{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "7dbe9e7f-024d-4c41-a685-d86a41984e3c",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.linear_model import LogisticRegression\n",
"from sklearn.metrics import confusion_matrix, accuracy_score, roc_auc_score, classification_report"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "c69d5f9a-3115-4d0f-adfe-29841b8dbd6e",
"metadata": {},
"outputs": [],
"source": [
"from sklearn.datasets import load_wine\n",
"wine = load_wine()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "dadbf3ae-a65c-4409-af0e-c1a32b02f8f1",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
".. _wine_dataset:\n",
"\n",
"Wine recognition dataset\n",
"------------------------\n",
"\n",
"**Data Set Characteristics:**\n",
"\n",
":Number of Instances: 178\n",
":Number of Attributes: 13 numeric, predictive attributes and the class\n",
":Attribute Information:\n",
" - Alcohol\n",
" - Malic acid\n",
" - Ash\n",
" - Alcalinity of ash\n",
" - Magnesium\n",
" - Total phenols\n",
" - Flavanoids\n",
" - Nonflavanoid phenols\n",
" - Proanthocyanins\n",
" - Color intensity\n",
" - Hue\n",
" - OD280/OD315 of diluted wines\n",
" - Proline\n",
" - class:\n",
" - class_0\n",
" - class_1\n",
" - class_2\n",
"\n",
":Summary Statistics:\n",
"\n",
"============================= ==== ===== ======= =====\n",
" Min Max Mean SD\n",
"============================= ==== ===== ======= =====\n",
"Alcohol: 11.0 14.8 13.0 0.8\n",
"Malic Acid: 0.74 5.80 2.34 1.12\n",
"Ash: 1.36 3.23 2.36 0.27\n",
"Alcalinity of Ash: 10.6 30.0 19.5 3.3\n",
"Magnesium: 70.0 162.0 99.7 14.3\n",
"Total Phenols: 0.98 3.88 2.29 0.63\n",
"Flavanoids: 0.34 5.08 2.03 1.00\n",
"Nonflavanoid Phenols: 0.13 0.66 0.36 0.12\n",
"Proanthocyanins: 0.41 3.58 1.59 0.57\n",
"Colour Intensity: 1.3 13.0 5.1 2.3\n",
"Hue: 0.48 1.71 0.96 0.23\n",
"OD280/OD315 of diluted wines: 1.27 4.00 2.61 0.71\n",
"Proline: 278 1680 746 315\n",
"============================= ==== ===== ======= =====\n",
"\n",
":Missing Attribute Values: None\n",
":Class Distribution: class_0 (59), class_1 (71), class_2 (48)\n",
":Creator: R.A. Fisher\n",
":Donor: Michael Marshall (MARSHALL%PLU@io.arc.nasa.gov)\n",
":Date: July, 1988\n",
"\n",
"This is a copy of UCI ML Wine recognition datasets.\n",
"https://archive.ics.uci.edu/ml/machine-learning-databases/wine/wine.data\n",
"\n",
"The data is the results of a chemical analysis of wines grown in the same\n",
"region in Italy by three different cultivators. There are thirteen different\n",
"measurements taken for different constituents found in the three types of\n",
"wine.\n",
"\n",
"Original Owners:\n",
"\n",
"Forina, M. et al, PARVUS -\n",
"An Extendible Package for Data Exploration, Classification and Correlation.\n",
"Institute of Pharmaceutical and Food Analysis and Technologies,\n",
"Via Brigata Salerno, 16147 Genoa, Italy.\n",
"\n",
"Citation:\n",
"\n",
"Lichman, M. (2013). UCI Machine Learning Repository\n",
"[https://archive.ics.uci.edu/ml]. Irvine, CA: University of California,\n",
"School of Information and Computer Science.\n",
"\n",
".. dropdown:: References\n",
"\n",
" (1) S. Aeberhard, D. Coomans and O. de Vel,\n",
" Comparison of Classifiers in High Dimensional Settings,\n",
" Tech. Rep. no. 92-02, (1992), Dept. of Computer Science and Dept. of\n",
" Mathematics and Statistics, James Cook University of North Queensland.\n",
" (Also submitted to Technometrics).\n",
"\n",
" The data was used with many others for comparing various\n",
" classifiers. The classes are separable, though only RDA\n",
" has achieved 100% correct classification.\n",
" (RDA : 100%, QDA 99.4%, LDA 98.9%, 1NN 96.1% (z-transformed data))\n",
" (All results using the leave-one-out technique)\n",
"\n",
" (2) S. Aeberhard, D. Coomans and O. de Vel,\n",
" \"THE CLASSIFICATION PERFORMANCE OF RDA\"\n",
" Tech. Rep. no. 92-01, (1992), Dept. of Computer Science and Dept. of\n",
" Mathematics and Statistics, James Cook University of North Queensland.\n",
" (Also submitted to Journal of Chemometrics).\n",
"\n"
]
}
],
"source": [
"print(wine['DESCR'])"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "b79e1b28-4bcd-4029-a57c-a2501e4a8143",
"metadata": {},
"outputs": [
{
"data": {
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"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" alcohol | \n",
" malic_acid | \n",
" ash | \n",
" alcalinity_of_ash | \n",
" magnesium | \n",
" total_phenols | \n",
" flavanoids | \n",
" nonflavanoid_phenols | \n",
" proanthocyanins | \n",
" color_intensity | \n",
" hue | \n",
" od280/od315_of_diluted_wines | \n",
" proline | \n",
" target | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" 14.23 | \n",
" 1.71 | \n",
" 2.43 | \n",
" 15.6 | \n",
" 127.0 | \n",
" 2.80 | \n",
" 3.06 | \n",
" 0.28 | \n",
" 2.29 | \n",
" 5.64 | \n",
" 1.04 | \n",
" 3.92 | \n",
" 1065.0 | \n",
" 0.0 | \n",
"
\n",
" \n",
" | 1 | \n",
" 13.20 | \n",
" 1.78 | \n",
" 2.14 | \n",
" 11.2 | \n",
" 100.0 | \n",
" 2.65 | \n",
" 2.76 | \n",
" 0.26 | \n",
" 1.28 | \n",
" 4.38 | \n",
" 1.05 | \n",
" 3.40 | \n",
" 1050.0 | \n",
" 0.0 | \n",
"
\n",
" \n",
" | 2 | \n",
" 13.16 | \n",
" 2.36 | \n",
" 2.67 | \n",
" 18.6 | \n",
" 101.0 | \n",
" 2.80 | \n",
" 3.24 | \n",
" 0.30 | \n",
" 2.81 | \n",
" 5.68 | \n",
" 1.03 | \n",
" 3.17 | \n",
" 1185.0 | \n",
" 0.0 | \n",
"
\n",
" \n",
" | 3 | \n",
" 14.37 | \n",
" 1.95 | \n",
" 2.50 | \n",
" 16.8 | \n",
" 113.0 | \n",
" 3.85 | \n",
" 3.49 | \n",
" 0.24 | \n",
" 2.18 | \n",
" 7.80 | \n",
" 0.86 | \n",
" 3.45 | \n",
" 1480.0 | \n",
" 0.0 | \n",
"
\n",
" \n",
" | 4 | \n",
" 13.24 | \n",
" 2.59 | \n",
" 2.87 | \n",
" 21.0 | \n",
" 118.0 | \n",
" 2.80 | \n",
" 2.69 | \n",
" 0.39 | \n",
" 1.82 | \n",
" 4.32 | \n",
" 1.04 | \n",
" 2.93 | \n",
" 735.0 | \n",
" 0.0 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" alcohol malic_acid ash alcalinity_of_ash magnesium total_phenols \\\n",
"0 14.23 1.71 2.43 15.6 127.0 2.80 \n",
"1 13.20 1.78 2.14 11.2 100.0 2.65 \n",
"2 13.16 2.36 2.67 18.6 101.0 2.80 \n",
"3 14.37 1.95 2.50 16.8 113.0 3.85 \n",
"4 13.24 2.59 2.87 21.0 118.0 2.80 \n",
"\n",
" flavanoids nonflavanoid_phenols proanthocyanins color_intensity hue \\\n",
"0 3.06 0.28 2.29 5.64 1.04 \n",
"1 2.76 0.26 1.28 4.38 1.05 \n",
"2 3.24 0.30 2.81 5.68 1.03 \n",
"3 3.49 0.24 2.18 7.80 0.86 \n",
"4 2.69 0.39 1.82 4.32 1.04 \n",
"\n",
" od280/od315_of_diluted_wines proline target \n",
"0 3.92 1065.0 0.0 \n",
"1 3.40 1050.0 0.0 \n",
"2 3.17 1185.0 0.0 \n",
"3 3.45 1480.0 0.0 \n",
"4 2.93 735.0 0.0 "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"\n",
"\n",
"df = pd.DataFrame(data=np.c_[wine.data, wine.target],\n",
" columns= wine.feature_names + ['target'])\n",
"\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "70f4c078-edaf-44f4-8316-d90431149068",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"RangeIndex: 178 entries, 0 to 177\n",
"Data columns (total 14 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 alcohol 178 non-null float64\n",
" 1 malic_acid 178 non-null float64\n",
" 2 ash 178 non-null float64\n",
" 3 alcalinity_of_ash 178 non-null float64\n",
" 4 magnesium 178 non-null float64\n",
" 5 total_phenols 178 non-null float64\n",
" 6 flavanoids 178 non-null float64\n",
" 7 nonflavanoid_phenols 178 non-null float64\n",
" 8 proanthocyanins 178 non-null float64\n",
" 9 color_intensity 178 non-null float64\n",
" 10 hue 178 non-null float64\n",
" 11 od280/od315_of_diluted_wines 178 non-null float64\n",
" 12 proline 178 non-null float64\n",
" 13 target 178 non-null float64\n",
"dtypes: float64(14)\n",
"memory usage: 19.6 KB\n"
]
}
],
"source": [
"df.info()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "0927351b-83ca-4997-8c20-c3874bf60280",
"metadata": {},
"outputs": [
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"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" alcohol | \n",
" malic_acid | \n",
" ash | \n",
" alcalinity_of_ash | \n",
" magnesium | \n",
" total_phenols | \n",
" flavanoids | \n",
" nonflavanoid_phenols | \n",
" proanthocyanins | \n",
" color_intensity | \n",
" hue | \n",
" od280/od315_of_diluted_wines | \n",
" proline | \n",
" target | \n",
"
\n",
" \n",
" \n",
" \n",
" | count | \n",
" 178.000000 | \n",
" 178.000000 | \n",
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" 178.000000 | \n",
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" 178.000000 | \n",
" 178.000000 | \n",
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" 178.000000 | \n",
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\n",
" \n",
" | mean | \n",
" 13.000618 | \n",
" 2.336348 | \n",
" 2.366517 | \n",
" 19.494944 | \n",
" 99.741573 | \n",
" 2.295112 | \n",
" 2.029270 | \n",
" 0.361854 | \n",
" 1.590899 | \n",
" 5.058090 | \n",
" 0.957449 | \n",
" 2.611685 | \n",
" 746.893258 | \n",
" 0.938202 | \n",
"
\n",
" \n",
" | std | \n",
" 0.811827 | \n",
" 1.117146 | \n",
" 0.274344 | \n",
" 3.339564 | \n",
" 14.282484 | \n",
" 0.625851 | \n",
" 0.998859 | \n",
" 0.124453 | \n",
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" 0.228572 | \n",
" 0.709990 | \n",
" 314.907474 | \n",
" 0.775035 | \n",
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\n",
" \n",
" | min | \n",
" 11.030000 | \n",
" 0.740000 | \n",
" 1.360000 | \n",
" 10.600000 | \n",
" 70.000000 | \n",
" 0.980000 | \n",
" 0.340000 | \n",
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\n",
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" 12.362500 | \n",
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" 17.200000 | \n",
" 88.000000 | \n",
" 1.742500 | \n",
" 1.205000 | \n",
" 0.270000 | \n",
" 1.250000 | \n",
" 3.220000 | \n",
" 0.782500 | \n",
" 1.937500 | \n",
" 500.500000 | \n",
" 0.000000 | \n",
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\n",
" \n",
" | 50% | \n",
" 13.050000 | \n",
" 1.865000 | \n",
" 2.360000 | \n",
" 19.500000 | \n",
" 98.000000 | \n",
" 2.355000 | \n",
" 2.135000 | \n",
" 0.340000 | \n",
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" 4.690000 | \n",
" 0.965000 | \n",
" 2.780000 | \n",
" 673.500000 | \n",
" 1.000000 | \n",
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\n",
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" 3.082500 | \n",
" 2.557500 | \n",
" 21.500000 | \n",
" 107.000000 | \n",
" 2.800000 | \n",
" 2.875000 | \n",
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" 1.950000 | \n",
" 6.200000 | \n",
" 1.120000 | \n",
" 3.170000 | \n",
" 985.000000 | \n",
" 2.000000 | \n",
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\n",
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" 5.800000 | \n",
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" 30.000000 | \n",
" 162.000000 | \n",
" 3.880000 | \n",
" 5.080000 | \n",
" 0.660000 | \n",
" 3.580000 | \n",
" 13.000000 | \n",
" 1.710000 | \n",
" 4.000000 | \n",
" 1680.000000 | \n",
" 2.000000 | \n",
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"text/plain": [
" alcohol malic_acid ash alcalinity_of_ash magnesium \\\n",
"count 178.000000 178.000000 178.000000 178.000000 178.000000 \n",
"mean 13.000618 2.336348 2.366517 19.494944 99.741573 \n",
"std 0.811827 1.117146 0.274344 3.339564 14.282484 \n",
"min 11.030000 0.740000 1.360000 10.600000 70.000000 \n",
"25% 12.362500 1.602500 2.210000 17.200000 88.000000 \n",
"50% 13.050000 1.865000 2.360000 19.500000 98.000000 \n",
"75% 13.677500 3.082500 2.557500 21.500000 107.000000 \n",
"max 14.830000 5.800000 3.230000 30.000000 162.000000 \n",
"\n",
" total_phenols flavanoids nonflavanoid_phenols proanthocyanins \\\n",
"count 178.000000 178.000000 178.000000 178.000000 \n",
"mean 2.295112 2.029270 0.361854 1.590899 \n",
"std 0.625851 0.998859 0.124453 0.572359 \n",
"min 0.980000 0.340000 0.130000 0.410000 \n",
"25% 1.742500 1.205000 0.270000 1.250000 \n",
"50% 2.355000 2.135000 0.340000 1.555000 \n",
"75% 2.800000 2.875000 0.437500 1.950000 \n",
"max 3.880000 5.080000 0.660000 3.580000 \n",
"\n",
" color_intensity hue od280/od315_of_diluted_wines proline \\\n",
"count 178.000000 178.000000 178.000000 178.000000 \n",
"mean 5.058090 0.957449 2.611685 746.893258 \n",
"std 2.318286 0.228572 0.709990 314.907474 \n",
"min 1.280000 0.480000 1.270000 278.000000 \n",
"25% 3.220000 0.782500 1.937500 500.500000 \n",
"50% 4.690000 0.965000 2.780000 673.500000 \n",
"75% 6.200000 1.120000 3.170000 985.000000 \n",
"max 13.000000 1.710000 4.000000 1680.000000 \n",
"\n",
" target \n",
"count 178.000000 \n",
"mean 0.938202 \n",
"std 0.775035 \n",
"min 0.000000 \n",
"25% 0.000000 \n",
"50% 1.000000 \n",
"75% 2.000000 \n",
"max 2.000000 "
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.describe()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "145b3613-c551-44a9-965e-41b3998b1472",
"metadata": {},
"outputs": [
{
"data": {
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YMmUKDRs2ZMeOHRw6dIhTp079rWMRRrhAIBAIBAKB4Iv4uz3Y+XHp0iUqV66s/P4ulrx9+/asWLGC169f8+zZM+VxNzc39u7dS//+/Zk7dy4ODg7MmjWLpk2bKmXKlCnD+vXrGTlyJKNGjcLDw4MNGzZQsmTJv3UswggXCAQCgUAgEPwnqFSpEh/b4mbFihV5yipWrMiVK1c+2m6zZs1o1qzZt3bvixAx4YL/1zx58gSJRMK1a9f+Ve25uroyY8aM79IngUAgEAgKGom25Lt9/lcRnnCB4P8hFuWK4z6wM6YhAeg52HCpaU/e7Dz8yXqnTeCoKSRpgmvffnTv2oXAAP985W/cvMnCxUt5+uwZlhYWNG/WlHp1aiuP5+TksH7jJg4dPkJMbCyOjoXo3KEDocWLqW1v5ba9LFi3FUN9PbJzcnBzdKBfx1YULeytVv7Y+ctsPXCM+0+ek5WTg7ujA51bNKBU0QClzKPnL1m8YQcRj54SGR3Lzx1a0qpudZV25HI5Z/bM4frpDWSmJWHvGkS1lqOxcvDKd+z3rh7k3IEFJEQ/QybNwczGhdCqHfEv2Ugp8/z+RS6GLSXy+S1SE6Ox7deJSsUD2RR2itV7jxKTkIR7ITsG/tiIYF8PtXqOXLzB5sOnuff0JdnZObg72tG1SS1KF/FVynT9dQ5XIh7mqVs2yJdZAzqz8fAZVu89RkxiMu4Otgxq04BgH3f1+i7dZPORs9x99kqhr5AtXRvXoExgbk7g7Bwpy3cfYfepS0QnJOFiZ03fFnUo87ZPmw+eYPXuQ8QmJOLuaE//ds0I9vVUq+/ohWtsCTvJvacv3p5ze7o0rUPpID+18gfPXGLk7OVUKF6E6QO7Kcvlcjn7N8/nzOHNpKck4eIVSLNOv2DvpF4vwOvnD9i7cS4vHt8hLvoVjdsNoVLdtnnkEuLesHPtn4RfO4U0Kx3HQvaEhhTl2MkzxMYn4OrsSO+fOlLEv7BaPbFx8cxbtpL7Dx/x4lUkTerVpneXjvn268iJ00yYPoOyJUP59ZchAGy8/pDVl+4Tk5qBu6UJgyoWIdjRSm39S8+j6bb5ZJ7yze2r42ZhDMDO208Zd/ByHplOJXzYuqI2qanJuHv5067bEAo5q78233HxzBG2rVtAVOQLbOwcafpjD4qVyg0XGNilAbHRr/PU8/YLJi7mDYnx0RgaGqKrp0dCfDyGhoYUDQ6mY8eOyuwVADdv3GDx4sU8ffoUS0tLmjZrRt26dZXHhw4Zws2bN/PoCQ0NZdz48QBs2LCBM6dP8/LxI35o/QMdO3XG0soKWfRrUg9uIOfZgzz1lWhqoV+hHrqBJdEwMkGWlED6qb1kXjudR1THPxTjpl3IirhG8sZ5ynK5XM65fXO4eWYDGelJ2LsEUbn5aKzs87/X3L9+kAsHF5AY8wypNAdzaxdCKnfEr0Qjpcz1k+u4cfovkmJfAmBp70VhvZ5UrFgx//F8I/9UOMr/J4QRLhD8P0TT0ICkG3d5sXIrxTbN+aw6Vw1huyU0jQG3DLjb2J+RY8ayeP5cbGxs8shHRkYycsw4ateqydBBA7kdfoc58xZgampC+bJlAVixag1Hjh2lX58+ODk6cunKFcb/NpE/p0/F00P1D/udB49Zv0uxOr2wpxsDO/3AtrATDPhtJuv+HI+dtWWePly9c58SQX50b90EY0MDdh89zeDJs1ky6Rd83JwByMjMwsHGmiqlizNzxQa1Y78QtphLR5ZTu+1kzG1dObdvPhtnd+SnMfvR0TNSW0fP0JRStXpgaeuOhpY2j24eZd/qERgYW+Lmp9gEKDsrDWtHHwJKN2HH4j4AHDx3ld/XbGdYh2YEebux9cgZ+k5bxKYpw7CzMs87xoiHlAzwplfzuhgb6rPr+AX6/76EFeP64evqCMC0fh3JzpEq6ySmpNJ6xHSqhRbh4Plr/L52J8PaNaaotytbjp6jz+9L2TRpEPaWefVdufuIkv5e9GpWG2MDPXaevET/P5ezckwffF0KATB/y372nrnCyE7NcLW34ezNuwyatZJlo3rzJCaJP1ZtZkinlgT5eLDt0Cn6TZ7LhumjsLOyyDu+8AeUCPSlZ6sGGBnos/v4WQZOW8DyCYPxcXNSkX0dHcustdsoquaB5fDOZRzds4o2PX7F2t6Fg1sXMe+3rvzy5y709A3VnsOszAysbB0JLlWDbaumqpVJS0lk5uh2ePqF0n34fEJt4tkTdoS/tmynf48uBBT2Ydf+MIaO+40Vc//E1to6TxvZ2dmYmZrQpnlTNu/YrVbPOyKjopm/fBVF/HIN+oN3X/D7sRsMq1KUog6WbLn5mD7bT7OpXXXsTfLfHGlrh+oY6mgrv5vrq6aAM9TRYmuH3F0CN1x7yIZrD+nY/zfsHJzZuWkZ08b0ZtK8zejnM4cPIm4wf/oImrTuRkipylw5d5R504YzYtISPLwVD8Njpq9EJsu9Pl8+e8i0Mb15cPcG7bsPo4iXNb/99htxsbGMnzABXR0dFi5cyLhx45g1a5ZiXiIjGT16NLVq1WLQ4MHcuXOHeXPnYmpqSrly5QAYOWqUcgdEgOTkZHr17Em58rmbct26eZN69etTXT8Lt9Y9WPnnVI6cPc+8wb0xad2XhHljkSXFqR2rcbOuSAxNSN21CmlcFBqGxqCRN6BAw9QCg+rNyH56L8+xS4cWc+Xocmr8OBlza1fOH5zP1rkd6TDyI/caA1NK1uiBua07mpraPLp9lIPrFPca18KKsRmZ2VGu/iDMrBX3vTsXttOrVy+2bduGl1f+Br7gn0WEowj+8+zfv59y5cphZmaGpaUl9erV4+HDvF7Bd9y+fZu6detiYmKCsbEx5cuXV8rLZDLGjx+Po6Mjurq6FC1alP379+dp49GjR1SuXBkDAwOCgoI4e/asyvEtW7bg7++Prq4urq6u/P7779930J8g+sAJ7o2ZQeT2sE8Lv+W4KZRMhlLJYJsNPbp2wdrKit1796mV3713PzbW1vTo2gVnZydq16xJjerV2LJ1m1Lm8NGjtGrRghKhxbG3t6N+3ToUCwlmy9btKm2lp6czdtYSTI0NsTI3xd2pEK6ODvTv2AobK3O2Hjymtg/9O7bix4a18fN0w8nelh6tm+Bkb8upS9eVMn6ebvRp15zqZUugrZ3X7yCXy7l8ZBWlanXHO7gG1g7e1G43hZysDO5czN9gcvYuiXfR6ljae2Bu7UyxKu2xLuTDy4e53kV3/4qUb9Af7+BcQ2ftvmM0rFSSRpVL4VbIloFtG2Nracbmw3m9aQAD2zamfb2q+Hs442xnTa+WdXG2s+Lk1dtKGVMjQ6zMTJSf87fuoaejTfUSQazZf4KGFUJpXKkkbg62DGrTEFsLMzYfPqtW36A2DWlftzL+7k4421nTu3ltnG2tOHH1jlJmz5krdKpfhXJBhXG0saR51TKUCvRhzb7jrNtzmAaVS9OoSlncCtkxoH0zbC3N2RKW1zMLMKB9M9o1qI6fhwvO9jb0bNUQJztrTl5R9WhKZTJGz11Bl2Z1KWSj6gGWy+Uc37uGGo27EFSyGg7OXvzY6zeyMzO4fGpPPmcQXDwDaPjjQELK1kZLW0etzKGdyzCztKNNz19x8QzEztaGS9euU7d6FerWqIqLkyO9u3TExsqKnXsPqm3DztaGPl06UbNKRQwN8zeapVIpv/0+kw4/tMDeLvfBd82V+zQMcKVxoBtuliYMqhSErbEBm288yrctAAt9XawM9ZQfTQ1Vz6VEIlEeszTQZcetJ3Qq4UPx0lVwdPGky89jyczM4NyJA/nqOLjrL/yLlqBes444OLpSr1lHChcJ5eCu3MwTJqbmmJlbKT/XLp5CS1ubitUaUrF6I3x8fFi1ahV2dnZcuXIF38KF6dGjBw/u3ycqKgqAvXv2YGNjQ7fu3XF2dqZWrVpUr1GDrVu2KPUYGxtjYWGh/Fy9cgVdXV3Kv2eET/j1V6pXr45z1XpkXTtF+fh7XLgdwfk1i5EmxqNXXL3nWNvDHy0Xb5LXzSL7cTiyxFhyXj0h58UH50AiwajxT6Qf24k0XnUnULlczpXjqyhRozteQTWwcvCmZpsp5GRnEHE5/3uNk1dJPIOqY2nngZm1MyGV2mPt4MOrR7n3Go/AKrj5V8Tcxg1zGzfK1uuPgYHBdwvFVIcIR/l2hBEu+M+TmprKgAEDuHjxIocPH0ZDQ4PGjRsjk8nyyL58+ZIKFSqgp6fHkSNHuHz5Mp06dSInR7G998yZM/n999+ZPn06N27coGbNmjRo0ID79++rtPPLL78waNAgrl27hre3Nz/88IOyjcuXL9OiRQtatWrFzZs3GTt2LKNGjVK7WOTfQg7wQhe801TLi4UEcyc8XG2d8IgIioUEq5QVDwnh3v0HyrnIzs5GR1tbRUZXR5fbd+6olM2Zv4CSRf15ERmF8QdGSski/ty8m/9D1fvIZDLS0jMwMVLvtVNHYuwLUpOicS1cTlmmpa2Dk1corx5d/aw25HI5TyPOEv/mMY6eofnK5UilRDx+QakA1e2eSwX4cOP+k8/SJZPJSM3IxOQjxtyOY+epUToYLU0NIp68pFSAajhPqQBvbjx4+kX6TN/Tl52dk+e86mlrc/XeYyIeP6dkEdWwjJJFCnPj3scNxvf1pWVkYmKkOr6lW/ZiZmxMw8p58/bGRr0gKSEG3yK5x7S0dfDwK8bje9fzyH8Jty4dw8ndj+V/DOCXLhX5qe8g7t5/SPHgIBW54sFFuBVx95t0rdqwGTNTE+rWqKosy87OJuJNAqVcVN9GlXK24cYr9R7bd7Ree4QaC/fQffNJLj6PznM8PSuHukv2UXvxXrpvPklsWialXHI3J9HW1sE3IIQHETfy1fHg7k0CipZSKQsMLp1vnZzsbM4c24s0J4eAYNV6wSEhhL+9N6SmpSGRSDAyVPyWwyMiCA4JUZEvFhLC/fv3lfebDzlw8CAVK1ZET08vzzEte2eyH94hNVvhoTfR1Sb70R20nNSH3uh4B5Hz6in6ZWti3m8KZr0mYFC9GWip/g70K9RDnpasNkQlMfYFaUnRuPiq3msKeYTy6vHn32ue3T1LXNRjCnmov9fIZFLuXt5DWloawcHBamW+B/+VPOH/ZkQ4iuA/z/tphgCWLl2KjY0Nd+7cwchI9fXe3LevL9evX69M0u/tnWugTJ8+naFDh9KqVSsApkyZwtGjR5kxYwZz585Vyg0aNEgZizhu3Dj8/f158OABvr6+/PHHH1StWpVRo0Yp279z5w7Tpk2jQ4cOnzWmzMxMMjMzVcqy5TK0JX/Pc3OqJsgkYCxVLTczMyM+PkFtnfj4eMzMzPLIS6VSEpOSsLSwUHi9t28nMCAAe3s7rl6/ztnz55BJcx+Qjh0/wYMHD5k+uDub9x1BS0v1tmRuZkJcQuJnjWPdroOkZ2ZStUzxz5IHSE1UGCeGxqrhLgbGViTFvfpo3cz0ZOaPqIA0OwuJhgbVW43BtXDZ/HWlZyKVybAwNVYptzA1JiYh6bP6u2bvMTIys6hesqja47cePuXhi9eM6tKShORUpDIZlh/oszQ1IjYx+fP07T/xVl+u0Vkq0Ju1+08Q4uOGo40lF+484NjV20il0rf6TPKMLzbx88a3ds9h0jOzqFYqd93A9bsP2XnsLGsmDVdbJzkhFgBjU9VzaGxqSbyaWOQvITbqBafDNlKpbjuqN+5CQvgOHq5cy72HjylfOjd9mbmpGfEJCV+t5+adCPaGHWHJzGkq5YlJyUjlciwNVA1JS0NdYp9mqG3LylCPX6oFU9jGjGypjD3hz+ix+SSLmlcg5G0cuZuFMWNrFsPTyoTUzBzmn1EYvxnZOWi+15aJqQWx0ZFqtLztX0IsJqaqYUYmphYkxseqlb9y/hhpqSnI5XJMzFTrmZuZER8fT1ZWFsuXL6dSpUoYvDXC4+PjMf/wfmNujlQqJSkpCQsL1bbu3r3L0ydP6NevX54+aGpqItHQRJqSxKzLDwmyNsHDzBB5ahIahiZ55AE0zK3QdvaEnGySN85HYmCEYZ3WSPQMSd21EgAtJw90g8uRuHCC2jbSkhT3GgOTD+41JlYkf8a9ZvGoCkhzFPeaKs3H4OKreq+JeXWX9X+0IicnEx1dA+bOnYunZ/5rIgT/PMITLvjP8/DhQ1q3bo27uzsmJia4ubkBqOQJfce1a9coX7680gB/n6SkJF69ekXZsqo3trJlyxL+gTe4SJEiyv/b29sDKF+bhoeHq23j/v37SKUfWLn5MGnSJExNTVU+G2Uf93p9Dz70R8jl8ryF78tL8tR4246ivEe3rhRycOCn7j2o27Ax8+YvpEa1amhoKm49UdHRzF+0mCGDBio9q3nUyeWQR09eDp46z9JNO5nQvxsWpur/kAJEPHxClR97UeXHXszoH4xMmvNuMHnH8gm1OrqGtB++nR+HbqZ8g/4c3TKZZ/fOf7KvH86bXE2ZOvafucKibQeY2LtdHkP+HTuOncfD0Z4AD5f39KnKyOV8cmwA+89eZeG2g0zq1QYLk9wH2sFtGuJkZ0XTYdMo1Xk4U1dvp0H54mioiY99p+9zxnfg9CUWb9nLxL6dlONLTc9g9NyVjOjSGrO3fXj5JoZTV25RsUN/BrcrgVSanc9A1ZR9IXKZDEe3wtT/4Wcc3QpTo1IFAE6d+/A8f+akqiEtLZ2Jf8xiUO/umJqov3bz/jbzb8/VwpgmgW4UtjWniIMlw6sGU87NjtWXc2OUnyekMPHwVTptOE6f7afpUlrx9mLHbdU3JPLP+B3kvZ7z/82eOLSTwoHF3o7pg3pvBzV58mTkMhm9evX6UJFaeXUcPHAAF1dXfHx88pX5K/w5DxJSGFfu3SLgj93sNEAuJ2XbUnJePSH7wS3SDm5Ct2hphTdcRxejRp1J3b0aeXoKAHtOnqVEy3ZU3XCSOYPeu9d8qOdjJ/MtOrqG/Dh0Oz8M2kzZev05sX0yz++rXoPmNm78OHQ7rQZsoEjZHxg6dKjKpjbfG4mm5Lt9/lcRnnDBf5769evj5OTE4sWLcXBwQCaTERAQQFZWVh5ZfX39T7aX5w+KXJ6n7H0j/t2xd+Ev6uQ/9sdCHcOHD1duQPCOIxbqM4p8DwyloCFXZEV5n8TExDzep3eYm5sTHx+vUpaQkIimpiYmJgoDyszUlLGjRpKVlUVSUjKWlhYsXb4SW1vFK+8HDx6QkJBA75/7Kf8Q3XvynPtPX7Bl/xGOr1tAfGLyR41qgEOnLzBx/kp+G9CdEkXUZ9V4h7tzITo3bwDAwbhQpDmK6yQ1KQYj09xX/mnJsRgaq88+8Q6JhgbmNgpj19apMLGRDzl/YBHO3uo3eDDU10VTQ4PYD7ze8YnJebzVH3Lw3FUmLFnPlD7tKRmg3rDIyMzi4LmrdG9aCwAzY0M0NTSISVD1esclpWBp8gl9568xftkmpvRqS0l/1XAWcxMj/vi5A5lZ2SSmpGFtbsLsjXspZGXBszcxebze8UnJWHxCX9jZy/y6aA2Tfv6JEoG5mV9evonmdXQsA6ctUJZJ3/7WMrOy6fHLPAyNFQtMkxNiMDXPXRiZnBSbxzv+pZiYW2NXKDdEwdTEGIlEQmyc6rUfn5iIuZnpV+l4FRlJZFQ0IyZMVpa9u2ecuXAJDYmEmDRVr3dcWmYe7/jHCLS3YG/Ec+X3ih72BNrneo+zchRz+iRO9VpJTozH1Cz/OTQ1syQxQdXrraiTdxFuTNRrbt+4QM9BE4m4dSVPvfj4eJKSkngTGcmkyZOVXnBQf79JTEh4e79RvT9kZGRw/PhxfmybN9MNKGLvpVIpz2XazKkWhI2BYsGqxNAYWar6NzaylARkyQnIM9Nz24l5jUSigYaJORJtHTTNrTBulfvgUCM1jWL1m4Bczu7LmiSkKO41aWruNQYmn77XmFkr7jU2joWJi3zIxbBFOHnl3ms0tXSUMnbOgWil3mTVqlWMf5sZ5nuj8T9sPH8vhBEu+E8TGxtLeHg4CxcuVC6++dg2s0WKFGHlypVkZ2fn8YabmJjg4ODAqVOnqFChgrL8zJkzlChR4rP75Ofnl6cPZ86cwdvbG01NzXxqqaKrq4uurmomg78rFAUUNwLHTLinD0Xeiwu/cvUapUupNygL+/py/sIFlbLLV6/i7eWZJ6RER0cHKytLcnJyOHXmDBXKK2IiiwYFsXCuInuLYUYsY2YuIjYhiVJB/vzYqDaamhpcuHGH8qFF8+37wVPn+W3eCsb360rZYkXylVP2RVsbJ3vFQ4C5lgtyuRxDE2uehJ/G1klhwEtzsnh+/yIVGg36ZHsqyOVKo14dWpqa+Lo5cv7WPSqH5vb1/K17VCwWkG+9/WeuMGHxen7r1ZZywfmnjAw7f43snBxql1WE42hraeHrWojzt+9TpXhgrr7b96j4kXb2n73K+KUb+a1HG8oXVZ92D0BXRxsbC1Oyc6QcvnST6iWCuBD+kAs3Iqj83jm7cDOCCh85NwdOX+LXhWuY0Kcj5UJU58HFwY6/pv6iUjZ/4y7S0jMY2L45rwqFoKmphYmZFXdvnMXRTdHfnJxsHt65TP3W/fLV+zm4+RQl6vUT5XdtbW3MTE1599bnHZev3aBsifzXA3wMZ8dCLJutunh76Zr1pKWn06dLR6b/+ivnn0ZRxbOQ8vj5Z1FU9LD/bB13oxKwMsw12g11tFUyp8hkMrQ0JGS/t5YmJzubiFtXaNG+T77tevoEcvvaeWo2aK0su3XtHJ6+ec/3ycO7MDE1J6RkRVw9fLl97bwylWFOTg6HDh1CW1ubiRMn5jGsC/v6cv68quf3ypUreHl55bnfnDx5kuzsbKpUqZKnD3K5nPnz59OpfTsGNKuH5NBG5TFt98Jk31W/hiDn+UN0/YqDti5kK0IFNSxskctkyJLiQS4nYf5YlToGlRtRSFeX1P0b0PEYi6WRHAMTa57ePY3Ne/ealw8vUq7Bl91r5Hz8XvNurOqcUYJ/D8IIF/ynMTc3x9LSkkWLFmFvb8+zZ88YNmxYvvK9e/dm9uzZtGrViuHDh2Nqasq5c+coUaIEPj4+DB48mDFjxuDh4UHRokVZvnw5165dY+3atZ/dp4EDBxIaGsqECRNo2bIlZ8+eZc6cOcybN+/Tlb8TmoYGGHo6K78buDliEuRLVlwiGc/Vx8hWTIR1NuCUBa4ZcHLRYqKio6n7Nu/3shUriYmNZchAhYe+Xp1a7Ny9m4WLl1C7Zk3CIyI4cDCMYUNy/5hERNwlJjYWD3d3YmJjWbNuHXKZjBZNmyj6ZWCAq6vCc2OSpkeHJnUZPWMRMQmJaGpImLFiPW9i4mhcoxIA89ZuITougTF9OgMKA3z8nGX079iKAC93YuMVseO6OtoYvV1ImJ2dw+MXinjLnJwcomMTuPf4Gfp6uqCleJNRrEo7zh9YiLmNK+Y2LpzfvxAtHT38Quspx7JnxRCMzWyp0GggAOf2L8TOJQAza2ekOVk8un2C2+d3UP2Hsco6WRmpxEfnhkW9jI6lcvEiLNi8l8LuThTxdGXr0TNExsbTtKpiUeGcDbuJik9kfPc2gMIAH7NwLYN+bEyAp4sydlxPRxsjA9U3OzuOnaNisUDMjHM9iD/WqsCohevxc3OkiKcLW4+eJzI2gWZVSgMwe+NeouMTGd/tB4W+s1cZvXg9g9o0JNDDWalPV0cb47f6bj58RnR8It7ODkTHJ7JwexhyuZz2dSrh6e7KmLkrKezuTKC3O9sOnyIyJo4m1RQPXnP/2kFUfALjerYHFAb42PkrGdiuOQFersS8jf/X09HByEAfXR1tPJwcVMb5rh8eTg5EaSgMyYp1fiRs+xKs7F2wtnMmbPtitHX1KFYuN4/0mjkjMLWwURrmOTnZRL54qPx/YnwUL55EoKtngLWd4vdTqU47Zoxuy8FtiwkuXZNDz06SkpKCVCZjb9gR/H292X3gEG+iY6hfW5EFZ/HKtUTHxTGif67x+uDRYwDSMzJISEriwaPHaGlp4ershI6ODm4uub9XQHn9urk407aYF6P2X8TP1pwi9hZsvfmEyOQ0mhVR5HqffeoW0SkZjK+lePhad+UB9iYGeFiakC2VsTfiGYcfvGJavdwH6kVnwwmwt8DZzIjUrGzWX3uIVC7naVwyl88dxdbeid2bV6Crq0epCjVz680Yg7mlNc3b9gagev1WTBrRjT1bVxJcoiJXLxznzvULjJi0RGU8MpmMU0d2UbZyXTQ1tajZsDWLZozB1dOP4v4OjB83jvT0dIYPH45UJmP+vHnEx8czeMgQtLW1qVO3Lrt27WLRokXUqlWLiPBwDh48yJChQ/mQgwcOULp06TyGPMC8uXM5duwYHQoXwrJ9H968ekrGswdYlaqMpqkFyZePA2BQpTEaxmak7FgOQObNC+iXr4tRww6kH9upiAmv3kyxADNHEQ4ljVaN65ZlpKHxtlzmrrjXhFRsx8WwhZhbu2Jm7cKFsIVoaevhWyz3XrN/9RCMTG0p10Bxr7lwcCG2zgGYWjkjk2bx+PYJwi/soEqLsco6p3b9gatfBYzN7MjOTOXulb1cunCBJUtUz8P3RKIhPOHfijDCBf9pNDQ0WL9+PX379iUgIAAfHx9mzZpFpUqV1MpbWlpy5MgRBg8eTMWKFdHU1KRo0aLKGO6+ffuSlJTEwIEDiYqKws/Pj507d35RntWQkBA2btzI6NGjmTBhAvb29owfP/6zF2V+D0yLBVD68Grld7/pIwB4vmorNzqrX9wWnAppsXDQDJK0wO3WbX4dNwbbtznC4+LiiI7OzbBgZ2fHr+PGsHDxEnbt3oOFpQU9unVV5ggHyMrOYuXqNbyOjERfX4/Q4sUZMnBAngWz76hWtgQL12/nzoPHtBs8HncnB34f8TP2b3OEx8Yn8iYm9xX29rDjSKVSpi9Zy/QluQ9KdSqWYVTvTgDExCfQfkju69h1uw6wbtcBgv28qdZbsUVxiepdyMnK5ND6cWSkJWLvGkTzPstU8vYmx79G8l7Mc3ZWGmHrx5GSEImWth4Wtu7U7TAN3+J1lDKRz26xYUY75fc/1+4AIMDDhSXbDhCTkISHoz0zB3fF/m0O7ZiEJCJjcl+7bz1yBqlUxpSVW5iyMjcdW73yoYztlut9fPo6imv3HjNnaHeVOa1RsigJKWks3nFIoa+QHbMGdMb+bU7ymMQkIuMScvUdO6fQt2obU1blppusV64Y47ooFixnZWczb8t+XkbHoa+rQ7kivkzo2gpjQ32qly5GYnIqS7fuU+hzsufPoT2V5zAmIZE3741v2+FTSKUypi7fwNTluXnc61YoyZgeuXP3Kao26ER2Viabl/5KWmoSLp6B9BixUCVHeHzsaxXDITEuimlDmyu/H9m1giO7VuDpV5w+YxTGl4tnAJ0HzmD3XzM4sGUBDrbW9O3WmRyplFUbNhMXF4+rixOTR4/AzkYRChMbH09UtGp6ui79hij/f+/BIw4fP4WtjTXrl3z64byGjyMJGZksPh9BTGoGHpYmzGpUVpkjPCY1g8jk3FdY2VIZM07cJDolHV0tTdwtTZjZqAzl3OyUMsmZ2fx26AqxaZkY6WjjY2PK0uYVOPcsilULp5CakoyHtz+Dxs5WyREeGx2pEm7n5RtEj0G/sWXtfLauW4CNnSM9Bk1U5gh/x53rF4iNjqRCVUUoWMlyNUhJSmTHhiWsio9WZjgZPXq0Sr169etTpEgR7OzsGD9+PIsWLWL3rl1YWlrSrXt3ZY7wd7x48YLbt2/z62+/qZ3LPXsUKSubTV1A6xdJdO7cGYcGbUl+9QzputnIEhVrbyRGpmi8v+A0O5OkNTMwrN0K0y6/IEtLIevOJdKO7vjImctL8WpdyMnO5PCmcWSmJWLnEkSTnmruNRLVe82RTeNIfnevsXGnVrtp+ITk3mvSkmM4sHoIqYlR6OgbY+Xgw5IlS/KsT/qeSDTFssJvRSL/0mBVgUDwj7BHO/8FRn8H/uG7ClSfSdqbAtUHsDW6/KeFviMtTfYWqD6JVH3qtr8TqU7+qRP/Ds5qVPi00HekiH5EgeoDMDn616eFviM3K6p/UP+7sNGN+bTQd8ZszeRPC31HNpVcVKD6ALrX/LTMt3Cu5OeHaX6KUucvfFro/yHiMUYgEAgEAoFAIChgRDiKQCAQCAQCgeCLEDHh344wwgUCgUAgEAgEX4RIUfjtiHAUgUAgEAgEAoGggBGecIFAIBAIBALBF/G/vNPl90IY4QKBQCAQCASCL+L9lK2Cr0PMoEAgEAgEAoFAUMAIT7hA8B+hoPN23y5cv0D1hV7//F1JvxetDHcWqL47xhULVN/lJ6YFqg8gKUX2aaHvSO9CBXsO92U2KFB9ADVK5N1+/e9k7b6C3T7Ey8utQPUBuNWZX6D6OjybWaD6FPz8t7YusqN8O8IIFwgEAoFAIBB8ESI7yrcjwlEEAoFAIBAIBIICRnjCBQKBQCAQCARfhAhH+XaEES4QCAQCgUAg+CJEdpRvRxjhAoFAIBAIBIIvQnjCvx3xGCMQCAQCgUAgEBQwwggX/Cfp0KEDjRo1Un6vVKkS/fr1+8f68z4SiYTt27fne/zJkydIJBKuXbtWYH0SCAQCgeB7oqEp+W6f/1VEOIrg/wVbt25FW1v7n+4GAK9fv8bc3Py7tLV27VqWLl1KdHQ0zk5OdO/ahcAA/3zlb9y8ycLFS3n67BmWFhY0b9aUenVqK4/n5OSwfuMmDh0+QkxsLI6OhejcoQOhxYupbe+QGey1gPKJ0Dg2/35alCuO+8DOmIYEoOdgw6WmPXmz8/BXjXnbvjD+2r6H2PgEXJ0K0bdzW4L8fNXKxsTFM3fFWu4+fMKL15E0q1uTvp3b5pFLTk1l8ZqNHD9/iZSUVOxtrOnVsQ1VvWzYePgMq/ceIyYxGXcHWwa1aUCwj7tafUcu3WTzkbPcffaK7Owc3AvZ0rVxDcoE+ihlsnOkLN99hN2nLhGdkISLnTV9mtfm1qPnbDw+hdTUZDy8/WnfbTCOzh4fnYuLZ46wee1CoiJfYGPnSPMfu1O8dGXl8a1/LWLb+iUqdUzNLJizcr/y+4G1wwi/sE1FRlvXkFb9N2Bp75Wv7gfXD3IhbAEJMc+QSXMws3ahWOWOFA5tpFb+QthCzuz+A78ybSlVdwRyuZyrR+Zy9+JGstKTsHYqQun6ozC3zV/n+zy6sYdjGwbhXLgq1X6coyyPfHyRmyeXEfPqNunJ0fj3aUflYv5sPHyWVfuOE5OQjHshWwa1rk+Ij/r804cv3WLz0bPcffZaeR67NaqW9zzuOcruU5eJik/Cxd6avs1rQ1HFcblczpFtc7l4bCPpqUk4eRShfrtR2DrmP76LRzdy9fRO3ry4D0AhVz+qN++Pk0cRpczxXYu4fSmM6NeP0NbWw9krGO82Zbh46y5rdh8mJiERd0d7BrRrSrCvp1o9Ry5cY0vYSe49fUl2Tg7ujnZ0aVqH0kF+Spldx88xfsGaPHVPrfxT5Xud0rqUDdRBX0/C09dSNhxJJzI2/1zwJf20aVvLIE95v5mJ5Ehzv5saSWhYXg9/Vy10dCAhBcKuydmzaQ53zm8kMy0JW+ciVGgyGgu7/Of04c2DXDm8kMS316mptQtFK3bEp1hDpczq36qQHP8qT93S1X6gcYeRhG2dy/kjm0hLTcLZswiNO4zE7iPnMfLFfQ5snsPLx7eJj3lFgx+HUb52OxWZjPRUDmyexa2Lh0hJimONvRlD6pXj9otoVpy8SkxyGh42FgypV5YQN4d8db3j6pPXdF68HU9bCzb2balWZt/1+wxbH0ZlPzdmtK2tVuZ7IsJRvh1hhAv+X2BhYfFPd0GJnZ3dd2ln7969TJo0iTFjxhASEsKihQsYOWYsi+fPxcbGJo98ZGQkI8eMo3atmgwdNJDb4XeYM28BpqYmlC9bFoAVq9Zw5NhR+vXpg5OjI5euXGH8bxP5c/pUPD1UDcJnunDOGOwzP91XTUMDkm7c5cXKrRTbNOfTFfLh8KmzzFq2mgFdOxLo683Og0cYPGEqq2dNxdbaKo98dk4OZiYmtGvWkI279qltMzs7hwFjJ2NmasKEwX2xsbQgKiYOA309Dp6/xu9rdzKsXWOKeruy5eg5+vy+lE2TBmFvmfdB6srdR5T096JXs9oYG+ix8+Ql+v+5nJVj+uDrUgiA+Vv2s/fMFUZ2aoarvQ1nb96l/4wVaGtr0bX/BOwcnNmxcRlTRvdh6rxN6BsYqu33/YgbzJn2C03bdKN4qUpcOneMOdNGMHLSYjx9ApRyhZzdGTY+d841NDTztGVm7UpqUhQVG/+CqZUT146vYuu8jrT/ZT86ekZq9esamFKieg8sbN3R0NLm8a2jHFw3An0jS1wLl1eRjXx6g1tnNmDlkGvE3jy5hNunV1C+6URMrVy5dnQB+5d3pln/fWjrqh/zO1LiX3Jh3zRsXfM+HGZnpWNh74NXscYcWafYjOTA+etMX7eL4e0aEeTlwpaj5+nzxzI2Txzw0fPYu2ktjA302XHqEv1mrGTV6F7K8zhv6wH2nrnKqI5NcbW35uytewyavYqfRtXFwdWPk3uWcHr/Cpp2mYiVvStHdyxg+dTO9J+yD1199eN7HHGRIqXq4OwVjLa2Lif2LGXFtJ/oO3EXpha2SplS1VpTyC0AmUxK2KYZ/DT2D1LTMhjaqSVBPu5sPXSKnyfPY+P0kdhZ5b33XQ1/QMlAX3q2aoCxgT67jp9jwLSFrJgwCB83J6Wcob4em/8YrVJXVyfXmVEtVIfKIbqsOZBGVLyMWiV16dPUkPHLk8nMzv/8pWfKGb88WaXsfQNcXxcGtDTi/vMc5m1Lw9LGEDNDOL53CddPrKBKq0mYWbly+fACdi7qROsh+/K9TvX0TSlWtTtmNu5oamrzJPwYRzaMQN/IAmcfxXXa7OfNyGW5HYiNvM+uRZ0IKlmTY7uXcmLvSlp2n4i1nSuHti9g8aSfGDx9L3r5nMfszAwsbRwJKlmTnWsmq5XZvHgUkS/u80OPKZiYW5O4dxSdFm1HKpPzS6MKFHWxY/P5O/RcsZtt/X/A3sw43/lMzshk5KbDlPBwJC4lTa3Mq/hk/th7hhBX+3zbEfz7EOEogr+dSpUq0adPH/r164e5uTm2trYsWrSI1NRUOnbsiLGxMR4eHuzbpzCipFIpnTt3xs3NDX19fXx8fJg58+O7jX0YjpKZmcmQIUNwcnJCV1cXLy8vli5d+sm+fq7uZcuW4e/vj66uLvb29vTu3Vt57MNwlAsXLhAcHIyenh7Fixfn6tWrn+wHwPLly2natCnNmzfHw8ODHl27YG1lxe696o3N3Xv3Y2NtTY+uXXB2dqJ2zZrUqF6NLVtzvaCHjx6lVYsWlAgtjr29HfXr1qFYSDBbtm5XaSs9PZ211tAiBgw+YwPE6AMnuDdmBpHbwz5rbPmxYec+6latRP3qlZVecBtLS7btP6RW3t7Gmp9/aketyuUxNMjrfQPYc/gYSckpTBrWnyKFfbCzsaaInw+ebi6s2X+ChhVCaVypJG4Otgxq0xBbCzM2Hz6rtq1BbRrSvm5l/N2dcLazpnfz2jjbWnHi6p1cfWeu0Kl+FcoFFcbRxpJmVUqjqaGBs60VoaUr4+TiQbd+Y8jKyuDsiQP5zsWBnesJKFqCBs064ODoSoNmHfArEsqBXetV5DQ1NTEzt1J+TExVjU65XE5y/CtK1OhBQOlmOHmVpHaHP8nOziDi8u589Tt5lcQzqDoWdh6YWTkTXKk9Vg4+vHp0WUUuKzOV/asHU63Vr+gamCp13j69iqBK3XD1r4G5rTcVmk1Gmp3Bw+v56wSQyaQc2zSEkKq9MTZ3ynPcyacCxar3w9W/hrJs7YGTNKoQSuOKJXB3sGVwmwbYWpiy+cg5tToGt2lAhzqV3p5HK/o0q4WzrSUnroUrZfacuUKnepUpF+SLo40lzauUpnSAN6f2r0Aul3P6wCoqNeiGf2gNbB29adZ1MtlZGVw/m//4WvSYRqlqrXFwKYy1gzuNO49HLpPx6E7u9dZh8GJCyjfG1tELe2dfmnaZSGJyKmWK+tGoShncCtkxsH0zbC3N2Rx2Uq2ege2b0a5Bdfw9XHC2t6FXqwY42Vlz4sotFTmJRIKVmYnK530qB+ty4EIG1x/k8DpWxuoD6WhrSSjuq5PvGAHkckhOk6t83qd6qC7xyTLWHEznaaSU5HR4Fi3nwuFVFKvaHY/AGljae1O11WRysjK4fzX/OS3kWRL3wOpY2HpgauVMUPl2WNr78PrxFaWMvpEFBibWys/T8GNY2jrh5luck/tXUbVRNwJDq2Pn5EWr7pPIysrg6pmP/DY8AqnXejBFS9dBSyvvXGRnZXDzYhh1fxiEe+HiWNm50KNaCSQSCV52FjQJ9cPdxoIh9cthZ2rExnO31GjJZcK249QO8iLI2VbtcalMxvANYfSoFoqjhYlamb8DiYbGd/v8r/K/O3JBgbJy5UqsrKy4cOECffr0oUePHjRv3pwyZcpw5coVatasSdu2bUlLS0Mmk+Ho6MjGjRu5c+cOo0ePZsSIEWzcuPGz9bVr147169cza9YswsPDWbBgAUZG6j0p7/M5uufPn0+vXr3o2rUrN2/eZOfOnXh6qn8tnJqaSr169fDx8eHy5cuMHTuWQYMGfbIfWVlZ3L59m3LlyqmUFwsJ5k54uNo64RERFAsJVikrHhLCvfsPyMnJASA7OxudD8J2dHV0uX3njkrZnPkLKJwO3umf7Op3Izs7h3sPH1OiaKBKeWjRQG5F3P/qdk9fvIK/jxd/LFpBgw49aNd3KKs27yAjI4uIJy8pFeCtIl8qwJsbD55+VtsymYzUjExMDXMfALKzc1Tm+GV0HFk5OcQl5XoGtbV18PUP4X7EjXzbfnD3JgFFS6qUBQaXylMn8tVz+nSoQ/8uDZkz7ReiIl+qHM/OTEOak8WlQ4tZ8WtNDq0fSVZ6Mo4eobx+/HkPhHK5nGd3zxIf9ZhCHqEqx45uGo+bX0Wcfcooy5LjX5CeEkMhz7LKMk0tHexcQ4l69nGd147MQ8/AHO/izT6rbzlSKeFPXlIqQDV8oHSAN9e/4DymZWRionIepehqq74s1tXR5um9y8RHvyAlMQbPgNzxaWnr4OoTyrP7nzenoPCoSqU56Bua5iuTmhwHQHF/1eu0ZJHC3Lj3+LP0vBufqZHqg2p6Rib1+4yibq+R9J86n7uPnyuPWZpKMDXSIOJJjrIsRwoPXuTg7pD3bcv76OrA+J+MmdDFmO6NDHC0VjU1Aj20efZGSqd6BkzqbswPFcBO7wVpydE4+aheMw4eoUQ++fzr9MX9syREPcbBvbhaGWlOFvcu7yS0YhPiY16SnBCDd2DutaulrYO7b3Ge3r/2WTrV6pBKkcmkaGnnGujZOVIysnPIev+VAFDay4nrz97k29b2S+G8iE2ke9XQfGUWHr6EuaE+TUL98pX5O5BoSL7b538VEY4iKBCCgoIYOXIkAMOHD2fy5MlYWVnRpUsXAEaPHs38+fO5ceMGpUqVYty4ccq6bm5unDlzho0bN9KiRYtP6rp37x4bN24kLCyMatWqAeDurj7G90O0tbU/qfvXX39l4MCB/Pzzz0q50FD1N8i1a9cilUpZtmwZBgYG+Pv78+LFC3r06PHRfrx58wapVIqenh5JSUkAZGZmYWZmRnx8gto68fHxmJmZqZSZmZkhlUpJTErC0sJC4fXevp3AgADs7e24ev06Z8+fQybNdXcfO36CBw8e0iPuo1387iQmJyOVyTA3UzVIzM1MiUtI/Op2X72JIvLmHapXKMO0UUN4/iqSPxetIDklBalMhqWp6mtgS1MjYhOT82lNlTX7T5CRmUX1kkHKslKB3qzdf4IQHzccbSyVXvKE5FSVuiZmFsRGvc637YSEWEzNVEMNTM0sSIzPDc738A6ge7+x2Dk4k5gQx45Nyxg/tDOTZq/H2MQMAOtCvjy8cZC6HWeRk53Omb0z2TKnPbauRUhJyP+PP0BmejJLRldAmpOFREODKs3H4OKbayTdvbKHqBd3+GHgZpV66ckxAOgbqYYQ6RlZkpqQNzb3HW+eXuHe5S006r0tX5kPSU3PVJxHE9WHbAuTzz+Pq/efJD0zmxolcmOzSwd6s+bASUJ83HG0seDCnQccv3qHbBkkJyrGZ2SqOj4jU0sSYvIf34cc2Pg7Jua2ePiXUXtcLpeze+0kAPw8XFSOWZoaE5uY9Fl61u45QkZmJtVKhSjLXB1sGd39RzydHUhNz2D9vmN0HvsH6yYPB8DEQGE4f+jFTk6TY2GSv9H0Jl7GmgPpvIqWoqcroVKwLgNaGTFpdQrRCYr7jJWpBuWDdDhyOZOD5zMIDTLCwyIaAAMjS5X2DIws1cZzv09mejIrJ1RE9vY6rdBkDE7eZdXKPr51mMyMZIpXaEx8tOKB9cPzaGxqRfwXnMcP0dM3xMWrKIe2L8CmkAfGppZsunAbgJQP4ngsjQyISX6urhmexiQw88A5lndtjJamep/p1Sev2XYpnI19P/23UfDvQxjhggKhSJHcP26amppYWloSGJjr8bS1Vbxmi4qKAmDBggUsWbKEp0+fkp6eTlZWFkWLFv0sXdeuXUNTU5OKFSt+VV8/pjsqKopXr15RtWrVz2orPDycoKAgDN4LlShduvQn682ePRuAGjVqkJGRAcDPfXorYsE/4jSQSD48qPgDKnlbqUe3rsyYNZufuiseAhzs7alRrRoHDynCPaKio5m/aDETJ4wn42jfzxrj90by4QDlcvIM6wuQyeSYmZowuMdPaGpq4OPhRkxcPGu37VLoy6vuo3P8jv1nr7Jw20H+6NcBi/cMwBBvN8Iu3KDx0KkA2FooHio0PnzlKpfnVf4BH55PRZXcsqBiucabE+DpG0jfjnXo27EumlpayGQSGnZbCIClnQeGpjbYOgWwdFwVDEys1MaPv4+OriFthmwnKzON5/fOcnz7ZEwsnXDyKkly/GuOb/mNxj2X8eD6AQ5vGENOdgavHl3Bxa9aPi3mP+bszFSObxpC2Ubj0TP8ioXN6ubqM07k/nPXWLg9jD9/bq9yHge3rs+E5VtoMnz621+RHA0NDaRSGTLpW0Mqz89NruY3qJ4Te5Zw49xefhq+Em0dXbUyu1ZNIPrlw3xUfZ6uA6cvsWjLXqYP7IrFew+cgV5uBHrlLlwtXqosGvZeaGhI+L26LvO3Kx4a5R82KFFT9h5PXkt58jrX2/voZRpDfzSiYrAOm48q7mUSCaxYs4M/po4FYLWGhF8mLEB58P1xqin7EB1dQ1oO2EZ2Zhov7p/l9M7JmFg4UshT9U3SvSu7OPzXUACmDqxNp8EL3g7pw2vn07/NT9Gqx2Q2LRrJr70roaGhiaetGQCaGh+OT/39TSqTMXy9IsTE1dpMrY7UzCxGbDzEmCaVMDfU/6b+fg3/yx7s74UwwgUFwoeZSyQSiUrZuz8mMpmMjRs30r9/f37//XdKly6NsbEx06ZN4/z585+lS1//629Gn9L9pW3L5R/7c5U/o0ePZvfu3axfv57KlRXZMF4/f8ayFSsw/8Db/Q5zc3Pi4+NVyhISEtHU1MTERPHH18zUlLGjRpKVlUVSUjKWlhYsXb5S+RD04MEDEhIS6P1zP3j791kmgUd6cNoEpj7++2LYTI2N0dTQIC4hQaU8PjEJc9P8X9d/CktzM7S0NNF8z5Pk6uhAQmISmhoaxCSoekvjklKwNMl/kRTAwfPXGL9sE1N6taXkB2ECtcuEUDLAm6zsHJJT0zEy1KPlL39g/UG8bVJifB5P9/uYmVmSEK+akiYpMQ6Tj9TR09PHxd0XM3NLmrXpxq0XxkhzsgBITY7B0NQGQ1MbTMwdSE2MwtY5MN+2QBHzaWat8MDaOBYm7s1DLh5ahJNXSd48v01aSizrpjfJvc7lMpDL2Le0IwDpKTEYmOQuIs5IiUP/A0+ncmyxz0iJf8mhNT2VZXK5wnO6fFQATfvtxcTSOU89Q31dNDU08ni945NTsDD9eAjagfPXGb9sM1N6tqGkv2o4i7mJEX/83J7MrGxex8ajIZGwct8JjkdEYmCkeEhISYjBxCx3fClJcRiZqB/f+5zcu4zjuxbRccgy7Jx91MrsWvUrEVeP0mnYcmYPr5dnfHFJKVh86jo9e5kJi9Yy+efOlAxUn2HoHdKkGOYsX0tsQhIGwVPRevt8ZmIgISk19z5mrC8hOfXz72ty4OkbKdZmub+/pFQ5boUrUqqZIjuLq6sRMm3FdZqWHIPhe9dMekpsHu/4h0g0NDC1UlynVoUKEx/1iCtHFuUxwq3sfZHL5VRoMprSZUuR8/a3kZwYjYm5tVIuJSkWY9NPn8ePYWXrTI9Rq8jKSCMjPZWG8esIHbUQU33VB664lHQsjfKuZ0nNzOb2y2giXscweaci9l8mlyOXQ8gv85nfqT6m+nq8ik+m76q9ynqyt7/FkF/ms794Y5yd8/5mvhfCCP92hBEu+Ndx8uRJypQpQ8+euX+MHz58+Nn1AwMDkclkHD9+XBmO8r10Gxsb4+rqyuHDh5XG8cfw8/Nj9erVpKenKw34c+fULxZ7HyMjI/z9/bl69SoNGypSbcXp6nDl6jVKlyqptk5hX1/OX7igUnb56lW8vTzR0lL9qevo6GBlZUlOTg6nzpyhQnlF7HnRoCAWzlVk2njQQLHYdL012GRDlYS/dxGJtrYW3h5uXLx+iwqlcsN7Ll6/SbkS6lMofg6Bhb05dOIMMplM6Y1+/ioSS3Mz7MyNOX/7PlWK5xqj52/fo2Jw/mkg95+9yvilG/mtRxvKFy2c57ihvh6G+nrK71nZOWhoSFSydORkZxNx+wot2/XOU/8dnj6B3Lp+gdoNWyvLbl07j5dvkXzrZGdn8eb1c/wCi2Fr78SLTFPkcjkGJtY8u3saG0c/0lPjSYp/hYaGJkUrtsu3LbXI5Uqj3tm7FD8O3aVyOGzdcIws3Qgs35kDy3/i5YMzWDoo4lSlOVlEPrlI8ZoD1TZtau1O4747VMouh80iOzOVUvWGY2iqPuuQlqYmhV0LKc5jsdysMedu36dScP4xsvvPXWPc0k1M7N5a7Xl8h66ONq72NmTnSLkY/pDAkk2xKeSJkakVD26fwcFVoSMnJ4sndy9Ss4X68b3j5J6lHN25gA6DF+PoHpDnuFwuZ9fqX7lz+RA/DV+JlZ0rvm5OnL8RQeXQ3LCnCzcjqFAs/4eoA6cvMWHhWn7t04FyIXn15NErzeHspSt4OjkQ8zZsJDFFhq+LFi+iFedcUwM8HbXYcTLjk+29j6O1Bq9ickPeHr3KwcXBGANTxcJbUysT/HzlWFha8+LeGawL5V4zrx5epHTdj89pnrGQe52+z4Mb+zEwtsKvZHOs7DSQy+UYm1lx7+ZZCr13Hh9FXKJOqwFfpDM/dPQM0NEzID0qG4lEgoGu6kLOcw9eUKmwa556Rro6bP5ZNRXhxnO3uPDoJdNb16SQhQmaEkkemblhF0jNzGJIvXLfLVOX4O9DGOGCfx2enp6sWrWKAwcO4ObmxurVq7l48SJubupz/n6Iq6sr7du3p1OnTsyaNYugoCCePn1KVFTUJ2PKP0f32LFj6d69OzY2NtSuXZvk5GROnz5Nnz598rTXunVrfvnlFzp37szIkSN58uQJ06dP/6xxdOzYkSFDhhAQEEBwcDCLFy0mKjqaum/zfi9bsZKY2FiGDFT8sahXpxY7d+9m4eIl1K5Zk/CICA4cDGPYkNyFoBERd4mJjcXD3Z2Y2FjWrFuHXCajRdMmABgYGODqqvAopb59464jV2RIsf9ISjJNQwMMPXM9LgZujpgE+ZIVl0jG8/zjnj+kZYPa/DpzPr4ebvj7eLEz7AhRMbE0qqkI/1mwej0xcfGM/Dk3pv7+4ycApGdkkJCUxP3HT9DS0sLNyRGARrWqsWXPQWYuXU3TOjV48TqS1Vt20KxuTdzNdBi1cD1+bo4U8XRh69HzRMYm0KyKImRo9sa9RMcnMr7bD4DCAB+9eD2D2jQk0MOZmARFTK6ujjbGBoqHrJsPnxEdn4i3swPR8Yks3B6Gkb4e4U9fcunsUWwdnNm1eTk6OnqUrlBTOY4Ff47B3NKGlu16AVCjfit+G9GN3VtWElKyIlfOH+f29QuMnLRYWWfd8pkEh5bH0tqWpIR4dmxaRnpaKuWr1AUUmUvO7ZuDR2A1LhyYT052Fg+uH0RDQxMdPSN8i9VTtnVgzRAMTW0pV19h8FwIW4itUwBmVs5IpVk8uXOC8Is7qNJiLAA6ekZYOai+BdDSNUDXwAwLOx/8y7bjxvFFmFi6YGrlwvVji9DU1sMjKFfn8U1DMTSxpXjNAWhp62Juq9qejp7C0/t+eXZmKkmxz5TfX8bEUaVYAPO2HqCwqyNFPJ3ZeuwCkbEJNK1cSnEeN+0jKj6JCV0VBsv+c9cYvXgDg1o3eHsek9+eRy2V8xgVn4SPsz1R8Uks3B6GXC6nfJ3OSCQSytZsx/Fdi7C0dcHKzoVjOxehraNHUOnc8W1aOBQTc1tqtlD8Rk/sWcKhLbNo0WM65laFSE6IfjtOA3T1FOnwdq4cz41ze/ix3xx09QxJToimfqXSTF+xCT93ZwK93dh2+DSRMXE0raZIwTfnrx1ExycyrqfioerA6UuMmb+Kge2aEeDlprxO9XS0MXo7vsWb9xLg5YqTnQ2p6Rls2H+Me09fMLRjC9a+UPT/6NVMapTQIypBRnS8jJoldcnOkXMpItfAbVtLn8QUGTtPKXKZ1i6ly5PXUqISpOjpKGLCHa012Xgk13A/cjmLga0MqVFClyv3svEpBIEuEsrWaMeBbQsxtVJcM1eOLERLRw+v4Nw5PfTXUAxNbShdR3GdXj68EBunAEwsnZFJs3kafpx7l3ZQoekYlWtJLpMRcXEbPsUboaGpBciQSCSUr9WOIzsXYWXngrWdC4d3LEJHR4/gMrk6/5o/DFNzG6VhnpOTxZsXCueMNCebxPg3vHwSjq6eAVZ2ivvn3RunkMvl2Ni7EfPmGUtW7qCQuTHXn0Wy7VI4Qc62bLlwh9cJyTQvqXhImrn/LFFJqfzWohoaGhK87FS98RZG+uhqaaqUfyhjrKejLNfR+XgWm2/lfzmryfdCGOGCfx3du3fn2rVrtGzZEolEwg8//EDPnj2VKQw/h/nz5zNixAh69uxJbGwszs7OjBgx4rvobt++PRkZGfz5558MGjQIKysrmjVTn8nByMiIXbt20b17d4KDg/Hz82PKlCk0bdr0k32pU6cO8fHxzJs3j6ioKFycnfl13Bhs3+YIj4uLIzo6WilvZ2fHr+PGsHDxEnbt3oOFpQU9unVV5ggHyMrOYuXqNbyOjERfX4/Q4sUZMnDAZ2WO+RimxQIofXi18rvfdMVcP1+1lRudh392O1XLlSYpOYUVG7cRG5+Am7MjU0cOxs5G8ao4Nj6BN9GqIRqdBvyi/P/dh48JO3EGO2srNi1SpJa0tbLkjzHDmL18NR37D8fKwpxm9WrRpnF9jFMjSUhJY/GOQ8QkJOFRyI5ZAzpjb6XwWsckJhEZl6Bsf+uxc0ilMqas2saUVbmLB+uVK8a4Lq0AyMrOZt6W/byMjkNfV4dyRXwZ36Ul245fYMXCqaSlJOPu7c+QcbNVcoTHxrxR+aPmXbgIvQb9yua1C9i8biG2do70GjxRJUd4XEwU86aPJDk5ARMTczx8Ahg7dSlWNopcwRoSTWJe3yPq+W2ystI5v1/xlsPWOZBqrX5Vyb2cFP8aJLn6c7LSOLppHMmJkWhp62Fh407NttPwCanzWecysPxP5GRncnbneLIykrB2LEKtjktUcoSnJr5GIvmyP+QxL2+zb2l75fc//lKkkgt0d2LxjsPEJL47jx1xeHceE5KJjE1Q1tly9Dw5UhmTV29n8urtyvL6ZYsxroviQT0rO4d5Ww/wMioOAz0dyhbx5deurbhkqAgrKl/3J7KzMtm5cjwZaUk4uheh45AlKjnCE2NVx3f+8F9Ic7L5a3buom6AKo16UbWJ4q3IhSOKFJRLJrZXkaldLpQlW/cprlMne2YM7Ym9tcXb8SURGZO7knrr4VNIpTKmLt/I1OW5mZ3qVijJ2B6KzayS09KZuOQvYhOSMTLQw8fVkUWj++Hv6QpvjfBDF7PQ0ZLQsoo+BnoSnkRKmbMlVSVHuIWxBu9H3enrSvihuj7GBhIysuS8iJIyY2MqTyNz48SfvZGyeGcaDcrrUbuULsnpcPw2OIb8RJGYDE5sHU9meiK2zkWo32WpynWaEv9KJRY+JyudE1vHk5KguE7NbNyo2noqXkVVr9Pn98+QkvCKwiWaqJRXqteZ7KwMtq0YT3pqEs4eRegybIlKjvCED85jUnw0M37JvYcf37Oc43uW4144lB4jVwKQkZbM3g0zSIyLxMDIlDq+9vSpWZK9V++z6PAlopNT8bS1ZG6HejiYKx42Y5LTiExI4b/C//JOl98Lifxrg1YFAkGB8uTBvQLVd7tw/QLVF3p9bYHqAzBI+voMCF/DHbOvWyz8tVx+8vWx9F9LUspnJJb/jvQutLNA9e3TaFCg+gBqaH/d7rNfy4hjJQpUn5dXweW2foebfcFepzWeff0mZl+LXpOfPy30DTzqUO/TQp+J+4qP7x/w/xXxLkEgEAgEAoFAIChghBEu+J+ie/fuGBkZqf107979n+6eQCAQCAT/Cf7JHTPnzZuHm5sbenp6FCtWjJMn1e8eC9ChQwckEkmej79/7gL8FStWqJV5lyL470LEhAv+pxg/fny+O1aamBT8K1GBQCAQCP6L/FMpCjds2EC/fv2YN28eZcuWZeHChdSuXZs7d+6oTck4c+ZMJk+erPyek5NDUFAQzZs3V5EzMTHh7t27KmV6enr8nQgjXPA/hY2NjWLDG4FAIBAIBP85/vjjDzp37sxPP/0EwIwZMzhw4ADz589n0qRJeeRNTU0xfW+vie3btxMfH0/Hjh1V5CQSSYGndRThKAKBQCAQCASCL0KiIflun8zMTJKSklQ+mZmZeXRmZWVx+fJlatSooVJeo0YNzpw581n9Xrp0KdWqVcPFxUWlPCUlBRcXFxwdHalXrx5Xr179+sn5TIQRLhAIBAKBQCD4Ir5nTPikSZOUHut3H3Ve7ZiYGKRSqXKX53fY2toSGRn5yT6/fv2affv2Kb3o7/D19WXFihXs3LmTv/76Cz09PcqWLcv9+/e/bZI+gQhHEQgEAoFAIBD8YwwfPpwBA1R3KdXV1c1X/v1c8aDYafbDMnWsWLECMzMzGjVqpFJeqlQpSpUqpfxetmxZQkJCmD17NrNmzfqMEXwdwggXCP4jmKS9KVB9BZ23+2JQmwLVB1B1Q88C1Zf/Jup/D4XcP2+X2e+JTKJZoPrSM20/LfQd8dWLKlB9AJIE6aeFviNtahfsgjsj7YKfU6eU8ALVd9O//aeFvjOhf3P733Nhpq6u7keN7ndYWVmhqamZx+sdFRWVxzv+IXK5nGXLltG2bdtP7iaqoaFBaGjo3+4JF+EoAoFAIBAIBIIv4p9IUaijo0OxYsUICwtTKQ8LC6NMmTIfrXv8+HEePHhA586dP6lHLpdz7do17O3tP7tvX4PwhAsEAoFAIBAI/hMMGDCAtm3bUrx4cUqXLs2iRYt49uyZcq+P4cOH8/LlS1atWqVSb+nSpZQsWZKAgIA8bY4bN45SpUrh5eVFUlISs2bN4tq1a8ydO/dvHYswwgUCgUAgEAgEX8ZnxGD/HbRs2ZLY2FjGjx/P69evCQgIYO/evcpsJ69fv+bZs2cqdRITE9myZQszZ85U22ZCQgJdu3YlMjISU1NTgoODOXHiBCVKlPhbxyKMcIFAIBAIBALBF/FPbdYD0LNnT3r2VL+mZ8WKFXnKTE1NSUtLy7e9P//8kz///PN7de+zEUa4QCAQCAQCgeCL+Jrt5gWqiBkUCAQCgUAgEAgKGGGECwR/MxKJhO3bt//T3RAIBAKB4LvxPXfM/F9FhKMIBP8hthw4ytodB4hNSMDN0YF+HVtRtLC3Wtlj5y+z9cAx7j95TlZODu6ODnRu0YBSRXNXhj96/pLFG3YQ8egpkdGx/NyhJa3qVldpZ9u+MP7avofY+ARcnQrRt3Nbgvx81eqMiYtn7oq13H34hBevI2lWtyZ9O7fNI5ecmsriNRs5fv4SKSmp2NtYU10f/NI/fy4syhXHfWBnTEMC0HOw4VLTnrzZefjzG3jLhrO3WHHyKjHJaXjYWDCkXllC3Bw+We/qk9d0XrwdT1sLNvZtqVZm3/X7DFsfRmU/N2a0ra0s33j4DKv3HiMmMRl3B1sGtWlAsI+72jaOXLrJ5iNnufvsFdnZObgXsqVr4xqUCfRRymTnSFm++wi7T10iOiEJFztr+raog38lRZ7wHXv2s2HrTmLj43F1dqJXlw4U8VeftTw2Lp75S1dy7+EjXr56TeP6dejdpaOKzIkz51i3aSsvX0cizZFSyMGe5o3qU6NKxbf69rFp63Zi4xT6enbpTGBAfvriWLB0BfcfPHyrry49u6qmENuz/yBhR47x5KlisZWXpwed27XB1yf32t+6/zDrduwjNj4BN6dC9O3YmqJ+PqgjJj6BOSvWE/HoCS9ev6FZnWr069RGpa212/cRHRuHhoYGcrkcV0cHerRtjmvpvLnXb9+8xorFc3n+7AnmFpY0avYDNes0VJE5e/o461cvJfL1K+zsHWjd7idKlqmgPJ6elsZfa5Zy/sxJkhLjcXP3olO3Pnh6FwZgU9hJpqzYrHY8fX9oQLt6VZXfj1y8zuZDp7j39KXimnG0p2vTWpQuUlilXnJqGvM27uHIpRskp6Zhb2WBr5sj58MnkJqajLuXP+26DaGQs4dave+4eOYI29YtICryBTZ2jjT9sQfFSlVWHh/YpQGx0a/z1KtSuxntug0FYM4fEzl2eL/KcV1dPWQyGeYWljRs1jrPnJ47fUxlTn9o10VlTg/s2c6BvduJfqPIKe3k4kazH9oTUlyxKcvmA8dYtWM/0XEJSDQkaEgkFPP3YWDHVjjbq+acPnr+ClvDTnBPeT+1p0uz+pQq6q+U2X74JHtPnOPR81cA+Lo50+OHRvh75l4zcrmcrX8t4ejB7aSmJOPh7U+H7oNxdFb/+3/HhTNH2Lx2IVGvX2JjX4jmP/YgtHQl5fEt6xazbf0SlTpWVlacPn36o+1+CyIc5dsRMygQ/Ec4dPoCM5avp0PTOqycOpqgwt4M+G0mkdGxauWv3rlPiSA/fh/xMyumjCIkwJfBk2dz93HuqvGMzCwcbKzp2aYplmamedo4fOoss5atpm2zhiz9/TeC/HwZPGEqb6Jj1OrMzsnBzMSEds0a4unqrF4mO4cBYyfzOjqGCYP7snbONIb0/AnTL9yPRNPQgKQbd7n98/gvq/ge+2/cZ+qeU3SpXIwNfZoT4mpPzxW7eZ2Q/NF6yRmZjNx0mBIejvnKvIpP5o+9ZwhxVc0ze/D8NX5fu5NO9auybnw/gn3c6PP7Ul7Hxqtt58rdR5T092LWgM6sGfczxQt70v/P5UQ8famUmb9lP1uPnmNI20ZsmjiIppVLMWjWSu4/fMTRk6eZu2QFbVo0YdHMaQT6F2bY2Im8iYpWqy87OxszUxN+bNEEDzcXtTImxka0adGUOdMmsnj279SqVpmpM+dy8co1jp44xfzFy2jdohkLZv1OoL8fw8dO+Ig+xTXTukUz3N1c1cpcv3mbyhXLM33SBGZNn4yNtRVDR48jJkZx7R86fZ6Zy9fRrml9lk8fT5HC3gz67Y98fxvZ2dmYmRjTvml9PF2dVI69a8ulkD3GxoaUDA5EU1OTKmVCGT51No8e3lORfxP5mt/GDKVwQBGmz1pM05Y/smzhLM6ePq6UuRt+iz8mj6NilRr8Pmep4t/JY7kXcUcpM2/WVK5fvUTfQb/wx9zlBIWEMu6XgcTGRHPw7BV+X72Nn1s3ZNGoPjSqXBo9HR1+bt0AiURClRJBKn26GvGQkgG+zBzcjdW/DaK4nyf9py8m4smL3DnIyaHX5Hm8ioljSt+ObJn2C8X9PDlx+RY/dh3MmGkrMDW3ZNqY3qSnp6qdR4AHETeYP30EZSrVZvyMdZSpVJt504bz8N4tpUz95h3R1NSiZYefGfbbQoqVqgSAj1+ISltFi5Vk8eptTPx9ATo6ulSoUoNps5bQpGVbli+cybnTx/LMaYUqNfl9zjIqVKnJH5PHqMyppZU1P3boxpSZi5kyczEBRUKYOmEEz58+JuzMRf5cuRFNTU28XZ2oUjIEDQ1NTIwM6fPrDNIzMlXnNPw+JQIL8+ewPqycNEJhrE+dq3I/vXL7HjXKhDJv9ACWTBiKrZUFfX+bSVRc7m9799bV7NuxjvZdBzH+9+WYmVsweXQf0tPyn+P7ETeZM3Uk5SrVZuKsNZSrVJs5U0fw4O4tFTlHZ3fmrNyr/OzatSvfNgX/DoQRLhB8Bvv376dcuXKYmZlhaWlJvXr1ePjwIQBZWVn07t0be3t79PT0cHV1ZdKkSSr1Y2JiaNy4MQYGBnh5ebFz584v7sNfu8OoX6UcDapWwNXRgf4dW2FjZc7Wg8fUyvfv2IofG9bGz9MNJ3tberRugpO9LacuXVfK+Hm60addc6qXLYG2dt4XYxt27qNu1UrUr15Z6QW3sbRk2/5DanXa21jz80/tqFW5PIYGBmpl9hw+RlJyCpOG9adIYR/sbKwp4udDoawvm4/oAye4N2YGkdvDPi2cD6tPXqdx8cI0CfXD3caCIfXLYWdqxMZztz5ab8K249QO8iLIWf0ObVKZjOEbwuhRLRRHCxOVY2v2n6BhhVAaVyqJm4Mtg9o0xNbCjM2Hz6pta1CbhrSvWxl/dyec7azp3bw2zrZWnLiaa2zsOXOFTvWrUC6oMI42ljSvWoZSgT5s2r6LTdt3Ubt6FerWrIaLkyO9u3TExsqSnfsOqtVnZ2tD766dqFGlUr7nsGhgAOVLl8TFyZFC9nY0bVAXd1cXbt4JZ8v2ndSqXpU6Navj4uREz66dsbGyZNfe/WrbsrO1oVe3n6hRtXK++kYM7k/DurXxdHfD2cmRAX16IpfJuXL9BgAbdh2gXpUKNKhWEVdHB/p1aoONpQXbDhxR2569jTX9OrehdqWyGBnoqxx719aDp8/p1LwhU4b9jJ21JWkZmZQMCmDX1o0q8gf37sDK2oZOXfvg6OxKtZr1qFK9Dju3rlfK7N6xmaDgYjRp8SOOTi40afEjgUHF2L1jEwCZmZmcO32Cdh274x8QhL2DIy3bdMTG1p4De3ewdt8xGlYqRdu6VQjx9WTkT62wszJn65GzFPfzxNHGSqVPA9s2oX39qvh7uOBsZ0OvlvVxtrPm5JXc63rHsXMkpqTxe/+fKOrjjp2VOccu36Jz45oUL10FRxdPuvw8lszMDM6dOKB2HgEO7voL/6IlqNesIw6OrtRr1pHCRUI5uOsvpcyJsB1UqN6Q2o1+xNc/BAsrOzQ1tXj6+K5KW9ra2phbWHL+zHGsbWzp1nuQck4rV6/Dzq0blLJ7dmyiSHBxmrT4kULvzemet3MKULxkWUJCS+NQyAmHQk60bt8FPT197kXc5q89h6hcMoRXUTGM6dWRX3/ugr2VBbaWFqRlZHLw9EWVvg3o0JK2DWvi5+mKs70tPX9ojJO9DScv31DKjO/bmWY1K+Ht6oRrITtGdGuLTC7n0s0IQOEF379zPQ1bdCS0TGWcXDzo1m8MWZkZnPnIHO/fuZ6AoiVo0LwDDo6uNGjeAb8ioezfuV5FTkNTEzNzS+XHwsIi3za/ByIc5dsRRrhA8BmkpqYyYMAALl68yOHDh9HQ0KBx48bIZDJmzZrFzp072bhxI3fv3mXNmjW4urqq1B83bhwtWrTgxo0b1KlThzZt2hAXF/fZ+rOysrj76CklgvxVyksW8efm3Yef1YZMJiMtPQMTI8PPks/OzuHew8eUKBqoUh5aNJBbEV+/le/pi1fw9/Hij0UraNChB+36DmXV5h3IvrrFryMHCH8VTWkvVU9oaS8nrj97k2+97ZfCeRGbSPeq+W8KvfDwJcwN9WkSqhqCkZ2TQ8STl5QKUA0hKhXgzY0HTz+r3zKZjNSMTEwNcw3W7OwcdLS1VeT0tLW5cTucew8eUTxY1VNaPDiI2+GqBtDXIpcrjOEXL1/h5+PDvQcPKR5cVEWmWHBR7kREfBd9AJmZWeRIpZgYG5GdncPdh08oUVR1A44SQQHcuvvgi9p9v63s7GzlnL5rS1dHh/A7N1Xq3I24TVCI6rVQNCSUh/fvkpOTA8C9iNsEBeeVuRt+GwCZVIpMJkX7g620dXR1uHPrOhGPn1MqUDW0pqi3G88jo2lYsdQnx6W4ZjIwMcq9Zk5cuUURL1emrNhEjR6/0GTQr8QmJFHCP/fa1NbWwTcghAcRN9Q1C8CDuzcJKKrah8Dg0so6OdnZPHkYQUDRksrvZ4/vw9WzMA/vqrZ7++Y1OrVuwL5dW5BoaJCYkOtBLhpSgof3Iz46p0EhJbgbrv4BWiqVcur4YTIyMnD38iXi0TNlmEjuefbj1v1HaGtpcv0T1867+6npR+6nGZlZSHOkyntu9JtXJMbHEvh2LuDtHPsHcz/8Zn7N8CDiJoHBJVXKioSU4n6Eap03r57Tu0Nd+v/UiDnTfuH58+cfHcO3Iozwb0fEhAsEn0HTpk1Vvi9duhQbGxvu3LnDs2fP8PLyoly5ckgkEuWGAe/ToUMHfvjhBwAmTpzI7NmzuXDhArVq1fos/fHx8UhlMizMVL2q5mYmxCUkflYb63YdJD0zk6plin+WfGJyMlKZDPMPwlTMzUw/W6c6Xr2JIvLmHapXKMO0UUN4/iqSPxetoLQZ1Ez46ma/mFRNkMrkWBqpekItjQyISVb/x+tpTAIzD5xjedfGaGmq92FcffKabZfC2di3RZ5jCcmpSGUyLE2NVXWaGhGb+PEQmHes2X+CjMwsqpfMNaxLBXqzdv8JQnzccLSx5MKdBxy7ehupVKaIqVV7DhM+S19+pKSm0qJDN7Kzs9HQ0KBfj5/wdHdV6DM3U9VnbkbclW/T9z5LVq7CytKCkKJBJMS+Uvw2TPP+NmK/8DpNeHvNW5iaULJoIOt3HaConw9mpsa8fBNF+IPHSGVy1TrxcZiZmauUmZpZIJVKSU5KxNzCUiFjripjZm5OQrziQVzfwAAfX382r1+Fo5MLpmbmnDp+mPt3w7GxtVc7vsjYBDQkEiqHqj5gqWPN3qNvr5lgZdnLqFgu3blPrTLFmDmkOyev3mbRln0cPHuFaoGtlHImphbERkfm23ZiQiwmpqoeVxNTCxLjFaFAyckJyGRSTMwUMlfOHyMtNQUf/xCunDuqrBNcvCSly1XG2saWCaMGkpKcxNgR/Zg6czHa2jqYmpm/ndMEzC2sPjmn73j65CG/DOxJVlYWevr6DBn5K6amZkhlMnzdnLC3tmTeX9sY1qUNZsaGPH7xmoTkFGLiP37trN0dRnpmFlVLF8tXZu66rVhbmBEaWJhnQMLbOTE1U50vUzMLYj4yxwkJsWrrvJtjAE8ff7r1H4O9gzOJCXFs37icVq1asXv3bsw/mCfBvwdhhAsEn8HDhw8ZNWoU586dIyYmBplM4bd99uwZHTp0oHr16vj4+FCrVi3q1atHjRo1VOoXKVJE+X9DQ0OMjY2JiorKV19mZiaZmbkxiSkpKQBI+MBjIJd/1q5lB0+dZ+mmnUwZ0jvPH/NPoU7nt2yUJpPJMTM1YXCPn9DU1MDHw42YuHhWLVlboEb4Oz4cnxz145PKZAxfrwgxcbU2U9tWamYWIzYeYkyTSpgb6quVgbynTC6HD6dZHfvPXmXhtoP80a8DFiZGyvLBbRoyYflmmg6bhkQiwdHGkgbli7PjxCWQSpF8oFAu/yx1H8VAX5/FM6eRnpHBles3mbd0JYPehnZ82LZcLs/Th69lw+ZtHD1+it8nTUBHR4d3UUx52pfLv3qMEomEnzu1Zsr85bT+eThyOWhqatCgWkV2H8270C3v2OR5ZD6cFcVPN7es76BfmDtjCl3aNUVDQxN3Ty/KV6zG/Xt33upQbS3i8XMM9fXQ1VF9A/Ih+89cZtHW/fw+4Ccs3nv4S0lLJzs7h7BzVwk7d5UZg7sBsOfURap1fX8kn75Y8lxf5L0vvfudnTi0k8CQ0ujpG6jIlK2Qu7BUT0+fUmUrsmvbBi5fOEupshVVWvqwTaVeNdeZQyFnps1eSmpqCudPH2fOHxMZMFyxjkRLS5NJA7rx24JVVO88AIlEgq6ONqWL5t3W/H0OnL7Aks27mTaoZ77309U7DrD3+Flkcjk1fxqITKLBoNF/vO34h/OlOq7P4cOxBhUro/y/E+DpG8iwns3Yvn07HTt2VNPCd0AszPxmhBEuEHwG9evXx8nJicWLF+Pg4IBMJiMgIICsrCxCQkJ4/Pgx+/bt49ChQ7Ro0YJq1aqxeXNuJgPtD0IFJBKJ0pBXx6RJkxg3bpxKmY+Pdx7PXnxi8ieN6kOnLzBx/kp+G9CdEkXUZ6hQh6mxMZoaGnk8pvGJSZib5l3E+blYmpuhpaWJ5nueZFdHB5K1FCEiBXVTMpSCpoaEmBTVXdTiUtKxNMobm5yamc3tl9FEvI5h8s6TAMjkcuRyCPllPvM71cdUX49X8cn0XbVXWU8mV/yJDfllPut/HYimhgYxHyz8jEtKwdJE1Tv+IQfPX2P8sk1M6dWWkv6q4SzmJkb88XMHMrOySUxJw9rchNkb92Jna8OLV6+Ji09QkU9ITMTczOyj+j6FhoYGhRwUi0493d149vwlu/aFoaGhkVdfQmIeb/zXsHHrdtZt2szUX8cpF3Gavb1O1f42vlDn+20F+HgyedjPZGZl8cfi1byIjEJfTw8bW9WFtmbmFsR/4H1NTIhHU1MTYxNTpcyHHtrEhHhM3/Og29kXYsKUWWRkpJOeloa5hSW/Tx6LrV0hoiJfE5uQpJS9GvGQhJRUfF3zXxgMcPDsFSYs/ospfTtSMkA1nMXRxopC1paM6/EjAFlvwzzik1LIyc5G6+09KzkxHlMzy3x1mJpZkpigugBWUUfhuTU2NkNDQ5PEhFhiol5z+8YF+gydSvjNi3m8u+8wM7cgMzMDKxtbXr96oZyvD+c077wnqMwpKO699g6KefL08uXBvQhOHj349jwnUalEMGumjiIlLZ1Zazbz7NUbklJS8HVXvyg57MxFfluwion9u1Hig2wz71iz6yArtu/jj2G9sbZQ9OeJbmFycrIV/YyPxdwiN44/KSEu37kAMDOzJDFBdaxJifHKtwvq0NPTx9vbmydPnuQr8618rwfr/2XEY4xA8AliY2MJDw9n5MiRVK1alcKFCxMfr5rJwsTEhJYtW7J48WI2bNjAli1bvijm+0OGDx9OYmKiysfX3ZWLN+6oyF24cYdAn/zThx08dZ4Jc5cz7uculC1WJF85dWhra+Ht4cbF66oxlhev3yTA1+uL2nqfwMLevHz9RuUh5PmrSExyCtYroAUUdrDm3H3V0JNzD16oXXBppKvD5p9bsqFPC+WneQl/XK3N2NCnBYFOtrhZm+WRqVTYjVD3Qmzo0wInW0t8XQtx/rZqTP352/co4qn+jz4oPOBjF2/gt+6tKV9U/R9+AF0dbWwsTMmRyjh86SblSpfA29Ody1dVY28vX7uBf2H16fu+FjlypFIp3p4eXL52XeXY5WvX8fNVn9byc9mwZRtr1m9i0rjR+Hh5Ksu1tbXw8XDl4vXbKvIXb9wmwMfzw2Y+irq2dHV0uHXvIf5e7hw7d4kSpcqq1PHx9efG1UsqZdeuXsTDywctLcUV7e3rz/VrqjLXr17Ep7DqGg9QGE/mFpakJCdz7cpFSpYpj6+bE+dv5cbw7zh2Dh1tLUoF5j+n+89cZtzCdfzWqx3lgvPqCSnsQXRCEoVsLHGys8a9kB2G+roY6OkqDfCc7Gwibl3B0zf/e4enTyC3r51XKbt17Zyyjpa2Nq4evty+dp6Th3dhYmpOUPGy3L52Id92vX39uXb5ArHR0ZhbWCrny8PLV2VOb1xTXTypmNOPe7HfXae+7s5cuBGuLDcy0Od6xENcHOwIf/iUCsWL5ql74PQFJsxbyYS+P1EuJDDPcYDVOw+wbMseZgzvS4ifD052NjjZ2WDn4EQhJzdMzS25de2CUj4nO5uI21fxKqy+PVB4tW99MMc3r57Hyzf/OtnZWTx8+BBra+t8ZQT/PMITLhB8AnNzcywtLVm0aBH29vY8e/aMYcOGKY//+eef2NvbU7RoUTQ0NNi0aRN2dnaYfYOnUVdXF11dXZWy1vVrMG72Unw9XAn0dmf7oRO8iYmjcY1KAMxbu4XouATG9FHkWD546jzj5yyjf8dWBHi5E/s2xlFXRxujt4v6srNzePxCkdM2JyeH6NgE7j1+hr6eLvZOrrRsUJtfZ87H18MNfx8vdoYdISomlkY1Fa+OF6xeT0xcPCN/7qHs5/3HTwBIz8ggISmJ+4+foKWlhZuTwhvVqFY1tuw5yMylq2lapwYvXkeyessOyuY6+j4LTUMDDD1z0yAauDliEuRLVlwiGc/z5iRWR9vyQfyy8TB+jjYEOduy5cIdXick07yk4g/5zP1niUpK5bcW1dDQkOBlp+oRtDDSR1dLU6X8QxljPR1leY6WFj/WqsCohevxc3OkiKcLW4+eJzI2gWZVSgMwe+NeouMTGd9NsYZg/9mrjF68nkFtGhLo4UzMW4+oro42xm/DP24+fEZ0fCLezg5ExyeycHsYcrmcVk0a4eHmyqQ/ZuPj5Y6frw+794fxJjqG+rUVIVOLV64lJjaW4QP6Kvv84NFjQHEOExMTefDoMVpaWrg6Kxaxrtu0FW9PDxzs7cjJzuH85SscPHKcfj26oGdgyJQ/ZuLt6YFfYR/27A8jKjqG+nVqArBkxWpiYuMYNvDnPPoyMjJISEziwaPHaGtp4fJW34bN21ixZh3DBw/AztaGuLcPwfp6euhrQMv6NZkwaxG+Hq4E+HiyI+wYb2JiaVxDkat6/ppNxMTFM6pvbpzFvceKhbBpGZkkJCVz7/FTtLW0lG0ZGxlibmrM/cfPeBUVzfWI+8hlcrIyM5n1+2/0HfgLADXqNGTf7m0sXzyH6jXrcTfiNkcO7qXfkNFKXXUbNGPU0L5s27SO0FJluXjuNDeuXebXqXOUMlcvXwC5HAdHZyJfv2DV0gUUKuRElep1cCGG0fPXUNjNGU8ne/aduYSGRELTqooHgjnrdxEVn8j4t17t/WcuM2bBGga1bUKAp6vymtHT0VZmg2larRwbDp5k+uqttKxRgeeR0chkcqQyGZfPHcXW3ondm1egq6tHqQo1lf1cNGMM5pbWNG/bG4Dq9VsxaUQ39mxdSXCJily9cJw71y8wYlJuzuqaDVuzaMYY9PQMKFaqEhtWzCI2JpLKNRVrbVYsmcO1S+fp8fNQzC0scXX3YufW9ejo6uHo5Mrhg3s4cnCPypzWadCM0UP7sm3TWkqUKseFc6e4ee0SE6bOVcqsXbmI4GIlsbK2IT09jdPHj3Dn5jV+GT8N3WhHxs5Zjhw5/p5uXA2/z6uoaFLT06kQWpTLt++y/+R5xvZWhHIcOH2BcXOXM6B9SwK83JRvXnR1dJRzunrHARZu3Mn4vp1xsLFUyujr6YK+wnNcq0Erdm5ega2DE3YOTuzctAIdXT3KvDfHC/4ci7mFNS3b91LMX/2W/Dq8O7u2rKJYyQpcPn+C29cvMGryImWddctmElyiPJZWdiQlxrFj43JSUlJo3LgxfxciT/i3I4xwgeATaGhosH79evr27UtAQAA+Pj7MmjWLSpUqAWBkZMSUKVO4f/8+mpqahIaGsnfvXjS+8w2qWtkSJKaksmzzLmLjE3F3cuD3ET9jb60w+mLjE3kTk/taeHvYcaRSKdOXrGX6krXK8joVyzCqdydAsWlJ+yG5ebbX7TrAul0HCPbzZtZvY6harjRJySms2LhNsQmKsyNTRw7Gzsb6rc4E3nyQi7nTgF+U/7/78DFhJ85gZ23FpkUzAbC1suSPMcOYvXw1HfsPx8rCnGb1auEzQTX126cwLRZA6cOrld/9po8A4PmqrdzoPPyz2qhVxIvE1EwWHb5EdHIqnraWzO1QDwdzRWhITHIakQkpX9SvT1GjZFESUtJYvOMQMQlJeBSyY9aAzthbKV5bxyQmERmXoJTfeuwcUqmMKau2MWXVNmV5vXLFGNdFsYAuKzubeVv28zI6Dn1dHcoV8WVC11boGBlSuXxZkpKSWbV+M3Fx8bi6ODNpzAjlOYyLiyfqg7zvXX8erPz/vQePOHz8FLY21vy1dD4A6RmZzJy/mOjYOHR1dHBydGDEwL5ULl8WmUSTpORk1qzfqNQ3cexIbG1sFPri44mKVs0Z3r3vgPf0PeTI8RPY2lizdpnCyNi5dx/ZOTmMnzRVpV7bH1rSvVltqpUtSVJyCss37VD8NpwLMX3EAOzepu6LjU9Q+W0AdBw0Rvn/uw+fEHbyHHbWlmxZ8LuyrbiEJCQo4t8d7Wz4dVAvZqw/QEx07noOWzt7fhk3heWL57B/93YsLC3p1K0vpd+LY/b1C2DA0NGsW72U9WuWYmvnwIChY/H2zQ0PS0tLYe2KxcTGRGNkbEypshVp3e4ntLS0qFE6hMSUVJZsO0BUXAIyuYw/BnXF3loRjhCTkETke3nmtx45o7hmVmxW2eCnXvkSjO2u2JTIztKcOcN68MfqbfwwfArW5qZ0aFCN7BwpqxZOUW4kM2jsbPT1czOAxEZHqoQhePkG0WPQb2xZO5+t6xZgY+dIj0ET8fDO9UiXLFeDe3eucXjvJk4f24ujsycDRs3AykYR2pOYEE98fBxTJowgLTUFM3NLgoJDiY2NZuTgXlhYWtKx28+UKlvpvTkNpP/QMfy1egkb3s5p/w/mNDE+jtm//0Z8XCwGhoa4uHrwy/hpBAWH4pRiRGJyKgs37GBr2AkALEyNqVepDJ2b1mXSojW8ic19m7n90EmkUhnTlv3FtGW56RfrVizN6J4dANgSdpzsnByG/7FQ5Vr7qVk9KrVTZJCp16QtWZmZrFgwlbS3czx03Cz0DXLnOCb6DRJJ7t8P78JF6D14ApvWLGTz2oXY2jnSe/BvePrkznFcbBRzp48iOSkBExNzPH382bhxI4UKFeLv4n85q8n3QiKXy9WtIBEIBP8y4m6cLFB9OVr5Lyz8O7gY1ObTQt+Zqht6Fqi+HIe8uy3+nSRaFKw+AJlEs0D16Wd+faaeryFSr+Dn1CXhWoHqu2VY5tNC3xEj7S/YKvc74ZQS/mmh78h9/aIFqg8g1Mfsb20/dnzXTwt9JpajF31a6P8h4l2CQCAQCAQCgUBQwIhwFIFAIBAIBALBFyHCUb4dYYQLBAKBQCAQCL6I9+PWBV+HmEGBQCAQCAQCgaCAEZ5wgUAgEAgEAsGXIcJRvhlhhAsEAoFAIBAIvgiRJ/zbETMoEAgEAoFAIBAUMMITLhAIBAKBQCD4IkR2lG9HGOECwX+ErdHlC1RfK8OdBaqvoDfOATjccl6B6jO7frlA9d16YlSg+gCycwp2/7efdFd/Wug78si0RIHqA9AwK1Kg+h68MilQfVDQ+mD7S8sC1TcwfUKB6gPAZ9zf277IjvLNiBkUCAQCgUAgEAgKGOEJFwgEAoFAIBB8ESIc5dsRRrhAIBAIBAKB4MsQ2VG+GWGECwQCgUAgEAi+CIlEeMK/FfEYIxAIBAKBQCAQFDDCEy4QCAQCgUAg+DJEOMo3I2bw/zFPnjxBIpFw7dq179amRCJh+/btX93+2LFjKVq06Hfrz9eyfft2PD090dTUpF+/fn+rrg4dOtCoUaO/VYdAIBAIBAWJREPy3T7/qwhPuOCrcXJy4vXr11hZWX12nUGDBtGnTx/l9w4dOpCQkKA07AuKbt260bFjR/r27YuxsXGB6v5W5HI5Z/bM4frpDWSmJWHvGkS1lqOxcvDKt869qwc5d2ABCdHPkElzMLNxIbRqR/xLNlLKPL9/kYthS4l8fovUxGhs+7ancrEANh4+w+q9x4hJTMbdwZZBbRoQ7OOuVs+RSzfZfOQsd5+9Ijs7B/dCtnRtXIMygT5KmewcKct3H2H3qUtEJyThYmdN3xZ1qGClC8CGs7dYcfIqMclpeNhYMKReWULcHD45L1efvKbz4u142lqwsW9LtTL7rt9n2PowKvu5MaNt7U+2+T4W5YrjPrAzpiEB6DnYcKlpT97sPPxZdeXAAXM436kmaanJuHsF8GPXoRRy9vhovUtnD7Nt3XyiI19gbedIkzY9KVaqivK4VJrDjvWLOHdiH4kJsZiaW1Gucj3qNf8JjbdeqjN7ZxNxaTeJsS+Qy6RIJGBdqDC12k3Fyj7/a+b+tYNcOLiAhJhnSKU5mFu7UKxKR/xKNFLKXDi4kPvXDxL35hFa2no4uAVTut5AzG3ckcvlXDgwh9tnN5KRnoSdcxEqNh2N5Ud0PrhxkMthC0mIeYZMloOZlQvBlTriG9pQKXN+/2wuHJir/D4bsDQxpFvtcqw4dI6YxBQ87K0Z0rw6IZ7OavVcefCcmduP8PhNLBlZ2dhbmNKsXDBtq5ZUkUtKy2DOzmMcvhZBUloGhSzNqNzOkcJFK6ptVy6XE7Z1LuePbCItNQlnzyI07jASO8f8x3z+yCYun9pB5PMHABRy86N2y368eHSbY3uWkZwQjbOzC5279sYvIP984bduXmP54nk8f/YECwsrGjVrRa06DZTHnz19zF9rlvPwwT2io97QqUsv6jdqptJGeloa69Ys48TJs6Qlx2LrVBhrBy8e3DxGRloSDm5B1G49GutC+Y/nyomN3Dy7nehX9wGwc/GncuMBFHLL7fvsYVVIjH2Zp25IxR8wNLHk6okN31WfTJrD8Z2zuXV+F6lJMRiZWuMc0JDACt2RaGhQIUCDEA8JejrwMhb2X5ISnZSvShX8nSU0KavJ3RcyNp6UqZUp6yfBIGgc2bfPsnb+bFZeiCAmJR0PK1MGVQ0mxMlGbb1Lz97Q5a+jecq3/lQHN0tFbvWt1x6y+/ZjHkQnAlDYzoI+FYoQ4FCwedAFX4cwwgVfjaamJnZ2dl9Ux8jICCOjgt9A5H1SUlKIioqiZs2aODh82rj7t3EhbDGXjiyndtvJmNu6cm7ffDbO7shPY/ajo6d+bvUMTSlVqweWtu5oaGnz6OZR9q0egYGxJW5+ik2AsrPSsHb0IaB0E3YsVjwoHTx/jd/X7mRYu8YU9XZly9Fz9Pl9KZsmDcLe0jyPnit3H1HS34tezWpjbKDHzpOX6P/nclaO6YOvSyEA5m/Z/3/snXV4VEfXwH+7G3d395AEAsGCuxZ3KFK8tLRA0ZZiFWiBFnd3d4JDcIJ7cAkJCXG3te+PhQ1LNiG0lL7v997f89wHdu6ZOTNzJ/eee+6ZGSLOXWV83454ONpx/tZ9Rs5ZzerB7XienM7v+8/wQ5s6hLo7sC3qLkNW7WPn8G44WpT8spSVX8D4rceo6u1CanauVpmXaVn8EXGOSh6OH9Tfb5AYG5F58z6xq3cQtnXeB+U9bg4nzaH/gDHYO7mxb9tyZkwawq/zd2BoaKw1z6N7N1k0Yxztug+mUrX6XI06waIZYxn763K8/UIAiNixmshD2+j3zWSc3bx59uguy+dOxtDIhMatugNgaeeBi09lcjISqfHZMOIeX+LJrRNsm9uHvhMOlTpmqjb9Eit7LyQSXZ7cOcGh9aox4xGoGjMvHl0ktHYP7N1DUMrlnNn3J7sX9afHmH3cPLOea5GraNR9Kpa2Hlw6sojdi/ry+bgDJes0Mqdy48FYvtb59E4kRzd9j6GpFe4BRZtVWTn40vbLFQD00NtG5K0HTN18iB+6NiPUy5VtZ64yZP4mdv44CEcr82J6DPV16Vq3Mr7Odhjq63Lt0Qt+2ngAQ31dOtaqBKheFgfP2YCVqREzBnTA3sKMhLRMblral3idI/ct51TEaroM/hVbBw+O7lrE0qn9GTUjAoMSrvPj6IuEhrfEvVcounr6RO5bzqKf+yCXy2j/xQQ8/Cpy7+wqfpo4hjkLV2FrV1z/q4R4fp44jsbNWjJs5A/ci77NkgWzMDc3J7ym6oWhoKAAewcnatSqx8ql84uVATB/znRinj+lTb/fMbWwI2LdRK6f2UqLnj/h4h3Kmf0LWf/nF3z580H0S7iGz+9HEVS1JS7eldDR1eP8oWVs+LMvgybvx+x13/X9YRtKhVydJzHuIRv+/AKlQk7UkZW0/mIaVvYeH03fuYNLuXpqE62/+A1bJx/in99m94px6BmY0veLXlQPELHngoKULCW1g8T0qC9hwX45hbISLvRrzI2gUUUxzxNL3qDK0QoqeotRpCZw4EwU049dY1yTMEKdbdh+/TFfbz3F9v7NcTTTPj4Adg1ogbGervq3pZG++v+XXyTSLNCdCo1s0NORsDoqmi+3RLK9X3M8Sq/+30fYrOdvI/TgfzkHDx6kVq1aWFhYYG1tzWeffcbjx49LlL9z5w4tW7bEzMwMU1NTateurZa/dOkSjRs3xsbGBnNzc+rWrcvVq1dLLOvdcJTIyEhEIhHHjh2jcuXKGBkZUaNGDe7fv6/O83Y4yqRJk1i9ejW7d+9GJBIhEomIjIykQYMGfP311xq6UlJS0NfX5/jx4+/tk7S0NHr16oWlpSVGRkY0b96chw8fquv4xvPdoEEDtc7SSElJoVu3bri4uGBkZERISAgbN27UkNm2bRshISEYGhpibW1No0aNyMnJ0ZCZMWMGjo6OWFtb89VXXyGVSt/blndRKpVcOb6G6s0G41exCbZOfjTv9RuywnzuXtpXYj43v2r4hTbG2tEbS1s3whr0xtbZn7jHRTs4egXVpXbr4fhVbKJOW3fwFG3qVKFdvWp4Otkzskcb7K0s2HbsvFY9I3u0oXfL+gR5ueLmYMvXnZrjZm/DqWt31TL7z12lb6sG1KoQiIudNZ0a1qB6iD9rTl9n7ekbtKscSPsq5fCys2J0q1o4mJuw5cLtUvvlp50naV7Blwpu2g0kuULBuM1H+LJRFVys/trufEmHTvFg4iwSdh35oHxK4JQ5NEqDsPAGuLj70O+byRQW5BN16mCJ+Y7s20C5CtVo2aEvji6etOzQl8DyVTmyt2jsPb5/k9Cq9ahQuTY2dk5UrtGI4NDqPHscrZYJCPuMp3dOUq3Zl4TV703THtNQKGRIC3K4d7nkMePqWw3fCo2xdvDGwtaNSvV6Y+ukOWY6DFlOUPX22Dj6YusSQNMeU8lKe8mrF7e5fnINVRoPxqd8E6wd/WjcfRrSwnweXC1Zp4tPNbzLN8bK3htzGzdC6/bCxtGf+Cea9yGxWIKxmS3GZrbYmJuw89wN2tUIpX3Ning52jC6UxMcLMzYckr7/SvQ1YHmVYLwcbLF2dqCz6qFUCPQi6uPXqhldp67TkZuHn8O7kRFb1ecrM2p5OOKk3uA1jKVSiWnD66hYdtBhFRpjIOrL10HT6WwMJ9r50puc/evplOjcTecPQKxc/KiY/8pyKSFePqHUa1+R+ydvek38Gusbew4GKF9F9tDEXuwsbWj38CvcXVzp3HTljRo3JxdO7aoZXz9AujTbzC16zZAR1e3WBkFBQWcP3uKXl8Mwt2vCpa2biS/fISJmS0ZKXHYOfvR+ovfkBbmczuq5Pa0GzCTyvV74OAWiI2jNy17/YxSqeBZdNE9w9jUChNzW/Xx6OYJLGxceXDjBLVaDCagUpOPqi/28XX8KjTEt3w9LGxcCAxrhqN3DVJe3qGqv5gzdxTci1WSlAG7LyjQ1YFg99JDJEQiaFtDwslbCtKztRvhujrQLlzC/osKlAV5rNl7iLblvWhfwRsvG3NGNaqEg6kRW689KlWXlZEBNiaG6kPyViz2r63C6VzJF397SzytzfixWRWUSiVRz1+VWuZHQSz6eMf/KIIR/l9OTk4OI0aM4NKlSxw7dgyxWEy7du1QKIp/FouLi6NOnToYGBhw/Phxrly5Qt++fZHJVK/7WVlZ9O7dm9OnT3PhwgV8fX1p0aIFWVlZH1SnH374gZkzZ3L58mV0dHTo27evVrmRI0fSuXNnmjVrRnx8PPHx8dSoUYP+/fuzYcMGCgoK1LLr16/HycmJ+vXrv1d/nz59uHz5Mnv27OH8+fMolUpatGiBVCrVeCnYvn27Wmdp5OfnExYWxr59+7h9+zYDBw6kZ8+eREVFARAfH0+3bt3o27cv0dHRREZG0r59e5TKohvziRMnePz4MSdOnGD16tWsWrWKVatWvbct75KREktOZhIegbXUaTq6erj6VuHlk2tlKkOpVPL83nnSXj3FxadKiXIyuZx7z+KoHuynkV492I+bj56XSZdCoSAnvwBzYyN1mlQqQ+8dI8BAV5drT+OJfplEuK+rxrlwX1duxJT8QNl1OZrYlAwGNyy5LYuPXcbS2JD2VcqVqd4fk1QdyNIB/7yiNF1dPfyDwnh070aJ+R7fv0lwaHWNtODQcB7fL8rjGxhK9M2LJMSprkfM0wc8jL5OSFhNtYx6zATUQi4r5Na5zegbmuLsXZmXT8s+ZmLunyc1sfQxU5CvulfIpfnkZiXh5l9UD4mOHs4+VYj/AJ0vHpwnLekpTt6VNc6lJz9nxcTarP6pISOX7uBuTDzhgZ4aMuGBXtx4ElsmXdEvErjxNJbKvkXhKydvPaS8pwtTNx2k/phZtP9pCcsOnkXxlgf3bVKTYslKT8YvpOh+oqOrh1dAZZ4/vF6megDk5mShVCpw96mgkR5aqTL3orW/jN6/d5fQSpp9VLFSFR4/vK++v78PhVyOQqFAT08PgPTkWLIzkjA0teTFo6vq9rj7VSH2cdmuIYC0MA+FXIahcfEvEoBqTEbtwb9iI3Iyk/AK0ry3fQx9rr5hPLt3gZSEpwC8enGPpJhrVKjaFFNDEU8Siu7VcgU8T1TiYlu6YVgnSExuvpLrT0r2gjevLObhSyVPXykplEq5+/gZ4Z6aX4+rezpwIy65VF1dVx2i8bxdDNp0nEvvMa7zpXJkCiXmBnqlygn8ZyCEo/yX06FDB43fy5cvx87Ojrt37xYL+5g/fz7m5uZs2rQJ3ddGkJ9fkYHVoEEDDfnFixdjaWnJyZMn+eyzz8pcp19++YW6dVWfQMeOHUvLli3Jz8/HwMBAQ87ExARDQ0MKCgo0wlo6dOjA0KFD2b17N507dwZg5cqV9OnT573rkj58+JA9e/Zw9uxZtXG9fv16XF1d2bVrF506dcLOThV/Z2VlVaZwGmdnZ0aOHKn+PXToUA4ePMjWrVupVq0a8fHxyGQy2rdvj7u7OwAhISEaZVhaWjJv3jwkEgkBAQG0bNmSY8eOMWDAAK06CwoKNF5CAKSF+uRkJAFgbKoZ72dkakNm6stS21GQl8XC7+sglxYiEotp3HUiHoE1S5TPyStArlBgba4ZBmJtbkJKRtlezNYdPEV+QSGNqxUZFNVD/Fh/8BSV/D1xsbPm4t1HRF67g1wmQ65QYm1iqKnPxIjkrBfvFg3A8+R0Zh+6wMqB7dCRaPcpXHsWz87L0Wz5pnOZ6vyxyZSo/jV9x3Yzs7AiJSm+xHwZ6SmYWVgVy5ORlqL+3aJ9H/Jys/lhaAfEYjEKhYL2PYZQvXYztUxupmrMbPqzGzJZAcZmtnT4agW3zm0t05hZMr4OcplqzDTsPBH3AO1jRqlUcnLHVBw9w9ThJobvjlMTa7LS3q9z5aS6ap31Ok7UMObt3SvQuPs0LGw9yM1K4emh8SgUSvR1NB9n1mbGJGdml6qr8fdzSMvORS5XMLhlbdrXrKg+F5uczsuUZ7SoEsz8r7rwPDGVqZsPUU13MY3bDylWVla6ypAyMdecI2NqbkNacultfpt9638DwDc4XCPdwsKS9LQ0rXnS0lKpaGFZTF4ul5OZmYGV1fvjgw2NjPAPCGLLprU06lWVrHSVsZcU9wArew+1nLGZDRkpZW/P8e0zMbWwx7OcdmfH/WtHyc/Nws2vMlFHVmJsplnXj6GvRrMBqvvfhOaIxRIUCjmhDb4lIFTl1MnO1ywjJx/MS44OwcUGQr1FLDmg/YUMVLHijpYilh1SyaRnZCJXKLAy0nwOWhvrk5KTr60IbIwN+bFpFQIdLCmUK9h/5xmDNp1gafcGhJUQRz7n5A3sTAyp5vFhoaJ/BZEQjvK3EYzw/3IeP37Mjz/+yIULF0hOTlZ7wGNiYihXTtPrd/36dWrXrq02wN8lMTGRCRMmcPz4cV69eoVcLic3N5eYmJgPqlP58kUTYhwdHdVlu7lpnyT1Lvr6+nz++eesWLGCzp07c/36dW7cuFGmyZvR0dHo6OhQrVrRBCtra2v8/f2Jjo4uJWfJyOVypk2bxubNm4mLi1MbyMbGqrt0hQoVaNiwISEhITRt2pQmTZrQsWNHLC2LHopBQUFIJBL1b0dHR27dulWizqlTpzJ58mRMTU2xt1eFWEh09OjyzUqVQLGXESW854uenr4xvcftorAgl5j75zmxfRrmNq64+VUrNd+7qpRK3qsL4OD5ayzeeZg/hvXByqzohXBUjzb8tHIbHcZORyQS4WJnTevaldlz8iIyhRzRO4UrURZvLq9DTDapQkw8bC201iGnoJDvtxxlYvt6WBobapX52Fwxga1v2WH9E1T/FmuCUvn+zS7eOa9UKjXSLp45zPmTBxg4/Bec3byIefqAtYumsnvzEiQSHRQKEW0HLwagw9crEYnE3Dq3hX0rhuHkValMY+bzsbuQvh4zJ3eqxoyrr+aYib60h0PrxqFQyNHR1Uchl71u87vXsnibtOnsOnIn0sJcXjw4z+ld0zCzdsHFR6XTI7COhnw/hza0nrSQM3cfUyvYR6Ov3te/K0f0Iq+gkJtP45i9+wRutlY0rxIEgEKpxMrUmAk9WiARiynn5khSRjZLjm2icfshXD27l+3LJ6nL6jtqkfY2v3PNSuPE3uXcuaya7Kujp69x7n3FvNtWpaq3i9WnJE6eOMKzp48olEq5M6qOOt7Xv2JjUhKeaJZbxuiBcweXcufifnqOWoOOrmZ7bl3YQ8S6icgK80EkwsDwTZiYlnb8TX13L0Vw68IeJs/cSPsmFVAqFchlhcxecwYa13s9MDUpyb+tpwNtwyXsu6ggr1C7jJkRNAkTs+GEHPk7H6W13U9Lap6HtRke1kXhcxWcbXiVmcuai/e0GuGroqI5GB3D0m4N0NeRFDv/0fkfDiP5WAhG+H85rVq1wtXVlaVLl+Lk5IRCoSA4OJjCwuJ3B0PD0o2QPn36kJSUxKxZs3B3d0dfX5/w8HCtZZXG20b+mweDtvCY0ujfvz+hoaHExsayYsUKGjZsqPYyl8bbISDvpv/V3b1mzpzJn3/+yaxZswgJCcHY2Jhhw4ap+0UikXDkyBHOnTvH4cOHmTt3Lj/88ANRUVF4eqo+kb/74iMSiUrtk3HjxjFixAhycnJITU0FYM8VPfUNXDXDv+gmnJuVgrFp6avUiMRiLO1UfWjvGkhKwmOiDi0p0Qg3NtRHIhaTnK7p9U7NzMbarPQVZQ5HXWfKiq389lVPqgVphrNYmpnwx7d9KCiUkpGdi62lGXO3ROBkaUpMSgbJ70ysTM3Ow9rEiHfJKZByJy6Je/HJTNtzGlAZTkolVPphIQv7tsLc0ICXaVl8syZCnU/xeoxU+mEhY3TApmxf68tMUA64veXYkr++ZpnvPBMzM9IwM9f0dL+NuYU1mW95vQGyMtIwf8s7vmX1bFq070O12k0BcHH3JeHlcy6cOsB3ExfwIMEIuUw1TnV1DbBzLYeTZygrpjQh8cVdHNw1v9i8i0gsxtJWNWbsXAJJffWYi4eXFDPCYx9dxsDYgpZ9ZmJg6qDWmZuVjPFb4zQvOwUjk9K9siKxGIvXOm2dA0l79YQrR5eojfB3cXo98fL5q1SN9NSsXKxNS3FnAi42FgD4OtuRkpXDwv2n1Ea4rZkJOhKxRvytl4M1WenJyGSFlKvUADfvIoeD7HWbszKSMLO0VadnZ6Zgav5+T3Tk/hUc37OEfqOXsPCnnmrP+hsyMtIwf8fb/QZLSyvS0jTbn5GejkQiwdSsbHMgqlariZ+/ynFzLdaUvOwM1s3sRWFBDhY2Lmq53MwUjM3evyLW+UPLORuxmB4jVmLvUjyO3i+0AaaWDqyb0Yvm3X/EyETVtpzMZEwt3rq3fQR9R7f9Ts3mA1FaVCTiGoCYY3s3kvjkDAyuh4mhpjfc2EDlDdeGpQlYmojoWqdoXLy5L//QRTWh085chImBiP5Ni/7oZbLySCQSsqq2hpfnX3szIDW3ACtjTe94aYQ4WRNxp3g44Jqoeyw/f5dFXerjZ2dR5vIE/l0EI/y/mJSUFKKjo1m8eDG1a6tWDjhz5kyJ8uXLl2f16tVIpVKt3vDTp0+zYMECWrRoAcCLFy9ITi49Vu3voqenh1xe/JNeSEgIlStXZunSpWzYsIG5c+eWqbxy5cohk8mIiopSh6OkpKTw4MEDAgMD/1IdT58+TZs2bfj8888B1QvFw4cPNcoTiUTUrFmTmjVrMmHCBNzd3dm5cycjRoz4Szr19fXR19fHzMxM/TXhfILqZcLYzJZn0Wexd1U9MOWyQl48vESdtiNLK7I4SqXaWNKGjkRCgIczUXce0qBykbEWdecBdSsGlZjv4PlrTFm+hV++7EHt0JL7XF9PFzsrc6QyOccu36JpkBdRj2K58PAFDYOKlkC88CiWeoEexfKb6Oux7VvNpQi3XLjNxSdxzOjeFGcrMyQiUTGZ+UcuklNQyOjPavHk280l1u+vYqAEg7cMeyVgKoMHhhD8Ok0mlXL/zhU69fqmxHK8/ctz50YUTVr3UKfdvn4Bb/+i0J7CgnzE73ij9PUNkIh1sHd0JUluoh4zz++fxe71mFEoFGSlvaBSvV4f1DblO2NGqVRyfOtPPLlzgi7D1mNp54FUpkSpVGJkakvM/XPYuhSN07hHl6jZ6rsP0gmlj1OlUomORExGbp5G+oV7T6lX3q+EXNrLkcqK7kWh3i4cuHQHhUKp7uPnr1Ixs7BFR0cPHR09jRVPlEolphY2PLh1HmcPVZtlskKe3LtMi66l3wci9y3n2K7F9B+zFHffCjh7luPh7XOEVGmklrlx7QpVq2sPBfIPKMeli5qTpa9fu4y3rz86OmV7zBsaGWFopHrZfYnT63FjTcyDyzTtNh5QXcPnDy7RoEPp95rzh5ZxZv9Cun27HCcP7S96+gYmPL8fhYm5DRVrd0YklmBibsuTu2dxcCsaMx9Dn6wwH5FIhEwOWa8vcWJKNo+fPCUrT4mng4iENJVRLBaDu52IY9e1O0mSM2FRhOabe/3yYvR04NBVBRm5kJOvLCYzoEoS5bw9ObV+KbXqFd0/LzxLoJ6vc6nte5t7r9KwMdE02ldHRbPs3F3md65LkGPJL/YfG5GwWc/fRjDC/4uxtLTE2tqaJUuW4OjoSExMDGPHji1R/uuvv2bu3Ll07dqVcePGYW5uzoULF6hatSr+/v74+Piwdu1aKleuTGZmJqNGjXqv9/zv4uHhwaFDh7h//z7W1taYm5urXxD69+/P119/jZGREe3atStTeb6+vrRp04YBAwawePFiTE1NGTt2LM7OzrRp0+b9BWjBx8eH7du3c+7cOSwtLfnjjz9ISEhQG+FRUVEcO3aMJk2aYGdnR1RUFElJSX/Z6C8NkUhEWINeRB1ajKWdB5Z27kQdXIyOngHlqhTF7e9fNRpTC3vqtFUZPBcOLsbBPRgLWzfkskKe3DnFnajdNO42SZ2nMD+HtKSi0KOXSak0CAtm4Y5DlPN0obyPOztORJGQkk7HBqp41blbIkhKy2DKoG6AygCfsHQTI3u0IcTbjeR01WK7+nq6mBqpxtKtxzEkpWXg5+ZEUloGi3cdQalU0qdORfwcrflhyzHKudhRwc2e7RfvEp+eRadqKvN19sHzJGbm8EvnRojFInwdND2MViaG6OtINNLflTF9PWHJ18GaDwm0khgbYfzWutNGni6YVQigMDWD/Bclx3aLgDoZcNQC3C8cx97Rjf3bV6Cnb0C1OkWx20tnT8DSypaOPVXLQzb+rBvTfhhAxI5VVKxal2sXTxJ9M4qxvy5X5wmtUpt921ZgZeOAs5s3z5/c49Ce9dRuqBrr0oJcog4twqd8Y6IOLUQkEvPy6TWyUuMwMLYgoHLRmDmwZjQmFvbUbq0aMxcPL8beLRhzGzcUskKe3j1F9MXdNOwySZ3n+JbJ3Luyj9YDFqBnYExOZhJSmRJ9A1NC6/bi8tHFWNi6Y2HrzuWji9HVM8CvUpHOw+vHYGJuR43PVDovH12MnWsw5tZuyOVSnkef5N6l3dTrNFGd58zu3/AMqo+JpRN52Sl8d3Q7ErGI+7Gv2HnuOhU8Xdh+9hrxaRl0qq1abnD2rhMkpmfxSx/VutmbTl7GwdIMTweVh/Xa4xesORpFt3pFkxs71w5jY+Rlftt6mG71KhOTmMqyQ+eo0ayf9ussElG7WS+O71mCjYM7tg7uHNu9BD09AyrWKGrzxoVjMbe0UxvmJ/Yu59C2OXT/ajqWtk5kpidRpW57dq/+BRfPINx9Qzm1ZTXJSa9o2qIVAGtXLSU1JYlvv/segKYtWhOxbxcrls6ncdPPuH/vDscORzBi9Hi1XqlUSmyMyoMqk8lISUnm6eNHGBga4uikMgKvXbmIUglpumGkJcUgQoxCIcPAyIzEuAecjVBdw+BqRe3ZvXw0ppb2NGivuobnDi7l5O7ZtO0/EwsbZ7Jfz2PR0zdCz+CtlxaFghtnd1A+vC1iicoUqdqwF2cjFmNl54GVvftH0+dbvj5n9i/CzMoJWycfEmKiiT6/Gu+K7bh4X0GtcmJSsxSkZimpVU6MVAa3nxd9VW1TXUxWHhy/oUCugNdLcqvJf/2O+Ca9UIsMskJ6fdaYcbMWU87KkPJO1uy48ZiEzFw6hqrCqOacvEFiVh4/f6aakL3+0n2czI3xsjFHJlew/+4zjj2IZUbbopexVVHRLDh9i19bheNkbkxytupl1EhPh+LfDz8yf/HrskARghH+X4xYLGbTpk188803BAcH4+/vz5w5c6hXr55WeWtra44fP86oUaOoW7cuEomE0NBQatZU/UGvWLGCgQMHUrFiRdzc3Pj11181JiT+EwwYMIDIyEgqV65MdnY2J06cUNe/W7duDBs2jO7duxeb1FkaK1eu5Ntvv+Wzzz6jsLCQOnXqEBERUWIs/Pv48ccfefr0KU2bNsXIyIiBAwfStm1bMjJUd1kzMzNOnTrFrFmzyMzMxN3dnZkzZ9K8+YdtBlNWqjYegKywgKObJpOfm4GjRwU6DV2hsfZyVlq8hpdCWpjLkU2TyU5PQEfXACt7L1r2mU5A5RZqmYSY22yeVeQZ/WPjXgCCvV1ZuvsoyemZeDs7MGdEPxxtVJ+OkzMySUhNV+fZEXkBuVzBb2t28tuaner0z2qFMXlAVwAKpVIWbD9IXFIqhvp61CofwE8Du2KWl0qz8r5k5BSw5NhlkrJy8LG3Zn6fz3CyVIW/JGflkpBe+mS7fwrzsGDCj61V/y43Q2UAvVizg5v9xpWat0EGSMWwbsk0crJVm/V8N3G+xhrhqUkJiN96qPkEVGDwd7+yY8MCdm5ciJ29C4O/m6ZeIxyg+4DR7NywkHVLppGZkYaFpQ31mnSgdWfVhF+RWELqqye8fHYdaUEep3fPAMDW2Z9mPX8vPmZEmmPm2JbJZL01Zpr3mo5/WNGYuXFGtVzi1jk9NdrbqNuvVGrQH5k0n8htUyjIy8DevTxtBi/X0Jmd9lIjTExamEfktilkZ6h0Wtp50vjz3/GrWKQzO+MVh9Z+R15OOoYmllT3tGTj2H5cfvCcJRFnSMrMxsfRlvlDuuJkrQpVSc7MJiGtyCpSKJTM2R1JXEo6OmIxLrYWfNu2vnqNcAAHKzMWDe3G9G1H6PTLUuwsTOlRvwourbVPpgao91k/pIX57Fw1hbycTNy8yzNg7DINj3l6imY/nz+6EblMytrZwzTKCqhQh6M7F5KZnoS7uwfjJ0/Dzk412S4tNYWkpES1rL2DI+MnT2Xl0gUc2LcbK2tr+g0aql4j/E2eEd8U1X33js3s3rGZoJAK/DxtFgC5uTmsXbWM5OQkDI0t8K/UGD0DYw5v+oW8nAycvSrQffgKjTW7M1I123MlUtWe7Ys0v/LUbvU1dVsXbdT2JPocmakvqVCzaHGB8GYDkEoLOLhh8kfV17T7eE7ums2B9ZPJzUrBxMIO37BOhNT9knPRSnQkSppXFmP4erOe9ZGaa4SbGYlKDHX8EJrXqkbqrYssOXub5Jx8fGzMmdupDk6vZ4EmZ+eRkFm0tK1UoeDPE9dJzM5DX0eCt40ZczrWobZ30f4WW64+RCpXMGrXWQ1dg2oGMWLw365y6fyLnvAFCxYwffp04uPjCQoKYtasWeqIgHeJjIzUurJadHQ0AQFFoUvbt2/nxx9/5PHjx3h7e/PLL7+U2QH4VxEpP8bIEhD4B3jx4gUeHh5cunSJSpUqvT/D/3OWlW1zxo9GV2PtaxL/U+i8fPpJ9QEc67Lgk+qzuHHl/UIfkduxn35jLKns0z5S+uuvfb/QR+SweY/3C31kfCw+wZrPb3Hl5X/fJmYfyrO4jzwZ5D18l/fTJ9UHYNR38j9afu6qj1e+UZ+J7xd6zebNm+nZsycLFiygZs2aLF68mGXLlnH37l2tC0C8McLv37+P2VtzJGxtbdULJpw/f57atWvz008/0a5dO3bu3MmECRM4c+aMxkIPHxshoEfgPw6pVEpMTAxjxoyhevXqggEuICAgICDwn4ZI9PGOD+CPP/6gX79+9O/fn8DAQGbNmoWrqysLFy4sNZ+dnR0ODg7q4+0Vy2bNmkXjxo0ZN24cAQEBjBs3joYNGzJr1qy/0jNlRjDCBf7jOHv2LO7u7ly5coVFixZpnDt9+jQmJiYlHn+F5s2bl1jer7/++jGaJCAgICAg8P8KkVj80Y6CggIyMzM1jnf3ygAoLCzkypUrNGnSRCO9SZMmnDt3rtT6VqxYEUdHRxo2bMiJEyc0zp0/f75YmU2bNn1vmX8XISZc4D+OevXqlRh/V7lyZa5fv/5R9S1btoy8vDyt56ysPt1McwEBAQEBgf9F3uyN8TYTJ05k0qRJGmnJycnI5XL1/hlvsLe3JyEhQWvZjo6OLFmyhLCwMAoKCli7di0NGzYkMjKSOnVU+w4kJCR8UJkfC8EIF/ivwtDQEB8fn/cLfgDOzmVfHkpAQEBAQEAA9YZOH4M3e2O8jb6+fgnSWjanKmUvEH9/f/z9/dW/w8PDefHiBTNmzFAb4R9a5sdCMMIFBAQEBAQEBAQ+jI+4Y+abvTHeh42NDRKJpJiHOjExsZgnuzSqV6/OunXr1L8dHBz+dpl/BSEmXEBAQEBAQEBA4D8ePT09wsLCOHLkiEb6kSNH1Bv0lYVr166pN8IDlXf83TIPHz78QWX+FQRPuICAgICAgICAwAch+ojhKB/CiBEj6NmzJ5UrVyY8PJwlS5YQExPD4MGqhdHHjRtHXFwca9asAVQrn3h4eBAUFERhYSHr1q1j+/btbN++XV3mt99+S506dfjtt99o06YNu3fv5ujRo6XuQv4xEIxwAYH/ErqYRXxSfXdN675f6CNS7pNqU/Gp1+1OrxD2SfV1vrzkk+oDUEj+2qZYf5Ud6T3fL/QRaSn+xAv2A/K8sm9W9jGo7iz9pPpEaN8i/p+kU+6nvY4HvCd8Un0A/+w2M3zUcJQPoUuXLqSkpDBlyhTi4+MJDg4mIiICd3d3AOLj44mJKdoPubCwkJEjRxIXF4ehoSFBQUHs37+fFi2KNgGrUaMGmzZtYvz48fz44494e3uzefPmf3SNcBA26xEQ+K8h69KnNcKjTWu+X+gjUi795CfVB3DDrMEn1fepjfAa/wNG+KH08E+qr6XRv2CE635aIzzFyPWT6vs3jHCXh5/YCLf64pPqA2hXVfJ+ob9B/ubfP1pZBl1Gf7Sy/psQPOECAgICAgICAgIfxr8UjvL/CcEIFxAQEBAQEBAQ+DD+4eX7/hcQjHABAQEBAQEBAYEPQyx4wv8uQg8KCAgICAgICAgIfGIET7iAgICAgICAgMCHIcSE/22EHhQQKIFVq1ZhYWHxb1dDQEBAQEDgPw+x6OMd/6MInnABgRLo0qWLxjqi/wlsPXKGtREnSE7PxMvZge8+b0vFAG+tsscv3WTbsbM8eB6HVCrDy8WBge2bEV4+QC0z8Od5XL33uFheXR0dEEvw9gui96BRuLhp1/GGS+eOs239YhITYrFzcKHT54OpHF5ffX7HxiXs3LRMI4+5hRXzVh9U/564dBP7zmiu222gp8u8kf2p6O+lvY2Xb7Ht+Hnux7xUtdHZnoHtmlAjxF8tI5XJWbnvOPvOXCYpPRM3ext8XR25FP2YjNzxePkG8/nAMTi/p42Xzx9j54aFJCXEYuvgQvseQwirXrTEoVwuY/emJVw4dYCM9BTMLW2oVf8zPuvUH/Hr2MmDlnDdGNJ1QKIElwJokQbuBcX1WdWqjNd3/TCvFIyBkx2XOwzh1Z6/tqzatkORrN9ziJT0DDxdnBjepwuhgb5aZU9EXWXH4ZM8fPaCQpkMLxcn+ndqRfXQILXMkxcvWbJ5N/eexpCQlMKw3p3p2rJRqXXYfvA4G3YfICUtHU9XZ779ojuh5fy0ykZeuMzOQyd4+CyGQqkMT1dn+nVuQ/WKISWWr1QqOblnHldObiE/NxNnr/K06DEBO2ft7QS4cnILN8/vJjHuIQCO7kE0bD8cZ6/yGnKZaa84um0Gj26dYpo0FzdHO8LLl+PIhaukpGfg5eLI8F4dqRjgo1XPiYvX2X7kNA+exyKVyfB0cWRAhxaEV9C+Ov7hc5cZP3cldSqXZ8Z3g0qs//aDx1XX9XWfDuvTtZQ+vcKOw5HqPvVydVL1aWhwsbJc3T0YMPBLgoNL7u9bt26ybOkiYp4/x8ramg4dOtOi5Wfq80ePHGbWnzOK5duxax96enoATJrwA5cvX9I4b2Fpyfr1G0vUuXTpErXOjh060aJlSw2Z7Oxs1qxexblzZ8nOzsbewYH+/QdQpUpVtUxycjLz1+zj+M2HFEhlAHjYWzGhS1Mqebto1X31cSyz957k6atU8qUyHC3N6FijAj3rV1bLSOVylh+JYu/F2yRmZONhZ8Ww1nWpGeipllEqlRzdOZ+LJ7aSl5OJq3d52vYej71LyeP04omtXD2zm4TYRwC4eJajaadhuHoXjdMn9y5zav8K4p7dISs9iZ7fzqFd1aYllinwn4HgCRcQKAFDQ0Ps7Oz+7WqoOXzhGjPX7aJv68as/3kkFf29+Gb6EhKS07TKX7v3mGrBfsweOZC1P39H5UBfhs9cxr1nsWqZ6cO+4OC8yeqjezPVBj3t6ldn8oxVmFtY89uEoeTl5pRYr4f3bjJv+g/UrN+cX2avp2b95syb/j2P7t/WkHN282Luqgj18euc4g9aP1dHdCRihnX9jKXjBtOiZhhDZy4nPkV7G6/ef0K1IF/mjOjHusnfUjnQh+F/ruTe8zi1zMLtB9lx4gKje7Zl668jcbGz5sD5a3zerA4//r4Gc0trZkwaQl5eyW18dO8mi2aMo0a9Fkz+cyM16rVg0YyxPH5wSy0TsWM1kYe20WPAaH6Zu43Ovb7hwK61HNu/SS1jWwjtU2BULAx9CVYyWOwI2VruxBJjIzJv3ufOt1NKrFdZOHLuErNWbaZP+xas/u1HQgN9Gf7rHBKSU7TKX49+SNXygfwx7htWTfuBsCB/Rv42j/tPiza/yC8oxNnelq+6t8Pawuy9dTh6NorZKzfQu8NnrJoxmQqBfnz3yx8kJJVQh7sPqFIhiBk/DGfl7xMJCw5g9LTZ3H/yvEQdZw8s4/zhVbTo8SMDxm/FxMyWtTP7UpCXXWKe5/cvEly1Jb1Hrabf95swt3Jk7R/9yEx7pZbJy8lgxdRuSCQ69Bi2lM0zfqRWpWA2RBzji7ZNWTt1HKH+PgybNp+E5FSteq5FP6JqSACzxgxh9S9jqFzOl++mL+L+0xfFZOOTUpizfiehJbxcv+Ho2YvMWrWJPu1bsnr6RCoE+jLi11kl9um16AdULV+Omd8PY9XvE6gUFMCoaXO4/+R5sbKCgkKYNOEHEhMTtZaVkBDPpAk/EBQUwpy5C+ncuRtLFi/g7JnTGnJGRkasXbdJ43hjgJ86GcnVq1ewsrJi2m/Tadq0Gfr6+kyZ8lMJOhOYOOFHgoOCmTN3Pl06d2Hx4oWcfWtHQ6lUyvgfxvEq8RXffz+eJUuW8c0332JtbaOWycrKYtTIEbxKz0YqVzD0szpM6tqMEHdHhizaRnxqplb9hvq6dK1diRXfdGPnuL4MaFKdeRFn2Hbuhlpm3n7V77EdGrFzXF861azA8OW7iI4tGk8n9y/nzIHVtOk1nq8nb8HU3IZlv/WnoJT7z5Poi1QIb8nA71cyZOIGzK0dWf77ADJSi8qVFuTi6OZPm17jSyznoyMSf7zjf5T/3ZYLfDTq1avH0KFDGTZsGJaWltjb27NkyRJycnL44osvMDU1xdvbmwMHDgAgl8vp168fnp6eGBoa4u/vz+zZszXKlMlkfPPNN1hYWGBtbc2YMWPo3bs3bdu21dD7zTffMHr0aKysrHBwcGDSpEka5WRkZDBw4EDs7OwwMzOjQYMG3LhRdNO8ceMG9evXx9TUFDMzM8LCwrh8+TJQPBylT58+GvoBhg0bRr169f5yX3wI6w9E0qZeNdrWr46nsz3f9WyHvbUF246d1Sr/Xc929P6sIUHebrg52PJVl5a4Odhw+todtYy5iTE2FmbYWJhhbW7K7sgL6OpIGNrlM1zdvRk0bCKFhfmcP3WoxHod2rOJ4NCqtO7YBycXD1p37EO58lU4tHeThpxEIsHC0kZ9mJlbFisrPiWdNnWq0rN5XSoFePNDnw7YW1mw7dh5rbpH9mhD75b1CfJyxc3Blq87NcfN3oZT1+6qZfafu0rfVg2oVSEQZ1srbj2OwdPJjvvP43Bx96HfN5MpLMgn6tRBrToAjuzbQLkK1WjZoS+OLp607NCXwPJVObK36EXi8f2bhFatR4XKtbGxc6JyjUYEh1bn2eNotUxYDvjlgbUMHKTQJgXyxfBSr7jOpEOneDBxFgm7jpRYr7Kwcd8RWjWoRZuGtfF0cWR4ny7Y2Viy47D2zZGG9+lCzzbNKOfjgZujPV92b4erox1nrtxUy5Tz8WBoz440rlkVXd33b86zae9hWjWoQ+tGdfFwcWJY3+7YWVux89BxrfLD+nbn87YtKOfjhauTA4N7dMTVwZ6zl69rlVcqlUQdXUPtloMJDGuCnYsfbftNQ1qYz62ofSXWq/3AGVRp0B0Ht0BsHL1o1ecnlEoFT6OLxtvZA8swt3KkTd+pOHuVx8nWmos379G6fg3aNqiJp7MDI3p3xN7aku1HTmvVM6J3R3q1bkw5b3fcHO0Y0rUNrg62nL56S0NOrlAwYf4qBnRsibOdjday3rBx72FaNahN60Z18HBxYvgX3bCztmLH4Uit8sO/6MbnbZtTzscTV0d7vuzRAVcHe85cuVGsrIGDvsTG1paI/Xu1lnUgYj+2dnYMHPQlrm5uNG3WnEaNm7JjxzYNOZFIhKWVlcbxhl07t+Pl5Y25hQUhISF88+0wbO3sOH3qlFadEWqdg3F7rbNx4yYaOo8cPkxWVjY//jiRckFB2NnbExQUjJdX0Ze0bdu2YmtrS4FMRvvwEPo1rkbb8BB+6tECB0tTtpy9rlV/oIs9zcMC8XG0wdnanM+qBFEjwIOrj4ucGvsv3aF/42rUDvLCxcaCzrUqUiPAgzXHVd5+pVLJ2YNrqN9mEMFVGuPg6kvnQVORFuZz/XzJ47TrkOmEN+qGk3sgdk5edOg3BaVCwaO7F9Qy/hXq0LTTtwRXaVxiOR8dkejjHf+jCEa4wEdh9erV2NjYcPHiRYYOHcqXX35Jp06dqFGjBlevXqVp06b07NmT3NxcFAoFLi4ubNmyhbt37zJhwgS+//57tmzZoi7vt99+Y/369axcuZKzZ8+SmZnJrl27tOo1NjYmKiqK33//nSlTpnDkiMpoUSqVtGzZkoSEBCIiIrhy5QqVKlWiYcOGpKaqPFY9evTAxcWFS5cuceXKFcaOHVsmo+Jj9UVZKSws5N7TWKoH+2ukVw/25+bDZ2UqQ6FQkJNfgJmxkdbzcUkp5OQXUCu0HIYG+gDo6uoREFSJh/duas0D8Oj+LYJDNbf2DalYvViehJcvGNqnBcMHtGHe9B9ITIjTOK9QKMjKzePg+Wu0G/0bP63YSmpmNtWD/bj5qGQPqLY2mr/VRqlUht7raxqXlEpKRhYOVhZcf91vurp6+AeF8ejeDW1FAioDOzi0ukZacGg4j+8X5fENDCX65kUS4lR1jXn6gIfR1wkJ077zqAw4bwYGcnAqLFPzPhipTMb9JzFUeyfsoVr5cty6XzwMSRsKhYLcvHzMTLSPm/fWQSrj/uNnVH0rnAWgaoWgD6tDfj5mJsZaz6cnx5KdkYR3UFFf6+jq4eFfhdjH18pe14I8FHIZhsbm6rT714/j6BHM1gXfMn1YDXqM+ZW7T2KoVj5QI2+18oHcfPDkA9pTUKxPl2+PwMLUlDb1a5ReT6mM+0+eU7WCZp9Wq1COW/cffUAd8jE2NNBaVsWKYdyLvqs1773ou1SsqLn7a6WwMB49fIBMJlOn5eXl8UXvz+ndszuTJ/7I48ePXtdfyqNHD3FwdORlXBw9P+9O3y96o5ArNJwkmjqjqVSxUjGdDx8+VOuMirpAQGAACxbMp0f3rgz5chCbN29CLper80RduICXtw93nscTcSWazr+vZvtrb3a4vwc3nmrel0oiOvYVN57GUdmnaHfRQpkcPR3NKF99XR2uvy4zNSmWrIxkfIOLrq+Orh6eAZV5/vB6mfQCSAvykctlGL01TgX+OxFiwgU+ChUqVGD8eNVnsHHjxjFt2jRsbGwYMGAAABMmTGDhwoXcvHmT6tWrM3nyZHVeT09Pzp07x5YtW+jcuTMAc+fOZdy4cbRr1w6AefPmERFRfNv28uXLM3HiRAB8fX2ZN28ex44do3Hjxpw4cYJbt26RmJiIvr7KqJwxYwa7du1i27ZtDBw4kJiYGEaNGkVAQIC6jE/dF9ooKCigoKAoUDgpKQm5QoGVuamGnJW5Kcnp2j+fvsu6iEjyCwppXC1U6/lLd1Rxsa3rahrUZhZWpCTGl1huenoK5hZWGmnmFlZkpBV9Fvf2C2bwsEk4OLmRkZ7K7q0rmDKmH1PnbsLUzAKACr4eRJy7xphe7TA1MmThjoMMnraIRlUrkJKRVbY2Hjz1uo0V1GnVQ/xYf/AUlfw91eVcuf8EpVKp2cakktuYkZ6C2TttNHunjS3a9yEvN5sfhnZALBajUCho32MI1Ws308h3xwjW2oFUBKZyGJwAJv/Qrt3pmdmvx41myIiVuRkpZRw3G/YdIa+gkIbhld8vrK0OWVna62BhTmr67RJyabJxzyHy8gtoULOq1vPZGUkAmJhZa6Qbm1mTkfKyzHU9uv0PTC3t8SpXZCSlJb3g8omNhDfpQ62Wg9B9sJqHm3Zz/+kL6lcJLWqPuSkpGWXr0/X7j5FXUEij6kWG7I37j9kTeZ51U8e9N39JfWppXvY+3bD3MHn5BYQFB2ovy9KSq2naw8DS0tKwtNT8kmVpYYlcLiczMwMrK2tcXF0ZPmIk7h6e5Obmsmf3TkaPHM6ceYswMDBAoVDg5xdA7dp1cXF2Ii09jblzZvPo0UMyMzMxMzMrptPiHZ0W7+hMSIjn1Y1X1Ktfn0mTf+LlyzgWLpiPXC6ne/cegCqU5kDES5TA6PYNkMrk/LbjOHo6EqxNjUnOKjksBKDxhIWkZechVygY3LwG7cOL4rJrBHiyNvIyYd6uuNpYEPXgOZG3HiFXqO412enJAJiaa37lMDWzIe0DxumBzX9gbmmHT1B4mfP8IwjrhP9tBCNc4KNQvnzRjUgikWBtbU1ISNGkHnt7ewB1jOGiRYtYtmwZz58/Jy8vj8LCQkJDQwFVCMmrV6+oWrWqRplhYWEoFJrWytt6ARwdHdU6rly5QnZ2NtbWmg/mvLw8Hj9WeeBGjBhB//79Wbt2LY0aNaJTp054e5cei/k+PrQvtDF16lSNFxWJRIK3tzeidz7bKaFYmjYOnrvKkp2HmDm8r9qQP3D2Cr+uKPr6UDlQNaks0OOdiUlK5Xs/Fxarl1IzrUJYkVHjCvgEhDByUDvOnNhP8zaqh2PdikFMXb0TV3tryvt4EOjpwmcjfuV5fCKU4WvlwfPXWLzzMH8M64OVmQkAEeeucvLqHQplctqN+R3x6zo1qVaBIxff8tQrle/vx2Jt1OyXi2cOc/7kAQYO/wVnNy9inj5g4/KZWFjaUrNBK7WcTx58Fws5ErhgCmvs4Ns4MP2HDHEtVUeJskxfgA+fuciyrXv5fdSQYkba363E2y9Bpdbh9AWWb9nFb2O+Udfh0Knz/L54NQAypYTu3y4qQUfxtJI4e2AZt6P202f0GnR09TXq6eQRRMMOIwCoal+V+Zt2E3npBoM7t3pLrmx/i4fOXmbp9ghmfDdI/beYk5fPhPmr+X5Adyxej92yUFydkrL8sRw+E8XyLbv5bcxQtb5iY0RZtjFSJP+6Tq/1BwQEEhBQ9LWgXLkgvv1mCPv27qJjp64ABJYrR2BgOUQo8MCTBg0bsXnTRo4dPUK79h2K6SjeXKXGGYVCiYWFBUOHfotEIsHX15fUlBS2b9+mNsKVSiXuHh48fvQITzsrKng68zghhS1nr1MnyFtd/5JY+W038gqk3Hz2ktl7T+FmY0nzMFU7R3dowJRNh2j763JEIrAwMUQmVyBTKJjQP4w+35UwTlG+V+8bTu5bzo0L+xn4/Wp09fTfn+Gf5H84jORjIRjhAh+Fd0M4RCKRRtqbh5NCoWDLli0MHz6cmTNnEh4ejqmpKdOnTycqKqpYGW+j7aGtTe8bQ12hUODo6EhkZGSxfG9ivSdNmkT37t3Zv38/Bw4cYOLEiWzatEntgX8bsVhcrA5SqbRMdSqpL0pi3LhxjBgxQkNP7Vq1inkv0zKysH7HO/4uhy9c46dlm/htaG+qvRXOUqdSEMHeIwEoKJTyxWRVXH5yRhY2lkWfOTMz0op5ut/GwsKa9DTNyWCZGanFPMdvY2BgiIu7DwkviyamWZgaIxGLSU5XeattLcxwtLEkPiUda7P3tDHqOlNWbOW3r3pSLahodYi6FcsR4q3qx0KpjNSMbAb/vhiU4GxTVL/MjDTMzEuur7mFNZnvtDHrnX7Zsno2Ldr3oVpt1YoELu6+pCTFs3/HSg0jXF8JtjLV4VEAv7pClBk0Si+1iX8JCzMTJGKx1nHzPqP6yLlL/LJoNb+OGETV8tpX8ShTHUxNkYjFpKZnvFOHTKwsSv+cfvRsFFMXrOTnkUOo8la4RK0qoQT5quJ8T2dWRCZTxfNkZyRjalE0mTo3K6WYd1wb5w4u5/T+xfQauQJ7V82QL1NzW2ydilY9sTAzQSQSkZz2Tnsys7B6zzg9cv4KPy9Zx9Rv+1M1pGiVorhXScQnpfDd9EXqNMXre014j6FsmvMLLg5F7XrTp8WvayZW75koe/TsRX5dsIpfvhtM1fLlkEplWstKT0/HwqL4vA1QecnT3vGSp2ekIZFIMDXTrl8sFuPr68/LuDjMzMwQi8WkpWlOZM3JzsbQ0IiXL4t7hbXrTEcikai95lZWVkh0JEgkErWMq6sbaWlpSKVSdHV1sbS0wtPDk2dPHpOcqfJ6e9lbcfTGA1KzcrE2LT3sysXaAgBfJ1tSsnJZePCs2gi3MjFiVv92FEhlpOfkYayvx8zdkVx6GEOXsRuRS1XjNCs9CTMLW3WZ2ZkpmJi/f5ye2r+CE3uX0H/Mchzd/N8rL/Cfj/AtQeCTc/r0aWrUqMGQIUOoWLEiPj4+as80gLm5Ofb29ly8eFGdJpfLuXat7LGdAJUqVSIhIQEdHR18fHw0Dhubos+Bfn5+DB8+nMOHD9O+fXtWrlyptTxbW1vi4zVDFq5fv/5BdSor+vr6mJmZqQ9ra2sCPF2Iuv1AQy7q9gPK+3qUWM7Bc1eZvHgjvwzpSa2KmjGfxoYGuDrY4upgS/SzWGRyOVZmJkTdvq+WkUml3LtzFd+A8u8WrcbHP4TbNy5qpN2+HlVqHqm0kJexz7CwLLoOujo6BHg4E/U6LCY9O4dXqem8TEqlvI97yW08f41JSzfzy+Du1A7VjNM1NjTA1d4GV3sbvF0cqFzOG2tzU05fj6ZupSB1G+/fuYJPQAVtxQPg7V+eOzc0XxJvX7+At39RnsKCfMTvrHcrFotRKkr3+CoB2T/kUNLV0cHfy42LNzVjey/ejCbEv+QvPofPXOTn+auY8k1/alYq+TqWqQ66Ovh7e3Dxxh2N9Es375Zeh9MX+HneciYNG0TNMM1rY2xoiIujPS6O9ljZu2Pr5IOJuS1P7p5Ty8hlhTy7fwkX74ql1u/sweWc2reQz4cvxcmj+JJ8rr4VSUl4WtQeHR0szUzQ0ZFoyF28dY/yftqX0gSVB3zKwrX89PUX1KoUrHHO3cmBjb//wLpp49RH7bAQwsr5sm7aOOytNV8QdXV18Pdy59JNzT69ePMuIf7al0kElQf8p/krmDxsgLpPSyrr+rWrBARqf/kKCCzH9WtXNdKuXb2Kj68fOjrafXtKpZKnTx5jaWWNrq4uPj6+xcq4evUqcrlcYwJnkc7AYs+Aa1ev4uvrq9ZZrlw54l++1HBwxMXFYWVlpXaElCtXjvj4lwS6OnDhvmr+xvPENJwszbhw/zkVPJ211l9rm1AilcmLpevr6mBvYYq+ng6XHsbQJNQfG3t37Jx9MDW34dHtoom/MlkhT+9dxt03tFRdJ/cv59juRfQdtQQXr+BSZT8ZwuoofxvBEy7wyfHx8WHNmjUcOnQIT09P1q5dy6VLl/D0LFpLdejQoUydOhUfHx8CAgKYO3cuaWlpZfrc+4ZGjRoRHh5O27Zt+e233/D39+fly5dERETQtm1bgoKCGDVqFB07dsTT05PY2FguXbpEhw7FP4MCNGjQgOnTp7NmzRrCw8NZt24dt2/fpmLF0h/yH4sezesxYeF6Ar1cKe/jwY4T50hISaNDQ1Wox7zN+0hMy2DKYNVn14PnrjJx8XpGft6OYB93dey4gZ4uJkaGGmXvjrxAvcrl8Xd3ZuWeo7jZ2yL1dmDvtpXo6RkQXqdovdlFf07E0tqOLr2+AqBJq6788v0g9m1fTaVqdbkadZI7Ny4yfupSdZ4NK2dTsUptrG3tyUxPY/fWFeTl5lC7gWqN3/y8XP7cuJfaoYEs230UI319Ltx5gEQsJjsvn44NVLGPc7dEkJSWwZRB3VRtPH+NCUs3MbJHG0K83dRt1NfTxfR1G289jiEpLQM/NyeS0jIw1NcjLjMVLyc7Yp8/Yv/2FejpG1CtTlHs9tLZE7C0sqVjz6EANP6sG9N+GEDEjlVUrFqXaxdPEn0zirG/LlfnCa1Sm33bVmBl44CzmzfPn9zj0J711G7YBoCC/Dz2W0JQLpjJIVcMZ80gQwKhWlbRkxgbYezjpv5t5OmCWYUAClMzyH9Rcvz6u3T7rDGT564g0MudYD9vdh89xavkVNo1Vi1HuWDDDpJS05n4dV9AZYBPnr+C4X26EuznRcprD7a+ni4mRiovoVQm42msqg4ymYyk1HQePHuBoYE+zs7FjZiurZowZc5SAr09CPb3YfeRk7xKTqFtE9Va8gvXbSUpNZ0J36jmTRw+fYGf5i5jWN/uBPt5k5L2Vh20TCwWiURUa9SL0/sXY2XvjrWdO6cjFqOrZ0BItaK1q3cuG4OppR2NOnwHqEJQTuyaTfsBM7CwcVbHluvpG6FnoJoEWr1xH1ZM7cbp/YsIqtycgy8vkZWTi0KhZM+Jc4T4ebHz2BkSklNp36gWAPM37iYxLZ3JQ3oDKgN80sLVfNerE8G+HiS/7lMDPT1MjAzR19PF29VJo01vxq+3qxNy3eKP6m6tmjB57jICvDwI8fdm15HX17XJ6+u6fjtJKWlM/Kb/6+saxZS5yxn+RVeCfTX79N2yNkXuIykpkRYtVH23auVyUlJS+G7kaACat2jJvr27WbpkEc2atSD63l2OHD7IqNFF8ewb1q/FPyAQZydnVUz4nl08efKYwUO+BqBtuw5M/30qhoZGhIaGcuTwIV6+jENXV49GDRuxauWK1zpHAdCiRUv27d3D0iWLadqsOffuRXP48CFGjx6r1tmi5Wfs3buHxYsX0bpVa+JexrFlyyZatW6jlmnbrh0jvxtBo/K+7Dh/E7lCwd7Ld6ni7cqDl0l0qql6OZm99xSJGVn88rnqHrXp9FUcLM3wtFN5rK89iWXN8Ut0q1M0WfTms5ckZmQT4GxHYkY2Cw+cRaFU0qdhVc6+Hqc1m/XixN4lWDu4Y2Pvzom9S9DVMyA0vGicbl40FnNLO5p1UX3FO7lvOYe3z6HrkOlY2jiRlf56nBoYof96nBbk55DyqmgZ0dSkOKKjozE3N8fJSXNsfTSEmPC/jWCEC3xyBg8ezPXr1+nSpQsikYhu3boxZMgQjWX7xowZQ0JCAr169UIikTBw4ECaNm2q8ZnxfYhEIiIiIvjhhx/o27cvSUlJODg4UKdOHezt7ZFIJKSkpNCrVy9evXqFjY0N7du314jFfpumTZvy448/Mnr0aPLz8+nbty+9evXi1q1bWuU/Nk2qVyQjK4dlOw+RnJ6Jt4sjs0cNxPF1WEVyeqbGmuE7jp9DLlfw2+rt/LZ6uzr9s9pVmDSou/r38/hErj94yrwxg6kW7EdBoZRpq7aRmbseL78gRk+ei6FR0aoUKcmvEL118/ULLM9XI39m2/pFbNuwGHsHF74a9Ss+/kXemtTkRBbMGE9WVjpmZpZ4+wcz6ffl2Ng5AiqP8aPYBO4/j0OhULLu0ElQgqezPWN7tsPRRvVZPDkjk4TU9KI2Rl5QtXHNTn5bs7OojbXCmDxAFXdaKJWyYPtB4pJSMdTXo2aIP3UrlmPW5v1k5O7AyzeY7ybOx9CwqI2pSQnq+HEAn4AKDP7uV3ZsWMDOjQuxs3dh8HfT8PYr8px2HzCanRsWsm7JNDIz0rCwtKFekw607jxA3cZEPbhkqooHN5aDawF8Ha9arvBdzMOCCT+2Vv273IzvAXixZgc3+71/8t4bGteoQkZWDsu37yclLQMvVyf+GDcUR1uVMZGclqGxvvXOo6eQyxXMWL6BGcs3qNNb1A1nwldfAJCUmk6v0UXrOa/fe5j1ew9TsZwf838qXrdGNauRkZXDiq17VHVwc2bG98NxfL0MX0paBq/eWrd895FI5HI5M5euZebSoj5oUa8m44f219rOms37I5PmE7FuCnk5Gbh4lafniOXoGxbFWGekvtR4kb90YgNymZStC7/VKKtu66+o10b1AubsGUKXr+ZybPsfnNyzAFc7S0b16YJMLmf5jgOqv0VXR/4cM6SoT9MzePXW3+LOY2eQyxX8vnIzv6/crE5vWacaE7/spbU976NRzapkZGWzYttedZ/O/P5bHG3f9Gk6r966rrsOn0QulzNj2XpmLFuvTm9RrwY/ft1Poyw3Dw8mTf4Zu9fzV9LSUklKKprD4uDgyKQpv7BsySL279uLtbUVAwcNoWat2mqZnJxs5s2ZRVpaGsbGRnh5+zDt95n4+6vCcOrUrcf27VvYuWMb27dtQSKREBhYjq+HDsXO3p7UYjodmDzlJ5YuWcy+ffuwtrZi0KAvqVmrllrG1taWn37+haVLlvDVV19ibW1D6zZt6dixk1rGz8+f8eMnsH7JXJQo2R11GyVKUrNzmT+oA05WqhCp5MxsEtKKJoQrlDBn72niUjPQEYtwsbHg21Z16FgjVC1TKJMzf/8ZYlPSMdLXo1Y5T37p2RIzIwO1TN2W/ZAW5rN71RTycjNx9SpPv9HL0H/r/pOeEo/oLe/w+WMbkcukrJ8zTGMMNGw3hMbtVS81sU/vsPTXPupz+zf8xv4N0K5dO6ZNm8Y/ghAT/rcRKcs6O0ZA4F9EoVAQGBhI586d+ekn7Zs5/H8n61Lx1WH+SaJNtS+t909RLl37utX/JDfMGrxf6COSXiHs/UIfkRqXl3xSfQAKyd9b4vNDOZT+aVeIaGn013Yt/TvIdQ3eL/QRSTFyfb/QR0TEPzgruQRcHn7a63jA6otPqg+gXdWyO63+CvmHlr9fqIwYNO330cr6b0LwhAv8R/L8+XMOHz5M3bp1KSgoYN68eTx9+pTu3bu/P7OAgICAgIDAP8v/cCz3x0IwwgX+IxGLxaxatYqRI0eiVCoJDg7m6NGjBAYGvj+zgICAgICAwD+LEI7ytxGMcIH/SFxdXTl7Vvt27AICAgICAgIC/+0IRriAgICAgICAgMCHIayO8rcRjHABAQEBAQEBAYEPQimEo/xthNcYAQEBAQEBAQEBgU+M4AkXEBAQEBAQEBD4MITVUf42ghEuICAgICAgICDwYQhG+N9GMMIFBP5LEMlln1TflWfmn1Sfs5fnJ9UHcPuZyfuFPiKdP/HmOecqD/yk+gAc69h+Un2P+kZ+Un3K2F2fVB/Aoza/fFJ95W+t/qT60k5f+KT6AJSh5T6pvtV7Hn9SfQDtqvp9cp0CH4ZghAsICAgICAgICHwQwsTMv49ghAsICAgICAgICHwYQjjK30YwwgUEBAQEBAQEBD4MwRP+txFeYwQEBAQEBAQEBAQ+MYInXEBAQEBAQEBA4MMQdsz82whGuICAgICAgICAwAchTMz8+wivMQL/Kn369KFt27YfrTwPDw9mzZr10cr7q6xatQoLC4t/uxoCAgICAgIC/6EInnCBYtSrV4/Q0NAPMmb/Sh6BD2fLsXOsjYgkOSMLLyd7RvZoTUV/L62yxy/fYtvx89yPeYlUKsPL2Z6B7ZpQI8RfLSOVyVm57zj7zlwmKT0TdwdbvuncghrlA9QySqWSCwfncfvcZvLzMnFwr0CDjhOwdvQtsZ6Pbhzm4pFFpCfHoJDLsLB1J6z+FwRWaatV/uKRxcza9wftW7fE1cmRzTv2kJKWhoebK18N6EP5IO1r+qakprFw+WoePH5C3Mt42rVqwdcDvtCQOXXuAhu27iAuPgG5TI6zkyOd2raiSYO6Gm08f2Aet86q2ujoXoEGnSdgU0obH14/zMXDqjbK5TIsbd0Ja/AF5aoWtfHi4cU8vHGY1FdP0NE14HKAK1993oFLt+6xfs8hUtIz8HRxYnifLoQGatd1IuoqOw6f5OGzFxTKZHi5ONG/UyuqhwapZZ68eMmSzbu59zSGhKQUhvXuTNeWjUqse0lY1aqM13f9MK8UjIGTHZc7DOHVnmMfXI5N63bYd+6GrrU1+c+e8WLBbHJu3SxR3rJhY+y79MDA2QV5TjaZl6KIXTwfeWamWkZibIJTv4FY1KqDxNSUwvh4YhfN0yinboiYSj4iDPQgLgUOXJKTlFG2Oge5i+hQS8K9Fwq2nFJolFm3/Nv+qnkosjPJP3cA/aoNEZuYI0+OJ+/YduSxpawFLdHBoEZz9IKqIDI2RZGVTsH5QxTeUq2RLbZxwKDWZ+g4uCI2tyb36FbmL13BrvuxZKyrjbdfEL0HjcLFzbvUdlw6d5xt6xeTmBCLnYMLnT4fTOXw+urzOzYuYeemZRp5zC2smLf6oPr3j1uOsefKPQ0ZA10dFvZrRSVPp1L1A1x7Fk+/xTvxsbdiy7Cu6vSjtx+z/PgVXqRkIJUrcLcxp2editQqoRyjGo0wrvcZEjMLZAlxZOxeg/Tpfa2y5l0HYVSlbrF0aUIsydNHv7fOb9h8+T6rz98hOTsPb1sLRjWpTCU3e62yl54lMGDdkWLpOwe3xtOm5H0Wura0pklNc4yNxDx8ls/izYm8iC8sUf7nYS4E+xkVS798O5ufF7wEoENTS6qHmuJir0eBVMH9J/nva+rfR1gd5W8jGOECAv8lHI66zsz1exjbqx2hfh5sP3GBoTOXs3XqSBytLYvJX73/hGpBvnzVsTmmRgbsOX2Z4X+uZPXEoQS4OwOwcPtBIs5dZXzfjng42nH+1n1GzlnNih+/htfPkMvHlnLtxEqa9JiGha0HFw8vZMeCL+j9w0H0DLRvdqNvZE7Vxl9iZe+FWEeXp7dPcHjD9xiaWOMRWFtDNuH5TW6f24yXhzuxcS/ZE3GIbwf3J7hcAHsPHmHspF9ZOf9P7O2KbwIjlUqxMDfj887t2bZ7n9a6mJma0KNzB9xcnNHR0eHCpSv8Pns+lhbmYBUCwKWjS7l6YiVNe0zD0s6DqEML2T7vC774seQ2GhibU7Wpqo0SiS5P7pzg0PrvMTItauOLRxcJrd0De/cQlHI5T46MZ+CPv5GTm8+o/t0p7+/DrqOnGP7rHDb+OQkHG+tieq5HP6Rq+UC+7NYOE2ND9p84x8jf5rH813H4e7oBkF9QiLO9LQ3Dw5i1eovW+pYFibERmTfvE7t6B2Fb570/gxYs6zXAZcg3vJgzk5zbt7D5rA0+U2dwt29PpImviskbB5fHY8x4YhfOJeP8WXRtbHEbNhL378byZOL3AIh0dPD5/U9k6Wk8mfwj0qREdO3sUeTmqsupUU5E9UARu88rSMlUUjtYzOcNJMzfK6fwPftcmRtD40pinicqtZ5PTFey9pgcgP7xP6LrHYJhk87kHd6MLO4J+qG1MOk0hMxlP6PMStNahnGbvoiMTck9sB5FWhIiY1ONmFqRjh6K9GTy7l/DsEF7Vh05zYY7z5lQOwhF23Hs3rKC3yYM5fcFWzE0Mtaq4+G9m8yb/gMdegyicvV6XL4Qybzp3zN+6lJ8/IPVcs5uXoydUnR9xWJJsbL8HK158iqNb5pXJ9jVjohrDxmyYi87R3TH0dK0xL7Myitg/OajVPV2ITU7V+OcuaEB/RtUxtPWAl0dCaeinzFx6zGmVvamqp2m0WoQWh2zNr3I2LEC6dMHGIU3xGrAGJJ+H4UiPaWY3sxda8jav6koQSzB9rup5N+IKrGu73LozjOmH77M982rEupqx7arD/hq43F2DG6No7n2PgfY/WUbjPV11b8tjfRLlG3X2JLWDSyYs/YVL18V0qm5FZOHujBk8lPyC7SPv2lLXqKjUxT6YWosYdb37py7mq1OC/Ix4sDJdB4+z0cihh6tbcrc7r+KUjDC/zZCDwpo0KdPH06ePMns2bMRiUSIRCKePXvGyZMnqVq1Kvr6+jg6OjJ27FhkMlmpeeRyOf369cPT0xNDQ0P8/f2ZPXv2X65bvXr1+Prrr/n666+xsLDA2tqa8ePHo1Rq3rhyc3Pp27cvpqamuLm5sWSJ5i6FcXFxdOnSBUtLS6ytrWnTpg3Pnj3T6IO2bdsyY8YMHB0dsba25quvvkIqlapl0tLS6NWrF5aWlhgZGdG8eXMePnxYYt1v3LhB/fr1MTU1xczMjLCwMC5fvvxB7V938BRt6lShXb1qeDrZM7JHG+ytLNh27LxW+ZE92tC7ZX2CvFxxc7Dl607NcbO34dS1u2qZ/eeu0rdVA2pVCMTFzppODWtQPcSfdQdOAioP8bWTa6jSZDA+FZpg4+RHk89/QyrN594V7UYvgKtvNXwqNMbKwRsLGzcq1uuNjZM/L59c0ZArLMjh4NpRNOr6M6Ymxjx8/JTmjRvQsmkj3F1d+HrAF9jZWLPnwGGtehzs7fh6YF+aNKiHsVFxTxFAaEgwtcOr4e7qgrOjAx1at8TLw51bd6OL2hi5hqpNBuMbqmpj089/QybN597l0tvoW6Ex1g7eWNi6Ualeb2yd/Il7XNTGDkOWE1S9PTaOvti6BDB+SB8ysnIIrxhMm4a18XRxZHifLtjZWLLj8Emteob36ULPNs0o5+OBm6M9X3Zvh6ujHWeuFHmWy/l4MLRnRxrXrIqurq7WcspC0qFTPJg4i4Rdxb17ZcWuY1dSDuwjJWIf+THPiV0wB2liIrat2mqVNw4MovBVAkk7t1GYEE/O7Zsk79uNkV/RFxvrZi3RMTPj8YRx5Ny5RWHiK3Ju3yTvySO1TLUAMadvK7j3QklSBuw+r0BXB4I9So9bFYmgXQ0JkTcVpGVpN4IUCsjJVx3KnCz0KtSg8OZ5Cm+eR5Hyirxj21FkpaFfsbbW/Dqegei4+pCzdSGy5/dRZKYij3+OPO6pWkaeEEN+5C6k0VdQyqSsP36WLyp4Ut/DHld3bwYNm0hhYT7nTx0qsS2H9mwiOLQqrTv2wcnFg9Yd+1CufBUO7d2kISeRSLCwtFEfZubFX+Lj07JpVzWQ3nUqEubpzI/t6+FgbsqWC7dL7c+fdkTSPNSPCu4Oxc5V8XamYbAXXvZWuFqb06NWBXwdrLmVll1M1rhOC3IvRpIXFYks8SWZu9eiSE/BuIb2LzzK/DwUWRnqQ9fVC5GhMXmXtP9daWNt1F3ahfrQvqIvXjbmjG5SBQczI7Ze0e59f4OlsQE2JobqQ1LKhMVWDSzZejCVC9eziYkvZPaaV+jriahTxazEPNm5CtIz5eojNMCIgkIFZ69mqWWmzI/j+IVMXsQX8iyukLlri7/wCvznIRjhAhrMnj2b8PBwBgwYQHx8PPHx8ejq6tKiRQuqVKnCjRs3WLhwIcuXL+fnn38uMY+rqysKhQIXFxe2bNnC3bt3mTBhAt9//z1btvx1T93q1avR0dEhKiqKOXPm8Oeff7Jsmean1ZkzZ1K5cmWuXbvGkCFD+PLLL7l3T/VpNTc3l/r162NiYsKpU6c4c+YMJiYmNGvWjMLCos+BJ06c4PHjx5w4cYLVq1ezatUqVq1apT7fp08fLl++zJ49ezh//jxKpZIWLVpoGOpv06NHD1xcXLh06RJXrlxh7NixH2QsFRYWcu9ZHNWDNbchrh7sx81Hz8tUhkKhICe/AHPjImNVKpWh9049DHR1uf7wGQCZKbHkZibhHlD0wVhHRw8X7yrEP71WJr1KpZKY++dJS3yKs3cVjXMntk7Bs1xd3PxroFAoSc/IoHLFChoylStW4E506Q/BsqJUKrl64yaxcS/VIS4ZKbHkZCbh8XYbdfVw8anCyw9sY2riU1x8qpQol5apemiGBflrpFcrX45b98u2rbVCoSA3Lx8zE+0vHf8mIl1djPz8yLx8SSM988oljIOCtebJuXMLXRtbzKpWB0DH0hKLOvXIiCp6uTSvUYucu7dx++Y7QrbtIXDZGuy791R7ki1MwNRQxJP4IiNaroDnr5S42pZuhNcJFpNboOT6Y+0GOICVGQxvJ2FoGwlGrfsicXBF9jRaQ0b2NBodZ0+t+XV9QpAlxKBfrRFmQ37GdMAEDOq3Ax3t94DYly9JzsymmnPRlxFdXT0Cgirx8F7JYT2P7t8iOLSaRlpIxerF8iS8fMHQPi0YPqAN86b/QGJCnMZ5hUJJVn4BEdce0mr6OiZvO0FKdi7hfq7ceJ5Qov5dl6KJTc1kcKOS/wbeoFQqiXr0gmdJ6VSwesezLpGg6+JJwX3Nehfcv4WuR9m2YjeqWo/Ch7eRpyWXSV4qlxMdn0q4l6NGenUvJ27EJpWat+vSfTSatY2B645w6VnJ/WNvrYuVuQ7Xo4u+EMhkSm4/zCPAy6BM9QRoVMOcM1eyKCgsecwaGX4C804k+njH/yhCOIqABubm5ujp6WFkZISDg8qT8cMPP+Dq6sq8efMQiUQEBATw8uVLxowZw4QJE7TmAZW3ZfLkyerfnp6enDt3ji1bttC5c+e/VD9XV1f+/PNPRCIR/v7+3Lp1iz///JMBAwaoZVq0aMGQIUMAGDNmDH/++SeRkZEEBASwadMmxGIxy5YtQ/T6D3/lypVYWFgQGRlJkyZNALC0tGTevHlIJBICAgJo2bIlx44dY8CAATx8+JA9e/Zw9uxZatSoAcD69etxdXVl165ddOrUqVi9Y2JiGDVqFAEBqlhrX9+SY40BCgoKKCgoUP9OSkpCrlBgba75sLI2NyElI+vd7FpZd/AU+QWFNK5WZORWD/Fj/cFTVPL3xMXOmot3HxF57Q4KhSomNidL9fAxMtUMkzAytSEz7WXpbcjLYtmEOshlhYjEYhp0moh7QE31+ftX95MYe5du320DQC6XoVQqVWEib2FpYU5qenqZ2lgS2Tk5dO4zCKlUilgsZtiX/alcsQL7nkFu5us2mmlpY+r727hkfFEbG3bWbOPbKJVK/ly5GYByPprGmpW5GSnpmdqyFWPDviPkFRTSMLxymeQ/JXo2logkOsjSUjXSpWmpmFkVD7UByLl7m2dTp+D54xTEenqIdHRIP3uaF3P/VMvoOzqhV7ESqceO8GjcKAxcXHD9ZgQiiSqMwuS1/ZL9Thhsdj5YlBxFgKstVPQRsThCXqJMXIqSXeeUpGYpMTYQ0S3AApFYglKmGeOiyMlCx1i7N1NsYYOOizfIZOTsXIrI0BijJl0QGRiRd2B9MfnkFFX/WRnqaaSbWViRkhhfYl3T01Mwt7DSSDO3sCIjrSh8w9svmMHDJuHg5EZGeiq7t65gyph+TJ27CVMzCwAquNuz79p9xrWtg6mBHgsORzFgyW6alvchOUszxOQNz5PTmX3wPCsHt0dHUrIBmJVXQONfVyGVKRCLRXzftg6V8zXHvtjYFJFEgiJbM6Bfnp2BvmnJsdbq/KYW6AdUIH192UOq0nILkCuVWBlrGsPWxgYkvzuwXmNrasiPLapTztGKQrmCfbeeMHDdEZb1bEKYe/E4cgtz1XhNz9IcOxlZMmytyuaU8XU3wN1Zn3nrSvd09+1QPHzvYyOEo/x9BCNc4L1ER0cTHh6uNloBatasSXZ2NrGxsbi5uZWYd9GiRSxbtoznz5+Tl5dHYWEhoaGhf7ku1atX16hHeHg4M2fORC6XI3n9QC5fvrz6vEgkwsHBgcTERACuXLnCo0ePMDXVNGbz8/N5/LjIExkUFKQuD8DR0ZFbt24Bqv7Q0dGhWrUij5O1tTX+/v5ER2t6x94wYsQI+vfvz9q1a2nUqBGdOnXC27vkCVZTp07VeIGRSCR4e3sXcxgolUAZnAgHz19j8c7D/DGsD1ZmRTHOo3q04aeV2+gwdjoikQgLU2NkcjlyuYL5oyrSZtBiAETFlCjfq1ZP35geo3dRWJDLiwfnOblrGmbWrrj6ViMrLZ6T23+h3ZAV6Ohqxk+K3mmkUlmmJpaKkaEhS2dPJy8/n007djN9zkJmL1qGEl3aDl78RvM7et+vWE/fmM/H7kJakEvM/fOc3DkNcxtVG9/l+NYpvIxTecmKXUeUZXIGHT5zkWVb9/L7qCFYmZf8+frfR9NDJ0L0erAWx8DdA5evhhG/diVZly+iY2WNy6AhuA0fRcyMaSohsRhZWjoxf/wOCgUGbm6IDQ1x7N2PsTLYGCnXphaRqFiSGj0daFtDwr4oBXkFJQgBj16+XYKSnEdrMB80CV2vcsieFoV2qS5gCdpEqvbn7F0FhSqDLu/4Doza9iPvyBYO3o9h2tmie8ei15N7i/3dKZXv9Rpq/ft5K61CWA31/10Bn4AQRg5qx5kT+2nepgcA9YK8+GXXKdyszang7kCQix3Npq3haVKaVvVyhYJxG4/wZeOqeNhalFo/Y309tnzbhdxCKVGPYpm57yzmoR5UtNESZ/7u9Sy15CIMq9RBmZ9L/u0PC/kDLf1HyV3uYW2Oh3XRS0EFF1teZeaw5sJdwtztkXgGo1utBQAbO+nw88K4okI1tZb051GMRjXMeB5XwMPnJU+8HNjFDg/nkuPSPxr/wx7sj4VghAu8F6VSqeXGrrpjvJv+Nlu2bGH48OHMnDmT8PBwTE1NmT59OlFRZZ8o81d4N8xDJBKpPbsKhYKwsDDWry/ufbK1LfIclFbGuzHob9DWT2+YNGkS3bt3Z//+/Rw4cICJEyeyadMm2rVrp1V+3LhxjBgxQv1bKpVSu1YtktM1vd6pmdlYm5U8SQpUEzqnrNjKb1/1pFqQ5qdcSzMT/vi2DwWFUjKyczEy0GPWpn1cjn5Mw4EbkctUITo5WckYm9up8+VmpWBkWvrEH5FYjIWtOwB2LoGkvnrMpaNLcPWtxqsXd8jNTmHDjPZqeaVCZUh9M3o8h3duUr8EpWdkYPk3l3sUi8U4O6k+M48YMgi5TE5KWhpVOs5RtzE3MxmTt9qYl52CcRnaaPlOGy8eXlLMCD++9Sce3zrO8knD6T5iUjGvd1pG1nuN6iPnLvHLotX8OmIQVctrXy3m36YwOQ2lXIaOpabXW8fSEuk73vE32Hf7nJw7t0jcslGV8OQxMfn5+M9ewMsVS5GlpiBNSUYpk6uCs4GMc2d4MXsm7iPHsfSgDPHrPzsTQ01vuLG+Ko5bG5amYGkiomvdtyZHvi5nfDfVhE4tocooM9NQKpWIrew00sVGJihztH+VUmZnqry6hUWVkackIBKJEZtaUNstjyDbImNOz1z1/5S8AmzemuSXmZFWzNP9NhYW1qSnaU5azMxIxayUPAYGhri4+5Dw8oU6zdLIAIlYpPZ625oZ42RhSnxaFtZawqByCqTciU3k3sskpu0+BYBCqUSphErjFrCwX2uq+bgAIBaLcLOxACDAyZaniWlseBynYYQrcrJQyuWI3/F6i03MkWe9f7kbo6r1yL18GuQlf+F4F0sjfSQiESnZeRrpqTn5WBuXPVQkxNmWiFtPAJC/eIAiWWV4D7/WAt3XkystzHRIyyyqm7mppJh3XBt6uiJqVTZl477iE1PfMKCzLVXLG/P9Hy9Y8pP2lbP+P7BgwQKmT59OfHw8QUFBzJo1i9q1tc/J2LFjBwsXLuT69esUFBQQFBTEpEmTaNq0qVpm1apVfPHFF8Xy5uXlYWBQ9uv/oQjfEgSKoaenh/ytm1e5cuU4d+6chvF57tw5TE1NcXZ21poH4PTp09SoUYMhQ4ZQsWJFfHx8NLzNf4ULFy4U++3r66vhtS6NSpUq8fDhQ+zs7PDx8dE4zM3f/5kTVP0hk8k0XiZSUlJ48OABgYGBJebz8/Nj+PDhHD58mPbt27Ny5coSZfX19TEzM1Mf1tbWBHg4E3VHc/Jn1J0HlPdxL7Gcg+evMWnpZn4Z3J3aoSXXTV9PFzsrc/T19LgU/ZhGVStgYeuOlYMPRma2xNw/q5aVywqJfXwJR8+KJZanFaVSbfC6+VXn8zF76TFql/rw9/HGzNSUurXCNa7nles3CQr0L6nUD8bIyBAjI9XkKUtbd6wdfDA2s+X5u218dAmnD2yj8q02vvl9bMsUHt44TKehq3F3csDfy42LN+9q5Lt4M5oQ/5K/jBw+c5Gf569iyjf9qVmpfIly/zZKqZTcBw8wC9OMCTYNq0zOHe0T+sT6BmrjWs3rF7I3RnHOnVvoOzurExR5eYgNjShMTiYlE5IyICtPiZdj0UuwWAzu9iJeJGl/aU7OgIX7ZCyOkKuP+7FKnr1SsjhCTob2qAtVHRRyRAaaxqiORwCytyZavo0s7gliE3PQLQovEVvaoVQoUGSlY6yrg6uZkfrw8fLExsyEi3FFLy4yqZR7d67iG1Dy9ffxD+H2jYsaabevR5WaRyot5GXsMywsi144dXUkBDrbcuGhyjBPz8knISObuLRMrRMuTfT12Da8K5u/7aI+OlULxsPWgs3fdiGkhCX+QOWpL5S/c/3lcqSxT9H3C9FI1vMLRvrsQYllAeh5B6Jj60DexchS5d5FVyIh0NGK8081w32insZTwaXsoR33E1KxMTFU/ZAVosxKQ5mVRkKSlBfxhaRmyAgNLBo7OhII9jXkXhmWFKwVZoqujoiTF7WHrg3obEf1UFN+nBVLYsr7jfq/jUj88Y4PYPPmzQwbNowffviBa9euUbt2bZo3b05MTIxW+VOnTtG4cWMiIiK4cuUK9evXp1WrVly7pjnnx8zMTD2v7c3xTxrgIHjCBbTg4eFBVFQUz549w8TEhCFDhjBr1iyGDh3K119/zf3795k4cSIjRoxA/Hpi1Lt5rKys8PHxYc2aNRw6dAhPT0/Wrl3LpUuX8PTUPnmpLLx48YIRI0YwaNAgrl69yty5c5k5c2aZ8/fo0YPp06fTpk0bpkyZgouLCzExMezYsYNRo0bh4uLy3jJ8fX1p06YNAwYMYPHixZiamjJ27FicnZ1p06ZNMfm8vDxGjRpFx44d8fT0JDY2lkuXLtGhQ4cPavvnzerw4+JNlPN0obyPOztORJGQkk7HBuEAzN0SQVJaBlMGdQNUBviEpZsY2aMNId5uJL/2vurr6WJqpHpI3HocQ1JaBn5uTiSlZbB41xGUSiW9W9Rjl1T1BaBi3V5cPLIYCxsPLGzduXRkMbq6BgSEfaau26F1ozE2t6dWq+8A1brf9q7BWNi4IZcX8uzuKaIv7aZB50kA6BmYYOOk6ZU3MNAnwM+HM+cvcuDIMcoF+LPv4BFeJSXTqrkqVn/p6vUkp6QwbsQ36nyPnqgMn7z8fDIyMnj05Ck6Ojp4uLkCsGHrDvx8vHFydEAmlRF15SqHj59k2JcDXn9qFlGxXi8uHl6Mha0HlrbuRB1ejI6uAQGVi9p4YM1oTCzsqd36dRsPL8beLRhzGzcUskKe3j1F9MXdNOwySZ3n+JbJ3Luyj9YDFqBnYExKegat6tdk5opNBHq5E+znze6jp3iVnEq7xqo1jhds2EFSajoTv+4LqAzwyfNXMLxPV4L9vEhJz1BfR5PXK8JIZTKexqqMB5lMRlJqOg+evSBJB2w/4FksMTbC2KcovMzI0wWzCgEUpmaQ/6LkWOS3Sdy2CfexP5L74B45d29j3bI1enb2JO/dBYBTv0Ho2tjy/DfVxO6MC2dxHzEGm1Ztybx8EV0ra1yGfENO9F2kKSqPX9KeXdi27YjLV9+StGs7+s4uOHTvSdKObWCg6qeoewpqBYlJyVSQmqWkVrAYqQxuPysywtuEi8nKg+PXFcgVFFtDPP/1+9Pb6Y0rinkQpyAjB4wNwLhaP1AokNi7oBdSHdnLp+hVqInYzIqC66cBMKjTGrGpObn71wJQePcSBjWaYdTic/LPRCAyNMawfjsKb50H2evJ3GIJEhuVgSuS6NKjWUOW747AzdEe2fPH7N22Ej09A8LrFHnvFv05EUtrO7r0+gqAJq268sv3g9i3fTWVqtXlatRJ7ty4yPipS9V5NqycTcUqtbG2tSczPY3dW1eQl5tD7QYtVX2Ql8vMfWepE+DBkmOXMdLT5fzDF0jEIrLzC+lUXbU+/ewD50nMzOGXLo0Qi0X4Omh+/bAyMURfR6KRvvzEFco52+FqbYZUruD0vefsu3qfYcGuxcZRzqkILLoNQRr7BOmzhxhWb4DE0obc86p1601bdEFsbkXGxoUa+Qyr1qPw+UNkCbHFynwfPauV44fdZwlytKa8iy3brz4gPiOHjpVU96o5x6+SmJXHz21U8z7WRUXjZGGMt60FUrmCiFtPOHovhpkdi69X/oa9x9Po2NSKl4lS4hML6djMioJCJacuFRnW3/Z2ICVdxrrdmpNKG9UwI+pGNlk5ineLZVBXO+pUNuXXxS/JK1BgYVY2x9Tf4d/aMfOPP/6gX79+9O/fH4BZs2Zx6NAhFi5cyNSpU4vJv7t/ya+//sru3bvZu3cvFSsWOVrehK9+SgQjXKAYI0eOpHfv3pQrV468vDyePn1KREQEo0aNokKFClhZWdGvXz/Gjx9fap7Bgwdz/fp1unTpgkgkolu3bgwZMoQDBw785br16tWLvLw8qlatikQiYejQoQwcOLDM+Y2MjDh16hRjxoyhffv2ZGVl4ezsTMOGDTEzK3uM7cqVK/n222/57LPPKCwspE6dOkRERGhd8UQikZCSkkKvXr149eoVNjY2tG/fXiPmuyw0qRZKenYuS3cfJTk9E29nB+aM6IejjWp5seSMTBJS09XyOyIvIJcr+G3NTn5bs1Od/lmtMCYPUG2gUSiVsmD7QeKSUjHU16NW+QB+GtgVU2NDeF1U5YYDkEkLOL5tMgW5GTi4V6Ddlys01s/OTIvX8GbICnM5sXUyWRkJ6OgaYGXnRdOe0/Gv1KLUNro4OxFeJYw1m7aRmpqGh7sbUyd+j8PrNcJTU9NITNJ8MA38dpT6/w8ePeHYyTPY29mycbnq4ZyXX8DshUtJSklFX08PVxcnvv/uG+rXrsm+Z6p8VRq9buOWyeTnZuDgUYEOX2m2MSstHtFbbZQW5nJsy2Sy0l+30d6L5r2m4x9W1MYbZ1QhFlvn9ATgTfR5szrVWb59PylpGXi5OvHHuKE42qqMleS0DBKSizygO4+eQi5XMGP5BmYs36BOb1E3nAlfqT6fJqWm02v0T+pz6/ceZv3ew3jbwldls50BMA8LJvzYWvXvcjNU63S/WLODm/3GlamMtMjjSMzMcejZB10ra/KfPeXxuFEUvl4jXNfaGj27Is9o6qEDSAyNsG3bAZfBXyPLzib7+hXilhYZV9KkRB6NGY7Ll99gs3QV0uRkEnds5dWm9dBHZYSfu6tEV6KkRVUxhnoQlwzrjmuuEW5uLCoxnKwkTI2gfU0JRvqQUwDKF3KyVv+OjpsvBjWbIzI2Q54cT/bWBSgzVWuEi03MEJu9FQIiLSR78zwMG3fCtPdolHk5FN67Sv7poiUwxSbmmH5R1MdfTvkNuZ0rv29YT8bB3nj5BTF68lyNNcJTkl8hems5PL/A8nw18me2rV/Etg2LsXdw4atRv2qsEZ6anMiCGePJykrHzMwSb/9gJv2+HBs7VbiWWCzmYUIK914mo1AqWXv6OkrAy96S79vUxclSdZ9MzsolIV17+E1J5BVK+XXXSV5lZKOvq4OnrSW/dG1Etczi4RX51y+QaWSCSeP2qs164mNJW/a7erUTsZkFEgtNw19kYIhh+apk7FrzQfV6Q9MgD9LzClh8+ibJ2Xn42Fowr2sDnCxU94Gk7DziM3LU8lK5gj+PXiUxKxd9HQnethbM7dqA2j7OJerYeSQNfT0xg7raYWIk5sGzfCbNjdVYI9zWUgelQnOcOtnpUs7HiIlztL9cNK9jAcAvw4u/0Pw38O5iBKD6IqyvrxnbXlhYqF5h7G2aNGnCuXPnyqRLoVCQlZWFlZVmmFZ2djbu7u7I5XJCQ0P56aefNIz0fwKR8kPvSAIC/xL/67tyZl/Y80n1rU1v/Un1tfa69Un1Aex7FvJ+oY9IZ/uyr1n8MThXuewvqB8Lxzr//KoMb7Ovb+Qn1fdN7LBPqg/gQZtfPqm+8vdWf1J9aacvvF/oI2MR+mnnVXQ7/9dWBPs77FpQtuUc/yqZV//6fgLv8sees8UcUxMnTmTSpEkaaS9fvsTZ2VljdTJQebdXr17N/fvvX852+vTpTJs2jejoaOzsVHM7Lly4wKNHjwgJCSEzM5PZs2cTERHBjRs33rua2d9B8IQLCAgICAgICAh8EO9fI6vsvLsYAVDMC/422haLKG2hiDds3LiRSZMmsXv3brUBDqqV16pXr67+XbNmTSpVqsTcuXOZM2dOWZvxwQhGuMB/BDExMZQrV7Jn4u7duyWeExAQEBAQEPjvRVvoiTZsbGyQSCQkJGhuipSYmIi9fckTgEE1obNfv35s3bqVRo2077z6BrFYTJUqVUrdCftjIBjhAv8RODk5cf369VLPR0ZGfrL6CAgICAgICJTMv7FZj56eHmFhYRw5ckRjid8jR45oXRjhDRs3bqRv375s3LiRli1bvlePUqnk+vXrhIT8syGLghEu8B+Bjo4OPj4+/3Y1BAQEBAQEBMrCv7Rj5ogRI+jZsyeVK1cmPDycJUuWEBMTw+DBgwFVaEtcXBxr1qgm6G7cuJFevXoxe/ZsqlevrvaiGxoaqpcmnjx5MtWrV8fX15fMzEzmzJnD9evXmT9//j/aFsEIFxAQEBAQEBAQ+K+gS5cupKSkMGXKFOLj4wkODiYiIgJ3d9WeGfHx8Rprhi9evBiZTMZXX33FV199pU7v3bs3q1atAiA9PZ2BAweSkJCAubk5FStW5NSpU1StWvUfbYtghAsICAgICAgICHwQ/9Y64QBDhgxhyJAhWs+9MazfUJZQ1j///JM///zzI9TswxCMcAEBAQEBAQEBgQ/i34gJ//+GYIQLCPyXINczer/QRyQzu/iubP8kCtE/v8Pbu0hln3abBIWk+GZO/ySfes1ugPhTSZ9UX2rb92/3/TGR531afQDJuZ/2b1/+6tUn1ZedkP5J9QFYfGIDMrmMO85+XP7ZdcL5Fz3h/18QXmMEBAQEBAQEBAQEPjGCJ1xAQEBAQEBAQOCDEMJR/j6CES4gICAgICAgIPBBfMwdM/9XEV5jBAQEBAQEBAQEBD4xgidcQEBAQEBAQEDggxDCUf4+ghEuICAgICAgICDwYQiro/xthNcYgU+GUqlk4MCBWFlZIRKJsLCwYNiwYf92tT6YZ8+eIRKJuH79eokykZGRiEQi0tPTP1m9BAQEBAQEBP57EDzhAp+MgwcPsmrVKiIjI/Hy8qJjx47/dpX+Eq6ursTHx2NjY/PJdW87fIq1+46Skp6Bl4sjw3t1pGKAj1bZExevs/3IaR48j0Uqk+Hp4siADi0Ir1BOq/zhc5cZP3cldSqXZ8Z3g9TpSqWSa8fnc//SFgrzMrF1LU94qx+xtPctU52f3NxP5OaRuAU2pNHn89TpCU8vcev0CpJf3iEvKwn3H8ZSM7wau/cfYOuOXaSkpuHh5sqQAf0ICdZe55TUVBYtX8XDR4+JexlPu1YtGTKwn4bM/oOHOXI8kmfPVdsY+/p4069XDwL8i9bQVSqVXDw0jzvnt5Cfl4mDW3nqdpiAtWPJbXx08zBXjiwmPTkGhUKGhY07Fet9QUCVNmqZqINzuXhovvr3XMDKwox9y2drlLX94HE27D5ASlo6nq7OfPtFd0LLaV/jN/LCZXYeOsHDZzEUSmV4ujrTr3MbqlcMKbGuNq3bYd+5G7rW1uQ/e8aLBbPJuXWzRHnLho2x79IDA2cX5DnZZF6KInbxfOSZmWoZibEJTv0GYlGrDhJTUwrj44ldNI/4U3tLLPddrGpVxuu7fphXCsbAyY7LHYbwas+xMud/l2ZV9QgP0sHQQERMgoJtJwtISC15vfuqATp0b2xQLH3kgmxk8uLyjcJ0sa6xjLwLR5CnvMKwRlPEphbIE1+Sc3ATspiHJVdOooNh3Vbol6+O2MQMRWYaeaf3U3DtLAD6oTUwadu3WLaUnwer/69UKjm0fQHnj20jLycTN58QOnwxHkdX7fcAgPgXjzi4bR4vntwlLfklbXuOoW6LnhoyU4Y2IS35ZbG8FZ1teJWVS3JOPl7WZoysV4FKLtrXnr/8IpGBW08VS9/epwmeVmbF0g/de8G4iCjqeTsx0tIQAPNGLbFs2QGJhRWFcc9JWruE/Pt3tOqzHzQcszqNi6UXxD4nZsyXqh8SCVatO2NauxE6ltZI42NJ3rSS3JtXANh8+R6rz98hOSsXb1sLRjWtSiU3e6363ubai0T6rz6It50FWwa2VqdL5QpWnL3F3puPSMzMxcPanG8bhlHTx1kjf99u7rRu6oipiQ53H2Txx6KHPI3JLVVnp9bOtGvuhL2tPumZUiLPJbN49RMKpUp1mX27e7y37h8TpeDH/dsIRrjAJ+Px48c4OjpSo0YNAHR0/juHn0QiwcHB4ZPrPXL+Cn+s2cbovl2o4O/NzqNnGDZtPptn/IiDjVUx+WvRj6gaEsCQrq0xMTJk38nzfDd9ESt/GoW/p6uGbHxSCnPW7yQ0wLtYObdOL+PO2VXU7vAr5jYeXD+xiIMr+9Fx+AF09Y1LrXN2WhwXD0zH3iOs2DlpYR5Wjv74hrXj+IZvAThx6gwLl67gmy8HElQugP0HDjNu0k8sXzAHe7viD3+pVIaFmRndO3dk+27txt+NW3eoX7c2QYEB6Onqsnn7TsZMmMzy+XPUMlePL+Na5CoadZ+Kpa0Hl44sYveivnw+7gB6BiZayzUwMqdy48FY2nshkejy9E4kRzd9j6GpFe4BtdVyVg6+tP1yBQDtnK8gFmt+wj16NorZKzcwckBPygf4sutwJN/98gfrZ/2Cg611Mb3X7z6gSoUgBvXogKmREftPnGH0tNksnfoj/l7uxeQt6zXAZcg3vJgzk5zbt7D5rA0+U2dwt29PpInFN2UxDi6Px5jxxC6cS8b5s+ja2OI2bCTu343lycTvARDp6ODz+5/I0tN4MvlHpEmJ6NrZo8gt3ZB4F4mxEZk37xO7egdhW+e9P0MpNKykS72Kumw4mk9impImVXT5so0Bv67LpUBacr68AiW/rtOstzYD3NVOTHiQLrKEF0is7TGoUp+c/euRxTxCv3IdzD7/lvT5E1BkpGrVY9ppECITM3L2rEKemojY2AzEmkaMIj+X9HnjNTPKZOr/Ht+7gsiINXQf/DO2jh4c2bmYRb8OYNwf+zAw1P63KC3Mw9rOhQrVmrBr7e9aZUb8sgmFouhlxe7oj3y5/TQ3X6bwfaNKVHCyZvvNJwzdeYZtvZviaFby5kE7v2iKsV7RplSWhvrFZF5m5vDnqZtUdC5yZJhUr4Ntz4EkrlxA3oO7mDdojvPoKTwfPRhZSvENoJLWLCZ50yr1b5FEjNuv88mOOqNOs+7UC7Oa9Xm1bA6FL2MxLl8Jx+HjiZ30HYfuPGX6oUt836IaoS52bLv6gK82HGXHl21wNNf+Nw+QlV/Ij7tPU9XTkZScPI1z809cY//tx0xoWQNPG3POPY5jxNYTrO7TXC3To4MrXdq68Mus+7yIy6V3F3f+nFKebl9eIi9Py8ADGte1Y3BvL6bNuc+t6AxcnY344Vt/AOYue6yWe/I8h2Hjb6h/71lbo8R2fAz+zW3r/78gvMYIfBL69OnD0KFDiYmJQSQS4eHhUUxm3bp1VK5cGVNTUxwcHOjevTuJiYkAKBQKXFxcWLRokUaeq1evIhKJePLkCQB//PEHISEhGBsb4+rqypAhQ8jOzlbLr1q1CgsLCw4dOkRgYCAmJiY0a9aM+Pii3cwUCgVTpkzBxcUFfX19QkNDOXjwoPq8tnCUiIgI/Pz8MDQ0pH79+jx79kyjns+fP6dVq1ZYWlpibGxMUFAQERERH9SHG/Yfo3X9cNo2qImnswMjenfE3tqS7UdOa5Uf0bsjvVo3ppy3O26Odgzp2gZXB1tOX72lISdXKJgwfxUDOrbE2U7Tu69UKrlzdg0V6g3CI6gJlvZ+1Ok4Dbk0n8c39pVaX4VCTuTW0VRq+DWmlq7Fzrv61yGs8TA8gpqo07bv2kOzxg1p0bQx7q6uDBnYDzsba/ZGHCyWH8DB3o6vBvWnScP6GBtpNwy+HzWcNi2b4+PliZurCyOGDkGpUHL1xk11G6+fXEOVxoPxKd8Ea0c/GnefhrQwnwdXS26ji081vMs3xsreG3MbN0Lr9sLG0Z/4J1c15MRiCcZmthib2WJtaY6luaZXcNPew7RqUIfWjeri4eLEsL7dsbO2Yueh41r1Duvbnc/btqCcjxeuTg4M7tERVwd7zl6+rlXermNXUg7sIyViH/kxz4ldMAdpYiK2rdpqlTcODKLwVQJJO7dRmBBPzu2bJO/bjZGfv1rGullLdMzMeDxhHDl3blGY+Iqc2zfJe/KoxP7SRtKhUzyYOIuEXUc+KJ826oTqcuRSITcfy0lIVbD+SAF6uiLC/N7/sp+Vq9Q43kVPF3o2MWDziQKU+bnoOLpTcPUMBVdPI0+OJ/fgZuQZaRhUrqe1fF2fIHQ8/MlaPwfpk2gU6SnI4p4ie/G4mKwyO1PjUKcrlZw8sJbGbQdSvmpjHF196f7lrxQW5nP17P4S2+bmHULrHiOpVKMFOjp6WmVMzKwws7BRH6eexKMrEdM2xIN2IZ54WZsxqn4o9qZGbLtRvM5vY2Woj42xgfqQvPPSKVcoGR9xkcHh5XAxL3pxsGzejozIw2RGHkL68gXJ65YgS0nCvFFLrXoUebnIM9LUh76nH2JjEzJPFY0ls1oNSN2zhdwbl5ElJZBxLILcm1exaNGetRfu0q6iD+0r+uFla8HoplVxMDNm6+X7pbbv5/3naR7kRXktXwT233pMv5rlqe3rgoulKZ0rBxDu5cSaC3fVMp1aO7NmSwynzifzNCaXX/68h76+hCZ17UrUGRxgxq3oDI6cTCQhsYBL19I4eiqRAB9Tzb6VK0lNl6oPgf98BCNc4JMwe/ZstWEbHx/PpUuXiskUFhby008/cePGDXbt2sXTp0/p06cPAGKxmK5du7J+/XqNPBs2bCA8PBwvLy+13Jw5c7h9+zarV6/m+PHjjB49WiNPbm4uM2bMYO3atZw6dYqYmBhGjhypUdeZM2cyY8YMbt68SdOmTWndujUPH2r/1PzixQvat29PixYtuH79Ov3792fsfQ7l0wABAABJREFU2LEaMl999RUFBQWcOnWKW7du8dtvv2FiUrK3RVvf3Hv6gmrlAzXSq5UP5OaDJ2UqQ6FQkJtfgJmJprG6fHsEFqamtKlf3GuSlRZLXnYyzj411WkSHT0cPKqQGHOtVH3Xjy/AwMgSv8plCzuSyeU8ePSYyhVDNdLDKoZy9969MpVRFgoKCpHJ5ZiZqvo/MyWW3Kwk3Pw12+jsU4X4p6W38Q1KpZIXD86TlvQUJ+/KGufSk5+zYmJtVv/UkB//WEhcQqL6nFQq4/7jZ1QNDdLIU7VCELful27svEF1XfMxMynuCRXp6GDk50fmZc2/t8wrlzAOCtZaXs6dW+ja2GJWtToAOpaWWNSpR0bUebWMeY1a5Ny9jds33xGybQ+By9Zg371nMc/up8LaTIS5sZh7MUWeRLkCHsXJ8XCUlJpXTxcm9DZi0hdGDPjMAGeb4m3oWFefu89kPHihKl9kbIr0sWaYhPTxHXRci39JAtDzD0X28hmGNZthOWI6FkN/xqhJJ9DR1ZAT6eljMew3LEb8jmn3oUgcil5eUxJjyUpPxj+k6O9UR1cPn8DKPH1wvdQ2fggymZSIu8+RyRWEu2t+8Qt3t+fGy5RS83dbd5Qmi/cxaOtJLsUkFju/5MJdLA31aRviWZQo0UHf04fcW5ovsDm3rmHgG0hZMKvXhNw715ElF+kU6eiiLCzUkFMWFqDj5Ud0fArhXk4a56p7O3EjtrjX/Q27rj/kRVoWg+pW0Hq+UK5AX0dzvBnoSrj2QvXFycneABsrfS5eS1Ofl8qUXL+dTnBA8ZCdN9y8m4G/tymBvqbqcqpX/j/2zjo8iqtr4L/dZOPJxt2dACG4u0OR4laKtpQCxVqkQCm0xaVAcbfi7u4uQYNLkLh71r4/FnbZ7CaEt5T2/d75Pc88kDv3nnPvzOzMmXPPPWPP+Su658LT3ZwdK6uwaWklxn9fvOP2V1CJxB9t+1/lvzMeQOC/DqlUirW1dZGhHL16aeMh/f39mTNnDpUqVSIzMxMrKyu6du3KzJkzef78OT4+PiiVSjZs2MDo0aM17d5d6Onn58fEiRP55ptvmD9/vqZcJpOxcOFCAgLUD8wBAwYwYcIEzf7p06czYsQIOnXqBMCUKVM4fvw4s2fP5o8/tPG9b1mwYAH+/v7MmjULkUhESEiIxtB+S3R0NG3btqV06dKa8RVFXl4eeXl5mr8TEhJQKJU4FPCi2kutSUpLL9jcIOv2HiUnL58GVbShITfuP2bXifOsnTTKYJucjEQAzK10PeRmVg5kperHkL4l7vk1HlzdSusB24vVN1C/HCmVSuzsbHXK7exsSb6WWmw572PpqtU4OthTLqIM+59Ddob6oWturRv6YWHlQEZK4WMEyMvJYMX42ijk+YjEYuq0+0nHmHfxKUPDLpOxdfIlOyOJ6NNT+PrHX1k3+1ek1lakZmSgUCqxL3hebaUkp94u1nj+3HWQnNw86lWvpLfPWCpFZGSMPEU3REKWkoyNvX6oC0DW3ds8mzQBv7ETEJuYIDI2JvXsaV7MnaWpY+rmjknZciQfPcyjUd9j5umJ16ChiIyMiDkxrVj9/phYW6i9rRk5ul7sjGwV9taFT5nHpShZfySPmCQlZiZQq4wJ37UzZ+qf2SSmqWWVDTLG00nMzE1vQg+MjBCJxCizdH93qqx0xFZSg3rEdk5IvINALiNj43xEFlZYNu+KyNySrJ0rAVAkxpK5YwWKuJeITM0xq1Ifae+RpC74WT2WNPVv0Vqqe96spA4G47n/U25dPkpGngwV4GCpG0pib2FKUnauwXaOluaMaVCOEi525CuU7It6Tr8tp1jcoTbl33iNI18lsvP2M/78ooFOWyNrG0RGRijSUnXKFWkpGEvt3ttnI1s7LMtUIPYP3XCb7FvXsG32OTn3biOLj8GiZASW5asQn5iEQqXC3tJcp76DpRmJmbohJm95npTOnGPXWPFlE4wLedms6u/Omgt3KOftgpe9NRefxnDi/gsUKhW2LmBvp56JSE7VfTFISc3HxVl/bcJbjp5OwFYqYf6UCEQiMDYWs33fK9ZueaGpc/dBBr/MuseLVznY20r4sqN+aNrHRvhYz19HMMIF/jVcv36d8ePHExkZSXJysiZGMTo6mrCwMMqWLUtoaCh//vknI0eO5OTJk8THx9OhQweNjOPHj/Pbb79x9+5d0tPTkcvl5ObmkpWVhaWl2lNoYWGhMcAB3NzcNGEv6enpvH79murVq/Mu1atX58aNGxgiKiqKKlWqIHonPq5q1ao6dQYNGsQ333zDoUOHaNCgAW3btiU8PLzQYzFp0iR+/vlnzd9GRkY6fX6LSoWO3sI4ePYKS7buY/qwr7GXqr0pWTm5jPtjFaP7dsHWRu0VfhWXyM2HT6ndYwgylTENuy8oRKKq0PRUsrwsTm7+geqtJ2Bm+f4HaEEKSlWpVMUaY3HYuGU7h44cR6VS0abLlyiUYlr0XfhGr64OFbw3BZeJqSWdhm9Hlp/NiwfnOb1jMjYOnngGVgbAt0QtnfqDag6h/bc/sO/4WTq3bKzdUUCPSqUfEmGIQ6cvsGzTDqaMGKRnyOuiK0+ESH3xGMDMxxfPbwcTs2YFGVcuYWzvgOfX/fEe8j3R0yerK4nFyFNSiZ45FZRKch7eR+LgiEuHzsDfb4S7d25B6fnq30cDEwsW735jOBUYkkikV6TD8zglz+O0sdBPX+cyvJM5tcpI2HYqH1srEW1qmbBgZ65+nLje8RPpd0CnIyoyty5Flafua/bBTVh16EfW3nUglyF/+QReame1tp46y9TI56BUoVi6j74/zNfKKtCPgtfuX+HiiW1U8HbmUnQ8BX+NKvR/J2/xtbfG114bHlHG3YHYjBzWXHlAeU8nsvJljNl/ibENyxmME1crMHACizyDamxqNUSZnUnmlfM65QmrF+Lc5zt8pi8CFcjiYkg/dQRCw7XiC6g39JNXKJWM2n6Kb2pH4ONg+EUL4IfGlZiw5xyfL9iBCOjesT2Xrl5FoVSByJQfJrwJBdS7dIq+UMuWktK9gw8zFj7k7v0MPN3M+O6rQBKT81m1Ub3g/MJV7Yv2k+dw+146R7bULEzkR+F/2YP9sRCMcIF/BVlZWTRq1IhGjRqxdu1anJyciI6OpnHjxuS/M53YtWtX1q9fz8iRI1m/fj2NGzfWZCl5/vw5zZo1o1+/fkycOBF7e3vOnDlD7969kcm08XESSYEpYJFIz+gpaPQVZQgWx2Dq06cPjRs3Zu/evRw6dIhJkyYxY8YMBg4caLD+qFGjGDp0qOZvmUxGzRo19LzeKekZ2NtYF2yuw+HzV/ll8VomfdeHSqVDNeWv4hKISUhi2DRtnL3izYtPXr6MRj0WYmahNqJzMhOxsNHGLOZmJmNuZdiTmp4UTWbKK46s7a8pU6nUcleMLUXbwfuwcfDWa2dhYYFYLCY5JVWnPDU1DTvbwh98xWXTth2s37yFX8ePwdFB3fcjzwJQyNXXV3ZGIpZS7RhzMpOwKGSMbxGJxdg6qT1OTh4lSIl7wtUjizVGeEHMzUwJ8PbkZYx6etrW2hojsZjk1DSdeilp6di/Z8xHzl5k0vwV/DK8PxXLlDRYR56Whkohx9hOdxzGdnbIUgwvIHTp3I2sO7eI3/SnuuDJY6Jzcwn5fT6vly9BnpyELCkRlVwB7yzmy41+jsTBEZFEgkr298ajxu0+Ruol9Uvx2dE7MDZS/zatLUSkvxPTbWUuMhjjXRgqIDpeiZOt2rjwchZjbSFmWEetx9RIHIhKpcKm1wiSJ/bTGI4iS2uUmYZnpZQZaSgzUjUGOIAiIQaRSIzYxg5lsn7YRg0Peyq0747YyoazWQHIZerrNCM1EamdNh45Mz0ZK2nR12lxSU54zYNbF5jSvBJXXySQlKXr9U7JzsPeohAD2gCl3ezZF6U2El+mZvE6PZvBO85p9ivfHLvz0QncUCgwstV9aTeysUVewDtuCJvaDUk/cwwUcp1yRUY6MbMmIpJIEFvZoEhJwqFTT6zk+RiJRCQV8HonZ+fiUMA7DpCVL+duTBL3Y5OZvP+ipu8qoPwvq1nQtSGV/NywtzRjdsd65MkVpGbn4mxnw4pxw7n0LIYs2xGYSNTXlb2dCUkp2ueanVSi5x1/lz7d/Dh4PI49h2IB9QJMMzMjfhgQzOpN0Qbfp3PzCs8KJPDvQTDCBf4V3Lt3j8TERCZPnoyXlzoO8sqVK3r1unTpwpgxY7h69SpbtmxhwQKtp/bKlSvI5XJmzJiB+M104aZNmz6oHzY2Nri7u3PmzBlq1dJ6Mc+dO0elSvrT/QBhYWHs2LFDp+zChQt69by8vOjXrx/9+vVj1KhRLFmypFAj3NTUFFNT3YddqJ8Xl27eo27FCE3ZpVv3qFW+cI/6wbNX+GXRWiYO7EmNcroxwD7urvw59UedsgWbdpOdk8uwL9tzIKc8YiMJ5laOvHp0Dgd3dZpAhTyf2GeXqdB4mEGdUid/Ph+0U6fs6uE5yPKyqPLZKCylhsORjI2MCA4M4GrkDWpUq6JtG3mDapUNH/visnHrdtZt3MLkCeMIC9UuMLTN8kGlUmFh7UT0/XM4eWrH+OrRZaq3MDzGwlFpjHpD5MtkPHsZQ5kS6vSDEokxIQG+XLpxh9qVtWFCl2/epeY757kgh05f4Lf5y/l5cD+qlzccnwqgksvJfvAAm/IVSTurTR9nXb4CaWfPGGwjNjUDRQG3r/JNLPSb99CsO7ewq9dQ4+EFMPX0Ij8x8W83wAEUmVlkZ2YBvAkbUZGWpSTE24hXiWrjw0gMgR5G7D6bV4QkfTwcxcQkqWU8eKFg8jrdzCnD68QhtnVE9jRKx3MrCQhDdi/SoEz5i0eYliwPJqaQr+6P2MEFlVKJMj3FYBtLiTHuEeWRx7/CydoblUqFta0j92+dx9NPHe8rl8t4FHWFFp2HfNAYC+PSye1YSe2pE+hOCRdbLkbHUS9Im17vwvM46gS4FyFBl/vxqThaqsMsfO2t2dRdN6Xg/LN3yMqX8aWNKblPH2JRqixZ73izLUqXJeuq/r30XcxLlMbE1YOYE4cKraOSyVCkJIGREVYVq5N58TQl3Bw4/ySGeqHasI2LT15TJ1h/EbmVqYQtX7fUKdt45T6Xn8UwvV0dPGx11/eYGhvhYmOJLD+PLacu0jDMl90x6heaxOQ8KkbY8fCJOmGAsbGIiFK2LFxV+NoeM1MxKqWupa1UqoNBRIVMakmM//5QESE7yl9HMMIF/hV4e3tjYmLC3Llz6devH7dv32bixIl69fz8/KhWrRq9e/dGLpfTqpU2J3NAQAByuZy5c+fSokULzp49q5dNpTh8//33/PTTTwQEBBAREcGKFSuIjIzUWxT6ln79+jFjxgyGDh3K119/zdWrV1m5cqVOncGDB9O0aVOCg4NJSUnh2LFjlCjxYQtnujSvz09/rKKEvzelg/3ZfvQMsYnJtGlQA4A//txJfEoqP/f/ElAb4OMXrGJY9/aUCvIl8Y231czEBCsLc0xNJAR46T5QrS3UXqAAL3eMnqjjF0tW787Nk4uxcfBB6ujDjROLMZKYEVDmM027k5tHYGnjQoXGQzGWmGLnopvj2sRM7a1/t1yWl0V6UrTm75i4OGpUq8KKNesJDgwgrEQIew8cJj4hkRbN1KEbS1euITEpmZHDvtO0e/TkKQC5ubmkpqXz6MlTJMbG+HirH6Ybt2xn5dr1jPp+KK4uziSnqI0eczO1cSASiYio3Z0rRxZh6+SDrZMPV44sQmJiRnA57RgPrRuBldSZap+pDfMrRxbh7FUKqYM3CoWM51EnuXd5J3Xa/6Rpc2bnFPxK1sXKzp2czCR+XPsHWTk5NK2jDXfq1KIRE+YsoUSAL6VCAtl5+CRxiUm0blQXgAVrN5OQnMq4QX3V/Th9gYlzlzK4VxdKBQeQlKI+r6YmEqws9TPExG/ZgM/IsWQ/uEfW3ds4NG+JibMLibt3AODe+2skjk48n/ILAGkXzuIzdASOLVqTfuUSEnsHPPsPIivqLrIk9UKwhF07cGrdDs9vvyNhx1ZMPTxx7fIFCdu26OkvCiNLCywDtbMiFn6e2JQJJT85jdwXMUW01OdUpIyGFUxISFWSkKqiYQUJ+TIVVx9ovaNdG5qSlqliz3n1i1LjShKexypJSFViZiKiVhkJHo5itpxUG8p5MvTyjKtk+chfP8WkRDlMy1ZH/uIJpuVrYSS1J+PKCfU46rdBbGNL5nZ1asq8Wxcxr/UZVq16knNipzomvFE78q6fAbn6pcW8dgvkL5+gSI5Tx4RXro+RqxdZ+9ZD+cqIRCJqN/2CIzuX4OTmjZOrD0d2LMHExIxy1bUZRNbNH4XUzpnP3hjmcrmMuJfqRb4KuYy0lDhePbuHiZkFTq7aY69UKrl0cgcVa7XCWJxG1/LBjN1/iRIudoS7ObDt1hNiM7JpW0a9nmXu6VvEZ+Ywsan6BXndtYe421gQ4GCDTKFkX1Q0Rx++YloLdWieqbERgY66szvWpupZSV9zU1L378D1m2HkPX1IzsN7SOs1QeLgRNpRdRYph449MLZzIG7hDB0ZNnUak/PoHvkvn+tdE6YBIRjbOZD3/AnG9g44tOmKSCwiZc8WvqgSxo87zlDS3YFwDye2Xn9ATFoW7cqrX9LnHL1KfEY2v7SuiVgkItBZ10tvb2mGibGRTvmtVwnEp2cT4mpPfEY2C09GolSp6FGtFLvf+CU273rFF+29efk6mxevc+jewZu8PAWHTmpnQ8YMCSEhKZ9Fq9X3trOXkujY2pMHTzK5+yADDzdz+nT148ylJM1k1Le9/Dl7KYm4hDzspEJM+H8LghEu8K/AycmJlStXMnr0aObMmUO5cuWYPn06LVu21KvbtWtXvv32W7p37465uXbqMCIigpkzZzJlyhRGjRpFrVq1mDRpEt27d/+gvgwaNIj09HSGDRtGfHw8YWFh7Nq1i6Agwx9u8fb2ZuvWrQwZMoT58+dTqVIlfvvtN52FpgqFgm+//ZaXL19iY2NDkyZNmDVrlkF5hdGwannSMrJYtm0/ianpBHi5MWtEf9ze5JJOTE0jLlHrVdt+9AwKhZKpKzYydcVGTXnzWpX56ZviH5PSNfsgl+VxftcE8nPTcfIMp0nPpTo5wrPS1FPrH0LiqzvsX/al5u+FS1cAEBoSzNoNm0hOTsHXx5vfxo/BxVkdJpKckkJ8gm72gn6DtGE7Dx495tjJU7g4O7Fu+WIAdu3bj0wuZ8Ik3UVbX3TuiG2lcgCUq9cHuSyXE1smkJeThotPOK36LdPJEZ6Z8lonJEmWn8OJLRPITIvFWGKGnbMfDbtNJbhsM22btDgOrhlGTlYq5lZ2VAz1YsmkMbi9kwqyQfXKpGVksXzzLpJS0vD39mD66CGaOkkpacQlarMg7Dx8AoVCwYwla5ixZI2mvFmd6owZ2EfvOKecOIaRjRTXL3ogsXcg99lTHo/6nvw3OcIlDg6YOGs/UJJ8cD9G5hY4tW6LZ78ByDMzyYy8yqsl2lknWUI8j0YMwfObQTguWYksMZH4bZuJ22D4RbUwpOVLUfWodgxh09WLrF+s3sbN3oYXCxfG0WsyJMYi2tUxxcJUxPM4JQt25urkCLezEmtCowDMTUR0qGuKjaWInDwVrxKUzN2WQ3Rc0VP5iqQ48h/cxLx2C8RWUhTxr0lf97smR7jIWor43RCR/DzS18zEsmkXpF+NQZmdRf6dK2Qf0y5cFplZYNlCHX6iystBHhNN+oqpyF89hTeTJPVa9EKWn8uW5b+Qk5WOT0A4/UYv1skRnpKo+1tMT4ln+ihthqLje1ZyfM9KAkpUYMC4lZryB7fPk5IYQ+U6n8PLlTQO8SItJ58lF6JIzMolwMGGOZ/XwN1GrSsxK5fYDO0sgUyhZNbJmyRk5mBqbIS/ow1zWlenhr9bkcfyLZkXTpFgZY39513UH+t5+YxX037SZDsxtrXD2EE3LaDY3AKritVIWLPIoEyxRIJDh+5InFxR5eWQFXmF2AXTUWZn0bhkWVJz8lh06gaJmTkEOtkyr3N93N94tRMyc4hJzypW39+SJ1fwx4nrvEzJwMJEQo1AD35pXRMbM21qyHVbX2BqImboN0FYW0m4+yCdIeNu6uQId3Ey413H96qNz1GpoG83P5wcTEhNl3H2UhKL1zzV1HFyMGX88BJIbSSkpsu4c794C/YF/llEquKuABIQEPhHSbt25JPqW/ik3ifV16XMx0tDWFx2Pvz703i9S2fv8++v9BF5/t0P76/0kYk5VXiKt7+DwzOvflJ9Y5MGf1J9ABdbFrZA+u+h9uXxn1Tf61PFSwX6MfFsWuOT6mu4sfr7K31kzuyu/bfKf/Hw7vsrFROvIMNfRf7/juAJFxAQEBAQEBAQ+CCEcJS/jpBfRkBAQEBAQEBAQOATI3jCBQQEBAQEBAQEPgghT/hfRzDCBQQEBAQEBAQEPgghHOWvI7zGCAgICAgICAgICHxiBE+4gICAgICAgIDAByGEo/x1BCNcQEBAQEBAQEDggxDCUf46Qp5wAYH/Eg5EFv459L+Dmjn7Pqm+HGuX91f6yFjFPfyk+raZfvFJ9T16rnh/pY9McnLuJ9XXcGj5T6rv0bZPn8++ffCtT6rvRELpT6rvxt1Pe80ABAWYv7/SR6RrzG+fVB+AebfRf6v8x0+efDRZAf7+H03WfxPCXIKAgICAgICAgIDAJ0YIRxEQEBAQEBAQEPggVCohHOWvIhjhAgICAgICAgICH4RKCKb4ywhHUEBAQEBAQEBAQOATI3jCBQQEBAQEBAQEPgghO8pfRzDCBQQEBAQEBAQEPgjBCP/rCOEo/zJUKhVfffUV9vb2iEQiIiMjqVOnDoMHD/6nu/bBPHv2TDOGwjhx4gQikYjU1NSPonP8+PFERER8FFl/FZFIxI4dO/7pbggICAgICAj8CxE84f8yDhw4wMqVKzlx4gT+/v44Ojr+0136j/Hy8iImJua/egz/RlQqFQe2LODc0S3kZKbjE1Sadr1+xM0rsNA2MS8esW/TH7x8epfkhNd83v0H6jTXz1mdmhzHrnWziIo8gzI/G28XR6qWDubwpZskpmbg7+HC8C4tKBfiZ1DP0Su32XL8PPejY5DJ5Ph7uPB16wZUKx2iqSOTK1ix9zh7zlwlPiUdHzcnBrVvSrnq6jzh2w4cZf3O/SSlpOLn5cGgnl2ICAsxqC8xJZV5Kzdw78kzXsbE0a5ZAwb36qpTRy6Xs3rbXvafOENicgre7m5880V7qpQNB2DjySusPHKBxLRMAtyc+KF9Q8oFehvUd+3RC37fcYyncUnk5stws5fSrkZZvqhfWadeenYu83ad4GjkPdKzc/FwsGVY2wbwJqW1SqXi5K55XD25idzsdDz8w2nWdRzOHkEG9QJcPbmJm+d3Ev9Kndvczack9dsMwcM/XFd3ShxHtkzn0a1T5OflYePgQ+UWE2nTuDTlAkWYmcCrJNh/WUFCWqHqdCjpI6JtDSPuvVCy6ZRSU167tJja4bq+nPQsC8YtzwagSSUTqpY0xtxMRHSski0n84hNVlIYlUKN6dLQTK98+PxM5AZSnjcoL6G57D5P56zi7rD352G2r1EB/2G9kZYrhZm7M1fa9idu19H3tjOESqXi8qF53L24ibzsdFy8w6nVZhz2roWfw8e3DnHt6CLSEqNRKuRInXyIqN2TkPKtNHXW/FqPjJTXOu3mA+ElSxCfkEhSSiq+3p4M6NOT8JIlDOpJSk5h/vJVPHz8hJevY2nzWVMG9O1ZaL+OnTrLxOmzqV65Ir/8+IPOGD/VdWpp5025xuOxdQnTk9mgvDGVQ40xN4XoeCU7z8qISyn8Eyflg43oUMdEr/zHZTl615FKpeLc3nncOLuRvOx03HzL0KDjOBzdCx/jg+uHuHBwIakJ6vNo6+xDxfo9KVm5tabOi4eXuXx4GbEvbpOVloBb+7rUC/Vm45V7rDp/h8SMbAKcbPm+cSXKeb//GwnXX8TTZ9UBApxt2fRVS025TKFk+dlb7L75iPj0bHwdpHxXvzzVAz3eK/OvInjC/zqCEf4v4/Hjx7i5uVGtWrV/uit/GSMjI1xdXf/pbvy/4+iu5Rzfu5qu3/yCk5sPh7YtZv6vX/HjrN2YmVsabJOfl4ujiydlqzRi++qpButkZ6bx+7juBIZVpN+oBdQzucH2U5dZte8Eo7p/TpkgH7Yev8jAmcvZ8ttQ3Bzs9GRcu/+EyiWDGNC2CdYW5uw8c4XBs1exety3hPqoHwrztx1k37nrjO3ZFl83J87ffsDwuatZ6OZDdEwsv69Yz7C+3QkPDWLHoeMM/3Uma2f/hquTg54+mUyGrY01X7ZtwcY9Bw2Oa/Gf2zh46hwj+vXEx8ONS5G3GTV1Lot+HUN81F2mbjnMj52aEOHvxZYz1+j/xwa2j/0aN3upnixzUwmdalcgyMMZc1MJ1x+9YOKf+zE3ldCuRjl1n+QK+s1Zj721BdP7tsXF1obYlHQszUxIeCPn7P6lnD+0kta9JuHg4supPQtZM6MXA37dj6m5lcFxPL9/iVKVmuMVWBZjiSln9y9lzcze9J+4Bxs79UM8JyuN5ZM64xdama6Dl5CQYUtm8gsaVfOkSgkRO88rSUpXUbOUmG71jPhjt4J8uUF1GqSW0LCcmOfxho2e+FQVa45qLZu3H+upX05CnbIS1h/JJT5FRaOKEr5pZcZva7PJkxWuLydPxW9rs3XKDBngXs5iqpaUkH6z+B/PMbK0IP3mfV6u2kb5zfOK3c4Q148v5capldTrNAlbR1+uHl3IrsW96PLDfkzMDJ9DM3Mp5ev3w9bZHyMjCc+iTnBs42jMrezxDqkJQLvvtqBSagecFPuQ3Yt7cefefYZ88xWlSoSw+8BhRvz8Kyv/mIWLk5OeHplMhq3Uhq7t27Jl554ixxEbn8CCFasJD9M36D/Vdfo8zpLs1JdITK315NUuY0zN0sZsOpFPYpqK+uWM6dPMlGmbcskv4jrKzVcxbaPuR4AMXUeXDi/hyrEVNP1iMnYuvlzYv4BNc3vS56cDhZ9HSylVmnyDg4s/YmMJT24dZ/+a0VhYO+AXpj6PsvxsnDxDKFW1DTuXDATg4J2nTDt4mdHNKhPh6cyWaw/4dv0Rtn3TCjepYV0AGbn5jN15mkp+biRl5ejs++P4dfbefsy45tXwc5Ry7vErhm4+zqoeTSlb+OH5KAhG+F9HCEf5AOrUqcOgQYP44YcfsLe3x9XVlfHjx2v2R0dH06pVK6ysrLCxsaFDhw7ExcVp9r8NlVizZg2+vr5IpVI6depERkYGAD169GDgwIFER0cjEonw9fU12I+1a9dSoUIFrK2tcXV1pUuXLsTHxwOgVCrx9PRk4cKFOm2uXbuGSCTiyZsvXM2cOZPSpUtjaWmJl5cX/fv3JzMzU1N/5cqV2NracvDgQUqUKIGVlRVNmjQhJiZGU0epVDJhwgQ8PT0xNTUlIiKCAwcOaPYbCkfZt28fwcHBmJubU7duXZ49e1bs4/+2Tzt27CA4OBgzMzMaNmzIixcv9OoWdoxB7fmYOnUq/v7+mJubU6ZMGbZs2aLZ/zZE5ujRo1SoUAELCwuqVavG/fv3dXQsWLCAgIAATExMCAkJYc2aNYX2PT8/nwEDBuDm5oaZmRm+vr5MmjSp2GN/t+8n962l0ed9KVO5Ae7eQXT79ldkeblcPbO30HY+gaVo1W0Y5ao3xVii7yECOLJrObYOrnTt/ws+gaVxd7Ln4p2HtK5Vic9rV8Lf3YXvu7bExV7KlmMXDMr4vmtLejSrQ0l/L7xdHRnYrgneLg6ciozS1Nl77hq9PqtLjTKheDo70L5eVaqWCubP3QfYuPsgn9WrRcsGtfH1dGdwr644O9iz/eAxg/rcnJ0Y3LsrTetUx8rC8BfwDpw8R/c2n1GtfBk8XJ35vEk9KpcpxZ+7D7Dm2EU+rxZBm+pl8Xdz5If2jXC1tWHTqWsGZZXwcqVpxZIEujvh4WDLZ5VLU62EP9ceaa/B7eciScvOYVa/9pQN8MLdQUq5QC9CPNUGiEql4uKR1dRs3o8S5Rvh7BlM696TkeXncuti4QZTm6+mU7FeF1y9S+Do5k+LHhNRqZQ8jTqvqXN2/1Kk9m606jUJD/9wrGw9cPWvQq1y9py+reTeCxUJabDzvBKJMZTyLfohKhLB59WMOHFTSUqGYSNcqYSsXN0NoFaEhMOX87n5WEFsspJ1h/MwkYgoH/x+309GtkpnK4iJBL5oZMbG43nIUorpzgcSDp7iwU+zid1xuNhtDKFSqbh5ejXl6/cjoHQjHNyCqd9pMvL8XB5eL/wcegRWxr90Q+xdApA6elOmZncc3EKIeaq93syt7LGwcdJsz6NOIJEY06xhfZo3qo+PlycD+vbE2dGRXfsOGdTj6uLMwL69aFyvNpaWFoX2R6FQ8OuM3+nRuQNurs56Y/xU16ml1AMnn8pY2nrpyatR2phj1+XceaYkLkXFxuMyJMZQNtCo0D6o+w+ZObqbfh0VV4+tpkqTfgSXbYSTezBNu09Bnp/L3cuFj9E7uDLBEQ1xcAvAzsmb8vW+xMkjhFePr2rq+JesTc2WQwgu20hTtubCXT4vG0ibssH4O9nyQ+NKuNpYsvnKfUNqNPyy9zxNS/oT7qn/wrX31mN6Vw+nZpAnnnbWdKgQSlV/d1ZfuFukTIF/B4IR/oGsWrUKS0tLLl68yNSpU5kwYQKHDx9GpVLRunVrkpOTOXnyJIcPH+bx48d07NhRp/3jx4/ZsWMHe/bsYc+ePZw8eZLJkycD8Pvvv2uM2piYGC5fvmywD/n5+UycOJEbN26wY8cOnj59So8ePQAQi8V06tSJdevW6bRZv349VatWxf/Np2HFYjFz5szh9u3brFq1imPHjvHDDz/otMnOzmb69OmsWbOGU6dOER0dzfDhwzX7f//9d2bMmMH06dO5efMmjRs3pmXLljx8aPhT4C9evKBNmzY0a9aMyMhI+vTpw8iRI4t/8N/06ddff2XVqlWcPXuW9PR0OnXqpFOnqGMMMGbMGFasWMGCBQu4c+cOQ4YMoVu3bpw8eVJHzo8//siMGTO4cuUKxsbG9OrVS7Nv+/btfPfddwwbNozbt2/z9ddf07NnT44fP26w33PmzGHXrl1s2rSJ+/fvs3bt2kJfsooiKf4l6amJhIZrZ0qMJSYEhJXn6YMbHyzvXW5fOYGXfxgrZg7lx7616TR2NneevqRKKd1p2aqlgrnx6HmxZCqVSrJz87B5xxCQyRSYSnQNMVMTCTfu3uf+42dUiiils69SmVLcvv/oPxyV2itoIpEU0GfCjbv3iYqOoWoJ3dCaqiX8ufHkZbFkR72I5cbTl1QI0oavnLz1kHA/TyZtOEDdEbNpM3ExSw+cRaFUh2GkJr4kMy2BgJLVNW2MJSb4hlTk5ePrxR9XXg5KhRxzS63H/n7kMdx8S7F5/ndMG1yNfYvbkvZsH9bmIp7EaI1ZhRKex6nwciraCK9VSkx2norIx4VP/dvbwJDPjRjYyog21cU42IhwsBEhtRRzL1rrelQo4dErBb5uRRtPJhIY96UF43ta0PczMzwc9R9T7WqbcveZnAcvDLg2PwHpyS/JzkjAK0R7Do2MTXAPqEjss+KdQ5VKxcuH50mNf4q7fwWDdRTyfO5f2YlcrqBi2TI6+yqUDef2vaKNt/exeuMWbKU2NG9UX2/fp7xOj6/uyLObW/Xa2luLsLEQ8fCl7nX0JEaJj0vR5ouJBEZ2NmV0FzN6NDbB3UH/Wk9LeklWegK+JWrojNErqCKvnxT/PD6/d56UuKd4BlYstJ5cqSQqJomq/u465VUC3LnxMqGQVrAj8iEvUjL4unYZg/vzFUpMjXV/U2YSI66/iDNY/2OiUok+2va/imCEfyDh4eH89NNPBAUF0b17dypUqMDRo0c5cuQIN2/eZP369ZQvX57KlSuzZs0aTp48qWNMK5VKVq5cSalSpahZsyZffPEFR4+qYxKlUinW1taaMA4nA9OMAL169aJp06b4+/tTpUoV5syZw/79+zWe7K5du3L27FmeP3+u0blhwwa6deumkTF48GDq1q2Ln58f9erVY+LEiWzatElHj0wmY+HChVSoUIFy5coxYMAATV8Bpk+fzogRI+jUqRMhISFMmTKFiIgIZs+ebbDfCxYswN/fn1mzZhESEkLXrl01Lw/FRSaTMW/ePKpWrUr58uVZtWoV586d49KlS8U6xllZWcycOZPly5fTuHFj/P396dGjB926dWPRokU6un799Vdq165NWFgYI0eO5Ny5c+Tm5mrG3qNHD/r3709wcDBDhw6lTZs2TJ8+3WC/o6OjCQoKokaNGvj4+FCjRg06d+78QWMHyEhNAsBaqhuaYS11ICM18YPlvUtS/EvOHt6Eo5sP34xeSOMqZVCpVNx7/kqnnr2NFUlpGYVI0WXNgdPk5MloVEkbD1q1dDBrD54mOjYRpVLJhdsPOHn9LkkpaSiUSuylNjoy7GxtSEotvrezIJUjSrNh90FevI5FqVRy6cZtTl++/kafCgdr3WlgBxtLEtMzC5GmpuHoOVQYNJkuk5fTsVZ52lTXTvy+TEzlyPUoFEoVf3zbkb5Nq7P66EWWHDgLQGaa+oFrZaN7Di1tHMhMK/45PLJ1JtZ2LviHaV/IUhJecOX4n9i7+NBtyFKCynck5u5mtV7dmXkyc8FKP/xag5cTlA0Usfti4THcr5JU7DinZN1xBXsuKrEyF/FdO3OcbNUP1YwcXeM9I1uFjUXhD9y4FCXrj+SxdG8uqw/mIlPAd+3McZRq25QNMsbTScye8/mFd/5vJjtDfQ4trHTPoYWVA9kZRZ/DvJwMFo8ux6IRpdm77Gtqfj4Gr+DqBus+vX2UvNwMVCoVdra2OvvspLak/IUF7bfu3mPf4WMMH9DP4P5PeZ36lmnPzeNTib6zW6ettYXh6ygzR4W1eeHXUUKqks0nZKw6mM/6Y/nIFfBNK1McbHTbZL0Zo6V1gfNo7UhW+vvP4+whZZk5sBRb539F/Q5j8C1h+DwCZOXJUKhU2Fvqztg5WJqRaMhNDzxPSmfOsWtM+rwmxmLD5lpVf3fWXLjD86R0lCoV55+85sT9F4XK/JioEH207UOZP38+fn5+mJmZUb58eU6fPl1k/ZMnT1K+fHnMzMzw9/fXixYA2Lp1K2FhYZiamhIWFsb27ds/uF8fimCEfyDh4bqLS9zc3IiPjycqKgovLy+8vLTTaWFhYdja2hIVpZ2K9/X1xdraWq/9h3D9+nVatWqFj48P1tbW1KlTB1AbegBly5YlNDSUP//8E1BffPHx8XTo0EEj4/jx4zRs2BAPDw+sra3p3r07SUlJZGVlaepYWFgQEBBgsK/p6em8fv2a6tV1bzrVq1fXGe+7REVFUaVKFUQi7Q+uatWqHzR2Y2NjKlTQeo1CQ0M/6BjfvXuX3NxcGjZsiJWVlWZbvXo1jx8/1tH17rl2c3MD0MiJior6oLH36NGDyMhIQkJCGDRoEIcOGZ5GfkteXh7p6els3LiRiIgIIiIi+L57JRSKN0GQogI3LZWBsg9EpVTi6VeCFp2/w9OvBJ9VU68iPHb1jm49FYiKcdM8cCGSRTsOM7l/F+xttIbu911a4O3iSJtR06nc50emrN1JixoVEL95yIj0xvbXIg+/69UFLzcXunw3ijod+zBz6Vqa16vxjr6C6lT6fSjAiqHd+XNEL8Z0bsq645fZf1l7jJQqFfbWlozr2owwbzeUShXZufks2HOK3/qXQ6F4E4RdQIfqA87h2f1LuX1xLx37z8VYYqrT925ffsXC6UMZ1CmMZVM64xPW4M1OXRkikV6RBhNjaF3NiD0XleTkFd6PR69V3HuhwtlWRMdaYtzt1YZTST/jD9YJ8DxOydX7cl4nKnnyWsmq/bkkpCqpVUY9k2FrJaJNLRPWHs4zGN/7d3HVCkb6qrfFo8uhLOwcGigriImpJR2Hbqfdd5up3GQwZ3dN5tWjiwbrRl3agkdAZUOq3mj7z34Z2dk5/DZzDsMH9ENqo37pfR0bx/nLV2naodsnuU7dfMKo33Yobj5h+JVph2/pNgQ7xTChp5lm09idBa8j/SIdouNVXH+kICZZxbNYJeuO5JOYqkKcfIDdc6qye05VZg8pW+h5BNV7D62JqSVfjtpBtxFbqNlyCMe3Tib6geHzqNN3/dubwcOpUCoZtf0U39SOwMdBf33KW35oXAlvexs+X7CDir+uYfL+i7SMCMToLz4PisM/ZYRv3LiRwYMH8+OPP3L9+nVq1qxJ06ZNNTZQQZ4+fUqzZs2oWbMm169fZ/To0QwaNIitW7WzL+fPn6djx4588cUX3Lhxgy+++IIOHTpw8eL7z+lfQViY+YFICkxri0QilEploQ/uguWFtS8uWVlZNGrUiEaNGrF27VqcnJyIjo6mcePG5OdrPUNdu3Zl/fr1jBw5kvXr19O4cWNNlpLnz5/TrFkz+vXrx8SJE7G3t+fMmTP07t0bmUy70sVQX1UqlV5ZUeMtuO9jYEh+cY/x23/37t2Lh4fu6nFTU1Odv9+V81b+u+fqQ8Zerlw5nj59yv79+zly5AgdOnSgQYMGOrHo7zJp0iR+/vlnRCIRxsbqn2nLTv2xtFYvhsxITURqp50pyUhP0vOOfyg2dk64emhfumytLRCJRCSmpOvUS8nIxL6IRUQABy/eYMLyLUzp35XKJXXDWexsrJj53Zfk5ctIy8rGydaGOZv34+bsyMuYOD2vd0paBva2hT+E3oed1IbJI78jLz+f9IwsHO1tWbB28xt9sXpe7+SMbBysDS9wfYunoy0AQR7OJGVksWDvKZpWLAmAk40VxkZijN5YEHXCgxjdqTE/r9tH3zGbNL+DzLRErG21cbjZGUl6XkdDnDuwjNN7F9F9+HJcvHSzxlhLnXjwPJn9b2bSn79SoDS2B8DKXNcbbmmqjd8uiJ012FmJ6FRb66d5e2mP6axe0JnyzmF78FLFokS1Vdy8IliaqStbW4hIfyem28pcZDDGuzBUqLNhONmq++HlLMbaQsywjlpvopG4MvY1K+LTvyv7LUurg9Q/MiWzwPvNsYqevx2FXH2vzc5IxNJGew5zMpP0vOMFEYnFSB19AHD0KEFK/BOuHVuMR6Buhp2M5Fe8fHieRt1mEfPkIskpqTr7U9LSsPsPfxevY2OJjU9g9ERtmN7be1teXj7dhi7Hwkp9r/m7rlMnd91sTtb2fhw6uBbLwK81ZW+jLKwtRDrecEtzEZk5H3YdvUxQUr9ePZ5mqBeg+nqbac5jVnoiVlLdMVpaF53VSyQWY+esPo8uXiVIin3MxYOL8Q6ubLC+pakEI5GIpAIe6uTsXBws9dezZOXLuRuTxP3YZCbvVxuCSpUKFVD+l9Us6NqQSn5u2FuaMbtjPfLkClKzc3G2tuD3o9dwty36Hv3fzMyZM+nduzd9+vQBYPbs2Rw8eJAFCxYYXGu1cOFCvL29NbP0JUqU4MqVK0yfPp22bdtqZDRs2JBRo0YBMGrUKE6ePMns2bM1Ds2/A8EI/0iEhYURHR3NixcvNN7wu3fvkpaWRokShtNI/Sfcu3ePxMREJk+erNFz5coVvXpdunRhzJgxXL16lS1btrBgwQLNvitXriCXy5kxY4bGG1gwFOV92NjY4O7uzpkzZ6hVq5am/Ny5c1SqVMlgm7CwML282RcuGF7gVxhyuZwrV65odNy/f5/U1FRCQ0OL1f7tVFN0dDS1a9f+IN3vUqJECc6cOUP37t01ZefOnSvyXNvY2NCxY0c6duxIu3btaNKkCcnJydjb2+vVHTVqFEOHDtUpO3FPhERigo2tI/dvnsfTT61LLpfx+O5VWnQZ/B+PB8AvJIL4mGeavyXGxtgbMEYv3HlInbL6acTecuBCJD8v28xv/bpQM6Lw42FqIsHZRIpMruDoldvUrVGVq7fucvnGHWpXLq+pd/nmHWpU/Ovr/E1NTHByMEEul3PiwhXqVavE9WvXuBD1lPoR2uvnwr2n1AkPLrZclUqF7B23bESAJ/sv30GpVCEWi7A0MyUnT4aT1Aon90BUKhVWUiee3D2Hm4/6OCrk+Ty7f5kG7YYVqevsgWWc3rOAbkOW4u5bWm+/V1BZXj2/rzG2UzLh3p0bJCbVwN/Nhtg3ad3EYvBxEXHkumGDNTENFuzRTZtSt4wYUwkcuKIkTTd5CflyyM8EIzHY24i5Hy0jLUtJiLcRrxLVOozEEOhhxO6zRbjWDeDhKCYmSS3jwQsFk9fpKu8X8pjM+094PG3J32KAA5ipwOzN4Uhz9EGlUmFh7cTLB+dw8tCew9ePL1O1edHnsCAqVBpj8F2iLm/D3MoBv1L1CQ7050rkTWpW1Rp4VyNvUr1S4THIReHt6cHyuTN0ypat3UB2Tg4D+/bkiUl5xEaSv/U6TYp9qlOWmfIcjGxJStc1rtOzVQR5GvE6SX0CjMTg7yZm/6UiUqMYwM1BTGyKBVZ26vUbds7mqFQqLG2ceBZ1Fhcv7RhfPLxMrdbDixKnj8rweXyLsVhMCTcHzj+JoV6oj6b84pPX1AnWX5BqZSphy9ctdco2XrnP5WcxTG9XB48CRrapsREuNpbIFEqO3ntOwzDfD+v/f8DHzI6Sl5dHXp7uvcHU1FTPOZafn8/Vq1f11pM1atSIc+fOGZR9/vx5GjVqpFPWuHFjli1bhkwmQyKRcP78eYYMGaJXp7Dw2o+FYIR/JBo0aEB4eDhdu3Zl9uzZyOVy+vfvT+3atXXCJ/4q3t7emJiYMHfuXPr168ft27eZOHGiXj0/Pz+qVatG7969kcvltGqlzUMbEBCAXC5n7ty5tGjRgrNnzxqMj3of33//PT/99BMBAQFERESwYsUKIiMj9RaFvqVfv37MmDGDoUOH8vXXX3P16lVWrlz5QTolEgkDBw5kzpw5SCQSBgwYQJUqVQo1/AtibW3N8OHDGTJkCEqlkho1apCens65c+ewsrLiyy+/LJac77//ng4dOlCuXDnq16/P7t272bZtG0eOHDFYf9asWbi5uREREYFYLGbz5s24urpiWyDO8y2Gbj4mJuobfO1m3Ti8YymObj44uXpzeMcSJKZmlK/RXFN37bzRSO2dNYa5XC4j9uVjzf/TUuJ5+ewepmYWOLmqH0p1mnVn9rgvOLR9CWWrNmb/3eukZ+WgVKnYceoy4YHebDtxidikVNrWrQLA3M37iU9JZ+JX6gXIBy5EMm7JRoZ3aUnpAG8SU9Wx46Ymxli/yV5y63E08SnphHi7EZ+SzqId6oXNXVs3JdDXi4lzFhMa4EupkEB2Hj5BXGISnzeqC8CCtZtJTE5h7KCvNGN98FS99iE7N4/U9AwePH2OxNgYPy/1TMedB49JSE4hyNebhOQUlm/agUqp1lfKVsKPq3YS5uNGGT9Ptp69TkxKGu1rqtMN/r7jOPGpGfzaQ/0w3HDyCq52Nvi5qr1k1x+/YPWRi3Suo/2Nd6hZnj9PXGHK5kN0rlOB6Phklh48R5c3dUQiEZUbdOf03kXYu/jg4OzD6X2LkJiYUbryZxo525eOwNrOmQZt1QbP2f1LOb7jd9r0nY6to4cmZtfE1AITM/XLUpWGPVg+qTOn9y6kZIWmPL0VycNrWzh+6XNa1LclKV1JcoaKGqXEyORw+5nW4GlVVUxGDhyLVKJQopdDPPeNffFuecOyYh68UpKWBZZmULOUGDMTEZfuyZEroGEFExJSlSSkqmhYQUK+TMXVB1rjvmtDU9IyVZr47saVJDyPVZKQqsTMREStMhI8HMVsOal+OOfJ0MszrsjKRpaUSuYdwwvC38XI0gLLd3LAW/h5YlMmlPzkNHJfxBTRUheRSER4ze5cPboIqaMPUkcfrh1bhLGJGUFltefwyJ8jsJQ6U7WZ+hxePboIZ69S2Dh4o1TIeB51kgdXdlKr7U868lVKJfcubyekQmvERsa0b/UZk2bNJSQwgJKhwew5eIS4hERaNFUbFktWrSMhOZnRQwZqZDx6ojZyc3JzSU1P59GTpxgbG+Pr7YWJiQl+Prq58K3eLJ728/HmeYI6g9Knuk5fRF3l2c2tRDQaq3esz9ySUzfCmMQ0JYlpKuqWNUYmh+uPtC++HepISM9SceCy+tpqUM6Y6Hh1fVMTqF7KGHdHETvO6r5YikQiytfrzsWDi7Bz9sXO2YeLB9TnMayidox7V/6Ata0LtVqrx3jhwCJcfUph6+SNQp7PkzunuHNxJw07j9e0yc/NIiVBGx7xKjWDeqHezD9xnZLuDoR7OLH1+gNi0rJoV149UzDn6FXiM7L5pXVNxCIRgc66aWDtLc0wMTbSKb/1KoH49GxCXO2Jz8hm4clIlCoVParpLnD/O/iYCyrfzv6+y08//aSTgQ4gMTERhUKBi4tubnUXFxdiY2MNyo6NjTVYXy6Xk5iYiJubW6F1CpP5sRCM8I/E268jDhw4kFq1aiEWi2nSpAlz5879qHqcnJxYuXIlo0ePZs6cOZQrV47p06fTsmVLvbpdu3bl22+/pXv37piba6e7IiIimDlzJlOmTGHUqFHUqlWLSZMm6Xh1i8OgQYNIT09n2LBhxMfHExYWxq5duwgKMvyRA29vb7Zu3cqQIUOYP38+lSpV4rffftPJOvI+LCwsGDFiBF26dOHly5fUqFGD5cuXf1C/J06ciLOzM5MmTeLJkyfY2tpSrlw5Ro8eXWwZrVu35vfff2fatGkMGjQIPz8/VqxYoYnPL4iVlRVTpkzh4cOHGBkZUbFiRfbt26eZifgQ6rfshSw/jy3LfiE7Kx2fwNJ8M3qRTo7wlKQYRGLtDTItOZ5pI9pr/j62eyXHdq8kMKwCA39aAajTGPYeNps9f87m4NaFeDpKGfFFK+QKJUt2HiUxLZ0AD1fmDO2Ju6P6IZCYmkFsUqpG7tbjF5ErlExes4PJa3ZoyltUL8/PfdVrEvJlcuZvO8ir+GQszEyoHh7KL191wsrSkgbVK5OekcmKzTtJSknD39uD6aOH4uqsNnqTUlKJS0zSOR49h2sNmPuPn3H49AVcnRzYunDGG30ylvy5jddx8ZibmVG1XDhjB32FtaUlTSqEkZaVzeJ9Z0hIzyTQzYk/+nfC/U0MZmJ6JrHvpMBTKlXM2XmCV0mpGIvFeDrZ8l3rupoc4QCu9jYsHNiZaVsO0/7XJTjbWtO1bkV6NqrKzjd1qjftg1yWy761E8jJSsPTP5wvhi7Tyb2clvxaJ7zp8vH1KOQyNi/4Tmf8tVt+S51WauPLw680Hb+dy9GtMzm5az6Wtp5UaDyCqOQQnO+paFZJjLkJvEqEtcd0c4RLLfXDzd6HtQW0qW6EhSlk5cGrRBWzNmWTkqHi6DUZEmMR7eqYYmEq4nmckgU7c3VyhNtZiVGptEa1uYmIDnVNsbEUkZOn4lWCkrnbcoiO+zgebmn5UlQ9qk0lGjZd/Zt/sXobN3uP+iBZZeuqz+GpbRPIy0nDxTucFn2X6eSWzkzRPYfy/BxObZtAZmosxhIzbJ39qN9lKkERzXRkv3h4jszU15So1AaAejWrk56RyeqNW0hOTsHXx4vJ40bj6qwOSUtKSSE+QXchYd/B2mxXDx494ejJM7g4O7Fh6fxij/FTXafmNh6Urvs9XiWaU5CTN+RIjKF1DRPMTeBFvJKl+/J0coTbWol499I1MxXRpqYEawsRufnwOlHJwl35vEzQv74rNeyLPD+PIxt+Jjc7DTffMrQfuFznPGakxCB6514ty8/m8IafNefR3sWf5j2mEVpBex5jo2+zcbb2mTrjsHrGurS7I4tO3SAxM4dAJ1vmda6vCR1JyMwhJl27Lqs45MkV/HHiOi9TMrAwkVAj0INfWtfExsxwKtp/K4Zmfws6ot7lQ8JBC6tfsPxDZX4MRKqPFagrIPA3s3LlSgYPHvzRPnH/38aByE+bDaJmzr5Pqi/H+v1fjfvYWMW933v6Mdlmqv+V0r+TR88/fQq/tx/r+VQ0HFr+/ZU+Io+2Ff/jQB+L9sG3Pqm+Ewn6ISR/JzfuftprBiAowPB3Bf4uusa8/4uuHxvzbsV3LP0nRD4sPLXihxIRZDgbXEHy8/OxsLBg8+bNfP7555ry7777jsjISL1UwwC1atWibNmy/P7775qy7du306FDB7Kzs5FIJHh7ezNkyBCdkJRZs2Yxe/ZsTaa5vwMhO4qAgICAgICAgMAH8U9kRzExMaF8+fIcPqz7wa3Dhw8X+qXxqlWr6tU/dOgQFSpU0CRgKKzO3/31csEIF/jX0LRpU520ge9uv/326b0IAgICAgICAv8uhg4dytKlS1m+fDlRUVEMGTKE6Oho+vVT57wfNWqUTnhtv379eP78OUOHDiUqKorly5ezbNkynY8Pfvfddxw6dIgpU6Zw7949pkyZwpEjRxg8ePDfOhYhJlzgX8PSpUvJyTH8gQF7e3vs7e0/+OM+AgICAgICAh+ff+pLlx07diQpKYkJEyYQExNDqVKl2LdvHz4+6qwzMTExOjnD/fz82LdvH0OGDOGPP/7A3d2dOXPmaNITAlSrVo0NGzYwZswYxo4dS0BAABs3bqRyZcMpJz8WghEu8K+hYN5uAQEBAQEBgX8nHzNF4YfSv39/+vfvb3CfoaxrtWvX5tq1a0XKbNeuHe3atfsY3Ss2QjiKgICAgICAgICAwCdG8IQLCAgICAgICAh8EP9UOMr/JwQjXEBAQEBAQEBA4IP4J8NR/r8gGOECAgICAgICAgIfhOAJ/+sIRriAwH8J4eaf9iMh+/P0v8L6dxJqFv9J9QE8kVb6pPqai49+Un2qlzs+qT4ARc6n/fDK2k/88ZzANqGfVB9A7J1zn1RfK6Od76/0EWltfP2T6gPAuMQnVfdzztD3V/rITP7kGgU+FMEIFxAQEBAQEBAQ+CCU/3QH/h8gGOECAgICAgICAgIfhBCO8tcRUhQKCAgICAgICAgIfGIET7iAgICAgICAgMAHIWRH+esIRriAgICAgICAgMAHIYSj/HWEcBQBAQEBAQEBAQGBT4xghAt8MkQiETt27Pinu/GXGT9+PBEREf90NwQEBAQEBP4xVIg+2va/ihCOIvDRGT9+PDt27CAyMvKf7srfwvDhwxk4cOA/onvHvoNs3LaTpJRUfL09GdCnJ+ElDee7TUpOYf7yVTx8/ISXr2Np81lTBvTtWajsY6fOMnH6bKpXrsgvP/6gKVepVBzb/geXT2wiJysdr4BwWnQfi4tnUKGyLh/fxPWzu4h7+RAAD98wGrYfwquntzmzbzkZaQmYW9piam5JekocEokZYSXD+KLn13h4emvk3LkVycolf/Ai+hl29g60bteZxs1a6eg6f/YkG9YsIzbmNa5u7nTp3ofK1Wpp9udkZ/Pn2mVcPHea9LQU/PyD6PX1QAKDtcft+65hBsdham6JQi7HOzCcz3uMwbWIMV88tpmrZ3YS++KResx+YTTtOBjvgHC9ulsOnWLNniMkpabh7+nGkO7tKBsaaFDu8UuRbD18mgfPXyKTy/HzdKNv22ZULWO4z4fOXWHM3BXUqhDOtHAXAEzK1sS0Un3EVlIUiTHkHN2K4uXjQseCkTFm1ZpiUrIiIktrlBmp5J0/SP6tCwCIHV0xq/EZxq5eiKUO5BzdQt6VE9rjVrEO5tUaI7a2RRH/mqwDG5BHPyxSn3ntFpiGV0FsZYMyPYWc03vJu35WLS+iGlate+k1S/qln+b/KpWKy4fmcffiJvKy03HxDqdWm3HYuxZ+zh7fOsS1o4tIS4xGqZAjdfIhonZPQsprr7E1v9YjI+W1tpG/+p/qadA2qfAhvcW+RgX8h/VGWq4UZu7OXGnbn7hd788XrwIO2sEFa8hpW4fA4JL07DcMLx//IttdPHuczeuWEBfzChc3Dzp+8TUVq9bW7N+xeTWXz53g9atoTExMCA4tTece/XH39NHU+WnJJnafvaojt5S/F59VL8/q/SdJTM3A38OF4V1aUC7Ez2A/rj94ypxN+3kWk0Bufj5uDna0qVuZbo1rFtr3TdcesurSPRIzcwhwlDK8flnKeTkbrHslOo6+fx7XK9/Wpxl+Djbq/0c+Zs+dpzxKSAOghKs9A2uFU8rdQa3vxCVWHTxLYlomAe5ODO/YlHJBPnoyAa4/fM7v2w7zLDaR3HwZbva2tK1Vnm4Nq2nqHL12l2X7T/MiPhm5QoG3swNfNKzGZ1XLFDpmgAbljKkUaoS5KbyIV7HjnIz4FFWh9csHGdG+jkSvfMzyXOSKIlV9VJSFd1GgmAhG+P8I+fn5mJiY/NPd+H+BlZUVVlZWn1zvsdNn+WPpCgb360upEiHsPnCYET//yso/ZuHi5KRXXyaTYSu1oWv7tmzZuadI2bHxCSxYsZrwMH2D/vTepZw9sJK2fX/D0c2X4zsXsmJqb4ZM2Y+puaVBeU/vXSa8SjO8g8oikZhyau8ylk36EoVCTssvx+ETVI5V078iJeEV3YcuwNLGnvM7pzJhzHB+X7gKMzNz4mJj+PWnETRo8hnfDf+Re1G3WTJ/FjZSW6pWVxsV96NuM3Pyz3T+oheVqtbk0vnTzJg8nl+mziM4VG2kzp8zlejnTxk0/Efs7R04dfwwP/84jNkLVoGx+riN/eOkTv93rPqVW5cO0azTUPxDKnBkx0KWTOrD99P3YVbImB9HXSKianN8ukcgMTHlxJ5lLJncl+FTdiG1d9HUO3z+KjNXb+GHXh0pExLA9iNnGDz5DzZOH4uro72e3OtRj6hUOpT+nVpiZWHOnpPnGTZtISsmfk+In5dO3ZiEJOas205EaICmTBJaDvP6bck5tBH5qyeYRtTAqn1/0pf+giojxeBYLFv1QmRpTfb+dShTEhBZWoNYO3EqMjZBmZpIzv3rmNdro9PWpGRFLJt0ImvvOuTRjzCtUAubbt+R+sc4lGnJBvVZt/8akZUNWbtWokiOR2xpo6MPQJmbTeq8MboN5XLtcTq+lBunVlKv0yRsHX25enQhuxb3ossP+zExM/x7NTOXUr5+P2yd/TEykvAs6gTHNo7G3Moe7xC1sdjuuy2olFrLxuybmix0gzJZBkXqYWRpQfrN+7xctY3ym+cVrxFwTAonpdA5HsK2LGP7xpX8Nm4wMxf8ibmF4Wvwwb1bzJk6jvbd+lKxSi0uXzjF71PGMH7KQgJDSgIQdfs6jZq3xT+oBEqlgo2rFzFp3GCmzV+PmZm5Rla10sGM791B8/fpG1FMWr2DUd1bUybIh63HLzJw5nK2/DYUNwc7vb6Ym5rQsUE1grxcMTcx4frDZ/y6chvmpia0rVNZr/7BqGimHb3OqEblifBwZGvkYwZsPsXWPk1xszE8XoAdfZthaaI1SO0sTDX/v/IiniYlfCjTwBETYyNWXYzim00n2Nq7Kdcv32baxgOM6tKciEBvtp66woA5a9k6/lvcHGwNj6duZYI9XTA3kXD9UTS/rN2tHk+tCgBILc3p06wWvq6OSIyMOH3rPuNX7cDexhL0bWYAapcxokZpIzaflJGYpqJeWWP6NDVh+uY88mWFDpvcfBXTN+XplH1KA1zg4yCEo/yXUqdOHQYMGMCAAQOwtbXFwcGBMWPGoFKpX019fX355Zdf6NGjB1KplL59+wKwdetWSpYsiampKb6+vsyYMUNH7tq1a6lQoQLW1ta4urrSpUsX4uO1XzI8ceIEIpGIo0ePUqFCBSwsLKhWrRr3798HYOXKlfz888/cuHEDkUiESCRi5cqVmvaJiYl8/vnnWFhYEBQUxK5du3T0nzx5kkqVKmFqaoqbmxsjR45E/s6DVqlUMmXKFAIDAzE1NcXb25tff/0VgHr16jFgwAAdeUlJSZiamnLs2LGPMj7QD0fp0aMHrVu3Zvr06bi5ueHg4MC3336LTKa9g86fP5+goCDMzMxwcXGhXbt27znD+mzeuYdmDerRvFF9fLw8GdC3J86Ojuzad8hgfVcXZwb27UXjerWxtLQoVK5CoeDXGb/To3MH3Fx1vU4qlYqzB1dTp+XXlKzYCBfPYNp9NRlZfi43zhdu2Hf4ZhpVGnTB3acETu7+fN57AnJZPr7B5alYpz3OHgF8P+so9k6ePL57ATfvUL4dMpLEhDgeP3oAwKF9O3F0cqbXVwPx9PalQePPqNewGbu2bdDo2bNzC2XKlqdNh254evnQpkM3Spcpz56dmwHIy8vjwtlTdO/Zj5KlyuDm7knHrj1xdnHj4D7tVwFtbJ00m7XUkahrJ3Bw9qJag864egXRqd8k8vNzuX6u8DF3+XYa1Rp2xsO3BM7u/rTrMwGVUsnDOxd06q3fe5SWdavSul51/DxcGfplO1wc7Nh6+LRBuUO/bEf3lg0JC/DB282Z/p1a4eXqxOlrt3TPo1LJuD9W0rddczycHTXlphXrkX/zPPk3z6NMiiPn6FaUGSmYljXskTT2K4GxVyBZmxcgf34fZXoyipjnKF491eqKjSb3xA5kUVdBIddpb1a1IXnXzpB37TSKxBiyD2xEkZaCWYU6BvVJAkti7BtCxro5yJ5EoUxNQv7qKfIX+p56VWa6zqYpV6m4eXo15ev3I6B0IxzcgqnfaTLy/FweXi/8nHkEVsa/dEPsXQKQOnpTpmZ3HNxCiHl6TVPH3MoeCxsnzXbHAhxkEFDMD4MmHDzFg59mE7vjcPEaoPaCn5JCgxQIzwYvnwC+GTKW/Lxczp4sXM7+nZsoHVGR1u274+HlS+v23SlZpgL7dm3U1Bn18yxqN2iOl48/Pn5B9Bv8I4kJcTx9pPvlURNjYxxtrTXb9pOXaF2rIp/XroS/uwvfd22Ji72ULccuFOwGAKE+HjSpEkGAhyvuTvY0r1aOqqWDuX7/qcH6ay/fo3W4P23KBODvKOX7BuVwtbZg8/VHRR4rewszHK3MNZvROy9vv7WoSodyQYS42OHnYMPYJhVRqVRcfB7H2sPnaF2jLG1qlsffzYnvOzbF1c6GzScvGx6PtxtNK5UmwN0Zd0c7mlcpQ7WSgVx/+FxTp0KIH/XKlsDfzQkvZ3u61K9KkIcL1x89NygToHopY45HyrnzTElciopNJ2RIjCEiwKjIcatUkJmju31qhHCUv45ghP8Xs2rVKoyNjbl48SJz5sxh1qxZLF26VLN/2rRplCpViqtXrzJ27FiuXr1Khw4d6NSpE7du3WL8+PGMHTtWx0jOz89n4sSJ3Lhxgx07dvD06VN69Oihp/vHH39kxowZXLlyBWNjY3r1Uk8Vd+zYkWHDhlGyZEliYmKIiYmhY8eOmnY///wzHTp04ObNmzRr1oyuXbuSnKz2jr169YpmzZpRsWJFbty4wYIFC1i2bBm//PKLpv2oUaOYMmUKY8eO5e7du6xfvx4XF7WXsU+fPqxfv568PK13YN26dbi7u1O3bt2PMr7COH78OI8fP+b48eOsWrWKlStXao7rlStXGDRoEBMmTOD+/fscOHCAWrVqFSmvIPn5+Tx49IQKZXWnNSuUDef2vfuFtCoeqzduwVZqQ/NG9fX2pSS8JDMtkcBS1TVlxhITfEMqEv2w+J+azs3KQKVS4hWo2//A0tU1crKzMgGwtrIG4P69O5QpV1GnfkS5ijx+eF/zYvbg3h3KlNWvcz/qDgBKhQKlUoGkwCyQiakJ9+7qGrFvefHkFnJ5PhVraz28xhIT/EMr8PxhZLHHnJ+Xi0Ihx8JSqimTyeXce/qCyuG6Mw6Vw0tw88GTYslVKpVk5+ZhY6X7YrVs6z5sra1pVVc7PY7YCCNXL+RPo3Tqyp9GYexhOIxAElgaeWw0ppUbYNP/F6z7jsOs7udgXIgr713ERhi7+yB7fEenWPb4DsZeAQabmIREIH/9DPPqTbAbOg3bgb9g0ai9nj6RiSm2g6dgO3Qq1l0GYuSqnQVIT35JdkYCXiHa69TI2AT3gIrEPivedapSqXj58Dyp8U9x969gsI5Cns81K6icwd9qNiQbQ4YxhLxjWEkkJpQoFcGDe4avW4CH924TXraSTlmZspV5GFV4m+wstUvfytpGp/zKvSfUHziB1iOm8fPSTdx99pIqpXRDe6qWCuZGEQbmu9x7/oqbD59TPlQ/nEamUBAVm0JVP1ed8ip+rtx4lVik3E4rD9Jw3g6+3nCMy8/jiqybK1MgV6qwNDEmKjqGqmG6IWBVwgK48fhF8cYTHcONxy8oF+xrcL9KpeJi1BOexSVSPshwHXtrETYWIh6+1H57UqGEpzFKfFyKNs9MJDCikymjOpvyZWMJ7g6f3pBVqUQfbftfRQhH+S/Gy8uLWbNmIRKJCAkJ4datW8yaNUvj9a5Xrx7Dhw/X1O/atSv169dn7NixAAQHB3P37l2mTZumMUTfNTb9/f2ZM2cOlSpVIjMzUycE49dff6V2bXVIwMiRI2nevDm5ubmYm5tjZWWFsbExrq66N1RQe407d+4MwG+//cbcuXO5dOkSTZo0Yf78+Xh5eTFv3jxEIhGhoaG8fv2aESNGMG7cOLKysvj999+ZN28eX375JQABAQHUqFEDgLZt2zJw4EB27txJhw7qadQVK1bQo0cPRCLRRxmfmZmZwXNhZ2fHvHnzMDIyIjQ0lObNm3P06FH69u1LdHQ0lpaWfPbZZ1hbW+Pj40PZsmWLPLd5eXk6LxMJCQkolUrsbG119UptSUlNLVJWUdy6e499h4+x9PdpBvdnpKkfgFZSR51yK6kDqYmvDTUxyL4/JwMQULKaTrmVjQOZaYmoVCpWLvmDEiVL4+2rfkinpiRja6s7zS21tUehUJCRnoadvYO6jp1uHVs7O1JT1C925hYWhISWZMuG1Xh6+SC1tePMyaM8vB+Fm7unwb5eObUDgIiqzXTKraWOpHzImDfMRGrvTFCpqpqy1PRMFEolDlJdg8deak1SWnpBEQZZt/coOXn5NKhSXlN24/5jdp04z9pJo3TqiiysEImNUGZn6JQrszIwttTtw1vEto4YewaAXE7W9iWIzC2xaNQRkZkFOfvXFdk3jb4s3bGostIRW0kNthHbOSHxDgK5jIyN8xFZWGHZvCsic0uydq4EQJEYS+aOFSjiXiIyNcesSn2kvUeSuuBnALIzEgCwsHLQkW1h5aAbz22AvJwMVk2sjVKej0gsplabn/AKrm6w7tPbR8kRQ8UMg7s/GulvnKDWBcILpLb2JMbHFtouNTUJqa1uSJPU1l7zeyiISqVizbI5hISVwctH+5JULTyEBhVL4+Zox6uEZOZu3o9SqcLGwlynvb2NFUlpRR+MJkN+JSUjC4VCydetG/B57Up6dVKy81GoVNhb6N5fHSxNScoyPOXgaGnO2MYVKeFqR75Cyd47z/h6w3GWdKlH+ULiyOecvIGzlTnBznYolEp1mMi7+mysSErPLHI8jX+YQUrmm/G0qEObmuV19mdk59J4xAxkMjlisZhRXZpTJSyAQw/0ZVm9OZwZObrB1Rk5KuysCzdM49OUbD4pIy5ZhakJVC9pTL+WJvy+NZ+k9E8XqK0SYsL/MoIR/l9MlSpVNMYlQNWqVZkxYwYKhfrOXaGCrjcnKiqKVq10F7VVr16d2bNno1AoMDIy4vr164wfP57IyEiSk5NRKtVv6NHR0YSFaReChYdrF5u5ubkBEB8fj7e3N0XxbjtLS0usra014SBRUVFUrVpVZ0zVq1cnMzOTly9fEhsbS15eHvXr63tsAUxNTenWrRvLly+nQ4cOREZGajzeb/m7xleyZEmMjIx02ty6pfY+NWzYEB8fH/z9/WnSpAlNmjTRhOQUxqRJk/j55581fxsZGREQEIBI776s4j/1yWVn5/DbzDkMH9APqY3aIHsdG8edew9o2qEbSpUR3YctUFcuqEKl0jlPRXFq71KirqrDgSQSXY+0ChWIROxePZHnz57w67S5Ovv1dRi66+vWUal02w0a/iN/zJ5C3+5tEYuN8A8MombtBjx5rH4qXju7m63Lxmvqm7/xXEtMzArIVfe1OBzfvYzI83vpN2YVEhPT99Yv2OfCOHj2Cku27mP6sK+xl6pnDLJychn3xypG9+2CrU0haxUKHjaRyEDhO/tUKrJ2r4R8tQGUc2wbFq17k3N4E8iLCFR9d0C6Qt+rL3PrUlR5atdv9sFNWHXoR9bedSCXIX/5BF5qZwq2njrL1MjnoFQhU+2nee+F74zrnW4YKCuIiaklHYduR5aXzcuH5zm7azI29p54BOrHLUdd2kJoNkg/cuztVSvY/M57bp83drb+z64Y12CB3SoK/62uWDiD6GePGD9loU5548raGatAT1dc7KV0+WkONx5FU6GE1lhXqUD0nvvPstHfkJ2bx63H0czdfAAvF0eaVIkw3PWCfVcVfnfzdbDB10H7IlnGw5G49GxWX7pn0AhfeTGKA1HRLOlcD5M39+qCfVepVO8dz/IfepGdm8+tpy+Ys+0IXs4ONK1UWrPf0syEDWP7kZOXz8WoJ8zYfBBPJzsQQUSAmM9ramd4Vh7If6NY/zgUZeC+iFfxIl5b4XmsjIFtTKhW0ojd5+WFNxT41yEY4f+PsbTUfctXGTCcVO/80rOysmjUqBGNGjVi7dq1ODk5ER0dTePGjcnPz9dpJ5FobyRvZb41aIvi3XZv275tV1T/RCIR5ua6XhhD9OnTh4iICF6+fMny5cupX78+Pj4+f/v4ihqXtbU1165d48SJExw6dIhx48Yxfvx4Ll++jG0Bz/ZbRo0axdChQzV/y2QyatSoQXJKqk69lLQ07GwNexjfx+vYWGLjExg9cbKm7G2f8/Ly6fHDMiys1F7mzNREbGy1D7bM9GSsbHS9joY4vW85J3cvpvuwRSz97QuNZ/0tWenJ5OVkce/6cSZNm42Do1aHrZ09KQU8eGmpKRgZGWFtI9XUKejlS0tNQfqOB93VzYOJU+aQm5tDTnY2dvYOzJg8HmcX9ctVWLl6mgwmL57cZv0f3wOQkZaAjZ12wWtmehLW0veP+cTe5RzbtZivRi3D3TtEZ5+tjRVGYrGe1zslPQN7G+si5R4+f5VfFq9l0nd9qFQ6VFP+Ki6BmIQkhk3TGlLKN7+bWjfvEdlvAmJLa961G8UWVqiyDHswVZnpKDPTNAY4gCIpFpFIjNjaFmVKQqF9VGVnolIq9LzeIktrlJmGPf3KjDSUGakaAxxAkRCj1mdjhzI5Xq9NDQ97KrTvjtjKhvVPglHI1b/f7IxELG2011BOZpKed7wgIrEYqaP6HuHoUYKU+CdcO7ZYzwjPSH7Fy4fn6fk3eMFLZoH3Ow5fxZvbYLoR2Lxz4tLTUvQ83e9ia+tAWoHfQ3qB38NbViyaydVLZ/hp0nyd350hAjzUIX/PYnTDPVIyMrGXFr1I3cNJ3d8gLzeS0zNZtOOwnhFuZ2GCkUik5/VOzs7D3tLw7KMhSrs7sO+OfnjM6ov3WHb+Lgs71iXY2RaZQqH+HRbweidnZOl5x/XG46g+lkGeLiSlZ7Fo93EdI1wsFuPtrL7mQrzceBqbyPL9p3FtNoS70UpebNM+a976bawtRDrecCsz0QfFeKuAlwlKHKWfNqxD+T8cy/2xEGLC/4u5cOGC3t9BQUE6Htl3CQsL48yZMzpl586dIzg4GCMjI+7du0diYiKTJ0+mZs2ahIaG6ixaLC4mJiYab/yHEBYWxrlz53ReDM6dO4e1tTUeHh4EBQVhbm7O0aOFp/cqXbo0FSpUYMmSJaxfv14n/ORjje8/wdjYmAYNGjB16lRu3rzJs2fPNItFDWFqaoqNjY1mc3BwIDjQnyuRN3XqXY28SanQkEKkFI23pwfL585g6e/TNFv1yhUpG16KZXOm4xtSHmePQKykjjy6c07TTi7P59n9y3gHFR1Sc3rvMo7vXMCXwxfjE1wWd9+SPLqtlaNSqbh+did5uZn0GrkCF1c3nfYhoSW5ef2KTlnk9csEBIVgbKz2HwSHluRGpG6dG9cvE1KipF5/zMzMsbN3IDMjg8hrl6lYRR1yYGZuiaOrD46uPty/eRYP3zCsbR15cOu8zpif3LuCT1BEkWM+sWcZR7cvpM8Pi/HyL6W3X2JsTKifF5du6i6Cu3TrHuHBhaeeO3j2ChMWrGHigJ7UKKcr18fdlT+n/sjayaM0W83ypSkfFsTy5uWRx0Zj7Buq08bYNxT5Owst30X+6onaiH5n1kJs54xKqUSZkVrk+FEqkL9+jiRAN32iJCDM4EJLAPmLR4itpfDOjIHYwUWtL72Q7C0SY/wjyuNpY4HU0Qc7l0AsrJ14+UB7fSnk+bx+fBlX36Kv04KoUGmM+neJurwNcysHSmR/kLhiYaYCJ7l2c5GBtRwevON3kMtkRN2OJDi0dKFygkJLcStSd2HhzeuXCCqhbaNSqVixcAaXz51gzK9zcXZ1f2//snLzEAHxKbovUhfuPKRMoOGUfoZQqVTky/SfDRIjI0q42nHhmW6ozYVnsZTxcNSrXxj34lJwtNI12lddjGLJuTv80b42Jd3stfq83bhwV/eavBD1hDIBuhmHikKlUpH/npQk79bJl0FSukqzxaeoSM9WEeihNcWMxODnJuZ53PudWu/i5iAmI/vTxocIMeF/HcET/l/MixcvGDp0KF9//TXXrl1j7ty5etlO3mXYsGFUrFiRiRMn0rFjR86fP8+8efOYP38+AN7e3piYmDB37lz69evH7du3mThx4gf3y9fXl6dPnxIZGYmnpyfW1taYmr5/Sr5///7Mnj2bgQMHMmDAAO7fv89PP/3E0KFDEYvFmJmZMWLECH744QdMTEyoXr06CQkJ3Llzh969e2vk9OnThwEDBmBhYcHnn3+uKf9Y4/tQ9uzZw5MnT6hVqxZ2dnbs27cPpVJJSMiHGc/tW33GpFlzCQkMoGRoMHsOHiEuIZEWTRsBsGTVOhKSkxk9RJvD/NETtaGVk5tLano6j548xdjYGF9vL0xMTPDz0Q2vsXqTRcXPx5uYVLURVr1xd07uXoyDi9pQPbFrMRITM8pU/UzTbvOiEdjYudC4g9p7f2rvUo5snUOHb6Zj5+hBRmoC5Wt9zu41v+LhVwrvwAg2zB9KblY6Hb+dgamZJUsXzCY1JYmBw37E1NSURs1asX/PdlYsmUfDxp9x/94djh3ax+Afxmn0Nm/ZjrEjBrF983oqVqnO5QtnuRl5lV+malPBXb96CVQq3D29iY15yeplC/Hw8KJew2ZEv+MIy83O5Oalg7To8j25OZkc27UYR1cfnFx9OLpzMSYmZpStph3znwtGIrVzplkn9ZiP717GwS1z6PLtNOyc3ElPVXuMTc0sMDXTete6NK/PT3+sooS/N6WD/dl+9Ayxicm0aaBe2/DHnzuJT0nl5/7qdQ8Hz15h/IJVDOvenlJBviSmqnMem5mYYGVhjqmJhAAvXUPK+k3sboCdFflXjmPxWXcUsdHIXz/FpEx1xDb25EWqs7GY1WqJ2FpK9t41AOTfvYxZtSZYNOtG7pl9iMwtMa/7Ofm3zmtDUcRGGDm+WfMhNkZkZYuRsweq/Dxyzx/Gqk1v5K+fIX/xBNPytTCS2pPxJo+4Rf02iG1sydy+HIC8Wxcxr/UZVq16knNipzomvFE78q6f0egzr90C+csnKJLj1DHhletj5OpF1r714FodkUhEeM3uXD26CKmjD1JHH64dW4SxiRlBZbXn7MifI7CUOlO12TAArh5dhLNXKWwcvFEqZDyPOsmDKzup1fYnneOpUiq5d3k7IRVaY3RjCR+CkaUFloHa35mFnyc2ZULJT04j90WMwTYioFYaHLEFRxnInz9mx6bVmJiaUb12Q029+TMnYOfgROcvvwGgacsO/DyyP7u2rKF85ZpcvXia2zcu64SbLF8wnXOnDjPsxymYm1uQmqJOdm5hYYWJqSm5OdnM2rCHehVK4yS15nViCvO2HsDa0pzrD56x49RlwgO92XbiErFJqbStWwWAuZv3E5+SzsSv1AvxNx45h6uDLX5uai/79YdPWXPgFB0bGI6371YxlDF7LhDmak+4uwPbbjwmNj2bdhHqxZNzTt4gPiOHXz5T61t3+T7uUkv8HaXIFUr23n3G0Qcvmd5aK3/lxSjmn77Fby2q4i61JPGNe9nCxJhuDasxZvk2wnzcCQ/wYtupK8Qmp9Gutnqh95xth4lPzeCXXuoF2huPX8TV3hZfV/VLQeSjaNYcOkenetoZk2X7T1HSxwNPJztkcgVnbj9k7/kbjOr6GbcNXx6cvS2nboQxSekqEtNU1I0wRiaHyMda475DHQlpWSoOXlaHmtQvZ0R0vIqkNBWmEqheygh3BxE7zwo5Cv/bEIzw/2K6d+9OTk4OlSpVwsjIiIEDB/LVV18VWr9cuXJs2rSJcePGMXHiRNzc3JgwYYJmUaaTkxMrV65k9OjRzJkzh3LlyjF9+nRatmz5Qf1q27Yt27Zto27duqSmpmoWR74PDw8P9u3bx/fff0+ZMmWwt7end+/ejBmjzQ08duxYjI2NGTduHK9fv8bNzY1+/frpyOncuTODBw+mS5cuOgspP9b4PhRbW1u2bdvG+PHjyc3NJSgoiD///JOSJfW9tUVRr2Z10jMyWb1xC8nJKfj6eDF53GhcndUhE0kpKcQn6IZ79B2s/ejOg0dPOHryDC7OTmxYOr/Yems274MsP49dqyaQm52Op384PX9YqpMjPC1JHT7wlotH/0Qhl/Hn3O90ZAWH1+L4zvlkpCageGNgbfxjmE6dchWrUq9hU1xc3fjx5ymsWDKPA3t2YO/gQK+vB2lyhAOEhpVi6IhxrF+zjA1rl+Hi6s7QEeM1OcIBsrMzWbdyCUmJCVhZW1Olem26dO+j8aa/JfLCPlCpiKjWHDNzK2T5uWxfOYGcrHS8A8LpO3KpTo7w1AJjPn9EPeY1vw/WkduwTX8atdWmzmxYtTxpGVks27afxNR0ArzcmDWiP25O6insxNQ04hK1HuDtR8+gUCiZumIjU1doU801r1WZn77pXvB06SG7d40cc0vMqjdFZGmDIjGGzM3zUb3xMoutbBDbvBPiIMsnc+M8zBu2x/rLH1DlZJF/7xq5p7Wp/sRWUqx7aheBmlVugFnlBsijH5K2fApZFpaY126h/jhQ/GvS1/2uyREuspYifjesJz+P9DUzsWzaBelXY1BmZ5F/5wrZx7ZrqojMLLBsoQ4/UeXlII+JJn3FVLU3/827QNm6fZDLcjm1bQJ5OWm4eIfTou8ynRzhmSmvdULe5Pk5nNo2gczUWIwlZtg6+1G/y1SCInQX5b54eI7M1NeUqNQGln2YES4tX4qqR9do/g6bPlotc/U2bvYeVVgz6qWBTAxbHWHdkN4EBIcxesIsnRzhiQlxOtdgcInSDPrhZzatWcymdUtwcfVg0A8TNTnCAY7sVx/XiaO/1dHX77sfqd2gOWKxEQ9fxrLn7DUysnNxtLWmYmgAk7/pyqnIKJbsPEpiWjoBHq7MGdoT9zfhGYmpGcQmpWrkqVQq5m05wKuEZIyNxHg6OzCwfVODOcIBGpfwJi0nj8Vnb5OYlUugo5S57WvhLlWPNzEzh9h0bXJ2mVLJrOORxGfmYGpsRICjDXPa1aJmgPaFdNO1h8gUSr7fcVZH19fVS9Lvyw6kZWWzeO9JEtMyCHR3Zu7Arri/yRGemJZJbHKapo1SpWLu9iO8SkzBWCzG08megW0a0K6Wdu1Vbp6M39bvIT4lHVOJBF9XR37p3ZbGFUtx28DCTICTNxRIjES0qi7B3AReJKhYtj9fJ0e4raVIJ0bc3EREmxrGWFtAbj68TlKyaHc+LxM+tSf8k6r7f4lIpRIO438jderUISIigtmzZ//TXfnX8eLFC3x9fbl8+TLlypX7p7vz0Xh9/+b7K31EzqXqh1P8nYQ6fJrQoHd5kqr/kaO/k9pi/S/8/Z2oDu/4pPoAFDnFTKD9kVhb/sOM4r9KYJvQ91f6yLi9Ew72KQhJMpyz/u9CFFX8dKcfjQDDXxr+u5jwoPUn1QcwuW/x4+n/Ew7d0A/b+k9pVOZ/82OCgidc4P8NMpmMmJgYRo4cSZUqVf5fGeACAgICAgIC/78QjHCB/zecPXuWunXrEhwczJYtW/7p7ggICAgICPy/RSnEUfxlBCP8v5QTJ078013411GnTh2E6CoBAQEBAYG/n//lrCYfCyFFoYCAgICAgICAgMAnRvCECwgICAgICAgIfBDCxPNfRzDCBQQEBAQEBAQEPgjhi5l/HcEIFxAQEBAQEBAQ+CAET/hfR8gTLiDwX0LmwsI/7PF3oKxU75PqEyk//dfeXtiGf1J9rjlPPqm+R5LCP3H+d5GYbfFJ9UVYRn1SfbEij0+qDyCmZLVPqu/4nE+bt9ve/v1fVP7YDHbf9kn1Kd75au6nwrpis/dX+gvsvir/aLJalP/f9An/b45aQEBAQEBAQEDgP0bIjvLXEYxwAQEBAQEBAQGBD0LIE/7XEVIUCggICAgICAgICHxiBE+4gICAgICAgIDAByGsKPzrCEa4gICAgICAgIDAB6ESUhT+ZYRwFAEBAQEBAQEBAYFPjGCEC3wQPXr0oHXr1n+rjvHjxxMREfG36vhYiEQiduzY8U93Q0BAQEBA4JOiVH287X8VIRxF4F/H8OHDGThw4Ae18fX1ZfDgwQwePPjv6VQhxMTEYGdnB8CzZ8/w8/Pj+vXrf9tLxKYbj1lz5SGJWbn4O9gwvHY4ZT0dDda98iKBr7ec1ivf8mVD/OytAdh15zk/H7qqV+fcwFZI3vx/86FTrN1zlMTUNPw93RjavS1lQwMN6jx2KZKth0/z4PkrZHI5/p6u9G3bjKplwjR1dp+8wISFa/Xanl0xHVMTCZsPn2bN3mMkpqbj7+HKsC/aUDY0wLC+yzfYcuSMWp9Mjr+nG1+1bULV8BI69TKyspm/aS/HrtwkNT0TkQhAhLevP72/GkBYqcLzhd++FcmKJfN5Ef0Me3tHWrfrRJNmLTX7o58/5c+1K3j86AEJ8XH06vstLVq305GRk53N+rXLuXL2OMnpGQT7ejOkV2fCAv0A2HrgGOt2HSQpJRU/Lw8G9+hERFiwwf6cuHCVbYdO8PBZNPkyOf5e7vTu0IoqEaU0dVQqFcs27WLrkRFkZWUQEFySL7/+Hk9vw8fxLZfPHWPLukXEx77E2dWT9t36UaFqXc3+bX8uZvuGpTptpLb2zFt1QPP3+gU/cvnUTp06IpEI/9DytO05Bjcvw9cOQMyLRxzYMo8XT+6Skvia1l+MoHazL3TqTBjYiJTE13ptw0uWID4hkaSUVHy9PRnQpyfhJUvo1QNISk5h/vJVPHz8hJevY2nzWVMG9O1ZaL+OnTrLxOmz8fJwJyMnn6zMdAKDS9Kz3zC8fPwLbQdw8exxNq9bQlzMK1zcPOj4xddUrFpbs3/H5tVcPneC16+iMTExITi0NJ179Mfd00dT508nuGytK9c7FwbrHwbsa1TAf1hvpOVKYebuzJW2/YnbdbTIPhZFowoSKocZYWEqIjpOybbT+cSlFG41VQgxolM9/bzfIxdnI3/zKYB6ZY0p7W+Ek60YuQJeJcHxm0qSM6BmSRERASLMJPA6GQ5eVZKYXry+hnmJaF1NzP2XKraeVWrKywWIKBcoQvomVXdCGohjXdmwbSerDp4mMTWTAHdnhndqRrlgX4Oyrz98xu9bDvEsNoHcfBluDra0rVWRbo2qa+psO3WZPecjefQqDoASPu4M/LwRpfw9NXU2Hz7Dmn3Htfe3bq2LuL/dZMvRs+/c31z5qk0TqoaHaup89cs8rt17rNe2epkSLN/09+YJF2LC/zqCES7wSVGpVCgUCoyNC7/0rKyssLKy+oS9+s9xdXX9ZLoO3X/JjBM3GVkvggh3B7beesrAHWfZ3L0hbjaFfyBlW4+GWJpINH/bmes+IC1NjNnWo5FOmamxEUrg0PmrzFy9lRG9OlImxJ9tR87w3eT5bJo+BldHez1d16MeUbl0KP07tcTawpzdJy8wdNoiVk4cToifl1anuRlbZo7T1Wki4dD5a8xYs52RPdtTJtiPbcfOMWjqQjZPHWVY373HVC4VyrcdPsPa0pzdJy8yZPoSVk4YSqiv+sEnk8v5dvJ87GysaVu/Ost3HKRL0zqUDvTj5NNUJv40gjkLVuLk7KInPy42hl9+GkXDJs0ZPPxH7kXdZvH82UilUqpWVxtSeXl5uLi6U61GHVYs+cPgOfhjzjSinz9l3KA+ONrZcvDUBQZNmMH6WRO5ee8hs1du4Ps+3QgPDWT74ZMM/W0262dNxNXJwcAxfkCl8DD6dWmDtaUFe46d4fvJc1j624+E+KsNt7U79vPnnkP0+e5nXN292blpOVPGDWTq/M2YWxj+aMjDezeZN+1H2nb9mgpV6nDlwgnmTRvNmElLCAzRGvge3v6MnDBP87dYbKQnK7RMDTz9wjh9YC2tu4/E2d2PMwfXsfC3voyauQczc8N9kOXn4ODsSZnKjdixZqrBOkN/3YBSqTWwLBOOMnzcRO7cu8+Qb76iVIkQdh84zIiff2XlH7NwcXLS1yOTYSu1oWv7tmzZucegnrfExiewYMVqXJ2deB0Ty6ARv+Dm4cX2jSv5bdxgZi74s9Bj+uDeLeZMHUf7bn2pWKUWly+c4vcpYxg/ZSGBISUBiLp9nUbN2+IfVAKlUsHG1YuYNG4w0+avx8zMXHtMs6FTgla2USEGkJGlBek37/Ny1TbKb55nuFIxqRthTK0yxmw4lk9impL65SR81cKUqX/mkicrvF1Onoqpf+bolMnf+RaXv7sRZ2/LeRGvRCyGljXM6FxbTOQTFZVCROy5qCQ5E6qHiehcR8yifUry3/NdGBsLqBchIjpe/8Ck56g4flNFSob679J+Im48S2Pahn2M6tqCiEBvtp66zIDfV7N1wiDcHGz1ZJibmtCxXmWCPV0xNzXh+sPn/LJmJ+amJrStXRGAK/ef0qRSOGUCvDGRGLPqwGm+mbWSrRMG4eBmyaEL15mxdgcje7TT3t+mLWbzlJG4Otrp6VTf34L5tn3zN/e3SwyZsZSVPw/W3N+mDe6J7J2Dm5aZRZfR02lQOaLoA/Y/QkpKCoMGDWLXrl0AtGzZkrlz52Jra2uwvkwmY8yYMezbt48nT54glUpp0KABkydPxt3dXVOvTp06nDx5Uqdtx44d2bBhwwf1TwhH+R9EqVQyZcoUAgMDMTU1xdvbm19//RWAW7duUa9ePczNzXFwcOCrr74iMzOzUFl5eXkMGjQIZ2dnzMzMqFGjBpcvX9bsP3HiBCKRiIMHD1KhQgVMTU05fVrfO/suBcNR3obATJ8+HTc3NxwcHPj222+RydRPgTp16vD8+XOGDBmCSCRCJNIuFjl37hy1atXC3NwcLy8vBg0aRFZWlma/r68vv/32G7169cLa2hpvb28WL16s2Z+fn8+AAQNwc3PDzMwMX19fJk2apNn/bjiKn5/aq1m2bFlEIhF16tTh1KlTSCQSYmNjdcY4bNgwatWqVeRxKMjaaw9pVcqXz0v74edgw/A6ZXCxtmDLzaK/wmhvboqjpZlmMxLrLqYRiUQ6+x0tzTT71u89Rqu6VWldrxp+Hq4M+7IdLg52bDls+BwO+7Id3Vs2pGSAD95uznzbqSVerk6cunZbX6etjc4GsG7/CVrVqULrulXV+r5oo9Z35KxhfV+04csW9dX6XJ35tmMLvF2dOP2Ovp0nLpCWmc2MIX04G3mXVnWqMqhzK+pWDKf3VwNwcHTmwL5dBuUf3LcLRydnen81AC9vHxo2bk69hk3ZsW2Tpk5QcCg9evejZu16GEskejLy8vI4f/YU3Xt+TdmwELzcXOjTsRXuzo5sP3ScP3cfokW9mrRsUAtfT3eG9OyMs4M92w6dMNinIT070611U8IC/fByc+Gbrm3xcnXhzNUbgPpFd+PeI/Ro05yKVevi5RPA14N/Ij8/l/OnDhqUCXBw1wZKRVSiZbseuHv60rJdD8LCK3Jwt+5DxcjICFs7R81mI9U3HoyMJVw8sY2Gn39Nlbpt8A8pS5dvfiM/P5drZ/cW2gfvgNK07DqcctWaYWxsYrCOlY09NraOmu385atIJMY0a1if5o3q4+PlyYC+PXF2dGTXvkMGZbi6ODOwby8a16uNpWXhL7AKhYJfZ/zOl53ak5yahqeHO5Wq1cHLJ4BvhowlPy+XsycPF9p+/85NlI6oSOv23fHw8qV1++6ULFOBfbs2auqM+nkWtRs0x8vHHx+/IPoN/pHEhDiePrqnI8tYBTYK7WapLKhNTcLBUzz4aTaxOwrvV3GpGS7h6FUZt58qiE1WseFYPibGIsoGvd9/l5Gju73L0r15XLmvIC5FRUySir2XlEgtRVQMFnH2ror7r9Te6t0XVUiMoKRP0QsARSJoVUXM6dsqUrP0jfBHr+FxDCRnqreTt1SsXLmSzxvVoU2tCvi7O/N9p+a42knZfOKSQR2h3u40rVyGAA8X3B3taF41gmolg7j+8Jmmzm99O9ChbmVCvN3wc3Ni7JetUalUXIxSe6rV97fKtK5bBT8PF4Z98TkuDrZsOVrY/e1zvvysPiUDvPF2deLbjs3xdnXk9PU7mjpSK0ud++jF2w8wM5HQoFKZIo/Zx0Cl+njb30WXLl2IjIzkwIEDHDhwgMjISL744otC62dnZ3Pt2jXGjh3LtWvX2LZtGw8ePKBly5Z6dfv27UtMTIxmW7Ro0Qf3TzDC/wcZNWoUU6ZMYezYsdy9e5f169fj4uJCdnY2TZo0wc7OjsuXL7N582aOHDnCgAEDCpX1ww8/sHXrVlatWsW1a9cIDAykcePGJCcn69WbNGkSUVFRhId/+KfCjx8/zuPHjzl+/DirVq1i5cqVrFy5EoBt27bh6enJhAkTND8GUL9QNG7cmDZt2nDz5k02btzImTNn9MYzY8YMKlSowPXr1+nfvz/ffPMN9+6pH4Bz5sxh165dbNq0ifv377N27Vp8fX0N9vHSJfXN+8iRI8TExLBt2zZq1aqFv78/a9as0dSTy+WsXbuWnj0Ln/4uSH5+PvfiUqni46xTXsXbmZuvkwtppabLumM0WrSXfltOc/lFgt7+nHw5zZfup+mSfXy34xz34lMBtQf53tMXVC4Q2lE5vAQ3HzwtVr+VSiXZuXlIrXQNnZzcPFoMHEvzb8cwZOoC7j99odFXpXSI7hhLh3DzYfH1ZeXmYvOOvlPXbhMe5Muk5Ru58/g5ZyLvsHznIRRvvKkR5SpwL+q2QXn3790lolwFnbKy5Sry+OF95PLifbJZqVCgVCoxMdE1Kk1NJFy/+5D7T55TqUxJnX2Vy4Rx6/6j4slXKsnOzcXGSu2NfR2fSFJqmo5MicSE0JLleHjvZqFyHt2/RamIyjplpctW0WsT+/oFA3s0Y0jfVsyb9iPxsa/0ZD28c4mM1ETOHNrAxsU/kZGWhLHEhMASFXj6ILJY4yoOcrmMQ8dPIZcrqFhW1+ioUDac2/fu/yX5qzduwVZqQ7kypcnPz8dWaqPZJ5GYUKJUBA/u3Sq0/cN7twkvW0mnrEzZyjyMKrxN9hsngZW1jU75IzMY5wOTPGGjI2T8zU9ve2sRNpYi7r/UelkVSnj8WoGva9HKTSTwYzczxnxhRq+mprg7Fm1Em755d7UwFfE0VmuRKZQQnQAe+hNCOtQIE5GdBzeevt+aE4kg2E3Gnbt3qRrqo7OvSslAbjyOfq8MgHvRr7nxOJpywX6F1snNlyFXKJBamr+5v72kSqkC97dSIdx8x5AvCvX9LQ+bIl4cd564SKOqZTE30w8J+tgoVaKPtv0dREVFceDAAZYuXUrVqlWpWrUqS5YsYc+ePdy/b/jeIJVKOXz4MB06dCAkJIQqVaowd+5crl69SnS07rVhYWGBq6urZpNKpR/cR8EI/x8jIyOD33//nalTp/Lll18SEBBAjRo16NOnD+vWrSMnJ4fVq1dTqlQp6tWrx7x581izZg1xcXF6srKysliwYAHTpk2jadOmhIWFsWTJEszNzVm2bJlO3QkTJtCwYUMCAgJwcHjPHdUAdnZ2zJs3j9DQUD777DOaN2/O0aPqOEd7e3uMjIywtrbW/BgApk2bRpcuXRg8eDBBQUFUq1aNOXPmsHr1anJzczWymzVrRv/+/QkMDGTEiBE4Ojpy4sQJAKKjowkKCqJGjRr4+PhQo0YNOnfubLCPTm+mvR0cHHB1dcXeXh0+0bt3b1asWKGpt3fvXrKzs+nQoUOh483LyyM9PV2zvXjxAoVKhYOFmU49B0tTkrJzDcpwtDTjxwZlmfpZZaa3qIKPnRXfbDnNtZeJmjp+9taMb1yeWa2q8lvTSpgaiem18STRKZmkpmeiUCqxl+oGozpIrUlKK16Q5rq9x8jNy6NBlXKaMl93F8b168aM4V/zy8AemEgk9B4/kzuPn7/Rp2t82EutSUzLKJa+tfuOk5uXT8PKZTVlr+KTOHrpBjl5+QC0qlOVdfuOs3yH2ktqa2tHakqKQXkpKcnY2up6em1t7VAoFKSnpxWrT+YWFoSElmTThjUkJKegUCg5cOo8dx4+JSE52eCY7aRSklOLJ3/97kPk5OZRv5p6SjwpRd3O3lZXpo2tPWkpSYXKSU1NQmqrG/IjLdAmILgU/QaP54fxc+j97Y+kpSYxYURvMtJTNXVKRNSgcZt+ADRp/y3RT24z/5feyGX5WEkdyEhL5GNx6/JRMrOyUKlU2BWYXraT2pKSmmqwXbFk373HvsPHGD6gH8kpajmSAjMdBY9PQQo7pqkphl+cVSoVa5bNISSsDF4+2jjh0GzoFg/fvIaWyfDCFBa4Q/FeA/8zrC3UhlFmtm55Zg5YmxduNMWnqth4LJ/l+/NYdyQfuULFgNZmOEoLb1M/QqyJM88qcDvLylVhZVZ4W09HKOMvYt/lQqYG3uAkheFtxIxoJ6aSfyoKhQI7U12PvoONJUlphc/8AjT+fiqV+v1E14kL6FC3Mm1qVSi07pyth3C2taFyWACpGVkG76f2UmsSU4t3P12778Sb+1uEwf23Hz/n8csYWtWpUix5f5WP6Qkv+MxLT08nLy/vL/Xv/PnzSKVSKlfWOheqVKmCVCrl3LlzxZaTlpaGSCTSC2FZt24djo6OlCxZkuHDh5ORUbzn1LsIMeH/Y0RFRZGXl0f9+vUN7itTpgyWltr4xurVq6NUKrl//z4uLroxs48fP0Ymk1G9unZhikQioVKlSkRFRenUrVCh8BtVcShZsiRGRtrYUzc3N27dKtybBHD16lUePXrEunXrNGUqlQqlUsnTp08pUULt4X3XMy8SiXB1dSU+Ph5Qh8I0bNiQkJAQmjRpwmeffUajRrrx0++jR48ejBkzhgsXLlClShWWL19Ohw4ddI5zQSZNmsTPP/+s+dvIyIiAgAC9rKxFTeP52lvja6+94Ye7OxCXkcOaqw8o92YxZ2k3e0q7aY2EMh4OdF13jA2Rj/myojpcRl+nSifkpzAOnr3C4q37mD7sK50HT+kgP0oHab1HZYL96TZ6CrtOXFTrKyBapdLvgyEOnLvK4m0HmDG0j44+lUqFnY0Vg7q04tCF61QpHYKFmSlr9h6jSa838otQUHCsKtQHXfQBOXK/Gz6KebOn0vKr4RiJxQT7+9CoRmXuPHryRkfBFiqKM+pDZy6y+M9tiERi2n07EoDpo74z2O/3DtRAG3UTbVmZ8tU0//cCAkNLM/zrz1mzdAbXLp7StOn7w3wAQsOrExpenYkDG3L3+klQqT7ouL2Piye2US68FFdv3PqPj6Eh9h46yow/FiIxltCpT38mjRsFBqSpinFMCzZSUfjvZ8XCGUQ/e8T4KQt1ystqI+hwk4FXHkz0hrsWEF7ASP5Pce/cgtLz1fecBqbmLNubp+lvQYryN0fHKYmO09Z8FpPP4PZmVC9lzM6z2kDyskFGtKttgrEYxGLYdk5J2+pGBmUXps/EGFpWFrPvspKc/KLHl5QByw4pMZWAyxtHsthM16NcnNO5/Ic+ZOflc+vJC+ZsPYSXsz1NK+uHfqzcf5oDF2+y5PvemEok8GbmTP9+YuC3aoAD566xePtBZgzppWfIv2XniYsEeLpRKsDH4P5/MwWfeQA//fQT48eP/49lxsbG4uzsrFfu7OysFyJaGLm5uYwcOZIuXbpgY6N1bHTt2hU/Pz9cXV25ffs2o0aN4saNGxw+/GFhYIIR/j+Gubl5ofuKMq4MlaveWID6D259OUUZnMWhoAdKJBLpLM4yhFKp5Ouvv2bQoEF6+7y9vYslu1y5cjx9+pT9+/dz5MgROnToQIMGDdiyZUux++7s7EyLFi1YsWIF/v7+7Nu3T+NpL4xRo0YxdOhQzd8ymYya1auTWMDrnZydp+cdL4rSbvbsu/ei0P1ikYgwFztepGZia2OFkVhMUgEvdHJ6JvY2hh8Cbzl0/ioTF69j8ne9qVw6tMi6YrGYMH8f4hKS1foKeIVS0jNwKOSho9V3jYlL/mTKoJ5ULjDd62hrg7GREQ5Sa418P3cXklLTkclkpKWlIC3g7X6LnZ09KQW8lmmpqeqZFxsbg20M4ebmwa9TfkeaEkVWTg6OdraMmbkQTxcnYuIS9ceclq7nyS7IkbOX+G3+Sn4a1JdgP+31LHvzsE9KScPonedPelqKnlf2XWxtHUgt4NVNT0vGpog2ZmbmePoEIpGY8Otsdcab5Bxz5DK1RZSRmoinXwnsnNxJiI0mMz0ZK+mHz4QZIjnhNQ9uXWDcD0O4fuuOxlv9lpS0NOxsP3x6GMDH0x2V6s2xlMPQH9XGweXrN+jaqiYzF/6Ji5tnsY5pWoHrJz3V8PW2YtFMrl46w0+T5uPgqG84vIuNAuzkkKC/BOE/Jm73MVIvqdcVXBi7C+M3Pg9rCxEZ2Voz2MocMnOKH8SrAl7EK3Gy1Z14v/tMwS0vOcGeRuy6qCL7jdPTykzXG25pJiIr17A+WyuwtRLRoaZW9ttHz8j2YhbuU5L65gVGqYSUN07uVwlSjIyMSDHSTQCQnJGFvU3RSQE8nNTnO8jTlaT0TBbtOq5nhK8+eIZl+06ycFhPgr3UM7O21paG729pxbi/XbjOxKUbmDLwS73721ty8/I5dOE6/do2KVLWx+RjxnIXfObB/7F3nlFRXV0DfmYGhl6H3jsIiIoNe++9JBqNxhSjpmhiS0yMLSYajYnRxN5LYsVu7GIXK4qKDQVF6WXoMMzM92N0cGBAfTV+b7nPWnfBnLtPu3WfffbZF4yM9LvUTJkypZLCXpGna9Oq0l1eZOCjUCjo378/KpWKBQsW6OwbOnSo9v/Q0FD8/f2pV68ely5dIjw8vGJRVSK4o/yP4e/vj4mJidaV41mCg4OJiYnRWbh46tQpxGIxAQGVw6X5+fkhlUo5efKkNk2hUHDhwgWtlflNIZVKUSqVOmnh4eFcv34dPz+/SltF/9zqsLS0pF+/fixdupSNGzeydevWSj7vT9sAVGoHwEcffcSGDRtYvHgxvr6+OrMH+jAyMsLS0lK7yWQyghytiU5M05GLfpBGmEvVSkBFbqXl6Cy8rIhareZ2ukbG0MCAIG93oq/qLhA7F3uTsGr8IPefusC0heuY/tkQmoaHVimnU2diEvYyK01913R99aJjbxHmX3V9+05fZOriP/nh08E0rRNSaX+tAG8epmYgEYu15T9IScPO2hJDQ0OuXL5IUA397QwMCubKZd0QjjGXL+DrH1hthJ+qMDE2ws7Gmtz8AqJjrtGiYV0CfTw5f/W6jty5qzeoGVh1KL8DJ6P5/o8VTP1iKG0a18fd2VG7ebu5ILO24vzVG1r5MoWCm9cv4R9U9XoMv8CaXLuiuyjtWkx0tXkUilIeJyVgZ++Mo7M7js7u2Dt54OTmi4W1Hbdiz1CQl0NOZgpmFtbcjbuAd0Dt5xylF+PcsW2YW9nSLKI+AX4+XIjR9V2/GHOV0CD9CsvzCPDzZcX8OSyf9zPL5/3Mst9mY2hoiIuTIzPnrUJm50iZQkHctRgCgmpWWY5/UCixMed10q5ePod/jfI8arWalYvmcP50FBN/mI+Dk0vFYipRIIYciUYZf10o8wsojH9AYfwDMnPVpGaryS1QE+BWPgMpEYOvi4SElOoNIBVxtRORW2HBZOeGhvi7Sliwo4QH6ZCRq1HuvZ3KlSOxGDzsNSEM9ZGZC0v3KVl+QKXdbj+CxDSN1Tu3SH8+iYGU4KAAzlyM0Uk/e+MutXw99GfSg1oNpRXWhqzed4Klu4/yxxfvEeLlqk3XPE/diL52W0c++tptwvy9qqxj3+lLTF38Fz98Mkjv8+0pB6NjUJSV0anJq806vwyvM054xXeepaVllUr4Z599RlxcXLVbaGgoTk5Oel1p09PTK83sV0ShUPD2229z//59Dh48qGMF10d4eDiGhobcuXPnxQ8ggiX8fw5jY2O++uorxo8fj1QqpUmTJqSnp3P9+nUGDhzI5MmTee+995gyZQrp6el8/vnnDBo0SO8Fa2ZmxogRIxg3bhy2trZ4eHgwa9YsCgsL+fDDD99ov7y8vDh+/Dj9+/fHyMgIOzs7vvrqKyIiIvj0008ZOnQoZmZmxMXFcfDgQebPn/9C5f766684OztTu3ZtxGIxmzdvxsnJSW94IwcHB0xMTNi3bx9ubm4YGxtrF2p06NABKysrpk+fzrRp0/6lPr4b7s93+84T7GhDmLMtkbEJpOQV0jdME6d4/slrpOcXM62j5iH856W7OFua4iuzRKFUsffmAw7ffczsruX+cUvOxBHqbIuHtTkFpQo2xMRzK13OV61rAzCgS2sm/7GGYB8PagZ4s+3wKVIysujTthkAv/+1g/RsOVM/GQxoFPDJC9cwZnBfQv29tb6OxlJDzE01szBLt+wl1N8LdycHCoqK2bgvituJSXw1pC+P0zKZtHAdNbw9CPP3IvLIaVIys+nTRjNo+X3DLtKy5Uwb8S6gUcAnL1rH2EG9CfXz0ltfn7ZN2XjgBD+vjaRDo3B++3MHxlJDurVoyIolf5CRnkqHzt0AWLtqKVmZ6Ywa843mvHXuzt7d21mx9A/adejKrZvXOXxgL6PHT9QeQ4VCQdKDRECz6DYzM4P78XcxNjHB2UXzEr588RxqNdS2U5OUksbvazfj4eJE11ZNMDc1Yer8ZQT5eFEz0JftB4+TmpFFr/aaEIgL1m8lPTObySM/AjQK+LT5y/ny/f6E+vtqfcCNpIaYm5kiEono16UtqyP3YOBWH0cXD3ZtWYlUakyj5h207V7062RsZA70G/wpAO279eeHb4axe+tqwhu24FL0Ma5fOcfEGUu1ef5c+Rt16jdDZu9Ibk42OzavoKiwgGatuwBQXFTIjnV/UKtBO+o3686ByIVER0VibGLBzSunkEqNCW/SRVve+gUTsLJxoOs7Xz45fgpSkzSRJJRlCuTZqTxKuInU2BR7p3LlSKVSce7Yduo374FEIuGtHl2Z8et8Av18CQkKYPf+Q6SmZ9Ctk8Z1bOnq9aRnZfHNl+XfH7h7T7PYt6i4mJzcXO7eu4+BgQFeHu5IpVK8PXWVMS8PN+4lPCDlcRIA2zetQWpkTJMW7bQyC36Zho3MnnfeGwFAp+5vM/XrT9i5ZS11GzbjYvQJrl05r+NusmLhz5w+fpAx3/6EiYmpdjbC1NQcqZERxUWF7LSFsAKN0p1lAHttNdFRaj7jpvIUiZkpZn7lbTf1dsOyVhClWXKKHyZXzlANJ64qaBNuSIZcTYZcRetwQ0rL1Fy+U6549m8tRV6g5u9ojatJu3oGJKaqyMhRYyyFpjUNcZGJiTxR7t/bu5khdfwNWPl3CSWlap5ODFy4q6ZxDRFZeWqy86FxDREKJVxPLFfguzUUkVcIUbFqlCpNFJVnKVFo3JCeTW9RU8S9ZDW5hZpFo8EeImqZD2X8+HEEWRsS5uNO5PELpGTJ6dtSs7Zi3tYDpOXkMv1DTcz/jUfO4mRrjZezxpUv5k4iaw+cpH/rcv/rVX+fYMGOQ/w49G1c7Ky1a1lMjaQYGZsxsFNLJi1cTw0fd8L8vIg8+vT5pnHz+n3jbs3zbfhAQKOAT168nrHv9iLUz1Pv8+0pO6LO0qJuTawtXm3W+T8BOzs77Oz0fx/jWRo1aoRcLufcuXM0aKBZIB0dHY1cLqdx48ZV5nuqgN+5c4ejR4++0Dq269evo1AocHZ2fvGOICjh/5N89913GBgYMGnSJB4/foyzszPDhw/H1NSU/fv3M2rUKOrXr4+pqSl9+vThl19+qbKsmTNnolKpGDRoEHl5edSrV4/9+/drP2Dzppg2bRrDhg3D19eXkpIS1Go1YWFhHDt2jG+//ZZmzZqhVqvx9fWlX79+L1yuubk5P/30E3fu3EEikVC/fn327t2LWFx5EsnAwIB58+Yxbdo0Jk2aRLNmzbRuJ2KxmCFDhvDjjz8yePDgf6mP7QPdyCkuYWn0TTIKivGVWTKvZxNtjPCMgmJS8sodRBVKFXOPx5KeX4SRgQQfmSW/9WxMU+/y2OZ5JQp+OHSJzMISzKWGBDpYseyt5oQ62aIC2jeqizyvgGWRf5ORk4uvuzNzv/oE5ydTshk5uaRklM8KRB4+iVKpYtbKTcxaWR7Gr0vzhkwZoQkLlVdYxI/L/iIzJw9zU2MCvdxYMukLQn09CfX1RJ5fwLJt+8nIkePr5sxv44bp1pdZvogy8shplEoVP63awk+ryl2EujZrwJQnLzInmQ2/fz2CX9ZuY/vRM5ibmqBSqdh6+BTunj5MnDoTBwfNMcnOyiQ9vXy2wdHJmYlTZ7By6QL+3r0DW5mMD4d9ro0R/jTP6JHlU5M7IjeyI3IjITVrMX3mXAAKCwtYu2oZWRlpWJqb0TKiLsPf6YWBgQFtmzRAnpfPii27yMyW4+PhypxvRuFsr3nJZGbnkPrMMd5+4BhKpZKfl63n52Xl6x06t2zMd59pBr/v9uxESamCVYtnUZifh09ACOOnzteJZ52ZkYromes4oEYYn46dzpb1i9jy52Icndz4dNyPOjHCszLSWPDzRPLycrC0tME3MJQps5Zj56B58YjFYpIf3uHCiV0U5suRGpmQk5mMSqUiX57F8G+W6MQIz85IRiQqb0Nudho/Tyj/0NHR3as4unsVvjXq8dmkVdr029fOkJ2RTMOWvYAiWjdrQm5ePms2biErKxsvT3dmTvoGJwf7J8cwm7R03QWhQ78YX17e3XscPnYSRwd7NizTnXZ+ireHO8XFJaxY+DMF+Xn4BgTzzbRfdY5pRnqqTn8CatRk5PipbFq7hE3rl+Lo5MrI8d9rY4QDHPp7GwDff/OpTn3DR31Li7ZdEIslJEvhggUUicGyDPyKYVAqGOtxB7CqG0qjw+XRmIJ/1gwoH66J5OqHE/T2rSqOxpRhaCCidzMpJkbwIE3F0t0lOjHCbcxFOm4JJlIRb7WQYmEqorgUHqWrWLCjhIdp5dbzxqEaP5pPeurOyu2KVnH+tpqOdcUYS+FxJmw4phsj3NJUpHWFfFHMjKFbhBhzYyhRQFoO1FWaM65fZ5bsOkqGPA8/F0fmjxqEi0zz7sqQ55GSmaMtQ6VWMz/yAI8ysjGQiHGzt+Xz3u3p+yRGOMCmqGgUZUrGLfxLp/5h3VoxtF932kfU0TxPt+3XPE/dnPlt3Mc42z37PNXzfFu9lZ9Wb9Wmd21WnynDBmh/JyanEXP7Pr9/Nfyljsurov6Hopq8LmrUqEHHjh0ZOnSoNnzgxx9/TNeuXQkMLJ8lCwoKYsaMGfTq1YuysjL69u3LpUuX2L17N0qlUus/bmtri1QqJT4+nvXr19O5c2fs7Oy4ceMGY8aMoU6dOs+d5a6ISP2yV7OAgMC/xNChQ0lNTdV+NOBlyV/0ci/QV0XVoPUbrU+keo1z6y/IQ+uXD5f5KjgVVR/T/XVz17BqV4l/iozCqsOn/RPUNot7vtBrJEXk+nyh10xySNVWu3+Co/Muv9H6bG3/+XB6FfnCJfKN1qc0fvMWaov6/+wXM9cce77MizK4xfNl/hWysrIqfazn999/15nNFolErFy5kiFDhmi/fK2Po0eP0rJlSx4+fMi7777LtWvXyM/Px93dnS5dujB58mRtVLQXRbCECwj8w8jlcs6fP8/69evZsWPH8zMICAgICAgIvDK2trasW7euWplnbdFeXl7PnWlxd3ev9LXMfxVhYabAGyckJET7afqK27PhBP9b6NGjB927d2fYsGG0a9fu+RkEBAQEBAT+zXmdCzP/VxEs4QJvnL1792o/OV+R561Y/k/keeEIBQQEBAQE/tMQnJlfHUEJF3jjeHr+531IQEBAQEBAQEDgdSIo4QICAgICAgICAi+FYAl/dQQlXEBAQEBAQEBA4KX4X/blfl0ISriAgICAgICAgMBLIVjCXx0hOoqAgICAgICAgIDAG0awhAsI/IcQ2+LNfqxn/d9v1swxsNOb//ra3ceWb7S+CFf9UYH+KcJiV7/R+gCUqalvtL4dIdPfaH09JG8+1v+fb/jjOa1G1nmj9bWY2+ON1geg8G//Ruv7cteb/TAYwIr6z5d5FVSq58sIVI+ghAsICAgICAgICLwUgjvKqyO4owgICAgICAgICAi8YQRLuICAgICAgICAwEshWMJfHUEJFxAQEBAQEBAQeCmEEIWvjuCOIiAgICAgICAgIPCGESzhAgICAgICAgICL4X6tfqjvPnoWP8OCJZwAYFqaNmyJV988cX/dzMEBAQEBAT+rVCrX9/2v4pgCRcQ+DdGrVbz+++/s3HjRnLkufj4hzB42HhcPXyrzXf+9BG2/bmItJQkHJzc6PPuCOpGtNLuHzO0O5npyZXyte7Ul8HDvqKsrIw7ZxeQ8fA0hbmP+Pzzkbz9Vl8sLS1ITFGx8UgRKZlVB4ltGGzIoI6mldK/+E1OmbL8t5W5iO5NjTi5bzHjhm4iNzcX34BQBg4d94/3EWDniq+5emabroBIhId/fToNmIS9q3+V9V86vonYM9tJf3wHACfPEFr1Go2rd3k84Plft0ae+ahS3i5dujHi08/1lhsbe5VlSxfxIDERW5mMPn3epnOXrtr9hw4eYO6vP1fKF7l9N1KpFID169bw15/rdPaLRSIMJGJ8HW0Z360p4d4uVfbtKZcTkvlw8Tb8HG3Z9EX/8jZci2f5kYs8zJSjUKrwtLNiUPM6dAsPBGBTTDxrLtwio6AYH5klY1vWItzNXm8dFx6m8fHm45XStw5pj7dt5Tju+28+ZMLeaFr6uvBLj8badLVazbGdv3Px2CaKC3Nx9Qmj88BJOFRzDi8e28TVMztIe6Q5h86eIbTp/SWuProxnXOzUzm05Wfuxh7nJ0UhHo52TPqwL8FeblqZTYfPsObvY2Tk5OHj6sjYAd0ID/TWW+/l2/eZt+lvEpLTKS4txVlmQ+9WDXm3Q7Mq2/qU9vUMaRgswdRIxINUFZEnSknNrlqLqRcooX9ro0rpXy8p1N6LresYUNNHgr21mDIl5Lv8wc1vfqbg9v3ntse2aT18xnyIVXgoxi4OXOjzCak7Dz83nz42Xb3P2kt3NdeNrQVjm9ekjqtMr+yFpAyGRZ6qlL7l3dZ421oA8PHWk1x8lFlJpomXI782as+WA8dZu/sQmTlyfNyc+XJwX+oE+emt7+i5GLYePMHtxCQUZWV4uzkztE9nGtUK1it/4PQFJs5fSfN6Yfw8ZpjOvh4tzGhR1xhTYzH3HilYtzePx+lKveU8xcRIRJ82ZoQHGWFmIiY9W8nGA/nE3i0FoHNTU+oGGeFsJ6G0DO4+fLPfJBD41xCUcAGBf2OWLl3KypUrmTlzJnKVHTs3r2D25M+YsWALJiZmevPcvXmVhT9/Q+8BwwiPaMWls0dZMHsC38xYhm9AKACTf16NSlX+0H/0IJ7Zkz+jfuO2AJSWFJObcQvv8A/o16MJXZvbM/n7X0hMfMj4iXP4vI8Z01bmUVLNc76oRM20lXk6ac8q4CZGMLqfOXPnLWbbplV8NnYyHp5ebFq/9I308Sm+oc1w8gjh/OE1tO//LTInb84fWcf6X99nxPR9GBmb621D4q1oQhp0wc03HANDKWf2L+PPXz9g2NQ9WNo4AtCk83D2/TmV1r3H4OJVkzunFnLm9ClCatbUW2ZKSjJTJn1Lh46dGTv2a27cuM7CBfOxsrKiSdNyBc3U1JTFS1bo5H2qgD/Fw9OTlYNacfT6fWbuOMEXnRvRJMCDLdHX+WTFLraNHoCzjYXedgDkFZUwceMhGvi6kZVfqLPPysSYj1rXw9veGkMDCcfjEpi8+TC2ZibIU9P4OSqGCW3CqeUiY+vVe3y+7SRb3uuAs2XlgdlTtr3fATOpofa3jUllxfFxbgG/Hr9KHVe7SvtO/b2MMwdW0fODGcgcvTi+exFr53zAZz/8jZFJVefwHKENuuDuVwcDQyNO/b2Mtb98yCff79aew6ICOStmvIN3UEMGfrGUntYXeZiehYWpibac/dFX+PnPXUwY3JNa/p5sPRrN57+sYMuPo3GW2VSq18RISr+2jfF3d8JEKuXynQR+WBWJiZGUPi0bVnmMWtU2oHktAzYcKSVDrqJNuCEfdzNi1l/Fz70XZ/1VpJP27L3o4yLh1LUyHqapEIvhXTMJDfYu53hYF5SFRVSHxMyU3Ku3SFodSd3Nv1crWx0Hbj9izvFYvm5Zi9outmy9lsDnO8+w+d3WOFtUfd1EDmqDmbRclXn2upndpQEKZbmxQF5cyjt/RtHWz4WDZy7yy5otjP+gH7UCfdl26CRfzPyDjT9/h5OdbaV6LsfdpUHNID7p3x1zUxN2HzvDmNmLWPn9OAK93XVkk9Mzmbd+G7WDKhsSOjUxpX0jE5ZvzyM1s4yuzc0YO8iab37PorhU/2BKIoaxg6zJLVCxYHMu2blKbC0lOvKBnoYcOV/E/ccKJGIRvVvrf3a+ToSP9bw6gjuKgMBzUKlUjB8/HltbW5ycnJgyZQoACQkJiEQiYmJitLI5OTmIRCKioqK0aTdu3KBz586Ym5vj6OjIoEGDyMjIeG69arWaNWvWMHz4cNq3b4+bpx9DR02hpKSYs8f3V5nvwK6/CKndgK5938fFzYuufd+nRlh9Duz6SytjaWWDtY2ddos5fxIHJzeCQsMBMDUzp27X33HybUf7xo7sP68gWdmMmPMHWLIlAUMDEfWCpFU14Un7Ia9QrbM9S7v6RmTlKtkeuRbPOkOo1aAVNo7efPD5m+njU8QSQ66c2krTLiOo3bQv7n516f7+TyhKi7kWvbvKNvQaOod6rQbi5FEDO2dfugyejlqtIiHujFYm5uRmajftS0T7D/AIqI+9vQMSiQH34uP1lvn33j3YOzjw8bARuHt40KFjJ9q260Bk5BYdOZFIhI2trc5WEYlEgp2FGdsvxNGrQQ0GNauNj6Mt47s3w8nKgk1nr1XZN4DvI6PoVDuAWp5OlfbV93WlTagPPo62uMusGNi0Fv5OMi4nJLP+4m16hnrTq6Y3PjJLxrWqjaOFKVuu6O/zU2xNjLAzM9ZuErGuj6hSpWbi3nMMbxSMm5WugqFWq4k+tIZmXYZTo257HNwC6PnhTBSlxcRWcw57f/wz9VsPeHIOfeg25HvUahX3nzmHp/5ehpWtMz0+mIGrTxgu9rY0DPbD3aHcQrt+/wl6Nq9PrxYN8HFxZNzA7jjaWrHlyFm99QZ5utIxoja+rk642NvSpXE4jWoGcPlW9ZbnZmGGHL6o4Np9JSlZajYcKUVqIKKO//PtaXlFutuzLNtTwoVbSlKz1SRnqrn60QRMPV2xCg95brnp+49ze/JcUrYffK5sday7fJceIZ70CvXE+4kV3NHchC1XE6rNZ2ta9XVjZSzV2Rf9IB1jAwnt/F34c89hurdqRM/WTfB2dWL0e31xlNmw9eAJvfWMfq8vg7u3I9jXEw9nBz7p3wN3J3tOXIrVkVOqVEz6YxVD+3bB1aHyYLFdQxN2nyjk0s0SHqUrWb49F6mhiIY1Kw86n9KsjjFmJmJ+3yjn7kMFmXIVdx4qeJhappX5db2cU1eKeZyu5GFqGSt25FZ73F4HgjvKqyMo4QICz2H16tWYmZkRHR3NrFmzmDZtGgcPvtgLJzk5mRYtWlC7dm0uXLjAvn37SE1N5e23335u3qSkJNLT02natKk2zdBQSlBoOHdvXq0y391bsYTWjtBJq1mnUZV5yhQKzhz7m2ZtuiMS6So+MisRVuZibiaUUVaaD4gQGZhxN6kMHxdJte03ksK0jyz4fqgFw3ua4mav+7ip6WvIpdgHlBZmMuWL1oR5m+FgbfjG+5h4M5p8eToXjv7J7jUTKcjNxMBQimdAfZLiX/xz4YrSIlTKMkzMrABQlpWSnHgdn+Cm2t9RRw/jH+DPzbgbesu4GXeDOnXq6qSF163L3Tu3KSsrf+EWFRXx/nvv8t6gAUyd/B3x8XcrlfX40SPafL+Caw/TuJOcSVKmXLuvUYA7VxJTquzL9vNxJGXlMrzt8797rVarib77kIT0HGp5OBGXmkOEp6OOTCNPR648ruwW8CzvrDtE+8W7Gbb5GOcfpFXav+TsDWxMjOhZs7KLR05GEvnydHxDmmjTDAyleAW+5Dks0T2HALdijuDsFcrmBaOY/UVj3pn0G5FR0eV5ysqIS3hERKiu20uj0ACu3E18oXpvJj7i6p1E6gb5VCljayHC0kzEraRyE7ZSBfGPlXg5Vf8qlxrCt+8aM3GQMR90MsLFrvpFcAZWmhmS0mx5tXKvC4VSxc00OREeui5LER4OXE3OqjbvgL+iaL9sH8MjT3H+YXq1sttvJNI+wBUDsZib9x/SMKyGzv6GYTW4evveC7VZpVJRWFyCpbmulX751r1YW1jQo1XjSnnsrcVYW0i4Hl+qTStTwq0EBX5uhpXkn1I70Ij4JAXvdrbg1zF2TBthS5empoiqOY0mRv+8eqdSv77tfxXBHUVA4DmEhYUxefJkAPz9/fn99985fPgw/v5V+5o+ZeHChYSHh/Pjjz9q01asWIG7uzu3b98mICBAb76SkhISEhIAMDIyIjc3l9LSEqRSIyytbMlMr1qBkudkYmmlaxm1tLJFnq1fCboUHUVhQT5N23SttM/SVPMgz8kr4U707zj5dcBAak5eoRpby6rfAKnZKtbtL+JxuhJjIxEt6xgxur85M9bmk56jmcO0sxLjbZ8DwK6zptg6l+LtaIxKzRvro2/N5ti7+nN4yyxa9BjJuUOrWTfnPT6cGImZpR3yzMdVtqEiR7bOwcLaEe9gzcu3MD8btUqJmaXGYnrr8iHy8/MJDQ3jzOnKvqwA2dnZ2Njoui/YWNugVCrJzZVjayvDzd2dL0ePxdPLm8LCQnbu2Mb4sV8y7/dFuLq6AhAYGMToMePxTrvKx8t2UKwoY/CCrUSOHoC1mTEycxMy8gr1NYHEjBx+23eGlcN7YyCp+kWeV1RCux9XoShTIRaL+KZncwJd7VCq1cjMdK16tqZGZBYW6y3HzsyEiW3DqeFoQ6lSxd64RIZvOc6St1tQ94kfecyjDHZcS+CvQW31lpEv1yhf5pa6/sNmlrKXOoeHtv6ChY0jPsHlClR2+kMuHP2LRu2H0LTLMOwS1zJ7/U6khgZ0bVKXnLxClCoVMktdlxdbS3My5XkVq9Ch45c/kJ1XgFKpYljPtvRq0aBKWQtTzf1WwTOI/CKwMa/6XkzLUbPxSCnJWSqMpSKa1TTgs57G/LK5mAy5fu0nePYEsk5eIP/6nWrb/7rIKSrRXDemxjrpsmqvGyO+bV2LGg7WKJQq9tx8yIhtp1nSpwnhetyVrqVkE5+Zx6Q2dTT1qVTIrHTXHNhaWZApfzEL8vo9hykqKaVtRPmg+cqteHZGnWHdjAl681iaa+6n3HxdP47cAhUyq6rvNXsbCTW8JZyNLWbunzk42kp4t7MFYjHsOq7/Pu7XQb8LlsC/F4ISLiDwHMLCdBdpOTs7k5ZW2VKnj4sXL3L06FHMzSs/EOPj43WU8J07d2qV/dLSUu7fv4+7uzuBgYEolUo++ORrPvpsAmrUz43mVNHaq8mjP9PxQzupGd4IG1t77CwN8HHW+LqG+8LC7QUAxJ2YCaip0Wz8kwqgOuNFQrKShORyi929R4V89a45xgUHObJ8GgD114iY8uMCAJIz1aTlKDA1EuNkbfiP9vH0sb9ZvXAGACq1iP6fLwbAJ6QpPiFNmf91a+7GRr1QG55yet9Srp/bw6BxazAw1FVAn7Yz5uRW6tarj4mJSbUWrIo8naoVPWlMUFANgoLKLXjBwSGMGvkJu3dtZ9jwTwGoV1+jzBmdegjA6C5NmPDXAXZevMng5rVRo/9QKVUqJvx1kBHtGuBlb11tu8yMpGwa1Y/CUgXRd5OYs/sU5kZPXZQqnpvy9lfEy9YCL9ty3/RaLjJS8opYe+E2dd3sKShVMPHvc3zXLlzr75skz+fK4yyazN9GmXgvA0YtelJthXqr6qgeTv29jGvRexgyXvccqtVqXLxCaNNnNAA9fCK49yiVzUfO0rXJM7MWeuquqs9PWf7NCAqLS4iNf8D8zftwd7SjY0RtACR2bhj5aP7/oZ6E5XtKNOXqufOquxcfpKp4kFoumZBcyhdvGdMk1IAdpyo7kvdqZoiFeQBnWg6otu3/BBWPVnX3tJeNBV7PrGkIc7YlNa+ItZfi9SrhO24k4iuzINTJhvR8/X7uanXl54o+9p+6wNKte/l5zDBsn8waFBQVM+mP1XwzdADWTwZk4Q0b0ffd9zEyNGBBqJi5f8qf9Ktyx6s7hyKRRlFftSsPtRoSk8uwthDTsbGpXiX83c7muDv+8+rd/7IbyetCUMIFBJ6DoaHuNKFIJEKlUiEWaywXz8ZKVSh0X2oqlYpu3brx008/VSrX2dlZ53fr1q2pVasWoFHC8/Pz6d+/P2fOnCEwMJDL9zUv4Tx5NlbW+iMGAFhZy5Dn6FqENXkq+w1npCVz/eo5Pv9qFgBZ+WXk38sHYMdxkKBRpM2kJYR3mY+BVPNysTARkVfw4k9gNZCYqqRN69bcytAMPEa9bcbtRM3LsKQoE7CnqESFzMLwH+1jnQbNtYs3E7PMUSo0U8MFuRk4eQRjJXMhKzWBwtxMzCwrv8wrcmb/ck7tXczA0StxdAvSppua2yASS8iXZ5CT+Yj7cacZMHESV67EYG1debEegI2NDdnZ2TppOfJsJBIJFpaVI4UAiMVi/P0DefyochQWG1ONj2x+cSn+TjIeZOYAkJVfhMy88mK3ghIF15PSuPk4nZk7NBFLVGo1ajWET1jAwg+709DP7Um9IjzsrAEIcrHnflo2m6OvIxGJyCzQtV5mF5Zga1q1z2tFajrbsjfuAQBJOQU8zi3ki+2ntfuVT+65EoWSgWP+wNRcczzz5RlYWDto5QrzMitZx/Vxet9yTuxZzOCxK3B0D9TZZ2Flj72LbsQMbxcHDl/Q+NRbW5giEYsrWb2z8/KxtareGulqr7le/d2dycrNZ/H2g1olXJmVQlH+UQB+u9EUgyfeXxamIp31FeYmkF/0cvfiwzQV9taVLa89mxoS4iXhbJ33KH6UWjnzP4S1iRESkYiMClbvrMJSZHoW6FZFTWcb9t5MqpRepChj/+1HDI8IKq9PLK5k9c7OzcPWsurFygAHz1xk+pJ1zBj1EQ1qlt/vj1LTSU7PZMzsRdo0E1NT1mzahlgkIqjlL5hbadZXWJmLkT9jDbc0FVeyjj+LPE+FUqWr9CZnKLG2kCARa9ySnjKgkzm1A4yYuSqbWaOe//x6FdSv1Y/kfzNOuKCECwj8i9jba6bKk5OTqVOnDoDOIk2A8PBwtm7dipeXFwYG1d9u5ubmOhZztVqNvb09MTEx1K9fH6k0lzKFgpvXLvH2e/rD2wH4Bdbkekw0HbqXW7KuxZzFLyiskuyJw7uwtLKhVj2NL61KBcVPHqxpmQquHprA8O4z6TN4KkevaLQAiRj83AzYcUL/NHFVuNmLeZxhiqmVJpKAQmJC7ZoipKYyspKigSCMpWLyC4v/0T6amJhpo67kGViiVqsxt7Ln3o1TWNo6k5uVjKm5LYm3z9O6z9hq+3Rm/zJO7lnIO6OW4+KlG/FEYiDF2TOE+3GnSE26iZmljPoNGrJ61QoaRjTSW15QjWDOResu5rt86RJ+/gFVXj9qtZr79+Lx9KrsK21oIKGGqz2nbiVyLy2bOk/CEp6985CWwZXlzY2kbPmyv07apjPXOBefxM/vdsRVT8jA8nZoLOk1HK2JfpBKa39X7b6ziam09H1+SMSn3ErLwc5M45rgZWvBpsHtdPYvOHWdglIF41rV5mpAXcQSwyfn8DTOnpqQccqyUhJunadt3zHV1nVq33JO7F7Iu18uq3QOAdz965CZortgMjElA+cnAxBDAwNqeLkSff0OreuGlvf5+h1a1tEfvk4farWaUsUzIUtUZaiLNesAMnM192RugZoANwmPMzTpEjH4ukjYc/blwtG52olIztRVoHo1NSTUW8LCnSXUTKisyP6TGErEBDlYEf0gndbPXCfRD9Jo4eNcTU5dbqXJtdfNsxy88xiFUkXnQPfy+rzdOXf1Jq3q19bKnYu9SfO6lZ8hT9l/6gLTF6/j+8/fp2l4qM4+Txcn/pr1rU7awk27KCwqZsx7bzHvojW5pUpy8pQE+0h5kFJ+DgO9DNl8KL/Keu88VBBR0xgR5RZzR5mEnDyljgI+sJM54UFG/LQ6h4wcIXTJfwLCwkwBgX8RExMTIiIimDlzJjdu3OD48eNMnDhRR+bTTz8lKyuLd955h3PnznHv3j0OHDjABx98gFJZfVxYkUjE4MGDWbx4MQcPHiQp8S7L5k3FyMiYiOYdtHJL5k5m89ry0GDtuvXnWkw0eyJX8zgpgT2Rq7lx5Rztu72jU75KpeLkkV00adUFiURXwVMqy7h68Gty0+M4cqGATk2sCHYvQmaWy7vtjVCUqblws3xx0aCOJnRvWm6x6hRhRA1PA2RWIlztxQxsb4KbvYSTV8vzHLlYio+LAW07vUtCzCpuXzlObnoCX3894Y30sbiokEObf+LRvRhqNurBid0LWD3zHYxMLIi/fhxDqTGhDct9yHcsH8+RyDna36f3LSVq+1y6vvcj1nau5MvTyZenU1pcoJVp2O59Lp/Ywvkj6/Cr2YIVy5eQnp5G586acletXM6cn2eVH7fOXUhLS2XpkkU8fPCAAwf2cfDAPnr37quV+XP9Wi5evEBKcjL34uP5be4v3LsXT6fOXbQyy5ctITb2KklZubSo4UXkuRvkFBZT29OJ2btOkpyTx1sRmsgXv/19hm83HgI01m1/J5nOZmtugpGBBH8nGaZPQgguP3qRM7cfkpQp535aNmuOx7D70i261AlkYN0AtsXeZ/u1+9zLzOXnqBhS8grpU0uz6HD+iVi++/uctq3rL93h6N1HPMjOIz5DzvwTsRy+84h+tTXWZyMDCX52VjqbhZEhZlJD/OyskBhIEYlENGw7mBN7FhN36SBpSbfZvmIChlJjaj5zDrct+4pDW8vP4am/l3F021y6D/mhynMY0W4ISfeucGLPIrJSE/n7zGUio6J5u3W53/jADs3Yduw824+f597jVH7+cxcpmTn0aaVZPDx/8998t2SjVn7jodMcu3yDBykZPEjJYMeJ86zdd5zOjetQHSeuKmgTrlGWnWxF9GstpbRMzeU75Yt2+7eW0qlh+exdu3oGBLiLsbUQ4SIT8XZLKS4yMWdulOfp3cyQ8AAD1h8qpaRUjZGjHUaOdoiNn2+FlpiZYlkrCMtaGquwqbcblrWCMHZ/ceUZ4N06fmy/nsiO64ncz8pjzvFYUvKL6FvTC4D5p24w6cBFrfyfl+M5Gp/Mg5x84jNzmX/qBofjk+kXVnlwueNGIi19nLE2KY/oNKBLG3YcPc3Oo6e5/yiFX9ZsISUji95tNQup//hrB5MXrNbK7z91gSkLVzPq3d6E+nuRkSMnI0dO/pMQjkZSQ3zdXXQ2C1MTTE2M8XV3QSzRnJOD0UV0bWZKeJAUV3sJH/a0pFShJjq2RFvXRz0t6NOmPALQ0QtFmJuIeKeTOY62EsL8pXRpasaR8+VuNe92NqdRmDGLI3MpLlFjaSYszPxPQLCECwi8AitWrOCDDz6gXr16BAYGMmvWLNq3b6/d7+LiwqlTp/jqq6/o0KEDJSUleHp60rFjR607S3UMHTqUkpISpk6dSnaOHN+AEMZOma8TPzszPUXHj9E/qBYjxv7A1vULifxzEQ5ObowY+6PWBeMpN66cIzM9heZtuleqNysjjfREjTvCpFFtSfvsM/r164eVlQP3kgr5fatCJy6xrYVYZ6rUxEjEO+1MsDAVUVyqJilNydxNBSSmlA88HqQqWbqzkLFffoynYxlL5s9gtjwXnzfUR7FYTFrSba6e2U5RQS6GUmPkWY9Rq1UU5GUx4MsVOjHC5VnJiETl5+xi1F8oyxRsXTRSp9xm3T6jRXeNFT+kfmce3rnAhaPruXpmB3nenkyZOh0HR030kOzsLNLTy9cXODk5M2XaDyxbsog9u3chk9ny8bBPdGKEFxTk8/u8uWRnZ2NmZoqPrx8zZ80hMLB8ajwjI53ZP/1IrjwHGzMTApxlZBUU89nK3fg5yfjj/W642Gis2hl5haTkVL+AsCJFpQp+3H6MVHk+RoYGeNvb8EP/tnSs5Y8yNRV5USlLz8aRUVCMr8ySeb2a4mKpOZ8ZBcWkPLMoVKFU8euxq6TnF2FkIMHHzpJ5PZvQ9CUsoABNOn1EmaKYveumUVQgx80njEGjl+vECJdnPda5js4f/RNlmYLNC0fplNWi+6e07KE5h67eNen36XwOb/2FYzsX4G5vxdgB3XQU5g4NayHPL2TpjsNkyHPxdXVi3uj3cbHTuMlk5OSR8sQVCJ58hGvLPh6lZ2EgEePmIOPztzpVGyMc4GhMGYYGIno3k2JiBA/SVCzdXaJzL9qYi3TvRamIt1pIn9yL8ChdxYIdJTxMK7eUNg7VKIif9HxiRR6iWTh85cOvSVpT4WNWFbCqG0qjw2u1v4N//gaAh2siufqh/gWK+mgf4EpOcSlLz90io6AEX5kF87pHaGPLZxQWk/JMbEWFSsXck9fLrxuZBb91j6Cpl25knsTsfGIeZ/FHT93Zp3aN6iLPK2B55N9k5OTi6+7Mr199grO9xn0pI0dOaka5a9i2wydRKlXMWrmRWSvLB1Rdmjdk8ojBL9zPv08VIjUQ8W5nC8xMxNxLUjBnbY5OzG9bK4mOYpqdq2LOuhz6d7Bg2ggTsnNVHIouZO+p8vuodX3Ncfp6iH5Xt38CwSf81RGp1cJhFBD4T+BM3D8f9/VZ1v/9Zh8NAzu9eZ/Au+lVu1f8E0S4vljIuteFe+yON1ofgDL1zfkSA+wImf5G6+shefPHdHJM++cLvUZajazeIv+6aTG3xxutD0DZ6M0e0y93Ve3m8k+xYrLD84VegZ+2vD6Xl6/6/m86ZgiWcAEBAQEBAQEBgZdC9b/sR/KaEJRwAQEBAQEBAQGBl0Lwo3h1/jft/wICAgICAgICAgL/jwiWcAEBAQEBAQEBgZdCsIS/OoISLiAgICAgICAg8FKoBC38lRGUcAEBAQEBAQEBgZdCLXwP6JURfMIFBAQEBAQEBAQE3jCCJVxA4D8EB6OMN1qfv3/lL8/9k5gbpj1f6LXzZuOEi3izpqPsE2ffaH0A+Sk5b7S+K6LiN1pfT4PLb7Q+AFvbbm+0vjcdt/vYF28+9nqrqOo/jPS6eXj74RutT8M/Gydc+MzMqyMo4QICAgICAgICAi+FSnBHeWUEdxQBAQEBAQEBAQGBN4xgCRcQEBAQEBAQEHgpBHeUV0dQwgUEBAQEBAQEBF4K4av1r47gjiIgICAgICAgICDwhhGUcAEBAQEBAQEBgZdCrVK/tu2fIjs7m0GDBmFlZYWVlRWDBg0iJyen2jxDhgxBJBLpbBEREToyJSUlfP7559jZ2WFmZkb37t1JSkp66fb940p4VFQUIpHouZ3+d2bIkCH07Nnz/7sZ/xJTpkzB0dERkUjE9u3bXzp/xb63bNmSL774Qvvby8uLuXPnvnI7/xX+yWvrXz1eAgICAgIC/wuo1a9v+6cYMGAAMTEx7Nu3j3379hETE8OgQYOem69jx44kJydrt7179+rs/+KLL9i2bRsbNmzg5MmT5Ofn07VrV5RK5Uu17437hEdFRfHrr79y7tw5cnNz8ff3Z9y4cQwcOFBHbv369cyaNYs7d+5gZWVFx44d+fnnn5HJZFqZrVu38t133xEfH4+vry8//PADvXr1qlTnkCFDcHJyYubMma+lDwsXLmThwoUkJCQAEBISwqRJk+jUqZNWJjIyksWLF3Px4kUyMzO5fPkytWvX1imnZcuWHDt2TCetX79+bNiw4bW0My4ujqlTp7Jt2zYiIiKwsbF55TIjIyMxNDT8l/NHRUXRqlUrsrOzsba2fuX2/FMkJye/luP1qqxfv57ly5eTnp6Oh4cHHw8bRmhoaJXysVevsnTpUhITE5HJZPTp25cuXbpo9381fjyxsbGV8tWvX5+p06YBsHHjRk6fOkXCg0cYGBjj6Fkbc2sn7l07SElhLo4eYTTvPQlbJ/8q2xEfe4BLhxcjz3iASlmGlb0ntVu8j6K4gMtRyynMS0etVqNSKrR5Fjz526FLT4Z+MhqA67ExrF76Ow8fJGBjK6NH3wF06Kwbw/jsqSg2rF1OSvJjnJxdeGfwUBo2bq7dv3/Pdvbv3U56agoA7p7e9H3nPcLrlVs28uTp/DX3I9If3UatVmFsaknPD2fjF9ayyj5eOr6J2DPbSX98BwAnzxBa9RqNq3eYVkalLGPD/GHcjzuDWqXEwMCAVq1bM3LkF4jF+m0gsbFXWbp0CQ8SE7GVyejb5y06P3MOAfLz81mzehWnT58iPz8fRycnPvpoKPXrN9DKZGRk8Ovl+5xLk1OiVOFmbsz4ME8Crc0wbdwWs5ZdkVhaU5byCPmONSju39LbHqv+wzCt36JSuiIliYzZ4/XnadsFmy59kFjbUvookfS1Syi+dV2vrOOwL7Fs3q5SeklSIg++GqH5IZFg2/1tLJq1xcBGhiI5iYwNKym8elFvmU9pW9eAhkEGmBjBgzQVO04pSM2u+o1fN0DC2y2lldK/XV5EWYV366ZLd1h97iYZ+UX42lkxtk0dwt31x2W+8CCVoX8drZQe+VFnvGWaWPWRMfHsvn6fu+lyAGo42fJ58zBCXWQ6eZqFiKjtK8LYEB5nwf6LKjJyqz0MWoLdRfRsLOZWkpqtp8rjy4X7igj3E2FlpvltkPkppecP8dfufay9dJeMgmJ8bC0Y27wmdVxlesu+kJTBsMhTldK3vNsab1sLAD7eepKLjzIrydRwgqEpL9YHANum9fAZ8yFW4aEYuzhwoc8npO48/OIFPGHTkbOs3neCjJw8fF0dGPtOF8ID9H8f4fLtBH7bso+E5HSKSxU4y6zp07IB77ZvqpWJf5TKgu2HiEt4RHJmDmP7d2Fg+yaVyhrU25kure0wNzPg5t0C5q96QOKjquPd//xtALWCLSqlR1+WM/HnuwCYGIsZ0teFJvWtsbY05G5C4csejv864uLi2LdvH2fPnqVhQ01c+KVLl9KoUSNu3bpFYGBglXmNjIxwcnLSu08ul7N8+XLWrl1L27ZtAVi3bh3u7u4cOnSIDh06vHAb37gSfvr0acLCwvjqq69wdHRkz549DB48GEtLS7p103yQ4OTJkwwePJhff/2Vbt268ejRI4YPH85HH33Etm3bADhz5gz9+vXj+++/p1evXmzbto23336bkydPag82gEqlYs+ePezcufO19cHNzY2ZM2fi5+cHwOrVq+nRoweXL18mJCQEgIKCApo0acJbb73F0KFDqyxr6NChTHui/ACYmJi8tnbGx8cD0KNHD0Qi0Wsp09bW9rWU8+9OVTffm2Tv3r3MmDGDyZMnEx4ezuLFi5n03XcsWrwYB4fKL/uUlBQmTZpEx44dGTtuHDdu3GDBH39gZWVF06aaF8XE775DoShXfPPy8vj0k09o2qyZNu1abCxdu3UjWdwKlUrJgbVfknDjKG0HzELmHMjFw4vYueQDBoz/G6mxud62G5tYUbfNcKwdfJBIDEmIi+Lwhq8RicS06DMFJ69wrh5fze1Lu+j5yVrMrRzxkJ5n2sTRNGraCoDUlMf8OHk8bTt2ZeTYidyMu8ayBb9gZWVFRJOWANyKu8YvM6fSf9CHNGzUjOgzJ/hl5mS+n/UHAUHBAMjs7Hl3yDCcXNwAiDq0j1nff8PsecvB0BG1Ws3KH98iLyeVVr1GY+fiy4GNP7Lx9xGMnH0cCyt7vX1MvBVNSIMuuPmGY2Ao5cz+Zfz56wcMm7oHSxtHALYvG8u96yep13oQAbVacfvkQg4eOIC9nT0D361sjUlJSWHypO/o2LETY8eOJ+7GdRYs0JzDJk/OoUKhYOK3E7CytuabbyZiZ2dHekY6JiamOud13NjRhEtF/NTAH2sjAx4XlmBuaIBx7QgsewxGHrkCxf3bmDZqg+3Qr0ifNQ5VTmUFKXf7GvL2PGMYEEuwHzOD4ivReo+LeURz7Ad9TNrKBRTdvoFV6064jp9G4vjhlGWmV5JPX7OYjA2rtL9FEjEeP/5BfvRJbZrsrcFYNmlF6rJ5lD5OwiwsHOcvJ5I0ZYzeNgC0qGVAs5oGbIoqJUOupk24AR91NmL2pmJKFVVmo7hUzeyNugpRRQV8f9wDZh++zIT2dantasfWmHg+23ycrR91wtnSrMqytw/tjJm03IhhY2qk/f/CwzQ61vCkVls7pAYSVkfHMWJTFFs/7ARPiowIEtEgUMTuaBVZ+dAkWMQ7LcUs3quitKzqPgFYmkLr2iIepFUehOQWqTl6VU12nub3B453OSJyYM7xa3zdMozaLrZsvZbA5zvPsPnd1jhbmFYq4ymRg9pgJi1XLWxMyvs4u0sDFMpy5V9eXMo7f0ZRK//lTKESM1Nyr94iaXUkdTf//lJ5n7L/3FVm/7WHCYO6U9vPk61R5/js19Vsnf4FzjLrSvImRlL6tW5EgLsTJkZSLt9JYPrq7ZhIpfRpqRn8FpcqcLO3pV29UOZs2FupDIB+XR3p09mRnxclkJRSzICezvw0wZ/3x16nqFh/4O2pc+MxMCh/h1uaG7B4RjDHz2Vr00YP9cTLzYSfFiaQma2gTRNbQgL0P59fF6rX6EZSUlJCSUmJTpqRkRFGRkZV5Hg+Z86cwcrKSkcnjIiIwMrKitOnT1erhEdFReHg4IC1tTUtWrTghx9+0L53L168iEKhoH379lp5FxcXQkNDOX369Esp4S/tjlJSUsLIkSNxcHDA2NiYpk2bcv78ee3+vXv3EhAQgImJCa1atdJai5/yzTff8P3339O4cWN8fX0ZOXIkHTt21CrXAGfPnsXLy4uRI0fi7e1N06ZNGTZsGBcuXNDKzJ07l3bt2jFhwgSCgoKYMGECbdq0qeQacerUKcRisfYkxMbG0rp1a0xMTJDJZHz88cfk5+dr5ZVKJaNHj8ba2hqZTMb48eMrheHp1q0bnTt3JiAggICAAH744QfMzc05e7b863SDBg1i0qRJ2lFSVZiamuLk5KTdrKysqj8Bz1BdX6ZMmaId1IjF4hdSwl+k7xXdUZ4lISEBkUhETEyMNi0nJweRSERUVBQJCQm0aqVRsGxsbBCJRAwZMgTQhDqaNWsWPj4+mJiYUKtWLbZs2aJT/vOurapQq9XY29uzdetWbVrt2rV1FNkzZ85gaGioPX7PuqM87VdkZCStWrXC1NSUWrVqcebMGZ16Tp8+TfPmzTExMcHd3Z2RI0dSUFCg3b9gwQL8/f0xNjbG0dGRvn37VtvulStX0qdPH9566y18fX0ZNnw49vb27NmzR6/83j17cHBwYNjw4Xh4eNCxY0fatW9P5DP9trCwwNbWVrtdvnQJIyMjmj2jhH8/fTrt2rXD1skfmXMgJUW5gBpzKydkzgG06T+TstJi7lzeXWXbXf0a4lOzHbaOvljZeVCr2WAMDIyQOQcS3PAtbB19afnWNMxtnImP3Y+ppT0Xz5/GydmVkJq1ATiwdwd29g68//FI3Dy8aNuhK63adWZn5EZtPXt2bCasTj16v/0uru6e9H77XWrWqsueHZu1MvUaNiG8fiNcXN1xcXVnwHtDMTY24fZNjWU2M+U+uVnJNGg9mMadhhJQqzUfT96FWq3i8JZZVfax19A51Gs1ECePGtg5+9Jl8HTUahUJceXXRfz1k8icvOn4zkR8gpswder3mJiYcPLkSb1l7t27B3sHBz4epjmHHTp2ol279kRGlt8LBw8cIC8vn+++m0xwSAgOjo6EhITi4+OjldmyZTP29vZ8XduLGjZmOJsaUdfOElczI8yad6bwXBRF0VGUpT0md8daVDmZmDXW/6xSFxehypNrN0N3H0QmZhSdP6ZX3qZTL+RRB8iN2o/i8UMy1i2hLDMdq7Zd9MqrigpRyrO1m5F3AGIzc3KPH9TKWDZtTdbOTRReuUBZegryw3spvHoJ6869qzw/TWsacORyGdcTVKRmq9l4VIGhAdTxk1SZBzRT4/lFultF1p2/Sc8wH3rX8sXHzopxbcNxsjBl8+W71ZZta2qMnbmJdpM8MxvyY7dGvB3uT6CjDd4yS77rWB+1Wk10YqpWpkGAiFM31Nx6BOly2BWtxlACIZ7VP99FIugRIebENTU5BZUVp7uPIT4ZsvI1W2n0flatXEWvJvXoFeqJ9xMruKO5CVuuJjynj0bYmRlrN4m4vG1WxlKdfdEP0jE2kFCroJoC9ZC+/zi3J88lZfvB5wtXwbr9J+nZrC69m9fHx8WBcQO64mRrxeaj+geXQZ4udIqoha+rIy52NnRpVIfGof5cvpOglQnxduPLtzvRsWEtDA30X2e9Ojry1/ZkTl7IISGpmNmLEjCSimnduGoDV16Bkmx5mXYLr2lJcamK49EaJVxqKKJZfRuW/pVE7M18HqeWsDYy+V8+Ni+KWq1+bduMGTO0fttPtxkzZrxS+1JSUvQarBwcHEhJqXrqpVOnTqxfv54jR44wZ84czp8/T+vWrbWDhJSUFKRSaaXZckdHx2rL1cdLK+Hjx49n69atrF69mkuXLuHn50eHDh3Iysri4cOH9O7dm86dOxMTE8NHH33E119//dwy5XK5joW1cePGJCUlsXfvXtRqNampqWzZskVnWv3MmTM6oxCADh06cPr0aZ20nTt30q1bN8RiMYWFhXTs2BEbGxvOnz/P5s2bOXToEJ999plWfs6cOaxYsYLly5dz8uRJsrKydAYIFVEqlWzYsIGCggIaNWr03L5WZP369djZ2RESEsLYsWPJy8t7oXzP68vYsWNZuXIlgNan6Xm8bN9fFnd3d60ifOvWLZKTk/ntt98AmDhxIitXrmThwoVcv36dL7/8knfffVfrrvOvXlugUaibN29OVFQUoFmocePGDRQKBTdu3AA0o966detibl615eDbb79l7NixxMTEEBAQwDvvvENZmcb8FBsbS4cOHejduzdXr15l48aNnDx5Uns+Lly4wMiRI5k2bRq3bt1i3759NG/evMq6SktLuX79utaC/ZQ64eHEPWlzReJu3qROeLhOWt3wcO7cuaNtZ0X2HzhAixYtMDY21rs/NyuJonyNddTIVDNAlBhIcfGtT0rCi32+W61W8+DmCcoUxXgFt9LZ5x7QhNSEyyjLSjl+9CCt2nXWDhhv37xOrfD6OvK1wxsQf+emtj+3b16nVh1dmVrhDbgVd01vW5RKJSePHaa4uJiAGhq3npwMzeekPQLLrSVSIxMkBlIexb/4J8oVpUWolGWYmGmOk7KslNLifIry5WSm3Afg3r17KJVKVFV8au5mXBzhdXTPYXjdujrnMDr6LEE1gliw4A8GDujPJyOGsXHjBh1fxOizZ/HzD2DyxXh6HrjCR8dvsDsxHSQSDN28Kbl1VaeOkluxGHoFvFA/TRu0pPTONZTZGZV3SiQYeftRGHtJJ7kg9jLG/jVeqHzLlu0pvB5DWUaaNk1kYIi6tFRHTl1agklgiN4ybC1EWJqKuJNUfkyUKriXrMLTsfrXntQQvn7HiG8GGDOkgxQXma6Cq1AqiUvJppG37mxZhLcTVx7pOSbP0H/Vftr9vp1hG45w/hnlWh/FCiVlKjVWxhr3GGszMDcRcT+lXIlWquBBOlThIaKlabCIwhK4cv/5lkuRCNReoVyPi6Ohs6XOvggPB64mZ1Wbf8BfUbRfto/hkac4/7DyzMezbL+RSPsAV4zecKi7MiAu8TGNQnRd6iJC/LhyN/GFyriZ+Jgrdx8QHqjffUUfTvZSZDaGXIgt9x9SlKm5ejOfYP8Xt1p3amlH1Jksiks0zxGJRIREIkKheLMHUq16fduECROQy+U624QJE/TWO2XKlEoLJytuT422+gyQarW6WsNkv3796NKlC6GhoXTr1o2///6b27dvV2kAe9Fy9fFS7igFBQUsXLiQVatWaf2fly5dysGDB1m+fDnZ2dn4+Pjw66+/IhKJCAwMJDY2lp9++qnKMrds2cL58+dZvHixNq1x48asX7+efv36UVxcTFlZGd27d2f+/PlamZSUFBwdHXXK0jcK2blzJz///DOgUXiLiopYs2YNZmaa+b3ff/+dbt268dNPP+Ho6MjcuXOZMGECffr0AWDRokXs37+/UrtjY2Np1KgRxcXFmJubs23bNoKDg1/mcDJw4EC8vb1xcnLi2rVrTJgwgStXrnDw4PNH9y/Sl6c+1y/qWvGiff9XkUgk2sHW02ke0FxXv/zyC0eOHNEOZHx8fDh58iSLFy+mRYsWLFy48KWvrWdp2bIlS5YsAeD48ePUqlULDw8PoqKiCA4OJioqipYtW1ZbxtixY7UDwalTpxISEsLdu3cJCgpi9uzZDBgwQDtL4O/vz7x587Rtf/DgAWZmZnTt2hULCws8PT2pU6dOlXWlpqaiVCoxNjYmN1fzwC4pKcHG2prs7Gy9ebKzs7Gp4GdvbWODUqkkNze3kivRrVu3SExIqHJmA6AwV/MSdXCvicy5XEkzNZeRl/24ynwAJUV5rP6+BaqyUs2bHXAP1PWPNLWQ8TAvg/vXDlOQn0+rtuXrKnKys7Cy1m2zlbWmP3m5OdjY2pGTnYV1BWuEtY0NOdm6ikJiQjzfjvmE0tJSjE1MGD9xOu4eXmQ+BkOpxgXs8vGNePjXRWpkwtmDq1CWlVJc+GKDYoAjW+dgYe2Id3BjAArzs1Gr1fiENmXhpE6IxRLUKiW1a9chLU2/ApadnV25P9ZPz6EcW1sZKSnJpF5JpWWrVkyZ+j2PHz9i4YI/UCqVDBigWVuTkpLM3j27edtTxrt+zsTlFDDv+kMs7ezoJ5Ggypfr1KHMl2Nk8fxZOLGFNUZBtchZr98FQGxmgUgiQSnP0S1fno2B1fPXWEisbTCrVY+UP3RnIApjL2HduRdFN6+hSEvGNKQ2ZnUjQCxBo1LpYmGqud7yinSVkvwiNTbmVb8k03NUbI5SkJKlwkgqommoASN6GDF3SwmZuZqysgtLUarV2JrqDlxlZkZkFuj367UzM+G7DvWp4WRDqVLFnusJDNtwlKUDWlO3Cj/yeceu4GBuQkMvJy4BZk+qq1hFQbEaK1MRoF8Bc7ODWj4ilu+v/hvj9lbwXhsxBhJIe9QCpfIHbNUlaH1hAJmpEZmFVfXRiG9b16KGgzUKpYo9Nx8yYttplvRpQrirXSX5aynZxGfmMalNHTJ3vZji+7ookIBSpcLWSlfxlVlakCm/U23eDmNmkp1XgFKpYliPNvRuXr9a+Wextda4IuXIda/ZbLkCR7vKaxH0Eehjire7CXOWJGjTiopVXL+dz8Cezjx4VEy2XEGraizr/468jOvJZ599Rv/+/auV8fLy4urVq6SmVn7WpqenV9Ifq8PZ2RlPT0/u3Hmy/sfJidLSUs0795nndVpaGo0bN37hcuEllfD4+HgUCgVNmpS/SA0NDWnQoAFxcXFkZ2cTERGhMxKozjocFRXFkCFDWLp0qdaXGuDGjRuMHDmSSZMm0aFDB5KTkxk3bhzDhw9n+fLlWrmKI46Ko5C4uDiSkpK0LiFxcXHUqlVLq7QCNGnSBJVKxa1btzA2NiY5OVmnzQYGBtSrV6+SW0ZgYCAxMTHk5OSwdetW3nvvPY4dO/ZSivizvuKhoaH4+/tTr149Ll26RHgFi2ZFnteXl7nAQDMb8aJ9f93cuHGD4uJi2rXTXZxVWlqqVVTj4uJe6tqqSMuWLRk1ahQZGRkcO3aMli1b4uHhwbFjx/j44485ffp0tcooQFhY+YI7Z2dnQHPTBQUFcfHiRe7evcv69eu1Mmq1GpVKxf3792nXrh2enp74+PjQsWNHOnbsSK9evTA11e9b+XTA2b59e4qLNS+9z0eOxNHBofqRtp57oioO7N+Pp5eXjl/c0SNHtHWXqcS4+2uOcfPeU3TL1VNXRaRGZvQbvQ1FSSH3Yg9w4dBCMpLicPYqv7Y1zRMRd24Ldeo1xFam+7Kuuq+iZ/6r/jkA4OLqwez5yykoyGfLn6v4ccpXSI2MUCOh/+caA0BORhJzvmiASCzBu0YjLGycKFPo+ihWxel9S7l+bg+Dxq3BwFD3RXLv+kl6fTQHexc/LPKPM3/+PJ37tuqeaTuks0elUmNtbc3nn49CIpHg7+9PVmYmW7du0SrharUaP39/hvpqri9/K1MS8orY/zCTflBJX3tR241J/eaoiwspvnahesGK152oaiXxWSybt0NVmE/+BV1Xr/Q1i3D4aBSePy8GNShSk8k9fgjL5ppne20/Cb2blftar9z3xGqup5/VteJBmpoHaU+t52oSU0oZ2duIJqEG7Dyt60he8dJUq6s+jl4yS7xk5VblWq52pOYWsubcTb1K+KroOPCuyf41kYhFMBYxm06o9HWpyjQAqQF0byhm73kVRaVVCD0hMw+WH1BhZAjtxZoFryIL3YGTGnWV972XjQVeNuWLB8OcbUnNK2LtpXi9SviOG4n4yiwIdbJBv2PTP4/+Z0f1eVZ8/TGFJaXExj9k3pZ9uDvI6BRRS6+sb81wTCI0C8l31hUxcbbGXUld4YyJRC8eIaRjSzvuPyzi1j3dhZc/LbzP2I+92PBHGEqlmjtvYGGm6v/pi5l2dnbY2VW+pirSqFEj5HI5586do0EDjd9+dHQ0crn8pZTlzMxMHj58qH3v161bF0NDQw4ePMjbb78NaDwOrl27xqxZVbsw6uOllPCnL/SqlN+XUdaOHTtGt27d+OWXXxg8eLDOvhkzZtCkSRPGjRsHaJQfMzMzmjVrxvTp03F2dsbJyamS1TstLU1H+dy5cyft2rXTLnasbqrgZacQpFKpdmFmvXr1OH/+PL/99puORf9lCQ8Px9DQkDt37jxXCX+dfXldPI328Ox18OwiwKp4OjW/Z88eXF1ddfY9HRm/6kAgNDQUmUzGsWPHOHbsGNOmTcPd3Z0ffviB8+fPU1RUVMn1oyLPRoV5eoyftl2lUjFs2DBGjhxZKZ+HhwdSqZRLly4RFRXFgQMHmDRpElOmTOH8+fN6o8RMmjSJ3bt3s2HDBq0ffdKjR6xcubLKqDI2NjaVrOTynBwkEgmWlrrTysXFxRw7dox3K4RqahgRQWBQEACz/tjBw9uaaAcise41VZSfial59XPgIrEYKztPTdscfblwaBE3ojdTs2l5JKSi/EykxhYk3TnDO99+r5Pf2saWnGzdhYLynGwkEgkWllZamewKVm95Tg5W1rrKg6GhIc5PFmaOGjeJ778bg729I7U6fo1SodFOen40G2s7d5RKBWYWtvw8qj6mFs+Z5wfO7F/Oqb2LGTh6JY5uQdp0U3NNGwJrtyWkgWYGpZGrlD17dnPv3j29Zek7hzly3XNoa2uLxECCRFLuc+ru7kF2djYKhQJDQ0NsbGzxcPcAyt0jPM1NOH0/DbVSibiC1VtsboUyT9c6rg/TBi0pvHACqgjDpSrIQ61UIqlw/CWW1pRVsI7rw7JFO3JPHgGlrqVQmZdL8q/fIzI0RGxuiTI7E1n/91GkpwIO3EhU8jCt3NL71B3XwlSkYw03MxGRX/TizxI1kJSuws6y/Pq3MZUiEYkqWb2zCkuwNdPv1qWPmi4y9l6vbAFeE32T5WdusGSQB6U7FgGwyvQzJE+8aMyNda3hZsYiCor198naHKzNRbzdrNwF5+nr4eu3xCzaqyLniT+2SgXZT5ZHmaWeRiIWI7fzhOIHz/SxFJnJiy+Uq+lsw96blWMnFynK2H/7EcMjgvTk+ucxU4JELCZTrjvTlZWXj61l9W4hrvYaC7O/mxOZuXks3nG4SiX8wa3rFMccAmD4ejcMnyyutLEyJCun/Bq3tjQkW67fZfBZjKQiWjWyZfWWyrOQyWmljJl+G2MjMaYmYrJyyji4vu5zy3wV/t0/W1+jRg06duzI0KFDtbrZxx9/TNeuXXWMT0FBQcyYMYNevXqRn5/PlClT6NOnD87OziQkJPDNN99gZ2enjb5nZWXFhx9+yJgxY5DJZNja2jJ27Fhq1qz53HWAFXkpn3A/Pz+kUqnOoiKFQsGFCxeoUaMGwcHBOosTgUq/QWMB79KlCzNnzuTjjz+utL+wsLBS+K6nL5ynJ71Ro0aV3DYOHDigM7rZsWMH3bt31/4ODg4mJiZGZ7Hc04WbAQEBWFlZ4ezsrNPmsrIyLl6sPgzW03ZVXNn7sly/fh2FQqEdbVXH8/rysrxK359ib6+JIvGs//mzizRBM3gBdPxXg4ODMTIy4sGDB/j5+els7u7uWpkXubaq4qlf+I4dO7h27RrNmjWjZs2aKBQKFi1aRHh4OBYWlUNAvSjh4eFcv369Uvuf3jOgmVlo27Yts2bN4urVqyQkJHDkyBG95ZmbmxMSEsLly5extLTE0tISIyMjLl+6RI0qZltqBAVx+ZKuL+6lS5fw9/fHwEB3vH3ixAkUCgWtW7fWSTc1NcXZ2Znt27fz6O5Zen6yDlMLe5Jul6+1UJaV8jj+PE5eVbvTVERiIMXYzJqiAl2lOun2acQSA0zMZdRtoDuzERAUwtXLuhbXK5fP4+sfpO1PQFAIV2POV5IJrFF1GEcTU1OkRkYYSqXYOnhi5+KHuZU9926cwtjUAjMLW9If3aG4MBffkOoHZmf2L+PkngW8M2oZLl41K/VZJJaQmaKrcCcnJ2uviYoE1ajB5cu6fuiXK5zD4OBgkh8/1vErf/ToEba2ttqBYnBwMI8e6So/DwuKkUnFKJLuYxSg21ZpQCiKhNvV9lXqWwMDeyeKzkVVLaRUUnL/LqahuteGac06FN+Jq7Z8kxo1kTq5kht1oEoZtUKBMjsTJBLM6zeh4KLmGVCqgMxctXZLzVaTW6jG3618oCIRg4+zmMTU6t0yKuIsE5P7jOJuKJFQw8mGswm6RqCzCSnU0mPxrYqbqdnYmesq7auj41h6+jp/vNWCGjIz1HlZqPOyyM6HjFyNO423U/mAQCwGD3vQE/UPgMxcWLpPyfIDKu12+xEkpmms3rl6Fp1q+igmOMCPM1d1z1n0gzTCnF/czeFWmhw7PQOTg3ceo1Cq6Bzo/sJlvU4MgBqeLpy9obuQ9uz1u9Ty83zhctRqKK1ivQ2AorQEdXEB6uICHqeWkPiomMxsBXVrlhtFDCQiwoLMuXEnv8pyntIiwhZDAxGHTlVxwoHiEhVZOWWYm1a/APl/hfXr11OzZk3at29P+/btCQsLY+3atToyt27dQi7XGCEkEgmxsbH06NGDgIAA3nvvPQICAjhz5oyOjvDrr7/Ss2dP3n77bZo0aYKpqSm7du3SMY68CC9lCTczM2PEiBGMGzcOW1tbPDw8mDVrFoWFhXz44Yfk5eUxZ84cRo8ezbBhw7h48SKrVq3SKeOpAj5q1Cj69OmjtWZLpVKtz2q3bt0YOnQoCxcu1LqjfPHFFzRo0AAXFxcARo0aRfPmzfnpp5/o0aMHO3bs4NChQ9oBQlpaGufPn9f54MrAgQOZPHky7733HlOmTCE9PZ3PP/+cQYMGaS3oo0aNYubMmfj7+1OjRg1++eWXSh+D+eabb+jUqRPu7u7k5eWxYcMGoqKi2Ldvn1YmKyuLBw8e8PixZsR665YmBu/TKCjx8fGsX7+ezp07Y2dnx40bNxgzZgx16tTRcfepihfpy8vyIn2vDhMTEyIiIpg5cyZeXl5kZGQwceJEHRlPT09EIhG7d++mc+fOmJiYYGFhwdixY/nyyy9RqVQ0bdqU3NxcTp8+jbm5Oe+99x7Dhw9/7rX1PFq2bMmXX35JnTp1tFbF5s2bs379ekaPHv1SZVXkq6++IiIigk8//ZShQ4diZmZGXFwcBw8eZP78+ezerbF+Nm/eHBsbG/bu3YtKpao2RNL777/P+PHjCQ0NpU6dOixZsoT09HQ6d+4MaKKnZGZmMnbsWAA6d+nCrl27WLJkCR07duRmXBwHDhxg/FdfVSr7wP79NGrUqJKFHGDBH38QFRVF28ELMTI2p0aDPlw4tAhzGxdsHf24dGQxBlJj/Ot01eY59NdXmFk50KizJmTcxcOLcXAPxVLmgUqpIDHuGCWFcjSuJ1tx9KzNjbObyMt5TElxHoH1erJh7XIyMzMYOeZbANp37sG+3dtYtfR32nboyq2b1zlyYA9fjJ+krbdz975M+mok2zavp0FEU86dPUlszAW+n/WHVmb96iXUqdsQO3sHiooKOXXsCDdiY/h22mzUaAZonkENObF7AUbG5iiVCo5G/oKBoREte32hLWfH8vFY2DjSuremj6f3LeXYjt/o+dEcrO1cyZdr/OelRqZIjTXuJu6+4Ty4c579G37AP6wlB5YuRi6X07GT5hyuWrmCzMxMxozVzPp17tyF3bt2snTJYjp07MTNm3EcOLCf8ePLFyF37tKVXbt2snjxIrp3686jx4/YtGkD3bqXx0/v2asXY8eMZl2ZIy1dbLiZU8juBxmMqelBwfG9WL/zCYqkeygS7mAS0RqJjR2FZzRxli0690NsZYv8r4U614VJg5aUJt6hLKX6r8Jl/70NpxFjKLl/h6I7N7Fq3RFDmT3yw5qQbbJ+QzCwkZG6aI5OPsuWHSi6e5PSpMrWYSPfQAxsZJQk3sPAVoas90BEYhHZu7dA/e6V5AFOxpbRqrYBGXIVGXI1reoYoCiDy3fLDQBvtzQkt0DNvvMaRaptuAEP0jTyRlJoEmqAi52I7ad0Fa136wcxcfdZgp1sCXOREXklnpTcQvrW1syOzjt2hbS8IqZ31cSiX3/+Fi5WZvjYWVGmVLHnRgKHbyfxc8/yZ/2q6DgWnIjlx26NcLEyI+NJWBZTqYHWLfvcbTWNa4jIylOTnQ+Na4hQKOF6YvkgoVtDEXmFEBWrRqnSRFF5lhKFGhDppLeoKeJesprcQs3CVKlvB973bM748eMIVIQR5mxL5LUEUvKL6FvTC4D5p26QXlDEtPYaa+ufl+NxtjTFV2aBQqli780kDscnM7tzZZ/pHTcSaenjjLXJi/lBV0RiZoqZn4f2t6m3G5a1gijNklP88MWigrzboSkTl24m2MuVMF8PIo+dJyVLTt8n4QbnbdlPWnYu04e+BcDGw2dwklnj5awxNsXcTmTt/hP0b1NuPFCUlXHvcdqT/5Wk5eRy68FjTIyMAC8Atu1L5Z3uTjxKKeFRSjHv9HCmpFTFkdPlM3rjh3uRkV3Kio26Fu+OLWScuphDXn7lmah6NS1BBEnJxbg4GvHxALcXOg6vwusMUfhPYWtry7p166qVedaib2Ji8kJr4YyNjZk/f77OWsV/hZeOEz5z5kxUKhWDBg0iLy+PevXqsX//fmxsbLCxsWHr1q18+eWXLFiwgAYNGvDjjz/ywQcfaPOvWrWKwsJCZsyYoRN+pkWLFtroFUOGDCEvL4/ff/+dMWPGYG1tTevWrXUW4TVu3JgNGzYwceJEvvvuO3x9fdm4caM2FOGuXbto2LChTngaU1NT9u/fz6hRo6hfvz6mpqb06dOHX375RSszZswYkpOTGTJkCGKxmA8++IBevXppR0mgWTQ3aNAgkpOTsbKyIiwsjH379un4NO/cuZP3339f+/vpIoLJkyczZcoUpFIphw8f5rfffiM/Px93d3e6dOnC5MmTX2gk9SJ9eVlepO/PY8WKFXzwwQfUq1ePwMBAZs2apRPFxtXVlalTp/L111/z/vvvM3jwYFatWsX333+Pg4MDM2bM4N69e1hbWxMeHs4333wDaFw6nndtPY9WrVqhVCp1FmC2aNGC7du306JF5Y+RvAxhYWEcO3aMb7/9lmbNmqFWq/H19aVfv34AWFtbExkZyZQpUyguLsbf35+//vpLZy1ERTp37kx2djYLFiwgLS0NT09Ppk6bph1kZWdlkZ5WHkHCycmJadOmsWTJEnbv2oVMJmPY8OGV3GySkpK4fv0603/4QW+9T1eA71io6yZ2bMtklGUlOHqE0W3ocp0Y4fnZj3XcoMpKizgeOY38nBQMDI2xdvCm7cCfKSnI4cLBPyjITUfm5E/99p9zZvcsajTozeMLv5GRXr6IxtHJhW+mzmLV0vns270NW5mM94eN0sYIBwgKrsmXX03mr7XL2LhuOY5OLnz51RRtjHAAeXYW8+f8QHZWJqZmZnh6+fLttNnUqlOfmCfvOBevMO5cOcrf66cAYGnrzNuf/IHRM32UZyUjEpXP0F2M+gtlmYKti3RdkJp1+4wW3T8HoN/IRWz6fQQXjq7n/OE1mo/1tGrN8OGaj9BkZWeRnq57DqdO+56lSxaze/duZDJbhg0boY0RDpoZp++n/8DSJUv49NMRyGR2dO/Rk75939LKBAQEMnHiJNb8MoPVd5JxNjXis2A32rnJKI45S66pOebtemvcRJKTyF42SxvtRGxpjcRa1w1HZGyCSVgD5NvX8Dzyzx4n3dwC214DNB/rSUrg0ezJ2mgnBtY2GMh0Y6+LTUwxr9+Y9LX63fnEhobI3h6Mob0T6pIiCmIukLLwZ1SFVce2O3alDEMD6NlUiokUHqapWLa3RCdGuLW5SMcX19hIRO9mhliYiiguhccZKhbtLCUpXVfZ6FDDA3lRCUtOXSOjoBg/Oyvmv9Uclydfu8nILyIlt7xtCpWKX4/GkJZfhJGBBF87S+b1bU4zXxetzKZLd1AoVYzbrvvBm2FNQuBJ2OGzNzUhCTvWFWMshceZsOGYboxwS9OXcw0FzaLPbhFizI2hRAHidA9aP4piTLNQlp67RUZBCb4yC+Z1j8DZUrPOIKOwmJS8clO6QqVi7snrpD/po4/Mgt+6R9DUS9colJidT8zjLP7o+fLRxJ5iVTeURofLrZnBP2veEw/XRHL1Q/0RNSrSoUEY8vxCluw8QoY8Dz9XR+Z/8R4udhpXqgx5HilZOVp5lVrN/K37eZSejYFEjJu9jM/7dqBvi/IPZKXn5NF/Svmi5TX7TrBm3wnqBnqDhWawsnF3KlKpmM+HeGBhJuFmfAFfz7yjEyPcQSatdA5dnYyoGWTBVzP0z1iZmkr4sJ8rdraG5OUrOXk+G1/PquO5vw7+zb1R/iMQqf/dnXr+Rbp3707Tpk0ZP17/F90EBP7TiK/Cj/ifYvf1Fw+99TpoXSPt+UKvmZjH/9qs0b9KI9f7b7Q+swXfvtH6APJTct5ofctabH2+0GtkssHr+fLyyzDXbNLzhV4jIzNeTJF9XRz7YscbrQ+gVdSPb7S+Hgu83mh9wD/uE/7F/Oe70Lwocz//Zz8s9O/KG/9i5puiadOmvPPOO//fzRAQEBAQEBAQ+K9D/R/gjvLvzkt/rOc/hfHjx2sX9f0n8uOPP2Jubq53exqj/WWpqjxzc3NOnDjxmnvwZunUqVOVffvxxzdr8RAQEBAQEPhvR6VWv7btf5X/Wkv4fzrDhw/Xxp+syNOQiy9LxUglz1IxNOB/GsuWLaOoSP9S/4ofqREQEBAQEBAQ+P9GUML/TbG1tX3tyuPTuOb/jfynDyIEBAQEBAT+kxDcUV4dQQkXEBAQEBAQEBB4KQQl/NURlHABAQEBAQEBAYGXQtDBX53/2oWZAgICAgICAgICAv+uCJZwAYH/EKzXvdn4xN6dFz5f6DXinl/9Z83/CbY/kj1f6DXyVuHhN1qfunbw84VeM9aiN2vb8Xf+1xaq/8sY1Hiz9QFfiCPfaH0K//bPF3qNtIpq+EbrAzja8ps3Wp/LhGNvtL43geCO8uoISriAgICAgICAgMBL8V/6rcc3iuCOIiAgICAgICAgIPCGESzhAgICAgICAgICL4VKcEd5ZQQlXEBAQEBAQEBA4KUQ3FFeHcEdRUBAQEBAQEBAQOANI1jCBQQEBAQEBAQEXgohOsqrI1jCBQSqwcvLi7lz52p/i0Qitm/f/v/WHgEBAQEBgX8H1Cr1a9v+VxEs4QICL0FycjI2Njb/b/Ub1WuBSaMOiC2sUKY9puDARsoe3K06g8QAk+ZdMarZELG5JarcHIpO7qUk5lQlUWlIfSz6DKX0Zgx5mxZo09VqNQcj/yD6yGYKC3Lx8Auj15CJOLn5V1ltStId9m/5nUf3r5Od8Zju735Ns06DdWSKiwrYv2Ue184fIj83ixrerox+rx834hNYt+sAmTlyvN1c+PK9t6lTQ39dR6MvEXnwOLcTHlJaVoaPmzND+3YjonaIVmb74RPsPX6Wew8fAxDk7cGId3oS4uetU1bzUDHhviKMpfAoE/ZdUJKeW/WhfZYQDxG9m0i4laRi0wmVXpkmwSKMa31EWcI11i9dyKoj58nIzcfXyY7xvVsT7uumN9+l+CR+23WM+6lZFCvKcLaxpG/jWgxqVU8ro1AqWX4wml3nrpEmz8fLwZYvuregsZ3+GNobL9xi9ZnrZOQX4Wtvzbj29Qj3cNQrez4hhaHrDlZK3za8O952VlWUf1NTfl6hpvwODaos/1kuP0zjo9X78HWwZtPH3Z/pn4oVp2LZdfUuabmFeMmsGNWmLk38XLUyarWa03t+58qpjZQU5uLsVYu2/SZh51L1dXr78gHO7l9ETvoDVMoyrB08qd/mfUIa9tTKPLxznvMHl5Py8BoF8nScR/SnVZ0abIo6x+r9p8iQ5+PrYs/Yfp0I9/fU3687ifwWeZCElAyKSxU421rTp3ld3m3XWCtz+NINlv99godpWZQplXg4yBjUrjFdG9UCYNPRaFbvP0FGTj6+Lg6M7d+Z8ACvKupL4LctB0hISdfUJ7OmT/P6vNu+iVYm8vh5dp+J4e6jVABqeLrwea/2hPqUX4dbDhxn7e5DZObI8XFz5svBfakT5Ke3zqPnYth68AS3E5NQlJXh7ebM0D6daVRLf6z6A6cvMHH+SprXC+O3T/pr+njkLKv3nSAjJw9fVwfGvtOF8ABvvfkv307gty37SEh+po8tG/Bu+6ZamfhHqSzYfoi4hEckZ+Ywtn8XBj5zDF4U26b18BnzIVbhoRi7OHChzyek7vzXY/73bGVOy7ommJmIiU9SsHZ3Lo/Sy6rNY2osok8bc+oFG2NqLCYjR8lf+3K5eqcUgNb1TWhd3xQ7awnAc8sT+PdAUMIF/icpLS1FKpW+dD4nJ6d/oDUvhjS4HmYd+lGw90/KHt7FKLw5lgNGkrNgCqrcLL15LPp+jMjMkoJda1BmpSE2swBx5QkwsZUtpu36oki8XWlf1O7lHN+7mn7Df8TeyYtD2xexdMZHjPt5L8YmZnrrVZQUI3Nwo1bDDuys4iNDW5Z+R0rSHd4Z8ROWNvZknvmD4VN+RqlSMf7DAYQF+rLt0HG+nDGfDb9MwcnOtlIZl+Pu0KBmDUb074m5mQm7o04zZtYfrPjhawK9PQC4dP027RvXJyzQF6mhIWt37mfkD7/x15zJ2nIa1xARESRi51kVmXlqmoWIGdhKwoI9Skqf8y6zMoW2dcQkplVtzXG2hTq+YlS5mfwddYpZ247w7VvtqO3typbTV/hk0Ra2TfgAZ1vLSnlNjAzp3ywcfxd7TKSGXL6XxPebDmJiZEjfxhoF7fc9J9lz4QaT+3XA29GW0zfv8+Xy7ax+rwNBTrrHbf/1BGYfuMA3nRpQ292BLZdu8+lfR4gc3h1nK/3nE2DHiB6YGRlqf9uYGumV23/9PrP3n+ebzg2p7fak/D8PETmiB85W5lWWn1dcync7TtDA25nMgiKdfX8cvcyea/FM6tIYbzsrTsc/YvTmo6we0gmcNTLnDi7lwpGVdBo0ExtHL87+vZBN89/no8n7kBrrr9fYzIqIjiOQOfogNjDkXuxR/l77DaYWMryDmwGgKC3E3i2Q0Ea92bH0c00fz19j9sZ9TBjQhdp+Hmw9foHP5q1j65RPcZZZV6rHxEhKv1YNCXBz1JzDuw+Yvm4XJkZS+jTXDKaszEz4qHNzvJzsMJRIOBF7iymrt2NraUZeUSmzN+xlwsBuT+o7z2e/rWHrtJFV19e6IQFuTpgYSbl8J5Hpa3do6mtRH4ALt+7TsUEYtXw9kBoasHrfCUb8uoqt00ZiY2bDwTMX+WXNFsZ/0I9agb5sO3SSL2b+wcafv6viXrxLg5pBfNK/O+amJuw+doYxsxex8vtxBHq768gmp2cyb/02agf5atP2n7vK7L/2MGFQd2r7ebI16hyf/bqardO/qKaPjQhwf9rHBKav3o6JVEqflg0AKC5V4GZvS7t6oczZsFfvNfAiSMxMyb16i6TVkdTd/Pu/XA5A56ZmdGxkytJtclIylXRvYca492z4el4GxaX6nyESCYx7z5bcAiW/b8whS67E1kpCcUm5fFauik0H80jNUgLQtLYJfu4v/457GVTCwsxXRnBHEfivoGXLlnz22Wd89tlnWFtbI5PJmDhxonb1tpeXF9OnT2fIkCFYWVkxdOhQALZu3UpISAhGRkZ4eXkxZ86caut51h0lISEBkUhEZGQkrVq1wtTUlFq1anHmzBmdPKdPn6Z58+aYmJjg7u7OyJEjKSgoeOk+GjdqR8nlk5RcPokyI4XCA5tQyrMxrtdCr7yhbwgGngHk/TkPxf04VPJMyh4nUJZ0r2KnMO/1EUVRO1FmZ+jsUqvVnNi3hjY9h1Gzfjuc3P3pP3wGpaXFXD69u8q2uvvWpOuAcdRu1BkDg8ovAkVpMbHnD9LlnbH41KiHnZMnQ9/qBiLw9XChR5umeLs5M3pIPxxlNmw9oP9rc6OH9GNQjw4E+3nh4ezIJ+/0wt3ZgRMXr2plpo38kL4dWhLg5Y6XqxPfDBuESq3mQuxNrUyDQDEnr6u4maQmXQ47zqowNIBQT1GVfXxy6OjZWMKxWBU5+fpfSIYG0KuRhD3nVFBWyurIXfSKqEnvRmH4OMkY37s1TjYWbDoVozd/DTdHOtWtgZ+zHa4yK7rWD6FxkBeX4pO0MnvOX+ejdg1pFuKDm501bzetQ+MgL9acvVGpvLXRN+hV24/edfzxsbNifPv6OFmasvnirWr7amNmjJ25iXaT6BnMAaw9e4NedfzoXScAH3trxndogJOlGZsvVF/+9D1n6BTiQ5ibfaV9e2Lj+bBJGM383XCzseDtekE08nHR9k+tVnPxyBoiOg4noE577F0C6DT4J8pKi7lxvurr1COgIQG12yFz9sXG3oO6rd/D3jWQR/EXtTI+IS1o1v1LAuqUf0Vy3cHT9Gxah97N6uLjbM+4fp1wsrFk87HzeusJ8nCmU4Oa+Lo44GJnQ5eIWjQO8ePynUStTL1Ab1rXqYGPsz3uDrYMaNMIf1dHLt9NZN3BU/RsWpfezevh4+LAuP5dcLKxYnPUuSrqc6FTw1r4ujpq6mtUm8Yh/ly+k6CV+XHo27zdqiGBHs54O9vz3Xs9UavVRMfFA/DnnsN0b9WInq2b4O3qxOj3+mruxYMn9NY5+r2+DO7ejmBfTzycHfikfw/cnew5cSlWR06pUjHpj1UM7dsFVwe78mO6/yQ9m9Wld/P6mj4O6IqTrRWbj0br76OnC50inu1jHRqH6vYxxNuNL9/uRMeGtTA0kOgt50VI33+c25PnkrK98ozQy9KhkSk7jxdwMa6ER2llLI2UIzUUERFmXGWe5nVMMDcRMe/PHO48UJApV3HngYKHqeUWgphbJVy9U0pqppLUTCVbD+e/clufh+CO8uoISrjAfw2rV6/GwMCA6Oho5s2bx6+//sqyZcu0+2fPnk1oaCgXL17ku+++4+LFi7z99tv079+f2NhYpkyZwnfffceqVateqt5vv/2WsWPHEhMTQ0BAAO+88w5lZZqHY2xsLB06dKB3795cvXqVjRs3cvLkST777LOX7p+BsweKeF2lSnHvBgbuvnrlpQG1KHuciEmTDth88RPWn36Pabu+YGCoI2fSvCvqwjy9LipZ6Unk5WQQULN82tzAUIpPUD0S78S8dB+eolQqUamUGBiWK+iKsjJKShUoFLqm5wa1gom9Hf9C5apUKgqLirEyr9qiW1xSirJMieUTGWszsDARcS+l/EWgVEFimho3++qV8OYhYgqL1cTcq/ol0qmemDuP1dxPVVOqUHDjTjyNAr10ZBoFenHl/qMX6CHEJaVy5f4j6vmVWxdLy5RIDXQnNo0MDbj8ME0nTaFUEpecRSMfZ530CB8XriSlV1tv/6W7aTt3Cx+vO8j5hBS9MpryM2nk46Jbvm/15W+PucPD7DyGtaild3+pUoVRBSXK2FDC5YcaVwp5ZhIFuel41Sh3RTAwlOLuX5/H9y5X26+nqNVqEm+eITv1Pm5+9auUK1MqiXuQTKNgXbeMiGBfrsQ/fKG6bj5I5kr8wyrdSTTK8D0SUjOo5eNOXOJjGoVUqC/EjyvxD16wvsdciX9QpWsHaKzGZUolVmYmKMrKuHn/IQ3DaujINAyrwdXb96ooQReVSkVhcQmW5qY66cu37sXawoIercqfKYqysid91HUdigjx48rdRF6Em4mPuXL3AeGBVffx/xt7GwnWFhKu3S3RppUp4VZCKf7VWK3rBBlz96GCwV0tmTfenh8+ldG1uRmiKh5PIhE0DK1aqX9dqNXq17b9ryK4owj81+Du7s6vv/6KSCQiMDCQ2NhYfv31V63Vu3Xr1owdO1YrP3DgQNq0acN3330HQEBAADdu3GD27NkMGTLkhesdO3YsXbp0AWDq1KmEhIRw9+5dgoKCmD17NgMGDOCLL74AwN/fn3nz5tGiRQsWLlyIsfGLPyhFYgmqAl0nZXVBLmKzyi4MAGIbOww9/KBMQd6mhYhMzTHrPACRsRkFu1YDYODui1GdpsgXf6+3jLwcjWXc3MpOJ93Cyo7sjMcv3PaKGJuY4elfm0PbF+Hg6ouFlYzIw8cBKCgq1pGVWVlwNufFnLPX7z5IUUkpbRrVrVLmjz8jsbe1pn7NGlyOB/MnbtP5utVSUAzVeGfgZge1fUUs+VtZpUyIhwhnGxHL9mtkcnLkKFUqZJa6BcsszMjIq352pN2khWTnF6FUqRjeqTG9G4Vp9zUO8mZt1AXq+rrjbmdN9O1EomLvolTp+qdnF5agVKuxNdO97mRmxmRUPABPsLcw4bvOEQQ721KqVLE79h4frzvIskHtqeup6+ddXr6uL7qmfF0Xk6ckZuYy78glVr7XEYMqrOuNfFxYe/Y64R6OuNtaEH0/mahbD1E+eXkXyDUKvpmFTCefqYUduVnVX6clRXks/KY5SkUpIrGYdv0n41Wjar/hguJSlCoVthXPoaU5mbnVWx87jJ9Ddn4BSqWKYd1a0ruZ7nWaV1hMh6/moFCUIRaLmTCgCwHuTk/q03WpkVmakSl/Tn3jZpGd96S+7q3p3bxelbLzth7AwdqShsG+ZObma65TK91ni62VBZnyF7wX9xymqKSUthHlfbxyK56dUWdYN2OCjmx2XqGmj1YV+2hBpvxO9X0cM7O8jz3a0Lt51QOo/2+szDXXd26B7n2ZW6BCZl21pd7eRkINbylnrhbxy9psHGUGDO5qiUQMO6LKnxtuDgZ8N9QWQwNRla4tAv9eCEq4wH8NERERiJ4xDTRq1Ig5c+agVGoUoHr1dF9AcXFx9OjRQyetSZMmzJ07F6VSiUTyYtOXYWHlypCzs8bCmJaWRlBQEBcvXuTu3busX79eK6NWq1GpVNy/f58aNWpUKg+gpKSEkpJya4lIJMLCwkKPZDWWWpEY1Gryty1HXaJRgAoPbMb8rWEU/P0niMWY9/yQgt1rURdpXuZ7Tpzh+2WroUyBcktdPhi36EktuvWo1WqqNMO8IP1HzGTzkolM/6wlYrEEX3fnJ33VVcRetKr9p86xbMtuZo/9BFsr/QOTtTv2I7G048CRo4hFYr6qI+avY0+UaD3vrKpeY1ID6NlIwu5zKopK9ctYmkL7umL+PKpEWWGtZsXuqFFXOsYVWTnqHYpKFFxNeMxvu47jYWdDp7qa62d8n9ZM27Cfnj8uRyQCNztrejQMZcfZWL1liSocUDVVH2MvmRVesvIFmLXc7EnNLWDN2RuVlPDy8iv0r4pzqFSpmLDtOCNa1MZTpn+RJ8D4Dg2Ytvs0vRZuRwRYmxpTplJRplIz98s69BmxWH/FqKu9RQCkRma8N2E7pSWFPLh1hqNbZ2Jl545HQMNq8+m7J553DleM/4DC4lJi7z9kXuQh3B1kdGpQU7vfzFjKhu+GU1RSSnTcPeZs3o+5iZHerr3IfbFi/EcUlpQSe+8h87YewN3Blk4NK882rPr7BPuir7J03IcYGRpCiZ7CtHU+/2bcf+oCS7fu5ecxw7C10jy3CoqKmfTHar4ZOgBrS/0++nqP6fP6+PXHmj7GP2Teln2aYxqhf0blTePyTjdqLpgKQBtDE35Znw1ojmNFqjMGi0WQV6Bi5c5c1GpISC7D2lJM5yZmOkp4cmYZ3y3MxNRYRP1gY7o2r3oNxutA+GLmqyMo4QL/M5iZ6VquNA94PcrlS2JoWO7e8bQ81RMLpEqlYtiwYYwcObJSPg8PjyrLnDFjBlOnTtWpo6iosJLVW2RmUck6/hRVfg6qvBytAg6gzEhGJBIjtrRBZChFYmOHRf9PtfvbFxRSt1tvUKs5fQfyCzUaZp48HUubcl/d/NxMLKx0rY4vi52jByO+W0NpcSHFRQV0sLlGs4GfYmWhe56ycvOqVKqfcvD0eX5YtIYfvxxGgzD9A5t1uw6wavvfLJgyloLblwBYE18Xgyc6v7mJrjXczFhjDdeHjTnYmIvo37x8wPD0Uvq2n2ZBp4OVCHNjER91KB/MlZUFIpFIkPtEgDqJp2p+Vl4hMgvdafuKuD1ZnObvYk9mXiEL953SKuG25qbM/agXJYoycgqKcLAyZ+6u47hY676EbUyNkIhEZFawSmcVFCMze/FZmZqu9uyNreyWUGX5hcXIzCpHaikoLeNGcia3UrKY+bfG91elVqMG6k5fw8KB7Wjg7YytmTFz+7WmpExJTmExZlJDfjl4gfOJyXQYFYmyTHOdFuRmYG7loC2/MC8TMwu7SvU+i0gsxsZBE9XE0b0GmSnxRO9fUqUSbmYsRSIWV7J6Z+UVVLKOV8TVThNZyd/NkczcAhbvOqqjhIvFYjwcNPdVoLsz91My2HL8gqY+ub76qleyXO1tn9TnRGZuPot3Hq2khK/Zf5Lle4+xaMz7BLhrFp5bW5o/qVP32ZKdm4etpT5jQDkHz1xk+pJ1zBj1EQ1qBmnTH6Wmk5yeyZjZi7RpTxf2dboYi1gsIlOeV6GP+S/ZxzwW7zj8b6OEp+46Qs65KwDsHf4nhhLNQ8LKXIw8v3xkbmkmJjdff1QlgJx8FUqlWkdRT04vw9pCgkQCT+xMKJWQ9mRhZsLj/H9cCf9f9uV+XQhKuMB/DWfPnq3029/fv0qLdnBwMCdPntRJO336NAEBAS9sBX8e4eHhXL9+HT8//WG9qmLChAmMHj1aJ02Z/ABDn2BKb8Vo0wx9aqC4dUVvGWUP4zEKrgeGRqDQmLbEto6oVSpUudmgVpOzcIpOHtNWPXE1MqJg30YsGnyHmY0aC2s7bseewdVLE2qsrKyUezcv0Ln/6IpV/ktIjU2RGptSVFyCSCzC1Fg36sa5q3E0r1f1S3X/qXP8sHAN34/6iKbhNfXKrN25n5WRe/ntm1EEerqhKtUoidlP9Jq8IjXeTiJSsjUvFbEYPB1EHI7R/2LMyIVFe3V911uFiZEawP5LKuSFUFCsriTzcRM5wf6+nIhcT/NezbXpZ28l0rLmi18jatQoyiq7wRgZGuBobYFCqeTwldu0C9CNSmEokVDD2ZYz95NpHVQ+CIy+n0zLAP0hEvVxKyULO/PKSrWmfBln7iXTOqg8XF/0vce0rNAWAHMjQ7YM666TtvHCLc4nJPNz35a4VhhEGBlIcLQ0Q6FUcT4xhXbB3tg4eKJWqzGztCch7hSO7prrVFlWysM752necywvhVqtVer1YSCRUMPDmbM34mldp3zAdzbuHi1rBb5ENWpK9ZzDijJlShU1PF04e+MurcPLw/2dvXGXlrX1Dzj1lwWlZbrX4+p9J1i2J4o/vhhCiFd5uEdDAwOCvN05d/UmrerX1qafi71J87phVMX+UxeYvngd33/+Pk3DQ3X2ebo48desb3XSFm7aRWFRMV/168iUFVs1faxbHl707PW7tKyjP8Thi/bx/xNlfgGF+RpL9VPlOCdPSaifEQ9SNO2USCDQS8qmg3lVlnPnQSkRNU0Qicot5o4yA7JzlVoFXOA/E0EJF/iv4eHDh4wePZphw4Zx6dIl5s+fX220kzFjxlC/fn2+//57+vXrx5kzZ/j9999ZsGBBlXlelq+++oqIiAg+/fRThg4dipmZGXFxcRw8eJD58+dXmc/IyAgjI11lNO/ABsx7fUBZciJlSfEYhTdHYmVL3kVN5BDT1r0QW1iTv2MlACWx5zBp1gXzHkMoitqp8Qlv11ezALNMAYAyXddfVlVciPhJ+tOp52YdB3Nk5xLsnDyxd/Lk8I4lSKXG1GncVZvvr4VfY2XjoFXMy8pKSU3SLKZUlimQZ6fyKCEOI2NT7Jw0ytmtqydRq9U4OHuTkfqAJX/9gou9HbG377Hz6Clq+vuw/fAJUjOy6N1Oo7D+8ec20rNymPLZ+4BGAZ/6x0pGv9ePUH9vMnPkmuMnlWJuqlES1+7Yz+JNO5k28kNcHGRaGZNnlP1zt1Q0DRaTlaciK09N02AxijK4llhu6ekRISavCI5cUaFUQbpc95wVP9HbnqaX6pFBWcZ7vbry9ay5BDvbUMvLha2nr5CcnctbTTQDjd92HSdNnscP72rWGWw4cQknG0u8n1hIL99LYs2R87zTPFxb7NWEx6TJ8wlydSBNns/Cv5FrHqsAAIp4SURBVE+hUqsZ0jiEigxqGMy3O04R4iwjzM2erZdukywvoG94AADzjlwiLa+I6T00ftHrouNwsTbD194ahVLF3th7HLr5gDl99UflGRQRzLfbTxLiIiPM1Z6tl5+UX1ejoM47fJG0vEKm92yGWCTCz0E37r6tmTFSA4lOeuyjdNJyCwl0siUtr5BFx2Ke9C+UXWiu07qtBxO9fzE2Dl7YOHgSvW8xBlJjguuXX6d7Vo3HwtqR5j3HAHB232KcPEOxtvdAWVbKvevHuR69g3bvTNHmKS0uIDu9fAHko4xsWofXYMGOIwR7uhDm607k8QukZMnp+yT837zIg6Tl5DH9g94AbDwajZOtNV5OGqt8zN0HrD1wmv6ty63ty/8+ToinK272NijKlJy8doc9Z64wYWBXzExMmLh8C8FeroT5PFNfyyf1bT1AWk4u0z/sq6nvyFlNfc5P6ruTyNoDJ+nfOkJb36q/T7BgxyF+HPo2LnbWZDyxQpsaSTE0gwFd2jD5j9XU8PGgZoAP2w6fJCUji95tNYtf//hrB2nZOUz95D1Ao4BPWbiaMYPfItTfi4wn95nxk3vRSGqIr7vugl2LJ/eon5sTgzo2Y+LSzZo++noQeez8kz5qwg3O27KftOxcpg99S9PHw2dwklnj5ayZoYu5ncja/Sfo36aRtnxFWRn3Hqc9+V9JWk4utx48xsRIf3jNqpCYmWLmVz5oNfV2w7JWEKVZcoofJr9UWfvPFNK1mRmpmWWkZCrp1tyMUoWas1fLp90+7m1Fdq6SzYc0VoIj5wpp29CUgZ0sOBhdiJPMgG7NzTh4tlCbp29bc67eKSFLrsJYKqJhzTezMFPg1RCUcIH/GgYPHkxRURENGjRAIpHw+eef8/HHH1cpHx4ezqZNm5g0aRLff/89zs7OTJs27aUWZT6PsLAwjh07xrfffkuzZs1Qq9X4+vrSr1+/ly6r9MYFCkzNMGneBbG55mM9uX/ORyXXxAgXmVshtnomfq+ihNx1czHr1B+rod+iKsyn9MYFCo/ueKl6W3b9EEVpMdtWTaOoIBcP3zCGfr1MJ0Z4Tmayji93bnY6c7/to/19bM9Kju1ZiU+N+oyYqFkUWlyYx96Nc5FnpWBqbkWHhqGM6N+TfSeiWbF1DxnZcnzcXfj1689wttcooJk5clIzy2Oibz90AqVSxewVfzF7xV/a9C4tGjHpkyEAbD14DEVZGRN+WazTr4/6doXQtgCcjlNjIFHTqZ4Ykycf61kfpRsj3NJU9FpeOp1aNiHrzlWW7D9NurwAP2c7/hjWBxdbjU90Rm4+KdnlVjGVGubtOsGjLDkGYhFudtaM6tacvo1ra2VKy5T8seckSZk5mBpJaRrszQ+DumBZWnnhXocQL3KKSlh84ioZ+UX42Vvze//WWteV9PwikuXlfqYKpYpfD10iLa8QIwMJvvbWzO/fmmbPfChHt3xvTfnHr5SX/04b3fJzXy5EZ0mZkj+iLpOUnYep1JCmfq5M79kMS+PyiBIN2g2lrLSEQxumUlwox9mrFm99vkInRnhedjKiZxZ/KkoLObhhKvk5KRgYGmPr6EOXIbMJqtdZK5Py4Bob55Z/aGrO5v0A1PR2Y8meY2TI8/BzcWD+5wNxeeIylCHPJyWrfASmUquZv+0QjzKyMRCLcbO35fPeben7zELJ4hIFP/65m7TsXIwMDfFysmP6h33oUD8UxBLkBYUs2XX0SX2OzB81CBeZzZP68kjJzNGtL/KApj7J0/raawcJAJuiolGUKRm3sPy+ARjWrRUfDuhLu0Z1kecVsDzybzJycvF1d+bXrz7R3osZOXJSM7K1+bYdPolSqWLWyo3MWrlRm96leUMmj9D9UJc+OjQIQ55fyJKdRzR9dHVk/hfv4WL3TB+zKvRx634epT/to4zP+3agb4sGWpn0nDz6TymP671m3wnW7DtB3UBvBj63ReVY1Q2l0eG12t/BP38DwMM1kVz9cEJV2fSy92QBUkMRg7taYmos5t4jBbPXZOsspLS1kvCsp0dWrorZa7IZ8H/t3WdUVNfXBvBnht57U5GqKF3EBrEbezdWoqKosWIvibEbxcSu+duNECtW7CUoqAgo0iwgXVDpSJEOc98PvIyOAzbuzADu31qsJXcud5+BQfacu88+fVWwfqY2cgsqcTOoCFfuvf89UlXiYtpwdaircFFcwhNoXygqDK/2EhryZTgMvZUhjUC3bt1gb28vsMV8Y5O9tvY3FKIQ0H+PWON1ka65/7Ao7Yr64fMnsWixxhGxxmMya24lKFIc8Xa+PWbwm1jjjZM+KdZ4AAAuO+VxX6pcSby7AssUf3zLSPTudBPv68b715r3OhAlz7Wi3Vxu7JIva5H5JU78WfsaqcaMZsIJIYQQQshXoe4odUdJOCGEEEII+SpUSFF3lISTRsHPz0/SQyCEEEII+WKUhBNCCCGEkK9CfcLrjpJwQgghhBDyVSgJrztKwgkhhBBCyFfhMdSisK7E20uKEEIIIYQQQjPhhBBCCCHk61A5St1REk5IA3G6w36xxnNN3iHWeE+sJoo1HgAsLF4n1njXzFaKNZ7nxXixxgOArK/cxruubo3eINZ4a4oXiDUeACy3vy3WePMv2Yo1XkpMiljjAUATMW+eM2pjV7HGAwCsfSHSy1MSXndUjkIIIYQQQoiY0Uw4IYQQQgj5KrRZT93RTDghhBBCCPkqPB6PtQ9Refv2LcaPHw81NTWoqalh/PjxyM3N/eTXcDicGj/++usv/jndunUTenzMmDFfPT6aCSeEEEIIIY3OuHHj8OrVK1y/fh0AMG3aNIwfPx6XLl2q9WtSUwXXtVy7dg1ubm4YMWKEwPGpU6di7dq1/M8VFBS+enyUhBNCCCGEkK9S3xdmRkVF4fr16wgKCkKHDh0AAAcOHECnTp3w4sULWFhY1Ph1+vr6Ap/7+Pige/fuMDU1FTiuqKgodO7XonIUQgghhBDyVRiGx9pHaWkp8vPzBT5KS0vrNL7AwECoqanxE3AA6NixI9TU1PDgwYMvukZ6ejquXLkCNzc3oceOHTsGbW1tWFlZYdGiRSgoKPjqMVISTgghhBBCJGbjxo38uu3qj40bN9bpmmlpadDV1RU6rquri7S0tC+6hqenJ1RUVDB8+HCB4y4uLjhx4gT8/PywYsUKnD17VuicL0HlKKRR69atG+zt7bF9+3ZJDwUAO+NhGAZB13bjyYNTKCnOh4GRHbqPXAltgxa1fk1sxE08vLkXeVnJqKysgIaOERy6T4Jl+6H8cyLuHUdkwAnkZ78GAPjqKuOXno54nVOAI/fCkFVQBDNdTSwZ6AwHkyafHWdYUircDlyAuZ4mvN1H13jOtYhYLDt5C90tTeDmMZH//M6dOIg7Ny+g8F0BzFpawXX6YjRrblrjNao9fHAbZ47tQ0bqa+gaNMXIn2egXadu/MfPHj+A8ycPCnyNlpI8pjlZwfNhNLLeFcNMWw2LeraBg6Hwf9wAEJKcjqkn7ggdPzelP0y0VKv+HR6Py88SEZeZBwBora+JOV1sYd1Ei38+wzD47/zfeHjnNIoL82FoZouhE3+HXrPaf4YP75xG6H0fpL2KAwA0M7FEn5HzYGj2vqdzQnQI7l45jNdJz1CQm4lmtr9BRacTAGDMAC30dlaDkiIXsUkl2HcqAympZbXGWz+vGaxbKgp/D56+w/r/vQEAjOijgY72KmimJ4vSch5eJJRg+55cpLwuBgBMHmuEwX0MoKIsjecxBdi6NxaJyUW1xgSAkYObYli/JtDTkUNufjn8HmRhn2cCysoZ/jUnjzP+4Cu6gil+B89fZ8Iz8FnV61RHHYv7tIdDc71PxgKAsJQMTPG8DjNddXhPG8w/Xl7Jw+GAJ7gUGYeM/CIYa6lhbs+2QNNPX6+XgzTat5KCghyQksHgwoNyZLyt/bZ92xZSGNlNRuj474dLUFH5/vPTt+7j36t3kJWbD9Om+lj481C0aWVW4zVvP4rEGd8AxLx8jfLyCpg208e04X3RybYV/5xp63cjNFq4j7yzXWvAypH/+ZCuSujaVh6K8lwkvC7H0asFeJNZKfR1H1KQ42BETyU4tJKDkgIXmW8rcermOzyJq3q99f9BEW1bycFAWwplFcCTKFkcPPkKr1JLMX64AQb00IaykjSi4wqx60gyXr4uqTXW5uUtYWepInQ8OCwPv2+u+l1RkOfC9acmcG6nDnVVGcQlFeH07RIkvqkAAAztroxubRWgpMBF/Kty/Hs5H68zKz75HBXlORjRUxmOllXfm6zcSpy4no/I2Krn2KOdAnq0U4S2uhQAoKT/ScSu/x8yb9z95HUBQPMHR5gudIOagzXkm+giZMRMpF/0/ezXiRub5Si//vorFiwQ7MEvJydX47mrV6/GmjVrPnm9R48eAahaZPkxhmFqPF6Tw4cPw8XFBfLy8gLHp06dyv+3tbU1WrRoAUdHR4SGhsLBweGLrg1QEk7IZ5WVlUFWVlbSw+AL+e8AQu/8g94/e0BDxxjBN/fg3N+T4Pr7dcjKK9f4NfKKaujQewY09EwhJSWDhGd3cPP4b1BU0YJx684AAGV1ffwwaBHUdZoDAKTv/4Y5nlfB5XCwfGgX2Bvp40zwc8w8chnn54+FgbrwH75qBSWl+P20L9qbNUPOu5qTrjdvC7D16gM4GBsIHL987l9c8zmOX+auhH7T5vDxPgyPlXPw1/+8oaCoVOO1YqOfYPefv+Mnl2lw7NQNIYF+2P3nb1jhsR/mFtb885o1N8Wydbv5n6cdXwmPW6H4tXdb2DfVxtnweMw+fRdnp/SDgWrNsQDgwtT+UJJ9nzhpKL7/YxGSkoG+rY1g10sbstJS8AyOwgxvP5x168c/x//KIdy/5omR0zZAW98Yt3324uCmKVj051XIKdQcNyHqIew6DcDgFvaQlpGD/5VDOPTnVMzfeBFqmlXJZnlpEQyaW8CxyzAc3TmX/7XDftTA4B7q2PlvOt6kl2FkP02smdMMM9ckoqS05j+kHvvfQFr6/R8qFSUpbP/NCA9C3/GPWZkr4pp/LmJflkCKC7gM1sa2tbb4eeYjjBjYFKOHNsMf218g5XURJo42wra1thg74xGKi2tO4n7sqovpE03hsfMFnkTlwbCpIpbPrarb3HXwfcKY8LIQ836PAACcGvIINyJj8deNR/itfwfYN9PFmdAYzDr+H87NGAIDtZp/JwCgoKQMK3zuob2JAbILiwUe+/tOGK48jcfKAU4w0VbDg/jXWHD6DpzGRkFdr3WN1+tqJ4UfbKRw2r8cWXkMerSRxpR+sth8uhRl5bUOAyVlDDZ7C956/zABvxkUhi1HL2CZ60+wa2mCc7cfwP2v/Ti9aRn0tTWErhcWHY8O1i0xa+QAqCgp4JL/Q8zfchBH1sxDK+NmAIC/5k1C+QdB8t4VYtxvm9Grgz3++/8fcT9nRfTupIBDFwqQnl2BgV2UsGi8On7bnYOSsppfN1JcYNF4deQX8vC/0/l4m18JTVUpgfMtjGRw+1ExEt+UQ4rLQb8OXHgsa4Frd7Iwor8eNu9Nwqu0EowbaoBNv7bApEXPUFxScweNNdvjBV6nqsrS2LfREncfvuUfWzDVCMbNFLBpTxKy35ajp7Mmlrjq47ddWehkp4C+nRRx4Hwe0rIrMbirEhZP1MCynVm1P0cpYPFETeQXVmL3qVzk5FVCU01K4HcpJ58H71sFSM+p+h5PKwqC47m/ca/dMLx7HlfjdfnXV1JEfuQLvPI8h7and3/yXEliMwmXk5OrNen+2OzZsz/bicTY2BiRkZFIT08XeiwzMxN6ep9/g37v3j28ePECp06d+uy5Dg4OkJGRQWxs7Fcl4VSOQhotV1dX+Pv7Y8eOHfwWQvHx8XBzc4OJiQkUFBRgYWGBHTt2CH3d0KFDsXHjRjRp0gQtW7YEADx48AD29vaQl5eHo6MjLly4AA6Hg/DwcP7XPn/+HP3794eysjL09PQwfvx4ZGVl1TqepKSkr3pODMMg1N8L7XtPRwu73tBu0hJ9XDahorwE0Y8v1/p1hi06wNzuR2jpm0Fdpzkcuk2EThMLvEl4zD/HzKYHTKy6QkPXBBq6JpjTpyMAwM5IH8PbWcJUVxNLBv0AfTVleAc9/eQ41533Rz+7FrCrZSayksfDr6duYUavdmimqSrw/K5fPIkhoyahnVN3GBqZ4Zd5q1BWWoIHd2/UGu/6xZOwtm+PwSNd0aSZMQaPdIWlbTtcv3hS4DyulBTUNbT4HxciEzDU1hTD7cxgqq2Gxb0coK+iiNNhn/4jqakoD21lBf6HFPf9f6UbBnXCKIcWsNDTgImWKlb0bQeGYRD8Mp3/HAOue6H7kF9g3e5H6Bu2wKhfNqK8rAThgbX/DMfM/Audeo1FE6PW0G1iihFua8HweIh7HsQ/x8KuC/qMnAvrdj8KfO2gHho4fT0HQeHvkJxahh1e6ZCT5aBLO9WPw/C9K+IhN7+S/2HfShGlZTwEhL6ve1z792vcDspHSmoZkl6XYde/6dDXlYeFuQpGDm4KL+9k3A3MQmJyEf7YFg05OSn07lrzXQYAsG6liidRebjln4G0jFI8CnuL/+5moJW54Bu+ykoGObnlyMktB0oK8e+9MAxrY47hbVrCVEcdS/q0h76qEk6HfHrHwPVXAtHPyhS2zXSEHrvyJB5uzrbo3KIZmmmoYJRjK3QybYK4EK9ar+dsLY074RV4lsRD+lsG3n7lkJEG7M2kPjkOhgHeFQt+fOjYNT8M6dYBQ7t3hElTPSwcPwx6Wuo44xtQ4/UWjh+GiQN7wsqsOZrr62DW6AForq+Ne2HP+OeoKStBW12V/xH8NAbysjLo1d6Of86PHRRw+V4RQqNL8TqzEocu5ENWhoMONrUnS53byENJgYvdp/IQl1KO7DweYlPKkZL+fmZ527E8BESU4E1mJVLSK7B530voactheF89nLiQivshuUh6VYK/9iZBTpaLHk6atcYrKKzE27wK/oeDjSpKyni4G1yVhMvKcNC5nQYOnHiFJ9Hv8Ca9FP+eS0Xm20r0aK+IPp0UcfFuIR5HleJ1RgUOnMuDrAwHHW3la43ZpY0ClBU42Hk8F7HJ//8ckwWfY/iLUkTGliE9uxLp2ZV4sXI7Kt4VQaODfa3XrZZ54y5iVm1H2oVbnz1XkngMj7WPr6GtrY1WrVp98kNeXh6dOnVCXl4eHj58yP/a4OBg5OXlwcnJ6bNxDh06hLZt28LOzu6z5z579gzl5eUwMDD47LkfoiScNFo7duxAp06dMHXqVKSmpiI1NRXNmjVDs2bN4O3tjefPn2PlypX47bff4O3tLfC1vr6+iIqKwq1bt3D58mUUFBRg0KBBsLGxQWhoKNatW4elS5cKfE1qaiq6du0Ke3t7hISE4Pr160hPT8eoUaNqHY+hoeFXPae87Fcoys+EUasf+MekZWTR1Kwd3iSGfdE1GIZB8otA5GQkoqlZuxrP4fEqcSn0BXgMg55WgmUgnVoYIiJZeHah2oWQKLzKzsP0njVfGwD2+YZAQ0kBw9tZChzPTH+DvLfZsLF/v5BGRkYWrazaIDbqSa3Xi4t+Aps2HQSO2Tp0RGy04Nekv0nBbNcBmD9lKHZu+hXP096ik4ng6vaOJvqIeJ1VaywAGHPkBn7cfQG/nLyNRy9r/14AQEl5JSp4DNTkq+6m5GS+QkFeFlpYv/8jIC0jC5NWjngZG/7Ja32ovLQElZUVUFRS++R5eloy0FSTRnjU+zsSFRUMnsYWo5Vp7YnGx3o5qeH+4wKU1jI7CACKClV/UuRkudDWlMPDsPezkeUVDMKf5sK6Ve2Jf+TzPFiYqaB1i6qku4mePDo6aiIwJFvgvGZNFHDhSEd4H2wPpsMARKVlo5OpYIlUR7MmiHiVWWusC+GxSHlbgF+61vwHtqySBzlpweRZXkYK2a/DazxfU4UDVUUOYl+9TygqeUBiKg9Gep/+UysrAywdI4dfx8phYh8ZNNF6P7PLqyxHdOIrdLQW7OTQ0doCkbFJn7wu/xo8HgpLSqGqJFxeVM3HLxi9O7WBgnxVgq2jzoW6ihSexb8vWaqoBF4klcO8mXD5TDV7CznEvyrHz/1VsG2hNtbO0MSAHxTxqbv/SopV32dVFWmEPMnnHy+vYBAZ/Q6WLWq/m/Gxft204ReYg5LSqp+DlBQHUlIclJcLvm7LKxhYmspCXUUKT+Pe34Woeo5laGFY+93PNq3kEZdSjgkDVbFziQ7+mKWFgV2Uan2OHA5gMKo/pJQU8Tboy/6fJnXXunVr9O3bF1OnTkVQUBCCgoIwdepUDBw4UKAzSqtWrXD+/HmBr83Pz8fp06cxZcoUoevGx8dj7dq1CAkJQVJSEq5evYqRI0eiTZs2cHZ2/qoxUjkKabTU1NQgKysr1Ebow1oyExMTPHjwAN7e3vxkGQCUlJRw8OBBfhnK3r17weFwcODAAcjLy8PS0hKvX78WqAvbs2cPHBwcsGHDBv6xw4cPw9DQEDExMWjZsmWN46lJaWmp0Mrw8jI5FOVXJRWKqloCjymqaqMg582nr1lcgAMruqCyogwcLhc9Rq6CUSvB/zCy3rzAya1jUFFRCkWZqsTB6qNZQi1lRWQVpNQY42VWLnbcCMI/04ZBWqrmxCMsKRXnQ6Lg7T5K6LHct1XJlpq64MyXmromsjJrX0iTm5td49fkvX2fvJlbWOGX+atg0KQ58nJzcPrYPvAYBrLSguPUUpJDdmHNNajaSgpY0acdWutroKyShyvPkvDLyTs4MK4H2tZSR77TPwK6ygroYKwPPwDvcqsSfBU1bYHzVFS18Tb70z/DD107tRVqGrowt+r0yfPU1aoSnNwCwRrXvIIK6GjWnkx9qIWRPIyaymH30U+/4Zg8QgcRz/JQ9P/lJjm5gjXnb3PLoKdbe+Lvey8T6moy+N8me3A4gLQ0F+evvsbRM+9fb89jCrB+WzRSXhdDU10GS8dWopLHQFNdXeBaWkryyPp4Svn/vczOx87bofhnYl9Ic2t+nXYybYJ/g57BobkeDDVVEJyYCr8XKShjaj5f+f9bBBcUCyZ7BcUMNFRqz0Az8ng47V+O9BwGcrKAs5U0pg+WxY6zZcjOZ1Ba/BaVPB401QTvBmiqqSArN7+Wqwo6etUPJaVl+LGWWdin8S8R/yoVK6a+X7uhqlz1PPPfCc5S5hfyoKVW+5sKHQ0ptDaRQtCTEmw/ngs9TSn83F8FXC5w6W7NpWnTXZoh/mUhzIyUkJsn+Dp9m1cOPe0vKwe0MFWEiaECtuxP4h8rLuHhWcw7uAw1QPLrErzNK0d3J02YNpVBTn4l/zkJPUf12u9eVD1HWQRGFmPrv2+hpyWNCQNVIcUFfPwK+ec105XGiqmakJHmgFewBo9/moV3UcJ1+A1VfW9RCFR1MHF3d0fv3r0BAIMHD8bu3YIlPi9evEBeXp7AsZMnT4JhGIwdO1bomrKysvD19cWOHTvw7t07GBoaYsCAAVi1ahWkpD591+tjlIST787evXtx8OBBvHz5EsXFxSgrK4O9vb3AOTY2NgJ14C9evICtra3A4oz27dsLfM3jx49x584dKCsLz9rEx8fzy1q+xMaNG7FmzRqoqKjwa9ekpGXx06x//v+Mj/6of8H2wbJySvh56QWUlRYhJSYQdy94QE3bEIYt3s8ga+ia4OelF1BSnA/m/mqcDHqKNzkFsDd6f4uNAVPjjE8lj4dfT1aVmBjrqNc4hsLSMvzm/R9WDe8GDSUFXAmLwZXwGIABHozqhkUrt/7/0xMMwNT0nD/j48U3dm3fzzwbAtDWNcCi6T8hID4VP3wwi8owtUcy1lKFsdb7mVy7ptpIzy+C18PoGpPwI8FRuPQ0ETwG6L7zPCq5l+G6cG8tz5EB5wufo//lQ4gIuoJpv3lCRlawNKCZFgdtjDnoHRoKrpQs1u9Jqw7wEc6XvGwAAL2cVPHydSliX9b85qRLOxW4T9AHlwuUlvLe1+h+fH0Op4ZxvNfGWg0TRhlhy95YPH9RgGYG8pg7zRxZOWXwPJUMAAh6nMM/P+ElUGZYtVBWuqkZUPn+DgbDCH2LAfz/6/T8Xczoag8jrdrvIizp0x5rLz/AsD0XwAHQTEMFg+3NcTb8JQDA3oyLYZ3fv4k5cr2sxufM4Xz61zMlg0FKxvsTXqaVY85wWThZSeFS4PuE9OOFZEwNx2py/UEo9p+/gS3zJwsl8tV8/ILhNnE8Oo6smlT4nx0X24/n1fR0gE//CMHhVCWxRy4VgGGAl6kVUFfhoq+TokAS3tFGDhMGqkBaigMuF1i/MwEr55qB+ejqn/v+fahvN20kphTjRYJgsr9pTyIWTTPGyb9twTAMGAb8D6Dm638qJpcDFBTy8M/FfDAMkJRaAXVVLvo7Kwkk4anZFVixJxuK8hyMzzsLu8ObENTz50aTiDMi3OmSLZqamjh69Ognz2Fq+GFPmzYN06ZNq/F8Q0ND+Pv7szI+SsLJd8Xb2xvz58/Hli1b0KlTJ6ioqOCvv/5CcHCwwHlKSoKL42paTf3xLy6Px8OgQYOwadMmobhfWydWvVK8sLAQOTlVSce5h7L8pKIoPwvKau+TvqKCbCiqatd0KT4Olwt1HSMAgG6z1shJi8ejW/sFknApaVn+OS4DnHEy6Cl8QqPRv837NxA574qhpSx8W7uwtBzPXmciOjULHhfvAQB4//8Hz2H5HuyZPAhqCvJ487YA7l5XAVR9D6snU3ilpSgrrUry8t5mQ0Pz/fPJz80Rmun+kLq6FvJycwSO5ee9heonvkZbp+puxMscwd6uOUWl0FT68jINmyZauPrspdBxr+BoHAp8jp0/dYWuStU06b2Ws1FZXpWsFeRmQlX9/V2Gd/nZUFbTErrOx+5eOYw7l/ZjytJDMGguvNlE2lsGt98x+GvRUOi3mgF13apFQuqq0nib/34hnpqKlNDseE1kZTj4wVEFJy5n13qOpbk88t9VYMvhVMRFpUL2/++iaGrIIvvt+9lwDTUZodnxD0352QQ37qTj8s2qNw4JLwshLy+FJbNbwss7ucbESENeClJcLrLLGOCDSaicohJoKQnvYFdYVoHnqdl4kZYDj2tVv/c8pir1a7veC3tcfkR7EwNoKslj++geKK2oRG5RCXRVFLHDNxSKalVv2J4n85By7v1zqZ4AU1HkCMyGK8tzhGq8P4UB8CqTB221ql92OQWNquf30az327wCaNWSVFe7GRSGdQdPYtOciehgLfxaAYCS0jLcDArDHBNDFD67DwBY72cD6f/PDtSUucj7YDZcVZErNDv+obwCHip5gklsalYl1FWkIMWtKtEBgPAXZbAyK4WVqSzW7YhDXn7Va7HqNfL+damuKoO3eZ9/ncrJctC9kyY8zwjfTUrNKMPC9THQUJOGvq4s8vIrMf8Xc8jLcaCjIS38HJU+/Rxz3/FQWckIPsfMiqrnKAVU/v+vWWUlkPH/CzNfbNwKdUcbGM+ZgKczV332+ZDvAyXhpFGTlZVFZeX7xOPevXtwcnLCzJkz+cfi4z8/K9GqVSscO3YMpaWl/BXcISEhAuc4ODjg7NmzMDY2hrR0zb9aH4+nNtUrxVVVVfkJ/L1XVUmroqoOXr4IgK5hVT11ZUUZXsc/wg+DF332uh9iwKCyovaESEZaCkpyMkjLfSdwPCjuFbq1NhY6X1lOFmfmCrYi9A56iocJr7F5XB801VSFFIcjdM7ftx6isLQMw+b9BX0DQ6hpaOFp+EMYm1UlDRXl5Yh+FobRE2fVOlbzVjZ4Gh6MfkPe3zp8EhaMFq1sPvn8pbkc5JUIfg+CktLQrcVn+tB9IDr9LbSVBZN2z+AoHHzwHH+P6grbpu/fTGjrGYFhGKioaSPuaSCaGlf9DCsqypAYHYJ+owVbdH3M/8oh3PbZB7clB9DM1LrGcyp4QEUpkJycDJ56AQoqy5CTVwH71opIfFVV4iQtBVi3UIDnhU/XvgPAD21VICPNgf/Dmksfpo7SRTsbZSzfmoLUzHJkpVa9kcrKKUU7ew3EJlS9fqSlObC3Vsdez4RaY8nLcYVucfN4DDiofUZURkYWVpat8SAkFF07GPGPBye8QbeWwmsulOVkcOaXwQLHToW8wKOkVGz+qRuaqgveyZKTloKeqhLKK3nwjX4Jg5ZVZVRl5UD2R3XG+UUMzJty8Sa76ndciguYGHBx7eHnk8gPGWhxkZ5TlQRypWTQyqQZgp/GoHu79+0og5/GoGvbml8DQNUM+LoDJ/HHrPH4oY1VrefdCg5HeUUFerWzBVNaNYOc8bZq/LkFlbA0lUVyWgX/+VgYy+D0f+9qvV5sSjk62siDg/cz5npaUsgtqOQn4AAwoqcSLE1k4XEkF5FRVdfLfluOtjaqiH9Z9a5FWooD21bKOHjyda3xqnXtWFX28V9A7W8WqxdvKitKoUVzWXjfLIC+ljSszeXeP0cpwMJYFt63at94JTa5DB1tFARek3paVW9yP/nfO4cDrlz96bRVVw2hHKW+oyScNGrGxsYIDg5GUlISlJWVYW5uDi8vL9y4cQMmJib4999/8ejRI5iYmHzyOuPGjcPy5csxbdo0LFu2DMnJydi8eTOA97eEZ82ahQMHDmDs2LFYvHgxtLW1ERcXh5MnT+LAgQOQkpISGo+mpia4tdSk1oTD4cCh6wQ8urUPGjrGUNcxwsNb+yAtI49WbQfyz7v+7xIoq+nhh8ELAQAPb+6DXnNrqGk3B6+yDInP7iLqoQ96jFrN/5r7l7bC2LILVNT1UV5aiF1BQSgqLUdKeR7Oh0TBrrkezj58jtTcAozsUPXHf8f1QGTkF+KPUb3A5XLQQl9wJldTWQFy0lICxz8+R+X/FywaGlX1PO47eAwunjkCvSaG0G9iiIunj0BWTh5OXfrwv2bvttXQ0NThJ+Z9Bo3G+l+n49JZL7Tt0AWPg+/iWcRDrPDYz/+a44d3oE37ztDS1kd+Xg58vP+BFIeDmIy3uBCZANsmWjgXEY+0/CL8ZG8OoKqeO6OgGOsHVnWKOfboBZqoKcFUWw0VlTxceZ4E35hX2Dz0fW39keAo/O/eE2wY1AlN1JT4dcmKstL8n6Fz3wm4c2k/tPSNoK1nhDuX9kNGVh72nd7/DE/tXQY1DV30/f/E3P/yIdw8uxNjZv4FDe0mKMitWh8gK68IOfmqOzelJYXITk/mX6OsOB0lBQnwuSmDUQOa401GOVIzyvBTX02UljG4++h9Yj13oj6ycytw1EcwMe/lpIrgiHcoKBSeGfxljC66OKpgw743KC7lQV1VCjx1GbwrqsTpi68xfmRzvHpThJQ3xZgwqjlKSytx0z+D//W/z7dAZnYZ9nklAgACHmZj9NBmiEl4h+cxBWhqoIApLia4/zAb1Xe+Z002RcDDbKRnlkJDTQayXYbDVbkVlixbhtZyHWHbVAdnw2KQmleIn9pWvZHb6fsYGQVFWD+0M7gcDsx1Bdv6aSrJQ1ZaSuD4k9eZyMgvgoW+JjIKirDXPxw8hkGLdq5C34dqAU8r0N1eGtn5DLLyGHS3l0Z5BRAe/z4zG9VNBnmFDG48qkr6ejpIITmDQXYeAzkZwNlaCk20OPAJeP81Lv26YeWeY2htaghbc2Ocu/MAadlvMaJnVYnV7lOXkfE2D2unuwCoSsBX7TuGRT8Pg7W5Eb92XF5WBsqKgncHfPyC0LWtDdRVhFtj3gouxsDOisjIqUB6diUGdFZCWTmD4Cfv16tMGaqCtwU8nPWtKsO4E1KMXu0VMLafMnyDi6GnJYUBPyjB9+H7EpGf+yujo408dp7MQ0kpAw21qt+Ni7cyMHawPl6nleJ1WgnGDjFAaRkPtx+8v8u1ZLoxst6W4fApwRnvvl21EPA4FwXvhLNgRxtVgAO8Si1BEz05TBvXDGnZFbgXVgxFBS4GdlZCenYF0rIrMahL1XMMinxfejVtuBre5lfy33zcfliEXh0U4dJPBbeCi6CvJY1BXZRwK+j9c/yplzIiY0uRk8eDvCwHFmvnQatrezwcILzQ72NSSopQMm/O/1zRpBlU7VqhLCcPJSmpn/16cWG+sqsJEUZJOGnUFi1ahIkTJ8LS0hLFxcWIjo5GeHg4Ro8eDQ6Hg7Fjx2LmzJm4du3aJ6+jqqqKS5cuYcaMGbC3t4eNjQ1WrlyJcePG8evEmzRpgoCAACxduhR9+vRBaWkpjIyM0LdvX36i/fF4EhMTYWxs/FXPybHXVFSUl8L39BqUFuVB38gOw2ceFugRXvA2FRzO++S+vKwIt0+vQUFuGqRl5KGpa4q+E/6ChUN//jlFBVm48e8SFOZlQFZBBbZ6itgzeRCSs/Kw3zcEmQWFMNfTwt+uA9FEo+o2eFZBkdBMeV0NHD4eZaWlOLL3TxT9/2Y9S9fsFOgRnpWZLvD8Wra2xezF63D66D6cObYPevrNMHvxHwI9wnOyM/D35hUoyM+FqqoGzC2scMy1Dx4nZ2B/wFNkFZbAXFsNu0Z2QRO1qlhZ74qRlv++xrOcx8O2O+HIeFcMOWkpmGmrYudPXdDZ7H1NuXdoLMoreVh8QbB93C/OVjD5//axXQe4obysBD5H1qK4KB+GprZwW3JQoEd4brbgzzDQ9wQqK8pxbOc8gev2HDYTPw6fDQB4lfgMBza48h/LiD0EANiT0gMKiuvxyxhdKCtyEZNUgtW7Xgn0NdbRkBaa2WqiKwNLc0Ws2vmqhp8U0K+LOgDgj/kfzjib4Y/t0Th2NgVyslwsmNECKsoyeB6Tj/krIwV6hOvpyOPDkJ6nXoJhgKk/m0BHSxa5+eUIeJiN/f8mvh+nlhxWL2oNNVUZ5OaXA4WJ6MlJx+Le7bDvbgSy3hXDXEcdu8f2RJP/n9XOfFeM1A9+jl+itKISf/uF4dXbAijKyuAH86ZYP7Qz9kjX3t3FP6ISMlIcDHGWgYIskJLJ4NC1MoEe4epKgrX4CrIcDP9BGiqKQEkZ8Cabh32XyvAq8/1JvTu2QV5BIQ6ev4Gs3HyYNTPAjsXTYKBdVW6VlZuPtKz3nWjO3X6AykoeNnmexSbPs/zjAzu3w+pfxvE/f5magfCYROxeOr3G53MtoAiy0hz83F8FSgpcJLwqx5Z/cwX6Z2uqSQn8DN/m87DlaC7G9FHB2hkKeJvPw3/BRbga8D5B7dGuqpxtmWv1m56qu0V/7UvCuesZmOPaHCpKUoiOL8Qyj1iBHuG6WrJCpYBN9eVg00oFSzfG1Pg8FBWl4Da6KbQ1ZVDwrhL3H73FtUcMKnnA1fuFkJXhYMJAVf6GRH95vf3kc8zJ5+Evr7cY11cF62dqI7egEjeDinDl3vvXmKoSF9OGq0NdhYviEh7Kgu3wcMAUZPl+frt0tbbW6OT7L/9zy82/AQBSvM4h0u3Xz349aTg4TE0V6YSQzzp27BgmTZqEvLw8KCgI156ybW/tbbJFwrVwx+dPYtETq4lijQcAVgHbxBrvhvVKscbzPCL+BWBZYp6puzW65l7ZorKm+NMlQ6Kw3P62WOPNver4+ZNYlBJTc7clUWpi9uUlZ2wYtbGrWOMBwIDyT/fJr6vuo4I/f9IXuuPd4fMnNUI0E07IF/Ly8oKpqSmaNm2KiIgILF26FKNGjRJLAk4IIYTUJw2hO0p9R0k4IV8oLS0NK1euRFpaGgwMDDBy5Ej88ccfkh4WIYQQQhogSsIJ+UJLlizBkiVLJD0MQgghROKoO0rdURJOCCGEEEK+CnVHqTtKwgkhhBBCyFehmfC6+/IGxYQQQgghhBBW0Ew4IYQQQgj5KtQdhQUMIaTRKikpYVatWsWUlJQ0yniSiNnY40kiZmOPJ4mYjT2eJGI29nhE/GizHkIasfz8fKipqSEvLw+qqrXv9NdQ40kiZmOPJ4mYjT2eJGI29niSiNnY4xHxo5pwQgghhBBCxIyScEIIIYQQQsSMknBCCCGEEELEjJJwQhoxOTk5rFq1CnJyco0yniRiNvZ4kojZ2ONJImZjjyeJmI09HhE/WphJCCGEEEKImNFMOCGEEEIIIWJGSTghhBBCCCFiRkk4IYQQQgghYkZJOCGEEEIIIWJGSTghhBBCCCFiRkk4IYQQQkg9kJycjJqa1jEMg+TkZAmMiIgStSgkpBHYuXPnF5/r7u4uwpGIR25uLh4+fIiMjAzweDyBxyZMmCChUTVcoaGhkJGRgY2NDQDAx8cH//zzDywtLbF69WrIysqyGu/69etQVlbGDz/8AAD4+++/ceDAAVhaWuLvv/+GhoYGq/E+JTc3F+rq6mKLJ0rdunXD5MmTMXLkSCgoKEh6OCKXn5+P27dvw8LCAq1bt5b0cFghJSWF1NRU6OrqChzPzs6Grq4uKisrJTQyIgqUhBPSCJiYmHzReRwOBwkJCazEjIyM/OJzbW1tWYkJAJcuXYKLiwsKCwuhoqICDofDf4zD4SAnJ4e1WNUqKytx5MgR+Pr61pj43759m/WYAFBSUoLIyMgaYw4ePJi1OO3atcOyZcswYsQIJCQkwMrKCsOGDcOjR48wYMAAbN++nbVYAGBjY4NNmzahf//+ePLkCdq1a4cFCxbg9u3baN26Nf755x9W41XbtGkTjI2NMXr0aADAqFGjcPbsWejr6+Pq1auws7MTSdxqok4aFy5ciGPHjqG4uBijRo2Cm5sbOnbsyHqcmsTFxSE+Ph5dunSBgoICGIYR+N1kw6hRo9ClSxfMnj0bxcXFsLOzQ1JSEhiGwcmTJzFixAhW432orKwMiYmJMDMzg7S0tMjicLlcpKenQ0dHR+D4y5cvYWlpicLCQpHFJuJHSTgh5JtwuVxwOJwv+mPL5uxNy5Yt0b9/f2zYsAGKioqsXfdTZs+ejSNHjmDAgAEwMDAQer7btm1jPeb169cxYcIEZGVlCT3G4XBY/Z6qqakhNDQUZmZm2LRpE27fvo0bN24gICAAY8aMQUpKCmuxAEBZWRlPnz6FsbExVq9ejadPn+LMmTMIDQ1F//79kZaWxmq8aqampjh69CicnJxw69YtjBo1CqdOnYK3tzeSk5Nx8+ZNVuNJImmsrKzE5cuX8c8//+Dq1aswNzfH5MmTMX78eOjp6bEeLzs7G6NHj8bt27fB4XAQGxsLU1NTuLm5QV1dHVu2bGEtlr6+Pm7cuAE7OzscP34cq1atQkREBDw9PbF//36EhYWxFqtaUVER5syZA09PTwBATEwMTE1N4e7ujiZNmmDZsmWsxFmwYAEAYMeOHZg6darA/22VlZUIDg6GlJQUAgICWIlH6gmGENJo8Xg8hsfjieTaSUlJ/I/z588zZmZmzN69e5mIiAgmIiKC2bt3L9OiRQvm/PnzrMZVVFRk4uPjWb3m52hpaTFXrlwRa0wzMzNm5syZTFpamshjqaioMDExMQzDMEyvXr2Y7du3MwzDMC9fvmTk5eVZj6ehocE8e/aMYRiGcXZ2Zvbt28cwDMMkJiYyCgoKrMerJi8vzyQnJzMMwzDu7u7MtGnTGIZhmBcvXjDq6uqsx9PT02PCw8MZhmGYY8eOMebm5kxhYSHzv//9j7G3t2c93scyMjKYdevWMfLy8oyMjAwzZMgQxtfXl9UY48ePZ/r06cOkpKQwysrK/N/NGzduMJaWlqzG+vDnN378eGbp0qUMw1S9TpWUlFiNVc3d3Z1p27Ytc+/ePUZJSYn//Hx8fFj9GXbr1o3p1q0bw+FwGCcnJ/7n3bp1Y3r37s1MmzaN/ztKGg9KwglphDw9PRlra2tGTk6OkZOTY2xsbBgvLy+RxWvXrl2NSeqVK1cYBwcHVmMNGzaMOXXqFKvX/BwDAwPmxYsXYo2poqLCxMXFiSVW9+7dmQkTJjBeXl6MjIwMExsbyzAMw/j5+TFGRkasxxs0aBDTp08fZu3atYyMjAzz6tUrhmGqErcWLVqwHq+agYEBExAQwDAMw7Rs2ZLx9vZmGIZhoqOjGRUVFdbjSSJprBYcHMxMnz6dUVNTY5o3b86sXLmSmTp1KqOoqMgsXLiQtTgfvtH4MAlPSEhg/Tm2aNGCOXXqFPPu3TtGR0eH/4YiPDyc0dLSYjVWtebNmzOBgYEMwwg+v9jYWJG8ZlxdXZm8vDzWr0vqJ9EVNhFCJGLr1q1YsWIFZs+eDWdnZzAMg4CAAEyfPh1ZWVmYP38+6zGfPHlSY126iYkJnj9/XufrX7x4kf/vAQMGYPHixXj+/DlsbGwgIyMjcC6btdLVFi5ciB07dmD37t2s17nW5qeffoKfnx/MzMxEHmv79u1wcXHBhQsXsHz5cpibmwMAzpw5AycnJ9bj7d69GzNnzsSZM2ewZ88eNG3aFABw7do19O3bl/V41YYPH45x48ahRYsWyM7ORr9+/QAA4eHh/OfMJkNDQwQGBkJTUxPXr1/HyZMnAQBv376FvLw86/EyMjLw77//4p9//kFsbCwGDRqEkydPok+fPvzX7ahRozB06FBs3ryZlZiFhYU1loVlZWVBTk6OlRjV5s2bBxcXFygrK6N58+bo1q0bAODu3bv8RcVsy8zMFFokCVQ9b1H8X1C9HkIcNfZE8qgmnJBGxsTEBGvWrBHqEuLp6YnVq1cjMTGR9ZgODg5o3bo1Dh06xE8uSktLMXnyZERFRSE0NLRO1+dyv6ybKpu10sOHDxf4/Pbt29DU1ISVlZVQ4n/u3DlWYn6oqKgII0eOhI6OTo1vNsTR5aakpARSUlJCsRuq8vJy7NixAykpKXB1dUWbNm0AVL0JUVZWxpQpU1iN97///Q9z586FsrIyjIyMEBoaCi6Xi127duHcuXO4c+cOq/FkZWVhZmaGyZMnw9XVVWhxH1C1OHTIkCGsxR4wYAAcHBywbt06qKioIDIyEkZGRhgzZgx4PB7OnDnDSpxqISEhSElJwY8//ghlZWUAwJUrV6Curg5nZ2dWYwFA165d8dNPP2HOnDn852diYoLZs2cjLi4O169fZzVeTk4ORo4ciTt37oi8xp5IHiXhhDQy8vLyePr0qdDMXmxsLGxsbFBSUsJ6zIcPH2LQoEHg8Xj8DhMRERHgcDi4fPky2rdvz3pMUZs0adIXnyuKbh4HDx7E9OnToaCgAC0tLaEuMGx1uRGX/Pz8Lz5XVVVVhCMRL3Emjffu3UPnzp1ZvebnPH/+HN26dUPbtm1x+/ZtDB48GM+ePUNOTg4CAgJEcidHXJ1KAODBgwfo27cvXFxccOTIEfzyyy949uwZAgMD4e/vj7Zt27Iab8KECcjIyMDBgwfRunVrREREwNTUFDdv3sT8+fPx7NkzVuMRyaIknJBGxtraGuPGjcNvv/0mcHz9+vU4deoUnjx5IpK4RUVFOHr0KKKjo8EwDCwtLTFu3DgoKSmJJN6HGlOv52r6+vpwd3fHsmXLvvhOwNfQ0ND44tvbbLR9rO6m8yXY7PzyYSnT54iilEmcevTogXPnzgn9LuTn52Po0KEia6WZlpaGPXv24PHjx+DxeHBwcMCsWbNgYGDAahxxdSr52JMnT7B582aB57d06VKRlMB82AFGRUWFn4QnJibCxsYG7969Yz0mkRyqCSekkVmzZg1Gjx6Nu3fvwtnZGRwOB/fv34evry+8vb1FFldRURHTpk0T2fWrfdzreeTIkTh79iwMDAxE1uu5uLgYDMPwa19fvnyJ8+fPw9LSEr1792Y9HlA12zd69GiRJOAAWO/9/Tkflj8kJSVh2bJlcHV1RadOnQAAgYGB8PT0xMaNG1mNO3To0C86j+22j4D4+8v7+/ujrKxM6HhJSQnu3bvHaqwP6evrY82aNSK7frVff/0VERER8PPzE1g70KtXL6xatUpkSbiNjQ0/8Rc1cdbYE8mjmXBCGqHHjx9j27ZtiIqK4s9KL1y4kF8Dy4aLFy+iX79+kJGR+exsI5szjOLu9QwAvXv3xvDhwzF9+nTk5ubCwsICsrKyyMrKwtatWzFjxgzWY86fPx86OjpCdzQag549e2LKlCkYO3aswPHjx49j//798PPzk8zAWCau/vLVG2fZ29vz1y5Uq6ysxPXr17Fv3z4kJSWxEu9Dd+/e/eTjXbp0YS2WkZERTp06hY4dOwrMEsfFxcHBweGrSp6+Bo/HQ1xcXI1vpNh8foD4a+yJZFESTgj5JlwuF2lpadDV1f3kbC3bM4wKCgqIiYmBoaEh5s6di5KSEuzbtw8xMTHo0KED3r59y1qsatra2vD394eVlRUOHjyIXbt2ISwsDGfPnsXKlSsRFRXFekx3d3d4eXnBzs4Otra2Qosjt27dymq8yspKXLhwAVFRUeBwOLC0tMTgwYMhJSXFahyg6q5JREQEWrRoIXA8JiYG9vb2KCoqYj2mJGhra8PLywv9+/cXaZwPS31q+pOuoKCAXbt2YfLkySKJ/bEP32yw+buvqKiIp0+fwtTUVCAJj4iIQJcuXZCXl8darGpBQUEYN24cXr58KfS9FcXdE0nU2BPJoXIUQhohcczcfHjdj2OIkoaGBlJSUmBoaIjr169j/fr1AKqSD7b/IFYrKiqCiooKAODmzZsYPnw4uFwuOnbsiJcvX4ok5pMnT/h3Lp4+fSrwGNutyuLi4tC/f3+8fv0aFhYWYBiG/0bnypUrrP/hNzQ0xN69e4U6Pezbtw+GhoasxvqYv78/Nm/ezH+z0bp1ayxevFgkCxplZWVF0vrwY4mJiWAYBqampnj48KFAVxRZWVno6uqK5M0UAKE3veXl5QgLC8OKFSvwxx9/sBqrXbt2uHLlCubMmQPg/e/BgQMH+GVNbJs+fTocHR1x5cqVGu9msM3S0hKRkZHYs2cPpKSkUFhYiOHDh4ukxp7UA+JtS04IEbXAwEDGxMSE4XK5DIfDEfjgcrmSHl6dzZo1izEyMmJ69erFaGlpMQUFBQzDMMzJkyeZNm3aiCSmjY0Ns2PHDiY5OZlRVVVlHjx4wDAMw4SEhDB6enoiiSlO/fr1Y/r27ctkZ2fzj2VlZTF9+/Zl+vfvz3q8K1euMPLy8oyVlRXj5ubGuLm5MVZWVoy8vLxIdyb9999/GWlpaWbUqFHMjh07mO3btzOjRo1iZGRkmGPHjrEeb/PmzczMmTNFtmttfebv78/6Rl0BAQGMiooKM336dEZeXp6ZO3cu06tXL0ZJSYkJCQlhNVY1RUVF/uZVhLCNylEIaWTs7e3RsmVLrFmzpsaZGzU1NdZjuru7w9zcXKh39e7duxEXF8fqIkBx93oGqjatGTduHCorK9GzZ09+3fnGjRtx9+5dXLt2jfWY4qSkpISgoCChbg8RERFwdnYWSUeGlJQU7NmzR6CbzvTp00U6E966dWtMmzZNaMOqrVu34sCBA6yXFQ0bNgx37twRaX95Sa3N+JyoqCi0a9eO9deOODuVAFUdZ5YsWSLSTaQ+VF3f/zEOhwN5eXk0b96cFmg2IpSEE9LIKCkpISIiQiy3was1bdoUFy9eFOqZGxoaisGDB+PVq1esx3z+/DmSk5OFukGIKtFIS0tDamoq7Ozs+HWwDx8+hKqqKlq1asV6vO7du3/y1jebnTU0NTVx+fJlod0xAwICMGjQIFZaFNYHcnJyePbsmdDvRlxcHKytrVnvof+5XvNs9JeX1NqMah8njQzDIDU1FR4eHigvL0dAQADrMcXp/Pnz+P3337F48eIaN82ytbVlNV5N9f0f/j8gIyOD0aNHY9++fSLZdZWIF9WEE9LIdOjQAXFxcWJNwrOzs2ucYVdVVUVWVharsRISEjB8+HB+v/OP/1CJqi5cX18f+vr6AsdEuQmRvb29wOfl5eUIDw/H06dPMXHiRFZjDRw4ENOmTcOhQ4f4zyk4OBjTp09n7U1NZGQkrK2tweVya53tq8Z2YlPN0NAQvr6+Qr8bvr6+IpmBF8UmTh+T1NqMavb29uBwOEKLFjt27IjDhw+zHk+cnUoAYMSIEQAgsKi1+vmK4o3N+fPnsXTpUixevBjt27cHwzB49OgRtmzZglWrVqGiogLLli3D77//js2bN7Mam4gfJeGENAIfJjVz5szBwoULkZaWJpaZGwAwNzfH9evXMXv2bIHj165dg6mpKaux5s6dC2NjY9y6dYu/EC07OxsLFy4U6R+lR48e4fTp0zXOvoti2/ra2tetXr2a9Vv8O3fuxMSJE9GpUyf+66WiogKDBw/Gjh07WIlhb2/Pn7GtLXEDRDdjCwALFy6Eu7s7wsPD4eTkxO+hf+TIEdaeZ30j6o2sEhMTBT7ncrnQ0dERySytuDuVAMLPT9T++OMP7NixA3369OEfs7W1RbNmzbBixQo8fPgQSkpKIv//jogHlaMQ0ghU38Ks7ddZlDM3AHD48GHMnj0bixcvRo8ePQBUzS5u2bIF27dvx9SpU1mLpa2tjdu3b8PW1hZqamp4+PAhLCwscPv2bSxcuBBhYWGsxap28uRJTJgwAb1798atW7fQu3dvxMbGIi0tDcOGDRPLjGe1uLg4tG/fXiQlIrGxsQI12mzeTXn58iWaN28ODofz2Y4yRkZGrMX92Pnz57FlyxZ+/Xd1d5QhQ4awcn0HBwf4+vpCQ0MDbdq0+WRJUWhoKCsxq0liIyug6ne9tg2J2JwNl8R6F3FTUFBAWFiYUIlbdHQ02rRpg+LiYiQlJcHS0rLRtPL8ntFMOCGNgLhnaz42efJklJaW4o8//sC6desAAMbGxtizZw8mTJjAaqzKykooKysDqErI37x5AwsLCxgZGeHFixesxqq2YcMGbNu2DbNmzYKKigp27NgBExMT/PLLL2JvGxYYGCiyWtAWLVoI9e5my4eJtSiT7M8ZNmwYhg0bJrLrDxkyhL9w7kt362TLvn37cPToUQDArVu38N9//+H69evw9vbG4sWLRbKR1Zo1a7B27Vo4OjqKvIVfbGwszpw5I/JSO0kudm3VqhU8PDywf/9+yMrKAqgqRfPw8OAn5q9fv4aenh6rcYlk0Ew4IYRVmZmZUFBQ4CfKbOvcuTMWLlyIoUOHYty4cXj79i1+//137N+/H48fPxbqqc0GJSUlPHv2DMbGxtDW1sadO3dgY2ODqKgo9OjRA6mpqazHHD58uMDn1QveQkJCsGLFCqxatYq1WOLeXh0A4uPjsX37doF+3XPnzhXLZiRlZWU1Ps/mzZuLPLYoSWIjKwMDA/z5558YP34869f+mLg6lUhyseuDBw8wePBgcLlc2NragsPhIDIyEpWVlbh8+TI6duyIf//9F2lpaVi8eDGrsYn40Uw4IY2QJBOcDzcKEYXff/8dhYWFAID169dj4MCB6Ny5M7S0tHDq1CmRxNTU1ERBQQGAqk4wT58+hY2NDXJzc0V2S/jjW+tcLhcWFhZYu3YtevfuzWqsuXPn8rdXt7a2FvmGJDdu3MDgwYNhb28PZ2dnMAyDBw8ewMrKCpcuXcKPP/4okrixsbGYPHkyHjx4IHBclKVagPiSfklsZFVWVibUVUdUxLXeRZKLXZ2cnJCUlISjR48iJiYGDMPgp59+wrhx4/gbhonjDQ8RD5oJJ6SRqS3BiYiIEGmCc+bMGXh7e9e4cJHt2teP5eTkQENDQ2TJ47hx4+Do6IgFCxbwF04NGTIEt27dgoODg0gWZoqTuLZXr9amTRv06dMHHh4eAseXLVuGmzdviuz14uzsDGlpaSxbtqzG0gm2a6ZjYmLg5uYmtqR/9uzZuHz5Mlq0aIGwsDAkJSVBWVkZp06dwqZNm0TyfV26dCmUlZWxYsUK1q/9sZpmpUW93kWcysvLYWFhgcuXL8PS0lLSwyFiQEk4IY2MJBKcnTt3Yvny5Zg4cSIOHDiASZMmIT4+Ho8ePcKsWbNY375a3HJyclBSUoImTZqAx+Nh8+bNuH//PszNzbFixQpoaGhIeoh10qRJE/j5+aFly5ZiiScvL48nT54I1Z/HxMTA1taW9X7d1ZSUlPD48WOR9HWvibiTfnFtZLVgwQL+v3k8Hjw9PWFrawtbW1uh2emtW7eyEhOA2Bb07ty584vP/XiDsrpq2rQp/vvvP7Ru3ZrV65L6iZJwQhoZSSQ4rVq1wqpVqzB27FioqKggIiICpqamWLlyJXJycrB7927WY9ZHHh4emD59+je3hNPU1ERMTAy0tbU/O7PPZneULVu2ICEhAbt37xZ5KQpQ1a9769atGDlypMBxb29vLFq0CMnJySKJ265dO2zbtg0//PCDSK7/MXEn/eLSvXv3LzqPw+GIZD2BqJmYmHzReRwOBwkJCazG9vDwQHR0NA4ePAhpaaoYbuzoJ0xII6Ojo4Pw8HChJDw8PBy6uroiiZmcnMyvC1VQUODXT48fPx4dO3b8bpLwDRs2YNSoUd+chG/bto1f97lt2zaxJMQAcP/+fdy5cwfXrl0T2fbqH5o6dSqmTZuGhIQEgX7dmzZtwsKFC1mN9aFNmzZhyZIl2LBhQ401xaqqqqzGs7S0ZH2zqs+JiYmBn59fjTXoK1euZCXGnTt3WLnOl5BEpxJJdpsKDg6Gr68vbt68CRsbGygpKQk83tBL34ggSsIJaWQkkeDo6+sjOzsbRkZGMDIyQlBQEOzs7JCYmFhr7/LGqK7P9cOdMF1dXes4mi+nrq4u0rZ9H1uxYgVUVFSwZcsW/PrrrwCqSmJWr17N+u39D/Xq1QsA0LNnT4HjoqopFnfSf+DAAcyYMQPa2trQ19cXeBPH4XBYS8LFaejQofxOJZ9q+SiOmvCatpFnm7q6On+XTtL4UTkKIY0MwzDYvn07tmzZgjdv3gCoSnAWL14Md3d3kfwBmTJlCgwNDbFq1Srs3bsXCxYsgLOzM0JCQjB8+HAcOnSI9Zj10YelOHUVGhoKGRkZ2NjYAAB8fHzwzz//wNLSEqtXr+b3EG7oqu+aVN8BECV/f/9PPt61a1dW41UvJPz4d05USb+RkRFmzpyJpUuXsnrd752Xlxf++usvxMbGAgBatmyJxYsXU5cSUmeUhBPSiIkrweHxeODxePwaRm9vb/7CxenTpzeahPFz2EzC27Vrh2XLlmHEiBFISEiApaUlhg8fjkePHmHAgAHYvn173Qf8gYqKCvj5+SE+Pp7fDu3NmzdQVVUVWc/3xk7cSb+qqirCw8NZef3VR0VFRVBUVBRrzK1bt2LFihWYPXs2v9tUQEAA/v77b6xfvx7z588X63hI40JJOCGNTGJiIioqKoRqwmNjYyEjIwNjY2PJDAzAzJkzsXbtWmhra0tsDKLEZhKupqaG0NBQmJmZYdOmTbh9+zZu3LiBgIAAjBkzBikpKSyMuMrLly/Rt29fJCcno7S0FDExMTA1NcW8efNQUlKCvXv3shYLANLT07Fo0SL+5kAf/xkSZVnBvXv3sG/fPiQkJOD06dNo2rQp/v33X5iYmIhtwaaouLm5oV27dpg+fbqkhyISsrKycHR0RLdu3dC1a1f88MMPQjXTbDMxMcGaNWuEdv719PTE6tWrRVI/Lsl2r0S8qCackEbG1dUVkydPFkrCg4ODcfDgQfj5+UlmYACOHj2KRYsWNdoknE0Mw/AX1v33338YOHAggKrOImwv9ps7dy4cHR0REREBLS0t/vFhw4ax1tbuQ66urkhOTsaKFStEvtX5h86ePYvx48fDxcUFoaGhKC0tBVB1x2jDhg24evWqSOIWFRXVmFCxtblMteqWmUFBQTXWoIuy3l4c/P394e/vDz8/P+zevRslJSVwcHDgJ+X9+vVjPWZqamqNmxE5OTmJZKfcD9u9+vj4CLV7JY0MQwhpVFRUVJjY2Fih47GxsYyampr4B/QBZWVlJj4+XqJj+FLz589n3r17xzAMw/j7+zPl5eWf/Zp+/foxb968YSV+9+7dmQkTJjBeXl6MjIwM/2fq5+fHGBkZsRKjmpaWFhMdHc0wjODPKDExkVFQUGA1VnWMsLAw1q/7Ofb29oynpyd/DNXPMywsjNHT02M9XkZGBjNgwACGy+XW+ME2Y2PjWj9MTExYjydJFRUVTGBgIDNx4kRGWlpaJN9PhmEYKysr5o8//hA6vm7dOsba2pr1eBYWFszx48cZhhF8ja5YsYKZNWsW6/GIZNFMOCGNDIfD4deCfygvL6/B7ygnTrt27cLSpUuhpKSE7t27IzU19bMtHtmcSd2+fTtcXFxw4cIFLF++HObm5gCqblWzvU04j8er8bXx6tUrkawnMDQ0lEjXnBcvXqBLly5Cx1VVVZGbm8t6vHnz5uHt27cICgpC9+7dcf78eaSnp2P9+vXYsmUL6/Ek2VpPXKKjo+Hn58efES8vL8egQYNYr6+vtmbNGowePRp3796Fs7Mzv9uUr68vvL29WY9H7V6/L5SEE9LIdO7cGRs3bsSJEycgJSUFoKrGduPGjQ2+5lWcjI2NsXPnTvTu3RsMwyAwMLDWnTFrSuzqytbWFk+ePBE6/tdff/F/rmz58ccfsX37duzfvx9A1Ru5d+/eYdWqVSLZyn779u1YtmwZ9u3bJ9Y1CgYGBoiLixOKef/+fZEsZrx9+zZ8fHzQrl07cLlcGBkZ4ccff4Sqqio2btyIAQMGsB4TAMrKypCYmAgzM7NGteGLvr4+ysvL0aNHD3Tr1g2//fYbv3uQqIwYMQIPHz7E1q1bceHCBTAMA0tLSzx8+JC/IymbqN3rd0ayE/GEELY9e/aM0dLSYszMzBhXV1fG1dWVMTMzY3R0dJgnT55IdGwNqRzl/PnzjJ6eHsPhcBgul8twOJwaP0R1G5xhGObt27fMgQMHmGXLljHZ2dkMwzDM48ePmVevXrEa5/Xr10zLli2Z1q1bM9LS0kzHjh0ZLS0txsLCgklPT2c1FsMwjLq6OiMrK8twuVxGWVmZ0dDQEPgQlU2bNjGWlpZMUFAQo6Kiwty7d485evQoo6Ojw+zatYv1eCoqKkxiYiLDMAxjZGTE3L9/n2EYhklISBBJmU9hYSEzefJkRkpKipGSkuL/rs2ZM4fZuHEj6/HEzc7OjpGVlWXat2/PLFmyhLl69SpTUFAgsnhlZWWMq6urWP/PcnNzY1avXs0wDMPs2bOHUVBQYHr16sWoq6szkydPFts4iHhQdxRCGqE3b95g9+7diIiIgIKCAmxtbTF79mxoampKdFxsdg8Rl3fv3kFVVRUvXryotRxFTU2N9biRkZHo2bMn1NXVkZSUhBcvXsDU1BQrVqzAy5cv4eXlxWq84uJinDhxAqGhoeDxeHBwcICLiwsUFBRYjQNUdZb4lA83LWLb8uXLsW3bNpSUlAAA5OTksGjRIqxbt471WO3atcP69evRp08fDB06lD8DvnPnTpw5cwbx8fGsxps7dy4CAgKwfft29O3bF5GRkTA1NcXFixexatUqhIWFsRpPEnJzc3H37l3+Is1nz57B1tYW3bt3h4eHB+vx1NXVERoaKrb/sxITE9G0aVN+W9cP273269dPaME9adgoCSeEiM2MGTOwbt26Btcdxd/fH87OzmK9td+rVy84ODjgzz//FHjz8uDBA4wbNw5JSUliG0tjU1RUhOfPn4PH48HS0lJkfdCPHTuG8vJyuLq6IiwsDH369EF2djZkZWVx5MgRjB49mtV4RkZGOHXqFDp27CjwmomLi4ODgwPy8/NZjSdJOTk58PPzg4+PD44fP17ruoa6mjRpEmxsbLBgwQLWr10TKSmpGtefZGdnQ1dXl9b1NDKNp1iMkO9YZGTkF5/Ldls0APjnn3+grKyMkSNHChw/ffo0ioqK+DObe/bsYT22OHTt2hWVlZU4e/YsoqKiwOFw0Lp1awwZMoT1+uxqjx49wr59+4SON23aFGlpaazHi4mJgZ+fHzIyMvitEauJcrvz4uJilJeXCxxjezv3jykqKsLR0VGkMQDAxcWF/+82bdogKSkJ0dHRaN68uUjeiGZmZtZ4t6awsFBsbSBF6fz58/Dz84Ofnx+ePXsGLS0tdO7cGdu2bUP37t1FEtPc3Bzr1q3DgwcP0LZtW6G+5Gy3faxtXvTdu3eQl5dnNRaRPErCCWkE7O3tweFwPrtwRxRbZQOAh4dHjRu66OrqYtq0aSItLxCHuLg4DBgwAK9evYKFhQUYhkFMTAwMDQ1x5coVmJmZsR5TXl6+xpnLFy9eQEdHh9VYBw4cwIwZM6CtrQ19fX2BhI3D4bCehBcWFmLp0qXw9vZGdna20OOimu0rLCyEh4cHf5Ogj99sJCQksBrPz88P3bp143+uqKgIBwcHVmN8qF27drhy5QrmzJkDAPyf44EDB9CpUyeRxRWXX375BV26dMHUqVPRrVs3WFtbizzmwYMHoa6ujsePH+Px48cCj3E4HNaS8OqZ9urftw93Bq2srERwcDDs7e1ZiUXqD0rCCWkEJN2a7OXLlzAxMRE6bmRkhOTkZAmMiF3u7u4wNTVFYGAgv64+OzsbP//8M9zd3XHlyhXWYw4ZMgRr167lt0HjcDhITk7mb2XPpvXr1+OPP/7A0qVLWb1ubZYsWYI7d+7gf//7HyZMmIC///4br1+/xr59+0RS11ttypQp8Pf3x/jx48WySVDfvn3RtGlTTJo0CRMnToShoaFI423cuBF9+/bF8+fPUVFRgR07duDZs2cIDAyEv7+/SGOLQ0ZGxhed5+HhgenTp0NdXb3OMT/8v7V6kkMUr5vqen2GYfDkyRN+TThQtVOonZ0dFi1axHpcImESWxJKCBGpZ8+eMdeuXWN8fHz4HxcvXhRJLENDQ8bHx0fo+IULF5imTZuKJKY4KSoqMpGRkULHw8PDGSUlJZHEzMvLY5ydnRl1dXVGSkqKMTQ0ZGRkZJguXbrwNxFii4qKilg7QBgaGjJ37tzhx67eiMjLy4vp16+fyOKqqanxO5SIQ3Z2NrNjxw6mTZs2jJSUFNO7d2/m1KlTTGlpqchiRkZGMhMmTGCsrKyY1q1bMy4uLjW+dhsztl/PBw8eZKysrBhZWVlGVlaWsbKyYg4cOMDa9T/k6urK5OXlieTapP6hmXBCGpmEhAQMGzYMT548EShRqZ69EcWt/jFjxsDd3R0qKir8ntn+/v6YO3cuxowZw3o8cZOTk6txA6R3794JzFixSVVVFffv38ft27cFOpb06tWL9VgjR47EzZs3MX36dNavXZOcnBz+nRNVVVXk5OQAAH744QfMmDFDZHE1NDTE2iFIU1MT7u7ucHd3R3h4OA4fPoxZs2ZhxowZcHFxgZubG+zs7FiNaWNj89nuM40dw2K/iRUrVmDbtm2YM2cOv6QnMDAQ8+fPR1JSEtavX89aLKBqfQ35flB3FEIamUGDBkFKSgoHDhyAqakpgoODkZOTg4ULF2Lz5s3o3Lkz6zHLysowfvx4nD59mt9BhMfjYcKECdi7d6/IElVxmTBhAkJDQ3Ho0CG0b98eABAcHIypU6eibdu2OHLkiGQH+A127tzJ/3dhYSG2bt2KAQMGwMbGBjIyMgLnsr34zNbWFrt27ULXrl3Ru3dv2NraYvPmzdi5cyf+/PNPvHr1itV41Y4ePQofHx94enoK1NyKy5s3b7B//354eHhAWloaJSUl6NSpE/bu3QsrK6s6X586a1RhsxWqtrY2du3ahbFjxwocP3HiBObMmYOsrKw6xyDfL0rCCWlktLW1cfv2bdja2kJNTQ0PHz6EhYUFbt++jYULF4q0V3BMTAy/N7mNjQ2MjIxEFkuccnNzMXHiRFy6dImfoFZUVGDw4ME4cuSISPqEA4Cvr2+tiwgPHz5cp2vXVMNfEw6Hw/qCxW3btkFKSgru7u64c+cOBgwYgMrKSlRUVGDr1q2YO3cua7HatGkjUMMbFxcHhmFgbGws9GYjNDSUtbjVysvL4ePjg8OHD+PWrVtwdHSEm5sbxo4di5ycHCxduhTh4eF4/vx5nWNxuVykpaUJJeFv3ryBmZkZiouL6xyjIWAzCdfQ0MDDhw+F+nPHxMSgffv2yM3NrXMM8v2ichRCGpnKykp+32NtbW28efMGFhYWMDIywosXL0Qau2XLlmjZsqVIY0iCuro6fHx8EBcXh6ioKP7W1ebm5iKLuWbNGqxduxaOjo4iWUQoycW88+fP5/+7e/fuiI6ORkhICMzMzFgvzxg6dCir1/sac+bMwYkTJwAAP//8M/7880+Bjh5KSkrw8PCAsbFxneJU39XgcDg4ePCgQN/zyspK3L17F61atapTjO/Vzz//jD179mDr1q0Cx/fv3y/QgpKQb0Ez4YQ0Mp07d8bChQsxdOhQjBs3Dm/fvsXvv/+O/fv34/Hjx3j69CkrcRYsWIB169ZBSUnpsxtZfPwHrLFSVVVFeHg4KzNwBgYG+PPPPzF+/HgWRvblPl5DIApJSUl1Tjwbgp49e2LKlCkYMWJErSVZFRUVCAgIQNeuXb85TvVdjZcvX6JZs2YCvetlZWVhbGyMtWvXokOHDt8coyFhcyZ8zpw58PLygqGhITp27AgACAoKQkpKCiZMmCBwN+V7+X+OsIdmwglpZH7//XcUFhYCqGo9N3DgQHTu3BlaWlo4deoUa3HCwsL4m6x8qsSlMWwS8qXYnNMoKyuDk5MTa9f7nEOHDmHbtm2IjY0FALRo0QLz5s3DlClTWI9lamoKJycnjB8/HiNHjhTrYkkACAkJEdh0qW3btiKJ4+vr+9lzpKWl65SAA+/vanTv3h3nzp2DhoZGna7X0HXu3BkKCgqsXOvp06f83u7x8fEAAB0dHejo6AhMaHxP/88R9tBMOCHfgZycHGhoaNAfChFjcwZu6dKlUFZWxooVK1gY2afV1gFi9+7dmDt3LusdIEJDQ3HixAmcPHkSmZmZ6NOnD37++WcMHjwYcnJyrMb60KtXrzB27FgEBATwe0jn5ubCyckJJ06cYL2P98aNG6Gnp4fJkycLHD98+DAyMzPF1pe9Iatpw6raiHqnVULYRkk4IYSwhM0kfO7cufDy8oKtrS1sbW2FFhGyeetbUh0gGIaBn58fjh8/jrNnz6KyshIjRoyo86LT2vTu3Rv5+fnw9PSEhYUFgKodSCdPngwlJSXcvHmT1XjGxsY4fvy40B2N4OBgjBkzhvW6/MrKShw5cqTWxby3b99mNZ44cLncL548+F66v5DGg5JwQsg3GT58+Befe+7cORGOpP5gMwnv3r17rY9xOBxWE6r60AEiNDQUbm5uiIyMFFkypaCggAcPHqBNmzZCsZ2dnVnvHiIvL4+oqCihTjQJCQmwtLRESUkJq/Fmz56NI0eOYMCAATUu5t22bRur8cThw50+k5KSsGzZMri6ugrcsfH09MTGjRsxceJESQ2TkG9CNeGEkG8iqrZ8DRmb5T537txh7VqfI6kOECkpKThx4gSOHz+OJ0+eoFOnTti9e7fI4jVv3py/juFDFRUVaNq0KevxDA0NERAQIJSEBwQEoEmTJqzHO3nyJLy9vdG/f3/Wry0pH9bLr127Flu3bhW4YzN48GDY2Nhg//79lISTBoeScELIN6Gd3YQ15BuLhw4dws2bN2vsAPFh9xs2ymD279+PY8eOISAgABYWFnBxccGFCxdE3jHlzz//xJw5c/D333+jbdu24HA4CAkJwdy5c7F582bW402ZMgXz5s1DeXk5evToAaBqseaSJUuwcOFC1uPJysqKtG2mpAUGBmLv3r1Cxx0dHUWygJgQUaNyFEII+Qw/Pz9069bts+fdv38f7dq1Y2Vx4bBhw2qcWedwOJCXl4e5uTnGjRvHr22ui0+Vvnwcm40yGENDQ4wZMwYuLi6wt7ev8/W+lIaGBoqKilBRUcHf2bX630pKSgLn5uTk1DkewzBYtmwZdu7cibKyMgBVJSpLly7FypUr63z9j23ZsgUJCQnYvXt3o1yEbWFhgYEDB2LLli0CxxcuXIjLly+LfB8EQthGSTghhBVnzpyBt7c3kpOT+QlHNVHsRChO8vLyaNq0KSZNmoSJEyey3kWjJq6urrhw4QLU1dXRtm1bMAyDsLAw5Obmonfv3oiIiEBSUhJ8fX3h7Ows8vEAVd1FmjRpAi6XW6frMAwjkSTR09Pzi89ls7Th3bt3iIqKgoKCAlq0aCGyDjDDhg3DnTt3oKmpCSsrK6HFvA19bcbVq1cxYsQImJmZCdyxiY+Px9mzZxtVGQ75PlASTgips507d2L58uWYOHEiDhw4gEmTJiE+Ph6PHj3CrFmz8Mcff0h6iHWSk5ODo0eP4siRI4iMjETPnj3h5uaGoUOH1roJS10tW7YM+fn52L17Nz/p5fF4mDt3LlRUVPDHH39g+vTpePbsGe7fvy+SMXyMzc2IAKCoqKjGN222trasXP9beXh4YPr06fw2hmx49eoVOByOSGrPq02aNOmTjzeGErKUlBTs2bMH0dHR/J1rp0+fLpY3xoSwjZJwQkidtWrVCqtWrcLYsWMFOoSsXLkSOTk5Il1sJ27h4eE4fPgwTpw4AR6PBxcXF7i5ubG+3bqOjg4CAgLQsmVLgeMxMTFwcnJCVlYWnjx5gs6dO4ulewnAXveXzMxMuLq64vr16zU+LulWc2y92eDxeFi/fj22bNmCd+/eAaj6Hi5cuBDLly+v8x0FQkjDRv8DEELqLDk5md8LWUFBAQUFBQCA8ePH48SJE5IcGuvs7e2xbNkyzJo1C4WFhTh8+DDatm2Lzp0749mzZ6zFqaioQHR0tNDx6OhofpIqLy/fIGt/582bh9zcXAQFBUFBQQHXr1+Hp6cnWrRogYsXL0p6eKwtsF2+fDl2794NDw8PhIWFITQ0FBs2bMCuXbvEsglTY3Tv3j38/PPPcHJywuvXrwEA//77r9juBhHCJuqOQgipM319fWRnZ8PIyAhGRkYICgqCnZ0dEhMTG3THkA+Vl5fDx8cHhw8fxq1bt+Do6Ijdu3dj7NixyMnJwdKlSzFy5Eg8f/6clXjjx4+Hm5sbfvvtN7Rr1w4cDgcPHz7Ehg0bMGHCBABVPZStrKxYiSdOt2/fho+PD9q1awculwsjIyP8+OOPUFVVxcaNGzFgwABJD5EVnp6eOHjwIAYPHsw/Zmdnh6ZNm2LmzJmslGk5ODjA19cXGhoaaNOmzSfflDX0tRlnz57F+PHj4eLigtDQUJSWlgIACgoKsGHDBly9elXCIyTk61ASTgipsx49euDSpUtwcHCAm5sb5s+fjzNnziAkJOSrNvWpr+bMmcOf0f/555/x559/wtramv+4kpISPDw8WG2xt23bNujp6eHPP/9Eeno6AEBPTw/z58/nb3feu3dv9O3bl7WY4lJYWAhdXV0AgKamJjIzM9GyZUvY2Ng0+ETxQzk5OWjVqpXQ8VatWrHSfQUAhgwZwl/oOXToUFauWV+tX78ee/fuxYQJE3Dy5En+cScnJ6xdu1aCIyPk21BNOCGkzng8Hng8Hr/t2+nTp3Hv3j2Ym5tjxowZQl0aGpqePXtiypQpGDFiRK0LMSsqKhAQECCwuQhb8vPzAVTVKksSW7XS7dq1w/r169GnTx8MHTqUPwO+c+dOnDlzBvHx8SyN+NuwVfveoUMHdOjQATt37hQ4PmfOHDx69AhBQUF1uv63OnHiBAYPHizUlrG+U1RUxPPnz2FsbCzwMxLVDqSEiBrNhBNC6ozL5aKsrAyhoaHIyMiAnJwcevXqBQC4fv06Bg0aJOER1s2qVavg5OTEf5NRraKiAg8ePECXLl0gLS0tkgQckHzyXY2tOZt58+YhNTUVQNX3tk+fPjh27BhkZWVx5MgRVmLUB3/++ScGDBiA//77D506dQKHw8GDBw+QkpIi0dKJX375BR06dGCty424GBgYIC4uTuiO0/379xvccyEEoCScEMKC69evY/z48cjOzhZ6jMPhSLzbRV11794dqamp/BKKanl5eejevbvInl99673+/PlzVrZbd3Fx4f+7TZs2SEpKQnR0NJo3bw5tbe06X7+uOnfuDAUFhTpfp2vXroiJicHff//Nb6k3fPhwzJw5UyTb1n+phnoD/JdffsHcuXNx+PBhcDgcvHnzBoGBgVi0aJFINj8iRNSoHIUQUmfm5ubo06cPVq5cCT09PUkPh3VcLhfp6enQ0dEROB4TEwNHR0d+uQibRN17/Wtq9RvyJi9f87OpL3ccRI2tchtJWL58ObZt28YvPZGTk8OiRYuwbt06CY+MkK9HSTghpM5UVVURFhYGMzMzSQ+FVdWJqo+PD/r27Suw02FlZSUiIyNhYWFRa7/ruhB17/XPbezyITY2eVmwYMEXn7t169Y6x6vG5XK/uI2jKO5o5Obm4uHDh8jIyACPxxN4rLrLjbg15CQcqNrk6fnz5+DxeLC0tISysrKkh0TIN6FyFEJInf3000/w8/NrdEm4mpoagKrb9yoqKgIlCrKysujYsSOmTp0qktif6r3esWPHOifh4t498Z9//oG1tTWkpaXB4XBqLYlgu+/5nTt3+P9OSkrCsmXL4Orqik6dOgEAAgMD4enpiY0bN7IaFwAuXboEFxcXFBYWQkVFReC5cTgciSXhDdXkyZOxY8cOqKiowNHRkX+8sLAQc+bMweHDhyU4OkK+Hs2EE0LqrKioCCNHjoSOjg5sbGyEuqG4u7tLaGTsWLNmDRYtWiTWbhKmpqY4c+YMHBwc0K5dO0yZMgW//PILbt68iTFjxrDW4k5cuFwu0tLSoKurC1NTUzx69AhaWlpiHUN1l5uxY8cKHD9+/Dj2798PPz8/VuO1bNkS/fv3x4YNG6CoqMjqteuioc6ES0lJ1bg2IysrC/r6+qioqJDQyAj5NjQTTgips+PHj+PGjRtQUFCAn5+f0IxfQ0/CV61aJfaY4u69LupFoBoaGkhMTISuri6SkpKESjPEITAwEHv37hU67ujoiClTprAe7/Xr13B3dxdLAl5ZWYn79+/D1tYWGhoanzzXyMioQbUNzc/PB8MwYBgGBQUFkJeX5z9WWVmJq1evCiXmhDQElIQTQurs999/x9q1a7Fs2TJwuVxJD4cVkt6JcP/+/fxEdfr06dDS0sK9e/cwaNAgzJgxg9VYHy4C9fHxEVoEyoYRI0agS5cuaNKkCTgcDhwdHSElJVXjuQkJCazE/JihoSH27t2LLVu2CBzft28fDA0NWY/Xp08fhISEiGXGWUpKCn369EFUVNRnk/CnT5+KfDxsUldXB4fDAYfDQcuWLYUe53A4WLNmjQRGRkjdUBJOCKmzsrIyjB49utEk4IDkdyIUZ+/1//3vf9i/fz/Gjh0LT09PLFmyRGARKBv279+P4cOHIy4uDu7u7pg6dSpUVFRYufaX2rZtG0aMGIEbN26gY8eOAICgoCDEx8fj7NmzrMS4ePEi/98DBgzA4sWL8fz58xrLtD7czp4NNjY2SEhIgImJCavXlbQ7d+6AYRj06NEDZ8+ehaamJv8xWVlZGBkZSbTlIyHfimrCCSF1Nn/+fOjo6OC3336T9FAaDXH2XldUVERUVBSMjIygq6uLW7duwc7ODrGxsejYsWONY6iLSZMmYefOnWJPwgEgJSUFe/bs4ffttrS0xPTp01mbCf/SN6Ki6J9/8+ZNLF26FOvWrUPbtm2F1jA09BaML1++RPPmzVlfvEuIpFASTgipM3d3d3h5ecHOzg62trZCM35stpyTpLKyshpbzTVv3pz1WOLsvd7YFoF+rz58A/BhosowTKPYNOvu3buffLxLly5iGgkh7KByFEJInT158gRt2rQBIFxv2hhmrWJiYuDm5oYHDx4IHBdlcpORkYEFCxaIZfMjcS8CFafIyEhYW1uDy+UiMjLyk+fa2tqyGtvLywujR48W6C8PVL2ZO3nyJOstCj9sx9gYdevWTejYh/+/NPQ3GeT7QzPhhBDyGc7OzpCWlsayZctgYGAg9MbCzs6O9ZiTJ0+Gs7Mz3NzcWL/2x3g8Hng8HqSlq+ZlvL29cf/+fZibm2P69OmQlZUV+RhE5cPWiNUb99T0Z08Ub6Zqa6mXnZ0NXV1dShq/Ul5ensDn5eXlCAsLw4oVK/DHH3+gZ8+eEhoZId+GknBCCPkMJSUlPH78GK1atRJbTHH2Xk9OToahoaHQmwuGYZCSkiKSchtx+bCO+OXLl58818jIiNXYXC4X6enp0NHRETgeERGB7t27i6TMJzc3F4cOHUJUVBQ4HA4sLS0xefJk/sZTjdHdu3cxf/58PH78WNJDIeSrUBJOCCGf0a5dO2zbtg0//PCD2GIePHgQ06dPh4KCArS0tIR6r7PZxo9mbNlV3dIyIiICVlZW/DsMQFXJRGJiIvr27Qtvb29W44aEhKBPnz5QUFBA+/btwTAMQkJCUFxcjJs3b8LBwYHVePVFVFQU2rVrh3fv3kl6KIR8FUrCCSHkM27fvo3ff/8dGzZsqHFWWhRdJ/T19eHu7i6W3uu1zdi+fPkSlpaWKCwsFGl8cYqPj8f27dv5M8WtW7fG3LlzYWZmxlqM6p7Va9aswcKFC6GsrMx/TFZWFsbGxhgxYgTrZT6dO3eGubk5Dhw4wE/8KyoqMGXKFCQkJHx2YWN993FNP8MwSE1NhYeHB8rLyxEQECChkRHybSgJJ4SQz6hOgmsq1xDVwkxNTU08evSI1eTwYwsWLAAA7NixA1OnThXY2bGyshLBwcGQkpJqNMnNjRs3MHjwYNjb28PZ2RkMw+DBgweIiIjApUuX8OOPP7Iaz9PTE6NHjxbY4VGUFBQUEBYWJlQ29fz5czg6OqKoqEgs4xCV2mr6O3bsiMOHD4u1XIwQNlB3FEII+QxJdJ2YOHEiTp06JdLe62FhYQCq3kw8efJEYGZWVlYWdnZ2WLRokcjii9uyZcswf/58eHh4CB1funQp60n4xIkTAYivtaWqqiqSk5OFktGUlBSJ9GRnW2JiosDnXC4XOjo6YnuTQwjbaCacEELqIXH2Xp80aRJ27NjR4Ddz+Rx5eXk8efIELVq0EDgeExMDW1tblJSUsBovNjYWkydPFltrS3d3d5w/fx6bN2+Gk5MTOBwO7t+/j8WLF2PEiBHYvn07q/EIIXVDM+GEEFIDSfaXBsTbe/2ff/7h//vVq1fgcDho2rQpqzHqAx0dHYSHhwsl4eHh4UKLUtng6uoKaWlpXL58ucbWlmzbvHkzOBwOJkyYgIqKCgCAjIwMZsyYITT731Ds3Lnzi89ls2MQIeJAM+GEEFIDSfaXFjcej4f169djy5Yt/A4TKioqWLhwIZYvXy7yhaHisnbtWmzbtg3Lli0TmCnetGkTFi5ciN9//53VeJJobQlUtbeMj48HwzAwNzcXqPVvaExMTL7oPLY7BhEiDjQTTgghNUhMTOR3C/m4FrWxWb58OQ4dOgQPDw/+gsWAgACsXr0aJSUl+OOPPyQ9RFasWLECKioq2LJlC3799VcAQJMmTbB69WqRzKJaWloiKyuL9et+jqKiImxsbMQeVxQa++8e+b7RTDghhHznmjRpgr1792Lw4MECx318fDBz5ky8fv1aQiMTnYKCAgAQ6YJFcbS2HD58+Befe+7cuTrHI4Swh2bCCSGkBhcvXvzicz9OXhuanJycGksmWrVqJZJdHesDcXQL6dWrFwAIbafO5sLMxrwTJlDVRnPdunVQUlLit9SsDZuLlQkRB0rCCSGkBkOHDv2i8xpDTbidnR12794ttAhu9+7dsLOzk9Co2Jeeno5FixbB19cXGRkZQjX+bP8cxdHa8sNFtY1RWFgYysvL+f+ujagXvRIiClSOQggh3zl/f38MGDAAzZs3R6dOncDhcPDgwQOkpKTg6tWr6Ny5s6SHyIp+/fohOTkZs2fPrrFbyZAhQyQ0MnZlZmbixYsX4HA4aNmypdBOqISQ+oGScEII+c4lJydDWloaf//9N6Kjo8EwDCwtLTFz5kxUVFSwvqmMpKioqODevXuwt7cXa9yioiIkJyejrKxM4DjbrS0LCwsxZ84ceHl58TcGkpKSwoQJE7Br164G3SWFkMaIknBCCPkChYWF8Pf3rzGZauj9iaWkpJCamirUKzs7Oxu6uroNvtymmqWlJY4dO8bvvy5qmZmZmDRpEq5du1bj42x/X3/55Rf8999/2L17N5ydnQEA9+/fh7u7O3788Ufs2bOH1XjiQAtPSWNGNeGEEPIZYWFh6N+/P4qKilBYWAhNTU1kZWVBUVERurq6DT4Jr20u5t27d41qS/Dt27dj2bJl2LdvH4yNjUUeb968eXj79i2CgoLQvXt3nD9/Hunp6fye7Gw7e/Yszpw5g27duvGP9e/fHwoKChg1alSDTMI/XHjKMAzOnz8PNTU1ODo6AgAeP36M3Nzcr0rWCakvKAknhJDPmD9/PgYNGoQ9e/ZAXV0dQUFBkJGRwc8//4y5c+dKenjfrLrbBIfDwcqVKwXKFSorKxEcHCz20g1RGj16NIqKimBmZgZFRUWhloFsd4K5ffs2fHx80K5dO3C5XBgZGeHHH3+EqqoqNm7ciAEDBrAar6ioCHp6ekLHdXV1UVRUxGoscflw4enSpUsxatQo7N27F1JSUgCqXqczZ85kpd0jIeJG5SiEEPIZ6urqCA4OhoWFBdTV1REYGIjWrVsjODgYEydORHR0tKSH+E26d+8OoGphZqdOnSArK8t/TFZWFsbGxli0aJHQNu8Nlaen5ycfnzhxIqvxVFVVERkZCWNjYxgbG+PYsWNwdnZGYmIirKysWE+Me/bsCS0tLXh5efHvYBQXF2PixInIycnBf//9x2o8cdPR0cH9+/dhYWEhcPzFixdwcnJCdna2hEZGyLehmXBCCPkMGRkZficNPT09JCcno3Xr1lBTU0NycrKER/ftqlvoTZo0CTt27Gj0s4lsJ9mfY2FhgRcvXsDY2Bj29vb8Mpi9e/fCwMCA9Xjbt29Hv3790KxZM9jZ2YHD4SA8PBxycnK4efMm6/HEraKiAlFRUUJJeFRUFH8hKiENCSXhhBDyGW3atEFISAhatmyJ7t27Y+XKlcjKysK///7bKLYHb+y9pmtSXFzM7z9dje03IfPmzUNqaioAYNWqVejTpw+OHTsGWVlZHDlyhNVYAGBjY4PY2FgcPXqU3+VmzJgxcHFxgYKCAuvxxG3SpEmYPHky4uLi0LFjRwBAUFAQPDw8MGnSJAmPjpCvR+UohBDyGSEhISgoKED37t2RmZmJiRMn4v79+zA3N8fhw4cbVd10Y1ZYWIilS5fC29u7xtIFUXeBKSoqQnR0NJo3bw5tbW3Wr79x40bo6elh8uTJAscPHz6MzMxMLF26lPWY4sTj8bB582bs2LGD/+bGwMAAc+fOxcKFC/l14oQ0FJSEE0II+S7MmjULd+7cwdq1azFhwgT8/fffeP36Nfbt2wcPDw+4uLiILHb1n1pR7uxobGyM48ePw8nJSeB4cHAwxowZg8TERJHFFrf8/HwANd+9CAgIgKOjI+Tk5MQ9LEK+ClfSAyCEkPouMTERsbGxQsdjY2ORlJQk/gGRb3Lp0iX873//w08//QRpaWl07twZv//+OzZs2IBjx46JJKaXlxdsbGygoKAABQUF2Nra4t9//xVJrLS0tBprzXV0dPgzx42FqqpqreVD/fr1w+vXr8U8IkK+HiXhhBDyGa6urnjw4IHQ8eDgYLi6uop/QOSb5OTkwMTEBEBVElfdkvCHH37A3bt3WY+3detWzJgxA/3794e3tzdOnTqFvn37Yvr06di2bRvr8QwNDREQECB0PCAgAE2aNGE9Xn1FN/hJQ0ELMwkh5DPCwsL4OxB+qGPHjpg9e7YERkS+hampKZKSkmBkZARLS0t4e3ujffv2uHTpEtTV1VmPt2vXLuzZswcTJkzgHxsyZAisrKywevVqzJ8/n9V4U6ZMwbx581BeXo4ePXoAAHx9fbFkyRIsXLiQ1ViEkLqjJJwQQj6Dw+GgoKBA6HheXl6j2dL9ezBp0iRERESga9eu+PXXXzFgwADs2rULFRUV2Lp1K+vxUlNTheqzAcDJyUkk5SFLlixBTk4OZs6cibKyMgCAvLw8li5dil9//ZX1eISQuqGFmYQQ8hkDBw6EoqIiTpw4IbBT3+jRo1FYWIhr165JeITkWyQnJyMkJARmZmaws7Nj/frW1tYYN24cfvvtN4Hj69evx6lTp/DkyRPWYwLAu3fvEBUVBQUFBbRo0eK7W6CooqKCiIgImJqaSnoohHwSJeGEEPIZz58/R5cuXaCuro7OnTsDAO7du4f8/Hzcvn0b1tbWEh4h+RJJSUkwNjYWW7yzZ89i9OjR6NWrF5ydncHhcHD//n34+vrC29sbw4YNE9tYvieqqqoIDw+nJJzUe7QwkxBCPsPS0hKRkZEYNWoUMjIyUFBQgAkTJiA6OpoS8AbE1NQUP/zwA/bt28dflClKI0aMwMOHD6GtrY0LFy7g3Llz0NbWxsOHDykB/0IXL14U2lTpc2hukTQUNBNOCCHkuxAaGooTJ07g5MmTyMzMRJ8+ffDzzz9j8ODBrJdslJeXY9q0aVixYgXNyNaBlJQU0tLSoKOjAykpKaSmpkJXV1fSwyKEFZSEE0JIDSIjI7/4XFtbWxGOhLCNYRj4+fnh+PHjOHv2LCorKzFixAgcPnyY1Tjq6uoIDQ2lJLwO9PX1ceDAAQwaNAhcLhfp6enQ0dGR9LAIYQUl4YQQUgMulwsOh/PZW9scDoc6pDRgoaGhcHNzQ2RkJOs/x0mTJsHGxgYLFixg9brfk9WrV2Pt2rVftNMo/R6ShoZaFBJCSA0a0xbfRFBKSgpOnDiB48eP48mTJ+jUqRN2797Nehxzc3OsW7cODx48QNu2baGkpCTwuLu7O+sxG5vVq1djzJgxiIuLw+DBg/HPP/+IpKc7IZJAM+GEEPKFnj9/juTkZH4PZqBqJnzQoEESHBX5Uvv378exY8cQEBAACwsLuLi4YNy4cSLrmFK9O2dNOBwOEhISRBK3sVqzZg0WL14MRUVFSQ+FEFZQEk4IIZ+RkJCAYcOG4cmTJwIlKtW3yOk2eMNgaGiIMWPGwMXFBfb29mKN/fFrhny7zMxMvHjxAhwOBy1btqQacdJgUYtCQgj5jLlz58LExATp6elQVFTE06dPcffuXTg6OsLPz0/SwyNfKDk5GX/99ZdYE/BDhw7B2toa8vLykJeXh7W1NQ4ePCi2+I1JUVERJk+ejCZNmqBLly7o3LkzmjRpAjc3NxQVFUl6eIR8NaoJJ4SQzwgMDMTt27eho6MDLpcLKSkp/PDDD9i4cSPc3d0RFhYm6SGSL1A9C11UVCRUVgSw3+VmxYoV2LZtG+bMmYNOnToBqHotzZ8/H0lJSVi/fj2r8Rq7+fPnw9/fHxcvXoSzszMA4P79+3B3d8fChQuxZ88eCY+QkK9D5SiEEPIZGhoaePz4MUxNTWFmZoaDBw+ie/fuiI+Ph42NDc3CNRCZmZlwdXXF9evXa3yc7bIibW1t7Nq1C2PHjhU4fuLECcyZMwdZWVmsxmvstLW1cebMGXTr1k3g+J07dzBq1ChkZmZKZmCEfCMqRyGEkM+wtrbm9w3v0KED/vzzTwQEBGDt2rXUA7oBmTdvHnJzcxEUFAQFBQVcv34dnp6eaNGiBS5evMh6vMrKSjg6Ogodb9u2LSoqKliP19gVFRVBT09P6Liuri69ESYNEs2EE0LIZ9y4cQOFhYUYPnw4EhISMHDgQERHR0NLSwunTp1Cjx49JD1E8gUMDAzg4+OD9u3bQ1VVFSEhIWjZsiUuXryIP//8E/fv32c13pw5cyAjI4OtW7cKHF+0aBGKi4vx999/sxqvsevZsye0tLTg5eUFeXl5AEBxcTEmTpyInJwc/PfffxIeISFfh5JwQgj5Bjk5OdDQ0KBuFw2IqqoqIiMjYWxsDGNjYxw7dgzOzs5ITEyElZUV67Opc+bMgZeXFwwNDdGxY0cAQFBQEFJSUjBhwgTIyMjwz/04USfCnj59ir59+6KkpAR2dnbgcDgIDw+HvLw8bty4ASsrK0kPkZCvQgszCSHkG2hqakp6COQrWVhY4MWLFzA2Noa9vT327dsHY2Nj7N27FwYGBqzHe/r0KRwcHAAA8fHxAAAdHR3o6Ojg6dOn/PPojdyXsba2RmxsLI4ePYro6GgwDMNvOamgoCDp4RHy1WgmnBBCyHfh2LFjKC8vh6urK8LCwtCnTx9kZ2dDVlYWR44cwejRoyU9RMKCAQMG4ODBgyJ5Y0UImygJJ4QQ8l0qKipCdHQ0mjdvDm1tbUkPh7BERUUFERERtGia1HtUjkIIIeS7pKioyC8XIYQQcaMknBBCSKO1YMGCLz6XFkcSQsSJknBCCCGN1pfuZkqLIwkh4kZJOCGEkEZrx44dsLKygpSUlKSHQgghAmjHTEIIIY1WmzZtkJOTAwAwNTVFdna2hEdECCFVKAknhBDSaKmrqyMhIQEAkJSUBB6PJ+EREVH77bffqI8/aRCoRSEhhJBGa9q0afDy8oKBgQGSk5PRrFmzWktTqpN1Uv+Fh4cjNjYWBgYGcHZ2ppp+0iBRTTghhJBGa//+/Rg+fDji4uLg7u6OqVOnQkVFRdLDIl9h3Lhx2LdvH1RUVPDu3TuMGDECt27dgoyMDMrLy9G2bVvcunUL6urqkh4qIV+FZsIJIYR8FyZNmoSdO3dSEt7ASElJITU1Fbq6uli8eDHOnj2LM2fOwMHBAU+fPsWoUaPQt29fajFJGhxKwgkhhBBSb3G5XKSlpUFXVxfW1tZYuXIlRo0axX/86tWrmDdvHmJiYiQ4SkK+HpWjEEII+S4UFhbCw8MDvr6+yMjIEFqkSTXh9Vd1zXd6ejqsra0FHrOyskJKSookhkVInVASTggh5LswZcoU+Pv7Y/z48TAwMKDFfA3IihUroKioyJ8Vt7S05D+WlZUFZWVlCY6OkG9DSTghhJDvwrVr13DlyhU4OztLeijkK3Tp0gUvXrwAAFhaWiIxMVHg8atXr8LKykoSQyOkTqgmnBBCyHfBxMQEV69eRevWrSU9FMKihIQEyMrKolmzZpIeCiFfhZJwQggh34WjR4/Cx8cHnp6eUFRUlPRwCCHfOUrCCSGEfBfatGmD+Ph4MAwDY2NjyMjICDweGhoqoZGRukhPT8e+ffuwcuVKSQ+FkK9CSTghhJDvwpo1az75+KpVq8Q0EsKmiIgIODg4oLKyUtJDIeSrUBJOCCGEkHorMjLyk49HR0dj7NixlISTBoeScEIIId+Vx48fIyoqChwOB5aWlmjTpo2kh0Q+gcvlgsPhoKZ0pfo4h8OhJJw0ONSikBBCyHchIyMDY8aMgZ+fH9TV1cEwDPLy8tC9e3ecPHkSOjo6kh4iqYGWlhY2bdqEnj171vj4s2fPMGjQIDGPipC640p6AIQQQog4zJkzB/n5+Xj27BlycnLw9u1bPH36FPn5+XB3d5f08Egt2rZtizdv3sDIyKjGj6ZNm9Y4S05IfUcz4YQQQr4L169fx3///SfQJ9zS0hJ///03evfuLcGRkU/55ZdfUFhYWOvjzZs3xz///CPGERHCDkrCCSGEfBd4PJ5QW0IAkJGRAY/Hk8CIyJcYNmzYJx/X0NDAxIkTxTQaQthD5SiEEEK+Cz169MDcuXPx5s0b/rHXr19j/vz5tdYbE0KIqFASTggh5Luwe/duFBQUwNjYGGZmZjA3N4exsTEKCgqwc+dOSQ+PfEJUVBT++ecfREdHA6hqSzhjxgxMnjwZt2/flvDoCPk21KKQEELId+W///5DVFQUGIaBpaUlevXqJekhkU+4fv06hgwZAmVlZRQVFeH8+fOYMGEC7OzswDAM/P39cePGDfTo0UPSQyXkq1ASTggh5Lvh6+sLX19fZGRkCNWBHz58WEKjIp/i5OSEHj16YP369Th58iRmzpyJGTNm4I8//gAALF++HI8ePcLNmzclPFJCvg4l4YQQQr4La9aswdq1a+Ho6AgDAwNwOByBx8+fPy+hkZFPUVNTw+PHj2Fubg4ejwc5OTkEBwfDwcEBAPD06VP06tULaWlpEh4pIV+HuqMQQgj5LuzduxdHjhzB+PHjJT0U8o24XC7k5eWhrq7OP6aiooK8vDzJDYqQb0QLMwkhhHwXysrK4OTkJOlhkK9kbGyMuLg4/ueBgYFo3rw5//OUlBQYGBhIYmiE1Akl4YQQQr4LU6ZMwfHjxyU9DPKVZsyYgcrKSv7n1tbWkJZ+fyP/2rVrtCiTNEhUE04IIeS7MHfuXHh5ecHW1ha2trZCG/ds3bpVQiMjhHyPKAknhBDyXejevXutj3E4HOo3TQgRK0rCCSGEEFIvDR8+/IvPPXfunAhHQgj7qCacEEIIIfWSmpoa/0NVVRW+vr4ICQnhP/748WP4+vpCTU1NgqMk5NvQTDghhBBC6r2lS5ciJycHe/fuhZSUFACgsrISM2fOhKqqKv766y8Jj5CQr0NJOCGEEELqPR0dHdy/fx8WFhYCx1+8eAEnJydkZ2dLaGSEfBsqRyGEEEJIvVdRUYGoqCih41FRUeDxeBIYESF1QztmEkIIIaTemzRpEiZPnoy4uDh07NgRABAUFAQPDw9MmjRJwqMj5OtROQohhBBC6j0ej4fNmzdjx44dSE1NBQAYGBhg7ty5WLhwIb9OnJCGgpJwQgghhDQo+fn5AABVVVUJj4SQb0flKIQQQghpMDIzM/HixQtwOBxYWFhAW1tb0kMi5JvQwkxCCCGE1HuFhYWYPHkyDAwM0KVLF3Tu3BkGBgZwc3NDUVGRpIdHyFejJJwQQggh9d6CBQvg7++PS5cuITc3F7m5ufDx8YG/vz8WLlwo6eER8tWoJpwQQggh9Z62tjbOnDmDbt26CRy/c+cORo0ahczMTMkMjJBvRDPhhBBCCKn3ioqKoKenJ3RcV1eXylFIg0Qz4YQQQgip93r27AktLS14eXlBXl4eAFBcXIyJEyciJycH//33n4RHSMjXoSScEEIIIfXe06dP0bdvX5SUlMDOzg4cDgfh4eGQl5fHjRs3YGVlJekhEvJVKAknhBBCSINQXFyMo0ePIjo6GgzDwNLSEi4uLlBQUJD00Aj5apSEE0IIIaTe+u233zB06FC0b99e0kMhhFW0MJMQQggh9VZqaioGDhwIAwMDTJs2DVeuXEFpaamkh0VIndFMOCGEEELqNYZhcP/+fVy6dAkXL17E69ev8eOPP2Lw4MEYOHAg7ZpJGiRKwgkhhBDSoERFReHSpUvw8fFBSEgIOnTogMGDB2Ps2LFo2rSppIdHyBehJJwQQgghDVZmZiYuXryIixcvonPnzli0aJGkh0TIF6EknBBCCCGEEDGjhZmEEEIIqdcePXoEFxcXmJiYQEFBAYqKijAxMYGLiwtCQkIkPTxCvgnNhBNCCCGk3rpw4QJGjRqFnj17ok+fPtDT0wPDMMjIyMDNmzfh6+sLb29vDBkyRNJDJeSrUBJOCCGEkHrL2toaP//8M5YtW1bj45s2bYKXlxeePXsm5pERUjeUhBNCCCGk3pKXl0dkZCRatmxZ4+MvXryAnZ0dSkpKxDwyQuqGasIJIYQQUm+ZmZnhwoULtT7u4+MDU1NT8Q2IEJZIS3oAhBBCCCG1Wbt2LcaMGQN/f3/07t0benp64HA4SEtLw61bt3Dz5k2cPHlS0sMk5KtROQohhBBC6rXAwEDs2LEDgYGBSEtLAwDo6+ujU6dOmDt3Ljp16iThERLy9SgJJ4QQQgghRMyoJpwQQgghDU56ejp/VpyQhoiScEIIIYTUWzk5ORgxYgSMjIwwa9YsVFZWYsqUKTAwMEDTpk3h5OSE1NRUSQ+TkK9GSTghhBBC6q1FixYhJiYGixcvxrNnz/DTTz/h0aNHuHfvHu7fv4+Kiopae4gTUp9RTTghhBBC6q0mTZrgzJkzcHJyQnp6OgwMDHDjxg38+OOPAICAgACMHj0ar169kvBICfk6NBNOCCGEkHorLy8PTZs2BQDo6elBWloaBgYG/MebNGmC3NxcCY2OkG9HSTghhBBC6q0WLVrg8uXLAIBr165BXl4eN2/e5D9+48YNmJiYSGp4hHwz2qyHEEIIIfXW4sWLMXHiRGzfvh2vXr3C0aNH4e7ujuDgYHC5XJw7dw5bt26V9DAJ+WpUE04IIYSQeu3+/fsIDg6Gk5MTOnXqhOfPn8PDwwNFRUUYNGgQJk6cKOkhEvLVKAknhBBCCCFEzKgmnBBCCCGEEDGjJJwQQggh9dqVK1cwZcoULFmyBNHR0QKPvX37Fj169JDQyAj5dpSEE0IIIaTeOn78OIYMGYK0tDQEBgaiTZs2OHbsGP/xsrIy+Pv7S3CEhHwb6o5CCCGEkHpr8+bN2LZtG+bMmQMAOHPmDCZNmoSSkhK4ublJeHSEfDtKwgkhhBBSb8XExGDgwIH8z3/66Sdoa2tj8ODBKC8vx7BhwyQ4OkK+HSXhhBBCCKm3VFVVkZ6eLrAhT7du3XDp0iUMHDiQtqsnDRbVhBNCCCGk3mrfvj2uXbsmdLxr1664dOkStm/fLv5BEcICSsIJIYQQUm/Nnz8f8vLyNT7WrVs3XL58GRMmTBDzqAipO9qshxBCCCGEEDGjmnBCCCGE1Ev5+flffK6qqqoIR0II+2gmnBBCCCH1EpfLBYfD+aJzKysrRTwaQthFM+GEEEIIqZfu3LnD/3dSUhKWLVsGV1dXdOrUCQAQGBgIT09PbNy4UVJDJOSb0Uw4IYQQQuq9nj17YsqUKRg7dqzA8ePHj2P//v3w8/OTzMAI+UaUhBNCCCGk3lNUVERERARatGghcDwmJgb29vYoKiqS0MgI+TbUopAQQggh9Z6hoSH27t0rdHzfvn0wNDSUwIgIqRuqCSeEEEJIvbdt2zaMGDECN27cQMeOHQEAQUFBiI+Px9mzZyU8OkK+HpWjEEIIIaRBSElJwd69exEVFQWGYWBpaYnp06fTTDhpkGgmnBBCCCENgoqKCjQ1NaGpqQkOhwMtLS3qD04aLJoJJ4QQQki9FxISgj59+kBBQQHt27cHwzAICQlBcXExbt68CQcHB0kPkZCvQkk4IYQQQuq9zp07w9zcHAcOHIC0dNWN/IqKCkyZMgUJCQm4e/euhEdIyNehJJwQQggh9Z6CggLCwsLQqlUrgePPnz+Ho6MjtSgkDQ61KCSEEEJIvaeqqork5GSh4ykpKVBRUZHAiAipG0rCCSGEEFLvjR49Gm5ubjh16hRSUlLw6tUrnDx5ssZdNAlpCKg7CiGEEELqvc2bN4PD4WDChAmoqKgAAMjIyGDGjBnw8PCQ8OgI+XpUE04IIYSQBqOoqAjx8fFgGAbm5uZQVFSU9JAI+SaUhBNCCCGEECJmVBNOCCGEEEKImFESTgghhBBCiJhREk4IIYQQQoiYURJOCCGEEEKImFESTgghhBBCiJhREk4IIYQQQoiYURJOCCGEEEKImP0fvhy/g3gUCiMAAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot correlation matrix\n",
"corr_matrix = df.corr()\n",
"sns.heatmap(corr_matrix, annot=True, cmap='coolwarm')\n",
"plt.title('Correlation Matrix')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "8ee1e419-04d6-4da1-8123-ef477ece8271",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Confusion Matrix:\n",
"[[19 0 0]\n",
" [ 0 21 1]\n",
" [ 0 0 13]]\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/opt/homebrew/Caskroom/miniconda/base/envs/accelai/lib/python3.12/site-packages/sklearn/linear_model/_logistic.py:1256: FutureWarning: 'multi_class' was deprecated in version 1.5 and will be removed in 1.7. Use OneVsRestClassifier(LogisticRegression(..)) instead. Leave it to its default value to avoid this warning.\n",
" warnings.warn(\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Logistic Regression Model\n",
"X, y = wine.data, wine.target\n",
"\n",
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=101)\n",
"\n",
"model = LogisticRegression(multi_class='ovr', max_iter=10000)\n",
"model.fit(X_train, y_train)\n",
"\n",
"# Predict on test data\n",
"y_pred = model.predict(X_test)\n",
"\n",
"# Confusion matrix\n",
"conf_matrix = confusion_matrix(y_test, y_pred)\n",
"print(\"\\nConfusion Matrix:\")\n",
"print(conf_matrix)\n",
"\n",
"# Visualize confusion matrix\n",
"sns.heatmap(conf_matrix, annot=True, cmap='Blues', fmt='g')\n",
"plt.title('Confusion Matrix')\n",
"plt.ylabel('True Label')\n",
"plt.xlabel('Predicted Label')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "ece3f615-c10e-47d8-a05e-f43212accaf8",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Classification Report:\n",
" precision recall f1-score support\n",
"\n",
" 0 1.00 1.00 1.00 19\n",
" 1 1.00 0.95 0.98 22\n",
" 2 0.93 1.00 0.96 13\n",
"\n",
" accuracy 0.98 54\n",
" macro avg 0.98 0.98 0.98 54\n",
"weighted avg 0.98 0.98 0.98 54\n",
"\n"
]
}
],
"source": [
"# Classification report (includes precision, recall, and F1 score)\n",
"print(\"\\nClassification Report:\")\n",
"print(classification_report(y_test, y_pred))"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "e76c184e-c694-412e-8ddf-74873b8b7c2a",
"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": "3.12.5"
}
},
"nbformat": 4,
"nbformat_minor": 5
}