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September 8, 2019 23:17
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Perturb-seq preprocessing and visualization using Scanpy
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Perturb-seq preprocessing and visualization with Scanpy" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import pandas as pd\n", | |
"import scanpy as sc\n", | |
"import scipy.sparse as sp\n", | |
"import numpy as np\n", | |
"import seaborn as sns\n", | |
"import matplotlib.pyplot as plt" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"sc.set_figure_params(dpi=100)\n", | |
"sc.settings.verbosity = 3" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Download raw counts from GEO" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"mkdir: cannot create directory ‘geo’: File exists\n", | |
"--2019-09-08 18:47:36-- https://www.ncbi.nlm.nih.gov/geo/download/?acc=GSE90063&format=file\n", | |
"Resolving www.ncbi.nlm.nih.gov (www.ncbi.nlm.nih.gov)... 130.14.29.110, 2607:f220:41e:4290::110\n", | |
"Connecting to www.ncbi.nlm.nih.gov (www.ncbi.nlm.nih.gov)|130.14.29.110|:443... connected.\n", | |
"HTTP request sent, awaiting response... 200 OK\n", | |
"Length: 1503672320 (1.4G) [application/x-tar]\n", | |
"Saving to: ‘STDOUT’\n", | |
"\n", | |
"- 100%[===================>] 1.40G 10.0MB/s in 5m 41s \n", | |
"\n", | |
"2019-09-08 18:53:17 (4.21 MB/s) - written to stdout [1503672320/1503672320]\n", | |
"\n" | |
] | |
} | |
], | |
"source": [ | |
"!mkdir geo\n", | |
"!wget 'https://www.ncbi.nlm.nih.gov/geo/download/?acc=GSE90063&format=file' -O- | tar x -C geo" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Read 0 hr DC" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"CPU times: user 1min 48s, sys: 3.05 s, total: 1min 51s\n", | |
"Wall time: 1min 51s\n" | |
] | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"AnnData object with n_obs × n_vars = 33063 × 17515 " | |
] | |
}, | |
"execution_count": 3, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"%%time\n", | |
"\n", | |
"adata = sc.read_mtx('geo/GSM2396857_dc_0hr.mtx.txt.gz').T\n", | |
"adata" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"CPU times: user 24.2 ms, sys: 12.2 ms, total: 36.4 ms\n", | |
"Wall time: 41.3 ms\n" | |
] | |
}, | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
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" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>Barcode</th>\n", | |
" <th>stim</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>AAACATACTGCGTA_dc0h_E8</td>\n", | |
" <td>0h</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>AAACATTGGGTAGG_dc0h_E8</td>\n", | |
" <td>0h</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>AAACATTGTTACCT_dc0h_E8</td>\n", | |
" <td>0h</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>AAACATTGTTGCTT_dc0h_E8</td>\n", | |
" <td>0h</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>AAACCGTGGGTTCA_dc0h_E8</td>\n", | |
" <td>0h</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" Barcode stim\n", | |
"0 AAACATACTGCGTA_dc0h_E8 0h\n", | |
"1 AAACATTGGGTAGG_dc0h_E8 0h\n", | |
"2 AAACATTGTTACCT_dc0h_E8 0h\n", | |
"3 AAACATTGTTGCTT_dc0h_E8 0h\n", | |
"4 AAACCGTGGGTTCA_dc0h_E8 0h" | |
] | |
}, | |
"execution_count": 4, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"%%time\n", | |
"\n", | |
"barcodes = pd.read_csv('geo/GSM2396857_dc_0hr_cellnames.csv.gz', index_col=0, names=['Barcode'], header=None, skiprows=1)\n", | |
"barcodes['stim'] = '0h'\n", | |
"barcodes.head()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"CPU times: user 31 ms, sys: 4.12 ms, total: 35.1 ms\n", | |
"Wall time: 35.3 ms\n" | |
] | |
}, | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
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" vertical-align: middle;\n", | |
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"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>Symbol</th>\n", | |
" <th>ID</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>Mrpl15</td>\n", | |
" <td>ENSMUSG00000033845</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>Lypla1</td>\n", | |
" <td>ENSMUSG00000025903</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>Gm37988</td>\n", | |
" <td>ENSMUSG00000104217</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>Tcea1</td>\n", | |
" <td>ENSMUSG00000033813</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>Atp6v1h</td>\n", | |
" <td>ENSMUSG00000033793</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" Symbol ID\n", | |
"0 Mrpl15 ENSMUSG00000033845\n", | |
"1 Lypla1 ENSMUSG00000025903\n", | |
"2 Gm37988 ENSMUSG00000104217\n", | |
"3 Tcea1 ENSMUSG00000033813\n", | |
"4 Atp6v1h ENSMUSG00000033793" | |
] | |
}, | |
"execution_count": 5, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"%%time\n", | |
"\n", | |
"genes = pd.read_csv('geo/GSM2396857_dc_0hr_genenames.csv.gz', index_col=0)\n", | |
"genes['Symbol'] = [x.split('_')[1] for x in genes.loc[:, '0']]\n", | |
"genes['ID'] = [x.split('_')[0] for x in genes.loc[:, '0']]\n", | |
"del genes['0']\n", | |
"genes.head()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"((33063, 2), (17515, 2), (33063, 17515))" | |
] | |
}, | |
"execution_count": 6, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"barcodes.shape, genes.shape, adata.shape" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"adata.var.index = genes.Symbol.values\n", | |
"adata.var['ID'] = genes.ID.values\n", | |
"adata.obs.index = barcodes.Barcode.values\n", | |
"adata.obs['stim'] = barcodes.stim.values" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
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"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>stim</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>AAACATACTGCGTA_dc0h_E8</th>\n", | |
" <td>0h</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>AAACATTGGGTAGG_dc0h_E8</th>\n", | |
" <td>0h</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>AAACATTGTTACCT_dc0h_E8</th>\n", | |
" <td>0h</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>AAACATTGTTGCTT_dc0h_E8</th>\n", | |
" <td>0h</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>AAACCGTGGGTTCA_dc0h_E8</th>\n", | |
" <td>0h</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" stim\n", | |
"AAACATACTGCGTA_dc0h_E8 0h\n", | |
"AAACATTGGGTAGG_dc0h_E8 0h\n", | |
"AAACATTGTTACCT_dc0h_E8 0h\n", | |
"AAACATTGTTGCTT_dc0h_E8 0h\n", | |
"AAACCGTGGGTTCA_dc0h_E8 0h" | |
] | |
}, | |
"execution_count": 8, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"adata.obs.head()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"CPU times: user 13 ms, sys: 4.04 ms, total: 17.1 ms\n", | |
"Wall time: 16.3 ms\n" | |
] | |
}, | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
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"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>pGene</th>\n", | |
" <th>barcodes</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>m_Egr1_4</td>\n", | |
" <td>ATTACCACCGAGTT_dc0h_G9, AGAACGCTCATTTC_dc0h_G9...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>m_Irf1_4</td>\n", | |
" <td>CCTATAACGGGAGT_dc0h_G9, AGGTGGGAAGTCAC_dc0h_G9...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>m_Irf1_2</td>\n", | |
" <td>CATAAATGTTCTCA_dc0h_G9, AGCGGGCTTTCCGC_dc0h_G9...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>m_Irf1_1</td>\n", | |
" <td>GGTACTGACACTCC_dc0h_G9, CAGCCTTGTCTATC_dc0h_G9...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>m_Hif1a_3</td>\n", | |
" <td>CATGCGCTGTCTGA_dc0h_G9, ATAGCTCTTCGATG_dc0h_G9...</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" pGene barcodes\n", | |
"0 m_Egr1_4 ATTACCACCGAGTT_dc0h_G9, AGAACGCTCATTTC_dc0h_G9...\n", | |
"1 m_Irf1_4 CCTATAACGGGAGT_dc0h_G9, AGGTGGGAAGTCAC_dc0h_G9...\n", | |
"2 m_Irf1_2 CATAAATGTTCTCA_dc0h_G9, AGCGGGCTTTCCGC_dc0h_G9...\n", | |
"3 m_Irf1_1 GGTACTGACACTCC_dc0h_G9, CAGCCTTGTCTATC_dc0h_G9...\n", | |
"4 m_Hif1a_3 CATGCGCTGTCTGA_dc0h_G9, ATAGCTCTTCGATG_dc0h_G9..." | |
] | |
}, | |
"execution_count": 9, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"%%time\n", | |
"\n", | |
"perturbations = pd.read_csv('geo/GSM2396857_dc_0hr_cbc_gbc_dict.csv.gz', header=None, names=['pGene', 'barcodes'])\n", | |
"perturb_set = set(perturbations.pGene)\n", | |
"perturbations.head()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"['m_Ahr_1',\n", | |
" 'm_Ahr_3',\n", | |
" 'm_Atf3_1',\n", | |
" 'm_Atf3_2',\n", | |
" 'm_Cebpb_1',\n", | |
" 'm_Cebpb_3',\n", | |
" 'm_Ctcf_1',\n", | |
" 'm_Ctcf_2',\n", | |
" 'm_E2f1_3',\n", | |
" 'm_E2f1_4',\n", | |
" 'm_E2f4_2',\n", | |
" 'm_E2f4_3',\n", | |
" 'm_E2f4_4',\n", | |
" 'm_Egr1_3',\n", | |
" 'm_Egr1_4',\n", | |
" 'm_Egr2_2',\n", | |
" 'm_Egr2_4',\n", | |
" 'm_Ets2_3',\n", | |
" 'm_Ets2_4',\n", | |
" 'm_Hif1a_1',\n", | |
" 'm_Hif1a_3',\n", | |
" 'm_Hif1a_4',\n", | |
" 'm_Irf1_1',\n", | |
" 'm_Irf1_2',\n", | |
" 'm_Irf1_4',\n", | |
" 'm_Irf2_1',\n", | |
" 'm_Irf2_2',\n", | |
" 'm_Irf2_3',\n", | |
" 'm_Irf2_4',\n", | |
" 'm_Irf4_2',\n", | |
" 'm_Irf4_3',\n", | |
" 'm_Irf4_4',\n", | |
" 'm_Junb_4',\n", | |
" 'm_Maff_1',\n", | |
" 'm_Maff_4',\n", | |
" 'm_MouseNTC_100_A_67005',\n", | |
" 'm_Nfkb1_2',\n", | |
" 'm_Nfkb1_3',\n", | |
" 'm_Nfkb1_4',\n", | |
" 'm_Rel_1',\n", | |
" 'm_Rel_2',\n", | |
" 'm_Rel_3',\n", | |
" 'm_Rela_1',\n", | |
" 'm_Rela_2',\n", | |
" 'm_Rela_3',\n", | |
" 'm_Relb_1',\n", | |
" 'm_Runx1_2',\n", | |
" 'm_Runx1_4',\n", | |
" 'm_Spi1_2',\n", | |
" 'm_Spi1_3',\n", | |
" 'm_Spi1_4',\n", | |
" 'm_Stat1_1',\n", | |
" 'm_Stat1_2',\n", | |
" 'm_Stat1_3',\n", | |
" 'm_Stat2_2',\n", | |
" 'm_Stat2_3',\n", | |
" 'm_Stat2_4',\n", | |
" 'm_Stat3_3']" | |
] | |
}, | |
"execution_count": 10, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"perturb_set = sorted(list(perturb_set))\n", | |
"perturb_set" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"perturb_dict = {}\n", | |
"perturb_dict_concat = {}\n", | |
"\n", | |
"for i in range(len(perturbations)):\n", | |
" p_gene = perturbations.iloc[i, 0]\n", | |
" cells = perturbations.iloc[i, 1].split(', ')\n", | |
" for cell in cells:\n", | |
" perturb_dict.setdefault(cell, list()).append(p_gene)\n", | |
" \n", | |
"for k, v in perturb_dict.items():\n", | |
" perturb_dict_concat[k] = ' '.join(sorted(v))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"{'ATTACCACCGAGTT_dc0h_G9': ['m_Egr1_4', 'm_Nfkb1_4'],\n", | |
" 'AGAACGCTCATTTC_dc0h_G9': ['m_Egr1_4', 'm_Stat1_2', 'm_Stat2_4'],\n", | |
" 'TTAGTCTGTCCGAA_dc0h_G9': ['m_Egr1_4'],\n", | |
" 'ATTGAATGTGTGGT_dc0h_G9': ['m_Egr1_4'],\n", | |
" 'CTTTAGACGGTAAA_dc0h_G9': ['m_Egr1_4'],\n", | |
" 'ACCAGTGACCTCGT_dc0h_G9': ['m_Egr1_4'],\n", | |
" 'TCAGCGCTGGTCTA_dc0h_G9': ['m_Egr1_4'],\n", | |
" 'AAAGATCTAAGAAC_dc0h_G9': ['m_Egr1_4'],\n", | |
" 'GACCCTACATCGAC_dc0h_G9': ['m_Egr1_4'],\n", | |
" 'CTTGATTGCCTGAA_dc0h_G9': ['m_Egr1_4'],\n", | |
" 'CTCTAAACAAAAGC_dc0h_G9': ['m_Egr1_4'],\n", | |
" 'TGACTTTGATGCCA_dc0h_G9': ['m_Egr1_4', 'm_Stat1_2', 'm_Nfkb1_2'],\n", | |
" 'CGGCGAACACGTAC_dc0h_G9': ['m_Egr1_4'],\n", | |
" 'CACTAGGACCTCCA_dc0h_G9': ['m_Egr1_4', 'm_Rel_1'],\n", | |
" 'CGTCAAGAGCTATG_dc0h_G9': ['m_Egr1_4'],\n", | |
" 'GTACTTTGGAGGGT_dc0h_G9': ['m_Egr1_4'],\n", | |
" 'TGCCACTGTTGTCT_dc0h_G9': ['m_Egr1_4'],\n", | |
" 'CTTCATGAAGTCGT_dc0h_G9': ['m_Egr1_4'],\n", | |
" 'ATTGAATGCCTGAA_dc0h_G9': ['m_Egr1_4'],\n", | |
" 'GATATAACAGATGA_dc0h_G9': ['m_Egr1_4'],\n", | |
" 'ATCTGGGATGTCTT_dc0h_G9': ['m_Egr1_4', 'm_Stat1_2'],\n", | |
" 'TAGCCCTGTAGACC_dc0h_G9': ['m_Egr1_4', 'm_E2f1_3'],\n", | |
" 'GGACCCGATTCTGT_dc0h_G9': ['m_Egr1_4', 'm_Stat1_2'],\n", | |
" 'TCTACAACTAGACC_dc0h_H9': ['m_Egr1_4', 'm_Stat1_2', 'm_Stat3_3'],\n", | |
" 'GGATGTTGCTGATG_dc0h_H9': ['m_Egr1_4', 'm_Rela_2'],\n", | |
" 'GTAGACTGCTCGCT_dc0h_H9': ['m_Egr1_4', 'm_Rela_3'],\n", | |
" 'GCCAAAACGGTAAA_dc0h_H9': ['m_Egr1_4', 'm_Stat1_2'],\n", | |
" 'CTCCTACTCTTCGC_dc0h_H9': ['m_Egr1_4', 'm_MouseNTC_100_A_67005'],\n", | |
" 'AACATATGAAACGA_dc0h_H9': ['m_Egr1_4', 'm_Nfkb1_2'],\n", | |
" 'ACGGAGGAGTCACA_dc0h_H9': ['m_Egr1_4']}" | |
] | |
}, | |
"execution_count": 12, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"{k: v for k, v in list(perturb_dict.items())[:30]}" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"8" | |
] | |
}, | |
"execution_count": 13, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"np.array([len(x) for x in perturb_dict.values()]).max()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"[]" | |
] | |
}, | |
"execution_count": 14, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 400x400 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"image/png": { | |
"height": 354, | |
"width": 377 | |
}, | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.hist([len(x) for x in perturb_dict.values()], bins=40);\n", | |
"plt.semilogy()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 15, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
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" }\n", | |
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"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>0</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>ATTACCACCGAGTT_dc0h_G9</th>\n", | |
" <td>m_Egr1_4 m_Nfkb1_4</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>AGAACGCTCATTTC_dc0h_G9</th>\n", | |
" <td>m_Egr1_4 m_Stat1_2 m_Stat2_4</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>TTAGTCTGTCCGAA_dc0h_G9</th>\n", | |
" <td>m_Egr1_4</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>ATTGAATGTGTGGT_dc0h_G9</th>\n", | |
" <td>m_Egr1_4</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>CTTTAGACGGTAAA_dc0h_G9</th>\n", | |
" <td>m_Egr1_4</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" 0\n", | |
"ATTACCACCGAGTT_dc0h_G9 m_Egr1_4 m_Nfkb1_4\n", | |
"AGAACGCTCATTTC_dc0h_G9 m_Egr1_4 m_Stat1_2 m_Stat2_4\n", | |
"TTAGTCTGTCCGAA_dc0h_G9 m_Egr1_4\n", | |
"ATTGAATGTGTGGT_dc0h_G9 m_Egr1_4\n", | |
"CTTTAGACGGTAAA_dc0h_G9 m_Egr1_4" | |
] | |
}, | |
"execution_count": 15, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"perturb_df = pd.DataFrame(perturb_dict_concat.values(), perturb_dict_concat.keys())\n", | |
"perturb_df.head()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 16, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>stim</th>\n", | |
" <th>perturbation</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>AAACATACTGCGTA_dc0h_E8</th>\n", | |
" <td>0h</td>\n", | |
" <td>None</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>AAACATTGGGTAGG_dc0h_E8</th>\n", | |
" <td>0h</td>\n", | |
" <td>None</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>AAACATTGTTACCT_dc0h_E8</th>\n", | |
" <td>0h</td>\n", | |
" <td>m_E2f1_4</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>AAACATTGTTGCTT_dc0h_E8</th>\n", | |
" <td>0h</td>\n", | |
" <td>m_Nfkb1_4 m_Stat1_2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>AAACCGTGGGTTCA_dc0h_E8</th>\n", | |
" <td>0h</td>\n", | |
" <td>m_Maff_1</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" stim perturbation\n", | |
"AAACATACTGCGTA_dc0h_E8 0h None\n", | |
"AAACATTGGGTAGG_dc0h_E8 0h None\n", | |
"AAACATTGTTACCT_dc0h_E8 0h m_E2f1_4\n", | |
"AAACATTGTTGCTT_dc0h_E8 0h m_Nfkb1_4 m_Stat1_2\n", | |
"AAACCGTGGGTTCA_dc0h_E8 0h m_Maff_1" | |
] | |
}, | |
"execution_count": 16, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"adata.obs['perturbation'] = 'None'\n", | |
"adata.obs['perturbation'] = perturb_df[0]\n", | |
"adata.obs['perturbation'].fillna('None', inplace=True)\n", | |
"adata.obs.head()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 17, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"... storing 'stim' as categorical\n", | |
"... storing 'perturbation' as categorical\n" | |
] | |
} | |
], | |
"source": [ | |
"adata.var_names_make_unique()\n", | |
"adata.write('geo/perturb-seq-0hr.h5ad')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Read 3 hr DC" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 18, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"CPU times: user 2min 5s, sys: 3.3 s, total: 2min 8s\n", | |
"Wall time: 2min 8s\n" | |
] | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"AnnData object with n_obs × n_vars = 32777 × 17775 " | |
] | |
}, | |
"execution_count": 18, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"%%time\n", | |
"\n", | |
"adata = sc.read_mtx('geo/GSM2396856_dc_3hr.mtx.txt.gz').T\n", | |
"adata" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 19, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>Barcode</th>\n", | |
" <th>stim</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>AAACATACACGTAC_dc3hLPS_A8</td>\n", | |
" <td>3hLPS</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>AAACATACATGTCG_dc3hLPS_A8</td>\n", | |
" <td>3hLPS</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>AAACATACCAACTG_dc3hLPS_A8</td>\n", | |
" <td>3hLPS</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>AAACATACTCCTTA_dc3hLPS_A8</td>\n", | |
" <td>3hLPS</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>AAACATACTCTCCG_dc3hLPS_A8</td>\n", | |
" <td>3hLPS</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" Barcode stim\n", | |
"0 AAACATACACGTAC_dc3hLPS_A8 3hLPS\n", | |
"1 AAACATACATGTCG_dc3hLPS_A8 3hLPS\n", | |
"2 AAACATACCAACTG_dc3hLPS_A8 3hLPS\n", | |
"3 AAACATACTCCTTA_dc3hLPS_A8 3hLPS\n", | |
"4 AAACATACTCTCCG_dc3hLPS_A8 3hLPS" | |
] | |
}, | |
"execution_count": 19, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"barcodes = pd.read_csv('geo/GSM2396856_dc_3hr_cellnames.csv.gz', index_col=0, names=['Barcode'], header=None, skiprows=1)\n", | |
"barcodes['stim'] = '3hLPS'\n", | |
"barcodes.head()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 20, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>Symbol</th>\n", | |
" <th>ID</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>Mrpl15</td>\n", | |
" <td>ENSMUSG00000033845</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>Lypla1</td>\n", | |
" <td>ENSMUSG00000025903</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>Tcea1</td>\n", | |
" <td>ENSMUSG00000033813</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>Rgs20</td>\n", | |
" <td>ENSMUSG00000002459</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>Atp6v1h</td>\n", | |
" <td>ENSMUSG00000033793</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" Symbol ID\n", | |
"0 Mrpl15 ENSMUSG00000033845\n", | |
"1 Lypla1 ENSMUSG00000025903\n", | |
"2 Tcea1 ENSMUSG00000033813\n", | |
"3 Rgs20 ENSMUSG00000002459\n", | |
"4 Atp6v1h ENSMUSG00000033793" | |
] | |
}, | |
"execution_count": 20, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"genes = pd.read_csv('geo/GSM2396856_dc_3hr_genenames.csv.gz', index_col=0)\n", | |
"genes['Symbol'] = [x.split('_')[1] for x in genes.loc[:, '0']]\n", | |
"genes['ID'] = [x.split('_')[0] for x in genes.loc[:, '0']]\n", | |
"del genes['0']\n", | |
"genes.head()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 21, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"((32777, 2), (17775, 2), (32777, 17775))" | |
] | |
}, | |
"execution_count": 21, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"barcodes.shape, genes.shape, adata.shape" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 22, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"adata.var.index = genes.Symbol.values\n", | |
"adata.var['ID'] = genes.ID.values\n", | |
"adata.obs.index = barcodes.Barcode.values\n", | |
"adata.obs['stim'] = barcodes.stim.values" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 23, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"{'dc3hLPS'}" | |
] | |
}, | |
"execution_count": 23, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"set([x.split('_')[1] for x in adata.obs.index])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 24, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>stim</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>AAACATACACGTAC_dc3hLPS_A8</th>\n", | |
" <td>3hLPS</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>AAACATACATGTCG_dc3hLPS_A8</th>\n", | |
" <td>3hLPS</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>AAACATACCAACTG_dc3hLPS_A8</th>\n", | |
" <td>3hLPS</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>AAACATACTCCTTA_dc3hLPS_A8</th>\n", | |
" <td>3hLPS</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>AAACATACTCTCCG_dc3hLPS_A8</th>\n", | |
" <td>3hLPS</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" stim\n", | |
"AAACATACACGTAC_dc3hLPS_A8 3hLPS\n", | |
"AAACATACATGTCG_dc3hLPS_A8 3hLPS\n", | |
"AAACATACCAACTG_dc3hLPS_A8 3hLPS\n", | |
"AAACATACTCCTTA_dc3hLPS_A8 3hLPS\n", | |
"AAACATACTCTCCG_dc3hLPS_A8 3hLPS" | |
] | |
}, | |
"execution_count": 24, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"adata.obs.head()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 25, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>pGene</th>\n", | |
" <th>barcodes</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>m_Egr1_4</td>\n", | |
" <td>GTACTACTCGTAGT_dc3hLPS_D8, CGCGATCTCCGATA_dc3h...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>m_Irf1_4</td>\n", | |
" <td>TAAGCGTGACTCTT_dc3hLPS_D8, TGACGCCTTGGTTG_dc3h...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>m_Irf1_2</td>\n", | |
" <td>CGTCAAGACAGATC_dc3hLPS_D8, GTGATCGATATTCC_dc3h...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>m_Irf1_1</td>\n", | |
" <td>CCAAGTGAACGTTG_dc3hLPS_D8, TCAAGTCTGAATGA_dc3h...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>m_Hif1a_3</td>\n", | |
" <td>ACAGTCGATTTGTC_dc3hLPS_D8, TCGACGCTTGATGC_dc3h...</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" pGene barcodes\n", | |
"0 m_Egr1_4 GTACTACTCGTAGT_dc3hLPS_D8, CGCGATCTCCGATA_dc3h...\n", | |
"1 m_Irf1_4 TAAGCGTGACTCTT_dc3hLPS_D8, TGACGCCTTGGTTG_dc3h...\n", | |
"2 m_Irf1_2 CGTCAAGACAGATC_dc3hLPS_D8, GTGATCGATATTCC_dc3h...\n", | |
"3 m_Irf1_1 CCAAGTGAACGTTG_dc3hLPS_D8, TCAAGTCTGAATGA_dc3h...\n", | |
"4 m_Hif1a_3 ACAGTCGATTTGTC_dc3hLPS_D8, TCGACGCTTGATGC_dc3h..." | |
] | |
}, | |
"execution_count": 25, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"perturbations = pd.read_csv('geo/GSM2396856_dc_3hr_cbc_gbc_dict_strict.csv.gz', header=None, names=['pGene', 'barcodes'])\n", | |
"perturb_set = set(perturbations.pGene)\n", | |
"perturbations.head()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 26, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"['m_Ahr_1',\n", | |
" 'm_Ahr_3',\n", | |
" 'm_Atf3_1',\n", | |
" 'm_Atf3_2',\n", | |
" 'm_Cebpb_1',\n", | |
" 'm_Cebpb_3',\n", | |
" 'm_Ctcf_1',\n", | |
" 'm_Ctcf_2',\n", | |
" 'm_E2f1_3',\n", | |
" 'm_E2f1_4',\n", | |
" 'm_E2f4_2',\n", | |
" 'm_E2f4_3',\n", | |
" 'm_E2f4_4',\n", | |
" 'm_Egr1_4',\n", | |
" 'm_Egr2_2',\n", | |
" 'm_Egr2_4',\n", | |
" 'm_Ets2_3',\n", | |
" 'm_Ets2_4',\n", | |
" 'm_Hif1a_1',\n", | |
" 'm_Hif1a_3',\n", | |
" 'm_Hif1a_4',\n", | |
" 'm_Irf1_1',\n", | |
" 'm_Irf1_2',\n", | |
" 'm_Irf1_4',\n", | |
" 'm_Irf2_1',\n", | |
" 'm_Irf2_2',\n", | |
" 'm_Irf2_3',\n", | |
" 'm_Irf2_4',\n", | |
" 'm_Irf4_2',\n", | |
" 'm_Irf4_3',\n", | |
" 'm_Irf4_4',\n", | |
" 'm_Junb_4',\n", | |
" 'm_Maff_1',\n", | |
" 'm_Maff_4',\n", | |
" 'm_MouseNTC_100_A_67005',\n", | |
" 'm_Nfkb1_2',\n", | |
" 'm_Nfkb1_3',\n", | |
" 'm_Nfkb1_4',\n", | |
" 'm_Rel_1',\n", | |
" 'm_Rel_2',\n", | |
" 'm_Rel_3',\n", | |
" 'm_Rela_1',\n", | |
" 'm_Rela_2',\n", | |
" 'm_Rela_3',\n", | |
" 'm_Relb_1',\n", | |
" 'm_Runx1_2',\n", | |
" 'm_Runx1_4',\n", | |
" 'm_Spi1_2',\n", | |
" 'm_Spi1_3',\n", | |
" 'm_Spi1_4',\n", | |
" 'm_Stat1_1',\n", | |
" 'm_Stat1_2',\n", | |
" 'm_Stat1_3',\n", | |
" 'm_Stat2_2',\n", | |
" 'm_Stat2_3',\n", | |
" 'm_Stat2_4',\n", | |
" 'm_Stat3_3']" | |
] | |
}, | |
"execution_count": 26, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"perturb_set = sorted(list(perturb_set))\n", | |
"perturb_set" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 27, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"perturb_dict = {}\n", | |
"perturb_dict_concat = {}\n", | |
"\n", | |
"for i in range(len(perturbations)):\n", | |
" p_gene = perturbations.iloc[i, 0]\n", | |
" cells = perturbations.iloc[i, 1].split(', ')\n", | |
" for cell in cells:\n", | |
" perturb_dict.setdefault(cell, list()).append(p_gene)\n", | |
" \n", | |
"for k, v in perturb_dict.items():\n", | |
" perturb_dict_concat[k] = ' '.join(sorted(v))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 28, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"{'GTACTACTCGTAGT_dc3hLPS_D8': ['m_Egr1_4'],\n", | |
" 'CGCGATCTCCGATA_dc3hLPS_D8': ['m_Egr1_4', 'm_Stat2_3', 'm_Nfkb1_4'],\n", | |
" 'TCACCTCTTAACGC_dc3hLPS_D8': ['m_Egr1_4'],\n", | |
" 'CACCGTACGGTCAT_dc3hLPS_D8': ['m_Egr1_4', 'm_Hif1a_1'],\n", | |
" 'CATGAGACAGTGCT_dc3hLPS_D8': ['m_Egr1_4'],\n", | |
" 'CACTTATGTCTCTA_dc3hLPS_D8': ['m_Egr1_4', 'm_Rel_3'],\n", | |
" 'AGGTCATGCATTCT_dc3hLPS_D8': ['m_Egr1_4'],\n", | |
" 'ATCGTTTGCCCTCA_dc3hLPS_D8': ['m_Egr1_4'],\n", | |
" 'TGGTACGATGCCAA_dc3hLPS_D8': ['m_Egr1_4',\n", | |
" 'm_Ctcf_2',\n", | |
" 'm_Ets2_4',\n", | |
" 'm_Spi1_4',\n", | |
" 'm_Rela_3'],\n", | |
" 'CAGCTCTGACTAGC_dc3hLPS_D8': ['m_Egr1_4'],\n", | |
" 'TCAGGATGATGTCG_dc3hLPS_D8': ['m_Egr1_4',\n", | |
" 'm_Rel_3',\n", | |
" 'm_Stat1_2',\n", | |
" 'm_Stat3_3',\n", | |
" 'm_Irf4_2'],\n", | |
" 'GGTCAAACTGGTCA_dc3hLPS_D8': ['m_Egr1_4', 'm_Runx1_2'],\n", | |
" 'AGCCGGACTCCAGA_dc3hLPS_D8': ['m_Egr1_4'],\n", | |
" 'AAGTAACTACACAC_dc3hLPS_D8': ['m_Egr1_4'],\n", | |
" 'TTATCCGAAACCAC_dc3hLPS_D8': ['m_Egr1_4'],\n", | |
" 'GATATAACCACACA_dc3hLPS_D8': ['m_Egr1_4', 'm_Nfkb1_2'],\n", | |
" 'GTACGAACTTGTGG_dc3hLPS_B9': ['m_Egr1_4',\n", | |
" 'm_Hif1a_3',\n", | |
" 'm_Stat1_1',\n", | |
" 'm_Stat2_3'],\n", | |
" 'ATGCAGACACCTAG_dc3hLPS_B9': ['m_Egr1_4'],\n", | |
" 'CACCGGGATGAGCT_dc3hLPS_B9': ['m_Egr1_4', 'm_Stat2_3'],\n", | |
" 'CAGTCAGATCTTTG_dc3hLPS_B9': ['m_Egr1_4',\n", | |
" 'm_Rel_3',\n", | |
" 'm_Stat1_2',\n", | |
" 'm_Stat3_3'],\n", | |
" 'ATTTCGTGAACCTG_dc3hLPS_B9': ['m_Egr1_4', 'm_Rel_3', 'm_Rel_2'],\n", | |
" 'AATCGGTGATGACC_dc3hLPS_B9': ['m_Egr1_4'],\n", | |
" 'CTTAAAGAGAGGTG_dc3hLPS_B9': ['m_Egr1_4', 'm_Stat3_3'],\n", | |
" 'AAATCCCTGAGCTT_dc3hLPS_B9': ['m_Egr1_4', 'm_Stat1_2'],\n", | |
" 'CCTGGACTACCCTC_dc3hLPS_B9': ['m_Egr1_4', 'm_Maff_4', 'm_Nfkb1_3'],\n", | |
" 'GCTGATGATTTCGT_dc3hLPS_B9': ['m_Egr1_4'],\n", | |
" 'TCATTGACCTACGA_dc3hLPS_B9': ['m_Egr1_4', 'm_Rel_2'],\n", | |
" 'GAGCGAGACGTAAC_dc3hLPS_B9': ['m_Egr1_4', 'm_Junb_4', 'm_Ahr_3'],\n", | |
" 'TACTCAACTCCGAA_dc3hLPS_B9': ['m_Egr1_4'],\n", | |
" 'CCATCGTGCTTCGC_dc3hLPS_B9': ['m_Egr1_4']}" | |
] | |
}, | |
"execution_count": 28, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"{k: v for k, v in list(perturb_dict.items())[:30]}" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 29, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"8" | |
] | |
}, | |
"execution_count": 29, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"np.array([len(x) for x in perturb_dict.values()]).max()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 30, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"[]" | |
] | |
}, | |
"execution_count": 30, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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R9hWttSNrHdBauyrJl0d2Pa2q7jbpjVprh1trtw1/DrbW/n1r7ReS/Pywy99L8osbrB8AADZkWYL8M8faH1jnce8f2d6V5CmbLaC19ntJ/sOw+arNngcAANZjWYL8T45sH2ytXbvO4z451n78Fus4uuzk/avq3ls8FwAArKr7IF9V5+X4L7l+bgOHf3as/dAtljPvVYAAADhJdB/kk+wba391A8cezPFPZB0/10YdXdLyvyX59hbPBQAAq1qGEeT7jbW/tt4DW2utqr6ewUOdkmTvSv2q6mGttb9Y61xV9UsZPGAqSd6/kbXkq2rF9x1x7tGNw4cP5/Dhw2v1nZqzd23+33mzqnFeJl2b3WecsuL2sl8XFs+RI0dW3IZZch+yCGZ9H87i7/xahGcXVdV1Sc4fNq9vrV2wgWNfluSfjux6RWvtrRs4/gtJfmxk1xmttdvH+tyc5M8zeGLrZzL4x8L3k+xO8uMZrIv/rGH3m5I8srV2cAM1rPtD2L9/f/bs2bPe7gAAzMHBgwdz6aWXHm3ev7W27sHm9VqGEfnxJ8Ie2uDx4/3PzOApraNOSfLk4c9aPpPk5zYS4gEAYDOWIcjvGmuPh/BJxvuPny9JfjqDBz89PsmDktwngwdCfS/JDRmM1n8gyYc3+ZCr+094/dwM/pGQffv2Ze/eSTNxpuPiy6/c9LGf+pUnTbGSxTPp2uw+45S8+cmDhYte/Sffyi2HBrfFsl8XFs+RI0dy9dVXJxn8/8eOHTvmXBEnI/chi2DW9+Hu3bu39fzJcgT58RH1nRs8/vSx9gkj+q21z2QQpN+8wXOvy6RftYw+KHbnzp3ZuXOjf8TNufn7m3/w7qxqnJeNXJtbDt15V/9lvy4sth07drgHmTv3IYtgFvfhLO7zZVi15rax9koj6ms5Y8L5AABg4SzDiPx48D5zg8ffY2T7jtbaRufYA1NwwWX7N33sdW+6dHInAFgyyxDkvz7WnjTf/C41mLMyunzl+LnmoqoOjO1ahs8JAIApWoapNVePtX94A8fuyfFz6sfPBQAAC6n7kd7W2o1V9Z0kZw13PXIDh1801v7SdKramtbahaPt4QOjbphTOQAALKBlGJFPkj8d2d5TVQ9Y53GXjLU/NqV6AABgWy1LkP/Dsfbz1nncc0e2DyX5yHTKAQCA7bUsQf5DSQ6PtF9SVWuu8l9VT0zykJFdH26tfW87igMAgGlbiiDfWjuY5F0jux6Y5LLV+lfVGUl+e/QUSd6wPdVtXFUdGP1JsvlHrAIAsJSWIsgPvTHJd0far6uqV1TVcX/GqjonyR8nedjI7ve11j43gxoBAGAqZrZqTVWdn+SaVV4+dWT7/Kq6Y5V+T2qtfXSlF4ar17wgg/nypySpJG9J8rKqujLJzUkelOQZOf7pr3+R5KXr/oPMgFVrAACYZJbLT1aOD+xrWa1frXVQa21/Vb04yduS3G24+8HDn5V8PsmzW2u3rrMuAABYCMs0tSZJ0lp7Twbrw38wyZFVut2U5PVJHttau25GpQEAwNTMbER+GJjXHFGf4nt9Ocmzq+peSR6XZG+Seyb5RpJrk3y8tfaDWdQCAADbofsnu66ltfbtnLjGPAAAdG/pptYAAMDJYKlH5Hs1XDt+lM8JAIDjGJEHAIAOGeldQNaRBwBgEiPyAADQIUEeAAA6JMgDAECHBHkAAOiQIA8AAB2yas0Cso48AACTGJEHAIAOGeldQNaRBwBgEiPyAADQIUEeAAA6JMgDAECHBHkAAOiQIA8AAB0S5AEAoEOCPAAAdMg68gvIk10BAJjEiDwAAHTISO8C8mRXAAAmMSIPAAAdEuQBAKBDgjwAAHRIkAcAgA4J8gAA0CFBHgAAOiTIAwBAhwR5AADokCAPAAAdEuQBAKBDp827AE5UVQfGdvmcAAA4jhF5AADokJHeBdRau3C0XVV7k9wwp3IAAFhARuQBAKBDgjwAAHRIkAcAgA4J8gAA0CFBHgAAOiTIAwBAhwR5AADokCAPAAAdEuQBAKBDgjwAAHRIkAcAgA4J8gAA0CFBHgAAOnTavAvgRFV1YGyXzwkAgOMYkQcAgA4Z6V1ArbULR9tVtTfJDXMqBwCABWREHgAAOiTIAwBAhwR5AADokCAPAAAdEuQBAKBDgjwAAHRIkAcAgA4J8gAA0CFBHgAAOiTIAwBAh06bdwEAbI8LLtufs3edknc+/T5JkosvvzI3f//OdR173Zsu3c7SAJgCI/IAANAhQR4AADokyAMAQIcEeQAA6JAgDwAAHRLkAQCgQ4I8AAB0SJAHAIAOCfIAANAhT3ZdQFV1YGyXzwkAgOMYkQcAgA4Z6V1ArbULR9tVtTfJDXMqBwCABWREHgAAOiTIAwBAhwR5AADokCAPAAAdEuQBAKBDgjwAAHRIkAcAgA4J8gAA0CFBHgAAOiTIAwBAhwR5AADokCAPAAAdEuQBAKBDgjwAAHRIkAcAgA4J8gAA0CFBHgAAOiTIAwBAhwR5AADo0GnzLqAHVXVqkickeUqSv5pkX5LdSQ4luSHJx5K8o7X2+bkVCQDASUWQX5/PJHnkCvt3JHnY8OelVfWPklzWWmuzLA4AgJOPqTXrc88kLclVSf6nJD+W5N5Jzk/y4gxG5SvJq5O8dj4lAgBwMhHk1+dfJbmwtfak1to7WmtfbK19u7X21dbaP0/y2CQ3DfteVlV75lYpAAAnhaWeWlNVZyd5XJK9GYyq35Tk2iSfaK3dud7ztNZ+ecLrN1XVbyb5x0l2ZjCX/l9stm4AAJhk5kG+qs5MclGSxwx/Hp3kgpEu17fWLjjxyA29x4OTvCnJ0zMI1uNurKorklzeWju8lfca8Z9Gtu83pXMCAMCKZhbkq+qVGcwnf1i2cUpPVb0wyTuS3H2NbvfNYC77M6vqOa2166fw1qPTaW6dwvkAAGBVsxyRf3ySh2/nG1TVU5O8O8mpI7u/ksGXVG9O8sAkz0iya/jaRUn+qKouaa19d4tv/7Mj2x/f4rkAAGBN854jf1uSzyZ5VNYeQZ+oqs5N8t4cC/EtyauSvHV0PnxVnZPk/RmsC58M/nHx9iQv3MJ7/3SSS4fN/9Ba+8JmzwUAAOsxy1VrDiX5dJLfSfKiDAL0Wa21JyT51hTO/6tJzhpp/3pr7S3jX2ptrX0zyVOTfGlk9wuq6hGbedOq2ptjX2y9PckvbuY8AACwETMbkW+tPX+7zl1V90nykpFd12TwZdfVajlUVS9PcuXRUyR5TZLnbvB975HkQzk2P/7vGo0HAGAWlmUd+WclOX2kfUVr7chaB7TWrkry5ZFdT6uqu633DavqjCR/mME8+yR5XWvtHes9HgAAtmJZgvwzx9ofWOdx7x/Z3pXB+u8TVdXOJH+Q5KeGu97cWnvtOt8TAAC2bFmC/E+ObB9srV27zuM+OdZ+/KQDquq0JL+f5H8Y7nrrpAdGAQDAtHUf5KvqvBz/JdfPbeDwz461HzrhvU5N8nsZTOVJkn/aWnvFBt4PAACmYt7LT07DvrH2Vzdw7MEkh3Ps6a/j57pLVZ2SwRr1zxvueleSl2/gvVY1XPlmLece3Th8+HAOH57Ww2jXdvauzf87b1Y1zsuka7P7jFNW3F7267IV7rfpO3vXKavei5O4pkzTkSNHVtyGWZr1fTiL/x+t1tq2v8nEIqquS3L+sHl9a+2CDRz78zm2/GOS/Fpr7R9s4Phrk/zIsHlHa23HCn0qyTuT/MJw17uTvLhN6eJV1brPs3///uzZs2dyRwAA5ubgwYO59NKjjxnK/VtrX5v2eyzDiPw9xtobfULraP/Tqur01trtY33emmMh/oNJfinJ3Qf5fkVHVjgHAABMzTIE+fEnwh7a4PHj/c/M4MFOo35pZPtnknxnwjnfncFDr9br/hNePzfJZ5Jk37592bt30kyc6bj48isnd1rFp37lSVOsZPFMuja7zzglb37yvZMkr/6Tb+WWQ4Pnki37ddkK99v0XXz5lavei5O4pkzTkSNHcvXVVycZ/D22Y8cJv/yGbTfr+3D37t3bev5kOYL8rrH2RkfCx/uPn2/bTfpVy+jI/86dO7Nz5841ek/Pzd9f31/4K5lVjfOykWtzy6E77+q/7NdlK9xv0zd+TUfvxUlcU7bLjh073F/M3Szuw1nc58sQ5MdH1Dd61U4fa58wot9aW3UODQAAzEP3y08muW2svdER9TMmnA8AABbOMozIjwfvMzd4/OiXZe9orW10jv3UVdWBsV3L8DkBADBFyzAi//Wx9qQvjt5luKzk/dY4FwAALKRlGOm9eqz9wxs4dk+On1M/fq65aK1dONoePjDqhjmVAwDAAup+RL61dmOOXw7ykRs4/KKx9pe2XhEAAGy/7oP80J+ObO+pqges87hLxtofm1I9AACwrZYlyP/hWPt56zzuuSPbh5J8ZDrlAADA9lqWIP+hJIdH2i+pqjUf11VVT0zykJFdH26tfW87igMAgGlbiiDfWjuY5F0jux6Y5LLV+lfVGUl+e/QUSd6wPdVtXFUdGP1Jsvln1wMAsJSWIsgPvTHJd0far6uqV1TVcX/GqjonyR8nedjI7ve11j43gxoBAGAqZrb8ZFWdn+SaVV4+dWT7/Kq6Y5V+T2qtfXSlF1prN1bVCzKYL39KkkryliQvq6ork9yc5EFJnpHjn/76F0leuu4/yAxYfhIAgElmuY585fjAvpbV+tVaB7XW9lfVi5O8LcndhrsfPPxZyeeTPLu1dus66wIAgIWwTFNrkiSttfdksD78B5McWaXbTUlen+SxrbXrZlQaAABMzcxG5IeBec0R9Sm+15eTPLuq7pXkcUn2Jrlnkm8kuTbJx1trP5hFLQAsngsu27/pY69706VTrARg82Y5tWbmWmvfzolrzAMAQPeWOsj3arjk5CifEwAAx1m6OfIAAHAyMNK7gCw/CQDAJEbkAQCgQ4I8AAB0SJAHAIAOCfIAANAhQR4AADokyAMAQIcsP7mAPBAKAIBJjMgDAECHjPQuIA+EAgBgEiPyAADQIUEeAAA6JMgDAECHBHkAAOiQIA8AAB0S5AEAoEOCPAAAdMg68gvIk10BAJjEiDwAAHTISO8C8mRXAAAmMSIPAAAdEuQBAKBDgjwAAHRIkAcAgA4J8gAA0CFBHgAAOiTIAwBAhwR5AADokCAPAAAdEuQBAKBDp827AE5UVQfGdvmcAAA4jhF5AADokJHeBdRau3C0XVV7k9wwp3IAAFhARuQBAKBDgjwAAHRIkAcAgA4J8gAA0CFBHgAAOiTIAwBAhwR5AADokCAPAAAdEuQBAKBDgjwAAHRIkAcAgA4J8gAA0CFBHgAAOnTavAvgRFV1YGyXzwkAgOMYkQcAgA4Z6V1ArbULR9tVtTfJDXMqBwCABWREHgAAOiTIAwBAhwR5AADokCAPAAAdEuQBAKBDgjwAAHRIkAcAgA4J8gAA0CFBHgAAOiTIAwBAhwR5AADokCAPAAAdEuQBAKBDgjwAAHRIkAcAgA4J8gAA0CFBHgAAOiTIAwBAhwR5AADo0GnzLoATVdWBsV0+JwAAjmNEHgAAOmSkdwG11i4cbVfV3iQ3zKkcAAAWkBF5AADokCAPAAAdEuQBAKBDgjwAAHRIkAcAgA4J8gAA0CFBHgAAOiTIAwBAhwR5AADokCAPAAAdEuQBAKBDgjwAAHRIkAcAgA4J8gAA0CFBHgAAOiTIAwBAhwR5AADokCAPAAAdEuQBAKBDgvw6VdUDqupnq+ofVdW/q6pbq6oNf1407/oAADi5nDbvAjpyzbwLAACAowT5jbs5yZ8nuSXJz865FgAATlKm1qzfX0vywNbavVprT0nytnkXBADAycuI/Dq11n5/3jUAAMBRSx3kq+rsJI9LsjfJPZPclOTaJJ9ord05z9oAAGArZh7kq+rMJBcleczw59FJLhjpcn1r7YITj9zQezw4yZuSPD3JzhW63FhVVyS5vLV2eCvvBQAA8zCzIF9Vr0zy4iQPyzbOza+qFyZ5R5K7r9Htvklem+SZVfWc1tr121UPAABsh1mOyD8+ycO38w2q6qlJ3p3k1JHdX0lyVQarzTwwyTOS7Bq+dlGSP6qqS1pr393O2gAAYJrmPUf+tiSfTfJSwChDAAAb/UlEQVSorD2CPlFVnZvkvTkW4luSVyV56+h8+Ko6J8n7kzxhuOvhSd6e5IVbeX8AAJilWS4/eSjJp5P8TpIXZRCgz2qtPSHJt6Zw/l9NctZI+9dba28Z/1Jra+2bSZ6a5Esju19QVY+YQg0AADATMxuRb609f7vOXVX3SfKSkV3XZPBl19VqOVRVL09y5dFTJHlNkuduV40AADBNy/JAqGclOX2kfUVr7chaB7TWrkry5ZFdT6uqu21HcQAAMG3LEuSfOdb+wDqPe//I9q4kT5lOOQAAsL2WJcj/5Mj2wdbates87pNj7cdPqR4AANhW3Qf5qjovx3/J9XMbOPyzY+2Hbr0iAADYfvNefnIa9o21v7qBYw8mOZxjT38dP9dMVNXeCV3OPbpx+PDhHD48m4fRnr1r8//Om1WN8zLp2uw+45QVt5f9umyF+236zt51yqr34iTLfk3db7N15MiRFbdhlmZ9H87i/yuqtbbtbzKxiKrrkpw/bF7fWrtgA8f+fJJ/MbLr11pr/2ADx1+b5EeGzTtaaztW6ffAJOeM7Loog6U0k+QNSfaPvHZ7a23dvxmoqnV/CPv378+ePXvW2x0AgDk4ePBgLr300qPN+7fWvjbt91iGEfl7jLU3+oTW0f6nVdXprbXbV+j3miR/c5Vz/P3hz1HXJ7lgg3UAAMC6LUOQH38i7KENHj/e/8wkKwX57XT/Ca+fm+QzSbJv377s3TtpJs50XHz5lZM7reJTv/KkKVayeCZdm91nnJI3P/neSZJX/8m3csuhwXPJlv26bIX7bfouvvzKVe/FSZb9mrrfZuvIkSO5+uqrkwz+HtuxY8VffsO2mvV9uHv37m09f7IcQX7XWHujIXy8//j5kiSttRdl8ETaqZv0q5aqumt7586d2blz5xq9p+fm76/vL/yVzKrGednItbnl0J139V/267IV7rfpG7+mo/fiJMt+Td1v87Njxw7XkLmbxX04i/u8+1VrcuKI+kav2ulj7Y2O6AMAwMwtQ5C/bay94oj6Gs6YcD4AAFg4yzC1Zjx4n7nB40e/LHtHa23uI/JVdWBs1zJ8TgAATNEyjMh/faw96Yujd6nB5PP7rXEuAABYSMsw0nv1WPuHN3Dsnhw/p378XHPRWrtwtD18YNQNcyoHAIAF1P2IfGvtxiTfGdn1yA0cftFY+0tbrwgAALZf90F+6E9HtvdU1QPWedwlY+2PTakeAADYVssS5P9wrP28dR733JHtQ0k+Mp1yAABgey1LkP9QksMj7ZdU1ZqP66qqJyZ5yMiuD7fWvrcdxQEAwLQtRZBvrR1M8q6RXQ9Mctlq/avqjCS/PXqKJG/Ynuo2rqoOjP4k2fyzxAEAWErLsGrNUW9M8tdzbF3411XVbUl+q7V217O4q+qcJL+f5GEjx76vtfa5mVUKAEvmgsv2r/ra2btOyTuffp8kycWXX5mbv3/nca9f96ZLt7U2WFYzC/JVdX6Sa1Z5+dSR7fOr6o5V+j2ptfbRlV5ord1YVS/IYL78KUkqyVuSvKyqrkxyc5IHJXlGjn/6618keem6/yAzYPlJAAAmmeWIfOX4wL6W1frVWge11vZX1YuTvC3J3Ya7Hzz8Wcnnkzy7tXbrOusCAICFsBRz5Ee11t6TwfrwH0xyZJVuNyV5fZLHttaum1FpAAAwNTMbkR8G5jVH1Kf4Xl9O8uyquleSxyXZm+SeSb6R5NokH2+t/WAWtQAAwHZYpi+7nqC19u2cuMY8AAB0b6mDfK+GS06O8jkBAHCcpZsjDwAAJwMjvQvI8pMAAExiRB4AADokyAMAQIcEeQAA6JAgDwAAHRLkAQCgQ4I8AAB0yPKTC8gDoQAAmMSIPAAAdMhI7wLyQCgAACYxIg8AAB0S5AEAoEOCPAAAdEiQBwCADgnyAADQIUEeAAA6JMgDAECHrCO/gDzZFQCASYzIAwBAh4z0LiBPdgUAYBIj8gAA0CFBHgAAOiTIAwBAhwR5AADokCAPAAAdEuQBAKBDgjwAAHRIkAcAgA4J8gAA0CFPdl1AVXVgbJfPCQCA4xiRBwCADhnpXUCttQtH21W1N8kNcyoHAIAFZEQeAAA6JMgDAECHBHkAAOiQIA8AAB0S5AEAoEOCPAAAdEiQBwCADgnyAADQIUEeAAA6JMgDAECHBHkAAOiQIA8AAB0S5AEAoEOnzbsATlRVB8Z2+ZwAADiOEXkAAOiQkd4F1Fq7cLRdVXuT3DCncgAAWEBG5AEAoEOCPAAAdEiQBwCADgnyAADQIUEeAAA6JMgDAECHBHkAAOiQIA8AAB0S5AEAoEOCPAAAdEiQBwCADgnyAADQIUEeAAA6JMgDAECHBHkAAOiQIA8AAB0S5AEAoEOCPAAAdEiQBwCADgnyAADQodPmXQAnqqoDY7t8TgAAHEdABABYUBdctn9Tx133pkunXAmLSJBfQK21C0fbVbU3yQ1zKgcAgAVkjjwAAHRIkAcAgA4J8gAA0CFBHgAAOiTIAwBAhwR5AADokCAPAAAdEuQBAKBDgjwAAHRIkAcAgA4J8gAA0CFBHgAAOiTIAwBAhwR5AADokCAPAAAdEuQBAKBDgjwAAHRIkAcAgA4J8gAA0CFBfgOq6pKq+t2q+mpVHaqqg1X1kar6uXnXBgDAyUWQX6eqel2SP03yc0nun+T0JPdJ8tNJfreq9lfVGXMsEQCAk4ggvw5V9ZIkv5akkvxZkidnEOIfmeT3ht2eluSfzaVAAABOOqfNu4BFV1U/lORNw+ZXkvxUa+17w/Y3k7ywqirJC5L8XFW9vbX2H+ZQKgAAJ5GlDfJVdXaSxyXZm+SeSW5Kcm2ST7TW7tzAqX4+ydnD7V8bCfGjXp3kZ5OcmuQXkwjyAABsq5kG+ao6M8lFSR4z/Hl0kgtGulzfWrvgxCM39B4PzmAE/elJdq7Q5caquiLJ5a21w+s45c8M/3t7kn+9UofW2teq6uNJHp/kaVV1emvt9o1XDwAA6zOTIF9Vr0zy4iQPyzbOy6+qFyZ5R5K7r9Htvklem+SZVfWc1tr1E077E8P/fnZCOP9EBkH+7kn2JfnCuooGAIBNmNWI/OOTPHw736Cqnprk3RlMbznqK0muSnJzkgcmeUaSXcPXLkryR1V1SWvtu6uc87wkZw2b10wo4dqR7YdGkAcAYBvNc478bUk+m+RRWXsEfaKqOjfJe3MsxLckr0ry1tH58FV1TpL3J3nCcNfDk7w9yQtXOfU5I9sHJ5Qx+vq911c5AABszqyWnzyU5NNJfifJizII0Ge11p6Q5FtTOP+v5tjIeZL8emvtLeNfam2tfTPJU5N8aWT3C6rqEauc98yR7UMTavj+yPY9JvQFAIAtmcmIfGvt+dt17qq6T5KXjOy6JseWi1yplkNV9fIkVx49RZLXJHnuhLdqW3wdAACmZhkeCPWsDJ6yetQVrbUjax3QWrsqyZdHdj2tqu62QtfbRrZ3rfB6Vnl9xTn3AAAwLcsQ5J851v7AOo97/8j2riRPWaHP6LSf+0w4356R7W+vswYAANiUZQjyPzmyfbC1du2qPY/3ybH248c7tNZuTPKdYfOBE873gJHtL63aCwAApqDrID+2PGSSfG4Dh392rP3QVfr9+fC/F1XV6av0SZJLhv/9XgR5AAC2WddBPoMHL4366gaOPZhk9Mmu4+c66oPD/56RY095PU5V3S/Jfzds/rGnugIAsN3muY78NNxvrP219R7YWmtV9fUkPzLctXeVrv8igyfBnp3k9VX1/7TW/nKsz2/k2Br2/2S9NRxVVau991HnHt04fPhwDh8+vFbfqTl71+b/nTerGudl0rXZfcYpK24v+3XZCvfb9J2965RV78VJlv2aut+mb61rOuk+dE1Xt9l71TU90ZEjR1bc3i6z+AyqtfmumlhV1yU5f9i8vrV2wQaOfVmSfzqy6xWttbdu4PgvJPmxkV1nrDSaXlV/O8k7hs3PJPnlJF9Mct8kr86xB0r9XmtttYdLrVXHuj+E/fv3Z8+ePZM7AgAwNwcPHsyll156tHn/1tq6B5zXq/cR+fEnwk56aNO48f5nJjkhyLfWrhhOn3lNkkcnuWqFc304yS9s8P0BAGBTeg/y42u7b3Ru+nj/VdeKb639elV9JMnfyWA+/J4MVrT5QpJ/3lr73Q2+96j7T3j93Ax+E5B9+/Zl795JM3Gm4+LLr5zcaRWf+pUnTbGSxTPp2uw+45S8+cn3TpK8+k++lVsODR4yvOzXZSvcb9N38eVXrnovTrLs19T9Nn1rXdNJ96FrurrN3qvLfk03c11G78N9+/Zlx44d0y7r+PfbvXtbz5/0H+THR9R3bvD48VVo1hzRb619PMnHN/geE036VUtV3bW9c+fO7Ny50T/m5tz8/fX9hb+SWdU4Lxu5NrccuvOu/st+XbbC/TZ949d09F6cZNmvqftt+tZ7TVe6D13T1W32Xl32a7qV/w0nyY4dO7b9Gs3iM+h91ZrbxtqTnr467owJ5wMAgIW0bEH+zA0ef4+R7TtaaxudYw8AAHPR+9Sar4+1J801v0sN5quMLl85fq65qaoDY7t6/5wAAJiy3kfkrx5r//AGjt2T4+fUj58LAAAWVtcjva21G6vqO0nOGu565AYOv2is/aXpVLV1rbULR9vDB0bdMKdyAABYQL2PyCfJn45s76mqB6zzuEvG2h+bUj0AALDtliHI/+FY+3nrPO65I9uHknxkOuUAAMD2W4Yg/6Ekh0faL6mqNVf4r6onJnnIyK4Pt9a+tx3FAQDAdug+yLfWDiZ518iuBya5bLX+VXVGkt8ePUWSN2xPdZtTVQdGf5Js/hGEAAAspe6D/NAbk3x3pP26qnpFVR3356uqc5L8cZKHjex+X2vtczOoEQAApmYmq9ZU1flJrlnl5VNHts+vqjtW6fek1tpHV3phuHrNCzKYL39KkkryliQvq6ork9yc5EFJnpHjn/76F0leuu4/yIxYtQYAgElmtfxk5fjAvpbV+tVaB7XW9lfVi5O8LcndhrsfPPxZyeeTPLu1dus66wIAgIWxLFNrkiSttfdksD78B5McWaXbTUlen+SxrbXrZlQaAABM1UxG5IeBec0R9Sm+15eTPLuq7pXkcUn2Jrlnkm8kuTbJx1trP5hFLQAAsF26frLrWlpr386Ja8wDAMBSWKqpNQAAcLJY2hH5ng3Xjh/lcwIA4DhG5AEAoENGeheQdeQBAJjEiDwAAHRIkAcAgA4J8gAA0CFBHgAAOuTLrn049ejGTTfdNLM3vePWb2362K997WtTrGTxTLo2hw+fkoMH22D7O9/OHYfuTLL812Ur3G/Td8et31r1Xpxk2a+p+2361rqmk+5D13R1m71Xl/2abua6jN6Hu3fvzs6dO6dd1nHGMtupq/Xbimqtbcd5maKq+okkn5l3HQAAbMqjW2t/Nu2TmloDAAAdMiLfgao6PcmPDpvfTPKDOZbD+pybY79FeXSSb8yxFk5u7kUWgfuQRTDr+/DUJOcMt7/YWrt92m9gjnwHhh/81H8dw/apqtHmN1pryz1ZkYXlXmQRuA9ZBHO6D6/fzpObWgMAAB0S5AEAoEOCPAAAdEiQBwCADgnyAADQIUEeAAA6JMgDAECHPBAKAAA6ZEQeAAA6JMgDAECHBHkAAOiQIA8AAB0S5AEAoEOCPAAAdEiQBwCADgnyAADQodPmXQAAsPyq6v5JHp3k/CR3T3IoyTeS/OckX2it3T7H8lhiVbUjyY8m+bEkZyfZleTWJDcm+bPW2vVzLG9LPNkVpqiqzs7g/ywenMH/WZyS5OYk1yf5VGvtO3MsD2CmquqUJD+f5JeSPGqNrkeSfCLJ5a21fzuL2lh+VXXfJL+c5G8k+aE1uh5I8jtJrmit/WAWtU2LIA9bMPxL6ieTPDvJk5I8fI3uLcmVSd7SWvvjGZQHx6mqf5LkF8d2v7u19qI5lMOSq6oLkvzLJBdv4LDfaK1dti0FcVKpqmcl+edZO8CP+3SSn2mt3bQtRW0DU2tga76c5EHr7FtJnpzkyVX13iR/u7X23W2rDEZU1cVJ/s686+DkUFUXJvmTJOeO7L4zySeT/Kck/zXJ3TKYZvPYJPefdY0sr6p6SpL3J9kxsvuOJFcl+WKS7yW5d5JLkvz4SJ/HJLmyqi5urd06o3K3RJCHrTlnhX1fSfL/ZjD381AGf0E9KcnekT7PT3JeVT21tXZo26vkpDacH/rOWOCAGaiqc5L8mxwf4v/vJL/cWrtxlWMemeRvZjBvGTatqnYluSLHh/iPJfnrrbWvrtD/iRncn+cNdz00yWuTvHJ7K50OU2tgC6rqvyU5K8l1Sd6VwTSFr63Q79QkL0nyvyc5Y+Sl32ytvWoGpXISq6rXJHn9sHlTjv2FlZhaw5RV1e8m+bmRXf9La+235lUPJ5eq+tkk7xvZ9ZUkj2ytfW+NYx6R5M9ybID71iTntNYOb1uhU2J0Brbm+iT/Y5IHtdbeuFKIT5LW2g9aa29P8pwMfr181C9V1f1mUCcnqap6SJJfHTb/Msnfm2M5LLmq+ukcH+KvEOKZsSePtd+yVohPktbaF5L865Fd98xghaWFJ8jD1jyqtfZ/rfdb7sMvuf7LkV07kjxzWyrjpFdVlcGUmtOHu16fwW+PYLv88sj2rTn2j0iYlfHBsU+t87hPjrXvO4Vatp0gD1vQWrtjE4e9d6z9mGnUAit4aQarKiWDLxi+ZY61sOSq6keSPHFk1x+01r41r3o4aY1n279c53Hj/bqYey7Iw+z9f2PtPXOpgqU2XD/5TcNmS/LS1tqROZbE8nt+BqtzHfWv5lUIJ7X/MtY+f53HXTDWvmbrpWw/QR5m7x5jbeGK7fB/ZPBF7CR5Z2vtE/MshpPC+Hrxfz6XKjjZ/Zux9l+bdEBVnZbkuSO7bkjyhWkWtV0EeZi9Hxtrr/gFWdisqnpOBg8pSwbrdXvADrPwEyPbtxx9qE5VnVdVv1xVn6iqG6vqtqq6rqqurKrLqmrvKueDzdif5D+OtF80fDjUiobfJfrNHP9MmNe31u5c5ZCFIsjD7P38WPuquVTBUqqqszIYjT/qla21W+ZVDyeH4X03+uXAg8P9fyvJf85gmtdfzWDp07tnMN3hiUkuT/KVqnrjcJle2JLh4hPPT/Lt4a5Tk/xBVb29qi6uqrvXwL2r6plJ/l2SXxo5xbtaa++acdmbJsjDDFXVE5L81Miu7yT5t/OphiX1j3Jsnfg/aa397jyL4aRx9lj7u1X19zJYNenMCceekcGyqB+qqp3bURwnl9balzJ4YvBHh7tOyeDL/59MclsGy0B/M8mHkjxh2Oe/JnlZa+0ls612awR5mJGqunsGT5sb9ZuttdvmUQ/Lp6oen+RvDZuHkrxsjuVwcjlrrP2QJG8Ybt+e5DeSPCKD0fgfSvLfJXlPjl8Z5NIkb97eMjlZtNauaa39VJIXJ5n0W8nPJXnm8HkvXRHkYXbeluSvjLSvzmD0FLasqk7P4B+KR1cN+YettfEVkmC7jI+63zODe/HWJE9orV3WWvuPrbW/bK19p7X28dba/9/e/YfcWdZxHH9/5+aciSgLWwxqmIjGJJapiCgzaqQYBqL/mLq/IoISREXEUAQp8a/8oxCNGIv90YKimEaZKKT4A/NXhVKyTUqaM5hOoWn59Y/7fnjuc+/5cc7z3Pc5u57zfsGB57647sN3sO35nPtc1/e6gWqpYXMt8o0RsWVMNWsFi4izIuL3wM+AUxeZvgV4OiL2lLZnwyAvjUFE3ARc1xg6AnwzM/87oZK08nyf6ikowGtUT0ClcTkyz/j3MvOZ+W7KzF3A/a3hmzurSlOpPmH4eeCr9dAHwI+BS6hC/fFUSxCvBB5p3Ho58OeIOHt81S5PZBbR714qVkRcQ3Waa/OD8/bM3DGhkrTCRMQ5VL+01tRDl2bm4/PM3Uq1uWvGjszc3md9Wvnq4PO31vB+4PTFun9ExKeAN6jCFcAhYH0pXUN0bImIz1G1jvxEPXQI+NpCHygj4ttU35rP+Afwhcwc9jCpifGJvNSjiPgKsJPBf2u3GeLVlYhYBTzEbIjfMV+Il3p0eI6xPcOE8cw8ADzbGDoF+HxXhWnq3MtsiAf41kIhHqBeG98M8mcA3+mhts4Z5KWeRMQFwK+YfcoEcF9muuRBXfoucH79839wWYIm4wBHH273lxHuf6V1vXF55Wga1W1Qv9EYeh345ZC3/7B1fd2cs44xBnmpBxGxGXiYwQ1gD2XmrRMqSStQRKxjtjMIwC2Z+fak6tH0yswPqZYjNI1yfkF7brudpTSM86j6xs94IodcQ56ZbwB7G0ObI+KELovrg0Fe6li9Pu8PDP4i+gVVD1upS2sZ/LD4YET8b6EX8MfWe1zfmvPT8ZWvFeavreu1I9zbnmsjAC3Faa3rf494f3P+Kgr4QGmQlzoUERuBR4ENjeGHqTrUuHFLfTtuiFf7//2YY460FE+0rkdZHtNu+XdwmbVoOrU/AK4b8f4TW9fvL6OWsTDISx2JiE9ShfhNjeHHgavqr50laSX7NYMHPF00zE0REcCFjaH/Ay93WJemx1ut66HbSEbEGqpNrjOOZOY7nVTVI4O81IGIOBn4HXBWY/gZ4Ov2ildfMvNQZsYoL+DS1tvsaM3ZPoE/ilaAzPwn8GRjaNuQh+tsAz7TuH42M9/ttDhNixepesbP2BoRG+ab3HIlg91unu6sqh4Z5KVlqjcc/hY4tzH8EnBZZr43maokaSLubPy8GvhJ3SJ1ThFxEvCj1nD7gChpKPXv3OY5GScwxN+niFjP0Set/6bD0npjkJeWISJWA7upToub8RqwLTNH6dggScXLzMeAPY2hK4BdEXHUpsG6McCjzJ5IDPAcVXMAaanubl1fHRG753syHxHnA39icFnsAeCBfsrrlie7SktUr+vcCVzbGN4LXJyZ/5pMVdLCPNlVfatD+1MMBvTDVMsP/051eNk5wJcZPGfjIPClug2gtGQRcQ9we2v4CNW+tVeoNrGup9qbcW5r3odU36i3O3wdkwzy0hJFxGeBfa3hjxjc7DWMfZl5xuLTpOUzyGscImIT1UE87ZA0n1eBKzLz9b5q0nSJiLuAOxitE9dB4IbMfKSXonrg0hpp6WKOsVUM1wKw+Vo9jmIlaVwycx/V087bgf0LTH0TuBX4oiFeXcrMu6gOiPo5i59L8BbwA2BzSSEefCIvLVn9xGnvItOGsT8zN3XwPtKifCKvcauXIZ4HnAl8mupby4PAi5n50iRr03SIiLXAFqp2lKdS9Zc/DLwNvAC8OuwJsMcag7wkSZJUIJfWSJIkSQUyyEuSJEkFMshLkiRJBTLIS5IkSQUyyEuSJEkFMshLkiRJBTLIS5IkSQUyyEuSJEkFMshLkiRJBTLIS5IkSQUyyEuSJEkFMshLkiRJBTLIS5IkSQUyyEuSJEkFMshLkiRJBTLIS5IkSQUyyEuSJEkFMshLkiRJBTLIS5IkSQUyyEuSJEkFMshLkiRJBTLIS5IkSQUyyEuSJEkFMshLkiRJBTLIS5IkSQUyyEuSJEkF+hgsPlZyHNWASwAAAABJRU5ErkJggg==\n", | |
"text/plain": [ | |
"<Figure size 400x400 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"image/png": { | |
"height": 354, | |
"width": 377 | |
}, | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.hist([len(x) for x in perturb_dict.values()], bins=40);\n", | |
"plt.semilogy()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 31, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
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" .dataframe tbody tr th:only-of-type {\n", | |
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" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>0</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>GTACTACTCGTAGT_dc3hLPS_D8</th>\n", | |
" <td>m_Egr1_4</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>CGCGATCTCCGATA_dc3hLPS_D8</th>\n", | |
" <td>m_Egr1_4 m_Nfkb1_4 m_Stat2_3</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>TCACCTCTTAACGC_dc3hLPS_D8</th>\n", | |
" <td>m_Egr1_4</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>CACCGTACGGTCAT_dc3hLPS_D8</th>\n", | |
" <td>m_Egr1_4 m_Hif1a_1</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>CATGAGACAGTGCT_dc3hLPS_D8</th>\n", | |
" <td>m_Egr1_4</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" 0\n", | |
"GTACTACTCGTAGT_dc3hLPS_D8 m_Egr1_4\n", | |
"CGCGATCTCCGATA_dc3hLPS_D8 m_Egr1_4 m_Nfkb1_4 m_Stat2_3\n", | |
"TCACCTCTTAACGC_dc3hLPS_D8 m_Egr1_4\n", | |
"CACCGTACGGTCAT_dc3hLPS_D8 m_Egr1_4 m_Hif1a_1\n", | |
"CATGAGACAGTGCT_dc3hLPS_D8 m_Egr1_4" | |
] | |
}, | |
"execution_count": 31, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"perturb_df = pd.DataFrame(perturb_dict_concat.values(), perturb_dict_concat.keys())\n", | |
"perturb_df.head()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 32, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
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" .dataframe tbody tr th {\n", | |
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" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>stim</th>\n", | |
" <th>perturbation</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>AAACATACACGTAC_dc3hLPS_A8</th>\n", | |
" <td>3hLPS</td>\n", | |
" <td>m_Rel_3</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>AAACATACATGTCG_dc3hLPS_A8</th>\n", | |
" <td>3hLPS</td>\n", | |
" <td>m_Nfkb1_2 m_Runx1_4</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>AAACATACCAACTG_dc3hLPS_A8</th>\n", | |
" <td>3hLPS</td>\n", | |
" <td>m_Egr2_4</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>AAACATACTCCTTA_dc3hLPS_A8</th>\n", | |
" <td>3hLPS</td>\n", | |
" <td>None</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>AAACATACTCTCCG_dc3hLPS_A8</th>\n", | |
" <td>3hLPS</td>\n", | |
" <td>m_Runx1_2</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" stim perturbation\n", | |
"AAACATACACGTAC_dc3hLPS_A8 3hLPS m_Rel_3\n", | |
"AAACATACATGTCG_dc3hLPS_A8 3hLPS m_Nfkb1_2 m_Runx1_4\n", | |
"AAACATACCAACTG_dc3hLPS_A8 3hLPS m_Egr2_4\n", | |
"AAACATACTCCTTA_dc3hLPS_A8 3hLPS None\n", | |
"AAACATACTCTCCG_dc3hLPS_A8 3hLPS m_Runx1_2" | |
] | |
}, | |
"execution_count": 32, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"adata.obs['perturbation'] = 'None'\n", | |
"adata.obs['perturbation'] = perturb_df[0]\n", | |
"adata.obs['perturbation'].fillna('None', inplace=True)\n", | |
"adata.obs.head()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 33, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"... storing 'stim' as categorical\n", | |
"... storing 'perturbation' as categorical\n" | |
] | |
} | |
], | |
"source": [ | |
"adata.var_names_make_unique()\n", | |
"adata.write('geo/perturb-seq-3hr.h5ad')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Merge 0hr and 3hr" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 34, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"AnnData object with n_obs × n_vars = 33063 × 17515 \n", | |
" obs: 'stim', 'perturbation', 'n_counts'\n", | |
" var: 'ID', 'n_counts'" | |
] | |
}, | |
"execution_count": 34, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"adata_zero = sc.read('geo/perturb-seq-0hr.h5ad')\n", | |
"sc.pp.filter_cells(adata_zero, min_counts=1)\n", | |
"sc.pp.filter_genes(adata_zero, min_counts=1)\n", | |
"adata_zero" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 35, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"AnnData object with n_obs × n_vars = 32777 × 17775 \n", | |
" obs: 'stim', 'perturbation', 'n_counts'\n", | |
" var: 'ID', 'n_counts'" | |
] | |
}, | |
"execution_count": 35, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"sc.pp.filter_cells(adata, min_counts=1)\n", | |
"sc.pp.filter_genes(adata, min_counts=1)\n", | |
"adata" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 36, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"AnnData object with n_obs × n_vars = 65840 × 16564 \n", | |
" obs: 'n_counts', 'perturbation', 'stim'\n", | |
" var: 'ID-0', 'n_counts-0', 'ID-1', 'n_counts-1'" | |
] | |
}, | |
"execution_count": 36, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"merged = adata_zero.concatenate(adata, batch_categories=None)\n", | |
"del merged.obs['batch']\n", | |
"merged" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 37, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"merged.obs['perturbation_simple'] = ['Multi' if len(x.split())>1 else x for x in merged.obs.perturbation]\n", | |
"merged.obs['perturbation_gene'] = [x.split('_')[1] if '_' in x else 'None' for x in merged.obs['perturbation_simple']]\n", | |
"merged.obs['MOI'] = [len(x.split()) if x != 'None' else 0 for x in merged.obs.perturbation]" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 38, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>n_counts</th>\n", | |
" <th>perturbation</th>\n", | |
" <th>stim</th>\n", | |
" <th>perturbation_simple</th>\n", | |
" <th>perturbation_gene</th>\n", | |
" <th>MOI</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>AAACATACTGCGTA_dc0h_E8-0</th>\n", | |
" <td>4298.0</td>\n", | |
" <td>None</td>\n", | |
" <td>0h</td>\n", | |
" <td>None</td>\n", | |
" <td>None</td>\n", | |
" <td>0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>AAACATTGGGTAGG_dc0h_E8-0</th>\n", | |
" <td>834.0</td>\n", | |
" <td>None</td>\n", | |
" <td>0h</td>\n", | |
" <td>None</td>\n", | |
" <td>None</td>\n", | |
" <td>0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>AAACATTGTTACCT_dc0h_E8-0</th>\n", | |
" <td>4584.0</td>\n", | |
" <td>m_E2f1_4</td>\n", | |
" <td>0h</td>\n", | |
" <td>m_E2f1_4</td>\n", | |
" <td>E2f1</td>\n", | |
" <td>1</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>AAACATTGTTGCTT_dc0h_E8-0</th>\n", | |
" <td>1045.0</td>\n", | |
" <td>m_Nfkb1_4 m_Stat1_2</td>\n", | |
" <td>0h</td>\n", | |
" <td>Multi</td>\n", | |
" <td>None</td>\n", | |
" <td>2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>AAACCGTGGGTTCA_dc0h_E8-0</th>\n", | |
" <td>856.0</td>\n", | |
" <td>m_Maff_1</td>\n", | |
" <td>0h</td>\n", | |
" <td>m_Maff_1</td>\n", | |
" <td>Maff</td>\n", | |
" <td>1</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>AAACCGTGTCCTGC_dc0h_E8-0</th>\n", | |
" <td>1399.0</td>\n", | |
" <td>m_MouseNTC_100_A_67005</td>\n", | |
" <td>0h</td>\n", | |
" <td>m_MouseNTC_100_A_67005</td>\n", | |
" <td>MouseNTC</td>\n", | |
" <td>1</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>AAACGCTGTCCCAC_dc0h_E8-0</th>\n", | |
" <td>2277.0</td>\n", | |
" <td>None</td>\n", | |
" <td>0h</td>\n", | |
" <td>None</td>\n", | |
" <td>None</td>\n", | |
" <td>0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>AAACGCTGTTCGTT_dc0h_E8-0</th>\n", | |
" <td>2249.0</td>\n", | |
" <td>None</td>\n", | |
" <td>0h</td>\n", | |
" <td>None</td>\n", | |
" <td>None</td>\n", | |
" <td>0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>AAACGCTGTTGACG_dc0h_E8-0</th>\n", | |
" <td>1258.0</td>\n", | |
" <td>m_Stat2_4 m_Stat3_3</td>\n", | |
" <td>0h</td>\n", | |
" <td>Multi</td>\n", | |
" <td>None</td>\n", | |
" <td>2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>AAACGGCTAAGGCG_dc0h_E8-0</th>\n", | |
" <td>1645.0</td>\n", | |
" <td>m_Ahr_1 m_Rel_2</td>\n", | |
" <td>0h</td>\n", | |
" <td>Multi</td>\n", | |
" <td>None</td>\n", | |
" <td>2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>AAACGGCTCCTAAG_dc0h_E8-0</th>\n", | |
" <td>1094.0</td>\n", | |
" <td>None</td>\n", | |
" <td>0h</td>\n", | |
" <td>None</td>\n", | |
" <td>None</td>\n", | |
" <td>0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>AAACGGCTCCTTCG_dc0h_E8-0</th>\n", | |
" <td>2020.0</td>\n", | |
" <td>None</td>\n", | |
" <td>0h</td>\n", | |
" <td>None</td>\n", | |
" <td>None</td>\n", | |
" <td>0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>AAACGGCTGAACTC_dc0h_E8-0</th>\n", | |
" <td>1178.0</td>\n", | |
" <td>m_E2f4_3 m_Rela_2</td>\n", | |
" <td>0h</td>\n", | |
" <td>Multi</td>\n", | |
" <td>None</td>\n", | |
" <td>2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>AAACTTGACCGAAT_dc0h_E8-0</th>\n", | |
" <td>3508.0</td>\n", | |
" <td>m_Irf2_2 m_Stat3_3</td>\n", | |
" <td>0h</td>\n", | |
" <td>Multi</td>\n", | |
" <td>None</td>\n", | |
" <td>2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>AAACTTGACGAGAG_dc0h_E8-0</th>\n", | |
" <td>1176.0</td>\n", | |
" <td>None</td>\n", | |
" <td>0h</td>\n", | |
" <td>None</td>\n", | |
" <td>None</td>\n", | |
" <td>0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>AAAGACGAGACGTT_dc0h_E8-0</th>\n", | |
" <td>4647.0</td>\n", | |
" <td>None</td>\n", | |
" <td>0h</td>\n", | |
" <td>None</td>\n", | |
" <td>None</td>\n", | |
" <td>0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>AAAGACGATCGCTC_dc0h_E8-0</th>\n", | |
" <td>2383.0</td>\n", | |
" <td>m_Nfkb1_3 m_Spi1_3</td>\n", | |
" <td>0h</td>\n", | |
" <td>Multi</td>\n", | |
" <td>None</td>\n", | |
" <td>2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>AAAGAGACAAGATG_dc0h_E8-0</th>\n", | |
" <td>1177.0</td>\n", | |
" <td>m_Maff_1</td>\n", | |
" <td>0h</td>\n", | |
" <td>m_Maff_1</td>\n", | |
" <td>Maff</td>\n", | |
" <td>1</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>AAAGAGACCAGATC_dc0h_E8-0</th>\n", | |
" <td>908.0</td>\n", | |
" <td>None</td>\n", | |
" <td>0h</td>\n", | |
" <td>None</td>\n", | |
" <td>None</td>\n", | |
" <td>0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>AAAGAGACTTCCCG_dc0h_E8-0</th>\n", | |
" <td>4549.0</td>\n", | |
" <td>m_Irf2_2</td>\n", | |
" <td>0h</td>\n", | |
" <td>m_Irf2_2</td>\n", | |
" <td>Irf2</td>\n", | |
" <td>1</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" n_counts perturbation stim \\\n", | |
"AAACATACTGCGTA_dc0h_E8-0 4298.0 None 0h \n", | |
"AAACATTGGGTAGG_dc0h_E8-0 834.0 None 0h \n", | |
"AAACATTGTTACCT_dc0h_E8-0 4584.0 m_E2f1_4 0h \n", | |
"AAACATTGTTGCTT_dc0h_E8-0 1045.0 m_Nfkb1_4 m_Stat1_2 0h \n", | |
"AAACCGTGGGTTCA_dc0h_E8-0 856.0 m_Maff_1 0h \n", | |
"AAACCGTGTCCTGC_dc0h_E8-0 1399.0 m_MouseNTC_100_A_67005 0h \n", | |
"AAACGCTGTCCCAC_dc0h_E8-0 2277.0 None 0h \n", | |
"AAACGCTGTTCGTT_dc0h_E8-0 2249.0 None 0h \n", | |
"AAACGCTGTTGACG_dc0h_E8-0 1258.0 m_Stat2_4 m_Stat3_3 0h \n", | |
"AAACGGCTAAGGCG_dc0h_E8-0 1645.0 m_Ahr_1 m_Rel_2 0h \n", | |
"AAACGGCTCCTAAG_dc0h_E8-0 1094.0 None 0h \n", | |
"AAACGGCTCCTTCG_dc0h_E8-0 2020.0 None 0h \n", | |
"AAACGGCTGAACTC_dc0h_E8-0 1178.0 m_E2f4_3 m_Rela_2 0h \n", | |
"AAACTTGACCGAAT_dc0h_E8-0 3508.0 m_Irf2_2 m_Stat3_3 0h \n", | |
"AAACTTGACGAGAG_dc0h_E8-0 1176.0 None 0h \n", | |
"AAAGACGAGACGTT_dc0h_E8-0 4647.0 None 0h \n", | |
"AAAGACGATCGCTC_dc0h_E8-0 2383.0 m_Nfkb1_3 m_Spi1_3 0h \n", | |
"AAAGAGACAAGATG_dc0h_E8-0 1177.0 m_Maff_1 0h \n", | |
"AAAGAGACCAGATC_dc0h_E8-0 908.0 None 0h \n", | |
"AAAGAGACTTCCCG_dc0h_E8-0 4549.0 m_Irf2_2 0h \n", | |
"\n", | |
" perturbation_simple perturbation_gene MOI \n", | |
"AAACATACTGCGTA_dc0h_E8-0 None None 0 \n", | |
"AAACATTGGGTAGG_dc0h_E8-0 None None 0 \n", | |
"AAACATTGTTACCT_dc0h_E8-0 m_E2f1_4 E2f1 1 \n", | |
"AAACATTGTTGCTT_dc0h_E8-0 Multi None 2 \n", | |
"AAACCGTGGGTTCA_dc0h_E8-0 m_Maff_1 Maff 1 \n", | |
"AAACCGTGTCCTGC_dc0h_E8-0 m_MouseNTC_100_A_67005 MouseNTC 1 \n", | |
"AAACGCTGTCCCAC_dc0h_E8-0 None None 0 \n", | |
"AAACGCTGTTCGTT_dc0h_E8-0 None None 0 \n", | |
"AAACGCTGTTGACG_dc0h_E8-0 Multi None 2 \n", | |
"AAACGGCTAAGGCG_dc0h_E8-0 Multi None 2 \n", | |
"AAACGGCTCCTAAG_dc0h_E8-0 None None 0 \n", | |
"AAACGGCTCCTTCG_dc0h_E8-0 None None 0 \n", | |
"AAACGGCTGAACTC_dc0h_E8-0 Multi None 2 \n", | |
"AAACTTGACCGAAT_dc0h_E8-0 Multi None 2 \n", | |
"AAACTTGACGAGAG_dc0h_E8-0 None None 0 \n", | |
"AAAGACGAGACGTT_dc0h_E8-0 None None 0 \n", | |
"AAAGACGATCGCTC_dc0h_E8-0 Multi None 2 \n", | |
"AAAGAGACAAGATG_dc0h_E8-0 m_Maff_1 Maff 1 \n", | |
"AAAGAGACCAGATC_dc0h_E8-0 None None 0 \n", | |
"AAAGAGACTTCCCG_dc0h_E8-0 m_Irf2_2 Irf2 1 " | |
] | |
}, | |
"execution_count": 38, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"merged.obs.head(20)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 39, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 400x400 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"image/png": { | |
"height": 354, | |
"width": 405 | |
}, | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.hist(merged.obs.MOI, bins=40);\n", | |
"#plt.semilogy()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Downstream analysis" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 40, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"AnnData object with n_obs × n_vars = 65840 × 16564 \n", | |
" obs: 'n_counts', 'perturbation', 'stim', 'perturbation_simple', 'perturbation_gene', 'MOI', 'n_genes'\n", | |
" var: 'ID-0', 'n_counts-0', 'ID-1', 'n_counts-1'" | |
] | |
}, | |
"execution_count": 40, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"sc.pp.filter_cells(merged, min_genes=100)\n", | |
"sc.pp.filter_cells(merged, max_genes=5000)\n", | |
"merged" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 42, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"sc.pp.normalize_total(merged, target_sum=10000)\n", | |
"sc.pp.log1p(merged)\n", | |
"merged.raw = merged" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 44, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"--> added\n", | |
" 'highly_variable', boolean vector (adata.var)\n", | |
" 'means', float vector (adata.var)\n", | |
" 'dispersions', float vector (adata.var)\n", | |
" 'dispersions_norm', float vector (adata.var)\n" | |
] | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 800x400 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"image/png": { | |
"height": 408, | |
"width": 708 | |
}, | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"sc.pp.highly_variable_genes(merged, n_top_genes=2000)\n", | |
"sc.pl.highly_variable_genes(merged)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 45, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"computing PCA with n_comps = 50\n", | |
"computing PCA on highly variable genes\n", | |
" finished (0:00:11.27)\n", | |
"computing neighbors\n", | |
" using 'X_pca' with n_pcs = 50\n", | |
" finished (0:00:26.93) --> added to `.uns['neighbors']`\n", | |
" 'distances', distances for each pair of neighbors\n", | |
" 'connectivities', weighted adjacency matrix\n", | |
"running Leiden clustering\n", | |
" finished (0:01:12.85) --> found 13 clusters and added\n", | |
" 'leiden', the cluster labels (adata.obs, categorical)\n", | |
"computing UMAP\n", | |
" using 'X_pca' with n_pcs = 50\n", | |
" finished (0:01:17.99) --> added\n", | |
" 'X_umap', UMAP coordinates (adata.obsm)\n" | |
] | |
} | |
], | |
"source": [ | |
"sc.pp.pca(merged, svd_solver='arpack')\n", | |
"sc.pp.neighbors(merged)\n", | |
"sc.tl.leiden(merged)\n", | |
"sc.tl.umap(merged)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 51, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"merged.write('perturbseq.h5ad')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 52, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"!rm -rf geo/*.gz" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 53, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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h8q4GhRBSIYT3Ah/LOrweeGQnwx/M2r40hPBPIYSqIYpXkiRJknTg+gBQl7X/EeCPIYR5u5sUQjg8hPBJYDnwjX0NIsb4HPC9rEMTgbtDCMfv5NwlIYTvAu8jSQTpHuRpbgF+nbU/F1gcQnhrCGGXrUpDCGUhhLeFEG4HHgcmDfJ8knQomczQtX3OYd9/17ZmbRfvxbyBY1t3OkqSpGEw2B6VkqT94xjgW8A3QwgrgcXARqAJKACmkrxBNfDm5oMxxt6drPd94KK+7RzgOuC6EEIX/UsKfinG+KWhughJkiRJ0sgWY1wdQrgU+CNQ2nf4IuCiEMJTwEJgK8m9YyXJ/eh8YErWMo8PUTifILnXndu3Pwd4JIRwP/Ao0A7M6Iuvsm/M14A3AtP2tHiMMYYQ3klyL31q3+GJJG1ovhVCuJek+mULyc9iLMn9+VFYfl+S9qR0z0P2Stk+zt+WtV0SQiiLMQ5sU70zE3azjiRJw8qkDkkamQIwq++zO93AVTHGW3f2ZYzxdyGEbwIfHPBVQd9nu/wXG6gkSZIk6cAUY/xbCOFk4FfAkVlfHd332ZOuIYqjJYRwLnAXOxI7UiRtRwe2HgW4FfgkSVLHYM/R1tcu5psklT62GwO8YTBLMPjKIJJ0KBnqihaDScDYnaUD9qcBTw1iXnaSYC+wbB/jkCRpyNh+RZJGjncAXweepn8/4Z1pBX4CHBVj/MHuBsYYPwScQVK1YwnQAKT3OVpJkiRJ0gEvxvgscCxwBUlbzz3djzYAvwEuJ6muMVRx1AAnAF8BmncxbD3woRjjG2KMe31fG2PsijG+Hzge+Dl7/kNkhqRiyWeAGTHGZ/b2nJJ0CNhA8vtyKPSQVC3eF08P2J8/yHnZ49bGGNv3MQ5JkoZMiHFP92mSpP0thFAJzANmkrw1VAx0kPQ7fgZ4PMbYOXwRSpIkSZIORiGE0cBpJO1JqkgqSbaQ/JFtKfDcLtp/DmUMhcA5JPfEZcBmYAXwwFCeO4SQC5wIzCa51hKgjeTeexnw9CBL9kvSIW361bfdAlw2BEvdsuaai9+0r4uEEFYD0/t2fxhjvHIQc1aS/H8H4MYY47v3NQ5JkoaKSR2SJEmSJEmSJEl6UaZffds5wN1DsNQ5a665+J59XSSE8F/Ah/t2m4CJu6u8EUI4A7gv69BrY4x/2Nc4JEkaKrZfkSRJkiRJkiRJ0ot1Dy9se7K3ngL+tu+hAHAjsL2yUwU7EjxeIIQQgM9lHdoA3DFEcUiSNCRM6pAkSZIkSZIkSdKLsuaaiyNwBUkLqxejDXhn3zr7LMb4JHBz1qHPhhAu2sXwLwLnZe1/LsbYNRRxSJI0VGy/IkmSJEmSJEmSpH0y/erbzgduBUr2YlobcMmaay6+cyhjCSGMBxYCU/sOZYD/BX4L1AEzgH8AXp417U8krVcyQxmLJEn7yqQOSZIkSZIkSZIk7bPpV982H/gJcNQghj9FUqFj8UsRSwjhKOAvwKRBDL8PuCjG2PpSxCJJ0r6w/YokSZIkSZIkSZL2WV+CxjzgHOBXJBUysvUAt/R9f8xLldABEGN8GjgauJ5dt4apAT4BnGNChyRppLJShyRJkiRJkiRJkobc9KtvKyeplFEGtAAb11xzcfP+jiOEUAKcTdKOpRLYCiwH7o8x9u7veCRJ2hsmdUiSJEmSJEmSJEmSJI1Atl+RJEmSJEmSJEmSJEkagUzqkCRJkiRJkiRJkiRJGoFM6pAkSZIkSZIkSZIkSRqBTOqQJEmSJEmSJEmSJEkagUzqkCRJkiRJkiRJkiRJGoFyhzuAkSSEUADM69utBTLDGI4kSZJGrhxgbN/2kzHGruEMRtLBxXtTSZIkDZL3ppIkHQJM6uhvHvDwcAchSZKkA8pJwCPDHYSkg4r3ppIkSdpb3ptKknSQsv2KJEmSJEmSJEmSJEnSCGSljv5qt28sWrSICRMmDGcskiRJGqFqamo4+eSTt+/W7m6sJL0I3ptKkiRpj7w3lSTp0GBSR3/P9ymeMGECkydPHs5YJEmSdGDI7HmIJO0V700lSZK0t7w3lSTpIGX7FUmSJEmSJEmSJEmSpBHIpA5JkiRJkiRJkiRJkqQRyKQOSZIkSZIkSZIkSZKkEcikDkmSJEmSJEmSJEmSpBHIpA5JkiRJkiRJkiRJkqQRyKQOSZIkSZIkSZIkSZKkEcikDkmSJEmSJEmSJEmSpBHIpA5JkiRJkiRJkiRJkqQRyKQOSZIkSZIkSZIkSZKkEcikDkmSJEmSJEmSJEmSpBHIpA5JkiRJkiRJkiRJkqQRyKQOSZIkSZIkSZIkSZKkEcikDkmSJEmSJEmSJEmSpBHIpA5JkiRJkiRJkiQdVEIIVSGEC0IInwwh/DqEsDaEELM+PxruGCVJGozc4Q5AkiRJkiRJkiRJGgohhPHAg8D0YQ5FkqQhYaUOSZIkSZIkSZIkHSwKMaFDknQQsVKHJEmSJEmSJEmSDkb1wKNZn28BE4Y1IkmS9pJJHZIkSZIkSZIkSTpY1ANvBB6NMa7O/iKE8J/DE5IkSS+eSR2SJEmSJEmSJEk6KMQYm4FfDXcckiQNldRwByBJkiRJkiRJkiRJkqQXslKHJEmSJEmSJEmSht6CinJgMlAKtAIbWNDUPLxBSZJ0YDGpQ5IkSZIkSZIkSUNjQUUAzgY+ALweyMn6NsOCiluB64B7WNAU93+AkiQdWGy/opdOez089F3oahnuSCRJkiRJh6hHmtr4/dbG4Q5DkiTp0LCgYj7wJHA3cCn9Ezro27+s7/sn+8ZLkqTdMKlDL52nfg23Xw1L/zTckUiSJEmSDlELVmzkn55ZQ7rXl0AlSZJeUgsqzgfuBY4a5IyjgHv75kmSpF2w/Yr2XYyw7HaonAajZ0BeUXL8uMuhaBTMfc3wxidJkiRJOujVdqd5ormdmcWFzCgueP74146YyrbuNHmpMIzRSZIkHeSSihu3AiV7ObMEuJUFFWeyoGnx0AcmSdKBz0od2ndr7of/fQt892Xwhw/uOJ5fDPMug9yCXc+VJEmSJGkIXLOqhsufXM1pC5/l3vodbUDnlBRy+qiyYYxMkiTpILegIgA/Ye8TOrYrAX7ct44kSRrApA69eHf9O/zglTDxeDjiNUCEwgrIpF84tqMRerr3e4iSJEmSpINXe6aXCx9ZxrfWbuG9U6qZWJAHwJSCPDLxhe1Wart3cr8qSZKkfXU2g2+5sitHA2fteyiSJB18bL+iF6+rGdrrICcPXvdtKKqAsnHwH+Phgv+A2RfAHZ+FzkbYtBhmnQdv+slwRy1JkiRJOkj0xkhDuofmngxzSgr56pzJPNTYxoeeW8/mrjQ/O2YmS1raubmmjp7eyKLmdm48ejqvGls53KFLkiQdTK4awnXuGaK1JEk6aJjUoRfvomt3bC+/Ex67CY5+Y7J/+yfgrwugpyPZzy+1Uock7YWGtm5CgMrifABijPzq0Q3MnVDO0ZMqhjk6SZKkkaE0N4eFpx35/P7/bqrntm1NnDu6jLWd3ZyxaGm/8cWpQLr3hRU8JEk719bZQ3FBDiEkHRE6uzNsqOtkenUxuTl2SZAELKgoBy4ZotXewIKKchY0NQ/RepIkHRRM6tDQWHIzkIKlt0HJOGjZuCOho3gMhBQUjRrWECXpQPKG7z5ACHD3R8+mvq2bc/7zHpo60rz88DH89MpThjs8SZKkEaelJ8MddU1U5+Vwf30LOUCm77sAzCzKZ0NXmpLcnGGMUpIOHPWtaf72VD1zJ5dwxORS1tV2sHhlMxHITaWYPq5ouEOUNDJMBobqH1g5wCTApA5JkrKY1KF9c+s/wfqF8LJ/geYNUPMEtLT3H9O+DfKK4aKvDk+MknQAestJU0iFQE1jB5/97VOMLctn3sQK7lu+jU/+5gnq2rr5ztvmk5uTGu5QJUmShlV9uodzFi3l4jEVvGfiGG7aXE+G/gkdEVjZ0c3FYyo4t6p8+IKVpANIaWEOU8cWUl1RwIZtHazZ2kFpUQ69EZ5e30JNQyfjKguYOb54uEOVNLxKh3i9siFeT5KkA55JHdo3nQ1QvxL++KFkP6SgbDI0r+8/rrACnv4dzH/7/o9Rkg4wP1u4lhv/vpoY4Zt3LaO1K0MKOGdONQ0d3dS1pXl4TQP3La/liQ3N/MsrZvHTh9by68Ub+OmVp1BRlDfclyBJkrTf5IVAa6aXH26qe/5YaSqQjpGumCR0QJLcUZfuYWlbB0eU+Ha5JO1OuqeXJaua2dzYxbambtq7ewEYPyqPnh6oKMqhtiVNQV6KZZvaKC/KZVxlPg8sbaS8OJd50/ybrHQIaR3i9VqGeD1Jkg54vt6rvfP07+C3H4DGvqSNaS/r/33shXQ7lE/qf7ylBm77SDKvcd3+iVWSDlBf+fOzbG7uYktLF61dGQLQC1x/32rqWrqYVFHIa4+dyC8e2cDX/7qMny1aS2N7ms1NnWTsES9Jkg5yHZlevrRyE/+5uoYYI2W5OYzO61/xu6M3UpqTYnRWq5UIPNTUxrfWbGVJczsdmd79HLkkHTjqW9NsrO8i08vzCR0AmxvSbGtJk0oFRpXkUV2RzzPrW3lkZRPtXRk6ujN0pf39Kh1iNrCjSNq+6gE2DtFakiQdNEzq0OB1NsEt74QlN8GyvyTHXvavMOHYZDv0FX7pqIPmjZDaXggmJJ9MF/zwlfDDV+3vyCXpgPKbq87g7Nljnt8fVbKj8sbmli5+/OAafvTAGt5+yhTycwIrt7bxwfMOZ9GnzmN0Sf4wRCxJkrT//GJzPd9at5WvrdlCU0/y94M/zD+cglSgJBWAJIGjrqeX+p4df1/Y/gBkUVMrFz66jK+v2byfI5ekA8e4ygJOnV3BgJy5522o62JrUzdPrWvh8PHFpHsiXelezjt2DCfOqti/wUoaXguamoFbh2i1W/vWkyRJWUzq0O61boW2Onj851C7DM79LIQcaK+DOz8PP3k9vPLLcN7nIfZAKg9m9yVt9PZAcRXMfT0QIbcITv8wnPXxYb0kSRrpNjZ28JaTppIKMH9qJXPGlTO2dEdix4wxJQD8688fpzsTaevqIcb+FTo6ujP0WrVDkiQdJFa0d1LXnea6dVs5Z3QZp1eWkhNgRVsXb3xsBT/YsI0vHz6ZV1ePAuDYsiIKQpLgEYCTy4spzkkegcwoKuCqKdW8btyo4bocSRrxensjneleZowrBmDS6HxKCvpneJQWpOjojqzb1kFuKtDd88IKHWmrIkmHiutG2DqSJB1Ucvc8RIe0618BecVQtxymnQ5v+gks/jFseRKW3ZFU32jfBpufhLM/CdVHQsNqWP23ZF7peFj2p2Stng5oWAUXfnl4r0mSRrgP/vwxiJGxZQUsXtf4gu/HlhWworaN+rZu8nMCv168gY9dMIcHV9Vx+qwx5OUEXv6V/+PVx07ky2+YNwxXIEmSNHQWNrbyusdWcNGYCv60rYnK3BzeOn40S9s6+FNtI/c1tnJ/YysROLWihPdPHss/Tq7iiqfW0JTO0J7JUNOdJt2X8LqoqY3PzJrIUaVFw3thkjSC1TZ3s2R1C0X5KQrzU2ys737BmOLCXFq7uulMJ79fV9S0U1GcR11LmsljCllX28GjK5s5Y+4oxlZYVVI6yN0DPA0ctQ9rPAX8bUiikSTpIGOlDu3eye+Fk94D7/wDvOab8JdPJq1Vap6ATDoZU78GppwK8y6D3/wjLL0NSqsh3Q71K6F0HJRPgsqpsPB70N0+rJckSSPd9VecyFmzq+nthcqiF+ZfPriqnry+0uLdmeTh2bV/WcqHfrGE133nfnJSgSmjizm8urTfvKb2NG1dPS/9BUiSJA2h2SWFvG3CaK6aOpbrj5rOuVVlfGrFRhrSGe5uSKpzp4CiVOA11ZWMyc/lZQuX0pmJTMjPpb6nl0xvL1OL8plVVEBXjHxz7ZbhvShJGuGqK/KZP7MM4AUVOrbb2rQj0SMnBbXNaR5d1cTDK5p4am0zqQBlRTkUFfR/BN3RlRm4lKQD3YKmCFwBtL3IFdqAd/atMyRCCNeHEDoHfoBpWcPesbMxIYR3DFUckiQNBZM6tHtHvwGa1kFBBfzi7fDMb6F8MjSuBXqhYhp0t0BRJRRWwOQToXlD0rKqEPZeAAAgAElEQVQl3Q7EZH7LZjjnM/APf4b8Yli/CH77Adj46HBfoSSNOCdNH80333o8D3/6PA4fV7bTMdvfNJ0/tYLeCL9avJEAbGrs5P7l23imppmOdP8HZed//W+84wcLX+rwJUmShtSovFwuqKpgcXM7FbkpTn7wWXIDlKcCS9u6yAMKUoHu3siUwnxmFhdwRGkRKzu6aO37N1NLppcNHd10x8gtx87k32dNoqc3cuOGWj65bAPttgeQpH5CCEyrLubC+WM5+fAK+jpa7VJFcfJCQm1T8hLYlqZuNtV30dKRIZU1ubapm9sf28aqzb70JR10FjQtBi5h7xM72oBL+uYPpTygYCefbKldjNl5NpskScPEpA7t3rLb4YH/hu+fCQ1rIdOTVO8AqJoNx1+ebDeuS5I62mph/LHwzt8nxwvLk//mFsHjP4Opp0JnE/zglbDkJnj2j/v/miTpAPD2Gxby7hsXsa5u1w+6ivNTLF7XRGFu8r/zCLz6mPGcd+Q4vvbGYzllxmhi3PGCw6UnTObiYya+1KFLkiQNuevWb+ULKzfxpsdX0R0jc4oLmVCYPJP/2IzxTCzMIwMsb++kKi+Xle1d/NuM8by2uhKA0pwcumJkXWc3G7vSTCzM5+aaOv5t+UZ+uHEb6zq7hvHqJGlkam7v4Y7HtvHshtZdPkTuKyJJU3v/qpBHTyvjqKmlnDCrnKzbUkqLcpg0uoDRZXkvTdCShteCpjuBM0lasQzGU8CZffMkSdIuvLCmuwSwbTnc/UU47Z/h5PdDdxtMOw3+8K9w1+eTMfMuTdqrADRugN4MlIyF1s1QMRUu+CIs+Rm0N8DMM5OEjkwaOprgvM8l1T2OfevwXaMkjSDdPb189falnDt3HHMnlHH/im0U5+cwoaKQyuI8jhhfxu8er+k3p727l0mVhbzuuIn8bVkt7z59Bq88egIPr6mnI53hsu89yBdffzRvPzWpKvmJC48YjkuTJEl60W7eVMczbR18YEo1jzS3UtPVw4SCXP57XS2j83IIwDsmVvFffe1UVrR1cuaoMipzc6jpSnP1zAmsbe/i97WNTCjI4/DiAuaWFlHblea0ilLeO3ksF4+t4IiSouG9UEkaIZra0qze2sGRU0pZX9dBW1eG/LZAXm6gNC+Hzq4esrun9BVEYnJVIe1dveTnpphWXciYsnxqGrqoqe9i8cpmXjV/LAV5KYryczh5duXwXJyk/WNB02IWVMwDzgI+QFK9I7vyRQ9wK3Ad8LehbLmSLcb4LuBdL8XakiTtbyZ1aOfWPpi0Wtn4KDSth3M/B4/dBMVVUDYBjntb8gkpKKmGB/8bNi2G6WfAPV+GX/0DrLkf6AVScOKVcOdnYMnPofYZOPl9cMaHdn3+nq5k7Ryz9iUdGjY3dfKDv6+mrTvDaYfN45fvO5UJFUWkQuD0r9xNU0cPZ80eQ1NHN0vWN++Y19zFdfes4vorTuT8I8fR1tXD5Tcs5ISpo3jryVN42WFVw3hVkiRJ++bGjdt4srWD22sb2dqd4cPTx/H3hhZKc1JcNm4UJ1WUMjo/j/tPmcvbH1/FvQ2tfH3uNCLwo011lOam+PmWBgCqQ+CEihL+fcUm/t7YSgD+fspcZhQPrMK9Q1tPhpJcq29LOnRsbuxi9ZYOJlcVMndSKaNK8pgwqoDHVjWztraTqWMKaGzrpq0zkun7M2wIsLa2k5wUvPbkcQCs3tLOktUtzBxXxKzxxeTn7qF/i6SDS5KocQ9wDwsqyoFJQBnQAmxkQVPzbmZLkqQBTOrQzs27DP7yb0lCx0nvhb9/I2mbklcKb/gCzDwra+yl0L4NxsyG2AsTj4czPgxzXwPL74Cu5uR4w2qongcESHfs/vzfOQUqJsO7bM8i6dAwtaqYOz98FhMrCwGYO6Gc6+9bzSXHT+SMWVWMKS3gt0s2AXDC1Eryc1N0Z3p5dG0jAOVFyf/SSwpy+a83HcukyiLmTx1FTirwv4vW8ZvFG3jjCZN500lTh+cCJUmSXoSrpozln55dR0cm8rHp4/jS6s0AHFNayCdnTqQwJ2kIMKUwn7dPrKI90wvAa8dW8mRrO2+bUEWmF+6sb+bN40ezpqOLVR1dVOXmUNeToaGnhxkvaK2eeLipjdctXs61c6Zw+UQTZSUdGg6fUML4ygIqSpIXrQryUqyoaWfqmEIa23po7uihuSOSm4LSghzKi3Opa+6mqycmPUH7TKoqJJ3pZdrYIvL6flcvXNZITggcNqGYUaW+yCUdMpIEDpM4JEnaByZ1CB79cZK88YpP9z9eNgHqlsPD34ftnTPTrdDT2X/cxOPhku8l2z/6KDRthFmvSD6nvHfHuJPflySHXPZDmH5mUo0jdxdvRB12TtLKRZIOIbOqS5/fXriqnm/dtZyS/Bxues+pPLSqjj8+UUNPb2TVtjbGlRdywrTK55M6Njd18sfHNzF5VBE33LeapTXNlBXl8Yo51RTl5/DwmgYeXtPASTOqmDGmBID27h4eWFHHWbPHct09K3n57DEcOaGcmx5ay0XzJjCx0jLkkiRp/+jM9PLZFRu5aGwFZ48uf/54RV4upalAXU+GL63eTIqkHuS6zjQD63T/45TkHvKplna+u6GWKyZWMbO4kM8dPonPMen5cac8+Ay1PRk2nHUMm7t7dhnTuPxcTh9VyqzdVPKQpINNKhWeT+gAWFnTzsb6Li6cP4ZXHFPFklVNNLZl6OmFtq4M4yrzISa/kSNQU99JQX6K2qY0q7d0sHpzBx3dvZw8u4Lapm7SmUhDWzfnH7fjuV9zRw+ZTCQ3J7CutoPZk0ro6OplW3M3M8YVEYJVPiRJknRoM6lD8PjPYevTcM6nknqJAA9elyR0pPKhtxtSOUmTzIJyWLcwabNy1xdgxV3w/vshL3mznPO/AI/8EDY/CePn9T/Psr8k/y2bCN+YB5NOgLximH46nPhuKNzx4I5Xf/2lv25JGsHOnVvNT688mZOmjwbglBmjuenKU7jixoU0tKdpaE+zdHMLkPzq/uZfl7FqWzuVxXk0tqfJCTCqKJfSglw+/eojWb2tjUmjip5P6AC48e9ruPYvz/GF1x7F1/+6jKc3NfGO06bxxduepbkjzUcumDMs1y5Jkg49W7vT/KymjlQI/ZI6PvHcelp7d6RvzCjMY2VnmjnFBdxW28irxlRw7iPPcfHYSj5z2EQAjiwt4qopY2nsydDV20tBKvX8/DUdXazt7GZCfi6/2NzAR55bz6vHVpAT4fXjR/GqsZXPj51aVMAtx83aD1cvSSPXsTPKmTWhh6L8pBXVUVPLyM9N8dymdmKElZt3VOPNTQUeWtbUb35OCooLUuSmAqfOqWTJqibmTinrN2bRskY6unuZXFXAmq2dVJXnsXFbF+u2dTK2Ip+yIh9hS5Ik6dDmv4gFb/t5UjVje0JHWx08fjNMOB6KKqF1C1TNhmd/B91tcP/XYOH3oLAiaZESdjwgo7ASlt0OE457YVLHERdD7bOw4RGY+1pYcSd01MOKO2DFX221IklZQgi8/PAdby599ndP8dOH1vG+M2fyg/tX09MbCSRvQsUIDe3dnDR9FGu3tTOmNJ+61m42NnZy08K1XPGyabzyqPG8+aQp/c5x6fzJhADTxxQDML2qhNMPG8P33n4CL5uVlBhfvqWFt92wkE9fPJfXHTcJSZKkl8LUogIeOvVIqvN3PKb4w9ZGOnp7eeO4Sh5obGVyYT6dmV4gzcLmdh5pXsfVOSkqc3Moy9lxX5oKgbZMLzfX1POBqdUcVlz4/HfTiwqYVVzAhs5ucoEzK0v5Y23yB8jfbWvim0dM4c0TbLUiSdsV5KUoyMsHIMbIXU/Uke7pZeKoAjY1dPUb252JjCnPo6u7l9bODPm5ga6eSFtXLys2tzN7YglHTStnwqj+FZDmTSsjnYlsbUzWKynI5aipeUyqKnw+oWPZxjZWb23n7KOrKMhLIUmSJB1K/BewkuSM0upk+8HvwLWHQf0q6M1AzePQtAFW3Q1EKB2XjEu3J61TrrwDnvgl/Ph10LwJpp4C77sXXv6RF54n3QHkwN3/nrR7OfHKHd+tW5R8v+pe+PnlsPB/ILPrMriSdKh5elMzAXjLyVM4/8hqZo0t5f9dOJvC3CQh70tvOIZb3v8yTpoxmsPGlhKBE6eP5twjqrniB4v43O+f5tePbui35viKQq46exZnzq7mV+8/jY9cMJtUKnDh0eMpL0zK7eakAqkA3793FZubBrTfkiRJGkJTCvOfr6px9qKlvP/pNTSkMyxt62RjVw+lOTk83pr8e2RUTiADtGd6eduE0Vw1tZqPLF3HZ5dvBOCzsybyfyfN6ZfQsV1DuocJ+Xn863Prec24SiYV7GgzcG9DKwBfWVXDJ55bxz31tn+XpO26eyId3b0U5udw/MwyivNTTB9byOjSPHIC5OfC6UeM4tQ5lZQV55KXG5IXCaoL6ezOsHBZI4uWNZLp7d9Aa1xlAZOrCpk3rYyzjx5NWVEuhfk5jM9K/kilIJOJPLO+dX9ftiRJkjTsTOpQf7lFQIRULjSsgs5GOPpSqDoMLvgPmHMh5BbCFb+HDy6BupXw+3+G1X+DlppkjQnHJgkfHQ3w1G+S5BCAsbPhqNdBXhGk26BhDRDgpPfCqe9L5v/po7D0j/Dnj8PGR4bphyBJI0tnOsOs6lK+cuk8Zowp5e6ltayobeWZTS2UF+WTlwo8W5P8weGTF8/l5+89lTs+/HJGFeeT6Y30xEgqwM2L1vK67/ydPz6x6QXnmD2+jB/+fTUbG9r56u1LeWDFNm55ZD3Tqkp4/1mH8fSmZj556xN0dGf29+VLkqRDUA6QAUpzUjzZ2snE/DwKU4Hzqsr47yOmUJibyxElhaw88xg+MmMC31y7hZtr6vlTbSMAJTk5zC0tAuDxlnYWN7URYyTdG7mgqoJTKksIQFuml7ruHqrzc/n0zPHMKi4gEyNfX7uFH2+q52PPrR+2n4EkjTTtXRkmji7gtCMq2daSpr27lzW1nRTkBXJzoCcD7V09FObncMbcUZx9dBWnzq6kvauX7p5IcUEOvREeW9XMPU/V0zng/jIvN0WMsHpLO41taZ5Z38rWxi62NXcza0IJeXkp1mztYHND5wsSQyRJkqSDme1X1N+kE5L/HnYOVB8JW5cmCRqbn4RL/gfuuQbKJ0HNEuhugVEzYMopUDx6x9ztHrwO7v0qhBy46Fq47aMw9VSYcnLSnmXicdCyEaafAbdckSSSzHk1xD8kySTRmzNJAlhf384vH9lAKgTedNJUfvaeU/jZwrVcecZMaho72NrSxQ33reInD6ylsSPNdy+fz0kzRnP30q1cesIkvnP5CVz9myc4cdporvnzs/zf0i08vr6RT1185PPn+POTNXz19ue4eeE6NjR08MDKOpasb6QoP4d3njadPz+1mcqifOYt+Aufvngu7zp9Rr8YNzS0U5yfy+iS/P3945EkSQehI0uLeLqtk2uPmML162t58/jR/NfaLZTl5nD+mAquXbOFucWFfGvtFs6vKmd+WTFTC/P52PRxL1jrvU+tYXN3mqq8XC4ZN4qfb67nDdWVzC8vZn5ZMW8cP4oMsKYjzU01dZw9upyTyoupT/eQn0qRiZGc7e1KJekQtqm+i031XcwaX8yEUQUcPbWUtq4M86aV8ftFWwG495kGMr3J+ItOGEtHd4atTd28/MhRAKysaaekIEVNfRdPrW1hYlUhE0cnVZVijDy+ponGtgxVZXnUtaRZnRuIES4+cSzzZ5azeGUz67d1smh5E+cfO4aigpx+MTa2pakoziX4e1uSJEkHEZM61F+mrxfmmDkwfh5k0rD8DujtSSps1DwORPjrgiSRo6MBJh4Py++E37wP3vA/O9Y68d3Q0wmr/g/GzoE5r4Ln/gSnfgBe8Sn49Xtg7QPQ3giX3Zi0dHngO9C4FjLdcMu74KoHk/NI0iHs8HFlFOfn8PiG5M3ToyZW8JpjJ3LkhHK+fOkxfPeeFfz2sU2000thboq5E8oZU1rAx185h+/du5Lx5YX8bskmHlvbQF5O4I5nttLS2cNxU0ZRXpRLWWEeV//6SVIBaho7eOMJk7nk+Im87YZFfOfuFcwZV8ZbTprCqTOqWLWtlZKCXG5/ajOHjytlbV0b58yp5sJv3MfscaX85qrTh/mnJUmSDg6RAMwrLebY8mK2dPVQ05VmUkEeqzq6WNfZzdzSQr6+dgvfWruFUytL2dTZzceXbaAyL5cLxlQ8v9K1c6Zwy+Z66tI9nDe6jDu3NfHrrY3cceJsji4t4vInVtGS6eWDU6v57pFTWdzcxsPN7eQG6Inw6WUb+fKcycP3o5CkEWJUafIoub41TVV5PuNHFZDpjeSkAvNnlrN+WwfbmtPEvrGpADPGFbN+WydPr2slLwe2NKWpbw0UFaRYX9fFlqZu0j2RsRX5rKhpp7Etqd6R7slwxKRiutKR1Vs7eHJtKxNHFzD/sHLaOjO0d2Vo7uihq6eXzu5eSgpzaO3o4aFlTRw7vYyZ44uH8SclSZIkDS2TOrTD1qWw6Ppku2QM/OFfobst2X/ZByGvJEnuOPYtMPtC2LYM6lbAGR+FH10EBWX91yufABf8e7J977Ww8m64+L9g3mXJsZrHk//WPgN3fg6a1iUJIgQoqIDu1uT8JnVIEle/6ghGFSdVMG58YDVfvf05brjiRM47chxff/PxfO2Nx/HHJ2sozE0xfUwJT25o4u7ntrCluYvfPraRqy+cwzW3P0dOSNaqa+vma3c8R21rF3/50JmcPmsMrz9+Ij+8fzW3PLqBWdUlvPmkKfzi4fV86tanWLSmnu+/Yz6Pr2/i6Y1Pku6NjC0roLaliyWfPZ+rzjmMiRVFw/xTkiRJB4NbtzSwor2LCDzT2s4NG7ZREAI5IXDtnCksbetkbF4uH5s2nndNHMOiplaOLy/hn6eM5ePLNlCY6t9p9szRZZw5OrlffdlDz5AXUvzquMM4pqyY51o7aM30kgN8c91WZhXls6KjmzeNG8UvtzRQkZNibWfX/v8hSNIINKY8n1kTipkwugCARcuaaO/O8JqTqplWXcS06iLSPb2s3NzOlDHJ/eHGuk6a2tL09MJh4wrpjVDbnCbQy+ETiijITbF4VTMzxhVRVZbH+FEFTB1TyKLlTTRvbOeVx1dR29LNys3trN/WQW5OYOa4Yupbe3hgaSN5OZDOwNjyfE6cVc6M6iKqK6wgKUmSpIOLSR1KPHwDPHYTbHoM5r0FjnkTVEyCDYuBCGdfnVTdyC1M9ifNTz7QN29xUoljV9obkvmN66FhDSy5OUkKKR0PrZuThA5Izv+2XybtXqrnQuWUl/jCJenAcMVp05/fvuT4SXR0Z6hp6qCrJ0NBbg6pVOC1x04EoCfTyyXX/Z2e3kgqwIraNo6ZUslZh4/h5JlVPLSqnm1t3XztTcfSkc4wsbKIm95zCgDV5YV89/9WcPG8iaxvbOf3SzYyY2wxZ84ew8d/9SSHjS1hRW0bxfk5bGvpYubYEt7/00f5n3ecSEVxHvVt3ayta+P4qaOG48ckSZIOYE3pHr60qoZfbWmgIjeHf5sxnourR3FlYxsVuTmMyc/liNIilrd3UZiTojtGzqkq55yqcgBe++hyNnWlObp014mmnb2RVf+fvfuOs6OuF///mpnTz56z52zf7GZbdtN76CSQCEi7CCIWRMQueBW5crk2BKzotVzFgoqKFxELKlKkl2BCID0hbZNstvd2ep/y+2M2uwkBv97fvUkIvJ+Pxz7OnnM+85nPfv6YnfnMe97vXJbpHhf39o/x9/EEFlCkQMyCzmwegA2xJN+cWctgJs9VtWXH4s8XQojXPZdDZUH91ENd8+qKiKYKDEVzVIbsQA+nQ2V2bREAPaMZNrXFJ9sPRvPMnOanYFjMrvWz5UCcmdP8nNQcpCzowuvSJoNBmhN5CoaF16VR7HOQzZnMm15EJKWzrz+FQwXdBLdTpWCYFHSDA4NpFjfZ/xNiqQIuh3pEeRYhhBBCCCFORBLUIWxPfNEOukCBHb8HVbEDK2pPhs13w4xVMPN8WPEZeODjUL0YZl9sb+uw616SSxzZb3ocnv0qLPuQHQTSfC6svh3W/9Tel8sHDi+E6iDeD0UV9n4euNbO0HFwH0II8SaX103uWtNOOq9z0/mzKfY6+dKDuwj5XFwyEczRPpLkwh+s4czmUr5y6Tw2dUaIZwus3jvCB+7eSF43+ehZM+iLZnA51MMCL5I5HZ9TJZMzeLk3xmU/eYFFtSEyBZP2kRSfXNXCn7f00TGaQlXsWsc/u3oZH//NZrrH0vREUtzyYAfjqRxr2sZY+9lV1IYl3a0QQggh/nnrYyn+u38MgJRhcnvHIP25Al2ZPL25PMP5Ah+qLeeSihD3DYzx3pfb2XXmfByqAoBLVTCBpGFQ8orljrWRBE+Nxvnz4mb2pbPUe91cuHkfTsXedprPg5orMMPr5uVkhndUllDvcfG5fb04NZUbG6uO6VwIIcTrkWVZ5HSTlzsSNFR6qQq72dObpLUvxaWnVKBMHFN3dcdpG8iwZEaAxkovpmkxGi+QzRts7Ujg1BSKfQ68Lg23U50M5AAo6CYWYFrQNZJlPFFAUUA3LRyaQsjvYCCioJsWACUBF6VBha7hDKqaZzCSo3csS+9olpKAk7PmSQZgIYQQQghx4pOgDmG7+q+w5jt2CZb0GHS/BJEuaLkATv4o9G+D4ul2eZSmlaB5prZdcAWUz4LyOUf227sRNv0K3EE478uQGILOtXDSh2HPw1C1CE75GDh9drmXuA6bfg2WBQvefYz+eCGEeH17bMcA/3rfFupL/KTyOuOpAp8+twW/28F5cysn2+3si5HTTZ5tHcE0YfdAnA8vb6BtOMnC2mK298Yo8bv4xtsXAHDVL14i4HEQTRfY1DHOwukhtnRHAcjpJjv6otSGvWzsjPD9p/dzzuwKfrG2A6emkNNNCrrJqtkV6KbJSCLPg9v7KfE7+Y8LZkkpFiGEEEL8j51XGuTWGdP4y+A4owWd4bzO4yMx0obOB2orKHZofK9zkH+tq+DCsmKcikLWNClS7aew/3tBI/25AnVe9xF9/7xnhKfG4ny4tozzy4p5YChCmdPBqSE/T43GWRb0clV1Lbe2DZC3LF6KJokWDMIOjUsrQsd6KoQQ4nVp/b4Y48kCuYJJtmCSyhosbgySK5iTAR2WZdE7lsW0YOuBBD6XitulES5ykMiApqpoqoLXpfGWhaXE0gUe3zJCTYmb4VieeMag2KcRSxsAJLIGQa+Gx6mw+UCcM2aHMU0TsJ9J6x/PcmpLiFiqQHnQRe9Ylp7RLBVBF83T5EEDIYQQQgjxxiBBHcJWfzrsaoKOv0P5XBjcZn++9jtTbTLj8JabYeBleOwmaNky9V3VgqnfkyNQVG6/xvrsz9x26kOe+TIM74GKuWDkYfcD9o/imCrF8sin7bbr7rDLslz6o6P3dwshxAmgOuRlSV2YWy6Zy/0be7hvQzcfXdHIlafUAXDjH7fz9O4B4lmDkNdBpmDSOZZiOJHjZ8+3o5sWd1y59Ih+dcNiJJFjc5cdyLG1O8r0sIeBWBbTsmgoK2JDxzgK8GzrIKalUB/2MhjPUrDgiV2DbO4cJ5bVuXBeNZcvrcGpKnxiZTOxdIGg1zG5sCeEEEII8f+iKAofn17OD7uHmO5xUTAthgo6AD/sHibs0IjoBqtKgpS5HDw5FudnPSOTWTT8Do0Whx3goZsWccOgxOlgTzKDBViAQ1GI6wa3tvUR0w1qsy4ypsW9AxEeHYkT0Q1U4IVYipdiKQzg8q37+e7sOs4rKz4u8yKEEK8XIb8DVYGFDQGeeXmMrpEsjZV24IRhWjy1bRQLi2zewqGBaUI6b5LM2UEYTZVeFjUGD+/UAtO0iKQKxDN2IEcqa+B1KWTyFiGfg1hGx7ITc7CtI4ZpQXnQwUhcxzTsQJJoSiea0jl/SSmJtE5jlZeKYhd53cTlUI/ZHAkhhBBCCHE0SFCHmHL+7XD2Z8FfBut+DM/fDoZul2UJN4C3FL5ZZ2fsOP2Tr95Hzwb45Vvhgtth2312AMeVv7ezewCoTgjXw+g+yCdh8fsgOQwje2DxVfD8t+ysHYUU5BOw9Tdw/tfBM7F4Zllw4FmoO90u3SKEEG8Ci6eH+PN1ZwAwuyrAx8+ewfQSH9F0nq/9bQ+bu8aJZe3Fr2hGZ/WNZ9NQXsTOvhiZgkFBNw/rbyyZ47Gdg3zl0nlc8P01FHscxLI6igI9kSwK9k2P+TVBltaF+Onz7UTS9g2VWKbASfVhNnVFSOR0HJqCU1OYOy2AosJ5cyrZP5Tgwh+s4fpzWrj+nJZjOVVCCCGEOMGpisKLp87BparolsV1uzpZPZ6gxKUxnDe4rLyYb7cP8GwkwbKgl7dXvnoWjVva+vjtwBj3L5rB27a2cVFZkAeXNDPN4yJW0HEpCm8rC3H/cISLyoLEdZO8aZIyTGb4PDw0EsWlKmRMi+GCwXc6Bw8L6hjN6xxIZzk1VHSspkYIIY672bVTx7xzFpaiTpS/Go7l6BnJkslPXXu6HSrnLirFMCGTN4imdMqDrsP6G43nMUyLxkofrX0pgIlSK6Dn7SiOaFrnpOYAHcMZxuI6yay9j5G4jtelksmbDMXyAHjdCqYJLdN8VIfdtPam2Nuf4pyFpQS8sgwuhBBCCCFOXHI2K2ymAZrDDujofAGevgWKa6HxLNhyD0Q6YPXX7bbRLuhYDSd/6Mh+QnUw+2KoXgxPfBGC1TDrwqnvezfAeDuUNMPKL8CzXwF/OaRGYct/Q+MKO1tI2Sy7nVkARYNfXwL9W2DRe2DjL+yMIWfddEymRgghXk/cDo3pJT4OjCS58Y/b2dYTpSbk5Y73LObrf9vDounFXH33BhZPD/PDK5dMbtc9lubuF8HAB+gAACAASURBVDomahNb3PNiFx9Z0YCiQHXIwy0rmnhoez8doyl8Lo3pYT+La0N898l9APjdGpV+F+3jGYrcGk5NYTCWYSxVAOCWB3exvTfGLY5dbPjCOaycVcHCWnmaVQghhBD/PNOyUBWFYqe9VPGFfb38PZLkHVVhnh2LA/D0WJykad/o2xzPsDeVpcnnOaKvM8NFRAo6+1NZAKa5XZMBGMVOB725AvcPR/hYbRnd2Rxro0mcioJHVUCBFp+bjnSORo+LjmyevGHRncmxcsNeyl0OZvk9PDkWZ/1pc6h/lXIvQgjxRudx2ZmROobStA2kSWYNakvduJ0aPaMZako9PLxxhFNaiqku8RD0OQHoHc0wGi/gcir0jeXI5A2ml9nH8boyD+XFLvb2pXBqCqYFJQEnmbxFNGk/aOBzKZOZQAzTwuNU6RjKAJDJWTy3cxzdsBiM5qkt9VAVcuN2SqYOIYQQQghxYpMzWgHPfg2+1QDxAbu0ygs/AMuESCeM7J1qt+A9cPVDUNpsZ+t45iuw40+H9xWogvf81i7nctlP4LKfHv79nEvtV3cAtt9n/65ogAWJATugQ3XA6F47oAPg/g9ArMfO7LHzL7Dy8zDvcnjgWtj2u//7+RBCiNepn6xu45pfbUA3TLrH0mzriXLe3EpGkjnuW9/Nrz90Cj993zJmVQbwuTR6xtOT29760E7uXtfJr9d1UjBM3jK7nF+s6aSxzM8N586kbSTJ8/tGsSxY3lzOXdecRDyr0zWepsitkcoZtI9nUBXY0BmhYFjsGUyiKfCR5Y10jKZQFVg1s5yQz8UvrjmJlbMqjuNsCSGEEOJEYlkWp7+0hw/saAfgN/2jbIilyFsWDw5HGSsYuBWFtGlxa1M132qppcpl3yD8t9ZuujK5w/q7uDzEnfMauKQyzBebqrmhoeqw76d77G1LnA4eH02gYAeVJA2TXcks+9M5dKAjaz/93ZXN8fOeEXKWSVc2T9ChcsuMacQKOu9/uZ3uV+xfCCHeqAzTYu2eCG0DdmaNkVieTM4g4NGIpHQKusmFy8qpKXET8DpIZg3MiWA8w7TY2BanYzjD3r40M2v8aKpC90iWimIXM2t87OtPkswaFAyLBfUBFtQHGI3nMU1wOyCdtzCBvAF53SKnm5gWuB0Kc2p96IaFqkB12E1V2M1ps0JSfkUIIYQQQpzwJFOHgHAjVC20Azkevh76t9qfn/15WPo+2PsEtD4MbU9Cahj0POg52PQruwxKzVJY8z1Y+Tk7u8dBi95jl0vpXAu1p4DDBas+Z/8AbL4HHv4UJAft966AXXLF1Kf6UDRoewacXkCFTATW/QjqzoDtv4O2Z2HxlcdkmoQQ4njrHE3ROhhHNy3yhp1y1uNQuWzxNP64qZd7X+ri/k29fP3t8/nsn1/mwHCSP02UbfnCRXOoK/WxtC7MqtkV9EczPNs6QvtIioDbwZ2r7Rsog7EsB4aTfPr3W3hw2wAeh0p9qR8s2D0QxwJcqsLBcJHasI/3nVbPrKoAOd3kfafVY5gW2kQaXiGEEEKIf4aiKCwM+GjyudkQTfLltn7ypkVQU3l4WQujeZ3nxhLsTKb5cvsA19aWkzAMdiYz/G5gnDNCRWyOp9mfyvLZpurJfoMOjU/VVzKW13k5kWZhwC7jufH0eZNtHh+JsS2ZwThkPCFNJWpMlREwLYunxuIY9n1JnhtLsC+VYyxf4MmxOI0eN1+eWXNU50gIIV4PTNMilioQ8NiZOixAURUCPo2CbtEfyZHZEyFbMCktcrGzO4mmKjRV+dBUhaVNARIZg4qQi4piN6PxPN0jWfIFkz09KRIZ+9ibzBqkcwU27I+S1y0cKhT7nQzH7IfAVAVMy156BJhZ4yPkdzGrxqIq5CZc5MKyLBRFrk2FEEIIIcSJT4I6BCy5yv7p3TwV0HHqtXbwhaFDZhzan4OmVdD8Fnj/A3ab5TfYGTf2PAxbfwPN5xwe1AHQ+jf4w1V2qZVgNZTMgKe+BJf+BAop8BTbV391p8P+x8FfAfVnQvc6CDdAegxmXgwv3gFY4PTZ+3jyS+AtgfQIDO2Ghz4Jcy+FMz99DCdOCCGOrf+8YtHkotSMcj8rZ5WzvmOcsiI3m24+l63dER7a1s9/v9iFacEVS2v4lzvWkDdMvvWOhXz5bfMByOsmj+8YZFrIQ380y87+GKc3ldgZOEyL1ftGCE2kxi2YJrv645w5oxQLwIJodir47vz5lZz3X8/jcWgkcjpfe2Q3iqLw+A0rqC/1k87raKqC26EdhxkTQgghxInkrvkNANy8v5ekYeIG/rS4mZk+Dy0++Ny+XvqyBVaVBLi8KsxtLXYQxSUVIWb7vbxzWxub42k+01CF8xUBpp/d18OjIzF+Nb+BIofGC5Ek+9NZfjG/EYeqUOdxkTEMajwutiUyXFJezLORJMWaSsQwODsc5EA6S9dE5o6Q04FPU3lkJIqmwNpYgtXjcW7e38dd8xqYU+Q9llMnhBDHjNOhctGy8slgifKgC8Ow6B/PM2+6n1NmhtjSHieX1ukcyeB1qWgqPLZ5mJDfySkzQ5MPAcTT9vWiAkTTOo1VPmJpnWTWDrNr7U2T1+2oDd2EkViBgEclkbWzcxykqZDJW+zoiqAqsLcvg9OhUOxzsGJuCWBfB0vGDiGEEEIIcaKSoA4xpXYZnPNleOZW6H4Jfv9eO0tHoApa3gpX3A1uuwYxm+6G1CicfRMsvgqcfpi25Mg+G86EM2+A9Cis/gas+HcY2A7JEXj+W2AU4F33wG/fabdPDcPuiaCRkhkw1g4v/Qg0NzQsh/mXw1gbrP2eHdzRdLadNSQ5Ajv+bJduOf1fj818CSHEcXBw4ay5IsCvP3gK46k8mqrQF0lz4x+3k8rrnFwf5gsXzeavW/vY2W/Xn9/QMc6SujCDsSxP7h7k+8/sn+yzqbyIkWSOF9vHAWgs8zMQtWsSH3xAdUPn2GHjcKoKJhY//3sHLk2hYJooQJFbw+XQsCYel1r1ndU0VxTx24+cdjSnRQghhBBvIF9smsZLkQQ7UzmeGovz8V3dxA2dCpeDT9dX8OmJUippw+S2tj4urQiBH342t56nx+KY9nPjh/X54dpyFgZ8fGl/HynT5NTiInYlM7wwnmBTPM1JQR9ziwLc02+f8/xuMIIOpBwqMd3kydEY47pBlcvJeaUBWnwe1kUTvBQrsDxUxOkhP+MFnaFcgc/u6+UbLTXMn8gKIoQQbzSHZr9oqvLRVOUjldXxuTV2dScZiuQwLThpRpBQkYPndkQwTIuhWJ5s3sDvcRBJFtjTm2QoagfLuRwKToeCdkjcRdDnIJ3PT763gER2KosS2Bk7DBPaBux8kpoKpgEuFdSJcY7E8qzdE2FpU5D6Cgm6E0IIIYQQJx4J6hC2no3w3NftVxQ7YGNgG/jLITEI8V7Y/Vc7k8bMt8KWe2B0HxTXwML3wAMfs0u4fPSZw/t94FrIxuDd98LQLjvjx/Xb4J5L7YCOQhq2/AawwFdmB38AKA5wFdljsQy49Kd28Maj/25vE6iG0z4Jg9vhV2+F82+3M4Ds+JMEdQgh3lRK/C4AvvVYF/GJDBqVQTf3vtjFzv4Yly+pYeWscm74wzZ+8twBijwag/Gpmu8+l8rPnj/Apq4oAM0VRbz35Fq++rfWw/ZTF/ZxYDSNptgLaQXTQlPAqSnkDQsMC59LQ1FV+mNZ1reP88DWPvK6yZLp4WMzGUIIIYQ44X2/c5CXYil2puzzlT8MRujJ5ql2OdifznFX7wjzAz4avC4s4Df9Y+xIZPjebAd7U1mub+0hbph8pLZ8ss/uTI6P7OzkxoZKbp81nZtaezip2M9bS4N8qrUbgAPpHB0Ze5+lDpUx3b5p2OhxM1rQ6ckVCGoqP5lbx4uRBLcc6CegqdR5XNw+s5YLNu9jWdDHRWXF/GEowsZYSoI6hBBvKn6PvczcMZTGtMCh2teOL+2NEfRq1JV7GE/qPL19DJdDIVuwHwRQsNu5HCob9sVQFPuzmlI3hmkesZ+D7Q86mLHDodrZPMAOEEnlLVL5PKmszs7uBB6nQtAnS+FCCCGEEOLEJDnnhG2kFdpXQ+NyOOOTcOXv7QwbmQhYOjjc8PSX4b53QmoMrv4L+ErhqVtBVeHi78GSq+Gvn4DE0FS//jI7MMThgWzcDvAYeBmMnJ0BRNVgz4N220JmajtLh7YnAQPcQXjgOrvESiFtl2BJDEDvBhjaCUYeHr3R/k5zHstZE0KI424glqF7PI0F+F32v/VvPr6XR3cOEk3nueHcFubXFFMecBPLFlAUhU+c3cRNb52JQ4V03iRdMHnH0mloKiQzBb7yt9bDFskUoDeaBcCwphbNFtSGKEwUllcVOH9uJebEl59/YAc/eraNSLpATchzjGZDCCGEECe6tZEku5MZzisN8JXmady9oJHloSLiholuwVjB4KqX27l5fx/NPg+/mN/A1kSa3w+Os6okwE0NVeRNi+92DE726VJVKlwOAg4Nr6KQNkyGcgU6MjksQAPcqsJYwU73r6lTSyU7khl6cgU0IGeavGPbAb7dNQyAYVl0Z/P0ZXKYlsXmWIo/DEXsPpTDM4UIIcQbmWVZpLIGg5EcJQEnCnaAxeYDcZJZA7dLpaHSR8jvwLIgW7CoLHYyr66I6hI3AMmsQUu1D79bxcLOrjEQKRy5r1e811T7evRgQIdDVSgPTq0PPrltjGhKJ1uwCPklqEMIIYQQQpyY5ExW2JZeDXMuAW/IDrw48BzseQTCTVCzFDLjUNpsB2g88QU478vw/gfB1Ke2X/9z2PZbqF4MO/8MF38XLv2x/f3z34ahHXaZlj+8F878NJz5b3DHEtA0OwtH9RLo/Pshg1Lscip6zs7WcZBh2OVg5r0D7n+/PabzvwGKAtOWHrMpE0KI4603kmblt1ezsLaYLd1RPn5WE3/d1kckmUNVVeJZg3O+9zwXzKtiKJ6jpthNbyRDsc/FD57ez2WLazh3biWnzyhj5befwzBhMGE/oTo97KEnksXtUMnpJjndLq9ySkOY9Z0R3A6Vs1vK2dYT5S2zynE7NR7Y1g9MJTs/d04F6bzJ5Utrj88ECSGEEOKEc9+iJgwLnIpCzjL53N5exgo6c/0emn0eOrM5VpYESeoG3+4Y4KbGah5c0sy8Ii9FDo0bG6u4ePM+OjI53KrCtkSan89r4LlTZgNw0rpdxAyDJ0ZjdGXzPHfyLHYk0lzf2kO500HWNJnmcjCct691dSCgqTgUhahuHDbWZq+L2QEfGxJpMqbF2eEirqgK41IULigPHeupE0KI42b/QJpd3Un8Ho1MzqCm1M1ovEC2YKIpMBjJs25PhPGkPhmUUTBgLJ5nPFFgSWMRbqcDp0Nh/0QZlZxutwx4NRKZw4+/igIBt0Y8a+ByqAQ8GsPxAi3VXrpGsvSNT5Vs0VQoDbjsYBMJuBNCCCGEECcoydQhpnhDsO9J+GYdbP0tjLdBy7lQtQC6X7IDNRKD8PLvYXg3lDTCWBuMttmBINEeePd9EJpuZ9EY2AYje6FvM2y7D8INUEhBqAFifbDmOxCotIM0PrnJbnfwVmDTKqiYC2bBzuqBZZdcATBzMNIGf/4gNJ8DH3oc6s+AmRdCNnp85k4IIY6DsiI3Vyyr5fIltTg1hQMjSYbiOc6aVYFp2QtgDaV+zmwppTLo5kMrGin1u/jz5l4SOZ0/beljTnWQwViGK5bZgReOiTODaEbn7Uum4dKmFr0swOVUcagKhmny3N5hLllYzd/bRukaS+FQFc6bU4Gi2Nk8LphfzW8+cipup3asp0YIIYQQJyiXquLVVK5v7Wbput08Ox5ndyrLD+bUszuVZSBX4JHhKGsiSX7dNwbAvCIvj47GyJkmG2MplgV9PLVsJjuSGTbGUqyPpojrBt/pGCBjmjR4XHRl8ywv9vPdzkGG8zpFmsqigJcfz61nWzI7GaT63qowChDRDSzs86HAxPnRjlSOnYkM3+sc4mvN07ituYZ/KQ+zMOBnZCIoRAgh3gzKgy6ml3moLLZLY8XTOtmCyYxqDxPJHakMuSkLOAl6NWZUeUnldIaiefKGRedwlpKAE7AmS6RoE9emhmHSVHl49kfLAr/Hvs7MF0zyukVNiYv9AxncTvsYXV9mZwAxTDh1ZjFzaouO+jwIIYQQQghxtEimDnG4cIMdUHHm9eAusrN3jHeAyw/JYaicB5/aAqUzIDUKv3sPzLwAFl8FL94BW+4GowCKZmfnyIzb30XawV9h76NqAez8E5NVMD1h+/PG5bDvCfv30lnQ/tzhY3MXg561S8JE2+3PhlvhJ6eDOwAL3gnrfwrXvgBV84/BZAkhxPHlcWoUe538aXMvpzaWUBv20VDmo2M0RX5i5ayuxEdlwMv6L5zLho4xxlJ5ouk8HzyjHkVRuPqXG+get5+E8jpVMgU7Z20iq/PA1n5mlPlwqHkiGZ0it0axx0lN2EPXWIadfTFe7osB0DqYwLRgWUOYeFZnc9c4n7l/Oz63g66xFD99vp3rz2nmA2c0Hp/JEkIIIcQJ5dRiP5Zl8faKMA+NRKlwOah2O+nK5BjJ67xw6mzUiSeu7xsY45a2flyKwr39Y6yNJtkQS7EnmSGoabx9WxvXTCvlr8NRErpBSjcpcWq0Z3L0x1JsiCZJGiZeTWVxwEdAU0kYJk1eF9sSGeKGedjYzikJ8vBIDAPYnbJL1N3VO8LNbf1cO72cPw6OU+FysnoiO4gQQrzRFXk14mmdYp+DcJGTkM9BJp+hezg32UZTFebXBwj6HLy0N0KuYOFyQH2ZB91SeGzziB0457WjOQ4eetN5i/ahLE7Nzu4B4NJA0xRU7BKh0bRO1L6sJZExcagKtWVeesdzGCY8sXWU8xaXsa7V3u8Zs0MEvLIsLoQQQgghThxy9ioOVz4T3v9XiHTC8hugpMn+cRfBg5+ER/8diqrg33aAvwze8UuomAPlc+CkD4Lmhf1PgJGHZe8HXxksuMIOFtl4F5z8YShtgdaHoaQZxvfDKR+z25/9OTtTSMkM2PjTqTGFGuwsIKOtR4431m2/1p0Oi660g0/KWo7BRAkhxOtDOm+QKRhcsayGmx/cxYqWMjpGUwQ8DlY0l7K+I8IzrcO8bVE16w6MoSr2otd9G3rI6+Zk6ttit0YsZ6CpU4tnAAdG0xxM1pHMGTyyY6o+fcDjIFMwyBsWpgX/cf5MFtWEeLZ1BFVR0E2LdW1jJHJ5Iqk8mzsjEtQhhBBCiH/KNTVlXFNTxovRJF9uriGiG9w5t57rW7vZEkuxaN1uPllXzs0zanhXVQkuVeWtZcUsLPJy24F+GrxuRvI6tR4XV4eKuKC8mE/UVfC9zkH2pXLc1jyN29r66c/rBBwORgsGn2+qxqUqnF8a5E/DUapcDtbF0pNjmut1sjtT4MGR2OQ51EFd2QIAF5UFafK6CTokU5kQ4k3EAt2w8Lk1klmd9qEMNSVu+sZzhIucKFhs70ygKjC7poiBiF0eJa/D/sHswce+ANBfI9FR4ZAKLHkDesemAkb8HoVU1u7BocJZ88P0jGQpKXIyEi+gGxa9YxmSGZ2CAemcIUEdQrwJKIriBZYDq4ClwBygDPu+WBRoB14EfmtZ1ubjNU4hhBDin6FY1iuXIt68FEWpBXoAenp6qK2tPc4jOo7uXAEju6F+OfRtgv/oANUBXwnbWThuHX/17XIJO2vGoYwCfLMe9Aysuhk2/AwcHmg5D16+Hwwd9BRUL4WBLVC5AEb3g5H9x2MMTLPLwXhDcP43AAsWvxcGXob0KMx4y//JVAghxIlgzs2PkdHtaAxVgetWNvPkrkH2Dycn2zSW+ugYs29M1Ia9ZAo6Y8nC5Pdep0pF0EP3WPqIGxUAC2qC7OiLT75fOPF+0fRidvTGuPVt83hsxwAvto+ztC6Ex6mx7sAYdSU+Hr1+OYYFxV7n0ZkAIY6x3t5epk+ffvDtdMuyeo/neIQQbyxybWprT+c4Y/0ezg4HeCGa4IrKEr4/p46vtvXx454RFge8PH7SrCO2syyLtGHif0VgxROjMa7Z0UGFy8FZ4SK2xNO4VJUat4MXoykypoWqQLGqMG5Y/EtZkEdG40f0D5N5J/FOvBoKzC/y8r7qUhYGfSwI+HhoOMrigJc6r/v/fG6EEOL1KJIssHrn1JqhpsJJzUHW75s6lh6acQNgWomb/vHcod3g1Oyj7KHtDqVOlPw8yKWBQ1PJFUyKvBozqvxsbY9jAXVlHkYTedI5k3nTi5he5sHtVFFV5dU7F+IEI9emR1IUpRL4PvAvwD9be+kJ4KOWZfUctYEJIYQQ/wvq8R6AeB3qWAPxHjB1qDvVDpR46ceQjcIHn4CP//3VtxvcYQdv/OJc0PNTn2tOWHIVXPQdCFTZ/Sx6L0S7IRezAzoUzQ7ocBXB0I6pwBD1H9z8S/SDww3eMDz2OfjrdTB2AB7+NPz2nWCar72tEEK8gYyn8pzcWALYgRlFbgfPtg7xuQtn8/kLZ04siEFF8VQd4sqgm/FU4bB+PnpWE5FU/lUDOgCW1IVoqbCvhRVg71CCVbMr8Lk0DAtueXAXO/tjhLxOOsfS3Pm+ZSytC/GRFY385xN7Of32ZxhJ5F6jdyGEEEKIw903MIamwP50lvdNK6PR6+LPg+N8prGKn8+t5y9Lml91u9vbB5i5Zgc/7ho67PNZfg8XlRXzx8Uz6MsViBR0PldfxerxJGnTmkzjPz5Rxu6R0fhrpjc9eL6UAbKAQ1FYEPBx475ertzezoF0lo/t6uQ/OwZfowchhHjjcajgmAiWcGoKCtA/nuek5gDVYRdgB3T43VNL0p5XWfpb3Bg4IqDj0BCMlfPDh32XN6Cu3IsFxNIGW9rjBH12YJ/ToTK/roiQ38G0sItnd4yxYX/sf/unCiFe36YD7+HIgI5eYD3wHLDvFd+dD2xWFGXO0R+eEEII8T8neebEkWI9kI3DqZ+As/4DNv0KHrvJzqqRHoWPrYaRfXaZkw0/gye+CHMugwtvh6IK6N0Eex+FeZdN9XnRt+3X/q2gF+D5bwIWeMKQjdjBGYUMzHkbDLdCeYu9P/PgDUcFghOZOayJqzrNA8W1oGpw1r9D7wYIN9rBI6kRUCVmSQjx5nDOd1dTHnAzszLAgZEkmYJOfCDB79Z383TrMAG3RsEw2NAxTlXQzWA8R5HbiVNVMCwwJh5xGonniGd1NAVUVaEwcUMj4HGgANeeNYOndtk3Rywgp1s82zp82FgSWYPffGgZc6YFSeV0rlg2nXefPJ2Ht/czmswR8MiphxBCCCH+OTsSGcqdDr47azqrSoNcvHkf2+JpnHsVLikPsTxcRLRgMM3j4ryNe9mVzHDfoibmFdk39n7eO8LVNWWTpVAavG5+tcAuBbco4GNDLMUHdndyMJ+Hgf3kS0BTeXtliDWRJLN9Hv42FkcFTKDaqZGyLOL61EMEYU3Fo6k4FYULy4pZES5ihs/DD+fUcVLQfwxnTAghjp+haI51rVHKgk7yBZN4xl6/6xnNEk0WSGaNyQwbhjWV8UhR7HCNg6VAFaB3zM7e69YgN7EMaE20KfY58B8SCaIoYFnQ2pc6bDzpnMlbF5fhdamMxvPMrwvg9zqoCrsp9sl1qRBvIi8AvwYef2UWE0VRGoGvA1dOfFQOPKwoyjzLsuSpJCGEEK8rUn7lEJLi9hB6HizTzqYRqoO2p2BoN6z+lh0sYRbskiemCc99FRrfAsM74a3fgPuvhubz4F332MEbC94JVQum+k6PwR3L7GCOBe+C4T1QMQd23M/k807Vi+Dkj8La/4LxA3a5Fj0LgWpIDBw53kt/DEveZwd95FPgL4ffXQlLr4FF7zomUyaEEMfLt59oparYy9Wn1fPLNQf4xqOtdiraiVWyGRU+TFOhfTSFOrHgFfQ6OX9eJdNCXk5vLOGuNR083TqM26GS083Dahp7HCoep8by5jIe3zWAboJThYIJmmIvyJ3VUsamrgjpvMFzN66ksdzP1/+2m7vWdHD/tadzckPJ8ZsgIY4CSXErhDia5NrUZloWFjCcL+BUVOK6QW82z9cO9PFy0r7hpwKbz5jLldvbGcgVWBTwoikKZU6N+4ei3LOgkUq3k0eGo/x7YxXuieB/07J4dCTKR3d1AXBVVZiNiTS1bhfPjCcmx3BjQyU92TwPD0fJmBYaUOtx0ZXN41Ege8iSSpnTwZpTZxN2OtiZSNPgdfNSNMkPuob4+fwGqt2uYzRzQghx7GXyBju7ksys8eFzabzYGmEsqeNxKmQL9sGyudrLgYHMYdkha0s9ZAsGs2v8RJIFBiI5xpP6YdekB7mdCroBzVVe9vbbpUVf2W5OrY89vWlcDrj4pEoAHt08gqrABUvLj9afL8RxI9emR1IUZSnwJeDLlmVt+yfafxf4zCEffdqyrDuO1viEEEKI/z8klYF4dQ4XPPtV+PHJcP81YBRg5WcB0w7ocAXgma/AjJVw8/BU4ERROWguO2PHyB544QcTwRrA4E6I98Nv3g7ZiTSHO/5oZ/9w+aB6IZPJFAe2w7ofwng7OP2g56C4biqgI1ADS99vjwNgy70wuh9+91746QroWgdda2HTL4/RhAkhxPFz0/mzMQyTz/9lB1/9WyuXLp42uah15/uWctf7T2YwnmV62MuZzWU8/Zmz+MsnzuA/r1jEJYum8ZHfbObp1mG8To3cxFOnc6cFJ/s3TItopsDf9w1z8KFU01JQFTi1qQSXprBm/yinNZbgc6rc9KftbOuJUlXs5VOrmllUU3yMZ0QIIYQQbwSqoqApCudt3MelW/bz1QP9tPjdfGx6xWSboEPlmh0drD5lNntXLCDstJ++XhSwM2T4NJX7B8f5YfcwB9I5DMvixWiSteMJbtrXaz/5Ddw7GEFFYbrXRYt3Kvjiu51DPDAYwQLcip3NIzVRAIDRAQAAIABJREFUEyBrwSVlxSwq8uBWFEYLOn8ZirAukuDcTfu4ra2fO3tG2BhPszWePkazJoQQx4fXpbGoMUDnUIaX9kWJpHSCXo1swcLvVlkxJ0TA68ACfG6VBfVFrJgbZnFTgBVzS4ildXb1pEhPpOY4eE3rdk4VXskVLAzTomN46ph6sF19mRuAntEcmgoel8ZLe6Okszq1JS4W1L+yCoMQ4o3KsqwtlmW9/Z8J6JjweezSLAe94ygMSwghhPhfkVxz4rXNuQQ6X4C2p+33Qzth/jth79/gLV+CbffCiz+BQhqmLYVsFLb9Fi74Jqy+3c6+MfMiGNoDG35hl3ApbYHRvaA67SwfqhMyUdh8D9QsA0/IzuDhDsDCd8GGn0MmAlh2SRVvBWSGwcjD7ocgnwBfKYzshR+dZGf+WHAF1J0GC98Dyz54XKdQCCGOtrxuct/6Ln74XBtOVeXKU+o4a2YZf9naT4nPxckNJfxuQzfVxR4uXjiNG85p5jtP7mNhbTEzyou49jebSWR1AM6eWc7TuwcxgY8tb+SHz7XRH82gaQqFrEF8YnGtyK2SzNnRHesOjLNqVhlhnxu3UyVdMNncFeFDv97IeCoPwC/XtrP9tvNxaofHkm7uGqd9JMU7T5qOEEIIIcRruaamjPsHx3h8NEapU+OMcBHTXA48msqKcIDhvM7lW/azJOgjrRtsiaf5ZF0FK8MB/qtziCavm/dWhbllfx9Lg17u6B5hkd9LpGAQcmhEdQMN2JPKsjeV5V/KgrRl8ljAfL+bWUVeHhqOUZgoFzBuGPgUhbRlES/obE9mUYClAR+37u/DAD48rZRLK8PkLYvaQSdnlwSO6xwKIcTRlsjodA6naR/KUB120VztI5PTiWcMin0Oiv1O9vSmKPY5mF9fhN+tsbc/zWy3n1S2wI6u5ERP1mTZFa9LoabEw2A0RzI7VfYqb1/CTmaQBOgazVEacNBQ4WNbR5xM3iSVzfHsjhwFAw4MZakdz3FyS+iIsXcMpQn5nYSLnEd8J4R447MsK68oymPARyc+mnM8xyOEEEK8GgnqEK+t7jTIjIHmhtSoXQpl5oVQSEHFLLh2DdxeC7kE7HsS9LQd1BGqh3wS1v3IDsRweCFUC6oDTN0O3HD5YfkN0LkWiqpgw8+gbxN2fL1q97nlHiifA8khO+uHnrEzdgCkR+xX1WkHcqy/037f+jA4PeAOwuU/Ox6zJoQQx9SGjnFue3g35UUuRhJZbjinmbDfzUdXNHLXmg6eaR1mbdsow4kcdzyzn9qwlztXH8AC/u3cFj75lmae3TNELKPz+K7ByX4//cftk787DOWwfR4M6Dhoffs4Z8+s4Joz6vE4Ne5+oZO8btBS4Wf/cIp0weTSH62lN5Lh0+fO5MPL7Vr2331yHy+1j3Hxwmp8LjklEUIIIcSrW1US4Ludg9S4HNw/GKEtnSNjmOhYfGvWdF6KJLlsWxvrYilKHSox3eS2tn5cqkJ3Js+L0ST1EyVTFga8AJS6HJCClSUBZvk9bI2nGc0X2JLI8NBofHLfO1M5nKrKuypD/GEwgo591ZqZKGX7QiwFwEK/m75cnon7jKyPpVhc7OedVSUsD0tAhxDijW9ff4ruEbs0lqYqNFX50FSFeCbCQDRPJm8ylijgdqq82BplXl0RXcMZuoYznLe4hKZKD7mCRTJrEE/bR9NM3qJtMPOa+ywcfmlKJmeSKxgsaQrSM5phKFpA1UBTwTBhMJrj77vGiad1Vi0owe9xkM0bbOtIUB12c9qsIwM+hBD/e7Pvvi4I1AJFQBLobf3gnfF/vNUxN3bI78HXbCWEEEIcJ3IHRfxjV/0F7lppB1ekRu0sHQAbfwm9G+FtP4Qdf7ZLoRTSdsmWjb+AQgacRXYZlmvXgtMHZ94APzoFsOysHr2bYfeDdrkWYDJhoqKBZUK0y/4BUBxg6cBEdo+ak6DnRbsUTGLADjyxDDB0Oxhk6TXgL4NwwzGdLiGEONbOmFHKj9+7FLdDoT+WYcW3V3P5khq+etl8lreUc+aMUhrLfLzrpy9xWlMJK1rKUBUFw7JoH02ybyjJozsGuOPKJazeN3JYPWKHAstbyuiPZtk3bD81pQAO9fDFs3TB5LFdg4wkc+R0A59L48L5VSypC/PQ9n529MVoHUzg0lQMc2rDb16+kIFYRgI6hBBCCPEPnVTs5+amar7RPsBNDZX8oGuIrAUYcGNrN5eWh/hQTSk50+LfGqr4r85BHh2NUeZ0kDZNTGBZ0MfTp8xCRaHa7eRLbf34VYW/DUfZ6nHSlS3gVl59/1sTGbYm7JuKTgUK1tT50qqQj6eiaXalcszweRjJ6/hVlZ2pLDfv6+XUYj9hp4OAQzsWUyWEEMfN3OlFVIdcZAsWmbzB41tGWT4nzGmzQuQKJkGfg4ZKL13DGVqm+Qh6p46LhgEdw1lCfid+j0YsrR/Wt9cJPrfGeNKYul5VmSwPelA6b7KzO0VVyEUya+JyKEwv89hZQnqS5HWTaKqAqiioqn3Q97g0zpwTosgj16VC/F+affd1CrAS+FfgMuyKdwcZs+++7gHgJ8Dq1g/eaR3ZwzHXcMjvw8drEEIIIcRrkbNV8dryKeheB6u+CE983s6wUT4b6s6AA89A6yPw+X6YdTH85aPQ+qgdxGHkYMa50LUW9KydhWPN9+yMGp4gpEft3xtXQM9LEOm0y7JkxiFQDf4qaH/68LFYOqACJrz1q3b7306UtksO2ftEAVUDNHj8c9C/DW7aD97wMZ02IYQ4llRV4eKF1YBdimVHb5wZ5X7+uKmHq06tB2B62M/yljK6xlKccfuzqAqUF7k4MJLCqalYwNO7Bgl5HUQz9uJZecDFSCLP6n2jLJhm1x72OjUcKiQmyrAAeBwqpmVhWLCpKwKAU1X40+Y+Htw2QInfSSpnUF/ioS+a4+SGkslt60p91JX6jsU0CSGEEOIEtieZodnnYV6Rh291DlGkqrwl7KfB4+JX/WPsTWV5ZNlMXk6kef+OdvYnswQcGoZlcV5JgL+OxPjzcJRqj4s7e4b5bEMVDgXCTgcfn15BRybLvX1j5CyY63czkNNZHPCxPZFmXJ8673EpkD/4LAKw/tQ53NZml1/XgaCmYgKFiSDWGreTM9fv4ZzSIL9e0HRsJ00IIY4xr0vDW2pnQ4okC3bGjUwBVYXSgP1AV1nARSyl09afZu/E8bQs4GT9/hguTSGWKuBzuSb7VBUwLcgUIFMw8DgVsgVr8vWggw8nHGw/GM2jAKoKBwYz+N058rqJYUKRRwUUvK6p+8sVxe6jPDtCvLnMvvu6pcA9wLzXaKIBV0z87Jp993Xvb/3gnVuO1fheSVEUL3DRIR+tO15jEUIIIV6LBHWI17brAXj4eph3OTg8UL3Yzs5RGbcDPFIjcOBp6FgDrX+zS6vE7QUtDjwN3lJwFUFiyP5u++8AC2pPgR1/tLN0BKoABcb229ulx4CdEwOYCOIAuw2mncUj3Ai/vWIio4cB3S9OtLHs/YA9zjlvA3fx0Z8nIYR4nXhoez+dYylimQJP7h5i5awKakJe9g8n2NUfI5oqoKkKLofKxQun8dzeYc5oKmVWZYDfb+w5rK+CYS+QqcCOfjtLR6Zg4HHYTzN9eHkDqZzO7zf2HjEOv8dBrmBgmBaDcbts1vyaEE/fuASnph7FGRBCCCHEG9EtbX2siSQ5NegjoKlUu50MZPP4VAWPqlDhcvKdjkH6c3l2J+3U/+O6wbhuEM3ruIHFQR+PjUTRLfhGh11yTrcsvt0xQNwwafG62Z/JcSCdI2fBc5EEr0zckT/kGdIKl4N7+8d4dCwx+dnGRBqA7MT7fZkcKgrvrCpBCCHeLCzLom0ghUuDHZ1JSgJOzppXgmFaRNN5IsnCZLYNl0OhIuSmbSBFU5WXaLJA33geRQHLsgM0DnUwkOPgq0uDlho/bQMpcoXD21vY7xUgnTMn93lyc5BivwshxNEx++7rzgMeAPz/5CbzgL/Pvvu6t7d+8M6njt7I/qHrObzkyr3HaRxCCCHEa5I7K+K1zXs7nPwxO7hj4bvBV2IHTez8Ewy32uVWNvwcNv0S5l7GZALa0pmw4N2Qi9pBG1v+G1DAVwoL32OXcWlaCe/4FQSnHbJdC3iKIVBrB4NgAiqUzbLbhBrt9o991n5vGYeP1+Gzg08cHvv93LfZZV7uew/8+LSjPl1CCHG83b22g42dEebXBLnnQ6fgdWpcfMcaPvCrjYynCpjA3q9dyO6vXMBYKs95cyq57W3z2D0QA+ynmoo8Gvd++BQ+coad5eMV2WzJ6vYx+771PcybVoxjImVtyKtxcr1df9jn1FAUhbxhEfY5Afj7vlGs10MyTSGEEEKccL7SXMMpQT/r42l+NKeepGGwJ53jkdE4lmWxOZrgh91D9GfzFDvsZQ4XcFFpgOYiLwVgczxNWyaPBlQ6NT5VV0HGNLm+roJbZ1QzmC8AkLPg9KAfj6rQ4nXhnTjX8SkK1RMl404KeMnqBj/tefXM3HVuu51ugaLA6aEiOtJZZq55mTu6ho7qXAkhxPFWMCx6x3J0juQ4fXaIpU1B+sayPLl1hP39GSzA61K57NQKzppXwmAkx5KmIDUlHkZi9rHYsiDo1bhgSRk+12svX+cNaB/M0FQxlQGyLOjA5bCDOdwOBQt75XHi3wMdw1kU5TXqbQkh/lcmMnT8TwI6DvIDD0xsf0wpirIAuO2Qj9ZZlvXIsR6HEEII8f8imTrEa3P5oXe9/fv8d8JDnwC3H3IK/x979x2fV1k+fvxzxrNHnuzZtE2bNp20hQ5KWQUUARUEXKiIIAgo+nXv8RNFxMEX9AsqiAgOZCvIkFFmKYUOutOVNEmzniTP3uec3x93mhYcgJRC4Xq/Xs8rz1n3Oblf7ckZ131dWDlV1uQ9v4BcXAV6aAY4Ngy1q0/ZOBh/BPSPZt4wvbDl7yp7xriFMP0UWPU7MD0w/XSY+k647ROqPQB/NWQGIboFDA+UspDq+/fHW8pA46Eqs8iyy2DjX+Gui1UgiSkR+EKIt76bzlvAQxv7OW1eEy5DZ2t/gr54DtPU8DhwyQlTuPqRrVyydDLPdwzTl8ixbSDFC90JQAVjHNVaw/+7ZyMTqv79/XfQY5DKW3z/nk2URodCxbIWKztjVPhd7I6r8am6Bl98x1SS+RLreuJjASBCCCGEEK+GS9d4NpFmks+DS4Pd+RKVpkHcssg7sLA8xFcn1uPVNd61aitF3SFjO9w3lMQBjogEyVoWq5JZLKDG4+Lm3iECusaSijD1Hhc/2tlHo8dkaUWYJp+b5Yk07dkCoMquZByHfKFEyNB5Lpn9j8e7K1/iqqnN3NwXpT9fYskzm2gLemn1e6l1u17/DhNCiDeQ29Q5cno5tg01EfU8bvdIjsLoAIHqsEmZ30V/rIBpaAyniqxoj1MVcjGaMBJDg4qQixVbYxRLLx1qsJeuQbZgs7knMzYvmlBZfDWgOLpPt6mxZFo5G7tSlAflGaEQr4e2Gy7UUCVXXm1Axx4B4Ma2Gy6cvfmcaw7IsCBN06pQQSijo0RJA+ceiH0LIYQQr5Zk6hD/2ck/hw/9CVqOhE8ug8knqoAOdxBOvwE23QO/ORbW3gKTlqrSKKFGtW2iF+Z9DA47FzQT7CLkE9A4Dypa4M8fhnnnQCkPG++EOy5Q2UCqpwHaaBaPUVYe6ma9+NhcQfVTG41NCtZBz/PQ+RQUUjB+MUx7N7zrR/D+37/ePSWEEG+4ioCH989vxrIdfvvUDk74+RPkSxb5os3k2hAPbRzgqoe3csrVT9JSHSDsNVnWPojPpS4HWmtDzB1XRkc0Q388N5Zy3NQ1zpjXgMvQqAt7+eN5C/CZOgVr78O1iM8k5NWZ1hDm8JbKsfmPbx2k3O/ipJl16LrGX9fu5uSrnqA/kUMIIYQQ4pWY7Pdy1bRmbp7dwtKqMp5ZNI2C41ByVNaMC8bVcOWufhY/u5m8ZXNEJMhknwf/6EjseLHET9qaOTysRnJvSecZLlr8sLWJv/QO8dueQeaGfPTkSzwTS/HjHSrAo9ZloANlhgGABaQsm0k+9ULQGD2+wGjgaqWpowN+Da7q6mddMkvYNHhvbTknVUe499ApfKBeSrEIId76qsJuaiJuMnmLh9ZG2bArTdivnt9VhNxs68vyQmeCtTsT1EVcaBpEk8Wx7ZuqvJQsh2TGelFJFb9Hp8yv7l+bKjxMaVDn9X3f/rp0MA1orvbiHc3yUSg5xNIlyoMuKkMquG7l1jirdiRex14Q4m3nGFQplddiJnD0az+Ul6dpmh/4GzBpn9kXO46z+UDsXwghhHi1JFOH+M86noDamZAahL4XYOcyMH0q4OLZa6H9fqhqg5EOlXHjouUqG8cdnwTbgn98B3rXgDeotgPYfI/azsqrMi6BGhWEYZcg3Ajn3AdXzYFoO5xyFdxzCege2PaSknrFlPrpqAh8fBFVkqVvHYQaYKQTzrj+QPWUEEK8afzovs387ukOQNUQ9rp0XuhJEPAYuE2djb17a79rGiyaWMGj7VHWdMXY3JegYNm01YWZWBUg7HUxnMlz+6rdOEBfIsd7frkcgMlVPtJFm954nlhWnYuf2jYEwDFTq6kOemgs9/KV29cBUB3yMpIusGs4Q674khJaQgghhBD/Rl++yMZUlmPKQ2zP5LildxifrlG0NQ4L+3n/2u04jkOdx0VPtsDHm6qY5Pfyy85+buodpidf5Ftbu1meyHBSVZj7owlM4OMbOgE1mntW0IsBmLqOA3xqXA2zgz5OW7OdKUEvs4BHYmkihs720Qwee65m0qNvHIdGR5MfXR5iWSzFFL+XvkKRk6vLWFIeOpBdJoQQbwqPrBsay5axpxxn+2hWjXzRpmRBIqvOpm5Tw21opPI2nYM5DB0sG+a1hOgczFIVMOkaKRDPqHNtz3B+LJgj4IF8EUo2FEfHHnQOqoEEM8b5GUqWGEkV2TmQZXtfhpMPqyGTtzANySYpxH500X5sZ9l+autf0jTNA9wN7Fuz/VuO49z4eu5XCCGEeC0kqEP8e/kUPHIpTDwKhrZCIQOZIfUGMNoO3jLQTTjpJ/D7d0PvWvjZTMgOwqHnqGUrf6PaOvFyePxyQAeXD4qj6WpjnVDdBoUAfPgvcN+X4adTVUYPgEcvVT/t/IuPLVirjq+YVtOaoYI4SnnYUy2z4wnY/ihMOvZ17ighhHhzaa70U+53cfq8Jo6YXMUnf/8cAJm8xTUfmUcyV+ThzQM8uKGf2pCHR9uj1AQ9DKTyaJrG3OYI7z+sidOvXf6idnWgPOAmli1g2bAtmqXcr0Y5mbpGQ8RL17Cqkby0rZpv372RMp+J321QV+alIeLluid2cNExkxlf+d9m4xRCCCHE280jwwmu7RrEp+v8vLOfctNgpKReAt7QM4SjacwK+Zge9HJzdpgf7+hlfSqHA1zd1sxVu/p5Kpam0mXwzqoy/h5NYANlhk7csvFpsD1bwK9rHFcR4n/bxvHe1dsoNw1sYGMyQ2y0JsDIPpnKNGBB2MeKRHZs2gEGSxZZ2+GFlLouuqt/hBafhwavpPwXQry9hH0m+aLNlMYAiUyJeKaEAwS9BvMnh+mPFdjen6ZYVKVSHMfB1DVKtoPjQGu9n12DOYaSJYaSpbF2NSDg1Unl1Dm5aGk4++TrKPMbxDMWpg7RRJH+eBGXAR5ToyrsJpYu4gAzmoMHtkOEeItqu+HCMHDafmrufW03XBjefM41r0sqHU3T3MDtwPH7zP6h4ziXvh77E0IIIfYXKb8i/j1PEC54HE77Fcw/DxrmqPmusPppuOFz66FpHhguiHepgA5QJVCKWTA8MPsDgAOlIui6ysrhWOAthy9ugwlHglWAX86HHctAd0FkwuhBOKCN/jMtG6cCRSomQap/n4AOl8rwEaiCpd9S2xgelT3k5vdBauBA9JYQQrxp1IQ8ZAoWJ82u59i2GvwulRzcAe55oZczD2vmhGl1uAyd3kSeJZMrOaK1ipDX5Ogp1azZFWNjb4Kal9Qargi4yJdsqvx7Y0JHMkU0DeY1R2ipCnL+US0cPaWK3rgKxpszLkLQY7JjMM17f/EUz3UMs7lPUtwKIYQQ4pX7QF0Fd82dzHlNVXyovgK3ruFClT3JAz9tG8etcyYzyefFAdamcliADaxLpsnZDuO9br4woY6/DsTG2o2PBmi8oyrCMwvbaPJ5uHNghHc+v5Ws7dDkcRE2dEYshzLTGNuuymUQ0HWave6xgA6ABreJX9eYHw7Q4nPjAIcEvdzcO8z7124/EF0lhBBvKm5TR9NgfLWPiTW+sfmpnEWu6DC1KUjY58JG3a9OrvejaQ41ZW4cB3qGcjRUenhpPg2fW2Pf5I+27WDZoGsQ8hk0VnqpCLqYPi5IImuhAWG/i5Lt0DOcZ/WOBCOpIrmCjRBiv2hib2W618oAGvdTWy+iaZoLuAU4eZ/ZP3Ec5xuvx/6EEEKI/UmCOsR/VjsdgtVwxGfhI7fD4kugEIPaWTDpOFVyRXeBvwrcQaibrbZL9qlyKV/rhvf9GlZeB4UkhJtUwAXAB/8A/nLAgUTP6A4dyMXAV6Ymgw0wbiHUz4EjLlGBHa59oui9EXD7IL5LBZE88j01f8JRUDcLTO/erCBCCPE2EE3laakKsuXSdzGvuZzBZJ5UoUTIqwIxpter1N+nH9rE3Z9ezOnzGlm+fYhHNw/wsUXjaasL4QDfv2cjz3z9eMZX+CnzuXAbarRUfdhDf0qNkHrXjFpApdG1HIdl7YM8tKmPFTuGuX99LwG3wXfePZ0bz5kPwFC6wBffOZWptSFueGrnge8cIYQQQhyUDE1jUSRIpdvFz9uaWXn4dKrdJiUHlkQC+HQNn64xPejFpWlM9XtocpvowK97hjipKszyRdM4ujzEw8OqDN30gLovrTB0rp05AU3TMTToyZfGxno/l8wSMQ004P115UwPeDmztpwjy0MsjATozBXGjrFMg2ixRMZ2eGIkyY7REi1fb6kjaOgEdXn8IoR4e4mli8xtCXP8IVUA7B5Wgf8uQ0PToDKksj4umV7B3JYQFUGTTd0ZAl6DpkoPHlMjU7CJJgosmV6OroGpq0/BciiM1lnRgPKgast21P3ppq40ug7rOlMULZuQ3+CoGRXUlatzfzxT4rjZFfQM54iliwe4Z4R4S9rfaW/2e906TdNM4E/AqfvMvtJxnC/t730JIYQQrwcpvyJenYa56mesA5b9ADqfhI/eCYeeDVsfVFk9/vFtaD0BKlpg13LIJyEX37sdQKAa0lHoeApWXKuyduRGAA0cW5VSAehfu3ffhSx8dg08/tO986e9F1bfqLbLRNU8TYf0APStVfPtvekZhRDire5Lt67l8a1RVn3rBMp8LiJ+F2ctHM+ccRFi2SKO7XDCzx7j7MUT+PH9m6kIuLEciGWL/HLZdnwu9cKhMuCmL5mltTZIKl/imR3DFLIlCpYzllr8vg39nHloI/FsiaVtNXRG02wfVPWRO4cy2A784N5N/OC02dSXeSmUbD68cDxH/OgRAh6Dc46Y+MZ1lBBCCCEOWm5dx2/o7C6UGCiUOG9DJ1dPc3hPTYRZIR/HVISY7PfycDTOgkiA4yvD/K4nSo1r7yOQjWn1cnF22M8jQ3GWx9KsT+Xw6ZC1IaxrJGyHnrxK0X99dxQL2JzO8fWWej49vpZ5T61nd6GEBsyPBHloJAXA+nRubD+39MVIWfZYuRghhHg7yBdtlq0bpq7cw6KpEQBqy90ksl7qy91YNqzZmSCRKdFS52fNziQhnxrkH0tbrNqRHGurpsxNOleiqcpLdzSHPRp5p2sqgMMBBhNFxld70TSHgMdgY1eGaEIFa5QsSGQstu5OM7HGS89Qngk1Xgolh12DOQIeg0jAdUD7R4i3oNR+bi/58qu8cpqmGcAfgdP3mf0Lx3H+Z3/uRwghhHg9SVCHeHlWEdb8EdpO3hsgkR+9rsrGINkPQ9vglJ/DhrugayVkYpDug3g3oMHp18PdF6lMGwMbID0It34MZrwPGubB7lWqvQ/fCnYBHr5UZQApJCFYC7FOGNoKL9wKCz4Jm++Foe2w+R5wBVQpFs0Ep6SCQhacDy4v+CuhctIb0m1CCPFGOPvwCTiOythR5nPhMnS+f+rMseWzv/sAqXyJruEMn1naSsBjkMgV2diT4L4NfWRHRztNrQvzg3s28dCmgRel9coU9r6QMDTYNpAm5DX56h3rxuYHPAY4NumCw8ObB/Heu5GWqgBlPhfXP7mTDxzWyJUPb+PpbVEWT6563ftECCGEEG8NHdk8z8fTnF5XQaXLZFu2QHtGBWeEDZ1Hh5LMCPr4THMNZ6zezmChSFcuz2U7+oiVLI6vCPORugru6R+moGlkbIdlIymWjaS4qm0cbk0FdNS7TVYsms73t+/m4aE4Q0WLnGWjA0XgV12DvK+2nF9OH88n1+/EpWk8NJKi2eNiV76Ijir9Ympw2ZQmZoZ8nFFb/gb2nBBCHFhuU2NSnZ+S7WDbDrquUeZ3cdhklZm3byRP91AeDfB7DFpqfVSF3QynCiQyJQbie7NnBDwmz7THsPaplGJoYDn7TOvgcem0787gNrSxjEtet0auoKbW70pxyMQgAY9BwGOSyBSpDJl0DGSZ2hhA015a5EUI8Sp0Axb7pwRLCeh52bVeodGAjpuBM/eZfa3jOJ/ZX/sQQgghDgQJ6hAvb8dj8LdLILEbjvoS/P2LqkQKqGCM354IIztUaZWnrgQcyAyq5ZoOmgG3ng0uP9QfAgsugMGNEN0GU05UpVkATr0WppwA935BLQcVBDLlRFh3K2SH4bEfwdNXQd8Le4+v+XAY2KSOKVgP6X5VlmX6KQesi4QQ4s2izO9iWfsgk1bs4lunTP+n5XdcdAQeU6Mh4ue6J3bw9PYh7nmhl5+cMYv1uxM2nJYqAAAgAElEQVREUzlAY/GkSn543+Z/2t5rauRK6qGYrmus7lJ/D/Z9qJbOW3hM9UAs4NaZ1RDmyoe2Eva5+Pv6PgCayn1UBt2vQw8IIYQQ4q3qJzv7uK1/hLnhAOc1VbNiY+fYsm9u7WagaFG0HTxoPJ9U2cN25YtjbxceGk7gBgKmwU9bG1kZTxMwdVYnshxeFsRyoNplcte8ycRKFk/H0/TkS+Qdh9NqIpS7DH7bM8RgscRFGzvZnM4SK6m3jDpwRl05P+scwK1B0YGJXg9py+ai5toD21FCCPEG0zQNG4eOgSwTa33/lAmjNuJmybRyyoMm+aKNx6Wzansc32iAx1BSBciZpk7HQOZFAR2g7j11jbGsHZYN7bvVeX/f7JJ7AjoAwj6DdNYinbfoHMiSzFnoGlSFXRLQIcRrtPmcaxJtN1x4J3DGfmjuzs3nXJPYD+2gaZoO3Ah8cJ/Z1wEX7Y/2hRBCiANJirqKl9dyDLz3/2D2++HGU+CQD8Fx31EZMtBVQAfA6ptVAMe+ameCXQTHAisP6/4Crcer0izbH4JtD8PiT8P4I+CuT8HGv6kgD320nXg3PPsrlX0DYGjHiwM6QGXoyMWgbhac+TuINMMd58KjP4St/3j9+kUIId6E5jaX8/tPLOCS41oByBUtDrv0H0z71v1c/+ROJtcESeUtHmsf4LL7NpMv2Rw3rYYv3raOHdE0iZyFpmn88tGt6KPPtfZ9frYnoAOgvszL+AofXpeO5cDMhjBel45Lh/yewA9N50f3b8Ft6rRUBzj/yImMq/DRPZLlsfbBA9UtQgghhHgL+NLEOq6dPp5tmRxX7xrg083VXNhUCUC0UCJvOwR0jet2R180TNQCjo6oUu8FYKRk8fdogguaa3g+nuHJWIrVyTQXNdfgN3Q+uHYHf+odZkMqi2v0euix4SQ37R4ea/eZeHosoAPU9dLObAGAS5pr+PLEOrZm83x3Ww9fb+9msLB31LkQQrwdTGsKckRbZCygo2c4x90r+rln5QDpvEVV2EU0UWRnf5ZN3WnG1/jAgbUdKSwbijZkCzbx9L8uq2zvk6kj7DPQUBk7NKAqrMYxGvs8+c4Xbbb1ZQGoLffQWOnBNDQG4kWyBSmRJcR+8H9vpnZGAzp+C5y1z+wbgPMdx3H+9VZCCCHEm5cEdYiXZ5gw9yyVaaN/I/giMH6xKnmCjbpdArIjqvzJvmK79n63CiqDxnXHw0PfVfPW3waPXQ7HfRsqW1VGD1+FCtQAwFGBIt7y0YARWwWTNB6qFh/1ZTjnHjjtVzD9VLj5NJUd5D1XwxM/hed/93r1ihBCvGkdNaWaMp96cLYzmiaaKmA7Dl6X+rN/5rVP8/U71vHn8xdx+emz+fq72pheHwJgUUsF8WyReM560UOyf2XXcJbO4SxnzGvCa+qs353A0DSaKvwAVAfdBL0GmgbJXIlndgzzmyd20jWcZUKln3dMr3v9OkEIIYQQbznjfR5OrS2nL1+kPZPj9NoKdmRVsER29LolaTsYqECOfcddPx57can3beksC5/ZxNPxNADnb9xF0DT4YH0Fw0WLa7oGKDN1UqMXRMMli6Ch4zf2trq4zE9Q1wgYOk/Mn8plU5r4/PhaUrbDZTv7OKW6jCkBH7/tifLs6H6EEOLtwm3q1EQ8Y9O9w3ns0QwbGhq7h3Ms3xLDdhwWt0WYPSFMa4MflwGmDkGvOt+m8va/28WYRNbCARorvDjAYKI0dgwANWHX2MADQ4dtvRlGUkUKJYfGCs/YvbIQ4jVZBmx4jW2sBx57rQeiqfQ7vwLO3mf274HzJKBDCCHEwUrKr4hXLlwPX+2EZC/c8vG9811+8IRVeRSrBOUtKnuHbsIhH4SNf1Xb4EAmqgI0Zn8Anr9BZfAY2AiNh8GEJTC0VbWzb8YPx4L6ORDbqaaLaTj2m/DHM+GJn8DzN4LhgkQ3tL4T5p8HU96htglWH8geEkKIN52ptSHmNUcYThe46qGtLJlcRSpv4XebLGqpJJrKc+ovn+bYaTWkCxYXHzOZOU1R/rq2h75EnoYyL4OpAoWSjQM0lHnZHc+haVDmdRHLFrl5hQrgm1QV4MOLxjOjPsTnb13L0a3VbOpLkspZuE2doXSBpgofEyoDbOpNUiHlV4QQQgjxX/hYYxUfbahkZSzFI0N7s3OP85g4mkZPTgV6zAx6WZfK0epzMzng5dHhBHlbBXtsyuSZHvASNnWeiauU/ctHkvx5zmR+0z3IcNHC9ZL9xkoWFYaOSuoPHbkix1eFuWsgzkmrtuLVdaLFEg5wbmMVFzfXUOtxcVxlmLlh/+vfMUII8SbWUutjIJZH0zTW70oS8qlnf44DtREPHQNZ1uxM0ljhIZO3mDU+xLbeNP2xAiUbQl6NZM4ZK7ti6PxTWZZd0RwuHXweg7mTwnQN5ogmCur+NWCSSJcwDQ3Ldqgvd9MVzWMampRfEWI/2HzONU7bDRd+DHgcCPwXTaSBszefc83+CLo4Ezhvn2kHqAf+/ir+v5/tOE7/fjgWIYQQYr+QMGTx6mga/GIB9KyA6jYVTFFMQ6oXTK/KkrGnHIuvAlZcC8ndgAbuoPqZG4F3fB/OeQA0Fyz6tMoGktonDb9jgTsAVVPV9MxTQXeB4VMBJHddCHZJlWUpJMH0qBIu094DVarkANVTwFd+IHtHCCHeVJZtGWDBDx/GcWAwmac/mef4ny4j5DWZUKXur30ugznNESI+F51DGf734a143Qa742oUVXcsN7beA589ktPmNmJqUBvycs4RE160v/5knkUtFXSNZOiL5/jL892s6YrxrXdP58snqvN5xOeiI5qmLuzB1OXBmRBCCCH+O1vSWd6zZjtF4MRKlXGsK18imitijl5ibEqp6xjLgfuiCXI2NHtduEYf5peZBnfObeWipmq8usbXWhoASJZenIa/3DSod5sEDZ0LxtUA4NNAcxzuj6qgkqRlk7VtZgS8fLCunHlhP9VuF4amSUCHEOJtb9WOBKt3JLFsh1zRpnc4T1dUlUIpC6gxh36PTnnQRa5oM5wqkcxaxDMWeypdJXPqPW9V2MWS6REqQ+6x7WvL9o5bLNoQCbhw6RqJbIlUzqI/XiRftDliWoSwT607kiqia+B1v6SUtBDiv7b5nGtWAaehAjRejTRw2uj2+8NLL7404ATgna/i49tPxyKEEELsFxLUIV65P3wAvhuBonowxvxPwnuv2bs8H1dBFnukB/Zm3PBVQDGLKqdiwsrrYcX/wbSTof1+KBUgulmt662A2e+HQhryCZh5OqQHwS6Crqt5qT61riei9jm8HWZ9AP56MTz4zde9K4QQ4mBg6jpel86JM+vQNDiqtYqWmhC3XnA4fzhvIQCGrvGVE9tYOFHVo3++c4T71vWNtXHmoU2EvCaZosUnb3qOXy7bTkXQTWXQzV/X7ubvlywh7DWYUOnnsAkRTr7qSb52x3psB85bMoGjWqv48m0v8NXb11ET8rCuJ0HXSJbLz5iN3y0Jw4QQQgjx6vTli0x5fB1LV7YD4NU1fjS1mcURFbCaA4qj4zv3FAfdkSuMlWIJGQb50azbvfkiV3X2E7MsKkyDewdVGYA923+ovoJmr5uRksWskJ+zG6tYmcygocq99BRK5EbLsywM+0lZNh25PA4aF2/axf3R+OvfIUIIcRAwNHCZGtVlbrwunaoyF+VBN6ccVs2EGvXuNeg1WTC5DMtS59W1OxOk8xZ7xgLMnaDO89FEkeWbYwzEC/jdkM1blIc8TKn3ogFhn0E6b/HQC8PE00UcB1rr/bh0eHJTjFRW/XUYTlkULYfp44IHvD+EeCvbfM41/wCO4pWXYlkPHDW6nRBCCCH+DQnqEK9cPg444BnNnvbsr6Fulip38lKGC7wRlXFDMyEbVd89ZeCU4KHvwMa7ofs5sC246VRomg8LPw0TjoAX/qLayQxD82JoOFRNF18S5JuPgVVUWUBW/kbNO/zi1+XXF0KIg82S1iqe/MpS8iWLVN5ick2IBz53FG31YVyGugT4xSPbOOXqJ3lokwrkCHkNBpN5TF1j8aQKbn++m2SuiA7sGlYjqQaSBYbTBRrL/Ri6Tipv0TGUYdmWKG11IZorfAQ9JtmixeNbo4Cqmzx3XGTs2H77xE6e3DZIOl9CCCGEEOKVKjoOOdvGBvw65GyHX3cNcPG4Glr9nn9a361peHVtLKhjYzqHG1WLtiNX4LKdfdzWN0LWslmdyPChtdu5eFw1H22o4Ll4ml25AgCr4inOqC2nwePiX+UEX5FQJVwqTJNb+oZp9Xs4vjL8enSBEEIcdA6ZGOaoGRUkMiVyRZt5LWUsaI3gMvc+mn5iwzBPbBwhW7DHztm6Bj63gaHDmo40Gqr0yp6yK5kCuEwdj6ljo+EAiaxFOlfC59bxug18Hp14pkgypzbSdI09uzUMjXWdSeLp4gHrCyHeDkYzbswCjgVuA6yXrFICbh1dPns/ZugAwHGc3zmOo73GT8f+PCYhhBDitdIcZ3+UKHtr0DStCegC6Orqoqmp6Q0+ojehbAyumgvZYTXtr4TMEEw+AbaNBtPqblVOpW42dK1k7JrNHYDPvqCCOR74BkTGQbQdfJWQHVLreMIqE8cevnIVCBLrVO2NdKgyLxOPgvW3qvXP+gv87t0qkOSkn8Dcsw5UbwghxEEhnily5cPtnLWwGVPXKfO5KA+oVLUbdse5Y1UPn1k6mY9ct4JNvQkMQz0Uu+DoFq58sJ3SSy4VNOCKM2ZzyiEqRfmFNz/Po1sGx2obA7h0jaLtoAMuQ6M86OaTS1q4c00PAbfJip3DmLrGkVOquOHjCw5cZwixn3R3dzNu3Lg9k+Mcx+l+I49HCPHWIvemL++egRjnbegA1GgVGzg05GNVMjsWdFFpGhQdhxqXybbR4AyAYytCXDt9PJ/a0MHyWAq3ppGwHZq9LrpyRfy6hoNGxt6biXK818WuXBGXBnNCfp5NZDihPMSqZIahksVJVWHmhvz8YGcfM4M+rp7WzLSgZO0WQoh9DcYLDMTztDUFSGQsIgETbbQk1s7+DJoGZX4Xy9YPEwmYxNIlKkMuNMcmmnrpO2EwdDhxXjUAblPnrmf6ceBF96YAHlMjX3IwdKgv92A7kCvYOKgyLACHTgrTXC3nbXHwORjuTdtuuDAMNAIhIAn0bD7nmsR/3koIIYQQ+5K85+LlrbpJlUg5/XoVOHHYefDEj0FzqYCOqjY48TL45cPgaGAX1KdrBYxbBJ4g9DwPla3wpw/tzeAx0qnaH7cIhrdBdIuaD2D6YNGnoKwJNv4VYh3QtxbQYMnnYeH5EKhSZVoa58GS/4FNf4W2k9+oXhJCiDetMr+L77x7BvmSxezvPshhE8r5w3mLAJjRUMaMhjJSuRKTaoK8Y3odtzy3i55YjqOnVPOTB1Rqc59Lp6ncR38iTyJXIuAxmfP/HiRftDlpVh0uQ8Pe56lZcfT7njnDqSJdI1nu+cyRAGzoifO7pzu4Y3UPVz7UzueOn3LgOkQIIYQQBx3bcbh4Yydzw37OH1fDoWV+at0m/YUSe0IvTqyOMDcc4LqeKB5dY6ik7i8TVoFPNVbx4FCCaLHENL+Ho5/dwsygF69hEBtd76q2cZy6ZgcZ28GrqauYVp+bz42vZXUqy139I0SLFs8mMlSaBl+eVE/JdrhzIMbXWurx6Bp/G4yzIBKQgA4hhPgXqsvcVJe56YpmeW5bgnktYcbXqPPlxFpVhmUwnqe2zE1DlYfV25NYtkNDuZdoam/23toyN/3xAoau0dGfZkOXypZUFTSJpkqYOhT2iQHJlxx0Dbwune6hPEfPKKci5KZkOUSTBTZ2pXh+e4JIwEXYL4/LhdjfRgM4JIhDCCGEeA2k/Ip4ebtXw87HoZiBO86Hp36m5msOLPwUnPlbqGqFs/8G7n0eXAWq4QM3wfT3QHYERraDpkO4Dr45AGE1wpvDPg7v+D4Ea1SpFk1XwR0v/AXu/QJ0PgWR8XvbnPpOuHYJDG2DxG4YbIel34CLV4AvghBCiH/NYxp8ZulkPrpo/D8t+9Jta7l7zW62DSTJFS0mVPppqw1zzuIJ6EDRsmmrC6NratRTtqDS5moabO5LMrU2hOUwVu8YVEaPcRU+ptWHWdpWw6KWyrFlMxrL+ObJ01kyuYq2OklNLoQQQoj/rOg4PD6S4rlEhpFiiUXPbCJeVG/sWv1uPj++lnObqvnO5Eb+p7mGvO1gjG57Vl0F325tpMrtImXZ9BVLGBqc01TN3XMn4dLAq8HCSIiP1Vfi0TSq3S4ABgolrujo57ruKEXbIaRr6MAJlWFWJzKcvX4nk3we7hoYoWA7PDh/Kpe2SmYVIYT4T6rCblpqfVSXuV8033Ecntocoz9eoDSaMrIq5KapyktFQAVb6BpUhdV3t6nRM6wyMRk6FCwHjb0BHXvuTzUg6DWIBFzUl3vwe9RfCNPQqIt4mN4UpKbMjcclj8qFEEIIIcSbk5Rf2YekuP03HEdl1UgPQGwXdD2rSq0M71DLfRUw8UhoORbu+ZzKxGH6YP55sOVetV06CtNPhZOugOvfAS3HwIprVNmWj9wG6SH42TRwbLCLEKxVGT40N8R2Qimn9nXhMzCwAW4/F9whKCSh9Z2qBIsQQohXZHcsy/VP7uRTR0+iOqRqzz+9PcpPH2xnS1+SKz8wh6VtNeijT8DOu3ElD20a4J0zanmuY5ihdJGbz53Pht0JJlYG+NQfVqGhoeEwszFM0YbhdJ7eeB6Ajy4az85omqF0HtuG981r5IKjJ71hv78Q+8PBkOJWCHHwknvTfy1n2axPZalxm1zbNch4r5vvbd+Nhir6eUjQyxl1ldwXjbE8lma8141L1zi1uow7BmLESxbpks1Nh7QwWChx+Y5e3lEZ5tc9Ua5uG8eZ9ZXc1BPlS+3qlF5h6pi6zvSgj82pLP2FEg7Q4HGxbEEbZ63dzspEhgVhVY7l2unjObW2/I3sIiGEOKjsHs6Rzlu01gfG5m3claQvlqdkwTGzKnCbKtDCcRz+tnIA24YpjX629GQwDY0jp0fojxXIFSx29OfwujRyRYfaMheJTAnbUZk6AOa3hlm9PUlDpYdoosjhUyOSmUMc9OTeVAghhHh7kKtW8fI0DR78Bmy+F77YDrPOgI6n4HcnqeXZYVUipWoq1M2GvheAGDz6A9iTCNcVhHV/URk4Bjep7BqVk2HhBaPLfSrQo/FQFQgyuAWO/SY89iMV0KGbYFtwzSKVrQOgogUizSqzR9dK2Pw3OPYbYHoObP8IIcRB5tEtA1z/5E7mjIvw7kMa2BlN8/DGARZOrGAkU+D6J3dy4/IObjp3IQCxrKox/MCGfgAqAi4+cv1KPAYcOqES24E548J0DWfwuEymVPr5y3PdaBpMKPextK2GR7cMUOZz8eiWAf6xsV+COoQQQgjxqpUch/eu3sqSSIhb5qhriUeGEzw2kgJgbSpHoTfKIaEAuzwFOnJq9PYVnQPA3lSlH3lhB5P9HjpyBW7eHeWISJDjKssAmBzwsqgswCnVYX6wo4+ZfjdVLhMH8GiQc2AwX2Th8g2MlNT97uLyILGShe04XNc9SKXL5DQJ7hBCiJe1rTfDSKrIpDo/GtAfK5DOW1SE3IykijyyNsrUpiATa/0USg6WrbJvbOlR5VZMzeHRdSP4XBrZooPb0Aj6THLFInXlXoZTKYqWg6ZBVchF2Oci5DdxHIdswWIoVZCgDiGEEEIIcVCQnHLilTnis3DiZapEypo/QdcK0I19VnDg8R9DvAfmfAR0Dyq5IVAxCYoplYXD9MK4hSoQY2gb3HWRWsftV9k2jvmKCtTwVYCVh0IK3n2VmsaBukPUtmgqA0hmCLqeUcf01P/CSMcB7RYhhDhYlCybI3/8CJ/782o+OL+Z2y88nFNm15MrWrzj549x4/IOnusY4ZEvHEN1yIMxmqUjV7T40ftm8Y2T2sbaGk6rII+8Bc91DBP0GKzpijOULtI9kmF9T4Jx5V4cBy5a2srqrhjzJ1RwzNRqqoIeynyuN6ILhBBCCHGQC5oGl7Y28dnxtaQtix9s302168Uv4zal8/y5bxivrnFylSrxpgE+DapcBjaQtx0uGldDlamTceCpWIqrd6ng1cMjQe6a18p7ayswNI15ZQF68gVafB5+2qZGwVrA0eV7y8cNFy06snmeHElxxc4+rtk1cCC6QwghDkqD8QJ3r+indyTPgtYyls6uRNc0uqI5lm+J0T2Up8xvsnBKBF3X0bS9NT6PnlFORXDv/WSupH5miw6mrmHZDtFEEQ3oGMgS9pvq6aQDc1vCbO/LMHt8CI9poAHmvvVDhRBCCCGEeBOTUGTxyoxboD7tD8LD31PBFLYFh3wUXrgFAuWQGoDskAqs8IYgE1XbDm9XPzUTysbBtHerzBt/OB2qpqhlj/5QlW05/CI48/fw2OXQ8QRMOxX+dgloozdstdPhtGtg+6MqY8j62+GBr0PToXDYx6F66oHuGSGEOCjomsbk6iDjKvwYusbl923Bdhxuu3Axnz2uldqwl4aIlynfvI8rzpjNe+c0AvCx65/l2Y5h6ss8uHQIeF0cN7Wae9b1ki85lAfcxEczeQD0xHL0xHJj0y3VAb5+5zoMTSNXsjl1TgNXfnDuAf/9hRBCCPHWcE5jFWnL4uqOAa4eDZ7waBqzgl7WJbNoukbOdtiWLXB2QyX3RhM4QN6BbNEC4NjyIM8nMjy8YBrf3trN3YNxpga8DOSLfGdbD59qruGQkJ+Vi6ZxwcZO3ltTztWd/Vy8qQsDFdTxoYZKjq8KY2oaJ1WXsSaZ4db+ER5fMBW/Yfzb4xdCiLc7l6kR8pm4TY2i5fDoumFmNgepr/DQUuujsdJL70iejeuGOGFOFW5TJ5O3eHB1FAcwDZWtw+fR8bt1BhMqssMwNPJFVWbFAeKZErqmvps6jKRKdAxk6RvJkyvaHD61jLpy7xvWD0IIIYQQQrwaEtQhXplYF9z0PhjaClWtkOxV8/vXg1OAVP/edQc3w9QTYfPfIRtjrARLuB4evwImHwcfvgXOfQju/SL8Yj5khiEyTgV16DoMbIRdy9V8UOVZiraa1/6AKvnSfj+c+TuwSzD9PeAJHcgeEUKIg4qua9xwzoKx6YlVAWxHPfD69NJWLNuhYyjN5OoAVUEP3SMqnW1PLIPfpdMbzwMQyxS5ffXusXY+umg80VSe3z/diQ3UhjzceO4CzrxmOeOrfHzyxuepDXmJZ4vkSjabehMsufwRlkyu4kenzz5wHSCEEEKIt4Q/7h7iio5eevMlpvo9bMnkyTsOLl0jD2A7Y+uuSmY5OhLk6ViK4j5thEyd63uizC8L8H8zJjCve5CrOwe4rivK+nSWuWE/h4T8lIA1yQxDhRI9+SI64NI1dMfhip29rE5ksIHfzJjAdyc10l8oMtEvLwiFEOI/iQRcLJ1dCUA2bxHyGXjcOj63wewJITRNI5YuEvaZ6KPf07kSuq4yL5VUfB6ZvE06Z4+1e8yMch7fOEy2oP4ONFS4KQ+62dSVoqHSw3Pb4/jcOpaltukbKfDs1jiLpkSoiUgpZyGEEEII8eYmQR3ilbEKKvPGoR+Hisnw5E9VYEXfarVcd6lyLKWcWm/1zWD6GAvoAIh3wVm3QeOhatpXDgMbVFDGcd+BtX+GZZerEiwnXqZKs+x8TK0brofoFpUFRDMh3Aho8KcPwUdul4AOIYR4lS4/YzZ98Ry3rNzF5r4kd67uYd64cmLZIl+6bS2DyTxhr4uhdOFF22mokU4hj0Hecqgr8/HnlbvGFvQn82ztT3HjJ+bz1dvXkcwXKdk2c5sjPNc5gqHrNETcFEZr0Bctmz8808nx02tpKvcf8H4QQgghxMElXrIo2A5fa6ljcyrLjmyeogPL4yogtdplMlQsYQP3DMSwUHele65hANYks/z90FbmhvxomkbBdujI5vEaGt+b3MD13YMsjoSYGfJxddt4vtrejU/TsByHou1gAxtSWdy6RqXL5Be7+jmyPMQ3JjW8IX0ihBAHK5/H4NhZlQzE8wzE8zy/PUFFwMVgokBFyMV9qwYpWQ6moWHZL64j7jjq3G4aGpoG0USRXGFvYN/u4QILWiMUSzZd0RyOA2GfSSpXomjZ6Dp4XQbF0SCPZLbEYLzAxFrfi0q+CCGEEEII8Wagv/wqQgCVk+ArO+HdV8KTP1EBHVPeBYEatbx2hgro0N1q+sgvwZFfUCVVjvk61M4C0wvNh4O/Qq3T8SRMPxValqr2Yp0qk0eiF576XxXQsfBCtW66H857GD6/Gb4dhc9vhOaFMLITrOI/H68QQoiXdd0TO/jK7eswdY2ZDWVMqQsysTLA7lgOt6EzlC4wodJPmc/EGH2mtecR2aeOmcRfLz6CKTVBukdyY4Nizzi0CY9L57t/20j7QIpPLJnI10+axuNbo8wZF+Hvnz2SSdUB7ljdQ3t/klWdI3z3bxu56ZnON6QPhBBCCHFwubC5hg1LZrE4EuLOgTiWA8eXB/Hr6mJlos89FsRhahr3zGtlVtDHOK+Ln09twtCg2ethXjiApmkUbYf2TI5Pj6+h1e+jK1tgV67I97b3sCub59IdPcRLFsdUhCgAR5WHWLloOmsWz2DHUbNZcfh0EiWb3Xm5LxVCiP/Wc9sSrNoWJxJwEfIZlPlNCiWbkuXgcWmULIeQT8dGBXHs4QBLppdzzMwKhlPFsftVQ4e5E0N09Gdp350hW7A5YlqEfMkmnbdZPLWM2RPC5IoWW3pUUOC23gxrO5IkMqUD/vsLIYQQQgjxciRTh3h1HAcmHgXpKORioGng8kPvGjBc6nuuAGWNMPej8OTPVbmUulkw9yx45FLIjsDcj8D2h2Hbo+DywO5VgAMzToVnf60+wTpYcQ2gQzYO6UG4/2tw8k+g/hBY+k31EUII8V85/+gWZtd0sa0AACAASURBVDaWMaU2yO+XP83W/iQ2cNj4CNefvYDlO4a4f0Mvf12zG9uB6fUhNvUmmd1UxhUPtHPFA+00lHmpC3voS6jyLE9vj3Lb8900Rbx8+5Q2PrFkEg9s6AMgN5on9+zFE5hYFWBSdRC9Bj44fxyHt1S8Ud0ghBBCiINQtdtgWsDLojI/f+gd4ZiKIA8OJXk2oV7O1bpN+gslpgS8XDK+lk9u6GBDKsfR5SHObazi7Bd20OR1c25TFfcOxpkb8rEulWFNMkOr38Mp1RHOWLOdkWIJ23G4bygBwM5cnrsGRng+keG6mRMwNI2nF017I7tCCCEOegtay9A0GIwX2NyTpiLoYiRVYlqTn4m1fnqGcmzvVef3kuVg6KBrGmV+k0fXqdLNdRHXWHuWDbuiWYaSJeoibibX+6ku87BFTwOQKarsHHMmhvG41JjHllofJcvG5zEO5K8uhBBCCCHEKyKZOsSr88w1sPFu6HxaZd9wBaCobqoYvwRKeUBT613RAt4y2P08vHAL7HgM1v4RXvgz3Ppxtf7/rIOP3AmaDjPPgNOvg1lnqgwfKfUSkKO+CF/YooJBep6D5Oj8ZZfD1YdBLvFG9IQQQhz0akJeTp3biN9tousa/ck8FQEXS6fVUuZ3oWlw12oV0PH+w5r44IJm5jRHuOx9s1k4sRwNiKbyYwEdpg598RwBt8FItsj/u2cz37hjHYtbKmmtCbKqM8Ztz3fTVhfm/KMmYegasUyRW57r4qblu97YzhBCCCHEQSNn2VyyqYtN6Rz3RRMsjgRZEVMv6nwatAW89BdKaMCSFZv4/OZOKkyd63qiPDKc5KlYmgeGElzfE+Xj63Zy2yGT+PMhk/n8+FoqXAaXtjZydmMV768rJ2nZ5BwHDVg2fyrL5k9lZSLNqkSakuNQsh1OWLmFb27tfkP7RAghDmZVYTeVITe6psaTDSWLVIZc1Ea8eFwGnQM5UnkbQ4NDJgSpKXNTV+5hZnMQ12gMRn/sxRmT0jkVuDEQL7B8S4zuaJZZE0LoGqzdmaRYsmmu9lEb8QAQTRbpHsozEHtxCVIhhBBCCCHeDCRTh3h1NtwJugG2Bbk4jOzYu6zvBShl1fd4NxTTah0Ax4LjvwPBWnjuBnj0Utj2D2g5Bm48BRwbWt+h1r3/K2D6gBi0vQcmHw/dK+HuT8PsD8CUd6r1dB10+ScshBCvVXOFn2LJpiro5mfvn8O0ujAA7X3JsXW+cmIbZT4X379nI9+8az0vdMcAKFgOLh2KNkytC5PJl/jlWfN4ZPMAP32wnT88u4sntg2yaziLrsHW/uSL9l0ecHPrBYfTWO47cL+wEEIIIQ5qvfkiK+NpDGCoUKLLyBO31Mu7rAOb0zlAlWDpK+xJo6+S8te5Tb4xqZ6zGyo5f2MHa5NZhksWv+oa4JquQSpcJnNCfrZncvy6e5CwoZO1bL7WUkfIMPjClm4eiCb40+wWPLpOyXYwNA0D7Z8PVAghxKuyJ0tGVdjF4rZyRitrkRk9l7tdGi11AVymznPbEugaFFVCyLHSKwABj05txE1TlY91HUlG0iVWbksQ9OrYDrgMjXimSFXYM7bNhBofAY9BTcR9IH5VIYQQQgghXhV5Iy5enbP+Aj1r4IkroHw8hBsh0QPjj4DBdvBVwMJPwbIfqvVNvwrosPLw62PgomegchLobljyeVWyJVgDx34Dpr8HhrbDwBZID6jtdy2H9vvAE1KlXaa9e++xHPUl9RFCCPGqRVN57lvXyyNbBphcE+L6jx9GXdjHjsEUp/7yKX7+gTm49qlVfOVD7Rw2oYJLT53J1v4U7X0JUgWLy983i+ue3IGha3QNZ5hYFaBrOMOMhjIcIOgxqAt72TWcRQN+9/ROJtcEOW1OI6apEoYdNkFKrwghhBDilZvo97B80TTu6hthVTLDFL+H63ui5G2HTzRUcuPuIQ4JeZno83LrgApENQFN0/4/e/cdHkd1PXz8O9v7atV7ly25d+OCDab3EmooCYTEhBBCQkgIIW9oKb9UCGmEJCRgAiH0Xg02YBvcq+QiWb3vStre5/1jjI2xIRBsC8vn8zx6tDNz5+69y4O1c+fMOXTHk5y7dgdPT6mh2GIikExxfJaLtmicUouJxyZX4zYaeNXrJ5hMY9YpJIDbm7p5cyDI0oEgdXYLYx1aQKpBp/DStFHD92EIIcRhzhuI4/XH6fMnKMuxMK3aRYHHzKodQwyGEsyt82DU64gn00TiKptbA+R7zIwqtBGOaREdRj2MLrazrSOM1aQjGE2RSoPZoMNuNTAQSmI2KMQSWuhHIqWyrSOEqirkuLUgDr1OId9j/shxCiGEEEIIMZwUVVX/e6sjhKIoxUAbQFtbG8XFxcM8os+plX+F52/QXp93P6z+BzS/A2oS3CVakIeqQv5EmHo5rLwPhjogowQUPWRVw/n3w6Yn4Jnr4ITbYPKlYDDDX46FzrWACpMvg+LpYLKDPVvbv/01OO9v4Mwfzk9ACCEOez97oZ57l+7JtjSh2M0z185lVbOPb/97HW0DEcYUOLGZDFxyVCm/fmUbqbTK8h8cx6TbXyHbYcYbjBFLpgnHU9x8Si0/fbFhd39Oi4FAVEt7rgJmg8I/r5jBN/61Fm8oztRSD49fM/vQT1yIA6S9vZ2SkpL3N0tUVZW8+0KIA0auTT+ZM9dsZ+VQiAqrma+X5vBwp481Aa086MmZTl7yBbAoCsdnORnjsPLr5h4KzEbGOa2s90f4SU0Rp+Zm8JVNO2kMx/htbSmTXTaawjFmv1uPDsg1GTgvz0OOycgcj5N1gTCrhkI4DDrurJH/LkII8Vm9uLqPRCrNroRLTK1yUZpjZUtbkKbuMImUSq7bhMWoI8tlZG1TgJpCG9lOE8u3DlKUaabDF0OvA52ikO0y0jWglVCxmXWEY2l0CqR3LYFnOg1U5tlYtUMr5zy9xk1xlmU4pi7EASHXpkIIIcSRQTJ1iE9v3Begbyv4dsLjV0HZXC2IA7RyKOquqzBXATz/HTDa4RsrAAXuGgcDO7VzLW6wurU2iTDM/qZWosXXDOmEVmrF4oL2VTDUBrGAlrnD3yVBHUII8RldMaeC8mw7U8s83PDoOqpyHICWNWNOdTaPrGyjxx9l9Y+00ljjC93odApPr+tAB/z4jDrufK6BrbvKqUwp97Dqh8dz9aJV7OgNMrcmm3d2eAnEkiRTKl+cUcZRVdnMqcrmncZ+5tVkD9fUhRBCCDFC3Fiez0v9g7zpC3LL9g6mu2y7j60PaqVBo6qKU6/jF809nJLt4kdVhTzaNcBL/X4WdfVzbJaLXJOR1UMhTl29jbWzx1JuNXF7dSH5JiM6ReH03AxUVeWRbh8z3XbuaelBUeDOmuGauRBCjBxTq12gQiSRor4thGFXxsgxJQ52dIUAcNsMjCtzklZVHBYDGXYDK7cP4bYbGFvqoNMXI5UGvQFmjspgIBBn2bYhLEat3IoCROLaeuWEMhdmow6bWYeqgm1XyRchhBBCCCE+zySoQ3x6W56G9/4CthzQ6aB5ibbfaIeBZq20iqJoWTa2vQiJCNw7D9JpOOEOeOdueOBMWLgUxp4Dq+6Hvu1aH5XHQPfv4ZUfQs9m8DVC27uQjMGEi7RSLtGBYZq4EEKMHPluCxfPKAXg2W8evdexcycX8p9VbVwwTXvS46bHN/Dqlh5+/oXx/PWtncRTKkUZNm4/awwX/uVdFOBbD6/lmWvn4gslGIwkuXRmGS9v7iG963Go0QUO/JEEp08sYEyhk0uOKjuk8xVCCCHEyPPr5m7eGwqRBlx6HW8Pajf/xjosbA5G0QOlFiObglEA3vQFeKm/gQvzPZyd4+apviF+19LDeXkeWiMxQkMh2iMx8s1GvlaSy6mrtrEmEOYibybBZIrn+odw6nVkG/QMJdPDN3EhhBhBct17Sp6U5dj2OlboMdPujVGWYyWZSvPy2n4KPGb6/Hp8wQQ2sx67xUC2y0ifP0E8qbJuZ4C6YjuJpIo/kmJShXN3Vg69bk/ftcUOdApkOoyHZJ5CCCGEEEJ8FhLUIT69CReCyQGls7RyKhv/DSv/pmXpCHRpWTeufgea3oCc0dC/XWtfdya8+iMonAIzvgYbH4Nl9wCK1kfzW1oJl2AfuIqg/lkIe9ES9wO99XDZk1B57HDOXgghRoShSIIL713OeVOLOXdKMY+uauOSmaU4LUYWN/SRUmFzp7bwNSrPSW8gxt/e3smmjiGynWbKMm2saPJSm+9ka3cAfzRJMq3y/HVz+fmL9Vz78FounVnG42vb8UeS/OipzfzutR10Dmk3VfLcFk4Yk4/DLF9FhBBCCPG/+VVtCd2xBAVmI6gqf27r45neQRK7cvgXW0z8dXwFj3f76IglGEymOMptR0Hhqb4hTs92c3aehxsaWlntD6MCP2nqZGs4hlOvoyWaYKrTxhM9PkxoT3oHUmmuKcnhlNyM4Zy6EEKMGJ2+KJtag8wanUEskSYST1GSbQWgZyiOCqTSKjpFIdNhxGrW09CuBfGV5piIxFJk2I0EIimiiTTRRAqLSc8JE7N4d+sAO3si5GUY6RlMkErDm5t8WE263Zk7CjxmFEVBr1OG6yMQQgghhBDiv5I7KeLT61ynBXEUToa1i+Dt32j7LW5IJSFnDKx/BJbfA6NOhmgQCibCglsgbywUTYXcWoiHwJIBBjOsewi2vbSnH5MD/B3adsks6F4P7kIomga/nwYV8+D03w7P/IUQYgRIp1V6AzFW7vRhMuj4+YsN5LssnD25CF9Yqz9c7LFy/SNrueHE0Vw5t4LuoSivbOkm12VmZcsANz+5iYXzK3nhuqPRfWAB7IHlrajAkm19+CNJLAYd0WSayaUeTsuwMDrPiarC+Ftf5sErZ5JWVa7/9zruvWwq08szh+kTEUIIIcTh5vHuAdpjcX5eU8zpa7ZTH9KCR4OROBYFzsx1s3DTTnZE4pyc5aI+GOG0HDdn5mYwzmnlkoIsLHodv64tpS+e4DWvn7X+ML5ECl8iRY5Rz85ojLgKRh1MdFhZF4hQZ7fSEY1zxurt3D++grke5zB/EkIIcfhKplSi8RRD4QQ7uiIMhhIUZVnQKQqpXZkf+wJx2rxRZtV6AMh1m+gdilOabaGhI0Rzb4QF4zNx2QwoinZt6g3E8UfTENWCN96/YlUUqMizkk5DboaJ97YPMRRKcvKUbNbtDOALJlgwPnN3P0IIIYQQQnweSFCH+PQGW7WSKNtf2RPQ4S6GoXat9ErfFuirB0WnBWrYsqHhOfhFOdSdBRkl8MgdEOiEr74BS3+ltbtwEegt8K/zAEXLAqKm4LhboHgGdKyGn5dBViXYsobzExBCiMOex24i22Hi3WYfg5EEZoOO+aNyALh4RikWo54xBS5uemIjE0syuHxWOfluC/e91UQgmuSsiYXcclodp08oRKdT+H9Pb+KNrb28+u35mI064sk0t505lsFIgvFFbi6+bwXr2ga4+bTZFGVYWd82SFWOnXuXNnLV3EocZgPGD+bCFUIIIYT4L9YFwjSGY9y8vZ36UBSTAnEVUkBKhfs7+gmmtBuCL3m1DGS37OjkVa+fPLORuR4HF65r5CvF2XyzLJ+bt3XgT6Z4Z2Ytf23r5f5OH6DdCDTo9Lw0bTSRVJqfNHXyry4veSYjVp18fxFCiM/CbTOQSkPfUBx/OIHbZkC3K6BiTIkTvQ66fDH6A3HKc604rdpydkN7CG8gQabDwORKFy6bgVRa5bX1/RRmWshxaWVVbGYdY0ocOK0G+v1x6tuDDISSHDVKy7iU6YgTiCRp7I6g1ykY9RLMIYQQQgghPn8kqEN8ehMvhDFnwYPnaIEbU74M066AZb/TsmysXQTJKKgqZI0CsxPC/Vpwx8b/gNkFfVvBux26N8Ls66D6eCicBA9doAVszL8ZXrwBDBZ4+y649DFw5kPpUVrGj/I5w/0pCCHEYe9vX5pOPJXmm/9aSzKVJpnWnmCaXOphcqn2BJTTYuAb/1rLYDhBlsPEz88dz4ubuvnn8hYeumom+W4LANkOM4VuK7FEmleun09Dt59bn93MnWePR69TCEaTBGNJfME4RRlWJpZkMLMii6fXdTKh2M3S70lpLSGEEEJ8Og9NqKQ1Eueod+upsJr4UmEW5VYLD3T2k2nQ81jvIAAWYE6mkzd9AVJAJJ3mP90DnJjlpjee5G/tXr5Zls+jk6pIqipGReGR7kEuyPfQHo2zbDBEOJniyZ4BzsnzMMZuZZbbyX3jyrFJUKoQQnwmbruReWM9mI0KLb1RdiXnAKC6wAZASbaFDc0BXlvv5ahRbhIplRk1bra0BWkOJzl1qvaAgqKAzazHbFDIzTBz9BgPvUMxmrojzB3jweuPk0zBYDCx+z1qCu00dofxBuLMHCWltYQQQgghxOeTBHWI/43RAvO+C01LYNndYDDBMT+Ap6+F8vmw42WtnXebFrDhqYTaU8FVBC//AE68E8JeyB6lnVs4CdIp0BuhbA5MvwKW3QVDbVowB0BmBVz54r5jSadg5xIom6v1JYQQ4hMpybQRiCZwWvTcfvY4cpyWfdrMqc7m+LpcFjf0sLHDz7xR2RxVmcWz184ly2HihN+8yaVHlXPdcTWsavYx8fZX+OMlU8h1mukNxAjHk9z42HoiiSSLrprBcxs6WfjgKpwWA987eTRfmlWOxy7/dgshhBDi09MpCqVWEz+qKmSdP8StjV28MLWGU3LcvNA7RKHZSHcsQRR43RdghstKOJXmutI8/tDayw1b27izpogMo7Y0km/WnureGoxSYTUxz+Ok0mri1DU7MOgUnAY9AF8szOKLhftmj+yJJeiMJZjssh2yz0AIIUaCLKeJnsEYbruB6dXufY4b9DqKsy0EIik2tQYIRtMUeMyMK3Pgthlp6Y2wtTPE7NoMZo7K4JW1/TR0hDhtWi6dvhjRRJpwLMWGliC5LgPjy128uq4fk0FBpyjMrvVgt0iQnhBCCCGE+PySb6vif1d9HBz/Yzjt13DU1yHYA63LIJ3QyqocdS14KrRsHKE+WP57KJ8LdWdC7ekw/auw+UktowdAzyatTIsjF3R6SCdBZ4ATbt/znkPtkIzB+n9DWEuFy+Yntawha/556D8DIYQ4zEUSKbZ0BugcjOy1fyiSYFPHEBk2E5NLPWzs8POVOeWsah7gn8uaWd8+yDl/eIfm/vDuc7f2BABwmvV0+6NcMrOMBbW5uCwGVBQu/et7qCqE4ym29gT52Qv1nH7PW4RiyUM+byGEEEKMDDpF4RuludxSVcjPRxUz0WljqS/AkoEAP6oo4G/jyjk/NwOnXodDr2NTKMZtjZ2ck+fh/HwPVxbnkGsysGootLvPf3V72RKKUmY1Y9FrgRyVVjPHZ7kASKZVOqNxWiMxnu8b3H3eDVvbOG31NgYT8t1GCCE+rXAshT+cJPnBVB1AIJIkEk+R6zaTSKVJpqA020LXQIwdXWG6B2KsafITiaVIpdRdWShVFAUURetrQpkDs1HBpIdef5K1TX6MBoWBYBJvMMGbm3ysbfIPx7SFEEIIIYT4RCRTh/hsdHqYfpX2OqMM8sZqpVfuOxaOugYGdmrHas+AgWZY/Q848x4wWuEXlRAPQnYNFE2Fgolw0b+geLp2zvjztZIuviawZcL6R+DJhVomj5Z3tMwgx9wEVQtg3o1Qd8ZwfAJCCHFYy3VaWPfjE9Hr9q4bfMdzW3h8TTtLbzyWq+dXcfK4fJr7Q/ztnWZsRh23P7uZWVXZLNnWx+ZOP+m0ym8umMTKZh8eu5m7X9/Bps4hrjuumre395NKq7itBr51XA11hU7uW9pEU3+IDJsJm0m/37ElU2kWPriaaeWZfP2YqkPxcQghhBDiMFVmNfPlIjMAC4tzeHsgwD1tvTRFYlya7yGQSrNsIMQUpxW3QU9SVbmzppg3vH4u3tBEvsnIujljAbiuNI+ZbjvTXDYURaHUYiKYSu9+rzPXbGdNIMyCTCeLfQGWz6yjwmbmmpJc5nkcuzN/CCGE+OQq8myU51pRlD3XpqqqsniDlwy7kfnjMjl6TCYAG5q1AIx+f4J4Io3VpBCJq/iCCSrybIwpceC2GejwxmjsDhNLWLAYdcRTWr92i55p1Rms3D6EP5zAH0lh/JhyWgPBBOt3+plU6SLDbjx4H4IQQgghhBAfQVYaxIGjKPD1ZdD6Lvz9RGh+W9tvy4GGZ7XXPRu1DBwmB+SPB1s2FE7RjkX90L0JCiZp29OvgoEWsHq0bVchGO1QcxKM+8KeIA5bJiy45dDNUwghRpgPB3QAXDyjhKIMKwVuC3qdQlWOg6ocBy9ffzS/eLmB1+v72Nw5hEEHK3Z6uf25zTjMRk4dX8A1D61mKJJg8Q3HsK51kHBCuwkyFEnyan0P50wu5vZnt2A16fn2CaP2WrT7oGRaZeOubCFCCCGEEJ/UtAwH9UdPYOHmZraEoqwNRAEosppYG9AyjG0JRVk+GGKy00qZxcR1ZXm7z2+JxGiPxndvf6c8jw2BCGlVRacoVNjM7IzEuKEsj7PzPFTYtGCS2R4Hsz2OQzhTIYQYWT58bagoCmNLndjMWsCF2aj9nlzpprYoyesbfPgjWqSG1aRj3c4ABp1CKq1i0Cksb/RTmm1hYoWLFVsHdvfb1h9jSpVKaY6FZQ1R3DYD1QX2jxxXLJFmMJwklkh/ZBshhBBCCCEOJgnqEAde6Uz42pvw9l3QvQE8pVA0GUpnawEbi84BVMisggsXaeVZHjgbckZB63Ktj2O+D51rof5pbd/FD0PFPPhh5zBOTAghjhxTyzKZWpa5177VLT4u+ssKrpxTQftAlNb+IAUZVlwWIwVuKz97sYFoIsXtZ40jlkxTmGGlYzBMps2IL5xgZqWHFU1e2gfD/OOKGbisRiqyP3rhzGLUs+IHx6HbT9CJEEIIIcR/8/u6Mi4tyOLLG7UMkmfmZrApGOWL+Zm85w/xp7Y+nu0b5JKCTC4pzOI3O7v5Q1svdTYzqwIRzszJIN9i4uV+P6/0D7ExEOGpKdX8YUzZ7veYOlyTE0KII0R1gW2ffVvagrT1RyjLsdAzFCeVSqNTFLJdRvoDcZp7o+R7TEwod5KXYcKgV3DbDPT5EwCMKrSyZscQhVlmZtdmkOXU2nyUfI+Zs2bkfuQDCUKIzx9FUQzAJGAWMB6oA0qBLMAChIA+YD3wGvCIqqoD++9NCCGEGH4S1CEOjKgf7pmqZdA45ecQ6IZtL0POGDjr9/DolyAZgy1Palk6LE7wNcKq++GNnwAqeHeAzght74KqgrsYTr8bXvt/kIgM9wyFEOKI57aaGFPg4tjaXCaVZPCLlxvwBuNMK8tk4fwqpldkMjrPid285+vFT19oIJJIodcp6NDxyMo2ANoHIvz83Am8t9PH6Dwnbtv+U9hKQIcQQgghPo1newe5tr6FxyZVM9Vl4+neAdKkOTPHzXGZLu5p7WWKy8af2vqosZroiCVZ7Atw/todvDUYBMC0KwX/O4NBFmS5+FZZHladwsZghLQKH3PfTwghxCFgt+hx24xMqHCxtslPMJpkIJhkYoWTLKeRshwrmQ4TmQ4t62MwmmRHd4RMhwFfMEkgkqZrIEabN8Yx4zNRUekbSpDj/ugskRLQIcRh5w7gpo857tr1UwWcC/xCUZRbgd+oqqoe/OEJIYQQn44EdYgDQ2+EnNFaIEY8DI9eBnoTzL0O1j6klWABqDwG3CVwwYPwzl2QjIJOD0ddAz2btcwe066ALU/Df74Ec78Dx9wM5XOHc3ZCCCGA6lwHT1+759/jU8YXEImnMBm0Gx/ji9z86c1GFtTmMq7IDcBX5lbQPRTlmNE5PLGmg2AsSX3XEO81ednaHeCCe5dzycxSfnLO+GGZkxBCCCFGlkyjnhqbBadBx3+6B1jU5aPUYuKcPA/P9A1SYDJiVBSOcts5Jy+DuR4nT/cM8qrXT6ZRzw8qCrijqYspThuzMhx8p6GNV71D3FFdxBcLszBKwKkQQgy7qnwbVflaBo9p1dq1ZyKVxrgrKM9o0LGlLcjoIjt6nYLNpGdUoY28DBMoCltaA3jsBgZCSXoH43Sm0mzrDDNvrIcsp5T/FGKE+PCXthjQCHiBOJAJ1ALWXccdwK+A8YqiXCGBHUIIIT5vJKhDHBhGK3z5uT3bx9wM9hxIp2H577XjiQgMtMBgM/TVw+u3QfUJcP0mcBXAizdp7erOgGAvzLwa+rbC27+BUSdBZsWwTU8IIcQevlCce5c0YjXpeXpdJ91DUcYUuDAbFJY1+Xhrex/3XT6NDJuJ0ycU0uuP8v3HN/DeTh+heIpvHlvNyePyqcqxc+NJo5lblU2bL0xJ5r5pdUeiVFolmkjtldFECCGEEAfGHI+T16aPBiDDYOBrxTksyHTwQKePF/uHUIHftfTgT6Wx6XUEkml+0dzNrVWFfKU4B38yxUNdPi4ryqLQYuKywizq7BZ+tKODSU4bz011Du8EhRBC7NY3FMcbiOMNJAhFU+h1kEyD2agwEEyi18HoIgc6ncLYUicd3ig7e0J4A0kUYGqVk/wMM7Gkil6nYDHqiCfTux9cGPESCdDrQXeEzFccaaLAi8BzwNvAJlVV0x9soCiKCfgC8AugeNfuLwHLgL8cuqEKIYQQ/518YxMHx9HfgVdugRV/hsoFe8qnDLbAzK/Dc9+G8+6HznXw4DnQvhoSIWhZDr+shvaVcMr/wem/hcufgZZlsPyPwzsnIYQ4gnQNRbjjuS30BqLEk2k++IDCiiYv9y5tYmWzj/5AjNJMG2taB1jfPgTAyuYB7nuraXf7bn+UN7f1EYqnMOoU0qrK6fe8zaOr2vjGsdU8sbad+b98gxZv6JDPczh8//ENzPjJayzZ1jvcQxFCCCFGtHyzkfmZTi7asJM8k55Si1buzZ9KM8FhxaRTaI/GuaE8j1sbO/lTKtqYSAAAIABJREFUWy+LfX7SappfNHVz8qqtTHbZ+F5lAc9MruGXo0v4f9s7WD10ZHxnEUKIz4MuX5Rtndq/u6n03g/ON3aHqW8PEYgkQQFFgXAsRTiaAmBLWwh/JLm7vS+YoM+fAMBkUGj3xnh5nReLUUdtsYM3NvpY3jB4iGY2zBIJWPQAvPg8BALDPRohDjhVVW9VVfVUVVX/qKrqhg8HdOxqE1dV9WFgFtD/gUPfO2QDFUIIIT4hCeoQB8/kS6F0BjQt1rZLZsLEi6H+GejeBEVTIaNEK93y4o2w5gGIeCHUD498ERpegPtP0dqv+BO89evhnY8QQhxBlm7r429v7+TRlW2M/fFLLHxw1e5jp4zL59GFs/jnFTPYeNtJvHT90SycX8Wd54wjy2HCqFd4bkMXiVSaZTv6Wds6yDeOqQLg+hNGUZZlQwUeXdUGwNhCF2dNKiLPZRmOqR5U8WSalzZ1E02kWN82yI+e2sS4QhdOi4Ev37+S3kB0uIcohBBCjGi1dgtn5WTQEIrREk2QZzRwapYTiw5WDoVojsQ5IycDt0FPfzzBN+tb2RqK0RVPsC4QYdaKepb6Aly0oZG1/hB/ae/j6d4j5IafEEJ8DuzoDlPfFmRN4xDPvNdLz+Cea6jJlS4WjM/k5Ck5nDgpm5mjPJRmW6grsQOgU6CtL4KqqmzvClHgMWE3a8vhJ07KJhpPkUypdA/ESKZUirPNFGeZh2WeB53fD52d2uuNG2BrAxQXQ3s7LHlzWIcmxHBTVbUd+N0HdlUpilI+PKMRQggh9k/yfouDo2ONVnZl7nfg9Lu1UiyPXgrBHkin4GtL4KHzQW8AayaccBu8fgc0vQGogAImBzjywOqBSx+HVHy4ZyWEEEeM86eWUJ3roKHLTyKl4tj1ZGubL4zZoGNGRebutoqicONJo/nDGzu4eHoJS7b1YzHq0CkKf1rSyLJGLyt/eBxTyjzMq8nhiTUdAGxoH+KFDV187/GNAFw+q4zJpZ5DP9mD6Nn1ndzwn/XcefY4uoeiPLiihbIsG9kOM1fPryLXOfICWYQQQojPk3vb+nimb5B/T6zijHCU9micP7b1kWs0cHyWi2MzXVy6oRGDAlU2Cz+uKuShTi9NkRhpQK+AVa8j12Sk1m7ljemjKbeO0Bt+QgjxOTS92k0ipbK6UcsMadTrARgIJnDbDZiNxt1t7RY9o4vs7OgKUZ5jodcfx2TQEUuk2dQSpDDTzJy6TOLJNAaDDkVRAOgaiNE5EKPTF8Nm1lFVYD/0Ez3Y3loK7W3w5Su1oA4VCIegZhTU1g336MQIV19b50Irb+IAgkB7XUO9f3hHtY/VH9ouAJqHYRxCCCHEfklQhzg4smtg+lVQd7qWkePVH4OahhkLYdY1sOlx6N8KEy7W2iSiWkDH1CvBVQh1Z0BuLdg80PSmFhSi00EqAQ9fBOVHw9zrh3uWQggxYul0ClNKPVz+t/cYX+SmKsfBpo4hLvnrCnIcFh7+2lF88+E1XDW3kuPH5PHNh9fwwsZusuxGvKEEV8wp59S73+K2s8byvZNqybSbWVCbB8A5U4r469tNFGfYmFiawfxR2aAolGbahnnWB1Y6rTIq38n3T67luNpcVu70cvX8Sl7Y2IVRr+NLs8uHe4hCCCHEiHdajpuUqjLdbWdeppMJ72zCqdexeEYt2SYDZ63ZTmcsySMTK4mlVZYNBtkRiXH36GK64ymuKc3FqFO4riyPoWSKKW7tRt+aoRA3bW/nN6NLGOccWd9hhBDi88Ri0uPzRRkIJqkusNIzGCOaSPHutiHqiu04rQZ29kSYXuNGQeX1DV7SqhaUp6KVY1m3M8D8sZnYzDosJj12tMCQMcV2Vjf6ycswYdDriMbT5LiMHz+gw1EsBuPGQ1UVRMIwdSq0tEBXAjIyoLBwuEcoRqD62joFOAb4BnA27PofT5Oqr617Evgj8GZdQ726bw+H3If/5/+8BZ0IIYQ4wklQhzjw4mFY9zAcczPYs7R9ky+DYJ8W7BHsg6W/gsxKKJkB/74E5n4bvvIaDLbA+kdgxlXaee/+GdYuglEna+emk9C1EZwFwzc/IYQ4QiiKwnXH1aBTFH7yQj0t3hC5TgvN3hDd/ghrWgfZ2R/i5c3dvLCxmwnFbs6ZXMgdz9XjMOlpHwhjNxkYX+zeq1+DTqF9IEJTXwi31cg/r5w5TDM8uO57q4mfvdjAd08cxZl/eJu+wJ6MU62+CMt2eJlTkz2MIxRCCCFGtvpghNZonJ+MKt6979bqQpYNhEiqKs/0DtIWjXO0x8mTPQM83D3AC1NrOC0ng8d6BvAY9Bh1Cqqq8r2tbYyyWzg2ywVAfyLJlkAEXyI1XNMTQogjRpbTRGWelXQaGrpCTKl0AuALJnb9jpNMpdnYEgCgJt+GLxQnFEkRiacIx9JkOvcN1lCBWFKlpS/KvLGZFGWN0EyKzz4NkQhUVGoZO9LpPcfWroEpU4dvbGJEqq+tmwI8AIz9iCZ64LxdP5vra+sur2uoX3OoxvcRjv3Aax/QMFwDEUIIIfZHgjrEgbf9FXjxRkhGYc512j5PGTS+DjuXwBUvaMEb2aNg1ImQ/KmWmSOjFNb8ExoXQ+c6qDoWjr8NJlyoBXQA9GyBiA8yymHTEzDu3GGbphBCHAkWzq8CYHJpBtW5DpY1etnUMcS4Qjcrbz6OR1e1YzboOKoyk9vOHMfofCeXHVWOQa/jhpNq9+nviTXtlGXa+NZx1bze0Mfdr23jK3MreXenlzMmFKLTKYd6igfc0+s66BiMMK8mhy9MKebFTd17BXQAuMx6dvQFmFqulZuxGPX764plO/pZ0zrAN46t3p0aWAghhBCfzC92dvNi/xDzPE7yzNrNvEyDgUVdXjxGPXlmI954ktNzzFxWmM14p41JThs6ReFLG5vIMxm5sjibHJORZ6bU4DLs+Xu9bDCI3aCnK5ZgSzDCGId1uKYphBAjntmoY2KFi2RKpTDTQrbLiD+SIttlosBjJs9tomcwTqbThF6nY2yZA0XRgvL2dx0VS6Rp7w+Tl2EiP8MIKHR4o1hMOhQg02k65HM84FIpeO9dKCvTyqsEArBh/b7t3Bng9YLDAeaPKS+2bi1kZUFJ6cEbsxgR6mvrTgCeBD5pHaOxwNL62rpz6hrqXz14I/toiqLMAa7+wK7fqKoqkbtCCCE+VySoQxx4tafBuX+F0Sdr21E/3D0RSmbC0TdoAR5zvgNv3AF9DTDzaujfprX1NgIqPHg2XPIY1JwAFfP29G3zQP542P4yvPEelM8FR+4hn6IQQhxpppVnkkqr2M0Grj9+FIPhBPN++QaBaJJvHVfDI1+btbutQa8DQFVVTrprKRlWI49ePZsWb4jvPKotIukVyHdbWNnsY2PHECuafOQ6zcyqOvwzVzy4vIV1bYNs6fTz/04fw9H/t5iKLBs7veHdbeKpNPcuaeKexTvId1l47rqj99vXA8tbeLW+h4tnlJLl+JgFNiGEEELs49bqQr5YkLk7oOPp3gG+vrmFb5Xl8tXiXLJNBh7s8PKfbh+31xTjMRrojSdJqireRIq0CvPebaD+6PFM+FCJlXKriTq7mW81tHK0x8F/JlUPxxSFEOKIYtAr5LhNROIpirIsZDqMtPZFWNPoRwVOmJjFqMI995HfD+jo98dZsW2QuiI7VQV2mnrCNLSHoCWE26ZnKJwimkjjDyfR6xROnz4C1hpDIS2IY9tWmD0H2BXcYrdrx97n7Ye334LuLpg1GyZM3LeveBxWvgdFRRLUIT7Wrgwdnyag43124Mn62rp5hyJjh6IoOsCNFlByAbAQeD+a6yng/w72GIQQQohPS4I6xIGnN8KE87XXiQj8+1Jw5muZN0qma/vf/SPo9FA6Gx66ABpfg8ufgbN+D23vQdObkDdOa5tKwN9PgVAfHHU1dG+A8+4HRZGADiGEOESiiRS/f2MHv1+8g9vPGssXphRTlW1nVL6Tq46u2Kf9m1t7afNF2Nkf2h3kUZZl59Rx+bzR0MuMyiw2tg+iqlrwh8mgoybPeaindVD85fJpfH3RapY3enlqbTso0OwL79UmmlTpHIoCUJjx0U/2/uzc8Vw3VCMBHUIIIcT/oMxqpsyq/Q1dNhDk1zu7Geew8oW8TLJNBpb6AmwNRzna42BzIMxF6xsB2Dh3PP+eWMWGQIhwak+J97VDIS7a0MRlhVksHwwSTKV5YHwFpdYR8ES3EEIcJkLRFGuahuj3JzhtWg5mow67RU9NoQ2Hde+lblVV2d4ZJpFSSSRV+gMJqgqgKt9Gc2+EdFol02liKBwhEEmiKOCyjZDlcpcLTjsdXnoJ1q2DwkJtfzi8b9vuLu238SP+nplM8IXzwCpZqcRHq6+tU9BKrnzagI732YF/1tfWTahrqFf/a+tPSVGUVcDH1RrqQAvm+IOqqumPaSeEEEIMixHyLVV8biWjWhDG+AthxtdgoBmW/BLSKXAWwO+ngb8DMiu1IA57FrQuB18jGHbdwOpcCx0rwVUI2aO17BzF07TtZAzWPABjzgZHzrBOVQghRrJL7nuX1a0DnDmpkFQqzYyfvkY0nmJMkRunZd/axL97fTubOvys/OHxfLCiyh8v3XP9vKZlgFue2shNp9RRnevYbz+Ho0y7iX8vnMWUO17lmfVdxJIqRh0k9rMkYTXqqMpx7N5OpVUC0QQZNm0xzWM34bHLjSIhhBDis+qOJ2iKxHhsUjWj7Bae6hng5f4hFCCSTHPiqm2kgEsLsgCYn+nkoc5+Mo17lk0WdfkYSqaIp9PMynAQSaU5MdsNwLZQlHWBMBfkZw7D7IQQ4sgQiaV4fUM/qgrjy5ys3D7EYChBPKnisOy7zB2OpdjcFqQk28JJk7OwmrQyWiaDjlOm7FlHNOoVBkMJpte4Meh0h2w+B11xCZx4Irz4Ath2BWSo+7kw1eu1ci32D2Slise1/fpdpccysw7+eMXh7hi0zBefxThgPvDmZx3Mp9QP/AF4RAI6hBBCfF5JUIc4OAI9WrBG0RS4sRHuPxXuO1YrtbJuEZx9L7z1K/Buh5xaLUtHZACG2uDtu7T9r90KjYvhqtfhi49CyQyweqB6wZ73aVwML3wXooMw78Zhm64QQox0XUMR8l0WfnL2OH7yfD2hWIpJJW5OqMvbb/vfXTyZhq4AJ9/1Ft89aTTnTS3ep83atkF29IVwmA0jJqDjfYsbeji6JhtFgW09AeKpfRfOzphQwBVzKphS5tm97/ZnN/PIyjaWfu9Y8lyWQzlkIYQQYkRa5w9TaDZybp6HsXYLJ63exg8rC1ns87NiMMjbM0cz592tAHy1KJvba4pY4gtQZjXxTN8QFp3CxmCECquZ26qLODXHzXFZrn3e51fN3TzTO8isDAclFgnIFEKIgyEcT5FKQ0mWheoCG1s7gsSTKiXZFpzWfZe57RYD88Z66BuK89bmAeaPy8SyK7Djg3qH4iiKgsmw77HDXlcXjB0LXt9Ht5kxEyoqwLnr71s6DQ8/BDk5cOrph2acYiS45gD28+YB6uuDlqEFb4B2XywTqAMsQDbwU+AWRVG+o6rqvQfh/YUQQojPRII6xMHx7HWw/RUtoMOWCfnjIRWHiReByQG5dXDe32HNP2HBj8CaAYvOBd9O+PoyaF+pBWq0rgBFB6NO2v/7VJ8A594HNSce2vkJIcQR5vUbjkGnA7NBzx1nj+PcKcVML/fsrlH8YcUeG+k0mI06DLr9tynLtDGpJIP/rG4nEE3ys3PHH8wpHFKvbO7hmfWd+30I6n29gShf+PMy3vn+AnyhOO/s6Gd6RSa+cAK3df9BLtt7AqxpHeDC6XvqGK9tHWB7b5ALppUc6GkIIYQQh7XBRJJTV29jQZaLRRMqyTAaGO+wUWwx8ucxZbzu9VNgNvPTmiLSqspVJbnUByNcuL6RywuzeGB8BfkmA3c0dWHR6cgyGfYb0AHww8oCzs31SECHEEIcRFlOE6dNy8Fk0LJpLBifRTKt7jeg44PnDIWS6D7iuhTA4zCiqrCsYYCyHCtFWSMkwD6Vgi2bIZHYf4aO961YDs3NcOZZ0NAANhtUVkKG56PPaWoEux3y8vfsa6iHrCzIkXLZR5r62joXcM4B6u7c+to6V11Dvf8A9QeAqqrXfXifoihG4HS0gI5awAb8WVEUq6qqdx3I9xdCCCE+qxGUT058rsz+Jpx4pxbQkYjC7GvhzN9B2AePfwUWnQcFE+C0X2sBHQATLtLax4Mw4XyY8VW49r29y6psfxU2P7VnW2+ACRfs6QOgbyskIodmnkIIcYSwmvSYdz21ZNTrmFGRud+AjlXNPrzBGAClWTaW3HgsZ08u2m+fx4/J49zJRbywsYul2/oAuHdJI/94Z+dBmsWhc+uZY7n30qmUZ9kwG/b/dctk0PHdE0eT77Lwz2XN/OzFBurynWzvCXDT4xv2e849i3fw/cc30urdUwf5t69t5/uPb2AokgC0Ei7dQ9F9zu0PxkinD3hZWiGEEOJzK8No4MfVhXy9RLumVIFFEyo4JSeDRZ1erqlv5S9tvVxZnMNVJdoNqFF2C3MzHGwPRzkx280El53/TKrmV7V7gieTaZU/t/ayI7zn722Z1czJOe7d2/F0mvqgXJcKIcSBZvrA9ZXVrN9vQEcqrdI7GEPdFchQmW/jhEnZ+83SAVopl2RKpXcwzmAoSTyZZk2jVtrlsKbXw4UXw9hxe7Jw7M+UqTBpkhb48fZSWLUSakZrv5v3c32eSsFrr8LyZXv2RSKw5E1YtWrPvlhMK+Py4XNjsY8PMhGHo2LgQKW60QP7X0g6wFRVTaiq+iQwFVj6gUO/UBSl5lCMQQghhPikJFOHODjK54KrEJrehFV/hy1PwxcfA38bJKNQcfS+52RVQrAXokMf3e9LP4BQH4w9W9vubQBFgZzR2sWAdwf8YaYWEHLqLw/K1IQQQsD6tkH+tKSRS2eWMrdGu1HSPhDmvD8v5+xJhdx10eRP1M/ja9rxRxK8e/NxADywvAWbSc+X51Ts1e4HT2yg2GPjG8dWH9iJHCQWo54Tx+azoDaX1xt6WPjgmt3HdLuOL9vh5bcXTEKnU/jBqXWcN7WYqlwnOU4zmXbzXv2l0yp3Pr+F5v4Qd184idKsPbWOf3L2ONoHIruze/zwyQ38e2U7500tZlmjlye+Ppt3m71c9/A6jHoFo17H6ltO2F1PWgghhBjJFpbkssQXYGc4yjErt+LQ69g4Zxwv9Q+hAAs+lHlDryhkmQxsCIRJqyq6/QSxbg5FuLWxk9ZonJ+O0krMvenzM81lx67XoSgKd7X08JvmHp6fUsNUt/1QTFUIIY5I2ztDhKIpaovtu4M2dnSF2dIWZNboDPI95v/SA0TjaTq8UcpyLYwpseMLJmjpi2K3GMiw78miGIwmWb8zQF2Jg0zHYVJC1GaDOXNh6jR4YzG0tuw55s6AoUEtcGPyFG2N9exzwGSGRFw71/iheYZC8PprUFUNU6bs2W+1wulngGvX31VVhUf+BRYrqGkoKoKZs2Dx69DepgV3lFfASScf/M9AHAqOA9yf8wD397FUVQ0rinI50IgWVGIEFgLfPZTjEEIIIT6OBHWIg+f570LjYphzvbadjMA7v9PKqZx4577ta0+DH/V+fJ8XLtKCQt734NmgN8KUy7W+v/YmHHUN1J1xoGYhhBBiP1Y2+3hpUzcvbermOyfUcN1xoyh0W/nBKbUcVZn1ifv525en8+Tqdi76ywp+e9Eknr52DvoP3TxRVZU3GvqoyXMcNkEdAE+t7eD+ZTtZ37Z3sKLHbiKSSJFSYdbPFjOrKouqXAc/PmMsAA9+ZeY+fS3Z3sff32nGpNcxozJzr2MlmTZKMvcEeby0qQeDXuGZ9Z24LAZm/ux1bCY980dls6M3iEGnQ/8xqYeFEEKIkaQ/nuTC9Y2ckOWizGKiM5ZgcyDMSn+YqS4bE5y2fc65d2z5x/Y50WnjoQmVTHZp574zEOCi9U1cX5bH832DlFvNfK8in8FEilH2EZLCXwghPqeae8MEo2navFGOHuMhw26kOMtCOq2S7fpkgRd2i54TJmWzqdXPmkY/kytdHD8xC4dl70D4SCxN71Cckuzk4RPUkUjAhvWwdg2k03sfM+y6NeD1whOPg14H02dA9q6syRdevG9/K5ZDVycUFoJn72tTior3vO7sgGhUC+5Ip2HnTtiyBXJztQCPri5wHOg4ADGMgge4v8AB7u+/UlW1RVGUFcCcXbtmH+oxCCGEEB9Hyq+Ig2fBLTD+fKg5EW7ugjFnalk4THZ44buQTn36PnNroXDSnu2TfqoFiPRsAasHOtdB+yroXPPRfQghhPjMvjK3ggnFbvQKPL+hCwCdTmHh/ComlmT8l7P3cFmMLHq3lfXtQ5z026UkUyoe+9616BVF4c0bj+HvX55+QOdwsP3giY1s7w6gAGaDwug8B1+ZW0FplpVEKs3U0gx0OoWl2/vZ2D4IwFvb+9jeE9j9ev4v3+DpdR3MqsziplNq+dfXZnLRX1bw6Kq2/b7n6pYBppV5uGpuJaWZNvzRJAA2o56VzQP88LQxLPnesXulLBZCCCFGsmyTgdurC8kzGnh6cjWb5oxjKKnd1PLGk/yry/s/9XtclotMo3YzbIrLzvcr8jk5200srWLSwVp/mOWDQbpih3nqfiGE+JybXpOBXodWPmVIK/Vht+ipK3Fg0H/y6x6TUaHTF6e1P8qKrYM4rYZ9So7muE2cPi2H0hzrAZ3DQdXerpVRSaW0AAudDurGaCVZvP2Qn69l2fB5oa8PAgFIJmHbNi0gBODtt+Dx/2glViZNgtlztUwdD/8LQh9xL7+vDyqrtACOnBztXNBKr/T3wyWXaRlExEjRDvwPi/37lQQ6DlBfn1brB15nD9MYhBBCiP2SFX1x8GSUwcZHYdG5YNj1dNI1y6HyGNj2EiR2fZlfdT/UPwed66HxDQh077+/R78Ez34L/jgb/naStm/cuTDmLGh7D1JxePxK6Kv/6D6EEEL8z5r7Q1zy1xWsaxtEURSeuXYuK24+nke+Nusz9Xv3RZM5b0oRZVk2bn92Mw8s20lvILpXG4tRj/FTLMh9Hjy6cBZPXTuX86YWE0+qbO0J8tTadlq9EZIplUAsidmg59fnT+TRhbOJJlJ86e/v8cMnN/H29n6u+ucqWrxh7ny+HotRz9Xzq8h3WUimVNJplaa+IB2D2t/SxQ09tPnCPL+hi9caelnbOsC1C6qZWOwGwBuKE4mnsJn0RBMprn5wNY+tbh/Oj0cIIYQ4ZEKpNIu6fXx7axsWvY65mU6em1KNN5FkxaB2M2owkeTnTV3UByOsGAzyli9AMq3u01dTOMYx7zXwl7ZeKpas5762Pqx6Hd8uzyeaTtMajbM5GOWmbe00R2IEUwfq/oYQQoj3NfeGeXfbIOm0SobdyJkz8jh+YhY1BftmX/qkjHodUyqd5LgMhGIptnYEaemN7NvucAuQLy+Hk0/Rgihsdi1rxvZtsHmTVlolEtF+CgrhnC/AmLGwYwe88brW7q0lsGWzFoixcQNkZcP48Vrf6TSoaFk3UimIx2HHdm3/2rXQ1Khl/RgzFvS7sp4MDWnHdTro7obnn4WAf7g+HXGA1DXU+4EnD1B3T+7qbzi4P/B6YJjGIIQQQuyXlF8RB1bLclj9Dzjl/8CeBZMvg3C/9kW94QUomQHn/QNal8MfZ8GZ98BLN4HZCaF+QIWCSbBwyd79dm/UMnDk1kE8AL2boX87uIrgH6fChPNhwkWw4RGYdpXWf3QILO79DFIIIcT/onMwwrJGL/e/vZMXNnXxs3PHc97Uks/c72tbeugPxmjsDdHrj/HCpm68oQTfPmHUARj18FjdMoDFoOOx1e28tLmb928JVWbbSakwpzqb7544ikdXtjGzMhOdTsGi0/P7L06hKMNKLJneXSKlJte+u99ij413bloAwIRbX6Yww8r9V0znyn+s4tTx+fzmgkk8u76DFTt9rNjp4/rja3iveWD3+69pGWB8kZu3tveR4zRz3tQPpMcVQgghRpC7m3sw6BS+UZrL5YVZPN83xEnZbrzxJKv8IU7KdrN29ljubunhxFVbubo4h7taevhzWy/RXcEct1UXsrAkd69+n+odoCUSI5ZKE02r/L2jj6+W5LDEF+CmbW3cP64cs05hRzjGSdlutoai+xueEEKIz8AXTNI3FOeNDV6iyTQnTc7Gaf1sy9zhWIrBUJI+fxIFaO2LEoymyHIZcVgO0yX0dBpamsFshjWrIRzS9ut04HJp5VPy87VMGr292m+AykpIJrRsHAMDWoYPgEzPnr7HjNV+WlvgxRdg5lFau/feBb0B5s2Hxa9p2/D/2bvv8Crr+//jz7NXTsbJ3gsyIey9QRAUnFXrtrXW2Trar221rfZnbau21rbW1lZt66q1LrSKA1RA2XuGkYSQTfY4Ofvcvz/uQAhJIIGgAd6P6zpXzrnH577P4SI55z6vz/sNI0bA1q3qfY9HrQLS2AAVFdDmBHvoV/KSiNPqGeAbAzTOV06j0RiAo2ctFX0d5yGEEEL05gx9RyoGreLPYdt/YNIdYAlXW6Os+zvsWwqvXQ3jb4ULHgedEdxNsOlfcMunULERtr4G5ggYdmn3cdf+FVrK4byHwdcO+z4BiwOUALjUkvWse1YNeiSOhbe+A3MegszZ4GqEzFlf4YsghBBnp8lDotj+8Pn8a1UJi7cqvLS6FLtJT0WTmzGpEf1qu3LY5oONPLl0L2a9FgX42YV5fLirmqvHn3pY5OsSCCp882+ribabqGxyc3gi19ycGHZUtWDSa3nrjim8sraUpz8vYnVJPW/errZsnZEVzbzfr2D+sDjW/GQON/1jHaNSIno8zo8W5BBmMRAfZuHxbxQwIimcB97eTm2bl6gQI6FmA09/up8nryjgoXd30eoJm53JAAAgAElEQVTxs3xvLZMyo1j/0/Mw63U9jiuEEEKcDV6rrseo1XJnSgyRRgO/zkpiR5uLp0qr+Xt5HR+MHsroMBu+oMJBlxeDBv47IpMPapvY1+4hyqhnXmTXSQKKovDH0hqGWk3Em418PyXmSJ1xdzBIsz+AWafloX2V3JgYySNFlfyvtpmNk/LY0OJkdKiNZLOx+8kKIYTol1HpdgpS7Xy2vR6vX2FjUQtZCVZqmrxkxltPqsrj5uIWDjV70WrAqNeQEm3G7QueuYEOUCtlLFsKViu0t3cuz8uHLZthaBaMHAWv/0cNWIRHQHo6GI0QEgKvvAQXLISERFi7GkJ6CF7ExsGIkZCeAUYD6PUQEwNvvK6GSiIjoaFBDYdk58Ke3Wr4Y9WXMG26Ghwxyt/Gs8TnwE4g/xTG2AEsP+FWp8f9wNEXYN77ms5DCCGE6JFGUbqXEz1XaTSaJKAMoKysjKQkmb3ab8EAtFRCeMeXcdvfgDdvhvmPqY+HzoXITPX+i5dA+Xq4vwT0J3jz7qyHQ7vgvzeCRgfOQ2rAY+q9ncdZ+TvQmSBzprrNxNvhpUuhthBuWAxL7ofZD0HW3NPwxIUQ4txS3tjO7N8uZ0xqOKuLG7hgWBzPXDeGVrcPu9nQ53Ga2738v/d3odfA9opWxqVF8K/VpSy+c8pJhUQGi3c2V7C5rJEXV5USYtbjdPsJMetpcfvJjg3hT9eMJspm5LaXN3LHrCFMzIjEbFBbo1z33Fpm58Zwx8wh/T7uA29v54u9tTi9ARLCzZj0OjaUdq0Y+q0paTy06FSusQiA8vJykpOPhI+SFUWRfjZCiAEjn01PXZNPnWkdZlC/jLtuWzGf1rewZGwW65qcfCsxCr1WQ7XHx9jVO/lGrIOnclNOOO721nZ2tbm4u7CMIVYT+9s9bJqUR4LZiD+o8OO9ZSypa+bKWAdtgSCjQq2MDbMxfV0hV8U5iDXq2dHm4um8VByGM/iLQiGEGAQURaGoqp3tB9sIt+lpcvqZmBVGTLgJ4Ej1w76obfFQVNWOL6BgM+moafai02qYNzLqdJ3+6ef1qq1T9u6B1lY1cOF2qz+1WkhOhjlz1ZYphYUw73x1nU4HlRXwxUqYc57acqU/3G54+001TFJdDWnpUFOttnkB0GjUYMdll0N0zPHHEic0mD6b7s7JHQ2sAGwn2rYHTmB6buHuTad6HhqNZh5wPvAHRVEOnmBbA2qg4xHg8C+NQmCEoijeUz0XIYQQYqBIqOMocuHsNAj4oWgZZMwEvanrOncLeJ0QGg8Vm6C9AYaed/zxij4FNNBUCrkXgdWhLn/5G3DgC1jwOLz3PUgaB99ZqrZsaTwAS34M7bXqtt9aAqmTB/Z5CiHEOcIXCPLPLw8wNy8Ws0HHjS+sZU9NG8MSQnH5ApTWt7P4rinkJ/Te/qrN42fzwUayY+1Mf+IzrhqbTGlDO5/vqeX/XZTP8KSwXqtTnEk+2VXDLS9uYE5ODDUtbnZUtpDssFDW4OJf3x7PjCy1tO3iLRXc/doW0qNsLLl7GmZD3ytovLbuIFqNhivHJdPs8rGupJ6HFu8k3Gpg4YgEdBoNT3y0h1lZUZQ2uthb00ZiuJm/3TD2uP9G4sQG04UzIcTZRz6bDrxKt5dyt5fx4SHd1pW5vUQZ9Fh0Wt6qaWRMqJVUi6mHUVS+oMK/q+rJtpmp8vi4JFZ931Lr9TF61S4uiglnr9PN9jYXz+WnsTAmnNerG2j1B3h4fyUBRSHOqGfTlGGn7fkKIcTZrtXlp6bJQ3qsBZc3yCdb6tEAFpMWRQGjXsvsgsgTjqEoUNfiZeuBViZlh7F6TzN2i47hKXbsVj1W01lQ4fDjj6CkGPKHQeFuCAQgPFwNfVx7vRrwAPjgfagoVytvjJ/Q9/G9Xti4AbKyOypz1EN5BWxcD2HhMHUaLP8cWlogOxv27VX3SUuD8+apIRJx0gbbZ9PdOblzgbfpX7DDCVyaW7j7k4E4B41Gc0nHOSjAetSgyXagBmgDLEACMAa4HEg8avcW4DxFUdYPxLkIIYQQA6X/teiE6Iv3fwjLHlF7KGad3z3QAWAOVQMdAP+7B/79zc4ejZ422PIq+Fxd98mcrbZSGXNTZ6ADoLEUMqZD7kK1/UrqNHWspLGQPh0CHkADWfMhcujpeMZCCHFO2FbezKMf7OblNaXEhZn52cI8FgyLI8lhJcSkZ8qQKKLtvX8JAvCXz/dz/fPrKKxuZU5OLGPTHDxy8TAyom088v4uRiSduRU6jraxtIFxaREsKzxEUW0bJr2WsgYXFxbE8eTHe/D41YLtKQ4r8WFmgkGFY7O2H+2s5r2tlV2W/e7jPcx9cjl/XLaPP326n6c/2w/Akx/v4ZYXN2LSa7lkVCJ3zBzCxSMTGZfm4LrJ6eTE2QGoaHKzpazp9L8AQgghxNeswu3lyi37WdXYRoLZ2GOgAyDZbMSi07LX6eaOXaX87kD1kXW721x8Vt/SZXuDVsMNiVFMCA85EugAKHV50WlgTqSd76fEMMxmJtaoVuO4Ms5BqF5HUFGINuq5NuEMnvkthBCDQHF1O9tL22h1BQgx6xkab2VIvAXQYLfoiQ47cUuPVbsb+bKwkTCbnthwI2E2A2MyQ2l1BSird58dgQ6nE/x+iHDAzh3q9VKdTq2mYbHCpo2d28bEqJU6gsGuYwQCsHmT2kLlMI8HFr8Nb/4X9u6FbVvVdi8A7y5WH5vNMGu2Ou6oURAXB+PGq+cDUFqqhjvEWaUjmDEdtRVLX+xArdAxIIGOY2iA8cAPgX8BHwJfAJ90PP4+XQMde5FAhxBCiEFKan2K06P4c7Ad5yLV/mUQlgTR2erjhU+Bq0Etvwew7TV4/wfq/ZHXnPh4jnQITYIdb0JDMVRsgJYKqFgPs34KyRMg6Idr/qNu7/eqx7PH9Txe6Sq1ckjuwj49XSGEOFeMSY3ghZvGMrqjksbUodFMHRrdrzGuGJOMWa9jfLqD6Vmd+/7t+rE0tXvR9qNE7mAVCCq8tq4MXyCIBnD5ggxPDCUt0obNqKfN03okwDEqJYLVP5nT4zi//mA3DU4vwxLDSI9SJ7nsqmyhpM7Jhzuq+c+tE9F0/O28alwyRbVtrCmup6rZDUCD08uG0gZKamN54ooRXDYqiSSHhSEx9tP+GgghhBBftxqPjy+b2rgw2s3kiO6BDlcgyPu1TVwYHY5FpyXLZuYveamMDrUe2eZHe8vZ0OykZEYBJu3x58XYdFrSLCaafUGcgQA7nG4u2byfieEhtAcCPJCZQJzJwB3JMdycrL4Hqvf6Mes02HqYpawoCi9X1TM5PIRMq/kUXw0hhDi75CSFEBtuItymtv8clmrv+Nn3MYal2lGASLuRyTlqCCQl2oJRryXMdpZcNq+uhrKO7hM6nRrQyMkFvQ7KyzsDFgBjx6m3Y9XVwbq1UFUF589Xx/H71OV+Pwzxw6WXg6NjAt6o0VBcDIdqOkMbDQ1QXQU+H1x9LTQ2QFQUWCyn9/mLr0Vu4e5Nu3NyhwMzgDuBS4Gj3+z4UStpPAMszy3cPdDl5DcAv0VtwZLPiSc3bwL+AfxdURTPAJ+LEEIIMSCk/cpRpMTtAPJ7QKMFnfrBioNrIW44GK2w6UV493uQNB6+c0wAt3o7RA6BgA+2vw4jrgZjHyu1rfs7fPBDyFkE3jao3ATuZkgcB1VbIOiDiXdAWDLU71fP4671YA5XQyaHdsG4myEsEf4yFer2ws8ODezrIoQQZ6FAUOGR/+1iYkYk84f1EpY7h1Q3u7npH2olkotHxLN4axV2k46bp2Xw1NJ9fHd6Bg9ckNunsTaWNnL5X1YRG2rimvEpBBT4/uwhtHsD6HUarB2zf3dXtfCdf22goslFZrSN++fncH6++m/h9gWOtHR5bmUxmTEhzMqWvsWnarCVuBVCnF3ks+nAcfoD2PTq38FWf4D97R5GdYQ2Ltiwl02t7TyelcQNiZ2TElyBIMUuD/khFra2tlPp9rIguu+VxBZu3MumlnamRdhJMhl4pboBgLmRoXxS34JRA99KjObC6DBu2F7CcLuFlwsyKGr3sLW1nUZfgNuTo9nT7mbmuj1cHe/g9zkpA/iqCCHE2aml3c/eSif5KSFYjGdBlY1TtW8vrFkN7e2QmQlFRWAPhYQE2FMIl1+hBiv6YuUK2LUToqIhJQWioyE5Ra3YYbF0TtTbvAm2bwOXSz3OnLlg7QhL+v1qJZD2drWSx/ACsPWnQ4foyZnw2XR3Tm4oakUMO9AKVOQW7m45/l4DQ6PRhAAFQAYQi9p6xQ00A6XAZkVRar+KcxFCCCFOxVkSORaDztHtVkpXwz/mw7QfwpyfQX0RaPVQuVm9H5mpble9Hf46FSbdBec/CuO+079jjrgajCGQfykYzOp4y34JWp1apQNgzxK1AkdYotqa5R8LwGCFho7ygPX7wOuEi/4Ifvepvw5CCHEOaHH5eHXtQRqcXqYNjeKppXu5bHQSufGhX/epfS2aXF6KattYNCKeqmY3Oi04vQFeXHUAm1HHoRY3k369jI/vnY7dbKC+zcN1z6/jxkmpfHN81y9sxqRG8IuL8nnk/V28s6WSA/VOrh6fTHxY19lMbl+AFreP705P57vTM4kK6fw7fDjQ4fIG+PUHuyXUIYQQ4pxyONAB8EhRJS9W1rNifA5DrSaqvT4MGg2vVzd0CXU8UVLNM2WH+HhsFiPsVkbYrT0N3asnspM55PUzw6HOGs+3m/motgVvRzl7m07Hs+W1bGttx6bVkGgykL58G+EGHc5AEF9Q4fOGFmY4QvnHsDRGhvbv+EIIca6qb/VSVucmKdKMyxOkstFNblIIurOgGuRJaWpSK2WMHgNbNoNWC60tUNSuhjk+/hCSk2HaDHX7ov2wcQMsuBDsx1R3HDdeDWqUFENDvdpKJS29M7BxmMejHmfWbMjK7rpO3/FVREkxbN0CRhOMHn16nrsYVDoCHF9JiONYiqK0Aas6bkIIIcQZS0Id4tQEg1D4P0ifBpaInreJL4Cp98Hwb6iP5/4CEkbC5pfVfZoOgsmuVuiYdBcMu6z7GE0HIfwEM5NMITDy6s7Hfi/s+1C9f80bamAj+0L45wK1KodGC8kTIXEU2KIhdjjsfg9Kv1TPxXxufhkphBD9FWEz8vn/zSTCamRXVQt/X1mCSa/rU6jjwx3V/HdDGU9eNZIwi+ErONvTLyculNdumcjfVhaztayJQBC0Gpg3LI6D9e0MjbVT3ujCoFOrf/qDCrWtHlrcvh7Hu3FyGheNSEBRFGpaPd0CHaC2cNn+8PldltW3eVhT3MAFw+MIBBWu+ttq9DotHn+w2/5CCCHEma7G42NrazvzosJ63ebq+EgiDXrSLSY0Gg1rJ+bx033lRBjUSyM721zk2cxcFBNOAIUhx7Q8cQYCuAMKkcbjX0rJDbFwdE2uonYvy5vayLKaeDYvlTCDjmq3j3v2lAGwusnJyFAri6LDcRj0pFmM3LLzAPEmI3emSBBTCCH6Ki3GQlSoEbtFz9aSFoprXKREWwi1nPgS+JaSFswGLTlJ3dt1nbHGjgOzGfbuVa/hAkREqMsSk6CyAixHhTK8XjW4EQh0H8tshnnnq1U2PB4wmbpvAzBxkno7Wk2NWskjJkZt4bJhvbo82MNxhBBCCCFEjyTUIU7NgZXw+vUw7Qcw5+c9b2O0wXkPdV2Wf6l683vh9/lq1Ywb31MrdBxr8yuw+A64+jXIXtD3c4sfATMfAEWBoedB1lz4/DfQUgE5C6F0DRxcpYZOJt2ltooZeh7M+yWUr4PM2Z2lA4UQQnTx5sZy/vzZfm6aksr/e283t0zL4EcLchiTGsG7d00hK9bORzurqW52c+PktF7H2VnZzMr9dTS3+wizGGh2+Xh9fRlXjkumuLYNs6Fv4ZDB5rsvbaDe2RnS+OUlw7lmQmc48c5ZQ47cjw0187OFuQSP0xIvwqb2d3aE9HLh7ChtHj8X/nElEVYDW8qa+e9tkxiVHI6iwMKCeO45L+tknpIQQggxqP2mpIp/VzWwfHwO2TZzj9uMCrUeab0CYNBqeCxbLVe++FAjt+4s5cmcZK6Jj+yxOsZN20vY3upi59Rh6PrxWfHmpGh8isKF0WHMcKjvayat2UW4Xsf4MCuf1rfS6POTm2ZmZqS6fvPkfEpdXna3ucgN6R7oFEIIoVqzpwmdVoPHF6C+1cd5I9TKS/kpIaTGWAgx69hd3kZsmBGH3djrODVNXqxGLTkdHc8aWr20uQMkR5mpbPAQE2bEoNd+FU9p4FRVwqovOx/r9HDRJWpAA2DM2K7bD82CtjZQjjMRwGrtXp2jNwdKYPnnoAAGPVx7vbpcq4MpUyGnb21JhRBCCCGEhDrEqUqZBPN/A7mLel7vc4GhlwtQDcWgt8CUu9XKGF6nGgA5VuIYNQASk9e/c9Pp1Q8Jnz4CSWMgeQIMnQet1TD2W/DsdHW7tX8FRyZM+K76eM3Tavjj2jfVkIcQQogunB4/H+2spsXtw+tTCCoKnkDnRZ+CJLXn/F+XF7G7qoXrJ6ai7aXc7X1zs7h1RiYhJvUtyYc7qnj0g92EWvQ8+v5uou0mlv1g5ml/TgPtV5cVUFrn5N1tlbi9QS4bnXjc7X/78R58foVLRyV1Wb6zspn0KBvWE8wIPtrmg424vAHm5cVy+egkRiWHo9dpmTwkEhRIdkgJdyGEEGefO5JjGGG3kmXtHoBUFAWvomDS9vxl3MZmJ6PsVq5PiGRKeAhOf6BL25bDFkWHkxdi6VegAyDDamJNk5N3DzWxe+ow2gJBbk6KRlGg2R/g4/pWWgJBrt5WzI4pw4g06tFpNFy3rYgGr5/C6QX9Op4QQpwrGtt8tLr8hJh1BBUFBQgqQUCHXqcl3Kalze2nsNyJyxM4bqjjvBGRHP3bfWdZG3UtPnRaDev2NZObZDvzqnjExqnVOvQG2LBODVGYew4+AlBXB5s2qlU9JkzsXO73Q2MjREf37/gHS9UJc2PHQlhHJa2wMIh0QHh4ZzsWIYQQQghxQvLOSZwavREm3t7zurJ18MJ8WPQHtZWJJQLSp3eu/9tMCE+F21aqAY/H0mHqvTDrJ53bKApYI+GKf57c+Q2/AgI+sMXAE5kw6U7Qm0CrVytxHFgJBVdDzgWd+xS+DxYHpEzsfVwhhDjHlDe2c6jVw+iUCFYX1fPxrhrun5/Nd6Zn8J3pGT3u85drx9Dm8fUa6ADQaDRHAh0AF49MJMRkYE5uDBFWIzZT17cq726tJDnCwqiUXlp+DRLn58fx2IeFTB0SzRVjk2hq9/Lu1koWDIvvMVTx0rcndKvUsbemlQv/+AU3TU7j4Yvy+3zsdzZXUtvm4YZJaV2OtXJvHQA/6W1HIYQQ4gw21GZmaC8VOn6+v4LXqhr4dFwO79c2cXlcBNFGte3bJ3XNXL+9hIczE3giO5mnS2t4rKSaT8ZlkWPrnKDgDAS4PDaix7BHX/wkI462QJA/lNbwuwM1/C4nmcI2N99KdPDXskPEGw1cGe/AYVDH3+t0U+r2suA47WSEEOJcVNfixWbWYTHq2FflpM0dYEpuBFZTz7+fQ8x6Zg5zYDMf//e37pjPraPSQ3F5gzjsBoanhpAU2fk3xucPUlqrtnYxDubqHTod5OXB55/BvPlgNEBDA5SXwbDhcGzYMS4OFl3cPbyxaSNs3gSXXAaxsX07djCotn2Jjob8YZ3LXS6oqFDbvyQln9rzE0IIIYQ4h0ioQ5w+ITFqJQ9HBrzyDfXn7R0l/w6ugRHXqG1XoDPwETes6xirn4aPfwa3LFMrdhxPUxmEJqjVOQ7b/R5426BuDySOhYpNULJcDYpEpEHRp2pLl7CjZkZnLVD3MZ1h6XshhDiN7n9jG2tLGtj+8Dxm58Twwk1jmZQRddx94sLMwHFmAR2lqtnFEx/u4dYZGeh1GhQF5uXHddnG7Qtwz2ubGZvm4PVbJ/Uy0tcrGFR4/osSJmZE8mnhIcoanDy3spi8hFC2lTfzxEd7eHhRPtdOTD2yj9sX4EC9k+dWlvDkVSOIsauvWWqklVtnZDD/mNfhRB66KI9vT03DYTNS0+ImNlQd7+07Jw/cExVCCCHOILkhFiaEh7ChxcnDRZX4FYW7UmMJKgoVHi/Xx0dyfkd4IifEwtSIECINXS+XXLxpP+5gkC8mHL9UvC+oUOv1kWDunA3e4vPzSX0Lk8JDaA8EGRZi5p8VdWxuaeeGxEhCdFqqvD7uSolB01EFJMqoZ7YjlG/GRw7wqyGEEGcutzfAyl2NJDhMTMgKpyDVTkastddAx2ERIYY+H6Oi3k19q5fMODUgr9NqGBLftbJwZYOH7aVt6LQa0mMHaSXE1lbYuweSkuDgQTh0CNxuiE9Q27Js3ABXXAUhHdc/FQUCAbVlSukBmHTU58eMTHWdw9H342u18I0rwGhSW7qYzWpljshIuPFbYOy9aooQQgghhOhOQh3i9IlIg2+9r96/YTGY7J3r3rgZgn5Y8Bv1sSUCrnuj+xiJYyHnQgg7QXK7cota+WPmT2Dmj9Rl+z6Bjx8EtEBQHevgKpjxY5hyDxzaBc0VEHPMRbnZD3be97TC4rvUc00aB1Pv6fvzF0KIs8jdc4ZSVOvk1bUHiQ01s2hEQpf1q/bX8dmeQ+ysbOHmqenMye3j7J0OOytaeGtzBRajjlfWHuTBC3LJirNj0GqYPEQNj5gNOl6+eQIxoX0LinwdKppcPPrBbi4emcAdMzP44X+3kRUbwl2zhvCX5UVsPtiE29fZqmZbeROXPbOKuXmxrC2pp8HpPRLqMOl1/GRB/3sMVzS6cPuC3P3aZr7cX8+mn81l6e4afr90L//61nhpvyKEEOKcc018JNfER+IPKujzNcx2qJ9N1zU7+fHeCm5Pjia9o23LeZGhnBcZ2m2MC6LD8AaVbsuP9WhxJX8rq2XlhBwyrerf9B/uKefd2iZWNLRS7vGRZzOzx+liyZihpFlM3JocQ6nbeyTQAeAw6HmpQK2GFlAUNjY7eeJANUaNhh+kxTE6rIfWpUIIcZYzG3UUpNmxmXVsO9BCRpyVqNCu4YA9FU78gSBNTj/jhob1u5JGRYObqgYPbe4ANU1ezh8VSXWjlwSHCbNRDY8kRZnRaTXEO7q3/Bo09u2FDeshwgGZmVBUBOnpUDAS3lsMgaAa5DhszWrYvQvs9q4T5gCiotRbfzU1QWgovPmGGgyZcx4s/URdd97ck39uQgghhBDnIAl1iIHnbVfbm+iP+lCVPL7rNpc9C0qQE0qdpN5OJCIVCq6CjBmdyxJGQfYi2PMepExVAyRt1ZA+Q+3nmDASrn299zE/ehA2vQgBD2iN0FIpoQ4hxDlrQkYk49MdDHvoI4bG2lk0IoEDdU7+ve4gd8wawivrDvLBtiq0Wg3bK5r5+cI8rhjb91Kq5+XF8tkPZxIdYiTZYeXiUQlc8IeVmA06frYwjzk5Meh12iMBj8Eq2WHlh/OyeGtzOYu3VAKQHRfK25srqGpy87srRlBa76TN4yfEpCcqxMS4NAfXTUzlyStHYjH2v6R7bauHL/bXcvGIRLRaDXe/tpmKRhe/umw46VE2zAYtLm+AFpcPty/A9vImMqJDurW2EUIIIc42TT4/4UdV3NBrNSyKCT/yeFyYjSdzkpnt6B7iONZ9aX2rnDXLEUqjL0CcqXNW+NXxDgqdLva2e7g9OZrr4iNpCQTJC1FDH7enxPQ6ni+oMGHNLqIMera3uQCY6QiVUIcQ4pyVGWelssFNUbULm1lPSJye8jo3vkCQ5CgLheVtGPVaPP4gy7bVM2uY40gYoy9GZ4ThSw3i9gaJj/DR5g6w9UArLS4/SZFmokKN6LQakqIG72QDAIYXQE0NLP8MvF51WVoGfLpUDWgMGw6VFZCdo66LjIK4eJg9Bwx9r2zSRXUVoFHbuNTXwUcfQk4u5OVDQsfEEI9H/el2q9VEjm31IoQQQggheiRX88XAUhT44yiIzYPr3+59u7SpA3tcS4QaFDmaLQpGX6eGOsLiIX44MBz+cz2UroHs+WpVj6NbrwR8ULUNYvMhMhMSR8MlfwGDBXRSFlAIcW7TaDR8cPe0I8GDD3dW8+yKYiZlRvKrS4az9WATbR4foRZjt37EfZEepX45cduMTAAuHZXIi6sOcOtLG7l+YgqPXDJ84J7MafTmpnJK6tpJi7IyOSOK22dmctM/1lHd4mbp7hqW7KgmMsREQriFuXmx/Pu7E0/peM+tLObZFcUkhFmYkBHJwxfl0+r2c35+HBePTATgynHJXDkumXte28w7WypZMCyOv1x3grZmQgghxBlsRUMrV20t4g+5KVwZ13O5eJ1GwzUD3N5khsPODIe9y7JZkaG8UFHH3nYPi6LDybSZqfX6yP9iB2NDbYwKtfJ/6XFdKnVUe3x4gkGiDHpG2K0U2C38Z2Qm3qBCjFEu5Qghzm0JDjMzhukIt6m/D/dUOnF5A6THWhkzJIz1+5qJtOtx+05cYelYep0GvU6HxagjIsSAoijYzTpKalyU1LiYPzrqpML4XzmfDw6Wqvfj4iA1TW2f0tYG7e2waaP683BLlKws9XYqPvlYbbty7fXgiISp09T2L2GdgUouXAh+P/zzBbWly4ILICW19zGFEEIIIQQgoQ4x0DQaNSzhyPhqj9tcDvuXwqjru5YIHDoXLn5G/XlY/AgoXQWbX1Q/aAw5D7IvVO+veQY++blamWPavXDVy/DaNTD8Chh9w1f7nIQQYhBKjeycFfrtKemMTY1gbJr6RclPLsjF7Qtw+Zik3nbvlyExIThCTJj0Wi4ZNTBjnm5PfrKXhQUJhFoM3DwlHW1HuGXZD2bS7PJh0mu5fmIjf1i2l3UHGtn1i/n8Ydk+2jw+/m9eDkt2VHHp6ERM+r5fJPz21HQyom1H/h0mZ0ZxqNXN917dRHy4hQcu6M2AjAgAACAASURBVGzhMj0rmh2VLVw6OnFgn7gQQggxyKRYjMx02Mm2fbUzqZc3tGLQaJgcEdJl+aNDE7kkJvxIhQ2rTsvoUCufN7byWWMrBaFW4owGRoaqbdKu3VZEcbuXgKLw0dgsDnn9XLetmGfyUruEP4QQ4lzlCOmsJjEpO5xgR4us+AgTOUk2Eh1mQq2nfulbo9FgNetQUDAbdJgM/Wvn8rVwOtV2KuPGq5UwklM61918ixqmcLuhtQX+9x6kpcP0GWoVj/xhYLWqFTWO3q8vZs9Rrw2D+jN/GIeaDhD+wecYh42GlI7xdDo1yOFql0odQgghhBB9JKEOMfAW/aHzfms1vH4TZC+AqXd3Lm8qg8pNkHfxyR3j4Bq1ekb8CPXx6j+rgYyYvK6tXrQ6GHVt132n/xCGzoMNL4ApFP5zHUy4DQrfVx+PuQnqiyA8Bd6+Fco3QsLokztPIYQ4ixn12iNBAoALC+JPeczmdh9hVvXi3FXjUrhqXD8vIn3NXl1bSlKElXfunMKraw+yqqiOe+cO5bsvbuSe87JYNCKByUOiiLAZqWh0YTHq2FjaQFO7j9fWH+TXSwoJsxhYMLzvr2VsqLnb6zT/qRU0OH0kR3SGOhqdXhqcXhbfOUVarwghhDjrpVlM/HtE5pHH79Q08lx5LY8MTWRUaGdIdWVDKw6jnvwQS7+P4Q8qvFfbxGyHnbCONi937CrFptOyblJel21TLCZSLKYjj206Hf8ZOYQXymvxBIM8tK+CtkCQ0aFWtra2MyEshDGhNkpcHvY53TxTdoidbW6a/YF+n6cQQpztrKbOULxOqyE3KeQ4W59YUFEIBBUMOjXAMTkn4pTG+8o1NsL+fTBlKiQlw7KlEBsHWg3s3AELL4LQUPU2d55aVcPjgaoqiE+A9euhuQm+893+HTex62SM9pZaKtcsJqrcAHHJnaGO6mrIHAKZmT0MIoQQQggheiJX9MXp5W6GivVQthqihkLOBeryT38J216Duzaoy/vrlSvAHgd3rVcfT7kHEsdA0ri+7R9fAIueUit8aDTgbYO2Q6A3w4InQG+Emp2w+C4o+CbUFkJLJYQm9P9chRBCnFCL28cb68v5f+/v4s/XjO41IOL1B7n3P1uYOjSKq8cPvsDHx/fOYMOBBh7/sJC/fl6ERqthwbA4Dja0U1jdwqIR6t+R3PhQcuNDAfj3LRNRgHZPgAirkXCrgd99vIe75wxFrzv+LDCnx49Wo+lS/req2UWD04fVqGXxnVO45u9rmJ0Tg06r4Zfv7ybabjrSlkUIIYQ4V5S4PGxsaefyzUUUzygA1C/trt5WRH6IhY/GZvd7zE8bWrh9Vyk/So/j3rQ4AF4YloahH5U0vp2kzlAeYjVT3O7hr+W1OANBMq0mfpyhvh96tKiS7W0uboiP5M2aRgrs1n6fqxBCiL5pdfnZcbCV+hYf80dHo9f1/Du9sc3HzrI2RqbZCbEMskvsSUnwzWuguAhWLFcDHm2tYLVBc7PamsXSEWbMOCpYcdO31XYsyclqyGPbVggJ6bpNb1yuzjE7GPYXMbLUyJ7xcWTHxMGb/4VZs2HNKqirg4yMzsoeQgghhBDiuAbZO05x1onOhjvWwobnIXlC5/IZ90P69JMLdABc/hwYO2dXYY+F4d/o/ziKAqv+CCOvgSv+BTv+CwGvGupY+gsIS4TEUbDkR2p1EQl1CCHEgHhlbSnBoML1k9IAeOS9XbyxsZzxaQ4yY2y97uf2B1ixrxarUTfoQh2KouCwGXnhywOsKa5Hq4GxqRFE2Iz4gwoZUT3PFtPrtKwtrich3MKV45K5/42t/HdjOVeMSSYl8vhf2iz80xfYzXrevWsqta0e7nxlEwFFYWKGgyevHInRoGNvTRtZsXbun59NVIiJ8/PjTsfTF0IIIQa1e9PiSDObqPP5jyzTajQ8PyydKMPJXRqZ4bDz6NBELooJP7JsQvjJzQ4vdLp5tLiK10dksKyhlfCOVmxVHi8vVNRxc2IUm1raqfX6+cUQCWcKIcRA8AeC7CprIyXaQrjNgKIofLa9HpNBS1yEieNl7NvcfmqbvbR7A4Mv1KEoYDTAurWdy/LyobJSbX1iMvW+b0mx2hpFq4WPPoTIyBOHOmqq4Z23YfIUGF5AsXMPW5rXEXC4mDp9GNnZU+BAiVpBxOOFmbPA5ZZAhxBCCCFEPwyyd5zirBQ1BOb/uuuyyEz1tuMtNZyRdX7/xuzv9j0J+OG/N0JcAQy/AvYvhV3vwuyfgSlEbe1iDoUJt0LscDDZT/2YQgghAPj7imJ8gc5QxzfHJxMfZub7J6hOEWo2sPaBOZj1ul63+Tp8+5/r+azwEC9+azxOj484uwmnN0CoWY/FoGP7w+cTckzLE68/yPNflDB1SCTf/Psapg6J4qWbJ/DThXncODnthIEOgPPz47B2VOlo8/jZVtFEXKiZBqeXh9/dyYjkcNY/OAdNx8Wyw5VChBBCiHPRpXHdy+efHxVGeyDIH0truCw2giSzsc/jmbRabu6otHEqNjQ7ea68lvlRoQy3W/ne7oOkW0zclhKDTadjdKiVAruVBzISWNbQQos/QOggey8khBBnohZXgKJqF3qdlnCbAY1GQ16yHatJS4LDfNx9k6MsxIWbMOiPX13xK+XxwCsvgwaYvwDMZjWc4fdDayuMHacGLwyGrvs1NkBpqbr8i5Vq6CI7By6/ovu2PQmxQ1oaRKt/E1v8TTT4atGi42PbVlLr2xgSn0vSzbd0BjnOsI42QgghhBBfNwl1iK+Hsx5evRKqt0F4ysCENE6G3wspEyBjJqRNU9u42KLUddHZsPklqN0Db92iLrtv59dznkIIcZb5z62TUJTOx2NSHYxJdfRpX6tx8L19Meo1mAxaQq0G3L4gBcnhfLyrhk92H+LzvYd4//vTueH5dfxsYd6R1jLbK5p57MNCGqal89hlBWTGqDN7Q80G8hPC+nTcHy/IOXJfURSeu2EskzKjmPb4p6zYV8vSXTXcMCkVu7kPF+KEEEKIc9CS2iZ+tq+Cco8Pv6JwX9pXX9HKpygEFPhOUjQRBj0rJ+Si7/jSK1SvI1Sv4/XqBhLNRm7ecYDvpcTwYKYENYUQ4lQ5QgzMHu7oUmljSHzfW1wNqkDHYVqN2gZFUdRbTKxaJWP9OrXlSUwMFO6GSy5TQx8AO3fCzh2wcBFMmAhp6ery8PDej3M0mw3OX3DkocMQw5UJ36bV38KSmjdoKt/F7jgXSfFpA/tchRBCCCHOIYPvWxFxbvC2QtVWCPpgyt0DM2bVVmguh5wL+7a9Tg+3roBgR/ldra4z0AGg1YPeBBotLPhN53JFgS2vQupkcKQPzLkLIcQZ5M5XNzE0JoTvzR6KTnty5VJjQ48/66k37V4/nxXWMi8/FsPxauF+xf563VgAGp1eSuqcuH1BfnVpPr/6YA9tHj8fbK/E6fHT2O45ss+Y1Aj+9e3xjEwOJ8xy6qGLH7+1nQ0HGvjlJfm0ewK4fUHy4kMl0CGEEEIcx0G3l3KPjxCtllsHoOoGwNs1jQy3Wxhi7dv7nUnhIWycnIfxqCDH0UxaLV6twuhQKw9mxLOoo91LtcfH0voWvhnnQH+S78mEEOJMta+mlR+9uY2fLsxjRFL4SX82DbOd3OellnY/vkCQSHvfKzyddiYT3PRt9f7mTWrlDp0O8vPV4MaBEnUbj7frfmPHqZU2EpPU2ylo87ew5NAbpFmGYNZZsbUrXLLOim9yOsSf0tBCCCGEEOe0wfNtiDi3RKTBfYUw60FY+SSUre++zb6l6rrD6vbDPy7seVuAJT+G/1wHPnffz+PNm+H3+eD3dF+XfwncvRWihkLuIvUGcGgXLL4DVv6u78cRQoizRDCosOVgE+tKGsj9+Ye8tPrAV3r8V9ce5M5XN/Hxzpqv9Lh95QkECAQVyhrbeWn1QcanR5AaaUWn0dDq8dPqDnTZfkZWNDajjouf/oJH/rfrpI/r9gX48fxsxqc5eODtnTS5fOTGhfDQojyeW1nMDS+sw+MPnHggIYQQ4hxza3IMH44eyvzoMK7ZVkzg6FJiqJWw6v7yF5yrVx9Z9mJFHTdtL8YTDHYbr8Lt5fZdpfymuKrP59Dg8zP8yx08sK+ix/XP5KXyUkEGJq2W76XGkmYxAfBceS0/3FPG2ua2Ph9LCCHOFrVtHraWN/PcymJG/OJjqppdX+nxNxY188WuRpRj/m4MGp6Oa51F+8FsgbAwSE6G5mZwu9SWLIeZzZCUDFVV8PKLUFl50oc1aS1Mdcyl0l1GYds2WixBqscNxZCRBR+8D1u3nOITE0IIIYQ4N0mlDvH1CYmCpHGw5hnw9xDEWPtXKP4cxt8CJju0VsHBVdB4AJLHdd/+wt9CcwUY+jH7O2EUKEHQ9iOVH5sP33gBkid0LgsG1Aoeul7+S7VUgTkMjH0v4SiEEIORVqthxf2zqGlxcderm0kIt3RZX1LnZMmOKm6emo6pH73efYEgq4rqmZIZib6HChwtbh8mvZZLRyUCMCtnYGbSDrS4UAvvf28q97+5jcQICx/trCHVYWX9gUYA3D4/G0sburSaUQB/UCF4gouBwaBCq8ffrapHg9PL9Mc/oyApjN3VrWg6xtxd3caD72wnOsTM3ppWfAEFk7zzE0IIIboZGWbDWt1Akz9AUAHdUZO9A01N1D79Z+yzZ2ObNAmA7W0uVjc5cQeCmLRd37ckmo08l59GfkjX90jHY9FqmRAWwrB+7ANwa3I0OTYzk8JDjizzBLuf09EOuDxHQiFCCHEmm5wZReEj83lvayV1bV6shq4fdirq3Wg0kODoX5XIdk8Arz9IeC8VPNzeAGajjuGpdjy+IBrNIK2UNH4CWC2wazfs2wctzTBkKGzcAFHRsHsXFIxQK3ccdrhly4n4fKDVqlVAjlLYup0V9R+RbE7Hq6ihkkl7jESW70Upb0XT2AQ2uTYqhBBCCHEyNIM2Tfw10Gg0SUAZQFlZGUlJp1Zu7pzlrFfDC4b+XZDqPk4dOGshJrdzmc916uP2xNMGH/4ICq6C9Om9b7dvKbz9Xbj6NUgeDxv+AQdWQlMZ+F1w2xfd93E3w2+zIWseXPniwJ+7EEIMIr/+YDfPrijmjdsmMTbNceIdOry69iAPvL2dJ68cQYTNyHMri/n9VSOJsZvxBYKMe3Qpo1MieOGmHkJ9g8y0xz6lstnNj+fnsLOqmctHJxFmMbChtJFH/reL+flxjE2NoKbFw60zMogM6dsXK499WMjzK0tYet8MUiLVC2G1rR7sZj13vLKJzwoPoQDn5cQwMyeGX7y3Ew1w0chEHr+8AK2UZR9Q5eXlJCcnH36YrChK+dd5PkKIs4t8Nh0Y5W4vSeZTL4vv3rMXfUw0+ogIQK3e4VWU44YnTtbapjZerWrgkaGJ3dqwHO2+woNsa3Xx8dgsggrctbuUIVYTfzp4iB+lx3NHSky3fV6rqueewjL+MSyNBdHhA37uQggxmCzZWItWC+eP6t+EgBU7G2ho87FoXAw7D6qVkArS7ABUNbhZs7eZsUNCSY46DdcnB1J9PbzxOlgsasCjvBymz4CSYnXd9m0wYybU1kJkJOTl933sV14CeyhcdDEA/qCfIAHqvbWsqP+YJl89APOiL6a9cDOOA43E1QXRXLBIrRYiBpR8NhVCCCHODTJfUwwsnwv+OBLSpsLV/z61sWxR6u1opyPQEQzA83Ph0G6wOI4f6nAeUquGaDv+65StVYMeBVf0nmQ32mHMjWoIRAghznJ3zh7ClCFR/Qp0AMzNi6W6xc2s7BheWVvKl/vr+duKYn56YR56rYbZ2TE4bIOoV3EvHlq8g+pmF4EgLN9by8vf6azqVJAUzsjkcGLtZmY88Rn+oIJOp+FH83P6NPao5HBm5UQTYTPg8Qe4/42tLN5SxeOXF/DUN0eyrayJp5buY+rQKK6bmMp1E1NpcfuwGnRdAh1uXwBfIIjdfHK9o4UQQogzweJDjdy6s5Rn81O5OCbilMYyZ2d1eazRaDCdhpnZG5qdXLutGGcgyC1JUQyz9zyb2ekPoAAhOi0awB0M8llDK/6gwphQG5nWngOjY8NsXBYb0eu4QghxNpmSe3K/+3MSbTg9AXRaDVUNbty+IGmxFkIteuwWPZF2Ayb9IO9o7nbDJx+p910u9ZrleXPVx9k5EAhAcgq42mHXTnV5XBw4Ivs2flo6WNW/JU5/G29XvohP8bMw9kq+kXAjmxpXU+4+gMMQRfqYq2BMxzmZj6ma4naD0ahW/RBCCCGEEMcloQ4xsPRmGPFN0FugaivEj+i6ftXTsPdDuPa/pyegcbL0JrVKx5yf977Njrfgndvh4mcgcbS67OI/w4VuMNp630+rhQWPDez5CiHEIBVqNjA9q/+tUaLtJu6bq35hct3EVF7fUE6EVQ1xaDQaWj1+3t5SwW0zM4nqY2WLr1p9m4e1JQ0EFJiXF8PS3Yd4dnkRt87IPLLN6BT1wuLiO6fw0c5qvthfx+ItFVw8MvGE48/Lj2Nefpx6//fL2Vujzhq7/81tPLu8iAP1TgIK7Kxs5qYp6YD673HYq2sPkhZl5S+fF7GzsoX1D56HTqp3CCGEOEsND7FycbiN3M+XElgwH53dfmSd4vNRduttWMePI+q2277Gs+xKAWxaLY9nJR03eHHLzgN82djKzqnD0Wg0hOh1bJqch1mrRXecsMkQq5ln8lJPw5kLIcTgE2o9ucveMeGdnzfzUkLYXtqm/oIGTAYt9a0+9lW1d9lu0Dl0CNrUz4ukpcOXX0BiEoSGqst0OrVihqIAGjhUDStWwNx5YDvONc7DpkwFoNnXyGsVzwEQ5tLzv4MvYbE6aPY3ALCh+UvmRC9S9zkc6HC7Ycd2SE+Ht9+CnFyYOm2gnrkQQgghxFlLYrDi5AX8sO11cDV1LtNo4IInYN2z8M6d3fdpLoe6vRDw9e9YweCpnevx+D2QOBYKroQ/jYaPHux5u+aOynXOus5lWt3xAx1CCCH6LdxqZMX9s7hz1pAjy26fmclDC/M4UOdkT3ULf1q2jw0HGr7Gs+zu8Q/3UFjdikGnZUyqgxlZ0eQnhPW4bX5iGFeNT6GwupUDde3d1pc3tvP8FyX4Aj3//Wt1qX9Ho0PU4EtJR6ADugY5vP4glU0u3L4AP1+8gz8u28fsnBguHB5PY7uXQFDa8AkhhDjzecsraF22rMuyDKuJJw6VEPj5z2l6/fUu65RgEE9JCb6Kyn4dRwkETvlcj0engfOjw9BqNGSt3MaGZmeP21V6fPgUODq+YdPpjhvoEEII0X/JURYuGBN9JCBi0GsZmW4nK95C+/ZavNVOmpeUEHT7v+YzPcZHS9RqHDYbJCaqAY5jq2SAeh03KwvCI6CuFrye7tuUlsLB0h4P4wt6AbBgwegN4tdxJNAB4DB0tgJzBdrxBj1QegA2boDqajXYEZ8A7d0/EwshhBBCiK6kUoc4efs/gbdugdk/hen/B+0N8N7dMO47cOWLYO6hR++C36i3/njtWqjeDndvVT9sDLTmMlj/nDp2SBxYe2kZMPwKaK1Wwx9+L2z9N+Qu6n17IYQQA2Z0SgSjksPJ+ukSMqND2FPTysW1Cf1u83I6ePwB3thYzqWjE7EYtczOiWXa0CjSo2w88PY2bpmeyfUT1VmxdW0eDDotYRYDieEWtj00D72ue8b25TUH+evyIpqcXq6ZmEJ8mIWXVh/g10sKefiifL47PQO7xcAv/7cLgKOzGeFWA+c9uZxP7p3Orz7YzUtrSvn0BzP47RUjSAy3MC7dQXFtGxN/tYxbpmf0uf2LEEIIMVjVPvk7Wj5YQubSpRiTEmlbvpymd94h9qc/Je6hn2OfP7/L9lqTiaGffdqvY/hraylacAER115LzL33DOTpH/FJXQsvVtaTF2Im1mjA0sN7BIAHMuLZ63Rj0+soanezvdXFJbGn1mJGCCFE36THWmnfWkvDvwsx5TjwFDZgzAjDkv31fzalsVENZ0yfCU2NaqsVsxk8HnjjdVh0Edg7qnU0N0FomHo9dNhwyMvvuQ3KyuVqRY8JE2FoFmg0LK56FRTItg9nTOhkHMZoPg0sJnjM7lub1xMkwJjwybxe8QLhBgcXD7kS2pyQlQ35w9SAx7JP4PJvQGRU9+MLIYQQQghAQh3iVGTOhgt+C3mXqI9bKqDwfxBfoIY8QK3modX1HMao2AhfPAULHofQ+N6PE5MLGu3ABTqqt8Onj8L8X4MjHaKz4a4NEJ6stmHpTWi8+tyenwtT74X374P2Opj2g4E5LyGEOMu0un2YDToMvXwh0V8ajYbfXzWS6BATVqOeZMfgaOO1fE8tD769g/87P5trJ6Qy/6mVpEZaKa5zEm4xdNl2/lMrSAy3sPiuqbyxsRybUceC4d3/Bt42IwOHzcivPthNk8vHI5cMI9puYkhMCA+/uxOvP0hGtA1PoDPNYdJrSYu00e71o6Bed5udE4PLGyDGbubHb21jaIyd9743lWi7ifnD4hifPgguPAohhBCnKOrOO7FNm44xSW1n1r5hI62fLCXmnnuIuPpqQG25ojEYety//vkXCDQ1EfOD+3o9hsZiwZyXhzElZcDO++9ltRS7PPw6KwmA+9LiuCw2gqE2Mzcl9t7Obl5UGK9U1XPj9mIMGg3/q21mXJiNRLNxwM5NCCHOJh5fEJNh4ApWm3MchF2QjqUgikBjEqb0nis0fuU2rIfiIrjmOmhphtdfA7sdWlrAelSl4fJyeP89mDxFDX5s3aL+PNye5WjnL4BtW+CzT9UQSFwcoYYInP5Wltd/CMAw22gCus5dwvUOggRxB1y0+VsByLWPIERnh9KDsGEdGPRQMALi4iE9A2whp/OVEUIIIYQ440moQ5w8vQnG39L5OG44/HAftFbB0+Nh3iPwzh2QPR8u/nP3/cs3wu53YcJtxw91zP7pwJ539Q7YuwRSJqmBk8l3QdSQE+8HgEYNl6RNhYuehpwLB/bchBDiLOH2BZj62GdMGRLJM9eOGbBxFxYkDNhYA0FRFF5eW8rM7Ghi7CYe+7CQ2DATxXVOJqY7+NH8HN7fXkVNi5vYUDPXT0zDEWKk3evn5+9sx2bSs7akgYcW5aE5KrwYbjVyy7R0HDYjkzIjATD9f/buOz6KOv/j+Gu2Z3fTeyWVEkJvAlICWFFAwd7P7im2Ez31znKed+rPBp69nAVUULErSO+9hNBCGmmkZ5NsLzO/PyYkRFrQ6Hnn9/l45OHu7He++92NDzY7857PR6flkmHJJIUHcf2/N1Nab8fbVgX+sqFJ/GPGACY9txKnN0Crx0+rx8/YntGM7ameFHp8ihoMAQg26Xnp8sG/7pslCIIgCL8QY0YGxoyM9vvRd99FxB+uw7bgE+zLlhF+5RVUzbqflDffwDJq1FH7ty5ejK+29oShDq3VSo/33u3WdS9paCHf7qKHSU+/YDOjw4PJshyjPP4xaNqarzyYnsCUmHAR6BAEQTiOygY3mw40M6JnKAkRXfs39mQ0Ri3BY9VAni6se+b82Rrq1Z+hQ2FXHjQ0gNGoBjr6D4SEeCgqgoGDICJCbbuSkAgHCmDbVigvUx9Lz+g8b3Q0nDYSEpMhNhZZkQnThdPb2g9rSzD7nfmUuArah58fcyk6rY4vDs1DATyyC4Dh4WPUAUYPDB7S8TyJieqPIAiCIAiCcEIi1CF0L0sUNJaowQ6/G5KGQcshWP0cjPnRAbIRN6ntS44MdLRWq6GLrEm/3BoHXgaZk+CrmVDwPQy8vOstVAZcov6AWuHjWJyNYK+FGFHOXhCE3y+DVsMZ2bEMSD5GK67/AH9AZnNpEyPSItBouq+Vl6JARaOLnMRQlu2rZdm+WgDe/cNwRmdE8sWOKt5cU0KvuGAuGprMnZOyAJi/uRynTyYuVM+CLeXcf3ZvggzaTnNLksSMIUnt9+csO8CuymaUtl4rXrlj7Ne7DnFaZhSL7xqLy+en2eXnqrc2EhNs5M1rhgFw8bDkbnvdgiAIgvBbJmk06MLDCdhs+Gtr0UVHY+zTh4Z33kEymTAP7hxsTHnnbZRAoNM25/btaENDMaan/2LrfLdfGg1eH8M37mV8eAijw4O7vO87/dLab6ebj11xcr/DTbRBR4ReHPoRBOH3KzhIR2yYAWvQb+PfwkCzB9nlRx9nOfngU+H1gsOhVtNYsRxkWQ1LjBoNEZFqZY6qKrXlidkMuRPV/datVf9bXw+lpUeHOkCtotFbPc5p9zWzybaaLFc06fudHMgBh87ePnRD0wrOjJzM9T3uxhmwY/e38PbBFxkTeQZZ1mw1aDJsePe+dkH4CST1ypqlQO6R2xVF+QX6vwuCIAjCzycpinLyUb8TkiQlAeUA5eXlJCUlnWQP4aSqd8Grp4M5EmYVn3z8wlth5zy4fespVM/4iVpr1JYxiSe5UtnrBJ8LLJFdm3fepXBgsdqqJWUUnP3kz1+rIAjC71B5o5O315Zwe24mkdYTtMfqgg82HOThz/OZfdkgpgz4Zap9OL1+ShscyDLkJKrld2VZYVtZE4NTwjuFSVzeAF/trGJinxhkhfYKGidSaXOxrbSBOz7aiUYCWQEtoACH8x2PnJ/NdaPVkzy3vL+VSKuBv1/Qr5tfqQBQUVFBcnJ7UCZZUZSK/+R6BEH43yK+m3a/qj8/SPPChYRfew1xDzxwwrGKorCv/wBMvXqR9smCX3xtO1udxBn0xBqP3R7msFqPjzC9FoPm5C0Emnx++q3NZ0iImUqPj9m9ezAqXJS2FwRB+CkqG9w4vQGy4n9+EKP2lZ14K1tJfGw0kvYXOndst6s/ISFqgAPA5QS3G8J/dGFbYyO0tkBUtBq40J08/FLtrqSuaAvrLB0VOrToUJCRkZmwK4is3GvBasXma+SH2i8YET6OFPMvF5T8PRPfTX8aSZJuAV758XYR6hAEhkIeGwAAIABJREFUQRB+q7qvmaAgHIs1FtLHw/kvdm386Jlw7v9B5DFS4d0tOBZi+8LG19SAx/HMvxpmDwK/t2vzDrsBxt4PAT8U/gCb3uie9QqCIPxObCpp5Kq3NvLZtgreWVvK5tImAD7aVMbOclv7OLcvwJ0fbefbXYdOOuekPrHcMi6D0RldDOh10bayJuYsPUBAVjAbdGTHh7YHOgA0GomhqUdXBwkyaLl4WDKRViPRwUa+2lnF1oONJ3yucLOe+z/LB0DXNl9u72gG9whvH5MQGtR++9Wrhhwz0BGQRaBXEARB+P2x5o7HMmokUbfeetKxkiSR8M9/EHPffb/CymBAsBmbP8C8qobjjqn1+Bi6fg9/LujaeZownZZ7UuM4OyoUZ0Dm8aJK9jlc3bVkQRCE34W95XZ2lrRw4JCTveUOFEXB45MpqHLgC3SUTvSUtVD/3h4CLZ6Tzhk8Pomwc9K6P9CRnw8HS9XbVivExXUEOgCCzEcHOkBtxdIjFSwWtbpH3k41/HECcZVuctZUkVDfcWphaNhoZGRQYH+qBAa1LViYPoKLEq87dqBDlo/eJgi/AkmSkoGn/9PrEARBEIRTIUIdwqnx2MFx/ANNR7HGwJULIX7g0Y+tfxk+mNE5LBHTB4bfCNKvFIgtXgnfzYJtJ+iN3Od8tWWLros9irMmQe79cMMScNRB8YpuWaogCMLvxYHaVtYW1jMqM4qFt43i7Jw4Gh1e/rxwFy8uPdA+rtnl47v8atYXnfxzKS7UxAPn9D6q4kdti5vCWvtx9jqaPyDj8Pjb73+w4SDP/lBAla3jJMnawnrOm72a4X9f0mn78Xj9Mnd9vIMnv93Xafu6wnryym1c984mvs8/hEGrQd924M8bUIMZS/bVUVLvaN9nTFbUCZ+rtsXNwMcW8+zi/Sd/sYIgCILwG+arqUHxdjF4D4SceSaJL7yA9KPvmorXS9nNN9Pwzr87bQ+dPBnLiF+vPPyLB2u4Z385B13HPiEYptcyPS6cCZEhXZpPkiTuSY3j1pRYnu2VzI5WF0XOk59sFARBEDrUtXipafZyWs9QJvSPQJIkKurd7C6zU9PU8RnkK2/FvbcBf+OJwxAAQX0isY5OPGq7t9KO7PIfY49jkz3+9tacyDJsWAfbt3cetHkTzP0AfljUtUlLS2D9OigqbN/kl/0U2vdS6ijkm+oFuAIO3FY9exO9VEV2hDI22laiQQsSOMOD2kMdx7VnN7z1BjTUd21tgtC9XgOCUYufLv0Pr0UQBEEQuuS30UxQ+O8x7xKo3Q2zSroWvGithrUvwoZX4IalkDSk47H6/VC1HQLergcmTubLmeB3w4Wvd2185kSY8TZkTDz+mD7nQ9kGqNjaef0nozfBXbtAZ+r6PoIgCAJXjOjBlAEJBJs6SpBHWAzMvWEEKREdVxrFhpjY+OeJBJt++p8zf5y3jbyKZnY/dhY67cmzrnfP38mqgjo2/HkiQQYtfz0vm6tHprKj3Ma8jQe5ZXwmC7dXsLuqhZQIM7ouXH1l0GmYe8MIoo4InDi9fq54ayMDk8LYfaiF9GgLZ+fEd0rjxgYbuG50GjmJoXy0uZxR6ZGYjSd+L0wGLX0TQ+gR2c39mwVBEAThV+StqKTo7LMJv+QS4v7ycJf2ce/ZQ8Wf/oQkK2R8/137dsXvx717D/qYmG5bn6+mlorbbiPyhusJOeecLu3zYHo802LC6BF07JZsBo2GaTHhfF1nY0JECEFd+LvlsHOiw9hzeg4RenEISBAE4VSc3iccBdAeUXkxNTaIIKOGuLCOf6+toxMJGhCN1vrTjm/6m9zUvrQd86AYIi7uddLxssvPoX9uIignioiLeoJGAxdOB50eZd1aiE/Cb45C2l2ETnaDvovrysgEjRZSU9s3HXDsYVXDItLNPalyl9HstaENM7I653CoRSLaEEtPazZmjZVC516Gho0++XNZrRAdDYaf12pVEE6VJEnXAIf/QHsNqAFOcHJAEARBEH4bRKUO4dTkXAiDr+l6JY2ProAtb0PODIhIU7cVLlHDHOe/CH8qAKMV3C3wTBZ8d3/Hvo4GeGmYGgg5kdfHqy1SAAq+h4Pruv56NFrImQ5BYccf01gMO+dB8bKuz3uYMRi0bScl3S2w7AloOnjq8wiCIPzOHBnoOGxURhRJ4eZO28Ithi6FMQ7zBWS+2lnVXm3jxjHp3HdWry7PMSItggm9YzDoNBxqdvHIl7vJr7Tx50/zeGVlMTe9t4VPtlZy45g06uwebE4fn26tYOaH2/H61auYFEXhucX7+T6/o23MaemRZMaofe7nbjzIze9v5enp/XlkSl/+cUEOb60p5d21Jay4b0L7PjWtXl5ZWUyPSAsvXT6Yy0/rcdL1h5j0fHTTSGYMSeryeyYIgiAIvzW6qEhCp07BOm5sl8Z7Dx6k5MLpaC0WQqdNA0D2eLB9+ilKIEDWyhXE/+1vALR8v4h9/Qfg3Latff+W776jcNIZeEpKjvscrvzd7B8+gpbvF1HaZKO5uJiyypO3iDssyWTgzKjQE45ZXN/MvEMN1Hh9XZ73sCMDHVuaHcw5WIOsiJZsgiAIJ6LRSJ0CHaAGPBIiTEe12DzVQIe/0Y27QG01qg01EjwhBcvwuC7tK+k1mHpHYExrq95UXAS7d8POHTQubaLqrVJqXtpOQ3NPiIwCmw1FVmicvx/7ho7PplZ/M6vqF2P3t7S9CC1kZoJOh6IoLKpdSKuvhZHhuYyNOpsEYw++qZ1PsC6UXpbDrT4VmnwNVLgOkm7txZkx04gwRJ/8RaT0gGkXQnBwV98yQfjZJEmKA55vu1sF3H+C4YIgCILwmyIu0xBOzbDrj97mqFcrWfQ57+jHRs+Elio47VY11DD/Wtj3FcT2hZtXqaEKUIMP0b0gNLlj34BPreIR+NEBq6odIAcgcbAaLrHEgDkSAn5QFIjN6baXC0DSUJi5HcJOcrJMUU4cdilbD6ueAYMFTr+7e9coCILwO1fb4iY62NippHqD3UNxvYNhqR19gxftruaOD7fz8OQ+3DAmnTP7Hn3QrKTewe6qZs7rn3DUY1ee1oMrT+tBQFZ4eXkhX+yooqbFjd0bAGBsVhSjM6PIirGyrrgBs0HLxpIGlu6twen1Y9AZcPkCvLqqmNEZkZydE8/G4gb+OG8bsy8bxKiMKIrrHORVNDP70kGEWwyYdBok4MPN5by9thSNBLICZ/WN5WCDE6OucyDl+R8K6BkbzOT+8cd9v5bureHhz/N5/aqh9Es68QkkQRAEQfit0ZhMJPz970dtd+XlIRkMmHr37rRdn5BA5K23YB07FvOgQTg2bKD2uedx5+URaG0l8tpr28dqI8IxZGagPeIkk+z2qK1ejghByA4H7oID6CIjMKSkoDEZ0UVFobGYKYuO44rn3ubV7B5057fTv2YmcEtKDMmmE584VBTlqDYzR3qroo7Pa21cGBtO4knmEgRBELpOCSjILt9RAQ9vpR2NWYcuvKOar+2rItx7G4l/aATaYAOhZxx93NG1twFtqBFDgrXTdkmnIfIy9bPOb/PgWn4Qs68UrVHB60sFrY7Qc9PQWY1Q36oeRw3IuPY2ovhkrKep3xWr3OXste8k3pREljUb1q6Bqkq4cAayBuo81WglHcMjzgfAorfg9/jZ1LiKImdH+9A4YwJB2s4XYGC3w7atMGjwCYMbju+/RW+3Y5h+0a/Xjlv41S3IDYQASYAVsAMVFy3XtvwHlvIyEN52+4+KorSc6G8mQRAEQfgtkRRxZUY7SZKSgHKA8vJykpLEVaxd8u0s2PQa3LgMEk/QnuT9C6FoGaSNhdw/Q8rIjsccDWCO6PzH+0vDwBoL137dsa1kNbzbFh6ZMgcGX935ObxO0BpA+yvnlfxemD0IUkcfv/WLokDJKkgeobZmEQRBELrF9rImLnxlHQ+e04cbx6a3b7/ro+18vqOK1bNySW5r21Jab2fR7houGppMhOXokxirCmq5fd52Wtx+1j4wgcSwIJ5dvJ/91a28fvVQfAGZf3y7DwWFd9aWArDloUm4/QH0Wg2xIeq/7wFZab+iyx+QcfoChBxRfaSswUmoWU9okJ4tpY3c+dEOnr9kIMPTItr3UYCKJhcbSxrYdtDGhN7RzPxwB5IEHr/Mm1cPQa/TYtRpOC09EgC3L8DAxxczLDWC968fcdz37Kb3trB4Tw1PTMvhyi5U+BCOVlFRQXJyexg1WVGUiv/kegRB+N8ivpv+NAUjTkMbFkbGou+PO8ZbXk7JjIuQm5sJveRiYu+9F22IeqWzIssEmpvRhYe3j3fl5VF6+RXEP/oIYTNmtG8/9Je/YFvwCeh09Fy/rlMIBKDFHyBEp+3mV3hyKxpbuCqvhHf6pTEpMuSYYxq8fg66PAwOFe3YBEEQupPtyyLsGw8Rd99QdGHqd0MlIFP513UYkoKJuXWAuk1RcO9vRLb7sQyNPWoeRVZo/q4E++pK9AkWYmcORnb7qX93D+ZB0ViHx+OrdmBfV4X7YDOBGheGHhZiru2N7AMMBjRtbUqVgILU1hZU9viRdBqktkqViqLQ4K0lyti2hg3roaoKpk4DrRZZkdFIGlwBJz7Zy66WLYAGq9bKBttKDJIBBYVrUu5gX2seaZaemLVtny0HCmDZUhifC716czz7/v4osdYQwmfeLUIdP9Fv9bvpgtyABIwH/ghMA478wygALEQNWay4aLn2Fz9JJUnSxcDHbXc/VRRlRtv2R4FHDo9TFEX8jygIgiD8JolKHcKpqdoBIYlgPaKMntcB5iiIOknPR0kDOgOUrIQeoztCHdW74LWxkPuQWsFDHwTp49Xwgzmy8xzx/WHQVeBphdQx6jaXTW3x0lgCEakw5t5uerGnQKNV1x6ZefwxkgTp4369NQmCIPwO+AIye6pamNg7hsE9OrfSum50Glkxwdz98XbOzomnpN7Oh5vKmTEkiQiLgVdWFGJz+njgnN5IkkRhbStXv70ZgNxe0SSGBQFQVGdnz6EWZFmhrtXDu+tLOT0zEgkY1zOaqOCOHsB2j5/8imZuen8LlwxL5qHJ2ei0GkJ+1N4lJbLjKqahqRGsfWBCp8d1Wg3PLd7P7GWFaCUIKHDJsCT2/u1syhqdvLO2hEEp4Ux8biVhQXpW3JcLgEmv5Ye7x3UKkBwO8B6++iS/spm+CSEMT4vgkmHJCIIgCMJ/G8Xnw7l1G+bhw5A06mes7HIhGQwYex//xJE6UFY/E7Vamj+eT9T117eHOuqef4GGf/+btIWf4Vy3juCzzkYbEUHQwAHokzp/ZoZOmYLfZsPQIxWNVb2C2rl9O84tW3Fu2Uz0bbfBgAHd/+JPIkKvo4/VRKT++Id7Ig06Ig3icJAgCEJ38je6kYxazP2i0Jg7vo9JWg1hUzOQnX5qXthK6Pnp2L4owl/rIuqGfgQcPmxfF2HuF01QtnoctGlBAc7ttSCBdXQiAIpfxnfIQaCH+pnl3t+EY1M1htQQAhoX1nEpEGRGE9T2xM3NOPfYaPy6nJhbBmBIDkZj7PxvvyRJHYEOgNNGdnpcI6mfsZ8f+oCAEsARsGOQjFzXYyb9QodS5NiHM+Cg0lXGmsYluAJOhoaPVnfO6gnhERB5xLFdWQZNx3fj/BVLsPfpgyEtnXAR6PifsiA3MBh4D+h7nCFaYEbbz+4FuYGrL1qu3XacsT+bJEmRwJy2uzbgjl/quQRBEAThl9L1JvSC4GiAN3Lh67s6b1dkNejRUgXb56pVKxY9pFalONLk50BvUdujZE/t2B6cAL0nQ9IwWHgLfH03FC2HXufCGY91nkNrgAGXwcXvQkSauq3ge1j6GOz9Qt3vh0fg5ZHgc6nVMZyNbeMWwZOJcHDdT3v92+dC/qcd91sOqdU5Nr+lhjqumA/jZv20uQVBEIQueXN1Mc//UNB+f+neWh76PJ8hPSIY0kOtciHLCltKG3l/fSn5Vc2UNbqoaXGzobiRMLOBiX3Ug1YvLSvktVXFLN1bC0CY2UBimIlIi4F+iaHkVzbj9gV4+YohrJ6Vi0YjkRAWxNJ7xnHPGb1QgPiwzpWX/v7NHi59YwNZMcGkR3cukXsido+fTSUNHGxwALB8Xy1f5VUxMr3jAJgEPLd4P0F6DY9PzWFtYT1ZMVZuHpvRaa7kCDOhRxxEnP7KOi54Wf3se399KQ99vovnlxzgvP4J6LXiT0FBEAThv0/TRx9Tdu21tC7+oX2b7PYgWa0YsjKxr1qFc9t23PsLqH78cQLNze3jDD16EHHddUgGAyHTpqGP72hXFjRkMMETJ+ItKqLmyX9gmz8f+4qVJDz5JJbTOlfA0sXHE3PPPcT+6d724GT9S/+i7tlncaxajWv3borPn0Lts8+p63O5kF0uAKruv5+icyejBAKn/Nplh4Pa51/AW1ravu3jQ40MX7+HMpeH/sFmFg/txaAQ8/EnEQRBEH4W2e2ncf5+3IW29m3N3xbTuryckHPS0BjUggQBuxd3kQ3H+kPIdi/+BjeBRg/+Ohf6RAv6GDO+Kjuu7XU0zN3bPpcxKxTJpEUbYkAbbsRbZUdrNZDw19MIPTsVAOuYRGLvGoyxRwjIoDUdEdhQFPhkPqbSjRgSrWjMXQ/yOQNOShwFBBQ/AKsbfkAvGQjWqhdRSJKGMmcxe1p3kGHpTU7IIA46C4kzJtLT+qPz91FRHdU3mprg7Tchfxduh51l/36NRa++yMFd20kfNKzL6xN++xbkBs4AVnH8QMeP9QVWte33S5kNxLTdnqUoyqFf8LkEQRAE4RchLs0Qjla7D8KSwWBR25kY2g4GmSNg4iOdW6zUF8LOeTDwSlj9LOR9BKZQWP8vNUyRNlYdd2gnfHMvuBohcTB8dx+Ub4GMXLWFSkgiFC4FdzMkDIJv/wSOephVAn6XuhaAdS/B8ifgqs/VfQGyp6mPp4wCoxVWPqWGLJBg7Quw9HG4aSUYrOrzGH5iidklj6qvLWd6xzY5oIZaAErXqNVKjqxiIgiCIHSrL3ZU0WD3cPcZPQEY3yuaR87PZsqAhPYxn22v5E8LdtIz1kqISc+mhyYBcO+ZvZi/pZxZn+SRFWPlveuH8+GmcjUtAURZjdTbPfgCCnOWFTJ7WSG3jc9g1tm9O/WlT42yUFrvwKjTEBcSxJGmD04i3Gzg7jN6djkwUWVzMf6ZZfgCMCwtgvk3j6Te7qGiyUVpvZPDNUg3ljTyrxVFvL66mPP6J7CppJFKm4vEsCAuG5Fy3Pn7xIcgt03y3A8FRFiMzLthBE1OLx5/AJNey/2f5nHLuIz2Ni6CIAiC8J+meL14ioow9emD4verFTYMauu04EkT8dfWdgpaNL3/Pr6SEixDhlB2y63o4+MIzp1A07wPCT7rbCwjhgPQ+O57NM6di+J2owsPo2TGRXiKi0l8aQ7u7Tuwjh9HzVNPq5MajdQ88QTeK68k5k/3Iul0SDr1MEr5jTcRaGmh59o17WuI/etfCNTWYszKQjKZ2tqzqCf2Si+5FID0L79AGxWFPi6u09XKXeXKy6PhtdeQjAa1GgggoxBQFBRAdjpxbt2K5fTTET3iBUEQfhmBZg/O7bVoQwyYMtWwQ8ikHph6R6IL7ajk2PjxfjzFzaDTYBkeR+Lf1CoWQTlRNLy/h8b5+4m+oR+hk9Pwt3jwN7rRRZjQGHQo7gABd4DGuXuRHX5i7x6MPrbjmKakkdDHWZAMGtBp0BzxvEgSDBuOxmIhJuMEVYV/ZIdtExttKwEYE3km2cEDaPE10epvxqt4AdBLOrba1lHrPYSrdB99W2PZm7ADRQKbr5EQfdixJzfoISoarFaqD+xn+3dfMWDSOQw57wJKd2wlMTuH4q2b2Ld2Fefefi96k2hd/d+orULHQuBUD8BbgIULcgNju7tihyRJ5wOXt91dBbzZnfMLgiAIwq9FOlySWxB9iwFoKII5Q2DItWq44uu7Ia4fRKTDqDvUKhs6Q8d4OQDr5kDaOJh/NTSXQUQmNBZCeBpctVCtqPH2WVC2ATR6MIWAs0HdX9JAULh6X2cESQfj7of8TyAmW/0Skv8pnP0UDPsD1BXAB9PV0IkxBPpfrK4xbazaksVWDreuUZ8n/1PI+1it7jH1JbBEde09CPjUqh6Zk0B/xBeI4lUQngLhqUfv01gCswdC/0vgwtd/6rsvCILwP63e7uGVFUX84fS09tYmp6rV7SMgK4SZDccdU9vi5vVVxdw4Np07P9pORrSVv1/QD4Cv86p4aVkhb107jCC9llH/WIrbL/PNzNMpb3SypbSJ6GAjO8ptxIQYmT44iV5xwRh12qOe48b3tpAebeXGMWlkJ4Ryx7xt5Fc1M3NCFlsONvH41By0mpOfTJm9tIDnfjjAWX1jGZgcxowhyUQHG1m8u5qb39+KTgPn9Ivn9glZPPBpHh6/zO6qFu6alEXv2BBOy4g44ftxpLIGJwadhrhQEzmPLCI5wsw/L+zHBS+v5S/nZXPd6LQuzSP8dvsWC4Lwv0F8N4W6l1+mfvYcenzwPnWz5+CrqEAJBIi++25M2X0w9ezZaby3rIzmr77CmptL6YVqEF8TF4dcXU3I1KkkPvVPfLW1FI7taIlpyMjAW1KiloNva8mCoiBptWhjYwifPoPmb74meOpUbG++hWQx0+Pf/8aQnEz9q6/SOHcehh49MA8eTKC5GduCBcQ98gi1zzxD2OWXEXXTTWiCgqh+9FF8dXWYevcm5q4fVb48AV9lJb6qKszDOq5glj0eHKtWYRkzBs0xTngdft+S33gD65jTT/VtFwRB+F2osXmwOXz0TLD85ACcv9mD1mpA0h5/f9e+Rvw1DoyZ4TTM3Uv4tExMPcMBaPxoH0gSEZf0wr65GtunB9AnBxN2fjr+Wie+OheKyw96DZJWQ8j4JKQg3VHrde6opXVVBcasMELPTEV2+al+fhuW4bEoTj/GtFDMA2OOtbyjzKt4HWfAQbalP1HGOLKs2UiSxDfVC6hwlyKh4ayYabT6m9nXmseEPBMRFc3UzJiI16gl2dz175NVBfuITc+gZMc2vnjmb4y94joctiZ2Lv6WP7z4OsGRXTyOK/xmvpsuyA1IwC66XqHjWPKB/hct13bLSStJkkKBPUAC4AH6K4pS8KMxjwKPHL6vKIpIxQqCIAi/SaJSh9CZ1gin3QrFK8Blgx6jQPZDa7XaemXiX2HMvR3jNVo4/S4o36wGOgBaq9T/2krV/SLSYPLzMHeGOufF78Ga58ESC0VLITIDDq4FvwdG/AGW/x0CHqjOg+SREPDDzo/VUEfVNvV5WipBCUD5RnDbIDJLrRjSegieyYTU08EUpgZJ7tmtBke6Kv8zWHgTnPt/MPxGdduBJTB3Opz3Agy97uh9wnrAmX9Xn1cQBEE4pg3FDby1poS0KAtXntbjJ80RbOpoKyLLCjaXjwhLR6BhS2kjWTHBPHxeNgAun4zHL7c/fl7/BIanRvDoV/nsKGsm1KwnJ9zME1/vYX2x2q7rs9tGccGgRGQFHv96NxuKGzmvfzwXD0mmZ1wwBp2GmBAT145K5e75O1mxv5btfz2TvMpmyhudfLe7mtUF9TxwTu9O6z2e07OiKapzcMmwZC5/YyM7K5p59cohnJ4VxTn94iiotpMSYeGiV9fT7PJx2/gMLhqaxLDUCPomhJ5w7j8t2MHeqhbunNSTM/vGkRLZUYr90Sl9CTfrGZAcxva/nkloUOe1un0BjDqNuMpXEARB+NXJLheWkaPw7C+gatb9BA0dgjYiHHfeLprmzsWdn0/GDz9gSEps38eQkkL0H/9I1f0PqBuMRuTqatBocG3dCoA+JoaYB/9M7ZP/IPjccwgaMADXjh346urxFhQQNGQIjuXLUQIBQiadQd3s2SDLNPzfs2oApKgI56bNGJKTaV26jEBdHa66OlxbtgCgCQlBFxONbLfT+NbbNL7+BvFP/p2W777HcvrppxToADj06GM41qyh58YNaENC1G1/+QutixaTuWL5MUMdYVOnIkkS5iGDf8pbLwiC8LtQXOOixuYhLdaMQffTvu8cWZFD9viRNBKSXr0YQPYG8Ja3EtQ7AnpH4C1vRfEGUAId300jLu2Na08DNa/uQG7xorHo0MebqXtlJ0gS2jAj8bOG4at2IJm0HHpqM8bMMHQRJkImpqBpa7cS1D8a+4ZD2FdWovgUgk9PRHH48Oxrwl/vQnb5uxzqyA4egKzIuANuljd8i0kbRIo5ncFhI/E1+fAEXNR6DrGjeSM6SU/zyOG0OJ0khKZg0Bz/QgN3SwuLnnoMfXwCI6dfSnh8Igk9ewOQnN2PkTMuo9eosQRHRDJyxuUYzZ1biPm8HvQG47GmFn5bxvPzAh0AOcA4YMXPXUybZ1EDHQB/+3GgQxAEQRD+m4hQh6D2WZQk2Pg6fDcLrv0GSlaDORymvQyf/AFq9wIaWPm02kpl/IPw5R1w1pMQ3gNsB2HcA7BjLjSXq1U2bljS0eokNlutluFxwM6PoHAJTH8L8ueDMxz6Xgh7PoeSlWqIRKNX9y3fCMgQ308Nd6x+FpDUQMeomeo8AQ9MeBg2vqY+l8+tVgk543HIfejkgQ6fGw7tUKuUlK6Cym2QfYG6JgBXk/oac6Yfu0oHqGVzR93+838XgiAI/8Mm94sn/lYTA5NPIWh3Ak8v2s9ba4r54e5xpEZZOFDTyoxX1xMapOfuSVlcPCyZL/44+qj9PtxUxre7agBIjTSz5WATeq3EvWf0JKAolDc6uW/BTpzeANeO6kGzy8976w+y5kA9Ll+AtfdPoN7u4d4FO0kOD+La0akA3HdWL7aX2bj3jJ44fYEuBToABiaFkXJeNuFmA3qtxIr9tTg8fixGHS9fobY8q2hy8tm2CoanRfDyiiIkID3awtJ7xx933iqbi0+3VqKR4JYPtlLwxDnojmgJM2NIx1XfPw50NDm8jH1mORf2Eu5fAAAgAElEQVQMSuTxqTldeh2CIAiC8HMpioIkSZRdex3+ujoSnnmaijtmEjZtGpLRSM3TT+PemYcmJISic84h+V8v4S09iGPtWpLmzMaVn0/wWWcRcDhwbNyI4vEQdcftRF1/fftzRF59NQQCWCdOouyaa/A3NxNz+x+p3bIFfWwsuvh4FK8X+4rlassXqxXF5yNgswFg7N0L59ateIqKANCEhhI6bSpN73+ANXc8+pS2lmiBAJLVijE9g4zFi0B38sMvvqoqPKWleMsraPnySwK2JqLvvbc90OGrriZ4wgQkownF6z3mHPrERKJuvfXn/BoEQRD+5w1OD8HjkzHoTr0N1rHUPLcVbbiJmFsGANC6vJzW5eVoI02ET++JKT2UhIdP67SP7PTRuqYSX2krALpYM85NNeh7BGMZEIO/2YNzZx2NH+7DOiYRQ1oIituPfXUl9g2HsI6MJ+zcdOxrq/CWtqBPtGIdEYc2zIh1dAKG1FCMaSFojF0//J8dPAgJKHLsB2Bn8yZSzOnEm5KYFq92r9jTuoMgrYUQXSiLbd8AMKJFZmDY8OPOq9m7m6kpmczftoF1sszkmfe1P2Y0mxl10RWd7h9p98qlLHrlRS5+9B8k9f65eQHhF3ZbN86z4udOIknSJODwH4G7gKd/7pyCIAiC8J8kQh2/dxVb4Z1zYOq/IHEw9J6stlq5ta0vsL0WDiwCjQ6yp6jBC0kDjlqo3AotFWqrlI2vqu1amsvVNicz3u4IdBz21V3gdaghCYDdCyEQgKZiqC9QK3fU7lEf05nUChwRmRDdC+x1YK9Wwx79LlWrdkSkQ3A82GvUUMXgq9QqG44aNXyx6mlY9QyMuBXKN0H9frjwTeh9Tud1rXgS1r6o3tbq1ZBLSBKUrYPe56ntaKL7wJi74f1pcP6Lanuao97LLfDVnTBljvpe/vs8sMbCjLe667clCILwX02SJIb0iOi2+YalhvPtriAufm09L146iGGp4Vw3OpUPN5Xx6Fd7WFVQx9vXDUeWFYrr7QRkNRzx/JIDJISaqG5xE24xkBhmYnBqOHdMzOLCl9cyZ1khj03py/7qFv5vcQGvXzWUh87twxPf7KGwxs6ba4o5r18815+ehi+g8MaqEs7MjuO8/gmc11+9AMTcxQNn3+46xB0fbicgK1w8NJnYEBNVNhdXv72JeTeOYG1hPQAvLy/igXP7cGZ2LLd8sJUV++s4r388AFe9tZGE0CCemtG/09xRViPXjEolI9pKSqS5U6DjSBuK6/l8exWSBI9NycGg0+CTZYalRpAdH/JTfz2CIAiCcEpqnn6G5oULyfjuW6yTJhKw2TAPGULPdWsBqHv5Fdw78zBkZICi4C0rQzIY8Rw4gCsvD9nro+K2PyIFBRFobUWx27Hk5hJ1441IRwQqnNu3U/vU09hXrsJ/6BAA7n37ALB99BGGtDR8LS0EGtSWoYrTCQYDxj69kd0eWleswDxkCFKQieg/3UvwmDEokoRsdxBy5hkY4uLQZ2Uh22wEmprQxsZw8Npr8VUdInTyZFoXL0ZjtZL26SftYY3DSi+7HH9TExwObGg0eAsP4KusxFNcQvmNNxL3+GPg9VB01tlkLl+GLvzosGzd7Dm48vJIfu1VPEVFlN94E7EPPkjIWWd2++9NEAThv5FRr8Go755AB4AxKxxPYRM1c7YRc+tAzINj8JS14i1ppv71PCKuy8bcKxLZ6UN2B1C8AVpXVeAtbkYK0qK4AhiSg9EE6Qk9qwfaUCPVT2/G1C8K66gEfPUu/FUOYu4cjLeilaZPCvCUteLYVoMxKxTL8Dh8tU6aFx8k6qpsws7POPUXsfh7nHXFfDdWh0UbjBYd9d5atts2khMymELHHiRFosCxmwvir8TutLGk5UucRjcZll7Q2ACLvodRo6FHaqepDZk9we1hcN8+RGX1Pu4Stn33JZX795I2YDA5uWcAYLIGk9gnG2tY9x1LELrfgtxACHBBN0134YLcQMhFy7UtP3UCSZKswBttd2XgBkVRfN2yOkEQBEH4DxGhjt87UwjE9AZrNMT2hX4XgTmy43FrDCSPgJBENZzgc4PeBI0lcNG/1aBH4hA1yLHsCdAFQe7DENNH3d/vBZ1BHT/5OfjmHvC0gD4Y9n2thkXQwuSn4Ou7IDxdDX6ggM8BjYXqD6j3zRFQvAQMRtj2vhr+mPov9fFJj0LeR5B5BvSZAq+OUgMouxeCow4UWa0o8mMxfdVwSOshuOA1yJgEz/YCbyv0OV99/REZENULsqdB4tDO++/9Sn3dAA2F4G5Wbwe8anuZVc/A2Ps4iseujjGLLyWCIAin6pq3N2HUa6hocqKRJNz+ADqthkfO78vYntHc8v5W1hTWc+WbG5nQO4bHv1ZDg7HBRkJNOhocXkx6LdvLbAxICmXO0iJGpEYyOjOKsT2juXx4Cu+uLyUrJphwi4GYECPritSTO09+u4+6Vg8PTc5mwZZyvt11CJvLi6smwPvrDxIXamLKgATq7R7u/ngHf5uaw5ie0Z3W//HmMmYvLeS+s3qh10oEZIXtZY14/QEuHZbCsn21eHwBbnx3K7KioNNKVDQ5Ka6zs2J/HaMzI7n7jF4AOL0BXL7AUe+RQafh0SnHvpJpXVE9Dk+A0ZmRXP7GRmQF9BqJe87ohUGrIfeZFZydE8+lw1O68bcmCIIgCMenT0jAmJmJZDAQPHESgcaGTo9bc8fTvHAh0XfdSfCECWoVDb0exe8n/Mor0FotJDzzNM3ffkfLwoVoIyNJ+PsTSDodit8PGg2K14s+Lo6o226j/tVX0YSHozidtHz1NQBBw4cRlNOPxrffRhsXhzY4GG9xMbjdONeo4RL3li1oH34YuaUVX3ExJS/ORm5txTx0KPrkZDQWCzF33EHlzJnEPfEE9qXL8BYcQBsTg+3jj0GnQ7bbkR2Oo0Id5mFDaV22HI3ZTNpnn+LcvoOqe+/FlNMPy6iRGPv0wZCejtZqRTIY0Vqt7fvKHg9NH8wl5Nxz8FVV4S0pUd8jSUJ2u6l58kn0SYkE9T36bwNfbS26iIhO4RdBEATh5Hy1TurfzseYEUbA5kXxKyiygj7aTMyN/Wj4YA/u/U00vrMH5dJe2NdU4qtxgk8GCbTRQQTqXKCTcG6pQQrSUv/ubuJnDcOUE4l1dAL6yCBaFh+EOAsakw5/rQu51Yds99FU2kLMHYMIvzCLurd2Idt9KIqCc0sN/iY3Wosey8gEmn8oxVPYTPRN/dC0tYg5rO7tfDR6DWEZFpocAQJI1HiryDRnU+kpxR5oocRZwKqGxQBoJS0+xUveF19Rveh7Jj/4EMH6UJDrweeDI1rMtIuMhHHjyfzRZkWW2bnke1L7D6KyYC/L//06SBI+t4uc3DPIX7GERa+8wPSH/kZYXPwv9FsUukkSoD3pqK7RAonATw51AP8AUttuz1EUZdPPXZQgCIIg/KeJb+y/d1FZcPMq9famN+DbP0FYD/C0wiUfqO1IytZDaBIULYeMXHXsD3+FvV/C5Bdg7+dqRYsJj8Cyx+Cbe2HRg2qgQ/FD/EC1vYneogYzQG2JEtcPqneBghrEmPhXcLfC5jfVQEVoGjSXgKQDFCj8QQ1r9L0AIjMhqqda9eOTawFJndPVpN7+4AL1dq/JaqURJQDT/w32KnihH1z9FXia1dBH2To10DHgMnUdphC47hvY8wUsvAUKFqnv01lPqC1jlj0OznpIGwdLH4e1L4A+CB6sgodrOt5bjU5dQ3OFWmmkfj+knt7x+NyLoOEA3Ff4S/+WBUEQ/ufIioJeq+G7O8cSG2IkzGzghSUFrDlQz+tXDyU7IYTtZTb2V7fg8QfQayUGJofh9AQIKDL7qu2ckxNLz9gQdpbb0Eqw6kA976wtIT7URGGtna/zDjHr7F60uHx8VtLAB9ePQKOB538o4Lv8am6fkElWbDC1rR5ufm8LQ3qE81VeNQAvLStkYEoopQ1Obv5gK9v+cgYmvZYHF+7C7QswIi0CrUZiWJpaDSOvspnQID0Hah3cPiGTJy/sB8Dsywby5poSrhudypQBiZTU2wGwGDqOlXx666guv2/rixp46vt9NDq8NNo97HzkTC4cnMQhm4t/Tu9Hg8OD3eWjX1Iow1K7p02OIAiCIHRFxJVXEHGlWn790IMP4srLQxsdjTY0lNQP51E580585eW0rliBqU8fDElJyG435TfeiHnIEHRpqSheHyETcnHv3o23oIAD43PRWiwEmpqQgoLQx8fjLStTK0YqCnJTE8Hnnot95UoUhwPJasV61plIoSF4duzEvnw5mM3gdKotS7Va8Pupff55rOPGYszpR1DVIXwVFTg3baLizrtIfuVlbJ98ApKEZLFQ/eijAETdeis1jz0GikLmyhVUzbofyWIh6cUXsC9bhnnYMOzLlqMNCyXqppvRJyQQEh8PcoCWRYvxFBbi2bsXx/r1xNxxB8aePan5xz+JnnkHAbudynvuxZ2Xh2vXLpJeeL79fdWEhiI3NyO3tiI7HLh25aMND8OQpLZh85aXU3TOuURccQWxf37g1/61C4Ig/PdTwJgVhmV4HIaUYPDL1L68A1OfCCzD4/GUtKD4ZFz59QRsHiTAmB2Ot8qB4lHD+WFTMlB8Ms3flaANM1L/7m68B1tR3AEUv4y3tIXY+4fSuroCfbyF8Et6oQnS0Th/P63rKom8qBf6aDP2dVXUvLwDucWL3KxWfbLvqOGgtYyE8ghsnxcRcVFPAi0e6t/bQ/DYJNAAWgn38IEsrthAij6dskAxTf56rkxW23n5ZR91wdXUe2uZGHUeVn0wQcOSMXiSMSe2XRwYFQVXX9vlt23V3HeoO1hC6c5t5OSeyYgLLiY+qxdJ2f0YOf1SirdtRqvXk9CzD2GxItDxX8B68iGnJPin7ihJUjbwx7a7ZcDD3bIiQRAEQfgPE6EOoUNwAhhD2qpZSGrFjLUvgSEYTOHw/gXw5wowWmHcLPDa4Zu71H2LV0B0tnpbCYDPqVbR8PvVQIfW2BHo0BggZRTs+0p9HqMVXh8Pzjq1GoZXPWFFcwmk5UJ1HrjartLa+1XbYhX1P6ffC2uehU+ugXFtB6BkPzgb1eoZLpv6HAB7v1CDKJIEc6dDazUERcAtq6HPVChZAd/NgkmPwXf3q+1lJC30vwx2fgDf/Akai9XqGzs/VlvVbH1HfZ6ss0AOwIHFaohlySOQNAz6X6y2allwHez+DGbugIg0dT19p0FLZff/HgVBEP4H/bCnhtlLD/DKlYN5ZtF+tpQ2Icsyt4xNJ8xswOb0UlJn52Cjg91VNnaWq33v6+xeWlxeNJKGwlo7TU4f8aFGADYUN3B6ZjTnD0hgRUEdS/bUEKTX0OjwqaGN3AymDUzkgc92sa6wnh2PnInVqOOVFUVUNLmY/OJq5t14GpnRVgrr7MgHm9rX6/IFyIyyUt/qJScxhJvf30pqpJkDNa0U1Tn4ckcVcy4fxCdbytlRbuP8AQnkVahr/ssX+bx1zTAAJvdPYHJbS5e31xTz9KL9XDosiYcmZ3f5vTvU7MKo0xJhMVBcZye/spkHz+3Dk9/upe8ji5gxJIm1RQ18tr2SOUsL0WslXD6ZpHAzT32/j49uGkmvuJ98PEUQBEEQTpk+OQlXfj6BmhoUjwfHmjX4ysvRZ6TT8ulnKC0tJM2Zg8ZkImbWLJrmz8e5ZQsArV98gTYmRp3I6yXQ1spEcbnUqhtardpyU5LAZESXlIjicKiVPFrtlF1yKRiN6tXG0B7oCLvqKmzvvae2/nQ4cG3dhn3JUnWMRkPojBk0f/IJJVOnETRgACgKrs2bwO9HExaGfbN6gahktVJ8/hT8fj+rM3qTev9DpHy5kMibbyb144/wlpXRumIlgVdfI+Tss6iadT8oCqYBA9AnJtLw5pv4ysuRm1uwr1xJ64oVBA0ejDsvDykkhJBzz8VfX49r92604eE0vPIqkbffTvDYMRgyMykYPoKgnBxSP/oQAF1kJKGTJ2MZ3fWQqCAIwu/Z9uIWZFlhcI9g6t7IQ/YEsK+qIHbmYAA8NU58TW40lQ78DW5kh/p54s5Xj21KRi3ufU1qQwij2gLGW9KMKTsKU68IPAdsBBrcaGOC8BTaMKSGEHpeOpJOQ8uiUoKyI4m8KpuAwwd+GdfWWhr8MsFn9sC+rgp/uR1NmLF9vYFGL7YpClFoCY00UTlnE8FjUvDXOFmmfEvrJA/TPBexoWolOklHclAapQ37qfceoqh1HxnBvdFp9IyOnNg+5+dVH9BstnHWJbeREvzj+hvH1+CtJVwfhUbSUF1YgL2pUa3IsXwxZfk7MFlD2Pr1QhxNjexZtYzgyGjsjQ0sfetlfB4Plz721M/99Qm/HHs3z9f6M/aNof2EAClAqyRJJxjemSRJyhF3VyqKMv5nrEUQBEEQuo0IdfxebXoDLNFqsOCw2t1qhY6JjwIKzL8KwtNg9J0QlQnzr4EPL4HB18L3D6hVKAzB4HepQYq6PWqwo04tcc8DFWo7lC9nQsDT8TyyF6q2qvsYQ8Ft63issVituOFuVg+0VW0Hjw3MUTDxEdjwMtTt7RhfuVWtxuFqVMMTez6Hg2vVKhl+F5SthfF/VquMRPWEfjNAkaBoiRoeSc8Fey18fgvY26psNB1Uq4H43Oq6D3yvBlScDVC2AWa8C59eB/u/VVu6WGPU4MoTsSD7IDQFmsvUfR6ugXVz1Kofp/0RwlM71j7i5m79lQqCIPwvq7d7KKy14/AE2Huopb3dyAcbynhsajA3vbeFzaVNKMDcDWXIR3wFv31iT55dXIAkgUaCVpcfgCann4c+z2dcz2i0GomDDQ4CbfvFhhhYfaCei4em8OxFA6i3e2h1+3B6/bxx9VDGP7OcCpubuRvLuHFsGvd/ugtFVrh8eDJxoSZmLz1ASYOTH+4Zhywr9Hz4OzYUq9VCGh1eYkOMLNxaweK9tWTFWLl6ZCr1dg83v7+VwprOx0K+2lnFE9/sIdiow+2TWbG/jn9O1zNv00FeXHKAB8/tQ4hJT27vmGO+d2e/sJrUSDNf3H46s5cdIEivobbVTZTFQHWrh4KaVv55oVqlQ6uRuHpkKh6/TGWTk2CTHoNOPdDo9gXQSFL7fUEQBEH4uQI2G/Wvv0H4ZZdiSE5u3+7Ztx9teBgJz/wftU8/Rc3Tz2AaMIDkf71E43vv0/TBB9S+8CK+igocGzcSqKsDgwHaAhyB+np0SUn4Kyow9ulD6ofzqLhjJo7168Df1rJMUcDlxpO/W70vSbg2b25bgPr9VYoIR2myIZnN2D78ECQJy+hRmIcOo27OnI4XIssYM9Ix9u6F5bSRhJx7Do6NG7HN+xBjTg6e/Hzc27YTMnUKgSYb+oQEnMkprPh/9s47SooyUd9PVecw3ZMjQxhgmCEjoCAZyQKKiopxzbq6GBZ1zbi66uquYVUUMQcMGAAVFUGy5Dwww+Sce0LnWPX74xsG3Xvvb2/Qve61nnP6TE93fbHqdHdVvd/7Zg/ggcXXIFmtmPLy8O3dR9MTT4hxGI0o0QiOeXPxbN+OsU9v3IcPY8zLw7d9B5bhw3DMm4v78y/wBQIAJCxaRN3ttyMZjaiBAMYBAwifOAFA6i03U37eeeiTk0lZ/LvurstWK5l/fuJn2LsaGhoa/zfxBqPEFBEdoniEYCNS7yNU7UYy6Gh58RCSXiZY0Io+w9ZdTnYYMaTbCBW3g04CVAiLqJLAcRf+gy3oUy2oigIqxJrFZ7sqSYRrPcSNzyL1lhHo4k2E670Y0qwkXpqP641jBA63EjcpG32alWiTH1OOA1SQzDr8OxsZ33QmtivTaDpRTmxDgHJ/EcmKhK1KwZiSRM2H+/FPaCMjN5t8x1BKjm+hsb+Xtroa+ubldY/h2+a1+GM+msINALijHaiqyjfNn+GNujk9YSJxeicJxh9Ee3dR7S/nq+ZPODNxKs5qAzXHj2JLSCSlVx9kWYe7pZmRcxcQn5LG7jWrMNnsjL/ocmoKj9JcUY4j5dT5bsjvw2S1/Zs2NP5XqQVi/DQRLFFAWwmpoaGhoaHxd2hX5X+tbHgYtj8N0S6xhaoKkQIq9J8uokKiQSGgkHWQOhhMcVC5XYgU/K2QMxkufk+scEIGo10IOqY/CoPOh9eng7sW0geJeJYf4msBo00IPPQm6D0BJt4lRBGBduH2gSoEHSDaK98EV38FUx+A5JMnFCqc+BJcZUJE0XsCpA4SriAGq4hLqdgCNbtgx3Mw/BIh/PC3iuJFn0NriRB0yHoxxurvoXSDiKW5ZS84ssVcHPsUhl8KORNBNohtJ94lxCbtlUL/mzUKzvwd9BovytTtF/EriX2E24ivq92GI7BsLOz426l98Pf426DugNhu+7M/zX7X0NDQ+Bdl0ek9KXxkFgPS43ju4uHYjTrO6JPAtRP6MPPZrezpEnTYjTqCEXFhrFeSFQmYnp/GpNxkwlGFQRkObprSl7w0OwlWA0OynOwsayWmqN2CDr0Eze4wh2s7eXFTMR/vr+b8ZTuY9exWLnt1N2aDji13TuH5RSM4rWc8iqKS6TTjsBh57LyhLD4rl7tm5TF7cDqlzR5mP7eNvik2Hpw7kHSHCQn483mDhcIEyE2zM7JXAjMHpXPrWf1xWPRM++tm1h0VF8r0soRBJ3PPnHyePH8oa28RUV7LN5fT5A7xzs4qrnpzL3UdgX937iYPSCGmqPjDUc4dnoUsS5xo9ODvEsaUNHn48mgD7+6qBuDsoRnsKnfxbWEzVoPMB3ur8YaiTH9mC5e9tvvn2cEaGhoaGr9K/AcO0vb667g3bEDtcsYI19YSKinBkJmFzmxC8QeI1tUROnECyWTCOnoUSBKul1/Gu3UrsZYWkm+9lZRbb+2uV7ZYUEMhUh94ADUWo/6uuzH27oVlyFB0mZk/6kO4rAwAyWJGjovDMW8etsmTxGtREdOi+v3CuUNV8e34HvOQIWS/uoLUBx4QlUgSrtffIFR0AiUSQXY4MA8fhi49nVBBAcb+/ei5/GXcaz/Ht3UrwWMFOMIhHlx8DRKg+v20LluGf/9+CIeR4+MhHMb1wos4Zs4k7/vvSbv7bpBlwkVFxNraSL75Zkz9+gPgPPdckm68EcXthlgMfWYm5mFDyXjkj0hGI6GSEmIeD5JOh6FHD4LHj3ePv3XFCiouuAD/wYP/7j5SVZVoezutLy+nbNYsgl0iEQ0NDY1fKxMGJjJ5cCKySY9tbAYYZewTs1CiCs0viM9SNaJg6BVHtNEH8QaQQBdvJG58FvoUC0hg6OPAPjkLOd6EGlUxD04i2hyAqPqj9iIVnQQOt+Avace9sYrGv+6j+W8H8WytwzIgkbQlI0m4NI9InQfbGRmi7lQbSRfl4ZzSC/vELCSDTLCsncg79bTPVOgxMp8tlxXQnBtgRub5bFt0lNrsJoY5RqOT9MyafS09DX2oD9bw7j234Xd3AiBLMkbZyIyUc5iRci4j4sfQHmmlKlCGO9rBV82fsNW1/t+dtxRTGnE1Mh07i0nMzKJH/mAC7k687W0oijg3bSgpYuv7b1F/opC+o8Yg6XUUbPqW5soyzDY7Rzetp7boGC9evYgjG7/+Gfeyxn+VhZt0buCzn6i6z7rq++8SAVz/hcffX0z54Xud/4N+aGhoaGho/KRoTh2/Vq7fLKJC/pQBV3U5TtR3XcT59gEo+w76ngWo0GscfHQFtBbD6Oth1DUiquTru4XIo89k4ZKx/WloPArpQ+DYZ9BwWNQZlyGiThw9hMgDIBKA7DEiHsVVIgQVk++B4m9E3ArQHbGCJB5Fn4uYl2AnXLoKdr4o2gDwNcOTvaHHGZA9GhoOCLGEJQGm/wk+XwxNR2H3cuG+IRvAkQlJ/WDXi3DBm3DsEyj9TkTNlH0Hq38rHDh+6Axy4E0Ytkg89zZD8dfQcgIS+8K0pZDfJV5JyYV1zSK+peBTMYTDH0DQDVPuA08DNB8Xc+1pEPM25iYR6VK9WzimvH8RWJOE4MTT+NPufw0NDY1/AdzBCHsr2thV7mJ3eRsvXDqCnok2DDod4ZjCzEEZHKt3U+Xyd5fxhmP4w1HMBpkqlx+nRc/s57ahAj0TrRTUuzla78Zu0pOdaOHMvkn0TLRS0+bnvJFZ/OWbYuJMOhrcIuv4w32nFodM7J3InCEiyzemqqw72sBXBeLzee3N4+iXdipC9vqJfTnz8Y0s2yyRm25na3Er1W1+eiXZUIEdZW3MGphGSZOHaQPTuss5LAaKGj0YdTJN7iA1bX7e211FIBwjElO4cPSpVczPLRpBTFFx+UJUfHKUY3WdZMVbut+PxBSaPSGS7Sa+LmjgwdUFGPQ6Fo7M5tXtFT+a632V7cwclM6o3vHMf2EHui7Zb2cwwvIt5eQk27AYdByvdxMIx7AYf4rFNxoaGhoav3bsUybTa+V7tL7wIh3vf0C/9d/Q8jfhgBGurqZuyZ1EXS6sY8dizs9D8fupufkW9PHxpPz+DsyDBtG+6mNan3sOQ1YWcdOnk3TjDVQuvBBz/34YkpMIV1URLi4GvR7JZEK22bpdPACira3YZ87Eu2EDmM1YTxuBfdYsSidNFiIJEIsgTqIo1N16K4rPh3XMGaTccTvhyio6P/0UgI6PPqLjvffIeOJxmp99DoCY24PsdJLxxOM0Pf4EoeISJL0BANnhQHY4MGRkIJmM9Hz7LWpuvBF9VhbRujrqltxJ+iOP0HDXXaAo3d2ov+sukq66CgDv1q1IioJl1EhM+fn0evMNdE4nAM6FFxAuKyNw6BDBowXo09NpeXEZ0fZ2Um+9Fe/mLQQLjlG16BJS77kH76ZNZD3zNDq7Hc93mwieKML18nLRtk6H4jv1u0tDQ0Pj10LUHSJwqIVQnQdJlUi6RCw2k+0GUFXsYzNxvVsIMVUsoVRBDcaQTHpkWUdMjRCp9dH6egEAxgDD2iwAACAASURBVNwEwsXtRCrc6BJN6BLNWIelCJeNfvHEPGFCZZ2oXS6TqND2WkF3fyyjUrHkJ4q3AjE8G6qJNvnRp1nJuO8MZJv4jtE5jFjyk2hZfgTb6enorAaSvlZx9LUixxnpiHbQEWmjp7Uv7lgHCYZkUb89jlCCiq/Dg6elGXe4HW/QT32wGqNkIt3cA4vOCoDTkMiMlHNIM2Wydc271O3cQvDheZhtp86P/e5OZFmm852DSOlN1H1/kFFzz6OtvpZD33wp5lKvp3z/XiKhIFN+cz3VBYdZ97enkGQZVVEoP7CH0r07Oe/eh5F1OioPHWDoWbN+vp2u8d9hGXDBT1TPfxtVVXcAyf/Z7SVJWgo89IPy/+myGhoaGhoa/0w0UcevleR+QgjhzIZvH4LLPgF7OngboXIHDL0IEvvB5j+JqJXSLpW1IwO+uBXayuD064W7x+DzYdtfIeIHSzy8cw6Y409d+PI0nGpXZ4SYsMSldg8gCVeO8q0i5sRVghBzyGAwQ1wWtJWAJIMlUQgcTooxLv9UOFhsfRLGLIbdL4I9BQ6+K0QbSkQ4kjQfE24a6kLY8CDoTELY0VEN7joRA1O1Q/RJb4Fgu+jX0Y/EtiDEGc4eQoyiN0LuTChcC40dQtyx5ARUbAVXBXz+O8gaKUQwrlK49lvR//KtsPZm4UyS2A8GzBX7oGyT2M6RAf1nwJtzIG0QDJgtRCrxPSCpPxStg7w5P/+xoaGhofELQFVVpv5lM8GIgi8URQW+PNxA31Q7T3xdRDim8ur2clZcPoqFI3uwcGQPVh+qY+WeGvZUtiNLkGI30uEPd0sEh2U7qW7zo5PAG4pS2ODhntn5/PnrIpo9IcpbfLxy+Wlc8uoeRvVKYFJuMn/9tqS7T8frO3nx0tOIxhQO13TwVUEjPRIsnD8iC71OxmoUP6vcwQjXvLmXUFRh0oAU9le2YzHo6J9mp39KHDaTji+PNvDm95UAPLehhAUjegBwzfg+nDMsg1veP8ijXxznT18Wkp1opd0XpskdQlFUlqw6zN7KNmrbAyw+qz+zh6QjSRCKKvyQv6w/wYqt5fxpwWBCUZV1BY04zAZeuWIkB6raOVDTQabThFGvY0afRNKdZmrbxQKVmCL0iG3eMEadxCtby7lgZDbbS1vQyf/5LFoNDQ0NDY3/H5IkYT3tNEyDBhIqK6N1xQoSLr0U99q1KO3tGHr2JH7KFILHj9P+/ge4v/oKIhGiLS2Y++dSdcmlOBcswDxiOLLVhrFvDg0PPIAhuwfBohPU3XrbqcZkGdXnI+bz/bgTsRje9evBYED1+ehYu5ZoR2d3lAuAbcoUfJs2AaDv2RPV6wVFQbZYSbr6aiS9nmBREbHOTuImTqBjzVr8xwuJNTaCyYQSDlM+azaWoUNIuPBCYl4PHStFnIvidiPH2fFt3QqA+9PPQK8nWlcHJhNqIEDT4493n19Ldjs6ux1dfAKWkSPRp6cT6XIbcZx9NmlLlhAsKSHW2UnbG2+gT0gkeOw4lhGn0fvDD9Cnp9P81F9oe+11ZKsN28SJwo0kEqHjk08IV1Tg37cPNRSmfskS4hctIu6sqVhGjsQ+fjyh0lJC5RWYcvr8jEeGhoaGxi+HYHF7txiDrtQULsmj/dMSQuWdEFPpWFtG/PwcfHubcM7pQ/OzB4g2+0EFRQ+YZAh1na/JEpJB6q4v1hYCsw7ZaiDmCRMocJFwQX9kqwH/nkYcM3rhP9pKtMHXXUaSJAzpNpRQFN+BJqJNfgyZNuwze0NMRZJE/aHyDlwfFGHItBFpC6LGVHTxJqJWlQnm6dQEK1lb/z4BVQj2jnsOMSphHADnZlxKfXw1Wx40s8a7irRIFsFYkCBBomoUV20NG797B/94G2ogytm2BcQTT00wgqr+2G3knbsXY4tPoNfQEZzYuQ0lGiW9by5jz1/E9x+vJBIMkDlgIJ6WZvLHT8aZmk5D6SpAxNwA6IxG/K0tVBzcT1ZePhn9B/wcu1vjf8Zm4Bgw6H9QRwGw5SfpjYaGhoaGxv8xtPiVXyuKIkQCiX2EoEBVToktTHY48iF01AhHj5ORISDEEEl9IS4djn4M126CHc9C/QFoKYJYTAgSZL0QLoy+QQg5AEwOyD4DkCBjhGhT7cozloBVV4PJCZIeUEQf/S6wpYqoE6MDknPBXQ+f3QDrH4BQJ1z9jdheb4GiL0T0ihoT/zceFpEo3z4EW54Qz402iMsU8TEnRRsniZ50W5NFHVG/6JzBIgQldxyH9MFw0TuQ0FeM6ap18OIZ8NY8eH44VG4TjiK2VLCnwq6X4NMbRPSL0S7cQLY9BSe+6IqsKRIOHUc+guqdsGC5iLDJmQKDzoFBC4Sw5oNFoh3NtUNDQ+NXgCRJzB2ayVXjevPW1afzh9l5XDsxhxZviJo2P4k2Ay2eEFuKW3ho/iCG9IhnWHY8Z/RJRC+DokKLN0xXEgs5yTY6/REWjuzB8stH0T/Vht2o47fvHaC+I0BMUdhe0splr+1h2sBULhnTkwWn9eD03on8fnouV47tRarDjKKo3PnxEa5/ez9vXz2aZk+ITw7UMudv2+h375fsKndRVO9mb2U7kZiCpEJ9h58km5HyFi/nLNuBXpZp90VIsZtQVRVfOMrlP4g1+eJII7vL2zDqZWYPTicn2YZeJ3PeaVmEogpfHKmnpj2ACjy3sYRql587Zw5gxdZyXN5TkV6TclM4/7QejO6dyKzB6ciScO9wmg0MzY4HoL4zRHWbn4M1HTy3sRSTQWZirliUoiIWmlmMemrbA8wdmsFTFwzjpc1leEPRf9ahoKGhoaHxf5xwTS2RunrUaJRwZSWS4dTak0hlJe3vvEPSDdfT8803iLnaQFWRbDa8O7/HNmECnm++wZiVReafn8C1/BVCxwuJVFWDwYBl1CgAbDNnEjdtWne9phEjkJ1OZKcTKSVZCCa6RBxKRyetzz2HLvuUO1a4oQHJakXfuzfR6mqc558PgHfjRtpWrqRuyZ04580jZ81qgqVlqMEgnW+/LQqHQkiKghoMYsjMwvXKKwT2H0CXkoIuIR59Vhb2adPFtl034YhGu8sCKC5Xt6hD9XqxnXEGvd97F1OfPmS/+AIYDJhHj8YyfBil02dQfdnl1N18C4GDh/Du2YNtwgTCtbU0PPAg7nVfETdDtOd69VVcL71E4MABZIsFpaMDfVISTX98BPvkyaTeuYT488/DNm48iVdcgRznoO6226m69FLq7rrrJzwKNDQ0NH656JMtmAcmEX9+fxIuziPpsnwAIi1+GtOsRJ0mIk1+1JBC4gW5KL4I1lFp6LOEU4XqjZ4SdAD6FDN6mxH7uEwc8/uCWUbSSbSuOIokSyihKO0fFxM87sI6Kg3LkGTixmVh7BePc24Ohh5xSGY9SihKw+N7UHwR4qb3JFLvo/2DEzQ8uZfGp/aiKir+Qy0o7gg6p4lwvQclEsOcl8hG95d80/IZDr2TsBoitSOZ3sUZHOzcxQlPl4BFVdlzYB3emBuLbGWAbTCg0suaQ5zeQUt1BQ3N5XS8sQ/PwWrev38Jpy9YSFqfvmx7780fzeGQqTMZOHEqfUeeTvbAIQC0VFcyfObZKDExN7XHjiBJEoe/Xceapx5h7m13YzALJ0qTzY6ntQWDyUx1wWEWPvAYiVnZHN/63c+34zX+yyzcpFOBKwDfP9r2P8AHXNlVj4aGhoaGhsbfoTl1/FppPQE7nwe9Ga7bBF/cBoE26DFaiDwA6vdB5vMiGuQkO5eJMuNvh2/uEyKDYNup94MdgCKcPqp3w97l4OwJndVCTFG5TbhsNHRFvRjtItLFUw9DF4o4kz0rABlkWdR90nUj2AkGq3DsyBwJ3/9N1LH7FQh7xXNzvOiDLRVCbjjjRvGa3wWdNVC3T2xnTRF1nPMCHHwPNj/2dxMUg37TRUTMlifAkQUXrwSd4dQmtx4Qf7++RwgzTmJNERE0vlYh9DB22Q0e+wzOXSbuNJ74Ao6uEgKYaQ+JOe85Rrh+9JsGKy+Cml0i1mXxARh9DbSVi3Z2vQSBdhh7i4h5OcmJr2DrU3Dh28JVRENDQ+NfnKXzTy3umJibAsCFo7J5en0xLl+YTKeZJ785wfbSVnomWflgTw0ATouezi6b2l6JVmYOSuON7yspb/Wx8w9TufHd/ZQ0i2sMsgRT81J59crRDLj/K1Rgw/Fm8bh9Ih/dOLa7D1e+vocZz26ld5KNiQNScAei2E06Gt3ihku81YTDbOCez47SJ9nG+tsn8uCaAmIq/PGcQVz5xl4SbUZe2FSKw2xg+ZWjuO3Dg6TEmembcsqa9vMjdUiAUS/T7Alxzfg+5KXHYTHo0OtkVlwxit+8sZf+aXYC4RjH6zt5dqP47j7e4GZCfzFXaw7W8eXRBm6a3JfnF43gt+/u59vCZq57e1+3q4fVqMMfjjEpN4WSZi+rD9Sz5a4pFDe6+fpoE3VuP9kJVjYUNmM2yHy8v45nNhQzKNPxo9gYDQ0NDQ2N/y4tzz+PZ906bDNmYBs3joZ77wMg/pJL6Fi5EoBwXR0msxk1HAadDtXnw7XsJRKuuIJIfT3uL74kWFr245gUrxedIw771Kl4N22CcBjToEGEjh0jWl0NkoTO4SBSXQ2AefgwjFlZWEePRjKaaF22jBiA1UqkSJzvxRqEC2X7+++LMkOH0v7eSiJVVbi/+ALXK68Qa28X57KSBKqKnJ6O3mIh4Zab8W7fjj4tlUhjI0pnJ8gyer2B+LPnYB8/nrZ33sHf5diBTicWTcTF4Zh2FkoohHfdVyRecw3JN97QPUzzoEHkHz2CEghQOmPmqcgYwHH2HMK1dXi/+w7/nj3E2tvpWL2aHk8/TeqS36PP6kHr8uWEi4tJu/8+wpVVKH4/SODftxfb+PFUXn4FqttNtK2NlN/ehPPii+lctQr32s+xjRtH6EQxqb+/A0l3Kpqt4aGlqLEomY8++pMeKxoaGhr/G+gTzSRfMfDfvO6c2RvP24UEkswYO4K0vl6A85wcvNvribUFT6VKd2Ho60Rn1RM86kINKyRfO4Smp8R1ShVhlZiwMBcUFdc7Igrav6+JYHE7mfeegW2UOP+yDE6i6en9ROq9QnDSLwF/kQs5zoDiiQCgizcTafbh29eIfWIWztl9qF+6E32qFdmkJ+tLGz2TBrHrtE0MTR5FXmUfWhtq8Q1SsOptou2ODmq27iNhUj6BLD8qCkOdo0nVpwOQd+ZEKg/spvjwThweK84hw3j7rsW4aqrQGQzMuOF3YmyqytGN32BxOLjiyedJyu7Fx4/eT/XRQxz4+nNCPg8AkiwT9HpI75dLY2kxNUePsPitVRRs3oDb1ULY68XT3obJKmJftn/wNu6WJgZOnPpT7m6N/yELN+kOrJoSWwB8Btj+C0V9wIKFm3QHfp6eaWhoaGho/OujOXX8WknNF5Eks5+Al8dDwSegMwtXDaXLPaOtAo5+AmEPoAMk4R5x2adwfA2ggtkuRAwnUWMQ8sLke2HaUvFaZzX0mSxOZoxxcOZtkDNVRIpEQ1DyDRR8LJxBJv0B8ubBkIUizgWEoOMkkg5+tx/2vXrqtUhQCE0AMkeIv7GIcB456yEhJPG7hIjjJP4W2PuKiG/Z/Bj0miDG90NGXQPjFkNKHnRUgTXx1HvHVsMHl0HTMWgpFu1PfxSS80TdRz+Gi9+D9GFCcBL2CuFMn4nQUSkEHUabENasvgk+vQ7ie8En1wjRRkdl1zi6VlwfWSWiYiYsEY4hB94SbiDbn4WPrhSuJu560R9XueiThoaGxr8oGwubuO+zo4SjCttKWnjr+0r+/HURB6rbUVVIsBkZlOmgpcuV4vsyFx/sqUHX9TFu1svkp9vRSVDT7mfFtgoiMRWHSce0p7dgNujQSWDUSeRnxDF/eBYAT14wlFum9COpK3/4jo8O4w6e+g4a2sOJ02Jgd0Ub147vw/bSVtp8EUb3SWDGwDQ+vnEMHYEwTrOe03rGY9DJNLtDqCocrG3nvBFZtPvCdAYiVLX5+ev6E6y5eTzvXXsG55/Wg2ZPEIAkmxEFSIkzM6F/MhNzU9hZ7mL+CyIqrKzFx0PzB9In2UarN0yPRCsGWQhUypq9+LpcNGraAwTCMbzBKMu3lPNtYTNZTjODs5y4vMKZKs0hHKte316BqkJVm59vjjVyz2cFPL2xmA/31vL0+mIO1XTwzs4qrhrXmzevGs3UvNSf9yDQ0NDQ0PjVkPaHu4lfdDHmAQOov+P3hIqKMGRn49+3t3sb/86dtDzzLAD6zExQVVLuXIJjzmzCVVVCoGGxCCHESVSVWFs7WU89iX3yZABCx47hvPgiYm43hqwsEq+8AmNeHrq0NILHjuMvOEbzU38h7uw5pN51J45zzkHviDtVZZdzhur1Yp92FvGLLiZSVSXeNBiIBbqcHxUFfZq4+aY0NmIaMAD7WdPw79mLbcJEFI+ne7toczMNj/6JttdeI3j4MPos8buEWNd5eTBIxoMPkrp4MZLRQODQIXRxok9qLEbjI4/S+MgjRJqaUdydGAcMwDF/PrrUVNxrP8eYlUXSjTeCQQ+xGOETJ2h96SXsZ52Fa8UrhIuKQFGovHgRdYsX4928Gd+OHdTeeBOhklJUz6mbbTGvj84PP8Q8eDCJ119Px8ef0Pb220Samqi+4QbaVwmr/FBpKaGSEgLHjhE7OVYNDQ2Nf0E6vqrAt68JVVHxbKnFd7CZji/LUUIx1KiKGRVnKIrSJZrvXFv+I0GHPt2GFCccjCNlnQSPugBQDRJNf9mHoZcQ9+szbRgy7Rh7xGEekIh9Sjb2CeL7QHGH8e5tRI2I7wXZpMfY00G43ovii2I7PZ1IpRvFH8XYPx7b+EwSL88nXN6JLtmCsbcTVFBjCtFAmM6efnroepF0yEJaeQKHO/dSc5qLnCvHck7mpUjIqKqKwWkj/qLhhDJlHAdipJkz6dmaxpob72bf558S9HnRm62cc9dDdLa2YDBbiEsSro+SLOOqrUZRYqiKQsDTib+zA4DVf/4jvvY2Unrn0FZX3z3Xsk5H0OelsbQY2WJk/7rVBLwevnn5OXZ+9B77162hqayYo9+tx1VXw/zf38tFS//8Mx8BGv8dFm7SfQtMRESx/GcoACZ2ldPQ0NDQ0ND4D9CcOn7NTLhDCDCK1onIk+l/hDdnQ9gPeitc/jHUdTlqDDlfrHoaOF9Es9TsEg4Y7gYRozL9UTjxpYgPkfXw+WIo3SBcOPa+AhWbT7X7+S2QMRxcJeL/5q7fd7V7Rdsn1nXZznYFVS76GDy1whkk7IYn+wKKiFAJdsJNO+DtBdBRIcQi7nrodaYQP8RCULUD4nuKMiexpYKvGQ6thN4ThPOILQmOrxZzoTNA6bfw0RVCVKIzgtSlgfK2CDeRqu1Q9p0QdESDULAKBi+AzY+LOusPiviXk+MwxsGn14v4FSSwJIn4l4l3idgXRYEzbhJ1zf2bELpMXCLanPoAeBqg4bDo14LlUHcACj8X81+zB0o3CsHLx1dDwxG4tw7kH1zU/CGKIlaPaWhoaPwCWX+siU8P1rJgRBaPfH6c4mbhxrS/so1mT4j3rx/Do18WUtTgZsqAZDadEDFhep0MMYVmT5hQVCGmgtUgE46pZMZbqG4TYkFvKEq604Kqqiy/fBQbC5sJRWI8+sVxWn1h9t9/Fte9tZ9wVGHY0vV8eMNYhmU7+f2MAYzqlciVb+zhq6MiCivRZsBhNrChsJk2X5h9Ve0AZCda2FjYBMDo3gk8+20pJr3MZzedyZPrT3C8wc3GombKW71kxVs458XtTBmQymu/Gc3+qnZS7EZKm728saOS7aWtFDZ4OGd4JgCvba/AYtSx9pZx1LUHkGWJbXefxRWv72bN4Xqe/LqI6YPSeWDuQHolWrn8tT30T7ORZDMyoqeTL482EIqKq4wVrWJOYl0XHUf3TiA1zsSYPgnsr2on0WpgTN9E4i0mpg1Mw2zQMXmAJujQ0NDQ0Pjp0Ccmkn7//QSOH8f77bfYp03DnJ9P3c03A2AaNpTMxx+natElADjPW4DqDyAbjLQuXw6hEMa8PAIHD2IeMgTn+efR/ORTqH4/ktVKycRJGPv3x5CTQ6S8nM4PPgSEwKPp2DEwmyEohJXRqiqQZYIHD+J69TWiLS1EG8X3OQ4H/VZ/RsvyV+j88EO8Gzbi2yXi0+TEREw5OfR8601ODBoMBgMJl16Cd+N3SHFxWEaOxLd1C2oggHryXExRhAhFpyN05AjW00djHXka6Y88QtnUs1BDISSbDclgoGXFq7QtWwaAenIRBhA4cFC4higKHR+tQk5MJHziBNZRIzFkZRJracExfz5NjzxCrOFUjKeckED5vPnoEsXCBUN2D/TJKcRfcAG65CQUr1fckFRV0h64n3BZOUnXXYuk05F65xLc36ync9UqZIuF3u+vpPaW3xEuL8eY3ZPWFSuwDB1KwqWXUDZ9Bs4FC8h87E//4f5XFQVJOzfV0ND4BaLGFHy7GjD2jEOy6Oj8qgIMMkQUQpWd6BwmMu4aTf0jO9ElWVD0UdQupwyMQnUfbfF3n2xJFj1qIIrsMKI0i+8dY7aDSJ0PY5Yd65AUIg0+MOnwbqrBkB1H8rWDaVtVjGdrLe4NVWTecwaSQSbl2iG43i8icLgF374m9Bk2os0B1HAM3/Z6FHeYwBFxnlzpLSZ7RzamnHiKs8opsGzlnLQ5xI/KJaXJTaPUToF7P4McwynyHGF72wbOSp6LWWclKIUwrmmmfmche+oNFO3chtXhxJmeQWt1JYe//Qp7YjLX/G0Fvs4OnClplO3fze7Vq1h53+9xpKSRP2Ey1zz/Gu0Ndbxx+430GDiEkN9H3tiJbHv/ze75jkXE3JkmZKMzGBlgHIi3zUVSVjau2moSMnvQb9QZRMNhHCmpGIx/F6mt8Yuiy7FjCDAJuBlYgFg1epIows1jGbBFi1zR0NDQ0ND4x2iijl8zW56ErX8RooD0wULUMOZm2LgUVJ2I/ijbDMMvhfIt4K6Fyq3gaxFiBCSwJsHke0TkSfVOMNgg4uvKJPZC3X6QjaCET7WbNRpGXQX7Xj8VhwJw6D0YdxvYU4ToovGIeP3DRT9260CBjBHgyBQxLgYLGLp+yLeVwIVvibFVboPGIiHG6KiG7DOEOCMWhl5jIXUg5M6Ct8+B9y+FpBzocTqMvALW/A72vXaqyb5TwBQHL4yGoFtE1QxcAMc/E/WZE4TgouGwaGPiklN5yCAEHb3HQf/pkJIvxCPJuWB2gD0N3pwDqKL92j2w41kYdTWkDBDlrQnQXCjKXLQS8s8WwhJfKwy/BJoLhBhm7G/hzMVivMFO+ORasY/OXwGb/wxpA8GSAG+fC7Meh9Ov+8kOJw0NDY2fiofPGcQNk3KY/dw20hwmbEYdd83K4+lvT9AZiLK9pAUlphJTYdOJVqxGGVWFvil2TjR66J1kpSMgvnf8ESHou35iDvevLsBmlLl4dDYPrBGCwhvf2U9BvZsDVe20eEWZK17fQ1GDlzizHkmClbsqWbSikSUzcrlsTC9umJSDoqh8sLcGs0Fmb2U7sgTXTuhD31Q7eytclLf6eX93NRuLmrlvTh56nUyC1cjwXgmsvG4MwUiM8hYfAzMdANw7J5/BWU6WfHQYh8VIJBZj1uB0GjuDTBmQSl66ozuO5tPfngnA7oo23tpRyY6yVjbfOYX1t0/i7Z2VvOIOsfZwPWsO1fPalaPYX91OaYsXh1lPSbOPcFTpciqRiSgqBp3ELVP68pf1JUwekMq9nxVQ3+FndO8EbpjYl/H9k7nitT1sON7E0B7x/8xDQUNDQ0PjV0L52XNRIxEidXXEzZyBqU8fTIMHEyooQJJkFLcbU79+WEaMwPXycnR2OzGXC9MAcb6k+HwYevUi69lnqP3tzSKmBfDv3o0pN5fgoUNYZ8wgUl7+o3YTr7sOyWjE9dZb4O2K9DQYqL76GuIvOB93dTXGvDzhZuF2UzZvPqrvVEy86vXiOP98Avv2oXM4uqNPZIsFNRCkx7IXKZs2Hb3TgRwnvvN9mzZh7NOHcEkJxGKk3rkEFBU5IZ7Ge+6lpvlGIbJIScU2ZQotjz3WLegASL7uOnx79lB7029R/H5s48YRLCsj1tCAzuEg1tREx3sitsY4MB/b6aMxDxxIpLoayWwGoxFj714kXXMNajhE55q1WMeNQzYYCVVU0HafiL+RTCY8GzdCNErPd9/pjleRrVaCR44Qv2gRCRcuRBcfT6ikBJ0jDtuZY3G9+hqRhgZSf38HyTfdhG38ODxbt9Hy7LMkXvUbbKNG4VqxgqTrrqPlxRdxf7mOvuu+xJCR8VMfVhoaGhr/IySdTPqSUfgONtP2TiH6DBtqMIpjZi/aPygmInlRQjEkg45Yc5dTkx4kox5DmpVwhRt9upVosx8kCTUQBb2EeUAC/r1NGHOchMo6IKri39tEsFDEW+uShRtxpNmHa2URalQBbwTZqqf5pUOEa72k3z4S+5mZ6JMteLbVEm0NQExF8YTRp1mxj88i2hGk1llPQVIZ8StBjan0mT+Uzk+q0I8yYx+ZxhmczcDoeOSue+29rf3wxbzYVBtHSncxZ9VY1KEGNqS/hiMljX6jx5I3biL9R4uY0iufegGTPY7G8lI+f/ox+pw2mrMX30neuEl8/uwTVB05yM5VKynYtJ6M3Hza6msx2+II+rzUHBfXfXV6PUgyihLDkZRKuppD8eZt5Nx9BW/feQs9Bg2hZ/ww5t52N666GjaseAFXbQ3pOf3+yUeExn+VLqHGZmDzqikxB5AFxAEeoG7hJp37/1P8n4aqqkuBpf/L3dDQ0NDQ0PiHaKKOXzNJfcFohUA7NByFt+aK+I6k/sJF490LxP9x6eCpB5NTuF/oTEKM4GsRYgVU+O4xSMyB2X+F3ctg0p1gcQonDCX643Y7yDjCigAAIABJREFUq2HPcmg8euo1SSeiWyq/F0KFQCcgCWGEEgHZDLZEEYHSfEKIORoOChFJXLoQRnib4MDbQlDSWgJ6C7wzV4hWbKmQNkTEngC4yqCzFtIGQ8gDlnjhGJI6EEZcLtxLTnxN1/IkGLxQOGHojML9o+80mPesmIPGwyKWpvgr4bgRC8PrM4UAY9ofYcODYgxHPxICizN/B4feh6rvhQCmYhsYrGB2wsgr4Ywb4Os/wL43hBvH1d+IMaYMgIZDsP9NOPGVEM0oYTjwJixYAQPmwBd3wJT7hNBj2Vix3wAGnQfb/iqEJeZ40R9N/6yhofELZe2her48Wk8oqjA1L5Wl8wcTCMd4+HMhxJAlma+OnVptGggrmA06CurdmPQyZa2nbrY4LXoC4Rh7yoXNbYbTwraSFtIdRhrdYaKKwv1n5/Pol4UY9RLhqEpBnbAJb/dHSLQZWX24AYCKVh9v76zintn5BMIxxuQkMbJXApGYwrbSVv6yvpj6jgAS8Pkt4zDIMhuLmqlpD1DT7udIbSfPbyxh3rAM3ttdzS1T+nf389oJOaw+WMvHB2pxmPXodTL3zs6nZ5KVzkAEp8XA4vcPUN8R5LlFIyhu9HDVm3s5b0QW4/olM+6J71h98zj84Ri1HQFkxMd8tUvMRTgSoSEY4TfjepObHsfW4lbmDctgZ5mLilYf8VYTKtDkDjKiZzyeYJijdZ1M6J9MKKawr6qNo3Wd3DFjwM+34zU0NDQ0frWYBw7EvW4dstNJ63N/o/3d90CWkaxWgocOUX3DjYSLi9ElJUEoRMwgotKwWgGI1tQQf9FFNNx3H+GaGuyTJ2M7cyzBw4dJu+8+Ks5dQHDn9/+m3cChQ0KQER9Pt/9FKASShO/YcZTOTmLmrgUEkoTq94PViiElGTUSJVpfj/uTTwCwnT5axLOYTOhTU2ldtoxYIIDsdOJe95Vw5gAc8+bi+fqb7j4EC4uItTRjGStukIWqq8HtJvG663FMnYLrpWUoHi9Eo2A0YsofiOfrr8FgQJecjH3GDJL75lB7620oXi/WsWPw79wFQPh4IcVjx+KYMwdjfj7hwkKMWVk0P/IovVd9JNpua6Pzw49AVbFNnAg6HdaxY0m84nIC+/fjWv4K1ZddTvJtt5F02aXEL1xI49KH6Vi5EkN2NqHychF142qj4cGHSLrqN/j27qPyoovp+fZb+HftpvaWW0BVabzvfjIe+SPtK9/HMmwYnavXIBkNyF37UUNDQ+OXhBpRcG+sJlDSDhIkXZKHIcWK74BwcJKserxbalGDXd8gEsJ7wAThCjfoJaKN/pO1dZcJVYn72Po0C5E6BcmiQw3EsI5KQ/GE8e9vFkXCCqra5TpslFE8EcKeCJJZh3tTDbaRaTin98I6PAU1FEOXYCbmC+Pf00jLK0cgqtJzdA65vcbjHluDq6AaZ6GJwu++IcuThT0uESUQRfJHsI0VrpA2fRynJ0xg5WN301h8ggH97sDqMnP1c6+gKDGioRBRJcZ72/5Kv8TBDOs1jo2vv0TRji2MmDWfysP7eeeuxVz97HLcTY1ISEQiIXydHd1zUF9SiDUhkaHTZ9NUXkpCZg9yRoxi+4fvYE9MxNPchKooKEqMPsNHUnFoPwPGTsAS56Cm4Aiu2hr2ff4pc2+962c+AjR+SroEHL8IEYeGhoaGhsa/KrqlS5f+b/fhF8PDDz/sAO4AuOOOO3A4HP/LPfqZSR0IfadC1ighmOg3A3qMgqQ+UL1LxJNIOgh1ikiVaACsKRALCiEEwMirhBtH6wkhDqncCu464d6hM4r4lkDbqTYT+4r38+bBzMeEwKC9QghFogHw1AkRhhKFuAxRhy0N7Mliu8QcIQpBAtkg3DPGLYaiL7tEIio0HgNfo6hDiUDu2eBvFU4WJ0+GrEnC+SJ3JlRsAUui6H8kIKJTomHoM0GMB6DnGFh9oxDBeBqF6CVjGBx8V8xPS6GIYYl1OZIYrOBtFK+5SuH0m0RbPUbD+xeBv1mIWByZQoxx4dvQdFQ4dMx6HDJHQNFXEHDB5ifA0QN6jYPCtdBWJlxM/K1gTRbCmtL1Qlzid0F7pYi32f2SELMk54oyk+4UTijRoIjNOe1yWD5RzGP26H/SQaehoaHxj3lo7TEK6t38fnp/bpzcD6NexqCTSbKbKG50MyAtju/LWlGB7EQz7kAUSRKutjHlx4q1nokWWrxhTjR5MRtkpuanseZQA3aTHpBodAd56+ozGJOTxFVn9mZqfirfHm8iElNZdulptPvCNHQGiCoqnYEI35e2kp/hoN0fYUL/FMwGHQ+tPcbLm8to9oSIM+q5ZExP5g/PYltpK+uPNzFzUBo9EqwEIjG+ONJAotXIC5vKyIo3M7SHE6nL2UmWJWrb/cwZmsHW4lbOHppBdZuf6c9swSDLvPl9JfWdQV7fXsHCkT3ok2zjmgk5RGMqW4pbGJzlZFCmgxZPiCqXuHi4t7KdSEwlpogQsgPVHQzJclLU6OFAdQcGnUwkpvD4eUMpb/Gyo7SVXeVtjO+XRGGjl5iq4vKEKWxw0+YPM75fMpnxln/uAfELxe1288wzz5z895mlS5dqF6g0NDR+Mn5t56aOmTMx9uqFfeIkJIMe57nnEjftLAL796P4/cRaW5HsdpTOTjAYkKxWce+spkZUIEmkP/JHWp59DsJhwuXl+Pfuw5yfj2P2LELlFYTr6oXLhtEIBgOGnj0JFRaS8fjjxF+yiHBFJWo4jBoMgqqitLQAoHp9SCYT5kGDkMxmFLcbxdWGnJyM0tHRPQbr6FHYJkyk/cMPidbVARA8dEhEmUhiwULSjTfQ9vobKIGAWIwA6JKSCB0vJH7+PDzffIMhOxulrQ0UBVP//hCNoQQCxFwuJIMBNRrB9eIy1EgE1evFt2ULjjmz6fjgAxSvl0htLbq0VDFWWYZIlNDx48LFw+sl89lnMPXsRaS2lubHHxedN5vRZ2WRcNFFZP7pURqXLiXa3ELanUtQgcC+/YSKi2l76y2cc2YTOFpAtKEB/86dhI4J0a2+d28kScKzYSOR8nKiLS0YevfCf2A/wSNH0WVmYhk5kmhdPWkPPYRt8iRChUWYcgegeDzUXHsdcTNnoHM6/ynHnIaGhsY/ItYRpH1VMabeThzTemLOEa6FhnQb4Vo3ks2AEooRaxVRKtj0EFHEA36UAi0KyhCIofqi6BJMxNpCRBv9WAYmEW3yI5l1JF6Qi6lvPNZRaRiy7IROtINVR9pvR+A/0IxkkFHDMSL1PkAl5gljzLJjSLai+KO43jpGsLAdJAl9pp24URnY0xPZat1MYb9STjdPJDO+H86KOJRwjGBRG+7DdchDbJhstlNjD0Qwx8XRy5aH4olgPzOTDSuW8fVLzxLsb6AxqY2GokIKXvmEKVdeR2JWNmcuvIRjWzbS0djAiFnzCHo9RCNhPK4WYpEIvs4OIl1xZ5FggOJdO0jN6Ud90TEay4qJRSJk9stj9PwLaK2u4NiWjbhqq0nL6U/VkUP0Gz2Gkt3f4+tsx9/Rzsizz/2Zj4B/HbRzUw0NDQ0NjV8HWnDprxFvixAa1B2AjKFw2mUw/3kYuhAmLBGihqyRkJADOZNFGXO8EAgE208JFwD6TYVoSDy3p4OnAWQd6AyQNweGXHBqW50ZTHa4rQCGXghvzReOE4sPCfHC37NgBUz8A3RUCmcNgJpdQuiRMwVsKUIF73MJcUT32VIM8YYqRCkme5erxclcyzhY+Ibox+Dz4Jr1MFbkNaMCr82ErU/Brhe76usSkCTnwpCFp/qX0BuGXCjeA+FwkjUKTA4Ytgjy559yyqjdA/3OEv33NQvXE1UVriT7X4en8yBnKsx6Aj6+Bj64BNQoRPxCGLL2ZhFxIxvFAxmc2WBPFa/7fzB/BjO8dTZcsVoIZfwuKP4a3PXw4WXw5R1CAOIqE+4gLUX/du6bi8RxoqGhofFPZk9FGw/NH8TGOyYxJCue3608QH2Hn68LGugMhKnvDPKnr4qIqSBLYtGrCkS6corPHZ5Bapyxu77a9gC5aXZAuHTcflZu13MzvZPFqtCXN5di0svkZTiZmpfGO9ecwaPnDmZbSQu5aXZGZCdww6QchmY5cQej3PzeAW5euZ+vCxqIxhQ+2V9LIKLQP9WGOxTl5S3lHKntYHp+GnfOHEC7P8KKbRXcMKEvX906gRsm92XJjFweWHOM13dUcPErO/n2eBPpTjM2o57Ceg+HHpzOyF4JZMVbmNA/hd7JVhJtBsb0SWT+sEzyMhz87qz+ZMVbmJibwsheCeRnxPHRvlq2FLfw4iUjyHSaicQUJuWmdP/gsxhkPjlQRyASIyfJissXRlVhe0kLE3NT6AwId61mT4gpA1JIthvZWNhEqzfM0CwnSXYtt1hDQ0ND46cjVFpKsKycSEMDznnzcM6bS+Zf/4pj1kycZ59N3IzpWEaNQp+ZiT4lBQDZZhOOVIEuq3tZRpeaIn4UmEyg02Ho2xfV7+9e4Zzx8FJkg0GIHMJhUBQcc+bQ77uN+PbsofqSS7FPmULq7bd1iy1OIjkd9Nv0HbqEeCKVlaI8EK2oQE5MJP7KK0CSCDc0IlnMwlHjJHZxg0x2OkGvJ+b2iPq7XDvMw4aR/cpy+qxZTdysWWS//hr6tFQAvN99R+PDD9O+cqWIakEIQGKdbqxjxmAaJGLZ5Ph4LMOGY+jTB7oiUuIvughdYiK69HQSrr8e87BhXQKPCN7135Jw8UW0r1wpxDFGIwSDRKuqaLzvPsoWnEfaA/fjmDeXsrnz6PhIuF3GWlpQYzHKzp6LfeZMMT5FAVnGPGwoitcrxCwnx2800vL0MwT27iP90UeJ1dejuFx41q9H8XgonTgJ74YNeNevR7bbkcxmwlVVP5p7VVHw79+Pqvz9nVENDQ2Nnxc1qhBp8JF222kkLcoj0uinY10F0bYgofJOYp1hIqWdhIvaRQEZ8P3YqTju7N7i8mRXOrMhy9b93D4hC8vgJAD06f+PvfeOkqJM9LCfqq7OM92Tc4IBhjTkDGZEURHBgNlV16xrWHNa0A26Zl1zYM0RRJEgEiSnYYgDzMDknDvnrvr+eAfQe7/v3Pvdu3evd63nnDkz01P1Vug6013VT/1+fTKFquFZ24ipyIGlOImESTmkzCshcXIuwUPdGHPsWEem4zyvPygS4ToPriXVdH98mFh3kMD+TmIdQTAAikys3Y97magdG5c0hZNSZ+D7pp6EIxYy7xpDyoUDSbtmGLstG1h49824djbQ+fY+4v4ogwdNIdLqpaWwmcy7xwCQUzKEfqPGklbUD7msl6KuLIadcgaZ/Qcw9tzZSJLE8FPPoGD4CCSDzI5vv8LX3cX0G27HYDQhyzL9Rp+4qcxiT6C16hBIEoUjRgPQXHmQtIJCJEVBkmU0VSWreCD5w0vpbW+l4cBebI4k8oaW/qOfch0dHR0dHR2dXzx6/cqvkY8vhM5KkdhwwzrIHQOvT4P2A0JUmPo7uOANeG2iEAtko5g24hNCRcoAIRKMmActe6BmHRROg/pNfcLE+yLBYuxvIOQGR65I55A0aN0rxvnxKVFj4mmG7x8WCSFNZYhDMgZIolLlw/PBkixkksl3wNZXhFTi6wCjFXpa4P1ZQm5QLGI9AdBEUoesQMVikRCS3E9UtkS8cHQ1rJ4v6lcMJiFdDJwBk24BV6NIBPlo7omx9n8pkkIiwRP7cdMLouZFjYqkkQteE0kf782AsneFCBPp62Vu3gVvnwEz/yq2Y9d7P1lHk6hRWfckxKNiHmuyqJzxt4ptcuTBuqegcIpI9Bh8Luz+WKR9ADgLhUCiRiHoEuPaM+GSD8XvdRth1JWi0iWpQCR8DD0f9n4Cuz+EfqfC6sdg1ssileSNaSKp5Kqv/7+Po+1vQu0GuPjvQuLR0dHR+W8Sisa59K2tlGQmMjI/iZwkCxuOdLGovJnnVlWRYDKgapCfZGFwdiL7mz1cPbmIdzfVkJ9sY1BWIheNzWNrzYmEqGBUpardxy0n9+eW0wdgNxr43ekDGFOYTE6SlfL6Xh5cvB+nVWHumDwenDmYsYXJ/FjZwac7GvnrRSMY3y+F0wdnsruhl3SHhXhc5dMdDTywaD/zZ8XQAIMscaTDz/VTi/pqWVIAuO20AbgCEYbnOjlreBYGWaKm08e+JjfnlmYzID2BpxsqOaPLT48/zHf7WzHI0BsYTCAS591NtTw1t5ScJCuLy5tZc7iDHQ+fQVqfXHHjB2UkWBTeuXociRaFbdVi2x9ctB9POEZGopmKFjeqJK4zvnnVOP6y/BB5yTb+NHc4f1hygBUV7dzz5T40TUPVYHBWImX1LmwmAxuOdBFXNbY+dDq9/ui/S0LR0dHR0dH5rxKurqbmvFlIVivGzEyKV64gVFlJ7dwLIR7HNmE8mY88invJEoI7d4KioOTlEWtqEncgZ2aiRqPINivZTzxByz2/R4rHMZWWEt6zB+ukSSROn45/2zbMxcUoubnEurpEEkckgmfJEpIvvgjPiuUA9Hz0EWm33gogUji6usTPJjO+9Rvw/7geOSUZDAoGh4NodbVIDumTPHyrVtH2+OMoublEPH03yPpEDZqkKEgGA66PPybpmqtxffgRqCqh/fvpfu11ul5/HevYsURqaoj39JD95z+jBgJYRpTi+W4ZvR98AEC8t5fA9u0YkpJE2geAqtJ4223E2togHsdcWkrGrbeiud30vP8BvW++iWy3o/rFuvR+8AGelStJvelGAjvL8K9fL7YzKUnUzbS00P3W20iKgupyYR427HgahxYIgNWKb9MmjIWFqMEAjpnn0Pv++8fHQFFQu7pEMkhXF5LRSNL5s5DQUGMxEs88E8lmRfX7MRYUkDD9DOwTJ9Ha3o7riy9xf/MtkdpaCj/+CM/yFbQ+/DDZT/2FpAv+3+/I1qJRmu6+G/vESaRcdeU/7PjU0dH5dRPY00HvV0cwD0nGVOQkVNWLFlOJNHpEtYpZBgmMRU5AJdoTIum0AlzfVmMZkYYp047BaRF3IPR1Y0brvEg2haS5A7APTyfSHUANqSRMysaUace7rQXf+iYitS7sk3Kwj8nENjqD1qd3IBkNJJ6Ui7m/EyXViiRJxHpDRFv9hI+48KxtIFzjFisvixvdkuYOxNQnjGRZ8siy5BG53IsW1zBmiscPrPsBySgzeuYsJLdGpMGLFo7Ts/wITeYmghELowznUL1rB96uTmbd/SDRUIi1S56kd0CUmX+8CwB3tJcV7YuYeNLJnD35JExmC/bkZDydHWz8ZCHxaARfTzdJ2aLmJSW3gKEnnUrVts0Uj5vI5Asv5aWrL8TX282bt1yDLAtJ0Z6cwt5VywBoPLCPrIElXLrgaer37SYaCmG0WP5Zh4SOjo6Ojo6Ozv86ev3KT/jVRNwaTODMgYIpQhKo3SA++O86JCpI3E1CSDiySiRPJBeKtIdoAO6uALNd1IA07RQSQOoAUfdRtUIIF+37ofwDIXqsvF8IBLGwSPI45SH48c/QsFWsixoToofUV+9CHBKzYNrdMHQW7P1MCByDzoJx1wmRAQ38nWKdbangqheVKFmlQkAxJYjl9T8VUvqBrx3GXwdz3gBvu6hAGX4h7P1UpGa4G8WYsRDs/0IsOxqEPR+LdVSsYhmaKoQLRz74Wk9UzuSMFidpdRuheadI7EjIBkuiSD5xN4K/XSzj6GroqoJw30W+wqngqhX7qPRCaK8AZ4EQNKJ9Qog1VUgtUT+MuUakbiTmiO3wNIl9GOoV4srct2HK7TDobCHKJGRA5UrY8hJULBGpJ2pcbE9COgw4E0ZeLqSWI6uEJFJ6kVjH9GHw9Y3i+DBaIL3k58fRtteF0DPxZlBO3BVP2CeqYcyJ/zPHr46Ozr8Um4928cn2Bib1T8GkGMhPsfHVrkb2NrnxhuK4AxFa3SFcgQixuMYxpaDDG6HTF+HRc4dwtMOPKxhlQ1UXX5Y14g3HuXZKIfsa3ciS+Bfd5Qvz3b4WFiw9xJaabrbX9pDtsPCHbysoyUokN9nG8v2tXDw2H6fNyPiiFC4ck8cTSw/y6Y5Gbj99ANlOK9uqu1m4pY5EiwFZltha3Y3TauTs4VlUtHjY3ehibl81yjEsRgODsxxoGjT1BNhV7+L19dXcPX0Q72yqxWKU+cvcEQzOdtDYE+BQm5fSXAfrDnfy9sZaSrISGZbjZH1lJ4favMwZnUd6oplOb5ivdzcTjqksWHqQLl+E208vZk+ji1A0TjSu8cxFpXxd3kRcE/vBFYzgDcWYOiCNM4ZkcvbwLA63e6nu8CEBYwqSiMVVLIpMtz+KDGQ6LMwamcMlb25h7eEOrplS9E8/Tn6J6BG3Ojo6/5P8Gs5NZZsNNRDAOmoUiTNmoAYDxLq6CZSViRqR5hZMBQX4tm4h1tqKbcIELIMHEz50CCU3h4Hr1uH6/AtijU1EGhrJfPBBHDPOxLd+PfGeHmLNzfg2bMC/ZSuG1FRcH36Ekp4Gsox98iSSLrqYpjvvRPOJ8y7N78e/YQOG9HRRvWIwYOrXj/xXXsaQnobr888xDxmKdfBgnHPn4Fu9GjSNUGUlktWKJMuEqquJd3Zi7NcPU0EBMZcL2WrFNn48stWCGo6Q+9e/4rz4EiJ1tWTcfx/R+gZChw4RbWw8nj4SbW4mXFVFxh130P7MM8S7e8BigWAQ1ecj3tWFbfx44oEAalcXseZmjNnZKOnpSJqKZ/VqwkeOYp86Fclkwti/P4nnzCTa0oLq9R7fVk2NE+/sBFnCmJdHvNeFqbgYY34+0dpalJyc4ykhAEpGBmpXF5IkoSQnE+vuwTp8OCgKsdZWtFAILRDAecEF5Dz9FI6ZZ5Ny5RUoKSkY8/JofeRRvH3pHJrfjxoMovr8GDMzSZh+BsmXXkrHiy8Srasj8bTTMBUVEaqqwpCSTNNttxOprsYydCiGxBPnmmowRPuf/oxsteKYcebPDzJ3k7jRQ78JQUdH5z+BZ20DcV8EY6YdJdmCGo0T3N1J5KgL7ArxzgBykhnVFQZFgpiGMS+BSJULWTGQeGo+4QYvsfYAoUM9hPZ3ITlN2EdnEG3yiZSOqIoWiuPf1oJneR3RZh+yUSawu51InQdTYSKRFj+qJ4p9fBYAtlHpmPId9Hx0CC2mYh2Siik/kZ4vq1C9EbSICiaZWG8IJcOGnGhC7Q0TqnaRPKv4Z9tocJhRkszE/RG0WJxNX35Ic+VBZl3/AJ7lddjHZWAbmYGlKJmGAb0EslWyLXls/+ZzDv2wmjHnzsZksbLjm0UYFAOjz55FLBLBE+qlMniQaFU3yx57ksLho8gfOgJXWwvujnaKx00kNbeAuj27AAj6PFgdTjydHUycfRGJqWn0HzuBuj3lhHxezFY76UX9UExmQl4vssGApqoUj59M2OvhuxefRjGZyBs6/J99mPwi0c9NdXR0dHR0fh3oSR2/RkZfIb5HQ/DKWCEGTF8AoxfDB7PBZIe1T4hpptwBH/bdEWO0g8UhEh/qNgtp49BSGDILqteeGN/VAKc8CJ/OE1UkY66Cba+JdI9B02H7q/w73A0nfjaYRYpEyx4YdQVULhciQ/sB6H8K1P4oBAs0ITIkZAoRY/3TQlY4Rs16MZ0WF0kbzWUw4lIYfB5s+KsQNCSDmCZtkJBH4jFAhqJpHK9wif0knaO3QcgWBVOhYbMYu6VciBfNZX01LQOh46CYP7VY1NkYTKLOxJ4GJ98Li38rxJP6TWLcQBcMPBt2vgeRWiFsNO0U6zLqMpGKoalQfKqohqlaIZalRkVCycCz4PyXRZ0KEhz8BhKzYeE5kDZALMPTJL5HvDD8Ylj5IMcTUfydMONJGHutkD4OLBayjj1NPLchtxBoIn6RYtJ1RIg0kaDYtp+y+EYxz31HdLFDR0fnP2RReRNLdjdzzZRCMhMtnFOazZPfVaBqcQ61uNEkqO7wYTbKXD+1iFd/rAFNo9sfIS3BREGKjXd/M56RC1YRU7VjabYs3FKPLEFGopkkuwmnxcj22h5kWUICfjO5kKoOL3FV45Jx+Vw6voBWd5D6Hj8PLNrH8/NGUpRm57lLRtIbiNDhCZGeaGZcUTIfbTMwICORAy0eDGaFKycVcPbwLHzhGNlOK5P6iRjddk+IZJsJkyLKT2a9spGDrV6eu3gkP957Ksl2E3d8Wo4sS4RjcZJsJp69ZCTTh2by2c4GNh/t5s2rxjK+MJluX5ibTikmPdHMZW9vJTXBTE2nn/evm8DEfik8sGgfza4gF72xlQ5PGHcwypc3T6alN0hEBUWWcFqNlNX14g3FKM11Utvp47K3tzMoMwENIX0cavUSiMaPPz9xDWKqyvTn1zNndC7nlGb9U48PHR0dHZ1/TTRNQ7ZYyHr4YQACu3ZRf+VVKOnp5P3tb/R++inuxYvxl5URKt+NechgbOPG0fW3vwFgGiDOcbL/+CTd77xL8uWXEaqoIOWaqzG89vqxhZA440xiPT20Pf4H7KeeApEooUOHQFEwZmaI5ImfoqrEOzrEz/E4jnNmEuvtxVRYiOPcc/GuXUuovJzA/n1YJ00iuG0bRKNo0SjWsWMxFRUi22x4VqwUVS3xOGo4jG/NGiSjES0cpuHW27AOHULWo48iGQx0v/0OWjiMkp9HrLEJ2yknE9i0GVP//qiRCBn33U/TDTdAKPSzVfWtWYNSVIQhPZ14ZyfRxsYTf6ysApNJiCYHD4LRiDE9HccFs3F/tQhVUbANGoRz9vm03H0PqBqRI0cBiLa04Jw7l8DmzZiKi4lZLCLdRJZJuvwyup57Hi0axTl3Dm1/mE/Pu++KZcoyckIC6ffcg3PWeRgSEkBV8a1bh7GggKabb8F+0jSidXWokQiSyST22/BhtNx3nxjC6QRJouCD97GOHIl76XcEd+7EmJmJbLHgXrIEy4hSJKMR++QpmIKHUKN2Iar8m9pUyzsrAAAgAElEQVQcAj3w8hiRcnnxwv/G0aqjo/NrQIupeNc1YipIxDosDdmqYBmSin9rK5JNQW0TrxfRWg/GIgdxXwQ1HCLcID47t5QkYcpNIOWiQXS8svvEuO4I/l3tACjZdiSDRKTFhxYWVS2S2YClNA3v5hYko4HUK4aixTUko4xreQ1aVCV59gAMCSZSLh+Mkm5FjcRB1bCUpBCo6EIyG4j3hJBNBpIvGEDcHSawtxPriDSxDppG3B1GSRKpFnFPmNandgAw6+EHicUixCsDqJ4IkSaR6mRMt3Fu8jzqA0f5tu0z0ub05+oLf0vA7cagGDnzxttpOLCPF6+cizM9k5Dfy81vfkhrqBLvqGpWvv4CuSXD6KitJq2giLNuuYvP5z8AgNmegKaqVG7ZgCTLhAMBdi5dTPmKb4lHRXV20OehteowavzEuSlAy+EK9q9ZydhzL2DoKaf/4w8EHR0dHR0dHZ1fMLrU8WvisytE7codZeL3iA88LWC0weo/iGoQgMYyIA6nPwY1P/aJD3GRSPGXPJECcdmnsPwB2PGGkCHO/rOQCDb01Yt8d6dI9pAN4lOimzbBJxfDjneENHBMmEgbDF2HT6yj2SGkh8+vFAkXsTA484Qc4G4WXyPmwb7PxPTeFiEkdB+BnloYcy2ULxRpHac8CD88KiphOg+Lr8oVMPs1IYAgnagvcTWK32MBeO9MIbZkDBGPF0yGo6vEdNZkIWo0bP75vg12i+9T7oBpd8G3d8Koy2HZ708IKwYzeJvFut68BX54XKRgxEJi2ZUrxPokZgtRo/9pIvWiZY+QaQLdcPBbcOaK/eJpFuPGQuBthRdLRTLHnLeEsDFinqhS6ToqkldsaXDJB/DOdJEyckwciYWEMJLUT1z4ctohcxi07YeRl0G/k4Xk8cXVYrmFU4VUcv4r4jlsLofOQzDsArF/Bs8Ek008Bzo6Ojr/AU/MHs6tpw7gj98dYu3hDh46ZzDuYIxjLR+j8pwc7fBhUmQhdACesPjffdawLD7b2ci+Jhe/mVzAS2ur0Tj+CoOqQasnTKcvTP80Oxocrw95emUl3905jfvPHozDIu7efHDRfg60uInEVLp9EbKdVobnOrnvy718vbuJG08u5vUfq8lOsnDB6BzKG1x0xyJ8vL2eD7bWU/bodAD2N7mp7vRx31d7mTc+n5F5SRgNEgdbvZgVmSHZiRT1JXlsfegM7GYFu1m8Jev2Rfjb2qMc6fDy2HlDmTE0k5kvbcQbivH21eN4Z2MNqgYOi5HSXCdOi4LFaOClS0fzl+WH6PKGcVgVfOEYt31STosrRIpV4ebTBvLVrkaq2n08d8kIZo/M5cYPy2jzhPCHRWy81SgTiMYpSrGS5bTS4g7S0BNk1ogcdtb1sHx/Ky2uIK+uq+aj304kway/jdTR0dHR+f9PtL2DmlmzSLnmatJvuw0A3+bNoKrEXL003303xrw8AALl5UhOJ5kPPEjn314RA8gy4QMVHBpeSs6zz5D30ovUzJlLtK4O28SJFH7yMa1PPEmsqwtDUhLurxYBoHp9pN7wW7RwhM5XXsa3YyfY7cfrU8yDBxM+fOLc1DZlCoa0NBqv/y22SZMIbNuGeeRIwgcPEmtoRFKMYLNBOAwGA6GKCgwOB6GDh1BSUjCkpBCpqsJYVIR9ymRcn3yKMmggkQMHiBw4gH/jJqylpYT27gUg1i3OKUP7D4CqEjlyhMqRo0iYORPJasVUUkK4shL60jxsEycS2LYNfiIzSDabEFUUheKl3xJpaMD1zTekXH019ZfMA5MRIlFQFPytrWQ98jCZ8/+Ab+06/Bs2gCxjGTIEz9eihlOyWjENHIgxK5NoQyP+9RvEura3owYCGNLSQJKECKOqqF4vgfJy2hcsIPXWW1E9Hno/+ojMBQswFRcT94sPRZOuuhJzSQntjz6GkpkFJhNoGqrfj2w2Yx0xgmhbG9aRI8XxsW4dOX96hOiGj+h+8w1i7Z0kXXwh2YZXUIpOIeumC0hI6YCWvdBTDcPnihsehs0R58Q6Ojo6/wGSIpN51xg0VaNlwVZkm4JtUjZooPmFgGGblEVgWxuqP4La1SfaeYSEYB+XRfcnhzDlJ2LIsBDv+ImIF1EBiLX4MQ9KRmv0Hf+TFlXp/fQw2Q9NQJIlJEUm7g3T9tedIEsoTvPxaa3D02hesBVTbgJaIEbME0ZxmDAPSMK/qQWAzjf3kjAll7SrhgKiRiba7se7ronU3wwl1h4k6g6BCoZ0Kya7DbNkh4lgLnZiTLOdWO16DzsD60lPzWRiyinE26MsvOcWJsy+CICDG9agqSoJqWk40tMByBk0mPPuup/PHrsPg1FBVox4Ojt48+ZriEcjpOQVcPbNv+OTR+/F6kjiyj8/j2I2s/jp+aKlOi72tawoqPE4BaWjiIZDtB6pJCE5haTsHCRZZteyb2g+XEFB6ShOuuyaf9RhoKOjo6Ojo6Pzi0a/Gv9rIqW/+O7vggOLhFyR0k9ICzmjIGuE+FA+2AuSDHkT4INZQupIK4GQV6RDHFkFqx4XQgeIFA5VvOnmisXwymiR6FB6iZA61syHPZ9Ad5WoWgGQzZDaT9SugJAYDBY46W749nYYcRmcfJ+oSDm6WqyDrIhkit5aMU9yf+itgYm3Cvlg6BzIHAJjroay92DDs2DPEOsQ8QEamBxCQjlGciH01os0jpRiMFqhuwbi0b60DYTcckzq8DQK8SJ/IjRuh5LzRN2Mq16s42mPiJ8Pfg2HvzshjRyrUDHaRHJH2gAhU5jsIjnDngVl74ht9LaKL1mBknNEUomGkEIOfgNhr5j/p6kkeRNEYkhvHZS9KxI3di2E9CFCuEASSSnOPDjrSSF4tO4R84RcYoy2/fDFlXDS72H0VbD1FfG3fV+IfTjuWvH8DzpLXCQzJUD9Zlh0nRBMOg6KShzZIJJRTnlApJYAxCJie2T5v30Y6+jo/GthNRpwWo3kJFkIR+McbHHz3MUjeX9rHbG4xuDMREJRlcNt3uPzSIAkwdEOH2sOtdPmCf9sTIMMAzMTOdQq5inNTSIYjR3/+8kDU9hwpIdL39zG+KIU3r56HLIs0eoOEo6pvDRvBHNf28ITFwzj0vEFlNX3IkkSjT0BcpIstLpDKJKMzWQgElNJSzAzODORdk+ITIeFBxbt40i7F4fVSCSqcv+ifUwbkIbDouCPxLnzsz1MG5jGH2YN46HF+8lPsXH5xAL2NLr4YEsdVe1e/jhnOJVtXi5+YyuXjMsnGI2Tnmjm5EHpXDu1H4kWhTmvbWHJnhZGFSQD8NA5QwCo7vRxxnPr6fKK/dITjPHCD5UEo+JiosOiUPLYSkDDIIE3LB4/9vfURAtvXj2Ohm4/+5rdfFnWxJEOL2MKUkiwGNjb6GbRriZGFyQxIi/pH35M6Ojo6Oj8ayNbzJiLizFmZRGqrMS9eDGGtHQMaWmkXvsbLEOGENi1i8D27WguF+aSEjwrlhMs2wUGA47Z5+P9fhWSwUDL7+8l9YbfilQMoOG663Cccw72yZOQgOa77gZJovCrL2m47HKabr0NJSuLWEsL0ZZWtEAApX9/DAkJRBtOpEfazzwTolHa5y8g9aYbSZwxg7pL5hFtaYFoFCSJaE0NSkYGsUAAOTUVtaODtDtuR/P7MQ8ejGyz0fvNt3iWLMG3cROSzYbBZObYOxLLmNFE6sUyJZsNZFlIqT092KZNI9bWRuToUfybNqEFg8Tq60m+9FJ6F4rUicDWrSScfjqB7duRHQ5MBQUEDhwAwDplCqbCQtzfLsX73TK8K78Xb54iUQz5+cSbmjAPLkFJS8M+YQLdr78uBJVAgFBjA1qHqJ8J7tgBmkZ4/36Srrgc18efCBEmGqXrvYXIZjOo6vH9JiUlEdq/D4Du114j57ln8W/ZQsczz6D5/ccFFP/GTaTfeivR2lqcF8zG/fXXxNrahBgCtD/1FK6vFpH74gs4587F+/33GNp3oLZsRgvlkX7HrRjTzTD0PaTUASRvfB4OLoFFe6D7KLQd6KuNXSpu7hh37YkDMBoU5/06Ojo6/wbZbkSNqch2I/GeEObcRGLjMoi2+ZEVmbgvimQzEO/8eXISFgOuFXVEG70E93X97E+GdAvxbiFRAKiROJJNQQvERIWLSSbaFqDtmTIcZxaQMCEbNRRHC8cx5iWgpFhonr+F7AcmEPdFIBxHDcaQLQY0l4YaiKGkif9pUoKC4rRgcJrQ4iqxriA9n1VCkRktUSZU48a/oRn75GyxvYpE65+2k3r5EPx5UVaHlzIleBqqptK6uhz7jxKnlIwncV5/oq81I49wMvzU6fQbNZagx0P/MeM5+5a72fLlx+xeuZS26iqyB5Rgsli5+hmRrGVQjOxeuRTFLOSUnqYGPp//EACRoJ+q7ZtY/+F7GIxG4rHo8f2mxsSrZenpZ1E0YjTVu7ZjMJlY9uLTFI4YTc6gwfhdvXh8Pex172RI4khM8r9JEtbR0dHR0dHR+RdDlzp+Tcx4Uogcf8wUsoHFKQSOk34P+RPg7TMg7AZkkdxwYLGYT5LAni6qQixOyBkDmUPFh/a7Pxa1HjvfEWPu+bhPoECMcXCZkDW6q8RjOeOhZSeoYXFxBYQocMmHQtZYcb+odbE6wZEDdRuFvOHvhogbEnNg9DWi/sNVJ+ST4tNEzYjRAr/bDe+fK1JCAML0JUZoQoq4ZKFY/+o1YuwBZwuZQotDTw3cuVds67bX+ypoJJEKYs8Af58MMnC6SDU5sEgkYDh+D4tvEMkaHRVCYBl2oZBfkgtFbUywG7JGCvnh6BqRehJyga9NjOnv+144TTweDYIzH4pPh4zBsP4ZUQ3jboR4RDxvM/4MPzwm1v3gEjjzjyL5I2cUOPLENM2iq5LMoUJeeW8GnPMcJKRDxlAh+Oz+WMgWSQVivr1fikSRR9tF93DbASH7lH8A658Sy7h4IXwyTxwrvi6xP/ydsONtuOA1sc3r/woXvi0u8j0/FOypcMsWIX3o6Ojo9PHcqkre2lDDjSf3RwUkSeK+r/YR60vUONTqIa6BQYJEq5HsRAuH2r1oGuys6yHZJlI2TAaJmKqRZDWiAffNKOH698swyBKNvQG6fBH6p9qYNSqHjEQzZfVuPKEYP1Z2cO3fdxCNayyYPYwpxalc/vZ2InGVtYc6OHtYFreeWsz7W+pYuq8VoyyhavD4twdIspkwGWQOtno42uFj5cE2yh45kz/PLeWDrXUsLm+mst3LJ7+dRLbTwtzXNpPlMGM1GY5XsjS7gpiNMtcu3Em7J4QGPD5rKFdMLOSG98s43Obl2YtHUJQm0o8WXjsBAFXV+MvcUk4amPaz/dnmDuEJRLlr+kDOHpaFzaRw5bvbaOg5USUWiKgk24x0+SLHHzsmygCEY3FGPbGK2aNy0DT485xSKts83P3FXn53xkCeuWgko5/8gVMGpfP3vvXR0dHR0dH5z2JwOin69BN6v/yS2tmi6lPJziLe20vylVfS/f4HdL36GqSlQVcXkfp65GQhMKJpxFrb0Px+bFOmQCSCc84cgrvKCR48iOrx4PrsM1xffw19HwihaXiXL0frkzFiLS2iKsTpJB4IEKuvJ9YX724eOpTMBx+k+4038O/Ygf300zGkZ+BdsxbiccyFhYQ8HrRwGMuoUSSccjJdr72O2tGBISODWEcHTTffQtptt5E4YwbtffUyGAwQjxPuky6UnBxy//IXQgcO0HT7HcR7e3FefDHuL74AINbWRvF3S4l7PNRcMIeYx4MhMwMt9JNqUCDj0UeQVBXPypU4pk/HvWw57m+/Je2aq+n97DMkqxWloEBsu6YRb2sj3tiIfdo0QocOEW1vR4tGiXt90FdFo3V0AuC84AIi1dVo8TgGh4PkSy8lsHUbkRqRnKZ2dqJqGuZRozAPHYp/9Wo0lwvT+PEknjmD0P79yIkOkuZdQqB8N7516yASQcnOJlpXR8/Cv2OfNg3F4SD9rjvpfv99IhUHMfXrh+rzYSospPn2O7BNnULJrjJxLeOks3EWTqX9milooWZCd7+F2noE054lICkozjyYPh/WPCEEkpPuEeexFV+L1I7qdbj/eDmG035HwtUP/U8c3jo6Ov+HaX+xHIPDhGxTUL0yntX1xDqDqP7ozyc0ymCSwQB4YhCKE230CkkjpomTK6MMqoYx044xO4HQ/i4kq0K0TtS1GPs5cJyej29jM+FqN6o3gmdtA/6trZj6O8m4ZwzENDrf3IcWjhM83INteBoJU3LwbW0RN38BaihO6GCP+CWqogaiuJfVEjriIv264STPK6G8dRP96tIxZydgvmIImgz+ra0YUqyooTgYJGJaFF/MQ3uohR3Vqwl8vIOBJZM4a8Z0FKONRvchWsqrOev+O4/vhoETpwAw7rw5pBUUktV/4M/3Z201+cNGYHM4GXPubHpamvn4obtOyBuShD0pBVk2HK9dATAYTcSjEQxGI+vef4ug28Wos8/Dlujk8j89x74fVnLgxx+49oU3aEnoYHPPGmwGOwMThv7DjgUdHR0dHR0dnV8iutTxa0M2QEKmSLy4YpGQG5p3wfJ7T4gQx84MyheK9Ak1JipDbGkQ6IK0IbDsHrhoIWx7W0zb/zQhaXiaROqGI1dUt0T9MGC6qPVoKRdCR/ZYkVrhbRUJGcXTRTXL+JtE9UjbfiGQ7PlU1H0kZohEDgBvm4hTtaWKeaNB+Oo3Yr6TRQ8vQ84/Uc8CJ+Jop/xOCAafXiYki7wJsPNNIYZkDheVI4eXg2KCfZ+CwQSl82DbqyfGMjmgqwqW3Qv7PhfiSlYppA2Cc5+FpXeJhIyBM4QgsvxesW6164XsEuiCjc/CxufENKOvgt0firENZiFojJgHk28V++zdM8U0ueOgeaeQWmSD2AcbnxMpKy3lQg5ZM188DwcWQ1MZTL1TyB4AZ/1FJKpUrxHSiySL1A5Xw4mnvKdG1NkkFYoHYiFRz7PxOTj1wRMyRslMUeECgAq2JCg+QyTBjLkGkvKF2OLu63SWZVEf03lYpHlklf43DmAdHZ3/6/T4IxgkCWefjDGxfypHO3ycNSyTgy0e2twhRhckcbDVgz8cJ973LzyugSsQxR8+kbihatDtjyIBkb4JXcEoqgaVfUkZiRaFVlcQsyJz2+kDmDsmj0GPriDZZiQQiaNqsL5K3E21pbqbT26YSHmDi2HZiaw62E72D1UsmD2cEXlJ3P/VXvY2ubl4bB6j8p08uqSColQbX982lYcW7WN3o4s2T5BR+UnkJw+hqs3LvPH5TC5O5Z2NNfQEonx6xVgmF6ce34aVd50MwJLdzfxp2UF6AxGunFTIrvoettZ04QvHaeoNUZSWwN8319Ltj/D7GSXIssRlEwoAuPztbeQn2zh7eBa3fVJOIBLHokicW5rNqc+uozTXQVNvkFS7kZcuHUN6ovn4S/0xNGDRLZOp7fTzypqjmBWZ/U0uqjsDnFGSTmGajeun9WPm8CySbCY+un4i+ck2dHR0dHR0/quY8gtAUUg4/TSSL7+cWFMTNbPOJ9rYdx7RJV6ftVCI4LZt4jFVRcnKBCB8+DCmfv1offAhHOedS2DnTlAUHDNn4lm2rG/aLAwpKfR++BFoGql33E7Pwr+jeb3EOzsxDxuGBkQqKpCTkoh2dNBwzTWk3nwTgV278K9di3/tWpTsLLF8xYAWFklYajxOYNt2ZIsFzWgk3tFB0x2/w37SNBznzMSUn4+UkIDm80GfNILRiGSxkDR3LqEDB2i86WYSz5yOe+X3uL/4AtnpxFhQQNKcC2h98knMJSXEOjsxpKZiKRmM69O+81xZRjKb8SxdSu+HHxHv6qL7nXcxOByk3XQTCVOnUjlxEqrbTc6zz2IeUEzb/AXEnE6iDQ2EDh8m3t1NzfmzQdNwzp2Dv2wXsepqMXxSEnGPm8xHHsZaWopnxQoab7qZrMceo/mee8Sm5OWh+nyE9+xBOflkkYDS04P/hx8IZ2ZgGjCApttvxzp0KLHeXlFzYzTSb/Eias6bRfe779L91ltYx4wmWL77xIGhaYQrK9HicZAktIj4oM+9bAXB3eVkPjINf1cisfZkLEEjTXfcizG9hFivj4H3WjEMmSXSMUHcxLD5JVFlCuDIoW1XMsa2tbrUoaOjQ6w7iCHZgiQLu902UlSIGHMS8G1pQbYqGHPshI+4fj5jVIWoiiHZTJzYTwbUhOwRUcWXIhGu6iVhWi5hRQZZAkVCtiikXTOMcFUv4SoXcpIZ1RVGdUVQXRGirX4izV4s/ZPQwnGUPDu9n1dizLCRdH4xSo4dz/Ja1HAMx5lFRJvFzXX2k3OxD0+j/dW9BDVxjdc+OoOSxLFE6jswFTlQki20v7Ib2WE6XtECkIGD6wrvJK7FCOb6CIxKZWjuBExFDrZXrWJL0xsYVSOjtYuJhkOsfe9NBk87haIRo3GkZzDijLPprK9lyTN/ZNplV+Nqa2XLFx8B0G/0OCKLQ+z85iuSs3NxtbeRPbCE8+9+iKodW1BV8RppUERaR2JqGmfdchdtRyvZ+NkHODIy2bNqObLBwIjpM+k/djxWhwNnRiaJciZWg50i24D/kWNER0dHR0dHR+eXhN6F8Gtk6p3ga4euSph2l/iwXjFDQhZYU2DiTUKAMCVA+iCRpHHB6zBcdCay802IBMDdAuE+GzyrFGa9LJIrLElCOgh7IbMUTn3oRJUJiMQNXzucdC/MfhXS+osaktzRkJAhkihApEMMmS2+jqPCpueEZJI+REgNEb9ItcgaAa9O7LuA0ycgyMYT4215WaRv9NSIpI+mHeJxg1kkS7ia4PsHhbDSdUTsj0k3wbC5YEqEM5+EiAcatglZQo2Kedv2Q9X38MwgkXoBcGQ1PNNfpFo0bhNiTE+1SAFRY0IYqVwGez8TcgdAPCzSQ75/CJp2wSeXiujYba8KoQNEOsmY3whxJtgNDVuE2DJsrhBdGreLbR59FfQ/HQqnnth1HYdA6YuZ1VTInyz24dR7xHO97VVRD9NbK46Dza+I/VLRJ4lMugXuKIfTHoIzHofkIjGWrx12/R2eLuwTNw6L5/P8vs5rb7uQfdJKdKFDR0eH817eyGVviw9mGnsC/PG7g6w51M6Di/YjSbCjppuZw7PY/tAZPHLOYKzGn79VicY1UmwmTD8J/fmpn9AX8MG3e1tRVZWm3iBxDVRNI9luQpIkYnGNDm+ESf1Tfjav1SgzpTiNAel2KvqqW46lV5RkJbLw2gk8MLOEh2YOpiDVjoaQSPql2fnjnFLCMZU31wsJMRCJUd3p42CruBNrUv9U5o7JZWBmAqsq2njtx6PHl1vb5aeixU2nL8J5I3MwGmR+9+keonGNW04pZlpfGsfXu5t5a0MN93+1F007sebhmEpNl49r/y5eK8yKRCimsai8CVWDIdlO8lNsXDahkGe+r2T23zbR5RevjWkJRtITTCiyxDsbavj9l/uo6wkwbUAa7X21Nn9YWsHc17ZSVt9DVbvYL1MHpFGQqksdOjo6Ojr/deyTJmIdNgzfuh+xjx+P4/zzQdNQCvKRbDaUwkIy58/HNmkistOJZDZjLCwk+9FHhXTQ00Nw1y6iLS34Nm8Rg8bjpF5/Hc4LL0RyOFCjUcKHD4OikDhjBkpKKpq3r9ItFiNy5AimnBySr76Kwg8+QDYaMRUXo6SmYnA6T6ysxUrW449B+ETKVaSigsD27aheL0kXXojkdEIsRtIll+Bdv4G6q64i+fLLjk8v9dWWaIEAXX/7G55VP6B6vfjWbxApGQYDqttNeP9+fNu24/r4E9oXPAHRKI7Zs0m57lrkJCe2CROwTZqIFgzS9cKLxLu6kMxmVJeLaGMjrY89RvWcuahuNwAt995L4623Edy7l+jRo0iqKuax2yESQTKbcX/+BWpnJ6b+/QBQXS58P6ym8fbbiTQ00PLgQ8RaWmh74gm0YBAtFiNSV0f6ffcCECgvJ9bWhsHhwDpmDJLVRmDzFhxnzcA6biy5zz0LJhOmoiK8q1ejxWLIDgdIEsH9B7COH4/t1FNxzJ5NpKaGSHMLathP6hAPhlgrgb178a5Zg+vrJaheF4WffEH/1euxTZxMyvXXEe3yYUsPEaveBZ9fCe+dJSpWan8UCR3jrhdPwpHVDLqwlfw7pqOjo/PrJlzjpu2ZMnybmgHwbW/Fv6cT7/omoq0+Is1eQMM+PoucJ6dg6ucQCRzHkCDeGwaLjGT5yclpRPSsSGYZYhpaRCXc4kOLqmiBaF+ShyTOS919kqAvgpxo/Nn6KU4L9onZIEGsyS/G7Ds3ThiXRcrlg0m+aBCJJ+USc4k6GC0Yx5iZQOudKitOX09LSEiSljYDNISIu8Ty7GMySJiYjaZquFfVETp6QlqJ1fpoC7fQeEmEtKkDaQs3s9e8j5Q5o5l9z8NIkoSvp4eDG9aw8rUXqNq26fi8qqoSi4TZu+o7tnzxEbIi7iXtbWmmbs8ukCSGnHIGjvR0xp03l7duv5a1C988Pn9m8UBAQpIlFv3pUTZ8tBA1GiM1twAtHiceifDxI/ew7OVn6airwe9yYZSNFNtLMEh6KrCOjo6Ojo7Ovz6G+fPn/2+vwy+GBQsWOIB7AO655x4cDsf/8hr9D+HMA3OiuMhxeDmkFos40qKToH2/SO648B04+X6R5NC2F8bfCGOuBF8ntOwSMkDqAHGRBIS4EI9AZ6WoD7EkiZSOCTeI5Iv9X4KkiGVZkkUyRtk7IjXknGdg2j2w+UWoWSfSJnpqxDjmBKjfLKpE/i2RAPQcFZUwo66Axb8VSR5HVonEC4Ds0TD8QmjaCWOvhdMeFiLF8VQSYOSV0LZHJEskFUI0JOZXo7DjTSG/yAbx+OgrwdUopImG7YAGWkx8j/pPLFcyACrEokKg6HeqkCWifrH9kb4LiZoq1tmZB4NnCZFk2GwovQi+64s01ICSc4TI4elUcBMAACAASURBVGsXaRppJVA4WQgZrlpRzdJ5SMg3B76Chq2w7xMhvBitIiGkeZfYBxe9J8Z1NQhZpHGrWG9JFtJHLCj2T1OZqE8ZdhF8/zCsegyay8DXIapVcsb0pX3Ui+cf4OBSyB0Lm54XcknIBUvvgKAbZEXst8+vFNtcMPEfdUTr6Oj8HyIYjTOqIInRBcl8s6eZReXNaEC3L4IsaURU+L6inbWHO1hZ0U4wqmI1ymQ6zPRPsyMBnb4IJkXGaTUSjMaPjz0ww44rEEUDunxhon3pHeMKkshPsfHh1nqq2r14QlE0DXr8YUIxlUSzgbOGZTG+XyqT+qfy9sZafOEY543I4rbTBpJkE92872+t4+kVlbyzqYYHZg5mVUU7oajKb6YW8dSKwyRaFO44YyAOq5Eznl/P1AFpPHvxKGRJIsNh4axhWQQjcW7+qJzvD7Rx/dR+mI0GznlpI0c6fNx+2gAmFqVgUmQkCcYVpnDvWSUAPLuqkhX724jGNQ62epg+JJMMh0VsX1EyT688zICMBNo9YU4amM4L80Zx2uAMNFUjHFPp8IZZe7gDg0Gi2xch22nhlEHpOKxGDrV5UTWwGA10eMPkJ1tRVY3mvouDcQ1mDM2grL6XtAQzp5Zk0O4Jsa/JRV23n8JU+z/r8PlF4fF4eOGFF479+sL8+fM9/5vro6Oj86/Fr+Xc1Jibg3X0aDzLlyPJMuGqKmLNzaiShNrRger1UPj++6RcdSWur5cgKQqp112L87zz8G7chNrbS8pvrsG/cSOqT9yp7Prsc2xjxhAsK0MLBMBqBU2j4K036Xz+eWLt7WCxYMzNxTxwAGo0infZcpznnkPWww+RNHcu9VddjalfP+JeL8RiqC4XhuxsfKtXn1j5nwiWoUOHIBDAMmoUssVM18svE2trJ7irHIxGUFVSb7mFWGcHqtcr0jP698fz3XdoiiJSLBQFc0kJ8a4uYm43kqoiWa0QDhNpqKd34d/RQiHUaJSEqdNQsrMhHsd+8kmEKw6KhERNEzUrfSknxx5TQyGIxzEkJWE/+SQiR45CNIohMxO1V5xra+Ew8VAYU14eieefj5KSQvpttxGqqMC3dh0A5pISzAMGoEWjqF4v0fp6jNnZpN91J4rTiZKaSqCsDDXgJ+e55+l66SWC5btxf7cMQiHMAwcQPnqUaGMThX9fiP2kaZjyC/As+45YcwvhigrQNOSEBIx0kTe5m3iPC9deD7nPPUvyaUNQPpxOaOv3tCzcQKynF/cXH5N82eUooXqstnYMvhpx3uzvhPptULUShs6h+Q9PEdq7kwRrHYb+4wl2S7Dkdgz5wyAx659zwOvo6PxikIwyqi+KbWQGsk2h54sq1F5x/hPtDKCk24jUegju78K/p51YewA0kOwKklnGOiyVWFsAYhpyohEtFP/Z+EqWDdUrkobiXWJcNLCflEPcFca7thFTQSKROg+y3YgajIEKxsJElAwbCWOzAI3AznZQJBwzirAOSUXqu+uga2EFgR3thGrcJJ9fjH9HG6a8RAyJJoxLfaQkZ1KYO5hIRS+ur46QPK8E6xCRGGkqcGAqchBp9tL7RRWRFh8Jk3II17jofGs/edYiCgaVYO+0YE9x0lVxlKnDzyN/wDAAPn74HlQ1TsjrpbOhlhHTZyLLMgnJKQQ9bg5v3kBafgF+Vy9n3XoPUy6+jKziQRjNFuLhMHV7y1HjMbob67EnJ6MYjUy77Gr2r12FJSEBf08PGhqaqjJqxrkc3rIB86mFYIAkSypp+YXU79vNoElTsTqSCPq9HI1UYjXYMcnmf8LR88tDPzfV0dHR0dH5daDXr/wa+PJaqFwON6yDzKGQmAmnPgAfzIbGHfBAHRSfJpI3qlaIeT66BLoOgS1d1HCsfwou/wzOew5GXQrpg4U4YDCBbIKoDw59K8SAQeeC0QIVi2DDX8VyFYsYJ9gDnmYhEygWkRASj8K3dwih44LXRVpE7XpxQcqWKmQEk10ICoBQ4zUIu/vmj8OmFyClWCRLGMxCLGjcLgSUlnIxfds+UY8S6Pr5/uk6fOJnf7dIzIC+dQ73CR4qdFRA2kCRJpLSH1DF4z8ldZAQIjxNgAxaFOKAwSj2laaKMS1OIU+oCNElpRj2fyGW3VwGR34Q08cjItlj0q2w7kmxjO4a6K4VuyHohoxhcLTv4qLBLKpYjhHsgYRs8dwYzKIa5vBSsKYKWSV9iJBBFKsQTUovFrU3WgxOf1SMEQuIypmEdJFgkj4YQm7x/BZMFtKJrAhhJtgrxpONYh8E+okKlxt/FPts9Xwh3XRVwdTf/eeOX02D6rUiicWaDAb935aOzv9lHBaFLdU9OC1GHv+mgrQEE/5wjGBUpboriCJDis3EwEw7RzvEhzNZDgu13QFeu2IMqyraePXHmr7qlRN3y1oUmUn9UjjSIV4rUuxGDBJ0+qKUNZy482h9ZSflj8/g3Jc3UtHiQZZgcnEqKXYTj5w7hDWHOmh1hxhTkMQDZw8hP+VEGkVyX2VMXIWV+9uQJJg3Pp9v9jSzeHczdrOB4blOVFXj9MEZ5CZZWbC0grunD8JuVpj31lb2NLhITzBjVmSMirggd//ZJciSxJTiNMb/aTXTh2RS0eJGliTuPnMQAJ2eMDFV45zSLJbvb+Pj7Q38Za5IP/psRwOqJvbtsW28cEweX5Q1smxfK55QjPvPKmFYjpO3NlZT3x0gL9nKE7OHUd3hQ0a8pPx4RLw+ZjjMJFuNx1NP7p4+kHc31TEiz0lVu4eVB1q5+aNynFYjRoNM2aP//m7Xox0+2tyh4ykjOjo6Ojo6se5uai+8CCU9nX5ffgGAfcoUTO0dHF2wgHhPD/mvv4YaidB0190Et28nuKucmgvmEDl6VAgKsdj/w955RslRHOz66Z4cN+egXWmVc86RIBAgEEFkTDIYDBiDMbYxGLBxAhPNZ3IGARIgJAESkpBQQjlrJW3OeSfn0H1/1OyuFnA45977GeN5z+Gw09NdXV096pmqeup9CR48iHHsWAYuf5/QiROYJ0wgXFWN1+WCYBAA1wcfIJlMZP/iXjoeeQQ1HKHxlltIv/56Wn92D4RCRFtbiTY0CHeQwkJi3d3EvV6qTz8Dy6xZZN1xO51/fRb/5s3ohwzBu3qNsPA6BebofR2NIplMhA4eRJORgZyaguL2oM3LQ41GiXd00P3000h6PUSjON9dRrS9XZTR4xwSjfY6cWm0GmKhEIRCIoIkGOo9peLzEm5qJN7cgv3cc/B8lujDn9o3lSTsi8/D8/Eq0W7RxMRiIEDcI86nzc8n1tKCJjOTeFcXhsmTUdrb0WZn43pTRISGjh5FifdNVCrhMAWPP07V3Lmg0xE+fhyAzkcfQ5uVhX3xYrzr1iGZzQT37Ok9Tg2IRRXhyiqUYBA1HKbpllvRpKcTrqrCPG0age3bQasVEI3TieGCC6jb+D4xsih86W4kg0E4WkYDKPoMwidOkDE9hcELK2n45HlyblyMruokQUZjmjgRiqaKfmc8Al0niba2Ejekw2MtEAvhv/M8MvOPotZuR8ob+699iH2dwk0zeziYUv+1Y5JKKqnvrCS9Bu/2ZjRWPfGuIJJFi+qPofpjxPyiL6orthFzhkABKU2P6oygG5yK/YwSwtVulEAExRnpHaoE0Jfaibb3LSbTl9qJ1Io5dv/uVgiLHdVgnJzbxtP+14PCwUMjoc00YyxLxTQyg+63ykEF27wirDPye2NiRKHCtSPaHcCzpQltpgnTqAxcH1USb/RRlJWHboIOMk0YhqQRd4bwbm3CNruQcL2H7jfLUfxRYlIM2Sjqoyu0YVtQhHl8NqGjThyfnCA0S+LEmyuxX6Cj4PLBAERCQaKhMKXjJ1F7YC+tFScoHDEKgGObN6DV6wmHxNjqlrde5tIH/8gnzzyGLMuEvF7OvfPnGG0pNJQfxu90MOvya5i46Hy83V0EvB46qivobhIuI5b0DKwFOShnFmOszya/PpfaQ/uxpqfTWV/LVx+8S5O3BuNNYxhjn8T09PnfuM/1gWrSdBnYdcnndlJJJZVUUkkl9Z+t5Ozo913RoIgKAVj+A7itb2CFJS8KAEBrgNRiAVD0uGR0HReARt5oMWE/cglsexK2PAo3fA47ngJPG0y8QUARjbsEzKAq4G4QcSsag4AUnp+XcLNAZNlac8W+sRDsek7EhLQdFu4ddduEi0M8Ihwt8sYJwCG1VMS5eBrF8REvhP2AJACSWAh++AX8oUi4aow4X9QJAFWAIr4O4ZbRI0kWsSo98SxIArTokVYvIkaUmIAU/O2w92UBmKz56Tfb2l4EP9oKjw8XZZnTBUCiswpYxpQOQxYm4mhOwLJLRTzKdZ/ACwv6YJKgQ9w3cxZ4m8X2VxeCNrESuicLIB4RgIQtB/wdYlvxVFH+zr+B0SbqNO8XcOg9OLQMUgqEI4m9UDh4WHNg+HliYMpZD2OWCgeP2i/BnAkf3wYHxIAeS1+HgsmiPTwt0HoILJmifZW4KGvYufD8bOHisfhZUYcpPxTHn/hURLwMOwfOffKb7bfpD8Id5bQH+m+vXA/vXCIgm2Hn9DmNJJVUUv9xcvgjPLBKxHF9Vd3JtTMGcO6YPNYea+er6m7cwSht7hBGrYRBq+XAA2dw8d++4mS7F4NW5vxndzChWAzE9AxnmXQagtE4Bp3M27sbe8+1cGQu7e4QAzLMTClJ57Wv6qjt8rPhp3Op6vBysk1MaCgqxBR4Z3cDP55fxmnDs1kyPp+PDrQw79FN/HLRcFQVrEYt44tSmTkog+3V3fzty2pa3SEONrq4bUEZDl+ERWPyAJBliceXjuPFLTU880UVpw3PYWJxKvXdAXLsBlyBKKGYgj8c5+mNVWTZDOSnGnl07Ql+MH0ASycXYdDKnOrv+4cLRzM018bFEwtYMr6QsUV9lvAOfwSDVmZfgwutLKCTjcfbWXesnXAszvKbp1OaaebcZ7bT5hGTQnvqnOyo7uYPnx6nxd03UQTQ5g6xr96FQSMxf1g2U0ozeGtnA6iiPuXNws69JMPEA+eN/NZ7fd9HR9hd56D8obMw6TUcanTx6dFWfnr6EIy6pDVuUkklldR/o3xfbiHW1kasvZ3ul18m4wYRiaHLyaZk2TJ0xUXIFguyxULmzTfR4fEQrq4mUlEBQMaPf0xw92602dnUXrAETXo6eb99mMbbbscwaBCp6WkEDh8hcuwYaiiEpNfjXb8BNSxcMMLlx2n95a966yOZzSKKJR4n1tRE98uvEOvoQLbZMAwbSscTTxBzOEFVMZYNIuD3o/j9mOfMIbB/P/h8WObMxv/lFlFWIACyjATk/eY3NN/5U2SzGfOECbjeew8ANRbDNHkSwT17+7WNZDYjWSxE6+sBiLW19wIOqCqSxYJ56hT8m7/Evugc3CtWiON0OuG68TWlXXstttmz8KxaLaAOSYJ4HH1xEYFt25BMIk5Gm5mFa8UKXMuXk37B+aQsXsyJ0WN6y4l1doLNhiY9nbjDQfjoUarOOEO8mQBFAGLt7cS6uoi2top66fWkX3M10fY2fF9sQpuVhXXuHFKXLqX++huQ9Hpi3d3EurrQDRhAtLkZ08SJpF5+Gc7XXkebk03uffdROfMzJINKpLqKlnvuIVxRgaFoFAPXf8zQXyhILQeIvLEfTY4JXaQKSQaDUgNjHxPjGvU74LQHYchZlLx9bl8DfXwrGQXlBCY+jnn69f0bz++ANXfA5Bth4Lz+7637pXAhBbj8PRh61rd+1pNKKqnvvgKHOvHvFM8s44gMzNNzsS8opvv1ciSLhkiVB9mqI9rmJ+PK4WhsejqePgBArM5D+5/3IGcYIDHciYxY1AVEW/29zh2SVYts0WGelgsSmMZk4XjzOLoSO/aFA3B9Uis6pDLIdj2hI10onjCW8dmknF1KtC2Ad2MD4Qon+pIU9IVW1KhCxtJhtD+9n2MzarC0GSjpyiHuDJO6uIxIkwfLFNE31eVayLp+FO1P7yfuCmObXUjcG0bxRZGyDMgdcZzNzeS4R+P6pAbj7FwqosfJaNdjO62Y/LmFXFz8O/IGD+ltu8se/COtVRUMnDCZpvKjFAwXfcJwwI9GpyPu8+LtbBcRWx43FV9tI+Bykl5YxKW/+SPttdWs/ONDxGLie+SrFcuYfN5F7Fvz0TfuU93BfXgbW9E86+ec6++krbUcWZZBklEUha6GOmJOJ+Nj4xmVMuUbx/tjXtZ2fEipeTBnZl8AwFHPfvSygSHWb+/LJpVUUkkllVRSSX1XlYQ6vu/SmeCmL2HPy30wAED7MXj7EmFLmlosgAhTGlyzElbcICI18ifA1af8oD6yQkAOz83uixnpVaJsg11EuNgLxcQ/CKAjvUxEdchaqNmcOEaGJc+JiJP2Y2DJFjBBjyZcDbmjABV8rQIIARE/MvRcsOeL+JeQGyI+eG6WuAZfG6z7tYhAUeOARjhRZA3tD3Woinj/rD/CK2eK85x6Xd6E48Xgs4Q7xIka8brXMQQBbKQUiBVAnkbY/AfhwhH2QOEUKJ0Fvm7Y9SyklYqIG1OagCGMadCwE2q3QOtBUZ4+BSJuAZec6rihMUAscd4eCEVvFe0+62749Gei/iE3+LsgEhTXZ0qHNxbDqIsBRdRtzs9FJAqI9usoF1DIxGtF3dqOiPfW/VLEpyCJ+2pME9e5/SnxOcgcDAfeAkuWAGZW3iKOm3qzAGoeGyygoEGnweH34ZLXYPptwtpW6en1JnTiU+EGY8v7JtQxYAbM/YVwYRkwA5x18M6lAl4ZeQFJJZXUf47SLXreuXEqz2+pYVtlJ+/taWLVoVYC4SipZj1tHgG3aTQSKirBSJy6LrFCamS+jQMNbhwJd45QTKxGDUbjZNv0OPwRFBWyrDry08wsSwAeJp3MoGwrBxvdKIrKuX/dhjMQJZawoZCA04Zn8/D5I8m2G3lw1THaPWFsBg1Wo5YP9zdT1+UjEFXQa2Qml6axaHQuG4938NDikUwdmI7NqOOW+WXfuN7rZpYwfVAGQ3OsLPjLl4wuSGF7VRdpZh1SOIY7FOVvm6vJtOrp9InrmjEog43HO1gwLItsm7G3rL31Th5eU87mig6euWwCx1rcvLilhhtnDUQFClJNpJl1OPwRhuTa+NPFY9hRvQmrquGRT49zx4IyunxhMsw6Hlkymn0NTrq8Idq/BnQAdHrF9UfiKsPz7UwckMbZo3J5dXst6VYDnV5R13HFqby8rRZfOM7cIVn9yvjVouE0OAKY9ALgWHmwmVe317FkfAHDcr+fEQJJJZVUUkn9Y6WcvxjZYsbx9jvoS0p6t3e/8godf3kc2WoVESgPPIB1xgzM771L5YyZKJEI+c89R8q8ufDjWwEwDB1CpKaW6rPOhlisfyxKQmo4TGDrVgENJGAJolFMU6cgGYzEnU7CR0TfR87JIfc3D1B31dUQDOLdsJFodXVvWdl33UXLffcRa2oisCUBcQD+bdvJ+tnP8G35krjHS7SmBt/WrQQOHQKTiUhlZf9KabXE2jvQZGUR7+joq2sgQMri84i7XHjXrhMbY319JqWzk7jLjb60FPUUmCJ44EDv38Zx4wgdPQqxGM7XX0eflyecQbRa7Oeei2n8OByvvQ4GA7ZFi5A0GkyjRuJe/znE43jWryd08mRvPdFqhVOI10u/3v/X3SoByW5Hk5aKZfIU3CtWoIRC6IuKCB44iKGsjPCJE4ROnKT+ssvR5OURq68n+/5f4924keCOr8Stqasj2txMrK2NAfe+gfujlajRKGokQvPdPxOOKLKMnFWCqih4Pv0U7/r1oF9A+hI7morHwJSOv9pH2/nXUHRJBhH7hUSWfYzulT9jPu86dJ4jok889WaklELM2aZvXAsf3gjVG4VD5cB5/d+bdqtYzNBRDumlYpxl36twzSqxqCOppJL6j5Flci6SVsK9sYFQeTeSQUOsPUi0yYeuxA5xFcUdQU4zoETiKI5T+k1mLfgiKIG+53HPg9IwPI3wcRFrpck2Q1whdFSMZ+oG2Ih7I6iBGIojRMv9O0TWJYACajBG5vUj0eVaiPsidL97EjnNAM4Qsl2Hb0sT2iwTsU6xIM129gBaSw6QNSSXlJJBmEZnIus16Its37jezOtGocYVQhUOHO+cxDwhm8D+DpAl7KU5eL5sJHi4i93DDtKQ3sRAbR5TpNkE9rRhKrCj0el7y9r36ccc3rCWOVdex6TzLmTPqhXojSaKRo1Fo9VRMHQEWoOBlpPlzL36RlJz85A1GnR6A9vefQNbVhaxaJSSCRMZOfs0WitPsu75p/vGrb/uiCXL6FwqdnMGg6+4lqObN2C02dn02gsYLGJsNM1hYcOqpzjzpjswWq1991lrY17m2WTqc/rq79qBWWNJQh1JJZVUUkklldR/nJJQx3+D8sbA4qf6b2s9JGJQUkuEY8WpciQGr1wN4v9vXigm86fcBFd9CB/fCkGXiAkxpgq4wtsOwW4RiaLRJ+JHAJ0Fon7QGaB0DnzxsNguaQXs8dGPEBkkCLDAXgjeVgFX1GyCnJFw+fvwwQ3966i3wJH3BMQgayFtoKgjCJhDkoXrAwDxRN28MO5KqPgcAp3irfxxArAwpfe5h4hC6PVNrN4o3D9QxPWG+mz8iQWFE0bHCdjyJ9j+pKiPEoOKTwWAEHSIclv2wcf7YMNvhENIyCHKWHaFuF5JI4AOnRUMFsgZDbYCOL4SyhZA9igBgNQlwJeImOhk+5Oirmkl4p7sfVW8NmQLR4yPbxWxKCMugBGL4bNf9NVfZxbtrtFDdzW0HBT1LZ4BDTsSOyWibpb/QAxeIYmBrJAbSmYKYMfbAsdXi913PddXfuNu6KwS13r4feH48tJp4G6Cs/90SjuGRJkTrhVtmT2s7z2DFeb/su91Z4WASHquv24bZA4RsThJJZXUd1LhWJyjzR4mDkhjRlkmKrC71kFpphmNLNPukejwhsm26unwRYjEVT7Y18wH+5p7y9jfINwh6rr7bGx7ntQdCchAluDFaybz5MZKDFoJvUbGG47zp7UnCccUNBKEowpKPE6WzUCXN4wK3PfRUSYNSGNqaRrrjrZh0kt4w3F84Tj3njWM4nQLBxtdnGjzkGM38pPTBuMLx0g19w1sfZu0GplRBSksfGILvnCMkfl2SjMtpJp1rDzQTJsrxJBcGxdPKODz8nb21Dmp7fKzo7qbl7bWkGk1MDjHSo7dyK8WDefcMXmsOdzKoqe3opUl6h0B1pe30+QMsv0XC8ix90Eg96w4hM2o5cfzy/j5isM8tLqcmKLSHYhSkmnh1ndEfEqGzUA4GsN9Sgb0Q4tHct/KoygqdHjCeENRZg3OpNsXZmetg26fgG+0ssy6Y+1oZfkbUMfYolTGFvXZ296zcCgXTShMAh1JJZVUUv/FkjQa7AsXYl+4sN9237ZtYrL+lEkYAMXtRvELsD20Zzem0hJql16KrqCAvIceJNrSiuv99/EfPgxeL4aRI4k0NkIs1hv3AcJFAkCTl0e8tRXrjJk43n67H1ShtLdTf+VVAmIAotXVaLOziXV0gEZDy6/vJ+e++/CsWUP38y/0la+qaGxWgrv3gCShycwERSHe1QV68Tshdsp5iESINjSQunQp0c5O/Js3905emSdOJNrWhm/TZhHDEumLmcNsJpQAOCIticUTGo2IIu25hmCQAW++QfPP7yXW1ET7738v3giHcb/3HoZBA4mcENGjng8+wPPBB5hnziSwYwdIEv4tW/H3ABuyDKEQcmoqmpQUjCNGoAQC+HftIvvn9xCprCSwZw+RKjF2oPp8xDwe/BHRB09ZvJiOJ54k3tlJ3O3Gfv5iTJMn43iuC+usWcTHjEaS5V6gA0kCq5VYWxuS0UikqQnvF18g22yoqiocVRL7hU6coHLuPOKdHYAEWi0m7VDIPI1wwcUEDj4PUgt0VyF5qujcmgmkYm9+m4JZAVAicMZDEIuIhQmZQ6FwYl9bG6wiptReIBw0daeAHwUTxH89OvmpiGSJR8Xij/odUHZ6/wU1SSWV1HdKMVcI4iraDBPWqflEGn0Ej3SiyTD2xZskFhCgAcUXxfnOid4hQgDVnXg+B78JufUCHXlmbNPz8W5uBIMMYYVovbd3PyUcR9LJYBALGgjEUUNxOt8sR59nQZtqJNriQ5tphLhKtNFHxrUjQVWIdoaIVLswFNm5ougmNJIGTcE/HuLX2PREmrx0vXoMTaoB/aBUEe+lKMS9EQzFdsKVLobnTURqhNQ2E5U55WjWOPmi9R3GnXkOrdUVzFp6NeMWnktD+RG2vP0qx7d/SWedWASn1RsoGDaCi+/7be95gz4vb957B5MXX0RnQx2tlSc5+dU2QMXZ1EQk4Gf/pytJzc3HbE8hGg4RTXwXaw0GikaMpvn4UUI+L3qDkWgkzMh5pxMO+PF0tKHEYkiSRHtNJVW7v2LUgjMZOG5Sv2sfah3V7/WSvKvQSMkpkaSSSiqppJJK6j9PmgcffPDfXYfvjB566CE7cBfAXXfdhd3+PZp42PQHAUvkJCjk3NFQu1Vsu/Mw6M19+7YcgrZDMP9X4GqEfa+JiX9nLVSug8XPiNiPWFBM7EeDMP4K4e4RDYnYEEURUEUPWOHvEtBEj/vFqIvA3Sxgj1i479xhTwIyUcXEfdVGaNwpok8yh8LwxWIFTGelgEQyh8DAuVC9/pSLVYVLxdflaRaDK846sY+sheyRgCzACXMGRMNw0QvCDaO7SsAcsq4P9tCZTwE/EipfKQbTekCWU88dC8KcnwnIw90sZiBjYRi1RJQTSrhyIPWdq3gahDzQekDcB3u+WPnz4Y1i//FXi4E/b0vCEaUHoDHCoXchZ5hoO1WFgvHi/jlrofMklH8sIBtbvmg7dwLcUePi3l38Eky8TkSmfPnnvuvInyAicnp03VqwZsH+1wVI0pVY0ZU3ToAb4WJaMAAAIABJREFUJbNEFIveLEAQUxpc+AJklAn4JHsE7H5BOG9o9AIIqfgM6rcJm9yxl33z/vVIaxBRMbmjxTU/N0t8rkYs/vvHJJVUUv9W/W1TNXe+d5ApJekUpZup6fQxJMdKhtXAgUYn7Z4w0welc6JdwFr+cH83qOJ0E+5gf4ef4Xm2XncLAKtBQzimcrjRxZ56J3EFDFqZSFxlVL6d0gwT4ZhKuzdMVIE5gzOp6fL3js21uEMcbnLjCka5cuoASjOstHuDrD7UwpFmN6sOtWDSafjwQDNLJhSSlyIG+OOKyv9sqkKrkXu33fTGXt7ZVc+TGyox6zXotBLji9K464yhpFv0WPRaVh9uZemkIn62cCgTB6RzycRCjrd6ONTk5roZJZw5MoeCVBPv7mnkaIuH88cV8NSGCgKROL5QjNlDMhmaYyMSUxhTlMrYwlTe3FlHiknH2zvreWV7HSadhj9eNIbbFpTxeXk7zS6xossVjBKNq7S6Q4wvTqWyw98b9HLxhALuOnMoXd4wh5vdNDn9PLG+kgvGF5BtN1LX7SfTauTRS8YwtjCN6k4fG090cP2sUgzavx+rotPIZJ8CnXwf5PF4eOKJJ3pePvHggw96/p31SSqppL5f+r72TaNtbXT86U8YysrQpIgoMdP4CTjfeQf7ueeSd//9vftKZjOO199Ak5lJ5i0/wr16NYFdu4l3dBCqqUH1eUm95GJCe/cR93iId3Sgy84m/YbrCXy1E012Nqrfj2S1QiiE6hO/M2Ld3ShuN2o4jDY/H21ODqpWi+p296ur4veL/qOiEG1qwvfFFwSPlaMGAtgvuhBtRga6wkJCtbXocrLJuPFGgvv2E3e7Rf8wAVyo0Wj/VcdA6NgxdHl5RBuFs5hstWKeMhn3hx8Ra29HSklBtlgoXf4+7tWrUYPBvjIkQFGQ7XbUU8CPeHc37rVrUcNhCIf5uuSUVPQlJchZWcSam0EjI2l1GEeNJO7xCJAj4QJiGDKEuMNBytJLCGzfQaSigmh9Pek334xpxAg6HnkE64LTMJSVEXc6UeNxZKtFwCxApLqawJ496IqKUJxO9MXFRGrrCB08SOjoUcKVVQJoAWznLCJSVw/BRBRqLIZ+0EDyHnqI9CuvRE5JIbB1K+h0oCho0tKId3QgaSBlTCpF767F0vwKmo5dNL1XS6i2mwELHBhnLUEZuhjT6OEYJ85AZ3JjlOuRhi8S/d3sEcIZtLtauELmjxfn/+J3oj9dvlL0X3NH//0PtKKKRRGlc2HfK7DqNiiYCBmD/v4xSSWV1L9VHc8exLezFducQlRVJdYRwDI5j2iLj0iNGzlVjxqOoYYVAXIo/Z/fslWHGlFAI4n3tfQDPgCQQPVHCZ10ogZifW4cEhhGpaPEFQjEUGMiC9RQlko84b5BVCHuCBNt8YMK6VePINruI9YRQgnH8W5oJO6NEGnyEm0PkjK1EDmxWC/WHcS7tRl9kRVJKxPrDtL+9AEaqGNLdCPF9kFIrVFSzilFX2TDUJJCuNqF4o6Qdn4Z1hn5pNoyKDENZm/6XqqL65kxdhEYJOiIUeQcSG3XIaQJGVQd2008HCPY6WD8wvOwpWcAMGre6ThbW6ja+xUZRQN457678XS0kz90OAtvvoPRC85kz6oPkGUNYb+PgRMmUX/kIOGAHyUex2i2EgkF0eh0nHPbzxg5/3QObVhLLBKmYtcO9n/6MWf96Ce4Wltoq6li2kWXMn7huRQMGcah9Z8RCfgZPmveP/wMGDRG9PI/XqDxn6Zk3zSppJJKKqmk/juUxFL/GxSPwbYnIHs41HwJQxaKmAtHrQAy5K9Nwpz9J2FJevRDMWHfI0+bACI+vg2adgnIItANES/seRGKpoHNI+CFWAC0ZvF/EAMb7eUiYsWUBt2VUHYanPxEuGQEHaC1iIgRNQ6SDtSoAB6ctZA/EX64Ed67SjgzqCp0nwSNDi57D3Y+jzt9FF/Ex7A4/BkaJSzqdaqyRwmopfWQ+LvjqDi/sx5yx0GgS7iHtB2DirXiGCUOP/gYoj7Y+LA4FrXv2kypwgWj42jfebQmUW+9VbhJ7HlZuJ/YCwSIoSTiaBp2C3ikeIa4D62HQKcXETSngiHOWvhdFky4DoxW4aahNcCiv4jYlZRiAY5UrocTa8SqovZyUbdBCwRccWKNqLcki7JljQBGeiTrIaUIPK3QeQJytQLkaNkH5mwR02PJFtfgaRJgxqyfioGvnc9B9QawF4kYmZ4Yn6BLxNEoUQGf2BJWh+OugE/uhj0vCTjo4ldEJM95T4vPU9YpLh3fpp1/g4Nvic/mrTth4e8FHPJ1dVVB9RciC1mWv/l+Ukkl9b+ms0fn4Q3HGF0oJm8e/7yC8lYPw/LsOP1i8mBHtaN3f1kSY2dmvYZAJN4LefxkwSCe+qIaCQiEYuTZDbR7wij0gSDlbX3PfoNOgzccZ3+DcFhKNWk5Y3g26493sPaYWLU7bWA6O2scnDkih+tmlrDmcCuXTi6mKN3MyN+0EFXAatQQjinsqnUwrjCFaKwPOmlxBXns8wou7PQzoTgNEPM/bZ4QTc4g26q6sBq0rDrUwrpjbdR1B3jrhqkcfODM3jJa3UF21Th4+rJxrD/ewRkjcjDqNDQ6Ary0tZalkwrZUd3VC7GowOaTnWRZDdR0+dG2ePj8WBuKCh/ua6LdE064mKhM/O3nbLn3NF6/fgoH6p3c9OY+1hxOZEdrJYw6mbwUI8t/NB2jTkOm1UA4FqfVLQYVnYEYBq2MVpa46/1DnD0ql79dNZFrX93N1souXrhqAtk249fnqpJKKqmkkkrqW+XfuQvX8hXINhvRllayf3Evns9F/Eesx4EiIUmSKHl3GZ1PP0PLz+/tBSAAQgcOENq3DwxGInV1WM85B9+aNUQbG3G+9TbWOXOI+3wE29tRPf3nNYxDh+KpqkSTnY1hyGDiDieacBjNwIFEaxKRm2YzBAL9YlJ6HD8Knn8Oy7hxVM6egyYtlZjDCdEokqzBds45OF95BeOkSUTr65EMBgFQfE32JUsI7t8PGg1yaipKdzdtDz6EnJVF2g9vxPniS6gaDd0vvoSScKkwjBhBzn33oQT8NP3wJpRgUPzoUFUkkwk0GlSfr29uUZLAYBDuI0Yj3jVrRDnDh4PRCOEwkepq8v/8J+ouuxyiUVKXLsX14YeEa2tBp8P1+hv96u149llcNhtpV1xO3Osj7nRinDgB2WDAs/JjLHPnknLRRbT9+tegKGizs4g2NKArLsY6Zw6higpiDQ39nCzUYKi/KwmgsdqIezyEjx8n7eKL6PzTn0CJYRiUR7jVg25gKTqlG9OY0ehysuGq94mdPIry2T1obTp06Wbqnt1B6u2LSL35AnyfLMe/4RjyeEQkKogY1XFXwJ8HCZeN1kNQOFn0eZe8IKJGB5/xjz/QH94oFo8MmAFjLhM/0kpmfnO/8lVgtH8zziWppJL6X5dtQTFqVPTn4q4wns/rMQxKJVIrvisUV+Rbj5P0YlxJCURBJ2EckUHoUBdoZHR5ZqKNPjDKEFL6II8eIEQvQUQVRrhHRb/XMDQVxR8j2uQjXOEErYw220SszY9tTiG6XAvRjgCGYjspC0vpeukokWo3cpqBWJsYa9UXWFAiceRE5GXgUCfeTY0YSlMwDklLVBzc7R04cx3EpBgxd5gDJ7ehHItTeiSX/F9P63edoWoXkk5m/pDF+GM+0k1FnDb8R7g21eFd38CIy89lled9IrVOCMawZGRyYO0qCoaNpKuhjg0v/Q9qwvVp35qVxCIRNFodB9d9QntNFZf8+nfc9OyrHP7ic3Yf/JT1y16AaJTBU2fScrKcghEjmX7h5aTl5SNrNDjbW4kmoD+/y0HWgFKOblrPjuVvc8HPHyB/yDD+9sOrGDhxMtMuugyNVvd/+QlJKqmkkkoqqaSS+u4qOdP536DqLyAeFo4JR5ZD1QYRpRHoEm4RnRVidcrzc+G1c8SE/1fPiknz/Akw/XbIGAKSKlwVVFWABO5G0BjEOeJRaNgpBkJ6smTn3NNXh3hUOET42qDzuHB2aN4n4kyCiYm8mB9MmWBIhaIpYpslBwwpYp+Tn8KMO+Anh0WsiMEmkls++zkQx+o4ygzXajyDFwugQ9ZDz9pjSSOcHNrLxetTIQxXvRhg0ZvF9fnaBWjSozV3CGeLrKH09sxiCYK+5/o1ehEJAwLaKJwmgA5ZJ2xd7QXCZWP4+QKOWPcLcNUJF46mHnBGEW3UC3R8zbJ1/6uw6wUBtdRvh0/vFvUZdzlM/AHY88RrV5MAStyN8JdhAuIZuEDUxSzIeYqmCZBF1oHWKKx7W/bD4yPgzQvg1UVQOEnUIdAhAA2NVrhoRMNwfA08kguf3w8NCcvcjMECGmk9JCCVxwYnXEEK4Ip3+19LIHHPw14BGjXsFEDHF78V/+19BbY82rd/425RJoj7mFEGs+4Sg4HTf9y3qupU7XwWPrsHOo59872kkkrqf01Hmty4AhF+tWg4NqMOTyjK4WY3YwpTePTiMYRjChKQZe1bKdMz9pVlNfDg4hGY9Rok4LkttYzIs6EC9c4grmCkJ8CLgtT+LhBaWaIsSzyXDRrQyjC5NJ31xzu4Y8EgfnvBSOYNzeJgo4tNP5vHC9dMYvqgTC6dXMTd7x+iot3LvCHZZNv07KxxkptiZNGoHI62eLh7uXAuemlrDbtqHXx06wzuP3dE77mfv3oSn9wxm79ePp4nLh2HJEEkptDtj5Bu0VGaZe5X12c3VXHnewep7PBz3th8jDoxKFeUbubIQ2fyk9OHYDfpmDlQfDddO72Yn5w2GLtRS4pRR0xRUVQYkmMl226kOEOU3+oO4w7F+aqqE40s4YvEKUjrsxAPxVQ2HO+k1R2ist1HplV8p930xj721TsZkm1BI8FNswcya3AWKSYtzc4AJ9u8zB6cxX2LhtPmDbPqUAsf7W/6lz4PH+xr4t4PDlPR7v3nOyeVVFJJJfW9k3uNiGwM7N2Hd+1avJ9/Ttdjj4FWS6SuDgDn8hVUzJ6N4513CFdU4F23jmhjI/bzF5N6+eVIZjOatDTQ6dBkZYJGg3/Lll6QO9bVhW/HDoIHDoDFAoqC/coreusQaagHFeIdHfi37yBcU0Pc6+3nekEwiJyZiaTTIZnF96px9Ggkkwnfho34Nm+mZOVHDFq7FvPkycg2G4Fduwjs3AlAaO9elEAASZbBlPjuTYAMkslEynnnEW1uhngcpbtbvJ+IXNEYxG8a04QJBI8dEw4VQLi2Fscrr2AePwHZbhcghKII+/xgsPc8pqlTe8vTpqejLSqCUAjJakU/ZAjhEyewzZ+PtrAQyWik7qKLQVEwjBiO64MP0NhsAgTpcfvQ9F8Eoni9ON9ZhmfNGvw7duD7bC3etetAoyH/tw9jmzcXFVAjEXQFhSBJOF5+hcabf0TBE08gWywiaifRHvbzzkWTnYjSTLR155NPUn3mQhpv/hGO117DMnkoBnuYcGULkqKguD0EGnwEAtnU/+Bajs9cSPtrH2PPcaDRBOmoHUqoLU606ggcW4ll941kj/EQG3sTTL2572LiMbFIQ5LEuED9DmjeD/vfFM4b+9+E1XeKPjgIR83m/X3HT7pBOH6MWAKpRTD3nr5xgVO18pb+MahJJZXU/7pUVSVwuBNjWSrWKXkAhE46QAXjyAxME8RzSDJ9u/ugYVAq9rNLxfMiqhJtFfFghBUBdOgkAXToJNBK/dw79MV2sQ2QrFrQy8RcEaLNPtIuHULa0iGAijbNQP6vp5FyVinmcdlIeg2O906iSTOizTKJOBhnGMOwNPRlqfh3tuHf1UbcH8W5sgrj0HQyfzi6F+jQZpjIu3cKk2edydXaG0jVZwAqISVAyBhCl/vN51X3G+U4l1eQqkunwFTcuz11fgmFD83C4WthfGgcplSxYOOsW+9i1IIzcba1YLBaURUFSaOhdPwk9BYLmQNKiMeiRENBGo4cBECJx8kcXYbpxjFoioQTWeWu7fhdTip37SAlOwdZo8Hr6OL1u2+lZMIkdEYTWr2BC35+P5nFpQB4ujpoPlHO1CVLmXTOEuoPH2DH+28RjXzTrerrUlSFL7vWcdi9l1A8+E/3TyqppJJKKqmkkvouKAl1/DcolFiZVDoffnpUWIF6WhLRIypsf1pMorcehKBb/H3zl3DJG2IlyVfPgLNGAAE5o4SbRdDRFx0y+x649B0YNF+cx9sqoIIxS4Xjh84sXCHST7EgzRouBk0CDuHK0ZNlGOyCsAssGXDTVvjpEZhxm5jwf+9qeHOJgB7cDSIuZMzFMOUm0FuQ9SayJRdpmjCklYqsXE0C7FDjcOxDcY09MqUJ8CPqF3DFtZ/CbXvh0LI+0ARJOFf8bRrU7wRrwm2ip3eWPQJyRov9I4kOnRKHpp2Jv2PgaRSrd8ZdKRw7/IlM5bBf3AeNHoYtgpI5cP5zMPF6QBbtmTchcQ0JxcN950aCi1+Deb9MtOkwAa/ojHDpW4k2VUXMiaM6EbGTAEW8LTDnbrivTUAzsYiIo0kv6/vM7H5eHG/JgqFni4iTsBsiHgH8KDHoqhDtB1C3Wdwbe744XkmsZA90iW3edgGBBF0w917hzDH0LNj4oPi8pRSJ403pYr8tjwnY4/gaePkM2Pq4iJdZdZuAkBw1fe3iaRVxQlUb4J3LRF3n/RIuf/cf2+UmlVRS/0/V6Ahww2t7+NPaE2w8Llaz3vHuAW54vc/16VizB4NWoiDVhCzBgqFZWAxalk4uRvO1XyX1jgDbK7u48/TBiXgVhfLWPhggGO0bKWt2iWisniJUVWVvvcgzthl1yJLE+nLx/H1+Sy1V7T4aHQFsRi1ZCZgBoNkZZG+9gzZ3iGevnMDr14uJEV8wSnWnH0mCLl+Ybl+Yv26q4i+fn+SXHx6hrsvPE+srCCVWfZn1Ws4dm49OI/OHC8ew7/4zuGFWKUatBotefOdtrezkwVXHuGFWKY9dMpZRBfbe4wE+PtjMphMd/G1zNXe+e5DtNQ6ybXpmDs7ixtkDafOEcYeiGHUyxekm2twh9je4qO70M35AKrpEY/xsxWHuWHaAH76xl5llmRSlmfphgwatjDcU7X09b2gWpw3PEbEsssSzm6vYV+9gyfhCFo7K42fLD/HHz45z3cwSitPF5EuT618bCNtwvJ0P9jWx8IkttPyLxySVVFJJJfU9UiyKpNeQecftDFy3Ft+mzUhmM7LFQrSlBd+OHXQ+9RRxh5NYRweqLFP44gvkP/E4sa5uXMuWoQYCWOfPR5IkFJcbYjFUrxe0WnJ+/wiFf30GWa8X8Sd+P5Y5c7CMHQuAZLEQqqzqBSVQFPSlJSguF7GWFuS0xMpmVUXp6iLW3EzRSy8x4IMVlC5/H11eHqEjh2m59xe0/eZBoq1tSFoNajRK5h23Yxg0SLhmSBKq30/qJRdDLBEhl4AY1GCQrpdf6tsOAtLQ6VBcLkxjxzJw9SrM06cRqazsjUQhGMS3cSMVkyahKy5Gk57eW1eAzBuuR7bbCe7Z09fcLS3EEg4nqt9PpKICOSMD85QpxFpaUEOJaNF4nHD5cfRFRdjPX4zt/MVk/fKXWE8/DeJxbOefDzabiLLpkaoKqASQU1Io/fADtNnZyHo9xrIy5NRU9AMGkLJ0KagqaihEx+8fEZCMJIFe9HPDFZWUvPUmA957FwIBJIMBtFoB7gDOlR/j31lO2KnHMnMiufMtxLu7QVHwrd8gIJ1oFP+mTQQcNrRmlazcPVgKAqRMHgAdJ0ASXeVIa7dYxFK5QThOarRw8ctw9UcC6Og4BvdUgbteHNB2BPa9CtufEcd8fj+8OB+6KmHFDVC1XsSc+jv72qVxt3BF3fAQrP+N2Hb1SuFQmVRSSf2vyX+gg+63ynGvqyXmDhNt8uF45wSeLxp694k0+ZCMGtRwHOvUPDSZRmSjFuPojP6FaSVClU5inQHsZ5cAEO/4Wl/mlL4psf42hpFqt9imlQTsF1WItwfEuqw1tcQ6gkg6GRWQzX1OE5FGL+FaN9pUI7l3T+qFNeK+KJFqF2gkwo0eok1e/Dtb6X7nOMGjXQQOdRA42NFbji7HgrEkFY1FR949U5h3zlJGlg9Gk9rXD3avr8e/r52Mq4aTdvEQlHgcJREjFg2H+GrFMtyODlY+9jvW/uVRgq3d5AwaTM7AgUxZfDEBlxNVUTCnpIKq4mxtwdPRTiQYxGTri5B7+9d3s/rJP7L6Nw8zRhmL0ubr565hstpQE99rBouVwVNmYDSZiYaCgMryh+8ju3QgpeMnYUlJ4+PHfoe3u5PCEaOwZWahqiquttZ//OEAokqESn85O52bWd/58T/dP6mkkkoqqaSSSuq7IM2DDz74767Dd0bfy9zikAf2vCAGI+b/SsR2vH8NpBRC7hgxaNF2GCZdD0POBq1ORGaEPDBwDnz8Y1GOqghQ47Y9ULNFxHKUzBGuHBOvEQManeUw+lKYfqtwiWjaLVwb9BaIhcUKmB55e35gSwISMacJSAME8DF4Iaz5CZSdISb+dz0nHCViQTHYcmS5qFPeWJF/23kCKR5DMtiFC4ivG1AgbYCAFaIByBwhwIZAF6SW9P2NKuCS+h0i+mTuvXDys/4RKCDcPyI+MbjTA1akDxTOHiHXKTuqMPJCEZui9A3UEYsKkMRV37cfiIGk5n0CkJAkOLoc0kuh5QCklwhYxJiagCQSgEqPuiqFS0fnSdjxDAS7RTlHV4h2RU7Uzw3mTOGUorMIIOLoBzDsHOGc4qhOABUp4j5FfKC3C4eVSdfBgTcEJKLGBdiy6FExgNdVKe5LPEHB660inqV+mwBHAErnCMeVV85MbG8VZeaPE5/DtAGi7CPvg78LuitELE1KMXz1Vwh7YOg5MPYyqNkEJ9fCVR/CsLNBl1j1tup2WP8AHH5fAB+jlsC6+0R5Qxb+a/9W4lExSFe1AcpO//Z9uqrEv4nc0WDJ/NfKTSqp/yIdbXbz2OcV7K1zsupQC+vL2ylINXPvWcMozRSrgG55ax/d/gjHW72Eowo/nj+YjSc6OGtkDl9VdRFVVDGYhXhK1nT52XSig2BMPJNtBg2RuIpFryGayCZONWsJRcX7PcNncmJxlCSBRpIJJN6XgJiicqjJjTMQJRCJ0+0LU5xu5ozHv2RIro2b5gzkq5puxhenEorGmTM0ixX7monE4oSiCr5wjIsmFnLtzFIUVWV3jYMOX4g3dzYwZ0hWPzeMUzVtYAY3zB7Y68Tx3Jc1LNvdwMKROazY18TRFg8/fGMvX1Z0Mq4wlZ+8d5DdtQ5unjuIFfuEE4Y/EscViHLhhEIunFDIRRML+c15I9HKEmuPtXPN9AFcOKEAm1GLJxij2x8hEldpcQVJM+sIROLcvXAoN88ZxLt7GlCBuKISisaZOCCNO5YdYM3hVjp8YZ6/aiILR+bS6Q1T3enjy4pOmpxBHlwsXE5Meg2v76jnzJE5XDVtADbjP7e6PX14DiPy7RSkmjhzRA6yLP3TY76rSuYWJ5VUUv8/9b3sm/o7sKXXkT53EMb519D94kt4Vq/GMn26ADh8PrxbtpL38EOkX3M1HY8+iufDj8i68yd4Vq/G++lnSAlYwzprFkWvvkLzHXcg6fXYzz4bjc1GyoVLaLzyKtRIhIJnnka2WJC0WrpfeQXZZkP1eNAVFqI4EhC/qop4Fb1ewCGhELoSAXkAZNx6C65l7+L7fD1pl12GNiMD51tvI5lNyGYz3S++SKSqGmIx0q66mq6nnhIQhiwjpaQI545wGDQarKctIJKId8m571d413wCgHHKFKJ1dQJC0ekIV1Xh27oVw+DB6AcMIHT06DeaMu50ih87p7iLGIePEOc7JRNNtlkxjBhBrK2td5saCGCZMhn/jq/4en6abLUQ2LWbeDBIYOtWIlXVaPPzCO3eI6Jq3B40aWmogUC/41S/H11ONubJk3G+vxz/tm3EXS4Cu3YRqarqBVhira2oCXBDDQTQ5Obi37yZ4IGDpF26FMeyZaK94nHMs2YSqapGdbtBr0fS6Sj60TRMHatwt2ShhGLYzllE1u13ED5+FJ3OSfHcVlJGGJDVAFgLaHhmMxnDvUieBpQ4xGb8Af2RZ2DdrwSQMe4qKJ4q+qXWXBHN0n4UTqyGkK/P4TNrMGx6RIxPlMyCoYtE/zOlAC54Tix+kSQxpvH0eChfCdUbxWKDgXNFTEvRVMgY+K/9W3E3w/tXiz58xqBv32ff62JBzuCF/eJskkoqKSHf9maChzuJ1HoIlncRONCJeWI2ttmFyCYt0VYfrtXVSBqJ8Akn5nFZaMw64s4QxkEphOs8/dw2iEO00UekzgtxVThySIlOp6bPmUOy6SB8yniiFuEyLIFs06N4vhbvElWI1AjoI94ZRJdnIVzjpvOlo6RfMQzZqEXxR5AtOgxD0oh7I0QqXKLDrIAaV0hbXIZxeAahCidqMEbwSBfhKje22QXf2jaSJGGdno9phIBXVEWl+81y4t4I2nQjoeMOPnjjYXZ99D6uthY0Oj3rX3gGo8WCyWanvaYSAL/TQWZhMcWjxjBk2kymLbmU6RdfTt2h/XS3NDFz6VWUTZmOoig4W5pRFQWfoxt7di4+Rzcl2cMZN/cs8oYMp/bAXmStlkgggKzRYsvI5JWf3ITX2Y09I4vTrr8FS1o6kixTvW83dQf2kl1axtDpsxk+ex4NRw/hdzkZNf9MBo6biPRPnotaWctw2xi0ko5i80DS9f/ZY3zJvmlSSSWVVFJJ/XdIUpMh6L2SJKkQaARobGyksLDw31yj/wda/wBsfwqKZ8Alr4pJ981/gFEXQd44+OJ3sO0vAhoIucXkuzVLrF6ZdouAQVqPQN5oyBwME6+Ftb+Enf8DA2YJUOTAW3DoHXG+RY+DziAmvmfcKWbPmvZBww4447diIKTH2QEJyk4T8SMhF4y+mXIeAAAgAElEQVS7Go6tgBEXCKgi5IL598P2JwVwIEkCNig7QzhuFEyGirUijsPfBR3HhSNE+xHQmsVkfvlKuGKFADKa9ohIDno6XolOlqQH9ZROlSldxNJE+w9UASKuROlbzYwlO7Eq51RfRYuIa3HUJM7RA4CUgaOqbz+NUcSVxBLnMaZB6BTwBeCqD2Dd/QKYMdgF4GBMFWDJtJvhyArh5GFOh9ot4piJ1wm3kVgCkjGmiHubPUqAFkGHiI3RW8Xfeptw30CCa1bCV/8jYmoKJ0H5R2DMAF3iHL4O4QLy6tmiPr0wS6I3efpDArhpL4e0EuHwMnSRqHfdNrAXihVKncfFdcQjwsHlpUQ8TA8EY0qDxc8Il5Qv/wyjLxHXse/1PlglJR9u3yeAoeU/gOrNos7TfiyAj+fnCmBkaf8c6H6K+OH4agFxPDtV3Ct7Afxo67fvv/dVWHMnnPl7mPHjv19uUkn9F6vbF2bZ7gaqO3zUO4IMz7PxyBLhmPPKtloeXlPOzEEZXDVtAOOKU8lLMXGw0cVt7+ynyfntzg2yJCJZHjp/JBeMK2Da7zewYFg2m0924o/E0UhiXO1USfQ9mbOsOvyReK87hT8inv/pZh05KUaOt3qx6DWkmvX85PTBvPBlNVWdfmYMzGBHTTePXjSGgjQTL2+vpdUV4r2bp/HlyU5uX3YAq0GLxahFURSeumwC0wd9bVXXP1AoGqfdE+Jkm5eb3tzHlVOL2Xyyg5aE68ii0bncdeZQvMEol76wk0kD0lg4KpeZZZlkWg0sfmYbxRlmBmVZuWb6AB7fUIE/FKPZFaSi3Se+6noGFxPtYTVo8YVj5NoN6DQyDl8YfwJ4Melksm1GWtxBonEVjQRF6SbmDc3mja/qKcuyUtPl5/YFg6l3+GnoDrC33skdCwazr97B45eOI8du/PaLRTiPlGRYGFuUyuEmF6GowpTS9L+7/3ddTU1NFBUV9bwsUlX1X8ugSSqppJL6F/S97Jtu/YMAqQsmo5adRfDIUbyffUbWHbejxuPULD6fWEtLgsjUYBo/HsXnQ7ZYyLrjdrpeehl9yQAUt4eMW2/BOGAAFbNmE+/qouCvzxCpb8D76aeEjon4xbItX9Ly83sJnThB2pVXoC8upu3+BzCMGIFktRLavbs3ckVOT0eblkakthb9wIFIBgORigoyb72FzqeeBkmi4JlnaL7tNiSTCTUYxDRtGpETJ9AOGIDi9RCtqSX1iisI7NxJ3OdD8XhQQyFMM2cSb2kBVSXn949AMETr/fcTa2lBslhQ/Yn+sV7fD9IAkDIzULu66fel3vOewSDq3/tlLwkHklPKsJx+Ov6NG0FVkSxmVL/oe2rS04l7POLYeBzsdggEeuELbUkJsUQcDoC2sJD8P/6RhmuvhVgMyWgULh92O/qCAsyTJuJ69z0yb/ohXc/+j2hTux19WRmh/X1xJXJmBkpXN2nXX4/zFeFcIaWkoLrdyHY7ikfMQRlGjiTjhutpf+pptKmpROvrUVwuLFNGYKAF19EI1jPOwFCcS+czz/f270sXdmFMi4Kswz9vOaEXridjVjGRquOoSgzDlU/C6tvFeEfxDLjwRdj3moidNaVA+arEmAHCcTQaEIthljwPXzwsximu+lD0CePR/8Pee0fHUZ59/5+Z7UVa9S7bktx7b7iAaTYx3aGYACGBECCkPCTPE0KeQEJoIQQIEEKAEFroBGNjwGCDC+5dtmzZVu91tdpeZub3x7WS7EDy/s77vjnvE9jvOTorzc7cc9/3zM7quu7v9f1KAYWhw8Ifw5n/DYEueGy6qFB6SuGiJ6Tg5YULRalywkX/+PPRUSXtRfvhjetk29m/hPm3fvH+T58pBTr/WSvWtCmkkMIpMDQDLRCjb1UN5nwn4X2dZF4yalDtouPRvcQ7Q2RcUI5qM+OYnIuiKvR9WE9oZzt6ODHkC3oybCokDIrumEvoUBd9b5/AubCI0ObWwdTYP4OaaUMPxmU/XZcgzQBTkQuiGlpPBMVlxuSykrliFF1PHkB1W9BVnaYxXUxZeiZGdZC+NbWknVZE2qJSOv90gHhjAGuFh1iNT8grp5di+Tvbz38GzRdFsZrwvn2cUHUP+zybaamuIhLox2J3MPuCFUxbupxPX3iGqi2fMOmMc8gdUca4007n+K5tfPr805SMn8TImXNAUajds4v2mmMk4jECPd24M7MJeMVuzO52EwkGsTldGLpGIhbDlZWFv6sLm8tNNBggPb+AeChE2C/fCyarldxhZWQVFVO1aQPpufkEenu45PY72fjCsyiqid7WZqYtO59YKMRZ19/8D8ca1SJUBw4xJm0SVsVKbaiaAlsJLrP7Hx7zPx2p2DSFFFJIIYUUvhow/7/uQAr/Ykz9hizan/Z9+OQ+2PooXPaiJCbevQX2/1UW92NBwABPIax4Dp6cDxvuFsWOaL8oWmx7HJp2CGEBZEH/1auEiGDLENuUzb8V1Q2TTc51617Y9gSkFYiyQTwoaiGJqBAazr4bHBnQsE1sQwxN3ov0QWa5LOonIkKkcGTBOfdAx2EhUhxbK/1o3C4klYYtsOTn8N6PpA9VfxNiwaqbpLqlI1llk1Yo5AbVBnp0iNBhssn542FJzBTNENWI6JDU/yChw5IGcT9kjxSLjwOvyIK/kZCArLceTJZkkiypYuHIBns3jDpbiA9aknThzJH5jXhh2GnQtF36Mfw0eP1aGD5fSCkXPQXPnzdEpDBZhYCgqGI1Ur1W5qarWuxUMAEaRIKSkOo9AQtug62/lwSUp0SUPWL9YHaICso7N4mVCQZ0JGUYLXbwt8CI02HmPPhzUvkiEWXQzmUganXlwvUfw/F1oggDYrfytYfEambUWXLuv3xNyEP9raJ2svQBKJwmMrdv3yDqKjUboHWvEC5qPpa5jAekTXc+9JyA4x/Bp/eL0onNLYmytALZ58aN4G2AaEDee/+nMncX/3Hoeu59ET74L+lfyUypzEovEuWZc34N6YWnfp7cSa9n279voJdCCv9KdPZHOOt3G7lidimnj83j/MlFtPSF2d/Ux6fVnTy7pY5ct4WuQJTJJR7S7BZueXkvW2u68Ybig+SNk6EAE4s9/O6yKTy24QTH2/sJx3VG56ehKArvHWxDM6Asx4kvHKc3KM/pgWbGFrjRdOgKBMh1WwnFRO1oWJaDxt4wvSHZPxjTcFgSXDazlGc212JWFbbW9qAq8KfNtay+dQHrqjq4fkE5n53o4ZWdonIRiCaIxBOoqsqWEyK9/Z0Xd3PrGSP5zuIKfKE4Nos6qM5xvMNPe3+E3mCMC6YUMTzbRU1XAJOicLDZR3t/lIcum8Jd7x5my/FuLpxaTHmui6IMB9fMG8G5E+UZt6/RS0NviIbeEJuPd/N+ZRt94TjRhM6A+MWCiiz8EZ3G3uDgOAPRBDazSr7HRnV7gEhcZ1qph/3NPqIJfZDQAUKUqe8J89L2RmaPyGLFjGLufu8oRRl2dtT1YFIV1v1oEXevruKzmh7WHGzl2wu+uAI1GE3ww9f2M688m7/eMJcfvrqf7kCUg3f9/1RTSiGFFFJI4d8fo86T2CV/EjXnnIuRSDDipRdRHQ6qZ85Cj0RQ0tLESiWRwHPeMvRolM6Hfkfjdd/ClJZGeNcujHCY0LZt5PzgBxjJStzAls/wvfqqnEdVQddpvf1nhHbtAsMg8PF6cr57I0YshikzA8VkwojFUPPy0Ds7MaWnU/HeGoLbtqGkp+NfvYb0ZcvwvvQSqCqOWbPoee45AIxYDMfMGeTefBONN34X7cCBwSHGOtoxeTzEm5rIuPpqvH/+M7HaWrSODtKXLqVp5VXk3Po9Ia+AkBHMZiFTxGJCyojHwSaxmOHrR83wYM4vIHbs2CnEDiMaFUUQux0jHCb/rrtwTplC6+23Ez1yBIBEZycYBqaCArQBtQ6zGVN2NorNhrmggMiBA5AkU1gnTCB2+DB6by/2KVPkPcC9aBGN3/wmzhkzUGw2bKNH0/vMM+D3E6uupui+ewmsX48pJ5fCB+4ntHMnWjhCYN26oTGZzejJPscbG3HMmkn4wEEspaXEgkH0/n6U9HSM/n5ijY20/sdtAGgNDRSeDtEOP/1NXnSbQtFPvok78SnUPEl0RDppo2wQ9su1T8I1dzauKVvg4zupe7wdVBhzywi46i1RxsyuEKXHjfdLwUIsAPO+B0vvh+KZsONJUbe0Z4iyhytHyB9v3yjx+UARhS1NLE8nXyZ5FD0hcfq598gxrhz4rwaJ00GIH699A+bcCBMvGfp8/O1GyVlc9z4Uz4Blv5HimS0PS+GC+SRbVpC8RnvlkO1pCimkcApCezroW11DxsUjMWc7yDh3BNHaPhK+KD3PH0brj4HdRLTWR/aV44jW+/B9UE+ssf8fEzMUSFtcirU0jZ5Xj6Ak/UPT5hQS3t2JEU6AAuZCJ4nWvysUU8FW5iHWFpRaM7Mi6UgDcJjQWoMoTknTG8EEjkUlqHYzKKD748QLFA5OP4YjXsD4vAk4J+bgmlNE/8cNJLrleRRrCaA4zIT2deI+rRjvqhOED3eTd/MUzBkOtP4opvQhy5WmcB2eNhd2iwNrqZDDtnevoan9IKFjPsqmzcDuTqNq0wbqD+5l9LwFZBYWkVVYwtxLr8CZ7iERj1O7ZxchXx/Htm3m2LbNFI4aQ9txeeZZ7EL6n33hCra9/SqGrhMLh8AwiAYD2NPSycrJo7tJVI3zyipoOnQAf1fnKbYtWixG+4lq2k9Us+gb36Lx0EEMXcNksdHf08W8S1cyas48nv3BdzA07Z+SOmpD1WzzfoJVtZFtzeXjrtVMSJvGgux/oNqbQgoppJBCCimk8D8EKfuVk/CllLht3QcVS4TksOVhsQQ5/LYobYw6VwgRZ/y3LJo7MoUcsPtZSWQoqiycxwKiptDfLEmD9oOisBDslAV61SIL793VSYuSoGzToqLSYbaJ5cjR1Um1iKT1yo8OSyLlT6eLT+2xdWLr0nUEnNlCOjjx8ZCiRnqxqG00bBkan8kGUZ9sL5kNTdtEtSOtUBb+ExEoWywkgY4qRImhCEI9MOvb0HZwqH2TRcYFQqrwtwohxuqG4tlQMEXGCKAn94v4hEiy+odDCiR6XCp/tJi0kzVSFDH8LdKfREwkWM/5tViOoAyRRfztQgxx5YmEqyMTYiHoa4LKV6U9Z7ZUDPmaxT4n0AG7nhap14YtYiWjD0SGiL1LIiLjq92Q7FdCjgPIHAmhpNfmlJVCADFZ5dpbXENqHm17oH7TUF9PtpYx2WDqldCyW2xTSmfDsQ+FrOITD2fm3QTBHpGRnbhCiECdh4RQUjgZxl8orw3bxNal54TM76QrRU0jFoAz75L70JEp45hxndyDvbXSz91/FsUWX5O0+9QCsWOZcJGQWdorIW+83Bvv/Qf4WiVxVjoPlv9O+r3jKUmebXtcknkny91mVcjPlCvk85FCCimcgoRm8PGRDo62+Xl1VxPzKrL55btVPLr+OJpuUNsdJBLX6Q7EaO+PMKHIw52rDhOO66TbzUSShASTeiq5o6M/ypKxeTz4YTUHmvspzXSwv7kPk6LQ6pME1s2Ly/m4qpPP1VIZBs1J5YtQTOPscfk0eUMUpNsxqQrFmQ6mlWbQ2BsiHNexm1V84Ri13SHuvmgC1y8o54IpxfjCcX7y5kEC0Th7Grxsre3hd5dNYXJJBrXdQYZnu1g4Kpcsl4WXdzSy5UQ3lc0+7lp9mJ31vVw6XSqsL31yK6/saGTNwTaWjM2jwGMnENE43NbP/IpsLCaFnywdy3WnlfHariY+OtLJT5eNY/HoXK56ZgdmVaWuO8j1z+/GYVYYnuXAG0oQjGkUZzhIt5uJawZxzaAg3cGeRi8zhmcyrzybw62yYKPpBgowpSQDs0nh4uklbDrWjQHcumQkRRl2GnuCxHWDJ1dOw25RKfQ4eHDdMaIJHatJocDj4MIpRfQEoiwYmUOa3czNZ4zEbPriZ6PVrBKMJugJRDlvUiETiz2cNT5/0Jbn3xEpidsUUkjhX4kvW2yqBQIEdh3FOlEqeDsfeAA9EqH3z88Rq6vH0DWMaJS0008nWl2NbfJknDOmE9m3n9InHie0ezcJby9GMIR9wgRi9fUEPvkEc0YGut9PdMCixOHAOm4sWkcn8aYmzIUF6P1+DJOJaNVh9FicWHU1sdo6FKcTo68P+6SJlK96Bz0YpHb5+fjeXU14925CW7eiBwKkLV9OcMMGEt3dyapqA/eixXTcd/+QKobDAYkE8bo6tFAI+8SJBHfswAiFsE+aJPYkRUWYs7PRojFix0W63lJUhN7XR9pFFxI7elTaB1HP0DSwWjECQbSeHhzTpqIHg3iuuZpYQyNGODxE8tB1THl52IqL6H322aF57+hAsdvFTsZkEjWQeByttxc9EMC14DRcCxZgGT6M6JGj6IGA2NBEo0IIAUyFhbhmzUxavqiEd+0ieuKEqIRYLJBIoMViRHbuIlJ9FP8HHxI5epRYdTWm/HyxT0n2EU0DXUePx4kdOQqaJvY3ug6qinXkSPnbMPCsWIHJ7Sbh7SF7VA/e2mxinX6cGX30fbSL7NxKAKJ9ZpREFFdeDFtaAj17EnrOZHrW7sU+92zUjEL8697DZIqTGXxW8gCFk+HoWlHpmHEddB2TIov0Ihg2DyrOEFvYytfF3jQakOIBw5DCE9Uq8XzLHsk9ODJh1vWiQhroknh0+xNSmNKUtKX962WilmpPh0/vlRh92Hwhe6z/lRwT6oYz7xTVVFeO2LYcXwfbn4R5SYWRARRNF+XT/HH/ks9sCin8u0PzRYnW+wgf7iFS1YNjUg6dj+4j0RclVtePoekQ1Ul0hHBMyyVc2UN4fxcYoHqsGNEkYeokB2YArS+KOdtOcGsbie4w5iIXob2d6P6Y7GdVsU/IJt4UOLVDBhgmMHxxYc9rBq6FxcQb/NjKPOjhBK6Z+cS75Nkebw9iKXIROdSL6rSQf8MUMtJyGOUaT/DjZkI7O7CUuvGtqUW1mcj74XTijX5Umwmzx4ZzWh6h3e0k2kKEq70Ed7bR/349pgw71iI3ndE2Vre/SrCqi/RPwT1fCvi8bS2gKGQNKyVvWDlLrruR3BFl7Fr1JqrJxPyvX0U0FGTVb+9hzLwFvPvQPdTt283wKTPwdXYABoHeHorHTiDc78PucqPrOi3HjhDx9zN67kJikTCRgBTQJWJRRs9fSNDrpXzGbBKRML7ODhRV5Yq77qdu/x5ioRBpublc8KPbCfn78XV0UH9gD7FwiEQsyoTTzyY9NxdfRzvDJk6mfNpsCipG/cN7I8OcRWu0CbcpjXLXGFxmN6NdE7CZ/rHq5P90pGLTFFJIIYUUUvhqIEXqOAlftsQZ3gZ4+gxZvB9/odiYKCrkjBQrjYv+IPYpxdPB1wgte8Ve48THYrXSVS0kC0c2rHxdSAPOTMgZDde8K4mP3hNCiug+OnReQxdSgTNb3g+fZCmSiAwpV+SNlSTH9j+ISsQAocKaLvKl+1+Uxfdr3hW7FZNZxmQMVKKYoHSuLPJjQH8LBHvF1iTYIUofJhPUbhQyRv4EIaKEeoSs4GsVIoa7IKkQkpT9NxQYuQT6GsW+I9wHPdWSzBmAaoG8CUJSqNsIvcdPnXvjJFr/6POEqOLKE2KCoUDbXiFBJGJCzBiMEJMC+fGkcsoZd4j6iRZNkkXMQppRVEkoxQJD86nFZQz5kyS5034w2ZeBQNQiFUiJv7M3iPQO/Z4xHI5/IOoktnQhbuhxuTYDljZjzxc7HU9JUtUkeY7OI9BzfEhdQzVB/Wa5X7JHJ4kXfUIuatgy5E9sdUH1e3BivZBKvLVSYWUyC/nj01/LXIxdDn31QuCxeaSP06+FyV8XSx7DkLFnl4vKjN0j81UwCcoWCRFj4wNyf486V4g43johsIy/AMx2mc/CqdB6UM458zq5Bwdw4DV450YZe+EUUkghBWjzhbnr3So8DjMj89Ko7w6y4WgXs0dksmBkDuOL0unwR1AUuH3pGNZWtqMATqvKG3ua+f2V04jGNVr6wlw6rZjjnQFiJ3mpKMCcskyq2/xMKE7HF46zZGweexr7aDrJrmVvU98pxwG4rCr9kaHqRRVo9oZY96NFFGU6qW4P8PjK6dy9pooxBemgwAeHO/CF40TiOlfNHs7iMXm8uK2Bw20+9jT0Ud8TpCTTQbM3zLRhmby1t4XeYIzfXTaFX66uoiTTSTSuMassi80nuinJcHDRtBKmlmYAUJLpZNrwTJZNKOCMMXkoikJ+up0VM0r47kt7qe0OYTermE0ql0wv4bxJhWyr6eHbz+8iqukUZdg5a1w+H1V1UJzp5PXvzmdUrpt1VR34I3F+sXwCN59RwQ0LyllzsJUOf5TG3jCHW/tPtnrmgimFfHSkk2y3jRsXlXGwuY9Of5T6nhAOqwnDgJJMB6/vaaHVFybNZsEbimMzqzR5Q+yu97Kmso21lVL1e/+lkzGbVA61+HhjTzMzhmei/p2P8bqqdjZWd3P13OGMzE/7tyZ0QCpxlkIKKfxr8WWLTXuffZb2u36JffIkjFiMvldexbV4MXoggHvhAkoeeoicG67HOmwY4cpKoocOYUSj+DdswLNiBd2PPArRGO4zTqfgV3cTravDlOEh65qrybzmGoLbt4uNiaahdXQMntdSVobW0YmhaWjtHRCNDr6npqdjhMMkvF4yr7yS8MGD9L+7etCCBMAyYgT2CROI7N+P59JLyLj8ciKHD2PKyBgkZgBYxo9HVVUhRUSjJFpbMUIhlLQ04jU1ZFxxBb6//Q0jESeydx9KWhrEYqKyEQyigKhYJEkSg9A07JMnkejoxDF9OtGqqqSdiTG4n3XMGLRgECMep/cvzwtB4uTv4OR+iicds9OJKT9fSB5AvKub6KHDDHvmGfpeex39ZKJIEkYgQPry5ZDQCH7yCRiGqIRYksqUhkGisxMjHMYIhUWVw26DeIL8239KtLERvTcZcybbto4cSWJAOWTwRAZpmbVEeiyg66guF+GdO7EX2ejeZ0HTrNgcQXIm+InbyrHNOhdTyXjiJ44SS59GrNuPIyNKoj+CJXAYpbMSw+QmHM4nK7+a7MIjEgd6GyQfUvk6HHkXaj8dUsPsaxT1jvSiJIlDk22zvgUNWyXWBTj/Edj0G8ktpBWAxSHKG1NXyt+ZZaIa6muCbY9JXOuthUlXCAkjexRsekBi0J4TovQR6hGFjuGnSZFDWqHkVLqOiELotKtPva5vXie5gi9S8Ughha8owoe6CWxvw1LowlaShn9jE+gGjql52IanYygQa+wnbX4hmFS0HiH/x9uCaIE4WVeOJVLdi2o3Yy51o3VHTiF0KG4zpgw7qt2EkdBRrCYsuU7ijf4hdQ/NIN4WPFXtwwzoYglzsm+oJcdJ1hVjSHSGMec4sJS4iRzsxj4mi0RnmMiBbtQ0C3pcI+u8CjKC6fjfa8AIaSS6wkSqezF5bOiBOPbyDAIbm3GMz8ac4yCwqQXryAz0SAJ7RQbRo71YR6TjmlWAKc2K3eTEoloYaRtH5sRizJlCaCgZNwHX9FL2Fh+l92AN8RYfI2fNpXDkaIZPmc7Od95gxztvAAbjF50JGHTUHGf8wtM57fJvoGsJuhrqiIXDXP2bRymfNptp5y5n/wdrMHSdroa6QUIHgKKoFI4cTUPlPkrHT2L03IW0HDlEIhajsfIAiqKQW1ZBX3sbnfU1dDXUUTByNN7WFhyeDNqOHaX+wF6OfraR4zu2Mu3c5Yw9bREAB9d/SLDPS2Zh8ak3imKwy/sZJsVEhXssubaCf2tCB6Ri0xRSSCGFFFL4qiBlv/JlRuZwWP4wlM6Rv2d8UxQeFt4miZ5NvxFyQuXrcNoPYf73xUZk2W9kIXztj2HchdKGosC+54VMoJph80NSyQKAAYpJiAzTr4GCibD2JzDnuzBsDkSD8NpKeT868D+lAofeloV1QxP1g/QiIQGMXAK5Y2Q3s0MSHG0HZCFfi540QB0aNwtBY0Alw2QBLSzKESYLNFciy3gMKYSA7D9wjL8FsscIcQOgYLws/FsckDMGOqtke06S5d19TIgOXUfltaNSrEO0mGwzTpY/VUS9wmSFpffBW9+GREgsStyFUPWOzJ9nmByvmCQJZLaKb2/mcBh3gSSbBhQ98iaILOyqm4ZOUzofmrbKeXJHiXevYoZ9f0lem6StzPTrYMcfZP9hs2HnM0LA0WIweqkoYoBcK0MfItrYPZA1SixtKpJyhP1tQ2NVbVCxWFRCuqvhz0uFdFE4VcgUH9wuNjsRn1iYBNohYxjMvhFKZsErV0qC7NN7hfRhcULRtCHLHBBSSOcRIZssfwTKTht6L2+sKG34O6Q6auXrQsb47BFJpC35ORx8TZJ1c2+C58+Xe/m838K+F+HdW0U211Mqc9i2H65+Rz4HJ2PkmXDaD2DUOaSQQgqCymYfb+1t5q29zdx78SS+f+YoDrX62FbTy2VPbWduRTbba3tx21T+ulMS0bluKwea+3FaVU50BmjoDeENxSn02AnHh7JfCuCwmthRN0QOLMmw0+INEUvoFKbb8IZiRBIG4Zj2OfuWYEynPMfFpBIP+xu9ZDgtLJ9cREmmk03Huzna3s85D28kocP5k4uYU57FJX/Yit2s8sEPF1KR6+ZAUx9Pb64hphlMLckgYej0BGJkOCx8Z1E5C0flEo5rxDWdSFzj5e0N1HYHOXjXudx3ySRsZhUlmYDv6I9Q3eHn8lml1HQGUNWhxLxJVTh9TC5ZTiuPfHycySUeNEMsbdqSaiQAB1t8XPbUNkIxja5AlBVPbuVEV5AfnjWSpzbWcLDZy21vHGDpxAIqW3yDx5lVhcRJk7OttpdoQudou5//eP0AVW2SWIvENc4al8+180fw6s5Gnvy0hobeEPub+tj732dzwwu7+ex4F3wpYRYAACAASURBVAaQn27ju4srWDQ6d7DdF7bV8/ruZpZNLKA891Srql9dMJE7zhuPw2oihRRSSCGFrxY8l1yKYnfgmjsXI5HAc8nFZFx8Mc6ZM4m3tNB2512YcnMJfPgBJU8/Tfz4IVRCFN17DwCOaVNxLzmT7G9eS/s99xD67DMAOuvqyb/zF2hdXWC3i3KGYWCbNBH3/PlE6+qIVR9j+EsvokeieN94A/+qVQDoPT3SOcOgfuVVxOvqAHDOn0+k6jC6P0DRfffS+eijAFhLSum85x6MpCIHMGj1Eq+s/BwZAsDw+7GNGUPfK6+AppFo7xg8JzBoiTJgl4LFIm1qEmeZSkqIHKzElJ9PtLZWjjOZSFtyJv0ffQSxGLEjR0BViVVVYS4tRTGbUWw2Uf44CSani0RXF9asLDKv/gbeF1/CVlZGwZ2/oO/119GSRA/HjOlEa2oxZWdjzs3FWlBA5te/jue88+hfuxbDMISQYrPiWbYMPRKlf3UyjtR1LGVlg/Njyc2lYvW7VM+cJcoiSSWSSGUl9smTiVRWkvWd7xDYvElIMoaKa5iB5fRr6XvhBQDSyi1EGoKg66SVRnCMLsWpR2h+Yi1pyybRuzsDx6hWhk/3opkzqX3LTukvf4Cz6j5iR1fT/NzTeCY6KfrG1RKrHv8Q+uqEzKGYJC6sOFNiPdUsuYxP7xfF0d5asUtVLVIQMID1d0tMmz8Jrl8v+w5g2jfktXGHFElMXSk2Lh2HoXY9FE+Fvc9LmyVz4JWvSz5h3Nfg0wfgjauFeHLmnaLgYXXDDys//6Ga9z1RZU1Zg6aQwiBCB7oIH+omuLONwtvnkHv9JDoe3Uvws1YS7UGitT4wIFrrI9EbQXGaMGI6sfp+LMVuwgc6QYGEN4I95+8W+S0KRiBBPNBPvEFym6YcOwlvBHQDU4EDrT1ZdJAwBmu25G95cc0rJFrtRQslsJd5cE7Pw5LvIt4dIt4SILS3A0wKmZeOwvvOcSKHe3FOycW9oATNHyN8uJvwHlFRckzKJuGNEm8N4JpTiGN8NtlXj8M6LB3/J03okQSBjxuxjc0i84IKPEtHoJ4Uh8WP9zM6VIY2wUYYjZOeYrhNaeSZ8skdO5wtTz1PPBJm9+q3cWdl4+vqAkPH0GHTy8/RdPgghq6z78M1bHntRUxmC1POPo/Dm9aze9XbHFz/AaPmzEdLJFV/FQUMA6vDSSwcwjB06g7sAWDfB6up2b2dYJ8XV2YWkYCfq+59mLScHNY+9hAndm1Hi8dIy8rhhsef5elbv43dnUYk4GfM/EUUjx1P6cTJABiGwSfPPUXOsOGUT591yqU0KWauKvkOqpKKS7/sUBRlBFD3v9jti/ChYRhL/+/2JoUUUkghhRT+z5EidXzZMfNbQ7/bPbDzaVmQTkTg0/tkuyNbFAqOvicWFa374OI/in1GzC8Eh4mXyqI/iKXKrqcBRRbYR50Dh96EFc+JJ2xPjShouAskAbLlYSEIjDxLrC+2/h4W/Rds/s2QokUiLoQOgIbPJHFRMAUu+L30TTFJ//f8RZIgbQdluz1DbEo6q0S6tHqNtKFFhdQBDNLjQz0nTcxJ0ZU9A2zJamHVLBYdICQILSrVM1nlcNNW+PhOIZd0HIREkmASD8nPgDXLKTCEzNBzDN67TdpPhOHZpTJGRxaEeySh098s8+FvkUNrP5E5HFSm8Mn+N2+Fjb9JqnUkxxbtF8ULLanm8drVMo8AGaXQ1yyWK027k1MSg7pNoqLRlqw26qgaslZxZAm559CbcOwDmHMLbLxX+lPzscyfoUF6KfQ3SSLp+Dr4xt9E3WXDr6WN9krpkzNH7qXSuXIffXqfWMqULYT6LTIHJitklEvb7ny4bi1UfwgnNgi5oqNS5tOVA89/DW7eLmSO6veFGFL7qSS9+hrkWpmsQmwJdIpCyPDT5PNQtlg+B6oKEy6E0lliQ2Roco/5muXaF037/OV058HZv/qC65xCCl9dnDOhgAdXTObVXQ28e6AFwzBoTipo/OisUYzMS2Nfo5eSTBef1fSQ4TAzpjCdzuPdhGI6975XRcKA8hwnOxv6WDG9mIRusP5IB/6oRiwhixoDhI3mvgj+SAKLScFpM9HWL1YiWS4r/nCc3142hfcr22nyhqhs6aejP8wkw0MwqtHQG+ZAcz/RhE5Frps7z5/AXe8KeUw3DF7b3YQB3HbOWDYd6+KvOxp5YZt4+04qTqc818VF04r5tLqTW5eMRFEUxhcNVU7v/vnZTPvVOvLS7Lhtn/8Xa9X+Fh78sJpjHX5W7W/lhW/NHiREKIrCH66awd5GL53+KDcuLmdtZTv7Gr3kptmobPZR5LFzy+kV3PrK/sE2VUXBaTUR13TCcYP3KttJt5v54FA7ZTkOLKqJ3DQbt50zhlZfmOIMOzvrernv/WpMihSKHW3zk+O2cuWsYdx27pjBvm6o7qTRK17QHf4of9vXwh+umk4sodMdiNITjPHDV/fjspqpSBI4bl82jq/PLD2F0KHrBn/ZWs/CUTmMyk/7v3HbpZBCCimk8G8GS34e2dd9c/Bvrc9H74svYZ84kc5HH6X/3dWY8/MxdA1F01CbN+DINYj2jiB06DjhffvRer14zltGxooVhA9WipLD/v20/fgnALhPX0zwk0+xFBVS+sQTWPLy8L7xJnqfDz2RwJSeTuCjdQDk/frX+N96i/C+feTedhtdDzwghIq4xEN6nxAjW396O86ZM1EX2ci+4XoUk0qksYl4czM0NJBxxRVCPlAUzCUlmDweEh3tWMsrCO/YAUC0uhpLeTnxAVIGon4xiCQxBMA+ejSRAYIHYPQnrdM6OnAvWkTs2DFybrmFrKtWkvB60Xp6iB47Nnh8oqlJFszUz9uhJfr6UO12YtXVaL0SG4d37qTua8tRMzMHx28pryC8Zy96Xx/x+noiViueKy4nuGWLKIsk7VQyLr6YgjvuoOb8C4ZOYjZjyc8n3tAAikKkrp6OB36DYrdhBIOoHg+6z4eiKCR6ekSRw+lAa27BnJVN3zGZf0uStAMQts0l/+cz6XzsMQKmeeRaWsjOP4xzxRya3zyMrpqIm3LA1IIRDuEoTkfZ9WeUXxzF+uLFFJ8eRY/5qHt4I8OWq5jchZLTGHu+KGps+72oZ17xEvx+msTN6SVJ5dFaKURY/BNRMj2+DnLHQrNcWzqr4PdT4T+OSIFD4zYY+zVY9T048Kqoddy6G2o+BRSo/0yKbGZcKzFsqFNyHSYzLPqJkETMNsmNTLhYcjGZZV/8oRqZJKKkkEIKg8i4qAJzroNwVQ/+TU1CrtBBdVtIW1KKYjMROepFDyXQvFHMhW40XwQjmCDeGiDeLM9m12mFRBr7cc4pINbgJ9EbgvjniXtadwTrSA/AkF2LVQXNwFaWjn1cNpETXmLNAQx/nNCeTpxT8gh+1kJ4vxBQPMvKyLxkFL1vHSNe75cATVWINQdQ3Gac0/MJ7e0guKsDrVfI/pYiF46JOSS6wrhmF+CaUQCAY0KOzMMFFUSOe+l+9hCWHAfAKYQOAN/7dSS6w2zJrSaihbh22PcG38u05nBB0UoOVX/EuIWnM2nJubRUHyEaDFI8JoeWo4eZuOQc/D3dGMnvn6C3l/TcPHRNo6elkUQ0SnvdCSw2O8d3bCWzsAR7mpvcYSMYM28RVoeDQF8v2958hc7aEwCYLBZ0XSMtO4cLf/Lf5JdVYOg66597inB//yAxpGrLJ4w9bTHf/eOLKCaVoNdL1cb17Ht/NRUz5pCek4uiKKy85yGsDucp4+6P91EXOsbE9OmoKVvlFFJIIYUUUkjh3wwpUsdXCYmoqFU8fQac9iPZNu1quPBxUUD481IhXZz5C3h1pSQlQHxip1wOK1+Tv8NeeHgyxPrF0uS8B0VqtHS2vBf2SlJkzQ8lIQKi2LD8EbDY4fA7ovoxbK4kMPxtsvhucQnRIdgB+1+Cs34FRVPl+A/vEPUEkIX/xh0iR+pvEysPEGuYkzFQeWNoYskybC7UfZp80xDigC1dEl4DMqp6As69T5I3u56G6rXSRtQPq26B/S9/8dzaPf9g0hVo2p6ct16wpkF6sZAMIl4h1KgW8NbIPqpFFEH6W2H1D5JNJMkbilXUVjb8GnY9m2S3J0/TeUikXI+thapVQngZQF/TkKJG60557W+V19BJ1iu+RumvokKoS2xliqbInG16QAgdyx+BVTcnlTwGjleSCiwK+NvFOqd5l5CCnLmS6DLb5P5r3CnWLQP4203wjbdgwz3Cs1lzq2z31sFjM+VezBwu99bky+Hju+ResblB16B1P7xyhSjKBDuFkAHQUwv54+X+iwWEnHL0PUmUbXtcvIqtaaLokl0hPwPY+rjcK46MUy/lK1fKXH5zjdzjWf8guZZCCl8RdPoj5Lpt7Gvq4ydvHiQvzUanP8rRNj/huDxzrpgzjLw0Oz9fdYg0u5mRuS5OdAXZfLwbkI+91ayQiBv0h+NsPtaF3WLCpCqcO6GAt/a2kNDBYzdx3uQi3j/YRl8kgc1ioiTTweGkuoTNrNIdiGFSFR5ad4z6HrEwAYgmDD470UV3MD7Y9yc/OUEwrnP7srHoBgzLcnDRtGLm378BBfjFu4cIxTSynZZB4kMopvHO/hY+ONRKKG5wtN2PWVX48TljmFw69Lz41YUTsZqHkkMvbKvnNx9U87PzxnL13BGU57gpy3FRlOFg2rBTnzPvHmjl+6/sA2DFjBL+e/l4LntqGzVdfp69diZ56XYmFntYNrGQht4Qv3jnENvresBQeO+gqFF1B0RhaXxhGm19YbzhMMc6A4ytbONYRz+bjw8RHAeUf8vzXLxywzxy04bqs9Yf6WTd4SH5elWBH722n9JMB9OHZTI828UVT22nrT9CbfeQfG6my8osV9Yp4zrRFeBXa6q4YlYp9186+X9xZ6WQQgoppPBVgBYMENmzl6abbkLr9YKqUvzE4zgnTqT7j0/R+/wG8q77GvZhdtrv+Dn2KZOJVB4i3tGBc9o0yt96E4Cel16m8957QddJP+sscm++GZPbjSUvj+jx42CxENq5k8YrrpQTO514Lr2U7BWXoiQSRE+cwP/ee5iKikhbthTfSy+jBYOi+qEoxBsa6O/qYsQrf0VRVdLOPpvOc5PFDiYTCa+oiZnz80k0NwupArBfcskgqQMYUvYAbNOnE6uuFrsYAF3HPmMGsWPHUNPTBgkaakYGw196kcbrvoXW1YXvjTfAYqF/7VoCGzcSOXAAzObPKYSYiorQWlo+N+eKoqD75Ttb6+rGXFyMOTeHyP4D6F4v7jOXEFi/gf633gLEIiVWU4OltHRo/pKwTpxIos9Hz3N/IXb8OEp6uhBQEglCO3bgXLiQyIEDdN133+AxalbWoA2LEYuRaJbYLbhtO1o4DOEhW714Tc3gHAfWr8c5aSKuaZMpynmHwBE7FM5FG30DWvSX2MbmYYpE6D1iQU+YCTfH6Etz4tRiKN98j/SHxqBHo8Q1MAXrRSE05oejq4cG5GuC/X+VmHPLI2JlOmBbuvX3oiCZP0G2L/qxFK40bpd8grtAigI2/Ra2PwHzbpWY3GSV+DSprgKGFDTse1nyDMsfhd+OlHNklsvrmOS9VXGGtOnKg4rTT72QvmZ48jRY8CMYdz64csH+723PlEIK/ycwNAM9HMfkttL/cSPB7W1gQKAjNJgzM3ls2CsyQYNIVS+OqXnE2+pItJ6UOzMnAz8Ngns7IawRagpiKXFj8tjRuuSZoOY7cJR5CG5vB1VBDyXAoqB7JQ5TbCYMf5xog59oTVI50SQKjUYwTuRIz0kKHga+1bX4LCqes4bhq/fjnFVAYGsrui8GCvS+Uk2iM4SalrRZsqvE24L0r28k0RkGk0JwRzuO8Vk4ZxZg9khMZx2eTvo5w3FOzRscYueTB2gt7mTEshlkrRyLEdWYmZFNXI99bl5X/+5e6vbvwWK1seyW21h60w/58w+/w8Qzzmb8oiWMmbcQm9NJJBSgr72d1+78TwBioRDNVVI40d1Qh65pjF2wmKNbNqJ0qLQdr2b4pGms+u3dxE567gNoiQSj5y3ijGuuH9wWj0Y4/MlHJOKxQQuq/s4OXv/lT7nhiecwW60kXC62v/1qso2huD93+OfzdkcCB9nv20GutYAix7AvuKNS+JJjExD+X+4Fu//VHUkhhRRSSCGF/x2kSB1fBbTslcRF6Wy46A9wZA1Mv1YWrWd8U/Yx24TkMOM6WZAfdQ5kjJDF+iV3nNrWzqeE0AHQWydVJI5MSTp8+HMhZNg8Q4QOEGWN1T8QFQVfo2wLdMo/5BnDQdFPtUQBOPw3IVyULZbjB9Q1DrwE9kwIJuX4nbkQDUgViz0j6Yeb3HeAzKBFpGrmZBTPgP6Ok2xkkKTJlofFesVsh0RM2vA1iWQqiP1Iy+4h312AMecJySBjmCR2DrwCjnQIdp96zryxYilTMktsb9IL4ayn4K9XyHwVTBT/3OxRQlLwd4hiRMsuMGKw5XdC/Jh2jWxLKxTSTagbKl8TQkbhFCGpmB2iyOLKFWlYANUEqOBvHeqTxSlKI8CgAodqFknYzOFJ9Q+TtPHqFaeOR7XIPA8ofOx5Tgg9o86Fpl1ig7Lzj6BaofINuQ4DMCXVSR6fKfNtz5AxD1j0eBtg04Ny3p1PwVm/hJIZQuSIB+GpBfCdTUJE8tZJgi17tNxj7jwhahRMErWQ5j1Q84nM1YRLpWLKWy9tv3IF+Fql7fMeFKndmF/siHKSSbaYyP1iaPD2jaKi8p81QkT6giq4FFL4smNPg5cVf9zKpdOKKcly8o25wzitIof9TX1cPquUQDSBYUBemkjWbrhtMSZV4fa3K6nrDpJmt2AAVpNCX1ieHwOki9NGZrPleDd7GrzMLctk5Zxh3Lv2KK/sbGJOWRaTij08s6WOTv+QHVckkVz8wKC+J3TKtikl6exp9OFxmPGF5XspGNdJt5tp7A1RnOHg9mXjsJpVijx27BaV/HQ722p76QnFuWBKITefMZInNpygtitIJC7KIMc6/ETiGhc88RmrbjmNTKeV+p4AdrPK91/dT2mWg5eun4NZVQhGE/zsb4e4YGoxZ43PB+C/lo793Lzmum1kOMxoBiweIwoef/7mLKJxjWz3EOHiWEeA8lwXV88bwfAcF7cvG8vlT21LzgH84KyRvLC1AV9k6Hv42S11uP6B7cnsEVmnEDoATnT5sZgU4ppBeY6TZm+YmGZw3V92cebYPFw2M+39ESwmhe8tGf1P75fR+Wk8/63ZTChKLTikkEIKKXyVYcTjBHfuxDF1KoV33IH3tdexDivFPn48ie4enBMnAqCmp2EuLILsCcTq6kg79xz0UIjs79yAc5qo6emxGOF9++l66CFQFBSnk56n/kTJ44+R6OzEXFhI3YqvY8rOPrUToRD+deto8noJbt2KEYkQOXwYDIPAmvcwZWURP3ECIkNxixEK4f3b37ANH47mTy4AKgpoGoHVq3HMn094qxDXTSUlaD09+F55FcXpxAgl46yTiBfRvXtP6ZLidqM6HSiedKLVxwa3mzIzabhyJYrbLaQAXYd4nNiJE0LmUBQ8V16B78WXwKSCpqO4XOTcfBPel17GUlCApbiYvpdewlRQMGj1MgDbyJFYigqJt7ahdXbiWrgQVBOBjz4CwD5xIrH6epwzZhCvr8ew2VBVFd3nI3boELFDhzCCQWxjx2KbOJHwzp2iYKLrhD77DOuwYcQTCSGvmEzoPt+gKomSlobh94PTKeSXJJFlQJZ/EGYz6DqdD/4WS2kJQcNGuEuh96NGsPwKI56gYWkmBdvqKcmNYHHqpA8LYrbpQrLIGQUjFqL2t5B722uiaFkyW2LUU2CC9b+EWAjKFoj9qxaVYoZYAJp3SpFGd7UUwFzwGATaoLdeYu+/nA+zb5A4fseTkksJtIt6JcCUq2DrE9Jm3UYpgPjDbFj8X7DxfsmRtO6Dly6FtCIoXwwTLhH704bPYNLXh7oa6ZdiGF8zPDEHxp4Hl70gc5iKTVP4CqJvTQ3BHW245hZhzrbjnleEOd+JYjVhzrKDAuYMiXXsozMp+OlsAAJbWtD9MZRsG4Y3huqxoyeJG4Qll+iYnkd4bye2snSsJW7s47PxvnyUYEeYtCWlhA52kWgNntIfw5/Mj5mAAX5BQp5rat5JFi0wKEepOExEm/1Yit1kLBtBqKoHbCqWXCdG0p5U98fIuKACx6Qc2h7YiT5gW2pAvCNIojtMaF8XBT+eSbSxH60vgh5J0P7gLtynFeE5r5yoKYov1MuO9k84t/RSACr4fFwKkJ6bh2EYVMyai6IoePLyuf6xZ3F6PJjMoowcj0Xp7+wkv6yCKWcvI7t0BMPGT+KZ7wspI6OgiIoZc9i1WvKphq6jms2sfuT+L7QswzCYc+GKU69vR7t8zysqhqGTM6yM7sY6IsEAv79mBed9/8d8+sIzAOSXjySzoOgLxzOAqemzybcVUWgv/af7pfClxbWGYdT/v+5ECimkkEIKKfzvIkXq+LIg0Al7X4Dp18iC9gDCffDMmWIf0nNCFDpWPCv7N26XSpErX5H3v7dT/GN3/kmO9ZSKEkMsCHtfFFJD6z4oWwRFM6Q9LQ4t++CzhwFFFstRxCokfZgs0msRQIea9fJewVRoPwBTroSqd0QVI3fc58fUtk9+SudA1gghOAyQPiJeZOkKUZUACCQJGGa7EBoiPjkvqrw6MoXkEOmTbdVr5Ti7R0gMekL6ezIqzobajeDwCHECRI3iZEIHyLx0V0tCx+KAJT+D3c8D3afapDTvSh6gQFqx2M5464XQkVYInhJJIPU3Q944+N4usVW5O08SQJnlUH467HlWmumoFCURAAwh58STCciByqJBQocVpl4liidt+yQRFAsIocNsEysVPSbknv4WmHwFHHwdtBi4CyVphQJzboaGrUJaad0LUU2SbxVnSDXStschrQCufFUqmg6+JsQdLSLKGFpyIXbCxZBRJiogugbjL4TdzybJKGGZ8/aDQ3P88Z1ynw4cP2KRJLk6q+R6ppeIzQ0IwWfYHBkjDFn1RLxCFhog8rTsk/kGsZmZcR2M+RoEOoTQoetC4Fn746H9cseKf3HrfnjxYljxZxh/kuRwCil8ydHui/D+oTaWjMnjSLuf1QfbOPTLc7GYVJZNKvzCYzKcVj483M6apJpEpstKdyBKbyhBhsNMTzBOhsPMwlE5/Hz5BLr8UZ7ZXMs7+1upbBG7FIAZwzNZPqmAv2ytI6HDyDwXJzqHkmjJ3U7BnkapjoprBmZVYV5FFoYBW0700NEfoTsQozzXzQtbG2j1RTApDFqHWEwKZlUlFNNQFYXrF5axbGIBNV1BfvLmQa6dPxyrSaUi18WC33xCKJoglpS/ONYRYOWfdpDhFAJLaaaDZm+IJz6p4foFZYwrTD9F0QPgyY0n6AsnOGd8Pr5gnFA8TH8kweSSIUWPyuY+zn/8M25YWMa180dQ3e7nyqe38+0FZTy24QRWs8q3FpTzWU0vlc19xDUdVVE4c1w+umHwUVUHugFOi0I0blCa5eSeiyex5kALLpuZ13c3MzrfTVWrH6tZKqFuPmMkq/a3UtPpZ2JxBoqi8PbeZgzApCisO9TOe5Vt/OfSsYwp+GJ7lcVJm5kBdPojrPjDVq5fVM4180Z84TEppJBCCin8m8JbC8EuKJlzyua+N9+k/Ze/wlxURKK1lbJ3V2EdMYJYbQ2dd9yBHg6TcfFFZK1cSdbKlVTPmYtiMqH19qJ6PCiqCSMep+nmm9H6/UQOHMBz6aUENm5EdbnQg0E6H3kE//sfgNmM6naTaG0FRcE2eTLRA/L/vO73yzEOB2rZCAiFsY0ZTWjzFsz5+eia9rkh9f3leQCybrhhSJUiifD27YO/a83NoCjo4TCoqpAXwmHQtFMWsNxLzyXwwYeALHKFNov6pClHpPOV9PQhdQ+/H1QV99KlBD74ADwe6OsDkwnfiy+hZmaiJxVDjFCIyJ69xI4cIXbkCOnnn4/77LMIbtt+is0LQHDjRjlnXh6K3U6k6giGLmP3rFhBYMMGUd7YuZPsG79D7i230LdmzZDdzdlnEz58GK21lWhtLcSGqqjRNEz5ecTq6wf/PhlZY/yk/ewF6i+99tSFPcNAdbsx5+ej9fXhmDKFaHU1nsu+TvfDj9DS5CYxuxzVWo/Fk4HjmuXkmT4g/bIlmHccxwAsaSa0ObfRv/ZdPNnPo1Yshhs2wMsroP3QkALoYGyqwuUvwLo7hixbdT2plmkWtVGTVWJgkIKGd74rBH8MeR23HDbcLcUgqlU+AwOEkGh/sg2L5B1a90nOINQD1e9Jm9462PqYbAv7pJ3535fYc6AQJ9gNnUfhhfOl7crXYdIKGH8RrPmRFO98f5+oWqaQwlcE4epeMMA+Novgtlac0/LIumzMPz3GnGGj5+Uj6P2iTmEf7iHc3YlqVgfMm1Gz7aQtKMYxMQfXtDy6XzgEdRBtHlIodM8vQgvECHUnLVEq0onXDH038AWxqd4xROhQnGbsFRnEe0IkWkPofVEUVUF1WvCtrYOojmJR0XzJHJgC5hwHoX2dOKfmYSlxY8l1EtzRRriym7QzSzClWQkd6qL3paNyTFIkKLCllVhrEHMvVNQWYR5VQKCllURvBPfcIiG/nIRYJMyBj97H7k6jdPwkfJ0dRPz9uLKyBwkdAFteeYG9a1dx2Z33M/OCFax68G762lqYtOQcavbsoGzqTMbMW8DhTeuJhkJo8RhZRSXkDhtBfeV+wv1ix2W1O4hGI0xfej4mq5V9H76HKyOTQxvWEYuEScSiWB0OQOHi//xvXvrZjygYOZpYKMSBj9YS6peYPxoJse+DNXTUneCcG29FVT9f1GAz2RnhHHnKtqP+Svb0beX8gstJt2R87pgUUkghhRRSSCGF/ylIkTq+DOiq8vLMVgAAIABJREFUhifnCynB6oa53xW5zwOvwcV/hHPvhap3RVWjeIYsar/xTTk2d5yoXAwE/qffLiod79wshI2fHBc1hk0PDhEZ8ieJnUXUJxYplW/AyLOgbpPYUigmWZBfdh/seArqN8lxZruQKhTg1j3QtFNUPQC6quTVlQfuXLHPSIQBVRbTExFY8Rd4+3oZJyDGmFYhcpx9N6z7mWzOKk8u9DO0nytPEiJFU8RqRrUMJVAivlPn05YkeYR7INwtChmRPsAQy46z74LWA0Jqqf1ESBNHVklfMYQkUbcJ+upkLobPFzWTU2CIVOrOPwphwJ4JuWPg+EeiilE4BWo3wX0lcMYdkmyyZ8DUK0U9xGQFlGT10EmKKPGQkEv+HopZCBt7n5PjQOxQzE5JvP2sBR4aI/OiWkTxIr1IyCUwpJ6RMwZ2PCFtKCawOmV+DYTkEOoGTEJ8eXlFkuSDEHP6GiSRNUDKOPEJpFXJ/XT67bD5Qbl/Z1wnia7emiGyjQxC7E+cWRDokrY2PwSqDfSonPOMn8t9Nj/pBTpioZCX4qEhIkfEK9VP9nQ48NchcsvlL4vc7fpfDc3bwdckYeeWynoyhsPht2U8k1aIxQtfUF2QQgpfYrxX2cYzm+t48qrpzCrLwh9JYDEJOUHTDeKajt0ylDzpj8SxqCqBSBy7RWVElovnvz0bl83Mc5/V8fBHQsYqz3WzbOL/x955h8dRnmv/N7N9V1r1ZhXLsuRuueKOC7YpBoPBBtNMTWghIQTISSAcckKH0AOhmF5iMNWAC27Yxr13yZYsS1bv0vY63x/PSisBSTjfSc454ex9Xbokzc688847szPzPO/93HcW4x9aC8CUQqmsdfllEkBRpJDpxnf2dJM3TkVUObITTdS2+77zbdSrYNSpLBibw1tbRSWqy35kaFY8yVYDGXYzz68vwxMIoSCKu2uOCsFveHYC/VJtrDpcz2f7ReEoK8HCtZPzyY7YkDQ7fSzbX0u7O8CEgmRG5yXxwtflTO6fgtmgY9PxZh66cDj9Uqw8tqKEdaVNLD9Qx8JxuTx04fDuvvqCIbaUt5CfYuWK8XmMe3gtxohSxoCMOJbePAm72cBbWysx6VXa3QGmPLqeBaOzcftDnDM8i/ljotVG9R0ePIEwVqMObyCELxhmaFY8qw43MDAjjmBYo9np4/YzB/Du9ip+9+mh7m1XRP4clBHPI/NHUNXqxqhTaHUFqGl3M21AGjpVIcGsp8MbZFtFC2tLGpk3Kvuvkjq+jSO1nVS1edhQ2hQjdcQQQwwx/JhwYq38oEH6MDDaqPv97zFk9SHhwnkkVVfT9tbbGLKz0WdkUHP7r3Bv+4b826fS0cOiBCDv1VfxHD5Mw333kXDhhaTf8St8VVW4IgQIANv0aXR89BGEQsRNPZ2Q04khL49AfT3h9nYUkwlDnz70felFjk2bDj6fvFSYTISdTrJ+dw/GggIan3oKNI1gY2M3McE8ZAiKxYJn924AFJuV1ldfRZeaSsrtv6TxPyJxQzjcvY0uOZmEC+fRuvhVCIfRJyURcDhQTCY0n8RB1vHjCVRWkXn//bS9+w6Yzfj2CeEk1CyFBF2kEcvEiXi2bkWxWnF+9ZUQIDokfo2bMQPbuHFo4RCuHTtxrV8PmkbHxx93j0/nihWoCQloTieGwkICp6rA11tmP9TYiGX8eDo++EAWGI1ooSBBRzvOq0YQv6WJ5lcW0/La69jPO1dWKSzEftaZBOpE5QN/pM0eBA3Ptu18H1SrHrOxkeb77u5eX42PJ+xwYJ83j8R5F1B1zbWYi4sJ+3wY+uahBaIxb+swFd2E/vTb0EpW1YMiRqlYqN9tp73CSvJAN3He96lfHcA2z4CxfC18erPE6HGZEm931tAdx6mqFLcY46DgDLHsfGuu5BWKzpKCAYNN4lmQ2NDZILGqLpKP2PWqtKkzSlFE1khR0OgzRopIzAmS53C3SoFNV3xdfxAyhkXajBSrmO1w6y5pr/m4xO0AH/9UcgRaWPrq7YD9SyTfkNxfVEmC3hipI4b/U+j8qpJAg5vs+ycRbHCjS4yqD4b9IRSDitJFNgNCDj+KQUULhUEF62mZJF9YhH9iFo4ttQTrpGAg8ex8HFvr6PisHFRQLHq0QJBwkxA4FLuBzjVVuHdG7SpDnSLLoSQY0Tr84P8uq0OfY0Pza4Qa3GjuIJ6Dcs83DUpEn2TBvbsB57ZatMj9yX/KISofBgVDmhXVqhdrFlcA964Gsu6dQOIFhcRNycbYJ46wO0jLu0dAAduUbIK1TnzlHVjGpOMraUWfbiXh3AI0TxDHlmpCbT6cG2tIu7EYU7+orXTwqIPRSbPoM3M4R3Z/w1cvPQuKgtlqY+iM2UxfdL3YomxYQ3J2LqtfflYI/zo9oWCAM2/8RXdbrbXVuDs6IsVuCq01p5hw0UJqSo8QNJsxW+NIzMikvaGeMefOY8m9d9F8qvI7Y3f2LXeQlJlF2e7taEDVwX0UzzqbllNV6A1G9FYjnY2NnNy/m5qSI8y89iZU8/crVX4b5a4SnKFOnMHOGKkjhhhiiCGGGGL4X40YqePHAEsS5E2UieaEXCFsWFLh+EohMPgcQjzInwwfXQ9XL5N1vR3QdFQqSs55VNqyJkPRbJj+b7LtI3mQNwm8DlFVGHqhqCE46yVxoDeJ0sQlb4rdhd8tL+pdiYSPro/2U9EJueL0O+C9S6ClHOzZ0FkLKYXQclwm5bf9CQacJSoeOr0kJgA+vIZudY4udPk+2lKh/5lQ/pUolTQekcTL6XfC1ufAFC+2IGa7EAMMZpmgb69CyBr2qKVMwC0WHdXbRbXBUS9j3HhEbDl2LIaqzTKuvTsT/bNyW7TN9iq67WB64sASIaWkDYSkvMjHivzUH4oe27r7I80HYf2D8vkdpbDqbiHXfBvadyvL6DcVTqwTAoWrSc6fzijnOWccLPuFSMW2HIeqSAVS8zEYc53IvTaXRZaVyDlIHySklM3PyXJrqlQV9Zsm/azZLYmqLqWNGXfLdXHoI6mIMieIKkqXysoXv4Bh84Uss/cdGH+jXItHlwnJRFEjBBZNjuXgh1C2OjIuPrmO7Nmw8TEYdC68cS70GQ3l6yTZlj5MknFd58HZIGPQFKleMNhEGcXVIn1N7h9pOwSjrxGJ2/QBMPwSGaucMULoyB4LS6+F2/aJ9U4MMfwfwJUT8ihMj+P0wlRc/iC//6qU+WNymDEwnRvf3sWB6g62/nYmOlWSZ7Of3EBanIlDtXKPLWlwcPM7u/nT5aN54qtj2Ew6XL4Qe6raefDLo9372VIm5It4kw6HL4SmweubT+IPhSnOtuP2h8hKsLCprJmadkl2d9mFdCEYhmA4zDvbqr5zHEfqHByuc5Aeb2LV4ToKM+LITDBRF6mEspt1/OGCofz56xNUt0pyb/7obFYcquPFDeW0uf2MzE1k58k2rp+cT4LFwIHqDm6ZXsgZg9Mpzk5Ep4qixbvbqyhKt7GutIlXrhrDupJGZg5K79Ufo07l+in9GJ2XRHaSBZNeJaxpTClMpbzJSTgsx1Wck0Cb28/kohQ+3ltDZoKZS9JzWHW4ngtH5QAQCIVx+WTyQ0EjrMHOk62MyBbChS8Y5ppJ+VwzuR8vrC/jj1+VYjPqcPlD3U/ZBIueaQPS+PfPDrGrso28ZCvBsMbhWgeHax3kp1g52eLmvrlDuHZyPy4em8PYvsk/+DoqzknkvOIsrp6U/4O3iSGGGGKI4V8AtnR5L+47jYZnXkCflIRz3TqMfVJIue5a3Fu3Ej9rFo4NG6j77d3ETT0dvcFNUJdEy8svEz97FpbhQnq0DBsqSh6lJfgrT1I24wxCLhdqYiLGoiKSFiyg9pe3g8FAwrx5ePbuRTGbKfxKFDCCbW3oEkVhynP0qBA6ADQNXVISuqxMTEUDODl/PmrEpkWXkEDY48GQm4t1wgTc+/aiS00VsoUiShehpiaaHn2s93FHyAlhlwvbtGm0f7aMcFMTmqqCqmIcMAB9aiqeffsINDcTqKwk1NGB73gZSVde0U3qANBlZRGqE3UzzenEkJ+PefAgQm3t+E+cIOz3E3a5cK5Zg2noUFqeeeavn49gENOgQXi2bCFQUYGi10fCzt42J579+1FsNkxFhdgmTqTjo4/xD0ylbWw89k/L0bxeNKBjqcSf/spKau+8C+u4cQzYtpXjZ8zspV7yt6BLz6Fmh0b8mcVwUIoIdHY7GffcjWX4cGru+jXBSy/Bu+SD7m0MublYJ06EjmqyPy8l0KzSqSnEJSSScFoBDJ9PcMkhQMFWYMOc5ME0rJhQtgFaVsGhCNHFaIXrvoKXTgdHRInSZI/ak7Yci1h5FkmupGoLjLhUlEsBFIOooYIUCvg6ZNv2yLtmyA/JhULSWP+QFMGs/A2MWiQKHCD5lWPLowPSeFQKRrryHmkDJH9hS4PznpL9u5olvk0fAg2HpSii4bDYnyblQ98psOEx+OAquLZH2zHE8CNHyhWDCXuDKIpCyBWgc20VifMKIaRR/8ed2MZlkXheAQDe8naaXzmIeVAS3hIp+nFvr8eUbyfU7sezp6m73dZ3S7rroQiD5ooQy3RACLTOAK5tdegSTULicATQVLmnah29iXM9ETzl+t7lvpJ2fEo76BQ611eBBopRRfOHRaEjw0bSvP60ragg1OlDTbFgyrTS8ORu1HgDoRYvuhQzwUY3cdNy8Fc60JwB4mbkkji3P4ZMG2FvkNWvPo9uu4HBNaNQ4wykXD0E964G9GmW3h3qY2DYzNkkziygwV9F+a7tpGTnEvB58bnkGHR6A7lDiskZPIzKg3upPLCXS+57mKPfbKC1tobkPtkAOFqaI8pH8twJh0Ic2bQeLawR8HjIHTKcifMvI6Nff9769c/xOBy9nlE6g5GkrD4c27oRZ3sb1UcOYrEnEAoEOLBmFTq9nqDfR8Dr4aYX30Y16HC1tWIw91Yf+VsYbh+DRWclzZT5g7eJ4T+PJxaeZwdygDjACVTf8f4XP+zlIYYYYoghhhhiAGKkjn9dLP+1BPoz75WkwzVfyPI1v4ejn8M5f5QJ6ZObpBIl6JfKlNzxkgy4/iup+NjwmEzOg0zE+10yaZ7YV5Q9ModDzlhR20jKg9T+EIj4CLdXQcMRsQzpkrSr3gEf/QSm/UYm5fuMEinRgAesKWK10louVipo3UxtWspFiWLfu0ImaI7YaKQUCanitOth0x97S7P2VHH47Bb5WzVDRUQVI+ASKxlPu/jfZo2EhW+LPcma30NnnVTfNB2ThI6iE0KEFoLDHwlRZsMj0q7PGd3v8ZVEo7tvoUvCtWC6qHiAjGnOeKiOyvKSkCuVOGF/ZBwPRo7JIHKuXZYpSf3FX9feRyqDFFXGpLNWCB2qUdro2g7AlgGuaLUAAI5G6XPDQSG66Izw9SPi5ZtZLIopWg9SiqqHS/8iyibrHpCx78LQeULM2fsOBN3R9ZMLhDg07d+k7a8fRdRU9KL8Un9QznkoCOc+IYSfUFDWcTWLaojRJkoaGx6JjofOKOeyz2hR8ChdCQPmyLVtiheSSmcNzPoP+by9Emr2CBGp8bC0s+35SOcj500Lg8EKuRNE6aRio6jddCXSrKliq7LsZ9B/plgHOSfJ+T21Hc57UtYbNEeOyZQgJClztLIhhhh+rDDpdd1WGs1OPysP1WPSq6TFmdA00KkKrS4/Hn+I3y87jD8YJi/ZysjcRN7ZLgnvPVXtXPv6Dm6ZVsDib052t202qhh1Kv5QuJsm5/BFiWoGnUJYUzhQI3F/o8PX/dkNpxfwdWkDxyJ2LEZV4YJR2SzdXU2ED4FRB2FNIaRp3Y+TUFjDF9Q4XONg1qB0Wl3N+IJh0u1mbn5nD6faRCI3yaJj/6l2TjS5UBVR9NhT2RbpY5AXrxzD+pIGrnptB/fNHdJNcOj0Bimtd/DAvKFcNr4vI3MSmT4wvVvdBCAYCvPkV8d4acMJlt40EbvZwC3T+9PmDvD784d2r3e4poMlO07xyIJiMuNNqAq8va2STk+QfqlWHllRQn6KlbJGFy0ueSa4IhViTl+QFzdKBfTJFjcPLT9KTYeHNzafZEJBChajyrqjTd3j3uYJ8tn+WpocPpJtRgZmxBFn0jEwMw6DTofTF+L2WUXMKe7DykP13PTObh6dP5yFp/19gpvLF6S23cOfLh/9d9eNIYYYYojhfzm8HXDkQ+g3Q6wiM4bLD9C5/GcYMjLo/+RPUZoPga8DxWDAe+gQeL1Yx48j6dJL4dJL8ZaWknJDIqaiIgA6vvgS69gx6NPT0aeno4XDEAwRcjrx7t1L/OlT0CXY0ScnE2xqwlNejhYKYUiOEgybn/sTru3byXr4ITy7d6NLTUWNiyPscBCqqyOkafhrInYpLS1R8gagS0uj9e23IRCJsUwm9BkZqP3y0cXF4966tfc4RKxNNK+XU4uuAkCx2QhWVUJYw1dSgg9QVJVAWxtZjz1K4vnnEz9rJg0PPEj83LkEG+rx7NtPqLVV2lQU/KdOEfZ4UPR6/CfKCetAVQzdcXHn8i//+rlRVVSbDXNRIZ7NmyEUQklIwDplCq61a7tXMw0bhu/QIRS7He/BQ3j3HwBNw9xhIu8X33SXJhgHDsR/7BjGQYPwl5SAyYShfwGtr732/YQOVUUxm9Hc7u5FisVCsFXsEhzLl5P33rs0PvoY3v37CdTW4tq6Dd+RI1Bagj7OT9BpxJCfT+ZvfoNqscBTw+k47MFlV3DW21EueRX6avD5L8mZ2I7Xb6biE5Ws+UMoePIutNzxaC9MRGkpk3hZb4bFsyKEDoQkkTVCFBq7iiMOLIHznoEvbhPV0C4bTkUnsWNIg0FzoeRzGHwBVEWuBVeT5DQ6ayTvYIwTi5S2Ctj0JPgiZJCanUShyuSlwQqn/VTyIXUH4cEMiaNDfihbC/Ys2P6iKGc2l4q65c5XxMal31RpatxPIamvqIGY7FIgE0MMP3L0tA3xn+zEc6gZY148pv4JqFYDwRaJ5Vy7G3DtrEcx6zAPSyXY5iPYIPem9k/KMPVPxDw8FW9EOQMFSDRAW6D3DnvWUKmASSFYGSn4skbyonqF5EWDaX09qiCspptRNAhFlD5kvUh7XcGlqkBQI9wRAFXBMiZdlEA0MOXG0/inHuS/eAPegy2gQtgbgBAE6+V4LENT0SeYcR9qpuXVQ2TdI1ZoqllPU/VJjGYz6bdcg6JX0cUbMRcm9TpEd2cHSx+/F7/XzU/nv0bhaRNob6hn0OSpFJ02sXu9bR+/TzDgY/Sc8/G5nFTs3cXS++8hFAjQXFWBq6MdLRjC44w8HyLPLUVVaautwdEiJJoTu3cQDgZpb6gn6Pcx+PTpHFq/Gq9TxjUU8NNcdRJnWyv2lDR0BgPDZ5xJ6baNDJ02m+aqCuyp6QyYOAVbUhLLnniIE3t3ctNLb2O2/X3loo5AGynGdPKsBX933Rj+83hi4XkKMB34GTAPoUZ1IfTEwvM+AV4Avr7j/S9iUsgxxBBDDDHE8Hfw3xrlKYoyBlgAjAMygABQDawDPtI07bultD+sXT8Rp0BN0/5vRK7l64Q0UbNHkgVpA2T5GffCxFuFQJGYK1KcRiuMuFwmyiffBnqjrKs3SRLjzfPEmqRL2vN39bD5GbGt+O0pIYdoYUmAfPYzsXBJyIGOatj3tnzmbJQKEUUnShfL75B9pA8RUsbYn0qyop9fJsnX/F4+d9QDGky+XcgQ216IHuNpN8DOl8UjNqtYCA32LLF4CXilP/4I2SIcBBSwJoGzLtpG19/Zp0my5oEMUcaoO8B3lDNsmREyhSrtndxINwnA7wC9RZIqwy+GAx9ESCWBKLECJKkSCkDF12Ifo+jEksTdDONulPOy8XFRNOmaOvP1sH+JzxJSg94S9RoIByJSr4qMdXOpqKNMvl26981TMOBsSSqBEDpsmeCqj7bbFJXVJ6mfJIsURIXjL7ul3a7jsGXApJ/B57cK8eWaL0Vhw2ARtZLDn4gFiamHxL7eJGSd9Q/DgHOE1KHqRT3l1DapcFJNMh46A5SukLG0pYtih84s6iwjLoWVvxVVkcQ8yBwh5Jqv7pYKppRCIczsfkPGJeCW/RhssOVPcNMGeDRfxj5rODQekmPrIrwQFgKGr0OIIifWQsEMuRaCfhnjjKFiabTrNUlI50equPRm2PmqJM2sUslH4SxR63j/ciE43Xm8d/Lsm6fkep3dw9Ilhhh+JNh1spVP9tbw/BWjuPmdPXyxvw5fKIwCVLe5WV/ayLrSRqxGHUOzE/jZjEKumZzPNa/voLrNS2mDk9IGZ682K1vdZCWYcftCtLgCmHXgjSTOEix62j3BXpQ6hzfItZP6cum4vrS6/Ly86UT3Z/6wxrJ9Nd06SQrwwU2TuOiFLSiAUQ9mg57Lx+WyZGcVTc4Am8qaGZljZ/vJdmraPOh7EC/aPCFmDErkVJsbX1BjcGY8v5o1gG0VLfzsjCI+3VvDW9squWpiX+YMz+re7vop/bhmYl+e/7qcsX2TuP7NnRxrcPLNv83olgJ+bl0ZL2woZ2pRKl8druftbZXoVZVbZvTvNT6PrizhcF0nDy8/yuKrx3L+iD40OHwEQ2HS4k18vr+Ohs4o0UWvgNWkZ+qAVPZUtlPbEU0i+kMaizdWYNApPH3pSB5fWUqCVY+CwoLROTQ4vLS5A5w9LJNP99aiIeomrS4/IQ2aHT5untYfg05lRG4CC8bkMK5fSq/+Lttfy28+OsCSGyZQnBOVsX1kRQlvb6tkza+mUpj+w+xaYoghhhj+0YjFpv8g+Dqh7QSkDhaCdHJhxCoSCj5fhqLToapBcE+BuFT6vf8+jnXr8Ow/QPKiRd3NmAcOpOm55zh++lSs06bi/OJLEi66iLTbbqPpmWexn3M2ea+8jOfgQRyrV+PcuImmp55Gl5WFIT8fz0ax/AzU1ET7ptfhr6jg1E03E25tRZeeTqi5mcSLLybQ2EDclCli3RKZaAo1N4NeT+Y9d9P+4UdRQofdjmXQIDw7dpD9zNM4IoQIXVoaoc5OdPHx3WSQLhgHDMB/7Fh0QaQtDUi85mpaX1lMw0MPo0uwE6is+o5yhpqRQbi5mXC7EAH87S2ELDpC8XqM9V7UxEQ0l4u4KVNoO14Ger3YwIQjMaZOB6pK2Oej7c23utsNt7bi/uYbkq5ahP/ECVzbtnePWfhbxAxdaiohhwPVZEK1WoRsomlC6NDrweejY+mH9F+5gkB9PcH2Dlzr12McMhj/4SMQDqOaTIS83u5+aR4PeF1YUgP4/OmgqHgPHwZFofnZ51ATEsBqJXl0KxkZ7dR3zMc2bSY8XoQ2agEdWbfT+OFi4jIcFMyqJvDllZDgEdXFTjAb60kaPRBT+2ZYdQ/N3vNJrC5Fl5mPajBKkUnQC6ZEIVmEA6LeqIUkxnO3QPpQsT1VdULGaDshRRoFEcXItgppx54jOYajn0UGzCi5F28bVHwDY66Gt86Xz4ZfDLtekb9dTT1GWZOLwtMKO16S4o/WcoTsoZN+1u0Do0Xizn5ToTIJvrwDkvMhf0q0qZn3Sg7niUEw6spoIQII+WrZL0QxpGgWMcTwY4NjQzWKRY95aAodX1ag2PSirqEqhN0BXDvq8Vc7UPQqpjw7tp+n4z7YTNvSUjR/GG9Ja+8UoQa0BdClmgl1+CCgCYkjcotV7UbCnX5CDT1IGv4wKdcMxpAVT8eXPezE9ArhRi9qD2sYxarHfnY+HR+XgUGFcAjVZsAyIhXXlloIaXgrOsCiA08I/8ne9+fASQeW4lQ8B+TZk3BhfzRnANWsx5QTT/unZRDSSDi3AF2csXu7Kx9+imCrF+eWWmxj0ql9ajdxk7JJODu/e52/3HsnPreb4WecxZt33Upz1UmGF84gL31orz5s//QDIWM0NVAwdjynjh4i4PWQO7SYA2tX4u9B6APQGQyY4+3kDx9JyZbeFtV1FWX4OjvJKChk/LxLOLppPXHJKRgtFvqNGktjRTkZ/YuoPXoES7ydsl3b6Gho4PiOzXQ2NmJLTGLaIlGKHjxlOgkZmZgs1l77+PTxB+hsbuSqR5/ttfzj2rexGxKZ3+cqYvjH4omF540G3gKG/pVVdMi7+ALg8BMLz7vqjve/2PPf1b8YYoghhhhi+FfEf0uSSVGUJOAlYH7PxZHfxcAc4FFFUd4AfqtpWst/dhc92vu/gZs3i5znq7OFkHHzZlmu6sSKBHoH6+YEUctoKhVFhS4c+VRsRGr3y4T+gHNk+fzFUuFhsMCGx2Hz05A6QCbVbRnS1uhrIG889J0M218Sn9prV8L4W0QRwu+G+AwhAux5XcghJruoQ4AkTYI+CAZknfmLhdRw+BOo3SOEDpAEyNKrhdTRb5okWsrWiAJG9/ElwrCLZCL++1C3P1oRUxdlt6O3CAEAJGkCktAxxsGQC0TBAiAhDzpqwJooChn5kyNKEYlgskJnhEDhjVTfBCLBixaOqmjseAmKF8qY+JxCavi2LUtHlUi6+hxROxSQY9fCMmZ5U8RPt0sVYtRVsPdd+Tt3oiSEmku/fxxA1CcA8qcKcUULQ9YoqNsry1W99Ln+oPx+c64QLwpmiW1JOCzJ20FzYf9fpP/JBeLh63cJ4cVok7a6VE1SB4l1i6KTz/a/J4Sfy9+H58ZCyAuf3ybECWukuq69Sn6GzRcv4+OrRJZWNcDg84V4E58B1Tuhow7q98HTxVG1jX3vCvFEA/pOgOOrwRgvhI4Rl0X6jiTJulRaUOSaLL40cu41SbAOuVAqowwmuGKpeC73GQmjrxLFkcqtMPDs71ZDlXwpqjQxUkcMPxIEQmHWHm1g2oB0Vh9t4N3tVYzITUCnKvhCYWYPTuf22QNYX9rIs2vLsBp1ePwhhmfbWXmojl99sJ+wpqEoYNaBJ9i7/WAITrV6ux/o3lDUUiUQCmM36/EGQvgjFisDj/NnAAAgAElEQVQa8N6OU7y+pZLi7AQmFiSz9YRUt9rNejq9QexmPZ5ACE3TuO71nd2qHb4g+IJBXtxQTkiTu7EvGGZHZTuJFj3+kEYgGC3Fyku2UNnqwhfUsOkVdKpCQNO4d67kJ7ISzAzKtHPrjELS7b2lXlvdAZ5ec4yJBSmMyksk0WrsJnS0ufzEm8XqpF+aFYc3iNWgR0PjywN13DK9kMO1Hdy2ZB/D+kilUbxZz/iH1jIiJ5FpA9L46dQCTjQ5+bq0CZc3SBjJOf5h3jCWH6zH5QtR2+HtfuLoVbGm0RByx/IDdVQ0u7h4dC5vbD3JK99UYNKr3TYuBp3KC1eM4YsDtWw61sQn+2q5aWo//vx1GZOLUrlifF/umTOYZ9Ye56qJfSlIk34mWgzkJFn4YFc1FoOOogwhcFw4OhubSU9ucu9EWwwxxBDDfwdisek/GAm5MOku2PeGkMsLz4b8aQDo4npUyPYghOsSk/BXVRJqa0OfEiUEurZsQfN58R0Vi8S4GdMxZKST/+FSDH36AFD7b78h0NgIwSDx552Le/sOTMOHYx0/nvgzzsBSPJzys84mbuZMEi+6CC0QxHf8OMaZM3GsWIFiNNL6+usABJtb8OzeLdL2mVmEnU7CDgdqXBwZ9/4Ox9cbaH/vPcKdnXh27ECx2fAeL6Nz2eeoiYkkXnIJjlWrCDt7k1QtY0YTDn7rJacHHF99RahWig/C7e1gMEAggGIyofl8ohzSEFVeNI0ahWrQU2+vxnykHTUlBdVoJOTx0LnqK3TJyYRaWzGPGYN3715RDYEoKaULBkM3uaLtrbdJWLAAQ1YWgerqyI5MUYsaIBghe4R0OkIdOvD3sBQIBrGMHUvY7+PEBfPQXC4SF16CPjsb//Ey0OkwDhqE5vUSamvr3Q9NJWNkJ7XbVaouuww1JUXG0OfDPGwYnt07MDQH8KoGsJhpe/8j6g/HEV9ehq/kC8xxGnGzL0Rp+As6g45gSEWfNxkaSwCNzKvOlHxB/ukkHl2GajSgBF3QWSnFCMmFEncDtFdLrD7lDlHHXH6HqD2+OE2IFDqDrFe9XZRNb9kCr50t61hS4MhnMOg8sWJpPiZFKPv/AivvgrTBEvsGvELoiMsU0offJUUxaFLEoNNDzS7JDzgj512nlzzF6XfClqehbJ3E+fFZUpRQswsy5sLIK+H9K2Hm7yU/8Ma58l3LGdN7zJ2NUPKFWObGSB0x/EgQbPMSbPVi7p+IY3MNOqsBY74dVLFLiT+zL7bRGTS9fYRAZacESCoY0q00v30E77E2IWnoIkoZ34NQszfqAt1zXaMqP/4eirdBjZZ3SiCoYRmZhppkJNwWvW+G230o8QaxavEEcayJ3Ie8Iakt6/TjK2uHkJA+ws2R3JZFR6DOFd23Xo7Bc7AZLCqEwXu0laR5RegjxBFDhg3FoBI/Jfs7x+Q50oLzmxoUmx5jXzuGzGhM5q9xMmzCTKpPHiUpqw8eRydZOQPI9OTir+zE1NfOto/f58TenZhscXg62indvIHN77/D0KlnMGz6bLIHDcFqT2Tju9H8rCU+gRnX3sCh9asp3baZUMCP0WLB75F8rC9CKvQ4Hax4/gn6j51A9dFDhAIBdn/xKQaTGVd7O51NjYyecz7DzziL5qqTrPzzU/g8bmbf9HOWPvA7zrj2RorGT8JotbL5g3eZdMnlqBFl6fiUVAKan93tWxiZMB5dJAc8NmkyFjUWl/6j8cTC82YDnwC2H7jJUGDjEwvPu/CO979Y/c/rGY8pijIEyAXMQCtQCXwDfKhp2ra/tXEMMcQQQwwx/E9D/fur/NegKEomsAlJmvVMcGlEZ7MVhGByPXBYUZQ5/+x+/ctDb5JJd0vyD5swdjeLj+yJDb2XD4vkMmfeCz/bARdLgov4TMgYIhYh3nZZL2OY2GSUr4X2U6LAEJ8pZA4tLMSKI5/BpsfFHqRmj6hsnPsUzHlSttebIsQHndii+F0ymX58FXz1O1hzn6h3GCySbNFbpQJG0QnZoHQFHFshVipoUg2TVCAqD7teExWKbqigRCbZw34hSXRhwq2AIomb4QuFoOBpEbWKnLGicLL/PWnbmipJnwWLpXoqHBRCR1e7nbVIdBeWJEt8TmQnkemz0++U47XnSlKoo1rUPEA+H3Q+mHvIHWqRz9qrZLvEfLhwceQ8tkLJZ5J4Su4vRJm9bwEhyB4nVT3NpUKOUA1SUaQaelw3kUDFkgxn3i/kiJBfKo264KiB7a9I/1W9EDoAmo4IocbbJufM3QJ5E2DqnaLycuJrqQza/xcw2+Wc6M1yjM0lkWMLCSHEli77XHIl5I6T891cCvX7xbYmscd5rN4p10fXeDUdkWsvOV+UMy58me5yifZKuSa6znU4BHcdh5QBciz+iCzm/r/IPuIy5FrKGy/kKDQZw4ATfr4bhl8C9Qfg6wfl3LmapcLp4FL5PjkbpQpKC8l34oUJkuRzRXL/Vy2TxF8MMfxIsOJQPTe9s4clO6u4Y/ZAfj93CO9sq2L17dN4adEYHl1QzA1v7+bxVVKZGgyF0YDGTh/BsIamaehVBTTok2TDEHkL0auQZY9WEJn0CgadvC4EQhpxJj0WvY5Ob7Cb0NEFX1C+/wdqOvAFw+QkWlAAty+I1aDi9AUJhDSCYSFXpMUbu/cJMKRPAneeOZA4kyR1pvRPod0TxO0PYbcYSLDIc6S23YvHH+aaSX1xBTUO1XZy5wf7qGhy8pcdVaTbTSy9aSItLknctbr8THx4Lc+sOU5avIk/XjyCzeUtKIrCI/OH89m+Gtz+IE+vOcYDXx5Fryq8taWS22YVseffZ7Ph1zN4/0aRt/33Tw9R1uikwy0kk9wkC1MHpFHX4eHxVaVsLWtm9pMbGJOXxL1zh5BpN3Hj9P5MKEhhx8lWrEZdRJ1E5SdT+jG1KB2IvpDd/+URdlW2sflEC1dO6Ev/NBs6BX5xRhFtbj9D+9gx6lUuGp3DHWcNZNqANFpcfpYfqufxlaVc8Kdv2Hi8kTe2nGRdSWP3uZk6II2HLyrmnW2VfLinunv56LwkfnPOIEz6nsqrMcQQQwz/fMRi038SFGTCObm/kMX/Djx79+BYuSpKJoig6PlbGPTMPAqWvEG/ZZ9hnz0bAMvQoeiTknBt24Zl9GiSLr4YQ3Y2juUr0Ccm4ly1CmNWFu6tW2l84gnUhARUm5WGBx+ifckSPAcPEu7oIOvBB0j95W2k3vEr0OtRjUYIBsFiJdjQ0E3OaHruT9T8/Bc4V68m3NmJLiMDzCbMAweims2igNHRQcsLL+AvK0OXJrZ0mEzYL70U74GDhNvawRwheRoMvX6H6upR0+VZjM2GdaI87y0TJ5Bw2WXoMjPBZgO9nvi5c1EVBc+u3aQeN2DuUNH8fvLefAPN5yNUWysKGoqCd/duIW0EgxAMYiou/tZ5UkhctAjN78cycSKeXbsIe71RhRCfj8RFV4rKR8/NzOZuQkfi5ZdJfxUFz65d+A4cRHO5sIwbR/tnywhWV4PfT9Lll+E/fJhAebkc22ljURNFtUtvCeFqicfnMBDWK5iKihi4excYDASqqtAbvLSUxFG9LQXHqrUEm5pAU3AdriJ7Yhu5U5rp2LCDY0vs4HWg17kIYpMYfvIvYetzEtPtfAVD6x50k65HUdWoqmhrWaTAArAkSJy4+SkhJRnjJFZuPiqFJh3VkZgWsTZ560K51kHyB/X7pfjl2AqJNSf9IjpwTSWSS7BHJlWzRsKNG2V/ETUb6vcJQSM+C3LGCTFj/M1iU6roYP39MPdZuPoLsKWJOueGR8Boh92vi73L0c/h6DIpoCmcKUqRNXtFwXL1fbKf1CK4oxRm/O77v5QxxPAviPbPymlefJCQK0DGz0ehT7dASCPj9jGk3TICQ5qF+sd2EqiIqFyEQQuE0UKa3PdCYRSbHkIauqSoioYux9YrW66YdfK/XkgVis1AuNUbJXT0zKwH5X7q2deEsa8UYqmReBKDguaI5Ps0IXEocZHnQ0QhMm5KDsZ+djR3EMw6dIlG8EgMaOwbIUcGIVDrwjIyDX26FXxhfCVttH9RTqDJTef6KhLPK8A+M09URgD3vkZq/7AVf52LuIlZmIem4FhVSeLc/vgyg1Ts2w1A0+KD5Fb3o/rIIY5sWMtNL77F5U88ydDfX0Dc6dk421rZsvRdmiorul+gsgoHkjNoCIc3rGXf6uV8/farbHzvdYZMPYPxFy3EHBfP/Lv/g87GBmpKDpOUJSTNPgOH0G/UWLKKBnYPX2djAyf27OTAmhUMmHg6iVl9MJjNpBf0p2/xKAxmM6l5+SRmZFJ42gRmXnczBaNPY9M7r1N1cB/v/e5Ovn57MQfXfcWOT5fi7ogqI8+87iayrp/KrvbNtAeifN3h9jEUxg3++xdcDD8YEYWO/wyhows24JPI9v8sXIwQSOyAEcgExgN3AFsVRVmvKEq/v7F9DDHEEEMMMfyPQtG072cj/8N2oCirgZn0TpJ9H7Qen4WB+zRNe/AH7iNAVOL2/3uGQFGUHOAUwKlTp8jJyfk7W/wPoa1SFABO+4koc6g/8JCdjZKg6Kkm4GoWq4zxN0FqYXT5kWVSaVJ3IConesELsO5BmfCe8zi0lMO+98Si44Z1Msm//WUomCaT4dtegE1/FGuNkBfGXA9nPQCr7oY9b0U9a3VGSWJYEsVio+gsSVbYc6CzWiwwxt8Ay34OIxdF1TO6LxlNrDpm/0FUFlbfJzYqOpNYwjSXSgKkW+ZUJ561Acd3x0hvEaJKWwW9tBX1ZiGkBIMQjCiEdB1Xz22DnkjbPWQGu6xqAPImQ0K2/N9cKomb+oPg7YyUiXfKeKh6ScrkjJFzPWiuKEr43ZI8Kr4UEvvCxsf4jo0MiCJF0AOFs6FyS9TiRW+WMQt6YM4fhYTTRVDpUhT5m+hpZBDZb1yW2NwUTBdix/chpUgSWqd6eE9bUyRpVjhbxuHTG75nd2okyahF7G56VLyd8e/iI2xNFsLQgfdl+bTfwum/gqeHy3WQMVzOp98p/TbGgcEcvR7mPAmdp8QqpQupA2DRp/DUECFzhAKiytJ/mhBr/E4hpZjiYeF78NpsqVIMh2Rf5zwG42/8O2MZQwz/enD6gry7rZIFY3JIiTPx1taTPLqihGU/n0IgFObfPz3MjpOt3eufOSSd1UcbSbWZ6PQGSLAYaHT4utU3upAaZ+SKcXk8s64MFRiabedYgxNfMEyG3URDp+/buka90D/NRnmTq9eyyYUpjMhJ4KUNJ0ATu2KDTiE1zoTNpMPjC1Lv8HHPnMG8tvkkbS4f/pDGi5eP4fq3d3W3k2Q10OYOYDao9E2yUtro5PtwWn4S0wem8/iqUpbcMIHBWXYW/HkLMwalc/ecwbh8QuAY0sdOs8PHg8tLuG/uEE4vSmN9SSMXj82hvMlFYVocCVZJ7r2/s4ot5S2MzE2krNHJyNxEfvPxAUJheGbhSCYWptDU6WPhS1sxGVSeuGQk0wemd/ep0eHl3Ge/ockRrbodkZPAkbpOnrx4JC9sOM7RuujxnDEwjXWlTd8Z69Pyk1h60ySW7KgipGl8uLuakjoHk/onU9bopLLVw+i8RGwmPT+b3p/UeDN3fbifu+cM5rT8ZLafaCElzsiao41cMykfs+HHQeaorq4mNze3699cTdOq/9b6McQQw/88YrHpPwFNR0XZLrnoB8elmqYRbGzCkJHe+4OWY/Iu3X+2xAGAFgzS9Oxz2CZNpPrWWwk7XaDXk/fmG1RduYi46dOxjhmNt6QU19at6FNTKfjsUxqfeJKQ00nc1NOxFBdTedXVBBob0RwSA+a98Trm4mLKZ59JqKWHGIuikHDBBXQsX44hPZ2Q2w3hsFiThMNkPfIwbR8sxbtvH7YpU3Bt3NittNGFxEsXknDRRbS9/wGdH38MmoZ57FghXWgaxsJC/GVlAOhzcwmeOvW942Qo6EegplbUM3ras+j1WEeNwr1z518fZKMxqqzRY1vFakWLSOLHn3M2utQ0nKtXg16PMT8fz/79aD4fiqLIb5MJLRhEn5mJoW8enr37MA8ZQtjpwF8qJN7sZ5+h6dnn8JeX97KQQVW7lUGM/ftjHjKEzi++iK6TkUxQH0Zf10nh2jWUzZqNarOhudvQwjpAidrJoGBO8ZPYz0lSoRdNg7byOExJARp3xRH06+h/qQHV1yLKjf2miyUqSGzcRe43WEVBw9MilqZdipj2HDDFwdS7pGji28UwAGlDoelw5Bz0UPw02WHoRXDkE1FyPPgROGqlcGPBa1JI8sJ4sKZJYYveKFagKFLsoIWkCMdkhxn3QMUmKP0iut9znxarmC4LW5DiGXezKHukDpL8ycA5ctwrfw1jr5NcTdALv66IqmHGEMOPCP5qB4E6F7bTMgFo/PN+UBXSbyzGuaUWx7Y6Qo3R3Jx1UhbuLXUY8uIJVDkw9U/AV94hZI1g9N5lnZCF+1ATOCX/pEs1E2r1oegVtEBYqgMCYf4adOlmQo2RXGEkrWgdk4EW1vDsbey1riHbhuYLE/IE0Pxhki8bROtbR8CsQ7XoMRcl4d5R36stFMSyRQW8PfqhU1B0Cpo/TNLFA3BsqEbzBsm6ezyeIy00f1pC4mVFxPdLx1fViedQM8bceFZ98WdO7NvBLYvfQ6vwoZh0+BL9eJ0OMvr1R1FVwqEQK//8NFmFA6k9dpTC0yayf80KTh0+gNFs4aaX3qK1tobmU5WsfP5JMgoKmX/P/VjioipdRzet56uXnyMYeTYpOh1o0Ld4FEXjJrL65ed6jU3/MeMo370DVa+Pql8pCufccjuF4yay+f13yB1azGd/fIA+RYMwx8Vz6vABAj4v/UaPxWCycOYNP+fIxrWc2LuLC+64h5Beo83fhD/sJ6gFKbAN+NsX2b8Q/rfEpk8sPE8BDvLXLVd+CA4BxXe8/8V/edJKUZR8oIcfEk3ACcAJxANFQNK3NusA5miaFqvSiyGGGGKI4X8d/qlKHYqiXErvpJkHeBAYDliAdGAW8CbiYUxkXRX4g6Iovd/o/q9i95vwzAix/wDY9Sqs+q0oGOx4WRQxAJZeB39Ihart321j2S/E3qKL0OFqERUOWyqc+8fehA6QyfINj0rCwZIME2+FAWfDL/fDXSciNiKZQuS4YqkoblTvguNfCbHii1/KRL0SIVAAVG0RudGUQsjo8W6XNRJu2y9VKSG/JFdAJslBPG3dkUnC9EEw8RZRggAonCWEjv4zAUUsafxusUtRdUJMgcgEftflHooSOqzpsl2X9UrQEyF0QDehAyDolyRLsMekofZt3wCPtNWT0KGo4IlUBahGqN0tY5RVLGN38hshrvg7hWygM8oYBNxCSDj2lci0lq2FjlNgTRLbkgNLRNGiGz2+yqpRZFXH3SAKF6HIZJ5qkKRO0ANpA4VI0kXogO8ndCQVwNAFkrQCIWLY0mDw3Og6TpEO5sTX0XOm6HpX6fWbCld/JvY5il6SVwPmCLll1+LvJ3SAED4yR0T6F4wep8kuqi2OOvB0wLAFoiZjjIMND8Oj/aLStQ0HZUxQ4LTrIXOYrBexPmDT470JHRC5bjTIP10IHX3GQN44mPprscSp3StkkY5qeO8SuebtfeDWnZJMU/TEEMOPCaISESDOpOfGaf1JiTPx/Poytp1o4bZZRXj8IUrrHew42coj84czKleqktpcATLsZrzBEAYVfMEQ2YnmXoQOvarQ7PTz0iZRDLKZ9Ryu7cQXDHPd5H50Rjxavh3N65TugibKm1zdqh86Rb7e28pbeOHrE4QihA6AwZl2RuYmcqLZRU2Hj1AYXP4geckW0u3Sr9e3nqA4W/p/1YS+fHTzJC4ek403EOZkqwsFsBpUphWlMnd4JkXpUnxy/og+zByczqIJfRmcaSfBYkCnKrz6TQVTH1tHm9vP3XMG828fHuTTfbXcN3cIBp3CDW/vYk5xFolWIz9/bw9znt1EWYQ4sv1EK+uONrJgTA4Xjc7haJ2D6QPS0asKv/5oPz95cxcvfF2GOxDCbNAzoSCFh1ccZewDq1n40lYeWV6Cxx8iPqJColOg2eljwZgc5o7sw+Xj+pIUIZCMy0/iJ1ML6J9m6zXWuUlmlt40CYA/byjnhfXlzBiYzojcBOaNyqay1UOS1cCeqnY2HW9m5eEGWl1+DlZ3cKzewZ6qNsYXpPD5/joeWVHCjopWYoghhhj+JxCLTf9B2PsaHFwS/b/kUzj6qUyan1gn78UBD2x8CDY93HuSH8DnQNn+LIZQVXRRRQVaICDqeoVndRM6AIItLbQsXkzziy+iS03FXFxM5r33Yh09moF795D75xdI+clPCNTXYczNIfO+fydQU4NjzRq8+/fjWLOGjs8/xzRwoBA6ItYkvooKVIMB86BBmAZHK3Szn3uOtF/dDno9gcZGwu3tqGYzitEoxIe8PMIdHaCqZD/7DKYBRShWK+h0xJ9/Prr0dOKmT8exchWdH32EeexY2d/Bg91jofUggPQkdJhHROKeSJwSOFERtUPpMY76tDTcu6IEVADF9q1i2J5WKZH2FLMZQiGZEDQZcaxYSailBTU+nmBNDZ69e2WMgkE0nw9dcjKa3w+hEMGaGgIVFeji4/Hu3o2/9BgJCxcCUPcf/0Ggtjbax644KxxGiY8ncdEiUBScGzdGPwNoaEVf20HiJRdT/ctfYrB4hTyj00soHrHHVA1hdDYdhqETcaVfjrddDwokFXmxnbWI+AId+TObUZw1EPTid+go+9MxOhqzZD/2PtF4NuCWApWLFkuRhBaWvEbRmaKs8fEN3yJ09IizJ/0sqrBh6TH/k1EsahneDokDx98A2eOlYOOdC2FxxO7E3STHpjNIwcKFr0ixQXxm5GLwSZ6ndHnvc7nrVbG+VXQSj6cPFbuXOU+IYmbVVulP6XKJbQH6ToFFn0Tta2OI4UcCLazhP+VA0zSMOfHYTssk7A/R9NohzEOSMRcmEvaH8B5rQ3P6Sf35SACUOAP+qqgFCwoEO3xCjogQOpQE+X67t9V1EzoMOXGEWrwQ1rCMSpe3gu8jdOij97ZuQgfIPU8B954GPPt6Ezrs5/Uj0O4l2O5DcwUjdFINNc0MgTDhdp+ocyiATiH1+uGkXDcMXZJZVEIivqJqqhljYSKWYakoRh3oVSzDUoib0oe4aUIIdcU5+OTgkzQvPkjrh8cw9onDmBNP67slTBg6j3NuvYPVr/yJ9V+/gWVgMs7WZt69+3Y+f/oRgn4/wYCfE7t3UHvsKOfc+it8bhdJmX1ISMsgFAzwwk+uoHzXdta9/hIAuUOGYzCZeeXW6/nksT/w6m0/pa7sGOFwGKNFcsRmWxwmq5Ux515A8cyzyB8xGp3BgKrTMXT6LKYuug6gl53ZaefPZ8jUM2g5VcWe5Z9Re+woeUOLyRs2glAwQMDnxWJPoGLPLo5t3URrzSlaaqqpLz9O7fES/O0OMs05bG5dy6aWr/7T118MPwjT+a8ROgCGAdP+610B5Ju1C7gFyNc0LV3TtAmaps3SNG08kAJMAXpaviQAnymK0vcf1IcYYoghhhhi+Ifhn22/8svIbwVoA07XNO1eTdMOa5rm0zStWdO0dZqmXYsk0zbRWwrgFkVR3lUU5cdR0vn/DU2SDT2VEXLHywT6yt/Alkh+sVWqfTB+jxegu0WUOlpE/pQ35sDiM/76Lhe8Ifs4uBSu+FBkPJ8YCOXrosSQsdfB3bWw+zV4fQ6MWgR3lYkdSdkaIRYMPAdm3StEDp1RlD8m3Qo/XSeT3/YcqN4Bn90iSg4gE+WWJJl8Bzj0vthsZI2WSfyq7eBzwuTbRD2j/RT0nQwfXi8EkrBfEjQTboomjfImR4ggXZdShMgR9kfGNxQ99uQugkvk6xGXCaffIUSAnl+Z8LdIHahw/WpRdOg+dWEhbBgsQjIJBeRn+4vS94Ab+kbeUx21QujoSjiBkFWc9RDsQRQ56xFRIak/SDQnHZZkEsgx1e2TMRs4R4gcIKQNRRVCRVMprOth22OMF7WLLugtMkZtJ6CzRoggik7Oo7cTRlwmCaJuRMa5i0ihhWD6b+ScKjroMxI+uFrO9bAL4VdHYN6f4LxnwGCLkmpAElBxmULMOb5KVFxQJIHVRbTxdUJNpDLNaIMProJDH0XUOBA1mZ7Tkt7WyPgHJenVViFJR1UvHscApgTpx9xn4OzHRIEm+zT5LDFPyDjr7odLl8h6fpcQnvwOIXgseF36efKbqLpNDDH8CNDhDnDOMxu588P9vZYfrO5gR0UrDy0v4YrF29l5spU/XzmaR5aXcMPUArITLeysbCMQDLHznllcPakfHZ4gNe3RJNekfkkUpsehUxW8keSYwxvEoFNRgE3HGvEE5P6cGmfk+ctHkmIzCIFDUQj1yKd15dYMOgWjTiWkgdmgMrkwmnQ/2eJkxaF6Mu1m9KrCNRP70uYKsKW8lcoWuc/uOtlOWNM4Y1A6V07IY84zm2hx+rlodB+sRj2TC1OZ2D+VRJuRFYcbON7oYlgfO4sm5jMo087984aRYDWwo6KVmYPTOWNgOo2dPi57eRuKovD4xcXcM2cw107ux5E6B+3uAMv21TLl0XXMGJRGTbuHx1aWcKLJyYWj+7D05onEmw0senU7r22uYFNZM+/fOIGwBtVtHhIsBrITLRj1CtMf/5pmp49Wl5+jtR1owLSBaTh8IYw6uOvsgdgtBqwGHQ5vgBaXn06vPMuSrEYeWVHCDVN7K42eavPy6jflePwhltwwgaU3TaTV5WfbiVYK0+MZkB5HuzvQbfFSUtdJKKxRcv/ZbDrezPw/b6Gi2clPTu/HK1eNZUqhPOu3lDcz5dF1LHp1O2f88WvC4X+uclwMMcQQA7HY9B+DLhU9EJU6WyZkjBAbiROrJX4IekWJQNX3nsQHiRP8TsIeB4GGRjyHD3PinDk0PU0uHjIAACAASURBVP/89+7OkJFB3/fexb1tO6rRRP677+DZv5+y6TN6tZ3/zjvkvfYalYuuovae39Hvow/Je/MNnF9vwL1tO0kXLyBu2jTS77wDxWIh1NZGsLmZvFcX0+fBBzAOGIAaH0/N7bfj3LQJ1WSKWG+GsYwehZqcDMEg1bf/ipDbjWX0aNqXLMF37DjWUaNIWLAAz86dqBYLnv37aX3tNWzTpuLduZP03/4WQ9/ovIDt9ClicaLXd5NM0OnERqV7jJHPuyxcIrCMG4f9rDPRZ2REBkjImZrL1Wtd84QJZD3ySOQ8yUuS5vUKWSMtHSVCnHGsXPn/2Dvv8Diq6/1/ZrZX9d4sybLcOzYG90IzBFNMMb3HSegtCaRDICSGQKiBUEOx6dVUY2NsjHsvkossq3dptX135vfHWWklY9LJl/Db93n8WJq9c+fOndnRnHPf876EKitBUdADAYwDBvS2j7a1xcdit6OmphFtaZHfVRXVYiH14ovQWtvQg8H4uZjNGHNFXl/3eOh44QUi7e0Y0tLk857rZrOBotDx0mICW7YS8RtQjRrJ00aK5Y1ZxeQMkzNVY8CsOoIVB3AF3sOSFCFgTYXcMbB/Oel3PIUp2S7dKkZ0HfRIFCLyDqn7OojMjpH47WlizfLBT8XudMESuG4HzF0EpbP7W5cmDwB3DmTH4uyVi2LFAbFYsAfVq0X5w2ARy5aPfwm1a+M5hlAfhdCIX+xok2Kqmx0HoSlmVarFLFfUGOkjbSCc+Hshk0QCQk7xtYrNzJcPQ+N2GHOhKHa488SK1tssKqwjzpC2B1bAobUkkMB3Bd51DTQ9tBn/tpbebXooSuhgF4EdrXR9dJCG363FMSkbS3kK7S/sJuXsQejeMJEaL/ZxWWReNQrVYSTaEuhH0HBNzo0ZsMX/toTrvaALKcT3ZUPvduuYDJyT5TmnJlv6KX30hSHN2mvwZspzgiVeidC1tAq8UYhomAa4cE7KpuPNfWjNQiJBh+5PD2HMdZB0XBHhQx5an9yOMd+BdXgaqtWEMduO+9g8wge7CFZ1onWHcR9XhGox4pyQg+vYPHRdp2b3DkafOBdTkh3f+ka6llVjLU/BfcIAMmcMpnzMsTg73YR8Pl67+5ese/s1MosHUvnlavZvXEvD3krmXnMzsy/7AQe3bOKjP/+JrR8vJW/IMAZPnk40HKK7vRVnSgpp+YVsev8dPn/pWcLBAAc2rcfX0UHe4GHomkY0EsHmcjPr0oUYzWaMJhNBv4+Oxgai4TCKqtJ88AC7Vi4ns7h/AeL2Tz+kavMGcsrKOf/u+znmzAU0Ve1n3/o1TJx3FgazGX9XJwaTCZs7mQ3vvsHUBRdx2QN/5pU7bmfpg/cSjYQ5PnMeJ2XN7+13VesyXqt7jqcPPsi69s//xbszgRh+8G3qR9f1g7quH6Xr+iO6rh88wue6ruurgOOBu/t8lA789j8xhgQSSCCBBBL4T+Ibs19RFCUdaCK+sjpf1/XX/s4+CvAr4LaeTbH9lwJn6Loe/Jr9/v+SuH1grCQizn5eyA9pA8GVJQvWuibqGkfCrrdh8flioxLqFoLEyHNE/eJI2LccnjsVBp8M024R+5O594klSF/UrJe2A2eCMws+vF0SCKnFskDeg1evEM/XAVNgyPeEVBD00M/KA2DQiWJt0VIJaHFJVAxAVIgiGUPh80XxfXrajL4AzDaRVG3eBWsfl76tKRBoj7fPGy8Jj46DkD0GGjZ9zWTHjjnoRPHJ7YE9Qypt7OmSRAEw9hBKBgixpYeIoRrF9iTsk3MdeRZ01Ih9zoHlsOHp/ud/OMzOOFlBNQrJZv8KsbDxx6puBs6B0Qtg6a3gbULIJ7rMgyNNjl0rHplkjxLvX7MzpkDilOvUvAs+u1csZXqq4/TDKhDMLnBlijpG2RzY8qJIylqTYfEF0l6Pxj2KFYP8PvVm+CxWNZQ3Duq3wbBT5Ty8Tf377016/Q2zBYNZiDzdzdC0HYacJtYu3jbQQ/H9ndlxJZEeGK2SgM4YBMffJUSjT++Ik1+m/QTWPynXN2eUqHKkDwFnBky5Hpp2wge3iU3QgsXwxUOiEHPJu5JY9DQKscriIoEEvgvQdZ37P6lkVH4yMwbHZdI1TSeq66za28IVz64nEtXJcltp6ArwoxkD2V7bSXWblwyXlQcXjOWDHfXc/oZIVqvAxOIU8tMcvLuljneunszVL21mR10X6U4zV04p4Z4P9qAoEInqmAwKoaiO3aTiiyXebEbwH8at61H5Ls1wMCzXzdUzyzjviS9p6mM/ogAZLgtjCpP5YEcjKmAzGzhpZA4ef4TV+1roCkRwWwyEozrBiEam20qHP0SW28prC49he10n1720mbIsJ3ubvGiazrrbZmEyGqho9HDmI6txWU00e4LsueME/vplNbquMyzXjT+k8cCySkrS7by0roZzJxQypiCZB5ZV8tKVR7O9tpOyLBeXPr2OmnY/yTYTG342hyXrqnlzcx2XTi7mpiWbafdHGFOQTGmmkwMtXjZVt5PmMDM0182KipZeFWGjChENVAXOOaqA1zfVoekawYjOlIFpVLX5SLKaqGr1keW28O41UzjnsS/YXNPJlIHpNHYFqGjq5tpZZYzIS2JrbScrK5q59YTBHF2aRiSqcdZjX7CxuoN0p5k2b4gbjyvnhzMGsuFgG3/4YA/rD7az7MbpFKTGSacrK5u5fvFmjh2YTocvzNOXHIVy+MLftxzfFonbBBJI4O8jEZt+Qwh2iRqHYoDpPxdCR9ogiSWiobiqwRFQc821dH/2GSXvL6X14UewDhmM++STMbiO/A5de/PNdL39Dnn330+oqgrf+vUUPPIwirG/Ql774iWgKjinTcO3aTMdS5YQ7egg4wcLcc2a1dtuz9hxaD4f+X9+jLYnnsC3dh2G1FSiHR19LD/AfdppYhnSo67R1wYFSPv+VXi/XEtgk8STitOJ3i2xW94jD9P12mskzZ9P25NP4VuzBgBjXh6R2trevlIuvZT2J59ETU8Xq5e2r1e1UiwWDKmpROolxlEdDrRgECIRFJsN3S+WIEpyMnpHB4bMTKIeD8S2A712MdaRI1GTklDtdtKuvpqaSy4m2tzS73g6yN/n2DmrmZloTU1gMGAdPpy0Sy7Gu3YtHUteFqtSs5m0Sy7BNHAgDTffHJ8zoxHL4MGYS0rwfPABBCT2MhcPIHSgCmw2VLMZU3Y6A+65Fv+qZVTf80bvOJIH+ug85MKV4yHrKA+rJ8ykJGwiY9cBTBYPamqBxHW3HoC3r4MdrxGOuPFUeHEXe/HW20kq9AlhYviZMetODdLLRaXxpN/Dezf1n2yDDaJ+joi+1qWOLLGgrfhAVDhSiqWIwNfSv73RJgUf8aspRJBoSGLrM5+C588UkgiALQ1GnyPx5qATRMUTDYbME3LIWc/BI5MkN3TFp5A5BJ6fL4oh348pcrbuk2KbBBL4jiDSFsCzsgb3zEIMrvjfGD2ioWs6ne8fwLu6HmO2nUizH6I6GT8cRdviCrRQBNeUfBxjs2h+ejuRQ7E8m8OAY2w2/o1NmPOduOYU0vzYNtA0TNlOTHkOfGsb+9u0mIhrevVxbu5FLJUIYBuTgWozYilPoe2pnf3bmVWMaVainjB6d1iCN6OCa0oe4TovgR2t0r/ZAIEoisOI7o2gmA04js7BMSEb37ZmupfXYBuRhm99E9axGaTNL0dRFLqWVVP36VberXiUYdNmc9xlP6Lz/SrsY7OItvrRNZ3uL+oIGvzoB4JkXzWWdxffi8liZc5VV1O5djUp2Xks/uWtAIybeyqTz72Yj594iHAwSNmESbx7/z0ADJ8+h7b6WlRVpWb3DoZNm82OFR+L7ZjdTsjnw56Ugq+zHavLTVJGFo0H9uJMSaW7vY2hU2bQsL+SrpYWjEYjI2Yex4R583nkivOwOl240zPxd3vobGrg5GtuJjk3j08ef5icsnLGzZ2HOyOTxv17ef2Ve1EnZWF4pYau5iYuufdRkrNz2PT+26x+5UUyiwYw/2f91+o/a/mQxmAdBsVAuXM4w9xj+F/DtyE2XXT2yW6gjXhF5b+DKJB64+J3uv5uy/8gYlaNMYktdCBH1/XG/+YYEkgggQQSSOBv4ZskdZwMvIX8AazUdf1rmANH3PcM4DnAQjx59hlwiq7rXzGz//8qcQbQuAs2Pg1TbpKF5n8UHdXw1rUw8SooPwEemijKCrdWSeJqz3tik9FjbQKi9lA4CbKG/u2+XzpP9jfapCrL7ITUkngyQdfhlUtgx5tSYTL2QlGrmPh9scRY/RCsuleUNgwWUQbRddj5hiQDI34YNh9MFrEf+fCnRx5H4bFQvUrUMoId/ZMtQL9oa+hpQig4uOoIHSkwYBpULZdfndmimJE1Qn4Pdkl1zrhLJCEU8grBQjXJ+Xz5aJ9DmiC1FFp2S5KztSL+WdEUOLQaXHmipGKySuWOO1+IIX0jQ4NFrFSyhktVTu+2mNrI34LBKmSNomNh+k9kTp86MV495M4TRY6c0ULucGTFzqmDuHEBMP02WPMgBDxw8n1QOFHIEDvfhC8eFlJH3/lOKYY5v4GCCfCnsVLlVP2FjNdgFtWSvmNXjF+1tYEYASUMWrD/XBwO1dhfQSV1oCjYZAwTOdv2mJpNzmi5j/Z9At4WmYceu5j6GMHHliK2K/s+iY/RlibXpnELTL5Rtn/+R3lKlZ8ofex6C85/VexydrwuvsimPuorCSTwP4xOX5gHP63kvIlFDEh3cKjNx5+WVdLhD5HpsvLXNSKl/pMTB3PX0t2k2E3ce/ZoLnlqHaoCbquRQVkuZg3J4qpppTy96gDvb2+gOxhhe10XBgWiutiEFKc72NssVZB/g+JFqt1Ihz+CpkNZhpP9rV4KU208c8kEFjzxJTXt/l5iw1EDkthT76ErqDEo00FFU7zKclxRChsOtnPi8CyWbo/H7OlOMz8+cTBPfV6Fy2bEaTHy8a4mFODm48t5c3MdexqFjPbYBeMYnO3iimfXc85RhQzPS2JCcdzDfPwdH2NUFTp9QfwRHQV4/vKJHBNTr9h8qIOyTCcOi5FHl+/jgx31HGoPcPnkYh5fuZ/p5ZlMKk3lppe39s6LqipYjCq+UBSnxYg3GEEHUm1GOgIyLyaDQjiqM2dIJisqmjm2NJ3lFc3YzPLKVJbpxG0zUZBi49wJRVz69Fqau0OcPT6f2s4AYwuSeHTFfkJRneF5LvY0dKMoCk9eNJ7HPtvPysoWslwWGj1BLj6mCKvJwKTSdK5+YSNXTClme10Xi84ajdPy3bKm+jYkzhJIIIF/DInY9BtE7Tohihcd+0/t1vXeu0QPrifp4hsJVR3iwGmnk3L++WTffhvhxiaCFRU4p0zubR9ubKTrvfdIOfdc1MPUK/oi2u2l4uijsZSUEKyIxV2qSubNN5N2ycUAaJ3NeJ76FU0vriLpwsvpfv99MJnJvPUWDG439bfdTnDnTtTkZFS7DevQYUTa2whs2NhLnMj6za/xffklejBE90d9FLuNRiE3GI04ZszA+9FHmIqKCB/sUxxqsaDElDFAiCCuadPwbdhApCFeCd4zdmw2TNnZhPfFVDetVggEsAwfjh4OE66pwTRgAJbiYrrXrEFvawNNE7UMk4lIn2NbJkwg2GPd0kOmjEZRbDYUqxXd60XNzCRaU0NwdjldpUayXm1AaznMwsNslv1VFSUaRY9EJKfQw7DtS37p2QYY7CqFUxpp3uFGnbiAjIXfx/PxJzTdfXdvu/JLdJRQO3tXjCTS1IRtYD7hqj0oaSVojQdJG99N/ZihFJXMoWPRI5gz7GT96RUh1Vd8AA3bYcOTNO9IpmWbnYGnNmG0RlDGXACTr4eqFfDeLaJ4cWAFAbOVltwh5FVtRul54+yJnw+HYpDYNNjZdyMaOruKhzHk4G5ULQqqJR679uxnSxGix5SbxP5Tj8qYU4pFGbJ2o6h3KgYpgjmwAvwxgk9qicxhR1W8zyGnirJlJAg37oYnT5TChKAHFrwCq/4oNrun3C/FLmYnjD73q+eUQAL/owju7yCwrxP3rEIUVcG3rYXArlb0cJRoV4jQQQ+YVcxFbkKVHdiPygIdfBsaQQfzwCR0f5TUc8oxpFppf3EPelQjVONB88TzWorDiO6LxA3ZjuC+0guzClENoqCmWtDag7iPL8LgstDx5l70UHxn54mFdC+V+NlU6ia8L752bcpxEGkLoJsV8MRzXK4Tiog0+Qkd7MJxVDY7qtaRW5GGwWQkc+Fomv4o9tyKxUDuLybhXVuPd10jXeP8ZA8ehCtV4s5AZTstf9mOpSyZpl37+PDQU+RnDeGMRXeimgyEAwGaq6vIHTSYSDjM2/fdhae1BV9nBxPnzefTpx/n9B//gtWvvEjD3gr0WEGYwWgCVSEaCpE/ZBg1u6SoIzk7l46GOgBUgwGD0YTV6SQUCJCeX0Dtnl2k5OQR8HbjTEmlYOgIdF1j5OyTeOamH2BxOEnLKyC3fDCellb2fPEZjpRUgt5uUBSyS8oYO/dUPnr8QSwzigiEfNi3BMkoHMCw6bOpWLOK+srd5A0ehjsjk4nz4iod3xV8G2LTRWefPBTY8R/scuiNi9/Z9R/s7+9CUZQZwLI+my7Udf25/+YYEkgggQQSSOBv4Zu0X+mbdVr+z+yo6/qrwHFAJ3G526nAJ4qipPytfb/zqN8qgXrlR1LF8c8gqQCqVsLiBfDC2TDzdjg+xk7evwwWnwdrHo633/wivHtj3FLjb2HSD2H6T0UBAUWUJdoOxKucPrxdFrhTCsGaJASCH6yRpMJDE+CLB2DiQig4WhQ1oiGYcAVMvg6yYlZ8+z+VxXFHzKbFYJH2IIoZpTOF0AFC6IA4wcCWKqoL+ePE7sNghp2vC6HD7BLSRubIeFsQAoDRKov19nSpOGvcJv86Dgr54stHZfG+RzFD0yWJ1BdGC7TEEnCHqzd018GIs6CzWpJGI8+V+euqoTdSVGPVB9GgfNZD6HBmw/F3CiGjB/Y0USWxp0vSpmfc0ZAQZo67QxQzXjoPkvJFYSO1RK7HwOPg2GskKdRZLedksoK7ID7fK34rlT/ODBh/sRB0Fl8oSamsYTGLGkAxy3FPexRyRwlxImOwyNH2JMr6kVFiCUU9IsQOe7rM24izZHvIK9cCJBl2JEIH9Cd0mF1xS6LWCvDUxo9Vvxl2vy33dg+x5dwXhaBisMi/SDBGcOlDnPK3CqEDBdY9LudtMAmZpbkCPr8XGrbCs/PgjR+INVLr3iOPNYEE/gexsbqdx1ce4JKn13Kg2cuVz61nyfoaPtzRhNNs5FenDMWgwBMr9wPQHYz0Ejo0HfJTbBxs81GW6WR3Qxe/eXcXTquR7XWSwLJbjAzOchHV4WBb3HbqcEKHQYXiNDtJNhNXTC0l1SHPyQy3maim89OThjBz0XJq2qW6MhJ7nO6u96DFnjfF6U7ykq3kp1gZV5hMWaYDm8nQa0cC8mSaMCCVVzfUsLOhi9vnDqWmXcZlMxu4/xMhtPSgorGLojQHH14/jUsnF/cjdADce9Yo7j1rFPedO6b3vBZ9tIf1VW1sOdTBvIdW8YcP9wCwtbaDTYc66fSFeGdrHaGoRkt3kIIUO+OKUvj194ahA1FN54RhWTgtKv4YoQOgIxBhUmkaSTYTRlXBZjIwdVAGoajOxkMdGA0KvlAUu0llS00noYjGC2sPceZjq2nuDuG2Galt9/N5ZQst3SFCUem5oqGbcFRneK6baxdvZmVlCyaDwtyROSyYUMgrG2pZvO4QNpOBdKeFqYMyeeyC8d85QkcCCSTwP4dEbPpNoHGbxBiV70L1PydX7h5bQEpZgKYbzyVYVUXGtdeQPF8WWZoW/YFDV1xBqA8Zof6nt9H25FMoFsvf7NfgdJB18004jj0mvlHTCNfE1zaafrqQpOEu0s6cTmD7DlwnzaXktVexZ0apPvccDE4HKReej+bzEamvJ+Xss0meN4+U885Djyl2+DdsxD5mDFGPvMMoSW6MxcWgaVjHjkVxOPCulti0H6EDMGZk4JwxHVNxsRAZFIWupUuJNDRgSEnBMmwYxM7TmJMNXi+m9HQUm430G66HUAiMRoLbtxPaswfd7ye0Yweed94RRY5YDG4uHtCP0AEQramRzzUN1eWCaMyixO/HOXUqalIS0ZoazGVluA7ppD+2oz+ho0cZJRSCYBD8fvRQCOeM6aRfe208/lcUTAMGgMmEMScHQ04OGI3ouobJFcE1ZTxJc+dSc9n5dL76PIa0NEwFBTgGutE66/GWXIdl4EAIBckesJrSuc24sxopOjVKWmE3Q5UuXOvupGBqG64zLxaVio5DoraxdQm480kt95F3TBtGGyjOTLH/DHZIAYg7Fw58BsD+/EFsLSyh3RX7OvcSOlQh9RttkD9B4kI9KgUnhth9aHSAyYYKDKnaSbszpff8+0HX4sod+z+Lx6BBD7Tuh93viJIqQMoAKcQJxjhj6eViUdtZIzkdkFh799sSv6pGeGCMqIP0zP/aR+Hg57DhGXj6ZPj4V7D6ARJI4LuE7rUNeD6ppu3lPYQbvLS/vAffxib821tJmT8Ic3kyhDWirULQ8q1rxLe+sTe41H0RQMfgMuP5uBr/zlYi7UE0rzzn1QwrWAzo3kg/52MO+3pjUTGkWjHlO7EPTROym0lFURQMSRZUi5H2lyv6EToAAlvjqkymFCuq24SabsFSnoxuUFBtRvD1L3oyZzvxb25GNalYipMwRBU6srsJEaLz/arednowCpqO8+hcsq4eQ9kxx/QSOgAsJUkkzysldX45DRmHSLXkUNe0hxUvPkl7fR2rX3mBF392Uy9h48Cm9QQ8Xfg6Oqir2IVqMBD0+ygcPpLyY6ZQOGK0TI8WJaOgCMVopPHA/t7jeVqaGDx5OqrBiKZp5JYPISU3n0gwSP3eChRFob2+Fn9XJ10tzexY8Qmb3n+H13/3KwCySwfRVLWPDe+8STQi18fb3kYkFEJVDdhcLt76w534Ozvxf7SfY7PnYHcnsWfN51Rt2YjV6cTuTmL2ZQu/k4SObxGc/+H+/i8kkD8nrsMDUP5/MIYEEkgggQQS+Fp8k6SOvgmuhq9t9TXQdf1zYDrQSPz1+ShguaIoWf/26P7X0Fwh9iWvXQ5/PROGfk9UFF48rNJi8QXw1jVH7kNRYM6vhXjRWSM2KOmxd5OiyaKoMOaCePuMciFKpBQdub++yB4JtmSY9zBY3LIA786VJNXu96B6DRQeA8POgNZK2PgMLLkIKj4CXzuklIgNiTN2aas+hxfPge2vwvD5Uq2SWS4L6Z/ISz3RsCQzFIMkSPYtk+SKLebVmzVCbFJAyAu+Nvjen0RJIxqS5AwIEaC7QbTpIVYNo8vnkQDsXSYL84dbkaQMiNmi9FluVBUwO4RcAUJQCHUDYZmjs56NnyOIHOrOt+RnsxP2fcxXli97Ej4ZQ+V6gCRPQ16Zpx6rD8Ugtjc9NjNpZTIvQ+dJn2EfPD5DKn58MeuZM5+EeY9B4dFCcPnwF/19hMNe6DoUGweieGFxS1VQSyVse0UIIAB1W+LH1kPS/oVz4I8j4bGpULs+TppAlXPIGCwkm37nGxECTjQsY+05eChWDeWPHcOaApak/vv22MYoatyypuf3nuvdM79BT79d+fQuIXGUTBfSSCQk1WWqCvOfEVWWUx+SJB+6fObKFvKJapT7Or1c7jt/uxBlLv0A6jaLRVECCfyPorErwI46+f7NGJzJD2eUcqDFxxf7WthdH/8ePfrZfh77TBI3zd0hHGYDuUnyvdNiX7uCFAeNXUF++fYO7vuwgoEZzl61iGG5bjyBCD+aNZA5QzMJx0gEClCQYuNnc4eQ65YEelSDqlYfvzhlKCcOz+GNHx6Ly2JgXVU7SVYjj3y6t5fI0QOHWcUT1HCYDeQlW9nb1E1tR4Ca9gAbqjtYs78NTRf1jLPG5/PmDyax544TGZGfRHW7D12H0x5exe6GbvKTbRSmWAlHNX596nAKUuQ8l277Kgly3kOruOo5eQZMHZTBiPwknv+iuvfzDQc7OPPRL3h9Uy0/mjGQM8bmU9noYWVlC8k2I2FNZ3d9F6GIRlGanYklaby68BjWHWyPnZeBNzbV0R3U0BWwm1QKU23ouljkdPrDBCMa/nCUVIeZeaPz6PKHSbaZMBtUAhGhuXhDkjBUdBic7eLMcfncfvJQjh2YxrqqdpJtBhYcVUAoqpPttrKxuoPWbiG0WIwGNh9qJz/Fij8cJRiJkuW2sOym6YwqSAZge20nD326l6h2OEUngQQSSOC/gkRs+p9E7XrY+SpsewEat0ost39ZXPEOxOryiz/K+/WRkF5OV5WRrrXVRJubcc2ZgyFJFCPTLrucrJ/djqmwsLe5Y9LROGfM+IesuuwTJmAbORL3vHmiKGG19pJBGu64E3+TSkdtDp3ravGtWkXL/ffT/sqreFauwpztJOPUUWQfHcBx1AjQoX3JYhp+9nPQNazDhXDh37CB5vvvJ7BlqyhcdHZhGzoUNI3A5s3onZ0YM7N6F/eTzj67d3x6IIBqsVL88suoLhe6x4MSUx+JtrcT3LGjV+UiUiuVzVo0iu7303LfH2XhPtJnoU/ThCAC6N64Cllg+w4cs2fHiRgGA+G6OsIZFrLvvIOcu+/qN29db75JtLkZAGNODqHKyv5rlz0qJEDKBReAzYZiFmKt6nTR+frr2CZO7FXcCFdVQTiMfcIE6TcSwXXKWVS8kkP9i9s49P2rCB5sJFhZDejk//E+Cm6/HD1tBI1/fBLN7wcVLE6N5h2ptK4Ponva0aLQuiWKz5dNp3cIwUgO0fZmoiselJg93A1aGIMxhLswgEIEUOGXyfD4THj1UsmHoIMlmZKaCka2ekghVkTQq9ChgxpT5qjdEI8no6F4kUHEK3F2WjmKrpDayHMeTwAAIABJREFU1XJYH0icrij0rgSb43Z0gIy353ggRSOf/V5+Ty2VuDsakvxD5hDJ6Uy9RYpqQApZbKlS/BL2SiHM3o9h6BngyIRDa8Ue5oy/iMpkoJMEEvhfReiQh2gsBkk5dSCmAhfBfR14VtUKacKggA7Nj28jfKgbdIi2BVCTzf3JGEaFcEeAcK2Xpj9vI9TkxZhlRzGr4gLtNKK1B8m5abxs64FBwZTrIGl+WXxbUEMPR0k5vYykU0pxzylCD2tovjCaN4x3w2ExogGwqETqusEI5kHJ+DY3o3WF0VqCBPd0EG0NoOs6lpJkXLMKyP3lJLJvHk+goh00nXCzj+ZHtpBbmU5BfhnmoJFoe4DkU+N2S/6d/RWWQnXd1P7qC3xbmlEMKs6jc4l2hyjzj2Jmzrlk20vY+O6bPHndlWQOKGXCvPmkFRaxaenbqEYjAa8XXdc4tHM7iqqQnJXD5HMu5IQfXEf1ts2YLFaMFgsN+yrRIxHCAT/O1HRMViuapmEyW9CiEdB1Dm7bzCnX/xjFaMBgNGIwmbA4nKCo6JpGJCTPWIPZRE5ZOUOOncqJP7yRzOJSanZtp2jUWDJLBgJgT0qicp3Ym1mdTkJ+PyG/H3+3B4PBSH3lbqadfyln/eIuFFWu5bZlH7J/47p/405M4GvwFQW7fxOev9/kPwtd18NA3y9P+te1TSCBBBJIIIH/C3yTpI5Qn5//JaamrutbgSlAz+qHDowAVsTkaL97aNotlRR1m+V3T4PYcFSthG1LYOQ5cNYzMPuXkD08rozQg6466Kr/+v6PXij/5i6CD2+DJ2YKscBkFZWGpD6qD3lj4YLXxLv1rWv6eQt/BbvelqqYpbeIFGkkKIvqmgbv3SiJv1Puh9k/h+t3Qv5RcOgLeO8GQBNShSNdbDxAkjGuHElmfXgbzPo5XPCGVKZ0xRQXpv0Ept4EqPF5iAbjqhkn3BVf5E8vE3LEo1PEdsPkkAobENKDLQUatvQ/J12TBEw02McSpE8U2LqPrxIwNNj7iZArIE7IAGjaKUSC0RcI2aPHQzccS7zZUoQYYHYKscLkgDOegLxx0laLiESs2SmkiswhYk/TWSMEDz0Ktti7pq9FkqqqEY75kRB4+iF2Hq9/H54/XUg3AEZzXN3k+DvFfqQHWlAUOsZdDOv+DA+Oh3dviPeVWgTnvAiZw3t2iJE89P6WKhe+AdNvlXNv3i3nb01GHkexvg6skLnsboS0gRwRgXYZa/bI/vPf+3+fa1M8tX9izXwY2VsxwKZnYPylck9NuErmM9Ah38Hld8OGp0SmFz1GGvGIt/HAOTGFEEUSdAUTRDZ3yk1CWnnranjnBvkOhY8g4ZtAAt9y3LhkC6c+uApvUL7HNx8/mOcum8Dtb25HB84Yl8eswUKgq+sMEONi4A1FsRhVjLHHcLLNSFWrPO/qO/x8tKuRPY0e3t5Sz29PG8HQHFnI2dvUzaPnj6cwVRLnOnCo3c8bm+qo64qr9KgKLPqwgul/WM497+9mVEEy4aiONxSlO9jn2UvPeDSG57lp9ISo7wyg6ToDMx3kJVli/Slkuix8vreVrTUdnPP4WioaPSz6cA/NseNGojomg8JV00qYPTQHTYc3NtXy4pVHk5NkpTsQYtai5TzwSWXvcdOdFlId8ariF76sZuXeuMe6qoDTYuS4oVncdHw5Q3LcvLlZ/s55AhHSHCZ0HaK6zuSB6fhDcm7Dc92UZTrwhqK9CsBXzyxlcI6bZo+8gp01voBnL52Ayypkvf3NXk4ZlY0OdPojhKIa3cEoRWl2Fl8xCYtBwW01sLvBw5OfV3HiAytxWU1UNnXjsJh5ab2Q/C6dXMTE4lR+ML2UNT+ZSWGanY3Vnby7tQGjAv6QRpMnwJOfHyAQjqLrOn9dc5Dff7Cn9x5IIIEEEvgvIxGb/is4tBq2Pi9FAdEwhHwSZzRshqbtMPh0KJ0DQ+bJe7DaR5VJi8i7dNh35L6NFiwzL8E19zSSzjqLA2fOp+aaawGwlg8i9bzz+hE40i6/nKzbfkrtjTfS+fY7f3PYTX9YRO31N9D19tuiKBEKoQf8hA4epP2vfyVcX0/yRddQvGQJOXffjTE3l4bbb6fut08SqGqj+eVV+Ou8+LftBCDa0Ym5rIz2F14kXFNL8YsvkP/wQ2hdHnS/H9XtJuPGG7CPjdk5xuLmyIEDAKjJyWRcc3Xv+FIWnEvnm29S++Mf45h8LBgM6D4fOJ04Z88WIkqkf3W2ao8RAfpYmugK6LEpCldVfWUeNI8H78cfx/uKRtHMCuEMG61P/AXnlMloJ40jlGYBk6nfvrquCStXUcBqxVg8gMK/PIHqljgq6vdhHzUKxW4n9bJL8a1fT7i6mmhTI2gangkZYDaTMqibzOgjGI1BjDk5ZN18k5A+AEJhrIPDKGbQgiEOnHY6+tKfYvJsI39+JvbQF6ApVH85ANePHsBVZsRoi9K2103LSi/6vKew2Dy4tv4Q7injwJ/WyPQYTGIHNP9ZelNe3gbi8aEusZ4zB67ZiDVjGPkHNqB46iQO71HhUFSxaw10SPvOarB9jf1t6x6U1GKUviqavZMZjcenigFG9K0SV+I5CwDFJAQOb7Oolp70e4llQZQ49i+HT38ripGf3xu7F0yi8nHBG0LuCMfyHI50sKdIEcKJ90gRx8e/gFcvFwWPBBL4H0PUE6Lp4c10vCFqqKrNSOb3R2Ibmo5vYxMYIPW8wWBW0DpDMSUOgdYRwjxY+J2K3YhiNUBMOSNS301wRxuRei9RT5CMK0fK8y+ioxgUMq8d02cQOuFaL4Gt8XgOQOsO0/TYVurvWotqN6JYDOj+KLqmEe06TGlWB4IahgwbROhVErGOTJeUmEmBiIZiUAlWduDb2kLLMzsI7u/Eu7ouNg7k8eE04ppagCHDRqTRhyHdivvkElAVOtYdov53awnVyjq7YlQxOE0olrgzXPuSCtSAgm6EEtcoQCG7dBDFY8Yx5dyLUDwarkYniq5gc0m8rkWjuDOyMMbIkrqmM2D0WBSDgbBfnj8Wh5NZly7E7+lE1zTMVhvHnnM+R59+DgDJWTlsW/YhY447mXAwSCQcESsVXWPCqWcy9fxLAfB3dtCwr5L3H/kj7/5JyG6Bbg9aNErT/r2Y7A6GTZ/DgJFjOPm6W7nw9w+ha1FWvvg0yTm5RCNhulpbqN6+lb0x4gfAsqceY/XLz/+Dd14C/wRq6Ofh/W8hAtT+3VbfDPqyL/3/R2NIIIEEEkgggSPimyR19GU15v6rnei6vg+YDOwh7mE8CFipKErJvzXCbyM6a0R9oXU/rHsCFpXDH0dIAH71RphyA9Ssg1UPwDnPwxmP999/9ALY94lUYxwJjTtgzSOw7WUYd6lUdyQXwUc/l6qVaGxBf/nd8OypUL0W3r8VtiyO2WV8DYadBrN+KSoXBRNFJaKrFra+BEf/EI66IkYYiAox4LQ/y37OLFmUD3bJuUdiSb9IQBb8HZmShKjfIvvPexRcsUTJ2POExKIqcVUGxRhPJhotYI0t3veQY5IL4Y2F8eSi0QpbXxRlhfRymPPbuN1J+0FJwCgGyBkd295XlaMn8dWH6KFH+xM5+rbXIvDZPfDFn2IkB6W/jYhqFAKDLVWSorYkePt6IcRYk8RCZOUiGfvWF6FmLbhyYebPYdBJsU4Oe3fWIvDc6TBwVux8e95LdVHDcOfFFSuyhkPbPlEZMdph+T1gdUPmMElsDZoL026VueyH2DkmFcj91S9xe4RHzEsXwPK74qoeIImqqTdKXwaLjHvkOWK/8rX2Jaoca9JhyjSuHL6ih1m3qb/Pd88Yi6fB9x4RdRVFhaQBcq9PuVF+D/tk7iMBud4RP5TOgouXSqVWdzPseFX6GjBZvqc73hAFkRX3iHrNRW+DOwc2Px+X3E0ggf8hXDWthJ+eNARHH/uMigYPAzOdPHfZBBbNH91Lopg1OIMThknBcpLNyB/OGsV7107FqECHP0KbL8SUsnQePX88359agtWkogATi1NZtlsqmJ5adYA/f7aP62YPwmaKP0OmDUpneK6799t9xeRiajv8GFWFLw+08vneVrLdFiKaTnXMIkUFzIb482BHrUikp9hN6MDeJi+1nfIcPnFENj8/ZSgmg8LeJi+FqXbe2VKP3ud5kuEyk2Qz8ewXVZSkO7AYVCoaPeSn2Fl+03Q6/RH2NXt5f3s9C/+6gUhU47yJhVwxpbi3j1V7Wxme68ZqUhmc7ULXYWxhMqlOMxf85UtufWULD366jwFpdqI6nDgih9FFyYwrTGHhXzdw66tbWLqtnr98foDKpjhBwmU18vDy/exr9jCqIImCVDvXL9nCoyv28fEN07ht7hAWfVTB5c9soCTdgaLoWGOMm+tmlbFybzPBqI7ZZERVYHCWE12H2YOzuP+c0Tx47qheO5m7l+7h2IFpbKruwG42cNtJQ0i2megORghGdXTgkeX7+fU7O7lpyRZG//ojrphSzMvfn0Rpxn9akTWBBBJI4B9CIjb9V9BZA+37hYS9+RlYeResXgR5E2DSDaLsuPdDWUQ+5iZRrOuBK0dU7Q4s+/ruX3uNjsWLCe7cReYtN5N+1ZVoXi/7551GyyOPSKNoCNY/Bgc/p+HO39L17nt0L//0bw4767af4p47FzQN5/HHg9VK++IlqE4nrhNOIOv22wjXycJY0kkn4pgyGQDbUUehmM34tuym6o6laF2Sxw/V1BBtacZUWkq0tZVwQwPWsjLSFi4EwOBykXr++Xg/XxUfhKIIOaOHhBGOK3m3v7QYdB09GMTz3tJeCxRTSgrdH38MoRBJZ56J64QTepU+fF9+CYDqcmHIzhYShkGhY04uuoHedoqrD3n9CEUZkVQrtt0dhA8eZP8Vl6K8vxFzaxBDcnK/doqmY8zLQ01OxuBwoBqMVF92OZqnG+x2ul55lVBzM1pHB21PPkWkthbHnNnYJ04kdMV02r9XQOiMsQTTbWhhFV2HSH091Zddjv3YWFyW7Caw24QeMZB01nwUu5XmTVYq3sgG3UBGeQvmdIVgl4XwiwvJ/NGlGKwG3GPycM2di2VQOWaLF4MZVJNO7oSYAkU0DGXHw9rH+luVHh6bdtdLoULthnhRhhaGS96FlOJ4XkGLwMyfQf5E8Dd/ZU7j3RtFrbQv0g5TbdejsOutPuqdeozwoUhcO/UG2WxLFjvboEfsYHv2zRsvsWk0pio54zaYfIN8tuyOmOooko9Z95ioTAa7RPljzAVw2mNw8AvY/srXn0cCCXxLoTpNJJ0wAOfk+Pdaj+hEO4OYi1zk/PRo7EPTZSkYSD5nEKpL8nbGAicZ5w/FOTMf3RdB745gynFiG51B5jWjMeU7YxwrFVOOA90nz+XGhzajBzUsQ/oIfqlgynWiJMVyhyYFx7F5EIxCRKNr6QH0qCa5yihoXeHe/VDpdVqONvlBVYRkEdUJbGuRt4qITvK8gVgHS+wV7QpicFvw7Yo9p2LhqXVkOlFfiI21n6NNFQXccG037sl5WM7Pw7urkUh7gI6399G9ph5DkgXXjAKsA+V531ZXw6qDrxEpUdAjGv4UPxn2AibNO5edn33KG/f8hoOvrsW130FZyQS629sYMfN4HMkpJGdl8/QNC6lc+wXr332dqs0bCfnisWk44Gf9O6+jqCq5g4ZgcTh47PsXkZKXz3m/vQ+T1cpnf32SnSuXYXE4McaIhYrBwMTTzqJmp9hOB7q7yR00GACz1cZxV17NSdfcwvi583CkpBL2edm9agVmm52mA/txpaYxdOpMbG43+9dLXtzf2clHTzzIew/+gb9ccwVv33c3C+74A6dc/5N/7UZM4Gtx4+J3uoDX/0PdvR7r778KRVEKAHefTf+AJ30CCSSQQAIJ/PfwTZI6dvf5edK/05Gu67VIVdRG4smzIiR5NvTf6ftbhY5DULcRLngdKpbC0h/Ldi0CuWMgrRQCXbD2cdj26pH72PmmBPQN2+CvZ4h3al9klMPM28VKIn9cTDHBKFYT4YD0fd9wqN8KbftFAQKgbLaoeRyOQKcsYhvMMOV6uHYLzLlDCAgoUDJDlCJSi+H+UfD7Urh3aNwvtrsRGncKacKW2n+cx98FteukwmTAFPj9QFj/F0iOFcLVrIMPf9aHbKIIWUKLRXCvXh4nMagGsevQNSFyDJ0n26OhODkjuQiKj5H5AOnLlibzaTCDFgK1j4dz6gD5f9xlcMI98e2jFsixTIfJqoLIoEaDQhQYcGz/xKfRIgQGT31MEjWmBqFrUhUHQjIw93m39NSJWsfej4R04u+QBE6PNKyiSmXRintg9HlSqdPzta/fInPRExF6W+UzX1uMnKLD/k9FPSYahIp34ctHRTFGiTP7RTsSqN8Mn94hid9eHJ5IVKB0xlfnZddbMYsSVY6lmmDPe1A0qb8dTA9MDkmqAbz9o/6fWd3EyTSxc/W1yBwZLEIiyh0jBKBBx8PSmyTR5ciCT34O658QtZXskeDMhtOfgO89IPOha1DxHjx1vMyRp0HG586DwkmiAhMJgD0Vpt4Mf54ONRug4n25n5O+m0WcCXy3MaUsg0snx0kJr2+q4Xfv76bTH2ZKmVQr/nBGKYoCn+xuprFLKo06/RGufHYDz6yuwmyS58SMQensqu9i8fpD3HLiEB6/cDxnjMvHYlKZUZ6J22qk0x9hxZ5mHl2xF39YQ1XAbTXwwc5GKpu6e7/dj648QGGqjRU3T+es8eIv3tAVxKAqRGJyIRoQiuoYY4+5nn1bvWGqWuW5qgCjC5J56NN93Pb6dgZlOoloOil2E49+tg9d1wlFdQqS5XlpMapUNnn56evbOGVUDlUtXhb+dQOT71lGZyBCXpKVTJeFLw+08Zt3dnLJ0+v49Ts7e+cvEI6Sk2RlRnkGuxs85KXYePayiVQ2drOysoVXNtYyPM/NttouZg7O4JSRuWw42MHaA21oOuyu97Dw+Y00eYSM0kN88QQipNhNdPqjlGe7eO6yCbitRiobPagKnDexELfViA5Ut/sYnZ/MmePlmXTPB3vo8IXJcluYWZ7Jy98/hqNL0xmc7SQ/xcpPXtvGaY+sYc3+NsoyHUwYkMqBFi9f7G/lwifX0tgVYPMvjuPBBWM4qiiFYbluzh5fwIMLxmA1qxSm2slwWzlqQJ+/8wkkkEAC/10kYtN/Fs27xPph8Dz44n5RDtAj8u6bXCT2j43boWlb3I6xL6IhiW+jIWjaAWvuh46qfk2STj+d9Kt/hHXYUFIXLMA1a5a8cgcC6JEALYt+zcHLLkP3tUKoC62zA4Dk+WcdcciB3bvxb9mCpaSE3N/dTelHH4qFh8+HKT8fY1oauff8jtbHH2fvzFnsGTeehjt/ixJTSvCvW4euabhOOqmXJAGQee01GJKSCe/bR8aNN9L27HNUnXMukfo6VLebcH093vUb6P60D9lEVUUlBNA6Ojh4yaUYcnIAMBcXY0hPJ7hnD4akJAxFYjOj9VHnsA4qI+mUU+KkkGAQS3k5mseDalAhGARNIfmjOhQMKDYbKApFTz2JqUDei9S0NCyDyzFkxR2CLA1+FIMJQ0YG4dXrUDQdJTUF26iRGFLii5aBLVuI1NWheb1EW1sJ1dWJ4oeugy8Wm/b8Hxuj9+NP6Hz1Nexv7qTw55uxLttHIDSCfUszMbsiqGaNwNatRJqbSbnwAuiIrdVoGr6P38acZsKcHMKV76fuIx9dbfmUzq7FYm3HU5/CgZsfw9+sotXuxdL0PsF7ZhBo8ElNhQr2jDCKIbbI+smvhHDfYyUqB+p/wzgyJAY8HIsvFPXTXlVUHTprv1I30IuMIRKjd9XFFVd70F711faVH8RfSkcvEHtTswsyBsGK34nSyIGVQrx49wbJHdgzpEjhtEdhwpX0qn58eid89jsoOEZySShQMlNsW1NLRVVn8MlCOHnlErFP1aJw5lNfczIJJPDthaIouKYVYBkgNrx6RKP1pd0EdrVhynZgcEjuyDZM7JA9yw6hdQuhInKom/p71qGa47ks2+gM/FtbiLaFyPrRGFwzCnAdm0e42Ycxxw6qQrQ1QLjBS3BXvCjJMjCJ7k8PCXEDIKzj/bwW+4Rssn9xNBhUiOigHqbsq/HVFJmmE6nzyjNBB8VqwFToov3lCjRfGMWkoigKoVoPwZ0x0pZJwVTgIrCtle6CEJuTNlMfrsFU4KTrg4PsrFhP12tVWI0OlBFWQg1egvs7aXlyG+1LKvBvk2IjLRKhwbOfQEGE7cpq1u16m6KZ4ymZcBT7Nqxh34Yvee/TP7HO+yFV9VsZP/dUXGnptFRX0bBfiq82Ln2DVS89F79GMSUms81OZ7OshR8zfwEjZ5+Irmkc2r6FrOJSjpm/ABSFoLeboLeb4xdeh9XlRo9GeeXO20nNzcPmTmLOlVdz3FXXkFFUTMm4CezdsJb3HriH13/3KwLdHtILiigdexRVWzey9s2X+eCRPzJu7jx+8PgLHHPWeWQPLCevfCgn/uAG5l5zCyarlaTMLDKKiknK/P/PPe+/hIe/Zf38s1hw2O+f/5+MIoEEEkgggQS+Bt8kqWMH8rqqAIWKonyNh8I/Bl3XW4EZyB/TnuRZDrCcb/Y8/nvYtkSC8hfOhkNrYNg8mPQjqRIZPFeUI95YKAvQeWNhz1JYdqfYgNRvlT5GnyfVG+/eIGSJzpr+xzCYZLE5e3h828bnYOwFcNxv4IOfyKL+5Ovhum1QcJQob1R+KCSAvti3DJ6YAy9fJD+DKGFYYvYhU64XhQJvC3wQ83uNhsUKJaUYCo6GEWdL++RCSWaAEBHGXAgd1eIHa08XdREtCjteg0NfwkmL4J3rhbBQMFH2saf1J1J0HBSPZ4NF9g20S1JFj0o1DsjCvitXSCOeelmETykW0gBIpUvhMXGFBWefl35LkiRHNj0Ha/8c3z7753DeyzD5xtgGVapnMofJtbMkiQVL1Upo3CZzNfEqOP81WLgazo5JAHbFrl3hMUIoAbFXCXbE+wVRoTDGSCfoYuFSdKwQO3rsSMJe2LJEbHF65FtRxAKnJ6PkbRB7F1uyECvC3phNTDRO4ojEKgxMtvj5mmNz1deb1/41srTosP1l+dFo679d04QMgSLjzh4u11gLi39w6SyZu8xhMOZ8qPkiNqagbO9B854+/R4WMZvtQryo3yJJ6c0vxO1mvDHytTUF3lwo1VreFnhhPjxzihBi3PlQOlvuqR4rIEe6JKs/+71UhOWOFoWRsFeuTdchGHk2lM35mjlJIIFvN5asP8Sce1fQ2BVgU3U7iz6sIBTVae4K4g/J4kOm20pxmoPzJxbSk9vKcJlp6ArwxqYaTDG1jJfW19LSHWL5niaW72liSlkGZ47L47wnvuSVjbWcMDwbAG8ojNMsBLuhOS5KM1z87OSh3H/OaI4uTu3NqVe3+als6qayMV4VFNV0IprO788cQXmWJOMjffJpGU5J9ttMKr/+3jDMRpWtNR04LAaaPUF21HtQgTUHJGmm6ZBqN3HRMQOwmVRmDM5kdH4yY4tSeGVjLVEdKhu7aYlZngzNTWJFZQt/vmAcL649xPBcN7ccP7j3+E9cNJ40p9i8KEC7T/Y7ZVQuM8ozKEl38LvTR3LtrDLOGFvAvmZP70uPzWSgvtPPzPIMFAUGZ7sYXSCVVicPz8ZpMTIy381zXxzkrc11dAUiNHeHuOLZ9djNRq6aVsK4wmQiUZ29zV5+dvJQMt0W6joD3PdxBY1dQcKazo66Tj7Y0cDuhm4WPPElvlAUBTCqCpdOLsFgUFh7oBWLUWHzoU5uWLKFx5bvxWU1se5gOzvqunhrax1Pr6rilQ21JNtNuGMWMOGoxvvb63ttZBJIIIEE/ktIxKb/LPZ+ALvfhG0vyPtu4bHy/ptWJnGbpx72fSBtc8aKYkfL7nhhgGqCvKPk852vyrt1jy1EDJaSEjJ++EPUmIQ7QQ+Gts2UvvsWGTPzSBvpR9FCMPnHUHYSqRdeiCEjg8a77vrKcJvuvY/qiy7m0JVXAaAYjZjz87EPHwZWKwWPPgpAx0uLCe4QsqWanIwpJwf7+DEkf28m9gkTUC0WHJOO7u1XsduxT5iArigoNhvdq1cT3LuXwKFDdL7xJoa0VLJ+fCs1V1yB6nZjHT8eAHNpH+EWg4HwgQNE66WwQevoINreTrSlBRSF6MFqFKuVaH09jqlTsY4ZTeOdv6XulluwjBjeSzCJBgI4pk0lXCsqI+YBA1B0wGaDaARjbi5VZ84n3ClxmWowUPjUUxT95QkM2RLHGvLzSb34IrF7MRqxDBmCpaSU7o8/QYtEUB0O8h54gJL33qX47bdwTIpxoGIEDtNJ03pPK9LWFj/H2BgN6elEWltB09Aam9HW7yT1oovwt1iQwUJo9266l76Be2w2SnISBkuUkqO3kTN0H/b0MNljO7HlWokUnoiuQcGUJnKnw6B5DViTw5jdYZJyGjGlqNjSQigx8jCqsTdu1rvqaN1jJ9BhjOUIjvC19DZDyy4pBOlbtOCpl1i0xxbFZBeVzEOilsLwMyF1oFiIls6WHEGoSwoy0CV/0QPtMNuF3mM3SlzrbZUcQagL9i2Xz6JhemP0SBA+/iX4mkWN9f6RkntwZErBQMHRMYWQHMmNWFNg/zLJ34y7SNQ4p90quaM9S6F8Lky4THInCSTwP4iWZ3bQ9nIFAF3LqwnukudQuDGuGGvOd/0/9s47So7q2vq/qurcM9OTc9Io5ywhCQWEIhIZk5NNzmDA2NhgLIzBmGByxoAxOUsEgXICoYiyNNIkjSbnzrG+P0739IzAhvfs92y+13strdZUuHXrVnV1nXP32RtDlpWkyVHlHA1Uh4lIZwDP7tZuglbXihqI6HQuqyLU4SdlVgmRYIjmp7+BMKLyYVXxHezofoRo6RaMhcmkntSXzHMH9yJ7+fa1QSBCxB3N38V4ehZExNg7AAAgAElEQVSV1DP6f/cJRfc390/FPq0A3RfuPhfv9mb0YATdHybcErfytQ7OQEs1oyYbyR8wgOkbJ5K3IongYZdw0LxtBI1BVJsRtSKMMd2CuZ+DQLUT29gcLFHSS2ZxKefe/Cd8NR2EW+VZ5Y+qbcy+7FqsKQ6GzJ7FoLOOZ/r5PyU5I4vWI0KUM5ql6M/mSMeeJu2NmX+SkDoUhYmnnInFnkxafgHv3fc7OptF8XfXyi/YtWoZpSPHUjJsJOmFQmpsOHSA+dfcBED1ju18/dF7+F0uUnPy2PDOazRXV7Jn9XK+fPtv3b83jqwcioePouFQOZpBYvxdq5bx6q9uoqOxgXAwQMPB/Rzes4N9G9aw6q2/0FxdSf7Qod1j6Qx1csT7HcTUBP4ZrELeu/8Z7AJW//Nd+a9BUZT+wC97LKoDvvzf7kcCCSSQQAIJ/CMYvn+T/x50XXcqirIVGBdddDHwm39Bm3OAd4H5SKSbSS+Pix8xJl4lk+jrHpIAv+Ug7F8KZ70iigH39xFFi+JJon6x+AapPtnzIXQehlsPCpmjYBxMvUWIGebvkTlv3g8fXQsD5kvVx6RrYezFQrwA2X/arZJI+OYNUSSwR5MUtZtFWWLyDdBnarzNlDwhMYwXD0TsmWLNsvMtaNojiYWvnxHiSiQsJIKOGqlMcTdKsi97sChQhAKiAKGHpc2vokTdCZfKhHzABXN+D29dGFf/6In0Mrj4Y1EB+fQXYoERDkgCprMWzHZpu3C8KDO8c7FUknVDh5oNQlJQDWKJ0oVcp5gtiq9DyAKKJmSE184U0kDWYFk27HRwFEu7iipJzq+ekOY1sxx/04uw4y0hRliiBAVrhtixdPawEPS20J03jiWtVAP4XVKJ03ZItrNliFVIDAaLKEh4WqL2KTHNx+ino1hILzVfyvVuLZc200rA74bKNUJOOPCxtBezuyk+FmrWgzEZDEbwdgEhSTpBfEySc+X6mJIl2WW09+4fyP0Qs6PRw6IQEoOnLV7l1NR1FFlJFwJFT2hmOPFRIUH1InaoYgkUQ6NIOmJOkWSaJQ2GnAhbXxFSTYwUk9EPjrsD3rkoTrZxNcKQk2H8JfDWRaIG89WTcg66HrWN0UTmNn+UKOG8egYMnAfjLyWBBH4s8AXDdPmChCI6P/3LJjq8QQblJrGvwcX72+oYUejgnOe+4g+nDuf+z/ZxuF2+283OAGeOLeSjHXV4vCEUwGrSGF7gYGtNO1e9upUtd8zi7GclQW41qvxq/iBSrEaeX1vJ4Lxkfn3CID7Z2cC2wx18tL2OU8cU8MR5Y2js8vHhtiM8s7aSS17ahM1sQAWumNaH59ZWEtLhzU2H2d8oz6oMu4nWaHKtyxvEZFDwBiM88Pl+zAYVfyiC2x/GbFDwh/RvFVC1eYL8/hN5JhW1uNle28EJw3O717e4/JTfM5+3t9TS6vJjMalUtrj5+PpjyXFYugkNAA9+vp83Nh3GbFBJsRh49+optLr8rDvYwgsXjeeJlQc569mv+PUJg7j2ta3RsdGYMzSHD7bXkZtiYcV+ecZeMbWMIQUpXP/6dpbskkSZqggRZcOhlu5zy0mxsP1wBw8sPYAOnDYqj4I0G2aDxhuXHcPa8hYK06zsqO3kupn9OPHx9YTDEUrSrfhCEa6cVsbZE0owGVQG3/EZgXAETYGwHp/JfHr1QdYdiltMdbgDbK6WirYY8QTgs10NXPf6Nm6ZM5BrZ/5Tc6oJJJBAAj8Yidj0v4GR5wtRo6MK0KB5l8RpYy+Hhm2w+23IGi6KFOhQtUpiLm+rkDnSyuDIRiiaIlYs+WO/95DBbR9jdH0j7+T541EsaRS/fE/35Lpt7FhSZs/GX1VF+xtvknb2Wd37Oj//HDXVQc5tt/Vq0z5lCqojFXOfUgCS587Bd7CcznfeRbVaMWRloe9bQt6cNNyGedRctYlwcwtKSgpKJIJqt0NEJ3jkCASDeDdsAEUh87rraHn0UUyFhSTPmkXjvfehpaaScd65HNm+ncCB8ngnovYqaRddRMYlP0PRNCrOOptwbS3h9naMffoQrKxETUsjWFdH1vXX0/bxx3iXLsW/c1d3M6HqakLV1Wg5OYTb2tDy8wlWVGDMziZYUdFNsrAOGoT3668JJmnsvutyTF/swZCXi2K3kXf7r2h58ikiTidoGv69e7vb12w2Qs1NHLn9dlEZCQYx5OWBoqCkpZF03qmUh9aTPCQV+54OUQuJQVEgEiHc1oZqt6EHQ+jBoKh7BKOKJX4hTmgZGYQ7mkkZUklowLHolY3ElCfMKX6ctgW0f70NrXwVtjv/iKl5FVpOX6j/BmXIKfDJzRhtASKBahR0iR2NyUAkGnvmE+py07TNiqNfgPzU6PuJahRCv2IQgr8lTWLglDzJR3TbqOoS68uJiVqmt4d1aN22eNx9aJlYnMSg63ELlBjS+wvJf9Xvey9vKe+de9gdtURJLhRFzrQSKeqo2yTLY8UIg0+WgoMtL9H9JtawAyZeCf1mSUFCeyVsfVUUVPcukRjWUQxjzpdCn+oNkuM5+UnITLyPJfDjQcQbQlEVQm1enMuEYKBlWAgc6iTiD+NcfRjP5kbSfjKAlhd3yS9yGNDBWJJEsNrV3ZYxy0Yo4iFU78G5ogbFbsS1UtpU7QayLhlG49Pf4N3ahGVYBrZRWbS9th/XiloyLhmGajaQc/M4Ir4Qra/vJdLqp/HxbRAGLduKlmYhsL8dfBE8O+LWTYrVgO4VxoeabibS6sdf3kEoaguKL/osMqoQjHzrrcL7TTzmCjW4SdqpYOqfhP9gB+gw6HA/kq4twLO+Xuxp/EHcKW6yrx+NKb93jnjJY38k4goxM/8c+o4/hn7nz6DugPwuXP3c33jp5qtorCgnNTefvWtFjcrmSCOzqJjOxnoqtn5NyO/HYLYw6NgZDJ81l5dvuZbVr74AQDgcIuj14O3skt8JXSezpJQVf3mG6p3bMVptlI4aR9+xEygaMpxTbrsTb1cXfo+blKxsbCkp7N+wln4TJ1P9zTaySsuYdu7FZBaVcHj3Dj584PeomkYkHC8Y0CNhPnroDzhb4mNeX74fd0sL1jOHkDU4TrBZ17qcGu8hziu8kiRDD/uyBP7buPnNJfqDZy28EFgD2P8bTbiBi25+c8k//T6tKMok4CLgQV3Xy79n22OB14CefnR36rqeqEZJIIEEEkjgPwr/01VEy6KfCvAzRVG+w0fhvwZd133AycCbxOcSfvz49Jew822oWicT+427JRC3ZciEttEq6guNOyVQz+grlVJ6BIb/BBY8KMoHo86DfjOF5OFp+f7jNkWTODlDhVwx9544oSOG/rNh8nUyYb33o/jyabfCLeUwZ5FYh8RwaIVIgC79jSQqQFQ7Tn5SJvO/fBxcTdGNdbhirVjO1G6ShMlxd0h7Yy4SQsaly+Cnn8KMX8o5F4wXBYeCMdLEinuEMOAojvdBMwkR5vQXhNDw7iXR8YjS4NsOARFJznTVSp/euTi+vzmZXpR7vxMGniBkBs0kx9aMcVuXgEeuhSkprmjSvFeW7XxLJvhjyhl6lK6vRK1GIiFJ0HjbZX0wysBXjZJg6qwR4sbpL4gqSeyWj6l3BD2yLJZYMjugcpUoW8SQlBuvNGrZL+euaHQTHjwt0eRWGDY9L2oeRROgYjV885oQMWJStiDqJiXHwpGv5dhFE6LJq5AQOGJjp0ej57JoX2IStul9elvPQFQFpceYe9vofkQ5CmH42VFVEB38nfH2HEVxy50Y0kpF1jYpu/dyf5ccQ9GEHBWDKRq8+dqF0AFxQkdKAQw+EToqe7cVcAlJaM2DYrkTCUWVTqKyxe4mGd/GPXBopZBYajf1JqskkMCPABdOKmXj7bMoSLVy/cx+FKZZOX9iCbfMGcjCkXlYjBrpdhNOf5DJ/TIZlJ2ENep3smJfI8FQBLNRxagpZCWZefOKSSw6aSinjS7gvk/3MiDbjkETksXhNi+/mDuISX0z2Fvv5IHPD7DtsKgTffTNEc57fiNjf7+MR5aX8/KX1WiqEAucvhAR4JkooQNgc3UHFgPkpZg5Y2zc+sgf1glEN+ryhejyhWImUowocDCxTzoDsuVZZdQUBuYkkZ0c/40rb3RyTFk6jV0+StJtzBmShUFTeGZNBXd8sIuXN1SxraaDW9/ZwdtbakmxGKlp9fDOllqeX1tBUZqVmYOyefzc0dw8ZyB9s+w8u7aCG97YzsbKNuxmAy5/iN98uAsdKEq38qsT4kof4Uj8teemt79h3p/XoirxZcVpFl67dCKNXX4sUWuWQbnJ6LrebdXy0Y4GnP4we+q6eGPTYe76aDdfVbRy0+wB7K7roqnLx68XDOFIh49mp59j+2fxVWUr6w42E9F1itMsXDCpBKD7GO3eMGvLW1Gjj/GvK1s5cUQey2+ezs1z4n7yxw3Kpk+mnadXHyQYPpo+k0ACCSTwP4pEbPpD4GmFHa+JQkDLXok1nHUQDkk8E3BDalTZ0FkLJVMlbjElybb95kHhJEgugJwRYo3obvr+4wKNb6yj9sVNhJRMUU/sOzsew0SRe+cdKIpCw6JFhJ3O7uV93n2Hsg8+IHnmzF7btz7/Ak333UfL88+jBwIYc3LIX7SI9EsvIXDoEA2//S2W0izc5S2EfSr9Vq/CMmY0emcnEZ+PvD/cQ8TrIfvGG+m3dg0Fjz9G2ZLFJE09FoxGrKNG0XT/nzD374+iqrQ89bSQOKw9VAkVBfu0aWRddx2+3bup+9XtqKZ4bBWsqgIg0t5O4OBBjtxwA96lS+O723vPiVj69UNLTkYJBsBoQDGZwGxGCYfRMjIIVFeBqtIyxcaRk5NxTszE39GE7vHS9peXiLicqKmp3WQTNA3FZiXU2Ige0cHlElKHroOmga5jzMvDu2QFuU/tI1lJp/Sdd8AQrREyGLr/r/v9RFxudK8XQiGMffrgWrMWNSOuDGEsKMBgCeOut9C17xDeLiuHVpTQstOCu8FE49JaFC1CuL0T5wE/zdXD8KpDRely/SMAhFQNTY+g6xDInycWqkF3NMYOYqSd/uf4yB7Wg2ARCQrxKDlKzI0pTh5zTZwwEUPmYPlUo+fYFS20MNpl/6Gn0R1XhqPx+7jLojamR73fpBVDyMO30B0bl0FqaXy5OUpQaa+MEzq62yqFY66C8uXRBdFHTmu5jE1HDeRH8yT9okqR1Wvl05ICGx4FZ6MUSdRuFrWSBBL4ESH7ypFkXDAELdWCqa8DY2ESSVMKSDtrIKpZQ7UZUcwaWDSM+UloGRZQINIVIFjtQjFFf1MUMPdJIe83E7GNy0GxqEQ8QbDK+lCLFzXJSMaZA1GSjfh2tdKxpELY80DbG/tpemwbjQ9sxrW+jkhU6UJ3yrMk3OQVQkcUgSNCJjENSUNLi8eWsf1i+wDxNNjcUrRUM4ZcUSRWbJrYwvRImykGFUO+nUhER0k1YSxJwrezGefSGpwrDhPuCuDd2MieR5fQEZDfYu++Ntp3H2bFS8/S//iplM2YSNrp/ek3ezJmm43FD9/H4ofvAyDo91Nfvp+9a1eiaho5Zf05/deLqN6xDTX6+wAQCvh57dc/Z+VLz/Vyqhq38BSOv+RqDm76kszCYkDBYk/CmpSEqhkIej1U79iKZjCwe/Vy9q9fw9KnH6Fw0FD6j5/E3vWrScnMpnjwcII+L3okjNfZhaerg10rvwBg9LwTceREn+tRFY/mqgp8Lqf0EXB3dTB2/qlceurvcZjjVmNDk0ehoLC1Y8P33XoJ/Bdw85tLtgKnIgSN/wrcwKnR/f8VMANXAAcURdmqKMoDiqJcqCjKXEVRpiiKMk9RlBsVRfkCWAsU9dj3r8CL/6J+JJBAAgkkkMC/DP9jSh1RvIvIVulADnA18Mg/26iu6yFFUc4FOoGooeiPGKGAqE4UjoMB8+DQcpnIn3C5kB/e/Zn8HXBDwCsEhEnXwDevQ+5IOPZGmTTWw3DC/aL48MWdMGCuBP1HI+CBVX8QhY8zXoSzX4Oy4/5+3wwmUZuwpIo3awyKAvbvkO0ccgqc5IaProN9S+DcN6FsOuSNgLyRompxeKOQBE74kyQX1j8er2hZdQ+sXCT/NztgynVQsUbIFxd/DG9fDJtfkgn7PtPhoLzIM2CeJETaDoqdy8hz4OBySW7sWxJvz98pCZ/UEiHKfPOGJFRix7ekwvF3wpa/QMPO+Hn5nVAwVpQuar+WZY5iqN8mZADVGJVc7QkdJlwBs38Hc38vFTHN+8Uy58hmUacAGHGeyBsHXKKoYXaIHcqeD2T9vPtg+Bmy/MOrhaQx7DRY+0BcNSOGsF/OMdSjcirglOSSao5LwOphqZrLHSlqG4MWCmlHNcGqP0aVT2Kyr77ex3A2CPkoRqaojloMGm0iF3vqc7DlRVE5ATgc/fRFrWN8nZJQ64mYF7dm6iE5G02INe2RZUa7nJcpSdpylEDzd6j6tVZAyyGwxMg5MSJMNFlnMIsqiT1b7oVAjzjDmATB6JgOPkUsajY8Lt8RR3G8nzHVkayBMPN2Sbol5wlBZsLlQr4qHAt/O1OUZ65YDbcc6E2ASiCBHwEOt3n4aPsR/OEI54wvZt7wXGb8aRUWk0ZVq5vidBvVrR4WLd7DFzdN56Y3t+ML6/TLslPd5iHFaqTDE2T1rcdRnGHjL+sr+d3iPd3tl2bYCIV1spJMnPTEen4+ewBfHmoFRKFCAXyhCIGwjllT8Id1tlW34w9LIl9TwGE14g6E8YfkmWHSFAJhHVVRafMEeWVDb1JWssWA0xeiMM1KbbsXu8VAMKwzKNfBXzdWAzBjQCZZyRYunFRKVaubX7+/E6cvhMVk4KsK+b0wagoDciSJtuFgC2FdR1NVbp03kI+21XHC8DwAHll+gHe3HulW0fjgmil8tquBp1cfYtGSPVw9oy8nj8pnXEkqpRk2HlleTp7DzL4GFwpwwaRS0uwmVu5vojTThsNqoLbdiz8UQYduRRKAHIeVcaXpnDW+kOV7mzlheB5zh+bw87e/wahJtdeg3GT65yRxwxtbKW9yM6ksnekDhAR3oNFJqzvA2oMt3DZvEKoCv/1oNxsOteKwGAhFdGo7fPz1K3kW3rFgMCFd584P95DnMDMoJ4WVB5oJRmDxjnqCYZ2nL5Dq7Ls+2s2RDi+XTyujvNEl/UkggQQS+N9DIjb9IXDVQ9NOyBggxIzOaokbBp8KW5+H9X+CIafL5LmvXeKi1GJ5L+47V4gcAZe8Fw8/B7b9RdQ++s6OT5D3gL+8nMDG90gelEbOL24ncLgWQ1b2t7bTIxGIRFAMBvLuXkSwoREtOV5Vq9q/uxg09667aH70EZofeJCON96k7JOPUU0mUmbNwvnxJ9imTMJoD6GlDMRw3BwUo5GaSy+TnUMhDv/sErTMTMItLbg3rMc+dSp1t9xKxiWXkHvXXbS98AKBigoMhYUoBgOBA2ILUPjYo/h27MBfUYnjpBMxFRTg3bqF2htvAr8fY3HPggQN24QJBBsbCVZWii1lFJYRI8i9/XaqzjlHJs8UBf+hQ1hGjJC5q1CYwH6xn7TOmIFn5crufR3L6lCdQUIWFcUbQsvMwnHaaThOORl0nfY33wSzGdeyZXjNPoLrN6MEImT+9HLan3oKgHBXFwCB3RJzqcnJ9Hn4KUzFxSSffBKuZctJmjoVY24ubc8/Lwfu0f9g5VHEeLMZ344dgBGv20Du0FZc9WZ8LWYcP5lLwFdFxNVJ7oXTaF28AX9VNZ5lS7BVdWIpAsXTQgQjmmJER4gSavN2CLaLYkbYF7XVVAhjheQsDNd9CI+OkpjW2x63DY0pMDbt5lucrJa9sixyVIFu0C1qqfnjpMjDYIkWDgDNe/g2VMnvuKO5Bs0kyqEAvuiy9iqJ1VMKpX9tVb33JyLH6XsclC+DlxeKGuT216JKl4aoVFs4WpxxjKi6WlMgbzTM+YPE+el94aNrhJw18UoYeqqcQwIJ/Ijg3ddGqNGNYjGQcfYgfAfaaH+7HNVuRA+EcW9pINTsxfl5FWlnDqDpz1tFpaM4mWCNEz0YwVSaQvaVI9EjOo2PbSNUH88HaVkWwl4fEW+Yhj9tRk0ydhM10Ol+VOj+eGFRuKu3zZKSbER3BXu/DXhk+2BlF7o3TLfsoVGqFBSzhh4KQ1BHMWkYc+10rTmM3hUEk4qxMAnrqCzsI7Pp+OgQ3j0tIlpb5yLUGCWDGBW0vCRCzT78B9vF2dgAyqQkjE2ppOWJHU3rX3dTRxXbDn6EzZHKVc++Sv29G/F0dbG05SWGHTcLm0OID0NnzGLz4vcwmi14OjsYMGkKWcWllI2ZQPmmLxk6/XgObFyP3+0mEg5Ts3N7r7EoHDyM1OxcaqdMx+fsYtZl19BcXUnVjm3o6BgtFnL69MPb1cnSp/6MZjIxeMp0HNlC0qjesY2u5kZy+g5g6IxZDJw8jff+cCeKqqFHn89bP/0IPRJBUVUuf/IlPrh/EY0VB0nNL8RkMtFUVYGzqZGv3n6NgcdMIbOwBE9XJ+/d+1uGz5nHgOHDKLKWkcC/Fje/ueSLB89aOA14BRj6fdsjlisX/QsJHUdjdPTf90EHHgZu03X9x/1On0ACCSSQwP+X+B8ldei6vkVRlOWIDC3ACYqiPKbrR5cu/Lfa1oErFUVpo7ff2Y8PMdLEN6+L9UnxJJkk3/yCTFoD1HwdJwB428VH9YwXJYG29Hb5e/INopox4kypzvguGc3GPUKo2PCYTJDrwKAFMlEeTRJ1Y8db8P6VcPESUSAYOO+HnU/zPjiwFCZfL4mGGLlA1eBnn0q7710GJzwg0qVBL6xYFN9fD4M9CzIHCgFixe9h8EmQWgQvnyRVKGmlUgnWGJejZfPzoqpw4YfwzDTY81HUIiUFkvLBVRdXeACpONv9HgycD/s/ji/PHiI2Nv3nyvHDAUkOVcQTZAJFCB2mFPHAjREGYnKusW2+fkbsPVrLYcJlUPMV7Hyzd1MD5sCe92IDIEnRzIFRVQ2g5QA8MBBcIq9PKAAr74keUxGCgTlZSBUDF8BXj8YJFCAVd6rp256+znohaPSfG1UJcUcJIDrxCFT9NqmDiBA69IgogigK1GyUpJKnFT64AgonCGlm0vWiVtJWEW+n8zAcczU0fBO1oInIuWhmacOUJO2nFApJB1XGLwZ/dAKzOWppo0f7BGJdFJOxtaREJXULoKtOzkkzy/iBVGdFQr0lcnOHydi3HoCFD8Gfh0nfajfHE28QJ/BUrIJvBsk9rxokqedthWk3y7W+8EO5n9+/UpRPbtguJBJnvSjkJJDAfyB8wTCPLC9n4Yg8Xt5QxVubJem9cl8T+xtcFKfb6PKFeGdL3AopEIpw4uPr8AbCjCtJo8XpJxjWafcEKcu088mOI/zpiwNYDFp32jzFYsAbCGPSVMaVpvPZrgZqWuX7PaksnQG5yby2Me5xGwjLc8kZCJFsNtDlC/HH04Zzy7s9CHhALPb2hiJ8Vxju9IXQVKiNWsUc2y+TEUWp1HXEbaEanT7WlLfw9pZaTJqKQQWjptLU6cVu0rAZVZrdQb6u6sDtD5FmN2ExaHgCISb1yeDkkQXdbSVH7VfOGV9EVasHXzDMBZNK2N/Qxcr9zXyys56DzW5+PnsAn+5qoNMbJM9hQQGyUyw8s/oQT68+xL2nDee4gdlMvX8lvlCE6f0zWV3eQqSHDcrGynbOf/4rNlW1owMGTWFcaRpfRYkyAO2eAJsq2yhvkgRmRbObZ9YcIsVq4MPtQj6p7/CyvaadFKuRX84fxIFGJznJZjrrnUR0SDFrDC90UJadxDFlmSwcUUCazYiiKFS1uKhu8fD02gpunBVX/6rv9FLb7uWcCT0msoBXv6rm8z2NPHvBWCxGjQQS+C4oitLz23ycruur/l19SeDHiURs+gOROVjixNovoWwW7HxDYpstz0ZVByNwZFP8XbjuayieDAMWCqFj89MSr066Sd6Bh58r7/dHEzrCQfC20XDPH/Bs3MiApy7BmJeHMT9f1h012Xz4qqsIHKqg37IvMObny3Y/AM5lX4BmIOm4Gfir4+8U1hEj6Ld8GTWXXkb5b7fR5513aX3hRQy5ud3EjBjsk47BtWkTnq3bcG/8Gvv4cRiys2i44w6IREiaNw/3ypVCPImi9vIryLjqSmyjR1N7+RUYS0sJVlWhpKejpKcRrIn3hVAI3549aGmpGPLyCB2J228qqkrV+edjLCwk2NICPh+hhgZCDQ3dKhoxeFatAqMRghKXmuq9ZHxcj66HUSIQbm2l+dFHCTU24K+oJPfOOyifNh3dI+QIA4CmYS6OF6rqnZ0YCgsJNTZCMIgeCtHxwYe0PvssgUwjmHX0JUvAapGQLMuBr38KZo9Gcmop4ZYWkthAwGmgq9rWy7JFiygkF3rJGOim6ot0Wt5eS/a8QlJnDie5NIRj5hGq131MJKjSftCOp9VC7qgOCIGiByV1oYAh2AAmh9ynfeeju1tRjnyN4mnFaD4Cj4yUfIajGMZcAK+e3jsvULFKilAqVgnp391DVRRdrDjba8SKNaZsURe1Z4kRNEDIHr2gSA6jo1rIUQaLEC96HiOtjxQHAPSfI4URPbHgAVF0LZooBTL7P5Xlh1bErUsJxR1HVz8gBQXV6yT+9nVAcg5MuR7aKuHs1yF/NDzQD4afCfPvE/VWe1bcZjeBBP7DEDjiwruzmZTjS2h7Yx+6XybzOxYfQrUZMOTbCTV56Hj/YPc+/vJOmp7+BiXJiCHNQqglGudpCsZcO42PbiXY5IFQPJDS0syEm31YhmXgL+9AD0eIRK1QUs8diPPTqnineqgnqhb5fVNsBiyD0/Bu+Q4FnOjmujdKFIvGtQQj0eUh6YcKlsFpWMfk0vZ6VFk5AsFaF8FaF87PqyV1azKg+0JEArK/IddGqMGDb08b1uGZePe3oZg1FG+YgjNGUwRe+FUAACAASURBVNBjLluxGiiM9GP41DmoVgOu9jZST+vPpqcfxdvVyZbFH5BT1o9xC05hz+rlBH0++o2fxN61K7EmJfPqr27EluLgwvsfw9XWyo7lS1FVjZSsDJytLUKw0DT0cJjFD98nyh2Kgrerk+HHz6Xh4AGaqyvRIxFCuk5GYTGfPvEwuq4T8vuJ6BFWvPQM4088jc6mRixJyax/66+0HK4mq7gPo+edyK5Vy0jJyqH1cBV6JEJO3wEkZ2Rittk4756H8LldWJNTCAWDtNXVUrl1E03VlWQWSo49HArS2dyEv8vFjMwzelzWCF80f0i2KZ/RqRN/wN2ZwD/CzW8u2frgWQuHA9OBaxD1jp4Bfwh4H3gSWP2vsFw5ClXAW9Hj53zPtv5oX/6s6/rGf3E/EkgggQQSSOBfBiVBOoxDUZRC4DDA4cOHKSws/J49/oX44FrY/lepmgh5JWhXVJHWtKRC6VR4doZMgqtGuOAD6HOs7PvAoGg1igp3tsgE+4fXyCT2Be/Hj1H/jZAdjrlG7FuMNiGOnPQ4vDBHlCAWPhTfvvrLqM/qEz/cZ7VpryhpNO+DqbfA+j8LyeCUJ6IyosCH18K2VyFzgJAVsgZJoiS9DxSMgzV/EvURbzt8covsM+UGIR4svkFULiwpkhi0pUsbIOOV0U/+zh8Noy8U4sPRNjT954DFIcmRo2HLEuJB8TFSRbP/YzDYJMGhavGES+5IOcew/9ttpPeVvseIAgZLnMwwcIFcl/pt0T4bJHCLKV6oJrFVMVjFVmfbK989zjHyA4ooP+SPiatiZA6QhE1PCdm0PjDjV2LzEyMmxNow2qIWLkSJJOVABGyZ8bHLHibj27jju/sTg2qIn0v2EGlLUaLJrmiVEYjiSGqR3C8xe0JFg9l3S6Jq9t2w/RXYfFRSy1Es7XVUx/eJ7R+rzIp5JfeEMVkkb1OLoEM8UjnaFjF3NDRspzvaPu43cg2/eiq+rBsaEJbzCHp6H0/RREknOVcIV31nSrWUp1WqsM55Hd6+CPZ9IvZFhzdKv3KPsqNJIIF/I3Yd6WThY+u4bGof8hxWFi3Zw8mj8pjaP4vffrQbtz/M0hunctu7O9FUqO/wcemxZRxsdrK/0UVZpp23o4QPs0ElGI6QnWKioVMS30ZNIaLrhCMwb1gOTl+IV346gZkPrKa63dOtpNEv287BJje5KSaCYZ0ObwibUWNMSRqbKtsoy7Kzq64Lm0kjyazR5Az8o9PqhewkE00u2T6moJFuNzGpLJ0Nh1oZWeigzRNkR20nWnS9QVMIhnXMBpVwROenU0qZWJZBQ4ePvFQLU/pJMtwTCJNuj8uq76zt5MxnNhDWhayy+kALz14wltlDctha0052soU99V18vKOeWYOz2VjZRiAU5u0tR7h17kAeW16Opiq4A2EumFjMX6NEl/GlaWyqamdcSSqbqzuwmzTcAXm2xdRKJpSm8daVk3lny2FueXtH95NYA9To+cT2S7MZafcEcVgMdPri1We3zh3An5bKb+3Fk0up6/BwsMlNRYuQQj65/lgG5aawdHcDk/tl4rB+u+rT5Q/R5gpQnGH71rq7PtrN+9uOsPrWGaTaTN9a/5+K2tpaioq6J76KdF2v/Ufb/1+FoiilwIXAQqAY8SluBMqBd4DXdV3v/Hv792gnQepI4P8U/m2xqa7Dqt/F4xxzihCtw37oN1/e9zUzrP+jrLdnw/irJSZprxTyB4hCwNAzhfC89QUonAhFk+PHOfAJ1KzFn30i/gYXrpWrUK0Wci9bCLvfgbGXSQwTRfOjjxI4XEvBn+7/wafS9urfaHn6afRgEOvYMbhXrKTg0UdImjYN1WIh4vOxf/IU8HhIOv54XMuXkzR7FpEuJ45TTiHU2kLXko8peOQR6m67Dd/27WAwUPyXF4k4ndRecy2K3Y7ucmE/7jjcq1bFSRYmE5YhQ/Dt2oV94kTs06bS9Mf7e6lYoCgkHT+TQHUNgfJvW72raWmgKKSfdy5tL/6FiNcrVih9+hDp6iLc0gKqimX0KHxbpLA1oikoER2i85T2ObNxL1tOyGFACeloPrpJH1k3/5zmx5/oJlooSUnobjdHM2LNI0YQbmkhVF/XKyzy51sx13nBZAKLCb3LhXbSsVQcF6D4V1tQg2AbM5qk0HLcDWbcLQYyB3tJnTOJLuMCmu67n9R+TjIHuahZk0mg04CpIJ3AkTYyhnaROrGQpmX1eNtsRBQLBIMMPKWWQP5cgi3t2ANfS1eVXm4EhLHga4pgyw5EJxM1IS1EghKTHY30vlGbofrey0qi9+uw08W25NCKb+/nbIyrPCblxoswTEmiWGNJkyKDnmqQqklyHy37ozGsn97xpgLFU6BmneQgFIPY0X5wNbQcbeXZQ2Eka7BYwBrM8cIaeyac+Sp8dpvkgxY8JEUdNV9K4czIs+H+MlEBOeMvsOsdGHYGmJO+PU4JJPBvQvviQ7jX15F93Wja3t5PqMlD+gVD8O5owbutCS3VjGN+HzpXVRNxh7CUOtDSLATrXRiybHi2NKJHyRndwZBRgWD0QWlUIRARy5YsG7bhmVhHZtJw7yYwKRDQUVNMRLoCkGoUIkYE8IdRU0yoFo1Qmx9jnp1gtRM13Uyk3f/DdbtUEGWgHjsYFIzZNsKeIFqKCcWgEahzgi/SK7XW3USqGfsxeRjTLIQ9Qcx9HBizbUQ8QVSLAcUQV0jsWHwI1/o6tHQL65repaGlgmtefB2/x4OrtQW/14OztYX9G9YydsHJbPtsMV6ni8bKciadfi5r//YiBrOFcDBA4ZBh1OwUC2pbahohvx+TzYarrRVFUbvVNIwWK0Gfl9Nu/x2lw0fzwZ/upmJrD3spRUFRVfRwmOSMTJytLThy8+hsqMeWmoanQ6xsDGYzg4+dwc7lS3Fk5VA2dgLVO7ajaAqth2uwpaRy1XOv4mxrobmqkrIx479zyDubGrAkJWO29Vb5CushXqt9jnxLEcdnLfyBF/A/Az+G2PTBsxamAAVAMuAEjtz85pKu/41jK4pSgCiGFAEZiDWLG2gH9gFbdV3/jiR/AgkkkEACCfxnIUHq6IF/K6njyFZ47jhIzhcFidQSSfgUjhNLlfWPyCT/2oegfodUoVy7CarWiQ1Jw26pHBm0QNp7+SSoXA1z7oHJ18qygBuWL5KKjMKx8OWTsOJuuHS5LB84T5RCvg9bXoIV9wh5YNhpMP6S+Lr9n8LrZ8OJj4nn7c63YMxFsPUVOOcNOcb214XsMewMSTIsuVGSHsfdDmUzRL2gcTc8NTlud5HRX5QaTn4KRp4Fzx0vxIhYlUtqSXyiP70vnPSY2Mvsfl/WD5gPB6JVLfZMSey4W+IT+31nQsMusVgJRRn8RRPBaIXKNb19ccddIoQQf5cQH2wZcUUNEBLI0Z65MVuSSLA36SCW7IkhRopQVLHw2Ph0NAHkpjsizBstUqkxGeM3z5E+9ExQxdQqYiShvwdrJtywDZ6YIEmsWXfDsjvFKicpF8qX9t4+vX9UHjZmY2L5DhUPFXKGgNEi0rYt0QTlvPth6S+/7TEcw7Rb4Zs35Xr3HJfYdwJgwcOSpPrw6uhOSvTco+QTY5L0Rw/1bju1BLwd8l36/I54ZVSvSqxo32MVWT0JKkfj/Pfh9bNkm0nXiSLMoeXx9YoKmg1CLqlcrNkg9/LQU2DO3WKXVLtZ1EruLYDSY0URJ4EE/kNw7Wtb+bqyjeU3T8ftDzPp3uWcODKPOUNzaezysXJfMzVtHmraPMwanM3zF43HHwrz7pYjKHoEbzDCvZ/uJRgRq5NUq5HD7V4MKqRaTbS4A5Rl2hla4MDtD7G1up11tx3HZa9sYXN1G6eOzOetrVKlmmE34fSFCIQjKApM7ZdJs8vP3nonv5o/kBfWVZKdZGHJDVO584NdvPJVda9z0RThgkWdWbpT30VpFmYOyublL2uwGFQG5CTR0OWnJMPGwSYX7Z4gGXYTXb4gwXD8XcmoKtjNBjq88hzsk2nDYtQ40OjikbNG8ftP9tLq8nPl9DK+2NPEL+YNZOagHF7eUMXvFu8mokN2spmCNCt5DguPnTOGtzYfptMb5L5P9zGqKJWDTU5c/jAT+qRT1+GlyenHrCk4/XEymkFVSLOZaHb5MaoKwYjO8PwUDjS5um1oAPIdFnIcFl6+eDw/eeZLDjS6euUXjZpCKKzjsBjoiBI5RhamUJZpZ1N1O7Xtvm6SR3GaleIMG7XtXqpaPd3j+fCZI3ls5UEONbuZNTibCyaVMn1AVvcxdF1n9sNrqGxxs+U3s76TuBEKRzD8yOxYfgyJs38nFEVRgBuBPwCWf7DpEeBnuq5//j3tJUgdCfyfwr81Nt3xN2jaFSV/e0W9o2U/jDxX4ihXPVgz4MjXoqpXOgPyx8pEsr9L1AHS+8lEuq8TvnxI3qsn3wLWqJd9Z40ULPSbC5qJyjN+gmqzUfLo7+Dg5zDkNIm1vgfVF11MuKMDNTmZvEWLMJfFiSBHfv5z3Bu+pOTdd6iYfwJacjKWwYPx7d1L/5UrwGDgyM9vJlhTQ/Yvb6PtLy/hWrkSLT2dwiefEEWQ7GyaHnyQ1ueeR3U4iHR2YhrQn2BlFf3Xr0MHyiceg5qRQaS1FUNOjqhoGAwQCmE/9lhyf3cXh6+5hsC+/RiKigi1tIA3HqNZx47Fu2VL99+Os87CvW5dXLHDaiXjwgtpe+kl9HAYQiF5udF1Mm+6iZaHHwbAPGgQrTkuAqkqqZ/UoAYR5Y/6eqrvH4ehPUDBvTtQHA50p7M3wQQw5OYSamjAV2zD2B5EdQZRossVm41wRweRzk4Iy/tIuCgDy5xpJIVSMPfti2frFro++BA0lYgGarSC3JhhI9jqBhRMKSH6zGmmfHEOehj0UPy3P/W880g943Sqzzgde0EQy8JraXnyaUr+cB3Vdz6JqgQomNyOZolgzbPLvRj2x600e8Smug4RVUFN64sSdEvcvD1aMGFOg37HC3lI0dD1MHXZxaR3NGMNeCXGm3ITfPW43P+xwguQwoWmPYACd7bC09PFrgii9pxuehUy+I/iLCoaJGWBZpWCmldP7bmSb80C9yzA+C7YMmDyjbDsDsgbJcU79TtFdTKGnmogsbxIaimc8iSUToG1D0LuCCk+WXw9nPgojL3o7x8zgQT+FxF2BWh4cAvWwemknzmQruU1dH1RTdpZA1A0Fe/uVnR/iGCjh3C7n/RzBmEbmUWw2UOgspOwLwRhna6lEiNax2Th3d6MYjGIOkb0K2cdlYVmM+Le3Ih1RCYpc0toeHAzmtWIHtaF0AHxagAAg0ryzEKcn9egmFSS55TQ9Vk1KXNLsI/NoenJ7YRbjsqXKQi7PoRYrkTju5QFfXCuPozuCmHIsUkQG4GIL0jEFYSQjiHPTqjB/W2yiFHtVvywH5uHe1091lFZKJqKZ1sTmsOEbXQ2/vIOMi8ZhmJQaXlpN/5DHbT7GjmSU01lxTZm/vQK8voNpHrndrZ+tpiW6kqGTDuePWuWk15QRHJGFod3f4PBaCLg94GuC3FDj5CSlYO7vZVwKITJZifo82Kx2fG6Xb2IgilZ2YycfQK21FQ2vPU3nC3fVjXJHziEuv17MFltBLwexiw4hdbD1dTs3oEeDpOSlUNXcyMDJk3F3dZKc00lgehvqj09g6HTZrJv/Rq6mhsZPe9EJpx8BknpcevwlppqXrntOoqHjeSMX9/9reNH9Aiq8uOKSyERmyaQQAIJJJDA/xX8+N5S/n9F3iiYcbsQIEAICl2Hxfu0YhV8+bhUVpz1ilRTBNzwyinwtzOEwBF0xwkdAKc9J8oWeSPiy0x2mP9HIXQATLoabq+TCfhz3/hhhA4QyVF3kygM1G2DgEdsXQAcRUL2SC+VJMUlX4hKQ9EEsdz4+jmxO7lmI0y/Fcb9VJRC7Jlw4HMhcnz1tCRLZi8CzQBDTxNLmZHnSvLF2QDpUb9Dd5MkKcZfSnd9zsKH5XjfvC59s6ZL0jC2/phrJDFiccTPaeACST72tJ85/LWMuR4R1Y7UYvjJy+I/6+8CVFEjMaf0GBwF6KEAYc2U6htbdpzIkZwf3zazP93Kc6pBlEpQ5ZgxBZJYRY+iiTf1xUtEgWTnO1K5M2CeJGcy+gqJA+D4O0WZo8/0f3wtfW1wXxGklcl1K50iKimF4+Xa9qp5Ator4oQOkKTZd/nwNu4S0oLXGV/22e1xQseQk0WBRtGi5x+1b+mMyhAHexBRelZMLV8EFWt6HEgXVZQYgq5vEzoKxsn3yd8Jn/xCSCEAlnRJ1oEc35oWvf66VDlFQpJEyx/Tu73UUqnaMqfIfZTeR66jITpfZcuScwu5pIpxwQNwxisyVs56OLJFkmbTbwWzXchO8//47TFMIIF/I8oy7YwoTCXJbEBHpyzLTn6qlWtf20aT088Ns/rT4Qnwy3kDWXTyMAAWb6/j9vd38qsPdrPo4738dEofSjNs2IwaMwdlMSDHjsVo4Ji+GagKuP0hHjtnNCePzKfDG2TWQ2v4sqIVdPh4t1Q55jsszB6Sw/SBWRxTlk6q1cia8hb21jtJsxm599P9NDkD7Krv4qIXNrLjSEev84gpbIQikJVkol+WHQXISTFz9vgSPNHJhsI0C2NK0rnv9OFsqmrHZtJIsWi0ugMEw7pUuhrllcmoKXR4gwzJlaqexi4/h5pdPH3+GNYdbKax00dE11mxt4nDbR7a3fLMvGhyKZ/fNA2A/jlJpFqNWIwaT686yK/e28nWmnYUoK7DgycQ5rTR+bx1xSSC4QiBUASnP4w5WmGV77AwrX8mLr+0HZvrvmJaGaFokjHZLNt2eAOEwjrL9jaxv9GFxdj71S8c1hlW4OgmdBhUhV11TjZVdXDOhGLSbEaOH5yNosDcoblsrGijxRVgQE4SJk1BB+79bB+Hmt1cNKmENQdaeOjzONGx0xPkjKe/pKLZRUGqhRTLd3u3/9gIHQn8INwLPESc0KEDe4A1RCeqoygAPlEU5YT/3e4lkEACfxf95kHJNImj0KMTxGGxdDj8JRz6Qkj3I86D5EKxY9n2Emx6Eva+D5mDhNABEnMN/UnU1qWHWpOjGAaeKHEWUPr2W5S88rK8a4+7/AcROgCCdXX49+/Hu2ULocYGgnV1QpoAzIMGY+pTijEjg74fLyH3t3eCpmE9ZiKtL7+Cc8VKCv/8MH3eexf7hAnk3fN70i44H8Vup/bqazh0wgKCTU2knXsujlNPRUtJIeW000iaOpWMq69GS0khWF2DmpwsJA1dxz59Okkzj4NQCC07m8LHHsW3dx+B/QcwDRpEqL4eLPJYVLOyUH99HhWzwqhlUdKO2YwSiRCqq+veDq+XttdeQw8GCTo0jtw1FsM9l1P0/PP494lyg5Kehu3iM3EdV4Sx3oMaDdn0KAEjdXkT6fsBoxHN4egmdGh5ebKhomDoI4QYf/9Uau+fhDqoFIBQezvhhgaxaQmHu7dPnziD7OHTaH/5ZboWL8bcty8pp5+OZchQTDkFYDSipqZS9Ld3ybjiShSLhUCXxv53c0DvTehI6+8iJ/AgbTfPp+S6Yyk6bzApc+eRftFFmI+8SeqYLCIhjdp1GRxZn07Hvgh429D97vjN0LPYQAGPNYl9+UUSg21/RWyFAPwdQugAMKfQOeJkvhk0noq+0bgvrQzWPhyPSbtVGZUooQNAhzfOA0+PCcmAk17l892Ejh4xdeZAyWd0VMKmF6TgQzFKPqKgR0V57P4PeiAnquhYMKFH7B0du/GXQ+4QKSroOAwDT4D8kfF28sZKUQZAv9miiDnpWnA1gqdNCliO/Tn0ny3KrSc9Jp8JJPAfAsWoYsy1YyqRvJuaYsKQZcV/oJ221/aRPKMIQ4ZVnknnDsI6TL47HR8epP29g3R9UkXX0mqSZhcJicIbxlSSgiHbBoqCaUCqtGs34DixDC3DjGdzI81PbIegjq7STegw9knBMiAVy9AMLEPTIRTB+XkNarIBPazTtaQSQhFca2ppfmYHEe/fKRIKgZZjla+xWUXLsGDtnwYBiePMfRxY+6dhGZRGpCMABgXMGqH6KKHD3CNuUhByhV0sYNzr6jH1SSHl+GI8u5pBgXC7n2Cdm1CbDz0UQTGoZF4yjKTpRaSZcxg+/nhMFiuqwcB7993F5888ijVJlJabqytQDQbmXH4d0y+8hEg4TMDnRYnmTnU9QmpePmm5eaia9CHgcWO225l2/s+6bb5Vgzy7Al4veiTC9s+W4GxpRtWi+dBoe+n5hbTUVEa39aCoKls//oDU3HwKBw3FmpJCekEhmtGIIzuH+vJ9BH0+8gcOBiDo87H1kw8J+r0MnzmHbZ8t5sBX67qH69CWr3n//kXokQgZRb0tQWP4MRI6EkgggQQSSCCB/ztIvKn8p0BVYcZtQrAAGPsz+cwaJIoWF38sk8zOBvFq9bbJ/ydfL0odPRNkIL6p570Ffab94+O2V4Lvv6h0NvUWOOEBIWzM/h28diY8NUmsNAJuqfDwdYndSkeNkCvyR8uE/Ce3wEfX9m5vzAVwwzd0080/u00UP0acLeoW+z+FNQ/AviVyXm+cAwc+g0EL4+fwxR1CbLCmSR/aKkWhIhyIq2TEEiDfvCaKHN42SaKAqEIY7ZJUVGMVxHq86sdkl8TluofhifFRMkJElCeObJIkSmyfwafBwIWQXADeFrEE6ayCmXfI8TqrRUnDlhElTkQTY/ljhbwSSwQVT457T6tGCXKc9aLA0u94IZa8+zMZC1eT2NIYTHIeb5wPq/8oah0xmFPjcskxxM6/ZoOQSP52Oky8ClLyIegT5RRrenz7tD6yj8EKU2+DtFIhjig9PLItjni/3Q09LnQsoFVknIMeGbesAYAat0UBuWam5Ghfe5Qh+NrF1xskETz1lrjaiiUt3n7PIMzvpps44+8UcpGjGC5dBmsfiF831RRvqznqXRr0iKLLT16FvsfLMleDEGpSi6V/X9wpiiqxJGJyjtxbMXubpybDykVRxZi5ojLz6a1wYKnYHu1+X4hbCSTwH4SfzxnI8xeNQ1EUfMEITU4/uSkW7j55KBdNKmV8aTo77ppLuyfIosV7cPlDfLRDFHUy7UZGFzlYvKOeI+1eOn1BXv6yhgONbkoybEzum4lRU2l0+jnmD19w45vbAbAYFBYMzyMY0ZlYms5Z4wooy7axv6GL6QOymDs0txfvrt3T22ZpdXkLO2olea4Ag3OTMGgqOpBiMTB/eB6zhuRgNKg0dvnZdrgDTVUYX5JKZbOHlzZUce8ne1EVONLho8sXJ+jpgDta/eSJflpMRp4+fwzHDcxmar9MXvmyigE5KSgKXHpsGc9dNJ6rZvRl9pC4dWu/7GSuntGXQ01ufrNwCA+dOYouXwhVgUNNLv5w2nB+OX8wER12HOni5fWVNHaJAuiV08t46vyxpFqN1HX6CEZ09t49n7PGFxIIC9Fjwch8zhhTgAKMKk5nWH4ynkAEm0njgS/2M3dIDsXpVobnO1AQFRSTQWVXXbyK9HcnDSU3xUyj08fLG6rJTrbw0Fmj2X/3fH69cAjbfzuHkQUO3L4QF00uZWBOMo1dfpLNBs4aX8TFU0oYVZzKHz/bx+66TrzBMPsbnFwwqYTF105FVY8iCybw/yUURTkTuK3HojXAQF3Xh+q6Pl3X9WJgDhCV4kID3lQUpex/uasJJJDAd8GWAf3ni9KAosl7L0gMM/QMGHlBVBXQAs5aKTDIHCgTyEZr73dxECvHkefHydXfAQW9N5n7B6Lkr6+Q/Ytf0P/LDag2GxUnnkTN5ZcDEG5tJVjfgB4KYyoqovO993GvW4dmMtH84IMcufZaur74orstQ3o6ub/+NX0/XkK4owPd5aLihAVoGRnYJkwg3NVF13vv0fbCi4SaGvEfOkTVT36CZfgw1HSJmTrffBPXipXYZ8xAs9kINjcTqK6WSTejEdVqxWCzgaoS6egg8tfPsX3dQKArqrro92OdMF5sVnLj7xC60wmKgm5QiGQlYR4znOrrr6Zt13pZ39ZOw+MP4E2PoJvjdvW5dy/CMnwYqRva0bZWQzBIl8NJ9p13yhjV15NxxRWg6/i++goAx/I6JgVORfNG47BgkJQzziDi8xFMMsDxowBwfv4FxtJStIwMvHv20PzgQziXLEH3+wnV1mLIySFgiXDohPm0vvwieljiQXMq9FnoxZ7nQ0kSm4+IbibkVfE2GKl6bDX7/1xOyzPPkvOrX6IZgqTkO3EsOIG8Ce1ophAtu22EDRmEQxqdgTEwYIFYXibng2okrKjU5pSQaoxXZxN0RyPLHvGlPRNHVxsj9m2irLX1/7F33uFxlFfb/832pt5lVUtykeWOjW1wpdhgTDMtEFoggRAIJaEGQid0kkAg9BJ6b8YYU2zjhnvvkmVVq6zaavvuzPfH2dWujA0kLyHv92bv69K12tlnnnlmdmZ2znnuc9+iQINCLHZFYkdbVv/1QBQvevfLNTL0JLF5jSJ6zRyovpEbR7jY+bEQRmbcBFN+L8o3IHFpvIVsy2bpp3GV5IlmPxLL/+z+DFq2y/h8XfDx72DLO7F1A5EiC0UPexbC3w6Dja9LfqOjGl6cI3HpvN/Dh1fAjnng3EMCCfxvgc5sIPuSETgOFwKa5g2huoPYx+WReko5xlwbqXPKyLl8FL3LmvCsbyHQ4sZf3Y1i0aPYDJgHp9G7sB4UCNS7COztIVjXg6nAgW2EEBDd3+yn8ZalhPaLMo6pJAVzSQqq049lVCbWcTmEg2G0sIZjcgGKTunLqKsuUQOJQnUFCbV40KLLFLBURe5FGugcRtLnDkJnN4EKYacPzzYn1lFZoAf3qv24FjcQaIkUePlUiFNsxB9HHtOAkEbqCQNJmlEk21Ghd3kT1qosUXS6qIqkaYUkzyxB75B8p6IoJE8vZI3lS75Z9T4X/fVpKsZNxOt2nx2MDgAAIABJREFUYbbbcaRnMO28X1JUNRI1FKJ63SoWvSD2anqjkXPueZgRxxyHTq+nq7mJsbNP5ooX3sRgkt/54dOPJXfQYLJLy0DTGDNrDgaTGV+viz1rVmJxJFEwdBgDhlZhslpJzclHp9cT8Pn6VDf0RiNzb7oDgPb6Ouq3bmLs7FOYe+PtXPHCW0w5+wLO+dMj2FLTUMNhKqfMwGS1EgoESM8vZPI5F1BUNQqd0cjXr71IKBDA5WzH3dnB7N9ey7RzL/6fn6AJJJBAAgkkkEACPzF+UvsVRVGsSAJ3KlAApADdiOzyYuAzTdO+Q1vy3z6+/5zEbTzadslEd8ADpkiwXrMIXjoJJv9OPI13LYCTnwB7+nd2BQj5w9sF2UP6L/d0wIODYMjxcMZL/9pYlz8Gn/1BEhhn/EMsN6LY9Rk0bRD1h5VPCCmj8mRRUti1QJREznpZ2nbVixVM3UqZRL/wU8iPqIx88xQsvFkILDNuhkX3iVrI0bfBX0bKBLqmSvIwKVdUPPatEOsanUGsXJIHSOLRlimkhLAfvN2gaLKuNUMIAzqTkDCiyB8LzRtksv+Iq2H10/3tUkASJBr0kTOyq0SuOEou0FSxS6lbCW4nqH4oPlKSJUFPRPUjgrSBooYBUHUGbHkzfkPyYk6Syqpgb//PZt4jx7hhbf99OJSNiM4UqTrShJShhURhwt8ry7QwzLoPio+Q77j2ayHabHxVtld5Mmx7T4geXXUxQoTBJkSjnCqxJDmU/cu3pGQPIjcbhd4GhCIkHYcQXGzpcNUmeLgSehrFYsXTId9t4USoXXzwvhQDoMr3kl4BHXH+1QezqzGnQtEE2P2pVFDtnCfLs4eJAkjI1//4TrgcKueI7cyHv5VtFYyXxJk1E9KL5XrZv0nUS8x2UeqZcTN8cSfM+bOofySQwP8SVLe6OOHRZVw+o5zfTC8HYJ/Tjc2k59THl9Pe6yfdbqa524um9b+Kzzm8iA63n/lbWihItbD0BiFH3Td/B08uqe5nGwxweGkaQ/NSmDksh7Of/qavL4tBR1aymXZXAItJ16d+AbE7h92k57nzD2Nrcw96ReHVVfUEw2H29/jxBsI4zHq8wXCfDYvDrKfXH8Zi1BEIqqjA9MFZfLUzVnF5ELvifhhXksbq2k5mVubw+Y4WwipcOmUg180awr3zd/DU1zUcUZZBQZqNzCQT184cwkcbm7jnk+3846LDKc92oGkazy7dy0Of7eTDy4+kIieJs55aweraTsKRA3TiyDweOmMURr2Oyj9+iqZpvP6riYwsTGXRzlYue2UdBh34QhqBkEqa1UBnXGVYaYYNFThqSDbPL6ulNNNGTbuHwlQr9V1eMu0mUm1Gap0ePrlyMlajnrfX1rO8up3h+Slcf/xQzAaZIFJVjbKbPkED8lPM3HZiFc98XcOq2k7S7SY63IG+7f5qykBuOn4oqqrR7vZzwl+XMqoolafOPew7z7nodnyhMDaT4Xvb/qeQkLg9OBRFMQE7gZLIovXAxIN5FCuKUgZsAByRRa9qmnbOIfpN2K8k8KMiEZv+AIT88qxrTpbn3ShJfuvb0LwWDvs1NK0RIkfFcT+sz55GIY0brf2XN3wDO96HEeeKauO/gL2nzsW3Ywd5d99F6ilxthaaBnu/IKxLw9+lZ9/Pz8WQnY1t/Hjcy5ejdnaS/+CDJM+USXnXl1/R+cYbeFavxlRYSOl776LoZPZu3/kX4N+9m8LnnsVcUkLjVVeRevrpqF4vTb+/tm+Thpwc9Glp+OvqMJeVEW5vx37EEXS//TaWESPwbd8OwSD6zEwUg0EsWyKIWrmg0/WzSLFNmYJnyRJ0aWnYLv0Z1R1fkPpBHeYuDVUNogTCKOWFsCdGltdnZhKOKJdoOggOzyd5yBiCS9bi8znRhTQyfnERXX9/Xo5TIFKRPmAAwc5O8MglYDnsMHxr1kinqQ7o6kWx29HcbnTJyag9sZjWXFmJ6fw5eB55np6BeiwbWtF5whizUgi1dWNODVJyTBstG9Po2m0ThZM8L+GgEV+HDkVnQNMgbXwOucVrhewf8sHVW/EteR1txwKsrmUw6hzY8IooK7Zulziu7BioXoimQWeNFX3ZRFKSd6KVTEdd8wo6o9aPJNyHaNx+MOgM8hcl8VszJAeBJmQm5x6YdIXYtP4loqpROAEaVolqp9EmxR4HgykZApFjFy0KiMKRK6SReIw4U6w8/S5R19j+YWT5WbDp9UhuIm7y94JPRDXn46ukOAjgsIvF+qhksuzDkVfDK6dLrqJjj+SZuhvlWp3z54OPO4EE/kPonr+X3hVN5Fw1FkO6BU3TCDb2ogZCtD+9BUOOjdB+D4rDiNYbFzNa9KSfPQTnS9sgpJF0fCkpUwrQwiotf1lHqDUuDxQJAlOOLyHU6UefZqbnk9q+jy2V6fi2dYBOQUkxonVG4p+4lJYx307az4bg3dSG6g3h39GBGlTR/GE0XxhdhhnV+a1HY+nGZkDzhcGhh55QvzEdEiYFwmDMthHq8qF5w2DUkXXxcMzFyTTdtRK1N0j6OUPoXd5MyjHFmAem8NHDfyLg8/aRJ4IBP+/ddTuqGuKsu+6nt72TZ666CE1TUUMhjGYLR//qciqPnEbNutW8d9/tZBQUct4Dj6HT6fn08UfYuvgLioaPpm7zelFDsVgJeGOPU5mFxaQPKMTb001LbTWaqqIoSh+Zo3DYCPZX7yYpI5MLH36C2g3r2L58Ec6GeibMPYvysYf39bXp809Z+PRjAAwcM57Rx83hwwfvIuj3k15QREdDnWzf5+Xc+/5KdslANFVl65IvWfTi0xx98WUMOeJ7FI6BoBpEr+j/V6t4JGLTBBJIIIEEEvjvwE/2NKIoyqXAXuBd4EpgLnB05PW3wDtAraIolx+yk/8WZA2SV1Oc+kbJZDjlKZHknHe1SGoeitDxzsXw7q9i79+6EJ6cAqFA/3bNG6F8hiRver/tY/iDMOY8CfrPfLk/oQNg9TOw5D544+dQPBHQZJ/2b5akiCNL/u9tk2TEpjcgazCkFfcnoKSVyl/lydC4DpY+DOtfFeuRIScAOiEeaCqUHwu1S+V41a8SBYqpNwih46hb4coNYnXh7QBLUixx43XK//FSpQBNa2NJkWWPCKHDkSuypeMvFcUJLQypAyIr6MSexZxCHzHCaIWyaeCJEDpAFDp694sSyOTf00fY6KqVJOfEK6RaJwqjTSrb0suEBBJP6DAli6VN/TeSqIlP4oAkYA0Rqdl45Y9Bs+iLOLWQVNr5uuR/LSzkmCUPCJlo72LIGSbWISD7lxc5VpZUmP1wbHshr+zH7gX9JXAhphJisBzEG1iLq+pT4hRCFAh7hNABsu9Bt6xfu0ysdhy5QoIKuKRdcn5ETeUgOPkJ+m59ARfozDGlkZA3dqwUgxBUCsYIoSN6LE9/QY5f+y5J4kUJHeaIQsnKx8Qi5ss7AFXOU3MS1HwFW9+SyqiUAZBSAL/8Cq7aDGe/IZVRexdB576DjzuBBP5DeGjhLrzBMIt3tgLgDYQ56qHFzH1iBfWdXrxBFU8gRLLFSJJFriWbScdvjyrnullDKEizUZ7lYMLADCr+8Akfb2piQllGH6EjmlfPTjIxOCeZW+dUMrY4HZNBhwKUpNu4ZEoZHe4AR5RloGligWKN2IhE7UTcgTBnPv0Nd8/bwa0fbWNXi4uadrEyMeoVXH4hdKTZjOh1Cr2RaidfhNBx0aRiap1ubCYdT/58DGePL0QFyrPsfcfixJF5lGTEJqGMehn9qlon54wvBuDLna3odAqnHyaTb13eAKtqO9hQL9Ywc0bms+LGoyjPljlsRVGodbpRFIU0u4k3VtexsqaD2SNy0UdULQ4fmEG3N0iry8f4knRuO7GKkYUiFTxtcDbXzxqC2aAnEGGsdB4g9bvX6aHT7ee5ZbUoQE273H/ruyRx1u4OcMdJVRxflcu1b23kd29u4MklNayu7eK55fv407ztPLd0L88v3cvgm+ejAYNyHLj8Yf74wRZW1XaSl2yhwx3AZtJTmmnnxV+M56qjKwB4d30jJz66lE5PgC+3t/aRVb4LN767mcPv+YJub/B72ybwvw7nECN0AFxyMEIHgKZp1UC8mfXPEmodCfwUSMSmPxAGs6jwKUp/y8Wyo2H42ULsaFoN+Ycg63k7YcWfI0oDSKyx6m+w88P+7TRV4qzUUuj959U6osi7606Knnm6P6EDJG7Y+xXB1e/TfPPNpJx4IqGmJkyFhaguF4rdjs5qwb1qFZqq0v7YY7i/+QZjdjaOadP6WXSay8uwVA3DOmQILfc/QO+ixfQsWEDyccehS07GPHQIOByoETsWnU6HISODUHMz/l27sIwejW/7dsoWLKBi6dfYx48XQofV2rcd1elEsVoxRJU6IvL0niViQ6l2dtLy0at4RqZjOvUo8u6/H+vgShS9Hmoa8VVlA2DIyyP1zDNkfbsdRYVU0wAsOgfh5mY8E/Kou30UHUsWgN+PqbgYy3AhJQQbG8Hnw1BWRu4dd5A0LTbppQuDsaQEQiFRHIkjdOjz80k6agbbexcQbGvD/o0QOhQg1CbKYEGfkZ1v5aFasyUX4XCQMnUkPqceNIXkYi96K1hMEXJKwIVqzaTt2jPpee4R1JrVMHA62ub3UFUIDZgqhH+Aw86HvNEoCqSXeXGoS6CnEWX3fPQmDTU+VI7aqFrSDkHoiHzvKUX941qvk744umOvxM5BL2x+UyxxLalQv1L6DHmgcNy3epbujXBs5CdQbxVCR5/6JKLGGYXRJgo6dStFATLkhak3wrC5Em9ufhvs2ZFcgCLFCjoTvPtLUfDcH7kGremw4yNoWC15FWe1xOCjfw6XLIZrq6UAYdGfJD+TQAL/y+Ba1ogWUAl1yjXpWdtK62Mb6PmsDjQItUt8Y0iL5SeVFCOZF1Whtxkxl6ViGZqO++sGmu7+Bi2oYsyNxXsooBh06JJNGPMdpJ1Uji4lkscy6TAWOFCsBrAbMBbYoTfUZ32CPvZbEWxy0/rwWlxf1eNe2kTI6UPtDghZA/oIHYotbt3I6po/hG1UFrow6NPMZF81Bl2yObadCFKOL4m90SkY8uwEm92YylLRJZsgqBJsltyhuUJix0CDi8C+bkIdcpzmXHNjH6EDwKAzcqRxDkcPugAA77v1nFB6KRkDhCwQDPgpHDacgNdDyO+naPgoTr72j+h08js14xeXUnbYBCF0AGhaP0IHQHv9Ppp2bqd+22YCHg9Bn4+gP5av9rl6mHTaz0jNzePtu2/hqxefYtviL2mp3s0H99/Jrm+WsX3pIt549DYWr3ob7AbKx02kZt0qFv/jWUKhEGa7g87mRgwmE+UTJnHO3Q+TXSIhxvsP3sWqD97G73Gza+Uyvg9BNcgrDX/nq/ZPvrdtAgkkkEACCSSQwL8bP0n5o6IofwMuJTZ3c7BsvgJkAn9RFGWUpmkJHbR46PQw8kxRUTjiysiE/CHQ2xKbHHftlwqLoSeKNUc8PvqtKBsEemHonIj1xz8JS7L0/+b5cOpT8NRUqDxJVDRO+btUkXxxuxACZtwMWZWScJh2PRz2C7i/LKLy8aK0sWXBk0fAXdlw2nNQciS8fYFUpORWyYR4yCdkird/IUoTWiiWpPB1RhQk3peKnrHnS8ICxP5l8f1QME6SJb5OmZyPeuRWHCuWJ84aIU5kV4rCSZf4OZKUB3mjYdcn8OVdsSqazMHQUSNVOIpOZFj93bFthAKw4Bbpf8dHsk7QDSaHHPvVz9BHaFB0MPEy6X/FY7FKm3BQxtmxRxI0Yb+so2lS2bNzvth+QJznL0hEqkBqgYxx0EyRVFWDUP25fE9L/xIZpw+OuUssSXxdop4S35feEjvO/i74+iEhPhSOg2V/FqJGyEff5a0GwZ4rFixGu+xz2C+VTVVzYfVT3z6fTEly7LIrxdpl5zwOervQVFFrefVMIWYYbTHPYxDJ2X7klrhbz4Ib5VoIqXKtHNh/yC0JvkCvKJ5Ufyn7mTdCrIJql8HwM2DL20L6iSLgkvOyeJLI5fa2yvvcUaK0Y7DK8elpgPUvS6Js4DQ48xVY+ucYsSrrAEWdBBL4D+OCSSU0dfm48+QqAKwmPZkOM01dXu48aRgLt7WwZl8nnkDsmhtZkMZnW1vwBcM8/fVekix69rTpCYY1atvdXD6jgh13zmJbUzevr6qnocvLn88axfvrGhlyy3xuP7EKTdMw6nW8fdkkTntiOZ5AmCW72wiENfJTLDx85ihueX8L1W2SqDLpFQJhjXBEgeyI8gzau33saHMTCGsMH5DEliYXnkCIsKrxq8mljCxI4crXNxDSYOH2Vuo65T7yh/e3MCwvmQybkfpOSUIVplkZXZSGNxDGF1Rx+UMsr+4AoNsb4o019Rw7NIf9Lh++YJjidBs6RUgjn109hY0NXUy453PsZgOHFacT1jRuPaGSZ5ftZcnONlJtRoJhldFFaZwwIo9heSl8uKGZs8YVEgqrjLv7cy4+ciCLdrVxdGU2Ly2v5aklNZw/qYQTRuZx97ztmA06/jinkte+2ceWJhdJFj3egEpI1frsZKJTFhaDjnS7iaZuH2OL0/jT/B1sbozZsACUZtpp7PTw1roG3P4wBWkWgqpGUZqNW2ZX8vqqOj7Zsh+7SU9zj4/yLDt7nW72truZt6mJ+g4Pp40twBsIsb/HT7rNyPMXju8jq3wXRhel4vIHsRoPQdBL4Aej5IZ5yYgKgQPoBRpq7539T3rv/VM4Pe7/VZqmrf6e9s8AtwMW5Ad7LvDAD9mQoihG4DTgXGAYkAv0ANuB94EnNE07hGRYAv+tSMSmPwIsqZG/FHkOj06OHwg1JLFKdEK8s0bU67Kr+rfrroeaz6WfvXVQMjVGRv8nYCotpf6yy/DX1qJPSaH13vsoePxxrMOr4PDf4nruFXQ2O+nnn4cxP19iinCY0tdfw71iBftvv4MBDz/EgL/+FdXjpvOVV3A++SQdr7xCxVdf0vPJfDpff4PiF18AwF9dDUYjPR9+hG3ceFAU/Dt2gl6PGg5jP/MM/Dt24l60CENREfYZM+h67TUIBqk5/ng0v5/0X0RsVwMBie0iyLnzDlwffUzI2YHObsc6YgTuZcsgHAZVJcNWTtJ7YdSFH7PfsQittxfF4UBntdI7YwAhc5i8gnE4n3kWwmH0aWmE3W5RH6moQLHbSJm/j+QF+1AiDweB6mpRBlEU0DQcM2YQrNvH/ohVS9/X6vGiumoB0GVloba1oVitaF4v4eZm2h99jAKzMWJHECb+V1+XnIwG6E1BfMECYDsWkxOLxUzqaSfTs2AeeWOb6XaWopt+Je6vbsRVb8OS2YPD1o7fZsCaHoK2nWhBj/CNVj0isbU1TfIPrdvkXPL3oNdFiK5eJxis8j4a4/p7RFHR1yXx8IHQG6VgYPBxooLhcR7YANTIROS2j6C3CTjgGUdnkvxAP0TK+bUgbH5LFoW9kgvoN47IFxMtiAh6wNcr+zb4eGjZJNdT6TSJWd1REogmOZKMMil22fGR7KvOJGqm1V9Ghm+W4pq8UVKQoOgl5l37gsTSyfnfPiYJJPAfhmNSPiGnD/PAFAAM6ULeUANhUudW0PPpXlRFJVgfsR4yKugMenqXNxGodxHuEOUNTdXQvCHC7iDpZw1BOyWEd2cn7tX7MQ1wkHr8QFr+up4ufS2WciFEmPIdpJ5UTutf1oEOgnUSh9rHZGPMs9P1cU1soFFljchlbJ9WgHtxQ997faaVcLsXzRsCg0LO5aPpnL+XwM5OCIOvugvVHQJ3iPZnN2PIsxNq7O17YDGWp6CFwVSeQrChF1SNUIMLUPBv68BY5EAx6wn3yD3KlOfAu74NndnAgNuPoPGTjbz8+HVMHHMazYEaCsYOJ6esnBVvv0ZvayuFKVUcSSXWEVkYCxxY1yah6HTMvfluPn74XlzOdlKyc2jatQOv28Wqp95h74Y1nPaHO8kuKaN6zUryKoZQWFnFhs8+EWJHnCJSb6cTRadHizDt7Kmp+FwuFJ0OR2YWS19/CUWnIxSIkj0U7GlpuDs7WPTSM7icUfUjjSEzj2HKiWdTv30zLqcTvV5PwOvBYLZgsdvZtugLBlQMwePqZuDocbja2+hsaqBo+ChmXXbV955zekVPobWUHHPinphAAgkkkEACCfzn8W8ndSiKchHw68jb6PPnwbL58Z9dqCjKWk3Tnvh3j+//O5gdUvX/3Ey4dFlM1SMe538U+z8cEDWIgoNUT532gkjqogqZ4UB4OyWwtxwiSRdF2y6xktj1qRAHqhfBtIBUywyfK3++HiidKgmiG/bF5HaP+iPkj5IqsIHToH0PoAOdAp/eAKc+LUmLtS8IqSJqjWFJEQuTlY/JhHvUwkRvkeSD3iyT7CseiwwykjgJ+0VtIuiWxWpQLFk8TvGjrf5Sko/WdGheD+ZIpYzOKB7PrmbpK+yXirSOalHcSCuGuc/A2pdg3YuyTjQho0VsQ/bG2YHojHDCw2LPEY6OoV2So6uei41XC8t3YMuQJI2myTHQGYXE4cgVu5quWvC7IyQQlb7LacBh8t2075bvedensc+CHvl38CzY+JosW3hzbIzRZNeEy4Vosf4f/b/3qD/v6mdlm7q46r2otYo7IhcbPd4gCbXGdXwL5cdC9lDY+Ynsa+vWGDHmUIiOIRQhuUTtU9Q4VZroWExJ0j7qT2wwR9Y7WL8eIZa0bJH3WghOfhzePE8UOqC/V7g9E6beJJWFDWuFODP8DKnW0lQhvjRvkjEe/wCMjshKpw+UBOGie6Sf2Y9Acu6h9zeBBH5C/PGDLdjNBq6fNYT3f3NE3/LfvbkBVdOwGnU8uaSajt4AnmCsuvHI8gw21nfj8ofwBELkJJlocQXYUC+EgQc/20VeioVOT5C75m0HIMms58lFNby1tp5QWOOGdzeTnWSmzeVn3b5OpgzK5KUVdQQivsQXTy7FYtDxyyNLuOWDrQzMcvDoz0bz61fXsrvFTWmGDU8gxI622L1nSG4ymxtd+EMauclmxpVmsK6uE4tJT0V2EieOzOf2j7cB0N4bYPHu9n6mUPWdXu6dvwN/xN7EHVH6MBt0+EMqmQ4zn21vIcth4sLnV3PRkaU8fMYo8lOtGPU6bv9wG/t7/ICfmnY3SWYDH21sxB+KTeDUtnuYWJbBY2ePoaXHx+raDrY2dfPZtmYcJj11Tjd2s57bPtzaZyOzp9VFtzeTkKpSnGHn7PFFHDM0h/H3fEGq1cTwfBvr6jrxRVYoTLPgCai4/SHGFKdx/7gibnl/M03dXsYUp6JXFLIdZr7a1cY+pxtVg9tPHIrNbODw0nQW72rjzHFFHPPwYuo7PWiISsqw/GS2NvVwzNBsCtNtfLathTfXNJBhNzG+NIMUi4EOT5DFu9r6VEYOBl8wTHuvn7PGF3HW+KJDtkvgu1FywzwFmAb8BjgZiGfHhEtumPce8DiwqPbe2T+aF6OiKDbgqLhFH3/fOpqmdSiKsgKYHll0Ij+A1KEoSinwOjD+gI8ygcmRv8sVRTlW07Q9P2D4CfwXIBGb/shIKYJt70BnNYy77Nuf27NgahwhIOSPKDPkfbufqp9Je0U5OKHD1yXKeAf1zhBofj/+bduxDBpMz+bNhNra8G7ZLKQORw5Zv72GrN9CuLeXrMt/A0DGxRejs1jAZCLj4ouwTZiAIV1UHxSLxKyax0Pbo49iKikBRaH59jtIOXEOmt8PwSCm0hJ0NhtqdzcYjRCUOMpSWUmgWib5QnV1OP8cs7LQfD6wWOh4MRI7hsOgKOjT0wk7neyPWLkY8vIINTfjXrQoZsdiMlE3rBvvyEyKFoISCmEsKcav96GpOgbuySXj9juov+QS8PtBUQg3xFTYPdU7CQU96ABFBVNFBZaRI+l5+20wGDBXVODfvh3PmjWovgOUFy0W9A5Hn6WL2tYGJhPm4cNRwiG8m7cIQcVgAn9/ta20WSMxtS6mdWMK9gFewt1dBMx2kgq6Mbi3k3P1m/R88jm7P8omvaIVy+d/oGVjKv5OEzmOLox5Ctppz6Bb8ztwNaHTCa/faCWi5giseU5IEPEWp9EnugNtNk3JYpFiz+q/3J4tVpsFY8XeZe3zsiGDA0LxFqhxRQS9TfFnorzoTTG1yb6f4QMUQfatjFvtEN4KKQXQ0yQxreoHxSLWqw8cRNjK5BB1z5n3wKq/Q+MayBkueQJ/j4yn+AjJTeiNcN77YptqS4dhJ4tKZ8NqyKyA0/9Fi94EEviREery0/nWTpJmFJF6fOy8Vz1BnK9sx1ScTGBfD4FGlxAh4mCflI97cSNepw/bxDw8K5oJO2P3tbanN5N2cjnub5rxbRfCvuoL0fbCFoJNvWDW0Vsv172mqoScXvQ5VsItkfuJAkkzitB8YUylKQT29WA/PA9LeQrO57ehzzCjecP4tjn7Xf5KVNVDA/vhufhre9C8IZQ0E8ZUC7okI75NTjAqqK4gAVdXv/0K7ukmuLcHJd0UUf9QCXU1oihBjPmDCTW50cIanbUNLLz7WY675BpStBJsh+WCAu4ljaRp2aQ3pLG/O8Cmzk9pelxic53eQE/IyZH8AscE+b0em3sKfo+HdfPeo2n3DjIGFOH3eDCYzbx60zWRnVIIBQIEA15QFEpGjmHS6WdjstpY+vpLpObkkJyVQ93mDbIdgx6LPQWfy4Wmakw681xSsrL56JE/YUtJJSkrB5PZjM/VQ29XJ+7ODnQGIzMvvVIKQMxmNFXFYDLz9OUXoakqJpsdVVXJKi6ldW81E089k8ad2/j61RcJBQJc+fK7jDj6OL549nEZx3c8UwC4Q70YdUaOyjrhe87SBBJIIIEEEkgggZ8G/1ZSh6IoZuA++ifFmoEXgbWIZ3EKMBY4D8iPtFWAuxVFeV7TNN+B/f7XwtMBC26SBEPpFJno/z6kFsGf8eQTAAAgAElEQVR11Qf/rGCsvHbVCzHhwEqMJ6cIeeLSpQdfv361VF3NfVqSS+EATN0Dix+AhX+E4+6Vds5qeHyCWIrkVEYsU4BXz4LmDTDmfFHPMNkhsxxu7YAv74ZVT8FLJ8bY3F/dBUPmiGrHpjfEwiJzkCQ4ANIGgtEsNimOXEmidNfJZ9mV0FkrpAlXI6CThIcWlgRhX+LFLKQOrwRz+COEgn7qF5G28RU9RUdA/mioWSwJEGu6WL9EEfL2t7+xZ8O7l0hfaSUwcLqoS0S3m5QPrsh+aWH5fhRF7Gnadsh4vF3Q3RCzKVFDUDFT/Kg9TlE9aYwrjs0bKZY7UZhSoWiCkBD6QZFjY7SJasTKA4gxQD9DzyjxJEqkUHRCVImHTg9JBZHvQxPvbYiRMAB66oVA5NwdN0a7EGaaJegjd6T4/wLYsuU4BD2x7cXL4pYdI3YmQY8ohUQJIBBTDjkY7LlCPOmIq7KwZsj5E5XAHX8pdNUJ8cfTCYNPgE+u6d9Pb4uMt2kNJA+A054XYkx2lWQeK0+UdmnFQnrKqIDKOQcfUwIJ/AewvNqJ2aDjl5MHkm438daaelbWdNDm8tPqEkLUsAEpdLrl2jfoFEKqxtbGbnSKKEH4QyoVOUk43c4+EgLA7R9twxsI991JXP4w76xvwBsIE9bAZtT3beNX/1iLzahHr4OwChaDQntvgJMfX47ZoENRFKrb3Bz75yXMHpHHryaXcd07m6jrlASNXpFC0U+3tKAgnEG9TuGSf6xBp8iY19d3sbmhC6tRzxHlGdS2u2nvDXDRkcUEQhqPflWNXlHwh1ROGZXPextiifs7ThrGPqebXl8YFY2zxhVxyt+WcWR5Jr+ZUc6bq+v54wdbuOPEYXy+vYX3NzSh1ynccNwQrnxd7m0Wg8JLF01gfGnMVi0n2YLLF2JzYw9GPQTDsGBbCyB34EgRLR9uaKLTE0TVoMPtR1EUspMtvHnJRIozbPzpk+2ENY3JFZlsbuimudtPKGJ/sq6uk15fkKF5STT3+NjW2MPQ/GRMRj1njCvkhWW1ALy5uo4B6XZcviD3zt/JwCwHGXYTdR0eLptWxpc7Wtnb7ibdbmLh9lYmDEynodPLRUeWctTQHGb/9WvcgTCHl6Zz6dSy7zzvbvtwK2+vbeDr66eTl2L9zrYJHBwlN8wbA7yEKFccDHpE3eI0YGvJDfPOq7139kHYlv8SKoF4abjv1zSOtYuSOkZ+V8MIcpB4Isr82QvUIWofIyOvAKXAZ4qiDNc07RA//An8tyARm/7IcO4SAnRaqTzT/xAUTpS/A6EokDtC/u9plLgmntjRVQtrnoSK46B4yrdW1zSNno8/xjZ+PBUrlqPodPh376bt0Udpuf0OrMOGYR0h/bf//Una/vY3Cv76F3QWC/aJEwm2tFBzwhyso0bhXrqUlBPlOT33xhvIuuIK6i68kM5XXhXiBRDu6KDtoYfJvukmVJeLcE83+pQUdKmpqF1dYLFgzM3FvXQpvV9+iT4zEw1QI0QI28QJeLdsFWJHKARmE73HlRHQ+0h/L86KMT2ZjqIgyVFHGjXyMBUKYd3RhRLWQBGCSGjKEIJffY2p3kPGY09jLirCNKAAU2ER/upqQm1tfeylwDdrI6pZcikEW1oIvP22bPL88+n+4AMhl3RIbGoqLyewJ8aNC7e3o0tJRg2GwOOBQADfxo1CIDGLTYFj0iT827cTbGkRkovViql1CWkVHjp2OTANHkT7wgYgiLfDQLBtDDlGO2mVHrx1Ibr22jC1B/F3mrAVmVDyBtHSZMdzzdVkVfWQOlCeIo1W+qtvfou8oZN42Rsh9hsdosaYXg7tO2SZu41+sa67FXTDhajvirMDGnue5Ci0kBSTmOwRKxaEONG+S87dqGJkOC7+P+4BmB+JF5Py4voNxYoPDobUInDG8RIVA6SWRIphkCKIEadD43q5HlMKZAwvzu7fz9Qb4Ju/S75i+OlSXOOskaIKSzIcdqG0m/0Q7F4oSq8HKyBKIIH/AFRXAH9NN8aCDlHo0KDznd2YChxoIZVAnZC4tPC3iVHB5sjjn1Eh2OJBsRvQ4ogfqj+I84Wt6JJjRUqhRjchIuv5VTAoENII1vXS8fJ2sMQKfAzZNjpe30lgbzckGyGgEqjuwv11I0nHFKP2+HF/sx/cQQniNPkLtXlQbAY0T4hgmxf3suY+C5ZAZwDFZkAx6nAcU0jvFw3okk0kTSvAs66VQHVEXdGgw1qSiqdN1JqNOQWk/2I43g1tKCEwFSWzqe4rmr/eQSDkJW1qIe0vbkWfZGLAWWPRNaby9hsPMurYOSj75F6m6PQUVY1g1mVX9zuOA8eM4/0H7kSrkXuPs+EgtsGaxrI3/kHr3uqI7YocwzGzTyKruJQBQyp56tcXYEtNo6Cyil3Lv8YdkN8Zd1cHNWtXotMbKB8/keo13+Dp7mLY1KPIGFBI487teHu6UUNBGrZtwdPTTdDvo3VvNadcfysmmw1F0THj/F/xyd8e6rN8WfLK8+RVDAYFTrruFlpra/ji2cexOJIYNXM2Jsuhn19UTeWNxmfJNudyQu6Zh2yXQAIJJJBAAgkk8FNC9/1N/kc4HUiPe/8mUKZp2k2apr2jadrnkdebgDKk2i6aa0gBEk9N8ejYK4oKYR/8/B2w/wBSxw/Bc7PgxYNMJo/6uRAoAFp39CclALz3K3jj50IUeO5Y+OoeOOIqGH0ODDo21s6WDmUzwNcN71wUkxjNHiIT7ovvhQU39+97xh9kslvRCVnjZ6/DsXdJ+5l/gqu3yiR7zSIhbxQcLhP6618GFCFBRBUZADLKZV1XY2SBKlLAQTfkjBAyx8Dp/Sf67bky+Q/9VRmGzZXXjrjkyu5P4ZNrRfL1N98I6eZbCEt12Zy/yfiiSaPOfbBrgRAHonA19X8PgA7OelWIAgA5kdcoEcRggd0LYrKw5iQh6pz2Ahx1G0y9XuRlo4oagS54fhbsjCi7mJIi29EkEeRugdo4dRGjTV6TB3x715Liqu009QASjA5UDbr3xfY5itS4Kuy2XbDn8/6fu9ugbXvsvbdLZGMBPK1CqglH1GYAHDmQWiz/Vy+MjSPo7u9PHHTTd6tRDrgNetpEYje7Mm67Tnj9nAgBCKhbITY8w8+QCqd1L8T2FSB/rJBCogSUnkb4+mHZv3lXwyfXidrOwtskCV40EYbGMf9VFV45Q66pBBL4iRAIqUx/cBE3vrsJfyjMO5dOYndrL1e+Ln64i3e18cGGRk4/rICKbAcAte1u3AEVk17hulmDsZv0dHpDKAoEwiotPX5W1jixm439ttXjCxFUtb5ipQsmFXPPKcO56pgK9DqYNSyXFKsBQ+SS8gTDRHN0Vx09qI9I4g+p5KZYuOqYck4fW8iQnGRmDMnm3UsncfQQ8ZOPiHvg8oc4fkQus4fn0djlI91mwmTQcWylWFeFNAiEwhw/PI/9PT66vEEeWriH55fXcvTQbMKaRobd2I/QkWk3cusHW3l8UQ0vrdzHwEwHVQNSyE62sKKmvW+77b0BCtJt/G7mYAblJJFqM3JcVR6vXDyeFddPZ8OtM/sROvyhMKGwyviS9L59njksh9IMuQ8ritKn0B4Mq3y2rQW9TuHcCcW8t76BwTfPZ3NDF59uacbpDjBtUDbPXzCOe+eOYMqgTCCSmwyrLNrVzlc7Wll49VR+f+wgyrIcvLe+kRcjhA6A9Q09fLypmaeW1JCbYsFq1GMxCmnHZtJj0Ct4AmFMeoXCNCuXTSvn2MocNjUIwecPs4eSZDagKGAyfPej58yqXH42vogMu/k72yVwcJTcMO8YYAmHJnQciGHAksh6PwYqD3i/+6Ctvo34dkmKohR+T/vHEELHQmC4pmkDNU2bpmnaBCAbiPd4KwWuOUgfCfz3IRGb/pho3wnNa6FoMpTP/HH67NwLqx7rH4OAqBrmjoTUUlS/H39NTb+PfZs303TtdTifepqOF1+k5tS5hJxOMn7xC1JOOglTUSzmsFQOxT5pIs4nn6LuootRfT50FgumsoF4li+n6brr8axb39de77CTd9ddopKh05Fy6qkUPfM0SbNmEu7ooPTNNyj7+GP233arEDqSknCcNofgvn10v/c+6HSE29v7CB3odGh+P5rL1afogT9A9xAD3nI7lqph6DMzMQzIx29XcazvQDXp0OXGqflpGkkr2sh6aQ/WkaNk0bzlGOs9KEDjNb+j8ffXknvbrRS/8Dw6qxVvZSqqQbYPgKphGjyYrFtuQeuRCdG2S6vYkr4KxWRCsVj6NhfYswdMkRgsJJOhxoJCip96EsVqRbFa0dkjcXOEeBKoryPY0BBTLamooDs0ieDZn5N8zm8wHf87DNlZYNDobbDRtWgPuyeNw7lGBQWCPjPuJhuYzXjqAhjd28jOXkHZ8W0EfTqJu0GKJZQDrNr64loALUbo0OkBVWLdKKGjbx0H/UR7qr+QYop4bH1PCB0gOZnMitg6LZslLtXCskzRi2KGPvI88+XtsX5czbHlIIQOnaF/XKro5X13I1SdAY5IAY5OJzHmyyfLe1+n5GMaV0u+pG2HKF5GoTOKEsfKx2PFLJvfBG8PbHhZinE+uBweP0KKduzZ3yZ0NG+Ev0+WzxNI4CeCb08njbcux7urA2O+g9RTyuld3IhnXStaMIx3cxu9y5tInlmMYpZ7gHe1FOGYylOwDpN8WmB3JIcT1AjWdKO5Qyj2ONKgV+5Zak/kfqxAxq9HkHpqOcbSZFDAOjZbLvXoLcIXI49kXlxFcH9EwacniKk8FfukPKwjMjFkWkg5sYy0swaDTS9pq2hKTIWM8yvBqBDY1YUuyYgh14Y+Te69micEegVLRTqaP0y4zUvnW7vw+HswDojcb/1hPKuF9I9eQTMYcT6xBc+KFtyrW7AMTWfM6OM5peC3mOrl/qL2BlHdQRzj8sgcXYotLQ0McMp1t3Lqjbdz+fOvceoNt2FPjeXPghHFpqSMTAwmM9POvZjiEaPRGw+w+Ab2bd6Iu6sTi93B4IlTePdPt/LqTdfQWlvDzpVLScrKZtLpZ3Pcr69myjkXYkkSZejciiE0bN9K3ZaNmK12fnbnA0w64xxqN65jw2fzaNsX+93/5v032fT5fII+L470DKzJyQS8XgIeN6FAAFtKCl37m7GnppE/uJLpF1yCxZFE8+6dZBYVM/LY2fh6XSRlZH1r/PHQKTqqksdQ4fihYVUCCSSQQAIJJJDAvx//blJHvPzyRuDnh6pu0jTNj1RErY9bPOPfOLb//1AwFq7cCEf+C3nptS8KceBgmHwNHHGl/B+M+3qmXQ+TrhC7kscPhyX391/vpMfh9Bdg53yR6Nz8JphscNJjomKw5EFpZ02Ds9+Ao/8Is+4VKda7siFjEFz8BYw4A0YeJEd6yRK4epvYg+SPkUqXmq9kQn3hH+GLO6RdOCDqFEabVHkZzGLZEvQI4eOKdVA2nX5FefYcMERICl6nkAsqjhUCickhE/oep/RtsNIXwSXlSZn3ma/CpN/GCAaaKlU7q5+FNc+DNUVkTY32WJLJli3jWPiHmF+ywSbjcjWJVYkjB7KGxcYVr5ZuSZOxHXmV9NldG/sstVgSOlqcBGxnjaiYLH8UAr0yxoZVByecRO1qogh5v012KD8KBs2E3nZAFRLJgHEw7FToicj5TviNKIREkV4RaWuV9iBjjyaxgj7IHRU5huEYaSJzEAw5URJjoTj5zO59/a1V+iFC5ulpOvjHvi5JrPUh8h2klcqrJWIHYE6Rc7pxrfSpGOU1/tju3yjf/b5lMCcmo0xmhZw7x9wu8rYZ5bFzpG07zLhZlGpWPQl1K8V6Zc1zQq55ajrM+11kaKq079h7iH1NIIEfHzoFcpMttPb4GfbHBexp6+XKoyo4b2IJ9R0ekswGQqrGB+sb2d0qiSt9RK50UE4Sv5pSxqVTRQ43P9XKVUcNYuLAdB45YzTvXjaJFKuhbzsHipx+vbuNy15Zx4MLdjE0L5mHzxpFWZaDkAqnjsnnkimlHD00ixSL9PH66vq+dWudHu7/dBeV+Uk88NlOrn5jA7d8sJkV1TFiX2EkObZ4RxupNuljTHEa2+6YxUNnjOTUMZIoD2tw3dsb6fWH+x6Qev1hlu+RvpxuSfaVZtixm/U43cE+WxOAcFjlow1NVOYnsaK6g9l//Zovd7Sw5uajyU+1cufH21i6p53tzS52t7oYWZiGKxDGYtQTDKvcO38Hq/Z2MP2BRfzixTXs3N/DMZXZ/HpqOU+eexiji9IwKJBiNUbGYe0jxijAC8trsRr1VOQ4eGttA7d/tI2vd7fj8gf55UtryE42Mbk8i5NG5pGTYkGnyTdx0ugB3PrhVu76ZAe17b3cfUoVxVECSdz3VJRu5/NrplI1IIUnfn4YS66bjjcQZktjD8PykwmENXKSLUwZlMWG+i5W13awdl8nVQNSSLEZOXpozveeh9MHZ3PnyVXfS/5I4NuIKHS8B9j/yVXtwHuR9f/Hw4j7Pwwc4kf5Wziw3K/kYI3ikAm8AxynadqW+A80TXNpmnYJEP/ge+EPHEcC/7eRiE1/TFQcB0dc+8PUI+MR9Ar52tf97c+S8qBwkihTahGiOUgMVHUWpBTS+tBD1Mw+AX91TI3SUlVF3j33kHHxRXS89A/827bhWbUa66hR5N5+G61/+QvuVasAcEyZQtGTT5Jz040MePABGq+5hurjjqfkpX+Qd/fdpJx+GuZB/RUKLIMHMXTzJgoe/xvm8nIsQ4cSqK7GtXAh4d5e9hw7k6BTiPZBvR/Xq29hnDAKNA1damofkcIyehSDN6wn3B1nDaLXox84kPwHt5F/3xZ0ScmYBpZiv/AMbF4LpsxczAOKUVsiE3cmE6FUE/6KNEwVFSTPmkXOHXdgGz6279klsHMnrgUL6Pn0U9oefYykY48hKbsckm19pAvb5CMJtbeL5UoESlCFsErLBCOh5maSTjgB9JF4NBBAl57eF5uZSkuxHXYYtjGj0bxeVI9URZOSAjodgR07+x1D36ZNBBv303bvPaQdNxHX/PmEnB0UHGPGnBYEFNSgHp1Bw+fOgKCKJdVPyoAOime2YssMoDeq+Hv0ZAzTQelkyBsrRQBhn5ARKmZJPB+NaydeQb+UlzVDcgQZcd9v9PwNuCB3uKhg9CESL2YNFWXR3gPIGPUr+VbRQnQ9LSxWreGI3Wc/Oxgk3o1XuFFD0nc0d6Cp8pdSCFvejNi7RIolLKmyH1G0xdmDlk6PLU8rlTzLmPMlr2HPjh2PhtUw41ZwtUhhTOsWyRe9eS48eSQ8Og52RwouvJ1CFokWkySQwE8AxaRHn2Ki57N9tDyyFuvgdByT8jGXp0ZUOxyE2rz4tjoj9iOAWc5vx+F5ZJxbiSHTAhqYqzJwTCnAXJlGxoXDSD+lPG5DB2xYA+fTm+l6dw/BvT2knFhGyuRCFJNcm46jCrFPzkdJMWIqSqLnyzo0byxXFNjTRde7e1AcRjpf24l7eROdH+yBYNy9IqL00fNpLfp0CyiQfsZgcq8YQ+YFw8Aq29J8Ydoe29C3mqpX6dK6CDa6I8dI+jGWJkuFgqe/9UzQ6SPU5UOfaqbz/T003fMNtrE5ZJxbiaZqeJ6vw9/Vy97VqzDbbBQWVqIPGVB0Otrr9/HVC09RvXYVj15wBqs+eBuj2cK08y5i7AknM+fqG9AbDJhsdgwmuS8WDR+FGpJ42edxs+bj90jLG0BSRhbL3vgHXzz7BM76fXQ0NbDw6ccorBzOpNPPJrOoBDUYVf5VqJpxDK/dci3L33yFMcefzMTTz4l8JF+WFvkdm3j6OZz2hzsxWaz88rFn+fXTr7DsrZfxdHUx/KiZuLs6qZw8DaPZTNf+ZtbOew+dTs+AwUNJysyicNjw7z0Px6dNZrCj6nvbJZBAAgkkkEACCfxU+LfaryDStVE8qGla6JAtAU3TQoqiPAS8HFn0YySX/28hreSfX0fTYP71Yt1RMA5at0PJEbHPx10krzWL4R8nw9xnoGpu7PPMQTDuYlEviEfxRFHLyB0hE/6ZccmRtS9KpdXoc+GzP8CAw2DCpTDh1/DNU+KnXLcMRp8Npz4dW2/Tm7D0zzKmcReJssGKx6B9Nxx9m5Ak3jhHCALxk+xGuxBQDrsANr4O710ikqhJudK2ZYsQQ0J+qVxxtwghoXG1WJgUjoMFN8Ks+yTp8ea5cpyyq2TdaLLG0wmb34amjWITYrRD6ZFQ/aUkUXoaYd7vhWAS6IltA0RZYtuHUiFkTZWkSDTJAyKlOvx0OT4g4w75Yq/edtjxkcihOnLEGqenGVAjZJx4exQAnSSg9m+CprUweLas5+kQVZKAT5I3gV4Zh2KIVR6BJJmCHumzZCps/4iYAjUypsbVkkhLKRGSyc75onTRNwRFjksoTgFFC4MWSSZ174uQVw4Ye8c+ka/Vm/sfo++EJrY7yfnQtE6IPbZ0SVSFQ0I46ogmfyPbM1hFjldXJxYoAL4O+bzwcEnUKYgqSvvO/lK+akCSbzvnR/bVIFZGIS98cJkko1ML5RoBSeQteVAS2NNugsX3y7LBs8SWpvpLsXf5/Hbxbr5spYw/gQR+Ihj0Ol771QRW1jjp8QXJsBv59dQyqttcTH9wESFV49Kppfx9sZCNThmVzwcbmxhfks69c4fzxuo6Gjp9DMlxsL3ZRSCk8tR5hzEwy4Gqyr0j3WbEbNSj1yk0dMaup+o2D2aDgj+kkZ0kBIwbjxvC7tZeqgYkc+Jjy0mzGXH5Q9z76U5MeoVgWOu7axh1YDfp0SngdAfY2tRfwrqh00deipn93X5eWllPus3A8cPzaOz0cMwjS8hLsXBkWTorajr6lM3T7CacEUUQT1AWHluZzfABKZw2toD3NzRx36c7KcuyU93mJsNu5O75UtF5/azB9HhD7O/2oovz6T16aA6fbW2h1eXntCdWMLY4laV7nDx/4TjKMh08ubiaDfWdON0BKoAvd7YSVqG6rZc2l5+fTyhi4fYWUqwGurwB6jtjc5GHl6axvKaDT7fs5+MrJnP1G+vZsd9FklnP3nY3LT1+1tV10u0NkZtsxh9S6fRI0u311Q38ZnoZZoOOK4+q4Pp3NmEy6FAUmDEkm7wUCwu3tVDXEZtAWLi9BWevn+mDs3l3XQNHD81m8qAshuYmEwyr/O2c0exzeliwdT/BTSqtLj+a1n/iIxhWmfnIEsaXpnPv3BH/wlmbQBQlN8xTEMuVf5bQEYUdeLHkhnkjau+dfbAZqh+K+PJol6bFP6x9Jw6c3U06aKsYeoCLv6f/h4CofECpoigDNE1r/I72CfzfRyI2/TGhM8RI0f8MOqth75diR5gWUTKIPvMaLDA4oiC57V1o2wJHXBcjhwPJM2eCqmEcEFMPVHQ6Uk45Gf+u3ZS88TqhdieWIYMBCDY10/X6G6huDzqHg9YHHiDnxhuxjhiBdcQI2p98inBHB4HGBlLnnkrq3FP7+m24+mpCVo3UG64kNbmUjhdepLNtB+1HOih77RUaL7uC6pmzxEbFGFEl0ykEj65k4P1/w2xMpv7SX+NetgyMRkylAwnU1GAqLkLT6wk1NKB5PGg9PSgRazTPsmX0PvYznPq1TJ33DvouL3vP+hmGoiK0nh5CnZ0ESlPQewP4G/bQ/vcnULvkFmodNQrvzp3glWes3q+/xrd+AxgNaOEw1sPH4V8h5BbP10vBaMTvdKLPzCTc3k7ms9vwFdnxjEpHP24YhsyMPssZLBbUjtikvuvTT/H8/ByCrW3oMzPBYCC8fz+0t8eIIPEwGrGOGU2O/WV0H+5AbSnDkJuLP6mMARf2UPdqM0qwC9XnJbWwmVDYRu5IJ2GvDr1FRTEaQNOwpodgxBxRMO0rndfEMmX3pzDuElj7vMRqK59A+IURRFUcO2KEoD6VS5C4OfNAwSnAtR+6Iuv2xaZxdqSHwsDp0LBGrEJtGaIkqobBninKHvHQG4XEMXCa5GWit6euWlHK9LskdnTkQ3op/D/2zjs8jups+7+Z2d606pJly3KVe6+4gOnG9GIIIdSYhBpCCBBCCAkBEkoIgUDoLWCKgRgwGDAuuPciy7Zky+q9rba3mfn+OCutZJsEEsj75nv3vi5d2p09c2bm7MzsPM+5n/uuXptct9sSVpKSuQd7jsjHdFbCeE30kT5QxJwgcjH12yCtH0y5Gra9INrO+gnUbhH5nHAX/HmiUJW8u0X0n0IK/yGYC13k3TqFruVVqL4osstE2hmD8K6uwbeiFmwK1gnZwmrELGMsdBGt6MI+Mx9LcQYdb5dhnZKHb3kV0QoPkg7Zl4vJ+XCZuJcpmRZQddSuSN9UWlwHswIRFYPbjJJhwXV6EaY8O/6NDYT2tIFZJur1EW8LHbXvSj87klHkvEL72yHU93FVMivoUY1opchBWcdnogViBPa00PlGGbZpuYRK24VaR7fspEUijkp6o1DMRJawzylAtio4ZhTQ9nwJ0SovssuI5ouBQaLtaaEcm37hMFrXl3Pg8CqmhC/EAUiyhG1SDid5L6VM38mzN1zFae4rCLqDDPzRLMo2rmXHJx/g7+xAkiV87a2019Ww7cP3GTlnHoe2bmL2JT9g5UvP4MzKJujtoqZkF4rJhBqPkzWgkPJN6zj39nuYevYFvHnvnXQ1N2J1utj92SeosSiHtm0mGgwwZt4p7F31uTguXeft397FpPlno8Zj9B85iiX330NaTh7e1mbGzDsFSVYo+WI5BzdvIGfgIGLRCCVffEZ6fgHjTz6DklWfUjR+MpPmn03WgIEEuzyc8/NfEfb7+OKFp2mqKCcWCiWL7RKoD9XwWcv7nJxzNgOsg/7VUzeFFFJIIYUUUkjhO8V3TeroXZK56muu07vdPy/pTCGJ5n1CccLs6LtckuCHK4Qdxxe/ge0vw/Wbhf1JbzjzRcDebV/RDVlZ/T4AACAASURBVLNTeKseiZAHnpwqFC4ueb3vZ5e9C3+dDS8vEOSFiFckEYrnw/RrhepIzmihqrD6QWHbYssS79vKYdmtYjJ83i/FJPnHPxfqH2aXaBf1iwn5eEgk+fLGiiqUF08X/rLjvwf1O0RfT81MVsZ0W4iACNoUk0ismFzCwmXtHwW5Q9dEIiR/rEi42HIEKUNNTKClDxT7FwskEyMgEjXWLDE2IJIqueNgeiK5VL9d9Gu0QOEMGHcJLL9DSLCOvRCm/UiQWJDgjEfggxsFeaIbm58TCauIL6FqkUgkBZpFVU+fuQ0NWksFSaVqLZQtEwSLYLsgI1gzEn0nAhm9VyWcLRM8iaLZnLHQ0LtIsbcNuQ6RLgh1HZuA0VEllCtayxNkDvUID2HEd9m7PwAt0pcQ040jiSeQPG6DVSh1+JvEMmtGglChiOq4SGK+yGhLVjbFQ8fYhiyCu9pNop/8CUe36TdJXFeD5sG6R0Q7R15SsWTqtbDjFXFuaXFB/omFxHuDCdY+KuyTwl74y3Sh+nLdBrHuZ78SSTflaCnLFFL4T8AfjvP96QOZ98ga0qwGVFUnrumM6efivR31ZNiMuG1G/r6rgXH90zh9TC5nPbGOuKajajpOs4IkwaHWAOsOtVHTHuTdnfU8dekErnhpKyPSrbx4xVTO+cs6LAaF6o4gVqNCMKqSYTNy5XEDWfjXjRxq9aHIMu/8aCYmRSLDbqIrQUJIsxpp9UdRJJHnimlw25ISphal88eF4znrifV4QjF+MLOQ1zbWoAONXeL+ZFAkfBGVW97axTkT+hFVNWrag1S0BvqMQzehoxsSsGJfC5/ta+GNLbU0d4UZmedkUqE7YUMj7r/ZDhOXTC1EkiT+8MkBThqZnJse3S+N208r5suDreyu7eLkUbkcbguw6JVt7P71qViMCk3eMJkOE3OHZzF7aCb3f3yAH766jYbOEGajjD+iYpAl/rhwPLe+vZvEHBAbKjowKjJ/39VAszfM9mqPUF7xhQlExL51hcT9My/Nyq5aD/3dVvLSLGyr7qTDH+HpyyazeEs1+xq9zB6aRY7TwvkT+1Pe7KMzEOWkkbnEVQ2DIvPgsn00+yKk2wT55alVFby8oZrdvz6Vx1cc5LEV5TzxvYm8tL4KSRKFpXOG9ZW4lSWJXJeFDHvqfvct4AS+vuXKV2EMcDyw+t/oo/dD6NFZ7q/GkW0dx2yVxJu6rnv+SZt1iAel7jLtUUCK1PF/G6nY9D8FLS7Iyq5+R3+WPQomXiOKFdbcJ2K76Tcd3c6ZL2ItuW/KwjZ5MrbJk49q7lmyhKZf3UPB44/jOi1pBWoePIiCRx+l/tZbQVMJbtqM7/PPkWQZ89ChFL3xOtHqaixDh+JbsYLQrl1k33orqsdDtKoaj9ZI0+LfMWbE5RQ88jCew4upqPsE/rQUUzCMkpZGPBrtsRkxhWRypp+PfriRA5eeiOPEedimTiVYWop/5Up8n3yCniBddJMftLY2HGcuwP/RMiS7HVcNGI0ZVF13PJjNEIlgHjKEaDiMBNiaNfSugHDN9PsxDBhAvLGRUElJkoQBhHfuwjSimHBFOboCkY1bcC9ahMHppPOVV1Db2zHk5aFkZ2OfMQPHKSfTcOvPsDQ1MWDxY3iXLQNAzsjANmM6/o8/SQ54PI7n7XeENYuu9+FXSC4Xemdn3y8oFsO/chWd515IVmw57rQd1Jek413vpbXBS/ZFx5Elv4u33oIjL4ymBogHZfS0AWjBdgxqgNr1bgqvmY68ezHYsogFOwg2WUnLS1hrKkbY/TdB6DA6EjFgL4WMSEAQLQ73uqwt7qRaJEDbvqPPxWgQsoZAS+IzxSSUL45F7OjuTzEnt5M9WsTlRptYr7fiRU+eIUEaObxK5CJAxJu6LgpHxAIw2/oSOiRFHFM8JIpbon5w9hNKoCAKQYpmw4FlCeUbKRGb+iGtvyC4KOtFnF32iVCivPRtOPU+iIZEbsKZnyJ0pPA/Aj2moqSZUP1R6n+xDgwSckKx0D4xh8D6Rgw5VrRgnFidD/NgFxgkGn6zAVSQLAaUDAtqR5hIZRehg53EGvzoERXniQPwrawlbcEgdAm8q2pQzAbUzm51HRXzkDRUb5SWp3cRq/XjmFOAbDOADLLbjNYcQovEj6pRUusCBOoCuE4vwtjfSfvhEuQ0k7hne6PoXYnr3SRDVCNyyEtodzuWhGVMcHtzHz4aAGEdM71iJk3H/4VQrwyXe4hWebFNziFc2ZW4d4hm1kk5mIe4Ce8Ks69pA0Wm48hCKJXYJmST6RpFfM12XFoOxinpfPL6owx9fhcjZ58gjiUew+5OZ9KC82g6fIimg2W89+C91B8oRU78hlmdLkbOOoEtS99BjYoYuq26CsVg5O8P/Zbxp55BV3MjGf3609FQh9nuQI3HiAYDGMxm2uvEcQyZMoOqPTvQ4iojZh9P3uBhvP7Ln6HF44ycM4/6A6XMvuRyFv/qNmxpblxZwla0ueIgG5e8AYDZ7iAS8PPhHx9gwmlnctLVP+bNX9+OpmmMnD2PXZ+J3zW7O530/L7W0kbZiM3gwCilYtMUUkghhRRSSOF/L75rbeu0xH8daPqa6zSTlANI+ydt/+8h2AEdvTyE1/0JXlogCB1PHydUMY6FvDGCiDDlGjjpHmELcSSyh8NVH0P/KV9vX8wuoegRbAd/a9/PbBkw80ZBZvhpqUhqLL5E2JO8craQAlWj8OwJsONV+OAn8IdCYfGixSCrGDb8WViHOHJh4GxhR9GyTxAnRpyVUE2QEomRTnj3GmHNEmwVCY22MnoimQHTxetYYtLOaIXGnUIZw2CByjXCwiXQLJIoGYMFeWL3m4lxb+lr3VGxSihumBOTdZnDk2MaDwFxIf0K0LxHkCKceYIg4GsQyZOyj2H1A3CJCD7Y/pJ4nzFE7OvOv3EUOivF8SomMfEPwicXjiB0dEMS5IKOw8LmRNcE2WHkOYK8oMXE+oOO7yU964eIH0x2kfBpOyBUR9D7ys2ii++/m6iga4mEU8JDGFkk1Jr3JgkdSELZ45iEhSMKg7uJFEZ7YrsKKMfgoXUfd7eKhmwSyzxViQZqsioLBKGj2xJFPmI/XP1h1LlCmpeEykha30APo13YqCxaKZJe3fvgbxL9DT5RKOHcuBWu/iRxrkeEaochQSJSI2IM4iGxP18+LPrprBbnfMs+qN18jDFKIYXvFrquc/3rO/jTinJ0wBdRmTUsiztPH8Gofi5yXBZMBgW3zYQOVLcHeOzzgwSiKpG4hizp5LisfHDjbD67ZQ73LC3ltx+V8uHuBi5/cSsD0m0sGJNPvSfEbacWU9keRNNhVL6LMQUuOoIx7v2glC1VHdhMBh66cCyPf3GQqKrT0BVibH/huZvtNJNpN6HpML5/GmMLxPLtVZ2c9OgaPKEYxblO7jtnLDeeKO7NEnDziUMpcFvRE0yIdJuRuKqzYGwehmPkqodk2xmeY6dfmqgQlhLWMRk2IxpQ2xlkxYEWVB3CMQ0J+MMF42j2hfn9Jwc4ZVQuD5yflHV9aPkBbluyhw92NzKx0I1JkWn0hBma7cBuNvD4JRMYmeeiwRNmf6OXRXOHcOm0Qqrbg6i6jj+iYjMpdAZj3PLW7j5qwToQVcUkQEl9F0ZFoskbpijLzp8umcjFU8S9bFyBi121YvKi2Rfm9DF5mA0yi7fWUdnq54W1lcRUnW1Vnfzth9NZMC6fvDQLMVXnk71NvLC+kkPNfryRONMHZfLDOYOQAKtJ5p4zRXXriSNyuHR6IXOHZ/PowvEYZImiTBtZzt6/IaDIEouvncHtpx9BMk3hX8H1/0v6MfZ6/Q9VEI7AkW2Nx2yVxPp/1qGu6yGgt1b8vyApkML/Z0jFpt82Ai1CCRHEhPH256ByFVStgS1PiNjlSEhywqLQIFQ5Bp987L4HzITxPziK1PFVsE+fjvv02VjTvUd/Nus43AsXknHVVQxbv462vzxF47330nDXL2l75lkso0bh++IL6m79Ge0vvkTVZZdx8LhZqG1t2BrjuJ/bRd0tPyWwaRNDbHMo+M1OtFU7UD1doGkYchN8H1lGj0aJd3VRtfBiCIcJbtxEcPNm8PvRPB5klwslMxPZ4eghYBjy8giuWo193jz0QADtocWY718q+oxEMBQNJFRaitptweLxEZrZn3CRA+Iq8ZYWiMcx9hMkGsv48T3KIdFDFcgxHfMkoYjV8eLzyEYjjpNPBklC7ewkUlKC96OPUFtbcZ65AKIxqi/7QZJ00tFBYMOGo8bV+/nnyHY75uHDMQ3MwTmxAAxKH0KHZO71269ptL27jsqPrARCw8TYDZuAc9pIojtX01FmR80cj549EsWkY7RrmNVqjPn90GQbSloO5X/YgxqTINjGlnFziA6yEgmYAV3Yd8bCIt6N+QWhQ1KSNidaFKrW9T2Ir0NW0CJJQodsFCQHAIvr6LbdBJHuYgfJKAgdkFTBVHsRh4Mt9KTlJDlJ6AAonAX5k0TRBUDB5L65IICckXD+s3D5Bwk7GCCQsCC058HURYLU8YsaOOvPSRVQV0Gyr9YD4jqLBUXxxeoHxPJNfxEKmHveEgUKKaTwH0ZofweepRVEKsR1JVkN2Gfk45jVT1hxmGWMBQ40fwxdg8ihLgI7ehEiTBLmYW5ybp6IY04B7S/sxb+hAf/GRnwrazEVuTDk2rAMdmMZkIbaIRQ7bDPzwGkgUtGFb309sVo/tgnZmIe5CZd1ggbGDEsPr0t2GFHSzSBLmIvddAeW3tW1tD8vVHkcs/qRe8MEDHmJQjOLgnuByBlqwRiKS5BXJLOCUngMbrMCcpoJ8+gMUKRkiaZRJlolfveCO1rQuqKCTR/XMeTZcJ9WRGBTI45DVi5YdA/FM2YDIu5vfWY3gdV11OzbxfRzL+JwyTbGuucyetQJDJkynWnnXkQ4EMDX3kago53z7/g1Gf3603ioDEmS0VQVe3oGrdWVbFn6DtIR+To1YcWyf+1qHBmZdDTU0X/kGC5/+AlMNjEOjvQsGg8KtcuWqgrmfO8KdE1l2Z8fRtd1mg6VocZjKAYjC+95ALs7HasrjWCXh8+eeZKWqgra62qRDQZGzJlH/nARV/YfMYZxJ58OwMTTz2LS6Wcx4/yFjJx9AgazmcGTpx81xDnmfC4uuIY8S8FRn6WQQgoppJBCCin8b8F3TeronjHV9CM1t78Cuq5rJMsdvmslkf8+LLlKKE/EEuoNvkYRjDvzhP3IuIv/8fr542DOz449Of5NIcuQO0YQKdoPHf35zOth2iKhKjHjejj3aZFgqN2SSLDI4MgRSYbqtYJUkD8RJnwfJl8h+ih9H96+IlmdcvI98It6OOMhmHEDnPJbkYBQozD05ETSL0GT7z9DJHH6TUgmOAqmgDlNTMxnDoW0QjjrT0crTOgJa45uT1uLWySHQPzXVZEMifggb7w41rZuL9vE2HbVgiVdvA52woGPBBEEXVjWuAoEuaI7KSQpQkbWUwNjFyb2WU543wL9p4n9UqNif7vqhErKqHPF57YsoXgCYOquDNfFOCMJOVkQydfmUkGOQRKWPFd8APPuFoQS2SQsUaKBBAmm16Wr9PL9HXsRVG8U32VvNRF0UZXXnSCTDUniCQlvbLVvBfw/hJ4gQaAesR0SY9NdFpaA1t231Is8csStrlupRJZJzhtJQmmj9D1hdYMuyCDly/uuGw/BpwnyVEFChTtntFDJcWTD4ZXw3Dz44CbxfY+7GEYsEMon7kKwZye3142hp4j/rgJx/ptdiXMlhRS+e5TUeXhq1SGavWHKm/08ctE4rpol5EbnFWdz4eQBvLKxire31VHW5KPZGyY/zcITl0zAE4p328QDoOqCSLDuUBvnPCmS5tG4+EmfPzaPqvYgf/i0jPOe2sCfVhxkxqAMphWls7W6k5J6L7IEh9uEko4/HGf1gVbe3ynu/6pKj62KyaBw94KRbL7rJBYvmkF9ZwgJ8fAQT0jU1nuCPL36EOVNPgZn2dGBfY1efnP2aEYXpHHmuDze31nPFTMH8vfdjcR73epOGZnDhzfOpl+alYMtATqDUYwGGVUXd8RmbxhFgiHZDgZl2RmYIZJSOnD1K9uwmwy8cMUU7jtnDFajgqrp7KzpZNYQQZ67aEp/7jpjJG2+CIosceGU/njDMTZUtPPJXjHP6AuLOe77zxvDnfOLe+4YwajKDfOGoMhCpcRlMfD6D6cxKj85seCPqDgsBn5y0jBevGIqZ0/oxyXTBnLckEzCMRWjImExyqiazuItNdx79iiMisS1r20nzSp+w3yROLUJu5XTRudhNck4zArPrD7M91/YSCCisrOmk0VzBpNmNaLrEiMT+7C9poN15a08ubKcs8blU37/Gaz++TyyHMmJnXpPCH/km8z5p/BVKLpzmQs471vq7vxEf/8qekveWL6y1dE4sm3gmK2S+LoT8r37sX1lqxT+ryAVm36biHhh0+Nw4O/iva4Lsn+kSzwbDzguGed8FfpNEXaR3wJMhYXkf28cxmjFUZ8paWnk//Y3WEePRvV46PfII+TecQehHTsIlYgYSTIaMWRlYRo8mPCu3chuN/YTTiDziiuxjBoNkkTDbT+n449PYGqJgK5TtOQdhqz4nILHHiPtgvPJvHYRqCpqYyO2qVMB0LxeMJsxDBoEBgOGnBzU9nYkpxPZ7UZ2OFDcboz9+pH14x9jndTX5UfJzSVeVY00MBfVIhPNMGMeNQrbrjZMzUEwGNCjEXQgVltL5nXXYUhP71EO0YziCUJq9RJ3GokXOPB+9hneZcsw5OWhRyKYiosx5OVhmzoVyxBRyKCHQnQ89zym4cMxDR+O7ukCWUYpLARJwjx+HHokghaLEa2rI1rThuuCKzBki9jVccYZmEeORI/Hk3GhrqNYNFTVgmdrCwCB1WtxDgiSVuilq9aB4YTrUa5fA6POIyLloytm5I5yFAKY5Hpkk0wsDJEuhYzWDjLD7RitUZjyQyhdImLHUMJOE0m8z+0lZHXkpR/qrSjyNeIvkz2paNlb4QP5iAKI7u0ligv+0bUgScL2Vdd6xfEyVK+Dxh1JZcv6bfSJfZWEzeyOl0V+J22AiL1HLBDxtxaFdY/B4+OhpQz6jYdBc2HIiSK/kj9e9GO0i+KD7rh/YiIXM/JskT+xpNEndk0hhe8IWlQldKAd/8YGdE1HNiu4LxiGMd8OikT6uUPRuiIEd7XgX98AEY1IuQfniQOwT0rkzY6wUYke8hDY0YzvM3HdSkYFPRrHPNxNtMpL+4ultPx5J1o0jnGAA0OOjeCGJvCJOEVtEYSmaEuQrmWVPUoekf2diEIgMBU4ybp2HPl3TcMxLZ+ewDKs9lw60YYAnk8qMebaej6THUYccwow9neiZFrRAjEM+TbUSj+94Ty9iLw7pqIFYkQOekQQaEo8ksQ0sQ27AUOWFdNAJ5JL5LjiTUHaFx/AeXx/Mi8bSf7s0WiaRsDTiae5EfMQN6aIiXOvv5ui8ZNobD9IbtZgBk6diK+tlb2rVlC/f6/oKxrB6nRx6f1/JG/IcPQEAS3Q2cHUsy8UQ6/GmXDqAk6+9iZkRUE2iH2MhoLkDS1m7vev4qJ77seVmc3UM89n6NSZ+NtbkRQFWVHwtbUSC4fpP3IMnsYG3nvw17gSvyn7164k7BfjMnquICVmDijktTt+wvq3XkOLx9FVjXHzTkWSZaKREBn9CtB1nYrtW9m3dhWHd2zjjJtu4yevvsup197YZ4zb62q+yamaQgoppJBCCimk8D+GVGLqvwnxiPAdLjxOVE0074MLX4D5fxCfn3rft7s9b6MgAgw/7avbzLwBRp0jVAi68dc5YlL/0rfE++dOFNUlNySIFbNvAUMi4fHjdXDwczH5ftErotrl/R8L0sHtlUK211MNO18XBJaMoWJif/ElMP3HMPA4oV6y/jGRoDnnKWFnEuqE5t1JFQdJFsmLi14RljG+BkFqWPMg/Hi9SJ5EfSIRoydkSeO9qlEu/xCenSNez/25UIHY/Ix437RbyJJOugI8tWJSHwQhIKMIGjoT1h+SSMScdK+wwbFnQ+s+QWyxZSVIFsDIs4QNTsnbgCYsOizpQgkCPSnNOuH7kDkMPr87aauy/nFBQDn+DkH22fchXP53oXrxwU30EF46DgniQDQgyCiPDBfkkG5/4d5VQlocJl8jFEd0kgoadVuFv3APpOT/aDA59locTrgd1vy+b+XRsWCwQTzYd5nZ1ZfM4R4EnkTVX6Dl6IqmHvQaq7QCQbLp2Y6lr+xtd/s+kASxIh4mqSWcsH9p3S/OI0MiIG8pFQnpE+6EL34HXTXivH7v2oTihgQn/AKK5og+Xz5btMkbL8hIxyUCSsUA5/5FWAh128WkkMJ3iM/3NbPo1W2AqNZ57IuDDM9xsPTG2by8oZJdNR5OHZVLc5e4BmOqTrbTzPLSZn5+WjG/P38sd75XglkBXZKJxjVUTWd1WQtRVSfNotAVjjOuv4sLJvVnVJ6Lx1ceIhLXqO0M0eAJkWY1UphhpcETIt7rUvaEYryysRqHWSEWVxmR76S8yUdc09lV62FXrYdcp4kXrpyGPxzruYKPG5rBukMdBCIqj31eTlTVOW10LrOHZXHX/BE8uaqCkvouajuCdIXirD3Yis0kE4xqTBuUzpbKTkrquzjnL+vQEySOk0fmcvHUAfz+4/3sbfTRFohx4aQCNh7uoN4jfiscZoX+6VbSrCbyXBYGZNj47Yf7eH1zFTedOJxHPivjVwtGMXlgOt+bOoAcl4WbTx7OFbOKWPTqdt7cWkNFSwAJMCpw3fEJhRFJ4ov9LT12ysV5DmYMymTdwTZ213Wh6zBraDb3n2fg0uc2EUoohjx+8USmDsrg3L+sZ0CGhdNH55PpMLGhop1cl5m5w7IZnGVnWK6TKUXp1HWG2FrVyZbKDkwGGVmCOQ+t4sTibFaVtWJQJIbl2PGG49QlSDROi4FIXMNkkGnxRXhu7WEeu3gC7+9ooKYzxHNrq9hY0cFT359MYWZyPv2al7eysqyFk0bk8PwVU7+7E/z/DvrztWaivhYUoAA4utT966F3FvqbkCiObOs/ZqskvgE7tAepGakUUvg2EfVD9hhhNbnzJfF/zp3Jz4vP+na356kSpHvHP3DBmbyoz6R9qLSU6h9cTv5vfkPaWWcS3LaN6st+QPZPf0raGfMZ/NGHdLNTHXPnMmzlFzTd/wCOE04g97afEauvp/bGm8i6dhH2OXMJbt6ElJlO+OBBUGRkmw3/ylW0v/gi/Z98gqAljHndWjzvLGHYxg20/fUZOl95BVSVeKWIX2SbDWSZvF/cieJ2U3PlVUTKykDXabr7btyXfZ/Qrl2gaUgOB2p7G0pODrVn2Ml7AmyFg3GfeT7Nv/sdClC8ewerVtyMVNVK/hP7qd76Dq5TTiVz+CLa330Lqd2LblCIVddgyc8jXlOPNNCO7veDy4X7kovxvPkWhpwcIgcOYBkxUoyJpoEkkX/vr2m4I/G9ahpqYyOmoUOJ7ClJ2K5I6LJM0ZuLqbv5J8SbmkBRCKxcjqOfjpZfQM4vfkHHa6+BGqfotdcon3eiyDUkttPxZR2x+FC0rk7Mm+/Ct/FJHIOdWGgEyYKmipBPjSioEZ341LuQKldS3LoXWdfRTQ5RDNKN3nabKNBa1usk0WHmTbDxiWOcQEcqXx7DXqW3YoXFLWJ1dNFOjYi4Pdx5dIzqb+m1f/akgiiS6KdFTJwS9SWWH7FdW7ZQJNVi9PycmRwQCsOqB4Xao8UtYu9978OMG0Uu4uPbRNuPbgFrurCOnbpIFLjM+wWsvA+2PCvajDpP5ExGzBfvs4fDoi+ESmnEJyxkU0jhO0TnO+WE9raJVE4oju+zatLOGozjuH6ED3QQqewi3hlGCySJ4Vo4Rmh/BznXjUf1RgmXtounWR30YBzdZiC4qxVkCclqQAvEsI7OxHlqEZ4l5URrfKBB9LB49DUNTgOPJIgZ3ZehBPGGgMigGyRwGJB1SahiAOEDHYQPdOA4vj9qINbnmOQMM1p7hGiVF80jCCH2mfkYsm1Yhrjxra4lVh+g21NTMio921QyhXWMb3kV/lW1CbKIjvuswchuMx1vHoCYDhGN9POG0flmGbSKe5SSZUWSJcxD3Mg2I5ZRGfz1x5eTXVhELBKhpfowV171RyRZot/MkUiyzIWPPEi4vJPWv+1l6dbHCcYEcS174GAKRgpyXMjnpbVa/J4pJjP9hhUz4bQz2PLBEtA0YrEo4086jc66GrZ/LBSn3Hn5nH7dLbTWVPLcDdcw/fyFmG12fO2txGNRimfOQTYYyBxQyOCJUxk553jWLX6N6j07iUXFmHW1NvPKz29AMRjpahF5SLvbTdjnJeAR5DyzzYo9PQN0aKmswNfRjt2dTk3JLnRd44M/PsCsiy9j4mlnYU4ohXhbW3j19puIBAMs+MntjDhu7r91DqeQQgoppJBCCil810iROv6bsPR6KFkiFDk6KqF+u7By+LYr+nctFtYl+z+C9oNw4zbIGnbstpLUl9Dx5veFgsSAXlJ2038kJtGb9wlbkyOTARUr4fBqQYzQ4kKpItAmbFlm3wI7X4P9CfnZxZeIBERHFez7AD65Q1S9nPO0mDyv3yrGBGDWrYJYMPc2UbES9cPDQ5IEAcUstvfiaSKBUfK2WNdog87Dgjwz6hwYNEf40hZMFQoTg4+HN58TPtDxqCCItB8Sqhk1CVlaSRHbDrSL9/Xb6FHomPNT0f/O1+HQSnjt/CShI3eM2K/licSZZBDJIS0mkkP2XGERo5gFKcTXKNr1ThiFPYJwYnGBPVNIzG57MSm1KjoW1XWu/mKZvxm2PANpAwXZwGATkrXdKH0fwkeQIDy1JKNcWRAStKg4zlB7sl3RXEFIGj4fypYlt38UiYKjCR0giBu9kdYvYa2SWD+tuGpqMAAAIABJREFUULzPHiVIMiASWrqW9FAOJXyNuxVZ4sGE8kqiekuNwqQrBTmjszrZv8EqxqfbvsVoA7NDfOe+ZlG51H0srfsFiaMb/iYhVSsZxDX05CSo/FJYHM28XhCR5twKo8+Fve+Kz854VBBr3rlKnFN3N6f8i1P4TjG2II0LJhUwYYAbRZaIqzoxTedAo4/KtiBDsx0snFrIuP5uLnx6Ay6rkWG5DtaUt/HgJwdwWowokigQUmQdi0FmwgA3B1t8qDoUZTnYXddFSZ2Xq17eJjRzEqf0gHQroZiKLEkMzXFS05FMkhtkegge/oi4p4diKhaTgo5GQsQCbzjOS+uriGpgNcocPzyb5aXNFGXaOG1MHs3eMBsPtdEVjvJpaTPzx+TzxpYa8lwW/OEYEtDkjSAnrrMDjT4kYNJANx+XNDMy30lZk48V+5tp8IQYlO1gb6NItpc2eLniuIE88lkZmqYzMNNOjsvMmrJWPKEY2U4zBkUiEtexGCWuPK6IA81etld3YlCS8iaRuMbuWg8DM2zMHppFjsvMowsnUO8J8fiKcgZk2KjtCNHPbcFqVChr8vPXLysoaxb7IctQ1xnkV0v3kukw09gVRtV0gtE4N7y+g5L6Lkrqu/i4REi25zjNNHsjvLO9DrtJIRLXsJoU/rhwPDaTge3VHQzNtlPXGSQcg5VlrRhkQejZlzj2O04vpjjXyQ9f3cZ1f9vOWz+aye8+2sclUwcQiassXjSdlQdaeHdHHQeb/Zz82Bp+PHcwb2yp5Q8XjKWqPUBhuo3zJvb/9k/q/5s4hkbzvwXnP2/ylWjr9douSZJT13XfV7ZO4sgS5rZjtkohhRT+92Dbs+LZeth8QcLvVhf8FqEFg7Q9/Vcy5g7A0LVTxGTTb/zqFQzJODPW0EDtDxehJJQwAMxDh+K+6EJs06cRLi/HMnz4UV14ly1DGdSf5v0vkqX2J1pTQ+eSJRiysnCcOI91L11NZmsrEnBw3olYBg8mXF5O4/I32Nt/D0N/eQF5hy+l/pafoifsSySLhYxrF2EeXkzaySeh6zqNVetouP0WbJogY0pWK5GKCtqfex7L6NGES0pQnE7ifj9qVxeDDPNxv3kbrrxhBHbtxjCgP/bZs/F9vgJLbQjzqEmotoNY9ncSafgA6cKrod1LNM+CuTUmiCWdYoIu3tAIkkT6ZZeRvvAi/GvXEW9ooOWdv9FyoguXQ8EQlEk7cwENd9xJvEPEgVJaGnpXF9HDh5HtdrR4HMJhZKeTcHk5sssFTU2gqugq+Ko00OoIbNxAtKwMx6mnEnz9XjJHhmhpFoSOjNEhrOkhfA1RYll5GLS9GPV6IiVOZIMDf72Mu9iIHvGRO6kL91gTtoo/QSyAFgddQcStveNIa3ovUofaiygBnHyviPfcA5OKG8eCbOxr4dmNPgqfOqT1F/Fzz7ZdIm535IMvoTbq7Cfix27kT4Ca9ck+Qh3gyBP7aXSIwoRZN0Plaji8JtGmU5A4or1i9MwhUNeetFS1ZSctjzY92Ustk2SeIn8i5I4UBR/Zw+GMh6HsE1EgsvBlQeZZ9jMR546/BPa8De9fCxMvg3P+8tXjlUIK3wJs47ORLAZs47LwLBP2QJLNQKi0HTRQrAbSrxlL1/IqfGtqMfZ3EO8ME28K4F1dQ7y1O56UekgS9ql5eD+pEqmfSBxiOqE97YRKO5BMSk9KyzImk/DedmSnUfC7jlU3FAfQIaiiSxKGHBvxluS9J94eJHJIFOeYhqShh1RiDX4MWVacZxbh/bASSZYSJBMwZlmJ1foxDXYRPexFsinEGwNIJhk9qqF6IkgmBcVhIt4ZxjjQSazah3dVLeYhachGBS0WB6NMpLwT88gMIvs7kCwK5kEugtubidaInJgkyxjNFurL9nHKopsIdnXiX9OA4jAimxK/VZJEpNVPrCnI4DFTaA/WM/6U+YyacyKVu7bTVHEQm9tNLBwiZ+Aggj4vtaV7WPXyc+LeAYQ8ndSW7mH/+jUoBgOKyUwsFKK1+jCfPfME/o42Vr74V3RNQ5IkZIOBsk3regiZ6xe/yoDR4zhl0Y20VB0Gv4/+I0ZTtXsH/o72nmPRNY2akt24cvI48eof09nYwM5PPqBo/GROvvYG6vbtxWJzoCgGrnjkSeoOlLJz+YdsePt1WqsO01FfR1ZhEen5/ZANBvoVj6LfsJQlaAoppJBCCimk8L8fKVLHfws8NZA9GpwbwFMvlBwyhnw3Fg2rHhBJg6gPjr9TkCi+LqxuKJwBCx5JLjvuJmgqgadnitcn3AXbXxb2HY5sUcVSOFNUgNRtEaod7kL48iHxYO/MF+9jQaHK0VIKI84SRI+8cVC8QBBAajf23ZfaTcIapm4rzLgJdr2WJDVIcsICRBeJkdL3BMFDNiTVHRr3wOkPCnLAo8XJBM6O10SCRlPFOiAsSzY9leg7oeaQOUwQBb74dVKatXkv1GyCrGJBJogFxGQ+kpi8by2Hlv3is36T4KKXhP1M4y6R/GncLfbdXQhre43xkTCYk3Yrn9zWa7ldEC+6E1RjLxLkAnEQCXKJ3pfQoZiOsOtJkBj03pVMWq/EWQJGhzi+6g1Q9WVyG2iJPgzgyAJ/41cfR+9tugogYxBUrYW8sYJUEeoUBAxrRl/527CHnpnjISdDxYpeViwKkJDl7V1BtfkpGDBD2ABpMSFJ250ANFiE1G6wHQomCDJNpAsOf5HcP6Pl2F7Dehx2vQ4TLoOp14hlA2eKcy69CNoroGw57P8QTvwVPDNXLD/nyRShI4XvHHlpFh5dOAGAlfvFpH9Fi5+HPj3Aa9dMozDDxqXPbeLSaYU8e/lkLn1+Cw0J1Y5PS5sxG2TSbCb+uHA8YwvSOOHhVXQEokwc4GZ5aTO767qQEzk1q1Gmf7qNQy1+zAaZS6cXouvw0KdlBCMxjIpELCFHEdcg12nmp6cOp8ETYt3BNnbUeBjfP43ddYlEmUEmFNNo84fJdZmZPyafa2YPYnddF55gDF2Hz0qbCUbVnmvJZTGwYGwur22qxWFSmDsskzUH2zl/QgEry1oIx1R04PjhOeyo9rC/0YdBlgjFNLbXeDjU4mf20CwMMqwubyP9QAvRhLxuuz9KVVuA204tJtsp1KgWTunPlsoOZgzOZEyBm3pPiGlFGYzpl9bzHeQ4LQxItxKIqiiKxPs765lUmM6+Ri+vbxaTBApQnO/szk2y/lB7j+RAVyjObW/vRkKiIN1KLK7S7ItyqNXHZ/uasBiF1cqcoTmcN6mAF76soMUXEfYxOXb21HlRNZ3r/raDnfecwpbKdjZUtGM1JIkngvQiNm6Q4boThrJ4c7X4Xk0Ki7fU0OaP8P3nN6NpOvecPYofzCgiElN5yVfF8cXZZDvN5KdZWHWghYrWAJ/eMpfivH+HO5BCL/wzVYtviq9DwvgqHDji/UBg79dYb2Cv1xpQ/m/sQwoppPBdQlMFIdxdJGKHtn2CXJ3xDWLGr4nwgQO0P/ccWaPPA2c6DF/w9Vc2GDBkZZJx1dU45swGQHG7yb/vPpoffpiOF15k0PvvgSQRLt2H+4LzUb1eDHm5mE87nrKG9bgOqwy9bz4Vdy+l43Un1pK9uIrGII1pQSqvR/N4CO7YgWXMaAIPPkvek5ejZLhp/N3jSKU1Pc8fWjTK3nEVmEwtuDeU0c80mo7Xn8Fe0olmkJHiGnokAppGvK6OeF0dkt1OvLGR8KgsumZnMmBXJe6Lb6L9pZdpe/JJALoWv4nW0Yn9YDkNxQZc8wvIeLcaxWGl7c9/FsPgEYSOtPvvIvTGUqKlpcQqKkCS6HztNbKuvgrJZARdJ3qgnK6rJ2PNs2I46KPr70t7hjP79p9jGTmS+p/dhtbRgXnsWEIbNyK7XEiyTNPdvzr6O9BkkHQcnUvInF1N9YetdAUNmNI1wcaw28ka3ohs0jHnOVGtIMc0fA1moqSRWVBH+mDERKqSSH0oWaAKdUmplwWgFteEEyskrVt7Q1KExcjnif109SKWyibxXUlKkhxyLEJH7/aZQ4TaZvVaKJwlCkycOYIwYstOFm1AshDD6BD5kh5CB8liEH9CATOaUPD44l6Ycg20HBAqGbFAktCRMVj0WbdZ5BzaD4pCiJ5iCEmQrALN9AxUd8zbuEvkO2Zcn7TuHTRXxKSxsCCo7H5TXONGiyB0jDxHtE8hhe8Y1jFZWMdkAUnFCs87B0k7ZwhZV49Bj2u0PruH9IXDUQNRglube9b1r6wDRcI8OI2Mi4sJHfLgeadcqFuYZVGFENORbAb0YBzZZUI2KcRDcSS7QtrpRcRag4T3tmPIsRJvDiaJHTqYh6djHplOvN5PpMaH2hIShAoAWQJdJ7y3A/ucfII7WnHPH0S4woPaFSYeiqF7Y6jt4Z72SpoJ00AXktNI9LAXY5GTeKewHbZMyCK0uxUiOhjANj0P32fVxOrEI7rmjxHa3YacacExNZfA5iaC+9uRErG0IcNCcGszittM2ulFPWM04bQF1JbuYcTsuciyQnhEJ5Kxr1VxpCDGO4cfZto5F9L88Zds/eA9JFlhzWsvEOjsQDEKstjwGbNZ99ZrABzcnLynHd65jdyhw5Fkmdwhw2ipriQSjlO5awedjfW4cvJQY1EmzT8bZ2YWK19+jrCvi8GTp1G5c5sga+zdzefPPckFv7yPV352Hb72vlzv3g56uYOGMv6U+bz9m7sACHq7aDl8kAPr11C9ZwdGs5Vzb/8Vo+aeRNPBMoxmC8Wzjqfki0+xu93s+uxjHOkZfO+3D32TUzWFFFJIIYUUUkjhfwz/CVKHDkiSJF3+Ddbpmcn8huuh6/qr36T9fwVay+Gp6clAfN970FkBXfVw6m+//e1d+SHEImIiP3PI11unZb+Q7TzlPrBliGX+ViFrOuw06DcRpl8nLD4OfQ6f/kIQIoacCAeWiUTDFR/CY6OTdh+ufFhyJcz6CdywRZAD3APh/R8JskdaoSAuNO/tq1Qx+jw46dcisdJ6ACq+EEogvUkIuiY8Z515gvQRCyPo+AZQE4FWzA/vLhJtjDaRBIr4YPuLoMb79jftWtj2vCCN2LIg0CSSK/Vbk8SP7u3uelNU3fRAE3Yp038Eh9cKMktHJTTsgPLPROLF7BSEgpk3wr6/i76PRMYwMb5NO6F2CyCJhE/II+w98scJtZTPf51YQRZ2Ld0wmBIysAnSQzfUKARa//H3313JJJsSah2J8UNO2Nkg9qcnKtYE8eTIfi3uI7yJewYOvHXib/CJwqJm2U9hwqUwYKY4n77KTqWrRlQ1DZwlKp26v19InjdGh9jf2k3JxFpvjDpH2NkE24U6y5EqI7JREDpcBSKJOP5SkQhr3AUhL6x9WLQrmi3UWBr3iMqwtY/C/g8EuWbatbD0BkHs8DfD4Hlinc3PCHLSBS98NySuFFIAVpe1cPu7JTx+8Xh+9s4eypt9zBmWTUmdhw0V7ZTUd1GYbuW2U4bz+pYaXBYDdZ0hAlGVZTfPYGiOky2VHRTnuYhrGstLRYLNYpRRNZ2nvjeR4jwXg7Ls3Pb2LpbsqOeh5WXs/NUpvLKxiq3VHnRdZ3S+k9KEGkS208Td75cQ1+CB88awv9HH7rou0m1GzptYwNqDrRxsCVBS10VHMMbizdWouk5HIEokrvHm5hqiMXEtGxUJp9lANK5yING/P6qy5qCo9gnG4nhCInkvSzA0x0GzVxD54lryeu8KxynKtCJJMoUZQRq94n6SZpYZU5DGF/ub+euaCrZVd3Dx1EJMisyuWg+bDncwpsBNgdvKRVMGEI6prNnfyh3v7uGlK6fy5KWT+GhPIx+ViCrOX/59L+MKXJxYnE19Z5Dr5g2jqSvEwWY/mq7T5ovQEYz10OS213QSU/U+IuFWo4GpRRlsruxA13WMikwoqrH+sJCnTbeb6J9uo74zzJnj83llQzWPrzjImvK2nu9BksBpUvAm1FLSrQYmDsxA13Xu+aCULIeJy2cM5PsvbMEgS8Q1HYtR5t4P9vHY5+V0hcT9f3+Tl42/OIkfzCwiHFO5/LgihuemCB3fIuoQP9zfxo9EHDjGbNjXRukR7yfx9Ugdk3q9rtZ1/RjSXSmk8K0gFZv+u6hcKf66UbtRPIcbbYK4/i3CNmkSAxe/AYMLwOYQ2/ga8CxZgur1MfjDDwFBqoiUl9O19AOyb74J12mnocdimAYOpOGOO/B9vgL77NnInr04h5nAqzMhPgm2LMPbX2PgG6/T8be3aHnoIYqX/h3ttcuJB/2oa3bT+dprWMdPILynBP3LXdRvWkd6dQO604DRF6ffk0/gmDqVSO1ifJ+vQHmmlH0LBxOa7KTgE5CR0B0WjNn5qI2N6OEw2O3ogQAYjUSLMzE1BIh8/iV1Q/9MOzVYM9PRPV6QZXyffoo5PQ33slrsuzqQgOyf/JTmu8QEl3rCKKQVe+l69nmkVj86oDoNqGlm9I4OmtYsJVZZJS4Mf5T+d++g+M0PQFXxLF1Kx0svg6LQ8fwLuOafjtbRAZKEecQwJLuZ4IrVYtAVGdTEU4iiYJ87F/PAgdC8C6fzY3Rk7BMH4T8YIe/xPyEbDDT+7n4qVwXJLO7APTJO69bDNFTlEAvIDL8hE9rr0CUDMnE0DTxVNozWCsgXFiSSrBOOZWAxdvTNbB1LZUNPxPrd8NYlX2tRkY84UlFUtoAW5ihoUaHSiARTrhbxfs16mHu7IEccZe2SeJaM+cGVJ/IFOaOhas3RcSckLUm3vXB0bCopcPrv4Y2LEn0e8XNpsAiVzIhX2JjKRqF+uvUFoSAS7oJlt4Jigdk/BZNNKHt6auCdq6H8E7joZaHi2Vkjji93DOSOFnHwu1cL+9DJVx693ymk8C2h892DoOvYZvcjuK4BtS2Ec3o+HW+XETncRdNDW7HPyMc6MYdwRSeSLKxQlBwr2deOA0DtDGHItxPY3gyRZL5QSTORdv4wLMUZoEg0/HYjekCl8++HcJ8xmPaXSlG7oiBLyC4jmicKCsS9ESJLD4MskbZgEF0fHkbrjGIosOOYkodnqSCbhfd3ogfitL20F+v4HLRgHHTwb0oWMxkyzYBE3BtB94l7VawqocLoNhE91CUIHYDsNKJ2RtBjmnga6SV6q7WHsU/LJ7S7DfPQNILbBLFLzjCjRFTU9jCejyuRDTLpFw2n+fAhKnduJ9jVhSM9A8uwdACi4RD+pTXEmgPk3jyJU390M5FgADUWJRzw8/GfH2bwxKkE0jPJKOhP3pBheNtaGDJ1Bt6WFlqrhaqKxeEk7PexfdlSosEAgU6Ro5MNBgrHjGPP5x/jbWnCmZmNMzOLso3rCPtEwYbNlUZaTi5WZxpqLErN3t1sencx0VCIkF+MjdFsQVNV1HgMo9WKJMsMmzaTQ1s2Un+glKIJk/G2NLHni09BkggFAgS9Xl6942Z0NXkf3fP5J1z4S2FfPumMc1EMqXrXFFJIIYUUUkjhvwf/qScXGXjpX1hP+hfW+/8vcZZWIMgMnZX0KBZICsy+VZAOzvqTUBHY8KSQzrxsCRit//r20ou++rN9SwWB44RefsnxiFCTaCsTHrIn3wObn4Xld4hJ81AnFM2C+b8X7dXxcOGLIuHx5cPiuE64S1StXLkMXj5DKGEcd72wuug3Ed5YKBQtZCOMWCCIDYCw/TAlFThMdkECObRCSISWvCMm2U12Yb8hKyJ5sfwOQQw59UF48WRhVRLuFOPm6gfRoEiQyIpQmcgeIZIXG58Ux+ssEPtoyxbHO/o88DWJSfyOQ2JbugazbhFkgK56YUliz4EdL4lJ/25p1IwhQgb10ZFJ9ZDcMYIMU7ct0WYoWNKOSBBJguzRbTHScRAMBnHs3cgfLwgBO16DqBcCHfRM+UmICrtOEYBhSQfFmLBfsUK8t+pE96RmYsqwt5UJJJNm3YSOnqnF3pqVOj0R6JEStN04JqGjN2Q4vFKMdeFM2PWGkITNLhZVTH0SXomKg/bDglhS8YVIbIXCiURZlIR+ppCebdiR2E0VTrwHViYIU5IiCEJhL1gzxflncUPLPjFWxWdC2UfiXBn/PZh4OWQMhHd/mPCZ1sWh548XMrcr7oUB04SdT3dUXrkOBkyF+p0wbRF89ktRBXn6A4J0VLEKlt4IM2+AvDH/ZIxSSOGbQ5ElzAaZus4wP5hZyE9OEnLk3coZVqNCbWeIv22u5oLJ/fnbphoCURVZgmBiwv/PXxxkW3UnEpBpNzFvRA63njKcfm7xe/TejjrKmryMH+BmyY56dODZdYcxyBImRSIW1ylt9PUoduxtSIoFfLC7gT9cMJafvLmLuKbz4voqZAlsJoXOoLj/xDWdNzbV8PDCcXx5oAVvJM7KA60Mz3Vw6ug83tpSy4XPbKR7bs5tNeAJxcl1mVle2syCMXl8vLcJTYf9DV50YFw/F3WeEB3B5MTAuzvqkSRQZBlfOI7NpHDe5P68vKGacQVpxDWNteVtjO6XxtWzBjGp0I0poXoRUzUuenoD+5q8TB+USbrNxOG2AMv3NvL5vhZ+f8FYpgxMZ1NFB3cv3YvJIBNTNSYMcHPf7ga+LG9l0dxBLNkmJiIsRplgTOv5nnrTzVbsa2FzZQc2k0w4pvHZvmYevnAcz10+mVc3VlPR6ufjkibGFqTxi/kjKc51MW94Jq9urMZqMvDq1VN5c2stq8taSbcZmVecw4MXjOXh5WV8tKeR8ycW8Na2Om5+c2fP+INQZZEAbyjeMws6YUA6aVZR1fXZvmbufr+ExdfOYHQvxZKvwuFWP1lOMy6L8Z+2/b+Kqt8v8Bbduex94MJvobv3q36/wPuvrqzreo0kSVVAUWLR8Xy9Z/PeBtar/9Xtp5DC10QqNv13kDFUkDq6J5uNDhHjSJKY2C6cJZ5jd70M7kGCkP1vwDZx4jGX66pK65/+hG36DByzZ/UsD+7YSdP9D4Cu45g7B/PQodT84HKi1dWoHg/Ok0/GPn0a1nFi4i/njjtxzp9P21NPkXuSnaz5owmaJ2GfOZOGymaaF79D0YUyOT/7Ga7T5yMZjWz6/G6icpiJG0H1+/AsWQK6jn1TC2ZvJ1JMo/6X4+nXmo8xM4vg9h2MnHUx69etpPGW0dhc+aRtr8IyfRLBU4ciP/AOzgvOQq9vxbN4MSQmnyxjxiCvrUVTVAzZOVSFNuOfmsGUMx6h64e/JN7UBJKEd4IL+5ZWsueegWv+GSiZmVimTCG8bRv6vkrUNBP23CIcF86m6+OP8bi6aL2kCM0E9dpnDBwxhPiBCiQga94Cut59l/ZnnhV2KtEo6VdcAbpGW7gCHAacY6bQ3LgN0xf7iE4ogOYOzJINmjqFBL+qEquuRm1uJrxvH6GcDAae0IHj1IV4dz5F492/IlhsJ19fi15ko3WXC8lpw2hvRVclrFkxlLxhhKv2YbbH0BUzshwhfXAvAoPBAmpUEDokGUmX6ClMOEplIxGDxo4lRCWL4oZ4GD3a1ROxSnBsQkdvKGZhczp2obguPrpFEJvMTlEMctTJnCUsNs1pgtBhtIuiim4SB4DZ3TcON9lFIUx3/kNS4L1E4YktU3zmbRIqkEYbFJ8BJW8JoskVS0Wu4f+xd97hcVRn2//NbG/qvVmyLMm9GxdssDHGgE0xJlRDQkhICAFCeQNJSEJCDRAgJJTQIfQSjMHGprj33i1bktW7VtL2OjPfH2ellRwSSOLkzftl7+vaS6uZM2fOmT07O+c593PfYa+wtA154vP48nPgkTIR+yk7E1oPgjtmr1r9qUicSS4U8Zjlt0L+REgtgePrRZyk44hI6NEbT+xlAgn889BJSDoZSYOURcOwTckBQA2L77icZMK3uRVTWQqOqXm4PxNWSrJeh+IJgwSezxv7qzPk2zCPSscxuxBZlomoYXa6NlNhH40uxUS0zU+42oUyQdiI6bOsROrcqL5YfEsBpa1PxUdDtuqxjE4ncNBJtMWHe13sXDY9Spe4b6i+KIH9naQuGU5gVwfhBnFPsIzLACRCtS46frsLXaoJpScEZh0EFVR3GH26pd9qRfFECMfmxabR6YQODLA6Bjqe2YvmVwgeFcR9XZEdxRlCcQbRZZiRZIlgVS+qN8LoqXMpiYzEqAkCW92+Pax65nG83U7mz7mebGsR+z9fybal7xLwuLjy/scwmM2sfeV5ju/ZgazToSpR5nzzuzx93RIKR44hq7ikn9QhyWLOG/YLxSGd0YQSCaNGo6x+6Y+Eg0GQJDzOTo7v3sGZ3/kBRaPHcWjdF1Tv3ErQ42H82ecxZPQ4upsb6W4RMcNTzl9MxpASPn7sQexp6YR8PuZffxP2tAwOrF5FyYQppOUVULd3Fw0H9okLo2loioKs06NGxW+C3mhCVaIUj4s/V6x5+Y94e7q58r5Hv3JYappGV7iDTFP2V5ZNIIEEEkgggQQS+FdB/uoiJw3S3/ECsTah/QPH/f8How0ufxPOugcufglO+Y6w4WjZJSbv3pjMprtZKDgof0Mq9J/Fzpdg42MxZYsYIgGxyG5yCLUOgJQCEcC76kOY/4DYpqrw4jliUTvogU1PCMLD2b+BtffD9ufEwnXmCGHTAsJmY99bgtBhtIsAjbNaqC4MXyAyR4x2KJktrFhm/1Rkmqy4HV7/BgyZKcgRerPILimcCrXrRCAlpRheOVcERCZeDUaHIBX01Aqp0uKZMPR0ETjxtENBbBHeaI8TEtQorPqZILUcek9YgYAIlGSPFkSOmbeIvwDFs0RWzoQloi6DDc78JRz+QBxjTRcEnrl3Q8seEZBBgtY90B5Lfi0/O2YlosUJHSCO6T4++POqXSekWXuOg6+LfpKFzija0UcsceSBwRT3A46eEMDS95GEVEgdKtra55ttSoKpN4i+SLEk4T4/a2PSCQNIE8Ehb3u8LIj35hS+En12JJ5mQVYB8Rl0Vf9llpOmwY17RWaS3izKGW1QcnosaBYQL4rbAAAgAElEQVQjdFgz4oSO/Mmif2sfoP/2qCngahHBq0A3HPoARl0grpUpSRA6pnwHsscKudwnxsIjFXDwz6J8Rsyru3VfTCq3BQ4vg/OfEBZCaMKC5vgaMe4OLYUFj8K068Vxi56Fxc/DvjegZkBWZAIJnATsrOvmj+tqmDksg013nsH2um7e3N6IOSZ3W57j4PTyTH62YAQ3n1mOLEs8uaaGORVZLBidw6QhqZz/5CY2VXfR1CMCXbqYm9TUkjT+5719vL+riQ92N/Grjw7z0KqjzKnIIjfZzMxh6exr6KXHH+GM4dk4LIJnOq4gmfIsW38bTXqJYETlvhVHuHluGU9cNoEHLxrD4on5mPRyLOUaFA1MBpl3tjeydF8rm6qETKtZL3P96aVcPWMIigqypPHMlRMEocNhYlRuEkMzrSw/2Ma5Y3K48YxSnlhdDUCGwziI0AEQiKj4wyqeYBSHWY8/rPDGtgaxQnjNFFbcfBq7fzGPc8fkoJMlDrW4+eSAkNS+6vlt7G1ygQZ6WeLd709n5cE2Pj/SQXm2nWfXHWdYloMl04cweUgqGTYDmgaPfFpJmztARNV4au1xgopKWZadrCQzt5xZ1t82u1nPAxeN4ea5ZZwyNJVReUlcOD4fTYO8FDPfenkHw3McXDghH6c3jEEn0eEOYjbouGJqEfua3YQVFX84yt3LDvPJgTZCUZUNd5zBfYvG8IfV1Ty/sZab3tzDnoYeshwmnL749Zk0JIVwVEUDRuclUZpl585zhvP+9TO48/0DTH/gC17aVEu63YRJ/9WiEr3+MPMfX8+P393/9w3s/0489R9UzwcD3i+WJOlvptZLkjQTGPpXjk8ggX8VEnPTfxSpJTD6MhixSPyVJPEs27YXOmLCPJoqFPlCX0XY/scRdTpxvvgSrg8/HLQ90tKCFgyiBYN0v/YamqZhmTiRpPMWUvz+e9imngJAYP9+qs+aT6iuFs+nn9L79tv01qbSuryLhmu+jfuL1bjef5/kSy7BPHIk+tRUZLMJ5wsvkvT6IYZUR8ien0/yvBlYZ0zHduqp2EeOx+zIwjx/DsnmQoZ863ZaH7yH6sd/Qvd9jzMqcwHKyFzMOQWke9KIXj8P82s70Iqz8VUfoffNN7FMnIht6lTQ6Qju2YPa1QU9PiyTJuHIGIZ1l5Pump0kL1oEgDSxAqJhjJ1BXB99RM3nz1F31ZUEd+5Eykyj4ztltP5iMrLVSuollyDr9Fi2tVJ4z35S7MXk5k3HNmyEMMcsLCTr9tvpfvkVkGX0ubmYRowg7Zpv0b7qHbpSuui9tAL/1q2Y9nUiGfTkTJqPqTWA1uIU832A1FSy7/oZodiCXKDDxNH382h/6jU0f4BITTWGlftxHbdhcbhQInrU4rmkDvVSeLoT6+wzqXlsG2pI8IMa1pjpV9uXYyTPaFCQGKzpYrwVTBHb08thzOX05y9JOvppr/KXEBBK58TmvnJcV9KSBtLXyH/qU/aoXC4SO0DYr3wZoaNgOnx/MxTOEDaeAFO/D0ixuWls7qk3irm20SG+a5a0mLJp7LlJDYvr7O2A3kZxPUJuMc8Ne4Sd7fglkDUCNv0eHhsNz8yCrmPiOqXE3M6qV4kElZ46aD8ikg767Fv3vycUPfa/BUUzYOHjkDNOJOHcfhTsuSJ281Vqngkk8Hfi5U21bKjqJPXCYaQvGYFvSyvhWheSLH5S7VNzMQ5NJvOaUVgnZhGq6sX9WT32uYWYylNRfRHan9iNFh6QXGSQ0aWYUT0Rej6oxr2+icaGKna7tlDtO4JtUjayzYB1SjaupTXoMy1YKoSCBRGwTMoC64B5iwyBQ07CbT6SLywlfckITGdkoi+yIUXj55WserSoSu+yGoKHu5Fjc11DhpW0SysgZnsiZ5ixjM+EoIIhz4Y+y4aiKETqPVgnZ5E0u4BInQfJoiPS/JeOi5onCoqGGoiCDpQGL9FWH/p8G7m3TyHz2jHk/uQUNA0yTQUkdSYRqXGjeMJsfeJVvN1ObEkpeDLcJF1RyufPP4XZ7kBVVGr37iQ9v5BZV3wLR3oGkiTRWV9L05FDSLJMw8F9HFr3BbkVI7AmJTNkzHgmLrigv20jTj2N8Wedy4KbfowjPYNhU6ZhTRZxv2gkzOZ3Xmf8/HOxp6UT9AkiiLujjYzCIZRPm0nzEfFMUbd/Dx8+ch9BrweDycT1z71Gal4BK596jL2rlvPBg3eTPVRYwKlKXCnZ4kjqJ3RMWrgIW2oaSx58nJGnzeXp65bw1i/vwN3ViS0l7WuNz8Oevfy59VWO+xIukQkkkEACCSSQwP8e/h1KHf9IQOv/3yDYP4qsEYI8ULteTP41Rfyd/wA4Yizhsx8Qr38FXl4oVCwuflFM8AdKk1pS4H+qRUAg4heBjLevFnYSpbMHVKKJY73tQvFCkuGqD0S90SCMu0wQGRy5gmgBsPFx2PY0nP+kyDpZ/xthR3N8NSz5MwybCwt/O7iddTE/x7oN4qW3iLKvLBhs09KwUfz1tMHmJwaTDGQDHFspiAaaIpQe3v2mIKD4OoVyQssuoe4BQgUCRJ9GXCAW61v3wOuXwE17YcYtos1HVwhVkKYdUHEOtOwVQZTq2PGjLoIdz8LWp4grasgiSGNLh/kPioDpsVV/+RntfjVOKunrQ3AA6aPPS9eWLcgDEZ8IEgWcIhtoIJHDkSeIE30YmC3Uc1xcF10soBZyw7EVgnDTR6yQY+SXs+6Bj28e3M5A718SMPRmQajJHAWdMfJKRoVQfxlYpq+NQRckDwFXveiXbBisHALi8/zjzLj0bDQoSBe16wZcI71QYanfKOpp3kV/0C9rlAgUtuyJBc9ix7TsFtZC9uyY7Yofdjwvsp3aDogyfZ7Iw88DW4ZQEbGmif7IenF9D74X/5xGXiDO1V0jvgfFMwe0UYayecKCKP3ke5Un8N+NFzfV8snBNhZNyCcryczvr5iAJxjtJ3XYTXpe+fYp/eWPtLhYcbCFpXubKU6z4LAYmFKcyrdf3s6U4nSaegJEVY2IovLChuNUtnvZVB3PJrr9rHLe291EqyvIAxeN4ZXNdaTbjSw/0Mq4gmR6/C4mF6cxtSSda17eQbbDSCCi0twTwBuK8Lsvqnju6km8vq2eA83i/iYDegnCGgTCCsGIyi3zyohGVbYc72ZnfQ91Th+fHRaWMPkpVn669BB6WcIXjrKjvgdPUAR/mnoC3HJmOc+sEwS51UcFMWTa0DSCYUUQMmJIsRj6jwsrGikWA/6wgs4X5k9b6/jtZ1V8Z2YJK390Wr9KxZSSNHoCYY62eVlztJPXt9azeGI+3501lHd3NlLf7afHFybVZuS962dwuMXFZc9u5eP9bf3nlYDLTylkw7EuOjxhJhSmMqU4ld31PZw7Joen19agoeEORHEFIoCGXidRlGbl8yMdXPT0FlRNIxxVkYB2T4itx7uYNjSD2RVZnDkii8+PdPSfryLbTjCi8Kct9fx+dTWpVgMGnUxVh483vjuVDneIJ1ZXEYwoVHd4Metl0u1GkqwGahp6eGhVJRU5DrKTzJj0MvubXHz0w5kMy7J/5fhMMhv43mmlTBqS+nWG83871iKsT0b9E3UcBNZ9ZamvxkvAzYivZzJwC3DflxWUJEkCfjlgUxPw6UloQwIJ/DUk5qYnA2nDYMP9kDFcPMNLMky/NW4VqDPArDv/dh3/KLztsOs5DGXnMvSjj9BnZQ3anbxwAY6z5uHfvgPzqJF0v/AC3S+/TPE7b2MZFb9FauEwqttN71tv4f38CywTJpC65BqClZVYJk3HXDYM49gRJC08FylGLG+68SYkm42RD/0BS0Uh7j+/jGfjBhSnk7KNG/rLARS73VTNnE33xSVE1XRMb76D9A6Unz4Ly3ATXZt20jwnSl5zPS13jkU1d1P0iYnAbkE27+MwaAYZzaDh+eQTzJ8bMEcikNpGjyqR9+ij+HZsp7mshkiqkdSPGpE+3UPQocPsBdOQoejTU5F31+HeXIP7kVsY+tOf0P3a64SPH0e942N0hTk4rr+d4JEjoNfhfPY5tHAYKTkZXVISgR07cD73PHZrHsY/HiWSbkQym0k9fxH69HS67B2oBgkpEtcLk/U6Gr/z3TjJAwlNAcXjJnOMG0+7g6ATIn49/p4kUDVUQzaaBqbkKIFDDWhKBDUqIcky9gKpn9uPGsF51EbYbSB3Sq9IMEFG1RRkQHMeQ3LkANEB1iWSUE00WKFh8+Dx1LKnr2JAQo8m5slGC0QiQq0jY7ggbQy0VdVb4iqTsj4+V7WlgTuWADLQBibkgkcrRHJFX7sO/XnAJ60KQoqzOl5/XwKGJMOU7wq1Dm+7UOAEMc/d/ASMvUTMz8M+kdCx9zVhR7v2AaEEGg2IhIyMMqHO6Twmkg3aYySsIdNFIo0ki3pOvUXM7x25It5iGZB8YbDAuQ/DabcLRdkEEjhJCIQV7l1+hKlD05hVlonOYSTntknIjjgZy1yW2m8ZknJ+KaHjLlZ7fez44hg/LspE5zBAREfb73ahSzejOIMQUVEjCsFtraBCADCgMa14FCO/Mwnntv2gaThmFRCqFWQH38528RSrk7FUpKGzGvBuaEaXaUHpDRFq9qC5w7g+qSXvZ9No/Nl2LLJ90G+A5hf3C8epeWhRDS2soPgi+A92YT81D9UpYlv6FDOBHeJ8ml4i2hAnbugzrOhi/dcCClpAxNHsp+fj3dAcj1EZY5NhQyzTATAWJRFu8RK2hDnw4sfkdxSRfeMksm4YjyHfjhZWOHXCpbS6asjzFPHZslfJHlrKwlt/Qkp2NiueeARNg0goSFZxCdc99TIb33yFncuX8tFjD6DF7u+W5BQyCorobW3B2dzIqZddzb7PVqLTyaQVDGH9n54nGg5Tv1/cay2OJApGjqHhwD7CAT+1e3bg7YlbKTubm+htayUlJ5fTr/o2XQ/UU7d3V//+8mkziYbDvH//L/B0O0nOysHV0YbP1cu5N96Oz93LlndeJ2dYBQ0H9qI3GsksHkpr1VHcne28e89dfOuRp0jOzKa3rQVrUjIX/s9dX2uMFliKGekYT44p72uVTyCBBBJIIIEEEvhX4F9N6vjVv7j+/y50HhWBiFGLRMAga4RQx/h3wJomAgvWNPE6EXqjsLAAEUwYdSGUzBpcRtbBDzaL4I6nHQomi8yaF+cLRQ5HjlBfsKSDv1ucZ8YPIXskjL9CLG6HvIIccfodgnRRPFMQFfrsZqJBEUQceykcWQa2TBFgyRsH8+6FNffFJE7NIpgS8cHU68Wi/ECZ1r73wR4RpAl5hMLDxKvh4WGCCHCivy2ImMxZ9wqSR9gr9j8xQbTxWx8L+43uGtj8exEEUqNC3aRPyWNHTOnkeEyRoe8cWSOFxcgH14rtQ2aKgI6zKn7uPhuV/j5EGSTGc8HTgmAR7BUBpqRCoXBy+ANhkSNOCPmThMxqP6nDAMSuR/Es8fm27BbXuS9Q1VMrsoksqYIo0nlEXLflt4o6dSYR9OmtF8fbc4QVjBaTs4wIVj5dR2LjyTSY0NH32Q4MjLnqRd2aKvyJQZxbZxSkCi0aVzIJx/YHXYPrVKOCdDGQMAIiM0unF+PLWTXYFiapIEbsaI+1JxbcO/bJ4LrHXQ773xbtm3C1yKaKBoSd0O5XhCWPKUm08eB7IoiWVjqY0DEQmSfXozyBBAB+fcForjutlKwkM8v2tXDvx4eJKipWk541t8+mtTfI7sYedtZ188vzRtHYE0AvyYBCY28QpTtAbrKZUFSjss3Nk1dO4OGVR6nu9OEKiO+d1SATiqpYjDJPr6vBIEt8//QSfvd5FXsaezm9LJ2cJBN5KVZ+ed5IlrywnQ1Vnfx84UiSLXpuf3c/EEWWxC3208PtzB2e1U/qOL0ik+213YTDChrgCka4eW45Fz65iQPNLt793nRG5SXzp2un8vDKSiYNSeWWd4Qsqy+kYDXpMOslglGNfU0uHv38GFosHXRohpXZFVkUpVrYVtc9iNThCUZQtLitcbrdyJxH1qBqwoIEIDfZxPWv7WLykFTuXTSG286q4IY5w3hoZSVOb5gddT08/kUVe39+FptrnDT3Bphwz2ckm/WcXpHJE5dP5L5Fo7nxzb0AZNqNnDkim0ZngMOtIgv07o8Ocv64fA40u3h7RxM3nVHKe7vE/duol5lRmkFVu4+JRamkWo28u0tYt9x34ShCisa2GieXPbuNKcWp5KdaaOwe7M3uDyvM+s0aLplcAIA3FOWZqybR44swvTRDjKOPD2M2yNhNelyBIClWI5trnAzNsFHT6cMbinLrvHLuOLuCHn+ENJsITh5qcXGk1cPFkwpin0cUmyn+aCrLErfPT9z7vg7qHlygFd+5/GpgPWD7qvJfAh/wzboHF2hfWfIroGnaAUmS3gCWxDb9QpKkPZqmrfiS4vcCZw74/5eapoW+pFwCCZwMJOamJwuBXvGMKxugaKaYp/0z9p9/D2S9mBPrjZiGlnx5EaOx35LFMn48jnnzMOQNXoSxTp5M+dYt+PfvJ9zQSNZddxE8fJimm24m9957cNt9HL0uCTWzjaFKGJ3OSP5vH0EyGLBOnICmqrT89nVM5WVYZp+OZ+VKrPPmoNMZkSQZLRQCRSGt3oAyuhjZ3onscGAZPoK0a6/FmdqDmtxINMtC8uoO0EsY8/IwFBTg27AB75QMLEddSBEV76Q0kjd2QiSC5HCg9bjJ+sUvkAx6XG++xZCbLiW8bIeQiOkOo+vLVYhGGZt9OR0vflvYETRXU3/Flejy88m66UZc7z6BbmcVrS88hVpTA0BPSytIEprLRWDHDgB6X3sNOUUs7BucYbLuvZfOhx5CdbuJpprgW3PRv7kVvOLZT+11DSB0DPhcFC/pI7yYMg34h91E97PPEfSng+yl02LDJS9Bv3ktmWU7sY6J4O+148u5irTMdTSYUmnOKmRK1WF8rSohlwFt+PlIzXvA0wgpRWjNor3UrRckhuzRQg0RSagmWmIkUYMdLMlC6TTsg+SimGJl7CcwGhKvvrm0v5O4VEjftR2Q9BBy0c/96iN0AIy6GA68Kd53HhZ/ByYi9JE2+uA8BtNvhi2/A3+cYIveIuxOpl4PX9wd364zQdlZcOD9eL3RWHzii18xiI829Qew+m5R17AzRSzAliHUOrY8KdQ9dj4vlCY//7k4Zt6vBxM6+mC0QtqXf/cSSOAfhcWoY+kNp5JhNwHgfP0IkS4/0Y4A9qk5JC8sJdLuw7+rA0OeDdPQZBRfhE0Gjc+iEa5tcJM6IP5lrLBjOCUH7/pmwscGxHMkkM160puS6LhvJ6Yhyehz0ul8bj+qJ4JtRi7hBg/mMfkYsqx0v1GJY04ByeeWEOnw4+9sR+vps2VRUQMRQilhzB4NSZYwj0wneDCe1CAbdVgmZdL20A4M+XYyrhmFbDWQce0oAoe74/cWFaKNXuQUI2qvqN/9WR36DKvIYIhqmMdloLMZkQw69Lk2os2xOFo4VkckRuyIaISPu+jY0oqKyoGmL9BnzSXDPRrXh8dJvaQcc2kKhT+cRnbLaBpW7WTEhDP44KF7GDphMtMXX46zqYEt777OlvfewJ6SxulXX8vMy79Jy7FKGg+LZKbUvAKmLb6MVU89hqooBNwuKjesIS03j876Wra88xrj5i/g0NovMNvs2NLSMVmtdNTWcPrV32H/Z5/QfrwKs8PB7KuupauhgeodW3jhR9cx4+Ir6KivxecarPi15f036aivFWTASITU/AJOufAbZJeUkj10GHX7dhMJBjFaLCDJRMNhLI4kavfsQpIk1GgUJLjivt8SCQYH3SYPb1hDWl4BOaVlaJpGNBTCYI4nNCYbUpmVPu8fHuMJJJBAAgkkkEACJwP/UlKHpmmJwNnJxPQbxIJ2wSTx+nfikr/DDtpoE3YRkSA8farweT3rnvj+nloRaDHahLKBGo0vjJ96s1DBeKQcbtgG6aWCSNGHs+8X9jPrHxHluqoFgeCalULR47I3BEni6EooPhWOfgKn/RheOR+a94iFeqTYAr4kyBEhj7AJCXYTz5QB8iYKKdSOSvG/LQPWPywyYSJ+yBkNtRsEAaEzRkbIHglJuYIYUbtusNrEuodFANKeLQgBKUMEmaDr6GCyQuYIYdEx+htQtQpcjaDJMcsbSVzPs38jFFpeOQ9a98bbbMkQ5JqGzbG+DAimte4VxytBYVNT+THselEEg/pgsAoZV1/7gA90QEZS/eY4kcXXKQg4fYSUsEeQaDpj/e37TA1WmPVjEUTqg6wbXG//+WOysdGQCDgNDJb11Wmwx0gcfUupA6CERSDqRPQptJxIwgHRhxPtZrSoCPy17oPCadC4Nb7P3QSNiuiXqgpVEjUMyGJ8KbEJfu0GQQ6RVKEE0meNU79F1I8Gt1XC8tuFtQqIsQNiYr/tj1BxtvA5TiCBk4xgROGBFUeYPyqHGcPEwrxOktDJ0OtX8IcVmnr8nPXYerKSzHS6Q1w2pZDtdd3YjHp+sXAkv/74MHMqMhlbkMLvvqiiyxtme203zj7v4Rje/8EMbEYDpz28BlmK4gsrvLOzie6YbcfuRldM8aKXD/e2MDLHQbrNRE2nl3EFyUgI65Dm3iASsHx/K/5w/Ltc1eHBoJPITzFTmGblylOG8OqWOvSyhKJqvLK5jh5/mHZ3iF0NPdw2r5zvziph5cE2hqTbiCgK22oFsS3FomfFgTYMOolMu4HaLj/Hu+ow6CQiiobVIOGPZaLGkqD4zeLR7Kxz8c6uuG/zzGHpZNhNTChK5Z7llTR2+7l30RgAzAYdo/KSue3dfXxjcgETClPo9oX45fkjeXJ1FQea3biCUVYebOPj/S2cMTybLIeJDk+IXn+Eb51ajNMbYsVBod5xvMtPVYeXO84eziOrjvKnrQ30+CPkp5i5dEohellCJ0usruzgvetnUJ7t4Nn1NTzwyVFCEYWIqmHSy3R6Quyo6+nvw7mjc6jp9DJxSCqyJLHmqFhciCgaZVl2itLivAFfOEq3TxWuYjJcN2so00rTSTLr6fZHuOK5rTy5ppr7Fo1hYpFYUFl5sJXrX9uNBsyuyKTDHeL8P2zkznOG851ZA504Evi6qHtwwe7iO5cvQtiX/D3EDh+wqO7BBbtPYnP+BzgNKAKMwDJJkt4ElgJOoAS4BhjIAF4BvHIS25BAAoOQmJueRNjSIW+yePXZOfy7YE2HGbd+/eKTJ2OdPBnfli3U/vgO8n/3O6wTJ/Tv961bT/jYMfwbN2AePRqiUVA1khyFFOXPoaF5LV3dh5g+6afYZszoP06SZUr+/D4oCrUXf4NowMtmy4cMyZ9D/vFUIk2NlO/YTt3ll2PzZ1F5+zi0dDveLCMtW39PdMVnyFdWgKLi2CYIGyl33kH3Sy8jpabiH5+GHFYxtPrpnZdPTv4pRNbsINomfv8lmxXv+g2kXHopOHXoxoxBU1VCDXXgFQt9ad/6JtasUtqHZOAtNJERySZMJ0pzM4Fdu7G1gj/fhmnTPkyjR+OiDdPBLiSLBQIB5JQUNECflkrqZZfT8cADoGlE2lrF/Eqno+Cn92AdNQr5CgvVc88U86OomOdlf3cBHa98it7oR1MkogE9xz/JJBrSk3lqNmnlXtwVYZJeXcv8D+/j18o2LpjejqxF0JAwlZYSOvIqpEcIlIzCa01CUUIUnuZBUyWkymX9n4dcdYKSpa9TJIoA/XPiYK+wGVFVaN4ptilhQe740sGTBv4u8DtjSQBfMpeUjPFEBbGB/jlq/ca/Mir/CiQdtH+J5VzEJ+InjdsFWcUXI3woIaj8SMQ06jfG9sUsV82pcVVRgNq1om22TKjus/QcYM064jw49SZ4YZ7or6qKRAwQiqzHVsHka2PxlAQSOLkIN3vxbWtl5NnFyNaYIqwcU51QNCJdAXzbW+ldWgN6GfOwFEJ1Loio/HxULj9wBUmp9ZK8qBTvhmaUriCB/V0YsiyovgiSQUaLqMgOA3k/m0bPn6vwbW8jqougVXYjNbiFsoYEwaM9KM4gkSYvSKAvdBBq9GKfkkOg0glmHSgqkl5GCyi0PbSDVCVdtFkFxR0SJL3SFAgrWMZm4lpVhy7dTKTZi3tNI47TCvBsaEGXYiLpjCIinQGivSFkix7ZIBOOkTrkFBPRdj9yqgm1J0Rwf1c8BKaTBhvExbZl3TiBzmf2E22PEfUlOOX0RZSUT8C3tRXFFcK/sw1zqSBsGfPs7G35gvoDexk+YxayTk/GkGImnHM+NTu34u7swNvjZOuf3yZ3WDmTz1/cT+rQGwyUTZ7GzsJiOutqQJLY9M5rXHzXvWx653VcHW3sW7UcgEkLLqW7uRGj1UZb9TFkWeaK+x5h6UP3ULtnJ7uWf0hnfS06gwFJktm/ehVeZ1f/GBk/fyHNlYfILC4la0gxx7ZsAKCjtobFd97dXy4aCaNpGtXbtyDpdFiT0pj/vZvRNBVNVXE2N/LMdVcxes6ZzLzs6n47mA8e+jXHd21nyJjxXHzXvWx861V2L/+Qax57hqTMwYpgCSSQQAIJJJBAAv+bkL+6SAL/MZj+A0F6+Fdj/SOCLBANf/n+NQ/A8tu+uh5Jillj6AZv3/IHoXrRvAueO0NYo5z3O1j3iCAYnPJdGL4Adr0Mb1wmFrirvxCkCFOSUDq46Dm4eS+UzBSqEmsfgG3PwBuXiOCN81hs8TzWn/ZDcObPYfZP4u3IGA6zbhMZO0En/TMhq1jgRI3Ad1YLawxTElR9DhsfhV0vCQWGripIyheEjvFXimPaDsEDRcKzto+wUXomDJ0jiAHtB4Qx8NC5kFwQJ3z0ETrm3Su2BV0iU0aKfUWbNguCCprINnpyMvymaLCCBIjATZ96h2wU7e57f+C9uMrKugfj/ezL6jE5RMDI186gW0PSgKw2fV8GXmx/IJ6BAMTUQlTQW8U5bTmCALPzuUSWGSUAACAASURBVMHlwj4YtVjIuyILoookCxKNHCOZRE9I1DWnif73qXKMWRz3Ou6zzulT5Ph7VLKrYwHAwhmDCS59GEjo6IOnVfRLUyEpRwTNUOOEDhBKJ2pEEFWKT4tfu8zyWHslQWxa9DTcUQ+/7IHznoDn5sIH34eVd8DSH379fiSQwN+BS57Zwitb6rn/kyOM+uVKvvHMZnbUOnn12qmomkZU0/jZBwf59qkl3HXuCD679TSufmE7mgaSpvGH1UIa+kCzi2fXH+f+RaP545JJbK/tpscfYWSuUJFKsRqobPNw97KDTCxK4ZSSNBRV6yd0JJv1BCMKvzhvBIWpZnQSHG7zsL6qiw92N1Pd7kUDoorG9p/NxaCT8IUV9LLExKIU8lPNNPUE6Q1EsZv1/Hh+BVtrnby7s5G9jb1cOD6Pjw+0ct2fdvHQykqOtHp4Z3cT3pBCY0+AjdVdmA06rDG7md5AFItB5qKJBZw5MptkiwFZgiHpVtFeq4lrZxYzpTietXjX0sOk241k2oX6hAQ8cflEvKEo96+oZGimjRG5SZz9+HoWPbmJJc9v44WNtUwtSWNYpo3dDb2c+eg67l9+hN8sHotOgpIMK2FF4+dLD2Iz6bnxjGGUpFuIqBp3vn8Ah9mIUSf33+lWV7Zz8aQC8lMs9PgjSMA3ZxTz2tZ6/ry7GbtZT1Ga6EOd04srEGFYlo1ITFIkFFWxmfRMGZKC1ShzxvBMVhxs42i7l0BY4ZZ55fT44/e3pXtaCAwg1hh1Mhri57owzYokQ3aSGbNBx53v78dh0tPcG+C6V8UCSiCs8Ohnx0izGrj3wtEs3dPMlc9vZWJRChU5DlYcaOX7f9qFL/Ql5L8E/ibqHlzwGYJMcehrHnIQOC123EmDpmltwLlA30qZDqHc8R6wBniRwYSODcClmvZl7MsEEkjgPw56M4xc/K8ndCgR2PUc1P0VZ6hIAPa+DB2Hv7ouSQa9HkmOzxMi7R14164laeECOh97nM7fPUHZhvVYxo2l82f3MEyeRl72VDKTRlG3ZAk9b78jFovqPqbTeQDT0KGYysoY9vln5Nzza7ICeegf+oiOP/yejocfwbXsI5QuJ65ly9DvbCAUdNHpPIA/2sOwy3+MLbWItuuHoxg0ki66CPvcuWA0oPX0oCQb8U7PpO3mUWhmGdusWRQ8/hjGinKkpCTafvozXO++i+vTT+l9401km01I/3t8GMrLAGi55VbqrlyC3NSDQTYQ3rEP+9lnYznnTGqUbUQ620hyFOE491zCNTWC0AGC0JGWRsZ116H19hI5XkvHgw/S54HS/YcnEckCCm133MnxcxdQ+41L0KXGlDA0DdDoWbVN2BekR0g7xY4+w0okbEUNS3g3biIYNjPU1EX2O5fx6HuVjD3Wg6dRx/F16biDDuSufVgzImg6KxV1hzhzy8eYDDYRYtBrog19T0PhuGVBrBHCthQNTMlikyUNGncNTopAgvQymHQNELMfSY+phPm7hRolnJAEIMXr1Mfmo6MWib8Ga7yYuzFe/utAU6Busyg/dO5f7leCcULHQPSRR3wdMPxcMdaVE2I5nUcBDQqnxqxuNVEub5Ioq0UhdQj86AD8pAnu7hEJFq+cBy+dA5/8OKZ6kkACJxeRDj8dT+3Ft72Ntsd3s+bhrTz05l6MBXbsM0QsKnSsFzUQxTYlh6wfjMMyIQv/dpGIpPOESakV3//A/k5Uf4SsWyeSvHAo7s/Fd1Cy6oVCh8NIsKqH4HEX5jEZdISbiKhhQeiQAVlCMuqwTs7uPyba6CFc3UvgYBeKOwxBBfv0fFKvGC46oAA6sEzOBp1EpMELUQ1LRRq2KTl41jQS2NeJFlHRZZjxbWqh/YndhI714N/ZjmzWEWn0oAWiRJu8GIcNUMcJqUgWHfZTcjANF7E82WEQ6ZmKhmV8JsayFKSUWBxL0eh66RDmSdniyRswZNsZvfhsfBta0adZkG0GNu5/j0/+8Bh/+PalVL7/BdO0s1l48a24Ozs5vH41T117BWo0ypg5ZyHr9ZjsdpyN9exasYyC4SMZfcZZgERnfS0H131O0eix4vchpjqy55OPmPGNK/D3CmKZJSkZj7OLqm2baa48jNFqxWyzEw2Haas+hjUpmVBAJHQpkQiaqlA0ahxmh4OUnDySc3LZu+pjOutrKRk3kYIRo+PjJxjE2dRANCzueSZr3OJTUxTyykcS8LqxpaTic/Xy2XNPkpqXz4HVn7L9w3cBaDx8gJZjlWQUlTD32ut57Se3UH9gL0VjxmGy2Vnf9Sn7XNv/uYGeQAIJJJBAAgkkcJKQIHUk8Jdwt4Dz+GDP2IGo2yBIFl8GT3vcl1Zvgu9vgDPvHlym85gIuhTPBDSRCeLtgDX3wKqfwLB5cMkr4GoSATpNhZ0vCiJCn02I0Qr2LCFB6mkX9Q2ZEbN2aRUBikA3OLKgcIogLqx9SPjL9pE3XA2CBLLl94Plgs2xSZQ5GbY+DSG/sMgIuUBnju9v2AL1G4QKxdhLxTaDWRATgh6hyAHCCmTer+OqE4EeOP6FOB6EhHAf9r0lyBWyXrzCA2Tww25w5MUJAbIRfE6oOFeokehMIhDkdwoZVVkfk4JFKEnkjo1nIWkqHF8bJ41IMhRMJR5wGqDw4W4W/UYaoHShCvufgSg5PX581C/OqTfG6xiIaAgOvhsjpahCdSW5CDQJ1JBo+4n1BwcqcOgFSUWLjVFbxuCysl5Y1vSRWkQnhf/30LlgtMf73Ude8nUMlsMFoeLRf0orf4HkfJh5q1DUyJ80mBRizRCZUCEX7H1DkI9kA+SMg2+vhPkPwNtL4NOfx2Vtj68VWWOeFtHe1H9z5mMC/zUYnuvgnNE5XDyxgCSzgV31Pby8pZ7ffV7F0htO5bLJheQmm7lgfD7NvQGufmE73X5BxPCEFZIsIkqUbDagk8DpC/PUuhqOtHq44pRCXv32Kdy3aDT+UJSXNtax+mgnR9s8rDvWOagd543P49CvzqbbG6bDE6Y4Q4gLmPUyqArPbazFoJPo8ISY+eBqshwmjDqZiKrR2O3DpJMpzbRy8cR8Fk/I56Knt/D6tgbKsx0oqsaxdk//uTwxgsCz62rY39jL7PIMrEYdO+p6SLLo0Unwo7llPHf1ZNzBCG9ub2T5zbN493vTqe4QGa+triBbaro51hZfOAgrKk+vq6HTK+4lGvDGtnqSLUYy7CZW3zabGaXpVLV7aOr1k+UwEYgo7Kzr5ninj9vmlWPU66hz+rGa9By55xz0koxBJ/Gr80fx7LoafvHhIYx6HVOKUylItdDhCRJW1H5/+UBE5cI/bORYh7e/DfevqMQfVjDoJfzhKG3uAD96aw+qBmFFY2+jizNHZGIxiN+BQy1udjX0YjXqWTI1fu9ZureFU+77HH84/rvw2eE2Rv5iJe/tamJzdRdPXTmRJdOKMMhCOeSmN/eyfH8LmiauWXm2g3suGM1Nc8UiUyiqUNXhJaSoLJk2hCSLgdxkC08tmcSsskx21/ew5mgHrsAAW7QEvjZiihtjgDkIEsWJRIko8G5s/9iTrNDRD03TDgGjgecQaiBfhlbgDmCOpmknrsglkEAC/+3QVKGU0GepeCIiPnBWD7CNHIzAwUNEO8Wzh23aVMrWrMYyfnz/ftXvI1Rbi3n0aOTkZFDE7bLz97/HvWwZ7Q88yIiyyyhOn0W4qppISwvRaICq2g+pb1rdX48+MxOjLZlh2mSiG3aRvGAh+txcGno2IZ89FdXnJW1ZA7mHTGT7C0m99WN63nwTX8MxlHQTvtmFVFbUUHX1xUSbRF/yfnuIrOeq0FIsmNyg7avGt20b0ZZWNLcbFAU5JQVJU0HT8O7eTrehnfw/vYh5RIyUoJOJNjZinz0Hy+ZmUBTsp86A4kwCI1JAkghVVuJZsQItEBCkkJh3i+p241q5EoxGkGWkYUNEZnjftfN4MAwZIubfJhNqIIASDJJy2WU4Fi4AJMINXaBJKGnj6doWJtobQAtF0KXYCe7dRaBBR9itI1JZSVFjOyVD3aQUBgmMs+NziGcGTQNZFXNiCWIWmLE5psFKPDEjc8AnL8GYy+P/9s2JQ25AOSHOoYqEjF0viffBXkHM14l+E/aI+pKLBhyjCbVPEER/gEN/jo9J28C2AClFQsFzIPRmKDkDMkfG2wxgSRL1u+r/snxfvyFOKhmI8nNgxo2QPgwqzjnh+NixB9+NJd4YRILE3LvgWyvAkQvPzhZz0b7YyPbnoHZ9rO+SKJNAAicZklGHPttK8sISjHl2DvlDfHK4nbnL99OWayH1iuGEhqfwTiiAcUExro+P0/txTf/x4Ro3GMV8RvFGBN/MHcb18XH0mRZSLx5G+pUjcJxeQLTFR++KWpSuANHeILlaEYa+75UKWT+cQPoVw1H9EeGnqSIUQywygcNdKF1BkMG7vgnXhzWgk5BSTaBAqKYXXYoRfXES1qm5hOpc9LxzDN+ONoxlKai+CIonNl/0xe5BqkbH0/uQLXrM5YIUF2kS9xbJrCP1G2VkXDMa96p6tGCUggdmYSpJ7he9DVb1Eq52wQCyvdoTIrChuf/pX2nzo3jCyDYDxiIHOT+dQre3Gd+eVmzWFAxGM1JEwrZTz9nfuIkh4ycSCQWp2b2daYsv44p7f0vI6yUlJ5fSydNY+6cXObj6U4rHTyQtvxCz3Y632znIoqpm93bef+CX/f8H3C4OrxMxZE9XB/aUNLZ+8DbHtm5C1VT8bhdKOET2UHHfR5ap3LyekM9HTukw9Hqh3iJJMsufeIg37oonGUaCAb548Y889d0r8XQ7cXe2c/HP7yW3TJBuqrZt5PWf3oKqKkRCQQLuXmZd8S0mL7yIkbMEea5+/16CHjdZxSWk5uZjT0snZ+gwFt3xS4wWC/WBapoCJ9yTE0gggQQSSCCBBP6XIGkneoP+H4YkSVmapn1J6sLXPr4AaARobGykoKDgpLXt/ysoEaE20bpPTPJn3RpX43jjUiHNOe8eIdM55duQPUrs++hmIRn6vQ1CtlPTBBnD5ICQDx4bKYIoU74DC34rjtE0wfj2d4sATtYI6G0Qi+TTbxDH+rtFQMdghreuFAvjRjt4O2HClXDB7+GtJcLKRI1Cail0Vw3okAyoUHY21G8SdhcdhwcQGAZIqEo6MCcJwgCyIHWkFguLlJEXwuiLoW6TyJbprBQZPUPPgOOrIWMEZFXA4aWiLlMKZAwT6ivvXBVvjtEBJaeJ4JJzYDsRwSBbhrCLqfpEkAiu/RSW/RDaDsbbCULxQv0rtvSWVBG0lCQR5Eoe8peBo+QiEfjqUwOR9YMDYBnDY0ojmujLqTfC6nv4C1hSRf1tAzKi9DaInri+I4nrq6mQXChIIZ7WL2//idBbROCtL2DX116D9a8HgUEol+RNENeidq24nsMXinHgbYPRl8DBdwY0UYZpN4o+b3lCbBsogWtKFoE/SS/Go6QTRBGdSRCR3M2QNQo6DsXtZfRmuPwtUdZZJVRgys8W360+1ZoEEvgXoqbDw6EWNw98UsnwHAebapy8+d2pLH56C9NK0nAHo9R0einLsuEKRjHqZH5/+QTqnD5ueGMPmgb5KRZuO6uc33xSSYcnxGnlmVwxtZDCVBu1XR5ueGMvOUkmworar9IxoTCZlt4gV88o5uFVR0ky61FVjZCictu8Ch5cKayv+hJqY6ISlKRbqHUOtmbKSzbR5Q0TjnminD0qi5WHxPdybH4S1R1e/BGVJJMOd0gh2WJgakkaXxxpRyfLTB2axo66bk4vz2LVoTasRh3zR2VzrN2DompUtnn77VxmlqWTbjOxdG/LoDbIEozIceAORIioGrfMK2dzTRdrKjv53uml1HR4GZZt5wezhxGOqvz0gwOcMTyLc8fk4vSG+OxQOz//8CA3zi1j8aQC3txWz7F2L58ebueaGcWsPNRGpydEqs3I8ptm8uinx1gwNpdHPz3KnkYXKRY9vQFxj0626CnLcjC7IhNVg0c/O9bfzs13zuFHb+2lqSdAi2uw9VSSWc8PZg+jxRWgrsvHpqouFKA4w8rIXAefHGxH0+g/16yydDZUxRWbRuY6iERVqjp9zChN4+JJhTzxRRV/unYqt7y9l/1NLg7/ej56nczSPU3odTILx+ZxIlRVwxuOkmQ2/D1D+d+OpqYmCgsL+/4t1DSt6X+zPX8NxXcuTwLyAQfgAZrrHlzwN34cTz4kSbIBsxF2LClAB1AFbNQ0Tf0bhyaQwP9ZJOam/yZEQ2Ie0LhFzDsyBTFccbk4Nn0GqefPIecHl4t5QulZIOtRXC5qL1pM8oUXkvHDG5AkCTUUQpIkJKMR14oVNP/kDoiqlG5ZhykpA03TBOkB8PiaMRmTMRrseFavQXG7SLnwQgAi7e0YsrMJhd2s3XIHJmMyhvYAab9YS9Hzz2GuqKB63lmoHg+SxYw0tpSOIV48p+eS/dghrFVu9Pn5+M+rINLZgeL3oWv3kHQ8itI7WKVRn5+PFghgX3guNdZ9eMbaMRmSMUQNlK2x4Jg/n+aa1fgC7Vge/xw0ME+cSKi6Grm8ENmrEKmMPW+lpZF69VUEtm3HvyWWfKDTIdvtmEcMx+1pRH9owLOPXo9p6FCMpaUEjxwhUleHvqSEgkcepu7yKyCWNY3RKOb0kQigYXBEyBjpo3VbKsbkCEpIxlqWhSaZyczbTdirx9mYR8n0WkCEHZo2pJH5jWlYOmPKlUA0akSnC8cIrhLkToTWXeJ9cgEMPw+2PTV4qFjShP+wOVlYwkLMVuUEK86B83/ZIOrztH5Jub+C9ApwHh28LXdSrH1fgr55odEubFI3PCISVOy5Qt1yxzPiQuRPguadaEDIaMGEDmnOz2Dny+J8sl7MOyM+8deRA731wrIo0Cvmxpoi4hfdx8X7wqlQtzHe5/JzoPwsKJgCe94QSqMVC6D6U6GWemIyRQIJnGR8fqSNumYPL22r5y1jMia7kY/GJHHPx4d5bWopJXu7wSSjsxlRvWGMBXZSzh+Gd0sL3vWCFOeYPwTFGcS/s52ITU/qpGzMI9ORZIne5ceJ1Hswj80geCBmZyKBsTQZzRtFn2MlsLcT2WFA9UQwlacQdQZRnOL7L5l0aCEFDBJENOE9GRn8KCvZDWjBKEQ15CQjWlgRxwD6YUlEq2JElBhpXjLpsE7Iwre1FdmmR7YaUH0RMOpQe0Poc6wYy5IJ7nWCDtTeMEjQEWoka/FopE+9aGFlsDuxTsJYkkS43o11YjYhe5gNm16jvb6Gy259ALb4SD63BGOBg3CTB8/aRlLOK0WXbKL9eDXbl71Pza5tXPPYM7jaWjm09nO6GuvpqDvOlPMvZsey90CSmLTgQgpHjqHx8AGKxo5n2SP3g6aiROLkfFtaOgUjRlE4aiy7V3xEd5OIPSZn5XDebT9l2cP3EPB6iQQHz/HT8gupmD4TndHEnpUf4esW887CUWPx9XTT3dKEJSmZgMcNmsaImXM4snENtpQ0fL3d5A8fRWv1MdRohIt++iv2f/YJsk7PaVdew/M3XsvIWXM454e3EQmH2L70PUbMnE1aXv5fjMmIGkaWdOj6FIL/Q/F/ZW76nwBJkgzAWcBiYDKQi5ij+oB6YA+wFlijaVqC0ZNAAgkkkMB/FP7PK3VIkmSQJGmxJEnLgIb/7fb8V0BnEAvWO1+ANfcNVmE45XtCvvSzu4R9SOUKsV3ToHm3CLrteB72vysIBaaYnGnEB5FYkGT3q3GFir40ZKMN9r8DT0yEPa8Lu5W6TWKfNU20B0QQZPyV4riJV8GeV6FhK1z2Gix8XARwpn1fBDws6VB0qlD4kHRQtVIsyNvSRYBj+o2CYCIN+JpoiiAw1G8ShA5JFov6qgJl8wWhZOsfhKRrxblw1v2AIsp1HYG2Po9cCUK9IhOmboDXbumZMO16OLpCXKv8yTD8fFFeZxKZaI3bBaFDkgVh4ItfQ28joImA0ORrRXZQn4qFJMfsQQagYoFQ/gi5RCDL3SgCVsjiPHqzsIAJusAWy8ixZQ+uo6sSJlwj3od6YfW9IH3JAlzANZjQAYLQobecUFATbe5T0R1E6BggWTsoKyk2qYoGBhM6QBBQwn7RlxNhjtnQ+LvB3xvzGEZcz8NLY+QVaTChAwTh5NgKQeLpQx+hQ5LFcaf/JGbLki/scCJ+YS/k7RTjrPOY+FyzR4lAXcEp8P534f1rYfmt4GqGL34lxkX2KGjaOcAPOoEE/nkoqsaqQ234w1GOtXu44/0D3PzWXqKqxsKxueQmm/n+a7u4+7yRlGbZONzqJhRVmTM8iw53iJpOH0te2I7TF+HP18/g6ulD+NUFo7h72SHaPSE0YN2xTr73p92sOtTGngZX/3l3//wsLpwgFvH3NLro9oep7fJi0su4g1FCiopOllg0MZ9sh1C+mVKUgkmvoyhN3DN6Bqg36CQw6CRaXKF+QgfA6kqRlZubbGZ/s5u+Xe5YME1CI6poPHPVJJKtBs4fl0flPefwk3MqSLUa8IcVPtjTwqEWD5UxVY5kiwEN2FDlZOneFs4bm8vTV07AqJOQJRie42DO8Gwae4OEoip3vH+AD/e2EogovLy5jt9eMo4fzB7GTW/u4dn1Ndwyr6yfsJJuN+H0hYioGgebXeSnWPhgTwtbarp47NJx3HHOcBZPLODC8Xk8feVEznhkHd5QlJIMG1OHpnPB+Nx+QgdAaaadt783nRvmDON3nwtCh0GGnCQjHe4w73x/BndfMBKHSTdIELw4w8rW405e3VJPIKKgIB4UnZ4wB5sFB2BOeSaR2AXdWuNEAv4fe+cdHkd1tv3fzGzf1Uqr3i03uVeMezc2GDu0AKb3EkpoIQFCCgmQkABJnIQSQq+hh2IMBlzB3cZdtiVZktXb7krby8x8f5yVVjLOl/KSwJt37+vStdrZmTNnZmfOzvOc+7nvsiwb508u4eaTyrn95GFYjQoWo8I97+2nwx9B1+GGeUP48dIRNHeFaekKc8aE4l5Ch67rHGpJqqrIsvSNJ3T8b0LtA0u6ax9YUlH7wJKtidf/KKEDQNf1gK7rK3Rdf0zX9V/quv6UruvrU4SOFP7bkIpNvwYYzOLZu2ol1K3vXaykp1Nw103knpQNlR8I0n04MfyFPcgmFeIh2h74FZGaGmSzGckkKrY1n5/AiDR0Xaft3l8A9BI6AMxGJ5t3/or9h1+i/be/pfX+X/R+ZswTMZPZ5GRK5DTSPQ4MA4ox5GTTeMcdKOnplG/ZjGPOHBRHGq5Jc0hf3YKj20rmsvPAZCIS6KQ1z413bjYZm73Yv+ik4KEHUb+ziFCZHS0RAmmRCGFjmD0jKwiMycCg2LBubsb40T5yf/ojqt9eTtvhz2kZHCDjhYfJu+9eInv3gqqibt9P7PBhMIrfW83txvPMs8QaG0GSkPPycMyahWPhQoKbt2DxKViXLkTOTMRRqkqkuhr/2rXEamsBiNfU0PHM07RfNAjP7FwMxYVkXngBxGJIZgMgIVns6LIM6ER9JnRTBkULjZSM2onBDmnFMfLHedF1UDERVSxEIyYCW3YJ8k4CbV+kEXb3TLDpgjBRMEH831UPe1/vd5nogBJyC7JED6EDkkQNZ8kxawNIQrVD1/82oeNLMS3HEDoS103zDlF0cbzYtKdAJhoQ5KRQIvbzN8OWR5Iqno3be1s0R0NIUb9QCNESBBotLvIqIPpsy4LiaaDGRR4j6hPHNuU6cTw6QvW0dDpkl4sY2VkI798Kf71ekGJqN8CqHwp1S5NdFB78FxWGpfD1I94VIVzlRY9rNFa6ueq5HSzfcITJQ7JxDMngIY+X93Y38btl4yjd50GPqOjdMezT8tF8McKVXtof2419SgEZZw3BPquQz/UYz20XP8FKIEbXthY6Ht+DbDOitgvigLHQTuHPpiPZDaBDtKqLeGcIQ6a4RzWfiDkVuwnnogG9lQaWsQlik564t/sSOkwymGR0fwziuhhCuqPo4QThwiALQoeEIHQkcl+6rmMscWCfko9kVMi5eiyFP5mGfWo+yBBvCRLc0IzmiwpCh1EGRWJd06t89Kfl6HGNzItGYJ2Q09tm+qkDhbKIDsHtraifuonUdBMLhdm3czU514xFMsq0Pb4bdLBPLkANi3gyb9AQWqoOoUajRIMBTDY7Bzaswe7K5Ns//DnTzjmfAWMnsOiam9BUjQ/++BAZefmkubIYNnUGpWOSilgAk5acwdKbfoDZausldCgmE1mlZWTk5nP1I88wdPI05B47q8Tv7YiZc9mx4h0ObVxP2NcNkoQjM5v6/XuIhILIBgNjT1rcOyYd3LgexWikeORohk2bxWm3/5CB4yeiGI3U7trJkS+2E/J148zOYeZ5lzD+5KU0Vx1ClmVmnHthL6Ej7PfT3ZFUGDXKpm88oSOFfxySJM0D9gDvA5cjFC6zEcZG6cBY4FLgGWDF19TNFFJIIYUUUvibMPz9Vb6ZkCTpRMSP7HmAi37lFCn821H7OQycC1O+I+REe+Brgs7DQlHijEehYBxs+RO0HRTKHQNmCBsVZzGMPUdso+vCSuWmHfDEfMgcICQ/OyrFxLjJBk8uEBYttiw4/KEgLpSf3L9PDTvg03tEouHCN6F+s1i+9Qlh5eIaIMgXelwoiWx+TCRGTr4P2iuEbQmIfYCYpN/2ZLL9kmmijT1/SciVSsJ/tkdN44Pb+6tC7H8brOlQdCIc3SLIEvN+BO9cDxllQkq4bDa4q2HIIlH9cmQtVH8K6BBoF1f1tBvh6Eax/olXw7Y/A5IggNSuE9v0qIrEw3DqQ0JBo4csoiPURRw5QgEi5IXFD8CAaVC3URBUPLUiGQoiGZQzXKhJAAT+P2oZVav6vNFBP55U/nHmayQZhi6CinfAaBf970mUSYqoKOqHPrd2P/JGH0V5SU4eQ+9mcTC5vpyE62vl0t0ovvNgp5C01aKQh+3dlgAAIABJREFUO1y0V/vZl9vsrBTkGhDfaY9li66JJNqGh8R+PbXCLufc56BgvEg4R30w9CShGnP5h/DqhVC7XsjkDlsi9udrEXZDpdOgeY9QcRm7DM564jjnNoUU/nl8fKCV77y4g6tmDuTJhL3JoBw7Td4wGTYTpS4bG6o6+MPqKq6aWQZAQbqZzUfcWIwycVUjwypsV6ra/FwyrYz7PzhAdzhOjt1EeyDKD04uxx2IcuqYAgozLPjCMWYNzeFn7+7nr180kW03EYypGBWJ9YfbsZsVsh0mZgzJojMQRdV0bltUzt1v72PbUS+SDqaE5Lc3mCQvqDroCQkPWUqqecRVHQnIdZiwmw0MyrKxqqKtdx1vKM6aw20sHJXHnPIc/rC6kkfXVtEVjOAJHutUIcgjnoBImCe0ndh51MsH+5pRE0NEhz/C4Fw72Q4TM4dkc6jVx83zh/Lh/hZW7G3mr7saOW1cEVtr3IRiKm/ubKSmI8Db109nQqmLYfnCLurUMQW8tbOBRm8Igywxe2gO6w618/TnYgLi3BNL8UfivL+nGXcgysbqTuwJyWEZMBpkdtV7afdFyE+38OdLJ3Hv+xXUdAQIRjWuen47a26fw/Uv7kTVxOg6Y7CLrTVe/GGVPQ3tXDVzIGkWA7IkYTJIbKjsJK5p6DqsOdzOtbMH8cLmOiJxjYJ0M0fdQY66g9R2BPnzpZP44wUTqGz1sfpgO06LgVynmdIsYWE16b5PyLQbWXXrHDZWdXDDyzs5+4Ri/ryhhscvmsgpo1PS3imkkML/PqRi068Rug5N22HMBSJ27IOM8ij4IlA2H/LGosk2mm//PmmTyxn0van4g3nU/+CXGHJzMF95ZaI5Hdeycyk4MZfWX/6CnOmT0DQVf7AZp6OYbn89n2/7GWZTBvIXdeixGIUPPNBvv1ooRHDHTppvug3zhEGMefEt9szbS7irnbSf/5ysSy9Fyc1B3x3FeeqpRDqaaVZr6R7vIGPJSRyY68a6103W49UY84qIdHXhX7eOyPYtSKpOtNhB5pnnEXnlPYytQRwHArje2IOiG9BDYsJyR+QMfCOsRItyQIaGj19icOmpmIcOJXzgAI7585FMJnwffohpxAi0zk4cixYRa25GMpuJVlbib20VByRJxOsbsAweQuY119Dx4INgtWLIzydeVYVkNmOZMIHQjh10f7gS9ephGK0GlLw8cm68Ee+rL6EFo4BEtD2G8fS5DJtwBG3QQqSsAUijlsLO5zGoEdTVv8Fs8qBFJTzVRrJGRbANKaV9Wz3O3Fivi2bevHRkX1ItDKMNWvcnL4tAO314OP1IrP0hg7NAKInKRmG1GmwX/2uJ2NZb+7evv3j/ynKhPNn3WTIhA4AuVDQ1hK1nvK/Nqj+5rtZ32JBEQc2gudDd0q9Qovd4GrYdf99aFJp29l971LeF3UrbIbFMNggCiRoVRQgvngU7nhb/Zw4VRJRtT4s8xJAF8O53BVnmojdhyEl/+5ykkMI/ga73qgnt68Q+rQB9UzMjJZlOs8KWI50Ybx3FW9sqiXfrVLVls94UY0wgyvDxBZz3SQW3IjMj2wlxHS0UB1XHOa+UtAc2U4hMXAFJl8i/dBShA50YMi1knjeMUJUXWZbxvF0prFBMEigSekgj+EUr2AwYMswYc23IDiP2cbkENjURrfURO5ogosuIILFPYQGqLv5MsrCm6glbJcCiYMiwIBkkkCVidb7k8BDVCO5ow5BpwTIyi9blO1GyLMl9HYuYhuwyMy3nNMwmG6g6/k1Nwool0bfQ/k7MI1yE93ViKklDi2vMu/R6Vj/6GMqeKKo/itodJVrXTbQ9gPe1SiSLQtE90wHILRtMyOcjPTeft3/1cwBMVhvOnDzWv/QsdXu+IC0zG7/XTTQY5NOnHqN4xGgaKvaRlpPb21VJlqncspFJS89kyKSpzLrgMj579QXUaJQj2zez6Y2Xycgv5MD61b3rl4way9G9u6jatploKMjCq29kw8vPYnWm01ot8q/RUBAtHqdiw2ryBg+l7Ug1dpeLUHcXbTXVeJobKR41hsU33s7+Nauo3rEVLR4nLSsbSZaZcua51O3ZxRv3/4iZ513ClDPP5ZOnHqOxYh9mh4O2miPc+PRfkJUUmeO/CZIk3Qr85pjFHuAI4AWcwFCEakcKKaSQQgopfCPxv4rUIUlSAXAxImE2vGfx19ej/8P48A6hOPDjYxSFBy+AzMEw/UYxSa7rwo6leRfcuAMsaWLSuqdCpekLePoUkTgYukh8PnypmNT/44liMvzatTB4vmhr5q3w6FSwZoiJ9c9+K+xY5twBzy1NJhdqNySTI/vehOo1MP58QbrY9IhQTYiHhN+ss0hUnoCo/tn3JmQOEjYZkgzIYpK+fouonLFkwLjzYMvjInESSVTDRI4NuHTY/kySbBAPw3s3iVdvbYIsoEHVJ4n1JbEfaxaEOkXVj/covHFZsknXQNHf7kZBxrBlCzUNLcH8V0PC+9ZV1kcBRBPn02CBnS8KQsOulxOqGHKy0sY1WKhOmOxJQsffgmuwqBzy/QtqfnljRBKrrSLRPRXUsFCt8DcnyA/HI4f8HRgdQn3kWATbSU7DIiqk9Jg4/4pZVC6FOsGRLyx+bNlwznPw5MIvEzqA3iHHYBPXjWRMkFmkhHpKVNwHrfsEyenwx/DUwsR2siArSTK8dTVctwl2vQQTL4Uja2DNfbDsJTj5fqE+86e5Yt1JV/zz5yOFFP4GZg3N5s7Fw1kypoBQTGVjVQeDcx0cdQcJRFWeunQSZz++iSyHidd3CCWmxaMLeGFzHdkOMxNKXOyq93LPu/uIqjCy0Nn7Q9wVjjG3PIfTxhex4OF1vLa9gVlDs1m5r4Wqdj87j3q5dvYgnt9USyimkWZWaEt4C586JovXtov9HWnfwpkTCpEkOKE0g221Xqrag+Q4TLT7xfqLRuax7nAbkbgYw7SE+q2mJ3Nruxu7WTQyj1UHWkm3GuhKqFkYFYlMm4l3djWyp96L2ajgCcYoybTiDiaT88PzHNjMBsYWOnl2s6j2koA0i0JbdwijDKoGZkWizRfle6/tFiSGNDOrDrTyWXUHN59Uzp7GLqxGA6GYyqffm8O2Gjcvbz2KzaTw6rZ6bn99Nytvns1Tl5zAGzsbWTKmgAml6RSkW/nJO/tZsVeQ66aUZVLVJn7bDDKcN7mEXfUeAgnp3iyHidnlOby5s5Gpv/yUvDQzvkic6YMyae0Oo8gSxS4LP3h9N3FNEGF0HTZWe9CBMUVOMu0mdjd42dfYjdkg4w3FkKGXwDGnPIdVB1oJRVW+t6icy6aX4Q7EaPSGeG93IxN//jFGRSKm6thMCoFInD0NXUwemEk0rvGdOYPItItKW6NBJs1iZFxxBssmlTC+5BhVqRRSSCGFbzBSsek3BIE2OPhXKJzUa73Si8JJIn7LGQlqBDXQhW/VKhSnE+cP7sBhyaBswDgsI0cCcLD6Deqb1jNnyv0oDjtdl42hfPwcqve/iffBP1By+a24ZiwgO3MUZSWLMHlqaWl7E0N+Ht0rV9L17nuYSkuRTCY6//xnuPQkGkvaKQ61YfukBskRZ8+lBxmw/VXkNWtRPV46H3sc/3vvkbM9Ddd1C4ksm4T9/ZdwrmvGFFKItB7EeuIk1KJ0fJY8cp88jKTDUc8GLIVxsgvGUbA1QjQGeg+R3WDAtv4oUUcJmkUh44MqbPu7aI2JSX7JZMK/WkygIUloXq9Y9umnxJubQU6QRTMz0bq6QFWRMjLwr12Lf80asZ3fT84N19Nw++1U5FootMvkZKSDx4PrQBxlextRQ4DQ/v0JVc0YisOIIgdRD3zKgdoBOPWXcOSH0ZX7yBziIRzMoPbdPEzOOMVnFhLo7CRL8eC070IZakGy9Uyeyihxt7jbFDOYnSKeS8RusbDE0U+zcZTEyBvbY1lzPJ6VDCUnQiyUsCPRErEjQlE05AbFImLVv9nGMdC/TA5GMSULAaA/oSOtCHwJ5VODBRq3if048oQd6LDFMPdueHTK8ffXU5SQMRC8fRRIJIOI9w1WYRG75xU4+B7E/CI/gyzi30iXyBUcfB+u+EhYyE68BF46R+Q/bjskiCXeOqEmmTtSWLakkMJXhLR5pZiHuDAVOaj3hBjZCtn5dl472omqw0eXnsgP396PPxTj03CYt4jxcLqRYHcE4+hitCMBdB06ntmPHoihhuOUxWEgQoXIuWQQsdYg/vWNhA50giShdkVA1TEWOLCOyyG0ux3QQQbVI2JN06gsgttaQZaId4bBKCM7TajhRK4qqqFkW1E7QsK+pTSNaF0iJxjTkkOFRYGwCiEVMiHWFOhVAxE7kiEiArPgrjZMRWlokTh6a1AI0/YZUswjM5ENEpEmP1pHhOK0YWCQIKqhepNjjGQzEj3SRazRhy5JGPLt+NfUkzN/LGeddxeB7a1IsoSx0EHhPdPYtvJt8vMLsBdn8uR3r2T4jDksveUO9r+7io1/eYkBo8ehaxrO7BxevPNm1Lg4B+XTZrDhlecBcGTlMGPZRbx6z5342kWeeMiJ02iuPETT4Qp+c963sDicmB127BkuIoEABqORSDDA1neEspIky+iaRtOhCiRZYeyCRWzyutn76YfU79+DpCjoqordlUXA00lWcQnDZsxhy1uvYrRYOOuun2E0mzGaLTRW7GP1s0+w+5OVdNTWkJYjVLSaDh8kFg5jtFhwFRYy8dTTGDJ5GgBGsxmT1cboeYvoHtWaInT8l0GSpO/Sn9CxDvgJ8Lmu9//xliRpBHAaMPU/18MUUkghhRRS+MfwjbdfkSTJLEnSeZIkfYiQsP0lMIJkwqxvVN147PYp/Jtw5hNwyTtfXu4sgJt2CrLDy+fC7pfhvJfhpi8gLVcocGQOFOuBSMDkDBN2IbZM+O4OmHGzUDiwukQiA+CEy4V9i7ceTn9UEBneu0VMiNdtFO3M/r6wtShfDLN/ABMuFkoYIBIyeWNg5Jli3TQh+U40CG9cKZIvkiIm5BUTuGuE4oKk9JF5TUzwh70iaXLtBmE30yN3mj9GvOaO7H9OdE0oX0y6UrwqJpFAueQ9OPBucj0lITUfSlQcybKonhEfgtkllEg0VSSvyhfBshcFeSUeEoQOEISbL14U/0tGUWWDJMgkPSoXikl49uoavbeQt14oScQjJD1QenZvhrHnJt97qsW5QQYpcX6OJyULYErr/751L3RWC0UXSCa+gh3itbdSqQ/kf4B/Fo8KJZT0ksT6fYe3xHeXUQZmuzhu2QjFJ8Cte+D0x2DJb8R5sefBoZVJWyE5kSjshS7+tBiUn9RHnURPHIsOzbsFQQQJGrYmP88aDJ5EwjDQLggss24TSb6QR9wLFe8K5Rh/G5z6IJz7AhROTMpFp5DC/xB2s4G6zgAPrzrE1bMGMb7Uxar9rYzIT8NikDnqCbGnsQuDLHGkI4BRgde2N+CyGblgcimji9LJtJsYnu8k22Fi6sBM9jd1M6EknREFTpB0Zv5qTa+NyYq9LWg6nDW+iKVjCwhG472Vkz3FiEZFwmKQuXTaAC6eWkpdZ4DffVJJvtNCvVuMbRaDTEeC0AFw2YwyFo3KxyiDy2Yky24kpkFumpmsBGkgzWwgFFVZft544n0qH+OqTqsvwuYjbgbnOhiQZWdAppW3rpvBhJKkxZPdbOCt62cQ6bOtCvjCKjENzjlBKFVFtSSxxGI0cNuiYcwpz2FiqQuLUeasCUWcWOZixgOr+f4bu/n+m3v4pKKVt66fTrrViDsQ5a2dDXz/zb2s3NdCgzeErkt8sLeFdKuBa2cP4uFzxvLclScyIMuGxSAT12D5J5X9FLDHFKWzcl9L7/tWX4RgVGVPYxfBqIonGGNXfRcr97diVCQ0HYrSLegI8syexm5cdhORuMaN84dwybQB2EwKGTYDFoNCc1cETYcGj5iMeGjVYWb+eg13vLkHl93IgeZuoqrG9MFZxFSNYFRF1eG5jbUAXPvCDv64uoolY8UzwIllmXxw8yw+OtDKlEGZNHcdU+2aQgoppPANQyo2/QbCkQfjLobBC7/8Wck0mH4bVH0I2/+EMSuDIevWkvfDuwRRH7COG4eUsCCxmrNw2AqRZSMFuScyf8bDpNmLcEVzsW/rgD21mE3pDKwpJrD8WZwnL4LX76bd1kLTnXfh37CB4I4dOL+1lKxrriZy8ggGTD8fp6OE3Guuw3/BGNQsCzWZlRT99jcYp46n+hSdjrunIasS3Ts3Uen+mIzP3JgbQmjdPrDZCG3bjrd2F8FxmWgmBR2IZBqwVngI79rNgCf/zJCPPkTKykR1GEHTMFkzyHq9hrwX6rDUh5H7WASkn3MOad9aipKXB0YDjvnzsC5dRLQ98QyhaWA0orndoCas61QVySZUt5AkTCNG0HzrbbTMnsQ9541Huvt2nKecAnEVV8U+rFIQvauLo5dcCsFuFGucjFFmrAMcNI8dSOP1Qwk0mwm2m4grWWgxBZPRi2LW0FSZ6JGDDJjVhISGrdgMpSo1ciKuLBwnVChBxFE9yhqJmNFg1nENDZJe0jeuTNyasrnPMk3kGFr2iBi0r7RHLPFMoh6j+PiP8rYGL4BpN4sYWTsO0QMJiqeIogYQsfmCn8DlK0X8V36KWCab4cDbyf73xPa9h5B4NjaaIWtYcrkhEaPHQ7DrBVEoYHVBU48drAbphUmrl64mKJksCB11G4Udiy0Hdv9FFOK4yuD0R+Dc5xNFGUnlvBRS+J/Ak2bgvG1VfNjZjbywlFv9Mt9uirE0Px07kF0X4GGvgruui0AoRp7dyE83HeHurAwWTS9FyrKippsw5lqR7Qa0UBxJA+uEXELZVg5sacTz1yqUDDNqZ1jYr8Q0wheWc585gtvZJ9ek0evwayxwYJ9WgKkkjUi1l2hlF+YhGehdifyPQUL1JsYHRSLzghHIGSaQwZBt7U1HWQanC0UPQPPHsE3KwzGjMLnPiAYyRKu8ENcxl2cgmRXMwzMpvHtqv7SWY0o+WReMRPP0WC7pwsYFUDvCGAvsAML+BdAjGo7phViHZWIekoGSbkbJspI2p5hwtZfmezfTtHYvn73yHNsCH5G+tAzFYOLQps/o3F3DwfdX88VH75GWk0N3eyvb3n2TE5aeyeyLruCsO+9h4PhJFAwV446/s53Dmzf2+26Lho8k4BVjjK7rhHxdeJubCHg9xMIhQr5u9q9bjd+TWEfTMDscxKMRSkaOpmr7FiRJxp6RybhFSygbOxHFaCIWFQSWgNeD392JGosRDQV5+Ye38dR3r6J21w5UVUUrtBAZbsaRmYWvXShPeVuaqNu3m4DXwzO3Xkc8EiWrSNhvzbnoCmYsu5iandvIHzIMv7uTFP47IEnSaOChPose1HV9bsIO9Es/0rquV+i6/itd18/8z/UyhRRSSCGFFP4xfGNJHZIkTZck6QmgBXgJWIh4vO5bHiEBocTnJwMDvoau/t9E3khh3/G3MGwxzLtbqG4YLWBJTpIRdEMkkWDJGgzXrhdynn1hMMHNu+D6hIXKFy8IH+RtfxaT3tufgY7DQrXi+1XCEmXoIqF2cHglVK4S5JEp14rtbTlikv3cZ4UViacakIWSgiSJSfOMAQjTSx2GniwSH1pMfG609+9fxyEoGJusUrFmCgsPSYbuY+xKhp4MV68W1T6N2wVxxFsLL54JaEnSyLBToWSq6MOI0wQBZtC8RCMq2F1iW3+LILmMvwi+eEmomfRANtIvl6zHwF0p1D/6yrHGgyIZI/UJYPWoULsIe0Ubpj7HrEZg65/E/66EuknUJ/rfQ2o49hz1INpXweQ4TPceWVvt/6PO0ZfUISlCXle8oXcY0+NC6aKrXljIHK+KKtCRTFxpMZGw+t1YeOc6eO0icZzt++HdG5PVVFokYavTh+giKeK6yB8tiELQn/jRQ1CZcQvUrIW0AmFJNP7C5HpaHB6fJa6Xj38q7Hs6a2DPq/DkSfD4DPj4x4Lo8cblsHwsxP6Gl3MKKfyT2HLEzScVrcx/aC0f7W9h6ZgC9jR288uVFQzJdfD29dO5c/FwZAkG5aThj8Rp80XJsBkYX5LBkY4AB5p9qKrGi5vrsBhlLp8xkPElGaw9JK5/q9HADfOG9OSwsJoVPtzXwgubj2KQBYmjPE8k52Oqzof7W2n0hnhlaz2aDg6zAW8oxoIReRS7rMwZliP80BO3fLHLyicHWnHaTAzItNMZEGOINxSjMxDFbpLxReJsqOrAZTOx/vvzuHVhee9DxOhCse+uUIw9DV7q3CHe39XEvqZuFKGKS6M3xD3v7mdMUZ/fsD5o6hL3ZF9ihUGGv37RwM6jHjLtJm56+QseWnWYJzccYeHIPKYPFj7MY4szMBsUrps7mJiqs7vBy0+/NZIb5g7CF46xt8HLskklKLJMlsOE02pi1f5Wbn11F/OG55BhFeNiaaYNu0nBIMO84blMHZTVr4+KDG98ZzqXTBvQq5BxwgAXm+9awJUzB/Yuq2rzU9MRoCjDyitXTyUcU9la4yYYVXEH4wRjKmaDzLu7m9A0vVct2BuMcaC5i1OXb2BXfRcLhucyLN9JcaaVDKuBLJuRo+4Az22sZe2hNkoybUjAyr3NhGMqbd1hVu5t5rcfH+bbj22kO/wvKDWlkEIKKfybkYpNv+HIGXkMCfsYDJwPw04DgxmDy4VkSMYWscYk92ZA8TymnXAnhmPI6tknzGXo6tXk3XgzAAdDn1IxvZ2Ir5O6hk9oOLoGPRIhY9ky8n/8I7yvv0HGVZfS7N3JkaMriba24lq2DKeeQ9qaZjJbHWhlWRQ9/ggBPPiKQJN1ott2I8UlnKcuBpMJzGZ0NYbz6ktQ/vI5JT/cQfTUkfjnl4BREpxyxESYsbCQwC2zOPrLE1CvWojq8WAcOhTJF0o+qCgKuXfeQcGPf0Rwy1ZUtxuiMbpXraL78aeJDE0+7+Tffz+YTEhWK455c5FMJozFxeJDSSJWVweSxICKWj61zGD4Z3tRXC6cZTGQdGJ+Y6/ih6aCrkmE6jpQPR5oHYulsousE3xsLcvkkdzBdNeZcFdnUjqvndyx3TgKI5A1GD0WonlnJmnZYcrpFjdb0xcJ9UMFnCUiNlQjiRhQhGmZ5QEsrj7Eg56YW4v0X9Y3BtX6rN/XVsXQE3smyP2yKfmZNatPrNqHbFG/FTYtF4UVx1PvQIfWPYLsLymCVLL2V/DoNBGX7nxWLNv3Gny+PLmZu1LsJ63PpLDBIgoElj4MloTqWY9PDSTyADrkjRYkkqJJIjYdOCdRqAFUfwJvXi3We/50OLgC3FWw4hZ46iT4w0So2yTus9+MgBW3HeeYUkjhn4c/Eqei2ceja6tY+ofP+H2GzsuGGK9Wt9O5vZW0uSXkXDuWu8eWsIo0XGYj/qjKg7Eg1RaJ+1waf2hx013TRb1Z4qb1h6lxGVDmFHKt6md5m5sOXcM83IV1dHbvfiticd6r7mDn5/Ugg+Iyi5olo7gnAlubCe3vJFrXTZes0SHrRKu92GcWIVkNmAYK2xcA2WYk1uBD80YxD0wn3hFK1oQd9AgZSYOE1hUluKsNx9RCcq4bh3lEplhJA8kpyIXR1gB6IE54Xwfd6xsTRBMJZPC8VUW40oOh4Mu5NznbQqwl0C/lpskajdUHCGxtQY9qxJoDeN44jPuNw0gmBcswF5oDkCQGTTwRo8XC5DPOxtvaTNgQYNbpl/Ct6+7kwLrV+L0eFlx1Ax1Ha3FmZWNLz+Dd3/yCzqN1ZBaV4MjK5vCmDWSVDECSZUx2OwPGTsRksfbrp6uwiMsefpSiEaOwpKWhayqzL7iMs390H2Pmn4wii1xbQ8U+anbt4Ky77qF82kzikTANFXtRY1GiAZFPDvv97F29CknumdoQ38f6l5/lg98/iOyNM37Jt8gsLMaa5sSZk4fBZMbdWM+K5b8mHoviKiyiq62Vo/sE4a3x0H4qt3zO2w/8lE+eevRfvaxT+ObhSaDnx/t9Xdd/8HV2JoUUUkghhRT+J/hG2a9IklQKXJL4G9yzuM8qep/3a4HngTd0XT9OaX8KXytsmTDnOM9Iui4SAs5CQfiYc2dvsqcfNA02PyaqRQbPF/YTnjqhapBWALO+B7IikhDdjbD5Udj9CpyaUFL79Gfw/s0w41bxPtgOq++FmbcIEkTdJkjLF6SOWFBkfjxHhGRvewVUfihUOPzNQhVk8HwYMFO0gQ47nxOWMj3HGHKLYzv/VXjlfKFsUTINatcKm5RXLoCR3xLrZg8TpJCe5I+aYNmPOB26G0QFzWl/gGdOhZp1yXPiPiJe7Xmw9XHxB/0TNj1JKZNTWJH0WIOEOoTVTGdVct1+/r+JfHTMjyBJ6OK8WLPFtgBqom1PnzZAVLkpRnE+e1VGzCJhljko0e8e3cjjJbT+AZjTREIMwJgGUe+X19H7VgsdRxq377H0RQ8B41irFWex+D4gkcjTk+dMV0XV2o7n4apPoeKdRDWXAXGMukiWqVGhzjJ0IUy/GdY/KAgiBqsgOvma4bXLBZHEWSL64igW9j6bHoGjmwRBadBcYTlkMJNCCl8FZpfn8M6uRqxmCERU/NEYZ44vZG9jF7e+uoufnTYSSZLYdNcC6t1Bzn58EwA/fucAb143jZGFTg40ddMdiaNqgKpz/wcVtHYnE+WhuMryTysZW5zOnoYuPj7Qyjs3zGBDZQe//eQw4biGqumcc0IxXxz1UNUeoKUr3Kuo0R2O47IJ9QeTIrO1RhCyLAYZHQl3IMrkgZmsO9xBusXYu99wohL1uwuG8ruPKzl9fCHv727itW1H2d3Q1Tsy7GvyMbbISVzTexVDVh8SUrGSJDFrSBZ7G7t4dmMtDvPxqzLvOnU4dovCu7sEmW/x6HxW7mvh2Y11xOIa6w61s63Og92k8NbORrbcLSzCvj2xGEUWbWbYTGy9ewEWg8Lzm2r/MzpAAAAgAElEQVR5ZK0Y650WAxurO/BH4qRZjBx1B0kzGzDIsHJfotIoFMdmUghGVYblpTFveC6yJLGlupNATGVccQaHWrr50/ojfG/RMH5++mjOf2ITO+o83P32XuKazt6mbmQJbCYFDRia52DGr1bjDYox32FWGJRtZ09jN5G4OLcGWcIkA7qOiriGDLLEeZNL+fnpo7nx5Z34w3G8oTiyBMGYxvJPDiNJcP3cwXywt4VbXt3Fz08fxayhOfzuvPFk2UxUtftx9vkuU0ghhRS+TqRi0/8iuAaKv2PgX7eO+mu/Q8HNF5Bx9tlftm9JIBhqp9a3hsFZSzErTgbPvRyvuxKzK4/ZU+9HUcyob12AecgQWu6/H/dbbxBqrGHQ9xbjb69l9/fOJm3BfIJpAbLeqMXfEKAm9iRjLrqPomcb8I6xYImYqb1jCLLRgLp1H4rNhurx4L1iLLUTqhh921UElj+D4d0DOL+1lMyiYbSe5MW1ooGKc5ZQdOV3sXliSA6NhrIOpi//HYHNm+ne3IJ5aDmdMzLQ6poJ/fVPGDJcGAsKULu7QdfR2kU8ZOlIxENWK2kL5uP/YBr2adMwDRpMaNcPiB46hA5oio4SDGLKtSDH6/Hc+wtCw9Nxn1nKeFeEtFKdYBsipldAcaajeroJdZnQQypKuIKiWCc5J/vINDpZ43JywQfp6LpE9nAdvSANzx4JU2s9lgyJglF1SKY0fJpGWjyQ/GJ0FbrriSGx3ZzLNM0PsYgoGKn6hN5ZVRCxrGJKxt7Q////H/rapYAoWokktg37knGobEjG4/0KG45j+2K0iHi75zggqap5LGLB/gUarjLw9LFaiYfBHxYFC+MvgM2P9FEbTbQ//kJBWskdBZOvFvHmL0rEZ7mjRNHJ0U3w3GnivLgGiH0MPUXkXQ6tEPmYOXeIYpSymX//vKWQwj+AYpeVbIeJbIcF8PNGRxe/mjOUl2r8bH3/WaZbLyBjWDE5pWlkjctlwtrDHNwapKU7wg/e2MNtC8spqQhiiekUuWPMw8hAT5x9K6o50hEgbjGSHpYIbm7BWOzoTXcttFn58NyJFLRH8K2pR/VEsI7LQbYbCG5rJd4WQjKLXOUPw37Q4Y8+WYxrmk60MfFTb1GQTDKGPDuy00TkSFcyHaUAqo5kUTAPTCdS241tRgHtz+5DVzVidb7edfXuGKbB6cSbE+OCqqP5owmbKQn7lAICG5roeGrf8U+kqpN14Qjc71ahd8eQ04zUde9jQN0wYoTQQzF8GxrQgjHQIHKki+zLRwNww/hXsNhFXnHUnAUMOXEaZpuNl1/7Hp2N9URDQcznDKPF2ELVtk00HjpAyNeNMyeXWDhMyNfdSx5UzCZ0TWPWeZegayr5Q4fRXHWIWChEdmkZmhqnft9uzrvnV7TX1vDWA/ew8bWXmLD4W9Tt/YJQwA+6jsFswWS10lZ7hJV/fBgQMXpaVjbhUJBYUJwnXVUxmi3EImEUk4l4NEqwy4vZ7uCUS28kzzqErTWPYs9w4W4U+b3q7VtoOlyBxZHGmPmLWLH819Ts3skNT75C3qAhnH/vQzRXHSZv0JCv7kJPAYCGOzc4gWLAAfiBhuIHZv1bZYklSZoB9PiG6cAt/879pZBCCimkkMK/G5KuHxtg/oc7IEk24GyEF/Ec+vs+9K160vu8lum6Xv9v6EsxUA9QX19PcU8lyv8FrH9QTEov+MlX37a/DXY8K4geJ14F734XDn4gFCFurxT+rCu+JypRymbDkocg0AkPDYXhS2DZC8m2wl3w2EwYOAvOSLCmfS3wcEJqdPyFIomz/Wmo/Sy5nWwQ6hczbhH7b9ktlk+4RCghTLkOHhwkKk+6GwEdLnhdkDn+NAtajxM4mRxQNksogwBghNm3wud/gMlXwaY/CHJHj+LDWU9B5UciGdKwRezLaE3YdADmdJH8mXSlOAcAfzxRKJL0wOqC8iWw+8XjnOjE7SEbv6x6YbQmJWT/Gcz9Eay9r88uDGDuUfM4Zr+9b+UkQcKcBhFfklzSF7KhfzVUj+/vP4O+ya2/i2MMSY02oUwSbOt/DJIMA+cKgkXLHvGZbBDJs85K8R0gCSLPgFlQtyHZD4MtmfSb9X3Y8KColgp7YPI10LJXJMuQ4aw/wfu3JRN+Bqs4H5Isrvu8UcLSZ8hJIpGWQgpfMTRN59739/PMxrovfTYw205c09jwg/nct+IAT26oIT/NTIsvwpIx+WTYTLy+vZ6Lp5bhDkSwmBQ+r+yg3hPirsXD2FXfxd7GLhq9YtzJtBkxGxXW3D4PoyLx/KZa7l9RQUwVig+LRuSxqqKVuUOzkWSJ3Q1e3IEYFgOE43DGuALe39tCvtPM4FwH6w4nCVoj8h28eNUUFi//jDZfhAyrkZNH5VHbGeRgiw9/OIaqI0gUuo6qg0mRiKqJxJMkoSaehRaMyGVoroPH1x3p7bc7QW7o2UaRRLEVwMAsG/WeIHFNjCJ7frqI+z+o4L3dTQSiKqeNKyQnzUR3KM4VMwcKe5pjEImrhGMa6VYjexq8/OrDg2yrcZOTZqa5K8z7352JQZK48vnt1HtCXDillG21bg63+hP9h+XnTeCU0fmM/dkqMu0mGjwhCtMt5Dot7K73ogM/XDyCNYfa2FHnRkeoo/RgaK4Dm0nhpBF5PLKminBcQwLSbUaisTh2s5H2PtY3ZoNMYYaFmo5gbx9UHeaUZ3PR1AEsGJ5LMKbyl631VLb6aO4Ksb5SkP4K081MKstiVKGTJWMKuOOtPWys7mT3Txf9ryN0NDQ0UFJS0vO2RNf1hq+zPymkkML/HKnY9BuAWAgq3oaiyYKU/hVCC4fRg16U5g1QOpOYT6fu53dQPD0dy9gTYfylVNWuoN29l0CglfGjriY7cyS1DZ9y4PBLTBxzA/k5J/S219i8iQNVrzB+5LXkZI0CoOPJJ9mtf4iaZWVi63TsM2fx2dHfoRnB+Ukj6SvqUMuyKLriJlgwntorLyWaa8GYnont/DPIGzAZw856Gm64Ed93p6MerIXhRUy59s/EauqpWSoKBVqvLCeWayHv8YMYPVFMgwcjmUy0Z3tQOkPk5IxFtlgJbt1G+LGLaXRvw761ncDkHEr+WEPJxTcTrjyM54UXIRZDnTkcLRzCuF08FxoHDSRWU8vAt9/CMnw40dpaqhefii5DNNuMuTVM2iknYQ5up2ODh8CYTOIuE+nrWlFcaageHyaXKiY/u3pqiXQUi4bqzMUYaiKzPEjrUQeBbgvDJrfh0YuJTDNSfLQa92Y78YhE6RwPAJLJDkMWQsVf6Z2VlY0gyehqmApTJiOj7v5fuGxK2pP0jTWPjSH/lTj0q0ZWedKetC8sGYKEsf4heocgZxFEAyImTysS+RA0UbzS/EWfjRNDlCVDqIzWrBdqHa374ILX4C8XiPjTngen/ALevLL/vq0uoQCy+NcQCcCIpZBT/u85/hT+T0PTdEIxlcXL13PUHeIcycR3dTPhuB9bmhMiOmlzS0hfVMakez8mGI5jNsl4QnGWLxvPyo+qcIU1Zs8ewK52HxfIZvbubGaFSeOOi8ZjXVlHrDMEEQ1jaRqxeh/2yfm4zhyKGojhfvMwkQNuMEhIioxklND8cZxLBxL4vImV3X4aVI0rZDMYZCyjswnvbsdU5iTW6EcPq73pJsecIsxDXHQmyBeyw4hjeiGBnW3o4ThawhoFBcE765uSVyQkRUJPWKpkXzUG98sVaMH4l9JZGKRepRCgl/zRs8wyJgvztCwCa5qIV4q4MePsoYQPdGIsdJA2owjZ+uU6z5Dfh8liRTEY2P7eWxza/DnutkbiaoyskhLOuvnHVG7fzPoXniYejTDv8mtZ98JTaHExhtoyXFz0wO9oPlTBe799AHuGi3AwQGZhMd3trUQCgph3/r0P8t5vH8Dv7kRWFLSE1ZfZ7iAWiTDnoivYvWoF0UgYf2cHsqLgzMkl4PWgaRpqNBmbpmXnEAkEiIaCGC1W4tEIkqIw4ZRvMXb+ItJz8/C2NFO5dRMtR6porjxIqLsLWVEwWW1MPv1szHY7xcNH8/Qt1zBo4omcecdP/5VL+WvFNzU2bbhzgwTMBW4AzqC/hLMKvA08CqwtfmDWVz5JJUnS88DFibfrdV2f81XvI4UUUkghhRT+k/ja7FckSZorSdIzCAnbZxA/8DJflrCNAW/1Wca/I2n2fx4V78H+t7/6drc/I8gZmx4RViEglCqCHbD4QUH08LVC0y7BeJcSl6Q9C677HE77ff/2YmFhr1G9OrksLR/OflYkMSreg49+BOf/BU77I6Qnkp9aHPa/BX+eK2RETQk/3i+ehw0PiYRIuAsCrYKQoGuw7Umh4LHoXsgoA6Sk7UfpVKEY0kvoAIjB+l/DmLOFysO5L4qES08e2NcE8+6CwQlLlUg3+NsT20qiAkfXoHoNuGvghbOEJUxGH+XmEacL71sQSSprQq5xzLlwyx7xqsVEe0pCNlg2iuSooY/soTVTrJM5VBBdeiAdQx7oS+gwO4V1TV9Ch8Haf5sB0xPSx4lj7vEPPpbQAWBP+CDLiX72TaQd24/e/dmScrc9ybi+8rcAo89O9OHY4a1v4s4E8YggdCgm+pNSFGHjUzZLXI/OYnH9dFbCwnuFzU6PhUvdhkTfVbFubxWXJAgdsgkc+TD3LlE51bA98bkGzbuhfJEgB6UVCnIRuiA2uWuEKoz7SJLQEfEJSdyqT45/blJI4Z+ELEvUuUNkWI3cuXgYs4YKOdqpg7JYNDKPrmCMcx/fSINHXNddIZE4+WBvC69uqyeq6ry6/Shv72piT0MXHf4oOvDLlYf4vFoQPDQdLp8xkFBco9Eb5mfv7uOiJ7fw03cPCIKEDHlOM8GYuP/XVnaw6Ugn7oSVSjQxLHx6sI3TxxfS2h2hNNPW7zgqWvxMuv9TvjNnEJk2I95QjJX7WthS46YrFOslYJxQmoHDYsBmUrjlpHIWjchFlmDlzTN59eopSBKsPdTOhsoOTIqE02Lg9+ePA8CigNkg7kWTQcGQGOIUWSKuQbrFwMAcG1e/sJ0LppQyuzwHu0lh1YEWPtrfyuqDbV8idOi6zvrDbVz7/A5m/Wo14ZjK6MJ0FgzPxWk1MijHjqbDsic28fTGWuo9giBTkmnjwbPHkWEzYlQkVB1qOwMYFJnLppdx2fQBXDd7EE1dYWKqhsUoxsJsh4lNRzrJT7fwp4smMqbIiTnhjWM1KXgCMQyKhCHhb6MDp40tZOrgHNr9UcYVp7N4dB6KDJG41kvouGTqAEYWpuO0GFh3uIOrn9/B4t9/hsNs5PIZA/lgXwveUJxlk0SCqbk7gt2scObEIpb84TNausJYDAodvgjHw5pDbYz+6Udc/fy2f+SyTiGFFFL4l5CKTb9BiHQJFTtv7VfedP1VV9N86zXQvBM8RzAWFtJy5RC2D5Bg1DkA+AON+ANNSJKEJInfydLCuUw/4e5+hA6ALl8NsZifTs+B3mVZl11G4ejF2G0FtC//Pb6PPmTa3HspG7IE/6RsNBnav5XLZuv7bN75SzpvPgH/rHxaFzmp6VxN56sv43X68E/MpLNcx9gZw/n6IVpqPsc8eDCuG78DJhPGrjik2+i4YBDO799Al6Gd6rMtdJ4/EEmWCK7/DN+qVaTdcR2lvnLGGZbiWu/G9U4dSmUHtokTyLnuOgy5uQB0t3YQzJbpPEPEnrEjNaDruF9+mXBlJUevvArHSSeh5OVgbg2DopBx9jK66tJBUrBXhsFsIjjSRdEfHmPQiveJqy5B6FBAstuF02lcIuL2EDZn0LY7HVMY8k4Yga/Bgn36d2ityCfaIFM0zUvRdC8eychOOQtigQShA0ATFqdaFNQwEjAy3t3fWlQxC6XMnhhYjyeVMo8tCtDjYn3g+Cmyv5E266v+0rNvY1/bEzlp1dnz/lhIRtF+ZyU48o7ZrUHE3nteE3kAEOt0N4oYf/rN4GukVymyH6EjQXwBCHcLQofBKmLcMefAyjuTsXqgVcTAWeUifh2yUMTIzkKRY9n2FKz+mcjd9KD2M3jjCmGtm0IK/0PIsoQ/EqfdF+HEMhcXnzGCR+0atxlk1FMHUZNrZtfmRu56chvXpKVxp2omPaThMCnc/sZuVnn9tIWjuDc28PSOGg7lWnhJj7IqEmbDmxXEmgIQ0YTixYRcNF3n8e1HOfr6QTqe2ScIHQCyhLk8Ay0s7o3u92tQPREWqUauwCxIE1EN2aiAQUJXNeSsxNiRuJ386xpxv3IQw7IC2gd40fwxAttaUDtCSUIHYJuYCwYJ2W4k8/JRYJYxZFsp+Mk0LGNFXN71UU2ve5Z1bDaGIU50dOK59JI3JJPc+7QimcQYIzkMxDvCRLd6yDp9OEqmhbAWYOVLy2nctR89FP8SoSPk6+bw5s954rpL+eRJUUA3fMYcXPn5GGUjGenZtB+sYsNfnmfrW68Rj0aQDQZGzpzLpCVniNNnMBDq7sJksVFYPoLh02ez8JobySsbgruxHsVoQlYMWBxp7Fr1AX53JxMWn8b0cy7EnpmNJMvEwiEcmZkc2bmNjIJC/J2imEPXdU6//UdoqiB0jJ6/iIETJolz7u4kGgoiyQpTzjyH9Nx8dFVlx3tv8cxt17Hnkw/JKi4lq6SU6m2bKB09jgFjxqPGYkSDQbKLS9FUladvuQZHZhbBrr+hmgR82v4eT9b+hiOB45DwUvgSGu7cMBHYC6wGvs2XPbkVBJl6NbA3sf5XjVP6/P/xv6H9FFJIIYUUUviP4j9qvyJJ0mCSEralPYsTrwmD0t5qqM0ICdu/6LrulSQpZbL+78TlK79sP/FVoGAcDFsibEpcZWLZlGsFKaJ4kkgwlJ8MP2oD5ZjLMfc48re2TFh0n/Co7W4GZwFEg0INw5YNLfvgwjehfguMOkPYfzx7alIxQ9dEVQuIiXSjBdx18MRsmHW76MPaX4rPD6+ER6cIqdZQp0hqOPKF8og9F0J9H/QTCRpLBuzqURbpmfUzif2uvhc+/jEsewWmXifIG10NIjGja4Jo0rpfkE5eXiaSLnpcKJm4Bgpiwc5nYfJ34KZd8NlvYefzYh/VnwrSQDQhAakYk3YpEy4W7eaPhR3PiDbzxwprl+zBwkoGRGKo6ASo3wzpJSKBFPGJ/oW7BQmlHxRBOOhr41K3Ec58AjqqBKkhHuG4Vigg2ob+vsY96h26KvyJe+xcepA9JKma0pOM046Rza1eLdpJL4GuLysQiG37bCMfI8OrxUV/Nz8i3jtyhJqKFoU19wvbIF0Hd/UxbSbuH8kAmWXiOon64ZK3Ycvjot89iTzFJL7vsXPEtdxVD0UTRdLv6OciITfzNph4SbJ9Xyvse1Nc80NOOv5xpZDC38E7uxp5Yv0RnrnsRHKdFv58ySRe3XqUDLuJtFFGFEnit8vGc/fbe+kOx9le52FAphWDDKG4zvzhOWyr9eALC7aFPyLuQ6tRZsXNM7nq2e1UdwQwG5JJ6zZfmAyrUGDYcdTLwRYf40rSmTk4C08wxms7GpDb/Jx7grAkeWVbcm5MA0pcVp67YjKXP7MVRZF4cfPRfsckA5oOv/7wIOFEcqunfzl2E1FVJRTTOGN8Ec9uquWqmYMYlGPj4VWHMCoSg3PTeH1bPTajzJWzBvHhvhbGFmfgtBi4+OntmA0y4biGKcEfi8VV4gnlj6r2AMPyHRxq8dMVjnOkPcgzn9fwxVEvgaiKWZFQNZ1T/x975x0fR3Wu/+/MbG/qvUvulnu3ccMG08EQeguQkFByQxIIJYGQEHpIqKEl9G6awYBtMK64d1uWZEuyepdWq+1t5vfHWRUXSnLJ/eXe7PP56KPdqWfPzJzd9z3P+zxjMo9zLZq56e3d6GSJGSUpGHUym2u6+cOychRZorJVjOcZdhMryloBmFqYxMKRGQxJt3H1rCJaXX56AxHOGpcDwFdVnRxo6WVoug1JgqiqUX7PqYSjKp8faOOkkemcMCyVq1/egc2oY8aQVJItBkrSbTy8opLlZa28/qNpPPBZBZtqulh3sINnrphITYeHqnY39y4ewx2njeKcJzfgDUUJRFSunFXIH9JsnPLoOnpbxbjuCYS5ZckeHj5/HKtvnodZr+ANRVhR1orLH+aO00Zy6fObCUaiTC5IYq/i4vMDrSyemEu63XREP1W2uvEGI5h0ccWiOOKI4/tFPDb9N4UtE2bfPkCm/z4PPX8+kfZ2mHGNIGoDk8f+HFUNoenMqG4340dfi6apSIMm4GVZITGh5JjjFeWfQkSNIA0ipHuD7SQUl1J7YDOWO88iYc6FRPbVM3z6YnRvbqQ300ywJAE0FdkdJmzzICeayKlLpbflED37DpLrsaK/4wpGvl5BYEcHGuA68wYiC+ZTfk6IxJcuxe2qYsgKBa1aQk0rJ5xlxbyvC2OVgr80lWCxA31OLrWO1WTfsxdjexR9IEBypwNNb6B60SkoSUnkvfIStc88yQ1jNM7NLWayXEZSxiiUdzajOZ243lmCFlWJ+HxQVkak04khJxstFKLhx9eS+/Rf0WdlcfiBO3CsKkfSJKof/w16kx16Y/GjJqN5vehyclHGlrIxXWFuMIBt10forCpdrk6MQSPGnBDTKtbRdDARQ3YaLWkGil01BJIzibS40RlC4MhB623Gv3E1Ia+ZxEI/IIlcQJ8CJojY/+AKuOwDWH47tO4SFqF9BRxHo09dU9YNxJd9OQRLqrBzPSKmlUW81x+/xpjI4UFWLZoqYmpJL0aRo9U04cjiB08bR8TOfaqWPXXiD6D4RNj7pmjPvndE8cDah44lqvQdxpIKOpMoMEnKh1MfgEdGCBvQPljTwZoKRScIhcma1XDGY9C0XRQUBN1w2ftimz7UbRRFQbNuOpLsEUcc/wBufGMndpOe+88dQ4bDxLpfz+fFrw5jKUrAU+xgdkoGBVOyeeDDMn4TNdFQ1Y00IpkDrUGKkPnB5Dw+3VjPSSgkIzPB5eGW9pWUZM7kwXPH8PLScu7rcVGcnkpBewjJpODZ2IzbpqdJVvHu7ECWwTAkAfP4NNxfNOA50I1uRBImg4LqCxOq7OGAFGWIJmMIg3lSOpaxqfi2tBCudx/h8tQHzRehsbmKyml1THAbcAjBIeQ0E6oriKTXYchzEKr3kHT+MIKHnBBUUZKMqP4Ikk5CsuqwTMvC/Vkt+gIHam+YSHUvkiKj64kROsw6NH8EDDKEVDRfFBQJzRMh4okQafGiqRrR7gAhKUh9834yRxVhKEk8ps0fPvQHmg9WYDBbyCwRKlkbl7xO+QZhCR3wepBkGZPVhsfZhU5vYMQJczFabUw+81x62tuwJSYhyRJGsxl/r4uKTetpr6uhp7UFNRpl0mlnM+XMcwkGfOz4+AOGTp1FV2MDuz77iOJJU+luNjLr/EtY/8bL1O3dyRm/uI3h009g1UvPEvJ62fflCuZefg0bl7xOe001lz/4GLtWfMKXLzwNgC0pmWnnXEDxhCm8etvP+z/b3lUrMNnsjDxhHtc89jz21FQaKw5Qu2cnyTm52NPSee/+u3GkZZCaX4Ci6Chbu4rRcxcc008dQfE9o5f/dylM/v9A423rT0KocFi/4y6jgXWNt61fnPvA7O+FfCFJUhGQNmjR3tjyXOBHwFlAIWAGOoDdwCfAy5qmBb6PNsQRRxxxxBHH941/OalDkiQ7cAHwQ2Bm3+LY/6OTZbXAa8ArmqZV/avbFscgGL7rb6x/EDkT4eI3jlym6AWho6sa/jpdTF5PvhoqlolJbEUPPfWQmH/s8bY8Cyt/I15PulKob2z4C3g7hHLGuc9BNACvnQcZY4SNhawTyRjFJJQ39FZBZjj/FXhsLBAFV5NQ7FAM9GdAJBk6KsW5LKmiIqa3BVCht1H0WZ8vrySLRE6gWyg79DaKYxjtMP4y0ba1D4pt974F5UsFIcJgg0X3w5sXiPNIBpEU6Yydd9zFYt+qQb9ntz4D5kTY9Rr9CR9fF0ckgPpICuMvE1Ywz5wATdsGElj1G8W2B1chCg4R6hYtMVsaU5IgGiAJv9yyD0RSSw3DhCvBkghFc+Hty4+UtQVYdtOx/sBHINbOPnLN4ORYX+JK1h1L6ABhh6IzH0kkORp9Kho609dvMxjho2zPJeVI1ZDmnQOvIwFBxLnqU3hubkzq9ihoEXGfKHrR36+cLRROhpwMVStj2wBr74ekYtHPOhPUbRogrFz6riBuSINs21OHwC/Lj0ymxRHHP4hub4iGbh+BsBgLFFnij5+Wk2IzkJdkYV+TC6tRx+aabvQyhFWQZBk19phqqkYoEkWWYFSWgwPNvaiANxTl1c11BKNRdLLEpIJkth7uZnx+Ip5AhFSbkUWjMxmd5eDRVQfZ1+jiYKsH0IhENVp7gyzZ0YjddOzPktbeAPd9WsG5k3L5ZG8L6XYTG6pExY5FLzM2N5F9zS4SzXrS7EaseoUdDU4CYY0OrxibEi16XIEwL101laW7m/n1e3sxxAgXI+78jHBUI8Gsx2rQcbDNw6gsO9vrRPYtGFHJcBhp6xXJ/qI0KxaDjvKWXrKTzJw9LocV+laanD6SLAZWlLXhC4mx74xx2ZS39PLG1gbmj0jnxBEZtLj8/PLtPVwyNZ8xOQmUNbsoSbMhSRLBSIRki57FE3OYmJ/EhqpO7jpjNOc+/RW9gTCHO728uqmWH80u4ooZBcy4fxVJVgNvbq1Dr5PZ2+hCA5IsBk4pzeTmk4U12Ztb67lraRkAG6u70MkSqqaypaabOcNS+cmcYjZWd7K30cXS3U3sqOvGZlCo7fZx85J9NHT7iGpQ0+HBG4xywdQ8aju8fFbWxmV/28LaW+ZTmGKlucdPstVAUaqVFWVt3H+uyi1L9tDcE6Cyzc2QNCvv/GQGdpOexRNzcfrC/PKkYWys7uSS57fQ448wLjeBlzfW8dSlE0m2Gvjp3BKumFGAxfA/ykOOI10E6uEAACAASURBVI44/o8iHpv+L4HB9u3b/BNIuebqY5aZjGJyq/OZZ+l46imKP3gfT0oEVY2QllIqiPLR4HHbtGPfE/S66zHobQwvOZdNO+7D7W0hEvGSnTGd4imn0fqHh/F9tBLHaw/TPsOIXGsn5/c7UXpCMKeUtlNtZI9aSJJJoVM9jHv6MPRPf4K22kegyo0mCfs4SW/Av/4rzLn5hIcYyXlkC40XlRAtlsn685eklBQTWlNDKMtM289Lkfxh0l/eS2pNKvpmHxjMyElJ5D/zNK333kewqoqo38+O+hfwTepg1vYgxaFshvlzCD37jojQTCZkg4He994DIOPBB1jx2B8ZXdZAVJbwGxUar7ue5B/9iNaJKqonifqAzNR9TWiBiFA60TRQVZSsLJIvv4xIt5MZzz1HOMFO+qJePL0OwitbkayQtPE3lEmJmA0KvZqDgyE3q7IXcHXzZmR9iKCWjdGcBN5uQh4JQ1YKjJkBYy+Asg9h79sDBH0QapUvDSrQjXhF3K6YRM5gEGp1NgIojIgMKtzoi/N97ce5m9SYxan32OWDUbNa/D9aXbIPx9iJat9sB7P3zYHX7hahDHr2UyIGjwz6TH1xv68TRpwJFY3QVSOsbPOmiaKPrkMixve2w6vnxJofASSo+VIUFEy9FiZeCZmlR7Zj9s0id2M/lrgcRxzfFY1OPwnmgXt9R52Tv66pIRBWWV7WygVT8lh7sIPPoiF2yhHaVJWFYZXdqCiSxk8OuChVLOgUibuNIRLa2jgt62JqyrpI6Q4xwWFmdW8Y64hkJFcHjgUFuFfVkVWayr12AxFXkNBhF6EqF6+19bDArZGIREtDL1m9EZCggSi3az4WY+CHGPHv6sBUlIBxaCLR3hCaAtFmkf+SHQb0OVaCFU6K/EXYd5hISksl5HZBWEXtCIACSpIe2aCQ8fOJtD22k0iXyG8Fq1203rsFAF2mhWBlN6o/QtQdJNodI55FNaQEA1p3CC0YwVBgRw1EiHQHMRTa0SWZCda5iPaG0GdYCOztBAkcJPPDnz2K/5Nmej44hKk4Admko3z9aso3rKH0xEW4OtrxOrtJLyxBUzUS9GlYHImceNW1dDbWY0tKpnjSNHavWIbRZqOp4gB7V61g9NwFFI2fxIqnHyW9qJi9X65g36qVQu2puYnsoSPIKx3LhFPOQNM0lvzhN7QfFkVSydlCXbmjvhav04mi03PWr+5g6SP3su2j97AlpxLyetEbTexdtZLcEaMJuHuJBAO019WgNxoYOXs+rdWHcDY3subVFxi3cBGOtHQ83d2MnruAsrVfcHj3drKGDOfNu27BlpRCZ2MdI2bP57Qbfkk4GGD03AWMnD2PgjHjWfHM4yz/61/IKCqhzFKJUTYyPXkeAOfnXAWA8nXqwnEA/Qod/wihow9W4IPG29bPyX1g9s5v3frbMe6o982SJF0NPArYj1qXF/s7E7hLkqQfapoWV/aII4444ojj3w7/UvsVSZJeR0jYPodImvUlyAZL2LqBF4B5mqYVa5p2Vzxp9h8CSzKUnAjZ42Hb8/DJL6F2vSAQPDoG3vuRsKHogxoV1TBjLhSVIkMWiCSR3ioSE4oB3v8RJJcIlYaUEvjqsUFEARnOeRqCPULJ440LBipy+nO4mlARAWH1cfHbAxYqudMQSRpJTKz3q1BIUHoenPArMCaIKhiA/JmCuFD+kSBR9CV8ypeK7bImQvF8eH+Qd60WEgQVGFB1qDrOb8jOKnFee/ZAW/ty0ObYpL/RAbtfg2fmDFQk9dnO9CtTDKoM8ncNkCXa9g70y4GPxb62NPF//zui79c+BCH3sUoZg6uTjgvtqP/HgTooiaUcnQCLJags30Ju0CRBsPk6mBKOfN+XqP06xZo5t4HOKBRklt82QOg4XoJu4hX0zw90VkLjNmjaId5Liuiz1OGQPkosm3Ql/Gy7sA0KuERV2WBCBwg7oJbdA3YsccTxT+CqWUXsvXsR+Smi+jUQjuILRWno9nP3maNYffM8DDqZyYVJxHgfHO7wUprt4Mezi/CFVYIRjaIUCyMy7WQnmRiT46Cqzc0LG2pp7w0yIT+RO08fxZTCZHbX99DY46OtN8ALX9Xy+JdV+MMqvzp5GP6wUNAAmFqUhAZ4YgobJr3cbxuikyRyEk2EIxoH2zyk2AaqYgw6mc2Huzl9TBaFKVb2NLjYWudkWlEKZr2MUSdTmGLmiukFPLi8kns/LWdTtRhjw1GNiAqRqEa63ciffjCWP60UhLo+q5MLJ+VwamkGbb1BLp+ex7SiZNLsJn6+YChpdhM3njiE0dkOqtu9dHrCHGr39hM6SrMd7G/qJdNhJKpqPLHqEKc+tp6lu5rZVtvN7gYnZ43L5uWrp3Kozc3hTi8/f3M3rkCEJIuBdIeJ+88dSyii8tnP5/D2tTMIRVVe3lTH3IfX0NwToDjNRnNPgKfX1vD4qir0iswZY7N48YeTGZ5uZ3WFmIToU/rou+ZD0m0Ewir+cJRkq4Eub4jttU5k4IWvaglFNTyhKKk2A/ubXBh0MpkOEw98VsHtH+wjxWrsv3Ymncxt7+1hf7OLV66eyvXzh5CbZKY3EOaX7+xh3aFODra5MeqEssnfNtTgj/XR6WMyeWZtNaXZCTxy/jiumlVIdYeXnfVOev2D5InjhI444ojje0A8No3jm2AaNRLbzJkoKSnsLX+BPQeeB0Dd+zpVG+6kqXkDkeiAwqDX147FnM6QwjOYOem3gJCHT7AXYrNk09y2mcrqJVgvPIfe80fgSQzipBnP9AwafzeB6B3nof5kEQFrkJq6T6gMrCZYZEdyh/EMNWGqciMnOOi+cw51f56C996zyXjwPtJfqiL/QAJaVhKSN0z6KzUoiYmEq2uQdAqK3cbItDMY2jWajquGY/u8DjmiYZkwAdXppPfzzwns24cWDkMgQNIvl5G6V+UXVRHm2hMJvPAeWp/iWiCAGlPbkCxmVu5bz2Ozc1gzKp13p+dzxX/NoqIwhSdTPLi+7OTjEyfy4Lml9EwCRVGRHA40gwFVUVB7e2l/4EG6Xn0RFImEggDIYLZ4yZ7UQ/HJHcgStHfaCTfr0FXXcYq/gctrViNrXpDAKDVD+wGkqB9l+hAspgYRV6lR2PNWTAljUIx5vAIDTT2S0BGLNXMjXlSOir+QvlnN1BcrQpD1MWuXo/cfdJzxlx1/VV8bU0cMLJNlkeP4OkhKrABAJ2L+dQ8LQoesO9bG1GAfiDnVMLTtgwMfDhRCRMMi75AxFrJj9kKXvguLn4X5v4Hdrx9JFgFhufLlPQP2LXHE8U/iwxtm8fLVU/vf13aKnNkHu5rYcOuJ3H3maPKSzGQlmGhTVXKRUDr8lGbbef7yidzkdvFfeHksW6Ekz8GHeSV0JOu5ZethzqxqxKRJPD6piJLZ+bxqjHDdukrecoB3ayu9X9Tj392OsSSR1Zl63nGLgoM3dWGSfLF8lAZ5KNxpsTM3VhMp2XQoDiORTj+qP4LWM5APU/1hQnVuzGNSCVa7sFYrhCqdmEenCHsUsw7jsCRko0L3W5X4y7uIdPqElYqEqKiQwVDswDQimcC+LlA1ov4IGCTspxci2fUQ1rDNz0O2GzCOTMZYkog+1UzCqUXoM8xE2/zgjxKudfd/Dn2+ndAOJ0qyCdUdpndlLW1P7KKrpp7G8jKyQgVcefNjTFt8AXtXLSdY1UNwRzdENHRGE6XzFjLmxEUYLRZ+8cZSRp4wD4+zmy+ef5I3f3szqbn5KAYD7Ydr+PzZJ3C1t6A3mjj7V7dz+n/dQm97G12NDYQCfjrqBvK8il6Mwe6OdtRImCFTZ9BSdRB3VydBr4fqbZsACAcDRIIBavfswGCxkjl0OK/++r9Y8fRjzLrocnpampBkGU2N8tGf78eRksYVDz5OfulYzDYH1du38t79v8Pn6sHV3oKmqhzctJ6mijJcba3kjR4DQMXGdcz4wUWc+rObSc0vpC3YTHtwIJZWJCVO6PgWNN62XkKo2/2z1aNW4OXYcf67ODpxfD7wdwYIHY3AWoQi3+CKv2zgU0mSfvA9tCGOOOKII444vlf8q7PkFx/1vq/ySUX4mL0CfBiXtPo/gFcXCyKF3gJGG5z422/fx5wEl7wtXudNg9RhQv3BWStsTPYtgfJl8NvYD+jWfbDxMVENsn8JXLcJmndBwQxY/AxUfibUP6JBYfsy7zaRxOiugqadEI0IyxE1IuxMWvfAqLOhPEZakA0iMVEvggbCHmFrkjlGTMhPuBQat8Qm1WWhJNJdDQUnCPnThb8TqiGoYn3DVjj5PlEdkzUOar+KVXoFhFd00zaEYoVPkDMufQ8+vA5adwvbmOQS2PPmkX0myaKtZe8KJYg+Akmkj0ihgV9UsAu7FOnIKp+Qe+C1YhBJIF8X/ckvvVUQErY8PbCdrEDiUOg+BAYHhHrh5bMEscXoiNmoHIeg8W2KGv2fSQHFCpFB9i59UrcgziHrwe8Ec7I4ZmKhUE75Jni+Zn2fskjuFGjZKyqTJJ0gxuhM4nrBQF/3Yd0D4v/et2IJLBlShwrShikxlhCTxPUs/0hI11rSxL1hSBikPBKLS1xNYt9pPxX3qjlJkHX8TnFPnv6ngXOrUVh+h7iPhi369j6NIw5gf5OLYCTKpIKvl0Q26RVGZzmoaO3F5Y/g9IV5fn0NT106kQMtLpbuauaFr2q56oQiFk/I5a2t9eys76a600d1pxh3Wl1BIrFHJTfRzLZaJy9srGF5jEjQFVPLkIAGpw+HSc+UwiQcRoXemH2LRa/0/zg4e3w2ba4AB1p6BfEgorKn0cWZY7O4eEoe180r4aPdLWhAj1+Mb2sqO3AHwmgIsobTEySqaqTZjTR0+/nbhsPIkrByeXavkJvW62RUVSOiauQnW2ju8ROOirHs5FHpvLezmXd2NDG9SPTfq5sb+PCGmZzz1EY213QxItPBre/t+9q+LWvuRQMq28S42+UJ4/SHsJl07P/9Im58YxcvfFXL1ScUsbGmi+YePw+cNxajTuaZdTX8aeVB7j2nlN98uJ9FozMw6xXc/gg2g8KE/ESyEky8f/1M/vDxAaKqSmlOIpdMzefER9Yw8Y9fEIyoDE2386PZxfxgUi6qqnG404c7GKbLE+L2U4fz2pYGPIEwO+qcFKdZOXlUBl9VdaFXYFONk1SrgSFpNrYc7ibFJtHc4yc30cRDyytZMDKNJIuecXmJfLSnhYiqceWLW3H5IwxJE/mbzdWdJFn0RFUNp0+QNHbWO1ld2c7vPz7AghFprKrooCDZwge7mrh5yR4WT8zhoxtPoDDVSiiicvVLW+nyhnju8snkJX//UvxxxBHHfxTisel/AjytsOdVKDoR2vZA4TyhjvctsM2Zg23OHAAmlP4UNTZh7UvM5aBzHVS8QGb3PiaWXgdA0+GPaW3fhk4x09qxgyljb0JVwxTlLyIzbRLVtctIThyGL9CJ5dKzycuZQ4ezDEuegqtiB3qXFU9NFeZ0lfDwFEJ2jezyRAx/+YxQvoNIYRLNF+YSMXvQTAbaaaRg3IU0PzaPVFsGlM4l2rYfXXcA53VjcezzIK0rI7FwAoYNtTBhJGrPAcIJOlznD8Pa1EnxPX9AUhQSLrqIjnUfY+iSkQNBzB/uJQRInzhQrXqSL74E+8gJNN96G5rXi+O88/B88QXuz1cSXlCCPyWR4fXtnFDeTkZHL0u0FtSsJM56cwujJ+qZkVtPfWEa/ioXL5xYTFG7l/n721AdNgxShOj5Y8gMLKNSSeRm2yz+lrUWrFbqNT31+XZ0DicjE7xQMAu10Qvh3QN8CWMCyxxDeFyXxQr2IVUuFyodaaOg8+DXK1wcE5vKgNpf7KCgURzpFQUd/XFm7AeuNRO8sZzE8DPg4EqwpQqyg84oYtT2sm+4uzTY8cLXrJPBaIWSBTG1Tk3kKsI+cPkH2jBYHdNgFbYoAJ/dCp6YlUr2JJGvsKYL4oU1VTwPZR8M6oMAGBNFDqD/mDK07BTrL3gNhsasPmvWiSKVg8uF0mofalbDhj8Le9qpP/6Gzx1HHANYvr+FiQVJx1gtDsb5k/P4yxeHUGSJzAQTz6ytJjvRzOqb57GrzsnzH5ezvtvDtl+dhNWoo6Qwkc01XWyrdfYfI2Iw0IZGklmP0xVgyNY23rTBM70iJtvX48Mqm1mqBbksbMTu9XPGkDTmt0dA1ZiiKITsRkydQTBIGHLsTFYkDlcJIpTmi+Db1Y5pVAr6TCvhFg/ejbFnMKwh2xX8MXUMAGQId/pAA9miI1TbixaIoqSa8WxogigD9FKdBKqGLsVMpHNgvLKMTcO3pRX3p7VIFh2aN0LwkBPLuDTcy+vQpYrtO57aA1ENT6gHs86KMsgiJFw/KBcIRHpDRLoDTL/8QqYuPp/2B3ag1QdobTpIV2s9J119AxMuOIux+Yt58bfXk5ZfSGJmNjU7tjDrwsvZ9+VKwgE/jrQMiidOJnPIMK546AnWvPQ8KfkFFI+fjKzT8fbdt6KpooAurbCYzJKhDJt+AqqmUb11EwGvh6whw8koHkrdvt3s/3IlHXWHySgeQkHpOJoPVuDqaMfd2c7YhadQtX0rQa+blspyDBYrBpOZpQ/dQ1J2LiG/j562Fjrra5F1Ol759c+IRsKY7A5Cfh96kwlHegbujnY0TUNTVdpqqmks30fVts0k5+bT29bKjS+9w8pnHmPday9QOm8hM84X8/rtwRa+7FhGujGbE9NO/6eeg/8QzENYqfx3UArMBdb8N49ztNfQr2P/K4BrNU1b37dCkiQjcC3wMGBEzJm9KEnS7jjBO4444ogjjn8n/EuVOmLok0AAIQtwN5Cradppmqa9FU+a/Ruh46Cw6ahZ84/t56wVE9QhryBB/KP7g1DtGHuBIBCklMC1awUhI6lgYJuEPJHAMNjFZHtbGVR8LIgPq++Hd64QVhYdlcLKpWUP5E0RJI3i+aDTw/73Y20+LKpbPJ2CVGB0ANqR1hZpI2HUYqGa4O2AZb8Q6g5qBLxtgtAB0LwDqr+EJVfC0JNiO6siobT1OWHr8t41glARDQjCwuBKHi0qVDw6KwShw2iHkB/qN4u2JeSJ7UwJ4nX2JEARJII+mI71xMSWCbc3QsqQY9fpTKC3xQgMgwgZ0ZBQgxiM6dfDlR/C0JMFoQNE/3vaBXGkTy2kD30KI6nDjj3v8aBFIX3Qto5cKJoDCTH7HV+nSFRFA+BpFmSJzkoI9ZGoFUH6OF4bjoe+ZFjVFwPVVX3XwDfI8mUwocOaDjN/DtkThYxvNCQIHJ2VIJuEV3LYG2uTCr3NgjTTd4xFfxQED4glGmVBGpIUsKYJxZnld4hEo2KAEacJckg0ZuWy6vdw2Xtw/ovfrU/jiAP4r7d2cdWL2/rfB8JRmnr8NPX4aej24Q9FcfnCXDGzAFWD6g4PH+xq4rm1Ndy8ZA93fliGP6yy4db5LJ4gVG/yki0ockxBQxZj2PTiZIak2Ugw66jp8pFo1vFleTvGWJWnLIHdKKMBNoNCjz/MBc9u6Sd06HUSqw92cs0JRRz4/SK21Xaz+XA3vYEIEkK1Y3dDD/d8Us6b2xp4eVMtC0emH1ELOaUoiRNHpHPWuGwkYG+zm1BUo6knwO2nj+hvb6rNQIJZj82gMLkgiZNHZQCwvc7JvZ+W895Pp3PB5FwcJj0SMCE/kQun5pGVYCLFqufi57ZQmu0g3WEixfY1MtqxzyxLkJVgQpbgtDGZ/PaMEbgDEcqaXJj0CvefO4br55fw9w2HufvMUcwaksqpY7JIsRnZeribZKueL8pbSTDrWFHWRiii4jDr8YSiXDAln7s+KuPv6w+T4TDR449wz7ID3PT2brISzQQjKiePyuCtnwjlqfs+qWBTTTe+UARfMEqHJ8jag5009/j5eG8r17++k/IWN4+tqmJ7nZMOtxgnK9o86GUZSRLyyBaDDk8gQkGKmc/2t+H0hflwdzMRVWNEphVXjGRT3eHFoEi0e0J0ekJkJZhFctZh5P3rZvH5gVZyE81cOaOQn504hOfW19DtDaLIEu/vbGLdQaGm4g9H2V7npLzFTXWH5/idHUccccTxjyEem/5vQf1XsP3ZQQqD3xE9dWLiOuQR8Zqn7R8+daKjmOTEoQDYihYyokRYZdqtOf3bFCeMYoqWjISE19dGT28tvZ56KqvfZX/lKxw8/CGyrKOjax/NbVvQ623oFBOtuhpy14P03kZsb+7DENIRiQYo8pZie++AcPBsDaIbN5xQng3VqsN0wMWItrFEXl+O2tJFk283/lSF1Fer6Z2eSvdoGZeui6bbxtBsq8P59tuwu5qCv9Sic0cwHOwioPPT/cKLtPz2Tjq+eB9Dk4dIQSyGNBtRE0xECOI8I5eWyeBdvwHN50NfVETvRx+h9vYyh2QiBj1Bo47xbpUbkpOxjxjBPW/u4sK1VaR3ezjh8y72jFxI5dXTqUm3kdvlZ25ZG8lXX41t5cfcesUkNu5sonxvKr9Mm4kzzcA7OWfgDwdxRDxcpR1ghilmd9LbRKCxHUmGnYZUfJIObthM5in38QhdSGgDKhIdB0R4fURcHPu1KOmPY58zKNaTZLFrfxxnji1XhEqjI0sobQJULhPqmu5moXbhbkFrLztiYEE/mIT6bRXdqsijbHlKHEExiBjT131kGwerYw4/VeQpEgtEnKwYxfI+K09vO5oWIeqJEVH8sQlvNQwGC1zy5pHH7ItZJRkyRovcxtqHIHuCKCQZvVioSYLIjbjb4IqPYNIPv+WzxRGHwL5GFz99bSdPfjkwL9reG8ATjLCnoYdAOEqnJ4jNqGNcXiLBsIovEObxVYd48stD3PreXm55by8XnjyUdbeeiNUo6hOL02xImkhsj42ltxefPgyrQWGRqmOiycCPJR97YnGEAoxCYX6SjTEoPGUMs2J/K94NzaBqqBJsCgbwdwVI+sUEMn4+Cf9hF1qViyZUfApIioxvVzver5rpWVaNaUQykmWgXjLaHcR+Uj7GIYko2RZQIdIoFEiivUFs07JBJ6MhyBuSXkay64WCh90AKvi2tRHpDpB86QhsJ2QTOOREsuoxjkzGPi8XyaQQ7vLh29GGkmJCMipIdh1EheKHzZCIIusJRv39WX/ZqgNZWMQ4TilENihowSjR3hAGh4X0GyYQDUaYGlzIVX9+Ftmgwz43j51rP0aNRFB0eno72olGo2x+/20SM7NQ9Hq8Pd0Ujp/Mhw/fQ/X2LWQNG8GhLV/xzh9up7O+FqPVht5k4pTrbmLy6efg7uqicuM66nZtQ41GcHe201J9EFtyMs6WRlY+9wR7v/iMtupDbF36Li2HKnB3idhw7xfL0RuMRCPCJirk82FJSCDo89Hd1ICnu4uaHVsBsCYmEY2InGnA3QuShNfZjaaqIEkoOh0jZs5l9LwFdNbXkV86joXXXE/JlOm884c7UHQ6wsEgWz98F5+rBwBX2Ikr0kOdrxpN+wbl4Tiu/zc6zvFYZLXACYMJHQCapgU1TXsCGKzOYQPu/B7aEUccccQRRxzfG/4n9aw1wADcAgyRJOlV4Ast/kvo3wdBt1AKGDyx/V3wyc2iKubq5SKBMXhCvaMS0ob/421JLoRbqmLkhxisKXBrvZjk37dEECgsaYLcsPYBsGcJMsDwU+GXFSL58tR0oT6ROQYaNovJ91HngiUJcibBJ7+A8ZfConvFZL0lBd6+FKpXQ0c5rLkfEvNE1Yo9Q2zTXg6l5wtVkPb9Ipljy4auqoGECUDxQqHuse1vIgl0eLWYtNeZoGi2IJ40bYfCOdC4FWwZQhq1qxpSc8S65GI44SZxzi3PimSKqxFB50d8Zm9HzAqGAU9egwPm3S7UQjQNRp0j1C02Piq2iwQGyajKMWsVTahW1G8S1iZ9ihUbHhF/g6+rMUEknHyd4G4aqHwyJUAwNvHWuufrr+/gaickaN4ea4oOSubDrlf/gZslCsNOg8pPRUIrdeg3n7sPeusgD2RNvDbaY8ojfYiVTGSNg4V3i3UPxsgmSQXgrAM11o+DvY+TigRxiJgCzI4X4ISfw8rfikrB8ZeIBPO252HzM6J6qm2/uHbRELTuh0eGQfE8QT766jHIKBX3TRxxfEf88ZzSfpsLgN8tLeO9nY2k2QwEoyojMh3sbujptwspa+7lzjNGUZqTwG8/3I8EVLV5WFPRztIbZ5HuMDFrSCqPnD+Wm94Wz5jNqKOi1c284Wl8fkA8C5IEtTFyRzCiosgS7qBKTqKJk0dl8uLG2v42DcuwIQEH2zzIkkRtl48YVwSjTiYYUQmGByW0gc01XRSm2voT53pFYnpRCvd/VsGppVnodTKhiIrNoOAJRQmEVJ68ZAK/emcPL2yopdcfRgXqu30MGylIHYokEYpqnPfMZgByE0yU5jioaHWzt7GX9b+ez7T7VgFwcmkGf1l5iFaX+Lw6WcKsl3EHowxNtdLiDnLRlDwiUZXx+Uk8+sUhth7u7ieQfFHezv1Amt3ItMIUnqKaA80D487Y3AQWjkzni/J2Vld24jDpMOpklpe18ta109lV38OYnARuXrKHTdWddHpCyJIYrdYf7GBRaSaH2jxcP38IDpOeHl+IwlQLs4em8MgF4ym6/VMANlR1MS7Hzp6mI6u2AJpdA3OaOxucqLHOnj8ijaIUK5Wtbg61i/HTqpcJRVVmlaRxuNPHJVMLcJh1ZCWY+PPKg4RVjScuHs99n5XjCURx+cN8tr+VQFjlihe3UZhiobbLx8T8RKruO41d9U5GZzt4ZGUlpTkJ7LrzZHr9YTISvr6qL4444ojjn0A8Nv13R9AlYg01+u3z4n0I+6BiKaQMhcK5wj5TF/v+iARj8cpxyPDfguKCU8jPmYtOZ+5fpsudQVr2VCb0VBCO+NEpJkAhEHTS0LyexIRizOZUxo66hmg0iN/fQXd3OTmfeEg+YzHt999PvhiqXwAAIABJREFUNN1G9oKLSGltxLq3B2dzE9kvPoN91Hgko5EhIR9bPrsDfXkjoXUvYDz9dArea6fn4uEkTi4mZLfiSC5BTRhO4jkTcLs2Ew31gKbhXrMGzSms1RxrWkm4/kfoRyTg37od1R6gx9eIaX8n+pGFaHNK8RzYitEQRitIJxh0YZszn95PP0W2WlESEoh2dqJLS+N3My8mo+ZDVE8FoQMV2Ld30TImkxG9PrRRxbCxki1VKuObm+mVZAJJMp55w7H84HSc7y7BYUhi7KnnsaWtkojsIiDrWGp080rWWcwONHFzdyMZGcloPfuQnLUkZcFeQxrjQx3IQOiRkUyWlZjVSgxF80WsLUki3u+DKUG818IxFcuvgWIaUL7UmWKKHpJQ7ZB00LLrW+6QmOoHiP1KFojiE1OSyI+4v0VhUtMG4tA+S5OwF+w5R+2rABqMPAuGnybUNVfcIRQu7dkDKp6KkfKC4RQ1HsQUCiKlFAn1SEc29NQLtdOMUpGrSR8BC34Py/5L5BlW/R4qPhH9O+06kWv57NdQuwEueBW2PCOsRW9vEoSPOOL4Dhid7eCP55QyZ6godAlHVU58ZC0laVb2NLo4a1wWn+1vxWHS4/SFUDUob/Ow4qY53P7+PpbubkaS4KY3dzFneCrPXj4FgHvOKcXr9HO4sosz0hPY297NsgNtDM+0s6bZzbZIiCmagn5fN/k2I55IlE2BCBVdXm4Zlcv+2mbWEeRk9IxT9JgyLZzcqyD7Ikh6hWCFk32yynhVYbbVjOaNoOkG/UwIqgQPu1AseiIxyxYlxYSkkwke6sG+MB93c73YVieBTsY4MomoK0CgqgffzjYxdIRVjNMdhOp7+1NQkWYv3W9UCIWPZCOGLCvBim4c8/IwXGKj84X9SEl6DHl2/Ls7BtqkSGCQwRfFWpBKtN1PwtklBA/1EB4usfTRPzIt4zwyPfmgagQqnBjzHRhybDTIh2jtLEffnEXWEJHHnXLWeZStWUXzwXL6GhcJBUGDxbf+joDHTVtNFdXbt1C9fYtoQ8xKuGLjOjIKiwkHg4yeJxSAOhtqScnNZ+b5lxIOhVj+1COgaexasQy92ULYf5Sds6xAZECBydXeIkgZBj0lU6YzctZclj36IJKioEWj6I0mDGYLtuRUQoEA0875AT6XC73JzPal75KUmc0ZN93KR3++n5wRoziw7kt62lroaWuhfv8eJFlBU6OcdO3PGD7jBNydHaiRCJ8//yTTz72Iy/NuQCcpSEfbJccBQONt6x3A4u/pcOc23rbekfvA7G/4Av9WeI+z7Jeapn3txIemacskSXqXAXLHxZIkXa9p2vGOFUccccQRRxz/4/hXK3UI+uyA8JyG8Ea7FFgONEqS9LAkSeP+xe2I47sgd5KwOik97/jrOw6Cp+PY5fNvh7OfFGobehPoYtXL71wJT02F3W98/Tl3v/H1yh56EyhH8Y4UnbBfmX4DfPJLcLdAyTxhVZI9EQpPEFYpjiyxfcl8kRBZ/zAUzBLLqlYKNYplN4nk3s6X4KESeOsSQQ6xJIsEhawXxIqeelEtc3gdNG4X5zrrUbjqY7joDUEk8MQSKJIiyBPIUPOFUOio/woaN4vkkNEhEpQVywY+U8MWiEbh5TMEOUYxQM5EOPNJ6K6BlXdC5QrIExXXJBdD7lSRZHK3COWQPinZPk/eUK/on9cWiwq1Ax8OEDqOgQrDToFTYvYiOhMEjp3kQ1NFUgtEVU9iPuKRlgcIIoFe0YYx5wsZWnuesDXpgzkFJl8jkkoDBx50ffWC0CF/E99MHvjfp9BR8bHYN+I7ltChM3PMUGfLHLB3AXENz3kGLl8q3uutMT/iWNuqPof7suChInF99BZxbeyZIMcqo7SIIAUll4CzRpCF/C4hpyvrBDHjh8shawzozbD9BaEAYk8XhI68aZA7XVj2tO0X5y+YJfyXf/gJDFkAfz8Zdr32DX0TRxwDmFmSyoIYaQFgUWkGF0/NJzPRTLc3zJTCZFJjahPpdiM3LxpOpyfIM2uFCpHVqOALR2npDfD6FpGMenpNNTe8sZtwVOPdn87k6hMKAXh3R1O/SoPTF0HVoDuW2Eo061EkQX54a1v9EW082Oahss2DXoZVFW1c+eIWGp0BdDIEY54uekXi7HEDikDlzW4+2dvCghFpDE2zkGE3opNl1tw8jyHpVmYWpzA8w44cY4f8aeVB3t/ZhMsfRpIkSnMTUCRItxlZsq0Ou0khwawjL2mANNDkCmDUK0wpTCYrwcjKA21if+Dp1dUkWsTYk2Yz8MdzSrl8huiHQ51ePMEIn+xr4c1t9byyqZYGpw+XP0xOopmCZAu/P3tU/3mCUZXLphdwxcwBVSpJkvjrpZM4cUQaE/MTeeaySeQlWUi1GdE0KGt28eSXVay5eR6vXjONNJtRqKJIEk5/mCU7Gll6w6x+Qs+u+m521DnZVNPN8+tq+s8jSxxB6DAoA4kpfyjaP2oWp1qwGcRs2rK9LYzNTWR6SQo6WSLdbsQfUQmrfVMZEsFIlNE5CZSk2+nyhujxhTnrya843OHjxhOHMOfh1YRj17Y41cJP55bw7nUzeOWaaQBMyE8iFNV4dl0N72xrwBuKoKLx6b4WNE0jHP0Gb/s44ogjjm9GPDb934Shp8Gc34jfzUdDU4Uih3bUd4LeIgj8JTH1xD5CR8gLGx+Br/40QIY/CuGIj6rajwmGXMddP5jQ0Q9ZITV5NMmJw9i1/68oip787PnoFAOFuQuhsRu1vQuD3obZlEJKjQHDZ/vp+POfoTCH9gtzcTXsR7v+CVr3rCRqgM2BN9i64i5qL7yIYE01wWwDTB2KFong+eorom1t+J3NVPWsQutxkzF5ETMm3crIk39G6f4hJC1vQfP7Cdccxlg6GsxmPLMzOWjbTufDf8a7ei095k6c5+YjzxxDr9mNZ8tXONa3Y1hVSfo9G0m740sab/wZjT8uoKPAQMatt2KdPRvv+vUU3PV70rvcmApLsG/rwj1tPKZzF9B4/zSiPWKOZMjSw9hXtSCFQixMryUtbz/rdz7Ans/eY1+0B+Ojz5C/azdJjnEsaVnOpZ4qEgixU8vgS3sKutN/h1M7HW+bDs2cgaZFaZVFTGlABTV8pDKGqwG3MRktGo4VIsQe8T6Cx4TLAVnEaYO13jLHwegfDLIyZZBFiybixbavt9obgErE1Gd3qInYVDYIhcmjCR2O3KNvIvGvrzBCi0JSCfxkHRTG8hf9yh9RQBVFKPekwed3iXhYjilEmlNimwVJcLs4OHYRUVs6NGyDqT8VeQ1bBmx6EtJGCJKGLQsqPhIKJVnjRd7AnCjyLYl5wiq0doPou5QSOO/vQlW16nN4bh70NHyH/onjPx2yLHHZ9ALyU8S9rFdkLp9RwPmT8pAlqGh1c0ppJt5QGFWDy6blM6kgiXWHOtjTIJ5jq0HBH1FZUdZOXZcXdyDMmU9s4P3KdjpsOs65ehwLRqSzurKDtoNltEaiVEejzETHNRgZ74kyNKBxYoqdNCSWuN1YfRFORc/nhOmIqoSbvGS4IzybCHe8tpOOj6sZryogg+YVsa1s0KHPHshxeVY3EnEGMI1ORkk2gk7GMi6NtGvHoEWi6LItGAodENHAH6Xz6b3IDiOqO4zsMKKki++WUIsXLSziN8PIJHHw2CCndgdRkgwYixKIuoL493cQ1SJs7fiUnh31SGYRq+lybKReMwbZLPJpkUYvWkTFt70d/+4OIhucTE06jYgniHlUMrpMK/Y5QoEqHAigZkkkzi8kLb+o//PZk1M59/a7SckrYPS8hZz805vQNEjMzMLZ0kzlxvXIssx1z7/OnEuvQtbpSMwUsXvjgX0YLBYWXHMdvTHLk/1rvqCrqYEtS5dQvX1z/3m8zu5jCR1ANDT4O1vCnpqGojcQ8vnwdnfhSM8gc8gwocABhENBwkE/iqKAqpKUmUvuyFLQNMKhIB31tbz9u1spnbeQun27Wf3Scyh6A5KskDNiNOff+Ucuu/9Rxi5YhNFiJTW/kIayfez9YjlNFWWoWoSecDcdQVGkFtWix7T5Pxy5fHcq7rdBAXK+datvxtHJbRfw0XfY7+VBr/XAzP9mO+KII4444ojje4P0ryxGkiQpFZEkuxIYH1vcd0LpqPdliC/NNzRNaznOscLEShM0Tfu+fiAcfY5coAGgoaGB3NyjA+7/YIT98EA+FMyEK5YOLA96hLLHYJuUPjw+SahI/GSNSKQtvx1OfQgyYhNaahT+mCFUEH686uvPHY0cS+5Y8RuRjCieH7O+CMANm+Hjm2DHi3DjdqHY8P5PhE2Lu1moa5S9LxIeC38PK38j9pV1Qj0h0CNUEYx2Qa645G04vB6++gvUbqS/+iZ9lCAsnPMUJBXCl/fC+kcEmcPXCbN/BV/cdWR77TmiDYpR2Ij0QxKyqZICPYePTEye9jB8esuRxzHYhJTwyLOg/CMoWQjVXwyst2UNeOomlYCz+qjO1MGkKwRBpXuQJaCkCLUOd0w9Q9YJssg/i2OqivrOM0jN4nj4tvViI44ggnwdTEkikXbSH2HV3bHPE9s3sUBUQoU8A5LO1jSY9QtYeceA4gmANUPY7RwNa5q4v2W9uIebYmojKUOh65A4vzVVKLikjxTPkPOw2EbWifvfliZsbCZfDaf9SSTnssfDmY8Ladx974r7/PpYxcNT02DmjTD318e2J444viP2N7nYcribq2cVMvuh1TQ5/UzMT+TGBUN5dm01m2uEX3BWgpG8ZAsT85Mx6mX+vr6GcFTrJ1ssGpXOigPtnDMhm6+qOilOsbKjzkkk9nhmJxjp8ITIsJtIthrY23TsJEmCSUHTNHqDA2OfBJw2NguHSUdhioVHPj/ElMIk/KEoO+t7+rfRgKlFSWw97EQnS0zIT+z3U06y6ClOs7GjTryfUphEQ7efojQLm6q7SbLq8QajhCIqsgQGnUwgpghi0knMG57O8rI2Rmc70CsyexvFeVVNqHh0+8P8cEYBn+5vJapqNDgHe7QLvHDlZJy+EHctLeP5KyczsyT1iPV3frifVzfXMbMkRZBvNI1Uu5FMh4mXN9Uye0gat3+wjxvml7CmsoOqdg/j8xLZclhcnzSbkcmFiayp7GB4ph0JidouL49fNIEPdjfx/s4jx2AZmDcijS8rBkh1uphfdaPTzxMXT+C1TbVsqxPKHLOHJLO+qptfnzIcm0HHXR+VUZrtYH9zL2eNy8LpC+ONSSafUprJ4xdPZOSdy4moar+yR4pVz4tXTuGsv24EIMNupM0dpCTVQrMryMySFJ64ZAIWw8B3/JLtDYzOTsBqVJCAk/6yjvxkC4faPbx81RRuens3p43J4t7FY47p8/9pNDY2kpeX1/c2T9O0xv+f7Ykjjji+GfHY9P8QmnfCgSUw6gcxa8oYAj2C0K0zHrl9bzNsfULEa5OuhfoNIlYZfWF/RXFz2xZ2lz3LqKGXUJi38GtPrWkq0iAFQ1WNsnbzHYTDbgpyF1JT/xlDi85hSOHpVE6chKG4mKJ3l+APdLFt559JXdaKbt1BzGefRNn4OvKy52JeVU1FaQPGQy7IzyClyYTp8VVkPPoQ+22byMuaQ7ZuJO7Vq+l+6WXc1l78wxNI+rge3x/Oxjh6BKXDL0eSZA4tWIgaCqH5/VinTCHc2oq34RDO03JJXVKLapKRdSbCVg17xlDqx3mJZJlJ+KwJe6OErNOhOOyEqms49NMRFP6tEoYNJTE1g97NG1DNCkpQQ0ZPOBREr4H72Yvp6TpEUUU6kZdE8UJ9shlndhp/OLWQkZ0ufuILkft2OVfcOJPfLt3PNEszHbmTSTplCI5dr+BF5hZpJq9EViEXzBDxtyQuz2pzDrKmMidw5KOoIqMhroeiqWgcQdkQkA0x9YujJt4UkyhUOJoYdASOF3d+x1j0yEaIwpdIEE5/RBRfDEbaaOhtOFJNZOTZ0Lo3Fj/GzqkYYxasx2mzbBCfJ22kiG/7rGIT8sFVL+LfaFgUhWSWgq9HxLjRUEydJDCgAvrDZYKs8f6P4ZQHIXWIKDZ4do6wWL3odVGgsOI38OMvRawbRxz/JJZsbyA70UyCWc8ZT2zApJP51cnD8YejLNneQKPTDxJk2g2Mzknk9DGZvLypnsOdnv6iAp0sChq2HO7m6pRmtLY6NuaeTFmji79hoQiFbXYZvSfMpmwT6zt66QpFCAMXoeMNIpwlG/i1xcZdIS9fhoIkAJ/gQFUgcWE+4Y4AsknBu7EFxykF9K5phEBsXJFAtuhR/WFQwTAikdBBF31BkXlGJv6tbcIeRQeyxYCh0E5gXxdoYBiaSOjQIJUhhf4hS0oyoIVV8ERwnFZI76e1wn7FH0RVwygZ5v/H3nvHx1Hd6//vme1FvXdZliVbcu8Nd5sSmjEdTAmhJHQIJZCQBHIJNyQk9BYIoYRuiunu3cZNLrIt2+q972p7mZnfH2fVbINDLjfh+7v7vF56rWb2zJkz7eycz3k+z4PercM2NQPf7jYUd0jsZwAkk47Um8bi/LSaUJuXjLsnDfo+4PXwtzt+iqe7i4WX/4y82FL2t2xg+MzZtO4+TFt3Da7ODg5v2cDpN93JyhefJj49k66mBpRQEJPNRvrQIrpbmnC1tzHt/EvY+dlHJGbmcNYd9/LXm64RRDxlQD8sy6QXFNJy9HDfKqPVhqapxKWkMf70s9n41mt4nd3EJKcQ9PkI+rxc9dizfPXcEzQfOURiVg4ddTXMu/oGKrasp626CnNMLJPPvQCTxcJnT/5x0HEWTppGTHIKuz//GJ3egBIOIcky2SNGUl++lzNu/jmFk6dhMIp3CG+Pk4Mb1jJq3iIcrc10JLnY0PkVJtmMQTIyJXE2q9s/4cz0i8g05/Cfxg9hbNpw74bJwLbvscop2Y+c8vW/urEkSecAHw5YtVbTtLn/xHYZQNOAVTdomvb8v9qOKKKIIoooovg+8b+q1KFpWoemaY9rmjYeGAP8BWjn+KCZBIwE/gDUSZL0lSRJl0uSZD2u0ij+MzBYYO59IlNjID6+CZ6aKOxB/jBUkBt6ccVHcOk7Qlmiu0ZkeDgHZHLIOrjmS1jy4jfvt+IL+F0qHBlAXHDUiYnu+DyYdbeQK+1V4Ri3VKxLyBfLznohHXrbfpBlWPQQ3F4O4y+Hs58QE/JqGOKyhPVI6bnQsg/qNsPHt8AbS6B2s7BvSY9MILlaoHYjfPJzQbr4+gWIyxYECjUkyg+EZBB+s3N+IRQ49Lb+79JHg6NGKGvIBvjxSkHcKF0CE34slD16kT9LkBCQBKEDRDbNzAFBISUAxhhR1zlPCeUIEMoeADqdsAKxp/WrboBQlRhzef/yqItOcDEk0J3gkYzPg6Thg9cNJHQMtG2RB8S8zUmizoEk7mPJO8iCnCKbwJISWadFVDROAn/ECmfTEwNkliNdjrNB2OYM9Oj2tPfbvpgi59AcJ9ReehVB0An1kdhsSB8rbGjUkMjoknQi0NZ5pH//nUfEPtsOCEnc3Bkw6ToROBtxFlgSxHYTfiwCbJe9A2f+RQTaEgtEYC25WKjZbHsW7q4WWVXPTBfWL1FE8S+gNDOW2UXJBBWVd66bypljMqjt8vHh7ka2VXchAwYZujxB2noC3HVqMZuOdOAOKAQiJAiALw8Iv/O1h9p55LxRuINK3496TqKF9XfPozQjjgaHj32NTky64185nH6lj9CRGWdCQihIPHXJONZWtPPyxho0VcOkk2nt8VOYYuOySTloQKxZz69+JILIdrOeDneQ9BgTsgTd3hBVbW6MOokZQ5PYXtNNrEXPWaMzMelkhqXYmFucwtSCRC6YkI3V0N+nBMIae+oFAWV4mp0b5gwl2W7CZtQTY9LR4PTjDSqsOdxOTacXbzBMnFlPbqKZlIjySUasmdnFqagaeIIKh5p7WH2wlbL6/mBduysg/J5L03nokwM8tuIwv/24nEtf3Mpn+1qwm/W8fNVE3tvRQEWLC71O6iN0TMqLx2yU2Xi0E19I5dnLxlNW76DbG6Ks3sGV0/qJljpJKLHkJ1n6CB1JNtHOtFgTZ43O4NyxWSzf00S7O9BHyOj2hpGA59dV8rtPD4jrFVEraXcFeO2aKVw5PR+9TubTfS2sOthKUOkndAB0ekJsrupkfE48E/IS6HAH0clQ1+VjdHYcqw+1UfLAl1z32g6qOzy0uwLc9d5eLn1xKy9vrCYj3sLicVksnZbHb88uZWJ+AsXpMSjqd51MiSKKKKKIjk3/f4WkQsiZAYmF/evCAaHGsf9taNwOa38rxncgbCcmXAcjLxYsAWedmPQekGGbnjKRCaNvISdz9jfutqz8BdZsvgt1APm9uu4LfP520lImYDDYsFpSiI0RkyopP7+TpGuvBUBRgvhD3UhXLyT/9deQW13MKbqfkpKl5N30S/KME1HijAQMPmJWNSCZzVhnTsX8yha6n3mB+ptvpP2PfyLc3EQ8GaRs8iIbTDhcldQ3raOmbiVHbr8GZFA1FXeBgdZpJgI1VejdYYytfjrPz8cUn0b6bXeSOussQk3NxFUqJL1eiTVgBa8X1eUiWF2DdepUcixzWT6ziNQ77iD5hhvQBVT0jhByGHaOzOLiO06hLDeOuLs+JecX28m96Gf4FhSh6iUyHX4O/WgaZ9XWMsOazNBr7+P3543EZzXSNWcGjgo7xUlb8Rz6kgeHXcQ/YouYuq+Lms+TCYy9HykxP8K3kdg29hquT51DS5eNADKVuli6DDFgtOOV9Og0lQAyQWQoPW/wWFENchyhA0kkWugiCqO9CpDSMWNR6Zh3V1OcSF7Qm8VnL/rGit8EVZAmTLGw4c8D9htB55Fj7GEkOPhRvy1ur2JnTLoYQ/YVM0DGODHmH32xWNd+SFjC2tJFPc6ISp6jNmLPoolxZEKuiDkMO030fPN/I8ajiUMEcWPIbDjnaWEnW7hAxIOSi0ScZcUDQnHyviYx1n7/Jyc5/iii+GYsKk2nMNVOfrKND342HZtJz9F2N8+uraTdFSDJbkAG2twhitJiOGt0FnsaHPT4+vvhsArrj3SgqBqbjcXMv+E29jY4sepkvJJE9Yw0zrl6LBV6eLuxC4emMlTWkwy8S5gUWeZu1YzqDrIhGCAOiYsMZnYSxjoiCVNeHL5dbYTbBZFfDakQVrGMTuZTq8YvNS/6kUkYh0biTkEVyabvU9DwbWkBNOQ4I5JBj+oLoU+yYiyIA4OMLsGEMT8Wy+gUDNl2GDBu1lxhpJAKEhjzY7FOTEcLqVjyEzDoLOg6QPMr+Pa2oziDSDY9uiQzmGQxEASsE9MwpFhR/WGULj/hbj+eXa0obhEP0zQNJRQkOTePdF8urs/rOLh8JXue+5DYjUa6N1Ux69KrmHvVdXz+1J8IBwOEgwGUkNg+fWgRSihET1srcanpxKakEfB4aD5yCJPFSuHkaX2EDkmWyRszHjSNlqOHySgsQpIkjFYrsSmpjJ5/Ormlozm0eT1ep4jpuTrasSckYjRb+Ntt19PZWIeqKMiyOE/2hEQu+s1/Uzh5Kq6ONta//hItVZEktgH9eNXu7RSMm4g9MYmCiZP71quKgi0hkc+ffoynfnwxOyvXEFZDHFi/mrWvvshfb74Gn6uHNFMGBdZipiXMZVbyIuy6GOIMiQSVEyuA/R+F+3uu7wQy0t8JB49Z7vont+s4ZjnxhKWiiCKKKKKI4j+Ab/M4+F6hado+4A5Jku4CTkdkSJ2F8DIeGEDTAfMjf89KkrQMiPoN/KehaTDz9uPXj7pA2IBYk/s/e7H6Qdj7Dty+XwQf7msEo23w9lkT+FbYU4VygT21f13rAUCCUecLFY3mMkFu6MXUn/b7u46+EJbfKmxevn5RBCOCXhHAG7mkPzOns0qQExLyoWC2IHX0yozaUkVwpLcNCQWCENB+ACpXCEUGR2SCPeSFvGmCANO0W6hBbHhU2LrEpIkAU3iADV/LHqHa4GkXZI7WvSKzrHyZkG1VIl7BlgRBMNCZRJszx0HD17DnH3DmnyOSq4poV1KhUId45XT6eFttBwSxoVeCtm6T+DTYI8tbYVgkI03SwaglggSz562IwkVE4Fbm+JiYo4ETZivJhojXsY6+bKKYDEFiAfD3WhhGKpT14ly6B2Zgqf1qI74Bli32tH7PYNFo0QZ7BrhbBrfH2za4XTqjyFjqVSrpayfi+hks/efJ74S9bwk7FjUk2uqqF/Yt7iZhpWOKE+ScmAyoWifqV4IiyDxQDaVuk8gcbN0rSECVa+CGjYKI848LBfEpaxIsfR+cjbDzFZhwNYxfCm9dBkdWCBUYvxN6Gvotb6KI4p/Aq1tqCIZVzAYdH+5uZEdtN0l2I8NS7bxy9WRCYRVZlrh57lCu+tsOGhw+dJqGomoU3f8ZMwqTefKSsbyxra5PycNmkBibm8Cmyi6ufXUnsiShaGDUQYLFwNTfr2L60CTOGZfJivJWdtV3E2/U4fQpSFJf4hIpdiNOX4gmZ4BYsx5PUOH0xzdw8SQxIfLGtjpWV7QTa5JpdKg0OkQwzaCXiYiGEFY0qjs85CZakCQJWdPo9onnenphMgeaezjc6iakqPzhgtE8uLwcZ52TU0vS+KJcWKv8aFQ6GXEW3tlRT0uPeL4y4q38/tODtLkCLB6bwQdlon+ym3QMS7FT1e6h0yO23VzZiaJqjMmO490bpvP+znqeWCX6gA2HO3jw8EFizHr2/eZUALITLHiCCpOHJPDC0gmkxZp56JNydtY6uHPhMHISrYzNiefaWR7e3dnAtIIkEm1Gnlt7lO21Du49rZglE7Jx+kJkxFuZNjSRfQ1OzpuQRVa8lcXjsvhgdyN6nURRegw7Iyomw1JsNDr9JNmMNDr8vLChik9uPoXzntnMhNx4qjqE7G16nJn9TT30+MJ9PWqvIolBJ3Ppi1vRyRJhRRB9bntrF2egcg8lAAAgAElEQVSNzqAg1cZ7OxpocfpRNHh81VFCisLZY7LwBRXMBpm/XDSOS1/c2mvgxVflrexrcPLJzTP529WTeOSzQwQVFYNO5nfnjiSoqH1qHqkxZt7aXs/P5hT2SThHEUUUUXxXRMem/w9DU8XkePGZg9frjJAzXZCvJUm8o/dOtqth2P0yxObAxOtg1CVCvWGA5aMs60hLHsu3wW7LRFECg5Q6unuqkCU9Q/PPZP3W+wANiykJRQmhnT6B2ITiyLYZxMbkUV2/gjSngZ5PPsFZYiKpPZbYM87AlJlNOGjBfMCBc1E+OlsxJmMcsYeDeE1VuM+dRTiYRuJmF/6dO9FnZYHBQPrzR1FMGgcfANtUGW36EOSqVtzjk0DnYtZHb0Obm/TqalyrVxHUV9L60EOYRo1E7eokFNIIjU7EuLaVsKYSKE5E36xhsZvJaHWyZEsN3WuupzsyeaaZdCjD0snPLybJ1cmmJbMZ//I6ducnsPXQOiZnlGC0HKYh3ciQ9eu5JKmMclOYisPPEJ+q54G3y4gfOx6A8gOxvF+QyafJIaS4EkbOMXDK393Ur1jPUMmNDLyUs4jTx5/HzKpfYDZpPBE3hjO9NcSHe5A1BSmSIKACVYZ4cqs3YtcUnJIBo6ZiPW7wCn2PuNbL51JBPUb9wpIorDQHIuAUfzA4iUFn7B9PirtJ1Km3Q9jdvzxw+17ozWKM6I8kGxhswj62tw2BHmjeLZYdtf1EDwAtFIknGERsAkTMIX8WeDqgqlUkfARdkfFrRJUz0AO1m0DeKixsFb8glvxklWjPo4UiJjD7bpHscGQldFYKu5ZAD/xxGBRVwYgzxZhcGXjsUUTx7XAHwvz+s4OcOzaL17fVsr/RSbPTjy+o8MiSUay8YzZxFgM3zS2kqt3Fj1/ZgaKBpGmsrmjj7e31LBmfxXljMrnp7TK6POL+m1aQSEWrmz31Ti58bguJVgNd3hC/tocYWdXOfbvruOe84Vzd0MN7O+r5ldGOSa9jq9ODrMJp9HAaBu5PS6S0NUhGSOZXpgAjD3RiyLRjHpmEZXwqgSMO3BubIKzh29vBbsnPbhTUVDN6t2hLsNYFioZs1aPpJaGcoYAWULBOSMOzqQn3ugbSbhuPe1Mjnm0tyLFGVE0l3OAGk4x5RAJyohnvpma0MEhmHcE6F949baBoSLLUx0iVU8zo40woXQG0nhDmacl4tjUjWw1YJ6UROzuHrg+OEGwQ8+PtL+xF6Q5gn5FJ/FlDMdvsyDo9EhJJpxcRHO1mtut6Vv3laeLzk5n2sysAjRGnzKWp4gAtlUeZecmVlH35CfXl+2g8dIAf/+V5vE4HCZmZhAJBzPYYEjIzMVqsLLruZpqPVODqaEdTVXJHjqF2zy4ALHHxSLIOJRSmo7YaWZYZveB0dn2xnKScXDrrBTHNGhdHZ4P4P+QXJIq2WqGE29PRzrPXXc6QcRMj3/vpbmogp2Q02aUj2fnphwS9XtRwmI1vvYa7q5PckWOo2vE1My+5gqScPJY9/ACyXo88MoEduh107Ghk7oIlhAIByr78BE1RSDKmMjt2IQajCUmWUTUVZ6iL3T1bybcNIJn+30YDIsj7fajYhYETSEB/JxwF/ECv167pW8oOhPmY5eOlWaOIIooooojiP4T/VfuVk+5ckhKAS4ErgF79t2+SwO1dF5W4/Xfj/WuF+sStZf1kiWPRVQ3PzYRpN8HuV0Wgbfa90FEBs+4arNDwP8UfhoqJ8MveE1lXqx6K7EMPT46DMZfA4udEWZ8DXj4VOo4IsoOjTgQdrInCXuXFiOpa6ghor4CxlwtJ1Kp10LwH1jwEi34n/HY//CnM+yVUroZ970D+bBFYcdQAkpjUH3upmKyfdYcIoPQ0i6DikRVw+HNByvB1Mei2NlgFmaAXliTwdQ4mGyD1S7aaEoRFScgrgprxOeK4BiESOEosjEivav3rjDFCuaNmg7gu4RO8m6aUCOJAb8aQMQaGzoGDyyPNMYgg0jfBkghD58P+d0VgtSei+jf8LMidDivuP17qtpcMcVKcqGs49vt/ol8baLEyEKMvFu0vX9Yf+DoRkgqhpwVC7sg1DCLGHIhsgJLFMPNWePdqcQ10hv6A11lPCtnd0nPgR4/BX0YLIomkF7ZBYb+Q2o3Ph9v2CHKQtwvWPyqsga756uTHF0UUgKpq/GZ5OV+Wt6CXZUZlxbGpsoMFI9IIKQqN3T6qOjyY9To23DMPjz/EuN+tRAJGZ8Uyf0Qaz2+owhNQKM2Ipby5h7xEC4tK07j2lKH816cH+HhPMxpg1suEVA2jTsIXsTKRJHjlqkmUZMSyuaqDW9/aQ5LNiDcYRlU1zAYdMWYDDRGiRoLFELFVSaS8yYmiqrT0iH7h+lOG8PwGEbiZPSyFtFgTn+5rIiXGTGqMiUMtLhRVY9t987nhtZ1srOxkXE4cv1s8ilc2VfPpvhYeXjySn7+7F7NBxh0Qz78sQUlGDPubXOhlkek1c2gSZQ1OrEYdbS4RNEq06HH6w4PUbHt7m/PGZfJRWVPfdyPSY6jucBNUNFQNbplXyLJdDSyZkMPtC4uo7vDwzvY6ThuZwZic+L76PtnTxE1v7mbG0EQ2VXYxNiee9386HV2vPApw21u7+bCsidFZcbgCIWxGHe/cMJ3zn91CVYebnb9cgFGvQ9Pg75treH9nA05/iJwEC2X13aTFmKh3BMhJsOALhgmqGotK0nhvZyNXTc+nJCOWv26s4oIJ2by8qYZmp595xamsrugnyJVmxmLUy7Q4/TQ7+wlmt8wrJDPewnNrK6npEr9rcRZ9X/0jM2NZfssp7Kl3cM7Tm1hYksadi4p4YtURPtvXwsOLR3HplNxB9/BPX9/JtuoutvxiHia9jqNtbsrqHZw/4T//jvZDkLiNIooovj9Ex6b/DyDogS2PQcYEKDrjm8vVboSqFVCwAKpXQ/JwoaxgTRL2FN8TOroO8nXZo8TYspk+8Vc0t23H6aphROFFHK76gKq6z5g09k5SEksBaO3YQ1n586CBqVtFDfhIfXQXKRcupXm8RpN8CBSwWpLRvH4maGdimzuHtl0raDJX0dq9h3kz/kR1xXIcnYcZP/wG9j70Y2xr6wk9sARnuBGfOYilwYd+0ijirfn4A91kFc7DHDThqzqKrEl4nn4df1kZUkI8qsNBKNWMzh1G9oTp+Gkp7tIYAHLu24neq4KiomkariQzvrOyid3SgaXCQWWanc0T8rmyXkPdV87qxTNI2befsa1dyAU6fEfN6D1+SNXReUo21cYCRr+zjvLhGWTXdfD5WelcbfDwq2FzKHd3MbO5mXs/300wpKPo1Hbq9HYWZ5zOn4smMG3VfehQkYGu3JlYu6oJeVpZay/AHHLjlY2c4a1Fj0YzZl6NH8G9jggZYsKVsPd9MW6zpwr7S0kHpz0iEjH2/ONfvwl0JhGb+E44wXi1b2w64DtJB1N/BooCXz/HCW1XettgjhfPR8g9OJkDRJzksvfEePuVyHNjjIOgU8QwsicJJdCzn4Ihs+Dx0aJMWqmw2/U7RGLBwgdhxq0RxUgNXjsPJl0D0278jscfxf9VVLa7+fVH5Ww82sGPZwzhre11jMyKY0R6DPsanbh8IY52eLhh9lBunT+MP31VwYsbqtHLMGtYCqmxZt7ZUY+mwZBkK1UdXuYWJzNveCpzitO48PktfWOT3EQLdV0+4oBeKtWwFBt/OKOE4oJErn11B7srO3nfGIdPhjsCLqxJFhrdAW7y6zkdI/9Ikpjvkxg6LQv3qnqqsszkNvoIyxIxmTZCDR5UNPSnZCDt7UK2G1A8IXSxRkJ1bqyT04ldmEfLI9tAgfgLh2HKi6Xjxf1omoZtYhquVfVg1UFAEVPhVh2yWY/a1d+v2GZk4tnUhC7RjNLlF92EXobQCfoEvURnVgeJdUlIGkhGGUOmnWBNJLank7BNy8B/oIukpSMwZtip2LIBd1cnw2fMxhaf0FfVB394kOpd27HFJ+JxdLHgJzcxesGpg3b3xFUXEPL5mHDmYsq++oyJZ55L6ez5vHzr9Yw4ZQ7zrr4es81OZ0M9BzasZvtH71MwfiKtNVX4XD1omoYaCpE/bhKNB/eRWTSCno52upsaOP/+hzjy9WaajlZQPHUWW5e9STgQYMi4SVTv3t7XhrxRY+luacbVKUgjADHJKYw/42w83Q7KvvqEcECcz6zhpSBJNB0qZ86V1zL+9LNZ88oL7Pr8Y866/RdoJoltVSvo+HQPNz71OiZrfxKBt8fJX2/+CSNmzmbhtTcBUO05jE0fQ6op4194Ir5f/FDGpg33bngXOP97qOrd7EdOufB/WokkSV8CiyKLBzVNK/knthkDlA1YdammaW/+T9sSRRRRRBFFFN8H/m1KHSeCpmndwNPA05IkjQCuQvgcZ/YWiXwOGvVKkvQVwuN4maZpUbbk/zaSh4nJ/WMtLyrXiInniT8WKhOpI0RQQFWEsoXJDnPuPXGdqiqUIL4JShj2vwfDFkWIJJKoDyLqIJmQO1X4I8dmCAWQyjXi+5gBL9OWeDHhrimCYAIimLF0mbBTGTILqteLTC5NFYSU6TfDF/eIifiUEvjqARh9gZhoj8sSUqT7l0HNugEN1sS+2g5C006xTa+P7UBYDCL7RVMjBAYtorggi/OhhvuzdzLGiMBM0C1IAr4uSBsFjTtFNk9sNky4Ana9dvx+9CZB1ug6GgkQqfQFgYIuEehUg98YF8ISB+0DVOqCLjj4aeT85sDIxbDliW+6epBaChWfif97BowjDi0XWUB6kzh+dQCpQgkeT7SQ5H7yR1/WUqQrMMRA6ERKfMcEyEzxEHD0ewX3+g0P3M/wM+HoKnHO8mcI653eenRmSMgTxCBUoUYjyUINpRd9pBxZbKepghRitAtVEFerCLCBsFP58j4RXCv/EDqOwuTroewNUW/veR9xjmgLiIysZdeDOZYTOEVHEcU3whdSeG9nA1OGJDJzWDKaBo9eMBqzQcfUh1fhCYbxh1Tysqyc8ofVjMiIJdas54xRGby7s4GegMKw1Bj2NTgobxaBoASrkRc31FCUFkt9t494qwGjXsbtD3P+hGx214myelkirGpc+bftWI06LotM1nsCIfxhDZ0s8eSl4/nlh/sZkmSlutPL0GQrkk5m3eE2THod2QnWPlLH8xuqOWdMBvsae1h3RCj3ZMSZqen0UtflJTPeQiCscOpf1tPoEMG8snonP3piI3EWA96gwpE2D2FVwx1Q0MsSsgRBRWN/kwurQcZo0OHwhrhocg4FKXbOHptJtzfIo19W4PAGBxE6RkWIDXsbHCzb3cT0oUlsruwk2WbkYIuL/EQrw9NjMBtkzh2XxROrj/YRRD4qa+TZdVXMHCZspd7YVsuaQ+2cPjKNZLuR2cWpbK7sYk+9g25vkGR7f0LJpVPyWHe4nX2Nzr7e7uHPDgIa/pDK+AdXMLs4lReumMi1swpYd7iNI22uvgBnvSNAit1ImytAYaqdT285hSH3iv59VlEyaTFmDre6+fuW2r5t7ObBv/+HWlzMKUrh1NJ0Xt9aw9jsBFRN44nV/f1ijFmPJxDGGwjz3s5GNOBQqwunN8SYnHg+vmkGw1JjuOTFrXgCYV6+aiIzC1P6tt9Z20Wcxcj4vHiMehlD5J2hMNVOYar9uz8MUUQRRRQnQXRs+v8AdAahOGA9RgVb06BuoyBEx+WId2ZbWkRBISzGgaUXHG+nAeK9/UTrB8Dra6fHVUd66gT8AQcmYxySJGGzpJCaPJZh+Wej0xkwGmzYLCng89PtPAJIxFj7bTpibVkoih80CCQYUVQd6kUzSLnlFhK6Ouna/lsCMSqyX8Wt9FD7wTMUl5bguPouzDNGYDgvie3PX0/iyBmEbKBLSUZaOp+6RXsxV+4l4aM63L8aQ7hZJSV1BNqVj6KLkdl5zz5SXqvCvqWV9ksLSCmrAllGm1NCNw3oXCqxKxvwF8Uht7oxxMkQa0EOKILtKknsvvMKtjrq+MmmWuTuIKbiYrbOyGFZSphMc4gh1lKmX3otK//7l+y4qpRiq8qH+wMsXVPFqGonXVu6mXJPPKGJZ1O2fC/jygOc2l1HYVwjoc5MwsYE6hPN5M3tIqRIPBdbwmpLFgF00LIfCa3PO9jZcpDYYBcmNBaVnorpwDK0nhoAyg0JVBgSyQ/1cH/iJM7wtVDsCJEY8IjwgztCUtUU+PwuyJkixmUDLHX68Q3JAgMTHHoJHcZYYal6MujMQhnj2H327kZnFEoblSvEmNkUA2sf7i+XVCQsZsN+sVHWBBEf8LT2l+kldJgThCWoGhYWKcWnQdpIoeIZjMQcRi4R1rbWFGGtO+0myJ0m6m89KNqaPFwkZhREEmKq18Het098bqKI4luwr8HJxqMd3H/GcKEYuHQCUwuSWHe4nb9v6beX9QbClDzwBeeNy8Jm1HHhpGz+tqmWpVNzMetlvCGVqg4vElDb6eORzyuYlJ9IlztAYbKV6i4fuQlW8pJs6Lv8TO4M8ieCdHX5WPz37YxKs2OyGFD0MjuDfl4jxG/i4/Gfms89y/ZxwCKxwKeRNyaNw1tbydovFHLsXQF0gKxqhBo8SFPTue/rKi7ZUM8Y2QCyhOoMojqC6BLNePe04dvT3hd6crxzBH2aFcUh+g01GPnCq/QTNrwKqlfBkBdDqM6FZNJhLkpAAuynZOHZ1oLvYCdbKz5Cp+kZGzcHyarHkG4jVO/CZ/Wyau1LLJlzL7paQcgL1vRgmZhGqMlNzIwswl1+lC4/mk/sf9PbrxHwepnwo3NRFYVPn3iU9MIiAJJy8kjMzuHw5g2Ur191HKljzPzT2PHJB+xd8TlKMMC2ZW+TklcAaBzeuomDG9Zw1u33UjR1JhPPXEzZl59SufPrQXWYY+Ko2b2dWZdfjSTJrHvtJXRGIyn5BZR99Rnt1VVYY+IixAwJVRncX9fu38Oks5fgaGmio76WnJLRNB4sZ92rLw3YRyx+Vw+Nh8r71lVs2cj4089m5sVXUDJrHrJezxu/uI3xZ5zDgnsv6iN0KOEwlTu3kVMymtyRY8gs6ieHDrEV/dP3//8hPMP3Q+p45nuoA+A9+kkdwyVJytM07WR+1qces7z5hKWiiCKKKKKI4j+Ab49e/BuhadpBTdPuAXIRErjvAOKNbUCxyOd84FWgVZKklyVJmvtvbez/Ncy+W6haHEvCWP8ofHa3UI+wp8BPVsLEq+Dnh+HOwzBs4Ynre/9a+HMphL9FlaFyFXxwPWz/Kzw1CZ4cYNMy+VpY9wfY+hwc/gI2PQ7Pz4S9bwpCxuTrBtcVkyY+k4cJ8kZcDux+DVwtcOVy+I0TeiKKbjoT7H5dECr6ZExVEbS4swLcrfDxjUIpow8DLE4yxgpv2rMeF1k1lsR+MozBKvxtdQYYdzmgCa9bTfhjEpPZX6XBCo07BDkma4JQBFn0sLDoQBNBKGetsEdx1AzYh01k5ky6VgRehswVwaBjAy69wSdZL1RVBkJnhKay47fpZYC46iNBnAHHPuqCyGLEH7h2Q79s7LHnqf0QhHyCmHIsNIVB3ZKm9ssmy3phkQPieE9I6DjB/oKRcmG/IMVkDpBV7q370Cf9iiUf3zy4GsUfIXBEjt+a1E8cGuSlbBSkn7wZvY2H3X+H6jX9hA69BVKKIxK4KSJI11wGW54UAUZXxHomtVQoxky5Xix7OsX9UHIOXPPlSY47iij6YTPpWX/3XO5cVMzjK4/w9JqjxJgN6GWJ+SNSuXJaHg8vHsnlU/Jo6wkgA7oI2UFVNZq6vVS0uITkbaTOo+3ifm7o9nHl9Hy6vSHMBh3pcWbOm5DNgeYerEYd/33eSBKt4hnzBhXWH2nn7eunkpsogiOaptHhDnDZlFz+cpF4Lg+3e9he000grDEuJ47F47MozRAT+LIEaw93UJwe09eW88dn8/jFY/noxhl0ewL0+MOk2E193yfajOQnWQkEw1w1PY+fzRnKhnvmMm94KkVpMTx83ihMelHaH1Z56pKx5CVZ+cWy/by6tZYef4iFJek8vHgUWfFWRmbFMixFtH9fUw+76h3MKkrBbJDZWdvNPacVE2sRx9zu9vHVwVaW721hS1Uny2+awf0/GkGnO8C2qi5KMmKpjJzLHTXdrDzYyhvb6ujxh+lwBfj6/vms/vmcPkKHomrc+MYu1lW0MTIzjvG5QuEj1W4g3mLg3HHiNySoakwZ0j/ZNX9EGkOS7dw6fxg/mZEvztuELBRVo7yph4/KGrEZxW/I5/tb+GxfM1MLEhmWau87jx/vEX1TrFnH2aMzuHbmEFYdamP1oTY23jOf00elc9GkbMyRc5kRZ8blDyNJUJQeg8kg+uOQovHoVxVUtru5+c3d3LdsL3sbHJRkxjJveBpGvdx3b1z8wlbueKeMZ9dW8fn+FtzBE022RBFFFFH87yA6Nv2BQmeECddC9tTB6wNOOPKZIHYApI2GyT+D7Ckw+wGYefeJiRshL6z/HVR88q27rahaxq79T9PcuoPVm+5gf8WrAFgsySTGF7Gt7FG8vg4qaz+n+vMXqZg0meyDsQwfej5mc78il9mciBwE2RkkxT4CWTbSdUoiLc4ydOmpzDvnBaZO+AVuXTeYdTgWZdJt6EAXH08w3YT+cDuukTYMy/cza8pD7NzzOG3OclSrgWCmFe/EdJAl/CPiaaxZS9LFl5N1yU8ZNfxqTOcuJJwVR/z6drrOyEKNMxPcsAP1jPEkkY0EmBp9JC2rJf31OmI/FuporXeOo2V2Bg/p6whazfRcP4KWu8ZgePgOlqWEmewJ8W5KmAcnxfHS1nd4aX4h7ho/9kYvWpwFX/FQPDddw8obzqHOkIiqKOwclszBzBj+GjeChVlnk3rIjzkY5l73ISRZh0GvMVr1cY6nhjSDiZdbG9CjoSAeuiHBTvRoos1bnwRPBxLQYEzgtrQ5nGeRuNhby7hgF3ckTaa17nPQNHpNRbEOsHat3yZID7rBSuvCfPSY8bAxQirVQpA7Q6hZ9uKfIXRAf2KBGoY5v6S/S4msVwKC0AHi/lz7yODtOw9Hxq2RtuVMF2qPRrt4PnphTxdjzZThYtnbIeIcrfv7kyYsiZHEBUCnF8tbnoK6LcK+RYmosZWcDZe8CRkRBY/2CmjeB9esiKp0RPGdcO64LDbeMxdXIMwrm2tYU9GOXieTl2RjRmESv188iicuGceRVjd6nYzTH8Js1NEVsTXZUdONd4A6hQY4/SF8IQW72cCpI9M52uHFrJeZXJBEQbKNtZ1u9qda+OncoTgjKg77Wt2cNSqD3y8eyd8JchSVFkVhgt3MxoWl/HrqEDrQ+M3aSp71ulG8IYxDYhlx4QjaZAAJdBKhSgfjkuwUowMVkq4qJWlpCbGn56N0+ZEA2aYX/RMKcqqVcIcXfbqV+CXDiD+9gORrR6FPMmMpScJcmgSR8VS4y0/SVaVoqkbXPw7h2dmGPt5M3Kn5vF8SQ3l+FqEchbZQPfgUQtU9yLFGYjJSuWDIXRgceuLPHwYh0VcEqp2Emzw4Pq/GMjKJlJ+NwVQQh6+8gwV5V5Kcnk9HfS1KOER12Q7Wv/4yrvY2wsEApbPmcdVjz7H47gf6zn1bTRVv/+Ze9CYThZOnEQ6La5QzcgzhgJ/0wuEooSDW2HgSMkTczGyPIa2gkILxk1l03c3Ep2eCJDF82kwANr71GvYkYemtNxhZ8cJTZBaNIL2wiI6G+r6rXrt3N7JOhy0hkclLLqZg3CS2f/Qe+WPGc/Fv/0DGsGJK5/baS0vEp2fgd/Ug6/QMmzqz7xiaKg7QdPgQe1d9wedPP8byx36PzmAka3gJmUXD+8od+Xozyx/7PVvef5PKHVvZuzoakzsJ1gLlJyt0EuwH1p201D+Hd4HuyP8ScP+3FZYkKQ64ZcCq3f8ECSSKKKKIIooo/m34j9qvnAySJMUClyAkcKdFVn+TBG498Lqmab/8H+wvKnH7bXC1CsuI6TcLlQxHvVAQyPx27+HjsP5RqNsqyATjl8LQeceXCQcF8WLE2fDsNBFUuLcWzHHC0uTNi4X054izoX4rlL0JCfkw+67j6zr4iagrdxps/Isgp/QGMu6pEZ9tFcI+Ro0QTW7eBf+4GBILoGq1UJEYtxRi0kX743JEhsyxSCwQ56VwPtiShfqDq1lkihUtEu2IzRakBl8nZE2Cxu0iEDNQTQPAkgK+9v7l/FOEZcqxEq/HyquCCOoE3cdYuNBv7QKCGGGKgSUvwxvniXWyQdi5dFUdf2wDEZM12Ef4mxCfL/Y39nLY9uzJyx+L1BI4/2V4Z2l/wOmbbFMGqnp8U1ZVzlRBjhiYFTVouwisySLwJckiw6n3nB2L5CJxb/ocoLdGPJNBiCBpiOt5TDtSRohsQUsi2FIEaadsgDV7fJ4g8RSdJshUvQgHhQVPFFH8C3jr6zruXbaPPywZxYWThGLGne+U8f6uRl68YiJrK9p4Y1sdk/IT2F4jxrtWow5FUVlUkoYnpKKqGmlxJhaPy8asl9l0tINHvzpMit2IJ6hw7thM/mvxKBb+eR1H2zyCGBK5/cfnxHHPacNZ+vLXBBUNvQRhrf9JNetlpg5NYm2F6PMSLHq8IZXbFxTx3LpKnL4QV03P47WtdWiaCLGnxZhw+kL4wyrF6TEsGpHG46uPcuOcofjDKisPtnLT3EI0Dd7bWc/Fk3I5e2wmXd4g5zy1kXPHZjM6O46HPjlASFFpdwfJT7Li9IXo9oawGGSK0mL44Gcz+Mmr21l9qJ37zxjOH7+qIBDWGJJkZXxeAu/vasSkl5GA62YV8NrWGrq9gwkIFoOMP6Sy/OaZ9PhCXPrXbQCcVprOc0sn0NDl5TfLy1lYksbB5h5e2VzLhzfOYGzEmsXlCzHr0TW4A2HizAY6PEGK0+xUtLr7FEIkoCDZxtOXjae+28ebX9dx2S2vcSoAACAASURBVNRc5g8XxMYzHl/PoWYX0wuTqe/2UtspFIYum5LDG9vqmVecwoaIAkqi3URekpW9DU4SrUaaBlis9F6z4ekxTBmSwNqKdmq7+hPT4y16vrhtNte+up0DTT3IskR2vJXaTg8qQir5nDGZ/H1LDRdOyuVAUw/njs3i6TVHuXxaHjUdHh44s4QPdjfyzNpK/CGFDleAZy6fwMKStO/jcfje8EORuI0iiij+PYiOTX9gaCuH1n1Qcp6YzHbUCvK18TuoOSlB2POaeCcPemD4uWA4nnju9jTj7Kkm1prN1o/uItaSzZQL/gRAY8sWaupXMnHMrWiagq/6KD2PPEPqbbdiGXv8OLn8wKuYgiY61Fpc7gbCig9NU8jLnk9p0WUA1H7+MofbviSUYyNOTaE0NIeq9a9gsiTgbj6C+5wiRk68ngOH/4HP18GQBw9DayedFxXgnpCIatWT9MZRXD8aSuYzh0k+9xICFYdoa91Nx6UFZNnGYXz4Y7xGN95rZxD/ejlSZStYLOB2gyThz7Ggc4YJp5pRNJm1uZnENbXz8oJhXLW2kikZ8aw+NZEMZ4Dwe/U4hsWyeaiNw6ZU8Pm49dNDTKjqQqdqvH3+JN4aagPgCruRD7q8uPU6MqxxDG08xKNtWzi3eDGZ6YU8oPPy5YEVPJswCgswLSmL1Z2N3Nq5mwu8VYSQqTAmMMffhAY49DYS1EDf+K5LNmFRw1hQqDDEc3vydP7euookNUBXzikkdBxAV3TqSS1XwoAOkAaOKxf9TpA/1v6XSNb4VgzYzhTXr8bZC9kAcdnCRvVEY9teGKwiuSHQc+J6eqG3inOgN4uYRrj33S1iwSrpj0lMiSB3uiBx2FJgxFlQt1moj/YiYYhQZ73iYyiY3b9eCX2zNW8UUZwEFz2/hf2NTrbfvwCrSY87EGbhY+tw+cPs+fUipj28ki5vCKtRR1jV8AcVQehKNDE1L46aHgVN05iQl8BFk3LY39jDV+UtfFDWhFEnkxxj5DdnlzIqM46Z/71aRGZ6XY2ApVPzyI438/AXQs03A4lmNN6U7NyoeVhanEZ5rYOVfj9jkQnFmtDFGvljUiKn76lmgdHEfxVm4j8QiRMZZGSbHkIaqieEeUwyYVeQcFUPydePouvLGsIBhYzLRtCzsg7VrxB3Wj7GdBuena10f1ZFytUjcW9qJNTqJdwkEqTsc7Nxr2kQjTbIxMzJJm5eHnt/uYFmTWXaogLqP9qJTR+LfVQaiiNIqNENOgnZpsc+O5ue5dXHXwAJ5BgjmfdNoe25PQSqnaxpfpNpNy5l6MQpVJftYOenH7Loult44/47MNvtXPP4i32b71n5OWteeQElFELW6VAVBWt8Al5HN2lDh9FaKWJ3oxeewcwLL2fbh+/gcXQz6/KriUlMxtHWwt9uvwFJkhk9/1R2fyFsno02GwlpmbRWHWHUgtPYt/IL7EkpSGioqkI4GEIJBQkHg8h6PWq4v08rnbMAR0szPe1tuDr746hDJ05h6pKLefvX9xAOBrHGJwjbF0VBkmVGzl2Ir6eH1uqj5I+ZgNlmw9vjxOfqIT41nfTCIoZOnMKaV16gdt8evM5uzPYYrn7suUHWLD8E/JDGpg33bhgPrAds/8LmHmBW9iOn7Pq+2iNJ0p3AHwesukXTtCdPUM4GvM9gpY7FmqZ9+H21JYoooogiiij+p/iP2q+cDJqm9QDPA89LkjQMIYF7OdD7ljIwiJYL/AL4lwNnUZwEjjo49Clkjhf/l54nCAC9cLUIoobxJC+2s+4S2R3PTBMkiBOROvRG4c8KEJ8rCAq9mTCxGXDVpyKwodND/kzxdyx6mmDTEzDjFiiYA38sFBPjmiICfkNmw/LboGoNXPIW2NPA3SKCIYdXiiyYziPCAqN+uyBkgFDBaC0/AalDEmQISYaWff3qHyDkUOsjEoO9diRGO7TsEf/LMqDvz4YBQRCIzxUkETRRd0J+RK0jAmuqIB+AIHsYLILgEewlFxxDKOjN3tEZRRAz0ANvXND/vRoeTOjQGUXABo1BFjGupuPP94ngiJCZt7/47eW+CXkzBYHHmiz2H5sliB5HT8CM1zRB+tGbBekmNlN4A/cGstAJAhAwKMh2LKEjLgdu3w+/SxUqNL0Bu9QSYZWiDrCJ6TgSUVjpihA6dIgsq2/JKB91Eaz5nbhu5z4PMSlwdIWwaWncLtpmsAlSx0BECR1RfEcEwgomvVBguHhyLtOHJpObZKWsvpu3t9ez6mAbVqOOQEjh/V0NpMea+f3i0VR1unlw+QHCikprT4Dl+1qYkh/P/iYXS6flEWPS86uP9rOrTpDJ2t2CDPePr+vp9IQ42uZhVmES7qDCgaYe/GGVilY3v/64nGDEv0SSJQya1mcD7A+r1HV5+p7Wbl8Yo07ms33NuPyCmKYh8aPRGaw40Io3qNDSE0AngUkvc7DZRV2nCH7taXCw8agIsD365SHmFKfydU03O2q7eWrNUR6/ZCzNzgDPrqtEJ0tYjTrMehmLQYdBJ7HrVwsZ99AKHN4QexqcnP74em6YM5Qmh5/NlR0EwiIztLrTy9iIWkYgrCIBT6w+Sk6CeRCpI8luJBhWsOt0XPTCFmYMTSLWrCPBZuLnpxax+WgHl/51G4+cN4qLJuXS7Qkyuyi1j9BR0+FhwWNrCaswNMXOkGQrKw+28ch5o1i+twVvMMzRVjdt7gAFKTY6PUGeWXOU3fUO9jY4OHdsFqeNSudAs1At2ny0Q/SIMigqrD4kgl63LxzG6gipprUnQCCk4g+pNDn9zB+ewtrDHYCGErlmuYlW1h/p6CN02I163MEwvqBCepyZI61uFA1URWN0dhw1nR6y4s10uAL8ZdVRDDoJTYPXrpnCx3uacPhCvL+zgcOtLm5fUMSiknT+svIIs4tTeG9HA3VdXqKIIooo/pOIjk1/YOiugrb9kD5OvCcnDBn8vbdTjPm+DTojjL9GKCM0bIMh805I6rDbMrDbMgg2NJD9yH5iFg+ByBAqK30aWfEjxGS/zoh5+CQSXvnbcXW0tu/G7WmitOQKGlu20nXgS/Q6K7JsQCdbiY8dyvptv8JuzaAgkEnGP5poXZxKrMfOwfiP6F5oI+mogrnRTqcxwM49T6AP6xhb8hMcbT/BcVoWoRQT+o4AaS+Vo3P4CWbbwOWnxr2VrlNlUl5SIKRQZygnbXIyHrsNd6KLuKPNSJKMFAyiGQ1oKJiDFnB20mQwUJNiZkpaIYEmN2gaIUkiIKXzWptMSa0Hy7AULt1YzafZ43n8pY28NyUHg9HEkaJ09sfpiK2o59aDKk+cMYLmA21ceLidteNTcJqsbEvKxBEw49XCdLvcXOhpI9EurqVP08iv/Ir9zj2AhIrE32JLeDq+lLXNn5IYcrPFmMR8bwO9RnU2NUDvqKk45OCz5s/QEA9lXPMOdGropIQOECNIwdQa8Fi3HhBWmf4ekVgRly0SOLwnSACQ9aKM3iTiDKZYoeDYC6NdkCXg+KSFgdYsc34B2ZPgb6dBwN1fpmCeSD7pRdgr1CR7lR/7oIq2n4jQYU4U8Zi6zYIEcuZjwkbW2yXa5GoSxxhwCSXTgYgSOqL4DggpKjpJQpbFU/XSVZPwhxRU4Iv9Lby9vY5mp5/SjFhe21pDmzvIqSVp/PzUYlZXtPHoFxVMH5rE+iMdOFsPIidkYDPpGZ+byMGWHu54dw/BkHiGVE2l0BHmhTf2EF+UiKLBT2bms/5wB4fb3GhAdbOLmds6sCFmj5fIRlIlPQ5FxQS8eqSN2ZKeiwxmKkMh4ntC2FUJS5eDS/RmxodkbFMzCHf5CLd4IayiOoK0mCBdAv+eDo7EyXyFnxvfPwIdfmTAs7sd36Eu8Cu0VXQROz8Xf6UDPGHan90DioYu2Qw2HXgUZJOe5OtH0/H8XgiquL6qA1UjozSZNFWjZ2UdscZEJCRCbV4URxBkCIb8HKrdxtBlY7AZ4gZfDKsOgiqSXqLsrrdJmVSEVC9x6oKfkjppFF+98CQVm9dz7dMvY4mJ5fz7H0JnEM+7Eg6x7YN32fKe6EOnX7SULe++QVxqOqf99DYqtmygu6UJncGIEgqSPWIkHfU17PzsI9A0nO1tDBk7AVdXZx8hY9+aFX1NU8NhWquOkJSdi9kmCJruCEFDbzIRDgTILh1Fd1MjAY8HdUDcLad0NOVrVwIg6XRoirgf9EYTsiwTDoqYhdfRzcg5C9i/dhVmm52Gg+V0NzUg63SMmreQjMJiPvrjf+F1Oqgp20V2Qx0jZs4hf8x4jm7fyvDps6jYspGA1/2DI3X8kJD9yCm7Gu7dsBj4gO9G7PAAi79PQkcETyCU9+b3LkuStBh4A6gETMBE4AZgIIv6pSihI4oooogiih8afjD2KyeDpmlHNE27H8gHFiJ+eH18Y0p+FN87ciYJaxUJWHYtHBkwsR5wweNj4W+ng/otmSa9SCmGOw/B3Pu+vVz1Blj8Atz49WD7l2XXwhPjwecUxIyGHcdvu/HPQh2i/EN4frawvhhziZg893YJqdV97wqSxBf3Qk+9IAWgwZd3izp0RqjdArYBEq3meDj7CREAGYTIbRiTKQgdkoyY5I/AeQxJ2pYMScPE/0pQnNfZ9/SvC/ngunVCYcRgFXUmFg6uY8xFEaKGJNQ7Bip2yHooWSxICr1wNwvCwFmPD1Co6L1eslBgGYiR5/cfl85Af5cx4JEr/tHgbfQDpGt1hsh5kAaXQRLtOxl2viKuj6sVUMU1atn7DYU18DuFRU7jjgihA7Gd3kr/cUbK6i2D22W0i7Ym5EPjLkgq7N8ewNPVr+TSF3TTjlEsUfqDxwabCJQdi61P9gfVVv4K2g5H2rwdZtwOS16EKdcJq5VevHcNvHPFNxx3FFHA/kYn1726g0aHmGB/5PNDjH9wBa09/USx3CQrn+xt4tynN/PW1/UsKEljdlEKN725m7NHZ3LrgmHkJVtZVJKONxjG4Qsxs1Dcz/XdfjxBhefWVfGjJzeyu85Bit10XDvqO0WweWe9gxmFySiRlChF0zjU6sas77fhUAbwqQwyVLV7QQJ9r3OSoqJqKn+9chLJdhNH2ly4/WESrUZsRhm9TiKsgS/CDPEGVQw6mJCb0FdvMKyyfI8godlMeoanxzJQoUwCkmxG2t1BgmGFxy4cS0Wri/RYM7EmHXoJKlrd/PbjAxxqcdHk9CNL9E0O/OrMEcwaJs6RBuhliZAy+JWk0x3E5Vf44/lj8AQUvjrQxricBGo7vdz17h7S4szMH55KSaawwkqwGZk7XPzmfLyniTl/XIssy4zNiWPF7bP40wVj+eK2UxiXl8jdpxXzYVkj8TYDr1w9icz/j73zDo+jOtv+b2Z7U++92JYs916wjTHFxhgDpuPQIQmplISEJCSQQEISQgKhmd5rTMcY4957tyyrd2nVV9q+OzPfH2dVbIuU703I+yZ7X9dcWs2cnTlTd57n3M99x1lY/twuutwBpMi2n9taw3NbagaediogSYLQkZtopcXlJ8as55pnd6GTwKgTLV0+QaZZOCaFdWXtKOrgOXv0yok8cPFY/KHB52q/PUpA0bj9rQPMKEjAapAx6mX8YYXF49NpdwfJjtjvxFoMpMeaqW53o6oa++89l25PAItBR6zFQKzVwLYfL+ChZeM5+PNzKUmPIRTpgD+ksOzJbTy+vuK0azCKKKKI4qtANDb9X4CRi2HuPVC5Cg6+dPKy5v2w/WGoWT/sV09Dwdkw58di8P3LEA5gtHgp+OQTMn72i8H5QQ9s/wOUrqSnt4YjZS+jDFVVBMJhP2VV71Je8yH1TZuo/fgZzKqNjNQZYhWhPpqdO3F7mujoLuVEx2rCcoDAqFhaR3noTfAhecKECeOnF4vbCGjEbHBir/KT9uQj9FyYg68kjlCqmY4r8lBsehLfrSPwswvpmGlC08loY3NRksx09EBgZy1Jb9YQs64ZSdOwTpuGZLOhyCqhOCMsnkrclVfSkGKny2HC29WJ45HfcWtlkIlNbmzrt7IgFINXJ7NtdAptsRbuKV5EUCeR097HhOPNxBBAd2kuz5xfxMGzi5iaPoptBamsnpTBd98v52vv7ePc/Kn8qfAbFNS5Gb2jHGvIjyzLXJKQiFmSONfXiFsy4DSnYMyagtdkJyjpOCN9CU5jHOd4GzhkHCTvmLJmDrzzhGQjnZEBTQ0whH0nW5T0Q9Jxamrs9ESZBofehOYD4jrx9wgrk1DgtJaAUMv0dooYvnnfyYQO2QD+IUofUn+PI3/VsOiTLQk8baIYwGDjpHi2aZj8x2mEDiL7K4scxuAGxR9/F5R+ILYV6IXD70D1RhGb+vvgkhUw/RsiZ2OJfL+nXtjjHn5n+P2OIgrguS3V/OqTUkDYKs7//Ua+/urgNWs36Umym/juG/v55mv72HCind9eOo7ytj7e3dvAkvHp3L2omIJkO1Oy41E1DW8wTIIJvHoHgbBCbaeXm1/ew9df2Y8vqDAiRZAATCo8gIX5ig5nr7g/u7r83J0mcjMScLDFxdc1D9k6Hbdi5BLVSFhRqEbhFswsk018oARpM0rch4WbMFHkVrCcmc2dU7IZmWDj8tVHaU8woos3gQZ79Cq+gDLwBjDCpbIkwYHOOJgTDHV5wK+ABJJNjy7JIjxGARQNZAnVHwaPgi7RjOPMLEINfcjJpoHUYt/aBoKVLkJHOpFthoiaEKBB2h2TAWj31XO8ZwfN5tqB2z2kRp5VXgWdzQAxetbXv8aGbS+hS7AQKnXh3tZE9phxjJg2E6NFEBxTC0aQlC1skD/6w6/Z+/FKJFnmrBu/waxlV3L9w09wzQMPk1Uyloyi0dQdPkDR7Llc+7vH2PrmS7zzy59gtjuwOGJpKT/O9ndeGyD3AIQDfmSdHpCISUwW56u5ibrDYkxfp9NH2on+G80WPN1dhIPif3t8Itf+9s8kZuYMXoBD3sJqDu7jyLo12BMSscaK51hsSjrpo4rw9fUOkEdiklIw2+xU7t3FzGVXMv+6W1GVMJYY8RtSNGsu337+TRbedjs3Pv0sAcfgRpp89bzd+DwdASdRDCLroblfAPP4+61YjiIUOr74my3/QWiaFgKWAVuGzD4LeA7YAKwGHuBkQseLwLf+2X2JIooooogiiv8p/s+QOvqhCazTNO1aIA24BdhKNHn21cCeApOug8UPQ2GE4NpVLfxZk0dBy0HY/vhg+y2PQMXaL1+XrBt+GUB7Oby8BLb9SShWDMXYS4WSx7H3Yd+LsOoHg8uUMGz5I+x+VqgrjDhHVMH4uiBvNsRmiqSEv1ck4QBqNoM1GYrOF/8b7aCzCHsNTRFkAkeGsE7Z8nt4Zr7Y75QxEdKCDKY4Yamx7BlENYwaCaAit1nIezI5xN0GnZXic8YkoRaSOVWohRgdkHuGSJbUb4dQZGDWOeRdWGcRChhF58M1bwnix1ASiRoWlUSeDk4iLySOEiSSm9fCgkFPTFCF9OpQ9NTDub+KHNeAaHPqY6OjAuILItuQhki9SjD+KkHeOfX8oZ1sgdLfXn8KgbufRNE7RBXFHUlWyf9AdVB4SIW3LU0kt4Z6EYNQN9EQFjdvXXPysQbwtA6zYklYzMgGOP/3Yn9tyWK+yQFxGeJcDiW6KCEYfRGkjhHHd/fTg8vicwShZOsfRT8A9jwPxz8W12gUUXwJDje6WFPqpLZDPNNGpdqZkpeAzSSSIE9vrGLML1bzyvZaQFzql0/N4uvzCrhlTh4nnH088OlxRt/7GUebXPT5w/hDKjMKEjEbZIJhkUQek+4Q3sASLJ+ZQ0aMCZ0kqp/0skRdlw+TXsITUPjz+kp0soRJJyFHiBTBsBiUL0q1DyTegAHFDlWDsDr4xDrW3Edtp4d2d4CDDT00dHvp9Ye498IxvHjjdMZlxhLhIFCS7iCkwMHGnoHcWFiFcIRY0ucPs7eui9wEO8kOQUhRVI20WDPfOauQJIeRfXU9HGrooay1j96AMmAR0xMhOJxodQ9I99qMOi768zYON7oGtv/xd88g0W466Sm5cEwqi8ak8OAqIWWdaDOwqUIoLB1ocPGHz0/Q3hfgL/tOV0cdlWpnQXEKq78/l7sXFvOXfY1oaBSnCQKI2aDjwUvGUu50s7O6i7d21wMQZzOy/95zWfX9uTx8+Xi2RbZnM4qe9fNa7jm/CAkoSY9hZKoDRWNATaX/6bjxRAcOk/ht6T8vv/+8jKVPbKXVdfpAhizBBweb2VPTxej0GIJhlUk58UzLi8coS8RZDVw3K5cuT5B1x52c98fN3P72QRq6vCydmEmvP8ya0taB66XV5WdLRQdXP7uT13cK9Sd/SKG6wzNAYorivwOSJGlDpvn/7v5EEQVEY9N/K2QdGG3CMmXsVYPz20rFgLpsgPptYlAcBPm7fJUoRjgVkize3f8aajfBgRcxxWnIliFqHgYLZE6H1HEcPv4CDc2bcHYcHFjs9rZyuOxFPN5WCnPPJxT2EvfYLjLu2kxe9jlomoJeb6O98zA6nYVw2EtnQRDlqjPIOmwj9aF9ZP65gtyHq+kbYcA9M4X4R/eiDxvQpSWxvfsFjtW+TfpvD2PSx4DRQHhUEr3Lx2GcNh7HhOmgamgWHYadVWT/toy/NChsn1mC5LBi29vJR9NzuPFcBzXnJ6ILqNiWL2Pk935D25XZjPj6WC4+1snkvDGs//h51oy34x2XxntTMrjlyc+oSo9BUlXicvJJ/t69FD/wEOPPWcrd103hoyWFaJqGLEl0yd3MDXXiDQfojY3FZTWS5g4yPjGPq+Zdyorp1zK1oJiQpGNpup6ptmbm9NVxR9Ic5mddwqWpCyChkJ6iJQBMDbQTG/ay1ZzG1KCo5NZkI9gSRUwO6NQgCSGXMMSUDXDl6/CNYWIqTeEkG1SAuFMLOGDgth6qWhmKqGfo+8nOQ4sZhrHihJPtUW0pQ1QvhrTVFPD2wM4VsPIWCHlOXkegd8g/kTdPvUVYtJhj4cbVkD1D2MCiCMWNpJERkseQ7dhThVVqXK4onOkvEgn7oORi2PoIfP5T8fLo64FVP4SOckH+iCKKL8GaUicfRYj1kiQxNS+ecZliQD2kqFy5YgfzH97A5nJx76bFmLhoYiY/X1LCvJHJrD7ayjXP7eSCx7bQ6w+halDZ5mZOcTp+yUhSpLggNUb8nV2YwNjMWAw6MJh1vDctnocJoEVUWUvre7Ac7kQGchIs9AVFbFuDwmsEqbo4j1/h52ECLMTAJWEdMrDZ4+O7ePgVXv5AgOX7a2hs6CO+M0BRi5+QO4Rk0hF/VREjl48mV9Yh2fSgB9msI7crhD52kEim9YocmGTUobnDhJrc2KamMhDQqhrWSSkYCmLQxRgI1vTiq+hCbQ8ITlfkVtc8IbDoUHsCaJpGUArgbK+m+8MqUCHTMZLLL7mXGddfhWTRo2kaqxqe5YB7A4a8GPRZdrSOANPSFlMizUBpFzFV+9oTJLYkU+KZRrBuiDJQBLnjJ1M8Zz63v/Y+Op2eqn27SMjIGiBLjJo5h8KpMyndtI7GY0fpbRe/v3Ovuo6bH3+WS378CyYvvohDa1YBIBvF+VOVMEarlbyJUwDImzAJv0c88xRlMG+oMxio3rd7gGgB4O7p4otnHuP1n9yO0SKKB7RIoaEk6wh6PRxc8ykaEA4GMdvtZI0ZS3xaBkgSBZOnkjNuIj3OFj578k98+Ptf8eljvyezaDRxaRlU7RnMkXp7XYQCfnZ4NvN+y6v4FJFn7A510Kf0Ehr6bI8CEIodwDgEgeIvnFxtB0Lm+N3I8vH/AoWOAUQU9+YDdxCxN/wSHAYu0zTtJk3Tgv+q/kQRRRRRRBHF/y/+V9uv/C1omuYGXgBekCSpALj239yl/w58eocgOFRvFLYnn9wpLEwmXQfmeFj7c8ifK5QONjwo7FVGnvOPbyexEM795fD2LAkFYnC8eDHUboVZEfJs0AvVm2DdfUJxYdmzkJCPoMLrBKFh8cOC7PDx7SKJcf5DgpRSuVZU30y9GfY+L9anN0NsLky6Buq2Qd1Osa6gWyhoJET6mFoCG34DB16BtfcxYFfSr+iQO0cQXjwRb0ejfdAixWATxIuazeKzKUZU9NRtg9ajkR2OJJm8nTDuCjjyjiBZxGZD6ftigohXbuQrOquoHgKILwRXnSBStB2Gj78vyAayDu48IexA+u1lgAHLkrqtgmTQ32dNA3VIQklvETY1IPp9UnJJE8dVUyLVT38LmkgeDSiI/BXY0yK2M/8fxZBxmdDhE8SW06CKfRqocpIF+cjTEelTpF+x2aKf3i5xrtQQlH8uzrG3QxBs3E5B0Bm1WCSQ+/sa6BXTWT+Fj74jbHym3ADNB4VyzNXvRKyMYsW1/OmdYps5Z0PZKkFIyp39j+1zFP/xuGZGDueMTiElRhCIlk3OYtnkwSKDR74oJ6yq7KvvZlpePHtqu6nt8GA16nn/QDMuXxC7yUBheiyxFj1j0mM42OjiD2vKyU20clZRMtuqOqnt9LLi2ik8uraCx9ZVYNTLKBqsL2sjrGooEb9jnSzhMOnp8YXQSRCI3KayTkJTNC6amEm3N0h528nJIlkSxI6SjBiONfeiAQ99JsgQnoBCMKxw+D5hb/rqzjrOK0lFluDRqyfxk5VHAOj1h1E1sJl0FKXaCSoqx5p6KU53IEkSVz6zg20/WoCqqfx45RFWH2vlYH0PRr3MfR8fI8F68qtR/xMmPdZMe68fKaLG4Q4quIMK+giDpLSlj53VXTz9tSlc8uQ2fEGFSTnxPHrVJL79xn7qu3zkJlrIS7CxuaKD3EQrIUVl1VFBYKjr8jIxO+6k81acFsOKa6dg0MlcvmIHne4gG06k8dTXRMLr1pf3sq7MyY8XFWPUy6TGmqnv8mHQSdy98jD1nV5mFSbSFwhHjq/EqBT7wHFv7vGTYDdypMmFL6K6kZNgoT5iqTIhKE4TaAAAIABJREFUK5ajTS76BTl0soQsQWOPIO9JwI2zczHodLy9px6XPxwhiTgobeljX30PMWY90/LiufSpHcRZ9MwqSOIbZxYiSxJHmlyEVQ2dLBFjNnD97DxMeh3v7W/ivo9KObMomZX7Gvnku3O4ZW4+545JQ1U1Xt1RR483NKxaTBT/fkiSpAcmArMQSbzRCCuKRMCMkNVtBw4Ba4G3NE3rHn5t/3pIkpQHDDUcv1HTtJf+B+ubj6j4+mtwAz1AKbADeFnTtGFMz790G6kI2495iGOciJA29gHdQC1QBuwDtmqa9vdWyEXxP0A0Nv03wNMGJz6CvPnQVSUGpg9HYpqSy8WyQ6/C7LtEzFK/RVg0pk38x7eVMUUMvg9VQQSQZBpj4nFYHIwecRUtzp2kp0wDINTaSl3nGlrb9pCWPI2C3MW0dRyka2wcjm4TNksq44pvIhxyc6zidVISx5OVdgZ1P74D5zWQljuKuA25dBvawGIk0ZOKmpxExn3X0en7lJCzCW10Mn2xElk3XY+cZKU4bxmyO8Sulrtpy3VhfuIFMndWgUGHsdkLeHnYmEdj7mHo82LqA+2SeZjVPvxjYqm9Yj6FL67CVzQPSe9G51EgEKRzxTN03nMhR9QQ983MIugLUTB2MhOtRkLHy/D6w2yYks3aHS9TmRnDrXsbePqCEkytCiY5zDdDrbSUVTGrO4+EqTN58WsqDyRYeHDfSqwhD586P6ek5AreP+c3bFr3U7YFVIrDPdRrMQQ0PTM9jah1O7jFuJrtyWcy1uqgUzYSrwaREe9r98RP4cqGQ0zydYHBghTyoQDNejsxapCyHY8zM3PK6XYnw6GnWhCDNO1k6xKdKVLsMATGmCFEjb8Wm/YbDQ7BjG/C+l99SXsNTHZRnAKi3/aU0xU5CuaL4oyMiYNFGmWfQOP+QbKJ86ggu/TbsPbvR1cVzLkTkgpg/QMih1J4Dpz4FA68LnIdzQeFWuaWR6B8tYiDiy+AXc/A2GVCUSSKKIbglZumExwiy/joVZMGPq8va2NXTRc6WSIjzozDbKS204PLF+JgQw8r9zdhNegw6mQmZsdRlObAYpDp8YXZVdPFmIwYZuTH0+5uojDFzvKZubyyvY7tVeI+8UoaTx8QZPnKdpG7KnP7eTTJjtohYsV+hBRhCzqmOJn0WDMtLj/34CUNaeBOdln1hFUV/Arlzj7uxEMQjURNJrYkkbT5uTh7/Ww90MQFoxOw2A3ELiqg5X5xL6ruwe2Fi+O5rqaZm+wxnG014z3Sjs0gk/XgHAKNfXS/X4FnS7NIX5p0tD8jVGoHTKBUwCRDQEU261F9CqBR3rUHvWwiqTpTNFRBPhzEtDSWmHNycK2upTBjCmkLSki9YAKN926DkMroaWcSrO1FdYcIF8s07i2jYL8RWYND731M4RVzSc4dtDabfP6FKOEQjcePsva5JwBYetdPGDl9Nqqq8MTNV2OLi2PRt++k6fgxZJ0OVVGE+ua3bmLS+RdSsVscF73RiGwwYEtIpLu1maDXQ+qIkcg6Pc0njhPwCcJESsEI2qorMdlsKMEQjqRk+jpEXrX/c2tVBZIsY3Y4GDVjNgaLlQOffYSmKiTnFdBRX4unq1OQOCZN5fjWTZRuXo8jMZn8iVMpmDydQ2tWcTRi39JPDjnrhlvpbW9nxTevI6OohLojB0jNH8EZP/gGSSRhli14erqpPrYPJTOMRR+1YxkOWQ/N1YCNwMbGH2+JATIBB9AHNGU9NLf3r3z9nwpNML3+JEnSo8B0oBhByg4BTmCHpmnVf2UVUUQRRRRRRPFvx/9pUsdQRH507/939+O/Al01YtB59woxMH32LyAcgFELhbLFiVViMLp6I9y6QVR0nIrdz4qKj/N+BTO+cfryQ28JYsXy98A8TNXU+gegaj3cXQOXPTc4/5M74OhfRAKmuxZeWgzf3Q9n3yuIINnT4I2roPwzMNhFxdb+V4T/rMEKZ/4Y5nxf9L2rSlhi6M3CYqTkElgxl4GQqn6HmHobRft+4kK/N25/wsZghYIzIwmWyHeDQwYyQx4wZENPHRxdKZIqW/8UUQA5BZmTYeGvoXId+DoHZVsNdlD8J6tfGIxiHip0Vw3O77fHCUaq1B6bOET1QhLyr5IMaqT/Ya9YHjyVqS9F1C4iyD0D2svE+fb3RMgZChx8ndPtV74M6ul5sOFIHu5TVDP+VmJOkmHxH8Q1524fUqE3DCnE5BCEJOcR0R+jDRY+CJsjZCAQhA0lCCPPg4o14phV9SvS6IQqizVJEDwGVEYi20kcKRLCb10zuH1NEoQQSS/un21/FNNQH/CMyfCXm8R1/K3tX76vUfzXop/Q0dDl5foXdnP7uaNYOiEDdyDMrMJE0uPM1Hd6mZAdyxPLJ+MJKCx+dAvBsIKiCbuN31w6jkBY5WCjC4tBxhdSqe308uL2OhwmPZ6gwmPrKvAEw6TGiMTXxOxYDja4TuqLomoomkZ6jImLJmXy/NYaJmTFEWc1oNdJ1HV6aeweJIhZDTIa4rFTnO6gqs1NXoKV2i4vgfDgPVrb6aO2w8OL22p4eUcddpOeYFhhxaYq7r94DK/vrOPTwy1cNiULdyCMWS9ztLkXFahw9jE9P5EOT4Alfxb7XdvpIyvOzKzCJMrb+jjU4KLLO/gctRp15CVaqXD2RWxKdEzMjqey3U1zhNhw75LRrDrczK7aHlZsqibFYabDHYwcB4WZv15LeqyFC8alsXBMOne+c5BEm5FvnzUCb1DhUEM3MwoSeWpjFfe8d4Rlk7NQVI2zH9lIKKzS6wuxaFw6V0/Lpr0vSG6ilRm/XstlU7LYWN6GpsEF49O576NjdLiDA0/brHgL9Z1eXoqos+QmWqnr9NI3hEizrbKDTncQnQTjs2LRyxLLZ+by0/eOElY15o1MIjXGRKvLT1W7h2n5CWw8IZJo6TFGWnqDbKnooLLdw7wRSWyv7iQ/yUpZax+SBHajjpQYEz//QBAMXb4wz22t4TsLRnDXeaPQyxJzf7cBb4R0kh5r4Y5zR3Hm7zfg7PUzLTeepm4vL22r4b0DzSTZTRSlOfjDF+UsnZDOzXOHq6KN4n8BfgX8+K8sj4lMhQgZ3N9JknQf8Ig21B/pPxv2yJQFnAfcK0nS88CdEWLAsJAkyYo4vt9j+Diuf73ZwFzg1sj3moCSSIVaFF8BorHpV4RwQJDeG3YIAvvsH0LhudBdJ97nS5aJQflj70LGVJhwrSCHD4Wmwv7nRUw383awxJ+2mfKXH8TgiCN/2bdPWxYM9nH4+AskJ45n2oTbSU4cA4AaCFB1/mLkmcVwuRlnx36OHJcoGXk1Pfd/m9ychYTVAIdKV2C3CUKnx+ek2bkDRy1IG32MuPs6DK/eRNneHyP7NVRjIyWf2HE8NJsJb7VxLKEJc2k3vgmJdKz/EPkvXprGHafFcxj3vHR0sg3NpSehO4wSYwCdDn1yEuqkPAK99XiLYvBOTGRCcQ/TavoIZjp4I1PmvthYOp9/HsPevRQuXkxvOMyxwhQ26UJoioY7rCIZdHjOPZPn0iZy4sGzMaga7pJ0KtPsJJhjeGpJCQB6nQ6PDPsTxuKrryS3y8u6puOY4i0831xPUBeLSdLhDBmI2fMBqfVHWXSgEl1xOotC1bwUP45xvjY+s+Wx0NvAWd5GYiUNn6uZt20FnDDGsaJzO6hhHuzcMaiWNvUWQqUf8F7IwMJwO42Sjan1u0RMbrCKeG04SPpBEsdwVdf9hI6h7YJ/76M1EtOaYuDs+2DVnSKWHI4I0h9LWxIEAcPdIv6fdJ3o+54XIOwRcXr1etGur3Uwdt7xFKBAKAToQG8URTH9cXX/fsy+XRQa9Pehoxx6m0W8feITKJdF8QuIwh5ZL3IO3k747IcilzHnjr9z/6P4b4HZoMNsEPmx13bW8cqOWt64dSZJdhM2o45pefGkRWLXc0anck5JKs9vrWHl/iZSY0w4ewPEaRoPXTqehz8/gS+kkmQ34uwN4OwNcLS5F4tBZltlJznxVjzBMDoZUhxmkuxGjjSJezIUGswjuXRQmGxlZIqD1cec3DA7l53VXYzPiuWzIy24PUF+iJnf4SfFYUTvkUiJMWEy6Kjr8JDiMNHWF6ASlTgkJiDTvb6BtimpXPvcLsrb3MSZHcy3W/GXdpJ47Wgq9rYQaHIzckk+gX1tKDqJkKbh6/RBkgFZk9nU1kPFQ5u4WjOjuoKYiuJFLVB9D1rE9DMEdKGQbjYStoPmC6HvBjnWiJIMbVvqWZAu8ksxi3Lp3doI7jB9W5sINblRAkFiAnFktORw6L6VSPF68qZPIVDRg+oOoWboSDp7FOXu/fgKoMPdzPaV79BhaGXJ7XfTePwo7/3mPjKLS6g/eoh5y29g0vkXooRClG3fwta3XiU1v5CQ34emxpI/cQpfPPNnkrJzaautJuz3EZeewZF1a3B3C3KFElYIB90EPeK1V9Yb2PzqC6hKGL0xhpSCQqyOWGwJibRVV5KQmYPZbic2KZVjm9diccRgtjkGCB4mq43eNid1qoq7q5OEzGxczlbUsIKmqhitNpRQEL3JRPkOoYrb19XBno/f4/xv38n8G24lf/I0Pn7k1xitgpxRMGka7u5O1j3/JM6aSsaddR4djfUcePZtKnZvp/DhQra/+zoVWzey+He/IM4wjP1yFCchQuD4t8cjkZhzV2SKIooooogiiv9T+I8hdUTxFeK2bUIRY9NvYefTYkA9YxK8cx18Zw/MuR2emBGpADHAmp+JAemlj0HaOLGOsk/EcqN9+G3seBxajwjiBqpITpRcBJt+D50VcMHDsPMpeGS0kFBNHiW+N3aZSMTZkqFxj7BYeeUiyJ4u+gUw7jKRqHAeFUSUE6vgrHvFfmz+vVCs6KmPdCRiJ7JiLsy9S1SudJwQi1LGCgJHT2TQXlOEV22/GodsEImgkBdKPxYEmNKPoHVQjncA170PHZVC7aH1mNhnLSLXOpSw0LBTSKBOuk4QDBb8BF67TFSp9fsDywZBKOi3KRlIWg2pDLIkCLUINRwhZkTIGTojTL8V2o4L5ZD+RJbBAoFTkloDyhyaIL7MiSRBn5g+eDwg0v8vUd7QmSEmXSheBFzDt/lrqh0ZU0ENQG+rILkMbRuXB3FZQslFU0XSyRgh8gxUSJ3GIBHHsl+mGQS55/1vnEyY6Vf5qFgjCEF9LYLQ1FEOKELtwyvsDvCfIvE85w6RBOu/btqPw/4XhUqLpgjijmwQo9veTphxmyB3TFouFDr+ljR0FP/1CKsaLl+IHq+4Tus6PWwqb2fhmFQm58Tz+IZKzhyVgt2kR0PjrvNGYTHqibMaKEiy4/KF+PZZhZS19LGuTNwLM/IT2FUjqp+ONvcyIz+Buk4PGbHmSELORaxZjzuooAyxO+nzh3lzdz0hRWN0hoPLJmdz98rDnGh1kmIXZLJZBQn8etk4rlixk0Vj0thV04kvpOCw6Hnk8vG09Pr59HALsRYD3qDC89uqeXdvIzaTDkVVSY0x8ebuBo419zIzP4F2d5BeX4jS5l4ae3wsnZBOZZubkAoHGnrwRdREDDoJnSzR2OPnksmZPLSq7LRj6Q0qlLX2oWowJj2GYy29bK7owKiDnHgLjT0+RqQ4SI4kJX3BMPd+eHTg+zuqu9HLcLy1j+OtfViNeiQJ8pNt/PLjUvb87Byunp7D/R8fIy/JRm2nl901XRyo76au04vVoGNKbjy1HR7e3dvIqu/NZVN5G87eAB8caCKkaEzIimVTeTslGTFMyonnpW017K/v4Zlrp+INhqnpcGM3GQiFFXQSGPUysgxZcZYBMs6MggSeWj6V217fwx1vHwJgYlYMT2yoGjDd+uaZBazYUoNRJ5EaY6ahW/xuxFgMSEBjj4+wqmHU6VA1SHMY6fKFyU2wsuFEO9Py4qlw9tHrD3HWwxuo7fTxxi0z6POHCYZVrEYdP1p5iKo2Dz9aWMT0ggQufWoHIUVlV3UXU/MTGJVqZ2Z+Ij9cWMQlkzKJtfwDNlxRfJU4lckZAKqATiAIJCCqovr9C+zAw8A4SZJu/A8kduwBuk6ZFwuMQVSpgbjNbgXGSpJ0tqZpp3kLSZIUC3wOzDhlUR9QjlD+sADJCMLMUHZwJmAkiij+0xCbDQt+KewwajbCrsdhyi2C5HH4dZh2m4j7jr4tFCU7jot39OQxUHKpUC0M+URMpzeLAethUJ1Yjj4okaOEqGlYTXrKdEzGGA4ce5qM1JlMm3gXJyrfZce+3zBryj0AyCYTCddei74wl0BqB15fB7JsYMvuXzBhzK1YzIK8nZk2m153AzqdCYPeQnvXEZL/vBxnyxYCZS/i9goLA9UkEbumkdp0E6Xbf8Csi+7Bs3czsV80Ef9FKbbkPDyZYTqKu3AlZCD7FJQ0O64cDd0ZSXRdWUDK02XYjrZjeWojs67/GocueJGwFiTz/gOoRj0do2L5ujuRws9Xc3T9n2i92oJzi4tUIKXNxei6LvamWwlFBmv/dOAjRp+TRe13r+KcDomll13CuCuv4t2ZObw/K1dY9hn1GMN+ng/qoWQEz7dsQtNBazCOp5o/59f22eyyj2RJzgXcuKuKktpOXhk5CztBLk2zMTN7ApnuFso7Gngsdhz3J0znFk8113UfxCfpCCPzXnwJ23VxXOEqZVyoG0v6RDjrHuSuKq46IWT+40HYlyr+YQkdzToLh5Incn7bXjDFDxZP9MNgH7RagZPVO/pxxl0irjPHn1xUATD6YpF/6KoUMfTqu4WFacPO4a/t/ri2q/Lk+Zt/O0isgMF43dclCitkvYhPe5sHizlQBosxJN1gfkDSQ850CN0iiBv+XmERq7WI/IvRISxD+0kdbicsfULE7ROuFjHvqIXD9z+KKCLwhxRc3hChiA3n5ooO9tZ2s+LaKfzyk1L21HZz0aRMQopKnMXAH6+cyJYT7SydlIGqakzOjeNb8wt5b5/In6Q5DCiaRHuERP/mngaumZHDm7vrWVCcwspIu0yHiaa+APEGHa6QwgmnuH+r2r1YjTouGJfB9xLi+O4XZaw51kpSWONJ/Dxx2Xgko47b3z7EDxYWcefbh0gw6VicEcecGdmUlrczpdqL3ywTo9PT/GElC9tCLNdbmZ8dR7jSRfd75VjGJVPd6WFsbwivRYfa6oGPa3jLEY/WG0Lp8CM7DLx0vJPDisLFMXpMACEVy7gkvHUudEgEAD8qMchofoVel5N9ri84N+s6VFcQyQXzJl+N2q5hiDfTk9RNINCHBQvuYy2oXUGq+w7jDbsIVrowK2aMXhPHP11HTnwJ4USND/c8TJF+Hou+czvOmioqPxUWJ00nSgn5/Wx89QVCAT9KOETaiCK2vvUqcanpXP/wEzz33ZtxtTlxtTkBSC0YQf2RQ0xctASLPYa22mqq9u1l0W138Oljv8PvcSPrdMSmpdNeU0VMShq9ba2MPftcDn++CkmSmHP1dcSmpPLxHx/C1+sCWSYxM5ujG9YAggAyYtos9q/6EFtcAqGAD7+7DyQJLZKLUBVFiCz7RCGJwWxGDYdwtTvxez1klYylsfQojceP8sQtV2Mwmlhw0zdRFYVwMEBHQx3rX3oGnU7PDY88SW97Ox898muUUIi0wlFkl4zDZLczZcklpBWOpDhn6ldxO0URRRRRRBFFFFFESR1R/IPoaRD2IvN+CLO+LUgKGx6ACdcI2c+azcI25abVoirK0w41W6Dic0EU6Cd1XP4y+Loj1ijD4Op3oHINjLkIHikZJHU07gHnMYjPh/x5whrENIQYMmrhyYkFVYUXFp48sN5RDq2HhOKBpsHXN8MbV0SUK2RBGulHf4UMmrDG6KkDvU1UxSgBId87tL1/iCqJrI8kWWRwHhbKDz9pht9kiXXG5oCrHlJKoH4ntBwSahhVawU5xN8TIU1IkFwsyAiyAY78RZAO4vIgddyg5YmqDCab3EMkWUMRpY1xlwt7GXPcoITrqTDZoWqjqOSZ8U3Y85xIAAWGIVIPJMNkmHYrvLhYJIgG1hUXIbV4vlxJQ/EL4kL/+kcugorVQxoMI1ELYHBASARttArLBUYtEnKw/eipFVM/1PDJ5wcG5WcHMMw4kt5ysiLJqZj1LUibBK8sGZw36VqhUGJLPn2d+18ZTN4ZrFB4NtRsEv3Lmiaui/FXiHN27H1BqDnzh6J9TIb4214Ob14J5/4KRi8hiiiGIj/JRlGag8fWVXLdrDzGZMQyOSeOz485+eXSMcwuTGRmgRhIKL1/EVMfXEswrOAOKNzBISbnxLG/vodRqXZyEiwk203srhXPDJtBIjvRxq6aLqwGmdQY84CErcsfZn5REs7eALedOYKHPiulyxvi+2eP5DerythQ1s6WEx3UdolnR5tbJKFLW3r54EAzj189kZ99cIymbi+KBkeaenng0+NMyomnqceP3WygyxPk1R2CdLdkXBqN3T4ONgpiwuFGF4cbXdx/4Rje3FPP8pk5vLqzjql5CbT1BTjS6MITVJCBkjQ7dy4sJjfRRrmzj7pOL4ebTieWmfUS/ohSSGPP4HMgpMDt547iha01fPPVfQP2Ji5/eMCOpR83npHPqzvqCIZVYVGjaswflUxRmgOTXsbZG+DtPQ2cW5LKt+YXMjYzhj98fgJNgxEpdl65eQaN3YLs4TDraOz28fV5+XxjXiGdniBfe24Xj60rp61PPMtMehmTXsfdfznM2rI2ZEmon+yo6kQDfCEVk07ihNODzaTjjMJEfn5hCQ+tPs72qsEBjEONvSTZjbS7g5iNMk9uEiqkCtDi8g+0+/q8fL7zxkFqOjwUJts41iKe562R/mwq70DVIN5q5A9XTOTml/fS4gqQ6jDhDSrct3QMCVYj3pAyQFQZnR7DwrHpZMVbGJMRy/IZOeQm2lhzrJWLntjKs9dNJSPOQhT/a+EHPgM+AbYCRzXtZIamJElG4FLgdwi1CoDrge3AM19dV78S3K1p2sZTZ0qSpAOuBB5D2KeAsKx5ELhzmPU8w8mEjg0IJYgtwxxfW2RdFwOXAyn/s12IIor/pXAeFoSMogtFTNVdBXufgtTxIs5zNQjixxk/BHOsIKA3bIf2UlCXClKH0Qaz7xTkb7152M1MG387OqOZnt5qyqvfR1GC5GYtoKunHIcti+IRl9Pi2I10itJiyp1CwaC/drfHVUVn93FCoUG1sm5XJWElgMWcRFzMCLIz5nHw2ArRvrca0JC8IWRVxnWeeFzqQhLN37ode5FG7KY25N4Aph8sxf/zhwklZSBPTCTnJ/tQrAb65qUSSrZgbAmgb/cTtsn4du1G9fvxPPAddj3+W650+vHNyCSl1kt8ag4hpxOnsY4gIX5TpGf50jEozh7GHm2g1z6SMcZ4ZqzaRdmys7nt8ydQTeBfehETdAFq0x10xZhIs8Ti8bvwhgOMtsIRn4aMRIGni28aJ7I8KYefJJ/BHmsO811HWN7Tx58mjqGhxcTh/ATMqsL7sokbK1aybcSFjLensaHhKHO8zezT2bkZDYMW5hXHKH7tGEuMLPM11zHuz17Kzbo+tN+XkCYPMud81lSs/i5Ois2Gqm0gsTEsM1oyoSgqBYCUNQsaI3YmoS8VURr4PmUfijhbZxTXUnjwfYnjH5zcXA1D9ykK76fZmQ5d/ZB4Wg0LhTtJQta0QSalwQoXPwnOUtj0UGSmLApfyj4RtkNNuwfjeGu8UI+0JYu8TcYUQSZxHhH7kDtbTM0HRO6jfhekFIkiBIDxl4u/O56Ag2/ADZ8Mq3QTxX83Fo1N43erT/Dc1hruXVLCDbPzeGZzNe/sbeTlm6bTT+W967wipuUlcM2zu7AYZJ7eXI1BJ6FqUJhspzegUJRqJ6RoVHd4MBtkJCDFYeKNXfWYdBJhRcWgk/GHFfqCCvckx9OaaiY3P46HPjtBot3IuSWpvLS9jtd21pF1qIttCNUaIxJu4OPDLVw2M5eX5ozgwbWVFCNzPKDw0gkn9X1+zk+LI7ctgGNBNj9fX87nhLhXZ0U/P5OvbarhBs3AfMWA92A7k2P1SIty0W1pxjI7HX9pF3FXjKLnnXKU7gBqX4ifGSyUXxEku2AySr0HfaKF7g8r0QXVgafVOwTJQ8d5ZjOmsIWJKWejKYPPMgt2DBPs9LS28P6vfk+2tYiZKUuhNYisl8myjsKst4Fewl6cypEdXyDFGsgOK5gcVorPOJPc8cIip7H0CKVbNjD94itIyMjE19dLW7XIeRbNnMuE8xZTe2g/JquN6n27yRhVzIxLryR3zESc1ZV89Mivaautoqe1ReTrgJ62Fj597He019WQWjCKzsY62msE8U2OtDn8+SocySlMOOd8zHYH6194WhA6AFSVloohBRiayv5VHwKgqGGCPhGnm6w2Rk6fxYHVH9PjbMEaG0dfpyi28nR1AuCsFPsyc9lVHI5dTfmOrQCk5hcSm5LGnGtuYOS0WTSfKKXhqCh28PddKVRCklOZddk15E2YjMlq5fOnHyXo83HhHX9NoDCKKKKIIooooojin4t/KalDkqR5/8r1DwdN0zZ/1dv8r4LzqLA3KTgTJl8HN30GH35HJCTqd0LVOihcAO/dKhQFvrYSlr8Dnk6wDbGSsMSJ6csQmwFTbhCfZ30Xjq0Uag5XvyUSIJIEoy8U03B4aYkYrL95jdju0XfB0yEsLvQmuHENrPuFsGHpqRu08zCYB5McsgFhjRFZZ0+dSKbEpEHyaLGufkuSzKnQWTVY0WO0i2UZU4QlScgDjjRo2gv5Z4oEZEymIHV0VgoFEnuKIMekj4cNvx7cF6NdrAMgbbwgtYAgLGz+w2CyyGiLJIGGEiF0gCKO2aE3xKzgYBLxNHg7xQTQvP/L2yHBmT8ShB40oayCNmjpAhAYQqAYIHQMQ9LoT1xJOkH+GU5Z5FTodcLxsGmPULhIHAFjLoWKL77chkW2gBoorOIYAAAgAElEQVQZlB13FdSsB8kg6ol7m8CeKiqT0GDMMij9ANIninm9jafs/hBLmDX3whm3Dy7Lmg7Tb4E9z4ASK1Q8rAlgSxWEonGXw+SvwSc/EEo2VevEddK8LyJ32yjIHTv+DLd8AclFp++LGhYWMkMThVFEMQQLilMYlepgd00Xv/qklJvPyCMYVnlsXSUFKXZmjxDe17IskZto5UB9D2a9jCxJtPcFOHd0KuvLnNhNem6dV8jx1j6umJpFQ5ePvEQrjd0+3AGFmk4vzT0+THqZQFgl3mpk44kOPj3SQqcnhAS8d6CJRWPT+Pjwyf7fhUk2LAaZoy19PLqugic2SIRVjWSHCb0uTK9focsbYl1ZG+mxZlpdfvxhZcA06ZMjgzZMsgSRohye3lyF2x/GE1Rwuvz8ZtVxFFVlflEqWys68IYUSlvd3PzyXq6dmcv1s/MYkWKnpcfLY+urWFCcTKvLT2lLH8kOoUhh0sn0+kJYDTIXjE/HbNBz0cRM3j/QxNFm8QwzyKL/GpCXaKHdHSTVYWZfXTf+SGVarMXAkvEZXH9GPnaTeAV7Y3c9M/ITuPO8kVz21E6aenz8bMloLnx8GyaDGBzKireSFW/llx+X8vquegw6ibsXFpNoNzE2I5YEu1DLeHdfEw6TjpxEG4ciJBVVgyONPRHxXkhyGOmOnBs02F3Tybde309V++Bvg1EHiiahaKCToCQthr31g890TdOwm3R4Awq3vXZg4GfyiqmZPLymgtCQJGP/QMP2qk5WXDuF126eweScOL7x2j6+/upeVA3OHJnEGSMSufGMfOItBlbub+JEax+v3zJzYD2v7Kiloy8groPQX1FwiuLfDk3T7vs72gSBNyVJ2gIcAJIii+7mP4/UMSw0TVOANyRJOgLsBPqZsd+SJOlBTdM6+9tKkjQZuGLI118GvlTVRNM0D7AWWCtJ0p3AZQzIsv33Ihqb/gei7ZggaBSeJwasJZ14p249JGICX5dQSNi7AkYtEe/caRMF8XwogcOa9OXbABJzJg18Piv+DExhI7IpnnPmPIZOJ1Sjxo++cdjverxOtu99gJH5F5GXfQ7BkJuDx1bQ7aqgvnEDaanTyUqdxf5jT1JV9zFGY8yQb4tbXLMasJgzcfubwB/G8WEd7ZNj8U5JImnpZbiajsFLbyP5QtgP9ZBxzIJfk9H3BrHVKzR9IwtrmQdbYj5hZxn+fAeeb0+kKDGXD/JzcZ2VQM/lRlJ3hXC/spMNrz1F7nEncbfdyhTHblKrKig41srPr5rAgj4D5732Ieh0FJzoQWuoYv34NJ4+tJoZSdlsvGoiVr0RQ8CFW9OwyTJHfBIJsopeZ+Gy5PNR42Po9rl4z5oLwAJ/E8XBHl6XCvmiIJsFh5rpLDJwlfMLvrBk8mRD2cDg4Dx/M+vNmSxNP5/nWjewyFPPCUculxfOYHxNJ7EdO8jxOumRjQRVmSbZQobqozocZJQaPlmyaIjaRrLi46GObXTqLDxlG8W9PfshFCmwGHIuhoUpTsS+nZUidp96iyhGqfx8SKNhbD/70R/H2iLXYaAXUieAUwwoUrwUyj4S7Y59gKDYirUFrImY++P3oBs+uE2opPbj+k9EvBn2C1tVTYW8edC0D5Bh2bPQuB/2rBD5jqA7om7ZA7VbhFWuJAmSx0+bh+9/yCv6/B8ntBXFPwMJNiPnjUllRn4Cv11dRk27h++cNYId1R08vbGKa2bkDLTNSbAOWIDGmPXoZImMOAuapuENKpwxIplDDd2kOEzcdmYBa8ucJNlM1HX5CCganx9rpS8g7o/eQJiNDpkdR1tYIoE/rJLsMFHV7iE73sJHh5pJQ8IKeIFFM7N5ZWc9q8vb2dPUQ9gTwgUsiLeR1O3jLIy829zHRx0+ciwW3m3p4ENCJCDxlOLDt7YCD9CGjloUUpExu8KcKO/E5vIxWo4j2B3gg9ePMNcnYSpOIFDWRVJIouU9M+3afmIW5mEuSiBxeQntLxwh3OwhaXEeN66uxWAzgApWfQxWfZwI8mwy5pEJWIsTsYxNwvPTVi7O+S4hLQQSyMhIFgOOxGTCbT4sE5Px7WtjbNIcNA0sY5PRx5lYOO/7AAT9Pir27GDW5cvJto9iw2vPE//9NEbPW0DppnWYHYImlzdBPGMev/lqAu4+JElm3PzzCIdCxKdnMO2iy9n13tu42pzkT55G/eGDGEziN9dZXY7JaiMcFGQaS2wsPc4WZJ0ed2cHlXt2sPXNl0++iCSJruYm9EYjCVk5dDbUgSLOs7+3F4PJTDgURFM1Dqz+GAC9wcDYs85l9/vvnLwqWYemKlTs3sHZN93G5PMvIiY5mWe/fRNv/uwukCQcCYkk5eQx/eLL8fX2suv9t1l2z/3c8IcnAfD0dHPgs4/o62gnFAwSRRRRRBFFFFFE8VXiX63UsZG/Gv3+06ERVR/558DdJgaNEwtPnl90PnzvoCBsuBohNgsW/BT+chMULYYJV0F8riAsGG2D37MlCiWJjQ8JhY38uX9/X4Juocbg7xGD4/KXqEfvfw32vySqTHw9ov+aBmkToGIt1GwQ7fQWUblSv0Mk/nJmQ/okkeioWgd5c6ByHaQUw/x7RPVKP/QmuOFT8fmpWYOWJ71NorLGkSYG5mW9IAk07xPLDTYxuP/JnZA2VhBU/PtFYrFgHmz9o0hImuJEJczQCp3MKWJdlnjY8+wgmUA2QP22wXYD5IghhAMUyJ0jLESMDugsB1sK9EVICv2KIF+mpHEqsmZA4y5AEzYwA/h7b/MhA3FDVTJ0JlH9I+lObivrIX++UC8ZilBgyGcPtB6GT24/eR+kyLnRIttQh4xlHF0piBUHXhUkJJ0Jpt0sVDGOrhT2O5o6SGwxxorqrP7jqgGOrMhxlGDbnwb3w2CBbY+Ka8XTLhqrqrBZAUEC+dYOoVKiREgZfS3C39vthO5a+OxHItnsahKEmZnfgpTRg/1PLYEfniLFG0UUQ3DL3AIAlj6+lSNNLvY39FDudNPs8mMp17FwTCrV7R4mZMXx0vXT+NoLu7hqejYub5iH15wgL9GKokFmgpV5I5NQFhbx5u76AdnaoQgoGrPy4+kLhvn8mCBaHG9xoWoaN87O45ktNVS1uRmfFYuqqlR3ePAGVWYUJjBvZDL3vHeE6XnxfF4qrF4CIYUYswGzXkdbRFa3xeXHqJO4fnYe7+xtwOULE2vW4fIrxFoMxFsNOF0+DHodelmiLxBmTEYMI5JtnGjzoJNg8bh0rp6ezUOflSFLYDMZeHVnHS0uH7ERIsHE7FgONbj40aJRPLe1lqo2D0adTFgVlVIhVWP1USd7fnYOnmCYy6ZkcaC+B3cgjIrwjw4pCp6Ayq6fnMOHB5v46ftHkYDb5hdy96JifEGFJzZUcrS5h5L0WKrbPdR1eQmEhG3OJ4dbyE0QKhR6+eSK31vn5bO7phMJeHN3PdfOyqPZ5UND4zsLRrC7tht/SEGSJC6emM7zW2vRNAZIJRrgD6mkxZpJtBmpiNjS1HYIQkc/OSaoiNZjMmJ49KpJvLu3AW9YYc6IJF7ZUUdOgpWxGbF8cKDppKf/Y+urBggdOgkUDcwGGTMSa+86U8jpjhQDFstn5JIRZ2blviY2VXTwyBflvLCtFgkwGWQ8wcGBlk53gF98eIyseAu7f3rOgEd3FP/3oWlaoyRJjwG/jMwqlCQpT9O02n9jt75SaJp2RJKkZ4B+hqgJOBsYmoW+dMhnP/D9v9emJkKgeeOf0df/AGwkGpv+30Rfi4iFTlXSKLlsUFVQ1gsVQ2+7mFInCkK8rBcxjyGi8CTrxOTtEOp5BQtOVhv8G7D4XAODSf2EjlOhaSrlHz5Kd7geqSCDUNhDa/s+8rLPwWpOwu1toa5xPaARDnk49MVDKKkmdDozI3MvotN1gkCgh96+OtKSJ9Pk3EFW1hy6u8pxdh2g57J80MkkB7IYPel6eir+Qkv1Zup/NxVDsw/909XEXLCINtcxnFemY5TspD6+k7CmoQJaUSahDzagbOhgQWM7vaVVyEoa8fOW8PMfZ3Dpq5/T2+6G5M9In91F6NZclLuc/4+98w6vozq3/m/m9K7eJcuWJXfcG8Y2YAOmmV4TIIQeEiAEQkjIBRJCEggJPbTQa7ABA7YBG/fe5CJbsiSr93Kk0/vM98c+qjbc5N4vucm9Zz2PHp2Zs2fPnrbP7Hevdy2CWg1Li2ajPVPivZl5eDasZ1oI3Kkqu/Uy81u3Y/V7OWbNYmm2hsdaDYTjahjOmMS0bj/NOVmMTMpkT1s1UTXGKSYTb1mL2WjOI0lvhYifvRNz8EgxXrWN4WNrEXYljFtjAFXl5aRJJEf8tGnM9GZPobhlBz9rWY++dR0Ahf42DupTeNs2hsu8x5gV6iAC1GptjAkLgmof0bXvP4Au3jWkxgI80BsfA7YfEfdKn9WJwQ6mVOitHXrBByczhL2w7w1wNw4t4ygQ8RNOMOau3ybsYmvWi3hK/Ta48m2hkBrsFetBJLqAsIeJeNAoUTT+bpFw0jfWRBJkDBDj/p3Px+1HJfDEbWK7a8QYOuKDxl0idqIqIvkjGhwY8zdsF1a1R1cJS5eqNXBsPZzxK9AM6toW3Cv+EkjgBDDrtTx79TTqu33c8X4p4ahCUdooDjS62FvfS4bdQCASI9thwmHS8dtLJvHK5loevWgSv1tdweEWN+Y40X1Mlo35xWkc6/Ty6KoKIsrAT7oE9AaEauLMEUnIkszWGkF42tvQQ5pVj0aS2FzVRX6ykQWjU6lz+vA7RUzmzsUl9Pgj7G/sxReKEn9qWKQ38hdHjFoflEcVksMRMjCg+CKcOymLLw+1MRoNKXodteEQY3R6oiPsPFfdwe1Jdm6paWWc2cBHiwro3tzCfC/ISTqSLxqNZ0Mjn9V0Iln1aLzg+qwGNRwjUO4k2uJDm2kmUNpJ0un5BPZ1oHgEWYP42A6/iqyRMU/JINLhx3pyDr4drRjip0W26VA8EYwzMrHdnIvzvQrR8amQcetkDAV2wi1eepZXEvWGkQoNdDc1klM8ls6uOjrdDXz8p99QMnceELc0GYSF372eXZ8so7e9jZ62VsIBP57ubrRaLeNOWciBr7+ku7GBmUsv5vDGdWh0OmKRCAazhZDfB5KEp6uTpOwc/L09qCq0VVcefxOpKioKi274ESVzTuaj3z5EWkEhbVWVOFuaOOmMsylb95WoM45oOMyeT0WfabTZCXpEvFRVYoyeNZdTr7kBrV6P2e5AUWLMXHoJzqZGqvfs4KsXn2bUtJlU7dyGwWLB7EhGVRSk+Nj86PbNbP3r20w+4xwW3/iD/9qDkUACCSSQQAIJJPBfxD8ryDTcWzuBf3V8cI2YKL+/GYZNKpEyEl5cCF1VMPYcGH+hmAQ/+zERaPt1Blz2Gow9d+h23nbY/Acxad1H6qjfBqYUQaD4Jiy8F07+kVDRANj6tJD4vGWjIFH04etfga9dTI6f8SuIhkRWyUmXi23GLAFzKsy8GV6YJwgEshZ66qHma0H2SC0Sdhg5UwR5xBRXF9GaREAn7BOT9eYUuK9O2NE8NVmQLjInCssNvUUEX3RmIQPccUQETEBYtfTZtcRCcdJH30BUEgGhzmEWLqMWCsuVrso4aSH+OKkxcQ2GY7i/b8FcuOYj2PQ4VK4R16EPfXYkyYWC+AFCncLoEJYgg2FwxAkdcZzAi3gI9Lahyh3DMdj2JBYnaagx4Ws9/kKhSNJddTyhA0Tw1mAXwaeUIpHV1LJ/4DzDAJnjRFAjsPc1cV2rhC+nIFvsgFX3DCLFxBGOyz4a7LD0Wfjy54PUOwbNDcRCA+dN0op778C7IpA24WI4/BE4ckFvhpk3ik33vCJ8wPtgToVzHo9naqnCriV93FBSRwIJ/A1QFJUGpx+rXsO5k7K5b8lYApEYiqryy0/K+PJwO7IEGkkioqjM7Q7w0iYhA727rocLp+bQ2hvk96srWFU2oIqRYdNj1GkIRRQ6PCFUYHvtUEunBmcArSwm8F/aXEsgonCwaai9yQe7Gpmc5+DxSyezeHwmD3x0iLd3NeAORglFFc6emMUn+weejQy7kS1VXSSZ9GhliSSTDlfQjycYwRWIkGPXk+4wURG3/3j26yqOdog+wWLQkmTWkWTW8+5Nc2h1BfnZ8oMA5CUZeX17AyWZVpqcAbp9Yd7b2Uhlu5ckk5aSLDsXT83hZx+VkWU30BuI8mVZGztqnby3q4GVd5zCXe/vp6rDy8MXjeexL48yJtPK9uou1lV0YNJpCERi3LJAkCS313Tx7HpBytpwtIs7FxXz5+9OQ5IkxmbZONbpJRBReOfG2YxIFZNMkZjCpspO3t5RT22XD184Rt2XR7lmbiFf3DWQeL7x3tN4+LPDrD7USoZVz/zidHQybD3WTSQm5Lm9wSgSEAxH+eLO+Vz0/Da6faK/HBQXRStBTpKJ8lY3tyws4qS8JG57Zy8XT8vjg92N3LygiB+cOooz/rS5vxf0xTPj9LLELQtH4osoeINR/rqniQONvSzb28Qdi4qZmOtgycQsZhYms7u2h5ouH62uAHcuLuZYhweDRmZTZSfuQITtx7qJKipLJmaxuqyNwy0ufvV5OdfOGcEl0/NI4G/AQw47wuLECniBJh5yfYO++/8I9g5bzgbq/pYNJUnSIVQorgEmAFmAGygHPgH+rKrqv4NCxUoGSB0AkxlK6hgs21WmqurxflEJ/D1IjE3/nRBwws5nBBl+/CVDv9PohFLijifFBHbeHEGqVqIw6jSo/FxMdp/8kwEyfh86j0DjVkgthrQxIgGh8zCkjT2+7GDMubNfNQKAnc+K9/dJV/WvCoZ6iT7wMuZsK9E/Xc/owqWkpwob0tzseVTVrCAjbTLpqZMwLiul6/l9tNw3mdAIcLoqaevYRbKjGKMxmfzchagSWEwZUFFOlxzEnJSDJ9yJ7kg70tkyyVdcTvIVl6OtXUG1tALjOw9SXrOSKDloZB1hxUvorPFU22QqfX4uWl+HKRqj2dLJiHAMRadFbeigLrKVuz5txNTUy60/mo811stdpW0YvWE0MZXLIym8PULLSdkqnzQ24DxlJCc5dMx1eAm5vXymHcN+uYdcf4gylwWTFEVWooQBJNiXLPPVOXdTEPXw8N5PqQhH2NlVT9SchyrJdEf82LQmXARAlXksZRrnjZxFS+PB/rF9J3o6DQbS9Cbe6Gog0z4Ro6qQG/MxNuxkRNSLGy03uI8wOuJmmyGDNp2N+YEWdKhEkfCjwUp0UEcwoKIxtHNQxX2x4KeEtz6FLuRGOpE9isYIKMIiNtAjVBxX/2RoGVd9/MMJ1Ci9rQP2qUdWCGLIG+fD6Q/ARzcOLas1Q6hHtHPS5ZBUIBIK+jBYldPXIWxXQIzl+xIKDBZQMkXsxJQM8+6EkAv8PUIJsy4+njWnwYh5MP8emH4drHtEJEDMu2NoHCaBBP4G1HX7CUYUijMs/GhxCT84vZhWV4A0q4Fpv15DQYqZum4/NqMWXyjK8n1NbDsmSBnFGckUplmoanfz84/rMWhlovGBS3GGFa0sUd3pJRJTiSoq22t7huy71RVkZmFyv5hMY0+Qpp5g/xhGK8H5z2zhwfPHc+fiEpLMOq56aQdVHV56ugO4DAqnJttY3xliPhp0SNwW0HIwEuVqRwrJGpkqV4CjWiMTIvBBdScnTc3CWBfkAUxk+CXefnkfM4ihR4Ns1xMGyickcc3SIlbsaaJl+TEyTQYCx3qJNHjQ5duINHpAAl9PEDUYA71E0gWj8e1qJdLiQ+MwEDzmIuYN0/FsKdp0M+m3Tqbz5YNoUowYRyURqHIS6fAT6w0S7RZ9gKEoCUOBUIXybGwicCBO+CqHm377Cvp0Mx11Ncgb3yQcDDBmznxGTJrC6BlCRTHo9bJ35Sdxm5UWetta2L7sPc754d3c+dby/vM+66LLef3u2+hsqMORmcXYeQso27AGd7fYn0ajwevsRtZqmXTaGaTkFbDhzVdQY8eT37JGFdNUXsboGXO48uHHWPvK87i7OiiaPouy9V9x7ePPsOfzTyhd/Wn/Nn0kFL3RyLj5p5GeP4KNb79KV0MdVbu2UX+wlDNu/hEarZb5V11H9e4d1B0sJRoJM/bkhWi0WhwZ2bTVVFK2YS3JObls//BdJp95LjqjidbqSip3bGHXimVccM8D2FK/XfUrgQQSSCCBBBJI4P8H/lmkjsFJEAn8O2DObcKDeDihY/MfYfcrwhKlbBmUfw5nPQoPdAjSQ9shSC8Rga3hsOfArVvFpDYIFY03lkLmBEHQ6EMsAjUbBZmhL/upj9DhahZWJObUuD3KIEy4UARALnhuaKCtpw6s6TDmXCEzGnKJCfW0YqGIULteEEGMDsieLGxfXj0DWsWEH6nF4KwBW74I1BjjtjF//Z6wYLn6fbDlwGvnACpEgpAxCToOQUfcNiVppCA4+LtAnyRIAga7yISJhYS6hqQDJQT2PEEYsGTA1O/C1w+LOhz5QvHB0wxIcPbj8PWvv/kaygZRX1qxIJtsenzgO0eBOI72g4AsztlrS0Q7ik6PK0wMQ+ECOPrZN+9P0gmyRB/CHlG3I0/YzAxHv0qIfDyJ4sgnnLjLiNvJgFAgOekyaNoLp90PT5TEi8RVP2TtQFaVrBEBucFtNScDKuTPFPdFJAC1G2DqtYKI07RraH3IIguw47BQZhly7BpB9on4BbFJaxTXyxK3sJdlGH+BsN5Z9RN4Yow45uHZhhe9AmsfFGWTCuCVxXDaL2D2rSc4Fwkk8O2QZYn7lozlWKeXv2ypZWZhCkUZFgpTLdxwykhkSaLB6afbGyLTbuTVLbXcNH8knx5oodcf4cuydgKRGHajll+cM4aCFCtH292k24xcNauA+m4fL286xts7GzHrNfjDMU4tScPpj3CkxU1UUbnu1d0AmHQS43Mc7K0fIK3FVPjZ8jJUYGFJOjtr+p0GePvGWTz99YAazUVTsvlkf+uQ9OoRqRZkyd9PRGhxh2lxh9HKEqlWPYdbPeg0EtGYijsY5Zl1Vexr6CUvyYQnFKXXL/qrPonelt4g3pDoMwJRsa43EKXDHeTTA61kO4xcMCWXN7fX4w5FuWhKDpl2A18dbkenEf2VJxjFF4qy5Vg35W0eApEYgUiMi6fmYjNqufC5rYzJtHHptFyW7WvmlgWj+N7JhUjx36xVd8zvv3YAXZ4Qf95QzZEWd799zbs3zaai1UO3N8R1r+6iOMPK1IIkJEliRmEyvzx3PHvrnKw+3M4jF0ygtttPQ4+fqg4f50/K4fNDLciyRJcvwgsbj+EJDiMCxjGjMIUP9zSi10iY9Roe+OQQvf4I7+5swKiReG1LLSNSzcwZlUKD0080ptLuCSFLEFZUnlkvCELFGVZGZ1i464P9+MMxcpNNKKrKSXlJdPvC1HeLyYeqdi8PL51IU4+fi/+8HW3cziY/xUSjM8DzV0/jJ2eOwazXUNPppcMTOmG7E4jjIYcEnArcDlyI+AHtQ4yHHB8DzwMbeMj1P62XPjzV/W8inEiSNBJ4H5g17Ks0YH7874eSJJ2pquq/urzVsJRuhr9ID/ZjSIyp/vtIjE3/nWBwQOFCSC05/rtdzwoied5caN0nCOFTrhXv2ZIMxmSwpIvPw5E/T4zRHPliueMwlL0HJedCwSkD5YJxBci+cvJAd9rlLEcjx0juUwGJQ5JklHsvJK/4dFImLh7ynT/QgdmcTm72XLqdR0hZMI+k7m6UyXk0uHbR3rkXndaC9ZCbPOMUrDPyaGnbQUvbdky5aSghE4pRg9Frw3zeaQBEe3oofekObBOnM3n6TaSnTOJo1YcgSZiCZupckLmlEvPvpzOr24Bmn4+Y00lmb5BtZ0xl3ppSNl04jfwReqyjM1EqOlhY68bc1Uv30jzs2hCyJ4eGmeN55+hG9OlRriuazOHGY1xmN/Ebn4OFSVPZtuw1Dk3JodusJ0+W0SI6dAmYb4uhlbVkmB3w5rU4Yya81nQiisz3x8zn7HW/YLM1jw9yFnBJ8XReL9+CSavnppPOZG3DfgAyIx7u6T1Io87GaTqJcT2HaNbaSYl68ck69unTKIp6SIqFKYm5aJcM5MT8dEsGuiUdrY4cioM9qKFeIsgY+skVfWnt2viYceBnMSrJaDc9NtS2ZbiVSiwIS34n4hOyViSIDC5ry4mP4QEUcV/22bZKWlGdJV3EIxz5UL1GjD+tmSLhIuQRCRiSVlioyDqh6nhsnUhYUQaNwVEF8UOSBhIekkYIckbNBrHfQA/ctE4kNWx6DLY9JUgzfXEOSRbxlvOehLcvgYtfEokGR7+A73+ZIHQk8F/CyUWpXDEzn5IMK9f+ZRc/XVJCU0+AJROzuWNRMa0uMRYbm2mltMnF/oZelk7JYc3hNvbUi+dle42TsyZkcnJRGmOzbHy4p4kfnFbEyDQLh1vcXP/aLjyhKMGIglUvM7cojSOtbpp7g+yu60GSxOM2szCJA429xIeBRFVocQW55e19FKVb6PFHcMZJ76/qwmz60QJm/WEDflSWyzG+O8qOo9qNiSh5aNGnmfBKKtkxeI4AHxLFVtrI6dg5Ax3aLDMNzV5KiXE6GqINXv7y5VGe2NfIA7lpPNLcxZMaCxnBaP+4MNI4kCAlGbWC1BFRKdu9jqxQPsZ0M8bxqfh3t6FGFexnFiLrZfx72oWyhS+KL+iirn4fhd0TcPaGiPWK8ZNtYR6hBjfOt8uxnZ5PqNmD6o2QfHEx+nSRVJBROIo73lqORjswbVB3sJSA28VXLz1LNBTElp7BTc+9yv4vVuLp7mT9Gy8TDgSYfObZuNrbKZkzj6sfeYIXb7sOVVE4+4d301B2AK1Oj9/lEmoYu7ah0Wo5+PVXjDtl4QkJHQDphaM49PUXlMyeh85k4sCaVQAc3bkVjVbH5vffIuz3kZpXgNZopL26EkmjQQFbvv4AACAASURBVI3FcHd2ULpqBZKsIadkLJ7uLr7485Ooqkp64SgmLFyE0WKlvbaaaCQMqorH2cWM8y5m76oV1B8opf5AKVlFJbTXVNFWXck1v3sKg8VC5fYtOFuaiYQS1sgJJJBAAgkkkMA/B/9MpQ4f8DHHZ+Ml8K+ICRcOXW47JCa3a9aLCW1LmhjQhz0iu6MPWZPg1i3fXG/m+IHPkiQCBKVvwa6XYdZNYv3BD2DF7UIRYdo1Q7ff8idBULhpvbB06UPQLcgmudPgt/lwwTMw4SIxWb/8Jgh0i4n33S+L/YbckDIK8mYKYkXmeAh6YP+7gkgRGzTJNXqxuIN3/FksPzUJQl6htuBugY2PC0sZS6ogjKhRQegARBaOJDLMQi4RIFGCcP7T4liMDkFuURWQVRFIcTeJrJiMCdCwQ1SjMcL1X4jz/fWvYdJlsOx7334NlZBQQUnKhy8fGEROAM78Naz/7UAbV8XlUlUF9r4+EKzMnQ3NcXWObyN0wFBCRx8kaYDQMZhkASIo1bdPGCCh9AfIVHHNdOZBih+D4u+Vq8QfCCnbvqykWEgocEQHJeYqwwaGagTCfnHtazfB+IugcjWs/ilDg3SyuGb2PKFQU7cZNv5eqLgoYfozrdSYOD6AubfDjheg/ZAg8ZiSReBs18txhRpJHLMlQ2RPjVsqSFI9NTD6NFh9j7j2o06D9LGQOnqgPSvvEcHqa1d825VIIIF+rDrUyt76HnQybKjsJBxVMOlk7j9nHKvL2jBoZYw6DVfMLGBPvRObUUu7O0RxhpUzxmewu7YHvU7mufU15KeYiSoqjU4/6VYDN725BxVwGLUkW3TUdQfYUNk1ZP99T1IgohIIHx+gkWWwG3RsrOzEatBAvIu47IUdjMm09tuBTBuRQnWHlyOtHtJtRhaWpLNsX+MQZQmbUcspRSn4IgoXTM5lYq6Dny0/QKcnRKc3zOyRKYzJsvPB7gYUBZJNOqwmHSv2t7CgOI2tx7rQSiKoV9HmZWq+g4PNblpdQeq6hTLRmvJ2fnT6aH67spxwTOGuxcW8uLEGm0mLSafhr3saCUQUkow6ClJMlDa6OHN8Jt+dO6K/nesqOtBpJDbccyodnhDv7mpAI8GCknTG5zgA2NfQQ36ymZve3M3+RheLxqYDkJds4uSiNE4uSuP3X1Swq9bJ9mNdbKu2cqTNw3VzR7D1WDfRmML4bDvhmEJtl4/LZxQwPsfOd1/Zid2o6ye0vL976DkcjH2NvcwqTOGdnQ28taNhyOxnMKZyuNXN4bgqyjlxFQ0Jcb0WlqSxoDidFzfXUNUxYNkzJtPKW9vrWHOkjcum5xNTYX5xGvXdfu4/ZxyXv7idpp4AD54/nvJWN8UZNmaPTOGBFWXkJpsYnWEFYNfPF9Pc4+fql3dw/9njGJFmxqTToNOcYNLu/yIeckwD3kQoV5wIGoS6xaXAYR5yXMtDrn3/rOadAKcN+uwEKv6GbTKBN4A+I/ZaoAEwIlQu+liTI4GvJEmapKqq77ha/nUwnNgyXG5scOd6kiRJmaqqtpPAfxWJsem/E2QNjD5rYFlVhaVkUiF42oA2WPQIjD5z4H28j8RRuFD8fVO9fUQNEO/dI+ZDRzmkFIsJdYDDy4TdxqkPHqfgsa/sWQx6OwvH3jlkfUfXfhrz2whZDlO6ZRULZj+CTmemqu4zGls2YjSk0t1TTl3TWkzFafivHo3Nmoct2owka0i2j0Z59DmcWQ3I586l740qEOli9vT7OFj+KkGdj+rmldS3rSepx073OAmPcgRdgxOjIQUpoqLqJOq8nTwatPL9y8cwuTeMsRMibW18NG8kYxt7ODNkxfPDm3hTV8XP7BNA8zUaFS7o6aZcI9OpMaAcDDJz7DRePLQLMg0cZDTvnPwj3qvYxMu9zWT46lDDnxEdZSGmkdCEYuwx+rkkReGNbh0KEls8OianF7K3/Ri/M4zh/GQPiw0RHmgw8r2p5/HG3tdY6qniE08bK4/5cGgUfNEgeS/MhZylaCWZ2zJyWdLyOQFZh10Jc8BSzMhAI7uNGcwMdfKKYwKjIy4mxnoJShpuzDyd57u2UKD4GRN10xMxYQo5MSEhxPwlZFSiko7t+hRmhjoxojJYTaNJNtKtNXFbxqk84i3nzJ4jDCF09OGLn8U/SIJA0Q9pEKEjjuAgFQE1KqqLBEViRWeFGAfWbID3LheJB/1lY0IVNH8WtJeDtw02/f74tkTjipoGh0gWKH0TeuuF+mPIJcag254BnUEcq4oYPwfdcM4fRZxEb4aeWmg9IMayjjwRM7HEM9H9TqEmMv17A3GcBBL4Fjh9YZbvbWJGYTK765xc+oKIdS060Io3FGVXrROTTkaSZL4zewS5SSZe3SoUH08bk05Jpo215e2kmPU8+Olhblk4imX7mtBqJfyhKJ8eEAT4BcVpbKrqwhtWWFPe0b//PmtIgF11vWTZDbS5h5LEzTqZLm8Qf1hBKwuXk1AgSscf9pJs0uH3hNBqJcqnprCysYPdkSjXjEzjhmQbD+1pJweZpzFTRYCcPBvHDCYmG4zYF+dj6wiQu7oWIjGIwZKcZNzuELXVPcxHS0a2Fak7TLTFizbTRLQ90N8VKb0h9CMdhGtdSJUhJHOMqBRAY9Eh2/V0PLsfJRgl6bxR+Ha3Idv1yGYt0QNeRljG48pw4eiSwShjmZyBvsBOpM2Hqqj0rjiGdV4OtlPz8Zd24t3bRqw3jH1BHhqdlmgkQlN5GTmjx/DRbx9EVRSSs3LoaWth4qmLsadlMP873+PlH34fg9lCV0MdbTVVdNXXcuYtd7D2ledJzs4hOTuPii0bsaWmM/nM8/C7nGx5701MdjsBtxhTHtm0rv9a6IxGIsEBokRzxWFMdgef/vFRBscF1ViMaCxGxeb1/evGL1hEe3UlBqOJUMDPou/fRu3+vdSW7qa54rAoJEmUzJ7HhjdepmbfbkZMmoJWbyQ5KwejzU5qXgFv338Xo2bMZsr5S4mlaZlUfAr1B0pprarAkZGJrNEw5axzGb/wdKrDR9nbsY/T088l5PFitjv+289MAgkkkEACCSSQwInwz1TqMAPfAaYCbwFvq6ra8q1bJfCvgzfOF0SDG9dC9Vo49jWUr4Ar3v7b66jbKhQQtj4tJsRv2w4lS+DzHwsyQ18woHA+zPsxjDn7+DpOuUsEFAIu+PMpMON6QahIKxbZJmGvmPhu2iMCca0HBKEDSQQ3is8U0r2f3ALRsAjMLX0Wnp8lVDjUGLx6lrD/cNYKUkL2FGEPs+9NQRxwxW03+rQbm/eKdckFQgHCYBXKIk174iQKVWTrdFUKP+hYVBBA8meKjJztz4n2STLkzxbnts/jmXhAMhaEdy6Dcx+HoyuhceewE3MCGVcQ5JXqdUJRZLAaxsbHoWvQnEn7oYHPQRdMvFQQeNpKT1D/sMykE0FjEMoVg+Vplajwue7bV2DQ/ISkjRM6AL0dwvHt1NgwC5cTZJRLMpR/MnRd9ARK61qjuOYoon2RgYlG3C2C4AFDfZNRRF3upkF2K5K4f3UWUWcgri4QcovlzU8MqMjkTocr3xHew5/fJb5TYuK+zxgPW/4oLIgs6XDOH6B+K8z4PlR+AXkzxLZPTxNex3qLUDAxpRx/bAkk8A14/jvT8IViJFt03LfsIGuOtOMLx5iQ7eDHZxTz+tY6DDoNs0amUN3hYWeNkySTlg53kDSrkQ9vOxlvKMrFz2+lst3NNXMLSbPmcOObewDRG7iCUe4+o4Q/rq1CK0tcPTufVYfaWFCSRiSm8vaOOLFLhe/OLmBjZQeNPeJ5m1eUyqaqblIsepy+MOlWPZ1eMZd5tN2L3aghEFb45YrDjM+2E1Ohxx8my2EgNqhLsxm0jMuysbm6G60s8eb3Z3Os00tpowtZgkcvmsQvPinDpNPwwU1zueqVHfQEIvQEIph0MjMKkznQJAgYH+5tQgIeuWgSe+p6ePBTEfgx62R6vGE8wSj+SAybQYMrEOGsiZmsPtRGOBrDHYwgS9AbjFDaKNwRfnXBBLQamVVlrTx4/nh21jpx+sK8t6uBD/c20eMPo6rw6tY6dv1iMR2eIJf8eRtLJmRxSlEa+xtdIMGdi4rJcgyo+9y3ZCx3nD6alzfX8pctNUjAnnonuUlGarp8NDr9/Opz4a++rqKD/GQjty4soqLNzbqKTlLNOmKoBCMKwYjC/WeP5YqZ+VR3erj6pR2EowqVbR4UFSbm2ilrPl48IcWsxemPMiLZiFYDM0ekcrDZxd66Hl65biZfV3TgDkQIRsTFOntSNk+uraLDE+a59dWEYyopFh3ZDhN3vF+KLxSjMM3Mk2srcQWiXDItj5sWjOLTHw5kTD/zdRV/XFPJSfkODja5ONru5uqXd7BwTDrPXj3tv/3M/NvjIccZiIlqy9+4xQRgEw85LuIh15p/XMNODEmS5gGD5aj+qKrqiVP0huJZhCLHGuBuVVXLBtVpA/4A3BxfNRK4G/gWebP/cQz3WBtO2NgO9Hk76IC/SpJ0paqqrf/wlv3vRGJs+u+M7krY/zqMOgNm3iYmqXc8BQXzIedv/B1QFWGD6e8WBPaMicLaxV4A9ZsFIb+P1JE3WxCuT2DJMnXCrYQiHo4eW47LU09O5hyyM2aSlz0fsykDt7eBUNhNXeMaRuQvoqNzP2JcpaLT2hiRuwiXu462zj0k2YrITJ+KJElU1nyM9NNxqEqUtvLX0emsoKpIkozdmkdhxgLK65YDKpGYn27JhWy1ECRM0NvMvkPPMcI7Bv68GvM5pzMhN8LEaUEUBdjbSnjRAt6dLjP7qImZjT5WzS7kFvMULL2r8C7IwfpJBeFCO6FTZzE6cpTktla8daV4ZgGSxN7Oet4o+5pjrjb+WrmF79Z0YJ5toyzLzrRyJxfsauTBq6YQlGIYJfCroKDSEXCztmE/VeEQq90WdFKQmCRz+ccP02YrYbUxlxbZAOEI4i1T4uW06TxbOIa7q0p50m/i0YIreLhjOxcG6xkVbqFNY+Qzewn2jPmoISOV7iRGBbysNBdSr3dgViK4DQ7eM0+kTDLxqL8dFWFJ15E+kdTOQ8hqhGQ1TIU+maJwDxaU+ChcIiUWoldjJCUWxBHo5j8dB6NC/eAkF4UTjtVTS8S9rNELW9LBRA9ffD+R4UkTqohHHOubvJTj9qwI5ZnGrUOLR0NwMO7kJclwxq+hYBbsfx+++KlQTEWBC56Fdb+B3jpY/2u47HVB7IgGofAU+OJ+uDweC3l6Klz9AWx+UqiZBoZaMCaQwDch025k/T2nkm4zUNft4+4P9lPR5qGy3cPr35/FU2sr2VjZhcWg4cZTCvnBO6UUplro8oSo7fLxy/PGc/8541hX0c7qslY+3N3I7acV4QlGef/AwOvQ1uoufrV0Ar9eeYSTR6ViM2o50urh3rNKeOKrKmq7vMRU+M6sAnbXO9lR6yQcVdFIkGo10OoKYjfp8IaiSIpCJjJfKGGaPSEMskSmKnPPhwdZbDbiDSmUqlHubu0kAsxCQ6Ok0qSFiVYDkQoXmlMc6HNs1O1pw+wKo80yo0kyoH5exw/mZrMmxcxtu5yoTQFUQJNtQWPXgSQT84RRfRFkm470myfR8fwBshpGgSyBCjFPCCUQRfFGRJ0xFW2uhWhXgKDHg15roMZ9COfhZmakL0G263EsHUWg14PS4CPj9im4VteiL7DT+Zcyom0+JINGqIJEFRxnFbL/y8/Z+NZfOP+O+0jNzqOruYGZF15Kc/lhSmYLApskSdzw1EvEYlGW/+ZBWo4ewZqcwpEt60nJzcPT3YWzuYnWqgr8rl6qd29nxvmXcNLis6naIfqt9BEj6ayvRWc0odXrufLhx5AkOLDmC/au/BhncyNIEkaLFUmSCUSG8p8lWRbqVDY7frcLSaNh9Ky5lK1fQ2dDLbMuuJSuxnpc7eJe0Wh1yHEVkoZD+2mrPoqqQjQcIs1g4KsXhK1V2OejOnwUJSeZ8Tl65hRd0b9PJRbjjXtux9nSRPHDl+M0uyjfvpEvn/ojF/70lxRNn/2PepwSSCCBBBJIIIH/w/hHkzpeBC4H+qQcVGA88FvgN5IkrUNkEn70b+J3/X8T7hZY8nsw2kFvFZYlsbCYlP578OkPwdsuggHJhSKwoDfDjw8PtaF457J40OGh4+tQFWFHMnIhdB2FlXcLUsd1n0F3tcgcuXkDPJoDLaXwnQ8FOcRgh31vQNVXIvNl8lXQWQkt++CrB4TyQs40kY0CwuZFlkVby5YPtLtP6lSSBYFE1sXtNvTQVQP+DpGZc/0q6G2AJyeD3iRUQDzxgWbeDDGRX7ZcKHZMuBgOLxd2GyVngSlJqJX07b8PnUdEAAYE6WMITkDoAEE82fInyJwoFFaUqGh3R9mwgoOIGmoMGraLDJ4T1j8skCVpRYbRYMRCA6ogg9Fx+MT7Hbx9H6HDEvf5Pa6Nw/6r30Y2ia+TNCKLqLMSatYdb/fSNIgkoww7Fmsm+JxC3SNtDIw9D3Y8L+pd8BPY9ERcCUaGcRfAoQ8GJHBbSuHD7wm1kZ46sS5nOky/Hna9JJb9XeIZK18hyvYpmmx+QpBCxpwtsrAOfyzKmxM+nQn87bAZddiMgmT05JVT8YWiVLR5mD4imemFyeQmmXhqbRVn/HFj/9Pz3NVT+dF7pfzq8yOsLmvloql5VLYLEpReI3PT/FEcbOxhdVl7/zYPfXaE2SNT2VHbjaJKHOv0UdftG0K8ONLmQUGlxx/tD21fMj2fTVXdFKVbcPrC9PjCyMBpY9P5uqITd3BgbtcdEIGbK2fm8VTcmuX0MekY9TKVbV521YlgeF6ygUkPfklUETu3GrSsOtRKTFEJhqNc+fJ2NLKMXgPhmMqicZkEIwquQITl+wR5SytDps1IiyvQ37NoNTIXTcujJMsGCNuWd3Y24A/H+su0ukL8+Ixinl5bhYLogtdXdHD/x2VIwIzCZD689WT21vXwm1VHcAUiPH3lFNYc6eDUMUKNw6zT8NMzx+CPxHhmXTVmvcy2aie/v2QyZr2GmKISiSk88dVRXt9Wx9xRqQQjCipwpMXD/GIDjU7xSjVnVAr+UIyDzS6KM224gxHWVXSi18g8cvEk7v3wAAatzLNXTaO0sYfb3t6HXivRJ6riCUXQyhKe4AmUmACnP4pZr+HPm+sAoTDy8e3zqGzz8P6uBnbVOokpKla9jF6rYUKOHYdJhyzBhVNyeG1bPd+dPYJJuQ6eWFPJbacWkWTS8YN3hWjEhVNz+vflC0W58/39RGIxVKDTHaLsobMw6jTsqHEyY0TyCVr4fwxCoePvIXT0wQJ8zEOOBf9oxQ5JkmTAgSCTXA7cAv2q9p8AJ0g5PiHSgOXAFcNJIKqqeoBbJEkaAfSl91/Pvzap4+phyzuGLb8L/AawxZcXADWSJH0MrAS2qapa+49t4v8KJMam/+5QFZEMUHQmZE0R78gH3haWnbG/Q/rc3QzlHwkbjFhkgLCRORFS/gP67FTczXDoPaECcqJqvI0cPbaM1ORx9Lpr6XKWoaoxcmxTkFbuJef8M9HrrBwsfxWDwcG0SbcjSRq0WiPb9/yGmBImK30GxYUXU1mzDH+wkw29EcaZU8gyaAgEO3F56zCbsvAH2gGVrq4yqg68j2TVoolpiWojaLUmwmoYWdVgtefjD3Tg3rIBR0cPU0umsfyCC6ha8Qzdny/HUTSF8IYNJE+YRcCgJemKK1hxbCt5mPjVhIt448hHzPrJJEZPuIik5HTyHtlAZ20PvWMsLMxNp6VLIRyEx/Ys54aiiVwXc5M5L4k/tOoIIVNXmMypHQFu7PLxbrKZkFYDKMhINHu7+bhqOzMyR3PU2YyqWrCqQdrCMTRAi27wz5fIxF6my+Cyfa/iTpqDw+8kUwnzy4y5LGhqJSni50j6FO4P1vCVtpiZaow/JE9jpaWQonAvS7013JxxKj/v3sOYcAuyTmROuyUtn1pHEQpFWSoZMKKQGwvhRsaGgh8ZIwoSKgatjldtY/msbS06ZdA9JmkG1BpVGVTxntqgsfBI6izu6N3PxHAfUUMddEyqIOmPOlXEENqHj8uJW6RCv+1oHwwOMU5UIiIeM/lKUd+B98GaAmPPh6OrRLtSioTKhyfOVZN0wo41fyaUxhNzOsqheImIrbhvE+sCPeI5+/SOAVVMJHjnUph4CRSfBZ//RCQ8qMoJyU4JJPBNyE8R1h5js+ysunMBdV0+NLJEfoqZB8+fwAsbj/H2jgZmPSoUGwpTzSwal8GnB1q5/vVdTMxJwheK0BuIIgE3nTIKpz/M10faaHaJ+JNGlnhizVFUVaXbH6bFFaSmy8ft75QOiWo9sbaKcydlE46K53N8jp2cJBONPQGsBm2//UqHHj5L0UKbsJisVaJcajGzzOdHKwklxWV7m5El0JyUxnajFrm0lXcq2nkP+EFrD6t//gXXms0kEcMZDlHQHSULhZZdrZwcA9muQ/FGQAHHkkI6P6lG6gn161FoC2zEXCHUYJQOWcKhStgzzRhGJxNtDxB0h4n1hnB9VoOkkyGioMfA0dg+zLlJpDbmAaDGFNa9/hLenc3MSDkLSSuTfGkJ3upOvj70Gnq7lXOvvQf/rjYsc7IBKJg4mTmXXInjiJ3R6jS6aKDx8CHmX30dliTxOuXt6eaj3z1M2O8n6PWgN5nxuV1EIxFisSiRgHilmnXRZWx66zWUWJTRM2bz+dOPEfC6ScrKYfq5F/LF838ivaCQs267ky+e+yMlc09h/5ef918zSZIwmM24Oo4XqzPZHfh7ewCVuv0iAUVnNHHBvb/E19NN5c6tuNpb0RmMKIpCam4eOcVjqNiykaxRRegtFhoOHeC6J55n36oVBL0eFt90Oy2VR2n+5K/YyrPIeaygf38NZQfZ9clf8fYIYlvKQYlzLr2VHpoZNW0mKTl5/4UnJIEEEkgggQQSSOA/xz+U1KGq6m2SJN0JLAWuBZYM2qcGWBz/+7MkSR8Bb6qquu6ElSXwP4PPfgx7X4Wp18EFTwuSQdgnAhA3fPnN24U8ULFKWKBo4wP9S14R2SI5UwcCZSCULQZj4sUn9j2GuC3JeCg4WWxX/hnMu1NIhS6/EVDhrEfh+tVC/eDpaUIm9JqP4eQ7hQLFht+KwMfMm4TkaOMOobxQvUYE8qIhodrRvBtSi4VShL8LcmdAxC9IHKYUoaihxmDkYji6WrQvdwZc9KJQ7/jr9wBFnK+2/cLCw2gTAZhxS4VFx4ofDBybq1GQVJJHiiBR2AfEiS+yHoJO2P/WQHlJPp6c0D/sG0RuUKPQdmBgWWs8nrhgtIsgUZ9ViqtBnItYGDwdEOoV6/U2YRnj7x5QwxhO6Pg2HNfeQTYnfUPsPuuUwYQWc7pQwuhTPukLog2vq490o7eJ66bRC1KGqwF2viCK9amF6CwDPsPHQRLHGewVMrh97XbWwJYnBop9+fOhx1b11dBjcTcLMoYcfwb0NpEVuOtFuPwteGG+sF3R6kUwLXsydB6FWTdDxUqhDnPek0IpRqMXSi7JAzYOCSTQB1cgwts76rlyZj4pFn2/F+9wmPUaitJFwLy6w8M9Hx48rszPPz6EooJOI7GnvgerQUuaVU+2w8jHpU3srHViMWhQgRGpZpp7/OhkmWvmjuCq2fl0ekLkJ5sIhKN0+QbIAEatxKg0KxVtXhaPS6fBKQJmGTYDjU4/dy4a3U/WCEUVTFqZQFQh2aLDotfQ5hKB9FZXCINWJhRVONbloz5ujWLSysiyRFPPAKFsfnEatZ0+arvEsx5VARU0skphmoXm3gDXzyvk7g9EH5ls1pGfYsblj7DoiQ24glGumJHHh3ubKEo3MyU/iaIMK1fMzOfjfU0UpVsw67XsrHUiS2AzaHhybVW/kJNWhlOK05lZmMyxTh+XTMtlf0Mvl7ywjVSLnhEpZqYVJLNoXCZmvXg9OvNPm8hLNnPrqaMA8IcVSjKtnPWnjSiqSiQGyRYdjc4AOo3ErtpuLp6aS1mLhyanj731PRSmmvCHY1wzu4D5JRmc9PBXbKvuZtG4DKwGDTcvGMnZE7N55PMjNPcG6fAEeWlTDVpZ4tJpef3nVwhsqHR7QvHjkVBVlZgKqRbRr3mCEZJMWlyBKHOLUrAatHyyv5n1RzsZn22jqsPL2ZNy+HBvEx/vayISjRGOqRxqdnPvWWNYOjmH/BQzXx5pZ39DLylWPXlJJtJtBmaPTOWptVWkWHQsGpfB5qoOLp6Wx4rb52E36bAYtBxpcfOzs8eSZjX8PY/M/z485JAQk9F/L6GjDxbgDR5ynMRDrv8sDfnvgiRJe4Dp31KkGUHmeE5Vj3tR+Ca4gRv/E1WPJxggdYyUJClXVdXmbyn/PwJJkq4DBvsetgJDvAxVVe2WJOkm4D0GXvaMCPWOq+L1OIF9CFWPjcBGVf17XtL+9yMxNv03RywMW/8g3vFn3CIsDrurABUyJkH+yd+8radVjONSisSyPQ8mXiksXPSWAdsWGDpONSYJFQ/Hid+/043ZBEz5FBVdwfo9D2M2ZZCVMQP3shV0/OZRuhqXMf2uV5g26YfIkpb12+5l8rgbyM0+mTnTf4YSi7B++30Y9DbSU09Cb0hmkn89FhVslikoSgSrORtfoA1QSUkaS1XD51hCVhxyPt1ZPgyyjKNNR4taS9qyRgKnSkTTIjgvzGPEjfdiyZ5C5zPPEnnnDRy9Pjy6w3Q9Mo3JnjzS8nOpL+rgzV3FtG58k5ZnVrDy+pno0+34gnuwt/Sw/cpF2J77iN6mDl7syOXK2hCtRpmN2TKvVB/kO5JEZkxhjknHlqCCopF5a24e72XbqO0O8HVYdENKXB0jGIuwr/0YyjAy/uDOPMlgIRjyE0Tl1u59pPmbuLIwmYndR8iK9FLhCXJUm0QorYgp7kbe06bwTE+A8zw1POSrY05IEI8/tBbxkW002t0IfgAAIABJREFU+41pOJQwH9qKudxfy0pLIc84TkIFrnYf5ezcpUwPdvB49zZx2ePcC49swBYN8KRzJwFVGfDJsuf1qziqShSQ+jvmdCXIFZ5KqnVJg0gdsjjC3OnQsh8CvbA7TvDPnQHNcZVR7/CJyvg5kg0iXhENiOegDwfeHfhcPswq1dcZV82MH4wSEokMTTuFaiWIhJ2qL4Sa6vVfwF/OEGVt2TDrRqjdCOljoPgMofTpbhZWuwc/EGQoWQcnXXnCZyOB/9vYW9/D0TYPV88uQFXVbxybZtqN9H314sYaXt48lJ9a1+3HHbeNjCmwpbqLFIuOnCQjo1ItLHh8HXcsKukfc84ZlcKOGicj7EbuO2sMJr2Gt3c0YNDKlLUMVR3MSTLS6hIxrSXjM+n2hzl7QhZfHm5nXlEq2Q4jO2udmPRalLhfpQw8pDFDjp1lVX50WomaTjHONOo0fHCgFRVINWgo1GpYIOn48FgHbaj4wjGqRll4t7aTP+VmYEfGFu/4ZIsOxR1Bl2/DMMIOPSLupcm1QkylvM3LH3+3gZhBw6mjkkg95uHiyWkQU7HMyUaVIHS0B9OMDAL7RQKYqof82EIC1TqSkkTClr7ARs7IsfjaHMhaA8aJqRx5bTVfrnuB9LxRmEekoC+yYSxJQtZoaDpSxge/up/FN/yAyrY97GoRCrmWlBReuu17aHR6sotLaCo/DKqKzmhE1miZcuY5VO3ajre7C61ejznDjtZgpGT2PHpaWjjw1Uo2vfsasUgEa0oq5911H1q9GFs6W5rY9ckyWquPoigKhVOmc2yP4DqrijKE0KHVG4iGxTg1vWAkjR43sXAEjU6HEo2SVVxCTvEYXrjlGtGOpGRURcGSlExvext7PvuY5Kxs2mqqmXPxlYyaOpPUnDxmX3gZK596nJAaIjjTjG1nBlMXLCHgcrHpndeYfu6FdDbUUl92gMt+8QiRcJCCSVOQVZmg18OF9/5SKIckkEACCSSQQAIJ/APwD3/LUFU1rKrqMlVVlwK5CPnj/fGvpfifFbgGWCNJUr0kSb+RJGnsP7ptCfwN0OgFeaD9ECgKPDNdBNAueG5oubYyoTbQh31vwcc3Q/mnA+typ8OIk4cGyk6EU38GC3964u9CHuEz23EYlvwOrl0BoxcLUsIlLwuVjNzpUDAbUkfBmCUiCwaE8kVSPsz/iVgOdMO060SwQ2eGqd8Vih/edtBoRJCiu1qoVribobNKqIO0H4Jja8UE/Sk/hp5GUZ+khbQSeHIiHPgr+DvjjZbEhH/BHChcIKxQ3r/6eDJEJCBIJLNuFqodgCCFeAWhAwThoQ+qCppBCifGJETgZ9hcjGmYskNSoSClJA2wzAm6BKmkLxxlShXHMudHcUJHfH3YIwJYJ7I3MSbB7FtF0GkwvomgMwSKIOzorZA3R6wabI/i7xyq/PFNczjWTGGX02fZEgsJQofeMmCJ0l4WJ87IA+fzRG0OeRGStupA4EsZlq2ut8Ap9w4sZ06ASZfAnNuGHV5Y3C99c1UdFYKUZBGZ+VStFffdVR/Aov8QSiDjLxT1f36X8Pi++CWYeYO431v2Cx/jBBKIY11FO49/eZQ3ttcz/j++5I1tdQTCA8+JNxTlB+/sZeZv1jLt12t4dl0VACkWPZphMbZwVGFhSTp/uW4Gz1w5FbtRR7rNyEvXzqDVFaK0voeyZmEt0t7rJ6pAOKawsCSNnCQjj6wsp6kngEk/MEGikyWCUZUUi54b5o2kzRWist3LI58foSjdSobdyCuba/rLb6nuJhAVz0umzcir35tJfJHyNjfpVgPnn5RNfbefdKsIAAWiClaD6G80kiBobK7qossb4vMfzeeKGfloZXGwKhKXTMvjrkUlVLV76fGHkRBqEIeaXNR2+3EFRR9d2tiLokJpo5vb3tnHhc9t5ZPSZkalWTjU7KapR5BKMu1GwjG1n9ABkGTWc+2ruwiEY0SiCpuruhiRYqIo3cK80alkJxlZ+uxWpv1qTT9pZcnEbGaOTGblwVbSrHqMOpkrZuSTk2Smxx/FG4rS7gqRZNIRiakEoyrv7W7iULOLnkAUXzhGozNAhydMWFHZ39iLLEEwqrDyUBveUIw/ranm1S015KeYOXNcJs9tqCYSN5l+a2cDQw6CgcWooqKRB3SRYopCOKbiCUQ5Kc/O+qNdzH9sPQUpZrSyxJKJ2aRY9Jw+NoMPbp5DlsOIP6Jw9qQsnr5qKrefNpoksw5/OMrhFjdlLS6eXFtFdYcXg1ZGr5V5a0c97+5q4Mw/bcas1/LerkY0GgmTToPLH+H8Z7dw37LjyUn/B3EqQv3iv4OJwML/flP+LnQBzwHv/x2EDuLle/+TMlsYKjX2d0rM/eMgSZJdkqRTJEl6HXh92NcPqKp6nNyZqqofIEgIDd9QbQqCkPBLYC3QIknSbyVJSvr/1vD/BUiMTf/N0feD5OsAZzVUfAy2PCgeZNupKuA8JiwP+1C+HEpfG3gXlyTImixI3PK35LnoLXDS1WLscALYQ34m+sKYwgHmTP0pMyffjU5rwnHBBZh+cTOWsxZhMNjJSp+GxZxFesoErBahQqXTmjEYHIzMP4NAsJv83AUEAh1oJBk0NkaNWMKYokvo7q0gPeUkAHpd1Xh9zbgyg/gMXnyBVny+ZlotDRQ9WsOYq3+B5fVS7Gua0WOmd80qDv7wEqIdHSg6aPrZJKLaGKYKNw+Esjk3VUtH5Va8ZV/jumY0QbMOfSiGdVkdh/4fe+cdHkd1tv3fzGxfrXbVu21Zli13uVfABWxsbAymlwRT3oRAAoTeeyAhIQkQBwi9hGKqKQZ3G/fe1axq9a7VFm2bne+Ps2q2iSEvKd+L7uvSpd2ds2dmzpSd5zn3c98FzWDpz+Tx8xh443Rm33Y6S1QoDbbzTYqIq6JlPUU2M6qk58l4O1n6MHbAAzzi0bE+QujovBMrkkycydaL0JFkcdDPloC5h+KD0+9miL+JOEK8bcvmxfG30x4ziO3Z53KdZRivRQ9lqzmFMlcr/d1VNMsG7m3ezYMtO5nmryMkKbyceS5xoy9htK+RS90lLPBWMDHQRJXORotsRELjk9qvKNTZGRRswxgORYxxoDhuOJusA3hs7C1Ish5ZC2HpudWdhA46o+Tu/TFrKtM6ajjPUyaKCTLPoIuyUr1b5ADiBnafRB0tIo/QSTgC0Ak1g67CAKNVrEMNiOKGb0P8EBg4S7wOdggl0gXPiBxDT3ReR51WqRXbxLmuj6x3xd0QNwhuPSKuj2/+AGOvFCoeX94m8ikz7haqlZY4YbN73LNjH37ceHbtUe7/9BBPrypk5MOrqGj2EOwh4bijtJkLn9/KmMdWseDZTby1rZyx/U/+uJIWa2bByBTeuHoCd8/LIRDSuGxCPzITrbT7VF7ZXIY/FEaWYHupyJEoEpw5LJkvDtTy1eE6qlu781e6SHqq3uljdk4SV08dwDfFTewqb2XZnkomZ8aypqCB/ZXiMbPFE6CwQeSmVMB9VgbLI0QCk06h6Vg7izPjGdsvhkxFIUov0+xXKQup7AkHqUNjgFHHwoCOhFIX07MTOHvxUHRpUV1kMNmixzolBceCgfz8rT18pg8RAPzVbtQ6L/ub3RxAxecPMeDoEaSa92ldXUrzm3k0v5NPoLwdOcZAx+4GCIXBrKCPNlNe2J+io0MocQpLTn+Un6+f/xOOuGQIqPgLW4gfP4jEhEymnH0xY/0z2HHXa3z61KMARCcmMXDMeEIBP02+anQGIxa7g8zc8Sg6PWowQHN1JWgaManpBH0+/B43Oz/9gNaaKoJ+Hx2u9i4ihrO+jlDAjyTJ1BTm09HuxN3SzGdPP0FT5TFs8YmcdtkSjmxcI45RWTFV+b3VjHoShEIBP4pe/B753O1oGvi9HuxJKWjAV8/+gQ9+cz8JAwYiSTLDT5+FOcrGOTfdyeWP/wFN02itq2H2tb9g8gWXMu6c8/A42+hwu2goL+FYbQHF3nzcqgtHUipNlRXkfbOObR++w8a3XgFg1d+eJS5dED8Prl3JskfuoXDbplNeI33oQx/60Ic+9KEP/ywk7T8UfEmSNAJYgpAbTu6xqOcG7QHeQCRum/8N25QOVAJUVlaSnt4nlwbAh9eIBMGMu+D9K0UVSOoEmP9bQaBw1cGfR4rkxBl3C6UNZ0ShYPw1Qmnih8DRNZD3iSBMODLgpuMUwjf/CdY+Bj/fCMkj/3Ffn94gKkzMsd1KDo5+YLSBGhIJvoZ8kbDp9LsFRNomUmmzZAUMmAbbXxSetAC2ZDEec58UBIctz4gKsv1/F0mSoFeQDmr3CxLDGffC2gcFcQNg4s+FZKqzsntbJ/8Kdr8kPG17otN/txOXfwCrHxI2Ld8GR3+RCEobC0UrhWJHKMAJ0q6d0JnEejsVMHrCaBdkBUt89/Za4kR/naQK6N7vTgWOrnHUELbwPfrttB75PkgZB7V7ut8bbML7t2StsN2RZLH+QISk0TW/c5xdS/okqNrZ/ZkxujvR1an8cTJMugH2vSnauGtF8m3IPGGnAt2qIiMuFBVTbRWw4FnIOgOWToamIrFckkVCb/j5gvAx73dQvVcQmMZf072+9lr441DR7qLXvt9Y9eH/FEJqmMe/zGdKVhyzchLZUNjIkCQbv3pvH1nxVj4/UMPfr5vExIFx7Cht5pK/iQqXVLuRGqefYSnRVLV6uWrqADYfbcQfUslOjGb+yGQmZsaxJq+eOz46SHqMmWGp0aQ7LBypcXK42okncOI9IzfdzrA0O+/sOIZBkRg3IIbDVU5cftFWJ4scU/9YMxUtvYlhVqOCJ9JOAmwmHe2+EMNTbMTZjLR7g+yvEkSS+CgDTe4ASTYjLR4/ep2CN6Bi0EkEQxoakBVvZc7wJJ7fWEqMRc++B4Vs+oiHvsbtV+kXY+abu0TSe/Fft7D3WFvX3eH2s7J5c3sFDa4AOglU7R+7p9tNOgYl2fjoF1PZVdbMRS9ux6hI+FWNX8/KYtnearLirbT7QuyvcqLIErNzElmVV48sQViDCQNieP3qiVgjUr9XvLyd/FoX54xM5stDddhMOm6enc2He6oIhFRKm7ykOky0uP2oGl2EjE4MT7FxpFbcs9JjTIKMIUk0uPwntLUZdbj8ISRJ5OM7VTq6j2s0+6t6V7YB3DV3ML9bKX4bO78LkGI34guGafeFOHt4Mvsr27h1zmDQYFCClS0lzZybm0p6jHg2yH1kFRajwshUO41uP4ossau8FYdZT24/B785fwSfH6jlt18VkB5jps0bZEhSFAV1Lg4+PJeXNpUyMs3OtEH/fmuqqqoqMjIyOt9maJpW9W/fiE48bP8AuPAH6OkDHnZe/AP00wVJkp4FBkfe6hDkg6EIpYlOeIFbNU178R/00/PkvUrTtDe/w7obEVYtABdrmvbBSdoMAHqWhl6tadrrp+r7H6xzBrD+n/z605qm3X6K/g3AFcCVCBuWUykvNiL2fcM/uU0/CvTFpv+fwNMAeR/D4Pkittj7GvhbIW0yDI4QO+oOCGuV+KGC7GFNEMT8cAgSvyP3TdPgWyrLu1C8UqgXNhwSdjCZM3st3rTjQZAkTpv4yD/sJhD0smXXw/j8reh1FqKsabS0FZAUP5ZA0E1I9WE1J1PXuAvQiCmTccb5CNuMELktKrKZuTOWooVCHLntSlxSE60L+6HDQFgNMnfmC3iDrdQ17qas9CuC4Q7sX5TjOTOTjNXFaF/XIV81l7LU/mw4tJlRJQ28NG8k1+oGULNjK465mQxQZJ6rdzM5LoddwSIagho+THhDfq5PDJBt0ljllFnp1DPBZOD5C37L+L/f2rWfto4gLrOYfNPLCqGwytSUoRxtq+G8QZN5+dAqTDo93lCAySaVdreLEl00Nh20hOQTzEYtaoBrnXnYtQDPxOQySpEwamH+cuxT/hY1mD/HjuGmGAdDC5eTGWijVrEwJdAIsg5NZ+axqBwebNlFGAk5cpmHEJI9nUf+k7hczm8WnC+tx+ddxw661Ds6l9XFDyW5Kb+7UeYMaClDcx6jMGYI2b4GlI4W8Q1J6S70kBQRewcjlq/2dBFjd8bG5lhBAPmHkGDyDaJAwBIjigBGXQKHPxFxe2cbo00U27SWi4Kdy94TRKhX50XyC5Hb3sCZYv3jlsDIC2HXy4IMlTGhe5VbnxN2tpe9J2LgPvxoUVTv4sWNpdx59hCCaphap4+qVi9vbz9Ge0cQSYIVN52GTpH52Zu7RSwEpMaYqGr1MSbDgScQYsrAOLaVNBFrNZARa+W2OUNwdgR5ZXMJy3ZXMzLNTrzVwNDUaD7dV0Vtux+zXsYb6H2XePe6SVz31m48fpXTs+Ooa/dRVN+t1GozKrj8Kha9jDcYRq9AUBXFCADBiDpHmsNIdZsfRYJJmbFYjDq2l7bg9otrc6XRgSeg8nyqwkPVYR6MDbOuxc1NMdEsbtV4GT+nnTeElvXHeMLpZMmMgdx29lB8Ra00vSoIC7az+2OfIYquFt79NVnI7EfFZlB4c/Ig3FuqqVfDJCPTFmpiffXfOT3lEmL0CUiS3K0VJIFkUIie0x/btDQqlpZQu7eW2HgnFika+XQ7e9YsZ8zouVDkhzDI0QY+K1+KPqRnbsISAnKAxoktTDrvIgCKd+9g9YvP4vO4iU5Ioq2uhoFjJmCwWmmsKCPQ4cXV1Mi6oT8l0VPJiGPrewWHOpMJR2IyzVXH0MJhHMnC1sXd0oIaDHD8nERsajqtdbVo4RPzDXqTiVAggKLTdyl0AJhs0cT360/VkUORcehe/9DTZpC/aQOSLDP89NnUFhcy/1d3UF14hPiMATRWlDJm7gIkWaZs/x4+fvIhRsycQ+nenYyYeRYH1qzA7/bgSEph1FnzGDRhsiChHCvHaI0iNi2duuIihp9xJlMvupx9X3/O+IWLsUTbv8fV88Pgvyo27UMf+tCHPvShD/8y/Mf0wDRNOxxJWqYD84H3AR/dFVISQqr5WaBakqRPJUlaLEmS/tv67MO/AK3lwoZj2s3i/YWRSeSaXfDybNjwW/jTcJj6K/A0w6oHxPK3L4D973x3QscbC+HFUxSHFq4QfYYDQhHheKTkCmnQxiJ49/JuJYOmo0JhJP8L2PoXeHNRZCJdExUsg+eKCfe6Q6JKRW8RViyRChzayrvXEZUIqCL5YYkFd6Mgs4y9SiRiXHUiCdNaAa+dDQmDI6ojkiAW2NOF3CoIS5dVdwuyQexA+J8NsPNvEYJE5NKUZMi9DOQeFTkZEyMKKopoJ+sFASEhB2bdB/E54nv2fmA8rtqhrULYfRz+UHhPhzroReg4vlLNGC0qhcLBE/1yQz4xfn53xJImRliaBFz0urUkDhPKH73UPTRRuZR7sRibTjUPS1x3k+MVPiwJiDRbBDkLxf+ehA4Qti1FX4mElLdJnAexgyILwz3UTo5LzVXtoFfe3p7erdDRk9ARldRdIZWzQFipBDwiqQtCEaZ4TY9djYxv6hiRFGsthw+XQOFKYbcyZL5YbowWybX85YJQFPLBV3eKvkN++OxXcPhjkcybdT9MuI4+/Ljh7Ajyzo5jrDhUi16ROWtYEv3iLCy/cRoLRqeABPd9KhJFT6zoTi7XRPyG82rb8QZUzshOYPG4dPJq3Sw/UMNf1hdz7yeHuOOjgwyMt9Dg8rOxoJFXt5Sx71grnoDKsBQbACZ993VaUO/i3Z2igPz8MWlsK2npInQAaJqEIkm0dXST0TqvQI9fJcUurjcNaI+oZBypdfFNURMHq53oFZGucvkEEaze5ScYhhizjqwEKya9Qk5yFIoEJU0ejkYqqnIz7Kw8XEvuI6sIhFT0MiwYnUrO/V+xp6KV/zlNVEvqdTIS8M6uShpcYhsVRWyPxSAzb4SY47MaxD7Lkvhz+kIcqmrjgU8P0+QOEGfV448QJ17fVkF1m48D1U4ORSR/1bBGRbOHKKOCxaCw8ubT+eD6qViNuq7jWtLo4crJ/bhq6gCGp9pw+UIUN7jJSbZR2uRlwoAYQqqGP6Tx5OKRWAy975dHal2cnh1PjEVPVauPNm+QZk+AoKrxP6dlcs7IZIw6iWiTQqxVz/DUaO6Zl8P8EckE1DC6HvItGhI3zMjixZ+MRZZEolMClm4oQSdF6HERu56LxqVzzsgUcpKjSYsxkRZjZlS6nduWHeC2Dw6w6K9beXbtUULhcI/+oSOg4rAY8AXD7DvWhgSENaEyEmXUc/H4DG6fM5jfLh7F61dP4IrJ/bl2eiaKLHH9GVn/EULHfxUetkcD5/9AvS2O9PeDQdO0mzRNOzvyd6amaWOBaGAxUBBpZgFekCTplu/Ybd13bNfTZ+0HYhn/S1AIXHgqQgd0KU28pmnabMCBUOe4B3gPqDjJVxKAryRJmnCSZX2IoC82/f8EniboP13EOdYESBYKFlRvh51LYcdf4NgWSM6FpnwRJ7RXw/43RFzwXeBtgg0PQ8Xmb2+jhaFqO7RG+GDRJxJuEuJHkRg3ivziZRwtW971eVnlajbvfBiXu5rCDS9Q9uTdBALtyJIONRwkq/98LOZEGpr343SVoap+6hp3AqCv9+H4/RZilx8DSUOnE45bMfYsVDXA4bZqdHfdjbRwKqARkgLoLHbK3/oTxWteJD15Gqnp09CkMO5Z/ZCizHREgS8zirLYKjYfXs+nwxPxPHwviyfMp2rdKuZsKqL5k8O8s7WckS0KY0ZP4H8S/FwQG8JmMJEeFcfLDXrebjET1owk62RmJg0kymDmipwZ2A0WzIqOeZlJ9DcoZOokgmGVdEMY2X2Iho423i/YhCzLeEPi+Wu7TyFP58CPTLpBY4Q5hIRGVrR4FjPLeryynk2WNFpkM1FqgINhmXUYWZeQy9m+Ws6yRnHtwZeZ2VFNvjmJ7JCI514c9lPOTzmbJW1HKDDEIiMIwYy+DF3kOGpAtc7G7NaCruhQOo7SsTthdG9CRz9h/2NoKulNBq7aBc4KQGNIawHbDImiOAKNXmJSmiryBSBi79ay3sUOuVec/Fw0Rnefg2njYPtSEat6I9YvJeuOU7nURHx5+p3QXCJUSVfdD0WrYMwVwnoFWahwRqdA+SYR8xetgu3PC0JIzX748Fqo3if2e9otQpW0Dz9q7Cht5qO9VeTVtpMeY2HCgFjOH5POR7+YSma8laJ6Ny9vLqOsycPafKHcoCgSze4AOlliX2UbHn+IRxaNQKcobC9r5YM9VWw+2sj8Z79h2e5qctPtHK52sr6okb9uKCEY1tArEg6z4QTS1a+X7cfrV5ElSIux9CJ0AHgCKgMTrHiF3yRBVdiFBsMaobBGkk3kv6rb/EgIov/W0hbW5DcQCoeJlyTOUww87XfzvNbBnhYPr+FHH21ggcXMUFnHUavMSBSGLa9gr1liHDp+arTQ+nUZB98+TBkqHXY9/goXNU/vBuCVrDRux8xC9JxtMuP5phpJheRIji0mOokLht2OY0gamqaxvelzOvAIeRIJNL+K91AjLR8UETvWTHoyWKRoMCsENjQyxjAD8v1IRh1o0O7005g8gWTjaIKDJfo9ML2L0AHQXFmBz+vhvDsfYOhpM3EkpVC6bxejZs+lra4WV1Mj4xcuxtdcT5s1hdy5C3op94R8PsKhEBnDRoIk0VZXS1tdrSB0ABfe/zi2+AQkRcEYFYXeZGLA6DGMW7hYfAeQFJF/U4MhUrJzWHzPw/QfOUYskyR8rnaqjhzCZIvcDzUNW0IiE8+/CCSJ+Iz+OJJSiMvohyRJvHP/bax79QWWPXoPRds3d5E4O0UDg34flmg7R3dsxe8W543H2UZTRRkxyanMWvIz5vz8Js689hcsuPkucuecw5DJ07DFxXP6FVf/RwgdfehDH/rQhz704ceDU1V2/csRkVr+GvhakqRo4BKEx/E0uud7DMDCyF+rJEnvIyrZSk/SZR9+SOx9Czb9QSg8NBXClF/CyIuEykPCUGFzMmSeIHWMvoyuSfGhC09d3dQT8UO61SpAeLTmfwbZc4VqAcDZTwq7E2cVpOaKSpGCL+HSd8Skd2MhXPCyUOso/BKKFgpChBoQUqGuWlh1n+hLZ4FBs+HoKqg9IEgcA2dB6Tqo3gP2DKE2Qri3Gsa4q2HHC6K/F6YLSdOqnd3LdRZQdLDzBfH+q7vhxh0i8eiqhRn3wPIbe+xnpO+Rl8IbCwR5IyFHJGfqj4DfCe9dCtZECJQJ1ZCa/cKmpKNFEB/CQfAHYekkYTeiaYJY4Pw2de4IOit9UscJWxvC4GsHX1v3dnkaxDoMUb2PD3TbofgiCaOQT4wL0JWg0pmEzGwnOlUrdBZhY1N/BNC6g75OH2G9VRxTwoAiiEX1B8QyU4ywi+lJnIjJBncdBCP70UUqCYvqp7Yeyifzn4YNT0J7pVDG0I5TIOlEQyHEDxLnfU+MugT2vCHOUcXYXQUQDgiCTSggkmHpE8SYVe8W66k/DBVbusd+2ZWRcY6ovzj6w1XL4TepYv9c9YKQUrkTSr+Bsg3idWMB3LADEvtUwH/siIsysv6OGcRaDCcsm5WTxN3zhmIziZ/5yVlxtHgCVLZ2MGFADFdPHcAN7+wjFNbYXNJEit2ESS9h0es4LzeV8iYvWQlWFo5K5YuDNRRHvIJVTdia5Ne6UCQYnBDFkbp21DD4gmEkoH+chRFpDpLtJp5ZWwyA3azD2SES04oko0jqCQoYtRGyyeDEKG49azA1Th/+kMrrW8vJjLOyvawFvSzhD2koErxy1Xhuenc/NU4/kuRHr0i4fCGmZMWzubiJaVnx5Ne2s76wiU1HmwiFBQlDJ8s0tPvwhcL8+v19PLJwBJdP7MeEATGMynDw4e5K3t15jGAojCcYZlBiFJ/dOA2LUUdVq5cj1U5e2lRGs8dPWZMXRZYIqhrv7DxGR1Bl6z2zeXJFAQW17Wwv65QAllDDYrsvGJfOJ/uqmZgZS3GDm5txAjozAAAgAElEQVTf38fXt5wOCHJDv1gLBx+aQ2Gdiwue34rFoPD0RaOYnBXPX9eJ8TwjO4GJc+O48uUd/ParAuKsRryBDsb1szNvZCplTR4K61xMHhjHN0WNpDpMHG3wYDUoXD1tAI98noc/pOEPqbT7OvjrFUNJdZhxmA1MyIxlXX4Dm4rF5Fd+bTsFdS5GptkJa5BsN1LT5mNwko2COhfeiGpLnFXPB3uqIvsLAxOieHfnMVy+ECPT7OTVtqOGNXyhMEvXFXPfOcNwWAysuVUQOhNsRp78Kp+jDS5OHxzPz07PIsFmxB6p6v3lrGwm/GY1ro4QBx6eg1H3D+THf3xIpxfr8X8FBWFJcaI8yw8ITdOCwCeSJK0EvkIoTgA8JUnSl5qmHT1FF4FTLD8ZvseD6Q+KXUDP8moNQTZpA/KArZqmbf9nOtY0zQOsjfwBELEJuQb4JdDJZDUBr0iSNFr7T8k0/n+Cvtj0vxxFX4iJbkkRE+Dpk4Sqnb8d0iYKIrasg4FnihgnOkPESgnDxOvvAsUoSNymHpMyHa0iLoofIt5LMky5VVi8BFyotjRuWvsCoxIG8PNRZ9PmLMFu609K4gRWb7oZLRxiYL95KIoBNeQjEPRQ27CL5i8+IuaLKjJGLKEqvgoJ2HfkBVTVhz2USJtSh1GOpkNqQtPCBBOMtJzXj46hDmRZz+DM88g7+g5NrYdZt+U2HjkW5v62BsLDbBgL2pBHZeMLtlIU14QapcNcvY4k6zAqg2sxOhKwRidSO8uNRWlC0ctgN3DVngY8Qxt4IX87C8YOoz1hEB+PMWLUGTioBvlsy3tcnJLBxtY6JL1EY4cTFYmDHglVUzHrDDxVXsCKP1xHlSGMJ9pCWAuzvbmRY0EFY+QqqgnINAXFG2cnmQEYEdcfnxpAQuJYewOHvDJqJLYsaa/DbjDjDHSAJOFD5qApDr+swxby4NJHc6sxCy1lEEGPm89NafgNVkxBLy2KiesSZxLVUEGTPhpVlhkYaKNWNpOoN7C+aBOfWwcwMcrEOH8TmToduo4IsT9hKDTm04oefVQ84aCfj8MmHkpbyKtte0jy1FFfX8jv4qdyjbMAd3Qq/dpLxTka9IDOhBTyoQHTnQVgiEw8OjJhwrX4Vj+ESQtygpJkTxz6EPRRvS1KAWY/BCtuF9fA0IXdFi+dUFVB9rAmwrGtIg7VW2DNI91KnAVfRuJ4TeQiXDWiMCUmUxTVuGpFgYe3GdY9LkhNhV+KnFBsJlzfZzXQB7hycn+mDoonKyHqhGVPXTiK5NVFzM5JxG7WMzEzlv2VTiQ0fjplAJUtXr48XEd1m4/yJg82kw6rXibWZiQj1sK4/rF4/SFm5SRS0eKl1SvOXX8ojFmvUOP0EW3SoZeh2SvO/7p2P7IEF49LY0iyjUmZMewoa8WkkwmpYUIalDZ6MCkQRiIQsbUEcRW2eIPIElw4Lp1FualsK2lB08K8vrWC9BgzhfVufAaFVR0BMmLM3HdmNrd9cBDK/eQk2/hFXQtLpg5g+u4WJE3m/sUjcP31IP6VxwgYFVIDUA4QZWBVVStWT5DT380n+vQ0vNEGbpyQjC7WSO27BTxf2ci5JjPpXo2o09OJnp4OikSosYNhm4MYSyzo9GZCdeJeqrYHCJa7iM9NIPHGXNzbasjftIFKZwGjY8/AFhWP2hFA02vsnpTMK5sHkjXdwMfLf8tpcUuYuEiI/wU6vEw6/2LGnrOITe++wb6vPmfo9BlMvuBS0nKGIesUFL2FUbPnco9vOQdWv4M/bkbXcR8xaw6xqenUFuWjM5qwJybhdTrRGw14nU5SsnNIzc4h0NGBpqr43W5aQlVc+shT5G/eQP8Ro0nKyubw+tX43C40LUxNYR5fPvMUwYj1ihoMYrBYsUTbCfq6C8nCqsrOT7oF+mJS0tj83lsoeh3J2YOpzjsMGlQX5FGwZSM5085g4JgJLHn6eRzJKciyzN9uvBpTlI3JF16G1e4ga/wkADKGj0LR63n3gTsYMHosF9z76A90FfWhD33oQx/60Ic+nBr/MaWOk0HTtHZN017SNO00YBDwGN1yyJ0VUrHA9cCC/8xW/sgw7WZh6+GshI2/E0H9BS/DlR/BxW9A/2lClWLzH4UqRUIk0TXrPph573dfzzl/EGoXr54tKkYKVwjbl92vdrfRGYUqQsEXoDcLBY6afaJy5PBH8PVdwhpmxGKRzOtUnUgaDtetgb1vCrsTnREMZijfLJITg84U6g2dpIWQT+xv2lgYebFI2nX60EpKt0pIOCQIHemTBdEAxAR/VLJQrTDYBLHivStEdY6sCFIGdCtAAGSdCRufEOtXTGLyXzEIpQgQ5BJnlUgmdTRHSCqRuQEtHKn0AULeSBVO+B9bmJhiQDYBMoy4BCZcI9bVXCySlWqgtyqHLaV7bIzHF+9+y/yIYhI+vDEDen/eWSUU6kzcnUzIFpH8GnlRxEdY7SZ0gCC6EO6t/NF6VBA6Mib12KwelU++5u71fHaDIHTASQgdPW+JaoTQ0SllqROvt/5FjEfIK1Q1hi/u/m7mDLHdrmpBwqje3S2rW9O5D5JoZ4wWx2LGPXDVZ3D+82LxdauFYsfSiXDlhxCdBuXfwBUfgt8jrrnjx7UPP1qkOcyYDd1zuRXNHu744ADVbR1cOz2Ti8eLCYzb5wzhzGFJPLl4JB9cP5XxA2IZGG/BrJNYm19PIKQRazXS4g2yq7yVt3YcI8ZiIMVh6iJ0zB+ZzCXj0/H6Q2gIgoeYqBeT+CCu6IpmLw8sP8wza4sxKhIzBifg7Ah1Xekt3iCdDiARdVuGJtu69qG40c2b2yu4ZnomkzLjaPMGKW4U96Cc5CgWjU7lT5fmYtArxFgNSBL8+ZJcgqpGeqyFzcVNKDL89usCYq2CEBDWwG7WM2FALKkxJj7aWx1Rsejg6jd2sbO8mQc/O4LNqGNVXj3tvhAGvRjXlGgjwx5aye0f7Cc9xsJz64vZU9GKLxjm4vHpLL08l1HpdvrHWlg0OpXr3tjN61vLKahzEWvRIwHBcJipmbGoGqzOq+fx80aw9PKxLJmayaUTxDFy+YKMfWwVZ/5xA794ew+VLV7sFj2DEqM4f0w6aQ4zi8elkWwz8ue1RTy1sgCDTqYjoNLg8mMz6bj1rCF8vLcaCYl9x1opbXTjiSy3GBQ8AZXd5a2sL2gU4w/YjQo6GR79/Ah3fnSQSZmx7K0UBL0pA2NZdv1UEmwGmt2CdFPT5sNh1pPuMJNoM5KVIKqE69q759gX5aYyb0QyakS2+GhDe9frnOQoPt1fw83v7Wfp+mJe3lRKgk38Jt44cxBf/HI6958zjKte3cmSV3fyzJruuf1RaQ78oTC1bcfZkfXhxOz5/w62Uzf5YaBpmhcxYd5ZRqwHfv7vWv+/CXf2UCo5W9O0eZqmXahp2nWapv3xnyV0fBs0TSvQNO1OYDzQ0GPRSLrJM334DuiLTf8LkXsVjLkaSlZBwXIR1025GUZdDhlTIDYbqncJpcXYQZG4LwpGXymUEb8LjDaYcIOwVTy8THxW9CXsf73bmhHwS2F2Fr5CY6gNVVM51FTO0dYaAPKL32ff4RdQw0FSEscjSTLhyAT6oMyFZA2YT1PLYUxXnEfNXaOoT24hFPJgNNiJsQ9CkY0Y81tQnAHaPeUADMg4E1t0f7zzBxMekEA4HMRkisUQIQgEQx5+v62EhEMKtiMd+Ic4sBlT0LQwtoRsCKoUl39B/ld/QtWr9N9vQQuD5FNJXHaU9i9rcbsUFg7KIMu1gSgZhuzII/7rb5huSEKWFbwhP6GwyheNLgYnjabO24ZfDdE9DQpBNQRoHInVYfWHCGkqYTSOBRXmmXX4NXHhqEAQhWRzLABxJhsXZk/lwSmXUOVq5mhbDf5wCJVwrwgtw5bY9brEnIhHNjLJW8tdzjzG+Bq4zplH51Pnk7Fjecw+iqdSZ/Hc5HuoNdjQoXGxu5gOSccX1v6okkxrwMteSwrrrBk8FjeRpYlTMHQ0dVuxtFawfvKdXJs8C4O7HpO/hTASHchIAVFUcBQdjnCAUr2Nfs2HWa+LEfau0GWj2hX1dhIzWktg1b0RQgf0il/11t7npbtWxMidvRgiOYAVt4k8g79dFKfoIqJURjuMu1ZcA1U7ofALkUOQDYL81BYpAFFMQmXDGg+2VDjvRVj8ssjNDJkHP/lUFPrseB7uKIXK7aL4Yv7TIt/SFQv34ccOSZJOIHQs31/NH1YW4rAYeHTRCLKTbMRaDTx87gjmjUjm0xunc/f8oZwzOhWLXibDYeaW9/dz7fRMvMEwlS0dLNtdyc6yFkalC5J4J6Hj1avGE2Mx4ParSAilxxZv7zxYWIP3d1fz8Gd57ChrZdKAWGQZQlr39ehTIRAJTm0R5cR0h4mgqhHW4KO91TS4/Nw+dwhBFbwBlYpmD4oEibmJzBmWxJvXTuyyJ50wIIbTsoWK4N6KVq4LtFMbDLJlWT5l0QrVqGh+FeNgB5kGA7aghskVYJtFwpffQvPb+bgPNrBtXSlhTwipwsUMTY81LJQ4Og40UX3/FgJ1Ika37zQjN2sY0qKwjEvCfn4WSBLGITGgQeOrh/Huqie93zB0ZgMyMvpkK3m+7VR6CjjzqIdPfz6F8xZMZPiMM+k/MheAvE3reW7JxXz6+8dY/eJzmG3RGM0WkgcOYvgZs5FlhXHzFxHweln7ygsU7xaPs+1N4tEzfdhIYpJTKT+wl5baWqryDuOsryPo6yAUCCIpCgFfB/lbNuL3iHui3mwhOiEJT3sbq158lvVvvERsajq+yPKzf3EzUy66HKM1ioDXixoU54LVEUNsahrx/QaIAjfA09LtkrfojvsxmM1IEgS8XkHoAECj36hcVjz3Bw6uXcnnf3yS9qYGFJ0OSZa56IHfcPnjf0BWFL585inef+guqiLfTcrKRtHr8bY7v+eV0oc+9KEPfehDH/rwv8N/FamjJzRNK9U07SFN07KAM4Ddp/pOH/4FMEXD4Dkw6XqhXrH+N0L29pU58OWtULpBTHznLT9lV98KNQjvXCIIHJU7wd0Ag86CuU9CzEB4ZS4UrBBty76Bso3i9bzfwe3FwgZl9GUi+TB8sUhK3FcP1jh4PEkoOgQ8grRgSxKT5D6nUFdQA+DIgCk3dCtuhINCeeSny4VyREIOtEQK78ZcLmxLHJliPJAFQcDXKibvU3PFhHxCjiCXIAl/WlkPsVmRqplOf0dJEAVK1gh5U521O8HjaYpUh8mCCBEOQmM+GGO6x63TAsQSK0gnUanifU/CyMkIE75WMJiAsPCkXn6jkF2Ve6hH66O6//eUEx523nGdRfZDd1zSSfWJ8W4uoUuJ4mSQlIidyfG2L3Y4+G4P798e+2P8NilDWShbWOMF2aUnTJ0St9+GznEKH/ee7u9pIbpkcjVVqJDEZcOhZeL4EYaS1ZD3Se+uNVUQg5qLuvsr2yiknQNuce24amHFHdBQIEhDOfNh2LlibOY+AbcXCbUSRQfZc0Bv+gf70ocfM3aVC5nafcdauz4raXTzu68KeH1LOXsrWvn7jgomPrGW0iYvvpDGoep2nl1bREaMKOj++kg9UQaF3RWt/H37MRKiDKTHmDk9O4F3d1Wi18noZAmrQSFSzITNdKL6vCKByaAwbVAsBp3cpRrSCRnQRVgdhfUu9IrEwlHCY3fvsVY+2VvJxS9uIxzWaHKLe8GhGheFde3c/eFBLn9pBxUtXiQJXttSzh8vHk1NZLJfDUMgFOZQtYt0h5mwBmo4zLm5qdQ7RaVkdqKVW2YPQq9IaBq4fCG+PlxHrFWQ2tq8QWIsemYMSUQCPtxTzR9XFXL9GVlcMiGDq6dlsmx3Fcv313KgyklZs4eVR+rYdFQoXHQEVVq8QXL7OXD5VPLrRbVnqzdIvdOPw2LgFzOySLabaHT5MekVos16jrV0sL6wEW9QZc/9Z/HxDdOQI+N0pLqdBrefZLsZX0BlzvAktt87mysm9ef6M7LYXNxMQV073xxtQNWgurUDs174LE8YEMsZg+O5+f392Ezi98Nq0uH0q/zsrb04vWKMX91Shidim+MLhXl/VyWf/fI04m3dvy1tHUE+O1jL9Ox4mt1+9LJEDycemj0Blm4o6VLx8AXFiTI8OYrZQ5NIsJnw+kM8vaqQN7cJt4igGubX7+1n3rObOOtP3/Drs7KRZfhkX7cV8HOXj+HjG6Zy54cHuOiFrWwsbPyWK+FHB/epm3wvuE7d5IeDpmkVQE9iw9R/5/r/r0LTtDzgruM+Pu0/sS3/F9AXm/6XICpJEM6z5or4qGS1sFDc/zrU7oP6g0KBsDH/lF19K5zHYNfzIv5zRhyNBs6GYRcIa5e9r4LfhT/gorm1AJenGoOiZ/1FT/CHM64BYGTOEibm3oYi6xkx5CecedozFBR/wPqtd6CGg/j9bXg6GkhOHU9oYCwdPvF75u1oYuyIG9DpLOg/2U3a4weQFD1jR95ISsIE1JAPvcFOSPViNScTHZVGKOglPnYkOr9Cx8Q42s6y4BpuRpZ0xCTmEEMqDi2exH1gLGlHOeRlTy3sOX0K9jwfji8rqblrNOYbs5ntbkF6YSV5B/WcYQuwdGYm9103nqPGEGfbg/wkXkygtQc62FB1iPsdZkYYI3GJpqFIMkkWBxNTBpPiDqEk20hRZDrLBfYGwlik7kgrpIVpjRQP2LV2kto3cNPXvyeshdFL3aRlayT2uShlMI66/QAsCjYyyJHCPmMcq6L68Sf7cE7zN3K2v57LXSWM66jn/uZdAKg+J3VH1/FM4zZub93Py/ZhvGgfToFBxNYGLcztzbtY17CGx1x57MfEn+0jaZUMhJEg5GNdyRYKDDE0KiYMwJPN21nZspnYSNw5zV/Pgy27WeitQAPGhz0RK9OTxG0nFEqcBEHPST7U6IpNA86uTzyaRHtUirB6CQcFMcnvhD2vCDJIT3TG153ntuoTFi3eJkH62P4XYRf6ecR+N2smjLwQhp4rJktv2g+XvQtmh4hJc+afel/68KPFB7ureHVLGYFQd37mswM1PL+hmI/3VdPo9rPwuU3c8Pe9eINh6to72F/ZxtqCeqKMOiQEqQLgnZ2VxFoNGBQYk2Fn77FWKpq9JEcb0RC2oJ0lQyZdd2DSmQUyROxJRqY60CsSynGpMkUCg14YLVW1+Yi16pmYGYMa1vjbxlKeXlXI3zaVYlAkfCENVYN3dx5jS3ETV768gweXHwHgaIMbSZL4ZnoOlzWL/f4jPjxNXvq1hyiKEvc2Sa9gHptAsMHLZPQ8MHcIuhQLSFCmg3dLGvE6O5CjDQzTFOJ0CrokC3K0uKM2/vUAWkAl6ox0rJNTQJLw7qknUOIk3OwjVO+ldXkxmlvct3UumcmOBdhiEghWuBhhnEp/wzBCDV5GpUZjibZz+uVLcDbWo2kaUY5YkCTqS0so3r2D3Dnn8MvX3mfs/EViXMNhKo8cQmcwIut1aOEw59x8F3Ouv4khU05j9Fnzyd+8gdriQpory3E1NxIVG4ei1yPLMtMv+Qkt1ZXsWL8Bn2ICSSLk99NcWcGrN/8MgNaaKqryD3Up++5ftYKE/pnMu/G2XseutaaKsgN7ScrKhnAYW3xCr+WNFWXUlxYTCvSwgZVk0nKGE+WIxZ6YzM5Pl1G0YwuH168CwNXSzBu3/5I377qJ/V99ztj5i6gvLabiiCjWUhQd1/zpRSYsXMzbrz3ImpKP8TjbTnVJ9KEPfehDH/rQhz78ryH9NyvwSpKUBlwB/AQYdtziX2ua9uwPvL50oBKgsrKS9PQTvXF/dFjzKJSuh3FLwJYMdYeEf3HAK/yJtz1Hl0xoQg6M/amo6jB+j6JRvxueGS0qQc55WpA81jwkiBrf/B6KvoacBXDp34W1BYDuRLuBXlCDsPI+oepx8ZuQPr738o42kez79AY44y5BVtj/d0FUAbjoDaG28ea54r3JLiRLtRDEZIHBIuxheiImE2bdDx9dK94rRjGhb0sVyUGdSShohEPCjqXTHkUx9LZ4McaATg+eRrpIE51qD7GDBClDbxFqIrJOqJbY0qCpgJPCGC2sUkL+7s+yZkLlblGl810hG0QSSDGAJRFcVSdpo++Wce0JSYkEYuFvWdbD51fWC0LPV6eylZfAMQDaq4T0sSVGSMKaHEIauWrHqffJFCsUPtROwkak387XllhBFDkBOiAEicOgIa/3opxzoeCz3v1EglSMUeIj73ETkWOXwN43hEf4eX85UYnD54TDH8PoS8Xx7kMfjkNeTTuNLh/L9lRx3fRMxvQTSepwWOOplYW8sLGEq6b2Z2SanUc/z6PdJ6qYJAkGJ9oobnCx7Pop/Hl1EZuKmzHqhM2JRS/hDQrbkClZcTS5A0gS5Ne6kACbSUdmvIWSRi9uf4g4q55mj7gH6GUIhoWdSlGDmzirnvaOEMGIYoMEDEqMEokvvp12JQE6BfrFWJg1NImvD9dR3dZBWBPJN1UTih9XTOrHW9tPtJ0y6iTirAYuGZ/Bn9YWY9BJBEK91zYsxcbNZ2aTV9POs2uL0ei2jDHpZQw6Ga9fJaxpnJ6dwLTseI7Wu9hX0cpTF43mp6/sIKCG+fiGaTz82WF2lbeRGWehrNmLSScSf9MHxXKkxsWUgXH87PSB5PaL4UBlG4uWbuGnk/vx6Hkj8fhDtPuCtHgCOL1Bpg6K59Zl+2l2B1gwKoU7PjyIUSfjD4VZevkYzhmVyrqCeuKjjFz4wjaijDravAHCxw2mIkH+Y/M4UuPkr+uLWZ3fXbx//NgbFQkkCYMikRFroaTBjdWow6+G8fhVUqJN1LYL8owsiQo4RZZIjjZS3UNBw6BIpMeYKWvyEm3S4QmohMIaU7Pi2FHWQrzVQL3LT3yUgUsmZPC3jaUMTrYRY9Gjk2VunZPN7R8c5Gi9m0cXDecnUwYAUN3WwczfbyCgCrufb+6cSUas5VvOnn8tqqqqyMjokvPP0DTtJD+M/wY8bI9G2Hv8EBYsISCOh53/UvuV4yFJ0jvAZZG3RzVNG3ySNj1P1Zmapm34Dv2WA/0jb6/WNO31k7QZQLf6wre2+66QJGkGsL7HR99pW/8VkCQpgd5qHc9rmnbDf2Jb/i+gLzb9D8PnhIJPhaXF0AugKV/EF1FJ0FYmntkbj3S373+6IKcnjfx+62k4DIfehdwlosCgvQrqDkDmTNj0JKAJxZD4HEIhH7qTTdofv+m+NvYcehZJUpg89m5kufft2h9op+zYKhqbDzJx7J2E1QBly/5MU/U+PJOTmTfzJXbu/zNNLQcBMBrsGPUOQmEfer0FvWylqe1wV+hoymtlVPRCykY5aazbDwYF+8oaEjY6qViYQHBKPHnuJIZF1dPRGESfYKPS5+f9Zh2D6mBrnIRFkVgUEyJgHsiKujouj/GQpA/zx3obvkjsenZqDqtqCogxReELBfGE/JyRNoKN1aKSub9eYYJeZkVHEG/kDp5lT6HE2U00MKBwVkoCba4qwkjscMuEkYhVfbTKRjRJ6npWmeOu5I/Nm3k0ZjwT1HbujZ1IUFNxGK20+QUJ4tHmHbxpG4Jb0hOWFXI76tloTgVJ4svqL9BLGrPTzmNp/TpWWAcw1VfH844RXOIq5iJ3CU84xvKxTVS6L3aXcJHFyBgpREHNYcyaSn/1ZGQLUK2JHJEsZPgaiFGD3Qqa0RnigftU1qgA1mTxHU/3bTtMRBZI0uPVGTEE3b08lDWgTokijiAGRd/bMrVTZbTuoFAmDXWIAgm/U8TcJptQBOnMK4RDItbvP03Yhs5+CMZdJUgiPVGzT1iFDjn71PvUhx8dXL4gze4A7+2qxKiTuHRiP1LsIoehhjWm/XYdoHHLmYPZWdbCFwdrupQyhqfYKKx3MT07gUW5qTz2RR4tniB6CYIaZMSYqGwV8cavz8zmxY2lTMyMZUNRI1FGBU2DuSOS+WRfNZoGFr2MNxhGJ0Mnr8RhVmjrUJkyMJZtpd25HodZRyAURtU0/JFYsTPWBLriY70sEW/VExtl4KqpA7jro8PEWg00ewJd96qhyVE8EDLhbergOjwMRuZFrLSisdEqEWfRszAnEc+mGkLAl/gZiY5MFCRAuTCbzQQZWuLGsU8UDOhSLIRqvUhmHVrE1tSQZYeASmBef976vJDL4qKJz46l7dNi9Ok2YhZl0fDyIfCpeKxuSuv2M8w6GUXWYRjiIFTjxTopmajJKShRBta99iL7vv6cyx9/mpTsIbQ3NWA0W6kuzCc2LR2dXs+yR+9l/MLFFG3bRFX+YdRQCEWv55a3PyHo81G4fTPhUIjVL/0FWVHQG034vb3vmxnDR3Hxg0+wf9WXPLOhguElK8R9TpbRwr1zhtaYWDytLWSOGU/5gb0YLRZ8bjeyTk84FCQmLYPWaqHEa4620xFRzjBG2fC7Xb36CXR4CQWDKDodIb/Ij/YbMZqWmircrS2gaSQMGEjKoMHkfbMOR3JqZL8NjF9wPm/dfTOSJHPtsy8RHSGO7F2xnG3aVpTBsdjfb+Wy+3/7/S+aHwj/NbFpH/rQhz70oQ99+Jfiv06pQ5IkiyRJP5EkaTXCYvBJupNmnTK37fROvvbhXwFnDWx+Gmr2wr63YPBcEcB/fhP42gShwxBF13RQcwmsvBde/57VGsYouK0QFv1FqHSsvB92vSy8XRctFZUgi/8m2uoMYn0f/0xYrpwMfhc8PQT2vi5UG6r3CssMvxu++LVYtulpYWfSUgb73hYyooPPhim/FEkLYzR8GWF/Szoxed98FNqqIGceXPKWsPqwpQqblYEzIX4wtNeK5KFsgPhsQb4YMk8QOkK+bluUzqSO3gLDz++9/eOXCELLhJ8J8kTicGF1AyKp6G0RiRfFKPrzu3oTOqJSeveXOBSGXxhRk4igZH1vQofUo8pe1onjaort3c/geeJ/3KAehI4e5Q2yHgzHKVQAhZ0AACAASURBVHY4MulSG+kkdCgGMMeJtpaE3oSOc5fCVV+cqHZxAmRAA3dNhEQSFoQOEOemq/bErwyaE1l/Z7W5BGc+LHyG0YSaRuf2dS4/KaGDiNIJ0FjQrZjSifJNggAEMO1WcV6oPrjkbZj1gLAmmvskJI0W5I0RF8G5z4jkWfVueHasIHD0JNwdeA++uAXyjiMS9eFHi0AozONf5LG1uInVefXMf3YTr24p4+vDdV2qGb6gyvjfrOG1LaXMykngja0VfH6ghkAojCLBpRMy6BdjZt6IZNbcNoNtJc1sKm5mUW4KkzLF9d/pK6xqMDwtmqVXjOHCsekMT41GQ8jcuv0qs3MSkIBmTxCrUcGgkwiGwaBAUYNILjd7gtgtYtsMOglZguIGN4rUm1SQ7hDXqCx1Ew6CKmQm2FBVDWdHkKunZTJlYGwXeWHWkAR2RJJyx1dd+UMaNU4/b2yt4JWrxrPm1hncP39oLz2evFoXv/+6kGfWFrNgZDIAzo4QQ5Js+ENhbpmdzTvXTeaJ80eyoaiRZ9ceZdnuKo42evjrumK8ARV/SOOqV3eyKDeNlGgTZc0RT+PIRg5PddDmDfLV4ToufGEbrd4Anx+oQQL0uohyhlFHit3M06uKuPzlHdz54QE+2VtNk9vPx5EqtXvm5TA7J5FHPjvCjKfWc83ru3liRT6/mjWIVIeJcITkMjQ5iovHp3Udvy3FjZj0CuXNHqGSIsHUgXFMzOyhAAX4VQ1/KIwkSRh0Mn5VE9YwGQ5unjWIv16Ry0+n9CfOqu8a/xizHmdECtmsl1EkIWPc0O5HA5y+EGcMETLEV07qT96jc1n+y+lcOC6VjoDKpqNNDE+LJr+2nSijno1Fjdz3yWGK6t0YdTIJNhMef4gWT4A0h5lDj8zhqQtHkpVg5S/rjvKjhyBgnOqH87vik383oSOCnjJcrd/aqg/fF8cfy3/gz9eHk6EvNv0vQtl6EfM4j4m/jClQshKKV4kYsvFI7+fyqp1w6B2o2fP91pM4AmY+KhT5mougdA1UbRPKCRN/CWP/B+JzANDpTLS1l7Ln4HN0+E4eN9TW72Td1ttwuspJiBtF3tF3aGg+RCDoZd2W29i+93e0tBZgtSTi8lRRX72D4Oa9DLnsPrSZo7Bakqhv3NdF6JBlI2jQ7qkgEHQxdsQNjBj6U0wePXH+ZEAiZeZFlOd6MFuSMChRKBgwDxyC4nAQmzOChNeO4gg08Eajjrw9Tgz1bVQHFCyWZIZOHEqSQcMb1sgnnWuyhrF+ylwKlKG8XW7mAdMw5g8QBRNf1xQAEs0+N55IAcHm6m5iTVUwxA6VLkKHw2AlxRrD9JShPNC6j/mecuy6ILMNFWSZdWx3yyDJZAbb+abqE25pE/s8JjELgFXWdGakLuJj+xBeHriIkKaSbHHQ5vcgR57sxvqbeKNhPZP0Mh2SzGprBn5FT1LQQ1PKGPYa4tl/7D2G+Vt5vGUnbqODBKOVV1Nn8HDcZC7ylCBpYcbpdUyfdQf9Lv873uq9aJLMJlN3nN357NpZmqH4PYxylxMT8kYsPsPCrrC9kuDxKouKAcyRSnJdhLAflQwZ43oROkCiQRct/Mm0IObgiURoCUgxWzGoAUHo6GnbommCDIUslDWGnSdyHdZ4uKsMRl8O578oCmjSJ4hCkfNf+n/snXd4XNW59X/nTK8aadR7syT33rANNjbYofdeQr0kQBJIwkdIIKRDcmkBQgihxBAIHWO6KzbuvahYvXdppOn1nO+PPSouEHIvSW4SrefRMzNn9uy9zz5F53332mvBWY+AKsGae+H3i0ReaDTe/x785Yr4wogxjAGqOt386J1DDPjD3P3mIZY9/CnvHmhjY3XvMKFjbUUX4374AZFYjGSbgbvfOkS7OwAIAv4lM7PwR2I89/XZPHbpdJ7cUIeqwqWzstHEUzX+uJqgDIzPtPPyTXM4Y0o6WlnCG4qh1chsre1j+fg0UT6iYNVriCqChC5L4A6KOnY19g+rRmokGAhE8UcUQlF1RMdVhUmZgtQ0RPSIKCodnjCXzM7jlZ0tJJh1PHrJZLSyUAsB+MYpxVzR28t/4cOsk0hCpo4YBqDPF+S+nn6eDfhIurIMzfdm0DDewR8J0RN3I4ytqiXvzQYaD3ShyRDk9WFCR1Qh/UdzSTinENmuJ9zi5e0Pa3i6o5/NFd20rwnQH+wg0uLB9U4t1tnpyFYdFp+VQX8Pnmg/aECXbEbxhPGsbabv5Sr6WptprSoHJPRmcczsyakgwdsP/oQ1zzzBiz/4NgNdHYQDfpoO7cdgsbLosmvInTSNx79+CX/81o18/NSjBLxuJp+6HCUWI+T3YbTZyZ4wGaNNqBS1VpXT09yIPSWNzOZttCZPRNIbmLh4GTrT0WR9n0v8b/UNDqCqKkGvF6PVxoyvnc3Cy6/l3O/eQ/b4SQDDhA57cuowkUSjN4AkEfT5iASDqLEYzsxsNDodOqORC+/5KTc98Rznfu+HFM6cQ09jPdFwBJszmd7mRvRGMxWb1vPpS8+hKgqWxER0BgPe/j5i0SgzzjiX65feS/G+JLyd3dTu/hKLy8YwhjGMYQxjGMMY/hfQ/vUi/xhIkrQM4al9PjD0FDd6ziUKfAKsBFapqhpiDH8/9NXBy5eAPVdM4HvjyYUVvxLynIffhHnfhAOvQUKSUKjImQtvXi8SEl8G73xT2KncvndEeePgq7D3eXDkweIfiO07noZdz8JVcRJH0C0mt3UmmHShmHiPhsAeT7JoDJA1C7Jmwqzr4Q+LwdsJh9+AcctFFmTr48J7dtZ10LwdVp4rficJeVVeukDYtDjHCend/npBrkibJEgeFasEScKzQ6iYpJTBR3dD7Rph/VG4WFjTGB2w53lQFJh9E/hdcGQ1mJNh8sUiebLj9yNjojXDlkfiHySR8PF3wxvXi4SPHCczgFDfGI2EHLFSratc9FFrgIyp0LwVWnYcTz6A+DYpnniKt5k2CboroexcOPjnkbJNW2DaNXDwtVEVqCP1KJHj2/B1Cbua0X1VFAjECRhDVip6mzhe794G064U5Jih/pxw/X6cIBI99jYQLz9Emkksgtk3iGOfv0gkfYf7osLO34/UpSqCjHPmQ6IfQ+0Or2qyQSQk1ErCXkHIifhHXocQdInjJuthy8NiW3IppE+Gt26EgEusGOw6JL4bbIPIE3DtakHeePdW+PBuWPdT+NY+cU5Ou0K0M+GcE4zFGP4T0e0J8tyWBryhKHeeXsKVc3O5fmEBCSYdyVZBitDKEsWpVg61DrC+qgeHScem6l5UwGrQ0jEYoKk/wKPralhSlkqLy49RJ3OwZZBWlzinbQYtZelWdjQO8MymBt7Y3UafL0xJ2kjCuK7HR57TRGGKhboeH8kWPaeUprKroZ+bTynku68dQCMJ1Y4sh4leb5icRDN1PT60sjRMehi62lsHxDVqNWjxBoVPu0aW8IcjPLe1C4A397TiDUXJTjTR4goQUVRqe7w4TDoGAhFOHudkU00fTrMOvVamwx2iPxDh0bU1rL59ITeeXMiikhSWP7oJgFNKkkm2Gajt8XG43Y1eIxOOKZSkWWlx+Umy6Pj6CzvRyBL3njWe9oEA0ZjCxiM9rKnqHu6/yxemvN1NhzuIQSsTjiqkJRiZnpvI05vq0coSUUUlqqjc8uIedjT0o5ElFpeOSMRuq+tlfVU3eo3Eh4c6UYG7v1ZGollPRbsbg07mQMsAvrBQPRmfYWNXQz+NPV56vGGSbXr6vWEqO4X0L0C+08wT6+vY2+zCrJf57uklPLymmq31fceZdOlkiYii4g5G2d8iEmMRBTbX9uEPx3hsfS2PXjqVc6dlccer+5hT4GRBkZM7XxNStIGIgixBokmLKxBFlmBJaSp3nlZCnzfCvmYXWYlGvvnnfSRZ9RSlWDjYOkj5T5bTNhCg1RXgo/JOilNtTMpK4JypWcwvcnLZH7ZR1elh372nYdBquGRWLq/sbKG5P/AVXFH/FvgdcNFXVM8/FJIk6YD5ozbV/aP78G+MsmM+t5+w1BiOw1hs+n8MzVuh74iwfIz6INgvnreLlgtiR0IWpE8XihpJxZCzQBC2K98cIW5/ESIB2PoQZEyHkjNFnAgibgu6hEqHNV0oKe57DsZ9DTJnAjDobqKrdz/5OadjMibh83dhNCSh0Qgiq9GYRGJCEQU5y9HrrGzf9yDNbRsoLboYoyEJ12At0ViQJEcZKc4pDP78t7h31NL1o1mEUjRIyOw59DgJtnxCYTfBUD8JB6KEJ6eTkX8qHd270WqMaFKScQV7mD/9h5Tvfhq31INBn0RYE8Buy6OzuIkPFmWwxu9i/tLpXDrudNK2fkbWmh0Ysr/G5QtO4qLMQuoPP0xvRE+qTuYSaydbKj7m1z0qMwwa0lv6+KF+Pxq/GB+9rCUcX7QgIaGioiNGDJkz82ezub2cQVUFIiQZrGRZnWxpr0CrxnjEU0uPfTwfRiXe6ddQE1RQkUnQmemOhfnYnENn8gRMkh5X0EuKyU5PwE2vzgyqwmJbAmdFe3nYI+TulXjs9q61CJ0aZRUmLpI9rFJkUFX8Gh3ft5Rxkj/E8kALyYQp1yVS5G3nT64D/Dx5Hn5Jh1/W8YDkosqQjeO9b1Gx/JessU/mx65deHRWXrSVoCJxgacGPaAbjkuPV/Do0FpJj3rR9cZtOBd+l6ZImFhwgMLOAxDoEXEmiHxL9ZqjK8icToolBU3Nx2KMtUY0qioWRcjaeCysCsvYIaWNo2xbFBhoEkQPTwdUvCPeT74Y2vfDtieEBW40HLcaBfY8B5Pehbsb4dWroG4dPDET5t8qcj4gSB/ebmENOoYxAOurunlpezNnTs7kopnZ5DrN3HJyIXrtSH4oxWYg1WZkwB+iOm5L2dzrJxxTyHAY+bSmly53iJ+sruCNW05iMBAmN8nEq7tbh0n7U3MdHGgdpM8b5uaVezDpZAIRhRSrnh5vmMFAhMFAhIUlRXxUIeLG6xcW8HFFFwuKnNT1+NjZ0E8gEsOi1+CJk0Sm5DioaHcTist5qIBehrACh9s9w3HqkOJHmt3Ab9fV0OcTtK7b/nKAohQrR7q8yBL86qMqkq16/KEo4aBKIM/Cja2DLCtLYWuVWPDwxO4WTi5NZU6yhV9fPZMNq6rw7egiKkHCoizs2zrIDMRQHAbo8INWQrbpUKMK/p2duD9pwjjRiXluOpcZZHKMEpPqJIzeNjb1fky+cxJl3XNAUVG8EdBLzE05g6RlxXg2thAo7xs+Nt7WXlZ9/0coioI1yYk10Tn83YdPPASodNXVEAmHMJgtzDrrfMz2BKzOZKq2bKJh3y4MZgtBr4eU/EK2vf4KsVgUc4IDv1tYX7dWHEJjNCJrNJQuOIWVd90OqkpxVg4peUkc2Rri8PpPjju3tAYD0VCI7vra4W1Br4eKTesJ+nxsf+svfOuF19n86kqqt33G5KXL6Wtpwr15IwCxcAij1YYkSQTCIbQGA9NXnE3Q66V803qqd2wl4PWw5S8rmbRkGQB+t4uvP/QUXfW1HFj7IQDj5i3E5kxm8TU3EvL5ePbbNzFl2QqWXv8NTEYr0+adRsV7H+Mfs2AZwxjGMIYxjGEMf2f8U6MwSZImIJJlVwKZQ5uPKbYfkSx7WVXVbsbwj0HABX21QrEhf+GIeoEjVyhqGOxikrtxM5z3e0ifJCb7DfbjrSM+D448SCkdSZqBIIq07hLqBkNED1OiSFIMwZoCd1aMeNG+dAEMNMNd9eKzVg9XxokHkYCQF03IgYkXwIJvCasOvRnW/1y0M+S5rETjqhHxUzBtItR8LBQ8qj8SiYvucjj0qiCADJEDGrdAeXyBrMEOUy6DkBvOewr6m2DTA2L8jrwP7nbx3t0GWx4Vv3GOE/2TJLEf2fPFajBLiiAa5K6AqlVCFcTzBbn4wAAUniKUVVQFIlGRAB3CkCKGNUOMScR/tEqGKCRIBrHQKEJHnEgS6IX9K0eKDtnLII948wb6jq4u4hdElaOaGNXm0P6EPdCwUbzf/9LIMfhcQ4bRiIfYuSeJtpq3QzQuO+tqgK2/FaSeoTpH2710H+O3rYThs0dH6hy3Amo+EgQfg00ocwBkzRGqGiCsfo5FLAzOEtGuMRF6j8C6n8H0q6F2nTjeQ6QOJQIbfilWEyaPgwufFXW7msQ5AaLtGVd/ibEYw38KshPNrLnzFDISjJj1Wn5x/mSiMYVdjf3c+Kfd3H/2eKo6vTxxxXQOtgxy48rdeIIRkix6+n1hbj65kIfXVJOXZKal389tL++lxRVAlmB2QSKSBD2eEIPBKDsaB1hQ5GR2fhKPrqvBbtSS4TBR3eVDksQiwKa+AFaDlpxEE51ukWCu7PSQkWBi3Z2LWfLQRpaWpbCr0TVslfLW3jb0GpkjXR584RgqkGrR0x1PjnmD0WHDppiicrhtZMH5QCCCBMRUlVNLU7hkVg4GrYZAOMrm2j52NLhIsxnwhWM8eeV0rnthJ4GIQrbDyPSffsKkzAR+c/FUrHoN3nCMdLuR1/e0IgEtrgDRONHk/UMdKCr8cXMj/nAMm1HLW3vbKG8/evH7zFwH0/McBEIKnlAEGYaTghkJJr6zrITaLm98TAyAxNlTM2nq8+ELRZlf6GT1gXYqO9wcbhNEinBMJRyL8pOzJ7BonCB9TMpKYNw9HxBRVFZMTOdXF0ym1eXnFx9UsqtRiBv8+Ya5pNqMrKno4ncbatDK0NjnZ0FxMuFYjENtbj6r6yOmwrScBI50elBViMQUYirD9jgAOo1EJDbyuX1QyB2/f7CT8Rk20uxGLHqZHQ39w3frLIeRtoEgrrgssKLCj8+eSFRRONQ2SGWHm2c+EwvaO91BilIsyPFbbkmajQ8PdXDW5HRuO7WYLIeJLbW9RGMKyyemMzXbMUxUAXj7mwtQFJVuT5BU21+Xv/83x0agHJj4v6jjMPDpV9Kbvw13AaMlY1b/E/rwfxqSJH0N2PM/iIXuOObzuq+oS/+WGItN/w+jv1ao8SUWg7cDTHFFwdyTxGvGdGjdLojUU68WJP2mTWICW2/7/HqHIGuE0t5oZUOACRdB7YfgKBSfJY0gWg8r+0Fe9hLSU2dg0Cfg9XWwacePyM9eyoSSKwBITChm/sx7AOjoFvFDgq0QZ2IZuYbptK/8HZGlpVS3fIzFnMHg6Q7Cl8xGUgUZRQUkSYteZ2fQ00h6dyr9umoiwTADtS8ftyuNjR/j7WqCVCMJ9nwc+1MwaxMxnnE5n4X/RLC7l3fUCLrOncwv7ab37olkrD7Ej11NVOQ6uL54Dg5jLSsSoujx0K5LJ1nTj0ufhGZaMuNkiZrBTsoSs6lyjSi7q/EngWBcDNYd9mHVGWn3iVXW/SEv/SERo0UkDadlnU1Q0uI02NniGSKiKgyEfSDr+G7KQvSKlhhRGtxdw+0YZR1BJcL0XU+wONjBa5ln06ITx9ik0fMH+wiX7QPFJNxywr24NAa6gj6+PXiIAUnHe5Z8PrXkssWQyuJAG4f0Tvo0Rj4yZpCl0VLnDTJJ0lG45h6WFyziVr2Nu/p2IWlCfDNtCQ8kTic76uOT9tXDx2noVTbYwJZFuslBpOMghmh8AUDV+yT2NxBBGiFEDNmXytqRmHoI7XvRJI8X77UmoXTp74UF3xGLVFDF78zJgtgBoLdDePRzqiSIHvYcUd7dKWw/x50GE86HgUYI+YQqDUDHAdj4gFh8kzEd5v6XiI8duSNVZkw57rwbw382bl5UyKllqZSlixzdkrJUvKEoT2yoobrLyw/PGE9dj5ft9yxl+aOfcqTTS7rdQPtgkJI0K6k2I4fb3DgtOup6fFz3wi56PGE0ksSsvES6PUHaB4KsrxI2trcvKeJg2yCfVvdSmmahsc+PVoKoCha9hp+9V8kVc3J4eWcLh1oH8AQifHCok+33LOXRtdU8uraGry8o4LF1tZSkWclyGLHoNfR4QtR2e4mpgtAxROxQAbtRM6zy0eUOIUsjJI/BQJRQxE9xqoVzp2YxEIhgNWj50/omYsS4ftDEd6RBFCSuPimfN7Y2kYdMV9Mgc18/wN3nTmRGmo3LaWBCYRLO7Y0oEYVSJBZU9hIN96KN6rF1i8dl95omANSogu9gDyGvG6e/AaNtEpGIzPJL7yLi66F68DDFwcniQSYMOtmALs1C0uVlHHrufTIM+WgdJqzZSUzKWc6h9R9TMG0WeqOJbS++THrJOOr3C7WrkN+HrNVx/aNPAzDh5FOp3rmNQ+s+QtZqOf2Wb5Ock0tnXTU7332TvuYmdEYT33zod4SDAQ5vWMue998hoii0VZYz8eRTadi/h/721mFLsqzxE2mrLMdotRGMW6cM2aQAaHV6ohFxn4xFIqAqREMRanfvoL2qkoxxZfj6XfS1jNhdWZKc+Pr7hnNrjtR0Ji5exvrnn6anqZ73H3twuGx7lcgPhnx+ZI0Ge0oqkVCIWWdfwOTFy8ibOAVXexuJ2dmULTiFgmkjNt/Jufl8a+UbhPx+wsEAeuOYbfIYxjCGMYxhDGP4++AfTuqIeztfgUiYTRvafEyxDuDPwEpVVQ//A7s3hiFkz4Li04TyxLKfwr6VQqGj6FShjjHYCk+fLCwvGj8TJIa3bhKJBo3ur9cPMPtGQZJo3iaIIyDIFle8enS5i184/rfmUdYgs64Xq6ZOBI0BsueIVSxzb4mvwvot5C+AmzdCoB9euiiuMiELJQydGeZ8QyhoTLpQqJLIOpF4URRBeNCZRkgdg20Q9YtkYDQIO58GVDGGRYuFCobeJhInmx+C8rdEgjHiA2MCJBUJBYkhWxBXnZj0VxTwtMGMqwSpY5jQIQtVi+RxggjQF2esRwOw72WGlSeMjrjcqirsXzJnQO5cqHxXJEPPfRI2/EpYuoyG/9ixHHLyPQZZs6B5CzBaneMYZY3iFVD70TE/PJaoIcfPG/0oUogqVExadx3f7nFQRZLrytfh8ZkjhI6hvns7xduhFVLSaK+HE/SlPz6eGsOI/Yq7bcRaRtLEj0V8nJUTkDoA+usEeSQUT6rtf0m0Z04W5z2Azg4Rt7A3CrnFtRD2w9mPCSJRLPLlr6cx/MehKMV61OdvvLSXjUe6iSgql/5hB6Gowm1LinHELU/sJi19vjD3nFHGjQsLmZrjYOW2Rpr6/bS4AsMrnV7bLWw+jFpx3UsINQ6dRmZylp2GHh/BkDj/U6wGtv9gKT985xByPFHy5x3NrNzWzOWzc8hNMnPHq/uRgE3VPUTil81P3xshVOU7zej8ESIxZZjQISGSgbU9Xlr6/SiqsHqxGTT4wzEUVVzK7QMiwefyR9jfMoAh3udQVGEwECEYVfh/bx1g3XcXc9PK3Wyu6cUbjrG5tpdrn9uBNxxjRq4DjSyjqLBiYjoflXcO901RwW7U8sMzxnPn6/tRFPU4QgdAi8vPnubjV+VMy07g4Uum8buNtcOOSs9/fQ7j0mzc/sperltQgC8c5UdvH+b1va3EFJV7zxpPfrKFt/e14gvG+Liii6Z+P/eeNQFJkrj55EJ+92kdTf0+Lv79Vpr6/KQnGEk06chMNJHntGDUachwGGmMq1gkW/X8eUczPzt3IotLQzy+vha9RqKyw0NUUUm26AnFxJipKiRbdUiKCrKGYCSKJxRDJ0t0xEkd66q6qOvx0NDnZ1ejC4NW5mfnTUSDxGd1vbQNdFKYbKG+10dJqgW9ViYSVkix6LAbtdT0+JEl2Puj0/j1R1VUd3l590A7p45P4ZG1NaTZDRSlWPnT1kZ+/G45l83O4fU9rTx15QwAAuEYayq7MGhlHvrkCDVdXn51wWTMBi3nTM087jj8R+D+QZX7E64BNgGWv1b8BPAB13L/4JdhU34uJEk6HVgOPKaqavNfKatDEDp+NmpzFfA5/nr/0bgSeFOSpGeBF1RV/UI/CUmSjMDPgWtHbd4D7P77dfFfE2Ox6b8IJl8OG38qiOnTroXWHZAyQcRtBYsFqb1pk5jg7q0SsWHjRhHfjbac/Dxo9JB/MnTsg+gsoXgIkFQIc24dKWdOgpPuPO7nBr1QHzQZneRlLSE9ZeYJm7FZMjGb0khLmY7DXsDghlX4n3ud9HG/YO7i79N9ZBsNzg4kSYMs64EYBkMSDnsBrsE6HPYiOqlDciZiMDkIhl2Mjr8kdHT270NOtYMcpbt3H75IiPRnmpCXzeR7877OzKadKKY8pjhS+OTQn8hK7KAtw86y8i66irMYcA3iCvrIc4YYiMK1FifnFGdy4ZHDJOhNXFJyEjWDnRQoDRhMMjVhE7n2VFYUzOCxve8OR1dbO6rQjVq8oUVmiK6bY3VSlpTNRGcuT+x/H6NWz4sr7uCi9x4cVtwACKvH23sY4qSO3yROZ3cgbZjQMT2lkH099ehlDWFFTLzqdUb0IS/Pd69nt6OE+4wzadFa+dSUwUp7GaXhQWRUUqJ+rg718qKthNMiLkp9Lg44JrDU34wRFaV5E08XXkGDt46FUpDJOpk9YYXZgU5iQJvGSk7MSy96kgmzeuotnD37EuQnZ2MY7rkMvVXYgD7JNKKoMRRLHkvoGEJv/JnZ6BDnP8CWx+KLTOJKk97u4XPgaEIHI9vdLUdvfv3auEVsaKQPersgT1WsEsqtTVug8GShZBkYc0Ybw+dDq5GHCR0A/b4wCx5YR0xRCcdUKjvctLoCTMlOQFWEvcmAP0yqzcBTV83EZtBypMvDtc/uBOBgq4irOt0hOt0hJEnEZIOBKHqNxGt7Wplf6CTVpicUVVFViaiqcveKMs6ZlsGtL+/jlJIU1lZ2s6G6F4tew4MXTWFNRSfv7BOx7u82iLxP+0CA6i6vsKfUipjwzMlpvH+oi3A8dk006zhtYhofHOzAGxpZpJQsy3gUBR8QjCrUdvt4aE01KVYDeq3MgBqmwJvIY9oecSke6SdxoZVnr56B88+1fLi/GfA7xgAAIABJREFUi65wlAc/quLmsI6/YGVgQSGdb9cwLqZgzLYSbfUQ0TqQ4o8m+qIEzJOSGVhVx0CLG2MgCrKJZIOw3VQlGXlnL139lezrWU1SRgKJxhwqK8Yz7mozkt5H4Eg/O7pXk+jM5OoHHifc7mXq6oXMvvdcIrtd7Hj2L2xd+zL5aVOYvOQ0jBYbO1e9js5g4P3Hfs30r51N0cy5FM+YjSM9k4HOdpoP7mP1w7/CkZ6BosTQm82MX3AKJpsdk81O25EKIkERm4aDARoP7OWS+37J+4//N/2tLUhaLW2V5ZgTHATcbqHyEVe9yBhXSkfNEYpmzeXIts0ASLKMEosha3W89+gDSLJMW5XIsxVMm8Xia08lITWd9x59EEmWsTtTGOztJr24FAB7SiqWxCSUmELAPUB6UQkX//hXPHv7jXTW1xLy+9n6+stUb9vMrLMvQNZo+ODx/6aroY6McSW4e3s47ebbAehrbcE/6KJu7y7KP12LLSmZSUtOJ3fSFJJz8r6qy2wMYxjDGMYwhjGMAfgHkTokSdID5wFXA6ePand0wswPvINY+bRWVVWFMfxzEIvA2vth6uVQtBQMVtjzgpjMLjpVlAn7hA2KOVnIdobcsOSHggThLPpy7bhboXI1pE8ZIXWcCEMT66OJHKMx45qR9zufEeSF8rfEZPiy+yEhG/a9JPxpwz5B5rCli/p2vzCSxDjzYUH4OP9poTCx/XFB6AAw2sV4eLuFasLu5yBlvEiEdOwDR75IlESDUHCKUP1Y9zOREIwGIOgV5SpWifoiAUAWdQ40CWUNadTl6O0aUYDY8qggprTuQkSCiki2uNvgmzugrwZeODtOxhh1SQUHBdlBaxCywd6u+DjESRurRiUoj8OxticnmOPpOCBWtB3l+3tMueMIHaOgtwobE4kTJ1uTik5M6hittDGEaAD+uHSEwCHJgDwiI8uoNk44XTW0v6NuO7HQiJqGRidmd0G0fSwR5kR1yRpABzExCYrOLOxxXPVCLcWUIPrYVyvIRbNuENdP5yHY+QdY9xNRx8TzT9xM2C8S0GOyt//RWFfZhdWgZW6hUyzEU1TGp1uJKDArN5Ft9X08dPEUfvF+JS5/FLtRyxmTMwhGYwTCUR64YDJzf7kORYXxGTaqu7x4QzEKnGZ84ShBTxgVkXTbWC3uHRIwKdvO7qZ++n0hPirvZF6hkzMnZ1D8QyFPmpNo4val49jV0MeOhn6sBg0SEAkdqw4klDEWlyTzafUIoUwFLAYt8wuTaOrzk2zV4w6EhyVyb19SxIpJ6XiDET4q7+L5rWK10pCqhE4jEYwrZTT1Bbjs6W00uwLMK0yizRUgEIlxpMtLZoKR1n7fsAXMZbOzcfnD9PvCNLt8hCIqPz9vMt2eEC5/hOxEE10ekXTXSDAkYtHtCZNg1PKHa2Zx1bM7iMRUzHoNPzl3Il97bNNw8u/hS6ZSlmEnGImxo74fnUamfSDAwdZBFEVlem4CqPD/VpTxnWUlfHS4g3vePsz2uj4qOtyUpduo7vLw6wsnc//qCkIRhaii0uIKIAG9vjCv7W4hFlP49cfVaGX42sR0oorK5ppe7l1VzqWzspmUZWfQH8EfjhJTVDIcJva3DCBLYDHI9HrF/x+zTsEfZ+LEVJWFxUlsqe3HbtTR6w0PE1WyE01UtLt5ZWcLNy0qoCzNxqyCREw6DeUdbs578jO237OMF26Yy4pHRSKuNN1GhzuAwyJIRz94+xBvpM1nfqGTJWWpBCMxZuY7cJh07Gt2EVNUbn15L6/+13wOtw1y36pyTilJprbLy+LSFF7Y2kh9r4+zp2QcpebxH4X7B/dyf8L5wNv8bcQOH3A+9w/u/Qp6YQbuBO6QJGkXgmRyCOgCvIAJoYAwE7gQyBr1WzdwjaqqnzOz9Q/DM5Ik/f6vFzsKaaqqDv5dejMCE3AbcJskSTWIsd2FsFRxAXrE2M5BWPFkjPqtF7hJVdX/FWnn3wVjsem/GLydQoVj4sXimby/Fjr2QNZsofwIYrJbVYUawYGVkJAHJWcJdb0vS5B2NUD3YSg6fYTUcQL4A92YjMlIJ7B10Wj0TCy9CoBgaIDWjs9IT5lJRc0rFOZ+jSRHCeHwIH395RTkno60dCb5r7+GcdIkJEmiqvcZMKnIaMjLXsyAu4G5079HZe1rBIK9BIIi7kpKnoBWayLdmERffyX+QDcpyVPo6T1ATIkg620oMT+qGiN11nK6y6qoO/wkqmUyr9XWMSerjZcPD1Dr6WehVUt/npMzqtt5efkd1L95J9MLLbzRbyCkyMylm6Dewn1ZIV7pUyiwOVmeqCUcjXIwICMR4e7fraP0hnFce/VjHG7Yzo92vE5TJEosNnLZRFHIMCfR6e+nxdvHnPQSHt//PjFVIRoNcdWHj2CKhVgY6edj44idqwaJ2KgAbjCuelGnd1CnH1FWMcaPc1QZaXMgFiVPDaNB5Ul9Fs0KXJ52Gud467ncU8NefTKXe6qZGerFqzHQpzXTqfj4du8RHjEVsS3jLN7q+pjOYBCtMYHfps5nUYaD6YN+Tu/cSk7Uze0pJzNdCnNT93bCsgYUWL7zIWgZsVJRJQlVY0COiuc1pxq3XDEnC+WNUVDjRjbHwdsxsghE1uK2Z2F31RGOhdDzJW5Pkkac10O2odnzBDkKhGWRySHie70Vuivg6lUw2CIeyt+5RShc/qh7REnyWATdImcyhv9YBCMxXt3VwplTMrAatOg0MuFolIwEI6eUJFPd5eX1Pa2cMTmTR9fVEIyqLMhKIN9pob7Hi8Wg5b6zJ3D/6goUFU6fkMam6h6CUYUZuYk09IrFO+GYSo8nxDv7xaInsz7GonFO1lX18FF5B06rnl+cN5lPKjrp9oTQyBKnjk/lrCmZnPHYZhr7/KTbDfT7woA6HKcpgKSq6DQScwucvH9oRCEoqqh0DYYoS7ezu8lFYbKZ+l4/D0ZNODQa1FsmocRU3KEoP11dzuLeKOej4cfIHEx0EQ9L2atGWV7u4tU1vcwzmJnrlHnOrOeG7j5etcDpqomM/T0keRV0GRZMM9MIGjV465qw6B1IyCRfM5E3XzrILK24U8SAiAQ2UxLEVCRVRQ0rFM2eR3r+VHQfhgCFnCW9WEr1rPr1Y0xOPJkVuTeS/QOhdhVzhQg3ujFPS6XzcBN7u98j2ZRL8YL5mPISKZm3kCnLlrPmqSdpOrQPX28/VZ99it/jJnfSVIrnnsTuVW8A4O7pRomJPNz2t/5C6YKT2fTS87SUH8SekkbZSSfTeHAv3Y31/PmeO8kqm4DRYqOvtYmg10Pu5Gkc2baZoM+LVq8nGg7TUXMEgKbyg8PHRNZqSckrpKepHrPdgd8z8hiePWESn/3lRfRGEwsuvZo977/DtBVnsfmVlRze8AnO7BxmnXU+Xlc/e94TqstpRcWEA37MCQn4BvpZeddtfO2279JRe4TJp55O0O8lZ9IU+ttb6WtrJehx8/wdt3DDb//Ax08/RmdtNSabHa1OT87EKWx44WkmLTmN5bd8+6u8zMYwhjGMYQxjGMMY/r6kDkmSFiJWPV0EJAxtHlVERcg8rwTeUFXVyxj+uVBVoeSw/XdCCaLnCFSfIixIKldDzSdw4XOQMwvu7RFB/ZEP4ZUrYMMvhO3EkNfqF6FmjbA3+e4RYTPyRXj2NPF6+6hFiYoCj8+ArBlw0XNim7cbPvg+lJ0J/fUjybg5/wVTLxOJhqfmw/zbhLrHWzfD0nuFPUbQJSbxT/sZPLdc7MPE8wUJAoQiyd6VQrHjspfgwMtC+UEXtxbx9whbF0MCTL4E3r1V2KpojYIYIGsFoSOlLG7hoYz0uXa9eB/xCBKGr1v4ResNgojQVwfLfyESjb4eUSZtArga4aFSKF4WV4MYRcSQZEEUiQXhgt/DO7cKOw81Kr7TmQTB5fNgShREgxPBnCL2N+IVf38rJK3ohzUV+r2inyeEKgg63ZUjXsND20cqG/k8ZI0ytH2Y0HEMQeUEK77QmQRpIxY4ens0II5d4RJx7oM4xtZUcbwnXyxUbDwdIOkgfSJ07BeS0JIskmN9teAsBSUkCB0gknLWFLhhjbCL2fYEpE2C164Rib3lD8CKB2Dc6ScemkgAHpko7HZOpGQzhn97qKpKKKrwrVf2kWw18K2l4/jpuROZmGnnhoUF2Iw6znvyM/a3DLK9vp+MBAPtgyHcwSjnPrGFiZl2NtX08vurZnDdggJqujzkJ5vZ2zxIXpKZ0gw7W2tHksznz8jijd2tRBQhrl3d5cGk1+ANxbjrjQN4QzFquryY9WJF5ju3LsBpNbC2Ukw+eEMx8pPNeEP+467gmKKyrqoHg0ZClVQyEgy0DYRYX9VFeoKRzXctoaHXx5MbatnR0I9OI/Hn7U08vqEOi16DLzxCFImpkOc0s6g4ma11vXhCUVZMTOfF7UIwYHu9uK/JQIJBy/gMOxuquun2DuIwabnlpb0EowpGncysvCTyksx0ugM891k9wYhCS58fvUbCrNcSjSl44207LTrOnprJI2urWXfnKdzx2n72NA1Q3eUZThRa9Bqe2ljLE+trcZh1/O6qGczOSyIcUzj9kU2kWPVMzXHws/crWVvZTVmGjTf3CAKZEu97TFHZ1zzAvuZBrl+Qx5t7Wun2hMlJMtEcV+V4d387u5vEasrMBANnT8vi26/sIxDPJr65V9SpkWVCUQVZgv0tcT96FUrTE+j1hmjq8w8TOoYILJ/V9jM+w4bDrGNbnRhLm1HDC9fPwR+KsaGqmz9taeCCmTkkmvXMznfQ5Qkyr1D4Mg/4I/zXyQV8XN5FRYeHR9dUs6aiCwlItOgoSLbwys3z2N3Yz/h7PyLJokeShH2Mw6gjhoo3GMWo07C0LJWqLg85SWYeuXQa6yq7KUix/OcSOoZw/+Aa7k84GfFs/WWsWA4jFDq+CkLHaEgIcsGcL1m+GrhKVdUvI9H194aWvz1G+nufeMcy4sbF/274Er9tBi5VVXXfV96rfzGMxab/ggh7oW2nmHxu3yfUDMouEKqHB1+CxCIoPRsKlkD+YhFXVLwJnfsE4T6pCKzpX9xGNCiIIkWnQd4iMan9ORhwN7B1988YV3Ae4wrOGd7e5zrCrgMPMX3iN0hLmQ5Ae9cOquvfQpI09LkqSHFOJjlpPFPGX48joYTahnepa3qfBbN/TG/HZ/S5KimdfxM7D/yGGGGK8s7kQOUfWbPpdk6e+wvaOrYQifri7YnVyPnZp+G0FONxt+DpqiMmRdBGdcQiHlQdOOyFqJVNeJLbsVmmsr2njhXJAXzeI0wwJlGkN5EQGODypib2JJg4XP0H3AU2LJLCIb/KT3JjbI910xTOpFiS0EgSf6rayndnfYOb1jwOwLzEPJLket5q3s2jL23iJ9OW0RSJYpBkQqqCSVKIoiOixtBrNNw69UyeOPA+HzTsJqYqOA02+kIe/LEQaPQYAj50SoxIXOUjhorTaKMveGLFFafBii3mxzYo4izlGELEr3u20icbcGkMaFSFmCyjVxVuHzjEgMbA9zJP58/2Mn6u9HBX/x6CaHjTnI8RlW6dhUadndKIm8vC7RzSxNixbzW3BNr5VeJ0XkgoY2mgjXWGZK6SNDzhmEJA0vJo3xY+dvUwSWMiMxYgKBsZVCARGT0qEipNGgt5xxA6vGixEiViSUXn7z8+bo2FxPlpz8HYW8VhXSKZqSUkedtQbZm0jD+P3LX3xWPtdLEAo+ugIINMOAcOvS7yGUVLhcXoEPprYcWD8PX3hNVKT6Ww2d3+lCCBXLNKLBj5vGesytXw6lVw2StQdsbnXT5j+DdGKBrj0+oefvxuOftbBrj2pHweu2w6fb4wF83MRlFUin/4AXubBnjv9oX8dn0NigrrqrpZ8OB6TDoNHYMBdtyzjPcOdjA9x8Hb+9oIRhWuX5DH2spuXL4IBq2IX66Yk8tLO0R85w/HyHQIq4v9LYPsbznIySUpDPhC6GSJk4qdPH75DHq9Ibo9YsGNyx/BrNNg1sNAYOQ602pkfOEY971bgUEDiiphN2lxB6J8Wt3DbUuKeeSSqby2p5U1FV2s6gxijEmsXbmHbk+IZIuOXl+Er2EgAYkpGj3hND3pCUbaBwJEfBF0ThO39ntZ79ESaHJhRWKCpCE92cwBN0w9KGKsSIePyIcNEFaw4cC2JI9wvZvupgFyD4fQ6lV0ekArY9drUP1iP3S6GMapTmL9YZzRNLRft7Lx9Uqe623gvmpo89dgs5TidE7G9nQ1LYZ+KkM7Oeu+76M1GUkwFBP57xAzrjiXqk8/pfntQ5x0cQvV27dg9dhZlH4R1YO7aTy4j2g0QvOh/YxfuJiC6bNo2L8HvclENBImGg5jTUrmxbtuR4mJx9iyBYsIeDx0N9QBEItGaTywF1OCg0BclaPqs42AeCBTZZmciVPoaqgl7PcTdAvihiTL+Adc+AdcjJu3kMb9uxlabZA7eRqzz7kQgM0vv0DNjq1MX34WnbXVjF9wCnV7dpCYmU0kFCRjXCnZEyfjc7k48MkHaLQ6epqETWhqQTHZZRO55sHf8uETD1GxeQP502YSjYSJ+SOY7AnoDHr6w72UXbwC3oDOmmrmnHcxJXMXkJybT+H0EXuWMYxhDGMYwxjGMIavCtLfc8GWJEkKcRvYY746ArwIvKiqastxP/wnQZKkbKAFoKWlhezs7H9yj/7BCHmgfqMIyKddDbO+Dm9cLyaQJXlEBQHgjnKhgAHQcRCeXiTez7wezn7ki9vpqxOEjCmXiOTB5ylwDGHLb8Xrgm+NbFNVeOUyQQxZeh/4+oSqg6QRE+tmJyCBVg8PFgjFg0kXiUTfpAsFWeKlC+H8PwilkIp3IGceVK6CPc+Lifwh+xIlMkJEMDkF2aVluxgTS6ooO1q54aTvCDuN7DlQ8yFHkQqGbFeGkDFdKHjA8QoUkgZmXAv7Xxa/NycJ8gAI25ZgnImeUir8pPc8H/8uTlIZbmOGkCGO+KFouZAmjh5DXgBABosTfL0j/R3y+B0uohPqEAa7ICacqA6tUdQzeOylLR/tFaw1jZAmlBMQLcQgwIlWKg1tX/RdYWnzeciZJ9Ranj8DvmgFk6wX/Rq9v/mLRDJr6LvPg94uzq+hMS9ZATNvgIzJggi06TdCTcORLxJkMHIeTLxAkDr8fTD/m7DtSZh6hSDxGD4/oYwSg7dvERY1c2/+/HJj+LfFT1dXsHJbI0UpFjIdJjYc6eGhS6ailSQ21fSQbNFzzUn5vLa7lW8sLuLi32/lUJuba+blsq6qmyVlqUhI5Ceb+f3Gegb8IabnJbKzQZzHuXGSQKJZSziqIAHeuP7slKwEFFXhcLtIruc7zSiqSpsrgEEnU5xiY3yGneJUK09sqCYQVgjHJS2mZCdQ0+UhECcLpNkMpNj0HG73oJMlSjNsFDgtrD7YQVm6japO0Uae00xzn5/rFuTz3JbGYX9jEHeD/GQzi0tSMOs1PLmxXig3XDeH5z5r4MVtTYRjMcrS7VR2uGmPW4gMwagTycFJmQnMzk9EUeG6hXlk2k2c9OAGilOsbKvvGy6fl2SixRUYFu+xGbQ8f91sntvSwAeHOkmy6BjwR5AkibOmZDAu1cZru5ppdh1933388ulMyU7guud3Ut/rx2LQ4AvFkCVBrjDrNWhkCRlhPbPqtgVMzkpge30/Hx3u4OWdzcPKJHqNzOyCRGbmJmLQavjNJ2I1k1aW0Gok9BoJdzCGRa9BUdXh8R99h9VpJCQk0uwG2gZG9u9EmJRpJ9VuxOUL8eY3FrCtro8frTpEQ69/2MZHkkAjScwpSGRrXT/fXlrMY+tqcZi0DASiXDk3hxm5Sfx+Ux2JZh1LStP4xmKh9FXX4+WKZ7aT7zTj9kep6vKgAlfOzSXPaeaXH1Rh1MkkGHXotDJOi4EDrQOsueNkxqXZvujS+UrR2tpKTk7O0MccVVW/SMbpH4v7EyTgFOBW4HyO9kqLItQ8fgd8+r+1XBmN+LP0txEWLBMRHKovwl7geeAZVVVDX1RQkqTR/VyiqurGL9GfRmBI9/g6VVVfOEGZfKDhr9X1V5CoqupAvL7FwIZR332pvn4R4soSpwJnA4uB8fx1IslhRLz1hKqq/v9N+/8uGItN/4UwFBscfFnYT0y9VsQeTVtAbxLPzkP/wRwFMGvU83Dl24IIAjDrlhE1j89D/VqoXwdTrgJnyRcqe0QiPipq/kJe1mIcCSPqlG5PMwcrn2NCyZUkJhTh83fjD3ShopLqnEI0FkKnNdHTd5hdBx7GZskmO2Mh/kA3pUUXUV79Il09+1my4Dd09ewDVBQlSlPrBjy+FiRkDG6JkE1FlRS0GiPRWBCnYzzewVZCqger10zIIWPYVI93fgooIEsaqlyT0ZXvY9f0IqZqmyjUKmzY6uaj/BTuzlJJlSOovjDSI9X0/3AaLcEYb7u06N0xJqaA06Cy0K5QE7ETc8zljxWbSTBYcIVGOE92nRF3RDxf/WDOxTx14AMGQiLmPZaQsSxvGmubhDXfRSULeL16y/B3sqJgV8MMaIzoZC16WYMveuJ/DXL8Mp6WWsiNahenGrWc3DZI96gHGL2kYbLiJxYLkRPso0c2sNOchYLKVYFWLndXslaXzIf2IrolPW6NkXM9tbxpK+YsbwMHrLmcPVDB7f5GqhWJ4pgbBQktKh/aS/ieYwY/69/F/Umz0GkMnJFZwgW7HiU1FmRZ9jkUhQe5ZfAw88I9/DRxFj8vnUeCLPHO7r9wnr+JIDLGUTGqW9KhQyFgSSfJ2zays4mFMNAibF2/AKtNuZxktePsibtESRqYcqmIM+3ZIn/Ssl3EopIkSFMgch2ppSKP0PQZTLsCWveI/M8ZD8GUi7+wXbrK4eN7xKKE1PFfXHYM/3aIxhTm/Wod/nCMFRPTWXWgnQkZdi6amU12opE/bW3ixkUF+MIxIlGFOQVJnPTAenKTzMzMS2RtZRd3LCulssNNYYqZX314hIVFTnY29hOOqWhl0Gs0+CMxchJN9HiCpNgMtLiCmLQyxalWKjrcwwqKi0tTONA8wEAgQnqCkUXjkglHFVJsBp7Z3HCU2uKKSWmsqegeVm28fHY2b+xpJaKAWSdz+9ISHvrkCDqNTDAi4jRJkrAZNaTZjSRa9MNE9yEkmnU4TDruWl7Krz85QkOvn5dunMvkNCuvfFTD9Bo3h8Maxs3K5wef7eV0tNyAiRW4UbUyH0etIIGhKAFDcSJqVMG2KJtws5veZw9TNyMZ9fUEigrrkCSQbToUj7g3qIAm007qNaV0PrwHwgqyTUdFLEqpXyX5mgl07qzm5qoBzJLMk6qZqBLmoHczy//7LsL7B9j1xutYIjayUkvp7W9lXfuLaNBhMJhJyywg1h3CkGpnxf3fQ6PVcWj9xxzZ9hmtFYeQZBlVUXCkZZBaUMy4ufPZ8947dNYJK+SUvAJ6mhrQaHXEohFszmT87kFikRPf2ySNCF8kSUKJfl7OEOacexFV2zYzcdGpnHTJlWx57SV2rnoDJRpFq9eDJBENhbAlpxCLRNAZjZhsdjprq9EajcTCYZZ/4zt01lbTWVuNpJFZet0tpBUWA7Dz3TfZteoNSk86mQOffICsEdYvl/7kQbbbd+MK9eK+ewMJaemAhM/VR2JmNtc8+Nv/ySX1P8b/6dh0DGMYwxjGMIYxfGX4R+n2qxwtYbtj6AtJkr5SjUZVVY83ux/DX8fmh2HDL+HyV8TnnkrIngULvgPvx32DnSVCvSEagta98OmDQvVi30uQOgGW/xKKlhxdb3cVpJYdvS2pUFid9FbDb4rhls2CnPF5GE3mGIIkwRWvivft++EPSwAFTvl/MG4ZtOyErLiX8Wk/Eb6zh16D858RCheeDvj2AaEy8ucL4ca1sPo7Qo1hiGTgdzG8MDJnLvTWgL8bWvpGJv+zZ0HV+4Ak+qQqQsUj0CcIHZZUkXRMnwode8VEvtYI0Yiou2O/IDcUnAINn46QLYYID3ueg8QCodIxlNBKKhRKJOnThAWLqxECg6CzCuWM4tPg8GsjY9UxavFtcgHUj0jBxgdTEFUKl8DOp4/+SmuEcBRhJxLfZyV6NDEFwJQMgV5xDGLB4wkdeqtQZHGNmjMZ2leNAVQpnqSSxFi37ICcOeIVREJKbxGKJDrziGxsV/moNmyCoNN1SOxP52FR/u1b+EJCh6QZIW0METpKzhDHRmz8/N/C8b7FgQF45VLR37BX7JMSgdx5QrVDiYIjVyiLlL8tVFGueFUQQIbaq98gyvh6wZ55fHJM1sCFz3xxv8bwb40JmXaSrXrMei0LxyWz4UgPj6+robnfPzwZ/61lJTT2+XhqYx1VHR4seg0rtzdj0slsrumltd8/nNAC2NngGk5yBeKMCYteizsYJKbApCw79T1eDrYNioQWoJWFisIQFAVSbHpe292C1aDFE4qhiU/pGnUy5W1uTh2fyqYj3YRiKjFV5XC7B40srGMG/RF0aRI/OnM8D3xYSZbDSMdgkKY+PxdMy6Qo2SIcmxRBWIgpKklmHQ29fgZ8bbjiK60q2we54pntbK3rG+6nOxgVHRyFTIeRl66fyx2v7WduoZOp2Qnc8/ZhzpqSQbrdxDXz8ihNt5KZYOTNuP9yU38As16DPxxDI4EnFGVdZRc3LSpkXWU3/b4IyRYdk7MdLChOpijFyn9/coSTipxcPieX771+gDS7gSnZCfxhUz31vWL8fKEYc/IT2dkoiDX+sEgcvnf7QoJRhSnZQmJ8fpGT+949TCSmUpxiobbHh8OsY2/TAHPyk3hk7REKky3U9/qYlZ/IobZBhuYvfeEYF0zPZFZeIve8U37UWNx75ngsBh1PbqzBpBcEkyEkmnWk2HRUd/nJSzJx7vQs3t7bSkWHh5MeWIcsScNkmUBEQSuLFiOKSnmbm+sW5FPb7UOvGVkNF1OERHrkDRDlAAAgAElEQVRTr59vXToVS1zlZWdDP5Oy7PzknInc8tJeTi1LoccXIs1m5MKZ2eQmmZEliVNKUjDpNVz41FYyHAaWTyqlMOULyHD/aRBEjY3ARu5PsCNsTmyAB2jj/sG/y/NyPHn4feD7kiRZgSlAIZCGsA8JAoNAE7BPVdWez6vrBHX/zWoYqqrmf4kyjXyFShtxAsdXqtwRt6T5KP6HJEmJwASgCP4/e+cdJ0lVrv9vhY4zPdPTk3PYNLNpNufAJsKSsyAIAqIIChcVFVABFUVUBAleCSIimSXDLiwsm3OeDTM7OU9P6u7pHKp+f5yexIL3/q7K1Us/n0/vbFdXnTpVdaq63/c87/OQjrDbCSEsbJqAg7qufxr7NgGBRGz6r46dDwtyRXK2eB/2CjWOnuPgbhbke8UkFA5lVUxEaxGh3OHvgdQSmH6ViGUGEQ2KeMqcOnpfebNBMUPtOmj4COZ+6zO7ZTAkUTnxZIGcFFsRi+bcBcDx2peob14H6CyZdy+RqJ9gyIUhuQB76hgK85bS0r6J3v5jFOQuoqt7H+lpE5k4/gr2HHwAs8nB5AlX8sHmb2M0iO81XY8hNfajT0wDVSI7Yybtzh30uo4BEhIq3mQ/DlsFfQtE/CGFIuiKzquRBr67WKFUbgbJSIoxg8r2fWiVETIVjW4tmYb1ncy7eRy7vQp+KYWZUQPffvg13pxVwAsrx+OMhKkKBCgJVqOh0x/ykmZKxh8NIQGeSJC5OePZ1VnDw/vfxm5OwhXyISNxSv5kXq3bPnSu1jeJGEuVFILR0RN5mizjwsyywil0+9xU9TWP+txuShoii5hVI/5oiP3OOu5XZd40KEOEDrOsEoyFsRvM7I2YkFUjbRaVbtkC6BSoBl63jcUQdLHOVkK3bOYrnhqetE/EbMvlG64qTvG1coOvliKTBSIDBEpPp6Z1BxMiLlyKFTUWJifq563CFdzbtI7imJ+K8FEM4R5ikspXQ+10jTmNH3dm8YgywO9rXwdtGmx5mNMBp2Qi6xNcxhQ9gl82Yfd94vFdeRn6xz9HQ+L76fP4kr+BWYFOPomzAs1IowQudahZJ/ITxQsEoQOE4seS2+Dje8X77MkidiYqVDwW3AxPLIekbGENakkThSRNW6HiHDBaR+84e5JQ80jgCwlFlphZ7GBHfQ+T8lOp7fbS1OPjJ28eGSJ7B6Mx7j1/Kj9cc4iGXh+aDm39ARp7/WTZjPznpjo63EFMqggct9QNE+qjGpTnWKlqHyAYiRGJ6bT0BylyWGjtD3C4XXzNqhJEddhU042mix9imTYjW2t7aXMN3xiaDmkWA/2BCCe6vGQmG+n0hDCrMi/sbkVHxI4GVebxzfX84IxyTji9vLq3lfRkI12eEB5/lF9fXM4fNtaOOheDapANvX5ueG5YIO3ut45wxgA85PcyTVIx6Rrrj4fIRuIYGm8SxoHE6fNKsGen4dnQjG1ZEQdfsOGuh1XLZVpSVDatzOH8vCIat9cRDhswGiNoAxEkm8rHAwGe9Zj4pruEio9UMpcWMLC+GW0gwtSSFCRVxpBtpV47QKmzhguvvpq6BonC424WnHcFkVCQ6tc3cKBtPemmfAz2JCLmAOcU3ohXc5NpzOeQcTvl31pGdulYjGahjjJuzgI+fPIxkCSyx46ns+Y4LmcneRMq2P7K88jxZIBqMmHPyaO/s51oSDz7vP19nPudO9n5+otDFisABrOZi398L/vefp2e1mZ6mhtHnGQFqy0ZLaYR9A5QOmMOhZMr2fXGK2x/9XnCgQB73319ePyERa5PUlQGeropmTaT7NIxNBzYiyTLRIMihs0uHcORj9cTi4SZd+5lGMwWQn4fPS3NzFx9Ls6GOg6+/w4Tlyynbu8uSipnkFVSxgLdRlALkPSLcxno6+HtB37J9DPOoXDilP/B3ZTAPxr/IPL+n3Vdv/rv7kwCCSSQQAIJ/IPweZE6QHhsXx5//bOg8/ke0/8d5EyB1Dx47zbxXpLh+Luw9geQnAvedrjgP8Vk8+FX4OWvADp0HYW2PaICapBEMYgDzwv/1eU/giXfFcu2PSwm85d8D+o2gKv5v5bE/TS4W6FqDcy5Xkx6j10BqfmQOw3+eIqYkE8tgOs+ghlfgXGnw2/Gw5prIRBXVLDlikRfLAyeDkE6MFohGp/gN1iFJQpA83AFESkFkDEW3G2CtDJYJTaoehPoh+KFIunhcwqFkIU3wxs3CZ/Z5h1iUh5JTPBHAzD7Gph4tkiatOyC9n1gdgjyQn8jIEM4AMvuFImWzb+G6ndg4nnQtk8kNwfRfTSuMuKKLxhRi71zhEV8+njorRGqJn2N0PPHk89zeITMbWa5IEx8UjlDMccJHXGY0wSpZSQiwdGEjiFInyCI6ILsgz5M6AChYBKK58Qj/mH1jJoRsrHhAXGdjElCPrltr/ADlkdU21kd4I9XUlScI8ZgeEAkhWMjkmotO4ftZ4zJcVWUTxy30Q5hFydhMFkmK2IbxQhzvwGn3iMSye37xLEMkoDsJYIMVfeRGIv7nhH3XrBfKHIUzYdr1p68nwS+0JheZCcrxcxtp5djNSosGpvBdYtL+bjaydPbmrCbVS5+bBv9gQi+UJQfrq7gnrePYpAlAhGNDlcAVZGJRTXmlTk43OqmMM1KZWEqrx9op9sr7odWl0hySBIU2C1UtYn7cJA4kp1qocsdJKrpSEAwqvHh8W4UCcZmJdHSFyAQjbH9B8v55l/3saW2l5rOAeaUpXP65GzueO0IqiySdakWFXcgQqrFyKS8FFRFptcbYlphKvua3aw50M6auHcyCG9jgF5/BLtZHSJ0AHiDUXbE1TUkCU6fnMtbh0YnyFUJer1hjnd6OHdaPmWZSVz9p91k2kyYVIX9zS5+84GoKlLl0fOz6UlG/OHAECnmsY31bKnr5asLS2jo9pFsVtlS28POhl4Wjc3kttPG85cdzTz04QnCMY1VE3NYev/HnFuZN9TmeZW53LxqAtf+eTcFdgveYIQap5ettb3k2c3UmlXGZtlo7vXT7w2TnmTk60vH8HF1N2Ozkqh1+theL0gsTb0+SjKsnDctf8hyJtko4w1rrNnfTl23j8evnME7hztZf7QLbzjGO4c78AQi1Hf7cVgNKCYdb1hD04VtyrQCOzVdftpcQe595xjfWFrG0Y4BOj0h7BaVrGQjTm+YcVlJ1Hf7MBkVVldkU5xmpbnPzzuHOyhJt9LY62diro07z5pIsknlopmFXP74DnY19vHAxZXc8tJBLp9TyHO7BDnwynkl3PLifo53DXD7mkN8c9k4rltcNnTedvxwBU9tbeSJzfVcOKOA7JQRE3gJCAgCx+c+sRy3rtgWfyXwD4Su6/3A1vgrgf8ZErHpvzLSSsFZNRyX+ZyCMO+OqxfEIjDvZjjyCvRWg7tJELXrPgB0KFk6OgYAOPgsuBph0ffBZBMkj+q3IG8WFC8S5HhJ4X8CZ88hND1KTuYM7KljcKRVkOmYSKdzLy0dmwgEusnPWUjlxGuZUn4VZrODE/Wv4ew9CMhIEuRlzwVJwh/oRtOiWC2ZBIMuZMmIRphYoUPEBii0dQ3f+rnZ8+npO0JKUi69/XFVQHR0s4Lkj3JHARgUB6GQ+I0wYcIlVH97MWnOPdTFenmnx4999hSSFCdb+jUyTSHevfyndHfZKK/IIdS/my1ehfLUHA72dYHoMaWpWXxt6uk4/S5ert7C3q46Lhu/mBdqtjAQEROoGjoZSaNJNDISGjoRPcZb9TsBiRRZQ1YsuCIhluZPYkPLYSyq8aTzPEjoKLZl0ukTMX22BD9Os/C7OLk0WTWhhDwEFRPBSACQ0HQEoSNuHzLFVcN7yaW8kjKOlb5mvuytJTMW4OnUCiRPM28ml9KtWvhJ3x7Od5xBiaGY+xvWcUvGYs4KtnKmt56pwS50u0Skt47Z4R4c0QDvuGzkmjJJi4W4rfNjDrtr+K1RIZyci65F2br/VWYhYSaGkSioVoj66VcspJWfCUdewUIMFwp2tGF24Mc/JywpyLrGoeRi7u/dzkmQDUjaaJKMW1KxBPoxQpy0AWRNgmU/FEUlB58TOZyqV+P2rZJQ9sgqF3ai/fWw7UHxsqSJPEfEL6xsE0ggDkmSWDAmHW8owpfnFhGOajT0eFk9JZe73jxCY6+fQy0uHtlwgr1N/Vw5r5g5pQ52N/QhA86BMKosYZAhFI9N9ze7OGNyDs19fg61uocUIru94jsh22aiyx0cpSwoyxJGRIwoI0pzDrWKn78mRWLRuEw+rnZy6qQcHr5sOhU/WUtdt48ih4V7zpnE87ubONbhxaRIhGI6iiSh6TpjMpPoHhDxbkVOCr3ebqIaXPvnPSedCw1o8wSH9g+QZlU50eXFL8nYAX+mmRV+iY97/DxEMt/HxwliWCSZ5q4B9BQb6RdN4OALNlo36jji2mxPb67n3I0RPqxSySm2kJXTi66DZjAg+6K0ofFbW5RIpIq+N7LZf6ZCYGk2Z7SF0GM6tdvt9H9kIH/1WXz7lEOkrffyYbaRb5sD/PjA87Q+ewBHVj5IEmNt0yi6bC4ml5G+DbWkTrOz/533sY/NJ1MuoGH/HsoXLkU1GqnZuRWD2YI9O5uZq8+hNiMLa0oqnm4nsqrS09yIJMtUrlpN27GjQ4QOAF3TeP3+e5i++lymnXom2199Hr/bQzjgw1lfR/X2zei6TlbZWJz1cQKNFiMajqDHbZwb9u1ioLebjKISepob2fvu6+RNqKC9WnwfZpeNpau+luIplRgtSWSPGUP11k10N9YPZfjmXfglMgqLufhHP2egt5vHb7yGcXMWEAkFaTy4j9nnXEj1tk1YU+2UL1jK0U0f0Vx1kJd/egfnfe9H5NmLoEzs6+ZnX+P5H3+Pgd4eymbM/jvvrgT+RdDzX6+SQAIJJJBAAp8fPu8k0xfc6PxfGONWQekpwjZEMUHrLmHDoseGJ/Zbd4tJ6DN+BSfWCduJzfcLQkdoAH5TLmxZrGmC0DFIKjj88jCp4+DzYkJ7yffERPYnlT3+u9j3jFAKyZkMY5bDFa+I5dsfhY6Dotqkv1HsKykDBtoBXVSYtO2HcafC5Atgz5/A1y3USAY6IewTFV79dYLQsfh7UPWKICSkFouEoadVVIANKmdIMiBD3jRRITbQJSrLJp4P1e8KEsfkC4T6ScU5wsalaCGYbUIpZPVvYPxp8Phy6DwkzqckC8ULoxUCIUAT62/4mZj8T84Eg0XYxgwqmxusQjGlYJY4LgBbPgy0CbuU0Cfmc3rFZOUoRRIUMCWdvC7ECR2fgthoK4OTCB1wsh/w8AcnLwr0nbzsk9A+Q3pWNohruOmX4n1y7mibGP+Itus3DBNK8mdBW3x8a9G4wka8b9YMQdgJuUEywMyrhFJK/Uej9y2p4hoMKncMjv9YSCTCUvLFMtkg2lPNIilmtgkyT/s+QQC56Cnx+aZfCXWYxd8T5CGTTRCXEvhC42i7h73N/aSYVA61ulmzr5X7L67kt5dUkpViZk6pgy5PiPeqOnF1DpCTYuTn50/m3neOY5AlsmxG5palc6TDQ3Wnl0Xj0llZkcML18/noQ9r+O0HJ1g9OYeNNd34wuK5ICP8hXNThyfLTarMmMwkjnYME79G3s0xXRA/1n9nKckmFVWRuXnFOHbU93HapBxuP7OCP3wsEjPReMYryajiCkTo9Ya47PGd3H/xVJ7c3MC+ZvcQNU2VJKK6jt2i4glGmVvioM0dpMc7nBwyKBK+uL2ILMHK8iw+Ot5FklEZOiYAq0llIBjlR28cod8f5tZV48lNMSHLEkc73Fwyq5D5ZQ521PcR1XTSrAb6/REcVgMtn7BSATjc6uZwq7DFykw20e0V1auba7qZWpBKhztIToqJwz85lVqnlw+OdJJkVHjiK7PIt5t5cmsjT22tp77bx3dWTWD1lBzuW3ucn78rElKDljIgKsc63UHeOtTBM9eIZT96vYr3qjqGkptZySbufL2KIoeFaEwfUtKQgIOtbv7jxYPE4lYsEkKpZfAa9vkjyBKcPz2fYx0D5NnNfGfVePa39A8pbby6r23IKsZiULh9dQXffeUQjb1CAWb5hCzWVXUQjIpWU80q95wzkTy7lbHZNnyhKLquo8gSk/NTyUg24Yxfx/HZNi6eWUCvL8zCsRmMy0pmT5OL+m4fHa7R516SJMwGmWSTivxZXu8JJJBAAp+OxEPjXxVjThVxkd8p3jdvFn8lRfwgiIYEiT9vplC303Whjti+G2x50LRZxDhTLxNWom1xsrgeg66DULRITFB37BfKHWmlMPb0/3F3j554jmg0QE7mDHIyZ5KTORNd19ix7z6i0QAmo51gqJ9YLIKiGAjEjyvDMZWevsNMmfBVZFklHB7A5++ktvFd/AEnIKMqFrRYGCk7lcmlF3Lk8JOovQH0wmyi0QG6nHvQ9DC9LjeypKLpUUxGO+gSjpzxdDh3UZJ7Hi0dm/FHegh27CYcTuPNtk4qs0ppDZ/g4hnLeKZqLclGiWfPvoMafw9XFDoJulr5UiZEMfJSdxd2YxKusA9VVmh3t3D3xkc4Y+wSVFkhqsd4rmYzEhIyEjajhaX5EznoHCb2J6kmfNEQJglC8YKINBluL4jwg2YJkNjcfhSAQDSMioyGjvaJmLFpYFjkyQ1MNyqUqDIHwzG80RAoJmyxEN9yH2ZNchnHjMLuVUanPNRHRizA1EA3fYqJGzxHKYr52GDOoyjs5tnUCuyxID5JxSMZiOk6e8yZ/CllIg/2bsWkx4TFga7zgHMT0yL99JkdyFEff7aNp9GQwv6Wl9CBiqgbAn4M7hb6ZDP3ZS3kts6NLAx1gR5Dj/rRgQdTJvKTI6+KB1JKPlLITzQawBDxgskOIRfGuE3r+7PPgKYXxMFbHLD0Nth4/8kxuCWdR6xlfK3/EKmyjHEwvncegZe/ChfHVSINFoTXgw1CXkF8OfCcID3lzxRqrHUbYMsDkDEeJp0PDZuFCuXfsCpK4IuB1/a3km+38vqBNvY3u2jq9fHVhSWEIhqpVgOPXWHmqqd24hwI89r+dq5fXMKYrGT6fWF0YNXELHJSzTy7oxmTqrBgrIMfri6nPCeF5b/+mKZeP/PK0tg6wuJEAori9p+DJI/JeSm0uwP0+SIosohFFVkoA4JQDyzPsfGHK2diiCtHrJ6cy1sHO3jiqtmUZSTx5JZ6gCHb0HBMZ16Zgzteq2IgFOX56+Zw2RO7Rh2/Kkvi6aTryLLE7JI0XP7IqBh5MDZr0zWKHVZc/jB7kXFIEm/rYSQkzsXATaj426O4TzRgLE8jK9nKrtlBHrU7meCeyy3Lx+HZfxBPRiMDybuJScX82qUwNz/MKT6dyzGJk2PUILeDuw/4uVIzEMIAMhRkuAk1qugnzOSWjyEQ7uaUAjuXXD+DE2/EGB+YTPapE4k6dCS/xra1zzHFtARjWKXotLkUnzab1l9uo+evR1jX9CCKqlKxWORzFYOB7qZGtGiMs26+DU2L8ei1lxOLRsX3syTh6XHSWVdN4aSptFcfJRaLga4jSRL7332DisXLcHUO5+4+evqPDNrFO+trMdtSKK2cQXvNMSpPOwt0nU3PPgVAT1MDY2bOHVL0KJpUicFspvXYEbrqa5FkGUdeAfvefYOa7ZsAyJtQwWk33ILRYiHZ7iDk92OyWjFZk8ibMJHSGbPZ+/ZryIpC5arVtBw9TMXiZRRPnYYkyQQGPESCQcLBAEmkDY9PScJotmA0JwoN/kUQANb9f25TCYysPv3rP647CSSQQAIJJPD3Qxr8kfRPaVz4Fn+e0HVd/5+V1/AF9y0GkQj7VZkgFKgWEcjrsfiE955h+42b9ggZz/fvEMoYacVw9A0hfWuywTd3CoIHunitvAcW3CSUCwIuMXFudQjrjH1/gWW3CwWL/wqRAPx+piBkrLoHGjfD+DNAjpMa1t0O2x+BpT8Q1ScAD88RChzLboenV8OUS2H1fUINY9yp4O2CV6+NJ/v2jt6fpIjjHyREWBzDhAN7kZikb98vEh+WdGGFgi4UQMpOEQSWQaTkCbJGy05xbiM+cZ5nXSvIBWml4HUK8kjF2YIk4+2GlFyxTe5UyJ4iJvpHKm+klYr994kAVFi7DJIsJNFPV9Pw+6GE2Mj/fwYGx8DfXE8C1TRin3EMjpW/hZR88LR/evsnkVBG1jrEMX41NG4ZbX9y6XNQ9bIg08SiQrLZ2ynG3Gchs0JUHgVdwh4lFh79ed4M6KoaXq5YQDUKkgfEVT7C4jiSc8Q4TysRY2zkORi09UktED7GFsewqsesr8Kep+Da9VAYZ/NXvQqvXAOrfgobfi7UdK5b/9nHkcAXAt96fj9vHWxnzQ3zufuto9y0fByhaIybntvPH66YQUayifvWHudE5wCeYBQNuHJeMS/tacGoyAyExIS8jLjzrCaFfLuF0oxkxmQl8eiGupP2aVAkynNsHI6rdBgVaSjZZVZldHQiMX1UpdQg0qwqgbDGhBwbz1wzly89vp2zp+Zy8awi5v3iQ+wWA4VpZg62etCBFJNCRNOJaTpPXT2bX62t5lCbe6i9ojQLjmQTB1pGq+TMK3Wwo6GPjCQDPb4IySaFC2fks6uxn9b+AAPB0cQygyLxHyvHsbm2h+11fVw6q4CX9rQOPY2uW1zKravGYzWq/P6jE3S6Arxb1Uk0pjEwwpbEqMgUOix0eYJkp5jodIfwhWOcU5nNmwe7cFgNTC9O48NjTr5/+gTuW1vNz8+fzLqqTjadEAUfqyqyGAhFOdDi4swpeayqyOJX66r55YVT8YcifPvFA6woz+IbS8eSYlHJTDbx4p4W7nytiltXjkNDYvH4DKbkpbDwvg2MzUrmVxdOpc8f5pyHt7JoXAYef4Qj7W7mlKZxwumlxxsZ9VT92qISDKrCy3taSTIpNPb6OX9aHu8f7RoiwhgVCU0TJIxQTOfby8fy8AZBzNl1x0pMqozNbODap3ez6UQ3F0wv4MU9o624LAaJP35lNulJRs5/dBsLxqRzuM2NWZXpcAf55rKxLB6XyeySNKQ4QUPTdEJRjWMdHqYX2ZEkifePdFKcnsSEHBsA4aiGMS7X/Hki4VucQAL/XkjEpv9mOLpGkDQArJngj0/kD9pUgvitP+8W2P6AUPPIqBBKkFGf+O2dNRnSx8GRl+NKBMCS2wURW5IEscOUIn6/t+0WsV/BvP9e/7qPweHnYNrVeIwmdD1Gqq146OOHP/gexUofK+b/EqslE5ennu17f8Gk8VfQ23+MDucu5s+4HUUxAToptiJaO7bS3rWT3r5j6FpsiLs/DBnHi3WkbOqk7UfTieSISaMkax6SJBHsbcfSEmFgnAHQkSSF3KzZDOzYgjdTx5GUxFw9jWr7BO46WsOCN7fz/qKxTB1jYlFyiA776dR3bOPUMaew5vgH9OhWvllaSEhJ5aG6JjItqVT3t3HTtDN5/tCrtAYCqOj0xURHF+dPZGv7MbR4jmlkxGmUFIyqAW9ExI0mIIyOpIuKeKOk49NP/i43ygoRLYaMROwz4lIZyIz66VHMTCXMfslMZaiHFzvf59HUyTxqn0qRKca8QCdHw0YOmDNJiYXwKCZO8zZRHnXxQeFyzmpcxwOO6USQQZK40lPNNQPV/GdaJZsM6TzZ9RHZWoAL8s6kSbEyN9jFvT07yNVDPD7vDpqPr6Ui4uIy7wm6zRlkr7gdqt9Fr12P15RGEhpSyDN0VmJADIk702bzjYHjFEa9GIvnidg14BZjLA4diCEjF85Fbhmh1GGwCgUXCUF2GpEPOD71CvKq38E67TLUnY9+yokzQMEc8LQItc3Og0Il0nlUkKO+sQWUeB3Yc5eIHNDZD8JbN8MZ98Pc6z/1eiTwxUAoGmPij9cxvdDO5XOLeG5nE09cNZvvvnyQXQ197L5zJX/a2sjLe1rpdAcIhGNowE3LxvDwhroh208Q97BJlQhEdRaMcbBgbAYv726lqc8/ap8mVSIS05lX6mBbfR/JJhlvSBt61mQmG4eIHiPbH4TDasAdiPKz8yaRYjbwwPoafn/5dLbX9XHP20fJshmRkOgaEETzyvwUDrZ5GJNh5aHLZ3Dew1uJaPoQYeTq+cW8vKdlqKBAiluUTsy1CYvROAF+TrGdFKsRHVh/zIkEpCORgsRUFOZl2DhlXCZaoxvNGUCbm428rZMYOu8pMRaeO4cpc5KIekJ0vH2QrphGeo3GXyM+ZqIyZbBe0ygjKUL9yZlhI725HwnonZBB/VEnC+cVEtrdilqcxGMmnRfqutl5+wp8P9sJOmiqgWNts1GnvM+BnY9wwW1303m8hsbj+7jkJ/ey77F9NB17h/zlFcw481zCfj+29Aye/eHN9LW3c9Ht91C3bxdzz7uY5qpDvPHrn7H0ymuYuvIM1j/5GMc2fcSp3/g2H/znw6RkZmEwm+ltbUbXNBz5hfS1tSArCrPPvQhPt5OG/XtAkggHAsw66zx2v/kq+gg7VWuqHb/bhSUllfT8QlqPVeHIL+SqXz9MLBIhEgrx9K03YMvIxNPtJOgdGDUepqw4nfFz5tPT2szm554mu2wsoYCfvtYWDGYLZ93yfVKzsknPH4r30DUNl7MLWZZJycwiEgxwfNtmKhYtxWAS38mxaARF/fxJb4nY9O+HJEkK0AwMSqoe0HV9+v9ilxJIIIEEEkjgJPyzlTr+/E9uP4F/JIw2KFksyB3dNZBbKdQDKi8TpIFAn5iIzhgHa+OkCdUkJq+NSUIhwV4iCBpn/loQLBbdKhJw9+bB1zdD5vjh/R17C3Y+BhPPER6v/xVkVezbXij2UX6mWK5pUPchuFpFYsJROrxN0TwxYV84R1SZTDgDtj0iFEaueBXGroQvvwo/j/s123KFYge6SOqBUHsIDYjjl2QoWwGr7oL0MYI88Mq1EO0Q2yCJCf7uuAqGYhJqG1MvhTeLKZMAACAASURBVD1PC5a61QHugCB59DcIIoHXKc5NyCPIDlkV8MpXIbUQBpywaAVM+7IgntR9CKfcDrYcOP62qJwZxChyhT5M6EjKgrlfh033fwpRY3Bqb0TarXDuaPuTky9GfBtdnP+RMKUOEx5GIrVotE2MNUMQFeo+FBLKIPpgtgvrkZH9SR8DvSeGt7XlQc27IsE7yMFQjLD3aeGpHYuIZNjAsFXDECR5mOQhq9BdHd/VJ/P88WNs3zd6cSwgXkPvR9i2eDvFMS27HXY/CUfWDH+mIcan+xNxVVYFrPgJHH0T/nQ6fK8eLKlQfhac87Ag+RgsYlwk8IXHHasruGRWATOKHbxx0yIAap0DnDoxm/HZNl7Z28qepn4umJZPqyvA/DEOLpxRyM0rx7Hkvg8BMdwHR/ucEgdba3uo6fIysc920v5sJoWBUGyI0AHD1Usg7FYevmwaf93ZzPa4zYfFILOsPJN+b4TtDX3xbTQ21jg51jHAsY4B/rK9iTklaVy/ZAyhaIzb1xxG1/VRFiq3vHCAHt9okpU/EsPT4+OT2NHQR5bNRG6qmV6fG28oRkVuKneeNYlJPxb2RTkpJiJRjV5/hEhMZ2ttL4da3Ny4tIxHNtZTlmFlIBjBFYjyxOYG9jb209Lvp8c73AezQRo6hxW5Nu48s4K1VZ28uq+Vuu7hpOOgRLDGoFKIk/RkExfPLGBuaTp/2S6ezSYFfOEYwYjG2luW0Nzrw6Qq9HhDBCIxttb14glEuXZRGU29Pq7/y16yU0xct7AUHXhyayOuQITWfj9jz57Ig1+axuwSB6oic9/a40zITmZ5eRZPb20E4GCLB38kRpHDQpJJpbHHRzCi8eTWRlItKlENIvGStjZXgII0C053AG9EQ5EFmScnxYxJlfmo2ommw/WLS9lZ38uNz+0n1WJgRXkmJelWjrS7mVlsZ+m4TBp6vLx2oINAROfKJ3dxbmUumq7jHAiNOr97Gvv42pIydjX0EYpq9PvDfOelg/zywqnsaezjrzubMKkyz+1qYfG4DP5y7Vwaenyc/rtN3LJyPDecMuaksZFAAgkkMAKJ2PTfCXkzhEpiyCtiMSRBwMiZBk0bxTr2uB2XP65SEPEL1UiPT8Qo1kzIrhST1FE/jDsT9j8l4oZZXxdx4iCaNorJ8f8uqcNgFe2rFlKSh+3UQiE3Hm8Lkh6hV7NhMoriBaMhhbTUMSRZs3CkTcCeWkZqSgmbdt5JNOpn5eKHKMhdiNffSU/PYQytPmJFdnRJG5KZB43wvGI8ikQ03YgkKYwvPZ+crDkkWTOov+Ea2u1dyBOK0bQoug6BYD++YiO6FMONQmNnBGOJnYsyuxjf0ovDU8kaX4CVOWVsbNrFUY+POdnNnGrzcjQYISPnK/zh2DaO9bXSZXJRYMugwJbBn87+KWes+QmBWJQHl12NOzjAg/vfRorHcIokY1JUgtEwGhDWY4QjIr4+rXg6nrCfHR3VaJKEBkT00cI5gzYtqqxiUU24w6MndwchAaqsUhrxsLbtLX5RcCoHFDPHzemck3s6F/hbsMRCNIaMNMt5mIxRFEkiarRBLMy65GJ2R7L4UfkiTq1+ipjbxG/sU8iNBrh44ASXFp2PMyb6HZJVTJpQXLzRVUW1IZVz8s7kjGQbL7fX8adoH+PCPVyZvZKxqspFzlqSGndRjIwtJBTRPKikEhVqH0go6JwWbOfM/LO4s3cPl7bswqCPyEXEY1INUNGg5RPWKxE/pJdBxelw7D3oHVZGKT/0LCz/scjrHFkjYtXBNmVV2Jm27RFxsCsepy+8Vez7hcvgiZXw9Y/F8lN/DtOugJJFQhG1fPV/dYck8H8cJlXhxevnkZFsoiQjiQtmCOLh8vJsclLNGBWZZ7Y1kmRSmZyfSqHDwsTcFK5aUMqEHBvfev7AkOqfBgSiOtMK7Wyr66Oq1f2pFC6zqhCKRtlW34cEeEPi2Ti4bjASY80N87niyV3448T0knQLU/Lt7GnqpyOuXHjC6aWp109tt4+zf7+VPLuZM6fk8NPzpnDPW0fYUd9LpyfE0U4R09X1+DnzoS1D/YhpQhFyQ7UTfzxOimk6ui76UtU+wJJx6ZxwevmuW2Fch07aLZM41uFh/TEnOrDCbKZG1Tnfq1DgjrFqXx1Lx2Vg1qFxWx2/K85BaR5gSTiH9+8O88TZtRiaurhFt5CNzgMEuQUzMhIYJUxldlLPLqP36aMEu9zIvX30RIxkppj5WZ2b3YqXl1wpdNq20Lr3CPNv+gWGLCvGoEqHNxmT0YVstRDxQWnhaUxcMZtkRzoNh/cQGHCjazodG2aRbJvF/IsU3nrgl9Ts2MKEBUuIhMJEggE+fuYJOmqrKZpcSVpuHlf/5lHSC4rw9HTTdrSKCfMWE/J60XUNxWQSyhqyTFpuHiarFQAtFmPnmhdJLywi6PMO2VxHwmGsdjthn49YLIYWjeJ3u4QlysIl7F/7DgCX3vVL3vrtL2g4uA+j2cKkpSs4sXsH9tw8zEnJTDv1LN596FeEgwEOf7iWwx+uZfw8kVdxd3fjd/UhSTLRUIiQzwt6Fp11JwgH/Bxcv5aOE8dZcPGX6WluoDdO/jixcyuKqjJp6Qp2vfEK2195nq/86iHSchM5vH9DnM4woQPgyf+tjiSQQAIJJJDAZ+GfqtTx74YvfDXUIDoPw0tXiaRZzwmhKmFMFjYsigmyJ4rKjEMvignpnf8JUy4SNisXPilUJQbx1s2w989CqeJrHwkiwiCiYZFgy5t2ch+83YIwMe1yWH+XsM04/7FP7+/xd+CFy4eVEMafAZe/cPJ6mgZPnSZsZGZcCQu+Dc+cK/6uv2u44gvi6gsRmHm1UNyIhQRxZcWPwdUG234nyAGVl4lz1LpLHOOAkFIlJV8QObb8dkQHRtikoAvrmeNvCyJJ0AWXPAdvfFOQYBxjRMWY86hQdnC3wrwbhA2HYhCJy54Tw2oW5lQIDlf9DBESBtVFxp0m2qt5XxBxkIW9zCjESRQlS6BxU3yR/Clkh0+sP/h3UNmkcAG0bPv0TaZ/BQ48G29ThtLF0LDxE80aQI+TPCQVpl0GHYdE5dCnwZYv9juUpPoMJGWI89qyc7ivg0gpFBVKI2vXkzIhHBD+2iA+UwxiLMT9j8ViA+ROh7a4FGfudCHlDGB2QLBPJI4HlT4mXyQsfaxZQlJascAd7XBPPKlcvEiMX9PJE+wJJDCIlj4/q367kamFdl76+nw0Tae1P0Cu3Uxbf4AzH9qMLxwj327hvgunsqepj+21Pexq6ic/1cJ3Th3HnW8cwWE10u4OoGnDTw9Fguevn8fG6m4e21g3pMAhxV8GVSYUHX4u/PHKGdz03P4hssd9F0zhrMo8ntnRyH3vVWM1SPgjOhU5No53DoxK0C0ck44sweZa4fN+7cISntjaiIRIlMV0KMuwUt/jH+pDkkklFI0RGUEuGZ+dzPisZN4/6iTJKA+RQyTAblXp949W6kg2KSwYk84HR50YRiiPfGv5WH7/Ue1QgnEkxmQl4Q/FhpKBi8ams7W2F6tJxhdPKEpAYZqFxeMzWHekix5vmMI0M9kpZm5fPZEUi4GGHh/rjnTy+v42NF3nN5dUMjkvlUc21PL6gXbuOWcSX1lQAkB99wCXP76Lby4bw4u7mjnSMYAswWVzCnluZwsWo8Jfr5tLWUYy836xnkBE482bFjK1wM6Nz+2jJe5DXZpupaHXP3R9b14xngfW12Azq0gSuEeQaa5bXMKz25vRdJ1wTB9SddGBqQUpzC5x0Nof4GCLi0AkxhNXzebiPwxPMKRYVDzx9nJTTHR4QphViTvOquBHrwtJ9YI0MylmI1cvKOFgq4vdjf009viYkJPMzGIHT29rBIT9S323lyXjM/n9R7WkWoRlTr7dwhNXzWZCjo1eb4gbn9vHyoosdF3i2kWlyPLn46iQqIZKIIEE/plIxKZxNH4sJp4VE3gHCdsKEBOxTmqxUN4LeaCvblipQI/BtKtF6TQIwsamn4kYNHsKTPnS6P0E3YAuCOafhKtRxJnJOXDor1A4H7KnnrwesK/qUTqdewAo15Ipm3Ldp67r8bayc999gM6k8VcSjQWobXyLkoLTOH70r2AUsaPRaCcccaPIFvJzF9Lcth6QsCUVMq70LI7XvYo/0IXBkExp4ak0tnxANBpAR0HXBfk8P2cB4YgPZ/cB+l1Rfj2QxPJUjdqWENkFduamQkVaHm73CT5wK1RmlZFhn8AHtRs4zTaAI3sF1+3eTlSPkWQw4YuEeGT5N3ho/5uMTctjS9sxorEovmgIQ1xZA6BElZhmMvG6T/x2cpiT6Qt6uXnG2bx+YgdNA92kGKwMRPwjo8ohyEhUpBdypLd5xLLR+o1mWSWoRcVvR11Dk+RRbV2gRFkTE7VMI9s3ySqriqexvnYbQcXIvOwx1Lo66Ql6h8bMqQON9Klm9lhEDuObapT5thS2d9Wh+ro4ZnQwI9TN+HAf12WvZFW4mxvUILt8Hk7znKDVkMKsYNfQ7ygZOGZIZb8hg0ssMtFICONAK0Ed3k4uZb0ln72mLD7oeBdHzC/UHeMKn9HUYqKuJswjjz61ENwtIp9QOAMatgnFDVeLiKclWRTtDMbblgwxzvXIsNrkmOWiSEQ1iXzIxPNFkcyW34oztuoeWPjtTx3rCSQwiEc+quWB9TX8/PzJXDq7CLc/QkzX0XSdQ60urnlaPBNvXjEWo6qQm2rm+68cIqLpXDA9H6tR4dmdzSQZFQKRGCZV/AWYP8bBzcvG8ct1xznQMlw8ZDXIBCPaqOeBzaRwwylj+NW6GhG7SnDsp6fjDUb50h+3c8Lpo8BuotUVYlqh/ST1x6vmF7Oh2klzX4AUs0qRw0JV+8Co2LA8O5njXd6hbRQJbGZ1yKIyy6hgSjIxu8TOmwfauVU3oSLxC4Jkp5oIuUOcg5FaRWN7LMq1GPnazEIurWomPQb7YxEe0a1MyxaEwEiXjxsJc4gQPwvZmSfLhJQowSl2so/E+y8BJgPhAThgChLrU5mXqnPMbaQ8R6ZlSS6bXungMmuYtuI6esItrP7Wd4jW+tDNZtbfHiY3Ywd5OXaUS9Ox5+bx3iUWtBic96aMYhLPxB0vvMPhzW9wxo3f4sW7f4gkK5isVkoqZ3J868dULF7G1JWnI0kSL/z4NkxJydz01At4epy8eNcPsaWn03b8KIrJBLEYsWiU9MJibOkZtFQdwmixEBgYLiZJSk8nOdVBV/0JFIORWGS4GEAxGCmsmEySw0EkGKRmxxYmLl1BOBCgdtdwPlI1moiG44VYsgyaxvh5i+hrbx2yaylfdAo9zY2cccN/8MFTjxLwuHF3dbLsqq+x/dUX0DWNkN9H5arV+Fx9+D0enA11Q+2Om7uQM278DwwmMyd2bmP/2rcYN3chabl5lFTO+G/eRX8/ErHp3w9Jkl4FLoi/DQG5uq73/y92KYEEEkgggQROwj9bqSOBf3X4euDjXwrCQHq8wjVnCpzyQ1hz3fB6Eb+YyEYXliPVbwvlC1kR5IX7ioUU7guXC5lOSzwZljVZJNZypkLbvtEVHarxZEJH2CcSbrv+KKxGUvMFycTr/OxjKF0CC24WFSNJGTDpvOHPomH4y3lQuhQW3ixUGawOsb4xSRAsXM2QnDWsaiHJw+oLzqPDZA9Ng3e/F29YEsSEA3FrvSkXCysQPSba9LTBgm8JMsbhl8Q6BhPM/CrselzYcpz4QBBKNA12PgqqQZA7tCj0VIttFAOklQn51YxyOPQSKGYYaBOKGIMIuoeTPqKzw8snXQCdVdAbVw+JxCfvTCkisTPQDrG4eoejTBA6knNG2JaMSH8pphHKFDpUnCeOI+oTx27LFX37NBiSBIllRKXZSYQOEEkm2cgQUWT/Xz69vUEMtIlzYkqNk1w+g6hWtGCI5U9SZnxMxfsSHgzKR6QEfN0jNpaEpU79R4IYklYMdR8J9ZErXoFH5gyv2rE/TqZxCUIHiDGdUQFFs6HmA7Fs0CNcAjb8VCSXncegaasYk9mT/vZxJ/CFwQu7mjnQ4uLe86cMTVabVBkkaOsXE/WPb67nF+8d5+VvzGd2iYPfXjKVrz+7nzZXgMc21rKjvo+LZhTgCUU5fVIOv36/Bl8oRiAcQNOFuoZBlfAEYqyoyCLJqLKrsXcUsWEwIR2OjiZ6Xf8XoWZjkOGCmQW8U9XO99ccHvo8EBGNHOscYExmEqdMyOTJLY0kmxTcgQhV7cOJm/3xxJrOsFxu80jZXQkyk03k2k1sG+GtXNPlpabLy7WLSnhqS+PQclmW+OOVs/jKU7sJRGIYFdB0icl5KRxsERVgiixRardQlG5lY7WQw/00K5mxmUlsqulhYq4No6rgHAgJCxuDgi8k7D+MikRzf4B1Rzq5bE4xf9hYR2t/EE2HCx7bhilOiLlsdiEpFgN3rq7gwfUnaOrzY7cYkCT4685m6rq93H3uZN6r6qTTE+TprY2MzUriSMcAmg67GvrZ86OVWFQFq0nlrYPtBOKyv3sa+5haYOeRy2fQ5vKzsbqHRePSOe2BzQQiMVZWZPPb9eL7wB+OccmsAj487qTLI57tL+1uJTjiGksS2C0G+vwRDrV6ONQqrteE7GRuXDaWy/84umI0ELf4UWToiLeZa7dw33vV5Kaa6XAH8Yc1Nt+2iOquAe5++wgWg8IHty7BbjWwu7GPFIuKKsucU5lHSUYSjT1elk3IYkd9L7IMJelJQ9Lu6ckmXrh+Pre9cpCX9rSyrDyLsVnJJ1/ABBJIIIEE/vXRWyOUDMesEjEZQMkpQtmwf6RFXEwQqwP9gsBecYGISwvnQ/teOLZGxC1HXoLJl4pNJBmSskXso5pE3DWSwGEeEVsNIuwVsd2RlwVRZM6NIs4L9J28bhxlRaejKlb0aJAiUz6kDatI9blqqDr+Zyonfo1gqJ9I1IfDPoG8nLm0dmxBUYx4/a2YbOmEwuI3UTgiJjFjWoBO56CSok4o5GJf1bClRiTipbbhTTQ9yuQJV1NV/TSKbCKmheh317F03s9Z+/FNyLYA6UGdimAZjaUa4WADKXoMGZ3ysRdjbfsYVQnQoqTRGQjissAzhzfzQ4dKyCKzJZRJvc+LLxKktr+D6v52klQTgaiYbItoMRRJJqZrNEV1YtIwcTQ/OYO5ORN4cN9bQ8u8cUJHqS0LbyRIb9ATJ0BIGBWVLp8Li2IkECfID/5CUQCLwTxk56IDP1rwZe7aPmyBOtaeyxuuuApn/F+DFkOXJPKSHbzdsEeQ74EdXfHxJQ0TQ9+3lWDRIlyle3hGSuGAr59LGt/k9ZTJvGqvxKpH8SkmXiv7Jvc0P8dS90GStQj2lEKyFIXnjRlMC3YhA12SmRw9yLiIm4qIG855nnfW/oxYSjn5US/dspmvu49SbewQhA5A0wW5Fl1DdTUMJ+9MdpHLcLfAjKtFvuHoO7D6AVGoMFhYosfjbdkQt3TpIQhoJjvWMctFXH/ifXFWB3MePTWiqMSSJuLZA88mSB0JDCES0/j+q4dYMi6T86YPqxDIMsTiRQYAl/5xOwPBKFt/sJzl5dlUFqRysNXNM9sb8YZizCp2MK0wFR2JmcV27nj9CBIQjFu0jM1KGlKKvGx2EYoicWREzAjgj5xcfDQQivGrdSLOKU638qU5RUy5ax3h6HBw1+0VBUQHWlzceWYFf9hYR483TFlmEs/vah4i+/vCUaLxoHBkbDiS0FGWkUS7y0+mzYQrEKUSmXlhlcfDfro8Ac6dlsfv9rdTgYQRsBpVXrpyCvJfanCpMufGXLRkmgnWurk9ZsIdjdFtUznidzBrQibBTXWskSMc0kKc0pOLJTlE0JfM2qiDTE8r2UYZNd0MaUn07ori6rMxvayFPquKP6YQaRnPgUaVBTN6iOkV9PS1U6xqYI7yl+u+w8rcizGNcdCT/hTKuALyylby1ztvxWpPA8NkkkxT+NP3XmPVdTdSPHUaVdtew9PTSd3+3RjMZiLhMEHvAHnjy1ny5atJTnMgyTIv/fR2QNiQeLqdpGRm8dUH/kBvazPdjfVIqoG1D/8aU1IyiqLSeGAvitEEksT8iy5j+yviOe7r7SXgcoMkDRE6MopK6WluIBYJ03h4/1COb9ppZ6EYjRzd+OGoMTFIvEjNysHt7ERWFNqqj6GoCqrJRDQUwmKzcdX9D7P1pWfpbqijYvEyLrrjp1hT7PHmdWLRKLPOPh906GyoJRYK0Xy0CkWWKZxcSTgQwGAyM27uAsbOmc9DV15IemHR50rq+HfAux9dkwIUAMmAF2hdvfwpz9/e6vOBJEkZwNkjFr2eIHQkkEACCSTwrwjlrrvu+t/uw78M7r777hTgVoBbb72VlJSU/+UefQ5o2ATrfiiqMQpmDy/PngQb7x9Oalz7Aez9k5icnvN1aN4BH/xY2HmYbOLVeUhMqns6hAqFaoSCmbDku/Dmt8F5BGZd8+n9eO8H8PoNQnVj6+/grAfB2wUV5wjCyaxrRyVYRkE1CULG1t/B9Ctg0vnDn8XCsPm3gmyQVS7UN8wp0LRNKIFcu04kAw+/DFlTxD7RRRIjGhTJv8kXiIReLDpazWMQ5lQoP1sQXYw2SEoXGaOcKYAGi78jbF6W/wimXiyUPwIuQWhZ9B/ChsacMmy90l3NUC2PHhN9ivgFiaBksTjWaABmXgW+PpGQBEEUGUT6eNH39DKYcz3sf0aQRUYiFhI2J/qI5SGvSPiEvXwqBtUtjClie59TlNNH40SPsG+4P5+EFvn08wdCunikLYxqEgocwT4+k6QxCMUYJ5pIo48FhNLHYOova6Igarhb4sf3iXa1GJ8NSRCgYmHRr9Z4QjXkBk+7sIaxOKB4obiXYhEI9I7YXgd/jyAe+XvEosJ54GkV16V5OxTPF77J5jQ4/d74Zjpsf1i0Zy/62+chgf+zeGRDLR8ed3LNwlIMipjg2N/sYl9TP49dMYtMmwmTqhCMxDh3Wh5Wo8q97xynoddHts1Ejy9EbqqZTSd66PGG2VHfx0BQ3CuDd8HM4jSWjMvkaLuHGqeP53Y10+4KjuqHKktkJBnxhYfvFbMqEdVAlUGSJA61etBiGp7gyHVkTKpMJCYkaUszRZKu0GHhzCm5bK/vY3xWEgPBKK2uIJZ4m4MYmUSTJej3R2jrDwz1ffHYdJr7xLPlcKtbuGcBaRaVQETjg2OdzC1zoOmij+GoRlNfgBSLgXOm5rJyYjbvHO6k2xMkK8VMMBwlHNOG2k82KcwoTmNjTQ9RTccdiKDp0BRXvnj+a/NITzKyo75vKAk4rTCNdUe6CEdFO4PnO6bp5Kaa2F7fhyLBxye6cQ6EkCQoTk9idkkaRzs8ZNrMnDk1lwk5KTg9QbbVi+dJvz9CeXYyv7hwCmMybexq7GP1g5vJSDZR0+khEtPJTrGwamI2z2xv5Mond9Ha72fp+Ew2VDvxBqN0DYQoSLOQkWykxxvmcJuHCdk2Ot1BLEYZX2j0s1AHAhGNVIuKxSAPET56fWE2VHcPXZ8cmxFvODb0XtchzaoiAd9aMZb1R52EoxqlGUm0uQI8u6OJhh4f1Z1eAuEYm2u7+eV7x3njQAfuYISDLW6STSrdniCX/HEHfb4wz+xoYnK+nequAX6w5jDP72zm3Gl5JJlUZhSlccr4TCoLP6XC+p8Ej8fDAw88MPj2gbvuuutfIiGVQAIJ/N/AFzI2rXsf2ndD/ty4umAcWhR6jov/WzNh7BnQXSWU77KnwtGXwHlY2DMWLxET01G/IKnb8gShW5Igf5awpax9TxDC7cUn9yEWga33C+uXY6+JfedME3aI2VOh9BRIKz15uzjMpjQaWtbR3X+EsspvohiThj4b8LXR2rGFnKxZgEQo4sWROpaq6j/jsE/g/7F33nF2lPX+f8/M6efs2d5LdrObZJPsZtN7CCQkBFCKQOgXAQVseK3YULAglosKNhTxiqBSYxQhQBIISUjvdbO99z29T/n98ZwtKQjen3q9cj6v13mdPVOfeWae2fl+5/P9fGZMvZWO7jfRtDiqFgN0JMmEolgwDJU0VynFBcvw+OqRZAU9Gf+ZTU50PYGBQX7OLAaGjxJP+LFbs9H1BJkZkwiH+ykpXMTUsou4Mp7Nsotupiavgh8cfYtB1cyFlefRpdqIxYZ4ZlCm2F3MIb+XlwYiDKgyazNMmJUQGwaD9MRiNPt6WVWQR0PAS1RT+UjdJRwZaEU1dIxxcZZf16nOKiGqxllVVsdlOWms62xMzh1ZUiKQiBBUo6NrJt+jEVSjqMbZcZoiyUSTFp422YRq6Ozra8JmMhPTxHPXcDSIIiujRFAMg+d6NzA31s/TpmzeTtdrid1FhxrHqcVBkrC4C4lq0CCZeTptModtueRpEVaHO3ifFuPRkmvJD5zg6+lTGTC7+JK7hrs8R1gU60dGKHTYUWlwFpGbCGBYXEi5U/E3b+GQNZtr/CfJUyMUayHmxQfQ0gohHkTWExiACsSRMWGINmtRSERAkgklwliCPaLhTZuh75jIW+ROEcUvjiyheqqJ5/rD5mzK4h4Rdw41iAc2SRJjwdBFfNq5G4pmibh52uUweY3Yvq9L5FwKasV4SOE9h0A0wReeP4LNrLB6+pgK718O9+C2mfjeNXUAxBIa1YVpzK/IBuDedUfQgfMn59HQF8SiSBztCdDti7KlfuC0ca9IsGJKHg6rQrcvymvH+3h6b+dZpPtMu/m0mG0EMqIAYjAUZ1vjIHaTPBqj2UwSJkUWVinJ5YNxFX9E5UNLK2geCBGIqSyoyKTDE2UwGCfXZRm1chndhyTaGktoRDUDT1iM1XwkXEVpHA1E0QxhBzMUSTAI5KdZaPNEqQ/GyI/nsNORQI4l6A3H0aIak+cXUZ9vwxdUeC7UQ3pLEU2ZAcpiOjHDQPFl89+ufibrk9ie18N6Tz/XqjKBbDPDTX5UgJIy2wAAIABJREFUVOy5GUy4oQCnrCEN+nGmhentLaJwepiGzW58fjcFBb34PEO4pQpyHJl0+zIIH7qKNCObY4d+RUKOEYuEcJdD2iQvgx1tVM1fRFZRMUWTqultOkXjnp2YzBYkCcpnzmX5Tbdhc7rY+NhPeOM3v8Sdm89wTxe6qjJpwWLcOXk88flPsOuFp8krr8TmcNB68ACJaATZZCK7uIyw10M8Eqbz+FHMNvvoBWGckacL+0S+Ma+iipBnjGDZ19xAd/2J0d/u3Dxi4THb1lhIqDBVzlkAus5wVweFk6cSGBog6vfz1jNPERgaJOzz4unt5uCrL7HnT8/RemgfQx3tWF1OhjraaTt6kA0/eYhIMMiRTRs4/5YP8+z9X+TQgc0EZpqZ6JyMJElUzJzD1GXnY3f98xR4/1Vj05c23yY1tKy/oKFl/feBXwMfBz4MfAz4fEPL+tqGlvWDDS3r2yZVXP6/1s7777//TmC8t9in77vvvub/rfakkEIKKaSQwtshReoYh/dk4iynSgTpUy4Zq4YagSsXZlwPK++FghoIe0RyrXufSAK4i8XL9L5j8P6HRbJg4IQgbziyoXScekFBjbAAyTxH4gxg4KQgA0xaLRRDnDnwypfE/qpWvD2hYwT5NUJVY9cvYOaNgiQRGhJkk0UfhbIF8MIdwvbC3yOUOdQI1F0nrGZkGUrnQV+yulxNvsyM+cTxRf0wYy30HAF00S/DzYKoMPuDUFgL9S+Dooh+uObXsP83QmWi9mqY+j7h7wwQC0PbNpEg3Ps4DBwXFWO9R0RyZqTya8b1oj/TS0QiUlaECsQIMSLiBU/y+XKk+ka2CWJDQY2wLTn8Bzj2/NmEjrfD21qtnAEtJhRY4oExQscIFOsY+cOaMZpA+qtIhDmNZKEnBOFkZFpa0dn7ceSI9awuQBbnOnGm1/K44xk4KeyChpvOWEZ6d/0zYp8SGq8aI4lrNNQvzounWVQXjpxDV74guoxAjQsVlOr3gS1NXFdXPQ6VK4XVkKcF5n9YJOTad0LOFHjySnGua6965zam8G+JVdPy+Y9F5bhsY+Jax3t8rDvQzWUziyhMt/P8vk6eeKuV9uEIF07L40ebTuGLqOS4rNSVZjAlP41Dnb7Ttmszyai6gSJJ+CIJDnf6iKlG8uW9RHRcRdOIeoVuGKMVSyD8hAEK022jkrOBqMas0nQkCYIxDVU3SGgGCyoyaRsMkW63MBCM0R+Is6NZjJXhUGJUmUORJDQDLCZpdPsjqC4USZHxxJKV1flgGPT6Y6M+xhYZErqeTKbpNA+G8UYSGLpBbKT6KqZypNvPqqn5bG0YIK4Z9PiiRFUdsyJhMwsiyrzyTFqGQkxOEh80A8Ix4YV+9ZwintrZzub6ASqyHQyHE+Q4LVxWV8SOpkHMskRJpoPCdBuaphFVDYIxDZtJJpzQkTDIcVn53YcW8omVVfzxYDf1vUG+f00dBek2bGaFlVPzSLOZ+fOhbjIcZurKMrhsZjFbGwbp8obZ1+Zhe+MQM0tFJdFDa+uQJHhyZxuNA0EGgnF+v7sDf1S0WdV0AhEVSZJG+1HTdUJxjcl5LgaC8dFzXpnjwBMWL0yK022jyhtK8n/ypDwnwyExPxjXTns5okiCDJLjsvBmwxDRhI5mGASiKiYZKnKcLJ+cS6bTMrqNERsYu1nBZpb548FuegNRVlTnc9XsYi6uLeSKmcXkuW30+qJEExoTsl0UptvIcFgozXKccwz9o/CvmjhLIYUU/j3wnoxNsycJK0N71unT7VkiHpx0MZQvF4T9oVNi+Y7t4lnekQ2xgIhPZt4M3fvF9L5Dp5NEHLkijimcParScBaGG8U+LGmQO03sq3OnUKG0vvN5yM6cSkfPVrz+RooLFmMYOgk1hNtVSmX5pWh6jB37vkU0OoSiWIlEh8jKmIRuaDS0rMflLEBTY2i6IHYYhookKcTiPoa9J0hzTQBTJqHoMLpkpTRvLv6gsChZMvdrDAwfIRr1EFeDOOy51E69lQPHfkY07qes+DwyKuuQFIVsmxv7i68SbO6lO32Abx8/xHB4kLc8ARo8nXiiIcKailkx02Ip4uneCOUZ5ZgVhfbAAKbEILmKxqBmYnfvKdQzYkmn2UZCV3l4+S0cGGxne+dR7jP62RlT6dFGTFLE04Nx1qtZOPt17dnzbLKZqK5iU8yE1dgooWMEZklBS7YrzWxnjymdbbZCfIr1rG0CTI8N8dXOV3jFWcaCaB9NlnTaEnFccT9BxUpCkrnO7ebXjU8ScxUyGPOyIzFAnyMLn67hcxVRYiRY7W/AbqiEUThkyaFUCxNEIkOPIWlxIq3b+HP1WupDfvplO+fHerAkY9cezOiGjtXQkBGEDju66CnFSsiA37sqmawFsIX6GJBtOA0VKaMcgj2iS0MDgrThbROxuyQLdQ89QZoxrhhkyqVQukAUkhTUwkXfhuqLRe7G0wbL74ENXxLjoWULbPq6IHzkTX3bc5PCvy9sZoWbFpZxcW0hyji7w2f3ddLpiXDTQpHv++ILh9nVMky63US2y8ovtrYgAbUlbtLsZvLSbLQMiTzJ+FGe6TATTugc6fYTjKlEEzqTcp1E4hqJcTFopsOMJ5I4bd2R1hjAhCz7aAyT5bSQaTejSBCM6yQ0A6tZZkV1HpvrB7hubin72r281TREIKk42DWuuCGmCp/S8eSOkf1eNaeYo13+0d99GDz60UX8ensrAN6IaIPVJDGcLHro8ER4MxRkazxA7kA+wzq8agnh7Q+xYlAjfUoaviNWFnWn8aKzjQ1GguU2GyskmN1dznkXKqhbCri2SsYZ7GdguBm3nEkgqpA+u4rQxmYUs0Z0WMduiVJ+XpS4xYMc8OKPZiFlZ5HhzseGl8bAXtb5N/JKcTYlDdWY8neRM6mI677xXWYuXEP/phNEbBFW3nonAK6sbCbUzSYWDNLbdIqMgiIqZs4hZ0I5jbt30N/Wgre3m76mBrKLy8ivqGLhlWvpOnmclgN7Cfu9dB4/QvP+PWiq6Jt4OIzJYiEWDmLo+uhJ1DUVV1Y28YjI8cmKQlpODrFwePSEJ6LJ3KisoJgUMguKRu1bxhM6RiArJuzudHqbToFhEBweBMMgq6QMxWRiwZVriSRJI5FAAF3TwDBwpGcQ8nqpf+tNJsyYTUZ+AYuvuZGJs+ZSUj0dxWQiXGnClZmJqSNOel4+rsysfyqhA/41Y9OXNt82G3gN+BwwjVFf8lHIyem3AFc3tKzfOani8p5/bisF7r///l8A+cmf7cAn77vvvneoMkwhhRRSSCGFfz5SpI5xeE8mzkAE6OMJHeFh2PxNqLlKqAc4kkm1Satg1o3iBTuGCPAPPCEUJqZeKiwjeg5A2RKhmJFeDIMNImn2++vg+HpY/PFzt6F0vnipPWGxUPlILxFJhRlr310ViCzDcCtYnVC7Fl78NDx/u1jX6oafLgZ3gWjzFT8VxzHzerHuy1+EuB8ySmGoSRybYoHsKggPCaKDoYljQxd2KG1bBfHAnimIHH0n4IIvCsUPdAj0wJL/hMaNsO9xKJ4nVDMA9j8BvYcEcaRsoaj8Gm4S1ifDTcJyBF0cjxYVSiLhIdH25tfHjnnmTYLEEOofI2Ok5YlkprdNkANyq4UtzDt3YPIa+BueV9+OCDG+kko7g4ghW8YRPtyiEk4xn77OuRAPJJcZ176capF8UqOiLWcROhizDDJ0QXzJrxHkDkkR0yUZimaL8wVjhJTy5aIPHbniPL8d2WXNg9C1T9jc2DLHCDeli8S3My+p/pKE2QmrvykkcUMD4vjzqsV57dgtyD5LPwV//Cg0vwErvwqTLxLjYFyVXwrvLZhkGZtZOW1aVV4al88qpirXxQd/vZs/7OlAN+BUf5Cn93RgNcl4Iwl8kQR3rxDexQfaPXzxkmp2Ng2h6mPkDItJ5pLaQqGosKKKlsEw3b6xSkmbSUKRRUXTkqos2obOVtyxKRKRpIKDzSyTbjfTPBjGniSOAPT6Y9QUp9M6FGZCtn3U7kORBWEkL02ogIyQO8YTOlZMyUWSoNsbIZbQTyOWNPYHuHpuKTuSahbFGXYCMY3a4gyGQjGmFqQxEIxTnG7DYVHwx1TKsx0kNB1Fkjjc5cWiCE9mALMsoRtj5I8OTwSnxcSamgL+c9VkNhztJZGcd7I3wGAwTn6alZsXlfFmwxAxTed4d4BgXEPVRTJvMBinKi+N/oA4Zs0YqRZTeP2z51OW7eB7r9Tz3L4ublhQxo0LxgiQ6w508pX1xzhvcg4tg2FO9ATo8kT4wcYGXj85QDiuceWsItw2M3vaPJRm2fnQE/s40uXn4poC+vxRYbNskshPs2K1KOSnWenyRlg4MYtOT4S6kgx0A7586VQa+4MMBEU7R5KhAJ7I2N8jvZ9QDdJsplHPa4Acp0jGGghiji+iimRoEpphoCgyFpNMZb6Lr19ey8F2D/MrsvjYBVUsnJjNN6+sYWqhm+f3d7F2Tik2ixgDl9QWYjMrFGfY+cDsEmpLMrjl8d1ousGySblnXZf/aPwrJs5SSCGFfx+8J2NT2XT2M+9wk1DhmLhS2KUoZkF2L1kgbBETYaFSaOgQ7IZEECpWQPtboMehZJEgSiOJ5/LIMBxNWnRkTzq7DZIsiCVZlcIe0ZED7hKhzvFXFDrGwyyZiATayciahsOWw/a93+BU0wsU5Qublf1HfkxZ8QVMq7qOiRPWMHHCGtLd5QSCXXT1bicSHaKoYCH+gLAHVWQnkiyh64J4GY/7UOPDWE0OTOj4gi1IkgmbNRN/qB2L2UlWxmS8/iYSiSAuRyF5ObNo69xMa/dWJpZeiCybkCUJ6Z6vUdbtwbKygNzsGdhNVgajEWKaiqrHkSUTMV0lmIgS1RL0RbzkmSWm5EwkERvgSMSEJEl8cvZlHB1sJz4uRkwz24hocYrC+/jk0k+j+joJR728EEoQSz5MOExWEudQTLTIplEyxl/DCJFE1bVzFoKctg0thoFEr9mJgYSCNKbMZrah6hp3+o+jSXCX9zCro8IKxSdbaDOnjxJP2qMhcrUIz5nzuC1YzzFLFu6cSfRGvHxwYC8P9G/hx+k1vGEvJk2L8rPMWjpMblZFu2mTHVgx+GnWHG42PKzt2UqX2U1UUvhUyaXMTngojg6yx5pHnmRgkSSunHYXJzSJCxLDSJKCRY+Rr4XZb86mTA1gkmTMSBy89mkeGPIwLz6ME0MUJUiKyLHoKqgx0tQQSAo6BlLJfNryakgceAqLFkHJmgj2dDj0B6HWoUahoA423ScIIhd/VyiHTlr9zkU3KfzbwmZWTiN0AKyels+amgJ6vBEufWQb7UNhQnGNN+oHeOV4LzFVEP3bhkI8e9cint7TQUmGg0UTs6jvDTBC8VI1nWynhXkTMqkryeDi2gJerx88jdCfZjURimtU5jqJq/qoCscITJKwiRmJ5WqK0znREyCi6mTaTURVEUvazQqyLOELJxgOxRm/mUK3dVS9cEToJ5rQRtu5Ykou/miCEz1BZNk4TWWy0xPBMHQ8YUFkL8tyoCgyqmZQ4LaCYRCRNUrTHMzrLCCUHsWWJ7EvGMXttnJdU5SleXmUmPtZIZnYYJG5WlKollXKMn0ofcOYyWTG7aX0+Osp9RdD1E7DkXmEBmRMsQAZ1RYiYRv+fiu26DDHmrayr6cTl38hgW4rRVmtOM1mGnxdHDIbHE7PoTK0k/OnfZDzvnAJ0VCAfb96lvJoNfM/eh2WTEGcj4aCvPnUrzmx9XWmnreCjqOH6DxxFF9vDztfeJqhznZcWTlMnr+Yoa52hrs7UBQTr/z8YYKeISbMmEXY68HqcJKIx8gpKycRiSDLCrLJhCMji1goSNX8hciKwrX3fYd9L65LngdjjNDBOEIHQo1T1zTyJlbi6+t922vXwCAwNDCOPGKgmM34+/vILCymcvY8pi49n9ZDB7joI3eTX1HF3PddyQUfvIPexlMMd3Uy77IPMNTVQUn1dAonTQGgaMpUaictoeX519n8+M+pmrcQZ0bm27bjH4V/tdj0pc23rQJeAYrfadkk8oCbGlrW75lUcfk/VSFDkqR5wFfGTfqRYRivv93yKaSQQgoppPC/iTMZkn9XSJJU9nf65EmSZP5HtjWFcWjfISwfTm049/zpl8Pa3wjShasAzvsCVK6AhtfE/O59gsThbYcfz4MnroDFd8OF90GgF3yd79wGSUqqW2TBW4/A42sgHob2XTDccvbyA6dg89dFhZbFAU2bhFpH1kR4dBk4s2D6BwSZw5Ks5A0Pw86fMfp6KnsSo8oOuiZUFyQFnGOykmRNHLMXsWUKwkXzFmh8VRzb3NsQqhHp8NvLxwgxL31GfHfsEcsB5E4VFS4n14skS/WlguiQPxU+8CsoX4xwC05ix4/F94RlQlll2WfFZzz83YI4oVhh0zeE+oczDwpnimqbjHKxD0fuWAVc0UxY8RXhF/3XYLK9zYy/ltA5gyTiyBIVbwDpZYA+poDxbiCN9IcJevZzmhLHmVCsQna5cKb4bXHClT+HVd8QyVkQyd/ufWPrjJBQBpLyzlGPIF683a3yta/BYL04f7lTBHEEGeZ+UCi/9CflH11F4luNCMsiSREEk/PvgQ1fEF7GHbsEmUixwII7YcrFgqxUPFvYEjVtfvf9lMK/PV451suSBzfz1fVHeKtpCJfVxCdWVnHe5GyGgjFah8JYFTE27/7DQR7d0khCM/j97naWVonr3yILi5K8NCuvHO3hUKeP3+1q52RvQCgxJ/el6RBXdRQJtpwasxVyWSRMkrBlGQglGKdszbHuAAA3zC9jQqYg5plkiWNdPvoDMQ51ivxCUbqVimwnJlmiP3D6vWB8snDLqQEGAjFCcX3U/mME4bhGebaDL11cTUWOgy5vhGmFbhZOzOai6QWEYoKM0O2LEk8mcFqTicaqPBcDgTgTkgoP+WlmdMPAZpbJcpq57/3TcFkU+gMxXj7Sy0ef2k8orpHnFtWdH1leyYF7V/HrW+fxg42NQopXN1g9PZ9VU/NG+/Dimny+fvn00TZfMVPcE0JxjfbhMO3DYR59s5lFE7P4/EVTRpdrGgjymWcPo0hQ3xvku1fNIN9t5aWjvVhNY/el25dOZEK2eAnmsprJS7Py6VWTKc6w448KOxm33UJJlpPHbp5L40AI3YAdzcM8tHYGNSXp/OXupaycms/HL6gk3S5UYQrTbaN3P5dFGb1uRhCIqacROgA+d1G1sOMB7GaxnXnlmVxWV0hFjujnuKrTOhTmRxsbqbv/VV462strJ/pZNimHx7Y2c8uvdrP11AC/vX0eP9zUwMObGvnuhpOcielFbj67ejJr55aeNS+FFFJI4UykYtP/o+jcBc2bTle/G4EkQ/XlULlKEDtMdph1u1g2kbST7NwBza9B+zbY9bBQZqxYIZQ6Aj3JZ/13gDVNxG66Bvseg+aNxDWVTW2HiGvnILq3vEFNfycVripCkT5C4V5criL6BvZzsvEZ0tMqKC+5kMyMKqRkcYXH18Sg5xgAimzB6x97n6HpITQtitmcxvjYKydzKrohnp+sFjfR2BD9g4fp7ttNafEKLOZ0rGY3Pf17OVr/G7y6BfQIjZ1vADD8m9/w+PULuH/tDKxlN7Oxu4kKurm3OMpji1fwYLnEA7W1fGfpf/DlYo0CiwmbBLdnejjWe5JjETNrpyzjlukrubNuDTU5p9tFDseClNvtrB8y+P7edbRi4nsRG7lp+dxQfR4usw1d17HICkszRXHsdVPO4/LKBaeRQ87EWfoqIxYiuo5FNp1rFQCceoI50b4RzQsmZRahSDJ2kxVTkujwjczZfDxvOReVXMGawkv4buZsBhQ7+YkgZsNgVmyAmCTzg4w6Hhrawa/Tqtlny+PgUCsALkNFwuCANYcn0ybzZ1cFLj3BFYl+dFchnyy6CJOhcXf1QnIu/T7Mv4OgbOaBzNkcNMzYYz7CkolP5y7laVsJaHG+0rKeqtiwiCXVEJrJTq4WYUW0CwUDp55AMlSc6+5ko+SiS9MhvwYdiajFJeJfs2vUYvXuymtZVXwZ+sBJstq2ElWsnPzAb4W9ysufF4UGnhaRH5iwEMoWw6ybhb1uQS1seRCC/W/XzSm8x6DpBl94/jBLHtzM9185SZ8vysRcJx9ZPpGybAdtQ2FyXWLURhI6S769ifq+AL3+CN6ISoZd/DuVJZhS4MZmVtjSMMiz+zp5fn8XwaR6hi0Z+0QTKrIEbcMRgjGhFGg3iTFd4LaiGuAfZycZTKoVyhI8fP3s0TuoLEv0+qIc7PSNEkPSrDKzSjNG1QlH2gVj5A4DONrtZyiUSKqJnJ7zaugPcPuySj64qAxVFzFtbXE6F07N5/r5ZQRjGvk6TAzEuWxCJ03WIVqHBVlhu57gD3Ice0LYBYfME/iJ305ZwIpRWkj6EhFDlmefQN99kpymPAJ+Nyey4+ycfIQFX4eaH04mkZbFUJOFU43VhKN2plyxjJrZRWyfvZXeSccovrGYAWcddN7Ecm8eXzVtI9OykSylFYAjm15l1/4/El0m4ZyYM3psW377OCe2vk6OeTozCldRt/oSkCRO7do+ukwiGmHFbXdislhRTGYsdjvpeflc/ZVvMtTRRiIWI6OgELPVxqw172P6itUEPUNE/D7i4RArbr2Tsul13PK9H+PMyGDq0vORTeK+bnE4R04einnsP8EISaP9yCEkeSxYtTicrLpjrLDQbLFi6Dqr7/oEeeWVyCYTWiKZK6g/znMPfI0n7rmb3qZTeLq7yauYyJ8eeoBXf/EIOWUTmHb+Sp7/1r0c2fQKB1/9C2ei7sKLWXrdf5BdkrJOTip0rAP+1uo0J7Auuf4/E+O94g2ETUwKKaSQQgop/Evi7SPevw9a+ZtK//86JEkKA4eAHcALhmHs+HttO4VxqL4UbnsViuf89eVcufDZeggOwM6fCzUJgLQCQTZIKxTbOvkiVK2EOR+ER+aIio/PnP1y5m0R6AVPq1Cg+PUakVS49YwH6KyJcMFXhJoIwEfeEpVeZjss/AgE+uHw00INRDbDLy8AJKG+kVMNWeVCXWTXL0SerOZqoXDh7xQqJHt/JbYb8cKnTwhVhcI68Z1TCfufhFe+KIgS9nRBiJl9C9RdD+vuEP0AcGI9NCdfzudOEUST1u3gLhLqDcVzhPLDa/eKRIligszJMHhiTPGhbRtgwK9Wwi1/BstYggYkyJkkSAmeFvFtskFPH5z/ZejYKQgIinnMIqT7oPiAsNTxd537PKhRQVrZ+/gZMwyRJBpJnI6041xDP9grrot4APqPnns/fw2jih7JJJ9iEwk8Q4O8adBzcGxZWzrMuA52PCx+500VZCMtAaFx6hlIULVKEHNGMDI/vUwodkiSkBIYOSbZJEhAw82iii8eFNWAI+g/CSf+PKZmYmhiP4YutveJfcJmaLBRTDfZxPkqmS/aeeF9Y9vSEvDS56BkriBPpfCeR8tgiLt+uw8JONTpI6EZXFyTy/Xzy3h4U+PocnVlmRzv9hGMaQyHEyiSQX1vkLZB8VIkrkM8oqIZEEgmvk70BKgtctMxHMYbVVEkSOgGVpNETDXIdJiRJGGXEtNANcBlkbGbFYIxjUhCI6bqXDAllyynhQOdXjq9oormv66ZQbrdws2P7x5tY1Wuizcbh7CaJAwDzApEVZiS72JaUTqfXDGJFQ+9MdpGRQJtHOHEAGaWZvCldUeJazpg8Nh/zGVGSTrP7e9k74Fhev0xFFlC1w1mlmTw6omxJPRdyyfyw40N1PcJEoovomFRZCQkEpqBNxwnqoqqrPx0K03JvovENdw2E9sbB7l+QRnX/HwH4ZhGSaadDk+EiblOWgZDownEL6yZij+qUl3g4mRvkIumF/CFi6cSV3Xuef4wp/oCzC7L4K7lVWQ4xhJUfb4I2U4z/qioIDOAPn8MkyxhMcnMKElnT6uHe547xLGeAPesmUJlngubWWFFdR4PvVoPiNtXLKHRMRziyp9uR2aMEvfpZw4D4DAruKwKj7zeiC+iMqXARVG6nR6fkB8OJ8kb8TO4dCMyxLXFbgYCcb76p2O4bWYiCR1JgikFLu48r5IHN5ykYziCWZaozHPhCcXpC8SQDCjJtPPdq2qRJAlVN9jT5mFPm4ctpwaQJNG2hGaw9tEdfGhpBQ39QTYc7eXpOxfy8RXnqLJOIYUUUjg3WknFpv/3MPUKmLhCECv+Gopmi4+nBbr3jk3PnQ6Fc8TzfNceYdey+LOCnH/gVzDhPGHr8q5gQHQYYtn8uXk3X972W76++EbWTll6+mKFs8T+3MVkKRYuWPx9bNZMQuFeguEeAsFOegf2UuV8Px5fE/uOPIIsmYgngjgdBZQWLUfXEwSCnVgt6RQVLKSlfQNWsxuL2UkoLIoEbLYMLlj8EJFoP3ZbDqFIH2mOYnYe+A679j9IPCGs9+x6LpUTLqFDz8TX/Rfys6oBGHj8V2R+chKmsJVF+WVcM3kp+/rr2RGIcWjbJi7JUvhj8wGuqLRg+CIsy8phKBblraBKDAnV0Hmmfhs6BnU55ZxfXMPOnnocksQDmTY+NRyhMmcymzoO0dN5lBx7Gj1hD1bZxLWTlxJKRMm22MiS4GrZzy7g6fo3kZNEF5Mkn2bpIgG3uqw8HoyxOD7EQF4tDd5uAGRDQ5cV4rqKRVKIn0MJ0qPYeNk1prZy0tNFoTOTnpCHCMmXuJKEhIQhyQRkC5Jh0GdyYtESZOgxDlpz+UH/VgKKheddlTzlHiPjFjgyeUKvocBkRnbkYdY0usxpXB9ooHHOh7nfM0hTwMOi0qv4YcFCXt74CB9P9LDXmkOL2c2WznXkGQn2VK/lu61vUhf3EpItfDFzDr8deB3JmgExP4quossKki7sWbSsSpR4gEmBdralF5KtBaBrDxKwV7Iz8/CzuIZOjbazKu7DiPmQY360TACHAAAgAElEQVTSIsOkfamNUoDmhaJwImOCyL8s+4wYd7e9PNaJjRthy3eEzei829/luEnh3xk/3tzI8/u7sCgS2xqHMICH1s5ka8MATQMhzIpEhydKXYmbQ51+EjpIksFAIMZgoJ8R/oVmQPNAiJg6NnZbBkNMyXfROhgaVToU4ooiN1OZjLlGXEN7/TEK0iwEYlpSHQSO9/hZWpVNVa6Lr/3pGAZglmHdR5dwzc/fYn+7KNpSJCjLdnKgw4ssQbrdJNQ2JCjJdvKpVZNpHwryvVcbRtUXR5CfZqEvEEeSYMWUPL68TuS6Fldm840rauj2RjjU4eUHrzVgAZ7AhVLkYtdwcFTstTjDzucvnsapH8bRCjux2zSOH3RTWhUnQ+5Hly3E2oZH1UL0sEpHaxkDQ7k4Sw9zyBXiQL2fnMMnOfXD+eSX6UysaGLIm8e8uXmYN6tMNRtsnxTEXjONSlOM9p35WEOf4JLPqRhaDDksceU3N1NriVNbU0fl6kWjx2gkdFyubCzmLOxd99FzSMdj+gOGJs5X6bRaepsbSESjPPLBtZitNq659wEa9+zAnZtH3oSJJGIxQKKnoR7DMDi8cQN9zWP5i2jAz+u/+SWSLFM+czYv//QHDHW0o6sqtSvXcGTzK2JBXUexmtASpxeFjCpwALMueh8HX3uJQ6++jCRJZJWUEfIMUzhpChn5RfS3NaOYzChmM5lFxQx3diDJMrIsU1JdQ+2K1Qy0t6AmVI5segVJkrC53KMqRd6+Xp65/4tccvfn+PND36ZkWg3Lrr+FnLLydzly/n3x0ubbJOAJ/nZCxwicwG9e2nzbjEtWPP4Ptz+RJMkGXDdu0mbDMFr/0ftNIYUUUkghhf8p/qFKHeMg/Z0+TmARQoZ2myRJO5MSWSn8vVG2QBAK3g32/TdsuEeoIshmofow+SKhUnDNb+ADjwnlgeduF0m2qe//29py0bcECSQtHy57BFZ8+exlFBMs/5xQnQCwZ8Ch3wsLi+X3wMAJoRwyIstqtgu/2dxqmHurIGOoUdAiogLm4G/B2yqsN8aTGCIeeKAInv0gbP/R2P6mXCxsX0ZeyhfNhPRSyCwHfw/0HoVYENp3jnk3958QyiL9x4SyCBL014v16q4VFjRaTBA6ACovFMQYR1JifqgRfndDktCRfMUpmyCrSqhy3LpBEBvUZMD5xreETUginCTgnENho3juOMUOSbR/FDLs/534M2PC6codpxE64G3z5Y4cOO/zQkXjLCRvR5IMzqSNoTSuDutM/2pbprCnUSOC2GJNA3u28LoGYUszQuiwZUHFcmFz0nMISheLjzNPtHWEaGPLGGsDCLUWI2nTklkh+hfEvtxF4vzkTRP7N9kEucXsEskuXQVrcnuhPrEf2Szsi15/MGn1A1ScL64NOHdiTDHDhzbCB35x7j5N4T2HfLeV1dPzKc1y8Pk11Xzv6hlcPaeExQ9upiTTjs0s47Io1PcGiCR0phSkkdAMokmOUVQ9fXxGVR1XUn7BABoHAniTC49ZoYg/POEEGXYL6TYh2Q0QjGkMBOPMLssgyyEqrZZWZhOOqexv945uY1J+Gnf/4cBp+36zcSi5fbGvkTae6g+yr83DiofeQDfGKrNGtmUzSaMJLatJYlphGpkOMyZZpr43wM2/2sV3N9TTH4iR57Kg6UIwe+PJfiQgy2Hmm5dPxxdVaRoIEUno2M0yUVUnouosqszm0FdX86PNjaNyur+4eS6/uHkOsgT+qEogqnKw08e6/Z34oyqzJ2Ry4VRx7yp02/n2lbUsqcpGN2D9wW7e/+NtzC/PZmZpBhkOC6FoAotJZmfzEIGo6KsfbjrF0S7xAmZfm4cbHtvNUCjBLYsq+OSFk6grzWB+RRZXzS4hx2VlRXUeq6fnc6xHkFK2NgzgDcc51Rtg/cEuDie3VVeSTrbLSpc3im6c+w49oojhi4iTUJ7l5IIpuXz8gkpmFLuZVugmyynOb7pN3AsL3GP38uFQjKFgjJiqMxxO4LTKeMMJfGGVC6fl8+0ra1F1g4RuMCXfRWlSHcUbTeC0KNz42G5+8Nop9OS1duHUPI73CNWYS2cU8u0P1HKww0v7cJhwXMUXSaD/w1M8KaSQwr8pUrHp/yWYHUId8t3ixDpoSSpmmxww7SrxPG9xwezbYcZNwkLzyFPi2X4kdng3kE2w5PMw9UpWltXxqTmXs2rCzLOXc+YK9ZBk3Gcy2alveh6L2UVR/kJC4T5icaFaJkkyEjLxeJCSwqVkZVSjqmHi8RBgkFBDtLSLF1nBcNcooQOgs+ctXn/r05xsfJb+wUNkpFWAZFBauJTC/HmkOUvIzZqBrmsU5M2hVPFh1zyEQj1s6zrOpz+6lPlunc8XxVGDjVgVE9v7Wtkz1ENcVxm2lFPiTGd5SS1/8Vp5oS/AZk+MPRE7/znrUpYVT0NPPlV8efuTfG+fkMkvkqHLkEmXJErTsrmyaiHfWnITPSEPADFd5Vt7nsMAFjkC3FUQ5BQREohnFN3QkZG4bOKC0WPNtLhIk03MtMg4MJAc2fQGRDHCJRPmoktjCpdxQ6M04ef7A9tw/hUllqVFU1lcOPWs6QYGMhJIEg6LHYfJittQWRrpxmJo3JO7mGF3KY+6xbo22YRdMdMb9tAp29i14JMcxcRlrjTuDZ3inpzF/FfTPvSBE0xM+Lghv5xZex7mG6ee4hVV5n3lc3g9Xk+6ItMqO5h94g84dJUHS9fw1cy52AyVwriPWMwv1DJ0jVfrbmduydX82V6G1+qGRATJ0MmecbXIedjS6caGu3AGrj2PigNLxuB3t7/MI4PbhbqoySHUS/uOw6z/EKqaUZ+IveuuP7vTaq6CG58Xyh0ppAAsnZRNbXE6M0rSefauRfz8ptk8v7+Thzc14LAouKwmHGaZQ51+Jue7sCgyugFxzSB2BvcqnNAoScYIBoLoUN8XJKYZo/aXIzDLMBCIIQPLqsbUJHoDcUJxjfveP02Qwy0KV8ws5o1TAzQnCfrpDgsvHu7mQJLQASLOHFGbBPCEVSQEob1tKMwPN57iF1tbAXBaFCQgAyhHwpJsmmRAlstCWZYDkwR2s8K3/nKCzzxziO+/egqTIuFyWriQAPcODbMkInGpbKEy18mvr1pAxXb4QH4bbR2F/GzIBdkdaH6N/NumkF1nItERQMfgkUyDvDtmULDERE7WIIlAkCaTl+Nbj9HduodYxotMWCvh1Uvo6SkCuwXHDdWY0iwsj8l4Xmgg9PR+am6IkjsD4rEQmiGT6AigBuOYehrpPHGU1x77GWpSycL7UjP7/7IOm9tM+fs1JlzpYPKipZROr2PCjJnEIhHmXXYV2aVlaIkE0WCAiN+Lr6+H/pZm6ndsJRYOISsy5XWzkSTpNELHCAxdR1dVNvz0h3SfPE4sJHJlruwslqy9kYVX34Atzc2MVUky5jgrKKtzjEMw1N2Foev0tzZhGAaBwX6iwQAT6mZTOq2W6eetREvE0VSVytnzkU1mdE0TxBMJfnbHjUR8PnRVHH/5rHlEAj4kSWL5jbeRVz6RnqZTxCNhoqEg8cjZFrXvYZwPTH+nhd4BNcDy//+mvCt8ADGcR3BmJWMKKaSQQgop/EvhH63U8ffCudL2EjAf2CpJ0qcMw/jZP7lNKYxg/ocgo0y83M6uFPYmT10DjZtg4vmCCPGXTwuCgGyCBXf9z/c166Z3t9xgA7z0WbG/G5+H3sOw/Atj1it118NbDwu1hQ33iGkjlhuVK6HlTUHoAMAQL/9jAUEgMDSIDMG2/xKqGi1vwFW/gqt+Ces+Ag1J25rBU9C2XWxn8JSw2fC2C3WOQK+w7bClw83r4YnLhKTvZT+C0vmCiPFW0m5lxrWCUHDkGUEuyJ8OLclK894DY20EQBIEhXhAKEKULhDWHiAIBRLjJIbPMaxOrE/+IcPqb8Gr4wk0OkjJqNvbBvl10HfoHJ3/NiodAFE/HF8/ZnMysnzuZBioTzZLH1PKcOVCMllH7Aw7yJGqLWs6xKPinL5277kVQKLD8Ob3RXIq5heKJXlTBfEDxhQ1ol7RT3pCyDerEUGy8bUJgoclTZAwmjeN+X23bBXknLQiuPQhePIKIesMcP4X4PVvCiKNoYvtBrrg6DPQvBEifjCS+zaniXPff1IovSz6+BixqugcyeIU3rNwWEw8evNcLvvxNtYd6OKhtTPp9UWpK8nAapLo9IiEgoxGusPMkspsyrMc1Pf5aR+OoBuQblXwxTSsilC60HSDQreNhZXZfPmPR8ftSyYc10/zCU7oOoGYysRcJ33+GE6rQq8vxp7WYdxJ+dxvvCTup5U5DpoHwzitCr/f1UY4KZ9rUaTT/I/VM97Om2To9oSxmxXmV2Sxp9WDXZLITbPQPhwhkiSmGICuw4EOLxU5TupK0tnf4aHHF8FtN+GPqPQH44L8YZapKXKzt83LcDiBN5Lg+6+OVS1qOpRm2ujwRIkkdK786XZyXRYGAnGQ4AsvHGJxZS6/+/BCrvvFztG73H+91kBRuo19bR7sZpmJuU6e3d/BJ/4wyILyLG5fUs7PtzThsMg8sbONFz+xlN/vbuepXe1YFLhoegHXzS8jGFX52O/2s7VhkJridKryXFw+swhDh8e2tfDTG2eTl2ZlT+swCU2jyxOm1xvl1WN9mGQoyXBw+cxiaorS+dSqyXz3lXq+d/UM/JEEXZ4wrcNhGvqD5LrMlGY5Od4TIJbQkJLqJ4XpNgrcVpZV5WCzmPjuK/W8cryPSXkuPrFyEpfVFdHvj7DhWB8vHelhZ7NQQbEoEg6LQpd37L4uSULqWAKmFrgA2N06PDr/5aN9FGXYuPO8iTy1q42a4nTq+4LsaxvmoxdU8cyejlHFkqtmF/PM3k4yHBaO3X8RZkVm7aM7yHRa6PVFeXRLE5+9aAqecJybHtvFfZdN530ziv7GUZVCCimk8DchFZv+K6PmWkhExLN6WqGwYtnzE8icKFQD3cWC+KGrghCe/j+z8MqwOrlzxpp3teyx+t/S3beThKcR0opQtQjlJRcCkOYqITN9El5/E7G4j74BYQ3pdBQCUJg3n67eMWl7CQuyIqNpUTRNPPN5/U14/U109+0kEOxk5dIfIMtmNrx+B4GQsD5t6dhI38B+AE40/J5Y1vn0xMMMZF/K3s59vHmqnm8u/xBqtJ/40Fs481dybc2l5Njd/KV5z6hixm01q7ArFh47voXPzFxD+3AzbZEowURklHDbqBl8zxPCpph44vjr6BjEtATFriy6guJ5wG22kyuH6E/IbAvAVr/OCMlf1OAbvNAkxG+yLC7OK63hj007uXtYBSS8Fon7c2M8M2TijY69TM0s5oSne7SfOkxpfD5nEdI4sscIFCQ0DLpDw+ztazpt3vSsUhq8PaP2L6FkgUTYZGdT5nRiyd8/sBRTlAiSrceJSjL9pqQNnmzhSNcRvjltGX/a8xSXZy/lbs8hOhUXdwSOscVewvyD2zFJBpIkcWvHa2yx2XH2H8UrmZFkiTgyp8zp3NG5Edlk4TfyFKKyBYthgDmNYd2Ho+E1VmTPwDH1ErIO/FKoiHbvR93/JEfTKgjMvIllwWaK9z+RPGgrrP4WxsufRUJHR0KO+SHmE3kKJLC4MOIBNCROVa5hmmKGI8+JgobJF4ntyApMuvCdL/oU3jOYMyGLb1xRw+3/vYdub5Q1NYXEVZ29bR56PGE8YZF/kgGXVeHWJeUc6/ZzosePP5ogoRlkOoQqRo7TTGWui7JMB7luC4VuOz95Y2yMWhWJmDam2GFHKEc29AdJsyoUZdg41SfUEn+0qRFFEgUIn31OKBNWZDtoGQpTW5zOb95qFaKvxtkZrJHQ1GCEM2DQMRymLNuBOWlxWpBuo24owQt6nNygOEYd2N4wSPtwmFml6cwsy+DRLc2UZtkZCMSQgGgoTpkkU5hm5bk4xDpKSFj6UJ/zobYO4beb8A5nUD3Jzu6Yn7q2ieS3RJC2H0VPs/CxwDDhsJPDP4tSfnEaWRnNxE7IrFMzyJF0fK3zmTFTx3irHmvhIuwqbP2v3TT5w6y8fDKdv8/Af9DExIIotoZTLH2gjp/d+A1yer+NuybBvXkXUHvPCl5/6mFObN3MkmtuwJ2bh70mh5UX3M7Rnq3sOfohZn3sv+ndKtFx7BBV8xbRfvQwBZWT8R4sxur2kD0xE7Pdwao7Ps7vvvwZtjz5ONfc+wBDnW30NjVgdbmI+v1k5BdicTgY6mwftUIBYeNSPmsOkxYsoWHnNnY8IwrMqpcs59qvfZuc0glMqJ1JIhZjw08eIh4JEwuFkCQJSVFoPzKumESS0DQdSZbJLi4BoLtB5CtMFiu71j3D1GUXYOg6Tft2Y+g68UiEeDzOlMXnocXj9Le3YLbZmTh7Hlue/BU3f+dhFly5Fl9/L/7BfjILizj6+mv4BwdYfM0N7Hz+Dxx94zVu/PYPsbveQWns3w8f/Ttu542/07b+GsZbr3iBF/4J+0whhRRSSCGF/zH+0aSON/n7SNw6ABdQxph818h2LcAjkiT1GYaR+sf7v4Et3xWqBYXXjk1b+FEoXwb9xwFDkD6W3wMVywSRYQRqHF76DFRdCNMu//9rR/8J+MONsObbYnvZk2GoQZAuPrQJjv8J3nhQvGg/vl7YxkxaPbZ+935B8rjip9DwGpx4UZAy4gFBTBkhEZidghihx6Fjl0gQPv9hofYx93bxQl/TRNJQ1yCjHJw5wk5l1f1wdJ1oE4h2TEkyzAfrYf3H4K7tYLLCHW/AwSdh4cdE5cyWB4XdxyjODD0l0aZ4XChE9B8TnxHoCcioAG+LIELEfKf3X2YleEYCZh3eeIAxgX4goxTcJYJ0EPUkCR3naMP439YMiCWrHyRFtKFt2xknzhgjdJyJxDm8s0fwwRfh8YsEYUJPiL572xy7IcgTMb9IaGkxkdAd3z8Ail2otYAg1pQuho5xtirxANT/GS68X1T7dewW53nkGBs3CksYLQruUkHiyShLjoMkatcKVY/Beug+AJokqvgSAUhEhTLMnl9C5QUiOZdCCuPQH4jy2WcP8+FlFbisJpyWpGJCuo3BYIxAVCXTYUaWYCiUwBNO8Pj21uQyVvLdNnp8UTKdZnwxjZgGu1pEcj3baaE3EB0dxRJQnZ/G/o6xe4VZkegYFmOksT9EjsvCZ1ZN4XPPHSauGQwGxyRQpxamcSKpIDGt0M1/72gfnRfXDDIcZrzhBCaJUclckyxhGAZJpw/UuEZDX5BYQsVAoj25b6dFJhTXcZhldrWKqs+qXBcvHRXVq1aTTEwVdijVBWkc7/HT7Y1yrHuMHLbpxHgbJnjq9vn8+I0mTIrC8sk5PLK5kbqSdPoDQ7gsCi8e7uPFw30srcpm1bQ8Np/ox6wIdY9uX5QZxW62NQ7hMCt4QyLhf6TLS01J+qh1iVmBn7/RyOb6/mQ/wMtHe3FaTdy6pJyX717K5AKhSpRuN/Oj62bR2B/AH0tQmevCQChYDIcSxDWDobDYjyRJgnjyvCCUfemSahZNzGIoFOPBl8X9NSfpZe2JqDhCcSIjnWxAQZqFTLuJAx0+jnUH2PCfS3lyZyvdvhgN/UE+9+whOoZD/OC1Bj6xooqTPQHMSTJHbpoVWZKIJMLEkuwfwxhThGkaDHG8248vnCDHaWEwFCeu6dy6pIIbFpTxxUum8simBr50STU5LiuqbnDL4nL+8+mDVOQ4uHnhBFw2E0ursgnHNNIdMpPyXCQ0nR3NQzy7r5M1NQVMyHbgtJqwKP8sEboUUkjh/yBSsem/O6JeaNkMFSsEoQOE0kflaqHy17JJxHL2TKi98WxLF383tG2ByZeerRL4N6K5fQPdfbtYOOvzVJZdSkbfCRKxEO7yWgrz5nCy8Rkqyi7CYc+jf/AAxYWL6R88CEjIkolQuIeigkXUTbsdXdeQJJnuvrcwiKONq243m5wkVBEzRWNeDGDLzi+yfOGDTJ54Be3d4rL3B1pRZCs5mdPwBVqZYArz4OLr+NTW32KWDGqjB5AMnbp0N5GIztH+LfzupIu7Z72fSyfOI6YlGIoE+FDtai589itk4Sfe8RR35sC3etIIq+IZ0GmyEVSjyEhENRUZsCkWXmrZd3pXJyIoVjdNoSCuuJOgGh2dJwOPTqjgix2tDOoGw/Egf2zaedr680vm0x87Rkj3EzYkfMFOThOilSR0Tid05DnS6Q/70DBQkGn2jT0L5iXC3OvZywOJOuLmdEyIZFl03PoBNYZNV5kfG+C4OYNuswsMgwVWC3fM/ADf3P00dwztprZrkFsDQ2AvIkdP8JOMGUQlhbdcZXQoNi4Md/FR70GysZBXMYclE2bQ1bWb4nAvGckCjJtDTSiGwS4lh5u8R9lrLWC5WQV/NxnAK5Zc/oyTDcNBNnxkN8Ubv4JqcdHTd4IZWoiP1b/JspIJY42v/n/snXd4HNXZ9n8zO9uLVr1bsuUq926MG70TOgklCZAESCUhHUhCQgklJIFACBBC770YDMYFN9wtW7YkW5LVe1lt352dme+Ps2rGJO+XF66XhL2vS5e9szNnzpwpO89z7ue+zyTob8cmmWiXbRRpyTj7pFuFqmnVG4KwIZt5wDWJ9oSF20EU57jzh0kdKaQwAu/sa+elnS1cvXwcLpuCJamuWOC1c6DNz5Q8NzEtjGEYRFSdXU0D7G4awADmlnip7w6hagahpFxjT0hlTXUXsgRzS9J5s6J9KDZVZJg3NoNNtb1Dy/zJ7ZqTRQ1zSzNwWs3savLRPSIuVWQoTrdzuDcMCIXBipbhuNBuMaHr+scULc2yII9ogKYZ1HaFcFtNRBM6/ohKnW5QAPjMEnLCQDdgc30fVkWmP6zy59UHSehQ3R5AliROmZZHoCvEjR0GT3XH+LMRQ8kL4lAVAnIH+WlhngtLrF1cwTOXz2btE7WULnDT9JGHDNmBapSg90OZ5MLat5+eQyoZ18wi3hQg1pjPPksv0z0hjAgM2MbSvh4kBTIzbeR2FGBqVulvsRPrh9rQBEq9/fzjB9chW+K0ZF9C+qFrCFQWUXK6xMITvs+xF12GJzsHAFuZl/Ky01DfN/BkZ6OYLXhy8iidNYfDe3Zg6DrRUJCw/UPGZV5Lfc1fee6mH5M1poSxs+fT1VBH9eb17PtAKE+ZbXYAQgM+TBbLEKHDpJhxZmTS09KM3lAPusHkY5fTuHcPhq5TvWk9ZquVlqr9aAmVsbMXEI+EsdjtmO1OTIqCnlAJ9vUOn0jDQIuLuLmnuZlYOEzO2DJ87a0kYlEcaV5mnnQahZPKCfb3semFp5h9ypl0Nx1m4TkX8v4jD+Dv6mTeWeeSM7YMb24eCVXFpChYbHayi0txZ2Sx4+3X6G1u5JgLvoJisWCx2UWc/gXCyjVXeoBzP6Xmzlu55krP6cc/6v/Xq/57kCSpBBjpc/2sYRjRT1o/hRRSSCGFFD4P+ExJHYZhrPi025QkqRQ4C/gGMB3xLi8D/5AkaZ1hGH2fvHUKnwkqX4HM8bD4e+JzsBtatsOMi4R6giMDPvitsDwZSegAkXireF6UWv9vSR1aXJAv1IhISFy7EZ6/DDb+CRZcLQgUMT/kTYeLnxLr+ZqEX6wjUxADKp4Tti17nhFqGiYrZORA3yDZQRL7wRAywMGOpNqDDnuehsqXxGqDZIZEGK6rgHA/3FkKh1aJyf55V8G+F2H/K7DrcTEuUZ+w4Rh86c+bBqf+Ht68DurXDx+n2SnIBk0fCuKBJIv+X/oKfHAz1K0eJhkMQrGLhKbvsPg8itCRDInVkDhHapLUoB4hH+hrhoFWoUgR7ReJUdkE4Z4RKx2RJ4/7hW1M3WrRz8K5kDMVdv3jf3ZOo0cchyNTWMcoLnj8zGQfk3LK8SMtYD6hT1pMqHE0bBCfFZuw3gFBxkBGkFl0aBuZfBxBWOmth+q3BFHElS+uAUODj/4yvLq/GbY+MPx5kExy4HVRORgNgM0FX31T2AVFByC3XCizaHFRNfjH6TD9Ajjx1/+z8Urhvx67G31sOtTN9AIPz3xzEQBNvWG++uhWphV6MEkSqqZT0SLucZsiSAcAPYE4C8ZmYFVkGpIJLQCvXWF8josdjT5MSTWMrkAcA9jdPDB05dvMMjF1mOhVnG4ny2VhxaRs5ozxsrvJN3S3KRJUtQfw2BTcNjM/P20y5/11C06LiVBczERMyfOwpb53aBtBxBhBJEPYhlgUmRZf8l5PIhQX64VH9Ke6YzjWH2ynpT+Cy6rQ5otSnG5DlmUae8NIwP42MUYmCbLcVl6raGP9wW6m5ru594NDBGIamiESihXNPrKdZrpDKp3+GJctKmFrfR/+aIIl4zMxDNhUJxJHEVUjWZCG06pw05nlJDSNx7c0oWrw1r5h2fRBbDjUzUs7W7hwbiF3XTiLTn8Ui0nG6zCz4WAPiiyx4VA3pVlO3j/QxSnlOYzJcHDRvGJOmJJLms2My6bwi1f2EYwmuHVlNbIE6U4LS8ZnsrG2d4jEoWoGDb1h1ly/nNvermJNTRcdgTiSZDAlz41Zkblr1UHaBmJcMKeQNl+Y+WMziWsGCd3gwfV1mGQJp1UhEFGH7FpMMLQvEElQ3YCoqnPWXzag6ZDtsjCtwIPDYuLXb+xHNwy+dkwpf/uwnvJ8D72hGP1hlQKvsPcqz/dw7gObMYAntzRycnkeD14+l5vOLKc/HCfPY+OYcRnkp9n5xuM7uHpZGSdP/f+Q6E8hhRS+UEjFpl8AhHug+wBkTRIEbhCkdbNTWFsu/B5E+gRp26SIWGYkBhqhcy8Uzv9fkzoSiSiqGsIwDNzuQhyLbuS9rT8jo2U1k8rOp7NnN5FYP/NmfI/jFt+F2ezE6cjD5z+MxzWGxuYPaOvYQknBCtq7PsJi8ZCeNhmfvxYjqfQnSxbURAi7LZtItJtItBtJUojGouzcex89/UJ9TTHZiUR7mD75CiM9RdIAACAASURBVIoLlrL/4HM0trzH+751nFyykAXWfjLi9Ww/9Cq37dvGNzJNhLUEphHskfMmLGYgFuKkl27CIitMNGu4TFART2Nx4WTeb9wDQDAR5SuTlzE5vZBHK1fTGOgmqsVHjU2GxYWKRn/SgjKoDs+f2E0WXIbKEt3H1Tl53NrRPmpbs2RCNTSeOrQD1dBYkDMewvUsyRnP7q5GZAxq1NHvkwAv57ios3q5WzfoivoZ583FY3EQTajs72tiYsLHSZEWXnSV0aF4OFHtYZUlmzman10mcS0YhsHNPVs5PdLE7zIX8opnAgktQa89k7t2Cg7XJucY7CMm8cxaFF1xMjPaQ63Vy0vt77LGXsQjnnJqLOl8Sw1yxs6n2Y6Vemsuq7zlnO7bT8KAt11j+eHAPrK0CHZdozphYhLQKdspiAe5rm83GxyFcOg9jIPvUFt2GqsG+rimZzv3da6BEfxlY//LPOCdxRhnKYti3URNadjjA/D+DZA1WeRJxh2H9OVnWOrroNQjJnJZ8iNxL1S9Ca9/Fy5/RcT0KXzhEVU1Ntb2sOFQNz84cQLrf3IcAE9uaeCxzQ0cMy6DpROyeGjDYRyKTFSNJVV4BPpDcabkuanqCBAcIeQ6u9hDQ0+Y7Q395Lkt9IXjxDVI6LC3WeSHFBOo2nDmRgJcNoXCNDvnzCrku8/soisw/NwxSaI4wGKSOH9uIfGEQUWLfyj+VBM6OR5hVWlKqhgWpFlpGxjuWKZDYW5JBmtruhj5iGkDOOKZE0vodPmjQ2qXBqAZBm/vbWN8jovTCTF1TBpSUwyLZiKsqQS7zYRlGxXWAS6ekk/4sQPcHDLoiLt4x7ePR529PLGwlAdjEuYslbqt2dhtYTJae7GWeGj/KJuYnkv71f30vRDG5+9mxrQuFJPG3n3T0XUzaiLEqY/JrL5WJ9Rmx1/fy1jXDMbmTGR7y36M2HGYnAabbtTRoiZOfCgHcsDfYOAeA2osQkv1AZxpXqq3bKB5/14a9uxizPRZqNEIx158KWOmzSC7pJQxB7/B5hefIR6JsP0NkSdddukVOLxewj4fJrOCGhWKHPFImK/edR8v/u5GIv4B/F0dTDvhVOq2baZw8lTe+9u9eHPz8eYVYDKbmLhoCc0HKvF3d1Hx3lukFxTS39Y6ygIlp2wCPQ316Jqw4JZkGUM3qN2+mY7agyBJONMzcHq86LrKc7/6Kdc+/DTttTVUrnkPh8fLttdeINDbS/vBKiRZRlMTrLz3bgC2vvoCZ//ol0xYuJgv/eRGzDYbxVNnkIjHaNy3h5qPNnL29Tdgc7r+rfvrPxhFwMclsv49mIBC4DMjdQBXMNqb/O+f4b5SSCGFFFJI4VPBf1w5o2EYDYZh3AfMBn7L8EyrC/jh/2XfvrD47na47KXhz1Wvw9pb4fGz4cFjhcrE5vsEWWIkEnFhaXLdPjjzj//7fuTPhJ8dhqnnQM27Qir0jD/AN1aDJx/cuSKJt/spYcNidcG7v4CalbD3ebAnfTh3Py0SfONPEAmMQUKHYmcoT6snINgpFDXiQaFgUfmyIE5Y0wSpYtYlcOafk9taxLomC5x6myAnxPww0CasYaxuOO9hOPkWePP78N5N8OT5giCDBGbbiHGLQv37gggDwprlgn/AwysEecKe8fGxmXSWsIwBhm77pKfuUFg952tw9YeChAGQNV7YzgA4c5Or6uBvEaob0f4jCB2DSL4Pm2yQPxsaksocugot244gdPwPH0GDfZUVOPVOSAQFCQJDEDSu3XL0bSxuRr+fj0TyuAcJHTlTk+2NiD9G2cQY4hpw5UHzFjGe8TAE2wWhI+mZDQiLnSFIot8lx0DaGKHyEukDQ4WIT5BTFJtINNethRcuE0Sfriqh8OJrhLY9/7NxSuG/GtsO93H1Uzs5sTyX+9fV8c6+dqKqRjShEY5rvFvZydv7Omjui7D1lyeS7jATTei4rSZMklDB2FzXS5d/ONkxNtNBtttGodeOzSzTFYzRO6KqaWTibeHYzFEUKbvFRFN/mPm3fsDuZt+o7xKG8C9+6qqFpNnN3PuB8MsNx4cnB7bU92KWRdIM+BihA6CiZQBNN8hymbGbP/l5MTbTQaHXPvR5Sp4TqyLu/eoOoSrR3B/l2uVlXLWkFLNJZrAr80szWDg2kxd2NJPrtlLdESCQNHjeXNdLQtNZPjGb318wg8XjMjnUFcQfVdGSurwba3sJxFRkaXjMspzChkYxSfzmjUpcFoU5JSNtWgWZpiBNPNs7/eJZk2a3UNk6wJI71nDWXzZy0+uV3PzWAdbVdHPL21XsaxnApshMyvfwyFfn8fTWJtbXdHPl4zv4Q9JK5vmrF6HIEsXpDr6xZBzbG/r4+jElrLl+BTOLhomVHpuZNTVdQ/LC7X6VQ91BXFYFW3KsX9rVyub6fv78QS0nl+fyxnePZUyGg4iqk2ZTMMnDz1cNiI44v6ouzm1XIIaWPLXdwTiVbX52Jf2r8zw2rnlqJx6bwtwSLwnd4L4vz+I7K8Zz1sx8LppXzNSCNM6emU9ppoNcj/gtuPG1SpbfuY7uYIzxOW6iqsaBdj+Nff9E3SmFFFJI4TNAKjb9nCFjPCz9JRQuGF5Wt1rYrWy6G+reg/bd0LIV/K2jt40FIHcGLPmZaOd/iYnjzuG4xXdiMlmob3oXX7SbxfNuYsaUq7BZ0wHwBxroH6jDak0jFO7kYP1rdHRtp6evEiTxA11V9yLpaRNw2LKJRHuGCB0SJnRDvLNFot1D+zWMBE5HHv0DhwAZs+ImoUWYVHYB+TnzAXC7ionroFlz+dmC88k1OtF1le6+AwRiQVo9J3Lc7OuI6wn+VvEu31/zEH/c+ToYOhkWCxbFzNs+Mz9tsvBkR5RDI2xPvlZ+PBO8Bfx6y7M0BrqRj4j3zJIJr91JID78PqqMsEiJaHF6DYgv+C5z516G1yrEcC6asASAXKd4n1IN8c6xrUsoWa5sradP00cRKqzJdvNNMnbFQknmWLqiYm7okK+dnV117O8TSnIb7QUsKzibLbZcJib81KNgAF/rFXajJl3DrCf4Wc6xHFvyZV5wjuXU0jmcnFPKjTVPc36SQKMWziGyQliYKrrG9Fgvp8S7ea7rfX6ktjI+7uOygSru6d3CucF6KoMhpGAnZ4cbKdAjXN+9mR9kL+XBKZfzuruMm7MWoWAgGTrV5jRiyKQZKt8JHuACw88xVgu/q97CWls+vw5pXNS/j92WzOHqLZuXhEVMKn45WIdLsVKq+rEv+iaQ1OXsqSaGBPVr4ZVvMtvuIN1ih1U3wNrb4KMHRJ7DkQEH3hSFKCl84fHbtw7w3PZmZhR5ufThrcQTOv6oSiyh0xeKs6W+jztXHeSmM8q55dwZQ7FirlvkTQ73hNlc3zcqxjtjeh7dAZUTy0X+qSMQZ0R4MRSjWRUFp9U0pCtrNkmU53u4672DXPS3j4jGtVFZoJhmcNykbO66cCYbD/VyqFNcw4Pxp6obtPqi2BR5KDYdSegAGIhqvFfVxdcXl2BVpKFY82i4ZEEx6gh70ZlFbkySIKZUdwQxKRLVHQFevnoxj+dNYKWWRl/lFPY2lHL6ueMwDvTylBqhWcqkYYOD2b5svqTZaLhXgdwM7OXpjL0kjYIpQYKr6pGmlHBfcQW7Jm3FWCcT9Gdht9pwOkKYlARR6wE6vD/DH/ez9TadsvPA6k1QXNSMI7aC7TsWM6H8IhL2BuLhMImoODZ7Juy8R2PVFTr7HtZ55dvvU7u+hgMb1rLy3rtwetORFYXjv/4tJh+7nG2vvkD1pvU8e+OPqd78IWVzFzB1ucgvzj3jXOLRCFpc5ZRvX8cFN9w6fH5CIQ7v3kHEP1x8duijTUQCfpzp6ZitNvrbWzm8ezu12z5i3ROPcPkdf+acn/0KAFeGyOWazOah7bvqDmGyJvOIhoGh6WDogtCRXBbq60U3dHqampAVBS2RYO1jDzFuzkLaDlZRVD6d5ZdfxayTz2DZpVdgUhTyxk9i8pIVuDKzcaRnkFBVHr3uW7x5z+3YXC5cGZkE+3rpbqgnGvpCPis/bRbLZ+ZdIwkZla+PWLTXMIydn7B6CimkkEIKKXxu8Fnbr3xmMAxDB34jSVIucHVy8deAm/7vevUFhe2IKqbZlwuVgf4GaNoCDy2DnPLRxI1EXEh57n4KrtkoCBefFgZa4e3rRaJu0unwFeG9yJIfCbuUY78v7FKatsBAc1IlYwCmnSsIKbJJSO9OPBX2vwpIkDVBKFUA6IPBnQGyBYgJosPgcRlhmH4hnHUvmJJBhWIXBAOLE8rPhsMfCqLEZS/BA8eIif4ZF8GbP4C9LwjSCBK8dyPsfU7Y2XRViX0mE1jkTBGEkIEWoe6hWIUVicUlSANDkKBh3cfHKXsqdOwa/rzvRWEHUrd6eBzjwjqB0GibgqE+DGGwRmIEtCh0VCSP5ZOgCwUPY8S2FndyvyPaHCRNBDtBlgWpZLAPkgn+PH14e7NTqI5oMbFvxTpM3BjarQr5cyDQKr4L94hzI8ngzoOi+bD/tWT/FKHIAULJJOoTCi2D7Qwdb1ycU09e8rpJwmQW19LxN8HfTxJEjVDX4EBC1A9PnA3+dkEkCvXCaXdB6bFw+atwR4kgf1yeUvD+omNCjouL5xVz3ORszCaZqQVpHH/3OkqznGy74UTueLeKf2xqoCTTwV/WHCLbZaU/rBKIaWQ4zNx94Uy+/fROwupwgmlQgra2O4iRXKwZYDFJxDVjlKGSPyImDhwWmXBc52BnELdNvEYYhvBIDsaGnw3huMbZ9wsP+APtR1fiOLKQMtNpIRAV1iKDGCQAHA0mSahBLBibwYs7WoaPqydMQjdwWxWcVpkCr1C1uOHVSsDAajYNJQg/OtyHyyKjagadgdjH9rG3dQDDgHU1XZRli4mFlXvbhxRHAPa2jC4eKct20R/uJxDVeGJz45FPR3I9Vq5ZVsad7w1bT80q8nDDGVO4490aVM1gIKzy3v5OrIrMT0+ZxNbDfVw4t4BXd7VQ2TrA1vq+IeuceSXp7G0ZIKJqQ8skCbJcVibmelg+KYdcj40fnTyR9TXduK0K6U4L0wvSqOn0D0kNyxhMzHPR2BMede6n5bu5+smdfH1xKb86ayqt/RFafRGe297EKVNzeWpLEzqwY8S5UiQwKzKT89z4wgm6gzHmlXo5flIut71ThaYbVLUPsP5gN6qm89f1YlJmR2M/kiTxZkU7a6q6CMU17rhgOmfdt5G2gWZu/tI0jpuUzdt727h9ZTV/vHgWmS4ru286CVn+5ORqCimkkMJniVRs+jnCkZYq0y4S79Ide6DnEIQ6hD1L1qThdWJ+2PoXEQ8s+sGn2p32rm1U174AwOxp15LmLsEwdMaXfgm7NQOPawwbtv2ahBZD1+OARDjSxcRx51NV+wKhcAdezzh0PUE01oNZcWEymYnGfEjIGENvGYO/gQah8LC6hZoIsGjOL8jwThgeIsWORYbvTplLltWOYRjk5cxnVyKPHGUlyFYWF07hJx8+illW6I0GyHN4mU0d3/B28FxoHAB6cp/xpGWIBBz2dw4RMQDMJhMxbfhNSJFNHE7anjhMFsJanIShkWVz0xMNIAFOk5WL1jxKR6ifgXgYCYkXD4lCgZbgCEn9EQgCEd2gd8T7WSwZL7ZrOnc01rK+7Z8L53SZxVxUiyWHUEK8Ez5adi62gXaikoKWJP/b7F78kQEO9DRxTlYeM+M9NJld2HWVP9Q8yZ/qC5Bc47ivdzMbHEVc0rMdHYntONiUs4wf9e1C0mWed0/Aamg8qkcwT1mG0lfLxP6DxGQFtzMDfO3ML1tGTPZR3L6L4nCIezKO4Xt9W4gi8/28E8jrr2W/LYdfZS9mfLQXu5HgOfdE5vb2YC5eBB17UQyNBGBgcKyswtIfQ9YUkM0MKA4SiRgX5p/Cw13rGNtVg/GHcsyFs0SOIq0Qvvw0ZE8SOYmVP4acyTDzy/90LFP478dp0/IwyxKTct3U9YTY1dTPVx7+iDvOm8H6nx7Hl/+2hcbeMI29IWo6/TjMJsKqRmcgznmzC8hLs/PAurpR5Im3k4qGL+1sRZElEklihMeq4I8N55USyWeKKfnYi2sG+1qHCQH+2JH5Klhd3c3qakGAG7RrGcSgtWf0iFh1Uq6Lms7BiXnRl0c2Nv5TH7d5JemsrupEHRHPVrQEcFtNSBK4rGZOLM+lYyDKRY9sYSkKl5os2MdXU+UKc/9b3VyBmSdQ8R/yMMkcZWF+O+6oh6aohe5dGk2VCdpriiiYNYnQ4TjqnWau7J2NUzEYcIZIt0bo7RvPlh2lyLpM7vFr6Kxop+F9lUQbdGyFiGUv77c+jav3h3hLwLEwTnvlD3EpJ5MR+DZL7gBbhkzzejGWA41gajiTsmklmKd9iDsjC3dWNh7HVLq3e1j34t8xkupOpTPn0FCxi876Wo77unglstjtuDIyyBpTwoT5x2C22ljx9W/RfqiaGSeciklRsLs9RAIBwCAWCuDJziXi9+PMyCQWHibv50+YxD+uu5oLbrqVFV/9Jrll49moqoT9A5TNX8iON0TuTB2h3IFJJjO/EJOioMbjBPt6mX7iqUgG9DQeBsOgbsdWAj3dREMh1IjIk2hqnMbKCvxr30NPJMgZN4HMwiKqN65j59uvcvYPf8GY6bOo2/4RDXt2UjprLtNWnMjUZccjyf9xdbSfBj5tJkvgU25vJE4ARviU8ehnuK8UUkghhRRS+NTwH0vqGIGbEHJZFqBQkqQywzDq/sU2KXyWUKzDnquKDapXwtRzRYJN14X1x9rbYfeTMPksSC/99PatJeD+BZA1EYoXwISThr+bdKr4q18P+14AJEEIOP9RUXXSVSUm1jGExcjGP4pkXzwsFDNGEgMGJ/rjAUFgGWgGZKGoIclQdoJQZxhE1euCODBG2CVwaJUgSjx+JuhxQVYwDJh7BcQj0LoDQt2C0FG6LNmWAUULoL0CnJmw5Dp4+Rti5u7JcxmakQ33CvsXLS4IKo50cBeK5YYmjhlpNDFDNotj6K8Xx4aetDMZOa13NCS/t3lGWKUYYPOKcx/8uM0AVreohBuEoUNG2bAiihoGRzaEhyvOhokhkkgkDVZ8KTbxp404N+pgsCeLY0yMDOhlKJwjxrd1a7I/ycr1lm3i34GkzQx6so3k+OhJhQ3pnwRmoa5hAszcK2DnP8R5qHpDkFKcOWJ8ogOCdOLOE2omh1aJcalfB79sE8ouIGxZLntZqLHEArD970IBxpXzyX1I4b8W6U4Ld1wwg7f3tnP5ohLGZDo4bnIO+Um1hzEZTmYWeekJxrk7qdowCKdV4crHd4xatrgsg+0N/aiaMfT4OHNGPgda/dT3ivvIbVfwJ+01djcPYJIgHB9OdgWiw8m10FGSZ4O4dOEYdjT0DSXFZCmpApLcrywJq5iL5hfz+KYG4pqG22oaqsYC8FhlFo/PprrDT6sviqoZeB1mZFmipT+CDswuTmN388AQSSEQSxCIQYc/Tncghpbc4YRsF5VtA3hsCv2RBJER7BKrInH2zAJWV3VhAA6zibaBKDaziYNdIcak26jqEM+wQanfkeMAsLWhf0iyV0quN6PIQzCmUZhu58ODPWiGwRWLS/nrujoM4IJ5xaiawXUnTmDOGC8Tc92s3NfOqv0dPLOtiaa+MB67mab+CE39Ea5dNpath/tQJOgJxrAoMhNyXSQ0g5+cMomL5xfjdVh483tLhvr1g2f34LYpbPjZ8Ty68TAVI5KfAHENHtvUKM59cvwtJphXms66pA3M4Z4QxekOCrw27ltziCe2NDGvJJ0djf0ApNlMDEQ1bGYTEVXnvktm84uXKynOsLO+pocNB3twWBVcVoWYarD+J8fR7gvzlUc+YnZROlcvLyOu6dR3B3htTztzxngxDEHeGZ8tJltOmZrHK7tamZg7PHGXInSkkEIKnxOkYtPPG+wZ4i9jHGx/UBDg82aKGESSIdwHux4WccNIhY9PAR1dO6k48AgFucegaVE8rjEASJLMxHHCenRv1eMEgs3IkoLDns28mT9EAg4ceo5EIgjI+PwNqGoQpz0fVYsQjYnfXAMDWTKjGyqSJGMYGkKtXEMxOUloYZyOPKyW0UUYTe3ChjLdO5EGfzd/aI6wvH8bGyNuvIqO4q/AMM7gt4sv5bHKD5jkSWeuXMeargQXlM6jp1oQac8at4A367dxbGE5XWE/61v20Rny8eeWN1EkmYShM9Gbz0FfGyDhNFuZ4M3nsL+LrvAAkaQtS4bVxUBUTKBZTWbMisIhXxuGYWCSZGyKQkgdVpKTR8Sng8QSs6SgGomPRa8SsDjeS5MzD9QRhHxAQkJGQjuCfjsrexyb2qsA6NQ1YrKZ8kQQn27QZnbRFRHvT82BHv7k76TDPZ3X08Yz151JXnMzG4rmYUgS12YvpSzezw0JP7emz2WVJRuzoVHmGkteIoxqduLKGMMf+rww4OeccICatAmUx/tobtyGXbawfNsfsCYCGMBWaw6duVMw921BxaApFuago4CoZOLYSDtpWpwVhV9CRebn0jH8oXkzGhImRwars+fyUSzOjf17YNvDMG4Z9ell7Ddn0BPxkYVGmiefrxeeSpq9mvtb34WF34ZTbhlWspx1qYjzy8+G1l3QvgfmXfmvboMU/kuxdEI2c8ak8+y2Jr69ooxwXGPJ+CzG57pwWRSKMxzMHpPOvWtqh+7LQWuTrYf7aB8YzuE4rSZcFmWIYG8ACd3g28vH8dCG+iFCh90sE1E/Tr6A0YqQRyk5GkJ+mo3z5hRy/1rx02xi2NpzJEoy7Hxr+Tiuf2EvwCgrFYAZBU5cNisHO/34IhoJ3SDdYcbAIKqKJ9OEHBfmage1ab1Dca0/qvHElkbcFhPLNBPbUOnIt1ItNQ4pKDbYbayO2LizuJZNBV4cA3m8Yu3FNKOa5fYIB8MG/lIXmc0KqiOLcLuEBRmTI4Hb7ae9PR+QkXULdnuQSSEX/X2PkTBELstkg6xyhTZVw+HUUVsjjJnnpXjlBcT3zwdJIm1yEEjjpL/J9B80yJ0Hq257A4s1k8q1H1A2dxEV768k7Pex8+EW8udPpK26CqvLzUB3F4rVysRFSwCDU7/zI8qXHockScw44VQAanduZd1jD7HovIsZM3UGT//yh6ixKCOf4P7uTja98BR6IiHynoaB1ekkLa8ASalAjceIhoLCmiW/gLaDVexZtRKL3S6sWAwDd1YOgZ4uJN1AkmWWXX4Vm557gng4RMWqt9BUlbyyifR3tFFUPo2v3X0/+9d/wO5332LpZVfi9KZz5g9+yqt33Eywr5eF515EU6VQ0i2cPBWAhedcRLCvF3vasDLnF5TQAdCCEPH8NCxYEkDrv1zr38fIH7A48NRnuK8UUkghhRRS+NTwH/+WYRhGDzDSe2H2/1VfUjgK5n4NbuqCZT+GV74Ff5wKT54nFDrmfxPO/auwQfm0YFLgmO/Cwmvgwn+ICXAQ1ih/PwV2PwPPfkUk9S74B5QshtxyaN0uVDKMhEjoBdtFkm/CqeBvFkSU3KnD+zESQFIxInMi2NIBXUzcZ4yD164RxwgQ6Qd7ulinYZOYxdSTyhOBdkFKwICNf4KHlsO+5wXBQVcFGebyV2Dvi6Kt/sOCDJA/C1YnFZ4nnAzH/0oojnhLBAEi5oNEWJBOfE3CLmSQxGGo4v+dFSOORx9WnTASsOBaQXT5REJHcpoyrVh48MbDw1+5C5IkiARI5tGbyebRhI5B9NWJ7UD0zZ07mjwhW4QVzsJrxH4HZXV1LTn2R8PRwngdzvwTyNbhRbHBSU0pqbyCIBq5coUqyDdWQengpKg8TNaRjsaJG5y+RRBDTBYoWSK2q3xp2E5lzCIYcwxc9T7Mvgzc+XDOg/DNNdBZKeyKBme7x58ImWVQ+wGs/rVQcknhC4kDbX6iaoIfPr+HX766j3crO7j13OlcPH8M+9sGWFfTxdbDfYzNcnLtinFD231jydihaqQMuzJkE1LfHcJjM3PCpCwsisT3TxjP9KK0IUIHgD+SwGVVSLebkSXwOswfMzSSgXNmFQw9LfI91qF15KTty8nluZRkDldt5rituG0Kk3PF818yIKzq/HVdHWFVQ5ZAkkbvKaEbvLu/k4beyFDlU29IpTsQx2UVOYO+0GjP9kFkOEz0JM2aJaCidQDNgNJMJy6rCc2AQq/odyxhsO1wHwMRlYRmsHxSDj8+ZSIvX7sYj02hpV8kIB1mMaVgluCieYV4bAouqwkJccyDVWcXzC3knotmsr8tQF13iFu/NA23TeGWt6uo6w5S4LVR6LVy+zvVXPzQFqra/Zw8NY/SLCed/ij7Wgeo6w4hSeCxmXBZTfzs1Elkuq3keWwYEjT2hrny2LE4LQo3vFbJ7e9UDymJ1HUHufrJHSy5Yw2+iMqYDAdNvSHqe4IsHpcxdK7cyTEcvD4CMY1ZxR5B9NjSRENvmI21Pdz4WiXXPLWDrz26Dd0QydmL5hYxrUBMGA0mI4NxDcUk8eTmBjbU9rCjsQ9JArtFEDp6gnEe3lhPS3+Y2SUZFHgdNPaFsZlN2BQTp03L564LpvPkVQsZn+Pi6mXjuP28GYCw1Fk6IYtrlg9f5ymkkEIKnwekYtPPOeZfA8tuEMqAH94K+1+EzXcLknfZyVB8zKe6O2/aOIrylzJh7NnMnfE9nA6hTllx4GEqa55kb9VjtLSvZ0zBCkqKjic7cwYOWxZ7qx6nu3dvshUdVfXjcRcTTwSJx314XKUASJKCbogYTjE5kDCRkzkdk8lGQougKE5kycSGbTehJsS7YK2vHatbqHZ09eylNxahIQrtqswx9gAXZ2rMdMT5zgcPct26R9jTc5hwpJOxVplzp19MwLOIgz6hBPJm/TYybW7qfR3s72lEAs6fsJhTSmbjMttwKBYa/N3EtAQxTaUvGmRrVhdoHAAAIABJREFUxyG6wiL+Gnx37IsFURHvLVFNJRCLoBuG+N4w+Hr5iaPGtVAx0JFIN4kWXGYbqpGgyJVFgWvYitQJ5DvSOZg2loBs40gYGEd16uxs2U56UqmxI9TPOMWEWw0SNVmwGBpOk5UiVybHZeRh1RN8mD2DkGyh2+zi9+mz8UuWoViuRXGz05pDndmDIUnEJZkn3JO5OFjLrQO7WVowFcXQOTdQy2vuMgqDHfy9cy0WxYLD0Lkw71Qi0y5Clc1Mc3i45dxb6bR4sWCwsfklbuiv4GpfJYuNKDf27+SxzjWsiLRh0TV+lbOcwyYnB7BxghHkF/5KwuNWiPi36k1aJ57FT6yllI1bwku5meR8byuzPZlkZ5QKW9YTbhKFOHVrxcBYHDDjQlHE8+Hd8NYPIdj18QFM4b8ekbhGdYeftTVd3PJ2Fb9+Yz+xhM6TVy3EYpLp8EdZf7Cbp7c28ZNTJnLKNFGUUpzuYG6Jl1ZfVMQRyfbUhM5AVGV+aTpjsxyk2RRWXbeUd/Z3MJK/EVN1FAmsJgm7WcYkffwGHpNhpzBd2HKaJHBZRHzmsZmS3zuwKSbGZYnYVAecFhMTcobtO7OcFhr7IkOEjqOhxRdnc30fPaHEkKJIf1hlV6NPkNKBDn+UKm8XMVk830y6xIKuIhYXZjEzLnEzDs6TrRxoD2JRFY6blIWCTEerhXvMEnVRGzP68rgxWke1yY9aFqPNvIi8r8zi1Asc9PZmE24XfZZkDTUkQX4maZMVFIcQDI5EnOw7OAdZ0kA2WPQb8Jz5At2VCdI7fsbCr41BMams+14V2ZZzcHryscx+h79+81K2PytUN4uWycgWnZb2lQysWUxez1/IUr+FojjIyV7KipuLcGdkY7E7iAUD+NrbOO/nN3Ng/QesefRB9n2waii2P/DhGl747S9Z8/cHAfDmFlC7/SO8eQVkFBYNja/F5hDnZ1DpyTDIn1hOLBRi8/NPEg34ef3O3/HRy8/yxj23s3/dagzDwO72MOf0czDbxDUQCSR/bwwdi93Ou3+5h/ZDNRi6jq5pSLJMsL+XWCjIS7fcgDevgEnHLEVT44T7hN201eHg+Cuv5ewf38CE+YuYtvxE5p11HjNOEMWMvS1NLLvk6+SOLfvE6+WLgtOPf9QPvPovV/yf4dVke586JEnyAueOWPS6YRhHlwJLIYUUUkghhc8Z/uNJHUnsG/H/rP+zXqTwz5E9CfJnQn+jkLY94+5hedzVN8Pupz+d/Rz3C5h58ehlvmbo2Afv/ESQSE74lbBimXCyICSs/KkgNZQsFZVb3hI47kbY/TgggadQTLYDFM4T/879WtICpUIoVeTNEEoO7XuED3PdGmHz8srV8MQ58OWn4Kr3BCHhBxWw7CeiHWeOIGms/Z0geBQtEGQRTYVEDG7NFyQTd4FQ7wA4+C74GkSyqOoN6KgUlh2+RkH6KFoA408aVqEYhCsv+W8+ZJUnSQzKx+1Utj0o9n1UJAPnSWcIIklPtVAbGUSgTahshHsEgWQk9CM+j0SgDZBF9Zwjc7Qlix4X3r2VLzNkQWPPFO2FusGUJGlY04eJGUeDyQavf3uEhc5IGMPHYfMI9RQ9ARv+IMgYoiOQlJSkaC6cfg+kjRluImuC6D9A7XtCpaOnhiGCyaRT4Pu74eRbIR6CXU8KNQ9/q7DRSS8RnsXv3ZhUfxmByWfCxU+nqqG+oKho9nH6vRu4b00tz3xzIWaTzHef2UVC0/npSxWc/ZdNTC9MY0aRhz3NPv66rh4JsCkSL+1qwSRLmE0ShiShGzCt0MNARCXdobDuYA/xhMFz25r44xEKHxaTTDCWIKxq6AaE4pogMoxQRdCBt/cOe6m3+2PYFOGgrhtQlG7j9pVVvHdg2Mapwx/DH0lQnVTu0BCWL7luK+kOM7oBWa7R9/JI25gjsepAF/lpNnqCRyd19Ie1ITWOka3sbhkgmlze6othJPvR2BdBN+Csmfm8f6CDddVdlGQ6OXFKDlazzOWLisn3ismBvkiCF3a0MjXfzdZfnojTZsKqyENzBMsnZfP7d6tJ6AYmCV7Y2cLMIlHFs666i/aBKK2+GAnNYHeTj3Mf2Mzv36liTVUnKyZls2JiNl6HmR+eOJFjx2cTjGnsbOznlrerMcug6XDJwmJOm5bL9oZeTpycwzXLx/HC9ma2He5j5d52Vu3vpNMfZUyGnU11vdy5qoanPmrCY7dgAAtK03noq/OSCc9hwlpFi3/oXFsVmbU1InF/8fziIWUMzYDfr6phf5sfqyKNUleJJXTqesJkOs2E4zpfnl9Mxa9PJpisttMNuPKx7Ty3rYlvLR3HtStEIuy5bU1c/dQuDveEWFvTxbG/X8M5swuZXiR+0655aie/efMALUdIJ6eQQgopfE6Qik0/75AVEVsNkuudOVC0UHwX9UHlC8Nx1/8CNms6M6ZcMUTmGIQ/2Ey/r5aW9g9JT5tAQd4iQpEuCvMWs3Pf/fQP1AAmMtOnYrdlk+GdTEHuIlRVWFTG4oNWazImkw2QmTLhYhTFSlfvHjLTy7FaPCQSQQKhdtI949ld+SCVB5/jvNdv5c7qKhbN+TkTx53DwvyJ7Pnqn2k3FeBLyHjcYxnQJLa37WesO5uZbhdfzfBzWCrg7Yp3Kdn3OGMUCzkO8ZvcGw2ws6uOQj2EXTJx27YXuWjSUubklBFOxAmoES6fsoLxaXmY5dGFu6UeMdG7tKAcp8mKVRYFAeqI2FTD4P6KlVhGqGA2JyRcsk6fJtqbnF7EgryJ9ET8tAaTFiuGQQhoC/fTHfHTEwuMamOofePjhQDNko0MNYQZiWMLyrmlexOPdK3lS6F6vhTroCzaSWuwj3n+wyyJtDFRFwUOh31tNFq8zIz38xX/QY5VJO7p/YhnXON5qGsdxaofJImYJPP9rCU8PuY0Xjq0iQQSMUnhnGAdVl3lHUcR1ZjpNVlZovWTOLwes66S8DXyYXsNB9JKaTa5uCL7OGbGuvmefz9fWXIlnunns9E9Fo8e5+a+7Xxj6grOLziD87KWsc7XzcL8s9jX24QBtMt2lhx7De+c9xuW5U0Q1kRv/5jr61/hN5UPi+INWYG3fwzr7/j4xX36nfC1N1MKkl9Q3PFuNaf+aQPjspz8+qxy3trbzl/WHKIvFOfsv2zk56/s5ayZBUzKdfHg+jq21gt1IUWW2NnoEzaRTguDd/rp0/OJqjoem8LhnjAD0QR/fv8gh3vCo/ZrVmQSBqQ5LERUHcP4eHzY7osOFTTohoHFiJDttuCPir3leqzct7aWxqQNqYGIcWu7QsSTao89oThmk8TMomGVozy3ddR++sJHz20ZwOa6XtIdZkKxBLrMkMBtmT8Tm6YgV9jZRoI/EeVtPU5m1M53Diyka4tMAp0Gt583434OentpCAS5edcJ/GT9Cn4/YT4t6wwcLRZyT/CSVhzDlqEx+VLw5oaxWSJ01Qc52NnG0t+FmHO9hK70E42bcDiizJhfgzktTMWHzxG0v4kpkY0mWYnpVvoHAvTusdEm30pt02PYYvOpfbyIdT/UqX1dw18vc8JZ9xGY8mOMyS8z+ZwMJmXfTqJuOptX/omazR9idYpc2KW33UNL1T4kk4nFF36VUtcvadkUpXHvHna98wat1QcwDB3ZbGbj80+w9vGHad6/l2CfeH6f9t0fMX6BUDmWTcO/G2F/UqUqScgI9vUiyTLj5swfWkc2m/jo5WcxW20gSSTiw/mBtpoq8iZOQjaZCPsHuPDGWznv578h2Cfm8kP9/Tx9w4+w2OzMOe3spNIIvP6H23jj7lsonDiFN++5nTWPPcTyy67EbLHi7+ni3Qf+yLt//dNRr4cvKB74nLVzNFwCjGR7pqxXUkghhRRS+I/Bf4P9CsBIc1TvJ66Vwv8tll4PjVuE0kD6CNs6LQHbH4GC2TD70s9m30uug8Xfh9adYLZD3jR45+eC4FH5slCFSCuGxg2CUCHLQiFh7/OC3DDQMtxWVw2ULoXT7xLqI52VgsCQPQXGroDD66CvVvwNYvqXhUJI1iQ4+beCDBLuEUoOA03gbxEkBtkCYxYKKxADqFk53EagDTzFQjnEMASRQYuJ/u57TvwNwtcK4d2CnDJ2mUhKOtKFckb1G0IlIhGBngMjBklI9QKCVBH6pKqbZOB86N0RtihHwJn98USo2QXTL4DdT4wmbAxBAnRR+XN4vZB2HbJ0gSFihC0dzA649Hn42zJQg0c0EReKIBYXzLkcNt87ook4dOwV46zHRZ/UIJidgoChq+L/7XsAWZCOalaKEodBTL9AqKm0JC1y/COujWgApp0/fIySDOqISUd7luhb63boOSgSyW174JIXhGUPwCm3C+KGdwRZBIQKzZQzjz7eKfzXY3yOiyuOLeW0aflMK0zjz1+eTW8wRkI3uHBuMTOKvNz93kEsJomEZgxJzkYTBndcMJWajgBb63vY2TRAjtvKvJJ0Klv9BKMJBu1+uwLxISJClstCTzCOmqyMiSV0Zhd72d0s7klVH51AU4+4pSMjSqoaeofvAZMkbDIGlTYGJXgBNMOgMxBjVrGH/rBK/RFJPAlwJwkHBnDZwhIe21xPRDUoybTT0h9F0w3mFXvY0SwKOjKdZnpDKm6bgn+ERUpSvRUQCiBT8lwc6gySMMBhMRFPWs5MznWzp8nHvlY/8259n3BcwzCgKN1Bx0AbWW4LPQGRKNra0M+1T++iNMNJZZufP140kx+9UMFLO1rp9AsimVWReW5bM99aNo7NdT3EkucKhJzwVUvGcrgnxIPr63lwfT12s4l4QkMzhDrF6ipBjKnvFmoqzT6hGrJoXCZV7QESOqyu7qK+J0SrL8KfPzjEhXOLuGTBGEyyxGnT8rj+xQo21fbwm7PL2dc8gCILX+pLHt6KAQSjCcrz3dR2B4knDH5x+mTuXXMIAF9EnNcdjf18aWYBtV1BLj+mlOtfrEheJwbF6Xaa+yND8shWRebUafnsaOjj2W3NVHcECEQT2M0yGU4rrb4Iv3vrAKVZTrJdVp7b1owkiZMTTxhYFRMeuxmzaZhItKA0gzR7gOIMB6/vaeVwT4jrTpxICimkkMLnBKnY9PMOkxlmfR3adkD21GHSPgiydcduob7ozP5Mdr9k/s2AQUf3LrIypjLgb6CrZw+6niAU7gQkXI58evv3I0kyVosHuzUDk8mKWXERjYkJKF2PY7WkM27MGWSlT0E2WSERpqtnF2OLT6a5fROJRIheX7XYcd8+fltswZKZw9ZddzKu7GL6zcUsyBvPVRl+EpqFSKQdWYvhMpm5eEwRj9fXsnrAxOqBDuKGxFivnaAWpy8cx2O241cjFNkcPJ9t4f6BKA8EDK5d/QDxZJxoN1l4tupDMuxuyrz5OBQr+Q4v/bEQzUFRBX3uhEU0BLpoDvSgSCY0Qyep04HHbCegRobaE5AI6sNGKzu6RsTdQ6tIQ/uPawk09FFtXDJxGfX+Tj7qqOHb/XsZlwhwQ/axxBH2LpJswpAkDvla+bVjEnMcJfy8cwOW7DKktg85oeBsVmVPozVqcNrkU7goEad7z/PIGOx05LPTmkl5qJcV4WbiZieHcucwb9wxNDfv53fdW2hSnDw8IOJtl6ERls3ssBXwmquMBTkT+GX1s2RpUXbZ89mX0BlvdvNA3hJeWPswj/jbyNIjhC1OwmUnQPXL3LjhMW6INnCKGqNADaCgY0FimkUhEu7npGgbLw5sZ59q8J3spWxwFLPV6mZsZyV07YfuamjbLVQmr/4wqdoJfON9YV90JNKKxF8KX0icNbMARZYYl+2ivCCNAq+daYVpJDSd60+ayMHOIC/uEHmSdIcZX5IA0RmMct9XZrG3xcfz28X3c8d4qesWOZ2qjuGi/DU1Ip8kSzCtII29rQPEkjGmP6qS47bSFYhhM8tDJH0YHacawExPgLW9w8UCb1S0D/3fbpaJJXR0Q1jABEeQ01XNYG+LH4dZJqzqdARio+ydXBYTSBBP6EwrSqPYa+P1ig6sikSR10Fdj4jXxnodNPZHSI/ZqPX0cNDbwziPk7gfXmKwqCjC+vzDKAmZBV1FFBQqvBlvQNZhQ1oTtnQ742Je7Bk2zC6D2ud6iByOMNBcgixrWNww0OdBjxkQdpMJbL4/jjdLpy39++SMLaGs8DcceHsCSp2Jwt4nwJBQJSedu8BdaiO+fwmGCZyB07GZehk78XxypkPnDtj9J4S0pqEwkNWO2dXGrs1mmvor8XmaCdSLufF4OITV6cSbl09bTTWGprHr1dXkdpxHT+1hanw3cso1P+Dg1k2UzJiNYcD6Jx6mfNnx5Iwdz863X8Pu9rD+yUeJBAJIkoyeUJm24iQq171PPByidNZcOusOEQmIa8XQdboO1zJ29jxkRSEjv4jtb7xEeEAQQNLzCvF1tQsCkGGQPWYssiTTVFnBG/fchsks8gtp+flEfD56Gg/z7oN/IhYKEvL76G9rJRoUasORQACLw4FthB2YYrGSlpNH+bLj0RIJNjzzGKWz5lI64wst1LYO2A9M/Rfr/TNUAus/ld4cHSOr5VqA9z7DfaWQQgoppJDCpwrpaMzm/zRIknQH8BPE+/X1hmH8WxRZSZKKgGaA5uZmiopSQeqnjlvywWyDb60bTewIdAqyhc3zSVv+++hvhLeuE4oKS38k9vHOz0Wibt1tgCTsLfoOC5uUsEgukVMOXQdEFVcgWYVudoCanGg89Q549+eAIYgVkgnOuV8odNi90LxDED4M4Njvwod3CXJAIgJzrxDEjqo34dyHxJhsvBckXaiCvP+bJGFDFkQDiwviQaG8Mf0CoQgydgX01sL+V0TyEYSU8GUvwz9OHSZOZE2CKWfDhruGx8TiFEoRI48ThMWJFgdvqVDgOBImG2jRjy8fBVmMidUDMT/DYe8/cTaVTOAthmA3qKEjvjzKdpIJMseDv02MizNHjFUiKqxS2vYI8kv5eeLcNW8VlUb/TCmkcB607hi9LLtcjIctAzr2iO1NZrHs4wfx/9g77zg7yrL9f2fm9Lq9l+xuNmXTKwHSISGEDgpYQRABxQIq+qK+iKIoQhQLNgRBmkIEk0AgCSW997ol2/uePXv29Drz++M5W5OA+pPXdq7PZz87Z8rzzMyZmTP3/Vz3dUH5YqEIM3ANAaAT33/tBvG9H30ZWnfDRffDvDsFMSQWEgQc/ZmywCmkcDa0eULIEnxn7Qk2HO/iu1dP4rFNtbiDUWIJDUeSxGDSSUwuTGNfU98ZbYxOgA2gMttCVNWYOyaDl/a3DSav7lpcwW+31RNPaCiyREzVKHSaaPWEB8kgOnmI4DE86TUwPSDwMZBry06SRwaIABpn3vF6RQjkqMD4XBs1XX4MOnkwqTcAh0lhblkGty2o4Mbf7EIDCtNMROMJKnLsXDE1n2+8ehyAcTk2NDRO9wQGVUGGq3xMzLPTF4zxrcsn8rnnDw7Oz7DocQdj3DinmLdPdeMPRynPttPgCqCTJfrDcQwKxBOQZtXz7K3n4TDrWf7jLQSjCWSEckezO0hHf5jidDMlmRbqewK09gXZdM8i8pxmXtjTTHWHj8J0M09srSfdauB0ksiRYdUTjCT4/EVjmZBnZ1yug99ureeFPc2omkZChckFDvoCUfqCMR68ZjLfeOUYoVgCg04iGteYXeKkpS9Mfzh21msAoCrfji8cx+UPE3oPlZTPLirn8c31g5+nFztQNYlOTwhvOE4krqIBM4rTONrWT0LVyE8zct3MItYe7qCxN4heGSL6DKAyx8brX1yAXnlvUbmP/GYXh1s9HL5/+fuu+49Ga2srxcXFAx+LNU1rfa/1U0ghhf8OpGLTfxN0n4AjfxAKizNuGbJ3BPF+/gEROlo7ttPetYvM9AmUl1yKq+8kHV27iUS99PQeQZFNJNQwGWnjcXtqAI10RyV93lr0OiuaphFPiHhUUSwkEkEU2UhW5mS6evYjIaOhYreVUFl2Nc1tb5PuHEdDy5skElFMRieKbMAfbKdFLubHDd08e+ndaF2v4bCPoaJkBX1BD3889hfmly3g4QPraejvpC8i3kMUZKbbdBwLRKhILyHXmsaigglcJwdYH4Wv7V+PIsnEtQTTs8r56MQF3Lv16cHjX1AwkTgqO9urkZDQ0Kh05lPb34FZZyDX7KTR14NDb8YfC1Noz6Qr4BlF6nhvyEiow7TZcixOwvEY3mGWoTa9CX9MxLW/79xEVbSPr2adz1FrEYrRgTviJ8fipCMw9A5dEevni8Y4Rm8bt1unjLhmbiyfw/GT65mUCLDLOY4Ki41dAT//O2kJXz+0Hk2SeGHlV7htw89QEhGi8SghRQw0X+lvZE3SUgdAJyncHGokPdjDjzJmcnGgmR+7tnO05CKeNeXTb82jv+0I3/Ps421rKcURF4tCHWy0FLEg2E7EYOHX1rGEpn2U+ft+waqMWaxNB0vHYX5qKOe8stlkNW5mwpKvwdMrRW7gs7tAMRCTdegDLsiZ8Fef7xRSONraT36aiQt+8BbpFgP3XjKer7x8BC3pcKRIENegNMNMOK4OEt4HY0REXVX8LGHJospM2vvDGHQyx9t9gpCuwj3LKlm1sZY8hxF3IIoiy0RiCVTAqEAkAQYFookz2xzA6HjVqJNFjBxNEEvGVbpR+5VmUvCEE5h0MhlWPe39kbPGMmWZFi6dko9JkXlhbTs3mVRs45w80ubi2pmFtHvCvHG8C1Ncxw2FZRyIdzNxTzFzXEW8WVKNO6eVA4rIX91lmcq0lgKU8hi/rqlmwQ1HsVb2Yr3tTiRNoeJKaN0GSCqW7Ch9pw3o9BpqCMJ0YDBbKZiezux7ZVreVQVJA7CPESnE3uOQmBzgteIaPtk1lUCNgqMIlv5Cwd+u0fBGHEmG3sYeuo566Xc8RSB8mqyehwiOexiDWc+0ZZdSMH4itowsfv/lz2Ky2vB0ijzqnGW3s3/j01gz7Sy66dOsW/UQADqDgXg0yoxLr+Tg+jUjKy+GQW8yY3Y40BmMuFubATCYLURDwcFtdAaDKL6YOImmI0Pxe+X5C/D1dNPdUIcjNw9Pu8id5ldOoKP2FCabHZPNxpSLVrD1+d+DpqE3mYmFQ8iKgppU6l18023MWnnVuS8mwOvq4YnP30rVwqWsuPNL77nuB4F/pdj09bdvmQlsQTih/a0IAAtXLn3ywD92rwQkSZoKDPMj50FN0771QfSVQgoppJBCCh8E/lOUOgqGTbvPuVYK/3zMuwO2rYLq9WJ6APbcc2/z96LrOPzuEphza9IHVhPVJJVJBY5xKwQBYOUjwtqjvwUOPAP17wiSR/cJYRdTugB2/wq0uCB06O1C3WHDN0Sb6WXQ1yCmN3wLbl4H+58WagwVS+HjfxZkA8UAYy+Cmjdh4hWQN0UQKl67Gy57VNi41L8N538BrJmCNNJ+EA49C8GktV+kH46/KsgnnmZoOyD61VuEvc2sT8Hb3xWqI54msY2rGk68KkgPSMK6JL0ceqqFWkX3MLWOSLIywn16aJ5iEFYwaO9P6JCSjxQtDpOvFedhMEweFglLikgeDfSnJaCv8RyNniWy1xJgy01amwCBIVsHTq0dmm7fP3QetATkz4SOA4K04msfSc5o239mPz0nzpyXEPVbKDoxrTOLDEAsJJK/QRdIhqT1jAbEoWmHkLTd+iMIJRODbz0AHUfE9Rb2CHWUL9eIdlNI4SzwR+I8t6sJly/CuqMd6GSJ5VW5qJrGL96po8sXYcWkHPwRlcocG0/taCSa0DjV6SXbZqBnlDXJuQbzG3qDxFVo7hUJj4E72GnRY9DJTC92cP8Vk8m0GlhzqI3vrT+FhrgNhie8SjLMNLmFSsfYbCvd/gj3rZyI06zn0Q011HX7cQWiTMi34/JHBkkfo0RAiCVgTKaF4nQzW+vEs3A4ocOkkwjHNbzhBLsb+th0chf3XTqBF/Y20+AKYtHL7Kp3c6S1f7B9SZJYNC4bb6iNLl8Ui0GQAQaSdqc6fZj0MoosDW6jSGAxyPQFYcPxTtzBGJIEdpMeDTDqZQgPJQ7dgRi/2XKavmCcYDRBWZaF88Zk8uI+Ya300TnF/GlfC5dNLcAbinO6J8DP36ljamEaD647STShku804g7G6AsNEdLcgRhV+Q4SqsYrB9u5c7GJl/e3YjfpWTEpl8OtHv7n0on8eFMNbf1hvr3mOEa9RGWOnWPtospoX3M/88ozuLAii1Uba7hl/hh2nO7lZIcPgwJWox53IIbZoBCKacgSTC9Oo8MTAkmioz88SByq6R6mlgQcafUOfofLq3KIxlVa+0IoMsmhGyjJsPKLd04Prje9OI0DTX0khlnb/+oTM9ErMltqenh+dzN3LxtHIBpnT4Ob2xeWU9Plp9kd5Fcfn4U/Gv8/J3SkkEIKKbwHUrHpvwMyK4Ulpfu0IJUPWCjCB0LoqG34C02tb5OVMYnevpO43MfJz5lLT+9RWju2kZ05laL8hVRVfoSO7j2kOcrZtvd+NE3G4xPkyayMyahagq6eJBFdU5EkHQk1QlfPfoTGhPhx9fmb6euvobRwCQ0tm4jHg0yr+jSFeefj87fR1XOActsEYs5TTM4agynvbmrq/0xd4zosOYt5uqGGJ0+f4tKyWSiyzG1TLuGFU5tp6GviY5k9bNIpvO5uwRcLUd3Xxu8kmY5AH3YZEhLcMn4xcUnHU8c3YdYZCMejaMDW9pNMyRLFHXpZIaEmMCTjn1A8SqOvBxkJb1LtsMXnGnw3kCWJPEs67YH3vq0GCB2KJCMh0xP0srhoMu+0CmckPfIgoQPgmbIr+En1U7hlE24NCIsYtSvgGdHuab2TL6hgceafQfL3tR3kqDGLo2QhR8N4wh4CsomHDq1Fk4StzB2bHseftDjNsmahV2N4oyHslUuZ2LCHkybh1iQlIjxnyCNHdnKNr46wrGNx8XVc3l/Lt1s288mLXqkMAAAgAElEQVTcizhtSiMv7qMi0sNbtnKKtCj3Z84llqWQqTcxIdKDztfDL9KmkiHrsJgs6A1WvtTyOhRXojRvhme2DhWP/Gw2exbdz8H9z3N7/zGRV7giZSeQwrlxssPLXw62o9PBz98+zS0XjiHfYaLJHeKnb9Vh0ctcPaOIHl+Emk4fje4gze4Qc8sycPujxFRtMM48F6HDoEhsru0dMS+uQqHTRFd/GJNO4osXVVKZa2NyYRpLHnmXjv4wkYSI3QbisnSLnlA0TjhprzKrJI32/jAv3X4+T+9o5I/7WvCG44xPEvu94SCqxqDy4HDEVI3JBXbaPGHa+8X9HEtogwSSASXK5t4gj797GoMi8cRt0yl4ro4DLX580ThPbm/CqBOxS1gXp8Hq4UtTS1COxmix+pjbW4y+L4e8zHY2ZrXRdDrMuLBG8LwelvW7KNubw16bngpNwZAGp9dAZk4vY8fUEK6swnPaxORxh1ATcOTodAhCx27oW9eI1qEABWRUSSQi0HsUrIVQN8ZDZ1uUcZ/S2HMX9J6A7kMJNq+7n5bjRzBarMQ8JgrdT5DtuAWv+mV8lj+jD+aSWWmjp6mRkNeLOT2diN9P0cTJyDodhROqyKlKQ9kq4evtYf3PHiGnbCxhvxdvj1ArOrh+DVOWLicSDFJ/YA9Lbr6Djb/5KbKiQ28yEQkEGH/+Ao69I8QUTHY7RosVo9VGNBggEgwg6/QkYlHcbSNtjGt3bh2cPu+qD7Nz9YvYMzKJBAVRMRzwIysKW597CgCzw0kkGMCRk4e3uxOAjKISZlxyOWoiwa4/v0jA4+GiW+7gyKY3SMvLZ8y0mdTs3k5WcSmfWvVLbOmZf+1t9B+LlUufPPD627dcA7zC30bsCADXfFCEjiSGq3RowFMfYF8ppJBCCimk8A/Hf8ro4cJh003/tL1I4f1x0f9C5XIomv3+6/69aDsgCAN6s1ADKZkHF34RGrdCoFfYpHzpiLBD6akRiYyciVA8R1h+hPrA0yIG61UVdv1ctCvJQv0i5huy7VCMYhsQjPK0EvjL56Flp1DcaNwuFDGMNlh0r7ALiQZgyX1im9oN4u/kWkHoALDnwecPwKb7YdfjjKwfAEK9SWLAQDm8TpBNuk7AunsEeWHAL1hShN1Hb60gfsgGiHiga7jVdxImJ4T7k8eSTJ1ZsiH4Pn7SAzYwALIipvWWpGXJOZQ5xiwQNjXDYU4fIjwMQNaPVNeQ9WDOFMfoH2UPY7CLhKzOkrRkUZKEjuT501RBnAGhbKIYxL5ralIdRBvV56jzPoC8adBXDxGf6HPqjWAww54n4OhLgAxaMsnnKBYkj/aDYM2CKdcL25qM8VC9Bk6ugTELhSqKyTmyQjCFFIahwRXg00/vHVRrMOkkogmN321vBKDNE8agyLxxvBunScd5ZekAKLJESYaVkx0iOW1WIJQ4kzwx8FmvCBIFiKvfblTwRRLk2Ax873Wh3rO7oY/LfrqViyfm4DANvUaMvlua3EMWHAadxPnlWYzLsbP+eCf3LBvH/WuOU5Vv592aIWWb0YSOgbuwsTdIUYYZu1GHLxIf3GdZkhibY6fdE8IdjBGIxJGA768fUhoyG3QEY8JKZqD9jv4Qz+xsIqGKZ5QnEMduVLAYFDyhGJG4Riim8szOpsFtyrKtLK/K5fF363EHY+TZjXT5I5zs7CeuaiNIBYVpJlRV49VDQt5XJ0OW1chNF5ay9kg7kViC5/e2oMgSqzbWUJRmpDzLitmgY92RNqJJ25t4QmPOmHQUWSYQiXGq08eiyiyumVk0qCCy7kgHsgRmvcKXlo0jHFVZ+KN3OK8sjfF5NkozrNhMOpZX5XHHs0PktcMtHiJxlR9+aCrXzy6mxR3k+6+fZG+jm1c+ewFrDrXzow01g9/LqU4fwWgCu0mHQZEGz4vNqLBici6Hm/vo8EYHryW7UWFLjYtwXGV6sZN9TZ7BQZnjbUPEj1yHEYdZz5t3L2R7nYv715wg22akIttOKJrgk0/uAUCvSHhCMbbVubhyWgG3/2Efjb1BNt29EJtJTwoppJDCvxBSsem/AxQ9zLxVkMyHEzr+gdA0lW7XYTIzqjAYHJjNWVRVfpTKsqtxe04RCHYxoeJD5GbNYPfBH+Kwj0FRDBQXLACgpGAxgWAXrr7jOGwldHTvBobeNxKqICbo9XZiMR9mUzahsIiRjIZ0/P52GprfwGoVPKNu1yEK887HbisENLbt/TaXjLkSk04oRrR37UWWZP7S5sUXDSEhcc/Mq8gw25n/4tfwx8JEEzFOmmUMkkaOEqfFN/QepwAWg46uaIzt7cc47hHLJMCAjghxcs1OjroGSPeQQOO4e+QgnDrqrXLg06cLLBzxdNP+Hmksg6wbVPVIaCqgUplWQIt3KKaNDYtRbToTR9Ezq+h6YvLQuR2t9iGOTyKBRiTZfpbRTiARZnpWOZs6TzEx4uaUIR1JkslXdPiANMWEJ1np3R8NokgSCU3DFR6ymcgP9fDbns18dMwNtCYSxCSFaeFu9plzuTLUiltN4EPhOccE1tor0CfixCSFj4y7mbExP0W9J1ltLmFVmoXX0yczLeFHO7yD16JRNna9SYti5S7fLD6aVkjQ6ubRjl6WzLybezyHUI1OrA1bIOymsmEjr+bPwhPtIs32ARTdpPAfgxf3NPPQ+lP0DyOeP5mMSwGa3EIV57ndzVwxNZ9wXNwzc8vS2dfoxqSXiUU1Miw63ME458q9REepXxiTao3+SIzn9ojnxnfWHScU0/ifS8fjDw/tz/BN+4IxitLNtHlCaBpMLXIyqcBJdZePbIeRq6cXsq3ORVOvH09oSNpjNKFDL0MgqtLeH2bOmAw2nBgqLkpoElk2PZMK7Gyu6SVBkuChanzyuYM4kYhGNOxmPZ5QbFDBEmBbQw+tPV7u7LgQU9yAPNvL0V4fJ3I8ZIYsuKUQXyh7kwXVWSwCpICVzJoq0saBR4RrWEv0BIMWuvbpkCTo7s1BpwsRNOwgt2wi9f1xvnCkhi+bnGRn6Zl5k4HW6jT6T0PUB/lrCvkMhew5ANmzwd8MkVCY9mNNpHvvxNQ9C92Cxwn2fZOSKVXo3rWgM0SZ+9EVNGxu4WjdcwBIkoymqZhMWXzyh19l1yt/4rXHfsi48xfibmnE7ExjypJl1O7dib/PjZq8Nvo624lHo9y86pc4s3NxZGWz/vFHKZ8xl7lXXcfL379/8HyFfT7CPh96kwlFpwdJwmix4HMFmHftjexb/xfCPh+hfg86o4l4JIwjJ483f/kTFJ2OkNdDLBxGbzQRi4QJB0SRgqI3YDCbmbnySqYvW8kL99+Lu7WFsukzkRWFA+vXsPPlFwCwZWax86XnKZwwkfSCItaueojs0jIuvevLSIpyxrX834iVS5/c+PrbtywEnuGvs2I5Btz0QRI6JEkyAMN93zdrmlZ/rvVTSCGFFFJI4V8R//ZljZIkXQ4M6IvFgN3/xN1J4b1Qvxle/yoUzBBJtPeCpwV+OAZ2/Oxv7+fJS+D5G4S9yp3bYfylwhO2v1WoYpxaJ8gXsz4llCrqNg1tWzQb5n0OCmeIZYEkcaD4fPjwH4RFBiRJA8BF34RAMpGVNwVa90DPSShbIqp3rn5cEBB2/xqOrhbHZc2B3y4Vqh47fiqIAadeE2QCgJr18MjYpDoGQhJYHnW+hleP6ZLLBogVaENECC0xpK4RCw6VQI+G0QGTPzT0WYsC0igbkXNgsN+BaVn0tfvxYSslOzZnCPJGw7tgzx/ZzmhCB4CaAGfhsM8xCHQKokl/CyMOyJadJGgkvxudUZBbjPZhx5UM0HMmgi0P7toLWZViXkYF5E0fRiI5h91A52FBzDGnQ9kC2PdbyJkkLHdGb1N2IUz5sGgz6BZKMD3VUPOaWD7xClDjMO1GiAYh5DmjuxRS+N22Bq7+xXZO9wQYk2lBr0gY9Qoaonpoblk6HzuvhMun5iEB/eE4qzbWAqJqKDGsCiqcvAVGkycGPhuHJSBmFDlwWgzoZAlXIIpOHnppKE43selkN6sPto9oR0Yku7KsBlERFVMpcJpw+WO8cbyT6365g99sqefrq4/Q7Yuwu35k5dXAHW01KDiMukH1DoNOZlttL4HIkPS2qoGqaRxr92IyKIPzRt+5vYEoBkUikbSlAaF6EomrgxVh3kgcXyRBty86KJ1r1MmMybAAcPHEHOq6A6BJ3H1xJVMLHXzyglJ0soQnGCcaV3EHonxoVhG//NhMvnhxJZdMzgOEjUhFto1ANMFlP91GcYaZGaXp5NgMaMkT3+2P4vKFeXlfC7vq+yjJMKPI8O0rJ9Hrj7CrvhedLBNLaGw61cNX/3QICShONyNLYDEo9AaizP/B23zv9RMoEuxu8FDd6SccS7Dq+umsmJzHgW9ejJI8yYoscaTFw0821fDakXa217n43OKx7P3GxRRnWOn0Dj3bFUlY36SbdfjCcfKd5sHv4mSHjzeOddHhFWS2mSXp3LtiPONybYSTJ/hQSz/lWRY0INNqINdhoDTDQoZVT5c3wo5aF9l2ExaDDqMicc9y8Vw2GxQKnMKWau2RDrbWuvjc4grynSYK08zYTTo+/Yd9XPv4dlJIIYUU/hWQik3/jVD/NrhOnhmTnA0tO+HdB/662GgY2jt3s//oz6hveoPSwiVcOPtbGAw2rJYcmtreYd+Rx5Akhcz08aQ7K/H7W4nFhyxCSgqXkJM1E6MhDa+/BZ1iAVTKii9hwtgbGajRicV8yLKRaVW3MvAmZDFn0eM+gsNehqapOGwllJdcSijs5nTja7R27kSRTQTDvWzZ/S0OHHucYKiLuKmYt5uPsNieYLo5zpV/eZCvbnkKo6InpsaZZreQAMabVPpVhTuzoyhJYvp4U4LuaAINiQa/b/A4NCCCeG/oCvUPzpfls6ejFhZOIk1vHjFPQcYV6GOm7RxFA0kMt2mRk/tV62mnzts5OF8nifdGCQmH0UJPyIteb8IgD5FFRhM6QBBQMkz2JFkEXBEfoXiMnZ3VRJA4acxEk2QSQDytFFnW0ZgkdJTas5GAmeYhu1mTGsOAxB9CCVZf/AhPX/sAkiQhSRLmiiXY9WZ2GrLwygaiskJcknHLRnr0FvRqnPqgj3LXEe71HORrWdl81a9yzNXAVaVT+XnaVE4ZM9hryKY4EeAh9y5yL7qPF3LPozseY39Cwlj/DtaTr/K0Pos30ieDwcr3nVbSnPkid5JCCmfB1b/YzmNv1RKNJbAaFfIcRkDEThkWPdfOKOSm80upzBHF+WuPdNCZjBOOt3uRZYlAVNxDwSRpIj46OE0i0yYIZwYFrp1RgCSBIkN/OEFBst9QTKM808xD66vxRYYIGTqZJPFdojTDTJc3jAzMKHHy1I4mntnVxJ3P7ueh10/x7K4m6l2BMyxUBlCeJZ5HMRVBRAnEeOvkEKFDTpI3+gJRttX1ok8GXAltiFzSj0YI8IZjmID5fQXYo4bBNup9EZ4qPYqGhmG/A1uvmUbNhzNqYmJfLuOtDlZ0VtJ9agoJ9zzSns3n/AfAujCMdF4AXYmDo8em0V1tRY2ClwIyripmzn0JSueno87oY68UxzMri/yyXo6+aObE02AtgILzQdIzyK2J+UDyBah9UqKg+ykc6jJMTgMLb7oZV+dRDmz8I4WBVdjbP8uBJ+rpPpTAEbsUvcmMTmclx/19jr/7Js/c+wU6a4W6bs3OLbham1n+mc8xccESrrj7f1jwkZsGj7+/u4uu03W88YsfU39wL/FomI89uIpL7vgC6fmFxCND6kqO7BzS8wuJRaNEAn4MJjM+Vw8Wh5Ptf3qWvtYWQv0itzbv2uuZe/WHCSd/kxLxOGZ7GoreQCwaxWi1klFQhDUtHVVN4O3uxtXUKGxZrDYsaWnMverDAJRMmQ6ShMFsYccf/4CsyCy56TNIsoxiMGBxOnnmq3ex86Xnznod/TciSdCYAiwBXgZGGyLFgZeSy6d+wAodAFcAWcM+P/kB95dCCimkkEIK/3D8W5M6JEkqBAZG/TVgi6Zp7+MPkcI/DSfXwr7fCZWEs8FVBwMyqDqTIF5Y/kbZurBXkCFMjpHzf3cJbP+pGLifcJmYV7kMSucLdYv9v4c1n4dHx8Mrtwmih6qKgf8bXxCJvDWfFaQMEEodAFtXCQKDzixIBiXnCyuNhneEF/PqT8Nz18P6e+HgsxAPQfMOYfVxbLUgOVgzhZWIySnaTCuB4qS6yIIvg7tWkALGLBK2KUanUCABWPg1WPINQQwBYXsCQv1hdMWZYhD7NhoFM+GWN89UvkATfzmTwZ5UkU4bA0Vzz37u9QOKemdLtCUj2Yh/aD1fx9nbMWcI2xvFKNqKhoXyCiTVP5IYUNfIqYLM8UKFpWxhch1JEDqmfXTI4mU43PVCbWPVhCFVE/dp6Do2al+GXX86S3JCFqosoT5hnwLw6u3CzmX08Z9cJ+RskeD2LZA9Tsx3JJPHJ16Fpq3imjXahe5oCimMgtWgkO80sfHuhdw6v4xsu5F8p5nJBQ5CMZU9DX009gb488F2HCaRpNaASQV2CtPMfP/aKSIJxhDhYeHYsz9b89OG7rHq7gCtfSHiqoaqwZQi5+DV3dwXJtdhGrGtQRFXf0wFVyBKX1AQpNr7w3T5BEFAhUHiCUAoPjJxlmYRJLVANIE3SRpQNYgmyQED/esQJIOB/F+7R/x2KGchrn1kThHRhIYKeJP9KvLIFSVJECQEUUacw0hcZc2Rdq6fVcT0YvF8/uXm0/xkUy1H2rw8/GbNiMRfKKayen8rd//xIN969TjP7mridzfNZuG4LCJxlebeQFLxws/exj56/NHB45lWlIY/msAfSSBJoJNlNA1eP9rJyini+fuxeSVcNV1MB+Ma+U4TJr1C7fdW8uJnzqcwzUSmzcibx7s4rzwDS5LoMr8ym++uO8H//PkoGTYjz9x6HgD+SIKEBh2eMI9sqObrfz7K5T/fxrY6MWB1y/wy5pSmc96YdL579SSqu/z4k4nSUDTOhDw7ElDdNcp+pa2fuWPS2d88NGgjAQ0uMUi1ckoedT1BjHqZy6fkU5ZlYcvXl5BQNbbVuYgkNDYc7+IrLx1m1YZqLhibxa8/MZOHrpnC+FwrRr3Cr7fUs6O+l6c+NYfPLKjg9kUVZ37xKaSQQgr/x0jFpv9maN4q7DLPBjUxRO4HEb+Y0s8k2r8PonHxG6kfRlDo9zby1ra78Qc6KC5YiJQkHpQVL0eWDWzZdR9+fzvv7vwaW/d8ixO1fyAS9QAaFWMup7RwKQ0tb9LSvhmSRAm9zoGqRth3+DFk2YgsGwlHPIIM4msgGOzE629i+77vcKLmearrVxMMdqFqcdo6tuIPtNEfjfPzLjO1UQtljmxORPQcD+uZlTuWqswSfrDwJm4eU85RX4A21U69XEa+LZNX/BmUO/NwGEzccf4dzC+oQgLC8SF7kjm5Y1GGpZ70soJeVggnLUysihicNcg6PjJhIffOuZbwMHIGQAKVt4JO1vpzyDSJ2Hde3jisOgPngqqdfYA2riWQkTAoOmLJfuKqOoIQMoAZ2WXkWdMGPy8rmTZiuTSM/CEhMTOnAp0kk2ayUOrIQUHCEY9wicXMyY61NAWGiEGf8p6iIurmZw2vULj/Ca5Z831kxMNjV2c1vliIfeYc1trLGB9xk5WsSNckmV93v8uEaB9XhDvpMOfwcnsNhTEvy7v3YXj+w5TGvMSBT+Qv48a8Zbxkq+CPR97gyaZX2JGo489XfZOn0ybz+ewFPJYxG2cihLN6Ha/W7xN5CcPfopafwn8TMqwGFo7LZvc3LmJGcTpGncwFFSK27A/HeKe6m78caqe2WyhMDkRdC8ZmUpFjZ/83LibTKp6l4ZiKXoYxmaazdcX8ZLvRBLx6qJ1wTCUpaEhB2tA29b0hitNGtqFpIo4MxTSa3CFR7KDBwWExSjShDWS9AAbJJsBgXA1Q7woNTgtlkSGyRkHMiqpBhcMsbD5VBp/rWcnjHB55fu/iSnRAm9HF+H4xtqzXZAyA3xDhpbJj4IyTb7RQ4c3g2t7x7MltoTrgRfIpXLY8k4SqsSerlaUPb+Hb7r1sau7gxKvDFG7R8LT2sPmJl9CvNeDd0MSs0HhWz7qYrNNlHNk/ka5TRqJaB/72OG3bE0PuwTJE+qBybA3WaAuSPkw0YzP1+o/jd3fhyM7F7HCy+Ht52PMsWHqvxWt7kVjGdmZffjWf/8PzTP2MHp1ZJtjvofXEMcZMnyXOQzLG/eMDX6du3y5mX34NExcsBsDn6kHTVNprTrL2Jz9k7Y9/wLP33T14RAs/9imySkqZevEKxs2bj6erA1QVTdPILSvHZLMT9PYT7B+Z82w5fpS2U8eJJu1WAML+fhKxKGabDZ3BiKu5kZkrryY9L5+qhUu49K4v09/dhau5iaDHQ3vNKf70wP/QXn2S8efP52MP/ZhJi5eRWVyKmojz6g++jTMrhyvuuY8Zl15B5XkXksIQVi59Ulu59Ml3Vy598sNABlAFnJf8n7ly6ZPXJ5efo7LuHwdN01ZrmiYN+/vDB91nCimkkEIKKfyj8W9pvyKJN+RrgVVA0bBFP/rn7FEKfxWWPwiTrwXHMJvpeBR0BkHo+PlsmPsZWPmwUF24fcvf3ofJATetAWfRmcsMVqESMpBUe+f70LQNkATJQpJFAg/EQP+dO8UgfFKef9CaBAkR8TBSXSIegvLFMOPjUL81qejgg1k3C7uV7PHQfhi2/EioN1QshfVfgdZ9gvDy0Zdg0/8KBZGCGaDohF2NYhK2Jm9/B7KrBEmgdY9QDdn6iCCeZI+HzqNDqhntB8R6mZXCekXWC+WQssVDtieyQaiRtB+AX80X8yxZEHILxQsQRJDuJNGh4mI4vQn8QxUJSMqQ+kVsKEg6JxQDeJNVP5JOkFBknVCrkI2gRiAeho7DYl8btwn1lKgPmnYkE6mhkW12nxCklqgPuk6K7wEJol6ofmOkhUzlpcLqpK9haPvhRA5LJgSGHZ82LLGXPQE6DiQtUqSkCkoErv4lvPo5Boeby5dC4xZx3UT9cPwVKL0AeuvhvDuhZbewt7llA2z8X0EEWvbt9z93KfzXoK7bz0v7W/j80kpsRh2lmVbuXFxBZa6dylw73113gnZPmMqcIeLW9rpeZAluXVhOJKry9M5GjreLapSfbKxmV4ObwjQTLn8Uk15h2+leqvLtnOjwoZMlphc7efEz57P+WAfNvSEe3VhNNJ7ApJdRJJHgGp4AA5iYb6fTK8aqCp1GOvsjI5YvqMgkP83MltqeQdUHZbTtCyNpYN6khK/TpNAfHl3EMQRVOpNMIDHUtt2k4AsnKM+0sLnGRYZZhzsUx2lSOL8ii0mFDlZtqB1M4OXYjXxtxQTuXX2EwnQzNcm2/ZEEf9o/VKn4flkGDQjHNZxmHQlV5tEN1Zzo8J1VUHj4515/hHSznoSq4Y3EqXcFyLEbmVuWTkW2jXpXHkvG53D19EIum5KHJxjnVKeXEx1eNp3o4kSnlzZPGEUCnQQ7TrvJdxr5+ooJ7Kjv5USbF6NBJqFqvLCnmWUTc2jtC3HLgjH8ZGMtja6hquBGl58LK7L46kuHOdrmIRLX2N3YxyVVObx5QgxwdfujKPLQMThNCiWZVpp7g/SH4zz8RvWgDctN80rp9IV483g3M0vS6A/GmDMmnZ/cMJ1HN9QQjqk4TQbmPfQWBU5jUmWkl7gKRWlm6l0BjrX188aXFrKjvpdHN9QwucDBBRVZjMm0Mrs0432+lRRSSCGFDxap2PTfFPO+NJL8rSXtGmVFEPQb3oI5d4KzBPKmir+/ESUFizEZ08nNmn7GMqPBTkbauGTXKgeP/wpZUojGggTDPQwfBnTax3DejHvR6UzUN20AIBAcIMhLxOLinS+eGIrHQuFeLpj9Tbp69uPxNuL1t2A2pTO27EqKCuaTkzmVY9XPEo8FyEifAPaJdBx/iLq2bXxz7HTejUymrr+DBy74KOkm8c45Lf02FuW8ynavjt+c3Mb49EIafW46Q34WFU7mC+/8liJbJpMzx3C0txEAvaSwt6sORZKRNWFpYtYZiCbiFNqzaPR1EUhEUBAqG6/U7OSFU1swyjrGOHJo9Ip3DxkJbzREfzSEXlLIs6Sxq7OGcmcu9f0ifjNIClHt3O+PIyBBNBGjJ/nuGU3GfXa9CV8sPGi1UufpJBiPUGTLxB32Y1T02HQm/PFw0qIFZE0lTY3glk0c6D6NWTFQ427HFuhmpUHHWp2JUN1bLCq6Br3BAiEvTr2F/OxKlvk6uTF/OYsCrXgiAYySDlAxyDriagINqAq7CMl6/JpGQSKExZzGPlspp4wZ7LTk85B9EglJ5oax51Ol+flQdQ4NihWrFmNsZjltPRFQNQ407mb5mBv4SlYO04P9nBp/NXs7qlmdm4ly3vdYvf95qpbfD7lj/7pzmMJ/BV452Eo0rnLDnBI0TWPRuGzmlWfiMBv4/NKx3PCbXTS5Qxh1MjpZpj8oDI6cZj2fXVxOuyfMM7ua2FbXi82kY/7D76LIwsIxoQrLy7E5Dto9UVRNKCn+4LopzK/IZE9jHx39YfY09qHIEukmHb0Bcc/uGxabGnXyCBLXrGIH+1tGFvdcPb2A0kwrj71Ve8YxaoBBhmGcDnzDYlGzXiIUO3sk6EGQ0/q8ISQgE4mIXiYaV9HrBJlNkUGnyKSZDWxu66dMk9ESMu7xHu6cUo6x2ciW+lqusCR4mgAdN7Uy7Vgxn90zG48U5qLWCsb2Z6LvtnGsrYdyfYh+Wx8RJcIVjZPJC9kwqXpchgBZUVGMJEtG+i1/oqXnKzhzojQci6Nt1glnYjTC4QQB8zvoEnkYA1XoESqTkiTSXK3eUvqDjWjRCtTuMvJnzsVkS2fy4ovRNJWsKh2LHtXoOt3ONPnr7F3zMnqjif3rXqG18TiqGrwR3XoAACAASURBVIe4RDwWpfHQfvLGjmfGJZfxxi8fo7OuhrJps+jOrsfrclE4oQq9ycy4efPZ8KvHUJMKR+GAHzWRoKuhji3PPUWw34OrWdh3jZk+i8ZDwlq05cQxTA7n4HdisFgonTKd2t07aDt1gsIJwvlD1um44MMf49Cbr5GIx5m4cCmdtdWMO28+U5YuZ9/a1RitNlqOHWb1Q/dTVDWZ1hPH2PTELwj09eHuaCPQ56Z06kyW3fY5HvvEtax77GGMZguV8y7AaLaw9Obbz3qdpCCwcumTXuAslXcppJBCCimkkMJfC0k7R/XCP6RxSVr4/mv9VTADNqAEIdu1AshlpPHim5qmrfz/6USSpCKgBaClpYWiorMQA1L4+xFwwaqJMOkauPY3cPptePY6uP4ZGHuxGOCuugrGzP/b21YTsO5uMXg+7cZzr/fMVZA1Dlb+CDZ+G9x1sPJRYc+i6OHZD0HdRjA4IGeCUGKYdDUcfVkM8EvyEOHBkikUNerfHSI0ZFYK0kr7IXAUQc9xuPl1oQYy8+PgbhBqJXfugNykpeCqSYJIseKHsPbzgigx/lKY8QkYv0IofBx6USg6DIfOJAgQZ5s3QLbInijsYAZQtkiQIwYtRpJDqrIhOU8bSdQYDb1VtH/G8uStWDQnSS6JCaWQiE+0r7eIRKhsgKYkWUcxivOZiI0kTwy0Zc0Waiej+3EUg7f57Pv3nhg9fDy8Wd2ofRgFS5bYp2DfyDacxVByARz949A8oxMiyQSDwQFpheBpBaNNfOeZY8W1f9s7gpBizYaMsr/jeFL4T8Vjm2r58aYanr/tPC6oyOKqn2/jRIeXbfcuxWHW8/g7dfzsnTo+dWEpkwucfPWlIxj1MqGYSr7TxGcWlvOdtSfQENVB55dnsfZoB+bkOgBOs45wNM6AQu2DV01Gr5P52uojGHUyH55VyCuH2ghEzn7P5NqNBKIJ/JEz75sCu4FAXKU/dOYym1GhMM1Ma19wRCXU8H3Ty3Dfyok8sE48u4wKDFPSRZKGCBwSImHoDceYXOjE5YvQ3h8eJHUMINump8cvnntpSR/jAUwtdNDmCQ0mCAf74ewkjuH7OhplmRYaeocIEmlmPRdNzGb1gfbB9kw6iXBcw2KQicZU4ud4DavMsVLXE0Avy3zqwjF0+yIYdTIv7m3h0sl5PHbjDAw6mWkPvEk4pjIm00IkrjIxz87642Jw44LyDHbUu7GbdKRbDNy1ZCxfW30EWRJjV5dNy2dOaQZrDrdzoqOfYFRl+cRc7lk+jit/vm1QpQXENROIJIirGlaDQiAqzu/55Rm4A1E8wRgLx2Wx5lA7SBKRuIoEHLp/OXO/twm9Ig0qfZh0MqcevBQAVdWQZYmH3zhFvtNEszvI5poe6nv8GBSJReNzuWfZOCpz7dR1+3liaz0v7m3hpx+ZwZXTCs44b/+XaG1tpbh4wGWBYk3TUlrlKaTwL4xUbJrCCLTshOo1MP1myBoPx18W5O/59wqVjra9ghCuO3sF+XvB52+lpuEvTBz7YSzmnLOu4/U1c+DYL5k8/uM4HWXsP/Jz8rJnk5s9HbMpA01TWf/OpwGwWQtRZAPhSD8mYzr9vtPJVobiG6s5D5s1ny7XwcE+xpVdQ23jGoryLqSlYwtGg5Oqyo9xsu6PzJ1+N9v3PYjFnM2CuQ8A0O9tZvu+b5OTNZ2ftcUJ9VcT0eCrs65getFs0Dn5xaHXeblmO76YINpLSGioGGT9CKULCZCRSST3T0EQOgbm6SWZqswSDrsaxXJJHrQ10UkK8b+CnGHRGYgk4miadla7lCvK5vJaw170soIiKwTjgmScabJzzdh5/O7YRjRALwvFDr2kgAQxdWTfMjISDB4LwHfSzfgkHT/pC5IZ8/Kgaxefzl2aLAAQeNi1gxP6NH7vrMKSiBBMKpIMf1CMft88z2yiPhLBpaqYkAgBVeFeTpgyydVi/LF1LdeVf4QpJivvepM2hpKEhMSHKi/gnaaDLHMfZYcpjx6dhSDipe+qaCcOvYmTeXPY113HX9RWKsvmETv1GsbyxcSWf5etrceYX1iF4f2sclP4r8LSR94lEI2z+76LaXAFWPLIu1w7s5C7Lx5HcYaFxT96h8beIE/dNIdXDrWx5nA7TrOOSEylLNvKgrFZ/GarKKq5YmoeO+vduPxDSj5Ok45ANE5cFfdDmkXPxnsW8dln97OnsY9phQ6sJh07TrvPun96RSLXYaKtLzTiXhpQcMyyGYgmtEEVyeGwGRVmFjvZUudGkYbUN+xGZdDKZV5ZOnajno2nBMFs9D2bbtbRl4x7JaAw3URrX5gJeTZ6fJEzYkwAR9zAQncJmzIa0SGhS8gEDRGWocc6LZfX93WzsHMMs12F/LhqOyF9nDmuAi7sKmVmfhsl2W62NpTyjTHHuOfYhTwyZRuz3PlcfXoSJlUhzemioLCVVp1EUVRHf8BKTXsB+aVGosYY4ZN6NDQ0IujtCRI+K3oHxJJD7aZMCPdCZ/pXQNOR63mQjBWbcb05G0epRNlFTrzNGs2Bn9LRup1lt93FxPmLaTpyiJe/901sGVmYrFZMNjs9zY1EggFkWUYxGImFgoDEvOtuoOHQfrpO1yJrDpx5WeSNKyW3YiwHXluDt0fEs7f/+g/sfvUlDq1fI56vmgaShC0jE7+7F73ZTCw4FH9XzJ5HV30dkixRNGEyp7a/izUtA39fLwXjJjLrimtZ++j3sKalE/CIIr1x8+Zzxd1fR1NVJFnG53ax5dmnmHrRJex46XlczY2oqoo1PYOyGbNZ/IlbkSSJ2t072Lt2Na6WZu749TMYTObRX/X/KVKxaQoppJBCCin8d+CDVup4l/cvbP17MBApa8npauAjH0A/KfwjYUqDmTdB+SLx2ZYnSACOAqGesfL/o5gtGoCjLwllh/IlDF529ryR6wXdQ4obdRsF6cCeO7S8O+mr7CgUahiKCY68KJYNH/iXFCiYBWnFgtBhToOQB/Imi/m2vKGB/rq3kuoQTXDBF+HAM7DjZ3D5TwQFfv4XIeAWKiZrvyAIEw3b4NRr8OlN8OZ9iMtcEjYtk66F3Y9D5SVwco3YF71JqEIkJWxZ+r/QcQjGrRB97/mtWN6wedSJSyam1KGg+pyEDuSRahyKCRIDpJLk+fZ3w8Xfhn2/h3CfWF9VhUVNy64hmxgQwZgjT9jxJIaHxsn/ZxA6kssGCR3vQdI4K861blJ1o2getO4Ss8yZEBpIkikQ7B2ygxmO/paRhA5LFuTPgOadEPML9RBHkSB/uBsEoeaKn8KlPxRWQ0+uEEodn3rtbziOFP7TcfuicuZXZjKrNIN2T4iHrp2COxjjgh+8hUEns/u+i5FkiQ/NLCLPaeLZ3c0cbPbw0NWTuX/dCX6/vZE0i56+YAxXIMbmWnEvVWZb8UUTNLiCIwgXkgRvneqiyxdGQtiOPLu75Yz9Gn6XdvkimPWy8BQOjiRvtPuiZ2xr0svE4yr+SGJQYcOoyDjNOlyBKBkWPW1JpY+YyiChQydLZ3gsa5pI3kUTGpLEIEGjtss3SLYYIHQM7PMAoQMYQegAONI2slAkz2HEHYyRUIfkfRUJZpSkUdftJxI/93PHHYxy15IKqjt9bDzZjScUGyR0LBqXxbs1Lq6bWcQf97USjKqY9TLxmMqskjT2N4+UipUkCU0T5+A3W+oHz73DpOONY51Ud3rZ39SHPxwnoUG3L8LsMRlUd/vJcxjp9EbYUe9mUoGDSyfnIUkSToseq1E3SMZZe7iDtYdFpe9FE3J461Q320+72P9EH9FkVtOQPNfBJKHj80vKqe7ys+lkN6oGTb1B2vvFb8HrRztRFIlgVEUnS7x0x/k4zXoUWSIUS/DAlVU8sPbESLWWpBXOvSsmDM6bVdrJHc/ux2nW85VLxlORLSqEx+bYONTiIdNm+KcTOlJIIYV/S7xLKjZNYQDpZZA3XcR+IOLGWFC8+zuKxN/fiX5fE109+9EpRqZVfRqfvxWrJQ9ZHkq/qGqMWMxPIhElFO7F7akmI20sZpNQoPJ4xSBobvZsul0H0TQNSZKJRN2AhCTJaMm4zWYpQlEM6JMWobJsQlXDpDnHkpM1nUBIDEbGYgFqG/9CJNqHpmmUl6ygtuFVetzHcdpKsJizKMy/kKL8+XzZVk9r4zFOhSRaGv+Mzn+cQMZSnjq+CXPS8mRh4STmGl2kx1rZIU/ntabD2HUmVDQC8QgJVKx6E1+fPI90Sxq73B4sOiO/OfomMU3lsKtx8F1tgNABvC+hwwQ4ZOiOn/nOORw1njZWLb6Vr2x+knS9bZDU0Rv28cSxjYPrxdQ4ZsVAjsVJk6/njEFbNRkDDp9/nlFHe0JFSYTpUczcnnfRGf3/KG0acUlU6g8QOgCq9DJLzQZ+5wsTHNbR9aFmHiiaQos+j9YDL3JrmrDMKzU7aIjH6FL0fLzocpwhFzsTcXSyTpwrTUOT4KXa7cyN9HB/726eclTx9oTraPG5kXwdrDHkokkyPyqewK9OP48l5EY2GjF+dgcAa2t3ct+2Z/jOBR/j+vF/R5FNCv+xeObWuSRUjYGCwKdvmcuJdg8LHn6HZRNzeOzGGew43cuFYzOZkG9jzeF2ZpYIW5bNNS6C4Q50koht1h7pBER8s3xSLu+c6h605QQR4/UFY6ze38qexj50isThtvcu6o8lNNr6QswsTWN/01A8NUDQ6DpLbJpl09Prj+GPJNjdKAb2bSaFWEIjHFNH2Crtaugbse3ol4i+UYUMrX0iLjrV6Wc0Bp4h13kzmd5WTKYc5umsVmb1FdBi9fCaOcgX1+dzoWrmaHoX23ObWFCUw+s9rZxMc2GL6+jyWpkfyoFcIzeHxpEdtHBJSyWV3kxMqviN8fRnMK6yDqN3OrarDJz6JVgSMt56AD36khDl6e3IkQiGi6o4/IskoUMBEqC3Q7hXQ9YsqESIGE7Qs9eBqu/C11TEyZf8uBJ/ImDdiSbHOLzxdexZ2bRWHwfA73aRnpdHX0c7ZdNmcmrHFqG+EY0w+4prCXn7KZ06A29PN12n61AlL31dXvq66qnesQVNVUkrKMLT3sqmJx7n9N6dyZOvYTBbiEXC+HtdSLLMxbd8ln1rV9PTJH4zW44fIRoSJI+uhlqQZfx9veSNHcd13/gOzUcPA2DPzqGwajI1O7YSTZJCpKQdsj0ji8u+8FUAbpg0lTWPfp/aPTsoGDeeJZ/89OD3mZZfQEdtNdMvueyfTuhIIYUUUkghhRT+eyC//yr/EEj/wD8YWdiwDrhA07SRuvAp/OtB0cFlj8DEK8Tn3Cq4dQMUzvr/b9vkgCXfAPdpaNouBsufXHHmendsFSohz30Y0kuFWsLxVyGQHMCfej3MuXUoiTdAdljxQ/jSkaF28mdA3QbY/WuouAg+9DRc8gO49GE4/IIgWwDJenJBXsmdDIeeg8wKQX544QZ4bAbsewq2rYI3vg62HLFNzA8Z5fC7ZULdomSeSDje8gakJfctfQws+rpQDon6YeKVYtqaB94WOPEKrLkLMirgskfPctKks8wD9DaQRlfnnIVAYbBxBjxNcHId9NYIm5bRvsRR39C0GhU2KImoUKs4K86yj9LAY+tsA6vnOKb3RNJF9f+x995xdlX1+v97t1PnnOm9z6RMei8kIQkEAkG6giCISBHhcsGL7eq9KlhQUQHFjg2QooCiAqEnhPTek0md3mfOnF52+/2xzrQkoPf706uvy3ler3nNzD5rr7X2Xnvvsz+f9aznGSJ0gLAFcvrTH5vic3O0Kkq6HVkTtixK2svZkwfHX4d0MIjDAw0fEISf7HJBavrJIoj0woaHYdGdwpongwxGwaUpzKnOoz+SZNkDa3jkzaNMKvGhKTIJw0I3TG5fVs+fdrcz5SuvUFfgYVyRl++9foSUYdEaiBGI6WiyJFYVpmfQ93aEaRmlIuFIy8HKwAMfmsEXVk3itqW1TCnznaFXpyew4rqFUxl7z6mj3ipGv2Ak0ooU6qjiKdNiUpkfy2aY0NFQMvJcqchxMbnUP5yQG+63ItQ5RtutDLVxpj7LkliF9V5PB4820tuFtfm8cvfZfOeDI57ppg1x3SQUN95VpcPvVIgmDdoCcY73jrWjsoE9bYNoikR9URaGZeNUZT5/4URUWaIzOGIrle8Vz5MhC5inPrGAqeXieVTid3LDWdVU5Xn4zquN3PuXg6yaVsqUMh/BuI4qS5TnuPn5DXOZUy383w90hKgvyuLfzhnH+ZOKuXqe+A5xqRJeh4KmCHWUt9Krz6Ipk/5oihkV2UgIr+krZpczrzaXcYVefrOxmdcOCkKHS5XpCCZQ0qcvmjKJpSyynCqL6vM52BHkv/64j4IsJzMrc7lydgUfmFZKkc/Bzb/ZBkBjV5h7fr+bntDIM3bFpCK+dvkU7lheTzgx9nvk44truH1Z/XuMZgYZZJDBX0UmNs1AkPCnfnjknb9qCcy8Qdiv/P9ERelicvy1dPZsp3/wCO9s/TLHml4cUyYnu57zlz6C11PCjr0/YMr4j1BZtpyuXiEn73EVUFw4m8qyJYi5VAvbNpAklRWLH6SydNlwXZZlEgyfYGDwKMWFc1gw67NMmXgDDodP2K8ETwDgdReTnVVFadECunt3ohsJHJqPcKSNtzZ8mg0HHmNPyyb2HPg5UqqHXl3i5z0O1pvjGQw0cvbxF/ju+On4NDcX1szhx+fdTr8OHSmJLy/6CNX+Ipyqg6iRZFXNbABW1cwmJ7SegdYX+PPxrXxi2gVMy68e7rsNKO+Rlso+RSlFkWTuzvHwSEEW9ep7p7MaA+282rQTw7boig++Z9m4maI53DvcJ/GHhcfSkdIkk9GvpBd3hbm5N8qqZA8mEmeiofSqXgLK6RN9xwyLrUmDU90cKhIDpE5u4lstx7glez62JJFvxrkhy0lc0cC2GbDghOoDI4kxpL6ZVgeZZYbJH3cun8k/i0f9DZCI0BUL4DKTTE4FmO3JYoo3m6xIF9a5X+IcbQKfWvMoLaFe9vU18cnpF3J+9elWQRm8v1GR66E638tvNzdzznfXkjJMvA6RL2objFPsd3H78npWPryOax7dwpWzyth4vF+QMmSJ5kACw4a8dIzjVARp/+V9XcR1CyV9/Q7FHcsmFHLz4lr+66IGrp5TiWMo9fIefbSBHc2DaKcEfKMfEc5R//RF9OH7OZmWTQzGTcqyPVg2hNJqlROLR2LT6xZUjqlD1CnhVCWqcl3D/XjXDiKUjeocKjfnRRk/9zC/y2unDIld+R3IlpCjfKJwHyUxL1c1TeWLh5eyeEkOO754Hp/0TyHLcPJE/QFeKjhMUcLBzCPFOFSD8zrqqY7kjGpQpjE4n94jbnAo2DEFKU0pMRmkq/8xNIeBN18fFv/1lED5EpFui3WL3haF7sNBBYGsx7ADlTjy4ix9yKLZdStGwWbyKyuYsHAxSDIvff8Btv3pOernLsBfVEygswNPdi5lDZM5+yM34isswjJNjr+gsPK2u6homMI5N36CnJJSFKMMVfMhKSqK5kDRHET6RGx6fNsmJFmmevosMaZOByX14xk/fzGa08X6p39Db0sTAIqqDRM6AAba27BNE29uHlVTZ7Lx2Sc5vnMLiqYxZekKZq28mOK6ejqONXJw3VsA7Hl9NRuffXLM8C376E0svf5mambMIREZIevkFJcwa9UlTFpyzruNfAYZZJBBBhlkkMHfHf9opQ74f5tl/Wv12cAbwMO2bb/8d64/g/9tGClY83WYsAqqzxLbXvsSNK6G29aJifG/BQvvEKoH5bOFssKpGDghLFNc2YJM4C2Cls3w7MfgrH+HC74O530F+o7B5Mth5keE8semRwSBYvdTI3V1bBdkCyw4/qawYLFNoYQRDwj1kYHj4M6F9Q8BEvQfFzYr3kJh9TLzemHn0SWY4hx+Uex78fdhsAkqFsDOx4R9ypFXoHiaUBCZe7M4vpnXCxLFpIuFpU39udC+Q9ijzP4YtG0Xah3NG09RvZDEyrTAiTOcRCVtr3IGOxRgDLkj3jfWamQIzevTu8ng9I0oo7wXLFMooUgKWMlRH5whLM6pg8DxsZ8N2+K8x+LLMcoifwV6WmFjyGe77jw48cbp/bJ0SITggm8Kkk9fWgo5GYFxK+HEGuhthBv+JJRXtv5MnI++o/D2t8W41Sz+2/qUwfsKdz29C02RKPA5WXOkl/MffJuUaWHbsOCbbzGnOpeVU4rRTZvnd3YwryaXKaV+JpT4iCR0fvL2SXTL5tyJhWw+OSJVa9pQmetiIKpTkOWgeSCOpsr0R5KcPb6QG3+9bZgEMgRFBq9TJRo3hhPWQ0+F8Ch7Fq9THmvXcgb/EsNmWNr2piW1XL+wihXfe5uCLCcVuW52tQyS7VIJJQxCCYO2wcQYSpkqQcqE3kiKXI9KYJRKyLvd/S5NJpI0aSjJorE7gm0LSxfDGlnBVZrjHiZivLCng9pCL9HUWDLB4c4wFkK5wrBs6gu9HO2Jjkj1ShKGBZuO9+HU1DESvn6X6Oud54wDJCaX+TnYEeJna09gWDb9UUEg1GS4cEoJT25tGT6Ff97dwf72ELIERT4nm08M0B1K0DwQY1ZVDg99eCaaIhNLGXgcKgnd5LGNJ1HlkaTj4xubWDmpmAlfWj2sPpI0bOz0iI4r8JI0LfoiSeK6hSzBvvbgyAvXgW7yvA5cmoJLG5EjvmpuJS/u7SCWMjEtsd8dy8exoC6Pj/5yK+uO9gEwvyaXwZjO+d97m6huclZdHknD5kM/2YgkwbamAMsmFFKd72VmZQ6aIvPing62nAwwudTPy3efPXwse9qCVOb+je8FGWSQQQanIxObZvDeiHRB+3aoP09Yr5g6bHkEChpgwt/uqDNn+t0YRhyHw091+bkUF84a/sy2LcKRNvy+KpKpECk9iiSrHDjyW3r6drNk3r34fVXMmXYn/YHDnLv4u/T07aalfS2J5ACWbRAIHR2uL5boRJJUYvEuYvEuunt3AjblpUtQFTeq6iGR7Ccc6yAc60BVPXR0i5XPkiRjWTrFRXP48sGjNEc17q8M0Nb5DnU5FdxVvIC67CLGWZOR+pr50cmTDCbjTMqvQJUVVs24kW1dR1EVBxfWzEZCYkZhDT6Hh9VNO/FqLrT8y3h612pCqRhPN66jPTI2Vs92uhlIivcwTVaG7U+8ipPgKXajHsXBw8EY5YrMJ31Ovh6IEwJUWca0TjdhWd20E4As1UXcSI2xUHk3+DU3YT3ODCPMbi2bKj1Ei+YfU0YHihSJePlc3H2txKWR1JoiSZjvYXNso7BllIXhjFg35VaMB3Nn8ohtopvK8Ax2v+rh2pCBV3USNXVm6gEMNY9jtsmU5CD7HXnYksyKeDsP921gd8V4fj31g3zcl88fdzwHmh+3w8v0iuk803aIsL+co7dvozMyQM+BHezva+aNlj08fXgdPz3vDnJdZ1i4kcH7Gq0DMW59fHta+Q+e2NTMuqN9uDSZQ51hFn7zTb555TRcmsLhrjDN/TFmVmazfGIRJX4X3159iEDcwOtUKVdkOgbjY+qfV5vLzuYA44qyaOwOE4ilUBSJilwP33j58HA5i5E4cmKRl8aeKKdCHyZPgNshE0vbfWoKZ1RbzHLIRFIWPofCj6+fzb72EA+82khDiY9wQud4bxRVEm3/YUc7hmnhViXiaSKIR1MJxHVaAokxsd8Qzkblehx8gRhyzI1TUTlBmG8SZ868PMzNNrdJbjpVi99kieNRPTarpx2mpq0An+7gzT+eYGldIeWHC8jrKSBbV6kLFJMokEgmPciqBbJwSnYQJRr2gCwRPCYIigd+BY5sSAbEmbFKt+EJT+HwoYmMv0LCWwCq2ybWJdZg2ZYQFAYoXyYRPBbFjiQxlX5ynZPZ/vtXsIgSj0eZOGkOx3duw0gliYeCLLn2Yyy4/Cos08SyLFRNI9jTxY6X/0QyEkG2fUjRco5s3oCsKvzlwW+KhlTAENYqumlQNW0mA+2tJKJRjGQCWVGHFTZiwSDxcJipy2uxbRuHxwv9fbizc6ieNpPD69fi9vmJh0O4/TksvPJqIoF+tr7w++Fxmbh4Gdv+/Bzhvj4mLjqbVDzBid3bOb59Cyd2bce2LSaffS6yquAvKEJWVNb99pcA2LbN3IuvACA6OEigswNZfm+CYQYZZJBBBhlkkMHfE/9oUsdjf6d6EsAgMADsAbZkVj/9H0KwFTb8QEyOD5E6NI8gBEjv8XL8pzthsAU+llbFkGWoSKt+zL91bNn4IPxoAYxfCZc+IggWefUjdiSVC0fKPnEZRPvg3C/B1MsF6WLjI4KsIGtiIl9xCgWGA38AhxccfrGq68hqUYe3UChnVC6AzT8WSiCXfB9at0D+eEG0OPAHKBgv6nf64cpHxb69jYIIMtTW0s9BuFNEVz+aD+f+N7zzPXjnQUE8SYbhuY8L5YzS6RBsF2ohnbvF+XNlw55RhBTVOZbQseDf4NALwgYF8wwzo6M2nH0PvPPdkf8dWaeTOoZ3s04ndLhyRH9PldQdsjqxT1H2OBXObAgcO327rInjTEWEbPIYpHPtQ22OttHJrRUEnyEUTYEeIRlJaJT95JJPQdeuM5OFIt2CWFO3HJ4ZUtq2RELY4YVDfxF2NGYcqhbBnI+J6/S2dZCd8UbP4MzoDMZxaQr/cd4EGrvD/HL9SSTEaiNFltjbNkhDiY9FdflsPNHPNfMq+cxze7H3dLJycvFwUmlX6yCx1Mj9JgFVeV5aA/1EB+LIklDyuOLHG1BkCdOykSWhgDE0S+XRFEJpWdnCLAf5WU5a+iPEdJvIqLpHEzr8LoVQ4szS2UPJrl+uP8kv159kRUMhF0wp4WsvHsQmTcJIScP9LvI56QqLzJIx6nEUiP2V50UaQ8m8w10RHAroJiRP6dqJUcoasgS/3nCChpLs0/pd6ncQTJhoChxNs7VL8AAAIABJREFUJxKHjsetyoQQEr+KnOLqueW8tK+baMoklDBYMi6fNY09NPfH+PjiGhq7wqiqzPIJhaw9Ioh3RX4XBzoFmcznVPnGFVO565ndVOd5mFiSRa7Xye+2tXLjWdUsGlfApFI/Wlomw+MQr3Sff34vf9rdgSpDnldjIKqz6cQA8+9/c/hx7tRkCrOcXDu/Cqcq0dIf5/HNzcPHmuUUxJohhJMGHqeCJMHU8mzWH+vDqSo8sbkZt6bwiaV1HO+N0BdOcsNZ1Ty2sWn4OlJliW1NAWwgx61xw1nVrJpayqsHuvjhW8eYWuajOt/DjqYAdz+zmxf/fQlTy7O59ex6yrI7uPnsOtGHhI5HU3jzUDfji3zcvjyj1pFBBhn8j5GJTTP46+jZD60bRFyQWyu2qU5Byn83JMOw41Hxrl8h4kqnw4/TIYgAUyZeP6Z4a8c77G98jFlT7yCVCmGaCVTVRWDwCJqahS9LxAgDg0fZsusBXM4c5k7/FLoeIRzrYO3Gz4+hJ/m8lZhWili8G6eWg42NLCu0dwqyvS+rkvKSs4jGu+np243TkU3DuKuIxfrYGHVj9Byg0pvNcp9BrwNy/bVMnnAtmurlm6/+jJPBbqa4DSa4ZT4y5QqCusnvG9czEA9zItjFO+0H+cGuv/CF+R/iG1t+j26ZzCiopcKbT288xNd37aEjGqfaX8Tqph0MJkfeuzRJGSZ0KEjcNPU8fr73NWxsouZosr9AOE3yaLdl/uCsJMQRAAzLwiGppN4lnowZqWEbFYBszQ2SRDB1auwIIV1MOu9W/dSlBmlXTyc6aJLEmtJsnogEeGWUrY6cts8bn1PK0cHOU/aR0W2L1KhY2KM62eMpJk4Kj6wSs8Br6URljdkFdezsOwGSTNQUqhz9/ioeqqij8O2vcnHJReTZOhdEmlntreGZrPHsTsH3L7yV15p2Mai6cdomkyJN7I/X49WcfOGdxzgR7Abg8vr5zCuZyKXjFjCzsJbZxZl3qwxOR1w3aR+MU+hzcs28KjRFYt3RPhyKREIX5PVvrT7E966awZ1P7SLP6+Ds8YU8/IYgnq2aWszq/d0E4/owkX0IPpdKbyhByrQ53hPBtKC5P0rtF17GoYyQONyaRFy3MW1wyAwTOvK8GjMrcnircax1r81IDAigShL6GZYARNJlwimTj/16G5YNX798Cke7Izy2ScRG9fluTg7EMSzRvqLIYIh7ODDK1rM0x01bYCxhxY3Ea+gMSIBn5LPjmLy0uYkKTWGcLvOknWQlDv5MipnNFTSW9jKgRTmQ3c2yzhqanpBJ9ElI2EzprwAkwj0WUlWEGTlHOXh0GnpYZeqMQ+zaMwdFG3FmjnZCdj34qmDgELgGzsdMQt21cOgJm7pLJRx+UL1gxKF0IXSmRWxVN8RjXRhqKwXLGynLm8Kh3y1l/NQyqHmHyMk8In0hrv7qfYR7e5l4liDiy4qCrAhSyROfv4tkLEZeeSUDiTYG/A/zyk80copLh8+Hv6iYgvJKSidMwkil6D5xlMiAyL25/X7i4Uh6ERfCbso0sS0LyzIpqRtPf2szsixzeP1avDm5nP+Ju1jzm58xbt4CJi89h6e/9Lkx43Js60ZMXadk3AQmnnU201ZcwKZnn6L75HE8/mxqZs3h6S9/FleWj48/+BO8ubnMu+xDmCmdaeeuBCARjRDq7aZpz04aFi2lZNyE066vDDLIIIMMMsggg38EJPs9VhC83yBJUgXQCtDa2kpFRWbC9X8N3Qcgpxqc/4OVIY9dJkgSt7wOJdPeu6xlCTWQ8rnQcBG07xRqGqYulDZmfVSoXjiy4KlroGMH1C4XxJLeQ9CfJhKUzQZ3mpjQti2tVBEW1jJmSljJlM2GQLNQbnD6BcHjrp3QtQ+evlYkBYfqO/fLwpqlbAa8eA/MvBZ6j8CrXxhRn6hbAd582Jdmln/kWXjqKnD4BJW+djmcXDtyrJIi2k2GBXlh3q1w9FVBgDkTFBfkVEG4G1J/JR+tOEaiQ0kWic6cGjjx5nvvByMkFRBJUVOHiRfBkVdPJ3mcqY+nqmwozpElBEOoXAhd+4V9zWiobhGhDkFSxDjocU5jschOcWxmXPRZVsRxJ8/g5ZpdDQtuhTk3wsMzhNIKlrguZl4LW36arlMRaiQg1FZueVO08cp/wrSrxDWZQQbvgQdfO8LmE30c7QmT53Vysi9KSbaLn390Lqv3d1Lid/Hg60cwTJtweuVfTb6H1oEYXueZCRaqNFY5YwjnTSri7SO96KcsNVIkcGsKkZTJ3OpcdrYISd1UulyWUyGSNNFkGHIoOYNxEwAlfg3dlOiPplhYm3uaV/EQvA6FhG5i2sKOpSOYwDr1lpWgOt/Lyb6xq7WGKIFnjy/g7bRixP8Ed55bz/7WIGuP9lGa7SSpWwzExDNMk4XSB0B+lkYoYZAyTn+fWjahgLeP9DGvJpdtTQGqct08cNUMtpzoZ+XkYiaVZXPdLzaz4Vg/TkWQTS6aWsLL+7uozHUhSTJl2S42nxzgoqkl7GwJ0BVKUl/oxQaunVfFrUvrhttLGRarvr+O471RPjinnN5QknVH+6jMddMTTpI0rOExWVCbw5aTg8ypymVHizj/qgymJZ6KQ/0ZQo5HYzCm880rp/LCrg52NAewbBvLhhyPSkq3iOkWmiyhWzYeh8JVcyp452gfJ/qEosnyiUV89sKJXPjwO8PjG02ZSMD9V06jqS/KuKIsLppWyprGHu58ahc//+gcntnWyttHerllSS2fOm8CiiwN2wf9M9HW1kZlZeXQv5W2bbe9V/kMMsggg/8JMrHpPwmWIUjb/vK/fZ9kCDY+KGKwRff81eLRWA8nWlYzvvZSHJqPgcFG8nMn0TdwEFlWyc9tYDB0EqcjmzUbPwvY1FReQG//XrAlovEOAOqrLqZ/8DCxeA+GmcCyUmhqFroRQZI0igtm4NCyae1ci9ddRCTWyfjayxhfexnHmv7C3paNfPH4IHcWp6hz2Syc/V+oipNDkRi/a1zHV866lmte/A7NoW4sbBZmWXxx0Y18/O0X6E+Gqcgq4OyKyTx9eB1ZmouInqDInU1PfCSmzHF4sbCIpBJY2Dy0/Gb+Y+0vz3heVEnBsE1uHjefZ45t5fR1+O+Nm6eez3OH1xE0TieDnN6WjGGPvKU6ZJVcVxb98TDGKbHpqeJzDknBsi1yZJsCReawbiGmW8e+C84vHs/W7qNjtuU7s+hPjo1VBRHEJs+ZRVG4hWc7X2VW1dWYsopl26jIGFgoSFjY3B46zIRED58qWkqREeOr/Vt4IHc2dxdXUDX9cvoc2dz6+g/xyAoOPcrniiv4flSnOz0uMjYWEj7NxbLKaXx32U2sazvAs43ruXfRteS7x6qSZJDBaCR0kxt/vZVin4s/7elgUomPQ11h/uO88RT4nGQ5VF7Y0862kwFcmkxfROSPPJqM26EwGNOHY09NkYZjTnVUfDUaE4uF2iIIxcTUqBh16LM51TnsaB4cvlfdmkRCF3dktlMhmDSRhBDEGdFQ7ON4XwTdtDmvoYg30raUp6LAq9EXFfHg3OoctjefbutUk+eiP6oPKxuO7nep38mnJDc/CgZpR5BEZgcL2OPv5+xEMf7eHNqcAQpSXpZ11fOriTtozQqCDC9eupzG72skesFdCL93H2JjcStf2LMEH04kU0FVdGxJxZEjEe8e1ak0CdBbCtEOKJ4P3Vuh5iIomSvWRZUulFDdEi9cLIJByQF2CuQJa+jofoMFZ3+Rlle9FM+Gri0w/ZMSbz51P3HXZkrqJuMJr+CcT60kZ9wI43DgaIJnP/MzjILNLP7w9Wz43W9JRCIUVUyjp32fKGTbIElMXX4++9e8Rkn9eLqOi+em5najx0UeT3Y4sVIjz3ZPdg7YNhfd9VlW//B7RAcDKKqGaejUzJpL067tACiaA9PQ8RcUMv+yq3jjFz8iu6iYYE83F3/q87Q3HmLX6j8zGu7sHBZfdR16MkF+eSW1s+bywne+Rvvhg1z1pft54TtfJdLfz3X3P0h2cQku77+GwlEmNs0ggwwyyCCD9wf++RnxDDIAKGx479VPZ8KC28TE+ClJkTNClmHFl0cmz8tmwfZfQfd+MSFv2/CjhfDUh+GsO2DuTaLc4b/AwCglh8JJQmWjbXt6oj8IWUUjRIeO3bDtUXD54eOr4aN/hKt+Iz6zDKG4MdAsJv3nfUIoezx+Caz9Nhz4o7B7AUH0uPl1+MjvoGqhIHTImvipWQKL7haEjuLpcNWvIatY7Of0i7YTgRE1il1PwmCrUKgAISMMafsYSZAl4gEo/SvEGBDHqXkESaH6LKFo8m6EDm2UPL4jK03oSD9y0iuN0GNwz6FT9vOKfsnOkW22ebpqiztP/J5+LcNRaqxXkCTGQBpL6JA1UV9uLUy5/HQZZSsJvpL03zrIKhRMFESQ2R8DfzpIkhSIdgmroCevFuNRMB5mfASwRFll1LmefxvMvE4cx08Ww0OT4eALI2OeQQZnwOYT/Sy8/w3eOdbLnrYgJdluZlXl8vA1M/ncyol4HApep8obh3qIpUyeuW0BPqeKqkhCecNmmNDh0UbuIVkaUb04VSa2riCLIp8TjyqxbGIBZdkufE4V04ZoyuSCKcVcMbscy4bctDdyXYGHaDpxNUToWFyfzyeX1+FzjL13FVkirkN/NEV5jmsMoSPPoyEjEnwXTi7mIwuqhvsXShinETpAqEEEooL0VZc/8tyx0j/bmwZO3ymNbPfpgmVDvX1yUzNr02SQzmBymNAxdIylfhc2wpN5NKHD61BwaTJl2U7ePiL2b+oT31MtgTjfebWRh944yqofrGfziX4W1RcAgkDhVGWuW1gFQG1hFnWFXnK9DmSgJ5RgUqlIsncOJjjRG2Vt49iE48bjfcM2Ms/vaGfd0T4qct20BuLMrc5BYoRks+XkILeeXYthjSQcjTShw6FKSGl/6yynOEeTSvyoMnzhD/vZcnIAw7KHx2MwZiDLEooEelrt5fGb51Oe6+bH183mL3cu4fOrGjjQEeSxDeI7VZGhpsCLIkvYiJV6k8v8fPa5vfx+eysTin2saCiivihLkJk8DmZW5uB2KP8ShI4MMsgggwz+j0JWBSn/f7L4xekX8Sz8Tft5PUVMa/gYLmcusqzicRdz4MiT+LLKyc9toKX9bTZu/xpdvTuoLj+HqRNvoKn1NaKxrmFCB0BSHyQa6yClh7DTRATDjKe7odMXOERLx5tMHn8dc6bfzaypd1BTcb7YNzmIy+jm7jIH5Z5sJtZ9iF37f8T6bfeyqW03rzTtpDXYwXllVVxUN4/VV3yZ+8+5i//csYZAMoIE5LqyuHXaShaWTiCiJ7hpynn84oJ/H+5fkcvHYCpKKBVnyBjlvo3PnPGcaLIyTKaISSru9CrvIWQDk1X5NP8kl+Ig3+Wj3JvPkwfXkDSTDO2pjoofT91vNKEDIGUZfGr2pVw3admY7R7FgSqP7YumaBjY9FlwOP3iqwAl7hyuKCtnqW9ELWRqXtXw3zLSaYSOYncOlm1zbuV05pWOx+WrYJOrhCo9jGXbSEho6XNhYuN3eDhQt5LPlSznzhkfoEf1cGfJCrJsnQt2/4z1L9zDU4fWAnDTtAvwePL4k5LNXbMvHW5zXvF4PtmwjLqcUo4FOlnyzOf5xOs/5I2WPXREz0y0ziCDUELn1xtOMu/rb3CiN8rJ/ihFPiefuWACd54zjvMmFzOpxMex3gibjvWzeFw+Ny6qQZMl8rwiluyPjhA6ZBl006bIJ+LJMxE6ZAkmlvgp8jnI92hcOasct6YMx2tJw+Ti6aXMrMwFBDFEU4RS4NCTOJiOUb926RRmV+WclgSXgOaBKIZp41alMYSOUr/ISVXlubloagl5WSM5qmM9Z85DNg0kCCdNPA6ZoZBliIiidyv8OZKgBRuHpKBaErWBYu7bsYL83jzOt2u4snUa48KFRLUUmixTG8pBMSV2PmqS6AXFDWtpZXdeF05D4bC/n+3+TjDBSGnY9gihQ3aKVJQjW6Qvox3igPvTKbj+g7DlG7Dju/DGJ21UN/jS6S47BUWzwTuxg5TzIL6GAfxVIu2VVI9iuTvRsw4CMt0nj9HVupPgybHff0efdZAXupNEOM6bv/opRipJrnkduR1fHCZliMZs2hsPMn7BIgJdXWJcZHmY0OH2+3E4HEiyjJS2OsmrqCIWCvLHb99HdFA8t0xDxOtNu7ajaOK6MvUUvoJCVt35aRweDx++91tc89XvUDF5GlteeI6Tu3cA4MnNR9EcSJKEkUwwfcUFtOzfwx++dS/xcIjq6bMYv2ARyXiUyEA/BdU1ZOXl/8sQOjLIIIMMMsggg/cPlHvvvfef3Yd/Gdx3331+4B6Ae+65B78/s0Lhfw1PXgVr7heEChCqES2bIb/u3fcpGA9LPw05le9e5kwIdUL/EWHfkgjBtA/BiTXCoqRsNqz4Eky4EN78qohYJAWQwFcq1C6G1B385cJeJBURBAZLF9sr5sGqB6B0hlAD8Y0iXNi2aDs+AO5s6NorLDjGXwBY0HAJ/Ol2GHc+zLsZ8seBvxQ69wklEduCgknw+n8JckCkC3JrhFXMlp8K5QrFKUgTQ+SFIXWM8++D2EDaZkUaq46hx8SxFDaIlWkAngKxXdZEYrNgKoTbRX22LYgiZ5DExZkttlsjE6BoHjAS4vwgIaZN03Vs//UIKQZG9hvqn+IEKyXKz78N2kXQRSoiPus9OFI2EREklehY+c0xUBzimMId0HsY+o+K446NWsmfGIR5twkFGSMmzknVWUK5pfsALLxNjH92FZTPFu33HYHzvy6IQt37R1b5JUOivfm3Cn/uld+AIy8Josiyzwprl/eyGcrg/yR6wgl+tu4Ek0p9uDTljGVeO9DFx369DdOy6QolKPI56Y/qlGW7eX5HOy/v6+QX60+y4Vg/LlXmx9fPpqYgi19tOMllM8pxajJN/VGxQsktE0nbo+S6VeJpRYV8r2OMPUu+10E4odMWiBM3bJr7Y7g0BcOySZkWZdlOdrcGsW2TloE4cd3EtkGTJaKpsasa+yJJNp0YGLOaCuCFOxbyu62tGBaEE2MlslO6EMa2bDjWG8WpKsMytrZtYdqnJ+UBEmlSRTBxurCubtko0sgKyxy3SiKdNTzVW1lLE2FEnRYuVcKwRELx1HojSYOl4wu4cnY5m08I4ogqSyQNC8Oyx6zOiqUsJARx4boFVbxztI/KXBd724PMq8mlOt/Lp1dO4KbFtRRkufjtlmZmVubgkGUOd4UZiOl0BBM09cfI8WiEkwYPXj2Dz1wwgc88u4fWgThzqnOpzPMwEE2yty3IuRML6Y0kyXKqDMZ1WgNxct0a4wq9NJT6uG1ZPc9sbeVIWr74pkVVVOd7CScNKnPd9Ed1ctwqV8yqYHxRFq8e7EaWpGEix9Lx+bQG4tiIJ3rSHFmfOrnMR7HfxVdfPMScmlyWTSzi35/aRWcoyf6OEKosYVpwzbxKblpcS1y3uHlJLRNKfBRmObliVjk7Wga5am4ldYVZ3HhWDbctq2d8se8Mo//PQygU4qGHHhr696F77733DJJOGWSQQQb/b8jEpv8kJAZh/bdF/JE3TmwLtoj4xuF99/2KpkLlWSCd6U3l3REMNdEfOMixpr+Q46/Dl1XO8eaXicQ6qCk/j9qq83G78jjR8goAEgqy7MChZRGOdGDZBpIkM6InYTEUa1mWTnX5CuprLsLp8OHzlqGkF1J43MVEYt0cH+zCRYwgHuxYEwW5k5mSk88FpeVo8ZM4Au9wzcxrKcutxecpwqd52NlznKiRxLYtTga7Wdu2H4AD/S3cOu0CCvUYuwbaSJopbGQ8qhMsAwmImzpu1cl9C69lS+cRdEu8C1qjyDAHBlrJ9+ajmwaGbaJIMpKskrJM8p0ufE4/TkUlZqQwbJO4kSKsxzFsC2PMmbBxK45hskiZIhG2QZFGJnylUW+WR3qO805n45jx0W1zDE/HLTuImUkm5pRR4PLTnwiL/gP1Hh8rHe10GtBjujgZ7iXb6WUgXeZMdJ9sp4ewHqcrFuDwQDua28/vnOX0KY7hMiXeXOYVjacp1E3C1JFUJ+NyyuiJDWJYJl9bfB2boiGcDRdxrGgWG3uayNU0fnDubfxo3+s0hXqZmFfBtrRqyJSCanRZYlZRHTX+Io4Hu5iSV8kj597GlIKqM/Qyg//rWHeklw3H+plWkf2uZe753R5++c5JdMvC51RpH4hi2hK1+V4efvMoL+7t4IlNLWw5OcCH51Vw7yVT6YskeeVAFw9eNZM3DnVjpgOJPI82bI8yFEMWZom4dHTcNrUsm2O9EVKGUEzc3xFCkSVhIWpDeY6HDcf7CUSThOIGpi3iyFMVJ2UJNp8YoGUgPuY+9DkVfnz9HJ7f2Q6cTizRZImEYRGMG3QE48SS5nD8aNn2aYsjRkM3R2xNAbDhv3YtRwplsbewE8O2QYFIRZQ3/Se4/MQUYgmdPmeMo9n9rK48wrh8DQIu2r1h5rdW4Upp2AZsKmnhhD+AIVm4DY2zeivJLVEpWyRSZPE0L8U2xY+ZGJv+s9Lpt+LZIm2VCkJeA7Svs6lcDmVLoHqlxKTrZKz2qcQ3XUhuWTGyA7p3x+jIvY3O/b1UqP9J0HyHXP3DXPfLG5Gy23nx+w9QWF2LNyeXvAnQvrOflB6kbHYBkf4+ksoheo1n0BMJSsZNRHN7qZg8hXM+dgtrH/sFpp4CSeLiuz9HKhEnFY/hLygiMtCPL7+As6+9kXg4RMdhYZtsWxaSLJNbUkYiEk4foYQ9auHC8htuYdufn2PPqy9x3i3/huZ08trPfkBsMEAiEkZWVVKxKB/91sOoTicVk6ZRNXUG+RVVVDRMJqekjMGuThZcfhU5xaUsuPJqZq78AA6X+90vgH8CMrFpBhlkkEEGGbw/kCF1jEImcfZPRKBZTPw3XCxsKl75Arz+3zDlSvAW/H3beuIK2PB9+OQGmH4VaG7wV0CkBw48L0gZeXUiuokPQqQPMIQ1TLwfPIUi2Vc8VUzaZxXDFT+FhkuFjcvZ9wgixpafwdPXwIl1EO2BTT+BnY8LMoLqFmSCmrPh5teg8WXY/VsYOCHUPJZ8Bp78oCAnTLkCWrdD525Ycg8ETgp7GMUJLp8goFQvhre/LY6vYi7UnwvjVkDzBrFNcUCoC3oOcsZ0kjNbqI4METqc2eDwCPKGkRCkBExx3GMgn16fmUwTYUZtN06xTmFUZGumeHdII4ojqkeQImxLrKCzLbFttApHdiUMjJW4xZUnyuTViSRrMizGVpLFGMb6Idov+uItFCSZSZeBqkHrppF+XvQdeOMrIiJe9nloXC36sPSzYgy2PSrGdvq1YCTFtaTHRJ9Kp8OhvwhCyqSL4ZKHYfYNUDYzQ+h4n+IPu9r51urDTCr101By5u+abI9GPGVypCdCXLcwbZtwwiCaNFgyXjwXu0KCWNUfTdEyEOP6hdXcuKiG9kCM/R0hOgbFvWemVRWcqjycOLNsmF2VTcuAuIckwO9WOd4bJdutEddFOdu2iKYs6gu8fHxxDR+YXsaj7zRhM7K4xrAszFOSYEY6g3Xq1MYz29rOuBILTn865Xo0rl9YRcowaRtM4lQkzuBy8q77q7JI1V8+q5TDnWI1VeJdGpc4XbXEsE6X3B6CS5M43hsjx60RSxpU5nnoDifRFKFyUZXnZuN/nstzO9owbRuHKmOZNjX5Xna1DjKvNo+Nx/oJJXT+sreTV/Z30RNOsOl4Pz+7YTb720M8u6OdQEznC6samFOdS0GWE9206IukqMx18+g7TbxxqIcdzQEmFPsYV5TFuQ3FnDOxiAdebcShSESSJrppU53nIZjQ6Qwm6QgmePSGeexrD3K0O4wNeBwKP79hLq/u72RPWxDDstFNi33tQebV5LG/Izg8ptlulYGozq1L69jVMoiRVueoKfAwGNOpzffy3xdPZnKZnwunlKLIEpPLshmIJgjFdaIpk4/Mr+KzF0zEral0heLMr80jy6kxsyqX3nCSq3+2if5IkoumlQ6rhvyrIZM4yyCDDP6RyMSm/0QE2yC3DrxF4l1943dhsAkqFvxdm4nGunln65dxOrOZ1nAjBflTAPBlVRAIHaezZyvVFeehKE4CwaN43EXEEj0osgPdiGLZBprqxTBjlJUsJBxppaRgLtMn34LfV8342kuoKl+GJMls2nE/bZ3r6ejegtdTxMbt3yCW6EWRTF5KTeTxk0e4YNr1LJ9yDXsP/YJIsJFwtA2nI4dWbQIfefm7LCxrYEn5ZB7Z9SJZmpsvzf8gzx/bTERPUOD2k+P0cum4BbzVeYTdA23IyMwpHccnZ6xiX38LIV28c2qyQkuol47Y6WpqEuCQNQaSkWEyxqS8ChRZoSsVI2Qa1GeXcCLUfdq+MoKsMfq9zbBNNEnFwuKbeR4koDH9jiufYpmSMFKcalg4OtqVECQPgHG5ZezpG1H01GSVCSQptjUeC9okLJMybx7N4bGqakXubKJGkgk5ZQQTUYJ6DAkJ3TKpzy6hKdwL6V5Nyq2gwO3jnrmX86v9bwy3na15yHFlsaHzMKZl8YkZF/KbA28yo24xF01YwmU+N5cmmrFVF9n59Qwmo7x8UlgRTC+oRpFl1rTs40ignYfPuZWbpp7P5eMXUuDJPGPer/j07/fwzLYWbl9ejyKf+b3b61RwajL72kNEkiaKIhPXTfK9DubX5LGrZXCYwLCvPURNvoer5lZyyYwy1jb2sKslOEy2iOunx2MuVSbPqxFMq0xmO1VaBuPEkga6IYj/qgyGaaPKEtMrsvnCqkmEEwY7WgbH3PdDxPwh2IwQPUYvp0iZNn/e03HGRQMwNm7UTZvPr5pAtkcjFEsRTJgo8nuLM41WmfQYGmf1VRIsjlBe5qThcCknsgIMGCl02aYs7meag09xAAAgAElEQVRLURuH8nrZWdhBluGgqD0ft6lyc+McPKkRotfUaBENfYVc1DqBmYFSnJaGrdgcORajqsGBZYnUl5kASbNJOHZQec1hZt9QR/NrkNMAiT6hyhHvAz0M3jLo2W3Tf1CifT107Y1xrOMRHLlRzv3SVDZ/wyZ4FBwejbl3lJPnWkpevYf2xoNkV4N+bA6vPfsfDHQ00dfaREXDFPwlfsZf4iGmH+PQO2sAMFJJFE1Dc7pQNI1Aeyv+gkJmr7qMA2vfIJVIgG0zfcUqJi89h61/ep5kLIaRSpKMRhnoaENWZFKJOJZh4NAbKJtcQyIWoHbWfPpbmwEbp8eLrKhYpsnERWcz8/yLmLBwCTlFJciyjG2L1SLJWAwzleKyz/wXlZOnkUrEUTWN4tp6vDm5FFbXsuPFP7L28UcpGTeRvLLyNJHyXw+Z2DSDDDLIIIMM3h/IkDpGIZM4+ychGYajr8Oux4UFydafwqpvQ8EEoVjx957McedC+RzIqRLkAKdP2ImYOpx8W9h/vPgpKJ4C538Nlt4DfY3QsUsQTiZfDl17RLJv3ApR37rvQNMG6D0AGx6GnY9B5ULo2CkIGMfXCLKGmYSapcI6ZMHtQh2kYyecdSfse04QOJBg4gXQtlVM+lctFP1q2wYtm0R9ANiCNHD4RSiaJH7bFgRboWufIITEg4AlaPnRHk6bmlTdguBgJoUu4xB9v3AC9B8bUSMxEuI8JU+NCWxBGLFNsZItPjCy/d0gu0aIGgAoI8SLMThlKnXx3bD8PwXxJdgCDp+IPgGql0D1ImjZkCZJjCaUxAXJJBmC1Chn5qxiuGMjrH945Lj1mDhvPYegZDoEWkBPCJJMwXg48qooGw/Ciq/AW/fBzt/A3t/B5T+Go6/Bjl/CwDFRn8MH0W5BxIkHRL9iffDWN2D6hwVxJoP3JSaV+Jlbk8d5k4qR3+UZd6wnwuRSP12hBBOLfRzsFNd7TYGHNY29nNtQxL52cU/6XCpfuWQye9uC5Hkc3PTYNhyyRCwlyCBTy/04FJlI0hgmLjgUiZP9I4QOG4ik1SWGCB0SoCoyhmUTiOm8faSPTy6t45X9XeiGNXynnUromFrmoyecQkn3bWhFk1MVJAvLhpkV2fRFkmOSXT6nMkbZI54ymVji48W9QobVtEeS66ossXxiEf9+zjhePTg2se/W5GF7ELdDYW/bu+cz8r3aaYnF0SOiySMJOUUCV7ruoRxfU3+UlGnTFUyiSCClfdEDMYMfrz3OpTPLCMUNesJJDMtmV6sgx53sE8+jaNIgYVjops2xngiN3RGe2dqGbtlU53tYUJvHlLJs/rS7g4c+PJOfvn0Chyqz6cTAsIqJadm8vK+Du1ZMAODHa46yty3IxBI/bYE4Nyys4qz6fCRJ4opZFSyoy6PY7+KHa44RjIvncXc4ydNbW2jsjqCmj3noZ1fr4JhxShoWHofC+mP9VOa6CMeFlPIl00vZ2xYkqZtoisIVs8vpCSX52K+2YFrw3atm0pru8zevmMbRnghf+fMBXtjdwfzaPGoLxArobLdGfWEWV8wqJ8czksD8V0MmcZZBBhn8I5GJTf9JiHSLd/m2LdD0toj/yudB0ZQR+8e/E1TFDUiUFM3FtgyczlwkScbh8NE7cABDj9I7sJ/W9rVUlC1l0rirKStZSFPr60jIuBzZwk3TTGDocdzufJLJQU60vEQiGaCvfz+Nx58nmQpiWTrxRD+hcBPhSDuJZD8OzY/iLGB5SSUN2YVk9b+Ez1uBy5VHJNpOefFZaKoby13Lrt4mLqmbR77bx+MH38Jjh5hnbKUzkaAtJRM3UuiWybON67m6YRlvtOwBoD8R4e22/Vydb1Kj6RyMSxiWSV9i7FemS9FGLFHsEaqFikzUSNKXCFHg8hEzUnTFBslSXcMqH0OwgRynl4SpU+rNI5ImkVhp87l208KSNVoNY7j86MhRBZyA35VF3EgNlzkVMhIPn3ML43JK2dN7UrxvKhpHUkneSZjcPn0VXs3Fvv7m0/aNGkkckkpPIog1qvbrGpbxgfp5vN68GxvwSnC3W2drOMD6nhaWV03lZKAbwza5pmEppZ5ctnUfw7JNphXUoMoyvzrwBk83rkN153NB7RxWbniet9oP0hsPAuB3uGkJ99ES7sW0LWJGktead3Ogv4UVVTPe+2LN4P80Fo3L5/KZ5ZRmn1l5IJo00E0L07LJcqk4VJnOYAKnIjEY19ndOkixz0EwrcI4uyqHa+dXsb89xIHOEA+80kh+loOkbmHZsGxCPtGkiWXZw6TxuG4RThM6nApE0/HZkP4QgEeVsRBKjF0hoU64oqGITcf7x5K5TolNc9waCcPCn45Lh8p6HfIw2aOhJIu+yMiCIwmGyw+hO5REkSQOpOPy0YSOLIfCdQuqyXIotAROzW2Bw1KZ11fOwaw+msMRWrOCDLjiYh2TBFMHipg+UMJZWUWofRo7C7vod8U4mNfL+FgeeQk3+3N7WF3RSO1gPkXJLKTyFEpIqC+t97WwZ/F2PCs2k3pDRw6WgWRjmzYJx26SO86ndY1E+RIYPCLUOsLNIym1cFeMttyP4zdWYSZU9ESIcKtFx94e2p9voOScPnS7nxm35DCwqQanK4eKhR76/nwOMj4GdxcxoDwHik6kJ4GeCjFu7kIAXvrBA6gOB2bSRlW9rLz930jF49TPmY/b52f2RZcR6Ghn7xurh8/XYHc76556DNuysIyRZ30iEiY6GMAyDGQzh9KBR4gkGklIxwj39ZBKiHOfV16JbdukYjFkVcObnUvNjNnsfeMVXv7h95h94SVMP+9CmvbupGbGHOZf9kG2v/hHNj77FCd3bWP+ZR8abjO/sorcsnLGz1+ELP9rEjogE5tmkEEGGWSQwfsFp5vJZ5DB/zYOvwSbfyxIHGUzxQR80STx84/ApEvANOD+MiibBTe/KrYbCaHa0H1A2KysuV/Ys1zwDTjvq0LNY9ujQlUDAEsk9obsW2I94mcI238J7hyY/y3IrYKNj0D3QWjZKIgU3ftEm0deg0V3QeUCoazRugX2Pw+3vCksPZo3QjLC8LSrv1xYqNim2ObwinOneUZIF7YtiCjDUEFzgX6K7+doIoUnHyKd4u+ufSPb79gM7zwo6s4fl1bM2JYmiQDjVwqCymMfEHXEgsDYBJtAuv/WKaodqgYzrxH2McOWK460gocCQ+ulzBRs/IEg5LRuFdY47gJBZKldCgvvgL3PiP9BXEe2KX7LGhSMg97GtL2LDDWL4flb0goso7yDJUW0v+sJQfLwlwtSxh9uhaLp0LMXjr4iVFuGjisZgpc+LRQ6kIWtSioGmx4Rn5fOEAow+56FqkXiOpPPbLmRwfsDDlVm2YTCd/18e9MAH/rpJpZNKODtI318aHY537pyGsvGF7D0O2vxu1Se294KiDsroZvc+eROwkmTWZU53HfpVC6YWswNv9zKYCzJvJp8Ikmd57a3Dbdh2cKKJBg38DoUIsPStxq9EWGDZAMTi7PoDiXpTKuC7GgOEEqcfo8r0ojSxcEOkR0yYTi5B2CYI2V2twVPq8Pn1oZtS6py3bQE4vxq/ckxdVfmuWkZiOPUZDYf72PNKN9jTYaqPC/H+6K4NJmEbg0TVN4N/VFxrFkOmUhqJHkoLEJsRvM9TBtcqoLfpdIdFkk/wxJKJSCUTgIxg+nlPva2i3Pw7PZWZFnGqUok0zIjMqDIggwzGB85P0N5wbhuEk0a7G2LspUAXqfGsZ4I8ZTJVy6ZTE84wQOvNKKbNvleB/3RFJfPKk+f+xCPb25BAo50iT48vrkFEKvW5lTncqwnyvLvruXqORX0R1PsbAlQnuNmf0eILKdKllOmK5Ricqkf3bBoCUSH+w7gUCXOmVjE7tYAumljpG1x/ry7gyXjCphU6uMbLx+ivjCL53a0srs1iGnZfPw3IbYc7yemW6w72svu1iBbmwb43tUzWH7K/XDJjDIAmvqidIUSLKzLf89xzCCDDDLIIIO/C46/KpT/cscBllDrKJn+D2lKlhUm1F1OR/dWdh/4KVMmfJTqinMAsKwUyVSQpB7GMGIEQsfwZZWT7atm1rTbOd78MsHQSVRFkMTjyT7OnfsQ23Z/D4BwpGW4nea2t3A5sinIm0Jl6RKys+vZufcRdCOOYocZ7GknH2FBd/jk/8fee8fXcdXp/++Zub3rqleruMi9xk7c4sR2nEYKCQkpQBqQUEInEMjSdimbDQuBkAU2AVJIgwTSnB477t2xLFm2Jav3cnu/M/P741xdSS7A/lh2s9/cxy+9pDvlzMyZuePz+Zzn8zwvML36YnrlSl47cYxVpi6WV17AU5d+lUgyTlfvO7hNZtqDMv/aa2aOywP40dGJphPM8lYyO19YeKiZZSbZQDgZxiXrgIlKez5dkRFkpCyxIa6OW3eq6NQ5S2gN9ZNGI5wS8eOS4mncNvcC7tv3J5xGC/F0iriaZM/A8ewY6pENX+C51h38pvFN8swOfInx+LcxqZMmhizJaJmYceLcbwJYVT6LFl8fXrOD0cy+ZtlIYqK1KNAb9vFS217OKann1c4DpLQ0xVYPZoORxSVTqXAVZG1pxlCmSOTJCn6TCw2dvoiIQQ2SQq27mEca38oSrSM6VCoyKzxFPDo8QDSdIKYlWVBYyyuNr1FmMmFEJoXG3VsfwWkan4x/omUnz57YR1RVcRqt/Gj1TTxw8EUaR0Ts8OXFV/Bk8xame8sIpxI4je8tC4Ec/udRkWejIu/M63+w8QiP7exkZqmTrtEod188E7fVSCKt8cWn38VqlOnJKERKwEg4wWU/30Za07lyYRm//MgiKjw2LvnZVq5dUk5C1ZlaqLGzbTwPU+gwk0irhOLpSaSMUpc5G4eGUxofX1XDr7cIlZzBUJxdbaN/qaQIAH9MfH9PjmENioxR1klpOs39k3NlOqIgYQxWo7DFDMbG3wU2k4KqCXJ+QtX4zfZ2DBPm/EtdZqIpjWRaI0KS7y/YjEGWBJFFB5Mmk1Q00CFkTFKYsCO1QqXHRX2wgGqfB0WX8URsqGaNP9Qcxqwa6LT7mREoIBzQyANMbpjtK2b5ximEqp8n7m0iqbYSZD0Ji8o5lRsYOiAR0pL0bDWCdmpRiWJLkB++EzUuFI2MSj5KfB0paZiUbZDDzfcRDvag/ewprAU61nzwzpKY9TGJwUgbx1/ZiTkxC4gSl4+w9PIPAfDaL+8nFgoiyTJKuoiU1M/L998LgKqmmTJ3AS/99F+JBvys+/hn2PbkI5gdDpLxBLqm4S2vZLSnC0mWWXDBJRx87WUUk5F0PI4m+wm4fovi6aR61iL8A/1EAn7QdUa6uzBbbay64WYOvbGRzoaD1Cxcwuu//jkATVveZqCjlcHWFgZPtLD+459m5x+fxJlfyKXf/N6kvrE6Xcw97wIA2g8dwFtWjqug6K88dTnkkEMOOeSQQw7/GOSUOiYgVw31v4SCaVBYDxu+P25RMdAo1BHkv5N3tOMB8TPzssk2F7IslCembxDHB3CWQvFcOPt2Mck//zqhwvHSlwSJYOknhf2HvwNBNtCFpYlsEGobKILU4CgRJIOO7RDqhdY3YNWXYdUXwFki1CKqzoaBw4KA4K0VqiDbfyrIGooZzv+m2P/RK+DEJujcBahgMMNH/gQnNgvCweKPifNsfVuQQXRNWKeo8fFzBMivg5s2QssbwlLmdJioYjGGuB+aMySWtk3gaxe2MakJ29oKhZrKaCuc81k48eYZbsaEwHFMIQTEb7NLKIzIRqHikTX8nBCeuyuFGknvfrF+2aeh711I+KB9i7jPY0QOELY9qahow2gVpIryxTDUDJf+GHb/StwDTZ1ABJEzf0uC8KKYIe6DZEycV3RYPDdaSpyrmhLWO0f+LAg6K78A1z4G0y8QBCXFBGvuFqSXGRcKskf1SlhyiyDZ5JDDGeCyGkmmNW5ZUcNTe7po7AtR6rZQW+RkVpmbWEqldTia3d6oyBgUGadZ4cRwlE1HB9E0nSXVXqwmA7/f3UlTb3BS4vrH1yxgMBinyxdDlsYrmmryHQyFExhkyLMaaRuJZRU8AO66aAbHBkNZaxe7SSGl6pgVSVjGpLQzJtYMskSRw5QlkJycTgpNSLRJkk48QySwmwwkVQ1FhkA0LdrXIXGSX4qmw3cvn43dbKDfHyOSVDnJDOoU0yg549s8USFElkBR5Kzv8+fOn0p/IEYgJlQ1jIp8WhuXeIYBosgy1QU2BkNCiaTEZcYfHb+2AoeJh28+i50nRkmrIhFY7rHwT5fM4vUjA5lrlgnGVUyKxAM3LOKui+pxW43Ul7iQkHhidxc2k8Jjty0jElcZDic4py4fgyzz1J4OUhrouk6Zx0IyLSrrSlxWXmkcoLk/hEGCeZVuyvNsRBJpGnoCrJ9VzDcvmcmbzYOE4mk+tKQcRREJzLF+shkFOaWxL8gfbl+OP5ri3QxBJ5HWKHGZuWJBOW81D/Jm8yDTix009YVIqRpH+kKkMn16y8oarl5cwWXzy1k1rfCMFit3PLaf+988zsdX12JU3luVUblqqBxyyOEfiVxs+r8EdyUU1AurlfbNQolQ1wTR+++AqqbYf/gB0ukYblf1pHUmkxMJKC9ZjtEgJthtlkLKS87B65mOyeSismw1g0MHOXL8CWTZREXJSoZGDpFWx0n6wXA3BoOVaGwQkDGb8rCa8ygqmM+ov5lguINwpIc5M26krvoSItFe8r2zSKdjpFMhJMlAScFs/ME2HjvRxCZfFKe1iAtmXcGn33yQH+/7EzMTu3nbDxFVpdxVxrfPvZ1njm2j1O7lwimLuG7mau7b91yWsCDs7TR6NDfbg2L89/F5G7hq2nLe7jiALOlopzE/CCTDp4wnWwJ9nAgMsL+/heOBPjpCQ/RFfEgZ2xWrYmQwFkBGZjge5OtLr+a1jgPZ/cdGqPpJLZtlI2omHhyI+LAYzaRUNUs0GVs3BlmSCSai7Bk4Tm94FLvBxIemr2RHfzOBZJTnW3ezs+8Ymq5ljzXN7sGXjBPWdKwmO+umLMQfjwA6D6/+KN/Y9ijd0cAkxZKNsRRNyRRpTSWaFpPa/VEfpQaZhkSK2c48BpIxHEYLqq4zzVNGuT2fvqgPWZJ5YO3tfG/FjdR5SqhxFzM9r5zPLryUcyvmcuvc9Vxat5Qrp53DqorZp39oc8ghA7fVhNdu4oL6Il5o6Ofto4MsnuJlzYxCzAaFlsFINr4DYZFiN8kkVY2mvhAN3QFqi+w4LUYae4NsOT7CaDSVVckosBv4yoZ6WofCDIeTkzRbJV0jqYqY06hI7JpABDEoEr+7eSm/3d4+SVUQMoSKpPoXCR8OswGTQcqqNhpkaVI70QzhXwIk9GyRQTIjU2kxKkST4s0ytt/E/ZNpjV/euBh/NEXncFTE4jpImrDrXDFQxZAtQgqNY54R+s1hKtJONpa1cNQ9QotnlKUxF7W+EuS0TF0on6XJUi65NJ+RgxLWjCWLmgSLJnKn5r3TsfjnYk3OxZ20kh+1AQoDjgDukA1Jh+KzJCK94+dZeT7MvM7G4NZyklIbEWMzzs/aKFJtnIjeTdD6PMXcguybRX55HRf8WmHKehnZIFG0QKLzuWK0E0spXWrhnOsvI5UK4xs4Qc2CxQx3tNN15DBoGo4iO0aLnWRM5BMlSeLo9ndIJeKYbHbmr7uQofY2nPkF9B5tYt3HP42nuITu5kZ0TeeCT36Wo9veIRnL5EEkSBiPE48NoBhNXP2N73F851bikTC6rpNOxJm5+jwUxUDv0SPEQ0GiwQCJaITBtlYivlFkoxGrw8XSy69ixvLVzDlvPe6i4tM+L+HRER69605Cw0PMWL7qLzxZ/zvIxaY55JBDDjnk8P7Aeys7nsP7EwazULsw2cDiFpPp7z4Bp/HY/S+jZ79Qv1CTp647+3aov3j882vfgGdvg41fFbYoRTNg14NCteL4q/DQWhhphcLZ8MVGcFcIA8q9/wnOMqhYLCb91RQYTGICfwxdGcuUvBpIxQSRRDHDhx6FO/cLEgtA/jRhhRLsFcSPBTfApT+BG56Bi/8NvtouyALBblE1NnQUDjwGu34hiAaFs6BujWjLaAZTJvk7chx+vlgQL7JhrSzIFJ5qWPgxQYg4HUK90LXzzH3cuQ02/0DYy7z13fHl7sqTNtTJTuHmT2XS68eaL+6Rmjj9MezFcPgP4vkw2gRJ4/irkBgjqEhiXy0plENkg7BRGUMyBE3PwcHHxHbv3DdOYhmrupKNYMuw7dW4UGFxlYt+uejezCWoQpVD14Svdioi9rcViPWLbxKEoI13waGnBTmnZqVQMfnXWtBOnQQG4NAz0LXn9OtyeN9hIBjni08d5JJ5pVTn2zEoEgrw6M5OvvNCI1tbhvj8uunMKnECMMVrRZZEUmo4ozrhshp4aFs7W44NcdXi8tP6BH/92YNsPyHes/EJKgwdoxHWzyoircFIdHJVosUgcdnPt7GvfZwcFkupQi1E1bOqF2OYkj+58k/VdfpDSWREZdPmr6zBMqGcySBBsVMkp/wxkRjUdAglBCFC1cYrKlMnZ+4QSh0Lqzz0+mMMZuRzJ+p0SEyuyBxr/7qlk99XtYV2khNIG/e/1ULHqJg0sRokzp1ekD1fCUHSGEOeVaE3EKc/MK5K9IX109gwp4Qqr+iPoXCSf/pzI8Oh8W0q86zMLHVx/dJKytwWuv0Jzqn18sJnVxGMp7jpN7tpHRIVZH0BcS6XzC1lZqmLXe0jbG0ZoS8Qpz8YI5oSfVPmsfLSnavYf896Lp5bTLc/RrlHEMrSOjy+qwuTQSaeUvnYOdVcOreUH79xPFtp98vNJ9h9QqgSFTnNAERTYnriU+fVMRRK8PvdnSye4gFgQaWbZFrj44/uJZxI47UbebVpgFK3hW9cPJMih4kCu4n6EieJtCB5zMg8x2fCVy6cwTcunkk4cToFqBxyyCGHHHL4b4atAPKnC7K3YhFx12DDX9/vr0DTkoz6jxGcoKAxBrPJRf3Ua7Baxu1ddh28l72Hfsqx1j/SP7gbl6OCrr7NROPDtHe/xv6Gn5FWY0wpX8eiuZ9Glo2M+BoZGT2C3VaK0WAnkfRhsxVhsxbgsAtSSiI5PsdjsxYRjvThdFRgsxRxwaqfMGfGRwmFu7nKm+ZjZR62+sJE00munHYOH5l1PkvmfooH193Oj9fcxgtX3sPBwTbSmkqFI5+ReIgvbXqI/YMnAPjJubdhzBRpTHWXImdGpPft+xNffudhri3U+FZ5ErOkY1GMmBUjK8tnsbp89injNRDR496B46QnrNXQs2SNmJri1Y4DPH18KwNRP3dvfQQAo2zAqhgntVVkEXFysdWNy2zDnl0joWk6/tMVPGQw3VPG1t4myu1eYmoSr9XFcy07Jm0TScVRdY2zS+qRgOMRP0EdIpJMZ3iY3zW9SUdoEIOs8KUtv8NCRn0vQySxKSY0yZi1gSm352NExmt2MqNsHirwbmgUCQin4kTTCY6MdnH3smsAmOIuYk3lXN7uOsTXt/wOi2Li5jnrcJvtnPX7L/LpN//jtNcWTET5zeE3CCaip12fw/sPLzf08eiOdj6/bhqRjAKi12biuy828cvNJxiNJHnopiUYZWGlWZ1vI55SqStyZi06e/1R/vmFJmaWOqkvdSEB6fR4lDYcSXP3sw0094dPidfWzCyhxGUmklSzJAsQKpFGWeKcH76VtXCRM8tBWEuOwWaSMcgSxglBsQyMRJKMRtMYZVgyJY9td5036drNBgmTIkhjY4cOTYhJQvH0aePssfi2wmtjWrGTN5oHSOlCnUMDNEln8WAZu0q7iUrpbGqsoXCAZyobyZsF6HBt62wW9U1h3mUiHqsIuygccPKVHftocot8l60EHBNCWcUiIRnGc3tGj0S0H0oNscznBNUXSXhngcEhtunaDMee0TE5wahWglxGnslExRqYffaHKPHfi961jLOuuYDzfyZz/FmNvfdq6GP+MykHSDpzr6vEVuWn5eCrHNm6CYC2d/dl82CVs+fyyQcf5vp/+THeikr8A30oRhFHJ6MRtv/h9+jo2PO8zF27garZ89n+9O/RVRXQef6+7xOPhECSkBQFmydP5OYkiXW33cG+l54jMDiAPc8LOsxddxGvPXg/x3ZtAyAejRAcGmTW6vOZueo8LE4Xmqoyb90GDr35CiarFbvnzJI1Dm8+6z/xGaadvQJN/ctqoDnkkEMOOeSQQw7/KORIHTm8t/CBn8CdB+Fzh8BV+ve1degZKJoFX2gUJIC/hqnrxe+efXDBv0Dt+fDRPwv1jTGoCRhqhEcuh+ufGV8e6oXu3eLvYJew2Wh5E5yZiq62t4QlyrO3CfuVPQ/DN3ph9mWQigvFCaMNbn4FvtYJC28Q6hpX/EKomGz7Cbz8ZWh5HSIjwj5GNgjCSs9ecQxnKVzwPaHaYbCAxQPlC4WyhNFGNjQ22kWyUpLFdsFeaHwOpm2Y0BkSWP6C/ubJMNjEMSbK0ga6TrNhJugbbmFSqH746fH1Jsf4cmum7yOicp24X5AqUrFM+5lXWNGE6qLRdkGYAUHUmARJqIQEOsSxJq43uSDSP/457gffCUHkOPhYpj0DlC8BxSpUXSx5UL0aiupFHziK4dW7hZXMpu8LC5bWt8VvdKEQczKSUXjuE/DGt0/TXzm8H9E5GuX1IwMc6g7w2K5Okmkdk1EkZpxmAy839HOkL8jqGYKE1DEaI5bS6A/EcVlE4nxmqQtFltjWOsKtv9mNxajw8E1LskkugFjqlEMDUOyyUFNgm7TMaVZwmGTiaZ2MWmwWY5+tBnkSQcNjM3DHubXZzxITKpiAaFLlxYZePrt2anYwktZhIJTEaf7/NzxJafDRh/ZkyQ9FDiO2TPZuTGliDGfXiImTfLsp228ABhn6Jvgg201ydr8pXiufXTudYwNhJAnWzQTqyRoAACAASURBVCrmt7ecRZHTTLHTzPXLKnFaRWJqUaUnm2z88jMNXL+0Kqs0ocgQTaQpcIoEJcDONh+XPbCV3+/uIpIUCcIZxU6+80Ijd/7+AJuODmWtZqq8YurhmX3dfOmpg/gz5JvnD/YSzSQai11munwxjg+GaR+J8HLDAJfMLeGdr57P47eeBYiEY0rViKc0/LEUdz51EItxvO9VHYYjYjKhP5gYJ29UuAnGUnz4VztZNa2AaUXivX2oO8CR/hCaDvUlTloHI3xwYTk/u24h3/zzYZbW5qMoEooscfuj+/j6s4fOeC9HwgmiyTSLqvL4xaZWPvrQ7r9473PIIYcccsjhvxUmByz/Aqz8Ksy78e9qStPStLS/wMLZtzN7+kf+pn3yPfWk0hFMJjeL534Oj7uOhXM+xdhoRkdDkgx09LxB/+A+ptdenVmuEon2oeliEmxw+CDHTjyL0WBHKDnC8GgTwXA3Le3PMzx6CKejgjXLf4jRaKMz0E9PJEBFwRy+sv77vPyhH+Ex27msbhlfWHw5TXEjd25+jLu3/A5d1xmMCqLvQNTPlq7DRDKKEudXzqUrPExSS1PuyOe4v4+5BdV4jONjzJ0hnRNpJwbZhM1gRpFktvY0oeoqNmWcMGtTTMicSsw9E8yyIWOZIsZEKS1NTJ088B2OBzP9BUOxABHADCS0FEMTlC0LrW4AFElGyYxYj/iEnWFPRJCj24IDJDPH8podyEwcS41P/ClInGeWcWXUySRgNB6mN51iSAdHRqVFkWSiapJ4JrY26iqf6XiRddEORhMhViR6ebPURZHJwvyCGtwmG0U2N0tKplHhyscoKxRaXYSTMT7z1i95rmUnTza/Q3/Yx/aeI+g6WfuZk/F6x0F+tOePvNqx/2/s7Rz+X8f21mE2Hu4nGEvx+K5OTIpEPEPI6PJF+dPBHqq8NgqcFpKqTvtIFFUHf2S8sOqaJZX442nuffUoLx7qo7rAxo+unmxrdaYp8nNqvHCS3kaV14qmT7axBPGOGFPT8FgM2dgzmtSoL3VyyYKy0x4jpcHhngC72nysrBvP/yXSOklVz8bQhtMwOE6nBDKm6HhiKMK9rzZjUmQkHa7I2EsiwZ7iHuK6CjIsGSnjrLI8ihJm7lrkIJCMU+8vYN5oGVrKzPHRAIc9A3Q4RojZk1zfMp/qqIf8uTD7JrKqG/PuANt3hnhi6T7k6iRLvw6pzOusbKFHKCdFzbz7gM6SL0ukJzjOKCZQFEBXcMWmMPBDJ3v/FUY3rsQklaK4AqTNJ9j8JY2GR4K0vxEjGRX32F4OfZ4v88R3PknT76OYknNxymdz+O3XMZhFQYHN7aHz8LsAHNu5ldHuLi658yt8/rFnKayuE+14vKTicUwWK8d2buM3X7wdR/74/fAPZvKCuo7ZaiUWCGCy2lj2wQ/zx+9/i+O7tjN16dlIstDmbHhjI7qmYrY50DWNzoaDnH/TJymsrqF562ZqFi7BYrMz2NHG67/6OYfeeOW0zwdAYFDkCl2Fxbx8/73se+lPZ9w2hxxyyCGHHHLI4R+JnP3KBOQkbt8jkA2CiPD34sUvwJHnYfVXhD3IX0PRTLAXwuFn4exPQUEdWD1CcaIpM2C35QtCQXQEBhsh0D2+v9kFhTMgnAk0kMR1mB3CPmXxTbDpB6LNdd8GTyUkQoIAcPBxQco451OTr93XDvcvEuSCGRfB0o/DMzdBoBOqV8HwMaEkYbAK1Yh3n8ioXUiQCAirmDGVEl0DZKFmkYqCty6jLJIQP9WrxPFAWKKk45xqjpCBvXjcgmXqhWB1C3KIrp66z8RtQZBl8utgtOXUdmd/EMwecX0gVFtOhskpyBPXPSnO1985WZUjNiKeIS2dsXMZs2MpgmR43PYFxHZj60vnC7URi1tUEhhMgqRitGUsdzJ9GOoV2zgKhLLK9A3iviZDoq8DnRDsE3186Glh8+IsgfpLxXYLbpxM7lCMMGU5zL0GbOPVeTm8f/GHvV0094e4YdkUltV6iSZVBoJxqrxWbl5RTW2hg1tX1lJf4qS6wE4gmqQvEMcgw+LqPDpHY3T7Yug6lHssSLJMMq3x7P4e9NN8pU+2J/FFU+zrmGzTlFQzCS1ZQtFPn1RPa3q2SgqEFUnbcBRfhnBQV2jP/g1gVCS2HB9he+sItQV20mqaMdVeWZImtbViqpeu0dO8DyagwGGk2GlhMJTIHieR1hhzjtERxA6DIlFf4qTQYaZ1OEIspdLcFyKl6hmP44zNiEkhqepZWWCAQCzNttYRCp1mhkJJQvE0T+zuZDCUJJJUaegJMiXfzmAwwVnVHg71hjivvoj2kQibjw7SG4jz4bMquf3cOhp6ggRjKUrcluz51mT6KJHWWFLl4eXGAbp8MUYySdH5FR76AnHebh5A03XiKZVltfnsaRcyxAe7/DgtBg51B4gkVL79gVnUFDjYdHSIOWUurl86he2tI/zo1aP4oikkCS6YVcKJ4QjN/UEiCZW+jEqHjqh0Wz+ziC5flHyHmXBCpcprpWUowvXLqogm0/zr1fNxmI009QVYPa2AyxaUc+vKGq5fVsULh/owKjK3rqylZTCMxSizp93HUCjBtWdV0jIYptJro65wApkPiKfSrPjh2xzo8nPFwnKMisw5dQXMKntvjctyErc55JDDPxK52PQ9AsUE8hkUDf9GxOLDHGz8FYpiorhwwd+0T2nRWfiDbUSifdRP/RCSJOO0lzE8eoR4YgSQMRjMaFqKUKSbcKRvkhVLft4M4nEfOhoGxUEsPkhF6XKC4U4SyRCybGBopAGHrYwZdVeRSkdQFDMf3vjvbByO481fxIqKWZiUceLrbxvf5N4dv8MrRfnUWddRbTXx1P7fcCKusqZiLkd83ShI2I0W2oODbO1pAiCSjBNVkwxE/cS1VDZa9KcV9odVUrpGSk3jMFmJpZN0hYa5rn41TSOiSCCpCwsFk6yg6pOnUE2SgsVgJpWJ8e5f8wle7zyAUTFkiRZjMCtGzLKBVKa9PLOd2QVTGI0ESeppDEyeWP7akqvY3nuEpJZGz/ybCAnwmuzMzp/Cg2s/xcb2ffgSkUnb9UVGs5/OMRv4j0IHKR32JjRONiwcuwYZnYs9+YRSCcwmB/ZkmO+N7sJkMLHRUkatrHEsleadqOjTckcBLrONs0umU+ks4rEjm+gKDfPBaefwzLFtyJLMYMTPfxzayOaew3xi7gUcHG4jlIyxpGTapHOoc5cww1vOhdWLMfydz30O//cRiqf43bZ2jIrEzStrKPNYiaZUArEUy+vyuWhOCRfOLmF+ZR6zy9ysnFbApqMDqBoYDTKappPSdBp6xBC5ymtFVXUGggn2d/qy5PaJOJmI/2bz0CQrUBAxGYDLYiBxGktMgNhJywdDCVoGw1miR5nHMsn6M63pbDzcz1A4QaHThKaqZFxZUDK2LFrm/PIdxkmqIWOYmHacX+GmSLGy57ifuK6iyyLGGSOieDAhqzI2o8It51XzzoFRei1RNoymeHcUNnTPwpO0gi7RYdGo6S3AZjNgDZkx6BImzUBg9ATRTjepsISuwsBe6NiTZr9xgKrufKJ7TGDUSJs7UNRC4sMS3pkSoQ5of004DK/5CaBDMihSWrJZQo2DbBp3N9bToJ71Y97d9hukjrUEeI0h5w+pnbOG7u1RBoOvEw614y7Nw+G/lmC4CV/qTYbaW0HXifh9IEvc+IOf0LJnJ0azhfyKKuat3cBLP72XsG+EeChEIhJmxso1DLa1MtrdCbpOMhpFkhXQdbxllciKjCwrOLwFSLKMwWhETSWZMn8RzvwC1n/is4RHR0inklTNW8hZl13FWZddhaugkJa9u5ixfBWFldVEAz6GOzsIjwzj6+ujfsUqupoamLF8NQaTadJ9PbpjC09+6y7ySsuomDmHVCLBzJXnYXO5T/vs/W8hF5vmkEMOOeSQw/sDOVLHBOQSZ+9xHHlBWJs4iv627WdcDIs/KkgUfw197wrVi+pVwiJl7lUQ9cHAYZi2DuZcLYgTJzZliAAahIdEhGN0gskuSBThwfE2E0GoOke0oSWh/jI4+IhQ7Lj8AaH2sf1+oQrSvl2QAM66FZ64Tqhv1K2DbT+FzoyUq9kp7EC2349Q0vAIUkjpAvC3jZMTIEPgyEA2TlDQmBAep6IZ4gZCtaPvXUhHxd8T25p+sVAHmUiwSEUQKhm6IDxIsiBTnA6pk6RrfW3CBqZgukiSSrIglUiKUN8YOTa+rdk92ZJlbNtEEPxdwucaSRBizG4RiYIgbiimybY7JfOEfHLpQnHtamK8n87+FLS8Jpal0yDp48edqD6CJM7TXS5seUZbBckjnRBEH38XOIuFEkrRLOg7IEhB674jCCOBLlj0sVMVO/Km5Agd70Noms7mY0OUuC0YMgoOuq7zkYd3k0hrfGBBGfMqPKybVcxoJMnLh/t55/gwW44P8+K7vTx7oIdzavP53Q5BOtJ0WDG1gB5fjHgmAzXFa+PNL53LE3s6SaY1yj3WbBJsDGfyGTYqInl15/lT6RyJCvuL0xA6FFni7ovqOdAxCvq41zCAx2rAH0szvdDOslovzX1BNB1sRoW0pjGWl/dFUyRVmFpox2pUcFmNBCZIiSiShD+WQskk+RwWheQEy5iLZhczEEowGEpgMkikVT3rbey1GomlNWRJfNZ0YX9yYnj83TRG3NB0kahTdUFkKXGZiWSSiFV5FgKZxN91S6vY3TZK5DQ+zaqmEU1q+KNpgvE0bcMRHGZDdt/DvUHebh6k1x/HbJTxRVMYFZmUquOLpsizGYmnNHoDcVZOzWcgGEfV4CNnV7GkOo/PPnmQd7sDRJMqd18yk1tW1nD5gjI6R6PcuXYaDT1BWgZF2ZUkw7H+EL/e0sbBLj9/2NdNU2+QwVCC2nw7g+Ekqqqyp8NPNDFud6Nnnh1fLMXXLp7J966YQ2NvkI6RCDNLXcgy7G3zcaArwLH+ED9/u4XRSIrm/jDRRJq7LppJnt3Ex5ZXM7/Czc2/3cPt59Yxt9zNcwd6+MD8Mm5eXs3juzp5rbEfr93EnHKRFDvcE2DNv21mSXUel84rY3aZm4VVee85QgfkEmc55JDDPxa52PQ9jHQCevcJ0vjfMPFtNNopLVpKafFZyLLhr27f078DSZKx20ooKVyCw15CMNSJpqvUVK3H5ZhCPD5KNDauMqjrGrqu4nTUkEz6icaG0Bn7vz2JIpuw20oIRbrQdRWz0YU/eAK3q4aCvJls3vkNVDVJTfES4sFmSh0FzPR42bn/R9itxYyqEg8efJnl5iEu86rUe4oZ8TVRnGrlUNSAy5qPLx7GYjASTMZQJ8SjgpBhmLRsbDmAjITLbGc0IcYvHpOdXQPH0NBxm+xZSxK3yU6Z3UswEcnuq6JnyRAAO/qakXSyiiEToeoaqQlxblxN0REcRJFl7EYzcwtr6A6LmFaRZNqDg1lFDwCDJJ9CxKiQVSq1KL/vaqI3o9xxfuU8OoKDGfNRKbtvb1rFp2k8H03itHmIppPMKahiOBrMtmqSDXx5zvls6j2C0WCkNxElIht40jGV560VaJLEvkSa3Zlxm91oIZKKk4iOcqPahyOviqfb30VHqKgYZQO17mLyrA66wsMsLZ7GrXM38Gr7fqbnlXHWSaQOg6wwLa8sR+h4H2IwGKe5P0iZZ1zl9o2mQX615QSyLHHzihrqS11cMLuY5/b3sKd9lDebBni5sZ+2oQhP7+2iKt/G20eHAUirGmfXFdA5Gs0a8X56zVRuX1PLH/f3YLcYUCTpFFLGmWLTfLuIkX545VzeaB7EKEMsdSqxoshh4qrFpTT1BrPx3xhcFgPxtMaqqQXMKnXR2BectC6R1khrOuGEIHSsnJpPKJ7GKIvzlDLnl283E8zEdjajTErTs+ssRpm19UW0DoXpDERYEi6jxyq+45FEOns+C4ZLMCYVgkqS2q1l6HGJ+oCXnSmJ/S4/+RE7NtWARTXSn47yRN0h6ortOHrtyCaJhGsH/Y57UNQ8CiunEcukIp0JCwtHSnGlLWgpiLlfod/0zzidtaiDFcQGhfCsGgPJAG0b0wRaJNJR8a5K+sTN0lXwzPHj8zeQMDQTjByletqFdKk/Ra3r4Npvf4fWR100/vkYwx29lGqf58J7LmX61QqWoiiSDBfc8Xl2PPM4kiyjplLMXHkuz9/3ffpaj9HRcJDdzz1DKqZiNhQTCfWj6zpDHW2MdHVMvqm6jt2TRyIS5vZfPkrFrLl0HX6XRCREUU0dyViM7qYGupsaSETCHHzlRaIBP8Od7dTMX0z1/EWUz5jF4osvp6/lKPte/hNXfOUeAoMDDLS1cOnnRCFg28G9NLzxCjNWrMZsFapSW574Hduefozq+YuYfe46XPkF1C5c8p4jdEAuNs0hhxxyyCGH9wty9is5/N9APAhP3SisLf5W2PPBU3Xm9Z274Lk7IOaH178Ff7gVtv4YXvkq9B6EV+6Ch9aLifqCabDn18LGRcpYeChGsHohFYJ4INOoLsgksgGqlkPzC4JA4KmG7p1iWdkCocyRjsPim6FgqlCFCPXAY1cJ1YnoKEQGYdu/i3Wl86H3gLBL+dDvoHjWOJlixkXgnXqS1YgsPl/6U6EuIp0mKTNxmdEurgkmEyEAjr0M8dHTdKAmVDiQwN8uFjmKhWWKNX/ypraTiTg6+DoE4eGGP2YWqYKkYrSDN5NcSqdg2kUgZ+xUDBMsIdo2jbeVjkNx/fg6i0dY1DhLx6/VkGlDUwUpRFJg0U2w5uuw8xeQjAhLFZNZkEI8UzhFdcScqSbXtfH+iwfh0zthxeeEXmXLm0JBpOU1qFsLiz4Ksy+Hi34In9wMyl9P5Obw/sBrTf3c9Js9PLZzPGkhSRJ/uH05r3/xXM6dXghA50iUBze3UlNgJ63qLJ7iobbQji+a5OXDfRS5xLNd4DAxrchJsdOcbe9wb5DbHtlDfyCBLEHnaAwJcFvHn0NFElYd5R4L/3LlrKy87H/cuJhrllTQ2BtkWa2Xn354Qbb6yGGWWTuziDXT81E1ndcbB1hWm8/JBUttI4IMdmwowuO7urLVTh9eWpnN2Bnk8cFIy1CEnkCcjtFxH2+7SaF9JEplniVLGEmmxhPyhXYTrzYNMBBMkFR1gnGViUWcNrP4ro4tGvtWn5wwlIA8q5ENs4oxyBI2o0x/MIHbKt6tnT5BgrMZZR7e0jpp3wL7eDVPKpOY7PbH+MTqGsyKxLxyJxIiyQgiyXnryhp2f2M9Z9d4kdHxZI4zkcxysCtAIkNe2d02ymeeEFLY8yrcuKwGHt7axpp7N1HitrBhdgkXzSnhGxfP5OsX1WM1KiyZ4uVrF9Xz8VXVWaKK2SgTTapU5Yv36ZKafL64fjor6vKxGWWcZvFs3HfNfLZ97XzOqcvnsR0dbDzcTyie5rWmAWaXuTg2GMZqlOnxRfjUmjrsJtHPoUSaUDzFG00D3PnEfjYfG+JIX4gfv36UGx/azY1nT+GnH15AiduC3aQgyxLmCb7PLouRmSVObltVyzVLJhhE55BDDjnkkMN7Bf0HoflPMHBmG7GT4bCXYlDMZ1zf2vEyJzpfIZEM8m7TrznW+iyHmh6i8dhjaFqabXu/x8HGXwHCesUXFER4iyljJ5c3E4BQuC3Too7R4MBqKUKWTTgdFfQObAfA6ajCas7HainA46rjSMvTuF3VFBXMZ315DVe4A0yNbKKnbyeJZBBVS/DM0W0cHGqjUS3GaPLS3beV6bVX4p1yLVHJRvNoNyaDkVvnXIDLaEWeEEdJgMds5+6lH8J0GlKLho4/Me4DUOMajx39yXES7mgiTGuwn1MptQJz8qvwJyJZQkeh1YXX4sCumClXZMamql0nWbPG1CQGWWFZ2QzmF1QDggDSFR6mzlWCgoTLZKPI7OCu6lmMjVqqnAV83WPlvjwTfYG+bHtmxYjVYMpeO4BRNmBUTDwaThJXrORbXGi6Rpt/AA2dQquLzy26jFneSn7Y8AYmXcduduEwWJAlCaz5pKWT03cSRtmApuuAzhKzgelGA+9c+wPOrZjDW52HOO7rZXtfM6qmMid/Cl9dehUzvOW89MFvcceCi0/bjzm8P/FPf27k6v/YwWAonl124ZwS/vOjS9h61/lYM2P9X24+QXN/iCKnheklLmry7ZiNCsPhBKPhZPaZL3XbuHPttCyJQQf+7bVmbv7NHtKaTn8gQTihYpBFkQAIexODDDUFNhZUurl9dQ0grEDvu2YBly8o59mD3dx5/lTuWDM1e55zy5xcu6SCPKuBoXASu9GE2ahwsojHmErGlpZhntk3rrp7ydziLEmj2Dke121tGckUH2jZayh0mOgLxKjKE7Yi0dT4OlmCYqeFV5sG6A8mSAPbXN0YMwG2MWHkQnkKF3ZOpTDi4ITHx4c6ZlM7VMDavlo2Vrayu2CAoqgdp0empXQY0+oY5TEX6/vqKNlbhGTUQdZRAtOxxtcj6XMYOTx+jbIRjBNIWYpvHo7YBuzydPJng9EBjkyaTLGopJRO4lWPsOweiQseAnOe+JFkGGgcZcj1fRKmZizpmaT3fhCzfSpKXR7bv1ZAY8ODDHu+T93qKUiSiddu1Wn8TyiqrWH2mvUUVFRx1d3fY/qyFZisNux5Xq777r1YnS5R7CZBUeSrWA5+m/Lp89DSadZ//DMsv+YGbB4PRosFSZJwFhRy6/2/5paf/opkPMbz9/0L/a3HSESjhEaGCY8MkYzHMJjNpJNJZixfPX79RgPRQICtTz3G5scepnnbZvqONfPGrx/g4GsvcfU3/5kZ56zC6nAhIWEwm5En9J+7sJii6lou/syX8JaVn/K9ySGHHHLIIYcccvifRk6pYwJy1VDvYRjMQpFi7oeERcp/B/Y/KqxPZl8B9ZfAtA2i/fIlUHeeUMXw1sHU9YLIUVgvVBZmXCwm9+ddKyKdoSNkpwerVwtbFkkWChyhPmHHkYpDy+vCruWGp6H1TejaDVc/JAgCbe8ItY/KZfDhx2HW5eIYIyfEOZjsUHkOHH0JAj2CrNK5Q1SHHX1ZkEq0FDrgw4GVjArFsVeE5Ui2Hx1CNQQmK1CoSVFldpJE7V+FswRKF4EvM8G59juiPw89QTaFZc2H65+Esz4hyDFtm8cVMqauFeQZXROEDVkRiiDnfBr6G4XyxmjLuHKIswQW3ACDTZPP3+IWZI0xG5Z0XNyTZFicR/UKaH9HrIv7Yd23RN8mQ7Dsk9D0PCzMKGgMNIrt6tbC8FFBpEGH5Z+D8rNg7T1ifddO8Ts8AMdeFQokU9dB925x3AvvhSN/Ftc056r/Wr/m8L5AscuCxaDwwUUVdIxGcJqNGBWZEreFPJuJtKrx49ePkWcz4oukWDwlj9/dvJQfvdKMxyaULBp6gqTSGqoO0aTKnrYRZpS4aB+JZqVr20cEQcKoyFlLkzy7iUKHiXhKJaXpRBIqoXiat5qHkGWRYwnFkly5sJyfvtlCc3+IPJuRrtEo8bRGUtVpG47QmbFE6QnEaRuOnvY6x85jIkWqoSeQJWhoOjgtBiT0SYm3NdML6A/EWTolD4Mi0z4yrhY0UQ3kknmlNPZOLkKZeLxoMi2sVDLkCJtJySpznOxGE09reB0munwxUppOvt2UtUYxKeK4KU0npUG520IoMebVrqHpkG8z4cskC6fk2/BYTRzuDdLliyMBdrOBWEpMRVy2oJyrH9zOieFoxt5G1H7qwPI6L59fO40XG8QEgVGWmFnm5sRwFKtR5oHrF/GNS2YRiKZIpFVaBsPc+9pRJCQumlvKkmovVy+uYEl1HlajwquNA6yeVsjXLqrHqCjsahulPygsera3jnDFgjIe391JWtNx24zccW4djT0Bfru9ne+80Mi+jlHMBhlJgovmlNAxEqU/GCet6fiiaX541TxmlbrY3jrCzBInd/2xgeff7aV1KMLyOkH86QvGCcbSXDy3lLkVbr7zfCO7233UFjj43hVzsvfAbTNy3dIqqvPtp32e3kvIVUPlkEMO/0jkYtP3MGyFIsYpmfd3W7OM4dCRhwiFu6ibcjFuZzVlJWdTXLiQsqKlWC1eTEYnxYULsduKsFrysVq8TK2+DKutEJu1CLdrCoFQJ5omCA0SMvneWcRiQ9ishcypv4Xe/p3oeppItJ9RfzMWi4d5M2+lueUZ3M4p1FRtIBofIhjuxmRwUFV+LvNm3oTDXkatu5gdvUe4ZOoKnu0fpbDobL69+88YTF5kSeKorwdZktjU3UBCS59Cu4ikE2zpaZqk1nEmg9RgMkZKO9WW4a/h9nkXsqP3SJb0seP6e3mnq5GO8BDfyrOQ0qGycDoPrPs0H65fRYu/j56MMofX4qDV309bcABV15juLmMkESKWTnJd/Sp2DxznUrPG5y0J2tMax1IqG6YsZNjg4PHBHo5mBrEyElM9pRz19aAgYVAUVF0jraukdBUZiTyTnRMZJY/peeV8uH41m7sPs7ZqPibFQE94hK+vuoXn2/YTSEWxKiZcFjuJdApV1/CYbdxz9rVUOAv42dpP8kjTW/jVNE/E4IHWA7zR+S4rymfSFhggmIqRZ3bwsdnn8/SxbSwvn8lUT+l/uW9z+H8fZXlWZhQ7WVLtFaQNlyAU1RY6MCgyLYMhHtzUyupphRztD/H9K+cwvzKPR3d2MLvMRVNviJ1tohjIIMNoNMWJgTCheCqropjWyCpzVHmt+GMp0KHKa6PcY2EglETTIRRL0RdIsLfDj0GGeFrnAwvK6AvE2NgwQNtwGItRoXUojA4MhpI09gZJpEU8tbfDR1I9+S00GWZFQtXBZpRo6hM5M4MiEYqreKxC0WMMiiwxv8KFL5JkXX0Rg6EkfcFT1YCcFkGyip5kKzPWlCtl5mL/VF73tLE/vxezqlBrcFM6IlQfApY4Q+YwIVOSgJrk6mPzMMsK+ojCiYoRGov7ebK4gSKP6kQewQAAIABJREFUmcLBImyJpSgRN4od0KDPEuIns7eTF7NSHHdg9oIedWHVzqJ8mZXBg5AKQ0I4d5I/VyfRk4/DVktixMyBn4maNTUG6KBoebiSH2DFJ1cgDc8n1Bclqm6l2G1COboBa3gl7hlxLrznMuo+oDB4tB9DRQs7X3yQ/RtfYN66CymqrmH62SuZufBqnCU2wqMjjPZ2s/jSKzn/Y5/gwLZfEVUO4gseQEunad23i7Jp9bQd2IuWTjN1yTLmX3AJmx95iOO7tvHGf/4CV1ExsVCIwqoa8isqCftGSUYiqKkUYZ+P6793L91Hm0hGo/gHB9j8yK/pPnKYwbZWNtzxObqPHCYwNIimaqy6/mP4B/rY9MivifhGOffGW6iYOR6bFtdOZc6adShGI+915GLTHHLIIYcccnh/IFcynsP/Hcy46L+3vXO/CguuF9YXIAgHIEgJAMEeaHhGTMgHe+GpG2DlF6F9C3TvEWSGvv1QPEdYrICYzI+OiLaeuGb8WGpSqFLUnCsUIOZfD3sfhj/eAm1bxHpHCZx9x/g+zS/B8dcFYcNRCEabIA6MQVIEYcTiFgoXZic90z/KKw0D3MYfJl+rySkIEukwZ8REe5WJqDlXEDFQwGQTRIgxjLaKnzG8cpdQEgFE7b0qbFkeWpdZZBwnjlg80PKWIGOAsH4B0T/9h09v5xLohKOvCGuVVJRJtfaDjadeczoTjU5ZCZ07BRFETcCBx+FT24WiCrKwX9n5C0H4ANHXlUvh2EZBtOnZJ4gfvhPCGsfiEaoekWEI9wkVFS0t1EEW3wrHX4H6i6BujVAF6Tsk7GaMljP3fw7vOzgtRj63bhpH+oJccv9WbllRw4bZxTz/bi/fvGQWw+EED2xqoWUwxJvNg2w+Bi8e6iMYTzMaTjIQTOCyGChymukNxIgmNaIpjS0tgtw0UWrWYTGQSIyTtgaCcT6xqoZfvtNGlddGjy+KxagQTarCKiSWZjSa4rZH9mX3eWJ31ynXsLTGi8ti4LUmIYE7UQG30GHk9jVT+d6LR4DJyhhj5JIxe5axyiiTImUTcLvbR0mkNTa3jJwx6T+9yIEkIYgv0dSkdSUuM59ZO417Xz2K/6R1SsZi5XSpvqaeAAYJCp3mbLLOaVYIJdTsb0WWmF3upjcQR2fcvmUkOq501DESpWNknOgyo9hBXzCRvS+/2dZGeZ6VztEYTosBVdOJp1RWTC3ApMg8ubdz/DpLnHz/yjnc9shePrG6lgVVeQA8tquDgWCCd44LmePNx4b48oYZpFSNtfdtIs9mYn6lm5ca+plaaOcrG2awoNJDjy/KHw/0ZNt/eFsbaU3HZpSZV+7i314bt8EyKhKRjASLJIlk5YEuP2ZFwmU1MhxO0twX4qFtbYQSad46Kp6/IoeJAqeFW1fWMBhK0NAdYG65m/Prizg+EOYP+3s4p9bLbatqznB3JyOSSPPA2y1cvbiC2kLH37RPDjnkkEMOOfxDYDCLQoD/Rixf8s2sVUdRwXwA7BRn1/uDrfiDLRTmz+HI8Sfp7N3EiiX30HTsccwmD4mkH7erhpAaQ9NS6GgEw13IskIw3MW2PfdMOp7bVUtp8VkoipHS4qV0977D2zvuQlOTJFNByorPxuuZnt2+v+NZ7vB0o/tHOTSSpMk3QFxN0RoYt4AJJqN4zHZ8iQjTPGVUOvLZ1H34FMsSi2wknilIOB2ip7FOAUGYKLK56Y/6MSOx1m7h9UiMsVHed3c9NWn72177GcaMxeGDwQStaQ2l/yjr/3gPJ8NltHHU35sdcx4L9AJwVvFUnm/dA8AfIim8hgSbMqpqm3oO44uFsButgBjLaugMRn3j5BVN3FWXyUYgGWVF2UwCySh9MRF3Hh7pYE3FXHZcdy9us52haIDj/l7u3voIgaQYRy4vn8VgzE88nUTTdaZ7y/juzqdIqCl6wyOsq5rHlp4jxNJJkmqaE4F+/rPhVS6YspD2wCAl9jyumbGKUruXOncJR0e7meGtOEPv5/B+xaKqPBZV5fGDjUf45eYTPP+ZFWxtGcZtNXLDsilsbOjn11vaaBuO0NAT4HNPHiSeUU9s7g8RS6msnlbA/k5fxgpUZ0+n77THqvBY6MoUB2hAvsNMPJnGpEhML3ZyuDeI2SCRUnWsRhF/3f/GcRp6hELuYEhYk05EocPE/AoPh3r9DAWTp7xfrlhQSjBTxACQyMRv0dT4ljajQlBNZxU9xiAhFBQVWeLPh/pRMwGdAkykb5w3o5ChcILR8KiI+SYEsRfPKeGaumpe/7codsWIbgWLZiCZn+CRugN8rHUR17TOZZonn6A1wfaCLhpKepnTUYLJA6OeCG/LXdT7CpjRUwpISJIIaO3FEBsCKQ2yKiMhoaGTGM2cQBpa/zS5P2ylMNIgSInxPhdaLShmQehwVEK4C6xFYCu0kwzB6FFQsOFN3kDlnAYKF0iceEHn3G/fgsEo099xjIMdX8LYUkVK6QJJ59iOLSy6+HK6N+vs+LYGs/6EqfYYQ2/VUVU8Fff5xVz9L1/g0a9+FjUk4mg9YWLwpcXI0p+w57uJhoK8+ot/Hz9xScras4SGB1HTKRLhMLLRBKRIJ+MM93TSc+QwmqrSf/woAHaPl1mrz6Ny1lx0VcXscFI2rR6b08Xu557G39/HzFXnUbNgMX8L+o4fpf3d/Sy78hpkJWdXlUMOOeSQQw45/M8hZ7+Sw/99tG+DP39GEBv+K5CVcULH6RDzCeuVVAze/I5Y1n9YTOjLBkHoOP+f4PKfCwuPOw8J8oekCNuQ8QMJ+5RAt1D1MDuE4kT5YujcM253Eu6HB5b+f+y9d3gc1dn+/5mZ7U3Sqjdbliy594qNG8YGU0MxoQYINRAIvAkQIAESkkBCIAUwkBAIvfdmbIxt3LvcrWZZvZfVrrbPzPePs1pJLoQ3F+8vyS97X5cujXZmzpxzZmc0zzP3c98QS97g7xSEAHS4/B2hUNEHxdSvXjHtOsibBiEveQef49orrhCfF54CZqcgkxiMkDP5qPGbOC6OlnWtXhtb0AYTOvpgSYbChWLZngFDZ8Kky2HE4lhfB8jbapH+9gMd0FMnSCkgIkijXdjKlH0KtjTx+diL+pcBPEdiwbEes0CRRLuOLLGcNgJOuV8QbLSoqKJb+9BgFZL2MmgoFbY7v0qDNb8RhI6ihTDuIjj5dtj3rjj3o8+FBfcKFY/xFwtSx8EPoHixINuAkDXInQwte2HXC6Bpok9PnSQsfJ6ZA2seOv58J/Bfj2Fpdq6fW8jiMRl8WNrIq1trqe/yk++28cktc/ifxSNItRuJatDkEXK4dV0BPvvRHJbfNpeTilIJDvA9UTXiFiogXsrfs2QkRkP/tZ1sNfLMV4IkVtfpZ80d8ynJdKIDY3JcPHbRBH6yeATJNiNp9uNXpdhNCjtqulgde4lvtxiRBxy3yx/h0RXlWI39SY4lY8XLCZtJIdNpOiZhpmo6d51ewkmFbvzh/lcAA5NydpMUG4OBilYfb26vP4bQAdDUE+Ln7+0jEFYH9csfVjle4Vamy8zoLCe+sEZUZ1D11b1njkaRJfwx/3JV08lJssQVQU5EOgFRBQbQ7AkMslZp7A7w+nUzAPAGowTCKpoOm6o6+PJQKztrRdLy1FHp/P3qaTy2soLffGccU4e6+aC0gb+tq8Zh7ufm2owyv7twPACHmnpwWoxIkh5XMals66W81YtBkXFaDfE+Xz27gIpWH6OznXhDKisPtmGUJWwmOZ5M7YOui34PTbVhNChcPnMoVpPC7z8vY3/Mtzo/xcqobCc/OX0kn/5oDiaDwv1nj2HPA6fx4S0nU5zpRNN1Xvz+NMpbfdz3wYGvmb1+7K7rZtmaKj7a3fSPN04ggQQSSCCBfxWqV0Ptxv/1biajA6PxxCpVwWAngWAXwVAXtY1rkSSZ9u5yFMVMJOrDaLAzfuRVjCm5jLEjrmLimB8QDLZjMjoxKP1xn8FgB2S6PP0EzhRXIRZLGsFgO+GIiPcaWzaza9/TaLEYKhDsQNMiWBQDe658nAxbMlKMhtIn9a8DTyy8EZNsoKK7kaiucUaheEF2av4ErIoJk2JgbPpQ8h0D4rujIJ/gyUpDp9kvyBBn24085jZzjn1wTDshbRjDXUKJYmzqUG4Yv4QLimfRaxIxp6ofn0pysKsePUbEkACDJGOSDaxrPIDLbEORZCTZgHPEGXhjbbT7e4joGg6TIO4rSMhIVHlasBvMGCSZy0bNY07eGHwR8Qxf3dPCnvYj2A39VjzP7F1Og6+D0995gDlv/JStzRV4wwFOGzqJc4tmsCB/LOWdDUQ1lWcX/xC32UGK2c73x57KytrdvF+1lYtHzCHJbENHJ8+RilE28NHhbeztqGGoK4M/7fyQ61Y+wVWf/4lzP/g1ZZ31JJDA8XD2+ByuPXkYLouRv62r5rWtgmh+/bxC3r95NotHZ6FI0OINxYn5w1JtvHbdDJZdPhmryRAnPRwPuUkWbppfFI/vZEnEo/ubvIRVHYMi8dEts4lqokjhriWjePryyUzMTybZahgU5/ZBAtp8YbYc6aQ1RuiYMiR50DbvlzahDohrkiwGsmK2pcPSbKQ5TPHxABhUidHOJH5xziiimo6mCyL/wLENdHdx2wx8sLuJjVWd3HBgOrfsnzno+Kt3t3PXW3sY68lick8OAN2mIDs8HWSE7KzKrEJCYnTEzvymQn7mO4mxPRlImkykG+bsGs4t+2Zynr+E/JNicb0uJiPYJtyUswJO7tk9j+E9bnqVo2yVj4K/qV/EF0CPQNY0seyL1XIEWqHzIFS8I9aDxKm/KWHokLOoO7KKOY9EiPjg4EsabVtTyei9k+zOP5Pku4LhJZcwdsEiAGqqVqFkVdHS8SVayIjLfy6H3hGxrtXhRJLFeKxOF8NGn0JDzwtkZE7H295CW80Rsc6VjKQoDPRZDXh7cOfkgSRhdTgomTkbXdd5+9f3oakq9hQ3RquNwinTufBnDzL3sqtRDEauW/Y8V/3+Sc6+/adEw2EKJkxm/pXXcXDdakpXfPq189aHPauWs/GtV/C0tXyj7RNIIIEEEkgggQS+LSSUOhL4z0fFCtj1srDsyBj17bU75SrxA5BSADUbhIWK0QazboH1f4CkXFjzsLA50RHEDICOcmEX01QKaJA3Vbz0d2aJ9Um5wsalfhvkTBJKD85sYdfyUC589xWYfAWMPV8of7SVg7+9v29qGKxpYHVBuBfMMTnmaABeOldUjl3wV/jil3DgAyg5DfYNUO9QzP1kkqMx4wew503wtw3+XDGD2u+vimwSUWDED4dXic+0CGx+RtjNjDwXyj6LaTcOgK6BZAQk0MPi93l/gfeuFyoaIAgrrlxBrNn3Jphi45MUIXPcvFeQQQxWYX+SNkJYsphs4lx9+QtBfCmYB407+w4srHtCPjFPL18wuG+Z4+CKd8Xybwv7lUI+vh2sbtH26HNgz+vi84MfQkeFOG/Fi+Ccx+GpkwWxo2iemC9XLhScLIgvfQowCSRwFCxGhYJUO3e+vZeO3hArbptLcaYTgLXlrZTWdjNzmJtP9rWQn2LlR6cWk++2MSpbXBfV7f5BCaXTRmews7abNp+4xr87NZ9lqyspTHdQ0eojFNXiJIh0h4lMl4WbXtlJMKIhS9DdGyE32UJzTwhfIEL0BDm5iUOS2FDZGf+72x/BZpTR0UGXKMlykuowsa/eQyBWxbWrTiTii9Pt1HcHj2lT1eG3y8sZnn78lxqKJGSs4dgKKlkSiT+zQWKI20ZFay8a/RK/fUi3G2nrHUwCMUjQ0hOipSfE/BFpbK/uxDeAKPPTd/eS5bLQ7guBpiMhvJiNisT1c4fx5OrDx58kBIElFIgeQyQJqzrv7hBqGRKwZGwGn+5rjauYaLHfnb4ICx9dS08wyuqyFjoH9D3VYcKkSMwqSsPtMPH4l5U8unQ8P/9gH809QU4bk8lD549j5q+/IKqDIZYwu++sMby9vZ6QqlKS4UCWJEoynEhIHGzuEQnLiEhe9qmT2E0Ko7KdlLf4aPQEKUi1cf7kPJ5YXUl1h/C713Wh5tHaE+Ked/dy1rhsDjT2kOIQL1xaPEHyUmyc88QGijMc/OWKqRjkr6PE9GPW8DTevOEkxuclfaPtE0gggQQSSOBfgvotIl4cMutbbXbG5DsB0LQoimxC1UKUVb5BmnsswWA3/mArFnMqew89gNORQx/ltMdXC8hxNY9otJcJo6+nsWUTLscQAHKyZlJZ8wkmowtNixJVw4BKR/chvtz4Exac9DtmTr6TQLCTXlVjc1MZwWgYgyQR0XUimspZecWMkxtRQi04jFY6Q142NB5A1XV+POU7XDJqHhd88Bs0XSffmcr2lsr42IqTc6joFsoYdsVEbyxONSCzaOgkVtWVEj7KjmVLWOEP3QG+CEQwSQbCungu3N3er2zZ5OvgzbL1FCZnMdKdS7P/+KoBZsVASBWWMUuHzybJYuOZvZ/HLUPb/B5cJhs5WoCpdV+SryjUqyo5FgfFFjOHvB1MTB9GaVs107NKONRZj0k24DBZ+aR6O+2BHq5PTaXDksZHTWLcVkXEw73RIBEtyvkfDi4AuO+ki7l45Fw2N5Vx1fI/AhBUI1y/8kk6gl6uGXsqHQGhwikBT+9ZjqprFCVl8eOp53Fy7mgmvngriqwwK3ckzb1dZFiTuGL0Ahp8HQx1ZXzDb14C/20YnuGg3Rdi4WNrOWNcFr88R1hRGGSZP6wsY8GIDAyyhKrq3HFaMWEVrjl5GE6LKATo9IUGEfJ/evoIHl5eFv970tAU/rSqguIMB1VtPjQdWr0iD5SfYiXJauLed/diMchENJ3tRzr5+Zmj+WRPI53+49sFy7KE06wMig931HaTZJYJqzp2s5EUm5GhqTakCpG68wSjeIJR0uwGwhGVcOQoyxRF54DXw8Of+XBaDMctIkACsyITimqD+tbu8KFHxT3YZpSxmwy09YYJyFEemrSGDI8dRZUwqQrnNI9gaKebrWn1vD68lEp7Fzd3jyelOhVHLhwZ3oF7XwrOqBmLaiAa1KhrAGu6UOcAEYOFusGWJVQ72nYbGaQRKwNaTDg3NgyjQ1ix9KFlb4Dk4ijgxOwWqbdgm7gNhj2x4Sqw4V6ImBroVPfRsitMpG4Y5ugIIBmHfRZyEoyZdD4Rv0r1537yT4mw/Yu/okWMXHbfc7R1r2flzptx5TiASRhMJhZdfwsfPPIg1qRkJCUM9jZKTpmJ5+PdBHrEwSUZdFXFYLEQDQaxp7jJLiqhYssGkCSmnX0+sqJwaMNaIkGRZ9BUFUVROLxjK2arjQVX30Bj2QGGjJlAzcFdpOYNYe/qFWx+53VOWnoZZ956B0PHTzrud+xozLviGsafejopWTnfaPsEEkgggQQSSCCBbwuSfoJKhf9GSJKUB9QB1NXVkZeXkKT8l8PXKl7Ef/hDYW1x/jPHbqNGhFVKSsH/XT+iIVjxM/Fyf+3DwpLE5IC86bD3TUEo6Atd7ZnQ2wKSAfQoOHPhvGWif2oEFKNY3vosZI4RNiFvXgFDTxLEjz1vCaWLzsOw4B5443JBGkkfJUgfwW7h45w3VdiDWFIg2AWOTKHyEfbCmPNh6fPwC3e/oseJYLBAdMDLVaNDkDfiyhYSxzUpsKYe3yKlD33j/2eRlA+eY+0eBh9DgdQioWLyxf3iM6MdIr2x9dIgJj8gxuvIFMopktJfnuDKgQv+BkNnwfK7YderkDMRFANUror1p1ac97Riodrx+T0w9y5YcJdoY/ndsP1vkD4axi8VRKMEEvgGWPr0RvY19HDZzCH87MzRANz2+i4+3N2IpsOobBc9gTAjMp388ZJJuGJJs7JmLze9vIMjHX5SHSY8gQgT8lwc6RDWQ3azkdpO/wmrpY6+uvuIEUfDapAIxNgdBln4Avfta5BFMisQ1QbtKyEuwaPbO8Ed5bgYl5uELMHues+g/U7Uz4Uj01l1aDAh7ejjjc9LYk+9SA4pksS4PBfeYJSqtl6GpFj47YXjueGlnfSG+okYNqOMLEv4Y2oaDrNCOKozPNOOSZEprfPEj2UySLhtJpp6QthNCr0xT+VUu4mOXnG/McnQxxkZ4raSajOxv6kHk0HGF+q/Z9uMCm6HEZvJQHmLj/wUK55AFF8owjkTcni/tBFZgpmFqRxu9dLs7SfryRJsvmchqqZz7hPrafWGee6qqZwyMpPP9jbx47dK8Yc1hqRYqO0KDpobCaFc0hxTK+k7/y6LAUkCTyDKELeVGcNSufP0Ecz93RoCERWDLFGU7uDJyybR2Rvhb+sPs2J/C8PS7aQ7zGw70sme+09jyZ++whOIsPv+xUjSYFJHVBXfI5Ph319Mrr6+nvz8/L4/83VdT5S9JpBAAt8aErHpvxl0TZDZNRV2vwgF8wUp/GiEfSLGMFqPXfctocdbT3XdSkLhbto79zIkZz6qGsFsSeFwzcdIkjGmOqGiKDZUtd8OLjNtCuNGXkko4kVVgzjtOUSiQRqaN5CSNo22zgPUVr9NSeF5BIId9PqbSU4ajtWShjNlLHNev4ugGmFp8WzeqtgAwPdGL2DHkbVcmhpgu1rIe40N5DvSaPB1oAPvnXM3nrCfK2PkBCMyEbTjjAxcRis9kRPYgg6AzWAeZNOSFLM3GYj/zTPnP4LTaGWEHKUyEqE71vVZJoUxZgOv+UL4Yge6duwiNjQcoqyrHg2dFLODdM3Ph1ku1mgWbmwQRSBmCUI6zM4ZxZamMmwG86Bxz8wewZMLbySsRrl2xeN0BHvItqWQZktiVU0pubYk6vwesu1uJqYPI6qprKrdw8fn/5zCJFFIMu+Nu0ky2wCJx+Zfw/Dk7G9pNhL4/zPqOv3Me2Q1wzMc/GTxCBaPyaLDF+KsP6+nqSeIIkFhuh0JiXMn5XLzguHxff/6VRVPrTlMpz9McYaDus5ehqU7MMhwsMnLmWOz+GBP89ccHRRZKE9+HdxWA50DCBwDr3WHSSEQOb4yY58FJ4g4VdL71Ta+yf3iiplDeGt7HcHjVD3EeBOAiI+tRoV8t40DTTG1275dJFA0ieLuNMrcbZzpK6LHq7I/tYUOU4CLRw2lbb2EJWDikqGF5M6BHb8Xab2nR26l1e7jvtIFWJIlwl7xr0lXdRR7hPQxJjxHIDBAPMI5FLy1IJtBG5D2kyygBwEFNDVA0FxKyLSP/OTrUMxiH10dnE5U7BGMSUEUyUZvg0LqjC5q9mwjyTiL1OEOWneCIxeMTmiraMBv3orX/RpqOER61hiu+OPD7PtyBaueewrZYOTWF94iEg6x8c1X2P6RKLAaXvh9Dle+iyZ3xwkcAFlFJTRXleNMS8fbLuJ9V0YWPa3i+2RPcbPoupvpam5i7YvPxvt88iVXkj60AKc7jVfu/R/USISp55zP9g/fpXjGLCYuPou3fnUvE05dwqnX3nTMeY2EghjN/xk2yonYNIEEEkgggQT+O/DvnzFP4L8XTbvh0RGC0NG0F7qOHH+7PpLEP4PmvfBQPuyO+e9ufx4eHgLtFeLvum2w4uew7lGhumFyQPJQ6GkSigyr7oegB1IKxfaTr4KzHkOoUMSCzHl3CDLInybCE9Pg2UVw8GP49MfwzrXwzGxBHLCnw7RrYeYP4OPbYP1j0HlEED9AWLeYYtXrSTlifkAQOmypggAT9gkK+/73oOKL/gqx6TeKqDWOAcvRIGQPsGaJ+AZblfRJwzqPYqBHBifNyBoPE6/o/1uPxuxRviFMzsHWL73t4C4+druBtjEFc8W56iN0AGSOhdm3A5JYbzgqAHPlicjU7BSEjpwpcNnb4G2Gv58Fb18Dw+aKUofqNcJyZ96dgtABkDocTn9YkHy+8yT4GuHNK+GFs2HylbDgPuiuFe0lkMA3xHNXTWPdXQsYleXi1td2UVrXxfuljaCD2SBTnGHnzHE5fFnWxpRfrqSqTZTVHGn3UdXei80sE4pEMRlkth7ppicQwRtUSbEZGeIWLxVGZTk5ebgboyySXSByS8qAe0NeyrEJC5tRjhM6ZCA3xRrfFwTBozeioesigdWHIW4bLosQBBuebo/fgqwmOd7W0SINOckWIeOtSCwZk8nwdDuhqDroeAA5SaKfFoOMKabBu3BkxjGEDoDCVGv8OMlWI5Wt/SVJqq5zzewCqtoEEay2K8hvl5fTE4xiVCRKMh2MyHRiMymEI2qcSOILqYRVjbImb5zQ0dfHiKrHrVv6VEIkIMVmjC+HNbDH5qGuK8Cueg8RVSfVbuameYXx9jR06ruC8fPtDUW5fVEx2UlWTh+bhUGGyUOS2XakM07oKMqwc/WsoTy6dAIZTgvLVlfR6g1jkCU8/ih1nX5uemUnfQIm4QEZz25/mB+eUsTZE7Jp7glx2mhhl9N3/nuCUUIRNS5RvKOmk5m/WUUgojK9wM3E/GR+dvZIXBYj04e5Obk4nenD3Ny9ZCQ/XTKSP3x3Ijo6d58xiq/uXHAMoQPgkr9uZsmfvjrm8wQSSCCBBBL4l6Lyc/jqIahdL+KUsO/425kc/zSho/zw+6xafzuhsLBO27zzd2zZ9Uh8/ZG6lVTXreRwzSdEoz7MJhdWSzrdnioaWzZxuOZjrJY0TCahwjV1/G2kJpfE95clI4VDl1Bd/wXrttzLxu0PUl79ATv3PkFZ1dv85qsn+OnGtzEYbDgd+YwcvhRJUiireov9Za9gkBVSLUJNbmPjoXi7GdZk9vs17q0z82W7UMOo87WjoaOjc8MXywAJp9GCjMRFI+cMGvdAuxVJkkm3Hl+VS5Fk5JjFSY7dPWjd0YSOMwqmMNqdP+gz5WsN8wYj86g+jHHnsyusxgkdABvDKq/7wnFCx4K8cTy7byVlXfWMNskUGBQuGTEX3Z7F7R0BdtvFM95Eo8wIRWKIIpFjcWBSjPijYQySwk3jz+CKUfPZ0lTGrNfu4EBl3XqIAAAgAElEQVRHLSOdqVxiCLKrrZo0i4s3SsbwfXMEE3Db5LNJs7rY3lLJm2fdwT3rXuKe9S9y51fP89oZdzDanU9dTxv+SIgEEvgmyHfbWHfXKXx488msONDCS5trWLamiqaeIAZFwmyQ+fHiEXT4w/x+RRlnP74uvu8HpY10+sOkO0yChI/EwSYv3f4oUQ1GZLvicdmiURnkuMyYZAmLsT+IHEjoGOIeHJvKkrBN6SN0FKfZMBvkQXGiL6yi0x979WFklgO7WVhQ5qVY0HWwm/vzVYajfF0kIMslck9jc1yMy3WR4TIf9y7itpsG0dRykm0kWU0caPL2J90lyPY7mO/MQpV0AoYIp9hyOelgIcO7UtE1nVsDk1jaOYodjmb2JrXQtBEaN8SEbItghj2D+e5sDBaJYI9IZ+lRUccU9Rno2D+Y0AGxOiw9RuiI+YbKBpBiHZZNIGMFUy/O3vPw1YGnUhwzczqkjOjvf9QP9cEn6G0Q82ZzpGCbvhbzwr+gDllO1FqNc5hK1yFoSbkHn/t1ho6bwNgFizjn3v9BkiTWvPQ3TFoRyeHzUSMq659az/aP3kUxiPPV6v0ETe5GMRpx5+Rzwc9+iSTLqGqE5KzsOKEDSaKntRlJURhxkvifsvzpP/HVy88DUDhpGkXTTmLk7HnkjRpLSk4eRVNmUDxjNpNOO4vFN97KSRdcgs3lYunPfsUpV99wzHntamrgyWsuYfM7rx/nrCeQQAIJJJBAAgn8a5CwX0ng3xfOHHAXCSuQlGFw41dQtVq8LJ94ybdzDKMNkvKElccbl0N3nVBk6CMC7H0Ttv4ltrEkVDe6Yy/3s8ZB8Uih4tFYKsgE45bCZ3eKZF5SPrRViJf/6SOFCoe/E3KnCOWHlGEw5WpBDpl9G7TsF/YdYb8gVUgyONJh4X3CvsNgFiSPLcugo0q0H+4VqhSLfw2ODNj3Lux+FczJYjzRgOj31qeFAofFJUgcuiYUP4oWQtUqaNp5nMkBkPtVPPKmwcEP+ldFAwyqR/C1Quv+wbs7s6HnG5LDl74A2/4q1Ef62vc2HNuebOhX8KheLX5bUiEYUw2p3yJsUQwWqF4rth91DtRsFBY2nZUi0dp3jm1uWPUg5J8k/K/3vS1IMaYkCPeIY069RpyfMedB8WLxHXRmwo4XhXqKJEFnNdRvh5X3iu/B4ge/2bgTSABwWow4ga3Vnaw62ML+Rg/JVgNIEt3+CD9eXEKSxcSrW2swG2WsRpFICUTE9TcxL5k2X4jK1l4ynGaeu2oqa8vbMcoSDy8/RKrdxKFmbzzhdfOcYbR6w6yraKO+KxC/kpu6gzx1+WQe+uQgtV2iWnCI20ZHb5g2XxgNqOkIYFJkwqqGQRIkDW9IQ0eQJjzBKBaDgiSB1SRkcCtjpIk0h4l2XziutFHotnG4oz8J77IYGDcmk1UHW/ls/4n9afusW5KsRlq8IWYVpbLpcAeSBEZZIqzqKIAKVHUEMMgSVpNMdyBCdpIZf7i/5OiW13fHl2UJCtxWuv1hQlGVs8Zn88a2Otp7jyO3ixjD0aohA5f7rFR0iM9B3+re8OASNB2o6fSzbG2/lcvdS0ay7UgXZ4/P5tGV5Rxu8/HFwRbMBpmGLj9RDbbXCEsboyKhaTrD0x3cf85YmjwBHvn8EN+ZlENDd4AvD7Xy943VrC5rQQfcNiNjc5PYUNFPhKntDJCTZAVd4qb5hXxV3o5BlpCA7GQrtZ1+XFYj1e1+brloAne+vQdVF/nBYFRlT72HBz86SGWrj5xkKw9+Zyxv3HASH5Q28OiKcpZdPpmHPz3IK1vrePLSSbT0hFg0OpNffXKA6+YUMrXAzfRhbjyB4893AgkkkEACCfzLYE0Vdoy166FoMeTNgJr1Il51fjsKCCaTE4vZTSjkYeP2X2E2JWG3ZcbXV1R/iCQphCM9yLIJq9lNMNRBEBmrNZ1091jqm9bhcORht2ZgMjlp7SjFakknGvVjMrnYtONXFOQvxmRKwmZOIxzxIismHPY8pmfPJcvXw9TR02lu3cGnu/9OkuZBASxmF1aDibfPuZvHdrzPRSUns2zzX/D421i2+2PGufMo627GYjDy2PxbMcgKd371HF2hXgwoXLn8D8iIZ4pXDq0l05aC3WCkK9RLd0g8I41MyeNQ14ljR1Xvf3ayGEwn3A5AkiT2d9YhI6HFnr40dIySQuQfKFlaZSNrL36Y8S/cQjhW7LC5pRxlQAGCBExKL2RnW/9z2+r6vchI2IxGfuc2c1azl2V7PiXV4mRFKIJavpF0i4tRBZP4tHwdP3KZ+c3hbSiyAYMkYzIY+aphP6lmB2lWF22BHq5Z8Tguo5XbnUYgyKjUfMaljGesK5VJmTMYmVFIZ9CHJEm8UbaefR1HCERDdAS95DvTeb9qC8+cejPj0wu+dswJJDAQuclWghGVlQdaaPIE2FDZwcxhKWyu7iLNYebUUZm0+UI88OF+Ml39xItkm7guh2c40HQIt/iYXZTKby8czxNfVuIJRNF0SHeaWHmwNb7fS1dP48nVVRxo9OANRuPxUlG6k4UjM3lxcy2qJqwhL52ez1NfCZulinYRR5oUKU5U71NH7PJHKM60U9HSiyzByCwXFS0+dKClJ4gMcTVLh9mAPxzFbpLjMZoO3HvGaO59fx+H23vxh1X2NvQcd746Y2qMTrOCL6QyMsvBigOtODUjulXDF1KRNUj321nracZsksk12lm0ejSVaR20y346LUHKa73k78nkJ/LJgHAtzpwqiB2uPLh82DD2v6gz2F1UR0IFDBidAyxVYgF+1DdoU2BwDZcWEwiyeU9FsfQ7LmuqTuOmKDKCbGGwwIS7m2nedR7ZJbD9UWgrBXloCUqGh85dNpTAUJo2xc6DfCHRdivTZy0m92SJxk06HZs1Tr3uZvY/7UKvH8/Hv32WcI8YTN6ICdhSnBxcL3J8aiRCZ10NBqOZiYvPRDYoVG7bAoDRbEFWFEIBP7KsUL55PRfd/xBvPPBTMW+STFNVOYEeD42H9mO0WLA4nHz3gYcxWax89sSjuDIyGbdgMU9dfzmaGuWcH99LqLcXXdco37yBxTfcgsXhJH/0ONKGFBz3vCeQQAIJJJBAAgn8K5AgdSTw7wtZEeoceVNhUewF+apfQss+GP9dkL8FoZnUIrhpk1je/jdBdPj+5+AUkqWc+gBM/p4ge6QWQ3ox/HWhSOg1lgrixdw74Y1LocUDdZvEi/+aDXB4tTCtnHEDpJWIPr/1fUEakA3gyoXmPYK0sfxuKPtEHFNSRLu2VPjgJrj4VZh9q1jXp86x7x2h3NGHz++BCRfDgfcgbYQgHBxeE1vZF7lFwNsIZheEYpFd1arjTErfq1AATSQwh86CtjJAgmnXQ3Mp1G2hX2BSht42MX8AignUcEzNQ4qZd8ZsAeyZYDAJYkZSPiQNEW29eQWc+ahQXokEoXIFRAJiLiwpIvL0tvb3zeyEkFfY0lz3JXxyh5jDYBcEOvuHo+uCDBT2wYgloJjhwPuibYMNKlf2b2uwCjKJrsLYc2Hni2LO7ekw6QqhoJJaBDmTxHH79l30IEz9PpgdgoiTdhyFkQQS+AbY3+hh+jA3p43Jwh9WmVOcxs/e38dZj2/gkQvH4wupZDgt/HlVBbcuLGbW8FTuXjKS2UVpuGxGzl+2gVZviDVlbTy1pgod+MG8IiYPSeaHr+0iHNVQdXhhUw03zS+iptNGXVdAqGjoENHgjW11XDg1ny8PNnOoxUe+28ahlsHVqHazQsSvEdXBG9JIsRnp8kdo741w/uRcMp1mqtp8rDggknXpDjPXzR3Gbz4VVZ19RIiBhA5FgnMn5rJyfwvqN7SGs5pkxuclsbmqI343Mioyi8ek8/EAad+ophON2Zo0eU5cqajp8Nn+Zp68dApv7qjjsZUV8XUpVgNdsaowsyIRUnV0jnV46iOuOEwKUV0nGBlM3jAbJEJ9yicnsJE5e3w2D5wzht+vKOPjPU3sa/DwyjUzOPmR1eyp97D3gdP4eHfDoDbzU+xML0xh6lBRufr8hiP85avD+MMqf7tyKmvK23hiVSWbD3ey4va5vLy5hhc31XDVrKG8FEuUAlS19fK39dVcPnMIh5p7UDXxX6SpW5yrpy+bwpYjXYzMclKU7uBIh4/sJCsXTs7FqMjMKnLjtBjZW9+Nxy/u+6V13Wyv6eTBjw6wtlyQSPbUeXhm3WE+3N3A7joP0wrcTC1wc8dpI094fhJIIIEEEkjgXwdNxBN5MyF3uog3Kj4Riodjln4rRyjIW0hB3kL8gTZUNYTF4mbC6Gvj62dPuw9VDePtbSQ9dSx+fxubdz5EbvbJ1DaswmZbgDt5BG2d+xAv+mSyMqbS2VVOJNqLxZxKfs58huTOJz97Drv2LaOhSViopCSVMN7YxYVTzuPztTeCrmPRdA5pqYwxBFjXHaa1fCMXlMziwdmXA3DRmCU0e2oYVruOqfYqftttwhDp4p0Dn2O2pNDi93D75HP5866PYjPY/9Cjaiotfj+9AyxUjiZ09FXED3xUWlIwhSpPE63+btKsLpYWz+bN8nV0BH0YJJlojPjxSfV2TLKBsBbFbjDTGw1RlJRFpWewmuLIlByafd34oiEKXOkkm51sb61gyTv3c/9JF/Np9U6OeFpo6O1A0zUsigmnyUp3yBcndCSbbXSHxHPSteMWc2HJbN7Y8BxTrRG2BoJ0BL3x46VaLHxUvpagLuMtXETqoa9o8YsY2qDJ7OuoGTR+HQiqYWamD4POA+xoqeCiEVdzb/kOqmvf4bUz7+CC4lk8tv39uB3O30+/DZvBTFiLMsyVyeycUf/oq5dAAsegstWHqmmcOyGH4gwn507Mobq9l5+9v487395DWNVQNYioGo+vquCWhcXcvKCI8yblMjLbSXN3gK3VnXgCEX70eim767qZV5LO9XMLMSsyT66pFJaLisQTX1YyPMNBTUcvPcF+xsGO2i68wSiPXjSen7+3D4fFyEd7B1/DRkXCbTfFbSM7evsLCJq6Q/zinNF8ebCVdl8wbr2ydEo+pXUeDjQJkoYvJI45MG7LcCjIMgQj6iBlw6/DyGwXqqax4kArKUEzp9WXcHB8I9GcMPsbvexJb0GS4LrSaZiiChFZo9LSycKGIpLCZsZ0ZwBg0hRazT4yQ05qV8PCpyRW36JT/5UevyGaUyDUBSBhdhsIdYJ/YE1EbCi2bPA3gdEFkeNwUiQT6LFUXR+hQ7KG0QIaEhJmN4y+HPJPkfj4thaiNaOwfxdGLIWy16Bg+pVMu0nh9ZtexGd7D5f/XIw2GD3zbMIeSIqJUO78o0agFc58aw7D/izRuKuTD579jElLzmbW93/HR394GEObkSFjJlC7X+Q9TXY72z58h8M7tjJ2/iJ8XaKQKxISHXXn5rPo2pvxtLUQ8HoxmM2YbQ5sLhdjFyymfPN6MgoKObJ7Jz3treiahq7r1O7fg73RTWPZQfyebtw5eXz53NN0NjWQHbN5mXPpVbjS0rngnl9+o3OfwH8GJElKAi4FFgMTgTTAAvQgLA+3A28CX+i6rp2onQQSSCCBBBL4VyJB6kjg3xc2N/xwK9jShMIEwAXPCuLAt0HoOBpjzoP3fyBUNCZdJj4z2YUiR9Y4OPSJUMkYNg/m/gQ2/AmSh0BP7MWaMwfGXACphdB9CSybLtQtFt4n1jeWwoF3BVnj4lfh5QsEwaO7Vngzg1DsmHWrUOV47wahDlG2HNrLBbHj+SUQDR8r6RvohM3LhNqEFoGWQ4IcMv0GcGXDyvtAjSXMQsevLgAEgWL2bf0Elz4cEok40kdB+yGh8NG4uz/qQxNlBH2qHmpYkCfUCKBD+ghBxkGH3gGRpqdOEDjMDnG892+E7AlQMEeQOtDFG9NAx4BOysIepXm3GGPbQWGRM3QG7H752DHpKoRjibSMMVCxor+d9JFi/2hIHCtzrDgfw+YK9ZPcqeK7t/UZIbPcR7iBwdlFi0uMAUT7714PPyoFa8qJ5zqBBGJYsb+ZlQdaePA7YzEaZDZWdfDDU4YzJfZyfniGA6MisaVaXAeH23s53N7LyGwnf15VQabLwiOfHyLTZaHdJzIyb2yrQ9V1Umwmmj1B3tnZQCCiYY2pfHT6I7y8pZZ2XwirUSaialgMMv6IxqaqdipavDR0B5ElBlVRgah+MhtkUtKMHG73o0hgNcrYki00dAd5b2cDvz5vLE+tPUx+ioW6riBzilMpreu/pwysLnKaFYal2dnT0MNvl5cdV9LWIMFxrItRNdjf4Bl0OfaG1UGEjv8tQlGda1/cjts6+BGpa4Bvc0jVsZpkArFKrnE5DvY1isqvdl8Ym0khqulMyE+ioStIlsvM9truePsZTjNt3hCaDkkWBU9QxWKUCUU0FFnijHHZ7Kzt5vWtQpXoSIefC5/ZiNNs4K7TBenhrAm5lNZ18/zGGi6cnMevzx8PwLbqTvbWd/PqFqEq5Q1EkCSJ3XXdSDIs/9Ec3A4zd50+kpmFbp5Ze5gUqwFvSCUU1Xhtaw0Pnz+OM8dn88tzxvLKlhoe/7KSLJeFR5aOp64zwPryNh5bWcbMwlQK0+18tq+ZBSMz+d6sYQAcfmUnO1Sdbn+Ert4wr2yuJaxqfL6/OZ6oVRSJcyfm8EFpI8suncwZ4xM+7wkkkEACCfwbI3c6JA3tV+Uw2WHyteDI/Pr9/gnYrOm4HENoadtJVA1hUMzxzwEc9mzKD79HeUCD/Kspzh9FNOonI3UC9U0bAJ2s9Km4nPlMHnsThyrfprpuBUUFZ5CTOR2A7Xsex+dvIit9Ommpo9h36AW6POW4nPmI9xg6p5z0O+zmJDoDXdz/4cNcntbOstJPmZo1nJAa5QdrX6UkKZ1iSaMyKOPX4YJklVbfAT6oVyhJyWFHcwUGWcEkGfjptAtY33CQlbWltAf7Y9I+8sXRKEnJxW1xsL2lkkgsXm7wtlPe1QjA9KwS2gI9jE0rYFPjIcJaNE6EMEpKvM0+4kirv4dkkx0Jia6wD7Ni4FCsLYBKTzOnDxWWo9U9rdy74WVuHLeE/e1HgH6CRTAQRgFGm80cCoW5YtQpPF76MUZZ4S97P2dpyWx2qjK7AiI27lPEU4C6nhYiOqQaZVxmW5zQYZQU5uaN5dMjO7AZzPijIebmjqGiu4kbJ5xOQcEkHnCupyRjOA9vfZtgNIwSszp1mW1oer/ln9NkxSArEIWHt73N2vp9PDLv6n/im5jAfyMe/PgARekOpg9zI0sSj39Zydo7FiDLEsPTHTy3vppROS6WrRbk97Xl7awtb2doqo1bXy9lbkkaP36rnSSrAR2oaO3BajRgMsgEIyp767tpicVBw1Jt1HT62V3XzY6aLqYWpNDkCVKcYaOy1U8gpLKjposufxhvSMUbOlZlZ1SWixZvkCSrgZ5AFEWGYWkOWnsCeIJRnltfTVGGk/Vl7SRZjXgCEeaVZPDJnqZj2lJ1YdNS09FLq0/l5ldLkSVBHIn8A2KHUYXd9R7ykkWurssS4vWivSgBUAe4Q+k6PD9iJyO70nFFzKzJPUKBL4Xi7lQUFEBHNkBmSFhddeyGT38YwZykQ0e/pUyoC/yGMAeT2pkRjlklx2LstInQXiqW/U3gyIXeVkgZBRGvSBn2EUD0cL9rsq6BbAY9ahRWV2YVSzLYMmR2vb6XWt8fcdgWUf76lRgdYMuE0d8T0fv5j13M5zd0EG4yMP+PEinFMpqmUrF+J7aKcXjbu/A5PsHXegEpwy1sWf0w08+9kJOWXoIsK3z3gYco37KRA2u/RDGaUKMR/N1dRIJBvnPnzymaMoNTrr6BT598lPoD+xi/8DSmnHUeG998ha7mBmr37mbxDbey8q9P4HS7mbzkbCYvORuAP11xPrqmYbRY2Lvqc3ydHfg6O+IW1Z1NDZxz+9189erzdDY1cMPTL2J1ur72fCfwnwdJkq4BHgWO5/Hmjv1MAK4BdkiSdJWu6/v+P+xiAgkkkEACCXwjJEgdCfx7w104+O/Uov+7Y42/GFIKIH/G8dfvfBEqVgqSwNCZsP5RoWIR9sfIAYeEmoSuAzrMu0uQKloPwe7XoPILhJ1JGF5ZKggGEkLBQ5dg6GxY9Avw1MOXD8LpDwklixfPFcofxYtgxJlw6GOhbtF1WNiyeBtBMsBZj8Gah8HXJPpgzxRkjy3LvvkcOLKgbrMgWBisQjVj3FJh3wKCANF2UNiagEhiDp0liAzh3gENSYJEooYEEaRlr/hsyCxhcTIQ/jZBABl3Mex9PaZGMuC1buFCODxAUWTSZULlpHqNUDzRge3PgtEu7HSQRDSaOwX8XWKeogFwDYV1v48RMxShJtKyRyit7HwFemqhYQegwb63hLrK/DtB0+A3OUI5puR0QToByJ0EVSvBniFUPPqQMVp8hwz/nJd2Av99+NOqCvY39nDjvCLuOG0Ed7+7F6PST1x7d2cDJoPMDfOKeHNbXVwS9g8ry/EEonTGrEHUAZIPdV0BrEaZJk+Qd3Y1YFQkDLJEIKIRiGhcOj2fV7fWke0y09QTwmUx0BtLkiVbTTR0BxmT7SLLZWZVWRuKLKFqOkXpdgyyRFlMuWNkpoNDLT4aB6hf6MD9H+yP9UMks9/b1ciJ0mDekMqehp54El6HY4gdUR2yk8xkOC1cP6+QP64oo6LNT11XgMtnDOHlGIGhD31kkhNBkYhXak0ZksThdj9d/ggGWULXdVSduFfziRAYYJ9SnJlEMKpT0dpLss3IBZNzGZebzG1viGxac0+Acyfk8MFu8eLAEwjH58NoEOpIfZVhUU3n5ld2xpVHDLKEQZHw+CP4Ixq/+7yM+SMzaPeG+LKsjb9+bwpzi8VLHk3TWfrMJiTgmpMLeHb9EdZXdvD5/mZ21nSxr95DRNPYWNnO9S9tJ6rqBAcwbAwS+MMa75c2cPH0Iby7s55HV5QxszCNp6+Ywi8+2s+rW2oJxfYZn+vima9ElerBph5ykiz85O09HGzyAIKA5LQYuGhqHi09QS6fWUBTt59Xt9YxOsfFjxeP4Afzi9jf0MP4Bz7nrRtnMSLL+bXznkACCSSQQAL/EkjysTYr7v+72HTCmGsJh71xQsdARKJ+DtcupzJo5GOfmwmWAI0tm/D0VBOOeJEkBX+wDUmS0XUdd3IxyUnDyEqfQkt7KTV1q4jGCP/dPVW8WlvNnNSR5NpsRKNBioaeidOeh9ueRlPrdry+OrZe+ihtgR7mv3k3c7OG8siCm8m0JRNSVboMLnb5FIyyH6MU4aSMHAqGTePJXZ/ECRjfKZrBH3d+hGdQzCjQR77oexbsw9jUIXxQtZWormKWDeQ4Uul7SpSR2Npczo6WSlRdw4BMjj2Fk3NG82bFhuNarPgiAVLMDjpCXnLsKTT2dgFgkBWiMdLI8pqdlCTlENGjVPe08pe9y+O2KybJQIrVQYu/myucNi6yKwybdA1nrHsdgKgmno+WvPsLDLKMw2hF1VQkCRamD2Gv10NdbztDjDoeLPxik9jPabLiDQdoDXiYkVlCq68DE2FKmw7i1XXu2/gqJ2WP4uJxp/P5kZ38ff8qbnKncMe0i+NjS7E4aQ/2cPXYUwWhIzauSRmFjErN/8dfuAQSAPyhKM9vqCbTZWHT3Qu5YEoe+xt7+t59s+lwB/sae0i2mbjz9FHc/e7e+L6/X1EGwFfl7QD0xGKpUBRCUbG8oUoUKWQniftadYefZJuRnCQLB5q8HG71okgSFqMghEQ0nTSHiZoOPwtHpLOnwUNbrIgB4LtT8/l4b2M8jrUaZQIRjYrWfpXJms4ANZ3CY6TP4vGGl3ccM/a+IoJDzYMVKjWd/sAxBgVIshk5e0IOBalWnvykGi9RkgJmbBnyMfu7LAo9QTV+g+s1RNiT1swPD0zHqCkUe1NZn11Dls/BnCmpdKwRqfqoUWVHWgOVtk56jCFu7JgeM7ESeGLMZkKyypRdOYOOmTIcOvaDHgFXIYy7VmL/33W6YmK/+YsguA60IJjcEO4Uih1o4g6rRcQxtJCCpxo2/ExDZyS5vIQqd2DLFKSQiA92L9OZ9UuoeN2AIymDGY9I8Tk48MU2djyq4ShYj3FsKz3N77LylX2c8cOf0FZTjaapzP7u5ax67in2r/0SXdOIhvvzCpIsU7d/D9POuYBIOMTnz/yZym2bOfv2n1IwfhIv3X0b3U3if4wtOYXWI1WijWiUjoY61EiEda+9gK7pqNEoQZ+PnBGjKJw0DYvLxbSzz2fnZx/S2VBHzohRXPLLR1DVKJ898SihQIBLfvm7Y74nCfxnQpKknwNHy654gAOAH8gERiEub4ApwDpJkhbqun4iv/IEEkgggQQS+JcgQepI4D8L5SuESsfwU6F2i6Cbjzr722lblgVB4Wh8fLuoxDrvGaEs4e8S5BLFDL5YNbixBBbeDxv/DLtegVFnwcEPhbpD2WfQUQFGh7B18TYK24/6rWLfjgoIdAsiRlIe2FJgx/MwZKawVBn/XUGiWH4PzLge9r4J7WWCXh+JUf7ThkPpa6LtCZcKAsLet2HP64PHIimClHIieBvBH1PFiAbETx+hw54JmaPgyMZ+KxVfC+x/T1iyREOw6wVBdBm/FLY9K0guXTEJ2bQRgqjy8gWCbDLiLDj0oVinhgShow+BASohh9cyKMVXvRZ6YhVVqcOFNU40CJEBCUJJEZYuWkQQXgB6Yv3oG//kK4WE8prf9O9ntIh+5k0XBJCmUjjvKbh+rVBe2fcOXPg3se38n4pzN/o8Md99mHYNuHIE+SVn0onnOoEEYlgyNgtN18l0mTnQ1MP7N80mxd7vE3717KEsW3OYbn+E5T+ax8d7G/nt8jI8gSinjEhndVkbOmA3GYAQZ47NxGRQeK+0v/Lw6MqiIW4b0C9Pa1Ik5o7N5JO9zfTG5GdPLknlmbXCrzjTZaaxO8iMYSm8urWe623T7yAAACAASURBVOcW8MWBVmo6+q+7ZKuR7liiLHKUp8g3EazVj1pWJEh1mGj1ivtNkydEkyfEza/sGrTfvkYPk4ckk2Iz8VV5GwZFotUbxmaQMBiUQRK+fUizG2nxRZCAnbUeTipKRUJjQ1XXcft2waQcvqpop80XHuTZ3Id3dzUgAWaDTG6ShZc213JyoUgIOswKT146mSuf3waxcfXZrxSm2Tjc7udoaIDNJOMPa6iaTlTTuev0ETy7rhpFlujqDfGj13dypCPA9S/u4OLp+fzqO+Oo7fSTn2KlrivAu7uEilRLT5CPdzfisBgIqxp1nQF+89lBfLHk58nD0xjqFiS0WxeWcNXft3Lp9CHUdfp56LNDBCIa3YEwn+xpoq7TTyiqYVIkDIpMYZqdFLuJ3CQr17+0gxvnFfLern5bmO9Oy8egyPzqvHG8sPEI97y3l2BE5Q8XTWRTdQdzS9Kpau2lut1HVpIFs6E/CVrR4iXDaSHJ1l+RlkACCSSQQAL/NtCiUL9FEPXNSdC4HZILhG3jtwCzKQmzaXAxaSDYye4Df2V4wVnMnfErigO9nG9woASPANAbELHphKHn47RnsWbTTwmHvRiNNqJqCE9PLVU1HwEy7qQRAARDXaxqNzPd4qFHc9HaLt5dyLKRlORi6pvW0dF1iKKhZ5BhS+KB4lwkfxm9PeWkW13s66il1WAiEPUz0abydKuJc50F7Dm8DYOscF7xSWi6xlvlGzBIMtrXWOwdveadyk3YjRaiEZWQFqW6p1/x8dQhE6nztXGwU1i2RNFo7O3izYoNfHjuz7jss9/jj4SZkVWCDmxqOoSGTndIPLteM24xqqbx8Na3Sbe6CKvRuE1KhacJPdabbEcKDT5h7RnWo3QGvMhIvOr1806vxNZ9r3K9WeVuH8zJHcOGxv1EdZWoqsZUK0GRJD5qqoz3vToM0P/iOKKqnF04je6Qn3UN+7FIsCLLxU96DeSkF9MT6uWc93/Jjyafy5VjTuG2khk8Vb6Fpl2f8FCOUGp7YuGNPLP7M74/dlG8XUWW+d3cq/mwagu+cACHKVF0kMDXw2SQGZ+XzPQCN82eIDOGpXL/2WPi6xeOyqQo3c626g6evmIy6U4zH5Y28OHuJjp7IxSl2alq70UCxuQ42dfo5eXvT+fGV3bEYw8YbIcZjKjxWLU3rAI6+Sk2unrD1HcH6fCFKcl0UNvlj8diJkUmEFHpDUcJRzVunlfIB3uaqO8KxNvNTTbT0H1i202jLKxH+3A8Vcg+aAh1yYgmrDVVoNMf4YVNIsdU0plKOjKHkts4o2AovWGVqZZ03q6rwWEy0BOMMtRto7kzhKbqRBWNqc05dBtDLGocTmiCjxWmSsaRxiuh3fx2zskYDtoItMuYwgasRiOjutLjhI5pd8O2h+CGhimEfMd2vOJt8TupCDxVULtSxyN4+GRMFf+ytFj9QzjmXKxHRJ1UxHdUY3ospfb/2Hvv+Diqc///PbO9Sqveq2W52zLu3YDpLWA6CZBAGiHcJCSkkNxAICFAGiEEAoSSBELvmBLcu9yrbFmymtW1KtvLzPz+ONvkQsrl3pDfdz+vl15azZyZOXN2dzTPM+/zeRQdaKBXc7DkQe5U6Nwo0pgjbQoHnhVt37lKY+lvNHImS7gypzCQeR1BJR9f5xA6g43uI4fxDPQh63SEAwGad9ZzYN1qIkHx3i245npa9+zitPMvwts/wJ5VH1A4ppa9f3ufQxvXYs3I5OC61WQXl+EfSuYN8yqrCQcC2DJdaJrGn75zK0Vjx9N+QIBHNpcLqzMDqzODz3z3v3npJz/g9ft/gjM3j+nnXkTT9q2MX7iEve+8gcFiwWBOXi9VVaGn+QiFY2pP/SFJ61MrSZJmA3elLOoHvg68qGnJBLkkSQXAj4CvxBZlAn+WJGmqpmmR/6v+ppVWWmmlldbfk6T9g3Xr/1+QJEkliBpqtLe3U1JS8m/uUVoAjHQJeKKoDh6sFe4R39gHjy0W5Ul+2JewzftEdPBtAVVc+rgoAfPIPDA5YMzpsPsFAT2Uz4dD7whnCDUKky4TbhwASKA3gy1HQCA6g0joZJZD7Xmw5fdgyRJuDtYsGHcevHyTAChseeI8T79TlHyRJFhxB2x5FMrmCphlU8x5w2SHodbjOi+Bqxw83clSKCAKbkb9wsFCPcm9qGwUoIbOnFJSBeE2Yc5IwisgkpW+HogkA2ZMmWAwCYjlVNBIZrkYr76Dpx57W/7o8iySLBKj3h4BiwTccNqNsOMZsOaKsiyjzic2g86TfKhI5SLh+LL9aRLmt7njBEATHBafoYwyqDkTzrpHjPnh9+G5K8T2jkL48gZ481bRn6uOK/GiRGGwRYA1zath1c+gfSuUnAY3/e3U55pWWsdpY1M/1zy+ha8sqU6U2AD4/qt7eG5rO2Y9xPkEi1FHZbaVp2+Yxfz7VyYSYZ+dU8ZIIIo3GGX14V5MeplZlVmsjs2YApHAcloMDPhGXwtMeikBG2TbDISjasLi1qiTmFOVzVAgwuzKLLJsRn7+3qFR28dhAqNO4pyJ+eQ7LTy+/mhi/YzyTMJRhT3HRMLcZtTFEncnllc5fqbmxynDosdhNvD2rQv46bsHeXGbSO5fN7uEv2wRr3PsxsSsLpNOIstuomckSJw9qc23cagnCahkmPUMp8AgT98wgy/9eXtifHQIg6VUdiVeu3lKcQaNPSOoJOGNutJM9nQMjZrklXrOeY4kvAJwx9ljeWFbBy0DAviwmXT4Qgqrb1/C8kc3JsrsAEwqcnLxtGL0OokH3mugPMfOFTNK+PmKBiRZIhBW+PLiKjqHgry3vwu7UY/bL977ogwTd5w7ntv+ugu9LFHisnD5jFKWjc9n+aMbGQlG+daZNfzib43oJLhhXgUvbGuntsDB9tYhjDqZkiwLcyqz8Iej3HHueJ7f2o6ERk2egwumJmeN/W7VEX6/uokMi4HzJhfy+LpmnrphJt96aTcZFgOrbl+SaOv2hZl57984a0I+v7/utH/wk/B/r46ODkpLE7NfSzVN6/h39iettNL6/5fSsemnVMPtwi3R1ws7noCKJVA4HTb9EgrrYOIVn+jh9h36E0aDjbFVlzI80sLG7fdSW72cfvcBBgYbyM2aQJ97H3q9lWjUh8noYqlUQDTQz4dSD3qdlajix2Evx+NtjbXzU1N5Ce3H1hAMD2M0ZpDlmkimvYhwxENz2woATCYX1WXnkpczFaslF0UJs27LjwiGhrFnTWNrOJsn9q9iRl41B9zt6BU/Q2oS0DTKeqwGkyh3Eko+KcwzO+kPetBi6ES8PAnAOIOOsCTTHI6ccD9o1ZtQNZWgEsEk6wmpUUrs2XR63agpLe16M5lmGx3eAfSSTFRLeXIb05Vj5vJ602ZCp8iHyUicYbdTIoV5yiMeDJtlAxE1ioxEiV7ic64MZueUcG/zAdy2Qg4NdqBpWqInFtmAUW9kOOxDRkJF4+551/C7Xe8yHPIRVqOomsZ5FacR0RQ2H2tABWoyC/jytPNYUjoZgNfWPcIDzftwqxpX1y7iy9PO5YYVv+TWuos4r2rGqH67Y2BKltnB/fWvsLe/lfruRu6cfSXXTVjycR+1tNIapTte3sML29r54BuLGJufdNKbdvf7+IJRIioYZAlJEi6H3ztvPDISd799ABCx0Z3nj+etPcJJdmf7MHkOEzk2Iwe6PYn9lWWZ6fOECaQQFrkOI30psdHkYid7j4mSTU6zgCRunFfBxqZ+vrqkmmc2tbCjbTjRPsOsJxBRCCsaeXYji8fm0usNsSYWE5v0Eotrcll3pJ9AREUvS2RY9CfEx3FJsZ8TryQxpVhNTtZlc3F+OTd9vZAzvruOVsWDySJi8lWH+ig12/jy3lkY3EY0SaO+qo0JfXmoQQln2MwrFfv5XFYt/h0CbFdlFVmTRPAJ2Iqg7Ew4+OxJOnnc5cxaALIBvO2jl2eOhaHDo5fpLKAEQG+D6HEmvLN/BFvvBS0eHsuQWQ11t0ms+trogxbOhYwFW4kMW2j6w2SKL99DwFzP7g9W4HAVMOJu55p7f8FLd/+AjIJCBjs7UCJi3Mun1FE6aQrrn3sGJInKaTOYccElHDt0gI0v/gVXYTHO3Hxa9+zAVViMNSOTkb4eouEwAa8XNJWJi88gGo3iKihi0tJlbH3jJeyubGrnLiSrqFi8XZrGs7ffgt/roaC6hpG+XrwD/Zz/9W/zys/+m3mXX8vc5Vcnzmnn+2+z8o+PctG3vk/NrJNMBPyUKB2bnlySJP0FuCb2pwLM0TRt28e0fxi4JWXReZqmrfhf7GJaaaWVVlpp/VNKO3Wk9enXm1+DplVwRwtc/Vyy4OMlj4Df/ckCHQA9++DoOlGCxJoFX1orjnFvYay8iiJcPc75Ocz+EqgK7PyTKAUy1AoVi2D1z0TCr3SO2KZ0tnD3KJwGe14UMELTSsitBXueAAJ6GwTIERyCwinJ/ux9WZQbadskfpZ8X/Tx4Jsn7/9gS+xFSnosNARoAhqRJAgMghIGR5EooTJyTJQjGYnd87uqRT8CA+ANjN7/UAsnKDQEob/zGDYVQLHkQKBf9NFgiZVD0QvoJFWaJkAREO0CmgBu0MDXLfpcMAW69yTBlFSgo2CqADWGYw4mr3xBvC8jnaJcjskp3E7Gnw/uFvj1FJj4GQF4OAoFHOPpgYEjwiFk7Dknnte6Xwi3j5tWirE/tl04klTMP/VYpJXWSTS9zMXdF03grIlJa++1h/t4dYf4TKcaTgTCCqGoyqyffYRRJ1GRZaXF7edIr49NzcJtpyLbSs+ISF7ZjDKqBoGISkSFYFQl22YkElVAkijPsrC3M5lcS01oZdkMfHFRNWPybNz2113s6UgmzOKym3QYYy4LYUXjnb3dx7vUsq11CLtR3HZcflox9y+fyuIHVtHmDlBXlkl9q5hpo5clouo/inTAcCDKcCDKQx8d5uXtybzFX7Z0oAHfOGMMv12VnB0ZUjS6hkeXZkkFOoBRQMf86iy+9+qeBKABIhOANjp35jDrsRn17Dl24vjsbB86YVlUE64db926AEXVuPDhDYCAXZ7a0EKvN5wYi7ilcNdwgCybEU8wSrHLwpcXV7F8eilf/+tO3t7TxfgCB7csrWbDkX6CURWX1cDXllbzUUMvnYMBZpZnseWoGwkxzp3DId7d08Vn6op4bWcn7W4/v/mokd3tg4wEo+Tajfzib41k2wwM+iM8t7WNQERlR+sQcyqzyLab8IWiPLdVZAr7vRH+fNNs2t1+BnxhWvp9tLr9LB6by4VTinjg/UNEFJV+b5AXvjiHWZVZPHxNHX/e1MrBrhHGF4raxZkWA3WlmZS40jNK00orrbTS+hQp7IX634vyklOuhcnXCnjcYIUp14mY7RNWv/sAZpNw7MhwVnDWokfo7ttBv3svsmykd2A3VeXnkZs1iWzXOALBAUY66wkH3WSHssnJmsShphfxeNuwW4twOitAg/zc6WiaSlPrO4TDgwwM7KE1GGFYX0AeEk57KcFYDGm1CPcR99Bh/MFeMp1VPHJoO9t8Ot66+Idcu+JBvJEgIv4UcuiNeKJhwqEoxlRXQyCkRlHRWFQ0gbWdBzDpjQSiYZYVj+d2emk3ZXNnVw/dAXFPlWt24okE8EdDicIDoVjJlg7vwAlj5o0GifjF+pMBHQBvH9nEF50mnvaEich6gkoEAzJZFid9gWFmF9biHG7GqkvmGqKaioKGgsalDjtXm1Wubz7AllAUQu0UWDPxhAL4YqVtAmqEQDiCUdIR1hQ+N+F0JmSX89DSL7Ktp5Hf73oXbzTEvv5WBkM+PNEgBlnHnTM/g+3gK2w8tpVN+iyurZzDkq5DvOOPsqu3mU2dDRwd6cNqOLE0zzXvPIimaby//G729rcyGPRy7/zPcnbl9I//oKWV1nG6aWEl08oyqcmzJ5b98PV9DPmTcVJE1ZAAWZL4+YqDRBSoybPRPugnGNF4cm0Tx0bCyMCSsbmsPtzHoF/AGka9RDiq0eYOkuswoZcjqJqEw6ynMMMyCurYm1Kq86wJ+eRnmMl3mHlmUwu3vbB7VL8loDLXxr5YzNrrDfPKzmOjYPxQVOODg71YjTok4I1b5mEzGVjy4GqybXrcvmgixjPpZUJR9eMnHEhgUCQiOo290QFCTSrNT7j54pa5PDxxM+26YdYe6sMA/KZsLk1rdKhoSJrEHn0fLbkermiaBMBlLRMZ6Y6iB1RUZGTi9JtsBEseNL49RFjfj1EZI2JSg3DaMOdCsE90qXgxHFsrBu34uVvHAx2yUQAdmbWw+EGZLT9R6Y4ZC9uKYctdoEoBurK/jjU0H5f3BpGOs2hIevEv0FkFdV+TyKiS+PW192NUypg2/5dMunAq79zhRlOjFJROp3rWDD589AlK1fswuNYy0NaCxeEg4PHQumcnU88+H7PNTtDn5ejOekxWK0fqNwFgMJlo3bMDZ24+g13HGOrpRlMVzHYHVdNnYM90cWDd6kQJl/yqMSy76RY6DuzDZLXSsms7GQWFuAqKGDtvIRtf/AvNO+o55yvfoGBMDVlFJcy74jr8Q4Mo0Sg6vchd5JRV4ioqwZaZ9XGfgrQ+vVqc8vr9jwM6YvoJ8FWSVYEXAGmoI6200korrU+N0lBHWp9+zb9NOFSYnVCcMmM3f+Kpt/mfaMl3Yd6touQKCNgAkqVZSmaKh/slsb5sfwrevT3W1gRH18LMm0WZlMpFsPZ+kew756fQulE4aQQGRMmR7j3iZ8n34OoXBEggj67ByWdfE/BC915o2yhKm8QfUOaOTzpfOAoEhAAw7kJoeCtlJ/Hinb3it8EmoA5Pjyi5YstPAh0Ag03J13FYQpwgsceZseURMVMtNJJ06JBNsfanCHudpSnwhposmyKbQD3eHlMT+3UUCjeU9s1ijI9tF9sZ7TDckWwbV9F06NwBVYvhwBsCvLjg1+CNRbhqFD7/Iaz/pQBluvdD43ti3cbfiHG67El4+jwBkzStgomXQPkC6N4nYBxdrCTAmDMFsLLtSZhyBXz/GOhPTLClldbf07JfraEq28bz9R2cPTGf6+aU4w9HMehlchxGppW6eHtPFxLw+i3z+fmKgzT1+XBZjXSOBLEYdGxvSSa2B7xhbCZdzJpWRZLg/MkFbDgywPM3z+aaJ7YwEoMFUoGO4+X2RbhvRQOlLgtZViO+UCBRGiQub0jB25cEI1KBDgnhRNHjCeMNR9EBb+7uonMoSDTWMA50ABh0AmQYk2vjSMo+9TJEj8vLp0IVf9wgwDGdJI6f6IIkoZxyWtXf14Ymd+J1vtNEz0jyOlWTb+dwj5h5OhyI4gmMLvVi0oNRr8dzkhIwAAadzD3vHKT+aPJ984UV9LLIH6TCLQYZbnt+J7+77jSa+3zc8coeTHodnlCUmlyRbO33hnhi3VHa3WLcBv0RHl55hEBEFbPLNLj/sin4Iwpv7uxga+sQHzX08Ltrp/Pazk4unFrE2RMLuOU5Yb2uqCpWo45L60p4elMLdWUufKEo+zuHyXWYeGtPF2eMy024tMTL8Xzrpd3saB1kbnU26xr7uWByIQe7h5lblUW/N0RtgZNsu4nH1zXjCUZ5d183U0szE1CHomk0dHswG0Y/BEorrbTSSiutf6uMdqg5F5wlwsEvf1JyXd7/Tmy6cPbdCct9AJ3OQIajDIs5l+L8uahEGVNxIXqdiD+27f4NHl8HOtmCogbQNAWrJR+DzorBaKOzeyMzpv4XNms+TnspcefxSHSEl5r3sNO7m/cv+h7FmaXIsgFJSsamOVkTmTHlNuz2CpboVjIXI0X2LCKq2EeFM4+WERFvlluM7POEyLdkoCHRG0hCr8Nh4US2vlPEsfGSLB8eO8hWo4WR8MCoSLIvOJJ4bdOb8EbFvVgclojfDxolHZoEUVVJQB8ZBgvDkeMmKQA+YHNI4ZyKOl47ukuMASo9sTKgW7sPo2gqrpT5I9HYsRaXTGKbEsZqzWDE1oUc6kAFIqpCNMW1Ui/riKoKpxWMYVPXIa6qXchNH/yWqKZwbsVpifOozCzgG2Pm8OTeDzg60sO99a/SONDGF5z9PD7sZ2np7dwzaTE/OraNh7xerHoTZ5ZNpdieTdNQF9WZSSD86nGL6PS6+cH6P/HQ0ptxGK3o5fT9VFr/nLYedXP145v5woIKFj2wivsuncKMCheDvjCFGWZsRh02k57dHcOMybPxs0uncM0TmwENvSwRjGjIEnhi8aIK9HmCWI06ghHxHSnLsuILRslzmvnGsrHcECtV6QsrdI+EEt/rVCcfgDWN/fR5QpwzMT8BasTdO4hts6djeBTEkfraZdHjCSlEVQ1/WGFsvp0LH97AWRMLkCVGAR0ARh1YjQbMUR1doSApl2MArGEDNx+aQbfVywvVe0ECjxJBetfJ+oIWlNjeFA3ObRtLeG6EA5lunAEjUYOG1xDmgtZaoqjISBzK6GfCcB4amgA6VISnkQpqUKJ/F2jY6c79ItWR54gM6YkXhggmw1aOrUm+jgMd9lLwdpJI6SXGJ5buUwKw5d4k0AHg64iVX4nK6JVsMvyXggQRD7S+B/Pvljn6nkrPNrAXSQQHNCrN9+JvsxEYe4D3//gK+q47yckI0rJtJZrZjRoGs7uEyvnX4bxAIq9qDB/+4beEA352vf82JRMmc6R+Exd847u079tNNCw6KOl0mGw2Ji4+g00vP8esiy5j90crkCSZ/rYWOg8dxFVQiG9oEP/IMO7OdjwD1bxw13epnjmHpvrNlE2airvzGHmVVeSUViBJErnlFQx1d9K4ZSO9LU00bdvCzIuX48wRQGNgZIjBzg4Gu45RNHYcaf3rKli1ywmUAHZEHbKO7qXTRj5+q/+x8lJe7/l7jTVN65EkqRfIjy3K+V/pVVpppZVWWmn9i0pDHWl9+lW5SPz8XyoOdBy/rOFtOP8Xwm0jo1iAFBnFIqmHJkCJSZfD+Q8KUOOBKrFt00rY/Bi89x3hxqEzCajj3AeEg0f5fOEO8quJsOwuAYXoTSDrhGtHJASPLRSJw6wquPAh4QxSfboow/LaVyDF0paGt5LHABGFaSkPFdX4a0W4ZCRKnsgCKpH0ychPb4RwONk+sY/YsuCgKIXijwMTsWMe79uoM4sxCrgFkKG3xfongxY+EejIqYXBVjEG/7VPwDUbH4YPfiD67KoeDZ+oEahcIsrF2HJBVQXQ4SyCrGpRUiV+ThG/gDcOrxDvXdNKsc9Jl8Lel6B1k5juEG+77yW45kVYcz+8/mWou17ANGf8CLLHiH62bRSfkaolJ3520krrH1BdqYvCDDMt+7t5ZmMLv/2okc/PryQSVfnSomp++MZ+LpxcSHmOlcfWNFGVa2djs5uQoqIoKuOLM9A0jQyrEZ0ssbyumNteTM5c0jSwGvUMBSJ0j4T43TV1XPPE1lP2J15OxGqQ0YD2wQALx2SL3zW5mPQSqw/1MRIU1wWDTsJikPGFFAw6iWDM2UIDejxhbAYZX0RFkiVcVgOHerz0e5Pfe6MOIopwE7GZdBzp841K4mVaDfR7IxgkiMQybSdDx44HSn71t8bE3zoJJFlKwCSp7Y7fl16GedXZ+MMqBzqH8UdUHCY9PYg+m/QQPo4ymVuVxYbmZDYtFAVVS5awCStaoszN/OpsWgZ8bGwawKyXMRtEWZhBXxhPSFyjK7LMtLjFdSuiQpbNyOWPbqI8y8rZE/OpzXcw92d/wx9WKcww8Z2zavnmS3v40qIqxhc5+fZLe1g2IZ/GHg9TSjK549xxnP2rtUQUDUXVyLEZ6feF+dKfdrB4bA7l2Vaqcu2JxOdwUGHBmBw6Bn1EFI260kya+33s7hjm1tNrmD8mh/vfayAcG89jQwEW3LcSq0nmkroibphXyRnj3Px25REGfGGa+/zMrspiYU0O331lN9tah5AleOfWBYyLAR3isySz8luLsRjTDyHSSiuttNL6lKl84f/p4XSy4YRlZpOLQLCfwZFGxlZ+hvbOtVSWLgPAZM7C4+tAUYPIkoGqsnPIy5lKc9sHNBz5KyDR17+Hw02vMuJtI8c1kf7B/UiSngfP+gHdwQBl2dXU7/4NA+6DLJ13PxHZiN1gRpIk8nKm8taRrTy46wO+P+tyTHoDz579Xzy2932+PfNSntm/klcOb6AtpIhjBTw4jEnnLR0SClqslIG4fwgpSYe4sKqccE8WL10C4I8mZ++HY/dYWurfmij7Eo7Fu8ORAAZJh6Kpo0q0OA1W6kN+trfsREVDL+kw6vT4Y6CFEpuEMBjbZGnJJFZ17GNh8UQeXXYLqqryrXd+xiF3B06DCSQdA8HRkPSVY+cTiIZp8/QxI7+GW1Y+SpbZjj8aZlV78rnSmo59KJrK/oE2JCR29bdSaHPxnmxFJwV58dA61njauMWostys8Vjbbh5c/HkW/vW7eCIBfjn9XNb2tXPn4i+Qb83kpUMbODLcxeVj5zMtr+oUn6y00jq1su1GppVmkmkx4glEufaJLYzJtaNqGtW5dqxGHR8c6OGa2aUUOS38YW0zNXkODnSO0NDtZVali3Z3gGklGbj9EaaVZjDoj3C415uIMXtHgmTbzRzt97GkNo951VlsbHIn1se/rUZ9Mq4EsBllhnUyHx7opTDDTNdwkOtml7Gvc5h1jQIIUzXhJBmKqhh1cqLkJ8BgDMKPx2YtAz4qsq28t09MkIpPEMi2iXKlwagGgShFQy5KsjKop0eUY5FAJ0PYFGG/q5fGjIFETNll8/JRUTPdNm8SApHgUGEf1246jFILkgpnu6tY3jyBwqCTfqOPzLCZCcMCJNAABQUZSQAfDpXyGUaGD8Nw7yC52o1EPcmUft4M6E31H9CJ+VfBFDMjXw/JlF68XxoYM0RKz9MOnjaRGnOUiVRfeEikEk0OE4XB+0ScGDvR/n3Q+JJK0UIoO12iZ4fGwkZ/vwAAIABJREFUxjs1kGspnwfe4t8xsMHHOf8dor3Ny47325m85GIGGqLUfU6PaUwDH931CsXjJhKNiGt7Z8NBTDYrVdNnYnNmkloha7Czg4lLlrF/7UcgSdTOX8jWN16mePwElnz2Jg5tXs+2N19B1utBktjy2ovsfO9tXEXFTFx0OrWz59Pf0UZHw36at4s8yJk3f42Bjjbe/e2DANTMns+Nv3o0AXQAjJ09nxt/9ViifEta/5wKVu2SgCWIkiaXIGYLxqUUrNr1GvAIsLp76bR/3LL1H5cHiNusmP/BbVJn6g1+st1JK6200korrf+Z5L/fJK20PmXa/QJ0/V249pPXOffB596AVffCmvtg5T1i+d6XhfNE5emI0Ct2D/rEGWB0CKAge4xoY7DBom/D0u/DhEtg2x+FA4fBDFseFdvufF7AHa/eLPbTexDuK4WSWcKp5J1vwa/GgyUDNj8C7maoWSbcPAxWsU1WtQAmZn5R1HU2HHffGoc9kJIOG4DA/1UBQuhMgJwCgKRIl2qJL4lyI7njYfqNyfI4qUBH3iRxbkpIQBIAVpc4tskxel/OEnHcoTYBYagR+OhueOlG+OBO0UxTkmVWHHGoBji6Gg6+AduegO5dwkGjbRN4u8U2lz0loBudCXoOiFI5mioAFWcxLPkBzPs6eLpgV6xIaWaZKL/y1PlgdoA1B1rWQcdW2P28KOXSthEW3i5KvaSV1r+oq2eVMa7QwbQSkfRSNHhhWzuyLLG0No/bzxpLdb6dh1c18f6BHrqGA8gSDPkjLKzJoaHbQ/tggHWN/aw+1MdPVzSgpExLyrUbsZl0XDGjhDmVWWxKgQ+MKXcDY3MF1Bbf1B9RE6BFY6+H08ozWd3Qw5u7uwmExYxFh0lHRNEYCSooGonEWzxXlGHR44uoLJuQR1TVGPRHyLGPfkihqOLqaTPqmFXhEtunzIQa9EYYm2dLAB1j8+2j7IDN+hNLcWlAvsOYPIY2Kq82qh2IJF5xhgmHWU9UhR1tw2xrHcQfq/Ecdw6xGnUYdHpaB/xIEtTk2rAYZDYedWOQIdOSTLBlWY2Y9TK/uHwql59WRDgqZrAN+sMcGxLARjCq4g8p3LJ0DDctqEyMfRzoiFW2oaFHJEIDEYUfXzSRn793kGCsb30jISYUZ6CXJR5d28yaQ31s/O5SrphRRlSFF7Z1UN8ySK7DzFAgwtgCBzfMr2B6WSalLgtrDvfzm4+OsKmpnx0/XMZ3zqrFqJNZc7iPFfvFrNs/bW4lz2miwGnmtZ0d7GgbxO2PcNb4fKaVZKBqMOAPc7TPjycQpSrHxsKxuQQiChdPLeLHF03koavqWP77TWxrHeL6uWVcOLWIlgE/Onn0+5fnNOMwn/ggK6200korrbQ+NYr4oW0DRI93G/zflV5vZk7dd5hUez1bd/2Cg43P4/V1oqpRBtz7sJjzMBrsqFoEg97G8EgLh5pewmTMxGLOxmTKBGSsljwmj7+R/Jw6SgsXcmj/r6mxi7ix370PVQvzduMaZv75m6xsE/H3wzvf5keb/sL03GoKrJksffH7PHtwJVc5uhnoXossSUzKKccRi0sLbVmE1SjFtmyuG7eEhSXC0STxwDYWOybvz0bfD9Q4hQtFviXz+AnywIkJrWJ7NtdPOIPpuVWcVV4HQERTRgEdnxkzh5FYTBp3CTHIOjKM1lH7K7NnY9WL+8jNXaJewUBwhB9u+DPnvnYXa/tFqb+hSIihsJ8MgyXRXkbiLw1refXIZrb1NLGn7yhHh3vYN9DG0eFurhu/lJ/O/yx5lgyyTHa8oQAOoxVVzMlnecU0nlr2Vca6ivlb224e6+3iyr4QX+r38UbTFl6tf55aZzZX5RWz/8ga3mzfR49vkJ29zbR5+vjzud9MAx1p/csqz7JyaV0xp5W78IUEdHWkz0tzv4+IonLr6TV855xauoaCPPjhYT440EOh04wkie/2uAInXcNB3t/fw5ajbp5Y18LL2zuIKlrCeXFScSaLanL4xrKxABzsSkJRhpQvossmvlPxb3DLQICwomLQS4zJtVHqMvPImmbWxoAOS2xjb0ghomijgI54uJFhMWA16ZhR7iIc1YiqGhlmEb/F2X93rBxpVY4Nm1XHAVcvB/UDib7MrHARUURJzb+VNDFziQ05fgAJPFn+xIVNAiqHXYzpymEBxdjDRiQk5rZUUKC3sSurk3b7MDpk4hvJSNiydJgzZEx6PSG/xrE1Gt5joIvkYuk/N5HKM2dDrzBaRGcCU5ZIkQUHRAoyfmHTwmCwg7MC5t8H5thj7og/BpHE/pVpqjCvPftJGVOMbYh4QA2Kk9eZQDbAYNw0uBjyTpPY92Rs8FTw98OYujMx9i9h6z0SRZnL+coTz5BRbGe4s4cdT7YlIAn/8BD5ldXMu+I6nLl5aIpK8456Xn/wHmZdvJzP/vwhqmfMJhIKsXPFm4z09oCm8e5vf8nYOQvwuAdo2r6FjgP70DSNSUuWYXe5CPv9BL0eBjuPoUSi1MxZgNFiRW8wMO2cC7jgv+7A7nLx7m8fxGAyM2f51ciynCi7kqo00PGvqWDVrunAXmAlcBmjgQ5ify+Prd8ba/9Ja3PK68WnbBWTJEnTgMyURes+8R6llVZaaaWV1v9AkpaKvf4/LkmSSoB2gPb2dkpKSv7NPUrrBPndcH8l1JwFc74C734HLn8aCiad2LZ7r1h/3v3CHePj9PY3wFUhHuC3bYGOeqj7rAAErnh2NHjQtgVW/RQu+i24yqB5DTx7UXK9o1A83H/jayLB950m6D0Az18typScc5/oe99heP5KqDkb5nxZlPhYcYcoGdK8GkpnC2AjfyKEPOLc3c2i/Iq3Tzh2tKwT5UdCI5A/BXr2COvfuuvg/e+JSC61jrDOKKKvaDC2XAOjE8IjJ7aNS28VUEggxcuxYpE4djy0HrMMjnwIM74AigI7nz75OMsG0Qe9Kbk/gzUGesRw//xJ0H9YuJ4kttOLH1uuiCDdRyB3AvQ3iJIoLWtTD8Iog06jHa56Dp67EqIBsZ8EqJJi6mnJFK/vaIGGd+GvV4uSL0WnwQffj42fCeZ/HdY+ABMvg888BnqDeG+s6fqaaf3ziigqqqZh0uuY9N/v4Q0pXFpXzKs7jyFLMK7AwZg8B/cvn8K97xzgT5vbOG9SAUP+CBubB8ixG+n3hvnSoioeW9tMnl04L+gkGFvgYH+nBwm4dHoRR3qFwwKATpa4ZGoRr+w8Nqo/siRqIqeW/Uhdd/xii0EmEFEx6CQiioYM3HXxRH74xv5R7TItenxhBVmSuO2MGu5//9Co7VOPYZDh0ukl7OkY5kCXZ9RsTbtRhzes4LLq+eWV0wiGFb7z8h68IQWbUcYbVnGadOh0MoP+CKeSLAl4xBNSTlgXn5UVn711svOeVeFia8sgDrMeXyg6av2EQgfnTS7gwQ+SDiF6+eRjKtYly8rMrcqi3xOiMaXszKhxtOoZ8kd56Ko6Vh7s5vXdXaPWSxJMK8lgX+cIEUVjwZhs1h9JTs+aW5XFttZBIorG0tpcWt1+Wvp8lLgstA0Ka/J51dn0jASZVJzBjfMquPT3G5EQCU69LDE2307bgB9/REHVYEKhk7dvXUBEVXlqQwuv7OigscdLUaaZ7uEg88dks6XZzfXzKvjB+RNo7vNy91sHONrv5eFrp3P5o5uYW5XNUzfOOtXb9alVR0cHpaWl8T9LNU3r+Lj2aaWVVlr/jNKx6X+A2jbA4bdh0pUw3CaeYtV9/uRtW9fBcDtMvioJpJ9E/kAv+w//hZqy88jw9LO9dz0O1xgCwQFs1nxqKi8e1f5w02uEwsNMHn8DAPW7fk2few/iOYlKhqOCooJ5HGz8Cw57GQtn/ZgHtjxH4chqco06ls57AIPeRlvnGo4cfQNT8WXMLJ3N9l334/P3EpSMNPkCTHHlICk+fPap/Lmtk119R5meV4Ve1rOgqJbawHo6dRXctW8nADaDGV8kyE/mXcvzDWs56O6I4QpJ2Q1m/JEQasy5w6QzICERUMIY0BE5vkYAUJtZRJu3n0DMsWN+0XjquxtRNBVFUymyuhgIeQgpUf56/re5beXjiZIqx8sg6yi0ZtHh7Y/1QSLLbE84bmQYbfiiQTRNSzh3pPZ9rKuYnb1NSEjclJXBBKOBe4ZD9AdOdJKPR6jnVpyGy2zjuQYRvzoMZjyR4Ki2+RKsLslEKp0LtRfxxQ8eZu2x/Tx9zn/x3xueY8jby5/y7BiyayiVVRhqpX/8FRSU1KFqKr5IaJQ7Slpp/aPyh6NYjXrWHO7j+j9uRZJgYqGTfZ0jmPUS1XkOrpxZwufmVjL9Jx8SiapcMLWQ+qNu3P4wbl8ECbh5YSV/WHcUh1mHJ6hQnmWleyRIKKqSYzdy5YxSHl9/NOF6WJZlJaoodA4nAbl4jGTSSYSUE+OoeKz2cZpS7KAsy8rbe3tGLTfKoCIxpzobnQRrDvcDYNFLBFImJ2hAYYaJ206v4Ydv7ieqJK9iJhlCscvCV5dUMbsqmw/29/Dqzg6CYZVqvZOSY1l4cwPs1PUIWEQDe8TI+KFcvLoQsiQxq6uElTVNnHVkLCF9FL0mM34opVpErCNPTa9nTks54925JGgRPRCFrPHgPgh6O0RTDHwBJt4syqR42z92qIDjUmVAzeXQ+Aqgnmj+K+lAk4Sx70WvSrx5qUY0Nn9LNkOf8TeY8kawDJ2HbmQChC2Eq56h2/tqYh9j5y7k8KZ1SHo9+RVVgET3kUPojcZEyZUJi86g4+BeFn/2Jhq3bqRh/WpkvR5N09AUleqZs2nZtR0lImL/BVd9jtmfuYL+9lb2r/mIne+9haooSLKMGo1SNmkqHQf387n7HyK7pIyG9WvY8sZLOLJyGDd/ESt+90vO+/q3GT//7z77/9Tp0xabFqzatQx4DTiJFfYp5QM+07102oefVD8kSToHWJGy6Cuapj16irZm4ENgQWzRHqBO006WLE8rrbTSSiutf4/STh1p/WfJmgXXvSLAiLBf4OOnmhk13AHtm2F49EPLBBwRl6aJh/iNf4OXPw8H3xLuC30N0L51dFkTgJIZcP0bAujw9cPIMcisQARWsnB5WHs/KBEYc7roc+ceAV4AbPodDDTB7+eJUh27noPnrwFfn0DjR7oE0GByisTgkY+EW8X826CoDnY9D8ufhKlXQ+FUuPgRmHqNAEUkWexn4Gjs3FQYdwHIRoHoV50uypnkjCUBZIRHRPR2SsBLGw10mDMERCGn0OtHPhK/tz15EqBDTraVdKL0Snx/kj7p3BHvj94szj+7JuYWEtsuGhSJUM8xsc/Bo+L8WtaSCGpzxpEAOgw24aox4ybo3C2ADoNNlM9JJFJjx5x8uSilUrkYfjdbgCWXPi7gnECK056mwr7X4NqX4dIY0AFpoCOtf1nXPL6ZM36xhqii8uDyqZwxPo9pZZkYdGAz6Wnu9/Hm7k5+u7KR+hbxWTza72Njs3hQ3+8VyY54QqzPG0bVRKmONneAR6+tI8dm5PVdnQmgA0BVNV4/DugAAS/E4QOddOI6Xeyro5cldBIJICMSS6ipwI/fSgIdGTHHiqFAlIiiUVvgINdhZG6l+M6kAh0ScMc5tYQUeL6+4wSgA8Afq8EsSRI3PrWNO17ejSckbLq9YRUJGAkpCaAjz25IzOpMNfJQNXFse6y8h92k49bTxwAwEJuVpSgaU4qdqBpMLXFi1ElYDTITCh1sbRlkcrETTzB6AvBxoMvDgx804jDpEjdZaqxRfPKWSSdh1EnYjTrUFPeQjsEAjX0+JhY5En1LHZ8RfyyTJmnsOSb+pzjNembGnU0Aty9MRNGwm3TkO8RsW5fVQIZFT12ZK9HfVYf6aO7zkWHRMyO2vdWo49zJBTT1+Xh/fzcPrzqCqgnQY2aFi6iq0eb24wsric+C2xdGliU0TcxkK3CYcVkNdA4FMRt0WAx6worGe/u68QQjPL7uKKsP9/HY52YwuTiTv31zMQ9ePnWUq0xaaaWVVlpp/UeoeKYAOvImidj0+LgxVSMdMHQU1ONABV+viHNi8gf66RvYh7drK9Lht3H4hwiFRnAPNTLsaR21qaZp1FRdkgA6BoeayM2ejHjSpyBLBoY9RznWvQmA6vILAGjuO0B7UEFRQjQ2v05L+4fsP/Qs/pyzuWn1X/jTwVVEoj70ehP66BATrKBFhgkEB/mwaR3F9kx+vvB6dvQ2YzWY+OLU82hzLqNFdXH3vGu5snYBi2KOHI1DXXR63WhomGQ9cwtrAZiSU47dYCbLIiZPaEBQiRCNTT1PBTrkFI+OQ0OdCaADoHmom6iqJNp0+gcJK+J+6ap3HjgB6DBIyfsro2ygzduXcPEw6fSjSqgoqkKJPRtFU5mem3S9MEl6vJEg+/pb0Us6VDTmG2Xm6yJIIQ/ri5zcmWlObFMoS/y2IIeb8ov57qSlePuE68c4VwlX1Z5YZvbHS25GKpnLbS1N3LH2aX42/xoeXPx5ZhXU4IsEGdbg4h4vXzu8i+fkPPSzvkpBiXAlkSU5DXSk9S+puc/L1Ls+4K639jOvOpvPz6/g6lllFGWaMetlFA2O9Hj40RsHeG5rK1FFJRiJ8tqOYxzp8yWcLcqyLby5uwu9LOEJKugkaHX7OWNcHtfPLWPAG+bN3Z2jylh2DwfoGRmd14uvPhnQoZNIAB0GWfxtOM71D2DPMQ8r9vWcsDysChi+0GliYU0OWTaR1wmklHmZUZ7J7MosuoZDfPe1faOADkgCHQB/WNvM9X+s58X6dgJhcUU5EhmhYtjFlfV1VA5mUeHN4OzeauyqkV67l3JfJpImETQotBpHCJb7ebPqIK+NOUD2ZHBWxnYeO+iScBnDRV5AomAuIEH2RJEqG2wEe8mJQAfA/scF0BHV9+F2/AGFE6Ezk0uk5lQlabyLHhpfAlRwjRsNdIAwwtXpxLytgYMaUTE/AGeVmBOmSB4U/OgGToOwheIloO9djMN3KUWBn5GXPxs1GgFJQotG6T5ymO4jh8gpq8BgFtew2nkL6W1uZKSvl8YtG2jYsAa90Ujd2Rei0+kAjf7WFgF0xCw+VUX879Dp9RRUj8Vss2Oy2VGjUexZOYwM9KEqUfauEszA+394CIBLv/djJiw6nesfeJgxM2afOJBp/VOKOW78s0AHsfavfZKOHZqmvQf8NGXR7yVJelqSpPmSJDkkSdJLklQkSdK1wHaSQEcjcFka6EgrrbTSSuvTphM9xdJK69OuMWeOfm11nbxd7bnw/U4wHJfUePlGaNsMd7RC63oBdMy7FWZ9UfztLIZckWxi2d0CPY9rzQOw6j6wOKFwmnCrUCMw56uiFIokCeeLPjELneY1EPYlI6CSOXCsXuDvU64UDhdKFBrfg+AI6C0C1NCb4dz7hOvHY4ugY5soF/KZR+HQCtj8KGx6WIAizmJoWS/gCFelKO/yxi3iePYCmPF5aHgbUKF7v9gmezH0xbwSJRmmXQc5NfDBD04cR0kHOnPMi1ET8Ic1RwAnCaXc48YRfp1ZnKcWFSVdQJRTicuUARnFwsUkLoMNjsUKgWpq0jlECSWnDURi0WIc5smfBO6jAhYpqoP+QwIGifjBaIONvxblaEC0MTnhq1vgkXlgyxZ9X/p92PoH6Nol3q+XbxTgydd3wsJvin25m2HMGZA3ASrmnzhOaaX1L6g400J9yyBPrD/KlxdXo9fJtLl9RBRwWXV4guLaoagqDd0evrmshmybiTtf3yc8ZmIuElFFZWaFi0PdI4DESDCKJxjlB6/vZ8AX5rLpxaxs6GXQH8Fq1OEPK6PmPloMEoGIRoZFx7RSF2sO9yesZw06iCgCGFBiX8k4+BGfQRWfyQTidfzv1OTapCIHezqG+fbLewHhFqKoWsLlw2HW8bMVhxLtT/aIX9XEzKpAzEZ3JDQ6vj5+m16vSC4urslmTePAqHVRVcMbVsh3mOjxhHhi3dFRrhkKcKBLJL0OdXsIKxphRaNzSFyD9h47MSEWHxOX1YBBlhJOIPFexkcjnpwMx5JOhRkmekZCjMmzU51rpzDTzP5O8VDBbJCxmfQMeMOJ8/vGX3cl3p8LphbS0OmhJs9ORFFpGfBjN+n41rKx3DC/kpsWVaEoGhf+bj1PrGvGZtRhMeoSidPBQJQsu5Fch4kxOTZ6hkPIQFW2DWOs7svRfj8dQwH0skQgrGA36xOfzQunFADwx/XN3P/+YcYVOHjtq/N5Z28XTrOecYUO6lvcdA0HGQ5E+MaZNSytzWVcgRMQ34F5961kfKGTP94w86RjmlZaaaWVVlqfSumMUDBNvM6uEQ6Bmja6flxck64UsU0qGB8agc2/gfwpKBMupbtjNYXD/ZxZ9z2MznJw7aM2bxLoDKhqFOk4h48N9T8mFPagqhGyXRPo7qtHp7OQ4SxneKQJg8FKKBzG4xUwSE9fPUX5M7gmV8br16GTDYx4OygunE9h3izKSuu4u3cduf4NWC35uIcaqDfMI6zpuGfB59jZ00T9h7/GPbSToaCPe+Zdx4dtu3hy74c8sE3Mvr5z9hW837KTabmVzC8axxSHjWfDwoHsmvFL6PSK+7Eco4nMkJspNpU1lnL2ugVsbDOYObfiNBRN5cXD6wFGlU4psGYyEPAQicEfBTYX3f6hBAwCyftBGSmxbYbBynDEn9gOwJcC01Rn5DMQ8BBUkk5vQSVM60gfAIbY+yYjEdKi6CSZcMqU9pu73VgliTxnHjvDPq52WPBa8tnR18y1rkyW6iOcLkUZOfwm7Z4+5pn0zFAH+OJpF6HX6XhmzwqeLsqlzVzA9IJaLn7vXfzREDNlmewtv+aC8kUgyTy67Kv8+cAqJCQm5pRxbuVpIjeRVlr/Q7msRrJtRp7e0MLNC6u4/exa3tzVyWs7vQSjasIxQ5Zg7aF+QlGVt7++iG++uDMRtwC0DgS4+6IJPLTyCFk2I4d7BGmwYl83LqsBh1nHlxZXcefrYiJAjk04TabKKAvwYsnYHI70eukYSn5X7SYd3hS3xfgcAUXTTnCBBHBa9AzGwPi4y6VRJ1HoNPHSdnHdMcdKtqTue2f7ECncyUljUxDxXRzSj6RA6vawkdfLD1Kfc4xhU5Bv7l1AWI4SlKJMsmZR0ZVPQ0Yv1cNZlO9chMcYojIvi6XBMtw9YMkZfZzKffnU2CAK9O4SHRrYnVzvPYUng94G1nzo7mgCFHTErhcpBrdhTzJlqSlgzoHwMGTVQWYVdKxJ2Z8dtIhI0cV/1twOUa0HHTnUXqlj9yNQN+1OjsW2s5XChOtkZt9RyUh7Jbs3/ZHt72xB6bgek3MfathAJDoIEgx1dzL9/EvY/cG7uIrLUPoLGFRCVFUvp3n7ViKRMNvfeQ0kCZPVxnBvN/bsHLwD/ej0BmrnLUSJRnnjF/cy0N7G9PMvZtLiMzm8eQM5ZeWM9Pex/q/P0tMsXDWX/+AejJZkztg/Msyz3/k65976rf9It45PgwpW7ZKAZ/nngY64bMAzBat2TeleOu0TmfmhadoPJEk6DNwLFAPXx35OJg/wHPA9TdMGT9EmrbTSSiuttP5tSjt1pPWfq86dsO8V6Nx16jbHAx0gSoQsvB08nfCXy2HHM7DnBQFvVJ+eBDpgNNABsP6XoNeLB/7NKwXQkTsOzrwLbt0B3zoEX9kIF/8ekCF/gkj2WTIFWDDhErhttzjG0u/Dhz+Eto3g7RVAiatCJPs6d8CjC+HoWrjsySSk8PY3oXWT6O+S74kSIHkThDvIwbfA0w2vf1lEYkY7mDNh5U/Akg22fPDEPBf9bgGQxJVVJdrFpTNByUyxb0MK0AHCReOzb4ApU5ROicsZs/mLR4MSJ+L8qZWQ88bBFz4cvSyR5JTA3STGF8S5GGPOGwnFItC+BgGm1JwFe54XSVSrS5Tc0RkFlOIqj+3fIMCXjGK49gVxXt5e2P+6mCFndMDypwRYYskUwI3RCqddD4ffg8GWNNCR1ieqLy2q5prZZSypzSUQVrj52W28vL2DHLuRC6cUkucQbjUfHejlK0uqKMuy0dLvY0yejZkVLuZVZwPwpy1t3DCvknynhZFg8ns34AtTm29nV/sQjlid4CevPw2AutJkmVCLQUzJybSaWHO4Hxnh2lCTZ+NzcyoAAZDojrtriCe6tOOWxf8OxRo4zXr2pST7ABRVwxQDOgBGgkriOJaUQsrHz7oKq0mHD5NeSrhfZFr1ZFoMo9o6zeK81h0ZDXQUZZgS2zlj2yiqSlQFqyF5vKgKBp1EMGXWVjASpcCZ/N9wem0uLotwBFk+vZioCn3eCO6YW0i+PdmnkzkEz6sSM8BUTbhnrD7cxwv14lqdazfwwGVTGPSFR9WRt5rEeykB2466CUQVJpdkcMm0IqpzbZw1Pp8/b25jwo/e58antnLPOwdiz5gE8BONOXm4rAZkCV6s76DPE2LzUTcPrzpCWbYVh8XAusa+2BG12HhonDWhYNQ4H+33s6qhl/vfP4xZL9PQ7eH5+jaW1ubxwzf2c/Mz2xgJRrn9rLGUuKzkOc2cNbEgsb0kScytyh71eUwrrbTSSiut/zj17oXO+tHe9amS5NFAB4gYp3whFJ5Gw5EXaW98GblnD8aRLtAZoLBO/AZkWT8K6ujp38WItx1FDROJ+ujuqweguuxsZtfdzsLZ97Bk7s+ZXfdtyoqWAOB0VBCNBrFacsl0VlM3+SvMnHobmc5KcrMns3vXg2RogwR87ZiMTizmbBqGevmofS/nv3oXE7LL+M7kOdSYYUPXYVa0bGdtxz5Gwn7Or5rBHTMvY0vXYYZDPuq7G+kdaUfufplKk7hn6Rjp58BAGy6TjTrtAEudEbJ1CkVWe+K8ZEmm2J7Di4fXJ+59LDoj51fOoMSezVDIPyp8dBgt/GTeNWgkF0tIOPTmUTCIJz6N/BS6afLZXDku6ZphlHUomopRJ96zLT0Y+KfcAAAgAElEQVTCXUNFo9yRi6KpWGK5AhmJMDCkaTQN97DZVkmD3kVOn8hTbDblc20gg28P+PhjSM9RVUeGLJFjy0aWJC6unsMzZ91KBWH6B47gj4YIRMNcMmYOPy0uQVOjDEqiH5Nyyim0Z/Fa02bq8qrJTgMdaX1Cspp0/PCCiXx+QSW5DhNv7Ozku6/uJd9pxmHW88h1YuK8BrQP+nnk2um8t6+bUpeVMXk2zp1UkHAavPfdBl79yjyaU0pKakBUVQlEVNrcwq21JNPCJXXFAEwvzUi0DcdiTEmS6BgKokOU85xelkFBhnAi1B/Hzhl00glAB8CwP3lNjsRiU7vZQNtgMMHfBSMqOolRsEg8zi11mT923DQE1GE2jA6UF0/IYdgU5IhzgAKfg2GbH70s02ny4u6KssfVjTNkRi/rMOSq7M7pYmduF1n/H3vnHR5Hdajvd2ardle9V8tWc5ebXLCNbUy1KQZTTAklAZLQkwuEkFBCQihJIAVMEkoSiundYMDGvTe5SLZlyVbvfaXtuzO/P85qdyXLwSTce3N/zPs8frQ7e+bMObPFc8585/tSDaiBsNFvnyEsaBnQnCkRP2fRI8AUYRw76S7xV9JD5nzwO8B+HCzemcS4Lgwv7YwUrET8txWTD+4OsS6roxSOvS+eA2SfCWlTg9ODESimJloS78WdtJJjHwtz4Jz5EonjIXUGYGvg7Sfv4qXrf8vOZ+tp2WZG70/F6B6P36XHp/SQEC/chvxeL8f37MTj6Ofgl59RW76X/LhH2L1uOT6viKxBkkBV8TgdTD7vAvq7xFg/4PehqiqfLX+anpYWAPZ+8iFIEn6fl5W/f4Jtb69AbzByzvfvBCCzaAzJObmhvtgSEskcM5a4lDQ0/mXmA+P+zTrGA9+oqkZV1X8A5wHb/0kxBXgN+JMm6NDQ0NDQ+E9Fc+rQ+L/LhEshcyokjPzqspGMvVD83f+mEFDMvks4dQyw9RnY8ge4eb24+V/2rog8WbIcTr9buGeseUR4E168XDg//H0RnP+0EGVs+p0QioxeBJOuhqfHCRGF4oMv7gOdHmbcJEZC3bVi+9IXRRSLtx966kUbP7xVCBKUoAw+Ol1Eqzg7RHvL3oHGPdCwIyx+0BnAByTkg98JHUeCnQqumzfHCyePL+6POCGSEHQM1CHJ4njtR4VjiLNT/B2YCPO74aWzRZnISUvFxyD8biGqCARXXWTPEm3vrBQTmGMugANvELr9mz4VZn4fVt4ZduMYaLe3XwhI4keJEWJ/q5gUNUSBpw9iMqCzKtz+qHhoLRPvb/IYmHoD1G4Rr318O+QthC2/hzl3w47nwBQNlavh7EdEOVkPjXvFeTnrFxCbJYQdRed9vc+ahsYwBBSVjZXt+PwKN7+yh18tGU9Dl4v73zuIQS/T3OOi2+VnU2UHK26ayQ9e2U1luwPpcBvPbzwemmA6f4KNz8takQGDXmJUkoU2u3uQawZAe7+HKIOePrcPk15m7ZF2ZAnKGnswG2TcPoUupx+jTqa2U0ywKQg3jGPtDuq7xfdRgkGrlQa2DRxLL8PIJBuVbWHf1z5PQMSGuP3kJERR1+UiNcZIm124TgxnpzsQjTLAP1uaMSc/mS+PtAHiJsDknDjWV7SFxBPjM+No6/OwoCiJ1YfaqAn2LzKv+Xh7P7PzEqnpdNDY48bpG3xEX0QbZQmSo6NC58QgwdqKdpZMyqAg1UZmXBTv7BUrvgaEIK39Q34bh7D1eNcJ2wYWebX3+7j9jX1IQG6SlVa7G6c3gF9RyU+xUtXm4Gibg3vOLuK5DVX4AiomvczqI230e/zEmg202D202D1cf9oIrpyewz+21jAmPYYHPizn1vm5bD3WyfyiZI602Fl7pJ3cRAvLpufwzp4G+t0BZAluWZDHE59VcHpBEnedWcQlz20BxHzaZSVZjEi0ML8omaVTMnF4ApQ32ZEl+OVF4/j9mqPoJImn11SyubKD6aMSuWNhwaD+PnXFpH96jjQ0NDQ0NP7jmXCVcBLUGb667ACSDPnnAuCo+4BuWcUz6WZMcSPCZXY+K4T6E68G4MDhlzAaYxiZfRbZGfNIjB/NvvK/kJo8lfzc82nvPMj+Q88zZfwtuD091NR/idPVRkbqTGyWdL7YeAuyZERRvezaV8GiM14CwOvtw+3pxGiIo6T4x8THjqKrp4LnJyTyi92fcLC9FkmCCo+ZSjfokDjW0wxIjIxJ5fUjG1lXdwBZklEBnazD53eyqc9AXHQ2MWonq+uFyEFG4sU2HZOSRhJnS+fzYzvF6UCiy93HXw+uAkAv6/ApAcx6A59U7ybWaMGsM9DjDa/q39hYzsGOmkHXpCoq/REuHACKqg4qc1XRPFZUiGXkyVExjIxN5cu68LL3B2YuY0vTET6v2XPC21bb145R1nHRqJm8dXQjCiqyJFFiNnGDRWZ3dBpLy1aHVlB5lAAHuhooVRV+kjKWEoxsaDzEqqYG+svX8o/yLzHq9EyKTqFZ6USp3o1OlrkofyYrdvydDHeAOze8xZtx+YxOyOL0rPF0uOzkxCSf+mdNQ+MktPd5ONpq5/3SJj7e38TW+87g4Y/KqekQgoyNR9vpc/tp6fXw8AVj+f2aSsqb7HxR3sKbu4U9hEkvApB0QdX8yCQLzb3ukLvjAHZ3gBGJFj49IG64G/QSXUGXjra+8PfaIEuYDDLrKoTAPICI89xb10uSTYipho4RfUPGlWPTo6lqdwyKeel1+5ERcS0D7pU2o0S/Vz1BfD9gZFHfPfi35GTYTAbiLNAcHGdaYiVG2aKp73Eyu30E8Q4LSWNlrk8uxFIo4f3CCm4JCYmYRhvnSoXMbM0hId5GwkKoDyYcv5K3nwUtIxnTk4LqPfG4RhsMJHNJBjj0d8icCyMvgOpPB5fVkymsPv4J9uC02oCtZ2TwRP2aoD7RANaM8HEtcTFkdj4Fnhi6OmHkHWtY/5tYTM5pJM+v53D17ZhNyciSkbLmW0nte4jzHhqJqnTQ27aEurL91B3cz8KlT1C9/SgTL8/mk2cexxYbj9/iZew1zXzwZAWqomBLTiG9YDS1B0opuWApcelplK76GJ3BgMFkIiEji+xxEwEYd/pCWmuPUbF1I8VnnUvA72Pf55+gKgqrX3gWn9vF/GtvIqNwdKiPCRlZXPHQ41/xbmt8Bbd8g/Ws/yYqkiQpBVgOLI3Y3AscBpxACjAG0AE/AL4vSdLzwJ2qqp7aj4CGhoaGhsb/EJpTh8b/bb6OoMPRISJOBii+Am7bDWc+BJYIabs5BmwpQpAAwgmkag28djkUX4UIr8wDxQO7XoQNTwgBQH+rEAasexT6WoV4oa9JOEyYooVTht4MaeODbR8lxAeWZCFQsSYJJ45/nA+1W4WYQg0IK9+Zt8AlL8Bl/4AJlwmXjcY94m9vA0y5HiZfK6JDQMSM2JuE84RsEDEyqRPA3QPVG2DsJeH+qgHR/7SJUPwdyJ4J130qXEZ8TkANCzpACE18DiHokIOTlgn50N8y+HzHZkcEcgLTb4KkoAuKNVWIZz75LxGhozNBWxls+q0QdEQliNFiRvBGn8Em2tJ+WJxnvVmM4iVZuJU42oPvDeJ9W7ZCOG4giTiW3noRl+P3QlIhFC8T57F6vejLvhWiP7tehPWPiXaPmAN5C0SdRqto8/onRAyLhsa/wbt7Grjhb7v44at7KEix0WZ386O39nGwoYdl07LJiBMOOJnxZpY8u4XpI+OYnhvPH6+YxNj08Gq8VeVt+FQx2eTxq9z48h5uOj3vhAmu/GQbfW4fvoCCL6Dw/KZqMuOi8CkMmuQa6hRuMcooqljRpJcl/CqcNSYltApSlsSKqQH8StiZIxIVYXXb0ivGwq1270mFGvrgRKBeljDpBupVMUpCNDKUS6Zkhh73urx8eaRt0IRcaW03VW39PL+phvouJ7IE6TGDV1ulRJvYcqyTtj4xAZcVZyLFNsSlKYiiQr/Hz+g0kf8+oP84c0wqvoDCXW/uH3a/r8KsO/lrOklCBao7HDiDsTNubyDkZmIxyDy9poJ+TwCvXyE73sKc/CR+ck4Ru35+JmeNSWFOfiIPnj+OXTXdrNhZT5RBx20L8ihIiaa0voc/fFnJqrJWTHqJ4x0O/ry+itoOB6nRJm6bn89VM3LZ/9A5GPQ6lj2/DbvLT1FqNKoKL26qZl1FO7cuyOf21/dRWtfNK9trWVXWwpXTc8hNsqKT4bKpWeys7eap1Uf5w5qj/9J50tDQ0NDQ+I9FZxRjvlPFOVjUOWXCrSw47QlM8SPFGGcAoy3kjqiqKm0d+zhe+yktbXvJSJ2JqkoYDDbsfXWUH32N9s6D9NqrUVWFI1Vv0dqxF5e7k35HMyoKkqQjJjoXSdJjtaTj8wnBa2yMEJKkJheTEJePz+dgR+lvOXR0BaVtx+nxODDqDJw3cirXjVvIyosf5PKiuVw7dgE7arfQ53UgSzIBReEXs66iIC6dOjd81mumtKMeu1ccJ80Sx+Nzr8epGtjU1sjU1EKSzOL6VkXFrDNQGJfJmIQs5meO58qi07l32lLyY1Lp9TrxBQbfkdRJMt0eh4j9C05vTUkJXw/rgudyfGJOaJtFZ+Tm4nOw6IUj3uyMMVzz6VOsqdvPWdli/PlmxWY+q9mDzRBFUlQMyVExmGQDRklHrtHIq0lRuFr2oQBGWY+iquRmTeFRTxSlbceZnlaAAkxMGsEr5/2YKSkiDvSZfR9zReFcrIqP78VFMzYujVsnLebakcVsba1mt70Ln8+F2+/jtjXP8UhdFffZAyzInUyGVcxZZNoSWWTwE1X12al/3jQ0TsK1L+7g6hd2snJ/E/MKk7nzjVLeL22kx+Xj4kmZuH0Bok16nltfxd+21LB4YhqLx6fxs8VjQlGNHr/C8XYHfR7x/TzS0s/KA81MzRnsxCdLMDcvicZgrGN1h5Mtx9qFk09PeM7Jp6jDjv0AOvqFg2GcxcCkoNPfgKNkbMSg6lBzH16/QrxlsNDOqJdJizXj8AbEIgO/eoLrB4SNLPSyFBqjDhSLMZ/YOF8gwKTscDT0B/ub0NUbmdSZRp49gYboXjrLVYwbYvF/FIPs0eFM8ODMEnN4RlVHisdKS4dbCDp04JS9TIiPJ8kzfIqFpAumegW7qPrA1w8zfiaz+3FoXD+k/IlD9WHRWYbfLunF8RRfWNAB4O2yYYlJRJIN6IxQ99IcjM5p6K0qal8qRdMWseT+e7jsiVvJSF/IlOtHUThjNntXfcT2d9+g5KJLmXPldfjq8mk9VsMHv30Yxe+nv6eLzsZ61r/8AnqjiZjkFBbfcS+Lb7+bm555kb2ffcTWt18HwBqXgLu/n4+ffpyUESMxWSy89/jDtB6rYsf7b6EqKmNPPwOjOYr4jCwSs3JorqzgvcceorX62KmdGI2vJG3dvhjg4m+oukuC9f1bSJKUAWwjLOioAS4CElRVnaWq6kJVVScghB2/QkifJOBm4D1paPadhoaGhobG/zLaf0wa3x6eKYEVlw/ellRwYrkp1wrnDGsw6uOsR2D6zTDuIvjghyLepHYzuHuheZ8QFNyxD758BNzdQlyh+KCrWsR13FEKk64BRysUnAt/OxfKROYwl78My14NH3vB/cKRo2kvXLQcRs4T8R/nPgYj58Cah4TAZNszQvjgd4mVW3v/DqUvi6iUkQtEHAuICBHFJ8QIM24WE4TVG4VTyIBoxRQjhBItB2D/KyIO5rVLoG6bWG0mDbnbGJFDHHLncLRHFJCEg8qoBcJVwxS00fz0HqhYKR53HwuLQIoWgS1VOH90HBVCFVeXiMlpKhVlfP1CoDKw4srvFh6RacVQ8Yl4L0bNFw4bPqdwOelvBVQwWEW/Z94q2l72HmxfDgffFn2Oy4VFv4HvbxR9zp4BCx8Qx0kNCnB66mHjE1CzEdorTvzMaGj8Ezz+wKDnZY29oceLJ6ZT1d5Pn9vPVTNzeHl7LTVdDqJNOo63O+j3+Fmxs5GdNd28sasel08JxYaowRWHAzT2uFh3pI2LJ2UMEi7srOkmwWpEUcMOEPXdLqxGHZGLp4YKMuTggQIqTBshJsxWH27jipIsJAlGJFjodg2eWHd4fOiGmRRTVZiSEx9qb0Jwcm1oUVUVDQooKgadHKrLB/x88VhGJA6eYfrT2qrQY8PQbBjAFdGngArjM2P5+PY5XDtrROgCqNnuCR0zI9ZMQ4+Htn7vCW0boNvpY1SyZdDrnxxsZkFRamjlV+RrpuFOyBCCyTMnHDPeaiDKeGK/jHqZQ839oX7FW4ykxZhQgfJmO6vKWphTkIxBJ/P8dSW8euNMZFniy8Ot2Ex65hQm4fYp/OS9AywcnRLKgba7AxRnxtLR76XfG6DL6WXb8U7++OVRepxedlV30d7nJcqoo6HbSXZ8FDVdTl7bUUtBio1lJdmsPtSKBBxq7qXw56vYU9vDyCQrGfFR3Dh3JHnJVp5eU0lpneZmqqGhoaHxLaWjArb+RjguBtHrozCb4k8sO34Z5M4HgpFlU39OSuIkoq0Z7Ch9kv2H/ozP14/L3U6vvYbUpMkUjrqEbXt+TXbmPGJsOfgDLvocDZhNcZy34Hk8nk5UNYDZFM+6bfcQCPhIiCuieMyNFI4S92KMxmjyRiymo7ucu8dO5fcLbgJgYnIuP51+Kf0+N38s/ZheRzNz5XLmx+px+Ty4Al4e3vY6e9qOkR2dRG5MCgAxRnEN1+LsYXvzEaam5hNQFXa1VrA4ryTU3euS0zjT08DhrgZW1+/n9YqN/HTLy1TZWwEIMPh6NRCxjNwXfK3ZEb7GKIhLpyAmjaKELEw6PbHGKJwBLzd98QxOv7gG/ODYDvzBMe79My9HAso6xR3LPp8Lp8/D9LRCPIoPrxrArCjkGfU0ucXNWG/QvbLZ2Ut9fydtrl4uyZ8FwIGOWlbX7KPXI8paDWayopN4MCePpWa4f8OL1DaXc3XXbn6dkcGMlFHcPPlCbho7jyPdjVw9eh7zssaTbk0gxiTO4ftV2/C1lqG27BPuoRoaX4PIsamiqCExhV4nccfCAvbW9eD2BZiYGcv7+xoBlVEpVlrsHmq7nLy2o55Py1oore/B61dC4guDXiwIGBBIvLK9luwEC5dMzsAYHA8pKry6s46RSdaQi8eAg6PVqBtkJW13Df5spwZjSQEmZEbT6fDR5/YxIkHECpv1Mr3uwKDxlF6CHudg10SPXyE9NopEqxiP+pTw4oahYzGTTkJVVfyKitkgIwf7ajEaWFaSTZLVgKxI6BSJkWYbretkZEXUogvIuPV+ZreN4HBsG8uLdvLUuC3h8a4pwKRFJi58IJq0GdCv96Aq8Jei3TRF2SEASUlG5m4rJNkVIeqIGBqqAeg6AqZ4kIPTe6of+upVUqcG+xShaVGlYTo5DAHn8Nujs4bsH6xPcQuDXlkv1krFZJjRmyT8DpmOPSbkfd8nc/RYknJyufL3P2Ls5Yk4erppr6kmLa+AEeOL2bvqQ6qdj+CJ3oSs0xPw+3H29hAVHYOjuwuf20V/ZycH1nxG+YYv8Tpd9Hd20N8pold0ej2JWdlU7thC9f49FEyfTdGsOVTu2EJMchpvPHgvK372X3icDjKLxpCWX8CYuQtQAgFWPq05c3yDZCHcLr4JdEDmV5b6av4OjAo+rgamq6r6kaqqgy4oVFXtUlX1AeCqiM3nAbd9A23Q0NDQ0ND4xtBEHRrfDvwemHiFcGf4KipWwfIZsPsl4cBR/j4sehLm/EhEl2ROg8JgDEdUApz5cFjE4baL2A+Ay1+Ds38lHtcIa1dGzQO9CTY9Bb8XloDkzAwfO2sa5M4VrhKTrwZUcfzfFkHrIZjxAxE3kj0DXN3C4SJ3rli9ZUsXr/U1CaFGbDbEBK9/fQ7hAqIGxMSPo12IICAc1jmApAtGp5jEiCxSxCEPsRM2WMQ2T/gmNTGZwkWk9GXhHDLwmrt38L62VOFUkjYxLPDQmWBg9VXFqmDudHDU6O0L75tZIgQjNRuFOEWSRURLXtD1o70CZnwfvr8J7quDlPHw9rXBnVWoXCMEGwXnwF37IWuKEJAofsg7Q4SVNu4Jn5u4bLjmXbhpvRbBovG1aLW7mfLIah5fdSS0bUCUccboFO46s5DlV09l5e2z2VndgwT4/CoTs+Ko7RITbLPzxKq8t/c0sHBMSkiIMT4zlijj4PHynrpu3t/XRLPdjV6WuGZ6NgA1nc5BrhwAjqDrw7ISUSYtxjTo9T53+Lu/vbobq1FHTnwUb+xqQFUJRZlE0unwnWBdCxBQFLZXd4VWSHYFJ9eGFh3YVwXSY6MIqGKCD1VMDNZ3OUm2iXZaDDIVLX2kRIsZrJIRw9wIiUCWoLzJTlOvizd31oVuCQxcCCkq5CSYQ/NUkW0bmpH86cFW1GCdqdFGMuPMrD7UghLsgyxJoXo8ARWjTkIvgc0UridqmCVhA58Na/B97Xb4QtnOkU3w+BWy40ykRJv4wfw8UmPNTMsVn5NLp2Tx+CUTGJdx4qKWsRkxxJj1XPnXHby6o5bkaBO/vngCy6+eHLJLPnNsKmMzYrh21gievWoKu2q7eWp1Jef9YRON3S7mFiTi9AZweAM0dLsw6mTykmzEWYw8vnQiY9JjMBtk1h1pQ1VhfEYMsiTx9OqjLF93jNl5SSwrycbt1W5CaGhoaGh8SzFFQ+pEiIxZORmH34WtvwOvg8bmrSiKl2nFd5AQX8SonHNJiC3CZhFjvpSkYrIy5uD19eFwtRFljMfeX49eZ+bc+X8lLkbc03B5utDJRqKtGfj9LvaWLWfbnsdIT52OyRi+fshKn01MdA5T0wqE84QS4EfrXuC6VU8zJjGb0zJGs7GpErtxFKX9fmzGKGZnjAZUYgwWavvaSbHEopdlzh9VEnLN+LxmL9uaxbVxp6uf8Yk5mIOxNZ93NFJk0IWd4YKP4k1WJMAdENeQw92XHHD8aHaEXVB63A4q7S28W7kVT8BPr1dcX1f2NCEDv0kwU2jQoZd0XJQ3gxVH1oeuASckivfH6ffg8HlCx60MKExt6GFX8FrmzOxiQETBJJijUVWVUbFpZNnEIpE9rVWsWHw3n13yCzZe8Ti/2/M+d9ZU8dNOJ01eN7GobFAtTBi7iH8svgdJkrhS7eSL9GgemHwuhzrrONxVH+rT1WPm4xl3BfLse8WYWEPjFHlley3jH/p80CIDY1AY//y10xifGcvmn5zBP24o4fVd9UjAaXlJHGjoRS9LJFmNxEXpUYE/rz/G2DQbfgVsJh16WUYnSwTU8Pfzg31NfFDahDegUpwVS1acWHhwvMNxwpjL4Q0g62XmBse+o5IHi/lb+8LxmQca+9BJ4PUHqO1yoajg8CqD6tNJ4FdPHG9KwBeHWul0+EJjr4HkT5XB7pCeQDiWZebIRAKKEHp0ObzsPN5Jj9uPIqsEZJVpvVlceXwiE2Xxvf+95XSuqSwm1WVDF5AwKDpmdGTjJYAfhQcnruUpXykfVtTz57ZDRPvNuCUfyW4hUpGNYMk4yRsZ+bVXwdUGihd0ZogZBf2NKu3lwZcjNS1KsJMSGGL5ylvvA1ErA2+WvWbgJAFyUAwTfG7LEmnPRVcJY92oZLFf8S0w4/4Tbz3ojSaSskfhaDDyxs8fxNHdRVxaGtf+5k+Mn78wVG7+9TdhjYtn6c9+SdbYCZSt+4LPlj/N+795BEmWMdtsAPS2teDzeNEbTcRnZDFi4iRO/873MNts9Hd34nb0YzCZGDFxCuXrv2Trm69xeNM6Zi/7DiOKJ+O0957QRo1/Cds3XN/XsEA7EUmSpgNnRWy6V1XV9pOVB1BV9W0gMrzox/9OGzQ0NDQ0NL5pNFGHxreDj++CPX+DsUu+umz6JJh8jRBLrH4Q3rkB6oOrqHJnw01fQuE54nlbObx3k3B4+Gk9ZEyGlLFgTYbWA/DnOfDWDWJEdtrtIuYkNltkLfc1C3eK7lr4/GciHgZg6fNwzqNCePCrVGg+IIQgsg5GLxaCjhk/gElXiVFU60HIPR38ThGx0lEhxAju3uAkT3CkNeCqYYmHd2+Emi3hPstG4aVYeJ6Inxl9AYw+D4ashArVER8UOfuc4W0D2BsingRHwDozxAwZkSYWCKHMR7eJkaIkQ/5CKDxbvC7J4vXhghrm3SsEOkWLYNFvIWU0dFRC5WdCmDHzh/DSudBZBbIMTcEs5Ngc8bevCdoODY6MGTEL5v1EvH+qIsQgCaPCr+efCZmTT2yLhsY/wWLUMTU3gaI0MbZt7nXx4AXjeP7aqSy/ZmqoXEacBYfHz5LJGWz6yQIeXzqRFTfOYP3d87lmZi4mnYTDG2DHcTFJnZNg4arpOXh9YjJ5YFLMZtKFVhqdXpjI67vqmZgh3HJOFnliNsgkWg202D2DrGUzYsMiD50sIkDqusO2uCerL5Iog4zVKNMTdPRIjzXx2o0zBlnjnoyAqhKlJ2SNe6zdQV6yjZJc4Rri9CnodRIzRiUCsLO6M7TvcHa9iircOG5/bQ+egBqKjon8ldte3TNsv04bmTDoeaxZH6rT41d5YXMNz6wL27ZKqJgilppdMyOHfQ+dTb9HHC0t2oh/OPFLcJsjQvAgIc6jTwGbMfz+1HS5aevz0NjlpKzRzsoDzdy/aDS/vmQCy6bn0OXwcrChJ1TPzuouXtlWS4fDQ3WHg/TYKG4+fRTRUXqeXXdMxNzoJZ5ZV8XBRjsflDZy7zv7Qvs397qZU5hEb4Q7iwr0uXxkJ4QnXe9YWIDLp2Ax6ll79zzeu2U2v1oyAaNO5pLJmdx1ViEf7Gvkrrf2DZpQ1tDQ0NDQ+FYQ8MHuv4q/trSvLp86CbJn4Vbc7D/8AuVHV+DxCuH56PzLmFZ8J0ajuM5sbd/D1t2/Ij15Gmec9ltcnh5MpngS48ex+8Dv2bzzYQ4dXYHNmsnUCXfwZpuHQ0om9r4aXG5xHdXStiofTBQAACAASURBVIfq+tUAWC2pzJ72AEkJ4zhw+AXWbb0bkyxj1OnRyzouzp9FUVIeY4uuISUmi16vkxRLHJm2RJAgwxrPhsZy/IpCt7sfg6xHAhz+sECi3+vino1/wxsU9tf4FW7ocJBpTWB0QhaZ0YksHjkNs9446Bpt4LFJF77g6nZHLAII0uLqOWHbuMQc9JKMAtzb5Sagqvx46kW0OXvY2XwUo6xDJ8lcPWYeCSZxbicljyLLloRK2B1EAmKMUTw4axljE7K5pXgRF4wsoTA+kz/tW0lDfwdnpOZzoVnirrV/xmIQ19aHOxtQAG90OgD72ir5YWMzn/aEHUaknNnkjD6f146X8uNpS/jbOXeGXrMZzJw1qgSdafhIBg2Nk5GbaGFKTjwJViMef4Bup5dP7pjLGzfPZFaeECMkWI30uvwk2Yw8dUUxy6+ZyoobZ/L2D2ex+sfzmBoU0m873oWiqsgSXDk9h5LceHSS+G6GhBWysDDUy2Kcanf7Q46NKmA2DJZnef0KiyZmIAFV7c7QGDdyXAqiLoNepr5bOLkOJ/IautBAhxj3DgjZAR5YPIZ7zy4ctP/AOoihdTp94jfKE1DxBlSOdzqZPzKFjGixKOCFQBlfTD9EX5JY+PBqfRV9Bi+9ejeOWA8/OFSCTpFw6/3okDintoD83emUvRbg9MZcpEQ/FtXIufWFpLuiCXhVOvZxIgqYBw9N0QV/CgJuIbzY9jA4m8Kv6wd+KoLnZPGbEtlnAMEhZ2z+MMchHLUy6MdXCu6nRJwkP3SVg7sL2o/XcaD+LvoDB5n/tEzhZToSx0nYaxSc7eGKDj5nxlr2GP3tTlqOl5OaV8DUxUvobm6ias9OAMymNDb88TO6mxv5/M9/oP7QwdD+PS3NjJpSgr1T3J9XAgHs7a2YbTaibEIHEJ2QSMGM2Sh+H5lFY7jlhddZev8vmHb+Elz2XhZ+94fEJCWz/4tPWfXsU3jdEbHTGv8q/d9wfSf+x/71ODvisQ/45BT3+yDi8QhJkr5G9ruGhoaGhsZ/L5qoQ+PbQcFZMPFyIVj4KmLS4aJnIbkQFv8OMqbAS+eFnSacXbDyLuHSseAB8PtEPEfTPnjxLDj8kXDB2Pw0tB2G6vXQWi7KV6yC3gaxOkvWCWHD0c9FnEpthMiibocQk0iyKHfXAUguEsKIa94DSyLE5QhHje4aIQ5x24VAZFwwvtBjD9Y5MHAKjrj6W8UEot4UzmtWvMKnsfJzsb2jAsqD17ADMS0gJPemGDjjZ2HXjtQJYnvksNeSMvh5wC3cTooWQXQGzL1btG31g9B5TDiJqApUfBbKjCY6DRyDs6YBGLcUcufA+X+ApS9A8RXwg81QciOc/WuRO732l0Jos/N5eP1K4d4RnQEX/lHE1cTmiOONuxh+kw8H3xHvyYL74chKsf9AhI2Gxr9BtNnAy9+dzsWTs1hf0casx9ZyyXNbuOnlPazc38wTnx2hrc/NZ2XN1HU5sRjFZHdtpxOPX+Fws7hZ71NUUqJNlDf1ct64ND68dTYbKztCwgCLUUeMWc+PziokPkp8N9ce6SCggu4r9BN/31pLXoqYsB6wwVUJx5KYDTJRBh3OIc4KkfnEEpCTEEV6rJmIeTJcPiW0agqgx+nn0U8O0Rt0AUm0GokNiiuKUq388sJxof2PdzgZku5CnMXAp2Wt4ViWgMrH+8V31RPRvCGmJADkp1hJtBqpDU7+XVgcFpqZh7hmDNQ/IA5Ze7Rj0OsXTEwnJijs8AVOPFhABXdE21/eVsv3X92DJWi34Quo+IazNAkiAQZJ2AiriPMI0O8V+2TFRzEiUaziara7ibMYMOokyhrt3PPOfqo7HJQ8uoYLntnC/npxM2PdkVbsbj/njBM3kKo7HHxe3sKLm45T3mQnLkqP16/S7wkwPjOGEYkWuiNsj68syWJvbQ8HGnpJizExMkn8Vvd7/Fw0OYPyJvF/5KhkK5dMzsTu9nPnG/uY+qvV/G51BYoK84qSSbAa+cMVk2m1e3gmIj5HQ0NDQ0PjW4Gsh/QpQkh+KqSMhcLFmM2JFI+9ia6eCsqO/CP0ckPzZqTuaqZHFTEq6yzcnm58ATdHqz9g574n8fn6MZliaO8so6+/gd6+OpyuNjDY+Lh6P1VqCj6/iyhzErKs53jdZxw99m4oIgDgcNVb1LSW8lhdgDumXsTzZ98OwAV501k+7xrybVY8fi9mnZ73q7aTG5OK3eskwRzD6PgsAD6t2YM74B00MlWB/R01JJijsegH37RtcHRxpKuBaan5fFK9m2ZHd8i1A0AnyRgkHaPjs1hWOBeC9WVZEweVA06ou8bexscXP0imNZG82DTyM4p5cvd7bGuuoKK7Ca8SIKAqvFu5DYffjU6SiTIYcfo9SECsJGEAZEnmwZlXkmKN42/n3sntk8/npzMvY/mZP+SxuddxVV4JU90NjG3fzeNSC++Wr+aBLa9SnJzL1JR8lhbMxiTr2ex0k2qJo8fTzxlv/4xudz/E5uDPmc3ju97j+QNfIEnD3bbW0Ph6zC1I5s3vzyIjLor73j3I7MfXctEzm7npH7vYVNnOi5urAfjzhmN0ObzkJdtw+wJUtfURpdfx1u56Sut6MemCovMA/OjMQn62eCzbj3fhDY5v4i0GClNsXH/aCFQVogw6thzrwu72My3CXdHtGzweMsjw5OcVRAXHTAOvdjq8oTJGnYzHH8DtC4/BVAiNKUE4OmbHmxkRITwPAG6fgi8if3Tb8S6e/OLogHkF4yOcDv+4bDILRyeHDnDw6OB71fEWA8pRI1fsnoSqimiT1VIddR1O4t1mfH6V58btpDKuk/yWZL7IquK9kYdosPagyiqXZuUy9lgG01uzifdHkTVZtD/WbyIgKUjDSFUGXDPcET4DuijIvyD8XNKfsBt+x+DnX3xPxRNRR281J6pYIucQJLBmEzoXA2a5agDcUbtxTvgZkq0LxQexRQ78+kZUXR/lf1OoXa1w+DWFz29QWXdH+D1r2aHitcPos6YieZLQHfoOlesq2fDqSzh7utEZjJjbLyCp7VFOX/IQjp5uVEXsbzBHkTVmPNWlu1F8PkZMnMxANo4lNg690Rhy3iicMZuUUfnUHyrjLz+8jvef/CUH1n6B0WKlYMZpjJoyndFz5lGzbw+1+0tPPHkaX5cGQnKhfxs/0Phv1pEd8bhDVdVTVe7UDXl+CipcDQ0NDQ2N/xmGudzT0Pj/kPGXiH9fl+QiWPggtBwEs1jtjiVBODpseEJ45f+0Tjhm+D0w58dwfJ2IFTFYhOhj2nVi1NNaJhxAznoEDr4N1RugajVM+y6kF0P2dFF/RxUcfAv0RrFfcAVPiLeuFeKL2BEw/lIoeycoGokHV5dw8bCmws4/gz4KjFZwdjBIXt8beX06MKUmCaFDX4sQbuiMog9epxBKePtFdIvfDivvDjt0tJaLc+J3h6t0dQXrlEU/smeKPi5bIdxH9r8Rbk90KtibxLFRoHK1OF7DTmjaG65TNkJcFixZDgYz/HWBOM6d+6F2q9jHmjQ4CkaSoeJT4chhssGqe+EnNbD5KbE6Lu9M2PXCYOHKuY/D9JuFqMTZJfqmofENkJ9i4+yxqaw+3EpKtImmXifPrT/GyEQruUlWxqbHYDHomPHYl8RGGbC7fEQZdKTHRXHg4XNYsaOWX396hFXlLSyZksn5E9LZWtWOxaRn8cR0XthYzdu760PRJgO093u5dGoWH5Y2EFAGO1PkJVlIjY3ihtm57K7eg4KYoJOlsIWtmDBTuPOMfJ5dX4VfAYNOotvpQycJAYMKNHS7MOhkUmLMtPSGfw90knC0UAFVVTjULBZbTMuJpay5LzQhd/7EDB5ddZiIeTYSrQZ6XH4CwY27arrF4qBTsQkZQlWbg9vm5/HMeuGosfJgWLjlHmKbUZhq42hrPzaznh7nYGWJUYZXdwoLbJNepigtmr11g1eBRtr+BlRh/bu1qpPCVBsVrf10Bt8jvSTyqxXg9IJk1hxuE/vJ4hxHGXS4gwqVs8em0mp3sb/BTmOPK3SeXN4APU4fEnC42U6nw8uV07PJSbBQkBpNQaqNph4X7f1efnHhOK6akcO0EfE8svIwW6o6mZ2XxI1zcpEkeH5TDWPSoulyeGmzu9HJEplxZuq6XJgMehweP3pZwukNcHphMtEmAwcae7nxH7vpdfoof+Qcrnx+B539Hq6bNYLDzXYsBh2+gML0kQlcNEnYw58zPo3XbpzByCRthamGhoaGxrcMSYLRF/5Lu2akzsTt6SEuJje0LTNtFomtR7D1NJE06RyKCpYhSRJZ6bPx+Rz02I+jkw0YDTFMn3wP0dY0AoqPvv56Vl/6CFaDmd17H6OvvwGfz8mUCbfiD7hDIoL6tv2UtlVj0VlAbxi0YDugKKzc+gABxUdRwnR6PA7cAT85JpULEmC/286HlzzMBe8/QkN/J6PjMznSLe7PSEiowdq6Ihw2zDpDKGIF4P2q7YxJyOJodxNxJiud7r6gy4aKT1U40FHD/o4aABRUWlzdjIxN5Vhv2JHRGXQGSY6Kpdvdx23F55NpS+Cekou5a/0LdLrDN2sDaiDUtl2tlRgkHQFV4bGdbwNiAi1VLzHObMWSOZXz80o43tPMhR8+ys0TzuGHkxbxWfUeFmRP4Eylmx/1eTjmV6j2BkjVtfJl42EWjSyhtP0Yc7PGsn/Zoxw5shp78jgOdzdiM0QhB8+9XtbxzgX3EWuy0O3ux2owYdQNiUPV0PgXmV+UTEO3k1013Zw7PpWnVh/lQH0PV07PZlZeIhlxUfzk3YP0OL009woReY/Tx10LC7j1jHwu/NNmDrf08ae1Vdy+sICFY1JYV9HG9NwE6rqcdDs9vLq9Tjj7RajvcxKtTMuJY3ddDzoG3/0tGZlIVnwUVqPM37aKOat4i4HuiPGtN6CQEmNi0fg0/r61FhAzWpFugk6fgrPbTYI1Yp4niCTMQ9BJsLkyrGyYnBMXGtOZ9TK7artYHxT2L6orYEJ3GivnHaC8V8w3dTt9rJXr2ZrXGBJE6CSQfDI9JjdmvwGdIlEW10pWfww3VE7lg+xDjOxLQFZk2uv8xBXp6amQQIFWYU6B2T+4zQarcNoIavHEdFfED7EagIo3xOOoVHB3clKi0sDVAr5+aNwsyrtaw2+CKRE8nRA9QtTbP2DCK4t1WgMEvDDuu3DkNfDJTfS0HkHv6sNIAr6aMWS3vY1sgM42MCeo2DIlrOlQcKk4UY1dbjIe9JGtWEkcfxnuRhvubcWUvvMkC3/6HTob6jm49nN6Ay8xcnY2+1aUoTOlo4vpQfH7MVks9LY2h8SH/d1dFM2cQ2PFIdqqj/HGg/cyZu4Cpi66iHcfe4iknFymX3wF5etX47b3YrZamXHxFVjjhMDo7Jtup3DGbPKmzTj5ydM4JVoWTLKnrdv3PnDpN1Dd+y0LJtm/utg/xRPxOOpr7GcZ8vzE7GENDQ0NDY3/JaTIFRjfdiRJygLqAerr68nKyvpfbpHGfzuNe2HNQ7D4aUg6iefgyWg7Aon5oDsFbVR3LfyhWESmLFkuxBEvngUtZSLmw2AOl316nHDzyJgC45fC/tfhhlVhl5F3vgtl74rHV7wG25+D2m1AQETHFJ4L8+8TTh0tZfDBrdBbGxRNDCBBQn5Y7GGKFWVOlehM6IsQTFuSRF2mBOF00n1cCCyM0dB+SIhLAh6YcDk07xeCisKzheNI5epgvI0q3ExcXZA1XbRXksR5NidAX4PYVnIj7H1Z1GeMhvsb4NF0iM+Faz+Ct74jXDoALnoOPvxhsJEyzL4Diq+E5TNg0jWw5NmT9/Gd7wrnkP86cmoOLxoap8iumi5So838deMxXt1Rx0e3zkYFPi9vYVNlO4oKFqPMkeY+SnITqWrvw2LU8+qN05nx6JcEVHjh2ml8tL+Rj/Y3Y9BJPLm0mB+9JfxZLUYdqqqG3B1Sok2cOz6Nl7cN/x1fMikDo17mrd0Nw74eSVyUnvPGpfP2nvqQmMMgh3OIQWjdFDX891RJjzWLCcMofSiuZTgMOmmQy0Xk8TPjzDT2uE+yZ1hkMfD3n2E1yuh1Mr0uP9EmHR6/Elp9NkCMWc/MkQlsrOrAqJOxu/1IiL7LsminXg47h2THmakf0r5km5H2fi8TMmLocXlp7nEPimbRB/OgzxufyqqyVtEPGQLB/OqAImJtrCY954xN5berK7EYdDh9AX50ZgGdDi8luQnc/nopv7l0IisPNONXFJZOzmL90XZ+c9lE/vRlFS5fgBc3V1OQYqOqrR9ZkkiKNuLxK9w6P4/rZ49EVeG3XxzhrxurkSRh4ZwRF8XFk7Nw+wJcM3MEf/zyKL9fU0lWfBTNPe7QarjrT8vl4QvHnXCeyxp7ibMYyIofOm/yn09DQwPZ2aHFP9mqqn71l0hDQ0PjFNHGpt9CajaAow3GXfb19gv4xJ0+S9IpFa+q+Zijx99n+qT/IilhHPa+ejbvepj01OlMHvf9ULmunqNs3/s4a3p1FBcuY3XtPsYn5XDfdNE+b8DHrR/+CI/fyxGfjUdnf4cndr2Hyd9Jg1vhssKZzM2Zxrzs8TT3d7Gqeg9/OfAZvV5xb2RgaYFZNpBmjaOhr5OixCwOd9ajnFLQnyBab6YvYoFBpjWBRkcXExNH0OdzU9/XwYz0Ag53NdAVFHDISPxk+lL+uPdjTssYy8i4FBrsHXS47exsqUQvyRhlA17Vz8y0ImRJ4nhPC10uO2Oj49jd205+XDqKolLf14ZPVXigaDqpmZO5be1f+PHUJVyfnsula1/iqNNOvN7IefkzWXFkIwBZllh+Ofd6ZjlroWY9TPmeGJ8PQ5/Xxbw3f8r87Ak8Nf97p3xeNDS+Cq9fYe2RNs4YncKUX64mwWpk470LeHV7Le19Ht7Z08DEzBjKmuxYDDJ+RcWrqJw9No2CFBv3vXeQeKuB5VdO4dbXS+lyeDl/Qjp1XU4OBGMWRyVZqelwoCDGYNNyE+jsF3GQJ0SkyPCX70zjjtdLT3CJHIokQUGyjbwUG6vKWkILCSQGL2Iw6iS8AfXrj01jTDTbPeQkROFukEnyWDgU347Vr8ep9w/7C2Xx6XEawuPYm6umkt0Vj16VcRi81Fi7mdCTFjLFGM6N42REpYCrXSQbyzohzBhKTK7ouyuY9AyIdVZmkdYsR4ES9CkwxAjhht9B+McYMTXo6YWMOdC+H3xDwy9kQAFrBjiCES+q5EPSGyAAyRPBXg35l0LN5+AIjo6icyC+UCJzjkR9Wg9tPV5Oyw7wzsP3ctrlV9NxtIO43BgKps9i69sr6Kyvo+XYUbLHTaG+fC8Wcy5epYmssROYct6FjJg4CUUJ8Mo9d9Db1krA7yMhI4ucCcXY4hPJmVBMXFoGHzzxC5qOHiExewSd9eH5kKt+9TvSC4oGdU1RAtQd3E/2uAno9P/3BHT/KWPTtHX7FgBrv4GqFrQsmLT+36lAkqT7gMciNhWqqlp5Cvs9BtwXsSlFVdX2k5XX0NDQ0ND4n0SLX9H4dtN1HKo3hZ0rehvFjfxTIWX0qQk6AGIyYd69MOVa8VzWiQiSBfeHBR0tB+HD28T2Mx6AS1+C8veFw8fhj8AXHH0lFkDqRLh5I4w5H2beAvEjxHZnJ2z6Lbh7wNMHL18EPdW 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