vK20IImub28NZff/uwPWtu93bMX34LrZCF2QspXPRmbC9Y9tu1Fq1GeStAehzzwau4803vRxZttIDFig+9Y9L5hF47v9sjY2WCEQApyW7cdNAkY8522ZcpYmoaXfEgrlT8/qGdjGRtzl/ezpLOqd+JTpjbyCkLmnlgs0+Onr6ohdVzGnE8yT8e20Pe9rhgVScNEQsCQchUvBlXrlhA7+3fpil5eMvlZoZ6zKqjjucKeixB29s/zuhtN4BSJM65BCPZdLRva8aYOBNkmxdSCDczksmRtpJ0NyUImTrSrZqflYeoJhxzKbR4K9J1/FgWCpd2KXIFG6e0qBRWUDMzVZGR+aKD43lowve/VcqPkQ3hw9eAZCRbxEzvQyhFMdoKmo7jScyS3+6FS9q4YHGrn2s5BVSqQqxq0eSk81V7ywPomigTjOMYLTgHTTIWHI/BrI2hCVpjAQQKlRlBSRctFEdMUbYNIBItiIYO1Eivv51sRyT958kWXSSq5JmvMVJwqGpyTtjUedPxPUdBxQj1mHX0UScZ6zgkmG2zMF/0xukHPg8RTeqkGqIURzIIXaPz5a8geNoVk8ZpsSb0RSfh7doAxVxNUxvDFJx8zfcmHaNSfRWCEcAugBUCXYAZRO9aWhk72l/+txACEYqj9ywvTdw+GRa2jEPufqWUQux5Ejm8D2eoD4TALBbRj6modlzXxSl1GO2Ombx+dTeDWYeWqFXTfW0cuqYRMA2K+Rxm3yZ0t0gw0IIdrfjEBA+y6ctQzuanD++kWFqV3DSUYe32ER7ZmQLgurV7+M6VxzKveTIpoAnBWXOb6M8UEQhaoxYK+N8Hd7J50E/O7tg8xPvOnEfEMhiuIhkjlnGUCMYS6l4hddTxnEFLtGCtvuho38YhoX/TtprtM97+Kl7+jU/xlmu+WfN5oHsOra99NyM3/xmcArE5HegBfx4PGIp3/umHk+LJ9ofWlglG8DtSB2IRiuksic42rvjyx8v7nrm11ibkxFdfzlt+9S1c22bN7/+GkpIVl12AFTo0ryslPYb/5ws8tXYnD67pRdcf5Nw9BeZ8quJ3LMcGUEO7AOg4poNL7/gTqac20rB8MfEFk7tiinAcfdYxeDt9T0Ox4BiMZBI3lfIH6DrRJQfny5izPR7alcItqfoHskV+dtuWchn0tfdt56dXnVKjThyHoWt8940n8PDWIYQQnDivCQG864cPcs/T/jvBD2/ZxO8/cjYtEYvNQxWSsSUSOEoEYwn1mFVHHc8ZAl2zaX39+472bRwStozkCWmQCBp4UiGFRmtnDxNpUs0w0WONeLkxhJJAtcpPYlSLNErwpCoTjACFcDPh9F6E9EA30BoqDbHcCer2SMAgEgwglWLPaB6loD0exJiiqeRMoJTE3XAvjc6wvx2Mkpp1MpZeWZxzXRfb8fMsTdOxGjvBcxCGiTAm51mJoMnJPUnW7BllZVuE1ojFYM5ld7qSgyYPMncpuB5P7Bsrx6zhnM0iIwWlxqBeegi9de6URKMQGsbyM1EpPz6JZCsg6BvLkyupMlOaTVcyTDJosnu0UnWRDBlHiWAsoR6zjirqJGMd/+fg9W6m/cRFeLaLZugEIvsPLnrbXPS2ucjRAZy1t5TLp/WOBZPGKqV8FcnEc8w7Di3WAFa4xqBZhGKobKq8rYVjKKXoT+fBtTGQ5AsGTfFYTZBVSs2IeFTSQ2VG8PZWJajPPIhYdAKUFIzjBCP4ipa4ZdA4zQpf0DLRN62FjF+C1pIewLBM8pFWGsPWQasYn+nPlAlGgK1DOdbtrXR8LbiSe7YMMq85gutJ7tk2TKrgsKwtxqKWKJoQtMcqSW3vaL5MMIJPYm7oS7O6O4ErFaN5h6CpM7fxKHbiEwIxXbnGIZLLddRRx/+/sO4vtf6JE7s9VyN24pnETjwTOdJH8f4/+VYZgD5r2aS4oZSach56w4+/SsfyRTTN6eb/Y++8w+Q4qr39VnWYvDmvVjlakiXnnG2wDdgEA7bJmHiJH/mSLly4F7jknDPYJtk4AA7Y4JwtJwVbOe5q806eTvX90bOzMzubJK+0kjXv8+jRdk91TfXMbp2uU+f8TiAyMk82L11QUhCm5aiFuLbN9178Bjbe9RAAs5Yv4iOP3IQRHJmTledNPt8B2a0b6drWzd/+uaUgy/HnL/2eVe/8D6pbmnyblncw+hckiTV3UL3owgn71TqOoj82C9t2UbpJ4+f/h9TvfgW2RetllxFdumTSsRXTk8oVFmsA/WmbZ3YNFo5zjsed6/aypLWKnGXzrd/exvbOXl561mouPmMVuiY5ZdGIXvXGznjBwQiwqy/NnU938sqTZpN1PHYOZqgK6pwxdwYjmSo2q0KFClOkM5Ej53gY+Si85miA9nGqX2uBMFogjLJzOH27GY7yE6HYlNY6nh7Ea16EgQLdQBQ5lqSUuEU1BDQp8ZTi/m39iHgP1SpNT7CaoxfPRytyNHpKFYpaToRKDhQcjAAim6QqtQetvsZ/XamCgxHA8xSupmFMkkmxuq2aBTWBgmxVdVAnaEj6sw7zasPU7mMU40DaLrFZyZwFTqL4TvAycTQzhFIK18qiPM93AhsmQkhE7UgwieV4BQcj+IVdUjmHeXVhcq7H3mSOiKGxsmUGsxwrNmvGqTgZK0wLSnlgW6Dph2yls2FkpBrPyqLnqxbLaPWk1ygzgrbyXEj2IgIRtOa5Ja9nU0ncrs0ooaHXdyDyCyFR345s7CjREhlGX3IKzsZHULkUsrYV2b6EnOOiOVmqhJ/+q1yLbEYjFI7g2JZvrIRE1zQMY7IoR4HHKIef5+IlB9DGMXBjyIOUt/HcgoNxmHovgVZXHkUyFUJGsa6Hr/WhC7CK2gwb1D89uYe1e33D+NjOQd5wfAeLR6VSj041GD4nhGBObZgyBeqZorLDVqHCjJGzXXZ0J2iqCVEdmb7UqQNB/Zx2Un0jc27t7PZJr1HBGMZJl/qSHKEoWlupVvKfP/xF/vXdX6EHTOadfAxbH1wDwNLzT2f1Ky9E08vt+Nuu/S6/fvNH6Nm8nRUXn8OLP/ZOttz/WMHBCLBr7UYe/L/vccZnP8Ku2+/i3vd+ktxgnIVXvJxTv/H5CR/6ha7T05cu0f21cjbdG7dR3dJUWrxnGK9ch7Hss1AKS2mQj7IPzF9A3f98iZr9TJkbToMrjJvytUp9XjPtrZ/5OX+67WEAfvaXu7juW+/npWetLmkbMss/61A+i+Hk2bWcPPsQMVoVm1WhwoyhPA9ySTCCY0bAHUqEdI2c42Hn5/KpRrNpNc0ox0JoOiJY+mzv7NpA+on7EZqOeezZWBFfV1nXJIZhjrkeCgcM0jkbT3nomkbA0OnP2ETiu1jp5LPOUp0M7ZHUzZrH5t4kNzzdSXfK4thZNVy2qm1iZ+MYaztNSpTrlDg7S5jCQkspVaaLP682xFGB/fvejVGRmh7CH3uRTRXSt0NONoWXr1vg2TkgimaUvu9YgZ9C+MVDlzXFDr7+4nhUbNaMcmh7gyocFijHwuva5IvqC4lsmocIlU4wtuNg53dzTMNAH5VSq3IZvP49CDOIrJ98AfV8CJ/9atJ3XosX70eftYjAqrPHbas8j86ff5uh+/+F0HVa3vQeak4/r6SNnUnj3f8nZD4q0WuYg3nMhUgpEDVNBQejUgrsLGiGb0BDMYyjzx39joQZSekVAqSTxU7aKDuLDnhaAIeQX7xlgtRkqWnIOSvxtj49YkjMIDIviCyEL9zrFe3y6ZOJ5IJvOAMRyI1EC4rQ/u9WrWqtZn13gt58NVFTE7z/3IV8685NZG2PsxY2cPHyFpRSrO8e2XlTwIa9iTInY0MkwLmLGrhzo695taIlxvKWQ8TgFahohVSoMFN0DaR4zf/8gy2dQ0SCBj/5wLmcdfSskjbbBtJs6E4AgqOao8weFYXhxAdJb3gKLVpF5KjVB3S8b/7NN/jJZe+me9N2jnrRGbzks+8ft61Sih3f+wb9d9yK0HVmvfN9NFxwbEmbx//yd/75jZ8B4NoO2x5+gnfd8FNCVVEWnn5CwcHouS7JXZ0E62sxoxEa58/mI3f/saQvfYxFT/zRx8j1dfPvqz6Ek0oDsPG3f6bpxGNZdOUrxh17cM5C5l9wo5cZ3gABAABJREFULtq/f4GbF/sN11bTsnQB4OsrikjtSCEXqSMikzvghBDoUpREcuja/gv/t8YC7BhIk7RcXE+xrivB+1+8lK/dvI605XLOsmZecbxfDOfGfz9ecu3Ndz1R5mScVR/mPRcu4fu3PAvAOStaeNGqVg4tKjarQoWZQllZ7HV3QyYBUkNffFJJWjBAKmcTz/jOoaqQSSRQmlKrXAeViefXHwc2wuyY9moe3TVIMufQEDFZMo6uOuQ3gR75G87mJ0BIzONejLHouJI2bl8nXb/+AfaAP/cHN6yj4V2fASOIrsmCg1EpBU7OX2dJDSkl0VDpZpIUgtluaaHLUHwPVq6d9ojGf5w8i3u3DXLbpn7m1IY5ac74NkZGaxGNc1E92/wT0TqI1ReCbYQQaJrELcrW0qZge4QQSCFKHI3yeRSrqY+Y7E3mSOQcvzhNxibV2kIk1QXKQwRjiKh/n55tlVzrOVaZk1HXJLVhk4G03zZkaEQDh5pLqWKzZppD7TeiwmGIGuwaqdqpPLy+XWizRrQHPc8rOBgBLNsmabsoBTUhA7IprMf+7usXAtqsZeiLTzhg49XqWohd9sEppR3HH76Hofv/BYByHDp/9X2iq09Aj44YaLdrM6Io7Vn0bgftdGRNEyodxx3qBt1A9e/x9S+khpy7uuDsKyagSzJSghqJzpCAskc0LqSbw9NMlJr8z9ds6kCc9krcZx8GTcdceRYiEMJxPfpSORzXIxrQCJs6uqYhhEB5Lm7WdyBqgciY1bn0JSfjblmDsrPIunZE45wx3195Hqp7KyqXRlQ3ImtaytpIKQiaOjLr/45YriLrKW5856lYrleyA1odNBjIjDhhq0Nj65JcuLSZk2bX4niKhsjYO5wVKlQ4Mvn29U+wpXMIgFTW5pO/vJ/7vvmawutDWZunOoclGxRP7ImjlD8/N0UDuIN97Prqp3Dj/oKn+owX0fjatx2w8bYtX8zn1t8xJZs1eP899N9xqz9yx2Hnj75D9QknY9SMLJSe+du/Sq5RnsK1bJacfQp71m1k3S13Ea2rZvvPr6bnqXUY0TAX/upbzLngrLL3m3fysSxa1M7GjbsBmFUTZM7SuWT7egsOxmHSezonvdcVH/8M7+hYxh0/uBo9FuOS//4QscZ63KF+Bv/+e5zBPgJzFxE79XxkpBahmzhDA/TffjPK86g99yLMhqayfuuiQQbTOVxPETI0ImNEDwK4ts0d3/oF3Ru3sfzCszjmleWp2EIIHto+wJa+FI6n8JQvu/zvT51PznYJFy22Olrq2bRjb+F4VnPdmO/7vouWctnJc8jaLnMbIxWbVaFChQLu7g2+gxHAc3G2rME8bsTJaLseg+kR59Bg2sqn/ErCpgaug9e1EVwbBYhoHbK+44CNNxbQOWdBw5Rslrv7Od/BCKA8rMduQWtfjAyPBAekNzxZcDACZHfvxt21heCilTiuh+U4SOVi9mz0AyCEhJZFY25C1YYMBg0TrEzhnGEGcIqi4k+fW8PTe5MMZe2y60djLD4Rt3kubjYNoRh6OIaQGp6nyFlWIfVa1zQ0TUNKgecpsrb/XQQNfcxq1+GgSSZn4ymFoUnMcYJKlFKo1KAfARoII0PlQRVCCDoTOToTWZTygzQe7Ja8aNFS38lY5IwTUvMz1grXju3crA0HiAUMPAWGJio2q0IZFSdjheePNyqFaVRK0+iQb4C1XXEGsi5NEZNjss8VHIwA7q71aAuOOeBp1yU6h56Lu+1J1GC3n1o2/1hEIIybiJde5Dp46RQUORk13cApbYXQDLxkP+66e0c+D01HGKafsrxzLfKoM8ccUzBag5Ps96urSQ1hBlGZ0YZOTWk3DMBoX4TRXpoq15PIYuV31gYzDkJIqnQdpTzseG8hBc3LpTGqm8pS3EQohr68fPzFWI6Lt+1J9CF/Yal6d8D8Ywu7rxt3D9A7lGbV/CZst/R3xnYVmhSERu1CXX5MO9eu2U08a7O0OcZpc+v8it6e3744rWFfNUsOKoIpaIUcnKFUqHCkkRy1cBh9nLHLU3Dv2NRLzvXoqA6y4rbf0P3ocwgpqWqvYuie26i/5Epk6MDqvBbbLMeyuOY9n2XtP/5N48I5vPnXX6d+ziycocHSi1wXN5kocTLOPm4l9//yTyXNmhbPZftjT/O1M16NnfHtcb2p0RrUsZNp7njvp3jrs/eOOa633fQr7nrLf2APDNCyeC7z3/NOrFwac1YLqR2d6AK0YIBZLzp7Sve56srLWHXlZSXn+q/7GfZuX1843bcXva6F6Enn4WUzbP3Cx7G7fTszdO+dzP/id9CrSmVQDE3SGBu7euYw2x98nN9e9XF2rdsIwL0/vYarrvkOJ1x+CQDPbe9ib+8QxyybQ87xsNyRZ5uc46FJUeJgBPj9l9/FlR//Ids7+3jJmav4yJsvwlOKeNYhZGgEiuQ9WmsnHt+MUrFZFSrMHK4z4bE7eh0G7BzIYHmKaEBnnurzM6kAhEQl+1E1rQd3naUUqmcrpAdBDyCaFyCMICqbKr1IKd8BWORkHEvWSoRj2K7LQNK/r3CqC3M4w0p5qO7NiHnHjzmu6oWrsJ97COnkwAxD2xJwLMRgp//51LYR0jWWNU8tC0qrbkIbNcSsZRUyxVzlr9mkFCilGEpnC2vjnO1QEw4hR+Uga2NEYY7Gc2y8ob0Fh6nKxEEpZNhfo+YcF9v1N9Zsz6MomB/bzTuARek6Sw9FcDLJEU3GgK/TmHM8dE2WFMl5PhkBB5yKzZpxpnV2EUJcBLweWAkEgJ3ArcAvlFJ9E12bv34VsAbw1FTCtCocEohYPSo9REGst6qh5PXRId45xyNh+Yu4bCaNyiVHdSgOuhirt+c5VM8OwI8adDc/hn7UGURXn0DPX6/2HYtAaPFRGA3NJdfq7Ytwd6wtXK8tPA4tVou79YlSh6vrwHDI+egHhiKkbmBU5/WnhC9a7GaSaK4Nrr8YNnQTKfe/yqRV5tTzj5Vjl2pcKc/fHTP3rVqo5bj0p7LUxbtLzqvBvVDbyo9vfoLP/+ZelIIFrTV888MX05Pyd2EFcPQYVTkB2qtDfPjshYXdUddT7BxIk3M8hIDWqhCRQy5kfxwqWiEzTsVmHZm8/tyl/P3hbeTyzsS3vuioktdrQgamJgpOJNdT2PnFQs/aDey49sbC5pqVtGha1QpTkJqYTm79yo+472fXAn4hmJ9f8X4+dv91VJ9wMp3X/Bo34Ue9RJYcRaC1VILkjHdeySPX3Mjm+x4F4PR3XEHH0UdxzXs/W3AwAvRbLi0BP8Ldio+y00VEFy/iorv+gd3fj1FXR25oiL9e/CZ2bd1NZ9YBITjnisuoP/qocfuYDGfvrpJjO3+c2bqp4GAEcAb7ST/7DFUnnLZP/e967Cl+fP6VDKSyJeefvOF2Trj8Er5/zT/50FevQSnFwo4mvvPl97GtP+1HBQFnL2oYs99jls1h/Y1fLtisrO3y0we3s3Mwg6EJXruqnaVTXMjOOBWbNeNUbNaRiWyeh9e7s7CmkKOKTxqahhQUnEieUgU9RDuTRjl9I/4U5QHy4Be9GNgDw2sCx0J1bUR0rERrWwiBMOT8yHdZ14aoKs30Cq88idDSe8hseBqA2CnnEmifSyIzUnFZjNbndd1xIykLclW2BYaJcmzks/9G5J11bv8eXrTkWDpq9n/jxxvl+B3WGnZcryT4RimwXZeA3Lc/R8+xcZIDCCtb4itTuRSEq+hN5tg15N+PqUmWNETpSfYXJCGXNY29hpSajhmtKXx2jufx5J4hhrIOUsDy5ioao4e2jnWBis2aUabFwAghIsDvgZcNn8r/vxA4B/iMEOKzSqlvTbXL6RhXhQOLyqXx9jwHnouobgIziDACZVofUgiCARPbcck5Lo93pXDyc2+t7iBCTahEP+T8yVCbf8z4grkHiKFHH6HrH7cihKD5rJOILfadgWZjC/M+83WGHrwLGQpRe/ZF5VF9UiNw6itQQ72g6chYPh2qbIdw5Nda1M9iIop3l3KOR0IFqXPTIz2kh/CCYaSxb86/YQK6Rs5xS47zN1PeWI5oSq7vTpK2XebVhqgJmSXV2IoZ7tszgkiraJfSDGE7Ll/83f0M29jNnYPc/fAmrrzwaHpSFs2RAM2xiQ3Y8EPDQNoil/9lUgr2JrLMD+y/8/XgUdEKmUkqNuvIxPU8klmLJR013Pall3P303uY21zFOatK5+OgrnHa3Hq29KXIOC5PdSUKi7fQto0l0fue7RI7/SKkeXAfujf8szSqsGv9JgDMxiaW/N936b/rDmQwRMOFLymTvNB0nQ/f/Ud2P7UeIxigZam/YA1Vlzq7pBhJgVrx1ssnHI/UdQJNfprytlvvpn9HJ7szjr+gUYp//uB3rL7iUhaevn9SKGbHQnJb1xcd+zqNenWNv1guWrTpNb4NVkpx18ZeBtIWHWHBotYaqmNjR5uuu/kOXMtCUKrLXz+nHdf1+Pg3/+jrfQGbdnZzz78e4iOXv5gdAxlm14aYXz9xtdDhz/G+bf3sHPSfdWxX8ZenO/nUYeFkrNismaRis45MvHQc++m7UVYWrW0BMhxDBCNleoyaFDTEQiSzNo7n0ZXIFeaxsMqWf9lVDQd9naWyidITeYeeDFcRetFbcLY9DZqBsfDYsrEJKWm+6qNYnTv8wi/N/sZZsQMxF6wlmB1ADN95dfOEKbxCSMgHUKih7oKDEUDLDKLnEqStMOFxpDUmQxujsjVQFrEIFLKwlFJ4PTtQuQyirs3/vse5BzUsUyZKJbbQdJRS7I6P3I/letSEDC5a2kRfyqIubNI0iaNw+H13DmYYystZeQrWdSc487CQoarYrJlmunax/gS8GP/bsoCn8aXkVgAGEAW+LoQ4F7hcKZUer6MKhwfK83A3PTISoh3vRVt80rhiwlJKAqbENHSigQyZ4clRDyA0HTn7KL8vzUTrWDZmHweK7O5dbPv1NSjHn0S3/envLP3EhxhW+zNb2mh8+RUT9iGERNSU6kDJ1sV4Q92Qjvs6jLNX+BuHZhhZ0zx2R2MghUAqr3wqdB0YW5JwUhpjQQbSOVxXETI1osF8pW3dQAtV4Wb8NHEtFEPmq9jdsLaLZ3uSnNRRw85B2DWYYU5dmJpQeVqyljc+ieZlxLrWotlZX5OxdSGOS0n1UPB39lpjQVpj++Y0HZ2KP7rfQxbBmFqXo9tUOGBUbNYRhlKKwVQWNz9HxMIGrzt3ybg6R7GAzqq2apRS9KdttucdQ+F580raaZEIjS+9bKwuDhg9W3aw+f7SgiJzT1pd+DnQ2kbr5W+YsA8pJR2rl5ecu+Aj72DdLXex4/FnMMMhXv3ljxFRHlWz21n48nJtwvEIVMVwPFVWRLNv2679djLWvvIq4ndchzPYR3DRSiLHnO6/V1sHza97G93X/hKlFI2XvpbwIv8Z4v/++Ry3rfcjZ+xslvW33cKPP3EFrzy/PIWuepa/aA/rgrSj8IAVF5/NRZ9+35iVPm3HZX59ZFLn4mhGp+LnHLeg2XVIU7FZM03FZh1hKOWRu/uPfhAG4HVtIXD25WUOxmEMTVIbCaCUIml5BT1BZQSheNoRElldro9+IFGOjec4lIQxBIvToWsxV0wswSSEINBWqv8eDhhYjovjejhGGKf1KEwr4a8tx9C9HxetfDHlCb2kWNi+EgyY5CwblU+VNgzf5aJJSSRgkMr530/I1DHyzyHOhgfwOv0NQ6UZOCvOI1Bdh6GP4a4ZLipqhsBK+9qKZhgZzd/3qKEroDESoDGybxuioz8DN2/bD/npvmKzZpzn7WQUQlwGXIj/+/tn4N3DIftCiFrgQ8BH8MP6XwL8UwhxoVIqPk6XFQ4H7GyJaC4oVHIAEamZ8DIhBCd01NCTtFAoGiMBRNrESw1AIIxW3XzAdteUY6PSQ4hgtCT9N7NjW8HBCKBsh1w8hfbI31DJAWRdK8aKs0q0S5Tn4aWH8lW5ImNGFArDRF9xth+hqZsIff88gkFDI20GcB2JRn5XTEjEPkYxKuWh4j3g5BCBKA3RsQXotVAUGfQXTsM7VWnbZe3eBIsbIn6xHvw/+J0DmTGdjCFTx3I9skSJzz2J6nCwEC0ZkPC+VxzHt6/zU/VaaiO8/vzlZX1Mfj8KTYAh/d01V0HVOIVgDj1EIUJ0wjYVpp2KzToy8ZQqOBiHsV13XCfjMEIILlzSxM7BDJ6CjhNn0yOT7L72j8hQkAX/74PosQMTiZZLpenZtI3ajjYidTWF851rn8NzSiU3zEiIH1z6Nno372DuSau5/LufxwyPpHplkyn++fWfkujp58QrL2XBqaXVOwEitdV84uEb6Nu+m2hDLaGq/buveRefy/JXXMjOq2/CHo4ArY6x6MwT96kf5Xm4O9ehUoPI6iZqXjq247T+RZdQd/5LQI0sKlI5p+BgBDCCQao75vD2z/2CV5x3XFkUxglvfjXbH3iMNVffQEtTNZf/6hssvuCMwuufuOolfPHHNwLQ0lDNO159zj7dC/iLs554ruTccbNqDn0HI1CxWTNHxWYdmahsquBgHMbr2YXWOHvC64QQzK0Lk8g5eEpRFayGpEQNdfsOxrr2A6bFqPJ2Vo7SSFeOBUYAj3z1Z9vy9en3bgalEGYIWdNSsv7zlCKdL3wSNPQxbbUUgtpIEC+f2iuFgMi+2y1R04yon4Xq82U4Bmvm4QbCJYUnp3r/aqgb7AwEIgSrGsdsFzQNAsZIBWrwq38POxgBhGsje7eTC8UKhTmLkWYQ5dp4VhYVqkIPVyGNEQdic1WQrrgv/6FLQUNk33XqlVK0hSVRdBK2x66UR2tVsGKzKkyJ6Zhl3pT//0HgtUqNbPcqpQbwQ/ivB64HOoCTgNuEEBcopRJlvVU4PDAC/s6PWySYP0ZFq7GQQpSmw0brkOM4vKYLLzmI9fCNkE2BbmIcdyFavR9uH563AGGaKMuPrpQBEyOzFy/tLwbcRD9oRmGXTSmFO7QXZecXC5kEorYVYZTvDgkhIe+wc/q7yW14FGEECK06HTFGep27dyv2M/eA56DPW4W+0F8M1cfC2MFWSMeRwk8v2NeHBDWwB5XKV2dLD/nRE+Ps9I02ZroUSEGJ4C/4DwFjaZ4IIagJB1Bq7JD6T1xxMuesnk3PYJqTj2qnoXrfdU8GMxYpy/EfZoCorh0+OiGCycP4K7bvQFGxWUcgfupvSVYt+qQPoCPXzqkdSbNtfcXLaX3Fy6d5hKX0bN7ON865goGdewhEI7z7rz9h6Xm+zmD70UsxwyGs9MhG3xPX3Vr4ec/a5zBCQa743n8Xzn3/pW9l410PAXDvT67hY/f/hTnHH132vlLTaJzvL2Kd/m4yTz+EMAOEjz0TGSjf2Hrq5ju45t2fJpdMce4H38pL/+uDCCl5ye++y9Hvv4q7fnINQpOc/d43UTe7vez6iXA2PYq3xy/C4nVvRykPfdbSMduO3pw08gL1xVEYrm2TyuRwHLcQVVJ836/52Ve57CdfKdORBvjsu17OBSevYE/PIGcct5imurGzNibiNw/v4E9P7CZoSKpDBsfOquGS5Qc3omi/qdismaRis45ARCDsrx+KCqOI6rGdVmXXCkFVsGjTPdbg/zuAuJ5HPJ0rRH3HQoGCY1AYpi9rYQQhNeRH3mWTgIDqRpSTwxMCrbat0N9gaqRAZdpyqIsEx3Q0CiEK2VPJnMOW/hSaECxujGKMUZgkbTn0JLMopagKmtRFAggh0Bcej922lKGci9IDzAoZY14/Eap/NyrR6x+kBv11VnXTmG3L1kZC+k6xYi3HCXQahRDo4SpUaOyU6pZYkJipY3seEVPf53sBcK0cumdTF5TUBSXNUY2q6L5F788YFZs140xHWaDj8XfXvlts+IpRSj0OnA5sxP9KTwBuEkIcJh6BI49k1qY3mWUoYzHW1yqkhrbgOAhXQSCMbF+KrDqwBuz54Gx8ZMRQOxbOuvsKrwVaWln42S8SW7mK6KJ5zL/qSnSjdOZRQ0UFTDx3xME4fKokqrMcd7CXwWu/Sfqh20ndezOD1/0INUoUWOXS2Gtuh1wK7Bz2sw9hbVuHl6+8bRgmRnUDWlUDQt+PHalsctTx1J89TU3y4sVN7I5nSxZt9ZPochR26JQikbNJWSPRNycta+OlpyzcLwcjQHZU2pnH2ALPhyYCIbUJ/1Ws3wGjYrNegAxlLPYMZehL5ca2WUJQEw6iaxJNCqJBsxBJcChy8+e+xcDOPQDkkin++IHPF16rnzOL9/79lyw8Y/zIwJ1r1hZ+Tvb2FxyM4Dvbnrr5jgnf3xnqo/fXXyN5/y0k/n0D/dd8BzVKWD/VP8hPX/MeBnZ1kh6Mc/PnvsUzN97iFxADOk5czet/9hVe9+Mv0b5ybOfgRHj9naOO90z5WlOXfOCchQzviw3t3Uvns8/y1lecWeZgLEYWaRCrXBpVZNtPWb2QV11w/H45GAHW7B4EIGt77I3n2NyTqtisClOhYrNegNiOQyZnkbPtcddZwdNfhaxrRURrMVaehd6+aAZGOjUy+ajDYVJZq/Cz0Ay0unbQTd/BWECNyG5ZI0W3PKXKClQW68iPRdpyuPW5bp7pSvBkZ5w7NvaUZS94nmJvPIPrKTzlBysksiPjNsJRGmqraYqNZF/tCyqTGHU89WBiISX6klMKadBetA6vZeGYUYwl1xXrObouXpGdjgR0akLmfjkYAbxRRUpDWmWdVWHqTMcT9nAI2qaJGimldua1Qu4B5gBnAH8SQrxcKeVNdG2Fg0sia9OfGnGiuZ6ibgwNBxGpQV9y6sEc2v5THHEJ4JVOnFWrjiG6cB5qp1+5zOnaUWLwSjRQpCwIzQsrjcglEak+VONcRHTsyEBr6zpUbqQ/p3Mb7lAfeu3IrqTKpQuVnZXrkdy6DeeptaAb1FzyZkJLVu/PnY+gmyWfw746Ko+dVcOSpiiJnIPAdzzWTCE92VOKdXvjxPPCwa1VQebVPb+dsIGMVaYTYkwxKumQ4XAb7wuHis16gTGYtuhKjMyvtuvRUlW+eWHoGnXR/a8WeTDJpUol1YqjFgEWn3UyL/vvD/LNc19XGp6ZpzgdOlQdI1gVIxsfWQD9+/u/oXXZQo5/7cvKrgXIbV6LKoqgsTu34/R3YzSM2MKhrp6SatQAXbddz8LgboyVZ6O1LpjCnY6PCEVLNsfEFLMlhrl4eQunzKvjqc2dPPZ4ivYzruI1L548ZdsX398GOf+9RbQOWbtvUZijuf+JjdjJfOROno7aw+N3sUDFZs0UFZv1AsN2HLJW/nncBeUpgoHyZ3JZ20LwvIn1dQ8VJlMvFGYIPEFm7WMox0ZvaMFsn1twqonAyHwo8v8UYPbvINi5HikE7vzVaM3zxuqePfFcoRAkQH/GJp6zqS2SdHJUqVawIQXxjEU8Y1EbCex3kZeRDgN+OvjwfYyR4TYRWusCZH07npXBMcPoUkOfTFcQ32bZuVzBwajpOsbzLEZnOS4updFoB7tY0POmYrNmlOn49IefACfNd1VK7QbOB3ryp14C/HQaxlBhGklbzoTHhyPanJUlk402d1XJ68pzoXtzoSK01jQL2dCOqGtDX3gc+tKTC22FkGhVjb5DMNmHtelpsk8/gPXEnWURjoVrwqMWR1JDBksXGCJSgwhXA5Dt7cMZXmQ6NkM3/3bMnc59QdbNAjPsh4+HqhDVUy8+M0zE1GmJBWmOBakNT626WF/KKjgYATrj2TLx+31h20Cax3YNsbEvTcpyEQJChkZtuLJhX2FKVGzWC4zkKBuVzB3+Nuuc970JvWjRed6H3lbyup3L8ZPL3lPiYIw1N7Dg9OO54KPv5NL/+UjhvGYYvOPPPyBcpOuY6h3gF6/7ID2bt4/5/jIyKlpPSmSodHOoccFsmpfMLxwbAZ1Fq+aA52I/cxfP169hLDnZTw/UTWT9LPR5q/e5j9qwyVkr5/ChN13Iay88aWpRGJl4wcEIoJL9KDs7wQUT8+3f3cbZb/kSv/7Bb+nfuZOYKTl5bh3vOG3sxXKFCqOo2KwXGI7rTnh8OBIcFSEeHOWwU55L+p+/x8ukULaF3bkDJ5mAqkZEtB5ZtCYRQlATCaJnE4S3r0GzMohcGnvDA3jpsaMDg0apS0MAgVEOOkOKQlSfJijRFhwYJwtiX5D1syAQGVlnFaV/TxVhBtGitQTMAIauT8lmjY5gdB0Hz9t/+5vK2fQlswxZYHm+y1dqOvoYkikVKozHdEQyPouv/3EJcNtkjZVSW4QQLwH+BUSANwshEkqpD07DWCpMA4aUZItKke1rhFjO8Xi2J4HrKRbUR0p1QWYIrbEDcepleINdyGgdsm5UdTbXAc9FSA0lpB+pt+xUxDhV3GQgjIjUkH7o73hDfX4Xg72I2jbM5aeVtQ8sXo29fQPZtQ+DphM779XIULSkjdB0zJMvxdn8OCLxOLC38Jqycv4YxykeM5Cx2NibQgrBsqYokTF244RuojU/v8gSALdrC87mNSAlxpKTkHUTG9HyGqM8L0O+rd93vnoKdics2kTwsIsIEUJMuiN4+KQkHHZUbNYLjNGpQPuso+S5eKlBUB4yVO3rR80wS845lf989Ca23P8YLUsXsOjMk0peT/YOkOobKDl37vvfwkWffM+Y/R11wRm84Wdf5sevfFfhnOe63Pp/P+L1P/5SWfvg4lWEVp9G5on7QNOpfvFr0UY5Ho1AgA/961pu+dIPyOzexslnzKG5Iy+b4jq+ttQ430V8/XNs++XVCF1nwX+8lfCscjsighHMY1405vX7gtu9HWfLkyB93S1ttP0fxZjO0edhs776y78D4FgWj//9Vo566al89q1vm+SqQ4uKzZpRKjbrBYYQEhiZZ8Q+rrOU5/qFHD0XEa3zowRnGEPXqA4HcVwPTYpCxeRhVC5TEh0PQKgWvXk+YxHQNXTNwSlaQwilSA8NEA2XS1bMqg6xqCGSXwvB8bNqCJulYxBC0FodYjBtYTsuo4tHT1Q12XY90jkbBEQCxpiazkI30Vqff0r73kSWZ3tSCAFLG6P7qTe//zYrOVyZHEHS0whqGrWhw8vBWLFZM890OBlvBk4G3i6EuFUpddNkFyilHstXS7sRMID3CSHqgR9Nw3gqPE9qwiaO55G1XQxdUr8Pk5vrKe7Y2MNgfoLa3JfioqXNYzq9DhZ9jz9F5z/vJtzRxrzXvhyySdy9W/2q0MOCvLrhCxLb2ZFJZ7LUrGAUL15a+c3ZsRZj4WpEoDTiQwhB7EVXED3nlSD1QgXM0YhgBGP5GUQa5pHd+XWU7WuahFaeOG516qTlcOemXuy8tUwMDXB6jYVmmIiG2dMa3u7F+3zdyPwizHr07wTOutIXqB6HurBJyBiJXqwPm/tcsa0Yf+dRFR3vd1czy+GWdvDCoWKzXmA0RALYjkfKdghoktYxUqXHQymF27e7kOLkpuNoDbPHnW8PBtsffYqnbr6Duo42Tnvb5XRt2My/v/8bGuZ3sOIiv6pxdUsjbcsXs2ftc4C/SF189skTdcvcE1aVnXvgV3/m3Pe/hbbli0vOCyGouehKqs57FUIb32ZVtzbx2u98Di/Rj/XgDQVJDtm6cNziZJk9XTxw2Vtw8unb3f/8N6f97PPo1VVos5ZNa+VTLzmI/eSdBZtlr7kdefplE9osEapC5Z8HAAhV+c8H+0lg1PPP6OPDhorNmikqNusFRsDQUcrDcT2kEITMqdsbpRRe16YRLcNEH7JtyT6n5k4nysriZZNITScQrsbas4v+9U9hNDQRW30C4K9vZF0LXn+Xf5EQ6K0TR3PLWD1KMxB5u+JpBntVGJVziAXK59ETOmo5pr0agUAbZ3GgS0lDNIjtevTEM4XVRMjQxq2a7Hoe/alMYa8pazmETB1N+t/ddFZbTuYcHtk1WHCAPrxzkHMXNky4bpKahhCysEEmpZZ3ZO8fo5ZZh68zrmKzZpTpeNL5AfAeoAW4XgjxF+Am4Eml1NPjXaSUuk0I8VrgD/gG8ErgomkYT4XniZSCpn1YpBUTz9oFByOA5Sq6EjkW1M/MQ3X3A49y12VvxbP99Lm+Bx9h9RtOKyw4VPtStLbF/mTcthTVvxs8BxFrRASjE3WNMALI6ka8wZGiMDIQQvXvRrQuHveaqWA0z6L+zR8jt/FpZLSa0IoTxm3bk7QKDsaYynKytRnR7eEBYqgXufD4aTMQKtFX+OwAcGxUamjCBZsuJUe3VjOQsZBCUBsyntd4ljRGeWZvHKUgqEvm1o7/3oc0Fa2QmaJis15gaFIwa3/nAccq0VBCeahcGqFXT8/g9pHN9z/GN8+5AsfyN5ieuOE2Ntx+L3bWH+NLP/dBXvpfH0RqGh+4/Xfc+NlvkB4Y4pQ3X1aiwzgWtbNaaT1qEZ3rNhbOuZbNnd/+Ja//SXk0I4Ccoq6TjNVhnvIKvO5tiEAY2TZ+NEf/w48XHIwA2c5uhu79FzWL2/F6dmEcd+H02axkf6nNcm281BDaRE5GqSGbFkA24a+2gmNX75wqX//oFbzhP39MznKY3VLPx6966X73NaNUbNZMUbFZLzCEEIQC++kUdHIFByPg26xMHGFMrfL0dKOsDG7vTobzlrIb17Hze19H5W1YwyWvoemyNyCEIHLhm8k99k+8XBpz4TGTOhlFIER26Vnoe9YjUViNC0gpgx0DaZa3jF2Aa6wIw7EwNEljVYis7SCFmFCP0Xa9kmB2xYiUWNZ2qYsEp81mxXNOSYSlqxTJnDOhk1EIgRkM4uXT7uUkxWImoypkMpCvzSCFIBqY+YzE/aJis2aU5+35UUoN5nfLbgZqgcvy/34OvGOSa28QQrwM+CNQnb++wmGC8lxU9xZfv8gMI5rnE9B1Rm2AsGMgTVVALwn3Hq5SeaBFZLf/+aaCgxFg21/+zurXn1I49vZuQQWryTx0K8p1CK06A6Nj6qHuwVMvIXv3n1FWFllVgwgEcQe7keM4GfcFo6G1RGS/MGbb8iNL8pNntCgdoI04RlEKhkr2+Q8kzyMKoxhR3ehP2sNaH0YAEa2Z9DpNChrGKB60PzTHAlSH6sg5HhFTRz8cQxmFGDcyqLhNhemnYrOOXJRSWLaN5/nRI4ZpjmmDHtw6QFuzxtzGkY0m5digvAMeLfLw1TcUHIwAz/ztTlTRiuPOb/+S41/7Um78zDewM1nOef+bOepFZ065/1d+4cN8/1XvKjk3sKtznNb7hozWIKOry85bmSx6wCxUbg7PLi2iIjRJoM7PHFCDXZBLwSSbfFNFxOr9aIZhvSrdREZqJr9OSghPj6P55ecex7M3fYXd3QMsnddKLDLzqY37TMVmzRgVm3XkolwH+5m78fp2IyI1GCvPzhdIKV1p2UqiuR56kTyFL0uknldE21TwMomSsQzec2fBwQjQf9tNNFx8Ke6WNeA6mMtOQKufeiGtaFUVLvORgG7naIxvxQpUAWM7GfcFQ5MYWrk8yrCk07CjTptgbrNdD9dT6Nr0zH/VQR0pKDgadSnGjNocjRACTZ+egJ6godNUJfP3Jac1UvOgUbFZM860/DYqpR4QQhwD/A/wSiAE7JritbcLIVYBvwTOmY7xVDg4qP5dkMprQmUTqO6thNuWcuLsWh7dOYirFN2JHE/sGuKfz/XwjlPmMqc2jBfvwYv70X8iWodWM7E+0vMh2FCqkx2oKU2BVkqR+OuPUGlfV9va8Rxu67G4lkPtqacT6pg9bt9Ofw8D1/8aNz5AoKmJgJ3D69mF17ML5biYK8+a1ntRrkvP1T8k9eRDiECQpivfTXj5sTRGA6xqrWJddwLPM6BYP1pIkPv+Z+56asxUAxGuQmtfhLd3O0gNfdmpk2rBuJ6H67oIIcs0Wgr3phROfuGfdTwGMja1IWPcNPugrhEcp6/DhkoY/4xRsVlHJk6RGLqnFLZtEzBNZHUzXrwbz1P88alBvn5PL0FD8sO3nMjqObU429fibn0CANm2CGPx5BWK95doQ6kPQA8GsNMjRUfMSIhvnvc6hvb4mr3rb7+Xiz/zPqSucfQlF9B21PibZL1bd3LNez9TthG49h//5tr3/ReXf/fz03kreK7Lr9/0IR69+gYC0Qhv/PXXWf2KC6k9dhXLPvtRNn37xwhNsPiyUwk15BeMQoK+75qYynXGTLMWoRhay3y8nh0gJdriE0uqmI5FznHJWC6GJoiME8FRbLMsVzGYsakK6uParLamWtqaDnP/TsVmzRgVm3Vk4mx+HG/vVgDUUDf2M3cROPGliIbZqL6dKOVhBarJyBCks1SFAhi6hmNlcXO+3ZCGiRE8cBk/Qmol9kSOitCUwSD2mtsgl9dT798DR52OCIQR4aoJ1xC+XvIQEj8lm13rqM9vGDkMoc8/dlrvRSmFmxrEszKAQI/WIM0Qhq4RC5okcxaocrXD/XHCKaXGjDYMGxpLG6LkHBcF1EVMgpNITKlcyl+PGwFEbOyIVqUUyvPXYh4C2/XQNTFu5Kcm5XiSyocPFZs1o0zbr49SaodS6g1AI3AGcPU+XnsecB5wDbBuusZV4QBijaq2mK+svKA+wmtWtbGpJ8WeIb+N7Soe2OpXaBx2MIKfyuSNFgKeRpa+9yoaTvSNkFEV48Tv/I9f+Qv8yae6reBgBOh+dBPbf/wjdv3yZ6x9/7tJb9s6bt99f/wR1p4duMkE6S2byXX3Fl5ztzyBeh6VvUajlEf8gTtIPfmQf5zL0v37H6AcP0pzWVOMV61o49iVyxE1Lf5FQiLnrNwnfauhrM2/NvVw23PdPLS9H9stvQfVsx3hOWiN7Wj1LX56+QQ4rks6myNnO2Qti5xll7VxPY/eZIa+ZJbuRIa7Nvfytw3dXPvkHvbE97+i56GN8H//Jvo3rvx0hemgYrOOPLxRxTuG52gZrkJrXsArfr+Lr9/jz+NZ2+OaB7bjpeMFByOAt2cjXv/0RP6NxQUfeQeLzvSdmMGqGG/8+VcLFZzNcIgXfeydBQcj+MVEbvzM1/nrf/4fXz7hEnY9Of6v4k9e/R/0d/aMKQd/1w9+i53LjfHK/uHlstzzrR/z6NU3AJBLpvj1G/4fVsaf0+e//Q286Jl7Of+Ju2l7xcX+RVJDX346Yh+cjE7vHgZ+/b/0//A/GfrLD/Cy6ZLXVe92hJtFq2tCq2mA/p0T9pe1XToH0wykc3QnsvQly21Qsc3qSWS4f2svt23s4a9ru+is2KwKB4iKzTryUKMqKQ8fy2gtcvZKEvWLyURHqjJnbQfluQUHI/jZT65T/uw9XYhILcLMOzGFpOHlV2C2dfiHpknz5W8qOBj9m1B4XZtRg514nc+hcukxevWxM0kKLr1E70hEOuDt3YpynbEv3A+U5+LGe/KRmQAKJzlQ0DmMBAyaqyI0VYVLKmlXh0zkPmRUOa7HQDJDfzLDUCpb9lzSn7awXA8hBFII4hl7wmKZKpNA7XgK1bsd1fkcXveWMe7Nw04NYafiWMlBBuIJf801lCFrT99neGhRsVkzzbQL5Sml0sB9+3ntv/CroVU4DBDhalRmaOREUWqREAJj1KSra7LEQBTwDtwEZ8SinHfz78j1DWBURRG6juu6SCuNMEMoOwdGAOwcnuOS3DNSyMXLZOj7952E33yVfzywF2fHWoQRRFt0HE73npL3crMj6QFo2n6FYXvpOGqwGxGtQVb5VTqVa2MP9WL3lL6fsnJ4VhZNH0kr8/p24+zehEJgLD8NWduyT+//dGecrOMb1P6MzabeFMuaR6I/lT1qEepY4+7GKeVhjzJeluMQGCVwncrZuPm8AAEc1RRhZzyH4yke2TXIpUft2z0cFogpVBOs2L6DQsVmHTloUhYiGcHXLRpGCFGSagYQNCTYFqMpmwenkWA0wofv+iPJ3n5C1TE0w2DhGceT6huitqMVlOLGT3+DbJGm4TBWOsPDV9/ArFVHAdD99HrWXv1XAlUxjn/vm9nzzLPjvq8eMNGMfddd6t+8nR0PraFxyXzajzsaALt3L50/+hJ7bl1TNr5sPIFZVKVSDe7Fy6Sgusmv/FzbzL6QvONPeAk/o8Lp3ErmoduInPXykf5Hf3+OjVLemCmESimSWavECZvI2tRHS+VGim0WwOKGMLsSFo6nWLNniNaqw6sK55So2KxDhorNOnKQDbPwureXHA/jV88tyqvNM6ZDagIn1fNFSInW0OE7/KSGLgTzP/91rN4ejOpaZCCA9cBfoMjRKcxgYVwqNVDQdVdWxtfRlRqiqhHluqAZ/jpx9JwtZPm5KWC7HhnbxdRkIUJQWRncTY/ki39KVEMHBGOFMRbPba7noQk/4jBkGuNmaI1HKmsVHIuO51esjgZHNtacUd+np8aveu0pBfHuUt3hoS5U47ySdZlrZUsCXyLCIaf8CNR4xi5xmr5gqNisGecF+FtV4WAhalpASFQ2jjBCUNvKlr4UadslFtA5bX4992zuZSjrUBsyOHdRA5h6wakHgGYggpGJ32gaCNTX4nqK7ngGy/WQQtJoSIinsKqXoDqfJdQQQ5gGqijaTo/5RsYb6iH7r99DftfM3bsNc84irG0jizajMV+pWkiMVefts+iuN9CF9dgteUesQF9+Onr7YtxUHDyX0OLlJB66C/LRi6HFK9HCRQ7G1CC5u64tGPLc3q0Ez339Pjkac4474bGsacbt28XwzqKobiq7T+V5uEPdKDuLJiRusBqV1zwZ0xk56rhY1uQAPhfNMGIKYfwV61ehwnSi5/WKPM9DSImuaTy0tY+BtM0Js2v40muO5hv/eJbHtg3QUh3k7ecsRMQCiGgtKpmXBgmE93nzZn+INtSRHhziuxe9ma0PriFcW827//oTmhbM4fwPvJlHrr0ZNEnf1p04uRFHWrjW3+zre3YzV59/BXbKjxLZcvvdLDrzJNbffk+hbc2sVgZ3daIZBlf+8IsFzcSpsuPBx/nVxW/ETmcQQnDJ977I8VddzsBt1+MO9rFgQT0PPrQTJ79xtfjcU6lqHknl8jIJcg/diJuIYw8OwpMPETnvtZjzlk95DF4qPup4qORYVjfh9u6g1GaV3qdSikQm51d6xbdBbt72TCVCpThVbnRUyguHis2qUOFgo89aCgi8/t2IcA36/FV48R6wLXKhGhQaw3ObFIJwwMg7H7WC9j1CIPcho2l/EZqO8lyc3p1gZdCFRBj1eJqOt+ws5NbHEZ6DiFQhQkWau/l5RdlZvM6NI4U500PI6lY810EZYWiYi8gmIT0EQqDNWz25E2kUWdtl12C6sLZojAaoCZt4XZvB9qM/hfJgoBPVGvOj6ovshet5xNO5wrolk8riCUnrPhRLHW0jvFFOxVhApy81YtOjAb0sHdtTip0DaVKWS1POpUQYTOpjrLVK30MUzr2Q5+yKzZpppm3WEf5T21uAy4GV+ALDvcCDwM+VUrdM13tVOHQQ1U2Iat+5dttz3TzZGSdqatTni3wsao6xuD7CUc0xTN2fqLXGeajUACjlh9nvh2bg/hDP+CHo4O8Mda7bQNfHP4Kb9NOl57zrXSz4yH+y+WtfRlkWsVWraX7ppQC4nZsLDkYAr3cXtS97E4n7bseNDxBasorwsaehkgMIM7RfjlNn+zNFkZ4K57mH8XZvAE2HpnkYza00vv5dZJ59BrO+hdhpF5Rc7/V3lewU4ti4W9cgYudNOf2sJRZkx2Cm5LgYEa1DW3AcXrwHYQQRDR1lfXjpIVSRsTazcXIRPyozaJZHyoRNnazlFEzg5n7//aWAY9qev7BzhQpjUbFZRyZ6kTD6t+/cyHVrdnPO4gaO74jRUh3g/y4/mqG0Q3NNmHBebN1YfQFu5yZQHlrz/JEojAPMP/73B2x90I8GTA8M8fMrP4BpW6T7BwG48PMfon7ZQn7xug9iZ7IsOvNEznnfmwHYcuu/Cw5GgM6Hn+AN99/AnT/8HX3bdrHyZedzxtsvp+vZLcQa60qcf1Pl/u/+Ejvtz9dKKe749JfRb78WI6QRiBo0NkS48vJVPLc9RctLXslZ+bENo4Z68DJpcntH0r8Tt/6emtd/DG0KBcUAAotWkX1yxHFqLlpV8rqI1qItOB4v3o3QA4iGcp3ljGXjFEmDhA1JwvIQAhqi5d91yDTIFNms7YN57TMBR7fOTFXyCi98KjbryESftQRmLQHA3bUe1eNHNkqpE29ehacHqYsEqAoaBeeSEY7i2jlQoBnmPjvj9hcv0TdS+Vp5eP176Iu0ocxqWHIOkYBB1Mvg9Wz3nYmBCKLKtz0qkyiNyLMyfnS91FCehxaKIFeei8omEbq5X3Z4IG2VBC94mSGsnIPIpUrcTQKQoRgyGCmNCPRUibtOl4LH9sSJBQyiUyjOAmDqWkmKcmCU3mLY1JlbFyaeddA1QV24fP3Wl7JIWf56sddsJOwkCboZEBLRvLCsvTSCuJbFsLMxo0ZShWPBw7RydIVDnmnx7ggh2oG/AyuKTwNt+ALFrxRC3AS8XimVHKOLCoc5OcflyU4/oiA2Sih9IGsXHIzgiwSLWMNBHR+AO2r3aOjmmwoORoCdv/41p9x+G9UnnoSbSqHX1tF7++1kd+8m1tFAiZSxZqBV1VL7stcXTimlEJGaKWkg5hwX21WEDG2kwMrosH/XHvnX+RzMOxazpZ3QguVoofLKmzJW76doD9+nEEjTBCs9ZSH9o5pjRAM6aculIWKWVAQfRkTr0KJ1Y1zto0alxAvlEQkG/N3VMSIZDU2jPhbCclw0KTkmYDK7NkJd2KQm9AI2fge44l+F8anYrApZ2+W6Nb6m7EVHNZVECtTHzIKDEUDoBnrHsoM+xlRvf8lxoruXUNEi7I4v/4D/HVrL13oeJz0Yp6atmYevvoHu57YQGrWo1IMBaud2cOUP/6dwTilF7awWwjWTO8a6nt1M/449zDn+aCL5aMnR6dVOPEnng1sxIgZNKxqJzqqnqSnKsnf8B1WnX1DWp4jW4o3Wg3Js3P69U3Yyhk9/KVptI+5AD0bHIsy55d+TiNaiRccvujI6+FAKwazaCJoUYwr6G5ossVkrggHaasLUhgyqX8gLtorNmjEqNquC8ryCgxFA8xyiyb0M1cwhmbOpDo085wsh0A/SZlgJo57/leeWzK+pnE20qgrZscJPgdYMPCuDcuwxYsoEQjMwioppKaVwA1GMKVQk8eK9eMkhtPrWQjp28XReJ7NEhe0XconUQTqOGI4KbZqHDMXK+tSk8LOn8/14SpGwXIay9pSdjOGAgSYlrudh6BJzjIrQYVMnPE4RMfDTrAv3KTS2hRewtN70na9jRO9JTcOMVuE5DkJKYkIjmK9GPpXP8rClYrNmlOftZBRCaMAtQHF+iwX0AbXA8Cz3MnyR4kue73tWOPSQQhQqVo4OBT9UJrBIQCdtjSxozECp403mF0xaMIQWDLH1+9+j849/zL8oWXjVq4kG0mCYmCdcXBIdqLIpvF1rwclBIILsWDFu9GB/2qIrLw6vS8G8+giGJtEXHIM10OXvAgpRWgHTdZDBKDIYRhojjj+3Zwf25jWAQMw7GuPYF+E8czcIgd42z4+oNKdeVU4IwZza51eFTgYiuNmRZ1wRjCClJOe47B7I4CmPhlioxIGoS4lu+r8nAV17YS/UwF8aTGb8KlH8B4SKzaoAvs3SpMD1VCEiYJhD5U/vxNe/ggd/ez1eXiJj1ool9D29vvC6ZvhpUYFImEAkzPWf+DK3fuVHgK9FdPKFZ9Jzz4MY0TAX/fBLBKpGNqf2rNvI9y5+M/3bd9O+cinvu+XX1LSNrYd4z0+v4ep3fQrleVS3NfPRe/9Mw7wOzv7ke9ny7/tJdvUggbkx3zbZKZtEZ5KOd/4HwTmLCC1YWujL2bMJ6/HbwMoiYnWYy07C6rlpxNNnmGh1U09HF0ISXHHKlNuPhalr5IqcnaauYWiSzqEMP7l3K8mcw6Wr2jh9wcjmaKnNgqopLjAPWyo2a8ao2KwKQP5vUJTsiqj83+T+VDc+EMhwNW56sHDsBkoddcOjFFKCNHFSQ36hFaVAKbRQNWSG/Ii8ho6SoI2U5fDE7iEyjkfE1DimrXrcqsv2pjVkH7jRz5gLRQlf+FZkrI66cIC05eJ6HlFZZPeDEVTLAqSmI4NRRFEgRc52cLJpNHwtX1M3GcjYKAUb+9PkXLVPARFCCIITOBCnQlXQYCA9krlWFTKQZgjlOtjJQZTnoQfDyCJHs5Aamul/XhLKNKhfcFRs1owzHU9Fr8c3fAp4DPgE8C+llMobxvOAbwBHAS8RQpyllLprGt63wiGEoUnOWdDAnZt76c9YtOpBhBCEDY2jWw6NlNeQodMcC5GxHQxN0vSG15F66EFynZ0ITWPeB95f0r7nlqLME8+jf2MX9Z/+NFI3yyLyvK6NvoMRIJdC9WzDzWSwnvYdfubKM9Hn+aL43YmRqm+Op+hLWbRUBZHRWsxTX4mX6Mcd2ovYW1QhLFSFHiuNxPCSg9iP3zaiX/J0P94JLyV4wZtQ/bsAEA1z9qlS5/6i7BwqE0cEIshAGGqaUVYGpI4MxfCUYm93D7NIIAX09wdINbQSCbzAnYnjIgoPhxO1qXBAqNisCpi65H1nL+Q7/9rILx/YwRdetrSQbhYOHPg5cyosPfdUPnLPH1l7y100zOtg2fmn88NzL6dvyw6kpnHJ1z9T0v7+X/658LPyPHbc9wjvvefP1By9vMxmXf2uT9G/3Y/k3P30Bq7/xFd4wxfeir32XgCMo05Fn+vbrOs/9qWCaPzQnr388xs/4/Lvfp7GxfN532P/oGvNMzz9lv/ALFq06FU11Jzz0pL39RIDWA/eUFgkq3gvygwSe9lVZB69AxCET3oxWvTApxw7nkfW9jA1ialrxEIBbMdFSkHA0LFdj3dfs4ahrO98fHTHIN99zSpWtB2p6dAVmzWDVGxWBYSQyFnL8HauBxS2ESYRa0WToiBRNdOIQBitcS5eNonQDPRgFVo6WyiUFQuVrp+8XNq3B56DADwEWttShBEos1kbupNk8vq+KctlY2+Khf0bSN7l25TIqRcRPuYMAHKP3T5iZzJJrLX3ETz5ZZi6ZHZtGMtxEelMqVShGUbWNI9Kj/bIZdIERD5yUHkElIVpmDzVFUcgOGdBPZHn6TScCsq1IZcBI0DEDDC3LkyiKKVaKUVmqB89P1Y7aaHHatGMQ+N34+BTsVkzzXT8VVya//9p4AylVKHsolLKBW4TQpyVf70ZuAKoGL8XIMfNqmFhQ4SM7VIXMsm5HuHidOAZRLkO3t6taK5LdfMchBmA5mZW//pXpDdvxmxsJNhSGj2hV1fjxEdE5fWqGK6VG3vCdu3Sw3gf9lP3MmzBrEdvRda3I6vqS2xaXbqT2sE+3N4AItYIib1IpRDhGtzWRZDoA91En39M+T3Fe0v1SxwLlRpCtC1ARMZPDQM/2jRr2XieImDo+1wdrWQc6SGcDff7n4GQaAtPQNY0gzkSiZnLWbSSKKQY1MkcyVQCAuOnXb/gqYTxzxQVm1UBgFcc084pC+oZyti01oTRNT89dl+Ldh0I7GyWB39zHVY6w5nveh3VLb728Yce+xudTz9LVWsTdXNnlVwTa6wj0d1bONZti7Wf+Qqn3/jbsv4Te3tLjuO792Cv+SfDNst+4k5kbRuyuqFMmP7h3/+VXU+s49yXn8Pg76/Gs20ajl5GfK1fCE0LB1n2f18t34wb2luWm+wlBwnOXoI5e8mEn4frKXpTORKpLHURk7rY/kfcZ22Xbf1pXE8hgFm1IaqCpVVCt/QkCw7GYf7y+K4j2MlIxWbNHBWbVQEA2TDb1zB0LEQgyizEuLIOBxulFCqbQikPGalFaDoSqI+G/KJaUqCPkvEQQqKUW+TqUXiJfvT6trL+rSLdXABvsIfELdcU1kHJO/6C0T4Po2lWWYXtnOWQS2cJ6hqum49gNIJgZxjOf9ajdWU2y3G9Qgr1yBsrWquCtFZNnI6uHNvX2s+lke2L0ar3Xfe40JeVQe1e76eYI6B5AeFoXUlKtWXbBQcj+EGvffEUTfVHqpORis2aYabDybgS/6n0a8WGrxilVJ8Q4qfAZ4ATpuE9KxyiVAdHNImKdRhnEuV52E/eSWrdkww+swFhGDS94X2EFy9HD4epWrlyzOsWfvwTbPjkf+LE44QXLqT1ta8pLJDcgW5Sd1yLF+/HmL2Y4IqTYHDPyMWaSekWmcJLDpDd9AwNPd0MNs4nUF9PY9qPOMTJoDJDvgiyEIj0IHrDXMgXGRhL51HE6kpTJzQdGZvYuQj5SppFO4tWYpBw93NoykY2zkVrmT/mNV68G5VLIfQAsqaloPvh7nluxMmqPNxd63wnYxG6UGUbRqZ8oVbhnCKHwEPhEUrFZlUo0FIVpGWSxcLBxnNdvnPhm9h410MAXP+Jr/Cu63/MiovOIRCNMPeUY8e87vU/+zLfOfu1ZHM2VbpkYdTEGvSrLfdv3Mpf3/B+BjZvZ975p3P85S/lb//9ncK1J7ziXCBV1JvCTfRz12//RsfqZWy8++HCK+mBITbd+wi7HnyMixfVIYUgs20riz78bgLNzTSeeSrBlvLUa1nVWJbup7XMnfTzUEqxuTdBzvWrYW7r6sHe3kVjVQhR1YioaR3zmk29KXpTFmFTY1lzrBBp2ZPMFeyfAvbGc1SNkugwdYHyFKJokzSk7f9m3AuCis2aKSo2q0IBYYbADKEBh8qMpJTCHepG2f6vp5uOI6ub0Q0DKQTmOIEMWrQWZyBL8XrJ95v76dFP7omTthzqIybN0QBb+keKmTWqdGmgBQp3sJdcVTPe8jORa271z5ohnIXHg+vhoAqOREcLYBgmEpDG2FqGmpQ4SmKKkdRqMYaGYvnn4WE98jfUULf/eexYS3bhCbhtSzF1fcwimEopupM5ElkHU5e0VQULKc1qYE/ewejfp+rbWZLSDWB74LqKoDYyT6fcI3zOrtisGWU6nIzDT5KbJ2n3QP7/8nK0FSocQFRqkNz2TXT96z7Ip3zt/NYXWPh/P0WLlgv7DlO1ciXH/vGP5Hq70av9lO9hPcT0nX/wqzkD9pZnkDWNBBatglwKEa5G6gHsdQ9ALm8QA2HSTz5Idu0jAFRzH6EzLoJI0Z+gUviG1p8UhZSIMQq8DCNjdRirzsPZvAYlBNqC49AnELcH8DwP27ILTj/X84jsfByZT/X2tj+FCIaRNaVRnSrRi0r4kS/KyuB5Ltpwlc7Rqvmjj/Gr29l6YOR9kISih0Ya/cwgYNJqfxXjeICo2KwKhzSd6zcVHIwATs7ix696N/+7/T5ijfXjXjf/5GP58O+/wUPv+QQGvvbT7CtfCcCNb/0w3U9vAOC5G2/nlI8s4Kqrv82upzaw8IwTWXHeyWTv/M2IzTJD/OkLP+fun/yh0P+C045j832PFY6zjoflKoK6P1eF2lppf9WljIesqsc8+VLsp/6Fcmy09kWYq86b8LNQdhanbzetls2AjDIkoxwlezCDCqw0qnc7GAFEpHTBta0/zaY+32k6mLWxXY/jOybfhBtmTn2EOdVBtg5kEAKkUlx5cnll6iOHis2aQSo2q8KhjesUHIzgF3x0Mkk0vWbCzABpmGixerx4z8i5fMGVZzrjJHK+Y607aRE2dFa0xEjmHKqDBvV6hP5IFV7KzzgTwTCZ2nbSGQtmHY2MNRO2Uzg1zRCM5iUtR41FM9AmcBrqmiQcDpHNZtHwMHQdIxgatz3466r0QC9G3sFYeKsta7CbFpL1FFKKsoIvfSmLvQn/M0zbLo6nmF8fyb86el1Vvs4KmzoPJjTmBl0MCduSisXt468hX/hUbNZMMx1OxuEQgPSErWB4BjmSPQsVpgnleSjl+ZWqJ9mpELpBrr+/4GAE8DJp4g/dRe15L53wWj0URra247mOL5pr+Fpdbry06qcXH0BWN5WcC559BfZzj/hV3hafQN+v/q/4DnA3PoladWxh/AoBVg403d+pDE3+p6K1zB8z8tC1LZTnIjQdTfd3zJRSWDnfgGlCIKXCsqyC468wstQQjHYyWplxj2XLAtx4T76qnEBrW1w2HiEERsMsv2/loYViJBzIZnPUBI1DJur1oCGYXCukYvsOFBWbVeGg48QHsXu7MVtnoYUmTvUNVUXLIv7sTJb7f/lnXvyxd054bcerXkaopZn+h9dQddRiWl58DgBD23eVtBvctpOzPv9hTrhixCkYOOM1OJseA6XQFx7HY28sdQAObd6OEKKQihYLB0hnbFxDo6a5nvpTT5r0c9DbFqK3LSw77+xYjze4F1nfjt6+CMhH0O/dgnRtwkDYzeEhMNWoitS5NIxyMg5mSyVMBjMjx/URk2TOYTgLvDFarsEpheDHbzye6x7bRSrr8KKVLSAEz3TFmV0TKot8fMFTsVkzScVmVTjoKNfxs5TGqVhcwqh1mLIt1NB2nPQgevPcCddpWiiK0DSUlUXoJjLoO9bSdml6dNp2WdIUhaLYkJorPkD6kTvAU4SPO5sePVKwm151M2kBpja8xvKloopTy7VJnVAQMHQCRrmzTiV6/eyuYKwQVehniuXwhIGOGJVqrfx1ktRwXa/MA5O2SwvQFRcqFdUtqPRQoXq3qG0vG48QghPnNPJcbxLL8VjUHibnemzpT9EcDRwU3chDiorNmnGm4zdOx//bnSz3cfiv5Qh7Mqsw3biOjZPJp3UJgRmOTmgARShGaMVJcN8jI4s2IRi85Q94iX7qX/7GCd8vsXYdW7/3AzwrR/ulF9FwztkYc5Zib3qy0MYYQ09KVtUTOP7CkeNoNW5uxDknlIOSAUQ46huOeB9g+X9IVc3I/SzY4lhZXCvvOLQtCITQDLNMo0QIAYaBY4TQ7SInohFA2VmEUVSVzAyhsomiY/81pRRJPYY991QCdoJwVTUyPLZmlRASkY+03DGQZms+7cGQgtXtNYTNQyXx4yBR0QqZKSo2q8JBJbV2Dbu+/2WUlUOvrqXjo18k0FK+SBimbnY75/2/q7jjGz8rOX/9x79Ez6ZtvP4nX5rw/YRpsvuOu9l+821sW7OOWRefy4ILz+aZ319faLPgxWeXXSejtZirzy8c17Q3k+obGOm3f4DTLz2fnmQG6bp4TzxJ95Bva1re9HqCrVOvCl2MveHBQsEZNj4Kx1yAPn+Vv8AdpXdseBZ9aZf6sG8vvFwWt7sLDRO9bmSjrzpo0JUY2UCrDo1stj2wbYDdgxnm1oU5fnZNia5VMUFD48qT5wBw37Y+bnvW9+GEDY23njibxugRpnVVsVkzRcVmVTioeLkUXv9uf80kNbT6DsQEBUSEpiPC1XjpIbCzeBseRFhZXID2xRgrz574DaWGpzxULo1MDiIDIRqjJruHRgplNo2xGaTXNFB1wWsLx1o8g+eO/Jk4nsLUJYYUeAr60zZBQyIAw9AIT8HJOBZqYA+qb4f/M53QONd3BCrfkYkRwJ57DOa2x/MfkMCr74D8ui6ec7GVXbJZFTK0ks2wcL5ytlIKD4Gqm43wbESoGhGMMBaaFCxr8r2wa/fGeWjnIACmJnnJ0iZqQ4dGUbuDRsVmzSiVT7/CYYebLXKIKYWTy47fOE/kpAtoe8f/w6irRxo6Zk0UISWJB+7Ay2XGvc4eHGTthz9K4plnSD23kee+9l16f/EVZDhK8PjzMRYdQ/i8yzEXrpp0DFUXvx5h+hO8HosRaGn1o/rmHZOfCIs0Sfp3T9rfeHj2qCI0jn881k6iJ3Ss+ScialshWouoboBUP96udXjJkWhNEWtAROvBCCJC1cj8LtpQxmIgbZHEoM+oI87k2mZKKbYPjGzI255iT3z876BChQoVDmf2/uEXqPzGjzM0QN+N1056zau//mne9OuvU91aGiF/70+vIdU/OO511uAQ977u3fQ8vIZ/3/sEv/rPr/LFVRcRlzpnfPaDrLjyFVzyy2+w4sqXTzqGt/zmGwTyC52oJmkO6tSHA3zw9t+xaFYjujsSebH+DzdN2t94ODs3lB7vyh9rOmil/pL71mzh7l0eKlyLYzkM3n0b8X/8noHffIXs+kcL7ebVhZlfH6YqoNMSC3B0q7/59bd1e/nDE7u5d1s/v3t8F7duKE1pG49/b+or/Jy2XR7aMTBB6woVKlQ4fPGGekaCMjwXL9E78QWAHqlG1LTgJeJgjazL3N3PoXLjB+Eq5eEkB/BsC7XxEdyn7sB+5GYWDzzDooYIbVVBVrZU0V49cZoyQG0kUFhJKaXwFLgeVIWDWJ7CBVK2R9L2iGecibqaEDXq81AJ3z4IQSFS0mk/iswxL4OFJ6AvPxO17AwQgg19af61tZ9/PNvNlv4RHeSGiElTNEDQkFQHDTpq/YwHL5fCzSTwPBcXieeVRjyOx5o9I4VLLddj7d7EBK0rVJh+jrDY2QovBNSkm7ljU33y2ZBN0Xfj1SjPw3NcpGnABFGQ2d17cFNFYvhKkelLEn7uESIvfy+EqvzK1Y41aeShNAOEFixBpYcwausRUiLr8hXURo9BaiilJk0FHxMhSva7h/sQQmAGAji2jVIKTdepDelACGpOwuveikqNLJzUwB7IpwAIIdBqyqNUMpZbdlwzSdFPIQQCQfEgxREXsy6msMN2pH0mFSq8MFGjNn5GbwSNxylvfBWpvgH+/KEvFs4JKdGM8R/dUjv3YA/F6cm59BXNz3f/+Go++8xtnLJoNsqx8Kws0px4U6g2FuacU49mz5p1BTvScd7pABjR0kgKIxxCuS5iP4qjiGAEFR9ZtImA37cQEtk0H29gD3guIlrHay4d2dBLPf0YanjTUXmk7v0bwWXH568VLGmMsWRUQc9nuuKjjhO84ujJxyhHTcfaEScoX7FZFSocOUyutT4WhmEigkHK3HcTrLOU5/r9x3ugyA6ozk3MnbUUVVON63k4ros+iX3RPZtaZ5Ccq0jqVSAkwfxGmRw1P0nl+rJb+xPtphtgFR3nN8OEEL6MSNbCUxCobSDY7Bcm04GHdw6wbdDfcFTAU51x5tdFCte2VAVpGRWs4dmjJK1si6kw2mYdChXIDy4VmzXTVJyMFQ5pVDaJN7QXEH5F40AY3QziFEUfahOE8I/GzeZwM8MTtk3kmFORxvjOwWDHLPSaGpzBQQCEFIQbfbkbN5NGFek8auEqtKJFm1IK6/HbcLY+hZIGdl8/OL5x8CyXyNkvR2vztadk6yLc1CBYGd/BGKvH3rsNqeloVQ2IwOQ7eABechAx1I1nhBHhGEJK9KIxSSkxA9OX4qVrEsv1So7HYjBtsXsoS3tNiJqQwYKGCM/1JAEI6pJZNYdWddeDQiWMv0KFFxyb7n2Ef/zv9xFCcPFn3sf8k4+l/sJX0PW7H4FSCMOk7vyJtYCL8ZzSjZzjXvMSgrHxxdyjczsINNSjdu0te81ODOEWi9HH6gv6V+DbrD996Avc/4s/Ea6OcnTQpUbZ1EYMRFU1Kz/+Ppa/5XIATvzEe9lz3yPEt+1EDxjMb3PZ+IHX0/Km9xA77lTEFNPQlJXGWHgMVnIQlR5CVDdiHH1W4XVhBtGay3WHx+lt0hZN0QBb+ooqlI6RggfQ3R/n2a2dLJ7bQnN9NRcubeLGtV14CqqDOqfOrRvzuhc0FZtVocILDs91cfOOLM0IIDUNGa3DG+zKtxAFqaMp0TwXdm2AhJ8NJRccN3GqtdT8uWUMR6bj2Fi5EadawDQwRhVM8fp3+5GEUgMUQRRBIOJlsGrnEMunCNeETTK2g+N6NMS3Es4N4PZI+qvnEaxrmbLOrud5uLUdSDuHsLNghhANcwqva1ISC09tTTMV162QOoqijclxHK3Kc1GOjdANhNQ4saOWe7b1oRREDI2VLUegVGvFZs0oFSdjhf1GWVmcrU+AY6O1LUbWNk96zT71b+fw9m4B5TuxvGwSOWsZmhnwRYLzhU3kZILERSQevrvk2O6bOAXAqKpi5be/ybYf/ojMpg2E85W+9NlLUaFIQYQXwMtlSpyMztancJ57JD/2RMHBCODF+xFVIyEWIhBGW3Y6brwXlUujrCze2rvx7ByOpmOsvgCtceyCgcqx/HSGwR7sNbf5n5cQaKvOR2+ZN8VPBkR1MyoTLxIWbp30mrpIAE8pco5LQNeoi5Q/SKzvSvCFWzeQtl3ChsZnL1zK0uYYNSGDnOMRDWjo+6mLcriimFyQeP/idStUqDAeynVQQ3sLUXEiOL2VF/u27+K7F76JXMp3Ym265xH+a/0/qT3rxQQ65pHr3ElowdIJ9RhH8/Dv/1pyPNQ5cXqvEYtyxh9/Suy/v872v91NIuWnrR39svNpWzyrROPQyyRKnIwPX30Dd37rFwBk4wnuk4KL59dQFzXByzD33FMLbatmt3PlQ39j15+uIXnH9RimhrJydP3quwTmL8Coqh93Ay9lOeQcj2ovhehcD7aNOWcRonUJcgp2Z5jwcedgbVmLyqZBSCKnXjzpNa9Z3U4i57ClL8Wc2jBXHjurrM1DT23mpe/5BkPJDLFIkBu+80FOP3Yxc2rDxLMOLVUBgvqRpSFcsVkVKhx8lFK4di6ffWQgteldtivPw86ObLp4bhozFEGGqxG6iXIshBGc0Ek4Gs8DVp4H6UFfg3AcnfZhhJDosVocIVBdWyDjp/XK+nbsYHVpATTHKXEyeqkB1HBl6uGABylBCHQ3i6mXBkG010Zw+/cgc37WllAesf7N/NfDA7z+xDkc3Tb2WJWdA9fG1QJkbAfQUI1LCGr7FrixpDHK7qEsOddDAEdPwfGnhWJ+sVPXQmgGerj8Gs/O+RuISvnrv6pGFtZHaIoGSFkO9SHziCuwWbFZM890zlY/E0IkJ3i98DQvhLhzkr6UUuq8SdpUmEGU52E99g9UfqfK3bMJ8+RLkLH66XsTK1NwMObf1Nf5COUN7X4YWxmJlRxrkckXmdHFiwkvXEzvPQ+Q6hyg77luVp3/JsJS+mH+w4yurpYs0mySAs91C5GP0jCRZml0opAawgig7ByqczMMh8i7Ds6GB8Z0MnqJXtRgJwDO9vUjn5dSOBsfRta1lL3PeIhAGNl+FLkNj+IM9GCKEGZ04u9Tk4Lmqon7/92jOwpV09K2y+8f28kXLj6KkKERMo6shdoIlTD+Q4CKzTqC8CsVb/btCv78LFsXIQKT6DvsA7ueXF9wMAJkE0n2PL2B2vYWQvMXE5q/eJ/7jNTVTHg8FjXLlxA4egVtf/83yaCOZhpc8ol3IqSGKi6kMmpzp3fz9pJj21NYriKoC4SuY1SVLm70YIBoTYhcUdEuZdt4uRxONolplEf7behO8uiuQRTw4kg3tYk+vKSfwiySCfTV50/ZZukNrdS98ePsvekG0nt6kAPOpKrA0YDOB85cMGGb//r+dQwl/d+TRCrLZ793HXf+4hPUhU3qwkeYcH6Bis06BKjYrCMIpRR2diRjynMcjGAYuR+SFOPhFWVjFZ/TpESYIcQU5+IShPAj2YvkliZDaga61HBnL4PkIAiJNns5DqLEyVgmrTQqdVil46hMAqSGqKoHWbpOlEKA55Q4l0wJGh5/fnLPmE5Gb6ATtXeT378ZhqbFIHUEMJh1CCOJmPqU7rM6aHDRkiaSg71ElEUwOLl0ipASIzZxJKmXGhr5nJTCSw0izRaqAjpVgSM1nqxis2aa6fzNO24KbYb/rs+aoE2pWFuFQxKVSxUcjP4JD69395SdjI7nTR69ZgQp+XUQAvZhN20sGl/9Fjb/9ydwEkmCdVVUr1zmR0ROEg25+w9/KvzsWRZdN/6NRZ/4ME5yKB85KNFDpQ5LrXUB9rr7/Anfcfy0N+EbXCUkGOWh+TIQxksnSp2XUBIxOYzy3IKD0T9RrqHi9WxDharRhrUfx8H1FOu7E8in76HxmX8CkHn0X8RedAXB5SdOeO1kOF7puBy38ueNoMwpPWabCgeSis06knDtgoPRR6EyiSk7GR3XG1cOYpiWZQvRDAM3r7moB0yal07s0JqMV3/7v/jaGa8mO5RAM3QidTU4loVuTuzsevLHv0MKQZWhgfJY99vraP/u53GGenx7IjW0SOnC5agXn8nfvvBdPMdX1KqpiSBQSENn2QfegFFTHkERO/Zk+m/9a6GwTWjJcn/zboy/CNdTBQcjgJPLFRyM4C8Q3W1PoRo7kDWtEy7abNfjtw/tIHfzX1l22x8A2Hn1n1jy6f+k9eWXTPjZTIY9KkV99PERScVmHQpUbNYRhSqRZALwXGfKTsap6LrLMdZhY53bF3QzgJ1xAYWrYMgWNATVpJqAXnrQX4tV+etIlUkQqG4ik7Py9wKmWbpuEqEYarALUKhcBpUazHfmooZ6xnwfUdXgV4bOr6ueTeokXElsjLWJUh5q7+bCsbTS6IkenOqRiPtnuhLUhU0WNUQm/LyVUsQzFjLZS13SX7up5F5omI2oahr3uqlR+XMuo2KzZpzpip0V0/ivwmGAMIJlVR9FODZO6xH2JrL8960b+OD1z/Dj+7ayuTfF7sEMzhi7acIMIhvn+M5GM4RsmoeYpLjKMEopPzVulOOt68abSO3qJTeUZWhrN4mH78N59uFJ+9PCpQtRLRRCagZGVT1GrB6jqh4xKrJSa+wgeNYVqOo2rMEUynFRtuuPzcr6KV6j71k30Wub0WYfVSKUrM3zxe5VJo67+RHc5x5A9e4ouVY2dYzs2kkNrWVu/pqhCSu7ATzVOcSzPUnCW58oOZ9d/8iY7ZVSZZ/teLxqVTt6XoFYl4JXrZ7Y4XnEIOTE/yocSCo260hD6uV/VxPo8Q7TGc/y/65/itf99lE+f8t67t7ax+O7B8mO4XhqXjSPt//p+3SsPoqOY5bzzut+TMPcsWUuRmPncnRv2lYSCQlw38+uJTvkp4+5tsN9P/8Df/3kVyftz4yVFmYxI2HfvtS1Ff4JvdSGzzvpGN5/y69ZdsHpSF1jcDDF3UMeS770IdrOPQHc8mqcgfY5zP7El6i76JXUXfJamt/8HwBoeR1hlYnjbHwIZ8O9fnGxoms3W+UOXuV5fiRKiUO4nB/ds4XfPryDmkfuKTnfdfPfx2zv7YPN+uhbLsbMF9cxdI2PvXXyNOwjgorNmkkqNuuIo/yrmorWred5ZHM5srkcmWyO/lSWwXQO1yuf/4SU6IEQQsqSn6eCUgrl2Cg1yhHqDNsJgSYEGcuhO5Er76B8MKXHUiKlJBwM5P8F0UaNTQTCyOb5EIqV2yfXKZGpGrkmgpx7DEORNm7sDvOTXf7a9fzFvoSVyiRwnnsQZ93deF1bGO3Ac13f9ntKsTflbyj2py3i2YmrVQ9lLBJZGyMzUHJ+uDL1aPbFZslRKdSjj49YKjZrRnnekYxKqcq3dAQidANj1bnY6+4Fx0KbtRSteXL9v989tovupEVVUGdVezWDGX+CHso6LGuOlu0CiUgNWqRmn8amXAc70T8SYRitReYXU33/vqOk7dCmXdQc1zVWNyUs/tTHWfefn8HLZgnPn8/sN7/BH58Q44rwAmit88n949qSKEPleujN7YhQZMxrhG5itC1Cq2rEG9yLjNQga5v9itjbnihoaqnuLVDXXjiW0VpYcSYqNYAwTETRAlqhxn2ytByP7qT/AGCbISgqpi1HRWcqpXBTg3hZv5EWrUULjn0fw5w4p5ZvvmIlW/vTzKuL0FG7H+kXLzjEpFohlbXAgaFis45MhJTIpnl4vX4Eg4jVI0dF8o3FD+7exJ6hLGFTY1ZdmK39vhNw11CWlyxtRhtVwnH1pS9i9aUv2qexdW/axrfOfx3923cTbajjvX//JXNP8DeWHr3mprL2Wx54fNI+z/3m5/j7mz6InUpTt2QBJ3z0XcCwzRr/0W/peafxpw99oVBwJtmf4B8/uI63//hTZRuLwwRnzSU4ay7KdfFcGyE1pG6glIe7ZQ04vn0RezdxQtVCHon7tmmvUY8Xa0Am8trIRgAR8RdHSo1vs5RSPLV7CID0KPtj1NaUte9OZBnK2AigMRakOjSxwP+Fpx/NI9d+jief3cHRizs4asHUNTRfuFRs1kxRsVlHJkIIjGAIO5eFfdBktGy7yDmlEMojnvPI2C4tVaGydZam62j6vrkDlGvjDOwFzwEh0WqakIYvVuG6TkkEWVRXDNkTO+AAZHUj3kCnv17SDGRRuvVEEYIiFIOhLggES9YvBCP5jLgxrglGqZuzmNPqcrT0pWiMBljYEPHXOJsfLchVqa5NiNoWyPobfWgGT2ZCpHfFqQ0ZOEX+VW8Ch6BSilxeNsoTo9aMY3yn2/pTdCVyCGBuXZjm2MRCINIMIWpbfQ1N3ZhyQM4Lm4rNmmmO1ET9CtOA1jAL7czLp9TW9RR/eGI38ZxDXcRgVlUIoyj1LGO75ByP4DRo9DmZRJE2oYebiRfSuI3aOtzkiKRNtm+I/nXbaDll4rSChjNO55R/3IjdP0CgrZXUI3cR79xJcP5SosecMvGARqU6y1gt1S9/J2KSyU9Ga5DRmqIbs0pE+wGEHkDUtvkp38EoUmp+unWiZ6StGUKYY6cE/vzBbdzwVCdnL2lkTl2YTUvOZ8UTfyGYjaPVNhE5ozTtzM1lCg5GADsxwHXr+zllXgOzasZ3HnbUhumonT7tswoVKlTYV0QohtaxfEptHcflyo//iGT7QmJ1tTREAyXp0gMZm0TOoWYSh9VU+Osnv0r/9t0AJHv7+cP7P8fHH7gegKqWRhI9pZEOmqFPmgo390VncdWGu0l39xCb3c7ma/5K/9PraTr5OBa8+mUTjse1Su2MozRE+7JJU++EpqEVb7o5dsHBOMzimCLaWE/O8WitChKUrbjd2/ASvYhQ1M8IMILjprE7Vg7Xtvj2JYv48YO7+MfQpbzuzp9TmxogNLuDBR98f0n7eMZmKL+ZqYDOoTT/85uHed15K1m1sGXce1k2v41l8ytR9xUqVJg5pKYTCE+tQJlSit5kjqCmCtlDQCFN2XY9bNfDnIaiVW5y0Hcwgi+XlehH5mWZhBAlEXi6FMSkNqnNkoEIommen+osdexNa/D6O9EaOzAWrJp0TMIMQk2zHwmvm+gLTpg0KrMpFqApViTD5dojevjDBCLIhtm+Ay9Sy8maydb+VD5Ixr/PqKmNu3mVtWxytkNA8wOJh0LN6Kmd6J4NegBRX5rt0J/O0ZWP/BQC+lI5UIqakElggjWy71x8/s8jFSpMF4fc7pgQYqkQ4mszPY4Kk+NlUyT/9gsGf/l5kjf/DC+dGLftE3v8dFzwDZA7asdHCNC1adpRGEObcJj5H/kERt2IGH2ub4jd193Mnt/9atJujViM8JzZDN12HX3X/ZrEA3fS8/sfEH9gYn3t8EkXUNgt0U2qLno9MjJ5KLtSCs+xUcMpAIYJo4vFRGoQoSpkpBahGQgh0SLVaM3zkbXtyLp2tIY5Yxr2NbsG+etTnSjg/s197OxP41Y30XnxB6h+++epfdMn0Kr8SB/HU6zbG2dbX+l3LAU8uzfOd+/ZQn+6PC2hwgRIOfG/aUYIERJCfEII8bgQIimESAghnhJCfFYIUTMN/V8uhLhDCNEvhMgKITYLIX4ohNj3aheHERWbdfiQ6h/kOxe+kQ9WreDrZ7+Woa7xKzVf/fcH+eudj7F7o6/HlLVHbRYJCBrT83eajZfOq5mhkeM3/eprVLeW6jVtvOshbvjU5CnTgeoYtYvm89TXfsgDH/4cz/7qD9zzro+x/qe/n/C6Cz/5nsLizAgFueCTH5hSZITKC86rfHVQdBNGOwsjtcyqDrGgPkLY0BCaht66AGPRCWgNs5G1rWgNHWPaLM91cPNC/5oUvPuUWbQtncfTH/0qx/z9Jk78yx8ItfsL3azt8s27NvObR0tlRTQpuevJHVz6qWvZ1jU46T1VKKJis14QVGzW4YObTtL5k6+w9RNXsee7/40z2D9u25TlkLYcsk5p+nLOHTkeHXm/34xKkS5OmdbNYCGS0QPQNEwNslOIZhRSQ+gm9tN3k3vwJuznHiV73/VY6x6Y+LqYn+osgmFkXQv6/GMRgcmzppRSJHMOaStv3zUDgqVOXRGpRUTrkDUtCCOAJgULG6IcO6uGRQ1RFjVEOKqlakzNScd1yeXvWwgIaBJhBEjULYKOoxEdK3z5MfxIyP5UFst2mFVlEtAE9SGDiKGRtV32xjPYbrm0WIUJqNisGeWQcDIKIcJCiLcIIe4D1gL/b6bHVGFyMvffjLN7E9g5nD1byNxfntZVaDtqgdaV9PVBBL7Rm1cXnrwQzBTRRi1qZNFxdMlSjrn6z8SWr0DKkRD8wQfum3L/qScfKj1+emzdwmFCK0+m9vUfpuriN1D3po9hzhq7EICyc7hDe/HiPXiugxPvxRnciz3QhZMaQgiJnHsMoroZovXsrlrIX7ZkuHlDF0PZURGOQiLDVchQ1bg7hwPpkWtyjscdz/awuCHKiXPqMKOl1+0aTBPPOsRdDafIh7sj4dCX8cg6Hlv7JtZ9rDCKg6gVIoRoAx4FvgQcA0TwK1GuBD4PrBFCHLWffRtCiD8B1wDnArVAAJgPvCvf92XP+yYOISo26/DkTx/6AutuvZtsIsnGux7imv/4zLhtB+J+xPb6Bx/l8dv/xf13P0oQhRRgaoIz5tYTnIaIEIAz3nllScTFWf/xhsLPs49dwVf2PMzis04uueaJ62+dcv9br/1LyfH2m2+bsP3Jb3gl//nojbzld9/i00/+o+y9h1GOjZsc8CU0XBtn7d04j9+C/ejfcLY+iRACbf5xiJoWRKyeZG+GXT/6Jrt/+BWs7lKZEiEkMhTL26yx57/R+lRCCL512So++9LlVDc1lNisv63by/q9Cbb2Z0qePzZs72FH1yCprM1D63ZN+DlUGEXFZh22VGzW4Un/jVeTWf8kKpchu2UDvX/6+bhtvbzmYtpWxHMuadsj50HW8Yum1EcCZZqG+4sMxcY9lppGIBzFkQYWOsNBFs4+FNCytzxZerxj3cTjidQgmxci6mYhmxchgmNHf+Ycl86hDF3xLLbr8XRXnId3DvDgjn429SZ9m7XgeERtKyLWgGhegEoP4u7dgrKzpe8pBPURk/pIYNyiNqNjXoSAhliQ+qow0jBLbFYqZ2PlPyNdChrCRklEqoJCynWFKVKxWTPKjKZLCyFOAq4CXov/RQCVqmeHC+5gL65lI3UdIQVefPwdtqOaY9y7pY9MfodtUUOEE+fUTqn62b4izSC6rEM5NkLTkWNUpA60tJJav7ZwbDaORIr033sfVn8ftSeeRKClueQ6z7HRYlU4/SNVy/SqmknHZLR0YLSMhMTHH/w36fVPYra0U33WRbhDvZAdQBqG/8ufHkRpRbuBmQQqGEGYIUTHCrYPpPnrui7ANzi9KYs3HVse/aGsrK8/NoZu4upZ1dSEjIIu5pzaEHPrxk5Rs/JV1ywleTYdoMF0WbM7wb17snj4f7QNkYoGyJQRYnIDN01/F0IIHbgBOAp/bv0R8Cf8TeZXAu8F5gI3CiGOVUrFx+lqPL4KDBu324HvAT3AqcCngRrgd0KIrUqpx57XzcwwFZt1eNOzafuEx8Vceu6xfOlnN9E/lGL7ume54BSd1xzrz+HTbbOOecWFfPS+P7Pl/sdpP3opy84/vaxNw/wOnrvrwcJx3eyRVN6n/3Yng7u7WPaiM8oKzdjduzGN0oVJMFpuE0cz+5gVzD5mReG4787biT/+KIG2dppfcRnkkriZBCKfHq26t8NAZ6G9t2s9qmW+n6I+52hSG55m7x9/U1h15XZuY94Xvle4fphE1ibneDSMMUapaf68mO9DCDluOtywXUvkHH73+G5Wt1Xx1JpNXPvPp3Dy0SDzWifX5KyQp2KzDksqNuvwxu4rjba3e/eO2zZs6gxlLDzlOxaDuqQuGqA6FJj+dVYgDLWtKDuL0EzkGFGDQsoSuajiMbiuXwRT5ou7FKOsDFLXKbZa0pw8KlGYIURRO69/DyreA4EwonEujmOzqT+Hrfxx9KZy9KZGMrB2DGZorQoSMYNoc1ehskm8rk0j/XVlkLOWlW2CWY6H4ynCZvmmo6bJYpOFFGJcR69XXJhH+Snv1qiK18WSLRUmoWKzZpyD7mQUQtQBb8Q3esMe3eJvuR/4w8EeV4V9w+raTd9Dj+GmkkhDp2peG4GOJeO2rwubvOOUuaztShA0JMe01wDTv1gbRuqmn6pVhMqlcbc+Abk0bReegbW3i+SGdYTnzWf2VVehPJet3/4OnX+5DgC9qoqjf/wj9FwP9rr7QQiM5adTc/Gr6Pvzb3B692LOmkvNha/cp7HFH7iT7t//aOT47r9jRgKIQJCaC16G0dDs6y9KE4oFgou2xDoTpTtqQ1mHtO0SMUf+pJ2tT+E8+xCgkK0LMI4+t+TzrgubfPXSFdy2oRtTl7x0eQumPvaEXB82cfdspGPngwjlkm5bTkfrsYR6OzE8xYvzmo4V9oGDV9ns7cDx+Z8/oJT6btFrdwkhHsDfHVsAfBj4r6l2LIRYAbwvf/gX4NVqJNzoASHE34AH8A3gN4Cz9vcmZoqKzXphsPe5LexZ+1zJuRUXnz1u+7ltDTzw+8/y59seoToa4k2Xnn7A7BXA/JOPZf7Jx5ac6922k1+98cN0P7eFRWedxILTj2frA2toWDCH46+8lGwyxU2f/QZ3fNOPbgnXVPGxB65jw50PcNNnvg5CcOmn3smy8xbz5E3PkOhNUdNazap3v3afxtZ35+1s++b/FY7Tj99N+5lHg26gLTkJEasbs4qn8tzCH0p287MlNszu3YsTH8SorS+c+8sTu/nRPVvwFJy9qIFPXbi0JEJECIkZDOM6vgNRGxUJUsyxHdU8tMOv4jmYsXn4ub2cv7ydWx54lrCp8/7LTuLEZZWCLvtExWYdFlRs1gsDZWUINtWTHfFzET5q9bjtdU3SWh0mZTlIIYgG9ANqs6QRgFFBHJ7nkcpaeMpDkxJNSlzP8zMAdF+X0XEcHHfEhRgwTTb1p1mzO44ATmoxaZ9/FLkNa/BScWSsBnPlafs0Nq9/D972pwrHaqATLVbLIgTbRCNpEcDxFJqAYj9ecfEWlSuuIoOv1+jYJff8XE+Sx3YNooCO6hCnzasrsVlSCKLBQCFC0TTG/04ChoaTSxN1kggUjh6CWC39qRxKQVXImJa6BUcUFZs1oxw0J6MQ4gLgbcAlgEmpwbOAm4HfAn9XStnlPVQ4lOi97je4KV9j0bMdMmlB/fHnlbVzdj2Ls/UphBmkZuVZnDG/vqzNgcJLDJB78t8o28JceiIM7YHUIAA6ORZ/6L2oQAgSveAlcHaso/O660fGHo/Tdd2faJ41ooFhr/kn+skvo/nt/w+lPKRmolXVjX7rCUmtXVNy7KRSmJEAKpcl+fC91F78Kv8FTR+J2DCDJRXImiKlhj1qaoSKjI/KJHGeHYl68To34zXPQ2uZX3JdS1WQN544u+ScZ+dQnofUzUKUSZ3uENpxHyKvuxLd/TRHt8/lmAuX7tO9Vxhh8qpn08ZwJYT1wPfLxqHUtUKI1wEvBd4nhPiCUmpy8Ryf9+LLbtjA/1Oj8hmVUhuEEF8EvgacKYQ47lDaZZuIis16YfGXj/4vmcGRzePGhXO59H8/Vtau79572XvTzejRKHPe/nY++paLD9oY+3fs5ubPfYtsMs2Z73odN332G2y+71EAHvvj37j40+9j4WkncOtXfshv3vwRbv3SD9j77JbC9enBOLd86Yc89NvrCqnFV3/4K7ztM6/llNeHUEqhN88iuvqkfRrX0KMPlxwnt+2BM48Gx8bdvhZ9xRkQrfW1rLJ57eXaVkS4unBNYHap7dFr6tBjI6/3payCgxHg3xt7OX1BL+csbiy5TkiJbpbav639KYayDnNqQ9SG/M3FudUhnnhkM9V1UdLpHNu39PDiD57HEz9/1z7de4URKjbr0KZis15YeD1bqV65AqkJcp2dGC3t1L7syrJ2OdslazsIAZGAQXXo4GUVKdfGS/T5GVPhGtJKw/X8dYLjegQMHV3TsB2XnG1jOQ5GLo6eTYAQuOE6Ukrw0I5B2jN7mJveQabXwJk3m9CqU/1st0AY6vatCJeK95aesDJALRqKVjXAZuEX/QroGul8CnJdyCBaFKghzHBpuK+m+5qNebK2W3AwAuwcyrB9IM28utLMMSklQbN07vQcG6U8P9tO+uusgCaReQcjgOFk0FSEWbXlmWgVpkbFZs0sB9TJKIToAN4KvAUYzuEZNnoKWAP8BPijUmrwQI6lwvTippOlJ/JFR0ra9OzEuv/6gqPM6+skeOHbJq32NR0oxyZ1y69QST+Swdn5LMFFK5BFixOViYM1slMlXAuh6yh75NlLitEZJQr2PIe+6jyUlcXLxHF7d+IFo2ix+intGhoNpSnYsihdTDk2IJC1bWihKjwrgxDCTwMo6nt+fYQz59WzrjtBUJecPb+hZPdMjRVVMsa50TiZJF7O11Z0EeixWqSmo3KZgoOx0F9e3N/1FFv6U2Qsl8ZogNYqX8R412CGHYNpdClZ1hQlFqxUPRthCmH8PP8daCHEUmDYE3y1UqO+xBF+jW/8aoFz8MPxp8Kl+f/vVkrtHKfNb/CNH/hpA4eE8RuLis164ZIeKM1OCVVFy9K04k8/zYZPfgryi6TEunUc+9vfIPQDvx9r53J887zX0bNpGwBP3XA7ZiRY0mb308/y5A0jeorFDsZhsslUqXahUlz363v49C3fZ/MdD3D7Z3+M9aHfsPJ1r+DiH35pSvY40Fq6wDOqihY9+cJkek0zonE2Xt9ukBqyYVaJzYquPJamy9/G0H13oIUjNF1+VcnnmrYcvFHmNpmb/Bn8nq19PJiPWDQ0wRWrZtEcCzCQyLJnzyB79gwW2u7p8+191nL45h/uZeuefi44YRGvPnclANsH0mzuS6FLwdGt1dNSOfyFQ8VmHYpUbNYLmPzcGjtqObGjlvtpv6Pma9t1iWdGqiHbjkddNHhAIxiHUUrh9u70I/wAlU2ios1+FtbwLbgeqshVJ6wMWnqgcKwle0hF22jI9XLywCOFX1xnawLzpAsRuQwqPQR7NuCFaxB1s6Z2b6PTt+WIrZH49QDaa0LUBA16UhZSQGO0NK1chGKIulmoZJ9v0+raSz5/x1NlmgOj05vHwrGyuNbId2aEIkhNB+UVHIzDDBf+LBRVc22kGSpoYO4czLC5L4UmBStbqio2q4SKzZpppt3bI4TQhRCXCSFuAbYAnwVm43+TIn9umP9VSv2kYvgOP6pPK41arDqtPIrR695Rkh6lEn2obKqs3YHAi/cXHIwAuA7eqIprxBpKDoWmMecdbypE74UXzKf18itAL5q0NT3vbJN46Xjh/lQ2WR5aPw51F7+ayDEnI0NhjKZWzJrhStOCyKkXorUvQ0ZqEFKiBSPIQHhMo3pMWzWvWz2LV61ooz5cunMpojWI2taRE4EIWuNsJkIpVXAw5s/g5TIj/cWKolB1A5nv7+nOOFv60nQmcjzVGacznqUvZfF0V5yhrENf2uKRXYO4o1eQRzpCTPxveji16Oe7J2h3b9HPUwq1F0LMB1om61sp1QM8uy99H0wqNuvI4PS3laYIn/a28pTh+JNPFRyMANmdO8n19pa1OxD0bd1ZcDACOJZF/bzSOXvRWZNHIJ7xjisxw6XOyf7tu8kE6rn1v36AlUiBUjz9u+t45pobpjS21tdcSe0ZZ6NFIoTmzKH93JG0bn3R8eiNc5ChGEI30ZrnoTXOHrN4S+25FzP3M1+n48P/TaB9Tslr7TUhjpk1EtlYFzY4dQqZD4/uGiz8bLuKp7qGAOhojLF8zkiWQTigc/bRfnr0+75xI1/9/d38+V/P8M7/u54/3vEUvakcj+4aZCBj05OyuHdbH4433lrhCKVisw4JKjbryEDUtJQeV7eUtbFHrWs8pUpSfg8orl1wMA5juKXBDKM1BIU3qkil8ghrghanv8Tdo2WGQAv4wSB5x5tKD6JSA0wF2bzAXwNpOgQiEBvR3w3WNHJ0WzUNkYCfYl4VpDkWHLN4i6xqQGtbgtaysETvESBiarTERgJXgrqkozo4uosyih2MAK6d/8zylbVHEAUtSjfe6zsZsyn/50yCvrRVsFm9KYv7tvVXqk+PpmKzZpRp257PV8y5CngDMPxkOPwN9gJ/BH6vlHpACFH5KzjMqTrlXPTaBrLbNxOcvYDwsqPL2ojq0jQnAmE/7P0gICNVviZjUfSeNn81ys4gXQtR3YhsmI3Xr/vCwAB6gIaLXkLVKafhDMUJze7AqGlAHnsBzrr7QYBWVe8XUZHlutnKc3HjA8T/8Tuc/m7MucuoetFrEFrpn5k0A7Re9aHCsbVnG/aebejNHQQ6xq48PRHK8/CsDAjfIAkhfO2q4y/C3f0cuA5a64IxP3vlWCjXBVTeuI26r/wkLKRG4LRX4mxeg3Js9NnLkdEawBdPLqY3ZREZJYCcczyyTqlm5BHPwQnjX1b086bxGimluoQQGSA06prn3XeercCSfej7gFOxWUcWJ7/xVdTMamXbQ2voOHYFy19c/hwWnje35FivqcasPTjFQarbmglWxcjGE4VzL/vcB9l498P0btnBshedwZnvfB2JvT3c+hVf07duTjsDOztReWdYw7wOlpxzMpd88SP8+UNfHOm7tQldlziZUi3fVFc3bmKQwZt/i9PXRWDuUqovvByhl0ZDyECA+R/7VOHYG+zGG+hEVDWg1e+7rqGXSZFZ9xhoOuEVJyB0AykE/3vJCm5dv5eM7XLO4kbqxygmtnswgyYUjVETKSSGFDhFG1hGPtLE0CXXfvJifvL3p0lmbF571iIWtNUAcPsjG0v6/OejmzhmVWk6d87xyNgesUBFaL9AxWbNKBWbdWQhq5pQmonKJhCBCCJaLs1U5sQTjFvpePoHqPtzQlHglhkMoYSGp0DXJQHDQFh+mjSA0kcV9NJ0gqEgC+fMgqfWj5wPhPw13OigMNdB5dLY6+9HpQaRtS3oS04uW2cJKdHmriocKyuDyqURRmDcytMT4SmFZbuIvLakv84SnDW/ga39KWxXMbs2RHiMNY6/zrIRnufrORZXgmGkNoEQAq26CS8TB+UhA9GCLVYlASDg5TIMuaMK0LgeGdvFqBSHGaFis2aU573iF0JchW/0hrfYh2e3DHAj8Hvgln3IPT/iOBAVlg8G4aVHE15a7lwcRp+1GLXyLJwtTyLMIMbxF5ZVkjxQiECI8HlXkH3wbyjbwm1YxJoPfJr0tu3EFi9g+Rc+SbABZF07KlIDrgvBCLrr+inVzS3oAd9hp81a5huFgU4wAmizV/rp4UYAZecdbEIgzTADN/wAe6c/D2SffgAtVk309JeUjM12vXyFMf87N5pnIa0h1NAOHDuONmdlmcEcD+V52PGeQgU3L5dGz6dtC01Hn+1rfltbnsHe8gwiUk3ouHPBMHGHekqjL4VARuvwLH8hKqSGFghj796C3bkNvaENc9mpZWMIGRpJa0TEOWxo1IQMwrpgWa1BQBP05zwCFcM3EwznOTr/n73zDpOjutL+71bqPD05S6OcJRBCSOQMNsEYsLGxveC8ztnGae31ete7ztle259zBpuwxsbknEECFFDO0uTYucK93x/V02GCMigw7/PwoOquulXdU31P3fe85z1A+952BPbgmxLvr/lN6X479rHv7vz/q4UQAaVUbq97v4SYiFmHjmM1Zs057zTmnDd6DhtG9emn0/be99B52/+hx2JM/9hH0QL77sR8OBCqiPHeW3/CH9//BXKJFEvfdAW3fPqrtK/dSEVjPTPOOgWlFFf+z6c58apXke4bYPrpJ7PhwSd55Kd/JFgR5TX/+XEMy+L8j7yD9jUbWf2P+6ma1MSbf/IVKlqbaT39ZHblPR7NcIgZl5zHwO2/wd7mJ8Azq55Ai1ZQcc4VZdfmpVM+EWj5pJ8XrODGr36HzY8+y6TF83njD75EqCK2X59TZjN0//yruL1+l9T0ykepvf5jCE3HMjQuX+gr8Lf0pVi5cZCIabC0tRJTF/zwkS10D2X46BmTcXL+Iu2yOfXcvKYTTylqwiZLJ1WSsl1StkfQ0LjhmpNHXcPUpmqe31ScDqc0VVEdsogYcGKVIKRDd04QNI69e/w4wETMGoGJmHXoOFZjlohUIiKV475vGTqRgEnGdtEERIPjN8M67NemaejVLXiDnSAlIhRDJvsws0mQLlqsDlXVRMAyMXQdhULXgijT8BWJmoYWq0UIjeikmdh9O5Cd2yBUQWDROWhmAC8QgeF1ihCIUAxn7aOovj0AyI4teFYQY0b5PK+k9Ktl8ySTMoNsS3gMDbmErQTTqiP73alZKcVQOlvo/pzTNGJhv7Ra1wQzan3SUqUGkAN9/vqwsgmhG3j97ajUAHi2/6MVGkbNJFyGiUUN3QwgXRvlOghdRx/j7y0Ms7jeBIRuUGmZhAyNhfVhgqZOX8YhNE7zzgm8pJiIWePgcMiKfoYvfRJAGrgLP5v2N6XUy1Mbe4xiIOPw/J5Bcq6kPhZgUVPFy5eBeplgzjsNc974i7q9wencTXrVk2iBEK5tk1m3CqOmnprXvAk9vO9MlNE8nehVvhfrc+/9AOlt2wFIbNjMlu98j9mf/ih6y2xEoOgvpWs6ullUTyilcNODqGgNRGv8rFIols84NRQzTkE/4+T2lM8vbm9H2Vir2ofYPZRFAPMbY0yqDCN3rUV1+9emMgk8AcbUxfv1HUknWyAYYThj5pYpUZzt60jd+bvCtte7h8iF144u71YKcinMeINvSKzp2JteYOjvvy5k3SLnXEl48Vllh53QHOeF9iEyjkddxGJqdRhNE5zcEGB4jdZs6AjPAf3lWbAf9RD7YUjsf3fThRBrxnpbKTV/P840LMNKjTQLHgPDN0R8r3uNHhsgOe5e5WMPj9+1n+d4KTARsw4S7UNZ/vZiB4mcy/SaCJfNbcTQjq+Y1frmN9P65jcf1LF71mzgyd/eTLAihm4arL3zIWqmtHLV1z5DpLpyn8fPPvc0/n3tPQB87+J/oX2tr7gb6ujipo/8B73bdnHNt7/A1FNOLByz6LLzWXRZ0a5EKcXPrnk/K/7yDwAa586gef4shBBcc8vPefZHvyE7MMi8ay6ndu5MNtz0A559cAOaLli6rI1AT3nM2v7db9Jz1x0IXWfyez9I3SWXc8tnvsbDP/mD/5lX+12j3/bbb+/Xd5TdtLpAMALYOzbhtO/AaplaeG3HQJp/rC9OEV2pHDOrIzy8uZfPnjulrMNmU0TnPcunkLJdqsIWKdtle19R9dFUEaQuWh53fnrDlbz7q7ewZU8fFy6dwcfeeCZBy+DMRgMTXzkz2QDNyYI+YboPTMSsiZh1TELZWbz+PeA5iGAUrappTCuHYxnhgEk4cHBefFnHYyDjoOWrRxM5F0vXaKwIYuyHX68IhDHq/bnb69sNmQSk+/2aqMwQ2GlE4wz0EkJPBCMQLJ9X7Sf/hrdzHQCaFUZU+EJdrXYKKtlTaCwjrBAqNVh27Mhtb7DbX5sBWqwWPRJnR3+ajoTPuaQdD6Vgdv3+JcYc1ysQjACulLiexDRKm20OoTqLQjOVS0HNZP87kG6xFFxJSHRjNUxHSYXQNJSbw00OFI7VQ1H0EWpLvaIOb7DLV0RaYbRoJdVC47RJFYVnsJZYoEwh+YrHRMw6kjELOLyNX7YBXwPuUkqNdiOfAEDBkF0IwfN7Bsnm/TQ6Ezm2B0d3pXqlwunpoPsXX0XZOdysjZvOFN5z+3tpfu9nDmi8XFd32bY9kPAzYS2z93qc8hyUUyy5Vq7jN1ARGm5fF1q0opB1UlJiNE/F2by6sL85aWbh3x2JHLuHfJWgAtZ0JKiPBtHTYwdMlRpA9u70zYAr6tFKPRbzGCtjOfI1Z8f6sm1350bsx25GGCaiZdaoLKnQNETerjWz6omyoJV94bFRJGM0YHDalPIyDqUUI0UgUkleHh3rsYCXx5AYGF5dZ/e6l4/hH9n+MsGl++1r/EzJv48WpnkbEzFrn0hkHUKWjqFp/O3FDgazvlhmY0+KZ3b2s7xtdAnXKxFdm7bxtVOvIpsY/RzYs3UnH733Dwc03sDuzlGvPfnbW7jm21/Y63HbnnquQDACrL/vMdb880EWXnY+RjDA8o+/u2BeP9TVw8++cy+Jfv+aVz+/h4//5XXFa3j8UXruugMA5Xls/9H3iC87lZ0rVlOKHfltd/dGck/9HeXamLNPIbDonFHXp1mjPavEiG7R2wcyZdsB5fDPux5mamXLmLNi2NIJ5y06+lLlnmC9KXsUyThzUi33/+Bdo8YZJhiHMWy6PwGYiFlHBbYxEbP2Can8xh5CiALBCHnv9GQfYoQf+ysVtivZ3Jsc1XArhYftSabVHFhZsfI8cDJls4Aa6oLGGXs9TvZ3FAhGANmzC699M3rzTF/wEK0txCylFLKiFq27pGlniXelzKYKBCOATPSgBSOkSqqtAFK2P7e7nkfOdlBKYRoGAWsMsnY/1lkqXd5YjmySXKIvT7KM5p2E0BD5BZGbK493Xi4zimQUhokxhjXJyCTvy+bHeUxgImYdaRwOknEQnzFtI9+2WwixHrgV+KNSatVhOMcxD6UUOdsuZEMsyywQjMPIOhMWKsPIbngBlTfHlW75g352y7qxDhkXdlcHgahZ9uurPXleeUOXPJSUKNcp60I9El5ykP4bf4zX1wWGSdUVbyM46wSk6xA+5wqykRjeYC9m63RCJxRVnPYIQ16FnxEzItVlTWq0aBXKc5HdW4uNZQbaUYEIIlxRNoYwgwgziHL8uUcLRkd7QMZrRhxj+s1rnBxqx1qYvTwfwAXaCMJRC5QvCEVg36bGQL5cW8/7PebH2s8S8FcK1P6pljfvZyZtPAzfdPvz5DF8Qfs7EZXut6/xSz/skZ7oJmLWfiBje3zj/o1s6E4StnQ+eOY0EiO6/Q7tR/ffVwpW/f2+MQlGgE0PP31AY/Vu34X0vFGvx+pGE7p+w64cenD8uVl6EiedZLjpoREMoxsm6+99tEAwAnR3JenVa6nMb7uDAyMGknjJJNNOW8LGh54qvDzt1JNQdpbsw38pLOidVQ+h1zRjtMwqGyIwcwGhBUvJrPa/k+jpr8KsK68cqgwWY/MpdQYn1phc0LIEx5P8dcMAU6pDWHlljGGW+zbqIxZdI7f3BmFYfhJxeNsc7Qn5SsZEzDpimIhZ+wGlFKmsjZf3qA0HLMSIRMFE4qCIRM4ZRTAOI2V7B1RirpwcWmagbP4EQB9jnaWUr0zc25pAStxEHypfqaWHK9CtIJ4n8aYuQRlBRGYIVVGHXioWkaPjJtIjFjAYzBabzsQCJkopsrni9Tqui65pGEa5HMLUNSxDx3b9sYOmMdoL0wyUTShK6Gi6hdKyCM3wFYj+nmjxhvJjRXlP6QMpd9c0DVnSoEzfD/XpKwkTMevI4nCs+huAy4HrgFcBJn4r7xuAG/IS1N8Bf1JK7aue/LiF47plcmvHcaiPWnQlixNcffSoIJ6PCujRopJY03UkxeBgNe+9S3IplFJs+9oXMNx+oo0R3KxLw9nLaDzvVN9bsQTpdS/Q9ZvvITNpwguW0HD9hxG6WbbwEIZJ+rG7fYIRwHUYvPPPBGedgNAEwrQInfaqwpilwaI+GmBjdxInfx9UhUzCpg6tc31Zd7IfEY6jTZrnN6wZkZFSbm5UzkUIgRmrzj84iTE9LwMLTsPr6/Q9GTWBVV/SoU56aFYw32hLQ2jlU0Lk9EtxOnYgh/oQ4SjRc6/2CdDenWBnfDPqmlaENvq8ZjCCa2dBSjTDRM+TulIpOhNZMrZH0NRpjAXRjrOSy/3By5RwHGYQ9ocdHt5nf308ShmVfY1f+v6R9gmZiFn7gdvXdrCh2/8Tp22Pnz6+jQvmNLC+u/hnn1k7obwfRryxbtz3WhbNOaCxfnDJ2+hYt7nstVh9Ldf/6htlr/U/9TRrPv053KEE1WecxvyvfoUpp5zI4qtexcqb/wnArHOWM/eC5QWCEXzlhG6YxBrKr1kIQay+mJSKL12GURHHHfLV9ZHZcwm2TuI1//ExUIrNjz5L64nzuOqrn0ZlkqM6jcqSErDSc1Rf/U7cc68AXceIjyZO5zfE6E3bbOxJMTdejC2mrhEY6OLxLUGWTa8DTcMYERUbY0HStq/E0TVBSzyIUgrbdpBKomkalmmOuZAzopV4mSRKemhmAD3f2VMqRedQjrTjEjR0GiuCB0ReHi+YiFlHDBMxaz+Qc9wCwQiQydlEQlFUpthM62Cafhyv2Fs5dNDQDojsUrvXgp2mjAfRDbSm8iSTHOrB2/wMuDYiXo8+YymisgG9dTbeLr/qSqttRVU1odziz87LJNDzaxU0HdlW7AeglXwOEQiDphfIRmEEwLCYVOlf2VDWIWLptFVFGKuyVSoJI2quhBBEQ4HCvTUmkRer9T9/so+sFBgxPz6pYBzl2mimxZCjsLUAlWakTGamh2JI1/GvWQj0cAVSKvrSOXKuh6Vr1ETGXicFLBPHcVFKoetFglQpRTrn4ObjYORl9Oo8mjARs44sDplkVErZwF+BvwohaoA34nc+OyW/y3zgv4GvCCEeAf54qOc8ltCfsck4HjFTlE1bSsGipjjb+9NkXUl9NDBmJ8VXKkILl5Lbuo70c49jxGIEZizA7tyNUVNP/RtGlzmNB5lOYrf7XqjBeADiAUIzZqMvOLdswlVSFghGgPTqZxl85E4qz7kUIxJHuf7iSRhm4d+FY4fLqaUi9czjeHaOyOJTCFTVlpFvli5Y3lZFeyKHoQkmVYb9axACfVJ5EkUZAb8LWUljGYJRvPy5NKN8kbS3jKDQNCLnXA3nXI275kG8zu3FN4N5U2U7jQJUsg+teRYin33UK2upfutnkMlBtEgMYVjI7u2QL0dQ6QHQNETNpNHnFQIzEBr1elciR3/a/w6H1bzN8dH7Hc9Q7Lus4TDFxuGn6/1p6z7MGPXvda/RY5ceu6+xFTCwn+O/JJiIWXvH9v40fWmbtFOu+EhmXS6Z00B91CKRc5lRE5mw9yjBkmsuY929j/Ho//sTRjDAnPNPo2vDNmqmtPDmn/73fo+TTaYKXozDOOeDb+Wa73yhbDEFsPazX8DNd6Pue+Qxdv/pJiZf/xbeddOP2PjgE3iux+xzliM9F1mqMMnPPbPPWsp5b7+C+35xG5quc/U3Pkv9jCmF3cxYhDnf/B59D96HFghSd8nlvjG9rnPl/3y67FqUZyEqalFDPf4LuoFe34Yc7ALPRVTUlXkFG9Xjk7KaEJwzrZZzptWS7C73Oc6lU8ybVEN32r8/+9IOk6vCBWWJZWjMro/ieApDF2hCkLOL6ibPk9i4Y5bFCaFhjKgWAD9m9aX972+44qSlciJmjbXPYcBEzBqBiZi1dziuTy56Y1QLiXgjwgj4SrJgFG2CZCwgHjKpti360n5TkmjAwHYlpq7RcgDP5ErKPMFIYU2jKhrQGqaPIra8Lc/6IgpADXYhOzajN8/CWv4aZPdOX/hQPxkvmy6fT5RCKYWmFGrDClzbxpixkEAsXh4XlUSvavS7MQuBFooXrqGtqnxKUcqPNaXzmqZpyIEOP2bF6xFGcV2+N5WgEAJR2wa1bazY3MkSQ/PX/EKQ1QLsypoMZT3Aw0wNsaApTiDfpEVoOmZFrU8yan7n6t5klnS+pDsjPfrSOWqjY1iNCIE1RizL2A65/DOcJ4GsTTT0yhIyTcSsI4/DWr+olOrFl/L/UAgxE7geeBMwBV/GeWb+v2EsE0LcrZRKjBzreEB3MkdHwi9jTRmC5ohVsHYwdB1dE0yreWUv0qTromwbPVz+2xRCo+qK66m89E2g6wdt1KyFo1gNzdidewqvhWfMKQt8XmIAe+fmAsFYeD2v3hBClJVNhU88g+zaZwrkYuSU81Cuw45vfIHsFj8Tl3jkXto+93X/MypFx2CGnOshBLRUhAhbe//pCU1Da5yJyndtI1aD63oob5h01LAiUUAwkLbJub4qMB7ae7ZKn7LI95lMDYEVQJ+5DPp2lXxoB5UeQsSKahahG+glJdfDpdnjbe8LGcfb6/YrBS+Tc8owo2wJIeqUUt172Xe4ZnHPXvYZa2yA0WYx5Rh+v/to6oA5EbPKsb47yco9/rwXsAym10XYnPc+OmNaDYYmWD75le3B6LkuTjZHMFoeu4UQvOWn/80bvv/v6KY5ihDcXwSjERpmT6NzfdFybcYZJ5eNN9jexdYnV9LT0UM8WIwldm8v4C+UZp9btOoQmlZGMupmACU90nf9mledEef8U96EHq8hfuWbAN972H7iVmTPLtBNGs67BL1x2l6vW+g6oQuuw1nzCMqxMWcsJtezGyuZV/1bIfTZp+JpBn9esZvNPSlm10d53Ykte1UFhiuryQ72YeiCPT0JLj53OUMlVjOeVKRsl3ioGKOFEFglpsByRE2gkgdWSTQRs3xMxKwjj4mYVQ7bcck5zpjvmYbuz5slz7OvRCilUDBmY9GWeIimimDBw/JgIDQNZYULRCOAFq4oF3LYGeRQLyqXRZTO93khhRACvb5YpaYFQkg7y/CsowXCoCQDf/0xzk6/wYr3wiNE3vJxME2U9JBbV6KSfX7X6smL0OL1e79uIQgGAziOg1L+/ZJ64BbSa57DiEWpWHwS5vyzwbDYMZAhmXOJBgwmV4b2+l3Nbqzk6fZ+mkMCXdOorowxlCh+N45U9GdsGmNF0lAIASViEWcEYT5ye19wR+w/cvuVgomYdWTxkpmkKaU2Ap8HPi+EOBNf5v86yjvqfAL4oBDin8Cf8DulZUYNdhRgKOuwoz+DVIqGWICG2L5VsQOZ4kN91lX0Zl0aYwE0oZV12upO5tjWm2ZSVYjGiv3zvDse0H333Wz+2leRtk3dhRcx47OfLZj7DkOM4Zt4IBBC0PapL9H+m5/gJQapPP08KpaW+CS276D3d99B5TJolom08w8rukHkhFPGHNNqbqP2bZ8mt2MDRryWwLS5pDe+WCAYAeyO3aTXPk9syakMZnwSEPzMWXciS9t+GCoLwyooBF3HQTkljaOURDoOA7ZiKO8zknE8FFAVHj9bJSJVGAvOBc8FwwLPQfaV75NyFXYqR0XQxPM8dvX0IxG01FQSCZgQiEAJsSgCe/8sOddjTUeCpO1REzapDplli7SQObrU+riHYlwvnNJ9DgNeLPn3dGDM4CeEaAKGU9cvjrXPfoy9NwwzFPs79suO4y1mrbv3Uf70gS+QS6Y598Nv46JPvHufx2wfKE+0LJlUxaLGCmqjAc6YVlyo7ersY9WGXcya0sj0SXt/kD+e8MyNt/Prt34CJ5Nl6bWv4W2//TbaCIsKM3DoaoEP/ONX3Pihf2ewo5tT3nQFJ19zWeG9Xc+v5VvnXku6fxAhBMvaKphSE0YYBnXnnzvmeJquY4ajKM9FCA3NMPG6d+F1+pWVpmVAZhB39ybMaQtxt6z0CUYAz8F+9p+ELn3fPq9bC0UJnOzbhfT2DRBPljRstDOogQ5+tVFy2ypfnfj0jn5sT/IvS8e3QNHMAKGaRlCStsoGPKkY6i1vqPvM5l5292a4cFETSIev3fQo0vX42NWn0tZUg6eg9MlC0/dOAPenbX7w0BZ2DqRZ2Bzn6kXNpJmIWRMx6+jC8RazpJPDSw+ilEQPRNBD++7+647wrtU1gaHraEKUdf+VyUHcnj3olXXola+cxi+pnEN3IosCIpZBXSw4iiAbi3w8UIiWuaiuLX4ZdKwWUVF8LpCpAdwX7isqGA0LYRggBKK6eczxNN3AjFUhXccXXZgBnM6dBYIRQA70YG9ZQ3DeUlTPDp9gBJASuWMVYsF5+yRONSEIWH6CKrnycdpv/GNB6Z/r7aOxaQY7jAZ2Dfprnr60g5SKqXsRCNVFAlRPa8D2JEFDw5UKvyl8Eeu7kjy9vZ9lU6qpCRnkhvpRQhCIVWLoOgEdQskuNOmStiqwglVjnywPZWf8BF+yH62qEWPayZSyTCM9JF8RmIhZRxwvSycGpdTDwMNCiA8Ar8GX+b8qf/4gcEX+v7QQ4m/4viL/93Jc2/7A9SSbe1KFm3XXQJawqRO1dNxkv++Vp5sY0aqyslVT18qauyghsMwiaaakZG1nkn/7+1qyrsTUBZ+/eA5LJ+99Mjke4CaTbPrq/6DyGcjuu++i8pRTqLvoosN+rkBjM1M+9aUx30s+fhcq39nLjIZQWpzQolOJLFpKsG38jmhGTQNGjW/eq5REC44uLdDyRvwjVRQyL/s/kKyhN4aZ8YObe6mKBqkMFe+prO3tU7AtNN33LAEwLERVM6rfT6qkzBg7MyZkc/Qkc9Q4fbSZ/vXvaE/R0tyKrhlghhDSRWkGWrgK6Xm+4nMM9c6q9gS9+VKzXYMepi6oDlukHZeQodPwCiLWSzGWH8xLgKdK/n068MQ4+51R8u/H9mdgpdQeIcQuoDU/9pgQQtQBw8Y8+zX2kcaxHrPSA4P875X/WmhEcvMnv8KkE+cx5/zTsR0HKaWv9hqhuAsZOpT431aGTM6cV/RwVVLy1OqtXPK+b5JIZbFMgz99/X1cdvaJL9dHO2LIJlP8+vqP42R95cXTf/w/5l50Jqe99fWH/Vx10ybz/tt/MeZ7d37tJ6T7fbWpUooXkxpnfvQt1J57NvGFC8YdUyuZ95VSMFZTk+HXRnS7xLFR0hvTe3c89GScMqYD4Nb7n+NvHVEosdFYtWdEV84x4Jfg+ec2dEFtNEBP0v87rN89yKd/uxIF/PSejSjTxoj45MTV37qTv3/6Uj532zqWtFUyuyHGuo4Ep82qZ3pDDEvXCiVrpfjeg5t5ZucAAO1DXcSDBhfObiDjuARNfb+SzMcjJmLW0YtjPWYpJXGTfQWCx8skELqJMgLsGsiQyrlYhsakqhCBEvJwLMIsWFI+qpTC69rF0G0/RdlZ0HSiF7+ZwPRyT/bjEVKpAsEIfkflYM6hInj4rbmEGUS0zBv7OnatKxCMACiF1jgDUdmIFhu/MkLoBnp+Ta2URIzRkFNY/lw80sYK6YGShbixP0g893SZiV9q81YStiTpuQR0Qc7z3xvIjq2cLYWuCUL5eGnqgilVYbb1+0RjdzLHr5/cgQL+sbqdb50WJOD5JGYu2Ytomk58cAfk/Oe3sDMEsRCDWQ1L18ZMcjlrHkF2+0lDL5PANAPQthjHkxi6IBx4ZdqxTcSsI4uXtd2rUioH3ATcJISoxZf4vwU4Ob9LBHgDcM3LfW17g+2pUWx41pWEvFTBmFZ5Dm5qwPdVyKO5IsS2/hQ5189mNFX4D9YqkyT32C3IvnYiIsZHqytZELXpdExuflZj6eRlAGTWPc/AP/6EcmxiZ72a2KkXvDwf+GWAm0wWCMZh2P194+x98LC72hl86E6EplF57qUYVeOXTQghMKqqqLn82v0ef/Duv5Be8RDCsqg4+VSGnnkcgIpTzyU870QAIgGzoDYE3/fkQMsSNE3HEzpC+WSjLeFr92/lHcsnc/LkysJ+5hgLJmCvpKYWr0dFq3Fcj519Ra/YkMwRN4s3/uSQomsoQR0uWOHCg4uXGULlG8YYoQi6Wf4gMLIjbcr2mFW37wz1BA4dSqlNQohVwELgOiHEt9TYUff6/P/7gQcP4BS3AB8ELhRCNCulxioBuL7k37cewNhHHMdqzBrY0zWq03Hn+i1MP3tZoROhUgrHcQiUKO9OaomTtF0Gsy7xoMFJLT5NpLIpsg/diOzdTTytcc75p6C1ziSdSPDfv7u3QDJ23fcIqz7/FbxMlun/ej3T33M9xwsyg4kCwTiMRGfPYT9P95Yd3P/9XyGE4PyPvJ3qyeUVMiPncSMaYfqH3r/f47u5LJ7rgBnCXHA6zupH/XGmLcJo9Z9R9dbZuFufL5jn65PmHBDBCH6523azkTanA4AeFeK6r/2FOeecTdPMYgKvdRxvw72RmlVhi4qgScdAhht+u7LwekpKKiLF2BJpbOb396/m+Z0pnt/pE7OmrlFbE2HrUBYh4KTmOJNHeHVt6ytXnWztS9MUf2USiy83JmLWoeFYjVlIObrZoXTpSkIy/wyZcyW7B7JMK2k4FjBNpJRIpcoIRqUUOdtGSoX95F0+wQggPTKP31EgGTOOS38qh1IQC5pUhI4fMma4TLoU3j6lXQcOb6iP7POPABA84Uz0in0IZXQDfdLYhORYyD59F7nVj4JuEJh9Irn1zwEQmL0Ya7rvZ69VNeL17PCJRUBUNh5wzDKryxWuejRKu16DrgmiAQNsj5wrCZtj/2yUlGMKLQAaK4LURi36UzZfv7fouXxKvYblFSvDAk4SOzlEIFd8fhPAxl0dPNAfRBNw5tQa5tSVV5CpZP+o7fBLQCZPYDQmYtb4OGIBRinVA3wP+J4QYjZFX5H9bx38MiFoaFi6wM5nMYYNclW2XF2mRqjNLENjVl2sEPyGYT9/P7LPLxeqVwnqRQ5dizM1kONNxhZgGV5ykN4//2/B92/g73/EamojMGXmS/dBX0YE6uuJLVpE4oUXANDDYapPH5ekPyi4QwPs/ta/4SV9pUTyuSeZ/Jmvo4WKC4rYaReT2/IiKpsGTafinNeMOVZm/fNkXlyJXlFFZPZckB52fz/pZ+4HQGUzeKkd1F/3YUJTphKaPKVwbNDUaa4Mk7ZdDE3z7x0lyT7/KG7ndoy6VgInnolyHaTn+Z2YR6hMDMNASQvpuSAEX/z7Rlyp+P0zuzDxmGWmqamrozo8IvAoiZtKoDzH78QZrkAbq0mM56J1b2WmkyWlRWg36xnVyhowDQM8UfYwWDqVupkUmlHuC1kdNulIFBfnVcfRQ9zBwjck3vc+hwk/Bn4ELAI+CXyt9E0hxBuAS/ObP80vUvYXPwXeBwSA/xVCXKmUKkyE+bn9c/nNJ5VST40xxjGBYylm1U2bRO20yfRs8TPbhmUx48ylo7K6I7cjlsGrZzfgSoVR4ptkr7wH2es30JoUlnx6VoZvexbxQA3BExcDkOvt5+l3fhQv46vg1nzp68QXzaX2tLFtJ441VDY3MPvcU1l/v59ICkQjnHDFhYf1HInuXr5+2lUM5cnLFX+5g3974Q7ClUVN4MU3vIc1dzxAqm8AzTB47Vc+OeZYmfUvkF79DFqsEtsNYvcNULn8FKymhsI+YsZJhFpnoAWj6FXF17WqRgJnX4vXvhkRjKK3zUMphbvxGWTPbrSqBvRZp+BuWonX34lRPxlzWrkyaGp1mBeyU3gyVUNIU3zsq3/EdiUvPvwYpmUyZ9YU5rdW845T28qOk3aW5B2/wdm5Ca2iitgl12PUji6pczxJb8bhf993Kqu29/OzOzeM+T00VceIh2wGM36ib8n0akxzWNEJK/cM0loZKntGW9BUwQObigTygsbRzWBeaZiIWccejqWYxbDSumQdJQwLJ12epB7pTadpgkgoOCqRbjtusYooV540UHnvQCkVPSVKv4GMjWVoBMchkY416JpGyNDI2jZKMxD4Mf5wQmZSDP7lh6i0v87KbXqeyms/jhYsrrP01rn+mtfNAQJ9yqKxx8omUelB0A0ygUpcKQh0b8F+4aH8Dh70bKXy2g+ihWIY1SWxLFSBPnMZaqgLjACiusV/vhnqQmUTCCsMlU1429cgB7vRapowWueUnb/6VVeR2bqJ9Nrn0OOVuG/4AKqEqAzqGhFTZ3rNiAYyjk324Zv8eBmpJHjWNejVjYwFpSTffM1c1nWl+M3Tu0g7o70ShW6AZoAs3vvtGf8ulQoe3trLzJpImZexVtWIV9JFXasa+/yvJEzErCOPo2ImVUqtBz4LfFYIcQ5+1u2ogaYJZtVHaR/MIZWiLhogZOp4XhDPKd4nmjl2pnuk34UqmQj8F4pBtd7wH4S9wf5i1+I8nN5OrLYZJLMOjuehaxqxoDVmW/ujHalVzxIUfcj6KEZtI1M+8VlCraM7FB8KMpteLBCMAG5fN7ld2wjNLGbQzMZJ1L/nCzgdOzGq6zGqR/uLZTauovePPyz6dKx+nPiihTgdnYV90t1DdL+wE3Xfaqy6OuZ/67sEW4oKlIChl5V4pJ+6m8xTdwNgb3weLzWEeYKvpJZODlQY3So3BbYCAWQiAZkEy2pcVnWAyCSp++u3CbsDZAyTzBv/lcjCpYXjvGzaJxgBpMTLJNGilaM+o+zehnAy6ECFTGK7JrlIPWknS1j4ga7Hs2iqjCEdCzfR52cMDWuf5QjzG/2ytJTtEQ/qGAK/FDuy9yY1xzteJkNi8APUu4DFwFeFEPOB3wI2cCV+hgxgG36HygKEEFOArfnNB5VS55S+r5RaLYT4UX6My4GHhBDfBNqB5cC/AZX4NbgfOLwf68jhaI9ZZjDIR+/7A3//0nfJJtOc9Z4307poLq7rFpSMwCg/wWEYI2KKHBGzKkUx8x6K+cqxbHtngWAcRnLzdiqXL+XHD27mqe19tFaG+MQFs6iJHntdDlff8QDbnvaTYnUz2njXjT+kcc74lhoHg02PPFMgGAH6d+5h+zOrmHtBscqmZeEcvrj2bnasWE3d9DYaZo1uyJLZuIbuX38HlKJnXQfJfDMf7WdB5n33m0RmzkD1t8O6x/CkhxcII06+BC1SJDO1eB1avNgB2ln7GM4qP/nu7XwRe9tavA7fk9x58UmUncWaU4w9hqZxUmsl67p0tvdnaJs5lcdXrCdk6rznggVMa2tCCEjbXtnCN/PU3Tg7faWHHOojec+fqXzjR0d9xi29KXKeJGjpLJ1ZS9dAho7eNN3ZND2OryapJ8O15y1i7ox+/v3W1QykHRaPsKORed+m0lv+/WdNoyJosmsgzYWz65lZF2EgbRMPmRMx6+XBRMw6zDjaY5YQAjNWi5dJ+J6MwTCaYRELllfDxIJjL1tH/i5LE2jmlNl4PbvB80AIAs2T/KSJlKPuacdTBAyFTPYj7TRCN9FjNWVWWMcK5FA3tdufB+nihqvRpp6IZRyYum9fcDq2FwhGAJUawu3cgdVWJPBEJI655NWoZB8iGEWERydtZDaF7NleMk6SPqueYHd3eUtdKVGDHSA8lFOJKKmcEqEYosTHU/W3o/p2+v+mD3frC3g7fLs6b+tzkMtgTF9c2F8LBJn0kS/gDfUgnCx9jqBLKYY7tioUGUcymHWpiRTFEvbqh/DaN+eve4DcY7cQvuy9oz7jYNrnEIKmzoktFfSm6tnWl8a1NAzb9xl2gpUEozGUMQPVtRU8h24RY322aAEgla9ILSUZjbmngRlAJvp8gtc0kN3bEbWTDrpx6vGAiZh1ZHHUzZpKqQeAB47wZZRBSUnm/v8juGE1Rm095quvZWfGRCGoD1ZgSBdhGGiB/esUrbfOLpqqQ9kkadb5RJtR24ger8Yb7MvvYxFom0nadskW2tJ7DGVyVEaOrTIeb6iXjl98BxybcG0YGMLZvh6mH54Fm5Iesns7Wm5Eh3gh0OOjZfx6NI4+Y6R7VBHZ9S+UyfXs3l6UUpjxCtB18Dz61neg8ikTu7ubXb/7DdM++hGQEmEFC7L94Wyrs3192TmcnRsKJCOA5zhlJCPgZ+i6/I6jr58EtYEgOx58ihZ3wN/Bdei95ddlJKOSEuW5qN3rIJtGVDdBdDGj4JYnVaoDCqM6DITxclmUgKa8j5ZmBrCqmwCQnoeTGqLQAc4MjC7n0zTmNsToSmTpS9skbZek7SKVov4V6m0F+2FIfJiglPKEEJcB9wJz8M3hrxux227gMqXU4EGc4uP4HdOuBk7L/1eKHHC9UuqZgxj7qMdRGbOU4olf/5X2tRupnTaZ5lmTcDevAKUwGqejAhHfHmIcknEkjElzsTu3FbZXyKKCYEneriEyrY3w5FbSO/zYpgUD1Cxfwh+f3sFfn/NVkDv7M/zXP9fxrdedcHg+6MuEXc+v5Wevfy922idXuzdtZ8P9TzB58fgeiAeCbDLF/3vDB1jzz/IKGqFpVLaMViRUNNSx4NVjN3kByK57HpRCSUWyvfiTltks3Tf9gfD73wNbnyuqhnJp3C0r2d4fYqirl9nnnkq0xo+VwzHL69hSdg6ve3fZtrNtTRnJCLC6Y4jbX/STcXNPWczbYlHCns20tqb82LCpJ0VdCeksk+VTkEyMbaOSc8sVIFef2saCpgo8pXhuex+6ECye4tujnDi5ils/5DfcTeRcHtzcg5OfgNuqQqNI9aCh867TpjCQzjGYccg6HlnHQypFdeTYI8gPFyZi1vGBozVmSSfre+9pOlIYJDM5dAHN8SBp2yNgaGXkzt5g6Bp2PqGmTZ5DNNuPl06hBUMYjVN8UlPXMDSRb8zhI2BoyPQQMuMTZ8pz8Ya6MaqaDv+HfgkhkwN4G58G/DhipPvQ+ndBw+ik1MFAKYns74DsSE9dUZasKrxqBcdt8gKgsuWJzJDMIpSExqmotQHEcBfqaBwtWgHSRQ51oSqbkUoVmv341+bHLJUeKBtTdu0o2/b2bCwjGQFkqh/6d/tNNAHDsGnXa3A8Wahm3NaXKrsPVbr82uWI7cL5Rkyg58+qo2HYRi2bRAlBMOhXo4lgFDHZrw4IZh0CPR3k8ireWbURrBHWWEI3MGcvQ/ZsR/XsgFQ/KtUP0kU07KtfyPGLiZh1ZHHIJKN4iShypdRR02898ejdDN3n+yPbu7Yw2DfAwGX/CkB/WjCvseKAOjeZM5cgAqFC2ZEIRZE9uxChGPoUf1LRAkHq3/Ephh64HeU6RJefh1nbQDpdTga58qj5mvYLXvtmnBcfQ9nln6NUcXioUAOdkE0QbG6h6qzzGHjsYdB1aq+6Dqv+wB8UjBGd6LSg351ND4WoXLqcXHc3PLENP2Hhw0sn8fo78gfoiFwad+2jID30qSegVdZCZzHgaRXl5sdj+XoUOqflcW6zRv+cahIlFrPKzvlG17kM0nUAhdr0LPT5C0LVuwsvFENrmk4qa+NKiaFrhEIVkCqSsjIQw5XKfwgbo6lN4bp1HSta4Z8r37V0PKRtd6/bryyo/TAkPnzRMW8evBj4EL4f00zAArbg+3d8Qyl1UKaoSikHeF2+HOCd+Jm8CqATuAf4ulJq7SF/iMOEV0LMuv/7v+JvX/w2AFuffI7BTev4wDff7r/ZvR3zpFcjAuP/rkfCnLkEYQXxuneiVdYzxWjjjF2D1EUDXLHAn1ONcIjT/vILNnznf/EyWaa89Y3EZk5j8+3lf/pN3cmxTnHU4rFf3shv3nHDKL+wRNfh82O84z+/z+p/3F/YFprACoW46uufoWnugSff9KrawjhC11AlhJzhpWH1gzDCRP//vvVn7vnVHQBUtTbxqXt/QdxIgpKoeCMiWgXdO4vXaAVRmeLfUhtDnbJ+xN964YlzedWsevYMFZWwnlRIKXE9D8+TiMlzYdPzxc8SieB1bEHWTeG5PYP0ZxyqwyZVQZO+dNHrOBIwSNke0YDByVPH7x4bCxicO6OWjkSOoKHRvJfGY1nH2+v2KwsTMetI4ZUQs6Sdwcv6ai7lubiOQ1r4MUoIaKwIoY/jdzcWDMMAhN/krKYZbd4Z6AMdCCuE1jwrP66gPhZiMGujFEQDJpah46bKq8iUa49xhqMXXtc2vI0lFZPBCELTD+vnkMl+VC6FXllD8ITTyK5+CjSN8PJXY9Qe+DpLGGbZ7OGhETYNzGA18rzrEFuew5IZrMmzCqINz/NIZ/LkoxBEEu24Lz4Gnos+aS56dT2UkpeBMOTvMaBM9VhAupz/ick0Q+EGOkssn5QCKSXJh24nu/45NMvCEi5avszea5pJznYxDJ1dg2nStkfY1IkH9UIMEUAsqKOUQtO0sa8lj3jQ5OqFTWzvTxMydaZVj9/dU6UG9rr9ysJEzDrSOBxKxn23WTpwKI4ilaW9c3PZtl5CDrlSkcy5VIUPzGfOmDwPJhfLdvVGP7skk/14u9b5qrtJc6m+6m2FfaRrY0kbRwlU/pnD3E8lyksNd7CPbb/8A4nNu4gvms/kN76G3Ka1aMEQwTknFNRt3vZVaKZJqKWJzG7fl1KYJtHFyw/btSivGEgrl51KfPkZGJMPXnESWX4eTudO0mtXoEdixGbls0KmhVlVj9U0iRY7wvZf/BYALRCg/uzlvjrQCKByabxVDxYMib3NKwguOh+VSeF27sCobyV89tVIoXzjYN3AGIsAMMrvMalbBE86k+SKImlbccZFeHYOzy4u4hjoLDvO69lJpmoStjvcRMZDxJoImUE8O0tSBMkShkSGynCA0D48XISmo1vl96HjSXrTNhHLIBbwj7cMvazb+uEu2ziWoIB9Pd0f7gScUiqL7xPytX3tW3LMNsZ05xxz3z8Dfz6oi3t5cdzHrG1PPV+2vX31tuKGayOHutHrDsyWy2ibj9Hmm6wvA5blVWL9GZsnd/oP8gsa6zjxm/9ROEZlElzUAqu2K3pt/zZa2DK+avzlxMCeTu773i/p276btpMXsfy6q1h718OEKqIsvOz8Qsz62xe+PYpgNAIWJ73+0rGGPSj07Sj38Q5WxPh2/wsHPV54yZk4e7aTXv0MDUtn0/XsZqRtE2mto/G0BYBCxKpRvf55M/1J7v31PwvH9+9q55Ef/pxLP/g6/4WBdsyZS1DZFLJ3N1plA4H5Z5J59DbkQBd6XSuBpReNuo7huR98hdDkeCjvUV1UGLTEg3hS4ubjkTZ1PoEpM5FD/YhAALO6Ftm3h+fdKnYM+OX4iZyLqPKPTWRdutM22/rTbOtPM7c+RtNeiEPwfcmm15T/XLM5hzWbdlFfE2dSo5/0M3StTDFpHkAy+XjDRMw6ojjuY5byypPOesndphTYriRkHdjvzzB0IP+cWdPi/4ev8nN3rAYFett8aqLFCidlZxCeg5IS8qSmGMcK6+WGsrOo/t0o6aIFY6hwFbJ9M5gB9OYZxXXWjjXlxzk5RDCCVnkYffq84i0ZmLGAwMxFGI2HoJgLVCDCWVRmECUMeoxqQnr+ZxyvQy2+EM1LIZJdACgEWaukNNrJ4ax+CJFX53vbVyPi56KFK32i0QpjLnkVzjN3oIZ6EFWNmAvOGn0derlQQgmNet2mXyhs5V9PfSxAZuWjJB+5o7CfU1VLePFiVLgSOW0xtufRlbLpzyfCcq5ECKgOmXjSwxIgpMTO5TBMM0+Kj49YwBjlDaw8D5UaQFgBxLACMhBGZUpEOweQTD7eMBGzjjwOR4A57g1qrNappFc9Xdh261rL3x+no+++0JHI8vd1nQR0waTKEKc2hOCF+wqTt+xvx1xyCcIM4GVTeMl+dCCGIBuIoxkWkeD4yrHDBeXYpFc+jMqmCMxZgllf3u0yufIJ1n7uC3Sv8pV7e279B72330TDPH8RGjnpdGpe/05/53wQrDvjVAaeex67twczFsbZtILApKkHdF12xy68gV6s1qno0eLkK8Jx3zw4j7Gk+/sD5eZQ7RvBTlN5yjIqlp+Nt/NFMAJoloEwi/5MjZdeSmzxcjJbNxGp1AjWVkKiGxmK+6upEQljoTwqXvPO0efcSxdoUTMZ5WQhM4Q0AuTirSgjQNW7Pwe7NmFU1RKecwJOZoRSKBSFkmyWFo7jjVDAegq0qiYGU9kytUYia++TZByJlO3yp+d205dx0ARcPKueBY0VNMSCoCS262EYur/9CsY+E2wTeKlw3MestpMX8tTvby1sT55T7ncrAuNnwveGF3cP8onfrWBXX5rZdQG+ft3JPLYnhZ0v49k9mOWK+Y2ETB3Zuwu5YzWnAL89VeOHu6rRwhX865mHp1xrb3CyWe7/wW9I9fSx5A2XjSprXnnrnfzs9e9D5omtZ/70N/7+H98lO+TPncveciVv+62vBB1LVe7mbB7+yR+Y/JOvHJBH3541G+jZsoMpp5xARUPR7/DEKy/m6T/+X2F78VWv2v8PW4LEnk7+9Lp3075yDfXzZ3Hx5z5I6qFHqThzKs1zIkTqY4h8abBe14Y2fQmZTS+y+88/YOTj9ki/TqEJgmddU/Za9MoP7LUL9FlTa+hN2exJZDmxqQJD08oUhEFTpyZikbPLORSjoRURLdrPiFCMwUw5CTGUdVnSGmJ1Zqhw/wFs7Uvtk2QciZ7+BOe9439Yt7UdXdf48eev562vPZPqcADblbhSEjD0V3SpNEzErCOI4z5mjfQ8dCmfd/WD9J5XTg53sMu3DTJCaOEYcuWdkC+/lb27sJa9BhEII5O9qG7fF1ATGipSDYEwegkJ+VJBSQ/ZuRWcHFpNCyJSWfa+19+B3Py0/yMUGioUwdm8uqAm1yfNJXDaa/2dR8Qkz4qQbD4RUwsR3csaYyxIKYtqu5LjRDBa1l9ABPfPLmwkvMQA3b/7Ps7ubRj1zdS+7h3olkajyJGQFlIr3hciXIkejuDksuxOKyr1YOGHIZxsgWAswM6gTZ5f9pJ+3r/stQu0qGz011nZJEroSCuEZieZE9EZNKqwDI3KsMVA586y49RAL+6C8wrfka4JMiOU7xlHEq2ysG0b6RXfc113nyTjSCgnh7PiTl+pKATGrGXoLbMQdVNRrgOZBAQjaA2H1zf6WMNEzDqyOFxZrOE/Yw64D+g+TOMeFYidcTEymya7YTVGTQPB819PIi+Wa44HD7pb19/XdTKtMlSQPvd07qG2JDuEk0Ml+xFVjXipQXLdvUjXI9RUTwQbIxQdZ+TDi4FbfoqzwzdiT694mOo3fxSjzvfW6L3nDnb/v+8xtL1cATy4uaNAMqZWPErlxa9Dr6hEm7yAzd/+PoMbdhKMQNMpbQghyK56DGvKXKyp8xgPpQRc8qkH6P/b70AptEiM+nd+GrPOz9JpkSqUEH7wNQOI2OjSKaUk9prHsNc8DkIjcPKFWNPKO56pnh0w3IWur4Pci08VZiwtXoc58wTwXES8HlHZSKyqiUi1hRosKgdFNoGqakVEKouydcNCq2khs3sXeJLQ5KKiaG/BX+gGqmEmTjqJwlcQKkCrqSfUMqlQSqLpBrKkaZCYcxpsfBqVGUKrm4w+7QQM28Mr6Vw2Xrn/wTzWPbNrgL58J0+p4N5N3SxorEA5OWoMF4x8I8Hj/rF5L1D74RUyERxfShzXMevcD72NVN8gq/9xP3XTJ/P6f3s7DG0DpdAnz0erGL+cdG/41O9XsqPXnxNf7MrxgR/dw+suX1Z4P5dXMLfGQ8j2TeT6h/yYVVfFxxaZ6FNmHY6Pt0/8+LXvZu2dfkfK+777S2544hZaT/Bji1/+/KlRv69hghHgyd/dwhX/9QmqJ7fw2v/+JL/8l4/5ypYSPPKzP7LgknM48bUXj3sdSsmC6fqjP/8zv3v3Z1BSEqmp4uMP3UjzvJkALHn9pei3mqz954PUzZjCeR9+26ixXNvmd294PxvveYTKSJDXfeeLTH3ja8v2ufNT/0X7Sl/F0rVmA7e99SNMC/uJyL4501n2hWvAtdEap6K3zkFoGoOrbkRzspy+uJFHVviJwsa5MzjrrZcXBxYahOI4PZ0oKctsR8YjGAGCps4V8xvZ0Z/BdiU5T5J1/f8qggaxfJJU1wRe6Xps5jLE5qdRmQRadTP65AXUdCYZyBafj4Y9sUaGkYNpzPK9P9zNuq1+ZYXnST7y1d9z/RVn8HzHECvzTXNaKoJcMOMVnBibiFlHGsd1zNKsECjlNz7UdDQjiMj6z6iRfBnzwcAd7Paf0wHhZki39xAsadiJayMTveiBsN8MaxhKoin3oGPlgcLb+JRv9QTIjs0Y888qEI1e727klhUUbgEl8bp3l9lVeDtfRCbPRotWoU9eiLvxCYRSSN0k3XoCMhjDczwswyOwl+7Zw+WlQgg818VxinOuFQigDa8zglGoakLl/OY4I0nR4bF6kzmU8vxy5oBJyCoXxgz88yac3dsAcLv20H/br6m55LUARI0EyYrJSPzKp4BpIIRJX1aQwyFhS2KWT36KYAwRrS7aSukGWk0L3kAPyvPQq+sLsWE8gtF/T0fVTiGXSmDaxe9XSI/akEAz/bhjtU4nveLhwvtmy1QMXUdKiWnohCyTiOWRLiEaI9bhq97ydq0rrimVwt34FFrzDFwFbq2fyNU0DUt/6YVIRy0mYtYRx+EgGdfhm1wCBIGLgIeAvwA3K6W6DsM5jiiEplF50dVw0dWF10b3ID4wKKWwXVnmraACUZ88Kp64kB3a9INfsf2XvkK28dLzWfDfn+PlgEwNFQhGAFyb3ObVGHXN7PzVL9n5y1/6l6qXP9hbpd1DhYB8lnLTr25n0+/uLbyV3NPH9EsWogdMZD5gJrfuoPfxp4lMmUztab6RvOzbDQMdKCEQtZMZvOeWAuEnUwkSj95F9WuvQ/Z34O3xm6roLXPQKopqkVK4u9aTe+buwhjZh25Gr2lBj9eUfdZheEO9ZSkROdiN1jrfN+ctXdSMWOAITfeb+cSvwN36PHge+qS5bPvZz+m87VYAai+4kBmf+dw+F0dKSZx0Er9QAHTpoBAoTUeULLV0K+j7MjoOmqZhRCsRdVeWjRUO+EHWkx6mEOgoPM8jGjTJuV7ho8ZCFjKTJPPwLXj9nRiNUwid/hqEMb49wEhzY08qpOeVdWKXnot0HXTzwGwGjifs2ytkAi8RjvuYpWkar/mPj/Ga//hYyatLDnncPf3psu3dvamy5I+gWCK79cZ/su2muwFoOO0E5n3+w4d8/v1Bsre/QDACONkcz916F60nzOOOr/yQ2z739f0axwj4c1Pn+i2jCMZhJLr9BU335u1sePBJaqe2Mvtc348799z95F54GIRGcNmrue3z3yiMk+rt555v/ozrfv41Vv39Pv72hW+hlOLyL32URZdfMOa5bvrAF3jiVv/77E1m+MM7PsWHliwiNrOoDE3sKbfGcEoUfkPrNqNmnkewpbFckZJfhJw0v44prTFyWpAzf38jZsDwF93KQ1TU0/ePmxh65C4AIicup+7N79tnzPKkYkdfGk/5RGJY0/Gkwsn7/Ra+a8PAkwrb8TANjUC8GrGkXM25sLECTUAi69IUtYgHTbKOS1tVmL60jSP9uDi9JoKSHm6yH+U6aGYAPVq51w6b9gh/YNv1SGSdAsEIsHsoy9b+NDNqDk6xczxgImYdMRz3MUsIgR6MoOfXPCYQChwG5bAs/20LM+CvI4bvZSGKfngj7u+X625XrlMgGP0XJLJvD3qkEtm3G7Vj1eirGWvuzav++kP1DEw+E8tNE66oQhkljbXyn1Hl0qhkP1hBtJi/7vF2rsXbuRaEhj71BJzK8qo113WxLAsv75mJ0jEi1WjjqPD6kjlQXqEhSyrrYOp6majBGypv0OmlS4g9N0c8qINhlces/L/TriLneRgaTKmJwdJLcLe9AK6L3jKT1FP3k3n2AQACs06k4vLr99lpWSlFOmsjGL1faUItvGgZMpsiu24leryaiguuRh/RhLUpHkQIyNo2tVqOkHCQOYFhBrBLsmqmYZBzJY9v76Mv41AXsVg+uWrv9hwjVZvSt9ty3eL9LqXE87wDVkkeT5iIWUcWh2wwo5SaB8wDvgiswicuzwN+COwWQtwrhHivEOIwmkG8fJBSFUpL07bH6vYh9gxmDnlcIQRtleVeCW6wAnfKSb45bSCMPns5IhQjsXFzgWAE6Pj7vfQ/vfqQr2G/rtMKwohmHlokRnrbtgLBCBCoCGBVWAhdEF8wmylXnll4L37hlegRX3XZ/cCjZWMldw/S/cI2CEYwJ8+m/7lVPHjB1Tz/8S/y2NVvY+MPf+H7Swy0A37Z8XA5Q/mF+t25vM3P+Ma96UG8TU+jcunR+wLeQHf5A4WSyERv+ZDRYjMWYY3wtTADCCs0apElqifBcEAXAtEwHSE0RCCMOedUzPlnkG7vLhCMAD333M3QyhXFS3GyyFQ/qtRXEfLdq8snTIFfxpB1HDK2g+16OK5HX07R7+kMeBreGHOsEIJwwCSgCQS+8b5j2+hCUBcLUx0JUhcLETQNMo/cirtzPSo5gLPpObLP3jt6wBKc0BQnUGIhcMqkqldAsc8EjhUc7zHLSSTIdftNSXKuZFtfmp4RRvYHizPnlCdttq7bQHrPHiKmTsTSOWNqNfGgSWrr9gLBCND52PP0begcOdxLgmAsQiBSXg5e0VhH54Yt4xKMTfNm0nZyUcl+2b9/pFDOXEpYliJaW8WCV5/DjpWr+c8TL+G37/gU3z7vTdzxlR/idmwjt/J+8FxwbbKP/W3UAlYIQc/Wnfzk6vewY8Vqdq5cw09f9z66Nm0b83xbH19Rtt1vu6S2lnfLnHf1JWXblWZxUWTEoljVlaNiVu2lV2HW+mnT6uooJ3/qE1jhEEI30Wono9VNxe7tKRCMAKnnniCzflVhWyb6cHe8iBwsF1e5Uo6KP7oQbN+8nU994w/87K8PsHLddjbtGeTCL97Jwg/fxgVfvIutnaObA+maYGFjBTOqQwQMjazr0ZvMYemCZW3VnNgcZ3lbNfXRAG5ywI+f0kPm0nipvTeWe/tVZ1EdL5KHH3nLRWMu4o+1RnsTOD5wvMcspSQqT5pIpcg6Lo57eH5rwiqPBZlgNc70ZRCIQCCMMec0tEil30XaDBWesJUQEH7py6QB0PUCQViAGUQ5WVRPfr0zQjGuN89Aqy2SgMa809DCPlmasl1cM0w6VIstiol8ga8IVJkE3oYnkLvWILc8i+zYjBzqwdux2rd2ki7e5hWQHT0PKylxcjmUlL7wwc4hx5kXbU+OIAcZZdUUXrC0bDs0dWZxQ2igG6NiVnXYwswLWzwF1RG/GacwA5gzl2LOPRVpOwWCESC34TnsLcW+GI4nSeacgjd94fMp5Xv56SaO4d8PSilEqh9v2/N4XdtRuTTSzhJqbqTqrPOpOOmUgsKxFJoQNFUEmaSnCMks2Bm8oW7wHALBIKZlYQUC6IbBkzv62TmYJWV7bOvPsGL33hsQ600zwSySx/qkuf73NYEJHEU4LPS2Umod8GXgy0KIGcA1wOuAE4FzgXOA7wkhHgNuAv6qlGofe7QjC+nkkGn/gTRrhBjIi690TeO/7t5Ad8pGCHj7sjYumtNwSOe6aHY96zsTRPMSakvXCLXORJvkl5Qp18UdGsBNpEYd62Wyo157KSBMi/il/8LQP36PcnJYc04iMGcJibXlTYw0XaNuXgMzv/w/ROYsRHkudvtOtGAYs7b4PUWmtjG46sXCthE0cNM5ohdfhx6Ns+2Xf8JLF0ncTT/4OW0XnYQmHTRzmOxUxM+9nP5//Mkvl45WEDvjYr90oNT7UElUNjmm/5he2+KTp26+FMAMoFeXd0QTlU2gm6hcCrN+GsoM4255DmEFCSy7fJSHDPikrDb1JL/M2ggg8kFAuQ54DiIQxsuO/tsN/z1VZsj3ZUGhEGj1UxDhOMkVj9J/182gFLFzLyU0bzEAUtMLhvlKKTKuQiupQ/akIpG1qYqMLvNSanTnLSklhmGglzzQyP5ycmDk9kjURCzeumQSOwYyxAIGbVVh39NFN5DD5t5CGzf7+UrAkTAknkARx1PM2rFiNX//8vdQnuSEE2eSuukvKM+j5sLzePLa9zCQ8++0i2bVsXTSoS2avvbmk3jbN/7BQy9sI9ndzrQqg7ecdwIVUT8J40rJYMaB1Bgx62XqzGtYFu/44/f4xZs/QjaR5KTXX8Ly665i58rRjfd00+T9//gl8y44A89x2PXCOoIVURpmFv2B62dOZeuTz4069j23/ISq1iZu/9J3ySWLn/fOr/6Y2bPriWVsAqH8wkNJXvPZd/GHj30N6XnE6mq48BPvomPdJtxckQB2bZuOFzdRP2PKqPNNOW0JO1ZvKGxXhgPEF84t22fZ+68nUlfD7qeeo3HxfIwtW9j+25sw4xWc+M0vYYRHm8CbNXVM+6/vk9u1A7O6BrPGJ1eV5/oqICNQaCxWCpVXpnud28g9fJNPqAoN67TXYrTORiV6Mft2McOTdJm1DBm+N/Ktf7ufr//89rKxZi45ixT+te3qSfGlP63g1x85e9Q5PalwRyjlc64kFjSpLmm+p0ptZ8bYHolZbY08/acvcf9TL9JSX8n5y+ejlGJyZajQbCZq6UypPDgv0+MBEzHryOJ4ilnSdfAyCUAhdBM5LAYwLLpdi2F+sSpsURE6tGoXPV5HelDHsW1ywsIzQ0RqZqJNzq+zpEQ5Of/eNoNI3fRVYpqBvpeKncMJITT0GSf7IgnPRVQ1IerawMkgNA2lGwjyxCcCffoStHg9+vSlvgLStApqRPDXksN+gEO2h6mBK2FSZRhd0/B6d5YpPGXXVkR1y4irUhjSpVQHahhGQQlZtmdJk5xSmLpAKllQMio12popuuxctEiU3PZNWE2TCE2djkr0+CXzNa1j2nGYusbU6ig518PQtYLiT3muv6azgihndGJ1+LWM49I5mCnMV3WxINGAibt9LbmV96ApiZpzOu7kBbhGiNCe1ajubf7+HZtR1U1+efiwmtBzkH270BvH8D+Unh8by64j6yvsS3yPS61AxtoeCRGOYZ1yObKv3e+YXuNbmGmaViB9BZSd45WGiZh15HHYV/lKqU3AV4CvCCGmAq8HrgaWAmcCZwDfEUI8TjEQ7j7c13EwUJ6HN9hVUByYdgZNiyOFjiclzfEgPSlf7fW7Z3YeMsloaBrzm+LYrodUfvfF4YxNYvVzbP/mf+GlkoSmzyZ+4gIGn/PVi+Gpk6k989RD+7AHgMDME6j90EKGHrqLnlt/S89dd1Bx1qsJTZlCZts2/7NEo8z8yjeJzPQrOoRuEGgd3chl/n99hvSOHQytfhErahGfEseIV2I1twGgBcvLI4SXpf+Wn6OFI1SefTF6JAZmkMiy8whMn4c70IvVMgU9EvNVi5penPh1o1gGkUdq6zZ6HngYq7aa6tMux924AjQda9E5YxoXi1htwdMxcNKFBE66cJ/fl9ANCBUb0Xjtm3DWPALSQ6tpIbrgHGLzF5BYk/97Tp9B/KSTAJCDXRSnPYUc6MRLJOm56f9BPnAM3PY7BILk4/ciM0nC8xagn/4aRCiGoYGrVCGoA2M+FMDY3lVjvaY3TUUmiiUNvbFmtnYM0lwRKlvYlaIiaLKgsaiAFUJgBMPIPKmrGcY+yxaOd0yo+I8OHMsxa6izm+9c8GbS/X7We83t93B+W5yIqdN7931orfMQp5yOBty7qYeTW0cr2Q4ElqHz+09fzprNu+kfTLFk3hRCQX8OWN0+xH/dtY5kzmNOTYirF59AYqXf5To0qYXaM08/5M+7v1h0+QV8a+AFHv7pH/nLR/+DD0fnc+4H30rLwjnsXrUOgGAsygf/+Sumn3Yy4BOObUsWjhrr9d/5Au0vbmTHs8XqgWhtNZOX+MpHK1SewMklkvzk2huIVUX4l49fQFVdDC1WzelveRszLjqf3m27mLxkIbG6GgKxKMFYlGzCV4wEohFaTygnDjvWb+aF/7uHyaecyLLBITbe8wg1NZW88X//m0D9aL+wBddcxoJrLitsz/+3j+/z+9JDYcIz5xS2ZX8HcqevahHRaqzJCwlMnU1uq29FYja2Eprlf1fOuieKiyglcdY8il4/GdW1BVCYQLPdjghESK1ZzYXrH2DSNJuvbNfo8PLlfckcVrRIgA4kx1beappAiPK509RH38+aGSgmtPCf7ZzBbvRgFG2cbpuTGqu57jXFe1QIwXnTa9nWn8aVPuEYPEhfuOMFEzHr6MCxHLOU9HATvQVBgJ+sEL7MzbUxpcDFf3bsT9vEguYhxSwhBJHKGmxXElQKy9AKz8cy0Yu34UnfGilSiWie5T99a7pPclkvnwerVtWIWHIpiUyO7pSD6ksTD+rUWGG/tNuxAYE2eSFavhGN0DTECHEEQH0sSNb1yDgenlQMZiWaJggMK9tLiTspQTrIjk2UTa6BCHpFDZqmlzV+UWo0bTPS41CmBpFd26g0g/RXtOJKf01SETTL1ibDCC9YWq5orBr9mUZ9X5ooa0ope3birn8CpIeI16PPPR1z0gycnZsA0KsbCp7/g2m7jFwaSNuE7QTZx24GKX3/zhX/RFU14lhhVO/OsmIslUmOWluOKl8uXKjuKwxLvjcxhk9iYyzAYN6DtEL3WBpJ4nVnENEqtJL1ZClEIIzeVN7R2zLNQrMeXdcP6bdzPGAiZh1ZvKRSIqXUVvKtvIUQk/Czbq8DlgOnA6cB3xJCPAXciB8Id4433ksN5dlld6QGWHhk8SfkWXURrjqhCUMTPLtzACllwQT3UFBqaJx84Rnc/l52/+E3eCl/4ZHZvJ62K69GvuEqpOvSdPmrMOMV/mSfGgRNQ4QProPy/sLt66H7L78sfD9DD/yd6R/+OENrN6I8j4ZLL8Wq3bdBcqCmmjP+8Wc6//pHeu/5J3osxqR3f6igUpz1oXfR/cBjpHfsQhgabef40nmZTpHevInYma9GxBsQmoZZ34xZ31wYWwTC6LOWI9t9D0mteVZZmXNyw0ae/Zd34mV8ZULTay9nzr9/luTdf2ToLz8A0yJ6wRsJTC8uNOVQb4EgNGaejF5fbNIyHryhfnJrnwRNJzD/lMLxALJ3N1rnFuZ981v0PvAASkpqzj4bPTR8nSMCghC4vZ0FghH8BVPfX3/tqyOBwYcfoMbLoC58GwoNqYpNVYSSRLwsXiKDFooWvBSlUmRzNhLQ82c1DGPMrFfo1MsRgQheXwcdoQa6mk+CrEsim2BRU5xIYP+mESHEK9qDcSTGI38ncORwrMWsPas3FAhG8EuHBrIekfxiosXu5631uzFRrMpGkGo6+mF46Jw/vah68No3I9ND/O6pFMmcf951vRnWvvfTXNy5FpmzabjkwnzMUuRcD0HJguclwuCeTv78gS8Uujje991f8O6//IiujdvwbIfT3vEGqlr2XV0Yranis8/czp1f/TEP/+QPhKviXPujLxfIxYtueA+r/3E/3Zu3IwSE8pNvoj/FY492cuXnX401/1SEadE4ZwaNc4pqh6qWRj5056/5+5e/D0rx6s9/kOrJxe92z5oNfO3Uqwok5LJ/uYr/7FzBQ+/7NP+8+u0Y4RBnfv8rTLvy1YVj7M499N1xI8pxiJ/1KsKzRxOnI6HsLKp/t7/IrGouEIwAKtmHGOig6V9vIPX8UyjPI7JoKVogvwAfkSwSmpbv3Fqc3wTgbnqRxLf+k6jncTLw43qLa9obcRCke3djRSsBiIdNPnH1QvqSOaJBo/B81JvI8W83vYBC8p4LZlJfESAaNAmO0cRAj1SC0PwGaK4N0kVJF9fJYWj1Y5a2jQVNCKZVv3I9GEdiImYdfTjWYpby3CLh4rkIO43STMgn+cUIbVGp5++hwCqx8JFD3X7p6q51Re/11ABiqAetcbpfIRUI+U1AlEK5eYLvJX5+9aSiK1VUsA1mPcJ1swhn857wsbpCddTeoGuCqTVR9gxl6EzkCJk6U6vDhQ7dWt0UvMFuv+IqvzYRQgMz6FtBVTagN81CGOYYjbU0rEDQ92QEDNMsWwfL5AD2E7cUqsTijdMxTzgP2b8b1TWIJwRaVTNauLJwjO1K+tI5pFJUhizC+9FM1e7ppueffwdNo/bVl8H6JwufRQ12oTq3UHn1e8lteA7luQRmnVCIWaNsrgCZ7C9bZ4Ei3dtBdWUUNaxuLXzBo69PBWM42TS6aaHl31fSwxvqKd7vQkMLxdDGqK5b0lKJqWkMZGyWh/owkSgbVF8aUWeOtuwaB0KIV7R6cSQmYtaRxctWr5gPat8Gvi2EaMbPul2NHwSXA8uAbwohngZuUkp98+W6tmGMzC4owLJMPClwPMUJLfHCJL10chVpxyMaKE6uSincDU/hdWxFhGKYC89CG5nt2Au6/vIb+u+6FQB3oNz3UWZTTLr+ncVzSYm35VlI+QozUd2KPmn8zsyHCi8xNNpTys3R+pa3HNR4DVdfS8PV1456PdTSxDn330xy41ZSd/wcQyuRjJtBtJrWvY6rxWrKygZK0XH7HQWCEaD9tttpu+pc7I2+2gbHJnn3H7Ha5iAME+XkyD74J8j6pXBex1YC578FvXJ8BatMJxj8y/dQefNie+NzBGoqyzN9Tg7NClB30eiupFplI7Iz5QcloSEq6jHD1WihMDLjl5QIK4hMlXilSIXX04XMJMmZMQxNEA8FcD2PQLoXIV0kIHMpjKomhG6QzdkFbxQX33jYME3fF8fJQYnfpDBMQqdcTDLn0tVeJDQUkLTd/SYZS2G7fobVMrRCV+xXGiZC39GNYyFm1c+cghkM4GT90lUhIJa33zCqKll+1hQs4d9pi0IpxFAXVJYTa7d/6TusvPmfVLU2ce2PvkxN297n2FLYqx7CXfcEAJ/Udb6oL2K75/vvDnkaLa97bWFfpRQdQxmy+TKuaMCkLvbSKUUSXb0FgnEY2aEkr/r0+w5qvItveC8X3/DeUa9XtTTyby/8k451m/nVFe8g1VniS1hRR3DpRXsdd9qpS/jgP3415ntP/eG2AsEI8ORvb2bZecvYfNPfAHDTGR56/6eZdOFZmNEIMpthzw+/jNPfR/uWPty/3s1JX/8GlQsXjTk+gHJt5JZnwPXvIdXfUW47gl9urBkm0SWj1ajm/DPI9ewGJwu6ibHwbJQVLqsqUJpOctN6SltIN2DTqLvs9Eyaww7/886lbOlKc8kpkwiYOomcQzLn0FQZxtQ1/uPmVTy6wf9uH9vQy7WntfHp18z3S/WcHFjBYswSAiMSR7oO7kC5vYdybTgIssB2Pdx8zDImYtYEjkIcCzHLtxkS4ObQerYhhhPwsTpUvIHciGXpyHUWQDJrk3U8NE1QEbIO6PfotW9EdWz2N0b4nuPahcYzkF/TDfUUrCG0QBgjVs1LBW8MQsRFQ1SNLGXePzRXhGiuGE1OCTOAPvtUyKbwNj3tz93klZEVtehTTtjruJquY41DZHntm4o2VPidsuW0Rah0fu2gFLJvj98NWtORSrFnMI3rupjbVtHj5KhbuIRQfHxrF3doiHWf/DBOjx8P+h64l+nXnI8eKLHMcGyEYRCcd/Ko4yvDFlnHRSqfYKwMW2jBBr8fwnDpvhlAi1YicKGuFdW1wyekA2FErMZvRlPZBE4WV4EyQ+DYSMfGDMfQdB0v0Yuyi2tOLRhBj8R9myrPLfOb1DXB4pY4ysnhdfWUXa+yM/tNMpbCdj1cLx+z9tZE5jjGRMw6sjgipmhKqT3A94HvCyFqgcuB9wInA6fgS/6PSPDTK2p903ClcMwISjMIalARNmkf0fBlVBfd7WtwNz4DgEr0Yj+bJnjG61HpIdztvjJAb52LVlFOgnk9u7CfvYv+u/9eeE23dDx7uOxXJ9pSg73iLvTW2ej1bajBzgLBCKD6dqHqJiOC0cP5lRRgNU/GbGzB6fArLrRojNCsBYdlbGnb9N5zJ142Q/VZ52LV1lF5wnxM53KS990M+EExfNJoj6YDgRErJ3z1UGh0YxjXQdlZhGEih3oLBKN/oR5y8wq0Ey8YU+4O4OzcVCAYAbz+Lpg0FbL5AGuYaI2jy8iHIYIRtNa5YGcZeOhuBu77FkJoxM68CDnUDwgiJ51O58+/gcpnEhECIx7HiFUS0g1CpoGmCZQrcUs76ynlf7ZQdFR2R0qJ7O/EXnEnOFlErBrr5EsRJaVlQUND10TZfR+2DjxjlszZJPN+IwKojob23kXtOIQC5D6i30RwPHpwtMas6sktvPsvP+Yv7/s07tAgSxfV0xwyUWgs+PFPCaa2lh8wrNrI45H/9ydu//fvALD7hXX875X/yudW/N03wU8P+oqOUAxthHpi65Mr+dMHvkh69w5Ou2g+Z196AiHhcb7VwS8yM6jQPK4JbcdesQW9ZRZ6wxTStlsgGAGSOYd4yCxT8h9ONM2fSfOC2exZ7Zf4RqormXvhmfs4av/g5HI88eu/kk2kWHLNpVRPambySQu44LPv57YP/zsAViTM6R982yGdJxQvj1lmKEiub6DsNS+bwx5KYkYjON0duAN9PHvvZnp2JwDY9tp388Yn/k64buzkG6n+AsEIIJwMRKv8zqPglw1Wjq/41GuaCV3ybuRQD7u9EJuTApKDzK6cSqPXDyhURSNaa7lPpxaJ8q3/fC9JT3DpWSdQGQtju17Zc5YCso6HqWts6S5vQrC1K4kc6sFZ9QA4OUQkjrno/LKYJcYqVTPGjt17QzLrkMj6vx0B1ESDmK+w0umJmHVs4WiNWULTMaJVyPb1BYIRQEv0IJvm4CXKY9TIdVba9pMPAEgYSGWpjYVRroNM+mXYWqRqFCnjeB7JjEO0c1tRnVdqr4RAxRtwsmk0w0Q3TF/h7RTnRplLI0NRtJfIq9HSNSxDw86bUmqC/VL17Q+UUnieh8L36dM0HcIVaE0zkDvyViCajlY/5ZDOI0YmcDR9jJpVlfe91HE8ietJwg/+EXO37zmcXPMw1ps/hh4du0IvuWZVgWAEyLXvIZvViQw/pmgGWn3buNcYMHRaqyLYrkRJie04OGgEzn4TYsMToBT6nOUkpAVOj9/ks3U2UoGRF5mIUAVCN5DSQ6US5Z/Oc0HXC9Vmhddd228a07nF98Q0g2gN0woVZgDo5oj7EoR54MnYZNZhMFOMWbWx4Ev2rHW0YiJmHXkc0c4LQogFwGuBK4CT8P/eR9RAQAuE8TDKOk4JIGjoBAyN3F4m/5GdFdVgNzKbxFlxJ+SzGbJ7J9YplyNCPhmonJxvmm5nfYPffKbfCJnEFp9CYNI0AmKIIIN4ewbx2jdhnfrascsHXkJZsGZZtH7kSww8cAfKdYiffgFG5dgZvcyu3az9t/8ks3sPdeecyawbPooYJ+vl9uxm4799htR2n7zsvPkvzP3ej7Gqa4icfC5mUxveQA9myzSMyn2XY48FpRTpJ+4kqncQbWskub0DLRBg7pe/QGDGPLIrHyhk3oyW6aiODXjZhJ+Z0o0y015hBfwS9Yqxr0WLjFCuCoG58GxI9YGTRaufghbZe2m70E2yXdsZuPsW//rxGHrgH7R88n+w8uXhje/8JL03/xKVTRGdOYPIhW9CH2nqP4ZhMvm/g6FpOCWqEkPXcNY8VMhoqkQf7qZnMeefUbbPvPoY2/rTSKVorggRCxz4gi1VYmis8B8a46F9l4Acb5hQ8R97OBpj1sJLz6P+q++h785bC69pwRDhKVORW/tgWEGg6QV/2WHsWLG6fHvlGrbt6qQl5BYecj074xvR50uA7HSGH1z6dlK9Pgl1268fpaGlijknTmbhpBqujbZySeIxAt09eIC3ZxPW8itQsfpR1/5S/gTMQICPP/hn7vveL3EyWU5/xxuoah3b66l3+y5++44b6N68nQWXnMs13/0i+jiNqXauXM33X/1Whjp9tcFdX/sJn332b1S1NnHae6+j5aSF9G7cRtupJ1EzffyFzr6w6fs/JfjAvTQ11dDe3osRsLj+l19n6uL5rPrOT3CSfoKscflJDN7yM7r3bMdqbiOdUQWCESDd08+W2+9hwdveMPaJxlgwi5a5iNQAuA4iXj+mX3HZ/sEIKSw27RoovLZuwKNiUhvRgIEGTDnjNLa3v53MXX/HjESY8v4PcdL88lLusVTtw9Ujp0yvYUdPMSl4yvQa3PVP5UuzQaUGcbc9jzl7efG6NA2johYvNZAnzKOjCPP9QbKkOY/C795a+QpbsMFEzDoWcTTGLM0KQiDiN/gYhhDohkHAcAvrLMHodZbr+e8ZGliahkLhui707ig8q3vZJHrdlAJ5o5RiMJ1DKVCahsg/+wrDhEgdIhzHC8RQoRi4DtJ1xp/zXsLfgBCClniYgYyNUr63+XgJeMeTtA9lcFxJJGDQEAuOW1Yu7WzeB1PhBStwDYtAIIAmBFpdGyIc95tkRqr2OdfvDbbj4NZOQ1RuQwx0gNAwF5yFFo7jJYs+nJghvMEulGujGQHMpF0gGAFID2FvWkXoxDPGPI9RNVrlGFh4KnoAf51V3YLYxzpL1zQsHRJ2cW7PhSqJLn9tQfVX5bgkBjxCzhCapmNWNSIC5d/PmN95/jXNCiIzxfWOsELI0qY7ThbV3+43+RneR9PQaybl+0N4aJHqMZuX7gvDSTHIV53lXKonYtYEXma87CSjEGI5cBVwJTBt+OX8/9PAHcBfX67ryTge67sSZF2PeNBkVl2MgGngeLLQeTdo+cbDTRVhBrP+5B8NGKMmf62qAW9nsYOlCEX9DFGJXBrPQQ51ow+TjJlkQbJfPaeN3rVbQSkCrVNo/dePopkG2bt/UTxeKWT3LowZJ0EoBhl/MSHiDfASqRiHoUcrqLlsnIVKCVZ97DMMrfE7SO/8/Z8JNjXQ9rZ/GbWfTA8xdOtPCwQjgNPXy+ATj1F3yeUAWC3ToGXaqGMPBNkXHiP9xJ0ATDl3GiqyjJq3fAQj4geL+Os+gL3xeUQwjBmPQTpfgp5LYs5cjLv9RZASvXEyWqRizC5qwzBbZxBcfDbZlQ+BphE+43KMqjqoqjuga/aG+stfUApvaADyJGNo1gJaP733JLTQdPRYDV6y319ghWNo+exuwDIRjt/5Tdd0TEMn55SXjqgR2wCxoMnCprGDd9p2SeYcNCGoDFnjy/MFZQ9qr1RbYjmRQzsmcLTFLKenk+7f/wC7q53QjHnUvem9VF98BYkVj+N0d4Km0XDtOxBCoLWdiOrb5XtfVTaOeliddupJPPTj3xW2u8MV3PCNP/C7z11d3EkplJMrkIyD7V0FgnEYHTv7mHvWYqafeg7TNZ3snaXlPgrZs5NwTXOZSiNsGVgvsYI5Ul3J5f/+0X3u9/NrP8SWx1cA8OCPfktVayOv+sz7R+032NHFN895I9mhoqou0dXD87fdzTnvvw6AtmWLaVu2+JCue+efbmbTd34MwClBhXHhEs78668JxvwYf9k//8SWm/9OIF5BTbCf3Hrf8iO3dT2R6bOA58vGM6PjL1JEpApRNwXVvQ0QiMYZaMHoAT9P5LzRDQHsktfClsHcN78Z3vzmccfQNUFtNEhfKutbkAXNAsnw6cvnUxUJsLF9iJOmVnPdmVOxn1hVPsAYHUU100KrHE1wA3ieh+t5BU/i8Ty2BQI1wmPylYiJmHVs4GiLWUNZh7s39tCfsWmuCHL+jDqsmkmooa7C+kg0zUTTNOorQiSyDlIqImOss0xdRxcu4UKjTIGbS2N4I6t2MmUe5MNkQ7p2JpGudQgl/eYmUxeDYeGmhsrOIz0H3QoiDCvvyehbFR2MEvpAoGuCmsi+EyF7BjOFDtIDGQdD06iNjj5OeS6ybzdanuATbha3ohHpGWj5RJqIVPrdkg8BjutiO64vblh4AZqdIRSLFf4Gev1UZHrQL5F2XVQur2x3stQHFIn8LDsMYY3/HUTnzKPpjW+h/cY/ANBy/TsJtx34OnHMTtklrwVNg2BdIzC+kl8IDSMYxs1lfAWkGSh4z2vRahAayrURZhAtXIHs31N+vjEaxggrhFE3doIym19nCeFbBYxHQosRC62JmDWBI4GXnGQUQujAefjB7gqKv9bhe34QuB0/4P1TKTWa2XgJsbE7STo/UfdnHHYOpJlSHSEWCuBJ6Wd68g+emiaoCgeQmQQqnUBaQbRg1Jehb1+F7O9Aq2pAZVMIK4jeOAVQo8t1SnwaRSTuZ5HSg4QbawjUVGKc9GqCsxb5voBSghUs8w4Rkbhf2j3jFFSi12/8Eq15ybtIKddFjKPuGH5fOTmSm7eUvZ7cuLlsO7VpAwNPPIaueQTwRpFOenT/fSzHgpcYoP+WX+J07SEwdTZGpKR8SghEtr9AMAIYtc0YtT555218omwsEYygTT8ZkUtgVMSRSuCteRSUwph1Mnp1MyMROf0ywstfBUL45VoHgeDU2egVlT6xCBg19WN2694XtGAELRhBOjmE9FBS+r4rQhCwyh+W9JY5eFtW+htCoLfM2u/z5FyPnmS2bLs5Hh7znqwIBhjM+OoTXQgiB6GGPNah1L4zbBMZuCODoz1m9dz4U+w9OwDIrHuegbtupvryNzP1S98lt3MrRmU1Vr2v2BO6gaibgtexBblzne+31DCl4B+8eIrLuusu4vZbnmJQD/BUywziq7ahVCEZ76PE6LxqUhO10ybTs8W/Bk3XmX3dOwmeexZCN/yHdCtUllwTkTiaEDTFw2Rsz2+QYr70nQ+dXA4zMP5ixbVtcsk0e1ZvKHt9z5qNZdu7nl/LylvuJNndV0YwDiNUOXb3x/3FYEcXv7ru4+x+4UVmnr2Mk6cUk1JCCLyt2whEizGret4squf58/Pub32ubCwzoDP9bdey9ud/IKAJplxwOpPq02QfuhFz7nL0utHNy7SG6ai6qfhNXg+O+K0MmgR0rUA2Bg2NioPw640EDCKBKN2JLL0Zh3DAIGDomIbGBy4qj0l643S87cNEo0Br3P+FpsyXyRW2bZtAIDB2zApZDKSLMSsanIhZ4+0zgZcfR3vMemBLLz1pn6jbOZjl6V0DnDGlGm36KZBNgBEoJMA0IYiHLJxtq5G9u3FqWjCnLPBj1vqnEJ1bCYcqYO7pkFclKzHcvrCEVCmxNNKEKFj9ONFaBkPLiJtghGN+BdlwwCu5gYXmxycjXoeys/7zvDn2/HA4oZTc6xyslAIlC2rPYeTccrJKDvb4/oi6XxY97AsvlEK4NgQO3OOv7Do8D2+oO0+gBZChEvGBEMhA2C/9HX7JDKLH/bJf2bOrbCwzECBy6kWkH78LUJiTZiByA9gr78ZoW4A2Rgft5jdfT+M11yKEttd16d6g68Mds1X+sgX6QSQ+ddNCNy2ka4OUZessPVquuhTRatRAR2Fbi+6/x6c9Yp1lux4N8fCYHbvjYYu+VDFmxSZi1rj7TOClw0tCMgohQsCr8APeZcDw7DP8S+gBbsMPePcqpZxRg7xMyI6YmAsyfSEwxijx9ZL9yGSfv5EeRFV4qO5deNuKGXUtVoVelzfP1w2MeWfgbnoWlMSYshCtpNRW6AaBc6/FWfUgyrEx2xbQ9+TT9Nx7F9GFJ1F1zsVYSy/Fef4+VC6DMWkORuts/1hNR8THztAfTrgDPQze/FO8vk6MhlbiV757lFdGeu0K+m76GcqxiTTXkNhSzNZULV1S+HdqwzrWffIjBT/BiqkNNCyZQeezm0BB5amnUnXGWYd0vf23/orc1nUAZFY/TXDG/LL3zaZihkilBpDtG0C6iKpmRKymkGGTjk3v/bfh9nQBEFt6OpZIF8qz7J4dBM67Di08eoEpxug+diDQoxU0feALJB67FzSNijMuQgse3EOBTPYhB9r9DcNCr5s65vWZs5aixapRqQG0mha0qn13Xh1Gzin/HXlS4UqFqY8OfiHLwDI0PKkwdG3MADmBCbycOJZiltvfM+a2HgoTnjV/9P7bV+NtXlF8wc4gs2ncFx8D4A1XziU8p5m33OiThjEEMlyFnhsCFFo4XlZialgWH7nn99z2ua+TGUxwxrveSNu0atwXH0OrbkJvnklg6SXY+Zilt85Gb50D+Iu9g2kUdaDo2bqTH172dtrXbqT1hLm8//ZfjCqVfv7/7uYXb/owuVSaWH1NWYOVWecUS253rFjN10+/utBcZ+RidO6FZ7L0jZcf0vX+9h038OLdDwPw7I1/R3v1WZRa/cdPmF9Y3G55/Fl+967PkOob4PR3vpEzTj2xQDrnci43/uhe9mzyF3GnLpvKqRe3ovZs9EvXO7YSuuTdaCMWPkB5c7KDgKlrLGmtZNdgBgG0VoYO2mz+4S29/ObpHUgF9dEAnz5/JvHQ6EWSMXURIhJHpYfQKhvGVSyOBSnLF+kKxu1kOxGzJnC04ViKWYmcO+a20A2IjJ6L7Bcfx15xd2FbZRIIw8JZ48+RAiCXgqX5eVfT0aqa/K7RSqJFy0tMhRDEwwFSWQeFImBYDN59C7n2XYTnLKTqnFdj5tVoSip000TLKxaFEGU+ry8VlGsju7b6lkVmEK1+arlXHyCzCWTfHlCSFi3ILlGNys9FpWXlcrCH3CM3FsrHRVWDX/1GvlbesA654aI31F1oaqJyaTQEWEWBiKaJwlwqnVyhy7IWjCICYdSwD7CSMNRJIGJinnY2UipUJoHq3oEC7N7dWKdeOabN1KF2+9aEIBYKkHP87ylgGgc9t8tMwi9xBn/dX90y5jpLq2xEmUGUk0UEowfUR8EeQSx7UuF5Em2MMuiQZdBoaPl12ETMmsCRwWF72hdCVOIbC18FXAQMO5UO39m7gVvxA95DSqnRtTVHANVhi65k0di3Kjx60lJK8dDWXtZ3J7myWVJZ8qyrMknU0AgvRsf2M2yagVYzCREIozdMGfcatGgVgVNfC8CuH36NoSf9QJp4+jEQGlVnX4h+zpsO/kMeIpL33ITX53dodDt3kXzgVuKXXV94X3lugWAEaJhXRbitDdfTqDv7DJqvLC7A+h64r9iwBBja1kXLhcupXDgHfdYywiecdlDXKLMpvMEuMi8+T27b+rLFghKCyBmXkdu8Gr2imujZr/Vflx5y5+qCP4bq3oZomYdonAGZJOm1q3B7ulBSkdzTT++6m4hNaqBh+Tx/Uncd1EAnXrIPNdiNCFegNc86qEynUgo5fM0KhrI2rhklcP5VRIPmQWdPlVLIwWLWDNdGJnvR42N3yNabph/UeUxjhHWAKHppjXVNSvGKX6zty5B4Ai8tjtWYFZq7mOST95dtj4XP/+AW/njHU9z61unMqinGNa9rG8otX/SdP7uaWVNsKmNhvnvDmwlGY7AXRXnt1Em84w/fA8BZ+yjejjUAyJ6dAOjNMwkewZj1pw98gfa1vhpx1/MvctNHv8y7b/pR4X3pefzyLR8ll/I9/hJdvcw4YymBWIQFl5zLGe98Y2HfZ/78tyLBCKAUtVMnIaXiok+9m3Ped91BXeOGB5/gyd/ewsDuDtbf+2jZe0lXMfszH6XzzvsINjUw5/OfAHxl5g8vf2ehXP0fX/4eLX/+ATNe8yZyu7az5vHN7Nn0eGGcJ57ayuLZMaZedLJfkeE5yN49KCvkK1A0Ay0QOqj44knF7r40sZCJJl0++c0/sW5rO+ecMpcvvue1B6UIGcYfV+wqzI9dyRx3re/i9SeO3WFV34vB/94w1mce73vIDA7RsX4LddMmY9W+dN1lj3ZMxKwji2M1ZrVVhVnTWfSJbascm7RztzyH17kVd095NZS7fQ161Yhn1v6Owu/VMk00LYgWGj9m6ZpGRdhPlrX/6vsMPebH0OSKJ0Aqqs67BCt8aFVUhwLZt7vgiY6TRfbtRq8vVi+pfFfm4aq4gMzSaGUYMiqIBPSytau3Z2OZl7zq70QhELqOFq3BDB+ctZb0XDzXL2VXjk0ptSWkh2WauJ6HJgSWaRau2xvoLFy3TA+ixWrQYjW+DUsuBZkkynXQrADCyeGVNqiTHmqwG2+ox+9KHY6jty04qKSYUgrHU+iaQAhI52w8T2EYGmHr4NdZgE+iFjZcZGoAfRzvfhGpPKjy5ZGl0UKM7WMMw+usCYJxImYdWRwyySiEeB9+Ju2s/Hild/NW4Gbgr0qpJ8Y4/IhjWk2EoKGTdT0qg+aYnharOxM8u9s3zx+yKSMZ0Q1EtBp6i76CWkUteutoRcn+ILl6Zdl2avVKQmGJs20NWriC4OlXoFeO9vdTUrL7zzeRXL+eikULab7qyoM6/1jwkoNl2zJZ7l2iHLtAMALops7k155H/ILXFvdJD4L00CvKVX96JErktR86pOtTuRRexyZ6/3ZjQXUI+YydEAQmTSe89HzCS88vP9B1iga8w3CyaLX+okVs9juzJvf0k2ofAKBv7XakJ2k5+wTfayOTRHYUS+uUncGYeuKBXb9SpLI2Xl5ZIRVk8xkrx5MIAdHgIWTsRurBXwJ9eMg0qAxbJLO+J2NVJDBmYPM8SSqb84talCK4YyWqfRMiGME84fwxFTbHKyZk+kcGx3rMqrniXzCr63C62wnOmEd08ejEzG9vf5xv/Nr3od3alSojGYUVRkQCyPZNhdeija2svuXg5mHZ31G27fW184NVkrtWtVMbC/CFKxcwvX704k0pxbaf/4GBF9ZQtXghbW9942ErRRts7yrbHtjTWbbtZHNlykWA6WeczJX/fUPxmGdXYvf3E46VG70HK2L8x6YHx/Xv2x9seWIF3z7/zYVGbyMxfflipr7zOqa+s5zATPb0j/LD7Ny4jSXXfAAAY/sPy95TCtysi5vKYsXCIAQqFEOmizFcSQ/jABfX6ZzLu/73cZ7d0oepCxrp5cH7HwHgiRc2Ew5afPodlx3QmMOQSo3qKOu+BCsFXdcxlcLN/w1Mc+xF5u5V6/jOBW8h0dVDMBblPX/4KjNPnAq66SeRrQPv/HmsYiJmHRkc6zHrtLYqYgGdvrRDS0WQWXWjSS6vc2shWTWyu4oIxdAq6/F2rS+8plU2ENyLFcbekF5b7lmbfvF5dGzSq55Ci1RQdfm/YDaMTmoopfBcFyklmqahG8bhK5/23L1vo8pstwCiliAeLyo2ZaLXr7Qa6RupmxgN0w5JrS49DydbYoFimFBSwaTMIJZpYJkjaAUlR103nlsoI1Z9u/FK39eGb+/he0Ag00NFKyd8Zas57/QDu36l2DNQ9LGsCRuFMmnXlggE4UOybhqjg/ZhRsDUqQwHSGZthBBUhgNoY4g5PClJZrKF+VrXNGxPFpSbB1thcCxiImYdWRwOJeMPKO9WtpZiwHt+3KOOEmhC0FoZwvEkuwazJPrStMaDZRmDvryXiKkJXkybxC2buIlfehqrgYo6XyHW34GIxDFmLj3o6wk0tpDZXAykuimwV/sqBy85QOa+PxK9avRicNv//pSdv/4NAF13/BMvmWTSdeXNVpTr0PH7/0d63SoCLZNpeuv798v/MDh7Mame9uI1zilXziQf+huaoSPzpefCtAgtKJZIy+5tkFfT1Z80k8TzJ5J4/jm0UJipn/zMPs+/N8jkIOlHbsHp3FNGMAJopoEZDhAeYxEOgGmBFQZ7uGOlKDM/Di8+jeTT92Mny416M92DiGg1xpzlqMHyxavs2wMHSDLmbAdpZxBCQ+lmmfkxlJvnHyiEEIhYbbGLn6YfMpGnlMLbswlcG71pemGRVRG0qNgLGaqkR26w13+IMENo7RuQm57130sNYj/5N4LnH5wq6FjEhCHxEcMxHbOErhM/51KUk8Pe+By5NU9gzjgBraSka/1Wf74Vms7n7ullSm2I2XVBRLQKY+bJYIVQThbZtQMRrcI68fzxTrfv6wnHUINFn6CNg/Crh3wlyp7+DB/57bP87ePnjDpuwzd+xMZv/y8Au//yN5zBIWZ+5F/L9lGex9C9f8Xevh6jppH4q65F2w8VxslvuIydK9eUbZfi5k/9d9m2EQyw5JpLC9ubvv09dv7m9wBE6uqZc85y1j3wBIFImLf/7tuHRDAO7Onkt++8YUyCMahBzNA58x3XjHlsvKmeloVz2L3KtwPRdJ05551aeH/59a/j/u/9ksEOf75fOKuairqY780Zq8FacAYqXAElShHp5IADIxn/+Og2uody1FUE6B7KsUNWlpWRP/nClr0PsBdoQnDpvAZuW+3fw1FL59wZYytC9hdKKaT0QPnf2TAxYBgGxt58ppXk/z73dRJd/veZTSS5+XPf5obbvuE/83VtQW+dd0jXdixhImYdMRzTMUsTghOa4iilyDkuWdvBGlGaqkoSH3q8FtdtB9dBi9cRWHIxIlKBymXwOreiRauwFl940NdjNTTjDvQVXxCQePgOALyBXnr/+AMaP/Lfo47zXAc3X4klPX9eMa3yZ16lFF5q0G+cqBsY0ar98mYXkTiqsBZhVHdkmehDCc1vWJO/aC1UFG14u15EtvuCB2VYaLWT/MoC3cA66aJDIhg9Kclms+WEgRXBEX4TlxwGFaGKsQ8WGhhWWcwRVomStaIO0bOjIFQRuo5W04RMJ3zbsqkn4nVvL7+e7h2YHBjJOJC2yTpegb50PVlWbeUnmw6eZNQiVUUrNaGhhffe3XpfUEpBZgglPUSoolB6HQ2ae/UEVkqRzebysdj/fI7n4UnwUAykstTEDq564VjERMw6sjic5kgK6AL6gHOAcw7hJlZKqbMP03XtE65UPLqtj6GciwB2D2ZY3BInkve4mFQZYk1ngktm1hSMzB1TIxwsZrCNmScflmtpee8n2P2Tb2F3thNduJj4/Bm4G54pvC8He/CGetErasqO63u0vNyq95HHRpGMXTf/gf57/wFAbvdOlCeZ9OHP7vOaIqdejFZRhdu1C7N5KsHZRZLR7e8i+8JjGJEg0nZRUhI77wqsxkmAX0rNYAfZPXuwe7oJNDQw61Mfw9OjaOFIobvZwSJ5x6+Q/Z1Ie2TWD6yKMKEFy9CjlWMeK4SG1nYCzron8BIDmFMXIkoCpRGvpuG9XyT7rf+m74mnCq+HmuoxJs1Gb5mFl02UTWEju7fuDb6cXaL3bSdip33/kXAtdqia0izYeN3D9hd6vAEVjKI8BxGIlBliHwzsx2/D2+l3DxfRKgLnXwfpAVRmCGEGETWto7xIlGvjrX8cK5vERGA3zkIl+8r3SQ3gbHoWc8YSjnf4/l/73mcCLymO2ZilXIfk//0Mr9dPgPQ/+yBDp72RWTN8FfY5p8zmW3+4j6ppJzAUCHP5nfDhy+bysfOKc7e18JzDci3mnNNw1j3m++JVNXHXtkrA97WNW4oZVpLcQA+BynKiqOueB8u2O+95aBTJmHz0DtLP+vu5PR0oz6X69e/d5zVdfMN7qWxpZPuzq5i2fDEnv6Fo2dGzbScP/ui3Zfu/6tPvZfLiBf55Uil2/ub39KRs+tMuValdvPZTH6Lur/9LIBrGsA7NB+qHl76N9hGNZYZRYxmcdO1riLe1jvm+pml8+O7f8vt//RyDezo581/fxLRTi/NlZXMDn3/hTp760hehfRszZtYRm1yPZpkYLdPR2xbgZZLlMesAmpM5rgQUi6ZUcsEJvm/lL+/bxJ8e2e4nyZRPnJ407+BKmIfxmgVNzKmP0Ze2mV0fHdPG5kDg2DlkntQVQmBYQb7656e477kdTG2M85W3n0ldZXnsVtLD692FnSiv5HBzJaV8rk0qkyUSOv7VjBMx66jAsRuzlGIwnfMrdlyb7FAP0cpKjLgfF7TKBrztqwFfJedMms/gzLOYUldZGMNadA7+xz40NL7tQ7T/4rvYeU/GcGsLqe5thfe9wT66+oeoryonzrwRiSE5RmdgmUkgs3mVvOfiJvow46Orz0ZCq6hH6ibk0hAIo5V4VSrPRaYHQeioPE2mRWsKZJ2SHrJ9I25iCC+ZQI9GsWYvRTv51WCYB92AchiD6RxCKkqt/5QQeFaUhJBYhoE5hi8g5Ofbygbfr9BzEOE4Won6WxgW2vST8fZsRKUGQAg0M4Be0wThOFrdFF+hWTpmaP/LvZX0UEDWcQkaw6SbwlOUlXsfqrpPj1b5ggvPRVihQ/blV707C2skpZuIppmQ6kNlEmBYaFXNo9ZySimcTBJDSnTAQcNDL5M9S6XY3Jtiek3kuCcaJ2LWkcfhdmCvz/93KBjRa/ilR1/aZijnogtoigUwdY0tvSmaK4LURAJMqQrzqhk1ZZ0Ss44kFBjbJPxQYNU3MvXfvlbYdratKSMZtXAU+eLDMGkeenOx02KwuZnUpmIX52DL6K7H2R3l6oLs9s2j9hkPofmnwPxTRr9R2pUrLzU34iWeRQISL66l97578tuCehEietrF+33u8aDsLLLfVxLqloEZDeEkfTl/oGUy4TkLCSw+Z69jZFc/QfrR2/1LW/U0sde8A6NhciEo69EKptzw72g/+BaJ558l1FBDy6vOQPbsQGuYij5lESqXynsyxjFm7J+K1Uv0+iVrro3m+iogAVjpHohUoUwdVyoChk70MHRfFoHIQXmAjIRM9hcIRgCV7Mfd+DR6zM/aKSeLkh56Y7m3o+zcCvkHL4HC6txIpqoNfefq4k6ajtyxBi9Wjd5w4J20jzXICR3/0YBjMma5XTsKBCNAMDvIuz75P7zqmqt5/7UXcN4pc/naF96NHgywpyfFjfdu4Lu3v8i7Xr2A2BgNNA4FIhTFWnxRYXux6OQ3j+6gIaT4+Rk29SFg/SN4rXPQW+YU9gtNbmVwVXEuCU8eXZ7mdO7a6/besOwtV7LsLaNtQ9QYpbeVLcUmV0LT2Naf5cntPrkkgNizLzLlnW/b73OPBzudYedza8d8r3XeTOacfQrLb9g7ifrMn2/n+dvuAqB97UYap7Uy9bST0fKlg7G6Gs77zrdJP/hX3O1rEaaJWVWNbN+MbJ2DXtvqL7xcG6EbGGM0LhsL3/7Hi/zy/s2cv7CRj1xa/Dtef+50HMdjR/hk1m1t59ylc/jMQZZKl2JW/cH5ho2EkrJAMIK/EHv4he384Da//G7t9l4GUzlu/LfXlB+XGgDX5rx3X83Gx57HtR2EpnHBu4v3lKsHyLoSw3EJjCwTPA4xEbOOChybMcuTPsGYSxN48q9o6UFsQJ1wLuaspYjKepz6aWiDHbiaxZaaheRSHi3V8pAT7SNhVtcy+RNfLmxnN64m9dR9he2hyiZWbhtiQVaxqKmoSBOivM5orPWfLPUTxE8I7i+0SNWYjXBKTggiT42NKIm2e7rIbCzGU8LVhEri7cFCKYWbr6ay5f9n773j4zjO+//3zJbrh97YO8WmXqjebVmWZTmyHZe418Q1yc9O4rg7cWI7/qbYie24F9lxkXuTXCVZvVeSYm8gSHQccGXb/P7Y4wGHRoAAcSjzfr0gcXZnd2eBu/3sPPMUsAQgwFMCwxugVinsyPheeyrbCwNFg1mhH0+ayMhgVWRhWBhLNuBnOhFdQzQ+2wu5Psw1Z6OyvQRdRxCJKqxNEysO6u19HH//0yghiLRsJFcfzkssQ6AQ2KaBHwRYhkHMnvp7kbSnp0CQ8txyJwzfRXUdhkLReO3mCQIfo3FV2XG+W0AV024JwCLAR+IP+dDmvIADPXnitsmi9PxfHNOaVVmm463oAHPcGGwVXabTUbNMzI5k8tTGbVp782Vf0hkd24pNqEtehLvtPghcrIbQeBgc2o5sWVsSuTXv/f9w+/ro3/Es6S2bWf3ukSHV8TUbGHhisMpobO2GKY9PmgaRFeso7HsWALNxCdF1Z5T2C2mSeXrIpEop+h55YFqMjMKOIlM1BJkwR1WkKkn6upfh7n8W/+B2Ck/fh7P7SVIvfjtGanThzj08+GKh3AK5O28ltmYDxqqzkTVhNVIZibDsjW/Ae2pYUZTAR5g21qbJLQYHhRxBfzf0d4XiYUdLq14CiFoGcSuCt+cxvKP7yEcSRDZciJzE6t0pQ47yyBie13JIyEeJ4TlZlCJSt5j+QgT/6D7iS1ow42HuMzXQO/L4+YaCE0bBz+mn6qxmzmuWsEa+HPYWAv7+P77HX/75VezuzLJ6ZTgPXdFShW0ZfOmnT4045lRwxYYmPvbi0zGObKcxNiQs9/COYmGsUGM3//P7cLq66X3saarPOZ1NH/v7Eeeyl6yisOvJsvZUqV2+hK2vfTH3fe0HACw5Y0NZOLURi3FAJIDwOaSAJx7fyXVTvjLY8RiNa1dybOfe0rY//8xHePaP9/Lorb/m0DM7ufd7v+TvH/gJDauWjXqOX//LYAGbwkCWW1/2Ji47YzFr3veP1F9xBRB6AsXOuhynUJ6/Ed9HCIk1hnf/WDywq4Mv/343piWJDasOLoXgQy85E/sV5/DwoR6eauvje4+3cv3GZqqn2aB9UoxiCNh/tDyv9JN720f0OZ6va8MV5/J3t/0P+x7dzpKtW1lc5eB0HYX6ZeTSoWHcD070MJ8HaM2qJHNfs46nKDjwJDI7+I7nPnEH5ppzUB37iQVZSKWJAMvcY+w0Z2axObp2MzV/9gaOPnQPnUTYu+EqAJ5uy7CpKV0Kq7XsCG4hTxAECCmx7JE5IaUZwXcG04eIKVZABgh62wmOHgA7gqxpCj3ZooMpLoQ0cLrKn/WF/TuJbZ3ypUMHEinwA8gFghyKZNQm1n8Usj0AqGwHqnE1who9R2aQGfJ8VYqBrmN02fU0pKIlJ4rQUSXGiEeMUgjTxj57cnPGoPfYoGesUiRan8JJNuIXf2/1yUhoZOzvwe/vx80amOk6pDn1v9eUGc15aXiOTic3ss+wJ4QAYnaErpxD3vFwA0XbQPhOlh0l+m/eoTWr4kzZyKiUWjEN46goNXGblbVxenPlK1DHP3wDBY8BxydtG1hG+OWPTbES1WSw156FEbFL+TZGI9LQwJlf+Ny456m/8SWowCe77UkiS5bT9OevndK4/PYDeE/dQbQ2hWmtQy5aR/TMy0eIqhyWVF5Gp2e1ByDxvNeS+9NPCHL92GvOxF5zOvk//bS0X+UHcHc+jnH2FaOfYLhLuxAQ+Ph7HkGcfX3pbyxS9WW5DUWiBlE18cVkv7MV1deOrGlGWVFo210SCSUNqF8cek/Gq5BWBO/QDvw9jyIAMdBN9tHfkrjwhafkMxf4XviyEPjhfY0jsjKewtx4Ed4z94TthqUYyzbC0NyUkQR51yPvehhSkohYyPpleB0HEX64qquqF3P0vz+G2xauWmYPH6XpiosR0kDWNI+47nxDoU64wqa0+p0S5oNmmQ2LiWy5hMKTYbGNrz+d5b4jLqZpEASKnny598SK5jRvv2HTtHsxjsUNZy3Gr+8laM0M2zP4/Io21nPRrV8d9zyJrdegfA9n/7OYdU2krpxaQTPP88k7Di/+749x1steQJB32HTtJdjxck1Kr1zOkX2DnqKxqol5+02Et/3iK3znL99PX1s7577sBVzwFzfx3Xd8qLR/oLObB275Mc//wOiFeIaHa0spCAoFdn38n6m95JJSChJR3YSoXYTqCu9DpOuRDaOHYY9G4PthPihpcLQ3TzRuYZiSBw9082fFfIwAMcvAMiXbjmZ4qFggL4/iq/fv552XrS7LezVdeEHAtmP9FLyAdfUJ0uPkqBJCYFpWKZeakJKAcs+os9c28fun2rj98VYaq2K85Zq1xONVeNlehApoWb+Cxi2bUU/dgb8nDN0LutpQZ98I0sQyphaOOBfQmlU55oVmGZKobeKNWohQoXLlhv9kkGVxOjrtXoxjEd9yPv31p/FsW9+YfYQQ2CeYv4TOAIrAySNMC2OKufm81l0U7vxeaaHeOv1KrA0XjsixKBNp/M7BImzTWZCqKh4lky8QBIqoZRGzDIKigREIK0BnexBVTWOcoXysqph5vj0TetSVcnPacYgmS1FPWFEYp2L4cFS2D5XPIKIpVKHcCCcA6RXwSRG1DCxD4ucyBAPd4VuJ7+J0HSXSsOTUzLMCH9VxENwCsm4JIpoYs68wTER1C6qnWAshEodEdam2AQB2DN/38D2/pHGGZeO7DiXjhWGxqzNLtljsJlCKYk1RamKzwJh6itGaVXnmf3zHBNnSnCaTdznYk8MvfigbUxGEEMQjJn0Fj4N9DlFTkIxY1KZmdoVeNq8i6Doc5usA5LLNk34QCmnQ+GevnLYx+Ye2l8KlzVQKofL0PvU0Oz7yT7g9PTRd/zzWvOdvqbvpVRz5338lGOjHqKqh9vkvm7YxGNUNJGXU+iAAAIPqSURBVG94Y6mt3EKYaHio59w4K4mJS19I/+3fDg1sdoTIomIuSddlz6f+ha4/3YldV8fqv3s/ic2XE3QeBqWQdYsnnHPD2/807qNheJtSYG6+BDF0FSrwwYoiaxZB8YXE6WkvzxeS7SbreCSmIXT6OGqgO6zY5jlh6EWiGtFzFLn4tHENjfaWyzFXbAbXQVQ3hRVLhUDlMggrgpNqoidbKPb28fyAdCxG/7LzMHPdBGaEQltbycAI4GezOK5B8uzLF4SRESg9ZzSakyF24fUca9rIi9/9nzx+MJwY/eObXoBpGlRFLToGBhfNltbGedXWFTM6Ptm0iqDz0KBmLd00ec0SktQl18Ml10/LmFxvcPV+9aXnI4XACvL4Ox4Fr4CobkYsOo2b/+0f+cx1ryHT3km6uYE/++TUCpQNpWntSt7921tKbSeXR5omwZCxRZJj5/Z96X9+kC+97B14BYd4xGDL0lAzgkKB3p99A3f/M8h4iqrnvxr7vBsIju4JNatp5YTz8fqei1coeuMoxdqmGIYZThT7ch5///0n+OALN3HOihridlhh9enW8sl5PGbx0O4OLlh74nxkEyXn+hzuyeIFip6sw4OHe7nvQBevOnspVeMYGk3LRhomoBBC8trnbqZ3wCnmZEzzvIvW886vPljK37TtUA//86YLOGLUEVEOPhL6eqgZkhtM5vuJZI5iLVozZj6y+YbWLM1USERs/PXnUGjdXjIkmRu2IqSBiKUGCxQCMp5mee3YhphTwdr6BPu6s2QK4bP4zEVVk14kEUJgxNMYE0xDcSK8nQ+VzWe8vY9jrjsHr7sj9EyPJjBSdSQufgG9Hf+LymYQsSSJS14wzlknh2lIahKDxlWlAkZE3IuxjcGyupmg8yCg8DDoM9PF8yiC7iMEuT4wDIyaxcimVWF4tVKIeNWE80kGvUdRh8Nw8UApgroV+GYEwwvnIp6dwKyqJxWNECtqll8olKWRMpRHwfWJ2tNnGnE8n/b+PKkDDxHNhM4Y/qFtWGdcg4iOHZ0mq5tQiepwfng89yYqnGeZNirViFsolPqrwMewI2QCA6NoOvMDKHiDqUKkENTGLBZVxahLzH8jI2jNqjTayDiEVNRiTR14+SwSsKPhw21xVRSlFJmCR9wyWFoz8eIe04WwY5ibr0QN9CDsKGISqzunbEyGVbYGoJA8895/wOsLJxtHbv0hqQ2n0fyCG1j2/v/E6+nErG1AjhJiMG1jsiLELnkBuT/9DFSA0bQMa8lalApKYXpDiaw5HbN5OUHHYdSxnaVJcMeTe0p5JAtHjrDzYx/krFu+j9EwGMKmAh9VrFY5Ht7uMPdTvqMLp6sHdu4htnINsWWDyfFlsq6ssrVKNUDboOdqIVaLNc2ra/6+JwYrvnku5Acglgw/Yyfw0pSp8sJDoroZqkPjoJMrlO3z8lk8tw8hTNx00YAYG+7hBPbGC8t+vxqNZnyWr1rB19//Or73D5/EBl68PvzerqlPEChFZ9YhZZtsaJp5vRB2FHPLlaj+2aNZIxPTKoIDT8BxD+vuVoilWXb2Zj625066DrRSt3wxkcSp03w7FuXl//1RvvNXHyDwfVZuPYuN111OEASjVrE+86bn8k977uLI/Q/R8d//geGGz9uqLRtwd4eFZoO+Lnp/8mXq/+qfMBatLR3rdbejfB+rfvyFHL9Y6RMni3BzrLLh1WfV8I1Hw5C8TN5DIMoWvWKmhCHBIEe7soi66TUSHOnN4RVzajYkbNbWxdnePsCz7f2ct3ScXGYw4nf57pvP4d03h0Vz/uVHT5UliH/6SB/PtPWRjhhkRTjBM42R7y2xZApjAeRi1GimCyNZhbjyVXQc2INnxahdshIbEA0rIAhQ/V2IaAK7Zd2JTjXtRC2D69Y30pV1iJjG7Ej3MGzBX5g2fm97aHwCVL6fwLQxGxZR+5p/wO/rxkjVIE7lPEtIRM0iVPfhcIMdg3g1So1ep0DGUoiWtbiFAm1Zv+RJXitykCuGzvseftchjOa15UVvcv0oFSBPYLRVXeFYVCGPcvKI/scp1K0gUAEgydavpC4WJT7EgKhMGzFkuuKK8orn00HnQAHl5EsGRgA8h6DjIMaS8VOWDQ8/F+lGSIfveK5THnkZBAFd/XkMBN6QFx3LEPjeoLitrEuMuyCn0UwnU347EkJ8ZZKHBISvoj3AQeBx4D6lhidtm3mUCsIks8W3TW+gFytZgzQMllXAsDgcYVqICVQpmzGa1pDb/iSmbWDV1cOijSUD43Fyhw8zsGcvRiJOtHnioVpTIbr5QuxVmynseIT8A7fT93+fxly0kuTzX48wRz5cjWQVRrIK1biEoPsIWBHchw6U9XG7ughcF2mFx7u5AYLi5E5aNmZ07EpdwjRxc/nQwFgkt3cXVl0dZiKJaFiOrC4PM4gvW0fHQD9W92E8K0Z++dkstk68oqcCPwzTEDKc2I8nmG65MbC0WjrFSnTGkMmc7fSTHjiCAJJANtmCF0lhtiyj+rk303P7D0Epqq66gdiq9VO67lxCceKExHr97dQwnzQrn+nn6y96E72t4QvsZ+55kH989Bc0n7aG0xorb9QTxuzSrKCvn8P3P0JicQvV61cTMYySgfE4Kj+A19mGZUdYtHHtGGeaXi598ys444XXcv8tP+bH//BJPrrxWtZcch7v+PXXRzVwVi9qovpFzyd75kY677wTq7qaRNIn9+hgxe4gm0G5Til9Sc+vvkv/feHCWWzL+dTe/MZx9EGA7yHdQY/7N19Qz1lrm/nP3+9n0+JqLllXXi38uk3NfPjHTyFtg/6cizvgcO5zT1x4oK2jl9vufoKadJIXXHHmuJrlDct9GC16V0bMqYVULq0b/B03N8S54PQWfruznZs2NZUmnX68Grn2fIKdDwBgrDwDo25ksaL5itasyjGfNMsPFNt6fJxEGDV07FiGLS3p0CO6eU2FRweWIWlKzZ6CGNaWy/E7DodFUKwo1tnXooZXtfZclJMHKTHrZiYSSCZrUbE0gZPHcwqQzSAMEyueGvUZLgwLO26xyPYZcDykECSdHGroNCTww3lIsbiNt/uRUqFJ2bAMc+MlY+uDlCjfD38PRZJ9h3AXbaA33kQsEiU2bA5lJ1JkXBfDzREgcSJV1E5ASyYzz/KDACXDquBlZYMmGFUwFsOv6fiKvV15VteUj6c+EeFQb/g7aUxGFpSBUWtW5ZmOJdjXMvW/U5cQ4r+Af1VKTbwU1zSjfH9EvfPAdzEWQL6dyeB1ttH3u1vpuusulOeBEDS87I1UL1lJ+vQt9D1RTNRvSLruvoeDX/06CMGqd7yNJa98xYyMUURi5B/8TWm1z2vdS+Hp+4iecenYxwwJcajeehFHf/qj0ueh6pzzSgbGwPdKBkaAwHVQVmRUAyaAtflyCocPjNwRiSPrFyFXnjlyLEJQv+Fsss4ZWECdbUAhh9e6E6wIxpL1I0QmyHTh7S/+7mtakOkGzDEK3gCImpbS6l840AjE0ohk7ZjHTIS4beL5AXnXI1HoLq2pCSCa7yYXSxOP2FjXv4Saq56PChRGfGbDYmYDJ0xIrDlVvJZ5ollt23eXDIwAbr7Annsfofm0yk/WZhPK9+h86kl+/qK3kOvqQ0jJJZ/6AJvf8HL8ePVgAvvAZ+Ce23Bb9wGC+EXXEz/3qhkZY7K+lp++/9P4Tvhx2vWnB/njZ7/Oc8epNh1fuZL4yrA4gnNgJ7nH7ixplrV8XcnA6LQdLBkYAXJPPkDhjAuJrt086nlNO4I7ZLJ2nBV1MT7x0tNZXpccoT+GFHz4ps08XMxZeO6qOhw/4EBnDtMQrKiJj/ASOXC0i1/c/RS5vMunvvYDfvrHR/jSR94w5v2moha9uaLXqVK09hVYWRtnU9PUQhNffslKnj2S4bbHWzl9TR1SCrpzHn/c3cV5S6uoi9vUJCJE6s9DrT4jDOUbo8jBfEZrVsV4LfNEs/KejzPkg6QgjBKbxhDV+YBy8gRdhwjcPMZ5z8NXArOmGTOewOtuQ7mD6SwY6CToOgiEUUWyeoZSDkkDz3VKhUqU7+E7eczI2HkrbdPALqaXUDKJ3985ZGe8FB4dDPSWDIwAQfsBgs7DGPWjO6vIxtX4me4R2y3foV71YyaqRmiWEIJUdS1OMVFh0pT4A/1kHr4PGYmSPv+iEeHagZPH6z0W/t6FREYTmKmx50xx26S/AH0tm0kfeQqBQlQ3IZumVtTIME2UCvA9j4Kv2NldwPEVh/ocmpIWccsgHrGJWAaNqSgKhTlKZMR8R2tWZZmup/pU/YvrgA8DzxFCPE8p1T/1IU2e0XI/TDQfxEIhv+spen7yZXJtHaGBEUApOn98C9WXPZfN//5pDn79GzjdPRiJBK3/991Snz2f/R+abrgBaxqT6I+J74PvsW/bEQ7t7qC+pYozzxk5aRqLqrPOZt3H/oXuP92JVVdPy0uG5JEcZWVEjbNaImtbSNzwJgrf/DeC/tDT00iksGobECoIPWlGyYEohCBRrOSp8gPkf/M1VLZ4/NLTiFwUFkFQnoPK9uFtv3uwAlm2h8CwUIkqhJRhaHd+ABGJl3JJymWbUPE0qpBDpGrDcG1j6gWNhBCkYzYJrx9U+YqrYZpUDcntIqOV9xCuCOrEK2x6ie2UMi80q7YYylsYCPMeCiFo3qANjEPpfOARdn/mfznw8BPkusLnpwoC7v/Iv7H5DS9HLj8D1b4PPAfn2JGigRFAkb3nl0Q3njeieNmpwHNc3Fy5RuV6R6aVGAt72Vqqb34r+R2PIRNpEudfXdqnnMKI/sFwT/YhSMPASlbhuwODC3VIHMxirieFaYz8ChlScP6a0MMx7/r8+Okj9Dvh8ctrYlyzpgEhBDnXJ1NwGfDhuZedBcAVWzdxwxv/hY7uDPU1KZRSpfC745rUnIoSNQ0cP8AyJC/aHCcVMaesWYYUfOSlp/Phq6rw+3vo9wr84LDF3u4cAfCmIflMx8tXPK/RmlVp5oVm2YZECgiGfFaGe5gtdBzHQR7ehgxcDECSxYjX4LoOkMCoaiTI9oaFuXwPegerdaueNlSybkynh1NCyQNRooKJW3VEJI6sWxYW/TEMZHJIGqbh1ZTH2nb8XLEUct1W/KfvHKy8bNoQTYRjC/yRhT4J35kixc+f159hzwf/GudoWHAldfb5LPubDyKEQDk5gmwvQS5Tym2slE+QHyjOswyU7+H1dGGkq5HFBb6aeATLMPCiqwhalhMVCiLxaZlnmZZNdyGgP+9SHbXwApeM48OA4Owlg/kew7yiM1OodlahNaviTIeR8WTM8THC6MlVwHnAS4GlwEXAF4GXT8O4Jo2QEjOexs8PoFAYkThyJh/Us5zcg7fT87ufjm5k88OJhJlMsvJtfwXAoW9/p7xTEBCMMtk5FQg7wq7D8Isv3l3almvazFXnXzvhc1Sfez7V554/8tyGiTBMVFHwhDRO+DkxUjWkL7+e3CN3AhBfvzn0jLRiE3Kb9w5sKxkYAfyD2/EPbUOkalG9R1G5/nIB9j0oDICAYKAH5/6fQb4fZUUwV5yB0bgcWVWPV7OEguOgADsQRMzpEaIg10/g5MCOI3N9YZiANJA1LdNy/rmO4sQJibX2nTLmjWalG+t5y4++wA/++mM4uTzPee9bWLX17EoMZVbSd8/veOCV78EvuOScYSFmxcmQMIaE6XV2DjuDQnkz4/Rjx6KsvfwCdt5xf2lbpqNrcudYcRr2ipEhyvbiFdjL1uAc2AWA2dBCdPWmcc8lDYNjZg1+LkPEEAyIGEpILENMqBjC3u5sycAIsL87x6d+t5OLV9Yy4PlETcmSqsGwxOp0gi2nLSNim/hBwEDeCY2MgGmaWGZYETTjeNy9rws3UGxsTHHukuqJ/XJOgOprRw30IAWkLXjpEpfP7I3x3PXj5ydeKGjNqijzRrMsQ7K+IcW+7iyBUrSko+NWh19oeP3dBL0dmMGg7ghA+B7SD+dPQkqMZBilFPR1jPzezVBUvBAidGLw8qEJS/kj0o+cCBlNhIbA4edO1iCqm1A9YaSGiKeRJ0hPIe0YnhXHefZREAJz/XkYhgnSnFAaqL6H7ikZGAEyjzxAbsdjRBoaCPY9HhoqhYTGFRBNFkvfKEDgdrXT9oV/xes8hkykaHzNO4ksX400LOImePk8KIVvRTCnKe9jJu8yUPDCYkMC6uMWbQMuq6c5F/JcRWtW5ZmykVEptX8Khz8EfE8I8Y/A/wCvB14qhPgvpdS9Ux3bySAtu7QCoRnE3fcUuYd/XzIw2qk4fjaPKi5Hps/dCoTGRre7CzOVpuHaazj07e/gtIcV4xquuZpIw8j8XKqQRfUdAwSiqhFhj+1qPxl2PHmsrP3kj3/LlR/6Gwr3/wy/dRcq8JG1i4he+uITJhUeihACK57C2/MYQdsesKOoDReOG2bsd7aiDm8n2hROWILeDtTi1cim1RNa0RqtkrXKZ8AvJv8dZb9MNyCExN1+X2hg9D38ng78Y4dACOwLXkChZTAPouN5GIbEnEJ6AOWHBWTUcS8ZwyJI1EDgY6TrCY7uBicfvkA0rR61GM9CIdDqVhHmm2ZtvPZSPvjU7ZW49KzGb9tD929+iV8IJz1JU5L1AgIAAef91UuB0KvR6ejATKeJrDmD3MN/IOgPPUPs1adjpEc+1522g2Tu/BUAqcueh928dFrGHE2VV5vcdttd5PoyfOHmv2TH7+5GSMnSszfxlls/T+3SRRM+rzBMGl79N3Q+el+4qLT+LDzDYrw3nb68y75eB4gQMQQxE6rjBvWJE+T6LWKM0ufOnR3UJmwW18RwAlVWKMD3A1567fmkEjEG8oVSdIACco5L10CBZNTmD3s68YsPzyfa+mhM2iyrPnmP+Lznc6zfod4pMDQAOmnC31y0hGjvAYK+PMSqEA3LtWZpZpz5pllVMYszYlWVuPSsJsj3Q6YDUwRF01WIApQ0kEUv6jIv70Q1qvfooHEvlh41Mko5OVRPGwCiqgkRmZ4oIjHMoKncPMp1wnnWsf24sSp6Nz2HlkWLsSeRO1dIiXX6lXg77ifoOQqmjcpnxp9ntR/EefwPpbb3zD0YzaswaxsnpFlylBQYwncIDm8vefSjAuhpg+Y1KEBGUwgp6f7V9/E6wzlnMJCh88ffoPF170TGUvjuoOHVdwsIw8CYgp1B+R44WQIHhnooGlJw7pIqhArI5/NhRII5dU//uYzWrMoyK5JgKKUcIcSbgYuBdcCrgYqIn2Z0/I7DSHPQ+CQtk3hLPb7rI+sWURhwab3lK/Q++AD5fXuQ8Tir/u5DnP31r9L5p7sxk0nqr7xixHmV5xC07SqtvKlcH3LxaSV39KmQaCxPTJ9srMfddk9oYCx6pwQdhyjc91NiV/1F+biUwtv3DEGuH2vpOuSw3IZB+36CvY+Vxuw++hvsS14y5gRE5fqGbQgQ6SaEObG8TsaKzcgDzxAcC981jaXrynJCCSuCqG5EZbrBMDCWbMSoKRaTKRr8gnxu0AtVKZzHfw8t5cVWgkDBSdoYlZMLK7V6DgKBSNajokkQEhGLw9HdkA/D/1RPG5gRRP3CrCZ9POTwRH00sxOtWbOfoOcY8ebqMF+UUlhSsCgVYeVLt2JVN6Bcl/1f/l967r2fgZ07MeJx1n3ko1S/7K9x9jyNiMSwV28ZcV4/00v7lz9FkBsAIL/zSZrf+TGMVPWUx5xuLl+ESzXV89MPfJrtv/0TEC7i7X/wCb7+mr/lr39fHimglGLHT26n/2gHq59zKTUry5+tOSXIrglDk32gPZNnUfXYYVt5b3DyWPAVBd9nSU0C05jYRHF1XYJdnQO09oUh4E8c7CHn+qU5kesr2vodGhM2QiksFfCGFxVzJg97+B0f4UDeGfHc7C8M81CdBL15l+8+fph+x2ex7XFz05ApWyxFtOdASbPItIeT99qFU+xlKFqz5jZas2Y/pcV5IVGRJDhhGpTAjkMkiVA+XqaTARHDL37ZkrEI1qL1qGwvSImIV494pivfJTiyE4Iw2imcZ22YltQPQsqy772QBu62ewiO7kUAdrab1LbfczB+M6vrkyOOD5wcKgiQVmSEM4XqOYrqOBA+k70C3lN3Yp3/gjHTmAXDczIGAbIYeTYRqi64hJ4//Y7+Jx4BoO6a52DV1qKODU9bIkBIjHgVRiI0lh9/HyiNPZ8vbu+HYfO8qdRfUm4B1boNPIcU4Maa6bfD+WnUMhAqIChGafi+jwAsa2F6CmvNqjyzwsgIoJQKhBBfBz5O6M6vmUUYdYswbItIdQqnP4swTKpe+Aac/c+y93P/iwqC0Kux+I0NslkOfPb/semL36TlhTeGHm6BB3KYqDk5VOCTffoxnPajWPWNpOqWhvkBp8g1H3sPR5/cRtvj26hauogbPvtPqL5nKPT1k23twLAtkkvqCfqGh8hB7u6f4O54CID8w1GSN74Vo2rQaKmGi1khGxrzxvDClDUtoct+UeRFPI2IT3wlVxgmkctfRtDbjurYj7BHGidlogq58ixEtFzIjWUbCbpaR55ThV6ZQ3NWTHQCORqq6xB4zvEWMteDqm4Kw8ljKYK2Z8sPKL5ALUiUmkCuEC1/sxmtWbMbWdVAamk9m15/FXt//jDCMtn48Y/Q/sBDPPYfXwLAjps0LK1CSoGfzbL7k5/g3B/cSnTzVgoDWfKZfmLDcgg7rfvKJhRBLkvh0F7iG86a8phf+M//HwcffZoDDz9JzZIWXvWlf+VnH/x/I/q17dgzYtuv3/1hHvnitwGIVKV47R++R/2QAkDusAzovlL4So0ZupWOmGW50yKmnFTuNEMKrlvfSHfW4V0/eIIjxQqX9+3p5M/OWowQgn7HZ31jhPpEuZ7ZlolXcEpttzijFgJqYhbdxeIvhhQsSp98JdiHDvWUQroPOyY/60zwwhUxMExEuhG1/9Gy/srJLcTMViFas+Y8WrNmN8KKDBo9DAsvXktQsxTlu5h9bQg3hwIicoBstA6EYCBfoCYZR6TqCJQiUDAiXW4hh/Jdeu6/j9yBA0Samqj/s8WIdD1TxYilUJ4bzvGExEhU42bLnSrMQobCKBU4vIFegkKopT4CM11flnpKDfSWH+DmwcmPGl4NYDQuCxeCivMQEa9CVo2MnhsLYZosf89HKBw+QJA5hl1TdC5J10FnvpR30li+BVlVnkYjtfVKcjueLD0DE2dvHTyvLM9VKafgRKN62wbvD6jNtyPSjRhSUBWzKRTKU5Kd8Jk9n9GaVXFmjZGxyMPF/y+v6Cg0I7BWbkHlMsi9TxGNJYme/zyEFaX96/85ZqJfbyBc/fEPPoO/7wkA5KJ1mKuH5Awzbfoff5CBx8M/feHAXrCTVD33pVMec6q5gbfe9zPyvRki6bAa5sADBznypydRXjixyLX3sOilf152nPKckoERACeP88x9xC68obRJVjcy1H9CxKvAGnuyIxNV2OddH1ZLM0zMlWdMeHWtdA0pMWqaULEkQecB8L0wdCBZh/AKYEVHrXhpLFqLiCbwWnfhPHNvaAwVAvvMKzFw8PJZgkgCK5ZATrL6mJ/tJ+jvxaxtHPVhbSaHeIDGq2FoJbl49aSupdHMQrRmzVKMltWo/MUsqmpg8Y3Pwdx0Cb4v+eMrB6s1O1mPgZ48qdpwccjLhJp1+7/9Lz/6u39FBQGXv+3VvPyzHy0dY9Y2lbwjS+fZ9eS0GBnTjfW876GfkevLEE2FmrVy61k8/pPflPXbcO0lZW3fcXjkS4OejYXeDI9841ae8/G/K22LDAtVM6UYNaT5OFHLYGNTmqOZPFIIFlVFJ5SLcShSCOoSEd73nPV84jfP0p112NJSxaWr6hhwfFIRk8QoVWUt0yAhbBzPJ5NzcIuvGOlYhDOaBduOZYhZBlta0lTHJjdh6+zp50hHD2uWNo2QrFbHRNYNVi9VsTQMDC4oitgMFK3TaE4tWrNmKTKahHQDQa4PIQ3sdAMYJpmubqwhPldG4CKUjxImSoVe7N1Zh2P9oYGpOmbRnB7i8GBF6L77bjp+/1sA+rdvwxcRWl7ztimPWUgDq6qh6J0XFumSzavwDw86FYj6ZSTt8gUqpVTJwEh/F8LJEzhZZPPqwePSdVDMfAiExsVx0mnJZDWxa1+Du+NBMAzsjRePOica/34k0aUrUE4zfk8bFNNqiea1kM8gYqkRjhwAic3n0vK2D5Dfsx1ZVUV01TogNMLiDBD0daGSNZipWuQkU1KpwB8sXDNMtASK+uTg3NOQEn/InNxYgBWlNbOH2WZkPP42p7OWVhDl+2Tvvx3v2CHM5uXEz78GISX2xouwNw4ufga5DEZ0iGfiEC0AiDXV0faZDxFJ20SbmjESCYLWZwnqFiOrw1BeYcdwjpXnTizsGxQn5bm0ffML9D/xEHZTCy1veBd2Q/Ok7idaNVgZdODQ0ZKBESB7tBtjQ/mEDWmED/OhhVQKGYJMJzIVVj+TdYsxN1+G37oLYUcx15xzwrwXsqphUqtqYyGiCYzFG8o32qMbOIPuI6HYSwNz5RmYq88m6GxFJKuR+KjDz4QPASERizfCKOI5Frntj9F165fAczHrm6l72VsRsnPQW3NYKLRsWYfq2I8q5mSU1ZP7O84nwoTEJ+6jmfVozZoFqMBn4N7bcI/sx2pZTuLC5yKkgbnydMyVp5f6OR1dI17S1ZBwmtTKFu54+1/yw//+VWnbHf/9Dc648Ro2PucyAKyGZiKLllBoPQSAEbXw2g8Nnk8pMnkHx/UxpCAVi0zaQzyWHtQsNUq4z40f/ZuytjRNzGgEb0h1at+OkC24xCOhES5qmdQlIgwUPKQUVMfsE2pWMmKSjExcE8ZiY0uar7/63LJtqcjoxsHAdfALWRAQjSaJpOM4XoApBY+3ZbhtR/i+YEnBuobJje2Xdz3OK977ObJ5hzXLmrj1s3/Ls6YshYZfuKw8LYpoXBV66LsFRLwKMcx7ZSGhNWveoDVrFqCUwvN9giBACoFZzJ0nE9XIIZFcgVIEYpiBDlBCIgmIioDCQIa8A6YEL4CenFt8dofPWGFFyB48XHaO7PanhowlQLXtQmU6wIoiF5026ZyNQ1NFyZZVyC1XoLpaEfE0xtKNLE6PZuwT0NuGLBZ3IdNBYFjIhnDuIKsaMU+7CL9tN8K0MVaejjiB0cyobcG48MZJjX3U+7GjmI0ryjfGRtcblcsQ9B7FikkiF18NVhTlOSANVPt+/F1FpxVpwObLYRI6EhSy+H3t4XuLYWKk6qG/a3CeNSx9h2VZCM8jUApDSkxztpl5Zg6tWZVntn36qov/z1VyEAudgT/9jNwjdwDg7H0GfI/ExdeP6CdjKWouv4pcey+ZA8cwbIuml7wSf2CAgQf/QCQa4LQewDlCGApdWw9CEI3UER9S5dmsb8E9crDUFtHBlaqOX95Kz51hUQOvp4vWL3yaFe//1Enfm5FMlbWFZWPEy4VDSIPYRTeS+9OPQClkugZr8WrUQDcUjYwARvNqjCGrbrONINON9/SdpUm119eBde7zMZeEK2zB3ocHO6sA1dM2WGV1AvT84ttQzG3pdbTR/+CdVF19E+QyYEdHrPYJw0Q0zd7f10yzoMMY5g/Vxf9rzaog/Xf+jOwDvwPA2fMMynVJXfHCEf2i9bWseNlN7Pu/HwNg2Aan/fVbkcon99gd7D/WzY9uvWPEca2/v6tkZASIrFyHygx6ZRvVg7qQLbjknXACEPiKvlyB2uTJFzNL1FWXtc2ITaJumDFMSq7/7D/x87f+PYHrUX/GRja+4eXkXK9kZARIRCwSYxj3ZgOB5+IO9JRCkj2vGytVR6zo7XjvvsFq226gePBAD0u2TPx3+86Pf4tsPgw123XgKJ/71q/4+N++nNa+PFURi6ZU+URYSANRrx2+jqM1a15QXfy/1qwK4nkenh86PBz3Oxstd54UAiOaoOAXsP0cICBZR8y0kG6uZCWptSBimnhKhP4ewyLM7MXLye7cNtiuH5L+qfMQqruYUslzCA49jbH6vJO/OSGRTSugacXgfQwzDgohMBLVBK07yrYHPUdKRkYA2bAU2TA9hdVOBb6TQ7XtQhT/EEG+H7lkE7Lo+OEcGvydE/j4h58dEWo97vn7hyyM+h6Bk8dYuhny/WDaI+dZQizYHIyjoTWrssw2I+PG4v8PjdtLc0pxDu4c0R5ryTN60YtYvnwTfrYfa+l6ZCzJwBMP4G27Z7CTAr/gEhwNV6sKbT9GJGqIbQo9G6z6BvKmgfJ9hCFhYHDy5rSWfxQKrVP7aNRceR29991Bdsc2EIL0yhaCnnZkQ3mlTnvd2UjbRPV3I2IJhJTTUozmZPGP7kNle5ENy5DJ8gmmcvOojv1h+HSqHlEVeon6HQfKvXbcPCqXQaSK1dmGF6mZZCiccgoj2sKKwCTDExYqJ0pIrJkTaM2aBTgHhmnWgWfH6Ann/+c/s+T6ayh0dNFy7eXEmhrIPfMInYce4oGfPj0ihDZmSpyf/ogjF51Jy43PByC+9Vr83k68o4cw6puIbb261H/499ofJRfVZLj49S/lvm/+kD13h4tCpm1zbOdelp65qazflpe/kJoLzyXT3k165VKkaWJUsBJy54BDzvWpiVsjQqIdP+BYJo8fBKSiFrXxUDPyhXz5S6lSqMAvea8MD9c2RyQfG5/+IZ6eAAM5h6Rtsm6UggSakWjNmhdozZoF+MOMgH4QMNYMIxWPUrCaCIIAyzQwDInvucfX+IEwkCwiIV4q0KnwPK/kyVZ/1ZV4h3eSO9xKpL6exku3lipUj8iPPsV86dKK4BfyEHihN5lhY4ySK9KIxFDRRJhr8fh9jJN26lQT9HWAk0Uka0cY75Tv4me6wnlWNFkq+JLLZIgN9YcL/PB+jOLxw7xQxypaMybDi8QoFRbsGafKtmYQrVmVZdYE64swbuf1hOsyD52gu+YUYtaWh7GadU1j9hVCYC5ZT2TdOciiK7ndvBSG5pwQpf+UyO98fHC372HFI9ipOFY8Cm6hVH0rsfGMsuMSm8rbk0EFPm3f/B+cg7sxExGqV7cQSVj0/+kXo/Y3Fq1DVtWHE5xIHFG7aNR+pxp327049/8U98k7KNzxHYLjoQWEIReqdQdke6EwEIYjF3NIqeGV46SBGJIwWdQvD3OLQbgiVjO5qpnJC68ZPJdlkzjnsnF6a4aiKIbBjPOjpXF2ozVr9mDWDdessVMxCCFYfN1VrPqLFxNrCtNXWE1LwDSxhhU2SdiSa9bUEDUlHX8Y9HAUlk3y2pup/ot3kbruZchoHFW0TlrDch9a5iQnFUMIgoBb3vqP7LnnkdK2fKafH79vdG/+5qUt1K1fhTRNLEOSmmS+wulib9cAjx/p5dmOfh482E1v3i3bf7gny4DjkfcC2vsLZIr7PSXKnnuK8knZtesaMIuGxlTE5OIVk5tovfOVzyn9Oxa1edPNl0/uxhYwWrPmPlqzZg/DPfvkCVJXRCyDaMTCKKbeGH58+Kws31aWm8+yWHTjDaz+yzez5CV/hhmPDhqwEuWOCyPak0ApRbDvcdh2B+x8AC+XxZcWBccdtb+xdNNgmqZYGrl4/UlfeyoER/cQ7H2E4PB2/GfvK82jjuN1H0UVsijPIejvIsj3A1AQ5jDNEmHxmSLmqrPCMGkAO4axrHxx8ETI2NACoQIZS43ZV1OO1qzKM5s8GT8NnE74ufhBhceyoEle9Wcoz8U7dhCreTmJy24a0Se//RHyT92LiMRJXvoCMo8/QPcvf4AKfFLnXUbDK99Oz29+iN91FDNmgxAofzAXopEaFLHIaeeQe/LeUg7E6MbzS/k9qi+7FhX49D/xMHZjCw0vesWoYy7s30n2yQeQiTSpi5+DHKX6cs+dv6Hvnj+EDaUYONKJlYyhhiwH+m27CdoPIOwYxoozMJZuQqmgLN/ITOPteWyw4Xt4+5/GLua0JPDBG+ZRmO9HJGqQqTqC5jXQdRikRC7dVJYEWSRrIXpWWKnMjk16hS19xQuwl6zC7+nAXrEeq35wYq+UIji2H/fYYQq7nwYEsXOvxF4y8XDseY06ca4QrX6zHq1Zs4TU1Tej3EIpJ2Pq6ptH9Dny89s4+O0fYKaSrP/7d5OPROhtP0aiuZGcjNH8srfxXCfON/7jF2T780QjFhcuTZYqKkeaB59vMhIbTFoPSDtWym8Ys0PDXqGYkzERHbbYUyTobsM7/CzCjmGuOhNhjjQI3vvV73PPV743Yrs7xCPvga98l0e/8xNSTfU8/xPvo3Fx86CHSoU42DMYiRkoaO3NUxUN7y8IFM4w786855PCQhomThDBCkJNVnasbOK8tj7J2y5aSW/epT4RGVHM5kS8700v4Pwtq9h94BiXn3cap61sKe1TSpFzfTI7dnHki18Gz2PZq19B7dYphA3OJ7RmzQe0Zs0SLDMs4hEEAULKUUNcBwoufXkXKQQ18Qherh+nrwNfQTZSzaLqJJ5TwA8CHAzMYc4cQzVAVDWhOg+WDIuiqrn0zi+rmghUgMp0IqwIomHlqGMOggDf88JQ52IOyeGojoMEx/aFI/EdrIOPU9hwFQx5jgcD3ahsL0gDWdWMueESVPH3UCmC9v2DDRUQdB7CKBpblQrALzeSKrcA0STCjtOXaCGR60QJgZduITnEyChrW7DOewGqMICIpUfV+fEwElUIy0Z5LtKOhl6MQ8edy+B7HgNYBMIkEbGIWCe/sDmv0JpVcSpiZBShxSYJLAbOAd4BnEv4535YKfXTSoxLEyKjCapufP2Y+52DO8n86lsc/3Z27tlGZs+B0v6+u3+DvXg5Le/8KEEhR9DXReC69Pz8G/jd7URWnEbyksEcj1bLcmpe9m4Ke5/BSFUT2XBO2fVqrriOmiuuG3M8hYN7OPaVT0HRiFnY9yyNr/vbEf28rvaydpizRBI/J/RmCDoO4u8OQ9IUYTJf68xrK2pgBMC0ygSuLGxbGmF4sjtoaFR2Atf1EIlqpBCoukVIKzoizBoIBWu4x+MkiK4ZfVXOe/ou3APbyO7aWTIuOwd3Uvuq92BUT734zVzn+ArbifpoZgdas2Y3Mhqn+qY3jrm/64FHeOwdf1dKH/HI7+7lkf3tBJ7PpudczGu+/gk66ldy5sc+zfr3fJiOPQeIS9j1oY+R3b+fmvPPZdXb3jx4PdPGTDeg3Hw4URpW8TJmWyVj42gEPcco3PsjKHqaBJ2HiVx408hxHzg8YpswDK7+6zcA8PRPf8Otb/2H0r6jz+zkrx/5VUUNjBCGNXtDwpSGhjlLKbANOcLQeKQvR8yUWFYUJ7AxDYPYKPkjw4IGJ//qes3WTVyzdaRudWUL9HV0s++t78Dv6Qm33fsAF/zwFhIrV5z09eYLWrPmFlqzZjdCCGx77HfvvOtzLDO4mOQW8jS6x7AFICDhdHBswKalOoVSCjtQHA+RVkohpQwNmcevF0shV5+H6usAy0ZUt5RdT1a3wLBtQwmCAKcwOM/wgwDbHlk8TA0LtRaBD76LFQ3DoINchuB4/kfAdwuYzWsqamAEwui7oYbEIU4XQshwHjY0Pt1zCI7tpcpO0JeooTdaRcQ0SMdG/k2FHUWMUZxzIkg7NmpVbb/nKCob5jCOI+iJNtLl+dSnYliTLDY3H9GaVXmmbGQUQvgn7jWxUwFHgJdN0/k0pwj3yD6GfjXd3t4RffK7t1N18TXISAzZEIbhNr75g2N6WJiNizEbJxeue5zc9sdKBkaAwu5nCPI5ZLT8oZw843w6b/txqW90yXLqXvsezOL4giGJ/AHUQHcxH1RlV4Xs06/EeeS2Ys7FWsy1g0ZYIQS0rEe17wffJUjW4Zhx8EKvUCtRU/aicTIopSi4Hq7nI6UkHrHGnMQqpQg6D+G37iQoFMq8V/Fc3KMHtZGxSKBzhVQErVkLj55HnygZGN1A8fDutpKCPX373Tz6vV+y5M9fCoSVnY/nO6z70f+NqVnStMKJx0ngH91XMjBCaGRUTn7ERGTLDVfz63/5HL4bTm4a163kTd/9bGl8++95uKx/21M7KGT6iaQqm2NwfUOSp9r6CBTELYPlNeWVShdXx0s5GU0p2d05ODFdXhOjJX3yhXKO8/2HDnL/3i6W1MR482WriNuj66BSiiDTSXQgQ3737pKBESBwHPqefEYbGYtozaoMWrMWHgWv/E9uBm5ZfjNTKJx8HkiGaauKCQ9NwxhTs0Q0OSLX4EQJ/PLxDC8scxxZ3Uxw+NmSx6RK1BBLpjCLKbSGGyHxCrNiniUXbyTY/3gYHWbHkU2ryvab1c34fR3hft9D7XuC48G2VYvWjeh/MvTkHLKOh2VI6uIR5Bh58pVSqPZ9qK5DIE2IVyOlJOJlydpVuJ6vjYxFtGZVlunwZJyOJfOA0HX/XUqptmk4n+YUctwoV2pHR4YmxzacXtZ2OtspHNxHZPEy7Iaxczye1HjSwyptRuOIUcKlY6vXs+xvP0rfA3dhpqupfe5NyMjgpE4kqocdkKq48AEYLauJXvs6VCGLiFchjGFf20wn5HpAgTIjYFeVQhM8z5+ykbHgemQLxRU8P0ApRTI2enEX1deOyrQDAmmHYfKlSgpCjsj3uZA5oRu/5lShNWuBkdqwrvRvLxiZhyfTnSE+LKxZeQ4UsqEHwTQXsxKxYRM90x7VYLnivDP4699/mwe/81OS9TVc+563EE0O5tVddObGsv51q5dX3MAIUJ+IcPGKOhw/IGYZI/KNffbbv+XjX/gpz10seNdrrkOsOxtV/B23ZQpTNjL+6JFD/MdvB4sBtWcK/POLtozaVw10o/o7iQA1TWlkNEqQL3oQSUlizdQnj/MFrVkVQ2vWAsMeZiRyhBHmXSy2fSWIxsoXpZRbgHwGIolRPd+mxAS940WiGmPDJaiOg2DZyJY1iCE5+oUVLddfwxpZhLICyHQ9YsNlYfqpUdJHqWwPor+j+O8MQx1tgvYDUzYy9uYcOvqPe4r6eL6ipWr0v6HqOoQ6tqf4WXDCcO5UfelvZGoDYwmtWZVlOoyMdzI5j1MFOEAPcBB4AviNFr25Q2TlRpJXvIjcU/chInHsVBwj+gyZ/UdQQPqia0ifN1gEZGD7U+z/5IcICnmEZbPsb95P6vRzxr7AJEmcdzmFA7vCnIyxJHUvfdOYrvfxdZuIrxs9xNdoXAGFLEHHAbBjmKvOnrYxThVhxxCjvDSofAbVdbDUlgOdWJ6DW7cShJyWN1N3WFib64+9qK4KAwhpIBuXwrEDxJYto9DeiYgmiF/wHMyGyhTP0WiGoDVrgdFw2UVs/Nj7OHjLD6hOJdjQnmXbHQ8AEK+tYtVN19NSNehtp/KZsKCWCsIX96a1IxehpoCx9DSCriP4h58FK4J91jVjLmitueQ81lwyel7AM192I937D/HY//2UZFM9N/3XR6dtjFPFMuSo3hSPbNvPBz7zQ2653OKiJgnP3E7h8GO0XvUGlGmPqCB9MjxyoKe8vb979I6AcgbzR9o1VWz8yF+z68s/wPA9VrzxtaQ3njbl8Wg0U0Rr1gIjZpvUJSNkci5CCLwgSqtfQ63qRwEDkWpaqgYXlFS2l2Dfo6GnnRDIpVsQ6emLGjIMAxUE+MX3f2uUUOnjyFQtpEYvyiXjVWHU1UAPwjCR1S0VT+9xHDFGdIJycqieI4MbhuVnZLjjx0mQc/1hbW/sztlh0YNeAU/aOHaKqqiNPYVicxrNdDLlb4ZS6oppGIdmjhE76zJiZ4WGROX7RNY9SZVbwFh6GjJRVdb32A+/TVAIPQOU63Dkq/9N8v99edqERUhJ3UveRO3NbxjTuOi0HWTggT8iTIvUJc/FGOb9eBxj6UaMpRtH3VcplArwnn2QoOMgIpLA3HAh8viE1ysXOwFIr4B0sgSRJNY4ecEmiiEFbll77FUyYcdQuT6MmkZkqhrTipJYsqny+VZmGQo1gVwhegnuVKA1a2Gy/FV/zvJX/TkA57su933jh2R7+jjr5uuoX7G0rK/qah2svKkUhfYDROJV06dZQmKfeTXqjCvHzPl7+Kkd/PGzX8e0ba59z5upXTr6As2Vf/dXXPl3fzUt45oulFKojv3Q3wWmjWhchYiERtzWYz2cXitCA2ORSO8x4m27KCzbxMphodUnw8r6xLjtoQgriipWCgWo23oeTc9/0ayZ+M4WtGZVDq1ZC5N01CZd9LBXStGTsyioKtIRi/SwoldB+77QwBh2xm/bhZGqn0bNEli2jTlOUTHl5FC9x0AIRFVTWaHJochUPTJVPy3jmi6UUsWq0QNgGJip+sHx+8MMfvEUyvcQngOGOS1zxuGeq8PbZURT0Hu01BTRNJGmFUS1ZpWhNavyzKbq0po5ijAMzNVnTri/39tF//1/ILX1qukdxxiGLK+7g/avfApVCD0Wcs8+QdNffWjUCtSzEf/QDoIju4AwHMJ76k7sC24Md0ZTYU6OIBRBhQAhsWwLGY1MywtGzLZQSuF6AVIKkmNUS4Wwgh2BH1a4jlcha5doA+NoKPBPIH5a+zSaU4NhWVz8hj+fcP+CH9DRm2dJ9fSGoI1lYOw62MqnL30J2Z4+AJ742W/5wJO3lYVKz2r6joU/AI6HatuJWH4GAFvPWE0qlSR0tBpkRUMV8cXV0+LJ+KoLl9PRX+D+PV0sqY3xvus3jNlXJGsRgR964Zs2RlWTNjCOhtYsjaZiCCGoiU+iSKMK8J08ZmS6NWsMA6PnoFq3lwydaqAHlm5EyLlhZgjyGYJcJmx4AV7vMaz64uJjJF42z8K0CZZsxrBsjFhyZAqrk6AmbuMFqpSTsTE1dqEYUb8MfAeV6QQ7hlx0mtas0dCaVXHmxrdfM6dpfNHL2ftMMfG+gEh1Emf/TphmI+NYFPY/WzIwAvjd7XjtrdiLV87I9aeKOi58pXZ/KbGzMC1YuhnVtqtY6dREJGoQsfS0rmAmRsm7OVZfUXtyBXwWEooTJyTW2qfRVAZRswgv14eBIkBwgBpk3mUJ05znagx23vlAycAI0LnvEK1PbmfVhdOXZuRUotx8+QavUNKs+uok//uff8ej3/kyZ6mwymhk3Zkk126aNs2yDMl7r5tYmLMQAqOqcVquO5/RmqXRzF5kwwr8/i6EClAIgqoWxHAPvFNJvn/QkxLAd6CQg1hq5sYwFbxhv6vAR6kAIWSYAqppNX5PG8r3CSIJpB0LDYzTOM8az7A4vK9oXgvNa6fl2vMVrVmVRxsZNaecxIYt1G09n9yeHRiWibRMrJalJz5wGtj92S9w+Ps/RLgDNJ+znFhtPHRvT1XPyPWnA1nTQtA6mMRe1DSXCZuwovjpxbR96/O4HcdInnkB9Tcuq8RQNZNAJyTWaGYnIpZiZ2QlfmGALDZ5LFZEZuZ16Rcf+y/++N/fKNtmWBbVi+dO0SwRS6OGhHMxbNFrxaJ6lr/t7eTu+zlqoA9zxVqmp7aF5lSiNUujmZ2IeBXBktMh34cyo2BFkDNUuFJ1HUJ1t4ZhxYZZLOQiwoJmcwRhxyA3uLAnrEhZpIEwbYzaxfi97UivUFbMRjN70ZpVWbSRUTMjNL7mnXT95Bt4nceIrt1M6pLrxu3vdrVz5KufwTnaSmLjGTS98q1Ia3L5BXf980fZ+62flNqH7t7NupdeSM0NrxgzJ+NsxGhYChsvJmgPczIaKwarZHrdHTit+zl667fJ7w0Nkfl9uzFSaWqvur5SQ9ZMgBPlCtFoNJVjTXMtz7bbSNdncdxi2QlCpXtaj/KN1/1/HNm2m9OuvohXfO6fsKIT80w4zlf+4t08cMuPBzcIQbKumpf+54epXTZ3PMRFogaa1qD6u8C0EDWDY/eDAN8P8O//OXQeRAD+9vvw7BjW2rnhqblQ0Zql0cxerFQNnmVD4CMMC+MEodLKc1DH9oKbg2gK0bBy0umNvJ42ZMf+wQ2+C1YcUb90zJyMsxEZiUG6gaAwgJBmWW2BvOfTX/BI5TuQRS995TkE0sCYxoJwmulHa1Zl0UZGzYxgpKpp+It3Trh/65f+g9yzTwPQ+6ffYVbX0XDTKyZ8/MBTj9B11x1l27ycS8ObP4hdO3cMjMcxGleE1a+HUNi3k/av/z+U65BvbS/bl9/zLGgj46xFceJcIVoaNZrKYZuSzS3pCff/2mv+lu2//RMA937tB1S1NHLTx9874eOfuf3OcgMjgFJ84InbqGqZe+G8IlmLSJZXGHV9n0y2AECku63MdzHo1oVvZzNaszSa2Y2QEis+8fBkdWwv5IqVivs7UYYV5vubIIHnjkjnBCCWbJxTBsbjyGgCGS3Pe5zJuzx5JIOvFOfGCgxNGTwiLYhmVqE1q/LoigyaWYlz5NC47RMef7SVaHW5F0li9QqsmuqpDm3W0HfXL1FumDx/uJdndNW6SgxJM1EU+IEa90ern0Yzdzjy9LPl7Wd2jtFzdI7t3DdiW/3qZaSaZlcVzqmQdwbzXgXD8iDKmrkTDr4g0Zql0cwv3Nz47ROgggBlJ8q/9lZ0ToVJn4hDvfmSoao/KA+RFtbkIhU0M4zWrIqjjYyaWUl8/eZx2xM5Pt6QomFTI7G6OOlVTZz9pf+eXxW4htxLtDaNVVNNdOVa6m96BTVXPq+CAwtRvoffcYig6whKu6yXoRhf+PxAobT6aTRzhvVXXVTWXnflhZM6fu3lF2BGBidn0XSSd93+LeQkw9fmCu6Wawma1yJrmjE3XIi55uxKD4lc3uEXdz7Gb+97WmvWMLRmaTTzjFi5p76ITdxzH0AYJsqO49csI4ikCGI1sHj6CnjNNnYV4nQHNsKKIBM1yHjViQ86xajAJ+hqJejW86zhaM2qPDpcWjMraXndOzBr6oo5Gc+kZpKhv5ElK1j0jvfT96ffIqIx6q5/MWZ13SkabWWouvJGCvt2ovJZjEiExte9jdi6LSc+cAZQvof76O2o/m4AZONyrI2XVHhUGo1Gc2r4i//9F6paGmnbvpv1V13IVe983aSOX7x5Pe+6/Zvc+YVvE03Guf4D76RmScspGm1liNkWnueHr/WROPYFz8c2Z8draDZX4Oo3foKHn9kHwM3Xnsu3P/GX83bCrNFoFjaifgXKsMDJhgbGqsl5k0vDwIol8U0LlarDtKOTzuk421lWHaMn5+IFCh+JrGrETMyOUHAV+HhP/B6V6QRA1C3G3HCJ1izNrGF2vN1pNMOQkShNf/76cfsE2QEy996Ocgokzr4Eq2lJ2f74us3E103OA3IuYS9eQcu7/wm37TBmfdOsMqIG7QdKBkaA4Nh+guVbypIpL3T8QK+gaTTzBTse4+ZPvW/cPgPdvfzu/32JfKafi173EpacsbFs/9rLLmDtZRecymFWFNOQVCVi+EGAlAJjFk1If3bHYyUDI8Ctv3mIJ95wkDPWTzxH2XxHa5ZGM38QUiLqlo7bR/keqvtwWEwm3YiIJsv2S9NEzpKFolNBImJyztJqBhyfmCmJWrOnqrTqai0ZGAFU52FUfzciVTvOUQsLrVmVZf4+GTRzniCfw+/rwqiuR9rlK0fK82j/2r/hHg1zNQ48ejdNb/0AZu3cS5A/FYxkFcaaWWi4G20lTa+ulVDqxOI32yIfhBBrgHcAVwPLAQs4AtwFfEYp9eAUzr0EODjB7m9SSn3pZK+l0ZwqlJMnGOhFJmsQVnleKt/z+I+rX8HBR8OCZnd/+Xu87+Gf0bRuVSWGWjGkFEg5eyZqx5FypD4ZxuwxglYarVkjzq01SzPnCVQYNmpIgRz2jq6UQh16Ggr9Ybv3KCw7AxGJV2KoFcM2JHZsNmqBnmeNh9asEeeecc3SRkbNrMQ5uIuuH3welc8hU9XUvfydmHVNqCBASInXdbRkYARQhTz53c9gigiFvgzppYvmndv+XEI2LEMc3onqC6tey5Y1yPjk8r3Md+bSCpsQ4s3AZ4DhGb1XFH9eJYT4uFLqH0/yEmec/Og0msrjtx8k+7tbwMkjYili174ao7oBpRRCCDr2HCgZGAEK/QM8c9udpBrryHb3Ubt88bzNvzgXeOGVZ3PZOeu58+EdALz2hZewec2SExy1sNCaVYbWLM2cxvV8urJ5lAIpBDWJKJYhCZQKDY5uoWRgBEAFkO1G2bGSrunQ3MohahchqhpRvccAkI0rkMmaCo9qdqE1q4wZ1yxtZNTMSvp+eysqH1Y6CzI9ZO78GbGWJrw9j4EVwTrzGjBM8AerVe741d3c9e9/SeD5LL1sKy+69YuY0dmRO2OhIaSBdebVqL4OkCYyPXtCuWcDigmssM3MUE6IEOKFwOcJl027gH8H7gRc4DzgPcAS4H1CiC6l1KdP4jLHxS8HXDReR+DASZxfozml5B+8DZw8ACqXofDo77AufCGB5wAQq05hRmy8glM65ti2Z3lv0zl4jsfayy/gHb/8GnY8VpHxL3Rsy+RXn/tb7ntiN9GIxXmbF5aH6YnQmjUCrVmaOU1f3il5cgVKkckX2NNdYHfnAKYUXLA4zSIhQ+NiERcDJxfqnJSSWMTWhsYKIaTE3HJFOM8Shp5nDUNr1ghmXLO0kVEzKwncQlnb7+3Ay7aGDSeP+8ht1Nz4anp++R2U52As3cBd7/4fguID5eCd9/HEV7/L2X/5agD6nnqK3P79pLZsIb5M51iaCYQ0ENVNlR7G7KQYonKiPpVGCGEA/0EofB3AVqXU7iFd7hVCfBu4B1gLfFQI8U2l1LFJXuq4+D2plHpsaqPWaCqA55Q1lVsoGRgBInGb133z37nlzf9AYSDHJa+6gbu+9F081wdg5x33c8fnvsW1f/smAPbc9wht23ax6sKzaT5tzczdxwLGskwuPWd9pYcxO9GaNRytWZo5zfCva94N2NU5AIAbKO491MtNK9ZiHNsNgY+XaqBgpUpBukEQ4HoetmWF58v3g5ODaBJh68WymUAIiahaWGnCJozWrOHMuGbp2BzNrCRx3pWDDWkQXbqy1Aw8n0J7F373UZrf/XEWv/9/KHR0lAyMx3H6MgAc+dGPePKtf8muf/lXHn/d6+l7/IkZuQeNZiyOr7CN91N56QPgckI3fYAPDxM+AJRSHcD/V2zGgRedxHWOi9/jJ3GsRlNxrA1bBxtCYq49Z0Sftc+/mk91PsZn8ju47kVbSgbG4+R6Q82664vf4VMX3cw3Xv9e/vms5/PsHfed0rFrNCdCa9YItGZp5jSJSLmfUc4b/AbbUrE24eMpiVh5DmLthXTEF49IQ3XcRqP62lGHn0G170UdegqV7T3l49doxkNr1ghmXLO0J6NmVpI461LMuma89iPYS1YibZvcbbtRjsPAkU6U51O4+zZy2x6l4Q3/gJ2Ms3hlDYf3hhWNrajF+pufD8DhW75dOm9QKND6gx+QPuP0ityXRnOcOZIrZKhL/c/G6ff7If/eMpkLCCHihKtzAI9N5liNZrZgrz0bma4j6D6K0bAEUdOEmx3MZ+UG0Oe4DDg+TVVxoskYZ1+8mkfuDt8no4kI57/iRgBu/+QXUMXZm5sv8Lv/+ArrLt868qIazQyiNStEa5ZmPhCzLQwp8fwAy5DEvQBTClABV9Z5JE2g0IfnZjFrWxAIsm5A3AChAgIhscywiJfqOTJ4YqVQvW2I+CwsSqlZUGjNCqmUZmkjo2bWElm2lsiytaV27NrXkr3/doL9baUcIH7XMdzWfdQ+78Wsuv1PFFr7CJSief0KUi2hC7kouvIfR9rDc6pqNDPLHKp6di/wr4S5QA6P02/o8vZkE6FuHnK89grRzFnMpuXQtLzUtmJJnEKebMEjpyQg8AOF4/rYWy7nmsvvxD7UQd71WXvmWuqXtoTHRco1ytK5hTUVRmtWGVqzNPMC2zSwi4ZCyzS4ek0D7d09JM3BfPcEHsotUBuP0N3dha36EUBgWIjjOYTFsMDI4W2NZobRmlVGRTRLPwU0cwajbhH5jEOhq498Vy9+MYG+jCcxm5Zy+KFDpExJlWWQ27WPvd/8HgCr3vlOZDQKgN3QwNLXvqZi96DRzCWUUr9TSv2DUupVSil/nK6XD/n3wUle5szjlwO6hRCfFEI8LYTICyF6hBB3CyH+SghhjXMOjWbWIQ0DqTwSaoA6MkQpapYUkGrgwG+fZHlNlPWNCWRrK4e/dysAL/73DxBJxAGoWtTEDR9+d6VuQaOZU2jN0mhOnpqYRVNqlHyK0sAyBHVqoJSTUfouQTEsWtQtGzQsGhaidsnMDFijmePMZ83SnoyaOUN2x5Nk7vtj2FDg9udgyRnc/eI3kT/WjnK9sv7+QBaAmgu3cs73vkvh2DFiy5ZhxuMzPHKNphwFeHOk6tkEec+Qf98+yWOP5wnxgYeAoW+4EcJQgouANwohblBKtZ70KDWaGSRwC1AIJ2UCSJEnt303f3jn+8i1HcU0BfHqyKBnfjbUrI3XXso/7b2Lzn2HaFq/ilg6Vbmb0GjQmjUMrVmaeUne9egsKBwRo0rlwo2RJG4+B0E/cvi3vOgKJuJpWH4GuAWwYwhpzPDINZpytGaVURHN0kZGzZzB6+4YsW3nl3+M0xnmYTRMie8FAFg1VSy5+YZSP7u2Fru2dmYGqtFMgAnmClkthHh6tB1KqU3TO6KTQwjxNuDSYvMBpdRkq1QcFz8TcIB/B34N9BG6+L+TMP/IWcBtQogLlFLZKQ9coznFqKB8UVoAT7/978m1tgHgelAYkESTNmY6TfMN15f6phrqSDXUzeRwNZpx0ZpVQmuWZl5y3CiTEXH6i3aIFhkgVABCoAwb4Yce+QiJjCVLxwrDAkM772pmD1qzSlREs7SRUTNniK3bjIjGUPlwdc2oa8bp2l7ab9kGTddcRsMVl9J8zWXElyyq1FA1k0QpVfLmWQgopSaQK2Tqa2xCiLWUu9hPlD8ppbafqJMQ4jmEYgXgAe+azEVE+Ec/XoWpHbhKKfXUkC73CSG+AXwfuJFQDN8HvH8y19FoKoE0bXwhSt4eSkGu7VhZn5qtW1n6gqupveQiYou0Zs0VgiBAyoWTcUhrVul4rVmaeUvUNJACAgVKCEwpEGowSkzZMQQxpGkiI7HQsKiZE+h51uh9porWrLHRRsYKoZTCcT28wEcKScS2kAvoy38yWLUNLH7nh+m79/cIy6b6iuvp2OfR/oe7ABCGwZq3vJa6C8+r8Eg1E0EFAV4QUHBcACzTJGIvnBcWf2LitnuKK2kXA188ieP+EhhX/IQQVwA/BI7/0f5xsqtrSiklhDgNWAV0KqW2jdLHEUK8GtgPVAFvE0J86AS5SzTTjFKKL92xmzt3tLOoOsZ7rt9AfUoXJBkPYZhY6Xr8fBYEGNEkLc+9kiO/+l2xg2DVG19F4+UXjX8izazAcxwe+9Ft3PKW9+Fk81z5jtfw4k8vHNuR1iytWXONTN6h4PoYUpCO2RgLaGHgZDANyaKqBH15ByGgKmqjCorAc0t9ZCyJYekCmnMBpQJyjk93toBSkIxYVCcWznub1qzKapY2MlYI1/NxvHB1KMBHFRRxXUHyhNgtS6n/s8HCLWd+9pPs/eI3KBw9RtPzrtEGxjmACgK8nfejulpRhoVYfhYqVY/reRiGxDTmfy4XxQSqns3MUE4KIcT1wA8YzOvxOaXUJ0/mXMXcH+Pm/1BK9QohbgVeD1QTuvQ/dDLX05wc33/gIF/4w24AtrX20dlf4EtvuKDCo5r9CMPCTFSV2ud97lPs+vzXyLa2seh5V2sD4xzAd12+/Mp38+gPflnm+fDb//cl1l2xldNfcE0FRzczaM0aRGvW3CBbcOnPh8Yx1wc/KFA/WlETTRm2KalPRkttFUviO3lUECBNSxsY5wBKKVT7PtRAN5aQ2LEWClaC/oJLxDKI2fPf/KM1a5BKadb8/5TNUvxhuZr8IKjQSOY2RjTKmne8udLD0EyCoG0Xqit81gnfxdz/KO6ma8J8L9Pguj4nUBPIFTINvwql1NeAr039TIMIIV5LuGp3XD++CLxtOq8xBk8M+fcy9IRtRtnW2stHXrCOS9fU0JV1+fivdlV6SHMSIxph/bvfUulhaCbBnZ+/hUe+/4tR93UfOjLDo6kQWrNOBq1ZFaTg+UhBqRqy6+t51skghMCMaOPsXEJlOlADYb0CqQKqs0c4ml4NQuAtFHuD1qyTYVo1SxsZK0RrX4HGxGBoaN4L0PUjNQsB5eTL2sJ3QQUgjAUTyjJXV9iEEO8D/nnIpv8C3q1mxjo8NAmxXkqfYV61dTGL06FmtVQZ/MuLTltwOX40C5Oe1qOjbo+mkmy49tJR9803tGadFFqzKojnB2VpqEyx8PLSaRYovlvWlAQIAsAgai0M04/WrJNiWjVrYXzSZhmuH/DMsQHslhQxU+AF0J33qUspnZdRM++RdYsJ2nYNFkOoasaSCuFm8bwsRjSBYUdPcJa5jpqA9/Lskj8hxCeA9w7Z9GGl1EemeM6lhC75jcCvlVKHxuneMOTfx8bspZl2lFIsStsM/UwmI/r1QbMwOPNFz+W3n/4SvhtO3BpWL2fzFWdx/qWrqDr6EH4ywGheVeFRnmq0ZhXPqTVrDqCUIucGxKzyhWvFoGejRjNfEfFqVO/R0jzLsxNUmQrb60X19OEnqjCiiQqP8lSjNat4zopplp4lVIhjAw69eZ++olHRCwJtYNQsCGSqDnPjZQRdrQg7CvXL8HP94U4Ffq4faVoIOf9zM84VhBAfYlD4AuCvlFJfmIZTXwN8pfjvtwLjnfN48joFPDIN19ZMBiFRyh+coAmhPUI0C4KV55/J3975XR75/i9JNdVzxeteCE//PtzpFvC234dI1yPj6coOVFNCa5bGCQKialCnFOh5lmZBICJxZMs6VH83GCZmvAbR117cq/D7u5GmjTAXTrHN2c581CxtZJxBlFL0F1w8P+DcxWkePNxLSyqCAi5eUVvp4Wk0M4ZM1yPT9QD4TmHE/oPdA2BYLKmKzsuXQjWBXCGzJT2lEOIm4MPFpge8Sin1f9N0+ruG/PsVjCF+Qoi1wHXF5m+UUj3TdH3NOPiB4mt37WFHax8vv2AJG5rjpbypdjRe4dFpNDPHqq1ns2rr2QD47QfwhuzLHW2n67tfx2peSt21NyDM+fdqrTWrhNasWYxSio4Bh7zrYxsGfU5AxAjfIZvSOq+gZuEgIglEJPRWDAq5Efv3dmYIjAirauNIqedZlWS+atb8exOaxfTlHLJO+GramLB5ztp6BtyApdUxYpb22tIsTKRpEvpHhU/7gq/Y3V3AVwV6cy5bWuand8gJExLPAoQQdcD/Dtn0tmkUPpRSu4QQvwOuBi4TQrxBKfXlYWOoBv4PMAg/JP80XdfXjM9/3baDb/xpLwC/eaqND920iRecvRgppfZi1CxYZLoBzAh4BXJt7Rz82W+hGJY1sOMZlr/7fRUe4alBa5bWrNnOsUyBjgGn1K6OmaSiFnHbwFwgOb81muEIywYhw/z3QMGHZzryuKpAx0CBrcvnp6OT1qzKapY2Ms4gBa+8onTUFCyuTlZoNBrN7EBIAzNZRVDI0ZP32Nbt4Rd14Vh/YV4m6laANzcSEr+LwRwd9wMPCCHOPMEx/UqpUulhIcQKYG+xeYdS6oph/d8J3AekgC8KIS4EvgtkgHMIwweWFfv+m1LqLjQzwr07O8raP320lZvOWzZGb41mYSAiMayzrsU/tJ3+J/aUDIwAfQ/cTeC5yHkWhqY1qwytWbOU/oJX1i54isXR+fVd1Ggmi5AGVlUDfr6frqzDo10+rgrnVUcyBbxAYc4zb0atWWVURLO0kbGIFyieONJL54BDKmpy5qIqouZI70IvCE56NcyUEj/wy9oajQakYSLjKTL5AQrB4EuiZczTvG8TcOOfJer3+iH/vgB4dALH3AFcMdELKKWeEULcAPyAUGjfUPwp6wZ8Gvi7iZ53vhMoxeGeHP2OR8Q0WFodwzJGaspUjPRL6+PsPJoptZfVz/dE4RrNxJCJKuT6C4jsOAD33lvabiRS887ACGjNGoLWrJPD9QNuefgQ245laE5Fee15S6mJjyxgOhXNsk1J3gvK2hqNBoRpYSZr6Mv3k/UH3+ssKTDm4TRLa9YgldIsbWQssv1YhkO9eQBy/Q6Pt/ZxwbKa0v6erMM//uQpnmrtY1ltnI+/cDNLayeXk6oqbtOTLeD6AbZhkIpNuTq4RjOvWFYdpyfn0pl1saRgc/P8DJVWTCBXyMwMZUyEEPXA4pm4llLqTiHEBuBtwI3AOsAGjgB/BD6vlLp/JsYyVziaydOdC6vdur7HwZ4cq+oGjYB+oGjtzZF3fSxDsKgqhj3Kwtl4vO/GTWQLHttb+zh9aTV/87zTpvUeNJq5Tt11L2Rg+1NkHn0QI5Fk6Tvee+KD5iBas8rRmjV5fvHMUe7Z1wVAd9blqw8c4G+uWFPa7weKA91Zso6PbUiW1sSITjKVVEs6SqBy5JyAmG3QnI5O6z1oNHOdVbUJOgYcjmQKWFJw3tLqeenMoTWrnEpoljYyFskMc7Ef3v7CXXt4qrUPgANdWf7tNzv4zz8/a1LXMKSkLqkTD2s0Y2FIwVmLq/EDhRTMS+ELURPIFVJZ+VNKdQBT/gMopfZN5DxKqU7go8UfzQnIu0FZe3g6jo7+Ank33Ob6iqOZAktrJrcwVpeM8LnXnT+1gWo08xhp26x470cICnmEHdGaVUG0Zs1uWvvy47aPZfJknVCzHD+gtTfHqvrJpZQyDcnyWu1xr9GMhZSCrctr8QKFoedZMzKSMa8+zzVL+5EXqU/Y47Y7+ssr4Lb3O2g0mlODIedpmHSR41XPxvuZLVXPNLOTZKR8jTBpl7f9oNwI6fnlbY1GM33ISFRrltYszTic1pgct+36aty2RqOZPkw9z9KadYrRnoxF1tQlEAg6sw6piMn6hnLxu2JdIw/s6x7Sbhh+Co1Go9FoZoTjC2H9BY+oKWkaFhaWjFgMOIPejcmolnuNRqPRVIar1jagFDxzNENzKsKNm1vK9qdjVlkUWVoXbNFoNJo5i551FBFCsKY+wRpGd7N//pYWEhGDxw/1sqo+wQ1bWkbtp9FoNBPhxG78Gs3YCCFoSEZoSEZG3Z+OWUgJWccnYko9YdNoNFNCa5Zmqly9roGrx3DSqI5ZSAEDhVCzauJaszQazcmjNauyaCPjMPryLv0Fn4akPaJS5xXrGrliXWOFRqbRaOYTSoufZhpozxTo7C+woj4xIkl+MmKRjOiJmkajmTpaszTTgeMFFPyAuGVgyPJwzXTU0gtiGo1mWtCaVVm0kXEIj7f28uOnjhCoMBTtdectK+W9UkoRBAo5z3MYaDSzHRX4KM8FIZHW3KzQrhQEJ6p6prVRcwJ+83QbH/nJ03iBYmltnM+96hzqU6FnY6AUvh9gGBKpNUujqRj9HV3s+MO9pBrrWHf51koP56TQmqWZDtr7C+w41o8Coqbk9EVpIma4OOb6Af2OT8I2sA1dMkCjqRSuH9Cbd7GkpCo2N43+WrMqjzYyDuEX245y/PPYMeBwx+4ONjWnqYubBJ6HAoSAZDSKoQVQo5lxVODj9nWCCotYyGgCM5aq8KhODqXVTTNF/u3XO/CKonWwK8tX7trDdZuaWVIXo+D5BAqkgLpkFNs0TnA2jUYz3XQfOsIntr6InsNtADznvW/hzz7xDxUe1cmhNUszVXZ3DpTquea9gMM9OVbUROnN+/xxXxcFL8A2JFesqqM2PjcXkTWauYzjBTxxpBenWCywJR1l5Ryt2K41q7JoS1mRQz1ZNjenOHdpFc1FT5A/7e3kE7/fyd6OTEkUlYKcM1hZ+mf37eH9X7+Xb/9hh/4wazSnGL+QJTi0A/+Bn+M/9Gv8I7vn6PdOoYLxf2Au3pdmpgg6D/Gtrb386qosL1/hAvDDBw/yis/czYO7O0sLZoGCvtygZt36m4d497/ewpdu/eMc/e5oNHOHu7/83ZKBEeA3n/pfnGyugiM6WbRmaaZGf8GlPmayKGWRsiVxE5ptDzfbj+1lSRTXwRw/4LEjvaXjenIOh3qydAwUtGZpNKeYY/150t372Hzg92w6+EcG2vbP0dyGWrMqjfZkBLKOx1NtmVIOxhW1cfoLHt1+QMySGGOEmn3rd9v5+6/cXWof7ujnPS85Z0bGrNEsRILuNtSeRwfb2+5BLV6HiMQrOKqT40Ru/BrNWKhCFn/vo1QXHT3+ar3Ltj6D/RkLS4FhlGvW8U/aV390J2/56NdK2/ce7uCf3/nimRm0RrMAGf76KKQEMTef/VqzNCeL5we0Z/KlHIxVUZOU9DguVaYUbKq1uetIHhgs2NCVdTjQnS2dp+AFLK6KzezgNZoFhJntZlnHkxyXrtVHH0GtXA6xuefNqDWrsix4I2PB88k6HkKUx+avbUgQMQ2UUuzoyNKSjpTyWtlW+Gv7+f17y871iwf2aiOjRjONOMUXUy8ISEYs0oVhHiC+B/kBmGNGRqVKEd/j9tFohhMohSpkR3xA/uK8JvLViwiUYsf+Hta3pJHFCd3x4i+3/vahsmN++NuHtJFRo5lG2nfv55a3vI/ug0c480XP4eq3v5IHb/kRbc/uRwjBCz/4Fsw5mLpAa5bmZFFK4fr+iO32sMWw400BrKtPAqEX41B6co42Mmo004gfBOQKDkGgsEyDWpUt8++TKkA62TlnZNSaVXkWrJHRCwI+9OOnuX93J3/zvPUsqokRKEV3zsULVCkRsRCCiG1ydMBjVV0cQxqYRY/H5tpyw0Zzzdz6Amo0s50jvTncYl6Q7qyDlWjAkgYE4QuriCURieoKjvDk0WE/msmglOJAd5bunIvyFMuVRUqEYdKBNFHJOgCkEKxZVs3+9gHOWlmLZchSPsZFDdVl51zcWDOj96DRzHc+/6K3cPjJ7QDc9onPU7Okmff86JMceGw7qSWLaNp4GsKYq4n0tWZpJo5SioG8g+P5BEohKA9O7HYFTbYqOXlEYzHOXRKlJmZRV8zHaMnyrF66IIxGM71k84WS53DB9Ygl61DSQBTnWdgxRKKqgiM8ebRmVZYFa2T88SOH+d0zR3npBUtZVBOuikkhSEdMth/rpz4ZKfWVQrC2MYU5TOze//Lz2XOkl0d2tbNucTX/+oaLZ/QeNJr5TLj6HSCAuCWQQiCVjdx0KcGRXQhpYG28BGHOzQmbRjMZurIO3bnQqChMi4ONZ5I/vAtLKDoTixFyULMMKbhgVX0pBchxPv6ul/Ds/jbueWwXp61s4X8+8JoZvQeNZj4TBAGtTz9btu3gvfdy8XnVrFldBTKHYcfDkGmNZp7jeD6OFxoqpBAkbcmRvgKNqpcq4TCgLFr9GmxD4gSwrD5KdbL8u9GSjpL3fAYcn4gpWVo9t6JWNJrZzvB8i30iSnbFxaQ7dqGEQXzNmQhTF2HSTJ4Fa2Ts6g9d8BOR8l+BFygeOtjLFWvqiFqh98ey6tgIAyNAfVWMn37kRjw/KHk3ajSa6UEIQcSUJEwRhtUoheW4iOpGjOpGCAJUx368Q08j4lXIpZsQxtx5pOlcIZrJ4PrlnxdlxbjTbcbxFbYTsMkOsM1QhxanoyMMjAD1NSn++NX34Xn+nAzZ1GhmM1JKVl10Nrv/NJiWYPX6xtK/le/hPvF7lJNHVjVgnX4lwoqMdqpZidYszWQY/nmRQpB2e6gXfQBUk0M6AUftRqqi1qjzLNOQrG1IoZRCjJEfX6PRnDymIfH8wbjinOvjxOvoWFYHSmEXMnhHuxFWBFndjJBz591Ra1ZlmTsz8mnmsvUNfOve/dy7s4NzV9ZgFMVt29F+cq7P73d2cFpjkpecuZjG5PgvgdrAqNFMPwe6sxzpy7OpYfSVa9F1GPqOAaByGQKlMFaeOYMjnAKKYmWz8ftoNMepilkczeRLH4uOAQenaHh0fMVTbX0sqYrxnPUN1CdOoFnawKjRTDu7v3Urqwv9FJpqYdEiNr7shZxzRTOo0JsryHSjBkIDi9/XEU7gzn1eJYc8cbRmaSaJZRrkHLfU7nd8EhTK+iRxMKtjJO3xp6PawKjRTD/dWYf2fpeYCRLoc3ykkKUaFDVBH9EgA4DyCgQojNolFRzxJNCaVXEWrJHxtJY0X3jNufx221H2HRtg6+o6Hj3cx337uwGoidvYlkFPzj2hkVGj0UwvXVmHp49mkCJ05TekACHwzRimlwPfQ2R7y45R2b4KjfbkOKH4aTRDiFkGaxuS9ORcBhyffsdndW2c3V1ZhArYdOwJVnb0k4xtgQ3nVXq4Gs2Cov3Bx7j/bz4ISrEKMLqPsvnPnke3maf22DP0tXfz88/+jL72Hlae1sJ5V22kOnm00sOeFFqzNJPBNCTpeBTH83B8hZIQiSUgP2ho9MwIEm1E1Ghmmqzjcag3LKZZ8Is5VB0fywioilhhqirhlh2jnHwFRnryaM2qLAvWyAiwYVGaDYvSpXZ9MkpX1qEz5xKPmATAH/Z04ivFhsZU5Qaq0SwwMgUPgEDBnp48q6qjSAHdnkFjshZ54AmUKBcPEZ07hZcUiuAECYmVXmLTDCNum8SLHh9rG5K4fsBvnm2n/olfs7r9KQAGjm4D3yO6+cJKDlWjWVD0bt9ZVqrS7x8gf/gIO2oWceWGK/nv172II8/sAuCZh/dx+/cf4M3/+Q62XFOpEU8OrVmak8E0JKZhEweq46CCJahugZftx5EWfZEGVNZBKUhGdX5tjWamyHvlpZePG/qP9BXYsDqJ6/moXAT8QcOib0bnjOFIa1blmSuflRkhYkpefd4yvvnIIbKuX9p+oCenjYwazQxSHQtX0YSAfkfxxLFcaV9UBFS7OTiey8r3wbRQsWRlBnuS6BU2zVSxDMn1G5rofuAQQ18Xnb3btJFRo5lB6s85A2mZBG64QDaQrOLvH+qlYOWhu6ZkYDyO6/j8/Mu/Z8tb312B0Z4cWrM0U0VIiahbSpeZLSs4kXd9bWTUaGaQuGWUVXzPuT6/3n4Mx1csqY6xPG1TiFQBCsMvUMCkS6VZWcExTxatWZVFGxlHIR0xy4yM6Yj+NWk0M0lV1OLsJdXs6xqg4A0reGGYIE1E4IEdDTfasdAiOVfQuUI004hM1xFkekpto6q2coPRaBYg1RvXcdm3/ofH/+frPHI0x8NX3EihuBAWr6shWV9Lf0dX2TGB51ViqCeH1izNNGJKUWZkNI059P6m0cwDopbBitoErX05drYP8OSRvlKebxAIAQpBIVoDQE/eR+l5lmYS6Iolo3DF6jrqEzamFKyoiXHukupKD0mjWXA0JiOcv6yWptRgTtTqmEVtMoZcshGsaGhYNCNg2MiqpgqOdvIEgRr3R6OZKMmrX4rZtBQsG2vFBmJbr6v0kDSaBceiqy7heT/4IomPfojehhYAzlxSxWUbWvirn32JupVLoThHk6bJdf/49gqOdvJozdJMF9XxCJYhEUDENEhH7UoPSaNZcCQjJusaUviBojcfLnqtrI2zpTlFKhZBiHAxoN8JyPvqhEUFZxtasyqLdtEbhaqoxc2bWyo9DI1GA6xrSNKSjqKUIhUxw7wh8SqM1eeh3ALKySKsGOK4V+McQBEmWT5RH41mIhjpWqpe8s5KD0Oj0QDvvnIt129qwfUDTmtKYUjBqq1n88977uLozr0cfOQpWjatY/Hm9ZUe6oTRmqWZTkxD0piOVXoYGo0GuHFzC+curcYthkobslhdOhnD8QJs16fRlEQto8IjnThasyqPNjICO9v7OdCTw5SCjU0pGnQ1aY1mVpEaI2WBsCIIS39fNQuL+w928/iRPixDcMXKelbWxis9JI1GM4R1jaPnCG5au5KmtXMpq5VGM3UGCi65gosQgmTUImLp6adGM5tYVDW60d82JbapA181k2fBf2qO9RfY05XFCxR5L+Dx1j5cP2Bnez8PHuimL++OepzyPfwjO/EPPEnQe2yGR63RaOY0ClQw/o9eYtOMxv7uLA8e6sHxAwYcn9t2HiPv+gSeg+/kUIE/6nHKLTBw76/I3P5tCrufnOFRazSaOY3WLM1J4ng+2YKLAgKl6Ms5YbiikyfI96P80XOTBkrRPVCgPZNjoDD6XEyj0WhGRWtWxVnwS0k5t3xC5ivFL585yk+fbgOgKmryvmvXU58ozxcS7H8clekEQHUfgZVnI9P1MzNojUYz59H5QDQnQ1+hfELmBQo314/0wwrsvpBYqVqEUS7vfb/6Ju6+bQAUtj+MeMEbsFdunJlBazSaOY/WLM3J4I/yufEHeiDbEzaExKxdhDDLq0u3Z/JknVDv+gsejUAioitQazSaiaE1q7IseE/G2riNHFIsKWEb/GJbW6ndm/e4Y1dH2TFKBSUDY2lbXzt51yPnePpDrdFoToBCBeP/6CU2zWgsqYpiDhGtmqhFpGhgBEAF+IVs2TFKKdz9O8q2FfY+w45f/I4nvvMTct29p3TMGo1mrqM1S3NyWEb5VNMQQHaI5qiAINc34rjjBsZSu+ARFHIE+YExPfY1Go0mRGtWpVnwnoypiMm5S2s43JvDkILl1XG++eBBwsLtihctcrkocpjgSAbRsAphWgghw8q2br50npywyQwUADCkoD4ZQ8o5VOpdo9HMHIqiwI3fR6MZTk3M5qaNzTx9NINlSM5ZlIZs0ateKdwn78FvO4BR00j8khci40mEEMh0DUHv4OLYL//jh2z7zQPhOVcu5Y133kqivrYi96TRaGY5WrM0J4lpSKoTEfKOBwjiEZMgx/HKDBB4qP4ufCeHrG4ueeFbhsT1g9J5En4Gv68475IGZk0zQs6dQhQajWYG0ZpVcRa8JyNATcxic3OaDY0p4rbBS89cjACe2+TxvGaPKulApgPV9mzpGGPFmRBJgDSgehGZeFNpnx8o8u7oOUY0Go3meG6i8X609mnGojkV5eo1DVy2so5ExMKIpwHwdjyC+8yD9O3bT89jDzLw2/8rHZO+/jUYtU0IK0Khbk3JwAjQvfcgT//gFzN+HxqNZm6gNUszFSzDIBWLkIrZGFJiJIsLWspHKD80NOYz+F2HS8c0pqJYhkQISNoCyxt07CDwCfIDM3wXGo1mrqA1q/IseE/G0bh6XQObmlPEO3eBO8Slf4g7v4inMU+7GAA/CKAvV34S7cSo0WjG4YQrbBrNBDEicaRp4/T18LPvPsz9d+4E4PLr9/DSG98IgNmwmJq/eC8AmSPHgE8PO0d53mGNRqMZitYszXQh42mEHcPvaYNC/+AOZ3AuZZsGS2oSAKjAxysMO4nQEy2NRjM2WrMqi/ZkHEZbX54HD3RzuDeHFYmU7VNCoJzciGMMKcuSEduGJGZp+61GoxmbE+cK0WhOzEMHu/nE73by6Tv38djO3pKBEeCOXz7BocefGXFMqqWRy9/39lJ72UXncvrLb5qJ4Wo0mjmK1izNdOA7edxMN16uH4zyQi5KSgLPGXGMkAYyXjXYNm1kNHHKx6rRaOYuWrMqi7aEDaEv77KjfXBFbS8R1hsWBD4ICWYEgmDUY9Mxm7htopTCNCSiuMIW9BzD3/8EKIWxdCOybvGM3ItGo5nFqAlUPdP6pzkBh3pyfOeRw6WPyo/aRnojZsco6nLlB97Nlpe9ECczQNPpp2GY4evAgzvb+eQPn8DxAv7yeRu47uwlp2r4Go1mrqA1SzMNBL6HnxucZykEmBGE74GUKCsa5mkcBSNRhYzEUSpAmPbgPMv38Ao5UGDYEQxLe+VrNAserVkVR3syDiHrlFcr6yJKEEmCHQcrSuDkcXc+iPvsAyjPHXG8aUgs0ygJn3JyeM/cierrQGU68bbdjcrqKp4ajUajmTptmULZO1Kw6XRqVq8otWvWr+VL23J86vsPM5AfqVn1a1ey6OzNJQNjR1+e1//XXTy4s4PH93bx9i/cw47DPaf2JjQajUazIFD+sKrQQkIkgYomUXYcT1jcdaCP+w504XgjnTqEaSGtyOA8Kwhws/0o3w9DqvNZAl/nxNdoNJpKoz0Zh5CKmggxuIhmGAaicQ0i30vQ14G/+97STtXdhn3BjeOeT2X7YKjYqYBgoBdjiMu/RqNZeCgUaozV+qF9NJrxWFYdw5QCr7ham6pO8c67buXJ7/6EQ11ZPrLDIP+nvQDcv6ONH7z/+eOeb+/RDJncoDHS8xXbD/WyfnH1KbsHjUYz+9GapZkOpGFSZmaUEjNeg/LyZPIe33+2m0Kxw+G+PDdvXjTu+ZQaaYhUQQC66LRGs6DRmlV5tCfjEBK2yZbmNLVxi/qEzemLqjBtG5luQPX3oFyXwHNRShF0Hh7VmxEgyPXjd7VBJF6eb0RIZKJ6Zm5Go9HManSuEM1UaUxFeNPW5WxsSrGlJc1bL15JfXMdV77r9bRu2opdyFGb6QSluG9bG33ZkbmuAPqOtnPwsadZWmWRjg/JL2xKNi2tmanb0Wg0sxitWZqpIgwDM1GFMC2EaWMmqpCmiRFNsiOjoKuTWGcbKMWRTIGc6496HuXkCfq7i44f5QVghNQWRo1GozWr0mhPxmHUxG1q4iPzebiHduO2HwVARqOYjYvAGPz1Bbks2cfvxu88gujah5Qg0vVEt95A0La7mJNxAyKenrF70Wg0sxSdK0QzTaxtSLK2ITlie81tP+Ytv/s+ADub13LH5S8lER3ULMcPeLa9n50//w2/e/s/4BUcmtat4nNf/x8+f08bjhfw1udtYM0irVkazYJHa5ZmmpCmhTRHRnTFbruVc3/+PQC6Vm9h90vehm0M+sIo30P1tBH0dRAc2QUqgGgSc+Ol+EoACsOOIg1tZNRoFjxasyqONjJOAL/nGO7+7aV2kM9jLFo/mBPEdei85d/x2lsBEIYk0VwHfR14B3cQOfva0rFu5zGC7AD2oqUIQ//6NZqFigpGX6HXaKZKz+795L7//VJ7bdtOnnemjSHDCZsfKH694xjdOZeH/u6f8Aqhh+PRZ/dw+Lvf45v//sHSsZ37DzHQ2cOizeswbZ1QX6NZqGjN0pwqCkfb8IsGRoDa3U+yvG8XhlwFhCHQwYEnodBP0HU0NDAC5PtRrTuxV59dOlb5Xlik07RK8zSNRrPw0JpVWbSVawIod5Sw6EgC33WQhoHbdqBkYARQfoBXcLDi0bKcjD1/+AWdP/kWKEVk2WoWvf0DyEh0Jm5Bo9HMKtQExE8vsWlODjebG7FtRdSjsPtJzLoWOs0U3cXci0GhMOaxf/jM1/jeuz+KCgKWnbOFv/79t4mlU6d28BqNZhaiNUtz6ggK+RHbqoM8qq8dIgkIfCgcr0o97HMWDM6z/FwmDKMGMC3MqiaE1JnBNJqFh9asSqOfvBPAqGvGaFlZaot0HUFNE16uH6e/F+zIiGOElGDamGvC1bUgnysZGAEKB3bTd+/vZ+YGNBrNrEKpcIVt3B+tfZqTpG7jWpZdeXGpXbWsheruh8n84mt03/Ip7LZdpX0tf/Gy0r8jyQSXvvWVADi5PN//64+FSfSBAw8/yV1f+PYM3YFGo5lNaM3SnEqiS5aRPvu8UttuaCRVZxAceIJg1/2oXKa0T8SGpAeRJrJ5DUCYL/+4gRHAcwnyg8dpNJqFg9asyqM9GSeAkAaJ574Gd+9T4HuoxqXlBV2SVaSueCGZP/4UUMQ2nUNi45kYTSuRqTBpvvI9hn+aR/WQ1Gg0CwCF8vUKm+bUIA2DG7//eXb+6Nd4+QIN6gBGX9Hb3vfg0d9zzqWv4ZHDvSx90+vYdNn5NGR7WH/lhTSsXh52c12CYZ9RN18YfimNRrMg0JqlOXUIKVn1vo/QffedBE6BVEsSk2KhMhWgug8jGlehju1BxpKoqmZEvApZ1YCIHfeuH+Xzp60IGs0CRWtWpdFGxgkiDBN7zZkAOAN9odFwCMkLn0P8nMtBBchIbMTxRiJF6sKryBS9F42qGlLnXXLKx63RaGYnOleI5lRi2Dan/fmNAPT84L/x+obsFJLNzWnWNyRRgH3O0hHHx9IpLnvrK7nz87cAkG5u4MLX3DwDI9doNLMRrVmaU4kwTWovvwoAf+8jMOAM3YusXYyqbgalRs1pL4RExpIEuWJYtZDI6MiiaBqNZmGgNauyaCPjOARKkck5BEoRty0iVlixzIzEcLNFF3ylkAK8gV6EaWMUDYz57Q+Tf+IehB0lcemNmHVNNL7szSQ2n4Of7Sd+2hmY6eoK3ZlGo9Fo5htKKQquR6AUtmlgFqtsxrc+l76ffRlcB2VYtO512f6u99Nw/lmsfmVoOHT3PYW7/QGwIkTOuRajupFXfO6f2fKCa+hv72Tjcy+jqrmxkren0Wg0mnmEUoq846KUwjJNLDPULNm4imD/Y2EuRiERiSqCtp2IWApR1QxAkO8nGOgFITBSdQgrgpGsRVgxUD7CiuoCmxqNRlMh9NN3HDoyORwvzEc1UPBoSJiYPa3gFTAjSahqRDl5gkI2PMDJgQrwO9rI/OoWjrvheu2t1L7ufQjTIrH5nArdjUajmTWoCSQk1mE+mkkykHfwizkUXc8n6Ovju2/7IG3bdrH+svO46T2vY/vXf8q2z/8vAHu+/UPczABrb76S/F23lj5zua4jJF70ToRps+X6Kyt2PxqNZpagNUtzChjIF/D8ULMczycesXF9n0BEMZedQ0QVUNke6D0KgOo7FqatStXj9xwtncfrPoJZvwwh5ajRZBqNZoGhNaviaCPjGASBKhkYAfA9/GcfQ4gAI5kmyGbI3/ljgv5uZHUD9vnXIewoQX8n7v5tDI3zD/p7CPp7MarrZ/5GNBrNrES78WumE6VUycB4nK+/9j1sv/1OANq27yaTHaDmsSfK+hz62a9YcVZt2cuWyoUeIkZVw6kfuEajmRNozdJMJ0qpkoHxOHnXLUmRowRm7zFktrvsGP/gdlS8GmIJhGmHOwIffBfkyEKcGo1mYaI1q7JoI+MYCBH+KAW4BezffI1sV5g4P7rhTHI7nqH7md2gFKllTaSkQfT0rUg3j2mWW8ZlPIVMpitwFxqNZnYygRU2nZBYM0kE5Z+aQ49vK9u/7dZfE5PQLAX1kVD+YzEf1XGw/DzRBDJedYpHq9Fo5g5aszTTixBicJ4FSBFq2PFt0d5DGEMMjADu/h0EvZ1hI5rAPPMqhGWDkOUFOTUazQJHa1al0UbGMRBCUJ+M0TWQh92PIIsGRoCBJx6i4/E9qOIKXOfT+7Cq08Q3nAmAVd9E4ozzKRw+gIilSF7+wsHVNo1Gs+BR6sQrbNqLXzMZhBDEozbZgkugFDk3oOWCs9j509tLfXI5lxzQDZxtmazYvIwtr7wCGYliVNehfIWIp4mc+5xw4qbRaDRozdKcGhLRCNm8g1IKIURpuyDAKGTK+gaF3KCBESA/gOpqQy5Zh0zXIaScqWFrNJpZjtasyqONjOMQsQxaqhNkIybZIdv9nFMyMAKgFJ5vlB0bXb6a2PnPRSRrZ2awGo1mDqEI9AqbZpoxDYN03KArW6DPcXnOv3+EWE0VRx5+kvantpf6KaD+lc/jshs3l7YZ8STm5sswmldXYOQajWZ2ozVLM/2YhkE6EcNxPQquW9oufA9l2gh/sMK0ilePON6oasCsWzwTQ9VoNHMKrVmVRi/7TIDoaecgUzWlduKsC5GRIXk/pKDq+a+GqqbBbbEqSNSg0Wg0o6ECf9wfjeZkSUctLCmwkwmu/uQHeO1Pv0IslSjtl4bknNe8GmP5oJFR1C5CNq6owGg1Gs1cQGuW5lRhmUaZJ6Nh2WAnCCJJlBkhsOMYSzZibriw1Ec2LMVYelolhqvRaOYAWrMqi/ZkPAFKBQQoEje8huDoIWSyhsiK07DWnkvbd7+Gcl0abnoZsZVrw/7pRlAB2PEywdRoNJoSuuqZ5hSRc31+8Hgr7f0Fzlyc5rxlNSQbUrzzN9/ix3//Cdxcjuf8/dtYds4ZAMhFa8H3EKlahNDrjhqNZhS0ZmlOESrwUZ0HiTs5gkgCqhdhGAbULcHPdKCUQiaqkZE49uZLMZdvAs9BVDXqEGmNRjM6WrMqjjYyngBvoBflFhCmhbF4JUYsBUB83UZWfeCTI/oLOzbTQ9RoNBqNBoCvP3iABw/0APB0W4acG/D8jc2svOAs/voP/zeiv0xUz+wANRqNRqMpotr3QX+Ya1HmMwhpIGoXgx3FrFsyor9M6TRUGo1GM9vRRsYToDy3rB14DgaJMXprNBrNxFC+dtXXTD+7OwbK2ruGtTUajeZk0JqlOSXk+8uaKt+PjgPTaDRTRWtWZdFGxhMgDBPlDSYeloZVwdFoNJr5gJqAG7/Sbvyak2BpdYyurFvW1mg0mqmgNUtzyojEwSuUtzUajWYKaM2qPNrIeALMRBVetg98H2HZyKj2YtRoNFNHJx3WnAped8FyvvnQQY705jmtKcmNm5orPSSNRjMP0JqlORWIhpUoBDhZiKXDUGmNRqOZIlqzKos2Mp4AIQ2spK4SrdFoppMJJCRm9qywCSH+AvjmBLuv/f/bu/tguer6juPvrwmECgzykE5GGh/CkxhEIaAgNHbo4NjBiFBUWk1bDXQqgmjtH3Xa6UxnmHbGWmmrpQ/OtKlKkSelokLVVgiaRFsniUIkNRFQHjrQShAIJCH59o9ztvfc6+7ds7t37+5Z3q+Znf2dPb+Hc2fuzWfyO7/9nczc3uc4FwOXAqcALwQeAr4CXJ2Z/9VPn883hy5ayGVnvXzUlyFpophZHcYxswYUCxYSS44d9WVImihmVodx5i2zfCyXJM23hNy/f9bXGGUfwKuH2XlEHBARNwLXAecAhwOLgGXA7wCbIuKiYV6DJKkDM2saM0uSxpiZNc0oMsuVjJI075p1h42p8LsLeH+Xuj/qo/8/A1rh9lXgE8BjwOuBPwReBHwmIu7LzO/00b8kqW9m1gxmliSNLTNrhnnPLCcZJWkEGrZXSCv8NmTm5rnsOCJOAq4oD28G3pZTuzFviIgvARsoAvBjwBvmcnxJUndmVsHMkqTxZ2YVRpVZfl1akuZZZrJ//75ZX+Py1LOIWAL8fHm4ZQhDXE6RRXuBD+aMHzwz7wWuKg9XRsSKIVyDJKkDM2saM0uSxpiZNc1IMstJRknSbKr7hGweQv/nl+/rMvPHHep8qlK+cAjXIEmaDGaWJKkpJjKz/Lq0JI1A7mvMMv5W+D0LbJvLjiNiGbCkPFzXqV5mPhYR24AT8KtnkjTvzCwzS5KawswabWa5klGS5l2xIfFsrzHakPg15fvdwIqI+KeI+FFE7ImIRyPiCxFxXp99n1gpb+9S9742bSRJQ2dmlcwsSRp7ZlZpZJnlSkZJmm9ZY0Piscm+/7/DdgKwEYjKucXAKmBVRHwGWJOZe3ro+8WVcrenpT1Uvh8REYsyc3cP40iS+mVmtZhZkjTuzKyWkWWWk4ySNO+yxlPPRp9+EXEQcHx5eCjwIPCXwLfLz84GPkARgu8C9gBrehji8Er5qS51n66UDwMe7WEcSVLfzKySmSVJY8/MKo0ssyZpknHpjh07WL58+aivQ5Km2bFjB8DS1nE+u5M9W2+avdGzOwGOiYh72p3OzK7/2EXEcfS3t8Y3yqeNLWcqJ9YDb87Mxyv11kXEWop9Po4B3hMR12Xm12qOs6hSfrZL3Wc6tGsqM0vSWDKzOjKzzCxJY8bM6mhkmTVJk4y7du/ezdatWzs9NUeSRmUpsKss7wBa4Van3SDOAj7ZR7v3AvdSPOXsWODlwJYZwQdAZj4cEWuAO8qP3g/UDb/91a661K1+fWB/x1rNYWZJGldmVntmlpklafyYWe2NLLMmZpIxM5d0ryVJo5WZbxn1NdSVmfsownpHl3p3RsQOirtsvxQRkZl1vodQXbp/UJe61fON39vKzJLUBGbWNGaWJI0xM2uakWXWxEwySpKmy8y1wNp5Gu57FOF3KMUeID+p0ebJSvngLnVb5xPY2evFSZLGm5klSWoKM6uzFwzagSRJTH1NAeDAmm0eqJSP7lK3df6xzHyu9lVJkvSzzCxJUlM0KrNcyShJaisiXk2xV8hi4O+6LM1fXL7vo97dNYDvV8rHdKm7rE0bSZIAM0uS1ByTnFmuZJQkdfK7wE3A3wDHd6oUEQcAp5WH38vMPXU6z8yHgQfLw7Nm6X9xZfz1dfqWJD3vmFmSpKaY2MxyklGS1Mm6SvnXZ6m3mmJ/EIAbehzj8+X7uRHx4g51frNSvqXH/iVJzw9mliSpKSY2s6Leg2kkSc83EXEY8EPgCIonlJ2dmVtm1DkZuIMi/B4DXpGZdZfxExEnAZuBBcCtwAXl09Za508ANgIvAr6VmWf0/xNJkiaVmSVJaopJzixXMkqS2srMJ4APlIeHAHdFxB9FxFkRsTIirqJYVn84xR4hl8wMvoh4WURk+bqjzRh3A9eUh6uAdRFxYUScGREfBDZQBN9e4PI5/yElSRPBzJIkNcUkZ5aTjBqaiLij9UvfQ5vqH8raGefur5zLiOjpDyEits5o3/XBRxGxKCIer7S5tIfxsstrb0Q8GRHbI+LzEfFbda6pzfVtK/s7tpe2Uh2Z+WngCuA54FDgj4FvAHcCfwAcDDwJvCszv9DnMB8Cbi7Lry/L64GPUQTrbmB1Zv5nn/1LXZlZZpaaz8zS84WZZWap+SY1s5xkVJNdULdiRJwInNjHGKsoZvdb1vTRRycLKe5aHAO8FfhHYHNE/EIPffwJs2wUK82FzPwE8CqKjYl/ADxDsaz/HuAjwPLM/OwA/e/NzIuAi4GvAf9LcUftQWAtcGpmXj/IzyCNATPLzNI8MLOkOWFmmVmaB5OYWT3N5ktjZmVEHFFzX4K39TnG6vL9AeClwOsi4qRy6XFd3wEuafN5AC+kCL/fo/jHZTlwW0SckpnPzdZpRHyI4qlU0tBl5r3AZX20u5/id71O3esB/2OmSWVmmVmaJ2aWNDAzy8zSPJm0zHIlo5ro0fJ9IcUdsDouKt931x0kIo4CfqU8/Aiwqyz3epftqczc3Oa1KTO/mZmfAl4HtJYonwS8e5brWhARfw58tMfrkCTNPzPLzJKkpjCzzCxpIE4yqol+AHy/LF/YrXJEHEdx92of8O89jHMxcEBZ/kr5AlgdEQf20E9XmfkM8Pszxv4ZEbGc4mdo3VnbP5fXIUmac2aWmSVJTWFmmVnSQJxkVFN9rnx/Y0Qc3KVuawn/OqbuztXRWsK/LTO3AzeUx0dS7O0x174O7CnLr5p5styAeTOwsvzoNuDqIVyHJGlumVlmliQ1hZllZkl9c5JRTdV6QtJBwJu61G0t4b+pbucRcTzw2vLwlvL9VoqNWKH93h8Dycz9FBuxAhzWpsppFF9deAq4EjivLEuSxpuZZWZJUlOYWWaW1DcnGdVImbkJuK887Pj0s4hYBpxCsdz9c53qtfEblfJ15ZhPAa1Hx/9yRLy0h/66ioiFFI+RB/ifNlV2AdcAx2XmX2VmzuX4kqThMLPMLElqCjPLzJIG4SSjmqwVZm+OiAM61GndXbsrM/+7TqcREcA7y8N7MnNL5fS15fsLgPf0crE1nENxxxBgY5vzl2fm++r+HJKksWJmSZKawsyS1BcnGdVkraX8h1EERzs9L+EHfhF4WVm+dsa525m6+/XuiJiTv6GIOJLp+378w8w65TJ/SVIzmVmSpKYwsyT1ZeGoL0AawEbgIeBoiqX8/1o9GREvAU6n/yX8SbmEvyUz90bEDcBlwFLg3JnjtnFIRLymzecLgcXAmcClwJLy8y9m5pd6uF5J0vgzsyRJTWFmSeqLk4xqrMzMiLgFeB9wfkRcNuMuVOvu2vrMfLhOnxFxUKXdNzPz/jbVrqUIPyg2Ju4WfiuATXXGB77M1FcIJEkTwsySJDWFmSWpX35dWsM06Ia5dZatt5byLwHOmHGuFWI39jDmW5h64tg/t6uQmeuBH7bqR8RRPfRftZfiKWebgU8C52TmeZn50z77kyT1z8yanZklSePDzJqdmSWNiJOMGqY9rUL5RK86fq5d+1msY2rvjgsr4x1NEYbJVEDWsbpSviYist0LWFbWOZDpT0hr587MjDavAzPzqMw8JTN/OzO/3sN1SpLmlplVMLMkafyZWQUzSxozTjJqmHZWyofUbFOtt7NTpZbM3Af8S3l4QeXUrwIBbMjMh+oMHBGLgTfVu8xp1vTRRpI0XnZWymaWJGmc7ayUzSxJY8M9GTVMP66Uj6ZGmDF152pm+9ncTBFAyyLi5Mz8LlN323p52tmvMfU38VHgW13qfxg4FXhlRJyZmRt6GEuSNF7MLElSU5hZksaSk4wapu9WyiuAe2q0Ob1S3lJznH8DnqDY4+OtEfEIcDbFEv5ewq+1hH83cFVmPjFb5Yg4Evjb8nANYPhJUnOZWZKkpjCzJI0lvy6tYfoqU5sKXxERMVvliFgEvL08/Amwsc4gmbkH+GJ5eD6wClgAfDsza92li4hXAKeVh7d3C77SDUztZ/KOiKj7VQVJ0vgxsyRJTWFmSRpLTjJqaDLzEaY2Az4NuDoi2v7ORcQC4K+BpeVHH8/M53oYrjXOqcB7y3IvTzurbir82ToNMvNxpkL3EOAdPYwnSRojZpYkqSnMLEnjyklGDduVwCOV8qaIuDIizo2I0yPijRHxYYol/q2NfTcAf9rjOLcDu8py605ZrSX85Z2/d5aHu4Bbexj305XyJT20kySNHzNLktQUZpakseOejBqqzHwkIlZS3LVaAZwM/MUsTW4ELsnM3T2O80xE3EbxtDOA/8jMB2o2fwPwkrJ8a2Y+3cPQX6b4ysERwBkR8crM3NpDe0nSmDCzJElNYWZJGkeuZNTQZeZ24LXABcC1wDbgaYp9RJ4E7gb+Hjg7M9+emT/tc6ibK+V+NiKGmkv4W8p9Sq6vfORdNklqMDNLktQUZpakcROZOeprkCRJkiRJktRgrmSUJEmSJEmSNBAnGSVJkiRJkiQNxElGSZIkSZIkSQNxklGSJEmSJEnSQJxklCRJkiRJkjQQJxklSZIkSZIkDcRJRkmSJEmSJEkDcZJRkiRJkiRJ0kCcZJQkSZIkSZI0ECcZJUmSJEmSJA3ESUZJkiRJkiRJA3GSUZIkSZIkSdJAnGSUJEmSJEmSNBAnGSVJkiRJkiQNxElGSZIkSZIkSQNxklGSJEmSJEnSQJxklCRJkiRJkjQQJxklSZIkSZIkDcRJRkmSJEmSJEkD+T+jjRWOrWPFfwAAAABJRU5ErkJggg==\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sc.pl.umap(\n",
" adata_ca1,\n",
" color=dict_score.keys(),\n",
" color_map=\"RdBu_r\",\n",
" vmin=-5,\n",
" vmax=5,\n",
" s=20,\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# `scDRS` test between disease score and cell-level variable\n",
"\n",
"Consistent with the previous observations, SCZ seems to be enriched in dorsal part of CA1.\n",
"\n",
"This is more obvious when we plot the plot average SCZ disease score against dorsal quintile."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df_plot = adata_ca1.obs[[\"Dorsal\", \"SCZ\", \"Height\"]].copy()\n",
"df_plot[\"Dorsal quintile\"] = pd.qcut(df_plot[\"Dorsal\"], 5, labels=np.arange(5))\n",
"\n",
"fig, ax = plt.subplots(figsize=(3.5, 3.5))\n",
"for trait in [\"SCZ\", \"Height\"]:\n",
" sns.lineplot(\n",
" data=df_plot,\n",
" x=\"Dorsal quintile\",\n",
" y=trait,\n",
" label=trait,\n",
" err_style=\"bars\",\n",
" marker=\"o\",\n",
" ax=ax,\n",
" )\n",
"ax.set_xticks(np.arange(5))\n",
"ax.set_xlabel(\"Dorsal quintile\")\n",
"ax.set_ylabel(\"Mean scDRS disease score\")\n",
"fig.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To perform rigorous statistical test which quantify the p-value of the trend (probability that this happens by chance).\n",
"\n",
"We can compare Pearson's correlation of disease score and dorsal score against Pearson's correlation of control scores and dorsal score and derive a p-value.\n",
"\n",
"Indeed, the association between SCZ v.s. Dorsal is highly significant. Apart from assessing the significance of correlation, the control scores can help assess the significance of essentially any statistics. See our paper for more details. "
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"SCZ v.s. Dorsal, Pearson's r=0.43 (p=0.001)\n",
"Height v.s. Dorsal, Pearson's r=0.04 (p=0.37)\n"
]
}
],
"source": [
"spatial_col = \"Dorsal\"\n",
"for trait in [\"SCZ\", \"Height\"]:\n",
" df_score = dict_score[trait].reindex(adata_ca1.obs.index)\n",
" ctrl_cols = [col for col in df_score.columns if col.startswith(\"ctrl_norm_score\")]\n",
" n_ctrl = len(ctrl_cols)\n",
"\n",
" # Pearson's r between trait score and spatial score\n",
" data_r = stats.pearsonr(df_score[\"norm_score\"], adata_ca1.obs[spatial_col])[0]\n",
"\n",
" # Regression: control score ~ spatial score\n",
" ctrl_r = np.zeros(len(ctrl_cols))\n",
" for ctrl_i, ctrl_col in enumerate(ctrl_cols):\n",
" ctrl_r[ctrl_i] = stats.pearsonr(df_score[ctrl_col], adata_ca1.obs[spatial_col])[\n",
" 0\n",
" ]\n",
" pval = (np.sum(data_r <= ctrl_r) + 1) / (n_ctrl + 1)\n",
"\n",
" print(f\"{trait} v.s. {spatial_col}, Pearson's r={data_r:.2g} (p={pval:.2g})\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Using `scDRS` within python\n",
"If you prefer to use scDRS within python or would like to know about the details, here we provide python codes to (1) calculate scDRS scores (2) perform group-level analyses achieving the same functionality as above via cli."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Preparing data"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"# scdrs.util.load_h5ad is a simple wrapper to read h5ad files \n",
"# with basic data filtering\n",
"adata = scdrs.util.load_h5ad(\n",
" h5ad_file=\"data/expr.h5ad\", flag_filter_data=True, flag_raw_count=True\n",
")\n",
"\n",
"# load geneset, convert homologs and overlap gene names to adata.var_names \n",
"dict_gs = scdrs.util.load_gs(\n",
" \"data/processed_geneset.gs\",\n",
" src_species=\"mouse\",\n",
" dst_species=\"mouse\",\n",
" to_intersect=adata.var_names,\n",
")\n",
"\n",
"# load covariates\n",
"df_cov = pd.read_csv(\"data/cov.tsv\", sep=\"\\t\", index_col=0)\n",
"\n",
"# preprocess data to \n",
"# (1) regress out from covariates \n",
"# (2) group genes into bins by mean and variance\n",
"scdrs.preprocess(adata, cov=df_cov, n_mean_bin=20, n_var_bin=20, copy=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Computing scDRS scores"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Computing control scores: 100%|██████████| 1000/1000 [00:38<00:00, 25.70it/s]\n",
"Computing control scores: 100%|██████████| 1000/1000 [00:12<00:00, 77.20it/s]\n",
"Computing control scores: 100%|██████████| 1000/1000 [00:32<00:00, 30.69it/s]\n"
]
}
],
"source": [
"dict_df_score = dict()\n",
"for trait in dict_gs:\n",
" gene_list, gene_weights = dict_gs[trait]\n",
" dict_df_score[trait] = scdrs.score_cell(\n",
" data=adata,\n",
" gene_list=gene_list,\n",
" gene_weight=gene_weights,\n",
" ctrl_match_key=\"mean_var\",\n",
" n_ctrl=1000,\n",
" weight_opt=\"vs\",\n",
" return_ctrl_raw_score=False,\n",
" return_ctrl_norm_score=True,\n",
" verbose=False,\n",
" )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Downstream analyses for SCZ\n",
"We can validate that these statistics are identical as calculated via cli."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"