Revision b36b51d687c5562713267577a305d01fa87e3302 authored by Rick Gerkin on 30 March 2023, 18:35:06 UTC, committed by Rick Gerkin on 30 March 2023, 18:35:06 UTC
1 parent c03b494
correlation_analysis.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "94f40e65",
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"from matplotlib import patches\n",
"import numpy as np\n",
"import pandas as pd\n",
"import scipy\n",
"import seaborn as sns"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "8f33a95c",
"metadata": {},
"outputs": [],
"source": [
"custom_palette = sns.color_palette(['#E24A33', '#348ABD', '#988ED5', '#777777', '#FBC15E', '#8EBA42', '#FFB5B8'])"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "ce9709de",
"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>specie</th>\n",
" <th>metabolite1</th>\n",
" <th>smiles1</th>\n",
" <th>metabolite2</th>\n",
" <th>smiles2</th>\n",
" <th>metabolic distance</th>\n",
" <th>tanimoto distance</th>\n",
" <th>cFP edit distance</th>\n",
" <th>bFP edit distance</th>\n",
" <th>mordred distance</th>\n",
" <th>POM distance</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>ORG-5993</td>\n",
" <td>INDOLEYL-CPD</td>\n",
" <td>N#CCc1c[nH]c2ccccc12</td>\n",
" <td>INDOLE_ACETATE_AUXIN</td>\n",
" <td>O=C([O-])Cc1c[nH]c2ccccc12</td>\n",
" <td>1</td>\n",
" <td>0.500000</td>\n",
" <td>30.0</td>\n",
" <td>134.0</td>\n",
" <td>0.304507</td>\n",
" <td>0.381891</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>ORG-5993</td>\n",
" <td>CPD1F-136</td>\n",
" <td>C=C1C[C@]23C[C@H]1CC[C@H]2[C@]1(C)CCC[C@@](C)(...</td>\n",
" <td>CPD1F-128</td>\n",
" <td>C=C1C[C@@]23CC[C@@H]4C(C)(C)CCC[C@@]4(C)[C@@H]...</td>\n",
" <td>4</td>\n",
" <td>0.571429</td>\n",
" <td>74.0</td>\n",
" <td>262.0</td>\n",
" <td>0.452353</td>\n",
" <td>0.802295</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>ORG-5993</td>\n",
" <td>CPD1F-136</td>\n",
" <td>C=C1C[C@]23C[C@H]1CC[C@H]2[C@]1(C)CCC[C@@](C)(...</td>\n",
" <td>CPD1F-137</td>\n",
" <td>C=C1C[C@]23C[C@H]1CC[C@@H]2[C@@]12CC[C@H](O)[C...</td>\n",
" <td>6</td>\n",
" <td>0.560606</td>\n",
" <td>92.0</td>\n",
" <td>312.0</td>\n",
" <td>0.773418</td>\n",
" <td>0.727556</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>ORG-5993</td>\n",
" <td>CPD1F-136</td>\n",
" <td>C=C1C[C@]23C[C@H]1CC[C@H]2[C@]1(C)CCC[C@@](C)(...</td>\n",
" <td>CPD-638</td>\n",
" <td>C=C1C[C@]23C[C@@]1(O)CC[C@@H]2[C@@]12CCC[C@](C...</td>\n",
" <td>4</td>\n",
" <td>0.708333</td>\n",
" <td>101.0</td>\n",
" <td>224.0</td>\n",
" <td>0.529844</td>\n",
" <td>0.650542</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>ORG-5993</td>\n",
" <td>CPD1F-136</td>\n",
" <td>C=C1C[C@]23C[C@H]1CC[C@H]2[C@]1(C)CCC[C@@](C)(...</td>\n",
" <td>CPD-12332</td>\n",
" <td>C=C1C[C@]23C[C@H]1CC[C@H]2[C@@]12CC[C@H](O)[C@...</td>\n",
" <td>7</td>\n",
" <td>0.614286</td>\n",
" <td>96.0</td>\n",
" <td>320.0</td>\n",
" <td>0.663718</td>\n",
" <td>0.671158</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>400</th>\n",
" <td>TAX-9606</td>\n",
" <td>NICOTINE</td>\n",
" <td>C[NH+]1CCC[C@H]1c1cccnc1</td>\n",
" <td>CPD-3186</td>\n",
" <td>C[N+]1=CCC[C@H]1c1cccnc1</td>\n",
" <td>1</td>\n",
" <td>0.571429</td>\n",
" <td>38.0</td>\n",
" <td>246.0</td>\n",
" <td>0.193858</td>\n",
" <td>0.016107</td>\n",
" </tr>\n",
" <tr>\n",
" <th>401</th>\n",
" <td>TAX-9606</td>\n",
" <td>NICOTINE</td>\n",
" <td>C[NH+]1CCC[C@H]1c1cccnc1</td>\n",
" <td>CPD-2748</td>\n",
" <td>c1cncc([C@@H]2CCC[NH2+]2)c1</td>\n",
" <td>1</td>\n",
" <td>0.538462</td>\n",
" <td>34.0</td>\n",
" <td>78.0</td>\n",
" <td>0.409066</td>\n",
" <td>0.047430</td>\n",
" </tr>\n",
" <tr>\n",
" <th>402</th>\n",
" <td>TAX-9606</td>\n",
" <td>NICOTINE</td>\n",
" <td>C[NH+]1CCC[C@H]1c1cccnc1</td>\n",
" <td>CPD-2749</td>\n",
" <td>O=C1CC[C@@H](c2cccnc2)N1</td>\n",
" <td>2</td>\n",
" <td>0.595238</td>\n",
" <td>40.0</td>\n",
" <td>160.0</td>\n",
" <td>0.302529</td>\n",
" <td>0.203067</td>\n",
" </tr>\n",
" <tr>\n",
" <th>403</th>\n",
" <td>TAX-9606</td>\n",
" <td>NICOTINE</td>\n",
" <td>C[NH+]1CCC[C@H]1c1cccnc1</td>\n",
" <td>CPD-2743</td>\n",
" <td>C[N+]1([O-])CCC[C@H]1c1cccnc1</td>\n",
" <td>1</td>\n",
" <td>0.558140</td>\n",
" <td>36.0</td>\n",
" <td>136.0</td>\n",
" <td>0.576718</td>\n",
" <td>0.061678</td>\n",
" </tr>\n",
" <tr>\n",
" <th>404</th>\n",
" <td>TAX-9606</td>\n",
" <td>CPD-2748</td>\n",
" <td>c1cncc([C@@H]2CCC[NH2+]2)c1</td>\n",
" <td>CPD-2749</td>\n",
" <td>O=C1CC[C@@H](c2cccnc2)N1</td>\n",
" <td>1</td>\n",
" <td>0.564103</td>\n",
" <td>38.0</td>\n",
" <td>100.0</td>\n",
" <td>0.356183</td>\n",
" <td>0.155603</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>405 rows × 11 columns</p>\n",
"</div>"
],
"text/plain": [
" specie metabolite1 \\\n",
"0 ORG-5993 INDOLEYL-CPD \n",
"1 ORG-5993 CPD1F-136 \n",
"2 ORG-5993 CPD1F-136 \n",
"3 ORG-5993 CPD1F-136 \n",
"4 ORG-5993 CPD1F-136 \n",
".. ... ... \n",
"400 TAX-9606 NICOTINE \n",
"401 TAX-9606 NICOTINE \n",
"402 TAX-9606 NICOTINE \n",
"403 TAX-9606 NICOTINE \n",
"404 TAX-9606 CPD-2748 \n",
"\n",
" smiles1 metabolite2 \\\n",
"0 N#CCc1c[nH]c2ccccc12 INDOLE_ACETATE_AUXIN \n",
"1 C=C1C[C@]23C[C@H]1CC[C@H]2[C@]1(C)CCC[C@@](C)(... CPD1F-128 \n",
"2 C=C1C[C@]23C[C@H]1CC[C@H]2[C@]1(C)CCC[C@@](C)(... CPD1F-137 \n",
"3 C=C1C[C@]23C[C@H]1CC[C@H]2[C@]1(C)CCC[C@@](C)(... CPD-638 \n",
"4 C=C1C[C@]23C[C@H]1CC[C@H]2[C@]1(C)CCC[C@@](C)(... CPD-12332 \n",
".. ... ... \n",
"400 C[NH+]1CCC[C@H]1c1cccnc1 CPD-3186 \n",
"401 C[NH+]1CCC[C@H]1c1cccnc1 CPD-2748 \n",
"402 C[NH+]1CCC[C@H]1c1cccnc1 CPD-2749 \n",
"403 C[NH+]1CCC[C@H]1c1cccnc1 CPD-2743 \n",
"404 c1cncc([C@@H]2CCC[NH2+]2)c1 CPD-2749 \n",
"\n",
" smiles2 metabolic distance \\\n",
"0 O=C([O-])Cc1c[nH]c2ccccc12 1 \n",
"1 C=C1C[C@@]23CC[C@@H]4C(C)(C)CCC[C@@]4(C)[C@@H]... 4 \n",
"2 C=C1C[C@]23C[C@H]1CC[C@@H]2[C@@]12CC[C@H](O)[C... 6 \n",
"3 C=C1C[C@]23C[C@@]1(O)CC[C@@H]2[C@@]12CCC[C@](C... 4 \n",
"4 C=C1C[C@]23C[C@H]1CC[C@H]2[C@@]12CC[C@H](O)[C@... 7 \n",
".. ... ... \n",
"400 C[N+]1=CCC[C@H]1c1cccnc1 1 \n",
"401 c1cncc([C@@H]2CCC[NH2+]2)c1 1 \n",
"402 O=C1CC[C@@H](c2cccnc2)N1 2 \n",
"403 C[N+]1([O-])CCC[C@H]1c1cccnc1 1 \n",
"404 O=C1CC[C@@H](c2cccnc2)N1 1 \n",
"\n",
" tanimoto distance cFP edit distance bFP edit distance \\\n",
"0 0.500000 30.0 134.0 \n",
"1 0.571429 74.0 262.0 \n",
"2 0.560606 92.0 312.0 \n",
"3 0.708333 101.0 224.0 \n",
"4 0.614286 96.0 320.0 \n",
".. ... ... ... \n",
"400 0.571429 38.0 246.0 \n",
"401 0.538462 34.0 78.0 \n",
"402 0.595238 40.0 160.0 \n",
"403 0.558140 36.0 136.0 \n",
"404 0.564103 38.0 100.0 \n",
"\n",
" mordred distance POM distance \n",
"0 0.304507 0.381891 \n",
"1 0.452353 0.802295 \n",
"2 0.773418 0.727556 \n",
"3 0.529844 0.650542 \n",
"4 0.663718 0.671158 \n",
".. ... ... \n",
"400 0.193858 0.016107 \n",
"401 0.409066 0.047430 \n",
"402 0.302529 0.203067 \n",
"403 0.576718 0.061678 \n",
"404 0.356183 0.155603 \n",
"\n",
"[405 rows x 11 columns]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"distance_df = pd.read_csv('./data/metabolite_distance.csv')\n",
"distance_df"
]
},
{
"cell_type": "markdown",
"id": "596d3719",
"metadata": {},
"source": [
"# Figure 2"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "2837a618",
"metadata": {},
"outputs": [],
"source": [
"def _get_resampled_distance_df(distance_df, resample_key, number_of_resample=10, random_state=3):\n",
" n_sample_per_bin = [len(df) for _, df in distance_df.groupby(resample_key)]\n",
" resampled_distance_df = [df.sample(n=number_of_resample, replace=True, random_state=random_state) for df_idx, df in distance_df.groupby(resample_key)]\n",
" resampled_distance_df = pd.concat(resampled_distance_df)\n",
" return resampled_distance_df\n",
"\n",
"def _draw_corr(x, y, distance_df, color=\"seagreen\"):\n",
" boxplot_alpha = 0.2\n",
" sns.boxplot(\n",
" x=x,\n",
" y=y,\n",
" data=distance_df,\n",
" color=\"gray\",\n",
" boxprops=dict(alpha=boxplot_alpha),\n",
" capprops=dict(alpha=boxplot_alpha),\n",
" whiskerprops=dict(alpha=boxplot_alpha),\n",
" medianprops=dict(alpha=boxplot_alpha),\n",
" showfliers=False,\n",
" )\n",
" sns.stripplot(x=x, y=y, data=distance_df, alpha=0.5, color=color)\n",
" y_data = distance_df[y]\n",
" x_data = distance_df[x] - 1\n",
" sns.regplot(x=x_data, y=y_data, color=color, scatter=False)\n",
" r, p = scipy.stats.pearsonr(distance_df[x], distance_df[y])\n",
" title = f\"{y}\\nR={r:.2f}, p={p:.2e}\"\n",
" plt.title(title, fontsize=16)\n",
" plt.xlabel(x, fontsize=16)\n",
" plt.ylabel(y, fontsize=16)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "5c4ff4bb",
"metadata": {},
"outputs": [
{
"data": {
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atVI//fSTW91vv/2mYmNjFaBWrVrlVteQ985K1W6cq8lDDz2kANWlSxeVnp7uKi8tLVVXXXWVqz9PPfVUrY5bGZtYs2aNx7EyMzPVli1b3Moq77lPbr+qVatWqf3793uU79692/U+b9iwwa2u6jVYr1693GIL5eXlasSIEQpQt99+u9t+JSUlKi4uTgFq8uTJqri42K2+oKBALVu2zK3s+uuvV4C68sorVWZmplvdK6+8ogDVqVMnt+tKcW6RQLoQdeBtwC4oKFCLFy92DZRt2rRx3ezPmzfP9YFfNXBbk4EDBypATZs2za28aiBdKaUGDRqkNE1z3UAvWbLEFSRWStUrkP7zzz8rQAUEBLgFCCotXLiwThcDGzduVIAaO3ZsrftQm0B6TSoD1SdfoFUO6rGxsW7BjUrPPfecAtTUqVPdyseNG6cAdc8999Tq+O+8845r4PWmuLhYRUVFKYPB4PXLACGEONfUJpBekwsvvFAB6o8//nArrxyX+vTp4xFkV0qpO+64QwHq6aefdis/VSBd0zSvgdp7771XASowMNDjxksppcaMGaMA9eGHH7rKysvLVWBgoALU119/7bFPaWmpio6OVoD65JNP3OpO9b5VBuGvueYar/V33323AtRll13mtd6bjh07KkC98847HnXl5eUqJiamToH08847TwG1Hg9PN8Dwww8/KEBNmDDBrbxqIN3b7+HYsWMKUEajUVksFlf5okWLFKBat27tcXPuTW5urvLz81Mmk0kdOXLE6zZ33nmnAtQbb7xRx7MTQoimV9fPRaXcv/iu7udkdb0vP5UBAwYoQH3xxRde6+fPn68ANX78eFdZQ987K3V641xZWZkKCgpSgPr+++896o8dO6ZMJlOdAun+/v4qJCSk1n2oTSC9Ju+9954C1MMPP+xWXvUabNu2bR77/fLLLwpQiYmJbuWvvvqqAlTPnj1rFfjeuXOn0jRNtWnTRhUVFXndZvTo0QpQ33zzTR3OTLQkktpFiHqYMmWK6xGnqjp06MCXX35JQEBAvdtWStVqu6lTp7J27VpmzZrFzJkzXYuPnk5al8q8qiNHjiQiIsKj/qqrriIkJITCwsJatdelSxeCgoL47rvv+Ne//sX1119PQkJCvftX1dGjR1m8eDG7d++msLDQlXf2jz/+AGDPnj2MHj3aY79LLrkEf39/j/KuXbsCuOWitdvtrhyyt99+e636tXjxYgAmTZrktT4wMJC+ffvy3Xff8euvv3L55ZfXql0hhDjX7du3jyVLlrBv3z6Ki4ux2+0AZGZmAs7P/fPOO89jvyuvvNJrGg9vn/u1ER8f75bOq1KnTp0A6NOnD1FRUdXWHz161FW2adMmSkpKCA8P95rOzd/fn+uuu47XXnuNlStX1ulR+Mox3Vu+U4BbbrmFN998kzVr1mC329Hr9TW2l56ezr59+wC48cYbPepNJhMTJ07k9ddfr3Uf+/fvz86dO7nhhht4/PHHGThwIAbD6d+emM1mli5dyq+//kpWVhZmsxmllGv9mery6hsMBq8pVWJiYggLCyM/P5/c3FxX+pwlS5YAcP3117ul16nOypUrKS8v55JLLqFt27Zet0lOTubtt99m3bp13H333bU6XyGEaC7q+rlY1cnpTGqjIe7Lc3Jy2LhxI35+fl7HYsCVo3zdunWusoa+dz5dW7Zsobi4mFatWlU7ll1++eV8/fXXtW6zf//+rFq1ismTJ3PffffRq1cvdLrTX2qxpKSE77//nq1bt5KTk4PFYgHg2LFjQPXjdHx8PD169PAor+6arvLv8ZZbbjnldQ7Ad999h1KKUaNGERQU5HWb5ORkvvvuO9atW8eVV155yjZFyyOBdCHqYdCgQa6c3ZULdw0cOJCRI0e63QC2atXK9d+ZmZnEx8efsu2srCwAIiMja9xu4sSJ3HfffXz44Yfcc889fPXVV3Tq1IkhQ4bU55QAOHLkCEC1we7Khbi2b99eq/aCgoKYNWsWU6ZM4YknnuCJJ56gdevWrveqPhdY4Fy85F//+hdWq7XabSrz4p2sut9BcHAwgNsCrrm5uZSWlgK4Fqw5lQMHDgDOfPc33XRTjdtmZ2fXqk0hhDiX2e127r77bt57770av2xuiM/92qiuvcrxrLr6yhuyqservOGr6UvmDh06uG1bW6dqu7LdiooKcnNzvQb/q6q8RmjVqlW1Y3ddvyx/9tln+e233/j+++/5/vvv8fPzo3fv3iQnJ3PDDTe4bozr4pdffmHSpEk1LqpW3d9K69atPdZJqRQcHEx+fr7b769ywdfa5q6tvEZYvnx5tTnaK8k1ghDibFTXz8WqBg8e7Lb4Zm3U9r68JqmpqSilKC8vP2VO9aqfzQ1973y6Kvtzco7wquo6Tr/99ttceeWVfPTRR3z00UcEBQXRr18/hg8fzk033VSr+MbJvvnmG6ZMmUJubm6129T3mu7kReTrO05/8MEHfPDBBzVuK+P0uUsC6ULUw6233lrtDK+qevXqhaZpKKXYsGHDKQea7OxsUlNTAeeMtpoEBgYyYcIEZs2a5VoI09u38U1t/PjxXHrppXz99desWbOGtWvXsnDhQhYuXMiTTz7JsmXL6N69e63bW7BgATNmzCAwMJA333yT4cOH06ZNG/z8/NA0jccff5xnn3222mBLQ3yDXhOHwwE4ZyZER0fXuG27du0atS9CCNESvPbaa7z77rvExMTw8ssvc9FFFxEdHY3JZAKcs94+/fTTM/a5f6r2GnucaUliYmLYtGkTP/30Ez/++CNr1651Lfz9f//3fzz77LM8+uijtW6vrKyMcePGkZmZyZQpU5g2bRodO3YkODgYvV7P3r17SUpKavJrhI4dOzJo0KAat61PEEoIIc41tb0vr0nlZ3NgYCDjx49vgF61HF27dmXPnj0sXbqUFStWsG7dOtasWcOKFSt4+umn+eCDD7w+pVad9PR0Jk2aRHl5OY888gg33HAD7du3JzAwEJ1Ox9KlSxkxYkSTj9M9e/b0OvO9qpMXHxfnDgmkC9GIwsPDGTJkCKtXr2bOnDlMmDChxu0/+ugjwDlrrfLxsZpMnTqVWbNm8c0336DX60lJSTmt/lY+Znzw4MFqt6n8VrcuQkJC3GZop6WluWbR33333fz000+1bmv+/PkA/Otf//KabuXPP/+sc/+qExERgb+/P2VlZezZs8fro/wni4uLY/fu3dxyyy1ce+21DdYXIYQ4V1V+7r/33nuMHTvWo74hP/fPtMpxt/JLdG8qZ0dVlwqkprb379/PgQMHvI5fle2aTCbCw8Nr3decnBxKSkq8zkqv6fqhOpqmkZyc7LruqaioYPbs2dx11108/vjjXHvtta7Z86eyevVqMjMz6d27tyvlXVUN/bdSOUFi9+7dtdo+Li4OcD7lVtdZl0IIcTao6+dic1D52axpGv/73/9qHaxtrHvn+qpNf+ozThsMBkaPHu1Km1pUVMTLL7/MzJkz+etf/8rVV19d69S233zzDeXl5Vx99dU8//zzHvWNMU7v2rWL3bt3c+mll55y+8q/hUGDBvHmm282aF9EyyFTZoRoZI8//jgA3377LV999VW126WlpfHMM88AcPfdd7seT6rJ4MGD6du3LxEREVxzzTW0adPmtPo6dOhQwJlLLC8vz6P+66+/pqCg4LSOAc4BaubMmQBs27bNrc7X1xfAlfP8ZJX98jabOysry5XTvCHo9Xouu+wyAN5///1a7TNq1CjgROBHCCFEzU7nc/+PP/7wGEfOJn379iUwMJC8vDyvOUvLy8uZN28eAMOGDXOrO9X7VhmYri5gWxloHjJkSK0ef4+NjSUxMRGAuXPnetSbzWY+//zzU7ZzKiaTiTvuuIMLLrgAh8PBb7/95qqr7d9KdU8Afvzxx6fdv6oqc9B++umnrlRwNbnkkkvw9fVl1apVrlR+QgjRktT1c7E5aNOmDRdccAHFxcWunNq10Rj3zqca52rSp08fAgMDycnJYenSpR71mZmZXsvrKjg4mBkzZhAaGkpZWRl79+511Z3ONZ1Syuv1xemo/Hv83//+51pbpyaV9/Jff/11nVP/iXOHBNKFaGQjRozgnnvuAeAvf/kLs2fP9nhUacOGDQwbNoz8/Hz69u3LU089Vev2f/31V3JychokcDtkyBB69+5NSUkJd911l1uOsbS0NB566KE6tbd161Y+++wzysvLPeq++eYbwHMQjY2NBU4sGnqyynyp//nPf1yLkgAUFhaSkpLS4Iu5/OMf/8BgMPDmm2/y9ttve/zuDh06xObNm12vb7/9dtq1a8fnn3/Oo48+6lrYrKqMjIxaB+aFEKKlq+3n/ltvveV65BacC1JNnjy5XjebzYXJZOKuu+4C4G9/+5vbzDWr1cp9991HRkYGCQkJHk85nep9u++++zAYDCxatMgjgLx06VLee+89gDqN7ffffz8AM2bMcJttaLfbeeihh9wWUq2Nl156yWsu8927d7tmpVW9Tqg85507d3ptr/JvZfny5R7b/Oc//+Gzzz6rU/9OZezYsfTq1YujR48yYcIEj3yvFRUVfP/9967X0dHR3HPPPZSWljJmzBh27Njh0abZbObrr78+q2ZzCiFEpbp+LjYXlRPapkyZ4rpPraoyVWvVQHRD3zvDqce5mvj5+bme2H7ggQdcC3eC84v5adOmeb0vr05ZWRkvv/yy11zga9asoaCgAL1e7+pz1f6f6pruiy++cOuf3W7nySefdFvMtSHceuutxMbGsnXrVm677TaPL3eKior48ccfXa979erF+PHjSUtL45prrvE6g7+0tJRPPvnEtdi9OPdIahchzoDXXnsNf39/XnzxRdfCm/369cNoNLJr1y7XbKsRI0bw2WefnXKRk8b00UcfkZyczLx581i9ejWDBw+mrKyMFStWcMEFF9CqVSvWr19fq7YOHTrEdddd51o8LC4uDpvNxo4dO9izZw++vr688MILbvuMHz+eWbNm8cgjj/Djjz8SFRWFpmlMnTqViy66iPvvv585c+bw3XffkZiYyMCBA7Farfz000/4+/szdepUr49z11e/fv344IMPuPXWW7nrrrt44YUX6NevHw6HgwMHDrB9+3aefPJJV077gIAAFi9ezJVXXskLL7zAf/7zHy644AJiY2Nd39jv2rWLqKgobrvttgbrpxBCnK3Gjx/PypUrufHGG7n88ssJCwsD4OGHHyYpKYnHH3+cJUuW8P7777Ny5Up69+5NUVERP/30E4mJiVx99dUsXLiwic+i/mbOnMmmTZtYvnw5Xbt2ZdiwYQQFBbF+/XoOHz5MREQEn3/+uWuWV6VTvW/du3fnrbfeYtq0adx000288sordOnShUOHDrFu3TqUUsyYMYPLL7+81n296667WLZsGd988w09evRg2LBhhIWFsWHDBo4dO8a0adN45513at3eM888w8MPP0yXLl3o2rUrfn5+HD16lJ9//hmbzcbkyZPp3bu3a/uBAwfSpk0btm7dSu/evenevTs+Pj4kJSXx8MMP06tXL6666iq++uorevXqRXJyMuHh4Wzbto09e/bw+OOP869//avW/TsVnU7HwoULGTFiBN9//z3x8fEMHjyYiIgI0tPT2b59O6GhoW434s899xzHjh1j7ty5rhysiYmJGAwGjhw5wrZt2ygtLeX777+XPOlCiLNOfT4Xm4MxY8bw2muv8be//Y2xY8fSsWNHkpKSCAkJITs7m+3bt5OVlcWjjz7qNm425L0znHqcO5Wnn36an3/+mY0bN9K5c2eGDRuGyWRizZo1WK1WJk+ezJw5c2rVF4vFwt/+9jcefvhhunfvTqdOnfDx8eHgwYP88ssvgHPSWWRkpGufESNGEBAQwKJFixg8eDCdOnVCr9czaNAgpkyZwpgxY+jTpw+bN2+mc+fODB06lICAADZs2MDRo0d59NFHvaZ8qa/AwEC+/vprRo8ezaxZs1i4cCGDBg0iMDCQtLQ0tm7dSv/+/d3SvsyaNYuCggK+//57kpKS6NGjBwkJCSilOHjwINu3b8disbBr165TrokmWiglhKi1du3aKUDNmjWrXvv//vvv6q677lJdunRRgYGBymg0qri4ODVp0iT17bff1rgvoACVlpZWq2OtXLlSAapDhw517uehQ4fUzTffrKKjo5Wvr69KTExUjz76qCotLVVDhw5VgFq5cqXbPikpKR7vzbFjx9Rzzz2nRo8erRISEpS/v78KDg5W5513nrrrrrvU7t27vR7//fffV71791b+/v6u867abmpqqrrhhhtUfHy8MhqNql27duqOO+5QGRkZ6qmnnlKAeuqpp9zarK785Pdr6NChXuv/+OMPdcstt6iEhARlNBpVSEiIOu+889Tdd9+t/vjjD4/ti4qK1AsvvKAuvPBCFRoaqnx8fFTr1q1Vv3791MMPP6zWrVvn9ThCCHGusdvt6tlnn1Xnn3++MplMrs/9quPMb7/9psaOHatat26tTCaT6tSpk3rkkUdUUVGR1/FHKe/jUlWzZs1SgEpJSalV+anGier2q1TTOGS1WtXbb7+tBg4cqIKCgpSvr6/q0KGDuueee9SRI0e8tleb900ppX755Rd17bXXqpiYGGUwGFRERIS64oor1NKlS722eypWq1X9+9//Vuedd54yGo0qIiJCXXXVVWrbtm11fu8+/vhjNWXKFNWtWzcVHh7uGtNHjRqlFi5cqBwOh8fxd+zYocaOHasiIyOVTqfzaNdisagXX3xRde/eXfn7+6vw8HB1+eWXq6VLl6rU1FQFqHbt2rm1WV15VZXXgKmpqR51xcXF6vnnn1f9+vVTQUFBrvMYO3asmjdvntf2vvvuO3XNNdeotm3bKh8fHxUaGqq6du2qrrvuOjV37lxVWlpabV+EEKK5q8vnYuV4Xd346c3p3pdXZ8eOHer2229XnTp1UiaTSfn7+6vExEQ1YsQI9frrr6v09HSPfRrq3rlqH2oa506ltLRUTZ8+XXXo0EH5+vqq6OhodcMNN6jU1NRqr0W8jd9Wq1W9++676i9/+Yvq0qWLCgkJUX5+fqpDhw5q/Pjxavny5V6Pv3r1anXppZeqsLAwV/+rtltcXKwef/xxlZSUpEwmk4qKilLjxo1TmzZtqvZ64VTXYEqdiJd4k52drZ544gnVvXt3FRAQoPz8/FRiYqKaNGmSWrJkicf2drtdzZ07V40ePVpFR0crHx8fFRERobp166amTJmiFi5cqCwWS7V9ES2bplQ1y+EKIYQQQgghhBBCCCGEEEJypAshhBBCCCGEEEIIIYQQNZFAuhBCCCGEEEIIIYQQQghRAwmkCyGEEEIIIYQQQgghhBA1kEC6EEIIIYQQQgghhBBCCFEDCaQLIYQQQgghhBBCCCGEEDWQQLoQQgghhBBCCCGEEEIIUQMJpItmpX379mia5vZjNBqJjY3lqquu4ttvvz2j/fn8889JTk4mLCyMgIAAevTowQsvvIDVaq1Xe2VlZTz77LP07NmTgIAAgoKC6NevH2+88QZ2u93rPjt37uT+++/n4osvJj4+Hn9/f/z8/OjYsSO33HILO3bsOJ1TbJZKS0uZO3cuf/vb30hOTiY4OBhN0+jYsWO92zx48KDH39bJP3//+9+97uvt77Lqz8CBA+vdr/qob3/27NnDG2+8wc0330z37t0xGAxomsYzzzxzRvsvhGiZWvoYXumrr75i7NixxMTE4OvrS1RUFBdddBFPP/20x7aNMZ41d41xzocPH+a9997jmmuuoV27dhiNRgIDA+nRowePP/442dnZtW6rpKSExMRE19/okSNH6t2vurLb7XzxxRc89thjXH755URERKBpGgaDocb9ioqKmD59OldccQUdOnQgJCQEX19f2rRpw1VXXcXixYvP0BkIIVqiljx+n+q+qfLH2xheafXq1Vx33XXExsZiNBpp1aoVffr04YEHHjjta4rmbvv27fj6+tZ7HG8p43dLOQ/RMDSllGrqTghRqX379hw6dIhBgwa5PqgLCwvZunUrhw4dAuCBBx7g5ZdfbvS+3H///bz22msYDAaGDx9OYGAgK1asoKCggMGDB7N06VL8/Pxq3V5eXh7Dhw9n+/btBAUFMXDgQPR6Pb/88gsFBQVcdtllfPvtt/j6+rrt99///pfbbruN6OhokpKSiImJoaysjB07dnDo0CEMBgNz5szhL3/5S0O/BU1m27Zt9OrVy6O8Q4cO7Nu3r15tHjx4kISEBAICArj22mu9bnPFFVcwYcIEj/LKv8vx48cTGBjotV/Tp0+vV7/qo779qfybPtk///lPnnjiiUbpqxDi3NGSx3AAi8XCjTfeyOeff46fnx8XXngh0dHRZGRk8Mcff2C328nJyXHbpzHGs+auMc558ODBrF27FoPBQK9evUhMTCQvL48NGzZQVFREZGQkS5cupWfPnqdsa9q0abz33ntU3gKlpaURGxtbr37VVUFBAWFhYR7ler0em81W7X779u2jU6dOBAYG0q1bN1q3bo1Op2Pfvn1s374dgDvvvJO33nqr0fouhGi5WvL4/dBDD3mMzZXy8vL45ptvAGewfMiQIW71SikeeOABXnvtNXx8fBgwYABxcXHk5OSwa9cujhw5QnFxsdf7sZbAYrHQr18/duzYgVKqXuN4Sxm/W8p5iAaihGhG2rVrpwA1a9Yst3Kr1aruvvtuBShAbdy4sVH7sXDhQgWowMBAtXnzZld5dna26t69uwLU3/72tzq1OWHCBAWobt26qcOHD7vKMzIyVP/+/RWgHn/8cY/9UlNT1a5duzzK7Xa7evHFFxWg/P39VV5eXp3605zt27dPTZkyRb3xxhvq559/Vt9++60CVIcOHerdZmpqqgJUu3bt6rxv5d9lampqvY/fkOrbn/fff1899NBD6pNPPlG7du1SN910kwLUP//5z8bpqBDinNKSx3CllJo8ebIC1Lhx41R2drZbnd1uV+vXr/fYpzHGs+auMc554sSJ6pVXXlE5OTlu5VlZWSo5OVkBqlOnTspms9XYztKlSxXg9veYlpZW737VVUlJibrhhhvUSy+9pFasWKG2bdumAKXX62vcr7i4WK1fv15ZrVaPuhUrVih/f38FqCVLljRW14UQLVhLH7+r8/zzzytAde7c2Wv9k08+qQB10UUXqYMHD3rUb9y40evnckvxj3/8w23MrM843lLG75ZyHqJhSCBdNCvVDeJKKVVeXq6Cg4MVoKZPn96o/ejXr58C1DPPPONRt2bNGgUoo9GoCgoKatVeenq60jRNAWrlypUe9du3b1eA8vPzU0VFRXXqa2JiogLU119/Xaf9ziYrV66UQHoVDdWflJQUCaQLIRpMSx3DlVLqxx9/dH0ZbrFY6t23hhjPzjaNfc5paWmum9E1a9ZUu11hYaGKi4tTCQkJqqSkpFncwFZem5wqkH4qU6dOVYB68MEHG6hnQohzSUsev2uSlJSkAPXcc8951O3evVsZDAYVHR2t8vPzG+R4Z5ONGzcqvV6vJkyY0Gjj+Nk8flfVUs5D1J7kSBdnDZPJRKdOnQDIzMxstOOkp6fz66+/AnD99dd71A8ePJi4uDjMZjPfffddrdrctGkTSil8fX25+OKLPeovuOACIiMjKS8vr3WblSrzahqNxjrtV53Zs2ejaRo333wzubm53HXXXcTHx2M0GmnXrh0PPPAA+fn5DXKsc0F5eTn//ve/GThwIKGhoZhMJpKSknjkkUfIzc1t6u4JIcQZcTaP4QBvvPEG4Hzk3MfHp2E62wjOxTE8NjaWVq1aAc7Ho6tz//33c+TIEf773/8SEBBQq7aPHj3Kgw8+SNeuXfH393etbfPmm2/WmIrlTGvoa0EhhKh0to/f1Vm7di179uzBYDCQkpLiUf/OO+9gs9m47bbbCA0NPe3jnUpzGr8rKipISUkhLCyMN998s9GO01LG78Y8D9E81byyjRDNTFFREQDR0dGNdoytW7cCEB4eTkJCgtdt+vbtS1paGlu3bq1VbvKSkhIAQkND0em8f3/VqlUrsrOz2bx5M5MmTapVX//zn/+wd+9eoqKiGnzBy/z8fAYMGEBubi7JyclomsaqVat49dVX+f7771mzZg2RkZENeswzobS0lOeee46DBw/i4+NDhw4dGDVqFElJSafcd9asWeTl5WGz2WjTpg1Dhw71+sVIpaNHjzJy5Eh27NhBeHg4/fr1IygoiC1btvDiiy/y+eefs2rVKtq1a1evc6lrf4QQoimdrWO43W5n+fLlAFx88cVkZGQwb9489uzZg9FopFevXtWuWdFUWuoY7k1OTo4ruNC6dWuv2yxevJhZs2Zx++23M3z48Fq1u3r1asaNG0d+fj7t27fnsssuw2w2s3HjRu655x6++eYbvv322yb/YuXXX3/ls88+Q9M0xowZ06R9EUK0TGfr+F2T//3vfwCMHj2amJgYj/offvgBcI77BQUFfPbZZ/z222/odDq6devG+PHjXcHThtQcxu/p06eza9cu5s6dS1RUFDt37myU47SU8buxzkM0Y009JV6Iqmp6rGznzp1Kr9crQP36668e9ZWPHNX1JyUlxa2d119/XQGqZ8+e1fbz3nvvVYC69tpra3Vey5Ytcx2vuLjYo95ut7vyW1bXZmlpqUpJSVEpKSlq3LhxqmPHjgpQ0dHRavXq1bXqR23MmjXL1deBAweq3NxcV11+fr666KKLFKCuu+46j30rf391/TmVhkzt4u1H0zR14403ev3dnOq8+vXrp/7880+PfRwOhxo0aJAC1C233OKWssdqtaq//e1vClDDhg2r87nUpz/eSGoXIURDaqlj+N69e13HmzNnjgoMDPToR2RkpFq+fPkp22rsNCctdQyvyaOPPqoA1bp1a2U2mz3q8/LyVOvWrVVcXJwqLCx0lVf239sj1ceOHVMRERFK0zT19ttvK7vd7qrLyclRw4cPV4CaOXPmafW9Pqldpk+frlJSUtTEiRNdaRB8fX3VG2+8cVp9EUKcu1rq+F2dkpIS11j+1VdfedSbzWZXWtb33ntPRUVFefQ/MDBQffrpp6fVj6qay/i9du1apdPp1FVXXeUqa6xx/Gwevxv7PETzJjPSRbNXWFjIhg0buO+++7Db7TzxxBP07dvXY7uYmBivj2WdyuDBg91eFxcXA9T4uE3lrLPKb+dPZcCAAfj7+1NWVsZ///tf7r//frf6OXPmUFZWVmObFouFDz/80K0sMTGRDz74wGOF8YbyzjvvEB4e7nodGhrKu+++S48ePZg/fz4vvvii2wrT1157bbWrojc1o9HIbbfdxrXXXst5551HREQEqampLFiwgOeee46PP/6YrKwslixZgqZpbvteccUVDB48mP79+9O2bVsyMjJYs2YNTzzxBL/++ivJycls2bKFqKgo1z4//PADa9eupWfPnrz77ruux67B+Qj2Cy+8wA8//MDKlSv5/fff6datW63PpT79EUKIptASxvCqabhuueUWLrroIl566SW6dOnC/v37efzxx/nuu++46qqr2LJli+sR+KbWksbw6vz444+89NJLAPz73//G19fXY5u7776bY8eO8f333xMcHFyrdl999VVyc3O5++67mTZtmltdREQEc+bMISEhgTfffJPp06d7XDc0pq+//prt27e7XgcGBvLyyy8zderUM9YHIUTL1xLG7+rMnz+fkpISYmJiGD16tEd9Xl4eSinAOYZ07dqV+fPn07t3b44ePcpzzz3H7NmzufHGG2nbtm2D34s31fhdVlbGzTffTEhICO+8885pt1eTljJ+N9Z5iGauqSP5QlRV07eper1effzxx43eh3/9618KUIMGDap2m8cff1wB6vLLL691u9OnT1eAMplM6rXXXlNHjx5VmZmZ6v3331eBgYHKx8dHAWrkyJGnbCsjI0N99913asCAAQpQDz30UK37cSqV34b36NGj2m169+6tAPXJJ5802HFr0tiz2TZs2OCaabFw4cJa75ebm6vat2+vAHXfffe51VWuxF3TbO8777zTNdOhIdTUH29kRroQoiG11DF83bp1rvNo3769qqiocKu32WyqW7duClBTp06tsa0zNSP9XBjDf/vtNxUaGqoAdc8993jd5ssvv1SAmjJlikdd5e/U20ywyt9nTYuGnXfeeQpQe/bsqfc5nM5io4WFhWrjxo3q+uuvV4AaPnx4nResF0IIpVru+F2dyqeGH3nkEa/1R48edZ1/cHCwysrK8thm1KhRrs/ehtAcxu977rlHAerDDz90K2/ocbwljN9KNe55iOZNZqSLZmnQoEF07NgRgOzsbNasWUNxcTHTpk2jU6dO9O/fv9GOHRQUBDhzaVenMud5Xb5RfOqpp8jOzubdd9/lvvvu47777nPVXXzxxXTt2pX33nvP7dvn6kRHRzNq1CguueQSBgwYwEsvvcTQoUO58sora92fU6kuN11l3ZYtWzhy5EiDHa8p9e/fnzFjxrBo0SK++eYbxo0bV6v9wsPDuf/++7n//vv55ptvePXVV111Bw4cAJw55qZPn15jO9nZ2QDs3r2b5557zqN+8ODB3HrrrafVHyGEOFNa2hhe2SbAzTff7LGgo16v569//Sv33HMPP/74Y1273Cha+hi+e/duLr30UgoKCpgyZQqvvfaaxzY5OTlMmzaNNm3a8PLLL9ep/coxvDazDLOzs+ncuTOLFi1i0aJFHvW33nqrx8zLhhAcHEy/fv345JNPCA0N5e2332bmzJmumXFCCFFXLW389mbv3r2sXbsWoNoneaqO+9dcc43XnOR33nmnK2e5xWLxOhO5Pppq/F61ahVvvvkmo0ePZvLkyQ3efqWWMn439nmI5k0C6aJZuvXWW7n55ptdrwsLC7n66qtZuXIlEydOZOfOnfj7+7vtU10Q8lRODlK2b98eqHnF5cq6ym1rQ6/X884773DnnXfy9ddfc/jwYQIDA0lOTuaKK67gxhtvBKB79+61btPX15cbbriBbdu2sXDhwgYNpNeGOv7IW6WHHnqoXo+VzZ49u4F6VH9du3Zl0aJFdb4w6dq1K4DHfg6HA3D+fXXo0KHGNs4//3wAMjIyPNL3VKpNIL2m/gghxJnS0sbw9u3bo2kaSikSExO9blNZfuzYsVq12RycrWP43r17GT58OFlZWUyePJn//ve/Xh/N/vnnn8nKyiI2NrbGL8gnTJiA0Wjk5ptvdv3dVo7h1157bY1pBsD5qDjAtm3bvI7hycnJjRJIr2rKlCm8/fbbLFy4UALpQoh6a2njtzeVi4wOHjyYpKQkr9sEBgYSGRlJdnb2Kcd9q9VKTk4Obdq0qXef6qoxxu9FixahlOLw4cMkJye7bVdQUABAenq6q+7VV1+lZ8+edTpeSxm/z8R5iOZNAunirBASEsJnn31Gly5dOHToEC+//DJPPPGE2zY1BSFPpeog3qtXL8CZEzU1NdXrt8KbNm0CoHfv3nU+Vvfu3T2C5Uop1zfjl112WZ3aqxwgsrKy6tyXmqSmplZbd/DgQQC33GwAX3zxBYcOHarzsZpDIL0yB27VGQins19cXBwAV111FQ899FCt2kpOTva4MKqr+p6HEEI0lrN9DA8MDCQpKYndu3dXe6NaWV6Zv7WptdQx/M8//2TYsGEcO3aMG2+8kVmzZqHT6Wrc58iRIzV+ufzLL78AuAUO4uLi+PPPP3n00Ue95gT2ZsaMGcyYMaNW2za0xroWFEKc28728ftkdrudOXPmAM41T2rSp08flixZcspxHxp27G/q8fv333+vdvuKigp++ukn4ERwvbZayvh9ps5DNG81/8aFaEYiIyNdA/dLL73k8eFdGYSs68/JA0hsbCz9+vUDYO7cuR79+Pnnn0lLS8NoNHpdnKQ+5s+fz+HDh7nwwgvp06dPnfZdvnw5AJ07d26QvlT67bff+O233zzK//jjD7Zs2YJOp+Piiy92qzt48GC9fgdNrbS0lG+++Qagzo8szps3z+t+o0aNAuDzzz8/o+dYXX+EEKIpne1j+IQJEwCqTd2ybNkyoPl89rbEMXz//v0MGzaMo0ePcuONN/Lhhx/WePM6bty4WvU7LS0NpZTbTXTlGD5//vxGO5+G1FjXgkIIcbaP31V99913HDt2jKCgINe4Xp3K+hUrVrhmOVdVOe4nJSU16AKSTTV+v/rqq9Vut3LlSgA6dOjgKqtL0LeljN9n8jxEM6eEaEYqFzqZNWuW1/qKigoVHx+vAPXEE080Wj8WLlyoABUYGKg2b97sKs/JyVHdu3dXgPrb3/7msd+CBQtUUlKS10VH0tPT1eHDhz3Kv/nmGxUcHKyMRqPavn27R/0rr7zidb/S0lL1z3/+UwHKYDCoHTt2eGxzqvfTm8qFTgB10UUXqby8PFddQUGBGjJkiALUhAkTat3m6artAidHjhxRSUlJKikpSR05csSt7r333vP6Ph44cEBdcsklClChoaEqOzvbrX7RokVq06ZNHvsVFRWp++67z/VeLVu2zK3ebrerfv36KUClpKR4XaQmLy9PvfPOO8pqtdZ4Xg3RH29ksVEhRENqyWN4dna2CgsLU4B699133eo+/fRTpWmaAtTixYtr7FtdFuySMfyEAwcOqLi4OAWom266Sdnt9tPuV+X75G2Rr7S0NBUaGqr0er166aWXlNls9tjmwIED6qOPPjqtPtR2sdFPPvnE69jvcDjUl19+qUJCQrz+bQohRG205PG7qnHjxilA3Xbbbafsi9lsVh06dFCA+sc//uE27qxYsUL5+/srQL311lse+7aU8bvSqcbxc2H8PtPnIZo3Se0izipGo5EZM2YwdepUXnvtNR544IFaLc5ZV+PGjePee+/l9ddfZ+DAgVxyySUEBASwfPlyCgoKGDRoEP/85z899issLGTPnj1UVFR41G3cuJFrrrmGHj16kJCQgI+PD7/99hu7d+8mMDCQRYsWccEFF3js9+qrr/Lggw/StWtXkpKSMJlMHDt2jO3bt5Ofn4/RaOT999+nW7duHvtWfnvu4+NT5/dg7Nix/P777yQmJjJs2DA0TWPVqlXk5eXRqVMn3nzzzTq3WRdXX321K9dsUVER4HwsauDAga5tbr31VrdHAq1WK3v27HH9d1Vvv/02d9xxB+effz6dO3fG19eX1NRUtm3bhtlsJiIiggULFtCqVSu3/VauXMlrr71GfHw83bt3JzQ0lKNHj7Jt2zby8/MxGAy89NJLXHrppW776XQ6Fi1axBVXXMGHH37IF198QY8ePYiPj8disXDgwAF27NiB3W7n5ptvxmCo3cdxffsDsGXLFu68807X6/379wPw3nvv8e2337rKFy5cSOvWrWvVHyGEqK2zeQxv1aoVn332GWPHjuWOO+7gjTfeoGvXruzfv5+tW7cCzsWlvc2Sq894BjKGVzV+/HjXTESofoG4hlrYMzY2lq+++orx48fz0EMP8cILL9CtWzdat25NYWEhu3btYv/+/QwYMMC1xk1t3XnnnWzZsgUAs9kMONMNVH1vrrjiCreFypcuXcoNN9xAbGwsF1xwAaGhoeTm5rJ7927X4/x33XUXt99+++meuhBCeDibx+9KWVlZLF68GDh1WhdwrkW2YMEChg0bxr/+9S/mzZtHz549SU9PZ+PGjTgcDlJSUpg2bZrHvmfz+F0f58L4fabPQzRzTR3JF6Kq2nx7a7PZ1HnnnacA9fe//71R+/PZZ5+piy++WAUHBys/Pz/VrVs39dxzz3n9ZlOpE98kt2vXzqPuzz//VCkpKapz584qMDBQ+fn5qaSkJPXAAw94fHNb1SeffKJSUlLU+eefryIiIpRer1fBwcGqV69e6qGHHlL79+/3ul9mZqbSNE1FRkaqoqKiWp9z5TlUzqL+61//qmJjY5Wvr6+Ki4tT9957r8rNza11e/VV+bdQ089TTz3ltk/lzC5ApaamutV98MEHauLEiapLly4qPDxcGQwGFRoaqvr166eeeuoplZmZ6bUfK1euVLfccovq1auXio6OVj4+PiogIEB17dpV3XHHHeq3336r8TwqKirUu+++q4YNG6YiIiKUwWBQUVFRqmfPnuquu+5SP/zwQ53el9PpT+VsglP9nPzeCSFEbbTkMbzSnj17VEpKimrbtq3y8fFRERERavTo0TV+ltdnPJMxPLXO7Z3qb+9klfvUNBMsMzNTTZ8+XfXu3VsFBQUpX19fFRsbqy666CL11FNPnfIawJuhQ4ee8jxSUlLc9vn555/Vvffeq/r27atiYmKUj4+P8vf3V507d1YpKSlqzZo1de6HEEJUOhfG75deekkB6vzzz69TX44eParuuusu1b59e+Xr66tCQ0PVsGHD1Keffup1+7N9/PbmVDPSz4Xxu6nOQzRPmlJnMLmhEOKM+eSTT7jxxht57bXXuPfee2u93+zZs5kyZQopKSnNYhFQIYQQ4lwjY7gQQghx9pHxW4iWTxYbFaKFWrp0KQkJCdxxxx1N3RUhhBBC1IGM4UIIIcTZR8ZvIVo+yZEuRAv14YcfNnUXhBBCCFEPMoYLIYQQZx8Zv4Vo+WRGuhBCCCGEEEIIIYQQQghRA8mRLoQQQgghhBBCCCGEEELUQGakCyGEEEIIIYQQQgghhBA1kEC6EEIIIYQQQgghhBBCCFEDCaQLIYQQQgghhBBCCCGEEDUwNHUHmguHw8HRo0cJCgpC07Sm7o4QQohzlFKK4uJi2rRpg04n33fXhozhQgghmgMZw+tGxm8hhBDNQV3GbwmkH3f06FHi4uKauhtCCCEEAGlpacTGxjZ1N84KMoYLIYRoTmQMrx0Zv4UQQjQntRm/JZB+XFBQEOB804KDg5u4N0IIIc5VRUVFxMXFucYlcWoyhgshhGgOZAyvGxm/hRBCNAd1Gb8lkH5c5aNkwcHBMogLIYRocvKIc+3JGC6EEKI5kTG8dmT8FkII0ZzUZvyWxG1CCCGEEEIIIYQQQgghRA0kkC6EEEIIIYQQQgghhBBC1EAC6UIIIYQQQgghhBBCCCFEDSSQLoQQQgghhBBCCCGEEELUQALpQgghhBBCCCGEEEIIIUQNJJAuhBBCCCGEEEIIIYQQQtRAAulCCCGEEEIIIYQQQgghRA0kkC6EEEIIIYQQQgghhBBC1EAC6UIIIYQQQgghhBBCCCFEDSSQLoQQQogGs3r1asaMGUObNm3QNI1Fixadcp9Vq1bRu3dvjEYjHTt2ZPbs2Y3eTyGEEEIIIYQQoi4kkC6EEEKIBlNaWkqPHj146623arV9amoqV1xxBcOGDWPbtm3cf//93Hrrrfzwww+N3FPg8G747n2Y+y/n/x/e3fjHFEIIIYQQQghxVjI0dQeEEEII0XKMGjWKUaNG1Xr7d999l4SEBP79738D0LVrV37++WdeeeUVRowY0aB9czgcJ16k7UZb9ZnrpcpKQ638FC15EsR18bq/TifzD4QQQgghhBDiXCV3hEIIIYRoMuvXr+fSSy91KxsxYgTr16+vdh+z2UxRUZHbz6k4HA4OHDjg+slZuZD8/Hzy8/PJy8vj0OFDHD50kOwVC9y2q/rjFogXQgghzmI1pWKzWq08+uijdO/enYCAANq0acPkyZM5evSoWxt5eXnccMMNBAcHExoayi233EJJSckZPhMhhBDizJFAuhBCCNFArHZbU3fhrJORkUF0dLRbWXR0NEVFRZSXl3vd59lnnyUkJMT1ExcXV+fj6otzvZeX5NW5LSGEEOJsU1MqtrKyMrZs2cL06dPZsmULCxYsYM+ePYwdO9ZtuxtuuIE//viDZcuW8e2337J69Wpuv/32M3UKQgghznUOG9gqzughJbWLEEIIcZqUUuSVFWFXdqICw5u6Oy3eY489xoMPPuh6XVRUdMpguk6nIzEx8URBYhJajnNmnVLKVRya0Jnwqtud1IYQQgjREtSUii0kJIRly5a5lb355pv079+fw4cPEx8fz65du1iyZAm//vorffv2BeCNN95g9OjRvPTSS7Rp06bRz0EIIcQ5ylYB5gKwFIMxDAymM3ZouSMUQgghToPNYSezOJdic2lTd+WsFBMTQ2ZmpltZZmYmwcHB+Pn5ed3HaDQSHBzs9lMbOp3uxE/3oWg6HZqmuX7Q6dC6X+y+XZUfIYQQ4lxVWFiIpmmEhoYCztRsoaGhriA6wKWXXopOp2PDhg1N1EshhBAtllLOwHnRYeePuchZdobJjHQhhBCiniqsFnJK87E57E3dlbPWhRdeyHfffedWtmzZMi688MLGPXB8Fxg6CX5fgyrIwhYaTXnHvoRVs9CoEEIIca6qqKjg0Ucf5S9/+Yvry+uMjAyioqLctjMYDISHh5ORkeG1HbPZjNlsdr2uzRonQgghznEOO5gLnTPQHU2fSlUC6UIIIUQ9FFWUkF9e7JYWREBJSQn79u1zvU5NTWXbtm2Eh4cTHx/PY489Rnp6OnPmzAHgjjvu4M033+SRRx5h6tSprFixgvnz57N48eLG72x8F+ePw0HRgQONfzwhhBDiLGO1Wpk4cSJKKd55553TauvZZ59l5syZDdQzIYQ4A3J3w7a34PAyqCgEYwi0uwx63gURMgGnUdmtYM4/PvPc0dS9cZFAuhBCCFEHDuUgt7SQUov3hTDPdZs2bWLYsGGu15W5zFNSUpg9ezbHjh3j8OHDrvqEhAQWL17MAw88wGuvvUZsbCz//e9/GTFixBnvuxBCCCFOqAyiHzp0iBUrVrilUouJiSErK8tte5vNRl5eHjExMV7bq88aJ0II0RAcjuoDsdXW5e1Gt+FfaEd+AtvxNJ62ctSfC1BluagBj0N4lxpTQEp6yHqwVUBFHlhKmronXkkgXQghhKglq91GVkkeVnvTP1LWXCUnJ9c4S3/27Nle99m6dWsj9koIIYQQdVEZRP/zzz9ZuXIlERERbvUXXnghBQUFbN68mT59+gCwYsUKHA4HAwYM8Nqm0WjEaDQ2et+FEKIqh8PBgWqePnU4HKSnp3uta53zLW2zNmCylAAnUnkqWzHmw7+QXjGLY62upG3bttUGzBMTEyWYXlvWcqjIBWtZU/ekRhJIF0IIIWqh1FJObmkhjhoeK7M7HCilnAtXCiGEEEI0UzWlYmvdujXXXnstW7Zs4dtvv8Vut7vynoeHh+Pr60vXrl0ZOXIkt912G++++y5Wq5W7776b6667jjZt2jTVaQkhRLWys7M9ypRS5Ofne90+qvgYmq0UpexA1YlCdjRbKfbiDPL1+RiNRq/3f5GRkQ3U8xbOWgrleWA7O574lkC6EEIIUQOlFPnlxRRV1PxoWX5ZEa+s/oTLky7kxj6jz1DvhBBCCCHqrqZUbDNmzODrr78GoGfPnm77rVy5kuTkZAA++eQT7r77bi655BJ0Oh3jx4/n9ddfPyP9F0KI+oiNjfUIesfGxnrdNuDAn/js24q+zIKmqsxI1/T4+IcTk3gBQYl9PWacK6U4cuRIw3e+JVEKLEVQkQ92y+m1VZ4L5TlnLGd9swykr169mhdffJHNmzdz7NgxFi5cyLhx42rcx2w28/TTT/Pxxx+TkZFB69atefLJJ5k6deqZ6bQQQogWx+5wkF2SR4Wt5sH992P7eGnVR+SXF/NHxgG6t+5Ijzadz1AvhRBCCCHq5lSp2GqzmHp4eDhz585tyG4JIUSj0jTNI/BdXeoVe8yF2HI2oLfko1VJN6L0JmyhXbHHXIjB4BlWrSkf+znPYQdzIZgLwHEa6VKVA45tgL3z4dCP0HYQTFzRYN2sSbMMpJeWltKjRw+mTp3KNddcU6t9Jk6cSGZmJh988AEdO3bk2LFj8scrhBCi3iw2K1kledgc9mq3cSgHC35bwSdbvsdx/IbT5rCzdM96CaQLIYQQQgghxFnKFtyR0m73o/aGYsxYg2YtRPmEYI4ZQlnnm7EFd2zqLp497FYw5zuD6LX4orZaZZmwbiYc+QlUlUB82kp4IxgM/hAQA22HQM+7GmWWerMMpI8aNYpRo0bVevslS5bw008/ceDAAcLDwwFo3759I/VOCCFES1dqKSentKDG2VhFFaW8tuZTNqXtdJX56Aw8PGwyE3tedia6KYQQQgghhBCikdiCO1LU95mm7sbZy1YBFXlgqTlNKjhn8ntdj8xhw572E/p9C9DSV6Hzdouu4TyGtQxsFlTF1zhKs7H3ewwVluT1yQFwPo1Q18Vgm2Ugva6+/vpr+vbtywsvvMBHH31EQEAAY8eO5Z///Cd+fn5N3T0hhBBnkfyyIgpPkQ99b/YhXlgxh+zSEwvTRAWG8+TltzEksVdjd1EIIYQQQgghhGie6riAqMPh4MDhoxzLOOYq01fk4J+zDr/sX9BbCwFo66fHV2cHDU4OfysUKAcOSxFlFrCUrGHHQT27DIPo3Lkzer3e47hxcXEkJibW6dRaRCD9wIED/Pzzz5hMJhYuXEhOTg533nknubm5zJo1y+s+ZrMZs9nsel1UVHSmuiuEEKIZcigH2SUFlFsrqt1GKcXiXT8za+PXbilf+sWdz/0X/4WooPAz0VUhhBBCCCGEEKL5UOpE/vP6LiDqsGLK/w3/7LUYi/Z4VOs1B2gaDnRomp2qy8ZqgAI0nFPWfZQZP1Vcv37UoEUE0h0OB5qm8cknnxASEgLAyy+/zLXXXsvbb7/tdVb6s88+y8yZM890V4UQQjRDVruNrJI8rPbqFzwps1Tw5s+fsfbgdleZTtNxU5/RjOuejE6r2yNhQgghhBBCCCHEWc1hg4oCsBQ6FxOtB13RARIzPychdRGaucBZGHiiXukMqNhhaAX70FXkolMOsJUCVfO8aM7/6QwE+QehfIPpc8FIep4/VVK7nKx169a0bdvWFUQH6Nq1K0opjhw5QqdOnTz2eeyxx3jwwQddr4uKioiLizsj/RVCCNF8lFkqyCkt8J6P7biDeUd5fsWHHC3KdpWF+QXz8LDJnB9Tt0fBhBBCCCGEEEKIs5rN7FxA1FJcvwVErWVwcAnsnQ9ZW0+kaqk6zTwkATpNgI7jwC8Cds+D7W8599X5gMNK5Tx00EDTwCcAdBpaVA907YfjYzKd5om6axGB9EGDBvH5559TUlJCYKDzK4u9e/ei0+mIjY31uo/RaMRoNJ7JbgohhGhmCsqLKSiv+XGvH/du5L31X2CpMlv9gtad+FvyjYT6BTV2F4UQQgghhBBCiObBWgoV+c5gdn3k/A57P4cD34LVy9pkehO0HwlJEyCqjzM4XqnLdc7/3z0XyrKds+F1etAZnEF1vQkCYqDtYOh5F0R0qV8fa9AsA+klJSXs27fP9To1NZVt27YRHh5OfHw8jz32GOnp6cyZMweA66+/nn/+859MmTKFmTNnkpOTw8MPP8zUqVNlsVEhhBAeapMP3Wyz8N76BSz/c6OrTENjQo9Lua7XCPR1fARMCCGEEEIIIYQ46ygFliJnAL0++c/NRXDgG9j7BeTt9L5NeFfoPAESx4AxuPq2ulx3IqAOYAoH/1Z171M9NctA+qZNmxg2bJjrdWUKlpSUFGbPns2xY8c4fPiwqz4wMJBly5Zxzz330LdvXyIiIpg4cSLPPPPMGe+7EEKI5s1is5Jdml9jPvT0wiyeX/Ehh/JPrBoeZAzgwaHX0zu2KwBHCjJZm7qN/bnp5JcXk12ST4mlDLvDgU7TCPML5tJO/ZnU63ISIto2+nkJIYQQQgghhBANxmF3Lh5qLqh7/nOlIHOzc/b5wSVg9zKJzSfAGTjvPAFadWuIHje6ZhlIT05ORtWQX2f27NkeZV26dGHZsmWN2CshhBBnu1JLObmlhTXmQ1+buo031syj3Gp2lXWObMdDQ2+kVWAYZrOZ9MIsvt+znrTCTErMZRwrysGmTlxYOBTklhWweOcacksLuaX/WNqHtQFo0IVOhBBCCCGEEEKIBnU6+c/Lc2HfIvjzcyhM9b5NVG9n8Lz9SPDxP+3unknNMpAuhBBCNCSlFPnlxRRVeMnBdpzVbmPWr1+z+I81+JYofI+X943pwtBWPTi0az8HbYrUA/vZ58gm3VGIFTtFlGPD89t5h1KUWMrYtO83Kg7l0tXQGoDOnTuj1+s9to+LiyMxURYuFUIIIYQQQgjRBKxlx/Ofl9ZtP+WAo2uds88Przi+COhJjKHQ8WrofC2EdmyQ7jYFCaQLIYRo0ewOBzml+W4zzE+WVZLHCyvm8GfOibRhvnoDoxMH0ik8zmN7MzZX8Lz6ue3O9cOt2ClXXi4khBBCCCGEEEKIpqSUc9HPijznTPS6KM2AP790/pSke9+mzUXO2efxl4Le1/s29aEzgG8g+AY1XJu1IIF0IYQQLZbZZiG7JB9bDfncNqXt5JWfPqHEUu4s0DTatmvLw0NvIibYc9GSnv16EbRvI5uP7MZmt2ErzKCgvASF5yNvep2e6LBILr0gmXHnJwOS2kUIIYQQQgghRBNTDjAXOmegO6pfP8yDwwppP8He+ZC+xtnOyfyjoOM1ztnnQZ4T0+pNZ3AGzn0Cwcev4dqtAwmkCyGEaJGKzWXklRVWu+aG3WFn7pYlfPHbcrfyEUkDuXXA1fgafLzup9fr6d+uGwXmEg7kHCHCP4RSSzlWu80tlK7TNPx9jHSObMeA9t0xmUwNdWpCCCGEEEIIIUTd2a3HFxAt9B4Er07RIWfqln0LoTzHs17TQ+xQ5+zz2IudQe+G0AyC51VJIF0IIUSLopQir6yQYnNZtdvklRXx71Uf8XvGfleZ0eDLnRddS3LHvtXup2kaoaYg2oe3oVVAKEv3/sKuzFT8ff04VpRDYUUJNocdnaYR5hfMpZ36M6nX5SREtG3QcxRCCCGEEEIIIWrNVuGcfW4prsM+Zji01Dn7PGOj922C4qDTtdDpavCPbpi+VqZt8QlqFsHzqiSQLoQQosWwOexkl+Rjtlmq3WbHsX28tOojCspPXEDEhkbz6LAU4sNiqt3PoDMQGRiK0eDM65YQ0Za/Xji+4TovhBBCCCGEEEI0JEuJM4BuK6/9Pnl7nLPP938NlkLPep0PtLvcOfu89QDQGiBFqU7vnHXuGwQ+/qffXiORQLoQQogWodxqJqc0H7vD++NpDuXgy99WMHfL9ziqpHu5OLE3dw6agJ+Psdq2A3z9iAgIQdcQFwhCCCGEEEIIIURjUQ4wF4E535nKpTasJZD6vTOAnr3d+zahHZ3B8w5jwRR++v08S4LnVUkgXQghxFmvqKKE/PLiavOhF1WU8urqT9h8ZLerzKDTc+vAqxmZdCGapnndT6fpCPcPJtB4dgzqQgghhBBCCCHOUQ4bVBQ4Z5E77KfeXinI+c0ZPD+wGGxe0qMa/CBhtDN9S1QvqObeudaqBs8Nfqff3hkmgXQhhBBnLaUUuWWFlNSQD31P1kFeWDmHnNICV1l0YDiPDE+hY6vqVxA3GXyJCAjFRy9DpRBCCCGEEEKIZspmds4+txQ7g+OnYi5wpm3Z+znk7/W+Tatu0HkiJFzhzFd+OjSdsw3fIDD4n3XB86okOiCEEOKsZLXbyC7Jx1LNo2pKKb7duYbZv36Drcq38f3jz+e+IX+pdpZ55YKiIX6nebEghBBCCCGEEEI0FmsZVOQ5//9UlIKMDc7g+aGlYPeyrphvsDNtS+cJEN7l9PrWgoLnVUkgXQghxFnnVPnQyywVvPHzZ6w7eCK3m07TMbnvFYzrllxtKhcfvYFWAScWFBVCCCGEEEIIcQbk7ob0NVCWBf5R0HYIRJxmMLclUso589yc75yJfipl2bBvIez9AooPed8muh90vhbajwSDybO+YD/snguZm8BS6kzPojc6g+PGUIjuDwkjIawT+AQcz3ke0GKC51VJIF0IIcRZpaiihLyyomrrD+Yd5fkVH3K0KNtVFu4fzMPJkzkvJrHa/QKN/oT7B8uCokIIIYQQQgjRiBwnT4jK24225zPA+WQxRWlQPA+SJnqdGa3TnYP3bA67MyWLudCZC/1U26b/DHvnQ9pKUF7ypZvCsXe4CtXxWghpf6Lc7mzb9TsqPID+t/fQZW91HtdaCo7js9l9g6CiCGUtw2Etw9HzHgiIB0Bnrz5Hu8Fw9oajz96eCyGEOGNSc9NZuvcXdmWmAtA1KoHLkwaSENH2jPXBoRzklhZSain3Wq+U4sc/N/Cf9Quw2E9cWPRo05kHh95AqF+Q1/10mo6IgBACfP0apd9CCCGEEEIIIZwcDgcHDhxwKws+uBBDRT5KKYqKnJOmgoODsW9bSFH7SR5tJCYmnjvBdLsFKvLBUnTq/Ocl6c6Z538ugLIMLxto0HYwdJ6Arc0Q1m/5A/bmA/luWymHIjPXWZZQsY6O5dvwcVRgUGb0WNDhDJLbzaVYdDrs5iyKi7eQnv4GBwIuASAqKqraJ8GHDBly1gbTz85eCyGEOGPW7N/C7F+/5VD+MewOOwadnj1ZB1m8cw3lNgullnJ89Ho6tWpHSt8rGNKhd4P34VT50M02C++u+5IV+351lWloXNfrcib0uAx9NRdZsqCoEEIIIYQQQjQtvTnXe7kl7wz3pBmxljoD6KfKf263QNoKZ+7z9LWAl2B7QGvodA10Gg+BxyfDHZ98VlRY6LG5Q0FpSQkAOlsuens5CgW4P0mg4cDhUIAVKIWybIrszi9CfH29p0sNCwur+XyaOYkcCCHEOczhcHg+VneczWbjYP5R5m39gSMFmZRZKgAoV2ZsDgc2hw0N0Ov0WGxW/sjYzys/fYLFamFQ+57VfsOs0+nqNHugzFJBTmkBDuW9n0cKs3hhxWwO5Z/4xj3YFMDfht5Iz7ZJXvfRNI0QU2C1s9SFEEIIIYQQQjQ8nU5HYuJJKTdLk9BKjjrTuhwXFhYGQW0JO3lbWnBqF6WcM88r8r0vBlpV4QFn8HzfIueCoyfTDBA3DJImQJvBzrzmVeh0OmJjIskz6omJjvGYPe5wKBQa/kdLMB46hM5WgmZTaHaF5lDH2/DBz+iH0vlgCIrF2GYAUQmXu9p3PzVFeno6rVq1Oqt/fxJIF0KIc1TlI3VpaWkedXa7nb1797LLdowDtizyHaU4jn/77EBhP/4ttwJXfjaHw056XibvfD+XPcYtdO7cGb1e79F2XFxcrR/FKywvIb+8+nzoaw5s5c2f51NRZZGVLlHteXjYZFoFhHrdx6AzEBkoC4oKUWeHd8Pva6AgC0KjoNsQiJcFoIQQQgghRN143AvGDoU9nwGOEwFdTYcudiicxUHXWnPYoKIALIXO/ObVsZXDwR+cAfTMTd63CW7vXDi0wzjwj6zxsDqdhk7T0Ot1bu+7MgSgGQJQBn/sPhq24l34Zv8KehM4rCidAxQoH3/QNJQxFEdQHI7Wg6qdie5wOH+3Z3MQHSSQLoQQogblyooB92B4dVnZnA96KcrUKb45rwWlFDmlBdXmQ7fabXyw4Su+373WrXxct2Ru6nsFBp1nAB8gwNePiIAQWVBUiLo6vBtWzTvxOicdfvoMhk6SYLoQQgghhDg9EV0gaRLqyE+owhLsvuGQdLWzvCWzljkXELWUeNYV7IfMzVCR65ydXnQIjqz0nupF7wvtRjgXZ43uB9XkJq+OQgOfIJRPIErv57a/LbgjJd3ux//P2fhmbUQzmFCaAaUzomkaDmMYlsiBVLQbgy24Yx3fgLOPBNKFEOIcVflIXfv27b3WDx48mPA/VvFnzmHWpm6n2FKGUmB12LDabTiHWw398aC1pmkE+Jq4IP48pl42td6pXWwOO1nFedXmQ88szuOFlR+yL+fETPoAXxP3DvkLA9t197qPpmmE+4cQZPSv9rhCiBr8vsazTClnuQTShRBCCCHE6YroAmGdyQ9wLkTaKtwzpUuLoBxgLnIG0KtL31Kw35myJX8v5P4B5dnetzNFQOcJ0G0qGEPq1g9Nj8MQhMVXjz2wPTovT5NXsgV3pKjPM3Vrv4WSQLoQQpzDagpqGwwGBrTvToG5hJ6xXdh+dC+llnJ0Og0/gy8VNgv2KnnLDTo9rQJCueK8wZhMpnr1p8JqIbs0D3s1edt/PfwHr66eS0mVmeqJEW15dNjNxARHeN3HR28gMiAMX4NPvfokhMCZzsWbwmou6oUQQgghhBAn2K3O4Lm50BlM90YpyNoKm16A7B2gbJ7baAYI6wwR54N/FATE1D6IrjOAbyD4BILOiD1Pw6HPrvMM9nOZBNKFEEJUKyGiLSOSLmRL+m7C/YMprCghxBRIiF8gh3KPsu3YnxSWF2PQG+jUKp6UvlcwpEPveh2r2FxGXlmh2wIzlewOOx9v/o4FO1a6lY9IupBbB4yrNkgeZPQn3D/EY+EUIUQdhUY507mcLKTmvItCCCGEEEKc06zlYM73nr6lUkUe7P/amfu8YJ/3bXwCwC8K2l3mTOVSdd+a6H2dgXPfQDBUmfBWzeQ1UTMJpAshhKhRQkRbEiLaNlr7Sinyy4spqvB+YZFbVshLKz9iZ+YBV5nR4MudgyaQ3KGP1310mo6IgBACfP0apc9CnHO6DXHmRK/6RZemOcuFEEIIIYQQJyiFZi2GosPgqCZ9i3LAsV+cwfNDy8DhJbWp3ghhSc7Z52UZzoXJ9Cct5mkK99zPYDwePA/y3F6cFgmkCyGEaDJ2h4PskjwqbN4vLn47+icvrfqIwipB9rjQaB4ZlkJ8WIzXfUwGXyICQvHRyxAnRIOJ7+JcWPT3Nc50LiGRziC65EcXQgghhBDCyWFHZy7AaD6KwRwCdj/QTkqlWpoJ+xbA3i+g5Ij3diJ7gH80hCQ607GAZzvOQog+PrnMYHIGzn0CQS9pTRuLRBmEEKKZSs1NZ+neX9iVmUqppQJ/HyOBxxfLDDEF0qFVLL3bdmnU2eKNyWyzkF2Sj81h96hzKAdfbF/Op1uX4KgyAza5Qx+mXXQtJh+j1zZD/YII9QtqtD4LcU6L7yKBcyGEEEIIIU7msKIzF6DZilEOB5o66R7XYYMjPzlnnx/5yXuOdL9I6HQNdBoPwe2cC45mbnambjGFQ8Jo53ZVy2IHQ2RPZ9oWXeOFeA1F+/DN2oBv9kb0xQfQ7GaU3og9KBFLZH8sUQOwBXdstOM3JxJIF0KIM8xRQy6yyrrUvKPM37aUfblHqLCaySsvwm63gwaRAWH4+Rix2KxkFuVyWeeBJIS3Aah24dBT1Z1pNeVDL6oo4ZWf5rIlfberzEdv4LYBV3N50kCv+c6dC52GYfKRx9aEEEIIIYQQQpwBdjM6SwGatZr858Vp8OcC+PNLKM/2rNd00PZi6DwB4oaCrspM8tAOzh+37TWIvKDKgqH6BjkNpZRHnKLytaFoH8a0bzAUp+KbswkcVjR7OUrvh648E2W3QukxbHFXugXTT44/eLv3PxtJIF0IIc4gh8PBgQMHqq1LT3cu5rc+exe/Fx7EbLdSZCnFphyYHVYUCmyKYB9/dhaXERsQyedHc7gwsisAbdu2rTZgnpiY2OTBdKUUuWWFlJjLvNbvzjrIiyvnkFNa4CqLCYrgkWEpdGgV63Uff18TEf6h6JvRFwVCCCGEEEIIIVomzVaOZilAs3m5r7VbCM1fR9ShNejytnpvILCtc+Z5x2sgsPUpDqY5Fxr1DXL+v9cUL6fnyBH3FDNKKTIyMgBoX7QMP3serUu3gsOMwVGBhh1lL8OmM2HN2MqxYiPlmZ9zMPgyVxsxMTFeJ8Gd7SSQLoQQTSA72/PbaKUU+fn5AGQV51FmLkcphcVuAxT24ylQrDYrNqyUajYqdOVkV5jJNzj3MxqNXgeryMjIxjuZWrLabWSX5GOxey6iopTim52rmb3xG+xVHnMbEN+Ne4f8hUCj56KhOk1HmH8wQcfT3QghhBBCCCFEs5a7G9LXQFkWVKb/0PTgHwVth0CEpNHzy1hFUPq3sLUEAtpA0nXQYfQZO35lGhOdOQccDvQlB/Ap2INmN2MLjKcibgyWyD4e++mLU/FL+xa/I0vRWQs9G9b5QPwlztnnbS6qOSCu6Y4HzwMbLXheyVuswOFwYDabAQitsKApE8ZSC+h06JQCNDQUOp0Oo2bFZDJh1FkJCwtztdGqVasmn8jXGCSQLoQQTSQ2NtYj6B0b65x1nbvfTslRO+XWCqwVziC03ebcxt/oR5ApCD8fE23C2hDhF0LfDn0B749PnfztclMot5rJKc3H7iWtTamlnDfWzGP9oR2uMp2m4+Z+VzL2/KFevxjYfnQvP+7dyP7cNGx2O9FB4QxO6MXlSQPP2pzxQgghhBBCiJbFLV1G3m60PZ85/7s8B3J+RwFaq25gt6B2z4OkiRB+IpjeEgORNUr9jvB97wOgmUxQfBg2veisO41gusPhQCmF3W6vMdVqZRoTAM2chzHrF/TlR0Hvh9J0+OT/ga7sKA5bCuaoC9Fs5ZgyVuKXthjfgj9OHO/4/+s0nAuGdp4AHcc585pXR6d3pmvxDQSDv3MmeiPS6XQkJiZWW19Zp/2+B63kKJo1EiyFYLGBsoFmwOBrAt8Q2rVrhwpsQ3y3IW7t13Tss5UE0oUQoolomuYxgFS+viCmI4eKMjhYmEGArx+FFSX46n3QNAjw8UPT6YgODEev13NBTEcMBu8f5zVdJJwpheUl5JcXea07kJvO8ytmk1Gc6yqL8A/hoeSb6BqdAHjma9uVmcq8LT+QVZJPuc35LXlpbjqllgpySguY2OMyV874Si11EBdCCCGEEEI0Tyen9Qw+uBBDhfNJYt/8XViPp7P0se7CEtYNANu2hRS1n+Tapzmk5zyj9szzUqic5fUMpFemUM3Pz3elK6lOZRoTgNCKP9FXHAWsYHdg04zO9qy5mH//hKO2FQQXb6fUYT6+d8iJY2o+VET05rzkmzC07ld9UFzTOQPnvsHgc+aftK7VfXJcMuz5DFp1h6NrQW8CeykYTIAGrbqj6fTO7aqJS7QkLf8MhRDiLBQXEs2YzoNZfXgb+/PTCfAxYTT4EOjjj0IRbAwgPiSabpGJxIVEN3V3vXIoB7mlhZRayj3qlFIs2/sL//llIdbKqfZAl/B4JncbSaDFQFpamnNbhyIzIwM9OoKM/iw8tJrsklzK7GYcVdLAZBbm8Id1D5/nm1054ys199zxQgghhBCiBaiatqOpUnXk7oa98yFzi/N1dG/oPFFShjQDevOJyUM6e7nX/9Zb8s5onxpTvSZ1lWS4LUpZ+d+q9BjUsr3q7u2qph2pTmiFBZ1dj+awYNLMGLDjSmOiaWgOMwZ7CaHmPMrK0zz2t/jHUR55EeUR/VAGP4ju5RlE1+lP5Dw/1czzyn/PB76HooNgrwDN4Nw3NAFihzb+v++ILpA0yfnZpjNA/l5nP/QmCOsMsYPPqbREEkgXQohmKi4kmhu6j2jqbtRLTfnQK6xm3ln3Jav2b3KVaWiMShxAv5COWEsqyKPCVaeUoqKknACDiZKKYnLLCrHYba6c8VWPWWopJ7s4z5UzvlJzzh3fEr311lu8+OKLZGRk0KNHD9544w369+/vdVur1cqzzz7Lhx9+SHp6OklJSTz//POMHDnyDPdaCCGEEOLUqg0O5u2G3c7ZtJqmQfGRRk/V4dGXvN1o296CnN9PlB1egSrNgp53uvWjofsiPHmkzihNQis5CoCyRLhypJuCI/A7HuRVgW0Iq7LP2fo7Onk2fm1FOQKxm0+sJ1Z5D2f1CyOrlu2dPFHKYDAwZMiQGvYAbGYwF6D90Q6tNNNZlpuDI/MoOkc5mrJhsJfD8Ri/QQ+Jgc486MonEBKvQHW8Flqd59asQX887OpK2xKEQ2fEUfllgd39ntZmOzHJTMvfg/63d9Ad/Rmt6BDYzSfy6psLUZYSVHkhqvgY9u53oMKSqn1SXafTnd7fUkQX588Ft9W/jRZCAulCCCEaVE350NMKMnlhxYccLjjxSF2IKZAHh95AuN2PvLw85+reHA96axBmCsLUyde1/epf9mHOO4zdrNxmpPvoDUSGteK8NkmunPGVmmvu+Jbos88+48EHH+Tdd99lwIABvPrqq4wYMYI9e/YQFRXlsf0TTzzBxx9/zPvvv0+XLl344YcfuPrqq1m3bh29evVqgjMQQgghhPCupuBgUOoCyrIOARAcHOwKADZWqg5vfQk+uJCAjF1o1nLXQoFGoxFl3UnpSf1oyL6I6rm9v7FDnSkyUBDcDoqcAWMtuN3xvxcNLXYotKDfSXZ29qk3qsISNJhWufvQlDrx3mka6ZGDKaxFW9VNlPIaYFYKLEVgLgTb8YlcMf0g9XuwlqIshejsJejUieB2ldtUiOrtzH3efqT3tCyutC0nZp5X/rutfPq6Krvdzt69e12vu9rW0t7+G9GOQ/hQgQ472vFIvlIKR0UBJRVQkGvm4O4idhkG0blzZ/R6vUfbcXFx8u+9gTTLQPrq1at58cUX2bx5M8eOHWPhwoWMGzeuVvuuXbuWoUOH0q1bN7Zt29ao/RRCCOGuqKKEvDLv+dBX79/CW2vnU2GzuMrOi07goeSbCPcPcV1MaGhoOg0fnYFwv2B89O5DVXJCb9JLsqmwWTDbLc7H/TSNUFMQMYHhNeaMr9Qccse3VC+//DK33XYbU6ZMAeDdd99l8eLF/O9//+Pvf/+7x/YfffQR//jHPxg92pnzcNq0afz444/8+9//5uOPPz6jfRdCCCGEqK+qaTvcys9gqg69ORfN5plWUbOXt6iUIWetKikylM6H8lYXAmAKjERrqlRAZ0BsbKzXp4OrMh5dQcD+j/EpTkXpnF8CaQ4NZQjEHNWf8IS+BAfHVbt/nSZK2S1gLgBzEVSZmIVyQOlRyNoCR9ej4cCj15rBmQu8z4MQ2sGzbZ3BGTz3CQSD32ktGOqvivFRFlcAvWpLzq9dFHrs+CgLfqq43scRddMsA+mlpaX06NGDqVOncs0119R6v4KCAiZPnswll1xCZmZmI/ZQCCFEVUopckoLvOZDt9ptfLBhEd/vXudWPq5bMjf1vQKDTu+WBw/A38dEmCnI6wVX/7bOx+W+37eOgwUZ2Bx2WvmH0K9NV4bE92y2OePPBRaLhc2bN/PYY4+5ynQ6HZdeeinr16/3uo/ZbMZkMrmV+fn58fPPPzdqX4UQQggh6sojVUcVqiQJTf0BOHMxV17HNlaqDq99KU1CM+8Fy4mgmp+fH/gGY2rb2a0fDdkXUQeVKTIcDvKPP1EQlpjYomahV3I4HCilUErVGEg3Hl1ByO8vozPnAKA5rGi2cuz+bbBE9kP5huF3+BvK48dgC+7otY3K41Q7YUopsJY4Z59by9zrSo7Bvi/hzwVQku5999YXoSVNgPhLQe/rXlmHBUMr/922b9/ea/3gwYNd/63/A3SpdnSZ+WAtBof1ROBf06HX+xIYEE5AaEeiE0bS8/ypjZfaRbg0y0D6qFGjGDVqVJ33u+OOO7j++uvR6/UsWrSo4TsmhBDCg81hJ6s4z2s+9MziXJ5f8SH7c0/MDgjw9eO+i//CgPhuHttraIT5BRForPkCpH/b81wBddF85OTkYLfbiY52/zIjOjqa3bt3e91nxIgRvPzyy1x88cV06NCB5cuXs2DBAuwn5Qusymw2ux5XBigq8v4UhBBCCCFEQ6suGOWIvRiO7HLOHNW0M5Kqw6MvsUMh53dU9o4TgUtNQwtp1+JShojmzeFwkJ6eTn6+c+2qmgLpHf6ci708D4fDmUJFby93BozLsrDk7qM0IAkAy94lZEVf5bUNpRQZGRmYzWb3FCZ2izN4bimCqmtsOayQtgr2fu5cRFN5BuCVXxT5UZdT1Hok8Ul90Kr++9E0Z7oW3yBnEF2r/b+tmoLaboHw9sOhYBeUpEFhOWgO5xcC4DyeTyCaKQzCEtG3H47PSZOTRONoloH0+pg1axYHDhzg448/5plnnmnq7gghxDnBbLOQVZLnNR/6hsO/89rqT91mqXeIiOXR4SlEB0V4bG/Q6Qk3BuHvIxcA55LXXnuN2267jS5duqBpGh06dGDKlCn873//q3afZ599lpkzZ57BXgohhBBCnEJ4F0rajsYvdxNKT9Ok6ojoAj3vQu35DHuq8+k+FTcYLWlSi0wZIloGX0sumqPqpCznvaWmrOjtFa5SH2tB7RpUDmfwvGru80pFh5zB830LoTzHc19N7/xCKmkiqvUg8o5kudf7HA+e+wQ6FxBtTMf/PeMf6czbXnjQueCopgdjEIQkQuzF0Hmi/Ps+g1pEIP3PP//k73//O2vWrDllXtxKMptNCCFOT4m5jNyyQo+0LDaHnY83f8fCHSvdykd1uYhbBozzyHkOEOjrT6RfKDmlXi5mvEgrzGT14W3sy0tH06DEUs7R4hzMNgsBvn5cmtCXGy8YWf+TE/XSqlUr9Hq9R3q1zMxMYmJivO4TGRnJokWLqKioIDc3lzZt2vD3v/+92semAR577DEefPBB1+uioiLi4qrPmSiEEEIIcSZYgzpgDepAq6ZM1RHRBQZOJyPKmTYksYWmDRHNm06no23bthiNRmJjY2tMK+KTHo/enovmcK6lpeGD5rCj9EZ8A8IICQkBwO4XU+01v8PhQHOYiQo2oitKdc9NbjPDoaXOAHrGBu+dCIpzLhzacRz4R1c2evxkDODXCvxCnf99JkV0gQufdP6IZuGsD6Tb7Xauv/56Zs6cSefOnWu9n8xmE0KI+lFKkV9eTFFFiUddbmkBL636mJ2ZB1xlJoMvdw2ayMUdentsr9N0RASE4Gcwkq+yUUpht9s9cttVfX2kKIvF+9ZxqMgZrM0qzSOnvAi9psOg01FsLmXRntXY7Xb+cv5lzuOcdOF2yhx6ol58fX3p06cPy5cvdy0S7nA4WL58OXfffXeN+5pMJtq2bYvVauXLL79k4sSJ1W5rNBoxGo0N2XUhhBBCCCFEA9LpdGiadsr83BXtx2EoPoC+IgdQKJ0vqArspggcgc6FShUa1uiBnu0oB5q1GL25EJMlC4MjHAgHNMjb4wye7/8aLIVeOugD7UdAp2uh9QD39Cw6PfgEQYDDmRPdL1y+kBJACwikFxcXs2nTJrZu3eq6Sa9c0MBgMLB06VKGDx/usZ/MZhNCiLqzOxxkl+RRYbN41G1L38vLP31MYZUAe3xoDI8OTyE21HMBUKPBl1YBofjoDdhsNlcOvYyMDI9tc3JOzFT/w5LOQWsOFuXMoZfrKEKhsCs7yu5Ah/MCZ/Hun4lId86Wb9Wqldfz8cihJ07bgw8+SEpKCn379qV///68+uqrlJaWMmXKFAAmT55M27ZtefbZZwHYsGED6enp9OzZk/T0dGbMmIHD4eCRRx5pytMQQgghhBBCnAHmNpcA4L/vYwzFqSidD9aQJOzBHUDT4zBGYIka4LbQqGYrQ7MWo9lK4fgkqcpy9s6HvV9Czm/eDxjayTn7vMNYMIWdKK/Me24MAZ8AZz5yfWmjnbc4O531gfTg4GB27NjhVvb222+zYsUKvvjiCxISErzuJ7PZhBCibsw2C9kl+dgc7otA2h0OPt++jHlbl6I4keYluUNfpl00HpOP52dtsCmQML8gj0VnwsLCPLZVSmGxnAjcO4qOoRwa+uNDmLJUTS2joeFs04qD4OBgAEJDQ2tc4EY0nEmTJpGdnc2TTz5JRkYGPXv2ZMmSJa4FSA8fPuz2xUVFRQVPPPEEBw4cIDAwkNGjR/PRRx8RGhraRGcghBBCtHyrV6/mxRdfZPPmzRw7doyFCxe6niYD5/XXU089xfvvv09BQQGDBg3inXfeoVOnTq5t8vLyuOeee/jmm2/Q6XSMHz+e1157jcDAwCY4IyHE2czc5hJXQL1adjM6awmarQSOL0wKgFL4FOwk7vB8wgvWo7NXeO5r8IOE0c584pE93FO/6H2dwXPfYPe85yelMBUCmmkgvaSkhH379rlep6amsm3bNsLDw4mPj+exxx4jPT2dOXPmoNPp6Natm9v+UVFRmEwmj3IhhBD1U2wuI89LPvTC8hJeXv0J29L3uMp89AZuH3g1l3Ue6BG81ut0RPiH4u/rvqCowWBgyJAh1R6/agoW7feVqANbXYuYZmQUYnfYQdPQ6/T4HM9bF2IK5JprrgE8U7ucfGzRsO6+++5qU7msWrXK7fXQoUPZuXPnGeiVEEIIISqVlpbSo0cPpk6d6rpequqFF17g9ddf58MPPyQhIYHp06czYsQIdu7cicnkvI674YYbOHbsGMuWLcNqtTJlyhRuv/125s6de6ZPRwjRjNU1pWbltjqdDhw2NGsxOluJa0HSyjtSzVKE39Gl+KUtxqf4gPfGWnV3pm5JvBJ8q3zJp+mci4YaQ8Bg8r6vEF40y+jBpk2bGDZsmOt1ZQqWlJQUZs+ezbFjxzh8+HBTdU8IIc4ZSinyygopNpd51O3KTOXFlXPILTuRby4mKIJHh6eQGBHrsb2fj5GIgFAM1axuXtuAdv923TiQl86+nDQU0CoglMySPPSahkGnQ9NA0zTGdrsYX1/f2p2oEEIIIcQ5ZNSoUYwaNcprnVKKV199lSeeeIKrrroKgDlz5hAdHc2iRYu47rrr2LVrF0uWLOHXX3+lb9++ALzxxhuMHj2al156iTZt2jRe53N3Q/oaKMsC/yhoO8S5IJ8Qov4a8d/VkSNHar2tUoqSw5uILP+NKGM5dkMAJYFdMJvaHt/AQWDJLiJyVxBasBGdsnq24RuM1mGsM31L+Enn4FOZuiXQfVa6ELXULAPpycnJHrMeq5o9e3aN+8+YMYMZM2Y0bKeEEOIcY3PYyS7Jx3xSPnSlFF//8RMf/votdnViZsHAdt25d8h1BPj6ebQV6hdEqF9Qg/QrIaIt1/UawdK9v7ArM5VgUwBtQyM5nJ+B2WYl0OjHmPMuZtqgCQ1yPCGEEEKIc0lqaioZGRlceumlrrKQkBAGDBjA+vXrue6661i/fj2hoaGuIDrApZdeik6nY8OGDVx99dUN2ifXbNa83Wh7PjtRUXwEx65PUZ0noGt1XrX7y3o4QtQgdzfsmXfidUk67PkMkiaddjA9MjLSa7m3GeqarRyf/D/QKlaBBn6+/mhaOUHl2yg3KkxFOwk6tgSf8qNe26wIvYCSNiMJ7/0XNB//ExV6H2faFmMI6JplGFScReQvSAghhIdyq5mc0nzsJ13glJjLeePnefxy6MTaFHpNx839xzDmvIs9UrkYdHoiAkLx85In/XQkRLTlrxeOb9A2hRBCCCEEroXfK9c3qRQdHe2qy8jIICoqyq3eYDAQHh7udeF4cC7ybjabXa+Liopq1R+Hw8GBA860DcEHF2KoyHfVKaUoKirCfGwWuh5/rTZgLovLC1GD9DVeCpWzvJ6BdJ1OR2Jiote6qv+msVvAWgq2MpSyY8rdSLly3lM6lMK3/Cim4n2EHvwYDc8Jt8oUAR3HoTqNxzckgXBAp+mOp24JdAbQqwbVhThNEkgXQgjhprC8hPxyzxub/TlHeGHlh2QU57rKIgJCeWTYZLpEtffY3s/HRKuAUPRy0yKEEEIIcc579tlnmTlz5mm1oTfnei33tRVi81ojmlTubtg7HzK3OF9H93Yu9niupuKpmj7FrxU+jvZYgzo0da+c/fGmPPu0mq32yyu7BZ2lCGxl7ouGajoM1kIMjjICzQcJLjyM3u6ZYlShQdvBaJ0nosUPA50PrulcBr/jC4cGSeoW0SgkkC6EEAIAh3KQU1pAmcV9lXOlFD/sWc9/NyzCaj9xodO7bRceGHo9waZAt+01TSPUFESIn3u5EEIIIYRo/mJiYgDIzMykdevWrvLMzEx69uzp2iYryz34ZrPZyMvLc+1/sscee8y1/hk4Z6THxcWdsj9uM1tLk9BKTqR1qEwJazNFE1HDrHOZjd74PFJ15O1G2/YW5Px+ouzQClRpFvS80yN3dYv/HZ2UPkUrOUpg/k5K2o4GvM/cPmP8o5zpXE7m5z0tS7047GApAksROpuZxJhAoMr9ot0CaSvR8tdA4X68hcBVQGtUx/HQ8Wp0wVXW5NK04wuHhoGhYZ+EFuJkEkgXQgiB1W4jqyTPLVAOzhQv7677glX7N7vKdJrGX3qN5Noelzgfm6vCoNMTGRiG0SCLfAohhBBCnI0SEhKIiYlh+fLlrsB5UVERGzZsYNq0aQBceOGFFBQUsHnzZvr06QPAihUrcDgcDBgwwGu7RqMRo7F+QS5XkDV2qDN3c9UUD5qOilb90Ol0LT8Y20y5peo4LvjgQgIydqFZy10pfYxGIypjJ6XbFlLUfpLb9i0+/Y6X9CkaCr/cTcBlZ74/VbUd4vnvCs1ZfjqUAywlYCl2pm+pwvW7LtgPe7+AfQvBnO+lEQ1CEuH8yWidJqDp9FUaMThnnxtDoWq5EI1IAulCCHEKa/ZvYcme9eSUFtAqIJSRSRcypEPvpu5Wgym1lJNbWohDuc8iOZyfwfMrP+RIQaarLMQUyEPJN3FBm04e7fj7mojwl1QuQohGcHg3/L4GCrIgNAq6DYH4c/SxcCGEaAAlJSXs27fP9To1NZVt27YRHh5OfHw8999/P8888wydOnUiISGB6dOn06ZNG8aNGwdA165dGTlyJLfddhvvvvsuVquVu+++m+uuu442bdo0XscjujgXQExfA+XZKFMEJf4XNY/0GMKN3pyLZi/3KNfs5egteU3QoyZWTfqUZvFenPTvCr9IZxC9Pil4lAJrleC58sxrjq0cDv5wPO3PZs96AFMERHSFNoOcX6CFVvk3bjCBKQx8AiV9izjjJJAuhDjneVsxvNLq/Vv4cNO3rkfLjhVmM/vXb3AoxZDEXsDZ+xiiUor88mKKKko86lbt38zbaz/HbLO4ys6LTuShYTcR4R/itq2maYT5BXmkeBFCiAZxeDesOvEoNDnp8NNnMHSSBNOFEKKeNm3axLBhw1yvK1OupKSkMHv2bB555BFKS0u5/fbbKSgoYPDgwSxZsgSTyeTa55NPPuHuu+/mkksuQafTMX78eF5//fXG73xElxMBPocD60kzocWZ53VhydIkNPOfznQex/n5+YFvEKa2nQk7afuz9Z6q1qpJn2L3DW+CznhR9d9VfVjLjqduKXHORPcmd5czeH7gG2eg/WR6I7QfAZ0nQHQ/9yC5K31LqDOQLkQTkUC6EOKc5u0xxKp1H/38FYWWEoy+vm4D+Rebl9IWZ0D5bHwM0eawk1OST0WVQDmAxWblvxsW8cOe9W7l13Qfzo19RqE/6ZE5SeUihGh0v3s+Co1SznIJpAshRL0kJye78ot7o2kaTz/9NE8//XS124SHhzN37tzG6J44C3ncD8UOhZwdqJzf0Vz3URpaSAJa7FA4y+6fTpuX9CkKjfKIvk3Xp9Nlq3AGxC3F7ouGVmUpcQbO934OuX943yYsyRk87zDWmaqlKr0P+IY4yyV9i2gGJJAuhBA1KLJ6rhIOUOhlFndjSCvM5PfsAxRUlBBqCqRbpHPmxsllcSHRtW6zwmohpzQfm8PuVn6sKIcXVn7IgdwTMyUCff24/+Lr6Rd/vkc7fj5GWgWESSoXIUTjKvD+KDSF2We2H0IIIYSovYgu0PNu1J7PsKf+DICKH4yWNOn0Zj43QzU94ewS1tkZLE5fA+U5KFMERaaBWAMSare/F6c1mSt3t7MvZVnO2fK1TeViMx9P21IMdqv3bZSCrK3O4PnB752pXE5m8IfEK53vSavunrPPfQKdwXMf//qdnxCNRALpQohzmtfHEI9zOBzEbGlFTlkBJj8/t5XDY4Jbufar6wWMw+FAKXXKC6a0oixWH9rqep1TWsDX+T+jlCLEGOAq+6lsK0PiexIXHHXKYxVVlJJfXuQxA+mXQzt4fc2nlFoqXGUdW8XxyLAUooM8HzcM9Qsi1C+o9icthBD1FRrlTOdyspDIM98XIYQQQtReRBcYOJ2MKOcTwImJiS1uJnpNTzh78oWASyDAuV96ejoUOa9x6hMUr+uT0a77z7zdaHs+O1FRfATHrk9RnSega3We5442M1hL0NlKwW7xrK9UkQf7v3YG0Av2ed8msid0vhYSRoNPgHudTu9M3SKLh4pmTALpQohzXk0XH4NjL+CrfT87g+jHvyXXNI1RXS6q18VO5QVTfn6+q63qrMn4nUKL+8z3wyXOmZnxge5B8zV7NjMkpptHG0opMjIyqKioIDg6nIqTLnxsDjsfbVrMot9XuZWP7jqIqf2vwkfvPkwYdHpaBYRh8pFULme7oqIiPv74Y9atW0d2djaXXHIJjzzyCAB79+7l4MGDXHzxxW65UIVoEt2GOHOiV/0CUNOc5UIIIYQQzUB2dt2elFNKue4JjUZjjfeF3kRG1m1CQdWAf/DBhRgq8t36UlRUhPnYLHQ9/uq8z7VbnHnPbWWutC2J8W0874GVA4794gyeH1oGDi+z1I2hzrQtnSc4Z+afTO/rXDzUN1gWDxXNngTShRCiBn1ikgDYXphKblkhrQJCGZl0IUM69G70Yxd7SStjdljRvKSzLKkmBQ2AQzkoMJdQailHrz/xzX5OaQEvrfyIXVmprjKTwcjdgye6FlKtyt/XRIR/qKRyaQGWLl3K9ddfT35+PkopNE2jbdu2rvo9e/Ywbtw4Pv30UyZOnNiEPRUCZx70oZOcOdELs50z0bsNkfzoQgghmq+83XB0bd3TZpyOqqk6/Frh42iPNahD4x5TuImNja1TQDw2Nhao22x0pRRHjhypc9+q0ptzncc15+FTfhTNVo6ygsmcjm7fbAzmbOw+wZSHdMcaEO+9kdJM+PNL+PMLr4uoAtB6IHSeCPGXgsHoWW8wgSkcfANP63yEOJMkkC6EEKfQJyaJCReNapAFRXU6HW3btsVoNBIbG1tjm+0s6eSWFbqVhdqKQIOQ4GC38gj/EOLi4jzaKLOUk1VeQFhYmNuxtqXv4d8/fUxRRemJ44XF8MiwFGJD3fOta5pGuH8IQUbJT9cS7Nq1i6uvvhqLxcK0adMYOnQokyZNcttmxIgR+Pv789VXX0kgXTQP8V0kcC6EEOKs4FO8Hy1z3YmZtSXpzkUmGzM3eO5u2DPP9VIrOUpg/k5K2o4GvKexFA1P07Q63TPW9wnn+ta3b98eAK2kM1r2b2glaaB3oDTQzPnorGkY7JFogeFABcq8CdW6FYQc/xtSNhyHVqPt/RzSV6MpL8fyi4RO10CnayG4miC8T4BzBrrkPxdnIQmkCyHEGabT6VwXWTVdPCngp8PbKKgoxqEU/gYTEf7BtAmKdJvpoGka3aM6eLRVZC51LoqqgaZzbm93OJi/bSmfbVuGqrJi/PCO/bjjovEYDe4pW3z1PkQGhnmkeBFnr//7v/+joqKCzz//nGuuuQbAI5Du6+tLz5492b59e1N0UQghhBDirOWXuwn8Ti5VztnijRVIT1/jUaShnH3hssY5pmh2apuv3cceT6tjc9FbiwAHSoEyF2LR+WHPTcUSfOLez75nORXheQQeXULA0R8wWPI82lPoIHYIWueJEJcMOi/3jpoGvkHOGeh6SRMqzl4SGRFCiCbibcHRyte/Ht3Fkn2/UGwuw2K3oZSi2FGKUW9ABTovdvSajhBjAOdFJtA6IAKbzYZOp8PucJBfUYTZZnULlheUF/PK6rlsP7rXVearN/DXC8dzaecBHv0LMgYQ7h9c53x9onlbuXIlPXr0cAXRqxMbG8vOnTvPUK+EEEIIIVoGvTkX/II8K8rrlkO7TsqyvPfFS9BTtHxe87UrO3p7GXp7GTqHGT8CMTpK0Tls2HW+KEw4HHp8zCWUl5ejKQfGinQCy5cSsftVr8cx+0aSGzEMR+JVtOnUG03zMklMpwffEDCFeg+wC3GWkb9iIYRoIifntqtcGBRgYdYv5FUUYLFbcF6OaKCgoLyEo9mZBJXp6RPcAcogM/8wmRwGICKqFYXWMhwnPWa3vyCdOev+R15ZkausTXAkjwybTEJEW7dt9TodEf6h+PvKIpMtUXZ2NoMHDz7ldjabjdLS0lNuJ4QQQgghTrAbIwCLZ4Vf3RaHrBP/KK95qu2+4Y13TNGsxcbGoqHQrCXobKVoditgOv4DRuv56CucKT0NgKFwD5rNue6WqXwXPsX70Byef8dKM1ARM4Ty2CswR/QmMzOLcJOXvzO9DxjDwBgM3gLsQpylJJAuhBBNwNsq6w6HA7PZDIA5247ScKZl4cSMcKUp0GsoXx1hYWFu+5fbLODvQ6gu9MT2SrHi8Ba+3vczDnVidvpF7Xtwz+BJHsFyPx8jEQGhGHR6RMsUEhJCeno1CwJVceDAAaKios5Aj4QQQghRHaUU33//PevWrSM7O5sBAwYwdepUwPnleH5+Ph06dHBbUF40rfKIvqiy9bg/06k5FxxtLG2HOPOwV3kaVaFRHtG38Y4pmiflQG8rRV+egV6ZofIe8KSnjK0RPdAfXQEoNIcVzV6BofhP9MeD6SezBcRTHn8l5W1Hooyhziar3F+6GPyc+c9lAVHRQkkgXQghziCdTkdiYvUL/lTWLS39nYqM/djLFfYqs8uNegMxkdH0TLyAId2dF+NKKXLLCim1lLvlSS8xl/H6mnlsTPvDVWbQ6bm53xiuPG+IR8qWML9gQvzkgqel6927N6tXr+bw4cPEx3tfAOj3339n+/btXH311We4d0IIIYSotH37diZNmsSff/6JUgpN07Bara5A+rJly7jppptYtGgRY8aMaeLenuNyd8ORnwg7ssc5Iz2hL5Qec6Zz8Yt0BrobKz86ONtOmuTMlV6ejTJFUOJ/EdagDo13TNF8KAdYS6GiEJ/Sw/hYc9HZfT2C51XZA+JRdgt+RxajsxSiwzMortBT8f/s3XecVPX1+P/XvdNne4dtwNIWRJoFBREEFUvAkkSNSUSNUWO6+XwTTWwkMf4S8/FDmhqNNRF7sCIWuoioFBF06WVZ2F5md/rMvb8/7u7sDjO7bGN3gfN8PBDmPe9773txZ7n33HPPyb8Ab8FcgmnjOtifAtZkcGSA2db19deUGN+7nkrj6YqWm05Hjh3Lz5AQnSSBdCGE6GMdNRhtee+SMdM4UF+ON+jDG/Q3v6uQ7kwhLyWLMwrHYjabCYZDVLnrCYSDUZlIu6pL+dPyZ6hoaq2LmJmQyi/Pu47R2UOjjmlSVTIT0nBYunHSI447N910E++99x7f+ta3ePXVVxk0aFDU+9XV1dx0003ous5NN93UT6sUQgghTm4HDx7k/PPPp6amhksuuYSZM2fyy1/+MmrO5ZdfjsVi4fXXX5dAen+qKYHtL6DoOooewuyrgPLPoPiavg38ZRS3Hk/TCHai6aQ4juk6BBoh5DaC6LoOuoamaWi6TjisxSROaZqOEmzEcfgDEve9hMVb3rq7trs22QnbMgjb0mnKmoE/aSyENFT1iP2hEjQl43fkQcIg6OA6t13Nn5+IpjLY/A9jRY7M1rHtLxo3iySYLvqZBNKFEGIAmj58MgCvbFnGrupSguEQOUkZnDNsIheOPothGXl4Aj6q3fVR9dB1XWdpyUf8a/1rhLRwZPy0/GJ+du63SbYnRB3HZraSlZgmpVxOIt/4xjf45je/ycsvv8zw4cOZNm0aAGvXrmXevHmsXLmSpqYmvv3tbzNnzpx+Xq0QQghxcvrDH/5ATU0NCxcu5Cc/+QlATCDd6XQyYcIEPv300/5YomhRtiZmSEE3xiXoJ3qTbtQ8twSqsbjd4A5H1R/XNI2D5VW4Ghoor2zTaFYHu3cfjsq1ZPq34yWE2e4hrLReA5pVDUVRCSlW6vUc8AG+Rpo+f5EPrUaYPSMtBVUBTbWgqQmETUaZULdWTtHwkR0mjLUrzucH1z7j95ZAessXIZ8pMQBIIF0IIQao6cMnRwLqR6r3NlLvbYwa8wb9PLz2JVbv2RQZUxWFaydfzNfHz0I9oslLki2BdGdyTKaCOPEtWrSIESNGsHDhQj744AMAdu7cyc6dO7FarfziF7/g//v//r9+XqUQQghx8lq6dCnFxcWRIHp7hg4dyooVK/poVSIuT2X8cW9Vr+xe07SjT4qzTct23dkeOn6K9rjRUjKkehv4asGeDpmnHF9lQnQdJeSO/NI1DVPYQ0vT0HiSU1IAUIMuHNXrcVZ9hNkX/X1qVozvi7BqI2hKIkFvQAcUQG3zpHOi4iUh0Sj/mZSaDbYkdNXae19fvM9P0N28kiP00mdKiJ6QQLoQQhxHNF2j2l2PJ+CLGj9QV84flz/NwYbWE5FURxK/mPkdxg8eGTVXURQynCkk2px9smYx8JhMJu6//37+53/+hxUrVrBnzx40TaOgoIDZs2dLk1EhhBCinx06dIjLLrvsqPMURcHlcvXBikS7nNlG6YkjObJ6vGtN09jTjRItmqZFNZfvTlC8qKjouA2ma5oGtSUo218EbzVUbzXecB1ADwfQXQdRiq+G9PjB9H7/unUNJeRpDp57jBronWA2mTn7tPFwaB3KrlfhwHIUPWRE/tq0wtJtaSj2IUZjULMDAKUhCOEAmKxkpqS1zk0YzGWzrgRbKmoHpUDN5m6GF+N9fiwJ8ef2wmdKiJ6SQLoQQhwnguEQlU21BMOhqPEVuz7jkY9ewR8KRMbGDRrOL2Z+l3RnctRcs2omOzENq9nSJ2sWA1taWhpXXnllfy9DCCGEEEdISEigquro2Zd79+4lPT29D1Yk2pU33ajf3KbKtI6C0tIwsRd05nuhLV3XqaurA8Bms3X5CdSsrN4NWFoad+Oo+QyqdEjIOaYZ4S03H5L3Lcbsq8NW/xVqyEhC0nUdz75NNDpH4fT+l8Zh18Tdx7G4iWB27cK+/00sdV8AEEw/FV/hXELJI5oXHm4OnDehhH1GzfOuaDoMO1/FvPNVcB9qHVfa/CF3Koz6JhTOhkMfwdYnWo/jyABPOTgyjO8XRQXVAhNuxpSa16OvvUNxPj8kD41+3bL+XvxMCdFdEkgXQojjgDvgpcbdEFUPPRAK8vjHi3lvx8dRc78xfjbXTr4I0xF1z51WO5kJqTElXoQQQgghxMBy6qmnsmHDBqqrq8nMzIw7Z//+/Xz++edccMEFfbw6ESWjGEZfjX5wFXpDE2FrOoy+otcDxfn5+V0KiOfn5wNdy67WdZ2DBw92eW0dqi0hqextABRHWp81jjT5a4xjhr3R45rf+D1QG7PNsWJ27SJhx1OY60siY7bytai+ajzDrkZzZKOEPV0PnmtBKF0FO15urjUeZ3tnDoz8uvErKb91vGCm8fveJUbWfsZYGDoHmg6Bvw4S82H0NTD8ki5/vV3S/PmhbI1RusWRZRwXoseOp3I84oQmgXQhhBjAdF2nztuIy9cUNX7YVc0flz/D3trWx+ASrQ5+PuPbnF4wNmquoiikOZJjGo2Kk9Pzzz/Pb37zGx5++GEuuuiiuHOWLl3Kbbfdxp/+9Ce+8Y1v9PEKhRBCCPGd73yH1atXc9NNN7Fo0SKczuiSfIFAgNtuu41gMMh3vvOdflqliMgohrRR1CUYZVgy04t6/RCKonQpKN6djOru1lPvULxmksewcaSqqhQVFYF7NErTIQhkQqC1/JFmNpGcnExq3ijSi+L/f+rtbHRr5XpM7jY3KHQNRQ9jadiJ/fByvIVzu7Q/m+8wqbsWo6xdBr7q2AmKyQiUj/qmEYBW2wn9FcxsDahbEowa8hZHl9bSKzKK438vSOBcDEASSBdCiAEqpIWpaqqLKtkCsG7fFv665gU8wdY66SMzC/nlrOvITox+tNdiMpOVIKVcRKvnn3+e+vp6Zs2a1e6c8847j7q6Op577jkJpAshhBD94IYbbuC5557jjTfeoLi4OHLz+/PPP+cnP/kJb7zxBgcOHOD888/n6quv7ufVCtEBTztlaY5h40hVVSF/hpH5njIEyj8BXz26FkS15GAK1qPkn9tntdBVfzVKsAlFC4IeJpI5HvaiBOo7t5OwH3v5KhwH3mJQ7eb4c5IKjOD5iCuM2uNHoyhgTQZ7Gph6sYGoODZamud6Ko3/v5Kl3y8kkC6EEAOQJ+CjxlNPuE1WSEgL88ynb/HGtlVRcy8dew43nDEPiyn6R3qizUm6M1lKuYgoW7ZsYfz48Vit7Z8s22w2JkyYwOeff96HKxNCCCFEC5PJxJtvvsktt9zCCy+8wL/+9S8ANm3axKZNmwD4+te/zlNPPdWfyzxhdSczW9O0yHbdzezu9yaXx4IzC2oqY8ePdePIlpIhO14CVDDbwZyOrju7XEHlaDRNQ9f12P/vIS9qyI2mgY4KWnSvK91kI2xJQdPaX5C5cTeO0rewH3wPNWQ8pdxyFFXBqGM+dI4RQB90plHb/GhUE9hSjV9HlAMVA1RNCWx/ofV1H5VIErEkkC6EEANMncdFwxGlXKrd9fxpxbNsr9wXGXNYbPxo2tWcUzQxaq6qqGQkpJBg7YfH8sSAV15ezrRp0446Ly8vj08++aQPViSEEEKIeBITE3nuuee4++67WbJkCXv27EHTNAoKCrj44ouZOHFify/xhNTSrLI725WVtZZd7E5Q/Fg0uex3edPRS79Eiarf3UeNIzOKIWEwDGsuZ6jr+JubsFK2BjLHtr9tJ7X8f29p7qpqAZSw16jNroUBsAcHk60l4QzU01rHXMGjJlMZzMN3qCJ6p2EftqpPsVWswdy4lwYATEBKZErQMZiRZ1+OecTlRkZ5Z5isxlxrspGNLo4ffVwiSbRPAulCCDFAhDWNancd3qA/anzjwRIeWvUcjX53ZGxI2mB+NWs+eSnRj+zZzVYyElJjstOFaOF0OqmpqTnqvJqamg6z1oUQQgjRN4qLiykulkBJX6uq6lrpEV3XI8FUm83WpcagAFlZxzhDuxd0K1M/dRSuwRfhrN2ApoCS0Nw4Mm0UdHJ/8W4udHot7gqU5hR0XdfRW/7srurW1xOzFl1DCXkxhxpQPRpqnIafPnselZkXkV6/jkT3l9gCtejoJIbcJDV9hWay47fmUGcdTqCpCkvVp6iaP2Y/mmojkHkGFfZTseacwsgxk6Ez130WpxFAt8TpmdVSLqR6G/hqjTrpmadI2ZCBxhPnqQ44piWSRHwSaRFCiAHAFwxQ7a4j1Jy1AEZg/YXN7/Ly5g/Q25yQzR55JrecfSU2c3SQM9WRRKojqc/WLI5Pp5xyCmvXrqW2tpb09PS4c2pra/nwww8ZN25cH69OCCGEEGLgyM/P71JAPD8/H+haNrqu6xw8ePDoE/tZjzL1XXYwTyMvM8/4u6kH6ju/ryMz9buylmS3gtln3ODQdR2Xy2g8GrLn0NiNr6eoqAhVD0PQDcEm1ICbIRlmalUHg3IyY75fWsu2ZGHOTMd8IIDauBcl6MLsqzSu80KQ4N1HutacdRzdW5hAyhi8BZfgGzwbzeTAX1FOelp6x99nigLWJLClgdkWf05LuRBPNdRsNcYaD4AegqZDUjZkIHFmG+VcjnSsSySJGBJIF0KIDhxsrOKrmn2YqraQkZDC5LxihmXk9eoxGrxN1PsaI9kRAPXeRv535X/YcnhnZMxqMnPL2d/g/FFnRm1vVk1kJqRht0j2sDi6r3/966xdu5bvfOc7vPLKKzid0WfqXq+X7373u3i9Xmk0KoQQQvSTpUuX8qc//Ym77rqr3Qbhy5Yt4/777+fOO+/kggsu6OMVnhwURelSULw7ZVm6W0+9vwykTP3OrKVRKSLTs5eWwug+nw8dhXp1OL4ufC2K5ic71QkuE2jBNu/oqKqCqihUVkaXaNF0nfLK2sjrAvdaFN8uzJqPpFA56H5UNCJ/I23+aoKKgzLnmXjyL8bvHGoM1rgAF6qioKrt/D0qKthSjAx09Sghv5ZyIY37o8dd+8GRKWVDBpK86UZN9P4okSSiSCBdCCHasbe2jLUHtwCQZk+jsrGWd7evY87os3slmK7pGtXuejwBX9T4tvLdPLji39R5XZGx3OQsfjVrPkPTc6PmOix2MhNSMZ1otRTFMXPLLbfw+OOP8+677zJq1CiuvfbayOPiJSUlPP/88xw6dIjRo0dz22239fNqhRBCiJPTU089xSeffMIZZ5zR7pwzzzyT9evX8/TTT0sgXfSpgZSpf7S1mF1+HKFUrLVb0RVIzDsFb/6laKmjjrYAo9Z5yA1BNxWHKzAF0yGcHLehZ7wnPTVNx+NvfeI41eciOVyBNVSHiVDMfICg6mT3oPnUJJ2BplrJH5RFQntB87ZUsxE8t6V0ruEotJYLCbqjx4Me43cpGzJwtDTPLVtj/H9xZEn5nX4yIAPpq1ev5sEHH2TDhg0cPnyYxYsXc/nll7c7/7///S+PPPIImzdvxu/3c8opp3DfffcxZ86cvlu0EOKEs+ng9pgxXdfZWFbS40C6PxSgqqmeUJvO7ZqusfiLFfxnwztoemtmyrRhE/nRtKtwWu2RMUVRSHMkk2yPU+dOiA44HA7effddrrjiCjZs2MD//u//Rr2v6zqTJk1i8eLFMdnqQgghhOgbn332GRMnTiQpqf2yfUlJSUyaNEmag4s+N5Ay9Ttai9m1C0fpmwCE0k8BwISC2WwmFG8bLYQS8qCE3Eaz0JZ66nHqnrdQFZWCgoJ23y/IG4RyaC3KzldRapcf0XSV5v0DlmRILsSUPIwR03/EiJb9d/B3pyqqUbbFlmaUcelqA9GWciGWBAg0to5bmq8BpGzIwJJRLIHzAWBABtLdbjcTJkzgxhtv5Morrzzq/NWrV3PBBRfwhz/8gdTUVJ566inmzp3L+vXrmTRpUh+sWAhxIqptkxHeVp0n/nhnuXxN1HmjS7k0+T0sXP08n5Zui4yZVRM3nDmPS8ecE5VlYTGZyUpIw2q29Ggd4uSVn5/PJ598wptvvsnSpUvZv994nLOwsJCLLrqIefPmdfmxWyGEEEL0nsOHDzNlypSjzisoKGDz5s3HfkFCHIesletjxhR0rJXrCSU3h6rDfpSQGzXkhbAvZn5nqPEywBsPws5XUXe+Cp6K2PcBFBOoFhRrEjhzwOJEGf411E43EE1vDXp3R0u5kKQhrTXSAZKHIGVDhIhvQAbSL774Yi6++OJOz1+4cGHU6z/84Q+8/vrrvPnmmxJIF0J0W7ojmSpiH2dLcyZ3a3/tlXLZWXWAP614hsqmushYVkIav5x1HaOyhkTNTbQ5SXcmxz9ZE6ILFEVh3rx5zJs3r7+XIoQQQogjWK1WGhsbjzqvqampW9m+QpwMVH91/HFvBaqvxijbElXvvIfCATiwDHa8AofWQrxMdkcWpBSBaoFgE4S8YHZCciEMuwQKZnZ8DIsT7BlgcfR8vW3LhZgs4K0BRwZkjJWyIUK0o8eB9IaGBj799FOqqqoYMmQIU6dO7Y119YimaTQ2NsatUSWEEJ01KX80Ow7uicocVxSFyXldP6EIhkNUNtUSDLeWctF1nSVfreXJT14npLXWzju9YCw/O/dbJNlay7aoikq6M5lEm5TaEEIIIYQ40Y0cOZK1a9fi8XjaLbXm8XhYu3YtRUVFfbw6IY4Pmi0Tk7fcKNGih1C0IGgBdFsGSqC+9w5Uv9sInu9+DXy1se8rZiicDaO+AbnTQDV1/RiWBCPIbbYffW5XSLkQIbqk24H0xsZGfv7zn/Pvf/+bUMgIDM2fPz8SSP/Xv/7FPffcw+LFizv1SFpv+vOf/0xTUxNXXXVVu3P8fj9+vz/y2uXqWakGIcSJZ1h6HlPzTuWrmn2YTWbSE1KYnFfc5fro7oCXGndDVN1zT9DHwx++zJq9myJjqqLw7ckXc+X4WVEZ5zazlcyEVCydecRPiC4Ih8PU1NTg87X/GGthYWEfrkgIIYQQAHPnzuW+++7jRz/6EU888URMyTVd1/nxj39MQ0MDl112WT+tUogBTAsTSBuHo3E3SjhAa3a4QiB9fM/3H/LC3qWw82Wo2BB/TvJQI3g+4gpwZHbvONZEo4RLbwfQhRDd0q2ojNfrZebMmWzatIns7GxOP/10lixZEjXna1/7GrfccguvvfZanwbSFy1axIIFC3j99dfJzs5ud94DDzzAggUL+mxdQojjU35SFvlJWRQVFXX5sVld16nzNuLyNUWN7687zB+XP0NZQ2VkLM2RxP/M/C7jBo+ImptsTyTNkST1qkWv+vTTT7nnnntYtWpV1E3lIymKErlZLoQQQoi+85Of/ITHHnuMZ555hi1btnDjjTdSXGxkjZaUlPDkk0+yadMmBg0axE9/+tN+Xq0QA4QWNBqFBt0oYR+6JRF/zjlYa7egBOrRrakE0scTThxy9H21p2Yb7HwVdr9plGY5kskGQy+CUd+EnNO73gC0hTWpOYBu6/5ahRC9rluB9IceeohNmzbxrW99i8cee4yEhISYANOgQYMYM2YMK1as6JWFdsYLL7zATTfdxMsvv8z555/f4dw777yT22+/PfLa5XJ12GlZCCG6IqSFqW6qwxcKRI0v3/kpj3z0CoFway2+UweP4BczvhNVe92kqmQ4U3FaJfNA9K6PP/6YWbNmRbLQ09LSSE7uXt1/IYQQQhwbqampvP3228ydO5eNGzeyadOmqPd1XSc/P5833nhDSpqKk1s4gBL0oobcEI5NEAknDsHbk8A5oASbyKx6j+xdq1Ebd8WflF4Mo66Coq+BLaWbB1LAmgz2NDBZu79gIcQx061A+osvvsigQYN44oknsNvbD/KMGjWKTz75pNuL64rnn3+eG2+8kRdeeIFLL730qPNtNhs2m9zZE0L0Pk/AR42nnrDWWsrFHwrw+MeLeX9HdOf4b044n29NmoOpTZ08h8VGRkIq5u7UzhPiKO699158Ph833ngj999/Pzk5Of29JCGEEELEMWHCBEpKSnj88cd599132b9/P2CUXbvooou46aabSEhIOMpehDgBhbyo/hpsvkOYPcFj8/SurmOp24qj9E3sh1agaHGe4jQ7jcD5qG9C5qndzz5XVCP4bk8DVcp5CjGQdesTunv3bi644IIOg+gATqeT6ur4XZI70tTUxK5drXf59u7dy+bNm0lPT6ewsJA777yTsrIynn32WcAo5zJ//nz+8pe/MGXKFMrLywFwOBykpHTzTqAQQnRRe6VcDjVU8acVz7C39lBkLMnm5OfnfpvTCsZEzU11JJHqSOqT9YqT0/r16xk9ejSPP/64lAwSQgghBjin08lPf/pTKd8iTghm1y6sletR/dVotkwC2VMIJY84+oa6BgGPUUol6IZwEFPQhaJ3vgShqWk/1totqP46NFtauyVeFH89jrJ3cZS+hblpf/ydZU2C0d80SrhYenAzSzWBLdX4JUlUA09tCWklj2Fr2AZbnZBzmvHUgTRnPal1K5BuMpkIBoNHnXfw4MFu3SH/7LPPOO+88yKvW0qwzJ8/n6effprDhw9z4MCByPuPPfYYoVCIH/7wh/zwhz+MjLfMF0Icn/bWlLGxrIRaj4t0Z3K3Gn220Npkh3dlm5btjrZ9MByi2l0fVbIFYN3+Lfx1zQt4g60ZDKOyCvnlefPJSkyLjJlVE5kJadgt8gifOLZCoRATJ048pkH0f/zjHzz44IOUl5czYcIE/va3v3HmmWe2O3/hwoU88sgjHDhwgMzMTL7xjW/wwAMPHPWGvRBCCCGEOD6YXbtw7H898trkLce+/w18Q+bFD6ZrYUwhNyavBvXh7md7YwTR7YeWRV6rvirsh5bjy51lBNN1DWv1Bhylb2ErXxM3QB8yJeLJvYDEyTegpo/u9lqMBZiN7HNbipGNLvpV3Gv92hLY9HccVZ8BoJgC6PuXo7srYeJtRimfZl3tpSaOb90KpA8fPpzPP/+cUCiE2Rx/F01NTWzZsoWxY8d2ef8zZ85E1/V23z8yOL5y5couH0MI0b86Ckxrmsbe2kO8v+PjyFiFq4aljR9x4eizGJae16V/rDRNY8+ePd1aY1lZWeR1e8f0hvw0+JvQ2vzcCmlhXt+5hpWlm6Pmzh07nflnzMViav3Z6bDYyUxIxST/AIs+UFxc3K2nxTrrxRdf5Pbbb+fRRx9lypQpLFy4kDlz5rB9+/a4TcAXLVrEHXfcwZNPPsnUqVPZsWMH119/PYqi8NBDDx2zdQohhBBCiL5jrVwfM6agY61c3xpI18JGs9BQE2rQiyVYgxpOB3Sg+4F0a+2WOKM6toq1KIdX4ih9G5O3PO62/ozJeAu+xj59BGmZg0hM60FvPZPVCKBbk3t0Y0D0nvZiBcn7FuMsLyHob02IUxQFrfxL3JsX4xp6dWS8qKhIguknkW4F0ufNm8fvf/97fv/733PffffFnfP73/+ehoYGrrjiip6sTwhxAuoosN0SvF5X9RWaXY3Jmn1v84dcMPSMbv1jVVVV1aX5uq5TV1cHGH0VjlyLrus0hbx4QtH18uoDTby8dzUH3a3BSofFxo/PuYZpwyZExhRFIc2RRLI9sUvrEqInbr75Zn7yk5+we/duhg8f3uv7f+ihh/j+97/PDTfcAMCjjz7K22+/zZNPPskdd9wRM/+jjz5i2rRpXHvttQAMHTqUb33rW6xfH3uxJYQQQpxMDhw4wAMPPMAHH3xAWVkZfn+cGs0Y55ShUOdLXIgTX7dLqBxDqj9+Iofqq0IJNKAEm1DCvsi4TvvJlV0/dl3rC13D7D6IuWEHJk8ZSpzjhG0ZePMvwVdwCeGEPHRdRz98uPsLMNubA+hSwvN4YfLXoIa9MeNK2IspUNsPKxIDRbcC6T//+c956qmn+N3vfsfmzZu56qqrAKioqOC///0vL730Ei+//DJDhw7l1ltv7dUFCyFODo0hLwnEloZy+d092m9+fn6XSlrk5+cDsdnoYU2jzufCFHLQthPDF5W7eXL7EtzB1pPAoWmD+dWs68lNyYqMmVSVrIR0KeUi+tzNN9/MunXruOCCC/j73//OnDlzMJl6pyZjIBBgw4YN3HnnnZExVVU5//zzWbduXdxtpk6dyn/+8x8++eQTzjzzTPbs2cOSJUv47ne/2ytrEkIIIY5HJSUlTJs2jfr6+g6f1gaO+r44uXS5hEof0WyZrVnfehi0IEo4gG5LQ/V1/WlJTdPRdB1N04+a3B2ypmJp3IO5YSdm165IgFRv/mX8WSWQfRbegkvwZ53d2vRT09H11mN1icUJ9nTjdzEgqapKUVFR7Bvu0Sj+nTjsruhxaxL2vFGktdlGstFPLt0KpKemprJ06VLmzZvHG2+8wZtvvomiKCxdupSlS5ei6zpDhgzhzTfflC7iQogY7f5jRWvJl4LQYXS7KSbonZ2Y3qNHpxRF6dK28eYGwiFqfQ2EtDCKaqwvrGm8seNDluz6KGru+SPP5Oazr8Rmbg2Y28xWshLTMEtDGdEPWj57+/btY+7cuZjNZgYPHhz3e11RFHbv3t3pfVdXVxMOh8nJyYkaz8nJoaSkJO421157LdXV1Zxzzjnouk4oFOLWW2/l17/+dbvH8fv9UVl5Lper3blCCCHE8eg3v/kNdXV1zJkzhwULFjBmzBiSkiSbVRxdp0qo9INAxmQc+/+LEg5ApAa5QiB9fJf3pWkaB8urcDU0ENJin2JunRjEUrOZpMPvkebb3qY4jA0daApZ8Fly8OdMwz9oGro1DcJAeU3UbnRdp7q6Fo8/TEFBPqrpKNeT1iQjgG62dflrE30vbnwgfwZUfwHVW6PHU4ah5M8ACZ6ftLoVSAcYO3YsW7du5emnn2bJkiXs2bMHTdMoKCjg4osv5uabb8bplLtuQoj4jvzHqqWxaI27gbDbT4Yjhd2+cg67avAG/TgsNnKTM7l4zLR+vePrCfqo8zZGPWrY4Gvi8U1vsL2mtQmyRTFx9ZjZfGPKnKgTuySbk3RnyjFt9ChER/bt2xf5s67rBIPBqAbebfXF9+nKlSv5wx/+wMMPP8yUKVPYtWsXP/3pT/nd737H3XffHXebBx54gAULFhzztQkhhBD9ZdWqVRQWFvL6669jtcoTjKLz2i2h4q+JO35Mhf2oITdK0I1usuLPPhtr7RaUQD26NZVA+nij2WcvUz2HsJWvwVa5DjVkPNHcpFpwmMJY1BAmRSFoy4HUifgzz8PnyO/5QRXFqH1uTweTpef7E/0roxgm/gh2vASVm4yx7Ekw6irjPXHS6nYgHcBut3PrrbdK+RYhRI/srSljaYmRya3rOnVeF/saysFqZGwPhJCzrus0+JtoCkTXSdtec4DHN75OQ5uSMzkJ6Xy9cBpjclvrTyuKQoYzhUSb3GAU/Wvv3r3HbN+ZmZmYTCYqKiqixisqKhg0aFDcbe6++26++93vctNNNwFw6qmn4na7ufnmm/nNb34T98bZnXfeye233x557XK5KCjoQeMnIYQQYoDxeDzMmjVLguiiy6JKqESNZ/TNAsI+1KAbJeQGLRj9VuIQvL0QOFdVlfxBWdTaTAwelIOiKCghD7byFTgOvI21fpsx0R69XciZi+bMJZQ0AqvZTjqQrn2BNzmzw4C+ruuYVY30tPTYc1NFBVsq2FNby8GIE0NGMZx9T3+vQgww8ikXQhwzLWVajmZD6VeR2o66btSgq/LU4cTJ2JyimLlD0gZ3uL/ezlgPa2FqvC4C4dYTQU3XeXf3xywuWR2VnX5G7hi+O24OddWtDUjMqpnsxDSsZslMEP1vyJDez/ppYbVaOe2001i2bBmXX345YPwcWLZsGT/60Y/ibuPxeGI+sy0129ur+Wqz2bDZeulR2QMl8MUq0vZsJ5yUAZYrYMjY3tm3EEII0U1FRUW43T3rDSROToHsKdj3vxHVRFNHIZA95ZgdUwl5UUItwfO+aXyrqgoqYHWV4Cx9G/uhD1qbQ7bJxNJVG77cWXgLvoa5cW8kY791io69/gu8yUPbPZaug6ooqGqbHavm1gC6ImU+hDhZdCuQvm3bNl599VXmzp3LpEmT4s7ZuHEjb731FldddRXFxfLYgxAnG03T2LNnT6fm7irbR1gL4wp42FlXSkVTHb5wAJOqcqD6MJnOVLKcqSRbnTQ2uNiT2PF+e1JD/Ui+kJ9abyOa3npTwB3w8sTmt/iisrV2tElRufqU2cwcMpm2jd8dZhtZSemYpIaaOEncfvvtzJ8/n9NPP50zzzyThQsX4na7ueGGGwC47rrryMvL44EHHgBg7ty5PPTQQ0yaNClS2uXuu+9m7ty5vdYEtV0HSmDlCyi6jhIOYa6vgFUvwcxroFDOXYQQQvSf7373u/z+97+nqqqKrKyso28gTnpm1y6sleuNQLGioOsKqCY0WwaB7Cm9Wx9d11FCHpSWzHM93Hv77gx/A0mlr5N94E0cvvglCoMpo/EWfA1f7mx0SyIA1ppNcecqgfrOH1u1gjPDKOMi5TqFOOl0K5D+8MMP889//jNyURxPZmYmCxYsoLa2loULF3Z3fUKI45imaVRXH70DuxrQONRUzU5XGbX+RsKaRpgw4bBGubuWYCiIy9tEriOd/MQsKisr291XZmZmr6zdKOXipingiRrfW3eIf258jRpva3PDDEcyt5x2BcNSB0e2BUiyOslOivP4nxAnsKuvvpqqqiruueceysvLmThxIkuXLo00ID1w4EDUZ+Kuu+5CURTuuusuysrKyMrKYu7cudx///3HfrFb18QMKbpujEsgXQghRD/6xS9+wbJly7j44ot5+umnGTduXH8vSQxgZtcuHPtfjxrTUfAVXNJ7AXQthBpsxBKowtQUQu3rGLKuQ8WnsONllH3vkh72x0zRzAn48i7AW3ApoZTRse/b0lB9VbG7tqYe9fCaaidkz4GUodJoUoiTWLcC6StXrmT8+PEd1iMtLCxkwoQJLFu2rNuLE0IcvzRNo6ysjLq6OnJycjpsWjgiKZcttXtpDBqP4ukKqLpxchLWNRqDXhLMdmoDTcxMmhB3H7quU1FRgd/v73FGekgLU3tEKRdd11mxbyMvfbmMcJvs9Ak5I7hhwtdIsLYW4FMVhTRrIklWqYcuBq5XX32Vl19+me3bt+NyueKWUVEUhd27d8fZumM/+tGP2i3lsnLlyqjXZrOZe++9l3vvvbfLx+mx+nZuyjXEXmAJIYQQfenCCy8kGAyyceNGJk6cSGFhIYWFhXHPcRVFkevuE5imaei63mHZTEvFx3HO5XQsFR8TSCyKu02njhX0QtANITcEvZj81ZjCXhRS6atOVqq/Dr54F3a+Cq59EOfIgfTxRvb54Jlgsh+5i6h59kPLiXqEGIVA+vj4GygKujmRkDmJgM2CbpbrOyFOdt0KpB88eJALLrjgqPOKiopYvnx5dw4hhDiBKIrSYSB9cEIGmfYU9jQeNubpYG6+SNB0nbCuYTfbyLKnMDjh2DbJ8Qb91PlcaG1ORL1BP89ueYfPDpdExlRF4YrRM7hw+BTUNl+b1WQhzZbIofropqRCDBS6rnPVVVfx3//+t90a5IqioOt6h5/bE0JqNlSXxY6nyCP0Qggh+lfbG8+aprFv3z727dsXd+4J/+/1ANVSSsXcsAM1UIdmTUWzpRkxWlVFs2X2uKRK2+QkaP//dV7lbpQ2tcnNwXpsgQpULYC/rhZX0gR8zqFHPZ6uaVQe3k+osZyidD26JngPmZr2Y63dguqvQ7OlEUgf336DTz2MtepThu15hRTXBpQ4pWPClhSq085BLb4aLWlop9YQThyCL3cW1totKIF6dGtq/HUoJjRrMrolBVQTdLL3lxDixNetQHooFOpUtqeqqvh8vu4cQghxnFNVlby8PGw2G/n5+Uf9mTEuMIK9nnLcQR/eoD9Sk9yiqGQ6Uzg1dwQZzpR2n4RpyZrIzMzsVjZ6e6VcDroqeWTDYirddZGxFFsiN0+ex6iMwqi5iVYHKbbEdoOTQgwEjz/+OK+++ioTJkzgT3/6E//85z9ZvHgxJSUl7Ny5k3//+9+89NJL3HXXXXzve9/r7+UeW+Omw6oXjUeFm+mKgjJuej8uSgghhIAVK1b09xJOakfLAje7dmE/8AaqvxZLw3YATK5dKDpoZodRViQcxLbvdbTCuR0G0zuTcX40QUsaVr/xRJ05WI/TY/SUCpsSsPqryAwso5rZ8YPpuo4S9qGEvehBD5ZgPUo4pbnuebdCRjFMTfuxH2p9akL1VWE/tBxf7qyoILbqrcBRugTHwSWYvBVx9qRA7lS0Ud/goDKK2vpGBicO7lJufDhxCN72AviqFc2agm5JkvrnQoi4uvVTsaCggE8//fSo8z799FNyc3O7cwghxDG2t6aMjWUl7K4+SFlDJTUeF4FQgBRHIqcXjOXCUWcxLCOvR8dQVRVFUVBV9ajB7VOzh/NF5W6+rN6H1WTBFwoAYDNbGJo6GFVVOTV7eIf7aTlWV4W1MDVHlHIBWFu6hee+eI9gm+yO4owhfH/yPJJtCa1fp6KQak/CaTEeI5RAuhjI/v3vf2Oz2XjnnXcYNGgQixYtAmDkyJGMHDmSSy65hPPOO4/bbruNmTNnMmRIOxcaJ4LCYphxNfoXq9AbmwgnpsOMK6Q+uhAnigMlsPol2LXReD1iMpx7lXzGxXFhxowZ/b2Ek1ZnssCzK5YS9DeQ4N5FOGQkD1qDteg6BK0ZhIO7cCcaNboDO5ZSmXNZu8fTdZ3y8vK4JSo7m5xkTrkIx4E3UdCx1B5AtdvRgVDKCMy2FAASzaW4C5qTBbQwSri5WWjYC7oZSELXE7GoYdLTerfPk7V2S7yvHGvtFrzOPGwVa3GUvoW16hMUYq+ldGcOysivw8ivQ1I+6BqUlvba+jDZ0ayp6JaEo88VQpzUuhVInzVrFv/85z95+OGHue222+LOeeSRR9i/fz833XRTjxYohOiajjIZWt7bW3uI97avo87byLby3VQ21eEL+bGbbbh8btw+D9VN9Vw14QKGpbfeDOvoZKqnJ1oFKTlcO+5C3tzxIduq9uIN+bGbrRSl5nFK9jDGZRVRkJLTo2PE4wv5qfU2RjLgAfzhIM9vfY+1pV9ExhTg0pFTmTvqHFSl9Wu1qGbSHclYTL2TrSHEsbZ161bOPvtsBg0aBLReHLYt5XLzzTezcOFCHnzwQWbNmtVva+0ThcWQP4q6PUbmVmZB5+uICiEGsAMl8PrfYd/W1rHNy6G+Cub9UILpQogesQSNILsp3FrOUdGCKM250armazO3vkfH6kxykpY6Cr96GdbK9Sg1n6FbEgkn5KPb0iPZ2iZ/NaZQI0rIjRL2tT6RpxDJvtZ1I0moN0u6QHOd8yPHAi6s1RtJ2P4vTIHY93XFREPyZAJD55E54QoUk6Xbx28pK2Nq3IvJc7j55gHolgRCSUWE0k4xyvBYeqkxqxDihNWtyM/Pf/5znnrqKX7yk5+wc+dOvv/97zN6tHG3dfv27Tz++OP8/e9/x2q1cvvtt/fqgoUQ7dM0jT3NwaB475WVGbWA11V9RX3QzUF3FVW+ejwhHxo6nrCGTbVQGQii+7ej1Pk5O2tMZB95eXntnrz1tMEnGMH02874eo/20RUuvxuX3x01Vt5Uy6MbFlPW2NpsMNHi4HuT5jIuOzrA5rTYSbUnRgXWhRjovF4vgwcPjry22WwAuFwuUlJSIuMTJ07k/fff7/P1CSFEr9i6Bir3R4/pQMU+4z0JpAvRoXA4zH333cd//vMfysvLyc3N5frrr+euu+6Kugl/77338vjjj1NfX8+0adN45JFHGDlyZD+vvmc6kwWeEBiOyVuOJZyOGmoyttMdANjtdjRzImrzeVXYMajd8pTQ8xKVLULJIyIlZEzecmNQD4MWRAkH0G1pqL7qbu+/JzRbGqqvCrQw5qZ9WBp2YPLFK90CIWce3oJL8eZfRFltgPT0dKNOeTviPQ2saa1j5qb92A4vRw00YGn4CjVQD1oYFBVMFpSAC13XsboPEyr4GqHkETH/H+SJYyFEi24F0keOHMkTTzzBDTfcwF//+lf++te/Rr2v6zpms5nHH3+c4mI5SRWir1VVVcWM6boeeTyxsrEWTddwB7wEwiHCzdnYYT2MhkpQ0/D4vVQ11lJnbs0OsNlscR9tzMo6vhrzabpGrdcVKR/T4rNDJTyzZUnU+PC0PG6efBnpjuTImIJCsj2BJKt0bRfHn5ycnKifEdnZ2QDs2rWL0047LTJeW1srfU6EEMev+krwuWPH/R5oiD1PEmKg+uyzz3jllVfYvn07LpcrbkBPURSWLVsWZ+vu++Mf/8gjjzzCM888wymnnMJnn33GDTfcQEpKCj/5yU8A+NOf/sRf//pXnnnmGYYNG8bdd9/NnDlz+PLLL7Hb7b26nr52tCzwYM5ZmPa/gZaYj1q/HdDRrSnGDTtFQUvMN5q3oxDMOeuoAfLulqiMJ5AxCcf+xSjhAOgtJSoVAunje2X/3RG2pmE/8BYW1y4UPRjzvq5a8A2agbfgawQzJoKiNn+vHz7qvsvLy6Nea7pOeWVt5HWBey32cD0pwQMkhOpRCGNufmIgpNrRApU0+bZRbxuOt+Jl9iVfwKBBg6SJrxAirm7XIrj22mspLi7md7/7HR988AFut3Gi6nQ6ueCCC/jNb37D6aef3msLFUJ0TX5+fsw//vn5+QDU7A5T423AU6cTaNQJ+3U0XUNVVKxmGxaTiaykTMbmjub04a2f43h35g8ePHjsv5heFAyHqPM3EtJaO7+HtDAvf7mc5fs2RM09f9gZfH3MTMxtMiBMqokMRzLWHjxaKER/GjFiRNSTK2eccQa6rvPoo4/y+OOPA/DVV1+xcuVKuRkuhDh+pWaDPQE8jdHjNiekHF8JAOLk9T//8z/83//9XyR4rihKVCC95fWxCPh99NFHXHbZZVx66aUADB06lOeff55PPvkEMK4DFi5cyF133cVllxn1v5999llycnJ47bXXuOaaa3p9TQNJKHkEviHzsFauR1fNqP46NGsami3VCKarJjRbhlEupINGo723IC9qyIMS8qCbbPizz8ZauwUlUI9uTSWQPj6qqWdfUEIe7IeW4TjwJpaGkrhzgknD8BbMxZd3gXEjoovS09NjxjRNx+NvvdZLDgZBScLiMWPSAFTU5s+Rqqqo6NhNGna7HZsaJC0trcdPBwghTlw9Kuo7efJkFi9ejKZp1NTUAJCRkSE/cIQYAOJlNbS8Hj9oBKsPbCYnMZ0GfxO+UAB/OIDVZEZRFBKsTgYlpjN+0AjM5vZ/TPSks3x/8Ib8VHrqoi42ajwN/HPja+ytb812cJhtXD/hEiYPHh21vd1sJc2ejEl+xonj2IUXXsivf/1rvvzyS8aOHcuFF15IQUEBTz75JJs3b6awsJBly5YRDAa57rrr+nu5QgjRPeOmw57PjRrpLXFHBcgZarwnxAD38ssv89BDD5Gfn8/dd9/Nq6++yvvvv8+7777Lzp07ee6551i3bh133HEHc+bM6fXjT506lccee4wdO3YwatQoPv/8cz788EMeeughAPbu3Ut5eTnnn39+ZJuUlBSmTJnCunXrTvhAOkSXUulzuobSHDhXQh6jhEsb4cQheI9B4FzTdDRdR9N04t6/0XUsDV/iOPAWtsMrUJtryLe9atRMDvy5s/AWXEowZWykPjuafsSuWo91JFVROyyXU1CQD4oJbKkoOxtQPOVQ2YRS54awHwJGpr7ZageTDVtaLinZQ9ATcykcN/2Y9gYTQhzfeqU7nqqqx11pByH6w96aMjaWlVDrcZHuTGZyXjHDMvLaHT9WClJyOLdwIlur9mBWTZQ3VVPvcxMIB0m2JTAuu4hzCycek+ae/UHXdep8jbiCHhL0FFo67myp2MWTm9/CHWwtX1GYnMMtp11OdkJa1D6SbQkk26SLuzj+fetb3yIUCuH1Ghc2VquVF198kcsvv5wNGzawYYPxZMZll13GT3/60/5cqhBCdF9hMcz7Eax+CXZtMsZGTIJzr5L66OK48Nhjj2EymVi2bBkjR47ko48+AuCCCy7gggsu4LbbbuPuu+/mwQcf5Kqrrur1499xxx24XC6Ki4sxmUyEw2Huv/9+vv3tbwOt5TRycqKvF3JycmJKbbTw+/34/f7Ia5fL1evrPqFpQZSQ1wiet20W2leH1zQOllfhamggpKnRT0IEm7BVfYy9fA0mzyHqAbA2/zKEEofiH3Qu/qwzwGQHD+CpbPd4uq5TXV2Lxx+moCAf1XREklh7fapUM2pCGthSjSD9kFmw/UVIGQreSnBXGsdXABQj2J481KjDXjATOkgkE0II+QkhxDHWkrW9t7aMd0vWRcYrXDW841rL2JwivqzYEzW+tPEjLhx9FsPS22/u2VMFKTknTKC8I8FwiIrGGryh1pP2sKbx+o41vLNrXdTccwsncs0p52Mxtf5oVBWVdEcydrMVIU4EhYWF/OY3v4kaO+uss9i7dy+rV6+mtraWMWPGMHHixP5ZoBBC9JbCYvjOPf29CiG6ZdOmTUyZMqXDxp0LFizgP//5D7///e955ZVXevX4L730Es899xyLFi3ilFNOYfPmzfzsZz8jNzeX+fPnd2ufDzzwAAsWLOjVdZ7wQl5Ufy0232HM7uDAqtut65gbSrBXrMFSswlFC8VM0UwOAjln48+ZTjgh/9iux2QBezpYk4lKl88ohtFXQ9kaUC3QsBuCHuM9ixNShkPGWMibbsztDzUlxvo8leDM7t+1CCE61O1Aejgc5pVXXuGDDz6grKys3YZkx6LxiRDHC03TIrWI39/3KXXe1qwLXddxNTayYccXDMvMizkpem/zh1ww9AyKiork8bFucge81LgbCLeph17va+Jfm99gR21pZMxqsvCdU+dwdv64qO2llIs4mTgcjmPyaLgQQgghuq6xsZHCwsLIa6vVSOpoamoiMTERMJ4MnzJlCqtWrer14/+///f/uOOOOyIlWk499VT279/PAw88wPz58xk0aBAAFRUVDB48OLJdRUVFuzfj77zzTm6//fbIa5fL1WF5jpOSrkHADcHmX+EgpmBD3AadfU1VVfIHZeFSXQz1vo/j4DuYPWXGm87ouYH0SXgLL8GXMwNMtm4dT9d1zKpGelp6x9fDZltzAD2p/TkZxQM3MF1TAttfaH3dVGZk0I++euCuWYiTWLcC6Q0NDcyZM4dPP/00btfwtgbUHVMh+lGD3x133NVyN/zI8Xbmi6PTdZ0adwONR/wd7m0s579bX8UVaB0flJjBraddTl5Sa3kqBYVkewJJ1iPOCIU4AcyaNYuLLrqIX/7ylx3O+/Of/8ySJUtYvnx5H61MCCGE6CehIJjMxC/63D+ysrKor6+PvM7MzARg3759jBvXmvzhdruPSYkUj8cTE7w0mUyRp22HDRvGoEGDWLZsWSRw7nK5WL9+PT/4wQ/i7tNms2GzdS+oekLTQphCjZi8IagPD6jvwwgtBAdXkfPFvxlavR6lpep5m6WGben48i/CW3Ap4QTjBklP0pF0HVRFQVXb+fswO8CRDpbjvPxm2Zo4g7oxLoF0IQacbgXS7777bj755BPy8vL48Y9/zJgxY0hOTu7ttQlx3FNVlaKiIgBGNO2jsqk28l7LTahBphBpaWkxN52yE9MlG70bQlqY8sYagm0eLdR0jXf3fsLbu9eh03rz78zcsXx3/EVRZVssqpk0RzJWk1S+EiemlStXMnTo0KPO2759+zHJcBNCCCEGBF0HbxO4G8DvgcFFRjB9gBg6dCj79++PvJ40aRK6rrNo0SL+8Ic/AEad8lWrVjFkSO83lZw7dy73338/hYWFnHLKKWzatImHHnqIG2+8ETAS5n72s5/x+9//npEjRzJs2DDuvvtucnNzufzyy3t9PSeccAAl5EYNeVBDXizBOtSwgtEdeQAF0htLYeersPO/qJ6KIxPP0VEJZJ2Jt/Br+LOnghr9GbJWrsN+aBmqrwbNnoEvdzaB7LN7tiZLgpGBbnH0bD8DRXt14r1VfbsOIUSndOtM4bXXXiM1NZWPP/6YvLxj1xBRiBNBSyD8tIIxvLt9XdRTHKqqck7+eGqV6Kx0RVE4rWCMBNG7yBcOUOWpxxZOjNyYcPnc/N+q59hYVhKZZ1ZNXD12NjOGTIq6geG02Em1J7bfuEaIk0gwGJSfQUIIIXrXgRLYugb2bYO9n0PtYfC6jdhhSiYMOxVmXgNTLjl2awgGjOC5xwVtyv8NNLNnz+b3v/89+/btY+jQoVx88cWkp6fzxz/+kZ07d1JYWMgrr7yC2+3m61//eq8f/29/+xt33303t912G5WVleTm5nLLLbdwzz2tfQd++ctf4na7ufnmm6mvr+ecc85h6dKl2O32Xl/PCSHsQw15UIJu0AL9vZp2KVoQZ8VqlK+Ww6F1QGwVgrA9B2/hpXjzL0ZzxO+7Za1cR8LuRZHXJm8Fzt3PA3QvmG5NMgLo5hPsqQZntlHO5UiOrNgxIUS/61YgvaKiggsvvFCC6EJ0wbCMPOaMPpuNZSXUeVyk2pMYm1BAflIWSqqNzYd2UOdxkeZMZnJeMcMy5PPVWbquU+9rpCHgJp3WE6vtlfv404pnqXbXR8YyHSncetoVDEkdFBlTUEixJ5JoPUGyGoToBV988QUZGRn9vQwhhBADXCgU22CwRUsZEABKSzCtfhlc1Shb16BUlUIoBOGgUcrCXY8eDqJX7iccCsIZF3d4Q9ds7sKlrK6Dp9EIoAe8nd+uH11zzTUcOnSI0tJShg4dSkJCAk899RTXXHMNr776amTeaaedxp133tnrx09KSmLhwoUsXLiw3TmKovDb3/6W3/72t71+/BOCrqOEfSghN0rIbZRHGcBMjftwlL5FRuk7WEKNMe/rihlP5lkcTp5O4qgLUNSOP4P2Q7G98hR07IeWdSGQrqCZkyB5KFhO0Bs0edONmuhRNywUY1wIMeB0K5Cek5Mjd5mF6IZhGXmRAHnbRqTD0vMYnimNdrojpIWp8TYQCLY24NF1nbe+XMPTn75JqE2m0eiUfG498+sk2loD5ibVRIYjGavJ0qfrFqIvtTyG3eLDDz+MGWsRCoX48ssv2bx5M/PmzeuL5QkhhDhOhUIh1qyJV9/XOB+rrGwtWVC0fRlOdx1pNXtJryrFFA5iCgVQdB1dVdEDfoIVpTT6NNz/+TPrS71kZ2e323Nr+vTpRw+m+71G5rmn0WjieBwZM2YMjz/+eNTY3Llz2blzJ2+++Sa1tbWMGTOGuXPnYjKZ+mmVIoauo4Q8zcFzD+gD96kHAMI+7IdX4DjwFta6L+LPSR4Ko65CHz6P6moPjbW1JCpH/55TfTXxx/21ccejKCqaORGfXSFszwST9ejbHK8yio3GomVrjHIujiwjiC710YUYkLoVSJ87dy6LFy8mGAxisUjwSQjRPzxBH/W+RrQ25XK8IT8PrnyWj/ZtiYypisrc4VOZlDSMhDaZDHazlTR7MiYpXyFOcE8//XTkz4qisGvXLnbt2tXhNrm5udx///3HeGVCCCFOBHV1dXHH2zbBVOqr8Gth8LlRwkGj3KGuA3qk9KESChIKhzA31uByubBa4wfP0tLS2l9MONxauiU0cMtndFdLiRUxgGhhlLBRskUJe5q/rwc2c8MOHAfewn7ofdSQO+Z9TbWiDJ2DMvpqyDndeGpE1wBP7M7aodkzMHkrYsdt6e1vpJjQrCno1hQ0HVA6f7zjWkaxBM6FOE50K5C+YMEC3nzzTX7wgx/w97//XbLThRB9yijl0oQ7GP1obrmnlldK3qDKUx8ZS3cm8z8zv0tSwEJtbWv2Q4otgSTbcd7hXYhOeuqppwDjs3PjjTdyzjnn8L3vfS/uXKvVSn5+PmeddZbcLBdCCNEhVVXJy8vDZrORl5cXkz3etrRLoqMGc10FVrMXs68aNRgALYSi65hUE7qiYHY4SU9LJ5iRy4UXXhhT2kXXdcrKysjMzIwt++J1g6cBfO7jIpB5NC3/Xrf3BFmLp59+mtWrV/Pkk0/20coEYHzvNpdsUULHR7kgJdiE/dAHOA68hcW1I+6cYNIIylOmoxfNJb9oDEoPekf5cmfj3P08SpuSJToKvtzZsZNVC5o1Fd2SZATt4bh7ikQIcXLoViD94Ycf5sILL+Spp57i/fffZ/bs2RQWFsatYacoCnfffXePFyqEEADBcIhan4tgOLrG4IelW1i0/T1CbR6fnJA7ittnfJsUeyKlpaUAqIpChjMVu/kEfjxQiCPMnz8/8uf77ruPs846K2pMCCGE6C5VVVEUBZPJ1GFNc23MNNRP3kDPKkCrLUOpPYRisqBrISNuZjKjJ2eCSSVw1hVxs9E1TUNRlNbjhMNG5nlTvVFr/QTS8jTZ0QLpa9eu5ZlnnpFAel8IB1BCbtSQB8K+/l5N5+g6lrovcJS+hf3QChTNHzNFMzvx5Z6Pt+BrBJNHUV1eTrolsceHbqmDbj+0DNVfi2ZLx5c7O7o+usnWHEDv+fGEEKIvdCuQft9996EoCrquU1paGvXIeIuW9yWQLoToLe6AlwZ/U1QpF384yKIv3uOjg601/RQUrp54AVdNvBCTqkYeF7aoZrIT0rCYO5dlW9pQwdaqPdT7mki1JzIuq4iClPhd6YU4Xuzbt6+/lyCEEOIkFModge/MeVh3rEc3mTGXfoWpoQJ8HhQ0tKQMQvnFeM+8DP/EOBmrbSgBH9SWg//EyD7viXA43OENDNFDYR9q0IcSdIN2/JQKUvz1OMrexVH6Fuam/XHnBNLG4S34Gr7B54G5uYdUJz9Peifn+bPOwp91FppmzFdVBXQd3eQwAugtx9Vis887ewwhhOhL3Qqk33vvvb29DiGEaJema9T7mvAEozM/yptqeHTDa5Q1VkXGEi0OfnHed5mcH11jLsHiwGzVMKmda8ZU2lDBqv2bIq9rPA2sPrCZcwsnSjBdnLD27t3Lli1bGDJkCBMnTuzv5QghhDjBhHJHEMod0b2NwyEUdwO2ukOYtWRINENvBJB1HUpLYPkimHk1FI7p+T770M6dO0lJSenvZZw4dB2CHky+amy+MsyeYLsNbwccXcNavQFH6VvYyteg6KGYKZolBW/+HLwFlxJOGtbtQ5WXl3d6rqbrlFcaJTazB+cTtqSgqyGgutvHF0KI/iKBdCHEgBYIB6n1ughp0R3vPz30Fc98/g7+cGtmSGFCFjdNmsf4vNGRMVVRSXcmE7Z5qepCs5qtVXtixnRdZ2vVHgmki+PaG2+8wdNPP80dd9zBmWeeGRl/8MEH+fWvfx2pZzt//nx5TFwIIUT/0nUUnxvF60IJeNE1HSUcGxzssmAAtn8Cm5cbv2oPG+OqCt+5p+f776bf/va3Ua83b94cM9YiFAqxbds2PvroI84///y+WN6JS9cg6IZAk/G7FkINNaLo4aNv28zUtB9r7RZUfx06GooOKCqaLY1A+njCiUOO2fJVbyWOg+/gKH0bkzd+gNufeTregkvx50wHU89KXKand9As9Ahm9wFsddtID1fgt2ZjSxpGOCWvR8cXQoj+1K1A+rG2evVqHnzwQTZs2MDhw4dZvHgxl19+eYfbrFy5kttvv51t27ZRUFDAXXfdxfXXX98n6xVCHBuNfjcuvwe9TYOaYDjEy18uZ8X+jVFzLxh2BmenjibNnhQZs5osZCWmYepGk5x6X1Pc8QZ/bFf7k8HemjI2lpVQ63GR7kxmcl4xwzLkJPh49Oyzz7J06VKeeeaZyFhJSQl33HEHiqIwYcIEdu7cyTPPPMMVV1zB3Llz+3G1QgghTkoBH6qvCcXb2HsNB5vq4YtVsGk5bF1jNCU90ro3+jWQ3raEKhiB9M2bN3e4TUJCAvfc039rPm5pYQg2GcHzkKfdkiadKS9iatqP/dBywCipYmnaC4pCKHEoqhbCdmg5vsHntRtM71YJEy2ErXIdjtK3sFauRyH2cxK2ZeDNvwRf4aWEnbldP8YRVEWloKCg8xs07ENp2I6e4kTR04EQqd6PUYYMgfTio24edWwpXySEGCAGZCDd7XYzYcIEbrzxRq688sqjzt+7dy+XXnopt956K8899xzLli3jpptuYvDgwcyZM6cPViyE6E1hTaPW58Ifiq5DWO2p558bXmdfw+HImMNs44aJlzIxeySHy1vHE21OMpwpKIoSybDtilR7IjWehpjxFFtCl/d1vNtbU8bSko8irysba3l3+zrmjD5bgunHoU2bNjFhwgSSklpvOj333HOA0Uz85ptvpqSkhPHjx/PYY49JIF0IIUTfCIdQvI2o3iYI91It6op9sHmFkXW+c4MRPI1HUaB4Cky93Aio9lMpj3vuuScSSP/tb3/LxIkTueyyy+LOtVqt5OfnM2fOHLKzs/t4pcepcLBN8NzbqU06U8Iko3oNoWAjug6m+l2YNR9Wq4Vw6ABep1FWMuhbQ01mzzLBAUzuMqNx6MF3MPlrY97XUQgnFBBMHolmScLctJfEbX8nlDIKX277wfzOUjuToGSygrcKSp6DpjIwOzHpqWi2dFQFlENrIXNsj9YhhBD9pUeBdL/fz4oVK9i+fTsulyvundTuNBu9+OKLufjiizs9/9FHH2XYsGH87//+LwBjxozhww8/5P/+7/8kkC7EccYXClDrdaEdkX30ecVOntz8Fp5ga6f5wuQcbj3tCrISUtG11p8/6c4UUhw96/w+LquI1Qc2R/1cUxSFcVlFPdrv8WhjWUnMmK7rbCwrkUD6cai6uppJkyZFja1cuRKHwxF5kqu4uJhzzjmHbdu29cMKhRBCnDSOKN3SY1oYdm9uDZ4f3t3+XKsdTpkGE2fB+JlQfCaY+jfP7L777ov8uSWQLmVVeyjkN4LnwSbjz13Q2RImSQ1BFLPDuAfTqIFqxmw2Y1Y1cBjNNO1qCL0LJVGihAOk1a4l7cBabDUb404J2bIIJ+QTSh4BWhBL/VdYAvVo1lQw2bHUbEQJ1OEZckWHwfQeNfg0O8CRDq5S2PO2EUTXNQg0YvVVEWAkkGYE2YUQ4jjV7TOFxYsXc8stt1BTU9PuHF3XuxVI76p169bF1IWbM2cOP/vZz47pcYUQvUfXdRr8bpoC0XXMw5rG4u2reHf3+qjxcwsncs0p52Npc8GjKiqZjhSSbM4er6cgJYdzCyeytWoPDX43KbYExmUVnZT10Ws9rrjjde2Mi4HN5/NhMrU23Q2Hw2zcuJGzzjoLq7U1Uyo3N5ePP/64P5YohBDiRBf0o3obUXxN7WeJd5bPDds+MgLnn6+Aprr256ZkwYTzjN8r98OX64ztdB0UFbIK4McPw5RLeramXtCdJyoFxv/LkLc181zrek39Lpcw8Q5DcVei6zoeVzJq2IPdZgVrIvZkoxGsnpBNSif2GZXxXbcDZftL5O98DVOoMWaupphpSDmdmozZWAMVWIJ14NNweg5g8jUQCgXQgrXo9kwAwqH9eLXeyYyPYk0EezqY7cbrsjXG75YECBjrVgCL9xAwHBxZvXt8IYToQ90KpH/22WdcffXVAFxzzTVs27aNL774gjvuuIOdO3fy/vvv43K5+N73vkd+fn6vLjie8vJycnKig1s5OTm4XC68Xi+O5rvAbfn9fvz+1jvSLpcEhIToLyEtTK3XRSAcjBqv9zXy+MY32FFbGhmzmix899SLOCv/lKi5NrOFDFsSVpOl19ZVkJJzUgbOj5TuTKayMfbR0TRncj+sRvRUdnY2O3fujLz++OOP8Xq9TJs2LWqe1+slIeHkK2UkhBDiGNE0FF8TqrcRgr4e7crUWAOrPjIC51+ug+ZygPFCz3ruKJg4k9C4c9ELT0H9ci3m956Cw3tQ3G2C7roGlfvR/nw94Z8+hnb6RVH7MZvjXzqrqtrn9Zu9Xi87duwgPz+fjIyMPj32gNQSPG86DGFvr9TV71QJkxY5Z8BXRhkTU7AeU6gJzGkoiaObywQpKDlnGDdrjibohr1LYMcrULUZBTAdMSXgLKQp72Lcg85Hs6ZgAZL2LkIxG3EPqy+MSdFBVVHQwWxGUcCsaCRZe5AZ35aigDUZ7GmxzUs9lcbvyUOgemvrJmEvOgpK3vSeH18IIfpJtwLpf/7znwmHwyxevJh58+Zxww038MUXX3D//fcDUFVVxXXXXcc777zDpk2benXBveWBBx5gwYIF/b0MIU56vpCfWm9jTCmXr6r38fjGN2hsk6E+ODGDW0+7gtykzKi5SVYnSVYnXiU2U0P03OS8Yt7dvi6mzM3kvK41CRIDw9SpU3nllVd44YUXuPjii/nDH/6AoigxT3Z99dVX5Ob2vDGVEEKIk1zA15p93t0Ap65jLt+DdduHjNqygoTKPTFTNGCPkoKuqgQGj8RfeCq+IacSTs4krGmUbNwHG/dx3taXSfI1MMgdP3Ndaahmz1MPsHzLoajxUaNGRT3R1aKgoICioqJeD6avWbOGxYsXM3/+fCZMmBAZX7RoEbfccgsejweTycRdd90lzUbDfvBWQ8AK/dyUUjc5CKk2zGYbimoGZw7knAapwzvYSIfqL4zg+Z43jeanR04xO2DoRegjv4E5exKpikJq2wnNWfEABNMgXA8BL5pqwWqzGYFvSwK2nKGdyoyHdm4mKCrYUowAutpOOMmZbZR1cWRC5jho2I/uDxCy58DoqyBDriGEEMevbgXS165dy9ixY5k3b17c97OysnjhhRcYOnQoCxYs4O9//3uPFnk0gwYNoqKiImqsoqKC5OTkuNnoAHfeeSe333575LXL5era41tCiB5z+d24/O6oMU3XWbLrI97Y/iE6rYHbKXmn8J1T52A3t2Y8qIpCuiMZu9kmj78eQ8My8pgz+mw2lpVQ53GR5kxmcl6x1Ec/Tv3qV7/itdde49vf/jZglFU67bTTOPfccyNzSktLKSkp4cYbb+yvZQohhDieaeHWxqFdrEsdEQpi3fs5tq/WYvtyLab6Dpo+OpLg1BlQeAYViYPROyjz5ww0HeXAOk5f/z+t/Nhjj/Hiiy/y61//OjJWWlrKjTfeSCAQIDU1lfr6ehYsWMCMGTOYMWNGP672JFexwQgs21LxmY3EHkdKEiQMMgLH7fE3wO43YcdLULc9/pyMU2DUVShFl4I1iXbb4OacAXvfAXRIzEX31qAHfOimBFAUFEWBxLzOZ8YfSTWBLc0IoquxN5Si5E2H7S8aa3Fkgj0Dr7WeprxLSEyXILoQ4vjWrUB6VVUVZ511VutOmh9z8/l82O1GXayUlBRmzJjBkiVLemGZHTv77LNjjvP+++9z9tlnt7uNzWbDZrMd66UJIeLQdI1arwtf82O4LRoDHp7c9BZbq1qzjMyqiW+dcgHTCycYJ4DNLCYzGY4UzEc7kRO9YlhGngTOTxCTJ09myZIl3H///VRWVnLmmWfywAMPRM156aWXSElJYfbs2f20SiGEOI4dKIHVL8Gu5qaAIybDyNNh52fRY+deBYV9EFQ6UAJb10B9JaRmQ0Ye1JS1vh43vXfWEWkc2oji9wBdb1qoeBqx7fgY25drsW5fj3pEwkXU4TLzUCbOgkmzYeTpqGYLRZrG0HaSK86aZGR1m10fo9YeRmnYb2QCH7kGRSX3lMkxN5P7urTL+vXrmTBhApmZrU9i/vvf/yYQCHDfffdxzz33sGbNGmbOnMnDDz98UgfSLU17cJSvgvqwEbg9WgZ4b/O10zfOF1saEV2Hik9h+0uw/10IB2LnWJOgaB6M+gZkjO3cGlKHw7CLjaC+akEvyMBdWYolUIXVakfJOAWGXdT1vxfVbNQ/t6U0l6nphIxiGH21USvdW4Vuz6DJOZVgUh/+PxFCiGOkW4H0pKQkQqHWph0pKUYDjUOHDlFUVBQZt1gslJd3kDnQjqamJnbt2hV5vXfvXjZv3kx6ejqFhYXceeedlJWV8eyzzwJw66238ve//51f/vKX3HjjjSxfvpyXXnqJt99+uztfnhDiGAqEg9R6XYSOaCy1u66Mf254jTpfa3mWLGcqt5x2OUNSBkXNdVrspNmTogLrQojOmz17dodB8l/84hf84he/6MMVCSHEwNfR02+R90pLUN98GGXftsh7+ro3YdVLKFYHNGdK65uWoddWoM/9ARQUdxiI7VGQ9kAJrHyh9fXuz2H5czBkHKRkQnUZrHoRZlzd7WC6EvRjbqrFVBVG7Ubw3FRTFsk6t+zbgtJB89FA/hiq88fDpFkMmjwd5YhSKx0FtSOB8Klz4Z0nICE1fmPS5AzMs7+NuTlBrL9UV1dzyinRPYGWL1+O1WqNPFk9ffp0zjrrrAFbTrVP1JaQdGgpBN0o9iTwVBiZ2cMu7rtguj3DOG7MeJta5N5q2Plf2PkquPbF30/O6TDqmzB0DpjjP1nfodThrV+zplFzwChPVFSY2/WSNyarsX5rUucD6G1lFLeWcNE0gntiyzEJIcTxqFuB9Pz8fEpLW5v/FRcbPyBXrFgRCaQHg0E+/vjjmCagnfHZZ59x3nnnRV63nCjMnz+fp59+msOHD3PgwIHI+8OGDePtt9/m5z//OX/5y1/Iz8/nX//6F3PmzOnOlyeEOEYaAx5cPndUyRZd11m29zNe+WoF4TZ1MyfmjOSGiZfitLRexCgopNoTSbB248RSCCGEEKKbNE1jTzuBIE3TKCsrA2Dw5rfI3LkJk7+1xrGtqQaT303YloA/sbUxZNi7kerwUxye+DXy8vLaDQD3qP721jXRryv3G4nilfuNQDoYGbJb13QtkB4OgdsFTfWYaw9h9jWhaEmgdiLgpmlYSr/E9tVH2L5ai7lib7tTdbOVwMjT8Y85B3/xWYQTM6g4fJj09PTuBfcAxs80fl+/BLauhaYa4+9AUSGrAH78MEy5pHv77kVNTU1RZUp1XefTTz/l9NNPJzExMTI+dOhQPv/88/5Y4sBQtibOoG5kZvdVID3ntNayKpEVKCjZk+DgKqP2+YHloIdit7Wnw4jLjQB6SlHs+33NbG8OoCcefa4QQpyEuhVIP+ecc/jXv/5FQ0MDKSkpXHrppZjNZm6//XZ8Ph+FhYU89thjHDp0KFKDtStmzpwZ1dTuSE8//XTcbU7qO/FCDGBhTaPWF1vKxRP08cznS9hYviMyZlJUrhwzkwuGnRGVcW5STWQ4krGaLH22biGEEEKItqqqqmLGdF2nrs7IbM6uPozmaUJvkxxgDQZQQgF01RL1VK8ebiJcU05dXR02my3uk3ZZWVk9W3B9ZfRrX3OpFP8RzQwbYr+uGLpubO9uaN1PZ3vUBLzYdn6G7au1WEvWYYqXCd4snJhGoHgq/rHT8I84HaxtMsO1rme8xzV+ZmtAvcXg4RCnmWh/SU9PZ9++fZHXmzZtorGxkalTp0bNCwaDWK1WTlqedr5345VVOVaay6ro5Z+iu7zoioriq4X3vw/uw3E2UCBvmhE8L5hlZH/3N4vTCKBb2u8vIIQQopuB9Msvv5ylS5eyatUq5s2bx+DBg/n1r3/NggUL+MlPfgIYJ5RpaWn8/ve/79UFCyGOL75wgEp3LfoR14YHGip4dMNiqjz1kbFUexK3TL6MEen5UXNtJgvpjhRMx6D+ZEdKGypYfWAzu2rLUBQYkZbH9MKJFKR0/UkbIfrLrFmzUBSFZ555hvz8fGbNmtXpbRVFYdmyZcdwdUIIcfzJz8+PCXrn5xvnLgmenTj8lai+1oaWprAXRdGwOhIxJSVFxjV7Iqbi8SSdfnpMxrmu6xw8eLDni03NNsq3tLAngKcxUmImIqWDgH0oaATPPS4jE72TVFc1tpJ1Rr3zXZ+hhOLUgm4WTkglnD2EYOEpeCfNITxoWKeP0y1mK1hsRpC+5fc+Ps88mjPOOIN33nmHdevWcfbZZ/OXv/wFRVFi/h3fuXMngwcP7qdVDgDOLOBQ7Hjbsip9IakA6nZib3gLZ+1nKPHKHDkHwaivw4grISk/9v3+YE00/q7M/VvKSAghjhfdCqTPnj2bnTt3Ro3de++9nHrqqbz88svU1tYyZswYfvazn1FYWNgrCxVCHF80XaPe10RDwI1TT45ccOq6zpoDn/P8tvej6qSPzRzKTZPmkXTEhV2S1UmKveePFmqahq7rHdY3bavUVcmbOz5kf0Nrn4fN5Tup8zXxtZHTKEjO7rVjCXEsrVy5EkVR8Hg8kdedJX0IhBAilqIoMYHvltfh4rPRyrZjOlhCS5kHPSEFvTlY2/pzVUHLKiRcfHbcJpa9dg4xbrpRA73lad/sIbB/m/F76xdkzGtL18HbZATQj8xeb4euaZjL92ErMeqdWw9+1f5cAJMFzWxBN9vQUrIJZg9DM1mwblmBDwhlDUE94t+hjp5abpfJDFbHgA6ax/PTn/6UJUuWcM4555CSkkJDQwNFRUVceOGFkTnV1dV88cUXXHPNNf240n6WNx19/xaiv1MUo9xKX2jYCztehl2vofpqSDjyfcUEBefBqKsg7xxQB8BTD4oC1mSwpw2MbHghhDiOdCuQ3p4rr7ySK6+8sjd3KYQ4DvlDASoba/GEfDHj//niXT4ua23ApQBzR53DpSOnoiqtFzWqopBmT8ZhsfV4PS21S1seu+5McHBN+VYO1B7GH47OntpffYg12gamDxrX7ra6rlNeXo7f7+9ZXVMhesGKFSsAIje2W14LIYTofaHcEXhmX4/90zex7N8K6ATHnENw6Hgs+7ZgOfAFoBAcMg7fGXMJ5Y44tgsqLDYaiW5dY5RvGT4BzrwEasqM1ylZRhC9pT56MNCafd5B08+IUBD73k3kfb6SlL0bsLkq259qMhOyJICuoasmdEXBHPRDwE/AVYu7dBcNaca/Vb6171I6fBqDMtNjgulHZbUbgXNbc/Dc1KuXvH3m/PPP58knn2TBggVUVlYyY8YMHn744ajzyn//+99omsaMGTP6caX9LL2Yptw5OMpXoasaiiPDCKIfy/roIR/sfxe2vwwVn8adojsHo4y5FkZc0Zw1PwAoKthSwZ4K6vH5uRBCiP7WrZ+ezz77LCNGjIipz3akjz/+mB07dnDdddd1a3FCiL5V2lDB1qo91PuaSLUnMi6rqMtlTFw+N3VeV0wm1eHGah7d+BqHGqsjY0lWJzdNmsvYrOjHdy0mMxmOFMz9mLHRGPTg14Ix44FwkKZg5zKzhBgIjry4PqkvtoUQog+EckfQdNnPY8b9E2f3w2owguQdNRLVNCN47m6AgK/9eS08LvhiDWxejrJlFTnexnan+hIzqBl6GrVDJpNUvoOUwyU4XJUo6CgQKX9hUnRsaNjsRgKFlSDJKSmkpx8lkK4oYLE3B82bg+cnUALD/PnzmT9/frvv33rrrdx4441RzUdPRsHEIoK5iWQW5h7b//+1JbD9JfTdb6AEY7/vdVQCziH4EkeQOGgkSsEssGfE9BLo8yQb1QSODCOArpw4nw8hhOgP3QqkX3/99Vx//fVHDaQ/8cQTPPnkkxJIF+I4UNpQwar9rQ17azwNrD6wmXM7WRNc0zWqm+rxxLkA++TQl/z7i6X4w62B6RHp+dw86TLSHElRcxMsDlLtib1aUkJVVfLy8rDZbOTn53fq5HVIoIzyYD2ekD9q3GmxUZiTR0FBQbvbttxEyMzMlGx0IYQQQvSfAyVGNnp9pZFhvnkF7PkcAl6jzMnQcXDGRTDyNKPZZnuqSo1tNy+HHZ9GaqXHO1vTh56KPvE8mDALc+4IchSFHEBZ8zJKoBYl5IaWeumasR+zIwFbZhbJzbW+9bRs8k+bFHsepapG4NzuRHUkGl/DSVyGzOFw4HA4+nsZJ7ZgE+x5G3a8BNVbgdjv+6A1g0BiEX7nMBq8IQhDqKGR8FfLcOXG1h4vKsztm2sE1QzWJEgpGlCNdIUQ4nh2TJ/n6VYNOyFEv9hatSdmTNd1tlbtOWogPRAOcthVTViPzrYIaiHeOvAxn1bviBqfUzSFy4vPjco4V1BIdSSRYDk2jW5UVY3UND3aiWtpQwV1vkYaAm6q3PX4QgFCWghFURicmEGmM/Wo+4hXP1UIIYQQojdomtZuHfVQqDnIfXA7ptUvG4OuatRP30GpKQMU0DUIBtBLPkHz+9CrDqGdNgd90DCjZrumwf5tKJ8vh80rUQ4Z53Jxz2zMVhg7FSbOggkzUdJyIoHGqPnFZ0LZTmiqAVeNUSjdYjOiks5klMw8I1CuKMZcs7m5FEVztrndedIHzkUf0XWo2mzUPt/7DoRin0bVTHYas2fhyr3UaC6qh5vjH60NeU2B+j5bchSzDSwpkGAyPi/ymRFCiF5zTAPplZWVOJ3Oo08UQvS7el9T3PEGv7vD7TwhP0FvAw4tOSqLvKKxhv/79CVKG1trZTotNm6Y8DUmDhoZtQ+LaibNkYy1D2pYxmsC2vZ1qauSNQc2A5BscbI/eJhgOISqqpgVEy6/h+V7PyPLkRppOHpkwFxuIoqB5MYbb+z2toqi8MQTT/TiaoQQ4sRnPrQL6471mMu2o7rrAQXF40Lxu9HtiQSHntqj+uiaprFnzx5KS0tj3guHw+zYYQS9x+xbS6K3HoDMuv0UVJeh6hpGBLu5CXw4RGjvVraGk/HsKqXSkclIXwX20q2YPK7WHSspABTpDUZwPCkdJsyEibNh7Nlgj2mxGGvwcJj9bfg0A7Z/Ck31kJgKucON/akmSM4warYPO7W1xvlJ4sYbb0RRFP7whz+Qk5PTpX+/5d/rXuKrg92vw45XoH5n/DlZE9BGXAnDLiXJkkASwI5qFI9xzZOWYjxtqygKujObtMLcmF0cs2QbswMc6WBJMG6GKdVH30YIIUSXdDpqtXr16qjX5eXlMWMtQqEQ27Zt47333uPUU0/t2QqFEH0i1Z5IjachZjzFFv/CKKxp1HobaAx6SCf6Imf9ga38ZfXzuAPeyFhhSg63Tr6CrITUqLkOs400R1JUo9Fj6eDBg1GvWxqDttjg2k1jyFj3fvdh0MCsmFB0BYuuEg4G+erwXpZ4VnBasvEI9KBBg3q1FI0Qvenpp5+OO97yPXvkjZ+243JhLoQQrTRNQ9d1wuFwuzflLYd3Y/30TdSmWsxlO1ACXkz1xnmGbrKgJWVgcddDXSWN511HsLmcSryb8vFu/nearuP01kM4CFoYa9CDosfuSwHMWpCciq+wexvIxdr+PjPz4bRvwqRZMHyiEfjuqsHDYd4PW19bbEa2udVu/LJ0cPwT3NNPP42iKPzqV78iJyen3X+/45F/r3tA1+DweiP7fP97EKdHEtYUGD4PRn0D0otjn8wYdIaRuY7e5ppAQRl0Rt/U7Lcmgj0dzCfPjSchhOgvnQ6kz5w5MypQ9O677/Luu+92uI2u6/zgBz/o/uqEEF3WcpHX1QuvsZnDWHNgc1RQTVEUxmYOi9mXPxSgztdIKBQyLvQ0Y5uQFuY/G5aw+IsVUfNnFE7i6lNmYzki4zzFlkBSO4H6YyErKytmTNM0/P7WOuiaT8VuMWpNhjwaKEbZGQC1+YIxrGjoVpW0tDRAaqGLge2pp56KGfv00095+OGHGTRoEFdddRXDhhkNf/ft28fLL7/MoUOHuO222zjjjDP6erlCCDEgaZpGWVkZdXV1UTfgW1RXG5mfxXvWkOCtJ7NuP5aQD6e3AXvAeOovaLYTDpTjsacQdG1iv0ujpGg6YJxLxOP3+ykqKoo6z1BVlaKiIoYOHRo9WdfB5+acMcPB78aUUIlSb2TJKgdCqI1lRm1zHZr/A4BJ18n3lKMDGbQmQeiqCYZPRp8wEyaehzpoWM/Od0yW1oB5yy9JRIho+fd6cHOd+Hj/fote5KmEnf+Fna9AY+zTHQAMOhNGXQVDLjTKpbQndTgMuxgqNoCv1ghq55xmjB8rimLUP7eng+nkvQElhBB9rdOB9HPPPTcSSF+1ahXZ2dkUF8fv/m61WsnPz+frX/86l1xySe+sVAhxVG0v8oAuZ0mPtOSw03WIpqCHRIuTkcm50OCntKH15NIT9OIO+NABXdOpqakm6A/gTE/ioTXP8WXF3shcq8nC3IIpzBk7DUVtXYuqqKQ7krGb++akr+WCsz1t36v6IkRVUy0AuwOVhJpqCesaJkXFZjVOoBOtTiaOGc/0U6dH9t/RsYXoT/Pnz496vXXrVn7wgx9w22238b//+7/YbNEXhn/84x/5xS9+wZNPPsktt9zSrWP+4x//4MEHH6S8vJwJEybwt7/9jTPPPDPu3JkzZ7Jq1aqY8UsuuYS33367W8cXQohjpeUmelu6rhMIGM0zUwmg2mzY0VBMZszokexVVVVR0DGbzJgUjVQlSHJysrFdamqXztuier74POBtBE8j6JpxgWe1wilnwSfvGE1GLRYwmVubfMahgFGiZdw5MGk2nHouJMZ+vZ2iqEag3OYwmoNa7dLs8CiO/Pf6yNeiF2ghKFsD21+Cg6tAD8fOcWTCiCtg5DcgZWjn9506/NgGzlsoKthSwJ5mNBMVQgjRpzr9k3flypWRP6uqysUXX8yTTz55LNYkhOgng5zpDHKmx31P0zUa/G6C4VDMe/sbyvn7m29F1VMvTB3Ed8dciNUfPddiMpPhSIlqNNoXOhvsPqNwLO9uX4eu64zMKqDB34Q34MNmtqCgoCgwKquQMwrHGs24hDjO3HfffQwePJi//vWvcT8XVquVv/zlLyxZsoT77ruPV199tUv7f/HFF7n99tt59NFHmTJlCgsXLmTOnDls376d7OzsmPn//e9/IwEogJqaGiZMmMA3v/nNrn9xQghxjJjNZqZPn97u+y1P76nOOpSaQygWL3gbUUxBcBnnThaHE91ixZmeCY4kMqbMoPiiK43tOjhPiXu+EQyAx2X8inNuhqcRSrfDvi/gq/XQptxeDGeyUZf8nCth9JndK69iMhslWloag1o7yN4Voq81lsLOV40MdE9F7PuKCnnTjezzghmgWvp+jUejmsCWZgTR+/g6SgghRKtuRYFWrFjBoEGDenstQogeUlWVvLw8bDYb+fn5R82GLnVVsq1qD/sbKmgMuEmyOBmSOohTsooijTQBfCE/dd5GMnRH1PbhsMaKys9Zdfhz9DZZVDOHn86tZ19JVXkltf7ayLjTYifNnjSg64kPy8hjzuiz2VhWgsVkJtWRxK7qUqrdDVhNZibnF3P1xAsZlpHX30sVoltWr17N+eeff9SbS1OmTOGDDz7o8v4feughvv/973PDDTcA8Oijj/L222/z5JNPcscdd8TMT0+Pvnn3wgsv4HQ6JZAuhBhwOnUDfeJ5sOpFGDQM9m81Mrp9HuM9RUFJSDNqJg8uQp14npE53lkBP/jc4GuCgC/2/eoy+HwFbF4OJZ8Y9dHbM+QUo9b5hFlQOKbrJVba1ja3OcA8AAOP4uQWDsCBD4za54c+ij8nMQ9Gfh1GXAmJg/t2fZ1lsrQG0Lv4ObU07sZR8xlU6ZCQY9wsyIhfVUAIIUTndCuQPmPGjN5ehxCil6iqiqIo0Y/8xlHaUMGaA5tp8LvZX38YgGqlAQ2dOl8j5xZOJD85mwZ/E00Br1ErvE1D0Ea/h39teoMvq/dFTuosJjM3n3UFF4w6K/pgCqTak0i0RgfiB6phGXkSKBcnrMbGxkj5p47U1dXR1NTUpX0HAgE2bNjAnXfeGRlTVZXzzz+fdevWdWofTzzxBNdccw0JCX3XP0G040AJbF0D9ZWQmm1krBbKBbgQHSoshhlXG58dswVcNUaguqnOCKg7k2DEJDj3qqN/nnQd/F4jeO5tig2Ma5oRrN/cHDwvLWl/X2YLjDkbJs6CCedBeheSohSlTdDcafwupet63W9/+9tub6soCnfffXcvruY4Vr/bCJ7veg38cc53VAsUzjKyz3OnGtnoA5HZZtQ/tyZ1OK29vlha9ZckHnzLeGFPQ288iF7yAoy+CtJbf/ZIGUohhOiabgXSDxw4wObNm5k8eTL5+fmR8W3btvGjH/2IzZs3M3ToUP70pz9xwQUX9NpihRC9Z2vVHgAq3W1OMHWdKncdKbYEPq/YhdVkIajFPi68q/Yg/9z4OvW+xsjYoKQMfjVrPkUZ+c27MppYqYpKljMVu0Ue8RViIBgxYgQrV65kx44djBo1Ku6c7du3s2LFCkaOHNmlfVdXVxMOh8nJyYkaz8nJoaSkgwBPs08++YStW7fyxBNPdDjP7/dHNQl2uVxdWqeIFvcivLQEZeWLkZ/lStVB9JUvwIyroCA6+CcX4UIcobC4+zedNA38HiNw7nMb9c3bCvrhq49h0zIjeN5Q1f6+ElONoPmE8+CUaeBI7NwaWgLnNmdzqRZpCtoX7rvvPhRFifzcbXG0Jzl1XT/pA+lKyEPi4aUo25ZB5cb4k1KGwchvwojLwZHRp+vrEovTqH9uOXpCgaZp7NmzJ+57SXtfw9Pm/Kjl+yi0eTGuoVdHxo9sZiyEEKJj3Qqk//nPf+Yf//gHX375ZWTM7XZz/vnnU1Fh1Bz7/PPPmTdvHlu2bOnyhbgQ4tir9xmZpr4jmk75QgEC4RCHGqtjgui6rvP+3k/571crCeutgZfxWcP51YU3kGhzRs23mSxk2JKwmuRxXyEGiu9973vcfvvtzJw5kwULFvDtb38bp9P47Ho8HhYtWsR9991HMBjke9/7Xp+u7YknnuDUU09ttzFpiwceeIAFCxb00apObO1dhCd/uBhTXS2uRuMiPDkpGUVRCK1YjOucq6PmykW4GHCOt6cpwqHWwLnfY2Sit+Wqgc9XGoHzbWs7rnc+aJhRXmbibCPzvTO1lE0WI1je9pcEzvvcvffeGzO2d+9enn32Wex2OxdeeCHDhg0DYN++fbz33nv4fD7mz5/P0KFD+3i1A4S7AuWjexn65XOYQnGeojPZYOjFMOqbkHPawP6+tiYaGehme6/szuSviT8eqI07LoQQonO6FUhfvXo1I0eOZPTo0ZGxRYsWUVFRweWXX859993HG2+8wT333MPf//53/vKXv/TagoU40RxsrGLzln3U+RpJdyYzOa+4T8qKpNoTqfE0YDdb8QaNOps6RmahL+Qn1R79GKEn6OPpz5ewqXxHZExVVC7IncylxdNIOKJsS7I9gbAjhaqm6EC9EKJ//fjHP2bVqlW8/vrr3Hrrrdx6661kZmYCRkY5GDfN5s2bx09+8pMu7TszMxOTyRS5qd6ioqLiqL1V3G43L7zwQqcebb/zzju5/fbbI69dLhcFBQVdWqvomKmxnQvwJrkAFwPHcf00RUvw3NMYGxjXdTi8BzY3Z53v3hwbXG+hqEbAfNJsI/N8cNHRj20yN2ebO8HuNF6LfndkIL20tJTJkydz+eWX88gjj8Q87VVZWcmtt97K22+/zWeffdaXSx04LE746j+YQu7o8fQxRvC8aC7YkvtnbZ2hKGBNNjLQTV1v8quqKkVF7Xzm3cWkp5Y1H6b1BoKemEtam23kRrgQQnRNt86aDh8+zGmnnRY1tnTpUhRF4W9/+xt5eXmMHz+e5557juXLl/fKQoU4ER1srGLtwS2kpaWhKAqVjbW8u30dc0affcyD6eOyilh9YDPZCWnsbyhH0zVCWphMp9HIZmRGa1DqQEM5j254jSpPfWQszZ7EzZPm4fSbok7OVEUlMyEVu9lKHdXH9GsQQnSdyWTiv//9Lw8//DALFy5k9+7dVFW1lgYoKiriZz/7GT/84Q+73BjYarVy2mmnsWzZMi6//HLACHQtW7aMH/3oRx1u+/LLL+P3+/nOd75z1OPYbDZsNikX1RvavQgvGg1VZZGXLf9O6ZnRF+At+xCirx2XT1MEA82Z53GahYZDsGsjbFpuBM8r97e/H5sTxp1jZJ2PPxeS0tufqyjRjUGtdmkMepy4++67sVgsLFq0CLs9Nks5OzubRYsWUVRUxN13380zzzzTD6vsZ9YkGH0NbH0CzeREGT4XZfRVkDmuv1fWMUU1mofa00Dt2Y2sdn+G5c+A7S9ipEpFDoySP0N6HAghRA9066d2XV0d6enRJ2wff/wxY8eOJS+vNfh36qmn8v777/dshUKcwL6q2Rczpus6G8tKjnkgvSAlh3MLJ7K1ag86OjUeFwkWO7lJmYzMKGBwYga6rrP6wGZe2PYBoTY1Ok/JGsb3Js0l0ezgcPnhyLjVZCErMQ2Lydxu4xshRP9TFIUf/vCH/PCHP+TQoUMcPHgQgLy8vKh/x7vj9ttvZ/78+Zx++umceeaZLFy4ELfbzQ033ADAddddR15eHg888EDUdk888QSXX345GRkDuG7pCSruRfipM9BWvhC5maIoCoqqopwqF+BiYBtQT1O0bRbqc8MR5fTwNsG2D43g+ZZV4K5vf19pOUaj0ImzoHiKERxvj9namm1uc8pn9jj13nvvce6558YNorew2+1Mnz795L3mrilBT8zFnTMbT/IYMsdejJI2or9X1T7VBLY0sKce+yanGcUw+mooWwPeKnBkQd50Y1wIIUS3dSuQnpCQEJW9tm/fPg4fPszcuXOjd242EwrFNioUQhga/O6443Wevmmcl5+cTYLVwanZw2Pe84UC/OeLd1lfti0ypgDzRk3nkpFTURUFXWvNcHBa7GQlpaEe65NCIUSvys3NJTc3t9f2d/XVV1NVVcU999xDeXk5EydOZOnSpZFH0g8cOBATuN2+fTsffvgh7733Xq+tQ/RQYTHMuIrQisWYmmrRM3ONIPpArjMtTkgd3ZiPVxdaGTYKqsoipV1SU1MjT1OkxJnf3v67nakeCrYGzuPVO689bGScb14OJeuN+e0pHNMaPB9ySvv1nc1WoyloS3NQKdVyQqitrcXr7aAefjOfz0ddXV0frGiAqSmB7S+goBBIHoU56IK974ByCaTGXtv0K5PFqH9uTe7bOu0ZxRI4F0KIXtats6yxY8fy4YcfUlVVRVZWFosWLUJRFKZPnx41r7S0NKaWmxCiVYotgVpvbNA8zXnsa/kFwyFqva6YhqIAhxureWTDaxxuai3NkmR18v3J8xiTOTRmfrI1gaxECaILIQw/+tGP2i3lsnLlypix0aNHR4JeYgApKI6UwkgrKpKsVtHn2ivf0hFL6jASdn1JY1Mj0FwbWFVpGjGN4L59nd5Pp8u+6LpRpsXnNjLMj8w613U48GVryZYDX7a/L5MFxkwxAucTzoOMdm5yRgXOnWDqRENRcdwpLCxkxYoVVFRUtHtNXV5ezooVK07OPiFla2KGFHSo2DBwAulmu1G+xZp09LlCCCGOC90KpM+fP59169Zx+umnM3nyZJYsWUJSUhLz5s2LzPH5fGzcuJFZs2b12mKFONGMyRjKR2VfRI0pisLkvJ5nDui63m6WlTvgpd7fFFUyT2+e+8nhr/j31ncJhFszpEam5fP9SfNItSdFZaErCqRaE0k8otGoEEIIIURvafsk7FGZkrEPOxv9i9XYfC7C5gQah0zAZ0qGTu4nKyur4wnhcGvWuc8N+hHnW8EAlHzcmnleVxF/PwAJqTB+Bkw8D8ZNB0di7ByLrTXb3OqQwPlJ4tprr+W3v/0ts2fP5v/+7/+44IILot7/4IMP+PnPf47b7ebaa6/tp1X2I09l/HHfAGiKbXEaGegWZ3+vRAghRC/rViD9+9//Ph9//DFPP/00paWlJCUl8eSTT5KU1Hqn9Y033sDr9XLuuef22mKFONHkJ2UxNe9UqhU39b5G0pzJTM4r7pX66C01j9vSdA1XwINfi36MWNd1KioqWFP/FVs9pVHvnZNzCrNyJ+Gtb8JLU2TcpJhIsyZgM0nDKiGEEEIcW/n5+Z1vgFxQgDZpGmCUaGm/wnQ0Xdfjnj8BEPAbTUJ97thGoQCNtUad883LYeuHRlmX9mQPMbLOJ82GEZNiS7GYzM01zhMk4/wkdscdd/Duu++yfv16LrroIjIzMyPljPbt20d1dTW6rjNlyhTuuOOO/l1sf3BmQ1NZ7Li9g+a7x5o1yTi+WRqiCyHEiapbgXRFUXjyySdZsGABFRUVFBcXk5gYnT0xatQoFi9ezFlnndUrCxXiRJWflMW5RVO6X4szjniZVP5wkDpfIwnOJBKOeO+r6n08V/khrlDrRZ/TbOM7p8zh1KyimH05zDZSbAlSykUIIYQQfUJRlC6dK3XnvCrqSb62Wed+D4Tj9H06vKc163zXptjM9BaKAsMnGoHzibNgUFF0nWRFMTLNWwLnVgnCCaOR6PLly7nnnnt47LHHqKqqino6IzExkZtvvpnf/va3HTYkPZ501BMhRu402P4S6LpRHk7X0QAle3L7n8V29OiaRlGM2uf2dKM8kxBCiBNajzrRFBQUtFuPbeLEiUycOLEnuxdCdJGqqhQVxQa+672NNPiacBJbe/3tL9fw1JY3CWnhyFi6M5mfnvMtJuSNipmf5kgi2R772HFv3ggQQoi+ZinfjWPXZ7Beh7Qco8SCNNYU4uSh6xDwYnbXYzYFwRqK7QughY2A+eZlRs3zin3t78/qgHHnGIHz8TMh+YgsWdVkBM0diUYA/VidRx0oga1roL4SUrPlZ9txxuFw8OCDD/K73/2OjRs3Rp6YyMvL47TTTjthAujQnZ4IVizOs7FXf4q7yUsYK17bRMKNFmgsPfrmbRQUFHQ9mK6oYEs1aqCr8tSIEEKcLKSluxAnmLYB7WA4RI27Hl8oEPM4dEgL8+/P3ua1rSujxkdk5DMpv5hKd23UNiZVJSshHbvFekzXL4QQfa60hKTP3gZASUuD6jJY9SLMuFoCTkKcyEIBFL8XJeBBCfhQw2HMXheKo80lks8N29YaWeefr4Cm+vb3l5IFk2bBxNkw5iyjtnlbVnubrHN7dFb6sXCgBFa+0PpafrYdt+x2O1OnTu3vZfSJLvVEIBk9YRaVthFYgrUMCiSi1natRnp6ehdLwahmI3huSzGC6UIIIU4qnQqkP/vsswBcccUVJCUlRV531nXXXdf1lQkhesQd8FLjbkCL82hjtbueP6/4N19V7o2MmRSVcZnDKM4tQlEUGnzuyHs2s5WsxDTMkm0hhBjguvRYeDP9i9XGY+EQ+R1dR/9iFeTHPpkTjzyVI8RxQNNQAl7jl98D4WDcaSZXFaxcawTOv1oHofjzAMgfbWSdT5wFQ8dFZ5abLGBvU+u8r39ObF0TO6brxrgE0sUA1qWeCEDBoAxM3nJUtfPb6LpOeXl55xdlshoBdGvysb8JJoQQYsDqVCD9+uuvR1EUzjrrLJKSkiKvO0sC6UL0HU3XqPO4aGynydXmsu3876r/4GoTKE+2JTAhcziJFkdkLMVuVFJPsjlJd6Z06TMvhDh+6LpOTU0NYGRlHc8B4a4/Fm5I3bMdX0UpdlcFPgV0m4Ngei7hxibqOrm/oqKi4/rvTogTkq6jBHwQ9BqZ50E/oMedZz68C+u2Dxn9xSqclR187k1mKJ4CE86DiedBZn7re21rnTsSwdzP9ZLrK+OPN3Ql41eIvtfVngiK2YxqOkb/BpvtRv1za2xpSyGEECefTgXSr7vuOhRFISUlJeq1EMLQnQxITdMi23Vne4jNgAyEglS56wjGaYgV1jRe2vweL25+H73NReSUwnEUpObgdjVFxhRF4ZRBw0l3ppBsP7I1qRDiRLBs2TIefPBB1qxZg8/nA4xHx88991z+53/+h9mzZ/fzCruva4+Fg6WpCefhnehA0GqFgA+lqR636ujUvuI1eBZC9JOgP5JxrgR8xA2cA4QCWPdsxvbVWmxfrsXU0E7QGcCZDONnGFnn46aDM6n1PUU1ss4dSce21nl3pGYb5VyOlCI/s4Q4KkuCkYFucfb3SoQQQgwgnQqkP/300x2+FuJ4sremjI1lJdR6XKQ7k5mcV8ywjLxu76+7GZCaplFW1npx051MxrYZkC5fE3XextayBG3Uext5aNVzfH5oR2TMajJz89lXcv7IKZTWVbD2qw0062hXZgAAuB9JREFUBT2kJ6QwIXcUk/OLsZmlHroQJ6Lf/va3LFiwIObnhdfr5d133+W9995jwYIF3HXXXf20wp7rymPhSakp2JKSAR0FYxtdgZTUFNR2mqqDkc3f0vhNCNFPgn6UgA8l6EMJeI2GoO1Q3A3Ytn+M7au1WHd8gtrO03sAelYBysRZMGk2jJgcnV2uqEbGeUuj0IGaYDRuulETve3PekUxxoUQ8VmTjAx0s+3oc4UQQpx0pNmoOCG1l+G9t7aMpV99BBhZ1xWuGpY2fsSFo89iWHprML07Qe2uZkDquk5dXR0ANputy095tGRAhjWNanc93qAv7rwvy/fw4MpnqfW4ImODkzP51XnzIzcQ8lOzmZY3DoBRI0aSlZiOaSBlVAkhes0HH3zAfffdh9Vq5eabb+Z73/sew4cPB2DPnj088cQTPPbYY9x7771MnTqVWbNm9fOKu6crj4UrqolwfjGmmoMQ8KJbHYQz8lFM5g730d2niTp0oMSoX1xfaWSTjpsutYyFaKFpRnmWYHPgPOiPCZybKvdj3bcFtakOLTENXQfbzk8xl5VgqqtAaSdDXVcUgvljqM6fAJNmMWjSNBRTm94wqqk5cJ5oZKB3dN7W9nPcsj7V1Pef6cJio7Ho1jVGOZeULPmZIkRcCthTwZZm9DYQQggh2iGBdHHC6ShD/L29n7C/0sgCT05KigSv39v8IRcMPSMyr7u1brvaGCc/36ir2ZVjtc2A9Ab91HldhOJkX+m6zuKtK/j3Z0uiGo6ePXQ8Pz7nahKsjqj5CgrJdifZicd3jWQhRMf++te/oigKr7/+OnPmzIl6b/z48fzlL3/h0ksv5eKLL+Yvf/nLcRtI7wotORMlHEJLSo8eT8o4dseMF4QvLUFZ+WLkSQGl6iD6yhdgxlVQEB34kp/T4qSgaSh+D2Z3PaYaFTUcpN1SLRhBdPvmDzA1VGGqPoC5Yi9qm54wR9ItNvwjz8A/ZhqB4rMJJ6RRcfgw6enpRqDcZGnNPLc52t1PlAMlsPIF488N1bBvKyjAkHFG09JVLxrB7b4MpkvgXHRTWVkZv/rVr3jnnXfweDyMGDGCp556itNPPx0wrjfuvfdeHn/8cerr65k2bRqPPPIII0eO7OeVd46uqIQtKZBS1P89DYQQQhwXOhVIX716dY8Ocu6553Zru3/84x88+OCDlJeXM2HCBP72t79x5plntjt/4cKFPPLIIxw4cIDMzEy+8Y1v8MADD2C327u7dHGCafDHv5hytTPeVV1tjNOdQEhL8KUx4MHUVBs3cN/k9/LXNc+z/sDWyJhJUbnhzHl8bez0mG1MqkqGMwWrnEAKccJbv349U6dOjQmit3XhhRcydepU1q1b14cr6z+BUVOwf/IGSpvyB7qiEBg15Zgcr70bvskfLsZUV4ur0XiCKDkpGUVRCK1YjOucq6PmSnPTk9iRTy1k5EFNWf89xXCgBN78h7GmoB9yR8KZlxq1wru6Jk0DvxcCXvB7wOfBXF+B2etCCSaA2k6yQsCLbednOFc9j+Xwzuamou0cwmonmDsKz4xrCYw4DSxtyjdoOrrJQjghBbKHgL2TwfO2tq5p/XPlfuN3vfnPKZlGmZWtayS4LQa8uro6pk2bxnnnncc777xDVlYWO3fuJC0tLTLnT3/6E3/961955plnGDZsGHfffTdz5szhyy+/HNjX4KqZsDkJv82EZks3nhgRQgghOqFTgfSZM2d2u7mooiiEQrGND4/mxRdf5Pbbb+fRRx9lypQpLFy4kDlz5rB9+3ays7Nj5i9atIg77riDJ598kqlTp7Jjxw6uv/56FEXhoYce6tbaxfFJVVWKiorivje8cS+f+b6g2ltPjceL02JjUHImw7OGRG0zkIMTYS1Mnb+RxIBCKrHZkruqS/nT8meoaKqNjGUmpPLL865jdPbQmPk2s5UMZwoHatuvEyqEOHHU19czZMiQo84bMmQIn3zySR+sqP+FckfgO3Me1h3rURtr0JIyCIyaQih3RJ+uw9RYE3+8zc9zcXKKPMHQ/NRCxO7N6Mv+A4WnoKRmQTtPMXT1vKajskVR75WWoD5/P8q2j1rHdnyGvmMDjD/XCKpXlqKveB793G9CQXH0WjStOWhuBM7VcDC6nncHVFc1tq8+Muqd79qAEgq0v2aLnVDeKEKZBWjJmegWK4ExU1snmCzo9kRCVgf+oAUtMR2s3ayPXN+maWnbbPi29dgbulYOUJycZs2axUUXXcQvf/nLDuf9+c9/ZsmSJSxfvrxXj//HP/6RgoICnnrqqcjYsGHDIn/WdZ2FCxdy1113cdlllwHw7LPPkpOTw2uvvcY111zTq+vpDFPTfqy1W1D9dWi2NALp4wkntjnnUa1otlR0c6Lx9JfS2OdrFEIIcXzrVCD93HPPjQmkBwKBSKZaSkoKQ4cOBWD//v3U19ejKApnnXUWVmv3mhU+9NBDfP/73+eGG24A4NFHH+Xtt9/mySef5I477oiZ/9FHHzFt2jSuvfZaAIYOHcq3vvUt1q9f363ji+NbexeMOUnpHGysRAccZhV30Mee2jLOLZo0oIPnLXyhADXuegJa7M0pXddZun0d//p4cVSpl9Pyi/nZudeSbE+M2SbR5iTDmRK3QakQ4sSUmZlJSUnJUeeVlJSQmZnZBysaGEK5I/oscN7uDd+i0VDV2oQ6LS0NRVHQM3NJO2L+8fBvlugdbZ9gSP5wMeb6ush71gNfEWyoJ+zdhDLy9Mj5+pFPMXTlCYaOSuQd2Sh98Oa3yNu2HrO/tU+LKeBF0cKEP3sfT0YJmsWOLzmHptomDk+4lPysdEwhP2rQH5M5XlBQ0P46dR3z4T3YvvwQ21drsRxs/+eYjkI4LQfdYgerAy0xjWDeqNb3E1IjwXPNntCald4bfQ9Ss6G6+e/IngCe5kCdzdk6JyWr58cRJ7yVK1dGrrE7sn37dlatWtXrx3/jjTeYM2cO3/zmN1m1ahV5eXncdtttfP/73wdg7969lJeXc/7550e2SUlJYcqUKaxbt67PA+mmpv3YDy2LvFZ9VdgPLceXO4twymg0ayq6JaF1A7n+EUII0Q2dCqSvXLky6rXP52P27NkMHz6cP//5z5E70C3eeOMN/t//+38AvPPOO11eVCAQYMOGDdx5552RMVVVOf/889t9zHzq1Kn85z//4ZNPPuHMM89kz549LFmyhO9+97tdPr44cVU11VGQlE2VtwFVVXFY7AxOzqDSXXf0jfuRruu4/G4aA564QW9v0M/Da19m9Z6NkTFVUfjWpIv4xoTZqEr0RamiKKQ5kkm2J0T2L4Q4OUybNo1XX32VRYsWRW4+H+m5555j48aNfPOb3+zj1Z084gYLT52BtvKFSDBUURQUVUU5dYZRJkOc9I58akFtznJWg/6oyuG98RRDvCbqbRulA2RXH0bxuaN6sZhCQVQthA6EAwEUvw97Yx1+TxOelOG4mtJR4zzpmp6eHjNGKIB19wYGf76KjAObMTWUR946MuSt2RMJFo5Dt9rQ0nPRzTZUdz3myn2EUrKNmJmqoptteCacTygjv83GWvNvGrqu96yR8LjpRh10Xf//2bvz+Kjqc/Hjn3NmnySTfYEskLAlyA6C7KgoXq+i1lZbraC2tnVpvdJ7a2mverVWu/0sva3WLqK2t251r1rUgsgqqwgIASGEhED2ZbLNes7vjyGThMxkI3ued1/zqvOds3wnxsyc5zzf5wmUhzl5tsxe0tmsWEUJbCNED/F6vb1yczUvL4/f//73rFq1ih/96Efs2rWL733ve5jNZlauXElxceC/x+Tk5Fb7JScnB187l9vtxu1uvoHmdDp7bL7myv1tB1UjxrqTeEYO/X4vQggh+ka3mo0++uijfPbZZ+Tm5gabJba0fPlypk+fTk5ODj/5yU/46U9/2qXjl5eX4/f7Q34oh8uiu+mmmygvL2fBggXouo7P5+M73/kOP/rRj0Ju35sf4mLgqmx04rBE4LBEBDP9AKoaBu6/f5/mp7LRicfvDfl6QVUxP9/wHKdqmpcSx9ii+P6SrzNlRNtGP0bVQGJkLBZj91aLCCEGt//6r//i9ddfZ8WKFbz55pusXLkyuFQ7Ly+P5557jjfffBODwcB//ud/9vNsh5mMbFh8A76P3sBQV4meMDIQRJdaysNaqxUMWRNQyk8HX9NjE6CyFM0aib3F95pzVzF0N8gWqol6y+/+EQ1fYDr9KYbGs1nXuo7qAVAxmCw4LM29V+xWA7bJF7QJouu63jroVlcNBzbBvg3oBzZT7w7ULq4DUKJb7as54nFnTsObORVf6nhQDVgri4g6fRhjoxNfRBKeKRMxueowuhvwRsTjHDUVF1FQWNjm/TbNxe12d78PQUZ2oJnowc1gMkPs2ZKUBmMgE72va9iLIe/AgQPEx/d8c2xN05g1axaPPfYYANOnT+fgwYM8/fTTrFy5slvHfPzxx3n44Yd7cppBqrvpJp8CqhndYAHViOqV8i1CCCF6TrcC6a+88goXX3xxyCB6k/T0dC655BJeeeWVLgfSu2Pjxo089thjPPXUU8yZM4djx45x77338pOf/IQHHnigzfa9+SEuBq44m4My2mZYxdod/TCbjtV7XdS4atHCZIx/dGw3T29/DXeLuqCTUsbw/SW3EBfiPdlMVhIiYjBIZqMQw9aFF17I73//e+6++25effVVXnvttVav67qO0WjkySef5MILL+ynWfY+4+ljgZroznI0R0K/1EQPKT07WJIjNitLMtEF0CIQPnlxc7YzQPIoqCrHFzcysIJBUUBRznsVQ1Nmtq7rbQLpwbn4PPhGTcKXnInhxKegnZ2Tztn56RhqK9CsEehmG5o90Dz33G80OmCsPkNE7gaUgn3wxR44W6JOgTbBc29yJt6saXgyp6LFjQxkeLfgikvFFZeGbraiW+yB8i7d7PXUbRnZEiwX3XL77be3er5ly5Y2Y018Ph+HDh1i3759LF++vMfnMmLECCZOnNhqLCcnJ/i9ISUlBYCSkhJGjBgR3KakpIRp06aFPObq1atZtWpV8LnT6SQ9Pb1H5qtZYlG9tYEAumJoMd7zNxmEEEIMX90KpBcWFjJjxowOt7Pb7Zw6darLx09ISMBgMFBSUtJqvKSkJPiBfa4HHniAW265hW9+85sATJ48mfr6er71rW/x4x//uE1GSW9+iIuBa3raBI6eymtVykRRFGakDqyLHb+mUeOuo8HrCvm6V/Pz4uF/sa3oYKvxL0+5lJtmXIEhROf5GFsUMbaoXplvR7q6TLpp265kgkl5GiE674477mDu3LmsWbOGjz/+OFjzODU1lSVLlnDvvfcyadKkfp5l7zGePoZtx1vB54aqYqw738Y1e/nACKYLEU7LbOeaMvSsKVSlT8dUXYJuAiUm6bwznpvqoDeVcFEUBXQdxecGnwfF50HxekDXsFYW4TVFEW2OwlxfiQ4YVCO6wYzi80FdNZrHTd2I8dRa4ygrPvvdXtMxluRhOvEZphP7sFWeoRqI02toGfJWgdGGRmrTJsO0i/HkzEWLaqd3g8kaCNzbIiHEd6HOvHcIXItIHwLRH5577rngPyuKwrFjxzh27Fi7+4wcObJXEtfmz5/PkSNHWo0dPXo02LA8MzOTlJQU1q9fHwycO51OduzYwZ133hnymBaLBYulm41826GrZlxp/4a18F1a3q7TUfAkzenx8wkhhBi+uhVIj42NZcuWLXg8nrDNRD0eD1u2bCE2NrbLxzebzcycOZP169dz7bXXAoEvtuvXr+eee+4JuU9DQ0ObL7wGQ+ALdKgAW299iIuBLTMulXmpkzlckY/RYCQuIpoZqdlkxqf299SCXD43Va46/C0ahrZUWl/Fn4+8R3Fjc43SSLON+xbfzKz0iW22N6gq8fYY7GZrr825I125odZyiXdKSkqbTDghRM+YNGkSf/7zn/t7Gv3CfLRtI3JF1zEf3SGBdDHwtcx21jQa8/JoBBJ6cgWD34vB0wi1lSh+TyAoflbTbXFrVRGxR7ehA9UZUwGIOn0YU0MNBp+LYCxL1zHWV1OTkIXh+KdY8vdjPvEZamM75RYc8TD1YrSpF3PakU5FbQMjRoxAURXavEPViG6LQrNFgtGMfcNfsW99BdVZgeaIxzVpCXpsSqdXnyiKIkF00W+effZZIPB9+Pbbb2fBggV84xvfCLmt2WwmLS2Niy66CJPJFHKb83Hfffcxb948HnvsMW644QZ27tzJH//4R/74xz8Cgf9W/uM//oNHH32UcePGkZmZyQMPPMDIkSOD1/B9RjXgi5mASzVgLt2B6q5As8TjSZqDzyGf6wOBqfY4tordUKZDRDKkLoT4gZXMJoQQndGtQPoVV1zB888/z6233sqTTz7ZJlheXV3N3XffzZkzZ7j11lu7NbFVq1axcuVKZs2axezZs1mzZg319fXcdtttAKxYsYLU1FQef/xxAK6++mqeeOIJpk+fHizt8sADD3D11VcHA+pCAKRFJZIWldj92pe9RNd1atx11Hkaw26z98wRnv3sXVwtSrmMS8jgB5esICmybZMus8FEYmQsJkO3/lPvEYmJiV3aXtO0YP8CyQgToudt2rSJlJQUxo8f3+52X3zxBWfOnGHRokV9NLO+ozrLQ4+f08hRiGHB7wdPI3hc4HGhuhsZbYVKuwHcda021XWdsvJAI9OM47tobKxv9XqMswxd12k02TF5G1H9gcaj1tITXPDaAxjC9HsB8CSMQrnwBph+CWRNDWSUaxp6YSFwttn62Si+rijo1gh0axS6xRY8hn3DX4h653fB54byU0R+8Gfc4y7EN3oKauUZLDveQpt9Nb4RbYNrsrpN9LeWtcf/53/+h4suuqjb9cjP14UXXsgbb7zB6tWreeSRR8jMzGTNmjXcfPPNwW1+8IMfBFeBV1dXs2DBAtatW4fV2j8JPD7HWAmc96NwK5C18kNEnnon8MQai157Cj33JZhwA8Q1B9Pluk8IMRh0K7r2yCOP8O677/Lyyy/zzjvvcMUVVwQbleXn57Nu3Trq6upITEzsdh3yG2+8kbKyMh588EGKi4uZNm0a69atCzYgLSgoaPWH9r//+79RFIX//u//pqioiMTERK6++uo+qc8uxPny+n1Uupx4/b6Qr/s0P68d3si/TuxqNf7vOQu4bfbykIHyCLONhIiYfsvobtUcrQtafgHr7s0O+RImRHhLlizhtttu45lnnml3u1/84hesXbsWvz/06pjBTHMkYKgqbjseJXVUxRCnaeB1B4PmeBrh3O8emoaqKCSEaF6o6TqNvsDntEPxoZwTLDOoKgavG6O3AaOrDqMvdIk6AF1RcY+aTMP4OTROmIsvLpX09HSUMJ/hxSUlaCYrPosdzWwHjxuc7lbbXLD+r/jOvh+/34/R48Kg6BhO7KciblRwO88n6yiddU34n5MQA0B+fn5/T4GrrrqKq666KuzriqLwyCOP8Mgjj/ThrMRApGkaeXl5IV+LOvEmDU5n8HnT9alv3xs4R98YHB9oiW5CCBFKtwLpaWlpfPzxx6xYsYLdu3fz6quvBv8YNmVyzJgxg7/+9a/tNiTtyD333BO2lMvGjRtbPTcajTz00EM89NBD3T6fEP2ho4ailY1O/rj3LY5XFQXHLKqJmy64jGtmXRoyUB5nd+CwRvbanDuru1+EmvZTVVW+TAnRC4Z71qVn/BysO99GafFz0BUFz3ipoyoGJ1PxcTiyHmrKoWWddI8bvK7mwLnX3eGxVFVtt29Q+tnv9krDMZSq0kBj0MozKCUnoL4SpcWquXPp1kiYtAB9+qUwaSHmiGjMQEyLc7fZx2QhetQ4NGtEh3XPre46FLW5tKOqBJqlGnweIuwRwe3sihe9iyvmhBBCdI/BHXrFn8FT2cczEUKI89fteg/Z2dns3LmTbdu2sXHjxmAN5NTUVBYvXsyCBQt6bJJCDEW6rlPlqg3bUBTgYGkez3z6D+q8zeVeUqMS+VL6fMYnj26zvUFVSYiIxWaS+v9CiPNTVVXVb0uze5tv5Fhcs5djProDtbYCLSq+w7rJQgxUpuLjRO1+FyXaEQhq11VDwWGYtQxSMrt1zPZuYquqCg1OcDfAp/+CknxoJ3iO1Q7TlsL861AmzAKjmQ7XyhmMYHeg2h1kpLVfhqqVhBEolWeC9dlVgxEVHWyRrUpR6gkjie1g1ZzcyBd97S9/+QsA1113HVFRUcHnnbVixYremJYQndLuauT6bOJiAklhLZPA9MjWf4vl764QYjA478LJ8+bNY968eT0xFyGGDY/fR1WjE68WupSLpmv84+gW3v1iGy3zRuenT+arEy+jsqxtfd+BUA9dCDEwFRQUtHpeV1fXZqyJz+fj888/54MPPmDMmDF9Mb1+4Rs5VgLnYvDy+wMZ5u4GbAc+CgS2DRq0XKV2ZFe3A+khlRXCvg2Bx9HdbUvCtBSfCskZMGYGzPl3GNmJvyWKAtYIsEeDrTl7vEthlctvg5d/hn62mLputKD73ahZ05p/NoqCMnlxzzVmFaKH3HrrrSiKwkUXXURUVFTweWdJIF30t7CB8LTFcORlaHVlq6Ckyd9iIcTgIxE3IfpYvaeRalcdOqFLKzjd9fz507c5XH4yOGZSjdw8+XLmp09B19ruF2mxE2+P7rd66EKIgW306NGt/j689tprvPbaa+3uo+s6X//613t7akKIjuh667rm7kZoatqpaRhqygLbnKv2PJfMaxqcONAcPC86Gn5boxkmzoNpl8DUJRCb3PnzmK1gd4AtCgztl27p0FXfBkD/4Fn08jP4ohOxzL8GEtOgpgyiE5vL3ggxwKxYsQJFUYiOjm71XIhBLz4bJtwIRZuhsQxsiZC6MDAuhBCDjATShegjfk2jxl3XbimXoxUF/HHv29S464JjSRGx3DnzOtIcSSH3ibNH47BGhHxNCCEAMjIyghfjBQUF2O12EhISQm5rNptJS0vj+uuv58477+zLaQohALyeFjXNz9Y1b6evgT8iBqOz7Uo1ouK6fm6PCw5tDwTOP/soEHwOJyouEDSfeglMmg8We+fPoxoCwfOIaDCZuz7P9lz1bbjyDgrONr3LysqSjEcxKDz33HPtPhdiUIvPlsC5EGJIkEC6GJZO1Zaxb38+Va5a4uwOZqRmkxmf2mvnc/s8VLpq8Wv+kK9rus4Hx3fwxpGPWzUdnTUimxVT/i1kzXNVUUmOjMduGZo1jIUQPSc/Pz/4z6qq8pWvfIW1a9f234SEEAF+X3PQvOmha106RGPGZCI/39h6UFFg/MzOHaCmHPZvDATPP98amEM4I7Jg6sUw/VIYM63D5p9t5mSNCATQrRGty9AIIYQQQggxCEggXQw7p2rL2HpqP7GxsSiKQmltJe8f2c6yCXN7PJiu6zq1ngac7vqw29R7Glm77x32lx4PjhkUlRsmXsrFo2eEXNJpUo0k2qKx9nQWlxBiyHv22WcZO1ZqgwvRL5pKs3hc4GlsVWdc07oWQG/axx2fhjZxETG1hSh11RAVC+NmQXJmoDzLuXQdzhyHfR+hfLYBJe+z8BnvigrjZgZKtky/BEI0Ou+Q0RzIPLc7zr90ixBCCCGEEP1IAuli2Dlckd9mTNd19hbl9mgg3ev3UeWqxdNUxzSEE9Vn+MOeN6hodAbH4mwOvjPjWjJjR4bcJ8JsxW+OxNCVLLBQ564oYm9RLpUNTvx+P5VVVaiKwti6fGam5/Rqhr4Qov+sXLmyv6cgRNcV5MKmV+DY3sDzsTNg0Q0Du9a1rjcHzt0N7Waba5pGYWFhl0+h6TolJWWABTLnojbdfPcBLY/n92Ep/Bz7ke3YjnyCqep0+INa7DB5YSDrfPIiiIzt8rxQVLBHBQLo5n5eOVeYG8i0ry6FmCSpkS4GrE2bNp3X/osWLeqhmQghhBAiHAmki0Gru5lb1a46dF1HPyf7qrK+plPHDNuNvIU6TyM17TQU1XWdjSc/5ZVD6/G1KPcyOWkM35h2FRFmW9vzKgox1iisBjO1SnWHcwil6f2dqCzi/dztAFQ11nKsvBCXy0V6VBIltRWsy93G5RMuIjOudTC9M+9dCDE4+Hw+Xn31VT766COKiooASE1N5eKLL+bLX/4yRqN8RRB9L+TncGEuyltPQv7BwHMF+HQDelUpLL8L0puDov36ORUMnDeczTpvbLe2eSiVlV1rEKrpOs6amsC+JkNzIB1Q3Q04Tu4jOn8vjvxPMbazOo64EYGs82mXwITZ3a9bbrEHMs/tUX1SuiXc9zZN09A0DVPxccjbjt40l7JT6BtfgsU3QHq2fK8RA8qSJUu63VxUURR8Pl/HGwohhBDivMhVshiUNE0j72wTqa7upzd4cXoDF5Mtv6zG2RydOmZWVlbYCy+/5qfC5cTt84Td3+Vz85f969h1+nBwTEHhuuxFLBtzUauL4CYm1UiczYHJYOzWDQRo/TP7MH8XVWez4I9Xn8bldeH2eDjlLcZhtqMoCh/s28Jloy9sdYz23rsQYvDYt28fX/7ylzlx4kSbm4p//vOfeeCBB/j73//OtGnT+meCYlgK99nu2PIG9vzDeGuqAbBYLCgoaCcOUf/RGzgX3Bjctk8/p3S9OWDuagg0Bu1i4DyUlJSULgXTRowYAQRuuBuqzmA5vA1L7lbMeftQwvRmAWhIysIzcQGORdeijprY/cC3wRTIPI9wgKHvLi3a+y6oaRpFRUWM2PcvqvC0+Xn6zv7eyPcaMZAsWrSoze+qx+Nh+/ZA8kt0dDSjR48G4OTJk1RXV6MoChdddBFms5R7FEIIIfqCBNJFn2lZSqSnGnyWlZV1aXtd10nQ7BS7KjAaDMGLRgWYaE/r8HiJiYlhX3P5PZTWV6G3cx1a5Czj6T1vUFzfnHHmsETwrenLmZAwKuQ+NqOFWFsUqtJzF3o1LbLS3P7moL9Ha85kaa+uuxBi8Dp9+jSXX3455eXlJCcn89WvfpUxY8YAkJeXx0svvcTx48dZtmwZ+/btCwbphOgvhtoKVHdjm3HF04ihrmsZ3OdF01pnnPdQ4PxciqKgqJ0MamsaltNHsBzeiuXQ1kAGdhi6wYRn7AzcOQtwTbiIogY/cXFxONLTux5EVxSwRgYC6FZ71/btQ+b6aohoO78+/b0RopM2btzY6rnL5eLSSy9lzJgx/OpXv+Kaa65p9frbb7/Nf/3XfwHwz3/+s6+mKYQQQgxrEkgXPaa9TOnj5af44Mj2YJZFibOCdbWty4d0NyMoLS2tS5lbaWlpXOAs5XBFPjWueqKtEVyQmEW6IynsPrquc+rUqbCv1bjrqPHUY9cdYeeyrfAAfzvwfqtg9YT4DO6Yvpxoa2TIfaKtkUSZe+YCVVVVsrKyABhbl0/p2YvIOE819Z5GrDYbEWYbcXFxACRFxgW3b3kMIcTg9vOf/5zy8nK++c1v8pvf/AabrXUpqccee4zvfe97/PnPf+YXv/gFv/71r/tppmK4afk51UrWBCg5CpWB7Gqb1Ra4A26Pwpo5ntgW+/To55SmNWecuxvA6+6VwHmXed2Yj+8NBM8Pb8PgLA+7qWaPxp09F3fOPDzjZ6NbAt8pdE2HhjNdP7fRHCjdEhHd741Dw/6+nJWVlYVSfwS1ou371BNGEivZ6GKAe/TRR/nss8/Izc0lLS2tzevLly9n+vTp5OTk8JOf/ISf/vSn/TBLIYQQYnjpVCB9/Pjx3T6BoigcOXKk2/uLwaGj5bWv7vsX1d56HFFRrQLNLcuHdHd5raIoXdpPVVUy40aSGRe6mWco4W4SeHxeSmsrqfe6wu7r8Xt56eC/2Fz4WavxK8fO45oJC0JmmquKSrzNgcXYs8s0m35OM9NzeP/IdnRdZ0R0AsfLT6EAI6MTA5lwisLM9By5wBRiCPrnP/9JRkYGv//97zGECIRZrVaeeuopPvjgA959910JpIs+FfJzZ/JitLwDUFWGogPK2dJsyZkokxdDT31WNQXO3Q2B4Lkn/Gd7X1PqqrHkbsdyeAvmL3ajetpm6DfxJaTjzpmHe+ICvKMmwXk2J0dRwHa2cailbQ+X/tTe9xRVVWHKEvj45dY3QBSlZ39vhOglr7zyChdffHHIIHqT9PR0LrnkEl555RUJpAshhBB9oFOB9GPHjqEoSps6qp3R3YYpg1lvlDAZ7Gp9oS/4BnP5EKernqpGZ7uZ+CV1lTy9901OOUuDYxEmK9+YfjWTk8aE3MdiMBFnc2A43wvfdmTGp7Jswlz2FuViMhiJj4gBHQyqSqz8zgoxpBUWFnLdddeFDKI3MRqNzJ07lzfffLPvJiZEOBnZsPwuGrU/Yjn1Obo9AmXcDFh0Q+C17vL7z2abt8g4Hyh0HUNZQXPJloKDKGG+h+uKinfUJNw583FPnI8/MaNn5mCyBILndsfgDTpnZMPiG+HgZqgpg+hEmLTw/H5vhOgjhYWFzJgxo8Pt7HZ72JWzQgghhOhZXSrtMnv2bG6//XYmTJjQW/MZFPqrhMlA1t7yWk3TSD85gspGJ7Gxsa1urrQsH9IXP5fCmhIOluVR7aojxhrJpMQs0qOTu3QMv6ZRVl9NYztZ6AB7zuTy3Gfv4WrReDQzZiTfnnkN8bbokPtEmm1EWyL75AZUZnyqBMuFGIYsFgtOp7PD7Wpra7FYLH0wIzGgFOQGgo7VpRCdgCl6NN6U0Dd++1R6NlX/fg8QWMHW5cCu3x8IlHtcgdrmHjf4vb0w0fOg+YkoOkzUp29gyd2KsTx8YEwz2/CMnx0InmdfhB4R0zNzUFSwn80+N1t75pj9LSNbAudiUIqNjWXLli14PJ6wzUQ9Hg9btmwhNja2j2cnhBBCDE+dCqTfeeedvPjii+zcuZNdu3Yxb948br/9dm644QYiIiJ6e44DSn+WMBno2ntPExMy2VZ0IFg2BOjz8iGFNSV8fPLT4POKhho2FexjUca0TgfT3T4PZ5xlaIRfneHT/Lx6+CPWn9jdavzSzFl8OedijCEyzVVFIcYahd00RC5ahRAD1sSJE/noo48oLCwkPT095DYFBQV89NFHTJs2rW8nJ/pXQS5sfCn4VCk/TeSxQ9TNvBLaqUU94DQ1BR3IQfMmjXXw+RaUT9eTtu8jDI21YTf1OxJxT5yPO2c+nqxpgYzxnmKNCGSe2yK73ni05c2XmKRAxje0HZNgthBdcsUVV/D8889z66238uSTT7YJlldXV3P33Xdz5swZbr311v6ZpBBCCDHMdCqQ/uSTT/LEE0/w2muv8cwzz7Bx40a2bdvGvffeyw033MDtt9/OvHnzenuug8JQLGHSE9KiEpmXOplypZ5qV22/lA85WNb2Boiu6xwsy+swkK7rOnXeRrwuBbseHTZjvKLRyZ8+fYu86tPBMavRzK1TrmTmyNAXkCbVSJzNgckgvX+FEL1vxYoV3HXXXSxdupRf//rXXHnlla1ef+edd/j+97+Py+VixYoV/TRL0S8Obm4zpOg6tmO7Yd5lPXaa9lb2tbdP035t9vd5m5uCelxhS7QMmCSGyjOwb0PgkbsDfF4UIFSxJe/IcYGs85z5+FLHdz3I3Q7dYMQfGQsjssDUzZ4s59x8obwI3n4yUJM8OqF57OOXAyVWJJguRKc98sgjvPvuu7z88su88847XHHFFWRmZgKQn5/PunXrqKurIzExkYcffrifZyuEEEIMD52O3FksFm666SZuuukm8vPzWbt2LX/5y19Yu3Ytzz77LOPGjeP2229nxYoVpKSk9Oac+9VgKWEyEKVFJbIoa06/vf9qV13I8ZoObnL4ND/lDdXU+1xYsIfd7ouaIt44sLVV49E0RxJ3zryOpIjQyy1tRguxtqiQDUeFEKI33HHHHbz22musX7+eq6++mri4uOCF+YkTJ6isrETXdZYuXcodd9zRz7MdnkzFxwPB6x06xCb3XTZvdWnIYUNdZY+dor2VfR3tV1RUBH4viqsOg+ZD8XlQvG6UTgbm09PT++c7iK5DwSH4dAPsWw8Fh8NuqqkGvGNmns08n4cW07Xycx1T0K0R+C2RuL0mtIgYOJ8b+SFuvlCSH/j/pkA6BH4GBzdLIF2ILkhLS+Pjjz9mxYoV7N69m1dffTV4fdnUu2zGjBn89a9/bbchqRBCCCF6Tre+OY8ePZpHHnmEhx9+mA8++IC1a9fy9ttvs3r1av77v/+b66+/nhdffLGn5zpgDPQSJiK0GGskFQ01bcajLeHLE9V7XdS4avH7w1+k+zU//zi2lQ/yd7UaX5g+la9OWorZYAq5X7QlgmpXHTtPHzqvmu1D1anaMvbtz6fKVStNe4XoQQaDgXfffZcHH3yQp556ioqKCioqKoKvR0ZGcvfdd/Pwww/L51Z/KMwlave7ACixsX2bzRuTFDjfOfyRcT1+qrKyso438vtQfW7UswHzhuIS0DWcDZWoXczMjovr+ffQLq8Hcj9pzjyvKgm/bUQM+pRFlKdO4XR8FsmjxqCoPdwrxWBGs0eh26JANaB3Y1VASKFuvrjqQ2fO13Ti37kQopXs7Gx27tzJtm3b2LhxY7CpaGpqKosXL2bBggX9PEMhhBBieDmvWhKKorBs2TKWLVtGRUUFt99+O//4xz9Yv359T81v0BkIJUxEaJMSs9hUsC+YwQGB3+FJiW1XGGi6RrWrjoYOGopWNTj51ca/crD4eHDMrBq5efIy5qVPDrmPqqjE2aIoq68+75rtQ9GJyiJeyf2IvcVHwKBgMVmIszs4WnqSr05fJv8tCdEDzGYzP/vZz3j44YfZvXt3INOXwIX5rFmzpMlofwqV4dtX2byTFgaC9i0+J3VFoXHsrF45XVpaWutSaV53IMPc04jicaFoOmA++4hkZEIgGN6VILqu6xQXF/fovMOqrYT9mwKB84Obwd0QftukDJh2CUy/FMbOQFdUGgoL0Sp7Lvs/kH0eiWaPArOtB4/bQqibL9YwCQrRib0zByGGgXnz5kkpVSGEEGIAOO+izAUFBTz77LM8//zznDx5EiC4RHy46u8SJiK09OhkFmVM42BZHjXueqItESEzwD1+L5WNTnyav93jHTxzjF9t/CtVLRqDJUfE8Z2Z15LmSAq5j8lgJN4WjVE1nFfN9qEgVI3cE5VFrDu8jQNlx6ly1WI0GanzNKJrfuo9jbyfu51vzf0SMHxLJAnRkywWC/Pnz+/vaYiWqsNk7fZFNm9GdiDz/eBmqClDd8RTN2Ye3pQxPX8uTUP1uFD9HhSvC8XrhnM/d8/JyjbQjSztHkq8Dqv4RHPW+Rd7QQ9zQkWBMdMCwfNplwbqkre8IdBTGeIARgua3YFujYTe/qwMcfOF5NFwblN2RWluQiqEEEIIIcQg1a1Ausfj4bXXXmPt2rV89NFHaJpGZGQkt956K7fffrtclIsBKz06ud0gda27Hqe7Af3cC8AWNF3jjf0f8be9/0RrceE4KXY037rwWmxma8j97CYrsdaoYPZdd2u2DwXhauR+mL+LqoYayuqq8DcFVBSorHcS69fZc+Jz8pKnAZCVlSXBdCEGqCeffJJf/vKXFBcXM3XqVH77298ye/bssNtXV1fz4x//mNdff53KykpGjRrFmjVr2jRCHRZiEqEsRLmMvsrmzchuznzXNLzdqGceUlNDUFc9xooirJXFGCz+ni9h0ts0Pxz7tDl4Xnwi/LZmG0xaEAieT1kMjvhenJiCbotCs0VBmO8hveKcmy9EJ8KSrwZeaznWV3X+hRiCNm/ezG9/+1u2bdtGWVkZX//613nmmWcA+PDDD/noo4/43ve+N6T7lAkhhBADRZcC6Xv27GHt2rW89NJLVFdXo+s68+fP5/bbb+eGG24gIiJ8rWkhBjK/5qfSVYvb52l3u3qvi8f+tZbdp5obhRlVA9eNW8QF9jSsxrblEBQUHNYIosytG5V2p2b7UNd0E+HcsIqvRVBdCNEzTp06xcaNGzl9+jQuV+gyVoqi8MADD3TpuC+//DKrVq3i6aefZs6cOaxZs4Zly5Zx5MgRkpLartbxeDxcdtllJCUl8eqrr5KamsrJkyeJiYnpztsa/CYtRD92CKVlhm8PZPOGWgXUmX2a9uvS/roOHhd4GlF9nkAAvenvuKahdPBZO+C46uHzrYHA+WcfQV11+G2jE2H62azz7Dm9H9Q2WtBsTbXP++nmcsubL+eOCyHOy6OPPspDDz3UqjRly3+Ojo7m5z//OWlpadx11139MUUhhBBiWOlUIP03v/kNzz77LAcOHEDXdVJSUviv//ovbr/9dsaPH9/bcxSiVzV63VS5atHCLcc+61R9Oa8d2kylq7mUS1JkLP+1ZAVWl0JliLqmqqISb3NgMZrbvNaVmu1DjaqqZGW1fZ9j6/IpraskvX4kp53NGZkmgwmbzcbMjAuC+0k2uhDd4/f7+d73vscf//jHYHC05d8hCPwt0nW9W4H0J554gjvuuIPbbrsNgKeffpp3332XtWvX8sMf/rDN9mvXrqWyspJt27ZhMgWaM48ePbob72yISM+mbuaV2I7tRjeBEpN03tm84VYBdWa/pvr5EObvrq6DzxNsCKr4PIFA+dnfqfT09MH597qyOBA037cBDm8PZNSHk559tmTLxTBqUu8HtBU1UPv8bPa5Zd96bDvfwngqF6WxFt0ahS89m8bZ1+CedmnvzkUI0Wv++c9/8uCDD5KWlsYTTzzB4sWLSU5uvbJ29uzZJCYm8s4770ggXQghhOgDnQqk33fffSiKwqxZs7j99tv5t3/7N4zGwK6nT5/ucP+RI0ee3yyF6AW6rlPtqqPe29jhdhvy9/D3oxvwtwi2X5g+kXsXfY1Is53CwsI2+5kNJuJtDgyqIeRxO1uzfagKFViZmZ7D+0e2MzYxHZfPTa27Ab/mJykyjrEJaSybMHdwBmSEGEAeffRRfv/732M0GrnqqqsYN24cUVFRPXJsj8fDnj17WL16dXBMVVWWLl3K9u3bQ+7z9ttvM3fuXO6++27eeustEhMTuemmm7j//vsxGEL//RzqvClj8KaMISErq0eDsmVlXauzrus6VVVVQKCevgIofi9qU+Dc50H1e1vXx24hLi7ufKfcd3QdCnNh33r4dAOc/Dz8tgYTZM+GqRfDyLFQVgjOCijIDTTaHNG9mvKargcfSqh7+0YLmj2qVe1zy75/Efne71HqqzBWBL6T63XV4PcRUXEaDR33lEvankvT0HW9WysVhBB94ze/+Q0Wi4V//vOfXHDBBWG3mzp1Kl988UUfzkwIIYQYvrpU2mX37t3s3r27SydQFAWfz9elfYTobR6/l6rGWrxa+7+bLp+b5z/7J7vP5AbHVEXllplXcu3kJaiK2iaTE9rWQw+no5rtw01mfCrLJsxlb1EuRtVAjauOaGskYxLSmJGaTWZ8an9PUYhB77nnnsNms7F582ZmzJjRo8cuLy/H7/e3yZhLTk4mNzc35D55eXls2LCBm2++mffee49jx45x11134fV6eeihh0Lu43a7cbvdwedOp7Pn3sQQl5aW1uFnU5DXTXqcA8XnweD3ns00VwDL2Udouq5TXFzcI/PtVT4P5O5srndeeSbsprrdAZMXoU+7BC5YgGaNgDN5GHava96oshh9x3tw4b/BiK718dA0jVMlZThravCiBiuZ6YqCbrGjW+1g9ENDNbayz4gq+AxTfRWWI1vwaBqWmpLmlXU66NWluE029A0vUBAztu370XVKSkpwu93Sc0SIAWrXrl3Mnj273SA6QGJiItu2beujWQkhhBDDW6cD6aGChb25nxC9pTMNRQFOOUt5es+blNQ3l2xxmCO4/9KVTBrR9qIUAAVirFFEmm09OeVhJTM+VQLmQvSi4uJilixZ0uNB9O7SNI2kpCT++Mc/YjAYmDlzJkVFRfzyl78MG0h//PHHefjhh/t4pkODoiihg6aaH8XjQvG4wOtC8brh3M9JhUC99o4M5CTnumo48HEg6/zg5kD98zC8MSOoz55H/YR5NGZMAkPga7NWXkPVkY8Zt/lZomrOoGgafnsU7hHj8cWn4du5HudMK1lpI7sVoK4oL0czmtDMdvwmK3jdUBe4cRRZdYrYY1vxAl4g3lmO7vOBpxGtxbkU3Y3H40GvLB4cNzWEEG3U19d3qoFoTU2NrC4RQggh+kinAunywSyGAr/mp7LRidvfTp3Ts7YW7ueFAx/gaZGxnhmVwjenXc0FKaGXbKsoxNuisfd2YzEhhDgPI0eO7LFSLudKSEjAYDBQUlLSarykpCRsMGDEiBGYTKZWZVxycnIoLi7G4/FgNrftMbF69WpWrVoVfO50OklPT++hdzFM+DzBwLnidYN/kDUA7QJzdTFRRzagvPgpHNvb3Pj0HLqiQOZk9GmXok1Zwgm/rfWNg7Pfh02l+Yza/QZRZSdQz75urKtCPfkZDbqOphpaNWoN5dwAu6qqpKUko43Kwm+LBFPojP/orYcwtmjaazwdg15fjepTUVr8N6QZLUREROCLHcmkSZPa/flINroQA1NycjLHjh3rcLsjR47IZ6AQQgjRR7pU2kWIwarB66LaVYvWwQoJt9/Liwc/YGvhgeCYAlw5dh6zorJwWCJC7mdUDMRZorCGaCoqhBADyXXXXcf//d//4Xa7sVjCl+foDrPZzMyZM1m/fj3XXnstELgZv379eu65556Q+8yfP58XXngBTdOCAb2jR48yYsSIkEF0CNTr7um5D2m6juJ1Y2h0olYVY/B7wgaThwTNj6nwEJZDW7Ec2kpK2cnwmxotuMbMoGHCXBrHzUGLjA28oINJ0WmTlQ9EFB7EXlUIitr8uq6jej1Yy/LxZk7BROtGredq1YTVbEWNiGbUyLEd18TfBUqL2vP6+Bn4DmwGix1V8wXmoyio8SkY7Ha4+puMHRtmFd1ZEkgXYmBasGABL730Elu3bmX+/Pkht3nnnXc4duwY3/72t/t4dkIIIcTwJIF0MaRpuka1q44Gr6vDbYvrKnl6zxsU1TY3Y4s02fjG9Ku5ICGTM8Wha6fajBYS7NFUNFT02LyFEKK3PPjgg7zzzjt89atf5U9/+hMJCQk9evxVq1axcuVKZs2axezZs1mzZg319fXcdtttAKxYsYLU1FQef/xxAO68805+97vfce+99/Ld736XL774gscee4zvfe97PTqvwcZUfByOrIeacohJgkkLISO7czv7feBxgbvx7P83YKw8jam+GtVhA7WTNdIHE08jli92B4LnudtQ66vDbxudCFMvRpu6hFNRaVTUNpw9hg6VleH3O8tccQbF3YBPNWBqucpN86O76imNzsB9tklrKHFxcYGAeUQ0RMSAOXBTqFPh7NhkKG8RoE8bj6u+DlN5IapBQa2vCRx39GSUJV+FOVd25qhCiAHo+9//Pi+//DJf+tKX+MMf/sBVV13V6vV169bxzW9+E5PJxHe/+91+mqUQQggxvHQrkF5fX8/GjRvZvXs3ZWWBoGNiYiIzZ85kyZIlREZG9ugkReecqChib1EulQ1O4uyOYd+c0eP3UtnoxNeJrLvdp3N5fv97uHzNS9vHxKbyrRnXEGdzoGuhM9ljbFE4LBHUlVX31LSFEKJXORwOtm/fzpIlSxgzZgwzZ84kIyMjZFaqoig888wzXTr+jTfeSFlZGQ8++CDFxcVMmzaNdevWBRuQFhQUtDpXeno677//Pvfddx9TpkwhNTWVe++9l/vvv//83uggZio+TtTud1FiYwOlRcqL4OOXYfGNbYPpmhYIlp+tbY7HFQiktzRE+9WoznIsh7dhObwV87E9gWaoYXiSMjFdeDnKtEshc3IgkK1p6IWFQAMpKSmdbsJqG5GB+UQ0iqseRTMFzqtp6EYzpI4l7oJZIffTdZ3T5RX4HQmQkgXGbnwNn7Qw8LvQ4t+pNzmLqivvIX3eZR1ntAshBo0ZM2bw//7f/2PVqlVcf/312Gw2FEXhtdde4/XXX6e2thZd1/nf//1fJk6c2N/TFUIIIYaFLn2D9/l8/OQnP+F///d/cTqdIbeJioriu9/9Lg8++CAmk6lHJinCa6q/eaKyiPdztwfHS5wV/NO5lcvGX8SYhLSw+w/V5by1ngacrvoOG4r6ND9/P7SBDfl7Wo0vzZzF9TkXY1QNIfdTFZWEiBjsZqv0EBBCDCput5tbb72VgwcPous6GzduDLttdwLpAPfcc0/YUi6hzjd37lw++eSTLp9nqLId2912UNfhwCZIGd0cOPe4oJ3g8ZCj6xjPHMdyeCuWw1sxncoNv6lqwJM1DfeEeRTGjyMyM5v09HSUMN97FEVB6WSmvjdzKt4T+zDnHwSDEd1gRAe0yFga51wT4jgKui0KvzUCj8+MZovqfsA7IztwQ+XgZqgpQ3fEUzdmHt4w/VuEEIPbvffeS3Z2Ng899BC7du1C13Vqa2sBmDJlCo8++mibTHUhhBBC9J5OB9Jra2tZtmwZO3bsQD+bBZOZmUlycjK6rlNaWsqJEydwOp089thjfPjhh3z44Ye91tBsoDtRWcS+00d7NTtc0zTy8vIA+DB/F1WNzTc3dF3HWVvL30+X8+VpS8MGzLOysoZUMN2vaVS5nK0yy8OpaKjhD3vf5ER1c8kWm9HCrVOvZMaICWH3M6lGkh3xmAxSGUkIMfg89NBD/OMf/yA2NpZbbrmFcePGyUqyAcZQe7ZUmOYPPPy+wKPRCaUF/Tu5vubzYj7xWSB4fmgrhurisJtq1kg8E+bgmrgAz/jZ6LYodE3HcyZ0abbu8ieNouGSlejb38Ccvx98XvwJaTTOWY4ne27zhkYLmi0KvSlw3lM33jOym1cmaBres98FhRBD07Jly1i2bBkVFRWcOHECTdNIT09nxIgR/T01IYQQYtjpdCTwa1/7Gp988gmxsbE88MAD3HLLLcTHx7fapry8nL/85S/89Kc/ZdeuXXz1q1/l3Xff7fbknnzySX75y19SXFzM1KlT+e1vf8vs2bPDbl9dXc2Pf/xjXn/9dSorKxk1ahRr1qzhyiv7tj7kqdoyDhUXBpcIl9ZW8v6R7SybMLfXSq3UuOtDjtf5GnvlfAORy+emsrEWTe/4QvVAyXH+vO8frWqnpzuS+M7M60iKiA27n81oIcURj1GC6EKIQerFF18kJiaGffv2kZ6e3t/TEU2a6pq7GvAbzBidFWDQAqVdmjiS+29+fUhpqMVy9BMsh7ZiPrIDNcx3HAB/bArunPm4Ji7AmzkV+ujz2Z80irpr/iPEKwq6NRLN7gCztU/mIoQYHuLj49tcfwshhBCib3XqamPdunW89957jB07lg0bNpCWFrpUSEJCAqtWreIrX/kKF198MevWrWPdunVcccUVXZ7Yyy+/zKpVq3j66aeZM2cOa9asYdmyZRw5coSkpKQ223s8Hi677DKSkpJ49dVXSU1N5eTJk8TExHT53OfrcEU+WFuXBNF1nb1FuT0aSFdVlaysLADG1uVTWtfcIKtp1UCczdFu1vlQyEbXdZ1qVx11noZ2tztTV8GuokPsKDpEaUPrJmALM6by1QuWYjaEL0cUabIRa41CVQb/z0wIMXyVlpZy+eWXSxC9P/n94HWfLc/SGPjnprrmmkZjajaR52ZeKwqMn9n3c+0jhorTWA5vwXJoK6b8/Sjt9DfxpE/EkzMP98T5+JKzWt9s6C8GM5q9Kfs8dFk4IYQQQgghxODWqUD6X//6VxRF4f/+7//CBtFbSk9P529/+xtz587lr3/9a7cC6U888QR33HEHt912GwBPP/007777LmvXruWHP/xhm+3Xrl1LZWUl27ZtC9ZmHz16dJfP2xNq3PU4rI4241UNoevKn4+mQPjM9BzeP7I9GEBvem1iQiaqqg6JgPm5NE3D4/dSUleBv4Ms9DN1Faw7voNPi4/i8rmD46qics2ERfzbmDkA6CGWXauKSow1Cr+hUeqhCyEGvXCNRUUv0fXWNc09LvB7293Fm5hB3QVLiK0tQKmrhqi4QBB9xBCqg61rmAo+x5obaBZqLDkRflOjGc/YWbgnzsedPRfNkdCHE21PU/Z5FJht/T0ZIYQQQgghRC/rVCB927ZtTJ48ud2yKueaM2cOU6ZMYevWrV2elMfjYc+ePaxevTo4pqoqS5cuZfv27SH3efvtt5k7dy533303b731FomJidx0003cf//9GAxtM4Pcbjdud3NANVzz1O6ItkSEbHEZa28bXO8pmfGpLJswl71FuVQ1OImxRjExIp20qMReO2d/0jSNY/l5nK4oIaEhocMGYR8U7mJXaS6+FgF3k8FAqj0Bf4Ob4tOha64aVQMx1kjKaaC4uBi32z3k6soLIYaXm266iTVr1lBdXd0vq7aGPI8bvOc0A9Xbb3wdijcxA6Zf1P2mlAORuxE+30rc1n8w8sh2TA01YTf1R8biyZ6HO2ce7nEXDqwyKZJ9LoQQQgghxLDUqUB6SUkJF110UZcPnpOTw1tvvdXl/crLy/H7/SQnt64FmpycTG5ubsh98vLy2LBhAzfffDPvvfcex44d46677sLr9fLQQw+12f7xxx/n4Ycf7vLcOiMnfjSHG061GlMUhRmp2b1yviaZ8anB0jEtG5EONT7NT3FtRafqv2u6zrbC/Xxy5nM0Q3OwPcJkJd7mQFFV6ltkqLdkNZqJMttRFKVVpr8QQgxmq1evZuPGjVx55ZU888wz5OTk9PeUepSmaei63icriDSPG8VVBzUKlJm6HTQf0mrK4MAm2LcePt+G6nUTrg29LzkzEDifuABvWs4Au4kg2edCCCGEEEIMd50KpJvN5lbZ253ldruDZVZ6m6ZpJCUl8cc//hGDwcDMmTMpKiril7/8ZchA+urVq1m1alXwudPp7LF6sWlRiaSnp7Hv9FGqGpzE2h3MSM3utUajw0mdu4HKBid+zU9ySgomi5mU5JSQGel1HhdrP3uHgxXHwXz2dUUh0R5DjCUSAKvRwsj4JFJGprTa12GNJMpsDz5vCsgkJCRINroQYlC74oor8Hq9fPLJJ0yePJmMjIyw5V4URWH9+vX9MMvu0TSNoqIiqqoCfTCUnqydrWsoPg/4PCg+D4rPi+7zUVFejjc6mtHxDlSjNKJG1zEW55G8ax3xhZ+hFoVOgADQVQPe0VNw58zHPXE+/na+JxlKT2LO349aV4UWGYtn9BT8SaN64x20nqPZhm6LQrdEDLDAvhBCCCGEEKKvdeqKLy0tjV27dnX54Lt27epUTfVzJSQkYDAYKCkpaTVeUlJCSkpKyH1GjBiByWRqVcYlJyeH4uJiPB4PZrO51fYWiwWLxdLluXVWZlwqYxKkkVtP8WsalQ011Huas9AVVUFRFBRVbRNIz6s6zR/2vkllozPYhMxqNJNkj8VqbP5diI+IZlxCBsrZi2NVUYmzRWE1tv3dUBRFguhCiEFv48aNwX/WNI38/Hzy8/NDbtujgejBRNdbBcwVnwc0X3/PauDy+zCd+AzL4a2BeueVZ8JuqtsiaciaSVnqZGxzroCIjsveGUpPYv2s+YaOWlOGdf8GXFMu6Z1gumoMlG6xRoGxbxJChBBCCCGEEANfpwLpF198MU899RR/+ctfWLFiRacO/Pzzz1NUVMR1113X5UmZzWZmzpzJ+vXrufbaa4HAxf769eu55557Qu4zf/58XnjhBTRNCwY7jx49yogRI9oE0cXg0uh1U1FfjU/zd7itrutsyN/D3w9taNWAdGryWK4cO4/Py05QUBOoh57hSGZWag4jIuMBMBmMxNuiMUq9UyHEEPbRRx/19xR6jaqqpKamYrFYSEtL6/LNT6W+GrWhLtAM1KwC1rOP0HRdx4hGXFxcyHN1p7yMpmnB/bpbnqYvbvoqjbWYj+7EcmgrliOfoLrqwm8cPxKmXQLTLkUfN4PyMyVUVVZitUXRmVs15vz9bQd1HXP+fhp7KpCuKOiWCHS7A91i73h7IYQQQgghxLDTqUD6XXfdxdNPP82dd95JXFwcV111Vbvb/+Mf/+Cuu+7CYDBw5513dmtiq1atYuXKlcyaNYvZs2ezZs0a6uvrue222wBYsWIFqampPP744wDceeed/O53v+Pee+/lu9/9Ll988QWPPfYY3/ve97p1ftEzTlQUsafwMMeK8om2RHB5jKXTmfq6rlPdWEtNexfnLTR63Ty//5/sOdO8jFxVFL6UvYTLs2ajKApZsSND7mszWoi1RaEqknEuhBjaFi9e3N9T6FWqqgZXEHU1oKz6PCi6FzpoYN1E1wKfM2qIzH1N0ygsLOzS+SHQ26OkpAwAE1rIY3ckPT39vILp4cqoqJWnsRzehuXwVsx5+1DaucFdn5SFd+ICHIuvQ83ICa4Ooxs3B9S6qpDjSn11l491Lt1gxGePwZeQjmqSxAshRP87duwYr7/+Ovn5+VgsFqZNm8YNN9yAzSb9GYQQQoj+1qlAek5ODvfffz+PPfYY11xzDcuXL+eWW25h9uzZwYagJSUl7Nixg7/85S+888476LrOD3/4w243MbvxxhspKyvjwQcfpLi4mGnTprFu3brg+QoKClpdJKanp/P+++9z3333MWXKFFJTU7n33nu5//77u3V+cf5OVBSxLncbuq7j1/xUNjr54MgnXKGoHdaL9/p9lNVV4fF7O3WuQmcJT+95k9L65ovtGEskd8y4hvHx7Qfuoy0RRFkiOnUeIYQQoisqKyu7tL2m6zhragL7mgxdDqTHxcV1aftztSqjousYCw9h2fs+al0lpvJTYffTjWY8Y2fizpmHa/xcihp8xMXF4UhPbw6id5MWGYtaU9b2nBEx3TugooA1AmxR+DxGfHoZGKS+vRCi/61Zs4Yf/OAH+P2tb1Q+8MADvPfee0yaNKmfZiaEEEII6GQgHeDRRx+lvr6e3/zmN7z99tu8/fbbIbfTdR2A733vezz22GPnNbl77rknbCmXljVem8ydO5dPPvnkvM4pes7eEA3GdF1nb1Fuu4H0WncDlQ01wd+ljmwp3M+Ln3+It0X92pyEUXxz+nIc7QTI26uHLoQQQvSUlJSULtWbHzFiBECXgui6rlNcXNzluZ3LfHwvhvJCjGWFGMoLUD2usNtqETG4s+fhzpmHe/yFYA5kS+qaDg3h66R3lWf0FKz7NwRq1zdRFDyjp3TtQEYTRMZCRDQYDN3KjhdCiN6yZcsWvv/976PrOhEREUyYMAGn00leXh6nTp3i+uuv5/Dhw9KzSQghhOhHXUq/+fWvf82VV17JY489xubNm9vU7lQUhUWLFvGjH/2Iyy+/vEcnKgafygZnyPGqMON+TaOioZqGdi7aW/L4vbyRv5V9lceDYwpw1bj5XDV+frtlWqQeuhBiuLj99ttRFIXHHnuM5ORkbr/99k7vqygKzzzzTC/ObngINMbufFDc0KnK4ec4j5iwWluJOXd7oFlo7vZ2S7b4kkYFAucTF+BNnwh98DnqTxqFa8olmPP3o9RXo0fEBMvNdEhR8Fvs+GJTICUThmgAylR8HLb/DY5/GhgYOwMW3QAZ2f07MSFEp/3ud79D13VWrlzJ7373OyIiAglB+/fv5/rrr+fYsWOsW7eOK6+8sp9nKoQQQgxfXV7Hetlll3HZZZdRXV3Np59+SllZYKltQkIC06dPJzY2tscnKQanOLuD0tq2S9pj7Y42Y11pKApQVFPKr3a+xJn6iuBYpNnGN6cv54LEzHb3tZusxFgjpR66EGJYeO6551AUhfvvv5/k5GSee+65Tu8rgfQhStcxlOYHAueHtmIqPIQSZhWYDmgxyXjTc6hbdgf+TvY56Wn+pFFdayxqMKPZo/BbIvB6jOjmwV1bOFzjWU3TMJz+AsfH/4dSdQq96R7MpxvQq0ph+V2Qni0ZrEIMAtu3byctLY0//OEPmM3NPRumTJnCb37zG6666io++eQTCaQLIYQQ/ajbBSFjYmK4+OKLe3IuYoiZkZrN+0e2tyrRoigKM1Kbs6N0XaeqsRZnJxuKAmzO+5TfbXkFl88dHBsTm8q3ZlxDnK1tkL4lhyWi3XIvfaGwpoSDZXlUu+qIsUYyKTGL9Ojkfp2TEGLoevbZZ4HmciFNz8Uwo/mJPPU5UXtfw5K7DWNFUfhNVQN6RAyaLRItOglfQhqNc7/Ub0H0lsI1Qg1Q0K2RaPaoYJmZoVC+RdM08vLywr6m7fkX/jN5NOJHabGaQTtxiPqP3sC54EaysrIkmC7EAFdSUsKVV17ZKojeZMGCBQCUlpb29bSEEEII0UKXAunSQVx0RWZ8KssmzGVP4WFqa5w4LBFcPuGiYH30rjYU9fp9PLvzbd49vKXV+GWZF/KlnCXtlmlRFYVYqwObqX/roRfWlPDxycCy6xp3PbnlJ/n45KdMThrDooxpElAXQvS4lStXtvtcDGGNdXBgE8qnG0j7bCMGV23YTf3RSbgnzsc7YhymolwMNeXgdYHB1IcTbl+rRqiAWlOGdf8GXNOX4R09Gd0W1eulZoynj2E+ugPVWY7mSMAzfg6+kWN79ZwdMddXY/C4wNz635XiacRQ17Vmt0KI/uPxeIiJiQn5msPhCG4jhBBCiP7T6UC6dBAX3ZEZn8qo2BHkRQYyqTLjAkF0p6ueqkZnpxuKltRW8suPnueL8sLgmM1o5pqMeVySPafd2rNG1UCcLRqzodsLMDqkaRq6roddet3kQOlxdF2nxl3PyZrmpnBHywvQdZ2FGdNIdyT1yLmEEEIMP4bqEvhiE3z2EeTuBL8XBQgVXvamjsedMx93zjx8I8eDomDb+Q+0yDi0yLhW25rz93ettEovMOfvb/FMAaMZ3WTGWFaA54KFvX5+4+lj2Ha8FXxuqCrGuvNtXLOX92owXVVVsrKywr6uT7sQxVWC0njOjRK7A2vmeGIlG10I0QN+9rOfsXr1au69917WrFkDgMvl4vvf/z4vvfQSbrebZcuW8dRTT5GcLMlBQgghhqZORRalg/jgdaq2jH3786ly1RJndzAjNTuYEd4f/JpGWX01jd7ONRQF2FXwOWs2vUCdpzE4lhWXytezL8Pgaj+YbDGYiLNFY+jF301N0ygqKqKqqgoIlK8J52RJEX5do6CuFLe/OaPE6/FQbaxh85E9LExp/6aUrusUFxfjdrtlqbYQQgx3mobx9FEsn29hwoGPsZefDL+pasQ7dgbuiQtwZ89Fi2kb6FDrqkLuq9RX99SMu02tqwLViG4yg9ECZz9v1dqKDvbsGeajO9qMKbqO+eiOXs9Kb/ezfsoSyP8c8g8EitpDoPt68iiUyYuHbINVIYaiY8eO8Ze//KVbr69YsaK3psWuXbv4wx/+wJQpU1qN33fffbz77rv8/e9/Jzo6mnvuuYcvfelLbN26tdfmIoQQQvSnTgXSpYP44HSqtoytp/YTGxuLoiiU1lby/pHtLJswt1+C6S6vh9POUjqXgw5+zc/f9v6T1/ZvaDW+bMJcvjH7GkrOFFPpCr9kOcJkI8Ya2W5gu69FmexUe+pwn1POxqwGlmPXeRv6Y1pCiGFox44d/Otf/6KoqAiXK/TNTWk2OkB53ZiP7w00Cz28DYOzPPy2kTHoU5ZQnjqZ03FZJI/KancVlxYZi1pT1mZcj4jpgYmfPYeuBx9KZxZXKSq6NQJv4mgMLYPmZ1e1+SPj2m3G2VOruNQwP+e+CuSHlZENy++GTa/AsUD5OMZOh0U3BF4TQgwaW7duDRuEVhQl7OuKovRaIL2uro6bb76ZP/3pTzz66KPB8ZqaGp555hleeOEFLrnkEiDQhyUnJ4dPPvmEiy66qFfmI4QQQvSnTgXSpYP44HS4Ir/NmK7r7C3K7dNAuq7r1DTWUe9txK45OpVBXdng5Fcb/8Lnxc3NtSxGM3fN+zJLxs5qtySMgkK0NZJIc9/U7ldVldTUVCwWC2lpae2+v4XRFjYX7CPG76TB6z47X8iITiHaEkG8PZr09PabuTUFAxISEiQbXQjRZR6Ph6997Wu8+eabAO3/PZVA+oCh1FVjyd2O5fAWLEd3obSzsktPyUSZdjFMuxTGTkdHoaGwEK2y43rZntFTsO7fEAxSB06u4Bk9JfxOXaBpGqdKynDW1OBDbTeoj8GMZo1At9jB48Iam0VC0QlodUteoTzjQlyFhSEP0ZOruDRHAoaq4rbjUfHdPmaPyciGrz/Y37MQQpyHjIyMAZUA1OTuu+/m3//931m6dGmrQPqePXvwer0sXbo0OJadnU1GRgbbt2+XQLoQQoghqVOBdOkgPjjVuOtDjlc1OPtsDh6fl5LaCuq9jR1vfNb+01/wq41/pcZVFxxLi0nm/otXkhGb0u6+qqISZ3NgNbb9Xe1NqqqiKAqqqrZ7kT4qJgVVmY6qKBwozcNiMJEYEUu0JQJFUZicNKZTF/lN5xJCiK76yU9+whtvvEFERAS33HILOTk5wSZmYgDRdQxlBYGs80NbMRUcRAlz00NXVLwZF1CWNgWmXcKI6fNQWn5GdCEb2580CteUSzDn70epr0aPiMEzegr+vqqPrqjoZhuaJQJMZqxl+TgOfoapvgpvRCy1qdlYnOWYGqrx2mNwjpqKK3F0n0zNM34O1p1vt/r3oCsKnvFz+uT8QoihLT8/v7+n0MZLL73E3r172bVrV5vXiouLMZvNbRqkJicnU1zc9qYjgNvtxu12B587nX13XSqEEEL0hE4F0qWD+OAUbYmgsrHtl5NYe98ETJyuOqoaa9s0qA1H0zVe/Ww9L366Dq3FReriMTO4c95XsJks7e5vMhhJsEVjUEO1VBs40qOTuWnyMgprSjhYlkeNu55oSwSTErNIj5bGPEKI3vXiiy9it9vZsWMHEydO7O/piJb8PkwnD54t2bIVY/mpsJtqZhue8bMDzUKzL0KzRVN65gxxcXFh9+n0NJJG9VpjUVVVSUtOpNJkYMSI5ObsS5MVzRaJbo0M1vQ2njmGvWBXYOlWZATgQa87Q+NFV+MbMRYLkNjB+XpyFZdv5Fhcs5djProDtbYCLSoez/g5vV4fXQgh+kNhYSH33nsvH374IVartUeO+fjjj/Pwww/3yLGEEEKI/tCpQLoYnHLiR7Ot6ECrMUVRmJHau/UyfZqfivqaLjUUdbrqWbPpb+w5lRscMxmM3DHnOi6fcFGHyxztJiux1qgBuRwynPToZAmcCyH63KlTp1i8eLEE0QcIxd2A+ehOLIe2YjmyHbWdVWN+R0IgcD5xAZ6sadDyBrPW2Q4k/U9VFFRFQVFVlIhoNFsUmCwoBGLmTaxf7Grzua6cHW9IHd/p8/XkKi7fyLESOBdCDAt79uyhtLSUGTNmBMf8fj+bNm3id7/7He+//z4ej4fq6upWSXclJSWkpIReRbx69WpWrVoVfO50OjssaymEEEIMJJ0OpA/UDuIivLSoROalTqZcqafaVUus3cGM1OxerY/e4HFR0VCNvwvLyI+U5vOLj/5CeX11cCwlKp4fXLySMQlpHe7vsEYQbY3sznSFEGLYiY2N7ZGsZdF9anUJlsPbsBzeivn4pyjnNKBuyTtiHO6J83HnzMOXOgEG0Q3jcHSTFW9kPP6k0aiG8KvIBmxzTyGE6AVf+tKXuOSSS7jnnnv6eyoAXHrppRw40Dop67bbbiM7O5v777+f9PR0TCYT69ev5/rrrwfgyJEjFBQUMHfu3JDHtFgsWCztrzIWQgghBrJOB9IHYgdxEd6JyiJeyd1AXvUZIiLsTEzO6tUguq7rVDbUUOtu6NI+/zi0ied2/gO/3hx4n5Mxie8t/BqRlvabhaqKQqw5kiizvdvzFkKI4Wbp0qVs3boVXdcH1SqeQU3XMRYdDWSdH96K6fQX4Tc1GPFkTcedMw/3xAVoMT2zcknT9eBD6fy97m7RW5wrSDWALQrsDnweI35/WYc3BTRHAqaCQxgqTqG4G9EtNvzxaXgzZDWFEGLoefPNN8OWUzUYDNx666192gA8KiqKSZMmtRqLiIggPj4+OP6Nb3yDVatWERcXh8Ph4Lvf/S5z587ts0ajRucxzKU7UN3laJYEPElz8Dlk1ZAQQoje06lA+kDtID5caF3I7oZAEP2lve9zsPQ4AH6Dzo6Cg1Q0VHPjtMvJjOtcML2zy6A9Pi9l9VV4/b5Oz7He08hvt7zM9vz9wTGDorLywqtYfsHiDn/fAvXQY6hqqOz0OYUQQgSajU6bNo3/+Z//kTqlvcnrwXpsF2n7NxJXsA9DTVnYTTW7A/eEi3DnzMczfja6NaJHp6JpGqdKynDW1OBDRVF79zudrumUl1fS4PWTPmYcqiMe7FGBwHlXGp/GpGDb/gYQCMgrrjoMp4/gmnJJL81cCCEGJl3X0cM0nO5Pv/71r1FVleuvvx63282yZct46qmn+uTcRucxbCffCj43NBZjPfk2rlHLJZguhBCi13QqkD4QO4gPF5qmkZeX16V9PszfxfHiAtwtG8AqCsfOFPABW7hs9IWdOk5WVlaHwfSmhqJd+WKXV1HELz56njMtlmzH26P5r4tXkJOc2eH+EWYbsbYo8strO31OIYQQAZs2beK2227j0UcfZd26dfz7v/87GRkZYf/ey6qyLqithP2bYN8GlIObSW5nlZYvPhX3xAW4c+bjHTUJDEOnbY2uqvitEfiiEyExHYzde2+G6mJ8qRMCGemeRnRzICPdUF3cY3PVNC2QQd/FpIWBfi4hhOgNGzdubPXcarXy5JNP8uSTT/b5XMylO9qMKeiYS3dIIF0IIUSvGTpXbUNcWVn4TLZzna4spdbVgM8bqLmqKgooCn6vjzOVpZRFdHysxMTEdl8PNBStptHr7vS8dF3nw6M7+NOON1plr09LncCqRTcTbeu4znmszUG0LVIuQoUQoptuvfVWFEVB13V27drF7t27291eAunts1SdxpG7HiV/Lxz7FM6WKjs351tXFLwZFwSD5/7EjD6rd66qKmnJiVSaDIwYkdxrqwx1sw3dFoXfbEMrKiIhIeG8mnyqznK0qDi0qNY1/XuqRrqmaRQVFVFVVQXQ66svdV2nuLgYt9vdqWQFIYQQ4anuMH003NJHQwghRO+RQPogkpaW1qmLvFGeIoq91TSYTYGBs/vYTRYyklPb7Yyu6zqnTp1q9/jdaSjq9nt55chH7Cw+HBxTUPjq9Mv5ytTLMHRwMakqKgkRMdjN1k6fUwghRFsrVqyQcm3nQ/NjKvg8UO/80FZSygvCb2qy4EyfgjL9Utw5c9EjY/twoq2pihJ89GhpF9WIbotCs0WB0YQCqJqGoijnHSjWHAkYqtpmn2tR8ed1XCGEEIOfZknA0BjiM8IinxFCCCF6jwTSB5HOXpROThpDfvUZ8muKoankiqKQHBHH5KQx7R6jvUxvTdeoanB2qqHoqeoSDpXkUd1Yh1/TWH9kB2WN1cHXo62RrFr8daalju/wWCaDkaTIOExDaNm7EEL0l+eee66/pzDoKO4GzF/sCgTPj2xHra8Jv3F0Iky/BG3KxZyKTKWitp4RI0b0el3yvqWgW+zotih0i73XMus94+dg3fk2Sovycbqi4Bk/p0eOr6oqqampWCwW0tLSej1DvOk71vlm6gshhABP0hysJ99GocVnBAqepJ75jBBCCCFCkcjkEJQenczV4xewqWAfx6uKABgbm8rCjGmkRyd365hun4fy+upONRQ9VV3C5rxPAThZVczOgoP49eYA/cTkTP5zyS3ER8R0eCy72UpCRAyq0v0LzsKaEg6W5XGyupji+grcPg9Wo5WxcaksOo+fSXfsLDrEe19s53RtGToQZ3OQGTOCUTEpTErM6tO5CCGECE+tKcNyeBuWw1swH/8UxecJu60nOQvThZejTLsURk8CVQVNQy8sBOr7btK9zWBGs0ehWyP7pKa7b+RYXLOXYz66A7W2Ai0qHs/4OfhG9lztW1VVg4kKfRHc7olMfSHE0LVlyxZuv/32Lr+mKArPPPNMb05twPE5xuIatRxz6Q5UdwWaJR5P0hypjy6EEKJXSSB9iEqPTubmyct65Fg1jXVUuzrfUPRQSR5+XePTU7kcq2hdJuaaCxaz4sKrMKqGDo/TVA+9I+017ip0lrLp5KfUuOs5WlFAtbsOgGhLJPWeBqpddVw1bj7pjqQOz9EZoebS9HzX6cO8ePADqt31+DU/Lr+HysYaalx1+Pw+yuurWZA+tc1czr3g7kpjVyGEEJ2k6xiLjmDd9y8sh7diKjoSflPVgCdrOu7suRTGjyNydDbp6ekoQzFAqhrQrZFo1kjoh/JqvpFjezRwLoQQA9nx48c5duxYyNeOHTvW5rWmnifDMZAOgWC6BM6FEEL0JQmkD0FNGdjVrjpirJHdznT2aX6q6qu61FAU4FRNKZuO76WqsTY4ZlQMTE8ax60XXt1hJpZBVYm3d74eens13TcXH6TGU0dBXSk1jXX4NR9+v59Kj494m4OT5afZrO1hYcqkzr25Ls6lqbEYwBuln1DhqsGv+3FrPvSzyxDL6ir5wqswwhLLeyWVzHSMaXWMlJQUqWcshOgVubm5HDlyBKfTGfYm3XBoNmrb+ipRr/0cY+XpsNto1kjc2RfhzpmPZ8IcdGskuqbjOXOmD2fad9TqUkyFh1Eba9EcCT2eCS6EEKK1lStX9vcUhBBCCNEBCaQPMYU1JXx88tPg84qGGjYV7OtyCZNGr5szzvJgsLdJR9nQOwsO8s/D2/D4vcGxWFsUU+KyGBEZj67r7R7DZDCSGBGLyWBsldkdLviemJjY7ny0SoUIox29EXQFVNUQLBtvMpnQVdDNSofH6YxQx9A0Dbc7cCPCXeYHFVTdALoPhUBwXAd0o4LVZkNXVGJjWzejk1qqQoie9sknn/Ctb32Lzz//POw2TRluwyGQrputIYPovriRuCcuwJ0zH+/oyX1SzqRfGUxotigM1SVYD29rHq4qxrrzbVyzl0swXQghesmzzz7b31MQQgghRAeG+BXh8HOwLK/NmK7rHCzL61QgXdM1ajz1eN0KkXpMq0xoXdcpLCwMuZ9f8/OP49tYf3JPq/H0qCRy4kbR2NBAtM/CqcJTYRuu2YwWYiyRFJbXtnktKyurVTBZVVWysrI6fD9j6/IpraskzlON09cYDPCbDAasNhuRZhtjUkd36lgtz33u8/b2b3rtg/qDuIqP4/F78Xv0YN14s8FESkISo5IySIyMY+Hkhe2er7OvCSFEKEePHuWyyy6jvr6euXPnUlJSwokTJ/jqV7/KF198wb59+/D7/Vx33XU4HI7+nm6fcE9agm40g9+LN30i7onzcecswJ80qtcaaQ4cCro1At3mQLfYADDvfq/tVrqO+egOCaQLIYQQQgghhi0JpA8x1a66kOM17o6bnXn8Xsrrq3H5Pdjb2a6ysrLVc6engVfzN3GyrjQ4ZlIMTI7LJNYShUUzkKjEYXZBZVVlyDIlUSY7JqNOea2rzWvhssU7E0SemZ7D+0e2MyI6gYrGGirrnSgK2E02FEVhZHQiM9Nzzjsg3Zlg95U58zlZXUxlQw0WoylYMic+IpqR0YkYDAYuzJiI0Sj/WQohes/Pf/5z6uvreeqpp/jOd77DbbfdxokTJ/jb3/4GwOeff86KFSv44osv2L59ez/Ptm/otkgqv/cM/phk9H6oA94vmhqH2qLgnL4lqrM85C5qbUVfzGzAsuxbj23nW6jVpWgxSbjHXoihthxT/gEAvKMm45p9tdxsEEIIIYQQYoiSiN0QE2ONpKKhps14tCWi3f1q3fU43Q1hm3aeKyUlBQWFQ+X5PHPwPWo9DcHXRkYm8O0Z1zIiMj44pp897rmN2FRFIc4WjcVoanMOXdfbrX/eGZnxqSybMJe9RbkYVSOnqkuodNZgM5qZmX4By7Lnkhmfel7n6KyFY2YA8Or+9ZysKibSYichIobxiaMYk5DGjNTsPpuLEGL4+uijjxgzZgzf+c53Qr5+wQUX8M477zB27Fh++tOf8thjj/XxDPuHe8olqFXFKJ248dxXDKUnMefvR62rQouMxTN6SiBLvrsUBc0aAZExYLaF3UxzJGCoKm47HhUfYuuhob3G5QCW/RuIfO/3weeG018Q9fkWtIgY9MhASTbz4S0oznLqL12Jb0TbYLo0CxdCdMWLL77Ij3/8Y5566imuuOKKkNusW7eOu+66i1/84hd8+ctf7uMZ9jxN0zr8ezwYzyWEEGLokED6EDMpMYtNBftaXawpisKkxNClR/yan8pGJ+4WNc07Q9fh3eNb+cfRLa2qqF+UegFfn7wMi9HcanvlnGw3CJQ0ibc5MIR4DeixLzWZ8anBALWmaeTlBcrfnFsupi8sHDMjGFAXQoj+cObMmVYX5AZD4G+wx+PBbA787R4xYgSLFy/m9ddfHzaB9IHGUHoS62frg8/VmjKs+zfgmnJJ14PpRjP+qDhc2NBikjv87POMn4N159soLb5L6IqCZ/ycrp13EOnoxv2YDS/gcjevmlOryzA31qN4PbhMzTcl/Ke+oP6TdZTOuqbX5iqEGB5efPFFqqurueSSS8Juc/HFF1NVVcXf/va3QR9I1zSNoqIiqqqqAEKuYu5Juq5TXFyM2+3ul+tCIYQQg5ME0geBrtwtT41KZEH6VD4vy6PGVU+0NYILErNIjUpss3+D10WNqxat5YWyFmgGqmvhs6bqvS7+d9crHCrPD44ZVQNfu+AyFmZM7dSXngiTjRhrZK9/QRJCCNGazWZrVUIqKioKgJKSEtLT04PjDocjbF8M0fvM+fvbDuo65vz9NHYmkK4oYIuCiGgwWdAaNKj3dOrcvpFjcc1ejvnoDtTaCrSoeDzj5wzZkiWdaTge6a5FMQVuNOnoKGio6Ki6H7OpOXlAx0+M4kXvgSbmQojhbf/+/UyZMiV4kzsUi8XC1KlT+eyzz/pwZkIIIcTwJYH0Aa67d+YvMKdC03euGjeFNc3BEF3XqfU04PK1vaDWNZ2KinK8bg9p6WnBTMUmedWneSb3HZze5lIuifYYvjPzWjKiUzqcl4JCjDWSiHaWlAshhOg9qampFBQUBJ+PHRsIjm7fvj0YSNd1nb179xIbG9svcxSg1lWFHFfqq9vdTzeaISYpUL6lKbuuGyu8fCPHDtnAeZPONi4HIC0TpfTsdykdPGYbqteFarJgtbWoq293YM0cT2wHx5XMRyFER4qLi5k/f36H26WmprJz584+mFHvUlWV1NRULBYLaWlpvf53sinJLCEhQf4mCyGE6DQJpA8zXr8Xp6cBfxcvqnVd562DH/P8nnfQ9OZ9p6eM59apV2I3ddyczaAaiLc5MBva1kMXQgjRN+bMmcPLL79MY2MjNpstWOblvvvuIyIigoyMDJ588kmOHz/O8uXL+3m2w5cWGYtaU9ZmXI+ICbG1gmaLxB2t4YtPbR1EF+3qdPDkgoVw5AnwetCNJjCa0ExW1JhEFM4mOShA8iiUyYvl5y+EOG92u52Kio6bPFdUVLSbtT6YqKqKoiioqtonwe2mcwkhhBCdJYH0Aa6n7sw3ZaHXuutJJDL8dpqOboC42Ljguercjfx2y0t8cvJA87wUlS/nLGFp5oUdZsmfqavgRNVpfJqfWFsUkxKzSI9O7tb7EEIIcX6uvPJKnn/+ed555x2+8pWvMGbMGL71rW/xhz/8IRg413Udi8XCo48+2s+zHb48o6dg3b8h0JSkiaLgGT2l+bnRgmZ3oFsj0QDd6WpzHNF9wZJ4hbkoFadh7Ew4eRC9sQ5dNVM97yvExcejHN8XCKKPmQ6LvgJp40HTJDgjhDgvF1xwAVu3bqWyspK4uLiQ21RWVrJlyxYmTZrUx7MTQgghhicJpA8C53tn3uv3UeWqxeP3onS4v46iKChqIDieV3GKn294nuLa5mwIh8nOnbOuY2x8eriDBJ2pq+Cz4i+wGM0oQEVDDZsK9rEoY5oE04UQoh986Utfwutt3WD6ySefZNy4cfz973+nsrKSnJwcfvSjH3HBBRf00yyFP2kUrimXYM7fj1JfjR4Rg2f0FPzJmYHAuS0KzC1Wg/VQg24R0LI5uWPLGxirq8CeADlL0HUdZ60TN2aqLroJdd7Xm3f0Av3Y1FwIMXRcf/31bN26la9//eu8+uqr2O32Vq83NjZyyy230NjYOOgbjQohhBCDxYD+dv/kk08yevRorFYrc+bM6XTtt5deeglFUbj22mt7d4IDXGFNCW/mbuLZfe/wr7xdnKnreGlgE13Xef/Idn7wzv+2CqLnxI/iOzlXMSY2rcNjqIrC6dpyrGeD6C2PfbAsrytvRQghRC9SVZVVq1axfft2jhw5wptvvsns2bO7fbyufH4/99xzgRu4LR5Wa8flwoYDf9IoGmdfTcPFt9A4/yt4x87CnzgKLTqxdRBd9CpDbejvT+aGmj6eiRBiOPn2t79NTk4O77//PuPHj+cHP/gBa9euZe3atfzgBz9g/PjxrFu3jgkTJnDXXXf193SFEEKIYWHAZqS//PLLrFq1iqeffpo5c+awZs0ali1bxpEjR0hKSgq7X35+Pv/5n//JwoUL+3C2A09+dTEfHN+BT/MBUO2qZdfpw1w4MocRkfHt7uv2e/nr5++zqzg3OKag8NXpy7gobgLVVaEboLVkUo3E2Rw0eEMvM69x13fh3QghhOgpmzZtIiUlhfHjx7e73RdffMGZM2dYtGhRl47fnc9vh8PBkSNHgs8721j7fBlPH8N8dAeqsxzNkYA3JQvF04g5fz9qXRVaZGwgCzxpVJ/MB8Ccux3rZ+tRayvQohJonH01rllXgsnSZ3MQ5zQizZqAUn661euxsbHoCSNRxoZvyCrZ6EKI82Gz2Xj//fe57rrr2LNnD//v//2/Vq/rus706dN544032mSrCyGEEKJ3DNhv+E888QR33HEHt912GxMnTuTpp5/Gbrezdu3asPv4/X5uvvlmHn744eaLn2HI5XPzSdFBfJqPWk8jJ2uKOVpZyMnqM+w+ndvuvqdry/nTkfdaBdGjrZE8fMW3uXHaZaidCG5YjWYSI2IwGYzEWEPXY4+2RHTtTQkhhOgRS5Ys4ec//3mH2/3iF7/g4osv7vLxu/P5rSgKKSkpwUdycu+X/jKePoZtx1sYqopR/D4MVcXYt7yCbdtrgSaffh9qTRnW/RswlJ7s1jk0XW9+aB0/jIe2Yd/4wtkmowpqfTX2jX/D9PlmNE3r8KHrenNdb3HemkrqqZMXo5wts9f0UA0GDFOWNG8T4iGEEOcrLS2NnTt38uabb/Ltb3+bK664giuuuIJvfetbvPHGG+zevZuMjIz+nqYQQggxbAzIjHSPx8OePXtYvXp1cExVVZYuXcr27dvD7vfII4+QlJTEN77xDTZv3tzuOdxuN263O/jc6XSe/8T7ma7r1LjrqPM0UuOqo9bTyOnasuDrLp+HoxUFnKnLDpmV/smpz/nrgXV4/M21cycmZ/GfF99CvD0avWXDszCizHaiWwTPJyVmsalgX6t9FUVhUuLwvdEhhBD9rTN/z7uju5/fdXV1jBo1Ck3TmDFjBo899li79dl74jPcfHRHmzFD5RnQ/PgiYpoHdR1z/n4au5iVrmkap0rKcNbU4EMN9h4JSzWQufsDXFrgnPh9QGBVmb7hBQpjx7W7u67rFBcX43a7B01t7q4G/pu27cp765Hf9YxsWHwjHNwMNWUQnQiTFgbGhRCilymKwvLly4MNwYUQQgjRfwZkIL28vBy/398mIy05OZnc3NAZ1Vu2bOGZZ55h3759nTrH448/zsMPP3y+Ux0wPH4fVY1OvJqPM3UVFNdVcKL6DLquYzdZMBtMAJgNRr6oKGwVSPf6fbz0+b/YVLCv1TG/NPlivj7zSgyqocPzq4pCjDUKu6l1zdb06GQWZUzjYFkeNe56oi0RTErMkkajQggxwFVVVXW5Vnl3Pr8nTJjA2rVrmTJlCjU1NfzqV79i3rx5fP7556Slhe7H0ROf4aqzvM2Y4mkEvW1gV6mvPq9ztUc3WtCtEehmGyaXE0Ks/DLXV/ba+fvTqVOnOr1t040CgJSUlD4r/xOUkS2BcyGEGKCMzmOYS3egusvRLAl4kubgc4QvvSWEEEJ014AMpHdVbW0tt9xyC3/6059ISEjo1D6rV69m1apVwedOp5P09PRuz+FERRF7Cg9zrCifaEsEl8dYGJPQ/eOFEipzS9M0at0N1HrqQYfiugp2ncnFqprw+X3o6DjdfqLMNiwGM3GWKJyuejSfH4Byl5M/7H2TAmdJ8JhWg5kVk67gyhmLO3WhalQNxNuiMRlC/zqlRydL4FwIIfpRQUFBq+d1dXVtxpr4fD4+//xzPvjgA8aMGdPrc5s7dy5z584NPp83bx45OTn84Q9/4Cc/+UnIfXriM1xzJGCoKm41ppttoPnbbKu3zFDvJFVVSUtOpNJkYMSI5Nafp6oB3RqJZo8Cozk4bErOwFhxus2xfPEjO3x/Td8PEhISBkU2emJiYpe21zQtuAphsLxHIYQQvc/oPIbt5FvB54bGYqwn38Y1arkE04UQQvS4ARlIT0hIwGAwUFJS0mq8pKSElJSUNtsfP36c/Px8rr766uBY0wWl0WjkyJEjbYIBFosFi6VnGnedqChiXe42dF3Hr/mpbHTywZFPuEJRyYxP7ZFzQNvMLZ/m5/ipfHwtLvoP1hdS7w80+LRoRur9LjRdo86n4TBbaPDVoRh8HGw4yPHGEtbXHMDdopTLSHs8N2QuZkxi52rtWY1m4mwOVEUuaIUQYqAaPXp0q0Dua6+9xmuvvdbuPrqu8/Wvf71L5+nq53coJpOJ6dOnc+zYsbDb9MRnuGf8HKw730ZpUfrDHzcCWnwmAqAoeEZP6dY5VEUJPhRVQbfY0W0OdIsdFKVNoxrXnGuJWPf7VnPSFQXXnGs7FThWFGXAB5hbNfHsgpaJBN0tXTPQfzZCCCG6zlzatlSbgo65dIcE0oUQQvS4ARlIN5vNzJw5k/Xr13PttdcCgQuo9evXc88997TZPjs7mwMHDrQa++///m9qa2v5zW9+c16Z5p2xt6jtcnVd19lblNtjgfRzM7cavW6qGmuxR7Vu2ql5FCzGQHBhhDGOMncN6IGL6xh7FCgwNiqVndV57Kg80mrfhWlTuW78Qkxq534tHJYIHNI0VAghBryMjIxgIL2goAC73R52BZfZbCYtLY3rr7+eO++8s0vn6erndyh+v58DBw5w5ZVXduncXeUbORbX7OWYj+5Ara1Ai4rHlTMPxdOIOX8/Sn01ekQMntFT8HexPnpLusGIFhkLEdEQZuVWE/e0SwGw7XwLtaYMLTqRxtnXBMeHiu4GtJv2k2aeQgghmqjutqXaAuMVfTwTIYQQw8GADKQDrFq1ipUrVzJr1ixmz57NmjVrqK+v57bbbgNgxYoVpKam8vjjj2O1Wpk0aVKr/WNiYgDajPeGyobQTc6qwox3xbmZW5quUdngxOBpJJIYUtNbB+orj/qpaKgJPk901VNeX4WqqExKyyElKp4X971PbmV+cBur0cLd87/CwqzprY4VrqyLgkKczUGExXbe708IIUTvy8/PD/6zqqp85StfYe3atb1yrq58fkOgUfhFF13E2LFjqa6u5pe//CUnT57km9/8Zq/MryXfyLH4RjZnq6lVxSju+i43Fm1DUcAWhS82BbcaiRYZ2+nAr3vapUMucC6EEEL0Fs2SgKGxOMR4fIithRBCiPMzYAPpN954I2VlZTz44IMUFxczbdo01q1bF2xgVlBQMGCykeLsDkpr2zYCi7U7euT4Te/T7fNQVleNT/MFg9wGQ+tGoJNGjGHLiX3oZ5eFx9giibVHsSBzGuX11fy/j/8Pp6s+uP2o2BR+cMmtpEUndWouRsVAnCUKm6nzS+oLa0o4WJZHtauOGGukNBsVQoh+9OyzzzJ2bO8tde7q53dVVRV33HEHxcXFxMbGMnPmTLZt28bEiRN7bY69xmQBuyPwUBT0mkagrr9nJYQQQgxZnqQ5WE++jUKLsmgoeJLm9OOshBBCDFUDNpAOcM8994RdCr5x48Z2933uued6fkJhzEjN5v0j24PBawhkc89Ize6xc9Q01lHtqm11jlDSYpJZkDmNQyV51LjqibZGMCExk815n/Lyvg/RW3zBuGTshXxn3vVYWjQ6a4/NaCHBHk1FQ+eXyRXWlPDxyU+DzysaathUsI9FGdMkmC6EEP1g5cqVvX6Ornx+//rXv+bXv/51r8+p1ygqmi0KkjLAam8eP6c5uDh/puLj2I7thh06xCbDpIWQ0XPftYQQQgw+PsdYXKOWYy7dgequQLPE40maI/XRhRBC9IoBHUgfLDLjU1k2YS57Cg9TW+PEYYng8gkX9Uh9dJ/mp6K+mkavu9P7pMUkkxYTCFJXN9byxMd/47PTR4Ovmw1Gvj33epaO7/xd+mhrJNHWSOrKqju9D8DBsrw2Y7quc7AsTwLpQgghBi+TFb8lApfbgN+RAGZrf89oaCvMJWr3uwAosbFQXgQfvwyLb5RguhBCDHM+x1gJnAshhOgTEkgPQ+tiJtmo2BGkRyeTZw8EjkfFjOjyMaB1A64Gj4uKhmr83cxqO1xygl989HyrGu4jHAncf/HKTgf5FUUhISKGCLOtW++n2hV6SXuNuz7kuBBCCDFgqQZ0axSaPQqMZnRNA7Wm4/3E+Tu4ue2YrgfGJZAuhBBCCCGE6AMSSA9B0zTy8tpmUndmv6KiouDz7tRwz8rKQlEUKhtqqHU3dHl/CGR8v3XwY57f/Q6a3hz8njd6Kt9dcCP2TmbNGVUDSZFxmI2mbs0DIMYa2ar5aZNoS0S3jymEEEL0Jd1sQ7c50K0RgUaiou9Vl4UerwkzLoQQQgghhBA9TALp7Sgr69rFma7rVFVVAWCxWIINQTsrMTERj89LRWMNXr+vS/s2qXM38r+bX2RHwcHgmEFRuW32cq6auLDTc7IazSRGxmE4z4aukxKz2FSwr039+EmJWed1XCGEEKJXnZN9LvpZTCKUlbYdj07s+7kIIYQQQgghhiUJpHcgLS2tSwHxtLQ0oGvZ6Lquc+rUKeo8jZypLe9yAL7JsfJCfrHheUrqKoNjCREx/ODiFUxIGt3p40RZIoizO7o9j5bSo5NZlDGNg2V51LjribZEMCkxS+qjCyGEGJAk+3yAmrQQ/dghlJZN1xUl0HBUCCGEEEIIIfqABNI7oChKl4Li3Snn4vX5qHLX4fUoRBPX5f11XWfdke38+ZM38Gn+4PjMtGz+Y9HNOKydK6OiKApx9miiLPYuz6E96dHJ/R44P1FRxN6iXCrqa/DXu8mJH00WkhUvhBCimRadBOe5Ekv0kvRs6mZeie3YbnQTKDFJgSC61EcXQohhxeg8hrl0B6q7HM2SgCdpjjQaFUII0WckkN7PXD4PFQ01eDRvt/Zv9Lp5auvf2ZS3NzimKgo3zfg3rp9yCarSuYCAUTWQEBGL1TQ0lq+3bIx6orKI93O3A2fL7zTUsLVxP6mpqYxJSAu5f3duiAghhBjk5G//gOZNGYM3ZQwJWVny70oIIYYho/MYtpNvBZ8bGouxnnwb16jlEkwXQgjRJySQ3k90XafGXU+dpwFd0zveIYSCqmJ+/tHznKouCY7F2KL4/pKvM2XEuE4fx2I0kxgZi1E1dGseA825zWI/zN9FVaMTCPzcnbW1gfHPtqBkzg55jKysLAmmCyGEEEIIIcQAYS7d0WZMQcdcukMC6UIIIfqEBNL7gdfvo9Ll7HZDUYCNx3bz1LZXcfs8wbFJKWP4/pJbiLM7On2cSIudeHt0j9RDH6hq3PUhx51hxoUQQoj+Zjx9DPPRHajOcjRHAp7xc/CNlCCBEEKI4Ut1l4cZr+jjmQghhBiuJJDex+o8jdS46tDpXha6x+flzzve4P0jn7Qa//KUS7lpxhUYOplVrigKsbYoHNbIbs1jIFNVlays5vrnY+vyKW3RgDU2NhaA5Kj4VtudewwhhBCiPxhPH8O2o8XS9apirDvfxjV7uQTThRBCDFuaJQFDY3GI8fh+mI0QQojhSALpfcSvaVS5nLhaZJB31RlnOT/f8DwnKouCY5FmG/ctvplZ6RM7fZzzqYeuaRq6rreqQd5bzudcLQPhM9NzeP/IdnQ9cPNCURQURWFmeo4EzIUQQgw45qMhlq7rOuajOySQLoQQYtjyJM3BevJtlBZJaToKnqQ5/TgrIYQQw4kE0vuAy+emsrEWTe9+8Hl7/n7+d/NLNHhdwbFxCRn84JIVJEXGdfo4VqOZhG7WQ9c0jaKiIqqqqgB6vRyMrusUFxfjdrvPq2Z5ZnwqyybMZW9RLlUNTmLtDmakZpMZn9rDMxZCCCHOn+oMs3S9VpauCyGEGL58jrG4Ri3HXLoD1V2BZonHkzRH6qMLIYToMxJI70WBhqJ11Hkau30Mn+bn+V3v8PbnH7ca//eJC7jtwuWYDJ3/V+iwRhJrixrS9dDDyYxPlcC5EEKIQUFzJGCoCrF0PWoYL10vzCX23T9iKfwcIuwwbiYsugEysvt7ZkIIIXpYe6uSPZFZeCJbl+fUfIHeY11JvGparSyEEEJ0hQTSe4nH76Oq0YlX635D0fL6an750V/ILc0PjlmNFr674EYWZE3r9HFURSU+IpoIs63bc4HAF5PU1FQsFgtpaWm9Xhal6ctTQkKClGARQggxbHjGz8G6822UFhf5uqLgGT/0l66HDJwU5sKbv8N2ZDcAiuZB/3QDelUpLL8L0puD6fJ9QQghBr9Tp051etumVcwAKSkpwzJpTAghRN+RQHovqHXX43Q3dLuhKMCnRUd44uP/w+mqD46Nih3B/ZesJDU6qdPHMRmMJEXGdSlzvT2qqqIoCqqq9snFatO5hBBCiOHCN3IsrtnLMR/dgVpbgRYVj2f8nCFfH13TNPLy8tqMO7a8gf1kLl63OzimoKCdOET9R2/gXHBjcPx8SsEJIYTof4mJiZ3azlR7HFvFbozOo2TWnMZncGCun44r4UK8UWN6eZZCCCGGKwmk9zC/5qfGXd/xhmH313jlsw95Zd+HrQLxl46bzbfnfgmLsfMNQu1mKwkRMaiKXFAKIYQQ/aWrjbM1TcOXNBpPSta5L7R7jqHKUFuB6m5bJk/xNGKoq+yHGQkhhOhpqqqSlZXV8YYAlbkoJduAcvDk00gjaE6sJEPDdkhPh7jOl/6SG7BCCCE6SwLpA0itp4GHP/gj+898ERwzG4x8e+6XWTp+dpeOFWtzEG2L7OkpCiGEEKKLZIl654QNomRNQCn9Alu9M/C86Udij8KaOZ7YFvtIMEQIIQavTv8NP70VFAVqC9Ah+Fmp1BaiRCQFXk+Y2HsTFUIIMWxJIL2HFTpL2VZ4gFpPA1FmO+Pi0xkR2XFzsJN1Jbx6cAtOT3M2+0hHIvdfspLRcSM7fX6DqpIQEYvNZOnW/IUQQgjRczq7RL2JpmkYTn9BdOF+Ek5paI4EGsfOwpsyPJaphwyiTF4MJw5A/kGCi/UUIDkTZfJikOC5EEIMLw2lgf/3nrMS3Hf2eWNZ385HCCHEsCGB9B5UWFPCppP7qPM0AFDtqmXX6cNcODInbDBd03XeP76DN49+jNailMv80VO5Z8GN2M3WTp/fYjSTGBmLUTWc3xsRQgghBrnulFOBrmU0t1dOpUtL1FvO4+QhagoDTTVjHbEoigc97+wy9fTOLVMfclnZGdmw/B7Y9Aoc+zQwNnY6LLoh8JoQQojhxZ4EdUVgigC3s3ncGBH4f1vXbmILIYQQnSWB9B50sKxtgyx0nS8qCkMG0us9Lp797B0+KzkWHDOqBm6bvZx/z1nQpeXcURY7cfboYbUEXAghhAhnIJRT6VZA+9DW5iXqihJ4AHy+FUYN42XqGdnw9Qf7exZCCCEGgtSFcORliBoF7oPA2QVLjgxACbwuhBBC9AIJpPegalddyPHasxnqLZ2oPsMf9rxBRWPzHfRYaxSrl97GhKTRnT6noijE2aOJsti7PN++UlhTwsGyPKpddcRYI5mUmEV6dHJ/T0sIIcQQ1Z1yKm63G4CEhIT+zeiuDrMcvUaWqQshhBAAxGfDhBuhaDO6asRblo/fHIs1cQpK2uLA60IIIUQvkEB6D4qxRlJWX91mPMrcHOTWdZ2NJ/fyyqEN+DR/cHycI5VvTLuK8YmjOn0+o2ogMTIWi9F8XvPuTYU1JXx88tPg84qGGjYV7GNRxjQJpgshhOhR3S6n0qIETFZWVrcC6T0WfI9JhLLStuPRskxdCCFE33n88cd5/fXXyc3NxWazMW/ePH7+858zYcKE4DYul4vvf//7vPTSS7jdbpYtW8ZTTz1FcnIfXOfFZwcemkZpXmBleHRWlvTNEEII0avkU6YHTUrMos1qcEVhXHw6AC6fmz99+jYvHPwwGERXULhu/CJuGnMJEWZbp89lMZpJcSQM6CA6hC53o+t66DI4QgghxHlSVbVfHj1m0kL0c79MKApMkmXqQggh+s7HH3/M3XffzSeffMKHH36I1+vl8ssvp76+ucHnfffdxz/+8Q/+/ve/8/HHH3P69Gm+9KUv9eOshRBCiN4lGek9KD06mYUZ09hWeIBaTwNRZjvj4tMZERlPkbOMp/e8QXF9ZXD7aEsEd8y4hvGx6ZwpPtPp80Ra7MQPknro4crd1LjrQ44LIYQQw1p6NnUzr8R2bDe6CZSYpEAQXZpqCiGE6EPr1q1r9fy5554jKSmJPXv2sGjRImpqanjmmWd44YUXuOSSSwB49tlnycnJ4ZNPPuGiiy7qj2kLIYQQvUoC6T0s3ZHEolHTWo1tKzzA3w68j0fzBccmxGdwx/TlRFsj0TW9U8dWFIVYWxQOa2RPTrlXxVgjqWioaTMebYnoh9kIIYQQA1hBLhz4mMi8I/ij4mH+dcO7wagQQogBo6YmcE0XFxcHwJ49e/B6vSxdujS4TXZ2NhkZGWzfvl0C6UIIIYYkCaT3Io/fy0sH/8Xmws9ajV85di7Lxy/E0IWl4AZVJSEiFpvJ0tPT7FWTErPYVLAPXW++WaAoCpMSu17DVgghhBiyCnJh40souo7i92GsLoGPX4ElX5VsdCGEEP1K0zT+4z/+g/nz5zNp0iQAiouLMZvNxMTEtNo2OTmZ4uLikMdxu93B5t4ATqez1+YshBBC9AYJpPeSkrpKnt77JqeczQ3DIkxWvjH9aiYnjenSscwGE4mRsZgMg+9fV3p0MosypnGwLI8adz3RlggmJWZJo1EhhBCipYOb2wwpuh4Yl0C6EEKIfnT33Xdz8OBBtmzZcl7Hefzxx3n44Yd7aFZCCCFE3xt8kdlBYM+ZXJ777D1cPk9wLDNmJN+eeQ3xtuguHSvCbCM+IhpV6X4jsxMVRewtyqWywUmc3cGM1Gwy41O7fbyuSo9OlsC5EEKIAc1UfBzbsd2wQ4fY5L6vS15dGnq8pqzv5nAO4+ljmI/uQHWWozkS8Iyfg2/k2H6bjxBCiL53zz338M4777Bp0ybS0tKC4ykpKXg8Hqqrq1tlpZeUlJCSkhLyWKtXr2bVqlXB506nk/T09F6buxBCCNHTuh+dFW14/T7+tPdtnt7zZqsg+qWZs/jBvJu7HESPtTlIjIw97yD6utxtlNZW4vP7KK2t5P0j2zlRUdTtYwohhBBDSmEuUbvfxVhdguLzQnkRfPxyoNxKX4lJCj0endh3c2jBePoYth1vYagqRvH7MFQVY935NsbTx/plPkIIIfqWruvcc889vPHGG2zYsIHMzMxWr8+cOROTycT69euDY0eOHKGgoIC5c+eGPKbFYsHhcLR6CCGEEIOJZKT3kBpXHf/z8TPkVpwMjlmNZm6dciUzR3Yto01VVBIiYrCbrec9r71FbYMAuq6ztyi3T7PShRBCiAErRFkV+rqsyqSFgeB9i54iuqKgTFrYN+c/h/nojjZjiq5jPrpDstKFEGIYuPvuu3nhhRd46623iIqKCtY9j46OxmazER0dzTe+8Q1WrVpFXFwcDoeD7373u8ydO1cajQohhBiyJJDeQyLMtlbNQ9McSXxnxrUkR8Z16Tgm1UiyI77H6qFXNoRu4FIVZlwIIYQYdqrDlE/py7IqGdmw+Eb0Ax+j19bhj4yDxdf1W3101Vkeery2oo9nIoQQoj/8/ve/B2DJkiWtxp999lluvfVWAH7961+jqirXX389brebZcuW8dRTT/XxTIUQQoi+M6BLuzz55JOMHj0aq9XKnDlz2LlzZ9ht//SnP7Fw4UJiY2OJjY1l6dKl7W7f04yqgdXzVxBjiWRh+lRWz7+ly0F0i8FMSg8G0QHi7KGXy8WGGRdCCCGGnZgw5VP6uqxKRjb82x1UXXEnzgU3Qnr/NRnVHAmhx6Pi+3gmQggh+oOu6yEfTUF0AKvVypNPPkllZSX19fW8/vrrYeujCyGEEEPBgA2kv/zyy6xatYqHHnqIvXv3MnXqVJYtW0ZpaehmXBs3buRrX/saH330Edu3byc9PZ3LL7+coqK+qwUeb4/mt1fcx4qp/4bZYOrSvhFGK/E2x3nVQw9lRmo2iqK0GlMUhRmp/XdxLoQQQgwokxain/NZiaIEyq0MMbquo2lahw/XuAvRAGrKMZz4DNORTzDlfoKh8BARb63B9tH/oRYdDbmv3qI8jRBCCCGEEEIMFQO2tMsTTzzBHXfcwW233QbA008/zbvvvsvatWv54Q9/2Gb7v/3tb62e//nPf+a1115j/fr1rFixok/mDIEGoWfqOr/sWUEhxhaJZnL1ynwy41NZNmEue4tyqWpwEmt3MCM1W+qjCyGEEE3Ss6mbeSW2Y7vRTaDEJAWC6P1UVqU3nTp1qpNbWoiOGEHspx9j8Lkxm0wYvI1oxz+jITETX0QFnDxK+aRLcSWO7s0pCyGEEEIIIcSAMCAD6R6Phz179rB69ergmKqqLF26lO3bt3fqGA0NDXi9XuLiQpdXcbvduN3u4HOns+9rhhtVA3G2aIyKSm9WHM2MT5XAuRBCCNEOb8oYvCljSMjKAnXALtg7L4mJXStVE5XroiHjAgDs1YUYXIHVdsbGKtyJge8Vlso8nBMv7NmJCiGEEEIIIcQANCAD6eXl5fj9fpKTk1uNJycnk5ub26lj3H///YwcOZKlS5eGfP3xxx/n4YcfPu+5NimsKeFgWR5VjbUAjItPZ0Rk+DqiFoOJOFs0BlVF07Qem4cQQgghREuqqpKVldXl/fRPdKqjAj1V7E4dxWY9e0Cwx8YGtjERuPnQzrmFEEIIIYQQYigYklc3P/vZz3jppZd44403sFqtIbdZvXo1NTU1wUdhYWG3z1dYU8LHJz+loqEGn+an2lXLrtOHw5Z4iTTbSLDHYJCLSyGEEEL0AVVVu/xQYpNQFCXwsEWgNP3PGhEcV2OS2j2GEEIIIYQQQgwVA/IKJyEhAYPBQElJSavxkpKSDruA/+pXv+JnP/sZH3zwAVOmTAm7ncViweFwtHp018GyvLaDus4XFa2D8woKsdYoYqxRbRqACiGEEEIMKC2bsCaNAoXAI2lUYGyINmQVQgghhBBCiFAGZGkXs9nMzJk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\n",
"text/plain": [
"<Figure size 1500x500 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"resampled_distance_df = _get_resampled_distance_df(distance_df, resample_key=\"metabolic distance\", random_state=3)\n",
"\n",
"plt.figure(figsize=(15, 5), dpi=100)\n",
"\n",
"plt.subplot(1, 3, 1)\n",
"_draw_corr(\"metabolic distance\", \"POM distance\", resampled_distance_df, color='seagreen')\n",
"\n",
"plt.subplot(1, 3, 2)\n",
"_draw_corr(\"metabolic distance\", \"tanimoto distance\", resampled_distance_df, color=\"orangered\")\n",
"\n",
"plt.subplot(1, 3, 3)\n",
"_draw_corr(\"metabolic distance\", \"cFP edit distance\", resampled_distance_df, color=\"darkorange\")\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "43e94e00",
"metadata": {},
"source": [
"# Extended Data Figure 5"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "d68f91fd",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 2000x1000 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def _get_r(x, y, distance_df, color=\"seagreen\"):\n",
" r, p = scipy.stats.pearsonr(distance_df[x], distance_df[y])\n",
" return r\n",
"\n",
"\n",
"result = []\n",
"for seed in np.arange(100):\n",
" resampled_distance_df = _get_resampled_distance_df(distance_df, resample_key=\"metabolic distance\", random_state=seed)\n",
" for metric in [\"tanimoto distance\", \"cFP edit distance\", \"bFP edit distance\", \"mordred distance\", \"POM distance\"]:\n",
" result.append(\n",
" {\n",
" \"R\": _get_r(\"metabolic distance\", metric, resampled_distance_df),\n",
" \"metric\": metric,\n",
" \"seed\": seed,\n",
" }\n",
" )\n",
"result_df = pd.DataFrame(result)\n",
"plt.figure(figsize=(10, 5), dpi=200)\n",
"sns.boxplot(data=result_df, x=\"metric\", y=\"R\", palette=custom_palette)\n",
"plt.xlabel('')\n",
"plt.ylabel('Pearson R')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "bf651245",
"metadata": {},
"source": [
"# Extended Data Figure 9"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "70fd893d",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 2000x1000 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"result = []\n",
"for seed in np.arange(100):\n",
" resampled_distance_df = _get_resampled_distance_df(distance_df, resample_key=\"metabolic distance\", random_state=seed)\n",
" for metric in [\"tanimoto distance\", \"cFP edit distance\", \"bFP edit distance\", \"mordred distance\", \"metabolic distance\"]:\n",
" result.append(\n",
" {\n",
" \"R\": _get_r(\"POM distance\", metric, resampled_distance_df),\n",
" \"metric\": metric,\n",
" \"seed\": seed,\n",
" }\n",
" )\n",
"result_df = pd.DataFrame(result)\n",
"plt.figure(figsize=(10, 5), dpi=200)\n",
"sns.boxplot(data=result_df, x=\"metric\", y=\"R\", palette=custom_palette)\n",
"plt.xlabel('')\n",
"plt.ylabel('Pearson R')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "b6c157dc",
"metadata": {},
"source": [
"# Extended Data Figure 10"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "5e2b85b4",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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y8vvvv081ftGiRda6KVOmOD766KN0j8HJtm3b5mjUqJH1/JEjR2Y41vTKS29vbyuX7du3pxl77do1h8PhcMyfP996TunSpR3r1q3LsIadO3c6XnzxRcf69eszHAMAAAC4Gs1LAAAAIIckv9EsyTFixIhsz/Pbb7+lejN91apVacbceEvHzz77LMP5duzY4fDw8LCaSOk1ERwOh6Nfv37WfM8880ymNSYkJDjatWtnjZ8zZ47ZL5mOuLg4R4MGDdLc3tDT09NRp04dx+OPP+7473//69i2bVuaRlFmTJuXiYmJjmrVqlnP+f777zMdf+LECUfJkiWtxteRI0fSjLnx1qdly5bNtCn7yiuvWGMDAwMdly5dyrLuzGTUvJw9e7b187feeivN89q3b2/9DZJ/L2eblym3j/fffz/T+qKjo1M1gdNrvmS3eemsOXPmWPNndtvilM1LSY533nknw7EnTpxwFC9e3Br76quvpjuuVatW1pjmzZs7YmNjM5zzmWeescYWKlTIcfny5XTHubJ56cpjiUnzMiEhwdG0adNUzeiM8szMxYsXrdtLly5dOsMGrGnzMrnpfebMmUxff+jQodb4zz//3Lh+AAAAwG48BQAAAOCmXb58WQkJCdbjIkWKZHuuG597/vz5TMfffvvt+te//pXh+tq1a6tx48aSJIfDoU2bNqUZc+bMGc2aNUuSVKpUKY0ZMybT1/Ty8tLbb79tPU6+ze3N8PHx0U8//aQ777wz1c+TkpK0fft2TZ48WYMGDVLdunVVvHhxPf744/r9999v+nVvtHDhQu3bt0/S9dvMduvWLdPxpUqVsm4dGh8fr2+++SbL13jzzTdVrFixDNe/8sorKl26tCTpypUr+uqrr5ys3ky3bt1UsGBBSdIXX3yRat2xY8f066+/SpLatWunkJAQp+fdtm2bfvvtN0lS/fr1rXwyEhgYqFdffdV6nBPbk6nu3bsrKChIkrR06VKnnlOpUiUNHTo0w/WlSpXSa6+9Zj2eMmWKdRviZLt379aKFSusxx9//LF8fX0znHPUqFEqXry4pOvHnS+//NKpWvOKHY4lzjh79qx69uypdevWWT/r37+/tT+YCA4Oto4TJ06c0K5du3Ksztdee836e2ck+da8klSiRIkce20AAADAVfjOSwAAACAHREVFpXocGBiY7bmSGyjJUr4xnZ4HH3wwyznr16+vDRs2SJIOHjyYZv3SpUsVFxcnSXrggQdUoECBLOe84447FBgYqCtXrmjVqlVZjndGyZIltXz5cn399df68MMPUzUWUrpw4YKmTJmiqVOnql+/fvr444+dqtkZP/30k7X88MMPO/Wcdu3aWcurVq3S888/n+FYPz8/9ejRI9P5/Pz89NBDD2n8+PGSrn+f6sCBA52qxYS/v7+6d++uadOmae/evVq/fr3uuOMOSdKsWbOUlJQkSU5/v2SylBn26tXLqe9lvDHD3LB9+3Zt2bJFBw8e1OXLlxUbG5tqfXKdO3bsUFJSkjw9M/+878MPP5zl95H27t1bQ4YMUWJioo4fP669e/eqRo0a1vqU35Vbr1491a9fP9P5AgMD1atXL3300UfW83Nj28guuxxLkg0ePDjV47i4OB06dEgrV65UTEyM9fPq1avrrbfeynCe06dPa926ddq9e7cuXLigK1eupGpEp/xQyNatW3X77bfnSP09e/bMcky5cuWs5c8//1xdunSRl5dXjrw+AAAA4Ao0LwEAAIAccOPVOleuXMn2XNHR0akeFypUKNPxzrxJnvIqv/SaoWvXrrWWt2/fnuYN/6wkv5l/M03bZJ6enurVq5d69eqlI0eOaNmyZVq3bp02b96sbdu26dq1a9ZYh8OhKVOm6M8//9Qvv/ySZSPJGSmzmDt3rpYvX57lcy5dumQtHzlyJNOxt99+e5oGdXqaNWtmNS+3bNmS5fjsevTRRzVt2jRJ0syZM63mZfKVmEFBQXrggQeM5kyZYXh4uA4dOpTlc1I2grLK0NSMGTM0atQoRUREODU+Pj5ely5dyvIK6mbNmmU5V5EiRVS9enXrarwtW7akal6m/Ns2b97cqfpatGhhNS9z4+rjm2GnY4kkTZw4Mcsx7du31/Tp01W0aNE063bt2qUXX3xRixcvVmJiolOvefbsWeM601OpUqV0a7pR9+7dNWLECCUlJWnRokWqXbu2+vXrp44dO6pWrVpOfXgAAAAAsBOalwAAAEAOKFSokLy9va1bx2Z1q9fMXLhwIdXjrN68Dg4OznJOHx8fazk+Pj7N+uPHj1vLq1atytbVTxcuXLAaDj/99FOqq+/S8+yzz6patWqZjilXrpweeeQRPfLII5Kk2NhYLV++XJMmTdL3339vNbx+++03ffjhh5le8eislFl8/fXXxs+/8e93o/Llyzs1T8pxZ86cMa7DWa1bt1aFChV06NAhff311xo/frx27NihP/74Q9L1q+dMG0kpM1y8eLFxTVll6CyHw6H+/ftbzVkTUVFRWTYvTf6Wyc3LG/+WKR9XqFDBqfkqVqxoLedUoyyn5PSxJKd5e3srODhYFStW1B133KGHH35YLVq0SHfsL7/8oq5du6a5QjcrN16Jn13O3gK2Zs2aGjt2rF544QU5HA7t2bNHw4YN07Bhw1SkSBE1b95crVu3VteuXRUaGpojtQEAAAC5ieYlAAAAkEMqVKigyMhISdLOnTuzPc+Nz03ZqEhPTlxVk/LKwexK+Z2fGzZsyPKKp+7du2fZvLyRn5+fOnTooA4dOmjevHnq0aOH9boTJkzIkeblzWaRMof0BAQEODVPyuZNTjVD0uPh4aFHHnlEb731ls6dO6dFixZp2bJl1vo+ffoYz3mzGTp7hVtWPv/881SNy3/84x/q1auXGjRooJCQEAUEBKT6fsmKFStaV4km3zI3Mznxt0x5pbWzDbu82jayI6ePJTfrxu8YddaZM2fUs2dPq3FZoUIFDRo0SC1btlTlypVVuHBhFShQwDr+jhgxQm+88YYk57YdZ/j7+zs9dujQoWrUqJFGjhyp3377zfq9L1y4oEWLFmnRokUaNmyY7rrrLo0fPz7HbmsLAAAA5IbMv8ADAAAAgNNSXr2zfv36bM+T8rkVK1ZU2bJlb6ouZ6Rshrz//vtyOBzG/7Jqsua0bt26qV+/ftbjw4cP6/Dhwzc9b8osfv/9d+Mc0vtO0ZSuXr3qVB0pbz18422Jc1rK77ScMmWKvvrqK0nXr3xt27at8XwpM0y+Qtb0X0547733rOU33nhDixcv1qOPPqratWurcOHCqRqXknkjMCf+lilvIezs7abzctsw5Y7HkvR8/vnnViO2bt262r59u/7zn/+oRYsWKl26tPz9/VN9cMQOTeTWrVtr6dKlOnHihL7++ms988wzatCgQarvbv311191xx13aPXq1S6sFAAAAMgczUsAAAAgh6Rs8hw9elQrVqwwniM6OloLFixId87cVLJkSWv55MmTNz3fiBEjsmxQtGnT5qZf5x//+EeqxydOnLjpOXM6ixs522BN+b2PxYsXz/E6UqpWrZqaNm0qSVq0aJF1K9PevXtn68re3M7QGUeOHNG+ffskSYULF9bw4cMzHX/58mXj29XmxN8y5a1BnZ0vZYM8t7cNU3b42+eEX3/91Vp+5ZVXsvzuYWe+1zWvlCxZUj169NCECRO0efNmnTx5Uh988IH13ccxMTEaOHCgi6sEAAAAMkbzEgAAAMghDz74YKrvyHv//feN5/j8889T3UZy0KBBOVJbVu644w5r2Z2uyClQoECqx35+fmnGmDbfcjuLnTt3OnWF3dq1a63lBg0a5HgdN0p59WVmP3NGbmRo+ndM+d2LNWrUSPW9r+lZtWqV8RWf69aty3LMxYsXtWfPHuvxjX/L+vXrW8tr1qxx6nVTjsvtbcNu+09eSbn9ZHWL1cTERFv/riVKlNCzzz6b6oMxf/zxhw4cOODCqgAAAICM0bwEAAAAckhgYKCefPJJ6/GCBQs0b948p59/6NAhvfbaa9bjVq1aqUmTJjlaY0buueceeXt7S7reGNm2bVuevO7NSlmnh4eHQkJC0oxJ2eCMj4/Pcs4uXbpYy1OnTtW1a9dussrUrl27pm+//TbTMXFxcfr666+tx3lxBe5DDz2U6jaqjRs3Vo0aNbI1V8oMv//+e506deqm6zP9O6a8VaYzt3f99NNPjWv66quvsvx+ztmzZ1tjSpcurerVq6da365dO2t5y5Yt2r59e6bzXb16VXPmzEn3+bnBNHd3PZbcyGT7mT9/vltcZdqiRQsVLVrUepwT+yUAAACQG2heAgAAADnopZdeUlhYmPW4d+/eTt0+9uTJk+rQoYN11WVgYKA+//zzXKvzRmXLllXv3r0lSQ6HQ48++qguX77s1HOTkpKs24zejNdff12bNm1yevzp06c1YcIE63GjRo3SvYVm8q0SJenYsWNZzvt///d/qlq1qqTrt6F98sknnb4iLzo62qmrKl977bVMb1E6atQoq9bAwED16tXLqde/GUWKFNGWLVu0ceNGbdy4UXPnzs32XE2aNLFuCxwTE6NHHnlEcXFxTj03Li4u3WwKFy5sNZTOnDmTZSOtUqVK1lWDO3fuzPQqs6+//lo//vijU/WlFBkZqfHjx2e4/tSpU3rzzTetx/37909zJWONGjXUqlUr6/HgwYMz/d1eeeUVnT59WpJUqFAhPfzww8Z1mzDdf+xwLMkJlStXtpZ/+OGHDMedOXNGQ4YMyYuSMnT27Fmnxl28eDHVlf233XZbbpUEAAAA3BSalwAAAEAOCggI0Ndff63g4GBJ16/Yufvuu/Xyyy/r3LlzacbHxcVp5syZqlu3riIiIiRdv+Lns88+U2hoaJ7W/vbbb6t06dKSpO3bt6tJkyZasmRJhuOPHj2q8ePHq3r16qmuEsyuX375RY0bN1a7du00c+ZMXbx4Md1xDodDS5YsUYsWLVJd7ZTRdxrWrl3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6ddS1a1ctXLhQ8+fP1z///KMaNWpIOn0marbsM2O9LSkpSatWrTLaz4ABA7Rs2bJi77t27dr2/9MHH3ygxx57rNhzFkVWVpZWr16tX3/9VXv27NHx48eVkZHhduyvv/7q0Zw33nhjgbeXL19eDRs21ObNm2VZlnbt2qUWLVrkGvPDDz/Y2zfffLOqVKni0b7PtGrVKh04cEDS6bO+q1WrVuh9atasqSZNmmjjxo36/fffdezYsQI/DwUAAAA4V9CHFh99KH2oO/ShAJyMxUsAgMcSEhKUkJBQ4Jjy5cvrrbfeynXWYs7bjhw5IklKSUkpch3Jycm5vq9QoYLR/fv376+FCxfq1KlTmjZtmkaOHKn09HR9+umnkk5fhuXiiy8ucn0FWbdunbKysiSdzqN58+aF3sfdpXyKom/fvlqwYIEkadSoUZo3b55uvfVWXXnllYqKivLKPgqSmZmpt99+W2+88Yb27Nnj0X3O/CNFfs5sAN2JjIy0t939oWH58uX29qWXXurRft2Jj4+3t/fs2aP777/fo/sdPXpUkmRZlvbs2UPTCAAAAIg+1BvoQ+lD80MfCsCpWLwEABRLeHi4IiMj1bJlS11xxRXq37+/Klas6HZs5cqV7abR5BI7Z8qeI+e8Jm644Qbdd999Sk1N1dSpUzVy5EjNnj3bnvf222+3L53ibQcPHrS3a9eu7dF+6tSp45V9Dxo0SD/88IO++eYbSdL8+fM1f/58ex+dO3fWpZdeqt69exf5bM/8pKWlqVevXvrpp5+M7pfzLOmCeNJg5fyME3dn2O7fv9/ebtCggUf7defvv/+2t9etW5fr83c8deZjHAAAAMD/ow81Qx9KH+oJ+lAATsJnXgIAPDZ69GhZlpXrKykpSTt37tS3336rYcOG5dswSlK9evXs7d9//73IdZx535zzeiI8PFz/+te/JEnr16/X2rVrc33uiK8u1SPlPls3NDTUo/sU59JGOZUuXVpfffWVPvzwQzVr1izXbX/99ZemT5+uQYMGqWbNmho0aFCxGvszPfvss3bD6HK51K9fP3322WfauHGjjh07pvT09FyPq2w5twvijSY/Z4N65iWhTBw7dqzYtWRmZhZ7DgAAAOBsQB9afPSh9KGeoA8F4CQsXgIA/KZTp0729vr165WamlqkeVasWGFvBwUFqV27dsZz5GwMX3vtNc2dO9eusWHDhkWqyxM5mxFPf/7iXNroTC6XS3fddZf++OMPbd68WRMmTNCAAQNyneGZkZGhiRMnqn379rnO0C2qtLQ0vfPOO/b3kydP1syZM3XjjTeqSZMmqlChQq6zUT09y9Xbypcvb2+feUkoEzmb/GHDhuX5Q4snX127di3OjwIAAADgf+hD6UMl+lD6UAAlDYuXAAC/yfn5Denp6friiy+M57AsSzNmzLC/79ixo4KCgoznufzyy1WrVi1J0vTp0+3Lt/jybFdJqlq1qr29Z88ej87o3L17t09qiY6O1uDBgzV58mRt375dmzdv1sMPP6zSpUtLkrZv365nn3222PtZuXKl3YQ1b9680Ix37dpV7H0WRfXq1e3tHTt2eGWeffv2FasmAAAAAMVDH0ofSh8KACUPi5cAAL/p0qWLGjdubH//1ltvKSsry2iOb775Rn/++af9/d13312kWkqVKqVbb701178FBwerb9++RZrPUy1btlSpUqeffo8fP64NGzYUep/4+Hif1pQtOjpar732Wq5G8dtvv80zzvTSODk/e6NFixaFjl+8eLHR/N4SGxtrby9YsKDI81x00UX29rJlyzy+5BAAAAAA76MPpQ+lDwWAkofFSwCA37hcLj3yyCP292vWrNGbb77p8f2PHTumYcOG2d83aNBA119/fZHrOfPMy2uvvbbAz0rxhvLly+e6vNDUqVMLvU/Oz0Hxh169etnb+/fvz3N7cHCwvZ19pnBBsptkqfBLFGVlZWnChAmelOl13bp1s7dnzpypxMTEIs3TqVMn+3G0Z88ezZ492xvlAQAAACgC+lD6UPpQACh5WLwEAPjVnXfeqcsuu8z+/tFHH9Wnn35a6P2Sk5PVvXt37dmzR5JUunRpTZo0yb60TFE0b95ca9asUUJCghISEnJ9HoYvDRo0yN5+++23tWXLlnzHzpw5U0uXLvXKfj1tgnJeHqhatWp5bo+MjLS39+7dW+h8OT/HZNGiRTp27Fi+Y8eOHavffvvNozq97V//+pfq1q0r6fTjbeDAgcrMzDSeJygoSA899JD9/b333utRTtncNeoAAAAAio4+lD6UPrRg9KEAnIbFSwCAX5UqVUrTpk1TVFSUJOnUqVO6+eabNXToULcvrE+dOqXZs2erVatWWrZsmf3vzz33nC655JJi19OmTRu1a9dO7dq1y/UZEb7Uv39/+7JFJ06c0JVXXqkVK1bkGTd9+nQNHDhQ5cqV88p+69Spo6FDh2rRokX5XiZp1apVeuCBB+zvc54Fmq1+/foKDQ2VdPpzQRISEgrcb5s2bezPdTl27JhuvPHGXJfwkaS0tDQ9/fTTGjVqlMLCwox+Lm8pU6aMxo0bZ1+O6LvvvtPVV1+tTZs2uR2/c+dOPf30027PSB4xYoSaN28u6XRj3a5dO33++ef55p6YmKgJEyaobdu2Gjt2rJd+IgAAAAASfahEH0ofmhd9KAAnKxPoAgAA554aNWooPj5e11xzjf744w9ZlqUJEybov//9r2JiYtSwYUOFhYVp//79WrFihQ4cOGDf1+Vy6Y033tCDDz4YwJ+geIKCgjR16lRdeumlSklJ0V9//aXY2Fi1b99eF1xwgdLT07V8+XJt27ZN0umzYnNepqioTpw4oQkTJmjChAkqX768Wrdurbp16yosLEyJiYnatGmT/vjjD3t81apV9cwzz+SZp3Tp0rruuuv0ySefSJK6du2qa665RnXq1LHPQK5cubKeeOIJSaf/UPDcc8/pzjvvlCTNmzdP0dHR6tixo+rWratDhw4pLi5OR44ckSRNmDAhz+fA+EvPnj314osvatSoUZJOf+ZIs2bN1KpVKzVv3lzh4eE6fPiw1q1bp82bN0uS3njjjTzzhIeH69tvv9UVV1yhHTt2aN++ferbt6+qVKmi2NhYnXfeebIsS4cPH9aGDRu0detWu6HMeUY4AAAAAO+gD6UPpQ+lDwVQglgAABSgS5culiRLkjV69Givzn38+HHriSeesEJCQux9FPQVExNjLV682KO5J02aZN/voosuKladc+fOteeqW7dusebKadGiRdZ5552X789bqlQpO/Oc/56funXr2mN27NiR5/bw8HCPcpZktWrVytq4cWO++9q5c2eBtbvL6Yknnihwn8HBwdYHH3zg8c/ryZiccj6WFy5cWODYmTNnWtWrV/coqwkTJuQ7z6FDh6wbb7zRcrlcHs1VsWJFa/LkyR79PAAAAMDZij6UPtQd+lD6UADnDt55CQAImPLly2vMmDEaNmyYvvnmG82dO1cbN27UgQMHlJqaqipVqqhmzZq65JJL1LNnT3Xt2tW+lMrZ4JJLLtHGjRv17rvv6quvvtL27duVkZFh/8xDhw5V+/btvba/Q4cOafHixVq0aJESEhK0detW7d+/XydPnlRoaKiioqJ04YUX6vrrr1evXr1UqlT+V5evW7eufvvtN40bN04//fSTtmzZoqSkpAI/m2PMmDHq1q2bxo0bp6VLl+rgwYMqX768oqKidM011+iuu+7S+eef77Wftzj69eunnj176uOPP9bcuXP122+/6eDBgzp16pQqVaqkxo0b6+KLL9YNN9ygNm3a5DtP5cqV9dlnn+n333/XjBkzFBcXpx07dujQoUMqVaqUKlasqEaNGqlt27a64oordOWVVyo4ONiPPykAAABwbqEPpQ+lD6UPBeB8LsuyrEAXAQAAAAAAAAAAAAD5n8oCAAAAAAAAAAAAAH7E4iUAAAAAAAAAAAAAR2DxEgAAAAAAAAAAAIAjsHgJAAAAAAAAAAAAwBFYvAQAAAAAAAAAAADgCCxeAgAAAAAAAAAAAHAEFi8BAAAAAAAAAAAAOAKLlwAAAAAAAAAAAAAcgcVLAAAAAAAAAAAAAI7A4iUAAAAAAAAAAAAAR2DxEgAAAAAAAAAAAIAjsHgJAAAAAAAAAAAAwBFYvAQAAAAAAAAAAADgCCxeAgAAAAAAAAAAAHAEFi8BAAAAAAAAAAAAOAKLlwAAAAAAAAAAAAAcgcVLAAAAAAAAAAAAAI7A4iUAAAAAAAAAAAAAR2DxEgAAAAAAAAAAAIAjsHgJAAAAAAAAAAAAwBFYvAQAAAAAAAAAAADgCCxeAgAAAAAAAAAAAHAEFi8BAAAAAAAAAAAAOAKLlwAAAAAAAAAAAAAcgcVLAAAAAAAAAAAAAI7wf1JIc4PJYL5UAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 2200x1000 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"viz_df = distance_df[distance_df['metabolic distance']==1]\n",
"n_bins = 10\n",
"fontsize = 12\n",
"box_lw = 3\n",
"\n",
"fig = plt.figure(figsize=(11, 5), dpi=200)\n",
"plt.subplot(1,2,1)\n",
"x, y = 'POM distance', 'cFP edit distance'\n",
"data, x_ticks, y_ticks = np.histogram2d(viz_df[x], viz_df[y], bins=n_bins)\n",
"ax = sns.heatmap(data.T[::-1], square=True, annot=True, cbar=None, vmin=0, vmax=20, cmap='rocket')\n",
"plt.plot((0, 2), (5,5), lw=box_lw, color='white')\n",
"plt.plot((2, 2), (0,5), lw=box_lw, color='white')\n",
"plt.xticks(np.arange(n_bins+1)[1:-1], [f'{v:.2f}' for v in x_ticks][1:-1])\n",
"plt.yticks(np.arange(n_bins+1)[::-1][1:-1], [int(v) for v in y_ticks][1:-1], rotation=0)\n",
"plt.xlabel(x, fontsize=fontsize)\n",
"plt.ylabel(y, fontsize=fontsize)\n",
"plt.subplot(1,2,2)\n",
"x, y = 'POM distance', 'tanimoto distance'\n",
"data, x_ticks, y_ticks = np.histogram2d(viz_df[x], viz_df[y], bins=n_bins)\n",
"ax = sns.heatmap(data.T[::-1], square=True, annot=True, cbar=None, vmin=0, vmax=20, cmap='mako')\n",
"plt.plot((0, 2), (5,5), lw=box_lw, color='white')\n",
"plt.plot((2, 2), (0,5), lw=box_lw, color='white')\n",
"plt.xticks(np.arange(n_bins+1)[1:-1], [f'{v:.2f}' for v in x_ticks][1:-1])\n",
"plt.yticks(np.arange(n_bins+1)[::-1][1:-1], [f'{v:.2f}' for v in y_ticks][1:-1], rotation=0)\n",
"plt.xlabel(x, fontsize=fontsize)\n",
"plt.ylabel(y, fontsize=fontsize)\n",
"fig.suptitle('One-Step Metabolite Pairs')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "3dda0ca8",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.4"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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