diff --git "a/Notebook/LP6.ipynb" "b/Notebook/LP6.ipynb" new file mode 100644--- /dev/null +++ "b/Notebook/LP6.ipynb" @@ -0,0 +1,7375 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# Data Processing\n", + "import pandas as pd\n", + "import numpy as np\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "import plotly.express as px\n", + "import os\n", + "\n", + "from sklearn.metrics import classification_report\n", + "from sklearn.model_selection import RepeatedStratifiedKFold, GridSearchCV\n", + "from sklearn.inspection import permutation_importance\n", + "from sklearn.impute import SimpleImputer\n", + "from sklearn.preprocessing import LabelEncoder, StandardScaler\n", + "from imblearn.over_sampling import SMOTE\n", + "import scipy.stats as stats\n", + "from scipy.stats import skew\n", + "\n", + "# Data Splitting and Models\n", + "from sklearn.model_selection import train_test_split, GridSearchCV\n", + "from sklearn.linear_model import LogisticRegression\n", + "from sklearn.ensemble import RandomForestClassifier\n", + "from sklearn.tree import DecisionTreeClassifier\n", + "from sklearn.ensemble import HistGradientBoostingClassifier\n", + "from sklearn.ensemble import AdaBoostClassifier\n", + "from sklearn.neighbors import KNeighborsClassifier\n", + "from sklearn.linear_model import SGDClassifier\n", + "\n", + "# Evaluation Metrics\n", + "from sklearn.metrics import f1_score, roc_curve, auc, roc_auc_score\n", + "\n", + "\n", + "# Saving Model\n", + "from joblib import dump\n", + "import pickle\n", + "\n", + "# Others\n", + "#import shap\n", + "from sklearn.metrics import confusion_matrix\n", + "from sklearn.feature_selection import RFE\n", + "\n", + "\n", + "# Set seaborn defaults and suppress warnings\n", + "sns.set()\n", + "#warnings.filterwarnings('ignore')" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv(r'C:\\Users\\user\\Documents\\AzubiAfrica\\LP6\\Sepsis-Classification-with-FastAPI\\Data\\Paitients_Files_Train.csv')\n", + "df_ts = pd.read_csv(r'C:\\Users\\user\\Documents\\AzubiAfrica\\LP6\\Sepsis-Classification-with-FastAPI\\Data\\Paitients_Files_Test.csv')\n", + "df_tr = df.copy()\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Dataset Overview" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### About this Data\n", + "- ID: number to represent patient ID\n", + "- PRG: Plasma glucose\n", + "- PL: Blood Work Result-1 (mu U/ml)\n", + "- PR: Blood Pressure (mm Hg)\n", + "- SK: Blood Work Result-2 (mm)\n", + "- TS: Blood Work Result-3 (mu U/ml)\n", + "- M11: Body mass index (weight in kg)/(height in m)^2\n", + "- BD2: Blood Work Result-4 (mu U/ml)\n", + "- Age: patients age (years)\n", + "- Insurance: If a patient holds a valid insurance card\n", + "- Sepsis: Positive: if a patient in ICU will develop a sepsis , and\n", + " Negative: otherwise" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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IDPRGPLPRSKTSM11BD2AgeInsuranceSepssis
0ICU20001061487235033.60.627500Positive
1ICU2000111856629026.60.351310Negative
2ICU2000128183640023.30.672321Positive
3ICU20001318966239428.10.167211Negative
4ICU2000140137403516843.12.288331Positive
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" + ], + "text/plain": [ + " ID PRG PL PR SK TS M11 BD2 Age Insurance Sepssis\n", + "0 ICU200010 6 148 72 35 0 33.6 0.627 50 0 Positive\n", + "1 ICU200011 1 85 66 29 0 26.6 0.351 31 0 Negative\n", + "2 ICU200012 8 183 64 0 0 23.3 0.672 32 1 Positive\n", + "3 ICU200013 1 89 66 23 94 28.1 0.167 21 1 Negative\n", + "4 ICU200014 0 137 40 35 168 43.1 2.288 33 1 Positive" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#First Five Rows of the train dataset\n", + "df_tr.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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IDPRGPLPRSKTSM11BD2AgeInsurance
0ICU2006091109381812023.10.407261
1ICU20061011088819027.10.400241
2ICU20061169600023.70.190281
3ICU20061211247436027.80.100301
4ICU2006137150782912635.20.692540
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" + ], + "text/plain": [ + " ID PRG PL PR SK TS M11 BD2 Age Insurance\n", + "0 ICU200609 1 109 38 18 120 23.1 0.407 26 1\n", + "1 ICU200610 1 108 88 19 0 27.1 0.400 24 1\n", + "2 ICU200611 6 96 0 0 0 23.7 0.190 28 1\n", + "3 ICU200612 1 124 74 36 0 27.8 0.100 30 1\n", + "4 ICU200613 7 150 78 29 126 35.2 0.692 54 0" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#First Five Rows of the test dataset\n", + "df_ts.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 599 entries, 0 to 598\n", + "Data columns (total 11 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 ID 599 non-null object \n", + " 1 PRG 599 non-null int64 \n", + " 2 PL 599 non-null int64 \n", + " 3 PR 599 non-null int64 \n", + " 4 SK 599 non-null int64 \n", + " 5 TS 599 non-null int64 \n", + " 6 M11 599 non-null float64\n", + " 7 BD2 599 non-null float64\n", + " 8 Age 599 non-null int64 \n", + " 9 Insurance 599 non-null int64 \n", + " 10 Sepssis 599 non-null object \n", + "dtypes: float64(2), int64(7), object(2)\n", + "memory usage: 51.6+ KB\n" + ] + } + ], + "source": [ + "#basic information about columns in Train Dataset\n", + "df_tr.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 169 entries, 0 to 168\n", + "Data columns (total 10 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 ID 169 non-null object \n", + " 1 PRG 169 non-null int64 \n", + " 2 PL 169 non-null int64 \n", + " 3 PR 169 non-null int64 \n", + " 4 SK 169 non-null int64 \n", + " 5 TS 169 non-null int64 \n", + " 6 M11 169 non-null float64\n", + " 7 BD2 169 non-null float64\n", + " 8 Age 169 non-null int64 \n", + " 9 Insurance 169 non-null int64 \n", + "dtypes: float64(2), int64(7), object(1)\n", + "memory usage: 13.3+ KB\n" + ] + } + ], + "source": [ + "#basic information about columns in Test Dataset\n", + "df_ts.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(599, 11)\n", + "Number of rows for Train data: 599\n", + "Number of columns for Train data: 11\n" + ] + } + ], + "source": [ + "#Check dimension of train dataset\n", + "print(df_tr.shape)\n", + "print(\"Number of rows for Train data:\", df_tr.shape[0])\n", + "print(\"Number of columns for Train data:\", df_tr.shape[1])" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(169, 10)\n", + "Number of rows for Test Data: 169\n", + "Number of columns for Test Data: 10\n" + ] + } + ], + "source": [ + "#Check dimension of test dataset\n", + "print(df_ts.shape)\n", + "print(\"Number of rows for Test Data:\", df_ts.shape[0])\n", + "print(\"Number of columns for Test Data:\", df_ts.shape[1])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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countmeanstdmin25%50%75%max
PRG599.03.8247083.3628390.0001.0003.0006.00017.00
PL599.0120.15358932.6823640.00099.000116.000140.000198.00
PR599.068.73288819.3356750.00064.00070.00080.000122.00
SK599.020.56260416.0176220.0000.00023.00032.00099.00
TS599.079.460768116.5761760.0000.00036.000123.500846.00
M11599.031.9200338.0082270.00027.10032.00036.55067.10
BD2599.00.4811870.3375520.0780.2480.3830.6472.42
Age599.033.29048411.82844621.00024.00029.00040.00081.00
Insurance599.00.6861440.4644470.0000.0001.0001.0001.00
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" + ], + "text/plain": [ + " count mean std min 25% 50% 75% \\\n", + "PRG 599.0 3.824708 3.362839 0.000 1.000 3.000 6.000 \n", + "PL 599.0 120.153589 32.682364 0.000 99.000 116.000 140.000 \n", + "PR 599.0 68.732888 19.335675 0.000 64.000 70.000 80.000 \n", + "SK 599.0 20.562604 16.017622 0.000 0.000 23.000 32.000 \n", + "TS 599.0 79.460768 116.576176 0.000 0.000 36.000 123.500 \n", + "M11 599.0 31.920033 8.008227 0.000 27.100 32.000 36.550 \n", + "BD2 599.0 0.481187 0.337552 0.078 0.248 0.383 0.647 \n", + "Age 599.0 33.290484 11.828446 21.000 24.000 29.000 40.000 \n", + "Insurance 599.0 0.686144 0.464447 0.000 0.000 1.000 1.000 \n", + "\n", + " max \n", + "PRG 17.00 \n", + "PL 198.00 \n", + "PR 122.00 \n", + "SK 99.00 \n", + "TS 846.00 \n", + "M11 67.10 \n", + "BD2 2.42 \n", + "Age 81.00 \n", + "Insurance 1.00 " + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Explore the summary statistics of numerical columns:\n", + "df_tr.describe().T" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### **PRG**\n", + "\n", + "- Count: 599\n", + "- Mean: 3.82\n", + "- Standard Deviation: 3.36\n", + "- Range: 0 to 17\n", + "\n", + "##### **PL**\n", + "\n", + "- Count: 599\n", + "- Mean: 120.15\n", + "- Standard Deviation: 32.68\n", + "- Range: 0 to 198\n", + "\n", + "##### **PR**\n", + "\n", + "- Count: 599\n", + "- Mean: 68.73\n", + "- Standard Deviation: 19.34\n", + "- Range: 0 to 122\n", + "\n", + "##### **SK**\n", + "\n", + "- Count: 599\n", + "- Mean: 20.56\n", + "- Standard Deviation: 16.02\n", + "- Range: 0 to 99\n", + "\n", + "##### **TS**\n", + "\n", + "- Count: 599\n", + "- Mean: 79.46\n", + "- Standard Deviation: 116.58\n", + "- Range: 0 to 846\n", + "\n", + "##### **M11**\n", + "\n", + "- Count: 599\n", + "- Mean: 31.92\n", + "- Standard Deviation: 8.01\n", + "- Range: 0 to 67.1\n", + "\n", + "##### **BD2**\n", + "\n", + "- Count: 599\n", + "- Mean: 0.48\n", + "- Standard Deviation: 0.34\n", + "- Range: 0.078 to 2.42\n", + "\n", + "##### **Age**\n", + "\n", + "- Count: 599\n", + "- Mean: 33.29\n", + "- Standard Deviation: 11.83\n", + "- Range: 21 to 81\n", + "\n", + "##### **Insurance**\n", + "\n", + "- Count: 599\n", + "- Mean: 0.686\n", + "- Standard Deviation: 0.464\n", + "- Range: 0 to 1\n", + "- Proportion with Insurance: 0.686 (68.6%)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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countmeanstdmin25%50%75%max
PRG169.03.9171603.4024150.01.0003.0006.00013.000
PL169.0123.52071029.25912356.0102.000120.000141.000199.000
PR169.070.42603619.4268050.062.00074.00080.000114.000
SK169.020.44378715.7649620.00.00023.00032.00049.000
TS169.081.000000110.7208520.00.0000.000135.000540.000
M11169.032.2497047.4448860.027.60032.40036.60057.300
BD2169.00.4388760.3069350.10.2230.3430.5871.698
Age169.033.06508911.54811021.024.00028.00042.00070.000
Insurance169.00.7278110.4464100.00.0001.0001.0001.000
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" + ], + "text/plain": [ + " count mean std min 25% 50% 75% \\\n", + "PRG 169.0 3.917160 3.402415 0.0 1.000 3.000 6.000 \n", + "PL 169.0 123.520710 29.259123 56.0 102.000 120.000 141.000 \n", + "PR 169.0 70.426036 19.426805 0.0 62.000 74.000 80.000 \n", + "SK 169.0 20.443787 15.764962 0.0 0.000 23.000 32.000 \n", + "TS 169.0 81.000000 110.720852 0.0 0.000 0.000 135.000 \n", + "M11 169.0 32.249704 7.444886 0.0 27.600 32.400 36.600 \n", + "BD2 169.0 0.438876 0.306935 0.1 0.223 0.343 0.587 \n", + "Age 169.0 33.065089 11.548110 21.0 24.000 28.000 42.000 \n", + "Insurance 169.0 0.727811 0.446410 0.0 0.000 1.000 1.000 \n", + "\n", + " max \n", + "PRG 13.000 \n", + "PL 199.000 \n", + "PR 114.000 \n", + "SK 49.000 \n", + "TS 540.000 \n", + "M11 57.300 \n", + "BD2 1.698 \n", + "Age 70.000 \n", + "Insurance 1.000 " + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Explore the summary statistics of numerical columns:\n", + "df_ts.describe().T" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### **PRG**\n", + "\n", + "- Count: 169\n", + "- Mean: 3.9171\n", + "- Standard Deviation: 3.4024\n", + "- Range: 0 to 13\n", + "\n", + "##### **PL**\n", + "\n", + "- Count: 169\n", + "- Mean: 123.5207\n", + "- Standard Deviation: 29.2591\n", + "- Range: 56 to 199\n", + "\n", + "##### **PR**\n", + "\n", + "- Count: 169\n", + "- Mean: 70.4260\n", + "- Standard Deviation: 19.4268\n", + "- Range: 0 to 114\n", + "\n", + "##### **SK**\n", + "\n", + "- Count: 169\n", + "- Mean: 20.4437\n", + "- Standard Deviation: 15.7649\n", + "- Range: 0 to 49\n", + "\n", + "##### **TS**\n", + "\n", + "- Count: 169\n", + "- Mean: 81.00\n", + "- Standard Deviation: 110.7208\n", + "- Range: 0 to 540\n", + "\n", + "##### **M11**\n", + "\n", + "- Count: 169\n", + "- Mean: 32.2497\n", + "- Standard Deviation: 7.4448\n", + "- Range: 0 to 57.3\n", + "\n", + "##### **BD2**\n", + "\n", + "- Count: 169\n", + "- Mean: 0.4388\n", + "- Standard Deviation: 0.3069\n", + "- Range: 0.1 to 1.698\n", + "\n", + "##### **Age**\n", + "\n", + "- Count: 169\n", + "- Mean: 33.065\n", + "- Standard Deviation: 11.5481\n", + "- Range: 21 to 70\n", + "\n", + "##### **Insurance**\n", + "\n", + "- Count: 169\n", + "- Mean: 0.7278\n", + "- Standard Deviation: 0.446\n", + "- Range: 0 to 1\n", + "- Proportion with Insurance: 0.7278 (72.78%)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "# create a function to print the number of unique values\n", + "def print_unique_values(data):\n", + " values = {}\n", + " for col in data.columns:\n", + " number = data[col].nunique()\n", + " print(f'{col}: has {number} of unique values') " + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ID: has 599 of unique values\n", + "PRG: has 17 of unique values\n", + "PL: has 129 of unique values\n", + "PR: has 44 of unique values\n", + "SK: has 51 of unique values\n", + "TS: has 164 of unique values\n", + "M11: has 233 of unique values\n", + "BD2: has 437 of unique values\n", + "Age: has 50 of unique values\n", + "Insurance: has 2 of unique values\n", + "Sepssis: has 2 of unique values\n" + ] + } + ], + "source": [ + "print_unique_values(df_tr)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ID: has 169 of unique values\n", + "PRG: has 14 of unique values\n", + "PL: has 85 of unique values\n", + "PR: has 33 of unique values\n", + "SK: has 36 of unique values\n", + "TS: has 66 of unique values\n", + "M11: has 122 of unique values\n", + "BD2: has 156 of unique values\n", + "Age: has 39 of unique values\n", + "Insurance: has 2 of unique values\n" + ] + } + ], + "source": [ + "print_unique_values(df_ts)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Univariate Analysis " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cols_to_plot = ['PRG', 'PL', 'PR', 'SK', 'TS', 'M11', 'BD2', 'Age']\n", + "\n", + "fig, axes = plt.subplots(nrows=len(cols_to_plot), figsize=(8, 40))\n", + "\n", + "for i, col in enumerate(cols_to_plot):\n", + " sns.histplot(data=df_tr, x=col, kde=True, ax=axes[i], fill=True)\n", + " axes[i].set_xlabel(col)\n", + " axes[i].set_ylabel('Density')\n", + " \n", + " mean_val = df_tr[col].mean()\n", + " skewness_val = df_tr[col].skew()\n", + " kurtosis_val = df_tr[col].kurtosis()\n", + " \n", + " axes[i].text(0.6, 0.9, f'Mean: {mean_val:.2f}', transform=axes[i].transAxes)\n", + " axes[i].text(0.6, 0.8, f'Skewness: {skewness_val:.2f}', transform=axes[i].transAxes)\n", + " axes[i].text(0.6, 0.7, f'Kurtosis: {kurtosis_val:.2f}', transform=axes[i].transAxes)\n", + " \n", + " axes[i].axvline(mean_val, color='red', linestyle='--', label='Mean')\n", + " \n", + " outliers = df_tr[(df_tr[col] > mean_val + 3 * df_tr[col].std()) | (df_tr[col] < mean_val - 3 * df_tr[col].std())]\n", + " axes[i].plot(outliers[col], [0] * len(outliers), 'ro', label='Potential Outliers')\n", + " \n", + " axes[i].legend()\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Count plot for \"Insurance\" \n", + "sns.countplot(data=df_tr, x='Insurance')\n", + "\n", + "# Set labels\n", + "plt.xlabel('Insurance')\n", + "plt.ylabel('Count')\n", + "\n", + "# Set title\n", + "plt.title('Distribution of Insurance Train Data')\n", + "\n", + "# Calculate percentage distribution\n", + "total = len(df_tr['Insurance'])\n", + "percentages = df_tr['Insurance'].value_counts(normalize=True) * 100\n", + "\n", + "# Add data labels and percentage annotations\n", + "for p, percentage in zip(plt.gca().patches, percentages):\n", + " count = p.get_height()\n", + " percentage_label = f'{percentage:.1f}%'\n", + " plt.gca().annotate(f'{count}\\n{percentage_label}', (p.get_x() + p.get_width() / 2, p.get_height()), ha='center', va='bottom')\n", + "\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Count plot for \"Insurance\" \n", + "sns.countplot(data=df_ts, x='Insurance')\n", + "\n", + "# Set labels\n", + "plt.xlabel('Insurance')\n", + "plt.ylabel('Count')\n", + "\n", + "# Set title\n", + "plt.title('Distribution of Insurance Test Data')\n", + "\n", + "# Calculate percentage distribution\n", + "total = len(df_ts['Insurance'])\n", + "percentages = df_ts['Insurance'].value_counts(normalize=True) * 100\n", + "\n", + "# Add data labels and percentage annotations\n", + "for p, percentage in zip(plt.gca().patches, percentages):\n", + " count = p.get_height()\n", + " percentage_label = f'{percentage:.1f}%'\n", + " plt.gca().annotate(f'{count}\\n{percentage_label}', (p.get_x() + p.get_width() / 2, p.get_height()), ha='center', va='bottom')\n", + "\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "# Encoding the target variable\n", + "df_tr['Sepssis_Encoded'] = df_tr['Sepssis'].map({'Negative': 0, 'Positive': 1})\n", + "\n", + "# Dropping unneeded column\n", + "df_tr.drop('ID', axis=1, inplace=True)\n", + "df_ts.drop('ID', axis=1, inplace=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## BIVARIATE ANALYSIS" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", 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", 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", 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", 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Numerical Variables - Violin plots with statistics\n", + "numerical_vars = ['PRG', 'PL', 'PR', 'SK', 'TS', 'M11', 'BD2', 'Age', 'Insurance']\n", + "for var in numerical_vars:\n", + " plt.figure(figsize=(10, 6))\n", + " sns.violinplot(data=df_tr, x='Sepssis', y=var)\n", + " plt.xlabel('Sepssis')\n", + " plt.ylabel(var)\n", + " plt.title(f'{var} Distribution by Sepssis')\n", + " \n", + " # Calculate statistics\n", + " positive_vals = df_tr[df_tr['Sepssis'] == 'Positive'][var]\n", + " negative_vals = df_tr[df_tr['Sepssis'] == 'Negative'][var]\n", + " stat_dict = {\n", + " 'Positive': {\n", + " 'Mean': np.mean(positive_vals),\n", + " 'Median': np.median(positive_vals),\n", + " '25th Percentile': np.percentile(positive_vals, 25),\n", + " '75th Percentile': np.percentile(positive_vals, 75)\n", + " },\n", + " 'Negative': {\n", + " 'Mean': np.mean(negative_vals),\n", + " 'Median': np.median(negative_vals),\n", + " '25th Percentile': np.percentile(negative_vals, 25),\n", + " '75th Percentile': np.percentile(negative_vals, 75)\n", + " }\n", + " }\n", + " \n", + " # Add statistics as text annotations\n", + " plt.text(0.30, 0.8, f\"Positive:\\nMean: {stat_dict['Positive']['Mean']:.2f}\\nMedian: {stat_dict['Positive']['Median']:.2f}\\n25th Percentile: {stat_dict['Positive']['25th Percentile']:.2f}\\n75th Percentile: {stat_dict['Positive']['75th Percentile']:.2f}\", transform=plt.gca().transAxes)\n", + " plt.text(0.70, 0.8, f\"Negative:\\nMean: {stat_dict['Negative']['Mean']:.2f}\\nMedian: {stat_dict['Negative']['Median']:.2f}\\n25th Percentile: {stat_dict['Negative']['25th Percentile']:.2f}\\n75th Percentile: {stat_dict['Negative']['75th Percentile']:.2f}\", transform=plt.gca().transAxes)\n", + "\n", + " plt.tight_layout()\n", + " plt.show()\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Pearson correlation between 'Sepssis_Encoded' and 'PRG': 0.21\n", + "Pearson correlation between 'Sepssis_Encoded' and 'PL': 0.45\n", + "Pearson correlation between 'Sepssis_Encoded' and 'PR': 0.06\n", + "Pearson correlation between 'Sepssis_Encoded' and 'SK': 0.08\n", + "Pearson correlation between 'Sepssis_Encoded' and 'TS': 0.15\n", + "Pearson correlation between 'Sepssis_Encoded' and 'M11': 0.32\n", + "Pearson correlation between 'Sepssis_Encoded' and 'BD2': 0.18\n", + "Pearson correlation between 'Sepssis_Encoded' and 'Age': 0.21\n", + "Pearson correlation between 'Sepssis_Encoded' and 'Insurance': 0.06\n" + ] + } + ], + "source": [ + "# Calculate correlation coefficients\n", + "numerical_vars = ['PRG', 'PL', 'PR', 'SK', 'TS', 'M11', 'BD2', 'Age', 'Insurance']\n", + "correlations = df_tr[numerical_vars + ['Sepssis_Encoded']].corr()\n", + "\n", + "# Print correlation coefficients\n", + "for var in numerical_vars:\n", + " correlation = correlations.loc[var, 'Sepssis_Encoded']\n", + " print(f\"Pearson correlation between 'Sepssis_Encoded' and '{var}': {correlation:.2f}\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "numerical_vars = ['PRG', 'PL', 'PR', 'SK', 'TS', 'M11', 'BD2', 'Age', 'Insurance']\n", + "correlations = df_tr[numerical_vars + ['Sepssis_Encoded']].corr()\n", + "\n", + "# Get correlation values\n", + "correlation_values = correlations.loc[numerical_vars, 'Sepssis_Encoded']\n", + "\n", + "# Create bar plot using Seaborn\n", + "sns.barplot(x=numerical_vars, y=correlation_values)\n", + "\n", + "# Add data labels to the bar plot\n", + "for i, val in enumerate(correlation_values):\n", + " plt.text(i, val, round(val, 2), ha='center', va='bottom')\n", + "\n", + "# Set labels and title\n", + "plt.xlabel('Variables')\n", + "plt.ylabel('Correlation')\n", + "plt.title('Correlation between Variables and Sepssis_Encoded')\n", + "\n", + "# Show the plot\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Assuming your dataset is stored in a DataFrame called 'df'\n", + "age_ranges = pd.cut(df_tr['Age'], bins=[20, 30, 40, 50, 60, 70, 80, 90, 100])\n", + "grouped_data = df_tr.groupby(age_ranges)\n", + "\n", + "# Calculate the count of 'Sepssis' for each age range\n", + "count_sepsis_by_age = grouped_data['Sepssis'].count().reset_index()\n", + "\n", + "# Plotting the count of 'Sepssis' for each age range\n", + "plt.figure(figsize=(10, 6))\n", + "ax = sns.barplot(data=count_sepsis_by_age, x='Age', y='Sepssis')\n", + "ax.set(xlabel='Age Range', ylabel='Sepssis Count', title='Sepssis Count by Age Range')\n", + "plt.xticks(rotation=45)\n", + "\n", + "# Add data labels\n", + "for p in ax.patches:\n", + " ax.annotate(f\"{p.get_height()}\", (p.get_x() + p.get_width() / 2, p.get_height()), ha='center', va='bottom')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## MULTIVARIATE ANALYSIS" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Correlation between the columns in the Train dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "# Dropping column with data type as object\n", + "df1 = df_tr.copy()\n", + "df1.drop('Sepssis', axis=1, inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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PRGPLPRSKTSM11BD2AgeInsuranceSepssis_Encoded
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PL0.1395411.0000000.1430640.0544300.3398180.2159490.1446650.2740570.0509930.449719
PR0.1166800.1430641.0000000.1975350.0952810.2694820.0083180.225625-0.0253650.061086
SK-0.0809020.0544300.1975351.0000000.4290680.3779500.176592-0.121553-0.0173600.075585
TS-0.0548120.3398180.0952810.4290681.0000000.1847470.218313-0.0115230.0415600.145892
M110.0334820.2159490.2694820.3779500.1847471.0000000.1276750.0461170.0268260.315894
BD2-0.0522300.1446650.0083180.1765920.2183130.1276751.0000000.0335670.0061140.181561
Age0.5325450.2740570.225625-0.121553-0.0115230.0461170.0335671.0000000.0543680.210234
Insurance0.0846310.050993-0.025365-0.0173600.0415600.0268260.0061140.0543681.0000000.062582
Sepssis_Encoded0.2071150.4497190.0610860.0755850.1458920.3158940.1815610.2102340.0625821.000000
\n", + "
" + ], + "text/plain": [ + " PRG PL PR SK TS M11 \\\n", + "PRG 1.000000 0.139541 0.116680 -0.080902 -0.054812 0.033482 \n", + "PL 0.139541 1.000000 0.143064 0.054430 0.339818 0.215949 \n", + "PR 0.116680 0.143064 1.000000 0.197535 0.095281 0.269482 \n", + "SK -0.080902 0.054430 0.197535 1.000000 0.429068 0.377950 \n", + "TS -0.054812 0.339818 0.095281 0.429068 1.000000 0.184747 \n", + "M11 0.033482 0.215949 0.269482 0.377950 0.184747 1.000000 \n", + "BD2 -0.052230 0.144665 0.008318 0.176592 0.218313 0.127675 \n", + "Age 0.532545 0.274057 0.225625 -0.121553 -0.011523 0.046117 \n", + "Insurance 0.084631 0.050993 -0.025365 -0.017360 0.041560 0.026826 \n", + "Sepssis_Encoded 0.207115 0.449719 0.061086 0.075585 0.145892 0.315894 \n", + "\n", + " BD2 Age Insurance Sepssis_Encoded \n", + "PRG -0.052230 0.532545 0.084631 0.207115 \n", + "PL 0.144665 0.274057 0.050993 0.449719 \n", + "PR 0.008318 0.225625 -0.025365 0.061086 \n", + "SK 0.176592 -0.121553 -0.017360 0.075585 \n", + "TS 0.218313 -0.011523 0.041560 0.145892 \n", + "M11 0.127675 0.046117 0.026826 0.315894 \n", + "BD2 1.000000 0.033567 0.006114 0.181561 \n", + "Age 0.033567 1.000000 0.054368 0.210234 \n", + "Insurance 0.006114 0.054368 1.000000 0.062582 \n", + "Sepssis_Encoded 0.181561 0.210234 0.062582 1.000000 " + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\n", + "# find the correlation between the columns\n", + "corr_matrix = df1.corr()\n", + "corr_matrix" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot a heatmap for the correlations\n", + "plt.figure(figsize=(8, 5))\n", + "sns.heatmap(corr_matrix, annot=True, cmap='viridis')\n", + "plt.show();" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Minimum Correlation: -0.12155329275228288\n", + "Columns with Minimum Correlation: [('SK', 'Age'), ('Age', 'SK')]\n" + ] + } + ], + "source": [ + "# Find the minimum correlation and corresponding columns\n", + "min_corr = corr_matrix.min().min()\n", + "min_corr_cols = []\n", + "\n", + "for col1 in corr_matrix.columns:\n", + " for col2 in corr_matrix.index:\n", + " if corr_matrix.loc[col1, col2] == min_corr:\n", + " min_corr_cols.append((col1, col2))\n", + "\n", + "print(\"Minimum Correlation:\", min_corr)\n", + "print(\"Columns with Minimum Correlation:\", min_corr_cols)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The maximun correlation was: 0.5325446086908504\n", + "The columns involved are: ('PRG', 'Age')\n" + ] + } + ], + "source": [ + "# get the minimum value\n", + "max_corr = (corr_matrix.where(np.triu(np.ones(corr_matrix.shape), k=1).astype(np.bool_))\n", + " .max().max()) \n", + "# get the maximum value (excluding same columns)\n", + "# get the columns involved\n", + "max_corr_cols = (corr_matrix.where(np.triu(np.ones(corr_matrix.shape), k=1).astype(np.bool_))\n", + " .stack().idxmax()) \n", + "\n", + "print('The maximun correlation was:', max_corr)\n", + "print('The columns involved are:', max_corr_cols)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Correlation between the columns in the Test dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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PRGPLPRSKTSM11BD2AgeInsurance
PRG1.0000000.0888080.226032-0.084315-0.143327-0.0429800.0414050.5877790.000742
PL0.0888081.0000000.1844480.0701990.2968150.2403960.1194970.224456-0.040125
PR0.2260320.1844481.0000000.2439560.0647000.3275110.1796410.292158-0.134804
SK-0.0843150.0701990.2439561.0000000.4665030.4505290.214038-0.086018-0.023332
TS-0.1433270.2968150.0647000.4665031.0000000.2504370.051053-0.159589-0.114407
M11-0.0429800.2403960.3275110.4505290.2504371.0000000.201224-0.001741-0.001815
BD20.0414050.1194970.1796410.2140380.0510530.2012241.0000000.0317380.094673
Age0.5877790.2244560.292158-0.086018-0.159589-0.0017410.0317381.000000-0.013863
Insurance0.000742-0.040125-0.134804-0.023332-0.114407-0.0018150.094673-0.0138631.000000
\n", + "
" + ], + "text/plain": [ + " PRG PL PR SK TS M11 \\\n", + "PRG 1.000000 0.088808 0.226032 -0.084315 -0.143327 -0.042980 \n", + "PL 0.088808 1.000000 0.184448 0.070199 0.296815 0.240396 \n", + "PR 0.226032 0.184448 1.000000 0.243956 0.064700 0.327511 \n", + "SK -0.084315 0.070199 0.243956 1.000000 0.466503 0.450529 \n", + "TS -0.143327 0.296815 0.064700 0.466503 1.000000 0.250437 \n", + "M11 -0.042980 0.240396 0.327511 0.450529 0.250437 1.000000 \n", + "BD2 0.041405 0.119497 0.179641 0.214038 0.051053 0.201224 \n", + "Age 0.587779 0.224456 0.292158 -0.086018 -0.159589 -0.001741 \n", + "Insurance 0.000742 -0.040125 -0.134804 -0.023332 -0.114407 -0.001815 \n", + "\n", + " BD2 Age Insurance \n", + "PRG 0.041405 0.587779 0.000742 \n", + "PL 0.119497 0.224456 -0.040125 \n", + "PR 0.179641 0.292158 -0.134804 \n", + "SK 0.214038 -0.086018 -0.023332 \n", + "TS 0.051053 -0.159589 -0.114407 \n", + "M11 0.201224 -0.001741 -0.001815 \n", + "BD2 1.000000 0.031738 0.094673 \n", + "Age 0.031738 1.000000 -0.013863 \n", + "Insurance 0.094673 -0.013863 1.000000 " + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# find the correlation between the columns\n", + "corr_matrix_t = df_ts.corr()\n", + "corr_matrix_t" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot a heatmap for the correlations\n", + "plt.figure(figsize=(8, 5))\n", + "sns.heatmap(corr_matrix_t, annot=True, cmap='viridis')\n", + "plt.show();" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Minimum Correlation: -0.15958934271107075\n", + "Columns with Minimum Correlation: [('TS', 'Age'), ('Age', 'TS')]\n" + ] + } + ], + "source": [ + "# Find the minimum correlation and corresponding columns\n", + "min_corr_t = corr_matrix_t.min().min()\n", + "min_corr_cols_t = []\n", + "\n", + "for col1 in corr_matrix_t.columns:\n", + " for col2 in corr_matrix_t.index:\n", + " if corr_matrix_t.loc[col1, col2] == min_corr_t:\n", + " min_corr_cols_t.append((col1, col2))\n", + "\n", + "print(\"Minimum Correlation:\", min_corr_t)\n", + "print(\"Columns with Minimum Correlation:\", min_corr_cols_t)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The maximun correlation was: 0.5877793041318986\n", + "The columns involved are: ('PRG', 'Age')\n" + ] + } + ], + "source": [ + "# get the maximum value\n", + "max_corr_t = (corr_matrix_t.where(np.triu(np.ones(corr_matrix_t.shape), k=1).astype(np.bool_))\n", + " .max().max()) \n", + "# get the maximum value (excluding same columns)\n", + "# get the columns involved\n", + "max_corr_cols_t = (corr_matrix_t.where(np.triu(np.ones(corr_matrix_t.shape), k=1).astype(np.bool_))\n", + " .stack().idxmax()) \n", + "\n", + "print('The maximun correlation was:', max_corr_t)\n", + "print('The columns involved are:', max_corr_cols_t)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\user\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\seaborn\\axisgrid.py:118: UserWarning: The figure layout has changed to tight\n", + " self._figure.tight_layout(*args, **kwargs)\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "numerical_vars = ['PRG', 'PL', 'PR']\n", + "sns.pairplot(data=df_tr, vars=numerical_vars, hue='Sepssis')" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\user\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\seaborn\\axisgrid.py:118: UserWarning: The figure layout has changed to tight\n", + " self._figure.tight_layout(*args, **kwargs)\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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iKIqiKIrSp+0TAdcNN9yAw+HgmGOOYezYsdx22238/e9/Z+DAgVRUVFBS0jLDXlFRtolceXl5TxR3r8h0AtHWoMdNHO5srVEnsOu3AALhz++U7e2oOTW8CrgURVEURVGUPmyfaFK4evVqAoEAd955J8XFxTz55JNcd911PPzwwySTSZxOZ4vlXa5swJJKpfZ4n4bRM7GoyCQQDhe6rqFp2UQW2f9my2M5PZipOLou9jrRRTpcjvDnYnzl/HUK3YNweiFa06nnUte1Fv9VsvbH89JT9yDsn+ezp6hz2Xm6+1x29T3YF66NvnCM0DeOsy8co9J1en3AVV5ezo9+9CMeeOABDj74YADGjh3L6tWrueOOO3C73aTT6RbrNAVaXq93j/apaYLcXN/eFXwPJewUusdLILA9LbzPt73GKxEMkpY2Ib+O5vTs1b6SkQqcoaIW++pMqWAeRrKuS85lMLh3x76/2l/OS0/egzvaX85nb6DOZefpjnPZnfdgX7g2+sIxQt84zr5wjErn6/UB16JFi8hkMowdO7bF9PHjx/P+++9TVlZGVVXLZmtN/y4uLt6jfdq2JByO71mB91ImFkH4colEkmiawOdzEYulsO1stj/Tyn5Zqa+oRgvsXVPAZNUmjJKRRCLJvS53W6QrQKJ6C/X1nZfGXtc1gkEP4XACy7I7bbv7ut5yXjrrBa0n70HoPedzf6DOZefpyLncl+7BvnBt9IVjhL5xnN15/yn7n14fcDX1z1qxYgXjxo1rnr5y5UoGDx7M+PHjeeyxx7AsC13PplKfM2cOQ4YMIT9/zwMS0+yZB4adTqAHi7fdzNngyrZl880t9WxtVyYeQffk7vF+pJlGRuvAl9t1D0dPCLt8eZecS8uye+w36s32p/PSG45jfzqfPU2dy87TXeeyu36vvnBt9IVjhL5xnH3hGJXO1+sboo4bN47Jkyfzk5/8hDlz5rB+/Xpuv/12PvnkE7797W9z1llnEY1GueGGG1i9ejVPP/00DzzwAFdccUVPF33P7CJLIY5s87+9zVRoN1YCIHx5e7WdnRHeHGSsAWllumwfiqIoiqIoitKb9foaLk3T+Oc//8ntt9/Oz372MxobGxk5ciQPPPAA48ePB+Dee+/llltu4YwzzqCwsJDrr7+eM844o4dLvmdkOrnTLIXC2RRw7V1TD7uxAgDN35UBVwiQyEgtIlSyq8UVRVEURVEUZb/T6wMugJycHG666SZuuummNuePGzeOxx9/vJtL1fmkmQbb3HkNl7EtwUVn1HA53ODous6fzanhI1VoKuBSFEVRFEVR+qBe36SwL5HpBMDOa7g0DQwXMr13AZcMV6L5cvc6tfzOCHcAhIYdru6yfSiKoiiKoihKb6YCrt4kkw242NnAx4BwuPa6SaHVWNlcA9VVhKYhvDnYERVwKYqiKIqiKH2TCrh6EZnJpmcXjl0MROxw73XAJcOVCF9or7bREcKTg1Q1XIqiKIqiKEofpQKuXqSpSeGua7jce9WkUJopZLwR4d3ztPIdpWq4FEVRFEVRlL5MBVy9SXpbDZexixouw7VXaeHtcE12P13cpLBpH3a4Cilll+9LURRFURRFUXobFXD1InK3+nDtRQ3XthonrVsCrhzIJPc6q6KiKIqiKIqi7ItUwNWLyHQChA6avvMF97IPlx2pBs0At3+Pt9FRWnNq+Jou35eiKIqiKIqi9DYq4OpFZCYBDtcuU7ULhxv2JuAKVyO8OV2aEr7JjmNxKYqiKIqiKEpfowKu3iSd3HX/LZqSZsT3uF+UHalGeIJ7tO5uc7jBcDX3G1MURVEURVGUvkQFXL2ITCd22X8LyAYxtglWZs/2E8nWcHUHIQTCG0KqGi5FURRFURSlD1IBVy8iM4kO13ABe5w4w47WIjzdE3DBttTwaiwuRVEURVEUpQ9SAVdvkk5ABwIuHNlasD1JnCFTMUgnuq9JIaCpsbgURVEURVGUPkoFXL2IzCQRhmOXyzXXcO3B4Md2tBbIBkHdRXhDyGgt0ra7bZ+KoiiKoiiK0huogKsX6WgfrqaAa08yFcpINuDq7iaF2BYyVtdt+1QURVEURVGU3kAFXL1IR/twsRd9uOxobXacL5dvt9fdU9tTw6tmhYqiKIqiKErfogKu3iSTBL0DSTN0AzQDmd79Gq5swoxgt4zB1SRbmyaQKnGGoiiKoiiK0seogKsXkZlUx5JmADjce5Y0I1qLcHdfwgzIBojCE1A1XIqiKIqiKEqfowKuXkJKGzKpjjUpBITTvYdNCmsQnsBur7e3hEelhlcURVEURVH6HhVw9RaZFCA7XMMlDPceZSmU25oUdrfsWFyV3b5fRVEURVEURelJKuDqJWQmCYDoQJZCIDsW1242KZS2iYyHeyjgCqkaLkVRFEVRFKXPUQFXb7Et4OpwDZfDjZ2K7tYuZKwekAh3DzQp9OVCKppNfa8oiqIoiqIofYQKuHqJ7TVcHU+aQXL3mhTa0ew4WD1Rw9U00LIdrur2fSuKoiiKoihKT1EBVy/RXPPT4Rou12734WoaeLhnmhTmAirgUhRFURRFUfoWFXD1ErtbwyX2IC28Ha0Fh7vjtWidyekBw6X6cSn7DMuySZqSSMoiaUnQ1ONSURSlOwhdI2VDOGWRlqDr6vmr7NuMni6Ass1u9uHC6QErg7QyCN3RoVVktK5HarcAhBAIbwipariUfYAp4cWP1vHoa8uJJU00AdPGlvLNkw7EgUTKni6hoijK/skSgodfWcaHC7di2RKPy+DMo4dz9MR+aOrhq+yj1CeDXkJmkiA00DoWAwuHO7vebozFZcfqeiRhRhOVGl7ZF+iG4OMvKrj3uS+IJU0AbAkfLy7njw/Ox0T0cAkVRVH2T7YQ/P2Jhby3YAuWnQ2uEimTR15dztufbVY1Xco+S125vYRMJ8FwIkQHX+aaA66ONyuU0Z4NuDRvSPXhUnq9ZEby+Bsr2py3ZksjDZFUN5dIURSlb4gmTZasqW1z3tPvriZh2t1cIkXpHCrg6i3M5G71rdqjGq5oHcLTgzVcvlxkrA5pmT1WBkXZlVTGIhLPtDt/Q0UEXVe1XIqiKJ1J0wTlNe2/0yTTFomUen9Q9k37TMD17LPPcuKJJzJ27FhOOukkXnnlleZ5mzdv5oorrmDSpEkcfvjh3H777ViW1YOl3X1NNVwd1RRw0cGAS5ppSEV7tkmhLwRSIqM1PVYGRdkVh6Fj7CSgyg+5sdVHVkVRlE5l25JQwNXufE2Ay6F3Y4kUpfPsEwHXc889xw033MCFF17ISy+9xMknn8wPf/hDPv/8czKZDJdeeikAjz32GDfffDOPPvood955Zw+Xejdlkgh9N7IH7mYNV3bQ455JCd+kOTV8o2pWqPRebofGjEkD2pwX8Dooy/chO9Bx22mAX0TxmbX4ieAyVJSmKMq+x6nb259lIorT6LrEFflBN/k57jbnTR1TglsFXMo+qtdnKZRS8re//Y2LL76YCy+8EICrrrqK+fPnM3fuXLZs2cLWrVt54oknyMnJYeTIkdTW1vKnP/2JK6+8EqezB1Kg7wGZ2c0aLt0A3YlMRTu0vN00BldP1nB5AqDpqh+X0qtJy+a840ZSWRdr0Zcgx+/kpkun4dIFtr3zFw6fniKx6A3q5r6Yvbc1A//YGQQOPZuo1fbLhKIoSm/jN1JEP32GuoVvZbMiG04Ck4/HN+kkYlb7tVF7yqXDTZdO5eZ7P6UunGyePmJgiEtOPgjVvEDZV/X6gGvdunVs2bKFU045pcX0//znPwDcfPPNHHTQQeTk5DTPmzZtGtFolGXLljF+/PhuLe+ekpkEdDC9exPhdHe8hivaNOhxDwZcQkN4QypTodLrOTW4/uJDqKmPs7kySm7QRVGuB6e262DLaUjin71M+NPntk+0TaKL3sSK1RM47koS1u7d64qiKN3NrZuE332I2NIPm6dJM0340+ex00nc084jZXVuQynLkuR4DH7/ncOoaUhQ15ikrMhHjteJjkQlhVf2Vb2+SeG6desAiMfjXHrppUyfPp1zzjmHt99+G4CKigpKSkparFNUVARAeXl59xZ2L8j07iXNAMDhQSY7FnDZsTpwejo8ZldXEd6QalKo7BNCfhf5fidjh+TSL8+DAbsMtgCcVozI/JfbnJdY/Rl6pmO10oqiKD3JMGPEln7U5rzowjdxWB1P2rU7LEviQFKW62bskFxyPQ40qcY/VPZtvb6GKxrNvpz85Cc/4bvf/S7XXXcdr732Gt/5zne4//77SSaTBIMt+yW5XNlq7lRqz9M3G0Y3x6JmEs0TaDHGhKaJHf7bujya0w2ZWIfKmo7Xo3mCPT6Ghe7Pw6rdtMfnt6n8PX0cvc3+eF66/R7cQcvzacPujL2ViCOt9rMcWpFajPz8vSvgPmR/vDZ7Snefy66+B/vCtbEvH6OMRKC9OiVpI1MxDF+2dVFXHmfTu1BP25d/S6Xn9fqAy+HI1shceumlnHHGGQAccMABLF26lPvvvx+32006nW6xTlOg5fV692ifmibIzfXtRal3X8RK4fR5CQRa9+/w+dpuJ216fQgr0aGyJlONOPw5bW6/O2n5hYTXLyCU40Zoe975NRj0dGKp9h/7y3npiXuwLXtyPtNy5+s4fEH8veDYutv+cm32Bt1xLrvzHuwL18a+eIzpzM7foQy3B+9XrpF98Th3V184RqXz9fqAq7i4GICRI0e2mD58+HDeffddpkyZwsqVK1vMq6qqarHu7rJtSTjc8QGFO4OVTJCxNCKR7Z1ENU3g87mIxVJtNmUyhRMZaaC+ftfV+qn6KrRAQYvt9wTTCIBtUbtpE3qwcLfX13WNYNBDOJzAslTn2Sa95bx01gtaT9yDO9qb8+nUPLiHjCO5bnGreUaoGNsV7NA9u7/oLdfm/qAj53Jfugf7wrWxLx+jy+HDUTiATPWm1vPKRmDqXmLbnmX78nF2VHfef8r+p9cHXAcddBA+n49FixZx8MEHN09fuXIlAwcO5JBDDuHZZ58lGo3i9/sBmDNnDj6fj9GjR+/xfs1uHs1cZpJI3fGVmzhbbW3bsu2b2+HGTkQ7VFY7WodWMKTHH4TSnW1+kKkrR3r3vFmVZdnd/hvtC/an89IbjmNPzqclDPK+dgU1T/+ZdNX65ul6IJ/Cs39GXHqw99MXkp3Zn67NntZd57K7fq++cG3si8doa24Kz/gxVU/cgtmwPdmVI78f+adcS9RyIGXLY9oXj3N39YVjVDpfrw+43G43l112GXfeeSfFxcWMGzeOl156iY8++ogHHniACRMmcPvtt/P973+f6667js2bN/PXv/6Vb33rW/tOSnjbAiuzW2nhgWzSjA6khZdmClKxHs1Q2ER4ckBoKjW8st/SNI0Gy4914o04sPFYEbwiDd4c4vg6lHhDURSlp9m2JKblUHDezchoLWZjFY7cEvDmEZWeXY5HKITABpIZG8u2cTt13IamghWlT+r1ARfAd77zHTweD7fddhuVlZUMGzaMO+64g6lTpwJw77338qtf/Ypzzz2XnJwcLrjgAr7zne/0cKl3QybbzG+3Bj4GhNMDmSTSMrPjcrVDRrcNeuzuuUGPmwhtW2r4RpUaXtkPCcHGmhh3zV5MeU22qc2IASG+e/Z4coSBbalgS1GUfYdtS2J4wNsfzT+AtC2zeYR2kaBd0wSxjM0/n17MF9vGMyzM9XDF6WMZUuJHqEeh0sfsEwEXwCWXXMIll1zS5rxBgwZx3333dXOJOo/cFnDtbg2XcGY7tMpUFOENtbtc86DHvaCGC1ABl7JfEgIaEhlu+vecFrVYqzY18LN/fsRfrz0SZ+9ItqUoirLbdqd2PmVLbvjnxzREt2eLrq5P8Nv75/K7qw6jLNetavuVPkXltuwF9jzgymYclMnIzrcfzX5dEu5eEnD5crEbK3q6GIrSqaQQPP7myjZfIuJJk4+XlPdoqntFUZTuoOsaS9fVtQi2dvTgy0tRlf1KX6P++vcGTU0Kd7cPV1MNV3Ln/bjsWB24fDttdtidNF8uMlKDtFU7bqX38TlMfGY9qYq1eO1G3K6OPSYzlmTlxoZ25y9ZU4P6oKsoSmfTNIFHT+OXDfjserxassNjRbl0Cz8RfFYdPhHH0Pe+Gl7XNRatqml3/urNjSrgUvqc3vEG3sfJzLavQLtdw5UdC2JXAZeM1qJ5er7/VhPhywXbRMbqEIGCni6OogCgaRDQYtS//Qix5XNA2mhuP6HDziAw8jAi1s7HsNM1QX6Om7pw20MvFOd60cS27g+KoiidQNfBk6qm9pV/ki5fA4Ajr4y8E64gExhAxm478BIC/CJGw1sPEl81L/u88wYJHXk+nsGTSdh7nnRMSklZQfvp0fNz3OyqD5ii7G9UDVcvIDMJYA9quAwXCG2XTQrtaB30kuaEsC3gAtWPS+lV/CJO1TN/JbbsY9iW6thORql76yGSKz/G5dr5l19DwNlHj2h3/vHTBqnsXIqidCqvHaXi4V80B1sAmbqtVP7vV7gy9Yh2HltekaT6qT8QX/np9uddPEzdq3djbV7c4RqytmQyFoeNK0PT2t75WUcPx62aVyt9jLrie4P0ti/iu5ulUAhwepGJXQVctb2m/xbsmBpeBVxK72HH6lu8tOyo4eNncGXCO1/flgzrF+SMo4a1eMkxdMG1X59AwOPozOIqitLHGYYgtvQDZDrReqa0afx4Nk7NajVLCJCRKjI1rQc0Bmh473+47b0bnN3j0PjpNw7G+ZXA6tgpA5g0slB9fFL6nC5pUiilzAYDSofITBKEBpq+2+sKlxeZaP9FUEqJjNYiSvd8EOjOplLDK72Nw6GR3ri+3fl2IpK9T/XshwtdF7hJoNlphG0hpcQ2vCSFl5MPHcyxUwaydksjDkNjcGkQpyZgF2PWKIqi7A4dk8TGL9udn96yioCdBjxomsBFEgMTIS2k00XJ139OcvMKwp+/gR3f/h5hReoQdhqEZ88LJyUj+gX5+49msKkyQiJlMrRfDh6HjlDPQqUP6nDA9eijj3L++efvcrmKigp+/OMf89BDD+1VwfoSmUmC4dqjIFU4vcjkTr68p2JgpntVHy5oylSoAi6ld7AsiTuQ3/4CmtE8Tp5Ly6DVrQdNo/b9x0ltWQmAkVtC3tcuRw8NQegaYwdvazprSxVsKYrS6aQwMHKK2p2vB3KRmoGOxJ2oILH8E2ThAOrffwKzsQoA94ADKDr1e9S8dh9mfTmwrXuDZux1NytpS5wChpcGEUI9C5W+rcNNCn/961/z9NNP73SZN998k9NPP5358+fvdcH6lExy9/tvbSOc3hZfpr7KbkoJ783Zo+13FeELqdTwSq9h2xIjvx+ax9/mfN8B07AcfnRdoNVvQENS9cxtzcEWgFlfQdXjt+BIVje/XHTGODO6LjCBaNoiaUnQRLv9MhRF6TvSGUlg8vHtzg9OP5OUdOK1ItQ88xfc/UZS/cKdzcEWQHLTMqqev4P8Yy9unuYffwxp3bvL/QshkJogYUkaEyZ14WSb/bak7JxnoaLsyzpcwzVjxgx+8YtfYBgGp556aot56XSaP/zhDzz66KPk5+fzr3/9q9MLuj/L1nDtYUYglxdZv6Xd2XY0m5pV9LIaLs2Xh7VhEdK2EZrqSqj0vLgWoOTrN1Dx+C3Yie2ZP11lI8g96nwaMzoeLUlsybs488uw28oOKm0aP3gM/6yrSVp732JbCsGyTY3c+/wX1DRk+3pOHFnIt08fi8cQ6iVGUfq4jCuP/BOupPa1f4Pd1F9LEJx2GqJwKLqQRBa8jv+gI2ic+yJtVVvZ8TCZmi04iwaheYP4p5xG1Nz5Vx1d14ikTO6avZil6+oAKMn3ctWZ4xhQ4FM1WYryFR1+I7jjjju49tpr+fnPf45hGJx44okArFmzhh/84AesXLmS4447jl//+tfk5uZ2WYH3RzK95wHXLvtwRWqzTQOcu/5a1Z2aU8NHaxHBwp4ujqJgmpDwllL6f7/HrCvHitbhLBwI3hCNZvb+MbAQhoNUxdp2t5Pauoqgnaatx6vTAKcVQ5ophOEkrftJm623IYTAo2ewklGK9SiXHTeAxz6sZH15mM9XVvOLez7md1cepsb1UJQ+QAhwahYOK460MuDwkNK8mKYkZRs4B02h7PKDsBqq0DzbxtzUDEzAJUycQ8ahuf04S4eh+0LEVmzPTNgkVbGWgrOux5QGUcu1yzIlLcnP//kx4Vi6eVpFbZyb753Dn757BAV+J1IFXYrSrMN/rw3D4G9/+xs/+MEPuP7663E6ndTV1fH73/8eTdP43e9+x5lnntmVZd1/ZRIIfc8ymAmnF1IxpG0itNY/px2tRXiDvS6JSXNq+HAlmgq4lF7CNCFMAGdRDjkjfNTXx5qzabk0E9IxbDOD7m//o5Luz0MKvdWHZJ+eIrHoDermvYhMZ5sR+yccg3/K6UTN7S84ui7wmA3Uv3I3yY1L0YABoWJ+dtzFPLnEzZufV1HTkGTN1kYO6J+jarkUZT8mhMAvojS89QDxVZ+BtNF9IXKP/gZG/3EkbQdpW0PqPhy6Ts3zfyNTVw5Co/icnxDb8AWRz15DmmmEw0Vg/EwKT76a6hfvbBF0GbmlJLUgmUzrrIZfZRga85ZWtgi2mkgJD7+6nGvOGYdQjyZFabZbbbkMw+D2229n5syZXHPNNdx0000ceOCBPP/88yrY2gt706RQuLJ9TtpLDW+Hq7Np2HsZ4Q6C0FU/LqVXsr+SsVjTBHrDRurefhBnbjHeEQcDbX/EyJl+JumvZPdy6Tax+S/Q+NFT2RptQJppIvNfofGd/+LSzea+Dx4ZpfKRX5DcuLR5fbOhkuSLt3LOJB+hQDY4W7K6Zq/Gyum1dI2Une2zlpGgq/F6lD7MK+JUP3EL8ZXzmgMkK9ZAzYt3ICuWYRgauqGRyliUx3TkkVfiGnsswYNPIPblh4Q/fQFpZgMjmUkRnv8KiXWLCU46bvtOhIbnwCM6/PFGaILPV9a0O3/VpnpMS0VbirKj3f5Lpus6t912G8cdl71Zr7zySvr169fpBetLmr527wnh3hZwxerb3nakqtsTZkSSNvH0zsfYEJq2LXGGylSo9H4uktS/8yDJ9UtwFPQnU7OZ/FmXZJvr7iAw+Xj0fgdiWS2vf4cVI/LZq21uO77sYyJ1tVSFU+iGTnrDF+0kwpHY85/k1CklAJTm+/arJjtCQAbBv5//gqv//DbX/PU9fnLnR8xfWYPsZTX0itIdhBDYDeVk6ra2Ob/hnYexbZN3Pt/CtX//hB/cv4pr/7uWpyKT8Y2bSXTpR22uF/3yAzzDJmX/oRu4Z13Nf94u591FWzt2r0kozW+/m0Je0I2m7llFaWGPugDous5f//pXrrvuOq655hr+9a9/MXXq1M4uW9+RSYB3z5JaCJcPABlvbHO+HanFKBq2x0XbHTVRk/9+1MiKyjS6BkeO8HLOIUGMdkabz47FVdXmPEXpTXQs0pXrAah+4R+EDjsTd79RlP3fLdmXIcvEUTaSjOYlbrVuHixTMbDb6Ky1jR1v5JePruAv1x6Ba8MX7S6nuf0cPHYAZf0KGVgSpLd8RBaaRtK0yZgWLoeO29BaBZ27YkrBb++fy6bK7bX1DdEUdzyxkB9eMIkJQ/PUYKlKn6LrgtTWle3PLxrMWwvKeejVFc3TTEvy5oJyzjvY26qfVjNpg+HCMetakv5S/vNBJXNXlAPl2FIyc2I/rJ3ca5mMxcyDB/Ds+2vazI1x9swROHWB1VseUIrSC3Q44Jo5c2arfkC2bZNIJLj88sspLNzeD0cIwZtvvtl5pdzPyUwSbS+yFCI07HjrGi6ZimX7h3VDDVc4YfHX1+tIW5ITxviIJG3eWxknkrS5/MhQm33IhC8Xu7btke4VpTeRCDRvMFvzZFs0fPAkfPQMRiAPzeUhcPCJJIzcdgMC4dh5J3Th9JBMmzz3/houHH0ILP2g1TLOmVfwSaSUJ+/+lFgig6ELZkwawNePHYHegzVdltB44s2VvPPZJkxL4nMbnH3MCI4YV4bWwXIJAZX1iRbB1o4eenkZo688VCUJUfoUKeVOx9myDzqBpx5Z0+a8lNR3uu2GjJMbXopTH1naYvqTb61i+phSnLuooPI5dX50wWRuf+xzzB0+rhw/bRBjhuTt9gcXRdnfdfjv15QpU3pd4oX9xV714RIawuVDxhtazbPD2dojzdv1WSP/92kj8bTNBVOC5HizD/pcr84Li6OMXpXgyJGtmx9ovjys9QuQtoXQdv7HQVF6UkrzEpx6Gg3vbB/Q3Vk8iOCkWWhuH478/qRlGksYbX7xtQwfrn6jSG1Z0WqeI6+UtXXZlZatr8eeMR6E1uLrtGv4FD6qL+Kht7ZnRzQtyZvzNlJdH+d754zvcHDTmWwhuPOpRSxcVd08LZY0+e9Ly7AsyXGT+3doO7qusXpTQ7vzqxsSZEwbw1B/g5S+w7IknrKRCMPZ3A9rO4ERKuaX57lxayYZafDqonreXVSJbUtWVlmMLhpEumpDq+06i4fwZXmG+kiq1bx40iSZtnC5daQQJDM2pmXjcRrbaq22PZek5KCBIf5x3Qw2VERIpk1GDszFZWiggi1FaaXDAdcf/vCHduc1NjayceNGBg8eTCAQ6JSC9SmZFELfwxousv24ZKyh1fSm/lHCF9rjbXfEl1tTLNiY4qSxvuZgC2BkiZMxtU6eXhBm8iA3PlfLLoPCFwJpb0sN3/5XPEXpaaYp8Y0+HG/5GuLLPyYw8ThcJUOpf/8JrEgtIPAMnUjucd8ipgVadT5PSif5J3+P6id/16I/hh4sgGOu5f7Hs4FUftCNZjgpOO371Lzwd7CyzRDtg47nqf9tbrNsi1bXEE2aBF3d/9EiljRbBFs7mv3Oag4fX4bXseuuwrYtKcz1tDvf5dDRdRVsKX1PUvNR9PUbqHry980Jd0BQdPb1pFa/g2/uC8h0Erfh5NyDZnL0RTP41SPL+O/bm7nzih/QMPt3LQY6NkLFhE75Pg/d1XbTZU2A06GRsOCeZxY3399FuR6+ffpYhpQEENs+7kgpcQoY1S+IYWjk5HizmV279Iwoyr5pt1poLF68mLvuuovjjz+e008/HYCHH36YP//5z6TTaVwuF9/73ve49NJLu6Ks+yVpmdm+HXvapBDAHcCO1raabIerwOlFONx7UcKdk1LywsIIZSGDUSWtj+Hw4V5WVDTw2pdRzpzUsp+a8OVly9lYgaYCLqWXELpGPGMTqYzg0ARuQ8M0bWKWC/+MbxI68jysui1UPvXHHdaSJNYuIPPYJoovuImYHmzRpEbTNMJ2kNA5v4BoDfVbNiIChVSZfu56Yl3zoMZnHj0coekszQyg4LTf4oqWQyZJ0l9GIrW+3TJvrY4SGhjq1hTxQgjKa2Ptzk+kTBIpE69j188225YM65eDy6mTSrdOSz1r6kDchoatvpwrfYxpCWRwICWX/AWrbgtWPIy7/0gin79OeO6LzctJM01q0asUJBr5+lHH8PK8SpZU6TinXUuJK443XY8jtxh3Th62meGOqyewrl4jlsygCcHCldW8PX8Tk0YX4jR0rv/Hh9SFk83br6pP8Nv753LLlYfSL8/T4llj27JXDk+haQJTQjJjISV4nDoODdW3TOkRHQ64li9fzje+8Q1CoVBzCvglS5Zwyy23MGzYML7//e+zdu1abrvtNgYNGsSxxx7bZYXer2SyD7Q9zVIIIDzBNvtC2eHK5vGuusrKyjRrazKcOdHfZpNTn0tj/AA3762Ic+JYP+4dvnYLTwA0PZs4Y0CXFlNRdkkIMBE88spyPli4BcuWBH1Ozp81ikNGF6FJScJ24tUkde/9r81tmI3VpDZ8icPtx1E0kqTtACHYWB3jPy98wdUnDiKUaWS5PZj7n1hDNGE27/vrx46kX76XRNri9qe+IJbIkBd04zA0LjvNRAjabK4IEAq4uv2FR0pJjr/9vmlCZGumOsqlC26+bBq//s+nJFLbv5GPH17AaUcOU8GW0mdZliCKD5E3CpEPth0hPL/trKfplZ9w+LmnM3xoGfc+9wVbqqP4PA5uv/ZwMu/fQ82KT3FOP48vtAN4+O0NNEbTaJpg2kEl/PLSqRTneVi5sb5FsLWjB15ayk8umrz7Ka67maYLGuImdz61iFXbmisPLA7wnbPGURxyI3thgKjs3zoccN19992MHj2aBx54AI8n2/TjwQcfBODWW29l9OjRANTU1PDQQw+pgKuDZCaR/Z+9CLg0TxArVoeUskXQYzeUo3lDe1nCnXtvRZw8n87ggvYHbp440MVnG5J8vDrBzAN8zdOF0LKZCsMqNbzS8ywEtz6ygBUbtyegCcfS3P3MEjhjLIceWIxl2WjSJFPdfrKXdNV6fKMPRWQaEJ5CtjZmuOnfn3D1KcPwzbuf+OZlHHDQTP74jeNYW53GlpKRg4vw+HwgwdIEv/72dATZsZPf+HQDX6yp4ZITRzK6UMchLJK2zvPza/nkyypyAy4Kcjy0Gmm5G+QHXeQF3W2+nB1yQDGunTQnFLpGMrNDZkNNUBpyc/v3j2RLdYyGWIrBpUGCHgfaVwdGU5T9kKYJLAlJ08a2JW6njnNbjYwQ4NZNNDOGMJMUHH8Z4c9ebc6euiM/Mf770ka2VEcBmDiyEPnlaySWf4Kz3yiW6qO587lVzcvbtuTjJeWU18S48VtT+Hxl282EAVZvbsCWezCmUDdLmpKf3fVRi483Gysj3Hj3x/z1+0fh70BTZ0XpTB0OuObNm8dPf/rT5mAL4MMPP2TAgAHNwRbA4YcfzjPPPNO5pdyPyU6p4coBK4NMRhCebLM9KSV2fTnGsEM6pZxtCScsPt+U5IgR3p0mVAm6dYYXOnh/VZyjR7dcVvhy1VhcSq/QEE23CLZ29OjrK5g0shCHACk0NI8fOxFtc1ndG6T2zfvIVG/GP+5onKOOx+U0OKBIkPlwGQCZL9+GL99mSLAAgcD8NI77W39lc1TjzqcWsW5rdhyuYf1y+NYpBzEwaJNe+BKxl99Amml8Tg//N+EEjh1/CLlFhTi11oM1dweXLvjlpVO5+d9zaIhu74A/pDTIZaeO2ZbIo+Wzoakm8aGXl/HRoq1YtiTH7+TCr41uPsdDiv0I4c/W2u1HY40pSns0XdCYMPnnU4tZvu05NKA4wFVnjqNfvgeP1UjdK/eSWrcYkBg5heQecQ6JjcuILn6nxbYipsH68mzGz2H9c/jmrKHE//tXAOS4U3j4+bY/GK0rD1PTkGRAkb/dcuYG3PTEx53dYRgab8zd2CLYamJaktlvr+KSE0djq6aFSjfqcMDV0NBASUlJ87/XrFlDfX19q5osj8dDOv3VbDpKu5o6wRo7Txu9M01p32WkBpoCrkQjZBJo/vy9LmJ75m9IIiUcULrrYHFMPxfPfB5lY53JoPzttWHCG8Ku3dhlZVSUjtB1wYaKtgYbzgrH0qQyFg6nTkrzEZxyKg1tNSvUDFylw6l//3EAIp+/jruxhitOPAPZ2HrwUitc07xefUrnZ3d9SGaH1PJrtjSyYvUWihJvEV/2cfN0mU6Qmvs0gw/J4B52FqlMz7w4WJYk5DH403cPp6IuTnV9ggHFfnIDLgxkm7GSieAPD87H79G56fyR+B02ljB4d2kthq4xeWQBlmmrOEvpU5pqZOLJ7UHCpsoIv7j7Y/7306lU/e8mrEhd8zyzsZrqF++i6Iwfkli/pPlZ4sgrxRMI8L1ThjJoUCkejwPH8leasxxmnEHqI+2Pf7l6cwPTx5bywMvL2mymfNbRw5v7tUI2w2jKsoklTJJWFKcudtr8uTuYNixZ3bpfe5Nl67ND2KhhJpTu1OHrLRQKUVu7/QKeM2cOQgimT5/eYrk1a9aQl5fXeSXcz3VGk8KmLIR2YwV60dDs/9dnX+6Ev2Cvyrczc9clGJTvwOvcddX84HwHPpdgzto4g/K3jwumUsMrvYFtQ15O+8lldE3gMLLXp2na+A88ilT5GhIrP21eRhhOCk68ksZ5L7VYN7l2AVNnXERjTajd7F2ukdN4/uONLYKtJlOG+og/9XEba0F0wSsEJs0iRc9lh7Xt7IvLgHwPAwu8zbVSbb1vCQF14RTHjstjomsDmXf/g52IoGs6p4w6jEToFFKmrV6ElD5FNzQ+mL+5RbDVZOqYIjLlq1oEWztqnPMcwQnHUv/+Y+iBfPJnXUbty7cx2kyTEzgZnH7wh5qXNzBxGFqbzxqAwpAHhy742cUH86eHP2ux3JET+zHtoJLmYEsKWLU1zD3PLqGqPvsuM3FkIZefPgavofVYIg1dY6dZT/Ny3Og9HRUqfc5ujcP1xBNPMGvWLCzLYvbs2bhcLo444ojmZdLpNI888giTJk3qksLujzqlSaHhQrgD2A3lzdPs2k2gOxBd1IerNmqxtjrDCWN8u16YbNv0EUVOPluf5JyDg2jbmhWq1PBKbyClpKzAh9/jIJrItJp/+IQyvE4dy8xm0ItaLgIzLyXviHNIbV2F5g3iCBUTXfohibULW63fWL4Zd8kQMk2DJ3+FNnwaS99o/ULlMDS0ZCOt8/ZtY5mQjOB3CzKaj5TVdtNesa0pZDJjYdoSt0PHbYh2B2reE1Jmz+POaJpGOJZkkms9yff/u32GbZFa9j6uxgq8J/+QNF2XWVVRehtbwpLVNa2mawIu/9oQUvNnt7tuqnwt+cd/GyOU/ftZ88rdzWngkxuX45hyNj6nQOgOpJVBX/MBR0+Ywuvzy1tty+MyGFgSwDZthpcFueNH2TG2YokMw/vnEPA4cMsEup0AIYhaTu5+ZgnVDYnmbXy+spob//UJv//OobTfs7tr2ZbNyYcN4Z3P2h5K4+yjR6CL7HlXlO7S4V6DV111FZ9//jnHHnsss2bNYunSpVx66aXN427Nnj2b8847j3Xr1nHZZZd1WYH3O81NCvciLTwg/PktAi6rZj0iWITQuqZj6KJNSTQBw4o6Xu5RJU4aEjbrqre/0G5PDa/6cSk9K5m2+P75E/F7Wr4mjBgQ4ujJA0hmWoY9upBElrxH47yXqH3132x9+JcgJQUnfJuv9luSLj/rGgTuk65H87SsjXKWDMFXWEZesHWzYtOywdn+l1oAOx6m/N7vk5zzKH69dfIKTRMkLbjz6cVcfes7XPOXd7nx7o9ZsbkR2c2D2UspGZkP6Xltv0Bmtq7ESDV2a5kUpadpQlAYan2fTx9TTEBPYwTabzWk+0NkNBe1r91L9fN/bzHmlp5bymOf1PHIh1UUnn09wuEitfQDzprg5cDBoRbb8boNbr5sGu5t491Je/sYW5OG5xPyaHjjW2l49g+U3/t9yv99LamX/sRvz+nXalt14SSrNjX22Nh5UkLI5+SKM8aiaS3LcNaM4QwuaT1WoqJ0tQ7XcI0YMYInnniC++67j9raWi6//HLOP//85vm33347hmFw5513csABB3RJYfdHMpPI1kSJvQuMhC8Pq2771xy7Zj1aTslO1tg7CzclGZhn4DI6/kDtFzLwuQQLNiabA7XtqeErYcDYriquouyUrgtWb2rglU/Wc8M3DyGRzFDbmGRAiZ/acJo/PjifP159GA6njku3cZGk/p2HiC//pMV2Guc8R/DgE/CPOYLoF+9ntx3IpzzhZEV1A67hBQy+6HeI2g1k6spx5JVixRpoePZPnDH9GhasaJkdTErY0CAYmFuKWd/6i7Sz32gy3kKcE08itvh1rMZqArOuImFv/xCStuEX93zcPNYXZMfUueWBefz2imkML3SQtJ2d9gKi6wK3jGUHdDccWJq3eZ5tS3yaSUM7CUcAzJqNaANK1AuR0mdYpsWJhw3hrfktk1mcc2gxNS/eRe6R54DQQLaukXZOOpn4phXYqXjLGUIjUTaZ115cii3BtPpzwcV/xK7bhEyWc/3XJ1KT0FhfHiY34KZ/kY9cPQlmA5bhJWk7s8m3tt2HPsKUP/LL5r5gAOmKdYjnfst3z/wN37unEWuHe3bRqmomDMvDslp+qGqRndRp4DYEVifWtDfvR0qmji5iwoijWbOlAdOSjBgQwm1ozQM3K0p32q2m8sOHD+d3v/tdm/OeeuopCgsL0bqoRmV/JTPJnSbM2FyXJh7LUBTYef8mLVSCtWEBMhUDKbEbynEMmtjZxQUgnrZZWZlmxijvrhfegRCCoQVOFm3KNivMTlOp4ZWeZ9tQkOvhyuMH4l/8P/wbl1DsdCEXmIQmnsw3Zg7E6dAJ6HEa33sEY+yMVsFWk8jnb1J0xg+JfvE+ui+EcfwP+fdTmzn1yKE88dYqLp1ZBK/9G83pwYrWIzPZ7H759Yu54OjhPPruxuauBZqAyoTB5LN+QtXjv27Rj8ORV4p12Lf47j1LGTVwON88bTrpl/+AnomCnv0irmmCNZsaWwRbO7r/xWVcf6QgVFJKylOCae/dF2m3lsbetJjqdx/GijaA0PCOnobrmIsRIvu8EIYTNB3sthtK6v48MuqFSOljQl4HV505lruf/QLbljgNjVwjRcPWlYQ/e42CE6+k9tV/I63tLUQ8ow8leOChxD58rOXGdIPgCd/j/o+rm5vNvfDJZl74ZDMDiwOccOgwhsUEj7+5gq3VMWLJDD63g28fP5Cida+gR6vJO/7bxI28bWWByNzXWgRbTaSZRix/m+kHjePDJdv/jpfme1tkThUCMlLw4ItL+XhJObYtyQ24uPjEAxg3NL9rgiApcWkwZlB2PFKV9VTpSZ3WN7m4uLizNtWnyHSi3f5bH62Kcf9HDUgJp03wc9K49jvGa7llAFjV65r7hWkFgzq/wMCy8hS2hKGFu99Ce1ihgyVbUlQ0mpTkZC8/4Q1lBz9WlB4ipWREoU79C/dDXn+0475PRgqcZgyWvMTU4RoB10DiC9/Ff+DhO+2rJK0Mwu2l6NwbqJK5/P7pteQFXRw4JJ+hpT5KAinMr10GEmLLP0FKC//oQ0HTON7j58iDj2TZxki2TANCuJw69VJSeOEtEK4kWVdBzFnAlqSHOx9ZRWMsw9xl1WyojHHzKVdh1lcgCvORUmIYGovb6BvSZM2WRmz3YCofuYnSb/2ZCDntLrsrhqEhqtdCOkH+rMsQmkaqfA3hz9+g4vHfUXDOz8ngJqN58Y2eTmzph622obn96LmlbX3IV5T9mpCSQ0YVMe66bI2Mw9DRw8sBiK+ajzTTFJ35I6xIHXYqjqNwAHpuKeVVdeROPJGScTNIl69BuDw4iofy2Pw4sUyC6y6cjK4LBILa+ijD8qB/vsbW+lpcBlTUxZAym4n11/9bxh8uOZnAJ3eRWvs5gZGHIIWEtIlj5MHoTjfhz9/ATkRaFr5yBSP6T+HDJdl/appg6phSTHP7RxUTwS0PzGVDxfZ16yMp/vb4Qn54/iQmDMvr1D6lO1K15UpvoJJB9bRMss3+W+GExUOfNDBugAenBi8sijKmn7tFSvUdCV8euHyYGxcjU1GELw9tW4r4zvbllhR5Pp0cz+5nFRyY78DQYPHmJCU52bE+hC8Xu679gWQVpTto8Qb0aefzxLwI7/93LaYlCfqcXDDjHCaIrehmgkzNRho+fpriM3+0023VpV38+50wZ8zwcfz0gfjcTmoqKulX/xnln7/U/KElMPE4fKOnUfHkH5DJGMLhJjj5axx+8Mk0mi7ufnYJ85ZmvxqXFvj42Tcm8cCCKMvWbW01xkxlXZwtyf7k5TuaA0LblhTntV8THfK7kOko0kwTnv8yrmnnkTb3rJbLLWNYZprw/FfI1GWzpLoHHkjRqddQ+/p92I1VCP9AUpZGzlEXkqmvIF2+evv5d/sp+vqNJMTu1Zwryn5jhxoZqQky5dv/hifWLSaxbjG6PxfhcGGG6zBP+RU/um8Ffo+Dc47sx/TCAtIfPIgxZBIHDjsNh7ORf85eRCxp4jQ0jj2kHwcX6dQ+9AvcusHF409gxphD+P3jy7clvYGH3t3K9adfi7XsbdLla6j/4HEyddnmzO6BB1F02rXUvPafFk2chS+P+ng2uHIYGtddOBmPQ2vOSiEEVDckWgRbO3rwlaWMvuJQdqOHgqLsc/apgGvdunWceeaZ/OIXv+DMM88EYNmyZdxyyy188cUX5OXl8c1vfpOLL764h0vacTKTbLOG661lMQC+Ni4HK51hdVWKN5ZGueyI3Da3I4RALzuAzBevA2CMPqpryislX2xNMWwParcAHLqgf56DL7emmHVQNuDSfLlYGz5H2naXJflQlJ1xODSicQf3vlfBWUcN5evHjSSTsXE6ND5bUcOizBAmf/wssRVz8R1wKEZuMUaoGLOhdVNYZ//RzF8XZ8GKalZsqOf3Vx/Oi++t4MycJaQ+f7l5OWmmCc97CStSS3D8MTR++jwyk6RxznNYiSjviEPZUB7mmycfSGm+DyEEaQvWbw23OaAnwJdbEowbVYJuCSxLYpo2Uw4s5sFX2h5T5/TppWhfZhNYpDYtxXNIGtj9MQGFAJFopOrZ21v0M0luXEpVzWYKT76adPlq9NGDMU2bqO0h97QfIxL1pKs2YATz0UOlJDQfVrspGRWlb5AInnx7NUeMCOL/yiDrVjQ7KLJr9GGEbYPbLh0Nts2GeosFjQVMKBmOu3AgAwMZCgbCkSMPJCZ81EdNbCn5YHOYw6aeS/rj/5Ga9wwDxyc4ccoEXvo0+5Fk5cYGYvUBcgceSPXLdxOccCzOYZOJ6CFSaZO6VCN5p1xD1YM/p2kA5JxppzGsLoefjyhjUIkfh9YyBaCua6za1NDu8dY0JMlYNoah/v4r+6995urOZDJcd911xOPbO4bW19dzySWXMHDgQGbPns3VV1/NrbfeyuzZ7adQ7W1kOtGqhsu2JR+uTjC2vxuPU0PTBGP6uViwIUks1X6VuzH0EIQ3hAgWYQyc0CXlrWg0aYjb7da0dcTgfAerKtOkzG1fv7whsC1krP2BChWlK1mWJCL8XHXmON6Yv4Wr//IB373tQ3581xw0IRk3NJf0wCkUnf4DdH8uVU//hYLjL0P3t/wA4sgrxTr0Wzz+/hYAYkmT+UvLOXtaEalFr7e579jyT/EMbpkwJrr4HQ47MI/LTx/Lews28/v/zuN3D8zl7meW8L1zxzNiQKjNbZUUBrnnlXV8saGhOQOhx6Hx8/87BMdXXmYOPbCA6WUpUhu/BMAI5CO1PfsG59JM6j94rM1O/XY8TLpyPY6iwc1Bn5QQt13EXCXYg6eRDI0gKlWwpSgASdPm1TkbuOf1zThP/DGa299ivqN0OLlHfp3Chf9Fe+bnaM/dyMil9zKpMEXujIsg0Ujqyex0++kbyVn1Mk4zyp1PLSIcNxGjjwaRbaGSWvIGx40NNW87L8eN4XIRXTGXolO+S7p0HE/Mi/C9O+byvTvm8cP/ruW5JRk8p/8c0AgdeT4yWMbE4flMH1uKx9Ba5Vu3bUlhbvs1105DQ9f3mddRRdkj+0wN1x133IHf3/Kh88QTT+BwOPj1r3+NYRgMGzaMDRs2cM8993DWWWf1UEl3j0y3ruFaV5MhkrQZVbL9S/OYMhcfrkqwYEOSI0a2/eDSPEFcMy4DRJfVFC2rSKMJ6B/au4Dr3RWwsjLF2H5uhG9bh9bGKrRAYWcVVVF2S45H50+PfM7yjQ3N0xqjaf757DKuOv0Apo8ZRezde5v7HtW8ei95M78BgBWPkAkNZE2jgzsfXtViLK9Fq+s4cVQBCbu9YY8lVjIKupEdVwsQmo7t8PPHBz/KpobfZtWmBv744Hx+9s0p/Orfn7R4rzF0wQFDCwkGPMSTJpUNSUpyPUSSJgOLA9zxoxlsLG8gXFfPsBIv7qovSL70v+b1A1NPI2kb0OaQxTun22lSW1a1Oz9VvhrfuJkkUq23bVk917/CMAQuKwZmNqNiRveR2sMmlYrSUUIIbLKBlW1L3E4dlw6GzGBYcdyWyY/OGMbjH1by4SaDaaf/Cme0AlcmgpY/AM3tp/qxX2GFt3+kzNRswt+4ltjGuUQWvNY8XWaSpD57gbKDonxt8nSe/mAtqYzJGQefTGrec2BbOKzt42idcWg//HYE7cDDqF+/gse3Duadhdtr8hMpk8feWk3ssMGcf9W/sKVG0jYwdtJPyrYlw8qCuJw6qXTrryrHThmI29CwLdV5U9l/7ROfFObNm8fjjz/OH/7whxbT58+fz5QpUzCM7XHjtGnTWL9+PTU17XcU71UyiVZZChduSuJ1CspC24/L69IoDRks2dJ2trEmQtO7tFne8vIUZSEDx140ts7zaQTcGsvLsxmPhCcHhKYyFSo9Rkqoj6ZbBFs7euSNNaRNi9jSj5qnmQ2VVD//d2pfv4/IwjcJSx+3PL6ShmiqxbqFQccus7dqTk9zsAXgHHUoz3+0oUWw1SSZtvhsWSUTR20fKNzl0PnhBZO5/4Uv+eOD83n09eVsrYmyuSbGNX99lyv/9DaPvLaCYQNymZZbg/bsjaQ/fGhbpkBBzuHnQqj/Lgcubo8t9Fa1fTsycorIiN41mLFHSyNWvU/Vgz+h4j8/yI5l9vEjbY5lpiidRdMEsYzFbU8s5Oo/v8P3/vIudz61CEe6geird1B+zzVU3/9DBi/8Jzcc7+egofl875+LmB8u4p4vcths5hFZNqdFsAUQOuwsPIPGEvn8jTb3m1r6HjMOzPYJe2PuJqxB05rnST370ffoSaVMLrORmSTJLSsx+0/m3UVt/11++ZMNhDMGabtj3+2duuDmy6bhcbVcfszQfM6cMVwFW8p+r9fXcIXDYa6//npuvPFGSktLW8yrqKhg5MiRLaYVFWVfQsrLyykoKNjj/XZbW+JMAs3halGd/uXWFEMLnRjbBg3MvqtpDC10Mn9dAolontedbFuyojLNxIGevU7/PzDPwbLyVPa49WxqeCLVuzzvTedJNT9oaX88L93Znt/lMliwov0Bd8OxNMm0RVu1P0aokOCkr6EHJH/51gF8sirCS3MrmvtZHT8+hFm3BVfZCFJbW9cCGbmlLdK9A8h+Y1n6Tl2rZZus2FDPNeeOZ/KoInICLrxuB7PfXsUXa7MvYTUNSf7x5CJ+9n+H0L/Iz+aqKB8s3MLGijC//NYhlF0+ivTW1WA4MYtGEzM1YmmBx6nh0MRuB1627iVn+pnUvPD3NucHJxxLUope00fD0MBc9jF1bz2wfaJlEl34JmZDJaETryG1B33Zulp33+dd/Xvtj8+tr9J1DWmZeGQUaaeQwsljH2ymrMDHKYcPRUoYUOAi8v69JNYtal7PrC/HfOFPaOfdyUnT+nPMKBdHDy3A4UwjXQdSt2E4qa3ZpDPuAQeguX2Y4Zo2m/UCIG0cmWyXDNuWRNPgBpylw7Acbv7+nUl441vxWWHStVtIVawlnDOx3Szqli2JJTJ4czzNx7njf9vSv8DD7T84is1VEerDKYb2yyHH78QhaHrR6dX6wvWqdJ1eH3DdfPPNTJw4kVNOOaXVvGQyidPZsjmey5X9I5lKpVot31GaJsjN9e3x+rujMZPE7ffhD2S//sZSFlvqTSYP9eN2Z4+t6b8H9ocPV8Upj8KB/bv/a/HaqhSJtGRkmQevt+1U9h01otTDs581IHUHQa9OJicPPV7d4fMeDHr2av/7q/3lvHTnPdgkP6f9c6drAqehk/jK9MDE43CVDqP+w6ewwjUYQuPYoZM46pKvc9OjqzjnsDK86z8gaUjyjv0m1S/8o0V2Lz2QR8EJ36b6xTubpxnBQpwDDiIvsIrNVW0PEJwbdBOLxhiQ7yCcFvzq3jltLvfQK8s4fvpg7n3uCwA2VESobkxTNLQfRm4pG8rD3PHQQtZszgabw/uH+O654xlcEtztlwpz2AQCE44lsvDN7RM1ncKTr8bIKSTo6j3XZqaxmi0fPtHmvOT6JejpMLnFg7u3ULuhO+7z7rwH95fnVlvMaAP1Hz5H49wXsl0IHG7OnXwCjQOP4Cf/+Yx0xibkd3HB0ScxpnAkmY8ebl5XOFwMDEpOd35C5X8+ANtE8wbJmXoqeTO/QWzFXMLzXiIw/hjq3nmYghOv3GlZ7B26LzgNgREqJu/oi6h791/4+o0kU7OJVOEgnKVDsWKNeJw7fwa4nHqra2RXv2UIKCv073SZ3m5/vl6VrtOrA65nn32W+fPn88ILL7Q53+12k063HIivKdDyevc8tbBtS8Lh+K4X7AR2OkHK0pCRbDOWRZuSSKDQJ0gm07jdTpLJNLYNAafEZQgWrY8yIKf7a7g+XxvF0CDXDfF46wEQd0dJIFv++asbOWSIF9uVQ6ZmK/X1sZ2up+sawaCHcDiBpZogNOst56WzXtC68x6EbA1X/2I/Po+D2A79r5ocPq6YoEti5pU2p0h25JXh7j+a6hfu2L6gtEmtmY9Ru4m7vvNLat97nMzy9yn4v99T/ext5B5xNsJwkWmoQi8aysakj8aoTu5R30Y0ViByiqkyA/hSBmcePZzFa9puGn3UxH58sqyOs44exuNvrm5zGYDNVVHyc1p+nFm+vo4BBV4aEyY/+ceHpDLb+1Ss3tzAT+74kNt/cBS+XbxstWbgPfQ8AoecRGrLKoTTjbNkKJbDj+bq+WtzR+5kDDvV/vWVqt5MwlW0x00su0pH7vN96R7sLc+truIQFok5TxH57JXmaTKTJDLnGdyRek6ZeiizP9xMQzTFXS+s4TunjGDsgANJb1oKQN5R59Hw8h2kNi9vXt+Oh6l/52Fyj74I//iZeIaMx8gtJv9r2SQ+zuLBpCvXty5LwQBWVWfv9cGlQUJ+F67Dz6H6hTuwIvXkHXEOFfNfIbFuMf7xMwlOPI7Ulk3NNeRfNax/Dj6Ps/lv9v7+W0L33n/K/qdXB1yzZ8+mtraWGTNmtJh+00038fLLL1NSUkJVVcsBc5v+vbcDMXfVAHw7klYGLBOpO5tv3pXlSXwuQdBF8yjttg32tn+UhgxWViSxxnT/Tb18a5KykIGG3OuBBH1OQa5XY3l5ikkD3eAJYW9cTCZjIsSuX/Qsy+6W32hfsz+dl+48DiEyBO0GfnXpIdx071xiye39qYb3D3LxCaNxmBGKzryOisdvwYrUEZh4LA2fPNvm9syGSmTNeuSWpeTOuBCh6ZiNVVS/eBfC5cXw5aAdIPkyPoxH3t6A12WQ43cRjldxzMEuShINTB0e5JwjB/Hk+xuat6sJOG/WKFZsrCcv6EYA/Yva/1rsdRtkvnIeC0JuLNvm5Y/XtQi2mqQyFi98uJZzZg5H7uZvYGKAyEUbODW7LVtiWBo+etm1aThAaO02v9J9IdKm1W5zqp7WXeeyu36vXnVtdCI30RYJLHaUXvo+R511PLN3GP/7f+9s5ndnnAybliIMJ0ZucYtga0eNc57DkVeGEBD+9AWiS95Dc/soPO0aal76F2bj9ncjPVgAR1/Nfx9dS1Guhx+fMYT4C38iXF8OmkH+1y4lsvjd5vshuuhtBBAYeBA/OWMIv3p8FTUN2/s2Fud5+fEFE8GSmF+5SfbX33JHfeEYlc7XqwOuW2+9lWSyZQfmWbNmcc0113Dqqafy3HPP8dhjj2FZFrqeTXE6Z84chgwZQn5+fk8UebfITPbYdsxSuKY6TVmOgRBt12D1Cxl8tiGJLSVaO8t0BVtKVlWlGT+g85oy9s91sKJiW+IMXy5YGWSsAeHP67R9KEpH6LqOZpnkbXiLv137NTZWRamtTzCkX4gCn0B+9hQcfAIJZwGlF/2aVH01mtNN5q0H291mastKSr/xK6RpYmLguuA27LqNiIXPkq5YBx/9j0PHzmL6lcexplZiopEb9DLni3JGhCzij17P0SMO58hvH8GqigSa0Bhe7MLpdvLgu1Ucc8hAaiNpxg4vwNC1NhNsHHPIQD74fEvzv10OneH9Q6RNyRdr2h+GYfmGej79spKDRxeh7UHUYdsSTddI25JYwsQkjlPTgN7xkpLRfXhHHEx85dxW8zRvEBEsbLcrjKJ0lExGd9GnKoYQNAf2DdEUacOPAHR/Lpn6ina3bSciGME86t5+mOSGbJNhK9ZA9Qv/IO+oC9A8fjJ15RgFAzD9JSxYU88PTh1MSa6TXA8kp50GTg/OYD6xjctIjTwWOfJ4HHYS/ctXiS6fQ9G0s8iTkt9fMo6KsEV5fYp+RQHygh48DtGjGUYVZV/TqwOu9mqp8vPzKS4u5qyzzuLee+/lhhtu4LLLLmPx4sU88MAD/OpXv+rmku6h9LYeIduyFNpSsqne5OBB7Qc1ZSGDj1ZLtjaY9M/d89Tsu2trg0k8Lemf23mXzIA8gyVbUoQTFn5fCAA7XImmAi6lm5mmhZ5O4C0bSvWD11BaMIBBBf1JLFxEwhsk76jzwLbJ2JKwFuSJzys5cpTA7/ZhJ9tuBqu5PFQ99Sc0l5fQ4edgxNO8V+mn35jLGVj8AZlFr2Cvn0/hQVPQl89GO+hY/vCyxJZwelk56Vgj1sKXYOHLjAplkwGZH1RiDxrLKdMu5ed3fUgknmHiqEJ+fNFk/vq/BS1qrMaPKOCgIfm89OFaANxOnV98ayqubQl38nPcrC8Pt1n23ICLDRURRgwIkevd/eeMJQSPvbmSt+dvxrRsgj4n588axSF7GMB1tpSlEzrmm5gNVaSr1jdP1zx+is+9kTg+9iQ9vqLsSDh2nnhFGq4WtaiGLnAIiQnYqRhGcCfDpOgOsGVzsNXEitRR/eI/MIIF5J94BehOnOk6Riz+F1asgXgqjjZ2BjnTTqNReohKg1eqkrz64iZSGQuf2+CMw07m6KO/zW8fX8YXa+sZUBzguCkDOfiAImobEjz+5gouPn70XpwZRel7enXAtSv5+fnce++93HLLLZxxxhkUFhZy/fXXc8YZZ/R00TpEbgu4mmq4qiMWyYykONj+z1Kybd6G2ky3BlyrKrPjb5XmdN4l01T+VVVpJvXPAQR2uArKDui0fShKRzgcBprLS+37j1Nw0newU3GsaD3eY7+JFWsg+uVHhA4/G2zI2Dafr6ympj7OpeO+Rmru0603qBm4SoZR/95jAFQ981eKTruWw8sS/Oa1Wi47aRajho8FJA3VNWQOvgDh8nLOTIMv1tXiqHid7b0kJXqwEHvsSWD4sDSJoWvNWRA/X1FNJmPzy0unEk1kCEdTDB8Qwu9xEImnuerMcYQCLgYWB3DqAmlLhBCccdRwPlte1brswNEHD+CeZ5YwYkCI/OH5u9WE2BaCvz+xkCU71KCFY2nufmYJ1mljOGJsCVYvaI4Ttb3knflTiNeRrtqAESxAzy0jLvx73WRaUQBshw9n8RDSletazXMU9Gd1Tcv74PDxZTgcOhz5LVxlI9Fz/GhuP3Zyex8q4XDjHHMM8oBjqbQcOI7/IWLRc6TL17TYlhmuQXf7SWxchiNUSKZua/O81JaVyEwSzeXnvy+u4pMl2xP5xJImD7+1nnBaIz/HC9SzqTLCfS98yabKCBNGFtIYTZOxZDa7oKIoHbLPBVwrVqxo8e9x48bx+OOP91Bp9k5Tk8KmGq6NtdnO+kVBvd11nIYg36ezoTbDYcO7vIjNVlWmKQ4aODoxHX3ArRHyaKyuSjN5kAfhCSLDbb8AKkpXMk0TUklCU0/NJsHQDXS3HzNSiyO/H7lHnkdTiz1dCHIDbuavqOb0qVPJHbyWzPqFzdsShpOCE66gce6LzdPsZJTk5uVo9RWcNX0W972ymhuP9xMxCrh7TpKVm7Lp4of1z+HKM8Zir9w+xpbzqG+xIDWQx57eTDhWjsPQOHpShuu/cQh/eeQzUhmLL9bWcsO/PubOHx+Nv38w29RHSkIeB1NGFyJltpmf3BZISCkpyfNw3qyRPP7Gyuav7ELA6UcNZ2N5hHAsTW7Qtdv9mCKJTItga0ePvb6CQ0YX9YoXNSkhJt3gLkMf0o+knT0vvbbjlrLPSUg3Baf9gKrHf4PZWN08XQ/kI475Hg88sj1IGt4/xJET+3Pz7C84e+YYRmk6kVULKDrzR1TN/jN2Ko7mDWKc9DMe/KiOOe8sxLYlhSEPlxx3CYNLPyWzYMcEYwIr2oCrsD/SbhnY6f4QCJ1ERm8RbO3olU/W8+OLDua9HZokvzV/E8dPH4yuCTRNqHtFUXbDPhdw7Ve+UsO1sS5D0K3h3UV2sKKgzvra1pnUuorc1n9rRPHepYJvS79cg5U79OOyG9Xgx0r3syywHDkk33+UgpOu2lbD1YAjvx9WrIHGpZ/gPOxC/MTAtjj76GH85v46bnp4GVefchYHz7gYFymElKAbNM59scWYOgCp8jV4hoyjzOdgc1WUTP4EHnhuKSccOpQzXDqaEMxfVslv//Mp/7pqBol5L+AaMoF5iQH859W1zdvJmDavz93I1toY580axX9fWto8b3NVlAn9DISdROpOYsJLJCVxOzQMTbSoudGkZNYhA5kwopAVG+oRQjCgOMAnS7by+qcb8XkclBX4ditTn6YJNlW2ncoeIJrIkExbOFztf1TqCaovitLZDEPDZWebG5ec/0vMcE22T1VeGXpOMeGMxndOGEhdXFJYnE95bYyXP17H5aePJeg1EFaETOVa6pa+T9HFv8esKyfhK+GmR1aypXr7PVbdkOBPT67khvOm069oMa7iwXhHHILmdINuIDSd1IYvW5QtMOFYpDSpibQ/fE7GtFvV9Nq2JJW2mDG5P05N9eFSlN2hAq4eJNPbUu5ua+e9qT5DQWDXLyIlQYMPVsUxbYmhdf2n4tqYRWPCpl+o8y+XfiEHS8tjxNM2hjeE3dh+J2FF6SpSQlXSQeiQr1Pz0p8QhgPN7ccM12Lk9SN1xJVgCSL//REyk6Rs5rc5/fBBzF9Zy+gSg9jb91G3MduXwlEwgNwjz8VORkmsXtC8D90XQg/kUxD0cti4UjZXJ5h6YCkPvryU+kgKQxccOq6Ma8+fxGebYxx4wtUkHSEee2xTm2X+Yk0tpx81DEMXmNtefIJOm+qHf44VrUcYTpxjjqWh/1E88PZmvn36WAqDruZaLgAsm/ygm6Xr6thYEaGiLoaU4HMb3HzZNFy6wN6NlyopJbmB9vutaAIcvWTwY0XpKi4tg6hYSc2bD2CGq0Fo+A48lODkE7JDQuQUknzil5RYaYYMm8SbsSNxeT2MGpTHbY8uIBxL4zQ0jpk0jdOnO6n74Emqhp9ONCFaBFs7euS9LfzxwmuIznuBquduBys7ZlfuEee2SMyVM+00nMVDsJ1+9HjrLKU7aute1TXB6IG5+23qd0XpKirg6kEyncimJtayP8OWepPRJbuuRSoK6pg2lDeYDMjr+n5cq6uyNVBlXRFw5RpICWur04zyhbC2LkNK2W6WRkXpCi6XTshlc9cbYa468zf4U1XY0Vr0gkGsaXTy/md1XHKcn+SJP8cRq4QlL3H6lNO56MjRlP/3BuxEpHlbmZpNVD1zGyXn/pTkpuXIVBxHXik5h5xIprGagJHhipOGs2BtlHuf397h3bQk73++ha3VMU49YijagPHIlM3FxxiMKHKAECzdmmT2R+XUb/syXVEbJ8fvorYxSW7ARU6qnEy0HgBppkktfJn8WC1HjjmejxZvZdbUQdi2xOXQcekCy7IxkFx26kHUR1Ks3xomP+Smf5Efj0PDYSXQZRIQWIaHpO1st8ZL1wVpG0IBFzd+ayrL19fx+qcbCMe290abNqYUt0PfPuZFF9A0gYsUupVtQWAZHlLSpfplKd3CMDT0mnVUPv1nnP1G4fva9/AGg+jYCE3D3X8kDRkXHH0VznUfo3u8nDaxhFcW1vPIq9tTwKdNm1fmbqWysZCrDp/JcCp5YUOw3f2efEgRDW/eR3Lj9tosOx6m9rV7yTvm/yg87fsY/hB6TiEZXEQyBg3ROMV5XirrWo+3dsDgPFZvbmgxbXBpkLyga5eJb4QQuLQ0hpkAaWMbHpK41T2o9Gkq4OpBMp0AhxshBLGUTWPCJt+/6xquwkD2Z9tcn+mWgGtNVYZ8n77Lpo57Iter4XUK1lRlOKA0F8wUMhFGeHM6fV+K0h7TtPBlGvjpmUNo/Hg2DRuXoDndSCtD6aRT+eaMA6mobuRH969mRP8Qv7rgh2SWvke8YWuLYKuZtAl/9hqBsUdhNtYQmDSLquf/TqZmMwCuwWMZNfUiygp8bK1pmeVw9eYGfB4HadMi365l3Lr/kv4k2+l+UtkIDj7//7j15QpWbw4T9DmJJ02CPie/OH8U8u3bWhXFqljFIUdczr0vLue7t76DlFCS7+Xy08YyuNgHEnQkBX4nxQcUYdsSXbNxRbdQ9+o9zR3+Xf1Gkfe1b5Nw5WN99cO4JthSl+CfTy9hU2X2fIwdVsAPL5jEv5/9gi3VUYaUBvnmSQd2abClawJPupq6V+8htXUlAM6SoeQdfwUpTxGmpT7kKF1H0wReu5Gqt/6LY/p5yCFTsTYtoPbFZ7ATUYThxD9+Jv4xR7Ep4+Vz6zBOHuwmXl7Ok29vbnObqzY14C8cQnLha+S7J7e5jKFrHFSskfzwyzbnN3w0m6LTrkHzBokRwDRtdE1j3rJKrjprHH977PPmjzgApQU+Ljx+NH98cF7ztMJcD9dfNBmHgJ3FTZomcGfqqH/13yS3NWV0FAwg7/hvkwn0I2OpGm6lb1IBV0/KJJqr+rc2ZDOOFXQg4HIZgpBHY3O9uctlO8OqyjSlXVC7BdkvYWUhg1VVacSwXADscBWaCriUbmSakmBOLjUv/xPX6CPQpnydjCVxCROx5GWkZrIins1Sc85hRdQ/eyueAaMww+2PZZXcuoriQ89AaDrRL94n76jzkVJiJ8KEF7xO5oVbuO70G/jhva1fkmrqo4wrcFD+v5uzA6Rvk9m6CvH8b/n+6b/mhodX0q/Az5+vOoRivyCcsEie+DMcqSja6g9If/EmMpNCn/kdfvmfeVTXJ5q3U1Eb5zf3fcotVx5KvzxP85fnpmZCbrOR8od/Adb2Z0xqywoqHr6R0kv+TITtgy0LAfWxDDfe/UmLL9hL1tSwoSLMr789nYxlk+t3okvZpf3svXaY8odu3J6QCEhXrKXy4V9QcsmfiQr1XFG6jpcoZu1mhNtPTeHBlGz4lPhHjzXPl2aayGevYjZWMXzMDBbZLh74IMo5Rw8jnlzfYltCwNQDCvnO8f0RDVtwlw1ncjAHh6G1Gsw8N+jCGavcIbNpS3YyirZt6BUPcRqFm0Ta5LxjhuPA5M9XTyeWssiYNrqVxBOvRKQ38+MzhxFOwZhBQTyaidBjZISHtNDbvY9dZpiKh2/ETmxv+pip2UTlIzdResmfMB0FKteG0iepgKsHZWu4sv0dtjRk0ATk+TrWmbwgoLOprusTZ8TTNuWNJmP773w8kb3RL2Tw8ZoEljs7WLUMV0LJiC7bn6K0xUrGcBz3PR55ez3vPvEppmUTCri46LgZTMrPMMCp4fM46O9JYEXrCEw4lsjnr7e7PcOfizQzoIPZWE3l038BaWPkFBE6/CxSm1eSqlnG8P6hVk13hhcahD99rkWw1USmkxhrP+KP3zmNfFeGhtVfMG9LGfe/sZHqhgSaJjh0zEFcePph8P6/WR9xtQi2dnT/i0v56Tcms+M3Z5cuiXz8fItga/u+E8S+fB/HuJObX/qkEDz6+oo2mwuFY2mWra/j5MOHUl8fwzS77k3LYQiiC95qEWw1l9tME/nsZVzTziNtqloupfPpukZ603I0TSAnnMHQAoPaV59tc9nE6gUEJx/PzDEh0rbAYadaDIAsBPz03FEMDi+g4dF/IlNxhNNNYOIs7r32WK74+wKSme1B16CSAJ6Ql3bT1QgNK1pP7cL3qRlxCve8upEt1VGEgAkjCjl9xnDuemoR4ViaE6eUcdwQk+QLt9J/0izcZSOon307jY1VIDS8Iw4mdPTFxLRAm/d8YvX8FsFWM2nT+OGTeI/5NimrdyXNUZTuoAKuHiTTccS2lPBbG0zyfDp6B5NgFPp1Fm9JdXl/p7XVaSRd03+rSb+Qg4yVYFMjlLkDKlOh0u2cTp2EHeT2p5ZRmufid98YhY5FOC146pMK5IRiDh0d4rBxpeQGXBhf/zlWPIx//DFEFr8HduvgJDDhWHRPgMrZf8Zs2H5Nm41V1Lz0TwpPvQY2LWNQcSmrNzcgBEw7sIjTDs5nYK5G9dbV7Rd461Lyp5xA/Wv/Zv3Qs/jTk9v7fti25MPFFayviPKL0y9h8cLW/TOarN7cgCVli4BLs1MkNy5rd53k+sUEx84is+3PR8aSLN9Q1+7yC1ZUcfy0we0fSyfR7RSxjV+0Oz+1cSneKWmg6z4eKX2Xrmsk132OTCXwHvlN9HglMt06+G9iJ2KUDRxIpmoDmjuXh66bTCQSx5Q6Pr8HvnyDyNznm5eX6SThT5/Hn4xz69Vn8eWmGJFYmkGlQbZWR9kYl/g8/jaDHe+Ig0luWUXsoNO4+b4vmgM7KeHzldWsLw9z1Vnj+d0Dc5n9wUYaYqV888Lf4ciEqXz8d9s3JG3iK+eSrtpA4Xk3E8XT8pgyaZLrFrZ7zKktKwjYafjKeorSF6iAqwfJVAK2NSksbzTJ9Xa8bXNhwCCWStKYsAl5u+5r0ZqqDF6n2K2y7a6ioI6hwZrqNP1UanilB1iWTX0SLj66jMCqV0i99AFYJoW+ENdMOZuFyRCapnF2/3JqnnkSOx5G6A58Y46g3zd/x9aHftmiZiUw4Vjcg8eSqdnUItjaUeOc58g58nzCH5poAn5+3mj6188j/dqdxCYei+4Lkand0ua6eiAfmYxgDp7KA2+2ncVwc1WUiqSbgaUuoO3t5PidCASw/Uu11HQMfwizvu3xeYxAPlJsf+ZoAnIDbiLxtmvci3K92TF7upjUDHR/XrvzdX9ui3IrSmeSUmLkFNP4yTOUHv0N7DZqp3dkBHKJLHwTOxHBVTKMxg+fwtxWi2SNOJjgpFnEv3wPK9bYYr3o4rcRw4/liTfX4nEZVNXFSZs2Q0oD/OK0nxB7/g/Yye39Qp1Fg8g7+kJiGXj4mfVtNuerj6Qor4kysCTAxooIb39eziUzy6h/419tlt1sqMSs2YBWcECLWi6h6+jBwnaPWfeHkELb8XGjKH2GCrh60I41XBWNJgeUdnycq8Jt6eO3NJhdGnCtrkpTmmN0aS2arglKcgxWV6U5Klelhle6n8fjwBVpxDX3PlJbsrVFQnfgGTYRb26Io3MDpFd/SuKd+5rXkVaG6KK3MRuqKPvm70msW4Q007iKB2PkloKmkdy8st19pqs24CwcwAWz3FwwayRuMwJbI2CZRJd+RN5RF7TIOLajnCknk1i7EDs0gq01a9tcBmD51iTHTC7j3y8IJo0s4uJjB5LrytbGra81KY+IbdkKt78BpaWT4LQzSG5qu5YrcMhJxHdIPuHUNc48eji3P/Z5m8vPmjqwWwKutKURmHIK8ZVz25wfnHoaKelAve0pXSGTsfAfeDjhuS9ih2tIbl6BZ8g4EusWt1pW94eQtkXsyw/JPeJcqp//O5rbR86UU3APPABp25iROgpOvIrKJ//QYl1HQX80f4DLTxuLENm+km/N28S68gi/e1Hw2wt/g1WxCoSGs2gQWCbSzGCnbdZsDbdb/lWbGpoDLilBIElXrm93+eSGL3AUH4Rtb8+gIzSdwMTjiLbT1Do47XTSwgOolPJK36PSxfSkdBwcLuLpbIbCjvbfAsjxaDh02FLfdf24LFuyribdpc0Jm5SFDNZUZcCbix2u2q3BVhVlb5lmhhwRI9MUbDndFJ11HVgmVc/djlWzifoPnmhz3eSGL7BjDTgLBhBb+hGNC97EitRR9/Yj6G5vu/t0HnYhH6xO8Zv7PuUHt3/A9/65iCfCk3Ce8UvsVAIzUktw8vFfWUsQOvRMRKAQ3ZuDZqXxuNq/Pws8NnLhC/zt2iO49msFON69g7r7f0Dd/T+gYN6/OGqQhaBlykHbllAwmOCUU1vtO/fob2B5C1t8JbcsmzFD8jj2kIEtltY0wXfPGU+Ot+szqUK2eZTtLyZ01AVAywAvZ/oZkDtApaVWulTaCJJ/0lVoDifhBa+TM/VUHPn9WiyjeQIUn/Mzal+/j+DEWTR88ixGTiFFp/+QdM0mKp/6M1VP30rjnOdACPwTjmle1zHmOLZOuoqbH1zCHx6cxx8fnEdlXZyf/t8h5AZcNETT1G1ajxUPYydjVD7+O7b+9+dseeCnWItf5ZaLD8DtbPs9IzfgJvaVWmrN429zWQAjp7DNv9OWO4+846/IDnmzA/+EY9HLDlDjdyl9lqrh6kEynUAzXFSGs1+cdyfgEkKQ79fZ0tB1mQo315ukLbpkwOOvKgsZzF2XpE7LIyeTRCYjCE/7Y44oSmcyDAfJmu1N8/JmXEjDh0+SaupHpevYyXa7pJNpqMKRV0LBiVcBkq0P3gi2RXD8DQi3j8BBR+AZPBYpbex4hMSm5XzhGsffHl/YvA3Tkrz9eQWbquP88KhLqX/jHwQPPoGSr99AprEapI0jVIwpIa37cA04EO29//G1g2fw7EetU0obusboUhfmx0vJG3s0tY/e1KJPSbp8TTZ737duJUrLey1hOXFNOoXS8ceQ3rICNA1n2UjSmpek3fp5oEnJeceO4LQjh7JsfR0up86IAbl4nVq3ftVL2k6cB8ykdNS0bLmlxNlvFBndR6KNcitKZ0rbOo7Ssegiie72U/X838mbcQGa00OmrhwjmIfmC2GbaTK1WzBChWSqN1J81o+pfvEfWNvG0API1G6h8ok/UHrxb3DkFBFbPofqQcfw24eWNi9jS5i3tJKNFREuPW0MDTW1uKo/ReQWUffmA9sLZplEF7+Nq24rV554Prc/u6ZFuYWAiaMKefnj7BAQZQU+kg21BMYfkw38vkpouIdOJGq2Dp4yONAGT6H022NIb12VrfXvNwrT8BO3uufji6L0RqqGqwfJTAIMF+WN2wKu3WwaWODX2dyFNVxrqtLoGhQHuyHgysnuY10y++Kn+nEp3ck0M2i+bMpw4XCh+3O3B1uA0IxWX2x3JJwuKp/8I5HF79Dw8TOwrZlN5Iv3Kbvo15iRWiqf/gtVT/+FhjnPwcFn8+Dra9rc1qrNYRo9/RBON+H5r1DxxO9x9x9F+LPXqF/8Ho6CAZgZk4TwEppwDCcc4GTc0NwW23AaGtddOAmH24Xz8IuJLHq7zQ780kwTmfciLqP1l+qU7SAqcrAGTcXsfwhRgqR3FrQImL+8kjfmbuR/r63gh7e/xwsfrSfTzR+007ZBlCDWwClYg6YSFTmkVLCldJOMrRORforO+QlCaNS8/C+qX7mb6NIPafzsNQx/HjKVTWQjM2lcZSPINFS1CLa2k9S/+z80jx/PiT/ggbfb7otZWRfHNG2mDRR4+o/IPmPakN68nLElGk5j+7NM1wSXnTqG9xZsxrIleUE3Pz1rKIk3/4WrdBieIeNbbkQ3KDzrelJa+7VfaVsnKgOY/SZjDz6UqJZL0lbBltK3qb9CPURKG9JJhMNFRa1J0K3hMHavn0OB32BFRRzbll3SR2J1dZrioIGhd33/C49TI9+nszbsYAIgGytUanil2zgcDuy8MjRvkMD4mZiRlln3EuuX4B0+ifiq+a3W1Tx+hNCwU3GcBf1pWPFp8zzv8EnZLIX12/slmg2VmA0N1IXbz2C2tiLOhGAhmZpNOAr6Y6aS5J36fTKReiru+zGl//c7IjIAoaHkEefaU0PUp0awujyGz+vE43bw7LtrCMdS/Ob/xpIpX9ruvlKbluKb1n72vh37d7VHaIJXPtnA7HdaZlac/c5qahuTXHnmuF1uo7N1pNyK0tk0TeASSTDclF78W9LVG0nU15DylRDKC2EnI2guL8Xn/gzN5SF48InEV81rd3uprasJTDiWeEM9a7c0trvcqk0NHHp0KSLuxo6331fLGdnKX689nCVr6vB7DIb3zyGeSKMLi5njCigNQualP2GGq6l6/u/kHvF1ggcfT7pqA0ZuKUbxMJLCh2nv+r0g24RX3YeKAirg6jmZJCARDjeVYZNc3+5XNhb4dTIWVEetLqmFWlOVZmhhxxN57K3SkM6aGhPhUanhle5lmhlEKkbpN35L5LNX0Bwtr/vIorcpPutHmI3VpKs2NE/X3D4KT/4u9e89CoCdjKH7Q1ixBvRAHjKTahFsNTGEjaELzHaCgvyAEzsVQw8WUHDqNYTnPIdj2MGkwg3IZITYkndwTDiVjCmox8ftzy0kkTIRCMLxFDUN24M5S3civLlt7gdA84WQYu+eH0lT8vwHbSfveO/zzZw3axTe3fygpCj7GkOTuGJbqXv9HtKV63GVjcA45jv85Y00W6ur+cvFAQLSpO69h0hXrAUEZZf8Hr0iv91t6r5Qtjmz4SLgdbSbDbQ4x6D+pTvImXJKtjZetl21HNP8/PLfn+J1O/juqcMQr/wRTyrOOAFWrJHArEuJ5Jdls6taJvXvPoJweig68zrMvCFETZVlUFH2hAq4ekhTkwIcLioaLYqDu59psMC/LVNhfabTA666mEV93O6W/ltNynIcfLk1RjK3AD2sAi6l+2QyAp83QPWLd+HIKcBVOpyis36MTMUIL3yL1OYVVD37N/KOvhA9kEemZjNGTiHCcFL//mPNQVj0yw8ITj6e2tf/gyO/H6mKdW3uz9jwKd85cyY+rxspoT6S5JWP17OxMoLHZTCgLITjhB9gBUqpjNSjDT8akaiiOncceaUjSK5fQmjCiWQwMC3J0nXtj4O1ZmuU4RNPJLm67a/oOdNO39bkbs/fomLJTPNAyF8lJdQ1JvHmq7F3lP2bO1NP+SO/zI7LJzT0QB4+t8HlMwqIm0UEgn4q//PLHQY0l5Q/fDOlF9xEeO6LtHUPBiYcQ/SLD3ANnsCN3zyW+mga07J5b8Fm5i+vRMpsrdqk/g6Sc5biyCvDN2oKseVzWm1LuLw06vnUhStJZ2xCWoLU1pVobh+O8SfBsOnUGF4cM8YQOg4clcuR0sZRPJSU5iVjql4oirKnVMDVQ2R6Wxtuw011xGT0bqSEb+JzaXidgq0NJpMGdW75Vlelga4d8PirykIGUsJGUcaoho3dtl9FsW1JJhkjNO1kYsvnsOWBn4JlovtD5Ew9Fc+gMTR8NJvw529QdNq1RBa/g0vaxFfMbZE6uWncLP+Yo0jXbMLY1i9sR7o/F2vEDOZ+UM3cpRXYEkoLfJx33CiWrKnhkAOKWVtj0xh18eQjn9IQSeEwNI6Z3I8jJ3lh4unoq99DTzfiMHLJSA23UyeZtlrtCyCSMLGLSnFPP5fkJ0+y40tdYOppGPn9SZh798na5dj5ByOfR/2pUfZvLt0m/OHTzcFW4SnfJbV1FdUP/Bg9kyTH7Sd5yInkHft/1L52b/N6MpOkcd5LFJx0JTWv3NPc/xPAO3IKRiAPxp/CG1u8PH/fp8STJl63wdemDWba2FL+9fRirjt7JNrnT2MhiS55j+KzriNTX0m6cvsHH+H0UHz2T3n88yg+t8HNl00jL5ihbsABmNO/xd3vVLDw1c+REgYWBzj/a6MIeIZRmu8lZUto+/GiKEoHqb+CPaSphqsu7cS00+Tt4cDCBX6dzV2QqXBNVZpcr4bP1X1ftPJ8Gm6HYH2mgBHJeUgpu3T8L0Vp4nY70BMZaj95ltTmFc3TrWgDdW89SP6sSym79M+kNq+g9q2HCE09BTudxAjkU/38qhbbqn39PnKmnUrB1JPBtqj/aHaLlyj9mKu56fG1VNUnmqeV18S47dEF3HLloRi6ZN3WKP9+7ovm+RnT5tVPN7GpOs53Tx2B32VR8civKD7vRqSnhOOnDeLZ99cyYWQhMycPwOHQkBI+XryV3KCH7/59Ljd+4zAGf2s6qc0rEEi8Aw/ATjSSkB72to2Qx6kzamAuKza27vhfnOfF63ag6QK6LqmqovQo3U41j12XM+Uk4ivnEVv+SfN8Oxml4YMnCB5yEr4DDye29MPmebGlH6IH8ym7+BbSVRuwYvU4i4eQLl9D45b1PB8Zyytzt3+EjCdNnnl3NSccOph//vgorE8ewRpyMGLMyWgaNGxYQnDy8WguL2akFs3pRvcEqHv7Qc4+7nJOOOJIHJogKVyIE37CjXd+REMk1bz9jZUR/vzQfG64ZCpryyOMLAuqdO6KspdU/XAPaarhqkpkY97c3UgJv6N8v94lY3Gtruqe8bd2JISgNMdgbcwHZhoZb+jW/St9l2lmkFK2CLZ2VP/hk2gOF7Wv3UumdjPpms1UPXc70soQGH9Mq+WTeoBXFkfYHHNTeNq1oGfvJSOniPURV4tga0cPvLSUXI/G/15vuxxfrq0lYRukqtZjJ8I0vP8Yhkxz0mFDuO7CyYwenMe/n1vCHx+cz98f/5yCkBsBpDMWN9z7GZfdsZi7Fvr586ce7nu3EnIHtNuPbHfowPfPm0hxXstxx0IBF1edOY4/PTSfT76oxFYfUJT9lBQ6uj8EgGfwuBbB1o4iC17Hf+ChraabDZVElrwDmo6dTlE5+8/Uf/AE9tDDeG1+eZvbem3OBkzTpqL/sfzuXbjm/tV8777V/GftABr8g6l//3GcxYOpf/8xKmf/mXT5aqIfP4FXM7FtSWVjik+/rGwRbDWxJbz44VrWlzeSUgloFGWvqRqunrIt4KqMa+gaBNx7XsO1cFOKjCVxdFI2wUTaZnODyXGlvk7Z3u4oCxl8tt7ADoDdWIHma7+zv6J0FsNwkKluPZZVEzseRmbSlHz9BlKV63CVDQfboualf5Ez9RRKv3UrdWuXYaNhFQzj2QV1vDp/PbCeP102jkHn/oxM7Rb0YCEvLG79ctNk1aYGTM1FOJZud5mN5Q24vsh+HU9tWUGOncahOdlcHeWxHQK1ZNri2feyNWnnHjuSR19fQSJlMX95FQCNUT/RtI7eCT3gpZR4DMFvvj2dqoYEKzbUkxd043Ro3PPsErbWxFi1qYErzhjDoQcVY+1lE0ZF6W3SwkVw2unUvnAHViLS7nLSyiDt1rVFwQnH0jDnWSKfvU7O9NMoOSf7zCg3gu0O2G3bkoa4xc2PLG0ejFxKmLu8hjXlUW75+pVkatZjRRua18k+MzJsidi89NE60u30vQRYsbGeIyb2w7TsbslWrCj7MxVw9RCZioPuoCpik+vV0fbwy2+BX0dKKG8wGZjfOeNcrK3JICX0y+3+y6MsZPCRCZV2LoMbKqDsgG4vg9L3mGamzf5WzYSG0B00zntpW6bCjRSd/n2qnr8DV79RrKgV3P2hC8uWlNe0TMH+t+fWcuNMjVAwn3T1Jop8w9rdTY7fSca00UT2C3ObyzhM7G1NknVfCFtoJE2bZ76Skr3Jx4vLOf/Y4by3YDNba2LN00MBF5qg0zKO2bbEAIJeJ+8t2ExDNNUqcPzfayuYNLIIh3p3U/YzliVxFY/EN24mmnPnCWKEvuPfVkHo0NNBd2An44Ck8ZNnaZz3MoFzfoUtdt6/O52xmoOtHdU2JlkV9jBiRcvkGbo3B1toPPjKMlwOvVWt9I5CfheJpNklw84oSl+jAq4eItPx5pTwoT3svwXZsbgAtjRkOi3gWl2VxusU5O5FufZUSdBACFivDWJgY+t02orSFUwTPAX9ES7v9gyiO/CNmorUdHwHHYGraCD2tjH0+n37NiIL3+TLRiebq6JtbntLdRSt36GE376D5MalTDnnDzz8dtsB1aypg1iypppDDizh0y9bX/8+j4NiZ4JMMruvwLTTMHUf6WSay48fxJACBwjBgvVxXvi0ojngqamo5sdnDuEH92zvF3bWjOHoOwns9oSmCdaXh9lY2fYX/kg8QzJt4XB1rAm1rmukLEk6Y6HrGm6HhlR9SZReKm678Ew5CwdJjJxCzMbqVsu4ykZgBPLInXEBmtuHVTqOaDJD0pND4PSf4co0gGliOnz86/WtjBykM6A4wKY27qmBJW1Pb/LZimoOcPvZsU49Z/oZJISH5euzmU1//s0pvPzx+jbXP27qIFIZC4ehYQgwd1IbpijKzqk+XD1EpmLgcFEZtsj17ln/LQCnIcjxaGyp77ze6Ksqs/23eiJhhdMQFAV01tnF2A1tt1tXlM4mJTTaXkrO/RniK1+nnUWDyD36QtK2wI41UvHYLZQ/9AvKH7yRxo+fwdN/NIU57X/scDt1rNqNJDd+CUhcWz7jJxdNbNVEZ/LoIgaVBnnoleWcMH0wg0uDLeZ73Qa/PH8Ucs4jADhGH846MYj6SIIiq4KDVj+A8dwNGM/+nMPrn+OPFw2nf5EfyGY0dVctZcSAEACnHzWMgcX+dpsq7SkpJaFA2wMoA2gCHP/P3n3HWVGdjx//zMztZXund6SDVEXEht3E3o1Gv9FofqlqiiaaojFfTTSxJF8TjSUSS2yxK/YGggiIgPTO9nb7vTNzfn9cdmHdXaTs7t1dnvfr5Qt3yr1n5k575pzzHMfe3XaUprFmeyO/+vvHfO+P73DNHW/z4EsrMdEkmY7otmx0zEgjBSd9F+MrteaOnGLyjrmEHU/cSqxqOzv8I/nNE6u55t4lXPm/73Lb41+wvQGqXrmf6IJnOW1KPi99tIHLTxtNfranxWflZ3u4/vxxvLO4/abQhUEDK77rRZD/kMNw9xuFadnkBN2YluL9Jdv5n2+OaVWLddjYUsoK/PQrDnLj3z5ixeZ6lJx3Quw3Tam2KqMPbpZlU1sb+foFD0Ds7b+TqN7MT9YfxXGH+Bnbt/VDiq7r+HwuotEkdhttvps8+1kIj1Pjh8e2P3ji3kpZih8+Xs7hQ30cOsDz9St0gjdXRthWGeKXJfMInH9Hi3kOh05urp+6uoi8bdtNd9kvhYXBDvmcrjgHd+dyGSxYvo2axjhnTMkjWbkRq6EaV+lglC+fB9/ewUWDK6l7/R+t1vUMHEveiVexZUcDCliyKcbz83cQjqU4YmwRFxxRQp7bRJlJ0J3Ybh+N1bWYTh/rqizqEhpjBhewZE0Vc19bhWkpAl4n3zp5FH6vky0VIUry/YwekI29fTlmQw2qaBgLN8Z56v1t/OnSocT/s3Psn93o3iDG6b+lsi7KyCIDLRmh1l2GpbvwOA30Trr0pxRce/f7bQ7QOn1MCd85bQzs4XoGYBgaGyoi3PyP1mMJ9SkMcPMV0zC6ya3LcOjEUzYpy8a5sxbO6qRzcG/O855wDuq6hk+Po5ux9NsOp5covh5/Tdc0DV9sO+WP/AJnXim5s85FmQnMhmoc+WW4SoZixxqxIw1Uewfww3s+wfxKja3f6+T2S4aSeurnOEuGsuGQb/HI29u46MSRWJaiojZKcZ6PYWV+nB8/wCeF3+Qf/13JwNIszj28iKKggY3O+6saOW7GYLIb1uL0B3G63dipJJonSMyRwwfLy1m9sZoTxufi93vQvEHWbG0kHEsxvH8uhq6xelMdD7+yksTOISduvGwqw9rJWNhd7kGdqSvPP9H7SJPCDFGJMDUqB6U44KZ7hQGDleXtd7LfF5tqUqQsunTA468qy3GwZIuLUGMYv5lEc+z7GGVC7AvLssnN9nL3MyuYO289k0YUUlY4iMXvVLC9ej2/u3gkDW/9pc114xs/RzVWUWZEqXzuTg4rG85hF19MxHKQteEt4k/+me1mEt2XRfbUU9AHT+WmZyu44vj+zDgkl/CaxcRqanjxg4bmjIHhWIp7/7MUn8dBQY6X46b2Z315mH++FMXh8LOjejWmpThtRh/Ukv+2CrYAAmNm4Wpci/3h41Q0VoPuwD9mJgWHn0vY9nZU161W3A6NX10+nZv//jGR+K5yDSgJctkpo7822AJIWvDgi1+0OW9bVZhtVREGFvk7vIZuX9m6xjuLt/H022uJxFJ43Q5OmzWY46b0Q89w2borh0PHl6ym5o0HiW9KN3F1FQ8if863SQX7kjB7bi2KW0tS/+5jgCJVu53K5+5E92Vh+LOxQnUUnnsjVU/+HueImTxdr7UKtgAisRQfrolwRP8xJDYvZ9C0FI2RJH98bDFZfhc5QTf1oQS/O38w5pcLmHr45bi/MYJxgRrMj+/FrK8A3eCUETMIOMowsan9758xG6tAdxAYfThZM8/j2LHZTA69RfyVt7DNJIY/hzFHXATDx/Dq4nJe+mBDq7H9HnzhC26+Ypo8OAqxH+S8yRCViFBlFQP7nxK+SWHQYMEGm1Dc3u9sh03WVCRxGelmfZnSFOxtSBVS1FiJkdc3Y2URBwdN0+hTGMDncRCNmyz+sorFX+7qf1Hoh3is7T5aAImKjSS2ryXniLOpe2cuuUM+x9i+Gl13UHjq90DTUck4oWVv4UFjaJ8+fLqugYHVHxBe9BKuvofwjeln88/XN7b43GjcZEtFiEkjinj45RXsqGlZ4zC81IO5aFWr8riKB+Eq6EP1i/fsmmibRJa9Q6piE3mn/5SI6pwabNtSFGa5+NMPZrG5IkRVfZwhfbPJz3JjKNVmB/+vsmzF5vL2+6YsX1fNkNIgtp250Vg1Xeeljzby7Du7kpXEEiZPvLGa2oY45x87fK+Cy4ON365n+2O/wt7tfEpWbGDHY7+mz2W3kTAKMli6PdN1DTcJHJqJpmyUZaJ0ByndS9I2cJBqNbREU4bT4LgjcTidFJx4JbFgf1Y+vILpowo55dB8vA5FNAXPLazh0y+rWbopwhGDB8Pm5ajqDRTnZbNxRyONkSSNkSSjBuXirFiBKuzHpu01TC0MU//Mn3b7UovYyg8wKzeQc9jp6WALwDYJf/4uyYpN5Mw6l9hnrzavYkXqib56D1nHXMrGbXltDqS+vTqCaSnJWCjEfpA+XBmiEhEqTT8uQ8PnOrCLV2EwHaBs7YDxuL6sSFCW48hoVqIsr0HQrbHeLMSu356xcoiDh21DImFy8+VT8bpbvocaVJpFbk4AtPYvl4Y3SGzdYlxFA8Bw4i4eSHD0LHRfkKoX76XymTuofftRvIMnoBsOTp6Yy5yxOYQXpx94kltXMr00wbSRLR82DV3jJxccSsDjID+7deazhqiF4c9pNT1r0nHUf/Rsm2VNVmxAhavozO4YtqVwajCsLItZ40oYNSgfl67tVbAF6V3t87T/PrAg15vx2q24afPC++vanPfmws3EU5kLBrsrt9sgsnJ+i2CrmW1S/+HT+J3dc78ZhsKXqCCx7DVS21ZR+eStbP/7D9lx//eJvnk/AcLpsbi+cj4a/hyKz7wWM1THtgeuI7TsLRwuJz/4xhAu7b+RrHm/w/H8DeS8dSv/M3QbPz17OPlBJ1q8EQDdn0sktuveXpLv43vHl6FWv4t21DWYKYvIe4+2WeZUzbbmMuwuWbkRUgl0T6DVOuEPn+KMqW0HvW6XgSEZC4XYL1LDlSmJCFUpH7l+/YA7gOf4dBx6OuA6pLT9Dutfx7QVaytTTBuUmb5buyvNcbK+tgS7ThJniM7ncumUajYNHz7NHy+ayeZGg+rGJINLfOQmy1GRWnzDJhNd/UmrdXVPAM3hxE5EMesqcOaXoTldhBa9TGzdZ83LWZEG6t6ZS87Ms8krdpCKhCC7iOxDj8fIKkDTFdcc6eP8WWNZsbmRYE4OQwfk43VqWCmL46f255WvZBN7ZXE1k446Gd64t2WZvFltZkhrkti+BmPkgE7va2Hbar8CI49D56TDBvKft1qnujd0jfFDC9vsR9KVwrFUu4NG2woaIkk8Wft/Pe6NHCpJZPPydufHt31JthkDWgcCmeazQlQ+9yfyjrqIymf+SPN4CsomunoByYr1FF7wG4LTTqPujQea18s/7jKqX/07Zn0FuidA9tRT0c1GCje+QWTpvObl7HiExMdPMGhiiEGz5pB4cgGa001ev4F875uKgEenJKDh0Gx0O0Xq9J+xbJvFhEFQ+Wb7iTMS5Rtw5pVhRepbTq/ciDO3mMSOlsGvHY8QaCfoPX7aANwOHVsyhQqxzyTgygClFCoRpSLpJucAMhQ20TWNwqCDLbUHlqlwc02KpKnol9sx6eUPRJ9cB+9V5JGoXYs8sojOZpo2zmgdkWXzYNk8+gbz6O8JYC6tIpmMUZ1TTMl5N5Kq20GqakvzeprbR+Gp11D33hMA6N4AVjSE5nC3CLZ217DwJQpHHEbcyMIz+3zq3n+KVPUW0HS8QyZQOuVkvFXPw+ALqaiLoWsaZXlegl4nV585jr89s6w5lfvWyjCNwfEUTDiW8JJ5Lb5HM5woq+1ab0cwj1Q37mNkmTYnTB/A6s31LFtb3TzdYej8/FuT8Tg0VIbL73bu+drtcWWuWXZ3pXRnmzWyTQx/NugO6GaVXC6HIjT/JYJjZtEw/3naGrzObKjCrFiPd8R0Epu/IPrlfBxZhekXMfUVgEbxmddRP/858mZfQGTZW21+V2Lp65SMnUmFsik85XuEFjzHqEnHU/v2Y1RvSY/x5y4bSv6cyxm29Q0072Q0lxeVjLX5eYY/GzvROvmJ4c/BirceAgM0CvKCuBx6i0GRRw/O59SZgyXYEmI/9YiAq76+nj/96U+88847hMNhRowYwU9+8hMmT54MwMcff8ztt9/OunXrKC0t5f/9v//HySefnOFS74GVBNukMu5kVEHHtOosDBpsqT2wJoVflu/sv5WV+QeFPjkOLHQ2lYcYm+nCiF7P5XKQ2LCp+W8rVIsVqm3+22ysxozUk3/ct1HJOImK9TgCeRi+LOref5JkxUZ0bxBNN8A2MevbH0NOJaKoVBKfrih/7i5QOx9glE1s7WKSFRspOOkqltWY2G6T/310IX/43hEUBFxMHl7IvdcdzcqNtSRSFqMG5RHwOAiWnEX2oScQ37ISzenGWTKEwNjZhJa80er7NYcLZ8lQEt044ALQbcX3zx5PQyTJqk11ZAdcDO2bg9vIfLAF4HMbDO6TzfptDa3mlRb48XucdNio0r1ENG4TPPQEwsvfa3N+9tRTies+6GYP9YaVIL75C3JnnUvi/afaXS62YQnushHkzj6P3CPPRaWSWJF6HLmleAeOQVkpEltXY4Zqd533X2WbaGaCom/8kPqPnyP3iLPZ8cQtLcYHTGxfy45/3UTxWT+l8bPXCY49ksZPX239WbqBu3ggde/MbTFZM5y48vtgttGCxDtkEponyF9+Mpt12xqoDyUY3j+X3IALvb0yCyG+Vo8IuH784x9TVVXFn/70J/Lz83n00Ue5/PLLefbZZ1FKceWVV3LZZZdx++23884773D99deTl5fHjBkzMl30NqlElIRy0JjUD2gMrt0VBQ2Wb0uQshTO/ezQunJHgj65jm7RRrswYODSbdbW6YyxbTRduhuKzmOaJo5ATvsLKIXucLLjiVspPut6khUbCS15szko090+Ck+5mrp3H0elkm32jdidYUbRdCM9OGp9RYt5VqgWK9KAqWXjcmjYCh55ZQU/PHsCmlK4dTh0WD6QPk+9Zi11rz1IfNMKnHmlOPNKcOT3JWvGGSQrN5HYvrr5szWHi6Kzf05cC/SIWEBXilyfk5ljSlAq3TyxOwRbAAZw7QWTuOnv86mq31W7kBN08/NvTcGlS86MtihfPnlHX0TtW+lsfk0C42bj6nsIjanut9OU7sDw52Anohj+LKxI6yAbwFXYHxVvpPbducTWLgZl4yzoR96R52Fk5ZPYtiZdi/c1nRltK0XFf/6Ad9AEYptXtDkYuzKThL94H81w4R04lmTlJuJbVu5awHBQfMZ1RNYtbbGe5nBRdNbP0Pw56G4f9m6f7czvQ+5xlxO2DFwajO6fg6Zp6ea73WQYBiF6qm4fcG3atIkPP/yQuXPncuihhwLwy1/+kvfff58XXniBmpoaRowYwY9+9CMAhgwZwooVK/jHP/7RfQOueJgqKz1WQ0cFXMVZDmyV7sc1qGDf06inLMW6qiSHDWndMT8TdF2jNADrYoWoUCVadkmmiyR6MdsGI5iH5vZ95eFGwzt0ItmTT0JzuCg85RpCS94keOiJ5HoD2KkEmtON4QlgJmMUnvZ90HU03ZFOBd3Gg5l34DhiG5YSXvY2BSd9l4qnbmu1TGzdZwyfMZoFa9L9K1ZtrMNSuy7YlqUARVCPUP6vX2LH0hn9UtVbSFVvIbr2M0ovv52c036CFq0hsWMthj8XZ/Eg4lqAnjZMTqb7a7VFKYXPqXPLVYdRXhtlc3mIPoV+ygr8uA0t40k9uquI5cY34kj6DJ1MfPMKlJnEO2AMtitAo5n5/sO7MwwNt4qjm3Hyj72U2KYvyJp0PHXvP9l6YU3HN3g8Ox67uUXteKp6C5XP/5myi3+Ld/AEvAPHgq5TcOJV6N4AmqYR37KS0NK3sBNRXEUD0HQHecd8C+/gCVS//Ld2y5fYtprAuNlUPv9ncmdfQPbUU0hUbsQIFuLsewgJPYAvfyD+UTNJ7FiD4c/BWTyYuOZHaRrFl96OWb0Zs6ESV/EgtGARYeWlaXjW9DEsx7EQHaHbB1y5ubncf//9jB27q2GZpmlomkZjYyOLFi3i2GOPbbHO9OnTueWWW1BKHXBCis6gEmGqrCwAcvwdU3NTEDDQNdhUvX8B17rKJCkL+udnvv9Wk7I8F0s2FZKq2YpbAi7RiWwbzESColOuofKFu1HJOGg6hSdfRbJmB5XP/gk7EU13ep92Klgptj18A1gpHNmF5B51EWZDFXVv/wsA/9jZFJ/9M8of/x12fFf/CWdeGdnTv0Hls3/ETkRJVm3GVTKIZPmGFuUx/Dm4XE42VaQzleUE3Xz1SmYYOrHVnzQHWy03yKTxw//gPfLbJL1l6EP7klIq3YxQnp86jG0rHEC/fB8DCtPjgjXVxIn2RS0nkINn+CyCQW+3HCzXqVs4G7ZS+/o/mvtY+oZOIvfI80jWlRPZvVmkblB02veJbfqiRbDVTNnUvvtvco88j9Cyd/ANnUTjp6+QrNwEaHgHj6fo9J9Q9/6T6dq/957AaqwmVb0lXSPWjnT/rCjKTFI77yE0pxvvyMNpKJ6OK+Un4NQwcYOnFGNon1bXgDB+9MJRaEWjidn2zlaOcuwK0Rm6fcCVlZXFkUce2WLaa6+9xqZNm/jFL37Bs88+S0lJy4fxoqIiYrEYdXV15OXl7df3Ohyd14TNTkWotLPwOTX87vZ/gqZWdOl/91wel57ux7W5zsQw9r3sqyqS+FwaxVnObhOk9ivw8fFGkx3byhk6PL1NTdu2P9vYm/XG/dKZ5+BXuVwOsHKo//A/lJ53IxgOMJyEFr9GaPHrzcvZ8TB17/6b4KTjCY45gtDStzAbqqh67k4KTrwSV/EgkhUbSGz+guTAsZRd+nvim1diNlbjzC8DK0XVC39pbsaT2LYaV2H/rwRcGr5Rh/P7/6zk5MMHs/CLCk4/cgg+t76zZivNqVuE1redmAMgvmUlQZXCMtIvUTRNy8hwD73x2GyPYWjQKjTuyM/v2n3Z2edgUyu17nZsaBq4w+Xs+PevW/SxjK5ZRKJ8A6Xn/5KsiXNIVm7CmV+G4Q2CBpGPnmv3MxPbVmM21uIfPoWKp/6wWx8uRWz9EpKVGym96Lco26LwhP/B0nQaTTeBeEWb2VEBsqadhp3TB5evDDseQisawufVGm+8toVrLyrE8ZVDcU/XgAP9DQ6G8/xg2EbRebp9wPVVixcv5uc//zlz5sxh9uzZxONxXK6WNTpNfyeTyf36Dl3XyM31H3BZ29Oop6i0sinIcuDzfX1tlMezdzVWZXluNteaBIP73ixjxfYqhhZ78Pu7T07AoWUOdOpZtyPMlK/8HllZ3aPpY3fTW/ZLZ5+DbQk3mhTOuYyGBS8Q/uIDis74CaHP5rW5bGjJmxSfeS2hpbsyjdV/9Cw5M75J5Mv5ZB16AnUfPIUdPpzI2k9RiShmYw12vGUKZsOf0zJds6aTP+fbVCa8LFldTTJl862TD2HSiGKyslqe18o2iQbbHyTW8GXj9rrx+bp2P7antxyb3UFX7MuuPAe727FhxcJUvPRYm4ktrFANsS0rcQQLcBX0pf6jZ4htWIZ34Fichf3a/UzDl43h9dOw4IW2PzdcT/TLBYRXfIDZWE1g6jdZ5xrF1uoEh087m8SClsk6gpOOx5FTyMPvbmfhGhuPK4vy2k1k+V387srDKMrLzHnf3X7LznAwbKPoeD0q4Jo3bx7XXnstkyZN4o477gDA7Xa3Cqya/vZ69++ksG1FY2Nb6VI7Rqymhko7hyyPTjTaflCo6+lgKx5P7lXn6yK/zpJNSSpro3ide/8GpiFmsbE6yUnjAnssTyYUe5KsrLCoq0s3yzIMnawsL42NsW7ZryNTust+6agHtM4+B7/K6TTQzRjVb/4bw59D4an/D83h3mMmsa+mXDcbKtH92WRPO5XyJ/8AtklEdxAYM4ua1x9o82N8449D0zTc/UahOT24+h7Cl+VJfnP/UnweB2P6+Zkx0IWWqCFa5yGltxzwNzjpeMLtpJfOmvFNwikHdl3rlNBdqbscm73B3uzLnnQOdtdjw6OiJLasand+fNNycmefz46Hb2jupxnb/AXZ006hceHLtNUsL3vaqehuH4ltq1vNa/7cphrvio00vvsvBhz6DRbWjeRl12COP/s2nDVr8WgmnrIhKDOJWVvOpUeWccLkEpasq2FA3xGUFaZTutd18XnfXX/LjtSV55/ofXpMwPWvf/2LW265hRNOOIE//OEPzbVYpaWlVFZWtli2srISn89HMBjc7+/rzPbkZjREpZXHAJ+OvcdIKh002TZfs1xaSbaOUrC+IsHIfRgA+fMt6QxbA3Ide/U9XaksCGuqs0nGYujOXdtkWXa3a/PfHfSm/dKV26EUeDWN7CknE12zkKoX7qbo9B/vcR3NcLb62/AGaFj4Etgmui+L3FnnoGwb/8jpRFbN321hnZw5V/DW6iTVEcWm8iI0YNlTS0maNoW5Xm4+dwjGoico//tn6Wxnhf3Jm3MFqWBfUnb62pDy5JF77GXUzXuIFhnfxh+LUXoI0WT3GdCoNx2bmdZV+7Krfq/udmzYerr22Wxse/BwR04RyR3rWybFsS3Cy98n/7hLqZn3cIuXNdkzz8JV1J9k1ZbmbIdtMfzZLfqAJZe8zEmnzeDHD6zghQU76FMY4JZLxpHasZz6j55ND25uOAiMnslxY44ktOQJ/CWXEk1lrltAd/stO8PBsI2i4/WIgGvu3Ln89re/5eKLL+aGG25o0cdo8uTJfPJJy/bN8+fPZ9KkSejdNJV4YzhGXDk7LENhk3y/gduhsa4quU8B19ItcUqzHfjc3W9/9c1382mVRsXmTZQOGZ7p4oheStMApWhY8N/m1MpmYzXOvDJStdtbLe8qGkCqruVYW/5Rh2MnEyS2pt9g5x97KTWv/5NUXTk5h59J8TlHkdyxDs3hwj14IluiHh595lOuv3gyz767tkXW5etOH4x65TYSu2c7q9pMxdybKf3W7zHdxSgFCduJe+hMygZPJLF1JcpM4e43CtMZ3JmYYO85HeCyImi2idKdJA0/KVM60IuDT0LzE5x2GnVvtFUzreEbOpn6j59tNSf8xfsoM0XJuTdghtPDO7iKBmB4/Gx/9Je4ivoTHH80tTuT63yVb9hkKp6+vflvZaVwq3j6/xW4nAZ6zUaqX7l/10qWSXjZOyQrN5M18Tg0OwV0n+RXQoi07veE/RUbNmzg1ltv5bjjjuPKK6+kurqaqqoqqqqqCIVCXHzxxSxbtow77riDdevW8eCDD/Lqq69yxRVXZLro7apoMAHI83dswKVpGqXZDtZV7f0AyClL8cX2JIMLu+cFum9JFhqKVWu2Zbooohezd2bn2n0cm/qPnyN/zrcxvjI+lxHMI++YS2iY/3zzNHfpUPyHzCBZuQnDn51ex7bSwZqyqf/gKSqevp3wqvmElr5FzQt/IehSJFIWby3awv98c2xzZ/b+JUGCjevbzXZW/+5c3LrZPClhG4TIwhowA3vILMJGHnF7385nv5HAXv4alQ9dx46//4DKR65HrZyH30js0+cI0RtYlo176FR8I6a1nKHpFJx8FYltX+Lw57S5buTL+dTMewh3yWC8g8aRqq+g/qNnwLZIlm9A9wXb/Ny8oy4i+uUnYJktZiljVx/ucw4rovGdR9v83mT5enRvEKV1+8c6IQ5K3b6G67XXXiOVSvHGG2/wxhtvtJh3+umnc9ttt3Hfffdx++238/DDD9O3b19uv/32bjsGF0B5WKGhyPZ1/IWxT66DTzfFsWy1VwMYry5PkjAVQ7ppwOVxOSl0RPhym8ZRmS6M6LVcLp3Upq0tplmN1VS/9g/yj70MZSawYmGc+X1x5pWikjFyDjsDOxHF028kujcIysaKR8iacjLh5e+R2LG25ZdYJqmqzc1/FjoV/3vpCDSgKg43XTGd8poIRTkenCv/RXu9KeNbvyTbTvLVy/f+9ptwGxbhBc8QXvxa8zQ7Fqbu7UfJijbgnvRNEpY8xImDS8RyEzz6cnIOP5P45hXobh+eviNJbF9D3buPU3rhzYSWtJ1UJzj+aKJrPsWRlY93wBjq33uieV71y/9H7syzCI47ikT5OnS3H0+f4TQsfInIig9bfI6rZBDLd+y6EhRnGelmhO1I1WzH6DMerO7TlFgIkdbtA66rrrqKq666ao/LzJo1i1mzZnVRiQ5cedRBjsvE0QkpmvvnOfhwrWJz7d6Nx/Xpphg5Pp2CQMfWtnWkPr4kX9b5mwdjFKKjmaaNy5/VenpdOZXP3YkRyKXs4t9R/8kL+JiEI5BDfMsqNJcbV8lAGhe+QrK+At3jJ/+k7+JuqETX2z+nNLcPI1KJ87nfAjCgbDjuWZcyoI+BWv0aBPPbXdfwZ6ffYnfQ6eC0IlR/9kab8xoXvkzphDkkCHTMlwnRQzh1CxrLqX7z4Z1Jckyi+YvInXlWuiYplSB39gXUvfNvdj8Z/SNnoLs8WGaK8IoP8UYa0v22msbLUzZ17z+JZjhx5JXiHjYVW/cR2/h5i+83gvmoWVfx2GPpFzd+r5PiPB/VhrNVwp4mjpwikinpWyREd9TtA67eqCLhJtfdORfF4iwHLkNj1Y7k1wZcpq1YvDnOmD7ubjP2Vlv65uh81uimojZC3+LWD8VCHCjbVjgL+qK5vKhkrNV8d5/hKMNBfMNSEtvXkjXtFHIOOwNQbH/o5ygrhRHMJ2vCMRAP4R88Ec3to+79p9rMdJg1cQ4YTorPvI7Ypi8Iff4O9it3Ejz3t4T6H4YRyMXlzMZa+lLLjvlA1rRvkNR97FXq0r3Z9ljjnrMxxiN4fB4cVgyUwjI8JHDL4L6i19I0DVesivK5N7c4N1I120jsWEfBnG9TP/95/KMOp+TcX5Cs3IQyk7hKh5DYvobq1x6g9IJfoswE6DpZhx5PzWv/aPEdykqRqtpMwclXk3K4KDzpKqxYGLO+Amd+H/T8/pTHXfziW5Nx6Bo+l0Zq+xL8ow4j/Pm7rcvscOEoGUpczkshuiUJuLqYMhNUmFkMyumczzd0jT65DlZsT3Di2D2/lV61I0E0qRhevHfjfGVKv6Ig2mbFypUb6Vs8LtPFEb2QUmBjU3zWT6l46jZUKt48z1nYj7wjz4eUie7Lxoo0YIfraVi/FGWlUFYKz4AxZE89mfoP/rPzwUoj+7BvUnT6j6l87i6wd/XL8AwYg3fgGMofuxkA75AJFJ9zAzviHv7wxCq+2JDuuzV6UBFXnHgj7vf/RqpiHQC+kTNwDT6USAdmyNKd7Y/b58gpxnC5aHjjr8TWLgYUrpJB5B13BUl/aXO2RCF6E7eepP7df7U7DpeViGKF6tFdHurnP48VrkMzHNR99AwoRcHxV9Cw8CUCIw/DkVeCZjjxH3IYkZUf7fZJGrlHXZi++GxfTsVL92H4czACOZifzcN5xCV8Vp3HMx9uJRRN4fc6Of2wMo6Zei6u6m0kd2uyrDlcFJ39c+Kav8NqvoUQHUsCri6WCDVQZ/uZ7O+8NtZDCp28tSpKJGHj30PmwQ/XxigIGBQFu29zQgBPdi5F+mZWbNA4bnamSyN6I6dTJ7HmCxI71lH2rd+RrNyM2VCNu2wIuttH+ZO/p+jM68iefhoNHz2LZ8BoPH1HUvnsH9GcbnJmfJPyp27brcO7ouGjZ/GNnEGfb/+B2MbPseNhPP1HY4XrqPjP/zY/zMXWLSE1+UJ+/tAXxBK7ArMvNtTyi4cbufOa68jd+gme/odgubKIWB07OLntCuDMKyVVu6PVvIITv0P53F+3GJw5Wb6B8sd+Remlf8B0FiAtfUVvY6gUiS1ftjs/tn4pxef9AitUR8GJ38GOR4hvWYXu8eMuGYQVC+Mq6IeViuM0nGx/5Aayp55K8dk/I1G+Ds1w4S4ZhO72Y8fDxNYvAcCK1GNF6nGNPZZXNwd57sMNzd8ZiaX415ubqA2nOG/WReQZikTFJoxALs6SIcQ1P6bdfVuqCHGwk4Cri5VX1KLQyA103q4fUuhi3sooy7bGmTHE1+YykYTNki1xZg71duvmhACa4aCvJ8KXFUFseboTncCyFK5ALuFlbxFe9hausmE4swsJffY6ZmM1aDqa4cRVOIDA2COpePL3BMcfjeHPxjtwHKElb7bKLgYQXfUxroI+JGu2YdZsx/Dn0PjpqyhzV0d499ApvLKkukWw1SSWMHltcQVnzDqKcNKCTmiJHMdLwRnXU/nvm1s0X/QOnkCqtrxFsNXMtmj44El8x1xJwureL2yE2FcKbY/jcHmHTCKxYy26y0fde/8mvmUVztxijOwiDG+Q0LK3MRsqcfcbSbJ8PSoZp/6Dp8Bw4Mrvg7JM6t6ZS9aUkwiMORIjkNvi8+3hs3nxwTVtfverC3dwypQJ+LNdxLOHkFKKhK2kZkuIbk7ag3SxbZWNAOQHO/Yt9e4CHp3S7HS2wvZ8sCY98OIh+zBeVyb1z4awabC1MpzpooheyLJsnIX90DwB3IfMxJ58HtERx6MddjHu0iH4hk9GuXzE1n9GzWv/wArVEv7iQwLjj8FV2I/4ttXtfnZi62oMbxbJ6m14B4wmVd0yG6JdOISlG0Ltrr90TTWJlI1h6Pi1GAHVQECL4Oqgdza2rYg58yi6+PcUnf0Lco7+FkXn3kjeSVcTW7e43fXiW1Zi2O3lUhSi50qPw3Vqm/OcBf0w3B403aDq+buIrV+CSsVJVm4itmYhFc/cQdakOaTqKnAE8olv+mLXypZJsnITqZptgCKxbTW6x4dv3NEtviOcMjCttiMo21aETQe2ZmBZtvSlFKKHkBquLra9OkpAi+Px5XTq94wuc/HWqih1UavVAMumrXhzVYSRJa49NjnsTvoU+HHssFi+poLxI0syXRzRC9maTuDiO3n6nfXMe2wriZRFQY6Hi4/5NoeOKIJUgrr3Hm9e3hHIwVM2jFTNNgx/Flaops3P1f1Z2MkYhSdfhRWL4sgtxazb1XxPT4TJDZawsXWLPgByAi7cho22aRFV7/0bK1SL5vQQmHgcgUNPJmy13wdrb1mWIowPLW8EesFI4rbCVBrG12ZL1OTNuuh1LMvGP3Qa3o3Lia35ZNcMTafgpKuon/88nrKh7db+Ni5+nZwZ38Q7eDyx9Z/tDLBaM/w5pGrLSeUOIDDnu4Tf+D9QNq6vqTR2ezxEbBdy8gnRc0jA1cW21SXJNaJoeucGOiNL3by7Osr7q6OcNiHYYt4Ha6I0RG2+Mf7AH9S6ijOngDKjnM9XbwPGZ7o4opfRdY1wKM5fXllLjt/JzRcMw6UraiKKJz+qwNadHNbPxo6la1g1t5fcoy5k+8M3kHPkeWRPPY2q//65zc8OTjgWZaZoXPACrrKheAeMIbRbwGV++R7fOGI6n62ubnP9048cirZxITUv39c8TaXihD55AbN2O8FjryRmd0ziG6UU1s4366mUIjDhOEKfvd7mslnTvkFS89Ep7RyFyLCI5SZ4zBXkzDyL+LpP0+Nw9R8NuoHh8RPfuqp5WVfRAIKT5mD4skEpYpuW4x8xjcoX7ib70OOJb17R5ncExhxBQ8zmd88sYUiJnzPP/D1G9Rp0l0b/kiCby1vXfPcpDOD3uaRmS4gepmdUb/Qi20OQ70p0+ve4HRpj+7iZtzJCKL4rQUc4bvPfJSFGlbkoCPaceFvzBOnnauDL8iSJlAzqKDqWUtCIj/OPKOW83GX4X7kZx/M3ULbgTq473CQSihDSgoCG5vJScv6vCH32BspMUPfmw+huL/6xs7/yqRo5M88mvnklFU/cQmzjMhzBfIycohZLWZFGyrJ0TjticKtynXnUUPrnO6l765E2yx1b+ylGqvOa2abcOeTNuQJo2c/TP/oInP3H7fdgy0L0BDHbRcpbhHfIJKx4hO2P3ECqegt2KpEOroCsQ08ga/KJNMz/L5XP3EHVf/+CSiVA00nVbMeKNBKccGyrz86e8U1SdRVsT/rZUhHinaWV/L/7v+DWD1z87c1KrjhtDHlZLV+K5gTd/OySyfKmXIgeSM7bLpRMWdTEDcbltu4c3xmmDfbyxfYk/5rfwJWzcrEUPPBBHZYNhw9tO5lGd6VpGgNz4MMdGl+sq2FQsT/TRRK9iKaBS6VwffoIiS3Lm6dboRqsN+5jyjHfweEso+S8G9HdvvR4VNFdb58rn/8zpRf8iqxxs4lvWwMo3MWDiKz6mNDSt9IL6Q68A8eQ1DyUDppAfPMX6G4frr4jWVcDE4YHOWZqf75Yl67pGje0AK/TwJOqoj7eflCVqtmKXpKPoStcVgTNNlGGi4TuxzzA9PEJ24lr8AzKvjOO+JYVqGQcz4AxO7Mldu/hJIToCA6S1L377+ZMgpEvF2B4AviGTiRZvh5X8UCqX/5b8/LKShH+/B2SVZvJP/piql+9n+xpp1Jy7i9IbF8Lmo6773AMXzZWuI6+hoczZ/bl5YXlxBImWyvDbK0Ms6M6yrdPG43P7WBzRYh+RQH6FQVxGzTXQgsheg4JuLrQjpooCo18T9e8Ffa5dI4f4+eFJWF+/0oNSVNRGTL55oQAQU/Pq9wsKMghUB5j0YrtDCoeluniiF5EKcjWo1TvFmztLjX/SXKKSqj4zx9QZhJHdhE5M8/EmVtC46KXUckY4eXvo/uCePodQuizN6h7598097EwHBSf/mMSRpC4qYOzEGP40VhA2LIpK9IADcuyOXx0uo+iZdmgFJrDRbqGqe2HLN2bhU9PEP3sFSo+fQWVjGMEcsiZeS7egYcecHPDpG2QJAtj4GGws7zSilAcLPR4Q3OwBRBZtYDiM69NB1Rzvk3Vi/e1uV6yfD26N4Dm9tGw4AUaFr6MM78Pnr4jcCUTVL11D8nyDaDpHDd4Ekdfdg6/fmIdlXXpgdcraqPc+9RS7r56AiP69iWZtHY2+e2KrRZCdLSe99Tdg22pDAOKAn/X7fZhRS7OODSIoUPQo3PelCwGFvTMN9N6dhH9HdUsXN52B2Qh9pemgV2zud35VqQeOxFtTuduNlRS/dJfcRb0wVWSbgrYuOhlzPpKsCyyJp9Iyfk3knvURRSe9v/oe8WfsIpGpoOtps+07OYmeZaldvt/u0VTPdPw4R08sc1y6d4AzuwCGt76Jw0fP4tKpjOTWuF6al79P1KrP8Dp6JhhH75aLiF6O13XSFVvaTnRNql8/i6ceaXoHj9mfUW76ycrNuLMLd65noUVqsE/fAoVz9yRDrYAlE1i3SLUy7/nutNbNis+cUoJ+pr3wUqiZEgUIXo0Cbi60JbKEDl6FJena1OxD8x3cvrEIKeOD1CS3XMrNTVvFoM8jZQ3mJTXRjNdHNGLKAVOf1b7C2h6m4lu6j96lqxJc5r/Di97m/j2L0lsW03dB0/jKuyPa8A4GlQWCXP/LrcJ20HunG/jzCttWSSXl6Kzf4GtFNFVH7e5bv0HT+G2ZCgFIfaHUqq5r1aL6ck4lc/8CaVAM5ztru/IKcZO7BqeJTDmSBoWvQp262oqK1xHoH4NA0vT16FRA3M4fqQLu7EKpclYd0L0dD336bsH2lzeQL4eQnMFMl2UHknTNAYUeDBCNkvWVHHsof0yXSTRS2gaGME8NJcXlYy1mu8bNpnYhqWtpluN1biKB5Ez82w0w8AzYAwoSOxYS86Mb9C46GWyZ10ArqJW636Vw6HjtsJodgqlO0kYfkxToRSECZJ/zq9QDRUkKtbjzC7CUTSIuO7HUbWq3c9UyRgqGQWn9HkUYl8pBXpOMbrHjx2PfHUusY3LCIw9ktCSea3W1Qwn7j7DKT7zWuLbVqMSUbxDJrLjkRvb/T7HjmVcfOzZBAyTrOhmEv+9lZKLfkPElNotIXo6Cbi6iFKKLVURxuohNFdhpovTY3kKSum7uZpPVwQl4BIdRikwk0mKz7qeiqduS2cZ28lZ0JesScdR8fQfW6+oOzAbq4mu/gRHfhnewROJb1tN46evNY+1lXP0pV/7/X4jQWLlB1TOfxY7Fkb3Bsme/k38I2cSsdwopYgoL1rWQIzcwSRtRdxWYIHLs+dgSnO0/wZeCLFnMS1A8Tk/p/zx3zU32QVw5pXhH3oojJhOonw9yfL1zfM0w0nhN39IzbyHiG9YimfQeLImHYcVrsPwZ2Mn2m6hYfiyGVTxNuFlb5FMxsk98jxsXwGqa/JsCSE6kQRcXaQulCCasMn3hMAtb5v3l55dwmDnfN7ZVkg4liLglYdJceCUUjiDuTTO/y9F3/ghZmM1VrgWV+EAnAV9KX/iVlQq3mo9/6h0Iom8oy/GCOQSWvomjQtfbp7v7jMSy+mDPXR0dxs2kU9fIPTJi83T7FiIurcfJRiuwz35dBKWsbOcNGce1DTSAw/78zH82ViRhlaf7ek/Csvwgw0uBzg7OIuhEL2daUHc34+yy+/AjtSjaRqaw43m9hHVAtg25M+5HCtUQ7JiI47cEpzZhdR9+DTxTekkPPENS4lvWErRGdcSmHAsdW892uZ3BccfTXTdZ+TMOB13yWD03FJCpjymCdEbyJncRTbtHMCwyAihOXvOgMPdjeZwMazQ4O0tsGRNNTPHlX79SkLsBTseIfTZa4Q+ew1HdiG6N0jj4jdwFfYj/7hLqXrhnuakGQCu4oHkzDqfpCOIHq9hx6M3NA+MDODILiT/lGsI227ayzAI6SCoetErbc4LffoKgYnHk6Dl4OW6rhE1bf75whdU1EW44dSfoF68rcWbc0dOMXknXk1YOQkYccKLXqL2szdQqThGMJ/c2Rfi6DOGeAcNmixEb2UrsC2T+g/+Q2z9UkDh7jOCvDmXE/cUovwFRD59FbOhipx+I9kx99dtfk7tmw9TdMZPSAybTHTNot3maOTOPp/QsrdJbFuNUuDI70uSnjV8ixCifRJwdZEN5SH8TpuAW2uz873Ye7l9+lK2vY6FX2yTgEt0CF3XSFZsbP7bbKiChioA4ltWAhpl376dRPkGzFAN7rLhECwkZHlQpklSz6H4kj9gVm0iVbcdV9EgjNwyIvhQ9p77X6h4qM1O9ADYVnq+p2XAlbDhF/d9RH043fTxDy9VctUJvyIQ24E/VYOreDB6TikRfHhIUP/a/xFb/1nz+laohuoX/kL+iVfhGDgDU8b1EaJdfhWi/F83tnihktj2JeWP3kjJZf9LWMvBf8TFOKwYsbWftPs5ZkMVZkM17rKhBGecSe3az8HhIWvwGHRs2LwMV+lw3H1HENf8pGx5VhCit5CAq4tsLG+k0J1Ek+aEB8xV2J8hzg/5aHMu0XgKn0eaFYoDoxTo/tbZyJrEt67CRidVNhFd14hZNmq31ni2rQjjRy8ajV4yhrildgZaXx/IpMfZ2vv5DofO/OUVzcEWwPrtjVz/zxUU5niZNXE4p44ciG3ZgMIwG1sEW7ure3cuRf3HYcqbdCHa5HBoRFd83CLYaqLMJKFPXsB92IXELBe64caZXdz+h+kOQFH37hOoMybwl8/yMU2bLc8vISfg5o7vH4sDRchSe3PpEEL0IPL6pAsopdi4I5RuTuiWB5sDpTvdDCvQsRR8uroq08URvYBSCkdeXzRX2819fSOmkjJ82LbCNG3aGxJn1/y9f1qyXQGc+X3anOfM74P9laymtoJFK9se+6eqPsZbi7aQ3Nk3S9c1klXtjy9mRxvBbJ2VUQiRZqgU8XZeWADENy3HYaebGtu2wlk8uN2XKP5DphNduxj34Il8tDrE+m0NbK4IoVS6n3dDOIkltc1C9EoScHWBmoY44ViKImrQ3JISviPklPWnr1HLx59tzHRRRC8R0/wUnf0LNGfLcfKcBf3ImX1xc+KKjhbHS8Hp12L4c1pMN/zZFJz+E+J4W0zXdcjPar8faJbfhaalBztWSmHsoeYOtD2OIyTEQU9ztDo3d2f4slDarkepuOan6KyftTqvXMUDCY6ZRWLHWpKHns8LC3a0+iyXUx7JhOitpElhF1izLZ09rNgqR/OMy3Bpegc9t4wRnvm8tSOPulCC3GDXDiYteh/LhkRWP0q+/UdSFeuwG6twlg5DCxYTVp2X6Ma2FVFHHkUX34pZs4VU1Rachf1w5Pcjpvmxv/LG20zZnDBjAG8sbLvm6vTZQ3EZGpaVHsPLyClBd/vaTEXtHXYoprHnLIpCHMySFgQnn0xk5Udtzg9O+wYJdiXGMW0NcgZRcsWdpHaswQrV4C4ZhOZwYdk21VOu5o+PfUks0TLX+6hBeXhdRroKWwjR68jrlC6wdlsDeQEnXi2B5pI+XB1B03SG9QliYPPRkvabTAmxLyxLI6wCqL6TyJlxOqmcQURsT7tNCDuKbSvCto9k/ki0UXNI5o8kbPvabV6U43dx2Smj2VmR1WzWxD6MGZSHZe3qYBYjQOHZv2iVHdWZV0buMZeRsOW9mxDtUQosfyE5s85rNS8w/liMkmHYXwmSTDt9HUmVTcIYcwK+wRNI5QwimTUQf35Bq+EYivN8/L+zJ6B39oVGCJExcqftAmu3NlAa1CAMeINfu7zYO74+QxiyYS3vLtY4aebQ5mZUQhyopgeorn7+sW3V6uGtLZpSzBxbwuRDivh8XTWJpMX4YYUEPI5WD22WrUgE+zbX3Jn1lbhLh6JlFxNWvn3qbybEwShuu3CPOobSEdNJbPocZZl4Bo7DdAaJWu0nvbFt1fzyw7JsLEuRH3Dxpx/MYsOORrZXRxhclk1ZgR+Xzl6d+0KInkkCrk4WjZtsrQpzzCAbIrpkKexAmtPDmEKbp7frrFhfxeghRZkukhBdRlMKr6Ex45BiNG3ngMjtBE+WRTqLYsl49DKN2D5kURRCQMJ2ktByMIYciaZB2LRhP8YNty2FU4ORfbMZ1T9nZ9NfhS1jkAvRq0mTwk725ZY6lIK+jno0T1BqYTpYvyEDyddDvPne55kuihAZYVl2qyZK7dmfLIpCiF325XzbEzkXhTi4SMDVyVZurCPb7yKYrELzSHPCjmZ4sxiXF2VpBVRVN2S6OEIIIYQQQrQgAVcnW7Gxlv7FQQhXo/myMl2cXmn0iH64tRSvvP5xposihBBCCCFECxJwdaLaxjjba6IMLHCjEmE0X06mi9Qruf0BxudF+XCzTl1VZaaLI4QQQgghRLNekTTDtm3uuecennrqKUKhEFOmTOFXv/oV/fr1y2i5lqytRtc0BvhjAGi+PQ1AKg7EpFF9+OyDBl588X0uvuzMTBdH9GABn05DxGRbeR0uh05Ojo/6+nimiyVEr+FwgF9PQipGsqoWv8NNwhMkHje/fuUupOsaPj2ObsbRdB0MJ5hJQIEnAMkY2CZoBjickEqCpqXHvTMT6b8tjVR9BL+mgVOhAcoyQdmgpwdTV7oT0NBVCmVZgMJ2+kDZaLqOZiZQVgp0BwlnFpFkOvuoUuB0gEdXuNwOwpEkpg0OHYIuCywTZdmgaVgOL6GEjUPXyHLaKM3AQiNha8RT6eyoLoeOZhiYpkWOM4lhxkEpLIeHGN70GGGaRtJWmJZC08Bp6OiaatE/XdNAaTpKg6Rpo2yFw9BxOzSsDuj/JkRP1CsCrvvuu4+5c+dy2223UVJSwu23384VV1zBCy+8gMvVfsrWzvbZmmr6FQdwxqpJaQaaR5oUdhaf182hxSbvl2dx3KpllIyUAabFvtMMmPv6Gl79ZCvxpEVxno9vnTCM0QNzsWxpECDEgfL7XRiRSmreepTYus9A2bj7jCD/uEtxZpUS6ibvNpy6jTuynZo3HkSlEuQfdxkNn7xEbP0S8o+/HDsRo+GTF7Cjjei+LLImn4ThDRBdt5isScdT997jJMs3gG7gHzaF7JlnohlOauY9RGz9UkDh6TeKnMO+SWzHOoKHHE7tO3OJrFkItoWrdChF3/gBic2rqXvvCcyGSpwlw7CO/SEPvraeJaurUArGDMnnO98cy+efb+epN9dSH06Q5XdxxpGDOKwkSuy5W0HT8Aybgvew87jxsbWcMr2MKaNK2FITZ/Xmel78YEPzeucfN5xjhjupf/khYhuWpcvZfxS5x3yLRlcR1Q1J/vniCr7cVIeuweRDijnr6GH4PA4CQRtd14gkYVt1I6s31fPKxxsIRVPkBNycc+wwph5SLOONiYOSpnp4ipxkMsn06dO59tprueCCCwBobGzkiCOO4JZbbuGUU07Z58+0LJva2sgBlSscS/Gjuz9g9sQ+jAl/jApV4hxz3D59hq7r+HwuotEktuSMBfa8TxIpm4feq2SIq4bvX31mq4FeezOHQyc3109dXaRDMmjtr8LCjkkM0xHn4L7SdZu7nlzGkrW1reb96JyxHD6hD42NyS4tU2/QXY7N3mBv9mV3Pwez9RDbH7kBO9rYYrpmOCm77DYa9fwO/859pWkagUQ52x/+OSibknNvoPK/f8GOhQiMOwrN4SK0+LVW6wUnHU9g7Gx2PHJDugZrN47sQvKOvZTKp29v+V1ON2WX3ELF03dg1pc3T8877rJ0gPbq/U1L4jznNq576Esiu9UEHjmxD9kBN/99f32r8pw0tYxTA8tILnkZACOQi3HaLzFcXj76sp7axkSL9TQN/vKdMfDCr7HjLX97zemm5Fu3sbLWzU3/mN9iXnbAxQ/OnUhpgR9D03jl442EYyne+GRzqzKdc8wwTpw2ANUDn2m68vwTvU+Pf2W7atUqIpEIM2bMaJ6WlZXFqFGjWLhwYcbKtXBVJUopRvbLwa7fDoG8jJXlYOF26hwxzMvSWCmLXnou08URPUx9JNVmsAXw0CurqW+MdXGJhOhdgkEn0dWftAq2AJSVov6jZ8lxZ75ZoVtPUffuXFA2nn6jiG9ZiR0LAeAfOZ3QknltrhdaMg/MRKtgC8BsqMIK1eDMK20xXaUSNC5+DXfp4BbTvf1HU//Bk7vKNGgC764KtQi2AGZO6MPLH21sszyvLtyONWRm899WuA5/7WpsTaNPUbDVeuOH5uPY9EmrYKupnOFPX8bjsBkzpGVQ3BBOsmF7IyvWV7N4dSVjhxbw5sLWwRbAs++uI2H1vGBLiAPV45sUlpen3wiVlra8iBUVFTXP2x8Ox4HFoh9/Uc6g0iwCjiSRaD2OfqPR9X37zKbF0//2+Ni4Q3zdPhk9IIdV28t57MsAw1cvJH/UtC4tX6YYht7i397gQM/BfeHzOfhsdfvXi7pQgnjSJsvn7LIy9Ra98djMlK7elx19DhrJGLENS9udH9+yAjsZw+HIbH9np0oR37wCAFfxAOJbVzXPU2YKbKvtFW0LKxZu93PjW1fjKhxAqnZHy+mbviAwbjaRlR8BoLk8KDOJFa7f9dFFQ1m8vHWgalo2ZjsBjK2gMaHh1/TmIDCxbhGhrNGYlmq13iF9fGjblrVf/s0ryD7kRAaVZbN8XU2LecvXVXPMlH58vHgrRx3aD7udtlMp0yYUTVGc7W73e7oruZaJA9HjA65YLP3W+at9tdxuNw0N+zcuk65r5Ob697tM67c1sHZrA+fPGYEzvA2AQHE/dPf+9SfzeDLXD6272tM++cZhffi/17fz9xe/5Obhw/EW9u3CkmVWVpY300XoEAd6Du6PnGD7TVB1DZw7m5OI/dNbjs3uoCv2ZWecg2ZcQ9/D8CiGLwvNyPx5ZoYS6L4srFANdiKGsVuZNWPPj02ao/2XMoYvSKpmW6vpujeIndhVg67MVPpzdguU9ESEbH/r+57jax7+3U69RY2b7s/F7TJwJFoHaY1xG83b/u+je4OklE60jeQmWX43lg25QQ8up7HHMnndjoz/xgdCrmVif/T4gMvjST8kJZPJ5v8HSCQSeL37d1LYtqKxMbrfZfrPvC/J8rvoX+AjsuRLdF8OccuA6L71/9D1dGARjyfpgc2dO8Xe7BMncNK4LJ5ZYvDX+57mkivOaXHD7I0MQycry0tjYwwrg801OuomeqDn4P7oX5KF1+0glmj9MDFtVBEBt05dXdf2K+sNusux2Rvszb7s7udg1qQTiHzxQdvzJp+M8uVl/DwzDA/ZU0+h9s2Hia5ZSMGJVxFZle63ZDZW48wrI1W7vdV6zrwyNGf7LwO9gyfQuPiNVtOzp51C7ZuP7ppgW9iJGL6hk4iuWZT+3jUfctqRM1m0quXQJ+U1EQaUBNlUHmr1ucV5PrzRHaR2m+YacwymQ1FdH6N/SZDNu633/udVnHzWHFi7qM3yByefzDrTzYLlO1rNmzmhDF2DE2cMZN22BorzfFTUtj5+BpQE8bp65rW0K88/0fv0+ICrqSlhZWUl/fv3b55eWVnJiBEj9vtz97dzd2VdlA+XlzNrXCm2bZHasRajeMh+Jr1Iv7mybSRpRrO92ycDizzMHhLn7XUDcT/8H8665Bx0t6+rCpkxlmX3msQEXb0dWR6dX156KDc/sJDkbt/dpzDA5aeOJmVpch4egN50bGZaV+3LzvgOPZhPzsxzWvRPAvAfchieAaNpaEx0+HfuK9OE4IjD8G5cRmzdZyQrNpA99VQaPnmBho+fp+Ck71D537tb9EXTfVnkz7kMlUzgHTiO2Mbdm+Zp5M/5NlY8mk4jv5vAmFlohpPsaadS8/qDQLotXs28hyg67fukaneQqtmGFWmgMLSK048YwLPvb2pe/9l31nH9xZP5wyMLqQvt2ndBn5OfnTUENe+O5mnZR3+LV5eHGdHPwfA+AcpOG8Od/15M/c71GiNJllW7mDrjdEIfP9uynOOOwsofSO2WOOFYqsW88+eMIBJPcuiIYsxUurnlVWeM485/L6YxsutFc07QzXUXHYpB11/fO5Jcy8T+6BVZCmfMmMHPfvYzzj77bGBXlsJbb72Vk08+eZ8/80CyM/31ueWs2lTHFaeMQq/dQOKTp3COOx7dv+9JMyRLYWv7uk8WrKrlg80wI7ucb11yKi5/78wg1F0ywXX3DGlfx+/RaIhZrNpQTUVdjJED8igr9OPzGMRiPfpSmTHd5djsDXpDlkKALEcUUnGi6z4DM4l38ER0XxYNZvd6KeY34mjRWmIbluIuGYwjq4DYhmVoLi/e/oeQrN5KqmozzoK+uAr6EtuyCmWm8A2ZiB0LEd2wDN3pxjtwDJrTjVIKzBSxjZ+jbAtP3xEoM4kRyENzuLDjIeKbV6LMJN5B48ATRFcWqfoKEttW48guxu47npq4wdK11ZhmOoFFjt+FpsGW8gY27AjRr9DL4NIA2aqR6Pol4HDjHTSetVUmtWGTEQPyyPUqQqaTxpjN1soQ26sj9C8OUlYYwKui5BhxYus+Q9kW3iGTsN1ZhJWPlG1TH0qwfH0NHpfB2CEFuBw6HpdBYV762ExZCtNWhOMm26rCVNREGFiWTf/iIG49XXvaE0mWQnEgenzABXDnnXfy+OOPc+utt9KnTx9uv/12tm7dyosvvojTue+d3Pf3RrNsXQ13PbWUk6b1Z8zgfOILn0aFqnGOO77FoIB7SwKu1vZnn3y+vpY311oUO6N8+7RxDB42qJNL2fW6y0NtT3jY2xvZ2W5cLhfhcIRYTM69A9Fdjs3eoLcEXE2ysz24XM5uf2y4XAaalg4UmpJfmaaNYei4XDqapqFpGkqlByPWdS09+K9KN4N3Op0kEimU0gB75/z0MqmUTSplYRgahqHhcKT7P9l202DCCttOf46mNdWyp9c1TXaWK/0ZmqZhGDpKKRwOA6VsLEthGFpzuWxbkUhYmKbVvG0u164+V0opTFNh2zYOh4GmaSSTZovfx+HQmxNHNNX2tHVsGoaOrqf3i22rHhtoNZGASxyIHt+kEOD73/8+pmly4403Eo/HmTJlCg888MB+BVv7q6Yhzj9eXMGg0iCjB+Vhh6qwK9bgGDx1v4It0XHGDs6jKNjIq5/HueXp9Uzpu5GT50ymX5FcGEXbIpEULpeLVOrrlxVC7J9IJInL1f0zfyaTu2cl3PWgbVk2ya/pmp1+SHcSjSa7OKjcu4tXMml9Zft2+4RU2+U1zb1rUmdZNlY7CR2FONj0ioDLMAyuu+46rrvuuox8f10owR+fWIKha5w8fQCgSH7+OponiF7Y+2pTeqLiwiwuOsLDks/Xs2hbkE8eXMjQIhczJgxkwrBCcoM9L0WtEEIIIYTo/npFwJUpSimWrqvhoVdWgVKcc/RQfB4nqQ0LsWu34hx1FNo+jr0lOo/hdHHopJGMqy3nyzVrWFmTw79eT/Do66spy/dxyIA8hvTNYlBpFoU5XnSpmRRCCCGEEAdIAq79VFEb5e8vrmD99kYGlQY5cdoAAt500wjVWIUWyEfPLs5wKUVbnHkljJ5azKiaLUS2L2NDvcbWUAGffl7Am4vTKX09Lp0+hQHK8v2U5PsozPaSn+0hL+gm6HOh650TjCmliCctGqNJGsJJGiJJ6sMJ6sMJGnf+HY6liMRN4kmTlGnvbOsPDoeB09DwuBwEfE6yfS6y/C6y/S6yAy5yAm6yAy6y/W6CPufXjt8ihBBCCCEOXK9ImtHRmjp47snLH23g/ueWk5/tYXj/XHZ//E7sWIfZUIkjmH/ghUn3mRW76+B9oswEViwMQFw5qbSzqbMDHfcFnayrDpFzjx3O+XP2PNSC0UFB3N6cg53NMHQZN6qDyL7sOF+3L3vaOXgwHBsHwzbCwbGdXXX+id5HarjakM70s+cajGH9culXHEQpxZaKlgMO2qkAFjZaSJqk9Qzenf+B0hQuTIr1+ua5Co2IchNRnrZX70S5QTd+74F3KrdtRX04QTTeelDfvbV8fU1zdq3OtjfnYFeQm2fHkX3ZcbpiX3blOXgwHBsHwzbCwbGdB8M2io4nNVxCCCGEEEII0UkkTBdCCCGEEEKITiIBlxBCCCGEEEJ0Egm4hBBCCCGEEKKTSMAlhBBCCCGEEJ1EAi4hhBBCCCGE6CQScAkhhBBCCCFEJ5FxuNpgWTa1tZFMFwNd18jL81NbG8n4ILDdheyTtnWX/VJYGOyQz8n0Odhd9mdvIPuy4+zNvuxJ5+DBcGwcDNsIB8d2duX5J3ofqeHqxpoGmdX1zA8A213IPmmb7JeOJfuz48i+7Di9bV/2tu1py8GwjXBwbOfBsI2i80jAJYQQQgghhBCdRAIuIYQQQgghhOgkEnAJIYQQQgghRCeRgEu0yeHQMRWYCnRDDhMhhBCiMxkOHZP0fVeT+64QvYpkKRQtaBqYaLy1aCuvzd9EImUxZVQxZx41FJ9D77XZh4QQQohMaLrvvrN4G698vJF4wmTKISWcefRQ/E657wrRG0jAJVpIofGHRxaxbltD87Q3F25h/uc7uP37R+CR7DxCCCFEhzGVxu1zF7N6c13ztLc+3cLHy3dwx/ePwGvIfVeInk7qrEUzXdfYtKOxRbDVJBI3efqttdK8UAghhOgguq6xtSrcIthqEkuYPDFvtTQvFKIXkLNYNDMMnXcXb2t3/vwvykmadheWSAghhOi9HA6D9z5r/777idx3hegVJOASzTQN3G6j3flupwHSskEcJJRSRD96nOQX8zJdFCFEr6XwuNvv3eFyGmhy3xWix5OASzRLpSzmTO3f7vzjpw/A7ZBDRhwcwsveJrHkZRIf/gul5A2zEKLjpVIWR0/u1+7846fJfVeI3kDOYtFMKcjP8nDSjIGt5g0qzeLoQ/tiSdMGcZCIbVre/P925foMlkQI0VspBbkBF6cdMbjVvP7FQeZM6y/3XSF6AclSKFrQleKM2UM4clIfXluwmWjcZPakPgwuy8aBQpLTioNFsnIzjn5jMXesxty+EqN4aKaLJITohXSlOG3mIGaOL+O1BZuIxExmTSxjaJ8cue8K0UtIwCVa0ZWiKMvNZSeNRCmwLRvbVii56ouDhFI2qZptOEcegRaqxm6oyHSRhBC9mK4UhUEXl544EhTYto1lyX1XiN4i400KTdPkz3/+M0cddRQTJ07kwgsvZMmSJc3zV65cyUUXXcSECRM4+uijeeSRR1qsb9s2f/nLXzjiiCOYMGEC//M//8OWLVu6eCt6H6UglbQwU5YMuigOOnZjFcpMogcL0f252A3lmS6SEKKXa7rvplIWliX3XSF6k4wHXH/961956qmn+O1vf8tzzz3HoEGDuOKKK6isrKSuro7LLruM/v378/TTT3PNNddwxx138PTTTzevf9999zF37lx++9vf8vjjj2PbNldccQXJZDKDWyWE6Mns+nSApQfz0fy5KKnhEkIIIcR+ynjANW/ePE455RRmzpzJgAED+NnPfkYoFGLJkiU8+eSTOJ1OfvOb3zBkyBDOPPNMLr30Uu6//34AkskkDz74IN///veZPXs2I0eO5M4776S8vJzXX389w1smhOip7Gh68G/N7Ufz56HiIVQymuFSCSGEEKInynjAlZ+fz9tvv83WrVuxLIsnnngCl8vFyJEjWbRoEVOnTsXh2NXVbPr06WzcuJHq6mpWrVpFJBJhxowZzfOzsrIYNWoUCxcuzMTmCCF6ATtaj+7xo+kGuj83Pa2hMsOlEkIIIURPlPGkGTfccAM/+MEPOOaYYzAMA13Xufvuu+nfvz/l5eUMHz68xfJFRUUA7Nixg/LydLOf0tLSVss0zRNCiH2log3ongAAmieYnhapg8KBGSyVEEIIIXqijAdca9euJRgMcu+991JcXMxTTz3Ftddey7/+9S/i8Tgul6vF8m63G4BEIkEsFgNoc5mGhoYDKpejGww0aBh6i3+F7JP29Mb9kslzMBFrQPf40XUNwxcATUeLN3SL60JP0xuPzUzp6n3Z2cf7wXBsHAzbCAfHdh4M2yg6T0YDrh07dvCTn/yEhx56iMmTJwMwduxY1q5dy913343H42mV/CKRSADg8/nweDxAui9X0/83LeP1eve7XLqukZvr3+/1O1pW1v5vS28l+6RtvWW/ZPocjCZC6N4Afn/6BU/cG8RlhbvVdaGn6S3HZnfQFfuyK8/Bg+HYOBi2EQ6O7TwYtlF0vIwGXEuXLiWVSjF27NgW08ePH897771HWVkZlZUt+000/V1cXIxpms3T+vfv32KZESNG7He5bFvR2Jj5DvKGoZOV5aWxMYZlyUjzIPukPd1lv3TUA1qmz8FUQw3ePkOJRBLpMejcfqI1lWh1kYyVqafqLsdmb7A3+7InnYMHw7FxMGwjHBzb2ZXnn+h9MhpwlZSUAPDll18ybty45umrV69m4MCBjB8/nscffxzLsjAMA4D58+czaNAg8vPzCQaDBAIBFixY0BxwNTY2smLFCi666KIDKptpdp8LhmXZ3ao83YHsk7b1pv2Sye2wYw3o3gC2rdI3VncAK1zba/ZtJvSmYzPTumpfdtXvdTAcGwfDNsLBsZ0HwzaKjpfRhqjjxo3j0EMP5ac//Snz589n48aN3HXXXXz88cd85zvf4cwzzyQcDnPDDTewdu1annnmGR566CGuvPJKIN1366KLLuKOO+7gzTffZNWqVfzoRz+ipKSEOXPmZHLThBA9lDITkEo0J80A0NyBdNIMIYQQQoh9lNEaLl3X+etf/8pdd93Fz3/+cxoaGhg+fDgPPfQQ48ePB+Af//gHt9xyC6effjqFhYVcf/31nH766c2f8f3vfx/TNLnxxhuJx+NMmTKFBx54AKfTmanNEkL0YCqebjaou71YO6dpngBW+ZeZK5QQQggheqyMZynMzs7mpptu4qabbmpz/rhx43jiiSfaXd8wDK677jquu+66ziqiEOIgopI7Ay7Xro7RmscPiQjKMtGMjF82hRBCCNGDSG5LIYTYjUqkEwXorl2ZTzVXuiO0iocyUiYhhBBC9FwScAkhxG5UIl3Dpe1ew+X2pefFGjNSJiGEEEL0XNI2RnQppwNcdhRN2ViaiwRubFtlulhC7JJoalLogZ1DT+DeWcMlAZcQohtyOjRcdmTnvdVJAo/cW4XoRiTgEl0mYMSJLH6VusWvopJxXMWDyD3mUsysPiRtORRF96ASUXC4dvbVSgdcTbVdEnAJIbqbgBEnuuQNKj59BZWI4ioaQO7R38LM6S/3ViG6CWlSKLqET09Q+8JdNM5/DpWMA5Cs2EDF3Jtw1G/GMLQMl1CINJWMoDk9LaZphhMcblRcAi4hRPfh0xPUvXwPDR893dz/NFm5iYrHf4NRuwHDkMc8IboDORNFp9M0IFJNYuuqNufXzvsnbhXv2kIJ0Q6VaB1wQbofl4pJ0gwhRPehxeqIb1re5rzaNx7EraJdXCIhRFsk4BKdzjB0EltWtDs/Vb0F3Up0YYmEaJ9KRNsOuFw+bGlSKIToJgxDb/dFJoBZtwPdlHurEN2BBFyi0ykFhjer/QUMB+hG1xVIiD1QiQg43a1nuHyoWEPXF0gIIdqglEL3Z7e/gG6AIfdWIboDCbhEp7MsG1f/UaC1fbgFxswipfu6uFRCtE2aFAohegLbVrhLh4HedmIM/8jDSOneNucJIbqWBFyiSyQ0H4Xf/HGroMtZ0I+sw84iYUnSDNFNJKNobdRwaS6vDHwshOhW4pqPwjN+0vremldG9qzzSVhSwyVEdyD5QkWXSNkGFB9C2f/cRWz9EqxwLZ6BY9Fz+hC2W9cmCJEpKhlvs0mh5vJJwCWE6FZStg4FIyj9nz+T2LgEs7EGz4Ax6Ll9CCsfIGNxCdEdSMAlukzKNkiRhWP4bByaRty0UTIwo+hmVCqG5mirD5cXzCTKTKI5XF1fMCGEaEPK1kkRxDH0SByaRsKydw56LPdXIboLCbhElzNNO9NFEKJNSilIJdoMqDRXup+hiofQAvldXTQhhNgjubcK0X1JHy4hhGhiJgAFbdRwaa5053NpViiEEEKIfSEBlxBC7KSSMYC2mww213CFu7JIQgghhOjhJOASQoidVGpnwNVOlkIAJYMfCyGEEGIfSMAlhBBNkvH0v2314XK4wHBKk0IhhBBC7BNJmiE6jKaBWzdx2AkAUrqHpG2gJFGS6CFUKh1wtZeFUHN5ZfBjIYT4Gm7DxqlioBSm7iZhu9JJiYQ4SEnAJTqEYYA3VUf9G48SW/8ZaBq+YVPImX0hUSMby5ILrej+dvXhaiMtPIDLJ324hBCiHZqmEdTCNLz7ONWrPgbbwjNgDLnHXErcnY9paZkuohAZIU0KRYfwWSHKH/kFsfWLAQXKJrp6AeWP3oBPyQOq6CF29uFqq0kh7KzhkiaFQgjRJo8domLur4is+ABsC4D4puWUP/ILPGZDhksnROZIwCUOmMsBoc9eba4d2J0dCxFd8QEOQ95qie5PJWOgO9CMtiv/NZcXOy5JM4QQoi3xjcuwQrWtpiszSeNHz+A2ZKwwcXCSgEscMMNOEF+/pN35sXWf4lDJriuQEPtJpeLt1m4B0qRQCCHaYZtJYqs/aXd+fOMyjJ19vIU42EjAJQ6Y0nR0b6Dd+bo3iNKNLiyREPspGWu//xaSNEMIIdqj6QaGP7vd+bo3gNKktYs4OEnAJQ5YUrnImnpau/ODU04haUnAJbq/r6vh0lw+SEZQtjSLEUKI3Wm6QWDinHbnZ005laTm68ISCdF9SMAlDphtK/SiofjHzG41LzjlZMjuI+lgRY+gUnE0h7Pd+ZrLC0qhkpEuLJUQQvQMyl9I9hHntpruHTYF58AJWJa8rBIHJ0kLLzpE1Hbjn3kBwSknEVuzCE038A6djOkKErP30CdGiO4klQBjz324gHSmQk+wiwolhBA9QxIXztHHUjpiOrG1i1CpJN6hk7B9eUSs9ptrC9HbScAlOkzMdoGzCMe4UwFF2LRBXmaJHiTdpHAPNVzunQFXLAQ5XVQoIYToQRK2k4Sei2PU8eiaRtS0UFamSyVEZknAJTqcacqVVfRMKhVPNxtsh7Z7DZcQQoh2maa8cRWiifThEkKIJqnEntPCOz2g6ZKpUAghhBB7TQIuIYTYSZlxtD304dI0DVxelAx+LIQQQoi9JAGXEEI0SSX22IcLQHP7UTEJuIQQQgixdyTgEkKInZSZ2GMNF8jgx0IIIYTYNxJwCSEEpAczNpNfX8Pl8kkNlxBCCCH2mgRcQggBYCbS/xp7DriQgEsIIYQQ+0ACLiGEIN2cEEDbU5ZC0mNxSVp4IYQQQuytbhFwPffcc5x00kmMHTuWk08+mVdeeaV53tatW7nyyiuZNGkSM2fO5K677sKyWo7z9Nhjj3HMMccwbtw4LrjgAlasWNHVmyCE6OlS8fS/X9uHy4dKhNNNEIUQQgghvkbGA67nn3+eG264gQsvvJCXXnqJU045hR//+Md89tlnpFIpLr/8cgAef/xxbr75Zv79739z7733Nq//7LPP8r//+7/84Ac/4JlnnqFv375cdtll1NbWZmqTeg2laURNm+pwkqhpozQNTct0qYToHCrVVMP1dVkKfaAUKhHuimIJIXop3dBJKaiNpKiLpkgp0HW5yQrRGzky+eVKKf785z9zySWXcOGFFwLw3e9+l0WLFvHJJ5+wbds2tm/fzpNPPkl2djbDhw+npqaG//3f/+Wqq67C5XLxt7/9jYsuuojTTjsNgFtvvZVjjz2Wp556iiuvvDKTm9ejWZrG3579nE9XVTZPGz+skGvOHIdTUyiVwcIJ0QmamhTuceBj0mnhAVSsAbxZnV0sIUQvpDSNpetr+NsznxNLmABk+V38+PxJDCj0o+QmK0SvktEarg0bNrBt2zZOPfXUFtMfeOABrrzyShYtWsTo0aPJzs5unjd9+nTC4TArV66kpqaGjRs3MmPGjOb5DoeDyZMns3Dhwi7bjt5GaRr/91zLYAtg6Zoq7vnPUmyp5hK90c4mhdrXJc1wBwBQ0YbOLpEQohfSNI3qxgR3/vuz5mALoDGS5DcPLiCStPawthCiJ8p4wAUQjUa5/PLLmTFjBmeffTZvvfUWAOXl5ZSUlLRYp6ioCIAdO3ZQXl4OQGlpaatlmuaJfRdP2SxaWdnmvGVrq4km5GYgep+mJoV7XcMlAZcQYj8oDZ6Yt7rNebateHX+JgxHxnt8CCE6UEabFIbD6T4QP/3pT/ne977Htddey2uvvcbVV1/NP//5T+LxOFlZLZvsuN1uABKJBLFYDACXy9VqmUQicUBlc3SDi51h6C3+7SrRyJ73XTRuku31dFFpWsrUPunueuN+6epz0LKTABgud3M/ivS/XymH4QKnBy3R2C2uE91dbzw2M6Wr92VnH98Hw7HR1jYmLMXWyvYznW7c0Yii666BmsYBdxM4WH9LIfZWRgMupzPddOfyyy/n9NNPB+CQQw5hxYoV/POf/8Tj8ZBMJlus0xRI+Xw+PJ70Q39by3i93v0ul65r5Ob693v9jpaVtf/bsj+iqT1feYN+V5fuH9O0qA0lqKyNkjRtylI22QE3We6MHr7dUlcfK50lE+dgg1MR1Q2ysnd9r9/vbnPZuC+Iy452q+tEd9dbjs3uoCv2ZVeegwfDsbH7NkbjKfoWB6msi7W57KA+2eRkeTv9wb6mIUZtQ5yGSJKiXC85QTdZ7Vzz9tbB9lsKsbcy+sRaXFwMwPDhw1tMHzp0KO+88w5Tp05l9eqW1e6VlZXN6zY1JaysrGTIkCEtlmn67P1h24rGxuh+r99RDEMnK8tLY2MMy+q6FNRup8bkQ4rabFY4bmgBXqdOXV2kS8qigNXbGvnT3MXNbd11XePcY4dz3JR+OKQ7GZC5Y+WrOuoBLRPnYLwxBIaTUCiOrmv4/W4ikQS23foFhHL6iNVWd9l50JN1l2OzN9ibfdmTzsGD4dhoaxs1Dc49ZjiLV7W+x+q6xvHTBtDY2HYw1hF0XaM+muK3D35CRe2u33jCsEK+d/Z4XPsR5x2sv+VXyUs40Z6MBlyjR4/G7/ezdOlSJk+e3Dx99erV9O/fnylTpvDcc88RDocJBNId1efPn4/f72fkyJG4XC4GDRrEggULmhNnmKbJokWLuOCCCw6obKbZfS4YlmV3eXmu/OZYlGqdpfB7Z40D28bsogRKUVPx+4c+YfdnXttW/Pv1LxlclsWwsqw2H4gPVpk4VjpLV2+HlYijGc6dN9L0E4dtq7ZvrC4fVriu1+zrrtCbjs1M66p92VW/18FwbHx1Gwuy3Pzo/In837OfE42nXyZmB1z88NyJ+F16p+4PE41f/2MBVfUtg7ola6p47LVVXHL8yP0eZ/Bg/C2F2BsZDbg8Hg9XXHEF9957L8XFxYwbN46XXnqJDz/8kIceeogJEyZw11138cMf/pBrr72WrVu38qc//Ylvf/vbzf22vv3tb3PLLbcwYMAAxo4dy/333088Huess87K5Kb1eIZSXH36WGIpi2jcxOdx4HUZ6KrrUsI7nQZvfrye9uKpx+et5ucXT878YHKiV1Bm4msTZjRz+7Frt3ZugYQQvZamFOMH53HnD2YRiqbQNAj4nLgNDdvq3JtsTWO8VbDV5L3PtnHOMcNxy41ViA6V8U4wV199NV6vlzvvvJOKigqGDBnC3XffzbRp0wD4xz/+wa9//WvOOeccsrOzueCCC7j66qub1z/nnHMIhULcdddd1NfXM2bMGP75z3+Sl5eXqU3qNTSl8Dl0fIGdD6G2oivrkmwFWyvbH1y2qi6GZStknEjRIVIJ+LqU8DtpngAqWt+55RFC9Gq2pXBqkOd3tpjWmXRdo7Yh3u58y1YkUhZut9Gp5RDiYJPxgAvgsssu47LLLmtz3oABA3jwwQf3uP7ll1/O5Zdf3hlFExmka3DIoDwWrqxoc/7A0iychka7VWBC7ANlJr5+DK6dNE8QUnFUMobmkg7UQoiewbYVJfm+due7XQYelwRbQnQ0qTQW3VYqZTFjbGm7F/8Ljh+BJrGW6Cj7UsPlTQ9XYUfqOrNEQgjR4bL8Lob2zW5z3mlHDMYjw10I0eHkrBLdiqbRPAYSgNfQuOWqw+hbFGielhNw89NLJlOY5UF1VYcy0espMwHG3lX6a5708agitZ1ZJCGEOCCapqF9pdm9A8X1F01m8iFFzfNcDp0zZg/l+Gn9sXtplkEhMqlbNCkUwqErPCqK1VCOnYjhLOhL0hHAwkV+wMVN355GNGli24qcoAenpkgmrUwXW/QiKpVAc+7dGDSauyngkhouIUTHMQydhGWjFLgd+n4HP27dxGlHMSs3ozlcGHllJDQ/KVtDKXBqiu9+cyxx0yaRtPC6HXidnZ+wQ4iDlQRcIuOcusJRt57yZ29HJXd15nWPmo1j6tlo7gAGiqDLwOHQyc3xyvhHouOZCfAEvn45QDMc4PZJk0IhRIfQNI0U8N8PNvDmws2YlmLG2FLOOnoYPoe2T8Of+IwkscUvUb3gv7Az1ZXmcFFw6v9DKxlF0jJQCjQUXkPD600/CkqwJUTnkSaFIuPcdojKp37fItgCSKx4B3PdJyxaVYmkIhSdTaX2PmkGgObJQoWlSaEQ4sClFNx0/3yee3cdoWiKWMLkrUVbuP7u94nvQyBkGDpW+Zc0LngedssrrMwkVc/+CVeqsRNKL4T4OhJwiYxyOHTi6z4F22xzvrnkBXIccRJdNdKyOHiZe580A9KZCu1wdScWSAhxMDAMnc/XVbOjpnXLjXAsxcsfbUA39u5xzaViNH70dDtzFeFlb+F0ShZCIbqaBFwio3RdI1W7vd35VqiWLL+D8tpIq46/QnSk9MDH+xBw+bKxG6s6sURCiIOBAt5b0v59cP7ycpLm3vXl0pSF2dj+iyCrdjs6khRDiK4mAZfIKMuy8fQb1e58V9EAtlTFcTsdSEJC0anM5D41KdR9OahwDUrJw4sQYv9pmoZ3DwMNe1wOtL1842jrLlwlg9ud7+4/BkvJ20shupoEXCKjLEvhLBuO4c9pc7429Vxe/ayG/Ky9yx4nxP5Qtgm2tW9NCn3ZYJuoaEMnlkwI0dvZls3Jhw1qd/7Jhw/E7di7IClhO8mZdT7Qennd7cM7bArmXtaWCSE6jgRcIuOiBCi+4Ne4+oxsnmb4c3Afdw1vrDf41smj9vpmI8R+SSUA9i1phjc9cKgdkn5cQoj9p5SiNN/HMVP6tZo3ZnA+k0YU7XWQpJQi5S2i6OyfY2QVNE93lQyi+MLfENX3LhOrEKJjSVp4kXG2rQjrOeR84yfoqSjxWJzauMHqeo2jZ+Thc+qSrlZ0KmUm0/+zj324AFRjJZQM64xiCSEOErpSnHfscOZMG8CbCzeTMm1mT+pLWYEfYx/b0ydtA0fhSAov+C0ko2i6geXwEcUt91IhMkQCLtEtKKWImU7QsnFk5VKYo1FQDKmUhdqH8UeE2C87a7gwXHu9iuZwoXkC2A3lnVQoIcTBxFCKoqCLS45Pt/ZIpSzUfnZeNk0bEy84vOkJNuyeJl4I0bUk4BLdjrQvF11NmU1NCvftkqj58yTgEkJ0GKUgmWx7mBQhRM8lAZfYaw6Hjq3SYxDvbVCkaRqGQ0+/pVMKS5oziG6oKeDal6QZsDPgqt/RCSUSQhxsNA0Mw0ChQKWz+LZeRsNwaCilgbLlnipEDyEBl/haStOojyR55eNN1DbGmXxIMYeOLMKtp/tftcfWNMrrYrz68UbiSYvZk/owvF8uTk1JinfRvTQ1KXTsfZNCAD2QR2rbFyhlo2mSg0gIsX9sTaOyPsarH28iEk8xa2IfDhmQh1OjuVmhpWlU1EZ5+eONpFI2sw/ty7C+OXJPFaIHkIBL7JHSND5cXs6DL3zRPG3xl5XkBNzc8t3D8Dm0Ni/0tqYx940veWvR1uZpi1ZW0L84yC+/PRXjK23JNQ25YYiMaUqasS9ZCgG0QB5YKVS4Bi1Y2BlFE0L0cram8Z+31/Lq/E3N0z5dVUlZgZ+br5iOg3Sw9eirq3jvs23NyyxcWcHAkiA3XNb6niqE6F7klazYo7hp888Xv2g1vT6c4OGXVqDaGIxR06CyPtYi2GqyuSLEW59uwXDo6LqGT48TSFXiqV9LwKrFayQ7ZTuE2KPmJoX72IdrZ5Bl17Y+1oUQ4utoGtSGEi2CrSbbqyO8On8ThsOgojbaIthqsrE8xPtLtmEYe36c03UNvx7FH9+Bt3EdARpxG9JXTIiuIgGXaJdh6Hy+rrrNmieHoaPrOjYaDkfLw8jhMHhjweZ2P/f1BZsxbQgQgtrN2I1V2I1VVP/3Thpf/gtBI9bRmyLEHqlUAtBA38eAyxMEpwerZkvnFEwI0as5nQZvfdr+9WPews0kLbtFQOYwNKaOLuHEGQOZfEgxry/YTKKN/l5NDB28sR1EF7+MitZBMopduxW1cRF+I9Gh2yOEaJs0KRTt0jRIpqxW0w8bV8pxUwfw8efb+ctTSxjRL5ejJvfD69AwdI2UUowZks+67Q1sLg+1Wn9onyCB6FYqX7qXVE36jZ0jp5i82RcQXv4e9W89jO/oK0hYcniKLmImwOFEa6PGdk80TUMPFkoNlxBiP2kkkq3vs02a7sHJnYmqphxSzMmHD2L+8h1sqw4zflghF50wEsPQMWg70YZXRbAitdjREBXP/BFsCwwHwTFH4ioagMNXhinJN4ToVPJEK9plmjbjhrbslzJ2SAGTRhTx2wfm05QvY9maat5cuJnfffdwvlhfxbyFW9A1jeOm9icn6Oa+/ywjlkg3XdB1jauOK6Ni7s93DTYLmPUVVD7/Z0rO+TkVz/6JbCtKgqwu21ZxcFNmcp8zFDbRsoqwalo3BxJCiK9jmhazJvbh7U/bfmkzfWwpTkPj6EP70hBKcMSEPvzmwQV4XAZXnzWemvoYf3t2GQBzpg5g7JB8HOxKomEYGipcR3jZO0RXf7Lrgy2T0NI3UWaS7CMvpBFPZ2+qEAc1CbjEHgU9DmZP6ss7i9M3g1NmDuKuxz/jq8kJrzxjHLc9vJDNFbtqtFZurGVYvxy+e+Y4/jR3MQCzxpegvny3RbDVTNmElr5F4JAZqGQcXOmAyzDS/b2A/R4EUog9MhP7nDCjiZ5VhLVxMSoZQ3N5O7hgQojezLYVfQsDjBqUx4oNtS3m+T0Ozjl6GLZpM6RPNmcfM4w/P/EZtq245qzxPP32WtZva2heftXGOgaXZfHzb03BoSkcTgND19ENR8tgazfhFR+SffiZIAGXEJ1KAi6xR5pSXHT8CCaOKOSF9zdgK9VcW9VkRP9cNpU3tgi2mqzZUk8klmL04HwGlWZx7pH9iLzwXLvfl6zcSGDcMWguL7qukbThs9VVfLKigvxsD3OmDcDlSXX0ZoqDnEol9ruGS88pBRRW9UYcZYd0bMGEEL2eoRQ/Om8in6yo4KUPNxBPWkwdXcw3jhiC16Fh2woHiuyAm1A0xaCyLKrqYy2CrSbrtzeyZE01Iwfk8t831xKKJvnekf72v1zZ2PEoeHI6bwOFEBJwia+nK8WEwfmMGpDHjtpoq/kTRxbx0bL2B3/9cOl2fnjuBJy6hq7bOHKKSWz7ss1ljawCHNkFpBx+YknFDX/7iNrGePP8lz/ayJWnj2XGqOID3zAhmuzsw7U/tGA+GC7sqg0gAZcQYj8YSjFzTAlTDynGVgq3Q8e27OaxLpXa1cJj4ogiPt7DPff1BZuoqI3yxifp5FUXzxixx++WmnkhOp9kKRR7xbJsDBRFuV4cRsvEAl+XZkABhga2ZZM0ITjl5HaXzZ58Io4+o0jYBo+8srJFsNXk/uc+J7qHTsZC7CuV2v8mhZqmo2cXY1au7+BSCSEOJk33WefO++VXZftduF3G195zv2p1pYmreGCb89x9R2I69lADJoToEBJwiX3iNjQuPnFUi2lLVlcxfUxJu+vMmdofQ2vqgwWmJ5/8k65uOeaRbpB31EVoRUMJmy6SlmLB8rbf4CkFy9ZVf+24I0LsLWUm9zkl/O703DLsijXSx1AI0Wlchsblp45myeoqpu3hnjt9TClLVlc1//3Qm1uwjrwaZ36flp9XNID8U/4fceXqtDILIdKkSaHYJ8pWzBxbwqCyLJ5440vKa6P4vQ6OnNiXD5ZuZ2tluMXyQ/pmc8igvBapahO2A+eAyZReMQqrdjtK2Tjz+5DQfERMAwBbqVaJOXYXS1jsYwZvIdpnJtD2s0khgJ7bB3PdAlS4Bi1Y0IEFE0KINGUrDh1eSN+iAClLMaAkyKavDL3SvyRIn8IAa7fWN09rCCf55WNruPKEq5jQ14nVWI0juxDlySasvPKiSIguIAGX2GeaUvQv8PHj8yZi2gqnoaOj+NXl01i0soI3F25B1zXmTBvAhGEF6RS1X/mMlKWTIoCWNxzQiCvF7gu5DJ1h/XJYs6W+zTKMH1aAabY/0KMQ+0KlEmie/W9Wo+eWAWBVrEGXgEsI0Uk0pSjN8aI0+MWlU1myupI3PtmCQnHc1P6MHVLAT+/5oNV6daEE85Y3MHzYWDRPKQmlwAZa3Z2FEJ3hgAOutWvXsnbtWoYNG8aQIUM6okyiB7BthQY4NcC2sUkfTIePLmHqyGLQ0s0fTNPe4+U8/WKt9RIODf7nG2P4+X0fYn2lquuwcaVk+13QRht3IfaLGQcjZ79X19x+NH8eVvlanENndFy5hBDiK9TOF5ROYMaoYg4dUQSk77kJSzGoLIvP19W0WMftNLjkxEPQ1K4xuoQQXWevA6558+bx5z//mXPPPZeLLroIgD/84Q889NBDKKXQNI3zzz+fX/3qV51WWNH9WZad7hiowDT3/6pu24rCLDd//MEsHn/jS5avqyHL7+L0I4cwbUwpWBbm13+MEHtFpZLo+5k0o4me1werfHUHlUgIIb6eadrNnfFNU2EAPzh3AvOXl/PCBxuIxlNMHFHEOccMw+8yUHtqqy+E6DR7FXAtXLiQ73//+xxyyCHNtVgfffQR//znP5k8eTI33ngj69ev58Ybb2T06NGceeaZnVpocXBQtiLbY/Cd08aQstM3FZ/bQVaWh7q6SKaLJ3oTM7nf43A10fP6ktqyHJWMorl8HVQwIYTYN7qtmDWulKmjilEq3URf2bYEW0Jk0F4FXA888ACHH344//d//4eup9+l/Pvf/0bTNH7/+9/Tr18/Ro4cyZo1a3jyyScl4BIdRilA2TQ9ClvSjFB0AnUA43A10XP7AgqrYi2OfuM6pmBCCLEfTNNOP+BpoGy5b4q2rV69mr/+9a988sknNDQ0kJOTw+TJk7nqqqsYOXJkpovXysUXXwzAo48+muGS7Lu9yqu9dOlSzj777OZgy7ZtPv74Y4YOHUq/fv2al5s6dSpr1qzpnJIKIUQnUEqBmUQzDiw1subPBZcPq1yugUIIIbq3NWvWcO6551JfX8+NN97Igw8+yPXXX8/27ds555xzWLJkSaaL2MpNN93ETTfdlOli7Je9quEKhULk5eU1//3ll18SDoeZNm1ai+V0XceWNyndjq5ruLUkukqhlEZC90tNkRBNrBSgDrhJoaZp6Ll9sCrWdky5hBA9jmHouFUUHYWFjqVL82LRPf3zn/8kNzeXv//97zgcu8KBY489lhNOOIH77ruP+++/P4MlbG3o0KGZLsJ+26saroKCAnbs2DUI7ccff4ymaUyfPr3FcitXrqSwsLBjSygOiEu38Ea20PDCHym///9RPfdGtLXv4DcSmS6aEN2CMtPngnaAARfsTJxRuQ5lWwf8WUKInsWrJ3Fs/4zap37Ljvu/R/0zt2KUf4EVC3/9ykJ0serqapRSrSpKfD4fv/jFLzjxxBObp82bN48zzjiDsWPHcvjhh/O73/2OaDTaPP/uu+/m6KOP5u233+aEE05g/PjxnHPOOSxYsKDFZz/88MOccMIJjB07liOOOIKbb76ZcHjX+fHhhx9yzjnnMHHiRKZMmcJ3v/td1q1b1zz/4osvbm5WuDfLdyd7FXAdfvjhPPLII0SjUUKhEE888QSBQIAjjjiieZn6+noeeeSRVrVeInMMQ8eo20D5o78ksXUV2BZWqIa6Nx6k8e2H8erJTBdRiMxL7Xz5cIB9uCA9ADJmErt26wF/lhCi53AZFokv3qT6+TtJ1WwD2yJZuYnK/9xGeMUHOHRpVSK6l9mzZ7N9+3bOO+88HnvsMdatW9c8CPYJJ5zA6aefDsALL7zANddcw+DBg7n33nv53ve+x3//+1+uvvrqFoNm19bW8tOf/pQLLriAP//5z3g8Hi6//HJWrlwJwIsvvsjtt9/OhRdeyAMPPMA111zD888/z29/+1sAtmzZwtVXX82YMWP461//yi233MKGDRv4zne+02bruX1dPtP2qknhNddcwznnnMNhhx2GpmnEYjFuuukm3G43APfccw9PP/00jY2NXHnllftdmA0bNnDGGWfwy1/+kjPOOANI15rdcsstLF++nLy8PC699FIuueSS5nVs2+aee+7hqaeeIhQKMWXKFH71q1+16Ft2sHKrCDWvP0Bb41xFV31E9mFngiO/Q7/T5QCHFQMgZXhJSe520c011XAdaJNCAD27GDQdq3I9RsGAA/48IUTP4LKj1Hz4dJvzat96lNKBE4nTsc0Lm5ovasrG0l0kbIeMsSX22gUXXEBVVRUPPPAAv/nNbwDIzc1l5syZXHLJJYwbNw6lFHfccQdHHHEEd9xxR/O6AwcO5NJLL+Xdd99l9uzZAMRiMW6++Wa++c1vAjB9+nSOPfZY7r//fu68804++eQT+vbty4UXXoiu60ydOhWfz0dDQwMAy5YtIx6Pc+WVV1JcXAxASUkJb775JtFolEAg0KL8+7p8pu1VwFVWVsZzzz3HE088QU1NDbNnz2bWrFnN85955hlKSkq455579jvQSaVSXHvttS2qKOvq6rjssss4+uij+fWvf82SJUv49a9/jd/vb86EeN999zF37lxuu+02SkpKuP3227niiit44YUXcLkOrBN8T6eZCcy6He3OT2xfjTHo8A7pz6XrGn5ChD55hboV76NpOv6xswlOnENE+bElHa3orlId16RQM5xoWUVYletg1FEH/HlCiJ7BjtSD3fYbRpWMY8cawd1xAZffSJDavJTa+c9jhetw9xlJzpHnkXAXkLL3qvGSEPzgBz/g0ksv5f333+fjjz9mwYIFvPDCC7z44ov84he/4PDDD6e8vJwrr7wS09x1fE+ZMoVAIMCHH37YHHA5HA5OOeWU5mU8Hg+zZs3ivffeA9IB2BNPPMEZZ5zBsccey5FHHsmpp56KpmkAjB8/HrfbzVlnncUJJ5zArFmzmDZtGuPGtZ31d1+Xz7S9CrguueQSbrrpJq655po258+bN685g+H+uvvuu1tFo08++SROp5Pf/OY3OBwOhgwZwqZNm7j//vs588wzSSaTPPjgg1x77bXNP/idd97JEUccweuvv97ihz8YaboBaLRVwwWgu31YHfQ6zE+Yin/diBWub57WOP85ois/ovD8mwl38Js9ITpKR9ZwAeg5pemASwhx0Pi6FzaasVePW3vFqycJvT+XyPJ3m6fF1i8mtmEJxRfchJ01EMuSl5xi72RnZ3PKKac0PzOvWLGC6667jttvv53Ro0cD8Otf/5pf//rXrdatrKxs/v+CgoIWyTcA8vPzqa+vB+Ckk07Ctm3mzp3Lfffdx913302fPn249tprOemkk+jbty//+te/uP/++/nPf/7DI488QlZWFhdccAE//OEPmwOzJvu6fKbtVZT0ySefEIm0P9DsgQZbCxcu5IknnuC2225rMX3RokVMnTq1xQ84ffp0Nm7cSHV1NatWrSISiTBjxozm+VlZWYwaNYqFCxceUJl6A9Pw4h08se2ZugNXyZAOqXlyOjQiy99tEWw1l6Ghkvj6xRiGvHET3VRT0owO6MMFoOeUoOrLUclYh3yeEKIH8GZh+HPanOXILQF3xzVvMlLhFsFWM2VT+9o/cKt4h32X6J0qKiqYOXMmTz31VKt5o0aN4kc/+hHJZBLLSieAuv766/nPf/7T6r+f/OQnzes1BVa7q66uJj9/V9eVU045hblz57JgwQLuuusucnJyuO6666ioqABg3Lhx3HPPPSxYsICHHnqIww8/nL/97W+8+uqrbW7Hvi6fSR33ymU/NTY2cv3113PjjTdSWlraYl55eTnDhw9vMa2oqAiAHTt2UF5eDtBqvaKiouZ5+8vhyHyA0BSk7G+wYmkuco+7jOTcjVih2l0zNJ3C075PyuHHoQ58O10qRs2qj9udH13xPjlDp5N0HHgTzwPdJ71Vb9wvXXUO2nYKAMPlRtu5/3Rd2+3ffSxHXhkpFNRvwVHW/QaO7Gq98djMlK7el519DvamYyOlByg8/VoqHv8NytyVkEpzeSk+4ycknUEc2oFnL9V1jcTaVe2Xo3oLuhXH4fQe8Hfti970W7anN21jU23U3LlzOe2005pzMjRZv349brebYcOGkZ+fz9atW7n88sub51dWVnL99ddz3nnn0b9/fwDi8Tjvv/9+c0K9eDzOe++91/z3D3/4Q1KpFPfeey/BYJATTzwRp9PJNddcQ2VlJa+88goPP/wwr732Gi6XixkzZjBmzBheeeUVtm/f3mobHnrooX1aPtMyHnDdfPPNTJw4kVNPPbXVvHg83qofVtNBkUgkiMXSb5DbWqapE97+0HWN3Fz/fq/f0bKyDuTC6afPt35PfOsqous+w5lbjH/U4TiC+eguT4eUz4rZaM72gynd4cbr9+B3ddwN4MD2Se/VW/ZLV56DIRdEgGBOcGcz3F38fnfbK+2B8vchbjhxhbaRk3toB5Wy5+stx2Z30BX7sivPwd5ybKjAMPp+504iaz4lWb4Od58R+IZMwJFdiFvruIf00B7v3RoOpyNjzzC95bfck96wjYZhcPPNN3PNNddw5plncuGFFzJkyBBisRgffvghjz32GD/4wQ/Izc3lRz/6Eb/61a8wDIOjjjqKxsZG7rvvPioqKpqbHDb5+c9/zg9/+EPy8/N54IEHiEajfPe73wXSLdRuuukm/vCHPzBr1iwaGxu55557GDhwICNHjsTpdHLHHXdwzTXXcNFFF2EYBo8//jgul4ujjmrdJ3r69On7tHym7XXAdc011+xVEgpN05g3b95efeZzzz3HokWLeOGFF9qc7/F4SCZbpi5PJNLNf3w+Hx5P+qKTTCab/79pGa93/08I21Y0Nka/fsFOZhg6WVleGhtjB5jYwovedxK+AZNRShFXoCXAjkU7pEmhrhsEDz2RmhfvaXN+cPJJhGIKew/NUvdWx+2T3qW77JeOusl35TkYbwiBbhCOpIB0bZeua/j9biKRxH6dI1p2EeHNq1EjDvyY7+m6y7HZG+zNvuxJ52DvPDaCGCOPxjfqGGxbEQOyNJ1wOI5S6czKB3rf9ZYOA00H1XqfeQePJ6l5CNd17bWnd/6WLXXl+dcVZs+ezZNPPskDDzzA3/72N2pra3G5XIwaNYo777yTOXPmAHD22Wfj9/v5xz/+wRNPPIHP52PSpEnccccdrRLl3Xzzzdx6663U1tYyadIk/v3vfzNgQDpj73nnnUcqleLxxx9n7ty5eDweZsyYwXXXXYfT6WTkyJH87W9/49577+XHP/4xlmUxZswYHnzwQQYPHtyq/Pu6fKbtdcA1atQo8vLyOvTLn3766eash7u76aabePnllykpKWnRIQ92ddArLi5uzphSWVnZXKXZ9PeIESMOqGym2X0uGJZld0h5DMPEZ0eIb1xKqmozrrLhePqMJKoFDvgG4O83Bs+AMcQ3LW8x3Tt8GnrBQGJJC13XOixbYUftk96mN+2XrtoOKxEHw/mVG2j6bbRtq/16eNCCRaSqNvaa36Ij9KZjM9O6al922TnYy46N3bfF5dJJ1VdibVxOcsdaXMWD8fYfQ1Tzs79xSUL3kX/Sd6l56d4W0w1/NrnHXEbYNFBtBGP7S9M0NI29un/3tt+yLb1pG0ePHs2f/vSnr13upJNO4qSTTvra5Y499liOPfbYdud/deDir5o5cyYzZ85sd/6jjz66T8t3J/tUw9XRqRbvuOMO4vGWnTvnzJnD97//fU477TSef/55Hn/8cSzLwjDSTX3mz5/PoEGDyM/PJxgMEggEWLBgQXPA1djYyIoVK7jooos6tKw9nWGAJ7ydHf/+9a725YtfQ/cGKL7gN0Sd+QcUDEUsD9knfo+suq1Elr4Fho5/3LHoOaU0Wh7qwgkqaqIU5fvIC7hx6nt38Rai05mJDkkJvzs9uxhr8xKUmfj/7J11mFxF1offK+0ybrHJZOLuLoQ4FsF1F1vYb3FnCbvosvgaLJLFXYIkgRhB4u6eyUwy7tLefeX7o5NOhpkJxIX7Pg9PmFt1q6rv9FTdU3XO7yDIh++WaGBgcPojigJmfymF7/8VLXTgtFAwW0m7/BGC9mZHtKET1iTMLXuRcf3zeNcvQK0rx9qmF5bW3fHhRD9Ga6sgCIQ0nYJSD+GISmaGG6ssIhjJvgwMDpuTGsO1P1HZz0lKSiItLY0LL7yQadOm8dBDD3HDDTewYcMG3nrrrZg0pdls5qqrruK5554jMTGR5s2b8+yzz5Kenh47CjWIYtX8lH3+dL1gXgAt4KXi6xdJvHAqfo7uxdCvWRET2mEd3QF0CKk6AUXjiTeWU1jujdVrluzgL9cPwCIK9bKUGxicDHQlBMdA0OVgRHca6DpaZT5SWttj2raBgcHpgRU/5dOfq2dsQTQvV/n0Z0m58gl8HFn4Q1iTCUtJmAdeFp1rdPAqGk2lgTlcdEFg855q/vnxOpR9RqEgwKQR2Zw7qDWisXYbGBwWJ10041AkJSUxbdo0nnzySSZPnkxKSgr33XcfkydPjtW57bbbUBSFqVOnEgwG6devH//73/8wmY7tjvVpT6AWzV/XaFGkPB8x4gPp6HfiNU0nHI4qMWmCwHPvr6aw3EtKgo3xA1vTIjUqjbt0YzHDezZDMOZsg5NNJHTMcnDtR3AlgyCiVu41DC4Dg98oYtiHUlPaSIGE3KITdYpMWNMxyQJWWTwiN7X96+2xxhdSeeHDNRxsV+k6fPFDDh1aJdCpZZyR68sgxq233sqtt956sodxSvOrDK7JkyeTkJBwvMcCwPbt2+v93L17dz7++OMm60uSxL333su99957vId2WqNFDp2XQ1cjIB2yymHjD6nkFNTSq30KEwZn8fH87eQU1CIK0KtDKv27pOMwiYZrocFJRVdCxzQpKUSTnArOJLSqgmParoGBwemDrkQaXBNkM5YL/szXG4PMf3EJoYhKSoKN353TmY6t4k+JkyOTSWLuwlyaGsqn3+3kwWv6Hm7CDAOD3zS/6u/lqaeeaqBEYnB6IbmjO+6NIZhtCMcwKeN+gmEFu1XmguHZPP3OSnIKolL9mg6rt5Xx0CtLCJ0ZcacGpzPH4YQLQHSloFbsPebtGhgYnB4INjfCz9yVTcOv5d/fVTNreRGhSPR0qrw6wHPvr2ZzXtUpkeNJ03WKK5tWOayoDaAaG6UGBofFyf/LNjghRAQb7n7noyLZhwABAABJREFUNVqWMOIKQuKxlzJ12kyM7NOSb5bkNjo513hCrN9ZfkokmTb47aIrx8fgEtwpaNUFx1QtzMDA4PQhLNqJG3pJ7GdBNuN1Z7Ept7rR+m/N3ELoFFC/E4CubZKaLG/XMh6TJJy4ARkYnAEYb7q/EUKajK3PeSRNuDl62gWYEpuRMuUepOwBRI6DG7jVJNG7Yyrb8qqarLNyaykmScMuBLBIKoIxhxucYPRIsMEu9LFAdKdCJIjuqTjmbRsYGJz6hFUBa+cRpE66EzkhHdmdRG5Z0+791Z4QwcivM7gscnTdtIlhpGNs/CiKxqBuGditDV2tRQEuH9vRUCo0MDhMTmnRDINji181I2cNJjmzByI6GiIhwX78khRqGi1TncQ5LXj8DX3ZAZLdFoKrZuDb/CPmtNbEDb6IiC2FsHaMA8oMDJoiEgSr65g3K7qiGxtaVWHU+DIwMPjNEcJCQpehiBkdEdBJLIoAuxutK4oCJvnQxpMs6liVGup++oLg3i1IjjjcAyZhyWiPXz12KSisssDf/jiEf3+6LhYOkJZo5+Yp3UmwmwyFYQODw8QwuH5jKIqGUk+G9vi6L1hEgSlnZfOvT9Y3Wj66ixPPjBnoSphAXQWBnatJueh+pJROhgKSwQlBV8KIx+GEC6sLTFbU6gLk1r2OffsGBganDSHBhqJotEy1YrPIBEJKgzqDu2VgNUnoTWyCiqKAJVhKybtTo0JXgFpXQcWXz+PsORrbwEsIasdmLtNUnXibzINX9yUYVlE1HZtFwiKJx2+T1sDgDMZwKTQ4YkRRwC6FcQlenKIPi9xwElZVje7ZKQzr2bzedUGAGye0wZa78Ge5wXSqZr+KVW86YNfA4JgSCR6fGC5BQHQlo1UVHvO2DQwMTk/MksDU6/pjMdX34mjbIo6bzuuAQ/PgxINNCiOK9U+7LEKI6rmvx4wtiIYG2Nr0JFS4Azni5ViiaTqirmM3ibgsEjIYxpaBwRFinHCdxoiigIUQkhoAQJVshLCcEJl1i6QheYqonv8/wiW5IMo4ugwlbugl1KoONF3HYhJRFQ1R1/jdhI5cOLItG3aVYzXLdGvtRl/xMZHN3yFIJsydhqKmdUZQQgg7voeQD0z24/45DAx0JQzy8cnbJ7hS0KoMpUIDg9MdQRCwimEkJQDoqJKVENbDXm91TadZgo1/3jWCnIJaymr8dG6dRFZchLqFb1K1ZTFoKpaMbOLHXE/IkQGIqKqOpAQJFe0CQE5qgTD8RnZUwK7SIK3aWuihO4iTw+iaTliwoaoasizG4sL2r8kGBseDs88+m8LCAxuMgiBgt9vp3Lkzt99+O/369TvqPh544AEKCwt59913AVi9ejW6rtO3b18KCgoYNWoU77zzDgMGDDjqvo41hsF1miJJOrZAGZVzXiVcnAOApVlbEsf9gYAlleO5CWWTIoj+Ckre/wvsV2DTFHwbfyBUsB3xnPt45P3tjOrXkrN6t8AEiLqO2yJxVo9m6DpYanMp3fwdprRstBE389mKCtasq8ZuNXNe36sYYEo8fh/AwGAfuq5DJIQgHQeXQqJxXJH8DeiagiAa062BwemIJIEtXEHVnNcJFWwDwJzWmsSxfyDkSEfRDs9ZSNd0zAJ0yYynW1YCVs1L+YePotSWxeqEinMofXcqjkseZ7ffTZtmbqL6gQKSO4nIyNt5+L1t9eKjrfP28OjVXUjY9DGOTkOIZPRkzsp85q/MR9N1RvRsztgBmZhFjPyXZyiqprNldyVVdUES3VY6t0lCEk+cGtl1113HddddB0TX15qaGl544QVuuOEGvv32W5o1a3ZU7T/00EOo6gGVtyuuuIKnnnqKvn37kpGRwaJFi4iLizuqPo4XxhvAaYpd9VD83tR67nihol2UvPcwGdc+iwf3Me9TkETCioqsKvgXvHvA2DoIpbqYRH8xoggfzNnOD6sLeOSGgbEvmrJvd010JyM64lGG38z9b26N+bNX1cEr33hZvsvL/13YHckIzDU4nqgRQD8uLoUAgisZNBWtthQpofkv32BgYHDKYde8FL/3MHrIH7sWLs2j5P2/kHHds3jFhCNqV9N0BAEiJTvrGVsxdA1l+Sfsdp/Puh3lXDIyC1tWd9Q2g3nmq7wGYlTBsMrfP9nOk5NGUifaeGLaCgrLD7gZfvb9Ln5YW8CTNw/h+Mx4BieTJRuKeO3LjVTWHlDCTIqz8odJ3Rjc/egMnV+L3W4nJSUl9nNqaiqPPvoow4cPZ968efzud787qvZdrqYFriRJqtf3qYYRw3UaYpbBs/rbn8U+RdEjIbzr5mM6Rqb0fpl2TRCZsTiPPz33I2o4Qih/a5P3BHNWMaR79OWyqMLHukZybQWxEzflz3ywsKTR4OG1O8oprwkYMvEGxxU9El2YjocsPBykVFhtxHEZGJyOyJKAf+uiesZWDE2hbvmXjcYv/1okSSKwY0WT5eGCrXRqbuObpXl4wzrxo68lGJfJ3lJPo/WrPSF81lQ2lFLP2NpPRU2Qn9YV1luTjXX29GfJhiKeentlPWMLoLI2yFNvr2TJhqKTNDKQ5egLqdlsJhgM8o9//INRo0bRrVs3Jk6cyJw5c2J1VVXl2WefZcSIEXTt2pXx48fz4YcfxsofeOABrr76agA6dOgAwIMPPsgDDzxAQUEBHTp0YPny5UyfPp1u3bpRV1dXbyyjR4/mxRdfBKC0tJQ777yTvn37MmDAAG6++Wby8vKO23MwDK7TEFELEcrf0mR5cO8mJK2hMfZrkSUdp+DD7tuLtSYHl+Bhb2EF03/YhaJqaIBoP4SMtiMRDjqZ+mFNAZGfuS8omkDIlsqKbU3nKFqyoRhZNuThDY4jSij67/E64TLbweIwhDMMDE5TJCIE8zY0WR7K34akHvl6q+s6kqvpJMOizYUvGHWh2ppXTdCUiG4/tMt9SJVYtK2uyfKFawuJaDoOMYAjVIq1eidOrRqbeOSfw+DkoWo6r3258ZB1Xv9qE+pJcCMtLS3lsccew263M2LECO666y6+/PJLHn74Yb7++mtGjx7N7bffzvz58wH44IMPmD17Ni+++CJz5szhqquu4pFHHmHVqlUN2l60aBEAf/7zn3nooYfqlY0fPx5ZlusZc2vWrCE/P58pU6bg9/tjhtt7773Hu+++S0JCApdccgmlpaXH5VkYLoWnIbogIzkToGxPo+WSMxFdOLJfrUnSkCtzKPnqxQM7eoJIs74Tufmc7rzyTS5r94bo3mM8gaWfNNqGrcMgfnxjR+xnWRIRBAHQkWSRkKIBAghgkkRCWuNZl80mw9gyOL7okajBJRwn0QyInnIZJ1wGBqcnuigf0iCSHPFoogSNL2O/SCSi4uw6grrlXzfefrdxzFpTBYDZJKJpOg6bGatZIhhu2KkoCiQ6ZYRDxO2kJNhwqdWUf/oUSs2Bl0tbm57Ej7sZr2o9sg9jcFLYsruywcnWz6moCbBldyXd2iYf17G8+uqrvPHGGwAoikI4HCY7O5t//OMfBAIBvvvuO1555RXOOussAG699Va2bdvGK6+8wujRo9m7dy92u50WLVqQmprKVVddRZs2bcjKymrQ1373QZfLhcvlora2NlZmt9sZP348M2bM4OKLLwZgxowZ9O7dm8zMTD799FPq6up49tlnYydwTz75JMuXL+eTTz7h1ltvPebPxjjhOg0JazKuARObLHcPuOCIEwdbFQ9ln/29vvuErhFa+QU94qppnuLk3dnbsXU5C1PLLj+7W8A+6g8U+c2U1wRiV88dkoWo62iiyII1hdz/0mL++MwCflhTwFl9WjQ5lqE9mxGJHOEqZmDwa4idcB0fl0IAwZmEWlVw3No3MDA4fkQUcPU9p8ly96DJhPWjmz/CpjgSx91IVBTjAKbM7pQndGdzbhWiAO1bJhBWdSRJ4MpxHRtt64KBzZB2/cg5PZqOK7t5fCvKP36ynrEFENi9jrpFHx2Vi6TBiaeq7tDG1uHWOxouu+wyvvzyS7788ku++eYbVq1axTfffMOIESPYvn07AH369Kl3T79+/dixI7pJf+WVV+L1ehkxYgRTpkzh+eefJzExkaSkpjc9mmLKlCmsXLmS0tJSIpEI3377LVOmTAFgy5Yt1NbW0q9fP3r16kWvXr3o06cPJSUl5OTkHOVTaBzjhOs0RNd1iGtO3JCLqF382UElAnHDLkF3paMfwdGxySThW7cQmjhxYu1XXND/9/x3Vi7/nJHLzef8EVNdBZH8TQgWB5bW3anTbDw2bXXslh7tUkhPchDR4eXpG1i7/UBg8Cfzd/Lw9QNYu72MsupAva4mDm+D22aq55poYHCs2X/Cdbxk4SF6wqXuWYeuKgiSMeUaGJxO6DoothQSRv2e6gXv1BOLcvc7DyGlDZp6dOtUWJMxZw/EeVUHpJItBOrq0Jt1ZVulwMsfRFURf39eF2q9If729krqfGGuO78Ld17em4/mbqe40kdyvJWLhzSnh6OU4PzPyBzfgt4dklmzvb7bfrfsZFxaHaV15Y2Oxbd5Ie5BFxLiEGEDBqcUie5fdyL5a+sdDXFxcWRmZh7WPbqux06ZWrduzdy5c1mxYgWLFy/mhx9+4PXXX+epp55i8uTJh9Vu3759ad68OTNnzqRNmzYEg0EmTJgAgKZpZGVl8d///rfBfXb78UlJZKz+pykBzYyl2zgyOg8jXLgDBDA3a09EchDQjuzXKgg6kYqmcwZFasoY0jGBZTtqWbW1lHvya5hyVjZD+5yHJESFNfbuqqRT60REUWBA13QiisbUVxbz4O/71zO2ABRV458freW2S3tSWRNk8YYinHYT5wxqTXKcFdEwtgyOMzHRjOMUwwUgOJNB19BqS5ASmz7RNTAwODUJaTKWdsPIyO5NuGgnuqpgad4BRXYQUI/N3BFRJar0OKZvTWHyWYNYv6OcLXmVDO/VnEHdMkiOs/Ln/y4hEFLo3DqeDkk6iZY6Hr+mE1gcSIKAVrARdesSrJ2Ho9riuWhkKsN6tmTZpmI0TWfMgFZkN4tDLV7b9EA0FV0JgWwYXKcLndskkRRnPaRbYXK8jc5tDv+U6FiyX+Ri9erVjBw5MnZ91apVtG3bFoB33nmHpKQkzj33XIYMGcJ9993HtddeyzfffHPYBpcgCEyePJm5c+fSsmVLRo8ejdPpBKB9+/Z89dVXuFwuEhOjMZGRSIS7776b8ePHc845TZ9qHymGwXUaE9JMhIQ4pMz+AHhVHY7CE0DTwNK8E/7tjSsmmVNbQfEm/jgojvdtKWwv9NG7YypmSSQc1vCEIrw/Zzvd2ibjsplYsqGI7XuqSU9ysHZbI5K3RI+4H3l9Ga8/OIo+7ZMRBQFVVaOneAYGx5v9LoXHSaUQ6isVGgaXgcHpSUiTCOFGbNEXQTj69fbn6DokOs3075zOw68uoU2zOFqmuZAlAZMs8v2aAgIhhb7tE7lxkIXQnMfwx1z/BZx9z2FP6jBWSRPweTVWvLeXQGg3iW4rPduncO7g1iS7zNFkyPHpTY5DkM2IZhsigpGr6zRBEgX+MKkbT729ssk6N07sekLzcTVGdnY2I0eO5NFHH0UQBDIzM5k1axbfffcd//jHPwCoqqripZdewmq10rFjR3bv3s3WrVu55pprGm3TbreTk5NDdXV1o+WTJ0/mpZdeYseOHbz00kux6xdccAGvvfYat912G/feey9Op5OXX36Zn376idtvv/2Yf3YwDK4zAvUo3Rn2oygarnb9qFn0CXo40KDcOeRSftoj0TrZzO8mJKOKJiySiKz4MSteTJEQD1/WDpOoo5blgqMC+rWhWownp7LpfiVRQNV0JF0/luuXgcEvEnUpFOA4JiUWzLaoUmH1yZPlNTAwODYcTyNE0HV6ZifyzztH4PVHsFpkSqt87C6ooWtWAhP6DSHRFKJk2l2gHZxORce7ahYZI5uzrcBCXnEd4j6t96q6IAtW5XN2n5ao9ujYdVs85rQ2hEt3NxiDu+8EIqW7MUsm5ORWBATHMXvHMDh+DO7ejAd/169BHq7keBs3Tux6wvJw/RIvvPACL7zwAg899BB1dXW0b9+ef//734wZMwaAW265hUgkwhNPPEF5eTkpKSlcfvnl3HTTTY22d9111zFt2jRycnKYOnVqg/JmzZrRv39/8vLyGDhwYOy6y+Xivffe45lnnuH6669HVVW6dOnCG2+8QXZ29nH57IJuHCU0QFU1qqp8J3sYyLJIQoKD6mpfLGHwLyFJImbdj6DrKJKNcMMUV79wP9iCZVTM+BeRimigv2h3Yx56Nd/kufhqWfSlMbu5m/uv6UdFlRenEMRUvB4xbwXu/udR/vW/D8TGAKak5sRPeZAb/rmGcESlW3YyNqtMXlEdRRU+hvdqzrXndEJXf/kzHskz+S1wqjyXlJRj44Zyov4GwxtmE1o1Hdv4O+tdlyQRl8uKxxNE/RXfy18itOwjRFcKtjG3HHVbpxunynfzTODXPMvT6W/wt/DdMJslHHKEcDBMRLT+qjVZFAW8YZWHX11KtefAWhrnNPP4tT2RZj6KUtswBsuc3gb7xAcp9UJVXQCzLPHjmgJWbCnlH3cMx7TvgEMQwCn6qZ7zGoHd66LXJBOunqMwp2dRMesVQEdyxJF62V/xm5J+0dD8LfwuT+Tf35GiajpbdldSVRck0W2lc5ukk36yZRDFOOE6g3BKQUK7VlK9ZjZaJIS9fX9cfSbgE9y/eldOVcFvSSP14gdR6yoQTBYU0UJ1QCewqzR2GpVTWMcn83eiqBo/rClgWI90fjfhPmpKcpCHXAObZhOpyAcgUlmI54d3ePqP11Nep7B6Wxl1vjDnDskiLdFOZrrrVxlbBgbHGj0SOm5Jjw9GcCahGtLwBga/KZxSkNCOlRSvPnhNPoew7MKkeNEjQQTZRERyEFIPKAtHNHjm3dX1jC2AWm+Ypz7czF9GXQbz/n2gQJQxj7yRCmtLfpifh65D746plFd7SUmw8dT/DcEsCQfEtASRasWOOPp2MqQQBGvR/HX4Ni+MGVsAqq+Wii+eJfGSv+LHkIo/HZBE4bhLvxscGYbBdYbgEINUzfgnoYKtsWueVd/g2/QT6b97Cs8hFIcEAcyihkmPHkNHBCsIEr6tS/CuX4CuRkCSubDLSIZfNZpH3t+Cour8uLaAuy7vjcUs0b1tMs9+uJ684jpSE+xcMuRG2gr5hL9/HQDF5GD7Xg//+fxAAsmF6wpJTbDx+E2DkQVDkNDgxKNHAsdVEn4/hlKhgcFvi+ia/A9CBdti1zyrvsGc1AwtFKByyfSo674gYm/fn/izf4dXs6Hr4Asp7C31NNpucYWPgLMzByd+MY+9lTdXw4rtB/pasCqffp3T6NsxjbIqPwkt3OiigDes8cn8razcWorVLDFuYCaj+rZAmfsW4cKtDfqLVBUjhr0gGwaXgcHRYOThOgMQRQGtuqCesbUfLeilbtkXWOTGrRlRFHDqdfh/mEbxq7dQ/NptkLeC2sWf4FkzJ2psAagKwQ3zSN75FRcOjQb+RxQNl8NEVrM4nn1vNdv3VBMKq+SXenh++i7mlaZg7jEeENA7j+Ol6Rsa9F9WHeDtb7agCvuTIxsYnEAiweMqmLGfg5UKDQwMzmxEUUCryq9nbAHYsnuh+mqo/uH9A3HSuoZ/+zIqvnwemxA90Qr/Qv7J0EHFpsQMcoIJrNjeMFB65ZZSRFFgzvI9RFTwRTTu+ddP/LSukEBIodoT4qN5O/jb26uIjLoTU9v+DTsTRARRxCYEsUoRJMlYpw0MjgTD4DoDkGUR36Yfmiz3bVuGrDYUwQBw6B5K3vkz/q1LovlFNAXJlYB3Q+PthbYvZWiH6GlZRpIDq1nmw7nbGq375eICtHYjMKW0ZGNBoMkTrOWbSthT4kExTrgMTjAnyqXwYKVCAwODM5um1mRXt7OoW/lNo/eEi3chBKJKa267GbkJw0YUBRKSEzGnZQEgtBvKzDVNq1ItXFdIZrobRIGP5+0gGG5ozOUW1bGj0IPW97J686EppRXpl03Ft2EB1Z89Tt1XzyAXb8AhhRq0YWBgcGgMg+s0RpJEVAQCio5wCLcoQZJpzJYxyQK+Dd+hBb31rutKpF5yx/royBEfggAXjWqHL6BQ6w03WlPTodQvIdldBA+RG0zVdCKKhi9o7J4ZnGAiQTiOObj2E1UqdBoGl4HBb4RGN3JEES0m5d6QSGUBoihgkQXOH9a4Uto5/TIQNs8mftglpF/xV6wdBhIMNX0iFggpJMdbUTWNlVtLm6y3fmcFGwtDmDsMjo7fbCNp1O8om/4ctStmEqksJFS0k4ovn6fuh3dwyI2v+wYGBo1jGFynKYIoUFjl5y+vL+OOF34glDWkybrO7mcTkRwNrstaEP+uVQ3blg/9AipabNxycU925tfgtB36K2S123H2Hk/3dmlN1sluHkdWkkhc4RLkwjW4BA8m0RDRMDj+6OHACTnhgn1xXFWGwWVgcKYTiag4uo9qcF0QRBClRu6IIrmS0HUdXdM5b3Am153fBbcjOj+57CauHp3JedlBJE8pREKUfPg4oZ/eYWCHuCbb7NU+lQ6tEhAQsJib7ttqliisDKInto7213ssdatnN2og+rcuhtpinNRhEQ9TCtnA4DeKYXCdpnhDKn95bSnFlT58QYUNpSKmTsMb1DMlZuDsNZZII/56uiAiWhoaYuGyPViatWu0X3Naa1yJSezKr2H20jwckkZmeuOCHDaLTIrbhDelGw67hb6dUuuVux1mrj2vM3+6qDtVNT68Ce2pKyuh+I17kUq3YBIP7cduYHC06CcohguiSoVadcEJ6cvAwODkoeugO1NwdBtZ77o/Zy2OjoMavUdyxCHFpcVc7wVN56weGTx36zD+e+8IXrx1IOf1SiS5ZWskRzxlX/8LdI1Q3gZGdI4j3mVp0Gai28qQHhnEO8xYZIHxAzObHPOofq1IS7IR13UoGTf+C1fP0fh3rW6yvn/7MqrnvEZkw7fYpMiveCoGBr9tDLms0xBREvlqwS6Ug5IRvvZtLn8892y6nDcEeef3EAli7zwMc4tOeDUHNOJUGNbNuPufT/nPAntrl88gdeLtVM57k0jlgR15OSGD5El349WtXHRWNucNySJerOWO81sz9d2t+IIHdrokUeDeC9sh+Sq4480cQhGNB37Xl67ZycxctBt0uOeqPkz7ajNvztwSu69/pxZcf/4DVHz9FOnXPkNEaHrnzsDgaNEjQUQ5pdEyRdXJqwiT4ZaajKc4HKJKhWvQlfAJO1UzMDA4OQQ0C44hl+HsNgLPmtno4SCmFp2R0tsRrqskcpDIleSIx3TOPdRoDvYHAEiyiD+iEYqomGUJSTLhE0zYxAjh0tyY27+p3QC8EYl7r+rLdyv3smxTMQIwoncLLhiWjd0soEQ0VEVnVN+WLN9UQm5xXb2xjh+YydrtZVjMEgHdhCC4ceKPShg3FVstiKDr1C75nNTMrgiJxydZrIHBmYJhcJ2GRFSNnXur613TdHhp5m7cDjPnDTqHcwa2QNVlvKpGUzOmpulIaW2xdx6Kf8uiA9cDHnw5a0m95CEUXy1qbRlSXAqiIxGfbkPXdATAJgsgWrGtfYdnr7mItXuDbC4K0SrRxJD2TuT1X1LddVLMEHvijRV0yUrkL9cPJKJo/PuTdeT9bOJfsbUcm1nk8u5jCexcgdx53BmbRNHgFKCJGK5Kr8Lz00sprVWIt4vcMzaJVPfRTZeCKxl0Ha22BCmp1VG1ZWBgcOoT0CyYEtqQOvEOAv4gOaVBHv/Hcm4Yfxmd+4votSUI9jgqVCevfZHPXZenE2+T0QSBH9YU8tmCnfiDCrIkcnbfFlx8djuCupnE8TdT+uEj6KqCt+sUHpi2HlEUGdI9gz9M6oauw8691YgCKJED66eMzoO/70decR0/rSvEapbp1ymNnIJaPp6/A4DmKU46tnCjijYcHQfhO+jd4GBsmV3xrJ0HgGf5V7gm3H78H6iBwWmMYXCdhsiSSFqinT0lDfN01PnC5JX6UHQZ7VckE/apFpzDr8Hd71z825ZGc4J0HIRqS2Tl3gCffFeIxx/GaYtw0dkOOray1fNDDQl24gdPpvTDv9A7NZP+8eloNTUEP9+KePaNfLK4rF5/m3OreH/2Vi4d06GBsbWfhRvLuPi6Aah5C5FFgZAG3kAYsyzhNDKmGxxDGnMp1HSdaT9VE4zoXNjHzffbvLz8fTVTz0s+qpOumFJhVYFhcBkY/EbQdRBlE2E1jNkkEQyr/OfrHGRJIM5pwR8sIRBSEASwmCVESWTeynw+nLs91oaiasxdvpfymgB/mtIdnxhH6pVP4Pf5eX1mIZoOmqqxdkc5rdLdtM5w061dMv6QQoLDhEmPIOgKimhBQqTaEwQ9+r7w4odr6ikXfjh3Ow/9vj8L1pYwqPtEpD0bUX219T6Ts9tZhIp3oStR4QzVV4OgG26Fv3XOPvtsAL7++mucTme9sgceeIDCwkLefffdEzIWXdf58ssvGT58OElJSUyfPp0HH3yQ7du3//LNxwnD4Dod0TSmnNWWFVsaVxyaNCIbXdMwyQIm1Y+OQFi0ozZhgAU0M4I1A7nvxQD4NZ2f1hfz5szNsToVNUGee381V43vyKjezWMZ61VVI+xqQcZ1z+NdN5dw4Q7khAyclzzO9NV1LN9W3KC/3KI6quuCTX68zHQXst2Nqe9kvl6cxxc/5KDsG3urdBcPXNMPt7Xp4F8Dg1+DruughBDk+rEPmwpD7CgNc/XQJNKdAnazk/eW1rE0J8Cw9vYj7k8wWRFsbkOp0MDgN0qcw0x6kh2bRWZsj0RsZpF1e/ws2lhK7w6p2EwiQUVj+g+7Gr1/U04lOiDLEn7FQdjmYEveJgDinRbuvKI3H8zexrvfRt0VRVFgbP+WXNjdjLLwDayte+Dufx4bd1WyaH1Ro30UlXvZW+rh7W+2MjfJwf0XPoSjZC1q7mpEqxNn5yGo3mqqvn8/do+1VVc0yUiMbACFhYU888wzPPbYYyd1HCtXruSBBx7gu+++A+Ccc85h2LBhJ3VMhsF1GqLrkBJn5caJXXlz5uZYLJcsCdwwsSspcVacugfvmnnUbVuKIMk4e43F2a4/vn2Z7BtrM7Iv2WJYhw/mNMyt1adDMp1TBWzhCkTZTESyE1IlFFXAK8Rh6ncx1j4RZKuFd+bkMG9NKc2SHbEEi/sxmyQSGwnwzUx3ccd5rbBWbkNe+xmRpBYMz+5Ozt541uysAmBviYeH/ruYp28Zanx5DY4ONRz94v/shGv+Fh8ZcTJZKWYCgQipLpl2aWa+2ehlSFsb4lGcsgrOZNQqQzjDwOC3iFmEF2/qSd2O1Wib3kYL+enQqidX/HEcclwKqDr+oEKokVxZFw9rzpguTuS1nxHy12HvOBB7Shat0p3sLqzjyvEdef3LjRSUHUjzomk6s5ftxSq1ZHxiC+qWf0W4JIcOra5q0uBqkeYityh6olVc6eOO1zbRvW06d1/wf6gb51C14F1UX02svmCy4Ow1loChcXVKoGsqwfytqN5qJGcC1padEA6hjHmsadmyJR9//DHjx49n8ODBJ6zfn6P/7EXXarVitZ7cTQHjnfU0RdB1BnVOo0/HVArKvAhC1PfaLAk49TpK351ab1Ksnv8m5k0/kjjpXny67ZBte/wRQj/LdP/Hc9vQQ9pFZP6rlAZ9UdfD9v2JP/savJo9arApEMGEKSIwblAmPdqnsLfEg9thJt5lYfr3u9iaV8X5w9rgEgO0axnHzvzoxJ4Sb+PBC5oRmfkY4aCPWIYP6RNuOvdeXgzFsW1vtG61J0R+qYfsdBeaZmRLNjgy9HD0lFU4KIarwqOwrSTMOd2dCMIBw6pvaysfLK9ja3GYLs0bbhb8WkRXMmpZzpEP2sDA4LTFSpDaua8S3L32wMWN8xB2LCbjmr/hFeOxmKWoVsVBS9tFQ5szLm43vk8+JrDvmnfTj5hSWvHE1Q8wf3MdLoepnrF1MN+uKGLMVaNg6yKCezbRd4iZ981So0mQLxnVjrdmbal3bcOuSv72qcKdE4Ygl+yOvVtYmnckcez1+MU4DGf/k49v2zIq5r6B6jmQCFtyJZE89jocHQeekDFccMEFrFmzhoceeogZM2Y0cC0E8Hg8PPPMM8ybN49IJEKXLl2499576datW6zOjBkzePnllykoKKBjx46cf/75PPnkkzGXwB07dvD888+zZs0aAoEAaWlpXHnllVx33XUsX76ca665BoBRo0bx1FNPAcRcCh944AFycnL49NNPY/0VFhYyatQo3njjDQYPHsyaNWt4/vnn2bhxI4mJiYwcOZK777670c/zazFk4U9ndB2zANnpTtqkOTELYBI0vGvm1jO29hMu2Y1SmvOLO/Q/j1Pp0S6JHvJuQoveQwv69vWt4d++jIrpz2IX6rsHhlSd/329iSffXMG7327lpc/W89z7qzlvaBaXjGpHp9aJVEcs3H1ZT7q2SQTg8hHN0H589UD7+1EVwnP/xTUjm9W7vLuoDl9EQ4GjOnEw+A0T2fe9PeiEa21+EEmEdqn1T73S3RJJToklOU0nLf01CO4UdG8lejjwy5UNDAzOGAQB8JTWN7b2oYf81Cz6GIuoYTNJ9Ol4IIWKLImM7uLEt+TjBvdFyvdSu/IbAoEQqQl2mloKQxGVMAc2lrTvX+GJmwaSmnBg89VqlrhpcjccNhMllX5G9WvJ1Ov688A1/Xjo2v6M6NOKF2aXYRp/Bxl/+BcZN/6L+Avups6SSqUvQmltiNKqfcqGBicc37ZllH7+bD1jC0D1VFL6+bP4ti07IeMQBIEnn3yS2tpann766Qbluq5z4403kp+fz6uvvsonn3xCz549ufzyy9myJWrof//999x///1cdNFFfP3110yZMoXnnnsu1kYgEOC6664jPj6ejz76iJkzZzJ+/Hiefvpptm7dSq9evfj3v/8NwKeffso555xTbwxTpkxhw4YN7N27N3ZtxowZpKenM3DgQLZt28a1117LsGHD+Prrr3nuuefYvHkz1113XYOTs8PBOOE6Azj492/SgtRuW9JkXf/G77FndCV0CD0Nh1UmLdEenTyBC/snE/lh2oEKgoij48BoPhEBJDWAyWRF1QRsYghPTS3XDE2mbxsn05eUUFUXJBRW+cdHa3n6lqG89uVGRvdrhd0ic8PEbthkHbdaTdnCvY2ORwv6SBB9mGSRyD7Fwninhb++vhRNg3uv6kNGvNU47TI4LPR9BtfBEu1r9gRpnWTCLNffixIEgc4ZZpbtDhCMaFhNR7ZXJbqiEvRaVQFSeuO57gwMDM4cJAmU2gqs4QC6AI4uQ/FtXQpa/dMl//aVxI24GrPo4J5JWZQPTcQbhk3FKvKeFYSaaD+yZQHtRw5i0boi+nZOZ8XmkliZIMCALukM79UC0W1GPn8q0ra5hHauIjNO44mbBuELKqiqjstuwiILBCI6f5zSnT0ldTz11krUfetqi1Qnf7qoB/PXlTGyTytMEpRWB3n2/cVU1kbnUotZ4vfndqZfx1TEo3gxNTg8dE2lYu4bh6xTMe8N7O37nRD3wubNm3P//ffzl7/8hXHjxjF06NBY2bJly1i3bh3Lli0jPj4egLvuuos1a9bwzjvv8Pe//53//e9/jB8/nuuvvx6ArKws8vLyeOutt4CowXXNNddw5ZVX4nBEc8nedtttTJs2je3bt9OpUyfi4qIphRITExu4Evbr14+WLVvy9ddfc8sttwBRg2vixImIosj//vc/hgwZws033wxA69atef755xk9ejQrVqxgwIABR/RcDIPrDOSQf1CSDIKARVKQ9TA6EBHt9RIjWySB+67qw9RXlxIIKbjMOlpgnyKiKJM68TYCezZTPuPf6EoY0eog6YI7sNidVM5+jXBJLhLQu1k7+l72O577poRdBXVEFI28ojrO7tOSt2ZuocYbQpZERvRqzh+Guw/5mfRItG5E0XA7zLjsZipqopP8X19byj/uGoHVOOkyOAz02AlX1EXQG9TYXR5hbJeGycAB2qeZWbgzwOaiEH0yD+2W2xSCMwkEEdUwuAwMzggEAcyiiqyHYgJVyr711C6FiWxdSsHiT9ECXgTZjLPrMFIn3Un5V/9EVw8o+wmShIiOuulbqpZ/jR7y4zBZGT/meiLFTZ+s6+EgZlnk26U5PPungXRpbuXr5SVU1wW57dJe5BbV8u9P1hEIKdgsMhOHnsfoy6cQ0U3IQILdhKKDqoGiQpzDhC8Y4ZslefX6KSjz8vS7q7h5cjdAJ6jAX15bSvigtC2hsMqrX2wk44YBtE51GpugJ4hg/tYGJ1s/R62rJJi/FVtm1xMypksvvZQ5c+YwdepUZs6cGbu+efNmdF1n5Mj6ScHD4TChUChWZ+zYsfXK+/XrFzO4EhMTueKKK5g5cyZbtmxh7969bNsW1R3QtF9W5xYEgUmTJjFjxgxuueUWtmzZwq5du3j55ZcB2LJlC3v27KFXr14N7s3JyTEMLoMoYdGOs+doan54v9Fy14ALEENV1C78iMDudYhmW1RQo9vZ+DQrug6qqpPkNPPiHcNZv7Mcm0MkJMpYOg2FXpMpCmmYO2ZhzRqMvuoTrN1GY3IlUPzWg/UWkEjRToSvn+COSY9x26ub0HQorfSxblcFNd7oH5aiany3Kp9ze3XFZHOiBRrxQRdEVHsygVApaYl2br2kJ5/syxkCEFY0Fm8oZny/ljHhDwODX2SfW9/+E67tpSF0IDOpYV4ugHi7RIpTYl3+URhckozgTESryj+i+w0MDE4dZFHHGqmi5qcPCeZuQLQ6cPWZgLPzcEKCldCWH6j54YNYfV0J41n3HUpdJfGDJ1O98JNYmbPrCIIFW6j56aMD9SNBan96n6Qx18dyXv0cS+vuLNnjJRBSoLaY/sUfMXDKJWzzxbF+VwULVh2YawIhhY++20WdvxVXjkpBEwRyS7zMWb6Hvh1TSUmwYbOY6JadTPe2yWzYVVGvrxpPiFBExW6Rmb18bz1j62Den7Od+6/qY8SsnCBUb/UvVzqMeseKJ554gvPPPz8WQwVRg8jpdDJ9+vQG9c3m6Fosy/IhDafy8nIuvfRSEhMTOfvssxk6dCjdunVjxIgRv3pskydP5j//+Q8bN27km2++oXfv3mRmZsbGeP7558dOuA4mMTHxV/fxc07630NNTQ1/+ctfGD58OL179+byyy9n1apVsfKlS5cyZcoUevTowfjx45k1a1a9+0OhEI8++iiDBg2iV69e3H333VRVVZ3oj3HKoKg6tk5DMaU0zPNj7zIcyWyj5K378W9fjh4JofpqqF30CZVfPotdOBBXomnR+LBBndOIT0rCcdFfmaMN4ZaX1nL3q2u59T8reWFeFZFRd2OOT6ZuxYx6xtZ+9HAQOWcxfTpEXamap7korvA1qPf2giLiRv6u0c/k7HceksPN87cO5dGrOpFavIib+yo8fW1nWqRGAxh35dccyeMy+A2jh/ftGpuiJ1zbisMkOkRc1qanxexUExvygzE3myNBdKWgVjbuPmtgYHB6IAgC1nAlxW/dT2DnKnQljOqtpubHD6ia8Q9sqofaJQ1fKgECu9dhzsgGITrXSO5k4gacT+Wc/zXsJ7k1WmImpvTshmWSCfpezKwVJTRLdiB6SgkX7iD41RO0b+Hmh9WNb+zMXp5Pba2HmuoaPpq3nTH9W/HFDzk8Om05D7y0iEemLWNw9wzOGZLV4N7ymiCiKLCroKbJZ1NQ5j2qOdLg8JCcCce03rGiWbNmPPDAA3z22Wex9/r27dvj9XqJRCJkZmbG/nv99ddjEu4dO3Zk/fr19dpau/ZA7OPMmTOpqanhww8/5P/+7/8YM2YMtbVRUbX9MVbCL8QSNm/enAEDBjBnzhy+/fZbpkyZEitr164du3btqjc+RVF46qmnKC5umOro13LSDa677rqLtWvX8sILL/D555/TqVMnrr/+enbv3k1OTg433XQTw4YNY/r06Vx88cXcd999LF26NHb/I488wqJFi/j3v//N22+/ze7du7nttttO4ic6+fg0G8kXPkjyBbdjy+qBvV1fUi+dSvyIK6n+8cNYssKDCRfnoFUXNhCgUBSNkCryfa7IF4vzY/mwALblVfPkWytRBROhosbzhgBQvIV2GVaap0RdDOp8Dftfn1NFvqUt8Rf+GXN6GxBlTIkZmEfdzA73QJyaB/P0uwi9dzuBhe8Rmfsv7HOfZOrkFqQm2MhuHnfkD8zgN4keCUZfeMToQf/W4hAtExo/3dpPVrKZQEQnr+LIk3wK7lS0qoKjCr41MDA4uVjEMNXfvwOq0qAsVLANPeiNKaE2hhbw4Gjfn8QJN5F6xWOooeABIZ99mJJbER5wLe8vLEU96084B1+MaHcjSCYs2X0xT3mUl+aV4g1E+N2oFrBuRuze2uoamrJ5NE3H4wlg1wNcMa4jz7+/muLKAxuhvkCEV6ZvpHPrRJLj68e/ZKa70FSd7BbxTX625ilOJMPF/4RhbdkJyZV0yDqSOwlry04naEQHuPjiixk6dCj5+VHjf9iwYXTq1Ik777yTZcuWsWfPHp566immT59OdnZ0U+HGG29k9uzZvPnmm+Tl5fH555/z3nvvxdpMT08nEAgwe/ZsioqKWLRoEXfddRcQdU0EsNujOTO3bduGz9dwkx+ip1wffPABNTU1TJgwIXb9uuuuY8uWLTz66KPk5OSwdu1a7r77bvLy8mjduvURP4uT6lK4Z88eFi9ezAcffECfPn0AePjhh1m4cCEzZsygsrKSDh06cOeddwKQnZ3Nli1bmDZtGoMGDaK0tJQvv/ySV155hb59+wLwwgsvMH78eNauXduo/+VvAV0Hr25Dat4HR4segEBIExE1H4GchgpJ+/FvW4LtrE4EwyqyEDW2AAIRjS9+bFzKurjCh1+3IDniiVQ2ntBVcCSQ4Lbz8O+yuP+V5U32X+rV2R2IY+TEB9CVMGFN4MetdTR3qnhmvtDA3VALeNC++w+/H/VHWmc1M9wJDQ4LPRwAkwVBEKgLqJR5VPplHTpPR3qchM0ksKkwRPbPlAx/LaI7BSJBdE8FgjvliNowMDA4uchamGDuxibLda2hIXYwUnw69rP/gCLIBAG7WSF10p2EK/LxrJuPHJ9OwtgbqNmymMnkoeS2gk4jiO98FpW1ARZsrWbW27uwWmTuubA9LauWE6k4cKJlkQ69oWOWBUyharYVKo3KwwPMWLib0f1a8dG8qAt/nNNMqzQn4bDC0O7N+GT+jpiQ1cFcMa4DskCTBp/BsUUQJZLHXkfp5882WSd5zHUnNB/Xwex3LQSQJIk33niDZ599ljvuuINAIEB2djb/+c9/GDRoEADDhw/nscce49VXX+X555+na9euXH755TGja/z48WzevJm///3veL1emjdvzsUXX8x3333Hxo0bufzyy2nfvj0jRozgjjvu4K677ooJdBzMuHHjeOyxxxg9enQ9ufeePXsybdo0/vnPfzJ58mTsdjuDBg3i/vvvj7k9Hgkn1eBKSEjgtddeq6e9LwhC9AWoro5Vq1YxevToevcMHDiQJ598El3XWb16dezafrKyskhLS2PlypW/WYNrP6qqocYOMXUQBUSzFS3YeK4OweJg/sp8VmwtpWubJEb0aoHdLBLyK/iDTS8e20oi9B94AcG9mxstd/c7l+67VsN6hR5tOvDThtIGdRw2E22axeENRFizx09BmZeUeBvtWyWQEW/G92PjvseRqiJ6trISMonoxuxucDiEAwj7BDNyyqMnVs3jD33CJQoCrZJMbCwMMrGX64i6Fd1pAKiVe6PGl4GBwWmHLggIJjN6pHH9QNVfhy2rB4Hc9Q3KJGc8OBIJ6xJOwUdgx3JKln+N6qvF0rwdqVPuRTRb8W5ejG6JI9BtMkFVwoGFmgBUBTUG9WnD8N4tEct3Iqx7i3BxfS8TS+0eWqW52FvqadB/6ww31ppcpNRW7C2pa/Iz7i31MG5QNK6lWbKDB37XD6skoKo6Nlng0RsH8ex7q6j2RJ+BxSRxzTmdyDQEM044jo4DSbvw3oZ5uNxJJI85MXm4FixY0Oj1jIyMeqFCiYmJ9eK6fs6KFSvo06cP8+fPj1175ZVXSE9PB6J2wj333MM999xT775rr7029v9ms5nXXnutXvnBboMANpuNNWvWNDqGQYMGxQzAY8VJNbjcbneDILc5c+awZ88e/vznP/PFF1/EHvB+UlNTCQQCVFdXU1paSkJCAhaLpUGdkpISjgZZPunelkiSWO/fX+LnyRIPbscfVqmMWDFd+Dis+4rQ1kXwsx24YIv+vPfWNsKKxqacSnyBCG1axGO3yFhMUoNkyPtJdFtRgz7c/c6hbuU3B4+I+CFTCO1eQ3DFVwiymSsmD6Cw0k9O4YFFwG6Vuf/qvgjAvz9ZF5OjB3DZTdx3dV/SRl5PYO7LjT8nXYm6L/yGXRgO97tyOnC8/wbDShDBZEGSRHIrIritInH26JQo7us6+m/9cbRJNjN7k5dARMdpPfwdQ93uQrA4oHovcrt+R/kpTn3OxO/myeJEP8vj/Td4On83NNGBs8fZeFZ922i5YLIQN+ACFE8lkYqC2HXR5iL1koeImJw4Q9VUf/cu/p3Rl1FTSksShlyMb8tiQiW5mMfcQmE1hEMqEUXjp292YLXKDOnWjHv++RMv3NAFbf5/GjX65D0reOCqm/jL/1bFFH0BUhJs3DOxFdrsZ1EmPUx6UtObqelJdtq1jOcfd47AaTNhlQU0TUeWo2ttqxQ7z9wyFI8/gqrpJLit0TqqBmdgKuRT/fvq6DgQe/t+UdVCbzWSMwFry04n7WTrSFm0aBEzZszgqaeeolWrVmzdupW3336bK6644mQP7ag4pVQK16xZw4MPPsjYsWM566yzCAaDDY7v9v8cDocJBAKNHu9ZLJaYvOSRIIoCCQmNS0OfDNzuQyuiKZ4qlLpKVH8tprhUJGc8kj0qs+71h1mzvYw3Z26moiaISRYZ1XsQkyefTejrv8WksZ2DLqRMd5KaaKegzEuCy0KXNkn8/Z1VDOvZnJF9WjB72Z4GfSe6rSRGiqmY8S/cfSeQfulDhMv2ItqcyAlpiBYnxe8+BEQVmiJfP8k9Z92IJ2EgG3NriXNGJd4TXBb+O31DPWMLwOOP8OKHa3nihr5EJ/CfWZSSjMkRh/0U+n2dTH7pu3K6cCL+BiNCBN1ixeWykltZQctkM3Z7/fnEam04v3RsKfHtJi+51TqD2x/aBbEplKQMhJqCU2qeOd6cKd/NU4ET8SxP5Dp4un43rAMnEczd0MCdPn7wZAI7VxIs3EXK+beghfyEy/IxJaZjTm6BHJ+GXFtOuKYkZmyJFjtJo35P2ZcvoAX92K56gbkbqpm5KBdvIILDKjN+UGuapThZtrmEMf1b8daCIm4ZfyvemS+AfsC1T7S5iBt+GXXL3+XpP1xFYVEVhZV+midaSZE8qHOewzz0SqrDMj3apTBj4W4UteFu7ZXjOtI649Dx0XFA+iFrnHmcyt9XQZROmPT78eKWW27B7/dz3333UVVVRUZGBr///e+54YYbTvbQjopTxuCaP38+99xzD717945llLZYLLEAuP3s/9lms2G1WhuUQ1S50GY78j8ITdOpq2s678WJQpJE3G4bdXUBVLWhn7QoCliCFZR98jeUuvLYdWtmVxLPvYWQ6GDNzgpe+PBA3FZE0Zi9opA9ZQncdf79iHtWoGUPYeGuED98k8MFw9qQmmjHYZV5+5utACzeUMTdV/Sm1hdm6cYDCi3pSXb+fFE2+rzo76tu1bfUrZ6DKSENW1YPQkU7sHcZgeWiJ9H2rEGuzkNJaA0JLUhJsNPXamHBqnw8/ggTh2ezJbdxdcmquiA1AQ2nzYkeqO8eETfgfEKCDW9140GRvxV+6btyojhWL2gn4m8w5KlDE0xU1wbYXRZiaDsHfn90PhHFqLEVDIb5uTqtDCQ5JVbv9tAt48imUM2RQrhoK9W/ge/tqfLdPBP4Nc/ydPobPN2/G4JgI/mSqSilu/FvX4podWJv04NA7kb8OetIHn8DpZ8/hxbyIzsTUAMezKmtSTjn//CGQK48sJ46u4+kduUstKAPc7exzFpXy1c/7Y6V+4IKn3+/i9H9W2G3yvTukMqTb+7hf5ZkbrnueYLblqBWFaKkdiSQ1IHHvyjiT6MnIOWsIDmtCxl6CULhYhRLHMKYO3l3aQXFNdu4eXI3HrimH//4aC3eQNS1WpYELh3TgTbN3L96jjrdf5e/hhP59/dbxmw2M3XqVKZOnXqyh3JMOSUMrvfee48nn3yS8ePH8/TTT8dOrTIyMigrK6tXt6ysDLvdjsvlIj09nZqaGsLhcL2TrrKyMtLS0o5qTEoT+SVOBqqqNToehxig9OMnGiS8C+7ZRO2PH6APuZa3Zm1ttM2tedVUWbvwZUl31vyQE3MXfPnzDZw/NIthPZuTv8/3W9N0XvxwDRcMz+avNwzE4wsT57KQYY8Q+epxlNoDxh66RqSqmEhNGakTbycYVrjz7a20TE0hOb4VFQUBts/cSLuW8dx/VR8uG9UegKKqQ0/q/pBKixFXULfwY1RfDZIznrjBF2PK7oc/IgCnzu/rZNLUd+V05Hh/Di0UAMlMQWWYiAppLvGg3B9RlxFNazyRYqtEmc2FQRRF/UX52UZxpaD7lhL21CDaDp30+0zhTPpunmxO1LM8Ub+v0/m7EcGGmNoVZ6teRDbOoeyLF9GVMCnn30r5rP+ieqIbiZFQ1HgN5m2g6ocP+MF8FmenOpBciZiTWmBv04OSfe6JWoezmDlte6P9LViVz9Rr+8fW7CWbKxjeJ4uZW1pwyaiz+W7VXn78IhpP/X1zO+NSdd5ZWExBhUrzlP54/GE2zd0aE7T4YO52hvZszn1X9yWsqARCCg6riT3FHmRRQAAURW00XKExTuff5a/lt/AZDY49J93g+uCDD3j88ce5+uqreeihh+q9vPTt25cVK1bUq79s2TJ69+6NKIr06dMHTdNYvXp1LLgtNzeX0tJS+vU782MjdG9Fk9nFfVsXI/e/hqq6pmVpN+ZUkF/qIRRRkSWBs3qmMXFgMxJcFgRJID3JQa03uuOvqDrTv9/F9O93YZZFzhvahpbpBQRqK5AccWhKBD1UfzdUkE2IrhT+9sdMZizczXf7EjDarTJXjmyJM1xGcONy0FXcXc7BYpYINaGWlJ5oB+tgUrN6Igs6ii4QFOz4FSMw1+DI0MN+BGcieRURBCDV9eunw8xEE2v3hij3qod1337EuAwAtPI8xFbdD/t+AwODUwdN0wkEIlhTMtGVMILZhiBKMWPr54S2LWbg5PNwxiehmy4jVLwL0eKIBWF7w0KTeaw0TSeiaNgsMjZLdO7R0dmUU0lR+VquntCJH9dEXRx/2lzJWWkWLuiXzH1vbCavuL5AhigKTBjUmle/3Eh5dQBRFJBEgStHtmRApgl17ZcIuoa9/QA0WwIBzdJgPAYGBr+Ok2pw5ebm8re//Y0xY8Zw0003UVFxIKu51Wrl6quvZvLkyTz33HNMnjyZH3/8kdmzZzNt2jQA0tLSOPfcc5k6dSp/+9vfsNls/PWvf6V///707NnzJH2qE4MoCk1O5gBoKiYJJLHpidttN+MPKlhMEi/e1J1kyYd/148Ea0qxZLTlLxf34d63tlH0s0TFqqbTr3MaujUe8aKn2FsZxm6RSLVG0Fd9glKwBXuHQRTLLfF6ZEora+jWLpke7VNYuK6QP4zPQlvzJaUz58baNFeWcNHwcbw/f/fPh8mwns2wm0UURScoO0hIcOCt9hk7TAZHhR4OIMoW8irDJLskTPKvP6lqmWhCEKK5u47E4BLscWCyolbkIhsGl4HBaY+u64jxzbBmdkWpLkXx1TRZVxAl0hMtVH7+dyJVUbdCwWzD1rY3gV2rMf/CXJSaYKOowsvNU7qTkeRgycYiIOp+b7cemI9kSQQljKtwObdcOIhXvtyMomqYZJHrxmYypJ2DSOUuHr0giSrNyWvzCjivbypd6xYRmT6f/dkGa5d+gb3zUNwjrsanGkaXgcGRcFINrjlz5hCJRJg3bx7z5s2rVzZ58mT+/ve/8/LLL/Pss8/y9ttv06JFC5599tl6Uo2PP/44f/vb37jllluAqH7/meb32RiapiMnNB2qKpisOM0wpEczflrbMD+W1SwR77JSVRfkr1d1Jr4uh+JZL8cCb31blyDav+Tpq//CnW/soKI2elLmspu4cVI3BODjxWXMXb431qbNInPfRdeQ7pxBpPsFPPD6akJhla5tkpg4IptF6wq5YmwHlIpdhDfMrTee8I6lDB3ZDccFnfh4QQ613jA2i8w5g1tzzqDWNAikMTA4WiIBkC3kVkRIdR2eipNZFmgWJ7O1KMSI9ofvsy8IAmJcOmp57mHfa2BgcGri06wknHML4T0bMLkSmqzn7DESz+JPDxhbsplwq/5IbYYgFmzDXJtHZrqLPSUNJd2bpzjZtqeaV7+I5gCzW2X+dFEPumUnszGnAqv5wFw2tl9zklooyK4e2EU3XbJTKK3ykZ0kEFgwjeplBySx4+xuHp70AHqwjsCS+Q369W9ZhL3DAMS07obku4HBEXBSDa6bb76Zm2+++ZB1hg8fzvDhw5sst9vtPPHEEzzxxBPHeninPLo1HnNGNuHihkmJ3QPOJ4LM6H6tyC/1kFt0wJXAYpaYem1/5q/ciyyJdM6wUPr2a/VUjgA0fx2+717nxetvIr8ihCshDsFkpbwmiCiKtEpzk+CyxHJwBEIKT360lX/ecS1/e2dNzD1w0+5KkuJtmEwSJkFF3FrfuN5P+PvXGNBrHP3/7yLCmogoSdjkaFyNLgqEVZ1wREPyhY8sbsbAYB+6rqOHgyiimaIahQ5p9sNuo1WSiXV7g6iaHk1LcJiI8emohVvQdd34PhsYnCF4VSty64HIeDGnZxEuabip4uw8jOL3/xr72dR9HG8vqqGgwsd9k/6KWLCGe6cM4C/vba0XFhDvsnD3lX3wB8JcOro9X/2Ugz+o8OKHa3n21mFUe4Kkxcm8dGtfps3JY0i3DHQxQp1uRVd0LCK0S7cTWvEpgZz6+Yc0fx1y7uKYEdgYnhUzcF/QkSCHzldoYGDQkJMew2Vw5AR0C8mT7qZ63hsEdq0GdATZjLv/+di6jaYsoPH0Oyu5eUp3ktxmdu0pJ8kukpUAlvx5TBw2nrKaAGpVAbrSUO0RIFSwnXhvKUm6xmeLavhuTXEs2DYz3cUdl/fmP5+so7wmAERjvX5cX4LTVn9CXry+kHuv6ktltZe0UOOJlwFCezbijEuCqhIcgy8lpFsJqvDOt1tYvinad4fMBG6c2JUkp9lIdmxwZKgR0BSKww40HVLdhz8Vtk6SWZqjs6cyQpuUw88+L8Y3Q9m1DN1XheBMOuz7DQwMTk0URUOVBBJHXEHtqm8J5Kwltj73HhvNi6QdiFdWW/dn2Xc70XS47dVN9OnYnP6Ch0eu709lRRX51QrxbjuyJPLsu6sorvTRo10K913dl2feXUUwrLJmeymLNxRTUunj3P7NuO2ibqAL+DULoCOK0RxaJtVP5bqGJ1gAgiiiBZsWsNKCPgRdBcPgMjA4bAyD6zRG18Gj2nGOuZn4kX50JYRgthGWHPgUAZMczVrVM0PAFCiidVodgskCqkJ1ziosezZy58UPohc3nml7P5rVzbytfuatzq93fU+Jh/98uo6rJnTixQ8PtFFeHcDtrP8Cqqg6mq5T6ddJz+wNBY0rMFkzuxAqziFSvpc4LYgXCw+9sqTeLt/2PdU88NIiXrh9OC6L9KvVkwwM9qOHoi8V+X4rApBymC6FAOluGYsssKUodIQGV1Q4Qy3LQTQMLgODMwtdp2LeG7j7not96BVIehjBX4t300+EinZiSmoey98VUoTYRqamw8qt5azcWs4lw0OMzQywvMLO9B9zqfEcyC+6fmc5ggAXDM/mk/k7KK0KEOcws7uwlk9/2kthVYg/TOyKXfeDr4pIbRmm+Awkhwtn95GES3YTKtpZb8ih4t3YsnsRKmx8fbZl90YRrYYosIHBEXBqpss2OCyCqoxXcOMzpeDVnYSVqHuSVRb49x974l/wOqUfPUH51/+i7PNnqZgzjcSzrkBQw6hL3sOU1qbJtiV3Ml4pjpnLixotjyobgeOgQN02zd0U/0xow2GVUTWdlEQHgYxeSI44kGQszdphad4BQTYjWOw4Og3G0WEA7n7n4ln9Leu2FtQzttIS7XRpk0RSnI2P5u1AN1yxDI6A/Yqa+V4TSU4Jk3QELoGiQKtEmU2FR5ZkXbA6EWxxqKUNXYINDAxOTyRJxG5SUCrzkc+fytzyDJ6ZWcS0n2rJVxII25OpWzOXhFG/i91jFcJYzA03fdbneQgkZDN72d56xtZ+1u0op2NmNFYsq5mb4soD6+6STaX4ghFqZv+Xihn/QoiE0IN1VP/4AUpVMbbsnqRd8iBy/IEUOsG9m7G2HxBdn/chmG1YWnTAktkFZ6+xRJRj8pgMDH5zGCdcZzAmNLQNMwnu2VTvuhbwUD7jPySfcxNV371Lmf88nD1G4V3/XYM2EodfQkUwTLAJuXaAsqoA8S4rvqCXeKeF9CQHBWX13QbPHdoGXYmQ7Hby7Pt7+etlj2KL1ODfvQ40jYThlyDZ3CjeampXziJcnIOt29msKKgFoFWak1vPbYXDV4BQtRs9sRUBVyKabuwaGBw+ejj6YrK3Tjyi0639ZKWYmbfZhyeo4bIe/jdRTGiGWrrzlysaGBic0siijk33EsrfAa4EyvUE/vzKGnyBSKzOd2uKuXFCH4aNG4ighUidfDc1S6cjbJvPpMFn8/EPe+u1uX1vDX7l0PNTKKKS4LKQ4LJSUlk/NUtlbYBOZ19FpLKQcEkuuhrB2WkwVT9+SGDhp0iOeFLOv5XS6c+ih4OYkpqzvTRC5kWPEFnzJZa0LGR3MqGinYg2N7qmYpEihDTDpdDA4HAxDK4zGJPmo3LD942WaUEvWsiPKTGDpTtraN1iDFkZbfEs/wrVU4U5vQ2JZ11BwBSPqlixmqUmja7URBs1niAdWiXwxwu78+3SPEQh6hphs8hMOiub4d3SsAXL8c14gscuv53AhnnUrJ4Va6N2+dc4Og/B3XvcARGQkJ9Ep0R6kp2HJjUnPOMJIsEDhpzZ5sR9xaP4TcmGapLB4RHyoekChXUwOOXIDa42ySZ0YHNRkIFtDl94Q0xsQWTLgmjuHvnw3RINDAxOPrKoYareTdGnf8fdaxQBrSOvLa6tZ2zt53+zd9P3vrMIzP8nSnUJCZf+lcLSOoa6E4gIZmYtziUUVhEFGNytGXb7oecFl93MHZf35uXP1te7npZop507QMkHj6EdtG6KNiepE2+n4tvXUWrLqFszB2fXESg1ZSSO+T3xgpUgNuKGXU717FcJ7F57oNHv3yXh7GuwtB9mGF0GBoeJYXCdwehqBF1tOOHvR/VUQ9dxbFoRICPejC++FcmT7kIyW/DqFt5dVEx5TSGThrfmvCGt+ez7hq5PqQk2Wme4uffqvhRX+KirKOeSPnauHtSNoGCloE5ic24lLt1D5UdTEa0OxKpc/AcZW/vxbVmMrXV35Pg0lJpSgrvXMOb8SfTMdKDM+1e9RQNAC3ip+OI5Ei/5K36sR//ADH4z6CE/ZZqbiHpkghn7cVhE0twS6/NDR2xwoamoZbuRm3U84nEYGBicPKy6n5LPnwFNQU5Ix5SexU1n+0BLoiYi8fHiMjbnVgPRjchtuRUMGnIhvp0rieSuYW1pBh98v4XB3TN48Jp+xDnNePwRbFaZFZtL6N4umQ07Kxr027tjKqIIz763mlpvfeGrG8a0oOrL5xtfN+e8QdzAC6icMw3/zlU0v/FFvCGNil1bEXIWkXTOLQR2rqhvbO2jesE7pGd2I2RKOYZP8PggSQJhFfxhBV2LSuhbJFBVY4PW4MRjGFxnMpIF0e5G89c1WmxOz8JrSuOGAaUoP/yTcF05JYAcn4Y84kYKS72s2VnF8s3FPPV/Q6j1RfhuVX7sNKl1hpt7L+9BvOBFsOh0zhbQ6qpAlQjvziG8fQUZg69mTUhH8SqgqTja98e3ZXGTQ/as/w5n58HULPkCXQlj37OELp0GUV1T2mj9SFUxYtgLsmFwGfx69LCfAjUZODLBjINpm2pmZV6QsKL/YsLSnyO4kqMJkEu2GwaXgcFpiCgKREpy0ZUwppRWWNLbUDnzRfSyPQAk2N3cNuQqvs1oxpdLorHQQUWgZtMiEvuMoejdhxk+6o94BjWnvDZEC3uQ7zeV0yvTSnNBo2VHkbN6duU/n29m7Y7yWL+9OyRz86QuhCMqVrNMLQcMLptFpmszM2VNrJtKdTGye59Qj66xu8TPfW9tJauZm9vPu4ZIyS7qVsxs8jP7NizAPOgKwocINTjZCKJAaW2IFz9aG4spT4qz8qeLetA61YmhtmVwojEMrjOYkOggftilVM15vX6BKBM/4jL0+OakqCGKPni6Xg4upaYUZcbfufHCJ7h1dzWKqrNkQzGt0l08/X9DAA2T4sdSsR31s3up8Nbi6DQItdNgyr78B2gK1padSTr7Sspm/ItLLvkrkYiKpf1ARLONcEV9tcOD0QJeBLMt9nNkzdeY23U75OfUlbDxTTY4LPSQj0I9BbdVxGY6uijAdmlmFu8KsKU4RM+Wh2f4C4KImNgCtXAr9J54VOMwMDA48QiCENvUTBx5JaWfPVNPWl3z1xGc9zITLniQxVtslNcESEt0oCQMJlJdgnnU/xGwpTGgk5nEBBdmKcSIxB0Ev3mHsn3iPnJiBnecdw+eca0JqCJW1Ys9VIUrVEzIksiTNw+isMzLzoJqMuLMtGvhQvAXHHLcuhpVv7C06sqq/Gg/uUV1TH13O6//qQtqsOn0Laq36qie2YkgoOhMfWUJYeXAu01lbZAn3ljOc7cNJ8EuGzaXwQnFeE09g1FUHWfb/iREAtQu+QIt6MOUkknKuX+kbsMPaGu/RfXVNkh4bE7PigbLenL5v4md+HzhXmRBZUSWgOTdjmf514SKdnKwA4Nv6xIQRFw9R+FZM4dg/haqfgiQMGgyoQ3z+NzbG5M4kvM7pmGVTYSakoXP6kGk9meuE7oGogxaI/JIkoxgc0f17w0MfiV6yEeBmnjUp1sASQ6JJKfEqtzAYRtcAFJSKyLbfjLiuAwMTkNUVcParG00yXHZnibzWOmrPmXiwCsoqNEpr/ZjdtkR4lP5amMRgl5DcU2IPSUenrs0g8D8V+rdq1QVU/P+/aRf/AD+3PU4Ow6mdtNCygp3INnduHqOor0jnm7926J6q6ld+g70GHnodVMyReeb/pfx9Qd5sSJvIEJ1xIw1syuBHSsa/Sy29gNOabc8SRb5bnFePWNrP5oOny7YwR8u6AqqoW9vcOIwBN7OcCKaiOqtJXncjaReeB+pF9xKyYeP4V0zG8nmIrzP7QFAjksh7eL7cXQchOKtIVKwjaEtQjxzSTqXDkikdvrfkEzmBrk79uPbugR7ds/Yz+GSXOSEdCIlu8lMMvPVkkLuen0Tti4jEG2uBvcLZitax1FIPc7F3G8ycnwapsQMgqEIrn7nNdpn3ICJhMVfjp2RJAFZFhEMGXkDQAv6KQjHkXoMDC6ATulm1uYHCYQPfwEXkzNBU1BLdx2TsRgYGJxYdGsCrl7jCJfmNVknXLqHwZ2T6dY2me35NaSmJyOGPUxyr2eyPpubs3bzj+s6IOxZ3XgDqkKwYAf2rJ4Uvfcwvq1LUOsqCJfspnL26/h3rSZSVUT1wk8QZBOixU5c3wmNNuXuM45gTQWmCx/nH7NL68V/9e6QyubCIFqPSVGD7WfIcSmYm3dEPYWNFVWL5utsipyCWiKn8PgNzkyME64zHF2U0UIhKuZMw9FxIL6gD22fm4Lqq0GOSyFSkY9gspI84WbKZ72E6jngLuDd9CPxgyejiDIp5/8JzVtziM40dLW+T7fqq8GU1JyzuyYgim358IcCvlpVzaSL7qd22Zf4d60BXceS1QO97yV8sLiC5EQnOflZDO3aA1XT+eHHWsb06E2XkYkEV05H9dYgOROIG3oxpqy++NWm9w1kEay6l3DBDtTacmwtOiC40/HrVsOd4DdMtTeMXzMdlWDGwXRuZmHxrgCr9gQZ1u7wxDMEVwpYnCj5G5Gbdz4m4zEwMDgxWMUIouJDtDowJTVvsp4cl8KOfA//+moXWRkurDW5VH721IETqJy1hNfMImXSHYT2bqq3GRprIyGV6h8/ALXhqZV3/QIcHQYQyN0AmoJ300+kX/4wkiuB2uVfx9ZN16ALkTJ78NXycr76fGuDU6BxAzN58cM1dGoVx02T/4K+/APCBdtAlLF0GETi8EtAFBERTll1YEkUaJbiYNPuykbLUxPsSPullA0MThCGwXUGYzKJWNU6LD1H4Oo2FMmZQOG0u2Pl3i2LSR7/BwI5a3B2G07d2rn1jK391Cz5gvRLHyKQuxF7u75NdyiICFL9r5Rkj8PRvj9Vc15jUKfBdL+kOe8u91Autcff/TKkbhejKBrL8nzMfDeHa8/vwvTvd1FQ5mX19gOuhZt2V/HyvSNJ7dgPWdBRdJEAdvyH2KWSJR1z7R5KPvlbNM5r/3NJbkHKRQ/i0R2/5jEanIHk10VPOo/VCZfLKtI62cT323wMbWs7rJNUQRCQUlqj5m+AgZcek/EYGBgcfxxyBMFbGlX81dSY4FNjbnzOQVPIjjPx4qUpJKY3o/zDvzSop6sRKuf+j8QRl1E+8+UGbZjiUgkVN50oPVS8C3Ny85ixVvLh42Rc8yQJI65AtNiQXUnUCHEsWleGO87RqMsdQDCssnZXFQ+W+pg06BI69bah6jB7ay1nl/qxzX+K1MsewS8nnJJGl6qonDM4i3kr9ja6sXrJ6PZIgHHGZXAiMVwKz1BkWcTqL6bkg0eoXTGLSFURoeJdIB54wdQCHoIF20g46wpsrbvj37GyyfaCBdsIl+9FtLswp7VutI69fb/o7to+TCktkRxuJLuLuL4TsDZvh7b0Xa4ZmoRJFnjkva3cNW0z9721lQ9/2Ev7Vgl0aJXA7Zf24vyhWditUePNLIvceXkvLLJIUHBgSkgjKNgbuDRIskgEgbqQgl/RQVepmPmfesYWQKSigJof38MinboKSwbHl3yvjFVSjyhZcVP0zrRSUK2wvST8y5V/hpSajVZdiOYp/+XKBgYGJx2zpKOX76Lk479R9sXzBPM24t2+nJTz/g/BctAptyAS1/98JEHH/8F9RGY9AzWFTaoHq54qRKuzYYEoIVrtQNObOYIoo2v118XArtV41s6j7IsXQRBg8VsMVFfTs5WN8YNaIx7UnN0qE++yxH6u9oR4c24e9721lQff3sq3K4oQ0FG9NVR89TxWgod8RqIooAkCfkXDE1KJIGA2SyhARBdAFI6bm7/LKnPX5b2xmA6888iSwLXndaZ5kv2UNBQNzmyME64zFIdWS9FHT6CHg7i6n0XJx0/h6DQIZ6fBeNZ/F6tXt3IWjg4DsWf3biCecTC6EgFdJ1y8m6SxN1A1/816O222Nr1wdT+LsukvAFHhjdSJd1C34Xvqln4JgORKJGH4ZSgVW7HIbXj11t6s2+NnW6GXwd2boWoaf319KR5/hF7tU3ji5sEoiobbYcYiCeiaTlOLjS4IrMup5I0Zm2P+6J1bJ/LHcfchz30OpbasXn3/tuXEDbuCEA1jyQzOfAoCNlKsyjFd7DMTZVJdEl+t89Ah3XxYbYspWSBIKHvWYe465piNycDA4PhgUWsp+uzZ2Lppy+5F2Zf/wNIsm5Rz/wiqiqaEMKe2xr9zFRUzX4rdqx9irQUQLXYE2RzbLBRtLpLGXEukqgRbVncCuesbuUvAktGG6h8/qndVVyIgmUiZeBs1y7/G2W04ZdOfx5LQjOT4LB6+fiB1vjDJcVaS46wIgoDbYabO13DjKN5lwR6pJgJEyvMRIz6QLA3qAUiSSF1Q4V+frGNnfg2SKHDXFb2prA0yY9Fuaj0hOmUlcfWEjiQ6zMdcpl3Qdbq2TuCfd42grDqAqmpkJDmiqTsMY8vgJGAYXGcgkiQSLt2DFvDg6DgQ79alAPjzNpJ+4b0E8jag1B7YSfdtX4a940AsLToSKtjWaJvWlh1RwwFCJheiEsHRZRjxwy5Bj4QQzTZ0TUGQZFIuuBXJmYBkc1Py8d9QDsoDonqqqJj1XzKuehR/7nqCu9fRPj6N3n3OYWVBBf/5eieXjWjBgGwHUsSP7i/DlZiIKnLI3ShJEthV7OHFD+snadySV8VfPvDx5MV/hC8frX+TrqFrinHG+xtE1zTyI/Fku4+tQ4kgCAxrZ+fzNR5W5gXpn2X75Zv232uyICZnouSuNgwug98MshydgE83LSObGbyrFjTcpNQUQgXbKSvYjiCbEUwWUs77P2oWfQqAYLICOoIo1zOoDkaw2BGtDlIn34UgmxBkC6LZghoKEC7OIW7gBYRKctAC9WXb44dMwbd1KT+X7LW364OtTU8UbzVqbTn7Ny3VNV+R1uNPPDptGb8/txM9sxNRFQ1RhLsu783jbyxHPWjdlUSBOyZmw6pXY9d0JQxNeGUHFY2HXlkSM9yuGNeRBavyWb3twObn+p3lbNxVzhM3D6ZZgu2Ynzrpmo5ZgBaJNgRhn01nGFsGJwnD4DrDEASwWCTC1VFDR3IlYUpqhrNTVHlQV1XSLvkzgZw1BHavR7BYcXQYiOr3ED94MmWfP4euRuq1aW/bh0hNGVrncTzySS4PXNgG5bt3oouNINZfdAQRZ7fh2LJ61DO2DqBTvfATbJ2GoA36HWVBGa1Sp33LOF67rTehhe8Q+mwV+539vM3aknzBnXgFJ3oTO2BhFd6etbXRsmpPiN01ElnxafXGI7kSo8mSDSfu3xx1tTXUaA7SnKFj3nbrZBPt00y8v6yWrGQTKa7Gp1hd1yn3qpTUKgQjOnE2keYpHZC2zEbz1yDa44/52AwMThWsYhgpWI1//WJCagRbh0GYXKn4tVM/gb0kCcjBCiIV9fNcaYE65LiU2GamroRBlNACXuwd+uPqMSpqJAkCos1FwvDLqFrwToP2E4ZfRqh4NxXf/JeocaTXW2dNSc1pds2T+Heswp+7DsmZgLv3WPzbV+BZv6BeW7bs3oh2N4Wv34Wz6wgkZ0IszlqpKSPZbcJulRnYNQN1XzyXpulkpjr4510jmLt8D3nFHrJSrYzqFo+86iMipbn7HoSMYHU2mpJFkkTW7CiPGVtmWaRVuot3v224Tms6vPrFRqZe278p2+2YYIhkGZxsDIPrDMImhhF9FUSKirCktgJBxN6uL3Urv6Fy54H4LMmVROqkO9HCQZS6Cirnv4Xmr8PasjPpl0+lbs1cgns2IdpcuHqcjSk1i0rNwdOf7Ca/1MuSbdUMbdWV8J4NDXf4dA1H+/74dq5qcpzh0lykYddx5383EopETasLh7VknP4joZz694WLdlHxxbMkTH4Qv96464Km6+wt9TTZ35bCAO0TM+oZXAkjryYoODAsrt8eewuiylXHSqHw54zp7OCD5XU8N6eSm0Yk0CYlmltL03RyyiOs3hNg7d4g1f763z1ZTKG3PJiJG1eQMWDscRmbgcHJxiaGCKz6Gs+qWbFrdau+xZrVk/jxN+NTTx2jSxDALKrIeggQQDIhaWFqV8zEnNySwK41sbp1a+YRP3gKFd8eOAEyJTbDnNEWxVtD6efPxtQFBdlM2kX3k3rhvdQun0GkqghzUouoXHvRTqwtOu5rYZ+VUG9TUyCsiby2qzntmrVleK+W/HvmVq4YPAhLbSVKfnTtNnUfj7NV+6hhKIiYU1oSKttDuCwvOraUFnjDOk/9cQgui44p7EWPBBHMNiKCA10WuWxkFqE9GwlvmUvw87VEtANxz7GULI2EQkuSyMZdBxQCm6c62ZVf0+Rz3lPiIRzRsMmn2VGngcFhYBhcZwg2MUxg1Vd4N35P+iUPAuDqNRbf1iX4d9YXw1A9lZR+/gzJY6+PuTpAVBgDQSJ+yMUIQy9BU0NoljjenJvL/NV5KPsSHc5YXsLwKy+G/C0NVJZMKS0RbC5sWd2RnQlEKgvx7Vh1oJ4gIrtTWJ1TGzO2AIZ1cBH4Ykmjny1cmocYqgNTSqPlgiAQ77JQ42n8xKJ5igNtbzS4V45PI2HkVZB2aucRMTh+7CmuxUyEeNfxebGzmkQu7uvm63Ue/v5tJWluCZtJpKQueprltAi0TTVzVgcTqS4ZkyzgCarklEdYu7sV634QuNJWxLDuzY7L+AwMThaCAIKntJ6xtZ9g7jrCeeuQs6KxuycbSdKxRaqpWfAhgZy1iGYrzm4jcPUcjX/HSlIn3UHd6tnokei6Ey7NJVyWR/K5/0fNkumovhoSR12N6q2i+of367WtK2FKPnqcjKufIPHsq9HDfgJ7NlM5/01Ubw0mdzLWVp0J7t3ys1EJJI6+ljp/hBYJMlkZcbw7dxcLN5SyYlsFo3sNo8fgc4hzWiiuCtAmaCLV6kS02DCltcaa2Q2lrozUKXcjxafhtGdg1QLULXiTiq1LooadJOPqNQZHv0n4whYcLdojecsIF21HC3iQHHG4B1+Iue2AJlOy6LpOi7QDwh8RRcNqafp1UxSiAhsGBmcyhsF1BiAIIPor8ayahbvPOLybfsKcnoW79xiK3nqw0Xs0fx2IIlJcCmptOZYWHYkfNJGapdORHQnEDZxIYOdqwuEwF3TpSsdmbXhpZi4RRSMt0YpudpJ+5V+p+fEjgns3I5isOLsOw917HKq/Fu+mn1A9VVjSs0m/5EECezdjbd4OXVEQHXG08Vpo19LNzvyoUpOkhdAOEUis+aqQk1MbLbPIAheNbMu0rzc3KJMlkT5dWpDQ7VYETUWTTIQEh2Fs/YbJK/OTLHkQTfHHrQ+XVeTyAW52lUbYWx1BUXX6ZFpplSiTESc3ENSwOGWSnTI9XFV8v7GSN7+RKK7wc/HIbCNZt8EZg1kG75rZTZZ7Vs4iIbMnCif3lEsQwBapoeStB2JxVlrQS93KWQTyNpE09nqqF35C6sQ7qPzubZTqEgC8W5aQktWD5Ak3IbkSCe7Z3GDD82Dq1sxBECXs7fogu1NiiYbr1s4nZcrd+LYsxrP6W7SgD0tGNolnX4Mvdx2BJV8yom1fpJSbWbwhKqARCqvE2SVa2gMIG6bj9lYi1bZH7juWjCsfBZOZuhUz8W78CT0SxJyeReKo3xPYuwXflkWYEpthSm6BFvTiWT0HXdWwDrwUn2pB7jSG1PaDEDQFXZIJiY6oEnATRCIqg7tl8NHc7aiaTkGZl9YZbppKfdW/SzoWWQTNWJcNzlwMg+sMwGSS8S6P+m6bkltSs/gzHB0HoVSXNhqUux+ltpzksdejKxHC5Xuo+PZVVG8NIODuM47aFbPQgl7gC9pndufhy6/gjXn53DMuidCnD1JutuDqMQp33/GgR/Nb+bYspmbxZ7E+wqV5eDcvJO2SB6mc/TqRqiIArDYX94z5E9OWmli5vRJFMGNOyECPBFG9jWeIt2leAmJDVUFV0RjUNYPc4jq+W5l/oL5F5s+/64dFEvBpjqg7vAaGG+Fvm7xKhVZiHcjm49qPKAi0TzfTPv3X92NJbMaouNWkSC5mr9hLWFG5ckx7w+gyODPQNbSgr8liLeRHOAWCbcyiSu33HzW6fkbK9wA6qqeaqgXvENf/PGRXYlSOXVUQ7W6K35lK+pWPoAW9KDVlDTvYh1JdjLVVF0SLA1NSC5LsLhAEtHAIPeQjUllA0phrEUwWlJpyapZ9hbvvBPwJywjtWom15wXRBL7A2D5pDHfmEvrqgwMdlOZRtPF7Mq58hOqFnxDYsSJWFC7JpeT9R0idcjfpl00lUhlNHWNKSCd+0GQ86xdgUn2EcKEoGgr2A2vorxCesMsiD13bn2feXUUwrDJvxR5+f14X3phRf2M0Od7K787tjKBrjYWDGRicMRgG1xmBjh72A9HcWvZOg0GPCkOIVuc+o6khsiuJsq//hR7yN2gvUl2CYLbCvnsjezaQ0rIHfzq3G5E5T0YNo0iQmiXTY3dlXPlIvZ9jrSlhqua/havn6FiQsBbwEJz5HL+/8El6tHaRYBeQ+k5AlGQkVyK1K2cRzNuIHJ+GpWVHlLoKQuX5yF3HASBJYNEC0ZwgyISwcMXo9kwe0Zb8Ug8Om4m0BBvmmJy8gQHU+cNUBaCfw39KGjGCKCCmtqVb4SosvS9n7ppCnDYTk4a1OdlDMzA4alRk7B0HNSFrDrbsPiiSDRrmDT6hyHqIwO61TZb7c9Zib9+PulXfUDlnWvSiIJI09jq8WxcDINnjkNwpmNOziFQWNtqOOaMt9rZ9EO1ufJt+jCZNBpLG3UDFzJeJVBWhVBUTP+RCJLsLW6vOoCqkXHALJR8+gb5pDucMGsO6XZVMHJBG6OPnG/ShqxHKv30FV49RBHasQLQ6cHUfiaV5e3RVIViwDVN8OpXz3ojdU7tiJsnjb4iGAhyhkq+u62SlOfnnnSMorvQTDCu0buamZ/sUflxTQFm1n76d0uiUmYj5F5SIDQzOBAyD6wxAUTTsnYfj27IYxe/B1WUoRe9MJW7IhcQPnkzVgncb3GNKbIauhBoxtqIIZlsD2Vlt83wyxrej0lfboL7kSiJctrfJXF7hsj2YEtLqX9QUkixh+tbOpfb9ZQf6ls2kTr6ThKEXEa4oQAt4ES0OJEc8gh5B8VQRWTefqlXfoAW8WFp0JOHsqwnb0xBkiY4t4gAdXccwtgzqkVccdWFNsx57hcJjhZSWjVq4mS7sJtijHV8vziMl3saQbhkne2gGBkeFomg4M7vXU/Pbj2C24e5/Hp6TbGwB6AiIFhtqEx4iksVBXL9zsbbsRGDPRiSbC2uLjtStm49/x0pMKa0QJInArjW4uo3At2VJw7VRlHH3GoNn40/Y23THs+GHWJHsTooKaaRmkjDicspn/Kfexqkloy3pF9+P6vcw2RRilL0MV0BCnHwX1T99TKQiv15XkfJ8THEp0bVy6IXUrphF7cpvEExmnF2GYc3sgmhzHljzdY2KOW/Q4sbnG1Uh/NXPUdMxCZCZEk3YrOs6ZpPIpKFZCIKAqmqoqmZ4Ehr8JjAMrjMATdORkjOxdx6Kq8dIqn/6GHSN2kWfkn7pQ8QNnETdqm9i7hHWVp1JnnATFft35kQZye5EC/rRlTCC2YZodZAw9CKQZEIF2/DtWIkWCSEox+5F1dqqM+G9mwjtWFbvujk1E11VKPnoyXouHabkFqRd/CDl3/yPwO4D6lChgq2UvDuVtCsfRXW2MnbKDJokt9iDTVKJs566CdgEkwUxrQ2R3FX0H9WXGm+Yt2ZvIz3JTnazuJM9PAODo8KPg9TLH6Fu+Vf4Nv6ArqnY2/cjbthl+EX3KeHxHRHtOHuNo3bRJ42W2zsOwLtjObZWnXGY++HdspCSj6cDelSBcPLdVMx+nWDeRnQlSMr5t1D1/XuonioA5LhUkifchBYJIZqj8WoHb3Dq+9QM44dcRPnM/zTwUlHqKkCSoyIb+9oMAaLNSeoFt1Mx9w2U6uJ690iOeJLHXk/5rJcJ75N218NBPGvnEdy7haSx11P+1T8P3KAphErzENN7HvWaGvUSPdBGJNKItKGBwRmOYXCdIfh1K4kjr0LzVhEu3hW7Xr3oM9x9xpM68XZ0XUeQZEJFO4nUlhM/5CIiHQYgu5NQaiuQHPHoagRzejb+7cvwbvoJLRLC3qYn6Zf+Ge/25Zjd8cRygxyE6qnElNSsYV6ufZhTM4n8LC+Xs+twqn/8qEHd+EGTKJvx7wb+85GKAqoWvIspIZXAz2/SNarnv0H8pAcI0Lh8vIFBTmEtqSZ/1F32FEZu1olwSQ5q7hrG9BlEZW2Ql6Zv5K/X9ifOcXxjzwwMjieapuPBgWXQ5bgGTkaWRUKaGZ8iNOUgccKJKDrObmcT2LWKcMnuemVxAy5AtLuJVBRQt2IWosWOu8843L3HE64oRLK70NUwwbyNAPh3rESpLSdh+KXIcWmIZsu+/FweJKsDXYsaadZWnWOuloIkIzkS0COhBp4mAHH9z6Ny7v9ixtZ+tICXim9fI37YRVTM+m/summfJLxn7Vxc3c9GkMZEN1z3PfBIZSF6OID8s3yVWtCHAy+KZCaomZvMhWlgYPDLGAbXGYKugx4JEti7BcmVtE/8AkKF2xGHTKFi1n9RfTWx+mkX3Q+ihHfjT4SKdsSuy+4UUs7/E55182MuH5518/FtX0bGVY/h3bYUV49ReNbPbzAGLeQnfujF1Cz8uN51QTaTMPwyKue9We+6aHXWGxOAaHejBr3o4WCjn9O/YwVpU+6mbnVDpatwSS6SHgbD4DJoBE3XySmqo7tcg2C2nezhHBLBbEdMb0tk93KsrXtxwZAs3pmzjVe/2sTdl/VEEk/dEzoDg19DWBHQZAcJbgfeah/6qWJt7cOnWUmcfB96eS6+bcsQzFbs2b2QnIkUvzMVPRzd9lM9lVTOmYY1qzsJQy5GC/lQA/XzQoZL80DX8W5YgHfTT7HrgtlG2uS7kFzJxA04n8CeTaCpeDcvxt1vQoP1cT+m5OaES3IbLVPqypFsbvZvjAqSicQRl1M5/22UmlIq572Bo+Mg4odeSM3CA2lhAnmbsGRk1zO4ZHcSRa/fjrVZe5Im/AFdtqHoIiHdbHiSGBgcJsaqfQahh/x41s3H3XNUveuVc98g5fxbsXcYED2BQgBBoG7lrHrGFkQn6/KZLxE/9GKsrbqQct6fSJ1yD0mjf48/Zx32zG44u59FwojLEe1uBNmMe8AFNPv935FciViatSXj6sexZffGnNYaV+9xZFz9OBGNem4RsjsFOS4aUHwwosWO5m86iTG61vTCLMkYqTwMmqKk0k8gpJBOOYLp1Da4AOTmXUDXUXYuwWU3cf7g1mzPr+HLhY2/aBkYGBw7dB0Cug1NkNDCfpSaUgJ5G6lZ/GnM2DqYYO4GVG8V5TNfImrsHMDSvAOqr7aesQWghwOUfPo0mq8GU2Izml//HM1veB5377GYUjOxNG/X+NjUQwe66bqKOaMNrh6jSLv4AWpXzKpnSPm2LcWSno0gmWLXRIs9llMMwN6+H+HiHFAVgvlbKPngEdTSXdR+9Sw2XwEm0XALNDA4HIwTrjMJQUSpLkELBXD1HotnzTxAR6kppfSLF0i78B7i+p+HaLaiRUL4d65utBmlthw5LgVbVncqF7yL5q9DtLtx9x6HIJtQasoI5G0kafS1mNMyqVn6JUXvTAVNiQb5nnUFzp6jUWtKMCW3oOr799jc6nLaT3qMNNEDkQCqv46q798nfuAkyr58Mda3WleJKal5kx9RcsQ3efrl6DAwmsfk1NooNThFyCmsRQDShCowtz/Zw/lFBJMFqXlnlLw1yJk9aZWWzLBuGcxauod2LeLonp18sodoYHBGo2k6ckJ6dK3UNVzdR1LWiHfFfgJ5G7A0a0ukIh9TSisi5XsBcHUbQfVB6VIOxtFxIKq/lvJvXiZSng+SjLPjINz9zkG0ubBmdiG4p76UuiBKCLK5ibQvApIjgaSx11O3fAYlnzwVVRv8GaHCHZhSWsROyuwdBlD2xQtIriTcvUYjx6VSPuvlWH3VW4PiqUQNeCh572EjZtrA4DAxTrjOIASbg6Qx12JKzMDRcRDNb3iOlIl3kDz+D6ROugMQKH73YcIVhftOkZqeKFVPFbUrZ0UTJBNNlFyz6FO8m35CdCYQKtoF6JR9/iy+TT/FJvRw2R5KP/k7oixjSc+m4ptX0NoOY/qSAup8Yco+f4bSz56h4ptXCOZtIJC7nuRz/xhN+kh0506LBLG27tbouBJGXI4umfn5DqKckIGr+1moqjH5GzTOzoJakt0mzIJ6yrsU7kfK6IBgthPe/B06OgM6p5HdzM3rM7ZQUdtwl93AwODYEhbtxA29GABd1xCkpvepBckEmkrN4s9JGv07TMktARBtrgbxVgByXAqODv0p/fTpqLEFoCp4Ny+kfMZ/iJTvJXnCzTg6DwFRirWlqwru/uc1OgZn16hisRb04tu2rFFjC0CQTbFEw3GDp6ArEZpd/TgJQy7Ev3sd5TP+DVr9U6xwaR6mxIx9MdNvYqHxzU8DA4OGGCdcZwiiKEA4hGfjD7EdK8kZT8LwywhXFmIWwLs5mh+kct4bNLvq8UPskFFfIvYg6lbPwd17LO6+49GVMJGq4kbu1qlZ+CmOToOQ3ck4MzvSLDkfl1lH+5krhmf9AkIlucQPvRBTcksEk5ngns0kj7+J2tWz8a6bhx4JIbtTiBs0EXNqJnWrvyX90j8T2LMJ1V+HtUUHBJMFf/42TIltT3oOF4NTk+351bSIE6EGOMVFM/YjiBJy615Eti9ELdmJnN6ecwZm8s6c7bw0fSN/vroPJlk62cM0MDhjCWsyrq5nYU1rTag0D0enwXg3fN9oXVtWdzzrF6ArYcq//jfplz8cW/PMqZmEy/bUq+/qNYaapV/Q2OZnpLIQLehHDfoQ3cmkTb4LXdfRlTB1a+dhb9uHhBGXU7fqG1RfLaLVgbvfudjb9QVNRQds2T0J5DSeT8ya2Q3V7yV5wk34dq2m7PNnSJ5wE9WLPkX1Vjd6j+ROin2GcMluJM2ImTYw+LUYJ1xnCA7dS/H7f60XSKt6a6j45hXs7foSKt1DcG/ULUGQzWAy4+47AYjKrdvb9cXSLOovbm3VObrb1lislK4RrijE0WnwvlOuxgkV7cSa2Y34MTdQ88lj3NwrRFpKXLTvnxEuzY2ehAV9VH33NlrAgxqJYO53EenXvUDzG54nfshkPOsXUPX9e9ja9KR0+vOECneg+mupXvQZnrXzcXQfTdgwtgwaodoTorwmSHNHBIiKUpwuCAnNEeObEdk0D10NY7PITBqaRWGFj3dmbzeUwwwMjiOiKKBUFaKF/FhbdSau37nIcSkN6rl6jCJUtCu2iSlabOhKBN/WpQiSTPy+U7L9SI44rK06I9lcja6LAKHinShVRdhbdab0ixcpm/4c5V//i2DeRqoWvIelWXuSxt0YjbMeez2hol1Uff8+gdyNqHWVxPU7D9HubtBu/JALCRXtxJTailBJLrWLPwfAs/EH3L3HNvEgZKzN2hEqzgH2neYZ4j0GBr8a44TrDECWRYK71qIFfY2WV//0EbbMrrGfE4ZeROWcaSSdfQ2ODgMIFmwnXJaHOTWTxFHXILkSKXz97ib7EySZmoWfYGnWtsk6otXJzgqNpduqmdDrPDxzXsJ9839w9hiJZ/WcBvUlVyJ6OIBaV4XUKQnV5CCsQBgHTiJUfPvagcq6Tuqk21HqKtECHhKGXIRqS8KrGjttBo2zfW90x7a5yYNgtiGIp8+pkCAISFl9iKz/lsi2nzB3GU1aop1x/Voxa9keWqY6Gdu/1ckepoHBGYlJ1PCuno21ZUd8O1dia92dpDHXEqksIpC3EdFiw9FxEJGqYqp/OpDmJGHkVYhmC66eo9FCPszpbUi54Daqf/yQ+MFTEGQzng0/YErMwN1nAsGCbdQu+6pe36LNjSDK+LYsIf2SB/DvXEmkshhzWmtsWd2pXf4Vgd3r6t2TOvluKue/SdKY66iYM43Uix/En7+dSO4aRGcC7h5no2kaoiMR1eRAyVkRuzdUsB1Xj1E4Og/Bt2Vx7LpgspI84Q/UrpgZu+boNpKwaDdipg0MfiWGwXUGIIoCwb2bmiwPl+bh7jkGyZVI4ojLER3xyM4EtJCPkk//HovTAqhZ9hVpU+7F1q4P/oMm3P3ICemonir8u9bg7jOexnJyAcjdxvL50lJWb6+g31UdSbA6UEN+4gdMQvVU499xYJKX49NInvAHKr59DVubnlhb98CrW2LtqiYH1qzuBHM3ABDcu5ng3s1IriTs2X1Q7CkEVFODMRgY7GfLnmqS46xYlUJ0i+NkD+ewEa1OpJZdUXJXI2d0RExsQZesRMpqAnz8/S5SE+30bGuIaBgYHHN0DS0SxLtlEc4uw0BV8O9eH/XiaNUZZ9cR1C6fgW/LIgAkdzKOYVchOJMJFu5EsjoJWJOpKvHS3Ooi/bKplM/6L6GCbbEu6lbPwd13AvGDJ1Oz5IvoRUHE2qI9CBLeTT/i3bIId58JJI25Fk3XUaqKCBZsPzBOSSZ+8IWES3cju5JQPJW4ug1HR8Cf3oPkriOJqBD4f/buOs5u41z4+G8kHYZl8NpeMzND7MRhZk6atIFCUnjb3lJuKe1t0t5ybppi2pTCDTM6iWNmWjN7vUyHQdK8fxx77c3uGpdsz/fzcWJrdKQ550hHejQzz+wPkCxLggn+gRNxDxxPYn/gVvv6H8madjm9Pv0AZlMdmuEAadO4+JXmOjvy+xKccTVhU6UFVpSjpQKuU4CUYOT1abfcCObjyO9D/kWfQ9qSdPVOgtMup+bl/2sRbAFgmVS//BAln36Q5K51WNGm5iLNE6Do6q9T+/bfcPcdgebyknfRZ6k7ZAJFAEefkTSWTGPF25kujK8sr+PuUWeD4SZke8k999MEJ16AFW1Ec/mwopmuj3YyRtaUS4ngb5H5KG45yL3oHhre/BPxHaualzsL+hGYcTXhYwy2dEMjaUos20YXApehYVnqMd2pSkrJ+u31DOodRMaawHnyBVwAeq/h2PV7Sa56DfeZn0EYLs4aV0JjJMkfX1zHt26ZyMCS1t2HFEU5fpZw4Bs5i7o3/og+5RKim5ag+7LJPetmrFgIs6mG7JlXkTXrehKJJPVxwYawYCIpag9k+bvmQf7yTiU/vKE/kfXzWgRbB4SWvUHRtd9EON3IdIr8C+9GuHwgofddv8BOxjFDdVS/8jCp6t30+tSPKbr669ipONK20FxeIms/JLpxEb0+9SOsaBNN6+fRMO9ZdH82qWlX4hwyndQneoJELDdZF9xDVqSG2OZFaIYL7/AZmM4sUp4+GMLCaYbxDJ6Es3ggnoET0HL7ELE7N/GQbmgk0ja2BEMTOHWhrtPKSU0FXKeAdNoiMHI2TQueb3PcVXDKJViRBqSUCAFGViF2PJyZY6MNMhkjXbuH4lt/RHLvRtL1FThyitA8QUKr3yfvgjuxYyH2/fsHeAdPoviG+0hW7cj0ce8zjIinF/c/spoDQ0tCMRPngImkdB+2KQlrfnxZxYQ3LiK67kOwbbzDppE9+0bCIgu7jUyDYctD4MIvkmPFIB0HhwfT8B5zsCU1jfnrKnnmvS00hpPkBt3cfP5QJg4tQKixMKekiroYDZEk/YuDyLJGtLyTs/udEAJj0HTSa94itfYtnBMuR9MEl83ozzNzt/KbZ1bxnVsn0rvA391VVZRThmna+PuNxcguoub1P5Ez+wacBaUk9pQhnF68QyaT0AOkbANvMEBB3TKcK1/HHH0mrpIhJPdtwbQkG3c1UtFo4VrzYbv7im5dTsFVX8MRyEVKSf17/ySxax1GsICcs27GWdBnf3dEB5E1c/EOnkhi72aiZfOwok24+46g1y0/xAzVUvPSQ83btcL11L/7GN7yzfjnfKZVj5CY7UL4+uCYciMAkbS1v6ugJIVGSmRhjLwQhxAkLbvTU8HbmsZ7y/by0ofbiMTTFOV6uf2SEQzvm62u08pJSwVcp4iEHqDgum9T++JvkOkDqVoFwSmX4Mgpoe7dxzACuQQnX0xs+9JM14jDsOMRomXzcfQdSXrrCiLrP8YK1+HsNYjghPMzfbktk9imxcQ2LcaR3xfN6SK0/C2M876Ez+Mgmc6klJ0yNBdvYV+i+xMi2rYkjB/PzFsITr8GgLRwE7E15GF+yOO2A8ORQ05hHxoaopjmMT7t0gSvzt/BCx8eDDTrQwkeeW4NN50/lAun9D3s/pWT09rtdRi6oE+BBzMZQbhOnoQZn6R5AhiDpmBuWYCZVYxj4FQchsa1Zw3kqfe28osnV/KtWyZSkn9ytuIpSk8UlT4Kb/ohkVVvE1r2OgidwKSL8Y6cRVR6m6cjsS2b8LoPSVVup75+H4VXfY3I6rmkSOJ1G9SFEhS3MWnyAXYigrP3COJbltDw7mOZcdlCw1k8AGefYaTKNxFa/ibJ8s0AhFe/h2fQeHLP/TTO/L7YugMzEafhgyfa3H5sw3yyZl4Del6rMikzD2/bc8zX2+MkheCfr2/go1Xlzcuq6mP84t/L+eJ145g6LF9N/6KclE6JgMu2bX73u9/x7LPPEg6HmTJlCj/4wQ/o27dvd1ftuLlcoGvQUN+E1+siFG7/x06IzDgurWAgve76FVZjNZrThebLwjY8mLag8Ib/Rjjc2Kk4wVmlaAI0b7B1l8LMFnH3HYl0uJCGh8BFX8JrmggrhdOwEbaN7s9Fc3mxkzEA0rV7DtZ930ruvfpSFqyvZlgvL9PHl2JrkOWxQNoIBLamk0yD7fRj2qBj4jJ0UqbEkhK3QyOZtgGBLuRhf2AdDg2nTIKQpIWHVKrti0bSlLw8b3ubZc/N3cqciX1wnkRd0oUAoWlYtkTTT6KKd7EVm2voVxTASDZhSolwB7q7SidEz++HjDaQLpuLcHox+ozG7TS44exBPD13Kz97fAXfuGk8pUUn9/tUTm0+nxPDjJJqiuP3Z9HY2DPndHK5dJx2HE1z4J9xDcEpl4JtIw0Xmibwmyk0p4YUGlgm7iu/ikRDCAFWitwLBwKCf943ACyTxn3jia7/uM19+UbOAjuNZ+AE9M9Pw6Xb2KlkJouhmcIYMIGcAZMxpcCSAsuWGBq4DRvLTIPuwtai6CXDsaJNOAr64u4zHGyL2JblmKEa0lXb8Q0pwkomMZwO4qZA10DaEik0NE2QStn43Dq6GcOWIHUntmWTsDR0XYAUmLaNrgmklBiaIG1JEikz877J3JNIQNM1bFuiCbCOImiLpawWwdah/vl6GWMHzcahLnfKSeiUCLh+//vf88QTT/Czn/2M4uJifvGLX3D33Xfzyiuv4HS2nW61J9M1m73VCV6ct5P6cJLxg7I5d0o/sgNOIpGWec9dWhojXkd46auYTdX4x8zB3WcoTcvfJl29Ey2nD/qY86mUAbLcIcT6t8iacD7Jqh3kzL4hM/7qEwITziW6dRnp6t3I6beycmsDmoCzhrqJrPggk7DCn0P+pfeS3LuxReYiAM0doH9JNsPzBcJwkA7XohPHTCXBl0OjyOKdxdtZu7OJgiwXV80eQI7PwIo34NA1alJedldH+HDFXnRNcNH0fgzpm43eRleCoB4ltXsjjWvmgrTxjz6LrH6jCUvfgTkdmzVFk1jttGClTZtwNEWe/+Q4XmwhqGlK8Mq87dSFEkwYWsC5U0pxG+pKdKhQNMXW8iYunFKKHa4BQHizurlWJ04vHYc0U6RWvYZMhDEGT8PrdnDTOUN49oNt/OzxFXzpmjGM7J/b3VVVlFay9AjJHVtpXPUeWCa+kWeQNXACSYefRKJntF4YhoZPhoitX0zdthVkT70cmUoQWv0erl6D8A2fTuPKd0lV78JZ2A//2DlENy/FjofJmnY58R1riGxYgOb04B9zFs6iAST2bCI44Xxim5ci08kW+3PkluDM603dKw9jp+L4R8zEHjQJrDShJa+QLN+EI7sIMfN2yvZGeWvRbqSUnDGuhFED8xBC4435m9m2L0Rp/hlcfvOteMPbiC97Bc3hJHvWtWDbCKeP5M7VRD0lfFDWxKptDeQEXJw7pZR40qQwx0OpP425dVPzddU75hxCgYH8+Z29lOT7OHdKKfNX72PbviYumdGf7ICbx9/cgNOpc8WsgfTK91HXGMey4L1lu9lXG2VASZBLZw7A79Lb7UkihKC8pvX8nweEY2niSROH+5S4dVVOM0Ke5JO4pFIppk+fzje+8Q1uueUWAEKhELNnz+aBBx7gssvano39cCzLpr6+7RTrnc3QLd5aspfH32k5vsrrNvjfe2ZQkOMiFstEEk7NRu5cRP2bmZTpzuKBZE29jJpXH2k5Q7zQcF/0Fd7fF+SG6flUPHE/Vrie4OSLcfUaTNOSV0hV7cLIyidrxtUgBHVv/AXXdT/mR8+X0yvPy32XFVLx+A+RqZZPIbNnXY/ZVE1k7cF+6cU3/jc1ZLOjXjCpl0RPNpHYtxndn0tt/iS+84eFJD7RCnX3pcMY0idITtDFT/+9hh0VLVveRg/M4//dMB6XIcjJ8dHQEMUrw9S+/H8kyze1WNdZ1J/Ca75Jk9WyW1VjwuTrv/2o3c/+t187i6Cr56cLl0Lw/oq9PP5Wy/ftcxv87Iuz8Dv1bpubqaCgY1pVOuoc/GBVOf96axP3XjUa5+4lpLcvxTXl6iO+TtM0vF4nsVgK+5ORew8hpcTauxZr73q03L44R52DltWLZNri5fk72FUV4VPnD2XOhN7dWk/D0JrP2a7qlnSqOprPsqedg5+UpUepfeNPJHauabHckdebohvuo8nqGWMQs/QIFY/fjxWqJf/Se4ms/YDE7jJcJUMITryQmtd+33LMtNAouPRejNxeVL/4G6xQbYvt+YZNx1UymOimReSceROhZW8Q274KYTgJjDsH34gZVP3n5829TnyjZhOcdCGVT/6keZiA68rv8tDcCBt2HpyYeFCfLK49ewi/enx5iweKmoBvXT+c0k3/Jr2nDADPoIlkn3cn+5os/vtvq4klWj7AvfbswZw53I9rwV9I7tnQoswo6Edoxr3c9/f1aJrgqzdN4KWPtrFtbxNjh+Qza2wJv39uDV+4ZixVdVH6FAV45NlVHBpb6Zrg+3dOo3+Rr82x2kJAeX2C7/1pQbvfyyPfOBtPNz1Y7MrzTzn1nPSz1m3cuJFoNMqMGTOalwWDQUaOHMnSpUu7sWbHJ5qkVbAFEEuY/Oml9aSSB38gXTJG/dt/bf531pRLqH/vny2DLchMVvz+n7lwXA6Ni17ECtcDmaxIDfOewTfiDAqv/jqF13wDK9pIqmIrrgHjeH9jnIraKP/vsn7UvfWXVsEWQOP85/CPnNX87+yZ1xDbugJjzats2lVP1JFNbMdq3CVDMHuN5uHn1rYKtgD+9vomsrN8LNxQ1yrYAli3vY4t5Y1oWuaH1jA0Uns3tAq2IJMGP7Z1GS5Xy6dgfreDoty2x+/0KfTjc50cT80SabtVsAUQTZj8+aW12KqRq9mCdZX0Lw7gczuww7Vop0Dr1gFCCIy+Y3GMPBsZbyIx7x8kFjyOXrmea2b2ZtygPP751iYee30DqcOMzVCUruL1OkhV72wVbAGk68qJrPuQLH/3/w57nZKmRS9jhWoxsgrBNknszgQtWVMupe69f7ROUCVt6t77B9JMtQq2AKKbFmFkF5Gu20fVC7/GyC6k8Iqv0OvW+/EMHEf9e/9q0cU/a+pl1L3zWHOw5cjvw6ZIVotgC+DyWQP584trW/XesCU8/PJWmHBt87L4thUk66t44oO9rYItgMXrK8mJ7WkVbAGYNbvIbihjSN9sbFvyt1fWc/msgQCs2VKLrmsM6p2F26kztDSHv728jk82ZFm25KGnV5JqZ4iAlFCQ48bnaTsZ1uhBebgdJ/1tq3Ka6v5fthNUWVkJQK9evVosLywsbC47HobR9Se1z+fg/SU72y1ft72eWEridWkIAenKPS2CK83pwYo2tvlaOxnDR4yqsoUtlpuNVTR88DgAgfHnYkabCIw+k0Qowdx3MhcNr56mcd/WtislbdJN1WSfeSOefmOIln1MaPmboBvMuPhiKhsSFEcaSJRvIT5kANv2NrW5GVvClr2NrNxU0+77f3PRLsYMzAz2ddgJ6le/3+66kTUfkD9kKpZxsJXLqQnu+/QUvvvHBUTj6eblQZ+Tb902GY9T6/TsSydK0wTLNle1W752ax0pU+JznvwXpRM9B6sbYmzd28TlZ/RH1wUyUoPw5aBpR97ugVUy/+/Zn6WWU4KeXYxVtwerciup1W+A9hZnFQ2heNRw3llfyY6KEPdeM4Y+3ZDBUNe1Fv9Xjl9Xf5YdfR10yjR1a+a2Wx5ZNw//qDMxjO59MGKYoeZ5tTyDxhPddHDeSOFwYsfDbb7OjoeRh0mKEdu2AnfpSGJblhFa9gahZW/gGz4dI7sY78BxzQ8QhZHp2n5oJmExYApvLdvXapsel0FjONlqOWQewoWFD/ch82Um1r6Hx3Vmm+tPH5ZNfM3L7dafzR9y1sjb2LKnkcZwEq/7YGC0aF0FF07vx6J1lZw9qQ/RNgI6gIZwkkjcJD/Qdvd9hxB8746p3P+XRc2JtwAKsj188dpxOA2BlN3zVFH9likn4qQPuOLxzI/bJ8dquVwumpravrk/Ek3LdFvrDkfqvSSRzXWLVh1jcCBlm2njm4vtTEILECA0bGkefN3h2BYylSCxd2Mm2AKwbTQBpi0z25M2so0JkltsxpbNA27bK3c6M4esoYvD10vaGJpGTlbL7zEY9PB/X5/Dpt0N7KwIMbAkyJDSHApzTp7MdUe61mh69x2/HaUjzsGX5u/E7dKZNKIYXaYIh+vwlY7A7T36cXpu98kxpg8A3xAoHYKdiJCs3EmychuDwhvJze7F27Gx/PDRJXzq4hFcedYgdK3rb1iCwc6dt+d00hWfZWdcB9OxEPJwF7n9Zd39+5WuDzd3yxZCtLxuHul6eLhiaR98mtO8OTvzkk8+CPrkfoR2xF23uctPvkbatJdjSRPisDch0rYz6zRv++DGbVtmEmVIiX2EioojHFv+gJvfffNs1m+vY19tlOH9chhQEiQ/u2dcp9VvmXI8TvqAy+12A5mxXAf+DpBMJvF4ju+ksG1JKBTrkPodq9GDC4DWzfkAw0qz8To0Ghoy/eo9eX1BaM0XA2mZaB4/drz1oFPhcJPQ/XiHTWk3Q5J34HiiW5aR2L0eLVTP7NHn8eL8vSRx4izsR6p6V5uvc+T0wgw3EN8/Uz2Ac8hUPtga5uKZ+egeH67eQ5GaSb/iALsqWz8dFAKG9M2hsj7Oys1tt3JdMLUU27QABynNg2/UbBJtdH0A8I08g4TuJd3QegyCQ8DYATmMH5SLbUtsWzZ/pieDwyVCGF6ag0MT3fZ+OupG6UTPwWTa4o2FOxk7MI9kIoVZvR2QWK5sYrHUEV+vaZlgK5FIHfEhSM/jhMKhOAqGYETqyK/YzLWp91hkDOPvr1p8uHw3d10+ir6FXdPapesawaCHUCiuJi49QUfzWfaUc7AtXq8L/5gziW9b0Wa5b8QMhCe723+P3YYX37BpRNZ+QHzHWoKTLyK+I9MNUto2wuVFJlt/NprLi3C3HxR4Bo6n7u2/tVjmHTwZO5UgtmlR8zJppkDTcBSUkq7ZnVm4aznnTpzChp31LV6fNm0CXgfhWJpPcjt1gnqC9CFRoGPEWYQWtt36tGRLE5eeO4fE/jFfnySGzGL++ky3x4DXQfqQcUxTRxXz/vI9nD2xL5oQuJ16m8MHgj4nPrdxxO/YpcHkoflowwuwLImU3X+d7srzTzn1nPTtoge6ElZXV7dYXl1dTVFR0XFv1zTtbvnjdwuumNl6YlanofH5q0bh8Tqb100JL9ln3tS8TtOyN8g9+1NA68dXrjM/zesr68k54zo0T+tBnZ6B47HiYQJj5xBe+yHJrcu4cEyA3KCbP75VTt6Fd4PeOj4PTr6Y+J4NuPsOJ7FrHQCa2wfjr6YoP4A3XY9vyFRSVTsxylfxpWtHY7TRHH/9nAHEojHOGldEcV7rC9bAkiDD++U2zxOSTJp4BozDWdiv1bpGTi98I84gHrfa/ZxTKYtEwiSVan+dnvrH69S5fNaA1t+xQ+dzV49Bk7Lb6taRTqQe7yzZQyJpMWFwZs4Ws3YvGG5spw/bto/iT6YOts1Rrt/z/kgpwZeLMXg6nomXcmbfFNd4l9JQXcX3/7KIx9/aSDia6vRj4sCNiWV1/7lzsv85ms+yp5yDbf0JhVK4eg3GVTK41b70YD6BCefRGO3+3+RIUpA98xo0b5B0/T40TwBnceY3N7TiLXLn3NLm55Uz5xaEw4nmDbYq8/Qfix2PtOiO6OozDGE48ZSOQGgtr6/hVe+Qd/5nmq+7qaqdjM5N0r+45fX7tfk7+Mxlo2irc8jnLhkIq15q/rezz0hSwd7cdFZfnG10Fx3eL4dYzlAchf1blRk5xUSLxrN+Rz1CwO2XjOT1BTsAGNI3G5dDp2x7PbouWLetlk9dPKLVNoSAe68di0sTR/U9HLhOp9Pdf0x0x/mnnFpOiSyFM2bM4Dvf+Q7XX389cDBL4YMPPsill156zNvsziyFAJou2VbexPMf7aIxnGRU/yyumjOYPK9O9BNdtT1aCprKCS18HitUS2DSxbhLBtO46CXSNbsz4zsmXEGDyCbXIxAb3iJ7wnmE135IbPNSNKcb/9izceb3QfNmYZtJIivfJbG7DEd+X5h9Jx+srqZProsppQZNS14luXcjuj+HwPhz0X3Z6L5s6uf+G7OxCr3fePSR5xCyfeQ5ExgOAzMexSPSyHQC25NNPdm88OFWynY2kZfl5ro5A+iT78WKhXDoNrVWkFVbapm3qhxNCC6c3o/JwwsxkOj6wSxBtm0T0KLENi0msvZDpLTxj5yNb+RMwjLYY7PLdQRbCHZVhXlu7laaIinGDMrjqjmD8To0zG5MkNATMqTFkybf/uNCBpUEuXBq5uFF4uN/gG7gGDrrCK/OOBmyFB4POxEhuXsdK/YJlqUH4nEaXD1nKLPH9UI/irFtx0NlKew4p0KWQk2DgIgS37ac8Oq5SCuNb/h0/GPmkHZlE4u13frS1RwODa/VRHjlO8R3ryf3zJtI1+8jvGYunoET8A6aQNOSV0nX7sGR35fgpIuI71iNGaol+4xriayfR2zTkuZrrLvfaKIbFhIt+xjhcOIfdSau3kOQlokZbsDdezCJPZlu+TKVwDtsGoFx5yBTcZoWv0Jy3xaM3N5ocz7P4k0NvLNkN7aUnDG2hJljepEybZ57fws7K0L0KfRx/dmDyItsI7HgSYTDiXvchThKxyJ1B+aO5URzhvHyshrW72gkO+Di/Gml6Jog2+9iSK5NausSoms/QEob76iziJdM5Lcv7yI3y8XlswexZH0la7bWctH0fpQWB/nLS2vRhOCqswYxpG82lXVR0qbk9QU7qKiN0q9XgOvOGUq214E4SW87VZZC5USc9AEXwG9+8xueeuopHnzwQXr37s0vfvEL9u7dy6uvvorD0Xa2m8Pp7oALIBBwkIinSFsWXreTWLz9GxVNEzhFGmGbYLjBTqOLzPopHJhS4BEWmsuDTIQQ0kb3+JHJCCDAcCBsm5TUkRIcuo0w06DpmIYH04ZUykQX4HNrkIplxnihI51udDOFaVlIKUlrLjQkDs0G3Y2ZipPGwMDGrVuZJgNpYxoe4kkLw9CQwoEhkyB0YmkNW8oW3RFchtb849bWD57TqeOyIiAlKYefZPL0uKnTNIFF5iN1OzWys7zdflPbE272/v32JuatqeDuS0cQ8DqxE2ES7z6CMXgGekH/o9rGqRpwHWBH6mnctp4FdTlsMksoDOhccdZQpo0s6vDASwVcHedUCLgOyMpyIyN1CGmDN4emSM8ItD7J4xI4zAgIgXD6kakYQlpIpwdhWXBgrLNmgJUCoaM5XEjbQppJQCA0HbT903VY6cwwad1AWplrnDCcWLZESMBKgqaT0j04SYOVQmhOpJnE1hyYmou0LTBtgWXbOAyBz7DRLJOUcJBKW7h0iVNLI9EzAZ3UwOEhZUkEMtPLJBVHOFzEzf0JNYRAItCFIJW2CXh1HKkwUoLtcJI2BQlLx2FkxpKlrMw4bV0TGJogadp4PU7sdKbniGFopPcnobIlGFpmfNjJfMepAi7lRJz0Y7gAvvKVr2CaJt/73vdIJBJMmTKFv/71r8cVbPUU4XAaw9ApyA8esd+ybUsSGIABaYDW7zuKAWYa2D+uLSqB/X2NP3Gdi5sATrCA9IFfRx1TQlOMg68DSNuZ/R44lCwAQRJt/4Yd+xfrJM1D5rgyAQxS6Uxpev/rBRIdSKcsDqx9pJu0VMoideB9nSbBFuxPMgLo0O5EkqebtdvrmLuinLMn9iawPzmGVV4GQkPLLunm2vUcmj+XnLGzuKSxggnb17OosYBHX7V47t0yzplQwqxJA8nyu7q7msoprKkpgWEEyMn1dfvYnMOJJyXx5mulDewfKx6HzKiMQ6+3+/+ehgPXRcPIJG86eJN+6Dq0/jtG87U3cei19cByJJD57TcAmZZEmvcnAY24DfHmK+j+/R0y5shM24ALkge2x/5tSg5c0eMxk/iB6+r+ThMaEmt/Dwpj/0ulLUmTGfYQ8DppaMi8GdO0mwc36IBsJxW8opwuTomAS9d1vvnNb/LNb36zu6uiKEo32V0V5o8vrWdgSZBJQwsAkNLC3LEMLb8fwnESZRzsAkIIRE4JJRN7cXVTFZW7t7Gyzs2LC22eX7iPIYEYo4s1BvfOom+fQrwFvRGulgPCk2mL+lCCmsYEtU1xapsSNISTNEWTxBImqfT+VmiHjkMXeN0GWT4X2QEnuUE3+UE3eVlu8oJunI6eP+m4oiiKohyPUyLgUhTl9LZ6ay1/fqWMLJ+Ty2b0b55ewNy2GJmMYhzl2K3TkRACkV1MSXYxvdIp4nWVbKpMsK3Jyctb3JhbUsBevGIbHs1E1zXSwkHc0kmYB0fqawKCLvA7JV7dJku3MQyBputoThdxUyMWs6htShCNpwnH0y26FwW8DvKCbvKzMkHYoQFZfpa7xZw/iqIoinIyUQGXoignJVtKtu5t4q0lu1m5pZZBJUEundEPl/NgS4m5YwVa4UA0X3b3VfQkIhxOvMWlTCiGCYBlS2qaktQ2xghHIZm0sdMJdDOBkyg+I4FPJAhqcfwiQWZ6r0w3KyE1pCkhkYbIIYlchI4I+JF5AaJGFmH8hPAStjRCZorqepNt+0KEYimsQ7oheV0G+dluCrM9FOR4KMj2UJDlIX9/cOYwNKRtIqMN2NFGZCIMqXgmxfah8ygdSOd2aLSnGwjDiXD6EN4shC8H4Q4cdl5ARVEURTlap0TSjI4mZWZupp5A1zU1d80nqM+kbT3hc9HbSPl/PI7mHPz5v5axYG0FABOHFTBuSEGr1MgNHzyB7g3iLBp4zHUQR5hbWwFppcEy9w8d0TKBi9ZG10Dbwk7FsZNx7HQcmYojUylsM3mYydgFMVxE9OxMUGa7aUo7aEob+0ewtM2BiU9L4hNJPCKFS6RxChMHFoaw0bER+8erNL8PBBYaNhqm1DDRSEuDlNRJCwcp4SaJg6Q0SFoaKfvYjnOnQ8PjNHC7DDwuA5dTx+3UcTn0THdLQ8PQNRyGhq4JtAN/9h/QQoDHZXDBtH5kB9yHPc+78hzsCD3hd6uznQ7vEU6P93mk99hR559y6lEBl6IoJ6Uf/nkhKzZVH3lFRTlFXHXWIO66YnR3V0NRFEU5RirgUhRFURRFURRF6SSq7VNRFEVRFEVRFKWTqIBLURRFURRFURSlk6iAS1EURVEURVEUpZOogEtRFEVRFEVRFKWTqIBLURRFURRFURSlk6iAS1EURVEURVEUpZMY3V2BnsiybOrro91dDTRNkJvro74+2mMmYu5u6jNpW0/5XAoKAh2yne4+B3vK53kqUJ9lxzmaz/JkOgdPh2PjdHiPcHq8z648/5RTj2rh6sE0TSCEQNNEd1elx1CfSdvU59Kx1OfZcdRn2XFOtc/yVHs/bTkd3iOcHu/zdHiPSudRAZeiKIqiKIqiKEonUQGXoiiKoiiKoihKJ1EBl6IoiqIoiqIoSidRSTOUHkkIcDh0pATTtJCn5hhc5TQihMDh0JAS0mmru6ujKIqiKEoXUQGX0uNYQlDblGDeqnIMXWP2+N7k+J1oKupSTlIWgqr6GPPXVOB26sye0Jugx6GOaUVRFEU5DaiAS+lRbCH4y8vrWbK+snnZy/O2c97UUm46d0g31kxRjo8lBA89vYp12+ual73w4TauPXswF0/vp4IuRVEURTnFqTFcSo+h6xpluxpaBFsHvLtkN+W1UYRQ6ViVk4dhaCxcV9ki2DrgublbaQgnUYe0oiiKopzaVMCl9BhpW/LKvO3tlr/y8XZUW4ByMkmYktfm72i3/M3FuzEcehfWSFEURVGUrqa6FCo9hm1LYgmz3fJYwsRW3a+Uk4iUkniy/WM6EkuhniIoyulFSom1axVW3W70XsMwSoZ3d5UURelkqoVL6TFchsaUkUXtls8c0wuHrvpfKScPlyGYOKyg3fLZ40uwbRVxKcrpJLngceJvP0RqzRvEX/0Z8Q8eRVrtP5hRFOXkpwIupcewLJuLpvfD73G0KssNupk6shjLUjenysnDtiTXnzsUl7N1t8Fe+T6G9s3BsuxuqJmiKN3B3L2a9Pp3cYw+H/cFX8Ex7mLMrQtJvP8npFS/BYpyqlIBl9KjuHXBz780i7Mm9MbQBU5D44JppTx4z0yc6mhVTkI+h8Yvvzyb6aOL0TSBx2Vw+awB/Oju6ThUg62inDaklCSXPoeWV4rebwJCCIy+Y3FOvAJz5zJSS/7T3VVUFKWTqDFcSo9i2xK3LvjMJSO49cLhgMSha0jLxrYlmqbuUJWTi21L/E6Nz10xmjsuG4lA4NQFtmWrCb0V5TRi1+zArtuNc8p1LTLu6sVDMYbPIbX6dbSCATgGTunGWiqK0hlUm4HSI0nLxkBi7P+7opzMpARsGwdgILHVMa0op5301oUIdwCtcECrMmPgFPRew0l8+FfspqpuqJ2iKJ1JBVyKoiiKoiidSEqJuWslWtFghGh96yWEwDH2IoTTQ/zdR5BWuhtqqShKZ1EBl6IoiqIoSieyGyuQ4Vr0wkHtriMcLpwTr8BuKCepxnMpyilFBVyKoiiKoiidyNy3EYSGltf3sOtpWcU4hp9Feu1bmHvXdVHtFEXpbCrgUhRFURRF6URmxRZEVhHCcB5xXX3AZLT8/iQ+eBSZjHZB7RRF6Wwq4FIURVEURelEZuVmtOySo1pXCIFz3MXIdJzEwic7uWaKonQFFXApiqIoiqJ0EisWwg7VoOUcXcAFIDxBHMPnYG7+ONMdUVGUk5oKuBRFURRFUTpJqmonAFpW0TG9Ti8dh8gpIbngcaRUU0koyslMBVyKoiiKoiidJFm1E3QHwpdzTK8TQuAYeQ52/R7MbUs6p3KKonQJFXApiqIoiqJ0klT1TrRgYZvzbx2JntMbrXAQyRUvqVYuRTmJqYBLURRFURSlk6Qqd6AFC4779cbg6cjGCqzdazqwVoqidKWTJuB68cUXueSSSxgzZgyXXnopb7zxRnPZ3r17+fznP8/EiROZNWsWv/3tb7EsqxtrqyiKoijK6U7aNun6CrRA3nFvQ8vpjcjuRars/Q6smaIoXemkCLheeuklvvvd73Lrrbfy2muvcdlll/H1r3+dlStXkk6nueuuuwB46qmnuP/++3nyySd55JFHurnWiqIoiqKczuxIHdJKo/mPP+ASQmCUjsPasxY7UteBtVMUpasY3V2BI5FS8tBDD3H77bdz6623AnDPPfewbNkylixZQnl5Ofv27eOZZ54hKyuLoUOHUldXx89//nO+8IUv4HQeeZJB5fQihMAGLFui6wJNZo4zRfkkKQQmoAmBIcC21XGiKMrRsxv2AaAF8jmRXw+9ZDjp9e+R3roY1/hLOqZyiqJ0mR4fcO3YsYPy8nIuv/zyFsv/+te/AnD//fczatQosrKymsumT59OJBJhw4YNjBs3rkvrq/RsUggqGuI8/e5mymsi9C0McNP5QynIciNU0KXsJ4VgZ0WIp9/exMbd9eQE3Fx3zhAGlQTR1HGiKMpRshorELoD4QkiT+CBjTBc6IWDMLcuVAGXopyEToqACyAWi3HXXXdRVlZGnz59uOeeezjnnHOorKykuLi4xWsKCwsBqKioOO6AyzC6v7elrmst/q+c4GciBIs3VPPIf1Y3L6prSrBqSw1fv3kCE4bkn9AFsTudisdKd52DmibYWxvju39cgLX/eKhtTPDTfyzlitkDufrMgeiiW6p2UjoVj83u0tWfZWefg6fDsZFuqkQP5qHrGkKc2PXF0WcEiaUvIGJ16CeQhKMznA7f5enwHpXO0+MDrkgkAsC3v/1tvvSlL/GNb3yDt956i3vvvZfHHnuMRCJBMBhs8RqXywVAMpk8rn1qmiAnx3diFe9AwaCnu6vQ4xzPZ1JVH+PRl9e1WfanF9by8DfOpqAHfe/H41Q5VrrzHGwIJ3jkuTXNwdahXp63nYtn9qdPYaAbanZyO1WOzZ6gKz7LrjwHT+VjIx6pwfDn4PO5Tnhb9oDhJJbrOKrXk9Xv0g6oXcc7lb/LA06H96h0vB4fcDkcDgDuuusurr76agBGjBhBWVkZjz32GG63m1Qq1eI1BwItr9d7XPu0bUkoFDuBWncMXdcIBj2EQnEsS82/ASf2mdQ3JUim2s5eGU2Y1IcSGCfUy7779JRjpaNu0LrzHAwlTPZUhdst37iznoBLV+O5jlJPOTZPBUfzWZ5M5+DpcGyk6irw9B1GNJrskN8MPa+UprLF2IPnnHjlOtDp8F125fmnnHp6fMBVVFQEwNChQ1ssHzx4MB988AFTp05l8+bNLcqqq6tbvPZ4mGbP+cGwLLtH1acnOJ7PRBOH7wemCXHSf86n0rHSXe9DHOE4cRgapmmrgOsYnUrHZnfrqs+yq76vU/XYkLaJHalH9+dg27JDAhFR0B9z08ekEwmE0fOSgp2q3+WhTof3qHS8Ht8RddSoUfh8PlavXt1i+ebNmyktLWXKlCmUlZU1dz0EWLRoET6fj+HDh3d1dZUeLOB1EPS1fYHKDbrxexxdXCOlJ3IbGsP75bRZpmmCQb2zVbClKMoRyUg9SBsjkNth29Tz+4OVxqra2mHbVBSl8/X4gMvtdnP33XfzyCOP8Oqrr7J7927+8Ic/MH/+fO644w7OO+88CgoK+OpXv8rGjRt59913+fWvf82dd96pUsIrLbh0ja/dPBFda9mCYeiCr988AZfeTRVTehQNuPfacfjcrTsAfP6q0bhUxgxFUY6CHcr0ttE7MOASgQJwerHKyzpsm4qidL4e36UQ4N5778Xj8fCb3/yGqqoqBg0axMMPP8y0adMAePTRR/nRj37EDTfcQFZWFrfccgv33ntvN9da6Wls26Z/oY+Hvn4W7yzZzY6KEIN6Z3PelL74HBqWpVotlMycbDl+B7/9+hzmrSxn1dYairK9XDyzP1leB6i08IqiHAU7XAtCQ/cGIZrukG0KIdBy+2JWbubE03AoitJVToqAC+COO+7gjjvuaLOsX79+/O1vf+viGiknI2lLvIbGtWcOxJKgC4FpWqqLmNKCtCXFeT4unNqHsyf2RtcEZtpSwZaiKEdNhmsRngBC04GOCbgA9NzepDfNQ1pphK66wivKyaDHdylUlM5gmjbSsjHNtrMWKgqAZcnMcZJWx4miKMfGjtSheYJHXvEYabl9wEpj1+7q8G0ritI5VMClKIqiKIrSwexwDaITAi4RLATNwKre1uHbVhSlc6iAS1EURVEUpYPJcB3Cm9Xh2xWajpZVjFW9o8O3rShK51ABl9KtNE0ghcCUgKZxhCmQFOWkIDQNU4IlBLqufmYV5XQjbRMZb0TzdHzABSCyi1ULl6KcRE6apBnKqccWgl3VUZ55dzNV9TEGlAS56fxh5PqdCJWcQDkJCU0QTVk8P3cLq7fWEPA6ueqsQYwekIumjmlFOW3IaANIifB2fJdCAC27F9aOZchEBOH2d8o+FEXpOCrgUrqHJpi3eh//eG1D86L6UIIVm6q579NTGNo7iK3StCsnESEEjbE03/7dx6RMG4C6pgS/fWols8aV8JlLRqigS1FOE3a0AQDN3UkBV1YRAFbdbozeIztlH4qidBzV10XpFklT8u83NrZaLiX84bk1pFSwpZxkbOCvr6xvDrYO9fHqfTTFOi4ttKIoPZuM1AMgPIFO2b7w5YLuVJkKFeUkoQIupcsJAVX1Max25r5qCCeJxs0urpWinJiUJVm3ra7d8hUbqzAM9ZOrKKcDGW0Aw4VwdM70xEIItGAhlgq4FOWkoK7+SpeTEowjJBLQtOPLniEEOBy6urFVupwQhz9unQ69C2ujKEp3sqP1nda6dYDIKsSq3dmp+1AUpWOou9IezDA0TMs+JbOcFWS7cTvbvgEtyffhdR3b8EIhMhnh9jUkeOnjHXywuoK4JZEq7aFyHI7n3HPpgumjitstnzisELON7oaKopx6ZLQB4e7cgEsLFCBDVUgz1an7URTlxKmkGT2Q1AThuMlz83ZQ2xhn0vBCxg3Jx6UJ7Ha64Z1snLrgqzdN4Of/Wsahb8nl0PnqTRNw6mBZR789E41fPL6czbsbmpc99up6vnTdOMYPzldZD5WjIoUgmjR5cf5OqupjjBtSwKRhBbgNDcs6QrAkJbddPIKynfU0hpMtim44dwgep55p3lUU5ZRnR+o6PXugFiwEKbEb96Hn9+/UfSmKcmJUwNXTCMGKTTU88tya5kWL11eS7Xfx4L0z8eiiR9+zOQxwWHEA0rqHdDtDsaQtGdo7i99+fQ5vLdpJeU2UYaU5nDWxDx5DYB1D0gzd0Hh9/s4WwRZk7m0ffnY1v/vGHLyqi6FyJJpg3Y56fvvUyuZzbPH6SoI+Jw9+YSY+p448zMmnaRo79zbw5evHs728ibIddfi9Ts4YW8KWPQ3Uh5MUBJw9+vw9VRzt75CidBYZbUDL7tWp+xCBfADs+r0q4FKUHk4FXD1M0pL84fk1rZY3RpL89eX13HvNmB7ZWqNpAh8RIsveoqlsHgiBf8zZBMadS8T2tX2jKiV+h8aN5wzGskEXYJo28hhb8ZKm5PWFO9stX7S+kgsm9cU0j6HJTDntpCzJw8+sahUQhaIp/vDCGr5+4wQO10E1ZUmeemczuyrDDC3NYUBJkHjS5KGnVxJPmtSFEtx58Qh1HHaizO9QlOiqd2la+wFIiW/UmQQmXEAU/ynTQ0Dp2aRtI+OhTu9SKAwnwpeDVbcHR6fuSVGUE6UCrh5E1wUbttfR3j3Bik3VpEyJqwc21viIUPX497HC9c3LmhY8R7TsYwpu+iER6W33tWY601XreB9CSySxRPuvbgwlUUO5lMPRNMH23Y2Y7bSsrt9eT9K0cevtH0hSSsL7U79v3t3QqsW1KZLE7oEPS04lXqJUP/UjzMaq5mWhxS8RLfuYolt/TBhfN9ZOOV3IRAik3SUTEgt/PnZDeafvR1GUE9MDb91PZ4J4qv3AQUqweuANm2EIous/ahFsHWA2VpHcsbJTswYaQjCif0675ZNGFB55/I1y2kukD9/yZB6hdcSha4wfWtBu+fRRvTjO5JvKUdB1jcS25S2CrQOscB2xDfMxDPUFKJ1PRhsBEK7OD7i0QB52vQq4FKWnUwFXDzO4T3a7Zf17BTG0nveVOewEsQ0L2i2Prv8IQ3ZeFiVdwJ2Xj2rzZra0KECffNWVSDmyfsXBdst65ftwHOGhgbRtrj17MK420r/nBt2MH5qvshR2IodMEiub1255tOxjDDvRhTVSTlcylmnd7qoWLhlrQKZinb4vRVGOX8+7ez+tSWxbMnNM64G2mia48fyhaFpPDBwEwuFsv9RwIg87+uXE2LYkL+Dip1+cxbDSTEuXy6Fzycz+fP/OqRiiJ35mSk9jWTZnT+rTarkm4JYLh6EfRb9Ur0Pj51+axfghmZYuQxfMmdibB++ZiUs1b3UqKTSE0f7vkOZwoi55Slewo40gNHC135W+o2gHEmc07Ov0fSmKcvzUGK4exLIkWT4nE4cVMqxfDu8s2U1jOMmwfjlcesYANu5qYFifbJA96yl5SrgJTLyIutceabM8MOkSUtIAOjHwsSVFQRffvHUipp0J71yGhm3ZnblX5RRh25KA18mwfjkM6pPN24t2URdKMLRvNpfOGsCGnfWM7JcDR8oMb0uCboOvXD+WlJU5Dp2GQFpStbJ2srQ0CEy8iMSudW2W+ydeTFq4OOKXqCgnSMYaEC4fQnR+gC/8uYDAaihHLxrc6ftTFOX4qMd9PYzboWHZNh+s2Mt5U0v5zGUjKSnw85eX1nLWhN6IHhZsQaZlwFk6Blffka3KPIMnoxUMOOLNphCAppG0IWbaWIhjnvDZtiWalDgFOATYatyWcgxcusDtMHh78S7OntyXOy4bSWlxkL++tI45E/pwtI3LUkqwDx6H8himOFCOn21L9OLBeAZNbFXm7jcaR99Raiyn0iVktLFLuhMCCN2B8GZhN1Z0yf4URTk+qoWrp7Elk4cVMrQ0h7cX72Z9Y5yJwwu5/+4ZuHWOaX6qrhSx3ORc+hXsut1E1ryL0HR8485HZPcmZrsO+1pNEyQsyd9eWcuyDVXYMjNm5rNXjqZfob9FGnxNE9Q0xmmKpNA0gddp4NBQrQfKiZOS0YPyKMzz8sHyvawPJRhamsO3Pz0Fn9tAdtPNuqZrJE2baMLEMDS8Th1DqGO+LVHLTfD8zxGYUk505TtIJP5x56Hl9iVqubu7esppwo41gqvrMmIKf54KuBSlh1MBVw8kpCTLbfCpC4fi8biIx5IkkyZWD5++J2q70fKG4T1vGFIIEml5VHNqpWz4/p8XUtMQb15WURvlx39dzIP3zKQkx4NtS6QQrNpWz59fXEsomknC0afQz9dumkCe36luQJUTYgvBr59cwebdjUwcXkiW38myDVU88dZGvnjdOKYOL8Dq4qQXUggWb6jmn6+XEd0/9cGAkiBfv3kiQbfeYx/AdKeY7UbLHoz7vCFAZm5D9dugdCUZa0T4crtsf5o/F6t2V5ftT1GUY6e6FPZkEhyGdlLdLNi2JJmWpFJ225Mdf4KmCbbta2oRbB3qsVfLMGVmvcrGOL98fHlzsAWwtzrC9/60kIS68VROUGM0RdmOekzLZsn6St5buqd5Lq1/v7mBRLprgy1d19i6L8Qfnl/THGwB7NgX4rt/XECihz+A6U62LUmlbVJp+6T6/VRODTLWhOjKFi5fLjJcg7TSXbZPRVGOjQq4eiAhBAkbPly9j8deWc/WfSFMBOIUnL3XMDRWba5pt3zr3kZsCZaEx9/c2OY68aTJonWVGEbrdNyKcjQ0TbCrItRueVMkRfII83R1tJQt+dcbG9osC0VTbNpVj36YiZgVRel60raRiVCXjeGCTJdCpMRuqu6yfSqKcmxUl8KeRhNsrwwzf/U+powqJifoprYpwVuLd3HHZaNwdHf9OphtQ1Fu+6lzs3wuQGLZHPaGeMPOes6d2LsTaqicDqTMzJVl6IKZY0uYProXQkA0nubtxbvZurcRRxcH9LaU7K2OtFu+cVcDEwbnY/X0vsaKchqRiRBI2aUtXJo/033RbqpAz1XXQUXpiVTA1cOkLZlJ2ScEv35iBWnTpiDHw3XnDGHttlomDSlA2qdOpi3TtJg+qpi6uibGlnpJpCVvrqpnw85MV64rzxyIy9BIWZLCXC879rUddJUWB7qy2sopRkpJSb6P+z49lUXrKvjtkytImTZ5WW6umTOYi2f0w+3QujRxhgDystzUNbU9We/gvtk4ZBKnSGMLjZRwqzFditLNZKwJoEsDLpxecLixGyu7bp+KohwT1aWwB9E0QSRh8tQ7m3h/2R7S+wfo1zTE+cNzaxAITrVn2boG+VoTVzrmU7LgFwxe83u+MqaOn9w+kjPGljB7fG8s08apwU3nD21nG4I5E/uQ7uIuX8qpQwhB0rR54cOtvLNkN6n9515dU4K/vLQOy5ZYXTwWyKVr3HBu28f8pVOLmVkcp+n131L9j2/S+MJPMarW4tFTba6vKErXOBBw0ZVdCoVA+HKxm1TApSg9lQq4ehAhBMm0xZbdjW2WP/XOJsxTaB4ZIcBj1lP5928TL5uHHQ9jNlaRmv9v8tf8iy9f3h9tf2ueZUkGlWRxy4XD0LWD41a8boPv3jEVr0MdysrxEwISKYt12+raLP/3GxtJd3HAZVk2k4cXcNmsARxyyDN+aD43j4Wqf32XxM512IkIqaqd1D7/S5Kr38SlqwcPitJdZKwR6OIWLkDz5ajU8IrSg6kuhT3Mtr2N7ZbVNMZJWzZO4+QPLgxDw2VIYisWIi2zVXly93oIVSH8/ZuzHWpScuGUvpw9qS/7aiI4HTq5ARdOXRwx/bzDoSNEJnBTk58qbdldmemuqmuCsUPyCXqd7KmOsL28icZIklTaxuU8eO4JkRn7dTiGoaFpAik5rhZYYUuuPnMgl8zoT3VDHLfLoH/QpPbx77a5ftPCFykZczZJVBdbRekOdjwETg9C69oxn8Kfi7VzRZfuU1GUo6cCrh5E0wRBn7PdckPX0LWeG2w5DdDsFFJzkLJEmzejui5IWZLlZVWs2FJLcdZQ5lzzII71r5He8FGLdWMbF+KYPrDFjaoAivN8uDQw93f7Olyw5dRMnOkQ0dUfYDZW4R44AU+/McSFX413UZoJIfB7HZw5oTdnT+rLsg1V1IcSnDG2hFsuHMbfXy3D0AW6LnDLGMQasRMR9KxCTMNLwmqZzkbXwCsjxDctJb53I478UgIjZ5EwAqStYzuHhS1x64J+BV6kBJEOYUUaDu7Ll4132DQ0p5tU1U7SdeWIvOFHDAYVRel4Mt6EcHVdd8IDhC8HklFkItKlGRIVRTk6KuDqQWzbprQoiMuht5mC+oxxJTgMAT1sXhlDk7itJiKL3iBVsRUjp5jAlMsxPfkkbQNNE1gyU+140uK+PyxoMZfWi/Ph69dcyKBUnPS2pc3LNafnhOrl0CxE+RoqXnkYyHxmsU2L0X1ZFN3yYyJalropVYBM0ozSwgCNA5L8+K+Lmo+LhWsrCPqc3PfpKbgMDU+imur//BQrXN/8Wu/IM8g663YilgvIPDjxJKuoePyHyNT++eU2LaZp4fMUXn8f5A9BCO2YW1sP1EmIg0/Oc866GSOrgMj6TJdcd58ROHOKSGvimB4oCAFSaKQtG10TODTUAwlFOQ5dPQfXAdr+iZbtUBW6CrgUpcfpuc0lpyHLknjdOl+5cTwuh47HZZAbdKNrgkG9s7hoer8e94XpuoYzvIeKv36D8Iq3SFZsI1o2n8p/fAe5ZyWGLimvj/Obp1fx0ep9/P65NS2CLcjcSD704ma0Mz4Dh3TD8A6fiZQSTdcwjqMbpVvGqX3tEQ4EWwdY0Sbq33kUl6YmiVQybFsiNMGjL61rFYSHoikef2sjupBUPfWjFsEWQKxsPrFVb+LY//jKTYLalx86GGzt58grQUgLbdcSUgv+jbbjYwIign4Mh7Zh6EinD0dBKVnTrsBsqqHm5f8jvm0lyX1baVryChX/+h4es4GjnrZPEzTGTf744lq+/fv5/PSfyyjb3YR9Cs77pyidzY41IpztT3XSWYQvO7P/pqou37eiKEemWrh6GIcQ+D0GP//yLOqaEjSGk5QWB7Asm4DPiSYlXfncWdMEmiawbYndRsuaS0ape+0RsFuPw6p/88/kfHoYVQ0mt10yAq/LaHciV9OS7KyOM/byL1Hz0kMEZ1xNVA/y1LtbqK6PMXZIPjNG98KpHd1NoKYJUhXbwG573Exi51pyrDiccjObKcdD0wS79jRittOqs25bHYlkCjve9rxYoeVvUjT2PNL40NJR0nXlzWVGdhGOcReR1W8o1c/8FDtxcBvC4aLo5h8S9/Zu8/yCzEONpC1JJC1i4SSVdTEmX3QvRjJE1TMPtlrfTkRpnPsv/OffQ8I6/E+8rmvsqY3xg78sbN5/YzjJ//5rGZfPGsBVswciVDOwohw1GW9Cyyvt8v0KwwUuv8pUqCg9lAq4ehhNg+yAG2KNjMyWSF8S6RKUVdrkZXXdHFy6LkhYkt37QuysCFFaHKR/rwBuXWvRDUqkYpiNbT9Rk1YaGarm/aVRQrEU/3XT+MPuM2FKcGv0uvOXlMecfO3n85vLVm6u4T/vb+Wn955BVtaR6y8E2Km25y9qrp9tqzZepVkiZeLzOLhhdm8mlLoRVoqkcPPGqnreW1F5SFp4gWfgOHzDpiJ0g8SeTUTWz0PYJgiQB4J8oeE87x52WsV43A7M1x5uEWwByHSSmud+TvFt/4OViiGcHtK6j6SVaemVQrC1IsyfX1xLVX0MTcCkEUWMunIUzj1r230v8a0ryD43yZF+4lOW5A/Pr2kz2Hvl4x1cNL0/HkO1dCnK0ZKxEJR0fZdC2J+pULVwKUqPpAKuHsZC0MsRpn7+n6kq3wSAMJwMnnoZouhspCsLu5Oz7GmaIJSw+P6fFtIYSTYvD/qc/M/nZ5DlNppv0DQOX5dILMW28ibiSROHsCjO81JZF2tz3cHFXqJLF+I5+07+69fzW5VH42l+/5/VfP+uaUd8D5Yl8ZQMabfckVuCNNwcofrKaWRobx8/+/RwjIV/J7VsPRJw6g6uH38RM285A59TI+L2UXD5l4nvXEvDR89gmym8A8dTdMN94HCBCbh8aJ4AxuSreXqDhw/WbOF3dw9t0ep1KCvaiFm7h6r//AKEwDdiOsGzbicmPeyti/M/f1vcvK4tYWlZFZoQfH7IkVqejtwyFU9blNe03WoHsGVvI+MH5rbb+qYoykHSTEE63i1juCDTrVAFXIrSM6nn+z2IpgkCdhM1z/6U5P5gCzI/4k0LnkfsWExXZJpNS/j5v5e3CLYgM5blZ/9YRnp/kOLTEpiN1RjBgrY3pBsk3XnEk5nuhjIZ4fMX9W9zbMn5E4vxmw3YsRCRaLLdG7yNuxoIx45u7JXpCOAbc3brAqGRe+FnSYqu72ev9ExCQJ4jif7eb0ntWd+8XFppkstfYWBkBQGnTf4l91D/weOElr6GFW1EJmNENyyg6j8/R5iZsYlJ4SP3gruJ5I7ggzXVmQ210eX2UDKdyoxflDbRsgU0vvtXHCLNY6+tb3P9FZuqcfQb1+72PAPGYWruI77vI/XQPRWmoFCUriLjmUmPuy/gysVuqmqeSkVRlJ5DXU17EF0X2I2V7XbRa1r0Et50U6fXI5Yw2VMVbrMs4HNiS4nDaSDD1TR+/Ay5Z98KovWh5DrjU7ywuLr53yu2hShpXMH/3jGacYNz8bgMehf4+fIVg7h2WAK3HcVRWIrUDz+u6miftidsB4FZN5F3yb04cksQTg/uAWMpvv1BzKxSNR+X0kwIgYg3tdsKFV76KphJQJKu2dOqXKbiNC18HpdhY1oSve9Ylu8++GAgJt0IRzsBkKajub0tgrL4lqUYZoRte9s+39OmzdZ6gWv0Oa3fi9ND7rm3oWEeMdmMx6EzvF9Om2W6JhhQkqVatxTlKMl4Zi6/7gq4NG82pOPIZPut1oqidA/VpbAH0TSNVPWudsvteBisVKeHyal060CkT6GfOy8fxZY9jTz68noKcjxcMCEfZ+FQIuvnUXzjfYTXfECqejdGVj7GhCt4Y0Oaj9bubd7GcwsqOOvOyZiv/povDJ2NnNYPEiFE2WP4Rp9JZP1KguPPw9H+VGT0KfTj9zrAPLpJZKOWC6P/dHJLxyKkjSWcxKTjiBMlK6cXTROkave2Wy6TMaSZJLq+dVfXA+JblhGYeQNJvKRso0XGzecX1/CZadeR/PjfrV4XnHA+0Y2LWu8zESXoc7bK6nnAhooUVp8L6N13PNr6N7HiYTz9x+IbNpWaV36HnYiQdcZ1ePtNIGa1fVJpwL3XjeO+388nGm/ZcnzvdeNw6Ucxu7OiKMD+8VvQaVkKa8Mmi3bE6ZPtYHxp6wc4wpd5eCKbqsCtJj9XlJ5EBVw9iG1LHLkl7ZYLpxuhO45maMYJ8XsdGLpoztgW9Dm5+8rRfLRyL9NG9aJfcRDDEHy8oYG+eWcxpOJ1qv7zC3wjZuAfORM7lWBv0sOz83Y0b1MTmexnr62Jct2V/4/ErvXEN72LEcjFe9bNpOsrCIyZQ3j9PNwzbuaK2QN5ed72FvXSNME9144lJ+CmoSF61O/HNG1M9l+cZPN/FKWZlDaO7MJ2y4XuQHO4EK425oYTGu7SkRjZhaAZYIFpWkwbVcRT72S6Bi8qq2FknwFMvfDL2Ev/Q7q+AiNYQHDyxQhNo+7dv7ferjeX799VSF1jAsMQlO2o540FO4knTTRNMLJ/Lj/66yLysz189eq7GewLE1r2GhWP/whk5qFJ3et/IDjlMlyTryLZRsZCKSVBl86vvjKbxesrWbO1lsJcLxdO60fQbahgS1GOgR1vAgR0QsCVSNv85t16GqIWpg2fPyubSf1a/h4dCLjsUDV60eAOr4OiKMdPBVw9iGlauAv6onkCmdasTwiMP5+UMwDJNl7cgdyGxpVnDuK5uVsBuGhGfyKxNFl+F79+cgXJVKZ1aeyQfMYMGowovhK5eQGRtR82b6PouolcMas/Q/rl4jR0LFuSG3CS704jzUai21cTGHUGjtwSrFiIdH0FDR89RdH138EErpg1gJH9c3l27hbqmxIM75/DjecNI9d3mOYvRTlOpilxZxej+3OwIg2tyv1j5pAy/ATGn0dkzdyDy0fNxj96NvEda7DiEezKTQQL+mJrToTXyyUz+vP6wp0A/O3tXbxbHOCmWfcycUguuiYIL3qB8Mp3Wu3Pc+V/8/ySWl76aHvzJOgThhbw7dsm89unVnLbJSN4bcEOpISGUIKBhS6q//E97GTrhDShZa/Ta8KFJGn7ibdtS5wCzh5fwlnjStA0MNO2CrYU5RjJeAhcHoTW8d1Q3lgboSlmc/uMLD7aEuOpJSHG9XVjHDIQUxjO/anhVeIMRelpVMDVgxiGzqrdknE3fY/q//wcK1zXXOYbMRN99AXUxcDbyYkzpG1z8fR+5AbdPPveFiYMK2Dlphpe+GBbi/XWbKmlIZTkazeMJjDmHNIDZpIULlwODW92kCnD4RdPrm7uEuUwND51Tiln9YrgHz6Nunf+jkxnUrcL3UH27OuJbV6Ks3cIZ8k4RpRmcd9tk7FsibO5a1Prm0DDEDjsOEhIa55251JSlPYYhsaachhzw3epee7nmE0Hxx56h07BOfkKqiOSgqYaAuPOIbz6fXwjZuLsNYjKpw/OhRVZ+wFGdhH5F38Ovb6S68+eybTRvXj5421Eommmjipi8KAidC1JSrgITLuaZNUuUvs2H9zf5MuZW+7lmfc2H1pFVm6uoSGc5CdfmMlfX1nHyk01DC/N4e4rR6OlG9oMtgCQNlZTNWQdvouRaWZaxdqZuk5RlCOQ8SaEs+PHb1m2ZP7WOCNLnOT4dGYO8vDPhSFW7kowZUDLVi7Nl40dqm5nS4qidBcVcPUgQkDSlOxM5aKf/x28MopMxhD+XBqlh+VrmjhzQtf0y9aRnD2hhNnjiokmbV6bv6PN9fZUhUmYGms85/DMU9uJJUwMXeOcyX2YPKKoOUMhZAb6P/b2TnrfPJz+e5dReMWXkZYJugPdn03TopeIbVqMtn4eRbf/jIjtRWN/JjUpMRw6+iFPDoUAnxYnsXERDWveAynxjT6LwIhZRKRPZWpSjpoQAtuG7fEAxrnfxEcMmYgg/Hk0SjcL1keZMipAzUsPkT3rOgqv+Qa6P5uKf/2g1bbMxirCK99Fc3vx5BTTv3AIX7tuDLFkimQ0SrimGjNRjbtmI8nRF5GafS9eEScdqgdPFmFPAS/8aXEbtYSdFSHiSZMvXDUGW4LLEGiASLf/U+4s7IeRlYfTqZNKnRzRlNOpY0uQtlTJbZSThoyHOiVhxrryJKGEzZjeLgAKAgZ9cwzmbYm1CriEV6WGV5SeSAVcPYgQMLhPFj/9x1J2VYbRNIHT0EikMjPHf/7qMbgdGtLs3BsQj5ZCi9YSWfgOMhnHmvrpVgPqD7V9XyPvLN9HLJEJrkzL5u3Fu6lpiHP9uUN44q1NLdZ/+uNKvjahH7VvPYp+xqeJePOINLjIGX0NruLRpBc+DnYKKXyZ7HEaVDXEeXvxbhIpk3Mnl9Kv2E9QS1D77IOkaw9mjWv88Akiq9+j8OYfErZU2nflaEn6Fvn51RMrqKyLcsa4ErL9WexcVc+Ssipuu3g4HqdOGknjx8/iLBmCf/iM5rFSnxTdvITCq75G08fP4r3iOyzbWMNfXtlAdP85Upjj4etXn032sudxz7idectriaRcvLdyJ/dck9XiQcUn7akKM3FoAdGkyc6qKF63QX4gB8+wGcQ3LWxez8gqIO/8O0nXV9D44RPogTz8Y88l7cwmaffMn34pBOGEybvzdlDblGDKiEJGD8rHpR19dlJF6S52rKlTEmas3pMg16dRGDx43g4ucvLR5hiJtI3bcciDSF8OVs3ODq+DoignpmdedU9TmiZoCCfYVZkZv2XbksQhT6SffW8Lk4blY3CEyXNOgEdLEVv6PJHlbzYvM0ZciMPQSLcT6AW8TkLR1gPLVm6u4fLZA9FEZsLWA/bVRtFyeiMvuY8Hnt/J3uqDcw1NHVHAXbc9zIdbGnl32Qp0TXDWxD54XAYL1uwjkbJYsKaCQX2y+O8bR7QItg4wG6uIbVyIMeI8TFPdpClHpusaTdEEowflc/Wcwcxdvoete5oY3CeLH949nZc+3Mr0UcXN6wtpY7UxzrLZ/n55MhVnb22c3z67tkVxdUOcf80t5wfXX0V07UvMqFyP8GZz/nUXEc9yt0ha80l5WW7+88FWXpu/o3mYVdDn5Luf+QzZI89Dbl9Keuti8i/+AjWv/q7FmLTwsjfIvehzOPtPI2V3waR+x0AKwdJN1fzx+YOf1aJ1FeQG3TzwhZm4dTWsTOnZZLwJkdu3Y7cpJWUVSfrltZwuZWC+g7kboWxfkomHJM8Q3mxIRpDJaLelp1cUpTU1D1cPs7WdeXcA6kOJdoOejiAEiGhNi2ALQN/yIedPKm7zNdl+F7quEY6lcRgaeVlu3M6DN3KRWAqvu+WForTIj/Dn8dPnd7K3uuV8IedPH8AD/1zFI8+tZdOuBsp21POH59bw2sc7uOfagxO9btvbxPyyGtxDp7U5B1h03Yc47MQxfwbK6cm2IZ40cegaP//XMpaWVbF1byNvLtrFg48t4ZIzBmBL2XyspWrLcZdksoBpngC6PxsOeRDiLOqP2ViFPuFy/v3mplb7yw26+fL5BVT94z7Ci18mVbGN5LblpF5+gFyrljMn9GmznrlBNy6nzqsf72gRfISiKe7/62JqjN48F55I4KYHaFr+RpsJQOrf/AtO++izfHaVpGnzpxfWtlpeH0rwj9fLkG2c54rSk3RGl8KasEV91KZfbsvraLZXJ9ens6685cNOrTlTYU2H1kNRlBOjrmA9TE7A1W6Z09DQOiH70QEOh050zXutlic3zOPKUQ6mDs9vsTwvy839n53Oix9s43NXjeGbn5rM1XMG8+UbxvPVmyZQlOulMNvdopXO5dT5xlUDiGn+VsHWiP65bNvbyO42Jl3etLuBaCJN7wI/Q/oE+dlnRjC1MI5vyGSKrv82ObNvyKTk3k9oOnRiS6ByahECcgJu/vP+5lZlybTFk29twtB1ci+8GwCZTmBbFsW33k/uOZ8ie+a1FN/43wQnXQRCI3vmtYRWvI3We3Sbx/M1M4uxF/yjOWnMoVKLn+GSmf0ZP7SgxfKCbA//fcdU/vbK+hbLDV1w0wXD+Oatk6hpjDFuWBFR20E6Emrn3UqSezag6z3n51/XNdZvr2u3BWvJ+kpSaiyX0oNJy4RUvMMDrk2VKYSAvp8IuAD65hhsqW45T5/wHkwNryhKz6G6FPYgliUpyffhcRltjuGYPaEPhi46bxopCTIZb73ctki88lPunHUbN184i237wvg9TpJpi3yPxd1XjuIvL61j2yGtcwXZHr5y43jyfQKHoWFaNkGfk4fvGUfyw8eoG3gNPo+DMYPy0QSU7ahnwrAC5q/e1271Fq2t4IKpfZleHCf1xk9IJqLNGfI9gydSeMWXqX7pIZA2/okXkNbcmaYLRTkC24adFU20N0xoW3kTadNC6z+VXncOJbVvCzKdoOrp3yHNAzc8gsCkCym5439pWvwyOWd/ipjTQ698H1v2NLbY3ogSN+bK3W3uK759Na6ZaUYNyOOK2QOpDyUIeJ1E4mnC0RSbdx/clhDw1Zsm8uHKvTz19sGWNJ/b4Ls33UX28sdIl29stQ+ZauM87yCaJjCMTDCXTh9dkg4hIJ5qf9yaLTOZ2tDVQxSlZ5Lxzpn0eEdtigK/jtNofez3zjFYvTdJOGETcGv79+8Ghwc7pBJnKEpPogKuHsQ0bTwOja/eNIGHnl7ZnIQCYOSAXM6cUIJD2Niyc55Mm5aNd9RsohsXti60TKjZxlt7C5m3rpZkyuLGs/sje2v85/3dLYItgJrGOL97djUP3DmeH39uBlJKCoIG5oJ/E9+xhqFn3s4vbuyFsf1jhLRJXzOTiC+Lj1e1H3BJCVOGZJF88n5kumU3ivjWFThyeuEZNB4r2oSr/3ginZxcRDl1SCmP2NwvgKRtkDTyCfTV2feXr9Py6YckvPxN3H1HkHPO7VREdR57fi2XzBzAQ0+vBCA/281d5/WlJCiQF30O3RsksXcjTYteRlr7E9NIm2CiipKCXH72j6U4HDrJlIlpSb5/5zSKcr1U1WdSwE8cVsiWPY0sLWt5cxVNmPzo8Y385jOfgue+1+q9uEtHEengFiMhwCvi2HV7iJbNQ3O68I+Zg+bLBQ7/1N80bUYPzG+3fFDvLFyGpgZxKT2WTOwPuDq4hWtHbZqiYNu3aiXZmeXbalKM7+tuXq75spGqhUtRepSTKuDasWMH11xzDd///ve55pprANiwYQMPPPAA69atIzc3l8985jPcfvvt3VzT42PbEq9DsmV3PV++YTyJpEVTNEnvAj/7aiO4hL0/a2Hn7V8vGICzaACpqpZp4IXLixxzKe//ZQOmZXP+tFLOm9qfSNpi+ca2f9ir6mM0JgW5ASeV9XGMVJj6dR+Rd+7txBc9Q3rDAppzH67/iJzJlzFn4kz++UbrJ/IA50zug1G3jXS67Zmfw2vm0uvW+5HOAFHb0+Y6itIW07QYXOJDiLbv6QeUBPE7bSxbw+OEyJJ3aa+puWnB82TN0qlN5LNiUzWDemdz43lDmbeqnO9f1w/57kNUv1/RvL5n0EQKr/oqVS/8BuzMQ5aY8DB32R7u+/RUIokUliUZ1DuLgMfBbRcP55ePrwDgrAl9+NMLa9qsRzJtsanaYlhuCen6gw8yvMNnYLmyoIOfR/i0OHUv/opUxdbmZeGV7xIYfy7BaVeiOXIO+/qg18HMsb1YsKaixXJNE3z2qtEYn0i+oyg9iYwdCLg6roUraUoqmkxGljjbLA+6NfwuwfbqlgGX8GZl5t5TFKXH6Dmd+I8gnU7zjW98g1js4OSeDQ0N3HHHHZSWlvLcc8/xxS9+kV/+8pc899xz3VjTE+MxbC6dXEC0KczrC3bw0Yq9vLt4J2N6u+mfp5O2Ovcri0kPedd8i+wzb0IP5KK5/fjGzKH40z/D8uZz/2en87tvnM2N5wwFNOJpediHzg3hFJqU9M73odlpdF8QzeUmtmFB630ve5VZI3PoXeBvVTakT5BxA7Owa3e2uy+ZjIHDQ8T2qAfhyjHRNA1PrIqb55S2KnMYGl+4qC8eO5rpLpdsxGxov7uOGa5DxsOUNKzks5cNY19NiKr6GA9+ZhT2W78iXd8yoIhvW0F00xL8o2cD4Jx0Je+sbaSqIY4VrWeIL8yE/ChFrji6NBlRmsPnrhqN123gdOjNqebbUhXT8Aydguby4sjtRe7Fnyd49meI223fwB0vwxAkNnzcItg6ILzqPdK1e3BZkTZeeZAmJXdeNop7rx1Lr3wfPrfBlBFF/OorsynKcqu08EqPdqCFiw7sUrinPo0tobidFi4hBMVZBjvrWk7bIrw5qoVLUXqYk6aF6+GHH8bvb3kj/swzz+BwOPjxj3+MYRgMGjSIXbt28ec//5lrr722m2p6YjQzgWnpjO3vY3SfUiSg6TrJtE0iLfG640Ss9hNrnCgpIWp78Iw5D9/+eYakw0NMevAi8Wbp+9eTzFtbQUmBH6ehkWqn+15elge/iJDetx1HThG+EWcQ2bgY14hZ2HkD0eKNmBs/xIpmuiTKub/n/ls/y+INtcxd14CmCS4Yl8vo/DT6mtfJGzmNuFPHDNUR2TAfmTqYdMDIKkAIrfPGuCmnLCklhqEx27ed4Z8azQtLaqkLJRlVGuCSiXkYy5/COvcOXCQJL3kZz5Ap+IZNy4yXkBDdtIjoxkVgWziLBpCu30dy9VzOuWIQk5qWYg89B8I1WLEw/rFn48gqwIw0EC2bj52MESmbT/GN/02qdCorqt1sLG/ge5flkX73N8hALtH+U4gKjeyCQry9RnDm2F5MGlZI2pYtuhh+0rDSXFy9rsA7/iIkgpTmJdoJXW2dVoy6FW+3Wx7btJhAIA/N7T1s4KTZNtNHFDJ+SD4ScGgCISVSBVtKD2fHQuBwI/SOu63aXZ9GE5Dnb38Kh8KAwao9CaSUCJEZ5yW82chYA9JMIYyOfbiiKMrxOSkCrqVLl/L000/z4osvMmfOnObly5YtY+rUqRjGwbcxffp0/vSnP1FbW0t+fvtjAnoiw9BoSrv5zl+XUdeUoFeeD5/HQUVdlGg8zafOG8CVM0o6tQ6aJvDZTTS88Rjx7asAiaOgL7kXfJZ0oA9pW0PXNcp2N/DYq2V8+dpRXD6zL899tKvVtsYPziXHq0EiguHLQlom7mHTiZo+Xl1ayYYlYfKyCrj63DMpaFhDct4/scL1eHYtZFL5ciZOmAzSRmx7BWeoL+7RZ9K46EXStXtw5vam8KqvEVk/j+j6jwHImn4lUtM7vKuUcnrQAnnIbQvJjb7BF6dei+3NRlSVEXvudZyzb8FyBXGmwhjZhWClqf/wWaxoE8Jw4h89m6Krv071iw+RNfkSal77PXYigjSTJNbNRd+9FteFn6Pomq8TXvMBkY2LcOQUUXD5l4htXU541XvgCfLf/9xEQzjJw58bRfqtn2Oc92WWl9u8v6oBTQjOHxdkUp6Fs2IhWbm90LKKue3iEfzy8eWt3k9RrpfeBX4SpkTTvJgSYnET07TxuQ1chsBuZ66vYyex0+0n4rDTCaxoI5q35IgtVaZpH7ww2VI9P1FOCjIR6tDuhADlDSZ5fh1daz9ZTFFQJ5aS1Ect8vyZM0f4sgGww7XoOZ17z6AoytHp8QFXKBTiW9/6Ft/73vfo1atXi7LKykqGDh3aYllhYSEAFRUVJxRwHciy1ZWcToMd5VHqmhJ43Qaj+2eR5dXwuXVWb63jhfl7mTOpL05H59XNIyNUPfEDrEhj87J0zR6qnrifXp/5GU5PNsJKkWPEmTaigAHZkrGBFF7XAJ79cDeJlIWuCWaPLeLmyT786Vqalr5GtGw+RjCf+CU/5L4/LW2eT2xXZZgVm2q4+fyhzLnuxzj3LCdRvonUvs2wL5Oi2106Cnff4VQ+9QAHmq/SNXuIblpM/iWfx0rE8PYbhRlpwGXb3fLddbcDKb57UqrvE9WV36PDobGnVqPPVd+hMW6xoy5BOpkm0LeUXmMuQkMSSdjkOx2AoO6tR5tfK80U4VXvYTbWUHzrDwktex07Hkb352AnMy1PRjAfIU0qn/klyMyxn67ZTWzzUvLOvwPPkMloDhcN4SQj+udilK9EnP8VfvJyVYvpE7bsaWTQylq+c91Q6v/1VZy9BjH2qvv48vXj+MfrGwhFMwM8Jwwt4PNXj8Hj0BACGqJpfvPUSraXZ1qSfR4Hn7l0JJOGFtARH7PUPHgHTyay9oM2yz0DxqG5MmPkDv1edV2g2ymk5uAoExqe1rr6PO/sc/BU+t0SiRCay9fqvWj7g6XM/4/tfZY3psn3G4edDqY4K9OCtbfRonD/30UglxSZeTWNgrbn9Otop9J32Z7T4T0qnafHB1z3338/EyZM4PLLL29VlkgkcDpbNpe7XJnudslk24kVjoamCXJyumeG9t3VMT51TinnDnVirnsbO1TPJaPGkr5oCg/+ZztpS1JU2Hl1C61a1CLYaiZtGj98AnfpSBo+eAKv28+XL/kirhyDxI4KLirJ4rL/N4b6iImdSqBtX0DypfdIX/oF4ttWgrTRJl7J757f0ObkzU+9u5kxX5hJyYQriP/pcy3KgpMuovb1P9C6r6Ck/v1/0+uWH1D33j9x5vfBmZWD+zTuQhEMnhrJQrrjHMwJhamLmBixekq3vwORepylI/HlzCDdWI03kIvmDBBa8Vabr4/vXEPW9CszXQuB7BlXYeT0ovCa/8LIKqTqmQebg61D1X/wJMU3fQ+ZTjC0NIfCHDce0ny022w1Vx3AtvIQZZUmQ/L7kqrYhmvR05xz/p1MGF5ENJ7GaWgEfS783sy8PdUNMb77xwXNwRhANJ7mkf+s5vt3TmPqqLYnNT9WjpnXEN20uFXKeUd+X3RfNs6cIrzBzHcqbQuzqYbwqg+J7FyHkV1A1pRLMXKK0d3d89t7MumK87wrz8FT4Xcrno6g+QIEAu42y32+YxsKIKVkX6PJGUP9eL3tX9O8XvC7NSojsnnf0u8kphu4041kdfHv6KnwXR7J6fAelY7XowOuF198kWXLlvHKK6+0We52u0mlWqbsOxBoeb3H37Rv25JQqO0xEZ3J6dSZNCQHz64NhJ75d/PyxJ4yNNfL/M9NPyLlMGhoiHbK/h2GILa1ddek5nqUb8Y3YiYA+ed9mljZh9Ttv7kEEIaTgiu+QqpuD42r3wRAc3qx99+ApbNK2VmxhbwsN1dPL2ZAkYdQLM2LS2vZtKuR7eUhGsMuJt74XWpf+T+saGNmu7rR3FLwSXYigtlUg52M4Z92FU3hNJBuc91Tma5rBIMeQqE4VjdOENtRN2hdfQ46nQYulwNr2yKSH/2jeXliTxnhpa9SeNXXqHnufzGyCsm/6HNUPf/LzFQJn5CuK8fIKiAwZg6aJ0Dlv3+Is6gfeRfc3TxO8ZNkOpFpJVv5Nt/61F386cV1JEvG8f6r7Q96f3tpOUMHT4LaPUTWfIB/2lUYWoAsd2asRzqZoiGZQtME67bVtgi2DvX318roV+zHeZguS0diSthTHWH+qkquu/ZHyFUvk9y2LNPVctRsfEOnYGQVEBdezIYoQghc8Soq//29g2Mw90Bk7YfkXnA3+pCZmLJHX5q6zdGc5yfTOdhTfrc6QirUgB4oIBxuOZm5pgl8PhfRaPKYEr/Uhk0SaUmWSxCLHT41cb5PZ3tlvMW+NW82kcq92J10v/BJp9J32Z6uPP+UU0+Pvqo999xz1NXVtRi3BfDDH/6Q119/neLiYqqrW96UHPh3UVHRCe3b7IY5nAxDI9+VpuLDx1uV2ckYsQ/+QfblXyWW7pzJPzVNRw+23w3T8GVhJ6K4+gzDDNU2P8k/QJopql/4NSWffgDhcJEq34LtDoB9sK/QRZOLuXqME7n0SZLLtpHlz+Gr4y+lfOZwqmIwd/le7Am9GXP9/bhlHBBttgq0qLcvm5yrvkXEciOPsO6pzrLsbjl2O0NXvg+nU6KnIiTn/atVmUwlaPz4WYITL6Dhw6eIbliIf+SsVt3nHLklOHsNpOi6bxHZtBg7GaP41h8gTRM7ET7s/u1kFBBkuyzumlOAw58FtB9wCUBzZZ6ySisNlonZxiTfbreDjTsb2t3Onqowlk2brz0qmmDuynL+tX8qhw9XV3D+xNlMPuci+vfKwu91YkkNR04ukYZoZq5BLUXdG39okfDmgPp3/kbJgHEkZOD46nOa6KrzvKvOwVPhd0vGQsi80jZuxDPdz2xbHlMgsqc+E2Tl+QT2Ec7PPL/Orrp0y+17sjAbq7r8cz0VvssjOR3eo9LxenRH1F/+8pe8/vrrvPjii81/AL7yla/wwAMPMGXKFJYvX45lHbyhX7RoEQMGDCAvL6+ban1i4ns20F6aveTudYhU5z1xTKUs/GPPabc8MO5cIus/IjDmLEIr32l7JWkT37EGZ0E/nL2HIWyT/Eu+gOb2403Xc90om8RLPyG5bwtIGytcR2rePynZ+SqTB/mpqItS1RDn079ewZtbYFGli4ThR2unm5HmCYA3h5jtVqnglRMia3a0G9wn923FWZBJGR/ZMB/vkMnNZb5Rsyi+8bsExp9LsmIb0kzj7TeapuVvgGVR9ez/Yiei6P7sNrctnG50b5DA2LNpfOdRkk99C7HuTS6Y0rvdup4zuQ9VOeNxXHU/7kGTsHUnmq6RltCUMImbkrQQzF9bQX52+91f8rPdnMjjm6QpefytTQf/nbJ4dVE59z+xmW/9bR31aTdJWnal0q0YqYptbW9Q2qSqdjSPe1GUk4GUNjIR7tBJjyubTBw6BNxHvk3L9+vURSyS6YO/X8KbjR1qf/oKRVG6Vo9u4WqvlSovL4+ioiKuvfZaHn30Ub773e9y9913s2bNGv7+97/zox/9qItr2jFsW2Kb7c+pA52f8TzlyCLvknupe+OPaB4/QjewIo34hk5F8wZJVe5Acwewwu0/NU/XV5Dct4XYlmUAOApKKbn9f5BoVD39k7Zfs2kB7slXMWFoAZt2N+B26kweUcz/Pb2Kt3X4ytmfJfHGQ7T4BIRG/qX3Ehc+Ov+TUU5lti0R8vDnXnNEb5nNqZ8DE87HyCqg8pmftgjWfCNmkjvnVqKbFiMMg/D6+eSeczs1r/yuVVCXe/anEE4PutNDtCwzP11o0QtMumEKpUUBdle1bB0b0jcbw9D5wT9X43Mb/Pjuu3FpfpZsqGLrnkY0XWN7eROGLrjx/GEU5dHu1A3XnzMUly6wjiNboRBQXhNpt5tUdUOceNLEbThaFhzhyYi0VPYM5SSTjGUy6nbgHFxVIZNcn96c6v1w8v06EtjXZDIgPzPeS/NlY+1ejZR2ZroURVG6VY8OuI4kLy+PRx99lAceeICrr76agoICvvWtb3H11Vd3d9WOi5Tg7zeCsOHEOfpczAHTMW2BMx1BrHkZYaXB4YIj3BeeiJRt4Ok/kT6f/y2p6t1YqTiu4kHY8TCVT/wY3Z+D5vLg6jWQZDtPqV3FAwktf6P53+ma3dR/+DQ5Z92I2VTT7r4T+7Yyc9xkHnxsMT+7dyYvfbSdTbszgd3TWYVcf93/INa/hWwox1FQSmD0bGzLQsNGGJmxK6qZXzkemgZ6QSlCd+AcdTbWwDNIS4HTjKKtfQ073kR6/7Gr+7LQc4opvOVH6LpGxb++32p70Q0L8A6eiG/kLDz9RmNFGtCz8im5/QFCy98kVbsHR04xwUkXE171Lo78vtjREMLpwVnQF2mmSb38U+679KusrS7gvbUN6JpgxpheZAdc/P4/azL7SZj86LHlPHjPGQS8TmJJk3AszeQRhQzqnc3T72zixnOH8s3bJvPQUyuJxDPjG4WAS88YwKRhBSc03uJw6aoP7OeTbMODI78P6dq9bb0CV69BpLpw3i2XIdGsJFIzSEmHmmBZOWZ2fP/4zA5s4apoMsn2tj//1qEOzNNV3nAw4BLeHLBNZLQB4T85e/woyqnkpAu4Nm3a1OLfY8eO5emnn+6m2nQsl0vHjqRw3/wL/j13Lx9/sB3blmQHXNx2zi1MHuhH6+QxSk7NQlZspPyV/0OaBwfqBiZdTN5dD1Ed02giTtas66h+9n9bvV4P5GIE80jXV7RYHtu8hJzZ1x9231k5WbjcaR69dwQhbD5ckbkh0wSEU4JNIR/FY24iFoni83tJvfcLzMYqSu74X6Kbl4Jt4x80EcsZJG6fvpkKlWMnhIa0TDy3/IInP9rHR//YjmlJgj4nt8y5nulDA4Re/jkAWVMvp+H9f5J79m00LXm13W02LnqZwPhzqX/nseZlzj7DyD/vDmLbVqDn96PJcpHuPx2fN4e4pRG76Acs2hXB69QZ188Lm99nisvBxBuuZO7aWt5ZvLtVi1comqKqPsb/PbOKeDLzNGb1lhpyAi6+evNEorEUwwMRfn5TCY2Wl3jKoiho4I7uI6AliB7nROpSQq98Hw5DazPzaN+iAB5X60tMUnjIvegLVD3xwxbjOwGCM64ipXm6ZC49h27jSjUSWvAiqX1b0AP5BGdcDdl91O+HckxkPATQsS1cTRaj+xzduenQBTlejX2NB5/GNs/FFapGUwGXonS7ky7gOpVZliRmOfnps1vYURFqXt4YTvLwS1v56jXDOWNE2ylnO4rTDFHx4q9bdXsKL38DZ3Z/fjtPo7I2yrdvGMaIq75O/fv/xArVAuDuP4bs6VdR+8YfW29Y2shUAne/MSR2rW1VLHQH7oI+JBY+R+XaD9Cu/CHJtEXQ5+SrN01g+cZq/vbKelJpi0nDi7jm7BwcBaWkq3eRrtlD49xMVsfGD5/AP+5cfDNvIHacN5LK6UdKScKdz6+eXM/GXY3Ny0PRFH98bRtoQ5mQ35fAuHOQVhr/8OlE1n+MFWm/a60VbWzuenhAau8mGj9+FtfsT/HUwnrmrtyElJJZ4xxcMWsAf31vM1v2ZPZ/x/n9OGf0maTWv49c8A9m9ZvK4HN788vntxJNtGzmrmqI4XbqzQEXQEM4yZsLd3LWhN6kFvyb9J4N+HUHfsOBlYwRBZzn3YExdA6meXytOi5N8MXrxvHbp1a2XO7Q+coN43G00cJlWZK0vze97vgFoYUvkNy3Gd2fQ9aMayC/P3HL0fpFHUzXNRyh3VQ8+aPmoC9dX0Fi11qyz7oF14hzSdpH17qgKM0BVwe1cEWTNuGkTa736LsC5vp09jUdzNArPFmAQIZqoGREh9RLUZTjpwKuHiSdTlOb9rQItg71r/d2MnbotE7Zt6YL0DQiyz9sN3GAXP0KV0y+m9+9GuZ/ntjAN24YyfQb/pt0/T6EpqMHcqh86ifY8dZzB2neIGaoluwZV1FTt7fljarQKLjqq0Q3LSGy5n0AjGgtvfJ8fOri4fztlfUt5iOav2YfKzZV88s7r0RsXIT4xKSQkdXvZSaSzR+pugcpR8W2JbVR2SLYOtQT7+9kype/gLZrEUZ2IUIIEivexjt4MvFtK9p8jbv3UNI1u1stj21dQWL89by6YFfzsrcX72bx+kp+ds8Mvv37BVwzs4Sp5jLqnzjYNZcN8yksHMAPb72Hb/9tXYuhUMW53jZTvy9eX8kN5w7BCtcDBzIaHrwpCy16gYLBUzE5vnllpJSMHZjLb756Fm8u3EG2383IgbkU5frwuTTSKavNBBhpW5DWc/GcdQc+O4kUBkmc2Mcxlux4uGSMutf/0KqFDaDxo6foNWwGSVSmROXoyHgINAM6aA7IqlDmwUmO7+iD/jy/zpaqg78BQjcQngB2qP1sp4qidJ0ODbj27dt3TOuXlJR05O5PeoZhsLW87bl6AOqaEiRNSRu9dE6IpglqQylCoRB9GyraXc8M1ZETOLjzR1/fxvDPjyf64m/Atsg953acBaUkdpe1em329CsJrXgbs6mG/AvvxgzXkazYhu7LxjNwPHpWIdUv/PpgnTbP5Se3fxaHnWTApfmkjVLmloV4ecFebAnxpMkLi6u5YfyF2InWmRvDi18mcNlgEnT+03Ll1LCrsvWDggNC0RSJtMTashQrHsU7aBxGdjHeoVNwFPRFCA0r0kDjopcwG6tA0wlOvJCqQ47pgyQy3To4aoqk+GDpTr523UiK9DCpF99otY5ZvYNA+WImDOnHis2ZluVJwwrZVt6E1cbDBdvO/F6kG6txjrsIe/BswmkNlyFwN+3CWvI0op2EM0KAU7dw2Jm5DdOam6TZxhN3W5LrM7h6zmBeW7CTh59dhdPQuWhGf2aM7nXYi0zS0gDP/pw3XfdwRKRjmO391kkbs2YXWtEY9cBGOSoyHkK4fEeV4OJoVIf3B1xHOYYLIM+nsyRmk0jbuB2Z8zSTqVAFXIrSE3TorfsFF1zQIkX7kWzYsKEjd3/SkxLyg+13g3MYGobesemSdV0jaUv+/noZXzvLjaNoALFNi9tc11k8iB1VB+fOaYwkScYT+EeeQWTdR4SWv0H+JfcQzZlPZP08pJnKdBWadgV2IkJi93oAqp77BY683hRc/iXq3/8X7oHjM0/d9z9t1gO5ZM+4mvo3f0OkamdmZ0LjolFzGHPzefzkyY1ICUs313PTZy+g6Y1ftaqrFQshbAtUwKUcBSltcoPtd9fVNYHD0EDTKLjos9hWCpleQvlj326eANnILiLvgjsJr5lLYNIlNC18Hrl/0u9DCYeLhGz7uFy4oZ7zpg+ExW+0O323VfYeF0z9Out3NDBnUh8umzWAr/3mozbXHTckH2c6hHbR/+OVbW7e+Ovm5iCitDjAN6/5HrbmaDVmStMEXquRpg+fJLZ5KQiBb+QssmZeR1QEWgUisbTk24983KKV7W+vrGfeynK+fdukdt5J9xFHSoav6WqaCeWoZQKujhu/VR2y8LkETuPor/cHEmdUNpn0b06ckaUCLkXpITo04HrmmWf43Oc+h2ma/Nd//ReGoXosHgvTtBnYOxuPy2gxFuOAcyeW4HXpJA8/6fxR8Romhh3HjkeoSwW5ZEIuibkP47vwLjS3Hzvxyaf9AjHpWl59+mArps9tQLQO34gzsEZdQnmTxeKNccYMvoS+Uy7HwCRZsYPwqndJlrdMdpKuK8eKNpE19TLCy9/EO3gi3mHTiG1aTO5ZN1P75p8zLQUHSJvkuvfp7fIza8ww5q2pwu00sOr3karexSe5B47H0t2dmtGxuxmGRtKU2FL27An1TgJSQp8CHz6Pg2i8dagze3wJAZeEsWdT89ZfCI4/j6bFL7dYx2ysoubl/yN4409YujvGoP2tWK4+w/GPnInmdJOs2I7lCvKfFfVt1sPtMti+L8zANgI1ADQDO5VkWGkO/++mbBas2cfSsiomDi9kyfrKFqu6HDp3XjyYrIDGi2U5vLa4ZVbR3ZVh7n98I//7xTPQPtG65JMhKv95H3byYOtxdO0HJHasovBTDxDh4FgVTdd4+cOtbXZp3LK3kR0VIYry/W2/n25iO7yZMaBtdPlEM3Dk9yWhIi7lKMl4CDowYUZ12CTbc2xjCHP3t4btaxFw5WBVb++weimKcvw6NCIaOXIkf/vb37jxxhtpaGjgc5/7XEdu/rTgcwm+d8dUfvLYkhZB14j+OVx77jBs2+JE5qvWNTJPrj94hvi2VQinh+zxF1A8bAa180LUv/8vCq/8fzTMeyYzOTFgBAswZt3Of1bGaIwkm7d1xYwSPLUbaRp5IW8tq+D9ZXtoDCcR7+/myjMHct6UUho0G8+UO/GOrYbFTzRnLxSGEyO7kMon/wcr0kBsyzKKb/kh8Z1rEbqjZbB1iNSat7nkounMW1PFpTP7wfpnW60jnG4CEy8ifAoHW7YQLNpQzQsfbqMxnGTkgFxuu3gEOT7Vonc8HA4Dp0zwg7um8eO/Lm4RdA3uk80tFw7HacfZ9/qfyJlzM40f/6fN7diJKNE9G3l+kYN7L76DvrMjJHeX0bT4FaxEFE/pKLJmn0dj2R4g021v3JAC+hYFiMbTDC3N4dUFO7hn6lTYMD+zUd3AOeVazD4TaIzZ+ANedjUJHn1pLfWhBAvXVnDPtWMZP6SAd5bsIhJLM25gFldOLUB//7dUT7qOF+dVtlnfuqYE5eW1jOzjISp92LbEaUBk6Vstgq0DrEgjiS1L0Yee05xOPmXaLFzbflfk95btZfLI4qP6HrpKAjd5l9xL1eM/aJGNFSD3grtICq+a2k85ana8qUMnPa4OWWQfQ8IMAIchCLo1Kj+ZqTAZRSajHVo/RVGOXYc3QQ0dOpQvf/nL/P73v+emm24iGAx29C5OWQ6HlrnRk/CDu6dRUROlIZykf68gQb+TtVtrmTkii/RxBlxCgMdsoOIf30Gm9wdOyRjheU+S3LaM/AvvoubVR6h57RGy59yG65zP4TQEluHhoZd3sHxjVfN2rpo9gDlT+rFwU4AFz5XhdRnccdkoGsMJ/F4nZTvq+MqvPuBAz6OCbA/3Xf913B8+TLp2N9kzrsJOxg8mz7AtUqEG/GPObp7vqC0yncAlLIaV5jBzbG+Co26nURPEt64AJJ4B48g+53ZiInDK3jDZQvD31zfw8eqDrY3LN1azcnMND3xhJr2y3WrsyTGSUtKQcpJKx/nendOoqI3QEEpSWhwgO+Bi7bZapg3LxU5E0L1BzFD7x6hWv5ugdyRVDQkC258neUhWztiWpcS2r+RrN/yYX72pcf25Q1m5qZrNuxvICbroU+hnYEk21cJBQUE/zLpy3Jffx2OLYix6/eDYyD6Ffv7fTRN4+JmV1DYmeOmj7dz/qRFMKykhUb0HvXoZqefmkbbSMMXVKqvhoXZXNFC89u/kXvQFwvjQrQShbcvbXT++eTGBobOwDrl8GIfp+uQ0BGa6Z01mbNuShLeIXnf+ksia90nu2YCRVUBgymWYnjyStmozVo6ejIfQAgUdtr3qsMnEnGPPSJzr06loOniua95sAOxQDXqBCrgUpTt1Sp+/2267jdLSUhKJhAq4joGmCcIJm8ff3kjZjnqy/S68biOTLCNt8eUbxhM3jz9VsVOzaJr75MFg6xCpfVsQM65C92djRRoJJWyq4z7+8uI6bCm57pwhXDi9P4mUSWlRJnvXd/+8iNrGg2O6lm6o4uxJfZg9rjfvLd3TYvs1jXG+/++N/PL2eyiI7yFdX9kqpXY4EqOuz3kMyzXx15VjRRuJ71jTImuicLgoKMjmm5/qh2bbRLVs/OffQ/a5mXqYmpuo7UCewgFHJGG2CLYOsG3Jn15Yy3c/PQWV0PrYxZImz83dyqrNNQR9TvweB3WhBMmUxeevHkN8f8IIOxZGD+Y3T4fwSd7eg7ht5GB6a7VUz209BQKWSWrBE/zXdV/hiw8tInZIMDR/dQW3XDgMV1YegSu+SbpmN0+vTbOorAZNwNghBRQEnVTUJ/jDf1bzg7umYTbV4g7vwbV3BaGVb2PW7m3Rk9ZhJ/G6jRb7OVSffDepsl3ENszHGHUh2BraYcajaG4fUhw8wlwOjfOn9uPJtze1uf600b3YvLcRv8dB0G30mHPTsgRhgjgmXo1r/KVIzUHMajdJq6K060DSjI4QTdrEUvKYW7gAcn0a5Ye2cDUHXNXoBf07pH6KohyfTnmM53A4OO+88ygsLOyMzZ+ypIR40qJsR2Z8R2Mkyb7aKMn9T4effW8zSev4k2YYMkmsnRTWALGtywlOuhgAhz+b1VtqKK+JkBNw0lRXz65dFeyuCNEUSbJjX1Obk53OXb4Xy5a4na1v+aPxNDtDBqHVc2lc8AKao2UKXWf/8QzI1YhtXYmdiODI7UXxDffhHTK5eZ3ApIsJ5hfg2r95KSFhGUSkn4j0k7AM5Ck89kLXNdZvr2u3fGdFiFQb34tyJIJU2mbV5kzLVSiaypx7qQPn3hbSlo3QHYRXv0fWlEva3Irm8pLIHsh/5u6gacPSdveW2LWOeCTK+VNLuf7cIUwYWsCBBGdPvr0pE+T933LqA0N4f0UFU4fn8fDnRvKF/lu5QX+HLw7by3evH4BtWjjefJD0O79D6AZWrPWUElrZ21w5o+2MsLlBN0WOGHYsRGzDfBx2gpRwE5hyebt190+6hJR18NJhmTZnTexD36LWadRnjulFbWOcSCzNf/3fPMrr4uh6z2o9SpuShO0gaaISZSjHTKaTYKY6bAxXzf6+8NnHkKHwgFyfTk3Ywtw/vYJwesDhVokzFKUH6FlXvtOclJLt+9pPC19ZFyNtncjNtEBztJ8FUXO48Q6bRsmnHyCrsAinZvOru0fz5VE1zLYWMnNUAclUmr+/VsbHq/fx2avGcP25Q1ptZ/nGKkYMyG1zH7srGsG28I2ciRlpbF4euPCLuFON1P/r2zR99ASxLcsILXuDymd+im/YdNx9R+Ifdw6BMWcRWv4mRu1mfFqszTl+Tm1tB7MHaILT8DM5cULAnqpwu+X1oQRp0ybn7FsRTg+e/mPJmnEVHDKxsZFVSOHV/4WxcyGfPa8YzdXO3FZCw3X+l9kd1thW3sT/b+++4+yoysePf2bm9ra9pfdGeiMhFQiQhNC7dERB/amgKKCIflHEClZEFCtF6VIDARJqAgmBFNJ73V7u7u0zc35/3GSTZXdTt+d5v168NFPPnb1n7jxzznnO8nWl9C4K8cMbJ1GU60cp2FYcJjPoobwmxoDuIb54sgvzme+TWPY/ohuXkfzwKdTzd5NrlxEYeSoAidLteHoMaXS6xOaPmdEtytzJvRp8N3oWBPnRFQNR7z6SLpbTg9J0LMvG0X0o3ibm/AuMOQMyuzd6qRGLp7jsjEF86bzhjBuSz+QRRXzrirEM6ZPNP19ZS9K00IA/PrOCZBvNtSVEWzgw6XFLBVzplzyZ3mNp4TKw1YGgDdLdCpUEXEK0O5mHqwNxOnUyAs0HRIau4TiOt8NJ3Utg1OmEP5ddbT/fgHHs+dvtKDOB5nAxZ+I5uJJFVK56jcis2/n+n1fUt7Zt3RPm43WlXHjqAM6Y2IsFHx3I9mXZCr2Z+UgG9M4le+RV6C4v8dKtZE67DFU0hEB2HqVP3YdKxRvuoGzKX3+Ebtf/nLqVb7H7r9+u7/NjBLLIv+KHRI2sE2bMkmUphvbNQdegqY88fmgBbkczK0WzDEMj8xB1T9fA6TAwfBlkTbuE3f+4g8CImXS7+ifppAu6ge7xkaospu7D/6E+/B9FV/+Y2Af/bXQs57RreXydl3dWHBgntXl3DQs/3sm3vzCOe//+Eah0fdfQuPbUbiQX3Ntokl6VSlDz8u8ouOQOwh++QHTLJxScdwvRTcvBPrj7oMJ87++cc8G9nDO5BzWV1bgd4A7vwJ5/H+a+SZGD4+eQwgUoIpab0Gk3kHHyeUTWL0bTDXxDJmN7sojZjSd39bkdPPj0CrJDHob1zSZlKh55cTU1dUkMXcPvcZIybfaWR4glTQKHeGkgRGei4vsDrpbpUlhWZ+F1aridxxZwAeytMSnKTCdQkrm4hOgYZB6uDkWjR34Ah6FjNtGSNXlkEcc6DZdh6PiIoIZPI7bpY1IVuxusD02YS2zbSpSZHt+lzCQ1HzxDxuTz8Vz4Ix54ckN9sHWw5xZt4u4vTuKNpTvqu+NMGdmNXz3WeNB9VtBNkV7B3kd/gu4LkXvmF/EMm0rVikWY9oBGZdpPJWMkqiuoXfFWgwEWVl0V5c/9muyL7yJK8w/LXY3H0PjqxaP4w1MrGizPDnm4ft5JaEp11XwhrUYpKMjx4XYZ9d0IDzZ+aAGGTvoFwKsPozs9BIZMouL1R+qzeQJ4+48h/4JvUfrc/UTXLiZrxhVUvf1E/XrN5aU2eyjvPL+60Tlq6pK8/tF2po3pzoQheXTPDxCJpxicmSLcaJqGNLO6BGWlKPry79DNODXL51Nw4bep/uAZEns2gabjHTie1OiL+NG/VvKVOX3otukZYhuXNpjny9tvDI5uQ0gc1PoUtd1ovm44J1wKQCRlNZqvaz+3Q+e6s4fx4DMr2VXasKxnT+nbYMxhcy9jhOiM1L5uvFoLdSksrzXJOIbWLQCfS8Pj0CgJH7iHaf5MrL1Nj68UQrQdmYerA7FthaHB964Zy0//9XF9P2yAnvl+rjlrMGgcdfY9l0tDpeKU14SxqvaSPet6zJoS4ttWobm8BEedTmzzx1R/8FyjfcMfv4YaeDabdzfd1VGpdFes/CwfJZVRJgzLp3eem2tmD+KvL66tH0/Ut1uIb53bG/X6r9KfNRqmeskLhMbPJrrkGYIXfeeQn0FZqSYHWKTKd6In68Bx4gRcKMWYAbn89lszeHPpTsqqY0wYWsDoQXm4dEg2ETCIQ0t/tRR3XTeee/62tMH4xKIcP188ZxiaBs7cHqQqdpN9+rVULnqcZHHDOW5imz9BczgJjT2Lus/eoejqe/D0GEzdZ+9hx+oIjjmDx1dFmiyDw9BxGjrnTeuHQZL12yrZXhzm5NNDNB6ZdVDZbYXSHJT+7zeoVJJUVn+M075GyKHjS1aQqC5n/uowJZVRHn9nD/939Y2EJpxN3Yo3AYV/xGlomd2IWI2zoikFqSPIMGhbNuMG5XH3F0/m36+uZWdJLYU5fuZO6UsiafHCu+nr1L97RrpLrAyWEl2EHQ8DWguO4bLIOIbxWwCappHtNyiuaZg4Q0WqUWYSzdG4dVoI0TZkHq4OxDA0unliONc+zm+/eB6rd8epqDUZ1sNHgVGNc+VzuCdeRDxxFA8rmsbeyjj/eGUt67dXkxVyc8GkTMYX5uPwZ2J0H0qyck+TwRakW5e05l5r76PrGr2LgnxhZg8G+2uIPfMjTplwNlO+OYrdFTHcbhcBosRe+SnmQZkJgyNn1s9nZKcS6L4QdhOD/tENnBm52LGmx9goM9FK+TY7Lk0pgi6DS0/tjyLd5S0U8lFV1fTDvDgcRZE7hvO9f/ObG85jbYlNaU2SId19FBlVOJf/F8/kSyGlARrOnG6Ngq39YltWkX3DVbiK+lP1zlOExs7C02c48R1riKxbgrInNtqnINvH1y4exaLlu/juH94D0i3F50zrT5WKpceKWY2zDOqeAHiDEKuB3mMpzZ/Mo2/vYfveFRRk+7hsaiEDDYupgwM8+x7MPaUPSc2LHeyL59QvARrxlN0imQM1pehXEOD7104gHE2xeksF8xdvY0dxut563Q6+dvEopMer6EpUtAbcXjS9ZYbEl9WZDMg/9sAoy683SA2v+bIAhV1XjpEpwziEaC8yD1eHopEq3UZqwxLYsIQReT0xPAGSW3aTjIZJOVwER88izpFdU8PQ2V4W4Yd/WVz/QrmsKsbDr25h7cgiLph+Dk8u3MYNJx+i77nuwMCmf/eMJlu5NA3GDsphnL4Wtfo/JMrT6eArXn2I4NgzyVUKzeEmVbGrURp4I5BZP8FxePlrZE+/nPL5Dzc6R+iUi4itW9xM+Qw0T+PsaCeK/a1ZDofkvzkeuq5hVu4hufFD2Pghw3J7MMIbJLV5L8lINUndQWj8HJKVe3EV9MGONd3FDyDvnK9R9uLvSezZSM5ZN1L51qMoM4l/yCnongBTA7m88H7DaRO+cuFIHnhiOVW1B6ZseGPpDpavL+WOa8aRN/Uywm8/1uhcgZnXsrlSo7cjyTrfBH732IFu2rvL6rj/uU1cNLUHs4q8TBiWz5hBeeikW9OTyZbPZmnbCh3I8DkZ3j+HHcVhMvxuRgzIYfro7ngM7YQZbylODCoWRnO1zPgt01JURe1j7lII6XFcm8viKKXQNC09+TGkE2dIwCVEu2mVp7Srr76an/3sZ8Tj8cNvLOrZtqoPQABSZTuJ71xb3+qjzCRYqeZ2byRpKf707Mome++8u3IvVVFYtq6MvQkfRrDprILuIVN4e8VerjhrMG5n424OV5zaG+fm98nKzcVd1L/ButpP3sA/+GT8gycS27Ki0b5WbSXO7CIAErvWk9i7ifwLv42n1zB0TwBXYV/yLvou/lGzsJsZwxIcN4eUIRM6iuN38GTGqfJdxHeuxYpUpxfYJspMUv3Of8iaejG6t+kg391jMMnS7ST2bET3BjC8QUJjziQwdAp1q9+m+r3/kpUqZcaYAw8+IwfmsnJzeYNga7/KcJyP1pRSlj+R/Itvx13UH90TwN1jCN7zv8//tgX5wcNLCLsL+Nvr25os03Mf7EbzZnDN3GG89tEO/rtwEzvKI1hotNZwKk0pMj0Orj5rCN++YgyXzhqMz6lLsCW6nPQcXC3TnbAiYqEUZHqPPalMtt8gnlLUxNIvVDRPEHQH9iEmaxdCtL5W6Yi1fx4ucXSUsnEX9m12vRHITPfBPsIX04mUxd7y5ruYbd1TQ2GOj4fm7+SHF98Gr93fYDJXV++RhAedzbP/XMOArTXcdcNEPlq9l9VbK8kJuTl/Qi7ZlSuJLnqCKJA75yZSlXtI7N6w7wPZ2KaJ7vLR1MCz2lVvkzHtcsr/90D63yveIrppOYGRMwmMPBV3t4HYTj91KSf+ielJmcMfvoAdj6B7AoQmnYdn6HQilrTuiONj2wpXbq9m1+veALrTTapyLzXLXiV71nW4uw8hsXtdg+38g04m/MkCAFz5fdBcHmqXvUpsy6f120Rf+DlXnPH/mDZiLM+/v52ThxXy5rKGLV4H+2R9KcN6BUnGK/HM+w5VJdWs3RXhpadLqAynX2pVR2zqYk2/jLFtxY7SOu5/fDnxfS2iL723lf7dM7jjmvEYrZhixTItHA4do5mpCgxDQ9M0LMuWYV2iU0q3cLVQwoy6dP083hYugOIak0yfUd/KZdeUHGZPIURratGA68477zzibTVN46c//WlLnr4L0HGEcnHm9iRV3vgBLOOUC1FONzR+Ed700fT0G+zmHmS8bgeJlEVZVYwfPrWDL595C918KUJ6BFcoh3LTzw/+9AmmZbNuWxU/+dtH/PM7E6jM3oIerSK18F1S0XB6fIltU/n2E+TMuo6y/QEXkNTcxJSPnDOup/Kd/6ISUQCMUC7+mddSYmfgn3oliSVPocwkVqSayLol5J13K2VJN7py4nZoRCw3zpPOomDoNAwsLAwSup+IKU9p4vhpmkL3Z+Aq7Nfk2KyMSeeBw4XuCxHfvprip35Gty/cTfmrDxPfvj/joIYjM78+0yeajqYbDYItAJRN4vXf0Xf4DL572VVYGLy/svkpNbxuB92yXFjrStH2fEaWt4AP1lXVB1sAkcShE1tYlqrPfLo/+Nm8u4b5S7Zz7pQ+WG08WbamayQsxbrNlZRXxxjSO4uCbB8OlAReolNRsRq0rJbpqldeZ6JpEPQce8CV4dXRtXTANaQonUxK82ZIangh2lmLBlzPPfccmqZRUFCAfpgBpJqkBm7E4YBE+R4KLvgWlYseS8+no2x0b4CMyRfg6T4YlYgBhx5Q63DouO0ILt3B2MH5fLyu8Y3W0DWKcv1YlqIox09ZdYwf/2cDbpfBg9+cRM3/foI2eh5fPnsAZVVR9lSnWL6hAqtyD6n3HwUgMPJUAkMnY8Uj6A4XdiqBsa+/OKQngqwmQGXESe9gN/LO/gpGMAc0DUtzUpPQWbyqlOLqIs6bdw9eFSOU4WdPWOMn/9rM3vIofo+De26aTI7fRcpUKEeArCw/VVURzDZ+SBRdmUayqpj8c79B5dtPEN2wNF33PH4yTj4Hb99RqEScrGmXEt20nKxplxDfsZbMaZeiTj6nPgOYFQnj7TuKupULAUVs28pmz1i3+h0KTrmEPy/Yw5zJvVmztbLJ7eZM7o0/uhtn72GUPvMrMAxuOf8evvHn1fXJJ/aWR+hVEGRHE5M3+71OFDCyXxaXTy0kSARQRPQALy6rIGHaLd7VQdc1UjbUxlNEYykiKRvPvnGGmq6xqzzKPX/7sEE2yF4FQe66YSKOTjSpgaaBhUY0YVFTlyAUcOFzOyRwPIHYsTCOwoEtcqyKWosMj35ck9cbukaWz6A4fFDiDLY5VzkAAGCRSURBVH8WdkXzrehCiNbXor+zc+bMYdGiRSSTSWbPns3ZZ5/NuHHjWvIUXZpSGs7cnliJWjKnXEzm1EtQqQS624eViGJFa9FzMqFxsrJ6PiOJueVjqte+hz1sNtefPZSte8IN3oZrWnqQfr7X5CdzvahEHVruAD7dlWLt3gSpla/gzMwnlJvNmPULSVbuxJHbk5tuno3DTLdQZZ9+LWZNGcVP/qx+bizdFyL/gm/h7jGExJ5NZJ97C/fO38m6HdX84JrRDDZ2EVv9NrUfv7a/JJx20qnsHj6L7/x9DaMG5jFzbCa/+c8n9WWNxE1+8reP+PnXppxoiQhFG1IKHFndsJK1ZE6+gKxTLkxnznR7sRIx7Ggtem4P3N0HYcej1K1+F83hxJXXk3j5Lirf+nf6QLqDwsvuJLrhI5SZAv0QYzEMg61761j48S4un9mbSUNzWbK2vMEmk4YXMsBTidvjSWc4tFJgpXBsfp+xgwewbF16XMb/3t3Md68ez48eXkwkfuAG4TB0brlsDNt3lXHTOJPEqz8imUzfC1wOF1+Yfh0e3cS0W6526bpGJGXz038sZXfZgbGXk4YXcuO5wzEtm5/8/aMGwRbAjpJaHp2/juvnDEXZHf9liqaBicYD//mkQbA8sEcmt101DpcmQVdXp2wTEpEW61JYVmcROo7uhPtl+3X2VB+4D+i+TKztn6Bsu8WyKQohjk6LPsM+8MADxGIxFi5cyCuvvML1119Pbm4uc+fO5eyzz2bo0KEtebouJ5UycWhQ8uR92NEwui+E7vZj1VagzCSZp1yIkT8ImmnZ8TlSJFYuIFK6i9KTruZPr2zDMD7mp1+ewNqNe/h0R4yCoMH0sT3xp6qoffJOLDNZv//o/uM5dc4N1LzyIv4xp1P83/vqg6nE7vVEVr5F9xt+jrvHEDRNI7zslQbnt6NhSv77U7pd/3OsukpKVRZrt+8C4M8vbuAnl/YiWh9sASiSn71Fn8x8HvjmaazZXsMfn26cXKOqNkF1XZLcgMwhIlqHZdk4NI3Sp3+JVVuJ7g2iewL1dS80fi6BzALM6hIMXxCztgLDk4kdj2Bk5FFwxd1EVr2NZhjgCVJ01T3UfPginp5DqaHpKRc8g6fwypp05k6rcjfXnhTlnAlDWbQmDBqcelImWXVbiP/v16hL7yS89OUDO+9dw6Ci4SzbN4QsM+AmO+Dm19+czoqNZXy2tZI+RSGG9ckmnrSY2s9B/Ok/cvBYSmUmib/1MJk9+mB5u7VYcJC0Ff/31yWUVsUaLF+yupjMgJtTx/VschJ1gPdW7OGKMwbj7gTPhDYaDz6zqlHL5MZd1dz/+HK+c+VY9E7UWieOnto3VYnmbpnETWW1JqHjSJixX7bfYF3xgd92zZ8FtoWKVKIFc4/7+EKIo9fijQZer5e5c+cyd+5c6urqWLBgAa+88gr/+Mc/6NGjB/PmzePss8+mb9/mk0OcqAzDwKrcXZ+V0I6GG8xLVbPsVbqNPJ0kjW/ubj2FES2ndvnrJGZ/n3seSXc3mjqiAJb9l8F71jEipwdWbR2ZyfMpfvI+sBs+9KQ2LyNZ1JfMyedS9tIf64OtesqmctET5JxxPaXP3d/kZ1BmkuiGj/D2GcH6TQfKXlIZJZKwaKqjROzjl8gfNo1bnlvV7LWJxFLkBSXgEq1D0zTscClWbfrh2Y7VNpj3LbJuMcExs6h4458NEstgOMg/5+voDjd2MoYRyMIs20HJq3/GP+wUNIeLjEnnUbPkfw3OZwRzSA4/m4V/XQOA5fRhv/VnQl4/l/ZMv5iKv76WZLwuPRbM2XBibz2Yje5wMaBHJmdN6s3ogbnoysalweRhBUwZXoSmwQeri+mZ50VbvYDmZkwPL3kO/+lfId5CyWcqwolGwdZ+byzdyRkn9252X9tOjzVzd4K38LGUxScbmh4Xs35HFdGEScB1/A/PouNSsfRvXEsFXBV1Fj2zncd9nGy/QU3MJp6y8Tj1dMAF2OFSdAm4hGgXrdpLKxAIcMEFF3DBBRdQXV3NggULePXVV3nooYcYNGgQzz77bGuevtPRdY1ERfOD51UyBlYCtMY3d2eiGjNcgTFkOv99v6R+bEdBhhOteg+p8l2kynfhKuyXziJoN/2GOfzxfAoHfB9PjyEYPU4iltmPuKXjNhSOLR8QW/k62adfg1nd/ADcVOUejEAWm0qzGiw39KYTLNrxOgwsvG4HsUTT/SXzs33SPUe0GodDJ1HVfBavwIiZVLzxj4bBFoBlUvbKnyi66v9I7N5AaNxZhJe9jLJS1K16m7pV75A7+0sUXXMvkfUfkSrbjnfQJFy9R/D//rSC5L7W6nfX1XLakFNIrHs/PX7sIP4hk0ApnHk9SZWlx2FkTDyHmb4ezBzfB5ehYZp2fTiVHtuYPu6ogXmsWruDzOrm7yupij1odhLwHNU1a4qua5Q1E2wBmJZ9yFT0uZke3M4DwZZu6CRMm2jCxOnQ8ToNdEB1gJtB7DCJSiIxCbi6OhXbNzdlCwRc8ZRNJKmOK0PhfgdnKuyT60LzhkDT04kzug877uMLIY5em71GTCQSxGIx4vE4lmWxe/futjp1p6Hr4MwubH69N4DWxJgQl8ugbtVbaIaBndOHjbsOtCztqkxi5xxoTTS8QczPTUBcf3xfiNyzbsQMl6F7/FiRGjTd4I3VNXzjbxv5T+VwPOd9D5VK4Mzt0Ww5Xbk9CX/6BpMGHOjXflK/bBwla5vc3vBnguHksllNDzyeOa5H/YB7IVqDpoEjM6/Z9Z4eg4lvbToBhkrGMWvK0X1BdG8QqzZdv7x9R1J4+fcwayuoXf46zsxcsmZczuJYH7ZUafQsODCB+bPv76J8wLl4Rp6RzvoJYDgIjjod/+CTKXv1IULjZgMamTOvxPIXoCvQlTpk8hinBuNH9MLIb75HgaugL7bRMq3Htq0oyml+PIvbZeB1OxjeL6fJ9dfPO6m+rtuaxuI1JXzrt+9w62/e4f/9ahG/eGw5UdM+rqQCLcXvcRwyeAz6j7+lQnRs9S1cLTCGqyVSwu+3P+DaW5N+ganpRjpTYU3xcR9bCHFsWrWFq6SkhPnz5zN//nxWrFiBz+dj1qxZ3HTTTUyZMqU1T90pxeMWzkAWjow8zJrGkxSGxs0Bw9Vk0gy7rgazuhRDeRg9KI/iiijb9oZZuq6Ma6dNg5WvgWWSqtiDf8jJHJzLzAjm4MrpTua0Syh/+UFSlXsPrPzwWc4/9UZMK58Fy4tJpPL5yuxsMqdcSNn/ftuoHLrHjzOvJ8mFj+IZl77ph/wubjp/OHrlJtR5P8bQwVG6HuvTF7EiNWRMvYSE7mPqSB9+r4snXl9PZTiO3+vkvGn9OG18T7ROMIhedF7JpIXTn4kzuxupysatQYYvA0/PYZjhcsyaxq27KhHDjkdJle/C3W0AVrSWwMhTKX7y52CnK2zd6rfRfSHGnv997n12Dd/+wji27qmhqjaBaSl++Ogazhg3liuumoNXxcBMUrvqbUr/91tQNu6CfhR9+bckdR/xI0xyoZTCMiFzwlyiK99q3LKt6YQmnU9pPD0PoNdl4NA4rgmKM4NuehUG2VHcOGPivCl98Tp0vnnZaF58bwuvfbiDRNKiMMfHdWcPY2D3DEzTxjB01myr4s+f62a8fkcVP/jzYn721fZPouNx6kwd1Z13P2388nDs4Hy8TqP5OTlEl2BHa8DpQTOO/9tYXrs/4Dr+VlGXQyPDq7O3+uBMhZmSGl6IdtTiv1kHB1mffvopXq+XU089lRtvvJFp06bhcsk4nOYopdBcXvIv+DYVr/+VxJ5NAGiGk9DEebiK+jcahaEZOgnLxjPkZFK7N5I7cibXpD4lnhtBnTqCDVUGf19Uwo3zbie18M/7Wq8CODLyQEH26VdjJ6KkKnaTLN1G9qzrqH7vaRJ7NtafI77wEc675D7e+KSExZ+VcvUZ/QhGwuSceQOVi55Id3UEnDndyZl1LZULH8PTcygpl5uvXXgSI3r5KY+m+ONLNewtTz/MDuuTw01z7yKrZgPOfhOImgodmDg4j1EDckhZCoeu4XHoWJYEW6J1GYaO5nCTd943qFjwDxK70tkonPl9yJ39JVLVJbgK++AfdgqOQBaVix4nVXHgQdtV0JvsU69CczhxhHIxw+XpcZB2w7cjdjSMufBhzhx1FRlGlJ9e3ovPii2Wb4+RH3Rw6rAQkWUvUbP+PfLPv5W6VYv27amBJ0jcCKVbwpVGKmVhONJd7pyGhl9FUPFa0HRwB4hr/vq6E3dkUHDp9yl/+Q/149QMfyZZc27myY9qePqddOtd324hvnbxKHICLtQxBl0O4PvXTuD3T61g9ZaK9DJDY/bkPsyZ1BvbsjGAC6f3Z+4pfbFthcPQcBsH6nrSUvz71aZbxCvDcbbuDTO4e+i4AsPjZiuunTMUTYP3Pt2NrdItpROHFXLjuSehSbDV5alYuMXGb5XXWTh08LlapvU222+wp+aggMuXiZIWLiHaTYsGXFdccQUrVqzA7XYzY8YMfvvb3zJjxgzcbvfhdxYAWMkkKhbGN2gimVMuRllmevLUHZ/hyu1Oyky/BdN1jbileHrBBt77dDe/vWkEXt9edj9y20FHe45BvUeSc/IX+Plru/neZXcTMhLEkjbZl/wAI1FD6fMP1D+AAWhON/nnfoOq954mWbJ131KFvvcz+nbLZMvuGupSOjn5vXAEc8jPLEzPQWQYmNVllM//C2a4goKLv0ump46e3VLsirm4++GPOPjZaM22Ku76dx13XX8yrohBpldLv4230nMCOYz0j44EW6ItKAVWLIydjOHrN5rMyeeD7sDw+in+z73Y8QPpzXVvkPzzvkH5qw9j1pThGzIJzeXFmdsNFNjJOJrTXf8i4vMSezczbJILPVZD8pkfcFJ+b0bl9EAlIsSeW01qX5CmDmqN8vYfg+YwYMPbxHaswpndjcBJM/lgXYIde6s5q0eYunf/WV9OI5RL7rnfJBnoiWlDytKxs/qTd+W9kEhvY7v8/OSJ9Xy27UCL3tY9Yb734Ps8cOsMvMaxPfgppXDpcOtlo4mlLBJJi1DAjdvQMA/KTmhb6SQfNFHXLVtRUhlt9hwbdlQxrFcmdjNjUduKrmyumzOUy2cNIpYw8bgd6ZYtaZE/IahYDZq7ZVLCl9eZZHiNFpujNNtvsL0iVf9v3Z9FatdqlLLRNOmiL0Rba9GA65NPPsEwDAYMGEBlZSWPPvoojz76aJPbaprGP//5z5Y8faeXTJp4XC52//f3hEaeRjqrmEJZKVKVe6ha9ASZp18PSUhYcMcf36e6LoHToaOSMare/k+jY6a2r6RHvzHcdc00PPEyih/7CYk5P2DTpkrG7HqiQbAFoFIJyl75E7ln3kjp/35zYEUigsuZDYArFab46f9D9/jJP+8WYttXUbtyESqVwN19MDln3ED4k9fJnnkV1VtW8/iqCE29iK6Npvh0YxlVtXEumTmgyQyGQrSFZNLE5/FT8vTPCZ40HVAY/hClz/66QbAF6QyGFQv+QcYpF2JHqvH0GkbpC78nMGQSNR+9SN4538BqZpzkfpqyMPT0GJ9k6XaSpdsbb7MvU58RyiXn9GvY++8fNEjaUbPkBU46+1uMHB6g9qk/NtjXCpdT+sQ9FH3x19SSHitmWYoIXnB60Q2dJxdu4rNtjcuZNG1e/WAbl5zaH+sYJxdXCjQUPodOyOOon6z8SOl6uityOJJscn2PvED7tm4dzLbxGBoen7P+3+LEoKI1LTYHV0ULzcG1X07AYPn2OElT4XJo6UyFVipdZn/W4Q8ghGhRLfqaY8KECYwdOxaPx4NS6pD/2fKj1Ijb7SJZso2Cc79JsmQrJU/9nNJnf03ZKw/hLuqPq6AvpGIYDp1Fn+ykui4BwMgBuWgb3232uNGPXyGYLKfiyZ+gEhH85Ws4eYCfxK71TW5vx+pA09AcB3X/7DacHcW1DOiRibt8Q3q7eITip36GFQnT7eofU3Dxd/H1G0X5a39BmSmU04NVNJyNu6qbLdumXdUkUzZJackS7cjlMkhW7CX/nP9HsrqEulVvo+JRzOqmMxemKnbjzu9NonQ7NR+9TPa0i3EX9cOqrSS87GWcOd2hmVcIui9EICMD3enECGY3uY3hz0RzecmZ/SUKLrqNirf+1ThDorJxVmwi9dEzTR5DWSkiq9/G6Wx8mzdt1Wj+qIOt2VZJymy/gMZt6Fw4s3/T61wGQ/tmS+u3aHcqVgPuQIscq6zOapGEGfvl+A0U6UyFwIHU8NKtUIh20aItXP/+979b8nAnHKdTR4VyKH/pwQYD91UiSvW7T5E180rQNFKWYsnqAzdNn8eBFq9p9rhWrBacbrJOuxpndhGGJ4idiNB4SPsBdiKS7hZlJnH2PIlN1Q7yMr18e153zBd/ctCGFpF1i7Hidbjze1Pz0UugO8ib+xU+217D+xsiXDt3GL9/qvGExgA5IQ8V4TjNPZwK0RYMQ0Pzh4htXk5o1GlE1i3BTsUPuY9ZW0F03RIAopuWU/SFu3FmdcOqq0Z3+wiOOYPaT15vtF/madeiO6H8pQfJPfv/UfrUfSjrQNcfDAfes/4fL212M7N3LzyGi9im5U2WwRHMoa5iUbNlTO7dhH+0xefrl6Fr5GZ62bY33OR+ORkeDENDWe0TdFmWzdRR3dhVVscbH+2sXx7yu/j+dRPxODTsdiqbEPvZ0TCO/KZfDBwNpRQVdRYD8lsus2VOIJ18Y09Nil45TjRvBqBh15RAt6Etdh4hxJFp70RP4iC2rcBMNpklDSC89CX8Q05G08DrPvCn27I7jHnqGFi3uNE+ujdI/gXfwq6twKwuwVPYn5Knf072zC+ge/zY8aa7+ThCeaDpZEy7HH3wVHonXXwvI0bypXsbTAi7n1ldiq/vaLx9R5Ix8RxS0To2FLt4a9lOTj6pgMJsH2MHZDK+fwDTUixYWc3yDWVMPKmQ15Zsw+3QaLLfoRBtQNM0NMOJ7vJS8tTPAPAPnQy60eScdZrhbJiZTNkky3eSd/43iW1dQWzTx4TGz8aV252aj17CDFfgyu+Nf+oX0HJ74rai5M/7f1SqAPqFP8HYsRRH5TasrF6YvSfy+zeL+XTTDsbfOp2AOsTLlLpKHJmFWHXVTa535PUinaLic61BtuKCGf1ZtrbpFrwLZ/RHR9GeI6R0W3HF6YO4YMYAiisi+DxOsoPpsWASbIn2pmwTEpEWSZpRl1AkTNUiGQr3c+/LVLi7al8Ll+FA82WkAy4hRJuTkZMdiKYpkqU7ml1vRWpQtoVDg3lTD8yrs7usjrpAbxyZBQ2P53STf94tVLz+CMX/+QlmZTHh5fMxq0uoXfEmGZPOb/I8/mFTMTLyyTvn6+gOg8Ti/1IQ34Zz13LsaNNvxF0FfXD3GIS372hSkWpcWfmc6lnDA18azvptVfz6hsGc43iP3IX30m3xr7ih5yYeuXUCKzaVcfWcYZLRS7Qr00yPl6xc+Fj9suj6DwmNOaPJ7UPjZlO35v36f+fOvpH41lXs+fvtVC16nMqFj7L7L99CoZE792byz7+F4OjT2ZnM4A8vbKZy61rKX/kTIT3GonV1pPpOxZ50NXsLpvCXN0vYuDv9UiORstE8QTKmXExo/Byc2UUNylG76h1CUy5u+kNpOoFRp5NqYhyWUoqCLC9XzxnCwVNa6RpcM6s32WUf4ypfj0dPNdq3LWlK4TU0+hUEKAi5cR5nynohWoqK1QKqRQKuirp0UNSSXQoh3a1wd4PU8FkScAnRTqSFq4NxZOY3u05zutF0B5alGNQjk0nDC9lbHuHms3oQsmvIvvA2ape+TN1n74FtkjnlYmpXvkmqfBcAvoHjKH/tEQBiW1fi7jaQnLNupGbJC5g1pejeAKGxs3FmF5Lcu5mKt/6Ff9AEsqdcRNXi5wieNI26FW817P4E6ZawSeehaTq6L0jdyoVENB3/4JMJmMVcMqEXxf++E5VIZx2zkjGsj/+HvX05V1z8PeLo8hAl2pWmka4n6kBwUrviLXLO/CJZM64g/PGrWHXVGMFsMsbPBd2g5qMXAXDm9kCZJpH1Sxodt3LB38i/8NuUvfwnVDJG1tm3s35HFfGzJhHqNQIjGWW2eof4/HUEp13CEIeb28bXkpxRxJ6Un94hi9SONSR2rknPmTV+LrrbS/n8v6BSCYx+E9hUFyB/2jUkP3iivm7qHj+5595Cwsho1Li1n64UM0d355QRRWzaVopKxulf4EZb+ybxtxYQB7LPvBFn/ymkrPbt8ivvY0RHUz/pcQsEXC056fHBcgIGm0oPJJ7R/Fmo6r2H2EMI0Vok4OpATNPClVXUbFe/4OhZaLoBdvph6cvnDscb20v5kz8mEauj2OHCP2wKRV+4G93tQ5kpqt5+on5/TXeAdeBtV/X7z+Aq6EvGpHMx/Bnobh+xHWson/9Xul//M3LPvB4jmEPJ878hb95XSezdQrfr7sOsLgVdJ1Wxh9rVb5M19WIMj5/S539zUCp5iG9fjbvHELKmXVIfbDX4vOU7sYo3ohWNauErKcTRUUo1SMO+X8Xrj+DpOZSsGVfg6T4INJ2ylx4ksftAwpnAsCnUrlzY7LEj65bgGziOyGfvYVRs5s5rz2TV5kpKKiMMK3LRZ9Cp5I8+nbIXfo8ZPjDh+cBL7qDyuYcb16nug8k75+vYpolZMISPFxdz/oSJZPcZgFVXjaYbKNvGDJfjyulFiuan5dCUIseIoD7+DcoyG5wfoGrhoxT2HUOKlplrSIiuQkX3dfVtoYDL49DwNJHg5njkBQ2WbrOJJm18Lj2dGn7HSpRt12dBFUK0DQm4OhBd10lW7KLwsu9T/NTPGnTf8w4YR3DkqemB/Fo6Da2fOkqfujf95nvcWejeEGZtJXYyxt7HfkT+Bbc2eGMf2/EZvgHjGryJT5ZspeK1vwKQd+43qP30TXJmXYOybXS3n6q3/0OqdDtWykxvO//h+mO6CvuSc+4tKHeQyJq3GzwY7pfYtY5UbRXO7G5Njk2LrnkXX/dRWO07nY44wdk2uAv6NLkuvnMtVjSM5+LvEkta+AdPbBBw6S4vVjNdbQHsaC2O7EIA3Jn5/PHplWwvTm//AukEFT++agh26sC8Xe5uA0iWbmu6Tu1ej7LnYvcch5Wy+MKM7lS//HvC21amJz2G+jqaMflCXGPOIWk230JlR2tIVTX91lul4unJlFtoclchugoVSwdcLZEWvrzOIsPX8gFQ7r7EGburTAYWuND82WCbqEgFWjCvxc8nhGieBFwdiKaBK6c7VjJO4RfuRrMs7FQc3RMA28asKcGV3w/M9LYqXEZwxEzcRf2pXbUIc8daMibOI/zJ66Bs7HgEI5iDVVsBQN3qdym46DtEt61s1OLk6TkMwxsif95XqV2xEN0bovz1R7DrqvANnkh88zJql7/WYJ9k8VbKn7qP/Iu+Q2RN82npIysX4hsyiZoPnm38mV1eFDq06/B8caJTKv1dDE04G93pwt19MMpKoWk6dWs+IDBiBprbz8+eXM0PZveh6Jp7qf30DaxIDUZGLt4+J1G36p0mj+3uOZjYlhVohpNwoA87SlY3WF9RE+eh+Tv4yqizSS75L5Ce6DiyrnEXxf1ql79OoGg4YKDFw8S3rdz3QRr2HwwvfYnCkaeRpPnU1Q2SfzRFb7mB/EJ0FXasBlzew9efI1BWaxLytHzAle03MHTYWZU6EHABdk0JugRcQrQpCbg6ENvWMDQdzTKpfOtR4jvXAKA5PYTGz8E3cHx6RlCon41ec7opff6B+mMoM0ly72YAaj9ZQNaUiyif/3B6XSpO5Vv/ouDC26hb8x6xLZ+iu7wER8/CN2AsqeoSVCqJf9gUjEA22r5U0hnjz6b4qfuaLLNZU4pVV4XmbL7bEsrGyO3d5KrAmLOImRJsifalaTZmXRXBETOpeOvfVH/wXHq5w0XGxHkoy0Qlo3z38uHoiSpSFXtQiRiOQBbhD18ic+olRNYuQZkNJ+rVfSHcRQNIVewlZ87N1FRV8+D1falIufnnoj1s3Jlu6Vq5uRJz5gjgv/vKox964JKy0VBomoZZU9b8ZmYSlYyB8xBzBXmCGP5MrEh1o1WOjLz0PEM26Puya8h4SyH2TXrcQi2/5bUWvXJaLiX8foaukeM32FWZHtup+UKgGdjVxdBjeIufTwjRPAm4OhBdBw1F2csPYlYdmGdLpeLULH4O3eXBP3wGkH7ocQQyKHm/4aSnVrQGRzAHq66axN7NuLsPInfuzVQvfh6zqphUVQnRTcvJnHYpgREz090WbYvdf7sdtW/eIc3lJW/uzYROPgeHPwN0HZVsfk6iVPlO/EMmNzuRsj54BqkmBu4Hxp6F8ud9/qW8EG1O1x1oukHpC78jVX5g3idlJqn+4FkyT7kAV24P/CpCvGw7Zk15g665Ve89Rf6F36b6g+dI7FoHmo5v4DgyT7kINA13YT/2/v32+qQWGd4gt53xNf662MnS9ekWaNM+kDY2tnUlvoHjSZZub7K8/pGnkcKFUjaGL3SIT6ahOQ7xMgSIaz5yL/g2pU/c0yAhjuZ0k3verZiGh6CqI1W6HTuVwFXYH9PwEbdb/gFRiM6ipQIu21ZURi1G9Dh0PT1WeUGDHfsDLk3fl6lQEmcI0dYk4OpATNNCVZc2CLYOVrP0ZfxDJgEeNE0jVba7UReiulXvkHnKBST2tXKFl72KM68XGRPOxghm48rrTWTjR8Q3f4Iztzua4aDk2V81OIZKxih9/jcUXflDSl/8AzmnX5OeBDmVaLJcRiAL3RvEkVXYqOyu/D5QOBhvqgzfJXdSt+ZdNKeHwMjTsX05xGzXsV0sIVqQUjaamWoQbB0s/PFrBEbMTA82N5w4swobrE/sWkf5y38iOGYWmZPOwxHKoW7tByjbwqopo/KtfzXY3o7VEn/pV1x30b18vKGCUMCN2wyzP9yJ71xLxqTzmq1Trl7DqbP21X1fFo5QXqOEF5Ae+2k6fIfssWtZkAz0pOjG+4lu+JDU3s24ug3EM3ACpuGDHZ+w5+UHwT6QcCc4bg6+iecTtVrnIVGIjs6O1qC5jj/gqoraWDZktnCGwv3ygg42lESxbIWha+mAq7rpZwwhROuRNDUdiNNp1Kdwb4odDTfIpKZoPBDerC7BjtURGj8H9q1Ple2g4s1/ohkG1R++gK7pGKFcdHeA2hVvNXM2RfiTN/D2GkZkzQcER53W5FZGKBfDn0H5S38gZ9Z1ZE65CGdeT1z5vcmaeQX+s2/FSiUoe/436Lm98Jx6E+6p1xH1FkmwJToMTdNJVTb/1tdORFFWCjsRxRHIQnd50D/XsmRFqql+72kSpdswo2E83QeTLNlanz6+8UFNjG2LGTEgjy/OG0IgVYnm8qTL4/IQ37ORggtva1inzvgiORfdTsT21h8mho+8S7+HEcxpcHhXYX+yZt1A3Dr8ezXThloVRBt6Fp5ZX4Uhs6hTQRyJaspf/H2DYAug9uNXsfaswzDkJ0ScmFS0Gs3TEhkK983B5WudsZL5QYOUBXtr0ufRA9nYNRJwCdHWpIWrA1EKHJ+b2PRgmtOTHqBrp9NYO/N6pge0fy6ddc3Sl8mdcxOhcbMxayuxIjXobi+aphH57B3qknE0l5fcs79yyIdMs2ovnj4jqFnyAnnn/D8CwyPpOb72tao5c3uSc8Z1aA4n7u5DKHnqZ3h6DiMwdAq6L4jZbSSxWAL79d+QOfl8EpqPVFLGa4mOx7at9HilZmiGE81woXtdlL30R3JOu4qCi75D2UsPYu7P8KfphMaeRXDEDEqe/RXJvVvInXszqarmJxo1qndx3axTCYY34+sxDOfZX9uXEcembs177H7kWTw9hxIYNhXfsKlECB5o2aovuyLqyCbvyp+g6soxwxU4s4tQnkzq1NG1QJkHjad0Og3qlr8JND1mK7z4WTIvHELsEGnnheiqVKymxVLCA62SNAOgIJR+zNtekaJHlhMtkI3aXIkyE4ftbiyEaDkScHUgmqbhyu2J7g1gx+oarQ+NPTN9g9w3Lj+h+cg67Vqq3vjbgW3GnYWn10nULHmBZMUunFmFZEw6j8TezTizi9L5rwFnVgEqGcOV17PZblTO3B7pAfnKpuzFPxAadxaFV/wAlI0yU5jVpZS99EesaJjs064mc+pF2KkkONyYSiOx8g3MNYsIjT4dz7CZ1Jky2F50TJqm48jMxwhkYtVVN1ofGHlq+nudTBIYMik9ptFwUnjJ7dipBHYyhu50YyuworUk924BwKwpw5nbvdnxjc6CfhSkduDuO4TI5k+peu3hBut1XwhHZn66a6LuxmpqMCTpoCuCF3w90QO9SNqq2QmPj5SOjVXdfLBo1laiKXmBIk48ykxAKo7mPkQymiNUXmsR9Og4jNaZXNzlSCfO2F6RYsoA0AI5gMKuKcHI6dUq5xRCNCYBV4eiQDfIP+9Wyl7+I1ZtZf0a36AJ+E+aitIP3JSTtoF7wCkUdhtAeMnz6P4MnHm9KH3u/vptEtEwpc/8kuxZ1+HK701g+HR8/ceQqtxLYs8mMiacTWTtYhq9xdZ0AiNmUvLfn+4rmk18xxp8A8ZR+r/fNAoIDV8GZc//BrOuktDoM/D0Hkao10DoNRBnfl/CpnQfFB2XpikwnORf8G1K//dbrHB5/Tpv/zGEJsxBczhQqRSJvZupfPNf7K8zrvze5M77f4AiuXMtzsyC+sCtduVCck6/ltImAi7N4cI/aDyVC/6BPv1yvH1GUu3ypIM5TSf71KswAplE1i8hsWs9RiifQK+TiNg+1CEyGLZUFkFLabj7jCS66eMm17uLBmLrLpnRQZxw9k963BJJM8rqTDJaafzWfgUhg63l6RGi+v7U8NV7JeASog1JwNWBpFI2qqaUitcfIXvGF9BcHuxEBEcgm/jOtZQ89TOKrvoxcCB4SdgOyOiJt+8IXAV9Kd4fIH1O1aLHcXcbQMak8yj+z71kTj4XV35vIhuXknfO16h481/1Ey0bgUxy596MltWdwmt/illbiSOQjeYJEFn5VqNgyzdsKo5uQ8g89SoqXn2Imo9epOajF9PHmfd1YnibKpIQHYZlgRGvo+zFP5A17VIMjx8rVosjmE18z0ZKn32Agku+S91HLxJd816DfVNVJahElNL/PYBVV41/+HRyZ3+Zkqd/iVVbSXznWnJmXUfVu09i75v/zpGRR86s66h4/RESu9aT6XAS1YIUfOH/KH/+foKjTyexdxORtR/Unye2dQWOrCLyL7+bWqv165Rp2gQHjKfmvaew459rcdd0MqZfRtSWnxBx4qkPuFpgDFdZrdUGAZeDdzZGSVkKp8sLbj92tWQqFKItya9lB6LrGsmSbaQq91Dx5j/wD56M7g8SWbuY2NaV+7ryJUFreJO3LAW2wqqrbjSh8X7KTGLHo9StfJvg6NOJbv6U6IaPAHB3G0jOrOvQnR6MQGY61XQgm5qUCxx5aNl5xBVggWfEmRQNmURs4zKUbeEdMB7bk0Gd5cbIP4n8a34G8dp9szgHiOv+dPmE6MB0XSOxZyNmdQmVb/4T/+DJGIEMohuWEt38SbruJeNEV73ZaN/A8GnULHsFq64aIyOf0JgzCH+ygIJL76D2kwVENy3HN/hkiq6+BzsRQ9MNkmU7qFz0OKmK3enkG94MLFsR9xaSc8U96LUlVC16vNG5zKq91H36Os4x55Nqgy66EQIUXHUPla8+TGL3OgAcWYXknPVlUh6Z0kGcmOxoNUCLdSlsrZTw+xVlOrBs2FmZol+eC92fjV21p1XPKYRoSAKuDkTTwJmZn57zJ78PdZ+9S7J0G+7ug8iYOI/Kd56sT5pxMNO0CfYbi1XR9Fis/XSXh8jGZeTNvpGqRY/VL0/s2UjZCxuBdNdF36CJ6N4gXj1BUvNiHTRIP247wcjBMXwOGhoR06ovj2UpIvjA5UsvUIAEW6ITUEqhuTxkTDwHd49B6bpXth13UX8KL/s+Ve/8B003wNqX6cvjJzB8Os6sIlzdBlL2wm9xZBZQcOFtVLz5T+LbVxPduIzASdMI9RyKFamm+ImfkDv3Zux4hIo3/oFKxtEcLvIu/A5xLV1nLEthuvwkVi1qtqx1K94kf9SZpNqg5di2FREjh4xzvoVhxdJZUp0+4pqvwX1BiBOJitakE1Y5Pcd1nHjKpjZhk+lr3Rau/KCBQ4fNZUn65bnQAjnY1RJwCdGWJODqQHRdQ8/uRnznekqff6B+eWLPRmpXvEXhZd9DM5xNDoaP6gH82d0wgjlYtRWNj+0Nork8uAt6E9u+utkyRDd+TGj8XIof/z8Mb5DgxHPw9BxB5HPz7ZimPGyJrkPTwFU0gFTFHkqf/XX98sSejdSuXEjBxd8FlwfN4cLbfwzBUacRXv4akXVLcIRy0y9JCvpi1pYT31e/VCJK7fLXGpwnvms9/iEn4x9yCs68XngGjCOuB7EajINS6Zbs5lhmOqVpG1FKEVMu0FxgsO/+I/VfnLhUtBrNHUDTji/RRVltuuJneFsnJfx+hq5RmOFgc2mSM4aBHswhtWt1el5BXaZ2EKItdIqaVl1dzd1338306dMZO3YsV1xxBcuWLatfv3jxYi688EJGjRrF7Nmzefnll9uxtMfOshQqlaDmw/81WqeSMaoWPYGyUk3smR6DEnVkkX/+Lemg7GC6g5wzbyC6+RPc3QZCE/N31dM07FgtVm0lydLtVLz0B8IL/4lXb3rSYyG6AttWKDNF9fvPNFqnUgkqFz0OlknmlIvxD5lEyVM/J7ZpOVZdFYk9Gyl/+U9E1ryP7vZzqPql6Tr4c3BPvwEGn0adCmJ+LumEadr4h89s9hi+IZMwdRkXKUR7saPV4Dn+7oRltekW89Zu4QLolulgU2kq3ZofyAHbRNU2nixdCNE6OkXA9a1vfYtPPvmE+++/n2eeeYahQ4fyxS9+kS1btrB582Zuuukmpk2bxrPPPssll1zCd7/7XRYvXtzexT4mib2bml0X37mm0ZxbBzNNm7i/J91v/BWZUy/B238sofFzKbz0DupWvU3NB8/h6TkUb9+RzR7DP/hkYltXNFgWXfcBerzm6D+MEJ2EUopk6VaaG5SU3LsZZZl4+42iatETTW5X8+GLaC4P3v6jmz2Pb/AkopaTZNJstpXYthV6Vg/cPYY0Wqd7AoQmXUDCap0U0kKIw0u3cB1/wozSWguXQ8PrbP363CPTQThuU1proQdyAWQclxBtqMN3Kdy+fTvvv/8+jz/+OOPGjQPgBz/4Ae+++y4vvvgiFRUVDB48mFtvvRWA/v37s2bNGv76178yefLk9iz6UdM0DttV6OC1Tl3hVlHsSBWapqH5MolrPuLOHHyDJuLMLqJu1dsUfzy//gGx8u0nyD/n6wRGn07dpw0TABj+TIKjT6fk6V80Om98y3Icw+dKV0LRJWmafgTd9BRmTRlmTWkzq20SxVvIOPlcEns2NsrmmTHpPExP5v5hYIcUsT1kn3MLic3LqF0+H5VM4B00keC4OUS04FF3KdR1DQ8x9EQtdiKK7s/EdPiIW87D7yyEaEBFqtBCBcd9nLJai0yvftxdE49E9ywnmgbr9ibIHxQAhxurajeOPmNa/dxCiE4QcGVlZfHwww8zYsSI+mWapqFpGuFwmGXLljFr1qwG+0yaNIl777033XTeBjeylhKLpQj2HNrsene3QWgOJ5jg0k203Sspnv8wKhUHQHN5yJlzM+5uA9EMg1TFboKjZ6E53ViRGjw9BuHtO5rwyoUEhs/AP3AC4U8WYMfq8A0cj7ugD+WvPoxKNe4+qDnkwUx0XfF4ilBRf9LdARsHM6783mgO92HvJxpQuehx8s/7JrFtq4nvXIfhCxIaNxuV3ZuoeeT1qM7y4Bgwnax+E9CUjWl4qTU5pmDLb1VT9uwvSFXsrl/uGzKJjFOvo846voH/Qpxo7GgNjvx+x32cstrWn4NrP5dDoyjDwbriJDMG+9GDedhVuw+/oxCiRXT4gCsUCjFjxowGy1577TW2b9/O9773PZ577jkKCwsbrM/PzycWi1FVVUV2dvYxndfhaPvelpoGmuEmOOYMaj9Z0HCdw0X2aVeiXF4c6Lgi5ex98XcNtlHJOOX/+w0Fl32f8MfzCQw9hfLX/4p/wDicmQUkS7cT27qK7FOvpOSJH6N7/PgGTUDPLsI7cCzVb/8Xs7qkybJ5e59EQtfa5boczDD0Bv8r0rridWnL75qmgWY5CE08m/BHLzVcaTjIPu1qMBykwuW4CvqQLNnW+BiGE1d+b5J7NlL8n3vx9B6Op/tAjKwitJxeJJQbxzHccVMHjdc6lv09KkLpkz/BrGk4XiO6bgmGLwPvKVeQslvvWnfF72Z7aetr2dp1sDN+N5RlQqIOwxs8onLrunbQ/zbcvqzWon++C72NElf0ynayanccTdPQQ7nYVbta7G/cGf+WR+tE+Iyi9XT4gOvzli9fzp133smZZ57JzJkzicfjuFyuBtvs/3cyeYhMX4eg6xpZWcffP/tYRDZ8hiMjn7x5X6V25SKsSA3u7oMIDJtK5btPkzfny2QEsyl96/lmj1G34i0MX4i61W+TP+9rJMt2YkVrCU2chzMjn0TZLoxQDmZVMbWfvIG33ygCmk5o3Fkk9mzAqqtucLyMSedh1pST0W1g6374oxAKSdKApnSV69IedTCycR2G20feOV+nduVCrLoq3EUDCAyfRvWHL5Jz+jU4gtlkn3oVJc/+GpWMHbS3RvbpVxPftYHuN/yCyIalaLqOt+9onNmFGL5Qu03/Hd+5s1GwtV/dirfInHwegazj7x51OF3lu9kRtMW1bMs62Jm+G2ZNGdWALysbT/DIW4f9/oaZflOmojJqcUqmC5/P1cxeLWtoT8WSLTFKohrd84oI71pNZoYnPeVFC+lMf8tjdSJ8RtHyOlXA9cYbb3DbbbcxduxYfvWrXwHgdrsbBVb7/+31HlulsG1FONz0BMKtyTB07KpiqhY9hhHMITDsFHRPgGTpdoqfvC+dVchKEauLkKpofrBrqroYX78x1K1cSGzrSpw53XHm9SQwciapqmKcGTkUXPxd7EQ03U3K4UQl46DpFFxyJ7FtK4lvW43uDeIfMonEno1ongDV1ZG2zEbdJMPQCYW8hMMxmQfoIB3lurTUA1pb10HD0KC2gqp3n8QIZBEYNgW9zwhS5bsoeern6eygyqZu1TtkzfwChZfeSXTTxyRLtuII5eIfMROVSoKZwIpH8PQZiaZpVC15jtCZXyVZFWmzz3IwXdfQqpputQZQVgozHqOuFcvXUb6bXcGRXMvOVAc743fDLE7/9saVm1Rt/LDb67qG3+8mEklg2wd+QPdWp1AK/E6IRo/t5fDRyvaA16mxeH2Yc3tlgWVSsW0LRla34z52Z/xbHq22rH+i6+k0Adejjz7Kvffey+zZs/n5z39e34pVVFREaWnDQeylpaX4fD6CweAxn6+9kkO4c3oAYNVWUPPhiw3W6d4AGA4szYkrvw+psh1NHsOV04PUQQP7dW+A4PDplD79C1KV6R8LI5hL4aV3ULv6HWo/np+e90fT8Q0cR8b4uVjhSqxYLWUv/RFnZgHe0XNIpTrOTdSybEng0YSudF3a8nMopeHN6Q6AVVdFzee6FWouD5rhJDhmFsnSbVS9/V8cGbk4s4twZORh1ZRRuegxrNpKAJw53ck+7Wocobx9f5M2+yiN+LMKm12nOd3gcLfJte5K38321lbXsq3+Xp3pu5EKp+e5VC7/EQYW6e5ntq0abL+3Oj3FS4ZHw7bb7rP3yXXyyY4Y5w7LASBZugNnsPl7xNHqTH/LY3UifEbR8jpFR9THH3+cH//4x1x55ZXcf//9DboQjh8/no8++qjB9kuWLGHs2LFt1i+6pSgFjqxCHKG8JtdnTDwHzeUjYWqETj4XtCY+n6YTGD6d6PqP6v+dNfVSSp//TX2wBeDpOYTaT98g/OELByZZVTbRDUupfPs/ODJyiaxfgn/oKeRedDtRJQPrRdelFBjBbJzZRU2uD42bg+b2UvbC71GWhbvbAOLbVxNZ8z6u/N6UvfiH+mALIFWxm9Ln7ic06lRM1bqTmh6O8mXj3BdMfl5o/FySxvHPJyTEiUJFq0F3gPP4fhNLa02cBvjdbZvYa2CBiz3VJsUxF5oniF25s03PL8SJqsNHJFu3buWnP/0pZ5xxBjfddBPl5eWUlZVRVlZGbW0tV199NStXruRXv/oVmzdv5m9/+xvz58/nxhtvbO+iHzVNA7O2gty5N+Eq6n9gueEkNH4Ohj8DEukuHklXNvkX35Feto8RyCT/glsJL3+tPojy9htFdNOyA0HVPoGhk6ld8VaT5UjsXo+nzwiKbvwtnlOuotbytntXQiFamxUJk3Pmjbi7DzqwUHcQHHMGrpxuqGQcOxmn4rW/EBw5E3QHgeHTqF3+Ok1lNlRmksiaxejtnCk1przkXfK9hvN66Q6C4+bgHT2bZDu2vgnR2ahIFZoncNwZkEvDFpk+o80zKffNceJ2aCzbFkML5mFVNN1TRgjRsjp8l8LXXnuNVCrFggULWLCgYea+Cy64gJ/97Gc8+OCD/PKXv+Sf//wnPXr04Je//GWnm4MLQNd1Ens3Ef7wRUITziZr6iUoy0TTDSJrP6D8lYfofuP9oEPS1jFyB5N39X2QqAM0cAfQHQ5cxVuJbVuNSsVx5nQnWbyl0bmUUo2CsIOlaspJ5BagLIm0RNfncOgkS7ZQ9c5/yZhwNpmnXJiue4ZBZP1HlL30IN2/+AuKvvQbVLwO3eOn8As/xKzaQ2Tjx80eN757PYHRKaD9WrmUUtThJ+Ocb2OkIqhUHM0TIKX7iFgd/p2bEB2KHa1G8xx/q3BJ2CSzjVLCH8xhaAzId7JkS4yzBudhl2xo8zIIcSLq8AHXzTffzM0333zIbaZPn8706dPbqEStxzQt3NndsSI1VC16vNH69HgLJ+zrOmxZigg+cPrSC2wgCa7R51I08jRIJdA9Aarfewp2rGl4LMNId0lUTfdDNvxZKGnWEicI07TwZhZgx2qpeuc/jTcwHGgOF3UqAO4AKNADIfzBPJwZb2OFy5s8riO7GwoHTbWAtSWlIGY5Qc8E977iWO1aJCE6JRWpQnMff2KEkrDJwIK2yU74ecO7ufnvslo22d3oG/kQFa9rkSBSCNE8eb3Zgdi2wpHbE72ZG19wzJkkjMMnAkmaUGsHqDVyqEm5CY6bTXpK1gNiW1fhGzi+yf0dmQXgyzza4gvRadl2evzkwV10DxYYPh3TFfzcPoqI8hI65aJmjqoRHHMmSVNeXAjRVdiRKjjO4CRhKqqiNlm+9mn57p7lINuv825JCACrfHu7lEOIE4kEXB1MhCAFV/wAw5/ZYLl30EQC488mkTr6Y6ZcWeSe+w00x4G3abUrF5I59WLcPYc22NaRWUDeJXcSw3csxRei04oaGRRe9n2MYMPJ0r19R5E55WIiica3S9tWkNWTzJlXNkhiozlc5J77TZKurFYvtxCi7aTHcIWO6xil4fTAyWx/+zyCaZrGqJ4ePtmjqNQysSsk4BKitXX4LoUnGttWRN2F5F31U4hWoGJ1GJmFmM4AtabzmI6ZsA2c3UdR+MUHsGqKUZaFM7uIhOYjY94tGIlazJqydJDnyySKr8F8IUKcCFIpG7yFFF55D3ZdJVakBmd2IcoVoMZsfk6/mO3CNfQ0ug2eRKpyL5phYGQUktC9pGSMlBBdhkrGwEwcd/e7kn0BV5a//cZ2Du/mZvHmGO+Yo7m4bFu7lUOIE4UEXB2QbafHZjmCAbJ6+amqihz3nA8pSyeFHy0jnf0wrtg3rMQAhxstNy89ZsuG9h5vIkR7SaVsUgRwhEJk9T7yupe0DJIE0bLT3Q6VjJESosuxI+mpHzTv8bVwFYdNfC4Nr7P9Xsi4HBqje7p5b2sPZhUvpPlXSkKIliCvX08wStFkindJkCHE8WuufgkhOj8VqQJA8xx+LPWhlNSY7TZ+62Bje3vQNI03ywtR8br2Lo4QXZoEXEIIIYQQh6Hq9rVwHWeXwr01JlntNH7rYF6nzpjuBu/GB1OxY3N7F0eILq39a7wQQgghRAdnR6rA7UfTj711ylaK4rBFdjuO3zrYuP5BdE3x8tK97V0UIbo0CbiEEEIIIQ5DRSqPuzthVcQmaSpyOkjA5XUZjA2V894uBxU18fYujhBdlgRcQgghhBCHYddVHHfAtbcmPbdLRwm4AEYXKlyYvLR4a3sXRYguSwIuIYQQQojDUHUVx52hcG+NiUOHkLfjPH55MnIZ7dzGeyv3UhmWVi4hWkPHqfFCCCGEEB2QUgq7rhLNe3wtXMU1Jtl+A03TWqhkx08L5DDCtROnDq8v3dnexRGiS5KASwghhBDiUJLR9KTHx9nCtbva7DAJM/bTHE7cgRAjMmp5Z8UeonGzvYskRJcjAZcQQgghxCG0xKTHSin2VJvkBjtWwAWghfIYznpSps17K/e0d3GE6HIk4BJCCCGEOARVVwGAfhxJM6qiNvGUIjfQ8QIuI5SPP1nBwCIfCz/ZjZIZ3IVoURJwCSGEEEIcgl1XCZoOxzHp8e7qdIbCjhhwaaF8QGNEVpSSqhjrdlS3d5GE6FIk4BJCCCGEOARVW47mDaFpx/7YtKfKxGVohDwd79FLc7jQAtkUJbeTHXLzrnQrFKJFdbxaL4QQQgjRgdi15WjejOM6xu5qk5xAx8pQeDA9oxC7fBsn9cni4/VlxBKSPEOIliIBlxBCCCHEIaQDruNLCb+jMkVeB0yYsZ+eWQSpGMNyLEzTZtn60vYukhBdhgRcQgghhBCHoOrK0XzH3sKVshTFNWaHDri0QA4YTny12+lZEODDNSXtXSQhugwJuIQQQgghmqHMJCoWPq4uhXuqU9gK8jtywKXr6JmFWCWbGNIri7Xbq6iJJNu7WEJ0CRJwCSGEEEI0Y39K+OMJuHZW7s9Q6GiRMrUWPas7dvVeBuY70dD4WLoVCtEiJOASQgghhGiGHS4DQPNnHvMxdlamyPLpuBwdM2HGfnpmN0DDVb2V3oUBlq6VgEuIliABlxBCCCFEM+zaUtANtOOYg2tbeYr8UMdu3QLQnG70UD5W8QYG98xiw65qauoS7V0sITo9CbiEEEIIIZphh8vQfBnHPAeXbSt2VKYo6MDjtw6mZ3fHLtvGgEI3GvDJxvL2LpIQnZ4EXEIIIYQQzbDDZWjezGPef091iqSpKOgELVwAenZPUDauqm30LAhKenghWoAEXEIIIYQQzVDh0uNKCb+lNN0lLz/UOVq4NLcPPZiHuWctg3pksG5HNXWxVHsXS4hOTQIuIYQQQogmKKWwa0vRfJnHfIwtpQmyfDoeZ+d55NKze2KXbWVAgQdlK1Zskm6FQhyPzlP7hRBCCCHakIpWg5lE92cd8zE27I1TmOFsuUK1AT23FyiFp3oL3XL9fLy+rL2LJESnJgGXEEIIIUQT7JoSALRjDLhSlmJbWYKijM4xfms/zeVNZyvcvYaBPTJYvbWCWMJs72IJ0WlJwCWEEEII0QQ7XAJox9ylcGdlCtOGoszOFXAB6Lm9sSt2MLDAhWkpVm2paO8iCdFpScAlhBBCCNEEu7o4nRLeOLaAaUtZEkOnU8zB9Xl6Tk/QNALVmyjM9rF0nWQrFOJYScAlhBBCCNEEu6b4mLsTAmwqSdIty4lD11qwVG1Dc7jQs7pj7f6MwT0zWbm5gkTSau9iCdEpScAlhBBCCNEEu2oPWiD7mPZVSrGhJEHPHHcLl6rtGDm9sGuKGZgDKdNmxWbJVijEsZCASwghhBDic5RlomrL0AO5x7R/RcSiJmbTK9vVwiVrO1p2dzCcBKs3UJjt46O1Je1dJCE6JQm4hBBCCCE+x64pAWWjBXKOaf9NpUkAeuZ0rpTwB9N0Az2nJ+buzxjSK92tMBqXbIVCHC0JuIQQQgghPseu3gOAfowB1/riJLkBA5/baMlitTkjtw8qWs3gzASWpVi2XpJnCHG0JOASQgghhPgcu2oPuHxobt8x7b9ub5Ke2Z23dWs/LZSP5vLhrVhH78IgH6wubu8iCdHpSMAlhBBCCPE5VuVO9FDeMe1bUWdSEbHo1RUCLk1Dz+mFtWcdw3pnsmFnNaVV0fYulhCdigRcQgghhBCfY1fsRAseW8KMdcX7xm91gYALQM/rg0pGGeCtxu00eHfl3vYukhCdigRcQgghhBAHUWYCFS5FD+Yf0/6f7U5QmGHgdXWNxyzNl4nmzUArXsOwPlm8u3IvpmW3d7GE6DS6xp1ACCGEEKKF2JW7AXVMXQptW7Fmb4I+nTg74edpmoae2xureCOj+2USjiRZtk6SZwhxpCTgEkIIIYQ4iFW+DTQdLXj0Adf2yhTRpKJ3Fwq4APTc3mClyIptp09hkNeW7kQp1d7FEqJTkIBLCCGEEOIgdtlWtGAemuE46n1X7krgcWp0yzj6fTsy3RNAD+Zh7vqMCUPy2V5cy5ptVe1dLCE6BQm4hBBCCCEOYpVtRc8oOKZ9P90Rp2+uE13XWrhU7U/P64Ndvo1eWRpFOT5eeH+rtHIJcQQk4BJCCCGE2EelEthVe9Azi4563/I6k93VJv3zXK1QsvanZ/cCdOzda5gyvIiNu2pYsamivYslRIcnAZcQQgghxD5W2RZQNnpW96Ped/n2OIYOfXK71vit/TSnCz27O9bOVfQpCtC7MMh/3tpI0rTau2hCdGgScAkhhBBC7GMVbwSH+5jm4Fq6Ld2d0O3oet0J9zPy+mHXlUNNMbPG9qCiJs4L725t72IJ0aF1iYDLtm1+97vfMW3aNEaPHs2XvvQldu7c2d7FOm6udu6R4HDoOBxd4isixFFxHsfLaV3XuuTYDSFOFFbxBvSsbmja0dXj0lqT7RUpBhd2ze6E+2mZhWhuP+aOFeRkeJh8UiEvfrCNz7ZI10IhmtMlnqYffPBBHn/8cX784x/zn//8B9u2ufHGG0kmk+1dtGPi92pk6GHUrtXULHsVb2QXGY5Im53f6zDJ0MI4dn2MvvV9QnYFASPRZucXor0EAhoZei3anjXULHsVT90OMowIhnH4fV26RVCrxVm8AseuZQRUNR491fqFFqITUrZJYt27lM//C/EVr6GS0fYuEgDKMtMBV06vo9538eYYbofWZcdv7adpGnpeP8zda1BmnEnDCuiRF+C+fy6lvCbe3sUTokPq9DlLk8kkf/vb37jtttuYOXMmAA888ADTpk3j9ddfZ968ee1bwKMU8GpQsZ3dT/0MlTjwA+TuMYT8c79Btelr1fN7HSnsnSvY9fJDYJsHyjViJhnTLiNselv1/EK0F39AQ6vYzZ7//hQ7Xle/3N1tAHnn3UoN/mb3dekm7FjOnvl/BvvAWIbg+LPxTTiXqOVu1bIL0ZnY0Wpir96PXbETR0YeZm0F2or5eGffgpHds13LZpVuBjOJkdvnqPazleKDTVEGFbhwGl2/hdvI74e1+zPMnatx9h3PBdP78u/XN/Dzx5Zz+xfGkBmQe54QB+v0LVzr1q0jEokwefLk+mWhUIhhw4axdOnSdizZsTESNRQ/+dMGwRZAYtc6qt5/hgyP3arndyZqKH/xjw2CLYC6VYtIbP0Ul6vTx+hCNMkRDVP8uWALILFnE1VvP0Gmu/nWKleiiopXHmwQbAHULnsZq3gDxgnwACbEkVDJKLGXf4mKVOGdcS1553wN3+lfBt0g9tIvsMNl7Vo+a9dqcHnRjjIl/Ge7E1RFbYZ3PzECDc3tQ8/uibl1GUrZ+D1Obph3EtF4ip/++2N2l7ddrxwhOoNO//RcXFwMQFFRw/St+fn59euORXuMXXK7dZJbt6KSTTfJRz57l8xJ5+FwZLbS+Z3UvrcQaHpOjZqPXiK/zyhsR6BVzn8kDENv8L8irStel7asg04npPbsbhRs7RdZt5isqRfjcGQ3WudwaNQuXdDsscOLnyX7wiEkHCfGg9jndcXvZntp62vZ0nVQKUXknb9h11Xgm3o1jsy89HkCWfhOuYLou/8i/sbvCV70QzSjfbL8RbZ/giO/Pw7HEfQjPsjC9VEKQw66ZzkbjP3S9YP/t2vVAWf3ISRWvoYq2Yjeaxg5QTfXzhnCf9/cyE/+uZRrZg9h6siiox4L11HJvUwcj04fcMViMQBcn8sw4Xa7qampOaZj6rpGVlbz3YdaU1VN82/3lJlEWSmyclunbLZlEg6XN7verK1ER7XbtTlYKCRdG5vSVa5Le9TBmkN897GtdN3La1wmO5Wgrqa02V2tuipcDvAF27/etKeu8t3sCNriWrZGHQx/+iapLcvInH4Z3u496pf7/W7wu/HOuIzy+X9Brfgf2adf26LnPhKpqmKqKncRGj4Fb9BzxPvtrEiyeneC88Zlpj9LEzyeLjiuy9cNO7sb1qYP8A0eBUC3/BBfvXg0L763hb+8uIaPN5TzlYtGUpjTde5/ci8Tx6LTB1weT/qmmEwm6/8/QCKRwOs9tkph24pwuH0G8Hq6DWh2nRHMRnO4qKpqnaZ6p9PA02sY0fUfNrne3W0Alu6krpXOfyQMQycU8hIOx7Cs1u1e2Zl0lOvSUg9o7VEHPQV9ml2ne4NoTneTdc8wNDy9RxDb8mmT+7q7DSJuGaTasd60p47y3ewKjuRadtQ6aNdWUPP633D0GomZ1Y/a2ji6ruH3u4lEEti2AmcWriHTqVnyIna3UTgKB7bY+Y9EbNmb4HCRCvbArD3y5A9PLq4k5NXpn2MQjTZM1qXr6WArHk9id8Gvv95jOImVr1O9fjlZQ8YTiSawLZuzxvegX2GA15fu4is/f5N5p/Rh3il9cDmPruWwI2nL+ie6nk4fcO3vSlhaWkqvXgeyCpWWljJ48OBjPq5pts+d0Qjl4crvTbJ0e6N1WdMuxfbnYNa2TvZF07QJ9R+L/v4z2NHw59ZqZE2/nIjlxu4AvxqWZbfb36gj60rXpa0/hxHIxt1tAIk9mxqty5xyEfiyMevMRutME4KDTqZm8bPY8c8FVZpOxtRLiJg6SnWNv8ux6krfzfbWVteypc6hlCK26G9ohhPH0NMOelhNd82ybVW/TO87Hm3veure/Av+i+5Bc7RNy5BSisS69zAKB2FrDjjClwO7qlJ8tCXGaUN8aKh04NjA/s9Ih/jtbHH+HPScnsRXvYndfzi2pbCs9DXoV5TBDXMDLPmshBff38a7K/Zy5ZmDGD3g6Oc360jkXiaORafviDpkyBACgQAffnigVSYcDrNmzRomTJjQjiU7NjHDT/5F38E/ZBJo+/oL+zPImf1lPH1GUttKwdaB82dQdOWP8PQaVr/MkVVEwWXfw/LnN/FjIkTXUKd85J1/K/6TpoKefgure4Nkz7oO38CJ1DQRbO0X0YIUXPlj3D2G1C9z5nSn4IofknDloKTaiBOYueE9rJ2rcI44E8156LGMmqbjGjkHVVtGYtlzbVTCdLIMFS7F6DniiPdRSvHk0jBZfp0RPU7MMZoARu+xKDNJzbL5jda5HAbTR3Xj+jlDCPqc/O7plfzh2VVUhiV9vDixdPoWLpfLxVVXXcWvfvUrsrOz6d69O7/85S8pLCzkzDPPbO/iHbVkEpIEyJp1A5nTLwczhebyYAcyqQlbhz/AcUqlbCwjh6x530RPRVG2BS4fCSNIMtn65xeivVgW1OAn+7RryZpyMcpMork84Ms+ZLAF6Tf0EUcOGfO+hWHFUMpGObwkNG/9214hTkR2uJT4B49h9BiBUdB8l/mD6cFcHIOmklo5H0evUTi6DTn8TscpueIVtIxC9KNIS79kS4x1xUkuGBPAOIEnO9fdPpx9xxHbtARPsBC9x8hG22SHPFwysz/rdlSz8JPdfP8vH3LBtL6cNq4HDklCIU4AnT7gAvjGN76BaZrcddddxONxJkyYwCOPPILT2T5ZjlpCTdKFw+EhK89PVVUEsw2Crf1sW1Fnu0FzgwFYpJ9GhTgBVCecOBzZB+reYYKt/ZRSxJQLNBdogA3NZfwU4kSgzCSxNx5Ec3pwnnT6Ue3r6D8Ru2wr8bcewnfh/6H7MlqplGDuXIW1Zy2u8RcccUa9krDJfz4KM7TIRb8uPtHxkTDy+2HEq4ivmI9L03F0H95oG03TGNo7i75FQd5duZf/LtzE2yv2cNGM/owZmNtlshkK0ZQuEXAZhsF3vvMdvvOd77R3UYQQQogTnrJt4m8/gl25C/cpVx62K+HnaZqOa8w84u/+i9hrv8U37/ajPsYRlTMZI/7uP9FzeqEXHFmSjtq4xR/eqsTr0jh9iK/Fy9QZaZqGd/AkUkmT5CcvYVfuxjl4OpqrcfIyj8vBGeN7MrJ/Dos+3cMfnl1Ft1w/p4/tzoShBQS8nfdluRDN6RIBlxBCCCE6BmWZxN9+BHPzR7jGnYeeWXhMx9E8QdwTLiSx5D9EX/01vjO/geZpuXkglWUSe+vPqHgY14QLj6iFpbzW5PdvVVEXt7l0Qgi3U7rD7afpOs4BJ6P5szF3fIq5azWOHiMwug9Dz+qGpjW8VgVZPi47dQA7S+tYuq6UxxZs4NEFG+hXFGJgz0z6FAbpkRcgP8sr3Q5FpycBlxBCCCFahFW2lfi7/8Cu2IVz7DkYRQeyBceSNntrTEprTSojNtGkQjdqsSwLr0Mj02eQHzIoynAQ9OxLXJNZhGviJSSXPkvk2R/imXotRs8Rx939zK6rIL7or1h7N+CacCG6P+uQ26csxTsbojz/SS1el8YlE0Jk+ztvivPWomkaRuEA9JweWHs3YO1dh7l9OTg96Lm9MXJ6YWT3RAvm1gdgPfMD9MwPEIml2LS7hu0ltXywupj5H+4AwNA1CrJ99MwP0C3XT7ccHwVZPnIyPHhcRv13wVaKuliKqnCCinCcqtoENZEEsYSFZSschkbA4yQr6KYg20e3XL+0pok2oykl+bM+T6mmUru2D8PQZe6az5Fr0rSOcF2MFnoL2RHqYEe4nl2FXMuWc7hr2dZ10KwpI1VVQnTvFqrXf0J491bi/iLMAdOp0jIpqU6xuyrJzsokFXUHxgJ7XRo+l47T0DDtdDAWTdj1ox5DXp2e2S56ZLsozHCS7Yzj3Poe7qqtBPMKyBw8jkCPATizCjF8ITSXB01vHAAppcAysRNRrNpKkuU7iG35lOj6JeguHxmTL8BV0Ld+e1spEilFJGFTGTHZXZlk/d44S7dGiSZtxvTycvpJITyuI7/Ouq61+/2sLTT5OZWNGS4nVb4bs2ovZrgclI3mcOHI7oYzswBHKBcjkInuDaG5vehON5rhJJKwKKmMUloVpbQqRmll+n9jiQPjag1dw+0yUAriSbNBRljD0Ah6XXjcBoauYVqKaDxFXTRV/z3LDLjpVRikx75gLi/LR3bIQ8jvwudx4HYaOB16fVDXVvVPdD0ScAkhhBDiqETjKS77/ivHuLfCReNETCY6dgefrcbFkSXREc05+kdOzXCCYdTvnkgdWRIvt9NIJzD6HNO0sY4xAH7wu6fRsyB4TPuKE5sEXEIIIYQQQgjRSjr2qyQhhBBCCCGE6MQk4BJCCCGEEEKIViIBlxBCCCGEEEK0Egm4hBBCCCGEEKKVSMAlhBBCCCGEEK1EAi4hhBBCCCGEaCUScAkhhBBCCCFEK5GASwghhBBCCCFaiQRcQgghhBBCCNFKJOASQgghhBBCiFYiAZcQQgghhBBCtBIJuIQQQgghhBCilUjA1UHZts3vfvc7pk2bxujRo/nSl77Ezp0727tYbaqkpITBgwc3+u/ZZ58FYO3atVx11VWMHj2a0047jX/961/tXOLW9ec//5mrr766wbLDXQP5Hh09uWZH5njrp1zntNaq1x35/tgV//bV1dXcfffdTJ8+nbFjx3LFFVewbNmy+vXXX399o7ry+b97Z9DVf5c//PDDJj/f4MGDOf300wH405/+1OR6IQ5JiQ7p97//vTr55JPVwoUL1dq1a9UNN9ygzjzzTJVIJNq7aG1m0aJFasSIEaqkpESVlpbW/xeLxVRlZaU6+eST1Z133qk2bdqknn76aTVixAj19NNPt3exW8Wjjz6qhgwZoq666qr6ZUdyDeR7dPTkmh2Z462fcp1br1539PtjV/zbX3/99WrevHlq6dKlasuWLer//u//1MiRI9XmzZuVUkpNnjxZPf744w3qSlVVVfsW+hh09d/lRCLR4HOVlpaq119/XQ0ePLj+c3zzm99U3/nOdxptJ8ShSMDVASUSCTVmzBj12GOP1S+rqalRI0eOVC+++GI7lqxtPfzww+qcc85pct1DDz2kpk6dqlKpVP2yX//61+rMM89sq+K1ieLiYnXTTTep0aNHq9mzZzd4MDvcNZDv0dGTa3bkjqd+nujXubXrdUe+P3bFv/22bdvUoEGD1LJly+qX2batZs2apX7zm9+o8vJyNWjQIPXZZ5+1Yylbxon2uxyJRNSpp56q7rjjjvplc+bMUX//+9/br1CiU5IuhR3QunXriEQiTJ48uX5ZKBRi2LBhLF26tB1L1rbWr19P//79m1y3bNkyJk6ciMPhqF82adIktm3bRnl5eVsVsdV99tlnOJ1OXnjhBUaNGtVg3eGugXyPjp5csyN3PPXzRL/OrV2vO/L9sSv+7bOysnj44YcZMWJE/TJN09A0jXA4zPr169E0jb59+7ZjKVvGifa7/NBDDxGLxbj99tsBSCaTbNu2jX79+rVzyURnIwFXB1RcXAxAUVFRg+X5+fn1604EGzZsoLKykiuvvJJTTjmFK664gnfeeQdIX6PCwsIG2+fn5wOwd+/eNi9raznttNP4/e9/T8+ePRutO9w1kO/R0ZNrduSOp36e6Ne5tet1R74/dsW/fSgUYsaMGbhcrvplr732Gtu3b2fatGls2LCBYDDIPffcw/Tp05k9eza/+c1vSCaT7VjqY3Mi/S5XVlbyj3/8g5tvvpnMzEwANm3ahGVZvPbaa5x11lnMnDmT73znO5SWlrZvYUWHJwFXBxSLxQAa3LwB3G43iUSiPYrU5kzTZMuWLdTU1PD1r3+dhx9+mNGjR/PlL3+ZxYsXE4/Hm7w+wAlzjQ53DeR7dPTkmh2Z462fcp2b1xLXriPfH0+Ev/3y5cu58847OfPMM5k5cyYbNmwgkUgwcuRI/vrXv/KVr3yFp556irvuuqu9i3pUTrTf5ccff5xgMMhll11Wv2zDhg0AeL1efvvb33LvvfeyZcsWrrnmGuLxeHsVVXQCjsNvItqax+MB0k3X+/8/pG9YXq+3vYrVphwOBx9++CGGYdRfg+HDh7Nx40YeeeQRPB5Po7eD+2/oPp+vzcvbHg53DeR7dPTkmh2Z462fcp2b1xLXriPfH7v63/6NN97gtttuY+zYsfzqV78C4J577uH2228nIyMDgEGDBuF0Orn11lv57ne/S25ubnsW+YidaL/Lzz//POeff36D7+n555/P9OnTyc7Orl82cOBApk+fzltvvcXcuXPbo6iiE5AWrg5of1eLzzdRl5aWUlBQ0B5Fahd+v7/BjQ7SN7aSkhIKCwubvD7ACXONDncN5Ht09OSaHbnjqZ9ynZvXEteuI98fu/Lf/tFHH+XrX/86p556Kg899FB9647D4agPtvYbOHAgQKfrRnmi/C6vW7eOnTt3cs455zRad3CwBeluk5mZmZ3ubynalgRcHdCQIUMIBAJ8+OGH9cvC4TBr1qxhwoQJ7ViytrNx40bGjh3b4BoArF69mgEDBjBhwgQ+/vhjLMuqX7dkyRL69u1LTk5OWxe3XRzuGsj36OjJNTsyx1s/5To3ryWuXUe+P3bVv/3jjz/Oj3/8Y6688kruv//+Bl3rrr76au68884G269atQqn00mfPn3auKTH7kT6XV62bFl9fTvYAw88wFlnnYVSqn7Zrl27qKqqYsCAAW1dTNGZtHeaRNG0+++/X02cOFG98cYbDeYpSSaT7V20NmFZlrrooovU3Llz1dKlS9WmTZvUT3/6UzV8+HC1fv16VV5eriZMmKBuv/12tXHjRvXMM8+oESNGqGeffba9i95qbr/99gbpo4/kGpzo36NjIdfs8Fqifsp1TmuNet3R749d7W+/ZcsWddJJJ6mvfe1rjeZmCofD6t///rcaOnSoevzxx9WOHTvUyy+/rE4++WR1//33t3fRj8qJ9Lt85513quuuu67R8lWrVqmTTjpJ3X333WrLli3qo48+Uueff766/PLLlW3b7VBS0VlIwNVBmaapfvGLX6hJkyap0aNHqy996Utq586d7V2sNlVWVqbuuOMONWXKFDVixAh12WWXqaVLl9avX7Fihbr00kvV8OHD1amnnqr+/e9/t2NpW9/nH8yUOvw1kO/R0ZNrdmSOt37KdU5rrXrdke+PXe1v/6c//UkNGjSoyf9uv/12pVR6kus5c+bU/z3+9Kc/Kcuy2rnkR+9E+V2+8cYb1S233NLkug8++EBddtllavTo0WrixInqzjvvVNXV1W1cQtHZaEod1C4qhBBCCCGEEKLFyBguIYQQQgghhGglEnAJIYQQQgghRCuRgEsIIYQQQgghWokEXEIIIYQQQgjRSiTgEkIIIYQQQohWIgGXEEIIIYQQQrQSCbiEEEIIIYQQopVIwCU6nA0bNnDrrbcyZcoUhg8fztSpU7nllltYt25d/TZ33HEHp512WqN9U6kUX/nKVxgyZAiPPfZYWxZbiE7tjjvuYPDgwYf87+qrrwZg9+7dfP/732fGjBkMHz6cSZMmcfPNN/PRRx+186cQovO4+uqrGTx4MJdffnmz29x6660MHjyYO+64o9G6NWvWcNJJJ7Fr164m9z3ceiFE23G0dwGEONjGjRu57LLLGD16NHfddRc5OTkUFxfz6KOPcumll/Kvf/2L0aNHN7lvKpXilltuYdGiRfz4xz/mkksuadvCC9GJffWrX23w4Pfggw+yZs0a/vCHP9QvCwQClJWVcdlll1FQUMC3vvUtioqKqKys5KmnnuLaa6/lt7/9LWeeeWZ7fAQhOh1d1/n0008pLi6msLCwwbpoNMrChQub3G/Dhg18+ctfxjTNY1ovhGhbEnCJDuXvf/87WVlZ/OUvf8HhOPD1nDVrFrNnz+bBBx/k4YcfbrSfaZp861vfYuHChdx3332cf/75bVhqITq/Xr160atXr/p/Z2dn43K5Gr3g+OMf/0g4HGb+/PkEAoH65WeccQaXXHKJBFxCHIVhw4axadMm5s+fz3XXXddg3cKFC/F6vYRCofplyWSSRx99lN/97ne43e5GxzvceiFE+5AuhaJDKS8vRymFbdsNlvt8Pr73ve8xZ86cRvvsD7beeustfvGLX0iwJUQrKi8vR9M0LMtqsNwwDL797W9z2WWXtVPJhOh8fD4fM2bMYP78+Y3WvfLKK5x11lkNXj6+8847/OEPf+Cmm27itttua7TP4dYLIdqHBFyiQ5k5cyZ79uzh8ssv57HHHmPz5s0opQCYPXs2F1xwQYPtTdPk29/+Nq+//jr3338/8+bNa49iC3HCmDlzJvF4nEsvvZRHHnmENWvW1AdfU6ZM4ZprrmnnEgrRucydO7e+W+F+dXV1vPPOO41+00aMGMFbb73FV77yFQzDaHSsw60XQrQP6VIoOpQvfOELlJWV8cgjj3DPPfcAkJWVxdSpU7nmmmsYOXJk/baWZXHbbbfx2muvoZSiqqqqvYotxAljxowZ3H333dx///384he/ANJjuyZPnswVV1zBlClT2rmEQnQuM2fOxOv1NuhWuGDBAnJychg3blyDbQsKCg55rMOtF0K0D2nhEh3ON7/5Td59911+/etfc/HFFxMIBHjxxRfrk2bsV1xczMKFC/nzn//MuHHjuO+++9i0aVM7llyIE8OVV17Je++9xx/+8AeuvPJKioqKWLBgATfccAM/+9nP2rt4QnQqHo+H0047rUG3wpdffpk5c+agaVo7lkwI0VIk4BIdUkZGBvPmzePee+/ljTfe4LnnnqN///788pe/rG/JcjqdPPTQQ8yYMYNf/OIXGIbBrbfeSiKRaOfSC9H1eb1ezjjjDO6++25eeuklXn/9dcaPH8/f//53NmzY0N7FE6JTmTNnTn23wqqqKhYvXszZZ5/d3sUSQrQQCbhEh1FSUsLUqVN56qmnGq0bNmwYt956K8lkkp07dwKQn5/P5MmTAejRowff//732bBhA/fdd1+blluIE4VlWZx22mn87ne/a7Sud+/e3HXXXQDS0izEUZo+fTp+v5/58+ezYMECevTowfDhw9u7WEKIFiIBl+gwcnNzcTgcPP744022Um3ZsgW3203v3r2b3P+iiy7ijDPO4IknnmDBggWtXVwhTjiGYZCfn88zzzzT5JjJrVu3AjBo0KC2LpoQnZrL5WLWrFm89tprvPrqq9K6JUQXI0kzRIdhGAY/+tGP+NrXvsZFF13ElVdeSf/+/YnFYrz//vs89thjfPOb3yQjI6PZY9xzzz18+umn3HXXXQwfPpyioqI2/ARCdH133XUXV199NRdeeCHXXHMNQ4cOxbZtli5dyj/+8Q8uv/xyBgwY0N7FFKLTmTt3LjfddBO6rte3FgshugYJuESHMnPmTJ588kkeeeQRHnroISorK3G5XAwbNowHHnjgsBOqZmdnc++99/LlL3+Z2267jX/961+SGleIFjR8+HCef/55/vznP/Poo49SVlaGYRgMGDCA733ve1x88cXtXUQhOqVTTjmFUChEUVER/fv3b+/iCCFakKb2T3IkhBBCCCGEEKJFyRguIYQQQgghhGglEnAJIYQQQgghRCuRgEsIIYQQQgghWokEXEIIIYQQQgjRSiTgEkIIIYQQQohWIgGXEEIIIYQQQrQSCbiEEEIIIYQQopVIwCWEEEIIIYQQrUQCLiGEEEIIIYRoJRJwCSGEEEIIIUQrkYBLCCGEEEIIIVqJBFxCCCGEEEII0Ur+P4l4a9vbSIncAAAAAElFTkSuQmCC", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "numerical_vars = ['SK', 'TS', 'M11']\n", + "sns.pairplot(data=df_tr, vars=numerical_vars, hue='Sepssis')" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\user\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\seaborn\\axisgrid.py:118: UserWarning: The figure layout has changed to tight\n", + " self._figure.tight_layout(*args, **kwargs)\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "numerical_vars = ['BD2', 'Age', 'Insurance']\n", + "sns.pairplot(data=df_tr, vars=numerical_vars, hue='Sepssis')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Hypothesis Testing" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Hypothesis 1\n", + "- **Null Hypothesis (H0):** There is no significant difference in mean Plasma glucose levels (PRG) between patients with and without sepsis.\n", + "- **Alternate Hypothesis (H1):** There is a significant difference in mean Plasma glucose levels (PRG) between patients with and without sepsis.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "T-statistic: 5.172721512358376\n", + "P-value: 3.154172341568826e-07\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "grouped_data = df_tr.groupby('Sepssis')\n", + "\n", + "sepsis_yes = grouped_data.get_group('Positive')\n", + "sepsis_no = grouped_data.get_group('Negative')\n", + "\n", + "sepsis_yes_prg = sepsis_yes['PRG']\n", + "sepsis_no_prg = sepsis_no['PRG']\n", + "\n", + "t_stat, p_value = stats.ttest_ind(sepsis_yes_prg, sepsis_no_prg)\n", + "\n", + "print(\"T-statistic:\", t_stat)\n", + "print(\"P-value:\", p_value)\n", + "\n", + "sns.boxplot(x='Sepssis', y='PRG', data=df_tr)\n", + "plt.title(\"Plasma glucose levels (PRG) by Sepsis\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### **Conclusion**\n", + "- The t-statistic value is approximately 5.17, and the p-value is significantly smaller than the typical significance level (e.g., 0.05), indicating that the difference in mean Plasma glucose levels (PRG) between patients with and without sepsis is statistically significant.\n", + "\n", + "- Therefore, we reject the null hypothesis (H0) and conclude that there is a significant difference in mean Plasma glucose levels between patients with and without sepsis.\n", + "\n", + "- In conclusion, the results suggest that the mean Plasma glucose levels (PRG) are different between patients with and without sepsis, and this difference is unlikely to have occurred by chance. The boxplot visualization also supports this conclusion, as there seems to be a noticeable difference in the distribution of PRG values between the two groups" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Hypothesis 2:\n", + "- **Null Hypothesis (H0):**\n", + " There is no significant correlation between Blood Pressure (PR) and Body mass index (M11).\n", + "- **Alternate Hypothesis (H1):** There is a significant correlation between Blood Pressure (PR) and Body mass index (M11)." + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Correlation Coefficient: 0.2694817900679736\n", + "P-value: 1.9989399562103356e-11\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "correlation_coefficient, p_value = stats.pearsonr(df_tr['PR'], df_tr['M11'])\n", + "\n", + "print(\"Correlation Coefficient:\", correlation_coefficient)\n", + "print(\"P-value:\", p_value)\n", + "\n", + "sns.scatterplot(x='PR', y='M11', data=df_tr)\n", + "plt.title(\"Correlation between Blood Pressure (PR) and Body mass index (M11)\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### **Conclusion**\n", + "- The correlation coefficient between Blood Pressure (PR) and Body mass index (M11) is approximately 0.27, which indicates a positive correlation between the two variables. A positive correlation means that as one variable increases, the other tends to increase as well.\n", + "\n", + "- The p-value is very small, much smaller than the typical significance level (e.g., 0.05), indicating that the correlation is statistically significant. Therefore, we reject the null hypothesis (H0) and conclude that there is a significant positive correlation between Blood Pressure and Body mass index.\n", + "\n", + "- It can be concluded that, the results suggest that there is a meaningful relationship between Blood Pressure and Body mass index in the dataset, and the strength of this relationship is moderate (correlation coefficient ≈ 0.27)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Hypothesis 3:\n", + "- **Null Hypothesis (H0):** The distribution of Blood Work Result-1 (PL) is the same for patients with and without valid insurance.\n", + "- **Alternate Hypothesis (H1):** The distribution of Blood Work Result-1 (PL) is different for patients with and without valid insurance." + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "U-statistic: 41481.0\n", + "P-value: 0.14753285682539402\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "insurance_yes = df_tr[df_tr['Insurance'] == 1]['PL']\n", + "insurance_no = df_tr[df_tr['Insurance'] == 0]['PL']\n", + "\n", + "U_stat, p_value = stats.mannwhitneyu(insurance_yes, insurance_no, alternative='two-sided')\n", + "\n", + "print(\"U-statistic:\", U_stat)\n", + "print(\"P-value:\", p_value)\n", + "\n", + "sns.boxplot(x='Insurance', y='PL', data=df_tr)\n", + "plt.title(\"Blood Work Result-1 (PL) by Insurance\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### **Conclusion**\n", + "- The Mann-Whitney U test (Wilcoxon rank-sum test) has been used to compare the distribution of Blood Work Result-1 (PL) between patients with and without valid insurance.\n", + "\n", + "- The U-statistic is 41481.0, and the p-value is approximately 0.1475. The p-value is greater than the typical significance level (e.g., 0.05), indicating that we do not have enough evidence to reject the null hypothesis.\n", + "\n", + "- Therefore, we fail to reject the null hypothesis (H0), and we conclude that there is no significant difference in the distribution of Blood Work Result-1 (PL) between patients with and without valid insurance.\n", + "\n", + "- In other words, the results suggest that the distribution of Blood Work Result-1 (PL) does not vary significantly between patients with and without valid insurance. The boxplot visualization also shows that the distributions have a similar shape and overlap considerably, further supporting this conclusion." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Hypothesis 4:\n", + "- **Null Hypothesis (H0):** The mean age of patients with sepsis is the same as the mean age of patients without sepsis.\n", + "- **Alternate Hypothesis (H1):** The mean age of patients with sepsis is different from the mean age of patients without sepsis." + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "T-statistic: 5.398028835705048\n", + "P-value: 1.085959278630566e-07\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sepsis_yes = df_tr[df_tr['Sepssis'] == 'Positive']['Age']\n", + "sepsis_no = df_tr[df_tr['Sepssis'] == 'Negative']['Age']\n", + "\n", + "t_stat, p_value = stats.ttest_ind(sepsis_yes, sepsis_no, equal_var=False)\n", + "\n", + "print(\"T-statistic:\", t_stat)\n", + "print(\"P-value:\", p_value)\n", + "\n", + "sns.boxplot(x='Sepssis', y='Age', data=df_tr)\n", + "plt.title(\"Age by Sepsis\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### **Conclusion**\n", + "- The t-statistic value is approximately 5.40, and the p-value is significantly smaller than the typical significance level (e.g., 0.05). This indicates that the difference in mean age between patients with and without sepsis is statistically significant.\n", + "\n", + "- Therefore, we reject the null hypothesis (H0) and conclude that there is a significant difference in mean age between patients with and without sepsis.\n", + "\n", + "- In conclusion, the results suggest that the mean age of patients with sepsis is different from the mean age of patients without sepsis, and this difference is unlikely to have occurred by chance. The boxplot visualization also supports this conclusion, as there seems to be a noticeable difference in the distribution of ages between the two groups." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Hypothesis 5:\n", + "- **Null Hypothesis (H0):** There is no significant difference in Blood Work Result-4 (BD2) between patients with and without valid insurance.\n", + "- **Alternate Hypothesis (H1):** There is a significant difference in Blood Work Result-4 (BD2) between patients with and without valid insurance." + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "T-statistic: 0.15771644627762355\n", + "P-value: 0.8747568716697852\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "insurance_yes = df_tr[df_tr['Insurance'] == 1]['BD2']\n", + "insurance_no = df_tr[df_tr['Insurance'] == 0]['BD2']\n", + "\n", + "t_stat, p_value = stats.ttest_ind(insurance_yes, insurance_no, equal_var=False)\n", + "\n", + "print(\"T-statistic:\", t_stat)\n", + "print(\"P-value:\", p_value)\n", + "\n", + "sns.boxplot(x='Insurance', y='BD2', data=df_tr)\n", + "plt.title(\"Blood Work Result-4 (BD2) by Insurance\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### **Conclusion**\n", + "- The t-statistic value is approximately 0.16, and the p-value is greater than the typical significance level (e.g., 0.05). This indicates that we do not have enough evidence to reject the null hypothesis.\n", + "\n", + "- Therefore, we fail to reject the null hypothesis (H0), and we conclude that there is no significant difference in Blood Work Result-4 (BD2) between patients with and without valid insurance.\n", + "\n", + "- In conclusion, the results suggest that the mean Blood Work Result-4 (BD2) is not significantly different between patients with and without valid insurance. The boxplot visualization also shows that the distributions have a similar shape and overlap considerably, further supporting this conclusion.\n", + "\n", + "- It's important to note that the high p-value indicates that the difference between the two groups is likely due to random variation rather than a meaningful difference. This lack of significant difference suggests that Blood Work Result-4 (BD2) may not be associated with insurance status in this dataset. " + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "# 1. replace zero values in dataset with either mean or median #\n", + "# 2. do over sampling \n", + "# 3. feature scaling" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Feature Processing & Engineering" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Data Preprocessing" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [], + "source": [ + "def check_missing_values(data):\n", + " missing_values = data.isna().sum()\n", + " print(\"Missing values:\\n\", missing_values)" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Missing values:\n", + " PRG 0\n", + "PL 0\n", + "PR 0\n", + "SK 0\n", + "TS 0\n", + "M11 0\n", + "BD2 0\n", + "Age 0\n", + "Insurance 0\n", + "Sepssis 0\n", + "Sepssis_Encoded 0\n", + "dtype: int64\n", + "Missing values:\n", + " PRG 0\n", + "PL 0\n", + "PR 0\n", + "SK 0\n", + "TS 0\n", + "M11 0\n", + "BD2 0\n", + "Age 0\n", + "Insurance 0\n", + "dtype: int64\n" + ] + } + ], + "source": [ + "# Check missing values in train data\n", + "check_missing_values(df_tr)\n", + "\n", + "# Check missing values in test data\n", + "check_missing_values(df_ts)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Checking Imbalance in Target Column " + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ], + "text/plain": [ + " PRG PL PR SK TS M11 BD2 Age Insurance Sepssis\n", + "0 6 148 72 35 0 33.6 0.627 50 0 1\n", + "1 1 85 66 29 0 26.6 0.351 31 0 0\n", + "2 8 183 64 0 0 23.3 0.672 32 1 1\n", + "3 1 89 66 23 94 28.1 0.167 21 1 0\n", + "4 0 137 40 35 168 43.1 2.288 33 1 1" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train_encoded = pd.concat([df.iloc[:, :-1], target_encoded], axis=1)\n", + "train_encoded.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### DATA SPLITING" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "X_train shape: (479, 9)\n", + "y_train shape: (479, 1)\n", + "X_eval shape: (120, 9)\n", + "y_eval shape: (120, 1)\n" + ] + } + ], + "source": [ + "# split train+validation set into training and validation sets\n", + "X_train, X_eval, y_train, y_eval = train_test_split(train_encoded.iloc[:, :-1], train_encoded.iloc[:, -1:], test_size=0.2, random_state=42, stratify=train_encoded.iloc[:, -1:])\n", + "\n", + "# Print the shapes of the train and validation sets\n", + "print(\"X_train shape:\", X_train.shape)\n", + "print(\"y_train shape:\", y_train.shape)\n", + "print(\"X_eval shape:\", X_eval.shape)\n", + "print(\"y_eval shape:\", y_eval.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### IMPUTATION" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [], + "source": [ + "# Creating imputer variables\n", + "numerical_imputer = SimpleImputer(strategy = \"mean\")\n", + "X_train_imputer = numerical_imputer.fit_transform(X_train)\n", + "X_eval_imputer = numerical_imputer.transform(X_eval)\n", + "test_impurter = numerical_imputer.transform(df_ts)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### SCALING" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [], + "source": [ + "scaler = StandardScaler()\n", + "X_train_df = scaler.fit_transform(X_train_imputer)\n", + "X_eval_df = scaler.fit_transform(X_eval_imputer)\n", + "test_df = scaler.fit_transform(test_impurter)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### CUSTOM ML FUNCTIONS" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [], + "source": [ + "# Confusion Matrix Function\n", + "def plot_metric(confusion, name):\n", + " group_names = ['True Neg','False Pos','False Neg','True Pos']\n", + " group_counts = [\"{0:0.0f}\".format(value) for value in\n", + " confusion.flatten()]\n", + " group_percentages = [\"{0:.2%}\".format(value) for value in\n", + " confusion.flatten()/np.sum(confusion)]\n", + " labels = [f\"{v1}\\n{v2}\\n{v3}\" for v1, v2, v3 in\n", + " zip(group_names,group_counts,group_percentages)]\n", + " labels = np.asarray(labels).reshape(2,2)\n", + " ax = sns.heatmap(confusion, annot=labels, fmt='', cmap='viridis')\n", + " ax.set_title(f'{name}\\n\\n');\n", + " ax.set_xlabel('\\nPredicted Values')\n", + " ax.set_ylabel('Actual Values ');\n", + " ## Ticket labels - List must be in alphabetical order\n", + " ax.xaxis.set_ticklabels(['False','True'])\n", + " ax.yaxis.set_ticklabels(['False','True'])\n", + " ## Display the visualization of the Confusion Matrix.\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [], + "source": [ + "# Function for Training Models\n", + "\n", + "def train_ml_model(X_train, y_train, X_eval, y_eval, model_class, **model_params):\n", + " \"\"\"\n", + " Train a machine learning model, calculate various metrics, generate an ROC curve,\n", + " and return results in a DataFrame.\n", + "\n", + " Parameters:\n", + " - X_train: Training features\n", + " - y_train: Training labels\n", + " - X_eval: Evaluation features\n", + " - y_eval: Evaluation labels\n", + " - model_class: Class of the machine learning model to be used (e.g., LogisticRegression)\n", + " - **model_params: Additional parameters for the model constructor\n", + "\n", + " Returns:\n", + " - result_df: DataFrame containing model, predictions, F1-score, FPR, TPR, thresholds, and AUC-score\n", + " \"\"\"\n", + " \n", + " results = [] # List to store results for each model\n", + "\n", + " # Initialize the model\n", + " model = model_class(**model_params)\n", + " model.fit(X_train, y_train)\n", + "\n", + " # Make predictions on the evaluation set\n", + " predictions = model.predict(X_eval)\n", + "\n", + " # Calculate F1 score\n", + " f1 = round(f1_score(y_eval, predictions), 2)\n", + "\n", + " # Make predictions on the training and evaluation sets\n", + " train_preds = model.predict(X_train)\n", + " eval_preds = model.predict(X_eval)\n", + "\n", + " # Calculate F1-score for training and evaluation sets\n", + " train_f1 = f1_score(y_train, train_preds)\n", + " eval_f1 = f1_score(y_eval, eval_preds)\n", + "\n", + " # Determine if the model is overfitting, underfitting, or balanced\n", + " if train_f1 > eval_f1:\n", + " assessment = \"Overfitting\"\n", + " elif train_f1 < eval_f1:\n", + " assessment = \"Underfitting\"\n", + " else:\n", + " assessment = \"Balanced\"\n", + " \n", + " # Calculate and Plot confusion matrix\n", + " confusion = confusion_matrix(y_eval, predictions)\n", + " plot_metric(confusion, model_class())\n", + "\n", + " # Calculate false positive rate, true positive rate, and thresholds using roc_curve\n", + " fpr, tpr, thresholds = roc_curve(y_eval, predictions)\n", + "\n", + " # Calculate AUC score\n", + " auc = round(roc_auc_score(y_eval, predictions), 2)\n", + "\n", + " # Create ROC curve plot\n", + " plt.figure(figsize=(8, 6))\n", + " plt.plot(fpr, tpr, color='darkorange', lw=2, label='ROC curve (area = {:.2f})'.format(auc))\n", + " plt.plot([0, 1], [0, 1], color='navy', lw=2, linestyle='--')\n", + " plt.xlim([0.0, 1.0])\n", + " plt.ylim([0.0, 1.05])\n", + " plt.xlabel('False Positive Rate')\n", + " plt.ylabel('True Positive Rate')\n", + " plt.title('Receiver Operating Characteristic (ROC)')\n", + " plt.legend(loc='lower right')\n", + " plt.show()\n", + "\n", + " # Create a DataFrame to store the results\n", + " result_data = {\n", + " 'Model': model_class.__name__, # Using the model class name as the identifier,\n", + " #'Predictions': [predictions],\n", + " 'F1-Score': f1,\n", + " #'FPR': [fpr],\n", + " #'TPR': [tpr],\n", + " #'Thresholds': [thresholds],\n", + " 'AUC-Score': auc,\n", + " 'Assessment': assessment\n", + " }\n", + "\n", + " results.append(result_data)\n", + "\n", + " result_df = pd.DataFrame(results)\n", + "\n", + " return result_df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Training ML Model with Unbalanced Dataset" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Model 1" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\user\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\validation.py:1184: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", + " y = column_or_1d(y, warn=True)\n" + ] + }, + { + "data": { + "image/png": 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", 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ModelF1-ScoreAUC-ScoreAssessment
0LogisticRegression0.610.7Overfitting
\n", + "
" + ], + "text/plain": [ + " Model F1-Score AUC-Score Assessment\n", + "0 LogisticRegression 0.61 0.7 Overfitting" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "result_df = train_ml_model(X_train_df, y_train, X_eval_df, y_eval, LogisticRegression, random_state=42)\n", + "lr = result_df\n", + "lr" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Model 2" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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ModelF1-ScoreAUC-ScoreAssessment
0DecisionTreeClassifier0.580.67Overfitting
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" + ], + "text/plain": [ + " Model F1-Score AUC-Score Assessment\n", + "0 DecisionTreeClassifier 0.58 0.67 Overfitting" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "result_df = train_ml_model(X_train_df, y_train, X_eval_df, y_eval, DecisionTreeClassifier, random_state=42)\n", + "dt = result_df\n", + "dt" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Model 3" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\user\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\validation.py:1184: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", + " y = column_or_1d(y, warn=True)\n" + ] + }, + { + "data": { + "image/png": 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", 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ModelF1-ScoreAUC-ScoreAssessment
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" + ], + "text/plain": [ + " Model F1-Score AUC-Score Assessment\n", + "0 SGDClassifier 0.63 0.72 Underfitting" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "result_df = train_ml_model(X_train_df, y_train, X_eval_df, y_eval, SGDClassifier, random_state=42)\n", + "sgd = result_df\n", + "sgd" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [], + "source": [ + "#lgb_model = LGBMClassifier(random_state=42)\n", + "#result_df = train_ml_model(X_train_df, y_train, X_eval_df, y_eval, lgb_model)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Model 4" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\user\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\base.py:1151: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n", + " return fit_method(estimator, *args, **kwargs)\n" + ] + }, + { + "data": { + "image/png": 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", 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ModelF1-ScoreAUC-ScoreAssessment
0RandomForestClassifier0.580.68Overfitting
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" + ], + "text/plain": [ + " Model F1-Score AUC-Score Assessment\n", + "0 RandomForestClassifier 0.58 0.68 Overfitting" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#rf_model = RandomForestClassifier(random_state=42)\n", + "result_df = train_ml_model(X_train_df, y_train, X_eval_df, y_eval, RandomForestClassifier, random_state=42)\n", + "rf = result_df\n", + "rf" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Model 5" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\user\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\neighbors\\_classification.py:228: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n", + " return self._fit(X, y)\n" + ] + }, + { + "data": { + "image/png": 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", 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nFEXRdvxfKSkptmLk3x/FP8i/r149yN15vP7+/ra2f89lvMvHxwd37tyx5Szoe/9vzqtXr2LChAn4888/oVQqUaNGDdtd+mIhF9r573QFmUxme46781r/m+dhYwoAHh4ecHFxwbVr1x7YJzc3F0ajER4eHra2/75Pmcw6U+5uoVSY9/3f5zp16hQmTZqEU6dOwcnJCbVq1bKN193HZmRkPPK9/VtmZiYsFgu++OILfPHFF3bn/zuH/GFfb1WrVsW3336LpUuXYu3atVixYgXc3d3x8ssv4+233843H/9BMjIyCn1lNTs7+4FTVjw9PW0/Dxo0aICQkBD06dMHQ4cOxZo1a2xziO8WpsnJyQgKCnrgayUmJqJRo0YA7n2vXLt2DU8++eR9+6ekpMDb2ztfcX03a3Z2diHeJVHZxiKYqAyqVKkSJkyYgFGjRuHTTz+1XU27e9Xom2++gYuLi93j/P39bQXUv28QAqwflZ85cwZNmjSBm5sbWrVqhddee83uOR52VSkiIgLTpk1DVlYWtm3bhv79+9vOubm5wdnZGStWrLjvY+9OXSioDh06YPny5UhOTn7gx73btm1DlSpVbB+RA7jvuqi3b99G9erVbTkf571bLBa88cYbUCqVWLt2LUJDQ6FQKHDx4sViX8v57jzo1NTUfJ8E/HdM76dNmzY4ePAg9Hr9fW8oXLNmDWbMmIG1a9faTcG5n6K87+zsbAwZMgQhISHYvHkzatSoAZlMhr1792L79u22fm5ubvd9b3v37r3vVVwXFxcIgoDBgwff9xfCBxWXD9KwYUMsXLgQBoMBR48exQ8//IC4uDjUqVMHXbt2feTjH5T/zz//RNWqVfN9MnGXl5cXsrKyCpSvVq1aiI6OxsyZM7Fw4ULbTY9t2rSBSqXCtm3b0Lp16/s+9tChQ0hLS7PNG3766aehVCqxd+/eB05rGDp0KADkG9+76wTf/SWbqCLgjXFEZVSXLl3Qtm1b/Pzzzzh06BAAICwsDIC10GvQoIHtv7S0NHz++efIyMhAjRo14OXlZfdR7KZNm/DGG2/AaDTa7pIPDQ21PUf9+vXx9ddf21Z6uJ9u3bpBFEV8/vnnSE1NRUREhO1c8+bNkZubC1EU82X7559/sGjRonxTJApi4MCBcHV1RUxMTL4bne5avXo1Dh06hGHDhtmuXALWj6b/XQifPn0aSUlJaNmypS3n47z39PR0aLVa9O3bFw0aNLAVzHc3L7h71fTulISiqFOnDtzc3Ozy7Nix45GP/b//+z9kZGRg3rx5dudu3bqF5cuXo1atWgUqgIGCv+/7uXz5MjIyMvDqq6+iVq1atnH672PDwsKwb9++fFMrzpw5gzfeeAN///233d+pq6sr6tati8uXL+f7WnvyySexYMGCQm3w8vXXXyM8PBwGgwEqlQotW7bE5MmTAcB2Rf3fX1/3ExYWhhMnTuQrhFNTUzFkyBDs3bv3vo/x9/dHbm6u7ROKRxk0aBBq166N5cuXIyEhAYC1+H7ttdewdu1a7Nmzx+4x6enpmDRpEqpXr277ZcHd3R19+/bFmjVrcPr0abvHbNy4EefOncv3vQ3AdgPkvz91ISrveCWYqAz74IMPEBERgSlTpmDDhg0ICQlBREQEPvroIyQnJ6N+/frQarWYO3cuqlatiqCgIMjlcrz11lv45JNP4OPjgw4dOkCr1WL+/Pl45ZVX4OHhgaioKPTr1w/Dhg1D//79oVar8cMPP2Dnzp2YP3/+A/PcXQli9erVaNKkSb6ru+3atUOzZs0QFRWFqKgo1KxZEydPnsT8+fPRtm3bQm8qULlyZXz++eeIjo5G79698eqrr6JmzZq4c+cOtm7dis2bN+OVV17JdzUasM4XHTJkCEaMGIGcnBzMnTsXtWvXtt1R/7jv3cfHBwEBAVi1ahX8/Pzg7u6O33//3Xbl++58Xjc3NwDAnj174OHhYZs2UBiurq4YMmQI5s+fDycnJzRv3hyHDh3Cd999B+DhRVnjxo0xatQozJs3D5cuXULPnj3h5eWFCxcuYNmyZdDr9fctkIv6vu8nODgYrq6uiIuLg0KhgEKhwPbt27F27dp8j42KisJLL72EYcOG2VZ3mDdvHho2bIjWrVvbiuM///wTNWvWRKNGjWw3h7777ruIiIiwrQJx4sSJfDfwPcrTTz+N2bNnY+TIkRgwYADkcjm+//57qFQq2w2p7u7uuH379gOvTA8ePBgbN27EkCFDMGzYMCiVSixevBh+fn7o0aPHfV/37pXbo0eP5lv27UEUCgU++OADDB48GFOnTsXSpUsBAG+99RauXLmCkSNHok+fPujYsSOcnJxw5swZfP311xBFEXFxcfmmhIwePRqnTp3CwIEDMWDAADRv3hwmkwm//fYb1qxZg/DwcAwaNCjf6x89ehROTk62X8SJKgJeCSYqw2rUqIGBAwfi/PnztgJo2rRpeO211/D9999jyJAhiIuLQ7du3bB8+XLbFbNXXnkF06dPx8GDBzFs2DB8/fXXGDp0KMaNGwfAeqVx1apVEAQB48aNQ3R0NG7duoVFixbdd8mmf3vhhRdgNpvt/nGXyWRYunQpnn/+eSxZsgSvv/66bbm0uXPnPtb7f/rpp7Fx40a0adMGX331FV5//XV8/PHHttUT7i5H9m9hYWEIDw/Hhx9+iKlTp6Jly5ZYsWKFbR5lUd57bGwsfH198f777+Ptt9/GiRMnsHjxYtSoUcO2TfKTTz6J7t27Y9WqVY9cAeNhhg0bhrfeegubNm3CsGHDcOTIEdvzPWpO9YgRI2xF0tSpU/HGG2/g22+/Rfv27bFx40a7ZcIepSDv+37c3NwQGxsLURQxatQojBs3DteuXcO3334LFxcX22Pr1q2LlStXwmQy4e2338aUKVPw1FNPYcmSJVCpVHB1dcVrr72GnTt3YujQoTAajWjTpg2WLVuGGzduIDo6GuPGjYNcLsdXX3113/VvH6ROnTqIi4tDdnY2Ro8ejTfffBMZGRlYvny5bSpK7969ERAQgJEjR9qt2gAAVapUwerVq1G5cmW8//77iImJQZUqVfDNN9/km3v9b9WqVUO9evUeeKX4flq2bInOnTtj7969tk96lEolPv/8c8yaNQtXrlzBe++9hzfeeANr165F7969sXHjRrvC3d3dHStXrsSIESPw+++/45133sGYMWNw8uRJjB8/HgsWLLCbGvTbb7+hffv20Gg0Bc5LVNZx22QiqjDuLsN1v81DyhOTyYSff/4ZLVq0QJUqVWztq1atwpQpU3Dw4MH7ripA5cv27dvxwQcf4LfffrvvHP+yIjk5Gc899xzWrl2bb/49UXnHK8FERGWMQqHAF198gaioKOzYsQOHDx/GqlWrMG/ePPTs2ZMFcAXRqVMnPPnkk7ZPecqq5cuXo0uXLiyAqcLhlWAiqjAqypVgwLqs1WeffYaDBw8iMzMT/v7+iIiIsM05pYrh6tWrGDBgADZu3FjoefOl4dKlSxgyZAg2bNgAT09PqeMQFSsWwURERETkcDgdgoiIiIgcDotgIiIiInI4LIKJiIiIyOGwCCYiIiIih8Md4wCIogiLhfcHOgqZTOB4OxCOt2PheDsWjrfjkMkECIJQrM/JIhiAIAjIzMyFyWSROgqVMIVCBi8vF463g+B4OxaOt2PheDsWb28XyOXFWwRzOgQRERERORwWwURERETkcFgEExEREZHDYRFMRERERA6HRTARERERORwWwURERETkcFgEExEREZHDYRFMRERERA6HRTARERERORwWwURERETkcFgEExEREZHDYRFMRERERA6HRTARERERORwWwURERETkcFgEExEREZHDKVNF8JIlSzBw4MCH9klPT8e7776LZs2aoXnz5pg0aRLy8vJKKSERERERVQQKqQPctWrVKsybNw9hYWEP7RcdHY28vDx8/fXXyMzMxIcffojc3FzMmDGjlJISERERUXkneRF88+ZNTJw4EQcPHkRQUNBD+x47dgyHDh3Cli1bULNmTQDAJ598giFDhmD06NHw9fUthcREREREVN5JPh3i77//hlKpxI8//ohGjRo9tO+RI0fwxBNP2ApgAGjevDkEQcDRo0dLOioRERERSUIs9meU/Epwhw4d0KFDhwL1vXnzJqpUqZKvTaVSwdPTE9evXy9SDrlc8t8HqBTcHWeOt2PgeDsWjrdj4Xg7ALMByuSd2P79VoRHfwrv/9SARSV5EVwYeXl5UKlUdu1qtRp6vb5Iz+3u7lSkx1P5wvF2LBxvx8Lxdiwc7wpGtABJvwPnViPn1Aa8G98CSw6E4dJQDbyL+aXKVRGs0WhgMBjs2vV6PZydnYv03JmZeTCbLUV6Dir75HIZ3N2dON4OguPtWDjejoXjXYGIIuRpJ6G6tAaqy/GQ5V7D0aQqeHnVS/jnVqUSe9lyVQT7+flh586d+doMBgMyMjJQuXLlIj232WyBycRvIkfB8XYsHG/HwvF2LBzv8kuWeQmahLVQa+OhuPMPAMBsETBjT2uM39YBJoscAOCsEeDjrSn21y9XRXCzZs0we/ZsXLlyBYGBgQCAQ4cOAQCeeuopKaMRERER0SPIcm9AfWU91Np4KG/nX9QgMcMdr37XG3suBdnaGjXyRVxcN7i6qYs9S5kugs1mM9LS0uDm5gaNRoNGjRqhadOmeOedd/Dxxx8jNzcXEyZMQM+ePbk8GhEREVEZJBgyoLr6MzTaeChv7IUg2l+5P4Pn0HpeG2RkW1eBEAQgOro5xo5tCZVKXiK5ynQRfP36dXTs2BHTpk1D7969IQgCFi5ciEmTJmHQoEFQq9Xo0qULYmJipI5KRERERHeZ8qBK3gGNdg1USdshWOzv6TJ6N4I+OBL6oN6o5ByAp7ZuwK+/JiAgwA2LFnVBq1bVSjSiIIpi8S+8Vg6lp+dwTpEDUChk8PJy4Xg7CI63Y+F4OxaOdxlkMUF54zdotPFQXf0JMmOmXRezWzB0wZHQB0XC7BmS79zNmzmYNetPjB/fBp6e+ecAe3u7FPtyeGX6SjARERERlWGiCMXtw1Br46FJ2ACZLsWui0VTGbrgPtAHR8Lk8xRMZhFz5x5E8+ZX0K5doK2fr68LZs9+ttSiswgmIiIiokKRZ5yDWrsGGu1ayLMT7M5blO7QV4+APjgSRr9nAJl1Xm9CQgaiorbiyJHr8PNzwZ49r8LbW5q1nlkEExEREdEjybIToU5YB402Hor0U3bnRZkahqpdoAuOhKFqJ0B+b0qDKIpYs+YsYmJ2ITvbOj/41q1c7NuXiB49apfae/g3FsFEREREdF+CLhXqKxuh1sZDlbLf7rwoyGD0awdd8IswVO8OUeVh1ycjQ4exY3di06Z/bG2BgR5YvLgrwsL8SzT/w7AIJiIiIqJ7jNlQJ26xFr7XfoUgmuy7VAqDPjgSuqDeEJ0evEztvn2JGDlyK65dy7a19etXD1OnhsPVVVUi8QuKRTARERGRozMboLr+K9SX46FO2gLBlGvXxeRRG/rgF6EL7guLW42HPp3BYMaMGfuxcOFh3F2HzMNDjTlznkNEhDTTH/6LRTARERGRIxItUKb8CbU2HuqEDZAZ0u26mJ2rQh/cB7rgSJi9Glh3sSiA69ezsWzZcVsB3Lp1VSxc2BUBAW7F+Q6KhEUwERERkaMQRcjTT0GjjYdauxby3GS7LhaVF/RBva0rO1R+GhAKvz5vYKAHpk0Lx5gxOxET0xpRUWGQyQpWQJcWFsFEREREFZws6zI02rVQa+OhuHPe7ryocIa+2vPQB0fCUKUDIC/cfN3U1Dw4OSng7Ky0tfXrVw9PP10VwcGeRY1fIlgEExEREVVAQt5NaBLWQ62Nh/L2EbvzoqCAIeBZ69bFVbsBSpfHep1duxIQHb0dXbvWxKxZ9za7EAShzBbAAItgIiIiogpDMNyB6urP0GjXQHljLwTRfktpg29ra+Fb/QWIGp/Hfi2dzoQpU37H0qXHAADffHMSzz4bjM6daz72c5YmFsFERERE5ZlZB1XSDmi08VAlbYNg0dt1MXo1tBa+Qb1hca1W5Jc8c+YWRozYgrNnU21t4eGBaNzYr8jPXVpYBBMRERGVNxYTlDd+sxa+V3+CzJhp18XsGgRdcCT0wZEwe9Ypnpe1iPjyy2OYPPl36PVmAIBaLceECW3x+utNytzNbw/DIpiIiIioPBBFKG4fgVobD03Cesh0KXZdLJrK0P1vZQdTpbACL2lWEDdvZiM6ejt2775iawsNrYS4uG4IDa1UbK9TWlgEExEREZVh8ozzUGvXQKONhzw7we68RekGQ/UI6IIjYfR7BpAVf3l36VI6unf/Hqmpeba2YcOa4sMP20CjKZ/lZPlMTURERFSByXKSoNaus67skH7S7rwoU8FQtQt0wZEwBHQCFE4lmicoyAMhIT7Yvz8JlSu7YMGCzggPDyrR1yxpLIKJiIiIygBBlwr11U1Qa+OhurnP7rwoyGD0a2ctfKt3h6jyLLVscrkMixZ1xaef/oHJk9vDx6dki+7SwCKYiIiISCrGHKiTtlgL3+SdEESTfZdKT1lXdgjsDYtzya++YDZbsGjRETRvHoCnnw6wtQcEuCE2tmuJv35pYRFMREREVJosRqiu/Qq1Nh7qxM0QTLl2XUzuT0Jf40XogvrC4l566+4mJ2fhzTe3Yt++JFSv7o5duwbC3V1daq9fmlgEExEREZU00QJlygFr4XtlA2T6NLsuZmd/6IP6Wld28G5YrCs7FMSmTecxZsxO3LljXWc4MTETe/deQY8etUs1R2lhEUxERERUEkQR8vTT0GjjodauhTw3ya6LReUFfVAv6IMjYazcEhBkpR4zK0uPDz7YjR9+OGNrCwhww6JFXdCqVdE31iirWAQTERERFSNZlhYa7VqotfFQ3Dlnd15UOENftRv0NSJhqNIRkKskSGl1+PA1REVtxZUrd2xtPXuGYObMjvD01EiWqzSwCCYiIiIqIiEvBeqE9dBo46G8fdjuvCgoYPDvaL3BrVo3QOkqQcp7TCYL5s49iM8+OwCzWQQAuLqqMH16B0RGhkIo5akYUmARTERERPQYBEMmVIk/QXM5HsobeyCIFrs+hsqt/reyQ0+IGh8JUt7flSt3sGDBIVsB3KyZP2JjuyIw0EPiZKWHRTARERFRQZl1UCX/Ao02HqrErRAsersuJq8G0AVHQh/UBxbXsjmntmZNL0yc+AzGj9+DMWNaYtSo5lAoSn8+spRYBBMRERE9jMUM5Y3frCs7XP0JMuMduy5m1yDogq0rO5g9QyUI+XAZGTo4OSmgVt8r/f7v/xqjdetqqFOnkoTJpMMimIiIiOi/RBGK1KPWwjdhPeR5N+26WDRPQBfU27qkWaVmpb6kWUHt25eIkSO3IiIiBJ980s7WLgiCwxbAAItgIiIiIhv5nX+g1q6BRhsPeZbW7rxF6QZD9R7QBUfC6NcOkJXdUspgMGPGjP1YuPAwRBGIizuKDh2C0L59oNTRyoSyO3JEREREpUCWkwx1wjqotfFQpp2wOy/KVDBU7QxdcCQMAZ0BhZMEKQvn4sU0DB++BSdPptjaWreuiief9JYwVdnCIpiIiIgcjqBPg/rKJmvhe3MfBIj5zosQYPRr97+VHXpAVHlKE7SQRFHEihWnMGHCHuTlmQAASqUMMTGtERUVBpmsbE7ZkAKLYCIiInIMxhyok7ZCrY2H6tpOCBajfRefptbCN6gPLM5+EoR8fLdv52L06F+wbdslW1utWl6Ii+uGhg19JUxWNrEIJiIioorLYoTq2i7rDW6JmyGYcuy6mNyftBa+wX1hdq8lQciiu3gxDT17xiMl5d77Gzy4ET7++Bk4OyslTFZ2sQgmIiKiikW0QJFyEBrtGqivbIBMn2bXxezsD31QH+vKDt6NyuzKDgUVGOiBatXckJKSAx8fJ8yb1wmdO9eUOlaZxiKYiIiIyj9RhDzjb2gux0OdsBbynES7LhaVJ/SBPaEPjoTRtzUgVJzNIZRKOWJju2Hy5N8xbVoH+Pq6SB2pzGMRTEREROWWLCsBzhfXQK2NhyLjrN15Ue4EfbVu0AdHwuDfEZCrJUhZvCwWEV9+eQwtWgSgUaN7c32Dgz2xfHkPCZOVLyyCiYiIqFwR8lKgTtwIXFkHj+t/2p0XBTkM/h2t83yrPQ8oXUs/ZAm5eTMb0dHbsXv3FdSq5YVffhkAFxfO+X0cLIKJiIiozBMMmVAl/gyNNh7K63sgiGa7PsbKLaELjoQ+sCdETcXbCW3r1osYPfoXpKbmAQAuXkzHrl1a9OhRW+Jk5ROLYCIiIiqbzHqokn+xruyQtBWCWWfXxeRV31r4BvWBxbW6BCFLXk6OERMn7sWKFSdtbb6+LliwoAt3fysCFsFERERUdljMUN78HWrtWqivbILMeMeui9k1EIYakXBqMghZ8mCYTBYJgpaOEyduYvjwLbh0Kd3W1rVrTXz2WSf4+JT9nevKMhbBREREJC1RhCL1L+sV34T1kOfdsOti0VSCPrA3dDUiYarUHAqlHE5eLkC6/bq/FYHZbMGiRUcwffp+W5Hv7KzAlCnheOWV+hDK+ZJuZQGLYCIiIpKE/M4FqLX/W9kh67LdeYvCFYbqPaALjoSxSntA5jhly8WL6Zgx414B3LixLxYv7oaaNb0kTlZxOM5XExEREUlOlnsNau06qLXxUKYdtzsvylQwBHSCLjgShqpdAIVjfuQfEuKD995rhU8//QOjRjXH2LEtoVTKpY5VobAIJiIiohIl6NOgvvKjtfC9+QcEiPnOixBg9HvGuqRZ9R4Q1Y53tTM72wC1Wp6v0B05Mgzt2gXmWwuYig+LYCIiIip+plyoE7dCrY2H6tovECxGuy5GnybWwjeoDyzOVSQIWTYcPnwNUVFb0adPHbz/fmtbu1wuYwFcglgEExERUfGwGKG6vtt6g9vVnyGY7G9aM7nXsha+wX1hdn9SgpBlh8lkwdy5B/HZZwdgNouYN+8QwsOD0KJFgNTRHAKLYCIiInp8ogWKW4eg0a6BOmEDZPpUuy5mpyrQB/eBPjgSJu/GAFc2QEJCBqKituLIkeu2tqeeqgI/v4qzu11ZxyKYiIiICk2e/jc02niotWshz7lqd96i8oS++gvQ14iEsXJrQMabugBAFEWsWXMWMTG7kJ1tAADI5QLGjGmJUaOaQ6GQSZzQcbAIJiIiogKRZV+BWrsWGm08FBln7M6Lcifoq3WFPigShoBnAblagpRlV0aGDuPG/YqNG8/b2gIDPbB4cVeEhflLmMwxsQgmIiKiBxLybkF9ZQM02ngobx20Oy8Kchj8O0AfHAlDtechKt0kSFn2XbyYhsjIdUhOzrK19etXD1OnhsPVVSVhMsfFIpiIiIjyEYxZUF392Vr4Xt8NQTTb9TE+8TR0wZHQB/WCqKkkQcrypVo1d3h4qJGcnAVPTzVmz34OERG1pY7l0FgEExEREWDWQ5X8C9TatVAnbYFg1tl1MXnWsxa+wX1gcQ2UIGT5pVYrsGTJ85g06TfMnv0s/P15xVxqLIKJiIgclcUM5c0//rek2Y+QGTLsuphdqkMfHAldcF+YveqVfsZySBRFrFhxCi1a+KNOnXtXyUNCfLB6dS8Jk9G/sQgmIiJyJKIIRdpxqC+vgTphHeR5N+y6WNQ+0Af1hi74RZieaM4lzQrh9u1cjB79C7Ztu4S6dSth+/aXoVaz3CqLOCpEREQOQJ55AerL8VBr46HIumR33qJwhaF6d+iCI2Gs0h6QKUs/ZDm3a1cCoqO3IyXFuknImTO3sWPHZfTowbm/ZRGLYCIiogpKlnsN6oT1UGvjoUw9ZndelClhCOhk3cGtahdA4SxByvJPpzNhypTfsXTpvb9jHx8nzJvXCZ0715QwGT0Mi2AiIqIKRNCnQ331R2vhe+N3CBDznRchwOjX1lr4Vo+AqPaSKGnFcObMLYwYsQVnz97bKa9DhyB8/nln+Pq6SJiMHoVFMBERUXlnyoU6aRvU2niokndAsBjtuhh9mlgL36DesDhzY4aislhEfPnlMUye/Dv0eusScmq1HBMnPoPXX28MgfOoyzwWwUREROWRxQTl9d3QaOOhuvozZKZsuy4mt5rWwjc4EmaPJyUIWXGdO3cbEybshcVivdIeGloJcXHdEBrKNZPLCxbBRERE5YUoQnHrEDTaNVBf2QCZ7rZdF7OTH/RBfaAPjoTJpwlXdighdes+gXfeaYE5cw5g2LCm+PDDNtBoWFaVJxwtIiKiMk6efgYabTzUCWshz75id96i9IA+8AXogyNh9G0DyOQSpKzYcnONUKvlkMtltrZ3330a7doF4umnAyRMRo+LRTAREVEZJMu+ArV2HTTaeCgy/rY7L8o10FftCn1wJAwBzwFytQQpHcOJEzcxfPgW9O9fD9HRzW3tCoWMBXA5xiKYiIiojBB0t6FO2ACNNh7KWwfszouCHMYq4dAFR8JQ7XmIKncJUjoOs9mCRYuOYPr0/TCZLJg+fT/atQtEo0a+UkejYsAimIiISEKCMQuqxM3WlR2u7YIgmu36GJ9oAV1wJPSBvSA6PSFBSseTnJyFkSO3Yv/+JFtbvXpPwNVVJWEqKk4sgomIiEqbWQ9V8k6oE+KhTtwKwZxn18XkGQpd8IvQB/WBxS2o9DM6sE2bzmPMmJ24c0cPwHpvYXR0c4wd2xIqFedbVxQsgomIiEqDxQxlyj7r1sVXN0FmyLDrYnapBn1wJHTBkTB71Sv9jA4uK0uPDz7YjR9+OGNrCwhww6JFXdCqVTUJk1FJYBFMRERUUkQRirTjUGvjodaugzzvul0Xi9oH+qBe0AW/CNMTzQFBdp8nopJ26VI6XnppPa5evWNr69kzBDNndoSnp0bCZFRSWAQTEREVM3nmxf8VvvFQZF60Oy8qXKCv3t26skOVcECmlCAl/VuVKq5Qqay/gLi6qjB9egdERoZy57cKjEUwERFRMZDlXoc6YR3U2ngoU4/ZnRdlShj8n7Pu4FatK6BwliAlPYizsxJxcd0wceJezJvXGYGBHlJHohLGIpiIiOgxCfp0qK/+ZC18b/wGAWK+8yIEGH3bWAvfwAiIam+JktK/iaKI+PizCAurgho1vGztDRv6Yv36SF79dRAsgomIiArDlAdV0jZotPFQJe+AYDHYdTF6N7YWvkG9YXHhZgplSUaGDuPG/YqNG8+jaVM//PTTS1Aq7634wALYcbAIJiIiehSLCcrre6yFb+LPkBmz7LqY3GpYC9/gSJg9aksQkh5l375EvPnmNiQnW8fvr79uYNu2S+jRg+PliFgEExER3Y8oQnH7EDSX46G+sh4y3W27LmYnX+iD+kAfHAmTT1PrgrJU5hgMZsycuR8LFhyG+L8ZK56easye/RwLYAfGIpiIiOhf5BlnodbGQ6ONhzz7it15i9ID+sAI6IMjYfRtC8i4eUJZdvFiGoYP34KTJ1NsbW3aVMPChV3g7+8mYTKSGotgIiJyeLLsq1AnrINGGw9F+mm786JcA0PVLtAFR8IQ8Bwg57qxZZ0oili58hQ++mgP8vJMAAClUoaYmNaIigqDTMar9o6ORTARETkkQZcK9ZUN0GjjoUz50+68KMhgrBJuLXyrdYeocpcgJT2u06dvYcyYnbbjWrW8EBfXDQ0b+kqYisoSFsFEROQwBGMWVImbodauheraLgiiya6PsVIz6P63soPoVFmClFQcGjSojKiopxAbexSDBzfCxx8/A2dnbkpC90heBFssFixcuBDx8fHIyspCs2bNMGHCBFSrdv89ulNTUzF16lTs27cPoiiiVatWeP/99+Hry9/siIjoPswGqK7thFq7BurErRDMeXZdTB51oK/xInRBfWBxC5YgJBWVXm+CSiXPt8RZTExrhIcHoV27QAmTUVkl+QblsbGxWL16NSZPnozvv/8eFosFQ4YMgcFgv+4iALz99tu4du0avvrqK3z11Ve4du0aRo4cWcqpiYioTBMtUN74A65/joJPfC147O4HTcL6fAWw2bkqcuu9g7Qe+5EecRC5DcawAC6nzpy5hU6dVmPZsuP52tVqBQtgeiBJrwQbDAYsX74cY8aMQfv27QEAc+fORdu2bbFjxw507949X//MzEwcOnQIixcvRmhoKADgjTfeQFRUFDIyMuDp6VnK74CIiMoMUQRu/gWn499AeXkt5LnX7LpY1N7QB/aCLvhFmCq3AATJrwVREVgsIuLijmLSpN+g15sxadJvaNOmGurUqSR1NCoHJC2Cz507h5ycHLRs2dLW5u7ujrp16+Lw4cN2RbBGo4GLiws2btyI5s2bAwA2bdqE4OBguLvzhgUiIkckz7wItXYtNAnxwJ0L+O+6DaLCBfpqz0MfHAmDfwdAxnmhFcGNG9no338Dtm+/ZGurUcOLO75RgUlaBN+4cQMAUKVKlXztlStXtp37N5VKhenTp2PChAkICwuDIAioXLkyvv32W8hkRfttXi7n1QBHcHecOd6OgeNdcQm5N6DSroPq0hoobh+1Oy8KChirdoKhZiSM1boBShcAZeBGGCoWW7ZcxKhR25Gaem96y4gRT+Gjj9pCo+EoV0Ql8buNpF8peXnWL16VSpWvXa1W486dO3b9RVHE2bNn0aRJEwwZMgRmsxlz585FVFQUvvvuO7i6uj52Fnd3p8d+LJU/HG/HwvGuIHQZwIX1wLnVQOJuQLTY96naDgh9GcKTfaBy8oHKvgeVYzk5Brz77g4sWXLvF58qVVzx9dc90alTTQmTUXkkaRGs0Vg/tDIYDLY/A4Ber4eTk/0/Wlu3bsW3336L3bt32wreuLg4hIeHY+3atRg8ePBjZ8nMzIPZfJ8fqFShyOUyuLs7cbwdBMe7AjDlQZm4DarLa6BM3A7BYn/TtMmnEQw1XoS5ViTc/J+0jrfOAuhyJAhMJeXixTS8/PIGXLyYbmt74YUQzJ37HDw9NUhP53hXZB4eTkX+1P+/JC2C706DSElJQfXq1W3tKSkpCAkJset/5MgRBAcH57vi6+HhgeDgYFy5Yr+1ZWGYzRaYTPxH0lFwvB0Lx7ucsZigvLEXGm08VFd/gsyYZdfF7Bb8v7V8I2H2tP57oVBY/4HkeFdMPj5OMBis4+rsrMCnn3bAqFFPIyMjl+PtAESx+J9T0iK4Tp06cHV1xcGDB21FcGZmJs6cOYMBAwbY9ffz88PmzZuh1+uhVqsBALm5uUhKSkJERESpZiciomIkilDcPgy1Nh6ahPWQ6W7ZdbFoKkMX3Af64EiYfJ4qmUmCVGa5uamxeHFXTJiwBwsXdkVIiA9vgqMikbQIVqlUGDBgAGbPng1vb28EBARg1qxZ8PPzQ6dOnWA2m5GWlgY3NzdoNBr07NkTy5Ytw9tvv41Ro0YBAObNmwe1Wo3evXtL+VaIiOgxyDPOQa1dA412LeTZCXbnLUp36KtHQB8cCaPfM4BMXvohSRI//vgPmjb1Q9Wq91Z/atbMH1u29GfxS8VC8lsoo6OjYTKZMH78eOh0OjRr1gzLli2DUqlEUlISOnbsiGnTpqF3796oXLkyVq9ejVmzZmHQoEGQyWQICwvD6tWr4ebmJvVbISKiApBlJ0KdsA4abTwU6afszosyNQxVu0AXHAlD1U6A/L+LnlFFlpWlxwcf7MYPP5xBq1ZVsW5d33wrvLAApuIiiGJJzLIof9LTczinyAEoFDJ4eblwvB0Ex7vsEHSpUF/ZCLU2HqqU/XbnRUEGo1876IJfhKF6d4gqj0K/Bse7/Dt8+BpGjNiKq1fvrRD11Vc98PzzT9r15Xg7Fm9vl2Jf7lLyK8FERFRBGbOhTtxiLXyv/QpBNNl3qRQGfXAkdEG9ITr5ShCSygKTyYLPPjuAuXMPwmy2XptzdVVh+vQO6NatlsTpqKJiEUxERMXHbIDq+q9QX46HOmkLBFOuXReTR4i18A3uC4tbDQlCUlmSkJCBqKitOHLkuq2tWTN/xMZ2RWBg4T8RICooFsFERFQ0ogXKm/uh1sZDfWUjZIZ0uy5m56rQB/eFLjgSZq/6XNmBIIoi1qw5i5iYXcjOtq7/LJcLePfdp/H22y1sS94RlRQWwUREVHiiCEXaSWvhm7AO8txkuy4WlRf0Qb2tKztUfhoQWNTQPSdO3MRbb22zHQcGemDx4q4IC/OXMBU5EhbBRERUYLLMS9AkrIVaGw/FnX/szosKZ+irPQ99cCQMVToAcm5cTPfXuLEfBg9uhK+/PoF+/eph6tRwuLry64VKD4tgIiJ6KCHvJjQJ66DWxkN5+6jdeVFQwBDwLPTBkdBX7QYoXSRISWWd0WiGQiHLt8TZxx8/gw4dgtClS00Jk5GjYhFMRER2BMMdqK7+BI02HsobeyGI9ktQGXxbWwvf6i9A1PhIkJLKi4sX0zB8+Ba89lojvPJKA1u7s7OSBTBJhkUwERFZmXVQJW2HRhsPVdJ2CBa9XRejV0Nr4RvcBxaXqhKEpPJEFEWsXHkKH320B3l5Jnz44R60bFkVNWp4SR2NiEUwEZFDs5igvPGbtfC9+hNkxky7LmbXIOiCI6EPjoTZs44EIak8un07F6NH/4Jt2y7Z2vz9XaHT2a8XTSQFFsFERI5GFKG4fQRqbTw0Cesh06XYdbFoKkP3v5UdTJXCuKQZFcquXQmIjt6OlJQcW9vgwY3w8cfPwNlZKWEyontYBBMROQh5xnmotWug0cZDnp1gd96idIOhegR0wZEw+j0DyPhPBBWOTmfClCm/Y+nSY7Y2Hx8nzJvXCZ07c+4vlS38CUdEVIHJcpKg1v5vZYf0k3bnRZkahqqdoQuOhCGgE6BwkiAlVQSXL6fjtdd+xNmzqba2Dh2C8PnnneHryxVDqOxhEUxEVMEIulSor26CWhsP1c19dudFQQajXztr4Vu9O0SVZ+mHpArHy0uDjAzrzZRqtRwTJz6D119vnG9JNKKyhEUwEVFFYMyBOmmLtfBN3glBtL/5yFjpKevKDoG9YXH2kyAkVWReXk5YsKALJk7ci9jYrggNrSR1JKKHYhFMRFReWYxQXfvVunVx4mYIply7LiaP2tAHR0IX1BcWd87JpOKzffslNG7sl2+qwzPPVMevvw6ATMarv1T2sQgmIipPRAuUKX9aC98rGyHTp9l1MTsHQB/cF7rgSJi9GnBlBypWOTlGTJy4FytWnER4eCC++653vqKXBTCVFyyCiYjKOlGEPP0UNNp4qLVrIc9NtutiUXlBH9QL+uBIGCu3BASZBEGpojtx4iaGD9+CS5fSAQC7d1/B9u2X0LVrLYmTERUei2AiojJKlnUZGu1aqLXxUNw5b3deVDhDX7Ub9DUiYajSEZCrJEhJjsBstmDRoiOYPn0/TCbrFtrOzgpMntye2x5TucUimIioDBHybkKTsN66pNntI3bnRUEBg39H6w1u1boBSlcJUpIjSU7OwsiRW7F/f5KtrVEjX8TFdUPNmtz+mMovFsFERBITDHeguvozNNo1UN7YC0G02PUxVG71v5UdekLU+EiQkhzRxo3nMXbsTty5Y136TBCA6OjmGDu2JVQqucTpiIqGRTARkRTMOqiSdkCjjYcqaRsEi96ui8mrAXTBkdAH9YHFtZoEIcmRHT16HW+8sdl2HBDghkWLuqBVK34tUsXAIpiIqLRYzFDe+M26ssPVHyEzZtp1MbsGQRfcF/rgSJg9QyUISWT11FNV8OKLdbFmzRn07BmCmTM7wtNTI3UsomLDIpiIqCSJIhSpR62Fb8J6yPNu2nWxaJ6ALqg39MGRMFVqxiXNSBJmswVyef5VRaZNC8ezzwbjhRdqc+c3qnBYBBMRlQB5xnmoE+Kh0cZDnqW1O29RusFQvQd0wZEw+rUDZPxxTNJJSMhAVNRWDB3aBL161bG1u7mp0bNniITJiEoOf+oSERUTWU4y1AnrrCs7pJ2wOy/KVDBU7QxdcCQMAZ0BhZMEKYnuEUURa9acRUzMLmRnG/DPP2lo1swfVau6Sx2NqMSxCCYiKgJBlwr11R+the/NfRAg5jsvQoDRr93/VnboAVHlKU1Qov/IyNBh7Nid2LTpH1ubl5cG6ek6FsHkEFgEExEVljEH6qStUGvjobq2E4LFaN/Fp6m18A3qA4uznwQhiR5s375EjBy5FdeuZdva+vWrh6lTw+Hqyk1XyDGwCCYiKgiLEaprv1pvcEvcAsGUY9fF5P6ktfAN7guzO7eRpbLHYDBjxoz9WLjwMMT/fWjh6anG7NnPISKitrThiEoZi2AiogcRLVCmHLAWvlc2QKZPs+tidvaHPsi6pJnJuyFXdqAyKyEhA0OG/IyTJ1NsbW3aVMPChV3g7+8mYTIiabAIJiL6N1GEPP00NNp4qLVrIc9NsutiUXlCH9gL+uBIGH1bAYLsPk9EVLY4Oytx7VoWAECplCEmpjWiosIgk/EXN3JMLIKJiADIsrTQaNdCrY2H4s45u/Oi3An6at2gD34RBv+OgJzzJql8qVzZBfPmdcakSb9h8eKuaNjQV+pIRJJiEUxEDkvIS4E6YT002ngobx+2Oy8Kchj8O1rn+VZ7HlC6SpCS6PHs2XMFDRtWhrf3vaX4OnWqgfDwQCiVcgmTEZUNLIKJyKEIhkyoEn+C5nI8lDf2QBAtdn2MlVtCFxwJfWBPiJpKEqQkenw6nQlTpvyOpUuPoVu3Wvjqqx75dntjAUxkxSKYiCo+kw6qq9uh0cZDlbgVgkVv38WrvrXwDeoDi2t1CUISFd2ZM7cwYsQWnD2bCgDYsuUidu7U4rnnakicjKjsYRFMRBWTxQzFtb3AoQ3w+GcdZIY7dl3MroH/K3z7wuxVV4KQRMXDYhHx5ZfHMHny79DrzQAAtVqOiROfwbPPBkucjqhsYhFMRBWHKEKR+pd1SbOEdZDn3QQA/HvtBoumEvSBvaGrEQlTpeZc0ozKvZs3sxEdvR27d1+xtYWGVkJcXDeEhnI6D9GDsAgmonJPfucfa+GrjYci67LdeVHhCn31HtAFR8JYpT0g448+qhi2bbuEd97ZgdTUPFvbsGFN8eGHbaDR8Ouc6GH4HUJE5ZIsJxnqhPVQa+OhTDtud16UqWCs2gmqhq8iwzscJqhLPyRRCTp06BpefXWT7bhyZRcsWNAZ4eFB0oUiKkdYBBNRuSHo06C+8qO18L35BwSI+c6LEGD0e8a6pFn1HpC7+EDl5QKk5wAm+1UgiMqzZs2qoEePJ/HTTxfQpUtNzJ3bCT4+To9+IBEBYBFMRGWdKRfqxK1Qa+OhuvYLBIvRrovRp4m18A3qA4tzFQlCEpU8URTzLXUmCAJmz34Wzz1XAy+9VDffOSJ6NBbBRFT2WIxQXdsFdcJaqK/+DMGUY9fF5F7LWvgG94XZ/UkJQhKVnuTkLLz55lYMG/YUunSpaWv38nJCv371JExGVH6xCCaiskG0QJFyEBrtGqivbIBMn2bXxexUBfrgPtAHR8Lk3ZgrO5BD2LjxPMaO3Yk7d/Q4dy4VTZoMhK8vdy8kKioWwUQkKXn6aWgux0OdsBbynES78xaVJ/SBPaEP7gtj5daAjLtdkWPIytIjJmY31qw5Y2vTaBS4eTOHRTBRMWARTESlTpaVAE3CWuuSZhln7c6Lcifoq3WFPvhFGPw7AnKu7ECO5fDhaxgxYiuuXr23yUvPniGYObMjPD01EiYjqjhYBBNRqRDybkF9ZT002ngobx2yOy8Kchj8O0AfHAlDtechKt0kSEkkLZPJgrlzD+Kzzw7AbLaufuLqqsL06R0QGRnKm9+IihGLYCIqMYIhE6rEn62F7/U9EESzXR/jE0//b+viXhA13N2KHFdiYiaGDduMI0eu29qaNfNHbGxXBAZ6SJiMqGJiEUxExcushyr5F+sObklbIZh1dl1MnvWshW9wH1hcAyUISVT2yGQCLlyw3hAqlwt4992n8fbbLaBQyB7xSCJ6HCyCiajoLGYob/5hLXyvbILMeMeui9mlOvTBkdAF94XZi0s6Ef1XQIAbZs9+FlOm/IHFi7siLMxf6khEFdpjF8GXLl3Cvn37kJKSgoEDByIxMRF16tSBqyvvWCVyCKIIReoxa+GbsA7yvBt2XSxqH+iDekMX/CJMTzTnkmZE//Lnn0moV+8JuLvfu/HzhRdC0LlzTWg0vEZFVNIK/V1msVgwYcIErFu3zrZ7TdeuXREbG4urV6/i22+/hZ+fX0lkJaIyQH7ngrXw1cZDkXXJ7rxF4QpD9e7QBUfCWKU9IFOWfkiiMsxgMGPGjP1YuPAw+vQJRWxs13znWQATlY5CTzSKjY3FTz/9hClTpmDfvn0QRevdq2PHjoXFYsHcuXOLPSQRSUuWew1OZxbCc3M7eG96Ci4np+crgEWZEvpqzyPzma+R+uJFZLVZCmPAcyyAif7j4sU0dOv2HRYsOAxRBNauPYtduxKkjkXkkAr96+a6desQHR2NPn36wGy+d6d3aGgooqOjMXv27GINSETSEPTpUF/9EWptPJQ3focAMd95EQKMfm2tWxdXj4Co9pIoKVHZJ4oiVqw4hQkT9iAvzwQAUCpliIlpjfbteXMokRQKXQTfvn0boaGh9z3n6+uLzMzMIociIomYcqFO2ga1Nh6q5B0QLEa7LkafJtbCN6g3LM68cYfoUW7fzsXo0b9g27Z7n57UquWFuLhuaNjQV8JkRI6t0EVwYGAg9u7di1atWtmdO3ToEAID+RstUbliMUJ1fTfU2rVQXf0ZMlO2XReTW01r4RscCbPHkxKEJCqfdu1KQHT0dqSk5NjaBg9uhI8/fgbOzpwuRCSlQhfBgwYNwoQJE2A0GhEeHg5BEHDlyhUcPHgQy5cvx/vvv18SOYmoOIkWKG4dgka7BuqEDZDpU+26mJ38oA/qA31wJEw+TbiyA1EhHTiQjH791tuOfXycMG9eJ3TuXFPCVER0lyDevbOtEJYsWYLFixdDr9fbboxTKpUYMmQIRo0aVewhS0N6eg5MJovUMaiEKRQyeHm5OOx4y9P/hkYbD7V2LeQ5V+3OW1Se0Fd/AfrgvjD6tgFkcglSFh9HH29HU9bGWxRFvPLKRuzcqUWHDkH4/PPO8PV1kTpWhVHWxptKlre3C+Ty4t045rGKYADIzs7GsWPHkJGRAXd3dzRq1Aienp7FGq408ZvIMTjiD01Z9hWotWuh0cZDkXHG7rwo10BftRv0wZEwBDwLyNX3eZbyyRHH25FJPd53lw39t5SUHGzefBGDBze0O0dFI/V4U+kqiSK40NMhYmJiEBUVhWrVqqFt27b5zl2+fBkzZ85EXFxcsQUkosIT8m5BfWUDNNp4KG8dtDsvCnIYq4RDFxwJQ7XnIarcJUhJVHHcvJmNt9/egeHDn0K7dvfujalc2QWvvdZIwmRE9CAFKoKvXbtm+/PGjRvx7LPPQi63/5j0t99+w/79+4svHREVmGDMgurqz9bC9/puCKLZro/xiRbQBUdCH9gLotMTEqQkqni2bbuEd97ZgdTUPJw+fQt7974Kb28nqWMR0SMUqAieNGkSfvvtN9vxm2++ed9+oiiidevWxZOMiB7NrIcqead1B7ekLRDMOrsuJs9Q6IJfhD6oDyxuQaWfkaiCyskxYuLEvVix4qStTRSBq1fvsAgmKgcKVAR/8skn2L9/P0RRxAcffIARI0agevXq+frIZDK4u7ujRYsWJRKUiP7HYoYyZR/Ul+OhvroJMkOGXRezSzXogyOhC46E2ate6WckquBOnLiJESO24OLFdFtbly41MXduJ/j4sAAmKg8KVAT7+vqiV69eAABBENCuXTt4e3uXaDAi+hdRhCLtuPWKr3Yd5HnX7bpY1D7QB/WCLvhFmJ5oDgjFewMBEQFmswWLFh3B9On7bTdjOTsrMHlyewwY0IA3vxGVI4W+Ma5Xr17Q6/U4efIkDAaDbYk0i8WCvLw8HDlyBGPGjCn2oESOSJ55AWrtWqi18VBkXrQ7LypcoK/e3bqyQ5VwQMbF94lKyrVrWRg5civ27UuytTVq5Iu4uG6oWZPbhhOVN4Uugg8ePIhRo0bhzp079z3v4uLCIpioCGS516FOWAe1Nh7K1GN250WZEgb/56w7uFXrCiicJUhJ5Hj0ejOOH78JwLp3THR0c4wd2xIqVfleT5vIURW6CJ47dy68vLwwefJk/Pjjj5DJZOjduzd+++03fPfdd/jiiy9KIidRhSbo06G++pO18L3xGwTkX75bhACjbxtr4RsYAVHN6UhEpS042BPTpnXAjBn7sWhRF7RqVU3qSERUBIUugs+fP48pU6bgueeeQ1ZWFr7//nu0a9cO7dq1g9FoxOLFi7F06dKSyEpUsZhyoU7aBrV2LVTJOyBYDHZdjN6NrYVvUG9YXAIkCEnkuP766zpCQirBxeXeNKOXXqqL7t2fhKurSsJkRFQcCl0EWywW+Pr6AgACAwNx4cIF27nOnTvjvffeK750RBWNxQTl9d3QaOOhuvozZKZsuy4mtxrWwjc4EmaP2hKEJHJsJpMFc+cexGefHcArrzTA7NnP2s4JgsACmKiCKHQRXL16dZw/fx5hYWEIDg5GXl4eLl++jBo1asBkMiEnJ6ckchKVX6IIxe1D0FyOh/rKesh0t+26mJ18oQ/qA31wJEw+Ta0TDomo1CUkZCAqaiuOHLGuwLJixUm88EJttG1b/RGPJKLyptBFcI8ePTB79myIoogBAwagfv36mDx5MgYOHIi4uDjUqlWrJHISlTvy9DPQaOOhTlgLefYVu/MWpQf0gRHQB0fC6NsWkPHmGiKpiKKINWvOIiZmF7KzrVOT5HIB7777NFq2rCpxOiIqCYUugocMGYL09HScOHECAwYMwMSJEzF06FBERUXB1dUVixcvLomcROWCLPsq1Nq10Gjjocj42+68KNdAX7WrdUmzgOcAuVqClET0bxkZOowb9ys2bjxvawsM9MDixV0RFuYvYTIiKkmCeHeh3yLIzs62TYlwdXUtjlylLj09x7bwOVVcCoUMXl4uxTregu421AkboNHGQ3nrgN15UZDBWCUcuuBIGKp1h6hyL5bXpUcrifGmsutxxnvfvkS8+eY2JCdn2dr69auHqVPDOfe3jOP3t2Px9naBXF68m0AV+krw/bi6uqJhw4a4fv06PvzwQ3z++efF8bREZZry5j44nf4Mqmu7IIhmu/PGJ5pDFxwJfWAviE6VJUhIRA/z559J6N07HncvBXl6qjF79nOIiOANqUSOoEBFsNlsxrx587B+/XoIgoCePXvinXfegVxuncNoMBjwxRdf4Msvv4ROpyvRwERlgTztFDx29IAgmvK1mzzqQF/jReiC+sDiFixROiIqiBYtAtC6dTX88Uci2rSphoULu8Df303qWERUSgpUBM+fPx9ffPEFGjduDFdXVyxbtgyurq4YPnw4jh49ipiYGFy9ehWBgYH44IMPSjozkeRcjn1iK4DNzlWhD46ErkYkzJ71uLIDUTkhkwlYuLALNm36B8OGNYVMxu9dIkdSoCJ4+/bt6NGjB2bNmgUA+OKLL/Ddd98hJCQEb731FpRKJd59910MHjwYSqXyEc9GVL4pUg5AnbwdgLUATuv1FyDXSJyKiB7m9u1cjBmzE8OHP4Wnn7638Yy/vxtGjHhKwmREJJUCzTC+efMmunfvbjuOiIjAtWvXMG7cODz11FPYvHkzhg4dygKYKj5RhMuxSbbD3EbvswAmKuN27UpA+/YrsWXLRYwcuRWZmXqpIxFRGVCgIjgvLw9eXl62Y29vbwBAixYt8PXXX8Pf//GXkLFYLJg/fz7atm2Lxo0bY+jQoUhMTHxgf6PRiDlz5tj6DxgwAGfPnn3s1ycqDOW1X6G6uQ8AYHKvBV3NlyVOREQPotOZMH78bvTrtx4pKdaNnHJzjbh0KV3iZERUFjzWWhMymfVhgwcPhlDE+Y+xsbFYvXo1Jk+ejO+//x4WiwVDhgyBwWC4b/+PP/4Y69evx9SpU7Fu3Tp4e3tj6NChyMrKum9/omIjinA59ontMLfxeEBWLAusEFExO3PmFjp3XoWlS4/Z2sLDA7Fnz6to0sRPwmREVFYUacE1JyenIr24wWDA8uXLER0djfbt26NOnTqYO3cubty4gR07dtj1T0xMxLp16/Dpp5+ibdu2qFmzJqZMmQKVSoXTp08XKQvRo6iuboIy7TgAwOjVEPrAnpLmISJ7FouIuLij6Nx5Nc6eTQUAqNVyfPppe3z3XW/4+rpInJCIyooiXcYq6lXgc+fOIScnBy1btrS1ubu7o27dujh8+HC+ecgAsG/fPri5ueGZZ57J13/Xrl1FykH0SBYTXI5PsR3mNp0ACMW7aDcRFc2NG9no338Dtm+/ZGsLDa2EuLhuCA2tJGEyIiqLClwEv/TSS3Ztffr0sWsTBAFnzpwp0HPeuHEDAFClSpV87ZUrV7ad+zetVotq1aphx44dWLp0KW7evIm6devi/fffR82aNQv0mg9S3LuQUNl0d5wLO96qf36A4s4/AACjb0tYqneGgkuhlXmPO95UPmVmGrB37xXb8YgRT+Gjj9pCo+G0pYqI39+OpST+yS3QT4Y333yz+F8Z1hvuAEClyr81pVqtxp07d+z6Z2dn48qVK4iNjcW4cePg7u6OxYsX4+WXX8aWLVvg4+Pz2Fnc3Ys2tYPKl0KNt0kPnJhmO1S2nwEv7/K5Pbij4ve3Y2jRwgWzZz+HKVN+xzff9ESnTkW7OELlA7+/6XFJWgRrNNalpQwGg+3PAKDX6+8731ihUCA7Oxtz5861XfmdO3cu2rVrhw0bNmDIkCGPnSUzMw9mM/cer+jkchnc3Z0KNd7qv2PhnHUVAGCs2gnZLk2B9JySjEnF5HHGm8qP06dTUKuWt+1Kr1wuQ1RUM3Tv/iTc3VVI5/dphcbvb8fi4eFkW5ihuEj6GdHdaRApKSmoXr26rT0lJQUhISF2/f38/KBQKPJNfdBoNKhWrRqSkpKKlMVstsBk4jeRoyjweBuz4XFilu0wu9FH/Doph/j9XbGYzRYsWnQE06fvx+uvN8bkye1t5wRBgLu7iuPtQPj97RhEsfifU9KJNHXq1IGrqysOHjxoa8vMzMSZM2fQrFkzu/7NmjWDyWTCqVOnbG06nQ6JiYkIDAwslczkWJzPLoZMdwsAoAvsDZNPI4kTETm25OQs9OmzFlOm/AGTyYIlS/7CgQNFuwhCRI5J0ivBKpUKAwYMwOzZs+Ht7Y2AgADMmjULfn5+6NSpE8xmM9LS0uDm5gaNRoOwsDC0atUK7733Hj755BN4enpi/vz5kMvleOGFF6R8K1QBCfo0OP09HwAgCnLkNvlQ4kREjm3TpvMYM2Yn7tyx7vgmCEB0dHM0bVrlEY8kIrIn+S2z0dHRMJlMGD9+PHQ6HZo1a4Zly5ZBqVQiKSkJHTt2xLRp09C7d28AwIIFCzB79my8+eab0Ol0aNq0KVasWGHbxY6ouDif/hwyo/UGTV3NV2B2f1LiRESOKStLjw8+2I0ffri38lBAgBsWLeqCVq2qSZiMiMozQRRLYpZF+ZOensM5RQ5AoZDBy8vlkeMty70B7w2NIJjzIMpUSOt1HBaXqqWYlIpDQcebyq7Dh69hxIituHr13opBPXuGYNasjvDw0OTry/F2LBxvx+Lt7VLsy+E91pXgtLQ0LFu2DPv378etW7fw5ZdfYufOnahTpw6effbZYg1IJAXnUzMhmK1L+OWFDGEBTCSBffsS0bfvWpjN1ms1rq4qTJ/eAZGRoUXerImIqNAldWJiIiIiIrBmzRr4+voiNTUVZrMZWq0W0dHR2LNnTwnEJCo9siwtNP98DQCwKFyR22CMtIGIHFSLFgFo3NgPANCsmT927x6IF1+sywKYiIpFoa8Ez5gxAz4+Pli5ciWcnZ1Rv359AMCcOXOg1+sRFxeH9u3bF3dOolLjcmIaBNEEAMirGwVRw+1WiaSgUMgQG9sVGzeex1tvNYNCwZ3BiKj4FPonyp9//omoqCi4u7vb/Tb+0ksv4cKFC8UWjqi0yTPOQn35BwCAReWFvLpvSZyIyDFkZOgwYsQWHD9+I197cLAn3nmnBQtgIip2jzUnWKG4/8MMBgM/pqJyzeX4FAiwzj/MrT8aospD4kREFd++fYl4881tSE7OwvHjN7Fz5wC4uCiljkVEFVyhf7UOCwvDkiVLkJuba2sTBAEWiwXfffcdmjZtWqwBiUqL4vYRqK/+BAAwO/khr85QiRMRVWwGgxlTpvyO3r3jkZycBQBITc3F+fO3JU5GRI6g0FeC3333XfTv3x+dOnVCixYtIAgCli1bhkuXLuHKlStYvXp1SeQkKnEuxybb/pzb8D1A4SxhGqKK7eLFNAwfvgUnT6bY2tq0qYaFC7vA399NwmRE5CgKfSW4du3aWLt2LVq0aIGDBw9CLpdj//79qF69Or7//nuEhoaWRE6iEqW8vheq67sBAGbXIOhqDZQ4EVHFJIoivvnmJDp2/NZWACuVMkyY0BZr1/ZlAUxEpabQV4LNZjOCg4MxZ86ckshDVPpEES7HJtkOcxp/CMhVEgYiqphu387F6NG/YNu2S7a2WrW8EBfXDQ0b+kqYjIgcUaGvBLdp0wZTpkzBqVOnSiIPUalTJW6B8vYRAIDJsy70QX0lTkRUMV2/no1ff9XajgcPboSdOwewACYiSRS6CO7evTu2b9+OF198EV26dEFcXBySk5NLIhtRybOY4XL83lzgnCYTAJlcwkBEFVeDBpURE9MaPj5OWLnyBcyc2RHOzlwFgoikIYiiKBb2QaIo4sCBA9i8eTN++eUXZGVloWnTpnjhhRfQpUsXuLmVvzld3HvcMfx3r3n15e/h/scbAABjpWbI6LoT4DJ/FcZ/x5tK14ULaQgK8oBSee8XS4tFRFpaHipVKv4bTznejoXj7Vi8vV0glxfveuGP9WyCIKBly5aYMmUK/vjjD8TGxqJKlSqYNGkS2rZtW6wBiUqM2QCX41NthzlNJ7IAJioGFouIpUv/QocOKzFnzoF852QyoUQKYCKiwipSSW0ymfDHH39gy5Yt+O233wAALVu2LJZgRCVNc3EF5NkJAABDlXAY/Z6RNhBRBXDzZjb691+P8eP3QK83Y968Qzhy5JrUsYiI7BR6dYj/ToW4c+cOGjZsiOjoaHTr1g1eXl4lkZOoeJly4Xxypu0wp8kECcMQVQzbtl3CO+/sQGpqnq1t6NAmqF+/soSpiIjur9BFcNu2bZGamgp/f3+8/PLLeOGFFxAUFFQC0YhKjvrMEsjzbgAA9NV7wFTpKYkTEZVfOTlGTJy4FytWnLS1+fq6YP78zggPD5IuGBHRQxS6CO7QoQMiIiIQFhZWEnmISp7+DjQnPwMAiBCQ0/gjiQMRlV8nT97E8OFbcPFiuq2ta9ea+OyzTvDxcZIwGRHRwxW6CP7kk09KIgdR6TkyGzKD9R9sfY1+MHvWkTgQUfm0b18iXnxxHYxG6535zs4KTJkSjldeqQ+BN5kSURlXoCK4Y8eOWLRoEerUqYOOHTs+tK8gCNi5c2exhCMqbkJeCnB0LgBAlCmR0yhG4kRE5VdYWBWEhPjg9OlbaNzYF4sXd0PNmrwvhIjKhwIVwc2bN4eLiwsAoFmzZvwNn8otzYnZgDEHAKB7cjAsbkHSBiIqx9RqBeLiumH9+nN4992n860HTERU1j3WZhkPYzabIZeXvx+EXGy74pNlJ8J7YxMIFgNEuRNSe5+E6MTtWisyLqZffLKy9Jg4cS+GDm2K0NBKUse5L463Y+F4O5YysVlGx44dce7cufueO3nyJFq1alXkUEQlwfnkdAgWAwBAVy+KBTBRAR0+fA3h4d/i229PY/jwLdDpTFJHIiIqsgJNh/j5559hMll/6CUnJ2PHjh33LYT//PNPGI3G4k1IVAzkdy5Ac2mV9UDtAX2DtyXNQ1QemEwWzJ17EJ99dgBms/VDw8TETJw5cwtNm1aROB0RUdEUqAg+deoUvvnmGwDWG99iY2Mf2Pe1114rnmRExcj5+KcQxP99XNZsHES1F8CPz4geKCEhA1FRW3HkyHVbW7Nm/oiN7YrAQA8JkxERFY8CzQk2GAy4desWRFHEs88+i4ULFyI0NDRfH7lcDldXV7i6upZY2JLEOUUVlyL1OLw2W7dEtmiegGzoZaTnCBxvB8A5g4UniiLWrDmLmJhdyM62Th+SywWMGdMSo0Y1h0JRvHPyihPH27FwvB1LScwJLtCVYJVKhYCAAADAr7/+isqVK0OpVBZrEKKS4nx8su3Pusbj4KxyBXJyJExEVDZlZOgwduxObNr0j60tMNADixd3RViYv4TJiIiKX4GK4IULFyIyMhK+vr7YsGHDQ/sKgoCRI0cWSziiolLe3A918i8AALNLdehD/g/OEmciKqsuXkzDTz9dsB3361cPU6eGw9VVJWEqIqKSUeAi+JlnnoGvry8WLlz40L4sgqnMEEW4HJtkO8xpFAPI1RIGIirbwsL8MXp0C3zxxTHMmfMcIiJqSx2JiKjEFPs6weUV5xRVPKqk7fDYFQkAMHnURnqPA1CoVJxD5kA4Z/DhEhIyUK2ae755diaTBbdu5aBKFTcJkz0ejrdj4Xg7ljKxTvD93Lp1C3///TfMZnNxPB1R0YkWOB+7Nxc4p/FHgKxAH3wQVXiiKOKbb06iXbsVWLjwSL5zCoWsXBbARESFVegiODs7GzExMVi1yrrm6tatWxEeHo6+ffuie/fuuH79+iOegajkqRM2QJl+EgBg9GkCQ/UIiRMRlQ23b+di0KAfMXbsTuTlmTBjxn6cPHlT6lhERKWu0EXwnDlzsH37dnh4WNeJnD17NurUqYOFCxdCoVBg9uzZxR6SqFAsJjgfn2I7zGkyARAECQMRlQ27diWgffuV2Lbtkq1twIAGqFXLW8JURETSKPTnw7/++ivef/99dO/eHadPn0ZycjLGjRuHjh07wmQyYeLEiSWRk6jANJdWQZFl/Ufe4NsGxiodJE5EJC2dzoQpU37H0qXHbG0+Pk6YN68TOneuKWEyIiLpFLoIzsjIQI0aNQAAe/fuhUKhQOvWrQEAHh4e0Ov1xZuQqDDMOjifmG47zGkykVeByaGdOXMLI0Zswdmzqba2Dh2C8PnnneHr6yJhMiIiaRV6OkRAQADOnz8PANi5cycaN25s2yVu7969qFq1avEmJCoEp/NfQp6bDADQV+0CU+UWEiciks4ff1xF586rbQWwWi3H1Knh+O67XiyAicjhFboI7tevH6ZPn45u3brh7NmzePnllwEAb775Jr7++mv069ev2EMSFYRgzILzqTm245wmEyRMQyS9pk2roHp16/0boaGVsGPHKxgypAkEfjpCRFT46RCDBg2Cj48PDh8+jDfffBPdunUDACiVSnz88cd46aWXij0kUUE4nVkEmd56xUsX1Bdmr/oSJyKSlrOzEnFx3RAffxYffNAaGg2XCSQiuoubZfwPF9su3wRdKrw3NITMmAVRkCPthSOwuNvf8MPF1R2LI413To4Rn376O15/vQlq1vSSOo4kHGm8iePtaEpis4zHuiyg1Woxf/58HDp0CJmZmfDy8kJYWBhGjhyJmjV5pzGVPufTcyEzZgEAdLVevW8BTFRRnThxE8OHb8GlS+k4evQ6fv65H5RKudSxiIjKtEIXwRcvXkS/fv0gl8vRoUMHVKpUCbdu3cLu3buxZ88exMfHsxCmUiXLvQan80sBAKJMjdxG70mciKh0mM0WLFp0BNOn77ddCTt/PhWnT99CkyZ+EqcjIirbCl0Ez549G1WrVsXKlSvh5nZva82srCwMGjQIc+fOxcKFC4s1JNHDOJ+cCcGsAwDk1XkDFmd/iRMRlbzk5CyMHLkV+/cn2doaNfJFXFw3h50OQURUGIWeXHH48GEMHz48XwEMAG5ubnjjjTdw+PDhYgtH9CiyzEvQXFgBALAo3ZBbf7TEiYhK3saN59G+/QpbASwIwKhRzbF5cz8WwEREBVToK8EKhQJqtfq+51QqFQwGQ5FDERWUy4lpEEQTACCv7psQNT4SJyIqOVlZesTE7MaaNWdsbQEBbli0qAtataomYTIiovKn0FeCGzRogNWrV+O/i0qIoohVq1ahfn0uS0WlQ57+N9TaeACARe2NvNCREiciKlmnTqUgPv5eAdyzZwj27BnIApiI6DEU+krwqFGj0L9/f0RERKBLly544okncOvWLWzbtg1arRZfffVVSeQksuNybDIEWH8Zy20wBqLKXeJERCWrVatqiIoKwzffnMT06R0QGRnKjS+IiB7TY60TfODAAcyZMwenT5+GKIoQBAH169fH6NGj0bJly5LIWeK4zmD5orh1EF5bnwMAmJ39kdbzGKBwevTjuK6kQynv4339ehZ8fV0hk90rdA0GM27cyLbtBEf3lPfxpsLheDuWMrNO8NNPP434+Hjk5eUhMzMT7u7ucHJ6dAFCVCxEES5/fWI7zG34foEKYKLyQhRFrFlzFjExuxAT0wpDhza1nVOp5CyAiYiKQYGL4NTUVKxfvx7Xrl1DYGAgevToAR8fHxa/VOqU13dDdfN3AIDJrQZ0tV6ROBFR8cnI0GHs2J3YtOkfAMAnn/yONm2qIzS0ksTJiIgqlgIVwRcvXsQrr7yCO3fu2NpiY2OxaNEiNGvWrMTCEdkRRbgcm2Q7zG08HpApJQxEVHz27UvEyJFbce1atq2tV686qFaN892JiIpbgSZXzJs3D66urvj2229x4sQJbNiwAVWrVsXkyZNLOh9RPqqrP0GZegwAYPJqAH1Qb4kTERWdwWDGlCm/o3fveFsB7OGhxpdfdsf8+Z3h6qqSOCERUcVToCL4yJEjGD16NMLCwqBWqxEaGooPPvgAFy5cQFpaWklnJLKymOFy/N4vXjlNPgKE4p0kT1TaLl5MQ7du32H+/MO4e5ty69ZVsWfPq4iIqC1tOCKiCqxA0yGysrLg759/K9o6depAFEXcvn0b3t7eJRKO6N/U2u+huHMeAGB8ogUMAZ0lTkRUNH/8cRWvvLIReXnWDV+UShliYlojKios34oQRERU/ApUBJvNZsjl8nxtd2+IMxqNxZ+K6L/Mergcn2Y7zGn6sXWvWKJyrHFjP1Su7IIrV+6gVi0vxMV1Q8OGvlLHIiJyCI+1RBpRadNc+BrynKsAAIN/Rxh9W0uciKjoXF1ViI3tirVrz2LixGfg7MybPImISkuRJ1RytyIqccYcuJycZTvMaTJBwjBEj0enM+GTT35DYmJmvvZmzfwxY0ZHFsBERKWswFeCX3rppfu29+nTJ9+xIAg4c+bMffsSPQ6nc3GQ6VIAAPrAnjD5NJE4EVHhnDlzCyNGbMXZs7dx5Mh1bNgQWew7HxERUeEUqAh+8803SzoH0X0J+nQ4//05AEAUZMhpPF7iREQFZ7GI+PLLY5g8+Xfo9WYAwLFjN3DqVAoaN/aTOB0RkWNjEUxlmvPf8yEzZAAAdDVehtmDS0ZR+XDzZjaio7dj9+4rtrbQ0EqIi+vG3d+IiMoA3hhHZZaQdxNO5xYDAESZCrmN3pc4EVHBbNt2Ce+8swOpqXm2tmHDmuLDD9tAo+GPXSKisoA/janMcjk5C4IpFwCQV/v/YHGtLnEioofLyTFi4sS9WLHipK2tcmUXLFjQGeHhQdIFIyIiOyyCqUySZV+B5sJXAABR4YLcBmMkTkT0aIcOJecrgLt0qYm5czvBx8dJwlRERHQ/vD2ZyiSXE9MhWKwbseSGjoDoVFniRESPFh4ehNdeawRnZwXmzHkW33wTwQKYiKiM4pVgKnPkGeegvvwdAMCi8kRevWiJExHd361buahUySnfeukTJz6DN95oipo1vSRMRkREj/JYV4LT0tIwa9Ys9OrVC23atMG5c+ewcOFC7Ny5s7jzkQNyOf4pBNECAMit/w5Elae0gYjuY+PG82jV6iusWnU6X7uzs5IFMBFROVDoIjgxMRERERFYs2YNfH19kZqaCrPZDK1Wi+joaOzZs6cEYpKjUNz+C+qrmwAAZidf5NUZJnEiovyysvR4881teOONzbhzR4/x43fj0qV0qWMREVEhFXo6xIwZM+Dj44OVK1fC2dkZ9evXBwDMmTMHer0ecXFxaN++fXHnJAfhcuwT259zG4wDFM4SpiHK7/DhaxgxYiuuXr1ja+vUqSbn/RIRlUOFvhL8559/IioqCu7u7vnmwQHWrZUvXLhQbOHIsShv/A7V9V0AALNrEHRPDpI4EZGVyWTBzJn7ERHxg60AdnVVYeHCLliypBs8PTUSJyQiosJ6rBvjFIr7P8xgMNgVxkQFIopwOTbJdpjTKAaQqyQMRGSVkJCBqKitOHLkuq2tWTN/xMZ2RWCgh4TJiIioKAp9JTgsLAxLlixBbm6urU0QBFgsFnz33Xdo2rRpsQYkx6BK2gblrUMAAJNnKPTBL0qciAjYty8R4eErbQWwXC5g3LiW2LTpRRbARETlXKGvBL/77rvo378/OnXqhBYtWkAQBCxbtgyXLl3ClStXsHr16pLISRWZaMk3Fzin8UeATC5hICKrunUrwd1djZwcIwIDPbB4cVeEhflLHYuIiIpBoa8E165dG+vWrUOLFi1w8OBByOVy7N+/H9WrV8f333+P0NDQkshJFZhauxaKjL8BAMZKT8FQ7XmJExFZeXk5YdGiLujXrx527x7IApiIqAIRRFEUpQ5RFqSn58Bkskgdw/FYjPDeFAZ5lhYAkPHcjzBWaV9iL6dQyODl5cLxdhCFGW+DwYx58w7i1Vcbws/PtZQSUnHi97dj4Xg7Fm9vF8jlxbvRcaGnQ1y7du2Rffz9ebWECkZzcaWtADb4tSvRApjoQS5eTMPw4Vtw8mQKjhy5ju+/7w2ZjDf5EhFVZIUugjt06PDIFSDOnj372IHIgZjy4Hxihu0wp8kECcOQIxJFEStWnMKECXuQl2cCYL0Z7tSpFDRq5CtxOiIiKkmFLoKnTp1qVwTn5ubiyJEjOHjwIKZOnVps4ahiczr/BeR51rvu9dWeh+mJZhInIkdy+3YuRo/+Bdu2XbK11arlhbi4bmjYkAUwEVFFV+giuHfv3vdtf+WVVzBt2jT89NNP3DGOHkkwZML51BwAgAjBuiIEUSnZtSsB0dHbkZKSY2sbPLgRPv74GTg7KyVMRkREpaVYZxh36NABe/bsKdRjLBYL5s+fj7Zt26Jx48YYOnQoEhMTC/TYH3/8ESEhIUhKSnqMtCQlpzMLIDOkAwD0NV6E2auuxInIEeh0Jowfvxv9+q23FcCVKjlh5coXMHNmRxbAREQOpFiL4BMnTjxwN7kHiY2NxerVqzF58mR8//33sFgsGDJkCAwGw0Mfl5ycjE8++eShfahsEnS34XRmEQBAFBTW3eGISsHvv1/F0qXHbMcdOgRh9+5X0blzTQlTERGRFAo9HSImxr5gsVgsuHHjBg4fPoy+ffsW+LkMBgOWL1+OMWPG2KZQzJ07F23btsWOHTvQvXv3+z7OYrFg7NixqFevHg4cOFDYt0AScz79GWSmbACA7slBsLjVkDgROYrnnquBl16qi40bz2PixGfw+uuNudU7EZGDKnQRfPDgQbs2QRDg6uqKoUOHYvjw4QV+rnPnziEnJwctW7a0tbm7u6Nu3bo4fPjwA4vguLg4GI1GvPnmmyyCyxlZThKczn0BABDlTshtOE7iRFSR3bmjg5eXS762adM6YOTIMNSpU0miVEREVBYUugj+4osvULNm8Xx0eOPGDQBAlSpV8rVXrlzZdu6/Tp48ieXLl2Pt2rW4efNmseQAUOwLMNP9OZ+aCcGiBwDo6w6HzD2geOfkPMLdceZ4V3xbt15EdPR2zJ/fFd2717K1e3pq4OmpkTAZlRR+fzsWjrdjKYkP7QpdBL/88suIiYlBz549i/zieXl5AACVSpWvXa1W486dO3b9c3NzMWbMGIwZMwZBQUHFWgS7uzsV23PRA6T9A1xYaf2zyh2ath9C4+Ty8MeUEI53xZWTY8C77+7AkiVHAQAjRmxGq1bDERTkKW0wKjX8/nYsHG96XIUugpVKJby8vIrlxTUa69UYg8Fg+zMA6PV6ODnZf1FPmTIFwcHB6NevX7G8/r9lZubBbOa2iyXJZc+HUIlmAEBe/VHQ6TSALucRjypecrkM7u5OHO8K6vjxGxg2bAsuXEiztYWHB0EUzUhPL92vNSp9/P52LBxvx+Lh4QSZTOJtk0eNGoWZM2ciKysLderUgbOzs12fgm6bfHcaREpKCqpXr25rT0lJQUhIiF3/devWQaVSoUmTJgAAs9laUHXv3h3Dhw8v1Hzk/zKbLdx7vATJ005CpV0LALBoKiEnZDhECf++Od4Vi9lswaJFRzB9+n7buDo7K/Dppx0watTTyMjI5Xg7EH5/OxaOt2MQxeJ/zkIXwR9//DHMZjPGjh37wD4F3Ta5Tp06cHV1xcGDB21FcGZmJs6cOYMBAwbY9d+xY0e+4xMnTmDs2LFYunQpateuXYh3QaXN5dhk259zG4yBqHSTMA1VJMnJWRg5civ277+3XnijRr5YvLgr6tSpxNUfiIjovgpdBE+ZMqXYXlylUmHAgAGYPXs2vL29ERAQgFmzZsHPzw+dOnWC2WxGWloa3NzcoNFoEBgYmO/xd2+e8/f3h6enZ7HlouKlSDkAdfJ2AIDZuSryav+fxImooti/PxGDBv2IO3esN1sKAhAd3Rxjx7aESiWXOB0REZVlBSqCX331VUycOBE1a9ZEr169ijVAdHQ0TCYTxo8fD51Oh2bNmmHZsmVQKpVISkpCx44dMW3atAdu10xlnCjC5a+PbYe5jWIAOe/Mp+JRq5Y3lEprsRsQ4IZFi7qgVatqEqciIqLyQBDFR8+yqFOnDtasWYOGDRuWRiZJpKfncE5RCVAm/wLPX/sAAEzuTyI94iAgK/QHEMVGoZDBy8uF412B7Nx5GfHxZzFjRke7pc843o6F4+1YON6OxdvbpdiXw+PielRyRAtcjt3b2jqn8XhJC2Aq30wmCxYsOIzU1Lx87c8+WwNLljzPtX+JiKhQWJFQiVFd2QRl2gkAgNG7EQyBL0iciMqrhIQMREVtxZEj13H06HV89VUP3vBGRERFUuAieOTIkXabWtyPIAjYuXNnkUJRBWAxweX4vZsoc5pMAAR+8ECFI4oi1qw5i5iYXcjONgAAtm+/hNOnb6FBg8oSpyMiovKswEVw3bp14e3tXZJZqALRXPoOiswLAABD5VYw+j8rcSIqbzIydBg37lds3Hje1hYY6IHFi7uyACYioiIr1JXginxjHBUjsx7OJ6bZDnOaTCyZTb+pwtq3LxFvvrkNyclZtrZ+/eph6tRwuLo++hMpIiKiR+GcYCp2Tv8sgzzXunGBPqATTL4tJU5E5YXBYMbMmfuxYMFh2+5AHh5qzJnzHCIiuCEOEREVHxbBVLyM2XA+Ndt2mNNkgoRhqLz55ZfLmD//sO24deuqWLiwKwICuMMgEREVrwLdqdSrVy94eXmVdBaqAJzPxkKmuw0A0AX1htmbU2io4Lp1q4WIiNpQKmWYMKEt1q2LZAFMREQlokCbZTgCLrZddII+Dd7rG0JmzIQoyJH+wiGY3Z+UOlY+XFy9bMnJMcLFRZmvLT09D4mJmWjY0LfIz8/xdiwcb8fC8XYs3CyDyjTn059DZswEAOhqDihzBTCVLbt2JaBFi+XYsuVivnYvL6diKYCJiIgehkUwFQtZ7g04nYsDAIgyNXIbvSdxIiqrdDoTxo/fjX791iMlJQejR+/AzZvZUsciIiIHwxvjqFg4n5oJwWzdzjYvZAgsLlUlTkRl0ZkztzBixBacPZtqa2vc2I+7vxERUaljEUxFJsvSQvPP1wAAi8IVuQ3elTYQlTkWi4gvvzyGyZN/h15vBgCo1XJMnPgMXn+9MYtgIiIqdSyCqchcTkyDIJoAAHl1R0LUVJI4EZUlN29mIzp6O3bvvmJrCw2thLi4bggN5dcKERFJg0UwFYk8/QzUl38AAFhUXsir+6bEiagsOXAgCa+99hNSU/NsbcOGNcWHH7aBRsMfP0REJB3+K0RF4nJ8CgRYV9nLbfAuRJWHxImoLKlWzQNms3XposqVXbBgQWeEhwdJG4qIiAgsgqkIFLcOQ534MwDA7FQFeSFDJU5EZU1AgBtmz34Oa9eexdy5neDj4yR1JCIiIgBcIo2KwOXYZNufcxu9ByhY4Dgys9mCL788hsxMfb72iIja+OabCBbARERUpvBKMD0W5fU9UN3YAwAwuwVDV2ugtIFIUsnJWRg5civ270/C0aPXsXhxt3znufoDERGVNbwSTIUninA5Nsl2mNPoQ0CmfMgDqCLbuPE82rdfgf37kwAA69efw+nTtyRORURE9HC8EkyFpkrcDOXtowAAk2c96IP7SpyIpJCVpUdMzG6sWXPG1hYQ4IZFi7qgfv0nJExGRET0aCyCqXAsZrgcvzcXOKfJBEDgBwqO5vDhaxgxYiuuXr1ja+vZMwSzZnWEh4dGwmREREQFwyKYCkWtXQNFxlkAgPGJ5jBU7SJxIipNJpMFc+cexGefHYDZbF0az9VVhenTOyAyMpRzf4mIqNxgEUwFZzbA5cQ022FOk4kAix6HsnnzBcya9aftuFkzf8TGdkVgINeHJiKi8oWfY1OBaS58A3l2AgDAUCUcRr+20gaiUhcRURvPPRcMuVzAe++1wqZNL7IAJiKicolXgqlgTLlwPjXTdpjTZIKEYai06PUmqNX3fkwIgoB58zrjypUMhIX5S5iMiIioaHglmArE6dwSyPNuAgD01SNgqvSUxImopO3bl4iWLb/C7t0J+dqfeMKZBTAREZV7LILpkQRDBpxPzwUAiIIMOY3HS5yISpLBYMaUKb+jd+94JCVl4a23tiM1NU/qWERERMWK0yHokZz+XgCZIQMAoK/RD2bPOtIGohJz8WIahg/fgpMnU2xttWt7w2QyS5iKiIio+LEIpocS8lLgfDYWACDKlMhpFCNxIioJoihixYpTmDBhD/LyTAAApVKGmJjWiIoKg0zGVUCIiKhiYRFMD+V8eg4EUw4AQPfka7C4BkqciIrb7du5GD36F2zbdsnW9uST3oiL64YGDSpLmIyIiKjksAimB5JlX4XT+WUAAFHhjJyGYyVORMXt4MFkvP76z0hJybG1DR7cCB9//AycnZUSJiMiIipZLILpgZxPzoBgMQAA8uqMgOjkK3EiKm6+vi7IybGOsY+PE+bN64TOnWtKnIqIiKjksQim+5Lf+QeaS6sAABaVJ3LrRUuciEpCUJAnpk/viA0bzuHzzzvD19dF6khERESlgkuk0X05H/8UgmgBAOTWGwVR7SVxIioqi0XEqlWnkJNjzNf+4ouh+O67XiyAiYjIobAIJjuK1OPQXNkAALBoKiOvznCJE1FR3byZjf791+Odd37BhAl78p0TBAGCwNUfiIjIsbAIJjsuxz6x/Tmn4VhAySuE5dm2bZfQvv1K7N59BQCwcuUpnD17W+JURERE0uKcYMpHeXMfVNd2AgDMLtWhe3KwtIHoseXkGDFx4l6sWHHS1la5sgsWLOiM0NBKEiYjIiKSHotgukcU4fLXJNthTuMYQK6WMBA9rpMnb2L48C24eDHd1talS03MndsJPj5OEiYjIiIqG1gEk40qeTuUtw4AAEweIdAH95M4ERWW2WxBbOxRTJ++D0aj9cZGZ2cFJk9ujwEDGnDuLxER0f+wCCYr0QKXY5NthzmNPwJkcgkD0ePYuPE8Jk/+3XbcqJEv4uK6oWZNru5BRET0b7wxjgAA6oT1UKSfAgAYfZrAUL2HxInocfTqVQdt21aDIACjRjXH5s39WAATERHdB68EE2Axwvn4FNthTpOJAD82LxdMJgsUinu/y8pkAhYs6IKEhAy0alVNwmRERERlG68EEzQXV0GRdRkAYPBtC2OVcIkTUUEcPnwNbdp8jQMHkvK1+/u7sQAmIiJ6BBbBjs6sg/PJ6bbDnKYTeBW4jDOZLJg1609ERPyAy5czEBW1FXfu6KSORUREVK5wOoSDczr/JeS51wAA+qpdYXqihcSJ6GESEqxF75Ej121tVaq4ITfXCA8PjYTJiIiIyhcWwQ5MMGTC+dRsAIAIATlNPpI4ET2IKIpYs+YsYmJ2ITvbAACQywWMGdMSo0Y1zzcvmIiIiB6NRbADczobC5k+DQCgD+4Ls1d9iRPR/WRk6DBu3K/YuPG8rS0w0AOLF3dFWJi/hMmIiIjKLxbBDkrQpcLpzAIAgCgokNPoA4kT0f0cOXINQ4duRnJylq2tX796mDo1HK6uKgmTERERlW8sgh2U8+m5kBmthZXuyVdhca8pcSK6H3d3NVJTcwEAHh5qzJnzHCIiakucioiIqPxjEeyAZLnX4HR+KQBAlGuQ23CcxInoQWrX9sGkSe3x44/nsXBhVwQEuEkdiYiIqELg3TQOyPnkTAhm65JaeSFvwOLMeaVlgSiKWLfuLHQ6U772wYMbYu3aviyAiYiIihGLYAcjy7wEzYUVAACL0g259d+ROBEBwO3buRg06EeMGLEVn376R75zgiBALue3KhERUXHiv6wOxuXEVAii9UpjXt23IGp8JE5Eu3Zp0b79SmzbdgkAsGTJXzh/PlXiVERERBUb5wQ7EHn6aai1awEAFrUP8uqOlDiRY9PpTJgy5XcsXXrM1ubj44R58zohJIS/nBAREZUkFsEOxOXYZAgQAQC5Dd6FqOQcU6mcOXMLI0Zswdmz9674dugQhM8/7wxfXxcJkxERETkGFsEOQpFyEOqkrQAAs3MA8kKGSJzIMVksIr788hgmT/4der0ZAKBWyzFx4jN4/fXGEARB4oRERESOgUWwIxBFuBybZDvMbfQ+INdIGMhxxcefxfjxe2zHoaGVEBfXDaGhlaQLRURE5IB4Y5wDUF7fBdVN64oDJrea0NV8ReJEjqtPnzp46qkqAIBhw5pi+/aXWQATERFJgFeCKzpRhMuxT2yHuY3HAzIOe2mxWETIZPemOCgUMixe3BVabQbCw4OkC0ZEROTgeCW4glNd/RHKVOvqAyavBtAH9ZI4keM4ceIm2rdfgWPHbuRrDwryZAFMREQkMRbBFZnFDJfjk22HOU0+AgQOeUkzmy2YP/8Qunb9DufOpWLEiC3IzjZIHYuIiIj+hZ+LV2Dqy99DcecfAIDxiadhCOgscaKKLzk5CyNHbsX+/Um2Nnd3Ne7c0cPVVSVhMiIiIvo3FsEVlVkPlxPTbIc5TScCXH6rRG3ceB5jx+7EnTt6ANa/7lGjmmPs2JZQKuUSpyMiIqJ/YxFcQWkufA15zlUAgMH/WRh9W0ucqOLKytIjJmY31qw5Y2sLCHDDokVd0KpVNQmTERER0YOwCK6IjDlwOTnLdpjTZIKEYSq2Y8duYOjQzbh69Y6trVevEMyc2REeHlyLmYiIqKxiEVwBOZ2Lg0yXAgDQBfaCyaextIEqMIVChuvXswAArq4qzJjRAX37hnLnNyIiojKORXAFI+jT4fz35wAAUZAht/GHEieq2Bo0qIwPPmiDLVsuIja2KwIDPaSORERERAXA9bIqGOe/50NmyAAA6Gq+ArNHbWkDVSCiKGLr1oswGs352keMeAqbNr3IApiIiKgcYRFcgQh5N+F0bjEAQJSpkNvwfYkTVRwZGTq88cZmDBr0I2bPPpDvnEwmQKHgtxIREVF5wn+5KxCXk7MgmHIBAHkhr8PiypUJisO+fYlo334FNm2yrrn8+eeHcPFimsSpiIiIqCg4J7iCkGUlQHPhKwCAqHBBbv0xEicq/wwGM2bM2I+FCw9DFK1tHh5qzJnzHGrV8pY2HBERERUJi+AKwuXkdAgWIwAgNzQKotMTEicq3y5cSMOIEVtw8mSKra1166pYuLArAgLcJExGRERExYFFcAUgzzgH9eXvAQAWlSfy6r0lcaLySxRFfPPNSUycuBd5eSYAgFIpQ0xMa0RFhUEm49JnREREFQGL4ArA5fgUCKIFAJBbfzRElae0gcqx77//G+PG/Wo7rlXLC3Fx3dCwoa+EqYiIiKi48ca4ck5x+yjUV38EAJid/JBX5w2JE5VvvXvXQYMGlQEAgwc3ws6dA1gAExERVUCSXwm2WCxYuHAh4uPjkZWVhWbNmmHChAmoVu3+KxtcuHABs2bNwokTJyCTydCsWTO8//778Pf3L+XkZYPLsU9sf85tOA5QOEuYpvwRRTHf7m5qtQKLF3eFVpuBzp1rSpiMiIiISpLkV4JjY2OxevVqTJ48Gd9//z0sFguGDBkCg8Fg1zc9PR2vvfYaNBoNVq5ciS+++AJpaWkYMmQI9Hq9BOmlpbzxG1TXdwMAzK5B0NV6VeJE5cuZM7fQpctqnDlzK1977do+LICJiIgqOEmLYIPBgOXLlyM6Ohrt27dHnTp1MHfuXNy4cQM7duyw679z507k5uZi5syZqF27NurXr49Zs2bh0qVL+OuvvyR4BxISRbj8Ncl2mNP4A0CukjBQ+WGxiIiLO4rOnVfj2LGbGDFiC3Q6k9SxiIiIqBRJWgSfO3cOOTk5aNmypa3N3d0ddevWxeHDh+36t2zZErGxsdBoNLY2mcz6FjIzM0s+cBmiStoK5W3r35HJMxT6oEiJE5UPN25ko1u3Vfjgg93Q6+9ufyzg9u1cSXMRERFR6ZJ0TvCNGzcAAFWqVMnXXrlyZdu5f6tatSqqVq2ar23p0qXQaDRo1qxZkbLI5ZLPDCk40QLX4/fmAuuemgCFSilhoPJh69aLiI7ejtTUPFvbiBFP4aOP2kKjkXx6PJWAu9/X5er7mx4bx9uxcLwdi1ACK5RK+i9/Xp61GFGp8n+Mr1arcefOnUc+fuXKlfj2228xfvx4eHsXbQcvd3enIj2+VJ1dBaSfsf7ZrzlcG71UMl8dFUROjgHvvrsDS5YctbVVqeKKr7/uiU6dOPfXEZSr728qMo63Y+F40+OStAi+O63BYDDkm+Kg1+vh5PTgL2pRFPH5559j8eLFGDFiBAYOHFjkLJmZeTCbLUV+nhJnMcL9948g/99hVuOPYMrgR/kPcupUCoYM+RkXLqTZ2l54IQRz5z4HT08N0tNzJExHJU0ul8Hd3an8fH9TkXC8HQvH27F4eDjZpsAWF0mL4LvTIFJSUlC9enVbe0pKCkJCQu77GKPRiJiYGPz888+IiYnB4MGDiyWL2WyByVT2v4k0/3wDeZYWAGDwaw9d5XZAOcgtlexsAy5fTgcAODsr8OmnHTBq1NPIyMgtF+NNxaO8fH9T8eB4OxaOt2MQxeJ/Tkkn0tSpUweurq44ePCgrS0zMxNnzpx54BzfcePGYdu2bZgzZ06xFcDlhikPzidm2A5zmnwkYZjyoVkzf4we/TQaNfLFr78OxKBBDfOtC0xERESOSdIrwSqVCgMGDMDs2bPh7e2NgIAAzJo1C35+fujUqRPMZjPS0tLg5uYGjUaD9evXY8uWLRg3bhyaN2+OW7fure96t09F5nT+C8jzrgMA9NW6w/RE0W4GrIh2707AM89Uz3ejxDvvtMCoUc2hUskf8kgiIiJyJJLfUhkdHY2+ffti/Pjx6N+/P+RyOZYtWwalUonr16+jTZs22LJlCwDg559/BgDMnDkTbdq0yfff3T4VlWC4A+dTcwAAIgTkNB4vcaKyJStLj7fe2oaXXlqPBQvyL6+nUMhYABMREVE+giiWxCyL8ic9PadMzylyPv4pXE5ap0LoavRDVpulEicqOw4fvoYRI7bi6lXriiIKhQx//DEINWp42fVVKGTw8nIp8+NNxYPj7Vg43o6F4+1YvL1din05PC6OWg4IuttwOrMIACAKCuQ0ipE4UdlgMlnw2WcHMHfuQZjN1t/lXF1VmDGjA4KDPaUNR0RERGUai+BywPnUHMhM2QAAXe3BsLgFS5xIegkJGYiK2oojR67b2po180dsbFcEBnpImIyIiIjKAxbBZZwsJwlO578EAIhyJ+Q2GCdxImmJoog1a84iJmYXsrMNAAC5XMCYMS0xalRzKBSST3MnIiKicoBFcBnnfGIGBIseAJBXZzgszn4SJ5LWd9/9jbff3mE7Dgz0wOLFXREW5i9hKiIiIipveNmsDJNnXoDm0rcAAIvSA7n1R0mcSHq9eoX8f3t3Hh/T2T5+/JN1siciG2KJJVFbBAlKW1JbUfy0WntpVWuLPXiq9gdPSe2klqgSSy2PqiW0tqoW1abqsZUiSCSRCNnXOb8/8s2pkVCJZCaS6/165fXK3HOfc64zd4Zr7rnOffD0zL1Fdu/e9Tl6dIAkwEIIIYQoNJkJLsWsfv83RkoOAGn1A1A0jgaOyPAsLc1Ytaoz168n0L17wXcVFEIIIYT4JzITXEqZxp/D4uYuALQWzqS+NMzAEenf1av36d59G3/9laDT3rChiyTAQgghhHgukgSXUla/z1Z/T204AcxsDBiNfimKwoYNf9Cu3SZ+/jmSYcP2k5WVY+iwhBBCCFGGSDlEKWQa8zOayNyLv3Ks3EnzfN/AEelPXFwq48Z9R1jYX2pbcnImMTEpuLvbGTAyIYQQQpQlkgSXNoqCTfgM9WGq9xQw0RguHj06cuQmAQEHiY1NUdsGDfJmxoxXsbIyM2BkQgghhChrJAkuZcyjvsMs9mcAsu3qkF6rj4EjKnnp6dnMmXOC1avD1baKFS1ZvLgDHTvWMmBkQgghhCirJAkuTRQtVuF/1wKnNJ4KxmV7iC5diuPjj/dx6VK82ubvX4MlSzri6mptwMiEEEIIUZaV7QzrBaOJ2I3Z/XMAZDk2JrN6dwNHVPLi41O5fDk3AdZoTJg+/VU++KAxRkZGBo5MCCGEEGWZJMGlhTYbq9/nqA9TfD4Fo7K/eEfr1tUYMaIZR47cZNWqzrz0kpOhQxJCCCFEOVD2s6wXhMVfWzBNvAZApmsrsiq3M3BEJePUqUi0WkWnbfLkVoSF9ZUEWAghhBB6I0lwaZCTjtW5eerDFJ/pUMbKAVJSspgw4Xu6ddvG2rXhOs+Zm5tgYSFfSgghhBBCfyQJLgUs/wzBJPUOABlVOpLt0sLAERWvc+diaN9+E1999QcAs2ef4ObNB4YNSgghhBDlmky/GZhRVhJW5xeqj1N8PjVgNMUrJ0fLihVnmT//J7KztQBYWZkye3Ybqle3N3B0QgghhCjPJAk2MMtLqzBOjwMgvcZb5Dg2MnBExSMyMokRIw7w00931DZvb1eCgztTq1YFA0YmhBBCCCFJsEEZpcdjeWEpAIqRCamNPzFwRMVj9+4rTJz4PQ8fZgC55c0BAX5MnNgSc3MTA0cnhBBCCCFJsEFZXViCcVYiAOm1B5BjV9vAET2/0NDzjB37nfq4ShVbVqzoxMsvVzVgVEIIIYQQuuTCOAMxTr2L5eVgABRjDamNJhk4ouLRvbuXWu/bo4cXR48OkARYCCGEEKWOzAQbiNUfn2GUkw5AWt0P0VpXMXBExcPGxpzg4M789VcCvXq9JHd+E0IIIUSpJDPBBmCcdB2LqxsA0JrakNpgnIEjKpqbNx/Qu/cubt16qNPetGkl3nmnniTAQgghhCi1JAk2AOtz8zBSsgFIqzcSxeLFulOaoihs23YRf/9NHDlykxEjwsjJ0Ro6LCGEEEKIZyblEHpmknABzfWvAdBqHEmrN9LAERXOgwfpBAYeZvfuK2pbdHQyd+8m4+5uZ8DIhBBCCCGenSTBemb9+xyMUABIbTAexfzFSRxPnrzNyJFhREYmqW29e9dn7ty22NiYGzAyIYQQQojCkSRYj0zvnUFzex8AOZaVSPMaYuCInk1mZg6fffYTy5b9gpKbv2NvryEoqD3dunkaNjghhBBCiCKQJFiPrMNnq7+nek8CU0sDRvNsrl27z7BhBzh3LkZta9XKneXL36BKFVsDRiaEEEIIUXSSBOuJWdRRzKOPA5Bj60F67QEGjujZ3Lz5QE2AzcyMmTy5FcOHN8XERK6pFEIIIcSLS5JgfVAUrMNnqg9TvD8BYzMDBvTs2rWryfvve/PDD7cIDu5Mo0auhg5JCCGEEOK5SRKsB+a392IW/xsA2Q71yfB428ARPdm5czE0auSis8bv9OmvoihgZfViJO5CCCGEEP9EvtMuadocnVrgFJ9pYFT6Xvb09GymTj1K+/ahbNp0Xuc5S0szSYCFEEIIUaaUvmysjNHc+BrTh5cByHL2I9O9k4Ejyu/ixXt07BjK6tXhAHz66TFu3040cFRCCCGEECVHyiFKUk4m1ufmqQ9TfKZDKbqVsFarsHZtOLNnnyAjIwcAjcaEqVNfwd1dVn4QQgghRNklSXAJsri6AZPkmwBkVvIny+0Vwwb0iJiYZAICDnL0aITa9tJLTgQHd+all16s2zgLIYQQQhSWJMElJSsFq/OfqQ9TfKYZMBhdBw5cY9y474iPT1PbPvqoCZ980hoLC/mTEEIIIUTZJxlPCbG8shqTtNz1dTOqdSfbqYmBI8q1efP/GDPmkPrYxcWaZcs60rZtDcMFJYQQQgihZ3JhXAkwynyA1f8WAaAYGZPSeKqBI/pb5861qVzZBoBOnWpx/PhASYCFEEIIUe7ITHAJsLywFOPMBwBk1OxDjoOXYQN6hIODBStWvMH16wn0799QZz1gIYQQQojyQmaCi5lRWixWl1YBoBibkeI92WCxREYmMWjQHqKjk3XaW7WqyoABjSQBFkIIIUS5JTPBxczq/EKMslMASPN8H61NdYPEsXv3FSZO/J6HDzNIScli27aeGBtL0iuEEEIIAZIEFyvj5FtY/hkCgGJqRWrDiXqPISkpgylTjvL11xfVtmvX7hMVlYS7u53e4xFCCCGEKI0kCS5GVufmY6TNBCD1peEoli56Pf4vv0QxbNgBbt16qLb16OHFZ5+9joODhV5jEUIIIYQozSQJLiYmD65gcX0zAFpzB9LqjdLbsbOztXz++SkWLTpNTo4CgI2NOfPn+9Or10tS+yuEEEII8RhJgouJ9bl/Y6RoAUitPxpFU0Evx7158wHDhx/g7Nm7apuvb2VWrnyD6tXt9RKDEEIIIcSLRpLgYmAaH44mYjcAWgsX0up+rLdjnz8fqybAJiZGTJjQktGj/TA1lYU/hBDieWm1WnJysg0dhiiAVmtEeroJmZkZ6reg4sVkYmKKsbH+8xZJgouBdfgs9feURhPBzFpvx37zTU/69KnPTz/dYdWqN2jWrLLeji2EEGWVoigkJt4nLS35nzsLg4mLM0ar1Ro6DFEMLC1tsLNz1GsJpyTBz8ks+kfMow4DkGNTnfQ6g0v0eFeuxOPlVVGn7d//bgvk1gELIYR4fnkJsI1NBczNNXJtRSllYmIks8AvOEVRyMzMIDk5AQB7+4r/sEXxkST4eSgK1uEz1Ycp3pPBpGQS0czMHD777CeWLfuFFSve4O23X1Kfk+RXCCGKj1aboybANjaytGRpZmpqTHa2zAS/6MzNNQAkJydga1tBb6URUjj6HMwjD2J27zQA2fZeZHj0LpHjXLt2ny5dtrJ06S8oCkyadJioqKQSOZYQQpR3OTk5wN//MQshSl7e+02fNfgyE1xUihbr8Nnqw5TGn4KxSfEeQlHYuPE806YdIzU194/CzMyYsWOb4+ZmU6zHEkIIoUtKIITQH0O83yQJLiLNzV2YJpwHIKuiD5nV3izW/cfFpTJu3HeEhf2lttWuXYHg4M40auRarMcSQgghhChvJAkuCm0WVr/PUR+m+EyHYvwEc+TITQICDhIbm6K2DRrkzYwZr2JlZVZsxxFCCCGEKK8kCS4Ci2uhmCZdByDT7VWyKrUttn1v3vw/xow5pD6uWNGSxYs70LFjrWI7hhBCiPJh5Mih/P77bzptZmZmVKjgSOvWrzJ8+GgsLCx0nv/++4Ps3r2Tq1evoNVqcXevSseOnXnrrXcxM9OdiMnOzmbXru0cPLifW7ci0GjMqVPHiwEDBtOkSbMSPz99SElJZujQQSxatAIXlxf/m1itVsv69Wv49tvdJCcn0bhxE8aNm0TlylWeuE12djZr1wYTFraP5OQk6tatx+jR46lTx0vtc/DgfkJDNxAVFYmHRy2GDh2Gr28LAOLi7jF69DBWr/4Sa+vSU84pF8YVVnYaVn/MVx+m+Ewr1lng9u1r4uRkBYC/fw2OHRsoCbAQQogi8/dvzzffhKk/Gzd+Tf/+g9iz578sX75Yp+9//vNv5s+fjZ9fC4KD1xMSEkrPnu+wdWsoI0cOJTU1Ve2bkZFBQMDHbNsWyttvv0tIyCYWL15FjRo1GTNmOIcOhen5TEvGihVL8PdvXyYSYIAvv1zLf/+7ncDAT1i1KgStVsu4caPIysp64jYLF85j//5vmTJlGuvWbcLBwYEJEwJITs5dR/u778KYM2c6r7/egZCQUN54oyuTJo3nt9/OAuDk5Iy/f3uWL1+il3N8VjITXEiWf67DJDUKgAz3zmQ7+xXr/p2drVi2rCM3bjzggw8ay4UZQgghnotGo6FiRSedNnf3qly+fJHDhw8xYcJkAA4c2Mv+/XtYujQYb28ftW/VqtXw82vB4MH9WLFiMRMn/guAdeuC+euvq3z11TZcXd3U/qNHjyclJZklSxbQuvWrWFlZ6eEsS8adO7cJC9vP7t0HDB1KscjKymLr1lCGDRvFyy+3BmDmzHn06NGJY8cO0759p3zbREVFsm/fHv7zn0U0b94SgEmTPuX99/tx5colmjb1JTT0K/z92/Heex8AUK1ada5evcL69WvUbwR69epNjx6d6ddvIO7uVfV0xk8nM8GFYJSZiNX5hQAoGJHi8+lz7S8mJpnhww8QH5+m0/766x4MGeIjCbAQQogSY26uwdT077mw7du30KLFyzoJcB5XVzfeeacPBw7sJTk5mezsbPbu3UPnzt10EuA8Q4cOZ+HCpWg0BS8zpygKX3+9hT59euLv34r+/d/hu+9yZ47v3o2idetm6ixiQW3//vcMpk6dREDAcDp0eI1Nm77klVd8+fnnkzrHmTt3JsOG5SZmWVlZrFy5lB493qB9+1cYOnQQZ86ceuprtG3bZpo2bYad3d/rRZ87F05AwMd06PAabdu2pF+/tzl4cL/6fF5sY8eOoEOH1wgN3QDAyZMneP/9/vj7t+Ldd3uwZs0qMjMz1e2uX79GYOAYOnVqS5s2LejVqztbtmx6Ymz7939L69bNCvx5++2CL9a/evUKqakpNG3qq7bZ2tri6VmXc+fCC9zmzJlTWFvb0KLFyzrbbN++R93PnTu3aNRI9++mTh0v/ve/P8jOzl3dys7OnmbNfNm2bfMTz0nfZCa4ECwvrcA44z4AGR69yKlQv8j7Cgv7i7FjDxEfn0ZyciYbNnSTpFcIIUox85v/xfrcvzHK0v+tlBUzG1IaTyWzeo/n3ld2djZnzpzi4MH9dO/eE4CMjHSuXv2T11/v8MTtmjXzY+3aYC5duoCrqyuJiQ9p2NC7wL5OTs44OTk/cV+bN3/F+vVrGDNmAj4+zfj55x+ZM2c6FSs6UalS5Wc6j2PHDjNy5GjGjJmIRqPh9Omf+f77MFq2bPV/55TB8eNHGDlyLJCbnEZE3GDatNk4O7tw8uQPBAaOYe7cheqs6ON+/PE4Awb8fSfYe/diGTduJG+99S6BgZ+QlZVFaOgG5s+fja9vcxwdK6qxDR8ewNixgWg0Gk6d+olp0yYzatQ4fH2bExl5h0WLPuPWrQhmz55Peno6Y8eOwNe3BcHBIZiYmPDtt7tZsWIxzZr56tTe5nn99fbqzOzjjJ+wZOu9e7EAuLrqlnY4OTkTGxtT4Da3b0dQuXIVjh8/wsaNXxIXdw9PTy9GjhxLjRoe6vYxMdE620VHR5GVlUVycjIODg4AvPxya776aj3jx08q8Fj6JknwMzJKj8fy4nIAFCNTUhr/q0j7SUnJYvr043z11R9q22+/RXP3bjKVK9sWS6xCCCGKn9WFJZg+/NOgxy9KEnzo0AGOHTusPs7IyMDVtRJ9+w5QE7ykpCQURcHe3v6J+7G3dwDgwYMELC0tgdwZwcLKmwXu1asPXbv2AODtt3uTkZGhzho+C1tbO/r3f0+9Y1znzm/y+eefkZ6ejoWFBSdPniAnJwd//3bcuXOb778/yPr1oWpC2bt3f65du8rmzV8VmATHxERz714stWrVVtsyMzP54IOP6NNngDpxNWDAYMLC9nH79i01Cba1taNv34HqdjNnTqVbt5706PEWAFWquDNx4r8ICPiYu3ejsLCwpFevPvTs+Y5aPvLBBx+xefNX/PXXtQKTYI3GAo3GIl/706SnpwNgZqZ7p1lzc3MSExML3CYlJYXIyNt8+eU6RowYjY2NDV99FcKIEUPYtGk7FSo40rFjZzZv3kjTpr40a+bHuXPh7Nu3B4Ds7L9rjT08ahMbG0NMTHSB3yDomyTBz8jqf59jnJV7l7b0Ou+hta1Z6H2cOxfDsGH7uXYtQW3r1KkWixZ1oGJFy2KLVQghRPFLbTAG69/nGGwmOLX+6CJt27r1qwwbFoCiKFy6dIElSxbSrJkfAwYMVsshbG3tMDIyUi90KkhSUm6S5OBQAQeHCgAkJj4sdDwPHz4kPj6O+vUb6LT36/cekFv68Cwerytt0+Z1Pv/8M06cOEb79p04dGg/r77aFmtrG06fzi17GD58iM422dnZ2NgUnMjfvx8PQIUKFdS2KlXc6dy5G9u3b+X69WvcuXOba9euAn/fabCg2P788zKXLl1g797dapuiKADcvHmDli1b0bNnL777LoyrV6/o7FerLfi20IcOHWDBgrkFPufqWolNm77O155XnpKVlamTQGdmZmJpWXBCbWpqSkpKCjNnzlVnfmfOnEvPnl04cGAvffsOpH//QTx4kMCkSWPRarV4eNSkX7/3WLlyqc5qEBUqOAC5r60kwS8I45RILC+vBkAxsSC10cRCbZ+To2XFirPMn/+T+onVysqU2bPb0L9/QymDEEKIF0Bm9R7FUo6gb1ZW1mpSVrVqNZycnBkzZjgmJibqRXEajYa6detx7lw4vXv3L3A/4eG/Ym5uTt269bC2tsbRsSLnz58rsITi5s0bLFmykFGjxlGzpu4KR4/WIT+rRxPMPI/XG1taWtK27et8910YzZu35NSpn1iwIHc1AkXJ/b93xYo1WFlZ62xnbFzw5VFGRsb/d+y/k9AbN64zfPgQvLzq4uvbnNdea4uDQwU+/PC9p8am1Sr07TuQN97omu84FSs6ER8fx0cfDaZChQq0avUqvr4teOmlevTs2aXA2CD3w029eg0KfO5Jr3HeChdxcXFUqeKutsfF3aNWrToFbuPs7IKJiYmaAOeenwWVK1chKir3A4uZmRljxwYycuRYHj58iJOTE7t2bcfRsaL6rQH8/VrmvbaGVjqiKOWs/vgMI20GAGl1P0Jr9Wz1SgCRkUm8/fYO5sz5UU2Avb1dOXx4AAMGNJIEWAghhF41adKM3r37sXv3Dk6d+klt79NnACdPntC5IC1PXFwc27ZtpmPHLtja2mJsbEyXLt3Yv39vvlpQyK35vXTpYoH1vTY2Njg5OXPp0kWd9qlTJ7Fs2efqWsSpqX/fMOr27VvPdG5dunTjl19Oc+DAXhwdK6oXbnl45Cbi8fFxuLtXVX/27dvD/v3fFrgvJ6fcFTUePPj729tvvtmJo6MjixevpF+/92jZsjXx8fH/GFfNmrW4dStC59ixsTGsWLGE1NQUvvsujMTERFatCmHQoCG89lpbkpJyv33OmzF+XN6Hm4J+3NwqFbhN7dqeWFtbEx7+9xgnJSXx55+Xadw4/wWRAI0bNyUnJ4fLl/8er4yMdCIjI3F3z02kV69eyYYN6zAzM1Nft+PHj+Dr21xnXwkJuddVPa1eXJ8kCf4HJonXsLj2FQBaM1tS648p1PYnT97m5Mk7QO5ywqNH+7FvX29q1arwD1sKIYQQJeODDz7G3b0aCxfOU9f+9fdvR69efQgMHMPGjV9y8+YNoqIiCQvbx8cfD8bV1Y1Ro8aq+3jvvQ+oWrUaw4cPISxsH5GRd7h06QJz584kLGwfkyZ9ojML+Kj+/d/j66+3cPDgfiIj77B9+1ZOnDhG69avqRfHff31FiIibvLHH7+zZs2qZ5o08vb2wcXFlXXrVtOpUxd1lrdmzVq8/PIrLFgwjx9//IHIyDuEhm5g06YvdWZEH+Xk5IyLiyt//nlZbXNxcSU2Noaffz5JdPRdjh8/QlBQ7r0DHl3p4XH9+g3k2LHDrF+/hlu3Ijh79gxz584kJSWZihWdcHFxIz09jSNHvic6OpozZ04xfXrutUdZWU/eb2GZm5vTs+c7rFq1jB9/PM61a1eZPn0KLi6utGnzOpA76x4fH0dGRm79sLd3Y5o182POnOmcOxfOjRvXmT17OiYmJnTqlDuzXblyFTZt2sDJkyeIjLzDkiVBXLx4gffee1/n+H/+eRlXVzc1UTY0KYf4B1a/z8VIyf0aJq3eKBSLioXavlevl/juu+ucPXuXFSs68fLLpWNtPCGEEOWXRqNh0qRPCAj4mNWrVzJmzAQARo0ai49PU3bs2MrWrRvJzMykatVqvPXWu7z9tu4d4ywsLFi+fDVbtmxk06YNxMTcRaOxwNOzLsuWfVHgUmt53nrrXTIyMli7Npj4+DiqVq3GrFnz8PFpCsDUqbNYsmQhgwb1oUqVqgQEjGPixGeriX7jja6sXRtM5866y4TNmjWP1atXsGDBXJKSEqlc2Z3Jkz8tsEQhzyuvvMavv57l3Xf7AbkX8EVE3GT27GlkZWVRtWpVhg4dTkjIai5fvqizjNij2rZtx8yZsHFjCF99FYKdnR2tWuXWauc+/zpXrgxg+fJFpKQkU6lSZbp27c6PP/7ApUsX6dHjmU79mQwZ8jE5OTnMnz+HjIwMGjf24fPPl6slFLGxMfTq1Y1//Wu6+hrOnbuAlSuX8cknE0lPT6dhQ2+WLg1WV33o2rU7CQn3CQqaT1JSIl5eL7F06SqqVauhc+zffvuV1q1fLb6TeU5GypPm2cuZhIQUtVwhj8n98zjuzV1qRaupyP2ef6CYPf1K2Js3H1CjhoNO28OHuZ+m7O0LdxWnKH6mpsZUqGBd4HiLskfGu3wprvHOysokPv4uFStWyncVvShdTE2NS/S9fevWTQYN6sv27Xvy3XBEFE58fBy9enXjyy8350uO4Z/fd46O1piYFG8Bg5RDPIX177PV31Mbjn9qApydreWzz36iZcv17N9/Tec5e3sLSYCFEEKIF0y1ajVo164jO3ZsM3QoL7wdO7bRrl3HAhNgQ5Ek+AlMY0+huZN795ocqyqkeQ15Yt+bNx/Qrds2Fi48RU6Owrhxh4iJSXlifyGEEEK8GEaOHMvRo4cLvABQPJt792I5duwwo0aNM3QoOqQmuCCKgnX4TPVhqvdkMMk/k5u74Pclpkw5QnJybuG6iYkRQ4b4yLq/QgghRBlgZ2fH1q27DB3GC83Z2YUtW0rfayhJcAHM7h7BPCb3/uPZtrVIr9UvX58HD9IJDDzM7t1X1Lbq1e1ZteoNmjV79iXUhBBCCCGE/kkS/DhFwTp8lvowtfFUMNZ9mU6evM3IkWFERiapbb1712fu3LbY2MhFFEIIIYQQpZ0kwY8xv7UHs/hwALIqNCKjxv/TeX7Llv8xZswh8tbUsLfXEBTUnm7dPPUdqhBCiBIkiycJoT+GeL9JEvwobbbuihA+n8Jjt/Z77bXq2NtrePAgg1at3Fm+/A2qVHn6smlCCCFeHCYmJgBkZmZgbq75h95CiOKQmZl7Z14TE/2lppIEP0JzfRumD/8EIMulJZlV8t8PvXJlW4KC2nPz5kOGD29a7GvWCSGEMCxjYxMsLW1ITs69Xa65uUZucV9KabVG5OTIjP2LTFEUMjMzSE5OwNLSRr3Lnz5IEpwnJwPrc3PVhyk+04mLT2PevJNMm/aKzjq/b74ppQ9CCFGW2dk5AqiJsCidjI2N0WrlRjhlgaWljfq+0xdJgv+P5koIJim3Acio0p6DFyoTELCR2NgUUlKyCA7ubOAIhRBC6IuRkRH29hWxta1ATk62ocMRBTAxMcLe3oqHD1NlNvgFZ2JiqtcZ4DwGT4K1Wi3Lly9n+/btJCUl4evry7Rp06hatWqB/RMSEpgzZw4//PADRkZGdOnShcDAQCwtn2NdXkWLxe+fAZCeZcqY/b35YuPf69n98EME0dHJuLnZFP0YQgghXjjGxsYYG8uqP6WRqakxFhYWpKXlyG3RRZEYvKB15cqVbN68mdmzZ7N161a0Wi1DhgwhMzOzwP4BAQFERETw5ZdfsmTJEo4fP86MGTOeL4iMhxin3+P8XRearRzPFxtvq0/5+9fg6NGBkgALIYQQQpQhBk2CMzMzCQkJISAggDZt2lC3bl0WLVpEdHQ0hw4dytc/PDycM2fO8J///If69evTsmVLZs2axTfffENMTEyR41AyHrLkRHN8lwzlwu3cGWWNxoS5c9uyZcv/w9XVusj7FkIIIYQQpY9Bk+DLly+TkpJCy5Yt1TY7Ozvq1avHL7/8kq//2bNncXZ2platWmqbn58fRkZG/Prrr0WOIzrRijHfvEFGdm51yEsvOXHoUD+GDPGRK4KFEEIIIcogg9YER0dHA1CpUiWddhcXF/W5R8XExOTra25ujoODA3fv3i1yHE5uFfnrrwAA7OzMcXCwRHLfsilvXO3tLZF18Ms+Ge/yRca7fJHxLl+MjYs/MTNoEpyWlgbkJrKP0mg0PHz4sMD+j/fN65+RkVHkOMzMTKhZs0KRtxcvHkNchSoMR8a7fJHxLl9kvEVRGfQvx8Iid+3dxy+Cy8jIKHC1BwsLiwIvmMvIyMDKyqpkghRCCCGEEGWOQZPgvNKG2NhYnfbY2FhcXV3z9Xdzc8vXNzMzkwcPHuDi4lJygQohhBBCiDLFoElw3bp1sbGx4fTp02pbYmIiFy9exNfXN19/X19foqOjiYiIUNvOnDkDQNOmTUs+YCGEEEIIUSYYtCbY3Nyc/v37s3DhQhwdHalSpQoLFizAzc2NDh06kJOTw/3797G1tcXCwgJvb2+aNGnC2LFjmTFjBqmpqUybNo0ePXoUOHMshBBCCCFEQYwUxbDXVObk5PD555+za9cu0tPT1TvGubu7c+fOHV5//XXmzZtHz549AYiPj2fmzJmcOHECjUZDp06dmDJlChqNxpCnIYQQQgghXiAGT4KFEEIIIYTQN1lXRAghhBBClDuSBAshhBBCiHJHkmAhhBBCCFHuSBIshBBCCCHKHUmChRBCCCFEuSNJsBBCCCGEKHckCRZCCCGEEOVOmU+CtVotS5cu5ZVXXqFx48Z8+OGH3L59+4n9ExISGD9+PL6+vvj5+TFz5kzS0tL0GLF4HoUd76tXrzJ06FCaN29Oy5YtCQgIICoqSo8Ri+dR2PF+1J49e/Dy8uLOnTslHKUoLoUd76ysLIKCgtT+/fv359KlS3qMWDyPwo53fHw848ePp0WLFjRv3pyxY8cSExOjx4hFcfniiy8YMGDAU/sUR75W5pPglStXsnnzZmbPns3WrVvRarUMGTKEzMzMAvsHBAQQERHBl19+yZIlSzh+/DgzZszQb9CiyAoz3gkJCQwePBgLCws2btzImjVruH//PkOGDCEjI8MA0YvCKuz7O09kZCSzZs3SU5SiuBR2vGfMmMGuXbuYO3cuO3fuxNHRkQ8//JCkpCQ9Ry6KorDjPWbMGKKioli/fj3r168nKiqKESNG6Dlq8bxCQ0NZvHjxP/YrlnxNKcMyMjIUHx8fJTQ0VG17+PCh0qhRI+Xbb7/N1/+3335TPD09lWvXrqltJ06cULy8vJTo6Gi9xCyKrrDj/fXXXys+Pj5KWlqa2hYVFaV4enoqP/30k15iFkVX2PHOk5OTo/Tp00cZOHCg4unpqdy+fVsf4YrnVNjxvnXrluLl5aUcPXpUp3/btm3l/f0CKOx4P3z4UPH09FQOHz6stn3//feKp6enkpCQoI+QxXOKjo5WPvroI6Vx48ZKp06dlP79+z+xb3Hla2V6Jvjy5cukpKTQsmVLtc3Ozo569erxyy+/5Ot/9uxZnJ2dqVWrltrm5+eHkZERv/76q15iFkVX2PFu2bIlK1euxMLCQm0zNs59SyQmJpZ8wOK5FHa88wQHB5OVlcVHH32kjzBFMSnseJ88eRJbW1teffVVnf5HjhzR2YconQo73hYWFlhbW7N7926Sk5NJTk7mm2++wcPDAzs7O32GLorowoULmJmZsWfPHry9vZ/at7jyNdMiR/sCiI6OBqBSpUo67S4uLupzj4qJicnX19zcHAcHB+7evVtygYpiUdjxdnd3x93dXadt9erVWFhY4OvrW3KBimJR2PEG+OOPPwgJCWHHjh1SK/iCKex437hxg6pVq3Lo0CFWr15NTEwM9erVY/LkyTr/cYrSqbDjbW5uzvz585k2bRrNmjXDyMgIFxcXNm3apE5uiNLN398ff3//Z+pbXPlamf7LyCuQNjc312nXaDQF1nympaXl6/u0/qJ0Kex4P27jxo1s2rSJCRMm4OjoWCIxiuJT2PFOTU1lwoQJTJgwgRo1augjRFGMCjveycnJREREsHLlSsaNG8eqVaswNTWlb9++xMfH6yVmUXSFHW9FUbh06RI+Pj6EhoayYcMGKleuzPDhw0lOTtZLzEJ/iitfK9NJcN7X3I8X0WdkZGBpaVlg/4IK7jMyMrCysiqZIEWxKex451EUhcWLFzNnzhyGDRv2j1ekitKhsOM9Z84cPDw86N27t17iE8WrsONtampKcnIyixYtonXr1jRq1IhFixYB8N///rfkAxbPpbDjfeDAATZt2sSCBQto2rQpfn5+BAcHExkZyY4dO/QSs9Cf4srXynQSnDdVHhsbq9MeGxuLq6trvv5ubm75+mZmZvLgwQNcXFxKLlBRLAo73pC7hNLEiRMJDg5mypQpjBkzpqTDFMWksOO9c+dOfvrpJ3x8fPDx8eHDDz8EoGvXrgQHB5d8wOK5FOXfc1NTU53SBwsLC6pWrSrL4r0ACjveZ8+excPDAxsbG7XN3t4eDw8PIiIiSjZYoXfFla+V6SS4bt262NjYcPr0abUtMTGRixcvFljz6evrS3R0tM4b5syZMwA0bdq05AMWz6Ww4w0QGBhIWFgYQUFBDBo0SE+RiuJQ2PE+dOgQe/fuZffu3ezevZs5c+YAuXXgMjtc+hXl3/Ps7GzOnz+vtqWnp3P79m2qV6+ul5hF0RV2vN3c3IiIiND5Kjw1NZU7d+5I+VMZVFz5Wpm+MM7c3Jz+/fuzcOFCHB0dqVKlCgsWLMDNzY0OHTqQk5PD/fv3sbW1xcLCAm9vb5o0acLYsWOZMWMGqampTJs2jR49ejxxJlGUHoUd7127drF//34CAwPx8/Pj3r176r7y+ojSq7Dj/Xjik3dxTeXKlXFwcDDAGYjCKOx4N2vWjJdffplJkyYxa9YsHBwcWLp0KSYmJnTv3t3QpyP+QWHHu0ePHqxbt44xY8YwevRoABYvXoxGo6Fnz54GPhvxvEosX3uOJd1eCNnZ2cpnn32mtGjRQmncuLHy4YcfquuC3r59W/H09FR27typ9o+Li1NGjRqlNG7cWGnevLkyffp0JT093VDhi0IqzHgPHjxY8fT0LPDn0b8JUXoV9v39qFOnTsk6wS+Ywo53UlKSMn36dKV58+aKt7e3MnjwYOXq1auGCl8UUmHH+9q1a8pHH32k+Pn5KS1atFBGjhwp7+8X1KRJk3TWCS6pfM1IURSl5HJ3IYQQQgghSp8yXRMshBBCCCFEQSQJFkIIIYQQ5Y4kwUIIIYQQotyRJFgIIYQQQpQ7kgQLIYQQQohyR5JgIYQQQghR7kgSLIQQ5VRZWiGzLJ2LEEI/JAkWQrzQJk+ejJeX1xN/wsLCCrUvf3//Eoz27+M8Hmf9+vVp3bo1EydO5O7du8V6vDt37uDl5cWuXbuA3NvPBgYGcvbsWbXPgAEDGDBgQLEetyBPGi8fHx/efPNN1q9fX+h9Xr16lT59+pRAtEKIsqxM3zZZCFE+ODs7s3z58gKfq1Gjhn6DeUaPx5ydnc2NGzdYuHAh4eHh7N27t9hu3e3i4sK2bduoVq0aAJcuXeKbb77hrbfeUvtMnz69WI71LB4/d0VRiIuLY+vWrcyfPx+NRkPfvn2feX9hYWGEh4eXRKhCiDJMkmAhxAvP3Nycxo0bGzqMQiko5mbNmmFmZsakSZM4fPgwXbp0KbFjPa527drFcqxn8aR42rRpQ7t27di1a1ehkmAhhCgKKYcQQpQLOTk5rF69mq5du9KoUSMaN25M7969OXXq1BO3+d///sd7771H06ZN8fHxYdCgQfz+++86fc6ePUv//v3x9vbGz8+PSZMmcf/+/SLH2bBhQwAiIyPVtpMnT9K3b1+aNm1K8+bNGT9+vE7JhFarZdGiRfj7+9OgQQP8/f0JCgoiKysL0C2HOH36NAMHDgRg4MCBagnEo+UQ77//Pj179swX2/Dhw+nWrVuJnbuZmRmWlpYYGRmpbenp6QQFBdGhQwcaNGhAkyZNGDx4MJcuXQJg2bJl6qyyl5cXy5YtU1+T1atX0759exo0aEDHjh3ZuHFjkWMTQpQ9kgQLIcqE7OzsfD+PXiy1cOFCVq5cybvvvsvatWuZPXs2Dx48YPTo0aSlpeXbX3JyMkOGDKFChQosW7aMRYsWkZaWxgcffEBSUhIAv/zyC4MGDcLCwoLFixfzr3/9izNnzjBw4EDS09OLdB43btwAUEsXdu/ezfvvv0+lSpX4/PPPmTJlCuHh4bz77rvEx8cDsGbNGrZs2cKIESMICQmhT58+rFu3jlWrVuXbf/369Zk2bRoA06ZNK7AMolu3bly4cIGIiAi1LTExkR9++IHu3bsXy7k/Ok6ZmZncuXOHefPmcePGDXr06KH2CwwMZOfOnQwdOpSQkBCmTJnC1atXGT9+PIqi0KtXL95++20Atm3bRq9evQCYMWMGS5cupVu3bgQHB9OpUyfmzp3LihUr/jE2IUT5IOUQQogXXmRkJPXr18/XPn78eIYOHQpAbGwsY8eO1bn4S6PRMGrUKK5cuZLv6/lr166RkJDAwIEDadKkCQA1a9Zk27ZtpKSkYGtrS1BQEB4eHnzxxReYmJgA4O3tTZcuXdi5cyf9+vV7atzZ2dnq78nJyZw/f5558+bh7u5OmzZt0Gq1LFy4kNatWxMUFKT2bdKkCZ07d2bdunUEBgZy5swZGjRooNb4+vn5YWlpia2tbb5j2tjYqKUPtWvXLrAMokOHDsycOZO9e/cyYsQIAA4dOkROTg5du3YFeK5zf9J41ahRg+nTp6sXuWVmZpKSksLUqVPp3Lmzem7JycnMnz+fuLg43NzccHNzA1DH8MaNG3z99deMGzdOHf/WrVtjZGTEF198Qd++falQocIT4xNClA+SBAshXnjOzs4FznrmJUeAmkTev3+f69evExERwdGjR4HcZOtxderUwdHRkY8//phOnTrxyiuv0KpVKyZOnAhAWloa586d44MPPkBRFDWhrVq1KrVq1eLkyZNFSgS9vb2ZNWsWFhYW/PXXX9y7d4/x48fr9KlWrRo+Pj6cOXMGgObNmxMUFETfvn3x9/enTZs29O/f/6mv2dNYWVnRrl079u/frybB+/bto2XLlri6uj73uT86XomJiaxcuZJbt24xf/58fHx81H7m5uasW7cOgJiYGG7cuMHNmzefOm4Ap06dQlEU/P39dT5o+Pv7s2rVKn799VfatWtX5NdHCFE2SBIshHjhmZubq7W0T3L+/HlmzpzJ+fPnsbS0pHbt2lSuXBkoeI1Za2trQkNDWbVqFQcOHGDbtm1YWFjQvXt3pk6dSmJiIlqtljVr1rBmzZp822s0mqfG83jibm5ujpubG/b29mrbgwcPAHBycsq3vZOTExcvXgRgyJAhWFtbs3PnThYuXMiCBQuoU6cOU6dOpUWLFk+N40m6d+/Onj17uHz5Mk5OTpw+fZq5c+cCPPe5Pz5eTZo04a233uLDDz9k+/bteHh4qM+dOHGCuXPncv36daytralbty5WVlbAk9cGznvdnnRhYUxMzFPjE0KUD5IECyHKvLz6Xi8vL/bt20fNmjUxNjbm+PHjHDx48Inb1axZkwULFpCTk8Mff/zBN998w5YtW6hWrRq9e/fGyMiIQYMGFZhsWVpaPjWmZ0ncHRwcAIiLi8v33L1799Sv9I2NjenXrx/9+vUjPj6e48ePExwczKhRozh58uRTj/EkLVu2xNnZmQMHDuDs7IxGo6FDhw5A7geE5zn3gvrPnz+fd999lylTprBlyxaMjIy4desWI0aMoF27dnzxxRdUrVoVIyMjQkNDOXHixBP3Z2dnB8CGDRuwtrbO93zehx8hRPkmF8YJIcq869ev8+DBAwYOHEjt2rUxNs79p++HH34AclcSeFxYWBgtWrTg3r17mJiY4OPjw4wZM7CzsyMqKgobGxvq1avH9evXadiwofpTp04dli1bxunTp587bg8PD5ydndm7d69O++3bt/n999/VWuXevXszZ84cACpWrEjPnj3p168fiYmJJCcn59tvXg3v05iYmPDmm29y9OhRwsLCaNeunToDWxLn3qhRI9555x3Cw8PZvXs3kLs6R0ZGBkOHDqVatWrqqhF5CXDeTHDeeOZp1qwZAAkJCTrx3b9/nyVLlqgzxUKI8k1mgoUQZZ6Hhwc2NjYEBwdjamqKqakpBw8eZMeOHQAFrg7RpEkTtFotI0aMYOjQoVhbW3PgwAGSkpLUGdG8C6/Gjx9Pt27dyMnJISQkhHPnzjF8+PDnjtvY2Jhx48YxZcoU9RgJCQksX74ce3t7Bg8eDICvry8hISE4OTnh4+NDTEwM69evx8/PD0dHR1JTU3X2m3fB3LFjx7C3t6du3boFHr979+6EhIRgbGycr+yhJM59zJgxHDhwgKCgINq3b0/9+vUxNTVlwYIFvP/++2RmZrJr1y6OHTsGoJ5X3szv3r178fb2xsvLi27duvHpp58SGRlJgwYNuHHjBosWLcLd3b3U3kBFCKFfMhMshCjzbG1tWblyJYqiMHr0aAIDA4mKimLTpk1YW1vr3D44j4uLC2vXrsXW1pZPPvmEjz76iAsXLrBs2TK1zrZ169asW7eO6OhoAgICCAwMxMTEhPXr1xfbzTt69uzJ0qVLuXHjBiNGjFAvHtuxYwfOzs4AjB49mo8//pidO3cyZMgQ5s+fT+vWrVm6dGmB+6xTpw5du3YlNDSUCRMmPPHYdevWxdPTk4oVK9KyZUud50ri3CtUqMDo0aO5d+8eK1asoHr16gQFBRETE8OwYcPUpd02btyIkZGROm4dOnSgYcOGTJ48Wb2Qbt68eQwePJitW7cyZMgQgoOD6dy5MyEhIc80Ey6EKPuMlCddWSCEEEIIIUQZJTPBQgghhBCi3JEkWAghhBBClDuSBAshhBBCiHJHkmAhhBBCCFHuSBIshBBCCCHKHUmChRBCCCFEuSNJsBBCCCGEKHckCRZCCCGEEOWOJMFCCCGEEKLckSRYCCGEEEKUO5IECyGEEEKIckeSYCGEEEIIUe78f1/4Nre493JaAAAAAElFTkSuQmCC", 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ModelF1-ScoreAUC-ScoreAssessment
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" + ], + "text/plain": [ + " Model F1-Score AUC-Score Assessment\n", + "0 KNeighborsClassifier 0.6 0.69 Overfitting" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "result_df = train_ml_model(X_train_df, y_train, X_eval_df, y_eval, KNeighborsClassifier)\n", + "knn = result_df\n", + "knn" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Model 6" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\user\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\validation.py:1184: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", + " y = column_or_1d(y, warn=True)\n" + ] + }, + { + "data": { + "image/png": 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wr6VwdnamXbt2fPbZZ+a/p8hc05vkzp0bJyenMH+ve/bssXhftmxZcuXKxeTJk/Hy8grTz8SJEwkODqZWrVph6i5cuEBAQADt27cnc+bM5jt0XiUZRqMxQtfbsGFDRo8eDZhGXOrWrUuTJk3w9vbGx8cn0tdevHhxALy8vCz+zXh6ejJ16lTziEd40qRJg62tLQ8ePAi3/sGDB6RMmdJqCa7I+9KIhlhdqVKlWLx4MQMGDKB27doEBQWxYMECkiZNah5+Tpw4MWfOnOHIkSPkzZuXJEmS0K1bNx48eEDXrl354osvqFq1KqlTp+bx48f88ssv7Ny5kzRp0rx1k6Js2bLh6OjInDlzsLOzw87Ojt27d5tv/XyVWHTu3Jm9e/fSpk0b2rZti6enJ1OmTLFYs/FfLVu2ZPPmzbRs2ZLWrVuTLFkyduzYwZo1axg4cGCkPqP/Xv8rt27d4uzZs+b3T548YcGCBeaRGoC6devy008/0blzZ7p160bGjBnZv38/69evp0uXLiROnJjEiRPj7u7OtGnT8PPzo0SJEly6dIkZM2ZQsmRJypUrh42NDWnTpmX06NH4+PiQOXNmLly4wIEDB+jQoQOAeRHkr7/+SpIkSd5r/wpHR0fatm3LtGnTsLe3x9XVlePHj7Ny5UrgddJlZ2fHjz/+SOvWralXr555wy5PT082bNjAoUOH6N27d7gjYvny5cPOzo7x48fTunVrAgMD2bBhg/n2T19fX1xcXN55vSVKlGDRokWkTJmSIkWK8PDhQxYvXoyrqyvJkyc336IcUS4uLubN5+7evUv+/Pnx8PBg8uTJZMyYMczi539LlCgRRYsW5dSpU7Rs2TJM/enTpylXrlyk4hGJDko0xOoqVKjAhAkTWLRoEV26dMFgMFCsWDGWLl1qHuZt0qQJFy5coF27dowdO5ZatWpha2vLuHHjqFmzJmvXrmX8+PE8efIEBwcH8uTJw+DBg/nqq6/eOh/t5OTErFmz+PHHH+nevbv52OXLl9OuXTtOnjyJm5sbWbNmZfny5fzwww/07NmTFClS0L9/f3744Yc39p0mTRpWrVrFxIkTGTFiBAEBAWTNmpUxY8aEu3bkbf57/a8Wds6ePdu8+NbGxgYnJyfy5cvHwoULzb8d29vbs2zZMiZOnMjUqVPx8fHB2dk5TBxjxowhS5YsrF+/nvnz55M6dWqaN29Op06dzD/cZ8yYwaRJk5g6dSpeXl6kS5eOLl26mO+QyJkzJzVr1jRPQbzvXQ4dOnTAaDSyevVqFi5cSKFChejTpw9jx461WIOQJ08e1q1bx+LFi1m5ciUPHz4kUaJEuLi4sGDBgjf+YM2SJQsTJ05kxowZdOzYkSRJklC4cGGWLVtGs2bNOHnyJC4uLu+83u7duxM/fnzWr1/PzJkzcXJyws3Njd69e7/XdQOMHTuWuXPnsmrVKh48eECKFCmoXr06PXr0eOeIUbVq1Zg+fToBAQEkSJDAXP7o0SMuX75M9+7d3zsuEWsxGPV0JBGJRsHBwWzbto2SJUuSLl06c/mKFSsYPXo0x44dM69lEEt+fn5UqVKFvn378tVXX5nLZ86cyc8//8zGjRstNnITiQ20RkNEopWdnR3z58+nU6dO7NmzhxMnTrBixQqmTJnCV199pSTjLezt7enatSsLFy403/r78uVLVq5cSa9evZRkSKykEQ0RiXa3b99m0qRJHDt2DG9vb9KnT0/t2rXp0KHDW9fFiEm7du2oXLkyDRs2NC+WHTVqVEyHJRIuJRoiIiJiNZo6EREREatRoiEiIiJWo0RDRERErEaJhoiIiFiNEg0RERGxGiUaIiIiYjVKNERERMRqlGiIiIiI1SjREBEREatRoiEiIiJWo0RDRERErEaJhoiIiFiNEg0RERGxGiUaIiIiYjVKNERERMRqlGiIiIiI1SjREBEREatRoiEiIiJWo0RDRERErEaJhoiIiFiNEg0RERGxGiUaIiIiYjVKNERERMRqlGiIiIiI1SjREBEREatRoiEiIiJWo0RDRERErEaJhoiIiFiNEg0RERGxGiUaIiIiYjVKNERERMRqlGiIiIiI1SjREBEREatRoiEiIiJWo0RDRERErEaJhoiIiFiNEg0RERGxGiUaIiIiYjV2MR1AdAl9kCumQxCJdb7MVjKmQxCJlXb7LbNq/1H5M8km7ZUo68saNKIhIiIiVhNnRjRERERii1BCo6yv2D5ioERDREQkmoUYoy7RiO0/yGN7IiQiIiIfsdieCImIiHxyQjHGdAjRRomGiIhINIvKNRqxnRINERGRaBZijDsjGlqjISIiIlajEQ0REZFopjUaIiIiYjUhcSjR0NSJiIiIWI1GNERERKKZpk5ERETEanTXiYiIiEgU0IiGiIhINIs723Up0RAREYl2uutEREREJAoo0RAREYlmIcaoe32oTZs2Ub16dQoUKECNGjXYuXOnue7OnTt06NCBokWLUrZsWaZMmUJISEik+tfUiYiISDSLLWs0Nm/ezODBgxk0aBDlypVj+/bt9OrVi7Rp05I/f37atGlD1qxZWbVqFbdu3WLw4MHY2NjQrVu3CJ9DiYaIiEg0C8EQ0yFgNBqZOnUqzZs3p0mTJgB07NiRkydPcvz4ce7evcu9e/dYs2YNSZIkIVeuXDx9+pQff/yRb7/9lvjx40foPJo6ERERiYM8PDy4e/cutWrVsihfuHAhHTp04OTJk+TLl48kSZKY60qVKoWPjw+XLl2K8Hk0oiEiIhLNQqPwppPKlSu/tX7fvn3hlnt4eADg6+tLmzZtuHjxIhkzZqRjx464ubnx4MED0qZNa3FM6tSpAbh//z6FChWKUHwa0RAREYlmIRii7PW+fHx8AOjfvz81a9Zk0aJFlClThk6dOnHkyBH8/f3DTI8kSJAAgICAgAifRyMaIiIiH7E3jVi8S7x48QBo06YN7u7uAOTJk4eLFy+yePFiEiZMSGBgoMUxrxKMRIkSRfg8GtEQERGJZrFhRCNNmjQA5MqVy6I8R44c3Llzh7Rp0/Lo0SOLulfvXx0bEUo0REREolmo0RBlr/eVL18+HBwcOHfunEX5lStXyJw5MyVKlODixYvmKRaAo0eP4uDgQO7cuSN8HiUaIiIicVDChAlp27YtM2fOZNu2bdy6dYvZs2dz+PBhWrVqRZUqVUiVKhU9evTg8uXL7N27l0mTJtG6desI39oKWqMhIiIS7WLDPhoAnTp1wt7ensmTJ/Pw4UOyZ8/O9OnTKVmyJAALFixg5MiRfPPNNyRJkoTGjRvTqVOnSJ3DYDQa48STXUIf5Hp3I5E45stsJWM6BJFYabffMqv2f+JW1ijrq0Tmv6OsL2vQ1ImIiIhYjaZOREREotmHLOL82CjREBERiWaxZY1GdFCiISIiEs1CjHFn5ULcuVIRERGJdhrREBERiWahcej3fCUaIiIi0SwurdGIOymViIiIRDuNaIiIiESzuLQYVImGiIhINAvV1ImIiIjIh9OIhoiISDQLiUO/5yvREBERiWZxaY1G3LlSERERiXYa0RAREYlm2rBLRERErCZET28VERERa4lLi0HjzpWKiIhItNOIhoiISDQLjUN3nSjREBERiWaaOhERERGJAhrREBERiWa660RERESsJi7toxF3rlRERESinUY0REREollcetaJEg0REZFoFkrcWaMRd1IqERERiXYa0RAREYlmmjoRERERq4lLG3Yp0RAREYlmoXFoH424k1KJiIhItNOIhoiISDTT1ImIiIhYTVx6emvcuVIRERGJdhrREBERiWYhcWjDLiUaIiIi0UxTJyIiIiJRQCMaIiIi0UxTJyIiImI1cWnqRIlGHDJwLGza9fYsukRhI0unRlNA/zJjMcxcYqB/ZyMtvwlbP3AsHD8L+1ZHe2jyieo9rz2fNyv3xvrvGk/jt40nItxXwfK5aZG7V1SF98bz/Dfm4KBgnj/x4cwvF1gyfC2P73haNQaRyFKiEYd0bA4NahvN72cvhYtXYPro120cHWIgsH+ZugAqfQZZMsZsHBI3PL3/jFENp4Rbd/fqg+gNJoL+G7NdPFsy5kxH6+8akLdUTjoUG0igf1DMBSgRooeqyScpcwbT65XkSSF+fCicL8ZCCiN+PBg8DpZNA0PcmcKUGBIUGMTl49djOoxICS/mC4evEBQQTL9F31K6VjEOrD0aQ9FJRIVqjYbEZRt3wtDxMLwXTFsIQUGwfAZ06A+uhWHsQMu2g34wsHeVkQzpTGVXbsCkeXDynOl9qaLQvzNkSv/uc/fvDIPHGVi23kjz+m9ve/IcTF0IFy5DgvhQ8TPo18mUQL1y5gJMnGsauUmaGFo2gF9+h7SpLK9D5E1sbAzU71mdyo3Kks45NcZQIzf+uMWS4Ws5d/BSuMfkKJKVtmMakqtoNgw2Bv46cZ0lI9dZJAj5y+SixfCvyVUsG0H+QRzdcYb5A1fy/MmL94rzymkPANJkTmEuK+qWnyaDviJb/kyEBIdwau8fLByy2jy9YjAYaD6sHm4NPyN5uqR43n/Gr2uPsnTUekKCQ94rDomYuDSiEXeuVCIlJMTAktXwXT8Y0AWyZ4nYcR63oXFn8PQy/SAf3Q/u3DeVPfV69/F1q0O5kkamzIdbd9/c7sQ5aN0L7BPApBGmGI+fhRY9wD/A1ObGTVMbgInDoEsrmL8CTv8RsWuRuMHG1ibM699aj25Ak4HubF+4n8G1xzOl80Kckjkw5KeuJLCPH6a/RE4JGbO5L95PX/Bdo2mMbT6TBA4J+H5LPxIltgcgfxkXftgxkADfAL5vOoM5fZdTsHweftw1iPgJ473XdWTMZcr07914BEDlRmUYu70/j+88ZWyLWcztt4I8JXMy+dfhJEmVGIBvetekVvvKrPh+I4Nq/si2+fv4umd1Gg+o814xiIRHIxryRh2aQcXSkTtm1hKwTwiLJr1e71GqGHzeCBatgr4d393HqD5Qu5VpCmXp1PCnUCbPg6yZYPYPYGtrKiuUD2q1gPU7oIk7zF1uimH+eFNMANkyQ+POBsAYtlOJc9JmScVOn/+FKV84dDVrJmwDIEW6ZCwevoYts3821wf6BzFsVXeyFcgUZhojc54MJE2VmE0z93Dx6FUAbv91n+ptKpHIKSG+3n60/u4b7ly5z7C6EwkNNf1bvHT8OvPP/EC1FhXYOnfvW+P+dzLkkNieXMWc6TCuMfc9HnF851kMBgNtxjTk5J7z/NBytrntn0euMu/MD9TvUZ2Fg1dRsFxurpz2YM+yQwD88dtlAnwD8HnmG5mPUd5DXHpMvBINeaPcOSJ/zNHTUKIwJEwAwcGmMsdEUKwA/H4yYn2kTW2aAhn6o4Hl6400+88Uip8/nLsIrRuC0fj6PJnSgXNmOHLSlGgcOwPlS71OMgCK5IcMaZVkiMnT+14Mrz85TPmTu6/v3BjXyvSDOklKJzLmSkeG7GkoWaMIAPHihx19+PvPOzx75M2o9b04uP4YJ/f+wam9F1g4xHTLVAL7+OR2zcG6ydvBYMDG1vQD577HI25dvkfRyvnfmmi8KTm6dPwa07osJtA/iEwu6UmRLimLhlrepnXf4xGXjl2jUPncAJw7eJE2oxsyce8Qjmw/zfGdZ9ky5+1JjkQNPb1VBHCwj/wxz57Dzv0Gdu4PW5c8acR/wNevAbt/NTJ5vmntxb95v4DQUAMLfoIFP4U9NmEC03k8n0GKZGHrUySPcBjyiQsKDObqP2sb3iRn0Wx0ndoCl+LZ8X8ZwM1Ld3h0+ykQ/mib/8sAelf5jkYD6lC+filqtKuMv28A+1b8xuw+y3FM5oCtrQ0N+tSiQZ9aYY4P9A98azz/TY6CAoJ4ctfTYhTCKblpONHr4fMwx3s9fE6Owqa50LWTduDnE0C15uVpM7oB7b5vxN9/3mFWr6VvXH8iEllKNCTCDEDIf9aH+fpZvndyhNLFjLRqEPb4V1McETWqL9RuaZpCSZ/mdbmjAxgMRlp8DTUqhz0u4T8jGGlTwdNwthTw9DKNfIi8y6v1Fh4XbtOuSH9u/3Ufo9FIiWqFKOfu+sbj7lx9wPg2c7GxMeBSIjuVG5WhVocq3PN4xPb5+wkNDWXj9F38sibs3SEBvgFvjSkiydELz5cAJEuTJExd8rRJ8X7qA4DRaGTr3L1snbuXJKkS41qtEI3612boqu40zNKZ4CAtCLWWuDR1EqvGbi5fvszAgQNp2LAhDx8+ZMWKFRw7diymw5J/ODrAw8eWZaf+s7CyRGG4ftM07ZI/t+mVzwWWrIG9hyJ3vnSpTWs6Tpw1sP/w63KHRJA3F9y49foc+XNDjmwwfTEcP/NPLIXg4DEI+Nf37YtX4M79uPMfXD5MJpf0JEnpxKaZu7l1+R5Go2m0rES1ggAYbMJ+Cy3rXoLVt2aSLE0SQkONXDp2jRk9/scLr5ekyZwSPx9/rp35m4y50nP1tIf5dfPiHZoNqUvB8nk+OO47V+7z9P4zKn1jucgqbdZU5CmZgwu/XwFg8i/D+HZCUwCeP/bm5+WH2DLnZ5ySOZgXrop1hGITZa/YLtZEeOHCBb755hvu3LnDhQsXCAwM5NKlS7Rp04YDBw7EdHiCaWHoiXMwbzkcOw1jZ5j+/LdOLUx3i3QcCPt+g9+OQ7ehsGM/uLzHmo9vasFnxY288LFMDnq2g8MnoO93cOAo/HIY2vU1rRHJm8vUpn1T8HkJ7fuZbmndsge6DgUbGyM2yjUkAm5fuc/L57406l8b1y8KUbRyfrrPaE3N9lUASOiQIMwxF49cwdbWhuFrelC6VjEKVchLt+mtcEhib95pdPHwtRSvWoD+iztSolohSlYvwpgt/ShSKS/Xzv79wXEbjUYWD1tD8c8LMmBJR4p/XtB8F8oLTx82TNsJwPlDl6nVvjIN+9aiYLncVGr4GfW6f8m5g5fMox4iHyrWTJ1MmDCBVq1a0bNnT4oUMS20Gj16NA4ODkyfPp0KFSrEcITSvqlp3cOiVRAUDBVKm25f7TTodRuX7LBsOkydD/3HmBZr5swGM8aAW5n3O+93/aB2S8v1HWVKmO4mmbkEegyDePEgXy5YNPH1BmRZMprajJ8DPYZDiqSma5izDBLplzWJAF9vP0Z8PZm2YxsxeEVX/F74c/3cTfpUHc3oTX3JX8aFYzvOWBzj+eA5g2r/SIvh9ek1uw0JEiXg74t3+K7RNPO6h9P7LjCo1o80HezOkJ+6EhwYzNUzfzOgxrgo20Ds5+WH8PPxo0GfWgxf0wNfbz9O/nyeJcPXmtdu/G/kOoICgqjWogJNBn3Fy+d+HN1+moVD10RJDPJmIXFo6sRgfDUWGMOKFy/O2rVryZYtG0WKFGHLli1kypSJW7duUadOHc6cOfPuTt4i9EGuKIpUPhZHTkE8Oyhe6HWZ9wso+5VpSua/d7PERV9mKxnTIYjESrv9llm1/+5nGkVZX1OLrIyyvqwh1oxoxIsXDx+fsEN19+/fx95ev35K5F28AtMXQc/2pumUZ8/hf2tMC1ZrVInp6ERE4oZYk2hUqVKFKVOmMHny69u2rl+/zpgxY6hYsWLMBSYfrVYNIDAIVm2G+w9N0yWuhWHMAMttykVEoltcekx8rJk68fHxoW3btpw/f57Q0FCcnJzw8fEhd+7cLF68mKRJk35Q/5o6EQlLUyci4bP21Emn002jrK9ZRZdHWV/WEGtGNBwdHVm1ahVHjhzh4sWLhIaGkitXLsqVK4dNOLeQiYiIfKzi0j4asSbReKV06dKULl0aT09Pjh8/zr1798iYMWNMhyWRdPZP0/NI/rhsmrIo62pagPlqp85fj8DMxaY9N5ImAfcvTM9WCWdHZ5FPUsoMyZh7ciwjv5nC+UOXzeUT9w0h/2cuYdp3KTPsnRt1icRGsSbRuHLlCl27dmX06NG4uLhQp04dHj9+TPz48Zk3bx6lSpWK6RAlgv78C1r2gNLFYPpoePTE9Nj4m3dg5SzT/hedB8FX1UwLNT1umeofPzXtBiryqUuVMTljtvTDMalDmLps+TOzfuoODm44blF+6/K96ApPokFcWqMRaxKNcePGkSVLFpydndm2bRtBQUEcOHCAVatWMWXKFFatWhXTIUoETZgDeXLCzO/h1ayXgwOMnWZ6ZPy85aY9L8YMMNV9Vhy8npv2txjQRXtcyKfLYDBQpUlZ2o1tFO5zUtI7p8YhsT3Hd52Lsv00JHYKJe5MncSalOrMmTP079+fFClScOjQISpUqECaNGmoW7culy9ffncHEit4PYfjZ6HRV6+TDIDPy8Mv6yBjOhjdH8YNtjwunh2Ehr5+EqvIpyhbgUx0m96SvT/9xo9t5oapdy5ketjZ9fO3ojs0EauJNSMaNjY2xI8fn+DgYI4fP87QoUMBePnyJQkTJnzH0RJbXLluerJq8qRG+n6H+RklVcrB4G6Q2AkypX/d3ucl/H4KFq82PSAtsVPMxC0SHR7ffkqr/H14cteLguVyh6nPXjALvi/8aD+2ESWrF8HeMQFnf73E3H7LuXP1QQxELNYSl3YGjTWJRuHChZk7dy7JkycnICCA8uXL8/DhQyZNmkThwoVjOjyJIM9npj8Hj4NyJU1bj9+8Y1oYeuc+LJ/++tHaj55ChbqmN5nSG+nRNmZiFokuL7xe8sLr5RvrsxfMTCIne148e8mohlNInSklTQe7M3HvUDqWGozn/WfRF6xYldZoxIChQ4fSs2dPbt++zaBBg0iePDnfffcd169fZ/78+TEdnkRQ0D9TH/lymZ6DAqZFoU6O0GeUgd9PGilTwlSeMD4snmzk2XOYsRgadoJ18yBNqpiJXSSmLRmxjjWTtnPh8F//lFzh4tGrzD87DvfO1Vg4ZHWMxifyPmJNopElSxY2bNhgUda5c2cGDRqEra1tDEUlkeWQyPRnRcunU1PO1fTnxauYE43ETlCqqOnrArmhaiNYtx06t4yWUEVinRt/hF2b8eDvx9y+fA/nApljICKxFu2jEU3u3Xv37Vr+/v4ApE+f/h0tJTbI8s+WJ4FBluXBIaY/E8SHnftN7fL+a7PWDOkgSWLTLa4icZGNrQ1uDT/j7rUHXDp2zaIuvn18nj3xjqHIxBpiy10nDx8+pHz58mHKx44dS926dbl06RJjxozhwoULJE+enJYtW9K8efNInSNGEw03NzcM4d3j9S9GoxGDwcClS5eiKSr5ENmzQIa0RnbshyZ1X6/HeLUotHhB6D7MlGgsmPD6uD+vwLPnBnI5x4od8UWiXWhIKE0Hu/P0vhe9K482l+conIX02dOwZuK2GIxOPlWXL18mQYIE7N271+LnsZOTE15eXrRq1Qo3NzdGjhzJ2bNnGTlyJA4ODtSrVy/C54jRRGPp0qUxeXqxAoPBtANozxHQayR8XROu/w1TFsDnFYzkzWWaGhk41sCIiUaqVYTb90xrNHJmM1K3eszGLxKTlo/eQN+F39J3QQf2/XSY1JlT0HxYPW6cu8ne5YdiOjyJQrFl6uTKlStkzZqV1KlTh6n73//+R7x48Rg1ahR2dnZkz56dmzdvMm/evI8n0XB1dY3J04uVVKto2qxr9v+g40BI4gQN60D3Nqb6r74A+4RG5v8EW/aYNuiqUs60S2jCBDEaukiM2vvTYQIDgvi6Zw2Gr+mB/8sADm85yeJhawgN1WjfpyQq7zqpXLnyW+v37dv3xrq//vqL7Nmzh1t38uRJXF1dsbN7nSqUKlWKuXPn8uTJE1KmTBmh+GLNYtCAgABWr17NlStXCAkJMZcHBgZy4cIFdu/eHYPRSWRV+sz0epNqFU0vkbjq/KHLVLNvFqb84PrjHFx/PJwj5FMSm0Y0kiVLRpMmTfDw8CBLlix07NiR8uXL8+DBA3Llsnzy+auRj/v37398icbo0aPZtGkTefPm5Y8//qBIkSLcvHmTp0+f0rJly5gOT0REJFZ624jF2wQHB3Pjxg1y5MjBgAEDcHR0ZPv27bRv357Fixfj7+9P/PjxLY5JkMA07BwQEBDh88SaRGPfvn2MHTuWmjVrUrVqVb777jsyZcpEz549CQoKencHIiIiH4nYcNeJnZ0dx44dw9bW1rwDd/78+bl69SoLFy4kYcKEBAYGWhzzKsFIlChRhM8Ta7Ym8/b2pmhR06YKOXLk4OLFi8SLF48OHTrwyy+/xHB0IiIiUSfUaIiy14dwcHAI85iPnDlz8vDhQ9KmTcujR48s6l69T5MmTYTPEWsSjeTJk/P0qWkThaxZs3LlyhUAkiVLxpMnT2IyNBERkU/O1atXKVq0KMeOHbMov3DhAjly5KBEiRKcOnXKYt3k0aNHyZYtGylSpIjweWJNolG+fHlGjhzJ1atXKVasGNu2beOPP/5gxYoVpE2bNqbDExERiTKxYUQje/bsODs7M2rUKE6ePMn169cZO3YsZ8+epWPHjtSrVw8fHx8GDx7MtWvX2LBhA0uWLKFDhw6ROk+sWaPRr18/BgwYwPHjx2ncuDGrV6/m66+/xs7OjnHjxsV0eHFCQAAU/xKCQyz/4SayN3Jql+nrXb/AwpVw4xYkdjQ9x6RXB0iZ/MP6BbhwGX6cDX/+ZdrK3P0L6NwK4sd73WbqQlizBRIkgK6twP3L13VGI3zdAVp8DbWqvu+nIPJmKTMkY+7JsYz8ZgrnD102lxeqkJemg93Jlj8TQQFBXDx6lQWDVnHf49FbeoPl16aSKkPY/zxfZ+yI91MfANI7p6bDj03JXyYXIcGhHNpwnIVDVuH7wt/cvmb7yjTqXxsbGxs2zdzD6glbLfobuqob107/zcoft3zI5UsUig13ndjY2DBnzhwmTpxIjx498Pb2Jm/evCxevNh8t8mCBQsYM2YM7u7upEqVin79+uHu7h6p88RoovHjjz/SpUsXEiVKROLEiZk1a5a5bt68eVy6dImUKVOGu5GIRL2rHqZk4MchRotHudv+M+61fZ/pwWgNahvp0c60Xfi0RdCyJ6yfZ/rh/z79gmnTrta9oXBemDQCbtw0bfL1/AWM6G1q8+sRWLwKvusHz71h2HjInxtyZjPV79gHoSFQs0qUfSQiZqkyJmfMln44JnWwKM9bOidjt/XjyLbTjGs1m4QOCWg8oA6T9g+lQ/GB5oThvxKncCRVhuTMH7iSC7//ZVHn88wXAIckiRi3ayBeD58zod08kqZKTJsxDUmbNRWD64wHIGu+jHSa1Jw5fZfzwuslPWe14drZvzm19w8A8pTMQR7XHPzYak5UfyTyCUiZMiVjx459Y33BggVZvfrDHuYXo4nG4sWLadOmjcXq1fbt2zN69GhSp05N3rx5YzC6uOfSNbCzNVKtAvznjiYA5i2H8qWM5h/8ANkyQ8OOBn49Ynzjvhjv6hdgwU/gYA8zvjeNYFQoZdq8a/RUaN8U0qeBI6dMIyivRivWbYfjZ02JRmCQKTEZ1vP1tuciUcFgMFClSVnajW0U7r+tb3rV5Oalu4xuPB2j0bSp1p9HrrD86lQ+b1aedVN2hNtv9oJZADi8+eQbRz5qtqtM4uROdC491JywPL7ryZjNfclbOicXj1ylcMW83Lp0ly2zfwagQl1XirjlMycabb9vyIrvNxHgFxjuOSRmxIYRjegSo2s0Xv2n/LcTJ05E6v5ciTqXr5kSh/CSgdBQ+Kw4fFPLstz5nwdK3nrL8/He1u8rv52ACqUtp0mqVYTQUAO//bN3kQHLnUPj2ZlGMABWbjIlI+VKvvkcIu8jW4FMdJvekr0//caPbeaGqf/rxHU2ztht8f3M8/4zfJ/7ki7bm0djsxfKwktvv7dOrxSrWoALh/+yGBU5vfcPXnr74VqtEGCaMgz0f51EBAWFYPPPcGHpWsVImioxOxf/GuHrlegRiiHKXrFdrFmjITHv8jWws4U2veHMBdMP/WoVoV8n05qJ/p3DHrPvN9OfObK+f7/+AXDvgYGsGS0Tz+RJwdHByN+3Te8L54PvpoDHbfB+AVc8oGgBeOEDc5fBHC3lESt4fPsprfL34cldLwqWyx2mPrx1DwXK5sYpuSM3L915Y7/OBTPzwsuHoSu7UaRSPmxsbTi+6yxz+i7H88FzADK7pOfAess7AkJDjTz8+zEZc6UD4NKxq7Qd0wCX4s74PPOlYLncTOu6GBsbA61Hfc2SEesIDQn9kI9A5IMo0RDA9FvRX9dNf9arCd82Ny3OnLnE9FC0pdPA5j/jX7fuwo+zIE8OIxVKvX+/L/75Zc3BIezxDonA56Xp62oV4ehpqN0C7OygW2vI5wKT50GJwpAvF/wwAw4eg9w5YGh3SJY0Cj4cidNeeL3khdfLCLdPnMKRHrNa8+SeJz8v/+2N7bIXzELK9MnYufAXNs7YRSaXDDQfWpfxewbTqdRQAnwDcEhij6+3X5hjfX38SORkD8CVUx6sHLeFCT8PxmBjw7b5+zi8+SRftq6E38sADm04ToM+tajcuAwP/n7MzJ5LeXjzceQ/CIlScWnqJMYTjXc9Jl6ih9EIs743/WB+tbiyRCHT3ST9Rhv47biR8v9KJm7chLZ9wNYWpowKm4REpt/cOd4e26u+DQbTwtBBXU3ntbWFh49hxUZYOxd+2gi/n4Spo0zrSUZMMn0tEl2Sp03CmC39SJ42KQNqjMPPx/+Nbad0XkhIcAhXTnkAcOHwFW5eusPk/cOo2qQs2+bvw/Cm/1iA8V8PWfvph82snrANgwGCg0JIkCgBzYa482PrOZSqUYQ6naoyrO5EKn5TmsErutCt7PCou2h5L0o0otHo0aPNe6cDBAUFMX78eBz+8+vt21bFyoezsQHXImHLX41U/HUdc6Jx/Ax0G2p66ur/pkDmDB/Wb7GCpq9f+oZt5/MSHP8z0vHvtR7TFkGNyqY1IEPHQ+3PTQlNs/rQpDOEhJgSEhFry5ovI6M29CaRY0IG1xnPXyeuv7X9pWPXwpRdPHIVn2cvcS6QCYCXz32xd0oYpl0iJ3ue3vOyKAsJfr2pUr1uX+Bx4TZnf71I3wUd+H3LKa6dvcnju1583bMGqTOn4NGtp+9zmRJFlGhEkxIlSvD4seUQXpEiRfDy8sLLy+sNR4k1PHpiun20rKtpUeUrr9aYvZqC2L4XBo41/WCf9yOkSfXh/TokgjSpjNy6a3nsUy946Wsge5bwH4991cO0r8fO5ab3ns8gSWLT14mdTLfUej03vnWPD5GoUKh8Hoav6cFLb196VxnNzUt339o+UWJ7yn5Vgr9O3uDmxdfrOAwGA3bx7Xj25AUAd67eJ72z5VbPNjYG0mZNxeHNJ8PtO0lKJ+r3qE6/L74HIGmqxDy6bUoqfP6ZAkqWJqkSDYk2MZpoLFu2LCZPL/8SHALDJxjo0NS0R8YrO/eDra2RYgXhwFHo/71pAeas78OONLxvvwBlipsSkgGdX49Y7DlgalOyaPh9T5wLTepC6n+eVJw8KTzxNH39+Knp2KSJI/UxiERa9kJZGLWhNw/+fszAWuPwvP/snccEBQTTeXJzft9yinGtZpvLS9UsSsJECTh34BIAp/de4OteNUiS0onn/yQfRasUIJGTPaf3XQi376aD3Tm++xzXzt4E4Nljb5KlSQJA8nRJTWWPvN/3ciWKaERD4pz0aaDul0YWrTJtvFU4H5z+A+Yuh8bukD41tOhu2uuiQ1O49rfl8WlTQdrUEBgIF6++fv+ufrOZRohp08i0IVj7ftDiG7h5GyYvgK9rWo6EvHL8LJz9E8YPeV1WsTT8tAny5ITl66F8SdOiURFr6jm7LbbxbFk2ej2pM6UgdabXz4B4/viF+fbV3K7Zze+DAoJYM2EbzYfVw+vRc07sOkfW/JloNtid37ee4tyBiwBsm7+P2h2rMnZbf5Z/v5HEyR1pO6Yhx3ed4+LRq2FiSe+cms+blefbEoPMZcd2nqH7jNac3HOO0rWKcf3cTS0GjQWMcSjRMBjD28ziExT6IFdMhxDrBQbCwlWwZQ/ce2hKFurXhDYNTT/YW/V883+Mzi2NdGkFd+9DlYYG8/t39fvvtW4nz8H4OabbYZMlMa236NratF/GfzX41nQXSuuGr8sCAmDYBNh/2HQHyrjB757aieu+zKaNRyKjYLncjN8zmL6fj+H8ocukzZqK/12a9Mb2e5YdYmL7eQDs9ltm8d5gMFCjrRu1OlQhnXNqvD19+GXV7ywbvYFA/yBzH1nyZqTj+CbkKZUTvxf+/L71FPMHrgx3oeng5V149tibmT2XmssMBgPtxjbk82blue/xiAnt5r1zakdMf1/WVHFfnyjr69fKE6KsL2tQoiEShynREAmftRON8vv6RllfByuPj7K+rEEDyyIiItEsLq3RiDWPiRcREZFPj0Y0REREollcWgyqRENERCSaaepEREREJApoRENERCSaaepERERErCYuTZ0o0RAREYlmcWMHKxOt0RARERGr0YiGiIhINAtFUyciIiJiJXFpMaimTkRERMRqNKIhIiISzXTXiYiIiFiN7joRERERiQIa0RAREYlmcWkxqBINERGRaBaXEg1NnYiIiIjVaERDREQkmumuExEREbGauHTXiRINERGRaKY1GiIiIiJR4L1GNHx8fHj58iVp0qQhKCiIZcuWce/ePapVq0aJEiWiOkYREZFPikY03uLcuXNUqlSJ5cuXAzB69Gh+/PFHtmzZQosWLdi3b1+UBykiIvIpMUbhK7aLdKIxZcoUsmfPzjfffIOfnx+bN2+mcePGHD9+nPr16zNnzhxrxCkiIiIfofca0ejYsSOZMmXi8OHDBAQEUKdOHQCqV6/O1atXozxIERGRT4nRaIiyV2wX6TUaNjY2JEiQAIBDhw6ROHFiChYsCJjWbiRMmDBqIxQREfnUfAxzHlEk0olG/vz5Wbt2LQkTJmTXrl1UrFgRg8HA06dPmT9/Pvnz57dGnCIiIvIRinSi0bdvX9q2bcv27dtJnjw5HTt2BKBmzZqEhoaycOHCKA9SRETkU/IxTHlElUgnGvny5ePnn3/m+vXr5MyZk0SJEgEwYsQIihYtSqpUqaI8SBERkU9JXNoZ9L027HJ0dKRAgQLcunWLgwcP4uPjQ8mSJZVkiIiIiIX32rBr8+bNTJw4kUePHmFjY8PatWuZPn068eLFY+LEicSPHz+q4xQREflkxKWpk0iPaOzYsYP+/ftTqlQpJk+eTGhoKABVq1blwIEDzJo1K8qDFBER+aQYDVH3iuUiPaIxZ84cGjZsyIgRIwgJCTGX16tXD09PT9asWUOPHj2iMkYREZFPitZovIWHhwdVq1YNt65QoUI8fPjwg4MSERGRT0OkE40UKVJw/fr1cOuuX79OihQpPjgoERGRT1ocethJpKdOqlevzrRp00idOjUVKlQAwGAwcOHCBWbNmkXNmjWjPEgREZFPSVxaDBrpRKNHjx5cuXKFHj16YGNjGhBp1qwZvr6+FC9enO7du0d5kCIiIvJxinSiET9+fBYsWMDhw4c5cuQIz58/x8nJCVdXVypUqIDBEHeyNBERkffyEUx5RJX32kcDoEyZMpQpUyYqYxEREYkTNHXyFjNmzHhnmy5durxXMCIiIvJpidJEw9HRkdSpUyvREBEReRtNnbzZ5cuXw5T5+vpy8uRJRowYwdChQ6MkMBERkU9X3Jk6ea+Hqv1XokSJKF++PJ07d+bHH3+Mii5FRETkE/Dei0HDkz59+jdu5iUiIiL/0NRJ5BiNRh48eMCCBQvIkCFDVHQpIiLy6VKi8Wa5c+d+414ZRqNRUyciIiLvottb36xz587hJhqOjo5UrFiRrFmzRkVcIiIi8gmIdKLRtWtXa8QhIiISZ8Slx8RHKNHYtGlTpDr96quv3iMUERGROEKJhqUBAwZEuEODwaBEQ0RERIAIJhr79u2zdhwiIiJxhxaDWorMLas+Pj7vHYyIiEhcYIhlUyceHh7UrVuXoUOHUrduXQAuXbrEmDFjuHDhAsmTJ6dly5Y0b9480n1HejFoYGAg//vf/zh+/DiBgYEY/1nRYjQa8fX15dq1a5w7dy7SgYiIiEj0CwoKok+fPvj6+prLvLy8aNWqFW5ubowcOZKzZ88ycuRIHBwcqFevXqT6j3Si8eOPP7J8+XJy5cqFp6cnCRIkIHny5Fy5coWgoCA9UE1ERORdYtGIxvTp03F0dLQoW7NmDfHixWPUqFHY2dmRPXt2bt68ybx58yKdaET6WSd79uyhVatWbNmyhaZNm5I/f37Wrl3Lnj17yJAhA6GhoZHtUkREJG4xGqLu9QFOnDjB6tWr+eGHHyzKT548iaurK3Z2r8cjSpUqxd9//82TJ08idY5Ij2h4enpSvnx5AHLlysWaNWsASJMmDe3bt2fx4sUa1RAREYkmlStXfmv9m27o8Pb2pl+/fgwZMoR06dJZ1D148IBcuXJZlKVOnRqA+/fvkzJlygjHF+kRDScnJwIDAwHIkiUL9+/fNy8AzZo1K/fv349slyIiInGLMQpf72nEiBEUKVKEWrVqhanz9/cnfvz4FmUJEiQAICAgIFLnifSIRvHixVm2bBmurq5kyZIFe3t79u7dy1dffcWZM2fCzPOIiIjIf0ThGo332YJi06ZNnDx5kq1bt4ZbnzBhQvOgwiuvEoxEiRJF6lzv9ayTpk2b0r59e5YtW0bjxo0ZOnQoS5cu5a+//qJRo0aR7VJERCRuieHFoOvXr+fp06dUrFjRonz48OHs2LGDtGnT8ujRI4u6V+/TpEkTqXNFKNGYPn069evXJ126dOTOnZudO3dy5coVAHr37o2joyOnT5/Gzc2N9u3bRyoAERERiV4TJkzA39/fouzzzz+nW7du1K5dm82bN7Nq1SpCQkKwtbUF4OjRo2TLlo0UKVJE6lwRSjTmzp3L7NmzKV26NPXr16dKlSqUKVMGMG05/u2330bqpCIiInFaDO8M+qZRiRQpUpAmTRrq1avHggULGDx4MG3btuX8+fMsWbKEkSNHRvpcEVoMeuDAAfr27cuTJ0/o2bMn5cqVY+zYsVy9ejXSJxQREYnrDMaoe1lDihQpWLBgAR4eHri7uzNjxgz69euHu7t7pPsyGI2Re1jtpUuX2LRpE9u2bcPT05MCBQrw9ddfU716dRwcHCIdQHQJfZDr3Y1E4pgvs5WM6RBEYqXdfsus2n+2GROjrC+PLr2jrC9riPTtrXny5GHgwIEcPHiQWbNmkS5dOr777jvKli3LwIEDOXXqlDXiFBER+XTEgttbo0uk7zp5xdbWlkqVKlGpUiVevHjBvn37mDNnDps2beLSpUtRGaOIiIh8pN470Xjl0qVLbN26lT179nDnzh1KlCgRFXGJiIjIJ+C9Eo07d+6wbds2tm7dyo0bN0iVKhXu7u7UrVuXLFmyRHWMIiIin5TY9ph4a4pwouHl5cXOnTvZunUrZ8+exdbWFjc3N/r160e5cuWwsYn0co9oVS19oZgOQSTW8W5SJKZDEImbYvj21ugUoUTj22+/5bfffiM4OJicOXPSv39/ateuTfLkya0dn4iIyKdHIxqWTp48Sd26dalfvz4FCxa0dkwiIiLyiYhQonH48GHzU9tERETkA2lEw5KSDBERkagTlxaDxu4VnCIiIvJR++B9NERERCSS4tCIhhINERGR6BaHEg1NnYiIiIjVRGhEI3fu3BgMEdtcxGAwcPHixQ8KSkRE5FMWlxaDRijR6Ny5c4QTDREREXkH7QxqqWvXrtaOQ0RERD5B77UY9OHDh5w6dYrAwEBzWWhoKH5+fpw8eZLJkydHWYAiIiKfHE2dvNmuXbvo06cPwcHB5ukUo9Fo/trZ2TlqIxQREfnExKU1GpG+62TOnDnky5ePDRs2ULduXerUqcP27dvp27cvtra2DBo0yBpxioiIfDqMUfiK5SI9ouHh4cHEiRPJmzcvJUuWZNGiRWTPnp3s2bPz5MkT5syZQ5kyZawRq4iIiHxkIj2iYWNjQ5IkSQDIkiULN27cIDQ0FIDy5ctz7dq1qI1QRETkE2MwRt0rtot0ouHs7Mzp06fNXwcGBnL58mUAvL29LRaIioiISDg0dfJmDRs2ZPjw4fj6+tKzZ09KlSrFwIEDqV+/PsuXLydfvnzWiFNEREQ+QpEe0fj6668ZPHiweeTiu+++IyAggDFjxhAcHMzgwYOjPEgREZFPikY03q5JkybmrzNlysTOnTvx8vIiefLkURaYiIjIp+pjWFsRVaLkoWoGg0FJhoiIiIQR6RGNiDxg7dKlS+8dkIiIiHw6Ip1ohPeAtZcvX3L69Glu3bpFnz59oiw4ERGRT1IcmjqJdKLxtges9evXjwsXLlCvXr0PCkpEREQ+DVGyRuMVd3d3duzYEZVdioiIfHLi0oZd73XXyZvcunWL4ODgqOxSRETk0/MRJAhRJdKJxowZM8KUhYaG8uDBA3bs2EGlSpWiJDAREZFPlhKNNwsv0QBwdHSkSpUqDBw48IODEhERkU9DpBONV881ERERkffzMaytiCqRXgw6cOBAbt++HW7djRs3+Pbbbz84KBERkU+atiC3dO/ePfPXGzdupEqVKtja2oZpd/DgQX7//feoi05EREQ+ahFKNEaOHMnBgwcB03bjXbp0Cbed0WikTJkyURediIjIJyguTZ1EKNEYNWoUv//+O0ajkUGDBtGxY0cyZ85s0cbGxobEiRNTsmRJqwQqIiLyyVCiYSlNmjS4u7sDphGNihUrkjhxYvP0ib+/P0FBQTg5OVkvUhEREfnoRHoxaM2aNZkyZQrffPONuez06dOULl2acePGERoaGqUBioiIfHLi0GLQSCca06dPZ8uWLdSsWdNcljdvXvr06cOaNWtYsGBBlAYoIiLyqdEW5G+xdetW+vfvT8OGDc1lSZMmpWXLltjZ2bF06VLat28fpUGKiIjIxynSiYaXlxeZMmUKt87Z2ZkHDx58cFAiIiKftI9gJCKqRHrqxNnZmd27d4dbt3//frJkyfLBQYmIiHzS4tAajUiPaDRv3pwBAwbw7NkzqlSpQooUKfD09OSXX35h586djB071hpxioiIfDI+hrUVUSXSicZXX33Fy5cvmTVrFnv27DGXJ0uWjGHDhlGnTp0oDVBEREQ+XpFONACaNGlC48aN8fDw4NmzZyROnBgnJyfWrl2Lm5sbv/zyS1THKSIi8unQiMa7GQwGnJ2dOXToEAsXLuTAgQMEBweTMWPGqIxPRETkk6Opk3fw9PRk3bp1rFmzhrt37+Lo6Ii7uzt16tShePHiUR2jiIiIfKQilWgcPXqU1atXs3fvXkJCQihWrBh3795l5syZuLq6WitGERGRT4tGNCwtWbKE1atX4+HhQZYsWejUqRPu7u4kSpQIV1dXDAaDteMUERH5dCjRsPTDDz/g4uLC0qVLLUYuXrx4YbXARERE5OMXoQ27atSowc2bN+nQoQOdOnXi559/Jjg42NqxiYiIfJIMUfiK7SI0ojFx4kR8fHzYunUrGzZsoGvXriRLlowqVapgMBg0dSIiIhIZcWjqJMJbkDs6OtKoUSPWrl3L1q1bqVOnDvv378doNDJo0CCmTp3KtWvXrBmriIiIfGQi/awTgJw5czJgwAAOHDjA9OnTcXZ2Zv78+dSqVYvatWtHdYwiIiKfFD0mPqIH29lRtWpVqlatypMnT9i4cSMbN26MqthEREQ+TR9BghBV3mtEIzwpU6akXbt27NixI6q6FBER+TTFoae3RlmiISIiIvJfHzR1IiIiIpH3MaytiCpKNERERKJbHEo0NHUiIiIiVqMRDRERkWimqRMRERGxnjiUaGjqREREJI56+vQpffv2pVSpUhQpUoT27dtz/fp1c/2lS5do2rQphQsXxs3NjaVLl0b6HEo0REREolls2Rm0c+fO3Lx5k3nz5rFu3ToSJkxIy5Yt8fPzw8vLi1atWpE5c2bWr19P586dmTBhAuvXr4/UOTR1IiIiEt1iwdTJ8+fPyZAhAx06dCBXrlwAdOrUiTp16nD16lWOHDlCvHjxGDVqFHZ2dmTPnt2clNSrVy/C51GiISIi8hGrXLnyW+v37dsXbnmSJEmYOHGi+b2npydLliwhbdq05MiRg+nTp+Pq6oqd3etUoVSpUsydO5cnT56QMmXKCMWnRENERCS6xYIRjX8bOnQoa9asIX78+MyePZtEiRLx4MED80jHK6lTpwbg/v37SjRERERiq6i8vfVNIxaR0aJFCxo0aMCKFSvo3LkzP/30E/7+/sSPH9+iXYIECQAICAiIcN9KNERERKJbLBvRyJEjBwBjxozh3LlzLF++nIQJExIYGGjR7lWCkShRogj3rbtORERE4iBPT0+2b99OcHCwuczGxoYcOXLw6NEj0qZNy6NHjyyOefU+TZo0ET6PEg0REZFoZjAao+z1vp48eUKvXr04cuSIuSwoKIiLFy+SPXt2SpQowalTpwgJCTHXHz16lGzZspEiRYoIn0dTJ5+4vos683nLim+sH/X1RA6tPxrhvgpWzEsz585RFN2bz/N5y4oMd/+R3zefCFM/Yf8IAPq4jbBqHBJ3DG1fjZrl8r21zalLt+n0/dpoiui1tu6laVe3tEVZcEgoPr4BnP3rLnPWHcbj7tNoj0s+UCyYOsmVKxfly5dn9OjRjB49miRJkjB37ly8vb1p2bIlCRIkYMGCBQwePJi2bdty/vx5lixZwsiRIyN1HiUaccDT+16MrDs+3Lo7V+5HczQR1312e/44eIkXXj4xHYp84hZtOsrGfefN71t/VRKXrKnpP2WrueylX8QXv1lDmxErzV/b2BhImzIxHb8uw9whDWg4YAmez31jMDr5WE2aNImJEyfSs2dPXrx4QfHixVmxYgXp06cHYMGCBYwZMwZ3d3dSpUpFv379cHd3j9Q5lGjEAUEBQVw6djWmw4gUv5f+OCV3pPO01vzQbFpMhyOfuLuPnnP30XPze68XfgQGhXDheuxJxP8by/mr93j09AVzhzagZrl8LN0WdvRPYq/Y8lA1JycnRowYwYgRI8KtL1iwIKtXr/6gcyjREMC0AOjrPrWo3LQ86bOnJTQ0lBvnbrJ4yErO/fpnuMfkLOpMu3FNyVU8OwYbA5ePXWXJ0FUWSU3+srlp9V0jcpXITqB/EEe3nmRe32U8f+L91nieP/bm56UHaDbsaw6s+Z0jW0++tX3p2sVpOqQ+WfNnwueZLwfW/M6iQT/h7/v6t1DX6kVpMeIbsuTLxOPbT1g6Yg0tRjVk34qDLBsZ/UPi8vGpUS4vg9p8zrjFe/m2fhns7Gzp8N0qJvVx5/TlO3w3b7dF22Htv+Crngu4/8+/d+eMKej8TTmK5M4AwIk/bzP1pwPce/w83PO9yyWPhwCkTZnYXJY7Wxq+rV+GvNnSYGdnw+nLd5i5+jeL6ZUGnxehbuVCpEuZmOc+/hw8fY1Zq3/jpX9gmHOIlcSSRCM6aDFoHGFjaxPm9W9tfmhCk6H12T7vZwZ9OYbJ7efilNyRYWt7k8A+fpj+EjnZ8/3OwTx/8oKR9ScwptEUEjokZOyuISRKbLrtqUC5PPy4dzj+vgGMbjCJ2T0XU6hiPsbvH078hGH7/K8Vo9dz/dzfdJ/THqdkjm9sV6lRWUZt6s+ty3cZ7j6eZSPXULlpeUZu6mduU6hiPkZt6sej208ZWW88m2fuovvs9qTKFPEFTSIAdrY2NP6yGGMW7GHKil/xuOcZoeMypU3KgmENSZY4ESPn7mb0gj1kSJ2E+cMakCyx/XvFkjldMgDuPnoGQLE8mVgwrCEG4Lv5uxmz4GfSJHdiwbCGZPmn7eelXOjSsBzr9p6l+/gNLNp0hC/L5KV380rvFYPIu2hEIw5ImzU1u4PCDn0tGLiC1eM2AZAiXTIWD17J5hm7zPVB/oEMX98X54JZwky9ZMmbkaSpErNx2nYuHrkCwO3Ld6nRvgqJnBLi6+1Lm+8bc+evewyt9QOhoaEAXDp6lYV/TuaL1pXYMms3bxMSHML4VjOZcWwsnaa2Ylzz6eG2a/tDE47vPGNRf/fqfX7cOxzX6kU5vuM0zUd8w98XbjOynmmtyoldZ3n26DmDV/Z8x6cnEtaSLcc5fM4jUse0dS+Nf0AwXX9YZx45OPnnbTZMbE3T6iWYvurgW4+3tTGYv04YPx45MqekV9NKvHjpz87DlwDo1KAstx940XPCRkL/uRvh2IWbbJjQmvb1PmPwjO0UyZ2Re4+9Wbf3LEYjnLl8B9+AIBI7JIzU9ciHiS1TJ9FBiUYc8PSeJ8PqjAtT/vjO69/EXq2DSJIyMRld0pMxZ1pK1SwOQLwE8cIc63HhNl6PnvPd1oEcXPs7J3ef49SecywYsAKABPbxyV0qF2snbAED5hGU+zcecuvSXYpWKfjORAPg+tm/WTVuE02H1OfAmt85uu2URX0ml/SkzpSSlWM3WozSnDtwkZfPfSlWtSBn9p4n32cuLBtlOT1ycO1R+i8NRiSyrtx69O5G/1Eib2ZOX76Nf2CQOWl46RfA2St3cc2f+Z3H//6/sEnx9TtP6D91K57PfUmYwI682dKyYNMRc5IB4OMbwKGzN/isUDbAdPdM3cqF+N+ophw4dY3D5zzY/fvlSF+PfCAlGvIpCQoM5sqpG29tk6uYM11ntiO3aw78Xvpz8887PLr1xFRpCNve/6U/vcoPo8ngelT45jNqdvgcf98A9i47wKzui3FM5oitrQ0N+39Fw/5fhTk+wC/ic8ErvlvPZ7VL0GNOe9rm72VRlziFEwDdZ7Wj+6x2YY5NkS4ZTskdsbWz5dkjy3nw0NBQvJ/qjhaJPD//oEgfk8QxIVVL5aZqqdxh6jy9333HSIthK8xfBweH8PT5S7y8/cxlTokSYmNjwPPZyzDHPn32EqdEpq2j9x67go1hO/WqFKL1V6VoX+8z7j1+zoxVh9h3/Eqkr0vkXZRoiHm9xY3zt2iTrye3L9/FaDTi+mURytcv9cbj7ly5x7gW07GxscHFNQdVmpWndsdq3Lv+kG1z9hAaGsqGKdv5ZeVvYY719414ohEcFMyE1rOYdmQMnaa0sqjz+eeb6ty+SzkfzqLVF14vefbIm6DAYJKlSWpRZzAYSJzizWs/RCLD1mCZkdsnsFyH9MI3gBN/3mLFTstROYCQkNB39n/5n4Wfb/LC15/QUCPJkzqEqUuZ1IFnL14nJXuO/sWeo3/hYB+fkgWy0LxGCUZ1/JJzV+7yJJxERaJeXJo60WJQIVPuDCRJaVpvcevSHYz/DLuW+LIIYLoj5b/K1SvF2ocLSZYmKaGhoVw6eoXpnRfwwsuHNFlS4efjz7XTHmRyycCVUzfMr7//vEPzEQ0oVDFvpGK8evoGa8ZvoWrzCuQoks1cfvvyPbwePiNdttQW53ly15M2Y5uQo0g2QkNDufDbZT6rU8Kiz9K1i2MXT7m2fLiXfoGkTu5kUVbYJb3F+zOX75AtQwqu3nzEZY+H5lfjL4pRsXiOD47BPyCYSx4PqeKaC5t/JT0O9vEpW9iZc1fuAjC6cw3Gda9tjnv/8ass2nwMOztbUr5l0bVEMWMUvmI5fZcVbv91j5fPfWk8qB4hwaGEBAVTrn5pvmjtBkBChwRhjvnz8GVsbG0YubEvq8ZtwtfbjwoNPsMhSSLzTqOLBv/EmO2DGLCsG/t/OoSNrQ1f965N7pI5WDF6XaTjXDZyLaVrFyfbv+azQ0NDWTxkJd3ndCAkJJSjW0/hmDQRTYbUJ2XGFFz9Z8po6YjVTPhlJENX92Lnov2kyZKSFqMaAmAM/Qj+p0qs9tuZG7So5UqLWiW4cO0B5Yo6Uyyv5bqLhZuOsmB4Iyb2dmfDvnMEBAXjXqkgFYrlYOD0rW/oOXJmrTnE1H71mNzHnXV7zxLPzpYWtVyJF8+WhZtM/y9PXbzFgNZV6daoPIfPeZA4UULa1i3NrfteXL31OErikHfTiEYM+u+T4sT6fL19GfbVOAwGGLqmF/2XdiV1ppT0rjCMl96+5C+XJ8wxng+eMfCL0bx87kvvBR0ZvW0gOYtkY1T9ieZ9N079fJ6BX4wmVaYUDF3bm/5LuxISHEK/qt+91wZiwUHBTGg1k5DgEIvynQv3833jKeQr7cJ3W/rTbVY7Hng8onfF4Tz427Ro78JvlxlVfwIZXdIzclM/6vWsxYyuCwHw8/GPdCwi/7Zk6zG2HPiDJtVLML5nHVImdWDMgj0Wba7dfkKH71ZjNBoZ8e0XjO1ai5RJHeg3ZTO/nrwWJXGcvHibrj+sI0F8O0Z3rsHANlV55PmC1iNWcuOOaR+Njb/8wYSl+yldMCuTen3FwNZV8Lj7lK7j1kVoCkcksgxG4wc8kSUKrVy5kvnz5/PgwQN2797NggULSJMmDZ06dYqS/qvafB0l/cjHqXSt4jy+85RrZ17fkpglb0YWXJjMsDrj3rkh2KfKu0npdzcSiYOOLev17kYfoFSTiVHW19EVvaOsL2uIFSMaW7duZeLEibi7uxMvnulWyuzZszNnzhwWLVoUw9HJp6B4tUKM2zOUL1q7kb9sbio2+IzBq3py69IdTu45F9PhiUgcYzBG3Su2ixVrNBYtWsTgwYNxd3c3JxbNmzcnUaJEzJ8/n9atW8dwhPKxm9tnGQF+gTQeXI8U6ZPxwtOHE7vOsHDgTwQFRP5WRRERiZhYkWh4eHhQvHjxMOUlS5Zk1KhRMRCRfGoC/QOZ13cZ8/oui+lQREQ+irtFokqsmDpJmTIlHh5ht/M9c+YMqVOnjoGIRERErMcQGnWv2C5WJBoNGjRg1KhR7Nu3D4AbN26wcuVKxowZQ926dWM4OvlQKTMkZ6PnEgpWePPeGe7dqvNz6FrSZEkVjZGJRC+DAdzdCrJ8TDN+md+FDRNb06NJBRz+9ZDBwrkyMHfIN+yf15nNk9vSq2lFEiUM+xgAkY9FrJg6adeuHS9evKBXr14EBATQoUMH7OzsaNiwId9++21MhycfIFXGFIzdNQTHcHYrfCVDznS0/r5xNEYlEjOa1ShBh/plWLHjJCf+vEXmtMnoUO8znDOmpNu49WTLkIJp/etx7spdBk3fTqrkjnRtUI70qZPQZ9LmmA5folIcmjqJFYkGQK9evejYsSPXrl3DaDTi7OyMo6N2qftYGQwGqjavQPvxzTAYwnlYyj9sbGzou7gz3k9fkDBR2I3BRD4VBgM0q1mCTb+cZ9Ya07b8J/68xXMfP8Z0qUnubGmoVDwHRqDflC34/bNI2c7GwIDWVUmbwokHT1/E4BVIVPoY7haJKrFi6uTevXvcu3cPLy8vUqRIQcqUKfH29jaXy8fHuWAWus9ux8/LDr7x8e4AX/epRbI0SVj1w8ZojE4k+jnYJ2Dn4UthnpR6877pKcoZUychfjw7QkJC8A98fSfU8382lEviaB99wYpEoVgxouHm5vbW33ovXboUjdFIVHh06wktcnblyV3PN67NyJI3I82Gf8OgL8eQNpsW/cqnzcc3gEnLfglTXr6Y6TknN+4+5cbdp9SpmJ8ejSuycPNRUiRxoI17aa7eeqztwT81sWOvzGgRKxKNpUuXWrwPCQnBw8ODJUuWMGDAgBiKSj7ECy8fXni9ud7G1oZ+/+vKzoX7OH/wohINiZPyZU9L85quHDx93bxF+PRVh+jbwo2GXxQF4N7j53QYvZrQOPSDKS6IS1MnsSLRcHV1DVNWunRpMmXKxPTp03Fzc4uBqMSaGg+ui2PSRCwcsCKmQxGJEQVzpmdi76+4//g5383fDUDzmiXo3KAca38+yy8nr5LU0Z7WX5Vi5oCv6TB6NZ7evjEctUSZOJRoxIo1Gm+SNWtWLl++/O6G8lHJXjgrjQbWZUqHuQQGBGFja4PBxjR1ZmNrE+5j6UU+JVVK5mL6gPo8fPqCzmPX4e3jj62NgdZflWLn4UtMWLqfUxdvs+/4Fbr8sJYUSR1oWiPspoYiH4NYMaIR3oJPHx8f5s6dS8aMGWMgIrGmz+qUIH6CePy4d3iYuqXXZnDu1z/p4zYi2uMSiQ5NqhejS4PynL58m35TtvDSz/TE6qROibBPEI/zV+9atPfy9uPWfU+yZUgRE+GKlWjqJJqFtxjUaDSSKFEixo8fH0NRibXsmLeXY9tOWZSVrFmM5sO/YWjtH7hz5X4MRSZiXe6VCtCtUQV+PnqZEXN2Efyvx7J7efvy/IUfhXNlZMO+8+byJI4JyZwuGX/eeBATIYu1xKE1N7Ei0fjvYlCAePHikStXLhwc3rzRk3ycnt734ul9y5WiWfNnBsDjj1s8vKnV9fLpSZ4kET2aVOTe4+es/fksubOmsai/8+gZ8zYcoW8LN176BbDv+BWSOtnTopYrIaFGVuw49YaeRWK3WJNo9OzZk+zZs8d0KCIiVlGmUDYSJohH+lRJmDe0YZj6UfN2sW7vWXx8A2j8ZTFqls/Hsxf+nLtyh35Tt3D/sXcMRC3WEpemTgxGY8yP3xQvXpxNmzZZdT1GVZuvrda3yMfKu0npmA5BJFY6tqyXVfsvXzvqlgUc3NI3yvqyhlixvN/d3Z0JEyZw9epVAgMDYzocERERiSKxYurkwIED3Lp1i927d4dbr51BRUTkUxKXpk5iLNHIkycPv/32GylSpKBjx44xFYaIiEj0C407mUaMJRr/Xhri7u4eU2GIiIiIFcWKqROJfVJmSM78PyYx3P1Hzh+4GOG68LhWL0qzYV+TrUBmvJ++4LcNx1g06Cf8fQNIkyUVyz1mvfHY3Yt/YUIbU32LUQ2o0b4qgX6BLB2xhj3/+9Wi7czjP7B+yjb2//Rb5C9Y5A0MBviqUkHqVS5EhtRJ8PL25eDp68xff4SX/qY1ZWUKZaNt3dJky5CCZy/82H7oTxZvPmaxT0Z4/Tb+shjulQqSKrkTtx94sWz7iTBPd61RLi9NqhcnQ+qkPHzqzbq951iz54y53tbWhj7NKlGllAte3r5MXv4rR87/ba5PEM+OteNbMWTmds5f1dOwY424M6ARs4nGzp07cXR0fGe7r776yvrBiFmqjCkYu2sIjknD7mHytrrwlKpZjBEb+7F36QEWDlxBlrwZaTWmEUlSJmZs06l43veiW+lBYY6r3ekLKjT4jJ2L9gOmZOXr3rWZ1G42Tskd6TmvA3+duMbNi3cAqNSwDDa2NkoyJMo1q1GCDvXLsGLHSU78eYvMaZPRod5nOGdMSbdx6ymZPwvje9Vhx6GLzFrzG1nSJafTN2VJmdSBsYv2vrHf9vU+o1mNEsxb/zsXbzzgs0LZGNWxOsZQI3uO/gVA7Qr5Gdz2c5ZuO8GxP/4mX/Z0dG9cAfsE8fjf1uOAaROwiiVy8t383eTJloYxXWpQt/cinr3wA6DhF0X46++HSjJiGa3RiCajR49+ZxuDwaBEI5oYDAaqNq9A+/HNwuzU+ra6t/l2UksOrTtqHpU4+8sFbGxt+KrrlySwj0+AXyCXjl21OCZnUWcqNPiMRYN/4s/Dpt/uilYpwOm9582JxJdtKlOoYj5uXryDXTw7Wo1uxLTOCz7k8kXCMBigWc0SbPrlPLPWmP7tnfjzFs99/BjTpSa5s6WhRS1XLns8YvSCPeb6pE72tKpTkskrfsU/IDhMvwni29GwWlFW7z7D0m0nADh58Ta5s6Xhm8+LmBONlrVd2Xf8CjNXHzK3yZwuGd98XticaJTIl4W9R//i4KnrHDx1na+rFCafc1oOn/MgsWNCmnxZnA5j1lj9s5JIivmdJaJNjCYahw8fJkUK7d8fWzgXzEL32e3YMnsPZ/aeZ8z2QRGqe5PshbOSIUdaxreaaVG+cdoONk7b8cbjus5ow62Ld9gwebu5zGiEQL/Xtz4HBwZjY2u6O7tWp895ePMxJ3efjeilikSIg30Cdh6+xN5/fvC/cvO+JwAZUydh9II92Nla7hQQFByCjcGAna0tEDbRCAoKod2oVWGexhocHIKjfQLz+14TNxEQGBymTfx4r791G41GAoJetwkOCcXmn4cUtqlTikNnruNx92kkrlokasVYohGZ34olejy69YQWObvy5K4nBSvkjXDdm+QonBWAIP9AvtsygCKVCxDgF8jeZQdY0H85QYFhvwFXbPAZeUrlonel4YSGvp7fvnTkLyrPaEuGnOlwSuZAtgKZ+fPwXyRKnIjGg+oxpObY979wkTfw8Q1g0rJfwpSXL5YDgBt3n3Lv8XNzuUPC+JTIn5km1Yuz5+hlfHwDwu031Gjk2u0n5vfJEyeiZvl8lMiXhR8Wv55u+fuep/nrxA4JqVg8B1+WyctPO19vR37h2n1qls/H6t1nyOOcBvuE8bnk8ZB0qRJTs3w+Gg383/t/AGI1mjqJBrFgQ1L5jxdePrzwinzdmyRJlRiA4Rv68svK31g3aSsuJbLTfEQDkqZKwtimU8Mc83WfOlz47XKYRaYH1x2lSOUCLLgwieCgEJYMW83V0zdoPaYR5w9c5OqpG3SY2ALXL4tw/ezfzOi6EO+nLyIXsEgE5MueluY1XTl4+jo37rweKUiRxIEdMzoAcOfhM+asPRyh/j4v5cJ3nWsA8NuZG+w6HHbfoPw50rFweCMALt54YJForP35LPlzpGPzlLa89Atk7MKfefLsJaM6Vmfzr3/w3Mefoe2rUSBHOk5dvM2Unw6EGSWRGBCHfgTG2M6g7u7uJEiQ4N0N5aNlF9+Uxx7edJwFA1Zw7tc/WTN+C8tGrcWtcVky5Exn0T5v6VzkKubMmgmbw+1vasf51HZqRp3EzVk7YQsp0ienducvWDxkJbU7V6NYlYKMqj+B0JBQus9ub/Xrk7inYM70TOlbl/uPn/PdfMsNBgOCguk0di0Dp28lKDiEhcMbkSrZuxe7/3njAR1Gr2b8//ZTMFd6pvSrG6bNgyfefDtmDaPm7SJlUgfmD2tIgn/+fwUEBTNg2lYqtZ1B1W9nsev3S+TOmppSBbOyZMtxvq1fhtTJHOk7eTOZ05kWsopEpxhLNMaOHRuhO07k4+X3wh8gzCPhT+46C0COItksysvVL423pw/Hd5zhTYICg81TKi1GNeCXVYe5c+Ue5eqVYu/yA9y8eIeN03bwWZ3i2NjEih325RNRpWQupg+oz8OnL+g8dh3ePv4W9T6+AZy6eJv9x6/Sc8JGkiVORO0K+d/Z791Hzzn7113W7T3LpGW/UDR3Rgq7ZLBo8+TZS85cvsP2QxcZOmsHWdMnx61ETos2/16n0aVheVbsOIH3S3/cSuRk0y9/cPO+Fxv2nafSf46TmGEwGqPsFdvpO7FYzd2r9wGIlyCeRbltPFvAcnEnQKkaRfl983FCgkPe2XeWvBmp8HVplo9cC0DS1El44ekDgI+XD3bx7Eic0umDr0EEoEn1YnzXqQYXrt2jw+jVPH3+EgAbg4HKrrnIlSWVRfv7T7zxfulPyjfcBp7UyZ4vy+QhWWJ7i/K/bj4CIFUyR+wTxOPz0rnJmDqpZZu/X7cJT6kCWcmaPjmrdpsS9mSJE+H90pQUvfD1J3mSiN2aLlYWGoWvWE6JhljN+YOX8PPxp1LDshblpWsXJzgomItHrpjLnJI5kjFXev48/Nd/uwlX2x+asnnmLp7eNy0cefboOcnSJgUgebpkhASHaI2GRAn3SgXo1qgC+47/RfcfN/DyXwlyqNFI5wZl6fxNOYtjXLKkJqmTvcWCz39LEN+OEd9+GWbEo2T+LABcu/WYkNBQBrepStMaxS3bFPinTTh9GwzQpWE5Fm48Yl6H4eXtS4p/kosUSRzw+s+dLiLWpp1BJcokcrInS96M3Lv+kOdPvPF/6c//hq/m24kt8Hnmw28bjpH3Mxca9PuKjdN28PyJt/nYbAUyA5g34HqbguXzkrd0LsY2nWYuO7b9FLU7fcG1M3/j3vVLju84Q+hbdmUUiYjkSRLRo0lF7j1+ztqfz5I7axqL+juPnjF/wxFGfPsl/VpWZv/xK2RInZR2dUtz7fYTth38E4B4dra4ZEnNI88XPPLy4eHTF2w5cIHWX5UmOCSUv/5+RGGXjDSvWYLNv/6Bxz93m/xv63Ha1f0ML29fTl66Tc7MqWj7VSmOXbjJ7+c8wsT7ZZm8xI9ny5YDF8xlv529QaMvi/LshR8NvyjKwdPXrfiJSUR9DFMeUUWJhkSZHEWzMfGXkYxvNdO8Pfj6ydvw8fKhXq9afNGmMk/vebF0xGpWj7Nc8Jk0TRLANO3xLm3HNWXlDxvx/ddvZhun7SRrvswMWtGdK6duMKHN7Ki7MImzyhTKRsIE8UifKgnzhjYMUz9q3i62H7pIQGAwzWuWoHrZvPj5B/LryWvMWvObed1EyqQOLBzRiPkbjrBg4xEAxi3ey91Hz/iqYkHSpnTioacP8zb8zoodJ839L9p8DK8XfnxdtTCNqxfnmbcvG/afN/fxb/Hj2dKh3mdM/ekAIf96YNfcdb8zvMMXjOlSgxN/3mLuuojdDSNWFnfyDAzGOHKfaVWbr2M6BJFYx7tJ6ZgOQSRWOrasl1X7r1wp6vb+2ffLwCjryxo0oiEiIhLd4sbv+IASDRERkWinnUFFRETEeuLQiIZubxURERGr0YiGiIhINDPEobvvlWiIiIhEN02diIiIiHw4jWiIiIhEt7gzoKFEQ0REJLrFpS3INXUiIiIiVqMRDRERkegWh0Y0lGiIiIhEtzh0e6umTkRERMRqNKIhIiISzeLSYlAlGiIiItFNiYaIiIhYTRxKNLRGQ0RERKxGIxoiIiLRLQ7ddaJEQ0REJJrFpcWgmjoRERGJg549e8awYcMoX748RYsWpVGjRpw8edJcf+TIEerWrUuhQoX44osv2L59+3udR4mGiIhIdDMao+71nnr16sWZM2eYNGkS69evJ0+ePLRp04YbN25w/fp1OnToQLly5diwYQNff/01/fr148iRI5E+j6ZOREREolsMT53cvHmTw4cP89NPP1GsWDEAhg4dyqFDh9i6dStPnz7FxcWFnj17ApA9e3YuXrzIggULKF26dKTOpRENERGROCZZsmTMmzePAgUKmMsMBgMGgwFvb29OnjwZJqEoVaoUp06dwhjJJEkjGiIiItEtCkc0Kleu/Nb6ffv2hSlLnDgxFSpUsCjbvXs3N2/eZNCgQWzcuJG0adNa1KdOnRo/Pz+8vLxInjx5hONToiEiIhLdYtntradPn2bgwIF8/vnnVKxYEX9/f+LHj2/R5tX7wMDASPWtRENEROQjFt6IRWTs3buXPn36ULRoUSZMmABAggQJwiQUr97b29tHqn+t0RAREYlmBqMxyl4fYvny5XTt2pVKlSoxZ84cEiRIAEC6dOl49OiRRdtHjx6RKFEinJycInUOjWiIiIhEt1iwYddPP/3Ed999R7NmzRg8eDAGg8FcV7x4cY4fP27R/ujRoxQtWhQbm8iNUSjREBERiW6hMZtoeHh48P3331O1alU6dOjAkydPzHUJEyakWbNmuLu7M2HCBNzd3Tlw4AC7du1iwYIFkT6XEg0REZE4Zvfu3QQFBfHzzz/z888/W9S5u7vzww8/MGvWLMaPH8///vc/MmbMyPjx4yO9hwYo0RAREYl+MTx18u233/Ltt9++tU358uUpX778B59LiYaIiEh0iwVrNKKL7joRERERq9GIhoiISHSLQyMaSjRERESiWwzfdRKdNHUiIiIiVqMRDRERkehmjGUPO7EiJRoiIiLRLQ6t0dDUiYiIiFiNRjRERESiWxxaDKpEQ0REJLrFoakTJRoiIiLRLQ4lGlqjISIiIlajEQ0REZHoFodGNJRoiIiIRLfQuLOPhqZORERExGo0oiEiIhLdNHUiIiIiVhOHEg1NnYiIiIjVaERDREQkumlnUBEREbEWYxx6equmTkRERMRqNKIhIiIS3TR1IiIiIlYTh+46UaIhIiIS3bQzqIiIiMiH04iGiIhIdNPUiYiIiFiLUVMnIiIiIh9OIxoiIiLRTVMnIiIiYjVxaB8NTZ2IiIiI1WhEQ0REJLrFoWedKNEQERGJZkZNnYiIiIh8OI1oiIiIRDdNnYiIiIi1xKWpEyUaIiIi0S0OjWhojYaIiIhYjcFojEPbk4mIiEi00oiGiIiIWI0SDREREbEaJRoiIiJiNUo0RERExGqUaIiIiIjVKNEQERERq1GiISIiIlajRENERESsRomGiIiIWI0SDREREbEaJRoiIiJiNUo0RERExGqUaIiIiIjV2MV0APLxaNasGcePHw+3rnXr1vTv3/+txx87dozmzZuzb98+MmbMaI0QRWLUgAED2Lhx41vb/PXXX9EUjUjsoERDIuXLL79k8ODBYcrt7e1jIBqR2GXw4MH07t3b/L5s2bIMGjSI6tWrx2BUIjFLiYZESsKECUmVKlVMhyESKzk5OeHk5BSmTP9nJC7TGg2JMs+fP2fIkCGUK1eOfPnyUbp0aYYMGYKfn1+47f/++2/atGlDsWLFKFKkCG3atLEYVn7x4gVDhw6lVKlSFCtWjObNm/PHH39E1+WIRLkNGzZQtWpVRo8eTbFixejUqRPHjh3DxcWFO3fumNv9t8xoNDJ//nwqV65MoUKFqFOnDlu2bImpyxCJFI1oSJQZMGAADx8+ZMaMGaRIkYLTp08zaNAgcuTIQcuWLcO079WrF7lz52b9+vUEBwczbtw4unTpws8//4zRaKRdu3YkTJiQuXPn4ujoyObNm2nUqBFr1qwhb9680X+BIlHg1q1bPHr0iE2bNuHv74+np+c7j5k8eTLbtm1j2LBhODs7c+LECUaMGMGLFy9o0qRJNEQt8v6UaEikbN26ld27d1uUFStWjAULFlCmTBlKlCiBi4sLABkzZmT58uVcuXIl3L5u3brFZ599RoYMGYgXLx7ff/89N27cIDQ0lGPHjnH27FmOHj1K0qRJAVNicvr0aZYuXcoPP/xg1esUsaZOnTqRKVMmwDR68Ta+vr4sWbKESZMmUbFiRQAyZ87M3bt3WbhwoRINifWUaEikuLm50adPH4uyhAkTAtC4cWP279/Pxo0b+fvvv7l27Rp37tzB2dk53L569uzJ999/z08//YSrqyvlypWjZs2a2NjY8Oeff2I0GqlUqZLFMYGBgQQEBFjn4kSiSdasWSPc9tq1awQEBNC7d29sbF7PdgcHBxMYGIi/v7/5/6BIbKREQyLFwcGBLFmyhCkPDQ2lQ4cOXL16lZo1a1K9enXy5cvH0KFD39hXkyZN+OKLLzhw4ABHjhxh2rRpzJ49m02bNhEaGoqjoyMbNmwIc1z8+PGj9JpEotu7EoOQkBDz10ajEYApU6aEm7Tr/4PEdko0JEpcunSJgwcPsmbNGgoVKgRAUFAQt27dMg8R/9vTp0+ZOXMm7du3p27dutStW5eHDx9Svnx5jh8/Tq5cufDx8SEoKIgcOXKYjxsyZAi5c+emadOm0XZtItYUL148AHx8fMxlf//9t/lrZ2dn7OzsuHfvnsUI39KlS7l27RqjRo2KtlhF3ofuOpEokTJlSuzs7Ni5cye3b9/mjz/+oEePHjx+/JjAwMAw7ZMkScKvv/7KkCFDuHTpErdv32bVqlXEixeP/PnzU65cOfLkyUPPnj05evQoN2/eZOzYsWzYsIHs2bPHwBWKWEeuXLlIlCgR8+bN49atWxw6dIjFixeb652cnGjYsCFTp05l8+bN3L59m3Xr1jF+/HhSp04dg5GLRIxGNCRKpEmThh9++IHp06ezYsUKUqVKRcWKFWnZsiX79+8P097Ozo758+czbtw4WrZsiZ+fH3ny5GHevHlkzpwZgEWLFjF+/Hh69OiBn58f2bNnZ8aMGZQuXTq6L0/EahwdHRk/fjwTJkygevXq5M6dm/79+9O5c2dzm4EDB5IsWTKmTp3Ko0ePSJcuHd26daNt27YxGLlIxBiMryYARURERKKYpk5ERETEapRoiIiIiNUo0RARERGrUaIhIiIiVqNEQ0RERKxGiYaIiIhYjRINERERsRolGiIiImI1SjRERETEapRoiIiIiNUo0RARERGrUaIhIiIiVqNEQ0RERKxGiYaIiIhYjRINERERsRolGiIiImI1SjRERETEapRoiIiIiNUo0RARERGrUaIhIiIiVqNEQ0RERKxGiYaIiIhYjRINERERsRolGiIiImI1SjREPiFGozGmQxARsaBEQ+QfzZo1w8XFxeKVP39+KlasyMiRI3n+/LnVzr1hwwZcXFy4c+cOANOnT8fFxSXCxz948ID27dtz9+7dD47lzp07uLi4sGHDhnDrZ8+ejYuLC+fPn39jH9999x1FihTBx8fnnecbMGAAbm5u7x2viMRudjEdgEhskjdvXoYPH25+HxQUxJ9//smkSZO4dOkSK1euxGAwWD2Or7/+mnLlykW4/e+//86BAwesGNFr7u7uTJs2ja1bt1KwYMEw9YGBgWzbto0vvvgCR0fHaIlJRGIvJRoi/+Lo6EjhwoUtykqUKMHLly+ZNm0a586dC1NvDWnTpiVt2rRWP8/7SJs2LWXLlmXHjh0MGDAAW1tbi/oDBw7w7Nkz6tevH0MRikhsoqkTkQjInz8/APfu3QNM0yx9+vShW7duFC5cmFatWgEQEBDAjz/+SIUKFcifPz+1atVix44dFn2FhoYya9YsKlasSKFChejUqVOYaZnwpk42bdqEu7s7hQoVomLFikycOJHAwEA2bNjAwIEDAahcuTIDBgwwH7N27Vpq1KhhngKaPn06ISEhFv3u2bOH2rVrU7BgQdzd3bl8+fI7P4969erx5MkTjhw5EqZu48aNODs7U6xYMUJCQpg3bx41a9akYMGCFC5cmIYNG3L06NE39u3i4sL06dPf+XmcPHmSpk2bUqhQIVxdXenfvz+enp7m+tDQUCZPnoybmxv58+fHzc2NiRMnEhQU9M7rE5Goo0RDJAI8PDwAyJQpk7ls586dODg4MHv2bNq2bYvRaKRz586sWrWKVq1aMXv2bIoUKULPnj3ZtGmT+bjx48czc+ZM6tevz4wZM0iaNCkTJ0586/lXrFhB//79yZcvHzNmzKB9+/YsW7aM0aNHU7FiRTp27AjAjBkz6NSpEwBz585l6NChlC5dmjlz5tCkSRPmz5/P0KFDzf3u37+fbt264eLiwsyZM/nyyy/p27fvOz8PNzc3kiVLxtatWy3KPT09OXjwoHk0Y8KECcyaNYsGDRqwYMECvvvuO549e0b37t3x8/N753ne5MSJE7Rs2ZKECRMyZcoUBg0axPHjx2nevDn+/v4AzJ8/n5UrV9K5c2cWLVpEo0aNWLhwIbNnz37v84pI5GnqRORfjEYjwcHB5vfPnz/n+PHj5qTh1cgGQLx48Rg5ciTx48cH4PDhwxw6dIjJkydTvXp1AMqVK4efnx8TJkygZs2a+Pr6smzZMlq1akWXLl3MbR49esShQ4fCjSk0NJSZM2dSpUoVRo8ebS738/Nj+/btODk5kTlzZgDy5MlDxowZefHihfkH/JAhQwAoW7YsSZMmZciQIbRq1YqcOXMyc+ZMChYsyPjx482xAO9MfOLHj0/t2rVZt24dI0eOJGHChABs374dgK+++gqAR48e0bNnT5o1a2Y+NkGCBHTt2pW//vrrvaehJk6cSLZs2Zg7d6556qZQoULUqFGD9evX06RJE44fP07+/PmpV68eAK6urtjb2+Pk5PRe5xSR96MRDZF/OXHiBPny5TO/PvvsM3r16kX+/PmZOHGixUJQZ2dnc5IBcOTIEQwGAxUqVCA4ONj8cnNz4/Hjx1y9epWzZ88SFBREpUqVLM775ZdfvjEmDw8Pnj59StWqVS3K27Rpw4YNG4gXL16YY86cOYO/vz9ubm5hYgFTUuTv78+ff/4ZqVj+rV69erx8+ZL9+/ebyzZu3EjFihVJkSIFYEoIWrRogaenJydPnmT9+vVs2bIFMC0afR9+fn6cO3eOChUqmBPD4OBgMmXKRPbs2Tl8+DAAJUuW5PDhwzRu3JgFCxZw7do1mjZtSp06dd7rvCLyfjSiIfIv+fLlY+TIkQAYDAYSJEhAunTpwr17wsHBweL9s2fPMBqNFC1aNNy+Hz16hLe3NwDJkiWzqEuVKtUbY3r27BmA+Yd3RLw6pn379m+M5fnz5xiNxjCxpE6dOkLneHX775YtW6hevTrXrl3jzz//pHv37uY2f/zxByNHjuSPP/7A3t6eHDlykD59euD99/zw9vYmNDSU+fPnM3/+/DD1CRIkAKBt27Y4ODiwfv16JkyYwPjx48mZMydDhgyhVKlS73VuEYk8JRoi/+Lg4ECBAgXe61gnJycSJUrE0qVLw63PkiWLee+Jp0+f4uzsbK57lRiEJ3HixAAWCx0BvLy8uHjxIkWKFHnjMRMmTCBr1qxh6lOmTEnSpEmxsbHhyZMnFnVvi+W/6tevz5gxY3j27BmbNm0iTZo0lC1bFgAfHx/atm2Li4sL27dvx9nZGRsbGw4cOMDu3bvf2u9/F6z6+vqav3ZwcMBgMNCyZUtq1KgR5lh7e3sAbGxsaNKkCU2aNOHp06ccOHCAOXPm0LVrVw4fPmwxGiUi1qOpE5Eo4urqiq+vL0ajkQIFCphfV65cYebMmQQHB1OkSBESJkzIrl27LI795Zdf3tivs7MzyZIlC9Nm8+bNtG/fnqCgIGxsLP8rFypUiHjx4vHw4UOLWOzs7Jg0aRJ37twhQYIEFClShD179liMLvx7KuRdatasia2tLb/88gs7d+7E3d3dvGbixo0bPHv2jObNm5MjRw5zjAcPHgRMa0/C4+joyMOHDy3KTp8+bVGfN29ebty4YXFtOXPmZPr06Rw7dgyAhg0bmte0pEiRgrp169KkSRO8vb0jtJGYiEQNjWiIRJEKFSpQokQJOnXqRKdOnciePTvnz59n2rRplCtXjuTJkwPQqVMnpkyZgr29PaVKleLAgQNvTTRsbW3p2rUro0aNIkWKFLi5ueHh4cG0adNo0qQJSZIkMY9g/Pzzz5QvX57s2bPTtm1bpk6dio+PDyVLluThw4dMnToVg8FA7ty5AejVqxctWrSgS5cuNGjQAA8PD+bMmRPha3ZycqJq1arMmTOHu3fvWuydkS1bNhwdHZkzZw52dnbY2dmxe/du1q1bB/DGu04qVqzI9u3bKVSoEFmyZGHDhg3cvHnTok2vXr1o3749vXv3pnbt2oSEhLBo0SLOnTtnvuumRIkSLFq0iJQpU1KkSBEePnzI4sWLcXV1Nf9diEg0MIqI0Wg0Gps2bWps2rTpB7V9+fKl8fvvvzeWL1/emC9fPqObm5tx4sSJRn9/f4t2S5cuNVauXNmYP39+Y7NmzYw//fSTMVeuXMbbt28bjUajcdq0acZcuXJZHLNhwwZjjRo1jPny5TNWrlzZOGvWLGNQUJDRaDQafXx8jC1btjTmy5fP2K5dO/Mxy5cvN1avXt2YL18+42effWbs3bu38e7duxb9Hj582FivXj1jgQIFjF9++aVx//79xly5chnXr18foc/iyJEjxly5chmbN28epu7o0aPGunXrGgsWLGgsXbq0sXXr1saTJ08aixQpYhw3bpzRaDQa+/fvb6xUqZL5mMePHxu7detmLFy4sLF48eLGYcOGGdesWRPm8/j999+NjRs3NhYsWNBYrFgxY/PmzY0nTpww1wcFBRmnTZtmrFKlijF//vzG0qVLGwcPHmz09PSM0HWJSNQwGI16CpOIiIhYh9ZoiIiIiNUo0RARERGrUaIhIiIiVqNEQ0RERKxGiYaIiIhYjRINERERsRolGiIiImI1SjRERETEapRoiIiIiNUo0RARERGrUaIhIiIiVvN/yLkkOjDDZzAAAAAASUVORK5CYII=", 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G7n0r/n7uHb26nzvzeIOCgsS2e+cy3uHn54ecnBwx58M+97/nvHbtGqZNm4YDBw5ApVKhbt264ip9oZQb7fx9uoJcLhcf48681r/nedA1BQAvLy+4ubkhNTX1vn0KCwthNBrh5eUltv39ecrl1plydwql0jzvvz/WqVOn8N577+HUqVNwcXFB/fr1xet1577Z2dn/+NzulZubC4vFgs8++wyfffZZidv/Pof8Qd9vISEh+PLLL7F8+XJs2LABa9asgaenJ55//nn8+9//LjYf/36ys7NLPbKan59/3ykr3t7e4s+DZs2aISwsDE899RRefvllrF+/XpxDfKcwTUlJQe3ate/7tZKSktCiRQsAd18rqampaNCggc3+6enp8PX1LVZc38man59fimdJVLmxCCaqhKpVq4Zp06Zh4sSJ+OCDD8TRtDujRqtXr4abm1uJ+wUFBYkF1L0LhADrW+VnzpxBq1at4OHhgY4dO+LFF18s8RgPGlXq378/PvzwQ+Tl5WHr1q0YPHiweJuHhwdcXV2xZs0am/e9M3XhYUVFRWHlypVISUm579u9W7duRY0aNcS3yAHY3Bf11q1bqFWrlpjzUZ67xWLBK6+8ApVKhQ0bNiA8PBxKpRKJiYl238v5zjzojIyMYu8E/P2a2tK5c2ccOnQIer3e5oLC9evX46OPPsKGDRtKTMGxpSzPOz8/H6NGjUJYWBg2bdqEunXrQi6XY8+ePdi2bZvYz8PDw+Zz27Nnj81RXDc3N8hkMowYMcLmH4T3Ky7vp3nz5oiPj4fBYMCxY8fw7bffIiEhAY0aNUKfPn3+8f73y3/gwAGEhIQUe2fiDh8fH+Tl5T1Uvvr16yM2NhZz5sxBfHy8uOixc+fOUKvV2Lp1Kzp16mTzvocPH0ZmZqY4b7h9+/ZQqVTYs2fPfac1vPzyywBQ7Pre2Sf4zh/ZRFUBF8YRVVK9e/dGly5d8Msvv+Dw4cMAgIiICADWQq9Zs2bif5mZmfjkk0+QnZ2NunXrwsfHp8RbsT/99BNeeeUVGI1GcZV8eHi4+BhNmzbFqlWrxJ0ebOnbty8EQcAnn3yCjIwM9O/fX7ytbdu2KCwshCAIxbKdP38eixcvLjZF4mEMHToU7u7uiIuLK7bQ6Y6vvvoKhw8fxujRo8WRS8D61vS9hfDp06eRnJyMDh06iDkf5blnZWXh8uXLePrpp9GsWTOxYL5zeMGdUdM7UxLKolGjRvDw8CiRZ/v27f9435deegnZ2dlYuHBhidtu3ryJlStXon79+g9VAAMP/7xtuXTpErKzszFs2DDUr19fvE5/v29ERAT27dtXbGrFmTNn8Morr+B///tfiX9Td3d3NG7cGJcuXSr2vdagQQN8+umnpTrgZdWqVYiMjITBYIBarUaHDh0wY8YMABBH1O/9/rIlIiICJ06cKFYIZ2RkYNSoUdizZ4/N+wQFBaGwsFB8h+KfDB8+HA0bNsTKlStx5coVANbi+8UXX8SGDRuwe/fuEvfJysrCe++9h1q1aol/LHh6euLpp5/G+vXrcfr06RL32bhxI/76669ir20A4gLIe991IXJ0HAkmqsTeeust9O/fHzNnzsSPP/6IsLAw9O/fH//3f/+HlJQUNG3aFJcvX8aCBQsQEhKC2rVrQ6FQ4NVXX8X7778PPz8/REVF4fLly1i0aBFeeOEFeHl5Ydy4cRg0aBBGjx6NwYMHQ6PR4Ntvv8WOHTuwaNGi++a5sxPEV199hVatWhUb3e3WrRvatGmDcePGYdy4cahXrx5OnjyJRYsWoUuXLqU+VMDf3x+ffPIJYmNjMXDgQAwbNgz16tVDTk4OtmzZgk2bNuGFF14oNhoNWOeLjho1CmPHjkVBQQEWLFiAhg0biivqH/W5+/n5ITg4GOvWrUNgYCA8PT2xd+9eceT7znxeDw8PAMDu3bvh5eUlThsoDXd3d4waNQqLFi2Ci4sL2rZti8OHD+Prr78G8OCirGXLlpg4cSIWLlyIixcv4sknn4SPjw8uXLiAFStWQK/X2yyQy/q8balTpw7c3d2RkJAApVIJpVKJbdu2YcOGDcXuO27cODz33HMYPXq0uLvDwoUL0bx5c3Tq1Eksjg8cOIB69eqhRYsW4uLQ119/Hf379xd3gThx4kSxBXz/pH379pg3bx7Gjx+PIUOGQKFQ4JtvvoFarRYXpHp6euLWrVv3HZkeMWIENm7ciFGjRmH06NFQqVRYunQpAgMD8fjjj9v8undGbo8dO1Zs27f7USqVeOuttzBixAjMmjULy5cvBwC8+uqruHr1KsaPH4+nnnoKPXr0gIuLC86cOYNVq1ZBEAQkJCQUmxIyadIknDp1CkOHDsWQIUPQtm1bmEwm/P7771i/fj0iIyMxfPjwYl//2LFjcHFxEf8QJ6oKOBJMVInVrVsXQ4cOxblz58QC6MMPP8SLL76Ib775BqNGjUJCQgL69u2LlStXiiNmL7zwAmbPno1Dhw5h9OjRWLVqFV5++WVMnToVgHWkcd26dZDJZJg6dSpiY2Nx8+ZNLF682OaWTfd64oknYDabS/xyl8vlWL58Of71r39h2bJlGDlypLhd2oIFCx7p+bdv3x4bN25E586d8cUXX2DkyJF49913xd0T7mxHdq+IiAhERkbi7bffxqxZs9ChQwesWbNGnEdZlue+ZMkSBAQE4M0338S///1vnDhxAkuXLkXdunXFY5IbNGiAfv36Yd26df+4A8aDjB49Gq+++ip++uknjB49GkePHhUf75/mVI8dO1YskmbNmoVXXnkFX375Jbp3746NGzeW2CbsnzzM87bFw8MDS5YsgSAImDhxIqZOnYrU1FR8+eWXcHNzE+/buHFjrF27FiaTCf/+978xc+ZMPPbYY1i2bBnUajXc3d3x4osvYseOHXj55ZdhNBrRuXNnrFixAjdu3EBsbCymTp0KhUKBL774wub+t/fTqFEjJCQkID8/H5MmTcKECROQnZ2NlStXilNRBg4ciODgYIwfP77Erg0AUKNGDXz11Vfw9/fHm2++ibi4ONSoUQOrV68uNvf6XjVr1kSTJk3uO1JsS4cOHRATE4M9e/aI7/SoVCp88sknmDt3Lq5evYo33ngDr7zyCjZs2ICBAwdi48aNJQp3T09PrF27FmPHjsXevXvx2muvYfLkyTh58iTeeecdfPrppyWmBv3+++/o3r07tFrtQ+clqux4bDIRVRl3tuGydXiIIzGZTPjll1/Qrl071KhRQ2xft24dZs6ciUOHDtncVYAcy7Zt2/DWW2/h999/tznHv7JISUlBr169sGHDhmLz74kcHUeCiYgqGaVSic8++wzjxo3D9u3bceTIEaxbtw4LFy7Ek08+yQK4ioiOjkaDBg3Ed3kqq5UrV6J3794sgKnK4UgwEVUZVWUkGLBua/Xxxx/j0KFDyM3NRVBQEPr37y/OOaWq4dq1axgyZAg2btxY6nnzFeHixYsYNWoUfvzxR3h7e0sdh8iuWAQTERERkdPhdAgiIiIicjosgomIiIjI6bAIJiIiIiKnwyKYiIiIiJwOT4wDIAgCLBauD3QWcrmM19uJ8Ho7F15v58Lr7TzkchlkMpldH5NFMACZTIbc3EKYTBapo1A5Uyrl8PFx4/V2ErzezoXX27nwejsXX183KBT2LYI5HYKIiIiInA6LYCIiIiJyOiyCiYiIiMjpsAgmIiIiIqfDIpiIiIiInA6LYCIiIiJyOiyCiYiIiMjpsAgmIiIiIqfDIpiIiIiInA6LYCIiIiJyOiyCiYiIiMjpsAgmIiIiIqfDIpiIiIiInA6LYCIiIiJyOiyCiYiIiMjpVKoieNmyZRg6dOgD+2RlZeH1119HmzZt0LZtW7z33nsoKiqqoIREREREVBUopQ5wx7p167Bw4UJEREQ8sF9sbCyKioqwatUq5Obm4u2330ZhYSE++uijCkpKRERERI5O8iI4LS0N06dPx6FDh1C7du0H9j1+/DgOHz6MzZs3o169egCA999/H6NGjcKkSZMQEBBQAYmJiIiIyNFJPh3if//7H1QqFf7zn/+gRYsWD+x79OhRVK9eXSyAAaBt27aQyWQ4duxYeUclIiIiIkkIdn9EyUeCo6KiEBUV9VB909LSUKNGjWJtarUa3t7euH79eplyKBSS/z1AFeDOdeb1dg683s6F19u58HpXffLci1AlbcXWjUfQ/fVF8P1bDVhWkhfBpVFUVAS1Wl2iXaPRQK/Xl+mxPT1dynR/ciy83s6F19u58Ho7F17vKsRsAJL3Apc3AZc2oeDGZUz6OQbLDkbg4jgtfO385RyqCNZqtTAYDCXa9Xo9XF1dy/TYublFMJstZXoMqvwUCjk8PV14vZ0Er7dz4fV2LrzeVYOsMA2q5G1QJW2FKnUXZMY8AMCx5Bp4ft1onL9Zrdy+tkMVwYGBgdixY0exNoPBgOzsbPj7+5fpsc1mC0wmvoicBa+3c+H1di683s6F19vBCBYoM/6EOnkb1Cnboco4Xuxms0WGebs74p2tUTBZFAAAVxcF/PzsP+LvUEVwmzZtMG/ePFy9ehWhoaEAgMOHDwMAHnvsMSmjEREREZENMkMOVKk7oUnZBnXKr5Drbtrsd7WwFoatfw6/n3YT21q0CEBCQl+4u5ecDltWlboINpvNyMzMhIeHB7RaLVq0aIHWrVvjtddew7vvvovCwkJMmzYNTz75JLdHIyIiIqoMBAGKnPNQp2yDOnkbVOkHIBNMNrsafZrDEBKNv8xd0WPw/5CTY13jJZMBsbFtMWVKB6jVinKJWamL4OvXr6NHjx748MMPMXDgQMhkMsTHx+O9997D8OHDodFo0Lt3b8TFxUkdlYiIiMh5mXVQ3dgLze1pDor8Kza7CUo3GGp0hyE4BoaQaFhcgwAANQUBERGZ+O23KwgO9sDixb3RsWPNco0sEwTB/huvOaCsrALOKXICSqUcPj5uvN5OgtfbufB6Oxdeb+nJC5KhTtlund97Yw9kpkKb/cwedaAPjoEhJAbGgM6AQmOzX1paAebOPYB33ukMb29tsdt8fd3svh1epR4JJiIiIqJKwmKG8taR26O926DMOm2zmyBTwhjQCYaQGBiCY2D2rG+d33CbyWTBggWH0LZtELp1CxXbAwLcMG9ez3J/GnewCCYiIiIim2T6TKhTdljn96bsgNyQZbOfResPfXC0dbS3RiQEtafNfleuZGPcuC04evQ6AgPdsHv3MPj6SrPXM4tgIiIiIrISBCiy/wd18jZokrdBeeswZILt6SZGv9biaK/JryUgu/90BUEQsH79WcTF7UR+vvXMh5s3C7FvXxIef7xheTyTf8QimIiIiMiZGQugvvG7uJuDojDFZjeLyhPGoCjr/N7gXhBcHu6MhuxsHaZM2YGffjovtoWGemHp0j6IiAiyy1N4FCyCiYiIiJyMPO8y1CnboUneBtWNvZBZ9Db7mbwa3t7JIQZG/w6AXFWqr7NvXxLGj9+C1NR8sW3QoCaYNSuyXPb+LQ0WwURERERVncUIVfqB2ye1bYMy57zNboJcA2NgZ3E3B4tHnUf6cgaDGR99tB/x8UdwZx8yLy8N5s/vhf79pZn+8HcsgomIiIiqIFlROtQpv0KTsg2q1J2QG3Nt9jO7BsNwe1GbIbAboHKz2a80rl/Px4oV/xUL4E6dQhAf3wfBwR5lfmx7YRFMREREVBUIFigz/ivO7VVmHIcMJY+DEGRymKq1gSEkBvrgGJh9mhbbwsweQkO98OGHkZg8eQfi4jph3LgIyOX2/RplxSKYiIiIyEHJDLlQXd9lneaQ+isURWk2+1nUPjAE97TO7w3qAUHrZ9ccGRlFcHFRwtX17pzhQYOaoH37ENSp423Xr2UvLIKJiIiIHIUgQJGbKI72qtL3Q2Yx2uxq8mkKQ3AM9CExMFWLAOTlU/bt3HkFsbHb0KdPPcyde/ewC5lMVmkLYIBFMBEREVHlZtZDlfaHde/elG1Q5F222U1QusIQ2O323r3RsLiFlGssnc6EmTP3Yvny4wCA1atPomfPOoiJqVeuX9deWAQTERERVTLywlSok7dbR3yv74bMVGCzn9m9NgzB0dCHxMAY2AVQaCsk35kzNzF27GacPZshtkVGhqJly8AK+fr2wCKYiIiISGoWM5QZR61ze5O3Q5V10mY3QaaE0b+DeFKb2auh3Re1PTCmRcDnnx/HjBl7odebAQAajQLTpnXByJGtKt3itwdhEUxEREQkAZk+C+rU36yjvSk7INdn2Oxn0VaHIbgX9MExMAZFQVB7VXBSq7S0fMTGbsOuXVfFtvDwakhI6Ivw8GqSZCoLFsFEREREFUEQoMg+e3dR281DkAlmm12Nfq3EvXtNfq0BmbyCwxZ38WIW+vX7BhkZRWLb6NGt8fbbnaHVOmY56ZipiYiIiByBqRDqG7/fPqltOxQFSTa7WVQeMNaItG5hFtwLFtfKNbe2dm0vhIX5Yf/+ZPj7u+HTT2MQGVlb6lhlwiKYiIiIyI7k+dfE44nVN36HzKyz2c/kWd9a9IbEwOjfEVCoKzjpw1Mo5Fi8uA8++OAPzJjRHX5+LlJHKjMWwURERERlYTFClX4I6hTrbg7K7LM2uwlyNYwBncST2iyelXMrMbPZgsWLj6Jt22C0bx8stgcHe2DJkj4SJrMvFsFEREREpSTT3bIWvcnboU79DXJjjs1+Zpca4txeQ43ugMq9YoOWUkpKHiZM2IJ9+5JRq5Yndu4cCk9PjdSxygWLYCIiIqJ/IghQZp4QF7Upbx2DDELJbpDBVC1C3MLM5Nu8QrcwK4uffjqHyZN3ICdHDwBISsrFnj1X8fjjDSVOVj5YBBMRERHZIDPmQXV9991FbUU3bPazqL1hCIoSF7UJWsfaLiwvT4+33tqFb789I7YFB3tg8eLe6NixpoTJyheLYCIiIqLbFLmJYtGrSvsDMovRZj+Td+Pbi9qiYazeDpA7Zkl15Egqxo3bgqtX707nePLJMMyZ0wPe3hVz+pxUHPOKEREREdmD2QBV2r670xzyLtrsJii0MAR2uz3NIRoW91oVHNS+TCYLFiw4hI8/Pgiz2Tqtw91djdmzo/DMM+GQOcgUjrJgEUxERERORV54Q9zJQZW6C3JTvs1+ZrdaMIREW0d8A7sCSsffFuyOq1dz8Omnh8UCuE2bICxZ0gehodKcRicFFsFERERUtQkWKG8duz3aux2qzP/a7iZTwOjfXty71+zVyGEWtZVWvXo+mD69K955ZzcmT+6AiRPbQqmU9lS6isYimIiIiKocmSEb6tSd1vm9qb9Crrtls59F4wdDcC9r4RsUBUHjU8FJK0Z2tg4uLkpoNHdLv5deaolOnWqiUSPHWshnLyyCiYiIyPEJAhQ558ST2lTpByATzDa7Gn1biHv3mvweA+SKCg5bsfbtS8L48VvQv38Y3n+/m9guk8mctgAGWAQTERGRozIWQZm0HdprW6xbmOVftdlNULrBUCPy7qI21xoVHFQaBoMZH320H/HxRyAIQELCMURF1Ub37qFSR6sUWAQTERGRw5DnJ0Gdsh2a1O3A9d3wMBXZ7GfyqCseWGEM6AQoquapZ/eTmJiJMWM24+TJdLGtU6cQNGjgK2GqyoVFMBEREVVeFhOUN49Ac2cLs+z/2ewmyFUw+ney7uYQEgOzZ4MKDlo5CIKANWtOYdq03SgqMgEAVCo54uI6Ydy4CMjlVXOh36NgEUxERESVikyXAXXqr7cXtf0GuSHbdke3QOiDoqELioYxKBKCyqNCc1Y2t24VYtKkX7F16929juvX90FCQl80bx4gYbLKiUUwERERSUsQoMg6Bc3tRW3KW0chEywlu0EGU7XWMATHwBzaB571O6IwuwgmU8m+ziYxMRNPPvkd0tMLxLYRI1rg3Xe7wtVVJWGyyotFMBEREVU8Yz7U1/dY9+5N2Q5FYarNbhaVJwxBPazTHIKiIbhUBwDrnrYy59rX9kFCQ71Qs6YH0tML4OfngoULoxETU0/qWJUai2AiIiKqEPK8S9bR3uRtUKX9AZnFYLOfyStMPLDC6N8ekHMk85+oVAosWdIXM2bsxYcfRiEgwE3qSJUei2AiIiIqH2YDVOkHbp/Utg3K3As2uwlyDQw1uloL3+BoWDxqV2xOB2OxCPj88+No1y4YLVrcnetbp443Vq58XMJkjoVFMBEREdmNrCgN6pRfoUneBtX1nZAb82z2M7uGWLcwC4mGIbAboHSt4KSOKS0tH7Gx27Br11XUr++DX38dAjc3jpQ/ChbBRERE9OgEC5QZx++e1JZx3HY3mRym6u2gvz3NwezdGJBxu67S2LIlEZMm/YqMDOveyImJWdi58zIef7yhxMkcE4tgIiIiKhWZIQeq67tu7+bwK+S6dJv9LGofGIJ7WUd8g3pA0PCghkdRUGDE9Ol7sGbNSbEtIMANn37am6e/lQGLYCIiInowQYAi98Ld0d60/ZAJJptdTT7NoL99UpupWgQgV1Rw2KrlxIk0jBmzGRcvZoltffrUw8cfR8PPz0XCZI6PRTARERGVZNZBdeMPqFO2QZO8DYr8Kza7CUpXGAK73z6iOBoWt+CKzVlFmc0WLF58FLNn7xf3QXZ1VWLmzEi88EJTyDiVpMxYBBMREREAQF6QAnXKduuI743dkJkKbfYzu9cWR3uNgZ0BhbaCk1Z9iYlZ+OijuwVwy5YBWLq0L+rV85E4WdXBIpiIiMhZWcxQ3joCdcp2aJK3QZl1ymY3QaaEMaCjuHev2bMBF7WVs7AwP7zxRkd88MEfmDixLaZM6QCVilNL7IlFMBERkROR6TOhTtlx+6S2HZAbsmz2s2irwxAcDX1IDIw1IiGovSo4qXPJzzdAo1EUK3THj49At26hxfYCJvthEUxERFSVCQIU2f+DOtk6t1d56zBkgsVmV6NfK3G01+TXiscSV5AjR1IxbtwWPPVUI7z5ZiexXaGQswAuRyyCiYiIqhpTIdTX99w+qW07FIXJNrtZVB4w1oi6Pb+3FwQXFlwVyWSyYMGCQ/j444MwmwUsXHgYkZG10a4dFxdWBBbBREREVYA874q4k4Pqxl7ILHqb/UyeDW7v5BADo38HQKGu4KQEAFeuZGPcuC04evS62PbYYzUQGOguYSrnwiKYiIjIEVmMUKUfFPfuVeacs9lNkKthDOgMQ0gM9CExsHjUreCgdC9BELB+/VnExe1Efr4BAKBQyDB5cgdMnNgWSiWnoFQUFsFEREQOQlZ0E+rU7VAnb4c6dSfkxhyb/cyuQeLcXkNgV0DF0cXKIDtbh6lTf8PGjXf/YAkN9cLSpX0QEREkYTLnxCKYiIioshIsUGaeuDvae+tPyCCU7CaTw1StjXW0NzgGZp+m3MKskklMzMQzz3yPlJQ8sW3QoCaYNSsS7u6ckiIFFsFERESViMyYB1XqrttbmG2HoijNZj+L2huGoJ7W0d6gnhC0fhWclEqjZk1PeHlpkJKSB29vDebN64X+/RtKHcupsQgmIiKSmCL3gnW0N3k7VOn7ILMYbfYzeTcRR3tN1dsAcv4adxQajRLLlv0L7733O+bN64mgIA+pIzk9vnqIiIgqmlkPVdq+21uYbYMy75LNboLCBYYa3azze4OjYXGvWcFB6VEIgoA1a06hXbsgNGpUTWwPC/PDV18NkDAZ3YtFMBERUQWQF16HOmW7dcT3+i7ITAU2+5ndQ2EIjrZOcwjoAihdKjgplcWtW4WYNOlXbN16EY0bV8O2bc9Do2G5VRnxqhAREZUHixnKjKPWnRxStkOVecJmN0GmgNG/g7ibg9krjIvaHNTOnVcQG7sN6enWP3DOnLmF7dsv4fHHOfe3MmIRTEREZCcyfRbUqb/dXtS2A3J9hs1+Fm01GIJ63V7UFgVB7V2xQcmudDoTZs7ci+XLj4ttfn4uWLgwGjEx9SRMRg/CIpiIiOhRCQIU2WfFub2qm4cgE8w2uxp9W8IQEg1DcAxM1R4DZDwUoSo4c+Ymxo7djLNn7/7BExVVG598EoOAADcJk9E/YRFMRERUGqYiqG/sub13769QFFyz2c2idIcxKPLuojbXwAoOSuXJYhHw+efHMWPGXuj11j98NBoFpk/vipEjW0LGKS2VHotgIiKifyDPvyYeWKG+8TtkZp3NfiaPetYpDsExMAZ0BBSaCk5KFeWvv25h2rQ9sFish5eEh1dDQkJfhIdX+4d7UmXBIpiIiOjvLCaobh66e1Jb9lmb3QS5CsaAzuJuDmbP+hUclKTSuHF1vPZaO8yffxCjR7fG2293hlbLssqR8GoREREBkOkyrFuYpWyDOnUn5IZsm/3MLoFi0Wus0R2CioceOIPCQiM0GgUUirtzuV9/vT26dQtF+/bBEiajR8UimIiInJMgQJl58u6BFbeOQgahZDfIYKoWIU5zMPk25xZmTubEiTSMGbMZgwc3QWxsW7FdqZSzAHZgLIKJiMh5GPOhvr779jSH7VAUXbfZzaL2hiEo6vaitl4QtJzn6YzMZgsWLz6K2bP3w2SyYPbs/ejWLRQtWgRIHY3sgEUwERFVafLci9Dc2cIsbR9kFoPNfibvcPHACmP1doCcvyKdWUpKHsaP34L9+5PFtiZNqsPdXS1hKrInvsKJiKhqMRuguv7H3UVtuYk2uwkKLQyBXW8XvtGwuIdWcFCqrH766RwmT96BnBw9AOvsl9jYtpgypQPUaoXE6cheWAQTEZHDkxWlQX39VyBtB7yv/AqZMc9mP7NbTXFRmyGwK6B0reCkVJnl5enx1lu78O23Z8S24GAPLF7cGx071pQwGZUHFsFEROR4BAuUGX+Kc3tVGXePq713yZogU8BYvZ24qM3sHc5FbWTTxYtZeO65H3DtWo7Y9uSTYZgzpwe8vbUSJqPywiKYiIgcgsyQDXXqTmvhm/or5LpbNvtZNL4wBPeyTnMI6gFB41PBSckR1ajhDrXauv2Zu7sas2dH4ZlnwnnyWxXGIpiIiConQYAi55w4t1eVfhAywWSzq9GnOUy1YuDSeAByNE1gsrBwodJxdVUhIaEvpk/fg4ULYxAa6iV1JCpnLIKJiKjyMOugvvH73S3M8q/a7CYo3WCo0f3uojbXICiVcrj4uAFZBYDFUsHByZEIgoDvvjuLiIgaqFv37jsFzZsH4IcfnuHor5NgEUxERJKSFySLo73q63sgMxfZ7Gf2qAP9nS3MAjoDCk0FJ6WqIDtbh6lTf8PGjefQunUgfv75OahUd3d8YAHsPFgEExFRxbKYoLx5RNy7V5n9P5vdBJkSxoBOdxe1edbnojYqk337kjBhwlakpFh3D/nzzxvYuvUiHn+8ocTJSAosgomIqNzJdBlQp+64vahtB+SGbJv9LFp/6G9vYWasEQlB7VmxQalKMhjMmDNnPz799AiE2ydje3trMG9eLxbAToxFMBER2Z8gQJF1+u5o760jkAm25+ka/VqLo70mv5aATF6xWalKS0zMxJgxm3HyZLrY1rlzTcTH90ZQkIeEyUhqLIKJiMg+jAVQ39hzd1FbYYrNbhaVJwxBPWAIiYYhqBcEF/8KDkrOQBAErF17Cv/3f7tRVGTdVUSlkiMurhPGjYuAXM6pNc6ORTARET0yed5lqJO3QZOyDaobf0Bm0dvsZ/IKu72TQwyM/u0BuaqCk5KzOX36JiZP3iF+Xr++DxIS+qJ58wAJU1FlwiKYiIgensUIVfoBcTcHZc55m90EuQbGwC7Qh8TAEBwNi0edCg5Kzq5ZM3+MG/cYliw5hhEjWuDdd7vC1ZV/fNFdkhfBFosF8fHx+O6775CXl4c2bdpg2rRpqFnT9hndGRkZmDVrFvbt2wdBENCxY0e8+eabCAjgX3ZEROVBVpQOdcqv1tHe1J2QG3Nt9jO7Botzew2BXQGVWwUnJWem15ugViuKbXEWF9cJkZG10a1bqITJqLKSCcKddZLSiI+Px5dffonZs2cjMDAQc+fORXJyMn7++Weo1eoS/YcOHQqTyYRp06ZBEAS89957MJvN2LBhQ5lyZGUVwGTi5upVnVIph4+PG6+3k+D1fkSCBcqM43dPass4brubTA5TtbbW0d6QGJi9m0i6hRmvt3O593qfPJmGsWO3YOjQZhg1qpXU0agc+Pq6QaGw76JZSUeCDQYDVq5cicmTJ6N79+4AgAULFqBLly7Yvn07+vXrV6x/bm4uDh8+jKVLlyI8PBwA8Morr2DcuHHIzs6Gt7d3BT8DIqKqQWbIher6TmiSt0Gd8ivkunSb/SxqHxiCe1pHe4N6QND6VXBSorssFgEJCcfw3nu/Q6834733fkfnzjXRqFE1qaORA5C0CP7rr79QUFCADh06iG2enp5o3Lgxjhw5UqII1mq1cHNzw8aNG9G2bVsAwE8//YQ6derA05N7SRIRPTRBgCL3wt3R3rT9kAkmm11NPk1hCI6BPiQGpmoRgFzymXREuHEjH4MH/4ht2y6KbXXr+vDEN3pokv4ku3HjBgCgRo0axdr9/f3F2+6lVqsxe/ZsTJs2DREREZDJZPD398eXX34JubxsQ+T2HmKnyunOdeb1dg683n9j0kF54w+okrdClbQNirzLNrsJSlcYa3SHsWYMjCExENxDxNsqc/nL6+08Nm9OxMSJ25CRcfeI7bFjH8P//V8XaLWV+buUHlV5/G0j6XdKUZH1m/fvc381Gg1ycnJK9BcEAWfPnkWrVq0watQomM1mLFiwAOPGjcPXX38Nd3f3R87i6enyyPclx8Pr7Vyc+nrnpQCXNwGXNgFXdwCmQtv9vOoAdf4F1P0XZDW7Q63UouSqDMfg1Ne7iisoMOD117dj2bJjYluNGu5YtepJREfXkzAZOSJJi2CtVgvAOjf4zscAoNfr4eJS8ofYli1b8OWXX2LXrl1iwZuQkIDIyEhs2LABI0aMeOQsublFMJu5kKKqUyjk8PR04fV2Ek55vS1mKG4egSppK1TJ26DMPGWzmyBTwhTQAcaavWGsGQOLV9jdoZY8M4CCistsJ055vZ1IYmImnn/+RyQmZoltTzwRhgULesHbW4usLMf7nqWH5+XlUuZ3/f9O0iL4zjSI9PR01KpVS2xPT09HWFhYif5Hjx5FnTp1io34enl5oU6dOrh69WqZspjNFq4mdiK83s6lql9vmT4T6tTfrPN7U3dArs+02c+irQ5DcC/og2NgDIqCoPa6e6NZACDpZkF2U9Wvt7Py83OBwWC9rq6uSnzwQRQmTmyP7OxCXm8nUB57mUlaBDdq1Aju7u44dOiQWATn5ubizJkzGDJkSIn+gYGB2LRpE/R6PTQaDQCgsLAQycnJ6N+/f4VmJyKSjCBAkX1GPKlNefMQZILtIsDo1wqG4GgYQmJg8msNyDhflhyTh4cGS5f2wbRpuxEf3wdhYX5cBEdlImkRrFarMWTIEMybNw++vr4IDg7G3LlzERgYiOjoaJjNZmRmZsLDwwNarRZPPvkkVqxYgX//+9+YOHEiAGDhwoXQaDQYOHCglE+FiKh8mQqhvrEH6uTtUKdsh6IgyWY3i8oDxhqR1i3MgnvB4hpYwUGJ7OM//zmP1q0DERJyd/enNm2CsHnzYBa/ZBeSL6GMjY2FyWTCO++8A51OhzZt2mDFihVQqVRITk5Gjx498OGHH2LgwIHw9/fHV199hblz52L48OGQy+WIiIjAV199BQ8PD6mfChGRXcnzr4pbmKlv7IXMrLPZz+RZ31r0hsTA6N8RUDjqkjYiIC9Pj7fe2oVvvz2Djh1D8P33Txfb8YMFMNmL5CfGVRY8Ycg58EQp5+Jw19tihCr9kLXoTd4GZc5fNrsJcjWMAZ1hCImGPjgGFk+uigcc8HpTCUeOpGLs2C24du3uDlFffPE4/vWvBiX68no7lyp3YhwRkbOT6W5BnbLdOs0h9TfIjSW3hwQAs0sNGEJirCO+NboBqkffEpKosjGZLPj444NYsOAQzGbr2Jy7uxqzZ0ehb9/6EqejqopFMBFRRRIsUGaevDvae+sYZDZ2ZRAgg6l6G/GkNrNPs/LZLZ5IYleuZGPcuC04evS62NamTRCWLOmD0FCvB9yTqGxYBBMRlTOZMQ+q1F3WwjflVyiKSp6ICQAWtTcMQT2sI75BvSBo/So4KVHFEQQB69efRVzcTuTnGwAACoUMr7/eHv/+dzsoldzJhMoXi2AionKgyL1gXdSWvB2q9H2QWYw2+5m8G99d1Fa9LSDnj2VyDidOpOHVV7eKn4eGemHp0j6IiAiSMBU5E/60JSKyB7MeqrR9d6c55F2y2U1QaGEI7HZ7fm80LO61bPYjqupatgzEiBEtsGrVCQwa1ASzZkXC3Z07m1DFYRFMRPSI5IXXby9q2wbV9d2Qm/Jt9jO71YIhJNo64hvYFVCWPBaeqKozGs1QKuXFtjh7992uiIqqjd69ucMJVTwWwURED8tihjLj2O29e7dDlXnCZjdBpoDRv704zcHs1YiL2sipJSZmYsyYzXjxxRZ44YVmYrurq4oFMEmGRTAR0QPIDNlQp/wmLmqT6zNs9rNo/GAI7mUtfIOiIGh8KjgpUeUjCALWrj2F//u/3SgqMuHtt3ejQ4cQ1K3L1wdJj0UwEdG9BAGKnL/Ek9pU6QchE8w2uxp9W8AQHA1DSAxMfo8BckUFhyWqvG7dKsSkSb9i69aLYltQkDt0OpOEqYjuYhFMRGQqgvrG77cXtW2HouCazW6C0g2GGpF3F7W51qjgoESOYefOK4iN3Yb09AKxbcSIFnj33a5wdVVJmIzoLhbBROSU5PlJ4k4O6hu/Q2YustnP5FFXPKnNGNAJUGgqOCmR49DpTJg5cy+WLz8utvn5uWDhwmjExHDuL1UuLIKJyDlYTFDdPCxOc1Bmn7HZTZCrYPTvZN3NISQGZs8GFRyUyDFdupSFF1/8D86evTtvPiqqNj75JAYBAW4SJiOyjUUwEVVZMt0t4MyPcPvrJyhTdkBuyLbZz+wSYJ3bGxwDY1AkBJVHxQYlqgJ8fLTIztYDADQaBaZP74qRI1sW2xKNqDJhEUxEVYcgQJF1Cpo7o703jwAQ8Pft9wXIYKrWWtzCzOTbApDxiFaisvDxccGnn/bG9Ol7sGRJH4SHV5M6EtEDsQgmIsdmzIf6+p7bW5hth6Iw1WY3i8oThqAe1mkOQdEQXKpXcFCiqmXbtoto2TKw2FSHrl1r4bffhkAu5+gvVX4sgonI4chzL0Jze1GbKm0fZBaDzX5m70ZQ1H8cedWjoPNrC8i5Kp2orAoKjJg+fQ/WrDmJyMhQfP31wGJFLwtgchQsgomo8jMboErff3dRW26izW6CXANDja7WaQ7B0ZD71IWPjxtMWQWAyVLBoYmqnhMn0jBmzGZcvJgFANi16yq2bbuIPn3qS5yMqPRYBBNRpSQrSoMmebv1wIrruyA35tnsZ3YNsW5hFhINQ2A3QOkq3sZZvkT2YTZbsHjxUcyevR+m239QuroqMWNGdx57TA6LRTARVQ6CBcqMP2+P9m6HKuO47W4yOUzV20F/e1Gb2bsxwNXnROUmJSUP48dvwf79yWJbixYBSEjoi3r1ePwxOS4WwUQkGZkhB6rUndb5vSm/Qq67abOfRe0DQ3Av64hvUA8IGt8KTkrknDZuPIcpU3YgJ8e69ZlMBsTGtsWUKR2gVvOYcHJsLIKJqOIIAhQ558WT2lTpByATTDa7mnyaQX/7pDZTtQhAzl+4RBXp2LHreOWVTeLnwcEeWLy4Nzp2rClhKiL7YRFMROXLrIPqxt7be/duhyL/is1ugtIVhsDut48ojobFLbhicxJRMY89VgPPPtsY69efwZNPhmHOnB7w9tZKHYvIblgEE5HdyQtSxNFe9Y09kJkKbfYzu9cWR3uNgZ0BBX/BEknFbLZAoSi+nPTDDyPRs2cdPPFEQ578RlUOi2AiKjuLGcpbR+6e1JZ12mY3QaaEMaCjeFKb2bMBF7URVQJXrmRj3LgtePnlVhgwoJHY7uGhwZNPhkmYjKj8sAgmokci02dCnbLj9kltOyA3ZNnsZ9FWhyE4GvqQGBhrREJQe1VwUiK6H0EQsH79WcTF7UR+vgHnz2eiTZsghIR4Sh2NqNyxCCaihyMIUGT/D+rkbdAkb4Py1mHIBNsHUBj9WomjvSa/VoCMO/YSVTbZ2TpMmbIDP/10Xmzz8dEiK0vHIpicAotgIro/YwHUN34X5/cqClNsdrOoPGCsEXV7fm8vCC4BFRyUiEpj374kjB+/Bamp+WLboEFNMGtWJNzd1RImI6o4LIKJqBh53mWoU7ZDk7wNqht7IbPobfYzeTa4vZNDDIz+HQAFf3ESVXYGgxkffbQf8fFHIAjWNm9vDebN64X+/RtKG46ogrEIJnJ2FiNU6Qdun9S2Dcqc8za7CXI1jAGdYQiJgT4kBhaPuhUclIjK4sqVbIwa9QtOnkwX2zp3ron4+N4ICvKQMBmRNFgEEzkhWVE61Cm/QpOyDarUnZAbc232M7sGiXN7DYFdAZV7BSclIntxdVUhNTUPAKBSyREX1wnjxkVALucOLeScWAQTOQPBAmXGf8W5vcqM45BBKNlNJoepWhvraG9wDMw+TbmFGVEV4e/vhoULY/Dee79j6dI+aN6cc/fJubEIJqqiZIZcqK7vsk5zSP0ViqI0m/0sam8YgnpaR3uDekLQ+lVwUiIqD7t3X0Xz5v7w9XUR26Kj6yIyMhQqFY8hJ2IRTFRVCAIUuYniaK8qfT9kFqPNribvJuJor6l6G0DOHwVEVYVOZ8LMmXuxfPlx9O1bH1988Xix095YABNZ8TcfkSMz66FK+8O6d2/KNijyLtvsJihcYKjRzTq/NzgaFveaFRyUiCrCmTM3MXbsZpw9mwEA2Lw5ETt2XEavXlzISvR3LIKJHIy8MBXq5O3WEd/ruyEzFdjsZ3YPhSE42jrNIaALoHSx2Y+IHJ/FIuDzz49jxoy90OvNAACNRoHp07uiZ886EqcjqpxYBBNVdhYzlBlHrXN7k7dDlXXSZjdBpoDRv4O4m4PZK4yL2oicQFpaPmJjt2HXrqtiW3h4NSQk9EV4eDUJkxFVbiyCiSohmT4L6tTfrKO9KTsg12fY7GfRVoMhqNftRW1RENTeFRuUiCS1detFvPbadmRkFIlto0e3xttvd4ZWy1/xRA/CVwhRZSAIUGSfvbuo7eYhyASzza5G35YwhETDEBwDU7XHAJm8gsMSUWVw+HAqhg37Sfzc398Nn34ag8jI2tKFInIgLIKJpGIqhPrG77dPatsORUGSzW4WpTuMQZF3F7W5BlZwUCKqjNq0qYHHH2+An3++gN6962HBgmj4+XHuP9HDYhFMVIHk+dfE44nVN36HzKyz2c/kUc86xSE4BsaAjoBCU8FJiaiyEQSh2FZnMpkM8+b1RK9edfHcc42L3UZE/4xFMFF5shihSj8EdYp1Nwdl9lmb3QS5CsaAzuJuDmbP+hUclIgqs5SUPEyYsAWjRz+G3r3rie0+Pi4YNKiJhMmIHBeLYCI7k+luWYve5O1Qp/4GuTHHZj+zS6BY9BprdIeg8qjgpETkCDZuPIcpU3YgJ0ePv/7KQKtWQxEQ4C51LCKHxyKYqKwEAcrME+KiNuWtY5BBKNkNMpiqRYjTHEy+zbmFGRHdV16eHnFxu7B+/RmxTatVIi2tgEUwkR2wCCZ6BDJjHlTXd99d1FZ0w2Y/i9obhqCo24vaekHQcs9OIvpnR46kYuzYLbh27e47SU8+GYY5c3rA21srYTKiqoNFMNFDUuQmikWvKm0fZBaDzX4m73DxwApj9XaAnC8zIno4JpMFCxYcwscfH4TZbH1Hyd1djdmzo/DMM+Fc/EZkR/ztTHQ/ZgNUafvuTnPIu2izm6DQwhDY9XbhGw2Le2gFByWiqiApKRejR2/C0aPXxbY2bYKwZEkfhIZ6SZiMqGpiEUx0D3nhDXEnB1XqLshN+Tb7md1qiovaDIFdAaVrBScloqpGLpfhwoVMAIBCIcPrr7fHv//dDkolD8QhKg8sgsm5CRYobx27Pdq7HarM/9ruJlPAWL2duKjN7B3ORW1EZFfBwR6YN68nZs78A0uX9kFERJDUkYiqtEcugi9evIh9+/YhPT0dQ4cORVJSEho1agR3d65YpUpOlw3Vpf/A5dpWqFN/hVx3y2Y3i8YXhuBe1mkOQT0gaHwqOCgRVWUHDiSjSZPq8PS8exjOE0+EISamHrRajlERlbdSv8osFgumTZuG77//Xjy9pk+fPliyZAmuXbuGL7/8EoGBPNaVKhFBgCLnHNTJ26BJ3QakHYC7YLbZ1ejTHIYQ6zQHk18EIFdUcFgiquoMBjM++mg/4uOP4KmnwrFkSZ9it7MAJqoYpX6lLVmyBD///DNmzpyJ7t27o1OnTgCAKVOmYPz48ViwYAE++ugjuwclKi1F9l9wOfeZdQuz/Ks2+whKNxhqdL+7qM2Vbz8SUflJTMzEmDGbcfJkOgBgw4azePrpcERF1ZY2GJETKnUR/P333yM2NhZPPfUUzOa7o2nh4eGIjY3FvHnz7BqQ6JEYC+C9va/tqQ7e9aALioYuKBrGgM6AQlOyDxGRHQmCgDVrTmHatN0oKjIBAFQqOeLiOqF7d+4oQySFUhfBt27dQnh4uM3bAgICkJubW+ZQRGWlvfKDWAALMiWMAZ1gCImBObQ3vEJboii7ECaTReKUROQMbt0qxKRJv2Lr1rvbLNav74OEhL5o3jxAwmREzq3URXBoaCj27NmDjh07lrjt8OHDCA3lX7QkPe35FeLH2b23wlS9LQBYtxrirg5EVEF27ryC2NhtSE8vENtGjGiBd9/tCldXlYTJiKjURfDw4cMxbdo0GI1GREZGQiaT4erVqzh06BBWrlyJN998szxyEj00ZcZxqDL+BAAYfVvAVK2NxImIyBkdPJiCQYN+ED/383PBwoXRiImpJ2EqIrqj1EXwM888g8zMTCxduhRff/01BEHApEmToFKpMGrUKAwePLg8chI9NO35L8SPdQ1f4sgvEUmiXbsg9OxZBzt2XEZUVG188kkMAgLcpI5FRLfJBEEQHuWO+fn5OH78OLKzs+Hp6YkWLVrA29vbzvEqTlZWAeeIVgEyQw78NjSCzFQAi8oDmU//BUHlId6uVMrh4+PG6+0keL2di9TX+862ofdKTy/Apk2JGDGieYnbqGykvt5UsXx93aBQ2Pf0xFI/WlxcHJKSkuDu7o4uXbrg8ccfR7du3eDt7Y1Lly5hzJgxdg1IVBqaS+shM1nn3unrPFusACYiKi9pafl4/vkfsWdP8e0Y/f3d8OKLLVgAE1VCDzUdIjU1Vfx448aN6NmzJxSKkocI/P7779i/f7/90hGVhiDA5fxK8dOihi9JGIaInMXWrRfx2mvbkZFRhNOnb2LPnmHw9XWROhYR/YOHKoLfe+89/P777+LnEyZMsNlPEATx8Ayiiqa8eRjK7P8BAIzV28Ls20ziRERUlRUUGDF9+h6sWXNSbBME4Nq1HBbBRA7goYrg999/H/v374cgCHjrrbcwduxY1KpVq1gfuVwOT09PtGvXrlyCEv0Tl3u2ReMoMBGVpxMn0jB27GYkJmaJbb1718OCBdHw82MBTOQIHqoIDggIwIABAwAAMpkM3bp1g6+vb7kGIyoNmS4Dmis/AgAsam/oQwdInIiIqiKz2YLFi49i9uz94mIsV1clZszojiFDmnHuL5EDKfUWaQMGDIBer8fJkydhMBhwZ3MJi8WCoqIiHD16FJMnT7Z7UKIH0V76GjKLHgCgqz8EUHIkhojsKzU1D+PHb8G+fcliW4sWAUhI6It69XwkTEZEj6LURfChQ4cwceJE5OTk2Lzdzc2NRTBVLEGA9tzdqRC6Bi9KGIaIqiq93oz//jcNgHX78djYtpgypQPU6pILxYmo8iv1FmkLFiyAj48PFi1ahJ49eyI6OhoJCQl4/vnnIZPJ8Nlnn5VHTqL7Ut34Hcq8iwAAQ2A3mL0aSJyIiKqiOnW88eGHUQgO9sCPPz6Dt9/uzAKYyIGVeiT43LlzmDlzJnr16oW8vDx888036NatG7p16waj0YilS5di+fLl5ZGVyCYtt0UjonLw55/XERZWDW5uKrHtuecao1+/BnB3V0uYjIjsodQjwRaLBQEBAQCA0NBQXLhwQbwtJiYGZ86csV86on8gK0qD5trPAACL1h+Gmv+SOBEROTqTyYK5cw/gX//6BtOn7yl2m0wmYwFMVEWUugiuVasWzp07BwCoU6cOioqKcOnSJQCAyWRCQUGBfRMSPYBL4lrIBBMAoKjBMEDBX05E9OiuXMlG//7fYu7cAzCbBaxZcxJ7916TOhYRlYNST4d4/PHHMW/ePAiCgCFDhqBp06aYMWMGhg4dioSEBNSvX788chKVZDFDe34VAECADLoGw6XNQ0QOSxAErF9/FnFxO5GfbwAAKBQyvP56e3ToECJxOiIqD6UugkeNGoWsrCycOHECQ4YMwfTp0/Hyyy9j3LhxcHd3x9KlS8sjJ1EJ6tRfoSiwjtAYgnvB4h4qcSIickTZ2TpMnfobNm48J7aFhnph6dI+iIgIkjAZEZWnUhfBcrkcb7zxhvh5s2bNsGPHDly6dAl169aFu7u7XQMS3c+9C+J0DUdKmISIHNW+fUmYMGErUlLyxLZBg5pg1qxIzv0lquJKPSfYFnd3dzRv3hx5eXmYOHGiPR6S6IHk+degTt4GADC7hsAQHC1xIiJyNAcOJGPgwO/EAtjbW4PPP++HRYtiWAATOYGHKoLNZjPmz5+PTp06oXPnzpg3bx7MZrN4u8FgwOLFi9G3b19s37693MIS3aG9sBoyWE8r1DUcDsi5VycRlU67dsHo1KkmAKBz55rYvXsY+vdvKHEqIqooDzUdYtGiRfjss8/QsmVLuLu7Y8WKFXB3d8eYMWNw7NgxxMXF4dq1awgNDcVbb71V3pnJ2VmM0CauAQAIMgV09YdJHIiIHJFcLkN8fG/89NN5jB7dGnK5TOpIRFSBHqoI3rZtGx5//HHMnTsXAPDZZ5/h66+/RlhYGF599VWoVCq8/vrrGDFiBFQq1T88GlHZqJM2Q1FkPbrUUPNfsLjWkDgREVV2t24VYvLkHRgz5jG0bx8stgcFeWDs2MckTEZEUnmo6RBpaWno16+f+Hn//v2RmpqKqVOn4rHHHsOmTZvw8ssvswCmCuHCE+KIqBR27ryC7t3XYvPmRIwfvwW5uXqpIxFRJfBQRXBRURF8fHzEz319fQEA7dq1w6pVqxAU9OhbyFgsFixatAhdunRBy5Yt8fLLLyMpKem+/Y1GI+bPny/2HzJkCM6ePfvIX58ciyI3EerruwAAZo86MNboLm0gIqq0dDoT3nlnFwYN+gHp6daDnAoLjbh4MUviZERUGTzS7hByufVuI0aMgExWtjlUS5YswVdffYUZM2bgm2++gcViwahRo2AwGGz2f/fdd/HDDz9g1qxZ+P777+Hr64uXX34ZeXl5NvtT1XLncAwAKGrwEiCzywYnRFTFnDlzEzEx67B8+XGxLTIyFLt3D0OrVoESJiOiyqJMFYSLi0uZvrjBYMDKlSsRGxuL7t27o1GjRliwYAFu3Lhhc5eJpKQkfP/99/jggw/QpUsX1KtXDzNnzoRarcbp06fLlIUcgFkH7cUvAQCCXA1d/RckDkRElY3FIiAh4RhiYr7C2bMZAACNRoEPPuiOr78eiIAAN4kTElFlUerDMu5V1lHgv/76CwUFBejQoYPY5unpicaNG+PIkSPF5iEDwL59++Dh4YGuXbsW679z584y5SDHoLn6E+T6TACAPvQJCNpqEiciosrkxo18DB78I7Ztuyi2hYdXQ0JCX4SH8+cFERX30EXwc889V6LtqaeeKtEmk8lw5syZh3rMGzduAABq1Ci+ut/f31+87V6XL19GzZo1sX37dixfvhxpaWlo3Lgx3nzzTdSrV++hvub9KBR8W72yc7lwd0GcIfxlKJWlv2Z3rjOvt3Pg9XYuubkG7NlzVfx87NjH8H//1wVabZnGe6iS4uvbuZRx3NWmh/rJMGHCBPt/ZVgX3AGAWl38ZB6NRoOcnJwS/fPz83H16lUsWbIEU6dOhaenJ5YuXYrnn38emzdvhp+f3yNn8fQs29QOKme3TgNpB6wf+zWBZ6OeZXpF8Ho7F15v59CunRvmzeuFmTP3YvXqJxEdXbbBEXIMfH3To5K0CNZqtQCsc4PvfAwAer3e5nxjpVKJ/Px8LFiwQBz5XbBgAbp164Yff/wRo0aNeuQsublFMJstj3x/Kl8uh+Nx5zuksMGL0GcXPtLjKBRyeHq68Ho7CV7vqu306XTUr+8rjvQqFHKMG9cG/fo1gKenGllZBRInpPLE17dz8fJyETdmsBdJ3yO6Mw0iPT0dtWrVEtvT09MRFhZWon9gYCCUSmWxqQ9arRY1a9ZEcnJymbKYzRaYTHwRVUrGAqgTvwYACEpXFNZ+DkIZrxWvt3Ph9a5azGYLFi8+itmz92PkyJaYMaO7eJtMJoOnp5rX24nw9e0cBMH+jynpRJpGjRrB3d0dhw4dEttyc3Nx5swZtGnTpkT/Nm3awGQy4dSpU2KbTqdDUlISQkNDKyQzVTztle8hN+YCAHS1n4ag9pI4ERFJJSUlD089tQEzZ/4Bk8mCZcv+xMGDZRsEISLnJOlIsFqtxpAhQzBv3jz4+voiODgYc+fORWBgIKKjo2E2m5GZmQkPDw9otVpERESgY8eOeOONN/D+++/D29sbixYtgkKhwBNPPCHlU6FypD2/QvxYxxPiiJzWTz+dw+TJO5CTYz3xTSYDYmPbonVrHp1ORKUn+ZLZ2NhYmEwmvPPOO9DpdGjTpg1WrFgBlUqF5ORk9OjRAx9++CEGDhwIAPj0008xb948TJgwATqdDq1bt8aaNWvEU+yoalHe+hOqDOtm90a/VjBVay1xIiKqaHl5erz11i58++3dnYeCgz2weHFvdOxYU8JkROTIZIJQHrMsHE9WVgHnFFVC7vsnwCVxDQAgr8On0DUYXqbHUyrl8PFx4/V2Erzeju/IkVSMHbsF167d3THoySfDMHduD3h5aYv15fV2LrzezsXX183u2+E90khwZmYmVqxYgf379+PmzZv4/PPPsWPHDjRq1Ag9e/a0a0ByXjJDNrRXNgAALCpP6GqX3JeaiKquffuS8PTTG2A2W8dq3N3VmD07Cs88E17mw5qIiEpdUiclJaF///5Yv349AgICkJGRAbPZjMuXLyM2Nha7d+8uh5jkjDSXvoXMZN0KTV/3OUDlLnEiIqpI7doFo2XLQABAmzZB2LVrKJ59tjELYCKyi1KPBH/00Ufw8/PD2rVr4erqiqZNmwIA5s+fD71ej4SEBHTv3t3eOcnZCAJczt89Ia6IC+KInI5SKceSJX2wceM5vPpqm0c6JZKI6H5K/RPlwIEDGDduHDw9PUv8Nf7cc8/hwoULdgtHzkuZfhDK7LMAAGP19jD7NJE4ERGVp+xsHcaO3Yz//vdGsfY6dbzx2mvtWAATkd090pxgpdL23QwGA9+mIrtwuWdbtKIwjgITVWX79iVhwoStSEnJw3//m4YdO4bAzU0ldSwiquJK/ad1REQEli1bhsLCu8fWymQyWCwWfP3112jdmltYUdnIdBnQXN0IALCofaAPfVLSPERUPgwGM2bO3IuBA79DSkoeACAjoxDnzt2SOBkROYNSjwS//vrrGDx4MKKjo9GuXTvIZDKsWLECFy9exNWrV/HVV1+VR05yItqL6yCzGAAAuvpDAIX2H+5BRI4mMTETY8ZsxsmT6WJb5841ER/fG0FBHhImIyJnUeqR4IYNG2LDhg1o164dDh06BIVCgf3796NWrVr45ptvEB4eXh45yVkIFmjvWRCnazhCuixEZHeCIGD16pPo0eNLsQBWqeSYNq0LNmx4mgUwEVWYUo8Em81m1KlTB/Pnzy+PPOTkVNf3QJl3CQBgCOwOs2cDiRMRkb3culWISZN+xdatF8W2+vV9kJDQF82bB0iYjIicUalHgjt37oyZM2fi1KlT5ZGHnFyxbdG4II6oSrl+PR+//XZZ/HzEiBbYsWMIC2AikkSpi+B+/fph27ZtePbZZ9G7d28kJCQgJSWlPLKRk5EXXoc66RcAgNklAIaa/5I4ERHZU7Nm/oiL6wQ/PxesXfsE5szpAVdX7gJBRNKQCYIglPZOgiDg4MGD2LRpE3799Vfk5eWhdevWeOKJJ9C7d294eDjenC6ePS4915Nz4PbfmQCAgmZTUNjq/+z+NXjWvHPh9ZbWhQuZqF3bCyqVQmyzWARkZhahWjVXu389Xm/nwuvtXHx93aBQ2He/8Ed6NJlMhg4dOmDmzJn4448/sGTJEtSoUQPvvfceunTpYteA5CQsZmjPrwIACDI5dA1GSBqHiB6dxSJg+fI/ERW1FvPnHyx2m1wuK5cCmIiotMpUUptMJvzxxx/YvHkzfv/9dwBAhw4d7BKMnIs6dTsUhckAAENwNCzuNSVORESPIi0tH4MH/4B33tkNvd6MhQsP4+jRVKljERGVUOrdIf4+FSInJwfNmzdHbGws+vbtCx8fn/LISVWc9ty926JxQRyRI9q69SJee207MjKKxLaXX26Fpk39JUxFRGRbqYvgLl26ICMjA0FBQXj++efxxBNPoHbt2uUQjZyFPP8q1CnbAQBmt5owBPWSOBERlUZBgRHTp+/BmjUnxbaAADcsWhSDyMja0gUjInqAUhfBUVFR6N+/PyIiIsojDzkh7YXVkMG6PlPXYAQgVzz4DkRUaZw8mYYxYzYjMTFLbOvTpx4+/jgafn4uEiYjInqwUhfB77//fnnkIGdlNsDlwhoAgCBTQld/qMSBiOhh7duXhGef/R5Go3VlvqurEjNnRuKFF5pCJpNJnI6I6MEeqgju0aMHFi9ejEaNGqFHjx4P7CuTybBjxw67hKOqT520CXKd9ehUQ61+sLgGSpyIiB5WREQNhIX54fTpm2jZMgBLl/ZFvXpcF0JEjuGhiuC2bdvCzc0NANCmTRv+hU92U+yEOC6II3IoGo0SCQl98cMPf+H119sX2w+YiKiye6TDMh7EbDZDoXC8H4TcbLviKXIuwPenxwAAJo96yHryGCCz70bYf8fN1Z0Lr7f95OXpMX36Hrz8cmuEh1eTOo5NvN7OhdfbuVSKwzJ69OiBv/76y+ZtJ0+eRMeOHcscipyD9sIX4se6hi+VewFMRI/myJFUREZ+iS+/PI0xYzZDpzNJHYmIqMweajrEL7/8ApPJ+kMvJSUF27dvt1kIHzhwAEaj0b4JqWoyFUGbuA4AIMg10NV7XuJARPR3JpMFCxYcwscfH4TZbH3TMCkpF2fO3ETr1jUkTkdEVDYPVQSfOnUKq1evBmBd+LZkyZL79n3xxRftk4yqNM3VjZAbrFsq6Ws/CUHrJ3EiIrrXlSvZGDduC44evS62tWkThCVL+iA01EvCZERE9vFQRfDrr7+OYcOGQRAE9OzZE/Hx8QgPDy/WR6FQwN3dHe7u7uUSlKqW4gviRkqYhIjuJQgC1q8/i7i4ncjPNwAAFAoZJk/ugIkT20Kp5LQlIqoaHqoIVqvVCA4OBgD89ttv8Pf3h0qlKtdgVHUpsk5DdfMQAMDk3Rim6u0kTkREAJCdrcOUKTvw00/nxbbQUC8sXdoHERFBEiYjIrK/hyqC4+Pj8cwzzyAgIAA//vjjA/vKZDKMHz/eLuGoaiqxLRq33COqFBITM/HzzxfEzwcNaoJZsyLh7q6WMBURUfl46CK4a9euCAgIQHx8/AP7sgimBzLmQ3PpWwCAoHSDvu4giQMR0R0REUGYNKkdPvvsOObP74X+/RtKHYmIqNw8VBF8704Q99sejehhaC9vgNyYBwDQ1XkGgtpT4kREzuvKlWzUrOlZbO/NSZPaY+jQZqhRw0PCZERE5c8uKxxu3ryJ//3vfzCbzfZ4OKqqBAHa8yvET3UNuZMIkRQEQcDq1SfRrdsaxMcfLXabUilnAUxETqHURXB+fj7i4uKwbp11j9ctW7YgMjISTz/9NPr164fr16//wyOQs1Jm/AlV5gkAgNGvNUx+rSROROR8bt0qxPDh/8GUKTtQVGTCRx/tx8mTaVLHIiKqcKUugufPn49t27bBy8u6T+S8efPQqFEjxMfHQ6lUYt68eXYPSVWD9p4FcTpui0ZU4XbuvILu3ddi69aLYtuQIc1Qv76vhKmIiKTxUHOC7/Xbb7/hzTffRL9+/XD69GmkpKRg6tSp6NGjB0wmE6ZPn14eOcnByfRZ0F7eAACwqLygqz1Q4kREzkOnM2HmzL1Yvvy42Obn54KFC6MRE1NPwmRERNIpdRGcnZ2NunXrAgD27NkDpVKJTp06AQC8vLyg1+vtm5CqBO2lbyAzFwEAdPUGASo3iRMROYczZ25i7NjNOHs2Q2yLiqqNTz6JQUAAX4dE5LxKPR0iODgY586dAwDs2LEDLVu2FE+J27NnD0JCQuybkByfIPxtKsRLEoYhch5//HENMTFfiQWwRqPArFmR+PrrASyAicjplboIHjRoEGbPno2+ffvi7NmzeP755wEAEyZMwKpVqzBoEPd9peJU6fuhzLH+4WTw7wizd/g/3IOI7KF16xqoVcu6fiM8vBq2b38Bo0a1gowH1BARlX46xPDhw+Hn54cjR45gwoQJ6Nu3LwBApVLh3XffxXPPPWf3kOTYtOfu3RaNo8BEFcXVVYWEhL747ruzeOutTtBqS/0jn4ioypIJgiBIHaIyyMoqgMlkkTpGlSMrugm/7xtBZjHCovFDxtN/AQqNZHmUSjl8fNx4vZ2EM13vggIjPvhgL0aObIV69XykjiMJZ7rexOvtbHx93Yod7GMPjzQscPnyZSxatAiHDx9Gbm4ufHx8EBERgfHjx6NePa40pru0F9dBZjECAHT1h0haABNVVSdOpGHMmM24eDELx45dxy+/DIJKpZA6FhFRpVbqIjgxMRGDBg2CQqFAVFQUqlWrhps3b2LXrl3YvXs3vvvuOxbCZCVY4HLPgriiBiOky0JUBZnNFixefBSzZ+8XR8LOncvA6dM30apVoMTpiIgqt1IXwfPmzUNISAjWrl0LD4+7R2vm5eVh+PDhWLBgAeLj4+0akhyT6vouKPKvAAAMNSJh8eQfR0T2kpKSh/Hjt2D//mSxrUWLACQk9HXa6RBERKVR6skVR44cwZgxY4oVwADg4eGBV155BUeOHLFbOHJsxUaBeUIckd1s3HgO3buvEQtgmQyYOLEtNm0axAKYiOghlXokWKlUQqOxPa9TrVbDYDCUORQ5PnlhKtRJmwEAZpdAGGr2kTgRkePLy9MjLm4X1q8/I7YFB3tg8eLe6NixpoTJiIgcT6lHgps1a4avvvoKf99UQhAErFu3Dk2bNrVbOHJc2gtrIBPMAABdg2GAXCVxIiLHd+pUOr777m4B/OSTYdi9eygLYCKiR1DqkeCJEydi8ODB6N+/P3r37o3q1avj5s2b2Lp1Ky5fvowvvviiPHKSI7GYoL2wGgAgyOTQcUEckV107FgT48ZFYPXqk5g9OwrPPBPOgy+IiB7RI+0TfPDgQcyfPx+nT5+GIAiQyWRo2rQpJk2ahA4dOpRHznLHfQbtR520GV67rCcH6kP6IjfqG4kT3cV9JZ2Lo1/v69fzEBDgDrn8bqFrMJhx40a+eBIc3eXo15tKh9fbuVSafYLbt2+P7777DkVFRcjNzYWnpydcXFzsGowcl/b8PSfEhfGEOKLSEgQB69efRVzcTsTFdcTLL7cWb1OrFSyAiYjs4KGL4IyMDPzwww9ITU1FaGgoHn/8cfj5+bH4pWLkeVegTtkBADC7h8JQo4fEiYgcS3a2DlOm7MBPP50HALz//l507lwL4eHVJE5GRFS1PFQRnJiYiBdeeAE5OTli25IlS7B48WK0adOm3MKR43G5sBoyWGfYFDUYAch5ahXRw9q3Lwnjx29Bamq+2DZgQCPUrOkpYSoioqrpoSZXLFy4EO7u7vjyyy9x4sQJ/PjjjwgJCcGMGTPKOx85ErMB2sQ1AABBpoSu/lCJAxE5BoPBjJkz92LgwO/EAtjLS4PPP++HRYti4O6uljghEVHV81BF8NGjRzFp0iRERERAo9EgPDwcb731Fi5cuIDMzMzyzkgOQnPtZ8h1NwEA+lr9Ibj4S5yIqPJLTMxE375fY9GiI7izTLlTpxDs3j0M/fs3lDYcEVEV9lDTIfLy8hAUFFSsrVGjRhAEAbdu3YKvr2+5hCPHor3nhDguiCP6Z3/8cQ0vvLARRUUmAIBKJUdcXCeMGxdRbEcIIiKyv4cqgs1mMxSK4nM77yyIMxqN9k9FDkeRcx7qtL0AAJNnfRgDukiciKjya9kyEP7+brh6NQf16/sgIaEvmjcPkDoWEZFTeKQt0oj+rtgocMOXAG7gT/SP3N3VWLKkDzZsOIvp07vC1ZUnKxIRVZQy7zrM04oIpiJoL34FABDkGujqPS9xIKLKR6cz4f33f0dSUm6x9jZtgvDRRz1YABMRVbCHHgl+7rnnbLY/9dRTxT6XyWQ4c+aMzb5UNWmu/gC5IRsAoK89EIKGc8SJ7nXmzE2MHbsFZ8/ewtGj1/Hjj8/Y/eQjIiIqnYcqgidMmFDeOciBuZy7OxWiiAviiEQWi4DPPz+OGTP2Qq83AwCOH7+BU6fS0bJloMTpiIicG4tgKhNF5kmobh0BAJh8msJUra3EiYgqh7S0fMTGbsOuXVfFtvDwakhI6MvT34iIKgEujKMycTn/hfhxERfEEQEAtm69iNde246MjCKxbfTo1nj77c7Qavljl4ioMuBPY3pkMmMeNJe+BQAISjfo6zwrcSIiaRUUGDF9+h6sWXNSbPP3d8Onn8YgMrK2dMGIiKgEFsH0yDSXv4PcZD3iVVfnWQhqT4kTEUnr8OGUYgVw7971sGBBNPz8XCRMRUREtnB5Mj0aQYDLuRXip7qGXBBHFBlZGy++2AKurkrMn98Tq1f3ZwFMRFRJcSSYHony1lEos04BAIzVHoPJr4XEiYgq3s2bhahWzaXYfunTp3fFK6+0Rr16PhImIyKif/JII8GZmZmYO3cuBgwYgM6dO+Ovv/5CfHw8duzYYe98VEm53HNCXFHDURImIZLGxo3n0LHjF1i37nSxdldXFQtgIiIHUOoiOCkpCf3798f69esREBCAjIwMmM1mXL58GbGxsdi9e3c5xKTKRKbPgubK9wAAi9ob+toDJE5EVHHy8vSYMGErXnllE3Jy9HjnnV24eDFL6lhERFRKpZ4O8dFHH8HPzw9r166Fq6srmjZtCgCYP38+9Ho9EhIS0L17d3vnpEpEe+lryMw6AICu3mBA6SpxIqKKceRIKsaO3YJr13LEtujoepz3S0TkgEo9EnzgwAGMGzcOnp6exebBAdajlS9cuGC3cFQJCQK090yF0DXggjiq+kwmC+bM2Y/+/b8VC2B3dzXi43tj2bK+8PbWSpyQiIhK65EWximVtu9mMBhKFMZUtajS/oAy5zwAwBDQGWbvMIkTEZWvK1eyMW7cFhw9el1sa9MmCEuW9EFoqJeEyYiIqCxKPRIcERGBZcuWobCwUGyTyWSwWCz4+uuv0bp1a7sGpMpFe57bopHz2LcvCZGRa8UCWKGQYerUDvjpp2dZABMRObhSjwS//vrrGDx4MKKjo9GuXTvIZDKsWLECFy9exNWrV/HVV1+VR06qBGRF6dBc+xkAYNFWg77W4xInIipfjRtXg6enBgUFRoSGemHp0j6IiAiSOhYREdlBqUeCGzZsiO+//x7t2rXDoUOHoFAosH//ftSqVQvffPMNwsPDyyMnVQLaxC8hsxgBALp6QwGFRuJEROXLx8cFixf3xqBBTbBr11AWwEREVYhMEARB6hCVQVZWAUwmi9QxKi/BAt8fW0CRfxUAkDHgBCwedSQOVXpKpRw+Pm683k6iNNfbYDBj4cJDGDasOQID3SsoIdkTX9/Ohdfbufj6ukGhsO9Bx6WeDpGamvqPfYKCOFpS1ahSfxMLYENQD4csgInuJzExE2PGbMbJk+k4evQ6vvlmIORyLvIlIqrKSl0ER0VF/eMOEGfPnn3kQFQ5FT8hbqSESYjsRxAErFlzCtOm7UZRkQmAdTHcqVPpaNEiQOJ0RERUnkpdBM+aNatEEVxYWIijR4/i0KFDmDVrlt3CUeUgL0iBOnkLAMDsUgOGkN4SJyIqu1u3CjFp0q/YuvWi2Fa/vg8SEvqieXMWwEREVV2pi+CBAwfabH/hhRfw4Ycf4ueff+aJcVWM9sJqyATrfCtdg+GA/JG2lyaqNHbuvILY2G1ITy8Q20aMaIF33+0KV1eVhMmIiKii2HWGcVRUFHbv3l2q+1gsFixatAhdunRBy5Yt8fLLLyMpKemh7vuf//wHYWFhSE5OfoS09FAsJmgvrAYACDK5tQgmclA6nQnvvLMLgwb9IBbA1aq5YO3aJzBnTg8WwERETsSuRfCJEyfue5rc/SxZsgRfffUVZsyYgW+++QYWiwWjRo2CwWB44P1SUlLw/vvvlyUuPQR18lYoiqwHBRhC+sDiFixxIqJHt3fvNSxfflz8PCqqNnbtGoaYmHoSpiIiIimU+n3tuLi4Em0WiwU3btzAkSNH8PTTTz/0YxkMBqxcuRKTJ08Wp1AsWLAAXbp0wfbt29GvXz+b97NYLJgyZQqaNGmCgwcPlvYpUCm43HNCXBFPiCMH16tXXTz3XGNs3HgO06d3xciRLXnUOxGRkyp1EXzo0KESbTKZDO7u7nj55ZcxZsyYh36sv/76CwUFBejQoYPY5unpicaNG+PIkSP3LYITEhJgNBoxYcIEFsHlSJ53GerU3wAAZvdQGIN6SJyIqHRycnTw8XEr1vbhh1EYPz4CjRpVkygVERFVBqUugj/77DPUq2eftw5v3LgBAKhRo0axdn9/f/G2vzt58iRWrlyJDRs2IC0tzS45ANh9A+aqwCVxtfixPuwlKFWOvyDuznXm9a76tmxJRGzsNixa1Af9+tUX2729tfD21kqYjMoLX9/OhdfbuZTHm3alrmqef/55xMXF4cknnyzzFy8qKgIAqNXqYu0ajQY5OTkl+hcWFmLy5MmYPHkyateubdci2NPTxW6PVSWY9EDiWuvHchVc246Bq6vbg+/jQHi9q66CAgNef307li07BgAYO3YTOnYcg9q1vaUNRhWGr2/nwutNj6rURbBKpYKPj49dvrhWax2NMRgM4scAoNfr4eJS8pt65syZqFOnDgYNGmSXr3+v3NwimM08dvEO1aXv4F50EwBgCH0CBXo3QF/wD/eq/BQKOTw9XXi9q6j//vcGRo/ejAsXMsW2yMjaEAQzsrIc//uXHoyvb+fC6+1cvLxcIJdLfGzyxIkTMWfOHOTl5aFRo0ZwdXUt0edhj02+Mw0iPT0dtWrVEtvT09MRFhZWov/3338PtVqNVq1aAQDMZjMAoF+/fhgzZkyp5iP/ndls4dnj93A7e3dBXGGDl6rcvw2vd9ViNluwePFRzJ69X7yurq5KfPBBFCZObI/s7EJebyfC17dz4fV2DoJg/8csdRH87rvvwmw2Y8qUKfft87DHJjdq1Aju7u44dOiQWATn5ubizJkzGDJkSIn+27dvL/b5iRMnMGXKFCxfvhwNGzYsxbOgB1Fk/wV12h8AAJNXQxgDOkmciOj+UlLyMH78Fuzff3e/8BYtArB0aR80alSNuz8QEZFNpS6CZ86cabcvrlarMWTIEMybNw++vr4IDg7G3LlzERgYiOjoaJjNZmRmZsLDwwNarRahoaHF7n9n8VxQUBC8vb3tlsvZac+vFD/WNXypfGajE9nB/v1JGD78P8jJ0QOwfqvGxrbFlCkdoFYrJE5HRESV2UMVwcOGDcP06dNRr149DBgwwK4BYmNjYTKZ8M4770Cn06FNmzZYsWIFVCoVkpOT0aNHD3z44Yf3Pa6Z7MxUCO3FrwEAgkILXd3BEgciur/69X2hUlmL3eBgDyxe3BsdO9aUOBURETkCmSD88yyLRo0aYf369WjevHlFZJJEVlYB5xQB0CR+Cc/94wAAunovIK/TUokT2ZdSKYePjxuvdxWyY8clfPfdWXz0UY8SW5/xejsXXm/nwuvtXHx93ey+HR4316NieEIcVVYmkwWffnoEGRlFxdp79qyLZcv+xb1/iYioVBz/9AOyG2XGf6G6Zd1b1ejTHKZqERInIrK6ciUb48ZtwdGj13Hs2HV88cXjXPBGRERl8tBF8Pjx40scamGLTCbDjh07yhSKpKE9/4X4sS6MC+JIeoIgYP36s4iL24n8fAMAYNu2izh9+iaaNfOXOB0RETmyhy6CGzduDF9f3/LMQhKSGXKhvbweAGBRukNf5xmJE5Gzy87WYerU37Bx4zmxLTTUC0uX9mEBTEREZVaqkeCqvDDO2Wkur4fMZD1RS1/3OQgqD4kTkTPbty8JEyZsRUpKntg2aFATzJoVCXf3f35HioiI6J9wTjABggCXc1wQR9IzGMyYM2c/Pv30iHg6kJeXBvPn90L//jwQh4iI7IdFMEF56zCU2f8DABirtYHZt5nEichZ/frrJSxadET8vFOnEMTH90FwMN+ZICIi+3qoLdIGDBgAHx+f8s5CEnE5d/eEuKIwjgKTdPr2rY/+/RtCpZJj2rQu+P77Z1gAExFRuXiowzKcgbNuti3TZ8LvuzDILHpY1N7IePocoHSROla54ebqlUtBgRFubqpibVlZRUhKykXz5gFlfnxeb+fC6+1ceL2dCw/LILvTXvwKMoseAKCr93yVLoCpctm58wratVuJzZsTi7X7+LjYpQAmIiJ6EBbBzkwQoD1/dyqEruFICcOQs9DpTHjnnV0YNOgHpKcXYNKk7UhLy5c6FhERORkujHNiqrS9UOZaR+EMgV1h9mogcSKq6s6cuYmxYzfj7NkMsa1ly0Ce/kZERBWORbAT0567dxSYC+Ko/FgsAj7//DhmzNgLvd4MANBoFJg+vStGjmzJIpiIiCoci2AnJStKg+bafwAAFm116Gv2kzgRVVVpafmIjd2GXbuuim3h4dWQkNAX4eHVJExGRETOjEWwk3JJXAuZYAIA6OoPAxQ8hYvs7+DBZLz44s/IyCgS20aPbo233+4MrZY/foiISDr8LeSMLGZoz68CAAiQoajBcGnzUJVVs6YXzGbr1kX+/m749NMYREbWljYUERERWAQ7JXXqDigKrgEADME9YfGoLW0gqrKCgz0wb14vbNhwFgsWRMPPj1vwERFR5cAt0pwQt0Wj8mA2W/D558eRm6sv1t6/f0OsXt2fBTAREVUqHAl2MvL8JKhTtgEAzK7BMARHS5yIqoKUlDyMH78F+/cn49ix61i6tG+x27n7AxERVTYcCXYy2sTVkAnWOZq6BsMBOf8OorLZuPEcundfg/37kwEAP/zwF06fvilxKiIiogdjBeRMLEZoL6wBAAgyBXQNhkkciBxZXp4ecXG7sH79GbEtONgDixf3RtOm1SVMRkRE9M9YBDsRddIWKIpuAAAMNfvC4hokcSJyVEeOpGLs2C24di1HbHvyyTDMndsDXl5aCZMRERE9HBbBTsTl/Arx4yKeEEePwGSyYMGCQ/j444MwmwUAgLu7GrNnR+GZZ8I595eIiBwGi2AnIc+9CPX1XQAAs3ttGGtESpyIHNGmTRcwd+4B8fM2bYKwZEkfhIZ6SZiKiIio9Lgwzkm4XFglflzU8CVAxktPpde/f0P06lUHCoUMb7zRET/99CwLYCIickgcCXYGZj20iWsBAIJcBV39IRIHIkeh15ug0dz9MSGTybBwYQyuXs1GRATnlBMRkePicKAT0Fz9CXJ9JgBAX+sJCNpqEiciR7BvXxI6dPgCu3ZdKdZevborC2AiInJ4LIKdQLET4sJ4Qhw9mMFgxsyZezFw4HdITs7Dq69uQ0ZGkdSxiIiI7IrTIao4RfZZqNP3AwBMXo1g9O8ocSKqzBITMzFmzGacPJkutjVs6AuTySxhKiIiIvtjEVzF3TsKbF0Qxy2sqCRBELBmzSlMm7YbRUUmAIBKJUdcXCeMGxcBuZzfN0REVLWwCK7KjAXQXvwGACAoXKCvN0jiQFQZ3bpViEmTfsXWrRfFtgYNfJGQ0BfNmvlLmIyIiKj8sAiuwrRXvofcaD3RS1fnaQhqb2kDUaVz6FAKRo78BenpBWLbiBEt8O67XeHqqpIwGRERUfliEVyFae85IU7HE+LIhoAANxQUGAAAfn4uWLgwGjEx9SRORUREVP5YBFdRylt/QpVxHABg9G0Jk19riRNRZVS7tjdmz+6BH3/8C598EoOAADepIxEREVUIbpFWRWnPfyF+rOOCOAJgsQhYt+4UCgqMxdqffTYcX389gAUwERE5FRbBVZDMkAPtle8AABaVB3R1npY4EUktLS0fgwf/gNde+xXTpu0udptMJoOMfyQREZGTYRFcBWkufQuZqRAAoK/7HKBylzgRSWnr1ovo3n0tdu26CgBYu/YUzp69JXEqIiIiaXFOcFUjCHD5+97A5JQKCoyYPn0P1qw5Kbb5+7vh009jEB7Oo7OJiMi5sQiuYpQ3D0GZfQYAYKzeDmafphInIimcPJmGMWM2IzExS2zr3bseFiyIhp+fi4TJiIiIKgcWwVWMyz3bonEU2PmYzRYsWXIMs2fvg9FoAQC4uioxY0Z3DBnSjHN/iYiIbmMRXIXIdBnQXNkIALCofaAPfVLSPFTxNm48hxkz9oqft2gRgISEvqhXz0fCVERERJUPF8ZVIdqLX0Fm0QMAdPVfAJR829vZDBjQCF261IRMBkyc2BabNg1iAUxERGQDR4KrCsEC7T0L4nQNXpQwDFUUk8kCpfLu37JyuQyfftobV65ko2PHmhImIyIiqtw4ElxFqG78DmXeRQCAIbAbzF4NJE5E5e3IkVR07rwKBw8mF2sPCvJgAUxERPQPWARXEdwWzXmYTBbMnXsA/ft/i0uXsjFu3Bbk5OikjkVERORQOB2iCpAX3oD62i8AAIvWH4aa/5I4EZWXK1esRe/Ro9fFtho1PFBYaISXl1bCZERERI6FRXAVoE1cC5lgAgAUNRgGKNQSJyJ7EwQB69efRVzcTuTnGwAACoUMkyd3wMSJbYvNCyYiIqJ/xiLY0VnM0F5YBQAQIIOuwQhJ45D9ZWfrMHXqb9i48ZzYFhrqhaVL+yAiIkjCZERERI6LRbCDU6duh6IgCQBgCI6Gxb2WxInIno4eTcXLL29CSkqe2DZoUBPMmhUJd3eO+BMRET0qFsEOTnvunm3Rwrggrqrx9NQgI6MQAODlpcH8+b3Qv39DiVMRERE5PhbBDkyefw3qlO0AALNrCAxB0RInIntr2NAP773XHf/5zznEx/dBcLCH1JGIiIiqBK6mcWDaC6sggwAA0DUcAcgV0gaiMhEEAd9/fxY6nalY+4gRzbFhw9MsgImIiOyIRbCjshjhcmENAECQKaCrP0ziQFQWt24VYvjw/2Ds2C344IM/it0mk8mgUPClSkREZE/8zeqg1EmbINelAwAMNfvB4hoocSJ6VDt3Xkb37muxdav1xL9ly/7EuXMZEqciIiKq2jgn2EG5nOMJcY5OpzNh5sy9WL78uNjm5+eChQujERbmJ2EyIiKiqo9FsANS5F6A+sZuAIDJoy6MNbpJG4hK7cyZmxg7djPOnr074hsVVRuffBKDgAA3CZMRERE5BxbBDkh7fpX4sa7hS4CMs1ochcUi4PPPj2PGjL3Q680AAI1GgenTu2LkyJaQyWQSJyQiInIOLIIdjVkHbeKXAABBroau3gsSB6LS+O67s3jnnd3i5+Hh1ZCQ0Bfh4dWkC0VEROSEOIToYDRXN0JuyAIA6EOfhKDl3FFH8tRTjfDYYzUAAKNHt8a2bc+zACYiIpIAR4IdTPEFcSMlTEIPw2IRIJffneKgVMqxdGkfXL6cjcjI2tIFIyIicnIcCXYgiqz/QXXzIADA5B0Ok397iRPRg5w4kYbu3dfg+PEbxdpr1/ZmAUxERCQxFsEOxOX837ZF4yKqSslstmDRosPo0+dr/PVXBsaO3Yz8fIPUsYiIiOgenA7hKIz50Fz6BgAgKF2hrztI4kBkS0pKHsaP34L9+5PFNk9PDXJy9HB3V0uYjIiIiO7FIthBaK98D7kxDwCgq/0MBLWXxIno7zZuPIcpU3YgJ0cPwDpQP3FiW0yZ0gEqlULidERERHQvFsEOQnvPVAhdGE+Iq0zy8vSIi9uF9evPiG3BwR5YvLg3OnasKWEyIiIiuh8WwQ5AeesYVBnWo3WNfq1g8mslcSK64/jxG3j55U24di1HbBswIAxz5vSAl5dWwmRERET0ICyCHUCxUWBui1apKJVyXL9unabi7q7GRx9F4emnw3nyGxERUSXHIriSkxmyob28AQBgUXlCV/spiRPRvZo188dbb3XG5s2JWLKkD0JDOVebiIjIEXCLtEpOc/EbyMxFAGDdEULlJnEi5yUIArZsSYTRaC7WPnbsY/jpp2dZABMRETkQFsGVmSCU3BuYJJGdrcMrr2zC8OH/wbx5B4vdJpfLoFTypURERORI+Ju7ElOlH4Ay5y8AgNG/A8w+jSVO5Jz27UtC9+5r8NNP5wEAn3xyGImJmRKnIiIiorLgnOBKTHt+hfgxR4ErnsFgxkcf7Ud8/BEIgrXNy0uD+fN7oX59X2nDERERUZmwCK6kZLpb0Fz9CQBg0fhCH/qExImcy4ULmRg7djNOnkwX2zp1CkF8fB8EB3tImIyIiIjsgUVwJaVNXAeZxQAA0NUbAii452xFEAQBq1efxPTpe1BUZAIAqFRyxMV1wrhxEZDLufUZERFRVcAiuDISLHC5cO/ewCOky+Jkvvnmf5g69Tfx8/r1fZCQ0BfNmwdImIqIiIjsjQvjKiHV9d1Q5F0GABhqRMLsWV/iRM5j4MBGaNbMHwAwYkQL7NgxhAUwERFRFST5SLDFYkF8fDy+++475OXloU2bNpg2bRpq1qxps/+FCxcwd+5cnDhxAnK5HG3atMGbb76JoKCgCk5efrgtWsURBKHY6W4ajRJLl/bB5cvZiImpJ2EyIiIiKk+SjwQvWbIEX331FWbMmIFvvvkGFosFo0aNgsFgKNE3KysLL774IrRaLdauXYvPPvsMmZmZGDVqFPR6vQTp7U9eeB3qpE0AALNLAAw1+0qcqOo6c+Ymevf+CmfO3CzW3rChHwtgIiKiKk7SIthgMGDlypWIjY1F9+7d0ahRIyxYsAA3btzA9u3bS/TfsWMHCgsLMWfOHDRs2BBNmzbF3LlzcfHiRfz5558SPAP70yaugUywnkimqz8MkKskTlT1WCwCEhKOISbmKxw/noaxYzdDpzNJHYuIiIgqkKRF8F9//YWCggJ06NBBbPP09ETjxo1x5MiREv07dOiAJUuWQKu9u1OCXG59Crm5ueUfuLxZTNCeXwUAEGRy6BqMkDROVXTjRj769l2Ht97aBb3+zvHHMty6VShpLiIiIqpYks4JvnHjBgCgRo0axdr9/f3F2+4VEhKCkJCQYm3Lly+HVqtFmzZtypRFoZB8ZghU13ZAUZgCADCGxEDuHSr9fJUqZMuWRMTGbkNGRpHYNnbsY/i//+sCrVby6fFUDu68rivD65vKH6+3c+H1di6yctihVNLf/EVF1mJErVYXa9doNMjJyfnH+69duxZffvkl3nnnHfj6lu0EL09PlzLd3y52rRI/VEdMgNrHTbosVUhBgQGvv74dy5YdE9tq1HDHqlVPIjqac3+dQaV4fVOF4fV2Lrze9KgkLYLvTGswGAzFpjjo9Xq4uNz/m1oQBHzyySdYunQpxo4di6FDh5Y5S25uEcxmS5kf51HJ867A8/IWyACY3Wsh16szkFUgWZ6q4tSpdIwa9QsuXMgU2554IgwLFvSCt7cWWfw3rtIUCjk8PV0kf31TxeD1di683s7Fy8tFnAJrL5IWwXemQaSnp6NWrVpie3p6OsLCwmzex2g0Ii4uDr/88gvi4uIwYsQIu2Qxmy0wmaR7Ebmd/QIyCAAAXYMRMFlkgIUv6rLKzzfg0qUsAICrqxIffBCFiRPbIzu7UNLrTRVL6tc3VSxeb+fC6+0cBMH+jynpRJpGjRrB3d0dhw4dEttyc3Nx5syZ+87xnTp1KrZu3Yr58+fbrQCWnNkAbeIaAIAgU6KoftlHtsmqTZsgTJrUHi1aBOC334Zi+PDmxfYFJiIiIuck6UiwWq3GkCFDMG/ePPj6+iI4OBhz585FYGAgoqOjYTabkZmZCQ8PD2i1Wvzwww/YvHkzpk6dirZt2+Lmzbv7u97p44g0Sb9ArrM+F32txyG48ISyR7Vr1xV07Vqr2EKJ115rh4kT20KtVkiYjIiIiCoTyZdUxsbG4umnn8Y777yDwYMHQ6FQYMWKFVCpVLh+/To6d+6MzZs3AwB++eUXAMCcOXPQuXPnYv/d6eOItPecEKfjCXGPJC9Pj1df3YrnnvsBn35afHs9pVLOApiIiIiKkQlCecyycDxZWQWSzClS5JyH708RAACTZ31kPXGsfPYBqcKOHEnF2LFbcO2adUcRpVKOP/4Yjrp1fUr0VSrl8PFxk+x6U8Xi9XYuvN7Ohdfbufj6utl9Ozxujiox7fkvxI91DV9iAVwKJpMFH398EAsWHILZbP1bzt1djY8+ikKdOt7ShiMiIqJKjUWwlExF0F5cBwAQ5Bro6g6WOJDjuHIlG+PGbcHRo9fFtjZtgrBkSR+EhnpJmIyIiIgcAYtgCWmu/gi5IRsAoK89AILWT9pADkAQBKxffxZxcTuRn28AACgUMkye3AETJ7aFUin5NHciIiJyACyCJeRyz4K4ooYjJUziOL7++n/497+3i5+Hhnph6dI+iIgIkjAVERERORoOm0lEkXkKqpuHAQAm7yYwVW8rcSLHMGBAGBo2tB6RPWhQE+zaNZQFMBEREZUaR4IlUnwUmAviHpaLiwpLl/bFpUtZeOIJ26cKEhEREf0TjgRLQGbMg+bStwAAQekGfd3nJE5UOV24kIknnvgWFy9mFWtv1syfBTARERGVCYtgCWgub4DclA8A0NV5BoLaU+JElYsgCFi9+iR69vwSBw6kYOzYzTAazVLHIiIioiqE0yEqmiD87YS4FyUMU/nculWISZN+xdatF8W2/HwD0tIKEBLCPxaIiIjIPlgEVzBlxjGoMk8AAIx+rWHyayVxospj584riI3dhvT0ArFtxIgWePfdrnB1VUmYjIiIiKoaFsEVTHvu3lFgbosGADqdCTNn7sXy5cfFNj8/FyxcGI2YmHoSJiMiIqKqikVwBZLps6C98j0AwKLygq7OUxInkt7Zs7cwZswmnD2bIbZFRdXGJ5/EICDATcJkREREVJWxCK5A2ktfQ2YuAgDo6g0GlK4SJ5JeRkYh/vrLWgBrNApMn94VI0e2hIxbxhEREVE5YhFcUUosiHtJwjCVR+fOtTB+fAR27ryCpUv7Ijy8mtSRiIiIyAlwi7QKokrbB2XOeQCAIaATzN6NJE4kjYMHU2CxCMXa3nyzE7ZufZ4FMBEREVUYFsEVRHt+hfixM44CFxQYMXnyDvTv/y0+//x4sdvUagW0Wr4pQURERBWHRXAFkBXdhObafwAAFo0f9LX6S5yoYp04kYZevb7EmjUnAQAzZuzFlSvZ0oYiIiIip8bhtwqgvfglZBYjAEBXfyig0EicqGKYzRYsXnwUs2fvh8lkAQC4uioxY0Z3hIZ6SZyOiIiInBmL4PImWOBy/gvx06KGI6TLUoFSUvIwfvwW7N+fLLa1aBGAhIS+qFfPR8JkRERERCyCy50qdScU+VcAAIYaUbB41JU2UAXYuPEcpkzZgZwcPQBAJgNiY9tiypQOUKsVEqcjIiIiYhFc7lzu2RatKKzqnxC3bt0pvPbar+LnwcEeWLy4Nzp2rClhKiIiIqLiuDCuHMkLUqBO3gIAMLvUgCGkt8SJyt8TT4SJ832ffDIMu3YNZQFMRERElQ5HgsuRNnENZIIZAKBrMAyQqyROVP7c3dVISOiLixez8Mwz4Tz5jYiIiColjgSXF4sJ2gurAQCCTA5dg+ESB7K/K1eyMWjQD7h2LadY+2OP1cCzzzZmAUxERESVFovgcqJO3gZFYSoAwBDcGxa3EIkT2Y8gCPj22zOIivoSO3dewfjxW2E2W6SORURERPTQOB2inLjce0JcWNU5IS47W4epU3/Dxo3nxLYbN/Jx/Xo+QkI8JUxGRERE9PBYBJcDed5lqFJ/AwCY3UNhqNFD4kT2sW9fEiZM2IqUlDyxbdCgJpg1KxLu7moJkxERERGVDovgcuByYTVkEAAARQ1GAHLH3hvXYDBjzpz9+PTTIxCsTwteXhrMn98L/fs3lDYcERER0SNgEWxvZgO0iWsAAIJcZT0m2YElJmZi7NgtOHEiTWzr1CkE8fF9EBzsIWEyIiIiokfHItjONNf+A7nuFgBAX+txCC7+EicqmytXssUCWKWS4803O2HcuMegUHBNJRERETkuFsF2pr3nhDhdQ8c/Ia5nz7p46aUW+P33a0hI6IvmzQOkjkRERERUZiyC7UiRfQ7qtD8AACbPBjAGdJY4UemdOJGG5s39i+3xO316VwgC4Opa9Q/7ICIiIufA97TtSHvh3lHglwAHOixCpzPhnXd2oVevdfjyy1PFbnNxUbEAJiIioiqFRbC9mAqhvfg1AEBQaKGrN1jiQA/vzJmb/9/enYfXdK0PHP9mcM7JJBGZkKgxUUMjSEibtpqaiuJSrblU0FIzUa1rvmhJYxYUbc1jVZXQKqp6UaXqqrEixiQSIYPknCRn//7IL7uOJMhM8n6eJ8+TrL3O3u8+K4c3a6+B1q3XsmzZSQD+/e8DXLuWUMJRCSGEEEIUHRkOUUi0V77B3HAXAH21zihax5IN6AkYjQpffHGSadMOoddnAKDVWjBhwsu4u8vKD0IIIYQovSQJLiQP7hCX4vn07xAXHZ3EsGF72L8/Ui17/nknwsLa8vzzTiUYmRBCCCFE0ZMkuBBYxp2iXOxxANIrNCDdybeEI3q03bsvMWrUD8TFpahlgwY14pNPAtDp5FdCCCGEEKWfZDyFQHdxlfp9ylM+IW7duv8xYsRe9WcXFxsWLGjNa69VK7mghBBCCCGKmUyMKyCztES0lzcBYLS0RV/j7RKO6NHatq1F5cq2ALRpU5ODB/tIAiyEEEKIMkd6ggtIe3kT5ulJAOhrvI1S7umeUObgoGPRoje4fDmeXr0amKwHLIQQQghRVkhPcEEoClYP7hBXu18JBpPdjRuJ9O27g6ioJJPyl17yoHfvFyQBFkIIIUSZJT3BBWAZ+xuW8ZkbS6Q5NSG9oncJR/SP7dvPM3bsj9y7pyc5OY2NGztjbi5JrxBCCCEESBJcIA/2Aqd49i/BSP6RmKhn/Pj9bNr0l1p26dIdbt5MxN29fAlGJoQQQgjx9JAkOJ/M9HfQXtkGgFHjgL7av0o4Ivjtt5t88MFurl69p5Z16uTFZ5+9joODrgQjE0IIIYR4ukgSnE+6v9djlpEKkLlFsqV1icWSnm7k88+PEBp6lIwMBQBbWw2zZgXStevzMvZXCCGEEOIhkgTnh6KgM5kQV3I7xF25cpfBg3dz/PgttczXtzKLF7/Bc8/Zl1hcQgghhBBPM0mC86Fc9CEsEy4CYHB9mQwHrxKL5fTpGDUBtrAwY8wYf4YP98PSUhb+EEKIgjIajWRkpJd0GCIHRqMZqakWGAx69SmoeDZZWFhibl78eYskwfmgO/9AL7BnyfUCA7z5pifdu9fj11+vs2TJGzRpUrlE4xFCiNJAURQSEu6QkpL0+MqixMTGmmM0Gks6DFEIrKxsKV/esViHcEoSnEdmKTFor+4AwKhzQl/1zWK9/vnzcXh5VTQp+89/XgMyxwELIYQouKwE2Na2AhqNVuZWPKUsLMykF/gZpygKBoOepKR4AOztKz7mFYVHkuA80l1ajZmS+WgstVYfsCiexNNgyOCzz35lwYLfWLToDd5663n1mCS/QghReIzGDDUBtrWVpSWfZpaW5qSnS0/ws06j0QKQlBSPnV2FYhsaIQNH88KYgdXFLwFQMCOl9rvFctlLl+7Qrt0G5s//DUWBceP2cfNmYrFcWwghypqMjAzgn/+YhRBFL+vzVpxj8KUnOA80t/ZhkRQJQFrl1zHaVS/S6ymKwurVp5k48QD372f+UpQrZ87IkU1xc7Mt0msLIURZJ0MghCg+JfF5kyQ4Dx6cEFfUO8TFxt5n1KgfCA//Wy2rVasCYWFteeEF1yK9thBCCCFEaSdJ8BMyT76O5kY4ABnWlTG4ty6ya/300xWGDdtDTEyyWta3rzeTJ7+CtXW5IruuEEIIIURZIUnwE9Jd/AozJXPwfWrtd8G8aN66dev+x4gRe9WfK1a0Yu7cVrRuXbNIrieEEKJ0+vDDgfzxxwmTsnLlylGhgiMBAa8wePBwdDqdyfEff9zD9u1buXjxPEajEXd3D1q3bkuXLu9QrpxpJ0x6ejrbtm1mz55dXL0aiVaroXZtL3r37kejRk2K/P6KQ3JyEgMH9iU0dBEuLs/+U1ij0ciqVcv57rvtJCUl0rBhI0aNGkflylVyrL9ixVJWrVqe47G2bd/k448nmZQpisLo0UMxGAwsXLgMgNTUVIKCejNnzgLc3NwK94YKSJLgJ2FMQ3fxKwAUM4vMJLiItGxZAycna2Jj7xMYWI1581rj6mpTZNcTQghRegUGtmT48NHqzykpKRw7doT580MwGhXGjPlIPfbpp//hhx9206fPe4we/RGWlpb88ccJVqxYyv79+wgNXYS1tTUAer2ekSOHEB0dRVDQ+9Sv/wJ6vZ7vv9/BiBGDmTBhKq1atSn2+y1sixbNIzCwZalIgAG+/PILvvlmMx9/PBlnZxeWLJnPqFFDWb16Y7Y/cgC6d+9Np05dTMo2blzLN99s5Z13emarv2nTOo4dO0LDho3UMp1OR48effj002mEhi4q/JsqAEmCn4DmejgWKVEAGNzfwGhddBtSODtbs2BBayIi7tK/f0OZmCGEECLftFotFSs6mZS5u3tw7txf7Nu3V02Cd+/eya5dO5g/Pwxvbx+1rodHVfz8mtGvX08WLZrL2LEfA7BiRRh//32Rr7/eiKvrP717w4ePJjk5iXnzZhMQ8IqaND+Lrl+/Rnj4LrZv313SoRSKtLQ0NmxYywcfDOXFFwMAmDJlJp06teHAgX20bJn9jxZra2uTNrxw4RybNq1n3LgJ1KxZy6Tu339fYtWqL6hXr0G287Ru3ZawsIX8/vtvNG7sW8h3ln+SBD8Bq/Mr1O9TCnGHuOjoJKZMOcS0ac2pWNFKLX/99aJddUIIIUTZptFosbT8JwXYvHk9zZq9aJIAZ3F1dePtt7vz9dcr+eCDYeh0Onbu3EHbth1MEuAsAwcO5l//egutNucl5hRFYfPmDXzzzWaio6OpXLkK7777Hi1btuHWrZt07dqB+fPD1CEVD5f95z+TSUlJITk5iTNn/kefPv1YunQRn302F3//l9TrzJgxhWvXrrJkyQrS0tJYvnwJe/fuJjk5ierVaxIU9D5+fs1yfY82blxH48ZNKF/+n7WiT506yYoVSzl37ixpaQYqV65Cnz7v0bp1W4Bssb377nv07Pkuhw8fYsWKpVy5EoGzszMtWrTm3Xf7o9FkrvN/+fIlwsIW8uefp0hNTcHZ2ZXOnbvSvXuvHGPbtes7ZsyYkuMxN7dKbNnyXbbyixfPc/9+skkSamdnh6dnHU6dOpljEvyw0NDP8PZuxBtvtDcp1+v1TJnyCUFBgzh//hy3bt00OW5hYUHz5oFs2LBGkuBniXniZTS3fgIgw7YaaZUDC+W84eF/M3LkXuLiUkhKMvDVVx2k11cIIZ5imivfYHPqP5ilFf9Wyko5W5IbTsDwXKcCnSc9PZ1jx46wZ88uOnbsDIBen8rFixd4/fVWub6uSRM/vvgijLNnz+Dq6kpCwj0aNPDOsa6TkzNOTs65nmvduq9ZtWo5I0aMwcenCf/97y9Mnz6JihWdqFTpyZ60Hjiwj8GDhzF27EdYWJTj6NH/8uOP4WoSrNfrOXjwJz78cCSQmZxGRkYwceI0nJ1dOHz4Z4KDRzBjxhy1V/Rhv/xykN69+6k/374dw6hRH9KlyzsEB39CWloaa9d+xaxZ0/D1bYqjY0WT2EaODEar1XLkyK9MnPgRQ4eOwte3KTduXCc09DOuXo1k2rRZpKamMnLkEHx9mxEWthILCwu++247ixbNpUkTX2rX9soW2+uvt6RpU/8c4zY3t8ix/PbtGABcXU2Hdjg5ORMTE/2otxuAw4cPcfr0n6xatTbbsSVL5uPk5EyXLu/kmpy/+OLLjB8/mtTU1Gxj0UuKJMGPYXXhS/X7FM9+YFaw/UWSk9OYNOkgX3/9p1p24kQUt24lUbmyXYHOLYQQouhYn5mH5b0LJXr9vCbBe/fu5sCBferPer0eV9dK9OjRW03wEhMTURQFe3v7XM9jb+8AwN278VhZZT65tLPL+/9ZiqKwadN6unbtTvv2nQB4661u6PV60tOffJMEO7vy9OjRR90xrm3bN/n888/UBOvw4UNkZGQQGNiC69ev8eOPe1i1aq2aUHbr1otLly6ybt3XOSbB0dFR3L4dY/LI32Aw0L//ILp37612WvXu3Y/w8O+5du2qmgRnxZZlypQJdOjQWR1bW6WKO2PHfsywYe9z69ZNdDorunbtTufOb6tDD/r3H8S6dV/z99+XckyCtVodWm3eEsnU1FQAypUz3WVWo9GQkJDw2Ndv3LiWl156OVs8R478yg8/hPPVVxse2ZlXo0ZN0tLSOH/+bI5PHEqCJMGPkqFHd2k1AIp5OVJr5vxY4kmdOhXNBx/s4tKleLWsTZuahIa2MhkOIYQQ4ulzv/4IbP6YXmI9wffrDc/z6wICXuGDD4ahKApnz55h3rw5NGniR+/e/dThEHZ25TEzMyMpKff7SkzMTJIcHCrg4FABgISEe3mO5969e8TFxVKvXn2T8p49MyecP/wYPTfu7h4mPzdv/jqff/4Zhw4doGXLNuzdu4tXXnkNGxtbjh49AsDgwUEmr0lPT8fWNudE/s6dOAAqVKigllWp4k7bth3YvHkDly9f4vr1a1y6dBH4Z5fBnGK7cOEcZ8+eYefO7WqZoigAXLkSgb//S3Tu3JUffgjn4sXzJuc1GnPeEnrv3t3Mnj0jx2OurpVYs2ZTtvKs4SlpaQaTBNpgMGBl9eiEOioqihMnjjN79jyT8vj4eGbOnMLo0eMf2fsPqL83cXFxj6xXnCQJfgTt1R2Y6zMbS1+1A4rVoxs4NxkZRhYtOs6sWb+qe5xbW1sybVpzevVqIMMghBDiGWB4rlOBhyMUN2trGzUp8/CoipOTMyNGDMbCwkKdFKfVaqlTpy6nTp2kW7ecO3tOnvwdjUZDnTp1sbGxwdGxIqdPn8pxCMWVKxHMmzeHoUNHUaOG6fKeD45DflIPJphZHh5vbGVlxWuvvc4PP4TTtKk/R478qiZsyv8vb7po0XKsrU1XWzI3z/nprtn/P/XNyPgnCY2IuMzgwUF4edXB17cpr776Gg4OFRgwwHTFqIdjMxoVevTok20cLUDFik7ExcUyaFA/KlSowEsvvYKvbzOef74unTu3yzE2yPzjpm7d+jkey+09zlrhIjY2lipV3NXy2Njb1KxZO9drARw6dAAHhwr4+jY1KT9y5DBxcXHMnDmFmTMzh0EYDAYURaFly5dZvXqzuixaVkJvbv705DySBD+C7sI/O8Sl5nOHuBs3Evnww90cPnxdLfP2diUsrC01a1Z4xCuFEEKIwtWoURO6devJunWrCQh4hWbNXgQyl8KaPPljTpw4nm2N39jYWDZuXEfr1u3UIRDt2nVg69ZNdO/eO9vkuHXrvubs2b9yHN9ra2uLk5MzZ8/+RUDAq2r5hAnjcHV1pXv33gDcv//PZlHXrl19ontr164DI0YMZvfunTg6VlQnYFWvnpmIx8XF4ulZR62/dOkiLCwsCAp6P9u5nJwyV9S4e/efJ7fffrsVR0dH5s5drJb98svPj42rRo2aXL0aadJDfOLEcTZv3sCYMR/xww/hJCQksGHDN2oC+/ffl4B/eowfZm1tky2hf5xatTyxsbHh5MnjahKcmJjIhQvn6NLl7Ue+9tSpE/j4NM6WYL/66mvZxoYvWTKfmJgYJk2arr6PAPHxdwAe22NcnAo2wLUUs7h7Fk30YQDS7b1Ic33pMa/I2eHD19QE2MwMhg/34/vvu0kCLIQQokT07/8+7u5VmTNnJvfv3wcgMLAFXbt2Jzh4BKtXf8mVKxHcvHmD8PDvef/9fri6ujF06Ej1HO++2x8Pj6oMHhxEePj33LhxnbNnzzBjxhTCw79n3LhP1LHDD+vV6102bVrPnj27uHHjOps3b+DQoQMEBLyqTo7btGk9kZFX+PPPP1i+fMkTPTH19vbBxcWVFSuW0aZNO7WXt0aNmrz44svMnj2TX375mRs3rrN27VesWfOlSY/og5ycnHFxceXChXNqmYuLKzEx0fz3v4eJirrFwYM/ERIyC8js/cxNz559OHBgH6tWLefq1UiOHz/GjBlTSE5OomJFJ1xc3EhNTeGnn34kKiqKY8eOMGlS5lJ0aWm5nzevNBoNnTu/zZIlC/jll4NcunSRSZPG4+LiSvPmrwOZve5xcbHo9akmr71w4Ty1amXvLc560vDgl7W1DVqtFnd3D5Ok+cKFc2g02sf2Ohcn6QnOhWkv8HuZGWw+dO36PD/8cJnjx2+xaFEbXnzR4/EvEkIIIYqIVqtl3LhPGDbsfZYtW8yIEWMAGDp0JD4+jdmyZQMbNqzGYDDg4VGVLl3e4a23THeM0+l0LFy4jPXrV7NmzVdER99Cq9Xh6VmHBQuWPnLiU5cu76DX6/niizDi4mLx8KjK1Kkz8fFpDMCECVOZN28Offt2p0oVD4YNG8XYsU82HvqNN9rzxRdhtG37pkn51KkzWbZsEbNnzyAxMYHKld356KN/5zhEIcvLL7/K778fVzeFeOutbkRGXmHatImkpaXh4eHBwIGDWblyGefO/aX2qj/stddaMGUKrF69kq+/Xkn58uV56aXMsdqZx1/n/PneLFwYSnJyEpUqVaZ9+4788svPnD37F506PdGtP5GgoPfJyMhg1qzp6PV6Gjb04fPPF6rJakxMNF27duDjjyeZvIdxcbGPnDj5JE6cOE6TJn65/nFUEsyU3Pray5j4+GR1vC5pyVTcUgfztHsoFlbEvXUORftkPbdXrtylWjUHk7J79zL/orK3fzqWBCnLLC3NqVDBxrS9Rakl7V22FFZ7p6UZiIu7RcWKlbLNpBdPl6zVIYrC1atX6Nu3B5s378i24YjIG4PBwL/+9QaTJ8/INq44y+M+d46ONlhYFO4ABhkOkQPdlW2Yp2XOek2t1uWJEuD0dCOfffYr/v6r2LXrkskxe3udJMBCCCHEM6Rq1Wq0aNGaLVs2lnQoz7zw8O+pUaNWrglwSZEkOAe6C//sEJfq9fgd4q5cuUuHDhuZM+cIGRkKo0btJTo6+bGvE0IIIcTT68MPR7J//z6io6NKOpRnVkpKCuvXr2b8+IklHUo2Mib4IZZxJykXdwKANEdv0is2zrVu5qLfZxk//ieSkjIHr1tYmBEU5CPr/gohhBDPuPLly7Nhw7aSDuOZZmVlxfr1T+d7KEnwQ3QXVqnfP2pC3N27qQQH72P79vNq2XPP2bNkyRs0afJk2z4KIYQQQoiSIUnwA8wM99BFbAbAWM4OffW3cqx3+PA1PvwwnBs3EtWybt3qMWPGa9jayiQKIYQQQoinnSTBD9Be3oRZeuZYXn31t1HKZd9Ocf36/zFixF6y1tSwt9cSEtKSDh08izNUIYQQRUwWTxKi+JTE502S4CyKgtUDawOneOY8Ie7VV5/D3l7L3bt6XnrJnYUL36BKlZz3HhdCCPHssbCwAMBg0KPRaB9TWwhRGAwGPQAWFsWXmkoS/P8sYo5iefcMAGnOfmQ4NsixXuXKdoSEtOTKlXsMHty40NesE0IIUbLMzS2wsrIlKSlzy1yNRvtEO5aJ4mc0mpGRIT32zzJFUTAY9CQlxWNlZavu9FccJAn+f9pz/yyLltULHBt7n5kzDzNx4ssm6/y++aYMfRBCiNKsfHlHADURFk8nc3NzjEbZCKc0sLKyVT93xUWSYABjBpormct3GDUO6J/7Fz/9dIVhw/YQE5NMcnIaYWFtSzhIIYQQxcXMzAx7+4rY2VUgIyO9pMMRObCwMMPe3pp79+5Lb/AzzsLCslh7gLOUeBJsNBpZuHAhmzdvJjExEV9fXyZOnIiHh0eO9ePj45k+fTo///wzZmZmtGvXjuDg4ILtRZ2WiFlG5liUux49mTD5CMuWnVQP//xzJFFRSbi52eb/GkIIIZ455ubmmJvLqj9PI0tLc3Q6HSkpGbItusiXEh/QunjxYtatW8e0adPYsGEDRqORoKAgDAZDjvWHDRtGZGQkX375JfPmzePgwYNMnjy5YEEYMpc6O33LhYBxNUwS4MDAauzf30cSYCGEEEKIUqREk2CDwcDKlSsZNmwYzZs3p06dOoSGhhIVFcXevXuz1T958iTHjh3j008/pV69evj7+zN16lS+/fZboqOj8x2HkpHGvENN8Z0/iLMXMhNirdaCGTNeY/36f+HqapPvcwshhBBCiKdPiSbB586dIzk5GX9/f7WsfPny1K1bl99++y1b/ePHj+Ps7EzNmjXVMj8/P8zMzPj999/zHUdUoi0jvn0DfVrmsjjPP+/E3r09CQrykRnBQgghhBClUImOCY6KigKgUqVKJuUuLi7qsQdFR0dnq6vRaHBwcODWrVv5jsPJrSJ//z0MgPLlNTg4WOW2W7J4xmW1q729FbIOfukn7V22SHuXLdLeZYu5eeEnZiWaBKekpACZieyDtFot9+7dy7H+w3Wz6uv1+nzHUa6cBTVqVMj368WzpyRmoYqSI+1dtkh7ly3S3iK/SvQ3R6fLXHv34Ulwer0+x9UedDpdjhPm9Ho91tbWRROkEEIIIYQodUo0Cc4a2hATE2NSHhMTg6ura7b6bm5u2eoaDAbu3r2Li4tL0QUqhBBCCCFKlRJNguvUqYOtrS1Hjx5VyxISEvjrr7/w9fXNVt/X15eoqCgiIyPVsmPHjgHQuHHjog9YCCGEEEKUCiU6Jlij0dCrVy/mzJmDo6MjVapUYfbs2bi5udGqVSsyMjK4c+cOdnZ26HQ6vL29adSoESNHjmTy5Mncv3+fiRMn0qlTpxx7joUQQgghhMiJmaKU7JzKjIwMPv/8c7Zt20Zqaqq6Y5y7uzvXr1/n9ddfZ+bMmXTu3BmAuLg4pkyZwqFDh9BqtbRp04bx48ej1WpL8jaEEEIIIcQzpMSTYCGEEEIIIYqbrCsihBBCCCHKHEmChRBCCCFEmSNJsBBCCCGEKHMkCRZCCCGEEGWOJMFCCCGEEKLMkSRYCCGEEEKUOZIECyGEEEKIMqfUJ8FGo5H58+fz8ssv07BhQwYMGMC1a9dyrR8fH8/o0aPx9fXFz8+PKVOmkJKSUowRi4LIa3tfvHiRgQMH0rRpU/z9/Rk2bBg3b94sxohFQeS1vR+0Y8cOvLy8uH79ehFHKQpLXts7LS2NkJAQtX6vXr04e/ZsMUYsCiKv7R0XF8fo0aNp1qwZTZs2ZeTIkURHRxdjxKKwLF26lN69ez+yTmHka6U+CV68eDHr1q1j2rRpbNiwAaPRSFBQEAaDIcf6w4YNIzIyki+//JJ58+Zx8OBBJk+eXLxBi3zLS3vHx8fTr18/dDodq1evZvny5dy5c4egoCD0en0JRC/yKq+f7yw3btxg6tSpxRSlKCx5be/Jkyezbds2ZsyYwdatW3F0dGTAgAEkJiYWc+QiP/La3iN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0HistGradientBoostingClassifier0.660.74Overfitting
\n", + "
" + ], + "text/plain": [ + " Model F1-Score AUC-Score Assessment\n", + "0 HistGradientBoostingClassifier 0.66 0.74 Overfitting" + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "result_df = train_ml_model(X_train_df, y_train, X_eval_df, y_eval, HistGradientBoostingClassifier, random_state=42)\n", + "hgb = result_df\n", + "hgb" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Model 7" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\user\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\validation.py:1184: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", + " y = column_or_1d(y, warn=True)\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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ModelF1-ScoreAUC-ScoreAssessment
0AdaBoostClassifier0.560.67Overfitting
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4KNeighbors0.660.74Overfitting
5HistGradientBoosting0.630.72Underfitting
2AdaBoost0.610.70Overfitting
3Logistic Regression0.600.69Overfitting
1Random Forest0.580.68Overfitting
0Decision Tree0.580.67Overfitting
6SGBoost0.560.67Overfitting
\n", + "
" + ], + "text/plain": [ + " model f1_score AUC_score Assessment\n", + "4 KNeighbors 0.66 0.74 Overfitting\n", + "5 HistGradientBoosting 0.63 0.72 Underfitting\n", + "2 AdaBoost 0.61 0.70 Overfitting\n", + "3 Logistic Regression 0.60 0.69 Overfitting\n", + "1 Random Forest 0.58 0.68 Overfitting\n", + "0 Decision Tree 0.58 0.67 Overfitting\n", + "6 SGBoost 0.56 0.67 Overfitting" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "results= {'model':['Decision Tree','Random Forest','AdaBoost','Logistic Regression','KNeighbors','HistGradientBoosting','SGBoost'],\n", + " 'f1_score':[dt['F1-Score'].iloc[0],rf['F1-Score'].iloc[0],lr['F1-Score'].iloc[0],knn['F1-Score'].iloc[0],hgb['F1-Score'].iloc[0],\n", + " sgd['F1-Score'].iloc[0], adb['F1-Score'].iloc[0]], \n", + " 'AUC_score':[dt['AUC-Score'].iloc[0],rf['AUC-Score'].iloc[0],lr['AUC-Score'].iloc[0],knn['AUC-Score'].iloc[0],hgb['AUC-Score'].iloc[0],\n", + " sgd['AUC-Score'].iloc[0], adb['AUC-Score'].iloc[0]],\n", + " 'Assessment':[dt['Assessment'].iloc[0],rf['Assessment'].iloc[0],lr['Assessment'].iloc[0],knn['Assessment'].iloc[0],hgb['Assessment'].iloc[0],\n", + " sgd['Assessment'].iloc[0], adb['Assessment'].iloc[0]]\n", + "}\n", + "\n", + "results_df= pd.DataFrame(results)\n", + "results_df = results_df.sort_values(by ='AUC_score', ascending =False)\n", + "results_df" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create the bar plot using Seaborn\n", + "plt.figure(figsize=(10, 6))\n", + "sns.barplot(data=results_df, x='model', y='AUC_score', palette='viridis')\n", + "\n", + "# Add data labels\n", + "for i, value in enumerate(results_df['AUC_score']):\n", + " plt.text(i, value, round(value, 2), ha='center', va='bottom')\n", + "\n", + "# Set other plot properties\n", + "plt.xticks(rotation=45)\n", + "plt.xlabel('Model')\n", + "plt.ylabel('AUC Score')\n", + "plt.title('Comparison of AUC Scores for Different Models')\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Training of ML Models with balanced dataset" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Balancing Traning Dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((626, 9), (626, 1))" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Use Over-sampling/Under-sampling methods, more details here: https://imbalanced-learn.org/stable/install.html\n", + "oversample= SMOTE()\n", + "X_train_resampled,y_train_resampled = oversample.fit_resample(X_train_df, y_train)\n", + "X_train_resampled.shape,y_train_resampled.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Balanced Model 1" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\user\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\validation.py:1184: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", + " y = column_or_1d(y, warn=True)\n" + ] + }, + { + "data": { + "image/png": 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", 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ModelF1-ScoreAUC-ScoreAssessment
0LogisticRegression0.640.72Overfitting
\n", + "
" + ], + "text/plain": [ + " Model F1-Score AUC-Score Assessment\n", + "0 LogisticRegression 0.64 0.72 Overfitting" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "result_df = train_ml_model(X_train_resampled,y_train_resampled, X_eval_df, y_eval, LogisticRegression, random_state=42)\n", + "lr_RE = result_df\n", + "lr_RE" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Balanced Model 2" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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ModelF1-ScoreAUC-ScoreAssessment
0DecisionTreeClassifier0.530.62Overfitting
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" + ], + "text/plain": [ + " Model F1-Score AUC-Score Assessment\n", + "0 DecisionTreeClassifier 0.53 0.62 Overfitting" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "result_df = train_ml_model(X_train_resampled,y_train_resampled, X_eval_df, y_eval, DecisionTreeClassifier, random_state=42)\n", + "dt_RE = result_df\n", + "dt_RE" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Balanced Model 3" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\user\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\validation.py:1184: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", + " y = column_or_1d(y, warn=True)\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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ModelF1-ScoreAUC-ScoreAssessment
0SGDClassifier0.590.68Overfitting
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" + ], + "text/plain": [ + " Model F1-Score AUC-Score Assessment\n", + "0 SGDClassifier 0.59 0.68 Overfitting" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "result_df = train_ml_model(X_train_resampled,y_train_resampled, X_eval_df, y_eval, SGDClassifier, random_state=42)\n", + "sgd_RE = result_df\n", + "sgd_RE" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Balanced Model 4" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\user\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\base.py:1151: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n", + " return fit_method(estimator, *args, **kwargs)\n" + ] + }, + { + "data": { + "image/png": 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", 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ModelF1-ScoreAUC-ScoreAssessment
0RandomForestClassifier0.630.71Overfitting
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" + ], + "text/plain": [ + " Model F1-Score AUC-Score Assessment\n", + "0 RandomForestClassifier 0.63 0.71 Overfitting" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "result_df = train_ml_model(X_train_resampled,y_train_resampled, X_eval_df, y_eval, RandomForestClassifier, random_state=42)\n", + "rf_RE = result_df\n", + "rf_RE" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Balanced Model 5" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\user\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\neighbors\\_classification.py:228: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n", + " return self._fit(X, y)\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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ModelF1-ScoreAUC-ScoreAssessment
0KNeighborsClassifier0.60.69Overfitting
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" + ], + "text/plain": [ + " Model F1-Score AUC-Score Assessment\n", + "0 KNeighborsClassifier 0.6 0.69 Overfitting" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "result_df = train_ml_model(X_train_df, y_train, X_eval_df, y_eval, KNeighborsClassifier)\n", + "knn_RE = result_df\n", + "knn_RE" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Balanced Model 6" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\user\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\validation.py:1184: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", + " y = column_or_1d(y, warn=True)\n" + ] + }, + { + "data": { + "image/png": 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", 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ModelF1-ScoreAUC-ScoreAssessment
0HistGradientBoostingClassifier0.570.66Overfitting
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" + ], + "text/plain": [ + " Model F1-Score AUC-Score Assessment\n", + "0 HistGradientBoostingClassifier 0.57 0.66 Overfitting" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "result_df = train_ml_model(X_train_resampled,y_train_resampled, X_eval_df, y_eval, HistGradientBoostingClassifier, random_state=42)\n", + "hgb_RE = result_df\n", + "hgb_RE" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Balanced Model 7" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\user\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\validation.py:1184: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", + " y = column_or_1d(y, warn=True)\n" + ] + }, + { + "data": { + "image/png": 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", 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ModelF1-ScoreAUC-ScoreAssessment
0AdaBoostClassifier0.660.73Overfitting
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" + ], + "text/plain": [ + " Model F1-Score AUC-Score Assessment\n", + "0 AdaBoostClassifier 0.66 0.73 Overfitting" + ] + }, + "execution_count": 68, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "result_df = train_ml_model(X_train_resampled,y_train_resampled, X_eval_df, y_eval, AdaBoostClassifier, random_state=42)\n", + "adb_RE = result_df\n", + "adb_RE" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Models comparison For Balanced Dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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modelf1_scoreAUC_scoreAssessment
4KNeighbors0.660.74Overfitting
5HistGradientBoosting0.630.72Underfitting
2AdaBoost0.610.70Overfitting
3Logistic Regression0.600.69Overfitting
1Random Forest0.580.68Overfitting
0Decision Tree0.580.67Overfitting
6SGBoost0.560.67Overfitting
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" + ], + "text/plain": [ + " model f1_score AUC_score Assessment\n", + "4 KNeighbors 0.66 0.74 Overfitting\n", + "5 HistGradientBoosting 0.63 0.72 Underfitting\n", + "2 AdaBoost 0.61 0.70 Overfitting\n", + "3 Logistic Regression 0.60 0.69 Overfitting\n", + "1 Random Forest 0.58 0.68 Overfitting\n", + "0 Decision Tree 0.58 0.67 Overfitting\n", + "6 SGBoost 0.56 0.67 Overfitting" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "balanced_results= {'model':['Decision Tree','Random Forest','AdaBoost','Logistic Regression','KNeighbors','HistGradientBoosting','SGBoost'],\n", + " 'f1_score':[dt_RE['F1-Score'].iloc[0],rf_RE['F1-Score'].iloc[0],lr_RE['F1-Score'].iloc[0],knn_RE['F1-Score'].iloc[0],hgb_RE['F1-Score'].iloc[0],\n", + " sgd_RE['F1-Score'].iloc[0], adb_RE['F1-Score'].iloc[0]], \n", + " 'AUC_score':[dt_RE['AUC-Score'].iloc[0],rf_RE['AUC-Score'].iloc[0],lr_RE['AUC-Score'].iloc[0],knn_RE['AUC-Score'].iloc[0],hgb_RE['AUC-Score'].iloc[0],\n", + " sgd['AUC-Score'].iloc[0], adb_RE['AUC-Score'].iloc[0]],\n", + " 'Assessment':[dt_RE['Assessment'].iloc[0],rf_RE['Assessment'].iloc[0],lr_RE['Assessment'].iloc[0],knn_RE['Assessment'].iloc[0],hgb_RE['Assessment'].iloc[0],\n", + " sgd_RE['Assessment'].iloc[0], adb_RE['Assessment'].iloc[0]]\n", + "}\n", + "\n", + "balanced_results_df= pd.DataFrame(results)\n", + "balanced_results_df = results_df.sort_values(by ='AUC_score', ascending =False)\n", + "balanced_results_df" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create the bar plot using Seaborn\n", + "plt.figure(figsize=(10, 6))\n", + "sns.barplot(data=balanced_results_df, x='model', y='AUC_score', palette='viridis')\n", + "\n", + "# Add data labels\n", + "for i, value in enumerate(balanced_results_df['AUC_score']):\n", + " plt.text(i, value, round(value, 2), ha='center', va='bottom')\n", + "\n", + "# Set other plot properties\n", + "plt.xticks(rotation=45)\n", + "plt.xlabel('Model')\n", + "plt.ylabel('AUC Score')\n", + "plt.title('Comparison of AUC Scores for Different Models with Balanced Dataset')\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [], + "source": [ + "results_df['Dataset'] = 'Unbalanced'\n", + "balanced_results_df['Dataset'] = 'Balanced'\n", + "\n", + "combined_results = pd.concat([results_df, balanced_results_df], ignore_index=True)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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modelf1_scoreAUC_scoreAssessmentDataset
0KNeighbors0.660.74OverfittingUnbalanced
7KNeighbors0.660.74OverfittingBalanced
1HistGradientBoosting0.630.72UnderfittingUnbalanced
8HistGradientBoosting0.630.72UnderfittingBalanced
2AdaBoost0.610.70OverfittingUnbalanced
9AdaBoost0.610.70OverfittingBalanced
3Logistic Regression0.600.69OverfittingUnbalanced
10Logistic Regression0.600.69OverfittingBalanced
4Random Forest0.580.68OverfittingUnbalanced
11Random Forest0.580.68OverfittingBalanced
5Decision Tree0.580.67OverfittingUnbalanced
6SGBoost0.560.67OverfittingUnbalanced
12Decision Tree0.580.67OverfittingBalanced
13SGBoost0.560.67OverfittingBalanced
\n", + "
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"\n", + "#fig = px.bar(combined_results, x='Assessment', y='model', color='Dataset', title='Assessment Comparison')\n", + "#fig.update_layout(yaxis_title='Model')\n", + "#fig.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Grid Search and Feature Importance" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": {}, + "outputs": [], + "source": [ + "# Function for Hyperparameter Tuning and Feature Importances\n", + "\n", + "def feature_importance_and_tuning(model_name, X_train, y_train, X_test, y_test):\n", + " # Hyperparameter Tuning\n", + " grid_search = GridSearchCV(model, param_grid, cv=5, scoring='f1', n_jobs=-1)\n", + " grid_search.fit(X_train, y_train)\n", + " \n", + " best_model = grid_search.best_estimator_\n", + " \n", + " # Feature importance\n", + " importances = best_model.feature_importances_\n", + " indices = np.argsort(importances)[::-1]\n", + " \n", + " plt.figure(figsize=(10, 6))\n", + " plt.title(f\"{model_name} - Feature Importance\")\n", + " plt.bar(range(X_train.shape[1]), importances[indices], align=\"center\")\n", + " plt.xticks(range(X_train.shape[1]), indices)\n", + " plt.xlim([-1, X_train.shape[1]])\n", + " plt.show()\n", + " \n", + " y_pred = best_model.predict(X_test)\n", + " f1 = f1_score(y_test, y_pred)\n", + " auc = roc_auc_score(y_test, y_pred)\n", + " \n", + " return best_model, f1, auc" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [], + "source": [ + "# X_train_resampled,y_train_resampled, X_eval_df, y_eval" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\user\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\validation.py:1184: DataConversionWarning:\n", + "\n", + "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " feature importance_mean\n", + "1 1 0.151757\n", + "5 5 0.070927\n", + "6 6 0.026997\n", + "0 0 0.023962\n", + "7 7 0.021246\n", + "3 3 0.015815\n", + "4 4 0.012620\n", + "2 2 0.005751\n", + "8 8 0.000000\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\user\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\validation.py:1184: DataConversionWarning:\n", + "\n", + "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Best Score: 0.773334 using {'learning_rate': 0.1, 'n_estimators': 100}\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "\n", + "# Create AdaBoost model\n", + "model = AdaBoostClassifier(random_state=42)\n", + "model.fit(X_train_resampled, y_train_resampled)\n", + "\n", + "# Perform permutation feature importance\n", + "perm_importance = permutation_importance(model, X_train_resampled, y_train_resampled, n_repeats=10, random_state=42)\n", + "\n", + "# Create a DataFrame to store and visualize the results\n", + "X_train_resampled_df = pd.DataFrame(X_train_resampled)\n", + "importance_df = pd.DataFrame({'feature': X_train_resampled_df.columns, 'importance_mean': perm_importance.importances_mean})\n", + "importance_df = importance_df.sort_values('importance_mean', ascending=False)\n", + "\n", + "# Print and visualize top features\n", + "print(importance_df.head(10))\n", + "importance_df.plot.barh(x='feature', y='importance_mean')\n", + "\n", + "# Define the parameter grid for GridSearchCV\n", + "param_grid = {\n", + " 'n_estimators': [50, 100, 200],\n", + " 'learning_rate': [0.01, 0.1, 1.0]\n", + "}\n", + "\n", + "# Create a repeated stratified K-fold cross-validator\n", + "cv = RepeatedStratifiedKFold(n_splits=10, n_repeats=3, random_state=1)\n", + "\n", + "# Create GridSearchCV object\n", + "grid_search = GridSearchCV(estimator=model, param_grid=param_grid, n_jobs=-1, cv=cv, scoring='f1', error_score=0)\n", + "grid_result = grid_search.fit(X_train_resampled, y_train_resampled)\n", + "\n", + "# Summarize results\n", + "print(\"Best Score: %f using %s\" % (grid_result.best_score_, grid_result.best_params_))" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\user\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\validation.py:1184: DataConversionWarning:\n", + "\n", + "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " feature importance_mean\n", + "1 1 0.224281\n", + "5 5 0.120128\n", + "6 6 0.051118\n", + "0 0 0.041534\n", + "7 7 0.038498\n", + "2 2 0.032748\n", + "3 3 0.026198\n", + "8 8 0.005591\n", + "4 4 0.003674\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\user\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\validation.py:1184: DataConversionWarning:\n", + "\n", + "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Best Score: 0.836686 using {'learning_rate': 0.2, 'max_depth': 10, 'max_iter': 200}\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create Histogram Gradient Boosting model\n", + "model = HistGradientBoostingClassifier(random_state=42)\n", + "model.fit(X_train_resampled, y_train_resampled)\n", + "\n", + "# Perform permutation feature importance\n", + "perm_importance = permutation_importance(model, X_train_resampled, y_train_resampled, n_repeats=10, random_state=42)\n", + "\n", + "# Create a DataFrame to store and visualize the results\n", + "X_train_resampled_df = pd.DataFrame(X_train_resampled)\n", + "importance_df = pd.DataFrame({'feature': X_train_resampled_df.columns, 'importance_mean': perm_importance.importances_mean})\n", + "importance_df = importance_df.sort_values('importance_mean', ascending=False)\n", + "\n", + "# Print and visualize top features\n", + "print(importance_df.head(10))\n", + "importance_df.plot.barh(x='feature', y='importance_mean')\n", + "\n", + "# Define the parameter grid for GridSearchCV\n", + "param_grid = {\n", + " 'learning_rate': [0.01, 0.1, 0.2],\n", + " 'max_iter': [100, 200, 300],\n", + " 'max_depth': [None, 10, 20]\n", + "}\n", + "\n", + "# Create a repeated stratified K-fold cross-validator\n", + "cv = RepeatedStratifiedKFold(n_splits=10, n_repeats=3, random_state=1)\n", + "\n", + "# Create GridSearchCV object\n", + "grid_search = GridSearchCV(estimator=model, param_grid=param_grid, n_jobs=-1, cv=cv, scoring='f1', error_score=0)\n", + "grid_result = grid_search.fit(X_train_resampled, y_train_resampled)\n", + "\n", + "# Summarize results\n", + "print(\"Best Score: %f using %s\" % (grid_result.best_score_, grid_result.best_params_))" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\user\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\neighbors\\_classification.py:228: DataConversionWarning:\n", + "\n", + "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Feature: 0, Score: 0.04505\n", + "Feature: 1, Score: 0.10543\n", + "Feature: 2, Score: 0.02428\n", + "Feature: 3, Score: 0.05911\n", + "Feature: 4, Score: 0.01853\n", + "Feature: 5, Score: 0.05080\n", + "Feature: 6, Score: 0.02364\n", + "Feature: 7, Score: 0.02780\n", + "Feature: 8, Score: 0.07572\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Best Score: 0.846113 using {'metric': 'euclidean', 'n_neighbors': 1, 'weights': 'uniform'}\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\user\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\neighbors\\_classification.py:228: DataConversionWarning:\n", + "\n", + "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n", + "\n" + ] + } + ], + "source": [ + "# define the model\n", + "model = KNeighborsClassifier()\n", + "# fit the model\n", + "model.fit(X_train_resampled, y_train_resampled)\n", + "# perform permutation importance\n", + "results = permutation_importance(model, X_train_resampled, y_train_resampled, scoring='accuracy')\n", + "# get importance\n", + "importance = results.importances_mean\n", + "# summarize feature importance\n", + "for i,v in enumerate(importance):\n", + "\tprint('Feature: %0d, Score: %.5f' % (i,v))\n", + "# plot feature importance\n", + "plt.bar([x for x in range(len(importance))], importance)\n", + "plt.show()\n", + "\n", + "# Define the parameter grid for GridSearchCV\n", + "param_grid = {\n", + "'n_neighbors' : range(1, 21, 2),\n", + "'weights' : ['uniform', 'distance'],\n", + "'metric' : ['euclidean', 'manhattan', 'minkowski']\n", + "}\n", + "\n", + "# Create a repeated stratified K-fold cross-validator\n", + "cv = RepeatedStratifiedKFold(n_splits=10, n_repeats=3, random_state=1)\n", + "\n", + "# Create GridSearchCV object\n", + "grid_search = GridSearchCV(estimator=model, param_grid=param_grid, n_jobs=-1, cv=cv, scoring='f1', error_score=0)\n", + "grid_result = grid_search.fit(X_train_resampled, y_train_resampled)\n", + "\n", + "# Summarize results\n", + "print(\"Best Score: %f using %s\" % (grid_result.best_score_, grid_result.best_params_))" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\user\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\neighbors\\_classification.py:228: DataConversionWarning:\n", + "\n", + "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n", + "\n" + ] + }, + { + "data": { + "text/html": [ + "
KNeighborsClassifier(metric='euclidean', n_neighbors=1)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
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" + ], + "text/plain": [ + "KNeighborsClassifier(metric='euclidean', n_neighbors=1)" + ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\n", + "best_model_01 = KNeighborsClassifier(metric='euclidean', n_neighbors=1, weights='uniform')\n", + "best_model_01.fit(X_train_resampled,y_train_resampled)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "KNeighborsClassifier classification report:\n", + " precision recall f1-score support\n", + "\n", + " 0 1.00 1.00 1.00 313\n", + " 1 1.00 1.00 1.00 313\n", + "\n", + " accuracy 1.00 626\n", + " macro avg 1.00 1.00 1.00 626\n", + "weighted avg 1.00 1.00 1.00 626\n", + "\n", + "\n" + ] + } + ], + "source": [ + "# make predictions on the test data\n", + "y_pred = best_model_01.predict(X_train_resampled)\n", + "\n", + "# generate the classification report\n", + "report = classification_report(y_train_resampled,y_pred)\n", + "name = 'KNeighborsClassifier'\n", + "\n", + "# print the classification report\n", + "print(f'{name} classification report:\\n{report}\\n')\n", + "\n", + "# set the destination path to the \"export\" directory\n", + "destination = \".\"\n", + "\n", + "# create a dictionary to store the objects and their filenames\n", + "models = {\"numerical_imputer_01\": numerical_imputer,\n", + " \"label_encoder_01\": label_encoder,\n", + " \"scaler_01\": scaler,\n", + " \"Final_01_model\": best_model_01}\n", + "\n", + "# loop through the models and save them using joblib.dump()\n", + "for name, model in models.items():\n", + " dump(model, os.path.join(destination, f\"{name}.joblib\"))\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 2nd Best Model" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\user\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\validation.py:1184: DataConversionWarning:\n", + "\n", + "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Histogram Gradient Boosting Classifier classification report:\n", + " precision recall f1-score support\n", + "\n", + " 0 1.00 1.00 1.00 313\n", + " 1 1.00 1.00 1.00 313\n", + "\n", + " accuracy 1.00 626\n", + " macro avg 1.00 1.00 1.00 626\n", + "weighted avg 1.00 1.00 1.00 626\n", + "\n", + "\n" + ] + } + ], + "source": [ + "best_model_02 = HistGradientBoostingClassifier(random_state=42, learning_rate=0.1, max_depth=None, max_iter=100)\n", + "best_model_02.fit(X_train_resampled,y_train_resampled) \n", + "\n", + "# make predictions on the test data\n", + "y_pred = best_model_02.predict(X_train_resampled)\n", + "\n", + "# generate the classification report\n", + "report = classification_report(y_train_resampled,y_pred)\n", + "name = 'Histogram Gradient Boosting Classifier'\n", + "\n", + "# print the classification report\n", + "print(f'{name} classification report:\\n{report}\\n')\n", + "\n", + "# set the destination path to the \"export\" directory\n", + "destination = \".\"\n", + "\n", + "# create a dictionary to store the objects and their filenames\n", + "models = {\"numerical_imputer_02\": numerical_imputer,\n", + " \"label_encoder_02\": label_encoder,\n", + " \"scaler_02\": scaler,\n", + " \"Final_02_model\": best_model_02}\n", + "\n", + "# loop through the models and save them using joblib.dump()\n", + "for name, model in models.items():\n", + " dump(model, os.path.join(destination, f\"{name}.joblib\"))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 3rd Best Model" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\user\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\utils\\validation.py:1184: DataConversionWarning:\n", + "\n", + "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "AdaBoost Classifier classification report:\n", + " precision recall f1-score support\n", + "\n", + " 0 0.81 0.77 0.79 313\n", + " 1 0.78 0.82 0.80 313\n", + "\n", + " accuracy 0.80 626\n", + " macro avg 0.80 0.80 0.80 626\n", + "weighted avg 0.80 0.80 0.80 626\n", + "\n", + "\n" + ] + } + ], + "source": [ + "best_model_03 = AdaBoostClassifier(random_state=42, learning_rate=0.1, n_estimators=50)\n", + "best_model_03.fit(X_train_resampled,y_train_resampled) \n", + "\n", + "# make predictions on the test data\n", + "y_pred = best_model_03.predict(X_train_resampled)\n", + "\n", + "# generate the classification report\n", + "report = classification_report(y_train_resampled,y_pred)\n", + "name = 'AdaBoost Classifier'\n", + "\n", + "# print the classification report\n", + "print(f'{name} classification report:\\n{report}\\n')\n", + "\n", + "# set the destination path to the \"export\" directory\n", + "destination = \".\"\n", + "\n", + "# create a dictionary to store the objects and their filenames\n", + "models = {\"numerical_imputer_03\": numerical_imputer,\n", + " \"label_encoder_03\": label_encoder,\n", + " \"scaler_03\": scaler,\n", + " \"Final_03_model\": best_model_03}\n", + "\n", + "# loop through the models and save them using joblib.dump()\n", + "for name, model in models.items():\n", + " dump(model, os.path.join(destination, f\"{name}.joblib\"))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 88, + "metadata": {}, + "outputs": [], + "source": [ + "# set the destination path to the \"export\" directory\n", + "#destination = \".\"\n", + "\n", + "# create a dictionary to store the objects and their filenames\n", + "#models = {\"numerical_imputer\": numerical_imputer,\n", + "# \"label_encoder\": label_encoder,\n", + "# \"scaler\": scaler,\n", + "# \"Final_model\": best_model}\n", + "\n", + "# loop through the models and save them using joblib.dump()\n", + "#for name, model in models.items():\n", + "# dump(model, os.path.join(destination, f\"{name}.joblib\"))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.4" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +}