{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Prediction of High School Students' Academic Performance\n", "Author: Zhang Zhang\n", "\n", "Course Project, UC Irvine, Math 10, Fall 24\n", "\n", "I would like to post my notebook on the course's website. [Yes]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Introduction\n", "\n", "Students' Academic performance can be influenced by multiple factors. In this project, we aim to do a multi-classification of a large set of high school student's grade base on their behaviors. Different models, such as Logistic Regression, Support Vector Machine, Random Forest, KNN, Neural Network is attempted in this project. The target variable, **GradeClass**, categorizes students' grades, making the dataset ideal for educational research, predictive modeling, and statistical analysis. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data Pre-processing\n", "\n", "The [dataset](https://www.kaggle.com/datasets/rabieelkharoua/students-performance-dataset/data) chosed in this project contains comprehensive information of **2392 high school students**. It gives both numerical and categorical data of each student to reflect their school performance related aspects. In this section, we will pre-process the data, including loading, cleaning, and transforming the raw data into a format suitable for model training and analysis. Also, we will have a overall impression on the dataset. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we first load the dataset and drop all null values. For convenience, we remapped the GradeClass variable from 0.0-4.0 to 1-5, while 1 means A class and 5 points to F class." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "GradeClass\n", "5.0 1211\n", "4.0 414\n", "3.0 391\n", "2.0 269\n", "1.0 107\n", "Name: count, dtype: int64\n" ] }, { "data": { "text/html": [ "
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StudentIDAgeGenderEthnicityParentalEducationStudyTimeWeeklyAbsencesTutoringParentalSupportExtracurricularSportsMusicVolunteeringGPAGradeClass
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" ], "text/plain": [ " StudentID Age Gender Ethnicity ParentalEducation StudyTimeWeekly \\\n", "0 1001 17 1 0 2 19.833723 \n", "1 1002 18 0 0 1 15.408756 \n", "2 1003 15 0 2 3 4.210570 \n", "3 1004 17 1 0 3 10.028829 \n", "4 1005 17 1 0 2 4.672495 \n", "5 1006 18 0 0 1 8.191219 \n", "6 1007 15 0 1 1 15.601680 \n", "7 1008 15 1 1 4 15.424496 \n", "8 1009 17 0 0 0 4.562008 \n", "9 1010 16 1 0 1 18.444466 \n", "\n", " Absences Tutoring ParentalSupport Extracurricular Sports Music \\\n", "0 7 1 2 0 0 1 \n", "1 0 0 1 0 0 0 \n", "2 26 0 2 0 0 0 \n", "3 14 0 3 1 0 0 \n", "4 17 1 3 0 0 0 \n", "5 0 0 1 1 0 0 \n", "6 10 0 3 0 1 0 \n", "7 22 1 1 1 0 0 \n", "8 1 0 2 0 1 0 \n", "9 0 0 3 1 0 0 \n", "\n", " Volunteering GPA GradeClass \n", "0 0 2.929196 3.0 \n", "1 0 3.042915 2.0 \n", "2 0 0.112602 5.0 \n", "3 0 2.054218 4.0 \n", "4 0 1.288061 5.0 \n", "5 0 3.084184 2.0 \n", "6 0 2.748237 3.0 \n", "7 0 1.360143 5.0 \n", "8 1 2.896819 3.0 \n", "9 0 3.573474 1.0 " ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "import seaborn as sns\n", "import numpy as np \n", "import matplotlib.pyplot as plt \n", "import matplotlib.cm as cm\n", "import warnings\n", "\n", "warnings.simplefilter(action='ignore', category=FutureWarning)\n", "data_path = 'Student_performance_data _.csv'\n", "df = pd.read_csv(data_path)\n", "df = df.dropna()\n", "df.columns = df.columns.str.strip()\n", "grade_mapping = {0.0: 1, 1.0: 2, 2.0: 3, 3.0: 4, 4.0: 5}\n", "df['GradeClass'] = df['GradeClass'].replace(grade_mapping)\n", "print(df['GradeClass'].value_counts())\n", "df.head(10)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Check if there's any null value in the dataset." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "StudentID 0\n", "Age 0\n", "Gender 0\n", "Ethnicity 0\n", "ParentalEducation 0\n", "StudyTimeWeekly 0\n", "Absences 0\n", "Tutoring 0\n", "ParentalSupport 0\n", "Extracurricular 0\n", "Sports 0\n", "Music 0\n", "Volunteering 0\n", "GPA 0\n", "GradeClass 0\n", "dtype: int64\n" ] } ], "source": [ "print(df.isnull().sum())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Print the basic information of the dataset. 'StudentID' is a unique identifier assigned to each student (1001 to 3392). Since 'StudentID' is useless for the project's purpose, so we dropped it. " ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 2392 entries, 0 to 2391\n", "Data columns (total 15 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 StudentID 2392 non-null int64 \n", " 1 Age 2392 non-null int64 \n", " 2 Gender 2392 non-null int64 \n", " 3 Ethnicity 2392 non-null int64 \n", " 4 ParentalEducation 2392 non-null int64 \n", " 5 StudyTimeWeekly 2392 non-null float64\n", " 6 Absences 2392 non-null int64 \n", " 7 Tutoring 2392 non-null int64 \n", " 8 ParentalSupport 2392 non-null int64 \n", " 9 Extracurricular 2392 non-null int64 \n", " 10 Sports 2392 non-null int64 \n", " 11 Music 2392 non-null int64 \n", " 12 Volunteering 2392 non-null int64 \n", " 13 GPA 2392 non-null float64\n", " 14 GradeClass 2392 non-null float64\n", "dtypes: float64(3), int64(12)\n", "memory usage: 280.4 KB\n" ] }, { "data": { "text/html": [ "
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AgeGenderEthnicityParentalEducationStudyTimeWeeklyAbsencesTutoringParentalSupportExtracurricularSportsMusicVolunteeringGPAGradeClass
01710219.83372371200102.9291963.0
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.............................................
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2392 rows × 14 columns

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" ], "text/plain": [ " Age Gender Ethnicity ParentalEducation StudyTimeWeekly Absences \\\n", "0 17 1 0 2 19.833723 7 \n", "1 18 0 0 1 15.408756 0 \n", "2 15 0 2 3 4.210570 26 \n", "3 17 1 0 3 10.028829 14 \n", "4 17 1 0 2 4.672495 17 \n", "... ... ... ... ... ... ... \n", "2387 18 1 0 3 10.680555 2 \n", "2388 17 0 0 1 7.583217 4 \n", "2389 16 1 0 2 6.805500 20 \n", "2390 16 1 1 0 12.416653 17 \n", "2391 16 1 0 2 17.819907 13 \n", "\n", " Tutoring ParentalSupport Extracurricular Sports Music Volunteering \\\n", "0 1 2 0 0 1 0 \n", "1 0 1 0 0 0 0 \n", "2 0 2 0 0 0 0 \n", "3 0 3 1 0 0 0 \n", "4 1 3 0 0 0 0 \n", "... ... ... ... ... ... ... \n", "2387 0 4 1 0 0 0 \n", "2388 1 4 0 1 0 0 \n", "2389 0 2 0 0 0 1 \n", "2390 0 2 0 1 1 0 \n", "2391 0 2 0 0 0 1 \n", "\n", " GPA GradeClass \n", "0 2.929196 3.0 \n", "1 3.042915 2.0 \n", "2 0.112602 5.0 \n", "3 2.054218 4.0 \n", "4 1.288061 5.0 \n", "... ... ... \n", "2387 3.455509 1.0 \n", "2388 3.279150 5.0 \n", "2389 1.142333 3.0 \n", "2390 1.803297 2.0 \n", "2391 2.140014 2.0 \n", "\n", "[2392 rows x 14 columns]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.info()\n", "df.drop(['StudentID'],axis=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Explorotory Data Analysis\n", "\n", "In this section, we will explore the pattern lies in the data and try to find the relationship between each variables to better understand the dataset. \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### GPA and GradeClass\n", "\n", "GPA is the Grade Point Average on a scale from 2.0 to 4.0, influenced by other features in the dataset. GPA is the numerical reflection of a student's overall academic performance. However, for this project's purpose, we want to predict the classification of students' academic performace. So we use 'GradeClass' as the target variable instead of GPA. \n", "\n", "GradeClass mapped students' GPA to grade classes. \n", "0: 'A' (GPA >= 3.5)\n", "\n", "1: 'B' (3.0 <= GPA < 3.5)\n", "\n", "2: 'C' (2.5 <= GPA < 3.0)\n", "\n", "3: 'D' (2.0 <= GPA < 2.5)\n", "\n", "4: 'F' (GPA < 2.0)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mean = np.mean(df['GPA'])\n", "plt.figure(figsize=(8, 6))\n", "sns.histplot(df['GPA'], bins=10, kde=True, color=cm.coolwarm(0.8), edgecolor='white')\n", "plt.axvline(mean, color='red', linestyle='--', linewidth=2)\n", "plt.text(mean, plt.ylim()[1] * 0.7, f'Mean = {mean:.2f}', color='red', ha='center')\n", "\n", "plt.title('Distribution of GPA')\n", "plt.xlabel('GPA')\n", "plt.ylabel('Frequency')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The distribution of GPA appears to be approximately normal, with a slight skew to the left. This means that the majority of GPA fall around the middle range, with fewer students at the extremes (very low or very high GPAs)." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\Lillian\\AppData\\Local\\Temp\\ipykernel_30244\\2880979547.py:7: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", " ax1.set_xticklabels(labels)\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "grade_counts = df['GradeClass'].value_counts().sort_index()\n", "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(14, 6))\n", "labels=['A', 'B', 'C', 'D', 'F']\n", "sns.countplot(data=df, x='GradeClass',palette=sns.color_palette(\"coolwarm\", n_colors=len(grade_counts)),ax=ax1)\n", "ax1.set_xlabel('Grade Class')\n", "ax1.set_ylabel('Count')\n", "ax1.set_xticklabels(labels)\n", "ax2.pie(grade_counts, labels=labels,autopct='%1.1f%%', startangle=90, colors=sns.color_palette(\"coolwarm\", n_colors=len(grade_counts)))\n", "plt.suptitle('GradeClass Distribution',fontsize=20)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The distribution of the total GradeClass is left-skewed, indicating the counts of students is ascending as grade descending. However, the counts of cases in the majority class(F class) greatly outweighs the minority class(A class). This imbalanced dataset may lead to some problems when training the data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Other Features" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Despite the 'GPA' and 'GradeClass' columns in the dataset, there are 12 features provided in each student's info. The 12 features are classified into four groups to better explain the data: **Demographic features, Study habits, Parental Involvement, and Extracurricular**" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "features = ['Age', 'Gender', 'Ethnicity', 'ParentalEducation', \n", " 'StudyTimeWeekly','Absences', 'Tutoring','ParentalSupport', \n", " 'Extracurricular','Sports', 'Music', 'Volunteering']\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Demographic Features Analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Features in the demographic group represents the following:\n", "\n", "**Age**: The age of the students ranges from 15 to 18 years. The data is discrete.\n", "\n", "**Gender**: Gender of the students, where 0 represents Male and 1 represents Female.\n", "\n", "**Ethnicity**: The ethnicity of the students, coded as follows:\n", "\n", "0: Caucasian\n", "\n", "1: African American\n", "\n", "2: Asian\n", "\n", "3: Other\n", "\n", "**ParentalEducation**: The education level of the parents, coded as follows:\n", "\n", "0: None\n", "\n", "1: High School\n", "\n", "2: Some College\n", "\n", "3: Bachelor's\n", "\n", "4: Higher" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "demographic_features = ['Age', 'Gender', 'Ethnicity', 'ParentalEducation']\n", "sns.set_style('whitegrid')\n", "fig, axes = plt.subplots(2, 2, figsize=(15, 10))\n", "fig.suptitle(\"Demographic Details\", fontsize=16, y=1.02)\n", "fig.tight_layout(pad=5.0)\n", "\n", "for i, feature in enumerate(demographic_features):\n", " row = i // 2 \n", " col = i % 2 \n", " ax = axes[row, col]\n", " grade_class_counts = pd.crosstab(df[feature], df['GradeClass'])\n", " grade_class_counts.plot(kind='bar', stacked=True, ax=ax, \n", " color=sns.color_palette(\"coolwarm\", len(grade_class_counts.columns)))\n", "\n", " ax.set_title(f'Stacked Bar Chart for {feature}')\n", " ax.set_ylabel('Count')\n", " ax.set_xlabel(feature)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " **Demographic Patterns**:\n", " - **Age**: GradeClass distributions are relatively similar across ages 15-18, suggesting consistent academic performance trends regardless of age.\n", " - **Gender**: Both genders show a similar distribution of GradeClass, indicating no significant performance disparity between male and female students.\n", " - **Ethnicity**: The majority of students belong to the Caucasian group (code 0), dominating all GradeClass levels. Other ethnic groups (codes 1, 2, 3) show smaller and more varied distributions across GradeClass levels.\n", " - **Parental Education**: Higher levels of parental education (codes 3 and 4) are associated with better grade distributions, reflecting the potential influence of educational background on student success." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(nrows=1, ncols=len(demographic_features), figsize=(15, 5))\n", "fig.tight_layout(pad=7.0)\n", "\n", "for i, feature in enumerate(demographic_features):\n", " sns.boxplot(data=df, x=feature, y='GPA', ax=axes[i], palette=\"coolwarm\")\n", " axes[i].set_title(f'Violin Plot of {feature}')\n", " axes[i].set_xlabel(feature)\n", " axes[i].set_ylabel('GPA')\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The boxplot shows there isn't a strong correlation between these features and students' GPA. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Study Habits\n", "\n", "**StudyTimeWeekly**: Weekly study time in hours, ranging from 0 to 20.\n", "\n", "**Absences**: Number of absences during the school year, ranging from 0 to 30.\n", "\n", "**Tutoring**: Tutoring status, where 0 indicates No and 1 indicates Yes." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "study_habits_features = ['StudyTimeWeekly', 'Absences', 'Tutoring']\n", "\n", "fig, axes = plt.subplots(nrows=1, ncols=3, figsize=(15, 5))\n", "fig.suptitle(\"Study Habits\", fontsize=16, y=1.02)\n", "fig.tight_layout(pad=5.0)\n", "\n", "for i, feature in enumerate(study_habits_features):\n", " ax = axes[i]\n", "\n", " if feature in ['StudyTimeWeekly', 'Absences']:\n", " bins = pd.cut(df[feature], bins=4, labels=[\"Low\", \"Medium\", \"High\", \"Very High\"])\n", " grade_class_counts = pd.crosstab(bins, df['GradeClass'])\n", " grade_class_counts.plot(kind='bar', stacked=True, ax=ax, \n", " color=sns.color_palette(\"coolwarm\", len(grade_class_counts.columns)))\n", "\n", " else:\n", " grade_class_counts = pd.crosstab(df[feature], df['GradeClass'])\n", " grade_class_counts.plot(kind='bar', stacked=True, ax=ax, \n", " color=sns.color_palette(\"coolwarm\", len(grade_class_counts.columns)))\n", "\n", " ax.set_title(f'Stacked Bar Chart for {feature}')\n", " ax.set_ylabel('Count')\n", " ax.set_xlabel(feature)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Study Time Weekly**\n", "\n", "As study time increases, the proportion of higher Grade Classes also increases. This suggests a positive correlation between study time and academic performance. Students who study very high hours tend to have a higher proportion of higher Grade Classes.\n", "\n", "**Absences**\n", "\n", "Students with very high absences have a significantly higher proportion of lower Grade Classes. As the number of absences increases, the proportion of lower Grade Classes also increases. This indicates a negative correlation between absences and academic performance.\n", "\n", "**Tutoring**\n", "\n", "Students who receive tutoring seem to have a higher proportion of higher Grade Classes, particularly in the highest Grade Class. This suggests that tutoring can have a positive impact on academic performance." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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q4Pam4EujRiwCTA7Q0NPuAWv79HKv7EqxtSaF4KIWkEsBu7Vvd76TFLnT0HgfEI0w/cI0eO1YpgE/4DW0dQB87/xpt1BD4/TgBczjnhximcrdGktPXp4Edqt8/6Sgf540NDQ0ThnfJRf5m3KPjwvTBfBM7XJFuH/ziB5J2+L7ykPc346XJcTfRkVcfcfAi8mVAaDeFk+PfdQA0e4BtTb/nisBu3VuMI/25bQwXuQ4bx8wpLzrUC11ZpihoI3u4c+f1XJYyShLgMUjXIPNDsn25QmgmAYerFMMLZCBCY7P55b57XLlznIJQA2NswgBGvXyKYozqqiTfIqvv1xclYbGu4lkFJgqAfdWaaT3fMDu8Tq5Msn3TwqadGtoaGicIr6r1/hlc4+PilX1Exflbf3dEz43DHowFWk92g7lbTwuZDsRo0jbceWwXuRlPurtT8eBkTzPLUSY22wYfP3LxdCLrY6tDA1PNoGyrAk9V+KPp6q1eVbyfiO2AT8Q2D6gASQd5+tLO2yzMEhgz0p5u+chYrNtf3k7JNb1Nmt2/z9/QC+BYQBW/5cMvn6cR/9lcFZLAGponEVEbV4ju3VWFggCXqutLsv26egQjfcZXgBsV4Bqq+81n8+3D1gx46SgLzUNDQ2NU8SrhlE/D6+qzN5PXJJR5vj1HBLwfihi298O5W28swLAMBAIQAQkxXMlYLfx6p77o97+ZheAAKaHqLJba7G28+UJbhab3eOOTQNELilQSIe1nRXhBl5tTF8nlLHFNA/nVBpSNO375+iBOitl256HVpeh+wMZjrXrkYjnk6zVPTPMRxzpwuQAa3gDrx4RcVZLAGponFUMZnmvV3mrBkg2hk5QJEpD421Ez2E97pjNSCwh+Dsctfh67zn7s28DTbo1NDTeO3ybsOfXhdPKUe0nLo0OQ5xzqZDMKvgB83WPtmO8SI/JLTeJ/TpJ7Pwof6jurx9/zud5mZ/n7d+p0TtzeYLeascDbi4B82M0DvST6f5jJ6L00n/bMX0T6+MblecBZN+CMj49D1jbpecslwQsi2T6oAls7AO5BPDBDGueNmX0wfQwFZOj9jdHRLxoLs5iCUANjbOGdg/YOWAZv8UdCmVmkgbOjdCTNz92+kZIDY3TgmEw3aIlNUcMg8Tb8XldGCf4M6xJt4aGxnuDbytY9jpx2jmqPD6JzWwJuL1y+H3LBM6PPtsOP+APUy4lMDFMArzf5A9UpQEk48+e63le5uMIaBCQpAUBCfd2lefougzBni0xN/i4Y3/bMfV8YG3/m8PiT4KUvyuCYKbB9tbanP9+HLS4of9qkZ7wsSLncrPC2t3VzvMjIiaK33ytniXjmYbGWYVhMJJpqwqMFYDpIQOdHvBwg3WIT5JUaGi8bTAM/k59sUAj8tHXNenW0NDQ+Bb4LoJlrxOnnaMajxqYHhZYLQPXp0lqW12ql38wC0wOhp9VhotKg5u2etNEIcu8ZMOQOYMgWT5akux5ZPI4AhoIEvt0nMcESPAsk22LHAmDP3rs/jF1PYZRDmZJ/o6DaZrYPDBwr6/81dH1cZJGm5c1DDyPWHYdgXaPY56Inh7pjFrApQkK8B3F+RHp2R4C1vaoCpuI8XkiCixtH1Zvd32S98Ud6gLcXT2cf/oqhPxF0GRd432CbQIzJeosBCLUyAgCGi9tXTNM4z2GbfJ36sNZGoVNg9dHLAJk4id7fWjSraGh8V7gTZS5+rY4CzmqiqSu7HIjlogBA2mglD9MZJThYiRPIuQF4qngWipO0jQ9JOuAHznH87zMxxFQRbDnSswVBkji03GScdc/fIzjiOpInmR76wBY3uFjzAZmSgKjeSCVCNuSSOW/cX1sV0/WaPMiY8vzCP5Ijv24u0YSG48yEmEkLzCce/U2fFck41Qp/+Qc8HiL5cMySaYaDGQYYh6xgeFcGLYXsentzqcYndDsAjKFH8U019V+HXBcrilVv77VBRa2QkKu8LLzcBYjXTQ0XjcEgEIK+MFFXlcAjaQ/uMj7oVYv13ifYZhS3T8J1DrUOxBgapRt8/2TgibdGhoa7zQUAfP8kxEse5141RzVk/TYvQzx7zoCS9vcwCVjQCENlA/4GSW45gGAQY/58u7Le+6PEtBUgqWo9mqHc7eTMWBuhLnewDcT1ZE8a5J3XZnb2AWWyrRqD+cFxgpSFd2KoeMcH0rW6jA888nm8W3vN9q8ypy8aMyXy+JYYtkeZoTBngytb3aZ5359GvCFAfNoeMEbgAkgmyLRVsQ6m6KnQAgaCEo5WUbOBVb2gKsTfP+gSYOIKjU2WyLx9gOgmAW2KkC3B8RjrGHuOGFagfKCmwYNMt9kPDurkS4aGq8TfsB7aLMDbFR4P0sleP1ZqW9fRUBD412A7/N3pNEFVsvcJyRjjA7JJkPBz5OAJt0aGhrvJI4SsNECCQDwLLE6Luz5LIegvk6P3fOIv+cJ7NVJbh5uAq4LXJoEGh0bQlAJNxAkYCN5KomPFQU6Dsc9GXtx244joJb0bO83WMfa8elFHy+SaH8TUW11gV8/Yq1Nt0EvvFoDTzbDvPTJAUD4PSQkKVQQIiyLtltniHQqHobSK3R6/N52NcwHf55H/ZvGvOtwzI4j+J4PPNlmf1b3uIF2ZQ7a0g7HIpnKv/BcJw3H42YlEWVUhGVyXH0f8AXHfG4Y6LiA53H9zA0DpsUIhq+Xw1Jj6vkPLtALfmsVsAwgGmHfl8vAlQmuBaVg7wfhOhHi+cazsxzpoqHxOuF5QLNHbYWIzWuwLZ9/f57va2i8rzAN/pY83GBE1kiBv+EPN/hba+qcbg0NDY0X46hXa7fOnN7VXRKnfvSHJp92CKoi+yrE6TjSfxoeu40DhibeXQ09zxv7wNSQgYMmPcGpGHB+LPQ6b1c5jq6vcqoFBjJAKv6sB72fQMejQLcn8HgTuLPGkh2ZBOtllnKchwgOkytFqvq9nyovfGkbGMiGYmwCDF2eKTFceTgH9Dp1XBhjiRCVW1xr8fHGNElePAq0HZJLlWtea/P1SoOq7YqoH+dRf9H66V93ueRhgg9wjrsO25SM0UN8YZR92m+wfYGgx/5NImrTQ33Q4pgqT3c0wtDzwSzHaPsg1AmYHASKKeAXDxgq7vaVabFNKul/co4GnIPW4TJkO1UaddoOhdniEWXwCEPRj4MS6zsuh/ysRLpoaLwOBAJY3AIGM8DlKSBuA10PuL/K+835kdNuoYbG6cEXwEGD+8DFvqiruRJ/1/0TzL/QpFtDQ+Odw3FeLc8nKZgtkbj0vOPDnk8rBLXdFdhrkLy2JGEzARQzwLnRkPSfhseu69DL/WCNY1Zt8fVyDai2BC6NG/jBBRKsfq/z7WWS01yCVuMvF2hFvjbN/hjAcw0ci2Xg8wWSZwESy7++T3J2Zeq4NtIoUO+QaNsWzx2L0BNbKkivsByaVIKEq9EGuo4BkZjEww2S2QDAtBSPmx6iuErHpdX7oEmvsuuF4dBTg6wlDpBwqxx3gARSedRftH76110yRgJYa4ce9Y7D54MZks9mh+M2Ocw+x2w5Vn7v1Sf4O8L1+G9jn/MQjwITg/So9Vzg/lpY/7Tnse2DWV6TviBRVmTdCyQJdsMUAnWO3Tr7+MEM0HIOh56rsPTnIWpz7Ezz2Rxy1QYNjXcSBsv0peLA7WXewwpppqQ0O3h6T9TQeB8RBDQQ31wKX2t0GHX14SzfPynonxkNDY13Ds+rgdzokjx9Os+Q1OMUod80oVUezjsrJJbnRnguEVDAo9IE2sv87MzwN9d3PuqxO4kwecdjOHmlyePkkwxX9Hz+IO3WgI/mwuO3uwJ3VkjOMwngd09Igm2LRP227I9hHG/gMAzg4To3hF4g1UUTPNedNWBykHVm+8dwvwG0evxnIMxjTEtvcbtLcmXK884OM+c8GSNRvLMskC/wxzcIgM0DjvdBk57UeITn2jpge0akAnfPlUTRCcuc9UMprR+3fvqjGlbK4Xdq7bB8W0+Guzsuy/uMDQC/fQTEosDVST5+Nk/jQsQG2rU3m9PdkPXQn2yx754P2DLcfqRAw0B/GRZFvB9usBzLzaUjnm6LBpJK8/jzGQbneH2PERAA53Z9D8gmnu+xjkcNFNMCGxWGqT/NIR+m0e27XNdnORVFQyMq75//+074WqUJ/Pwu8AfX+L6GxvsKARqMj8PGPo3tJwVNujU0NN45vKgGcsR+foklRWiPCjQBry8Edb1CErpbZ7js461QtbnRoVc+n2J4bjYuYJj0rLakR7VfZKw/N/0kw+QNkCilEySBg1lgNsl27lSBfPrwuOzW6YWcGKTHXuCw2ngggEcb9DIeV1pst8ZNoSctzF5AAp9PAc02CV1/5a/tKvMTZ4aBWys8nyeJXL0D/PQy8GiL/UjFadioNOk9nRoPFX0VTBOIgERyaohrppimpz5qA+MDwLr06qYTwFCOpbPafihKpHLHVRh6//o5OjcRi33LpZgL7fp8vD7NcWz3KEw2mKHqt2mRfP7uCXMyIxZQrcux6Y3AThmYHBRvJB3CF5zjepvrLxXjfNXb/Od6YS1v2ww92Xs1hpAv71DtXIWJN9oUZNupHn++SxNhGbieF+Z0myYNF88Lle06AtU2UwBUikGzw+epON9/VcJ82qkoGhovA8cH7q3xGpstSSNkjxE799beXGlKDY2zCKUpErHDfYMyAPe/fxLQpFtDQ+Odw8vWQD4K2+QNd7d+WKApGaMH9FVCUF/G+9XzuGFXucfxCL12yRgVtyMWCe5IgSQkEMDOAQlH1KbXs+vQg3+0bycZJi/ANl2dpCFgqQwsbJNwzo8amBrkeT1PYKdG7/DFCSAZZc60guez3a4P9Jqynw0SNSVOFgTMo8okaVjoR7NDQTzldVbjvN8gKTdN5l8vlYGOzMGeK9EbPF4k2d4+AB5v0AN/Y5rjfvQ8AI9lQCr8mhxzywBGisDXS2xrxKJ397ePge+f51xaMqRaEbuL4yTO2WS4fpShRRl2uj7wsMoN8cI2PzdbYtuuTrEN1RaF0xoylLzaBkZy/MytZUYQFNPAxKCNx1ts/5tQ5A4E0Gixf12HhhjL5PNWlwrkQgrVtHxuZLJJRkuYBnBhnF7vDVlq7NK4NGD0GEa+uhvmgk8NcU5qUkPAC8INkucDEfPZUnIKyhsftbnWVM6/5/P186OvblDTaugabwO8AEhEgMmpw2X9rk7J6hBavVzjPUbE4H7A9fkbpvZ+8Sivk8gJ2k91UImGhsY7ifEiNxUJqSuViPH5i6z6uw2SXOWt9AN6k9u9F5P1fniewHJZ4JcPgL+6B/zyAfObXe9Zc6nrGug4YU3qrkvBr2aPVtdzo1Rr7vQoRPZog+HN2zWgXKeKeCpG8tvft28Kk+86r2a6VWQxFqHAV8ch+fF8YHVXPBUa2arSS31Pip9ZFnB9hmHRAMlRIkqDQgAStJi0LndlVIIX0Lt/rvRsqqEX0NPZH1quohNSUuV8eZfE/MYs53JXGgGCAPhigXN6YZw5jtU2DRr9iuX9KGaA0TyNI7t1YDAf1ok2jdAqHgRAvcU5GMjIsHZJ6vcbNCyMyhDmeov58bEIRcL2+sLiH29RpK3ZZWh5PEJieGcV+MU9erkvjDOHOWbTAPC7xxw7AXrv767ye0vbrz7P3wa2CRQyJMY9TxpUZE3tnkvy2ZJGoYj0HLR6JLkHLa7p0QLXyWiBBHy3TqPD9gHn8MI4H7cPOCeKLKtoAqGeG+FrR6E+E7HZnoOWDP23Dx/rZXHS15iGxutC1OS94vYKo2WuTvHx9gpf1+HlGu8zAjB6zTKpdTCU46NlAhNFvn9S0J5uDQ2NdxIvU3e6H11HPCVU16cZeqc8bHMjwFDmuV89hFfxfkUiAokoiXc6zjDpa5MkhiN5oFxl6agL4/R0t2UeNYww13ezCvzB1eOJqMJRxeZXDZOPRw2MFgR+cZ8/RINyLDwfMA0Pq+UISjmB7QOpLl1g3uzjTWAgR+NBucY2t2SY9cwwiePddVp/TZMh1gIMn986YJ744jYNH5kEc6tGCkC9LZ7OZ9TmcVUOtOvRMBCLcP4+nAXWdkn4Z4YZguz5JN0Xx2moMAxgfevZfp8fowHk3irJ2SfnKAomQG+solXpOFBp0SBwboS5yjtVYGWX6+7GNMd9cVvg/jr7pPKJG92wfY5Lo4Sas/V9qrX7PhCJ0JBxZwW4PMH5XN3lfChPleDSwOIOcHHszShymwbnZGU3fE0I9nesSAPLjRl6kxsdzuP8KNd4tcUUhH7v2/wojQ5jA8DkENdQvU3v+IVxHn+sSKOT0c9rDW6c1KQcjTRJxniMrQOeMymV6DcrJPtKJf5l8araChoapwUBrvVLE/xdU3oGlyb4m6LNQxrvM1Sp0w9mGDWmhAY/mGU5PR1erqGhofGSeF7d6aPo30TbksQpkrr/kmUjXkWILZUpwnUNXBoHdmokVFsHJCMXx4DfPCIR8AMSyPtrYci1EOFGaa/2bEhtf057JsHnyoiQSbJEViL6ajm/aRleX0jz0ZHezE67i7YTQdcloR3KkRg6PglgtUlP7MUx4NEmx/TiLMnagw168pfL/Izr0eNpm8y13WuQmCai9Jono8zdPpo/Oz0MrJYPG0uiNvDhZZLBlT22Za8OjA+SfGeTwMQA+z9WCHBtxkClQ6E9pWo/mAF+9YAE2PNJ/saKnC/PJ6nKpzhPiRgAgyHgxTSJXCnPttTbnK/FbT63TG58767yh327whI+g3Jsh3Mc80oDmBhg33NJklQhWKP7gxmWAcpIFXbIMGsBoNVhm96EIrfrM3z+xszhDf1sieRz+4BkezjHUmGdHr3ZH8zQkPHbx+Gx6m1GI3zvPNMs7qzwOOdHSQ5uL3PdOH6YRtBf3qXd5Rgsl8UzedZDGX4mkzhcFubCGKNIXhUv0o1IvKGx19B4GXiCqRd3VqVoIWjYerAOXJvi+xoa7ysiBgCD1VEmBmhEbveAv74H/PDiyYaX658FDQ0NDRzeRHuSaCu87Cb6Zbxftimwtm/gwe4AbpcZujQxQI/naBHIxIHH0hMatRmq23OZU97qsi3tXhh6HY+GZaX6vXvnRrmpitr0ACsYIKEFWDf7ZRWXI7b0Sm4ejgDYh0AiyuNmk1J5HfQEuz49LI7HcN7vzVNl2nGZu9zokDCOFUjmex7Dt+dHSaDX9ugFTsZYU/t3Txg6nYwdjiBQ3uqDJr3jhhHmBWcTJFrNDtXg03G2wbaBwQyNILYFiNYKPruSg+cbT8ek3hYUkIuznU+2SQLrHRoGMgkSciFI6KJScO3JFvs8NUTinUsAN1fYpp7Lcaq16KFe3KYRYG0fmB3heRTJj0dDg4ryxDa7gCPF10aK7KNKh7AtIPAZgt1fvu11QpXg2m8wOmN6iGt9YYvz7Qv+s22pYG/zecSmhxuQa9kAII1JyzvA5ADH6tFmmH8dyPG6Pk1yXsoBM0NcC0s7JP4d9/hIk8sTJOvr+1x/powsWN/n/Hyb6I9voxuhofGmYRmMinGlpoa81OB4fP3yxGm3UEPj9OCBKXGOx9+R/t+ie2syguqEoEm3hobGO4dvU8InHjVwYUxgp8rNSb8y+MtuovuJuwrptk3ezHsu31fh5y0nhrYMEb/XBq5PkbiMFugJTUTp1U7GGHZ+boR1Iy3ZDFsqWM+P8bhHvXuzwzzmX93n55UoXCJK0vz5E5LCdo91wAczJG/PG7PduvQi9wDIsk23V4CLowlMl2gkKGboxVRhzhGLf8SkZ9z16K0dzsn6sODr6/skbh0nrNXc6nIzuFdnnvTd1VDkpJRnXwIhy5LFOS4HDRLiRJQkXggaHkaLJGeOz/6m4xyPfqIVBAFiNpCMhX1X86nEunouFcKvTbGUSK1FI8j8KM9faXCMYhHO41KZ3tpPL5AMmzbPa5tUKm92aSiYLdGAEbUpeNTwSQrnR4F9WTrLMGjoSERlzeksx+vrZRL9jstQuFgU+HCOY/QmkIwyTP83j8KIAgES5FSMwmi1No0s/d7lVJzfV4RahW6YRrgGbIuPfhCqyQrB9XB1imvENKTI3xQ91k+2pFhboi9CocNxXt0N66ur87oesFAOQ9dfBUpDYXGHhgYVIaHVoDXOEoTgvThicb0rAUf12qvqGWhovEvwpSZLzOYeQf3exyy+rozaJwFNujU0NN4ZHFfC52UIpfrewhaJUwB67GDQe/eym+h41MC5UYF6i99d2OJm3zTphas0+VogSEDMvjvwUpnka79Bb64SHfMDksN2D/h4juG6PZekba7E9u3Wn/Xu3VsnGcomeDxV/qzVJQlSpNi2GB58ezk859GyRypsvt/bqhQ+Kw2Bj88JxKMmSjmBfEqGQYP9jFj0CCsirFTKMwmSIQN83fP5eVViKxUnqe84JMb1NjA/TsLluDx+zGZo+qN1ek9nS2zTQQtYXqSieDzKzwxlSfaXyvz+QIbE1DIEPN9AKnN4kpXh5sIYwzKF4PfKdY59MUOjhesx3Hxtn4aOYprk68uF0PjQaAPDeY5BNsU8fUuKsY0N8PVHm8D9DvDRDEnh9BCJ/E7t8BozTSrDF9JcT5/Os3+JHgXWxgsBuj0LfsCyZ68bERsopIAfzIcGGQjOX0aWvVsuS4MK+LhcZghfKgb0kn31vS1pGJLlxSyTc5qIkdSu7tLIFI+Q7K/uSbX/OOdXqdqn44zIUCT/3CivfU+WAlR6CApGX7rGq/X91XQjNDROA7Y02PU8Xo+BHxphUwm+r6HxviJqsuzpTi0sPxkIXi8juZMVGtSkW0ND453BURGzlyGUR7+XjNNLt1Ol96yYJsH0X8J77nkCJkgaf/GAAljxKAnmnRXykXqbbfEDcah8RKtLgrpbp1f74QZv/qZJYuP7JI3ZBH8QDINK54U0vYzHYXmHxHLrgM+DgAQH4CYsEGH4uWWSuBwn/KbC5vu9raoNjVobfpAHQCL1yTng1w85BpbJz7s+vf47VRoKyjV6QO+ucWxU3diuy/ebXYZ0jRZCMnRpkkrkyzs872wJWGuQ/HoBUGuwH9en2SfbZGjYpQnmgQ/nWMPbAMcTYIjyzDANHZ1mHrGcgdG8wHYtNNzEIzS6CMG5uzhC73tTzpfjhXn29Tbw2QUeN2LLOUozJ3uvLkuHpUgcNyvAwQE93I826cVPxWgw+MllCuO5HpXhj/OkKvJqW5xj5cVaWG8glcnj4hsS8nI8IBrhdbNTC9s5lGOblp9Tw/vxJoXq/ucttlO91+hQ/M62gR9c4JwqYZsfXATyCV4jXyzQ0KKuqS8WWLM8HQd+9TA04jhNoL4I/ME1likT4rDRKB3nGvouOdgvqxuhoXEaEGBkzLJM1Umb0rvXoVFRO7o13meYkPuLutzrqdcNvn6S4v6adGtoaLwTOCpiZlsvRyiPEz8zDAqbfblAb7HjkTAC3LQcR9wBYOOAXs2bS2FousoRzyZJ5Aay9ARb5uHvKnIasVmmyraOJ1vK892fd/y8PPKex83WU9ItwlCpuRIfl3b4KOR7KvRQCb8BUsxN5pcDJFm5JNvYS0QRifBzEdvA9JCAAMO6q00SwRuzMq9wj9+5OkkP5HCeG8FOj57na9Oh0M/9NZLhqA1cmWIEQr1DUmqbwJeLJNgPN2ikqLV5rqVt5kY3OvyOAXphv5Z57fEo226anIcnW/RQ7+0FeLjBtiyVwzFs94DPFyj8NTMEmFYoFJeTwnYGSBirTc6349JIEouQLH69RHKXTvD4d1fZ18lBesirLb7n+WF9bzWeM8PAQFqg69IAoFTqu47A1CDXquvTe1ttA64nkIy+OSEvP+AY3Vnh/Hg+YLelaF8CqNS59o/W6S5XGab/o0s0jlSb9DZ8PEeSnU3w2hUiTBW4vUyDxKNNroOjeLLFyA/HC18LBJ8v73AD5WxwXhTpti16wpUhrdF+dqw1NN5muIJGviuTvN9Xm7zfXJnk6zOl026hhsbpwRXct/34Mn+Lak0gl+Y+pd4G3MLJnUuTbg0NjXcCyhsbSOJYTIeE8imZlJ/tVxI/Tvys3SOJi9rc7N9c4uu5JEnOcSXAuo7Afp3fbbQP58m5MpfYBHApR1KRTuBpTjdAElxtk+SnEgZSiePDViMIPZhdRzxDiPuRiIX5r4s7VLXOJRm6LCBDpF1+t1wjSfWFrBnu0Du7IMPKJwZpeLBNem6VSvhgOoKdqoGJAaqhr+xS8KyU47naDj3fn86TyHRd4NEW8KOLwNyIgbHi4T4ubgss75AMZRIUmPvVQ+CjWeZ+A1KlOyCRGi3IcOU8sLBDwjsjlecnB9n2RhuALMMWsSlotieF8lpdelUBekJvrzJ02ZSLRdWEfrzJcVzeZvku25KhmiKs251Ns78ww7Ffkn3pujQ85GXkxGaF5+s6Yai5Cvek91bAMml970+XmB8T8KQRyBdyjQvmck8OAn7PwtzImwtzDuTY7NRCQTTPZ3u3D1jDe7PyrKd7MMvxe7gBfDzL9vccGkdSUWBD1vT2RRj+bRvMca+3j29LtcU5LqR4fkWsE1Eanr4/TwPLndWwDNn8GNdqtyewuMP5V+XLrk8JGd5ufCudCA2NswDToEGs0iSRSMaZlnF3jfcmUy9njfcc6/vcM8yPhbo8C9vcu136Fnofz4Mm3RoaGu8EbJNEV4UI5VMUurKskNQo9NfRPVr6pz8Ee2qIN16FZpefNc1nS4CpGto16bXsOFQlV6HT5Rr/DgTLYt1e6CEaiUAYwPQgIIywbrTC88JW+3PXXT80MKh8aYCbqQujYc1v5QGst9kWAPjiCUO20wkStqoty6MFJInNLo/5ZItkNp/m575eIgnKJoF2p4u7qxEZSi1wezWsld3tMyrcWaUXc2X38Pj397HriKch00FAj3pK0FiwuE1y1O7xs6bBnN3pYRLXWBSAANJJkrmdWujJuTAG1Dpsl2lynpTHPxWXqvLRBCwpnBK1wzwu0whF1+ptitrNlTjenh96mk2D62W7wvncqtBQkY5zHLcPZAh2lcfNJTlvtRY9ufEojScjeXrxu+6z8+r6FHBb32P49tfLPJZlADkwOuDjuQRGC28uYFSVDDOkAJpy0xsGCfWnF7ihaXUPf+/GNMd1tAD8biHMzZ4e4nXzxROShKNoS+X8rvssgYhF5OkN/q1E3SDF1toOIwumhsJygGt7fK/bY0qIMpbVWnxuGEAyLrCw9Wypun7NA03INc4qDDAqqN4GHm6G19q5Ed7D9YrVeJ9hGDTU31ri9eBKDZ39Bkt6Gid4gWjSraGh8U5gt3E4lLojiVjXCcOJFfpLgB0t/dMfgl3KM1xZoT8Eu9UJS4CtV+glbnXpibs2RaLVXw/4/KhU3U4AE0UBt76P0bE0TDMU3BJgezvOi0t5Hc1d7/RIJFSZs8EsRawebpCckCiQ0Cei9LT/7zv8Mckl+b1KkyHU9Q4J9vQwvx+LhEJXAwZwa5mvRSMkibU2XeyLO/RkNvq8kE9JD0hilHDbUJbH6zriUB8dj2R7vCi97S5JZjTKjeLkII/nS2XreCQMYxYB+/bRLFDvMqR8u0aC2urSoKHCxhWRDgQt210HyCRjqDRD0S7XIxkzZd5v1OKaMg2O35VJenj3G6Ei99oew57HB4BrMxy/nQMKnF2eBPbrwK4cENtiqkE2yfEeLZCk79U43gMZGjv6c/BzSZ6zmGZNdAU/YNREKQcsbbQxP/4tCk9/WxjyOmuHxi11DQkAhSTwN2/QuKNSF4ZzjLKoNGkUafVkWkGPz8cHuDZNIxRV8wLOy0GTooQHLV4DKiz9wzmueSG4YRovhgavjQrwyRVey55/uC2mCTyS69w0QsG7joz0uL9G9XtllOtPUZkoPivc+LzUEw2N04IB3qu3q/zdi6V5bW5XeS/WK1XjfYYFaoV8f573exUF9f15GsOtEzyXJt0aGhpvPboOPVG2SYv+0g49ivOjJFpK1VjhaAmw/tI//SHYrstNvxLNolo3Q15z0qO6X6dSuG0BxRQwNchw7ZVdkjkB5ttuVkisxmR+UKtRQToxBSGM45XTAYwUnvWodRyqX/ej0QVsSdxmh0lI7q+HofatbkgUBtLA/Q3+qJgGN2H5FI+xtCPHJkbCsblPsuj5JEXxKEN4E1EgEfD4ygzckbnNmWQoFmdLcS8AGMxx41fKcSy2Dp4lKQZIxm4uh2Tq+iTHdbFMQhW1OP5CsMzT4y3gXImk59N5RibsNxjhcH6U5PWgRdJ/eSLMIR/JA6UCSflKOSz9dXWK+cmKZCnhuLkR5hQfNGXNb5D8lWuc38Ud9jsWYbj67RWumbxUGf96iUQ9FaMxYXyA55kZ5ucmBknSlfc8YoXeYRVhYZvsx2ghJOMAAKlBEAig3QngugYQe6VL6FsjYgEXx4Cvlg6X91KvO7I/XTfUJ4AB+F6oMJ5N8NryAz5/uMGx/c3jZ3PBZ+Vc//ZRmP9fbfH5713lMT6dZ2TF0g7H/9N5rptmN6x7rxCL8Ny5JOdiqXzYUFY+4LmPYnGH83FcTXDgcOqJhsZpY2WX98xaS2qHWKzCsLrLe6GGxvsKF/xdeLTJ36q81BB5tAlcGuP7JwVNujU0NN56dKQ32/VJVGZlTq8lN/5VudF4Xh3diG1gJC+QTfCm2+5x0w7wWHdX6RFrdnmMsTw9y7U2Ny1AmMc6UqBKdqdHopSPMI84YgFbVR7P7NvEP63bLUt5AaEK98MNPu/3qGUTPGc6cTic3PNJZGdLYb71UZXmhS0gOUOC1uqSJKnw+oysmzycI8Ftyb4q7+7MMDdp16ZZDzqd4DjVA1o0EjG+dn2KYbmeT1JumQyfvjpJobnby/SSp6VXsp+krO4Bv3pAogaQ4P6f+8DvXWH5r60Dti8QwOQQydOHM/xsKs6wbCWwZRo819Upeu/LdeDqNDBWZLvbPUZH5FI0cmxXOW4fzpJgbx+QRBfTLOt10OTraVn+rNNj2HQiyhrZ3R7X4AczNHhEZe64pwTXusw9PzfC/h80wpJniSjDxXeqHId0nGQwn2J/lNGj5zLnu+fyM1W5XgxwjQkBZNKxp8J2bwIioMf+2jTbpTzdsUiYt/3lQlj7tNmlQeenV2RtVFkOTq3TVJxjk5hmtMXiNklwIsqxyadCtf5Y3w5GCIrg3JgGfvOQ18ZQjmvwiyfAx+doNPJkjl5cRsGs7nLtmyavW4VGh+vnxgyfD2TCkPRam8Y5FVlyFEdTTzQ0ThOqsoJKKwJCHQ8Duk63xvsNG/wdcD1G26nfoqjNPcnU4MmeS0NDQ+OthMptfrJJApRJkNTAIIHxfJKkH16kR+y4kO3janvPDgNXJoDH2wz9/eQcidRIPiRHv3tEz1sxw01LT5ZOMg2gmARd1kZYOisWCXOZI5J09zyetz+PXGFphwR6ZZfv31sL88YNk20YzLLPingnYmxLpRESeIA/Iqo2t+PyuRfws12HPzbpOI0U6xUSzpjNkOmDJj1+S2Xm7qrQ4M19ei/PjSTh+GxrPGpgtkRxt6+W6K0eylJ9fL/BObIkEa1KcpyKk6TkkgJ3VuQ8WaEX0wDH/gcXgE/OcywNkOAtlUnw9htUw/Zk2Lmq+RwIfma8GIaUb1eBxxuhENmkVAC/OG5gu0ov++QAyXqrS6J3Z5WfidnMC1ZEeX6MBoVohGvDVvU9Hc5LIMI1NZjlPBYzDG8uZICsD6zs0RDkely7T7b4txL5Wtii6Fuzy9dnh2l8mB4GqsscC8MAEhHO+5WJKMo1A+NF8WZCnGX0R1aGvqt80fkxrrOFHVmXvnu4FveOHIPFnfBQgVwXU0O8Tpa2maqhwr3vrtLLfyBzvR0vXCO2xeur2ZVEvhOeLxXn9fSjSzS+HG3nUJaGgaMQYCTL0ATz51syn3y2xLl8XtWAfs0CDY3ThjB4bzwOXsD3NTTeV6jf6bZMc1KpR57PPWNwgkYpTbo1NDTeWigvsZCetZ0q8zc/nqOHUuU6v6j0zzP50Q7Dxa9OUWHb8Vj+SYXk3Voh+bEshlJ7ATBR5Cb/yRY39EKQFPkBN+oqn7w/l9w0TXQcA40OP3/U26DqdgM8rlJUbzskXrdWSD4ilgzZBclbxCLfPw6BzHedHwM+fxL+mAhZVumjKY5FOk6vbizC/n25wD5kE8xb3jpgqPaDDSq7/+gyCafrCRgG23ljmt+xTZ5rrCjba4dlsfYb/Izvc67qbb4uhOy7TAqvNjneQoSGk4gj0Ojw+FNDVDIXgmS32ZVjCnpJMwl6q3fr7F9TKvn60kBxfQa4sypwecLAky16SautUBE+m+Txvlpk2+NSTO/JFj3bC9tUPE/F6REdyktDSMAxDASNBLkUx/b+OtDdC0tkKQK3uMN1FI/w8atFHj8aIfmL2TR6JGMcu+tTXO+uNPicHwOq9R4qLS6yNxHibEkBtb++x/7bMiLkr+8B/9fHzPFXBhYgNLhs7gFzYzSK9K99w6ABw5TCgvf6cuwujkuV+ORhtXS1fkcLHMdqE08TVV2fz+N5zsH9tVDE7unzCxzD4ZwMPZdMPh6R5QJroVGs2WUkyo8ucT3bFo/X7wWP2G+uZJuGxjchEBQnPC4yY3LwZEmFhsZbB0OmAXrhb5Ev+q4LLaSmoaHxvqO/vnZbergMg/fHx1v0bk4MPBtK/rxjHAVDRIFskuWCLJNkqeeSWBXT9Hh60nOtwpN8SbTur5Mw9dzw5q1yyXsOYKSmsVxm2zs9btL9gBt3gAQmEPSMWpK0t6VXut4BfnqZedi+/PysFErrOAyXvrUc9kV5wqeGKVrluMBHczQQNFQO+zDJ6dwI21JtASM5CnulZfhtqys9zQbJ96VxYLkc4OGGhZ5Lgl5Mk4w82mR/5kdJRApp9qntyB82Q/bXC9VC41FpaQZ/9CAtzvk0PZP31w7ngc+NkEQnZCixCm+2TfbLD+hhnhjgOP7mEQluS64Vk6fAShmYGjSwXKYXsyDLeg3HSKg7Mgw5YrP/6rfYNEh6L40zZDoRo+hWKUc17Y4T/ovaJPdfLUpBPsGIgnIN+Nl1EvggYLkr1+NYOj7Pe20KaAyQAJbrDIcuSsXzbJL9bnW57iNGFLn0GwxxNpgnb8kxV2HkEYuGgueRT2Fw7d6YPpxHPVuSYf0ZRhhMDlBZttPl859do85AuX64DQZoTFou0wDheqHHIhKhV7vaYfrH0s7h86k66fsNzoEXyGoIoLFHRUn0p2psS8PT6l6YzqG84ONFrWKucXZgGYxo+mju2RSQdpfva2i8rxCg1o6qLPL0dcHf85O0SWnSraGh8Vaivy53s0tCNDEQ5moOZalePTn4fDXw42p0K6gQUYDlgAYy0vts8+87KwAMbrKfbJJMpqTadcTi34+3SNwDnyJaygCweWDgzrLA4CC/f3sF6MlNuyXoPbs6xY3/8g7FvgyTHm618b+1wnzaQiY8dsQ24HoCPYdewafCcCkZ7usDyRTQtkmap4fpzXN9hmcnY6HX3TZJVjoO++vLUHSAG7eeA4wPAgYM+J4s0dYmgU/FgG3pbu+6JDTbB8C50TBXXoUEt3ok5mu77PNf3w8JDwQ/d3mS3wfY1u0DbhyHZC7xcpnCZPfWaDhIxqSiOWj4GMqRELa6UllbjrEKT663uU66Dg0jXZckeH2P0Qzfn+d4BUFYn9uV4cM9B5gf4RyoNeZ6FLz7epntH0izb57HNi/vhu3wfRJvZbBJxTmWrs91XW1RjX1xm+PbdUj6fnqFx/jNQ8CV7bJMwPNMhsu9oRBnlbvvS6KqohP8gJuYuREaJo4qm08N0VCx36BxJzbEsdyucAw6vVARvrXL1y6M0RvRdWh0urNKA08hzXXQ6vAesLTD81myLZ7PNbZbBx6s8zPTQzT0PFhnHv/kIL/n9JF1x6NHu9GhGJtKXdipco240ijSkYKJyjhTyoXj0/OAdH4UPQ9InpAMri5RpvEqEKDhqlzl9dZzmIIxVuDvj3Z0a7zvqLWp33HUIFtrfeNXXwmadGtoaLyVUAJgjQ5JSj4VlugqpBkq6nl8TQleHS3nY4AEueceLikGMEe23qbHVnmPh3IklCvlMEdOqSJHJInLJrm5j0Z4jKkhEgPT5Hn7veueT6+zUlx3XCp1D+VZKqvVIwm0TBLKB+vMa/71IxLjfIph0g/WaQyYGaY4WCzK0O/RAhCXRH1tlyHWX8ka0HMjDLtd2uHnzo3RkNBoA3OjNBbs1UksDpqhgFhdejMzUhwsGiF5v7fKtuzX+DydkM8bNBbcXeOxr02FBLaQ4cZvu8pjppPATy7zs90ex/LCOMep55FIR222+f4aifbsMEXaVCkqpU6ejvE92wR++SCs02wZYc12VYoqnQBcX2C0YMC2gPtLzLuO2GznwhbP2+6RBJsG3zNkrmTHBQZyIfnxA66B2ZI0pEjV8XaP750f5dgq3YFaiwaOnE2SbBhARK6PREyWomuEURCWyRSIyQGWUxPS003hOhPxHj38byLEOR7hesvICAJfahhkEvQSWwY1EZ5shWHi82Oc36khGkw6TuhJ9nyKnu3XuYaVx9pt8Xr4QZLicvsNXjexCK/fuzJsfHyAr6+UQ++ziuJ4sgVcmji8sbo0wTYeNLnW1HupOHPsD5pMjfjNo9CodG2a9479Rqhu31+CbGkXGM4L7NaBhS0D2zsxrDcNnBv9buXEjtOf0CXKNL4JJmT5xUqfermMOMqm+L6GxvsKAzKyaoX3emWQfbQR3utPCpp0a2hovJVQ9bVVyPFXS+F7geAm+dq08lYfX193pUwScG+N3sN+NfCRIjfyniQ6GxXekF2PGxd1I252eYxWlx5tx5NkzAMCqU69WSEBHcxQZKzfu67KfZ0fDZWbdw6YR6o80J9dpOe659K7l4zS6+b7/I5p0rgwkA5Lp12SBKLrkJwPZOkh7koDw+1lhjvbFonK/TUaMBIxHv+v79MrOz/G8am2wrrVgaAxYLkMTA+ZeLxJ0jQk841/+xj0dspcQssEfnKJIfcA85g7Dsfk8SbLZQlBj288wlrbgxkS25tLbLNt0cChwuaDgJ9/sgV8MMs2D+VYn9uXquw7tVCR2vWpQnprhXPd7oW1oOdHKVj34SyF1FQt9oRNhfC2A3zvPFWwlYfbljnmMyX2YTAbhnI7HteFqpG+V6cHtNYKFfQnBsKa6F2HUQBre+H6Uzn050dl7rv02sLgOR9t0LhwaYLHHi+SLK7vc1yuTIZpCa8TXgCcH6FifS4ZGjJqbeB752Qd7EVgOCujTnpU5f/sApBLUJX+9mpYIu7jOYbYf7nA9a6E4oTMi3+8xbn49UPglw85HxEbyCc5v7EIsLBJpfpEhAaRpS22MZ+mvoBCo8P19PtXge0yqwv0b7oWZH6/L0Kl+Gqb18YfXKMegJqr/qF2PeoeqBJwkUQGze53Lyd2nP6ELlGm8U0wQKNrQxq9lIGr0eY9Z+oFKVgaGu86TDBlq9/omk7weSZ+skYpTbo1NDTeWowXuSH/xT1u9g2DnmhXkt+daljzWuFofV0DJChLOyQEAzlgZojERRFuQG6ebW7qcyluvm2TN+jpIYYSJ2NSXRw8/5VhElM/oPL3foPe2EQUqOLwsf1Ahl6LsMSZUkX/apFkpOdy85RNkdTlkjwnwLZ33ZDQ2y49rYMZtuHRJombYQCGzz4cNNn3Xz0gsSzKCIGlMvvQ7Iae+MVtkpTJQYZLr++TOO412K58it7V23JcLZMbvI0Kc197PkN1ax3g88dhOK4BoCFDfHse+1Cuk2wCIeGKR+j5fBqVIPj9nkdP//SwDHMWwPSQ8bR2OxDWp211Sb726gyZdzz2p9Kk4aHjsIxV1OY6avb4fSWmd3WKpK/bo+d0ehio1Dlfu3XmUEds42kURipG8vn1UqjKrojex+cowLdUpsfXDzjOy7vMszQMvr51QK/7+VF6ivNpmSstFdN7LsdsuUxjwLVpA4ko56eQpkHjdaLncI389Ar7Va7Ra/B7VxjJ8HiTHuOVMtDaCz3Iu3UgFWWZt6uTzLlud4EvFkig1bUnnv5HKE/6aJH99jyujdGiFDVLARek2vhBg234YIZzurbHiBSl3G/I/P+lMjCaB5b3DqupD2T4WUX+n37HopHqg1nm/B/FUJbXS12KyDmuiagsAfdk89vl2n+z/oQuUaZxPHzBayseC0sQ2hbvYe2O1M/Q0HhPEYD3ecvkfkClQVnSgPw8YdpvAx1VoqGh8VbBNE30PKDaFNipkiT1HG62C2lJVgMS0oNG6DlUOFpft9ElMZotcbP+/XMkj8cpvfo+Q5CuTZOgpuL87naVhGk4T+IXjwI3ZumlbsrSRak4yR7A0O6jiFi8IfeXDgtkTnOzA8BgH4fy3DAlYyQdSozMNsNyTADPud/g+/fX+Rkg/Lwjy5X1XHr1TIPhu6k4iUyM5bdR75CcTw8xNPzKOEnOzDA9y+WDgEIkAyR+Sv3T83nMdJyk8VyJ7bu1xPN1ZXisK8tybOzTiGJboeAcoxn4eSFIWFUpj0RMeqvBx6gFrMnwSZXzqgwQ7R77FpGiWPNjwIdzjAZQIlmLWz4qTblejLCms0K9y/kcLZB8jw8AD9dZEsuXpF7lndsmCXE0QtIZyDx5L+DYweDrpRwJZ7vHsZwbMfCji8wtG8hwTPbq/P7KbigCtl1lSHQmRc/t1gHnyzKBRxsCHZfkd7/JsXidiNrclHzxhMaVP/yAj58/YeTHgzWuv6EscHmKj/fXSVojUh18t841slvvq5NqkaTaMg/als8TMRoUHshjXpXHfLAuoyJ6wC/ucz2MFfn4i/u8VkQQzk/ECnPQew4wmHu2goBlMoR/p8q/I1YoJNiQIejHYShHL/huPSx95/p8vlcPo29eBS+nP6GhcQwMijLWWowIKqT5WGvx9RONn9XQeMvgByxPaZnc1w3l+GiZfN0/Qdb9Vnm6V1ZW8K/+1b/Cl19+iVwuh7/7d/8u/sE/+Aen3SwNDY03BM+n6vevHhioNEhirk8zr7UiQ3DzKXpCa20SnH7iBMh62c6zx91vAJD5x1GbZDEWOVwKyPVJBmoteuuWd0gGui5J8NQQEEyQUCxuyY0+ZGjzUEgqxgoC12YMVDoMf03EgFKeG/IDKdxhGSRzsShDw12P3orZEklLIIWrWl0S4yuTDOueGOAequPS8GCZJEEru2yHLz32zS7zstsOyWHPDUXCUnG+r8SkVI3tdFzWpbYBU4p3DWWBwAjrgwNSNMsMhe52XXo/PVkDMx5luwH+uNXbDHUcLZDk9AtRDWXY52ZX5l5LQaq2A0BaoxMxeqs399nXrsu5T8fZ1uEcx+r2Kg0NA1mKci1s0xPpCyBisk73/CjTAXoyNLwrRbKSESAzEJaos1QbwLDmzxeoxJ1PCRy0whJhSnzO6FPAjslcccuil3K2BLgu0Omx5NqTLY7PQSssk9ZqM91hrMg5nBig0FvUBjxpxIABBIHA4raBmeE3I6YmwHE4P8ow957L6+b8KAXeUgnO7+Ptw97lVJx/X5mk0aAitQiuTHKMpofo9U7GACvG1+ptKjDfXZFGo53DbfF9GhoGMzy+yvc2jVBsMZPg+ggCrtFEhO8nos8K6VyeBHYqHNv+muARi974bIIGuP162LeBLJCOhvn3R+EG324Tp6InjiPe/aUINTSOQoC/P/WONBxJA69p8jrTjm6N9xmmGYrI9v+GDeV4bz2q9/Nd8NbcpoMgwB//8R/j+vXr+G//7b9hZWUF//gf/2OUSiX80R/90Wk3T0ND4w1AqX5n87JcVkCyc32aIdK+IDlWCtbnRrjR6Md5mTt7HNTm1TZJJr9eDkWV5kokjVcm6cUzDIqAzZS4wY5HSZYGs7xZ19rc3GcSJPK7tZAE2hYgWiv47EoOnm88VSF2PMG6y5KcRiM898wwPXnNDknX1SlgtSw9FR5wcYzn26+TmFybIjld2KalNhGnd7fSYImjhMm+XBgliZweYt62ZQKbBySeXy+xvUqp2zTZ96r06KoyS5enTGzs0TueSzLsXgj+LRB+ruPQo+v5sn63FYpRmSZJedcBFhoMNVY5qr4goR7KMpf3wTr74Xpsr+sDV2VedSJO4h2xSITVHPYckp3ZUlhSbK9OkrV1QKJlgN6fwGf+/JNNErOBNMOIAQCCpG9ll3n3am4rTRKwtvSyKs/zJ+doSNio8OuOF4ptDWT5415IM2T93hrw40sMB+84oco3wMdckn0dL1K/oJDmmkrGeZz+ENFmh0ac3frrJ2OeTwL6YJ1zr3KsOw7n9NI48KuHvB5VvnenR0Lb6jI6ouuwj12XfRnJ87vXpMBgvc01dG1a5o1bNFyoEm4qeiOXYpsGczSINbtcwzMlnvP8KEPgIxZgWFyfgWA+vevSODMxEIYXigAYHQAWy5wzlVbv+my/yuuvNGSUSEwalwTDFJUBrR+TA2GZvxfhqEK50rDoz+lWUJEhGhrHIQoaN1UKyK5MAfnpFa7p11zgQEPjTMMAy6l+/oS/GSr9ot6h5sh7KaS2t7eHy5cv40//9E+RTqcxMzODH/7wh/jiiy806dbQeA/Qn9MY9HmLXE+KjV2gJ9CVomSlPDfmT6TnKiFJ+GCGN9TNComqusHmkiS0AAWLVK6mFzBvud4BfnSRx78sFZBXZSmjD2aB6UFu2JfL9LKW8iSzXZd5uq5H0hCPGvB9GhJjNpCMhbf0yUH248tFhskOZYHzYwxjbkhP+0aF3vyJAYYgV1vAw00SunyKpOXRpswbb7Fv1SZQa7KWd7PD3L6LE8wzb3QYinxtms9dj8f47CKJYLvHsPlzJRLru2v0whczbPOdFYFLkwaebEqhrE2OdVeSbNNkHvVmhW2cKTF3Pa8IupzP6WF6LoeyJDHZhEBSGkHyyTBHf7TA8+5WSbLnSiQxsyUaPFZ3+Q/g8SyThKjnsTTbZxfYx6Uyvd7Defa93nTR6FmIRrgpnRwiCau1KcpXbXF8P5wFrkxwHam5BagD8NUiw+y9AHC7wG8e0yBU74TGn3iU62M4z/eVVd0ygTtrzE1ORMOa6EJIwmewfwCNLOm4LK3lkIA/VSW2DIwUuE6nh14/GbMtetx361IvQIb/79YZ7fHRHPBjWd6rXyytmKbBp9NjiKsKvxeCRojZYfYr6PMKF9Ks1315knOZS4be7FqbRqHdOt9ToeL1Dp9/Og8Mp+jxU1UOVFkYFSbu+iQljTajQK5MMu/8J1dohKo0uO4/mGW7Niu81pQmQ6vHPl0cZ19UDfJ6KzTQ9PpSN47DixTKVcnBJ5shyT8/Fr4O6HJiGs9CiRF+/pi/XckZqZ/whOUQ9SrReJ9hQd5ve4cN3R2H6WOjuRd+/ZXw1pDu4eFh/Kf/9J8AAEIIfPnll/jd736Hf/kv/+XpNkxDQ+ONwPG4yZwZTcCMkCyqUMv1Pea7KsXm1V0qBw/l6GkbyNK7tVsngWpLgaxSPjz+TpXez7EiN9Ndh1bPZCysMXxrRdZzliJlKvR8t07yl0mwXbZJgra0E5YtujZFsSaFVKaIZsdALBoKIEVsA9NDDDGud0gqfvuYnj61MZoYAJ5scwP/eJOExQCJcKdHMrO5D1yZYhih8rbFbJl7PsN21zr0agPst6plPJAl6Xm8QeXOkUJIAO+u8fOeVPdmPq6At2Lg6iQ3djdmgLV95s7HIiTZ9TbHPBkjcbk6wf7tNzhmF8bopS+k6Fl+uMFohEyCXshskorRANfAXInz2vN47JU9AIJzODlIr/N+nSS11eVnAhn+u7rHsai2wjJvT7aAGzMxzEb5va4LoM0+/+I+SW9UpiX86iE97huVcB1NDpJcZZKc46Esj7tXo67AtSmSs67MHU5Lj7xpcIxh0BBQb9GAMDdC8paREQLNDr26lya4OThohqW3vl6SXuUsj+969Jbn0ofJ2OuC6zHyQQneKRgGPf4fAVjeBi6P0+DQdfg8McUIARWGrbQXlGL/XAn4akGSBCmy9pWMasmmOP9310Iif22K62v7QEYtxA971ndrYYTDBzMhWV/e4XsfnQN+fidsf6fGz/7sOo1e82OMhGg7VFb/eI6GOSWWRoMHr/tlmTLwV/dpJJoaEHADGmg+nQcyyefTnBcplE8UOU7FDA0QysgB6HJiGs+HA6YHzY2w1KAyOJ0b4W9n/++ghsb7Bk/Q4eD4oe6L2t9s7fP9k8JbQ7r78Tf+xt/A5uYmfvazn+Fv/a2/ddrN0dDQeM3wPIG9OsnVftVEXub5rkkPWy5JshsEJFWqtu9mhaTr0wvcnD5VLJd70O0DbkRWd8PXAkEBq1hUKkM7odJrzyWpbXZDL7kCa3SHIaD2EWI+lANSCQOeJ7C2b+D+dh5PaiQK/ZtjX7APIzlunNsy3Mkw6L3KJhhargwCXockw/XDf6k4yVtTelcNkHwcNDgeC9uMBvhghl4/EZBUjOb53sYeCWdZhnErMuG4Yah51+F4zJYMpGIksr9+RCJ8fpTEeq3CsGOAhNqyaEGuSNX0gQw/v1pm+PeFMeZdWyaJacfhj+FenedvdtmPr1fY1pEC58qVqucAifAPLtBwsN+QJbpG6M2vt0noLo7zHKlYWKf97orAxJCBeIREuJih59rs4yuWSfK7XKbg3m8eh2XBMnF6qVd2SQSjUmxuv0Hv6myJ/RktMOe/LdXmVY59Ks65Ver4AMcuFaOBZShHgr1dlZ7tNttxY5bifp4nQ6mHBSzTYK3vN0G2DKmT4B5+WYjQoztcAO5v0BCTSpBQV6SB66CJQ2KHQgC2TaNC1wV++yTMl45YNKRsHXAsohFel47HEmI/vsy1PJI/nNPd6pJ4x6TK+b21kHjMjTD9oFzl9aW8gkJw7r9eorFj+0DWeu+FomZ1qVqvoAxwBqhO/+l5evj3qz4G8hY+nedcPg9Ho3n6a3+v7PI1VXZPYesgHB9dTkzjOASC96j7axSAVCXx7q8xaiTQSd0a7zEE+BustD6EMiALvn6Sl8dbSbr/83/+z9jb28Of/umf4t/8m3+Df/7P//lLf9f/hmQq9f43fe6sQ/fjbOF97IdlWd/6+Eextm/g3hoAARimhXoHuLkkcGOGG+q5EsnYfoMkpn8T0erSUzU7TC9qtR0KevkB6x2PD5CUqc8novQEJ6KhsrcQ3PQvl+mlPSc3642uqpst4Pskg0IYWNomWUxGubEfyfH9tX0Dd1YEWt0AubhAu0fSJAQwNRjAtgDbNLC2zz6V8tIjLcK813SSxPXcCOttO3LYorIc0kyJJMIPZC1qkJgmkvR8G+CPyWqZHruIRQPG4hbJ09yIVOI2gJofililEyR7g1kSw3gEWC4bWOsBlabArPze/TUSHNsMVZVVmHs2yZDjaJTv3XvEuZgfo8fZ82lEUcTHtuiJHMiSFO1JUpNOkID4gVQ3l+eIRhiRMCQV6BttkqxLEySmlikF7uQPak2GuLsdjtPtFYHr05w3FdKvjm1bJGs1qeZ+cTys0x6LMDTZD2TJOp/t+HiORp1SnufbrTHM/y9vc1yUGnu1xRzwqC1gGgxfH8kbWNxhG1f3GOWg6o8noxyLTo9hzFEbqLUFnqw1kExlUWkAQ1mmMLzO6zNqAefHjEP1rwmB+TGuoS8WwledJvBFkx7fiRxJ6VHV8HMjJMvXprhGVN52NAJASNV9qcCvEq0FaGg5NwpUWs/mdJvSaPXFAqNCDINr+osF4IcXOafKeKVIbNTmtRGLUKBtdZdGg4tjnEvzOUPo+oBhCFwcB8aKApWag2LORiZhyHE8/ns9x6CBQEbZ+EFogCqmGdlydKwAvl7MHP/e4hYwnHv+OjgNvCu/hyeJo2Pyba7P/u/3wzYMtLtMKeoXCrw4IdDqArYB+Ccp0fwG8K6sId2P04dpGLg0Tq0UL6DhlqUhBS5N8LfjuOvj21yjhhDH3abfDvyP//E/8Cd/8if48ssvEY2+WArC933cvHnzzTRMQ0MDn3zyyUt/9kXXZypTxIPdAbScGHquAdOy0OoqsS6B750HTEOg2TXwq4eAaQQQsjZQ1DYQsS14voG5UoD1fR9zJRP1DrC2KxDAhBAGfv8a0Gj1EMBGs2siGTfx+RN6HptdgXTCRK0t8Mk5A3dXeHwhAlyfNrC128LFCQqjBUEA0zSRTBcQiedgGIDbraHVOEAQBEhliri/nUer++wNPBU3cXmkik6rCiM1jTvLrPk8PZrGgw0TLVkeKxH1cX7MxtpugEIGiEcsrOzSWDBaBEo5Acsk0ex5coNvABMDBmZLwPqeQKXJEOlWx0MiZuL2Ug+mFUWrZ6HZNeD6oZKzZZLUDqaBOSm8lowGGCka+GqRBoZCWtbMdsPc8EKK0QfDeXqjbVPACwTmRwIMJfbQqu8iMziPg3YUC9sBSnkTi9sGYlHANgO4vQZEIDA2GMX6QQRRi2NWaZoQAK7N2Li3aiKTpLfU9XlOx6OB4cYs8OWCQNQ2IAQ9ouMDJM6L2/Q8swyZwPq+QDwKzAwZWNjyEI8K/PRKBP/7Lo0btgmkEwaqLRLibFJgbsjFVsXDBzM2skkXny8lmRPvA4FQrlsD4wPAYDpAoxvg6oTAyp6Jds9ENmXgyRZzsTNJevk9X2BmoIfG3mNYmQv4P/cMRGwDqYSNco1jfWOGERwGAjQ6gOMZ+Nl1A7996MAPDKQTgBF0IXwP3zvXQ7O69Vqvz6Gxc6g7WWxXD2/oZ0uMROh2gb9+8Oz3imkZur357PcG0vRU79YYqaCiRTo9Ct78f37Ltd1vXDMNYDjL9In/fRfIxmVkhc9ybz++xL9//ejZOt2Tg4y6+N0Rw0EyyjSN1V2usafnMpXAjsAvHjy7hfpgxsDMYAuVrcfPHVPTNJFI5WFYMQi/h06rimS6gPu7o9ioPHvM71+wsLTRg+v2nnkvEk1gYgBY2uo8854BvHAdaJxNvMr1Cbz4Gh2b+wiPN5kWke67LppdRmTMjwGbi1+dQKs1NN4+TM19hL0m09OU2GkgaHQt5bn3WT3m+njVaxR4izzde3t7uHnzJv7wD//w6Wvnz5+H67poNpsoFl8uee369esvtE74vo/bt29/4+fOOnQ/zhZ0P14Oxx232TFwuwy0pXcycHzEIhYsE7AtAz2Poc4dl14oxzNhGqGnqtbihtoTFnq+hdtr9KDNjZGAxW2KEm1UEzhockNycQz4vavMwxUwYJncSFcaQD5twvNNDOVYZ/j3PswjExfwgw9gmQJ7TQMLW0CnqvIqczg/PonAN+AJ4EkNyMUFatUqcvk8jL7Y2tGxHNKJKXp7c/SW9zwSiXKN+aSZuImZYWB8wMKjTSn6NRjmLxuGgY5DgaVKg4R5rEjv6C/vA5GIgY9mGaY8NxzBzWXARxIGOI6pOMmN5zP8fKtC0nNjlmN5YRwIhImFLfYvFmEbAY730g43cr9+QHLT84Dfvwq0ewY6joFK08SVqRGMjZXwqwck+BfHTcSjzAXfbwBR20Ixk2c5NsH6ziqMNuaGIicjBX4nJsuDJWP0GGeTHItCmmPhuPRqfnIuFC1b2qGnOJMwcHHcQCoucH/dQCoZAQSw12SY+vo+z7dS5tgKABfHDTQ6MYwNxdDyAKcVQ7VJ0tjqyZroBpCOMaR/KGtit24iLlXk/89dfm60QK9uu8eIi45jYKwYx+z8NfzmkYFEnGvUD2R4v8cw44EM0OiYiEZYt73eAYQZhWEA1ZaDoXwGgxlgckIgNlN6rddntWVgaY8kGqKvdFaafU9Ke/hRgiwE63vHbK6ziB2K+MWkRzseZRRIvc05vTrFaITBHA05qSN52zMlpksUUlyrPY/HL6Q4f+dG+B2llm6ZoWjd1Smu34mBMIzcNqUyeZdRHabJ8EPH53qcGDTw4ayBpR0amDLSaNDzgIF8ClOlD4+9Z3o+KzEcyr8em8ZgVqAOA7tNPINMAigWkui5yWfei0WAeBLIF+LPvJeMnvw6+K54V34PTxInNSbHfX+3zvWal4bQfv2BrQoNfh9++OF37MGbxbuyhnQ/Th97dVlJJAU82Ah1eC5N8LciwMldH28N6V5fX8c/+kf/CD//+c9RKvHH486dOygWiy9NuAGGA7zMgnjZz5116H6cLeh+vPpxTVNA+YUNQyAIBDq+JMMy5LfWYTjx1UmKcAnQw9Po8P1zUj1bCN5YA0FyV2sC12aAh2vcuEdsbvA/XyBR/HCWHoHFHSmUFSfBzctNfeCTlO1UDQQBSdmQFG3rGtzcbO7T8+l5KmRJlVUyMJSlJ9P1JUGIApZlwrK4eR8tCHTdMO9VERpV83liANgySBBuL4cq3R/PMYz84/NAtcH+NDuyLrFJcbYb0+zzxh4f82l6FVWptSdbUuzLpFpzxGJeLmtRq7xvAT9g2LZpGkjFSU4SMpd3Zpiq3nfXGKodizC/2bYAzzfQlbXBOy7w1TI/2+qS/OzWZEhwBJgfIam+s8r3VAmtYpr9bHbDmuVRm2NHksxQ4nSCP6J7dR5vZZdjZRgkPau7DIU2DKDrGBgrsh9316giD4N56vV2WOrLkLnMN5e47mKSvEUsRkh0HKkwHed8K2G9oSwNFzsHXFcqZz4Q7ONWhcYCagRwblu9ULE/YrGO+V5dqlePADeXw+sD4Hh877yBZMx8/denIRCPMcR5ckg8rSX9aJORFb5gP/pLsaTjsjyfJL0L2+FG59wIx2qnBvzyAfssBCMOfvmA3vHzY9wM1dpAW5YoG8hQbX5JCqPBkHXmfT43cqEgYiYRXk9+ENbr/sll3j8qDbbl6jng5iKviXo7JCvZJEl+IcX3h3NSud9hX354CcgmzeeO3dq+YLoM5JpzGZlycdyA41Isrl+Eca7ENs2W2L6jUGt3++DZ9+ZGceLr4KTwrvweniS+65gc+33B1KZKE1AZqq4PVJoGRvJ8ybLO5hr5Jrwra0j34zTBfcwvHgDxCCMFa23g53cN/PgSP3FS18dbQ7qvX7+Oq1ev4p/9s3+Gf/pP/yk2NjbwH/7Df8A//If/8LSbpqGh8RohwPzZ2yvyuRAkrj5rMbs+N+4i4CZ1aoikSpGf82MkSRGbebL5NEtyFVLMrX24wRtsIcXvxKX39tEmSWMiKvOME2E5p989off00gTwZI3vKy/rcpme3lySBHC5LGteS9GmyUF+LpdMYakcbqw/mCEp6Ec8amC7Gm7QAZIWxyMJa8mSXH5Aw0MyyvF4sgX87AbLHf16g8fNJknsam0eZ6tKAhqJAG6P/bFMhlN9tUgPYTbFCfhygV7iH10K1b07Lo0aEAL5lAFTluYKBPNff3qV4/mbRyRcgSQ3HRcoZKisnYhy3JYk+ax3eJ6byzR2JJMc49U9jv31aVmb22MbM3HWGt+TbXI8eqcXtkmumt1Q3f38KEnRYpnHziTC2tqtHvBwQ2B8wMDGPmsp/26BREt5hNb32ZZHG2z3WJFh6pbBMZ0tcY26HiMSElGOxVyJBp9zI+z7l4sc07ZDZe7dGjfD49Lr7fmhiJfn0+DiBXwesfBUuCybAObHeb5L4yFJyySACxNhSbfXDdtiuwayTD3oDxOPRrgm622S7FSMfam3adCqtWlI8QPOUbPL58N5HkspmwPSM+7T8/3pBaYKBCK8fiYGeA4/kLRCHBbAUYaaQFAArd8AcHmSbflqKby23DZ1DiJSRyAWBZJmqG8wUuDa/WiObV0t83r5aI6h7Qo9D0jnR9HzgKR1WCztKJZ3OG+79cMijNU22zGaZ5tfVDJsv94XbZAFxgonNdMabyssIzTYHU2t8AO+r6HxvsIE7+H95SkBPr+7CkwNnNy53hrSbVkW/st/+S/41//6X+Pv/J2/g0Qigb/39/4e/v7f//un3TQNDY3XiKi8Synvz4EjkE8yt1N5zxJR1lNMxkhOZoZJkhtdEtCozfdGi/TIJaLS62VyAw5w857OcxPe86Rn2CCBvDhO4peIUiXZC3iOhW0Sz1wy9MgBPOfHc/QwV+XxRZeE68MZqk9//sSEJ0Nc4xFu5LcOgOFcWELsuA16MS29ogkaBmot/n1pHChLJWUVNhuRasyOJ0XYHG628il66kyDRO/rZZLPSxMcH9NknrHrcXwzCRKPH17i+Pz2MYXpbq9QbETAwF6dJOfSOPBgjce4NCGJr/RGCsHxuLNCojA3QpLQ6oZz/WCDxpTBbKgk7XisMasiBWZLNK4ISDKXYGhxtc28rPEBCsnVO6zxPTfCvidj7HcgBdpUaK/hAa2OgWwCGDlPAmYZPH8QMLQ/k6BQ2oys8zxSoPcxJ1XVk1Gu0cVtWcYqRS+043GteD5waykMhbcteje/f57rcrdG0pVLA8sPgaEMj5VOhErxjg/cGGVo9fUZGhrKtXBMbAuo1130nCjiL6gFfZJwPF4H5ephZeSH60BzkBuWH1/m5qW/TrcfcBzbPY6tCt1udDhWlcbx52t1aYgoV3ktjBY4NmreJwd5zR4tXzY5xNIv0311uhNRPg8CoCFLsynSboD3m+szsixY+zBRnxyUonke9RGsPkK+uAMUMwK7DWCvbqDbzqO5bmAwK5BLhKUOj6Lnhers+0f6f3Gca+d5JcMMyIiARkjI35ThReNswxU0Eu415H3N5FrxAl4z7lur7KSh8d3hBnQ6HI3Iyib52+KeoMbgW0O6AaBUKuHP/uzPTrsZGhoabxDxqIGRgsDDDRK9yUIAO0LP7vwoN59fPKG3C+BNc6NCknd+JPTuRix+dlJ6xxe2wxJGjQ43IWoznIjS8z03EhL0bBL4/Ak3Kga48V7ZUWJcfN+UmxklUtOWZNIAnrrdlss8/1yJodGFFL1oSztU454cZAkxpUbc7+3LJOiBPmiRwPVk+a5mlwT4xgw3/cUMrbcGpKox2EZTehuVSEjH4Zh8/zw9/gz7JpFUyue5FMegJ4l7NsmxFIJkY21XYL/B16eHSawcj8d9sE4P5OouCb7rhyHtu3WGSduS4NfbPE8iwnZ8tUhCc2WK5NP1SLCbXZLfi+PAwhbnqNGh4cIADR75NCMHRgok3pUGva6xgJEM7R7PobzjmTiQzbMPOZn/6weyNFeL4+X5JNapOH+guy43rDVZp1kIhjjfmJEREzGq20csRl4sl7kmgdAIkUlwTFbKHJ98gVEFyRjbp9SGE1G2e26E49vssB2JGAm455OkCQFUDxz85IPUU8PN64YXsE3JOKMB1IYlFWdoPkPNmTeq6m3fWZGRBy7HuOsChiS7hTT7kU8xAuCo8FM+zbWyeRCGi6tKBBe7nNvr0xxT5QWfHqaxpdII1+T0EF97sM55vzbFY6jccwH5XFYDeLgREvWpofBzrR5rH6t7yfQQ57XWZp327QOg3Ysj2eVBI9Ig1nGeLQuWiHENXZs+3mN9tIY3QIIO8LPqPdvi9apLhmkAXF+tLq+L5T7RwplSaFzW0HhfYZk0dm9W+DurIrIaHToHTjLz4q0i3RoaGu8nVPjk4hawtdPBaCmOi+N8veNwg2nLcPJ0nJvo7Sq9hzemuTFNxljKaq9Oj9HFcZnTPUXvqtrgej49i9emmVurkE0KGAZvyH5A4pRKkADEIiRXkSTPmU1xE64IusrZBUgcWH4sQDxqIRYNQ+cjFsnT6h7rWHd69OZ1eiRnxbRsn8tjq5D2iMXc2Y19kr7lMmtIp+P0BHYckuxWjwTJ9eltjNokRoOyHFfMZmhvzyVpcGVZJkUoVdRBKs7w6J4HXBoLUGlb6LoMxzUgPewy13xykM8tmTfrBZyrhvQqzgwb+P55gdsrJCNDeRJPARpVHm2QOBfTsk62DLld3WV6gG2xbV8tkZj86DLb8WCdm8p6m+12XGBHlnpblqR6OBeWZ7o4YSBmc8ymh9iWg6YMKzY4vpDk6NoMSeDcCL3+ANdAKia9/yZJ/kAWgJB1rHvsOyA90m225eGGrM2dZLsA9nNLahCU8jScJKMsb+UHDIc2QIPNh7P0YHV6JPkTMwZGC2/OdZWMcgN/0GQ/VFh9R3pbh3Kcm906kOyF4fylPOe153AeYjbXU63Ffx/MMjJEeb5tiwaRy5M0OBkyZFbZpAyDRHtWzslIHkgMcX6Xdph2cHeFx+mHbXFtwODc35gJSXG9xXWUiNJANDscevEzCRp17q6GIbtuiyTme+c5vw82eL0pQbdqO/Suf7HwbFmwK5P8nBC8T6mSZ8UM27i4LcchGV4HtTYJuooMOErkF3eAkbx4Y0YYjbMHE8D4IPCbh/zNnB6m8evRBvCDi3xfQ+N9hQHek5sd+TsP6WhJ0MB6kndOTbo1NDTOPCK2gZlh1ptdS/cwOSGeigP5gcCg9OYubpO0phPcIHccbkBLeYbypmL0tu3VScTOj9JjNjVIj5Tn82Y7WpA54h2BlKytG5WeSUVIN6Xq6yOZX+nJ+tfFNHCuxI1+MipzP6WHb6PC1ywL6PZc5JMRLO2wj6YUR6u1SSCWdhgyvLRDA0Egc6uVV+/CWFjGqN0Lvc9UMOfrzS7bNDfCsak0SNSvlOhFVOR+8QnVm1f36IH/xf2QSDgux/TaNJ5u3OdGBMmGD+zVHJRbERohogAMbvw9n303DUYcRCIcu+0qDR2uByxWSQgmB0kQDhr0CltmGHbfkFWQui6Pa9uAGfBYU1J4bb8OfHYhFOVKxhhOOZTla4+3gN0q56GYIWm5tczXihnge1dZfq7eMfDLB5yrnsdQ8q1q6E28OA7cW+UPczpOFe3r08D6Ho95d41rBAbDvneqJMX5lOx/h23rD2FzXB4rHuWPfiDDPl2Pxo3FHRpTLozz2KU85/EvtmksGS+GIfznRoHewR5sK/earsRnkUkauDol8PM7gC0NE0qg7PIkr42fXoEsecY+/fQKDVvnR+gdV+He6QTXXyZOxdi5Eueu0ea4zZW4xkaLXEfGkd3QcJ7pBN87z/mtNOT8nucxp4a5bpZ2gGaZ55sf4zWST3KubveFwX84KxX5yzLlwAwjQGyLIe7qnvE0ZFeWNntUD0uexaOc090a7xefztP7vLbHcYhHaZyyLb72uychIa+2+O+jORo1lAaC8uKr3G+1Bo4SeSH4ejz6xpaExhmDAaCQpOHp9opU+E+TcBeTJ0sqNDTeNvjgffraNDVF1P3/2hT3IP43HuHloUm3hobGW4OYDTSrW8+Uv0knSBQVGh3g1grViAVo0Xc8bkI9n16woRzwy4ck4u0YvWjxKEsd3VziRvviODCcFxgrkHDOjQi0JGFq97ixnR4iKVJiURMDJJDXp0nYHm8CjW0pcDVGApaKAZWaiVwacDbZ5ogtw2zlDuipEnaSxoPlMj1lqRg/d2eVPwqVJollLkXvq1JlVsJljS4976UcN+nNDonOrsz/VoraN5dkuPgew5o39tiGZJwe2SAAKg2BZOxw5IHX83FxHPjdY5IjU1qIY1FGGXQcEqB9mf98fQqISgOB8qRnkwYmioI53TLct94mgcilONY9lz+A7R4Jblaqlwc+CZjnMWd3dljm/NaYDvDjKyQqFyZoSKm3ufGcK5GYN7v0jH5/3sDiFkOeFbG6tcJ5FAFQKoRK5pACaTtVjsOlCYa1D2b5vNklQXI9jqdpMNz91w9JrIJeSJQGcyR06STHutEhacvJfLIBmZfrynD25XJIpDb2+d0LYzQS3F8DJnKDJ3fBvQS6jkDEIpHuJ7qfXqCg2F4DqEgjlSKKpsl+dV0aWToOr9OOw+fDeXqTD5rMxU5IEbxHG1yHlkGP9OJ2WKprboSPKgT76iSQnKEB5XePaVQayAD/82tVS53fvb8G/P41Ggd+JfUaBEh0f/kA+OFFrrX1iqo6QIKekxUMYjIdQhFyz5dVEA74va4TihRmZSSMWl/FzNPlBMPgXK6WQ7FDQIoktml8mBk+fJ9TaSU/vszICnVN938vFQ8jVDTeT1jg/aHVo5FVledrSS2KN2ei09A4e4iAvzW3pdbMeJH7jN8+5u//6AleIPpWrKGh8VbC8wTWK9zkL2yTeHalSnkQkIgvbHPz3XNljd4YCVhclo2yTT6vNIHdBgBB4jyapxjTk61QIG1mmDfjVpc55FNDDGctFbiht0x6RB9tAcl94LOLJFwqJ7vdI9kdzkmV890oYnV6xXfr3Kz33LB/qTi/q0pNxWX4shAkF9UWQ5A/nCUhsU160B9vchyUpysZIxlf3ycBEoLvA1IxukMCud9gfyMyf/aziySLXY9k+tYyx1MRnKEMkIsD29XUU2VvRYIcH7g2ynPdWmb7Mglu9H75gOOVjNFrqwjBdo3EuZAB1nZJIuqybXfX+Lm4JDitLudzaYdtFqBxwQtojPhwlnnviShwe4kGlq0KPavKk760w2MetDgnd1f5uL0ZhsOn4iRJP7jIuQ7ATWs2SRIMhPPmStXxZpeELmLx/K70PtbaNGrsVEnCIjaJdSwCbD8GmlIB/dayDA82+V7Upsp5MkbDiOuFOeYCnCMVFbFXB5a2DVyYplL2m4DjsW9LO6rWtYDjGbi/RiX6jkMCPVZkBIkKz/7JZc7dccrmC1thREAuyXGM2sC2ze/8+DJz/kt5Xoc9l/N7bpSGlnaP6RUKpsE1ZRlSTM85XKd7ZZcGPaXk/NRr7alSXtyUmXHeW6otbsYqDRmh0Be5kI5z7lNxoFllv1Xd750qib9hcC6Pir39+BKJvGlwfah8ddej96X9nM3f6i7vTVuVZ79Xyr++udd4O+CABKLn0lAbtbleH6wDSxHgb3102i3U0Dg9eKDWQf/9GODz5R0atU8KmnRraGi8lVAerZE8N6qqbnIiwk1zow1U6txYXxjjZl2pVX8wCzSlyJCqee263Kg2O0B2nN5Txw2FsAbSAq7M9x4t0AMXi0hPdodiYOdH6AUDuEmvtbgpT8d5HlNutodzQK0dICVMrDoMLd2qHO7fXIme7cEMz5mOhwJNQcD3kzF6PuttEsuRghSwckNPl+pjLMq+Ox7gSYE3AR5TqTB3HODyHPv+q0ck1oO5sHa3ZXKz9tUCQ/NNE/jiiYlGh8RpaogbunaPbVprc2wUIVXnXCozpH96iOd+vCFwb53CU5kUydNOlSRy3SDprMtjOV5Yl/jhBglPKs65M8D2LWwxYqHaJllR3p2uS4+rEvpKRNkHy+RaGSnIeu3geVQ/xg64hhpd/giv7fF800MADBpetg7YXtuksaAhSdhkkXP3aJPvz43w33KZa6dU4Hos1+jh/t55HqvdpcFltEhjRynPTXMixj46Hs9lynD+bJJksNYN4LoGEHtdV95hGOA6Gy0wMqDeEsimDMwOc85rLZLW/hDyi+NcE/1Gpn60usD8HNf00XC/rowwmRjkeDY6vA4nBzkOXSmGeFQcSin41yTJj0l9gZrMs47JKIVA4FCtsYMGr9cL46FXOp0A6k3O/901HhfgY0saCuIy132pr9/nRhmd4bicQ2U4McC1sluXxraA3/ECznE6wSiInsNjHw0h7zq87300x/E6aNIT//Ecj6HDy99v+AGjiyYGKPr3dD2OMEVCrV8NjfcRgaDRd2KQv7Xq+rgyyft/IL75GC8LTbo1NDTeOvQ8PC2l5fpS2KvH544PpCMkwSqX8vEWN6K2BXRlLe1ilpvVaoseVMcHhBQr6/ZkWa44vxOz6aGty9Df6WHemG+vhBvneluWgJrnZlgRio4Uj0pEeT7Pl2WKhMmw4ji9rRekGnc+TaKlPKmuT/JhGGynSEjF7QQ9FQNZhjUfNEkgpgbZTtfj95uSvAUypzQh1bsdj8REqYCnpFe81qZXfGKA3sGFbW7gr02RsFZbzI1VpLTapAfYcEiCc0m+N1fi+yqUFugTk+tIL7DPMftqka9HbQrQNTtsVybOH7+BNMdsbZ/vL+4w8qDWAmBIo0ec0QkA+z8xSBIznJflupbZpnSCn1cCa5bJdmZTPK9qp4pQyEixvIosdabGKQhoGLg+TcPISJ4RE0rJHJBK8GmpiBqn19M0eLxCKvRgjuRJkEyDbS+k6OlfKbPdR+esJ/PAYxHOVyzCtuRTQEREEIm8OSE1Abbli4XwuUrvmBpkv79eDvOgOw6J4Q8vMqqh6/I1FYKdS9LQIwTwV/fC8xw0+fxv3pBpGOBcZhNcfwDHcrTAWuwG8JQlC/C6UhoPqkSdQjzCcRU47O0wDWBulJ/f2A/D4y+O0wgiwDB31wtLnkVtkuauQ0PaSB6I9XnjlUL/oRrkkPW4mxT/W7krRQNNvldrMT2h1gqNRf1iackohQ1vrfB8U4Mco69XGOmjw8vfb0SkkermEq+XwSyjme6tMSooopXUNN5jRAzuuX79iPdUw+C9/uYStWIiJyh6oC81DQ2Ntw6uazwt71Vrk7AmomHZr/06ye4FGW7adcK6z0FA0bSJAblpNbjhzcrcx9kRhmGbBtWzey5LedXaPHbH4WuruyQIKsQ3GeOG+N4qN8ePNtmuXCpU9HZ9IJ/h567NmLg8wU2zIUjMrs/Qs/7VE5K86SH+U0rmDSmWNF6ktzUvy3kZsg9BwDDx6aGwrNnVSRLHdo9kISHz1gczDP+tNun5i0ZC4j9aAG4vA80ej73foNFhOM/jPN4MvW2ZFMmU6zMcV3kOTZN9Uh42w2DormVwTCyT5EyF8DsejQ8C3BiqcmkL21S/rneAzT3gyTa9wE3p4VQl2lRYrZoLAyRGn12kZ900aEyYk3IAtkWCbIBzem2KRgnTOOz5UYJ8O1UZOi7fM00eY3lXliCzpQhYgj+suSSJ0vYBvZ2fztOr9GCN7UkngA/n6NmuNID/c5cCWkHA491cohdVhZMv7UhjT5d9VSTc89nGlV0agQYLMcTeIMkywHGNWKEgk4EwZ32zEo6p6/PRNGg0mx8N++FK731bCqzdXqGxS3msTYPP764CuQSVze+tksDfW+Vz12eY/VCW8yEEH4eyHKNMgsfJJigklZXPxwa4toUIFfKVkN/EAPBX9xlJcG6Uj798wNz/qM31XK4xAqIs149t8vodH6A3/tEGH8cHeL1FIrx2bbkDs00+L2ZpkPlglmu76/Lxwzm+PjfCNTeUY7uGcnw+P0aRRqUh8HhLprZ4bJPG+w0LvNflU0C9yzVRl8bYaovva2i8rwjA6DKVVqY0OqI2Xz/JQBBNujU0NN46RCICCUnm0nFujscHZMiqQ1I3PyZzbGV4s8qTzCZJANf2GLaciAIQ9BjfmKEStSqplYzLPOZ4WOpLCUFtVkiQBjM8fzzCDUxLkqJA5jOPFJhrLQL+fWWCHoZby/SeXZoAYAC/egD8n3v0tF+coFfsr+7Sg+j5JCjKK5tKkNhYsq42EBLfWotk86M5EpCux7Z5MvT1yiTw0Tl6ONb3SAotk57jZofGiZVd9rGfgHo+Xx8tkmgsbPH1cyMGPD8sVeS4/FdMMyQ7m+gjZNKKfHGMZFy11zQZ6vjJOYaol/I0lhw0w/zbLxeAManwLECl9ckhSawsHvfKJBVIP7tA4u35wKYUuculJEGq8zzpOEXY0gkSX9t08ekFWSc6IEG7MU3v9fQwjSz9dZxVqbKcNBBYBtfKcI6q3UNZWQu+S/JUlwrcwwUgHZMibEIKw6VI0qstksdMgh59y+APf61NMrpbZ950QUYuGCCZrzT5PJcElrZ66Hmv+woMIcCNhG2RIMZs8VRczJHt8AOEIdsiHMeuw7HKp0io8ynOoRA0nLk++69yul2fBoqeNESoSHABPt/c5wZpaojl40ZyfJwe5tgOZCn4Zlkkv5YUgBvM8Br4mze4bg3w8W9+QLJ8aZyk9ssFPl6VBpq2AzzcZKrF9+f5+HBTRjgkaTipd2QkTIfPc0mSbNfj2ium+eh6FDtc36NhYSATir/dWaFhIxUHJgd4HX61yMfJAa4rVds8EQ3/5VOh6J7G+wtH8P5z0OR1lEtKPYsmX3feXGCMhsaZgxeE5VltabC2be4F+kt9ngR00JGGhsZbBdOkrfC8zPu1LeDnd0jcxmT+bE+Wl9rY50a72SV568pcSuWJq0qCOpCht7fVIflsdBia+dkFHt+2wjre1RbztuNRlo6qt7m5r7V5THX+qE1ytLFHz3TPDYWeuk5YGuqv75EEblb4vFyndVUIkv5KE/iftxjGPDlAw4BlcAO+VeXftsn2Bzb/rrVCr9v1GZZ1mhsR2K3x9S8XScRnhhnK23HCUkfRCMchCICgL6zKtoBGCyiWgLL0LtsWSfv16TBnN6+MBgck3JcmGM6/X+eYnR+lh25tl8aJqWHmU6nSUKU8QyGV6FY2SRLvynn79Dz7vbZH4nN1SuYs2tJYAIqSFaRgVc8nAam1SULaXYbBjw+EpKbSBB5umChmaGxpdNnXvTpzhQEeX3lpMwlZSmqHc3nQ5PEGMiTa/SimD+fMNzrSq5mmEnXPlSXuSpzvjX1686dkvrBlhqr05Sr/vjFN5euuG3plh7JSAfvAfaM53VGbbRGQgmKuDztqUcQvTmKbTz0rNmbbHI9ylaQ2LtMvlsu8vgppzkvPC6892+TrXff4Y3Ycrrm7K/ycUoBfLdM40XEYpdF/vsebXL+OVHe+PMHjeT6vrYhNA9nEAMO22z164X9ymQaVD2YOlxn7YIbf2azQkOD6DDdXnvrlXYaQX506XPrr4hh1F7wg1H9Q/wz5b6/OKIlkNAyJXyrzGnmaguCGueD9BguASvOOJ0UJdd3u9wZq/aQTXG9tdc0kwvWlofG+Ih5h9RAlZpqIMJJpryrTFCMndy5NujU0NN4aeD5gpKbxqwcMLx/MkKRYZlhCyZaxcvsNEpH5URKhQooeob0GvUazJW6AHZd5kGt7/F5OlqJKx0lCCylu1mMREmwhKDR2YZyh0RAkBq4MkZ0YZOhsPMLvOC7JbcTmBl8JOFkGN/kRi58v5fmZVRmuHI/QkNDs8rMPN9jfr5ep3lzMcGPvyxzfZo9E5OokjRHFNIlg1AJaXYHxIs/1f99kPy2T7fFFOF7nSvSix2NA0CWRito0GiiyIwL5IyXJ5EaF4zExwLD2gSzV3YMA+P4FlmH6yWV6k1WfbJN9bklRur+8Hc5xx+H3v3eehH6vzjFNxsJxdXwSp0CwXUFAz18gSDK2a8DKHr35a3v0dN5Z4fzFIlxHlSaPYYCkLJUwYJo8Z8SmFz3X4ecgf4xXpap61CbxEoLrpSPz2WelEn23R7KZirOvEwOcq91aSELvrIah+Kr00/Vptq3V4Vw83AAgvd2OFKObHGRu+0419GaqNU9DjflGc7rjUQPnRgW6Lols2w6QTIYiX2MFGnkSUZJFJV42P8ZxHsqRtPbX6e46jFj4n7fC86h0g2vTFL0zEKYRCJA4qPn/YJbGDUOmGkwPk5h+uSTLkUkBvnScxo1yje//9vHhXPDfu8bjXJo4LIh2aUISFYNpAervaovRKn/jOgk2DF77Sr18o8JDq5zB69O8Jl2f82mZTAFpdGh8UOebH+V18kRGl5jm4TDFhR0aHBd3+NwweF3X2hwv2wSWywKL26GY5NyIvCfYZFyakL/bmB87rJHg+lKF/8rptUlD40zAB+ZHuI9Z3Q0NoSrq7iQLdevwcg0NjbcGmwcG7iwLdBxuLCM2iUwyxo2kIh9AqDKeSdC7ulGhl7nZoYiT53Nj/OEsQ1ITURmeu8Mw0JVdEoTp4bB8kxIvUmR5dpjfMcGb9I1pbp7bDnM6/YChw4NZkkNPqp+nZP63CEISkopLUbUmDQjRiFT+lqG0qrSSbZFgRkyeLxYBINjPWZmvPFIgif7/fQX8xU0Suu0DEvAgCEtRqXJoQtDKa5kczw9meP6hDD1/1TbJfk2GSA9k6LUfyrL/rkeyaZqse6zyjvNS0X23Ri/2V4vMh/16mWHYw1nm4/YTRwMkb0+2SZAScY7hgw3pkZdevP0G57fWYgh+rS1rXDtsj2VyDnNJYOeAYcypOMd+KCdrpqcZpj6UA0yTYfIqlGyzwj6ousvjReD759nnJUlulBp8tcV5W9wGfnCB0QNRG0hFSaIqTXr+kzEaJpbKPG7UCucA4HELKZLIiB2WokvF6MH9eI6GD9fjWpkrHa7pDACzI+KN5nQDHJurUwyb950O0jE+zyW4Fq5Ph3noEZvPXY/r8OtlzpsSYPt6WQqsOQz9Lshw70Ia+L0rjFSYHJJh29IrrOqvz5RoKAsEDRMP1vnoB6zhnojQa62usYMmn6cTNM4YRiimJkCDWSZOfYP+Nt5a5rw8WudjUs5PMsbnd1ZplLs2RSPf3VU+XpuiUSoW4ZjtN7gu9ht8npLRCWt7UoRQph+otqkwcVWmTqWW1Ft8/HCWazkb5+OHsxyn7SrboHQwOg6fb1RYenG5LPDLByRlv3xAgu56Oub4XYEJ3v8/mOG9NioNf0pzQhMBjfcZLrhn26zQeeH4fNysyP3ECZ5Le7o1NDTeCnQd8VSxXMGVObnNLjey/SWIMgn+U7mY6ThDhVo9bjivTJLcDWX5GeW9BEJxtYcbwI8ukjgt7XCTrvKfF7a50f9wNvSo/fphWAJIgOf6+ByPE4+GYeeOGwqgiYB9UMQ6kyRxAKRn3+CPQC7FDbhlStLgk+QNZEjkeh7wcI01pX/xQObU+oDToefYn2NfC2kKlllmWEbLNHj8gxa9ademgJ9d43m+WABMi2N50CSB/FQqtNsm+1+usW0P1kkMLJPeQGU5zsjogajNdtoWow0ujJFwBILjF0nQKBCPkEjEIhTDW9gOPafKEBGxOa4Xx2UEAsIcdKVE3eqQzCxsk5xOD3MMdmokypDnrbdDC3c6QWNKNslyX3Olw96/TE1gYZsEqefSc11v8/nqLlXQYzYwNspzOC7H/PEWx+bcCNsFg2Ny0KIBBwj1AC5PcF4yCVrbiymGHt9eonEjnWSaQS4ehlgnYsDcMNDcKwPIvZZr8HmI2AZmhoHhXIC1dA+TEwLJmIl6W2AoS1HBwUyYZrF9QM2B28vHh4kfyGgUPwjF/zoO16bnk3Rfn6ZRpdVhdMaNURqJGl3gf98JCXCtxUiK/9dnYak3BUWwV3dpILBNmSuuwtktRoNEI5w79XrE4poqZhiG2OwCLdn+TCJUYv9iIRTmaXX5/PeusA/V9mFF9FiERiBVISARk7oEAZ9XGhyH/QavAd/n2svIvHBII2Q6xn+cF0C4/M5xWNxhn++uhq8pQg7wPqfx9sMXXKPVFg3A8YHD5RN9bV/ReI9hgPu7/Ya878qIrP0GX58aPLlzadKtoaHxVsDxQk+NLS31sQg35V8s0IvlyRDcWISkxPFkaTGDm+NAepa7LjfwVyZ5rJlhenliUq1YEeKuw43pWJGfHR8AlrZJ9hwvzGPdqtCDdXGcGxm1kZ4eZntaPbZ9YpC5n9kk0OoJ2JaBzQN6qPdqPNZsiWTiKUGXfTonFZ2jNjfnjstjqpDSmM3N906VYnKxJF9XgaKPNviZuREaB5odkmFFUscHOSaBFCbbrnKjr8iLKXOHLZNjcHmK+ecxGTK+WycZziQ4DpbJkldth962vTq9wEodemOfnupihqS153LcDIPEa2JQ5qvbNEKoKABPeobNgKJTlyfoGa1I8t5xpBBZl2TMD6TXUopyfb3Cdn40FyqX31rmSEVtkkOVI24aQDbJEfQ8gfUKc9Nb3TDfvOvQoNLsMoe506NXc7vK0LSOS8PI989TZKvRZp+9gIYdVTosAP8eygGOw2MU01znHYfh8ekkMJTn+r25RFG+SxNhjnnEEri53nrdl+JzEbOBZnULsRmGXERtro+x4uHw7NkSx263xrmJRwArxnHv9EhIIzawUQZqHRJDJXYzlA2vf+XpBfg8m+K9IJs8TOTVuWwrVLdXx2z3qLqfS/M4Kp9aICwtJkQoBigQqu2X8qx73F8irtam0Wa3RmOLH4Tfs0waX0YKNESMFdn3rhsaJlSN7UYnJPL5FA0G16ZpIBgthIYIVbbO8xjqHo9IHYCAbfvplefXYW51XkzIR/JCh5q/AzCknoAqaahgmsBoXud0a7zfCAT3J8eVk1SvnxQ06dbQ0HgroESBInkL4wMkalsVvvfxORKwrMnNRSkvw6lt6TmNMixVCHqHbDPcKN9bB743R9Icj9AzFgiZ4y24gc0mQ7KZToRe9UyCnoOdA26WD5oMZY/a3JQrZXAgFD5qu8DqKpCMGTg/SqGz7QNuzGMRhkNfnaKHLSIVoOdGuDl2PW6gPz4HPFyXXoogLMd0cYJtuTrNfq/shrnmLSmStiE9zMu73KiX8tz8r+zwfB/PkbDEIyQOMSlC5vZ58iImPfRPtoFLYwK2aWByiKVnVLmNPSUIB4634zF0+PvnQ2K8UQGuTAG/uBd6FgGO7flRmd/r0uu5VZFkW+bPBoJzsbFP0vHzO/yuH5D8FFIMgV/dJQkaG2Dt8wujoVK4G7DUkwDHoZQPyeH2AddbOikQsQ2sVw57AG+tyHB7KVQ1mCGZ3Dpg6Hw8yrzcxW2O78QgDSciAK4PMoxXCCCdY3taPX7uL29xM3x+lF5bzycB8gMSsX4lVRUBkHxDomnfBiu7NCCM9hHM5V3mpg/led160vATCK5b36do4MZ+GC5uSg/z5BANGYvbNJApQbSFbV6LXZdjOZgJa2fvN2Ut9wTn+qAJNGX+8lCOa7yYDkvr+TKFwfNInJXaec/j/WUwSyNQSqqG9+eBC0Fj23KZzx2Xx7NMWV9biuqdG+F11u6xTep5LEIDVirG8/qSyI9NcCw+Ocf3A2lc/OQcX2+7bNPRqIHHm8CHM5wLVWFA1feORUJD5lF0erxmVck/jbcXFoBSgRE+8VholHE8WV3jtBuooXGKUIZ+gL/BSoNjs8LXT9IopUm3hobGW4F41MCFcYHyQQa/e0KPYTJOQlWuUijGNOj5OZBhvbEIczmjFtCGVHEFw+kCwc/GI3w9myApPD/CR4Cb8gtj3Jim49yobO6TDFoWvbhfL5EUL+1wU70nc5s9nzfwapsb4ESUdZhVKHoyJrB1YDwtqTU/zte/WqS1VZHAWISka+eAHtOZEvt+aZLEY2OfxODyBDfv5RoJRiwqPeh1fncwy3GqtriJnxokOVSlmC5OkACVayQFRorev3KV7wMyLLYJFEdkiTIPWCl7GBuIwARJ/cQAvxO1SRwTUZKgtT3mjdfbJDfXZ9i2WpMh8ffX2K9CmvnXgxmqrltd8ZTEKIOzAc7f/BjzahMx5ieu7tF7N5xj39tyHPMpbjR3Dji2URuYLpHQdF0S9LkSS7kF0tBSa1M9PBqhx0+lNgQy3PeG9DrGI4wS2KiQSMciNAI83GB/LIvH2noMfO8csLrP9XF1iuRPGRomBqR4Vpfr+LePpUq5jGpodNmPQISW95osUbcow+dnSwZi8dRrugJfHSoHORmVon9BmCawtEMvfaPD9dEfLj03ws9fmZTrRoqeTQ6xv50u8/03KzTQxCJ8DtCAEZFePSUMVkhxDU8NAf/rNolzIkqCXK4BP7vOeb02RfLe7vFaHMyTfP/lbd4fcpIE79cZKbG0TdKrlPczSd4vuj1+r9kNIzM8aRxTavgdh+un3/ufjHHt7959diznSryXVJo0QrVlZIVlymoKcp0d9bqbBq8Px2X0jTIItroUElzfP37uErFQ9Vzj7UYgaOz7/nmKFh5Ipf3vz4dGLQ2N9xU26KioNsMqLGkZsVdInyxR1rdUDQ2NtwaOC3y+IOB4BvPUOswjvjZNj05WCqENZUlsWt2QTKXi3KC7PjepY8WQZE0PAdsVYKJPAViR3tVdbnBVPefVMnB/XYaNSgupEkp7silJaYYb+N06N78DGbZL1ZM2DXquPZ/etO/Ns22mQfL1ZJuEotbmjf/aFElos8vv5VP02l4aYxj95j7H5tYyN8sAye2tZSo5Vxo0Jqja2uPSmntzmQQhHiPBazscMyW0NpKQ9aQlTNnfaanG/sk5oFKnGXh8gGT49grHIBGnKvxWhR7CK5OcLyVw5/gMg1/ZDXPA0/HQypyX3HG3QdL20RzJTbPNMOtZKSJWyPBz2wfs12ghFLNSJeKmh/h8QAp0WSawuEXydWUcSCZCobiIRfJkSI/g4g7FtHJJtq3WJtld3gVmhjjv99flXPpcd796yDmrtsKc8UDwWJ+c56YXYLsmB7k2vl7m+FtGaORYKpOITg/Ty642A0pES5WtUznx+w0gm5k46cvuWyNqS4VxQ3p5+7ysgQAKSa6hB+thSsblSY73cJ4pHxNFeuM6PV6vv3+V87pSJglV+f2tHud3fgz4v78OVcJdj8T60wuM5vh4jmkUyvN9bYpGoqkhGrwmBnm+do8GoZ5HA8naXmjouzbN9ro+7zsTQ1yjbYdpHKMDjKxYLnOtqfBygMeudnidRKwwaub2Co0ycyWqn6uIERW5kUkAmwehQRAAnBbX2PfOAwMpHm9iILyG1vc5BtEIjXWPN0OyPj8mywaWmLpwFHMlrWL+rsAyAMNkFYGrk5z/dpdaJ1en+L6GxvuMiMW9SNcJUwtXdhkJdZLQpFtDQ+OtQNcReLIF+J6PqG3C7MuVXClzs2mAm9RAUJE1Ir2416ZISLYPZKhvkV5WgOSuXOcmfKbEDXlUhqirslARm5vbe2ske+UGxZ7yKW7AAwHcX+VmZrpEz1osGqqIR6SQkinD35tdIAgMJGLc1G8fsA9C8PvXpkKPlSOVwbNJklLHZe3pu2skc9kkc6WfbJEAqlzjVo+kdn2PeZ3xKPtx0GLfvlpiuwJwU39ziQT/0Qa9cokY+6i8f57HEPyRAvBgTXqQ00CtbaBb43gOZDn+EZvPYzbJ9NoePdl/cJ1eyq+XGOpoW8D5MYqmLWyHRoyL45KUNwT26+xzLsX8w9gQfxD3aqFRIpOQ4eNSSXxlV5be6tGjr8Kz2z0Su0YH6NZplPjeeWngaMpSSwGNBkM5qYbeA9ZS/GxcRg/EbaDrcf6/XuJ8GgbHXwh+Z3mH0QdPtqRugCToEYvHDQTbPzEIrEuVVEUULTMUgvMD9vvRJr2spsFzBAE30MN5/r2+T++6jQisqIGpQfG0HNRpIR5lffi7q8+WuTo/ynrryzsMrY5FuV4frnNNGAA+u0hCuFTm2H12kST1ySavCTVenrxGVsqMDFAq7ypkPRGlcalcoyptKUdjR7sH3N+g8FgxTf2Ahe0wPPuTczSojBTowVah7Jv7NNJ9MEfP86ONwyHd04O87q5M9gn0KY2HgAafqMV7kzJERC2S9HMlzvlXizTOFNI0rAlBzzpwJJwdNNrMXD++tFkxzWvx7moozNiWYpJiivXBr07xGun0pCBfiQYsQJcSexfggfeouRGmUz0tzydTGrzTbqCGxinCE6yiErUB0ZeqFbX5+vC1kzuXJt0aGhpvBRyPBNUywzBxT25aqy2GWysvpin3hoZBwmaAxHSnSoGrr5a44R3K8jO7B9z0V1vc5BbSMpxZeeYMIBbjpvTOCjfgrQI3x/U2yXguCeyU5Xnl+a5OckNbadCr5PqhR9uSnizP53nbTlizeTgnPdcr3HhnEvSQZhIkV3dWQiE3VRKo2uL7imykYmyTAXrhmj2Ztx5jO65OcvNdrpFMWCZD1T+Y5TEmBtju5TIJyliBBOLBOo8/ZgG/vA+kYgYsi7nM6/v0SO/LHN6FbRLuoSxDGZW3V4Cb+mhERgakOY6VlqxRPQL84j7HpuOQ6AYBj7m8Q9Iaj5KEeR4NBsrYMDPEsWs5JKmJGDeZpswZrzZD1eqey/4LQY95tcW/U3FGK+QSJO5NGelQbdEQ8+EskBA0YLS68nhyLRTS9LgqBevhHI+1Wia5HsoyKsBx+WMfj9CzG4/yNddnX5W6uWVwDVwaZ/i8bfL4cyOcn5uLFLmbHyXJX96mKrhS2T9tKPJ2lNRlEzRYbB5wHJ+KpTm8Fgcz/PuTc5w3z+f1m0twrSmxMwCAQULf7Mq67YLz3HU5vtF8qK3Q6gKLR8Ry0jEaiDq9w55iR14HmSQjJfpDwU3wGrwwyvYrQb1Cmh5xx+N1eXGcfe70aDi5PMk13utjOoHgcy8ADtrAX96hcSZi8/r+yzvAH31PllnrE1c0DCBm0VjhB7zWOg7HpSMNbuNFGn5cn95N1+exk3GuydlhYGbYwEBaPB2vTNJ4WkrsRbW9Nd4OCJli9WCd8z6U43p5vEHDjBDffAwNjXcVAULBtFwy1NKoNKTh9gTPpUm3hobGW4GoTSKZz1joSvEfx+ONMpMAEjY/k0nQqyYEN87NDr1qizskWBXpeZ4eove01aUX7No0sFvlhtr3QxE0ywxVuf2Am2tVvmhqEFjYZzvMPjeeAN+fHws3tJZJct7sytrLcRK6yxNUtS4kgZEiQ0DXdnk+FSp90KTn69P5UPgrYoUCH91eaBxQIaldF4BLciNAUj+YYW3sNZnHmYjRKNB1uOFPxeiR29gngZweJqGIWiS2jS47d2lCinhZHONCJvRwb+4DUyXg1w+kYrPBEOhbyyTTUZuk8fE2PdzJOMnl2AAFr/J5eqq3Dhgx0HFIdK9MclwGMvTuup7Mo01QuV4J1bk+w89rnXBs0onQA608i0qIbb/OdXFxnPmOgxluSpd3gBWXNbfjUZ5XCM5fsxumEaTiDHM2pefxoEmCYln8AY9HaSQZyQMzMhLhwQZJ9HSRBOf8mEC5zvcCSaYCQcKXS3HduD7w/XMkn+kEVbqVYrwQDB29MQ2MFG00e2dHfVqVExvJH/aY7tUEKk1gIM0+qjDrWovrYnKQa29l9/DxbIuk3PX5qMh6zyFZTsWAz5+EudSGwXGa+YTGjp1aaJQDOM7jA5yzSxP0lq/vcV6Hc4x++V+3pCCgXO+3loHfv8ZSbmp9Z2W1gGyCc6IiPB5uhqHzU4P0sq/tAUaTa0RF6/g+71ML27ze+ol11OJ3SgWmnqhwYSH4uYlBih46Hq8ZdQ9oO9Jo1AkFIgESfLfF43g+niHX50YFAp9eUQVdSuzthWVQzDCd4H1dGV6ySb6uw8s13mdEDO69Vne5B+nH1BDfPymY3/wRDQ0NjdOHbTLMs9420ehy45hNcpN9Y4ahqo02Q0uVZ8kPWNpqr0ESMpAhkb00wbDQOyu0cM6MAJU6N7i3lumpVUriynvl+dywDObCWr7xKDe0SiVdwQBJgPIgCHDTe2mChDGfZBj5jy4CwggJ991VEuCuy8dbK9z4D+cYzq1qWCvSoLz/q3v0HqrwbNPg57IJetYebtL7uVXlRrxcY7j3+h69eaUC+39rif3PJukVW9+jQFkqQZIZSC9wPMIwcdMADARPc3eVl3ilLMkj6M1udfn34jbFsL5YDFWb2z0SxkyC4zyaJ0kCSPLTcY79o02S+60qPw+DXkBFLnbrJFQ7VXrvVImnrQOOjW3JGuqSmBsGSe1Bm+eptRhKP1qkB7bjcJPadZgLn0uRnI3kpdKpwXk6NyrDnCFD4j0e+/wow71hhOvt9hLF3M6VmJM/KPPRB9L0mI4V6bnMSv2AdILeyMkB5vta0kP59bIst9XvoRIMw3Y8kkGlPn1WYVkcy7EBXp+PNvg4NkAjTDFz/PeiERpgVG57rc1H5YFe3eX8Pr32BJ93ZUm6D2e5RtVa/XCWc+34vP6qbf5dbfO6qbd5/Zkmj2OajFZYLTN65PMFzscX8vHzBRoDILj22l2S8HaXhryuy/U5mA3rs0cs3lcGM6E3OhkLdQRcn9fO3AhJtWGEoeKFFF/frXMdFTNhdMVAmvch22Z/bZPn6q/e4Ptc38M56j4M52Q4+trx47+4w5BzgI/1tnj6XONsQgiuwb0G708qsmKvERrtNDTeZ1wa5++OKhUatfn80vjJnkd7ujU0NN4KrFcoeHRxnASsI727359nCPRWJVT3/mSOr3UcEvG09Kbm0nz863skJErk6a/vA59doLCM65NoXRjnJjqXJDF1fG5Wh7I8bjJGb1o2SSLQaIdttS1guBCWclL1ig1Dio81SJTvLvO7SnTN8cLSYaYUYCrX6A3/aontCKRXTQk5RS2Sh7bDsdnYD0sDnRuRYnEBQ5hNA/g/97hRh0FCcWcVuGGyxnHHJXHdqtJrqrzqcyUaBeodKebWlKTHAyzLgGWEIbmZJOcJCMm/Kq1lmwwNV7n3MZvHME2Sih9eZL64K8lif55ss0MDC8C27dVJLH77JKxhnoiGdYr/8APgqwV6S5sdrok70qiRydPruFkh8a63mdefirPvuSTnoNXj+Xsu8LUU2cqlaNTJxGVIsCdLuG0AngwvvzrFc8ajwMYex6bn0TtZazNq4YNZEvGoLXDQIskZK5L4ADQEPN7gXOeS7IuA1ArI04O/L0Pllbu03QVMQ8C2jTOjPq3qmx8NUx7KkGD//A43/QKA26Tx4/evAYPp43ONE9IYNjUU5i8nonwetZiiUEjL8mpy/WQTofr/5wuc8+khrtd7a8AfXON50nF6rZX3ORllxEouKUXhorzm9xs83+NNHmNq8LB42UGT86fSIJJxXoP1DgnuxfEwWkQJm50fJSFOxMI646pOdzbJPiYiJNhbB6EA4mhBrukE279cZvh6KhF6pKeHeE1G7NAL7nqMZHEDjteXC1ybuSSrCagqA/0RPADnousAOzXqLShv/EBWYKygQ8/PIpSR5ii5FiI03mhovK8Q4O/5x3OMQlP35EsTfP0kbVJn4CdZQ0ND48XoOgx/rLaAeluglDcQi8hQzxV6iMYH+K/W4nfW97lpzCS5Oa63GUK+UyVh9HwSK1WT+t6qzBkuk3yq+s/LO1IAzQTOTciNaYqbfccl6b8nwy4NcJOdS9Ibp0J741EDmYTAZoXk/Ovl0NOmSlPNDJOEqrxKFYLec0kwmx1uji6MkjgUUiQCKuQ9m6R37sI4v2eZzOGrNPn31WkKUEGEJZhUTeLHmywns7obeqiXyyyFtbhFQ8NwjjmqBuhlnR+jZzAZNbHXYOcLaRneapGEpOOhMcL1GbatcqqVCFTU5nh6vvTO+mH4N0BDRK3NNowW2PalMud8aYeeut0a8MML/OzDTY7XlSkqVqtc14MW52pTEpZmR9YBd4CfXKanVYAGkUyCpCkWIYEyjVDE7MsFEvrzY4yU2KmxLwMZhkQP50jgPBnCuVvjj7dpcH0qletNaSRyPa7NqM0xXy7LMk/yc1PDXOOGKY0/bYbEX5rgfCuFbsPgug6CAJ5nnhn16f765kAYpvzBDCMpcqlnc43X92homhk2nglL368L3FphDv1InsJ6PZfCej2X2gN313gNqNDzWlvW7s4dLzYWsblOBQ7X1fYiHNtUAijhMLFOxbmWr07xvACv/atTPG+rw752HRwSPau2uE5/84jkvyhTDn79kEanmWGScQWl+fDxXFh6b340FHV7vCXTM4pUe1c6F06TpP+nV9ifTy9IT74sF/XRnCyZ57A83ViR/9oOz/9Ubf7IfCbkGGxVOI4qdH7W42cnh17bUtL4lvBkCsVeg8+VUQmgIdHTnm6N9xgRA9jt8n52ZTIsq7iwxUi2bOybj/Gy0KRbQ0PjzMPxuIG1TKDTE9gTBkWvQO/PxAzDO9u9sPzUYIabxlvLsjZ2nBv7jX1uOntS6KrnkiQftMKyV5ZJMuX6DNGcHCLh3DygN20wA3x2iZvr6SG2YUF65JIxEtKJgbD9jbaA63FD/Vf3Qo9DEPDcgaDne3KInm2ltJ2XZNSVBoKYzVxlVb9Y1Ta+OBJ6qe6tkdDNldgn5amyDB4TkEQiRi+aH4QCXqpcBkAieH4UiEa5sW5JUavVMg0DrkexuEcbAXqehYhF7188QkJ1c4nHiseAiQzbPym9g0qB27b4A9doczMvwE1gqxdu5l2Pny/l6S3drfG1ZCw0RFSaJAxPtkjE8ilarH/7iET44jjJ128fhyrwC9v0fE/JElHXZ9ivwSyJtmWFAmxC6gb0pIr66h7wk0sc46+X+XrH5WcerHOtNrtsRzLOY80MMz/Z99mG86NcZ0p1frZEbz0Q/uh/MMsc+XpbKpaDbc8mOf9jRR7TtriGlCd4RBKo04Yylh0HZUiyzTAiBODzaotrNR599ntCkDj2PCDnhqI3NTlX01NUJG92ZDoBZNm1EvBkgykKk4OhYcc2gWqD59ruC9l3fQBtknhl4FFE/cokXxOC193a3mGRtVyaa1KV2FNtbMo1vX3Adi2V+/K2bRoMVTTM4k7osT4nvdvXpymMdnet73zDvO6+XuI4trqA8Lm2kjGmelwYZ63x8SLvS+0e895/cIFra36UbVHHPFeikas/akaVepuR90K1VgH26/YKzzmUO30dAY3DMOW9/8ZMuI4zcq22uoc1DjQ03jc4Atg4oIPm1jJTclT1ma0D3gtPCjqnW0ND48wjaktxKpOEw/FIaKI2UMySBMWjsqZtQDKVTzEMXdU0ti161FS+cizCz9syV7OYDsmtOmfXZQjvdpUe1J0qc7JbPZm3LT1WCzvM0748SdK3tgdsVIBujwrAv3oI/O4Jj2UabKtS5laEKmqSNLe67IMSRZsaIkHJJLj53a6QMBZTzPsdzrFm9MY+CW/XCYXUMokw17jS5JgYBj17QOhNHsrLdoDvK5LZcanUXmnSCykECcHvXWXbqk3gwpiBH10iMXBchslHI8yTH8xyA7/fYPu+fEJv9fgA31Nq7Y7Pfv76Idv7wQwFpwLpXf70An/8Fnf4OT/g93Ip/j1e5GZSyND7z5+EtbE3KlwfC1sABMfgzmroHd6oUECt1QUWNtk2gAYOL+CYmCYt3iqH3HE597t1kunzo8wN3tjncXwpSud47L9tcC0CnJetAxoAei5JWU4aAj45RwJuGTx/PiUJmkwaD4KwX6bBXHwVEfHZRRqABmJ7mBg4/XJhQGgsOw6KVDseSWnE5qPj8VoFgJVdgXtrNNTcW+NzA1ThN8BQ8nKNjwZo4InaTD/IpYCIyccPZhhi3nHDFAOAj3dWAR+8rhVJzqekNoLJ1ysNXq9Rm48rZaYVuB43aQ1J8BsdPq+3meaSS9FzfNDkYy5FgruyyzUfk/e1mDSywOC1vrpLwcNLE3xcKXNd1dtcyx2ph9Dp8XnXYRub8r6WTYZRPAdNfi8d533pziof0/FQDf/2SmiwbPdoSPI85jN2HBq6VBWBXFJqFRyDJ1vPn2+N04MJpnI8WCeBuDrFxwfrfF0TAY33GYFgBNpymQbfZo+Py+Uw4uekoD3dGhoaZx6q3u+dFcASXWSSSTQ7JMoXRrm57DlAV+YqHrS4eY1aUn1c5rPtN7lxvLUMpOQGMxHjZvmjOXqLgJCEG2AO5ddLMhe1ROLd6HJjf381LG20KlWWb0yTWD2UuUFLZZIlU3rwDIMENmpDFtxl+wfS9DKlpXc3lyWRcz1+frksazf3SOh2Gww5XimH+eKFDPtdkYaCuRGGQwN8fnkiJKuOK73dSXrztg5krrDL8ZgfI/kp5UhY6h2+bhkk1UJQBX1x20AxA8yOAOstCrSViqxVPJjhWMci7LsK8/10nhu+nvS4z5bYZsMgef7DD0hCPJ/f2azI3FWX5OL6NIn8bIlzUUhz/C+Mc+Pfn6OoRKkWtrnZfLwpy81Jw4bKLX+4Qc/fg3V+bqdKohOP0vCwW5NjJwmNUjL3fHmMCA0CjzZJgiYGSNgKKRoB4lGOASC91oLRAD+8yLld3eWauzYl59ymWrttsx1Rm685HudBCXH9+DJz2wczQDwicPPmFuXjzwCUsew4ItZzOX97jTA8W2F+jGN7XAjzxCA91Y0O0wRUKHgixvFXJfNmS6E32wC9e9emGWmyXA4NFxGbBGT7APjRJZJ7FYJ9TZb7i0XYl/6wXMenEShqh/cXdW0/3mSe+OQg01OaXW7qJgdDgbRml+tffc822ZZ4lPoC1T6NCNPgvWd5l/eSfs9Lq8fXp2UaQtM/PJaZBD3m9XZ4fFXqcLzI76qSbGpMbIv3rVxKqvda7OPaHu8F3ecQ626feKTG2YHSJ/jsAg2MSztc359d5Ot6yjTeZ5gG90eq/KfaH7S6fH1+9OTOpUm3hobGW4HxIjd0Nx+6sOPcTA5nmafcckgw9+vMITVlyLFtczNuWwAEN8ibFRLsnSrDOdMJ4PevkhCdHyVpVfm4IwWe80eX+frDDW7Ar07yhnxxTIa8S4GojQo94nNyw397hZts0ySZVkra99fYrmqLhG8wQzJxf40e41iERPLBBgmAH7B/zTY3y47Hut0PZEmfdJyEczANCOmZrrUZtn19mhto2wAMQZJ2Z4UGgUKGobLJGIlIrcUQq59do7fPNGnAeLjJz2ekqBcMbsBtCwgCA22H4mDXpkiCVY3hm0ucExWhkIqT7N9bY8h3IDiuy7uh59k0+NjscKMfl5EHG5J4Tw7wO6MFtvvHlziOqfjhkHNFZpT3ToXnNzo8nmWyf9EI3+v2BEzDwPgAc3bzKUYu7BxI4SqH49yV6Qhr+zxHxOLzXz8MFdHTCfbH9cIScc324VDiIGBby3USmWyS3tBfPiARdzy2Q4Wwq1z/mMzjvzhGQjhTwlMBK99/9ro5TShjWX9Ot8LsCMfl+vRhYj1X4rW+vv/8EOZcghuhvUYYCjiY4Tgulzm+PSckyakYPeIjBY7t/TVeR1mpvaCMHDcXqTswWuCaublEA4DjMP9e5XTv1niP6DmSuFthO02Da7wmc+8nZcpF1+Vzzwfmx6Xquhca5GJSLTdm0wMd9JU8My3eD3ZqMh2jL3Re5XZPjQH31w+XSrNN3tMebPBc/bXBAa77/aYMpVcCciIU3VLHUtUaAI75UI7XxFEM5w+nCmicDQjw+uo4wPWp0MjS6fHNQvq0W6ihcXoQIqzJfVRs8qBxsoZETbo1NDTeCkRsA1ODAZx6DfF8DlsVejurHRKULxdIprergCtzLefHGMZry5voUJaP2SS9a6MFkvdNmbcTj3AD3ZM5zgL0JO83mA83UqDncmOfN+TRIr+7WwUiEXpE92pSDAzcnJcKJORqM9qQudL1Nr3G8SgJdTZBwrYnlZHvLAOZFFCQYl8P1hluOjHA9m9W6O2cHORGfCgHpBJk1j+Q4dirZW60fu8KyWVHqjWPFEjyfZ/iSlNDJBXjA9zsf7HANiVjNDTU2+xvzyPBW9tlqK7f5WcaXRKN++sUfHI8hrXu1zmeHRl2nk/xPdej0eHeqlSZlt7KdJxe21iEG/ivFklocylZ33ifY7hd5bjZFv8V01QQr7b42Zr0EgaCBG25THLVdfjZSlMuKkFC1u4BA2mBds9AIDhfmQTHJ5MkYYvajCy4WOL6qLY5/j2Xa0SAG9nFHZ6j2uIxrk6GKQvxCPvq+yRayThrUg/nSTgHovzMxj7nY6zI+ftwlp76To8b5IvjnLNLE2dDLO1FGJe55UdVyNXrgTSGhSrYJJ5Pto4/3pMt4GdXZbk8F0jH+L1s4v/P3p/GyJZlZ8Hwc8aYh4wh5znzzlPN1d3VE2637fYLr7AAARICCQlbyOAfWNh/EH+Q1caWbLBatrAQxghkfvAJZGT0gV+/7R6qu7q7xjtPOc+RGfMccYb3x7N37sh781ZXVeeturfuWVJV3siMOGeffc7esZ61nvUsFWD70f2jjpKmseVazyG9+tSYysBfWyezYbdEYN/uH82Ql2rMIq8t8z7HI1wbXYfCbGsFri1pvT7XUbHG56rUUMA6LBgSC6N8Xpd2Bntj8+9rBdK6l0XtrQxEyNaEkv4oS2YgKPGWwesoVFSAZiTNvSKf5PqbyKjAwVaJ/w5bXFuJiOqVXm/T+bRN4Na+um9TOY7jzASP0egopkE8fFQ8MrAnx3Tweeo7qvSg2xfsB4u6FoEF9syaRpVyx6OPItdHpUnfESe4pQWgO7DAAnuqzPd93N+mYwkoETTXJbiazrHGejLLbLZUSe47BNJTOQLCdIz01Dtbqlbz7Q0hLKOL2lKdzvFoGnAdiha9u0KwPJ6lirgmxlAT9ZzPzQtVcCGY1e4ppXLLYFY3EQFOjfkYz2pIRwnqV/bYrmhhFKg22MJrpcAsWzxC4GVbwPwws6M7ZaDQIfC/MA2MJIHVgn/YmskygCvzdKqXdwnW7mwJka+2yvC2e8D9XTrk2yXRZq3N+S3XCTgt4dyHLI79zfuK0ltpEqBYBt9frKv5i4XVWCRdKx7hMXyPn01GVUu1oTgBS7nByLNsy7S0y8+8uMB7OD9KOjDA+1ao8ktzTAQ4fnhXKai3u0o5vdUF5m2gscJ7Eg3xOmMh4NRoF1MjYbxxRzsMugAENnOCrZ2IEKw44m+9Pmvq72zyWQmJ6+iLWvR6C+g4DP7slDlP8bASPpvNA2sHopa5z3tQavC+390CsimC73aXcxGx+VzlkkAm8XSAG8vUMDuMh1TIpc3kgZHU0b+V6v4jKcw6WFrxnVsqI6sJSvSXLgCFsvqdNN/n+vorl/jM/ej+0WNm4gxy5ZKiT7fIfA/FyT4oCbZJPMKfN9aB184D5yf5THd6KvOcjADnJoCbWwz+yHZoGujISdCzU2bgyzK5N1VbDDgc1EgZnx9VgYG729x7JrJKGwBQyuZXZvleKbwoLRUTZRQ6lftvDFCLXz7F85weZxDrwVZjGVEaUhDZ+XpXiHHNCGbFacEyEuUui+MqkBLYk2WeYC/s1/ifZAIB3L9OsmY1sMCeNtMBXJ7jnjwomDk3wgTFSWoeBKA7sMACe6rMjqRRLyl6sMwgl3yg3ydtdW6UzmhJqEWfm2R2qNUloNEFffmcoFanYkocyPMJqqWg1VpBZJJMbsidHjOQGwcAfCpKt4Rqeb3NTFM6xmM9v8B68L5LR97zmfWazRNY5lPsmy2ptTIbm09zPN0+r9HzgR/co5O/Wya4fO0saaeJMJCKaVje9XFtjc59p88s1PIu61iHU3S+C1XR29sEJKOw5wAQdeP7Nc5NMkoV7N0S3+N4rI+fyIgMWVjUyXbUfZFR4p7D+uTJHL+0rq+JbJiorzd1UoHX9hks2CoyQGKZ/HehwmPNDjPTLYGKrrFX+XNzvP7hNB7oE8zAQ1nQ2G9vkoEQCQOvTAMruxz7F86zlnF5j9R9WVOuw4HvaQTMA9+yEtTvV8mkGAQ1dVHzPZ5VGXtP0NJMA4jHyIyotUnrv7dDJkTYZrbVMkkTv7bGbGqtzX/7orb2oEbAfWqcwN7QWUagAeg7FEvr9BRgHaQ5P2kWtrVj1ciP+1s09GgK86VZPheyp72kRPeEqNm5SaqQT2aPtvjyfa6LyzNHlbrnhhkAioR4vogNxGzey26PQSsNzGz3B8D46h61CU6NH6Wrnx5nQCsXZ7DvwXEMp7kn9Ryu8UEHr9fj8W5vib7vIpudiJAdc3ODAHttX/WSncmTeZKOA9+/TbAsM/X3thloSEaB79zgc5eM8jreuENBxL7L4zU7bB3V7HBvk33q5fPuuAxIbBzwGTyunVtgT6bJAJSszXc9RaXVtKBPd2CBNTv0W+R3d1/4MckIgMTJnScA3YEFFthTYY7jY6OoYadiod1jBigu6nilOFE8QnBSb9O5vDRDsHhvm4CmJ2oadY3vXSswsywVqaNhOpumTme4I7K0ZydFxmmLmaB4WNBKTQWok1G+t9Hmee9s0emeHyEFvdLge15YILAcG9Lwg7vc3KHxGrp9gru37nMsZyd4LasFjnttn072927zHCELKJpAPOxTsbtNkCDriPsuxxAL0eEP20BfzEOlSQc9Hubrpqjv64sMtCGEnaSw0uI4wftmEVgcJXBx3aOK5/OjBLOdnlCFd4DPnycgqQshtvlRAmAPvAeL40C7A7y1zM8kI6R0v7eqxMNqLdXHeX2f2f5yS7Sd6iha+n6NYlKGTvDzggDJV1eYsbs0y/ui6wwgzA3zuJUmsLPnYWLER8TWDoW/ZLskQICVY2qmey4B8zevimdLF9R3nZn5rZIQyRI03+Ekr+fWJu/53AjHmEuQRQHwvhq6oM8LQbWXF4GNEnBtFbhlAK+eAVJR/1ChP58E8ikN6ez4yS++j9nCtoYLU/6xFOZklCwIDUczdLrGIEwqBjw/B+xUuJZCNl/LoNtWiZT/wT7X+QSzt1ulo2I66Thrsu9sEphbBn/u18h+aXYZVDs3yfXa6vAeXpzhvZW9sWV2+ZXTQKvNcVxdVWOXqudjaY5rOncUWE/n+Fwd1JgRzyWBcJZBhO2SaF3WZDBAKptr4OtaiyUryaio6xVAPhnh60pTtBAMK7AOcK8bTnI/G5zjvSqz/4no+wdSAnuybDJHxsbcCL8PZM932a0hsMCeVfPAsiVDaLxILRBDZwnQdP7kzhWA7sACC+ypsM0SHdhmvYe5iSiurdEBlYJB8TAzu7KdVKnBDOXnz7EWt9unsykdS8dlVssygW6bomLFOh2ScoNUbx90gjf26aycnaTzm4zRiZb9nE2D7+v2gXiUwHPjgBmqzQNSwM+dosPquHRw1/ZFtk4jLXlsiI53KkZwV2sTmF2YUn2b212ev+8SLIxnCLY2iwQcIZtzIhW55XVWRauhsxPC2deUoz6cImhc2hX9hEVgImTz9wBrQzeLrBE3Tb6+MsusbKnOuV8c47/rLV5vPMw5vL7GeUnHmclfLbAcQIrUbezzPjmuUrHOpejsW6YUayPrwPcZsDioE1w3O6r2qtbieE1B1b69yUBMPkXqmKnzft7Z5M+DmgraAECr48H3NMyPCqG5AcBn6mzPtnGgnkfTYL34WIbHenFRZS5NnRnLdo/XWW+JrL0jghx93vdun9nV02O8tm5P9U9vdoQSd5dsBl3nczCRI+iTGgaSJn9tnfTgyWweWljDVO7JaBv2UW0yx3X7IIU5YnONHNSPvt/zSRM3Da6/aktlpttdBmBs8/g+1/EYaf5XZskk6fS4ns9NidIUV+wH3tGWe65LIbubm0cz1pUm1+YbN/l6fkT0xr7HcRSqx1/zvgDVtWOAdSzEwNLyHt83aPOjvMZO/+F6b9/n3zTBYJEBMh8UVuz0VZmF5/EzEZP7yXhWiajJjGhEBJQAHGFZBJnuJ9d8sP3iq6e5zxdrDOa8elr1sw8ssGfVpJ9UrD9clpRLBC3DAgsssGfMOj3WKgOk1XZ7SvW41weGc3QkdJ1AGFB05ns7zCC1RFan5zL7nYqRDp1P0bncPqCzW2sJdde+ahlWqlPlt9qiE55NEIDfFw5MMsJzhkwe69qaaEXW4Wa+cUBgNjpE5/vUOLBd5Hl8n1Tq9X2hmuky2tp3SHFd22cd+to+wbrMPDXaQuhsE7g4S6DqCUqsrxEsAqKuuadElD57hqCj1uLrc5MENbJVWUSA7ZVdgmR7nDXSvq+yuN+7zSzu83OsB211eT0+SPM+N8Gxv3FXqUt3+xS1WxhloCAZ5v2T7Z90XVCAe6oevtIAQlEcCpmYBud1pcC5qrUIdDxPtGnbJDDrOQQoSzusgU1GWWvf7oo62T4/33NU3/RoWIdl+ZjIaGh1mGn3PDIHpvMMmIyJuncJ1rdFSytNgOxXThNgOy6fN12IuA2n+ewY4vmMhUWrMR9olcheMA1gLMtASFm0FrNEkCgSIsi8vaFqbvcrnNPhFIXvXAGYtkpkK+g63/e02qNqwestHxdmgG9fPwoWNDC4cnODzpN0lHoOX9/bYZDiuD7XC6PcL2wTyCRZw+eB9z4ZVUJ/ErA6DsF0p88glmQlyAz2a+cokHdmQBAtHhECZOL5lmOWJjMrzQ5p3Af1o23I2j1gVJR39B3V3ss2ub85Pp8xy1At7aotPgvRMNe46x9te9b32DKqJYJXUvDNFkHARlvtI/D571MTXEOD+hERG5gf9TGRwScW6AkCAO9vyRhZGJ0e72Onz+f1ublPemSBBfbJmqGpkrIHlcp1nX8/KftEQffVq1dx+fLlT3IIgQUW2FNgPedor996hwJVcyOsmXVcZkxrbVDwSwhauR5BzLlJ4O1l1a4JPgH45RkCtZDF7NNzc3RM2l0C8tlh1uBmkwQ22QTBervP9z0/T4ez3qLTOjNM8bb5UTrdsn7c9/me2WHR67YMpOM+TFNjK6oIwaHnA2Gwztf16ChvF4HUKODsEvzJ2vN4BLB0ArqlXWafb26whlk6VpbBMfVcZm/XCkAqTgDa6QIueN33dkgZvzBFZ3+lwCwYNNZZJ6PieCYdtWSEn1kYJoBsdpRzPjMsxl0C0lGga6u60GiIDIQzE3z/qqitTcd4P3Tx5SZ7br+zzPdpIKjRNALU62sEuY6gwqdjnONmh/ceYOBD1pJrYODgwjRwZpKfrwtAYZsE6OfGDYRkuYDLe9t3GFRYKfDflQYDEZrG+1UTTIuqELZ7YZ7XsF/jtd/bVsGETELNU7tHFkRPBDkKVWZYXznNutxB9eyIzazn/V2lzH51leNLRBjIaIigRSzEe9/rM0M8mvafegDyIIXZB4HiF86T+VJukEZ9YYY08e/dUoBUmudzHV2a4ZxNZhjY6vWBalvR+799Q9W5+kIjIhZiK7ylXQWeF0YJyJf2uMZcj6BXA1/vFLkHfOuGuI8a183NDd63aIyf7w2A55BJNsia0KEwdAWQZeZatgBc3RvoXS4y65NZBhN7A+JytsH/5oc5T8moal9Wa5EZkE1wLavJ4p55cZpjDtvqeYzYQNhkAHKwDVy7p15/3IEex/GxWcITFQB40syAemZkGzjHE3vwHjAVCOAF9gyb57MVabPLTg5Sg2Ovyt+fZKb7JEXZPpDt7e3hD//wD/G1r30Nf/tv/+2P+/SBBRbYU2i2SWdq0CQdqClolTHR8kEX9dGez7+ZBrPMF6bpcOvgTylI5IMArNEhcJrOAeemCe5ub9I5XxHO9WAvacsggL4wxbZgiQgd+7V9tsIaEvXS0oGPDyiZV5rARMaDJrKsFZH9HEmzFnlVqFcf1IDz07yeK3MMADgC3C6MMnN1W1BbNw74WR0ECsMp0gd1jcfq9QFoVBiXwCQRpvMNEFRIAbZsnL3Jc0k6/4nI0V7njstM2ESOtbAXZkizTcfZkkmCbtfnnLmeCgJUGgT2d7YJgE2Dcy1rw2V9eaXJMdgm6azREOe61hL1syIIo2u85skc8MIix7pWUGJklsiOez4z37EQgxdhm+8JiZY5luHDcUmjv7VB4am3lvh5yWSoNAlur64piq5kVgAEL6UGae2RkKKQrxQIRmTfcM/jZ2tt0pCHRCDE83gPh2IEYfkUW0ltlwiEXI/zYJl8Fpod3s+eEEeqtoBISD989qWGwafJbJPXqets4/dTV/jT0Lg2ZHs2z1f/AWRbmAaf290K1+huha9DFp//XJL3pdtXmfBISLT+S4suAWmu83iEoNwVIEb+53oM3Ej2hi7uuS6yKWsFBvEiNp/BsMWfEZvtz2bziu7Yd/nT8/lMdXoMuCSjfC6SQvug74pWXpNizwF/npnkOEyTQaxineC4WOdrW+glXBbBCA1qb9wp87msNoGtA/5MRHiegxrHPZNnsG4mL7ok7DHj/HGaLDuSQVkZANgqfazDeKLN8XnPXFGmYxn86Xr8vRPwywN7hs0UpTMvzPM7/tYGf74wLwL+T1umu9Pp4P/8n/+D//E//gd+8IMfwPd9fOELX8Cv//qvfxynDyywwJ5yC9sa5kd9XF97+G/ZJH9qGh1F2Qu50uSGuTjGWkpooj/vCN/TEgA4HSX4eWWRgmfpGOnXYUv1a17dI4j2fEZAOz0Cn57DrObNDR7LNkUrsh4d9RcWmInsOxzHjXXV37tc7eDybAzvrfC956foYL+zrLJffo8g8IV5vme3TPC+OMYs9+1tVVvuuKRyT+dFv2JdUZWjNsfW7HDMvs+5GteYPQ1ZBDLNDq97YYx0dNdjMKDe5vy6HucrHSfIL9dJma80OU6ZXWx0eMx6WzAORA1ztUWgL227RLBeqPAal3d5HfkUhao0cHwTOdbT3tgQmccZMgouTYuemg4/axmsw3U93jtHUPWlyr0ORTUezxDgdF0C5b19D/G4hlsbIjgCPhe3t4BXTxGQyWy+bO+VigGZGJ8bgOyBdIxg7tVRzomksMvs4VqBz9RQnGBnuwRs7xJsayBYmMxy3KkI8N1bvD7L4LFaXY6l3ATOh8h0qLT4zOk60On7SIQ1xEKC1fEps7CtYXTIx50tAlHLJ+isthj8Oj3OlmAP1uadmWBQ451l0WoMQLfOz01keU+Lda6dqFAvP6jzOTo9CVTqQlzQ4Brou2RRJKN83h3xWnY6kH3Ej4zDFeugzud+p6Tqx8cyvLfNHkXzNg9U5nYyz31mJs9nKmQpJo+hsy796ioz0JNZvq/VZUDuhQUyKd66z2tLCWbQG7epQ6CBFPupnMqC71a4F5g6X9vi96/forZBLMQ5fXuJz3UqxjXperzusA3UW/5hv/BE9KjX2nWAeHoMXQeI/gSK+4NlRw/a8t6ng+lxEqaBz2RUE20VQwwo7ZT5PAczFNizboko8K3rQqxT7JGv3wK+fPFkz/NYv5J/9KMf4b//9/+O//2//zdarRZOnToF3/fxn/7Tf8JLL730OE8dWGCBfcpsIkNH7902CTqREAWKxof4d10DPnsWWNujY5qMkOLZ7CiBsYM6MGEzG1ttkpoZCTPLtV0kEHJiFBy7vysE0iw6yNWWoiRLgaJklJmCiK2UznWNDvlWUYh4zXCsmwesZR5JE2RqvoVMXFwXON6bm6JFmGhbJVtl/ege8MWLDBoUqlTaPDfFbKgpatd9n7XF19YZmX1ugV8kGwfKcZ4fVbWnK7sqwHBllnNh6ATZEmB2+hzvaoGgxDSAIeHgJyJApc1gwY11dd2ez3OemxTvCwtxu7boeT3KuZCqyY7LDGKtReptu8cgwt1tjjeb4L9tg2Do4gx/bvQJvOeGOT4pNleocBy+oMdrEDW+LuveOz3+bk1Q/9NxtojquhZKdc57PMzxDSd5D99bI+U3HSOgWRjlPSjVWWO9OMagSLMrdAGaHMviGGnujTaPd3qM179bJiCCxgz4wohQy44xi397g5/PJQHLYiY7GeV9M3RFg9sp8T17Vd4PzwNaXR92QsPi+Ke3tlX2g17eU9noMxNcX/UWy0QepIPnk8DdnaMK9D7EMyuy1YbOOZb07JCgmsNnYEXqE4wNcY0Npxg0iYQIRB2P9//CNLUehuIcw2DrL8tkwO/eNpkbUvX8xoZqpyd1H2SLp3aP7IdoiO3urq4y4DWU4OtEmMGvvSrnRJqucf1+R9Dc6w8okS/tsKRB2+XzLGu60zHVS77WUuOPhXmObAL4zk3FIig2+PqLF/gc31z3cW2d9yIRBS5N+5gb4fVsloClHQ27eyFsNjQsjH10KviDZUeD1u6qAMCzbppGNkileVRjYGGU9zpoGRbYs2wu+H0xNsQ9NmSJVqVd+oGjQyd3rscCun/v934Pf/qnf4qdnR1cvnwZ//gf/2P8zM/8DKanp3HhwgWk0+nHcdrAAgvsU2yWqWE656FbrWBsPIWQcKbaPQKuqZyGTMzHSApIbbHu+962yASNUAk8n2LLJdcTmcQYo5vpqKB+HjD6/9w8wZUhHNBIiPWZ0jexDDqi03kCQsvkOExTKWDKjPdWEXj5FN8r6b5TeaDbdpCIWGj3NazuAZgEilWCfEMoah/SUjXWOd/ZJGX8y5c4lu0SnftYGIBwqnWN2fBOj86449HZn8gyw1tvEcCdn1aZsr4AHW8t8bqG4gJYmMzyn5kgSE3HRPujmMh6xwhcIiFmhXUBUPoOAeEL88wi9x3ADpPSWm0xaycz7sU6M4WpGMFEqaHAxl6FQHw2T/q4bHX2vdsc96kx0vkbbSF45QKr+wT893aYCd2virpwjQD99ha/VGV9f7PDucrGw4ciKtEQxzAUZ29wHaq/cqUpAF2Hmc2GEF27NAOMGKTyhy0qvY9lWeO+vEsqcjJKWrPnqyzoaoHO7/U1BgUuTXO+1/cZCDo7pRgAkp7uusxM7pZZK/7aOX7e0AguX5hXwPTTaI8SWQOAWMjHUAKY8xR4lqUe+xUh4hdRjlWtzTU0N8IMua6LwJfPn6ND6rn0fUBrMyg0nCJYvjjDNSFF/S7OcB1PDfMZlMrznqD/nxoncJ8fPap6LgNMfQ/wOsC7qwq0nhpTfbO/fUMwcKIc/7dvAF+5zPVyZU4wK0AhONvk2pO144Pm+QyqRWwe19AZ2JIlIXMjZPA4ohTC8RgMiFgMNh13vNU9nvN7t9Xvay3g9dsANO5TN9ZVacZxteAfRhBNlh0dB7wjn1Kmx0cxA/y+W9tXLJ52j6+H0/x7YIE9q6b51KqIxOivSb2MiSz3PO0Eyy8ey5b0+7//+5iZmcFv/MZv4Ctf+QoSicTjOE1ggQX2DFqzXkLYnsZORTtWPCeTEPXZJTpdeSGM8X+9SOrudJ7AemGUYMb3eQzZW9nxmIUczxDElhp87wvzBFu9Pp34uWE6vafG6EzPDgt6qKCazo6IrEKHIm6yVZBsNQXocB0Nc8PAXpnOqWUdbe8jHd52n8c8N0lK+V6ZgPLCDB36QkUoFoPAd36EjvOdLTr5fUe07hKgv9oiUJCOvq0TOHb6IhtVJBheHCN1udmhKnsuSSDccwhIu30yBhbHCNgNQznUhRrn4NwkHfrtMlkBhYoAkCAwiIQ4Ryt7BIp9hxl7y+V83t8l3bbUIODdLQuBKU9l0H1wjLag3NZaVFDfrargwOwwabTTolY/YitFcU0DRtI+wiHe965QN7+3zfdp4JgvzhG0y2eu1QOsgWz6aJp/WxwjkDuoE0B/5jQzmtdWeA96DssDwrbK6k/lCH7+8gbw4jzB9ugQwcz8GJkJXdHe6eIMx7xd5mdTMaE0bwCZWB9TwzYM42OXbPnY7UGRtU7Px90dPoOjQ6ILgQjeuA7Vv8OWouKHLGAqpsSlXlpUAnnJKJ+7W1ucd1mT7fm8f6sF3rPv3HyY0n1lluD0uTkC72qDIFkqRVsiODM3okR77m4JwbMK9wupQt7p8fVXrzAbLdcXwJ++T+D68ikGxg5qKiM/PiS0AZK8BmcgEGHqYu0bwEsLR0XpLs8qrYLTY4qOvL6veoDHhW6E/FuhykDdtdXj79WdzUf3u13eA/JJH/u1DyeIJsuOBkXdpM2PfHqZHh/WXDDYZ+hkTEidEc/n74dPmEIbWGBPk+kakE4A761w35XlNLe3uGfrJ7iNPBbQ/cd//Mf4sz/7M3z961/Hv/gX/wLPP/88vvrVr+IrX/nK4zhdYIEF9gyZruvYLmu4vqZqn2XGxPcAw2RWVNbxVpuiR+4SxadiIuMaFRkSKWyla0opu9lm9rrSHADALhCeJo10rwxcXQHyaTrOu2VSqnWNgChkARsFHss2WfebiABnx9lHd2kHaHdtlNoEvhdn+Pl5kZEfiqusca1N4Czbn8l2UsUG6zRfEAJcxRqzFrkEge14FqjucS6KDQJi3SXQmx9RNNfFMSpdS8p8pamUiu9uM9q7VyFoXxzj+9o9ICKAy06Z2dzn5uiUV4RK8vwoHX5ZI5qJE5i6Ph11Q9DRF0YZXS43eJy+C7TbQsAsSnBq6nTGJ3N08GXmWgZLOj3Vdz1sE1x7PjAxRBZDq8s5SUQ5pufm+J5mRwHWdsc/rPc1DQYLZBYwFeVzE7JUazRD0N1lu6hChSDnyiyz6+EQs5xrImN9cZaBA1mSYFsMGGgax5GO8167Luf91Djn98Yajz+eIUCCz8j7d28L5oWoF//BXbZxG7JbAJ5NTu0g3Xht/+jfvAYZJjtlAsTBWup8AqiAAOTU2FFlc1dkXTt9PpumwSBOWyh7n5s8Stk9P8VnRdcIwEfSFOqTgPynr3Bsl2e5XnZKPM7lWa6NpR3eZ1mqoWt8LcsxUjEGA5tiLCkxFs9jsKzSEv3Je/zdSJrrptJkwEdSyEOiLVi5yb1xfIh7RrvLtX55lgGju9sDLc8mFR15flR0HyioTH06DtRWGTR70FrdR6sA9x3eF9mZAfjgiugTGY6nWFMBhWxSlR0FpoKThsHvH8lwitgPtIULLLBn0FzQN4zYSp/DFPoc+zX6KCdljwV0v/rqq3j11VfxL//lv8R3v/td/K//9b/wb//tv8XXv/51AMD//J//E3//7/99ZLPZD3Xcvb09/MZv/AbeeOMNhEIh/PzP/zz+2T/7ZwiFQo/jMgILLLAn0JLpEdxY52YonQfZN/nmJrNOhqCFvrtMdd17OwR60Ahs3l0GPneWmZ5yk6BOUotdnwC52xMZAfDYnS5ra795HYBPR3MoTnpnOqbUhe9uEZyWhJMfDxNQf+s6x5BLcEN3fQ2bRVLEXznF901mmE2+vsbPZxIEUo7HLHuzyzHaJq8zEaEzPTtMpzceZmusrlAAty0CkXKdn5nOEyje3+GXSzzMjL2hi7pgUX/tg59zHL5fZpN3K3z/zQ2Cgm6HYHqzyC8mx+VYEqI1kex73uszC5yJM5q8UyaAPT1B5z8uxNXqLYKgqM3M3E5ZqCprHI/rEczW27wH5QZLAcoN3q+aUFY2dQKKO9ukwo6k+XrzgNnr0TR7OvcdgqlOH3hryYNlqQz+rU1mL6ExADCZJZiOR5gh913Ooa7xfk5mRTZ7jdcyMsR5MnWqA1eaiuabSRD89FuC/hwjKJFWqhN0dPqkrS/tAnsljuWlU0dbqcnWUoZOEDQz9Oxyat+PbjwyxOd4tcDnx3EBs8u1kgzz2X9uXlDJ67xHnz1NSrrX4x4g4mCHwlSyv+tUbqDNmyhb6PZZ2y2ZK1IAUHZXuLWhQHDP5XM5nBICbA7PITOSXYdjj4XJbpB/c10++4tjBPDlJlk0hiH+1iQD5bNneW3NjrqGWJg09Lvb3LeWdtW1DSUYyNksHqUjrxb4PA7FgL+8rua21qai/8IogwC1Nh6yaEhljDwfMO0IPF+VRKzuPfwZ4McLomngHJXq3PNiId67wJRZOgMiWyUyMEIWn49am0EL69NPigkssEebT99jsPWp6/G1pUNRi07AHutSM00TX/7yl/Fbv/Vb+N73voff+Z3fwU//9E/jP/7H/4gvfelL+Cf/5J984GP5vo9f+ZVfQbvdxn/5L/8Fv/u7v4tvfvOb+Df/5t88vgsILLDAnjhzzTR2y0c3x2qLoKXaJCjq9JghPDdJmnOnz0impKKGLGadzk4qhW5NU5mY+VFgo0jHfCZHcLVfB+4JxeRckuDw/g6BW7nBGnLD4Ea9WqBq8HSem7kmxlmosEaYWVMNrkfn/PYWgWCpqVoCnZ0imL+zRSfe83iukTTHvV8jOF/dV4JkFZEttgxm30+N0iGN2KIntEWhNQneuw7fZ0rBKAEgATrZOQECHAHw+g6DAZ85Q2AcsSQNlNnqRJjXdmcT+OZVHjsVZ2Z5VNSIZ5MUgRtOE3i8cZdO8uVZ3rtChRmunQpFx06NcW7GMwTNc8MAfAYvpnI8xuYBAcZklqD/4gzHM5nl3I2mCfbrHV5n36MyqZwHqYActjhfPdE6bbfMQIFpEGTd3CDAke6/5/E/1wOmh5U6/WiaICIa4rOnaxzfqXGR8RPq6hGRKZ/O87qLDc5BPMrjyEDQuUngtfOcg1qT45P0UMc92rbK9Z9dD5p04+P/lksSwFWbvM9pERiqNoGVfT4nr98SZRvT/Pmtm3y25X0G+LPd4++X9xTbAOKnBgJgXee9rbcZrJF6C5bF7HarqwIr7R5f71dZDiODfZJKrmm8zxMiTzH4N4CZ9J2SaKPYYCa/KDoatDqiVtsliL6zxZ+uK3rF9/kcDVLWh6K8NscliB9O8WejDWzsM4CUTwrmBfgzn+Q6ujhz/PyfmWSQsyXEBruOhZrYt7NJVfryoElBtEeZbBnWdbhOu07QMuxBM8A9Jh5WPdo7fb6eyQc13YE946ax1K3vqjajh8Kw4u8nZY8tJL6xsYFvfvObsCwLX/jCFzA5OYmvfe1r+NrXvoZGo4E///M/x5/92Z994OMtLy/j3Xffxeuvv45cLgcA+JVf+RX863/9r4PWY4EF9oxY1wG6Pe2wbrsvnDHbJPBIRICSEOkydWZcN++qDE67SyDUF4JYfRf4/Dk6yfAJ4kZSdNhCFmnYrkdn2BKiWbZFkJ1P0nnRdR4nCjqQI2mVlf3uDYLQmWE63fd3OI6VAjCR8dHuaWh2SI00dGa9K03RD1pTzvfKHp0mefyrq6KlmM9rurrKjPjtbdV32jAIEGIhtgA7qNGR1iFqr0FgUW3Sqa61eKxYiOeHoJCmonzveoGZelmXORTnXPb6vKapPEH/G3cVNavU4FxkE5yPpR1V997uc5zhEO9VLMTaVSkw1usTOKcjBOvzo6Tl7lcJ0KGxZVE0xPsespgZPzWuqPauC3z+PJkNsl+yBNGtLuf1yhzHo2saLFNksQUCqbUY/Ki1SLG3TGbUXlxkZrIuKcXTBCWWwXEnI5yLTp/zZ+gEVttFBkxqLWbmR9MMrFSapDKbotTh1dME6Xe2gOUdgu35MVFv7gjhPDCI4IqSgViIc+E7bfBpfDbtOGXzeaEOX20ebfFlihKGWpP3quccVf8GeM+em2eQrt3lszaZ43N0c53HGkkzgNLtAZv7LCfpuwy+JSPch3p9vh7PMGA2CDJlNvvuDuvIi3WVdZEdBSZzfK5fWmTf7MN2YjmeKyzWwWhaZft3K1zblRZbz0lgXW0zoPTFC8xON7pH52QozrUr97q+w2d/KM516/pcb5mEypybBstVxjMU9ruzyTUWDRFwzw0rfYzr60ClpWEoQSaSrasxe56i1ev6+wuiBS3DPph1wX1/foTfMbK0YjzD+9f9MZ8PLLBPs/mg71duHImfQtfoo5xgovvxgO5vfetb+OVf/uVD2vdv/uZv4utf/zp+/ud/HgAQj8fxC7/wC/iFX/iFD3zMfD6Pf//v//0h4JbWaDRObuCBBRbYE2uO42OrqOH6hoaxrMiixuiwNoQC9fSicBoT3DB3SgRFdUGP7ghBskRUtIeweZzRNBAdZU14s8sNuNMnyPvMaYJkWdfrekLJt0dg2eiQIu35dBqjITrKjqidrLYoUvbcnBIdarYBUyfI67t04G2LY3E8OpmSNqnrBHrPzxOQru4JwA3+Fxe1xst7BJq3N3ndPnjtmTidrWyCx5eUzkREZbiKNbY2u7rGeZzJM8tcqJIun4wCzy8QFLZ7wPfucgy5JLBb8hELa3jlNB26ZJTHbXQ5L80ua8ZTora61VW1tKt7QPuA4wyH2LrL83gPZWZ9qUAa+lia1NZbm0C8R+A6mhbZPJE9lhT/YoMK0vEIx5OKco4sk9lNiLltCnp4Igr4no5ml8eTfZxtk9T8XArY32YruWvrBLszw0qUKxOjaNvcCO9xXgSF9iq8/naX16RrBOOnJ0hF91w+R32XYCsW4ufrHRGg0QDbJtC5usLgydYBWQNLO8zWWoIF0ekzGFAr7aiU6DNoj1I2P6j6h/3lpTki+DadZ/DCMh4WG1s/AC7Nsv+3VCGP2nyupNjh+j4Oz5WKsa92sUYwvrbP9R6LcF1JgHqc+b4o+RgBdktH6847PQaf5LqT1HNN4zq5MM31t7zL/S4RIcCdHwW+fV04jr4KQPoaSyG+chnQ148KbLk+g0HbJbUePY/BgJm80ltIRpRYXU3oYNgm98npvALPsTA/v10inf2sKCvpOiwJ8sHjvrXEdTNYNnR+6tGCaLKG3zREz3ZD9Ww/iZZhH0ZJ/Uk2Ddyf4mHuHYaudDF2K8BE7scdIbDAPr0mt+Pn51WHF9k1wvNOlgnyWED3v/t3/w5/9+/+Xfz6r/86TNPE7/zO7+C3fuu3DkH3R7FkMokvfOELh689z8N//s//GZ/5zGdOYsiBBRbYE25bZWaIRjMmTIMAbK/KDTITJ61444BO7osLpBbfukYH9uqqOo6mMbP12TN0ApeECFIqRsc6ZAHXl/n6M6f4M59kFHRuhE6jqTMDdmqcjms0TCcvHSXIOieymZahqJFLu6oeOhZhHScglLWF2ngsDOhC3A2gM9tzACvE+ur5ESoUaxprjeIROrrNDq9hfoRzsVuhU5sW1+T5vNZ0XInG+T6deNMAfJ3gbyRFqmcqyrY/vT6PbxoEgafGeH7LUADXNDXoOuen0eF/gAIWrghkyOxxq8fs27srfO37gNYl/XsmT4p9s8tzmAZFw3wwO28L8afxDAMLnT5/HxMK0GMZ1rSPDgHJmKrNXhwVLZ8GnqdYmHM1kmb28M07DvqucQgUPJ/P1L1dXkPI5L24NM0Ax8ou5//UOJ+18QzHE7aARFRDpeljeY9zBE0EUywGM95b5f3KJYGL0/zseyvMxKZizK6PZzh2yeIoNQFniwGhVpfAfb/CjHgswqDIbM7HrcL7cHE/ZfZ+oOhBZfOQxcDNZlE9iwDX0liaIFQXQFuaLqj/5QbXrWwlMz+KQ6X75T3e82iI96nSZOnDZh+4tapKVhptlkJMZlmi8Ob9o/2RfZ8gWRdrbVisxXaPjuCLCwzIfO8WgaQMAHR6wJcucq/YKjJA44M/t4pcL63u0WuWALwqRBmvzHJ9SJNlGRsHfG4HbTTDY/YcAvzBOZnMco9+UE18t8J9qNIgE+HGBvfgZIx7YkHQ6qfzZJ80O8x8z+SP3o8H77dtcq4lG0iOZW4EgPbRW4Y5jo/N0odTUn+SzQf3ulubDwtFnZs82UxeYIE9baaD38U/uCP2IfEde3ebrLOTLNh6LKD7xo0b+K3f+i2YJg//S7/0S/jDP/xDlEolZDKZEznHb//2b+PmzZv4b//tv32oz7mu+4H+/uPe96RbcB1Plj2L12EYHz4++KjjtntAocJ+1tUGHd7nFnxkk6Qbd3rMbiyMMmOzKqjQmYTI4s7yd12ROXpujqBYAj8N6vVzs6Rd1jvs22ubQgAtyQzxmQnWEG8VuTF//hxpwA2PoDYdI5Vb1wiGug4BdaNNxz8Vo1O4uc+M0sVpnxkig1md91Y5JsdVtdSnJ0h5d30qpnd6PH6zQ+fV9Qj8CyLbOpungvDaPvCdG8xyn5mk4/XGXYJRU2e2yveB5+eYHSs36GB+/w7P4fmAI36mY3SexzOcsG6f1y9r3FNRHyNpwKyLWijhrOsaj2kaPkbSGkyDzAEAgKhLjgihuq0iMJVlIATg+Ibi/Gy7ox0KmpUbAtT3CbgPagTIq3v8vWx9Zhr8WWwA2ThbeA3a4hiQjPiwdA8XZy28tQSUGj4SEYKEeouAyhIidGv7fI4yCZVMHk5RN2DQQZ8d8dF1+Nzd3uSzNZTgMd8Uz5Sm8bqbXSqPA0JwrUVxvs+fY418yOKzDfAeGeK+jg4xo/rZs0Ak5CMW+uTW54N/f9z7nOMC2+WHWwaOD/mPzCJ7noZmlwBzUG18YYRAZDjN9WUIbQP4XJPjGWZgQxbf7/uklUv688VpPs/yeBfH+PuNfbF+jmTOfdzc5HP30DhGxf02GDx78G+pGCnbyRjBa9cRgbU4x7+2z3WRig4IqTUI4E+Ps++3oauAkuvxOTZ1ZqnLDa7pkMW17jmk1a8+AGYrDaAeJ8gdrKNe2WPQa2nnKMCXtrzLANe3b+Iw415vAVfXfDw/R0ZJpUkGiWzdWG7y3ENxD/u14+93PKId6Qve6DAQ+tpZwDJ8fJRHcaOoHQkctLrUz/B9YDr3eKS+H1w7H2V9Dn5+0HRQtLPWUjWrvg/UWj42i6KM6imTMH8Wfaon2Z7m6/ChYfOAgUMpbhsLAwujPjYPgLHU8evjo6xRzfeP2x5/Mjt79ixef/31I+rkzz//PP70T/8UU1NTP/Hxf/u3fxt/9Ed/hN/93d/Fz/7sz36gz7iui3ffffcnPndggQX2wezFF1/8wO99v/Wp6zqs1Fl8+6YmRIV0aJqOeETHeIaUx1ySmeRGm21v8kk6ZgCjlboG5FM+TENDs8063r+4qsCMpqkanlgY+KnLwPdvU8Cx3XWQCLtwPANzIxr29puYHgshGbexXfSxuudiIqtjLKMjZHq4ts46bUMH2l0fpmmg1dMQMn1M5zRYohay0gCKNR97FTrF5bqD89M+9ioaVvc1VBo6YhFgbkRDMgK8s9QHAJybskQfbQ19FwB8WIaGi9PMTJkGvzzevM856PR8pKIeJnI6mh0NsTCwtOOj3vYRjwDPzWlIRjzcXO1gathEz7Xw5n0NrucfZkBCpg8dHjJxDzN54P52D7oVRSSkYyStHYo4jQ4JcTlXtlnyETZ9nJ3wkIoBxaqHdNLEt68z028ZGqIhDT3HQyykoVT3cWUeWNn1YRg+prM+JjI+PDi4twVsFS1EwsCFaR22pePtJaDZ0dBxgAtTBCXpOO+rI8YQDQERy8UL8w6uL3fQ6niIhnXMjfow+wX0e20YiVk0ulFkUibaXSKuckNDre0jEdFQbrL0wDJ85FPAdtFFu+fh9LiGRNTAtZUefN+F5/ahGxYMM4TxjIZipQs7FIJtaYiFNNzaBKotH+moj27PwytngGtrBmotDYYBQFB7HZfA5/IscHPdPwwWJCLASMpDtenDd5rQfB8vLXTRqOx8iJVJO6n1+XGbruvQYjO4vvqw63JxVoPfXIPnPewgxRIZ3N7PoueGkIyZCFkaun0ftaaDkNnFc/MWDuo2bmz4h/2qP3NGx80NH422hmpLZVlTUQ1h28fCKPDmvT7GMjoitoZ2z8dOycOXLlr40X0Ne9WHxz+aJstmdV/1//ZEjfRomqD67tbDf8sl2QO7IPQlJBW877L7wb1tAk7LVPThvsNn5jNngD9/92gbMsugOJ9tAD+893BN9+wwxf1sW1HBGy1gbMhFva3jQAhUep4GXfcRtoDzUz6Wtzro9x+uEg6FoxjP2fjR/Yfv23BKw7kJB/d2gEzcQMji9ZcaLnS3g7PTNt6933roc6+cDeHWpo9G1xatr3wYuoZ4BIjZXZzNF9GsfzhFtVgig1u7aTQ7xzxDYR3nRisf+pgfxT7M+gTef41OzD2PP/0h7+GD5RMhE/i/XwG2Vt45gVEHFtjTZ6Ozz+P/9zrbzU5k6DO0uiLR4QB/4zVgd/Xh9fFh1yjwGIXUHpf9q3/1r/Anf/In+O3f/u0PDLgH7dKlS+8bnXBdF9euXfux73vSLbiOJ8uC6/hgdtxxuw7w+i0N4TCdwn6/h1jERFNsiqfGmL2V4cO9CsH3xRn+fGmRdMalHQ2JiGoV1R7wCzUISrfGDG21yePYpoZUzIIVshAzgGYP+PLzKYRCPkImELZ0xCIGLJ0Zy3s7OnJJUizDNrPNPZfZ2BfmWcO9WiBFtNen5+P5VE+eH7EwkvERCmkIiwyoBtWz+/SkTeXgFjPiby4BbhuIhrXDbN1+HZgfZuZNtsLKJTWMZozDlmNDUWB6WINtaKh3mImdHjaQHYrBsnj8ZJRCR3JedAPQYCAVB8ZyQKERQjrGTO1bAtwX66ScTudJVd2rABMZDdN5DQd1Hff36Mgf1IBcmqwDz5e9qnVoGjCR43ykYqR5lRtAYRVwPBtzI4Bps372rWW2fLs4w/ZZEkhMZKl6Lin9ns9sWTJnYCSjYyRjo9vTELKZGQZSaPeAmxsayk0PnqZhpwyU6xpsC7g4rWG3ouj7hqGh0QWenzcRDREY/Oge0O6FYQrRJ4CO7WYRODsZRVuwMHquEOITdPyhpIGEUIR2PIJtTYAhQ2cWMBoCQraGkEXAtDgGlOo6kjFA09KI2sDUpI/Q7Mgntj4H7ePY57oO8P3bGtJDD/+t1AY+cz51CBL7fQ2WxbUKAKGUdqh03eoBhq4hGrFwcdrC6BDT3K9EFH04HmFQZ78OSGnynst1NpzUEA0B0G3sVAYGoRP46joDJw/SeUMWn0nLGBBTE/d9aZeZ8xvrogVdiIyT+zvAzz0vap0NjuEQOBl8TzrOZ+hBAbZ4mMf+zBkeVwYULgjxv/dWmWGWauiyG0PMZoDh7tZRkPbCgoHt+9xLTIMlE65gEdTbGlKpKBw3CtdT4zB0oaDusWuD4wKe50PXyXwxdcC2LIxmhEChrKkc15GMWtipAumh0EP3u+0AmgmkLCARUz3I2ZrMwth4HPHI9Id6vhptDferFHA8zsbGUx/6mB/ETmrtHPf5A/F91Oyp70lfsDBSNu/tc8899xOM/uO3wKd6suxpvo79mmAQNQdYeKD/lY5x/zqp9fHYQPfu7i663aPRzr29vYduxvj4+Ac+5je+8Q381//6X/E7v/M7+Lmf+7mPNC7DMD7QA/FB3/ekW3AdT5YF1/Hhj+t0mWGKh5klBDToGtBzNExmKHQ0WJTmCDXnu1usPTyoAhNDpI3Dp0Pcc1mbuFUUrX1E1ggaqdibBzxk1yF9fUQDQjGCOV8DHJdjGB2iI1msE9i3OkC/T3C0eUBH0zQJNn2wJZElMsDS6QQ0NNoEmYAGTSPolcJb97dJU09GSPfcLfNvc0KRudllezNJPU7H2dpMiq11eiLr3OX1ux6Bf1SoBXd6wLSgra8VCJYnc0B9k8d3hPNsm2yLFQ+L/sM94If3fERDdNI9n5m9aouCX6fHCODbPdFCSeOxU1FgOMn6QlNQwKWo24Jo95SKkrLveqInN0gZvTTDGs5yk3TPV05zbk2DQN2ymEEEVN06QKGgvYqGpV1ZO8/WUqMpsgPeWfaxOKbjzftANKRhKs/6/L0qv3Q3Dng822RA5o07FINKxhi88TXRiqfNsSejpJ3f3+GzEQ1x7Jk4W5CELV4zwLKArqg39z2hRm5RvA3gZ6dyoq1SjyAH4DWfnlDPYtjW0HWAeHoMjm/A/pjW50/yvo9iTtdHp3+0Hlpauw/0+hoK1UG6P+/1RIa12+0u1bNrIrh0cYa055CtYyZ/tG643VOtCR801+e9TkUfFv+yLVGnvwqELR+GqPdudDRcnqUifbnJdRYSWZVbG3wGTo/zGR10/uATbM/kgf2lgV/7fG/IZh/ylT0l5Oh6vMZXT1GsrN4CFseVSvi9ba7TukggR8OK1q1rdEQ/c5Z9wRttJfBWb/P5TEaATBIqK12j03pxhnT8WuuoQvzLp0i5T8dIa3Yc7o3JqIZ0nPviW/cHFNZbfP3V53icR93vsAhIGZrSwgAYAAvZgDH4yw9gIZt72nG93j/qMT+M/aRr5/jP+5gdYZmNpvmHivOABhGve6zX9Dgt8KmeLHsar8OCj0uzwLeuA4POpA/u1xZObn08NtD9N//m34Tv+9DETun7Pv7e3/t7R96jaRpu3br1gY63tLSE3//938cv/uIv4sUXX8T+/v7h3/L5/MkNPLDAAnuizDbpKEoAVfYM9B06WKkYnUN9QI01Yqts9XNzFARLCoGzhVHWbho6xTH6Dp27/kCLsbkR4L21gQFodCajIRxmqnfKqj+1bRFUtkSM8aBO0avxDM+ViBC0+aCDqml0POstOu6mTqcfoEr5rU06kkNC+GY4xXrNe6Ku8sUFHiMVJdU0FuL7720zI52MiMy0BsSFA15rc5zdPn922vxsyOIYIyG2BCvWmS3eq1BgZ+OAoHxhlLWW1SbBwdyImG9fqX1L6/b5HlNnUGNmmL+XWe1zUwT356eYgZFZ6Zk8z59PAQcVUXduQFDoaSt7Itigif7qIQZW3rhDALFdVLWy3T7v0cIoAJ8U2kqD96PT41g6Eyw/mMwCy3s+8ikNY0PMOC7t8vNSbGh5T7Vyc9oE2fUSkE6wHlVeh+PyGm5u8Fx9l/P23irVUVf3CKBSUQYSLkyLdk4yAwWg4zDjOTvM58jQ+VwtifZIuSTrf+9sCTZDAkhEfGyXNOwVQthsaFgYe3qFn97P5H7wKFDU6BwV8mr3+FrSsTeKZGNIpeuNA67t2eGHj+e6QkitqQTRANVKxtAZ+Lm/zf0lFiKwTYus60Uhuidby12c5mdCNtAscc3KcUnhPoDrsucoBodt8ZqrLaFPscfrjIcpwlhuMKDwhfN8pmQ2+8UFXluxRo2KsK2ok8UGkBPCfX2Px2sKkJyN8/zlOoXOwjbXzPIusGWxo8PWA0rp86Nci5pgnAx2KpjI8hrHpPCcDXqyGt/zwjzFLlPHMAPubHGuC7WH70/XYYDz1ubDf5sf+WiK4+z17j8kBveTHPOTNg9cN5dnGKSWNfrTedF545MeYGCBfYLmgj7U58/zu6LSYPLiwjR/f5JV6o8FdP/FX/zFYzmm67r4gz/4A/zBH/zBkb/duXPnxM8XWGCBPRn2oBNkGz7CAgDHI3RiTV2pPIctZllGhvi3hTE62FtFIdSVIxAzhTLxhqitlCrlPZdOXqkusis+/+64BGeux9rLvktweXqCINX3mRnuuYDXJ0DaLgE/dYnjNnRu4vd2RP9g24Nl6fB9jikZZXYeoGO8VqCz+rbIbOk6P/f6LVJFk5GB3t4N9oqO2mwNszjGTLBpEDB0HdLwNw441mQUaIPXlE0QBBZqdKybXQLglT063PEoRd/+8prolz3C8+6UmR2rNI6CYx8cW6vLOY3YvFd9h+CBwkhCcGyYQZNWl4C55zAYMJXjPXN9/vREHWK9zX/vlOm439pkBvOLFwks+i7nfXaYn2t2CLo2iqLVU4g9issiiOL5vOceGEyZGyE49kUwpNlh1u6L53mNuSSz9NEwYGpAsUjGRK2l6LnDKYIiyyTNPhoSwkXgXF2YBm5vcT4KIpP++XOid7H4sr80zXvSd5gJBOgkj6SYhT2o8TlKRakP4PsUv0tEAF/TDoEmcDyYfJrt/UDRbF4FJh60Yo1r2nEZ3Bm05T0gn/Sx/4Ag3tkJBkCuzHI9SGGzuRGuqbAN5NPaQ+3JOj0f2QRb8I2mADvHTgDbJQLT6RwBdKWpemBnYuK5NSnWuH5A5kw0zPUoxQyXdgm8ZeDh5gbHWW2xzGYmB0zlgXaHr796hQyL8ezRazgzoVg5KyIQFLL4LLV6wMUprpti/SgIziR43tUC3+eDP1cLfPbvbnOfHc8opf3ra2QMPTevgnny2qbGuEa2SzxWxAbMEDPu9Tbf98LC8aB7Js/1r+sP92WX/do/ij2q1/tPcsxP0mzwvqbjR5kb6RjQ6/HvgQX2rFrfE50lcmREyjaIPZf762fPnty5HgvonpiYwNbWFv7oj/4Iv/ZrvwbbtvHX/tpfQ6ulhDBefvll/OZv/uYHPuYv/uIv4hd/8Rcfx3ADCyywJ9wmMgRNP7oPaPBhGMyU2kJV+p1lOm7RiKJ4zg3T+csk2UZK1vo1uzzOSJp1t9kEo/3tPh2SlW1+9nNnmGGuCgXrK7MEV/d2VKZgdpitvGIhZpJ6juiDKwSQDJ0beCZOqnE2Qeet0wMcR4cLOj65BLPSMjsk6zCXd5XStSfrfn1m1sM222ZJqrls1bVXIeh9cZHCYrah+urKrFCzw/Zg41k64Tsl0pc3Dgj8cgnSROEDd7YJHnsOoDu8/ldPEeBO5ehMx8IEENLmR/i+K7OCxiqy07kk50WqJC/v0tnXNF6zZASYBgMjqwXAiDDL6/m85kaH93FO1K7f3Qa+cI7jTUapQL+8p+o7ZUbd90l3l9bp8brPThJ8XJzRcE8oL0tqumWyLn9pj9cKEGzpgk4+liUouDzDDGO9ReZApclr7LviXotrXNplECiboMp+tcUv+0iIYCRkEyxtHvB97T7gt/xDMMcsm4/9KgH3yh4DGIWKKFvoAZZpHV7j8h77VT+N2bn3s0eBonTs+KwnIPqyd4/vkd13GMi5s8XnxhO10bc2WZry1jJLScJi7a7uU7wsIQIiD7Yna/eo9C/bGLarHOPsMA5rncczpETLNnOjGf6+2uKavzCtsvE9IaqWiFAE8r1VZqGHEnwdswnwu30+q4MK5ct7wHiOQTO5H7W6zCx/8Tz3vhcXFaslbHM/SUSA4qqoxzYVXf0zZygy2XOA8xPsJNHpAvf3eC5TP8oKAPh6ryzGBQZEdWjwwNdSSf3BYAhAoJiMcD6OA8GP6sv+k9jjOOYnaR74/fjGHbINojYDJW/e4/0MMt2BPctmCD0WyXiUTLqeYMudZOXFYwHd9+/fx9/5O38Hly9fRq1WQy6Xw+bmJn75l38Z2WwWu7u7+MY3voGf+ZmfwU/91E89jiEEFlhgnyKzTA25pI8z40DENrBV5Ia4vEda5V+5RPBVbtARHc7Rgc6lCHTCgq45lScALjeZWR1JE9j1HUY2k1FmoUIW6yCTEdZYTmYo2vP2ihpTQ4iQvbAAnJpgptH3ea6JDDfxkTQzNNWmoJVaPM9OGfBc0tnjGY5JlkFVW3TIs0ngvsjaGUJsSPMJJPerpG3XOzzf1VVSl0sNZn+WdjiGySzPWWkxi15p8fexELP1767Sqe/2mFXPJjjmNdEWq1BVwYqQSeez2WX29/l5ZqdeOcVo8FCMX1YzeYLOFxcYHLBFzWWtzeO6HgMlUZt/W9rhuGXP690yQeTZCTqIrieyxwUBYooECdsl3jcAuLrO8S+O8XrvSiVnQeMO2wRBg7X/ns9a+e0igfRklvNgisy6Zar+tuU6s887ZWC3xPuZjvMzmQSB93gGCI1wzPd3mNGMhXnthSrHGhaZ/p7D+Rgd4nXV2gwEWWKOL04zUHB9nfc9k8AhXVwGdq6JEoixIT4zvhCgMwyF/tpdvn8QEH4a7FGgqNPzH0k91zQ+94fiZQOWT7LverPzcH12RtC0313mc52O8fV07tHj830+w42uWMsJH52+huvrwJcvAu8sEfRM5xXd++4W//3KKaDmA822qs02dEDGCr5zg890PkX6+3dusNuCBo53JMW9p92lJkHYIpsnn1TUbVuwhNb2+Yy6nhJslMHCVoc08v2BDHM2yec5mwBmIgysSdGzc5ME7dkkg0eDWfWzk1Q+twxga5/aEJKyvl4AhhPM3r+9xOx2w1Vr98ocx5hNPswoGLQHAx8nYY/jmJ+EOT73xHSMZVWez59Dcf5+OPVJjzCwwD45s8Eg/1aRe9ogw2h+9GSZII8FdP/e7/0evvrVr+LrX//64e80TcPP/uzPHrYM297exp/8yZ8EoDuwwAL7QGabdPjWNj0kogYpjXvM0Ly8SIB8bpIg+84mHe98Ctg6IHCOhJhBXN1TNOnhNMFkvUPnr9mmA/LGXTrC9ZbIrOoUZJNOKcB/GwYzq6+do1CWFGfaPGAAoNmlgzo2pKiTt7cIpAAqZW8UWXueTXDjl8JhtsVjtbq8blnHno3SwW516XSbYQKrrZJSJM4l+Z61A/70PFUjulogkLBMAkRD43x4LgH33W2lOFysgeJySZ6r1OB1y0yuZRLwXZgRGShRp5lNkB7bc5ghvrYuAh99Ak1N4zXd3OB1+OB1X11j1jgVU1TzzQM6hy+d4rzIYEcuqZ6NmhiPoXNMklLd6bHedmGUTvxhK5Ai6aszeWaaL0yzP3cupaHcwKHgXlzMrRTMu7HOnz54f2stBl16DkH9xWkC93OTwDsrDDIkY/ziNsS8eD6fg3dXCMh++grZCdUmM07pGLOfNzYI3kIWz9fo8D7mkwRL0jp9gpJqiyDHihlodQXzI8x182m1B0HR+1HPs0kGL477m2w5KFsIAkrE784WdQien1eZ570KM8HxyPHjsgyhMu5wvSnRRAF4xHN6f5fryjAYEJAq6/4x//U9PvdSn0KC8aQQHVwYA3KCiVPfIxA+M8Fg2H6Vz7sM6vgQWgwDAZxBtfQ7mwS75SafcclMsUwGy7IJ7pGREM/veGQbffasCgJKq7f5+ksXue7nxh6um6x3VF34fQHk2SeXx5MA+9MCgj9u08C9ORJ6oKZb0P+f3hx+YIH95OaDPs3dbRx2IXFdvo6FgeH4yZ3rsXwd//CHP8R/+A//4cjvHmwH/rf+1t/CP/pH/+hxnD6wwAL7lFqxDiSiOm5tMNN7cYbZkHiYmZN3V7h5agIQt7qkl0dDBLsAgQtcAhfboEMYCzPL2nMogqZrBH5hIXwWDRFwSjEygA5ooy2EtVw6zYkI6xcBOreVBinMnzkDjA+JDGxbCSdlE8BEkscs1jm2SzO8jlSUjv53booaYyGSVmtRvOndZUHNBsdXqLDeeOuAzmsmQYd4vypAu8s65FKDYLveATYLnKPJHPtcv7dCR77a5NgSUZ6vJ2raDY1fUENxOtqGxrkzdc5Vu09AAJ/nmR3mPEds/n06J1SZfQLSmKB09RwlJLZRZF3Vd28RDA2JOsTv3eL9lhnuyax6LqaGmcV/4y4z5YcOu82smu+xPmtji7+7OMM5Wy3wZ73Net+5UYIOKWQl6cinxggqfABS+tcXGcH72wQbErxcmeOzZhlCKb/PLOqpcYImDWRgzIna+PdWeH3RELP1fYdgzBNoS7Y9S4TJMHjtLLNU0raKnOer4rnruz6aItN7cebppsV+FHsU9Xx8iL/XNAaTZBusbJKBqgcp0YDQInC5RkqNo38bpO4PKp6HbQ0+eH8rTSUyqIHPUsjkva406dh5PgCXQcLzk+r9y3sDrbPG+Dz2HD6rstey7Cxg6nzmvzlIIe8wc/x/vcjX1abSHdDEPCRz3L8uTKt9LWwzyNTtM0BZaama7lqbQaFiQwUE265SKN+rcA/KiDUrlgpMg9n2kTTXsQTrPYevf+Z5UUvvcN3aJv920JCBux9fIvHgPQhMmSm+z1ieBYqDNhg4fGWRfw8ssGfV+uB3dNgSHStEAD9i8/cnqYvyWEB3u93G0NDQkd/9/u//PoaH1cgzmQx6vWM4YIEFFlhgx1jPIRC9t+0jn9SQiRNg3d7k5nhhmvTiJaGo23PoBL52jj2tew5Brexf2+gAt7cJdFYK/MwXLzDzKUFqIkInznEFuBQCGzLLJMF5vc2xXV3l71yfGUjf5zHubQMvLTBrK5XW8yntsK68IoDwSJrOaLfPn1tFZvHXRW25pjHrtrHPcUvKdKXJ8/sgfXazSPC4WaRjpevM4G+UGTjQNdKqW11FK5UAwXEJOvdr/LJ5b5Xn6DuijZkQhLu5wTZBsQjwvACanR5B5ukJZlOkCnsqyvP+4I6icpd2SUNNCmDfEWrl40MEnZZB0NTo8LoMjfMwnlHiTlM5ApixIc5xoaqywu+tcs7DNsGHzBqbOp+R+REGJC7NkC0BjfdxJs85a3V4b2eGxRiFiJttsdwgGlZ14X2H9+bSDHB3k8BKZt0haslX9oDFUQYV3l0hdffNJT5nvscs9w/uslSi1lTgSN6TsMXnpimobz4YwGl2CSIlnb/f9xEPM/CST3zcq/STt/erx3UcH77PAItUG88k2PJtJq8o+9J0TTyrjYfP0+7ymd2t+EfE1+ZH/cN5f36eYLLW9JGMEVA6Lks7VguKUeL7XDcjabboentZMFAkeF7mOAz9qJq/7/N1SATdpPp3XwDhdIxrSe5xmqaymp5PJlDY4nO9caDo4KNpPq/VlgoCOC73iPV9rodOT7E+XI+v211qIFgG50OC9bBFBkijzc8OKqUno0ClTrp9pw8sDdR1h20GmN6vRMJxfGyW8NA9+DQq939Uc8DvikOm1gBba6dCxf3AAntWzfO5VzU6xwQ0jeMDsh/VTrA8XNn4+PhDiuKf/exnEQqFDl/fuHEDMzMzj+P0gQUW2KfQbEFt7PVcjAyRUrlR5N8aHeDN+6LndI7AStcJyHSdoMbU6WtEw3TudI10cqkunUmQmplN8G9RsV15QtxocYxjyMSZgZX9eOdH6JS7Hp3dtnA+DY1Or21yfLUOAaomnOmRNIFhqcH31FoEYz2H4FDXWO/89rISN8omCPJWCwSyOpixNnRmUuttHts2gddvE5y2egxOXFujgFGzA/zgHgHreFYoYAs18ZEh/tQ0URNaId07FuY5EhEGAVZ2RWYenMv3Vnk8eYy+q9qgFSoMZFxbJRjPJwn2E1EFIjNxvj8V4bXWW8rJ7rscjyPem0+Sjm+LwMBumaA6HeN/AOdORq039vklKtt/tXu8H2v7wKtnGJjo9vnsbBywlvrCNHsUZxLAe8uqRnskTcpuoUaK7F6V2eRaiwyHdo/H0sRcxcWzZhlS5IyAPBkhfXw8w3uYiADw+cztlpkJl5nYvqhvlQJcfY/jiNgc31CcCturBc7L2XEHc8O8P+4JOgtPm4VtDcmodiTruVnifeuKAFLX4etSnc/3pRneM1kffWGKc+sdozQVj/BzN9ZVDblUjd+vM4hWbXF/uDjVx/wIgy/RMNkaV+Z4vx2XP6/Mca+6JyiOrgDUsq1gs0PwfJzNDXNfaIhAV1qwdOodofjvs2Y6Hgbg8+flWWCvxOPf2uS6ujDNn47HAJbsDGEJTQm5Z4YM1aJxUHjIEL/frym9hb7D1yGLgoWdHjP3Ly7wZ6fHPcoWQoCNDsF9o8PXGlSJRKfno9by0empB1ve0wfvwVbpJ3h4PmXm+ar0SQoJyoBHrXWyoCKwwJ42MzXuvX13oHWn2H917WSZII8l0/2zP/uz+PrXv46XXnoJ8fjDZPhms4lvfOMb+Ot//a8/jtMHFlhgn0IL2xoyCR+zI6yFbnTpLEjqtQaC8NE0s5OFKim56/uqN24kRAfuQNRNZ+Ki3s0myCzVgPNXmG1qdenASUGl+RG+994OncHhNLOVBzVmqeptOqfxCI8nKZI9RwBRB3h5gXXWhs5MEsDxxyME34ZOCvqlGWYgElEed63A96ZiIsObH8hmRdmrt1jja7IBOCYvpKK3cuzTOeBgkyDtzASv8842VbOHh5hRK1QJDPZrBA6fPUPnWtYa11qk5vccznG1xXGPD5GqDnDcP7wnggM6HelSQ7VfOjXOIIOukfpdFW28RoeYaS416IynY7w3EIGQbJJzeVAjeAU43mtrVCpPR3mfdZ11jGsiw9dzCFxMg4DeFGPar/HvGaEmPjPM38vWYY7LeXtujtcvW7gBzN7d3aYgVjwsKLyaanEmgbKmKVE1w+D4dksES5WIErgKWQxSnJvmHEgnIBIimH9pkdeQjADpKdJ/yw1ez7x4BjZ22kgPhT/19dwf1jo9ZqSPs9V94PQYn+25EVW7XWoA0yJL/KAtjPDeH2fLe1T4PzMBLO8AO3ttjI2EcWaCSuPtHlDa4bM+O8zXSzvMtkvVe2nS+ZMBKtmHXmalF0aFSF+Ia2k4pbQLNot87noOGUGTWZ6j1eXr8SE+sw/Sy+Nh0ZGhzUCl56lgYSTE4OHgGKWND6lWfBw8f3g+kE0pRtKgANuFaY47l+SeNJ07Ov6JWa7/YxkFSTzynn5alfs/ihmaYk7FwyI44nIfn8jy74EF9qyaDwZJj2tLOJ45or/6E9tj+Ur+pV/6JXzzm9/Ez//8z+Mf/sN/iBdeeAHpdBq1Wg3vvPMO/viP/xi5XA7/4B/8g8dx+sACC+xTasMpH52ejs3SQK2koMyZOmm5s3kV2V8YZVZ2MkdQJns+S5rm7LDq6yzbcuk6X6/u0cGLh+msOi7//eKCoJB7BMG6Tud8fZ9geF2IXNXb/EwmTkfy5jqd5kQMODdBMGgZzHK6HsecFDTRRUENTkVIOTaFCFhXULDPTjDrP5WjY7pSoOOUiHBs7S7pxYkIneetEj9bbxGIGToBIyDo48IqTTroM3m2ATJMfuks7XIuIyGqEPtCDGo4zWvyPB5vSiinX5jm9eWSPF+3r4IQqwWC1EqD9NuVPQAeAchIGri6onpfayC4CNsED4tjVHC/uqrU4OX9TMdU/fPaPgCN8xyPMOtrmkr52/XYFi0bV+AiGSUt2dRV/T/A98vShEKV90H2VrZNRdf8wgUGOk6NMZiwX+V7LJP35MwEAb7nMdudS/EZrIjrlGrpjscs5fkpZt49j9d5SdSzbx2QoXBljrXkp+uiV3tLZRcBgvAAcCjrOcermgNcL/GwAMkDteALY1QDj4YfrhGXrIlHHc/1gNlhDcMpDxvxLqYmfURDOjo9HwtjXNcrBVX3LBXzMwmhi/DgMftkutxYZwZeAtNbG8D5aeDMONf78h7LWGIRPjNjaQYooyE+T5LyLXUs+s7D9PJYiOKIP7wLpMNKRb3e5pxsF5kpf7B3eUOwbp6bOxoYmB8BdovAVJZlKXMjQHSc47+5AXzhPFBtAK+e5vWtFbi3vnqae1Krd1QAT2azL83w3zLYKIMl1danV7n/o9r8MIPF1RbQb/NZky0sAwvsWTbZIvLKLH2HZpv752xeCJieIOp+LKA7EongT/7kT/CNb3wDf/iHf4hSqQRN0+D7PtLpNP7G3/gb+Kf/9J/CNIMwfGCBBfbBzTQAvb+PfGoE7Z6qpZW1xmGbjlY8zNY7ySjpuvUW20wtiyz16BAdDtcjOJUO9fgQKaOFCluPzUVJv7yzRWfy3KQAcQ1mPe/tELjlkxxHPknn7/aWyOREgImcyprWOvxcKkq6ssxuez4z9J0eHfy9Kv8eD1Pd+sY6nc9MgkJR6/t0REfTBNttUZ/a6pJKf3qSauxLO8yAnZngPLR7rE1ORNh/eGmH4F061WGL49wt05Hfr9GRXRhlRsy2gHyaTnrfZZDDNElxDplUeK93OP79Gq8rFRU/Y8zKdnu8T8U6UNikKJyuMWN1dVUItul0zPcqpM2GTALuUp3HyyYIIjTweoZiVEJ+d4V/Kzf5vLy1xOOvHwgRK5tzbOhkB1xf4xxenAESoR46jn2YURy0eJjAZbvIe9AX2XLL4H3aLDHraZl8Ri5Mky2xX+F7xjPMMiWjvFd9V7VICok57znMPp0eVzXnlkH1874DfO+26iHuehz7uSmljN8S6yEW1nFxWgmKBUazTTyynVgkxPs5Gz++LdXsMJCN+4c9tRPR929PJhk1AJ/dRmUHoVmim77Dtfr8PMsWJO331DgAn4G0eluxH0xDlLKIGu3Lc0fVvy/PiTIGh8C5JZgtrQ7BdyLCz52Z4J4gM8XTw9zjVna5P8nwTKPNdfPV5ygAKQNImQT1MYZiXIeH4DmkWp69uEgGymaRe+lsnue7t0N2RrdPhf+lXQXIL05zb7MtgnzL5O97Dl9fnOa/j7ODGvdfXT/aZ3wqx9KXQVr6o0TWPurfnjbTdM6LUVLzNJ7h91ZggT3LZmn0CW9vMhg/keFetVnk97n1pNPLASAajeLXfu3X8M//+T/H+vo6yuUykskkZmZmYMiGtIEFFlhgH9Jq5V2cnxpBo01nDVCOw8IonbtOn0A5HSNY26sQEM4M00HVNYLNcosZJ1tkkusdYOUucGmWFG3ZFipikwocCbHGutYkOJ7KMXM7mmGEdG0fODsFhE0ConiYKuPVFgH5UIyAbmOf9c0dofbdFpkt6RzL9mDlJgHw4hiPtbZPh9s06JQXKsDLp/jFcH+HDr4HOtuVJp3Rdo9g9vIsj3lrg+eZHmYGvC0EkWRGqNoEaqBDtlelAM/ZCQLFsM1zvbsiggWgY9rVNCzMMQtbaQCVmALZ1RbH3uwIoKyx77VpAGcmGXhY3SN4lvWo1RbvxfgQAbHrsgXXxWlmkwtVUqkTUYLToRhBr6wL1TWOz/FYr/qZM8CNNWAoCvRDBAulBgCNAZRcCri21MLnLtnQNCCxx/tuCiaC5xNYJEU7r1aXc53PkJpfbfF8PYf18ldmGdSI2gTD20XVjurKnBCYixFo3dvmnEVFCcN2iWBiJs9WawsjSjhOtohyRDavcY/PSyYBvLooesBvVzCVS8IwHotky1Nr79dObJAV8GBbKsfxsVV+UPHcx/gQA3Y31hmE8kRARNffn2XQ7SuRxYkcMAWuIxlQqTS53jcfAJH1DgHp9TUGAhNRPt/X16hNIPvdD8VUEK3YIMB97awQcBtSf3OEgN/K3tFWiAD3Q9k3fChOJ7TVIwh+9TSfwZdOHQX/L50icJ/Jcz3vlAfO5VAbotTg3iHFispNvv7sGT73XVGOc9ghANyjRoeOv6flBoNOby4RxDtCu6PZpfaEqQOrhYdp6RMZnmKzxO4DUlRvcfzo3z4t4mwayB7YKpFtkEvyO+f6Ou/tZBCgC+wZNgNk/oxnHi7diYb595Oyx55q1jQNMzMzgWhaYIEFdiJm2xFYBsHf3R2gUOYGeWaC9b7tLrBTUBvoxgF/P5klYKu2mYFJx0jvHBMOnaQDG4ZQmh5jVnZxlFSjRosteXwQiLW7dBivzPIc40P8/LUVAtRinbT2mgBb1ZYS8wK4sS8KKrLrAvEo35+MMFNuGMx0HtQI9m+s02lNihpgKfhxc4MU2JlhZm2XdulEJyIEh7oG2CE68+NpKhYvjNLJ9iDaq+l0wltdgmVLULFt8W2jaaR+r+0T2M4OM4gRsURWelSJIJmGuLZxjt0QIlC6zr+/coqgIxEB1vaYOW92ODcRm46043IMrsvxeL5op+SRpu+4IrvbZdnAly4qUFxpKGffB7NyNdEC7eI0Mz7Lu7x/tgXM5Ag+zkyyfCFk63h50ce1Nc6dptHxbnVIZ33jNsc5lWc2u9Ghcy+zkr5HJoLnsVZ9aYfHCNtAPMQA0HSewYxWh/M6KbKbd7cJyuIRvm9+hJ/t9AimQjYdaFlr2xTPwY11Ztensj6a9RKA6ce7CJ9Se1Q7sfdjBexUyLZY2VP9jeccCuCNpoDWMMGLzFhfnOF6fJQZBgOC7R4DX2ELaIkgYS7JZ+veFtdzWDAz7m5x3Szt8d6HBTvF8/jZRpvPUjxMIDuYIa+3CCrvbXPPjIb53lub3CMl80PzVVAhFeM1n5nk+3zwuTN0vn5uDvjuTdaPT2Q4l++tMLgVMoHPnWOgr1RnQOjlU9zf3lsVwogQgVJRr762z/Uplc5NETDr9EU9uX48hTyb5H7X7HC9A6r2yekpXgABAABJREFUfWmXgYnjaOmaBnguW2g1OqobRalBsK4bx38O+MnaB31SmXPP574aDVFTZPD5KDcCIbXAnm3rgsmIVpffxzN57j1bRa6PzLmTO1fA7w4ssMCeKnNDI9gsEpieHmcGpd0jSCk1CCrHhoAf3VPU82qTYOblU3Q8lnaYJV4t0MmFyFB1+3REuoK6/cN7pEmPZejsGkJMTLbo6vR5jOEUP6+Bm3QqhsMWVHEBknsOz+0Kca79mhA+SgIRQcO8s8ks8MUZAvlYmP9FQzyuD4JRTWSnuw7Qb4ja9T06q422EllLRESvYYdBg/QEgUbfAW7ts9b86hod5YiobW51OU+OALyydvXN+5x/KbI0FKfg19I2QUzUVrXbZyd5vc/NMQPfbBNQXJnjcQ+qFBIbEw57NsnrOaipenEJmsMWj39qnPPT6vF3+ZRoDdfnvRwTlDBd57xIlzYeYZaw77BGfTKrYThF51fW05qGjzs312AalwEws6jrCpxlkwzUpGJAMsxgjS3qyRdGSBFvdAikPV/1YpfUcR8cZ8/k+2aHef/nhoFv3eB7un0BbjQe89Ymn+9ISLEi2j3Omzx3yFKCVst7fA4De7S9Xzux46zT8w+V/6U1Onxt6ILWXGQQRYLBjQOu10eBM0PnenNcAuFDABRiwMg2SRm/KUpKJKXcMAnsE4LJ03d4/kSYz1s0DOwVVDDOEUJZkzn+e36Ue+ZhnfUoS1OGEgw4zmQVVbznAD1bKZ8Dou7cZdBvZY9lJbtVpYMRMlXw8fu3ySaZHebxvn8b+NIFBdylkKHjqTaD0RD1LypNoOGoThFS2C0TF4rmYiwZUdbzzhLnb5DYoWks7XiwTERauUEmgWSfANxvqi2uu0dl1j+qONsn3tZMfA82O/zekkHJlggi4ePD/4EF9sSZ55OZ43lCI0YIDVZb/O+Jr+kOLLDAAnsc1nWAetvCepmv+w7w5+/i0GkIW3R+Ky2CTU/SKAWokT29i3WCRglAoyE6k5UmHefRIdYBex5rJS0T2CurLHCrq+jSjbZofdMHOi4BWlfQR0sNZldvbnB8koZqmwR297YF/VLQLU0B/Lt94QyB2VXPI8gsN+hQSsdagxIK80Q6KmwDrQYdYcPg33yfWbiVA4LkL1zgdbe6wAvzBIs7JTq3cyMEsesHwOfOksq9U1Zq3DIz0nH4hbQw4qPS0tDs8LP5FEFJuUGH/sV5ITZXB96+r4Tqak3Ow3SWGbfXb9GZlsELHwSl19cYfQ5bgnoqaLh1cY8jNo+9OE6HOR7mF6YrxrswQpr8lVlmIAezTcDx9aKPAmeO46PRYQAhkyAIubWpgiunxzlf7Z7IUHdF9huc/56jVMwtk9clAxMSRM+NMPiwOKaUU2UPcstgLboUZDs/xWOahqgV7wfe8wexBynkj7J2j/fmOLu/TQDjCFbLoL0fOLNNIBIGDuqqFZnnqXZz2STwxh0+G2MZrtG3l9i/PRIi8LTNgX1Ao8jaZJYBwAdrdMfSfG5WC9xLZB369XVSjU+PM1hzf4fPcSLCoNnMMIOOg6ZpfI4LVa5RU2cWWvqk7S6BfqfPdTFoO4KR5Ahw2xwA1rbF/figJoJ6Yg0f1LhXmZoA99pR4TkN3O8anYevO2RzfsIW51IGRfYqPG+hcvx9rTQfHbyS4mzAh8tYb5bIZEhF+V/f5WvgJ8ucf1DTwMDdrU2W8biii4IUDwx2jcCeZdM17kMdwYQ8DIRGyObTn4aa7sACCyywkzaCCh3NDilAawXRVglHsyi7W4qaKamYhk6gNz5E8JyKEtR9+wZBTNgSGWrQ8d3Y5+tqk05KWFC0IyE6plJJPB7hf1fXmAF++RRBdkjUJ++W6cDulLiZhw3guXkCqaaoDbYMBYx1kZGotun83d4kZXkyJ7KoHZ5fZr5nh5lB6Ti8pqjNcZq6omp7Pj+/cUDF8e0Ss0R9l7TOeJgZ92aHoke6Ruf8xjqB3couQazMQFdbzMzB5/y+sMDzAcBb9wm8xzM8fs8DmoLyGhZj26uw5l3WGZ6fYnb/3jYdf5kp3CqxlnZhTH3xxQYokZoE6Bbnfl6IrwGch1MTpAEvjPH69ioESO0uAzPZhBQ205CNzbBueqCA60FwJnsCm6If8XKBgMf1OSfvrXAukjG2hvqOyGInY+qL/PQ4AdeZCSAV05BP+mh1eX+6fR5nKM5no1gnTVe2QIPG+3Nphte9XaSjMDPM8VhWwBM9SfN97iHHWbtHAHns336McvZomvuCaShKt6bxGbi5wYDMdknRnsM2Sw/OTQJ//p4KugH83CuLXNsvzKvack+sV0nDvjxDjYBDAbYZvscV5RA9R+kSrBW4Hg9p4PJc4NquthjoGk7x2Wx3CcTDltjTLNLOZeZ8q8S1d3GGwbzBtmAbRZZGeB6z4bW2AtbJKANX7T7nutdXwYbDMhZRovOgLY4RrGeTnGtpuRT3irB9vEp8yDr+ngEMth3UGMD4oBnrTs9nwDb6QInCCIOdH0dbMw285rlhxZDwPMCylCBlYIE9q2aBgca3lpgkkCU4NzdZYvM+W8KHtgB0BxZYYE+NEVR4iEcIgksNlWWRwLsvnF3bJH1S1uxFbGB+jBmQd5eVQ/v8PFUqd0oEiS8tMCsTsuj8hmwCnTMTBEAxjUB8KE7n9rygWE/l6GhuHDCD1BciR4ZB5zIT57Ems6Q+TubojPrgWNIx/jwl2lSkoqROZhKAYZHyfm4KuLXO983kCaA3D5gpOjvJCWh12dZseVe0NYsyC2xoHGNPUMDzKWayNg/ofM+NKEEhKR5Xa9GRTkYJUgHVu9oHQWuzq2O1QHASD3OOb2/ydSbBjPTWPudjIst5SESB793ifXJczn2hQmfc1+hM394UfcBFdujtJY7xnRXet5jIcDUFdbbc5O/PToqa+x7noCuoq9Um7/NWkfd2SgQhxoVI1PVVH6mUhrmR45+9wT7PqSiPrUG1aZNtxAo1zu/aHvDCIung93fYq30krej344LCKlufrexxLhbHWLs7nhY13g7/S8foCKTjvGepGM9VbfF5/cJ53u94egxdB4gGeqU/sUVDXCc75Yf/NpzmWjrOBtXLH7SeQ5D63JzI0ELoRIQFLbpK6nbIUn/TNKAkxPVemD/a5/r0OI+ZTXCvubetgN2pcQafAOA7t7gHmAY/+51bwNdeIOAu1jnmqElw2+3zOH/lEvcICdQvTvOz86Ncu2sFoFEQLcNGuZYKFQYHlvfU385N8vnt9BiUvLHOmut0nK97fSAd5fO7U+ZzHhVlLMkY13Knx37qg23Imj2yAVzvKKCdHxEsgQ6DdoOf0zTuHWcmuac8aDPDnMu96tHfmwbv0WAG/4PUess2hceVKFya+XjammlgYNkWwRwZjJ7OM4gwGpSlBPYMmwt+D7+0SN2Jcp0svZcWuV+4J3gu/ce/JbDAAgvsybCQCSQifZweZ9Y6HhHZGBD4xCPMHlyYYua1IupxDJ2bZybGTGzXYZ3vQR347i06i8/P03Haq9DpioR4zG6fme5ChWBWttiyTX6m2yOgmsxSWCtkEhDZJgFUNk5nuN4mhb3vMttSrPv44nkC9XSUIPf5eTq9sTCdSFdkwQbrlC/P0umNhOisnp9iTfd+FbB0Zo3yKVLeXzlNoOq4jNre3lAO9DvLal7bPTqBks4ctgk4sgk6aeNZQe8U82waBAb5FOs1623+PRwCvnNTZXV3yqwFzw/Ruby6Rup+t09AMJ3j9d7bppLz8h5B8XZJZN4MghMNBMwRm0rq2SRBdMTmfGwWScmVAYKeEKbqu5y7Yh34y+t8v2Ew2351jQGAzX0604ZlY2WX4Po4G+zzLPuDOx7BdsTmXIQsCvs1uxSH+s4NBmcuzvBc8An0R1KSqu/jzhbBwqUZ4PPnRMZQPENTOQIIW9SCh22lqG8K1oEhsqTvrQIbBxreWwvj+7c1rBZ89J0g8/2TWNjWcGFK1cEC/JmKcp0NJY7/3Pupl9umqvUv1fm8l2R5iC8ywB2laSBrb5NxPuc3N7huXlrkzxvrbAVmW2TtyDrlaouvLZPry9S5n/RF6YWpM1BVFwG2kRSft5EUP9NoE5BdnGbbwovTZHJ4PtfXxgGDVT74c/OA48wlKUrUaCt9g1sb3OO6fWpt9B2u077D167H/95eZsDy+QX+fHtZKfW/t8pjQQTl3lvlvmMbBNinx6kZcXqc3SSSYWBftDbzPO69nsfXezXuu5dmGCjUwJ+XZ3j9k1ne30iIcxkJ8TvluOALwH3rUfuGBu4Fx9n6wceTZfbBebq+xkDowhh/Xl8TLKuPYQyBBfYkm+MB37quupbUWnwtBRpPyoJMd2CBBfZUmd7dQ34khXaPmZ637nOTTEbpwJTqdJBmBeW22iRYeXGRDmq9QyXoepvH83w6YuenVL11PqVEsSSVcb/GTG0uxey2LuoMVwsEtnVRC+SB9ZL7VWZrZvN0pE2DwLbS4DEuzWhsLzQqBDuazBzlU6rFlqErWrVpEPSt7BKQhQSV885tZuFnhvnFIbP9HVEb7np0UAGCs0SEzpbnM+MWEvWU5QazT3MjdNL7LjPrP7rHz1yaoXPp+8zyXZoF3rxHOnyjQ+C/VuB5XOGYex7PubrHLG+8Q6rofpX/DYnsWanOYMfpcWZvPZfO71iG1zs3omqi+w6vfyjGrP7tTf7ONEhVzac4Tmmep9S+Vwqk9t4TwGR5T9Hsa20bZl1lgaTJGnDpmGsaHVXPZ0Rc0wmoyw3Veq3dVc/OjQ3ScGVN7V6FYOauqAludglUrq1RALDX53Xf3RbK9TYBQLVBcNPuMfvni+PHI6IHfFM8W2kLrRNSWw6MjBRNf7C1lFI89/0Pp4YetjUkIj5ev61+1+qRtfP5c3xG/p+rDLIN2ulx4N0lrvEbG4qWbhoUWvvBXa4LuQ+ZBl/f2WLw795AbbovwHezBYxl+bvVPa7juMiQt3t8Lt+4O0BJnyUgX9ol7TsZOSrKtb7PAGQqxoBdyOIeVKpzP9sq8bXjKgq86xHA55IsuxlsQ/bcPMe6XRyoYRcIUdN4T06Pi+x1+CgzoOuQbRIPK0aMVOxe2wNOj3Gd2eZgKzgGBaWmQyrqo9sjQ0mKaB5n71dO4OPR2S3N/3gArwfOwbmpoyyJc1P8PjxhXBFYYE+VeWBLUc9nKZ803+fv328//7AWgO7AAgvsqbJup4lswsfVVQ3xEPD581Qj7wqH6DNnmM28sU4gOp6hw9fpkWoIKGfVdZkd9X06VNdWCaCG08x63NkSPb1DBMcQoPztJaXuPTdCUPqtG6QNX1ulA+j5PO/dHeDVU/y7rLOstfj6ixdIIW+J2sJ4hNmUlxZJx5TvBwi+ClVmhDf26aTHhBCO6zFbu1wg+ErHeJx8kp+xhVqyrnPMa/v8opGiSpYp6og7/N1EliDZ9xXYvr/D+ZzIMtu/XyMoTMeARp9AtNNTzAOZvbJMHjcR4Ty+fZ8A2jTZR/igzgzVdpEZ6DNjvO5UlJmurRJfX5wW158F/uI9nmRQUC4Z5bW3e4pqburKsddAZ3M6T0dXAtXFMQLdiZyGTIL3Ih0/XnF4fIjX8uYSwdVBnfPa66vM5MIogxYSANRaBL5xoTptmQQEKcFuyCZYS2YZvF/DaV63vKZGm2UNF6eZsY+HGSDaPCAIdAdE2eADtmWgNaBo/nHUjH6a7ccpnn8YNXSAQZwdUeM72K4qHuY9ncyxtvlQjDDONWiAFO7dO+pYvi8CTqZ67mUdtusK4UWfgQJdUy3wfF/0nu9xTX/zmjpmo8Pn7Qvn+RxmYqot2FtLoozBJRCttdT4Y2H+O2RyjS3vHlVKlyr7lsHAgeupAJZlcG1896YaR7nB11+5DPbs9kVWWFOvpV7FXvkoVT8e5j7heKIsRuwTjiu0HERp0Exew0jq4XvX6fpY3mMNvASoLy3wPXJvGmxdZpmPLiewTWaVfTx8vzOJR3/uJM0H78+P7qvf1Vq8ny8vBpnuwJ5tcz2uc+CoXgbA359ktjsA3YEFFthTZxLwvr1Ep+XVUwTa2yXSpudGgFScr/suHaSwzX7b7a6gN0Yo2hOyhXPWFM6HBnz/DvDli8yOz48q8ZzhFB1S+Dx/zxGty8bYz3u1oPpHJ6N0bE6PA++uCuGeDoFvp88s0NUV1ha+dZ/OdatL4Hprg9RwWT/oCUctOZClNnS+98Y6KdjtPoHtyh4DB0NxVRd5cZrXvF3hmOIRgnZZ915vi/ZlaYK3kMXzjGeYDZrMcszNDsc8mmELskSUx7BNZkyiYcDvKGVjqTicjKte44bBQEe5qb7glnc5t9PDwLUNBkeyCWbcHBdodOk0miaDJeNZ0v09T7EcQhbn2PM4zlqLr9MxvsdxScFtdfi6K+YrmyB4XtvXUW5SLO2lBR+W8XCv3kqTtZ6WqIt9YZ4Zac/nGGbySgHfMADP4Vy3exQxWikAZ8ZJKb67xYDJQY1zdAggxHXFIzxPRAhO7VWAl05xLN0+r03XAAc831CcrANvQN3rxwl6BfbB7f0Uzz+oGjrA+9ER3QkithI+03WC4GaXAbMrswSwXYfPpAaC7ufnRWs8kSkOiY4Nkv7uH/6PpgtAbOiiS4IAu6bOUo2720IvoKsAYTIqfh8l40dv8pmU3QtCNp/zqQFBtP0qn9WQBXx7ADyXGkDpPvDVK9y/ZH32oEjcZI6MFV3jMWQ7sbZgssyOcO/yvKPXlU9xD2l2uPdKkD83rLL9h2If0gRzSQqmHXfvlvdwhIlQEzXwnz3NfetBQbSJzKODLWFbw8KYj07/4fu9MPbx9Os2wTGHLe7l8p5tFvn7s+OPfQiBBfbEmq2TPVZpqW43MjGTjPLvJ2UB6A4ssMCeOuv2NOxXgOfnlBrrG3f4b0eo8c4OAxs9IGIQ2HT7zEQv7RJsx0Rf2HKTdPT7O8zquC432v0qgdFuWThyIwTxpk7w3umq7O3dHapeHoJkn+fLJZnRqIv6854x0PfWpwMbC/F8TUHttAQgbAnK9l6VAC8WImjzfPWfBjquqwXgs2fYx3omL7IvBh38Zpe0b8tUVPaFEQW0y23OX98l8P1fbwGvnKIjXGkCXlG1DLNMYCpP57fS5vzf3OAc7JSYNb66RnBri97VukYVcUswCzJCmTstMn19l064zBBHbaAb4T2rNIHXztFZNQ0KIi0OA+cnOf+ayGY3u7yeK3Mc68IoAzLtHseaiNKBPz3Oe6qBzv0LC3Sob6zxvI4LdJqk409mFViXFosA9R0Coa0O53J+lGOIhlkzLzNhjQ6gGQTWps73nh4TLedEhj0eJqhIC1qwZXI8uSTnrVgXX/wR/r7cIBV3fpT3KnaKoCZi8/dhG1gcNlARzIn3E/QK7JMx21QME10/Sj2OhUSruR5LVCRelL2q+z3uFfcHxNIWx/lsS+bFgzY/ynX32jmuKWn5JHt/t3tHQSjAZ6/RZl21BPZdEXQrVBkojIaOUtLnRgk+720ff933dwnyN4sqCOB6SnDxxrpgdgxQweW+mE9yTQ0K19kW11CxzsDneIbjbfX4ejjF74B2l5+XKuv7NWb3H5Xdrbd8XFs//m/VFvfStqhlb/cEpT71iIMJk/TUD1OGcJLW95ndn8gKgTsRnDgzwWvoB6nuwJ5h08HSmb+4yn1HsoH6Dn9/kuJngZBaYIEF9lRZLJGBptHxG4qzDq9UZ9bgzASdLU0jWD0repDaIkOaiDBTNCSUdKM2s8TNrmhB02EWKhNn9rkusqKtrgDlIoPc79MZdTyCMleoeQ8leO6wRUdVAiXZ39swFFXJ9/l+2Uvc8ZitrncIJncqdFBfXgBeOysymThKf5L1i7pG8CXrupf2OObv3+E1RUVd47srQC7BzPEXzvNYhiZE3OYYVJBtydb36RxfXaWzXmvR6d0q0on93GmOezrvIyYyXH2XDIGIzeOODRHY9oWzPJbh32SP8IjNezGSJrV2fZ+A03XpmKaiqn/we6t0bncqDJq8sECnvNwgoL8wzWO8tUSH/soc73dfUEdfO89zhiw6n68sMpO4cUCw0+66cH2VjdoqsR4/mxDCcYaolx+gxja7zNLvVYFmm3Xukso7lgE+f4FBkFiYz2U8wnnYKJI+vF/js9HtE3gno7zPjqta4YUsAgspAFdqUH2/22eZQbnO+5gIU+HaNI3D5+P9BL0C+2QsbGssVTnGFseBuFgfQzHqDwzF+Hp+BGj1gTdu87nTRbDpjdsMAvUcUoVTQtsiFaUyeN/h81Nvc90cVPmz1uYza+gE0o0O10ejw/cPxQn29ypCfKxCLYpsUoHNVk/R1GXbsWaHz3JYZODDonWibJv10qLS3tDA11GhUl5rqSCX4/K11K84M6H2YtPg3m7ogONQNLJQITunUOHrRofBritzQLlF9lC5xde69mjKaKfPIKdlMpN/akx1prixwd/nk1zP+aQQvdx/tJAaIEsUNHzuDPfdz50BZoe1R7YZO2kzNX7X3NzgvEiq+80Nfqd9TMMILLAn0uTS/cpl7lGOKP/6ymWulfdZ2h/aghh4YIEF9lSY4/jYKGrYqmdRBcFSuU5QlEkAe0W2kDk9TgevKaja03mCL4CZCsclYLMMbqzfvsmstuOJ1llZHlvX6ah2utx406IWOpekwyIpmQBpjntVqgk32wSMlSYVY9f3SRX/zk2l2Cv78l6eZY1zs0vnWra3ujRDMaFun5n2jSIdSEPn+WstOtqWwWuPhfi3epuO51SOwNv1eJxMgtfa7nGcLy8S2Etl83aP11yokZp5d1v1QYegQkoFddMAfnCPmWDbBEzdw+iQgdMTBISru6Sp5xKkso4O8RjREMdxbZVZKhlo6PYJNm6KTFexrrJuxQYAj/M7FON45kY4tkYXSFaB+ATv2/o+QayukXEwnSPoDw+LulGd9yyfVEyBg5qqebcsA5YQq2sINfb5EVVXG7GYlZ4fYa2/NM/n/XhpgQ57NqnoaWGT7ImhOO/F/R2qucv61rUCcHqCYCUa4jmzCQU+YiHlJM+NkMmga3x9e5PBinvbnPfzUxx7r+ciapuYH/v4MmmBfTh7VOYznwDWeyyruL5+tFWXbXKfkgKIsoDZ80XpS5rq4vOjBLqdPp+3Fxf4PF9f43Mn6c17ZQbIRobIIBk0XWOpx3trBOcAf15dBf7qi8Cby9xrYiERSHT5+v4OMJlnJt4ebHkG7j8emB0/PaHGuFrgMz82xDWsDwBAz+fvmx22LpvIcD9pdbkHXZrh7751Q2Wu5Th/5jnuV9++wfmNR7jXvH6LWhr+AINl0MIW2Twhk8wimRV+cYFBLkN/mKHwQcs4PkwZwkmaDnbW0DSynCS9fP2Avz/9iCBQYIE9E6bxe37zAHhhjuUz3Z5gvOWEXsoJWQC6AwsssKfCNksEU8lwFLc36ejYFjOS6wdsy3R3i9ncK7OM4iejBN5XV+k8RYXwWKkOOD4zSafGCb6kSnkmwWxuVNARfZ9OVrlB0BYVGVjbpAPWc0hzbHX5uRcWCFplPe7iGAH48/MEWfEQN/Vzk8wcv7AgslAtkf2OE0i5HtVlr2+oc03lmeXMJFRdpm3yGmTLHd/nGBtt5fDW26pWu1ijc1xtkpJZaxKAT+Q4X7EQAbhl8posQbHueqoO2tRVjfqFaQO1Fu9BocqgwkGDnzk/pTLDuSQpjpdmSSXdLtLBnRX3o+cSfN/dIl211FDq3JUmnfPLMxz7VI6fWd4jkJAUalMwCZpt/nulwHmbzpEFsLovVJ3FdeYSpKOX6kAsrB/S4fsux7BaILX79hYp9zVRx3559mhd56kxfmZpl8BZlhBUmnxG50c11FsUZ5KJaFMISG2XeD26Tnq6VIq/vaXqdudGGHxxPUVfL9Z4T02Dc7xXAT57DkC/i7MzNqKhgMj2pJoUZ8vGWesbtoBEVEOp5mO/ytKISEgp9r9+C/jKFd7/bIJ7Uc9hUC+b4LrMxBiMWhoQMFsY5e/fXeZnB9XGGx0+n7UWAeWgqvWVWWDrgMeXJRZS+btYJ4vF0FVASAP/3utzT/3RvYev+acvs2d9LsWA0WH99QiPU6pxHJLZkohwXZXqXBuOy/UsTdfIMhlNc1+bzJG5JNuX+RrPcxxl/cb6owNSiaiG8SEf37yufldvcy/ICNaLXOOyNvtJL+Poerxnl2aO3udLM5zfbiBfHtgzbCbouxVqwJ9fPfo3XQMuTJ7suQILLLDAnmhrdXxcX6Njc2ebjo5pCPVmIaa1skcQubJH0PjyKQLTOyITqIEiX9fWCJpmMgSbrS4Vz+/vUhzMB7NGBzXRJ9dnltTQCZZn8sxAbZcIPM9OclxS+TubYG2hLgD5QZW08U6Pjt7ZSWbcSzUP4ZCOG+v8m3RAJbCPhHhMU2An12NG6dXTzAhVmnzPzDDfE7F5HJk9jkdUqyzXpaNYqAphry7rP1s9gv9bm0Bxi1TOXJKZqGZHZZ4l+JP9K4eTwMQQsyRv3iMgDItsXalBANh3Wec9kqa43dtLzFJdmiXFslRnBn+nyOO+dpbBhniYGTGZjZkfYRDDNjmfp8Z4jRGbAYqKEGQLWRxnpaWUwgEeb3Gc47g8y7GtFQgQhhIMDNzeBEoNH/A19kPXeC+WdznO0SFe14VpZvZ8n4BGEwJopqnapWkao+RSqfjN+4Bt+ohHVHZMljuURA1usw188SKwtM3sXLXFsgeA5725wXsWtsV97rO+vCHqwOV92SkBuwc6rhgaJrP+x0ZfDezD2XHK+POjPiIW14DsfDBocr8pN/h8yzXZ7okOAqJDwMKIqklMhPksmQY/0+gMAGiR+XU8ZtWnc3zmWx0+Vztlvi9sAWaI76u1xPoK87yD4mvREIFcs809alBNPCH2ItviXiD3t57D16+d4168sc/gX8Tinrm+z3E2O6KMZmA+NI0BPs/nGt4uca8N23xt6hxvR7CHBq/B1FWZTr11NPDR6fnYrZARU2nxHJbJ/WI6z+Bip6fGEbJ4vie5jMPUycB5W5TeWCb3k3eWGfQ1g/hcYM+wOT73MV3smzKQqGmihDCglwcWWGDPkh3UCewWx+gQxiIiY9hTqr3dHp1BXadDkUsAf3mdm6l0Sh0PsIVA1aUZfrbdpSObiZHKGI8QpG4Vlbo3wA14KstN2bYInjt9jmdphw5ZLklHcX0f6LrMvPQdlTltdXns91aBqayG91bpePo+aZEJocJ9fYPia9EwqaWeT+p036UDOTfCscmszjs1tk6bygJrB6wFPz/F64qGOAdSRGle0JQdT5xrnfWJxTrHt7TLz97ZYga23FD3IR6m85xPkd79zgqQCPvwoaHa4nVdniUNVtZN7lU49wBB/9UV0X8XvK7xLL/gYiHO6fU1Zr3ScWa+HJcidZEQz+35BLghi1Taa2tKWdm2WKO4MEoa6+gQRdcmMiJLLJTNZelBpcU5vTAN/PCuj05POxSFKlQ4v7bBYE67x9/tVXju6TznrNIEvnSR90HTOIeHSvggo2C3DKR6gnIP3vNKU7VMMk0eyxGUd8NQ4myW+HdG1NhWmvz8mQlm36I2PxsVJQ3NXgg31nnsoEf3k2mbpYeV8WUXAll68KBtF1mmslXk/R+0yZwqiRlsZ1Vs8LV8RmQdsyvWQbtPfYONA8HSENnbU2Pcy6otrpVDNV+d75nMirKMAQq573O/KNb4+0oT6HaBUIhrO2wRVKdjgqItgga2yeDD8wvA//MuDoNTnS73xOfnVXlNz1FjtAx2UfB9Au5ckuuj0+Pr0SEG2tYPxPigNDBGMwSeN9f9I23BLk37GB3ieZJRtXcaIshbaXLdvbPMdZ2KsWuFbeCJNh28LxoG2saBwc1SDdAD9fLAnmHTNH6nH/qJA8yekMW/n5QFoDuwwAJ7oq3T83FQI42306czpIvMrusRiAHMegLC+bIIqKot/i5kMutjCDEszxM06DYpgwc1OmxScKjbo7N3f4cZjkSEYNX36XjJesTdCn8Pn47auyvcuBfHhXp2l697AohdmOa4pnLAyu7RFjjxMLMr37xGJ8/Q+Znv3GLf3qzo6frmfWZrMgme2zbpHN7ZYmudeofXYooa7O0iHdnZEWY1Kg2CyFKT8+N5rIPPJjgntZZgCiwSCFyaIYiXbcsuzfBaV3YVrdQ0RebJJdNgMkvwmU2Q0jqV41xJpfndMrOyTRHw8Hxe/6lxjm08I7LWIoudjLKfuSdC0JNZOtbTeeDSNAMAci5H03x/PsVrKYna+K0ia/INg3XrxTpLE1b2OM6FMV5DtcnMN8Bzx8J8Bm6sEzTHwnTsl3dZ0jA3TIYEwIBKVWTXZG/wTFzQU/cZzDgQauO1lupZPJ0n22BumOrvjsPa+5TD3uCfPcsxVZuCpp8Q4N/k+VyPAHt1H+h2gEQs6NH9pFqn52N59/i/NTvASJKg3PGOgt10jGv90szR0ob5EdVCsO/yuR4022Dd9nJB1SN7Pt87kWGA7PQEj9lo85jRMDOjjiuy4QPZ8cVRguH5UQK5bp+OaTbJ5zFsAz+4K+qeNcBrcQ/66nMMKkla+qBjq2vUf3j1NLUdNg8YLHj1DAMS0zlm3nVdtCHUeU4poDaRPUqblr8/Oylo9C2gKTLWmTjZPYUq8OYS19dEhmv6zSUybqS6vBRQBHjeRo+18MMpjqnTZ937hSkgm3xy15rrc75zKe633T6fpVyKz4F7gpm8wAJ72szS+R18Y51lZHL9X13l760TZIIEoDuwwAJ7oq3nMMs7N0JH6dKMjh/dV/1ik0IgbDJL8NzqEkRuHfBv9TYd2J4DaCKLNJyiM7ZWAGKiNvn+jnDkxpkxflPQoeNhOiiOR0fwrSXV63pumK2vukMEOZ4A33sVAjLpHOeTpKwX6wTLI2ng+iopldKxvjJHhV0fdCoBRam+sc6WYG/cpQNpCWr9OyvMvGwU6XBemORrx2V9t2UyY2wavFbfZybZtjhHGwcqWx+2RLZYKHrPDZMyroHvdT2CYNclpV0Kq5UbGpXahZPqOJy3Zpfg+tYmnfi5YX4+E8ch6GgI2mjE4n26uUF67H6N4PLOFnth//AevwgrTaXUfnkGWNsDZkd5Hs9jcMTzSdGVyvOpKPDD+wSlcyO8H7e3VI/srgPcWgdeOqXhuzcZwOgLkTqADvW1NT4HgAAiDs8nx1du8JpXdpW68nSOx8omgftbQo3cU+wBXRPlCsOKDVCoMrtfalAkMBPncxaxCbbKTR5D1xk86Dui3/Icgyl9B3A9H54X9Oh+Uq3ncL86zjYOgNOTQK2jWDGGwefozCSfk26fz4LMZu9VgI7QlZAtCwctHSe75NXTXBM6mOFMhvn5SovHmMyydKbV5X4zk+d5bm4yCBmyGXSS7RSTEVXGAvC14xHs+hDlMAPjqLc55t2mCijI7g/TeX7mqmCtREPUeLi6yr722QTrzDcEtTtscx3FQgA0dpqQVmtxj35lkeebGQb8PdXabGaYa69QBU6NqgCZofP1+j7HMyiWCHE9w2mWIfUfYBrc3+H8P6lrTde4J22XuZdEQ5z3gxr3Kf3JjBUEFtjHYq7H79qXT6lOLZrG19IvOikLQHdggQX2RJttqh7Pk1lgveDj9ISGFVEPGbXpUG7s8/XFaTpF5SaB1nurBI7SDJ1ZmtUCN9QbmzxHIsLNdWmXQOoFkeneK/M4o0OsLW4JNfN6m07ia2cJom+sqQzMVpGO7FSWDs5QHPjRfQA+lXObHWAqp2GrxGuLCvplsS6UzSHU1AUIbrTp4AJ0mgDRVsoh4L48y9eVFo91f0dl9nuOYgTc3Va9Wt9d4VyFbYL9VEzRtxMRiopEbALOiYxwynPAvV22KfJFxlm2tEpGCLRjgpJ1a5MOsiHEnhyXtG/bANYLFP+SzqC8xqYQZsrEeV0TGWanZc08oOila/sMVPzwLq8hGeV1fv+OqOnsE3CXG3QsV3Z5jJDNTFinzy/VzSK/ZMOmhwvTxmFLNE/QZSUl1TZ5DSlRhtDqMltfEHWkIZMMh4hNKvz6Ac9dbgJzY6pGrNriPTg9zvtxd1vRhfdrHHsszGdnboQg5o07fI98DqtNXpsMUMhe6ZoGGLr2VIg7Pas22Kf7QdN0YDrLPapYU7WF2SRBcCLCveXamsp0z40oVW9df1gRPRFWImfVhgLQIaFNMJnlXvWgxUI8XzIC6FElDuhrPPbrt/lZqb3w+m3gq1e4ro6jaXoe90kpJnjYC9fl78uNo6Us0rZK3K+bXQbaJJ+92WVQcWXv+HneKgGWoLRnk1xzHdFmr9ZkCclBjV0eBjPkQ3EGUi9Mi37oXc7FadFhoe8cbdso+6oP/u5JMx+cg9UC50AT1+B5otvCJz3AwAL7BM0F/a1infuJFHLUNO5Nj6j4+UgWfCUHFlhgT7Sxr62P3TIBiuv62K9rGB8iuGt1CagWxwig2l0Cw/OTpCBfnmGGpO/Q+bsyxyyq5xEYui5QFmAzHmEN93srpDhnEnS+RpLAO6sicxwj0JG2WiDo/cxZOsqNjugf65Lum4gwM9rt8/yyr/ZEzkOzp8PzmNlsdunw1dt0jCxDUbaHU6KOfEL0ht6jo5dP8W8bB6yBhMZgQbfHz9ZanCMpROQ4KjNl6HQ2bYsAwDY5vm6fWenVfWA2B3zmNDNfN5o8/lSOc1drqxruRpuvY2HWpe6Wed6hGAHpSoH3ZbfC+YyFWXueiAwoAet8b70tBNLqwGSGjrFtAI0Hvvk8l+d1PVX37AlBlJU9gpGQyWDGe6v8jATvNzeYwa42efwrc0C97aLUMA4FzAhghfq5EKuzhGDfXpkO/YVZgpq7W8DFWWBlk+99a0mxFfYqBEqfPcP7PpXjfZnKMaN2UOOzmYqRKt9z+DyMpHGoCt91+J61fd6LC9N81jaLvFc9kXmPhwHD5HmCHt1Ppsn9bLCmW9r8CAFt2OY6l9nZCVuxSHZKqsVWT7weSSlF9NG0T2VzU93/qbyPv7h69FxbJVK+m23Wit9Y57OdjvN1p6OClRJwJ6KA7vOc5yb5PG4ekMlybpLCgMkoA1GpqGonVm3xmnZKDyulnx4n2JbBxAdbhpXqqm/9t26SATIkMt99h8wP2zwaANgsCg0Hl2up3VNjafcY/Ks2uU6lyQz5q6dV3XMmwb1I03iNhiFaHbpHVdvHhnhugOUDD87/J22uR5G5F46Z+4MKSwYCC+xZNQME3O+uqN/V2nz90iJbOZ6UBaA7sMACe+JtQtT43toAfN+D4+rYKDJ74/l0fobiFL5yPaDfpxM1lmFmY34ESMXZsiqXIM2u3KSTaRgETlLYR9MJ/EyDDsp+lermMjMVEzTjSosZkUyCwmRlUX88PyqyzbsAfGaobm8RhJ2fIqjt9IF2Bzg7TvomfNLhr8wB3xKtahxPibidnyKwMwxmnl6cJ108GmbgIB3j+FyPDmfIZu1wzyH47QlF7kycczWcEiJnVYLT8Qy/dMI28NIpiuuETc7FG3dIq6w06dCWGnR4qy2ed+OAX0ohW2WGG12ChVSMAQzHBaBxLq+uMsMuM8FDcTrPsTBBqKT5x4TaslTnNk2CDmmJqGizBgJjqW5s6CJjLgD46r6qeZXCZV2HoP/cBI+9XgAuT2sYzbB2tOfw/SsiaziWoWP9g3uqjZphUEBvboTzEzKAeJTXp4tsXFnQ4UMmKe8ZQc8tN3gPTo8zMFFvK6qwZfJ32yXgrXt8LWvQW10+F8t7DEiUGrwvl2f4PERCgIUuLk5bQY/uJ9ge1ad7InNUZC1k8bm4sc6gSrHOZ3F5d6CmexTYqwFjGV/0gT7aC7rT87FXZhCn0uCzHxJlJ9tFPr///7dVqU7PIZPlSxcJksfSR/vWjqQYuLu2pmji/RYDWZdnCWiL9aPK30NxBgqW94DVNQLk6RyfZ1k3GfbF9Q6IpYUsXqPjUutCWqnO1z/zHDPWgACTe6oVlueTTTMU53VJHY5ai0yWb988/t7c2eI13N5UonQ9h+38Zoe5dmXJkqFzfAujDMqtFvyHFOknMvjEuwhYOksKrh0z96NDJ1uzGlhgT5t5Pv2r44J3d7eA02Mnd64AdAcWWGBPvFmmhuGUj8kcUKo6iEVMVJuKii0ztLN5OqnVFp2rbp8Z6KxQfg7bGtb2fexV6ISNpBjR9Hw6ZJ2eylxYoh44GmI2MmTSYTV0OnHJKMHRrU06cVI599oaM5ZzI4ImvU964twIQfLbS8zwTuc0NLo8x+wwx1qoAJ87Rye70mBG59IMM7rJKB3LeyL79cIC6w+TAnw6rpwrBhHWD/ja9VSGZioP7FcI1PoOHW/PJwgui4zQuhhvKsYsluxN60phJxCM5pKi73iYQkymIXr46uq/O1uKYiqzP45Lh/a1c6TcN9tAPk36J3zO2VoBODvFuZsdIeV/KKYU2AHO550toaguMvmxsHoWqoJqL7mTMoPmeEcp/Pkkgwdv3AHiMTr6I2kGCzyfTnw0JGrkDV6X7/NeJyIE6VdmBTU4x3sXsdX1SvG3UoPzv1OiwNNBjWMailNgamuH4xmKMIjjeUI5ugs0hKDdllBxboj2SzK71uwy+z2VA1r1DqZyMRhG4Ek/qfaorPT7iaytiiz0YTZG432/tqbEDY+rKe45rI8OWQwOyRStVNqvClHGahNou3zGMwkG006NAd+7w70oHec+oWt0RgdV1iVNXH5mZhhwd0UvblFHHRbrauOA4HvQcgnujT1HMXx8X7UIXNnjeSMhPv+O0Cy4tgpcngP+36vcs4biXDdXV4EvXxStvhwlEifbMto2P3+cKnG7yzkaih2tIZ/Mca4uzjDoMVhb3uhyvx2sqZeK9MAn30XAB7/T1vcfnvvxoYBeHtizbR6YzJgdObpXnJ0ko+wES7oD0B1YYIE9HSZpmcUKhbe0GJ2gVpfiZ/Dp+PQdUnmlIvZImk5up+ejWPPR7NCZqja5qa4WlOKvrvPzwyk6wqkYQeJ+jdmMQXGdbIIbdCIixI4M0etVZGhfWqBzNpWng+b5pMFP50m/joU1tLqsnT6oqf7aIYvUZ5mdeXeVAFcqakugdX2NWXT5WckFjdp0rq7MEqS3OsxmZBLMbMn3+DYpocu7VLFdE72/DY1q2abBzGvM4u8khvN80hNnRwj84hGeb6fMObswTQe10uCXly+Uc32fjnW7K7L9PWb3DJ3A99YGMD/GSHMmTkr5+SlSVc9OEKyOpkXLohzv34VpOti+zzmP2Jyz0+PMmMv2bvkkAxNSgT0Z5vukOvm7K4DvArEoAfitDSU4JK3Z5vMRD6sghw9gSGfA4uYGlU+ncgwCyDZpUoQvLTLapbqqSb+2yvtyZgJ4eZ7g+/Vb/GzI5Fh7LgNCy3us83ZcZvDk8+r7ot49RWG9dsMCQkGf7qfBHsxKD4qsHZZdaDis0V/fP/446wfcM44zWdd/XL30RJbsk1qLe51k+zQFtXyzxHXsgz9fvwX81ZfwSJTm+0KYrczAo8yQU0mfNeVXZvlaOrbzI1wTY0MsjRmkP18aI/i9vcn9sNEBmiKIJwOf6/tcQ3JNmiJosFtmvfK60PrwoYKK0zkquq8fPFyfPSHA9e0tjtHxRKCrwwCAqXO9DgrZxcLcb46zJ6GLQN/j3v8gtf/UGAN5M59wUCCwwD5JszT6FG/cVb+rt+lbfOY0/35SFoDuwAIL7Ik3x/GxWZLtYQxsV+kgTmb5X0NskFIkyzJIwwzbGhzHP6T9HVSBZo9gVfbPnsrR0aw0gFSEoLjS4jHnRhTtOp/kWFb3mPGWWZfIADCTdbxdR2WMtkuCqrTNc2oa6573qz4MXcPLiyrLfFDj+X54j1RzQ2eAQTrbYUtQ6F2Cv/UDXmdjW2S4IwRpPYeBheEkEM5xnLoAcCFB157Kk1Yte/w22jxHNEygK63eAvSYUBR2+F88THp8WLQKKlTonEYMAtjLs6SsbwgKuSlo8T1X9Szfr7L/ejrGgMblOV53NsHj1tpAscCM/miKWbZOn05u3yWYaPcYOFnZpVNsm2z9dVBjjb8p1Iu/c0OIR5mqR/FMnuB4p0SAY1kGdFG33epyvqIhXlerS4BQawkBIp/3sdvnPZJ18d+/w1ZzS7v8rBS/k7Xc97aBTJJ/3yqS5dAUIlSvnSXw2Bdz3+6JOW8RAFWbnCfLBJ6bVll/TVOq044LNDte0Kf7KTXbVIKKjY5S1Y6HWU4g2SwPmua/f7ZyJM2g2IM2k2PwzhG6EtKGYjx3q6P2NIDP/U6Fe0TGU2URlsG9xzb5rI4MAdc2GKiKCWDd67MveLNLQC6ZQWsFQDd4bNkDXBd7su8zEJWK4wgDwHEZILw4zd+XGlzDcm2WGszgrgpRpLDNTLgjxvzuMnBhhuD6QcG381NkmlSaA+fzuP52ywyAXls7mumOR7huZUuzwWDJk9BFwNC5d97b5t482BIpZKmAamCBPYvmgz5PyKSPIjvK2AZ/f5KaBwHoDiywwJ54k3WOvg80603MjKdhGnRkbm4w43FmUjgWuwTNYxn12WurQsG7Q6fv3RVmXDyfWc2pPAF2p0exr1aX57IMgsJcgg6LoROkxsIEkcUanRfP4/F7Dp24WIiOn64R8G4WlUK1rPU9PUra0r1tjtsHHbjhNJ0/xyVozyQIusMhfk4Dnblml+NJiGx+z2HgwPNIgfzhPVF76HJsYQv4/DlSKxtCrG06D5RbHNZkjhnwfIoOZzrGes53VzgfrS4d63aXwLZU589Gy0PE1hELcS6kINGZcQYOrq/RMTd0oCkc2ZlhRT2/Mst/j2eYeT/srW7xGPEQMJRgqNnq+YfKzbKW3/WFuvMw5yoWAkoax11vE8S/tMjgx+YBs/5TeYL3fJLHCttAKkrPs+/y/jY6okexAB+zw8D1DdF/W9RsmwbnUNZKbhzwHKdGqb6+WeScTWR5fl1nxu/GOu93swsMiW/h6xu891JMrifqYS9MqR7Mskd5IsI6765Dpka5wTGPhoGoYaOHJyPDFtiHs7CtYWzIP0IBdj2uiXhU0Kf9hwF5JvFopfqewzX7qP7ec6PcL01DZbpNg3vK/R0CtENKdw/YKADnpoHv3+Zx5GdaXeDcFNuXXV/jfjKZYZDw+hrw6ikCvp0SBTHlOKZyXPvvLFFjYjLLQGa3R82EgzqZLsfR7rNJ7p9HWngJLQdLlLIkI9xHIiJQeEfst7rG/Wlpl7+PhOlcOw4BtqlznUkgXW9zLO0u9w6ZAW92ua9GQ8cHS7ID9+aTElnTweBlocJMt1SwXxjlfQ4wd2DPsnk+97Zckr6kbTFIWGsJ/+4E6y8C0B1YYIE90fZgnWPf8XFQJwipNZlV2Tg4+plChU6g5/m4vkZ6uG2KzKQGOCAouTDJDfb+DsGQrEXWNDpRUVEjvFvh+5tt1jYujBLUz+RZ6ysVy6tNfu70OB3NnTIwmiFw2ioRiM/kSZ+utjVcW+PnwjZ/7pTpCHYEDXKtwGDAyBAdOl0jWPN8gtHpYQK1nkPnM5dihjdm09Fc3qNDmonTudYN1nQDBPyRCJDyGFRY21c0ymKNAiK5JAH8xgGdTd9nJjefJOh74zagoYdYNHxYH+p6BPU9h/N6dpIZp3KDjng+SWAasen475SZ8d044NjXCrx30RAdwlxS3VdTgNY37qremSGL835uktnjWosids2OcN77FIC6MsP7sFfls9PpE1yMChG5/aqPSEiD6/Larq4JOmuH5QO1NvC5s0IorQtEI7xXy7tUVJaMiY0Dlie8ehq40OH13d0EoJPhcHdbCO4NM0PmeWQs1Jq8psUxgvjFMT57S7sc30SG175+QOf/yhzva0OAFwmobMPC6Uk6DZ90hi2wD2edno9a+3iAXGqIwGCfa2cwm7ow9mgQJ8sb2i1+XtKiKy0C5PlhwDzF/araJM38wjRBpm3yZ8NVGhdhm0D29ATXda2jdB3yCXYqODNxlEJ+ZoLvkyyaoTiDX90+9+bRNMfad9nCS5quUYG81yfNs9457BjGFo8OAfteVVTXiD/6YPBtfoxr7fr6QF26EFmTWfqLU0IZ3mVQ03XpeENj8FGC5HSMQF4GR2W2uFDlmp4ZxrHBkosz3LfW9n22gRNZtGzSx/jQxyOypon/9qtkc9lJzul+ld8fQVgusGfZNI17WyxM/0N2jZgZps93nPbDR7UAdAcWWGBPtA3WOQ6aBoKzsPXw38I2N8qDOimBEqhKmp1tMnvZ6RNA3xXZkr6oXU4KQBUNk7osW07pGh3TH91j/WEqRnC0cQDslvj6/BTBZlkIve1XCARPjfF1IkJnrtwQgkHiOlKiRrHRZobUE0JCW0Vmf2QGWNfopOZTdJrubACTeQqwwWfm951VUpVn8kqUaDhJSvK9HZ47KXrRJmKs1bR0IDNK6mXP4bVIxewrcxz/dplq6yGTwEAzAK/vHmbfNA2HDIROn5/3PNYS7lWEsnkbGM/yuLe3GGC4PMtryadEhijC61zZI/iWNOnNEq/h/BTvS7HO8z03y4ya7FHu+XSwKw3SxWxDqKyngbfuk/I6m6fAnq4zSON6PhxPQ6nBLNCLi2RBeD4QFQrMGjiPi6P8Ur67zQy2vG+6RiActkWwpkqwHLZ4zw/qHOPoEDPUa0IIb3aYACBqMwDy/DxBweu36Oinory+797ivLe6dPCzcTr/g61O6m2C9ufmgj7dT5v1HPVMPwiQHZdr8ML08arnj7LBFmVSu0KafO6Wd5k1Hs+QPXF/m0C+0+feIcUDa22u5ZVdMm8m88ySeuAz3u4xCPbuiupY0OxQYOzLQg09l2TgSAYUpnPcV2aGGQTo9dX4bIu1xxClHJWGonXbBgARJHxhXmWvPZ9rotIAsingL66quu1yg2voK5e5lutV4PWNo/XlqTTH8v9eE6wiTel6/JVLPE6hepQ6X21yPMcFS5odBlx3ykf/Nudw7qbyJ/LovK/pYOA4l3pYVG6vAoyeYEukwAJ72kwDA/zfvqmEHGttJlS+eP5kg1IBqySwwAJ7os02VQ/XQTN0bpSd/sN/OzXO7MJBTbX4km2ppLBXKsYMUK1FR9K22CZrdIhZm1YHqIuWT+cn6aDaQsHc8UhT9H1mmM9P0kk9PQbc21I10aZwmk2dGcuFEYKtoThQa3qHdZiaRppiKsoMc7tHp9o06OxVBGgfEwBuLMNMeKVFkL1dopPYdZhhCZl0dHWNoG1YAPSbG6zXvDCtqNU3N5jdyaV4zL7LzG7P4ef3a8Cb9/n7iM15bHb4+tI04Dr9Q3q9vObT46o2ud5iu696m/djo0hhpPs7vMZ4mMfr9HFIDTUNVUvKnuT+IeOh3mEAYmaYWaQxAWBjIaFc3uP9rbXU8wMIin+f92k4xXvw9gqz7uengHRchw5mtJIRikElwqTMTmR5jvV9fl7Sz2stVTu9eUCHf36MAGa/BixtC6V4l/e/0iTIuLYqPqsrkDye4b2qtQkOlndFZs3n9UrhtvV9jr3d5XO4Vzl+3QzW5Qf2dJjc6xyXAHm3wp+OK/p3W8DssIbPnQG+cB743Bm+/nHZ0okM17zUn4iE+DqX4Pqvto6er9llQOm1swwK6Rp/vrigap3fXQE6Xf67I0p2ZB97+f6hmPo8RIb3vVU+3z2HP99b5e9H0jyWZKFIdfS5Ef793VWC12KDP99d5TElw6RY5xos1rmHzI4we2+b3H8NnT9tk+UdYZvnlsHCRoevQxb30yuz6vsiFubr7SK/F6ot1ppXW/xMJqky27PDDFLODnN/BrhGr61xrcss+7U1znend4Lc1UeYZN+/uyK6dUD1IR78e2CBPau2ccD9UIPQ3gFfbxRP9jxBHDywwAJ7om0wUzNouk5A1OjQeRvMLoykCFD2a3Tarq3R2XE9ZlrKTYK23RJB9lYRePkUsyP3dymkk00ApwQt8u6m6se6Uyag6fboODY7BGQHdcBPkOpoGRyjodOJ9kHHNBUjIG53mUV3BnpRSNphXVDYRzMEn90+KU+VBq9XtuJqdwmyZcswz6d69fPzzBgX68wMOy7V3IsNZuWXdtU5ZvKsm5RCQ5sHqi1YuwvYUaFI3CRglhTLVJRzHDKBV87Y2KrwHoQFZbzbF1RUh45uocrzSXAsa7J9qJZgi2PAjQ0C4m5fgW4pRAQoxoMEJfs1AuRMgnMSsZl9kkrNmqZqsJNRzsfMMAMCpQYp3b6Iak9lfGSSGhIR4PWbvJZSU0W5pUJyucH603gEOD/Nc97dZnb8+UlRpqAxi51P8fncOGAgwvcJctJxXqOsrcxEyMiYyDAYkYqJzLnOOZLgOxMjILEMAieZwUtFVS2pqWtIRVXLpYBe/vTYo/Y6gOtKUsgfVD3/cfaoFmWluo/9KtdidyB4GbEZdFoY5XNrGAzM1TsEncMpPlsPtp+Cpp5NqSdhCpG1sP1wGZC09X1S0CezRzPWYSHydXtDiA4O1EvHwlzzM8NClDDGQGKnz9fzIwz4AapFoDTZTjIR5hqVfXn3a/z9+j7PM55RIoV3tgDfA147z/mTY+y73E9GUsx4bxWP1nTP5YE3lzgXMnCmgfNyf4f73uNeoz64HwFH50H+/vwjlO8DC+xZMEdoUjTa/K4N26pMztD595OyAHQHFlhgT7xJ+uTyDlAFabjzY3R0CjVFf2StHIG069EB7PUfoP3FgS/PkQ44nCDomh/l395ZYZQzEqJD9fYSM8yJKB2qq2vA5RlmNPIpAuxGl/TI85OiPjnGY/mgY5aIcCzZPJ27yRyzrmcmNKzvi5ZmFs/b7hLoWwaBdr3NDPz8qFAHF7TJUp3HT0ZVOzIAaLT4RdHtE8yuFfgez+M43ltVQK3RZv1lSmRNpVq26/NchiFaU2l0cHsuHbQrMxzT7S2hmN11cHGBzuNmUVFhO6JX9uUZAvaIxaxUqcHxuT6zvtUW6893yqwln8xyLJKGFQmpbLWsowQISCXgvrFOB7fn0HnfKvLLU9M4Vs+j4NlaAZgY4njCFgF6s8M5Wdt3UW6ZGE6p+69rar5c4TDvV2XPd9Jwz09TRVnWj+cSpKXJ+tV8koGepV1SvreKAHxeUzTEe93u8bN9h8e3TNJ35bNYbyuBvlySnz09xnGNZwgWIsJRaLd7iIYsRMMBvfxptMO97kNQyD+oPQjWNY3PsWxvJ02WZ9TbfG4HQWQiwoBT2OJ6k+tEPs8hi2t6OqfA7F5lQEjyGNN1lXFudxWFPGJzvSSjwN7O0T7dtRYwnWVHCrm2ZeB1ZpjlGIkos8lHzAWG0vzn3Cjr0mUN59yI2it3K9wfD+cKLB0JiXImWaY0nOTeYJk857hgI3X6PEbI5hy4HsdvaNz7Oj219zxu83yeV2qCSNM1/v4khaICC+xpM7kGug4eon3ItXNSFnwlBxZYYE+8yUzNcMrDRryLqUkf0RBh2UweGEn57MXqCyBjarCAw6yR2SfdTwrmDMXpKO22mNXuOUAyRuC8XyMArLXoaBaqBIU/vMfjrxSAcxN8/+0NZnsjtmphloqxbtjQ+Z6oTWcsmwC+fYPA6dQYkIr6CIcoplZrkN59aYbn+MsbdC77Ijtyc4PZ6jfvA2enCNyLdWagpYq3D4LIRlvUPFp0Vn2frXp2SiLLoqks81aJ51wrEDCfHleq4rIfNcCMV6GiRN+WdlWteNOJ4I07rMuWqu2uoIZenhEK4C5Qd3kfzk0AB8JRbXV5TCnilk/xvfrAl5zM8HV6PhbHSP2stui0pmPMziciHMtBHZjqMtt/f1cwCiJ0wg+EmJ7rC2ZAmNd7Y4Pn67ne4ZxcmSVwtgw6z7Ews3xXZinKFLU594mIUCsfZ9bqzATnVfbk3q+RTZFNiFrsHs8v6fmZOFDrci5Dlmr7Vm5ybEu7DLJAOMx9l3OkazxfU4jb5YQwUq0NuP0egNiRzGhgT489Kiv9OCxiM1g2qAkAcA2+uMA1IMtGJH360gxZGWcnmbluCYG0qRyf46k898DdMlkhIYvrQ9fFvusfzYInI6ShOw4Do7WBv1VbzMImIsDdHdGPXpimkdbd6pBqLrPI3QaP8copfvYh0A2KLjoeRRGl1dp8/do5BtH2KtybZEbb83i8coPrNGLzGAd1Bhgsg/vd9TWOOxXla0Cxq1od1WItFuZ8SFbU47SQxj3pwblPRBhcCQXbRGDPsPlgULPa4k8ZLNwq0ac7yZjUU1nT3ev18Ff/6l/FD37wg096KIEFFtjHaCETaFR2EBoIFzqOj+0Sxc1evwV87zawWvDRbPtIx9huxnFVHXHYogjOTplOVqPDCOfmAR07WYPoiwxOSNREn50kEO33CZBdl45a3yFAcjw6eEMx4OdeYMaj0wOgKdXhRITOzto+UGvr+MEdHicVVzTFpV0eQ/aNzSTotK0U+O8f3WP2tCtqrjWN59A0jiMRYZ1zPsnPA+qnLURCdI1OJABU6uxZa5t0lK/MMXPUF+O9MksgX++ILP2BUvPs9IG+Yxy2Cau2GAR5YUH1O68LR9n3yRbYLnHObm0yW16s83MHNYLjZJTnlXWnoynez+/d5v06qNGhlTTWySyd+uE0HeGbG/ySzCV4LcNpZsuKdQL4vqDk79cIGs5O8JnQNR3xEBXOXY+OtywHSMf4ulRXytGjaV5rJMTznZngF7bMLt9YJx212QPWDghsUkLJ2TQF0HAZ8HE9ghbbZOa80eJzMT/Cscos24sLor/u2lFK6vq+yAIaQCys4+L0yWRGA/vkLGxrSEa1xxo4CdsaRtME0vEwn7N4GHh+jkGcc5NHfy9BZCQkes7HqX+RifO1L8DpVpHlLOWmqMEuEjCfGucznoxQBDAZIYA9NS5aPTYJ0lNR/qw0Va3l+BDZHRen+XN8iOddO1AZd9mnu+ewbMa2KIQ0ngHSUf784gXu1ev73ENkBtgQ1PjtIq/vy5c4Dsfhzy9fIghvd8mwmsrxpyGChY028M4yAI1gGhpf11vc/9tdJebp+Xw9N3yyDv2jzIMQbBNB6VSUPyHYRt6P+XxggX3aTdcYqCs3+d1dbvL1SdtTl+nudrv41V/9Vdy7d++THkpggQX2CVgskUGjrSFk+zB11tPKFlKGTlBSrDOzXWvRAYqHgfw03+N4pIPL+mVZ82sIUavdMp2zWpvU780D4Ds3mM05M8Hj75TpSJ6dIJ09YvG4hSqBfSbO+uvzk6wjXivweFIZPRUFbm34iIU0dIXDqAnRs0pTibbV2nQOew6B6IUpOq+7FeDlRX45VBqqLY8pVLr3qgR1C6PMrkqaejLK7Kgjsi3JKOBpQK9HcJuIAWmReSql+V6ZzXI8gtDNIkGq68mMuQbb4ntcD/j+HY6tLc4DCEVzi/chLmquT48zm7R+oOrlS0LE6YV5gvawrWG1oGpcNY0R6Lvb7Pvb6dO5bnYIZBfHSFGHz89vFQn04xHS7XsOM27ZBKPYBzUeYzQNzI8YmM7TAb2+xi/h6bxqD7RT4nMVDRHIrxUYQJAK9hMZZindno+tEkFDuYnDFkadHun9nz8PfCaEw37j8QjV1+ttPiv7VeDSrGh1tEZn+cwE57bc4L33PJUh0wT9v9oEXl0E9nYrmMolYRhPZUw9sI/ZRof4zNumKtHJpYD3VrgfPaiibhpcoxemuQ5rLdUJwTRES7saPxuyBAOlxqDhZ08TyK8XuI9GbAbaoiGu/aTQJmjKLLgo69F1AvNbm0C9SNr4uUkGplxXZaOlydeOy7GOpABDlBw1O9xL211+NzxYJy6z6e8uc4+KznJve2cJ+OxZjmXtgFn5dJytATWQWfNgbTzAgGLf5fzc3+E6T0R4PTIQ+LjN8Umjnxnm91tHzP3YEK9DitgFFtizaJbB7+HXbzMwnhdJle/fIfPlJNkoTxXovn//Pn71V38V/sdRBBNYYIE9UeY4PjaKGm7tpnG/SkdtJk968CAFslin87S8S0fnnWUC2VSMfz87QSep+v+x918xkmTpeTD8nIhI77NMlnft7fTszFruLp1AEQI+SNDNj083EnjBC0kkoCuB0A0FASJWBERdSKQcBFEgPxEQefkDP6hvtcv1O7uz09PelunyNiu9i4jzXzznVGRVZbWb6u7q6fMAM9WZGRnmRMY57/Oa562xllojpETLmm2SqniUhmc2QfILizXeX78Y9PXuTzNaW8gyCpuKqdSkNiO/H5yiCFs8GpxfswP02UCxSuEu4QVtKnyf9dsLGyRYiRjVsteKStG8Q+XyrRKNw29eYjq3lCS1q0UahRGbkfD7yzSqy3WSx1sLPJbOFHA9ts6qNYGJAsWT/uYOo/qWIOFvtWn8nhomOdep4h2X0R1fCkZ7sjSUAR73K+d5vFSMEfYHKzSoNZFdK/L63pvmvp5sBfWO8xtc+Dru/h7tvk+j1bGVUNw2APWddovK7188w7+rO7yP0wWmvd9dZv2l7s/9/jSPo2tOUzGeRzyqfldP6HCJRxh9LuSoZDpV4L0OO/wduT5bizk2nSVtl9GxvRpWEfTJLdVUPb4ERrJsPZaJc9t4BPj5Q+5vNM/7UqzyO6Va0AbP9SgA1XaDVHzLUpkPFlCr7ACYONZnz+Dzi5Aj9kp0dDo7wN+jlHSUadJdU3XXrTadccM5lcXTJumcLgA75aBrgybxjs33fVXaEY3wOfOl0sdI8/lb3g7Is+5AMNrHf386x+c85HAu/HSO819EORO1mr9jBUrvtsX5/yAh/zsf8vq2KtSucGw6xjoe54iNXTXHVEnadW/0YgWY3eA8NZjhfP7RA5JxTwbdIvZE1lyuMfPKyXB1KtCl0HPItenXc5/XilwfpgtB+uzdJdOj28Cg43E+yyU45+gSkFwCWNw83qyxt4p0f/TRR/jyl7+Mf/bP/hmuXbv2pk/HwMDgNWJph0So1vSRVQJYS9s0+CxBA0iCxk6tCYgo39+tBf2hc0kaYraKojQ6Qa2srYy1RBRIRkgS80kaJ5ZFwteXJsHqS5OMX5+n8TW/EdQ85pIBIbq/TMG3J5tBHZ0vScpzSQHpK9IkmIbtSWB5ixFS2wYGUjzuBRXhvvUEGMuTSDddkn7PJ8lc3qYxO6OMYC2OtFEiiSxWgx7i5TrJ+3g/z+nuEh0UOjrlecDDdRXlcri/YhXYcGkEL25yXLWzQwhGkxIRpkyuFYFkmC29NnZZi+77jFCt7DB19fIk8NefUKBNe5qh0vmXtxmNdmxGrmMRRTh9GomjeaazarG0bIL3KeQE0eHZNWBzkffgy2cDZfDFLTpgzo3QuVBrqki8w5Tz5jbHY2qQDgLX4z0/M8IWTTcW6EQIOazt1r+fRyusww07Qep3LMR7KtV/2QQN8b50QEw2SryPrsdUectiL/VSjQ6Ynz3ieEXCPJ4QvHcLGyQDviJGfSkgFDIOaYOXw0GRtXOjEuu7dDTqGuXLk5zvfJ+ZIt1q5LpsJRpmSYWOjUipsmRUDfTtxaBustlmOc1YHhjOcn8C2BOp8CWzjrbKFKzUbcek5Db3lvlc/vQBj2tbnJNaHeDsac7LfarrgHYopBOcGyYHeWxdoqNT0z88zfltJM8yIF2zfmGMz6qjRN98n89qIkoyO95H4q9bBIZsPu9JJX4YDXPuqNQ5D54Z4b5fh4hZSM0ZO1XOLXot0uVLIcO8Dd5haJux2uRzGlf2XrXJGuzjfEbfKtL9D/7BP3jTp2BgYPAGoHs0d8OX2BNPsyySLm04hZRITL1FMldRhHu0j2R6vI+E8+4SDUFfsv42p5RvdSRR1wrmVKsmzycZujRB8ljIMtrTcUmMGm2Se61kvVlitFun87VcGoDxCDA+I/DpHA3BSoOEa26dn00N0iCaXadhlk+RIIa6jMPRHMnt3SUet96mYbpVppBYs636xEoaypbFz0b7gK+c43UvbnFfiSgXmXuLwHAfj7dZJmG1Lf53cYLb9KdoeLZdGuM6VXK9SINuoh84PaLakMWA2wscv1yKY7BTUQIl/STHxWpQ2xyJBUrCHY/n1p9h1Krj8XpDjkpxbXL/OsqfS3LfOsIcsgGEldhbC5hVAmixMMfm4SrT9XXtfrkpUGsy6t1o05ERcgLyP7/BqJRjkTQDQTSu1uTvYqPESNnEAO9lyw1+nyGb49Ro8Xe5tsuxS8WAj2d5n6YLJAJScrzuLjF1fXlbCfsJRvIfLlO1P5sAPJeG/iUV3LZ0rzUDg8+A3RrJrBYoK9X5+hsXOd9dHKfjqztd2pfMBNmqBG26JPh7PjXM+ejieJCCHQ3zdbXF/VybDtKfo+EgSycVo/HrqppxSwCOYP31pfHAmajFDS9NcN5fL3LeSMcDQl5vApuS+35/RqV8KyJ8epjnlk2wZEmjXaNWhG5DpuuzLUEHZbUO5Mb4vE8N8tybbZb5JGLMuPnOzWB/WgPjV6/gtRRUdxCU2/jKcen7nOcm+/m5gcG7ipBgeVokRPuj2ykVCh2vU+qtIt3HAU/L6j7j82dtd9JhruNk4V28Dtt+8UKYo/bbagtFqulylFJCCJLa8X4SIu2MlKAdMzNE8bTpwSAF/OY8I4+2RUGey5M0upotpkdPDNAYWdkJjLRskoRaC+0M57kvz2ckZKvEf58eJqld26VRY1sU+3GVcbOwyXqhixM0Dle2fUwXLGxXJCp1RtV3KjTiUjHW/OrU4e0K0xFPD/MC0zEea3E7SGO0RND3++EKx2W9RINzuwoUyxQ463g8l2wi6ME9rQTGImHW/i1vk+SnYjyveASY3wRKVToUlrdoXNo2jcsb87wnnq/qOlUrtEycxxtVbcDaHUbjL44DC+vAmTGS4HgkSPECeD6eR8N9p6Jqp+M06Es1OjaGcqzN77g0cnWadjTM9Nd8ikTcsXj/BXiMZIznUVOqx6eHFYmvcNGtNCSJgkrlrjQYGXdd3v+4auEFlUWhSwOiYZKAmqp//+AU919t8DunhoL2aBAk6CEbuPmE+5kp8He8W+Nvc14pOZfrvO7JAR733iLbylWbFATsz9Cp8mST98JOTKLd9hHuilq+6ufz4Odv+zx3nHgbx6TWAm49EczmiOzvSX37CUntzx/zGZwapEPy4arKdglTfHF2nb/9ZIy/7VyCpNRTzj792XRBIhLi3BN2qEhuIagz933Vc15Fjx0RvM7EAaGcgqP9wfd09lA4xGupt7tS3S2lJl5hScuXzjK7puUyqq/bGB6EBJ2F+TTPW6doL20Ha0ov9XIL7JAxkOY8otuJlWpcn8b7papN3/87eZnns/v73RAQ2CwzvX1uvatF2pDERplrmue9BvZ/jHgbn6teMNfx5uFBYKZAId5YhBl7bEsocXUS8ND7+XiZZ1TIt7RA+ty5c/gf/+N/4Mtf/vJzbe95Hq5fv/5qT8rAwGAPH3zwwXNv+6znM5HK4+5aFrVm18QnBKxQCvGIwFBO4PaiVIacwHvTAuW6j0wUaHQkBrI2lrck7i9LlY4rcGHUQ7EGDGZtOLbASlFiYYMGykheYqxf4KOHgIBEOCTQaAGeJ/HFswKREKM+1QajoZk4I7aXJ1lLHHIA35e4MC7ww7sSrkfRtHBIYLdGo3RuvYNk1MKpIcD1bfhS4tYTgb6kRLEmsFPdu0w4qg47nwIujkt8dL+D8X4b8xsWWm7QJq3WJLn1fdUKbFNipiCwW/WQSVhY2pbwPQnLFpguCIREE6tbbZwft+BDoNxM4KOHJMyTgwKL23RISJDEb5YYEdosAZBAsyMRCQl1TIm+FCNPW7stVOstvH86hLVyDKW6wOw6SWIyTiN8vI+G7qMVidWiRDIqKKoU9rC9W0csFsPNBYlI2IZt2Wi5Er4PXJ4UyMRp2P78EY1oT3Kh9CVwZYIG+SMlsPaFU8DcGp0XnufBsiyUGwK+z/194bTA7Bqvr96SWNsVqDR0pE4i4gCpmEQsQqXnliswt64i8b4EpAcpfVydFFgvtpHPRLFZlghZElNDDioNit2VGxJnhiT6o5to1ssIp8bw89koai2BtgucHxe484THvTAG3HnC6wo7dCwkY7y3HVfi6jTQbEnEwgLZJHD7iQcbAh+eAbZLHfSlfDSKj+G67qFn6VU8nwafL+SGzuA7NyOwHRu1Vlebqwjg+RK/ctnC/+8Xh+Ojv/mFEOY3OT/WW12tDCMknesllkscxFfO0sH37RuBE0sqkv/NyyS0P7gdZCVZijx/eJrbXJ9jplA3Eb42zXnzo4ck/NqJWqwBX7/A71mCJTu7VTpXL0/QCXh3MYi+66hXf4rOzsEsBREDpwHPvT8J/PUnHUTCApYQ8KVEqy3x69dCuDFPB+CTzaCX+MQAS2e+et7DxpMbh8bkRZ5P4OnP6Nj0+/j2TaaXHxynfBL49SvA0twnL3Q8A4PPC0Zn3sfdRZWZ1zUfXJqgzXJhHFiePfx8vOgzCryDke4rV6481TvheR5u3rz5zO1OOsx1nCyY63g+PG2/kYzArQWJ0u4uMtkshBBwPUYAFzaB0T6BVJSG0dwm0GxayIwCq5uMlDY7ApcmBUo1RhpcONiqUom2Lw1s7oq92u7tikAmQfXajZLATplkc2aIeUY/f0Tj0LJIiMoNEuKVHaYjr+wA700LbJSAVEygXBeQYNRStwwb73ewtCPwaI1R+U8eCZwaBlxPYEG1s/ElDcV0LBAwqjQEOn4YHZ+GXKlBMlZrMvKciauotwSuzZBQ9qdt3FwAAIFckhHRu0vAr1yO4eqp6J6wWqkOZBICxRoFgrIJ1o43WnQqXJ0imZ0ZYjQ9FiZhzCUoqDY+APxiDgg7UUwXoojGgPYOaxnBw6PTYSQ9E+cxIASySRrqT7aAMyMOctk0Hq8B4TCJp+sCuYRg1L/M16tFOi+WtmhM2hbwwQwdDj/tam5RqgXq9JGQjZ0qDXbLEYhHGFHXBvlwXmCkD/jpfToEhBCwbcCyBPpSwKN1IJ8Ars1Q3bgjBTJJB9MF3hsnHOJvwlNR6gUK7mUSQCQssFUFLowPIRkroNoQSKwqZ4Bk2ms0TGO+3uJ3qlpZ2Q7qytJxgXoTWC0KREOM7EVCDgpZRtYbTYFEycL7M1cwlpd74nav+vkEPj/z3HHibRyTWgvIpQWWdvha/0bLTdZfexL44EwYc+sBiZwu8HuxMDNfpoZYzlFvM2vnN95nlLWX0vjSNiPMfSmmoHc6QWnH0iYdiOfHguh5XHU7yKeA795khsvs+v5ruLcI/O33mQ5/Yx7Y2uX237zI/W5XgP/TlfJdrALfvwP8xjWlot5imZH2HERDnA8frKiyJvDvk03laKwCTigET3J8AMAJ8TjDebZ6lFIJttU41354CohHbFy7du3Yfie9vr9TpvPA9faPk86OsgTeOp2kt/G56gVzHW8em2WusT97SL2J0TzX4J895NwDHN/z8c6Rbtu2n+sH8bzbnXSY6zhZMNfx8vsd66Ml82nbhi8FwrbAuVGm4w5lAQgagDef0E66MA7cmqdYWka1yvp0jpHP9SJbTU0MMMUPkkYelCDbdIGpwqP9TN2dHqRxUqwySqDJcypKctXucP/JCGvkbCW2c28pSEWMhknQqbAuUcgKFQ0S7As9yXri8QFFuBqMciZj/KsFgrQSeTrGevLv3yHJgwSER9L5tQtMBdf14/PK0HKsQOBIp4FPDAjYtlDvMRNgp0L1cNtiZEjpFmF2jSmka0W2sao1JRXOXTBybtMREA/TSG13eLzBNI3vpkovT6v0+ViEBnO1qUkxj/HedNC6R4Bj0OwEBDkZBXZqHPvpIdaHVxv8zlYpiA7HlFjTVIGlBdkkx8dR0bTTw/zO5CA1A5a3AMcR+OIZOgaKVUboRvqYDi7Av7Ew70EkxGOV6jRobYv7TcWUeJJKJZ3f5HEn+plG2/EEPMl9zK4BnXaQYv7pPNPmL44xCgfQ2N+tcSzPjNDhAfC6Hq3S8TS7BtRaEq4HCBu4tSBgWwJTg8dXkPaurZ/HiZMwJs12oFD+tP7fYUdipA97pLsbI318pppttgbUIpO6lWC5wQjRw65a6UuTnLvaLo1b4cm9OcWyBTou91GuM6MnHuZ8V66TEFabPM54f0DahSr3iYQ4P10aJxmvNynW1p8GinVqSnxhms9dS7Xt+8o5bhOyOa93p55fnwO+dp5OPbsr6p5TOhfFGq/T2UtBpZN1MMPx6c4d1R0pNstBhF6Pui9Z+x52sK+932f9nfT6vislRvvonEzF5J6TsdYUGOujg/ZtbTF4Ep6r44C5jjcHGxJLW3xW5zZk13wgsLQFXBg5vufjnSPdBgYGbydCjkAh4+PiVALbVRKdu6pm+/6GEhJr0BCa0v1IOyRCzTaJS7FKsp1LUhyn3AA+PEPl6WiIE+3UIFPEm4ogr+7QcASCvtPJGA1KqHpHWyl8Z+M0VB+ssHY3E2ckOh1TxpbF1lZa5K3R4jHWisBQntvUm/Su3pinMalb+LRdRnvaHbbncV1ez5XJQAxIR5w2dpki/uk821JpEbqkaosFkLi23KAOGupYIYfEUisRWxavWwimW04MsOeuJZjemU8yKvRwhQT/ygQJ8fU5HiuTIClc3iFZ9TyS3yeb/KyjWl1Vm0zhhCQpTkSDXr6eT4PREnRqeOD1CweYW1WKySo6XKzy2jTxXt3lb+LyJD8rVrnPsyN8PxEBPpkL+vTuVFjb+dXzvO5qgylnI3kqnAN0jkwOcjziEeylu7tg/Xo6zuvXKainh3iOwzka6LqFkO8zXXV1h1oA8QhrwbfKwNoO7+12hY6B4RxraGtN3tvBDBXMx/q4jRb9A7hNJs6o1lBWPpVgGXz+4boSSzucB/QzNTMk93rLH0TbJUH94NRhsbRWm84j1wd+dG+/snkhyyyexS3+PseUlsO9JWal9KeAxR0+793IJDh/t5VoW3cNuQQJ++0nQWp0s805T0gKC1ab+9PE35+hnsajVeDcGHB7KVAhP6cEz+AHXSssKzheqUbif3lCCVm2eMyRPOdV7WjVaeeZBP8dj3DeOahers93MMPPtNMjpxyr9Xawvrwq6EyfX7qwf5x+6ULQBs7A4F2FJ/kM+z61e4QVCNa6XpC5chwwpNvAwOCtwdyGwHdveAiHA09qx6UxOLdGgykVI3H+yT0acRFBIysRDSKGo300dJJREqjzYzSAohH21a40GEWc6CcJ0wZW2KFBdnWSKdO+r9LzVIRzcpCOgI5HYnx5ggrgU4Mk1PkUCfl0geI6EDz/fJK108kYcH8FSEdJ1DZK3HcqRqMPAH64QAMql6QCrmMDZ4YD4vpwhZ+fG1UkVqiWVD4Jb9ghcU6olmrhrlXA8/mfFhuzBA3qnQo/184Cx2ZEfm4deLQq4TgCZ4eATJKibTcXlEKuBGo7PK9TQzTG66r9WDqhVL1DNOR1/Wdfhu2DvniGhna1GUS8fEmSGg0DsyEKJUWUmrmjouy2zf0UaxxbCUatWi7w1bNMjV/ZIYnPJXkNIZtjEg2pFkUl4JPHjPav7dLov/WE9/PhKo3/sEOnya15/m5OD5MYt1wa+45NBwbrYFnP6vlUQU5Gg57buzUeu6gcSQMZXqOnDPdvXsJe+yQpeX2616/vM9L3cGW/YaBt6EZrv1PF4N2Ebreo0WgHr6cGD28fdvh7ajY5jzi2UupvcN4odiuby0DZ/Fcv8xmYXVNigwoCfLaG8ow+tzpBy61IiI7TUp2R5n39vS1+1lZCkd2wBBBTXSZ++oDfcWzO4z99APzGe5zjr88FisRV1Tngw9NANsXXw/kgDX5VOQZtm9v1p4PSk7bq1d3s8JnuPo+wSj1vtjmX6+i4LhOxbGCnxH87Fufi7QqdaDhGg/4o2OD5ffRwf0bAJ7PAl87wcwODdxbKDkrFuWZqey8eUfbRMTql3lrSff/+/Td9CgYGBq8RlbrcS7cFSGiGsjTadqrAF06TrJQbJKvRMOA2A+JVUu2zRvKMvOr+1hMDTDvfrrKv8sVxGpYPVoBvf8rIyMImyVAuQQLoecC1KUZ8Ox6PdXWSx9UtqHRLli+cIvEuVkhmf+lCQOSTqjZxq0QRj0drPDcdhU7HSeRjSp37u7fUflvcdyKqiPYq/93s0OCLOPx8KMfzLmQCshcNY68WczhPR8BoXiLkCGyWeH2jfaxniqi6ykKWBuWpof0iRfMbTL/uz9DBsVmmE2N6kIZovUmyWWuq3t1RRnHXdzkuP7zLa3QtqoUDTLFOxQWiYVqjN+c5Xpk4CfNOlf/+6nkS4XqD+/jiGa6NXz0H/OAOx0mnoQIkyj95CEwN0Giut5QaeZi/gVqTZEAIjtnyNn9jHY/XbSlj+VSB71+fI2nvz/A4a0USjoUN3i8pgVCc9+DmAvcxu6bLC3i/BIJMhy+e5THvLAaK7FODXPQ3ywejlOzhXmsFDqVyg/sLK+eQJZheH35rV3mD40CvdosaR2VCRMMCM0MSj1fpaAvZfA7qLWBmEPj+XdWXuytiLQTwYJVz5J5KtlYvH1It72x+9mQj+C1PDHL/jTbT0h+vqe+pubHl8tk9O7p/n2dH+f7/uaGeI9lF1gXno8frdGppaCfXgxWmxsfC1IRYVnXpZ0b4DFdq1JfIxLm+tFT3iv40579wKCDPuzU6PUMO99lyg5T7SEg5G7IsV9L6EjqKNpTDsWouHAUBRrfPj3Gt0GN4fowOlLHcqz8HA4OTCgEGEW7M89mOKS2ZZofzzHEmgpjl2MDA4K1As6NSukEimE+S9Fbr9NwPpPn3gUoVnyqQTHc8evmrDRo651JApRn0UdbiVTqS0vGAH99XddJgBHJKEd9SjdHaRotE7/w4U4B1l4y5dRpUmTgAQYPq7hIn7WyShuX379A4e2+Ghujcuop8tmkUrhVJoGJhGrzJGB0Gp4dIVoWgMbdRYsT85gKNP1sZeh2PEdmKcj5owbH3Z0h4P37MbRIRns+tBZ77YFpio0TSF3Yo8rNSBLZLgYGWTtA5IEDj07KAvjT7jV+a4HU4eZJx3V/39DCdCg0VBdLvbexy7Ja26VHOJunwGFUR/ZAjMNbHGuXhPJ0LD5Z5rfEI8PEjGsgXxjjmP7rH80rFgSvTTM+e3+A5X5nkPcvGaByv7QC/fFlF2h2qsS9sStSbAskYHR1nR0kyTg/R6dJokcR+MEODPB2nU8Ky2BYI4PiW64y+NTsUnZpfV3XkFvZU0XXaeirG30izTYG4x2s07qHu8Xg/CXevKOWlCfZDv7cEnB8NxOo6HQ/JmAXLogPDpJa/22i7/M30wtMyIQZSnG8/mSWxzCbobLNtYLdCUtsNz6fSby5BYjeS57xZb3NO7k8Cl6c4h8UiJLm+5HOQT/D1p3P8XrzAZ+/hCvUdHEvNu10CZktbJLuVuhI9BAABSB9o+cpZVex93bsV7mNVzbVtl0b2apFZNhtVEuJukl/Ichzem6Zjrdmmw26mwGd0KMdn/u5SUMt+YYzHabU5/3bXuZ9RehLdonKvCh3JaPuthSCToFTn68uT/NzA4F2FBG22syNc63UpykyB7x/n42FIt4GBwVuBaIjGivRJ3roVsVsdeinPjVFZ+t4SFVuvTtHI2y4H9c7ruySB0wVGoJttlW7XokjQ/MZ+sbGKMroA9nu2BA20Up3q2+/PkCA9WiFp1KmQAxmmGfu+6h3uk3B5HknTQFpiaVsgFSd5+tlDEu16K3AAzBSo5puJB+S01uJ+Gm3++/IEI6S+Ujm/OE5iXKrx/GNhGpO+ZEq7jrB7fiDONbvOCOnsGo9fbzHaHXF4bgDHbW6DNdt3l0iE9XchFPG3Sdp9GaSvP1rFnuBdPsXxWSsy2huyaWSfHcVelH2tCAzlGHmPhgXiUYl6i/sFSNjbHp0qtsVzvbWg0q/BY/78ISPf4wO8v9dnue++FM/7tErHd9T3bywEGQrlBn9LXzvPsfvhXV6fABDyVLlAgeNXUeJtjorUbZTUObVJQPwcnTaOzXOOhSnsJ8HxEoL/peOq1/YWlZsHsyQsrs/fVS/MrgNfPsOxXdtVEcRNwO3w+Tg9EjgwDN5dhJ2gHOEgnpYJsbAJ/ESlbUdC/P5PHgC/doXzcKvS41gqzbrtch7txoVxzgE35g+Ll6XjTN++PEnNjcVNzrmXJ5WImiDBHc3TQdBUJSq6lV6zogzjbutYcl5v1w6rpU8VSOg3S5xT4xHOi5slzvEXx4H/78fBdyoNZrZcmeR4nR0JUu61c223BvzgbnCsZhnYvsvykGyCnQUG0yxZarSUIyL1eiLdluCYtlV7SR2lr7f4/rmRV38OBgYnFTboYMskaE+FlB5Ms8P3C+njO5Yh3QYGBm8FUnGByxMSc2s25taxZ2AJwTTfkEPymU8y8qdb0cQjQHaYhs7sGgl6X4pkb3aN0ckzIyTCmTgn4FCI2zc7QZ3ezx+pmmd1zLYSJLv9hIZVMsb3dyr8biLKY4UdpvAJBBHdmiLyQzkSwFaH0ejNUnA9OVV/7qra3vvLNPZ0ir0v6Uyohlij6PpKYGitSyxslMaqbsnT8fjfTpX7j4ZUeyvVRq3V4WIzrVSxdZpzvaXGGozWTA2SgF8YZdpkyOJnTzY5hq5PMlpVtVEbJeC9SbbcSqssACG433Kdhvb8Ju/Z1Sm2wZoc4DH7khRLe2+K49GfYnS/1dEt3VTrNlWD7jhAQnCb96cpiqYJrpQ0qq9N8f3xfl5nxAnupwDJQ7muFNS7AsU67f/eEu/RVoWOkXqLThhb0PHzaJXfq7XoAKnU+d/kII8voDITJKPkfWnesw9P8fdSa3Hf/SqFvJdhrkX4pgYFhrJUpb44LrG2toOx0UHEI2+nGrHB8UKnindnS2gclQlRqUvcVNsfFNn6dI7P4rdvHt7fqWHOO+9Pk6RrHQZdHvPRQ+WcE4FYkevTGTgzxPljIMOuEe0Oa6wTUf7WdWq3blE21kdCfmkS+P7tw8RaKF2Lnz44XA8+PgD8zU0VaW/u/2y1SLJ/EM2O6j2u5pa91PkC56rvqPFIRveT2lsLwC9fAap3eR16HvJ81le/DuhWZel4UN/u2Hwt5X7FdQODdw0dCUCJpj3cYmZKRAmfQh5vJohZlQ0MDN4aTPRJnBuz0WjRiEipCKGUjOxW60H0c6vM9OiHq2wPM7vOKKNtk0j2p4Bff48Tq+exFjgVY6Sz2WZU9vwY/0rJ96QkYdIK4ACPVW0wOnlzgWrZpQaP73okc9Ln30qDBHqqAJwqSEwMMApSrtMAnBkiCV7aJOnKpRhF8SXPudVhtCUZpeGaijHNuD9Fw/L2E0akmx0S/QfLjLDuVJjmbNtMK0+q1M5Gm7V+zTaN3PEBRr9G8jQcE0qN11P10W2PkZF8iu3RJJhumUvye8UKCXBNEUIBjtlWiUZwqap65pZpRIcdoJBjhFcL1a3t8Dorda50nk/Bo3aHJHl+gw6WaJjHX9nm9xybY1Br8r+IwzICnY4/kCEhF6BYXSJKw7hSV4JODvej27PpOlNL8N8DmaCNUbVJB0q9xTGPhrjd+IBK55+myvHyNtNIMwmS8t0aPenZBO9dxKHhXWvSWfJghc6MjVKgGN8t2gQo8T4vOF+AxCkdF0hEgEpxZa/vuoEBwAjxpQk+owD/Xpo4OhOiu5TnILYrdCR9/QJ/xwL8+40L/Hwgzfmg3uLvuN7ia8fmvADwOXI9/gVUFkySz87cOsUs59b5enKA89bNBZ5XRLXhu7mgek+7PJf+FOes/hTw9YtcD3IJZiIlY5yHkjG+TiixtF6IhGgYH3Q2pGJ8xu8t8fmX4N87i5wnOkqDo9XhGtLq8HWjxfn/2gydoOdG+ffaDFsU6tKkVwrBOarWDMbcU47RaATHW7RqYPCWIWzT1rqruhxI8O+9Jb4fPsZsFLM0GxgYvDXYqgqsb9Ux1h9HtUmjZ7VGUpSKM52w2SGRHMhQ0EunoQuVIpyIMJIxlBcYAoWEmh0aTk82SJwerJCkJ2NB1GY4RxKv29gA3F8hF6hSx1WdtFTCWmdGgbuLNOQcSaOwVKMheeuJwMQg9zeY5TU8VGQwn+Txb8yTAE8MsNfsg1VGWi9PMBq7VWId8G5N9acOkWgCQXTnk8dMqV7aZn3yrSeM9G9XAmXesX6KjH3xNM+1VOPf7SrPy+5SFe5LkaR7ktfsKOIsfRqmWyrVMxLi8aWkkb60xfT9Rpvfv7fEFPClbR4Dgteqjd6HK0BfRqI/yUhZX4qEOxFlZLjepOMhk1DRrwivv9akgyOi2pP1pXgeOoLcdmkQzxS47WCWauaO5cOxbfYPFkp5PBq0bbMtJZQHEmot1GaB9aYfnuK9ebDMqF5/mr8HKZkZMLvGc15zKaYXVq3ZdqrcVrcf60Zfmg6O208CNeSqMpzfn6ZI3YhKxTcwOAohR2BqEHsZEc/q061Leco9iHcmSSO0XAe+dm5/n+5pJXR4Z5G/Z9fj8952gS+fZWbP4hZYey0lhGK2Qzlm/7w3zee+XCdhPTtKZ9tOha/rLaDRFaVd3mFW060FZivp1POFdeD9U3w/k6D4oT5PgPs/NwJ89Ojw9Z0b5T4GUvyuFlLLxDn/uN7htkKrRT6rc12lSb5HR9tEP+cOATpnW51AYC0aeT3tuixwnlvb5byXUGVKurWbib4ZvMtwfdotsbAKGHhBgGK7ws+PC4Z0GxgYvBXQKryl3Q6mxoAf3wsIcNsj0b4yqeqM12jQTPbTqFguAqvbJGBnR2mw1ZpyTxW61uS+pgaZPtnqqBZcqv3MNy4yOl1vM4Ks0/OSURLoeptENRkLIgnhEIn3uVFGPkpVEtWrUzR+lrcFFjaBr5wHMjH2inYsGnefzKp2PAA2yrym3DSFebbLPNcf3A1qIgfTFCZLxhndqTR4/GqTkaCEIn9bZYohzW/wOCP5QCAoG+ff+Q2Sw/emgfW7QY9XRxmZ58cpBpdPcpxKdY7TmRHWEa/f5YLVdlVatGSEemGD0bW+NA3VZpvHmh7ktRayvBfVJiPEY/2AVaVBeHqEKV+pKA1bnWI6XeA9/+FdRu9026HBDHBRpXlXlVhRXyqoa01GVU/eOtXMay2g2RJ745lMMAo4lKPTxLJ4Pa5H43lMpaXHwlS8b3V4TpUWHT+1FhfqHRX5ty3+7rIJEvyHqyo6lw4yIQpZ3p/NMgn/TIG9hjVuPyFZSESDlPZbCwGpNzB4FqJh8Vzt41JxgSsTEj+8d/izyxN89gczwMezgTDYlQkKov3NbT5Xumbb8/n63jKfyWpDz5Fkm/rZuD0PbFT43I33K62FeQoX1lucL1wv6J3bbDOKHHLoCLj1JEj5ni7wXJe36di6OhXUtd+YB2YtajZcm+5SS4/RKTmQ5jytWyLqz0b7OLfObuwPDPs+HYoXJ5S+RRek5DOstS90pNm2uCZ8MPN6CK+U7Gn+pbOcR2bXWOb0pbNAq2nSyw3ebUhJm6ehCLcvAXh8XQsd7/NhSLeBgcFbAa3Cm005WN8FrkwxIt1tMK0VaeR8cIpG2cePOIHm0zSyOi6jg/UWo4rbZRLwaIjvfTqvIiKS0QxHtV6aXWc97iXVp7neIKkfzQc9pPvTTEWaUH2i13ZYp+t5wFfO0WNaaag+3i7JZixCkpWJk1RmsjSIHBVd1pAgKb8yyVTNnzzgeXoeUOtwHzFF9tJK8TxsAzsdGlfNjmqPFeF+r0zw2u4sUqgrFmWa88o2I0uOEl/60ll+Xm7wHM+PMSVSC7lJBCn0S5tse/Xhadaf67Y/M0PcL0BSWarRUK42gUaTxHZ6EPjFLN/LJmgor+/SKPZ9tg56XOLYtVwev1zn/frSGZYGrOwAO0qs7PwYAEFyvFnmNev/PD8QqHM9jtnFMWBtx4Urw0hG94uQOTbvv+8zdXWkj7+btsvfSccloS/WOE7Tqm4bILF32zzfeJhR8NUif2/bY/ytrlWDdmARh9c6nAUSscC0H8pK7FTYekjXriaidKwsbPZu+2Rg8FmgieutRWo+pJXI0PQgsFai8yseDkor5jY4x+xW+XowGxDdjRLngC/MsFXgp/NAuQqkk6wPH8iw9KfjstREIBCfDIeUY9UNSkh8qZxV4HO3uAVcGuM81mgC91f5rF+c4DXcWOhSDR/hvBkLcy6dLqiDCc6VtsUypfmNwPna6jACP9HPbKd6m44yIXhOqTjQbHEuqrWC809E6GDNJAKHn57XG22O2Vj/a7iZgurlHz/i+WbinPs+fkSHhEkvN3iXYQtVqqK6HmjdhY4XZLYcFwzpNjAweCugVXjDlo3ZVZKO4SwQGQgMGNdlOq7n8bUPErxKjdGWZoc1ybkEDY/NMsl2JMTUyM0SsFUNVMShUsJbKmV8p0KCtlXmvtZ3ud9Clgbep3N8raORO1VGk8MOyVGxSiJayJLItTsUH5KS3w+pOt1mh8aarh1vuzRA2y6wUeN5ODYJKMCIzvkxRjFEXPUml9zfmRFGWKYLrOte3WG0ekGlgDZdwGswUjQ1GBDu63OMOOVTJM4SND5Xd2iclpQqcCrGa94qk/hGQzRO4xHWtq/tcJwvjjM6HHKAYonXmU1ShO3Teb6fS9Cg1cRydp1GfrPDiHM80iV4pozvu4sUsrMskoJmh6R/t8bo1PszdMZIcNz7U1xcM/Gg//BgFkhhDUPDE4iE96feTg2yndp2lYb739xWSvHxoM/2xADHXNftf/E070XbpWNlShHx4RzT2BJR/jZcj44EjZbLc3dspuRrtF2S9VSM46b7rOtof7PTu+2TgcHLIhYRuDgBjPez/IYp52Jf3+/udnkAn9czw9Rg6I4STxf4fOxWGVke6wPCg6qX9hrnm6kC55GDyuaxELffKgclLvqziX7O9RP9wN3l4HhTg0xXnxgEvn0jiFSV63Tu/fpV4OYTzsdfPsM5z3WBnz7ks1xpcPt4ZH9f7fUyr+XesjLGle7F6WFm8sTC3GezzecxorQmfD8QT1P8HkIwO0nPZ68a60WeR6srVVao908PvZ5zMDA4ifAkMxZLDSW6CtUJxeL7nol0GxgYvGvQKrxzyx4SqsVXxyO50gJY0wWS2u1KULtbVSqxjQ5JcSrGFOc7i4ysCjB60nJJMou1/Z7NZAyABRQy/GxHkaZqk2Rfp2nfmFeiWw6NtjuLwFfPM4oj/aCubzBLklnIKiK8QWN0YoCkuFhlVGJ6kNdRbyvxLJ8GZkn1zN2pYs+Ca3skZV84RQIeDTHKcmqE28cjVOu2LBqw8+skf7q9D8CxXC0yhf1vbqtIv8000sdrjGpNFhjpbba5L0jAdV3kkg7CNtO/l7YZ2Xm8Fqhuf+WsUu0WQXpp22WUxfVpkPuSJLjVCca+2ghSVHWP62yCRr1ULdJi4cAB4foqGt5hBEk7T65OMlJnW7yHqzt0ADTbvD+DGaDTbiIZk7C7UwwUNsok0QklQDW/TtG44T4K3YUdEvIzqpXQvWVGv08NkSzcXw56d4/mecyOq1TOFXQEKmRDRbWD6HXY4e867FBAam98lJDTYIbjYmBw3EjFBVJdr5/W99v1GW3+0f1A90K34Pv1q5zrtsr8r91uIxymp+jRqioJGSdx786S6ai2XBfGu4i8cja1Xc7nP7wXEOtSnZHtv3WVc1AuEZQPhWzO3bPrLD0ayAA/uMf5N5vksx2ySUSl5LyqDXAhGPE/M6SE0rTCcZbPciELfPfW/vFY2QF+5XJQ166hI/danO1VQ2cGxKNBrb1j8/g6Y8fA4F2FIzh3XZ1kJuNeVswwnXHHKZliSLeBgcFbg5GcRKXiIpViJBZgDV5E9Yct1QG7RHJ1dQqYXVXpffFg+9E80xF3a3ytoyZbZUZVJgcZGXUsEm7fp4GWjAFfPIW9qM/pYaYFR0IkZE3VsioR4fEiIaYhnx5idGWin+/NrSvV7iyN0USExt/PHvH9VIzndnOBUdqVHZ7bxXGS8FKdBueW6pMrFPEuVlk/nk0w6r1RopE4nGO7M19y8cgnGZUJKTXhWIRkPqoEzCoNZQgKRqjLde4vGeW5AbzebIJkuNnm989PURxNgOfWl6LjYH2X2QU6yltvMkp8ekg5S2wa14/XSOTDDh0D8UjQbiikyP+qilhn4jzHSoPG41aZqddbZaarh+2ghjIZ47jnkkAiKrBZllgrcv/JKO//nUVgLHO4MLrZlmi0g17ZtRbrvLJJOlp8JW52e5ElBLt1/oaKFUa6tIrxXu/eNjMgtiusQ9Xpq70i2Ok4MDkQ9Cs/NSTx/TuHn4lklO3WRvKSgnQGBq8QT+v7XcgE/W67W1Pp32gq2nufxSrn3U/n6SDVnQHuLTPSFK1zPhzJKw2NFks1vnyW6egHay6lDAQ1PRm0Mmu06ZSsN6g78Z1b+8/hB3eAv/MByXSlSYenFlWyld4GQB0I3ae70eZ8c39dOQQPXPeTTZbz9MJ04fX06RYi6NQQDQNOlOdYqQOh1OsRczMwOKkQ4Jr+8SNmy+n559YT4IPTx1t9YUi3gYHBWwPHBmTtCU6fuoyBtMB2JYg879ZJ9GaVmnciSjEwgAZHo83Jsz/NWnCdNigVafU8krZfu6rEf1QEfWqQ25Tr/F6jrXpgjygBskSQjugrY8/2gp7OzQ6/W2mQqM+vq2izIr5DOf4bUBH3Dgl5pU6yOjFAwrlTJYmbGiDx1iJANRX5uTbNlPpGm2nVGyXuM52goTWUU2JEPol2ucFodjLC85SS/ck7Ls/L9el4SMe5r4crdAJYgse69YTHTkQtXJ1WUWmwBrPt8pq3KlQY7nhAsU5P8lBWtRMTwD3VbieXogqxRCA6VG0wWj2S530/O0ojuKxqsct1ld0wRBK7WiSx16nxAO9rtcnXuSQwZjM19mBaLADMrQmcnQTiNuC6Eks7/C1l4nTSJKJ0TFQaAJrANuiQOTfKbTZ2WdPp+irFVCniez7PybZ4n2otGvQzQ4Eo3sEIdqPNtHnHDkTSdP9fXZeu9xeP0BHQVvfNwOBV4ml9v/vT/B1r5+NemqaKEg9le+8zFuZz/940cHuBz08uyddS8pk7O7o/Zf3sKJ/haoOO11JdzV0On8daExgb4P4PprpnEyTtvXB7ATg7xrl1T4nc5Vz//gyf60/mgv2dGuJ8ul1mhlI8sj86vrELONOsXZ9b53ykI/XREIKUgFcICTqbt8ocl+4U99G+13IKBgYnFi7oiPvCDMtOdObLB6eAeh1w88d3LEO6DQwM3ho02kAofRaP18Se9/HsKA29tFL9lpJkpdoEfnqf9bWlGqPJW2UaG1FFLnUbMenTMIyESV7ODNPTqSOU+RRJXccLzuP2IjDeR/Kq0801klESu1iEx4oowat8ikZOX5qE2pP87sI6ABGIkqVVyykJ1jr++B7TogGS74E0jcDBNJAbYaT08RrP8RsXGF3WqDVp1Orx2i6T8F2f4zk2OjQgww6NygfLPCfHDnpB6zpkz+d/t54ogjsACEjMrbNWuuXyeCGH17JWZMr+k03el588oCfZl1Qr9nxuu13h/Tg/Bnz0gMRVq6M/XFFRJZ+GYzTM9miZOAlptaFadwlGsbLJw78b26Kzo1vB/CDqTR+djgAiVLtfKwYZC6kYx99KMOpVVSma2QT/830SaQkglyQpubmg7r2jsgqazHZodJjGWsjymtaKNMa7oX8/s+tBmnk0zN9NNBxcr6U8B7FI0LPbwOBVQ4sMzq7T4ROLMIMjHePctVrk71SLnlWbFA08qgTilJpvf/E4aAfW8YCfP2R7vbYqIxrKUsOj1SGZDTucPzaVIKZj8ZnardGRN97Hmm6Nikp1/7++SGKfiPA51JGt9d2gJd97U3w2dX32SJ5zsxaJhCqVuT7Hz7QoZjwStCcr15neLsH3r04HOhKexznBeh2RbvC6rh64pqFc4Cw1MHhXYQGQgh1hYhHOJW2XXVq+cOp4OwyYZdrAwODEw3UllotAuSawWQ7jyRYNh0yCBk5/iqmIITsgho6KCC5u0/gaSJPYbZRYe/vxY06mIUdFNCSjD7t1kvC6qtde3wXuL5FsTReCKGPIplDbUI6vr8/tjz4CNERTcYHTwxJL24yUTxdo4GUSulUVRbOancBhoHt996ta3YvjJKyeMigFGGENOUw//3Sex/7GBRqdza666FabxPfH99W5CxpcVyfZh7uiUtAnVUT11HAQhbcskkstFlZpMJ2z2gDmVF13Ni7Q6vCzwQyjwi2VIq0jve9NAzfmaGjqmmUdsYWksS4l07zPjlAhuO0CYTXO95c4Do/XgGsz3L7ZYS2oZalesxbgdnobkDrrQMogzXSvz7ZQ6uJRC6GQRK0psbEbpHqnYvy9LGzwvpVqKjIkOCY/f8wofVKVKcxvSGyUaMw/2QyyK754hk6XaCgQahvNS1iCUW3g8O9HR7Cj4f0RxoNGwEyBn3veZ3rMDAyeC0f1/W62JaYLnNeqjf3ZMtNDfJauTPLZKrZV3XaBz8dHD/lM+11OMUtwLjo9xLptXcLjSxLXSIgOxKVtEnFPkW5fAmeHWds9kOacrqPgWZWVMj0UdKaobjBqfWYkaB8kBJ9Xfbx4hK3BYmHO4d1E/ZPHJLT/76f7na8C7LKha7g3t4M+3QMZoJDj+LxqCADDed6T7muyBNcvQ7oN3mUIm055X3LN78b8OvUkjguGdBsYGJx4LO1QWbzVAW4sSFhKfUbXPn9hhiRcKAIlJI2viENjayDDSPOFcRKh/jSjuk82GY2IRVh/HFYEfKSfxPDGvKqFtkno7i2pWvE1fi+ToBF5epjpkPPrJHc68qMjQuP9wNfOAau7rPlNqnriTx4zOnJ6mFF6QNVKezTePjzNOuQzIxLRMElmq8MIDUAC2JficUIh4OFyoGiuMZBldPxilxBRvc3U7eE8nRCVOsXFhnIkhdemWYPZaPFYVyZJ7nNJbitBAzgeBuotQZEeFdUHlLBZhwZqPhkoto/20eDcLHOMEhHVpkP1wlwvcptWhwZ6PEJiXm9xXBptZius7zJSpe9NUx0rq1LpY11K3pGQ6qcd4f6mB1k/ryNamuieH7ERcZiiv5eejkAI6to073/IZkbE9CDHteNyXL9xEdisYC/t1rFJykM2r32sn6SEgkqMXoccgcGMxHg/iYqOXvvKcZQ4EME+KsKo3zcweJ042Pc7GhYYSEucH6XzTUdUx/vpGO1PM2oddoBGzkcszuyNiAPsVuhMq7a6aqIjTEuHZBbM6g6dlPEIo8vNFuvIv34RuPOEc3I6zjrMeATY2lUaELHAyVdt8Hm9Og185wYAtWbUmlxLfu0qz/snD/ZfaybOLB3Xp5NMp4mfGgZ2ypznvn6BWUA6PfXKJOekYjVYa7STotHm9bk+XjkkeP2z64drzt+fMenlBu82fDfoitCtDyFUnYh/jB0GDOk2MDA40dAtakbyJDS2JQLlbJ9tt3Zr9OCv7AQe/JDN6EXHw97313ZJgPLJQPW6raInuRQQcxhl3dhl+ni1QaNRyoAA3pgnyamr/rPfvUXDpZCjWrnX1XLC84EQ+DoSIlFa2eY+L49L/OoVgZsLfO/aDI9brNI41e26AEaWZoYoltVsMx37Ryryo0ljIaOusRQQsqkBnuNujdc6XeC4aMXan9ynCFB/ltvvVIFTBWBmiMZzs8Pvza2T6Gr130qDhDCpUs5rLRqS/WmmlmoxsA9Pqx68LRJnfb6Ozeu0rUAozRLcNmzzuh2Li54lOPaux9dbJRLzbSUkZwvuW0qmbbfavKc6yqZJq44GOzajcVq5XoLXEbIlWi4dJ3tReIWOx/dPD3P7eotG9N71WHSmfNpVl+16wTm6PtB2JeY3Ak2AmSGp0uUFTo8wgi2Vp107BN6fZl/5kRwF1Y6KMBoYnBQM5ZgB5NiBIduX5vshR2ByABhI+1hc2sX4WAHxiIXtsgQEyW5/VyRWz1uJKMs78knASvEzAc5brQ7weJVp3IUsn/3Hq0A+wc+Xt4GQy0wlzyPpnyzw/f4MCXLLJfHPJhnNTsUCXQt9DSGH8+aDFTrigMAh9+WzQQvDL5/dT/Atixk6HY/ZLjGlwXDrCTC7wfKhVw0bLBuyhBpDda6ux/fHcq/+HAwMTiwsOv4zcdoyWjwxGWEw4zjzyw3pNjAwONHQLWpsS6UQ+kEvxZBNErS2w1ZX67uAVP1TtaDNVIGkdihHkuSq+m3dL3Y4zyj69VmS9JlCYDDpVmS6brjtMooei9AgDNk0tmbXSKQs8BizawG5Oj1MVek7qh9zMsb9LWz5aHVsZBLcn++RbA5meE3hUBA51oiGBbbKci8VE1Cib3X+23ZI1FylRi4R9IHuJoF9SaZs68i2jpxmE0zHXNmWuLfMa5jo57heUJGmcyPAwzUayFtlIBwSSEQY1V3dCYi9EHQcAGzVNtbPEoD7K6yZ11kEUVVHHwszGn99jrXuIzkavwI8r80yty3WAQhmHCxs8F6HHaaZWoJOhosTQXq45/Oz0TwdOCs7PLedShCJi0eAlR2BwX6BlksSrsdUo9LkcTd2+TqbCBw8iRhrM3vVi2vycXMhUCputIOI+NRgEKm+raJ1us97vcW0/I4LjPUFLcQORhgNDE4KNLEuZI52DEUcoLq7iohinJbFqPCdxaDdY1gJol2eVNHpjf0p68kYM41mN+no02Uiuqf2nSWWfTTbzAjqNDkv9aVYG/6zTc4B2URAkncqdPpl4ySn2QSdpa0O54g55ZCzRSBGZllcPwrZoORFzytj/ZzX+5LMjOkWabo6yTnmoPL6q0BHMnvGsYM5UfcY931+bmDwrkJKlrV9/w6fcyfMeaZUp51xnM+oId0GBgYnGrpHccdjenNtOzCu2h57j3ZUHd+XzjIiWa5zm6kCkAjTa1lrkWBODjCiO5LnNt/+NCDxLZeK3FenaPB5kgabpSKy7Q6NvYoi5Lq2u+0yOrlVJqlMRBTBVzXkp4cDpXTHZtTEFozMp+PAozWS4rDN/pDSpyruQWO12ZZ7yr7DyomwtktSFgmxJdjPHnKsYmESusGMirgrAZ9SncfvuIwO3VDR2UiI+/vFY16bFo0TgkZlx2NtZVoJmD1e5XjEw6wHz8SD721VWHMeDQuU6xLVJg3kmQL7YG6UKFCyXqJqKMDPai2OfaXB7Zot9gXvT1M0LhFl+7XtMsfvw9OBI0ZKihx1PMDpBOS/45GwzxRIdiMhXrPuDV5v8/dwfjgCSwZKysD+FPR8itkE3SJ1GjMFlcLeo5VSJs7ShngPktwtlDaUlao/t1J7r/F3XG0C1Yf8dz7F6HjoOBuHGhi8AryIYyimHF/Dec5Bej4bzjM1/BezfC8Z66rpdpltovtcu0ofAio7Zr3IOWhiAJj3g+ybyQE6NH2VybJVCaLZjgUIi+Uj4wOq7WCDTrUreSBZ5SEGMnQcaOFI3d3i54+6LqrOuXkgRZL93VuqdlqQeH/vDvDLl49XpOko2IJjvFxU5TGhwFk7muPnBgbvKmybz/nXLtDxrR1jX5vh+/Yxih0a0m1gYHCioXsU/+Q+I9PVpkCtGURzY2FGY+c2VA1ylNGMept1fu9NM+242QbCSeD6PFMIL4zTUNIiW55HkowQU8uvTAE/uksDJewE/ZanCowS696mlgjq8h6tcT+bZUZLfIuf33nCqPJaiceLhvj9WFj1aoaKtiiSPzHAaziIZoeEbGOXBlMyxghKucF6yNuLgahYo83I0eQAyahuozZdoHF5ephjZnUZXFLSqHy8FqRwdzyez80F/vtnj3geo3l6h21bQkqxZ3BGwuxLW8jwte7r63nc73AuUI/vSwIzg4wKrRXpPMklaOyGbMCOkRDfXWLtZDwMXBhl+mq9xdY98TCva6w/6HvdHdUHGDFf2ubY3lzgd3UPdu1ceLIFvHdKYmZI4PYT7jPWpRR+aYL30PUYRdtSkfczwzRabYsR9YOtlHTqPMDvdquOdwultV1G7DRqzSDarg377ui4gcHnBR2XGS5VJcY4OcBnY26NTlMoot3q7P9es8PMHN1lQiuC+ZLzwYMVoFihk3Iox+8/2eTceHaUasUaUomzjeQ4Z30yy2daCJ7XJ4/p5CvVgyyaRJRzYy5BJ2EvlBqsb9+rF1XnKgRrwyf6j3Egj4ANOi93aodrukf6+LmBwbsK6fOxvL1AmyYepZji7QU61OUx6i4Y0m1gYHDikYzSYNkocRLcLJMgWxZJ5FaZHkkJksulLRLhbIIR1rEchcG+e4up3I4dtJjKJffXH2p17WSExHttl+np2QRrthe7a3lDJLya1GvVW4CkPxWjkdPu0JBzVaQZccBttzAzFMfjNUaeuzPJR/u4/4PYqQRK5RKqBc4CVctvLvB4Vtf36qp2cCTP86w2ScS/do6e3FtPDh8jESU51cSupfpNX5lUzoc2SW+xymjs5AD3E3ZoMIdskvl4lPvQqttrRW6zuBUcKxPnWI4pIbGBDIn5QePalyq1fYxp3r2U4vuSjIAfjDQ7Nsnz3UWOQ6ujxk6JLnl+UCMqfXFIrCzRJVYWcgQsW+6lqHY8KsCvl+gw6SV0Npwjmd4oHe6vHY8GNedhh9tKVcaw0+U0SEQD50B3dNzA4POAZkelPUtgeaerv7dF0pqI0EF2UPwwFT26DZnWANkoc73QkOCc0JdiW7CFTc7b8SgzdizBspV8knN1uxP0/q636MCstbivdo1z4N967ykK4JL71+3MuqPq5RodDq8aHZVyPzEQiGnGwnztS5NebvBuIxbmsz05SEeddqhNFWjHdQuzflYY0m1gYHDioXsUVxrAdsnH2VELW2UaD7cXSYrmN5gC7Kk0dIBEsdUBWirKmo6T+KZjSj1WpYqnVMsqnSKdVqnlAJCLU9yn7TIdPJ8iAVorUhl8usCa8lSMBuBOld/TvZnbLtMk611ksNoEkuEQkjHWSj9eCyb6mQKNNB0BBZhWXm/RoZCN0xjMJoIax2orqE3WcD2ep+/zenREyBLAyi7wwTSjPwfJYLNDsqhJXqnO8Xy4QsG4kT4uUOUGz3Vjl+OmU+016e8mh6Mqlf+o1mqaMOsx64atsgWaHd633FhvpXjd9/pgpFm3fRNKcC0W5rlrATjd3zcsWgiFHIQc60ixsmZb4vFq79ptXi8wNSj2fXe9FAjMAftr8C9Pct+uK+nc2eHvKh5hPfxOlRH7mQLbHgH7o+MGBp8HREMsq9mpBKUiuhNFXZWc3F/en3liWcx+6bjsLLC+S4dgJMznMBkhYe4Fz+dce2eRz2a0j/PLyjaF0G4/4fw/kA4i1H2qLWUiGpS06LroB8sk+RUtgqiFmKL8fjTMZ9myVHcCJWKWSSmhplcMIdh5odpkttjkAMf13hLP0WTOGLzLCDnAUB74qcqmnBgEGk1mNH7lHD8/LhjSbWBgcOKho6XXZ4FoWOLTOUYYtchWs0Nl2LuLqrdynOnjlQaNp/l1RrWFINEW4HYzhSBynIkr8TWdSpylMfi/r2MvjCFVxPXqFMkyJBWry6qN1swQsPNIiWtFSY5siwTK8xiNrynid3lSoNQgAeyuP95VNddhh/3Jl3YozFZp0FCaLjAqs7LDa7GVknsmHkRS6i1uX1PiaCGbn1cUoW20WLt4eRK4Ob/fkAVolO3WGRHKxBlp+tp5tjwbyql07yEamo9WAFfVQoedQMCt1gjIoafSxrMxGq+za70J81qR49bd6zYZVTX1kYAAn45RWKzt7leK7xVpHlFCedUm9z9dAHYWlDqxC4TUvscyLiJqRdStvQ6KQGlRv1442FM7Gg5IumMF/Yn3nCtDrPcE2BJPOwvScTpTbi7QyTHRz/vpKieIHgcDg88LUnGBi2MS37ml3lBCZR2PvbMnBzgXHWyVN5CiM6tfOVv1PNaX4hw6NsB1Yi/9HPx8clC1hsyrNloNzqWnhjgvpBPMXNosB/29x/qAdpvzTTTMkhJP8nw08b+7xDpyre2wuMlMq9MjjOB7PuB1XfelCQp/vmpINS5tl9fbDUunvRsYvKNou1xfv3aBz7JtAV6c80Szc7xObrN0GxgYvBUYzdNo2SwJPF6n6JhuJeVYFBAb66ORtlkGPn7E/t135mlcpWKMMO7Wgp7PtRbwlbP7+6eeHg5SiQcycq+XtY5shBxGXZJRqm1fnmCKd6XBtOyvnGPKYqnKaMe5UdXWqgNMDwXK3iF3FUO58b1oZje0CNn8htwjY7o2utnm+Vlg9NwSTPc+M0Kjr94KVHEFSNp+9oi10I7N8dLErRdJvTjO8YQyxhY2eax8ioQ1lyRJ3iozVTwalmi5AlLyOpLK2aDJY7kusVHiPQnZJJtfPUeDtZvUjublU6PhuuWXhmMBa9X9SvFapXwoG9xPQLUaK9OQ3ygpArxBQz3k0EHT2N6A62WwuC0P7DMQL9P3oJt4a8dELHI4xbSbpB8Ud9uucAx0Szx9nrqWPNVh9G5iIHCW9BoHA4O3Hc22hCeDPtelGsnqlQlFVP3DGST6GWisS3zvNp8/LbJ2fxn45mU+a5cng5TqZIzPYCLCKNbyDh2i04OcN+8u0mF7Zhj4zk06+xybx98qMxq2vE2HoYYQXF8SETp+by0E/cK/eIZCcMUKRdNud312aZIk/jhFmo5CWHA8Pclx6HgcG52dZaYTg3cZukuN53Pu0M/ohfEgAHJcMKTbwMDgrUDIEZga8BF1JNozfM+xqES7VSZBXNxiqvVWmUbQnUXWR6/tsme1ThvUBthaETg7TKVaXQ+8uEVjazQvkYgKXJ6Ue9FggGmCrkdjbXGb/ZnPjpCc6pTsAV3z6zKFz5eMWpbq/O6lcaC4soOL42MQQhyK4Oj2VpqMpWKc+B+u0GmgW+lEGiRkkwMBgf75I5K/ZIwEenGLDoF7yzQ4K+5+4jaUlcjEg17k+v2OJ3FzgUJllkWP790lRmeGc1Qvdz3g7IjE3eUgnb3SUNGdIeB7t/le2KHXuN3hPbg0QSP64P2dHAD6k7Jn+ri+Po3u6DBwsA2X2JeaP5gJIjybZd6HkTz3a1lAfxKYXW1gpShwZ/GofXJszo5IrO/yurQjZm6dv8Xt8tEk/aC4m3Z89Iqea7X8Rou/b719r3EwMHjb0XZJZqMhOkq1Y2p9l/MO56vD36vUJe4s8bOBdPCsbZQoXvmlM8CP73MujgwwLXxjl/OlNqy1SBsE51VHUPDyC6cojlapk4j3K72KeouK591iZOP93N/NBc5xus3YzQXggxmWRq3vKoemcnzWmzzn40xdPQo+ON/t1oKUdx39Hunj5wYG7yqiYQHLkvjBLVWSJyWaHYFilc6743RyG9JtYGDw1sD1GDltuSQ5C0p92/MpstVoqvpmpTi+q5TAOy7J8rUZEtdKg0I5F8YZMV/aCggxEBCtoaxENkGSOL9JEjSYYTpjq8PtK6pF1S+dZ5TyZw8DEiUlI8PVJonZuVFGjIezEs1SFs22wFB2f2R2L4JTl2i0aaSFHRpwUtJI04Jo50aByQIVd0OOQH9aYryf32m2qdSr+9pWGkGkeTQfpK4/WmHEPxFhGuRoXsLzWSPv9IjCzK7TONXRnlK5hssTadxfBtw6yeHVSQqSbJZVxDrG878yybF6mhhYIrY/fbxXn99uh0Sv8+ved9ulofzeVJBKGgmxPvzhCjAzDIRCErFEdk9ASRvG5Qb/zq4Dg2mJjTKdDTsVRqimBhmZi4Z43b1I+syQPFRnDnQ7PmTPVmNCAH0ZqrtPD/YeBwODzwO6nVMLm/s/i0U4h8xvyANzlUQiwvn71BDnV63PcWooqA8/PUzHY6nGfZ0e5tw4PsDMl4XNoC3Y5ACJ+M0FzrEj+aC848Y859nLE3Q+6l7cg1muL3eWWMZiWUHE3a+zheT5MXa2qDQCsp6K0aE2+JqE1DZLdA6sFYNzH87RCTFiHHkG7zAqdYlbC0FrVSGYuef5zFyZGpBIxY9n7TWk28DA4K3B8o7AvSULfRm2dPH8IL334TKjvx0P8FSqoa73BkjAY2ES1b4Uo7r1FrBeoSEylGOUotLVnmmnwprBZJQR8WSUpHejRMLm+zTWdF1yo636RHeR1ZATCABNDZLsLW4L3F3L4lGJ56GJcHf/ZW2IxiM0KF2P/0kEvVZ3qySyIYdiXOU6zzcW5ueDWWCjSNKbilKxvO2SeO5UgY8f71cE3qkCXzzNyMzTapelDBQ/ixUPvlIuH+sDHAfYKnGMhCDp1y2z5tYZbd+uPL1O6qiaao3nra3W40hnDZ0bMVWnNb/JXrt9Sf6NxrMIeUwv08b7mRHWfVdVdEuT53iU5PzeEgl3Irr/HA6KyOn3DmYzAEcTc9+nwR8yZNvgcw79DNxf5lyuI92lOgn0xi5LZA7OVR+c4rz7s0dBJtJunTodH5zie8Uas530Pos1ks6+NPCDO8GcWqnzeZ4cUN0hJOeMWkvViysBxEiIc3IuScfryjY1Pm49Uc46lQ4vBF9vljjvVxvUtbAtfr5bo57G5MCrH9+QKq8pNzhH96c5d99e5HoUMtOLwTuMepu2lG3Tgaa1IUIO36+3me1yHDCk28DA4K1Asy1xZxFIJwQerAQKt75PAhYJk9iM5pl6HHZYX317gd9PRjmZRkI0un5yn9GPVAK4PE5jLRllJLZUC0gaQGPv03ng4hhg2Ywgp+Mknn0pGn4hR8Dze0ctLYvRmXgkSIuuNX30J/lescqITTIm94imNkS3yzwfnboOkOSV6wAkCSIgsV5ixH5qEPh0LujjfXaEac8TAxTxerTK61/ZJvnVDgKtqn1nCfjmxcO1yxqxSOAouDEPOOEYWh0adW2XgmsfPwoESUJ2YBDXmnytxezKdbmPWHcLx/WqqdboVVvdfX66Bst1OS6ZBPt011qBE8a22MO9oO+xm8Snc0HP9XKDTokPTgFxyevrRtih4apTwbtbtXUT/5AjjlRD1+gm5rrt3HCO9+jJZu8xMDD4PGEow9/+zSdBSveVCSCfAP7mdqD4DwRz1VaFc1i3UBrA11sVzlEHyzoAYHIMuDFHgl/uij6n45wfL09ybtutB0Jq2TjTw9eVvoc+j2KN5xoJ7dde0H2/swnOdYkot+1OS/e8p7QaO0Z0JB0PW/OHhdTG+k3LMIN3G47FZ3+9FLznSzrVChmlcXNcxzq+XRkYGBi8OtRbKkUwzHRAX5FuCUao0zFF6hxGFCYGSJQuTlDpW0qSr5ADfPcmvweQ8H7/LntdL22ThC1v00jyVasYHSV5sMrj7NYCte+lbV2jfDhq6fuB13SmwPd0WnQuZSOb4PFjYaYxRUM00qaHJIazSjBNK6HXOPknYzTW2i4J5PouSXY+RZJ3d4nXGAkpFex54OsXOVY/fUCymY4Bn+wCHWU8dkfmN3ZpGM4MHW6/BfA6HIvicMM54F7VwW6J41bIktCHQ0w/9ySFhBptjn8yxmMNpBid6nisa+xPs/d1dzQZOJyurfF8aduBgyMVZYrnwga3yaeoPj/eTyJbrgM35n0kYzZ2a/v393AF+NUrrInvRscLlNZ9SbE5jV4K41rRvBe6iflGib/X7erhcgfT2sfg84q1EsUN42HOg5bg65DNaFMvuKp0ZCDNtUE7tTIJEviIw7n5YJZJNESn5WaZ5Dca5py6WQLSUe5jOM/51XW5/Uie30+EeY62ze9MFvh3psD56yBODXEe655XXI+vZwq9S3iOG5YIWq8dFJWrNYNMJAODdxGWRfugm3RrnB/b71D/rDCk28DA4K2AbvdVbwX9tXWEQ1j0Sg7lSPwiIZLZtkty+LXzNHQsAfy/nwaEG4JkyZdMtbswxuN4PqMarU7Q5ikZpfp4VpHuzTKNsXjkcDqx9Bkx3irToDszzPNodrBXpx2PxnBvmQJvNxZ4blUlWPZkiwbSYJak9dIEa7h9yWtqd0hqz43yXLYrPO9yPagbjEdUX3KXdYupGC9Zt+CKRoCO2ta2AnGdSIjHeVpatCaztgVMDAjYNs8rEVUp5IM830SURnPZ5Zhem6ZBq3umxyNM5/7FYxq1AxkS5O6IkT6HgzXgz0rb7q77rjSZwTA5GKjHj3RFjlttgVJVIhrd3//csXiN0bBqMdaVbVCq02i9s3jYaP0sCuOPVp/WB7x3HbyBwduMZ2k0jPbzuegF2+KzmI6rHtg+14hUjK97qZ5vluRe/aYvAaGcoyGbPXp/MUuir3taN1rUqNitcS7uVli/NAH4HsuMepHadJznEwntT10Nq5Kc19Guywbnux/fP9yn+6vn+LmBwbuKVpu22tcv0q7ZrbIU79IE3z9O8VJDug0MDE48XFdit8ZUuI8fCZwaotiNJjvpGNDo0KBY2AzIkW1x0nyyyYj02REaTpSvIoQi3rtVGkqWAH75EonPzYXAGGu5FEm7PAFslIGxPPddadDQ604ntmxGboeyqj1UlV7UC2NMaWSE28LFMUamBfhfx+X+kjEamZ4P2H3c9+lhGnQNZcCdH+O2kRCNztE+RkgjYVW33eTnWRX1ycZ57HSc53tuhHXxvlR9rlXN+MVxqrJnm4fbb0XDYs9A1jWPT6ocG9vitpcngLZH5eB7y7ymQhY4NUyl90drQRuOmwvBPS7WeI+uTpEgdxPcg3XawLPTtg/WfR9MMz09HOwvEpZIxwXqyijWvwNfcpt4+HDk3/Xo/PjKWUbpehH/F8WL1KobGHxeoMUO6639ddvJKB2bk4O9SXc6Tg2J5R2WjmhYgvNI7IhnRfpBi8Vqc3/KdzrOdo8Q1H3QJFl3E1jaYj05wL/fv8N2YFGH5zoxEKwvsRDn/60y5+vlLV5jPMK1bGWHkfBXDRecH790lnPY3DpJxZfOKs2LV38KBgYnFrbNjMGVHdpFsShFeW8v8LPjbOtnSLeBgcGJx+IW05GjYbbeWtyigNjydkCM3pum4dVN1uotGnCayHQ8GlblRpD6LUHinU8xMvtwmenR8+skh7rf9U6VhtmjVaYzajXuR2s0XMp1IBZmBOXxEdHKzTLT1e8uAYubAu+fogEYUf23gSAir+ufH68D431sXzM1yPPerjLycn6UUWOdrhiPdEXx1XW1FelNRJkJEHYYnZ0YoHr7kjIEo2FGqFMxtlhb3uY+uttvAQEx1P3AO64Px7bR8Wj8nldtyrbKbP/T9pgxsL5L1feNXRqgc+uBWIklOMa6/ZYWW9Pola6tcVTa9vPWfQOst788BXz0KKjl0vjwNJCKC0TDHNnuyPrEIAn2zNBh9fluPEsY7mXO2cDg8wL9u+5Vt53I06l6ZTLIOkpE6dzqT9OZeXmCqeg6wjxTUOKVPlXPD2pEZKKcyycGgsh0LMzXlgVkkhTRFIItxCQ4t/r+fnKvcXuBxPt7dzhHa5HOGwvMsup4wJYqQ9LtxG4vcjvxGhJXBNiNIp8Cvnwm6M5QrAHrRWYYGRi8q3Bs6jj88C7w8ez+z75+4XhLQMwSbvBScD353HVAvgQc+3hXluc9/qs4tsHrRbMtcXuRBthuDfBcH5MFC/UWyVvIIZkTAlicDSITAKMYl5RIWipGYnt+HPj+bRpXtjKoJBgZebjMqG02SSPN85lCWFXttgBGjycGeJzZdQoAjQ0An8zxWP1HKH87Ngn84zVuk0lYcCz2SA3bQEPSqAs5Qb2wL1mXmIoxRX1+neeaS5KIz2/QCLQtRvPfmyah1j1Y9WJxepiOhM52EF22LDoPpgo8rgQdEqVa4LjoldIcdnhO63sp4BK2qnmKhUmuB9JU996u7E8V73gk92En6Ave6gC1dtBaTDsbuvEy6drPW/e9t723iq+dn8DtRaBcA9IJGvPTqo76aZH1EHpHoJ9XGO5lz9nA4POCQpadF3q9n0kAw34wbwhB9fGwDSysk0xO9AfZKSGb+g3ZBPYU0TNxzj/3lynQtrDJrhUH061twef+2zf2l90IQQ2Ig9oOluCc6fnMZNqqkLBHwny9XaZzdLMMPFjumgcKdMC+jnpqCepvlBtcp1pKeHQ4R0es0VEzeJdhW7S3funCfsHU/jQ7lWj75jhgSLfBS8ESwP/83vNt+39/880d/1Uc2+D1ot6iwA1Aw2dlx0O5aVFkDIyK5hI02IZygTr3YDaoywZosH38mMbON1TtTqkG9GdIuDseCbeUJH4RJbZTbZCwuh7rfPOpYJ+tNvs8F8vA6g4joF+/wDTDZmf/dWTidBz0pxiV2a2yDvDKJNO8Y2E6CRIRHv/SOL+3sMnrH8pR3OfBClDfBVoeifdAh0aeBOuhL4yR5LU6JLFnRoDhLABBxd7uljUCdEJs7pLsd4t3Ab1TmqNhgamCxNxG8J5uj3N+jET7ygQjOdUDtdmlOg1aS7Xk2SgFC17H5fEGMkH057Omaz+r7rsb1fI2rl0bx0S/QLPDe9irN+fTBNEOQte+axwlDPcy5/y80XMDg5OOtnr2e0Wz6yrdfHJAoJDZ/5svViXqbaC+DZwdpTOw5ZLchh2qoOcSzLzRvanH+9kCqN6kM3NpO1AoT8WC+fFXr1DBfKfCOf/9aTo92x2VmaPIuJRALq3nC14LlH5GKs75vtrgdWk19Fqba0k2cbypq0fBAZ0RC5tdvcJbPJeL44YIGLzb0JkgiQgdU9opFY+QhI/kju9Y5lkzeOXwpf7fs7d7k1FpEz0/mRCCxpImcGGH7z1YISGJhIBNNTk2OiThuo/10jYNqL4UjZ6ww0jsToWpfuEQJ9yRLPCjB9x/XfVknhpkeqCrorPayJoY4ASdVS3DPA+4uxwIma2XGEHoJqUAzycZZUscKQHXl6g0BB4sq5T5TZ63bdMJIATJeDbB8/R84Ad3uY+2y8/vLLGNme8zPWp+k2nwQ1les+eTxCZiAuW6hBCMQutsAMui42Fpm+fn2PtTqY5KaR7OUhTt0SpQbPOcZgok+rEIyf7kYG/1c8cG7q9Q2Ge9RBGiUo3XWWtx7M4Mq+j8ZySUz9Ou6yBScYHUSx8xwLPEoY4SRXvWOT8tem5UiA3eRoQdktBGPZi/Ox5JqtZ/AA47vGJhzpXbFeD6LAllSjkah7J8fW95vzBircUU61yS0ed8Mpjbmx1muJRqjIhfGgfiUyToOpNpfpPzr9/Vi/vyJJ2YP7l/WCzt736Z8/RmuauFos/Xd5c4370OLG9zPBKRwLFQbrAt4fRr6BVuYHBS4XqcS37xOIhsN2p8Nq7N7A9EfFYY0m2wDy+SNv68eJNR6ecl/ICJnp9UxMIkYNfnlJHjBG2dZgokbuu79Nh397JutKkOu7ytjDgl9rVdDYyeZIw11dn3VCuyZiDks1MFrk4ySuJYgIwA700BK0UacYkIiftunYaXbTNNUat/Xxwn8dbRykKGrckAJVzmS1iWwHaVKedfOctjr+wA7TajKhml8J2J02mgryut1NvjYdblfeUsUGrwemtNRt0dCzg9Enhpu+uFdbaU77Ome6yfToyOS/KbUAvPUSnNiZjAYFbC84DxnA8nxHFwPY5JNCwwkJa4MklnyGaZxvPZYRqzUrJu/L0pVVPZpAPgi2d47qeHgXzq+CaiF4lOHxc+qyjaUef8tOj5eN/Ln6+BwZtCd1nFwZ7a50aPdpRFwwJSSjxeZfRagn8frwKDac799Rbnt3iYn63scA66MA5UHqqMJAlAOXf7U3yeqk3gpw/3H2+ijymon87RwZqOc74bSDEd3RIk/HqefbLJOXZNpc17PtBtv68VGZl/1Wj7dDT3pQKNEsfm9W5X+LmBwbsKX9LuSMf3Cyum43xfZx0eBwzpfovxNIIshIVr196HEAKuJ587Mvt5I55vOg3e4LMjGmbLFy2ctl5kNGN6kAZTR0UDq00aFfeWgvTEs8OMQpRUTfeTLe5TCEY+dmtM292pMrJ9c4GGEUBjpNwAvniKryV4bCGA8QFGjG8/YXT9whgn6cUtYG6NJPuLZ4Avn2av6rBDkqXJrlYrh6rjbrZ4brPrJMljA3QmaKGdkM1rAnh+IYf1Rs0OCVy5yfR6x2akaCRPAg7o2nTZs1642iQhnhigsTi7RpIcVw6Fp6V1j+R47tfvtxCKRRGP0kAeyuwXL4o4VOgdznIsmh1ee7HK+zKSB6aUkdru0DB+leJCryst+1WIoj0req7vuYHB24YXKQXRqNSp99F2Sap1TXfbBR6scj1IxTg3bpeYMnpuhNFuR7CbxZ1FzkW5JF97PueniNLW0FHrkFJJH8wAH56hU9P1lQaGz/Ty0T6evxZ0OzvCuSwe2S8SpxGPsIb8VcO2mOre6nBNc12qvqdjfP84a1YNDN42CMGMxXqLGg9aCHFlJ8isPC4Y0v0W42mEUkKiXq8jHo/jH3zz7cg57BWV7nYe+M8ZsTb4/GEoR8GxfIL/STDC6/ms22u7fB7uLdGwkCCh/HQB+JXLwCmV+ry4BcV2AxSy/GxigDWFP3vIKEYySlVqLQaWjLHFSrHG6PBakdFdz2eUeGaIdYOepNF4a4HnNDOkDyiRTwXnFrLZX7w/wVOqqxq73Ro9rJlEMNlrYbVqkwaSTg2Pqboj3es15HCsBtOMJC9sMPIeCwO5pEQmTgfB/CbHzfUYzV/apjE2nAOigzyvvmRvsS+NkCMw0e+jVdrF8EgGkTBJ7PzGfmLfchlZcmymfGpV4VSMYzmv0vBTMZ6/jhQdN153WvarEEV7VvS803k75noDg4N4mVKQZofzmGXtjyJbFtDpcM68P9sVvWrxOx+cYtvHT+bo9BvJ09n380fA186RjPoy6H6h25fl06zHLtVJlj1Jst3ucB8fPQrOrdIAPp1nhtOlceBH9w+f/8Uxzt+vGiHQIarF4SyL47FZBn79Kj83MHhXEbKBbAoYyjPrUDvNzo+xvvugsOtngSHdJwyvIr37RVKs3yR6ORG6nQeiiy29yaj0i4ynqf8+HoQcgckBYLfq484iU8Q7HslbMgZM9TFS7Ho01izVDiwZJcHMJUlK3pveH4mYHqRI2cwwJ1bHAa5Msa1V26WnUwgaKpMDJIWPVDuwSJjR7o5HI2x2jYS3vA5EoyTrP38EhB2JQpYG5KlhSZGuMNBodGA5ETQ7Qa1gNk7RnuE8jbU7S7z+kqp1vLnAa7KsoOXZlUkafN010PMbEk82Sbjn1hmNiar6RymZAWBbNArnN0n2AeWUAJ0AF8fwXLXNtcoOkrEJ2Lb1HHXMQb/raBjIIqi3PDNMA7aQeTUR6DeRlv0y0bun4VnR81Do5M/zBgZPw4uUgmjxsnL9cDRqKMf07lIdgEqp9tRc/WSTz1HbDZx+GjcW2Cbw48ec7zUhDdmMZK8X+X2dTaXbjG1VlD+3+zwkW0pem+Y+H64EaelnR5mt1Eus8bjhg07YD06x9WSlznE7O8L3R7Kv/BQMDE4sXI+Biu/dCZ7haoMljd+8aGq6P9d4FenQJsX6eGHG881hty6QT7rYKFvouIwa79ZISC3QK9nu0KgJO4wiNFokmr4EStUgmtvskHBGVMuxzTJJWCpKQri4RbI6nGdNoC0Yye4mPNEwINskrR2XKeqJKKMjvlTCarsklVODXSRsFajs1jGcjWCqQKJ9epjXo4lzx5UQVkDYIIBfOk9HQLHKbScHqABuWdhrQ9Vsy70I900lBNfxgHaDQj9fOUdl8SsTus/24XFOJ2jQviiep45Zj8HjVab1p6LA9BCN2mSMxvJx402lZb9M9O5peFb0PGJWdIN3CKm4wJUJiR/eO/zZcJ4ZNmElyqbKthGyOS9nEr33WW+RkA/n6EjV4mznRtlK8O5ikHbeqTGKPpTlujOY4XrUcvksZpWzF+CadG6U5yDBuc73OTe96u4DHVWzWm/RQTvRz3/fWuAa2Zl8pYc3MDjR8CSzFbOJ/TXdySgdZVOF4zuWWaINDF4hdFT8WWnyJiL+bDTbFMxp1hu4MhnaU6VNxoBMjEaNbtOViAY1s7EIDYuZIRoZ5Tqw0gzSBt+b5mT7U6VeXmkC7QpVv8f7VR9vyQjIe1P7I41CkJwmIox8+36gXqvPo+PtV6ueGgQGMz4Wky2Mj0nEI70L6o4ibOm4xPpuoO7reoH40NQgia2OcEu530vr+kw5H84Dsxts3/WjHgbr5YmXi8A8Tx3zwevSRuirrLF+02nZxynkdtzRcwODtxnTyiC+tUhSnE5w/srE+Wy0PeyLPtsWnaVHpYyO5Em2H67wmZoeAhpqvbi3RANdi5FJyXl4tUjV4yebXId0JlKpxuj40jbbdZ0Z5rGbKsvGEsBg7umCiscBW/BYrc7+yL5U2WDG9DB4l+Epu63SoP1iR1TpYkOVkRyj0OBbRbpbrRb+5b/8l/jrv/5rRKNR/NZv/RZ+67d+602floHBkdBR8aPS5DVMRPzZ0MSp0rThV4DJfiqGN9rArSdUC9dtWZwuHqvrZ0fzZMKz65xYIyFGl8f7uQ9NynyftcZbisgKsKUXADxeJ7G9uxTs37JI/McHGFnp9qnMFFTv7SgncIDEO+IA1d1VRJ7DhdpN2JptiQcrvQmkJvaa+GrhtW4Xj2MF9eTbFaa1/9J5GqyNFj26Y31Mm38Z6Ejszfn9bcn0WHST6tepKP55Sst+WvTcO8Y0OAODtwGxiMDFCWC8X5XuhOgwbLblXteL7pI9IdjOMJ/kPKd7Z4cclvecGQa+e4vR6tkugjrazznVEoDXtT9L0JH55bP823ED0i0lj/VwiUT73nIg9tZROiTyNUw9EpzbtyqHjzc9tH+NMDB41xAPM/PFl0C1Rf0XxxFIx4BMkp8fF94q0v1v/s2/wa1bt/Cnf/qnWFlZwT//5/8cIyMj+M3f/M03fWoGBgavGI5Fkl3IxzGc579rrUBR3LZYs7ZapMHTHQHUitVDWZUK2EVWmm0Jz2c6oCeBVILphM0OielInvvqSzEdO5+isnd3pPHiOA2oxU2g7JJkzxR4jEKWhPvRKo87OSgxnA2uq9mWqDZo+HQbjL3SkZ8nfTuslM1zSaah60iyAKMwSdXbPBkjEb04ITDax+j5/AajOQtdImNPE1NruUAyO4yWC8RtLla2YIr4o1UamoNZjs+bjMR+HtOy30QbNAODk4pUXOzToOjuejG3RmejFscsZDhHWRZwfyn47NwYRdR014iJQSAeAuodZkgN5tiz+/wo5/1Giw7YdJzZTr90kdFtjUyC6e2JGBAOsYWj7mTxaIVE/3UIqQkw4+lXLjOrS/clL9WDNcLA4F1FKi5wblTi0zlmpkRCAq0O2+ydGzle3YW3xtSo1+v4X//rf+G//Jf/gkuXLuHSpUt4+PAh/vzP/9yQboO3Hkac7elwXYmVHWA0BzxaFbizROJ4dgS4OEHjpdZkfXNfMiDJ/Sm2edmvWE0CKBC0tup4bIFVbpB47lRIWs+NMur9k3vc5+lhIGQBU4OiZ6TRtoLUbylJdn/2iLXmmQRTIZ9sAFIKxOIpzG8I3HrCertImNfTn5TYqbHeOXaA/D4tYtufZruv+Q1VO93Huj0heD7JKEnwWB+J9cXxoFVMsUaBHY1ukbGpwd73Y2kHeLwqsLYewVKVInG2YBq+bl0WUvWUlvV08v46YNKyDQzeLQykuS6M9KmUcMF5uD+t2jYKlhH1p/lvIehw/dIZCox1i45dGGP7yJ0qtTJ0m7GrUySyrs9WXKtFEvN4lEQ86lA/Y6vKtaBYAXIplirlE6+2baFGPELysFUBfnCH61s+xdKqs8Ovh/gbGJxkjPfzGb4xB5SqEpmkwNVpvn+ceGtI97179+C6Lt5///299z744AP8x//4H+H7PizLesq3DQxONow429OxXmLq+OM1/pWqF+vHj6kMW8gC22XW3mxXAVRZRzc9CCxuB3XNmkxqT78mlo5NIZzHa6x7C6kerT99wD7fls1oyNw6jbRErHeksZBVddObFAjTdeKO+v7NBaqNL28BufgofvqQRBkAOg3g+izbVCSi/M5B8ntUxNaxebzutPd2h6mSm+VAAO70MIV+fEnyGY8yTfnpiuOHhX60Erh2LDTawM15Ro8ce3+dOcB2PIXMqxcMehpMWraBwbuFtRKwsMX6bu0AXNikw617/tdYVVlTns+5vtFS81sL2CmTkP/onqrxFJxLf3QP+NUrnPO+dyfY126dopf6s+/eClK7dyp8/WtXgMJrEFJzXRLub98I3tOvf/0qnQMGBu8ytirUZEjGgJDtIRJ28GSTz3wydnzHeWtI9+bmJnK5HMLhwMrt7+9Hq9XC7u4u8vnnC1d4z7Cu9OfP2u5VQQgL8rkrbMSR20o1u/Pv0du9yD5fbrvPts991yGevu2bPM9nbXv0dbzcPt/U7/NFng/bfvHmhr3223KBWkNgdYdGjo5Y6Eq02XVASIqDdYvE+BK4+YS131uV/fvcLpMUaiMoEwMeqPRv3ft6uxKQ09E8jx0LU3l8MOP3TEm2BNtP5ZPAD+8K2NbhVjZz68CVSYn5jbBKRZR73+14wNwGzzkVo3EG7D/mcJaR8rk1ktm4ipDfW95fr1dukAAP57mv7Qr3Z1lBZGN2lZ/VW73vR72p+1QGSiItlxFuKfc/n57PlPLpwcPj3Ws/bwohOxBR0j+3Nz3vHxfexPP5ssd/V2DG5DBex5joearjBo5NjYPzfzfqyjnq+kwb1w7aixPAD+/yfUtQYMlXQpXruywh0ttqCEFH7kC6e90ipGS9+Ugf58WDY/Iyz2f39/eNhSdwfa7X1hLX5+gs9o5TLeo14PPyXJnrePPotmksIdFuVBCLZCHl0+29l3lG3xrS3Wg09hFuAHuv2+0jihx74ObNm8e63fPiwsXLiISf3YNHgqn0z4fEM7dtNBrPtd2L7PPFtjueffI6jnefL7/ty+/z8HW8+D6ljOP69evPefxXg+d5Pj744INj2W8yO4wm+tDqOGi7tFq6DZtqnbXYkC52iwHbc8IxFKsWRjM+dov7xz0XjWFnF+i0+X42GkOxbEECaLeAsG2h05awhUCrJZCM+NjYqqFdlygDWEy2UN1dxVFIZodRKqcgvTA6B8oGim3Aho16S6Dd8fdcLZYl4EumMwKA8L296ykdOKZlWRhJZCGSEUivhXolivWNcE+3Takcw1gfMLd6+LdXAjDdZ6HTAGrNw0ZXImphdWUXtcrOvmtbW4/sO1Zpdxd2KIxKIww35x0a7177OYk47nn/TeF1Pp+fZbt3CWZMDuNVjkmveUrj4PzfDW8ghWJFwPM9dPsibStMog6uN93UQkqg2QpUzbWQhpQk8SIdbNeNYgVotXxcf/jp3nt6TF7m+ez+fjeGpt7fc+AexE6Fkfs3bVO8LD4vz5W5jjeHo2wa4LDt1Y2XeUbfGtIdiUQOkWv9OhqNPvd+rly58lTvhOd5uHnz5jO3e1EIYeH/+d6zI5n/4JtAPB5/7v0eta2UEo1GA7FY7Knbvcg+X3a7z7LP7usQB0KGJ+k8n7Xt067jRfcpIfD++194rm19CQgcnwf7VT0fGr3223KB+0sCyRgQrjIa3Y20EoaBcJDNBU2efQkIB3BCQDa3f46IxYG8B7Q6fN8JAbk0U8Bti/XVUdVvOxkFLMtGNpsFwMjy+Jh8qvJ4ywWWqgJWhWI13UhGgUxSIhbqIBwKo6OsN6HauuhUJmkF1/OsY7ZcYLEietZ6R0JANH54DPR+CwMS10Kip8jY5QlgvD8NYOLQtTXafD5Lu7vIZLMQQiCVBJxQ6NCxeu3nJOFV/65fF97E8/k6j/82wozJYbyOMemepw7i4PzfDdthzXW5sf+8PJ86IQezeADVOlJlD8m9/xGJ6NHq4PkU1devXbt2bGPS6/s7NYm+lOh57n0pIBySuHbt2ksf803g8/Jcmet483iaTfM89t6L4K0h3YVCAcViEa7rwnF42pubm4hGo0inn7+/jW3bz/WDeJ7tXE/ua0XxLPRqFfVZtnvqtuptTfCOZZ8vud1n2mfXdRz87ESd57O2fcp1vOg+X7T+27KOfwJ83ufoOPYbt4F8msn35brEekl/ImAJimENZIC14v70PVuwfnpx63CKd1+aBo8mmqUGhb9uLpAUOzb/lurc/2492MfMMI7srd19zqeG5Z7BVz3QF7wvJTGeb6LcCmOrzB37kmnPMwWmf5de4Jj6eL2I85kR7metePgzvd+xPgkheouM2fb+4/Y6lhACQgiquFtU+33Wfk4iXtXv+nXjdT6fr/P4bzPMmBzGqxyTp82JB+f/fd+Lct344b3979+Y59zdXRetUciyK8byDluB6XaJIYdK5xJBqzANSwDXZoC+9P558bOOSa/vD6SB96alOvduF4DAtRlgIH3y5+aj8Hl5rsx1vDk8zaZ5HnvvRfDWkO4LFy7AcRxcv34dH374IQDg448/xpUrV96YiJoRvzIweD0YyQEWAGcSSKxR8CYSprr4YAYYzjGicJA0FjIksAffHwkC4nufQbBn9WqR7cL6UhRRKzdYt/eiatfdatkH+4JbArDba/jymTTVy4v8/NwI1dd3ai9+zGepc0t59GdPExl76rFWmX4VD5PAa5X1Qub59mNgYGDwqnDUnNhr/tefDWcBV/Ueu7UIlGvMpjo3RnL961eBT+dYE96XInHmvAd8ExSU1N+5MsU+3b4P/NpVCmXuVoFskt+bGnh9YzHS3/vch/te3zkYGJxUPM2mOU68NaQ7Fovh7/29v4ff//3fx7/+1/8aGxsb+G//7b/hD/7gD970qRkYGLxihByB8QGgL+0jE6ngqxfSsETQ1xpgWnYv0vg0Mtnrs5kheaiP98sQyGepZbeaNVwYlBjtE8/dp/tlj/escdB43t7P+liDGR+LyRbGx+Q+b7DpIW1gYPCm8bJzYsihcNp4v0Szs3+d6UsBI30S7Q57bw+kg/1dmQTG+iRabTqFc8ngs6sJYDQv0erQwdqXfr3OyIGUwEAKGOnz0WoLRMLyrY5wGxgcJ55l0xwX3hrSDQC/93u/h9///d/HP/yH/xDJZBK/8zu/g9/4jd849uNcuHgZQljwn7NvsoGBwetBxAG2Vh/j2rVrPdOVjyJ7TyOBBz971usXxbO+3+vzz3LMF7nWz4qIA1R3V4+t3snAwMDguPGyc2IqLpDq8f7AUwhzN9E+iNdNtHshnwCuP/zkravhNjB4HXjVNs1bRbpjsRi+9a1v4Vvf+tYrPU4kHML/8z35zBpbkzJuYGBgYGBgYGBgYGBg8DS8VaTbwMDgxeBL7Fdvecp2jv3mvfAGBgYGBgYGBgYGnzcY0m1g8DnG84r9/X++gecqpxDCwoWLl4/hzAwMDAwMDAwMDAzeDRjSbWBg8NzkXELi//5GCEd3HjUwMDAwMDAwMDAw6MY7Q7qlJEnwPO+p23meB9t2uP0zs20F5HOTj+fd9nj2qa+Xf0/ueT5ru33XIZ6+7Zs8z2dte/R1vMrzfJFtn287/Xt61nOkYVnWXq/4Z+/3+Z7P59nupMNcx8nCu3od5vl89TBjchhmTA6j15g87/MJvHvPqLmOk4V39Tpe5BkFACH1k/o5R7vdxs2bN9/0aRgYvFOgyrj9zO3M82lg8Pphnk8Dg5OL530+AfOMGhi8CbzIMwq8Q6Tb9324rvvCXgkDA4OXx/M+b+b5NDB4/TDPp4HBycWLPG/mGTUweP0wkW4DAwMDAwMDAwMDAwMDgxMC602fgIGBgYGBgYGBgYGBgYHB5xWGdBsYGBgYGBgYGBgYGBgYvCIY0m1gYGBgYGBgYGBgYGBg8IpgSLeBgYGBgYGBgYGBgYGBwSuCId0GBgYGBgYGBgYGBgYGBq8I7wzpllLC8zwYsXYDg5MH83waGJxcmOfTwOBkwzyjBgYnH+8M6fZ9H9evX4fv+8/c7saNG8/c7qTDXMfJgrmOZ+/XPJ9vH8x1nCyY5/PkwYzJYZgxOYzPOibv2jNqruNkwVzH8+GdId3PCyklOp3OW+8tNNdxsmCu4/Nx/OOCuY6TBXMdn4/jn0SYMTkMMyaH8brG5PMy9uY6ThbMdTwfDOk2MDAwMDAwMDAwMDAwMHhFMKTbwMDAwMDAwMDAwMDAwOAVwZBuAwMDAwMDAwMDAwMDA4NXhBNFutfX1/G7v/u7+NKXvoRvfOMb+IM/+AO0Wi0AwOLiIv7RP/pHuHbtGv7O3/k7+MEPfvCGz9bAwMDAwMDAwMDAwMDA4Ok4MaRbSonf/d3fRaPRwJ//+Z/jj/7oj/Cd73wH/+7f/TtIKfFP/sk/QX9/P/7qr/4Kf/fv/l3803/6T7GysvKmT/tEoNmWKNclmu03I2BwHMd/09fwJvAuXrOBgYHBSYaZl/fjaePxtozV23KerwO7NWBw4ip2a2/6TAwM3j04b/oENGZnZ3H9+nX88Ic/RH9/PwDgd3/3d/Gtb30L3/zmN7G4uIi/+Iu/QDwex6lTp/DjH/8Yf/VXf4Xf+Z3fecNn/ubguhJLO8DsGtBoA7EwMDMkMZoHLPH07zbbEm0XCKtfgP53NHz4i93bdn/+tOOHnGecwDHu43nO9bi/86JouUAyO4yWC4Qlr3lhA4iEeM19KYlCFvD8p9+LN30dBgYGBi+Dp81Pr2LuetF9PmstqtQlmh0gGgJS8Vc/v77p+fxp4yGAz7Rud6+Hcft4zrfXeOlreLQC1FpAIgKcHnl5++JtRqUmMb8J3H4iUKrbyMSBSxMSkwNAOvFujYWBwVGotYDc0BnUWkA6fvz7PzGke2BgAP/1v/7XPcKtUa1W8emnn+LixYuIx4MR+OCDD3D9+vXXfJYnC0s7wO0ngO8DvgRqTb4GgPG+3t/pXkjrzNxHIQs0WoDr7184n2WE6ONrNNrB66nBo8+7e3Fc2325ffS6ridbwKNVoNUBEtFnGwHHTfi7oa/RtoDNMvB4VWBtPYLVusBgBtipAn0poFwHVovAxi5QrAIbJaDZefa5dI+hY3Ect8q8p60OMH1M12FgYGDwWfA04iMALBeB7TIgJSAE0JeWGMkFc9dxk+ejcNR6GrKBUk3i5hOgUgdSceDKhMR0AYhFjp9gvsp16UVw1HgIwXv1rHX7aSRYr4dLVYFTw5/t2p42XktbwM8eAdUG7RvH4tr7xdPA9NBnGZ23DwtbwE8fAANpIJ+izffTB7yflxNv+uwMDN4smi2J2Q3g3qJArZlEIgqcH5eYHny+ef55cWJIdzqdxje+8Y29177v48/+7M/wla98BZubmxgc3M/A+vr6sLa29sLH8TzvuT5/1nZvGi0XeLQiUGsC1SYjpJYAklHgwTLQn2Rj94PXsbgt9hbHegsoKdJ3ZRKo14BbC1xQJ/r9vW19yYXX84PPC1kfj1cFerWym10FBjM+Igd+Xa4HrBTF3uI4nAdWdwJjq9c+HPHs+9FoAU+2BX7xmPuyBIlrrRlcSy90j4UvSYBvzD/9Oy0X6HQEQiFeuP63vtbua+x4JNZz60A0JCEBREISyztc9LQxkI4Dl8aBW0947rEI7033vdDHtS2JrarA41WO4WCG21+fBUo1IBEDZgrA/WXes8mB3tfxsniR58O2XzyE8Xl5Pp8Fcx0nC+/idbyu5/PJlsDPHwXrlK2Jzxn+e3WHc2StSWfptEsyXsj4+9YLTaZGchLOU079aeuWnte75/GI03s9tS0SlI0ScH0OGM4BhQzXlo8eARLA+dHe+wOCteDxKrC+EcFiBTg17O87/17f616XgMNrAUDnRastEAlLJCLPd+9eBEeNRzIKbJV4/45a+/uTPjYrve/bSpHXJiXXw3pLHrq2F8VR42UL4PYisF3hvZDg76rl8v1C7rCN0mscDt6fp73/WXDw2XmZ57P7+93YrfE5nCoA8+u8p8koMFWQeLIJDOd8ZN8y4v0uztknGW/7dcyuC3wyS3u8kGPw6pPHElIG8/xBvMwzKuQJ7WT+rW99C3/+53+Ov/zLv8R//+//HZ7n4Vvf+tbe53/5l3+J//Sf/hP+9//+38+1P8/zPleR8VRuBD9fyKNYkxDCAmChoxaWfELgq+faaJUW0GoGhTuJVB5317KoNX3YoTDKjTBcn7c/FQPGch2sbLWRiFq4NtXBp4tR1NoRVBuA50vYlkAyBiQjLXxwysJ2NQQBoFxrw/MFbNtCu+Nha7eD9yabqO6u7h3bsiyIxCRuzQc/t1OjMdxfCSEeFYD04PsduJ02ICUEgA9Ptfbtw3EcpHPDEE4MtvDhdlx0EMFOLYK7ywKtjkA0LNBo+fAlkE0AyXAd5/q3Uavs7Bu/RCqPuZ0shvriCIcd1BoSd5dcNNsChazE5eEdlHaCY0ejCXRCg5hbE2h2LMRiUQxmBXZLdbQ6EtNDEmFvC227f+8aR/rDWCqGUGkA2YSAdGs4NRKFsCP42SMaMoBEIiLQ7AhcGAeebErY8OHYPoTfRCErUMhZeLjUQb0lkUgkkE8BlWoD1YaPU2Mp/PyxhVYHsCwaFRLApQmg3ujgbP86fM+HsCOQXguN2i58/3iJ+FH44IMPnnvbz9vzaWBw0vE6ns9kug93N4exvHPYzPjgtAUpBX7x2IcQAkIIkjEp8YUZgYFUGz+514bthCCEDSk9eG4HlycBWVvoOY8lUnnc2+zruW4lwi1cHq2i2o5ibk2g3vQRj1qYHpJIx3z85FEKxZo8cI42tsoW4lFgbl2i2gCSMWB6UKDZ9nBppIZiTR7a38G1oBuXpwQi3hZadv+h7yVDTdxcjKHW7HFtUQvvz7iodNLYLAVyPAMZH2F3FdXy9lPvhWVZiCWyPdeCg585oRg+ms+h1pIYzluIhQUabYnVHR8XJxwsbbTR6TQP3RsB4Ivno/jkYRMD2RDCIRvtjofN3Q4uTYUxt8p17OBnYUfgwtAuWo0y0rlhSDsK4TVRLq7Cdd0jr6nbpjmIc1NJ3F10sFM7fA/iYeBvXa6guD7bc7/RaAJepIBKIwRKH/lIxTqIoISGnz5035zOxj5b6zjwIs8n8PRndHj6fdxdBG4sAJCBAwICuDoJXBgHVuc++YxnbGDwdqJ/aAoPtnKIOiz5DDlAxyXxbnaAswNFbK3NH/reiz6jwAmKdHfjD//wD/Gnf/qn+KM/+iOcPXsWkUgEu7u7+7Zpt9uIRqMvvO8rV6481TvheR5u3rz51O1ehZfzRVFrAfaKQDhML27HA4RF7240Clh2BOHUGM6eCcO2bbRcoNYQGPaB3TrQbAPVDhBW+2t7QDodRt1LwLGBeAroAPAkYIcAS/KHOJAFUtEQKh3g41n+QM+Ph7BTAZbXgUgYOD0OjIxI2GOFfVHhH98TyOZ4vFQMyKYBZxNY3QVCtoVULIRoPI5oiCmI42MSzng/bt68iXMX3sPCloVfLAVp8dMFRqfHBxjRaHtAswZk4hZqLXrjQ9kkhkeSSMYm9o1fuSFQt4GbC9wumxS4PBnGbp2e4FByCNcmCnvbP9miNz0UAzoWsFnlf1cm09itAUsl4MJ4Fhub2LvGdBpobwHhMH8zMSeEVDKCe8sCrspMEELAtoFOk9Ge4axAsW6j3rbRnwohmQIerAMIAYkwPdY8bggDgqmZHQ+wbMDr8uYvbQEj+TDimXGsl1Q2gQ30jU5iOPv0SNHT8DzPx2fBcTyfbwPMdZwsmOt4Przo87lbFygucA6UXca+EIyA3loELNtmJFLyM8cG5jaBvrSDRDKORJQpym2X0fCtOvC1i5mea2+1IXBzA6h3AMsJlGLrHSAeDUGGk1jaBOwo51PL4tx9PsV1M9zZv79kjGvtrQWetLDU60Xg6qQDO5rB0grXhUyM31kqAe9NZfFghWuBlBKl3V1kslkIIbDTAM6MZPF4/vD3rkzxvWys9/jKELBdBBa2secAsGwbI/kJXJsZP/K+HMwyi4WBmZFJjOS4Nh/8bDIFTA5xXW20ed/CIeD8OP9m01GU6tH9UfAYHd1tH5gcje7PXhgFyk1gYhhodJgKvltpI5uKYmYUaLWBwkgGKzvAR3tp/ElcnujHmQGJSLj3dVUbAo9KHC/XC87Fsfl7iUUBq3E4NTQSAtLpDCaHr/Xc7/KOwPou0EbgyG4DiMZ63+9LE1lc6OdYPs0+fNpnx/Xs9vr+ZhlY3g6yCvWISMn3L00A1671HouTCjNnnyy8zdexURYYTKssmCfAbhXIJvlcpOJAOJ7DtWvZYznWiSPd/+pf/Sv8z//5P/GHf/iH+Nt/+28DAAqFAh49erRvu62trUMp588D27af6wfRa7vDtUMCM0M49lqr56thowDGjXkuNgAQcfidoSzw80cSbieEcNSB9AXmNrgA1tvA5ADQDJFsespBnIhyP+k4F93FLbV9Sy2mcSCToPjXowbTozXp/d5t4P1pYLJAItloA8tbAuslpjHFwgITA6yNawouiLFwkLK3WeaxizUgq67uyhQQj1jwPEa4F7Ys/OS+QNjhMYUAPn7MtPgnm0AyDlRbXHAbbSAa5rlLScPKtvcL9a/sSPzgLo0KCdZTf/8u8I0LQH+aNYaFDCPnzbbE3DqP6fu8JoBOiEYbmBjgOS2sA/EojTKA15SIqvQ8KRF2bNiWgO8LREMky5DczrGBepPf31EO8+EcyfNWmZNByKazwrZI0N+bBppr/G6jHXiuJXhvz47RW/dgucv4KQC2EBgfeLnfq65PdKWN8CuYWD/L8/k2wlzHyYK5js+234PzgyUkospZ2J3i69iArea8Tlc2ogRf11oqayvN9PNmC4hGWJLUagOuJxDvUWdnWRI+ODcPZSl61uxQ8yKfDrRMDqZMP14Dzo4AP75/YH+CpKQXFre4lh4sjQI4h9dbXHs0dDRfO4R7fW+7zHNu9Qjuhmyg0lDRSgX9OuQAwzmBVFz0tB8WtyXuLOrz4JjcWdTnxH9r0ur5NDzPjgBrReDJFroi/CxpikeAJ/eC8/B8lqpdmmB06GbXOVabfH1tisfmZ0wvr7WAmwsCH54GVnaAH3Xts1znawGBixO916tImOR1s8w1vO0BYRvIJTmOU4MsnzuIU8O897ZtHRqvZluiVOOaOb8RXPupIZ6/bbF0oRtzG8BgRmCz3Ns+1MJzga6BwOmR3rbjZ312e31fSMnrtYBoWMKxWOPebAvYFiDkYRvpbYGZs08W3sbrsCHRcYEf3AG48nA++cEdgV++CNg4vufjRJHuf//v/z3+4i/+Av/23/5b/OZv/ube+++99x7+83/+z2g2m3vR7Y8//vilQvufBS8rHPa86CUIMjUokU9xAekm4Fp1/MokcG+ZxksuBfSngLUdLnzttsTqDo2DRDRIP765wO/lEsBWhfuZKXBxTERJ6BJRXtONBRoPU4PAzXlO1OkYsFlhrdSFcWCin4vR2g4X3niExkomwX022sDdRWAoRy93Js5zKlZ57KuKOGsye2YEGEgF45LODeOjJyTSlQaNMtsiAZ5dB0byrLXbVQulAAVTBIDJQf0IBWO8UQJ+8Zjn6B6oJ7+9CHzzIrMBNHlvu/w3wMXW81mrnU9ysV3Z5thOD/LattWYluokuTcXaKj0JUNY22WWQTzCxdwHDaB0jGPrSxLlSIj12WvFYIHvuDQuBtLchyVoiMY6PD/L4m/GUX9TEf4OWi7HQBs/tgUMZOQLKeK+CgEcAwODzwdcV2K5CGyVBZr1LKpLAv1piX7lnP3oYbCtJtbxMOfRpZ3D++tPcf6eW+N8K8C5fW4NuDgeROoOgnXWXFvm1rvIYoEE5xePgFIj2F6TRQES6GvTnCd1dDPk4MisIMcmMeyFRotzeLdDQSMSCtaTg9gsk9zdXz782dTg/nHsxoMVkuTtDXlIsG5AORt64dEKCWq5zvWz45HcD2Xp7J1TpFOCf+8tMQLU6dCGmFsL6oNnhqgr0uuaAWYbbFZ6f9buMMOsF24tAuP9sqdifDTMcrBbi1378oD1Es/PtmlfzG3sdxxkEgxSzG/IQ7XnmRh/EwedGzcXgMsTXPe3DlxHxyW5775v2j4UAvC9NyzoJnjtEspOUk6GvhTfP/KBMjB4B+ADe07Jg7i9CIz29/7sZXBiSPfjx4/xx3/8x/jt3/5tfPDBB9jc3Nz77Etf+hKGh4fxe7/3e/jH//gf4zvf+Q5u3LiBP/iDP3ht59dsyyMXrtl1YCj7YiSmF7pJvZRc9OY3aGS0OsDkYEByomGBoZzE3UUaEwNpLtjzG4y8OjYQdxzMbjC6HVOpdHEluvJkC5joY6pYIatIe5Le5niEhHa3xgWr7XLRTsa4ILc6TNsTggvlezPA927x+xD83i9mSV6jIRL4kM3FOJ9UQmdtLj6bSnF7tC+ISkjJtHaAhNGKpNHpcAFttBGwaME0tPAgoxHvT3P82i7P5ewItwk7+8e43iQxtiyel+sHKY/1pjqvkjb0JHJJGhWREBfLVBSwHeDTOe474tB4e7QGfHiaY+96/K/dAT44xe3Wi4wqnB7m4pyK8Xo9FWH48DSNoI4LnB3lOCaiQLkRXK8FGjaj/TQEpgYp9NOf5j6qDaDuA+fG+HkkTINzuxw4Ax6t8hyiR6TsPe23qVNEj9vhZGBg8PZidTcQRCuWLeTSnMfCNsnfe1PMktIEbVLNGRMDzFDqJiPJGAnc43U6CLXTudnh3LdapGO2F8JqLl7YJPF0Jf8ubHKNPIpAS8FsrkqDx2i1OXcWslxLwg5TlSM20PKARpNZYZ7kPjPxYI0r1blunR4G7i4dPtbpYTqdeyHkAMNZ7nN2neQ9FqFTPKEctWGHjuZ4mGv7ihIjLVa5rgzngMEs156b88DVqaNJvibnm+XgvY7K0Hq4wjUy7AROCM/nmj+U5brTl2b2QdvleQjBz3ohYgNF5XTXjg2daSBEUDZ2EOUa732qx2fFKruWXJvi70Lft+E8HflfOEVb49oU7Qet8ZSN0wHQK4jy3hQzHw5B8v2vnjtMugfSRzsNilVgcfNoQbfh/Ge3HZ8FAdqJP7irIvohvr9VBs6PGc5t8G7D8znv684MGkLwfZ0RfBw4MaT729/+NjzPw5/8yZ/gT/7kT/Z9dv/+ffzxH/8x/sW/+Bf4+3//72NychL/4T/8B4yMHLHyvgJ0RzsPotHi5y9CYg7iIKnXyuIADZnpQuA1LWSYDjWQBsQE681Kdf44Tg9z+3IduDYtWO8rGC3VRDkRJameHgLOqZZTElwQVotBi5C2C8xvAl88xZZWjQ6vdbSPnuJWB9gpc7+xCLeHJGl3bHpy8yl6x3V687VpGirRMI0UgMfSRkgyyqiwY9EL/XhVwIakt1jSiGu5fAgci/tptWkcRRySzUwUeymG6ViQIdBsS8ytMeL+hVPATiUwWCxVDz/WT4NgfZeLdiJKMjyYYTp8rcl7sV7kuYYdjn3Ho2Pj0SrwhRmmM0p1nbZFgl6sSKQTwMUJOjMeqvudztJQWSsyyjE+APQlge/f4bG6Pe5C0Dg9M0QiPNZHI+HJFjMN0nFGbJ5s0DD44mlgcYNGbLlBQ7jZ7q08+7y/zW4cl8PJwMDg7USzLbFWDFKKu7NqYmESnUwCGOnDHuPIJoCmyzXj/Cjn/6bKLBrv59wNkFzOdkWsZwpcG58mkLu4RfIcDQMJwfWm0mC08+zo4RRyAJga4Nz+aHV/xNf1SFp3qiRc3anGo3nqqLTdA+rrKqo+lOO6MrsKlECSPDPMzyyLBPkgWZ8pAImYQCIG9CX39wVvtiXOjXId7I7cnhmmM7vSIOG+tRjUJF4eJ7GOOByHg8dzLBL3gwiHeD9iEW7rS9oRITu4T1uVw+RzNA+EQgGx7k7hD4X4t6VspbrjIx7HXtpzPAJ0/MNlAfFIQBIPpoK32mocoiwfoOQZSWS5wfUyGgbuKy2YeIQ2QjYO/Owx91vIBmOyvqucNe5h58bqTqCbchD96d5p7IByuO/yt2QJ7HkwXI9rfr312WzH54EPjuUXzwS2oA+ez1qRdoSBwbsKx2Km8FYZgAicjAJ83znGyosTQ7p/+7d/G7/927995OeTk5P4sz/7s9d4RvsRdmhA9CLescj+aOrLYF8Kc1fdMMDFXNfzbuwCD5eVMFeYZOqbF4FKk+fw8WMVwXWAcl3C9QViIZLGsMOFZVfVDC9vc6HQ++lLcvEL2dzW9YGwSuduuVxI+9M0gubWuVidHuF3Lk9wAY4rktlx+UO9t0RyrqOjj1aBy5OsR/7F48CxoDFToPdce6GlBFpND1MF4OePVGpXmfuTYBRZKtL+aIVCb5ECU76Xt0mi2x4zBOptGiI3Frio1tvAuVEuOptlIBzh9j97GKSct5QHf61IR4KlDISNXT6M2gsWsvmdYoXXLsBryCU4Vp4PhEMS9Tb3f22KC12zDQxkmNpSa/J3MFNgVD0eobF3MD3u7Ag9+eMDvE/bFRoKfSkaXncWg/t1ezFI4RzNMxNiMBtkPLzob/MgjsPhZGBg8PZCz+u98HiVkbRP5kgOo2HOebeeABfGSEwfrpLc6AyhYo3vJ6Kc8zUqDeDTeTpBrSN8fPUWHc7p+P7oeVpFsS2otOgukjxT4N/7K5w3pwaD89ypcm6dVY7sjgf4dX5/IAPYPp2zWmys0ebrQoYZaVODbH25mGxhfEwiHqH1NpSRqDdxoPc3v/e0vuaDWeBvbmGvU0mtSfL+q1d4vt+9E4yF1in5lUt0EqyXDjsHBtPA8g5J+Wie0fxGk/sayfOzRIRrnueriHOM3++FwaxaoxN0nuh7Wm7QduhL8XxzSUAkHUiL96U/w3u0VuQYaoJ6qsDfQix8dCr4SB/tnoP40hnlbFnneSRj3OfcOtdN3SJL2yGZOG0T+AxeeHK/w+fMCB3z6Thtvu4shL7U0faho7LtWh3+HrWYmaOyCF5H/yAhWbIRi9B5pDUSTg2pYMxrOAcDg5MKCWYU//geHY62cta2O2zne5yPx4kh3Scd0bDAzJDcl46kMVN4muDZ86Gb1Ou6YY1EVEV5HUZbBzOBeNbtJxQvGcoCHz8KFjnPD9KrGm0uNPVWsNjmkwFRK1YZidX7+WQuWGjen2Zq+cVxLrg3F3geqRiJ6naFC1U8zAn8ziKNiGSUE7wWDLN8fqfjUdjrK+cYhb2zRAIbDXNRK2R4bj99yMWo3gKKlRBiUUYcVrZ5zo7NqIXnk8TaFmug6y2KIVyd4qKysQvMqgWy0gB++kDVm8dpTNxdolFoCeCD01pcJhj7oSwXXt+nETKmovxDFaZsJ6JcTMMO9yHBa2q0gKkCCftGiWPZ7FhIRjkGd5dotC3vBJ7/0T6mqP1whwbLhXHW8LU6wGQ/IwV1dc/yqeAkYyGJWIi1iktbnCyycY5ffwqYGOT7gxne64vjL/Z71b/Njsd72JdI7RlLIeezO5wMDAzeXkhJkqbFy0KWjY7PyFqzwzl6rI/iYlaNEbaxPq4TZ4YDEq7J8uVJOgXXdpVwlQjS/jzJqOGlI4S6hQjWxmwiyPJqdkgsE3FgcYdroI5u7tZJ7FyP76/uMJMpGqEz+fFqoHei91dvMXqqnQOxcBANtiyqr+u0YdcDQtHknuApAKyV6EiNhoBQSoljbnAN26v/7YoU71TpYN5UpUSVRiDAmYoxff6oaMy9Ja5tvZwDfSnO3x+e5j3YXaNj+to0HcfVFh3LWqAsm2BpQNvt7byoN1W2Vt9hh8JgmutoJUc7plh1kEsC12bo8N+q8P4tbQffOzvC39VykbZOR2W5ddwgFXzniDpxgCUNjg1kUvsj/IubJPrfuRlsu1tn+vUvX6Lz4Lu3AvLfaNFZ8M1LwFifQCa2PwsBwJH2YSxKEv/Rwy4BNsnf8+nh/WJ7rwohQZHWT+dov/Rn+EzcmGcAJGQS1QzeYdiCz/kvXVBrUQ1IJ5gZAsnPjwvGXH4BjOb592CtlX7/edFLXbSb1Fsi8CwDPAbABc62Dnv5Z9dJIpsdLorpGCOlrsc8iYXNoJYoroTBbi/QCAo7rKvTNVkrO0BIRXMrDWC7qgTFQvwsElIp1TV1jpLR0/emGJWoNbmYREJcpE4NMXKRiDBC3Xa5r5khvveVs7wGLQIWDQuU6xKNNg2behsY7ReIx+iNzaeCesD1HWBBpaXXVMRVq3vPb5BkLm/RWJjbYCq8bZHkblU4Zpk4UK0DXz1PctxoBQZUR51rrcHIcjrOse64vK5KPVjIheBYXZlkJsJAhil+4328tuUtIGQLFGu8P/UWx/FUgec2NUhDRKNYo2H6pdOM7txe5L29Nh2kgnVHRBa3uL/Lk3QGtF0aZ4tbwMZDGi7TBdajDeVe7PcaDQucHpJY3KbDpFSzkEnQSTLe/9kdTgYGBm8v4hHO51KlPZdrAukEBatsK6izXtzcn56dTdBRuLiNve4WHY9zVjoOtNssoWp3glS/cIjlRL2UvwHO3edGFYGs7a8TPzsK9Cf5efcafm6Uc3IhB9x5QqLpeoDTAkYbXNPCDteT7rTn3RrfA7oc5RYjh40W183ZdYn7SwKVWgyphMC5MYnxPhL5WvNwCvZWmYS/OwNMi73dWyZJ7kXyay06WnshHWd0s9f3Voock+/dJinrU9ogN+aB92e4Li3vdKnH51Q5lgiEQrudF9GwqmHepsCqDgIsbtOhUG0AP7ynnORRjuUP7wJJVVd+Y57nZ9tcI2/Mc+xDNm2OgwrlW6oWvZDhmqntqlxCtZnrcN8HI/yRkKpZV+nnOrLVVFkbkwMc64NaA5U6MLsmMb+xP+I+mg/swP0ZCkBajft700oPRzluIqFA+PRVwwV/s8N5Ova1tsKUKpUbyrz6czAwOMmwBINhQxk+/602HasXxo73OIZ0vwB0uthQ9nlaeh1GL3VyPWGHHLGP1GuhsZkCJ+pElItGOn7YM9pQNW7pOI2ChQ0S5jMjAvMbJIm5JCf5fBL4ZFalW0VJvIvzwJfPclH3u7znOrrgSy6q5ToX9p2qWrQFo7M6Tavd4TVVGkwnS0SCVLvNMvbqy4dyNFhuznOh60vRaEuqlDUtTuaqtPjHaxbmNnh9Z4bpLf/FYxK+RovnGXaClOlMnAt0pB8YG6DA2UheKc2qbTsuU/LjEaYL1ppBNLeiasGSsYC85pM8pufzGlZ3SP53q9yXlIyur+4oFfk0r12rvc4MMQowu0GjbqyfRkmpwUj7w1XsWZaOxbGrKwPg1BBJM3utMgKQjO0X3ktEgzG9NMHzuT7P+9VUkfTHa8qrfYTa+FGt6pptSTGiDSV0BxpEj9c4LgYGBu8uomEqlX//jiaQAvUW15NvXqSD8/qcIsqCBv/1OUZX8y7nte0D0cqdCiMN25UgWm5brKHuSwVz/cE5KxoWSEUlJgf3txobyZN86Xrpg2t4pS6xsk3iqOF6nN/zaa6H3TXd04NBrfNB5e9sghH/9V06oqsNoONaqLa55uh6417EuuNyX7bFtVyvwc0Oz0XbCJYV9CAHKO5pWSSjOvVcgOeTTwIb5d4ictohnYzx2jsu15rBDLViLoyTwFpJXquAUgafoI7IZmk/iT9VYFlXJn6Y6FaU40CnYEspIZT3pNakQ1eCTuV4hGvM8g6d9+/P0CluWVwfPcnXwzluG1Lrv/6dhBz+l4jSaa1TuLUK+ZfOAJ5y0uuOKLqETzt5DjopwiEO6s2FgDjXmsEaPJbn/cqnVPq8CDRYdqock/XdoDXo6SG+f5Ta+3HCkxy3G/NBUKfe4j2+OhUI1xoYvJNQDuNGG7i7vD+LaG6D4pbHBUO6XwJc3A+//6z+2pokOTYNh5DNGiYh6FnpJvXNNo2Tx9orGTs6QhmL0DM8kGZ6lCbKALBRpNHgqfTuR6tBjXYkREOk7dJAuTxGsbRyg6S12mSq1/QgF2NdJ9dsM/1Kp16vFRUhHglEumrK0+9YVBP1JcmyY9MA+vkjRt0jiqR3K2HrqP+TTdZf+z4X21KdD8C1aaWi7ql9+xyDWoPXko6zz3c+yc8W1um4iEXoDY+GlAEi+W+tyP3xLNO47y5xoSzVuOheGKejQmceuD7T3SB4jEuTwL1FGg2+z2jzL2ZVZMbhmNxcAN6fEYiHmd51qsBozMoOx3IsD4QtGqi5JMd2Tp33Rom/EW3YzK5TZKdb3EwboeW6MmKrJNyez8U+Gg4UcQ8Knx3lDBrKMA1yu8zz93zg7DAQDgk023QA3HwCjPX1budiYGDw+UdTtabUNaNhW6Dt0SFabbK0BThcuzq3TsdjL7genapz62otk5x3Ox5Lnny/d43vQJpEPeKotmMZQPqch7cqwHi7t+hjRxH/g6R1R5Xj/Owhjw8EvbG/cZFr2EHl780ySd2NeUZmfZVK7LtAp8r2XoPpIErbDc8Lysl2qkHkNpvgHJ9LkYgexNnRIAVaiEAIyLKAwRwduNuVw5H1kRzXjEqDNogWDauodWSjRKLcjQ9OcbxPFUjAdY1yIUtnsUTvPt0fnAZaLa5jsTCdM57P+9fx+d5Qfn+rt3OjQLFMwhsL8xiakK/v8r8vnKLTOuQAoa7z7E8D12eD3uMatkW7ZqSPa75OH/WV42NygOd4MC3dtuhI111CuiPgj1f571td1w1QM+cLMzy3H97T180x/+E9OhOOyto4TgjB59C2VF25H9SVL23xN25g8K7CkwHnGe8P5pilbc4Fx+mUMqT7GPCsCDYQKECnYlxEu73AtgX0JyUSsSDVPBpmhLQ/HRD5fApH1pQ7FveZS3ChdmwVMY1x4ddp1ztVLoqOUgFvtbnfWpOL7S8ekxSeHqJ3fLvCBXwkz3P96CF/kENZepABpqTtVGlsXJ3ipK49xgMZLlq1Bsnf1WmS00iIP/Bai/9OqYVLE8K+JBdMxwLaanFLxXi8Wwt0QMxvMgo8u8YHRkouyoUsU6kWNkg2L05wkZwY2J+C5oMRhCuT7CMO8P1fuczFfEF1rYuFA+VWPbbJKD3WnsfFvdSgh35igPuyhIqKWzQYoh7weFXi1JBAJkkjpOMyal1tsvb8vWl+PxLm/uUaz2enwodeG0o68tEt2qJV6aMhGgHFamCE6DQ2oLfw2VH95+uDTAvMJ7nfgQwj9a0WEFfRnmL16HYuBgYGn3+0XZLEoRwdjAIkvZm4SgfvBK0Zu0WkGq2uGtcDSMaYpvve1OF+26tFzkW95qyrUwAEnaSu13U8mwSn2QbWdg+T9XSU86cn6TjQkczBDB3V2cThdPXlbabr9uoD7fokrFLN2wICEiR2qzusSZ9d55qhU9aXVIQ4GQO+fWP/+G6UgF+7ylTwSxO9S9zaHeAbF4LOGUJllRUyXOdn14N96sh6RpWjDWYPk92SWis1gRfgOC5tk3CXG3QcaDXzWJiOXr1uHsT8GjBRoLO82twfTXJdjuVPHgTbVxp0XHz5rNKMGd5/jqeGOV7ZeO8xSUY4rsno/rr0ZJTbTauyvYP9soZz/H11vP122vszXLNLdZ53yOZvpFjlABWPSNFudWhPeP5+gVyA9/W1QP0Ou6PqUgbOhGNVijIweNsgOMeP9O2fY86PUVjyOHvqGdJ9DDiKtABBD+NGmxHMkA38/DEnbyBItcslgdOx3ulymiCN5jkzzq6TxEZCFOIYSJEw63mz7XKif7xGD/iN+YBwp2JKsEb9Fap2O5sIRNyKVeDTBYrICFCISyjv9NVJLl73lwPy2WiRiDdamjjzHPNJpoNDAl+/RIJaU8qoOoVOq6Tv1ngsTQiFSiEjyZQIOSSwuzUaRFemmDZuW0zdfrgKdDpM255d42LbUamL7HEObJVolM2tc9uRHLfPxAA3x7qn2XWgvQRkkiTB0RCNPAku5rFIcB0CjDyEHY7LJ3O8J5vlwOmgVV5TUcD1fIz127i1wDHwJQXmwg6vAZKR5WKVYzdZoHBcs8N9aENJk+teaqm2Up5Px+nQsK39aYUHlfaPagfm+4zETwxwcR7OM3oP8LrrTUZ7PjgVtHMxMDB49yBAx+tulVoa3QQ5q0SbdqqafAb9nsf7jxZhjIdJVITFuUcT0/lNQHpqvuyBRovz+157JkUoXEWgJgZ6r9XXpoNa8GqXSFkyRqdnJMw5VSMS4lpVqfOchnNAdDA4x1yS83Pb41zqqRRl2+b7yQjXok/nuP98iutNLsn39DrVPZYrW4zCTg2KQ+3EADoT6m2u57pfdTrOdb7c6C18psu9vncnuLZKg+fwtXNMtYx0ze9CcEhLjcDpDtD+2KmSxOu0dykD8i+UE3ooy6wBDdfjmp5L0k7p5ZxZK9KpsLpDh/rkAMd5dYfj6NjAVE70LBmwwP1HQ0H6+W6Na3/I4vr1cIXXnIoxW0/bT4tb3D4aVuJtHf4ew05X3b/Nc4DFe9sLHY+2QC4RpOjrLIRWG/sE9l4ZlOMpm9jv8EhGlX1gEtUM3nEM59mmV0M7/b5x8XiPY0j3Z8SzehgPpCU2y/Taa2/n1AAXKF3HZlskhJboLdCho+UhR2AsL+FYwXd3a1TcHsxwsasqIbO2y4VpcYvpV5u7FLK5PKk8wm0uEr7kAnNqiAZHNsG0Ct/nYvfV85yYf/GYhkM+CeRjTCOzBI0CIUjiddpUPMLF/twIt1vdZSS30gA+PEMhD1vVZnU8AG5Q++QpZ4QAU5lLDWBp08Jujfttuyqa36YR4fsUGRvp47hq5XCdChhyOCarRS74d57QUTExwM9+cp+pVlNDQKfF98t1pvCt7gBfu8D9TSpjzfWDNHldf9Z2gR+p1LFWh4t0qR4I75SVERcP+YhHbHjKoID6m4xy3D+dY+Rbgmn+j9eYfllrB04aQPUVVURdlyvs9V91uT/fZ82djo7HIzzWQaX9o9qB6VpF7c3vTqH0ddhDMtIRMrOIgcE7C9enE/HGfOD4LXdFKS+OkVh2RxvzafbnLmR7RylzSUYbV4tcw7oxpFKi9817SpValzFZ4jB5O9iKsxtzG0z5nugPotaxCAmV1lGJOPvrl3WbyI57+BwbLRK4X8yytWN3jfLFCWCzytZf0TDn/GaHr3/9PV6zLxl9nhxQ3UfWOFe/f+qItPoU1+tuMU40VStMh45cyzosfJZS4qAHyVgmQaf2eD8d6d0R/nScZVGW4NyvswI6Sow1GeP+i13p8bkka/SrDdbyL28F5z/Wz3/rEjj9b9sK+ryXG8y2e7IZOA0mBlSNvGL5B8v+XJ9juLjN7TQswfeF4DWfG93f2mwgTRtFSpJlfe2Ozd/mD7oMc9cFdj0GASJHrIOORSeSfi70GKdjQRbdq4YAn5tbC0AsBFgRPg+NFrMaDec2eJdhgcG6Xk6p2TWWnR4XjLn8GfG0HsYdlwvofVUTFVZR090FRkbLDSVylsCeQIeOStaaJGG+v9+r310Xnonz3yG1qA1mmVoGqPZVkulLU4NKECXF/Z0aYl1Zq01lzamCSvVuBu3AhPLclmoUS1ncUhFWJxAXkZIp8FqUo9FmHV1fSil2b5Ooa0/+uCK0U4NA5UmQugZwYTo1BNQ7wOayRKVJz3LHBUb7gXCZ5+dYqtZvg2Iko3kaZ1tljsF2mYadBI27Rpv/re2w/ciXzionR4Ue7rBDhdGWyyhNs01j68wwx25+nRH/ByvA1y8q0ZwqsFNniqAt2N81FVPpdhUe57aKmCSjHBPPB04PdpBPOehLCURDgQE3kFG9Q0PcPqlq+ko1OlcmB2j4dLdlabu8dltFAh6t8tzzqgZNIohslFV0/NLEfqX9ZlvC9Ril2Szv97hbgsaVFpip1ulw2WtVY/G1EKZPt4HBuwzfp1PZcfhvPa/ZFjOQzoyoiOIqU/ViUc6vk4NPFye9NC5Rbx2uQ744RkLXS6wrosSztCBmx2dEM6HSx6Xf+xp0eVa9xTky7HBeW9omWVkrHhYvOztKoba5DaZw697e6yUqoTfarO2+9YT7zib5upDBnuhctxNAgE7js2PAjTkSTA1LpT/6snek/vIkjnT+azXu9dJhwTrPB6AIs3ak+1K1gFNR+alBrk3tDp3g00PALx5x+3wqyELYqdC5f2mSx9RlTa7P4743zW1CNrMfdMRXE95UTBFcO/jMtrgOSUmtlY4qGejUgdqSKic4IjVaStoulyf2p//PFPj+lEov13opurZ6IMP1VgvdCVXTaVl0xF+dOlBOoEoejupiEwoBM8PA/7nJa7csjvtGGfi1K4D1GlK7dRbhhXGm/9caLD08NUzbx5Bug3cZnuQz2epwXdHdo+otzm+mpvsEobu/9kFoj6lGRG3bbP//2fuvGFmy7DoYXmHS+6yqLO+v922mZ9hjyeFQ+PgNIOlVIAQIEig98IHAQBIBQQIhUYQkghRIEIIgQCTBISnpSYQg6if0ccixnJn2ff29dcv7rKr0PsP8D+ucOpGm2t5uds+NDRSy0kWccyLybLf22ty0p7PMVE9muBFGg6o3tTQ0XnsCBE0X42k+l4o1FaUjHDC5+esATuqsQZBtrTJxRoM38wLWpDErHo8yC5uM0rE1DWZVQ4IttS2yqlEBj0tFRfuMFhWF5TBLIVk8ay2O2dDpWK8fqloqU6dDt35IBfXiOd7Y1+aomGXf6fNTzIZrInu+fczPhQLAzKiGuVESftxc4PmyCR57v8AIeL3Nv3iEJGIAjaymMB6SEaIJprJ0jo/KilTE0IE3V5Xurrc5t+eXge08X5OwxGab63prnmiFkSSd4HKDzrrjMABwcZpBB0us37lJoHa8g5B5/jRDLQ24gKGY6WXQxREZ9WKNLQuSIntQa/H8she749IgjIb4V6gxWHB9nseUmQ1NEz10TW2Ag8B1WZfe6TIjIA3n6/PMXMTChCo22jSMwgFFzNYPV/fFF1+eLXFdZbjLrhZS2l2+fnlWQy7lnu7pI8leM38YOenMKIO//S2YprM87g8eqs9Ksq6Jm9Rtm0fUtbGQIMVsMBgqy22Skd7sZiREnSBr0JsdldFutumsbB0P1lG32sDzi8wwF0RZ0PNLLCfaLzDg7rjc22XJTuQc91JN64XcOw5wcMLjvfZkcJ0l5HyYFKtnw5SrTTqSJ7VBZEAmRh0GoXe7IqCajnGvT0bZgaPc4HevzXPtJjP8zsq+6ql9fpJzqbdJzCUDvvEIA76NNq+9ZBO3HReGrkHTGJRZGAeOVvh922bQPxZicObelgr2SkZ3y6ZN8Nzi8HkHDH5uZZ9w8oUxjuHxHu+RWGh4P/F4mHwv/dLsMBB+UOL350Z5vCd7/E7QHI7aiARIOvr8Uu963Zji67IF6EcpNmiP3t2ivTWdpY22V6At9nEg3H3x5ZMqhtab7JLJplSMr/t9uj9B4u2v3S+jSUZApRgiO+26hCVl4+LimnTAdJ2OkreVSKVBWLrl8PPSuQ+a3NhLdRoKwSCdvVqLm/hCjkp094Tfrbeo4F++TIj1XoFjWJ5U7J4y0uu6NFjOTdIYeHVFwLSOeRNWm/xbHBckX4KMY0nUINsu5zU9QmIUV8CRK00SsX3pCp3Jq3OCWTYI/PAhMxj1FmujdY0KutUAylsuXljWcGOB5z0osbdkQkRqx9M0Elb2OYZqU0HRJTP53Bid0YkMr8vjXQYUZkcJozMNPtfAzIij0Sm9MMXvt7vMFuye0MD88QoDHOEADUPZPgTg+Q9L/O7FaRoRmg6YpnlqPF6cVkacJLyRIonSAqLefeeE13k8TQd4r8BxSNheKko4eiKs+rXvHNNo9WY2zk3SWe7nIACYVVkc5+e7NucqA0L1Dt+7vy0yF+0ajDCp0/rh6r744suzJYZBaPbGkdpvNXBfk22U7m+5fc6Ni8VxIBI6e+84Kwve6rjYL3LPb3fV50MB7s2HJToSG3nuxfEIA4iHJTpw8TCdYW8d72iCKKlhwXPLpU6VpUTebPzKnovbGzyurAe+vc69eO2Q+jgU6M2cPDkgquve9iAEPh3jHvuV68BJWb03IjLpG3naCV5Ega5zz0/HgUZhcPxjKdoOwxzMkQR1aKvb2x4L4N7/ygovZibO995cE23R4r1kb5UG8Poq8NUbdELzFX5/Tji6j3Zpk0giL00DHLsL02CkZa9AnShRbDULiAb4HFDtz/rboUkysGEi9X61RV0r26ElItRvxZpAzAWpx3WNzxNRvn9ns5dxX7ax61Z5PC8ENR7hfbGQG6wtPyq7yBc5jpkR5azf3uB9chaZ4NMUE7R/prIM0h+XeT9NZfn6dOZdD+GLLz+xYmr0V9Yf8DcZF/v1SZVJrzO67H6wcz29Qz274u2v7Y1wjiQGs+CytRNEzVkkRGeqVFcZbq9IqBzbRFE5nFSF0gUd3MkMI5gLOTqsa4cKoqVrzNhuHLKWbDzNTV8qoHCAEfpbiwqiPJrinEzDo1g1OpnrecK2bWGIJKJUPkGDRkSxRgPkyqyo8XP4XU0DJpJ03l9fVezey1N01KMhkpe9scrTyd7ghg50LReP9zSMZ+jEWw5r7QKmCAQIGHQ6xvX68jUaB5JVdUk4k7NjdByvz/P1TlOsZ4Xf69TVuW2X76WiwKtPmNGIR4TzXuL5ZJ/qpRwVMqBgam2LwZCtIxpiCznADi/h//c6DZSRJLP2mTjnno4p5ECry/shYAC3FnieZofG29YRj19tUqk/3gM+f5nnWjvgtYyFyaAbDyunW2akh3EQSObzozIzOqU66/0sm8e7PENkQS7F+2i/YSEaJGTuLEidL7748myIqZNTo9QYrIebGWMw+AcPlQNTrqss9ZW5dz9+fxZclnT119wGRc21bI81lqLT1uxwb5REWkdlIq4khPzJPp3uxRz3+gE4+6xysr3jqDZc7BVJNNpPxlUTpVAuZBtN0ZNaoy65Ogu8taGOJZ3HmwuKCK3aVDosHgE0l2MuNwbHGAsRfdZoDwYirswChTp1dzgABBL8nrdEC1CIgkiQOvzJPo/ldTw1jc7jfoE6q+653rEws+KXZoCtk76svMgkHVWoU2st2idy/F2b12XrmNdMQta3jlmyNZnhda23VQvRWIh676yWW0GT41vICUJSsZZTIzyv1IP9ZQNHZdotV2Z7r+t4ioivvYJo/SVg560OA/mSR6b/fjUFpLy/dlsGTIb1T3/aYrsM2HQs2m2jSd4r97cVEawvvjyr0nGZpHz5En2pQo2BxZcv8fff8eHlnyx5p7q0/iy4dHAuz3Djk5+1HBdvr/f2kwToMEoHyAWVz9ohN8/r83QYs3Eqlf2CgjCd1uxMUDleX+BNtZGnEaRphLvP5+j4LeYUm6lpMEP/o0dqHEciC3BtVkDVqsyY1ps0AgydmdWlcTpnJzVG1KUETTrcdzap+GQd+5M9KoGDIpVp2xOgkO1WHF1Dp8tzdQWsOhJkUMM0OI6QoYhR4hHgM+cZwS1WOZfFcRpoEmJ/forOf6tLw8P2IAm6FqPfs2P8AdabzObUWvzulVmgdaTqoOptwuNWD0QWIUJyknqLc9464jxub9JQcMCsy1/eAb5yFagEONbJjKiDt8lIPzXC8V2a4ffuiPuoJIMDjiJqWzsQbOUaz3t/G/jcRQWhlBnpSsMdTpwmYPHj6cG6v40jRsSXJjRMZBxsx9uYnXERDemDB/LFF1+eKXHBPWMhR4fk1LnJilrcbe5BUodp4L50ZwuYHXWRiGoDXTveSWQ5S3/NbblBHbc8wQztZt7zJY3Q6E6XuuCgqLK6i+N06IIBBlVlnXgkyIynecY21+5yLK+vqtcqTT7/wmVyqHRsjqljuQgYGuIRosW6NvDlq9SHxRp18PV5UTbkAq8/6c3q7hXIRzI3RpTVVFY5pgcl6hkJu7+zKTqURIkmG01wPeqtQWd9dZ8oBU1jYDUjeDpCATqfw66bDuq5arMXwl9tstTqsxd4U3jtVM2l3dDscF7hINAwHUSjilRV6qXHu73s8a02v/twl4ETWXcua5QjHge3X0JB1oJfnVUJkHvbHGNTXPN+yP1RhYmJN9ZkwIX3dLEBVOp8bTPPuUbDRLQdlwF3ZvgYDJ3XoVgbbMuWEZw4H7lovF+CJq93JEx+hVJDBBx8sJovz7C44J7yygr30eksg1KvrBCB+zTBKL7T/RRlWF3aWVlwLyu5/Jwjargl8dXSOJWoZfN7GqjUXzpPhfNoh+8Xa8wYHBTpeC/kBJN43cVeQcNIQjBRm1RcAYN/5Tqhy4vjdMZHElROM6M8nxfmPpZkTfCjPfbPvr5IQrGgyRqvQp1O5wvLrKcbTxOKJYm3prIiS24K4rUO5wvw9bEUAwhjaQYQZPTashWTa7XJ15fHGYV6vEflH48wQ7B2yLqyv35IxSgZaAOmIIoJU5kelOj0y7FemCL8LRLkZ9pdjv+wRGc7YKpgiKbRiV7IcTyyRODeFoMHsSmg2maE/OYi8ONHhHU/3uc1s2zVns3QCcOTJHCRIN+zHRoLgQAQBI2oyQzJ4KJhZeS0OnTuWx0amtUGAxBwiEBY2WNwIZtQ9+FZHASOS+NiGFTP29s7ZAK10j5CkoXGF198eaZFAwOBG3nuUzKL9mCHe2y50dcfGII9u8qymMKRi5OKB0qddNnS6R0wfXJ/Ng3lhFm24CXB8N7Z0aDqxOB9Dxr3x40DoOMMMnzXO8BYyh0IBmhaL2eLVx7usIyq0pBQag26Qcfn/CQh5l2bddoy475bIJrtuEpn3bteHZvB44tTnNvdTVVnfWOegdq9Ipm658ZUsHX7mM51oUad2++sa1UGyB/uKOezIyD6ySjtDdczjq4tEgcROqH1du+8x5LM3n7hCgPWJZExuj7H67s0QV2ra4DVaUIXPTXPT5FErlhTcGvbAro16lpZF+4lzrs4JQnseF36AzeNNu+FW4usIy9WGQi5tcjJZOPU7/1kfK4ISlye6V3nly4Q5VYXPDRTIsixV+D7pyjGPpFBop0Trrurqb7smfjHw4migYhHSbwnr8vVOVEi99EPwRdfPrFigvtvW6BrvLwRuwUmG5/muXz5COWdsuD9n1uaIGnaYUkpfEmOsjROpVduUGFJxdXs8PWtI8FyfUDnW0aOry9QgY6lCBertwC4dN5cl8bS2iGNjt0Ce4hrOp3S0aRqCTWeZoRYEgwclQkDO6mxNnwmS8f4uEzllY4Bzy0BP35MBZaK0pk2heFRaVC5JiIcRzTE8d1YoJNXbSr4VTzsYmZEo/OdYKZAZhdccJ5vrhNet7pPSHbAFO086oRyb+Q5n4TI/leaVDwvLLOGYzLDjG69yefnJqioLZHNKNY5D0OnsRY0eZw7WzzPwhjX76TCMV1b4HPbpSHozfpXm4JMKMHrKBEPb60LUqKuYqefynLNpVN8UqUx1O6wr2Ayygx6o8UAw4UpGryWMI4WckA2oe63szgIdI3GoCSh84pPluaLL76cJTKoelShHvJCqdNRT//intQnCT07XQaKexwfi9m32bHh5+sIos9bS3SKTqqC3HKJiKe9Ip20hZwiKZMkOUcVlj1Jkb1Yg6YonzkeRPpYtoS0u6f9rzNx7dQ51DUGMk2dwVAJfQ+HmF1f3VdZUclBsnXM4OruSW9tdiTIbGo6OtgLutWm4/zmmupYIuusn1tiW7FyXaClPNnsfIkO5lhysPd3q6sYe73X4NwEr2lD8MZ4W4bFI9QzsszKW2N9Xcw3FKCjLZ3/jgWcHAOfu8DX1vaBMnBapjSWINpr87D3mKbOYH8qSn0XNL3BGXKh9BODyjZqKUGW95271GHJKOf6nbvAl65y/YaR8X3hMu2sO5u0VcaSXOdXV5jcuL/FgIU3+39z4Z0RGnsFxdDuDRLtF5kg+KjFAO+JHz0G4AKGyXv/R48ZHPoYEO6++PKJla5LNE7IFN2PXIUG1i7DhqkAAQAASURBVMT7T0t8U/pjkv4s+FlwuvE0FdzaoYjcm2T1HEvQeBlL0lHrWFQImTgzna0uHeTLs1SGoQAwH3FQb7IvdMCkcSMVu6FTyQQMKvnpLI8TNAnv+tJVKpLvP6BzvX2sAgCJMBW7YTAYMJGh4qm3BMR8gkbJuOUiEqQzHTQZZQ4IxS1rtI5FjVcuRYOtWGXU+6hC+FMwAEykbFSaOko14Nw0cGdD/SgAGhZVQRp3cUb1RJ/Mcu3yZf6/mafzm00wGBEJURlOZanYgwFFplNuqJYjkRCDEJUG3xtJMEocDaq1joX5WiTAa2PqdIx1TbB+R3lumS1Ix7iuM1kGEfaKKiNvGkQBWA7XZGaU1256hAZho8XjxcIMDHRtABoNigfbNPRqwgkfFn0/C31haGwr0y8+WZovvvhypog9TmaXK3VCxhdz5La4MssWWV7CKB3UL/tFOjdSpONj6Cq73K8rgwJ5dGeTpTfRIHXJ2+tEgdkOM7te2PBJjUHpnj7WHlnZA+ZuDH9vJktE1FtrdEDTMeDWoovpEaK8dJ3Obl2McSRBJ1kGUMMBYbyJPbrahOpg0VdPnE0IUs52b91wvc3vrB8MH+PWMZCN9aLTbIfP9wusO//2XXUNSg3qji9dpQ7ovwZvrjMjfH1eQZAdcK1Ldequly9zDpKY7eocA8j1NhF1E+nerPrlaRkI1pBL9ZYpFaouDovUXZt5USYWZvnbQZE2wfyYhmzMRUusaSJKnbSRd4e3UZvjOIbJ6iF776Zjvazv0o7ZFQmCnoCD4D25uQjc21RjXJoAKi3adMP0pAwSJSL8TkcERGTC4eNouWmBASpDYxs9VxDnBnS+Pp7+aM/viy+fZDE1BkXbNuB4SnBkVyCfSO0TIO+nBs37eUOnQ9kflZVwc5kZzyVdHFfplK4e0PlanqRC7whm63KDN0fApIFhGoxAX5kFTMPFk+0aTmqp04x1MkrjREafuxYNkpSIAHcsRSJyWKYz/fnLzApvCHK2REQxp9oWAwCyt3deOKiyxipgapjKusjEAbh0bvcLVISluoL9JaOElX32Av8/LNEx1DWOcSffgREMwLIJv+taVB6GIOtpdagUHYcKsyXmKBlCbywQcu66ovd4g7UaX7hMJ/a7d2nsZBOqbVYqyoDGXoHKqVDjvCKCsObJPucjjSzJuG7q/PFu5IHz0zRYto5oHL65xnWTrK7rh3TaY8K4uDJDyNlxRbCpdzkXXeN1MwzgZ24A+yUgpAObx/xcKECjz3bo1K8fsl5sMns2qmIY+qJrubDd4aUQUtoWEE9Pom0BUT887osvz7xEgqIjxB7Lk0Im94mVfe51rQ7wxSvUIbLee2GcZTLerLNXnuxT3x2U3AFdmREEXvOCGNMLIT+q8NirQ5zTWJg6YZi0O9SjQC8zeDRE5Ne376hEfbEO/NVd4Oducox/eUdxoTiu6Em9wADujx9x/2TwgM9fugBcmBzeXmo0wf7fr6wMjjWXoo6VbUK9dc+2rcbfL8kYHdlkZDB7vnlIFNwwOSpTL5Vq6rpFMtRDI3EAGgnpJJogGqb+BngfSFLYUIDwTMs9GzGlCR1XzNNZnxPO+nqe9xNA57r/XhhLnN2fXBLOpmNcy06X9lc6BnQEQrAr0HCSWDYdE3D+ruJOAeh4lwTabWaEQXsZ0DkscaxnOc9Bk/dRwGSwwtuqLmB+PCgy22HSoOUh2YMrutY0BrmEfPHlWRJDJ1J384h6QnabKDdoSz9N3gXf6X6fchaUqb9Ge9jnuzZhXuuHQplrKioLEA4nJV/h6xJmHDBExHqMGdWtIwVvcl0quKSoKwoHNdg2YHaPcHMhhbaoH5rPcRzFGrOrMlO8OM6aLrnx2i4dv+MSoRaLQvGeVOmcOy7H1bWp8GX2FlBZ0f51iodFNvtY1YU1O5zHxWk6kNEQs+G1loLoNdpAsRGCW6dS71iip7TFz8mWLPEIx19t8DVRKoaRBNcxGaWh4rqixUqHEd5MHJgeVdH+6/OALowd1yV74Z1NAOJ7Czlm/TWNmZXPnAO+90AxxbctQGtzfY/KCrbfaJPkbv2ISntlT9TDCYh/YY3nHkvy+oQCItsRYlR/eZzfabQYDLk6R6W9dcx1TYn6O8uhQp8eEb1U30H60RfvVAohr+fqvoaDwxB2ahqWJ8++733xxZdnQ8JBDVMZF4bImklisGvz3AcBOlSpGPcp2c1C13uJM71i22yZ9XhfvSZ15cUpOmIS5eOCe/vDHe6h6egZ/ZdDDJSuDanDnhqh/lnMsRZZEpHdWAS+f384kc5ugXvkc0uD7OWlOh2q81MMAMjAwPkpllnNjQ5vLwUAUxkXLy5Tz0iHfHaUaxcJUq/IkiNXELVlYmqt+2UsxWzxsOx5JEiocb8EA3RA724xeNCx2aGk3ABeXAZiEQ2xyPDkw/SIi/0CO3pIZz0WYlsqU6fz3K9HxhLkPnlrnfP2yrU5nvf+9pB7YfrslmEdi9dj+4T3kyOcTNvl/SGTC5rn84dl6viASZurh0ROoBUiQY5Tzm12lDXuZznP4aCG81Mudk8E4amwT5YmVEDmo5agznM2u4PvxcJ83xdfnlVp29zzn19m8Lhcp96QnCTtM/aYDyK+0/0+pb/H8VlO87DPjyQYwZcRYOkYAjQEJtIKTrd2QIURNHs36nSMztRhSX1XOs9eiJBlAx1jFKsHijhtIkPld3+HSmQsRQd2r6BgcFNZGh6OC2wJ6PXbm3TYq01FwCXbXJyfVOQpMyM0tuS8H+3SUEhF6UTe2+JYx1M8X7NLo2j1AHj5onC6Ywp61+rQiQ2YBlodKtijMt//0WNC3ToCjt0Vbbk2REutcoPrnYgwyp+OcU6GTiVt6qJ1V4KG4s1FBgb2C0QKVFt8fW6UsL35MRopj/e4lpk4f5guCNEKBVQtdliMSwMhl12H17xcd/CFSzoe7jLi3BWwM8PgD3H9kOdZHBcEOCFCyy2H10C2bqm3ySx/QWTSLYfrlBTrnI7REf+gzvAwQkB5H8s+vO923/viiy/PjnQs7uO6DqSjLnSdzxMR7ot//WCw/vdrN0mcuV8cPN65KWYdhkmpDuyVuJ8HDJymWh2XDtb8uMqQmnHVHisUoG6rtXgM6Sxm4txzC1VFRCazmK02UK6p4PapaHx+UKQem88pKPVGHgibLHX6a0/NcLVJZ+3W4jtnFkcS3OPDQZVxiQSpH0dFXXbAUBlm2+F+D5fHlu24XLAUzBZlajLwLOHSySjHbIAZ9ljYQzoa4vrX24rUrWMz8P5oD1gYHw6lBshxspFXTOltC7DzHONZeuTqHO2T605vbfnSODCVITrONJit92aKNw5pf8hWZF4W8kiQNpE3yOK4gGPRhoqG1Dp5LisMndfzuMr/ZSmbplE/H5Zpf8l1rLcZfJfrUW0MQuC7FuclSQUtMc+zUAZPW2yw9PB79wffuzLL933x5VkVQ+Pv+LBEm12SDd/fZrDU8OHlfzMyrMexFK/TfNbnA6JeCBA1t0EaKUAvQ3TH4kafjRNOlohQwZxU6RR2LN4Ya4eirihER7TRolKtNV2UGhr2igayaRo/lToZU6/P08CQsGxbEL/k0qJ1V4nkZ/EIo7BjKUX88ZlzdNjzJY7z+jyVebGuenqOpYDLMy5qrV5ylpEEDQaZAcilRd1zl1l9gDd8XsDaF3Ls2V2qkTDl+SVmCFYPCB/8zHlgZVfAzW1CuQ+KCiam68wuaxqRAdI5l86wDHg0OrwuG4c8z1aeWeJ2l8q82qJCf7wvmMUFWsHUaayVaoycJyI06iyb5w2aXJtSnXC55XGg0nBZx17uhQ4aIosuxwjwXFdmObYn+wwwtEXkHiJ4cCyi8pUGr6ck4zk/9XSj5+/3vvfFF1+eHWl1XPZ8DnEPbDS6iEaN017Ick9LRpUuabaBN9aBF5a4F/a3sprMMug5TDQNgCirmsqqmu69AvfLYpV7Yj9seGWPY1gcJ5JLkqKNJqmj9ouqj7eEl8fD1IWVZu8YHOGIhYMMfPb0pAb13dEQfgwA2Dkm/HwYXHo6y3nky4O1zdEQs87PLTEo22qTrG12lPOZyvLz/RnmVIzB27c3OBd5DboW+6iPJelQr+6r872wTMe53e0zODWuU7UJHJYHWedH4wxwpGKDUOpCjWMbJmuHwGfPc1z9ZGnREO+LUICBfIleOD9FBz+XUkzt3uzzSIL8LrcWe9EGyxNEY7gubZi1w973DovAsijT867JuUk6zTJjDvCx3uLxZ0dcbB33IyxczIzSeG+0FcJRovge7gDT2Y9Hf9ZaZJXvZy+XSSBffHmWZX5MESjK/WA+J9BZT1F8p/t9CBlMh7/ndZrP+nzXprMnDQzHVSQqXoZoQ6fCeGOViioeYUZZwva2jwnLTomMpiVYUAMmGcabHW6q0yMJ3N5Q0eZunWydLy6TifPiNI8zPcJI91vr/OzyhGodclSmYjANOrpfuSog1BqNmsMSb9KAKWqIA3TcoyGVCQ2KDMDDXSpz2xPNDgdpBBXrJEhLRPidUo0O/HwOiIU1/OAhjSvoDB6U61QYmTiP+3iX89gvAnC51jqo5G8sAD94oDIsMRFwuDhNw8IF5zI9yvcOS6xHfG6Rry9PsB670eYcpzIANOBijL08JWt8q8sasqCoabyQpdG5MC7hlC4iAa6VNEZ0EUFvdWkQmiavRTRMo9Oyeb9cFjVy+RJJWxyHivvGgnL0QwEaBiTFe3+cA0/zvvfFF1+eHXmn/UG2V4qGBuuJGy0a/i9doHNUb9NJPDfFPVBmG7w11rrO/XJmlJDwx3sKCn5tjnt8sU6n9bT1VJfPNQDjGTpA5ydV/+WVffJ0dCrch70BAAC4Og+88lh1r7AdOqwTaTqrB6XBeS/kSLZ1Via11u5FgnVtPpdtJN/eUN8pNYDSBnVjPMw1zCQAPUFyM9kqzXFFhllks9tdjnUsyXlfdYa03Erz86sHnLclUFn5MgMSqGOgn5S8LsNY5x2HY4mGBltxBU1eYxmE8UqzzbEOI0trdVyEAtTBkxnFqn57gzXlra5ILIja5FqL92QuxfMVarQj5LhX97kejTa/d3WW+rbRov0UD/OztzcGW4NNZOikhwKea6rRXtk+6WVDrzT4/Ks3GCBvi3tL3ssBA8gXOY6PQ38mwuSeuTKj5vv2OoM4vvjyLIsD7h2HRf7GQzn+Xg+LovPFUzyX73S/DzmrxzEwvK1S/+fLDSofyc6qC2XmOIQxSzmqMCpfqFFhV5tU7BemCM+ayNCJDFT4visyny9doOKezlLRPdx1YdnaKcGW7ZCFb+uICmmvQGUEcEzJCJ3K1QPVgioU5HnX83TAZWsVgEp1M09FmIwyW1xpkDRsr0DF2xU1Z45L6Hizw+/JbH65Tod5aZIOZ9sidPraPGvmRpPA410XHYstWiIBoAWgZTGi/PJFjqtUZ83Z5RmOqWvxfIsTdLxfPM8fUKnGtTo3TwfWsvkXj3DO8zmuhS4i+hdnSKry0nmONRNnHbXjAIchRsrhck1KdfZODwYIUbQcXqvdE2bhUxEd06OMoL+1TuNQ13rr4WMhBldeW2U2fTTJLM7rq8z2y8yDKRz3Y0Ec1GgJA0NkOfJlQXwTBEYSLsbTHxxu/n7ve1988eXZkaBJB+mkSqei1dLRsGispKPcb1tdtlWU+8jOieixHADGUsNrmxdzLl59MpgFH0myteMPHlKHRILcwx/sAD91EXi43cuUDojMrq1Km8p16irXZVB1MsP9vp/9e79I3fzyJe7ZhSoJN1+6wL0vG2QmdbcAtNtAKET9m41TD4yleC45t1RMdbLob9O1OE6Cr9V96oWwp/661SHce3kc+NadwWvwlWvsM65pPK/04TSNTuLnLgIQpV2nNcoBIBkiBL5r9WbBT6pEo5Vq1D9euTZPnTuMdT4gyE1fWRl87zPnaGP0Hw/gWhr68Ox/JsZjnJ/qbXl2foo68sG2IpWFS71bbjAYf3ORyYtHe70Bn3MTXAMHRO/JY8o661aHyD+p8wImHfVCVV0bL2JgeoTBm2GyX6STW/TcW46rkGvaB1PL70sC4PxvLvZmum8uEi0QeNcj+OLLT66Y4J4xO0Y/RqJSFsb5+tM0cX36hPch7HE8/L1hbZX6P2/ZdOCuzzPCLDfbyQyh03/9ENg5drG6T6cqHKRiCJmMqr++Ssdy51hAu4O8gKkoHd39AiOzrS6Ve62pSMuk6BrHkY7RCT2psnVGSjjcb67RCLBdQsJee0KFMz/KKPq33iaxzM4JHURTZyS41VG129B4bMcVLTcEiUk2wRtaZhAMQe7RsZgRnkhzvpZNx39OGGkSkm/Z/E4yys8FRTZ+LkdDomWpIMBzSzSMNoQCt20q/FtLdJyPy3RoL04zU31xmuMvVDnfZJRrc1KhMWcazKzsFWmoFev8YebLhH/f26Kz/NJFZlz2Clwfy+E8FseBnYKGP3+DjvKNBULggqaC86VjNLI2j2i82I5il5cw86ks16JjcYN4uMdWNo4wNCyHxkbApIHy6grruFb2gK7VZ4l+RPe9L7748uxIOKhhMqMcHxngLTe4N6ei3F8PSnS+Dkp8vjypGLfDQQ3JqNazl5iG0gEa+Dg/Rg6N/aLq2KHrinB0+5gB3KAJLOWYxVzK8fnsqMr+7hborO0W+Lxjqb3VKwGTe+qdDQZQXzjHxx8/4h4fNInASohgQCIsnkcYrIZLJ/VzF/kIl1n2ZkfAGFuCCE44pnLtYiGBWGvwMRZiAGP1gI8yW2wafL55CGiixVWzo/5Kdeq0jgVU63SGv/U2H6t16syqgEy3u/xOu0vdX2tQj+ZSQDLMx1uLfHy8x7WZGSG6amaEzytNrukw2S3QUR4myxNMNtzbUo6urPc+KNEGerDdu14Ptmk/5EvU712LyIOuxee7xwx+LOR4TXTwcWFclEG0aTO1usJ+6KoSg50TOuSFGu2tQo2fz8QVe3yhyseASdugIoLooQDv1VCAz/NF3uvDZGF8+OtPW2xwjit7DH78vy/ycWUPgObXdPvybIsDBuPubLC9ZKPDxzsbfN3PdP8Nylk9jqeHKOxhn7dcYD5Lp/mkSsV9UlO9Ig9L3MxlPZbj0NDYPFLQrXtbjGbPjKjo9P1tGiZXZkkmdnOe79VbHqdbY/TGFhDo58/RSKi36RBv5uncSXZvF/zcunCUS3XRx7JNhXdhikbV2xuMnMYjzCwHdGA0RYW0mOOYW12eu9FmQGA0CcDl/G2HwYjQmICF6zQEQkHW3SWizPabhshqOMpQ2j3h2L98lRmCepuO8dwoM9KzYzzvYZk1cKWGChJsH/EYWQFlXN2nE52M0gBIRDjecoORfcvmeKotrnkuxbmbooXKYZnnfvkSjaz9IoMpO0cMYizkNJg6I+IjVQZKrs4Kg6jJc4+J+kLToKERC/HS6TpQqChlfmWW90m1wb/LszQwNvNc2zdW+TlNo4Hyo8e8p85ynt/zfb8PlEHjZWny7PveF198eTak1XFRaVKnrR8CxY7oXzzOfbLZYcC22VHkWZt5fuas0pRWx8XKPvXB4rgiyCo1gHCV+3JMwIC90POW4Oh46TyZt0uHAsJ+nuRm+Qp1petSv3QsPg8YRFFdn2cvbFnHe20BeHNVdNtoU8c229RBMlD81496SdbWDvn52RHqDGbIXWQTGp3WNHD77eFreVShY7eeV69ZYt7xCPVlxxJOpMi0yk4eUyMCtmz2ZmFNk0griQxwXeq0HzwEfuY69bG3PRYgAr4ux3J+SmXco0GiE6IhRVJ2miUWXDGlGgMg/QgF1+Xj1Tk6e4FgBKEAjz+aIJfMMFk/ZHBfHktC9iUfTSjAkispLuh8J6O8T06qqr1nx2IgPRGmTVVtMmih67Svqg3OaW4U+O59dcyKgNy/uMx+4680BXohwGBOyOT96LR6yeriESAQ4L0l+9h71ytkMkDwUUvXoe1yaZqJFJnpvr7AYEH3aXoVvvjyKRMNgsPCUq+5Ao2ykWeg9GmJ73S/T3mntkpe8dbUDmsN0uq4eLI/CNnt2iqqEg4KshZR/6YLmF48wo177VA5f3D5umTF3j4Bbi1qeGWFiipoUFF2LGYZHuwwQm07QKFOWPXKPs9nOTjVbOkYo8EXpkXtmKl6kh5VGBEu1jheGa2/tUiimL0CFVutwZYauTQjvltHwnl2VeuxWJhwv3qLyjISpJFkWcDFKQd3tw1kYoqABOD4t4/Zt/raHHBpllHvVpeBh+kRzufNNTqo0TB/PJZNgyloMjvR7gKvP2EWYzxDJdRoE4L2eI9GRjrOusOuzb+lcWUYWeK1oFibJ3tcr9dXuebNDj8jW5KVmzQKHu+zlU3QVLBGb91/PEIDqtmm0TOZFUiGDsflQjDURhisGU/zO+v5wRY3tiMz5R+MtOW0f3zKwXa8jdkZF9GQD5TxxZdnXToWHRvTYJB1NuPADNBRHEmw5KnRpsMma6LrbUJ+z8p8euvEvcRmus79MBRQAVrvLiQJLb91mwHxZJTH+sED4OduAVu7/Fw/pHd1n2ijJwfUCZNZMYa26EOeEp1HhMN0cZqB4qPK8PE/2uPYXlul/hhPc09+bZXdKqJB6rt+cRw6iHsF1RZM1v/GQqzl7joCmi9q0g/L1E/JqKeHt8fpuzpLHdi1Bo/59jp10g8e9Drrlg1cmiIqyzvvpQnqp/E08MNHqty71mQA+stXRV/szmBARJYi6Tod1am0CUM8774Tb0gHyCU5vumsCt7vFgjdX5wAjoYQtC1PqISGoSv0mCXYwx1HcdOcQu4Fem5oP3eXNtf1eWAyzSRBu8uAhuuQi+AHD8g34CX3e/EcH0MmnXm5xgGDiDlvffhHJSGdAYIfPOB1Sca45j+4z/H5qtyXZ1ksV9nwMyNqj9k5EfvFBwOJDhXf6f6AMqytEvDOfbyTUaXpzyKfKTdEW4oSN+lyA4BLh1HXCIteHCfJh+ZSgVu26Dc9ws09EhSs2paFr1wzsXNM2JcjSNLqbdbyjCUZ5TZENjSXogJvC2KPUIBKKhTkDei6VLi6zkj2oz0V9ZawPU1jBnkqQ2U0luRN3O4yS3p5lq9bDg2GeIRrsTzBjEM4QAU5O8psra7Tgf/SFUUgx0AGHeyOxfFLxnDHYRAgIAybe1s0bnSdDn2z0xskSMeVc76yz+CGpjGiXWqI1iw6s+SxME7ZWqMiEAIoUrSkYDmMRxidT4l6xlqT1851XWweaZgd43GqDRoiY0k+rh3yep+b5PcltP6kynN+4TId91ZXlQ1ooKG7eSRq6yPMIvS71YbOa/BhSc9CJlAr7SP0ceHifPHFl0+0eDkfjqtAqdhEOhNWjq1LJ2OgltdVCK9+4sf+OnFvxjQW4h75YGdwLAvjwP0tOvvlBlC3VHB17VBkdYc4u60u9d1xlX9SdI1O1Csr3G9NQ8CeN4HPXuQeLnlBvI5bJEB9YhqyPZmLoKkhHiEx6dU5Hqd/bvEwHbHPnKfekJKIUG9dFmVQ/X3Bp7PUFXOjKpsaCfF5yGTQ2ZvFkTXF+RIZrV86L3hGanSaf+oi7QRJ6KbpfC65XyS/i2UrpvGgQf38/LLgRekLiCyNM8B/VBL3gsMPRFuAmTmbOC8Rpk69Ps95rx9S116fF4GFMG2EzSPW+scitKHiYd4DY6neDPNijno9GeUFk6g+DdSNiTDnNaxPt+OITjK1XjSBJdB6nzlPAtS1Gm2yz5xnJnsyA7z6hMiIoCnI3w657olov7Z++uKCKDzD4Hp4Axf7ReD8B0TA+eLLT4JoINpmaUKUkwi08Y0FBvae5i/Ud7qfsrzXPt5nkVNZNgCNCuXJPgCXyvTGPKPk7S4Qb9JpXj9QPaMvTXNz3zqikk/HgOVJA3MjLpYntNNWWfL4pk64WKHKaHanS+Oi1RW1yLYaz4Upkp1lBAxbjr/dUcQpHYvfk6RqDhgceLQniGJCrM/bOwE+e4EOdbNNh/PKFTriiTC/O5KkUo+ImuiVXQcvXTJwbU4prI0jKrt0jAZHsw0UHKAjMgWRIJ14b2sX02C0/Mk+lc5UVrWLeXONc8kmOOfvPeA1cFyg0QAetwkZL9YATQQMJCFOMgo4No1EgNfj3pZiZw8HRZ2Z66Le0pCNce3iok4uHOxFTxgaFeO9Lf7gkxESupWbzMAcCvh8NMT31kUgotrkWOIRjs+bzYmHaYz4pGe++OLL0xRyPrg9ek9KNMSAsasNZmCjIvO5eTTYemoqQ13i7bEs68SvzTMoq+uDZV6xkGIuT3lgw802g9SXZuiceeHgmthv6x0FkZfkZlMj1H2ym4d0BoMmA+PZuCLCBOjcSB6O7eNe2Lbl8LkGsR8PgcePJGkTdC3OQ84tJLpeOC5LqmSpmePw+USa6LaTKjPbXmb22RHRsaM25PqEua4nVTracr0A4PUh1xOgDmx1OcdqUxGUJSKqZdfVuUFG+rEE9Xa9TR1cbehIRFUrrvkxosP6AxFXzvO4sixAtlW9vw188Qr/z8R6nfVMnPZNPAJ8+y5OoV/VBnB7E/jKdd4vr63S+ZTnMw2i8XaOGbjx3rMxAZGvt2iHeSUVVWMyDX7Xccm3cnWOyIiXzgF3t3nsZIwO92JuYHk/Euk4DIBcm+Pab+R5va7NMQHQ8eHlvjzDEhTB1TfWuD/ZNvVBq0sC46dJW+Sb4E9R3k8/42GGiiSDmcrQGRtL0vCIBAlzuDLLDHq+TOX8szepwLMJRpBXD6nAJGT7wUYFiWgKi+MqKy8z8cfCqT0s0Tgo1qiELkzxXFtHVDI3FmgcbeRFFloQuFgOHcCKIHqRkeW1QxKfFKrMKsSCNDSKdWYYnl+ikrs8S4V2VFF9vJcneJ67m1SY2RhhW7bbwcpeALOjjMrKvpIBk7D4WhPYPGbmORTkPFJRvm4IY8CFaLkWo9IOihqs4wqP6UKxnsqe1+uHnKPj0DhJhBWLbb5MqPraId+XCIB6S9W9tS3VzsW2AVfTkIrxR31SJQJgrwCMp1zEIloPesIwXBSqvP66xprsrk1SoIVx1qsflTm/mVEGOPYKvBdeXGZU3Wu4REM+6Zkvvvjy0chZnA9jKXaU+OGjwR7Rl8+RH2NY6ym43Cevz1PnefsoV5rc24aVbVUbLhJRpZekaBp1w1ha1B3XuZ8GDAZuL04rB99bQ27ZPE44SJ0Em3uudGonMgDWB9djRGRXT5muocEBvwONjujVucGgwXiapF1/dUcxsBcb1Kk//wIDBsOc9VVRX56I0PHzZsHbXZ7LW6Ms5eoc9XEySiLXcoO68/llnqfRF7wFeF3CAYWqCwmyuZMqUWMBnWOaGVX117pOp7RcZ8Bdzq0knn/uAtdyIUd7RK6JrJde3ee4vL3XU1HeO4vjdKxzKZXIeGOVQYT726q+/DQ4ECbD/cuXqF9bXYUMmMxwwAvjnGfQVHpUIvDe2hhcx7EUSUtljb1Xto4ZCLkyp2F2tLcd2sclps71eXOd18MQyIXbG2yNavrwcl+ecdnI8zch0Tuuzb1x4wiYzTy98/hO91OUd+tn3GhLmBkNBC/JmqlTYRyW6AhGQ4yChgN08tg6i5HJgEkH+/Eu66SvzNIJtGwqbICb6ljKRKUOYYhwg98psMZudoQO74NtZqCnR6h43lgl6/etBUZ6Xn9C2MWNBSo4x+WYcimSh721ISLKYWZmdZ1j3S/yZr21qOqqXJfG1fV5RpRmRqiQSg32DN0+JjRQYjlKdTqRTqd7Gl2+Ps/XIyFBQuIAr27z85rIptzepMExkRHMp6K+UNMYULg+z2OtHzJYUBcwPlNE+cvivI02MJOloipUmWF+fpnkM8c1zufKLK+ZK2q0FnK8BgvjoqWKsDqSUSr3+TE6y1dmabS8vSEYYdPM7si2Xh2LaziSIKSu3RVkPyESoTgux5uKMdMxlWHkXLaPCwdprHYsZrjfiezPF1988eXDyDtxPiyOu4DGdoqNNp2eizPUQQ93h7eeku00d46pT2ZGuH9uH7M2VZbJdC3ujafQ4KiG63MufvBw0Fm8OkcU0fIEjyOzsrKLRDjA85944OWjCZ6j3qIeMYN0MOst7sehAMt+7gpUUipGng5DYwD83pboTy4IzeIh6jrDODto8HCHCKb+vuYnVUUo2g/dbnc5l7c26LjP51Sm+9YC9eQXL7MPdVFAn6/OcY2qTeD7D9SxSg2Sml0W6KpunxNpO3ROnxzQSPXKeJrX+LgsepIbDDg32kAgTdtjWDu3jTxtHsfl3FNR6jLHZSCgWFPkeTJw02jz9VyaiIOQSAqEAnwuEweVJvD5i4qY9e1NoNul3t4tDCID8hXgazeIJntrXSEHb4mSvEvTvUGipXHF5zJMNFdxrARM/h/4mC1vHbT3uqK+XdO4vpZDe/PiGdwKvvjyLEjbpQ9laEA0ohA/7S7LYdp+TfcnU7yQcS/USRN/G3k6Ut4674WchpG4i5Mq3wuYKrr+6hM6xKEAFfxnL1KBvfaEN0U8wvPe2aSyk7XFCQEjfrwTwJogGjs36WIsSUcsFRUEajUaPxt5wq4k+/jaAVnJmy2yWwKEIE2P0LludUQ7rRoh2k1BOGAayhByaGdh7YAKeuuYa2AIhtl6k0bOpWkqtGaHrydjVLJBk59ttoGIGSARjUtFGTRZUyfZSC/P0pE9qvC1rk1j56cuqUh9u8PjyXrsbILwt4Y4p6zlth3VqmskwRp3y1ZGzcoe1+TilOq9emWGdYCtDjM6tsO18kIVI0EqbRlQWNlXxsxmnu/vA8il+Ou2bAYNbFtcmzCNw8081zZocryxMMd5XCVsrFQntH9pnGNIRvm+oYvWac4HI1LzxRdffHk3sWwgEI6flicBogQpwn1aSjTMPfbJ/vDjrO6zvWO1Sf3ldT5HA3Qi7m+5uLPF/TERBa7PuVgcZ+YTIJS3Uuf+fm2OTv6rT3je6RGVzS7W6eBemKRTKls0dm1u17OjQGlLZKmlaHy9a9Hxe35JfeewxBrocIDO79ohULW4xy+M81GW+fRzwzQ6rLOGxs9J1vB6W9VR9zutAD/b6rAXen/9cqUBTI8CP3pER1o6mI92Cc/+zr3B4zU7rAFeGuc18qKmlieBlV0Szx2VqVtDQWZ7qw2h/x2uv2TJvjZLB685jKAMgptF7+3vLeX/eZ5zdtzea6AJ5ztkEpG2duBxhCfolE9l6ZSv7FHHR8MszZOM4TMjrLGXbPXzOc5hvwi8vkbCuplRnvf1NbbZmhZBGlUOwSBGNqHamXnXK5tggHzr2KWdAX4uGnYxmVaB9o9SbJe/pbEk7Stpu2QTAjnyFJ0KX3z5tImuKaJpCS83BHll0Dg7oPZBxHe6n6KEgxoWcy5efdK78UaChG1LplNZ500mVxdP9hh5DwdpMHS63BhrLSr06RHCpCQL54VpOoHtLjd9XWNUd25MOax3NoFuV0cgwEjmrqilToSBeJSR91SUmVZXOHGTGbbPmB1ldPbeFjfpTFyN+/YGYdV3BCw+FGAkfeuIDl6hpsjQdJ2KLp5TN7Wp8/HL1/jd7RPWpkNkBiaywGsrfK6ByiBoGkhFyfY9Emfdl6EzuFBrkYH15qIkrBHGj8XzfOYcoXfRkGDXHedajCXJVN7q0PF/e4OGgu0I5vQA4Xr3tplhAQTsXKeznoqKzwU1bORZJjCS4DrWWlyP0SQz36YBwAXKlSYKrSiOKzwPwO9k4zQKdJ3XIF/me65LI+D8NA0DgIozYHjIa0z+vbXOa1cUNYRvrdPp3zlhxP6ownF5Az4fh7L3xRdffvKl1Xaxlgce7Wio1iNIxDRcnHGxmGNAcO+kD0IukDf9tbFSTltBNblnxUSGudIEbi0D2wUGOAMm9Wa7y+cAYbxX5oDJrHvqEGbiGioN9xSJ5s1mA9StsTAdc68jn46x5VN/u6fFHMuHIkHqh82j3uONJlnPe1zlPEPjLtpdDZtHdAbPYm03derRcoPOrPTQXJf79wvLDNhadm8d8sI4bYWHu3xd13meh7sM9mZjwAtLwGGFr2s6jxUKAI3m4DgclwGLF5epI6VTemGatdnlOsfa6QJuhLooEaZeLDbIiSKlWOPzr95gC8/No0GG4GyCqLRhclyhbfPW+iBh3dIEr/3DXTrIk1mO9+EuEQeWDdxepx2hgfO4vQ68eJ76/tUVBkpcAJ0a9euXrzEg0RS1597z3d0Cfv55rkF/95rlSULH+6H/y5NEDxyXWTonIfzX5gEDdOI/ctGIkjsoEUlg6opjYDKDp8sU5YsvnzLRwYDkd+6Jn4JGH6lksSPD06y+8Cs5nrKYBhVEJMiLFwkw2iprob2fOyiy+Xq9zQ1QQusiIUaNz09SGd3bojPrulTir6+KlikiU6rrAsqlC2KtU/IZ/ZRsJRSgw1yqc+OX8CyAWfIXl6lU31wHvvUWnc3lccKhZa/wnWOOy0tu0+7SSTQNKuJwgIouFeOY0gmVma216FTf3aJR9f37hGxPj/JG/N59nuvF88xodLoc061lE+t5IBkWrbJclY3WNK7t6gGNGxdUsGMpRqvyZULhv3hFMLe3BKN4m8EMgOt4a5EGVtBg5PriNJ1zyYKeiXNu9RYDJGsHrIFbO3BxUORxyg2VZQkYNNAebNNYcAEEgkHEw8rhDph0uO9vK2Kat9YZZa80qSDfXOO4QgGuRzTEzzoujZx0lNdbA+fUEsEYy1YM6G9vqLYkMuCzW/iQN7ovvvjii5D1PBFY+0Wg0NCwX+Tzg5LQc5vc/2Um8M6m6p88TEZF1vTlS9wnyw0+vnwJgMPAp2yPVajxMWCS0bxcd7GRd/HmGrOTb64BG3kXhqaIQPslHqFzuJ7nfj+W4uPqAZCKcL+czIh2URlR5zfKz12do84G+Hh1jvoL4DH2i8DDLQv7RT53h9T9SpE8KrpG/dYRbb50jSVJ42naF7UmdWetyefZOPWy64rgsc1H16WTq+tsPdrucL3aAlofDlBHS2SZ/JOcJ6EAAwjzY3zUNML7QwEaqHc2GaS4s8nn0RBRaMPkrTWu3/V52jH3tvh4fZ76Nl8a/r2GgOdfnuF10sT1ujxDfV1qAPOjLNe6vc7H+VE6lqsHvOcabd5DjTafP9kT5Hi2gn674PNmR2Ts+97r2kCpqoLw/TKd5bWPRWgPxSJ8PpYg+uGVFWb9L8/w8ZUVQtlbnY8+zWyCAY9YiOtwWOZjLMRAk5998+VZl0KNXRDiEZy2YL61qEp2n5b4v7WnKK2OS9iwrchY2l1maEMmX5MR9lRUsWjrmupfOpIQvR9L/E6xJkhgTDqT0RAwkVKwt3yZRozMqFebjFCbJhALa4RFaDyvoXHj7VYYyZ3KsN/kRIYO2+0Njk3XqLhqLWBJA+5uMII8mqQi3j5CT2R0+4Q9re9s0kGUfauTUWZ6H+/SIDo/SSOh2hSR6TSNnJMnhOdVW1TEc6OEFpZqZEx3oWO/QObZqojKuwJqlohQkTZaQCRMRZuIElnwaI9rWmvxsyFRs6dpqufneIqKudqiUy5btkiG1kaH1yoUZGZDEq11hXL2QvsBGjIvnadTvisi+BemOK66pSOXonFRbTGTvp7njzubIMwf4PqVapxbqUFD8sVzzHYvjjMgEg8zUKPrhA8mIqq1gTQQynUGFmT9oVf6if188cUXXz6IVBsuHmwPZ+putIniGSaPdtkRolQfhORemhbO+hb36eksj/XKCvClq9Qjw86ng3v3vW31ngw0Xp1j1vHu5mCmeHmcAV3TAFIJBRUvN+gwfe4CHfh+5mlZy95fm93quIiGVOeMhukgGhV6OqTg5f2t0sJBDamIi89eGKy/TkYJ+b4r9Ox4mrbC3U06T3A8TOqa0gOuIAiVpK2yx/m9LZZKXZsDvntPOekSPXdljgHhRltlbveL1DEPttUaQXwnYDCbe5Y0O/zbPmag2xSItO1jQYIWBtKOYAyX5QQCzbY8QR6Y2VEGClpdlqxNZWm73NlUZW3VJnB/B/jp60PuE5vPDWFTjadUb/d2l9+VaIbSEARALMJAyF8/HGwJK++FkXgvWdpJxcXuMe0fL1ri/KRCon2YNp7vRSxwznNjDMbXBIJkbow2xBkxIF98eSbEcrl3WY7gxBjjHrN7IlAhfk33J1O8RGrSuXYc/vU7PgFD9KkWkOW4YArNxqlcsnFFBiJbkMTCvCFky4fJETrOjQ6j7/e26JRlklSelZqNmGnSGNEY6a6Iep6uRcfr4gyjuht5BauAeCw3WEM8M8r/d05obGTiCsYMUKlXGozQH5b4fyzMyHxd1IVXG4SJyR6o5TohZrI+bWWPDvpmno72foEKwbKBrbx7muFNRJgFhiABkf2xNdBwWZogTN0L4Qbo5JpdOqGzI8IYCpAQLZsQ16gtGMjbdIznxqjMm+I6FRo81tK46vUqof0Xp/m5B9uMbCciDBzEQoJJfhco11ykhAG1mafhVKzSOIqFBNRS1Kk5wiC0bJK4FetU1PEIIfMPd3gP2Q4z87WmMoxcCMK7ILPjcgxeabY/fM9uX3zxxZdGh/v+MGl1zq7jbbSZEX7pwmB7qUyMmfKORUfFK5alIL8yqCx7gYeC3PuHydoh8MIi654PSsrBnEhTF5gGg9r9MPhOlxnt/+c5nMk83U/o5u1OomuA1WlCj4UBUH+YOrPvawe9zttYAljLc94vnVc8LTIgu3vCQLsXii2D5NEwMAai3aQTWWlS7x8JZ7i/B/b6ITtifPbCIBlcUAR0i/XegMhJhesjEWxSJE9MIkq+F2/tua4Rmv7kgM8TEUCDC1cYHA93aD/8xdscu4RoN9uExXcdBgf6xxgJAhuHXH9dJ1zbldejozLVwyQYoD2wkVf9vRdyvN4Xpolu6L+/rs9zDJKzwNsSdibLzjD91zQW5H31tgcBUBWErzfne+2Uj1IeCkRdLkWnotlmaZ8kE/TFl2dVdI3+RLXJ365MgkqOLL+m+xMqw3pvS4dawqGldG0qcsmwGg2JzO+hat9g6HS2T2qEPS2lucG7LjPZ9SbwdolGy84RM7Ere1QkD3eBZMSAJZz+rg1cGWdtXaHGY6ejhL9XQSUqiUmCgsxNEpfMjgFHVTrbTw6o/H74SPU6jUdpeEno20JOQeMKNc79oKj6XLouFbOEt2vg/8EAM9BbeQYtMgkaEBuHDi7PG1jZZy3c60+EMnVplNTbwOcv8TyxEJX2cWWQvVaSzby+qmoJx5IcZ7Guaqmvz6uo/2fO0ehzXKFExxV8W15fmTl/c53HG03RET+uADNjZGS3HaBjaTiqsKTgxiLvi5U9GjaZOI9fbvCz4SCPawp4e7VBo/G4TMTD8gQj5OuHNBrfKnLupQYhd65Lxbpf5P2wX+AY5Zp4sy3vJt5sTH/G3BdffHm2xRTZ2+6QzGClzjZdR2XuP96WYbk0HZ2R1CCLd6XhnrZ3GkspvXpUpm6ZzzELLCHAGrg3nZtgNniYNNvc549r5LhotemQmiYNq0hQlAIJvVZtMuh6a1GNK9F3zFbbxdohhhK6ndVGbTrLLiL3tpQTXBcor4vT3PtjYcLivcRgAYMIKMdFjzfpgA7Vl65xv9/MK9Kw+RydrNUD6th+RMFInEgqQ+8lg9stkLV3NKUC5bJPerVFp7fR6e1dbho8/o0FBgGkDSHfmxtjdxTZicNxHOi6ga7NrHM4CHzmfK9j/fwSg8rbx8z8T6Sp91pdOrFfvMxxuVDkaABviHaX55R63SvzOd6Db2+o18oNPv/iFa7NF68Q/VeoMQFya4k2V6dLve+VzSNeywc7nvtNOOQXps4OSu0UgOeWh7/3NMV1OeZai9dN/g4dh7ant2+9L748a6KDyKVXngCm3cvuf2Ph6dZh+073U5RhvbcB0SN5QhGpRUKEa4+nCD2XbKnREB2rkYSq3T03BdTW2bpqM+8h4IrT2AmYZHpNxkguk47RGLkyC1SbGmoNKq+pESrsYp1O6UyWyiwZpYObiHITDuiqTYep06HWxfk0jYaLrC+TPckNnXVKqSjwaF/12FyeYMuVtzcEPFvUIls2cGOKyhUAoAkStiqV4R1Rc/7GKlt0jaV1tLpUXqU6X9vIM8MeCZKQxNSp5HRNwKz7HG7TEIzue8xUdCw6uxt5Hi9gqOjW+qEqBejYNITmRkVv7AqVrjdbkI6xBcnCGIMSR6LG/dwEjaCuxR+vCw0BnU7zW2sksjk/ReNqM8//K8Jwle3QkhFGoR/uCMZyHXAtZoLeWuccxtMMhOyeAJkoxzSfo9F4bZ7IiJOqQksA761nt+zp7o3cL45rCIVjH+DX4YsvvvwkSizM0p9hzNOJKIO2r7YGe2NfmlF7UD+Ld9Dknmu7DExuNqgjLs/SmSxU+P/aYW8Pb1mK1bYGs7oBg/vr2+vqPJUWnbKROAPDlj1I1nVYYiB2mKwdAj946DleQz2/Mke4cTbu4Hg0gNGMi2RUR6vjYnWfDnW/E7x+yCDpDyQRmcag8p1N1rOHgwBqvRlcTWT4HZfOabVJvWU3+XwkIThXGsq5smxVJ98WTqSXDM6yObaZIRnQkyp1ovfzsj/1pRlCvr9whfXVFXHdbixyjbNxRQrXatkIhw0kIrwfDktnM8Gf5bQeV3g/SE4cby/uZpe2y61F6jDZu3x5gvfEUYXnrTX5fVPnfbRf4Jg38nS8pQFeqHHOiejgOEIm9axp9LLflxsiMJ5lQHwyowjk9osMkBsfA7OSqTG4lI6p30ZA57gDJt/3xZdnVTSwRbIkqpQB1AtTgnjyKZ7Ld7qfsnh7b3ctkflMUvEtjfcyXrbaZFO9s0WCjkySF7lQo+OqaXTwbi1yk9w6EhnqGACNm3izw1qdyzN0NosiKhswgHTURTamIRKi0nbF+EaTjHwXazzmc8t0zH/4CKgJ9u9UlJvx/KiKdLsuP5eNU6E8t8THdpd13dEw8PLF3jl2LReNDrPTVUGkNiKYSuNhZRgtTfD4RxV+Px2jknx7HfjSFQMPd5mlljV4nzlHA6RYB1b3SKaWTTAAkY6xdm+/wNdkP9V7og6t3KAzOzPK7ENdRO5rLb7nLQWwbB5jNKWh2nTxZH/QULq8TCTAvW0q80CIc7i3zaz/fpHz1DQq9U6XcynV6chemQP2joFag9f6qExjwjD43HVpLAQMBmvGUlTW9TaP1+jw/BNpKvSAwc+PJriGU1leo3qL1+7c1Hvr2S2zMVJk5H4mlXt6PxhffPHlUy3hoIapjEuDZY96KBlhEHE8A8BlEHP9QLFgL41zD3unYyajLn74iPt9Jk498XCHdeCJCDOd01nVAmvziHv/4jjRTP379M1FslUPE8nhkYkxgH0Kz65z3xtWilNtuKddPPrl7jYwM+KiUAdW9zUcHHYxMa5hedJFWgSYyw31eZlF1nXONWAq2HtLcLxsHXHv7ifBdEFd/HiPOiUcBKIaAxalOm2RC1N0/voDCpEQdVB/kAKgnhlGGjY/xjX54hUGzmVbsOtztFvKDULQP3tB9bvdOaEjuzwpIPp9de6LE7RJAF436bRaghQuGgLOiy4f0iA+P8VrtDzBmvRIEDBDiuU+JjL5tzcY+AkK4rRSnUGUJwf8jhc6GhJEsI7N73znnqqrv7lIm6HZph72BgYiIdU6rb88odUh2iBg8BptHPIeuz5P2+29Is4+jFjgb27tgAkYeV+Vanzdr+n25VkWF/QF7m+rto6yXPTK3DuXqbxf8Z3upywBk1C5ZBQ4KdMQUL250dOq6aBM6LKhEWbX7nBTnB1VNeGaxlrk63NUJLKftYz8yt7YG0fc2JsdKreVfaDTsZCKB+A6hE6U6nSM395gJFg3gLYNHBQYzbkyS4VQb9Hhuyqyp8cV0V+7S0Xx14/oyHW6dKSlrAmoc9JT72Y7rI+eGeX8bQdsn9WgMp4ZZUZY9scLmwxUVJt0NtsdQNcdXJjSsX5IwyMmCNMOS6o/eLVOI8EFHfFClcd+sEMlfXWOmfGODIQkgNVDYKtBhX5zSbGzSgKaSEj0u86qtZZEJB2L/4+nuaYbq5xbKMTrZIjs/e4J12r7GIiHNdiCwCcWFu1wQhxXJsmofKsrauHbNFwcl5/7met8fLjDwEImzmxDu8Nr4LoK0hcOsg7upCpq2Q3WucfCnHsi8u7twlod9xTJ0C/rBxouzANRH2ruiy++gE6IK7LMMts4lmaQ78ePBbnohHJUSg1mFsZSw8kcWx2XdcohkSG36IimYyQzm0gDV2cFMSa4512bJaw6HVP7dL1F3Ts/Rse71ho4lTgfdYJhUAfL7LlsSaVhkPSs1aVuGeYgV+pAuanKwVyooOVzi4SEA72wXk2jXjM0kmwNczCTkSHZmEnO7bhMPd1s9zrWx2U63ZdnBtueHRSIinpzbTBIcXFalF7VPDD3ca71W6ssB7s8rYIeG3naBImIIFw9UcSe8TDtoOuz1MUre0CzwWtzfoo8KCcVfrbfaY2GOK431kQ7NENl/59fIrv8c0uiVEtks59b4jkn0oCxTM6ASpMlWM8t83xbxzx20Owl1YsEeK2+ew+n1naxBnznLsnZklGi8Lytv8aTnPtbHhSFZOm/tch5Ptjh9Y6E+Bt5sMOyuI+DzNQA753FCd6DMlBydY7r5atyX55lcUFUzrlJ7mNyjzw3xb3cd7o/oWJZLnaLJMcKBmgc1FtUyl7CjYWccmocEZU9bSNl0FmaH6MDLDOTYylCt15boQKQN4HtUOk+OaBz/PwSHTxTB4IRHWERsbccOpXbJ4zmyij7FQHRs2xmoM9P0XhodujgpmPcoE2TcD5XOIEnm3TATU998zByro7FTGxFEKnpGs8/keF5zk3QOHmww5s7nSC5W71JdttcGtg41FDv0Kiaz/F8B0UiAhptKvx0nIGEkQTHZxrMrmcTQDjFsci67GyCTLTS4GlbhMItTxL+NTvCSLTsww30MtNfmaUxUW4yK+04gg01wEfLZuS4WBOQugTnXm26MA0NrkuiluMyzydbigEc90aeRpeh816JBGnIrR3y/ZFkb2/2lgXENH7OcmioHJRUliIS5H1yZ5PRPNYIvnOvbi8pYL80Wg66XQ0IvaefhS+++PITLnIX0XTAbnUQCLCOpTuEXFSKZZ9N5iidvXKD+7ZhqLInQ6MeaDcYXG11RB10iHpgdZ9ZXtlBRDr5oQr32/6e2gD31WwC+PZd7pdRgVZ6cw34yjWivdYPewmyMjFmQ0PmoDPbEsiiYXJSI3R+WN/phZzaq4c5mBpoW7ywrHott7uKJd12e+HK8nXLZmB+MgOExfg2jrhmF6Z53u1jtZazAgVWrFHPe7O6k1nADFDPrh2q+uBWl2toGpz7Rt+apOOqzWc2waBtOKrakCUivVB96bR+4QoRcF2rl9isa4mEhvjui+fUmjgu9evMCLCQG+QMAIDFnItXnwwGG67NAd+923djC7m3ybr8coPXrdxgUOlvPacSIf2BlMMSx5WKDp5rv8h76aN2vHWwTdgbq3T6k1HBwv6A5XUjfsWYL8+wOC7t4p0TInSCJn8fb633Ej4/DfkYqknev3Q6HXz961/Hj3/849PXfu3Xfg0XL17s+fujP/qjv8FRDsp+iZDm1QPgO3cIA5NQMSlrhypi3uzwYnrZK2Wrp/E0C/hfOEelETA1jAmnOBKi4ZEIM1K5c8KNPhbi+Q5KVIiVpoZGh3Ci7WNu+MdlKitZ82zojNB2bTqfxRoVwco+I89zYyQQycbpxD7YpgIdSdAISXnqm4aRcwVNGiXNDpWx49IJXxdkaUVRV20aimX1B/cJS7u+wOBDqe4iFWWbjldXaAhFQvyOC2YNZkeBH69wnNNZOqSWWFdT1PItT/L9lT31I3JBZ9k0WNvngmQKb65xHbuiV0C/E1qosYbr9gYhduNpxYpuGopZV9eJQNB1XqN4mJHxWotG4e2NXnKyeIiGz9ohx2vogmleZJ11EY3XdRqGJ1VmrwGiJZ5bAnJJBktGEgxsBE0aL5r4/nvp1S1JAYdJNKwjEPCZV3zxxRfKToGtq/YLwPp+E/viea2l9hFHsME6Yl9+JzJHDdy/Oxb1o/zrCObyoEnEVqFGfVKo8bkuYNWWzb3xoMRHSziMV2a4X4ZMOkIhgaw6P02dl43zHKUGH0cS1E/7BbX/y/2z1KCuub0pkFlQrNRTWQaGh0mrQ0d5WN9pQ6c+71roaRItHUwX3NNX9qiPV/aovzoWszQAdZD8A/i6rqn2XCv7qm3XuQlg91g4wnGOOyv4W+pt6rV728D37vNxMsP1uj5HPVSqs9d0qc7nV2e43sPWpN7i2j3cIQeKCz4+3OG12S/SnpBBA0kku3nIAEAmztdlj/NMXJScGZzLk30ayU/2+TwYVPcXyxW0HudWItciQV4DiYgwDdWa1CsBg85/VJC1hkxlOxyWeY9J0txWl4/xsCKUk0izXIqPsTA/d1bP9qcpXZfZfhe8DrKMzgVf7/rq3JdnWCSZ5tU5lib92Wt8vDrH37D5FNPTn7hMd7vdxje+8Q2srPQWX62uruIb3/gG/u7f/bunr8Xj8Y97eGdKq+Oyr+gmN++uQzbX25tsuN5wVAsMGXGNiHpiSeAlJRJiZrjR6XV8bJeb/OcvA3BFG64qM9itDh2qYo1KudQAHEdDu0tnUJKYJUWttAYAGscTj1AxhMTdIAMByQiV4l/eUWPoCOX2/BINqnSMG7hlDyfnCgc1LIy7WBeOtTcKL1uAyEyH7AcKjYGLuVF+PpfS8ca6ME7CPM7dTcLfbMECv1/k2DbyzAJs5vldWa8l5xfNMIMO8P2YqCvXTAYkJtI0NoImHe9OFxhLuHBcGliyD+jtTTWPE0GuNp8DMjaDLBIdcHWOY/zCJWbGCzUGFhbHRd26ILeJBHGKStAFzNCyaezMjPAckVAvQZz8fyFHw8rUWdv9YIcZIAfMmOcrNF6ifZnpd+rVfRYpIAAsTrin94ovvvjybMs7laKsHtKReWNNdYwAqMeuzJ4NrbVsOoCyC4WEKbsig722PzxzuHNCh2Z/iMMbMImwurkIPNpREOaLM3SoGi3uz5J0zXGpT22be3C/nFQ4vrEk9bUcRzJKh3s0SV0ybBzREHtJ92eep0Y4jkycwfeOxVrkTJy6uGsxWxkwqV9aXT7/qUvMQAODGevxNAPKLyxzHQ1DMX1LwtbXVxh4lzXdsRAzoI/36PCGA3x9Pc9yqniYtdQre9SHUUGcGhY1zcNk/YAtTlNRfqZY0ZFJ8npWmtT/sbBqFyaD1q0uO5kMq1efzvJeeuUJdfdIgp+/vwO8dK4XqdbfR31ln+f4zLne2vNOl3ZSud7Ljq/rQCrMwEG724tQqDf5vpyDzP432pyv1NW63pvpej9dRD6MuOA9IccryeFsh6/7Prcvz7IYoiTqW7f5aJr0a/7qDvDVG3z/acknynR+8uQJvvGNb8Ad0r9gdXUV//Af/kOMjY39DYzs3aXZoTMKcLOVMCdA9MOeYq2x3GS9Tk083EuqIvtAs30Id2vLcnFUZvupowqNggszhGmt7AIdhzCwfJm1zIUNQAOhzMUalVW9RcV4d4uKCiAc8MosozrFujJeQgHWgT3Yle09AGg0MMZSimE8X2a0eCJNg2aYTKZZ1/Rkv7c2TCqlcJDz79pC0Wps5+K4hKed1HgcWWttOTRsijVC3qXiDwdU7V8sLJxuj4Zrdvi5sRTP27aoYOMRRWomWduLVTLbVhs00joWx7KQ49y9ousCzlahgblXoJGWjLJ1W7VBB3th3MFU1kA9KsjpNBpZ3qh6LMw5yvZfIwkBWxfGR8BQxgjA+yka4n2ykVdOclQEEzbyNHQ0qDKA0/UYUg7gFS8poGSkX8oBteM8gNTwL/niiy/PlLxTKUqrQ30n9Y5sBXVu4p2J1KBxv7u5qNoqJkVtczAA1M5w0DoWnd2jCoPGss91pckxnNTolHqJsLaPgWxMZYe9AfCAwbFIfekVV+gv2d/b64TJcQxz/rNxlo5dmeG5Tyrcg6+ITHcgAJwUBx3Mm4usQ05Eehm3E4Jxe/Y8nb/RpOpBnowwsyqRXPe2VC341TnqpddXqQulOC6PcXeT16rfUXyyR7uj1qKN4l1jWUIQMAah812bRGZ3NsX4dOO0LdtPXeQad+3B80VD6jo3+oIYs2MMYg+rgWc218VRZbB3djrG+0nXiKDz1mdXmkQZfu+e+oxkZ7++wFI0DwgBXZv3ZDLKjL03uASwRC4TH34vvJcuIk9DDGFr7JwMtnKbGuH7vvjyrIqlcR8Kmb3Bx1CAr0+e4dt8EPnQ8PJGo/HuH3qP8sorr+Czn/0s/sf/+B89r9dqNRweHmJhYeGpnetpi+vSwADo+MUj6r16U0UzvZvsdJaKbyTBntmpGHBjnoQ0F6d7GaZ3ClSOh2XeFM0O8MpjKoupEUajX1uhw1kWdVjRMG+egnhu6Kofp6EDnQ5JSPJlvi/ZxG2HZC+hII2kRET1GB9JEBJdbtDo0TQ6mbZ7dn1wLKIhl2ZE+7klAXfTOdZcWsynrZrRWw7H3u5yXZttKgV5dKkgGm0eJxKi8WAaXPdWl+gCb2bXcVTj+/E0H21btTLrWhzf7gmVuCtSKydVKtJKQ/UEb8uIsc7rqmtUyFXhlH/lOtu+bOZpfIwkuV4/fGCfQrvkmM5NinIBXShwi8c9NykMDYdZ84VxGmeHJRqUdUGeJu+nYdkmmbHZOu4tA5DyblH2gKlhIafh5Ytkqn35IjA76qLdqp/9JV988eWZkncqRRlP09m4t0XE1YvLfLy7xX7arc7wHFskyADvnU3qHKkn72yyhjceHn6+SIg6bSrDIO+PHvFxKss9UO6RrkvdKOP7JzWSpmka9Yv808BAatcePJemUYcVqgIGL2rUC8LxlOOOCvhyNKjmEQqo2ubpET7KjP5EWjiYLeqURovPszGhezQ6edEQHzWN+qxYJ7Kg0qCOqTT4/KhKp/1Hj0Rvc4ePP3qkAvj9Eg3RsfcGIKTU26KHrU3bIl/mo2VT96bjvCeSUcEGH+XzXFq1ZWt3gbZFJJ5lM6O+NDH8mi5NEIV2c5EBhGSYj7cWGbhxwfui3u6tgTcNde/1lwYUqpz39x8wuO2Cj99/wLWeHaHOM3UBndfZsi0b6yWPlTKRoT0i7SiJyrsxr5ALV+d4f8r79Orce+si8jQkAEWmKgP2ukD6nZvk+7748qyKJcp624I3Qia32l2+3p+w+jDyoTPdL7/8Mr7yla/g61//Or70pS8hGDxD+74H+Xt/7+8NfX11dRWapuE//+f/jO9+97tIp9P4B//gH/RAzf+mJRpSMGfHpbMke0AmI9zg+jdZOjU4JfmQEDov2QdAw+TJHiPLEhrUEsp3M0+jIBun4bB2QOX2cBeYzrpYyDHbbduM4h5XWPs2naUh8miXSqXV6SWeOamSYCUepmJOxcj4uZ5XSr/dFS3LdCqyTMzle+Zg9HYqQ0V9UOAct474uckso/4BQ/ay5iLMjgF7J1zTSJCK1NR57kiIzw2dTmg6RoOm3GDme2aE70XDKksbCnCNDIPR3ovTwGFRwPNFrfzuiejJp/G6hYL84TXa/NzcKBATGYx8WfRCFdctYNDAlCR1r6/S6DF0Gh7Lk0C3a6DZ4VrU28xCx8NU2IdFwGrx/wtTvIfWD3l9UzHCBK/O8bW2qBeTbPjA2dkmXVfj65f3GmX39tC1n+Lm44svvnz65Z1KUcaSJJrSNLZj6dh0lFIxYPuIBv8wpE1XOK+Xpnt7cV+aYZB3PsdMbCysSG/qLaK29ovAm+vUb4vjdATfXFNB0lCAek/2bT4/Reg2XJy2PfO+Z1mD2UuAjpQLdueotRVrezzEzAiJMDXkUg62423MzriIhujxJCJuD2mYlK/eoL65NjfYg7zZIewxX+n9TrNDZNSxeL0/U9xoca36y7s0ja9fmKZt4Z0D0Js48Eqsr8zJK22LurXSGOzLfmGKWWJNo80SCepodhh86XSpV02jD1k1TrvjuAxAIzGplqAtEZQw/e3Bumjb4ZyKteHjfLLfy7Xjlce7DIzsl7juF03eA9vHvKe+dFUkHgRq4/qcIgVsW4MEfgGTKLyzCN0+DrFB22F+jPdrq8sxjaf5+njyYxuKL7584iQgaro7orxIll9oruz28/TO9aEP9Ud/9Ef48z//c/y7f/fv8Cu/8iv46le/ip//+Z/HF77wBRjGO+HH3rusra1B0zQsLS3hF37hF/Dqq6/iX/7Lf4l4PI6vfe1r7+tY9rt4DfL9d/tcvwQM4Mqshkabm33XBkyXEdmbi8D0iKqDtQVpWbOjQXeBUMhFTERA2xbQ7mhwXOf08+2Odlq7BnhIUgT8mlAtEqu1O3TQHIdEWa4L3Fx0UW0Coyk6lhJqloio2t9CjQ4pwO/qOo2TmVFGym2bCmbrmIo7ZKrMvqbxOCv7jGRLCNdUxj1V4OxTTeft7paoY3cJi5sZ4bk2j1SbkIMCDZ9r8wxaFOtA0HAREURjjkPime0jRtYXcnRCx5I8Z9sCMlENLy67cB0NDlzsnfD8Et53aRbI1USdm66gcRIyFg3RuHu0o6Dv9RbXpNERRDMpGieuw3nsFfh6Ksr3TIPXgEyuGqIhYDTp0skW0MZggNmNGws0uA6KgmQPHOPOCfCjx0QfTIqMjW0DRyVgIeeewsTCAW2o452J8z4s1znuaJBrNZl237cT/X5+Hx/k9/9R/T4/aeLP45Mlz+I8nubvczINuK6GtX0XZQCRgIvlSUGi2WbgVkrH5vNcUvCHDEmntjoa20OG6IDKtlRbeX5/aVw53l5osKFT782NDjKK7xe5D37/AZ2nmRHuh3c26WxPZFl3/IKHBfuwyL1S1+m8evfPRJSO7tyYOlckyHFJKHTAcGBqNmqlfZizo6e6f6+gDa1Jl3XclQa7dch575zw9ZksA8DTGfXebpFz2SlwbLOjqkZ5+5jrWW70kqtJqYqkQL3NsRsCzr6R5zrsHPeycQOCsE0g3PplYYznWBzvbb22OM7xpuNsJectGbgy6wouExezI7xG3a6GQEDZTImohlefUKfKeT/cBb50ZXg2HqBNVqoPDzjXWrQDZO2+FENkt04qvBY7x55gSoRzWhon6su7xnqDgfX1A8U7Y9mc/1IOCBjUtQFDjaf/p9T/2/2g9vOw32jH0bC6z/V/YUkg/DrA62suSjXW7w/7HX6S5Vncsz/J8mmehw4N1xeA1wQ3RCREvXVQcnFjkUHMYb+PD/Ib1dxhBdQfUG7fvo3/+3//L77zne/g6OgIP/dzP4evf/3reOmll973sS5evIg//MM/xGc/+1m4rotyuYx0On36/r/5N/8G6+vr+L3f+733dDzbtvHWW2+973G8HwmFY7AD49g8DqDZ0REJOpgf7cLoHp5CcsPhGOzQFNbyIeRLQDjk4tykjrFEG822i9U9G42Wg2hYx+KEC7ObRyAYxkphAntFE5btQIOGjqOfsmHPjtHpK9SY1Za1RRemGVHdyjtYntTR7rh4e92G4zrQNB3zYwaOaxpKNQeGrmEspaHccGB1baRipM5vthw4WhDrhy5iYeCwpMFyNDTbDgAXcB1EQgZsF5hKuyjVWrC79PyuLWhw6yyA1mLzKDeCOK6H0Lb000x9tQnEQi5uLmqIhTVsHrlY3acTvjyhIRN3kI5YqLVcbOQ17Bc1hAIuFnMaXLcD3Qizb3YXGE/bIjPh4vFOG42mjYmRAEYzIWwdWmh0w2hbwHxOQ0DU4T0RhsFInGQtj3dpDKTizLKsHhBuHo+4mBsDHIdO/XhaQ6Wu4ckBlfR4mkq3Undhmhoe7bgo14FcRsNoAjgsOiiL94ImDZfHey5JTFwXAcPFc8smGh3ttDYtFqGCj4aA11fZ+/3CpAvXcdBstXFc6uLmfAu10j50XYcWm8fdjcGf87UFDVpzG6FIEpoRgmu30ayX4DgfrZJ94YUX3vNnP47fpy+++KLkaf8+dV1HJJbu2WNGJ5fxV/dj5LDok9EE8NNX6sjvrgy8l5s6h7e3Y4iEdGwdKS6QuTEgHnbhusC9TQuzORORoIZmx8V23sK1RRM6gB88HNwHn1/SMZJQ7RfrTbXHOq6LK5N1HNdDuLsBVBouklEN1xaAsL2PRq04ZG7n8Vf3w2i0mcWMhDQ02y428i6iIeCnr7SQ3300MI54ehKvrYbgahoMMwBNM+C6Nmyri9mxAFKJCAp1Bh3kGOfGgGzMRSRoodkN4vaGi0KVsPQbCxpCRgddW4cLEw931XpdmgaSUQs/fEg9r+mKRct1bKRjwBeuGVjb17BfVARsk1lgesRBo17H2r47YJMAgBXIYf1A63kvHmjh7l4cXSeE0aSJYEBDp+viuGIhE3cxkgri23dcGLrmIfNy8aWrGjLmEYonOwPrFUtksdcYQyAQwcqe60EhaEiEHaweANWmhnpbZdZjIWBhzEWt5aBUHkx3p1MxRMMGHu7QnnHJgANTdzGRAbJxDfd3BFu+qI8PmhoycRc35l28/sQ6DSgs5DSMxVsIG01U7DG8ve6e9sG+uaghruVROtl7x9/OMHk/v0/gnX+j00vP4dEO0X/3PNwKV+d4r1yaAXbX3nzfY/TFl58EyU0twjXTKNbYAUHurbcWiVTV7BLye+sD33u/v1HgKTvd5XIZf/EXf4G//Mu/xPe//30sLy+jUCggHA7j13/91/H888+/52N5ne5h8sd//Mf4kz/5E/zZn/3Zezqe3JCuX7/+jtEJ27Zx586dgc+1rcHo61ky7LPyteMaW314idM0jXXWm/lBGMOVWWagj0pk5CzXFfyra7NmKBoiXDtf5iZ6WCJ8qNXhZpqKMrucjTMy3xJ1VJpGyNf9bdGGShO9MHXWXu8XgLkciVPiYWA8Q0jSXz+koynbZtTbzDJ0unT4HYewqqABfO4Sb6/b6xqSMZKTNDo832iCsDMZbV4aJ6SrawGOTSd4LOmicrSCC+eXUG+ZWM0T6lVrUeHJ2i3JUj43xuh0SPTuzMT5mVhY1YebBtepY3EdXl/la5NpQtwc8If29joz7BqIVggYdMBnx7i2j/ZE6xmDWfJklNn3158wkixr3CxxnTYObcQjJI8JBwWLa57HvzDNtb23pfquOq66NzRxbU5qrNmPR+i4X5pxERXwTMsG9ooatvKcfyzEevJwEAgHnw7j+Fm/j2HyfqKAH/b3+WkTfx6fLHkW5/Fx/D6LVQ13t1nS5M0o6hp5N67NApnEoAlSa2pYz7N7QzKqMs+VBiHYOycKiiydn6VxZj3DQcLJ+2UyxdZg338wSCZ1c4GQ8CcHg+e7OA3MjQ6OsdTQ8H/f4B7fDy8PB4Cfex5IR92BNWlbwA8fDkclzY8CLYsdKLxkafEIM/5Bk73EwwHV9aTVJeTZ1ImIqrU8YwkDn7vAY3/7bi9JUMAAvnwNmB9xsXGs4bCkHMyJDDA34iIaJrFYu6MhFHSR7IOc99s6taaG/+9tjqlc7y0nmM8RJl5v8XkooGomAybwc88NHl/eCw92FQGbJGfTxD0UFuzlQYOIP9fheV9YIgv5g+3BY16b4zp967ayHQCuzddusR/3zpBM/niKiLS9Qm9Zw3PLfPzrh4NjfPkScGn63c3s/vvk/e5D7/QbrVQ0bJXIxqxrCj7ruMBPXwfm0kAy+dRcgY9FnsU9+5Msn+Z5VOoa1o7YrjgVVR0eyg3g81eApTEgGRv8fXyQeX5oM7xYLOIv/uIv8Od//uf48Y9/jPn5eXz961/HP//n/xxzc3NwXRf/9t/+W/zyL/8yvvvd736gc/z2b/823nzzTfzBH/zB6WsPHz7E0tLS+z7We93M5Ocsy8VOwct+qZ3W0p5FHBY1AAi4uGW5p71CAyahyrZDGFhLtPEKmnSKJ9KiZZSn7urBDuuLOl32wNw4Yk1OIkrGzmiYUCjHJUSo1uTnA4aLVtfFUVlDMqKh1qSCWBonLEsyix4UqUQOS3SyY2E64sUaCUPeXqcjunrIv3MThJ092CZ0aywliNlM9vu8v01lujjOMVu2WCMBR5M9rEcTzA7vHFNZnRd1zBNprk8iouZxstuE5RpwNQ26xtZbsu2IplGJlOrA8jgz0+0Ovy/rlaSzHQ7SSKi22Bv0yhxh7DcWCEkMB2ncpKKsJ+/aHOfCOKF3zTaDEY4D3D7ma7rGYIftsH7x/javX9em8dVoAXCBzSMXSxOaYGnXYFnixy2c69EEI2yAuv6a+I1vHtFp/94DQSCk0WBYPwTGUhoSOU3cs8DsCLNAB0UGQ+4/IDQmm9CwPPnO9+37kQ9iFDzN435U5/+4xZ/HJ0v8eTyd48rPhYIuWhado/XDXrhx22Jw0vAWGgvRdZes4gkSSco62GyC0OfJDPDte+rz1SYd+xeXGQjVNe7nEi7d6hDWvHpA3afrgAHqQMtmsDcTYxDYC4temiB56WRGG6jBjYXolBZqCips24SVZxMMehqGjrbF7LblGggaBqIGsDzp4tEudYCs/y03GCT93gNFxiqZs7uCqLNYo67xknnpGoPuySiPYQiH2nX5/P4OW1a+dJ69tos1zlOSvB3XNWwe8RwS6t7qAomwhu0CnV2ygmu4PsdrFwlxLby2jrxuhs7zTo8wIdBoU7+GRA12KkZ9KLP482Msy7NsDYahDbT30nUXm0c8viSbk7JxBHzxMvXjaau0MHBplHbLhKitH1YnXm2q+myZ2bq5SKI2yTwfDasATKPNsoRQgMmL004sE7zudzeHj/HeNjA3qiERHZzbO/12PqgM+34X5FxgJxT3NGBjOxrubzHhMOx3+GkQf8/+ZMmncR5t28WdDe61bcuF6fA377ga7mzQbn5av48P7XR/4QtfwPj4OH7+538e//Sf/lNcunSp531N0/DFL34Rjx8//sDn+Omf/mn8l//yX/Bf/+t/xde+9jV8//vfx5/+6Z/iD//wDz/s8N9VdgroIYiR7JcA64jfSSzLxeM9GgPhAB3LfJmOdVBkIm2HSrNYYx1as6NIUByHm/tEmk57s8tM7uVZlZkNmHw/fMBjxSMkCTmuUCEsC4cxGqJjulcArs6SLbTepLLPxPjdTIwRYkBkiWMcTypGh7xtAdsnNFQuTauAwcM9Os/JKIlHCjUq6luLfL9r0XGEy0BBvU2jaSPPsc2OUmE+3iPJ2MUZZuXDQY1srbF5/PChhpZgMx9Ncu3qLTqalSYVYzgoatyhWnrUmr2OOUCj5KTKYEUoyGzG5Wkahfe3ON/FHPD1F3n8gGAWh0YDsFDneCX5wpiolw4YQK0h+qyLMQUDgmSlC4QCOo4rNCCjIa5XOsZxuS6vhe0oUjnZiiwbYw16Ksrvyvq/aIgohFTUZZ/voIadAmvrU1FeA3l/REN0xCWJjS+++OLLRy2JqIa5ERevPCFkORxQPalfOs/3gcE+yi64dx+VeRxN4/54VOZ+3BjSjQHgvnxrkfqjWPc463HuiYfF4d8zNbJ6v7FKJx0u0K4BpVUGWknUNegwTWVFKyiP/2TofN12gI28i9V9DQeHIezUNCxPupjOAhMpBmTvbKk2V9fnRCAX3Pdbnky4JCitNUVdsKkCCl2LDmU0pBxE1+F3TJ0ouXaXyKzLM6om+tEu+UnabepSb315JkaCs8d7ikSu0sAp+duVOQy9bl2LSLBEtDfIcnGarPKOC9zZYN32dJbjXt3n8YIm12ugvVf07DY7mktHMhkZbJU2mhwkq5XjLFZdFGrkhHlhWWXd31oDPn9ZsZXf2RJBijjw+UvU41tHov+6ppjSv3y1t/WnVyp12m4nQ+b2tILg7yZdh/dbKCCus03bJh4WHESfrnJuX3x5qmI7TNZlROcFiQQJBdi++GnSHXxop/ub3/zmu8LGv/zlL+PLX/7yBz7HjRs38Nu//dv4nd/5Hfz2b/82pqen8Zu/+Zt47rnnPvAx34sMa8MkZe2QG3k/y7h3Y986JtxL1+lkrh1SoWm6YKC2qZxcl45exxqEOoWDgpTNoNGga1R+9RYzq1aHr8koroRgGTrQaGt4uMv65IUcGV2LNSqU8RQQySnI+caRYrPcPaFh5IJwt8My4c+FKp3VWoPO9XGF0d2Oreqzb28wc1xpMsAA8Dg6GDUOmECrSohfJMjPrh8IxxPMOFgOx7I4Qbj03Q0X6Ywigdk6Yr/MbJyBANmurdGhgm926Og22qrvda2p4NqmMFoabWbNL08DP3yk1i0SEmgAV/WZPanyB/l4l+zwqRjXstmhgSLbqiVEexRN58SjISq1aAg4KrtodbVT5vE3VgnLtwRJXS7JtTYEe6Jl05YbS3PO6ahYSwEPa7SJekjHuN4Xpl2s7JJQb+2ASIFsnBB22VvV0IHRuItY5KNX9L744osvi+N8vLMJbAvyrJfOM7ApkWRP9ujAxELAuSkXqYhq09UPhzVEUDIoMsQSyiuzu2HR7SJgqI4X9TbPGw5Rb5ZEe5iQCYyk6CSvisC15SjnDTqDw/NjRDF5x5iOUe/eWqQOq7XoxCxNUJfvF3nMVASYn4zAFKzpci7reWaawwHOcT3PsY8mOYZ+9m9Tpx6xHOqdtnCQoyHRHtTpbW0mA7nJqCJ2e3uj99q4DnVgtUmdGDT52UiIuk4f4u3e3SYxbLE+2P86Jgnvjvi6Cz5uHYmgfpfrs5EHanmFJrBt6tgHO5yH49LGubdFlEQ2wWP1E89lE5zX5nFvX/bNY15rmRjxduAAePxai+1Wf/iolyW+1qYe//4DEtRNZ3mOV1eAz1ygXTM7qgJIByUGg0YSGMpdkIpxTT5o8uZpiKkDyTiTI1Ism/fY7Cjf98WXZ1WCOveCcoP7kPTj0jG+HnyKv48P5HT/6Z/+ac/zra2t4R8E8Hf+zt/5IKfAo0e9BCQ/+7M/i5/92Z/9QMf6oHJWGyaAyrZjUUkOQtCBC1MuVvaoIKayVKjtLjO9dzaFMtO42ScijHJv5JkZlaJr/HzbUnBqWQ91cYpR2nvbVFI3F1nHJg0TXQO6totUVMPdTSqTG/O8oSoNnj8eoYOdr/D9rkXYeDSssq+1JuvKH+0yu11vs22J4xKSHg0BrZqCyAGcx+I4Fbm8ecdSVOqvrHC+ksPrlcesO89XeP52l+e4t02W7/6gh6ZR2W0c0in/0UOOJRpi5noxRwXfEIy55yaY+dU0BQEMmnz98Z66NjJrbwhoeLkOBA4ZbPjhIyqmTRHhzpeojCXbea3F+6DaZDDghw953UMBIBGksTE7BtQaGvt4RjjGgKmy+/e3ea6uzXNoGg3CWJgQuXpL3Yuuy3MVanSwKw0GCCoNjvHcJK/bRAa4vanWrtYihD0TB86J2rn3AnfzxRdffPmgEjCARIyOtnSQzQAdpO1j4NUnvfXLhRo7NSyM0wjqz9zOjvIzySgDrY7N/sxRUR7UaLFfstSXsTAhxScVOnjfvUunMhbmvl+qASPnGRQf5rS6LmvID0p8vdpkFv35Jc6n3uK+L3XgYYl77HFZ6e1iRUcmqfTigagXdlyRRdEZmN44ooO/nldBdsfl3p+Icm//zr3ewIBlk/T0rPZYyxNcp2Ei9WnT7L0GizmuYypOPeaFuTfbnOPKvjqOdCIvCLukKpjcTREkqDZpF1ycBr57TwVLai3aFp+7yMBFf8Y9HiZyT7Z+iwSVfaProtNJsdc+Ou2AUhpMjEjRRTb81SfqtWqT+vGrN3gvREPs1iLr4zMxnmtqhMmGnlKJLu2Y7z8YXONrcxzbMBmWvPmoZCrb63R7X/fFl2dZdBBF/K3b6rWOxQDb9fmzkTYfRD6Q0/07v/M77+lzmqZ9YKf7kyBBU9TyDlFYkRDfB4ZD0A9L3MQNnUpNwp7lRdw9oXKJhOgwj8QZVVk/6q09MnUq/DvCedI1Rk3f2hAEL2M8X6NNp5ItWERmPKax/YiAVcfDPE8gQGhaV0TM6wKydiIg6bWWIJgR0PC1QzqG63mOKRamkinWGCQImsyQR8OMZB+WeC7bVc7c0oSL74kaPNsBICDfHXH8mREqJkMYLgdFGgretXeF8dHqMCgwmgSuzrOWPBoCchkq30SENdumznW5tcgMfLUBBIPCCGmJurUoneiAwUBAKiqMQkO1bgmYRAYUq8xyyPYrNxcUkU9SGESlGq/L7okKOjy/zDnvFwnPNw2Ood7imk+k6SxHgjTe9k68GRXV41zeY60ux9C1CA/cPqbi38jz2M0ODda1Q2WYSZVu6AxYTGVc5CuDmYqPC+7miy++PBuyX+J+2O8UGWBw9aSqOEY0MMi8ss9A7eVZD0xZfK/aYnbwqMxsNzzlgxem6CgBg/2SO11gIcxa5vU89+d4hM9dUeaViUMNxBUknTrPX2n0Eps92gVuLTGAemezd27jae7LUm9LB/POJuHLNRFErTSUg5mMKoK3W4vkeZEs088tcprHVdoPewXFND6Vpa4NB/m91YPezG00iFOyzX4ZTylCTymWQ90+nuEY+wndpK4ZJuuHbL2WrwgIthDptFebXE8TSjfpOlvBjSR7CWZtR+hacJ2vzVNfyu+NJDn2fFmtMzzrfH1eJUYGROMcQsJ+8UL1N4+ASADY7wjCOlEGqIF68v42kWWOy8f728CL52jDfP4SkQCVOkncrs1Rv68Jp1tm8WXQwJu8+SjFdoHjkuhDv69KGs5PsvxAolF88eVZlC64jz+3JHi1xH4VCvD18fTTO9cHcrr/8i//8j19rl6vf5DDf2JEOoteh1rK0jjfPwuC3rXJgh0P00mKR6hwjgQBx8VpbuAAo8qytm006aLV5WafiGqot1y8ta6YSkMBbv5dm47laBzYL5OpMxYBAl1+VteAdtdBLKQjFRVQqA6V5/o2N/qFHDO+V2epbN5a4zg1qIBC0GStQyxM5bYwzqjPriBdiwSBbI4Z28ah2sgN4Viyj6VLo0YXNRJdRpld8HO1pqozjoeorBNhAfUOAiWxps0Ox9loU9meVPkDOTdFBfpQZOnnRoGXL/Oz+QoV8GfOU2F3bDrZ7S7hYKMJYMtkACIc4DWybBpfsQgV/MIYr1vb4tijIRpLpToV7flJBgDeWuN8wgGSyGgalbnm8rNhk9et1QXeWKNRILMYEQHLO6owa+F6rkGzQ+KXq3OEYVYbNAYlAV4mzvV3HbUWLyzTGHBBY80UdSrxMOdxXP2bhbv54osvP/nS6rg4KA53inIpBld7ssvg82KNOuHHj7nHzo9x33+4Q8MoFWXWemUPpy2kliaoVwIi8CiRSFJCAQaYq00iy4IBOuL7RaAaYdD0wU4v+3cyQB15d4t6JRIGmi3qv6rQXcOg1COJ4X2sAe7xAZOZ2GhQ6fZyQ5RDWczuvrjMz3Utnv/5JTrhmTgdTh20MQB2tJAkrIs51UP6tG95jg7hnU3VH/v6Ao3JHz8hCs7b1zybUASvljiJhLxPplkfDgw6ke0ur2suJeDxFueQjvHatLu0L+ZHPX3GC7RH+ju3nN4TImjsuixxkwHpbIKvS5I1bx8eTWPw5ers8GNaNoMIsdAgVL/TBTJpfiYkWOJdMPixV+CcTYFUhKsC6jcWgCtzGmZHe224VsdFOCBK8/qy+CMJpec/SjE1jnczz2stk0kPdwRbvx9n9+UZFlugcWJh4Vd0yPc0mVGB0aclH/rn/ru/+7v4pV/6pYHX/8//+T/49//+3+M73/nOhz3F36hMC+hNP/ulfP0sCHq5QSV9UOT3lsZZT6WBF7bcYJT06hw3Zi9EvS4IL85NusjGRVQ3oaKtjTbhbTp4U0SCjORPZoHXVjjGaBCApqHRobLeLRAedWeTx5rIcAO+s0EHcW6UWdNDUYctI+6uqyj058cYGTd0KthYiOO4syGyqaKuez3PyK/rAH91l4pyMkMjJhYWNXpQGdiuTWWcjvH/sMj4GmBwIqRHoJs0ZrqiVvv8FOF7Y2m26QiIbEcszM+Fg4xWHxY47p1jpYg1l8GB5Ulev5uLhL2X6qru+6TK11ttQs5Mg+d8uKOMlkqD98WNBXE9RfTYDBP+GDSZhXhtVbQqM0lkc1iikl4/pGH11oZaY4mIiAYxUOt4fpoG526B99XjPY5/LMnvAcy0X56msfPckmpbVqjynoqGCFs/rgzes6bBzyUj7DPrw8198cWX9yOSqbttkdm62aEDOUyagi/DEiVY0SDRTXsFGjx1ARNf2QeqIqB7fR44KTNYWhPBa1nHW2kCTw4ZNHywM3i+c5Pc18fThHG32qz7nRul3rAd6tD1Q0+/6gwDucsT5PmQTun5KY537YDfDQWUM2UaPMZoYtDxB4BCmXt5QZR6ybrtZJQOc71Fe+GVJzjt93xtVvBxJKmPwh5nvdVhkHUkST12ZYZjbrTIXH5uEoALxKPUacJXRDQsdHYdOOhwruEc9cX2MZ1GL0osEeW8W10iDIr14U7kaJJziYZ612R5koiHy7MMlkg9enmW1y8dE63MzF44+1KOgYpHu1w/0+B9dm+L1z8orr8XLWEa1PPu4PID4NwiIZKiSlvHFgGEbIJBg0SE18KLRKg2GayRvDGSa6fSoF0SDtKeS3jPFdQwmXFPs92ACrJcm/949KwD2h5HFV43yaGzNEH7wedR8+VZlqBO/+eNVe4Lps697fYGkap/4zXdXvlv/+2/oVwu41/8i38BAFhbW8O//tf/Gq+99hr+/t//+x96gH/Tchb7pZSzIOiWDUCjQ7ZxROf1cxcUuVg4wKzxmNiddwqsE2q0lSLbOSErpgYqb9tRbJO6yFp2LRoRb65RaT6/TPjwSRWYympYyNIxuzxNp18qxvvbwonXaOQU64RL7xWoXI6EU6ZrHOdGnjV5pq6cwUyCjq+sQw9rKvu9dkASr2qDEWJD5wb/YJvR+mhI1C0Lxb66zwhyLsn6Z0Njz9SDElBvmnDAecoM/fYx57KZx6lmDZhcq2IdeHMV+MIVGlEr+0JZmvxuNMQ1CBk00lodGjkSKp6IkPW93eU1kJmYkyrhYht5KtnxtIBJ6ry+4xlem0abRsFIgkGOWlO1YZFEc7UmWXi7Nh3qaIjnkGUL+0Uyxjsu53NSpSN/axF4sMVzkVFXEchVmxxHTBhTuwUeIx5hNr5jCWjmOCGIXklEeN5Hu1xbZo58uLkvvvjy7mJZLnaLwHFFQ6uRRm1Hw2jSJdLrjHrikwqd6EKtN8t6fpJklTvH1EczWSAyycDlk306l0XhLBX66phrTTpNV+eGB8rbXeC1JwxkOg5Js5pt4AuXSXpabjBIK1tdbeR5jrio/05GGSS4vQH8zA3qyWZn0PkMBxR0u9aiXjp9L6Rg4a2u4D0R6KiQQEN9556aU7HGNmL/74vUA7IEzNuLO18GrqcJQ39yQIc7GubzrsVzPNjubVG2ecRMcDYBuFWWNUkYeSLK69axqK9kT+rdAvXM/BjtGileJ3I8PXz90zFen2/fFRBzg9fhjVXgp69xzZ5boh1UrNFueH6J8904oyZ645A6vtpSMHhD53diYZVFHsZdkkvx+sq+2o4LdF2WNQRNBitkcCAa4viLNQZ3wsHeevtkRBG99kur46LSHM4zUGny/Y/a8Q6A1892ROmbCKIsTwiUwUd6dl98+WSLA/62k2K/rkukU5SvP82g1FNxuv/RP/pHKJVKmJiYwO///u/j5Zdfxv/+3/8bCwsLT2GInwzpZ7/0vn4WBH0iDSzkNExl1YbvOIT2Hlfo+GwdkXRtdV+waffVNL26wnYa+0W+pmmizZggEWm2FUnHUZkKMxNXdV61JnB7HfjyNf4/muY5dV2wY+uihRXocH3xKmHSmRgAjU5qq0Onvd6ion59lTemaTDjGgkTFh4OKlibJBvLpal8pRN+ZZYG036BEfHZMcK5ZsdYn70p6uOWJrg+XQtIRAw4Dsd9ZY6GU76slKZsnxcNMeNvOfyMZXOday0aGuEgHXDL5lheusCM/w8fMMM/lWGmodUBHu8zu5CMMpBRqfOc9TY/E9BpXPzoMYMIU6NUYHe3eA1nR0VNtUODynEAx3ah6xp2jkmatlfgtYyF1TU/P8nXf/yYY49HeL5CjQbXRp7r1GgThv5wh2t5aYbGUC7F87+xxvstGeF63Nmiwz4/zpKErSMRGAKvY9DkukvD0Ieb++KLL+9V9kvch7ykYV2LgeDJLAN5/WLZRP8Mg2ePpbjvFKqil7bDx3AAOD+hgtf9EgmJgHZOGwiUtzouVg+4T3ZtBYt2HO6vjigxerLfyxperhFS3bGAuoBBjySo0yazdMClnMLEswwOxArUOw3TQTTK/XV5ko7/caUXOn9/m073bkE5dFJ0jUGKVkdlX+X56i32lm53qX+aHdECR8LSl+mUDiMb2y+KdZb8LOJ8mkZdW2oIyH1T6SJDjO3mgqc3dpA6r9LkuYetf7HmsptKlMEOy3JhmhpSUbYdfekckwe5FO2XZod67CvXOBdgSE10hxmqYX3Nc2l+flgbskiQ9+v1eRVsj0foCO+dkHH+3pYowZvk9XntCbPFpTodcVlbHjD4vcgQ+xDgfXNSpZ7t5xmw7I+nptsC7ZQ7m2L9dFXmcXOBa+6LL8+qSF+p2VEkz45AEdWaoo3kU5IP7XTPzc3hv//3/45//I//Mf7sz/4M//E//kf8rb/1t57G2D418m4QdK/DvpHvddAtwXYqa5W84rpUzLbNCPBGns7iVJY1z3sFnqsuMqmpKHBSo4LQNW7yV+dosOwVGNmMBLj56joddMclPMt2qRgcR9Qzh1W9WVvA17NxGgYyMNDq0uGWddATYo6STVzXe1uUFOt0Jr9whTVEoSBgWQqa9527PM5CTsHsU1Gg2tKgg0bFnQ2u7XNLzBBPZvjD0AXUTrb9SggjpN2lkRAOMmIloe2lGpXueJrwvWKNJGcS7r6Q47g2jrhe8TAd5WKNY8vEgEqLCjMSYvQ4FVUZ80gQ6HSYbQhqVNSyDqwpauRvLipEQSREp92yuGbHFZz2qr23Rbh9VAQ2NvMqG31jXrWUyyY4p90TVQNXF/XvqSjncX1+MFAkjTGA8/S2ifk42VV98cWXT5/01217ScMMneigSmMwG3x+it0VAiaQ0BTsWbKaX5qi/rqzpYiprs/xHPNnQMgl1wowGChvtBkktkSZliG2NMmuHQuRyFQD9YR0oMfTbKvlOqItmQic6xqJSYdBosfT1BFX54C1faBaaiKeCWNpkjo4XxL8Koc4nbjMtrY6Ilsb8EDIPeQ+mkadLVuPuQBGUwwW1Ns8v+sClvj8+iFh2MPq6m8usKxpdrTXIb8wyeO+va6+U23yen35Kq+Haaq6ahccT8dDDNa//pbNAEbXEf3Ig8wg1YW9UqhxHbePe4nbjiseOHsfqVsqxvrLGwsKUeCC+r/ROpu75LlFXtP9Um/g48EO7wMJie8IjpxOl2t6UKTefk0w7sfCgksgevbvw4uGPCr3Bg28hLwfpbigLpfoOK+sH/K36Isvz6oYmuATsXr7dHcswYv0FM3fD/Rz/93f/d2B1z7zmc/g4cOH+P3f/32srKycvj6s3vsnTd4Ngi7lHUnXhLMos49SYhFmYefG2CbswQ4dyVaXTlokSMVXbVFhFQV3neMyat+1uLnvFxX0XNbLyRZZiSid0ESE56+3VATXEoaHZVOxPNpRPSotW9SqryuStqBOhXJxhnA2aTScGjIulV46Tph6q0uCl9W8IA8LcDxP9vnZUoPGi+uKeXeoqGRGZDLLbK9sawKobEKlQYMiGuac5Pu6zrl2LB7jxXPA//cWn4cEE3smTrIY1+H4K03W0l2fFwRqo4y+W0kaCVJJP9pl1n40yUh7talg6PWWhv2iaAOW5utL46qtGsD6dAlFlPD/rs31uCVqz8dTvOa1Jlue3Fpkxv6NVWZmmiIIIeFutRbvk7alDCJvoChgcF1TUQVzl/Jxsav64osvn055p7rtJ/ss1XnpAvs+y17WF6ZV60hTF90VhMdk6NRbtsv90BQopWabz3/qEjCdIJT52OPEjKaIVjpLXJfHOuu9iQydbq9oGvfpeovncRwV0HZAvfPcEjPKXki05XD8CzkN2biD49EARjMuklEdJxX2+C41BDu2x7GWEHYXKiMfMLhWus7685OaCjBL9u+pLNfashXyC+DzozIdw2Gye8LPy/p5mYUNmnQs0wJu6XV01w/JEv/DR4PBBglFHybhAJBO0NaQ11tzeU4ZFB6WsX6yzzVeO+S6BwxRdlVjUKPdVSRrMuseC/Fzw7hLAOq05Qmi9ry11gDnoGvUzRt5oJ6nHbY0QVh2MkJ7TAfvAVNnIH4iI8nheu3AcFDDYs5la7y+wNOV2Y+nptt1eW5A9a53XV7XWquXhM4XX55FWcjRf2pbam81DaJ7nqZ8IKf7xz/+8dDXb9261fO+dlaRy0+o9Ed2+zffdyJdmx8DVofULS2NU7m0OnToDopU9OEgHfCL04QkPxKkWrLVVdAEnhOw6AtTjAafVKi8E1HWPDsu/wdYn31uQjjzk6yr2jlWMLSOYBxfGCdEW0Z5L8/QmV89EOzqpmgmbzKab2hUTIbODT4V5TjmxpiVBejENtsqel+o0lGuNnt7a0dCitH8zTUeL2AQ/iUd31SUP552l7XOMoJfbXgyAy7X+6BIo2QyQ3bzjSOg0SQBTkFk/RsiK91sc712TwjrvrdFhz0ZIwyv0eYfNKIKto+ZhS43VAYhHXNxYUrDRIZOfcDUYHeUtpP3h67R8Cg3VGTaFkRB8TAd7niY7xVqDC44DudjGlynqoD5SYI5x6UhIg0ib6Co2eE9JiF8Xvm4IvG++OLLp1Nc9+y67ZaAjes693yZidR14bAJXgtvsNk0gFSA+qdtcS8/FQ24v8X9u97iHtxoM1gYCfE4Z7Fg6zp1xeurfUzXIJx9ryBaKnlIvi4JwrOwQG4ZYvy2QEN1LGZ/J9J0iFtd4O1N1kobOpFtq/saDg67mBjXsDzpYizBbKks0/LWZo8lqRu+fZcnkvD3coMB1c06da5soyb1M1zq3mZHEZS6oGMYFFwnAZPjDIsOIgclESgP8DjetmfPLwudh0EnuNHmeQLmYOb56AzYP0CCsRtzLl4RWeKurSFg8HsySO+4fdcb1Peaxmtzb5u6KhPnGrZFEN7bH7vRoV58+RJ14jBpiy4k3rafEl6eiPC+u+1BBlSaLCP4wmXaNYmQYrJ/vK/K2Tbybg/56bkp8qKYBu//tQOeKxziPWzqw8f3tEXTmASQNo8MHsl2r8+Yqe6LLz1iGNzbbi4wMSmDwwsiKWacEaz9IPKBzOlvfvObT28EP4HiZSL31hGNJd+BdE1nhPyt9V6ijVKDhsLb6wIKHuANEDTpUB1V+L22RSVq6jQWJrPAvU1CxkeTjKg+2efzK7PsFbp2SIMil6bBMDtKZXF/i4591+bNd38b+NxFGlDSgXVBQ+BHj8nA/flLgG6w1vlIwMGmRxQbesAEMiEaO7kMnXhZs1Zp0vk3DELtmx0GEx7tcr1kv+twkMbA3okildspACiwrVcuzax4tSnqA7s8z3NLdNKPyqrPaFUYC5pGR7rRoTM7neFxd084P9ulwRINiZ6tGtdwp8BzFGvAm3WOa/uY0fNHuxxv11ZGoWkAjY6GJ/s8xsYhsDzhwgXfL9VpxIUDQEEEIOIe6H4qztdkEEFmBBbHeV0abd4zByVG5qTBYNk0xmTkvj+qLgNF56beuTWeL7744sswiYbotO4PcXByaTokeyeD9cRBA5gdoRNTa3ucT+GQ/OjhkAycyNgdloEfPlSZ1mqLz+EyCAoMBr0jQe6Z1+cHe1mHAoo4bS4HnA8AjS4D4SGTr20dqfZk56eAbpe6rmsN1qwXatRlD3ZEICCSQK2lGLfDAZ5X9kyOivKisKg1/sw5nktKIiL2/DDw+hqRShIS/WiXGf5zU0Q7de3eeuPzk8won58kYakkWTs/Safc0Aeh5xt56kPZltMr6Riv47Da8kjgnZFRpslrv7IHdBosW1oc53VcGGemqT97fmmG63x/mxn96Sz19WtPSE67mVeEdd4s8t4J6+qPKr0EcuUGbYOAQZvD22LNNOgsP9oVWX7PfZkQ9sbCGBFmp3Xu41zHRgd45XHvOAo14Kcu8nilOpEQuRTtte1jXuOx1MdDpHZ+QpV5ODbnHA3RvvSJ1Hx5lsW2+Vt+tAOMpOi7tCxgK8+AoG2/+zHeqzyVHNb29jb+5E/+BJubm/jVX/1VfPe738Xi4iJeeOGFp3H4T53sFIbXEV2bJ0TJ+54kBhlPqTYVjQ6hVo0Os9QaFFQ6Leq2O11Vu9S1VS/MTIwK70ePRa85AV/78WNRk1wH3lxnNjcd4+P0CKP85QaVraYpFnIJ3ds94dgMAc2WkKTJDDfvh7ucZzhAA+CJgFvJ3qG2o/p2PrfMOY0k+JqmMaNwZ5OZ8Y4gQPvMeSradpfjuTRNQyYeYUagKeZn23Q2T6pU0G+sUulenGFkfyxJBbtfZPR++5jGSiRIKPjKnqpjPiozk+1AZMaFYy6d2rbIRsdDqrbd0GnE5VKC9XSC8328y++NJHiMWot/64cMfHznHgCXhsiVWZIDTWVJJhcOsKVNJMg1uTDJgMjb6wA0vu+ty6u1qPzvbFLRe/uujqVpaEpI+TAm13fjJfDFF198GSbhoIarsy4abToRum5A16gnLk1zbx5WTzyaoO6aG1N7VSTIem1DA5JxoNwHfdU0OqdrB9y/JAu5bGH5YAeYHnFRrA8JeidUSdX8mHLsZGnQRIYtJR/v9p7v85forM7nVJZ4I8+ynp3j4Q5fKsKWjpUGdVynqyMYoM5d2aMjv1dkmVIkQCdw55hB63pbcJDUVVuzcFAQuXV43q0joCgy8M8tUl+Op9l+a/tYOdazoyzlAqg7uiLL2bb5/MtX6Zz2y36R106WVnnndkHU4ptGL5Rd01RP7WFSbbh4Y422y9I4EDSJ/tvMU69//hLwwjkBCXcBaNTd2QQd7I7Fde85ZktxpARNNc6ASTsil+L3+gM+2TjtBl2j3rXE/5k4bYpWVwWApJgG11W2Ax1L8Xwru8DLl4HVPdpsU9leNEGhSsdf8rd45eMiUnPA+vaFHLPdEoY/keF6T6U/2vP74ssnWUTsEFMjgwFZ7/tPQz600/3qq6/iF3/xF/HFL34R3/ve99But7G2toZf/dVfxW/91m/h537u557GOD81clbdNsCL+dlzilzlRDCzXhQEXdIZl+3ErqTpaD/eZea62RGwLgHVln0ldY3OUrnOzMFxlYpvNElFYQvm1/VDOpn5kqr1SkSprGNhKoftI54zHhbZXaFUS3U6rhLCHhWw48kMYWGRoDAubCBfoQLtdIGFCeCgIIjcIjQCjsrc6K/P8xiLOY71xgId7JMKHdWdExpmk8J5X8/TWDmyGVzIl3t7f3csAesKA9CozMdSwGFFtRh7JBzhRIQwvd2C6hfb7tIoaXZplN0VhqIrDABd4/gLVRp5uRSDCJUWjaO5UcVe/jPXOUeZQfH29exYVMCy5+fECI85M0qD4YoYl6ZxvosTHJftCPb2DtdYQjLzZZLBdLqqLcnmERXsZIbMu6k4e8EPY3KVbcHeCy+BL7744ku/TGYYVH60w77PiRiDnukYeSiGiey1LB2VhTH+/3iPOuPmkipxMoXOa7TppL/+hM4gQF0nnUNdox4aFvS+MEUir2QEOLGU7kxGRea2reDl3ox2qyPaXe4ox+3iFHWTJLz0Bqh1ndDjrSPlaLngHn5UEcSeaTpvHYvPbZHBnxJIq9dW1fjLTTqlL1+iExgwRX9ysSYAdYIMZHsZvkcT1DkPdzhGu63YqyNBZvKnsxyLN3AQDfKYt5YEJLqlavHTMV6vYT3I50fP7o3d6lJPajrXsmM5CJo64hEGers2ndqTigr8RoPUsYaueGEkdt5xiTYIC9ujVO9lnR9LUncPY8cfSfAcb6zxvoiExPNV4OWLvEeA3ix/SHDkALwPpT5PxnjM8TTvYW/7u8Ucgx/9XD1Suo5CC3yU0nV5HcNBZttHk7weuyeiO83sRz8GX3z5pIoB+ln1NkuDomHuRfe2GcydH3165/rQTvdv/MZv4Bvf+AZ+4Rd+Ac899xwA4J/9s3+GXC6H3/md33nmnO6z6rYBbuqSXMXUXRyWVA3Tgx0qFFm/tCoi+SFD9fT88WMeJxYGDAcwLDLDvrEqFGWI760dAtC4mY8kqCBSUcLY0lHgqMQIse0Al2apuB/u8ByxMG+8qjBgDFHEFgooUi/L5v8TaTp3pkGlbdmEE46nOVZTFzC6KdUCpFCjcgToHF6fp0H05jrw3ALhYut5GkKPdxlh6toctwbANRihDodUnXilIeqxJoDdY1VzV7F4jNEk52QadKYDJoMctzcZcXddGgJdi+sf0IFEHPj8FWZkilUaYFfnCPfviDrDeovrM5KgcXBQ5OuXphn4CAXoHMdEraELrgc03gujSQYFdo65JrKmUNNoWF6eFRmNGh3yjUNel3CQDrUkuAOYDdgtAGa3ty1JJESHGzgbgQGotmBntcbzxRdffDlLDsoMbE5mgLF4F2bAwPYxnZez6r1l/+hhGcx6m9/98jXW0haq3ONeOs/91AUAt7f1V8BQbaSGydqBavM4leWe3egATx5T71gWULOFQ2twb600qcfmczyPhG2PiL27YzOQm0r0wpfTMf4/TDSd2W1DE3wcnvHHIqr7RL+DuXPELPdafrAOeTrLYPEPH3Ksss/4Xz8EvnqTTnurq5BTtss1bp/QhuhHtuk6dWwwwOC0fF0TRGauS3RWf4DCcd+ZSC0RYRY9EgSiIQ2OQ7tkeoTjubetkA2dBlDZ5lxyKVHSVhecNQaz0rZDXbniIfKTwY0bC1ynYXNbO6BNNDva2xJtIcf1XZ7gdxNh6njbJsJwMsMxdgTZkuPSptFBmPaPHuM06lBt0MYYTXKMkuTWK7MjTxe6epZI8r9Gm3OIBPnafoHXS5LM+uLLsyi2S30zngHue/aDpQnyNnyiWoY9fvwYX/7ylwde/+pXv4rf+q3f+rCH/9SJtz1Ev0hSqlbHxeM9boDjaRJ41UTtbtDkhY6Hge/do8KvtWkIvHiOCr7S4M0xmeFGWqxRsTREFDuTIIGarPUNC7by0RQVhSSeWRyn0nprXTCYtnnuhztUTN5eqJ+9SCNl/ZBKrWsBgQDPYQvlExCkHLJv6UiCRs1f3ubYt45UBLrRZvS8WKeDCgDfuQ987SbnUm5Q6TeEc2qIIEKpwbVJxyRTKH8c82Ncu5IwYtIxwLZ4jpEEj19r8dw/eEhFZ+iMqt9c5Bo6Dtd1W0R/XZcZDdfleI5KrO17sqeUlCNq2W4uUPGOpWiEhEyeq1hXEfGu7cIwNMyO0kCdHVVtdVxQqd8VZQg7J3TMRxJU8Pe3mPGQvQMf7jJgcVKhMTOSEAiKQ2YgJDxcsvm+EwLDbwvmiy++fFCRe4tlcy8vFZtIZ8LQND6X9d79MPGuTX2xc6KCkhq4V05mGRi+v0UI7EKOTuO9LdbIzo4SuivFcZk5nxVkZsBgT+dWV5BdDpEn+8zqPtqlE+WVi9PA9IiGkcQgCmgi5aLRYluzaoPIsetz1JXTI9z/w0FAhwYH3LvH09RPkRBge+prIyHu40/26VD2O5iOK/pmb4u6bdBueLAtSp+6dJIli7lEgeVLDGI3SoPzDwVFIBgcg0SLmwYRUoWKCHrUCMm+scCsUEogGLzXZmWfQRG5Nv1lTAGTAYFKU3KVaKyVFoGDlT11b3jl0S7th7VDrmVUlAXUW8D0Mu+tmwtEtsmM/HyOAZFSXXCxeOYG8F4xDDrF8nSyJdqtBZHNz9A2KtX5/LkloFhRpKoA2OrNFYF+RzniUnQwoDSeFiVfh7214G2LwfmPWjRwDQs1xSOQiLIcLxs/uyTAF1+eBdE18ia9vc5EngvuJQ+26R88zaDUh3a6p6encefOHczO9uJTvv3tb2N6evrDHv5TJ/09kL0iSakqDTJGdy0qvP0TFUmRzutb69ywJRP1q0+oWEaTYrPust64WGfNlmybsSGitG9XFZRZ1/k3P8YN/9ocFdLWMeFQ9SaVbzpKxXFjgcbNdBbIJhkB2jriuW8tCQhhk87iWIoOpOPw+LLfs8wUhAJ0QNcPVX0VwM0/HOw1AgImo/wzo8xmJKPAW2vMQBSaylk/P8V+3WMp1XJl/ZDKXyq8WpPfj4eVErcdGgA35qmgS3UadhMZXhvTZO1Ys83PxcP8zNwo5xEL0zC4NMN17napjM9Pcu2jYWZ81g9IalOq0mA7LNIoMXQNF6aZ2R5JcMymrrLVQZOGwEGREJfHInp/XOG8LoufU73NrPjjPRpGoykat9NZog+GwcPfDYHhtwXzxRdfPoi8095yWOIeWG0Own9Hk4Q/NzuDLNiXZxhYrLeBESg27npbcJ40qKf6nZhSnU5EvTW8p3PQJJzYmym+MMU9eDRJHXRS6c1oy8BlVyCcNKi98qBMZFY4AAQSQhfl6fyGgwwQPNlnu8hEmPXXzQ5guYQeHwjdEA4AE1nq82iIgQjpYNou53Vugg6o44quFJ4s+ONdrodEkQFca4mgOj/VG6SQcmGKeu3afO+8p7K8dn91V332pMbnP3OdQYWrs6oNVSgAXJulQ11vuTiqDNbUp6M8tnTSZU19WJDDdruD4wMI8wRo/K57oO6yDdphUVyrBMfd7nLO3S6vt9cJljKVYUZbg3KaNfA4hyUGfV5ZEQSwIuBxd4u2lbSrpDguz2totJX6SQGbbd6TtzdoA82Ocl1WD9j+LhH96F1eHaJXtwi8y7Z0a4ecn/4O3/XFl5900cHfvaaxxaVECm0dk7Tz8tTTO9eHdrp/+Zd/Gb/yK7+CO3fuwLZt/Omf/il2dnbwZ3/2Z/gP/+E/PI0xfurk3UipgiYd0YBg65btsQDW5q4dCuXn2dw10MAYSXDzloQmq4dkL//hI5GB9kCrTqqMzCZCwIVlwNToxJoGo5xZYYRkEzRmXNBoOK6wdmvrCHi8QzjcgohQBwzVGzMgmD63BaQ7GqIhA4iWVkKJJqOEB86Oin7ZOsd5dYKfOT8peoK7dDQPy3w+laWTf2/TRTKiwdDJEr5zLJW76lM6kSa8biGnYIO2w3lIhnLHpbIrNWiAzYzyh5UvE9Z3b1O1VpGkdptHoh94hoq40uAPcTorCHNiPO5ba7xIrsuWaxqAQp3Z+osz0gh0sXGgYU6s5faRgCyCBshIkgZio801e/ki74tKk1C4jbzquX1+ij1qZwUh0N1NnnshNxweLhEYXXuQyTVgKgSGX8/tiy++vB+Re4vrMqOHsQQgnBdT7C3nJln+0m4DoRD3T1NnwFPT0ddmiU557JgQZklIlozyuQvuzXc2qS8li/fDHTqCkSB1nzd73halWO0uHVdJnNVsq0xqwKCuiHrIszSNOmplz+3LZruYHSXBWr01SKS2mafO3zyijpCOW7VJXfX2OlBsUMeNpaivHu3S4JvMKtJPb/Y/m+CcXYggvceZbHWgWox5M60a5z4S7yXXlPXGuRTXvFinjpbXIC5q0jVQv8qgh+Nw7F+9ob7j7Y1t2xz7Iw8ZnSxjemGJpG3RsGBF7zDYP5lhkGE2BxQ3Bu+v0TSD9OUG+U2k7pKotliY69xPVBYLkQPFOxYpuTQD6HKppLZzQbTbwx3xXOhn16Vh/niXjvIbq73BnnKd9s0w8jVd5xhlP/eNvOrnnooMju2jEBtEjWga0Ol4avdDfD13/eMZhy++fBLFcrnn5QQaZUtwQF2fF/wNnyR4+de+9jXMzs7i937v93D+/Hl861vfwuLiIv74j/8YN2/efBpj/NTJu5FShYMaFsZd7BeBuxvA+WkFyY5F6HRLaFiloTb+WpMEa7K/dlOwgNZarEk7LFPJupCK08XNBQ17JzxPKAjcWKSSrIsMc7XFiPH9bX43FOB4X1nprTV6e4NKOxJklrxYYwAgESH0/O113pzpOMfbtamINY2Bg8kROneVBtm0f+oiP7d6QKPm0gyjsJJNFmCt1fNLwMyIg9GUgd0TAK4io7FdFXW+NMM53dkEdlt0ShfHgUyUc5zMUDG3Osyu3N7g+Q2DTn+hyr9AgHVcsTDnLHuenggG0nOTQHWHRkLIpFP/UCj1RJjX5JHIOtyY57l/8IDHsboWopEAjiq8bttHNCaSEQZmyg2gAhqclQYN2ESEx/3RYypKXeM8H2wza1Ks4tTZ98LEqw33NIOSiGoIBzWcn3KxezLI5Do7wizIWQRrvvjiiy9nSTio4eK0i3yZe2albiIZo4M8kabzFjBJRiPrY10Au0U6nAs5bUBXtjouYmEivlyXe5JlUye8eI7HuDTTm+m+NINTBNnlmUEHsyMcwmGs24UaddpxmQHMcoPByZuLLNX64SOhh106WD94yJ7NlabqYgFwjy43qDNmRqhXOx7StqBJR2d6FChs0jn3OtbxCDO7zy0NZnWbHa7X1vHgNRhLcW1lplqKKzLqiQizu+m4csyjQY7Ry/VhGqpHdSbGdW901HFNncGAcpPXWorsjf2Zc9Rrw6Qugslekjg0GJx5cZn3yl5CMZF3LOqpKzOqBKGfvK3VobO7OeSc42kiwUxjMKiTEjp3LClg/DZh/KkY9e3eCb9XbSp0hqxlL9X5PW+w58a8YEy3eluedSzaIkdl3l/PL6mgwWGJgZeR5Edf2uW4XKtCXdTmayy/a3WZfBmGBvDFl2dFdI373ZvrgihaJKjuCzv7EwUvB4BLly49s1ntd5J3IqWaTDNqvBomxOzmIolSmsJxNXUaFtGgyhhHwyzqDwWUInq4T6dJ08gMWqoT2paKAvGQhr+6w+85Dvtobx2R1KNtUYlZNo//uQuEygUMZiQcRzn7AG+6nRNG26cyVNZvrSmG8xeXaSBMpKmwZSuzRovHeGGSjvLNRSqleJhO3kiCN/nKPrMQV2aomCVh24MdIBVxsVegYxgOiPqtI8Lik1E6zZbN8eRSQGqc89zI0xiZEfDwbIJru3FAp3jriLCv3RO2CoiJqHMiQmNOGkOBAMfT6jIrPpkmNE1mOmybxkmlyfUwHH7/hSUafoaujK5wgNe70yVp2t0tQiALVUW0Nj9GshbL4XrmyyLIAF4TyXa6W2TN+ZvrNCY0jYbZ2sFgVmZxnDD9fibXfcEq7yUyGkaw5osvvvhylpTqJPGSDma7DPywzpZU8TADlv1OcDquylqG6crDEh81rdeR3D1hC8Xv3ON+Pz9Gvbl+AHzuIhmpWxYDrWEBZd44ApY06phhLb7GEhzj9x945tQA9kscs+PwOF7SswfbdOyO+zKsgKg5bvMc3ppdy2a29EvXqNv6nf9cmo74sKxuWASXq81eNmzTYJBhr8CWWyt7au8/P0WHWNeBYFBcg5Zqqek4GMr1Yepc5+kRnkvCLXdOeMzNvFgHj4PZtWg7SC6XYWuyeSRQbU6vI795BFyeYynCnU06wqkYM01TWQYUhpXszY5Rn764TMSdRBbOjtLJ7IqWn9kE0QbyXnI1oizubwt4tZhDqyuC4EFg0xPc6NoMKsxk6aSuHah7+fIMzwmNKEBvUPvilOhh3uaxhwUHPo7SroBABIYDgkRQXM+9Al8P+LF1X55hMcGkZSjA/fG0PCTM18+PP91zfWj5X//rf+EP/uAPsLW1hf/5P/8nvvnNb2J0dBS/+Iu/+DQO/xMlXghvIko43N1N5dDGw3QUV/Z40estZj6rLdZ07RWAz57nTbFXoMJKRJmZNgVcSPalnB6hAgyYfE/XqehOqjRI9otUFnM5wv2WJkSttiacbs+4HQFna7RYowaN9d77RRpPu8dUYkGTjvWjHWaC42lmU5sdKrtEmBnqVx7TUAuHmBHRXGbiN4+ovCVsq9IAJrM6Xl1ldvj+NgMGkxkgOcUfSCzMTHs0REV9b4tr57p01Fsd1sttHomWZHUaU5dm6NQeVbiWCzk6pfKHB04T8bDoIRsgJO7GBaDUZEBkp6NYVKFx7NEQ188weZxR0bqk2ewgEgqgLiDtSxM0YO4KYyIpsjXtLq/vkz3F1Ht5hutXadLICAbouDfaPGfNZfT9sESj0xEGTaXBrIymCRh9uJfJdSzF80eDqle5FJ9gzRdffHk3qTZcvL3OfWrBw5y9WwBWDugA3d2iYxEPc6+8u8Vs7lk7iyyrSkUHa7MdB4AOvHiee/1egTrwxfMMwp6VtbNdjs0SjrB0uk2Duuy7dwe/Ew0AT3ZFCxnhSErStuMKa6H1XQEjFo6bZXPOtaaAd3cBx3WhaxoCBh2wUIBtNe9uM5OejBH+PpXhmO5tDWZ158cYHOja5DSR37u+wH28WCcUv7+f+JUZ7v1vrqlgQ7nBv+eWhrOsG7rqrvF4j0HhUJC6emGMxHHR0GCdviUC0MOk1eFxbXEtNU0FkQ0daDQZbO7aXO+uzeeRIAPnwGDGeizBWnTZwlMeM2AyWF6oMrjhlf0i9amhcz7rh8qOuDrLaziZIaFqJKhas7W7wHiW35sbI9zcAa+97P9ebvR2Dyk1mBTYHoJOABS57kctFhgQKNZ70SEXppnhs971CL748pMrbZf7ab2lklq2IEkO6Hz/acmH/rn/yZ/8Cf7Tf/pP+Cf/5J/gN37jNwAAV69exa//+q+j0+ngl37plz70ID9NclZdrGW52Cn0QngXc8BoXESj20ppx0JUho93RS2RDry8wM09lxI9KRs0cCwRqdY1/i9Zyk0D2Dh0sTCundaLAypjsJAjVNo7zgCAruUiHKIjKaFVMuJjiLrrcp2R7puLgnnbYaZYtnaZSLOnKEDFLxXrZp6KfPOI43RcRuTvbzGi/eqKivrWWox431oEEoEqPn8pheMy12XrGCjV6IDOj3IOrnA6N/OKxM2yRabBpDN6bgJ4csB1v73JcYwkSI5SEdmDq3OMaMcjNBKSURqGiQjhYZoObOXJUJuOcX6FGoMRXZuK3ujSqKoI1lNZDwfwOknDsyZQC7kUydo0jUrbdUlqFw3TyV/KMZtda/C1q3MCrlZXhpmu8Rg/eszxeA3Urk3I+3hafFZXxCkBg9cgHBgkU/EJ1nzxxZd3k3qLe9wlwQMie2tfmmagcvuI+1kqxv2u3aUO2RE128PE2wUkGADkFqRpPHY0SAjw5y5wP3McBq5zKeqSUl0Qlona7eVxcmaETOD11cFMt6kzQAmgJ9rc6NAxGgYvjIa5f95aYuD8pEq9eWuJQeSmS9gyXECDBlc8n85yflfmNExm3dPa5oxo7Tid5QCGccLsHNORvjSjINgbea6HoZPnpT/TGg4xiD8MBr+yx2D5frF3brrOuazuU+91LCAo6sbHUzx3vsxzymx9rUV9OZJksLufOyQT55+EaLctXo9siq/vF3kNvAGMSoMtfMbTwzPWwQB18w8eDl6fn7k+2IpOysYR0RL3tged5PE05/uFy7RBSjUmFl5Y5vUwI9SVmgboLu/pTBzIJZmp9163i9O8brouWsv1rYkk1/2oRQftw51jBuslV8HOMdevX/f74suzJLpG36Zrcz/TBTq1a/P1TxS8/Jvf/CZ+7dd+DV/5ylfwm7/5mwCAv/23/zbS6TT+1b/6V8+M0z3MqfbWxQ7rkXx/hxHXkQTbejTaVJSTWWA2y2irZYsMtcNI/eohN+uQye8FTWBll5toPETnqVyjEm93VB2SF54XCYnXh83DptNcbXAOcRHlrTXp7CXDVOiXZ3j8RITje+0Jo8SJKKPMzS6dztUDzmk0xeDCw13hqLs01BzQAHiwQ+W/KcjFDDHefBkYDVvIZeiw2zaV5XGVGd5TRWLTIa42VTsauJxnxwJKJzQCATqlP3WR47+zqWoMz0/xs1MZGol3thTMpFznPM9N8HyP92hcTY1Qscs6qWabf1++SiNkdpRGHgA4VhCGYLU9N6mIX2QtdzREoyUc4DGPy1zf+XF+fj1PptbiKoMRuTQRBakolXutrdrdWI5qdaI7XJd5ARU3DaX8QwFmS4ZtKh9XFN4XX3z59IppcJ97c120TQL3tPvbJNwqNYHJyGBvadmWERgMVoeDGiYzLtYOe8/V7FAPjSbokL2+1tuqKxvn/lusM7vo7SEt97u5MeWYRoLMIJs6ncV8uTdTvplnNlsSa3nl8izn8OoKIbvTWTrpr64wi60ZCsou9UgiTH4TQwM28u6Z9sIwTphWx8X2CY95e6O3l+zeCbA4SX1wfb63bngi09v+0yv5Mtdzv9jbYm00SV1zUlVlUYBqOXVhmkGOfhlPs156fowZaMkLMz9Ge2VujNclGVXBkrqoYb+zrnpJe4m+ioJP5e5W77n2i1zH/eLwkoFaUxG39rePa7b5mUszirU9aPJ5OgLsmiRLmxCldM0On1+bZ/BI01T5WSzCkjN53UbivXwqgGgt1+b1kS1bL84wgPFxiAuiEWVnlnCQa9Js8/X5sY9nHL748kmV+TEGGG2HpZxSFp7yb+NDm9R7e3tYXl4eeH12dhalUunDHv5TI8Ocavl8Ij3YI1kqgfvbqlVJwuAmfm+LFz4SFARfNSqQ+Rzrt6/NcUM/LNNZz6VVy5ZCjQrXcYDRlItyQzt15gEql4k0IciSCXtpwsVEijXdpRqVgmQvPywqAraUqHXaKwhDJ0I2cdumEtovMnp9WKIRkIrTObdtNZ9jofyTURpGkqisUKVCPijRmTaCdBgbLeCokcBrm3TQz00w476yR6e5ZfG1C1OqP3W1AdH/g0ZJucHHgyLnLs+xecwxaUE+v7/NzEu9Q6f72hzX4KjMsSyMM5BQFqypm3mO+fIs51uocU2WJziW0SSNuwtTrI8rdVzYDh3o85M0PDsWszMPdmhwhAKMvpfqVI6FOnCyyhr06Qyz3S1LGUvXF3gv7BZoeCQizNpLkYZZOEijp9rkcaXRmY6xFdmwWrOPKwrviy++fHrFMBgElXW6gGB8dlgWlRLlTxq43///2fuvIMm2tDwYfvbe6b2pyixvu6u9OX4MwzAM+kAwCBgFEwRChKQLLtAgiEABIoALESAuRHAFhEBIoZCQ4YKATxGS4P+AYRjOHO/ad1d1eW/Sm507t/kvnrVqZWZlz8zprmNGnW9Ed1a6vddea+d63fM+b90k0uiFM3R2+zmfw3HuY1emuzO3c3n+vV1kEDISECgdjc+TUeqVOxvUOX4f0Uh3Nvi5up/790xOIaJKDaC9x3N99Zbqga2Bfw/FBfP0Go2ydIys2CEfcH9btPg67IbA398mrHs2R70oGb5HM9R15eaj7QXJo9Fb595sMSP5zoqa62KdpVXPzAJhHwP1vT3DYyHqlX4w8qCf78/m6NRKlvhcklluT3xGEpeaFmH1Fyf5b3G7O7Bhtvj+UbW7HzSE4143qbce7gClqod4RMOlKdorAT9wUBXzLxIFjss6aono6nWej2oqWdFZNqXrDPwHfOp9v496vi4y8jKgLHtry2yvz0edX2sRGdcp+2XaEPd6nGc7Dmh4dOJlp8j7R5ZKtNp8Hvazdv+DFs3jOYOBkzWrrTbfH8hAnlYxxGO/NpRex/unIU/sdF+7dg1/9md/hp/5mZ85fs3zPPzH//gfcfXq1Sc9/LeFmNZJp1rK8h5rdaVT7HncrGumiOqadIYkoYis0V3a5oZ4a50KYi7PCLGsHU4NaxhLq53y7qaoPzBEPTOAqYwL3aejIohgomEqjMOyqlmWyr6RowIPC2f39jofP3GO59sr8jreWOJ5PHCzvrlGY0XXOc57W4QteRqVWrNFg2z7iEo6n6ZTXmkyKyF7Z8cjVJaJsKpHdl1ZV+FDqcH3b6+zvqtQpZKumzRCPnmOTm4uyTEFfYpN1Kdz/mSP7dkcgyS6RufWcTlniTAz2p86zwi1aXmYydG5th3WgZfqVLRtR9VUr+zxxzmW4XiWdxnxX9rhtZbrzERPZVz4/DhmL5dGVTjgQdd5Tct7vCcCIgAjsy7Le4y4nZ9k8KDeZABg/ZDR94My5/rsmMqsA1TwukZDZzTNzUQyoUuCt0KV49kt929xN5CBDGQgjxLPozOaitAxk+U0hs7A6FG1ey8DuCftlYBavr/zeW5cwaF74b/JiOAVQXepDMB638VtARHsiBdqGr/zzDz3462j7qxoy2LW8VMXeH7pLF6aUlDohTE6zqYFrO4x4FyoUs9cmFB11JtHqquEhFkPJTy0bQ27ReqP/VL/ufxGPBqOR1h0p/MsO4WsHjAo3C8QEQ4yyPvOysnznR0T7SuPVMsr26GOioUVIZzpMLgSF4F3x6NTPZJWfbcXd8jivVcWOkisd6XB54bO1xZ3aIeMZ1y0XYOZ81Eea2W/+9osm0kFx+nfmk0Sy7adk/dCy2YAfP3wJMpicohB8p1Cd1Cn7fAYNWGfdLKXx8P83GaBNg1AZMOhIN+Lhvrfyz6DgXR5P2sigFEW0PnRzAfPm+IJ9F+lwfshKrgNKg3AF+P7AxnI0yoa6Ifd3yRqJTBM+75QpS46zZ/HEzvdv/Irv4Kf+qmfwt/8zd/Asiz863/9r7G6ugrTNPHv//2/P40xfuzFspVT3SvNFjdZWZ/WaKnNN+Bj5LHc4OvhgCRdoYN9fgKAxo3/xhqjMBsHdCIzUUaJp4eBoZiHZAR4a0mQjIRoqBwWGjCCCUwNUfmE/CrD3SmuS6VwQTCiJ8JkBV3cZkQ6HeeNt7ovnM4AzxMOUjHe2QA+e5GtQCIB4TT6FJO5rrGu7ME2HcRKQ12n2ebzT55n5sDI08l1PSrFS1PsFW67VBQ1kwp0YojOrZzX+5s0itJRfmdpR7QnS/KcR1UGEQI+Kt6dQvc82A6DDp4Yk9+iImzb3nEv7WRElQH4faplmtmmsSBr19s2sBBhVNwD398uAlbTRDwROg68yCyGhKUlwh5W9lWEX4cyYGX/87CfRls0yDoziMyRT2SbEhFCG5f3eP2hANuUzOR4zN0Sa987MwK1FoAq8MI8zzXo0z2QgQzkWxXPU7XaVls5ReEAGbObLe6dTav7vWpDta7sldU97lM7xZOEYuEgg4y9xI8A93HzEbq4ZTH73q+2OSqyqXWTpTud8OxClQHjN5a6WcEDBtFnkSD3+LYDQCOSqSYCpzKI7roudN1A2yEyautIBXqlo1tpdvNo9ELuHaebtbx7ERSLeq/zubIPnB9TdoXMuk8OsZTq7iZ1tgZVJ+56vLav3xPj91im5LiCy0Xj670EYUMJ4K9vqPZqUjQwO/zpC0B7nd+zLAeBAHNIfh+wW+ifaZLEZ/3WrdxkQOHu5sks+JRwrCU5q0/n4/oB761SnQF6KZJHJhEWsPa6KJ/T1HHbDtAWnC2drO33N4l66yd1EzgoiWXqnBNN2RMfNG+K6xEmX6p3v65rtKUGLcMG8jSLA3b3yacZcCw36JuNpPn6o7bdx5EndroXFhbwF3/xF/if//N/Ynl5GY7j4POf/zz+wT/4B4hGo6cxxo+9dJK+9Eo4KGFGZBztdPRcjwpjaZcKw29wAzfbdJybrY62XZ4gUBnn+XYKQKHuYSwNRMMapoY91EwV+S7VgVrTxXSaY/AZNIokWUyncpI9HCuCUKvRotMqDYp2m+ffFJl2XxhI+TiOts0odNVkNjwcpAIZzyrIssxmuw4DCOfHaeAUqowmz+ZphGwcMqo9OcQI8liGY6q1RF07aHS0bbaCcT1BuqKLtiYh4K9u0PFMRalM2rZSdM+dYTYGGoMJlqMMCr+PijgZUURxQ3GPWYBDzncoQGNrr8RscyZG5RsO8BzxMA0fD/zbZ3DeomHBfh6I47DCz6/uA5WmquEzLe+Y3b3gA2xLjMvgOGNh0evb5b0i+45LmNhsXrDZGwxGyL6sI2kaA36fhkrDQ9M6aZQBHJ8HIBEZONsDGchAvnXRdUJs//Y2jrObtsNMYzrC/a8lkEma+giSj+CSAPjdocRJgi8AyMZUHW4+1e0gWzYDrbKvs9RzPgMYHervqAPUV0UBka82lSNs2SxrKtXpxMmuEftl1Yt7t0TukmOHfJSfbViqhVSx4iCdMHBunOPNRHnc+1vd8GxdY1CiH+Q+FlIs4b0Q4UiQzl0/aQqnLhUBAiOqxjkS4OuOS8h8Z0u3Z+eIiDs/odpjyWB+oQr4kgxO1Ey1pvEQgxoNUzndEqYPqGB8UpRu+Q0/2g7RfKkog/dmkWsqe2A/3OH1Bx/hlGbj1NtmDzz+8jSv45V7Kpig+dS9V25Qh/eTO+tElL1yX7HoA7SNZkQJXC+jvmkpe6SXLM3zGHwyG1wzOSdy7bQPQeX6NY7pE+eZfZfkcM/MAa3WoGXYQJ5u8QDc3eJ+e3FCdKswiUQJB4DxodM712M53T/yIz+CF198ES+88AJeeOEFJJNJ/OiP/ujpjerbQEyLDgzERntmlE5PudEdjZYw4vGMB9sBaosKyjQ/QiXetun0DSVJ5iJ7VHZGYUN+nst2mNGORqjYdTArDdBIkWMIB4DIcBTLe1TkD7YYLU6IjEPIT4VSN6nkO2uBE2Fmtxd3eL6AjzdiMkrHPexnhkJmj12I9lMpHi8U4PWtCRIcQ0SYZb9w1+OGHw7wumtNocQcGlNtm724ZbbabxCOZQtmwaA4f0gYcfDYPuT2Oh3UZhuwa3SWJSvtc2cYVX7noWr58e4K5z8VoeJc3mVE+rBCw6ncpCEZD9NwrDb5nefnOffbBdZSv3iWc+U6DBSMpGj0zeZpjJktyaKrw3Z4TxxUaFB6LqAbHh7uUElnY8xYy4y5B2ZMzoxwThuWqiEHREs4g5+ZzdPI8BkMgsSajNYbBjPd3yw4NCBNG8hABvJ+xafTYb06Tcet2iAKay7PjPRMjhBfp8MJNgxmTB/ldIeD3NsuTZ1k8ZZM1nslkluVBeT88rRg1jaom6pNgRgyhOOap7PxqDrxmRwRSZ2O8JlRltm8u8pxdWY3FwR3xzvLKlNYafD5i2cZaH9vleVMk2mWFpUaJFJzPeArN9X1VpqEYH/+KnVDP5jyhQnaDK8vUscaQdEFo8m5LNcePZemRX1Wa6q2Wu0wdXokxHmUUm2yXGDziHo3l1C90GUZ3fQwx1Wu45h9PRYSrbvSzCZL8cDz5dIs+zo3TuLVo6qGbJxjjwTJMP/GEr/b2U7syjTH3W/dWhbh7L3w+I1DIBpQCLZe0UBbpp9UTQbUe893foIBh0aLJKqRAPXxvU0SzEYF8q8XTaCB63ZjlfXbET/QaLMLylz+0S3WTlN0kDD15bsdpH8t4M1Fog8eEYsayECeDvHIWTWWYamO3NPmR1jK2Zd1+jHlsczsv/f3/h7ee+89/Nmf/Rmq1SrOnj2LF1544dgRT6fTpzfCj5nYtoedEqOkhxUqC9kvOxSgQdBo0RHtrIv1+zRMZD1UGiobXazTgX3xLCPGa/tUeNkEHaDJLOuIW2IDt10qOp+fzmFJEHct7TAqblo0ZvIpKp/X7nGjbTv8tyJg2Us7VGLZBBnHodHxfG+Vzmw+SYPnoMxriIV43vk8sLxPIyefolGha3TkH2zze7crNIA0D4hFmCFIRgSjuHC8b6/T2bYd1ZP6ygwNEktAFFf3GA3fLADttoaHe/xsNESH+d4m595nUNllYsCNFTqgLQuwNM5ZyE9DoNKgMpSRZ9ejsilU6XC/9oDHshzOQdMiZE2ylJbrqhZq64hzVzVpSMZCbM0S8PM8GgTTuss5WhNwuYCPwYGmxbXSNUbSsnHlCDdawLlRXnehwh/+mVHBChtVLLJHFZ5vRRikZ8f5WjbO12VfdqC7TnBuxOsy6KQMSNMGMpCBPI54oC6zHdbDTQmE0V6JmeD9MvXM2gENmGiYGcOdAtE4/WQuD0RDGqKhkyzeAFCqe3jtgcoclhvcw7/3GZ53elgQewrjaTTD19MxOmm9deJRoeMe7nIP9iAyrXvAtWk6WPvl7uxmLAq8tsjx+o1uR/HeJg02yY7ttLkvn88CyRDwxgORse7JmBZq1C/9ZGmHx7w+x79lZv2ZeTqYyRwDBr0yM8z1qZs0KI+h2zle416fjK9l47i9yNqhyma7Lonl2g71Y+f4K00G7BdGqQfNjnKCUICvlxvAX99UpHqFGp9//irX6Jk52lPSaR3LMJO9XSQCsHfdhhPAym7/Ov2GpdqPdfbbblq8vlSMmXW/rzuYkktR1466qh2pplEHhwO0d+5uqKz6lWk63Z5GTpvOOam3aN/lksALZ1Vb1UyczxPhb+UX9uTSBu+ZZITzdNxbPcbXZTvRgQzkaRRdY1DwzgZ/v20H8ItSn4uTH4OWYT/90z99/PfKygree+89vPvuu/i93/s9LC0tYXZ29tgJ/77v+75TG+zHQbaKzJiW69zw311VDlRCOJlXZxSpl9+nVisU0JCJdzs9TQChNg2QaIibfKsNvHqfx9FLqh/0+QmhkD1GoCdSPPcr9xS0KRYiDHwsA+SSGkoN0aJLo8P79bsiuh3k+N5epiM3nBT9qhu88cYywEsLhGyt7fM703ngpSThVYvbKsJeqjOCfVgR0eFdZgDOjala52KdQYSVPWaqAY5XwtNW9/j+5hEVUiJKh7TaoLInHE0Rrklou6YzO1xr8j0Z1dY1OqOuyzkxLQXtH0pwTt9Y5HEMgz04Kw1l8PhEtkSeR9cVfK/SIBzRshnJdkHllY0zS3FzlY+SPXcqSxTDXtHFxoGBpgiORIMcW0pUYZQbdOTbDrMayYgIKoROOsTxsIeX76n2HxAR9mSUY/V30C121gnKIFC/HrADGchABvJ+JeBj0LNQY7cF12F2OeSnU7FT4HvTOSCSp6MnexaHAv2z2d9oP6o2PNwSBFWyRzSgmNGXdqgfqQPpfN3fop75/ueJTuqtE5/LAV8ThFgL492kaLfXGSwN+FV2c1sQcbbaHINkE5eEqK22yvAeVYFCCcg41G2Ww0yyptH57XT4HId6SurITmm1eTxdo8Ns6NQxGqgzJgX8XdZne6DOj4vEwI0O5JzkiUlEibbqDQCU6zze2oEgb+2QKzMMTtRN9R4JTxmkmMwQnn5/q6Nf+ASv9/62ul7P86BpGnSNDOx//zk6xLKjiQfq1HwK8Pu5Dr3rNpwkBF0G0wEGYsoNXs+ZUeq+ahOoCUczGaGtNjFEXV6qdzihUdpZMuCTiar2Xx6YiHh9UZWlFWp8/pkLfK/fnGwc0JGXKLREhGv5yj1y2QzbH05Nd62pAiOGwXutUFXktQMZyNMqGogeLXf4D47L5ztHwNwj+BoeR54YUDo7O4vZ2Vn88A//MCzLwptvvok/+ZM/wZ/+6Z/iv//3//5/ldNtWh5qTUUC9u4qlUQ0yNdqJp3ZOxuMyLYd1f5DijQmlrYZBR1JMSIf9LOOTZKyJSKEWY2kqRSem6fiLNT42aCPGYW3HooG7oLkxHG5iS5uAyMpA0d1ZhcWxggNa9kAPB73wTYzDdEQj7dXYsYUYNuMtx/yXJk4x/X1u3TEV/dozIxmSJ5WEm1UJocYNR/PcvzSaVza4TkzMX621aZz2GypjHdNwPvSwnm9vU5jrt7i9awfAPOjwO01OpX5FI2LaJgKS8IDi8tCaWvKKJseZqRcOsGZGA0O6XDvF+lsPzPHLHq1yWPLMZoWjSNJQhKPcFyeS6U+NaSc4oCvu4wg6OM1bRWAvYKGlq0y8LKl2E6B2ZjZnMqWvPWQ91I8zGz5eMY7DuCYloedIknjzDbbpkSD/HyjRZIbz1Nt4jqh44/qATuQgQxkII8joYCGubyHQk2W+7jQRJOVVJx7bjRE7hJZSpWOilZUOjCT0/ruR7bNFkxSV0aDwJkxD9GgaAuJk/WwtsO9tdggb0anxMM8Zz8n3ydKdMbSConkenyvYQKxILDaAo7KdGRfOEOCnX6M222HAeS2TT3meUDbaqLVDh0zs2fidCB7Ic6ayNJ6OFkbbPiYbb+1zoBCZwBgNE39V2uwLK0zCxsOKLb3Xlncon68vdEdAKg0qYcvjAO3NrqZv+NhJh76BT1qDQBDwNdv0wYaSVMnSdvBEk61oDvh+mkcb7VJ26nSUM7/XoTrPjHEz8pafk0j2iwRZtDbFiRzx4EPg7ZOIsxgz9q+CgBMi1KroJ9jXNml/RETkPWA0f/euzjJNl+WzftcZr8sm2tycRLw7Z+ck3SM90HL5nXJgILjcq16bcQPQvxiTtoO7YVO8RmDmu6BPN3S9pg0lBxKch8JGEygtT9qeLkUy7Lw1ltv4bXXXsNrr72G27dvIx6P47nnnsO//Jf/Ei+++OJpjfNjIZZNRfr2Mmuca00uTslmhLTV5kYsW3f1a/8hYVWZODfjmCBMs106UDVT9KwURGVTw3SmKgLSHfTTgbs8SYcRENFvqAhrtUmF5fd58OkaLGHoSJbrbIKR9vkROtA1k9H9kRRrnsMBOuCy76UpIOBTQ1QSAZ+qOS/XFbyw0qTiebhLopi5EQYJZnJ0xEMBjjmoKcZbXedYEgKCPi6y4aGAYux2XA3FOq9vNM3zmm0Sz9xcJWRrcoiK+cUFGhjlOsf5/BlR2+fQGc0neXxdo3FWqnO+NY1BiOEE12XtkD1OX3ugiOYkgc3CGJlWnz/LHqKhgNbFNDuRRVcZQaEmzrtLI6/Z4mfeWxVtypqA3+L8PTfHcwb8VPT9+rdagmzP9Th3nsfAzdkxBhOSIigQDnB++0HHe3vADmQgAxnI44rP4B68sgdUTJKGTQ2J4PAw8NXbQicZDFbul4HPXhIknei/H20cssa3s01UocbgqHRae6XeYlb6zSXhFAkPx/W4b4f9RID1OvnVhoepHIPC64fKyZzPU6/cWmdW0BF6+obFNpWTQ9R9ncRm8RBrdx/l6K4fkrPkr2+efC+fpGO4ddRdTzyb53uvPejfF9y2mZV+5b44kEZ98vI9drN4FIFc3aRO3SkqpJ3kehlOUbfM5HDM/pWNK14Vu3Uy6BEJcT5aNuHnUjSN6zmaAbZLfa47zZK9alPBuJsW75PbG3zN87gG0gnOxDmsiSy/e5ytFeudijLwUm1Sr09kaaPtFqnPZTBjJt/ds70uSr1ef9B9783keH4NJ9vfFaq05fw+2lESKbFb4rVIe6CXfb7W6CZr+6DEBu9jWQYilvP4d/shDGEgA/nYiq5xT6uZgmhY52/cslUHg9OSx3K6f+d3fgevvfYa3nvvPcRiMTz//PP4whe+gF/7tV/D2bNnT290HzPRQEXo0xlhjoVVxL1ucnFcT/V77IT1StksqOh3o0Ul5oEGRCxE5xDgxigdcl0nRMnzmIG+PMVo5V5J1CPpODYgdOHQZhOAZWsI+GnoVOqC9MyjQgj46PRpUAzrX7tDh204AdytqSit7nJzTseoxC5MiLZerlJWnqfmZzxNeF8kqHphGgZhbhcmaEiV6vxuKirqw/P8bDYu7CSP1xb0ATWTMLRqk4pT1s6/ep/X4npUbpbNbHE+SSMlHqLx5DNUK7WhBB1m2cLG85Sh0TCByDBJ0WZyzD5/4hyj70cVrsd3XWb0K+AjZCzo78c0yznshPP5fcCzcxoebDOwsHEkYF6CSbYNBjVubzAAIevLwyKw0hnACYh52W0KfgeNn90vMwPjeAwwhPw0nB5VNzmQgQxkIE8qpuVhcYc6r5c0bMxmJrZfK6jtgmqz1Nsey7S8rt7GgGoT9WCbTuvX7p50cIYS3DuvzRLt1ckMnksCcdGdodfJ9/vIJdILwV7cEXuxCHR6ADSHTmW5Qb1/bpz6We7/U8PUwxWhe3ql2aIu/cwFYK/CIISmU29ND9Mp3Djk9Up28Y1DllFJXdYLS5+bQl+uDoAw74UxErz1ZoNzKTqv58ZPZsiTEaELhxXj+eYR5/jsGElFe2U2x3EkIwpqbejUvXWTx5WcKtJm0CGC9ULvdrKoz+ZoY0lyOVckFjr7uTdM2kSd35vL81obJj+bjglUneTF0QlN71cLHvKz7r/33nM9JhuKdTr9skbcFMjEcIBz1Tv+WIj3oEQkdpYhxCLdmfEPSjRwLq7O0B6T9+pYlo7/INE9kKdZNDD4dljl71wG1Tzx+mn+Ph7b6c7n8/j5n/95fOlLX0I4/CGxQXzE4oGbZixMg+HsKLOsADfloF8QYY3R4OhlhDYt75j9U/brzsToQG4VeOygj06TrNFq2STtCPq5sZsWGSifmSOZ2kSWSjUeVrAsv0HFb7U1HFR4jnKTtVi317nZ3t3ixq9rKkPhelSMbUfV6FWbCuYGUOHGwqInq02FUqqr9mNWm3VicUFMI5m8JaR9u0BFubLH913BThr0MfPugSQ0zbYYnwG0HQ+6rjEI0abTurrHAIU/pAhePACrh8DZESrN9QPOSzjAc7baVLI+HxWdaQmYF6iQI0FF7DY7zMDKbon1aSGRod4tckzzIySU2S2pLLhsE1Zrcq2uzTLrX2tKWKWHXFLDmCAXagqiFwljj4WZrYhHGIQxdAYhIsHuAE4ooGEm72F5r7sFD6CghBpYZz6U/EB+CgMZyEAGAkCVRPVzMNsOA5Y1ge6RraDubRKy7Tj922PFg6IXt3aS6Gq/BLx0liVXN1aUo/jcPM9REFwcU0OqXEcGKh8lTUvwjfg4ZsmyHvTTyZ/JcY+XSKWNQzK2u6B+G8so539pl05uNCjKuXokHORnQ0ESvUloc0ggy5b3OGarrbLZAR8D3henqP97YenJKOdB1xV5mCsyq0WBDkiJz0gHMxEh1P6oRkcxEuQYdI3PL0xQf7+1rEjbrkzRNnBdBj56mbrTIolg6DyeFENX/CSfvdRBKBajnszEgMMoy6qkyLrzF84Q+lk3uzPPsRAd9XxKoA8nuxnFJ7JAMsYsemfAZ36E950M4vTWgscyHFuv1Fu0od5Z5jjqEtkQJrldzSSKoSmI+JotPs+n2HHkq7c4bk1XWe9Lk0Cfn82piwFgKke7IxllEELeH5O5D2cMAxnIx1VccE++NsP9t3OvCPn5/mnJYzndv/Vbv4XXX38d/+2//Tf81m/9Fi5fvoyXXnoJL730Ep599lkEg8FvfpBvQ+kkjNFAY+LqDJ27tk3o2lxeOW7nRH10peEdZ1OloylJvXwGC/ivTtMhDfnoWJ6f4OeW93m8lGCuli20Vvao6A8rihXTdanoF8bplA4lWDuXjrNf6laBN5GuMxPqE4pQwtcDPmB6iIbG1RlC9No2P1cz6UBen2ONuKxxliygVpvXlozynJ5Hxb1XYrurdFzUYIts/myO5G51k5nky1OMZtdMYGKYsHGfgCLKlmGzI4KBPQssm3SeXY+Gki4U2V6RLU72SpyvWpNGXk44n+EAW8u8uaQMMoDXcXUG2Dok3K7RIgwuG6ch1XYJNZwapuI8KHOMTcHQGgszk19uAjd3aLjkU6xDz8RZ6729b6ISiMBxFFuu1RbrFlK9viVJi+uoOvKhJNdHZoSGEzSk7m3yM+kYg0BvLnE8uSSNx15o+kAGMpCBnKYEfAxAepA9qXWkE8xmwyPk2DAUxFnXFYma5fRvj3V5mk6eaSk4rAfqpmiIjuS9Tb4WC6tgbSRAJ9hsE0kkkVjlBp2xXE+5lxTPo571+4TeEdlIeNRBuST31s72Ua02gwgSCt4pQT+/s7jDVjSpUBg+P/XDXB44qKrrDvrVXn11hg6fzLJqGnVfWWQjL0z2748dCVDP1Ew6q5IYLB5W2dv5kZNOctBHxm2fASTj3TXkdzep/0J+wC9g5Sv7XM+RJOdiKKHmKiF04MI4a7jDQeX815oc94MtPv/UeUCCnDePeI79cv/766DMjHw/1AM81s9fnWbtuew/fXWa9+VIim0/ZYa5WAeqq8B3XuK1H9eCQ8Gtp4dpk/RKs0X7Zn6E61pt0HY6M8I5XtwWJV2ampOgn/bh3AjwHRdZpiDHeGVKJGU+pDRz3eR92rI60HABwf0S/3DGMJCBfBxFA30gQ5RbyH1L01RHotOSx3K6v/CFL+ALX/gCAGB3d/e4pvtXfuVXsL+/j6tXr+LFF1/Eiy++iE9+8pOnONyPVkIBDfOjHsx1KgnHpSI/N85oarlOZy8YYNTV0ICv31MR/JkcldheSdVfm23AtEly9uwZUXtsEOo1nuYGmYqK3toBBXOqNLiR55KMxGfjhHy1LG7+5QaPGw2yF2MmBnzqAh26oJ+Bg1CAStq0OLZEhNH09QMqF9m+o1ijcpnLq6zumVEFLwv6qKxjYUbO76xzXqaGgWqA54qFOc5Kg8eeHBKstiKivF+hs15pEBp/YYIGgmVT4Q4nqPRkf/FkRGTB24qYJxNn3VIkSCOk3KBCTMbImlqoAJkEAwvXZ+lYy4xBKAAclmkQTucA2+M5Ovuuz+WBRETDxqGHrQINiHKDhs1snue9v6X6nft9gLlOAy0T19ByDJQbJK85N6ECMKZF5bu8x0jbKw8ASKMPXKPn5pm9f7jD78VChCPOj3JD8BuEpls2DaGAT/YG788t0AvnHMhABjKQx5FQQEM87OHVB9yfU3E/PI+OS/IckUIbh2xX1dkybGJIOau2ozKYPgNY3hGlSIsnncjLU9xnS3UVNAW4L97ZpKNVM+nEdR7Tdk6We0mJBAk33iuRKfs4U2wz4Ll5xMDmeJZ6Y3Gb/CHRAK+vYREm7YK6p9qgTp3MAjfXgUJJRyZFRysbBd54eHIMAB2jRzFJexr3/WiINd2NFsct20meHQW+cou2RiRAR7NUpx5fP+Q8nhtXjvVeic6/oQGRCG2Qzh7YeyXFvt6ZXV7do95aO+wObKwdMnufT5KV+9Y6baJklE72cEKg3kBHv1QsI5VOk3W+xblORYiKkPXxsaBAiT0qFatxvV6/zXtjOMmxvb4I/NBL1JfRkKq5l1D3hzts5XVxkqVyEm0wnRPBlBxQWu0+lc/gNXmuIE8VyIZtQYRqWh3D6lCprbaoIbe5/p33YqNFu+2DFgdEwIX8gl9HjP2oAjzc5vUMZCBPq/jAvev2GvfTSJC/2bV9BoCfiPysz7meSEZGRvBDP/RD+KEf+iEAwK1bt/DHf/zH+E//6T/h3/27f4e7d+8+8SA/LmJaHlIROkYPBQQh7GfUUpKsjGXoNDoOM8vJCBdQRo5nc3RiZbuP3RJfWz8EzBaj6T6DG2MuSYUn6wzSoqbL9ahUK3UaEEcVoCag7YdVKh1dI/x8doEkKZJs69YajZ2pITpj4QAAATH/2zusVwYIi7uxyiz6dI7KWB67EQWuz3A8y7uE+7kej7u6B2STgL9BBTubp7J5d4XKx+djtLlQY1S/2qRz6nmMHl+a5N+5JBVtwA/onoVoOIStAudS05hxf3eZf08OUfkv7wnDx+OYp3Ock7+7w89FQ1Q07yzzugo1zrku6rsAKkAddJw1jWzz5TrQclSmeadAZndp8JUbHLuhMxAQDvC8lSbH8toDGoqvPfAjE6cRUqgKtvUqYAVVT9JijVH61T1lVJ0ZVWiEnDAMZaZjKAHslgUawFGEM4cVEc0WMHqZ3ZCsrL1wzvFMd3u7gQxkIAP5VsS0PGwdKUMengYITondAuGrsgzH8fi4WyJiqdHq37bJdvj+1LAivgoFWKLkgXuu5BTphFIflNgPemnn5DGHE6rcqzfoGApouDjpodo8+b0zo6J/dgGo7jEDf36Ce3U+wT32sKz209k8kV1FAdsOB4B0zEU4wOcBkdnuJ00RrL613h1Q0DS2NTusCiJQXWSSdT4P+Pjd77jAgH2xRv383DwDHdkEj3FQURnyRATQPR7nrYcq42u2FSlqbwuscoNBjd0iA93SbgkFaVPsluhY2h6dWnmuSIh6TxKk9ZNElPMS6wBK+gwGaWKh/t85O8rrT0Sopy2HNkwyShTZbhGAxs/J7h4re8Bui9ezXWDCYixD+2Rb2BhXZ0T70w4yu0SEDne9xfN0ljy0LNo2+5WT6zmW4X30cJf3r89gQGS/TLj6hxH09jzaSKHgSW6FZqv7XhvIQJ42cQBU67T/1/YZ1IyGWCZUqfP905IncrqbzSZu376NGzduHP/b39/HhQsX8GM/9mN4/vnnT2ucH6pE4xnUmhqCAWYH+zkqMzkB52oyw9jLSilrxDrZR602Hd8r09ysdwqqpZSE0sXCVAzFGv9NDdNJnc0RNp2N06CYyYs+qBH+W9llZhtQNb7HtWN+bvKy9s126JTN5emwRQJ0WHNJKh5NUz2u31lmVnivRIV9XAs9DZwZ1eD3eYSf+dR3728SBue5zNa/vsT3ooIYTqqYlT0GF9IxQuwtW/UJl+Q3k1ngaH8PZ8emMJMnE7tPp/J/dp4ZlEiA44yFhb2ncY7OjTP6rutUjMUanetwEHhnhddbrNO4qpuMaBWqiuDn9hoNveuzwFiUx7BdHtsDAE22yOGYHmzze1uHVKzNFu+VljBimhaPLw0gs80aPQnHf+MhjTfbIcR9apjnOKwqGH4ywnE6Lg1BywGuTvG6j2oMgBTrCioHcMw1k8EhSeTXeZ8OIOgDGchAHlcssbe22tynZJZSA4OQD3cUaaZ0wnwGM9/JCHksxrPdLbCiIe5vukZ0kswi6xqDzPGQIr+UDnJEwKxDAeoqKW2Hzy9PcZ9eO/B6Wk95GEvzGLN56vlOQi7LZoAXYtwNk/rm2TmgYlKXmJZCqZUarDnfOOR3dA2wrSZ00cNxdY8BgJ3iybn0BI7+4uRJIrhQgHq+X23zyi6d1hurRAjI2vMbq7wGv49zu1dSTrKeYZeR5f3uIIAH6v79MtenV0JBruOdDcFX4jDIXjcZNHdcYGpI64ummhvx+hK+ZUUp3Jtmd7160A+cH+e90OsEzwl0WanGMcg5Mi3FkTMxJLhw2so+uThJ+0HXeV8c9DjKn7kgCGRFLb28T2JhjjPYPMn07jgM0G8XTgZL8ilRupejrpX18ZemWE74YYhf4/1xb5NrFAnxPr69wQDSoGXYQJ5m0XXu20aTNrkMIK/tMVD8qO4PjyOP9ZP/5V/+Zdy4cQPLy8vw+Xy4evUqXnjhBXzpS1/CM888821LrGbbHjaONNzdTWGpzA19ftSD6xC2JqVpMWstIdCdDresB3tjkQpD06ggb65RaTTbVALfdVlksSuMDudTXOgXF5gZrbcUZf3zZ6iAD0o0Cr7zEs/z9bs8RjbOOqrDaketExihP6ry/NdnGcGXvZurJh215+boEErYctBPRa9pohVYjYo6FeVNKR3PmgmEAh62Dvn8gVDA8bCIkLdUjVmxxvNKcq9yncdpt3k997eoNCXjqwc+vrsilJ+ho9TQoGuinVmZBDoBoZDfXubfzZboAapzTTaPaFQUqjS2XIfnbDsMbMzm+Hfb4XG3C8DkMMezLGrmV/eJPvjkeWBrlVl10+omMNPAOWjbXEPpjPt9PG84SuhcPqlD04TjHaeB+OYilXksxExBw+Q9sbLP64iHFVmeB67B390FPn+V5763ySBAwMdatHJNKH1NGVJzeSIzkhFF5Ncr/SDoAxnIQAbyzcRxAU04m3JTlO2XggHuZ5Kbolemh0S2soPx+ewoETyWTcduLCPgfi3Czq/OMOi83FFH3XaoV67P0EG7NnMSNrxdFM5uoScgbgN+XZU/DSV4Tkvounsi+FpvqeuD0M3Lu9Q7PoN7sOPy+dIuz9VPWqIEqJ/TnU1wXG8uqU4dpsUs6acvcE771TaPZqgzp4a7+2rP5tS4d484D/KY6/uEgjdboh1mUxG3JaOc72yfWt+hGAMNxZqCwrdsoF1jAEVy2fRrAzee4ePyDlAGdeDcqOqwoem9fdn5HcNgsOKFM91M6pNDDMqM+ESQQji0Z8d4jfOjnOeNw+7s7plRoFAnqqyXbXy/wvenhzXkk92BA88jqqMLij8iyHCPaONVG4ovJh4BmiZtvLcf0iaIRzhvbz/kvZxNfPB61wbtiWfneG82TDrez86J/uEf6NkHMpCPt9gu7eSGxX1GIqtyKVWqc1ryWE734eEhfvAHfxDPP/88rly5Ar/ff3oj+ghFZgHrpotUmE7oToFGQ28/SoDOTiKiSNEARoYf7op2V37REkpAkFb2qJDkBh4NATmxqdsOW2lNDQEvLdCpLwtndXGbNdmREA2JO+tUNONZKvv9MttnffIcUKtTaU4OASG/h72yhqszipxLis/gzVSscfw+AeWuNjkWSSgjI+RHVWZfNw6VExcVUO+7G8rBqzSokK/NcHylOo2eeovwJselMy6zwLtFzq9pkWjk4Y4cO6+9VAfW9sdQXOGPYH6E43QEMcp2UUHINKje380mxzI8ws85Lq9F03h9mTjHHPSpeqz1AwYFFsZFNiUiMhstOrfJCMeTiQsjw1F91yWpTipKQ2btgGOxbGamb64yWGAYwHCcGfd3V7hWsrZ+dZ/BkbbDdRlJsZ5w66g7ExHwcT22j5jpLjdoIB2Umf13PP4dj3Ctmhbn32w/GtrXr73dQAYykIF8M3EcorA2D7o7KWgeEPY9ek8J+1m/u34g2jeCj+sH3GPrJvfiTjjswrjitLg6o7pDSKbZUh10MMsnYcOuAxxmWE88kqI+M9t8nooSIVSsMXgt5cIE4dmhAHouTpR2VdX+fVyHHKLumcw+4rqDHNulKQYOmi2+NpenQ1us8r1bHTDxy9MM3Pr0/ozuoQDRAK8vqfN0sn9bNp3bTiKvy1PUK5EgUK90tyFzXWb+R9OsszYM1c4UGq+7t/bc9ag3W23ycvXLdPt9GlGCMReHQ34MpT0kIiqNNJMDsjEPZps2gGzxNhz3UG2wD3mpzvW6PksbYijOWnY5tkqTcPnvvc7kwr1NBZ2vi+exENdz9YDXGMrxXlg9YJ2+vLTewIFt8/6UnU+k3TCcoC3Qsok4k2iCQIA24sOd/vfC0g4d/A9D70aCinnddvjba7RY8z+QgTzN4gft9aVdgbTxaDNvF5hEPE0P97Gc7t///d8/8dri4iJWV1fx6U9/GkdHR5iYmIDWz1P9mEpnO69O8Rt0YIYSJyEGrbaoiRbiMwQZ2R4dzHKdrNc+nYpTOludQmXkoe3QWbuxSgU5kydE7eYalUEkxL8NnRv7XonHnx+hArRsOuqfucQbJREG4Lbx/HwAD0TkWEo8TEW4eQjcWlWR4XubIqIjHNOAnzUND7Z4rWMZOpaGzuM5HhWOpimolQc+3y7wmpsWI8G31nkdySiVpqGxR+TSNhXgwhiNm7NjVERHNqPy97cA09Lggcri7WW2ZJvNK3KVqWEqU5mZAGgk+MV6+HTVF1PXSbwym2dAJRamYSMZyEs1GkLPzdMY8vtE6xeLDK6v3Ac+saAg46bF98MBwtXvbnB9Lk2plmm31km0t1MCXGEgre5RScfCNAxk3/DbGzT0Gi3Oz1++y+uSDLcA10GSolQbXC8XXJN3lklas1PgfK/sE7YXj/Dzj6qp621vN5CBDGQg36rsF1mf2lsvurxLR3m7cPI7Z8a4X9VbdMCNIPfheov74/wI8Fc3FVy32qQOfOEMHc2tI2YYp4e5120dcc8/Owbc31GoLsn+fXmKunxm+OQ4K/X++1+9RQcVYPC5k9DNpzNou1Pk/hkNqjKu47KpPtnsuTwQDTHoPpLqdkwrDQ/1Fh3u8Qzh0U2TiKhrs3TQbq1Tvwf9Sg8NxUge1tvyzG+wo0cqSgRdJsasuOvy+ScXOF975W5Yt67RGTPb1EmdkOhIgOP1Gyf7TvtFQLxfG7jxDHXeZgF4sKWhXAshGdOwMN79Xr/vrR2wdVk+yTkxLT6PhkiS2o+ArVjj2si6/+Nr03mO5+d5LduFbqg+u43ws52BA4C2gd/H4EDAz5LBcpOogaEU8JWb6jwVQeb3uSuqbV1dlO3purhfnA+nntqA4jmQYjt8/nAHmEh/8GMYyEA+ziK7UDVbCvGja0w0Tp7i7+OJzexyuYyf/dmfxeuvvw4A+Iu/+Av8xm/8BjY2NvAHf/AHGB8ff+JBfhgi23n1SttR/TN7Yf3RMCPWm0fKkT2qcEPdL3HRDI3KVxJgNR6KWrERDyNJRuTX9qlAb67x0XXpAAOqrntxW7FRy3ZSRpBKYDzDuqxqk5HYRJi1wUMxG9m4HzN57biOSsLgbq6JGjuD47EdZqffXVFs4+fGaaSEg4wmVxuqn/d0TsDLhNJ1PSphTaMCsx1mDlb2gIUR1hGt7QOOTeU2P8JrkY3n6y0aUK8vUqGeGaViLDWAZFhD21XEOYciuxDw0ShIx5glDgW4DhqAQIzj17TuVh1JUSt9XwQSmpaCts/lGbjQNBoh2RivbUjU0o+mORetNg2gxW1GtAMBfqbUUAQra/vMOt9eZyY/nwQ+fwXYKZPoZfuIUELPZd2jBh670hDsuDuChT0E2A3OGcB5jQT4+UZLBDk8PnddwsZ2S3TkdzsMjrk8swaPqqmbyw9YzAcykIG8fwn6SSJ1f4u6SPbils91vX89LsB9y3G5X0nRNeG8NgVBZIdjZ+iKUfaoKvqD6/x8o0WnMpdk2ZEp0F2yDGkkTWK3t5ZVlrbUAN5bZZB1Ls+9OtTBXr5f4thlhxApPoMoJE0nTLmzb3MiQrRWPEwn9cEWEAzHEfAxACEh1oAg4WpzHmR3kpU9nt9xVT9pXePrnzrHa5HkqgE/cF44rDIDbhhqvnSN41zepb4v1HDsRKaidGY/feHk+pwZ5dx/7Y5yDIs1Iuq++woD6W8tnew7PZfnuPrxhmgar+e1B6LdaFvHYY3r+OIC50723ZYM6w93eNydogiW9EDBq03q4LpAzhkagyyyPK/Vpl5sO2pO/GAQPRLitYYDKkih64Sk+/STgYOzY1yLdPTkOCQjei9MPxbm66MZBpjajmpP5jiq28oHLW2P5Yn9ZL/E9wcykKdV2h73pEZL8IsI0sXtAveF0/x9PHF5+K//+q8jHA7j1VdfPe7P/W/+zb/ByMgIfv3Xf/2xjmlZFr7whS/gtddeO35tY2MD/+Sf/BNcv34d3//934+/+7u/e9Khd0nA1521llJuUAHpffyRuTwVxLVZKvpSnZvyiIiK2K5iXL29TmWgaUoJLe/RMAn6VeuUuilYsDU60JpGZVRrKkUsI9iOy9cjIdGyS5DP3BQ1aO8+tLBZ0JAI0kiJBBRxTTLCzPtsjgrttQd0TF84QwU4nmHmOR2jkzqT5+cKdRoq9zZFdFgS5GjM8DoeMwPhAFBr0AkMC9KRy9PA8wuMEi/vsV7v9joV2OQQ6+bHMoRz5JLM5OsaUDM1GBoNFF0TGeoQ1+aNRWbsr85QyZUEJP/SFL//8l1FLvO9zxAGGRTGTzJCxZeN8/sHZR4jFSW0P+RnfaEt6r6/eptBlbbNqHHYD5ybZGR8bZ/zZQood6VJ6GMuSaKSpV2ywxcqzH7nxT1SNRVpXiTIz1uiwGp5l8aQDGb4DJXxHkrQUOgMeHjgvdBuK9KifIoZKGnoDccZjAiKcFs4yLnqNAQHMpCBDORbFQ/UD8kIs82311n3mozw9aCfe/VsntnT2Tx1SCxEcqdsnPrKL0pthuJ8z2pzfzN07m+GcO48T+1fNZPHkiVeU8N0tHSdhJa31/moi2NsHPWHRa8LnfjcPPf7/RIfr84QnXVpirqn2uDjpSnBN6LxnGERCA0H+NzQOTFmi9efjWsI+vncdgCz5eHOuof//Tbw/74G/O+3gTvrHkufYkQBBIU9Egzw+XAcqFsMZm8dMei7dcTnlsNxxgR3iucKJFWIQfimKD8COB6Az2Wbq9EM9cIzc3ycyDIArwlHVPZZ1zTq7XySeiUssrXhIJ8nwgxY95NynXD3g4pyPiXJ3a016q10jLXO/793+JiOcc5jYX632uD6Vxt8DvC6DZ3XWDX5aOiKob0lgi+eWOuWTXb5dIzrGA0rlnSpC1WpIa+vbqq+3DfW6Ox7UBB+Q6ct0bY51kyMj22bxnsqKlABHb8Z26V+/jBE17hGveBTTVP91AcykKdVNI2/2YVx7ke31/m4MM594jRB20+c6f7a176G//Jf/gsSCcUakslk8Eu/9Ev4sR/7sfd9vFarhZ//+Z/H4uLi8Wue5+Gf//N/joWFBfzJn/wJ/vIv/xJf/vKX8b//9//G2NjYk14CAGb55kY83Frrft126CQNJ0/WX40kyZK5tA1sHFA5Xp9lZFMSdIykqNxk/0iZMXddOrlTw4o9G+Dm37ZpiNRbVADtDli2B2ZKw0Fu+ImIIPYShsC9LY45GQVmxxNYPwDWXN5A58bprO2XONZQUEVfASrLNx/SSYwEqUjWD+gE+gwqiLaAJIUDVJRnxoBX7lKRhwXhQKHK6PltAasu1MiuOpwU/cAF7G9ySLDOCsU9mWXwodrkGHJpHst2VFS/bvIazDY/64HXVmrweMkII9F3NnjeaIgGRaNFJ3r1AGhtM5p9ZZpRLbnOY1nOS7MFODrn+PYG5+2dZY4zE2egRDq6fj+d+mQU8EQWvyVg6fEQx3RrnQak7TIL/Xd32U7l5XsAPH7W8Xhtn1igA55LEn42kiRx3u0NQiCTMRqtPoPX7bjKgAkYKohydQb43md5H0VDZOCXkfu2wxo0mcGPhsg022x4g77dAxnIQN6XBHx0dM+NUx82RaB1PMN9+uwInTbJGB7wcX9PR6kfC1UGMDU/9zEPzABuH3Ff7cocRhjUrZkM4vbCxGMh7ot3BQHbTI57/90NOvMA98nOjKMsU7La1GnPzCno9t0Nstku7nDPHM/yc/e3qFuWd1Urx+lh6o6VXWa5cynga3fFsS0HgYCBB9t87kHs/0IqDT7/zEXqq2Ktm/xrfoTosv0Kg+qaxrFXBOQ+7Of5DyqirSaUkykdvoCPzrnM+AZ8bIWjG8B0ups0rNpkANvq4BIBqG8OyoB/VgUY5LnCAZ67k+CuUyIBIg3kBGjQjheh2qS987U7IijisTb6a3eAz17idckAsxQdRKZdn2W2PBLsbh+XT3JMh9VudvlwgPeG6wIzOe0ExN+0PDzc4Tp3spTruigXkDdOh2wcAuNDQKkPiiwV5VxenwN2jhRJ01iW0P/G2Adf0+0DHYg3FnlNsld4o8XXB5VlA3maRQN9la/doQ0vuZxurHJPPk2L+FR+a61W68RrhUIBPt/7O/zS0hJ+/ud/Hl5Pkcurr76KjY0N/I//8T8QiUQwPz+PV155BX/yJ3+Cn/mZn3misXfKeIbwpJ1YBK7G3szTw8xU+30nN+fVfUJ1bYcw7UycijoVZ/Z1YZQQ4q/eUo6r36fI1SoNKnzXoxOogUbKbklFVkIBOl/RELPRPkMQfInI7kyOMOJPX6ASGkkJqPo6sHOkIRomo2upQaK2T56j4klGaLAct5Vy1Lg2j2gUvf6A52mI5T0oM5rdsgkpC/jowJ+f4HcKVRoIl6aYjR5NU1FtHAjYlUmCk89cIpT95iqNi++8RKPg9roiJ5O1gHVTwQ19Osd5ZpSvVxqcJwkj2zgAvKzqW5pP0bFc3mWUPRUHLk4IiLzLzPrUECP6tSbXbzrHcY6k+L3JIWYUhkXG+sYqFWjABxhhHicWVsztsiYsE+M9sHnI++j8BJ3hgzINtO0j1hgu7xHREBOQy1qT86dpNCJCAQ3jAKaGusll2raHTywQGlmu8z6ZFd9/Zo7GUDSktor1QxpnEkK3U1TO+UGlf/3doG/3QAYykG8moYCGkbSH+1sMEtqRFnz+EAo1garx02EqVBUrdSZOvhNdZ1Z1RZRHxcJ8Do8Q5opAeElHMegnaqlmEl10cUK1P7q3BZy5ygDl2TEiuur7zGCeHWO2PRYSzobFEi1dEIrGw0DNos5586EiG3tmlnW5lQZ1Wids+LDM8TseM6NSJFJtt8jnngfounF8DXvlR7O5L+3Q5nh3RRh6Gvf0d1fI9P5wR+nDzlrqxR3gu4fJjdJLlhYOsitHZwbaExnfmWFFkNZJGta0PERCgFVXDr4nvhcOCd3k70giQOgmUWver1RPksseZ549AYsH1/T2uihXOx6kgqpfmqIe7hTXY0Z/OMkg9rsrimTtxbO8xzaPmABZ2lGM3WdG+TlTEL71kqVZtiB8TQhulBYTFJNDJGhNRrtb48XCvHevzbDMzRW8MroGBEJMTKztUUdn4iowoIGJhA+D+sjyGOT6jgu0DeX98R2irt0awMsH8pTLmiBElO0YA+K3vXZAP+G05Inh5V/4whfwG7/xG1hcXISmaWg0Gnj11Vfxq7/6q/j+7//+93Ws119/HS+99BL++I//uOv19957DxcvXkQkEjl+7bnnnsO77777pMM/Ftv2sFVg7dbyro2yYB/tdD5CAQ2JiHYcDZXEa6mIyjB+/R6V7dQwN9PFbdHrUZynLGp2PY9ZRp9wugtVOkU7RR5rNE1Yw+YR66gMnW2i8inRrN1lG6vRDB26Yg14bZEKZ2Vf1pZraNt0LmdzNICKNV6XT+/OrhMCR8VQqdOgkNFnS9SVQaNSGUlR4aRjZKx9sM0o0XNngNEUa9h2Cpw726Gh47jMEpwdZQT5zjqPm4kzoHB3QxHfeKBC3Csywj+eAQI6lcNzZxSMKxXl2KWRA/AYrTaDGakYnfxSg4GGSp0GyXiW858IszWLz2CGu9KkUz2S4njXD0Tmus15P6pQWXng2AtV1gDO54UxJsjbUhFC4zwQDti2ubYjac7FUILzKAMT1+e4PtsFGo6r+zQgdktA2/ZgWh480KCRbK5+n4azY4zCffIC19Zx2B/9zKhyuG3bw+ahhzeWaDweVLjunsfx7hYZ/JBGkix92OpDfDSQgQxkIP1kXMCTGy1gbaeJRovPO6G6LRF4btmK62J5VzFIX5nm4+oBcHeL++TlKaK5AqJW+vIUA5q6Rij4w13gqzf5+Nw8dW48RKRTWcCuy3U+dxzgzAjHGzAEL4gIOi+MEVH2tTvUkR74+O4KxyzJdQA+luo8bjxEvZmMUJ8kI3wej4jjeAxkJiI6wgGVrTVP5ikA8DzFusi+a6r9o9+gMdhqq/pkgI9th6+bFjOZ2RjnMhvjc9vmWK/OKM6TeJjPS3XqRgAo1jzsFjwUax4MnUgC2e2jZYvkgsZjh/ysFY8GVWJgKEkHeG6Ec5aNU5dKOyfgZ/CjH7w/FWFgo9f380BYd9BPg1iuV8Dg83CQ+mxb2AovLvBxu0j7JRxgskEGHsJBPg8FRHtPkCyt0qCeBURr0yjbmh1UgGKDjxuHRJq12hzPcYBBwMdDgjug7ZC/py2C7dEAUQ+3N2jXAIqgbiTdv6zxtMWv8f65u8kSuyszfLy3wdcHfboH8jSL43GflF2OwgGBQHXE66cYlHriTPcv/MIv4Ld/+7fxxS9+Ee12Gz/0Qz8EwzDwoz/6o/iFX/iF93WsH//xH+/7+sHBAXK5XNdr2WwWu7u7jz3uXpGGgecBdttC24ni7iYj2TO5k5+XxGvSYeuEaReqVHhHNUap50ao9GX/6KMqF/X8BKOisnWUhNI93AGemaczq2kkhHl9iYrp4hQ36ppJZ7zVpvLcL9NgubvJYwEcz/Qwj3tzTRCG6TRO8mkgvkdFJ1k7Q346nnMjjGTP5qloYkFFalNtcD6aLSrYB9skR5MR+JBw3mNhjqlY47UOJxkxcl0+zubpZGbj/Jzj0mhIiShy2yE8PGAAF6fp4GcTPO/6ATAxzGt5b1VA5QylsHNJRTwDKMMkHFTwuJkc8O4q11DWwtVbVLi31zlH0TCNyPlRHms4oaLaAACN0LVoiKRppRrvh41DjtcV5G8SyrdbYM91aKp2ZKfINbRsXn8ywuO1HdbrSWK0fllov0/DxBAwlPDQaIn6rIAKEpmWh/2yIPkRY+7s4z6VYAYgEjwZfRv07R7IQAbyrcqjWkF1BqdtR7FE+ww63ENx6oj9ssoAOgLtVDe5d8XDdGg98LnZ5l799kO+N5ziPvv1e8D3XGXAsO1AQJjV/r9+SDTRTE7UMwvk0HBKsXv3iqFz7x8X2fhO2StTT7y7wj1cZj4DPgaX72xwPy43AMvWEPBxf/eL8rCKefJ8kaDSfz5dkZRJfTiUoC4IBUQdsdCbQwnqCcdlO8/OLHilSf22uENCU4kMuL3BcXoOcHPV68oUPzfP77y00EFCGgWuTLGePhQAUrGTfawBYCTpwWxxfmTp2/QQ7YhMXJXeVRtcv7k84BNObNs5mcWXrTstW9XRux7Xb3oYWNxiUGHrqJuFvFhXnV1We9busEL7oR/LeiLMY5Ua6vO2Q135zBxtgkKtm8n+7ChJcV++x0DTaJqfe/ku0YVBH7lqFrdpP8TDfF5r4EMRF0TdVRq8VnnvtG2+Pj384YxjIAP5OIpfIxlooXjyvanh0w1KPbHTHQgE8K/+1b/Cz/3cz2FjYwOO42BychLRaPQ0xgcAaDabCAS6w4GBQACW1QfD9E3EOW42qaRlAw93NEHSQtdNPi7vALmke0zcIsVnACG/hmiQSrmTXdpxGQGt1KlkXI+b9eI2lVo0xCiy1RaM5T5u0AEfHcbRNLPFnqcyurUmDY7lXWAsDazukjX73ASduXqLEIiHO9zQQwFG4WNh4K2H3jFUQtYpfPI8IVjvrVD56ALOnIox+7lTZDBhYYxBBIBZg1hIRbv3S3Q231jkOB1PkYtcmSaEz3IY6X17hcdIioj2w10qX0nJb+gcc8tSMDWfwSj81hEVv655+PQFOtwPtui4PzdPZdhs0TCSvcGrTaC6x7HKrEDYzzmuiMh5W8C6Az7FFKvrNAIrTcLy31pm67a7G/z8uXGumefxR9pq03k+M8rrDAc5Ly2b8EXJSB4TjjTb3ngYy7CuTDIkOqLmbiQNvLUIGD7Rrm1brU+jxZpDzwPyKRfttgZD93BY0/BwRxkOMzkPusbvbh1xnpJRjkNma2qCsM+0eD/2ti1pmKJNmuH2/f30+x31iiFTKO9Dvtlx38/5P84yuI6PlzyN13Gav0/bAbaL3If29tvI54D5UZetnJps51Sucw/1+7gfRQPUd5EgHShHZHUjQQatDyt0aHslGqKOsl06Vp1Sbiom786dS9fomFsO68JbbSDm8fWYcPbqfZxgyZzej2F6aohO4XiWur0hSNPGs9Rds3ng/3tPfd6yWcrzzCyd5EKdmeCQX5WVnRkl2um4HZcI2voNoNkWJUiitKounN10jN+TDOGzOcW+u3kkMpkGbZBO6Pkzc9z/m22ShIYC1FMtm605Z/PU0wujylF/b5Uw5fGsR04TQ9XEy1tjv6Kh1KDuqZk8ZtCvssLZhCLE0zQgG/dwVCaE/G9uMYAu9XbbAS5NA6UqndSVPR4zGuLzSABYrKmkgCzXqzSJXLAFf4nZxnEtdsjPz20XWJsvRerXhTHaEL21/wBL2C5NMbkhYedjGerd1x5wjXuDM7fWiEj7W1Gv7hddV+6ssx5d6tne3+7j/D47v9/1mquhIfiIunvKM2BP+8ftc7SPrzyNe/bHWb6dr8OFhuEEE3rd4mE4QV3S7/fxOL/RU6npvnfvHpaXl4+d4Hv3FEPID//wDz/x8YPBIEqlUtdrlmUhFAq972PdvHnzxGux1Ch294Jd0KayOF8ZwEashVppp+s7uq4jG51GrRVCsaJDApMMTUMqqqPdbsNv6Gi1HGxVmwiFAhiKhTCW0eC4Gg7LLoJ+DdUmM5aZOFCqe6g1XWTjGgpVDYmIh2bLhabpCAU06JqGcp0O7bVZGiX3NglBNnQ68SNpDbZD4yKXotIUQ4OueYgEPGhwcHOxgcsTTcxmwlg79KPt6gjHQ7i3ScURDlLxvPWQjm2xRgV3YQLIJjw0WxoOyg72iy4+dd6P2+uM6AdERHf9CChWgEzCw3ZJg193YbsaAA1x4Xi/s8I6KMdThGOxMKDBg+1oqJmEit3Z8JCOaag3PZTrGkoND7qmYX3fQz6l4dk5Gk8yc3BQIpQsFaOBEfQp2HnAB7iei1oDSIQ9OK6G3YIDzzOg6Rrh33Fgr+jAanu4Nu1D2wHGhzSUa1TWn79K+NjqnodAGLg46SGkt/DGQxOjQwHAC8CxDViOBk0DklGNdXgOUG16iIY81JoeGpaBySEPOlzEowaycWBlz0XbASzHwyv3dFyYBMpVG5VGHfA86IYP7z0MYjhuY3XXQjQaRSYOmI0mKg0NZSOE7YIPU8Majioeqk0acefGNVSbHuy2DdfzmElqaEhHgEq5fsLrjoZ07GyXUK/2x5n3+x31ynPPPfdNP/M4x30/n/u4y+A6Pl7yNF3Haf0+dV2HFp3GrVW1h+zul7C7D1w/E4Kuh7Bf0o5hxbbFvXgm5yEWcuG6GobjGoJ+Da22h3LDw9Swhtfu2bD6FJsWKj6YFgk56y2VcYwGgWqDLOHJCIOQrqtB1z1EAoDf58GydXz1JmulZJ0y4OELz+tIxQC32k025nrUe9k4EA26HaRtGsIBF7fWgYOSi8mcjpBfg9n2cG/dRbnuQyYGXJ/VsLyrsptzI8Dqvovn52w8M+vHeyteR/24hniwhcmhEI4k+ZfI3IYDzEa2HTp5so1XJEgnX9dZajaU7CaXOz/BQEc8wh7S0RADHrbDLOznrgD3tzxEghrqpnfsjIUDGlZ2WS729rJ6PRrSUKx5OCo2sLh7EhoQT2ZxaI3hnWVloBbbwFtV4Nl5A5rbwtphGzOjIQQCBizLwcN1E75AAFfngvjsZR231higSUYJg44GHbQ8C7dXW8in/AikDVhtB2tbbYxcCAPwwacbDCqLccbDQMt2ETAcNEzAtg04LoPUru4gGXZwZ9VFtXYS57/oxTA55MPtdQ9+Q4OmafA8j6zppgYPHmJBB8NxDU3Lw/0NF6OpAEp12i6RoHacSW60PFSbGpptwHXa0DR1PMclYVs+UsbSwcaJ39jj/D47v98pU3PPHPMI9faUz8TYOeA0yzU/THma9uxvB/l2vI7R2WewV6Q/IgN7sRADj3tFlsX0+308zm/0iZ3u3/qt38If/uEfIpvNHrcMk6Jp2qk43fl8HktLS12vHR4enoCcfyty5cqVE9GJlg1s1jQ0LWa4y6USkqkUNE1DJABMTngIzuRPHMt2gP2yhq1yN0w7HABMJ4gLU8BO0Q89GoLtAJtFKvFzY8D6ocEod4AR1kYLcBwNPp+Bli0ZJjUYhs6saQuApqLFLZsQYE0DokEN58apWIMBZp51nQq5KXRKNAgE/BoMXUPIr0PTksgMJeFrAuOiDvmtZR5XKntJfra0w1olyyEMsNXWcHMNOD9hIJs0cGuN13Flmoryb2/zemIhYGpYw/1NIB7Wjw2IUp1zJ7P3yQgd9qszzOSbbRpOnzwvINYt1oMNJTSEA5xzZoY17BQJJ6w0ON58klH5lV3W/91ap9FRaXBubBeYzevYqxCq/+p9wIUO22Vm2mwD33UZuLfhQ8UEKi3WAV6ZIqTs4Q6RApk4cG1OQyYGlOsaUskQRvJhWA5wdpy14rrOOQuBx70w4WG/pB074YUqcFDW8J2XDSzvEnY/lNARDSlm1pU9YDbnR9tLIRygIXlYAyZyAcSTERxWgIMacGXaDwsCSt4ilHBiSMNRnUGUvRIwN6LhoOxHscb6yOkRYMoD7mykTtzbl6eAyaEEgKmu1x3Hwc2bN/v+jk5DvtlxP+jzf1gyuI6Plwyu41uTR+nPV+5pSKVP6s/tMgOqkrVbiusBuaQGQzdwbhy4tSEzsBouT9JpgeFHD8ANABFUkRAJKs+NU/eYFrBV5N43P0oEl6zZBTToOnBhUsPtDQYJ1Dv8/90V6q+/ucXArHTITYtB57V9YHJIP2ayLteBubyBOxuAP2BgaaeTZM1A3aSuXt4lemkmx7374Q6gQUe5FWCNcFRDLEy9uHEIxMIhwKPx10v+ZWjA8gF1cC4piL0s6ohGi5/529s832yO87S8S6LSxW1m10t11ad7OMnrioc0UXJExjTbVa03A34gHNSO+183WkAyoiGVjGBq5PqJtanUNbz1Lvqu2+oB8JlLERw2gK2Suk8CkSAuT9HmaLUZKJDs2qYFRIMGzk6EEI2GsbILlEwGQl66RNthfhT421uqvKztMEnwzLyObFzH9n1eGm9bDY22jpGsH8UGkEpH4HpEQUhEmeMxkPFgW0PbkT28NfgN0SO9rGGn1GE669Tv+TRQN7WuTHIiwvVtt4FAwH9iTgJ+IJMZwtR49tR+u/2+v1/hPXhYPYnomMkDNoDr168/9jk/Chns2R8v+Xa+jkKF+8P6AROLEtnzYJu2sl87vd/HEzvdf/zHf4zf+I3fwD/8h//wNMbTV65du4Y/+IM/gGmax9ntt95667GiDIZhnLghIgYwP0omcikyIjk3CkSC/fnmDIMZ1Rccr4sZGhD9ulOq1Vi9SQUxNUwCLcehY3RxUjiGIjut64SZXZ2m4ZCIMEou65afP8Pv1U1mu+smPwONkevhBIm5lvdIiJKJa3A9DZ7LYIBkKw8HqdCOKjy34wLFKuuRIiE6xFtHokZY57iPanysNhix3y0Cz2bo0IUEUckr9zjWZEREUpt0hpsWI6oHFZ7fb7BHqySXGU7S6BhNs4dmNEjDxvM85BIeXGg4rGqYGqYxtVvi8UlSo+qgF7cJZczG6dTOjwCrewpmNp2jgZOKEga+MMYfmmTOnR9hvd8nzqtAirxd1vYJX7RdzkVrjUZfJkaiHHkPmRYNuJV9zmM6BqSiHnaObFRbfgzFteMe52URgCg3mMlY2QdqO3Tqz08AR2UqZrPNe0NC62SmQyJeVnYJ2zPbhKuZEAZgkLVpB2Wu22cu0XDKp+iUt20Pun6yHd54BjCM/vf9o35HpyHf6nE/qPN/2DK4jo+XDK7j/R/XbrGzgswM+wJheCAyq9rkHnR15mR7L8/lPv7WQzrOyQj3tVcfsJZ4OMFAZK94oN7cPFR7bCxMR3M8S4d5cqj7fJNDrAs/LCv4ufSsXY+1v/GwYHfuybQGfCSoXNlj4DUWIudKIsz98qDCFmeRAB3d7QJ1gibIqxZ3VLZeg4brs9QlmkZ97OuYzrUDtli7tc45k87n6j6DxJpGfVdu0IGWz22H+/75CerASoOvn5+gPmq0aCucH8dx8PbhLnVENi7mRFfBBtuljpalb51yeQowdA2GQTSVJBbLJjR4mnfc+7tXTIslXpenWbZXARMGc6MahuMkfL2zwYBCWCQM9svUpZNDGmbzGkbT3TXkxZqH7SOuU+/91TDpTF+Z5nt1oTvn8rz+oI/lCdVmd4Y8G+daHsPZO46ZiRN630/OjwN/fVOBxqRef/4Mj5GMKGZkmaDJxJkM6NS1T/rb7ft9z0Olwd/VQcVDy+J5cwkNhRoA7xvr+4+zDPbsj5d8e16Hh0tT3G/WDrzjtn7zoxpyCX7itH4fT+x0x+NxXLly5TTG8kh58cUXMTo6il/6pV/CT//0T+MrX/kKbty4gd/8zd88tXOMZ/i4vENIeSQAzI2q17+RTA7hhOMyP8IN1XFZn+aBivDmGh2jWktsyjX2Zr6xyuxmOMDN23GpMPfLADyZoeWmfWFSEIccABM5KpPVfR5vp0gj4OIE4DM8jGU1LG5TufoMKiHHpeJ58yEdz2iIrV4uTLJWutakQ3x+gkaK5Si21sVtZoT9PvaZDAVY45SKAiEfjZlWG6gLyF+xRkf39rqqjdJAJ1vWoZXrzNI/O8/3mhaj8YUalZPnmGjYEURDDAhkE6pFiyVYW2WrLVnDZlqMgC9uEXb3XJZO7t0NoGoCL5yh4WO7fH9+hOvyYIvGVKHG9602rzGXZiCgZfO8hI7RcAlOkbRM3itL2wxIzOQYeAkHgBtrQKutI+gTvcfFOuSSzGCMpGl8ugLWWDVZOnBpitfWbAliHXDtSg3OtYSx1UxeB8A2OGGBoLBsohiaFnuK101CEPMpflYSIPW2w3uUtGyWY7RsBqsGMpCBPN0S8AkSzgZ1STTlh+Nxr4kE2cFhcZuOqczAPtiig/veCve8Xsfu7gYztKX6SUflnNCPO0Xu2R74uFPkOTYO6ETnUtTNLZulWLJzxE4RHRlM0XEiSt343ioz27JP91sP6TQZOr+bjYsWWmLvncmrjiHSOTs7Sgh4y+7mFAH4fDzLWmJdF2SbngrYN1ucw+lh2gTSeb4yzVrq4329rTLrAcG2q2kcryGc+brJ55+/wrEPiZpF6XyeGeXcJSKC5LWHwGwmz++koh1BiCmSu7kucGOF5GuFGgSU3sPkEHX7YfVkvfpwgufNJjTkki42Yi1MTniIBHUUax4OK5y7A4EcDPn5/LCiyOP6tfc6qtBG6SWJOz8OHFQVTNQvarRLDaUv1w44XhmIOBC15Uci0z+TV4GIWIj20LUZ2nGdTnw6xqzYi2f5+vF3whz/mVE6+OFA93rPj35jfXtaYmiEyJptcY+J+yUa4j1tfPBDGMhAPrbigb/bnQL3uVyK+/9OQbS4jJ3euZ7Y6f7FX/xF/Nqv/Rr+xb/4FxgbG+uCbgHA2NjYk54ChmHg937v9/DLv/zL+OIXv4jp6Wn87u/+7qkcW4p0PnqVwfv5rnRcDJ2O72sPOlkxCX0+O0ZiDQNAJAyMZOig5ZN0Tts2DQaARGgXxoG9CrMClk3Icb3JrPLZMWCnRGWcjjJL3LToqD/YAeJhDQGD2dyVPWY6NV30Rd2jc2k7zEZvHNFYqQroUaVBpX91hptyzaSDWRPR45CI6qdjPOduUfWXln0qHZfKNxkBnp1TfUKTUSqhd5Z5PA284d9YpPO7WyS79+VpKvty0I+DKmEfdzY5v1emmcF2XX7/0hQj1paterGu7wNXZwkdeeUBFcuZUTq4usbgyGGVhkhBwK78Pq7Jm0s0olIxws3eWwauzTGQUjNpRPgFkZrnqpq9mRz7uUvm9prJwEIuBRSqBhpNfk/TOIaJIRKyHVUFGZ/IMHjgNRSqDEg0BcHc9VlCKG2BioiFVP9ZS7R1iYeISHiwrV6LhUmcM5tTbcc6pdeY6RXb9rBZIOHg7l4QmzUN86ODft4DGcjTLqGAhqkhttxc2SfEOBHlXjOW4R55b5P6o4uVOqyCmL1i2dzHXlxgEFP29z4zRufttQd0FsMB5ZD7fYRTyy4clt3NdL1xSL2yVwZms4psbLvILPLGEZ2z1x50Z4rrJoMG/g5raadIfeS61B9Ni3t20+LzfIoB9e+4QAdQ1m1fmlJ6ptKgjuns/Z2Nc0wr+6IXdkB04tgnAdxomsF9gPPoeKo0691lBY8Gy9ahaxz72XFCz2W7sXYDqG+S4KsqAtbLHVnd+Twd+2qTuls6rHsl4Nwkr/GvOko3j2p8/vkrDJ6vH9DesB3q3fPjvBekgxn0AbXSjirb8+jg39uUbO8MJtRbXIMTvcSEGLoKiN/dEozoEdUfPhJQHWM6ZTjBeX52nk4xwHvp2Xk67XJeJdt82+E1tm1gZoTHPyaCSxCNVq7z71Idx5myUICvy+REP0TZhyF+8Hf4lZvdLdt0jXX9J4HvAxnI0yMuGBQbSYtArsvA5UiaQcXx7Omd64mdbtM0cfv2bfzkT/4kNE0Z357nQdM03L1797GOe//+/a7n09PT+KM/+qMnGuu3IieUwfsQ6bis7ndD1WXvY0zR4bUdZjgbLWD7iJnH9wRLazTICGw6xij9e6uM5E7nFJOrptExNdvc/OFxoy/uKYj0YZmspHJFzokWVbpG2LhpUbFcnARSJrC0y8/mhNKQfafLdWAiw8h8qYMpttWm0nmwRcWRiBASNzkk+kBDnFtjzfXEEP8tjNFZv7NGRWbogqwmSAW7dUTn8LDKAAM8IBExsDDOgEG5zu8dlDlP08OE863sKyZy2+Gc100cE4lJKN9+medyXM7pUZUKsWpybsYyNKjkNVSbqqfrvQ0aRfUWI/5mmxDHush4t9rA/IiHmIgeN0SmwXG57pcmWdfWEBHy+RHOTcOkMZOKUqk3LXndHO/EECF9psW2N6mOxgCSVXduhEGTgI9GioT8tW0eZ2GMgZl+Dve3Ip0t9aRxKe/xfi31BjKQgTwdYloeqib3pmZL7A8tPk9ESUz56QvKuQHo9EijZuNQlMuAOkO+Hg0D2aR2AoVTaXjHPCi9TmtAMKP7jA49Jt5zPTrynzxHnXBUYeD7k+cIgS/X2cO5M1N8UKa+iYe5h3c6n8Ua93/LpnMnHXxL8K3EQwwSL4ypuvM7Gwx2nxkFvrbXfd0tm8FkSX6q692tHA/LhJBfmWY5kST7mRtRpUaaxoD+seLX6OxvHFBXyHpjQ3C+rB9QD71yXwT+hznO5T2eJ5cC7m93IPhGgbCvP6s8wNe/5xrnoVBXDN/RMLoc53oLSI+cRb1F/eQzOJcHHfcI2d6B2CGd9n5i6Ozm8hXBeh70c47eXga++wrn/t7WSURBNk4bqlhTOjgS4vESEcLgyw1+z+5IJERCvHdTEdVyLh7RUG14GE6xjd2xNBicf26ex8v1uZc/LGmBa9OvR/p7K0D+mQ9tKAMZyMdONHCPrza5J3aWlCQiajs9DXlip/vf/tt/iy996Uv40pe+9Fhs4v+3SWdf0l5Z3qFykbDfu5uinkujgts4ZIQ8HaNS9xlsBzY7AqztMSBgC+UhWVXNFpWirikI+3urhEDtFAiParXpIJXqqpVYNgkEDbY1m8lTKbsez5lP8yZzPR7jwiRh6JrATHXu24cVAYE2eaPuFvn5zUPVHm0uTwVfqtOwCIkItsyYS3I4gAZB2wZurjL6FPQBpZqDqqnjwgSNjH2hmFdFNmCvxO+F/Bx/rSPjXW3ws7IlWKVBOJmsfX5mjk52ownEY8wQ/90dpZw8Md/VJg2buTzPu1NgVPzcOM9ZrHOsX7tDI4913Dx+QPzKbqzwhzySpiH6xhLXZiLLYEu9xe9IdvdKk9e3U+Q5/QbX/Nw40D7kXEZCRAQMx0n4VjOJftA0GmNBg7DyoQTP2+9+/WZGgLynZWmC4Vcp8UE/74EM5OmWpsWgrGzB6LrkiWjbwP0NILnA/TkcpBPpgo7rToHZ4qalgriaRn1waerR+5HcT4+qittC07gfTmQZXOwMENsun1+d4Z56Y5WBX9cBLJfPn5ljABxQPBkA91/JOfL2QwWzvjzN92Rw2mcopxug/smnGYh++6FKQrge8NwcsycXJ1nCJJ3n6RzPXWkwc9qZZS03OI69Mh+zCQadLVu1nIyFGUjvDUREw9SR1abgdRHjlgHllk3n9KDM10J+IgJKdQZwP3UOXTpi+8hjHXAfqTSoW2U/6rYN+EW5V8gPpGMeNg6Bm+saCqUAMikNV6Y8ZBO0HSQsW4oGvt5qA3EA1YbX5ez6dNoauSQ/IyXlpz316QsMKhx1OPPZhCoVu7mmzmeJErpn55nZkgF7iXpYGOP9tVdGV4vOuRG2Feo8R6ccVhRK4pshyj4ocVzV+rVXCtXue34gA3kapdWmLjB05afdWGV50WnKEzvdlmXhJ37iJzA5OXka4/m2F0tmKvvIUZX083VT9clc3OGmFw0R5tO0CLHSNH5O1+ksSjI1CT2GRyPm4R5vEktkNBsCerxdAK5Mabi7SUe+0qASziepiB/u8viSZCYeZsTXcXkctscAwiH+HQwAVpOGhSbO33aYIfD7+JmQgGvXW6KeOU2lu1VgzZXsgzc9TKe0boKsorrqyR0KMLrtgQ4vDSoNZotG2qUpYP+WMij2RO30hjCYfDq/K2vS7m4oA8QwRMuUCKO+6RgdyavTHFOtSQdX9tEEaLBUm5yXdJTOte1w3Kv7dNKTEZ7zjSVeR9BPyPh2UUToPbZHa7SosOdHaKQaIoIua9lurtMAy8RE1gJ08he3ue4+g8ZYtQk8J+oMe53lVAwYStCRlgZMP4fatj2sH5Iht9UWwZGR/nBxSbhXa3HMGsLHBkdTBJA+CkNiIAMZyEcvnsc9QqKJIAhnbJf6TNMEZHpPleHM5rlXZeJEAHWSl12aYj2wLGlZ3j3p4AwlqMN0UV8NcB/Kpai3rk6fJFlzHJYkdfX2drn/Le3QSd4pdff39sBzfa0jEHtU4/Pve0aRv5ltkQ3V6IwnwgzCXpvtJjY7O0a9vbrMucrGFQR/u8BjZWLUVZ3kX7N56uCAj/r0sMeBioToFH79Hq9XBgDaNjAcA5aEDmy0VJDCL/SJ36DTb1qyZSf1utT1vY5i0M8xHvVxvDNxrvGxU67RTijUGKAdTgAv3zueelQafP7/PMN5sUStvUz/6xrtCscD7qx7uLmuIORXpjyMpIXN09F1xdCppxom75um1Z3NjohSrNU9Ne5OZ391jwGQRVHW4EF0BNlmUFzWmAMK8XVlmnM6nGDNuOxHn4rw9Y9aRxo6CWp7YfYAX/825VAbyEBORTzwd+83FN+S3CNX97i3npY8sdP9z/7ZP8Pv//7v41d/9VdPtAz7dpVoPINaU0Mw8K1l8DqzhZLUpNfxdl0ubNuhUdBsU3F98hwXdyzNTfrr9wSRVpNQ6zOj/DsoCFR0EdFPRfl3XZCetdrCwAipntSHNSq7ZJSvQaNSfW9Vjatlsd756jTP07JpQJgWjZRrZwWj6qhi7XQ9XmfbIdxseYfjOzPCgMFomu9XGnRiL04xGl2oMvv6yn0eb7tI5VhtKrjhmVHgzUUVebUdwHZ06CKYEfABn73EjIWEjGXjzN4f1XjdiTAzKA+2VCak7dDJvjjJebs2Q+VYbpCRfGqITrTZFg7wGr8XDlDJ+wzW0T/YoqGiga87jqjxLqp1tmwq3WqT2ZNwSBld5QaNlnqThpWs22tahJA/3KUjmxEGabNFgysgAgFDcRIThQOPzgR9K/XZD7bJEiyNlKalyIx64eK1juCIRBEETM5nLqkyTwMZyECePokE6bAWqoTrSl2YjHIfq5vkl5jKAfN+oNHm88vT7Jhxf5v7/3iWdcT3t4jogUaHRu7zdcGPcXkKOCiR32JxRzlhC6Pk70jHWMYzmgZCOe6bqwfMMHdC3DtFkl2lYyJTLNiscwnWZHeSoQEcz41VsmbvlaA8No/fnRjinurTqWt8hgbb4dwYBh3M7UI3nBqgjsinSHI6kuI1mG1mXF86y3neKogyH0+RumXjLAP75DnqLqlvnj8DZBKsQ35rqdu5sl3u9Z7HVmm9GebPXeFrxZpiu07HNGQTGq7Pel013VKuzPRArDvkoNSdje6UjQMiuN5YIjzek8F9TZSktZSzDihn/fueIXFoZwCgLYIg8yO8H792p+N7go/lB5/nWvgN5ehrGm0wy2Y9fr1FPSvbpdVavLZPX+C6daIQDiu8ZyVsX+pVn1hrqSO/FWTZByE+8D786z5rdm32FByBgQzk21hcETjWdWB2SPF9bBX4em9ZxpPIE//WXn75Zbz77rv4sz/7MwwNDZ2giv+rv/qrJz3Fhya27WHjSMPd3RSWRO3vo7J/8vO9kfj5UUbV72x2f9b1mE0tCbgze3wLdnJQucosuWlRWdgu3x9N08mWDOCS2KzRIkx8r0gFK1uH1EwaIQ1TkJlVaAQ4LqPnGqgI/AY3/2KdGejrs8zIQsDML0zS0AkH+PlrM8IxtRgtnh6mA/lwlwrr6jShWXcEaU4iyuemxWvLxAQjuM3rujZDh75a5/ycHSNcPhhgUMKnU9l1ssUSn4LQAAEAAElEQVQWqgwM7JVpoEWChIppGg2OhiUMK4+Zbl1EmZMRYHyInz2qMqtcbzKTPT1Mp/n8BNdyv8TI9X4FcGzO9/wIx1pvqfYqskYuBn5OIg50XRH/NCyOo9miok5GVGbZdhXrb6lOhT8/Qib5RouGh65xzhotwgljof4w8fcjuyUGXmRgw3Eh+rSehIublofVfY7r7zroGWxxX12b+XCNh4EMZCAfLwkFNExkPSyKMiefoR234XpmlvvNufFuB/ncOPXTgQjk7ZVUr+SoKBmqNKh/etnL90t8fmudfCJTQ9wfb64D42keIymyvQAfkyLzHAnSUeqtIY+GOK623Z0pNgyg1lAOVmeW+KjCsZ6f4FgkWdqFCcLoTRtou8D6LtA0PYRDGkYzQNOkQ71bZMBVOnWmxWsp1xn4lRDteJi6sVDj+C8KIjNZLz09LNBYINnatVmVuY2EOGfDMQYrOrP/c3nqlK/eou7pvb6tAsd3Y43lV5EwcHHCw0yOzvrnr6CbvXyOuutR2iAaojPs9/H6/bqBtsv74+Eu8KnzHKMkdIsKfppc8tE15NUm318/OPnejMhW95PtIhEMywIpqAtumVab99RRpQ+rvsd71vNOohCaLer5+1sn28DN5WnLrO57J1AbHxYRqQ0mIz53hcGiQpVB/WszQCLE9wcykKdVfBoDk7rW3SZQEiae5k/0iZ3uL37xi/jiF794GmP5yEWSRdVNF6nwSbIo0yKBi6Zx09wt4QRh2q01Op+9TJUzw3Q0ZQS9s16rZatIaNCnCGAAOmqyHu07LgJ31qm4ZCbB0BkxrzRYq+R6dEYnsyozeijg65enGFGWMPS2gGRFg3Sg5kbo0OWS3JS3jzi2ySHCzbIxQVRi06hIxZgp1zSg3ebj3U3CwuNhHv+V+8Dz8wxEZOJU5MWaqu/OJQnRdh2OpS1Ix2qmyi7ouoagn9mQgB94dZGvBww6t4Ua8OnzYk2KZEGPhagEp4ZpoDXbnJeGxTFJo8uuA+/VqXy2izx3Z1uNWJJK+OY6jSENgjXWpUFwZ4MZknBQRdsTERU8sF3Wlh1UqJz3S7z2hXH+uEt1paBl5rzU4HrGwryHdJ1ZomiQmYCQn2v9OErbtDwcCab2XqmJAEsnFM6yOb69koJsVuoCIpqTTK2Dmu6BDORplWrDw15JlEttK8f67BghxKEA8PoDlUmtNJgxfOEM9UilIRw+cH91hFNcanC/Hst0t57aKgKTOWDlgPtRpwwlWX/tegygHrd1GlFjendFtKLsCOieFUSTnzwH3NrgHpeIUsfGI9ShvVniTJKotdcXqSPGM9Srry1yr8ynVKDSdT1UWxr2y2QM9+lsFXp7g/owHQOun+Pruk4n3vOoby2beubKFHVe2SYkWI9zfi2bjntBkI/2kobZE8zmZhOqNA0iO+44oqsJyFguMzx7JeqC91YYfLYdoNpioBoALk9ruDoLjGY9WG3q5eEECcXmR4Hqcvea+g0yqDsObaFelvuWTadwKCHsGhGICBgiUP4IhILZVqiH3aJiDR9J8+9+eg4A9grA7Chth5rJsfoMJjemhgV6oUc0nUmOjSN+PhTg4+112mejKR6jH0P5ZoEOeTLCf22Hz4EPh4hUB22WoAF8ckG1q5NQ2gG6fCBPs3igr/TyXdE6EdwX7m4Q2XKKie4nd7p/5Ed+5DTG8ZHLNyNAMzQP762SbCQUYDR5ZU8pbik+AXWaygLXRJ0PIcQadF1Bi2TGNxZipJwtTzRMD7P1ik9XfTNbbTr0GwesWYuH6WjfXqeSeHaOx/NcPl8YZ7uso6qHlxY0DIk661KdSm3jUJCxibqFVltk4UWtW81UhkvARwV5e53wv+lhKuu1Q+CVezQKzo0T3r2yryAaVeHAzQzzOLtlQs1bbY6vWKOjv7xLJRv00cls2ayDki3Bmhb7eo6maDisbPL9Wovz4/dRWW8d0dm9t4Vjxta/vc3rSUVp2EkGdwkV0TvWbUOQsdRbbGUWD/N6ZSAhl6DhsVfiekrF7Hn8bCrKNcmISL/Px2u8PMWx1QSBz7UZ3jc+nbC5h7sCORDk80KNteuXpwkTtB3+SFMRGmKaphT+47CHSzRFNCRg4x0iA0Kd7rMsl7h1xGsaTQNTWQ9tEUxIRT/6erWBDGQgH52YbTo8jRYd5OkcnY67G4Q3r+0D0ACtB7+8sg+8cJb7uhQPfN4SAePhxMnabNcD7PbJuu25vHCgbJEJbvM8ZpvPR1LkNLk4eTI4kEsCiYiGi1PA5JAi6/L7iPj629sK8uyB+/7VaeCdh9z/ep3/lT0Gmf2G4ACByqqv7XOvf+U+zzue4Z783grwXVeA9bX+87x+2I1G65zLz18BVncVp4scp8/gtSajdEBHUt0M7FKXRYIMOh9WGCy+OssAsdlW45eBkHtbwFjaw24JJ2qsZ/PUlZenT5LE5RK8zhtrcvwaqg0+/9xlnt92qC8lnH08y8BLPMySsl6ptxiw0DTOt0QoaBr11bFe6pmvQIAIu7k8AyryfENxktaenyQyo1PCAQbldwodCYg2x3VQBoxp1TK0E0JuWh72igzqbByqwMDkEINIHwYRqS7mqtJU7PWOIAGMh4F05AM9/UAG8rGXxR3+FhothayKBsn3cZqt/R7L6f7Jn/xJ/M7v/A4SiQT+8T/+x12twnrlP//n//zYg/sw5ZsRoIWP6DQCVCT7JUaWQwHVtikeZhSz2gT+/B1uyMNJEsVMDDEr2TBZrwVQCdZNwrtdD4iHveM2YJbNzKxsp3VYYbY2l2Tdd6Ol6o8e7jLTq+vMsGoChm0JErODMscyl6dikk63jEIHfKwVi4UUtGsmR2X8xqJQeiE6rHWTUeSHOzy+ZAD9/ueAEYvR3f0S4WamcO7eXFKkaobObP2VGV5fO6Dad+0UqBjW9qhsP32BynNtz8XNdR1nRlgDqOmqfirgU4okHefnZ3P8oUipm1ybWJjXLlsDyPZXusa/J4YEo6tP1WbdWhM1XglmthfGGJy4v8no/gtnGciw2sAnz9PQkNnri1McW82kc1ozaTgtjPM+eXuZ2ZB4mOeXfdAdkSGoNYGJYTq6xRrX23Y4X65HRfp+2cMDPt4Ls3mumxRpWI2kOK7pHO/XUEBDNu4dO+kbh4BlOQgEDCQjhAAOaroHMpCnV3yGCgY+3FVZVp+BY0JH2V1Diib2XJ/Ywycy1B3NFrOCoQD367+5pb5TbdJB++xF6uT9MrOLwWHuaXsl6rj1A+qdcKA747u8D5wb5d4+ngG0LMdg6OgaXDyiIS7+Ni0PyTCdwntbKnN+foJOVM3k8cMBFSiXbOyucGoMHXAcD4aYJ9sV7OmesinknFRE1tnuA4HXQF2ejKjWXz6DunlpBxhOAa0SEVmWwyxxMgrUNOrfoypLpDql3SZXyZtLvDbbAXwtYAnA9FD3+KTsl+h896uxBqhbPI/nlk5wJEBb6LX7dGyPa/8NOs3bBer8N5c6TmTS5rg+y0xyZ3mTlHyCMP6v3lJJCtkH/nNXuE4HFUWu5njUn2dGeW0aGLTXIyoYH4twrJ+7DLy7qsoGnp3j3KZjnEcZ7Jke5r0vg8+9nCoSLXZ7o5tZvt4CLk18OEFrB4q5fyKrEA2bR5xb5wlL1gYykG9ncT2WiDYEj4NEgtSFn/WR13S/+OKL8Pv9AICXXnrp9EbzEYrM6HXV8EBBtao9UVazrbLQIT8dsHCAyuTmGqOgmibaUQlHeCTFyGbIT8fM0BVU+a2HiswsEaZz5tiA4VNOjWTQ+85LzHqWRY3XlWlBxCagaJ5Hdut7mx52CxrOTXCcpQaz5bImrNGiATGTozJptvgvGeW13FyThF1UErCoXB2HtWdLuzzvaJqw50KFn53N09lPRVkDbuj8XtAv6vLCzGKPpKmEpnOMNh9WqaQDfs6ThPHvVzy4Lh38WITfMS1C6yIBXm80yLUaStAIubfJeXMESUo4wO8FfYxoVxqCKC3I9dA11sZvHLE0wPUI/zquB89SQZcFGuDTF7huqwcMQPh8dKaHk+L6jwjPb7Q4J602EA95CPk1pKNcZ0Pn/Ggaz+ETGYhkhH09nztD4rbDMl+fyTGYUhEBA9d9/+zhoYCG6ZyH9X3R73WP1xQKANdnaAzWzO4sej7FDL0kXvPpGpIRwXmQH9R0D2QgT7MYOhFNr5fVa7JfdTTI/d5yRAbBUQSSkRD3k5fOUpccVfnaS2e5F67vM9OdCHdnFR/uAs+dJaKsWO9uNTaSAQ5FMLG3z3W9SXbyB9vdkPUH2zx3TgQvO8muLBtoOdwXc0lAT3PfbbQAK8JgdanG/bzmMIucjDDobDsdDnLbgS9gIBaifrJt9V5nvXrLUogvGQgFOB+REK+/bgp9IZx86ahP5Xr6XDuirClHR3Hz6OTapePAaw8U87cHPrbadCxH0kJHge+5Lq9tv9T/Xri1QV0ZCFA3ykz3wji/W6pzztMxdUxTrGviEVDwlX3g711lYqET+n95iuv98l0mEyoNFYhIRBggfnaOJQPvrSjn+doskBEIra/d5jzJeyhgAJ+5RDvhyoyGiSFFIufTgRt1Qv1l/XupzvW4PvfoWnYNKhgvgzu2w+drB5ybD1o80HY4P9Fds3p+gtB9b+yDH8NABvJxFUMjWscF7eG22MtTUe4lxkdd0/2nf/qn+Ef/6B8hHA7jy1/+8umN5iOUUEDD3IiHWz3QLtejMpP1N1J2S3Q4tkR9z1CCCmZ1X0X+pdRMYGmbxoMkhul833GZwa2b/MzL92iUaBpgmiRyuTLDcz3YIhzu2Vk6p5Eg4dfqOvg4nPRQa3oI+KkssgI2JY2MiSw/22gxSp6J0QiJiVrsaIjvBf3CsQUjPpUmlcW0gJGNpAl38wtFV6wxgHBlmo7s0g6d+EpDtDDROYZIQEG0XVcpccNg9mI6x/e2j/i3oQtFOCWIXVocswa+NzcK3NsQ7bfGBAutSUMpKshztgt8b6dAxeo3mKF+bxWYH+P5mi1mND6xINhrk5yr1X1eQzTM4IeucxxloeijIeDuuuh3WuH9UTO5PrpOZ9xu2/A0P4p1KuGJIWbSfYbqoZqNM0O+V+K4PHBeHZfnuzpNZS9bsuRT77/dh4TKrB0oaHoizHWVRH9Adxb97JiHUID3caFsYSjux9zo6cJuBjKQgXz7iSRivD4r0DrCoJ8fIez8zCgdu4AP0HwKnn1pgs7ljTXl9Jlt4EYLePEs99p45CRMmQFMBkfvb1IXRILAOZF9lt1DJCpIskgHfCpo+mCru5d1QZRg7ZU9OiHCCZNs5q89oP6TjmLbBj5xnozpX7mpMuqSZf25M9R720WhZ30uIhGO5ewYHcJklBBjn4CgV5oc98QQ93ddV+fTNH5264iGYDKqgga6pkq0+kkmTh14eRpd15ZNcE72y1wHv6EQCDUT8In6Y6cng3x+gvPXT5qiHnxxh3rd0Llesq2WBz6vm4DjejB0DT6DTrBt81r8vu6WZ5pHu+DilNYF/Y9HNFQaHmpNnld2dJFrYAYVaehYlnX9ptD3/nkmHiIhwDVVMCgaYsnbaJp9wdMxZVsVax72Sx3lEJoqhzgoAfYkX+5lKJct0zyvpx0a+Hq7I7jyQYkHruU7K+q1qsh8PzN7ujWrAxnIt5sYGoOFm6JMVZZfVJtMUn7kTvfW1hZc1z29UXxMZDzDjfHdJr0YSYC2VxQ9ODskEaYimx6mUdAWMLqWqGnurPV2BExBRuOdjmPJjGU0TCf6wY7KXJqitqDlcXMcyzCy7jP4OZnB7UeoZeiAT3excWigbgIXJ6hkR4eA22uM7DsujR3DoAN8e4NK68woa5aycRpNukaW02iQRkixSiWXjuOYsVa2MElHgUKd0dRn5qjsDgW8y7S48buegsCX63RmL09R+UQCND72SgA01lYNx9qIRwzcWOWxFsaZ/S1WWWd3blxl7Q+qzJo8M0tDYnGb8ylJTcbSNNBurBIpkIoBz81z7HuaCBzUaSTMDHNubq3xWLK9WalGmF+pRvbYuTyvr9pkkOH8JDPVbz7kPJkWDUbPdTCR9+OeMBR9Bn/Qawd0/rNxGpVmiw4voCLU2TiPs3nIe8C0Vd2jJMr7VsXv09hHPeWhKjJHm4XuzArQnUX3+zRBtOdiY7OKyYkIIsEB/cpABvK0iyODjpsMUIZzdB7vb3FfN3Q6PIvbdM4TET4P+IEH6wLWLBw7Sey0sk9ir6/eVjDrcoNZxufPCI6TQ+olWaO8caiQW28/5J4fDXLvbrZYp3x3Q3GXADxfqU49XqmzK0YnAdvVGe65AR+P08nuvbZHpvLrc0Q7ycDA/Cgd9bm8cnSbYSAcoQ6W7UG3jk6yYI+meS0XJog0KwiStQsTQtfnVceQzuDGeIborn517ttHwHnBwiuDC9EgnXHXox7SNV5jJ0Re1xkAj4cEi3qI50pFqL+B7lZqmkbyUnlNvVn8xW2u6X6Za6NDgwvqtclhBuwjQa5HZ6YpHXt0CZMGZqc8dKMRNY1JgcUd2mbbhW5HfmWfzny5zrEZIUFiWhddX/o4wo5wnlM98P5YiK87Tn+G8kSYQQIJM5cGve3w9W9QnXlqooPoQxlU6ZynrQLtkIEM5GmVtsff7IsLTCw1TAbkLi4Q5dT+qOHl/7eK36dhashFq1zC6FgSwYAiQNs4Um2V/D5mWW9vCBbnEUaa98tUGvJzsnWELMgPB+jQbh6ddLzn81QcpZpq5SWNkGZLEYFZNg2KZJSf8zzVy3Qo4R0rp8Vt4PCojtmxFOIC3rd2AOieqJ8u0ukcSnLDrdZVffFugUGFc+PKCHggbsR0jBmGjQOOQfawi4WYJY0JQ0eDgPulqPD8HcoGoDGwX6aDbWhAK0mDIBZmdLpUJVz+7Chg6AGs7qv+l/tFReffaDFyXW7Q4BhJCnh8kNcbEMrOEQQtyQghZZrO45cbwFduAZ+5AEDAxXSxDs+fJYGO66mMA0St2o0VBhQycUb9ZYuTuTydYcOgwbayx3PrAK7MBY7bjgGiP3mS/WMNYWC8el+hJixHZfIbFj9bqALjOg2gc2M818NdIJ98/2Qs/Lx3TL7TK539RaUEfUCttIPgTP59nWsgAxnI/50S9NNgWRijM1NteIhHNJwb53t31smAPZUDzvrZp1uW/5Rrov67I36na0CxAjRSSn9K0TQGZCVB2VG1eywbh3Rqp3PUixJSfGmKemY0c7KuGQDOjBCh9M6ycvLNNnVUVeztswlVC7uyR71itrlXnx3rzljbjoIgH1WBQgnIONQXALO6G4fUZyHBa7JxyOBqoUqddmmShl/DJHrs+iznUwZpdZ2P6weCDCvOoO/FSQavGxbnOSFIyCRaz2cwgHB7nfr1yhQJ0brqxMO0VQI+BgOkwxoOci0vT7HevrfufCJL+0TaQEBHS0qPiYNj1vYqx3z9HB3h8SzvH0NXa14zCQeHB9xZ97p6kF+Z9jCaYcDk3hZtjU6W++EkAyh+X3ctdSxMm2o4yTEPdayr2SaUXOu456QYBvVfsc51iAZ5zJpJB79Yp50kRXa/uTDBRMGtdZnhFzZhiIzuvj7nOm2RSAz5u+lcM7m2AxnI0ywhP3+fs3nRQtHm88gp8y08ttP9H/7Df0Ak8s0pD7/d4OctG9CMIPx+D6EAd8PhOLO297eY4ZweZmQzHBD9OquELA8lBBnXBgk7JGwoGQHOjNHJmRzy8IkFKtW6iIxPDAunN01lZ7apWFqCeCwR4XnCASpVv49OdrmlIpdvLjFbXWvyMRsHDo/oCOs6x24YVHQbBUbGX1pglrTeBMJhKpqNQ8LYbqzRSIkEVY130+JmvbhNo8a2+Z6mqax7U5CpuS6d7ZZgmd08Avw6a5+vTPP6CjVVx2y1aXy8u0JlkIzyWsoNYLdEHFelSWVnO4zOrh2wXu3ChIJuzY2QOf3NJSrRpIiUB/0MlNxY5ZzXWyqo4Xk0As6NsabbbwikgaUUouzlGRH12ZEwDai3HypCtmqTkfXvvMh6w2SURs14RrS/MR1EQzo00DAcSvLzN1d531ycpFI32xyjVRN1dB4RFC0fMyX5FI2Xusjud5K4vF+RZRWdre8Art/U0Ps/3kAGMpCnS/w+lhm9/oB73cywBtOinvjuq6ynNdsnIckym1Buik4SIrLpekA4xH22X92zhI33k6E49c6tNeqo2Tz1wFtLzDoPJ1jna1rUd55wev0GdWTbwTHWVu7puRQd17UD6vlQgMdyHEV6Jst9pEjI+t1N6oe21USrHcLtdeqU5T2+brWVMxjwiXKsMPXYnc2OjPUI9e1eSbSj9ANhXfF63N8CPnuJY7mz0Z3pnh9hYBY42U5sdZ/vTw2rWt+wKP2KhZj5Ny1VU79fps7+9HnaD7fWmS1ORum8R4Oiv7muuFJcTzHJGwYRYGMZBvTNNnX1Jxd47mszJxm+mxbwcI8B8OOASJkoiO+8RJvp2gyvu1oH4lE+NzT+3dnDWyIbUlE66W3nZI1zJqbgpJ1Q8XCAdtxbS8IW6oDcS7b2fnO8uM3165zjkJjjSKB/wPu0xdBoK7heN5zdLyD1pwmfHchAvt3EB1EqYnMvPe6WkRckmad8rseSt99++5hM7VHyjVjNP25i2x42C8DDHQ27e0Fs1jTM5T223NjhRjWRZbTZb7A3Z1BcvusKQhfwM8/MAfe3qRwlCdV4Rm3g08N0pI8qdCr3ilRCjsNN/yu3AHjKIa2ZVC4aqOBSMZ434KNyaloK4r1+SIV+cQqYyEeRjlPx24LIpu1QEWwccszZGBXvwjgV5XCCystx+blinY7o9Vl+t9KgI75fZiY3EQW+dkfBwRKCEOzqNGusWzZv3pcW+N39EqPPk0Osl14XxG6apiL/nsfPZmLM6K7tMSLuiXqoonBGzRYz2W8u8RjlBsdvaPw+QMMnFeXfPhEgSUVpUABcw5opoOIBznHbAS6PEFaoCdhdLMR5rrcIxX5mlsZkZ4Q4n+L6v7lEYyoZI9Rxv8JzR4Ms0vvcZaBiMqvtM2iwHFaANxdFu7cDGoxVEZ2Xit1xaSgAHPNDAYOMRziX4YD3vnp2S5F12ct7NIQ1jQbR9hHH8jj9wAcykIE8HWLZ3J9eWmBQs1D1kIlr+MQ57q/pONAStc2SQdq02I1jboR1z46sdRVyZoTOUT8W8qDv0ZDcaBC4V6Fz1OlMnRljSdL0ML97UKH+CAXp/AQD3Ev9Bvc+mflstBjYfeshg7mS3dtss3NFTGR+ex2t+Xx31rNTjmrUYTIbrIk5KTcYBJjIAq+9x+P4DI7h5ioDGFsF6lTTVsfTAPgt/rFXYoZG1/i4V6JT3WgpVnUpQX930iCf4vyYbaLdZEb54V73+KeyPG6lAXzqnGL63TwShKJjzPAWa90s6hcmRfuyDmIiQ+Pz1QOypbddBrMlskzTgESIRK2dzqIHPr+7QYf3zgYD0wE/H+9sMDAwnuG19WZ3xzPUrZvCwfegyrdySUly2g0Vn81zrFdmSAR7XBYwwvuo0eLa9M6xodPu6Z3jnQJrwUc/JF6U0QxQEKVyrrDv4PF+H8hAnmaxwd/zjVX1muQ8eH6e75+WPLbT/bu/+7vIZrOnOJSPVjYLVBQya9m0uNHP5hlJ1TVulLc3CPuKhlSLMdejQ3RU5WZ2cZKMma7L7Gw6RmXZuYHPjwpyLReY8BHu3RRQ7RfmWbNdNxm5nxzid6eGaCAU60DZpFMqW5YEBVTaEU7ayi4wnNAwlOLmLjOigOrjWapR+VQahD+H/Kxn0CCYv131ncVtZvKbLTp+Eia3W6RDvrzLa23bnJ9ijY6/61LxvrGkIHENk4bH8/NUYqUGFbnj0GhqWjxOq92dwfX72J9b02icxKN0qh2XwYbhODPln7pAY6HS5HzWTOVMZ+McQ6nOc/h9HEPQT6UbF9GtapNrdm6MxpMkf4HGvqTRoKqDkyy9E1lBfuYyMNJosRfri2d57LV9HXWTdW9HFY6l1ea5ZIBlp8D1brWBZ+eZ+SgL6P/kEO8dSf4mRQMDK4AqMXg/UPPOGu/9MjNFRzUVgX+cfuADGchAng4JCHTO0g5h3HJPvLPBAPTZEe5/na2sUoJELBUhp8bitqgbDhOqPZSgs357/SQL+Zkx1RmkV3w+7v3vrqjXpPF0fZb69q2HOHbwqyYd8EyMRGyO2+2sf/o8ydrqLZVdd1zqgsUt4DOX6ZTfWldO6uVpOu2PakHaMLnf9xNPox7wGaq+XdNEwLhCPa5rIoChK16WoTiDComIKsOSBHJHVdFOVASNpcPleUA0znXxGdSBQT+nxjA4zqH4yTHmUvx+KEC93lmTrns8hsxit5sMaIxlGJiJh7jGOwWVzR7Pii4wQeCNOyfP9/9cp57vJ7K+/bDSHQDXTdXi9Jk52kOy5n5uhHO4ssdrjYVw7OV7ED3WY+hCfzWFI392lPbCpSkVbPAZvD91nZ/rhbIPxfl6ocbHzrr5VOTRqI3TFNujXTKdI2Kj3iQicXpYIP4G8PKBPOXycKc/58HSzul2GHgsp/vbKYP9rYhpMaLZKa7XAakqUVlJ9tS9Mh0Q6ejomlKAk0N0ACsNbvKSROPBtmIkb1qsCR5JcyO2HUZoZe9mv8HotE9XdUJtmxHYVFTUHWsqMu+4Arq033lNwGhax+YhFXHboSJ1XCoIz6Pya7aoYKBRQcgaOsNQZF+2Q8PlwgSPtbpPg2friI7jfolKdVxn9uD2Bl/fKpDAZWmXjup4hsrZdgnTP6jQUfXAOZVtZrJxdeOvHwAXJjUStumC4VQXLVKGqQhdjwZCeJhjvblGx//r93kMy+Y5ilXWh/3NLXX8ts05/vwV1Ut0ZU/A6iM0HD5xjq+1RL3X2VGOISYg+S0LGBvij1Mytho6jR2/wQx+0E/20/kRDcMJBjxkIMcnPi+j7VNDwFGdQYiXFuhoR4I0UIp1tkgBFNwyLLI0ssSg0Xr87PTSTn9jUTKZ+x9hLA5kIAN5emW/zMfdoqqHA4iWmRiiXnRcGvvRsAgg+kWWT+eeLyUSUogegHtPs6XIMCUyR9MEMgfcOyMh7rc7hf5j3C0SCZWKnnSMHu6yhvn/e1eUHEHwatjMZDuuymJLiO52kXv/xhH33U5Ct0RYlVv1SrPFz3e295IynVPB6dkhlXHfKlCfXJjkY6mhgsbpGLt3rB0w4JGNq7GUG3TWJ7J0PDt7WTsOofa7Jc732oFyoKeHqYuyCdoJx3DLHO2PdIxM2CMp5WDf22IP9Vcf0F6YygERUcO/tEM74aUF4G/v8H05frPNkrNq4+R8ANSpCRGc7272zrXcEQRhXapJoBk0MLM7k1e2TKlBW6pQEUSyurLfHFfYe+bJcQwnGMivNUXpnEV7YDRN22E8qwhQAQVlvzbDYybCTBrURVAlESYa7rRrRvuJDDI4bne7vJ0Cr316EFAfyFMsskwoFQWen+PvumUBby4rkuzTksdyuj3v/66wmGWfVI66cEJvr9OxqTbp8OwU6YRJQjFpEORTjGi2RD22hI5dmqTSziVFC7A2F9f1qIhm84oMxnap4Mp1buqSZdVqcyylOscxN8JxFCp0EkcFhMpx6NzpGhW+oTnYONSxMEbnNBYEKo4g6NKYbV/aZkY6HRd1wzbPn4gwsCDhZ5WmiEQvUbGnooSTbRwyI3t/SzSSF4ptaoibecAPTKSpsJZ2gNqeqjUr1/m3dI6vTTPDX6gp+Fk0REb06TxwVCbDbDRICNvaPtdO0zhvbeGQlwX8/NoM18cU6IILk8zgPjPHsVQbPP/ZMUG8kqCjbTtAuw1kk1w3q811fP4MDbFqkwpsLMPSg3CQBmRdQLNlltuncz32S5yjWFDHdpFz5oGGVzzMc+sagx/5FGv5gj4eV0IUI0GueypKJS3r5XSd5y03BMzQUAQuwPvLTvf7HUiRTOYDp3sgAxlIp8h9YSzDQKxpaccZzEiQe2W1yez1eIY65qDM/XosK6DJh4pV+8wYj9uJwOlswQQAZstDrcEA63FN8TSdPID7bmfHERmorQlnLxbuZrOuN6m3Y2HVNcTQqYd8BqDbdGI7y28jQX63H6Hbwz0VmHc9wBcIs9ZZE0inKsfbyV4+l+d5A34SlS3t8P1EhM8tm3phLMNz1j3O15gAHA7HAOgnGdGjQWaCL0wq1vNoiIH9Yp02xF++p8beqvH1z10mjPrSpOI4Wdyh7WO1eeydgoLpz+YV/0hQoOZk2Vk8zO+3bEWqpmuCm6ZBnTiR5T2SDAsC1Dbr/Ys1QrolqWlny61ckraQrnEMneULhSpRZu+u8L7s5AU4Pw7oBu01vwHYIsPVdoBYvH8LrVSU53p3peP9JhMGmTjv6V72+Nkcv7MgbIxYUB3PZxBJF498CEksMWBLEPjJQJUhbMVBz7CBPM3iAXjpHPeXt1Y6SB5nRfb7FM/1WE73vXv3jv9+9dVX8dJLL31bZ78lSUanw5GJU2kE/XR2HTHrtkuo2lACmMlpxwaBodOhOygx+jucpBPeduj41QR07rxgIC83qBg6nZhyg4rrzoZyXiXBzNyIUKYtGggvLQCWy5Ye763SGexk6Xx2DrAcHSMZnu/yNDdbXSzTWIYO7IVJka0uk2X27Biw66Pzt7JHxRcNUeltHnGeYmHeiLEwlfvKHpBP0tBoOzQeQn5muPeKzECkY/xutcl/N9dYE1eo0tFtWsyuTw8zk143aUhNDQMePGwearg8RUNh9UDUH7dohLjg5w4rgpDGz5qzrQKdfwmhCgeBpfusG5vIUhHaDs/XbNG4SUc5N6U6DZT7mxz/whgwmeUxtosMniQinOf1A65XPsW5lTVdhkANRIIck+z16hMsqO+tsJ/rUVVF2db2eb5EREHIkxHOt2RCTQhyIYBGi/y7s4QA6O6z/bi/Ayn9mMwHMpCBDEQD967b64oBu95SJTINERRsWN2OrqHTIenHqg1844BhL7FWq0xirc9eVq2wKk0ioyTkPBHl3u963XW3AInbKg0VKJZOyVGNOlHW+h3XGoN7cS+BmpSaKCubzZEZvFjToQkS0dG0IjedzausdKlBFFW5wfNJPpGmxeefucjrXhEOvcyCP9gicurajOCDkWMwqWe/+wp1mWXzfPJ79zap146qDDiXGzgObqSivLaRDJ3/Tsd6PA0c1uiQV5vCsRbrnY1x/lcPOFFGh2M9keF5pW3jeh50TTuGzl+e4rU+2GZAPB7h+BwPyIaBT50njL9U4/iuTHOsc3nRoqzV0cYriGP2fElgVjep36aHuYbzIwzYtDvqvf0Ggz5NS/CtRNT6+A3OYy8EVRflfOEQr3skBYRytO9WDwjrfn6eur63r/yHVbJliBLEhoXjbiWy3VnQPyBSG8jTLZKd7Cs31WuFKp9//qp6/zTkic3on/3Zn4Xf78f3fd/34Qtf+AKuX79+CsP6cEUyON/fYpQ1FQojFeHGarZPtlMwLUaCc8dtmjxmsG06fsUaHadMjI5us8VNvdIE7m4BL5yhQhlOdh9bsrJ+8hwduUqDEebpHJ1IR8DhfD7WoA8n+H3pyK8fqOjqYRUI6KxFKNZ5rJmcgIqZCtpntTnGnQKv9ahCRffKfWbOA34aCA+26KhabW7adUtB1KVjLvuXjmeAl+/xeTLCm3fjkMRrsgcnwMjwSJob/+QQla3V5mvhHJXVfgko1zy8dFZjdr+m4G6RALP2M2J+NNC4OjvGNbg0KUhbdNUb1BY13ve2WFsIMFp+ZpRBEg3s9f3qfY5f17jet9ep4K9MA5ko56rcEG3IoswmXJ1RSln29fZARMStNcBneHBc7XgdswmuWS7JsVUaigV+sYOEpyaMBV2nEl8YVQ655BMAaHyUOiB6nX2238/voJfJXB47FND69i8dyEAG8vSK7XIflHuPBw+2q6HUIGQ5k6CT1uvoZhI4LuvqJSJb3gNyCQ/7FZzoe5yO0Al1XO6bndnNm6vAM/P8fsBg8Nd1ubdemabek05+pyyMce+WOlcGBxa32Try+iy/V20oHTOc5HVLqHBny7BQgDpo44gEYeNJFz4/9WAk2E1eKaHz58aBdIRty2T3jmPnKMK5TEaoL6UTHRCcJG2beqIf2/tRlceT3TU6Ha5ERNgoFr8r65Ql7HppGyjUAccmTNxxyJ2yddg/Y728xwTB6gFOYDLHsgJ1FmSQXpbv7ZXpJLcEk7mu819NlEz9vWui7aiP7cYkFLzS4OvDSVVeJ9nXp3OCoG2furo3uFFu0PmWrOOSSX86B0QDnK9Wu7tneybG7LokjJX3iCwlnBDcO0s73aRtk0OitjupYTJLWzHk/5Ay3EI8cByr+5w/2W62XKfdMkh0D+RpFldnEkzr4HbQwP/eWwHGnju9cz2x0/3yyy/j5Zdfxp//+Z/jp37qpxCLxfD3//7fxw/8wA/g4sWLpzHGD0VGktx4b64DhZKOizOECdsVVZ8mN9FklIrStIDdkoe1fdGPdIPKttFi1HXjgBnibAzYq7CXYz7NNlOaJmqxRoCsR2d3KEGikb0So8XS2a6bzEZnYlTowwlumrJH9fVZbvi5pKrhSseBjUMDO7cYrc4lqbTeW+V1RILcdPMpOoCluory31yjUjAEFMpxqWxX9xksODoUNc0is5qJUwElwoRu390QMDmR1XVcnnttn477xqH6bjiAY6RAXdTQLe4wE5yNCybVIjCa5VgzMUL2JoY41wGDa+YJx/P5s1SWzRbnYdfgZ+dGgDceiMzDmlA64NpkE3Tu723w71SU2YjDqqr1sB0aXaNpGjxyvWMhzuWRxrWbyzN7o4EKeSxD5V9vAq7rHdPuNlpAPsw1uCQI5752hwZsyE9lGPCL2jtpkEIYaAEakIcV3h/JCA2IVru7/cjjZKf7GYOddZQDGchABtIpjsOgZsA4mTXcL9GZXNnv00c5wWCuZZ90FD2P+28vmdXtdQZT6yYDnb3ZzbrJvfTChCKMioYZVN04YGnYpy+czDiOiyzsUfVkvXfIT2dd6yDTyQqofMCgY31/q5sIbmaYHUxsh+VljQYQEQFgIpC6kXISOl9peMdtwIJ+xdwu9/1oiIFn2XPZ8/h8foTz2o/t/bDKDPpfd2RxbEe0zooIBJrJ4LyU2Rz1dNtmIBwe4LSBosPrCgYE6azw1uSaVxqc/37keM0WMDnM9V7ZJ9IuEeW5xjLUp9l4d8Y9neB8ZWNEKeyVqQddqB7TsovHaAYIGkDLYaC/bYvghXkS/i/J5JJRAc8XF5CK8lG2Eis3+LftEjmXjgM+k9n2TlRARmT4oyF1/8he3PMjqiwiHtHQh5vuAxcXtBVeOEsUikRsRINEI05kP4JBDWQgHxOxbO4Zch87dr49vm6dIn35EzvdPp8Pn/3sZ/HZz34Wtm3j61//Ov76r/8aP/7jP458Po8f/MEfxBe/+EWMjY2dxng/MNktUxGEA0A65qLeYjS20lA9oAEuxlyeLTtqJo2AbFwRbclos+cBVYfZ27k8F3Mkzf7Xmvgb4PcuTAAXJ+hESXK2eotKKhWlsbEsarFySRoKNZOKEqBS3T7iRp+KMvL73jJQN114mo5Gi47ruXE6xo6r2ofIvpqxMJ/HQnSuZeQz6FMsqJYtMgcenVzZ73IsQ1h2Ns4M71GF30tGBWkL+K/ZAobGeW2GRoWfjvG52RZ1XDYVaTREBZsIMxgRMJg9H06wJm5xW0H2r0wp46ZYE/C0JsevaxynRBWYFiGPy7u83rEs/44EmS1ptAibuzzNee0oIUPd5PGDfkVKImv3oyGuh6exjswDlf5RVbC5ZhiVdzxlzPkM1fsUYBChZgrjKayCPYauWsJpmugXW+Qcnx1jxv/m+sl+nzI7/X7E76MhmBAlBOHA+z/GQAYykKdHDIN6pFiXQT7uF47LPS3kJ/T59rqCDV+bEUFeXzehmNxTYyHqw35yVKWTs3aoXpMEWVND1At3N+kUS2f6ziZ1iNQtU8PKMY2GuC/XmkSN9faJPigD1+dYo96bpay3SMJqtnk9psiOZmLUZXVT7OmmjoatAgqPQiAFfMy4Ntsnnf9YiGMN+ASs3lMQ9Ikh1iECJ9neh+N0zJ+Zo76RGdqgn47klRngr26gK92ZiFDXVc0Odu0OI3RhQmX25Tj8Bo8pgygLY4K81eFxQgF+fr0D/dds8fnkEG2tYl0QhwZ47YUqHensGMvbeuulJRltOEikYUtk6MNBjiP8CJRXVNT0v7vSHQx6Z4VkcLc3eN9ItnjXo401N0J9LUv/bIf36dUZJkT63T/lJsl6P1I9Kta2LdCYkgQukO5+fyADeRrF0Bk0kzZ/5+8hE+f7pyWndijLsvDVr34V/+t//S/8n//zf5BOp/Hd3/3dWF1dxQ/8wA/gj/7oj07rVKcunezlugbYVpOtrmw6NekYX4+HSZTRarO+9+GuYquWUDBAsYr7Db4OAONDdLpCfhooIb/qNbp6QDNldb97XM22gDjtMVNsGISV/+1tvi9vBMlAnolxU31nmfDvaFhHJKBgfesHzNQmIlRW6SjP7fdRgRk6lUsqpgyimMjGVsU1DQk2U3g8ztyIII9rqvZbo1lV9w2wFswTn682GSWumpyTeJgG2EFZjMGgI28K+Hq9BVya1vHaA353/YCvZ+PMEA8l+ENpinqy+1uKTT7goxEQ8DPLPjXMeuzlPV7/i2cJq287KpJlO1RGy3usQZM/Pl0TGfEyjaBOdtOaqUh7aqLGTTK+75TINp5LAamohqE450ZmdWQNn6znB5gFmsur48dCotVaixB4aaS2bF5vq83+7mGBTAgHOTfvNztt2x5W9z18/R7LC95Z5ljag34iAxnIQB4h4QDLmAyde1+r7bFbhs6ActNieU1bOJptm89d99E9gieGmJnrJ46rehtrHf8ABlEdl/vvyj6dp5V9Ps8muIfeWuO+tl/m4601leUo1ulcn5/gY7HOkqSAj472cFI7drirDQ93NnjeoODDCIo0xoMdBpVlG08PKqCgadQhawf8/uI2s7xrBx4ch4F1SfaWifGxbXM8RxUSel6eoqN3eYrlanWTWeR+MpxUQYFClaR1hSqfN1sMZH/XJepd1+PjxJDoFtITyHU9hRDzPKVrpWM6OUR7qVxnCdeNVT6W68BcjnB8yW3z3Bwf42HhXD/CQY4IRMONNepUD6IN3Bod9XGRpZVtz2Q7tmi4mxW/U2aGBdQ/QLtscYePsmTtoKRq/2WCwmcQLXF9ls645/Hx6gzh9rLbzFiGv4exDJ8fVU43U/Y4omm0v95Z4e+q1ODjOyt8/duYkmkgA3li8YG/435ydfYUstM953oi+cu//Ev8+Z//Of7mb/4Gfr8f3/u934vf/d3fxfPPP3/8mf/6X/8rfvu3fxs/8RM/8aSn+0DkUazNVRMwLELSDqsCUm6LeqEw8NaScEZ9iqRC01TLEZlVbrWpWBotRUCmd4Q7miLT2zuGZIQZVdtRfatlxv3BNmt7A346zz6D0fxYkJHtcBBotDy02hp7c4r69HRUOb6VBp3mhgXMDTMzfX+TPbPvmVS+ugZ4Aso+PkRHbCQFBIf52v1NRtB9Bg2KsQz7lL+1pOrCgj7AH6NCvr+pauIOyww+BH1U1PEwHeGlbaCt07CazTFS3mwr5W61eQ3lBp3u1X1mUK7PiTpqT9XjBwX8q+3weOuHdJI3DmkklQTzbaOl7oWoqK9Ox1nPBo/zPJamAZdL8horTemUcn41YYTslWhE7RR4rdM5ru1Eloyprquy3zqY0Qd4XZLRttXmvO6XeS1BH5DPKxKUTlk5AD51jsiMXpbf9yOyV/3xfWkNenQPZCAD+cYSCmhIRz1cmeaeoUODC+6vQ0nWWUuCtc5a16Ud7iv9WLxdT+z36CazKjfonO2XFIRZ9sdeGGfQc0o4fl010WHCfDu5MjqlkyujF4p8brz/fmoKfpNCradHtMj6Jkf7nyuf4nXsFbuzoraD42D/lWn1XjQITI6rOZGQcvm9aIjB6tEUr7W3NCgd4Ry+u6zGWW8xk/3MHIO3hRqJymRNd9BPfV2qU29J8rXNI+rkcICBic6e5rN56nBDFzXWu4o/ZnpYZMN9DLQs7wKVuodElDZI0wLOjylkgFy3eJjr+sZiR/lCR2b94S7wuSt0mHtlLs+5vjJzsrVcIkw0RDLK6+ysx/c83mN2q/t4mka7Y6/EQMW0sIHubNDuODPK4EIvU3o2/tGTkHpgwiEWYnlGJMQ5ub1B1NzZjzcQdSAD+UDFAfe0774iOjEJXXR+gvvXaVIZPfFW8Iu/+Iv4nu/5Hvz2b/82Pv3pT8MwjBOfuXz5Mv7pP/2nT3qqD0y+EWtzwM9NMxvvdmg2Dz3YLjfX3RJwZoSbuKGLzV1A0q/PUqHbDmF1sp5ailRwPqN7DCE/s5rrB9zQLUe1DQNES6sEHddXt6j45kZ5jo1DKt5ERMOccNRkD8rVA342EWFWYHWPyqIuHKzJYQYUnjtDNnNN1Dldn6Virpk0GHy6CCCEqPxur1PRhgJUOgtjhEFbImKfS/Lan5lXEX/bofK9OElo+J1NRvYvT/M6SzVex8wwHd7DCo2LSpMZ4oMKDTqAxyxWVR9VQwNgKDheOEgH/cUFOvU1k1HtiSFlzMi6Ql1j9NyxAdehMTE5LDIoLq9V1nnJvqW6xrU7M8rMScNihr/S5OdfWuD3twuiNVyIc5JLq9ZzVROIaWSpjYUU/NCy+d3XF0863IAiTEtEtC7IommdbLXzKOnXq17K+2VBH8hABvL0iGl5aFjc53eKQL3pIRrWWNLjMmvoM7oheppG3bUwzsDilWnlWO+VGNw+N87jdZJZzY0wqLxxQAdwcki1s1raoTPkeHQsGpaq/40EuA/WW90BbynNlnBIpqgfOtuXScRQ737qM7pLz6S4HslOTUsFFIoWjz+XF3wjVWaAOyHk9RbnKROjLsrEO9jSNc5lMkqST1nPLBnKP3kOiIY1Zndj3WRdpuXhsCICw5o6putRh0aCPPf9joDEwijH8eIC9dfKHhFwLy6o9pg+nXpRzrHfYJ32+oHq8T2aoW7aLgABUWpwZ5OB+3ySddr3tlheFw0xCLO8S+c2EqB+DfgYhNa0k/eQJa6zs31rJw+J46Bva7l0mPaVrtNekXDr8SzX9MyoIiuVomuKyb43cz0k6rmrAvEX8HF+q03aMx+17nQ9jnFB2E11EVB44Qzvxd57eCADeZpE2u+Gzj1A7pG6Rt8oHTu9cz2x0/31r38dwWDwG37m2rVruHbt2pOe6gOTb8TaPDOsnO2EgJWZloeHu3TGbq5ROSXCdB4fbAkCD5HhbFjc2BIRRl1lzbbjcJHrJhXG7XUqIgl91jVmcBstKttIiDdCOsoNMx3nezfXhRGh0dF8+S6dZEMHKg0P765qePEsMwMTQ/zOdhGob5MR9doMFdVOkc6jpgE3aowqT2RJdBIJAIaPyjEr6sMchw7wlWm2MZkdEe3AGnQ0c0nFVh7yM0Me8FPB+w0qppi4pnKT45rLM/Dw9XtUfLZL8rnDiofz4xq2IqrOPREVDLU+QcQmnPHJIY4zEyckTRK5zOWBaIg/JU2jg9521JxHggx+OC7XTxLMXZ+jMbe8y37mK3uKPMbQGeW+Nsv5OJ/hesbCDCK4HpEHGQFxe+uhquVrtJjhfvEMDZdH1VCbFk/m01WrlV7pJUyzbQ+bhZOsv+MZ1mz3k2+lR/e3yoI+kIEM5OkRuXfc2RDIJZG1fWeZyKVYmHDWXghrKMjgYzREPdrZW3oiy+NuHtJRyiWZkd08pPMwlmE98uZRRxsyh/t2WjB/75e6a2uTER6/aalOIZKvRO6hmsb9Oh0TDqrGvX2r4J3YTxNh0XO7hu6aWI12w1GVAYDZHDCZJnt5qcHAgMzQhwJAWOPnKg0Gwa/PAX939+Q8f/cV7umJMBAJK9KwRpOO43TOw0GlN2jgISXgw0MJnkN2z0gI7pnjmu0OqZqc19vrfD8R4eOddWbHtwt00scytA9MS/X0rjbIdC7LnVxP6HiBPJgZlkRq2jGRWrMFFEAk2nhW1VivHQqYfYLHl/3WPXHfjWW4ptmEdiLYAAAPtr3+reUucY1fX6Qzbjm0eWom4fujGY67E4FxcZJzYNnd97Ln0TawXc7NrXWiCJJR0brVVjXd7ycQfpoS0GhX7pXodMsgg88g0e4gnj6Qp1nk7f9XN+iXSC6Kmgl81+UTjRieSB7L6f6lX/qlb/mzv/mbv/k4p/jQ5Zi1eQcogxv3WJZR+Lub3Y6LJArRwBYWlgN89Q4VmWzL1RRQ8okhGgJ+nwZD8+C4rB+qNvm9+VEq4rZN53pBZJ1fewBcnqRD98o9ZoYjQf5LRUS/6n3eIK7HGisJRZdR8mKNimbzkM71UQ14e1k5jZUGa3c/c5FOYDqmej5bNp3pgEF4PVwqo/tbdIR9PmA+z2s8Py4YxtOCBbVKB/HlTRoIE1lu7kdVXmM6xnE/2Obmn6tQ0VYagnFVYwR8NkfFtbqnYXWfCvbMKH8MxRoz37GwiEa1FKvrJZE5NytAMkbnfyTJmrn9EslTJPRLHnO7wF6k0TCvY7/MdbyxyrFPCzZaST5n2ZzbXIpreX6cGe6HuxzTeZGlKTeAZ4aBNx8CjqsxmGADpTYDAYdVOv0e5D0GjGc8aECX4xwLqQBBr/HaS5j2ODDxQY/ugQxkII8jGlTrrFIdsGwPAZ+GWJj74aUpkmD2ytkx7qfrB9x3PPBx/YD6ePOI9cir+4qFfCbH14cS7H18c426IB3jc9k6a3VfIZdaNuDs09mdzbP0KRzkPt6yqavPT7BV5K217jEeVIB6lk6iFLmfLozxfL0w97NjdDKnc9yve2U4Sah3P/b1RotOoMycyqBy3aSOc1xmkCWxaixMneE41GHvLHczwRdqIgseFLorpODZPkGAJ//uhPF74Bz6dHQFFAxdrEuCn5VaRwOfp2O8htGgCm7oGm2FmCixe3dFBI81/Zj07vosA/GRAPVmJzx7r0RboCgg9Y6Yr3CY+rvVZheZR7WWky1KIS6l7bBH+Ui6O8trOXx+fwv4nmt8PeBT85WO0fH/3BXWacvXswnaDlabdeYjKZY4mG3gvTXaAuYjxviNAuGnLdWO34XtAL4W5y4SBD4SSvWBDORjIranuhrVTEWy6Tf4uiS+Pg15YlO62Wziz//8z3HlyhVcuXIFfr8fd+7cwdtvv40f/uEfPoUhfjji92mYyQG5pIvNuIVwnDAomVnsdFxGUnTMNI0b1q0Hqlflw13VO1PTGB3VAKzuc8Mt11nnNiXqpZZ2VWZc04ARjRH6i5OMft9eJ8xu45DOXTgAXJqmM7xb4M3i02lMPNzlzWI7Issa8hALa/AbADRVz9YJnQj6eeypnCAVk7ApTbXtOqhQEc3kOK50lMbKnXUq9WiIMMGAwSz15LAIANhUlCG/YFetMxqcjrH/JsCs9WGVx7k4Cazv0wneKvC4bz9U8PBmG3hjiWR2foPzeFTh+zJ6b9n87myOwY7xDDA3omF138NOQWWqHZeKW9OoSBNhID1EBXprjcbT2gHHaDtEGtT2OV9tm/Oia5yHwzKw4qejH/AryN/laV5fucH6KYgfsVTmkSB7AKYEUqJpES5vOyqLLkUGeebyZNrvhNENx4lqkI7x48DEv5Ue3QMZyEAG0iseuCfK0ieA+3ypTp2QiPSv2x5LE5XUr662WON+986KcopaNR7z+iz34a/e5v4+lqEz9+oD4Dsv8jz9WmetHABnR6jH7mwoZ/3iJCHSq30c5GSEaLKIQPl0Hm9tn8bY1+9Rf571M8N7b5NB7pEk50W2Ic2k2GkjEiBSa/OQx/GJOm3ZO1rXmGnthdVHRf32G0tqfJUmndjPXFQtrqTIMq47myz96g0ANC0GRJIRPtfADI+uUd/ZDjPxrbZyMIN+/j2apvO6uK0Y6c9PEIGnaQzCrx92M42nYpwbeSxDqBTPY6Dl2iyvTyLOJApBF2iDq9NEncme2mdGVY31yj6vIxnhuO5vAefGFKN7rzQtlbHuKojU6PQ3W8D0sIZ88mRLt4MKEyUyWxwKCPSCsOU2DrvPtXHIe/T+1skxAh8OX4oN3q9dv1GHz9cPBpwtA3m6xRVIo5atWoZ5Hp9XGqdbfvFYTndn9vrnfu7n8OUvfxlf/vKXuz7zh3/4h3jllVeebHQfgQR9gGubeLDdH8q7V6JzvV2g0g4Hme2ERuc0GmTWNhaiw1VtUmnd32IktFhnxPqdGpWIlJpJI0HX6LiVasy2VkUN9XiGjrVkHN1rEp4n2bKLVSq1Yo3KzHGAgF9jj9EAbyJTZDE90BEOBTiW7SMaQRsH/GzDoiEQD1FZHlT4erlBJbswTqPFEnVWBxXOy+VpGgfS2JnNcx5Mi2O+NktHfGVXRdk9T0XMV/bo0Bs6nVqZAXZcznNLHOfGKpXERIafPSwz82G1GVGeH2FmJBzidTRMD7fWmLmWJDmRIMsC3l2mol875Nr7DGYwbJfHkPMl25O1bL6nCYe7bXMdokH+HfQL6KJHJXd1mvdKKgpUmh5cT4MHrufKHqP7GlQbt5oJtFcYMGi0RMs2YRXIlmQvzHNMPp3ZmTcfqp6uqRi/0y9j/c1g4oMe3QMZyEDer2gAtJ7yFw0iqCn0yFiWe6AM+EZC3IMlWVatqQydTIz72dpB/3rpjUMgExX9nve6B1IXJVsB/8nWWdUGDag3Fvl+UhBsvrFISHc4oJBeUvwGv6dr1OWdGVjHTz26MNbdymphjI8HVb4e8gPZpM5Wk/t0UMfSdExlgFzXFNQ36AdeX1KINBnE/dxl8sf0k62jR9cdbh+Sc6Zf4KNucn08dKMGXloQZKxWB0+NOJ5sw7Vd4JhTAoq/XWAZQLVJ51qSntXE87GMIorrJZ5zXepQSaTWOc/Pz/O6b6zxGNk4x/XGEvDp80S8JSMngxTVBgPzeyWeQ16E64k2cdK+64knB/39O2hVGx6aFm0gsy3GKErq4mHek5uHJ7+ngbpcEuN2llHslj4cvhTXo53UTw7Kg5ru/z97/xUjWZZdB8Pr3hs3vM+IjIz0pjLLV7Wb7nF0MxRJfZShIAgQIOiNAEVIIgWQeqBIQIBEUZBACYL4JEASHyg+Unr49P+UKJGc4bge0668Se9teHvjmu9hnZMnIjKyp7s6q7qHFRsoZEVkxPV51jZrrz20l9t8Gv+GveZZ4chYiL+/sH190g187Wtfwz/5J//kzPtf/epX8Xu/93ufdPOfimlGAE3rLI1XCqfc3SAgBP2sXO8VKQQS9DNoLDcI1u+tqqBpYoSBzH5JCK3oBOB8ik6E4wpRMpPB71hKzZq2bH5254SB65Md7msmq+Z+7xSAy5MCRMMMQCt10vxuzIge6hCDQZnBLtUJMFLY7eYsnZLNQ2ZwM3FS4VsWs9jye3fW+X9ZzdDA6/F0l7S4zDir80/3mEWNBJl1rrWpsFoUaq+ux0DSdni94iFep/0SAVgqjsoxM8W6mpet6aTKv35JUAjbdG5mRwkizQ4wHQJ2S3S+9ou8f6koKy8TadLbg36xPXGPZa/1ZJpOR0tk+Q/LwNUJiqsYwrlsWfz8Yor35FKeo09kgqPW5PXVNAryvLPswdA1aBqvSW2flYGaqILLUXOWzYB+r0gHJxHmPdI0btMD9QXWDz1sHnEf3Q7H1SlurzurDfxwmrhke4wlP52+s6ENbWg/euaBWFRrSizhmiH7dz0RVG0f9wqUmQbx8qjCRN8pXTrH989beTRwO4lwn9J1EChVuaYPCiL8Pq6pblcfs+Py9fIe+8+L9V6atQzQ5FQLmRiotwT7yiKevDKr+gABJpefHnfP6XYRDBLjCxVi+9Vu9W8RKFYaKnnRr/ZebgDNFpMX3ecdDfaOzuq3gF8pv8/l1LnJ/vLjKrVgIIL/ch342j2qmd9dF6KnrpoXPjFCVt0gW93n9h1XJNM1xSw7qvDexMNnj183ulTPRWAaEj5OMMDvWvbZsaodh/t4b1Vdr1aHx/z6AlkMR2VFmZc0+MW8EhPrt6VxPisbR14vjTxGn0bORj99HjXg4RYTFfKZ7E4apMR0lLsb6jsykXJz5sXopciRt+0Blf+YaNEb2tBeZnv9EuOEjSNiVTjINTp3gdRy4ALmdM/NzeGP/uiPet7zPA9/+Id/iMuXL3/SzX8q5jnt02xutyUE5VjXuNAGTf4/HmJGZDZLulw0yGC41iKw1dukiYf8/I6cwVlr8jWA04r0UZmLdaMtZmRDZbxlNlxWzxsWaWwRQQVrtIAvXVVOiV9k4QOiV+rWrAhuw3QWAkJl8/oMwfXrd/mwXZ/hw3ZYYha51WHfVVCorJdq/CmrAtK/karox1VeJ1kZqDRJEzxV5BbVfMuhM+b3kV44M0qHYizFbUZDvBbxrkoIBPWt2uA1ur8BvDIDvHaJ4LF2SOcnIwTfDIixK8JxuiLUck+qPDe/j0G5aajrXKiw2nJlkqyBmSyTCIbBxMRYkte/4zDAPS5ztNi9TfbSd+xeyuSlcVbpX5ljtaNl8bszgtJl+nhNXVeJ4smKUcti8CxHmsnAuWV52Djk/99b5fk0O/z5/ae81nJeqbSPShMP+jWhhD5E4qENbWgfbn4fseGVeb6WlF5ZPS5UiX9tm2tS2+brwwpx6oP13vnLH6wTc+Jh6pfIdcxn8HVMiHpVBX4mw/xZafI9Of7IddUYLoBB7V6RiQGpYK7rfN2xiRGZGNfmplijfQYxFiBebJ8o3JjNKkr86gExdPWA3wv4GQgPmtNdaTIBv35IRtONGf5cO2BQ3bSIZXFBRY6HxchRi7T0SoOJ1kSYPysNHnsixNdzOeL3XI6vL+V5PW3Rs7xf4k/bIV7JCSA9Q889YtxsjpijgT+nBaYdVXiclQYTFZWGeF0nnhkisG8JnDREO9x0hgF1IsyqeCLM1/kktykTA6/O82epwffhiT5yEeyaPr4OmLxuMqgGVN/2yj5x/K0lIYwHUcUXPe6pKO9tMsyEQjLM17kk79FegQzF91b5s1Ajxb9U53HKf4Uar5Xf5H3Ixnlu2ThfL06wjXCQbR5frEjTeWaAfxcBnyomaRpfL030UeyHNrSXzDwwPtgr0te2HP7cLxIbLpII8okr3b/5m7+Jf/AP/gH+5E/+5DTIvn//PlqtFv7zf/7Pn/gAPw1r1kuYH5/p6akFGJjp6AXsSFDRgGst0p/WDxVVWVKHwwFWo+dz7LFyXX5WZl8XxwmE0aAaN7Iwxn4tXWRW/SYD69EkF/5WqSsbLChRhSr7kidGgKDPgweKpTkOgfutJQbEbYvOy+VJVnz3y2rGdMNixXgspSrRtiNGe0zxnHUN8LpUT12PIBbyA/e2eP4SUGW2+6jM3u7L4wT+qNhOKECAlKyBq5OsNI9E5dgOD7arQYOirT/aFqqoDVa9337AqvHkSG/VJCqoc5fyPJZ3VtQIkqCgzMdC/J3jEswjQToLpkERuTvrPD6pRppL8HtHVQL+KYiB9348xes5k+UzMjnC6/f+modsXMPCGAXe6k0+MwE/AI/PS70FzE4rID5NaIjMvwycKw0PAZPsgn6hmFaH7InJDNkRQ5r40IY2tOdlQb8GQ/fw9iOufeMpDU2Lyb+v3jpbnZR2XCYWDZq/fHeDrTmlOgXGpPkMYGpEjNkUyenuCubSBNdnq8MkqBQ3uzHDSmUsxCCp0e6ttI7EAXgMhp/uqT7lyxOsoI8lhTNmE4dzKZxqpXSPlmpY3P7PvMoxWlKMx9QN6LqqOE+PEj/2iuq7msb3D8vEqEiQONqWQmotwaaqEQ/qjhJAWxzn8d6aIV4Vagw4b88yALRcYkG/+XReo34bT1NvJB0jGy84SlxZP+I+JWtAmmS9RdP0A2yHga2s/ssRmobA1HubQKFMavrnLwsBvKZKDHSbbHXyCR2U7n5v06eSKv3mOGTX7RUpruo3+VzsFehrvHGJr+2uZy8T47+ne2cr03fWOKUlIVobfDrPW4rmnje6LB4CtHO8ds27WIf+PNPA5/zmLLULai2+ns0JBscLOIahDe2zah7Y9npc4d+FbD85qvD9/AVWuz9x0P3GG2/gT/7kT/DHf/zHWFlZAQD84i/+In7+538e8Xj8Ex/gp2Gu62I85UHTtJ4FNJcUwW6HC73rcaHVNC7+ls1Aca/A16bBoKvaEAszWBmdzhIApzIEgp95lQvfUZl07KkMe6ajIY4bk3Sr0QQX/EQYeLfGY623gbIQ8PjiVYKZFGb73CUdtRYX1odbBIPtE+DHrjOrGw4AT3dIp5a9Tn4fH7b1Q2al8ymVSbabPPdrU3Q0/KJqq2l0LqazpK9bFpMTbZsA7HmKQn5S5T4lfVnOw/T7xDG4DO6nMsBhkdWJ4wor9ZrGc9kvqjmZYynVdxYOECh9BqvIkQCvu+Pw2n1QIGDX24BZZ3B/f4vbkj0cAB23h9sMWt9+rChxHZujXH7qJpMh4YDIcPtE/36DjsPNGYrJeaBTGQ+RvpiOOIiEfBS32eK1mc4yUXJQZNLgjUU+Y5UGHaj1Q+435OezIwNnWV0q91HIAToD5TqV9edzQ5r40IY2tOdn1YaHx7tcozaPgY7twfRppwFutXmWdQOIEU4WA5fu+cu2y/UrGVUiot2jv5JRVtO/eJW4VqmzAixHOh2Uga0Trq2SSr11zCB0KkM2lGQ12SIIfnORUx9k3/DkCPHg6Z7YZomVy5ks33+8wxOwHa797Y46/oAJVGpU7H64TbyxbR0+HzFpKkNcGtRjbXWoo7J10kU9D4kxamme56vzTLZKQbGlcR5bocapJzIQ7zgUl/vyNX5G04Sgp7BwkEmIkbioJneZrP63OwzQ5Fg2xyEDbianhEa7bTRJpzUd5XW1WsSfdJTXDuCYrok0/zXafP3lK70icN3WtuknPN1j4kTe03KD1zPgB5JQQbvP4DXzC0G2Voc+RbcYnKbx+9sF4rNkLGwX+Hwt7w0+jv0SMJNhYUEmPeJh+gyOC8yOamfas1qWh3RM6NgEexXp4+EXMxnE9shijIXpG8n7qWt8P/uj6aoPbWgXYq5oITV0oZ0k1gqfzvc/dSG1fkun0/h7f+/vXcSmPjPmMwYvoB3bw/eXz/bt3JhiwKzrXEgbbf5f9jybBoOkzSMCx9I4gy4KmnFhDpgECKnkvX3C7d+eIzgmwgyqNVAFdVUAdjJCUNY1ZuQnR3i8bz/mA5OIMANbqLLK/t4qAd8W9C9dY7DsgaBQbfKhk4GstESESYVSg5TpozKDRdnndVDioj6WUhVkOQMzE6PDcG9D9cTNj/F8ZPa60ugdZzKZBh7vAWNxFz9508DaAcGwZYlKQIBJge0jAsmjHYJHJs7rvNWmoxbwi1FrUf4RFer8I2q0GdhKxXm/j6qxpsEgff1AzeUcTajAvFhVM05P++s6dGLSUSY01o4URbzepsq67bCfuyUctJMqHcaffY3MguMqhd0u5UlvqzSVGJ2m8b7K8SJBv4Z0zEMmIRILnhi743K0jq7zO3K2/NCGNrShPQ9rdYCTMiu7nOqgwfWIfQVBxXY9laiW6t+GwMpCjX3fgtUMz+NYrWiAFWWppSLHM2WiDPxMjYlTWU11PQZU6weDK6atDjH11kyv8NncKNf2lX0GT93B7tI41+6JNJO7Ullb9sDW2zw2q6P6nv0+7iscJC493VWJ+5lRJuTjYTLM+nusF8a4v0Fj1KIB4tBIXIijoleU7i8e8Lo6LiDJT7rOxPJ4ilh8Z01V/2/NUfzr1ix9hdGEGhvpeMTCWksEs1093cEAkyWDruNxmd+bGOF30KRPMTHC814/UGKpAH+mImQB3prtZQ1Im8lSCb5lUQleshBuTjNgnh3llBMpJuoKxsKVCaDWYNK+vz9+JqveL9R691drcQRYv3ket3djir5XtcliwOwo76FPnFPQr/X0aAf9GpYmPOwXea0Afn4yQ3/tRSTENY1V/3JDKcS3O/TDDOOsftHQhvYyma5xDS3VVcsvwMRjOHCxmgefOOj+yle+Au1D/mL/9E//9JPu4lO1/gXUZwwW+wj4gfk8M+BzOQKqXGB9QiTkyiQdgXKdQW/3Yhv0a7iU97B9ws/4DFLGNg45mstnAq/PE9jefsIFM5tQ4ikTIzyelkV6maYBC3kNYykGqjsn3H80KOZU7hCwDAGkMkPcFFVjv3jwokFS8zodgv1+SfS72cB4kgIyG0c8Tjk6w/OArcd8UOW1G0uyQi2l+WVQX66rHnPPI9jDI1vg6oQQMat4yCZZPTYNlYwYS7ES7LhUMb23wWsihe4sm+f6zgpHyTza5jUo1HnfSnVgt0iHJJ9SCu2OK+glLhMD8TCvYa1JsM/EeWxP91VfvOOxipBP9QbcAO9VNAScVHQ4ngA5CBX5ANXjH+3SwRtL0ZGZSPP4qoKCfn2693mxbQ+OQzbC95/SuYqJ+1lvAfPTwOYJUG292FmgQxva0F4u8xnAiEj+nVQViykRBtoOqb3986NlNTRgCqp01+8iQVa4A35gJnp2bBMAxELewNnfX74qMGSAtSyhU6Jz/Q4HuWY/2uE6HwsC76+rz1ebpFi/tcSA8em+CviuTTGI7jjEI4CY64iWJ91gZXa/yMr5VIaB+IMtYsRP3+bnu5l0lyeAkAl87a5oJwowsWyLhPS9TTK9pjNM0ndfk6Oyh2pDHUe31UTf8Z/fVe+dyNc36K+4Ltlb6wdMTr86T2z7v3d6RefqLbLvNo9J2+6nno/EiGcbR8SskEmtkfubamLKbJTMg0KV+Debo38RDQ6mZ0+kGZSvHTLIlVo6a4ci0S1YDk1LVXBDflLji7XBc7rHR+hjDLJKg6rn/UrxmsbCw/YJWY+zo9zn8h4TFkvjg7cHMBlu2UrrJhaif+ed86w+D7uUp2CeDCI8j4n+L199cccwtKF9Fs0AE67vrtBfl8lhv0/oOV3gvj5x0P2P//E/7nlt2za2trbw3//7f8ev/uqvftLNv3Br20A0mUfbBsJ9V7pleXi6x0W7P0Ndt4C3LgGY4GJ9a4aA3bS4UM/nFAWtbQ9WrJzKkBL8YIsB8TvLDNZcl4Haw21uZy7HhX77WAh15BkQruwTGDsOF/a9IvuWXrvEoPhPP2BwHgsx6Ns4ZE+3HKdVEhVgvwG8NscequU9OhHxEJ0NQ1RQ/aYQdhE09dtz3G+hRqB9fYGK3oYQKZvICJGCFvdhaLw2mQQdNUMTquAd0X8UptDOzWnAdX1Y2SdwOR7/CGotNcf6x67xmH76NrBX4hzXcp3gaAnxnuU9XrvVfYLjQYnXPx1lEP14h8d/KU9hmGlB/Y8G6Yz4RA+Z1WFQ/9O3qVgv+wZjISZSOs7ZUXMHJVZkvvmA566J++l6wOcW6QiOCqX4KxN0QLIJXp+gSVZBfz/2doGsBdOgYNH6IR3C0SQz6AETWN8HdkXyZDiHc2hDG9rzMEMnBv3pHfWeZZOy/MpcV6J6XwSTpqAaawyibk4z8JU06yuTXPckRvYnvluWh70i2VP9dN3tEyZ+jyq9KuTlBgPDpXFiyMMdBqPRsGjBMZiAHXRuHZtJdMcl3tkukwhfucWA+qAsKpaCqbZfYvX2g1U1DhNQjLdCVYiUjWoYiXpodfjdWFjDQcmD1VFsMHR9V47oHGT8/uD+7GSEeOH38XjDfmL3boFV8KBoC4gGGegaGosKEyP0H5Z3VQ/w/Bj/f2mMGLt70lsFvzrBwHJhjAJtsqq+OC7vJTFTjjo127wWN2ZkQD6Ynr16jhDZ8i79pmhI+RfhIPHTp3Nc2qCKfKOl6KP9z0nDUkF8d5U/EuK+nu7Sz+mIlrlYiPfmvPi5ZXk4KNNf8QQbw7L52u8DRl/AyDCAGjKfXyJbYGVf9NMv0Ve8yJ7VoQ3tR8184DpwZZKJUtnOlE/x/YvsAPnE2/pbf+tvDXz/9u3b+K//9b/i7/ydv/NJd/FCzLY9bBeAlT0N+wcBbNc0LOR7q4SWreYf91PXLKEmPpbkv6alMsQyMJfB2Hmjm0yfhsVxD+koQXBpggFb2K96ju5tMoCSyqSmwX8Pd3gMHUGr0zQ6DGsHSgH1sERQ2TomqDTarIBfneLPWJAV02tTDLi//QiAqMxWmswCXZnkfkwfg0FZpe6maFWFMMniBPe9W1BzxAs1VeXdPmHW/KjMyoDn8Z8LnmPLYlD8zccUUgsF6LC9JyjYS+ME1+1jAkfAJGV/94SU9iuTzGZ3HFL28mlek2SE720cyko679lBiUH5lQngB8uku33/Kc/JcUXQbTOD/mALmB/t7RtcO+A+5L0CmDBJhEU1/ppyRKYzTETcWSdFPxKio1KqA/kRZuonR3gf+x2tbiekZdGJyyZYsdc0XrPlPTpF2QQrB+fNAu2vmAxtaEMb2scxx+Ua/MocnXkZ3CyMMXDcLRBrRuJcHy2b75XqpFt/4yHXulSUn/vGA+ALl4W42QCzbOJPPn12NrPVEcJh9tmZyJk41+q/uM/1WddZUX28Q7wxhDZLt7DWTJbrp98EOg2gLtbKTBxY2WOy+dYME9flBtf6WzPEuDER4K4dqAr5wpjwITyOpDoqMQlgaEA26SETYxV27bB3tIwHYDzDwHf9kOt/0xLimmP0U25OY2D1/8oU8GiLiZHu4HMxTzxc3iMmleoqkExGeC9nRyke1l1gsB0G3TdmgMfbvGfhABP4uSSrp99/yvdSUT4fH6wxOb5dUCNDPc+D62no1Dgm9drk+fe70ea/fqq7F+B1eG9VVdJth6/fXKQfsFMg2yLoJ14+3WMV//UFHmutBbTENU5H6Qtk4yyOdJ/ftSlx/dpKTNb1+Dmp8D7IZDUcOIvly3v0ZZ73yDAXPNZvP6bKfTbBloxvPyZb8RwtuqEN7aUwC2yNSUZ6i2aJCHBU4jp2UfbcJBwuXbqEu3fv/vAPfkZsu0AKlOepPqr7m/ydrBL6farnSfanaVA9uiv7XKDnx1iZHImrbXTboNFNLYsZ70KVC/GGoE7JudNHFUV3CJqsxgKkTE+OAOUaF06rQyB1XAAaAS6fIm1sepRZHM9jwDuaZDXadbkIX5lQ40i+/YgZftcDfC63GwkqgbXRBKvfAM/3/mZvzx7Aa9XuEMBcj+eyV1D0Dduh0/O5RZ6HDLInM+y3WhonWHcczht3bKDS4R9C0+JxvL+mxrEcVZhlvzHD7d3fogO0vEeAblv86TOYePDA+9WqM+C+NSOqGnsCTIWCuV8E2xrobHVsOgmL40C5pP5ITR8THvmUmLEd4DHunjBp4bYr+OKVxKmIy9uPxLOj0Tm8u0HHKRlhEiQS5P4lDU4K0XQnfzyIvkLw+kmK5k6BxxsT1ZF+ZoVMMg1y3oZU9KENbWgf1WyHQbfPB9yYVhj5YItYV20Sr477EtUpj9hm2Qxsu+3+JhOag0zi8Ptr4g2Na+DdDQZS7c7gnuiJNPFvJHY2eCtUVRW7e4Z0KsoEgSXW+ICP2yzWAHhcb99fIyZLnHt/jccxkQa+fp/fc+Gh2tJwZ4PBZ0tgyPK+qrhfEn7EjWmeT6nGgC7gY8L61jQxrtun6PZT5nL8ea9LXO7GNMdxHVfYZiWt2qRo3E9cZ0K8W0it46jr4TOoC9NtoQCPb+tYaaBIsbpUhJX+WIj76K4G7xQAU+c1756b7dPp8NZbwEG5bzZ2nIkIQI05k99r28TXjSMxyrTee09X9oHb80xql+qA3uD9mc4wcS5xcePwLOX7oHL2/FodNdO62zHXNTGPXrzuT2R7HrF5kLWsF0Mx10GfIhoEyt2Cc0G+f3ni+R/D0Ib2WTXH4xr/zn0xKUHnWvJgiwzW81qWnsU+cdD9/e9//8x79Xodf/AHf4DFxcVPuvkXYrJy6BPgMBKJwdO5EHdXCYN+DXOjSkjN87iw1lqkYQHMdO8XuaBLSnB3j9JslkFVy/LEvvn99UPuX1LLDYMB8DsrYnRKg4GvDKq6nY6ACUDj+AnbEcJoED3VQvyr1mKGc/eEx1aqkSo1EmPvnNWhc+EXAX2xxm36DCEcoxN0EiEGxnc2CKKWzUzp7CjBv3tESyLEHjmfweyx32CAfWedABsTCqMaeCwyWXBQ4jWQc0D9hjgOh8deb3EszOoBgTdoAg3hsBgGEwxTolqwesBzjIe53c8vMdMtM84e2Dfn0/n7mzNUU3U91d8e9DPQB1TfeyTEz6dFJr+bnjY7yuy1ZDNsCpXXSsPFzglpe/c2+HnZDw5ebuwWGFxHgr2VGkMHMlEPkZDWk/yRM+M7jhjLYtIhMjRRybGYpe9nVsgkk7RBSabuvw/pRJgX2dwytKEN7UfegiYTugFTUYdlpVsKc+oCS2R10Hb4vVJNjZSUpmkMkhwR2Axi4xyUBh+LrHBHgkpUSwq3FerEQikk1T166qjCdXmnwLXeEP3Zls2pEodl4oB8v2URN4u1wQHfboEBezLC62H1/S7gYzXWdnnuxRpf+3Qqgy+N81habWL4RJr7f7Qz+LzppwDXpjXk0x7a4vhSUdKzC9XB39sV57vV198sr5tpnBXAm80yoB0kVtdok7pdFUkNgD+rTeLsWIrbMg0VWLueYpHtFfoYCjbxPxPvTczI3ux4hMFxpcHrExL3p9IAAiJh7onzlM/l/Bh9j4PSYMq3aShNm/5nq9qiv1Nrqec2FqI6uE8fzELIxlnU6B6xJm002StW+7zMEQmiUte0E9vh60DiYoOKoQ3tR810jYVIt6+tB+D716cvbl+fOOj++3//7595zzRN3Lx5E7/927/9STf/QsyylVI3xUgYWSTCrI52Vwm7hdQ6Nhfd1xf4c2W/P0hSCugyuF7Z500M+bnoNy0ufjdFddZnMLiNBhmoAwwe8ymCy+I4g0apng3w89MZbtdDF6iBjs+jbToA7Q7BpN3hnGgNwhnSGegVawTHRpvgVG3yHP0+ld01TWDjmJlzSX8uC2qaVFCXWe9QnnNCD8vc1l+skk746ryisxVqrJpHg8DjXcC2VQ/YzgmPu1RzAOhUwAVHksUjBLGgKSrmlug1F/19chRHxybIrh+QHqZp3G67o5IslQZQs9lfFvTTeVk7ZPLk0jiBuFCj8xH0894t5fkMvLLAary875fydKgiIVUtnh/zcG+D/68K0SApVqdrgMR3D7wX1dbZGaHvr/FaXArR8Zwf83B/k05QNMhzkONoHon+9EyEjmsu2fu8f1iPXHeSaVA1fC6nIRCMfMy/sKENbWh/Wc0UvcJ/dpeYIhOjH6wDP32LuFCsn618zo2SjSSDL2meR62PgMkgZnmXicRIALg07iEZ5ucS4bPibD6Dn/UZXBu7KdrNNjGh3Dj7vUREUI4vMSF6VGN1eSTOn1LozfPUzOOlcTVBpF9sLGQy0Ar5RRLc9mD4lGr0SbVP4Mvj68e7DP4rDVK4ZTL3oES8qLd4Xv3WbDMRsF86G/Qlw7y+uYSgkAt6fjJCrJzOAtjq3Z4Hvh8RSXuZTL85Sxx6uK1Gk3UnnP2Cnt9xeG11nf6IrGynooqZdnrfNeJmfQDu3d3gdTwoiN7sg94xaqUqkxKxUFefuHi+ZMFBJrg9j8d4b4O+y9Pdwc/z8h6LA+kot9kSwXU8TD+p0hDTQUDVfcfl839UHZzIvjFDerssfnQ/d9emXkxbl0x2mT6l9C8TYU4XO3FoQ3sZTepMDTKf/hkbGfbo0YAmoh8xk3OWjysMKGX/1dwoQVdWCaWQmmVzkU1HGejWW3QeYiEGZR2H1dzuIGm/xCBJAtX7a1zIQ34hAtNWIxw6ogqQiIhKeAOI5RmYty0hqAJ+Xtf4umlRrGvlgNXsSIhAVhPCZXOjBG5dU8JuD7foBIyneY6VpsiGNghod9Z53p7gc0nBnKe7BGS/yWz8kx0hgDMBNG2qlSbC7H1KiP7mzSMxbkRUGHJJghjAKn+xzmx+OirmtDb43vwY8O6yGN3l8A9AjhkJ+hkYB0XPu+vyXzTIaxMSPWUxQdNviWp+wOQ+TB/vuVSXj4cZnOeSDOhdj+/Lvr5Oh/drdpTnHg7xvGoiM1Zr0SlIRYFJQ/VQT6R5Dd9v0ltyPDpypu8sCOfTg2eEGjqPbXKE283GSAlbP2BfW8Bk1hwet+O5fEZuzbIC3p046qan91uzrT57XjV8MjFUZRva0IZGa1rsb87GxYhIm+1AiQjXsluzTAZuH6vk5FSGCdSrk2JahwzQXK7N16cZIPaP5yzU2O8dDjBg669m6xoDxbZ99jhtl61Lm10uiyOw5sYMMfgHy9TGGE9zLfxgjSy2G9MUoCqJYPzGNHFFg8IPaXLkpQYeZ8AEGo0OwmGDgajG6zTIak2l4H53o7cnHS631R2sSwsFeJ0Grde3Z9XUkmwCp/xsTeP7rc5ZsbH5nOq9T0WJiZbocQ74GMDb7tm+eU3jNS7UeB/kOLdai8n1oMkWqo0joNbUEA0xEZ+O0YfSRV+9DBI7NivnNQs43uc2pjLimdunv7CQJw7KkWFS7f3Vefo4tquSQfI5qDZUwaN/nFjLYuAumY7dPfDxMP2t5b1eSnrboqDeoETEyj5Fdt9cQl8C6axA6vMyDVSJf3dFjOsTj4Ht0DccxtxDe5nN0Nji44Hxz2liMsy//fMC8mexTxx0f/WrX8Uf/dEfIZlM9rx/cHCAX/iFX8B3vvOdT7qLU/s//+f/4B/9o3/U897P/uzP4j/+x//4ibbbEcqnd0SW1YPqeXprkb8P+lWwUm+xkisp0VvHBFfpHPh0LsZr+wySAJxWFhNhApW0apMBv19UuF2XN9h2lDCLDNAe7/A4IkGCWTzMhX31gBXt4wpnW1+ZoIr3/U0Po0kNX77G/rFCjd+9OcP9XJtmMHhSpTqrVOaczTGYfWWOQWW5zvN7ZV4s3qMEsO8+URX3RptZ+jcXeR5PdgHX4fEuCnAxfUxSPBHnsTQhqsbjwDcfKiEXV9DZL0+w1+v2nI7lfTV669YM/59Lcnsdm86DTFhMZQlurQ4D5q0TJlG2jxksX5viH1a1ob7j03n+64eszH/5GpMU9zf5PMyLKn6lwUpyOsrj+M4T3kdJ+W91KCJTaQDpmOqRns64aJdLyI8nEPALJ2Oz12kEeJ02DpTTIS0apCPZXc3oOHR0R2JUJt0v8RpfneRxNNoE/PmxXnp5Nz2936TI34dVw9f2NSzNnFX3H9rQhvbymawgykqmtJZIDhfrFPFMRUkvbne4tlabDIy+eIXBbalOLHxzjgHtw21uV5oMkB9sMwB6uH22mj0SV2vrIFr09gnxrztYnM/xs5IBtdKFz4kwg8GwHxiJsm2p0QZ+sEKG2+woqen9AlkTQhhuvyRYYlYTeiQIQGmg+H2suIZFRXb7hMF+pcmAWzLZqk3Vr35JnPd5lG+AvkM3dX7lgMezVxRJEYf+RkL0fMNTo8zk+K+9Amnuj3eIr932aIeiZ19/QFZYPsXvPNphwG0aHEN1f0slKb58jUmMSJD32Ok6/mSE+FYTFPR4RDECKnX2ly+MKf0WQNHLl4QOzecvs7VB7u/VeWJl6Bzq9nGVuLl53PUci21OpHk/umeGV5t8ZqJB7scVSfuWxWdXn+e1OK6eTURYHSbaJevx0xAuNcDkx6vzgp0hW0ByfF6GUD60l9n8ILPo3VWcMoOkvtelMf7+ouyZgu7/9b/+F77+9a8DAHZ2dvAv/sW/QCDQu7rt7OzAMC72T3l5eRk/9VM/hX/5L//l6Xv9+30Wa3VI2fYbvQIfpsH3F8eBGLhQBnxAocMALRwg4OyeCKEOTdGway2+ZwnAkgGOafT2DNgu+5XubHKBfritQE7XuJ1rU1zo2x1F+9LBBT+fpkPg9xFEOzaDvskM8Nq8hnCQ2fuZLIMxaASvuRwDTNshkBg6A+zpLMVtxtM8/lSEn02ECcCHZYqvbJ4ooTRTqKhbHf5+44jH3mjTISnWgdfmmcQ4qSjK2fIez83zgB+7SqejWOM5zo5ym9kksHXoIZ+mGnkywntzUCLA3prlcft0OnTZuKDvB5T6e7tDJ206S+r2gy0AHtBxGdhXm7wHJxU1v9JxlDK6rjNRYDlqvnityX3OjdJJalt0CF0PpyNfZNVhLOmhbRFgoyEPhqFjIi2SMQdqfEkuQSfDMPhHLh2TaJDPmqxmPN5R2XTL5rMxEuP++8WKNPDc+mfCS3p6v0mRv0rDO7ca3mi56HQ04AX0og1taEP7bFs4oHpWay3AcVwYhgFNYwBUrYue6KbS7WhZFPiqt5UY6MIY1+pH21zXi7XB+9s9YfV50Ezn8RTX7saoGucoNUbCAVFVN4iHsgpbEnThWpNaIrW2EpoKB4DDInB1WkzJaImksMYE9eeXzgniwfVc14HVPaAM4vR8nvtYzHNd3j4W86r9POd8irjoumd74HcL/F5rwLmlIsSbWovvy6A7HuZ3p9IMJnUNp/3e+TS3PZUG3rxEAbbtYwa9t+eIef0BN8DrcXlcsd66K77NBv2Q7zxiUjyfoh/wzjLwhSs8vkc7vAamz0O7o+HRNs9hKqOE7xyhTZMXx5yJcdLJgy0WEOJhvo6FeP3eXeX5yYD5e09ZNMgm6cN1J7B18HlJRondtW5hsRB9j0c7Z/3ByTR9GDlbvntGmGT/DaLHvzI3eFrNizQHfDaf7nI8aWCEf2tbx6y4DyBPDG1oL43Z4N/otUmKW8rRg5fyYqLFBe7rmZaCN9988zToBjj6od8WFxfx67/+689+ZANsZWUFS0tLyGbPkTV9RtNA4B4k8NG0FPUm6NdwKe/BZ5CK1WixKp2IcCOVBn8aos+n1eGCnoioymLH4eInad9+H6uv5RqQCjMwXhOZSAngiTAwk6EQzFyOldCxlJihuUcqcdDP7PRYEnhtgQ6QZbt4uqafVpilcFetycr7WIqLbqmuAm9dJ4iOJYU6ucbF+e0nIuj3mBgYTQArTZWpPq7w2Fb2eQ2PKqSSaRoDwrsbvCYBMdaj1gKcFoH9jUtq1uZRhdlu1yN1fa8AvL5gwHHpdLy/ymN9Y5FVhGqBzs1khtX5eotA77i8NvU2qDLr8TqvrovAGtzHxiEBf7+onDG/j8mQRpNOV7HOJEQkyPdPKtz+o22g2uZ3DkoK2CNB1UN2f5NOwW4B6DSTCCQ0TI54MH0aZkcZkB+W+fsT4WRKan8izP3LHr7ZLI9TsiVOs+mjDLjzKe63m46ZS/L699sgkb/5nHr/w6rh4aAO07zAJpehDW1oP7IW9Gu4NuWh2pSJZg1+gQuL48CdNa7t9VZvcJNJch1rdVi97u7HXTvgmr68d5ZuHBR90udVDncKnON9bUrRfPcKxLOAaOlJhPn/lie0UyJMHhfr7Mc2AlxDHUeMphKUZbmvREQIqZpce+dyvWO1Lk9Q1yMSAkYTLraibUxNeggHdLQsD7qmWGQdoUniegwuLZvrukzay/a3lsXjG3RuiTC/X6j2Boq2I8aFlsU4yTiDTlf8fmWf+HltWsNURs0Mt90udfg+C/gBTVciZFJH5cEWMHEbuLfKe7Z53KuSvX5ItkCjLSajuC503UDHYXvCzZneyjPAcxpNkOX1aEfd/47N5HMyKoRKPW6/u2CyccgKeH8iJRrgcewWWMXaOlYYOJXhfmtNbivYJahmmkyKS6E9OftUTjqxOoOv12GZz9J5o95exLQQx+O9yqfP9sVL/2hoQ3tZzQHw9mP+HV+fAkJBoNkC3lthzPIzr17cvp4p6E6n0/jX//pf4+joCKOjo/ilX/olhMNh3L9/H9/97neRTqfxMz/zMwiHwxd3pGDQ/cUvfvFCtwlw8cmnWaF1PMB1PeiC75tP8ffSHJeLtOMwIHq8y6CrLDK87Y6qSE9l2OfTcRWlTAL0vQ0CQyTAxfC0j7hAUbRgjkH95gnBIhxgZjloMlgOmARFx2WV4Z0VIcIlwGJuFMglNGwdE7BcsejKUReNVi+gVJsE37Ekg0qfQVALmAQJyxYUaI0L9sQIwTyfZkY4FeExFqoEVal6KmnXW0d0pqIh1c+m67weh2V+XlaK7+4TEKOiL71Y1/Bwi9t1PdLkv36fVPanu8xWn1QY+BZrPK5WR41yi4V5nR9u00E4FnTAeJiOzeMdAv4PVtS5XRYVgqtTTFisHQD1Qzo/kxlBM9vgdbqzwcy/7AWZz/H/UoBmLMnjqLdc3N/kvrsVwpf3eoNbqyMq+MIBkQFxMsJrdSabvkknLOA/q9p7fRqIBM+CenfQP4ju9mHV8LkxD4FPOXM/tKEN7bNjpsFK9dYxUGt4iIaJfzHRs/uNB+qzHYfrbj4F3F0XFHKPgYwrKOQ+nW1H7P3tVQa/Msk1bpC1LA8HxcE90cdVtk4Va71U5BvTDML8JgPYqqxialzfL08QXyVrrW1zHZ7PkUJ+eaI3eXl5ordXN+ADaqU9BGZzp+8t7ytKvk+InpYb3E4mpkaGRkWit1Dl9aw2Bp+b1SHLq1/h23KINcdl4L0BQfTtGSUCFwtrkPnZluXhUl5pz0jTNGLyXmFwPzRA7LZd3iNfQKmXGxqrrHK2tWU58Pv5pY6tJq+cVjkEc1AD8fdI+AmS+ilx39BVAUPEwafn5LpkF+ydMGkR9HMOus/HhPzGMfE5lxRtcXvAlXHe11pLtPx5inWYSdC/62dE5tOqHbBfp8XQ6ds97lKe/7BpIc/D/Br9jFqL5zqVoX/ydJetHAtDmZahvcTmuMQFxwPeftr7u0ZbrScXYc/kOtfrdfzar/0avv71r+N//s//iXA4jP/xP/4HfvM3fxO5XA7BYBC/93u/hz/8wz/E2NjYhRyo53lYW1vDN7/5Tfyn//Sf4DgOfu7nfg6/8iu/Ar//kzHug34NN2Y8NNoiu+xyIU1GWAWVwUjL8rBxxIVbqnZLqvNcjj1hnqjmzmS5sAb9SkhD0uEMnSqp9zfVyI0bM8DX73G7a4dKzfTWLMVLFscJ1DdmCFCbx1xApzPcvqQiV5rsNz4oA42Wg1DAh2ZXBrZpCYETXQWlsqo/mWX1NhQgWIynebxSUAwCAIN+OgZS+btQBUpNUrnmcgxCHdGb7vMRpDJxZteLVYKrFJuJBdWc1okR0sRklrnaJAOgbhG4k1EhqCYA+qRC6taTXQL9XE6MNrO6ss4eQS1gkj3QtLjfjsPjkiO/Dsv8TiLM8/nOI/ahWR1S7loWgbfaYmb9Up77CvkJ7BuHdC7DfpX1rrVU1bvbuhXCB4maVVuAr8N7uzAmBfo0VBt8/gbZ9gkp+sW66J3rq1x/2LMfPOfPZ2A1fBSoHR8CSHz4hoc2tKG9FCYFRmU/rB3rwGcaKNYZCB6UKObVLUo1P8agNyATv315QcdjEnc6owS+QuJ1NHD+eKZkhNgxiOb707eAYoMVDdsVojl1vv7SNSAdYX/5aUAeofiVrNB3m66xf9yyP36vbqNNjJFUe2mGDhyViPXRUO+88GiIyV7LHXxusSu8zq/MMsDrppCbBhRudFc0NYplvrrAl9WGqnTHwhpyCQ/Xps5SyLNxCnL1qK+Dr6W4XbnZN3pHE+NBuxvwuywaUirnW0e9lVhNI3Ybumrx0jQ+AydV0uFtl8n8tuhXT0VF4Nxk0mMkpoJ1v4/bGxUtEVt91fWAn7h7VOF2XYdYX6wCt+aYiJA+hLw3i+O8p4NG1Y0mKPQ2yLp9gedpspLdlIJvOs+tadHXG1a6h/Yym6FTC+SocvZ36VivUOYntWcKun/v934POzs7+G//7b9hfn4ejUYDv/3bv41bt27hD/7gD2CaJv75P//n+N3f/V387u/+7oUc6O7uLprNJvx+P/7Df/gP2N7exm//9m+j1Wrht37rtz7ydhzHGfj+ZBrQL2t4suOhUncRj2i4PAHkU97pvNC2paHR5qJdqjPY8sAMSaXBMRP1NkHrwTYFzUp1lRGeGvEwmgB2TjQ82eViPDnC30m1zeU9BvOhAHB1lHRiv8mgp9wAtg45tqNcZyVgJE7QCJh0eMIBUrtKdWDr2MOrC0B93YOm83g7NoH+1QXg6Q5BKCp6FxIRVU19d5UAvlNkAClVV3Wd+292RJWizoz8fI5B8HhaqLW2eW08j9djLkdhEpkZ9zw6LHM5Ap+uA4k2gdHuckRCAf4hzOUAgPNHD8tAIEA62XSWWdub0wTkeJgCdi2LAfDlCd6vkyrVCUsNHp8JldgI+HhM8bByhgBuPxrkMQVMXtu6qF4/3qEIyeaxcr5yCUWpc1z+m8vxXsgWDM/z0GjRKTINFz4DCJramcBbqrZGgh5M0XvouhrO+9vXwUD780seOh0Npqmq0ec88j/UdI3CQaMJnG7Tpzm4u10/9++o255F0+GHbVf+/qPs/7Nsw/P4bNnLeB4X9fcpcREAjioeyqUmEsnAaWK62hAiYSkmQJuiwpaJsgq5PiCROJNl0FasEdckhblY47qtG1SmliZHQ12ZZAJ2kOkGqe62qELKqqjtAnfXgK++wgD2yiSxo2ERG94XTKj1w95gcPsYWBxjD7tpMLjlNRp8zeRPzWOi0/HUSDEZcAbEazmWtNbkZ6azPJbzkq5rB6zYtm3iUTeFvN4SFWJxvrJCK6u0rgc82PTweEcpa1+e9BAL8rrPZHH6Zb+P/zd8DL7joS7RsyaTAFcmge8+7RsDB16zTEyMYu0AfsOErgNBk1X1vaKamAIIMdt17iMWBnaLXUJqgrVXrgE35xiohwJARFOzdl+dZ0V+W7TdBX1K8O3GNM/1lTleY3l+0RCfsUSYz+p+UVXIF8boHyyN83mWM9SnMqSdz2Tp42iaUjv2PBYcznsmu32B/ufkWTWRBv2NepoGUyQfai2g0WHCYCTmwTTF6LOLLOe9AHsZ1+zPsv0on4cODdenWWwzfSoh2rE93Jjmejro7+NZ/kY1b1BD9g+xr3zlK/id3/kdfP7znwcA/Mmf/Al+5Vd+Bf/u3/07/PzP/zwA4IMPPsAv/dIv4e233/7YB3WelUolJBIJaGI1/9//+3/jn/7Tf4r33nvvh5684zh4//33P/Qzuq4jHE3BDCagaUCnVUa9WoTr8mJHYmk83E+i7QZQqJHnJI8lEtQxEgWW9z28tuABrotKrYli1UEkqOP6eBmu6yEQTuLOpolawwKMCEp1D5GgAWg6LuU1dATFqljjwm7ZrBI8Ej1vS+MeZrIavr/soVTTMJqUASkz9PUWkI56mM4CHjzkkxoOK8DTXQas2aSOxbyHk7IDy9YQDmpwPQ0jMQ21poe2DWQTGuotD422h2RUF8G1xznU40AsqOF7yxC9aRpBRifFudIg1fobD+m4jI/wXDodIJ8hCB6XWQGfzwGFmodmy0U4CIxEdawfumhY2mkW/Y0FcswebfeOctsregiYGhZzbRQqNraLJgxdQ8ho4MZ8GJZjomMDByUPJ1Vmq/IpDe+uqrFYstdsOstkh5wx7nrE4GTEw1hKw26Bf4C2y+86Lp2P27Me7qzZSEUcRIM2bs6aqLV98FygaXlwPeC42ECx2rsIRYI6ro6VUK8WoOs6tMgM7q2f/TO8MavBq2/0PH+PjkZQtwKoNQHH9WDoHLsS8bdxJXuCevUcdP8U7PXXX//In/0of59DG9rQLs4u6u9T4mK9ddYpmcsHUGz4UG6aKDfUKJZEGEiGOsiPGCjVdawdel0BLSMgw21h68iC4TOhaQY8z4FjdzA+wnW22WwimzThNw1YHQdHpQ5CoRBiYR+W9xzk0zpCfg1Ny8NewcVPv+rH//tdwB7g8fg04G+8BWwcemjZKmi9PA78xX3i4XiagV2zzb7xaBD4qat1HO4uf+TrCACxxAjK7jjub+qot1UveyQAvLqgYfVAw1HZw/UpIBzU0Gh5uL8FjMQ0ZGIenux0zpxbJm7g0riBP73TJxqmAT/3GrCy56JY10mRF1G33weMxBxMZzR8fxloWhochwJz0SCD5+0jG0FTh99k8r3adBEOeLiUN7Bb0rF5JPRnQsTRkaiDUMDAfklj65cQe1uaAHJxBwGvgLKdEa12GhJhD9engdG4iz9+j+yIfhuJcUzc//wBD1wmDwAPX76qwbYdOJ4uxnhpiIUYxLtOB+mYgW8+cBHwa9A1Da7noW15+PI1HYWqA5/PPNPT7TgeSnUNhxUP1ya103vQcYD3VoGZUQ+JQLPnubNtD29ddtHo+FBtmpBPUCzUQdho4u5WaODfR7cv0G8f5+8T+PC/0Yn5V7FTAL79UMxI5yMAQwe+eJWJrZ3V9z7W/oY2tL8sNjX/CspNJo+Pyjj9AxlNMumZCHnYWn3/zPc+7t8o8IyV7qOjI0xPT5++/va3vw3DMPDlL3/59L1MJoNms/ksmz/X+seSLSwsoN1uo1wuI53+ITxaYTdv3jw3QLcdUm/2jy04mh/tTgIz49MYT3mn/UqBhIa7G0DD7qWGLU0wKzo7polRFAY8n4lkikGz7Sawug8kdKDQACLBMIImxTkssa3NQ+D6DOnScv70lUn+37JlJVrDBxsAoMED+9QclzSytshe1loa7m8CX76m4d4GqV75lAYxsQR+n4Ziw4dGC4iJzPjyHmB7GnJJVgNCQQ1L4xrCAVLujqsaReHCrKz7dEDTGBwbgna+vEeALNSAH7tG6tL3ntDJqrd4HNNZYCnPrPXyHkV3klEDC2PM1sciBvwmK9JSZO7BFrPemsafH6wDt2Y1xIKAgwDi8QCsYyAbBUYTCdzZYHb5/iYwmdE4QmyP886vTFCgrVzntbo2xbaAgGATeOC1TkUAn087HamWiNAxCsVIPUxFgVBAw9KkCdMwkYkD728AB+K+XcrzWjQ7cXg+VrjLpRISySRuzmiYysTRtqfR6WgwdA/JpIbVPVZXwn7SL/MpDz7jVs8zasY13F0XMwU9NZv2xrSJqUwEwDSepzmOg7t3737o39EnsR+23ee9/xdlw/P4bNnwPD6anbfdQIKY073OaZqGyRyQd9kT3T1OzGcAV2f80DRWb+dGtdPArlwHbs5q2D4OI5k8qwszkgT0OjCaDvQKSk4Qc8aSQMBvYOuY+h2hAHEVHjCSIA1bMrdcj/iZkd0yuoZiTVUx90sclfnndzVs9NCQNby6AIyPRjE++sqHXrNB92RlX8NsTlHnw0FWVsMBIB4EEmEND7ZlZV3DpTz9k2xCg8/n76F8X5sBEiEyBuLhXlp6LEgK88yojuKaqMDqOC0ZL+UN3NlQozM9T1CqPd6XkaiJ5f3uszGgG4BmiGpvh9trdfg6HfPBFFNeLuVVdd1v8J60rCyW94C5MTLgWh0Ny3tAMmqc0tP7e8gt4dfcntVOr1csBMznNKSiwHsrBqqt7hneZBLGgn6MjQBvXTFwb5PPVSLCCrgLIBU38LV7ShStYQGHFeArNzXBwtPwYEfdg+tTnAmuaRrC4Qh8PsBnstHKbwBjWQ9HVQ0HNfVMjseA8VQcRlgbqI9yYxqYysQBTF/Y3+6g7x9XWKW/OqUYFBHB2ChUyfR85ZVXnnmfn4YN1+zPlv0on0elznWn2qS/L1uWgn6uU6ZxcX8fzxR053I5bG1tYXx8HJ7n4etf/zpu376NREL1eb733nvI5/MXcpAA8I1vfAO//uu/jq997WsIhahs9vDhQySTyY8ccAOkAwx6IGzbw8o+8MG6h2JFQyquYS6nYeuIi+zsKCvakyMeNI0B3V6BC+u0UJU+qpCG1uowcLI9UpJsh3RzAIg4vJHlBoCw6AFy+Z2m6PW6NsngcGWf/dy2q2heu0VSqqIhpaBaEQJkc2NUNjcMIOz38GDTQyquodHRUKiRghcwSc++Pk3HY3mPCuK6Thr09jHwxcukaj/dIYCHA8CVKZ5Tq8P+ZYDZ8FaHdDrLAawGQemowoe30hRjT3QCb6VJIC/V2YfVsuiI3Zgi4I2PMKC3XW47E2ffXkcEwfUWwdA0WD2P+AEYvL7JCBMCdzcI1LrOfnjXUzNRbY/92JkEVeK3joGdY1Icv7+sKgTpKM9rIUXHzDR4b+JhHnMiwv7ztx/Tqbk9z/OS1L+WTVG227Ok4Gm6FMDRcXNGw1hSw9aJ1tWPqGF+DHhrSaisi77AluWhLtoZfDrnjTdapLcdCRCNBAicySjQcbQXNvvzvL+jF7Xd57X/F23D8/hs2fA8nm27EhdX94AKgEhAw3xew3ia2DiV6Z24MJ0RIyHjQEes/7oGuEH2Lk+klZinHI/YcYibmQTxpltdW/Y2v77A9X95X42CalikXWfjDHJKdVbcOy73GTD5frvDmcvSKi1i5c++AnzlFvcnxddemSPjyvgYzX7y2rUsD1vHxO1B1Pl0nDRHGYQ22mS6vXGJjuC3HvFzAVOphn/lJoNKUwTa0nwG/YXQOH2K+1vcTyrKhL7fZGXHsnup25bNdrHLQkum23wG+5s1oEdQUwOp0itl4lg8xM/aDpPo5QYxPRUFVva9077z8ZSGco33p12gP3FaiRXPSKPN52YmowLzcICfcT1SxdcOe48zHGAw/J0NJmKmM8T1DzaALy7RJ0tHxexym59NR5mkuDIB/P/ewelFqTY4huyrt4jZy3u9QnYTaeCkrnEcKVhokPdG0zRMjvC4B00L6X+GPunf7qDve56HtX36VuNpDzNZXtMnOxp8OtvzPs6z/Fmy4Zr92bIfxfPwQEbsD5b5fw1yUoSGt5aATEyDYVyMb/1MQfff/Jt/E//qX/0r/Oqv/irefvtt7O3t4dd+7ddOf//o0SP8+3//7/E3/sbfuJCDBIBXX30VgUAAv/Vbv4V/+A//Iba2tvBv/+2/xS/+4i9eyPY3jzkWS1JvJIjfnGEwJcUupOpzNs6btFugY+D3AbdmCNxHZWYUJ0cI7qsHao5yuUGwvrOh+rWkINeVCQJ7sU4nJZsgMHdsOhrjaY7W6LgqgPYLdfFakxXkehyCekzQzKV4TABBIG2o755UKPzm84lxZ+B5uB4dpKZFgIiFmCldO2BfXsAkeJXqBNBKgyAYDxNo1w6YiDgskQ7esZkkKInA37Epy59PMmjcPiFoxoJMUjze4X5zSQLbaIKBbKEiaN4OKW3JKJ2M7RM6EB+s8bqFRHKg45AJEA8rFdFGm8F2uc7Eg+Pwc6/NcztHZQLm4jj/73oUr9s6JsDHw7yXJxUCrmHQQVqaoAPSttUztXpAoL01w+LC3m4JU5k4No7IltCFuEw4IBTjdVbmbdvrEQkKmnQaHJf9aPUWr+flcR7PxhGV2V/0GJKhDW1oQwPUNIRB47Ge7hEfbs6o4PmgBKyKIKnWZmK0IpKx16e5Ho4lWHE+KDPZqWkMumIhft/0iV5dgUf7Ja6RT3eVpohh8GejDTzdp0rzFy4zYSkju5EYcW/jiMnbfrX0lX0G3ZMjSqAsFX329dWyebx+0QvdtBQWhAL0KUyfUDX3eN6apqZ8ZOKsbJ8yA5pklwX9xNGprLomuwUmiA/LxIjufvU768BPXOf51Nq9x+h5OK1Y99tcjskVyyY2y9GSh2V+r97msR9XegXF2haDzO0TJq6zcVUhPxXXq4s53a6afDI+QozcKfQG8uUGfaJ8mknoU+Vzj/udEOy/jn1WLK1uEUdLdV63sMZEQanOyrf0O0o1YnrAR19n7YCY27TUTPHNI57L9sng+70q+u1nR0mnv4hn6GObxvPsHoEr6eXBAM4IGQ5taC+TWQ7XRw1cXyRDxxHvyxbei7BnCrp/+Zd/GbVaDf/sn/0zaJqGX/mVX8Ff+2t/DQDwb/7Nv8Hv//7v4yd/8ifxy7/8yxd2oNFoFP/lv/wX/M7v/A7+9t/+24hEIvi7f/fvXkjQ3bI8LO8NloVfOyDtq9oEAKUyGQmSFnxcYZZczue0hdLlSZUgsLzHRVlmROtinMTnLwOHRc55jgdYIc4l+LnlPQJWPg189TYBVNcYQIaDQLumQEmqgIf9TBTUW1S/jgQYlNZb/L0UTImHGczf3+AxRoKsrK8eEKBnsqyoVsQ4E03j5x/viBnVVVbU728IATKP2WHLZvb/QDgGjiOcApvHkIgQtKRi+G6BwindszHDAWbh53IMwB0PeHjEYwmLim65wc8ArMoflEkRj4aoHr68p3q/P3eJVfmOowTRutVFs3E6Gyv7BOalcYK4bdORMXRA8+iwXZ9iX3i5Tueu1OC5uKZIrOwT5NePBO1bY+JA1/hMpKMenE4buwX2z1UaBPVoUFWAYmHgzUUP8BQzAqAjsFfksZXEWANNY+JGjv4AXvwYkqENbWhD+zCT2hkhPwMj6czEw0BUvPf1e6rKKl//xE2KO5UabP+RVcWAybU+FiKe9CtrJ8IU+PQ8IXQq1kpdYxC9WxSsrgZgWYDfz+CyUONaHPL3io75BG5a9rMHSW0biCbzaNtA2GCALwNVXUePOGYoADglMXqqL/iXlPHRhDhvgXOL40xOXJ9mMmLjkL5ANEhMnBml3stMlpXX0975USUM9p3HZ4/7Uh4Iit5u2eMe9vM+hIMsBEgB0IDJ7RgG55yXmyrZL38fDVLAa9Cs6FKdCZXFcQbI3SJl5QYFUXVdVIprajRbNMj93J47+yw0LT5DmRiP2fQRq+stXlOI9oLGAJX1WpsJjUxcVdZlsmg8Td+hO6Gwsq+o/f3WbPNY1g88HJTVM5lLeJgZZZva8zYNwLVp+h0HJZWkWRxnImMYcw/tZTbXIx4Yhmqz0QTL1bJ6dTI+qT1T0O3z+fAbv/Eb+I3f+I0zv/uFX/gF/PW//tdx7dq1T3xw/ba4uIjf//3fv/DtWjYX7v4RHoCaKb2yz+Cmu5Jo2QyG+k1mqGU1U9e5GG8dMxi6K6rcuSRpziMxYCLDZW9+jPQfOX7Ep1NB/KjE47w5zYDM8wgglkfgmcuRWi7373rA5y9rOK7wvZ0Tkbk2mQRwRTBZbjBw/fwSF95ckjQqgNdjPsdM+UGJYmi2yyrz65e4zeMy4Aux0ut6DFglCF2dZH96x2ESIR1l8DyWYhXccQkCy3usNDuOGP0hqu73N3nMjuui1dFxd5OU7Z0TVp9X9gmybz/meK8nuwQ4wyDIrR0QbIs1XiuZpNB1JiUiQWAkztEo8nrvl1TgKh2iSJBA/O6KSKAIh+W4wvtqGARyf4b324MI9EOqkmE7QMccxUGZzpIUE3pnRfSKB/i60eI5yWy+Kyr7sgIwmiSNznW5/fVDzm/vFqB5UWNIhja0oQ0NYHvWdgFY2dOwfxDAdk3DQt5DNsbWoJNqn/r3KJOU3/2gd4oVwNf3N6gl8miHVcLxtFKeDvuJI3KGdDfN+kzltms9joWIUd9/yu9JCvP2MSePxIJ8v9nuDXZDfqHafUHXZCJNnB/U4zsSJaa2bWKOX56GSBhrGjFDnlulydefXyL2bB0TPywH8Jp8PZejj/D+mnIeq00G4q8vMCjtH+m2MAYkw8T647LqcZzL8TgmM2wb2DzuvaeZOK/z95/2jlnzPO5jr0iq/OQITinOj7aZ1Db9PIbxtKrUrx6Q0aVprBSPRHvHmrUsD9kEtWMm0pzD3mxR2f7NJSbNR5NkCMpExEKemDsrkg4Bvxqh1e4wSbFf5LUKB1SCpNoUTrh9NlnS7pw/Oz4aInNjv6R6+KMhXhNDBxYnPv6z9XHNA6/Zo4IYi2sD/jZ9sNG5s3+DQxvay2SmRlbw2qGodGuqzWZilL+/KHumoPvD7PLlyxe9yedufh+BpGmpgA8gaAT9zATul/gZRQPuzVh3W0JQfsOCOh4NknKVjpLCHvYD0Pi9v3jAXq2R+OAgab/M3vHVfQLEzCiD2e0T9lUF/KRymwI0NI009WQEeLQlgjGNGc1wgNvSNAZ+0hyHVLNX5vk6JihcY0meh+MwSPQLulm7o5ydK1Pc3qNtAugrc0rcLWAyW74i+uuCfgJttUmHYiTGa1Bvcf/XpoBLYwSid1fUsSXCGmwX0F3Ou/zSVV6Pji1EDnzA+6vAbBa4t0XKvOsR4JcmeB8lHSxo8p7M51TftGXT+bJsIBtjxWDjiOcaCfJ+399i5ls3eO0o5sZziYeUsrnrqbFo8zle84fb7LfeOtKQHeE2U1HVg5aK8A9+45AOju3yHlo2M9KWzX8dm9fP8+hUNdo8n36HUKqznzd/e2hDG9rQLtK2CxBCaop2e3+Ta3rDIitHWrWpWDrVAWrVgGiRcrim91dF2zapzEDvWCqAa+rlCSZig35ShR2P9PRMHHhnWdCJAyrJ3mhz5NQXrir818T3yg0meIN+7cwc62e9JgADROBsj28uyUT06kGvoFjTYpvS453B+9orCWp3S9Gl5eisWpPMMl3rHZXmeTzv8RTxfiarxOVMUZH/3rKa2FFt8t/n/Nzmo2013rPe4utwgG0BVyd7+8evTtEPqjZYOe++p1cmGRDrGqvl3b3/l8dZrTZ06rss76qxZpfGmdSpNrj9p7tAdZ/+y9UpCqfG011JCpDh8M4K8FdfI75/8Wpva8PrlxhMz43St+sOki/lOSP+oHz2+kdC9Gf2S70U+EqT93XzaPDfgOkDxlLeR3qePokZYHGjVBe9+CYAQadf3gNy8ee6+6EN7TNtHhhb1VrombKRTfD9i0xKXXjQ/aNoQb+G+THvlKZbtLVTwHtlliAfETTgZpsg0mxzhMigjLVpcOHWRSo0HGC2dXVfVIKDXJgNnZ99vM1qpU9nZlz28poGb/qO6HkOBRjQHpapwDk7SjB9tMPtzucYzMbDPKZC1YPtUoF8+4TV5I7NQNzQAd3HY7QdglyrzSr0Up6O0t0NLtAti8Hro21RoQ2pQDoaFFl5UUXfOKRDETRZHT8oMXifH2NG/ckOj9FnMJMtxdYcl4Jjf3aXgfdRhdeNlDobqRhHgJXrPNZ6m86F5wH5FK9zNs6g+aQGuI6gtjc5V/zdFWavRxN8nY0RxFf2mMxwIeaRgln4yTTP0fMImJZNRywVYYVbvv/KHH+XiQErB7zv8RBHq0knw3aAlV0gEvKh1KDj2BJ9+AEfn4076yr502gTkG/N8pq0O3wWgn5FJQf4fj7VO9cc4HPyLJWZoQ1taEP7uNayqD8BiHGKoRgcl+v6SYWVZNNQyUjZN3dUBsbSZ/ttAa7ldYvJTVmdLYlk55evkOmTEHRe2WoVDRKfR/Ks/N7fVEHfK5eVYnkkwMBWspviQiDdccTc5pYKTGNBMrweb3vYL51PDZbJ224RTHlN+q27x3csefZ75QaTFf10ab9BrBrUd15vAnaUx9zqonUbOhO3MuCWIzGlQKihE+vltdF0JrdzSeDBJvffsdV3bJcYnoxw+6d91MJ2CrwPP1hhxXoize3/YBn4mdsMbH+wrD4vZ3G/cYnnUhb4KHv/SyJIPyxR7LT7fhdq9INOqvz/aIIY3rR47WJBUtRTEfoLrqtYbrKi/sEakI7wflgdVsglpm8esw8d4M/1A/5ukM3nuJ/xlBDcq/MavTJPjH+yO/h7T3aZaIgN/vWFme0B+wU+v47X23axXxg8Rm9oQ3tZzBHtSNNZxh5Sd2E0wfedT5te/pfRTjPPe4DbsZCImxhLEsA0jQGoaVB0bK/IG/PqPIOea5PA2pHKWOeSXHQl+GkaF16ZhdY1/t71SOFqCdp2d2a8Iaqmj3e5/UqDgFERFYBH2xz19XCLi3vTYkX10jhpfLKHWwa0ls0FfiLDTK1u4nS+tqETMOJhBrozo8xwy2yt4xLkJQUtGmKwHwqQxtfuCGdG9NzlEjyP4yo/W6zz/5o4HtnnXG0qMQ+fj9e+3uK5GgZ/pmKADxzZNhIlOOoajycdY5Jg/YBgXKpTdCXo5z4dB7BcOnWpqFCKNVnth8csdl1ktjwPuFMHXp3jua0fClq5EJlrdkRQn2Cyo95WtLutYyZCLk/wn6wK7JwoEZyWDYzFfDisqV6xVJT3f+2ADofrKuE66ThMZYFtoQkwk2WCBeDxmz5S5XYLvc+yrOIPbWhDG9rzNqnbIddgq8O5zskIMBoX1NsAcSHoZ8LxoMx18+oUE7P9Y6Juz7Mi2d9L53rE2rlRYspUpreqaGhMAj/ZJT7IUZpPdoA3Frn+7xbVdts2g7bZrIody3XldMWCxKaDci/9WlKD53JMlPdXYJPhsww4aR/GRLJsJiksh4G3vF5P91hlDQX4mauTxNq2ECILmnQMLbt3e45LHIyI5LhUdPcZPI9oiMmLR9vcthQD9RnEtO6+bNfj68MSnVM5WkyarjH5L+nL631q4pVmVwKmq9/ep/P961PEz+7q/+UJJrT//K7CaUAJqS3v8T4fV+mXdQvPuZ6igPcLwoVNUs7LdZFEB++/abDoMRLjMfhNVrwd4ZOtH9HvW9k/q0L+dJeteaYQXXM90t5/6iYTF4Os3Xkx/dQa2IdfrNG3kvRZxwHC4WFP99BebtM1rvHJCOMtiSnFOvFJ6k5dhA2DbmE96qvbVeTzYby3qiFgMiiSvdmSnuMzcCq+lk+LMVtdGWvb9U4r4K4IwsIBLnYy4AYYtE5n+T35edlrHQ2yYrt2SDr7yq4ANo9OgVSwrzQJuo02AeKkwmOKh1jBdQTAnVQI5IZOUJeANJpkD9fDHSAkAvaRKH9/LFReyw0xLisslMnLrBzLKquksvl9BB1dVGZdl//3QCdmKcXz7DjKSbEFbfreJj+3U2B2+94GK8VjSQORAIHO0OkULE3wXL/7hPciGeEfx1GZ53hcZQA+n1OVFE3nvmIh4O4mr5mcaSqrMKU6UGzw/ZCfxxkJ8jujSToHlQYTFLOjon8fDKT3SwTwkzIQEkFy2+a2owEgGXFwWKPQneuxkl2qEcg1cX0MjcflM/g7n07q+VhSKI2a4hzCBP9MjAkg2+l1AIY2tKEN7UWYnHhxJPRDZA/1UYVr4FSGGNRN1Z0bJZZl48CPXWPF8bQqPUfscxxWdztOb1BkdZjY7ji9VOS5HJPg9za5jjuisinxt9NhMCWT0qeBh8v53QAT191V5KZgeclAbGqEldtHOyJo1oD3Vs9WYL9weXDrGcB1+jy6dCrCarBpqAkn0RDX9UKda/5+iQGexKHFcZ53oTr4/mTi3OdBiduSFPKOTUzzGfQv1vZV33PQZHB23v0O+kXSvvsXGrffzcbqN9dVgfbp1zQlejeo+l+oejgq9+K09MFKNSUQ1/+7mVFS07v1TqS9Ns977Xrcj2Q2OC6fHanKXmt3JSkC7BePBc/6e9WGh7ubKjHRbdsnrKqvHpw9jnyK1+x5m64xQX9njfdVtlY4Gmnz+jDqHtpLbC4o5NjoAN99qkZDXp9mvDNAY/uZTf/hH3m5LOADaqU9RETF1xQiWaaPAAioRns5u1nO/YyH1ZzkiTRvWCjAhbjSINVIBqmSWm5opHMbAuBdVylg2o4QhWkyM9utqie3CwDwGAxfn2LweXNGVB/aPEbTUCNJClX2MYVFQJmO0gF6b5Xb0XVW3u9tMoPsN/jAVRrcXqXB7PBIjEFst3keRddYAWCVw+pwcV8a5750jfMygyb70GNh9sztHKssfcdhFfnaNBMHqaiORzs8NkmJWjvg50N+Ncc1EVHj3m7P8p585xFBNxxgMLx5LOaLiz41q6OcOkDMRW3yfdejI3gpTyfvg3UGzJoActl3J522O2tCtd7gPbu7oZTn58cAu757+kwE/ay4pKIMnMMBJlIabTpXtsPESTbOXj7PY2Z+NEEq3luL/F0+reGLl+m4fvEynZbhuLChDW1oL8o6NllXg0xW/WQw64E/HwqmVqvDdfDNJeDn3+DPnSLX9oCf+Br0E5eD4nUoQFzbPDo7uqndoRhlIkKs7dj8mRB06BPBUAsF+LtQgAFYpc62pFJdYbTtcm3fO6HGxmGZuHhYZjuY5zL4LTeUAKsjhEAfbJ8/QWJhjNXi7z0hHh0KXPreE/5/NCmwRlyvapOvM3Fel9V9NRKt0ebrdoeJ4duzZE/5dP68PUvcr7foj5i68Al0Tl2pNbnPcoNTSV5b4E/HI+4NsrkcEPTR1/AZADSV+J7OqJ5wiUIyWRLw83lIRphEuDrJn8kI35dBftCv9fhSUkW4G6dlYscnFMlvzzLR8ePX+PP2rNDkEfgbDjBYDgf4OhRg5VfXxAg3oZsif+e4fKaSYWLuKXNBHEu/tTq9OjndtnbAxEg2zvOUfxfZuNILeN7mQfgOi/wb0sCfn1sie2/ILh/ay2wGWCD75gP6/B7485sPuC6ck398JhtWuj/EJtIEr3SMi67r8cYcVQB4al7oyh5wUASWJpSyuaycjyXZK75+yL6r61P8fKmu6FOyvzvkJ8BKALdsZlfDfgJIMsLfdURA5oks7cwog+CNI1KaExFmVgM+AmqxxsD08qTKMH/xiphJqZOK5zcJUIDqj5PZ/ZV9BfBfuMJzblrAjSk6C8Uar8VcjhX0owqvlWEAt+YYwEoHSQqqTWeF2EmTlfq61TumZa/Efq4vLLESHDRZaTcMnpemsX98MU8HDhDjzeK8ThuHvFeazmuyV2Bl+ekur1MspJTGu8312AcmxXdOqvzsUVXt1zA4+qUlKP23Z1mV8CBmqsfpxGguz/vHbwBjCQ/3tqu4vOQhn9JQbbK3zfGYXPjmA7V/2+E1vTHNLLlUN5/IKBGUaJiJAICgPRRNG9rQhvZpWKvD6Rqvzsk5wBo8EM+sDtk/IzFim6waxkLArqgApiLU3JAV6/kx4umlMVLMZaAkR3ddmeQa3j3+UTLR1kSv7tO9Xip1LCQqmR6rovkUA8RGm4Jf42kmlPt7zwM+rr0PtuXYUCWC9eWrTN4Ost0TJkevT7Ntqgzi+Hy+ly4tTQbrj7ZZYUmGFQvLZxCPAwaZXdUWMU5WK0sNJs1/6gbxd3wEpyeQjNBPsB1i4EicvoNlsy0pHFTTNY7K6lqOJXnd+1XN53P8juljImLrmDgY9JPR0LaZYJeia93XPxbkvTup8v7VmxQgm8ny+ThP/dunA7NjQG2D90nOGd8t0EeLh4GOy1Y7KYh2dYrXsFwHvnSNCXd5biMJHtelMVa1jK7igS36OsN+nq8UWfXA11cn6d+sHypF9/kxMhRiYT5D/RYK8Hp+4QrbHCSbYGnixbLSGi0mZ5JRFkBc8N75dPqgQxvay2oeBk+TgHh/cuTi9jUMuj/ETB+pTpcnKI5RrBIk5nMMFGNBBoS6RvB+uCUWsLB3SjsK+jX4dA9Bk9nqoMnM/2SG9LmRGHBYIQ3qlP4jwNT1+DDcnqPYWrNNR+OVeWZVizWOSGl1gG8/4ucDJuBrE5hnsxrnjwrlTdk//kQIr01kKRjm00mb8sTCq+uql2wkwUA1EqIzJIXk0qLae2uG518QNOmZrBAxE2IsIRPYbtKhmhghYOVTTAbERE+UHEVyf5MZeA3qXAJ+YK/gwW9qaFpMOJgGA9umRZC0HDIGXI/HvXHEbQZMOhwxQXlbPeB1PyjTYdgvEvwsW6h5gvcjGhRVE1vdi5Myky+GxmMo1/n7pkgENEQF3C/2GfKLXnWd82h9BhCJpVFragj46dBk4ryHFSEWs33M6xQNcfSJ7DE5qbKnPCGqPPOjH009d2hDG9rQnrcFTQZiLogDzRbba/JprqVHFa6N4YAKYDSNzClNJyNI9urWWnx9c4YVuOvTZ9WsY6I/GRAUWUHrliyt2Rx7aw1dje8s1nicE2m2L20edZ2AxoBx+5hJ7O4gfyTGxKfrkQIuR0s1LeLMWAo4GUBfltots6Ma0lEXxxkTmZSHeFg/pUsPssOSSgZ0B9ZS06Vh8TiK9d6AvCHo7fc3mYiW+H1vE/jcArH3W49UCwDEPfjSBPFF9uTLa7lXZBBZb1FXRAfvr2Fw/7rOoPryhKpCH5Tow4wleH8ei4km4QAT/okQmXYbR+p4Gy2+zpzDlIB4XkZiwBsLnE6yKqifbyzwGKst4LuPFRPwpMrXX77G5/CowsSPTA6YJp8h2aLVP/M8GuQ5XpvsFeO7NsVncOOAbAR53it7HPt1c5rXuN9uTAOJiIZEBGeo8y/SpHJ790gk2+HYOClGO7ShvYzmePTpZfJW4pTr8v2hkNoLtO0CQV/So6qCGve5RVZQm21m6rMJZsW/+4SfjYbUTO+dAhf927MEwfVDZlMnM3xdrnPBf2OB/Wx3NpiVjoWYNd44YvZ2bozbrraokjmWohMgR2L4DB5Po81M5n7Jw5uLGvZLwMNN4K3L6vgqTaDQYJ+b3wR0q7evJ+Bj4DgSBb5ym87A/gkAjecuM+U/WCZIL+QJSs0Wq7BP9ziyLBQgne7WLJ2VaEDtoykEdrJxHnsiTMXUdgfIZZgoqDSARFTHbkHR1ToOwXs8LcToIqwwNy0CfLUh6F5NIYYiFGotS4xva5HKfW2KVY/DEtAGj9Nv8rpLlVbP4zXOJgm+Vof3KhwE2iKh0WgxKdFok45/VOYfbizEa92wgOqJhof7SSyX+X42zucgG6cDGA3SMTINXpeVfTo642k6EbbDn9dTw4B7aEMb2mfHYmEN4ykPf36Pr13XQ7Wt4bDM0Ux+k3hzRsQrjnN7dTeOWFXMp7l+y7aqESFA6TcYTBVrqrc2FaXwZqlKmvTTva5gKs9Kcq3NIKNfGbzeJL6WGr093X6Ta7IHoNIGaiLpmwiTXn5esLg4zmPaOPJwXNHQavhQbGnIxD2qavtVG1m3hQKKgl3pul7JKK9NOka/IxQQeigiIJ/MEBdnR4lp3edmuRzNNkgRvdwgxpwKdILB8NM9tislwoBdFaKsGl8HTSp+59NnA+tcgmNOt475exmYbh0zYF3ZF7ovEeXY6hqF6KYyg8Xl/D7i+KMdfiElqvePdsiueLTF69BfsX6yDVyeol6AtEqLRY6koFhr4H5lkkUDfYmWSAZdnVTtDPc2gFcXgHSczIxyg9fjxgz9kYVR4EtXmBiQFfcb02zfk/ZpsdI88NprWu/8dE3j+5cnXvwxDW1onxUzffy7LtYEFgm88RmMpcwLjJSHQfeHmBz7oWkEjKDJDK7jcgHOJVmhHU+pxeu4SqqOrjNL6tPVCLCY6A+aGyWYv/2IN1PTCJx3RIb/y1eAcpNgdm+D4DuZ4cOwekBK29o+A92Aj8cTCRIw/DLIa4osTYOZ+mRU0MLbgD/M87MdBn7XpwlSuq6U06tNBqF31iEE5njMVocAs7wv6O+Cpr26T0qXKQThToSoS6UJvLfGirikVO0XCfp+H+l05TqBfyEP/JXb3EZb0N1KdVKzpEK3oatedtk/vn3M435ljpX7oJ9A7Di8tpYN2A1SREJ+oUbqikA/oma0rx1w2zsnYhxXmtvbOmEmuNLgttsdPguJCK/R4x06HE92eO0djw5ZucFkw5NdPiuW7cEEq+ofrKvqTCIsqhRbfM/v47HHQmJ+eIdJg4X8UCRtaEMb2mfLWhbHaWXjQrnaZbCVjHAO9FSGwZ7rAfC4PnZqHMe5dsCgTJrs1fWE4NZMVkMucbY6OJr0ToU3AeLyQYkB0OoeE90TI6pqfG+DVfKOqIxfnuhVPTd9rH5OZ5TgWyjANTgSBMpF4kZEJ662xASKeIiY3V2Nl/O2CzUmdKkF44dVF0JiSSYB3usKBqVdygvtlZoQQAV/FqrEitlRYnOtBTQcVp7jYaqvdxwG3J5giVk2X7+5SMwtt5ionx3l8T/dAyJ+Jiv6z+HKBIPnsMkqs2EQk+ABxzXey3sbKkHR7vB1wEd/QyaJu61YZUBr2aw6y4RC0C8C8A+pJkllcjnzHOLzGyJh7XlkC8pA3vOYCJcFk/6kztohg/eDEgNjU/SG39ukr3Fzhm179zZVkmJpnMn6e5v0o2S1/1sPgS9d5f6vTWuYyny8ee4vwjRR1TYN+kHhAP8u5L3Shk3dQ3uJzXW4Dvz5XRVfSCbIjWn+/qJsGHR/iFl2r/qo7OWVc63Hkvz/PRFkBv3sEzqucEGLBCnOUm+pjHmzzUV/ZZ/Oh9m1v3oL+P5TOgQjcSW8MZZkVvvdFW6zWBOfb3MeaTcFzRD9Uy0R5LcEdfrqpMo2GwYBJJcgvc+ygNszwFaBNGrH5ec3jlhN2CkwaF4/4rE82uF2pNCYz+DrjkNgbbTV7FPb4eu1A4L9bI6/qzaBd5a5jbjI6n/vKcEun2YiA6Kvev3Axe1Znb1lQrF1aYK0rrE0A99IkGryuycUV1nIE1ALVdLPXY+UMNthYmQ+xyp9u8PKcr0FLOR4XzrimjkuZ4OGBBX8Up6BddtSYjCtDqsqssqwsq8C5tkcEwIyqZLPRuBBifPpOn/emAHefkzquhRmczyC/uoBKxSxEBMcjtv7zAxtaEMb2qdplgik5MjJtuUi4NfhE4yqhKj4nfYGi77t/RIZYpXm2TnKpk8xm/qrg8Wah80j4OYsceVUEV2stzOjHCu2dtB1kKIF6tUFJkELtd5zWMwzAV2sidGSPp5To83pEQWB47K9KRxkIjYRAfLu2Wp8OspEdK0pz1s/7YkOmkwI2O7ZYD0Tpx7JtSl1vWRLW7VJrJc4U2uK1qxRFQACPIZu2zhiFac8oLIuNUT652NDY+I6n2bQbXqirarBc3uwpXrSNU3QM4WAnPSLcsle6rll876Wivye53mwXQ2tDpMdUqCsf+a5ZZNNJnvcu4PnUADIJ0Wi2j291fD7mMzeOubnuqvgmkZG3tI4n7XvLSu14htT3EfTYoVcxqKVJlkQzRK316+o/2CL1w9goB07e6kHntsLM41+kiwOyb+Za1P8uxvODBvay2w6uMZ86SqLhuU61/br08JXv8B9DYPuDzG/b/DYD59BsRIPwHeeMFvccYBOU/Wj7RTEd9sELV1nVTcTJ9A12krUzHGFs9JR2dx7G6Sjx0JK7CwgKGmaprK5D7dJE5PBYaPNAC8ZAeayVIK9NEbwOa6QWud6dDC+94TbXBwnGL4+rwRCTqqsWkhbO6STERQZ9JDLh9FnEHRKNYJttUkHoiFo7oYuqN0dNVrGshkMx0SFt2Or7NLaAT+XSwCTGQ2O5+HproYnO7zms1mOTHu6y+snx6R99wmvSyxIB67WpGNXbRBcpjJUoc2PsMJiGPzDaliKBh4JAbV9HkciTDEVq0Mw/fYjOovjaUV3A0QFZYLCPw2Lxxj28xge75C+f3ueoL26p+HVBcVMqLWEI2IQ/NYORFY9yPaDkyqP3/GAbzzkdik0pAT7hja0oQ3t07RunDR0wGpWEQ6ySTRossq6fsRgdibLNfvRNtfvr95icBk0e/u9Z0dVwNMfqDQtBrQ+X+82H++wYnd5fPCosYkMg3zT1zsLWipoP9xmMB0LEdcCDn/fanM9Xj0gxgf8QrvEIz4MqsYXax6KdTKaJLaVG3z92gIZVIOo8yEfGU9+H0VXw6Jf+/4Wj+vpHnF5OgOEcjyHB9sMhK9NDr4/7Q5xy/POjm1LRlVFp7syPRIjPrvu2Yp1PAzcW+f/++erH5eYYDH0sxTsmEjMbx6fne+dS0rmnXfKDDwVKQuzn3xQ8AyP99T1hAaOuJaaeL9YVxNHum0kThz+1iN1LMUaX//cq+hhUUgL+4HtIzGnXbzngUn9WkPRtgcF1rbNee795/aicNwDGQ3feqjGtjVaDDC+dHWoXj60l9s6Htt0/Wbvuvveqljjcxe3r2HQ3WdtG4gm82jbQDigYX7MG6hqd030CrkOq8WLeVZHm232gY/GBa3ZJY3p20JgQ6qNhwMMNsdHlMDZ1gnpWZJut3JAsN85URWCjqMyua7HQHp2lA+KrLDHw6R6T2ToYOwV6fjMjvL1cZlCZm0xKuPehhhfZpBuJC0ZUcIrtSYQFLS0fJrUb79PBNwiOHddOkK7BQItIOh7DWb2AZ5LLsmgdNA8z3qLwGnZZA6ko95pJXj9kI5aKsrjuT3H76wdijEvHn96oKOxX2L/+fYJK+DRIK/vBxvAm5eYbLAdXlNDKHheneJ+bJHtXxins6WLXqiNQ3GgGq/dQp6JlEINCIrz8zyRQAEdpXiISYKOw9FnMxne15U9fm6vKEbFJFhNr1t0Uh2H92DzSFDbTQK2fB7PG0kztKENbWgvyoL+83FyPs/1yrK5TnfbqNCwmM729hrPj3GChE8fHIRFg8SAk9rZbWbiTFK+Ms/1VSpFL+S5hgdNipslwh7aFgPoVFRDy/KQiXHN7q4+f+4ScHeNuJdLMenbsJgED4uAXV6D7mq8LQS23L5oxvX4/tXJwcH6UdnDVEawwVqCAeARqxJhYoJlk9V1apqq8ibCvYJo0aCaerJ5TP/Egxi5dkyWWTbO/3dbuUFhsP7rC4g53gExXq2v8hyN8Dp/7ykD/fE0r9f3njLBUqiymLB2oPrt53J8v9Jk4iQR5r+Ow9eLeSYIPlg/GzzL+/qFyyx4FGtqbKqmMSHeaJ+9JpcnOU40YJJVJ+nWu0WOlXMEo8F2VSDf7jAx3y+qJ98/73mVuj6Dzg14cTj+aJu+aDrO8253gEKFffnjw7a1ob3EJkcFlhucaNBtifDFzrEfBt3CZCZyZU/D/kEA2zUNC3kPIxEu3OsHDFJlZjwRIvhNjFDcZOtYVG9DDJzySc5bnspyUUuECaClBnCywmx3ucHtLu/SiZgbJWDsl3hMtSa/17L403KYwQcIBLoGhEPM5pZqBOYxASCeR1DZPuG2b8wwKP/2QzXuY7+oeseW9/i5gE8pw0aC/FlqMMubjPL4IHqpOg6PX1KTwkE6MZUG30pFeGyuR2DPpUgpnxgh8JXqylmQJnvobIcZY9fRcHRSxecvx7BxSPD0++hU7Yu+vZKgCgb9Sq223gIOCqzO7xboJKTjrBjExTUr1nht82mKq6zuU4jn6iSv/UGRI88ebfGayR47eW6Ow2chFeE1fyB6suV8VZ/OPvOjsqSfa4gIh3GvxHO4v8mge2GMwf5eUcwfNQiMuST75yX1XFIwVw+ohPqiFVCHNrShDa3fpNZE/3iseIgOfal2dgTWpTzwaJeJyqtTahTUo20RPIV7x7jIhONrC0y4/tld9JboNLZJ+U3ua3G8t2/78gQ//2DTw90N4lQ8DNyc8TCXI/Z865Gq3labDMIMA2g1uD53WzR4NgiU5rr0DwaZZQtKL84G6z6D12WvSJ+imzofDhBfUqI63S1EZmhKn6R/jNrCGJMEnS4NFtfj670CmQHXp89W/3MJYvogVsBcjq1wmkbqpQde5/kxVsaXxntHjS2NE3MNgwnlfBqYzrjouAbWj1ikqLWIpf1jyA6KTA4M6p1PRViNOqr0VqjeWaHP8RM3OPt9eZf+VyQAXBoX0018g4/T8egvREWbniN652stPqePt0XyoyOC+BCfx2KdbAnX5fWtt5Suz0GRPlz38c/l6Ou9CBx3Pe4/GuL5ynFt8zmee39yaGhDe5lMBycIfffJ2d9dmRzSy5+LbRe4QEqhjkab9Ou5HME5HWMWfSQGRIIaqg3SngJ+9gZrGoPBVofUJJk1GRf9QZEgg6jjiurlXdlTwFxtsR+tW907FGBmvlRn0PxgS732wH9zOS7k16YIPLrG/dzfBPw+DTGRmf3mAzormsbjkjT4SlONwGq22YcsM7CSGh7yM9tcawL7FgP5tgVA4/5rLZWF95sErqe7FEOTYmTlOq/t1UmVmCg3eG0kvdwUvebrh+w7CvnJCvAZVMKVaqiOcGjqbTG6LcT/B/1CLMTH+wWP+82lmNBY3RdzKjO8Z+MpsgHeXeH5pqL8zn6RwFxrcj8zo7y2TUuMAAtxPwFTqObGNERD3mkwHDCBEY8UxGqTz4RUjt06YUX7yiQz6rOj3IZh0CncPKIjlAwDV6cpmNds08E7qfL+SeEYyQYYZJ9a79jQhja0l85Mn4bZUZwZj9WyPAbgY2QbyWBqXCRe94pKcbt7FnSlPljdG2AAeSnHudQfrDPZnY4x8MnESSvWdQZf0iYyTIQ/2QX+4r6q0LbKwNfvc109KPGYWh2cZlcdV+BJlMrnrgPoBhME6SgD4UHmM0hhtgq91VKfzmP0Ged8T6e/8WSHn4mLFqwnO/zetWlie/8M7KVJ4teg4DkZ4Wdjod6KbyykNERmR7WB46xmR8+OuWpZHmIi0Hy6q5IXi+OcdrJToA8EEfg3Wnz96hxb3eotJlU8T6dIbYBFgGKDejHd6vH1NnB9ktvfPuntOy81RNtYgYWC7gqVBo5Flcnu/nOoNjxkkwL7+47zjQX6O1tHvIa6X7XFxYK8Jk/EeYcC9GUCPo4Sa7TpY0gLmNS58TzgblcCqXs03ofh+EVZUOPz8d2nKqlk1YB368Bbi/z90Ib2Mls6KiZb7PVOvUhHL3Y/w6AbSqX81DT2jZUbrADP5egc7BWpRn1U8bBxyGDuB8uqLwsguKWiDJZmxfe6zfWAiRTweJcOSDTE70v18NVDLuqOywqB6eN2SjWV6ZUOw9wos6oygAXEvg8YsJbq/L7usUq9X2QA+XBb0egmRhjkRkLcZzbO7XRX9udyBA7DIFAA3G8yQiC8Mkna9VhKzUedzvChrTUAaMwCP97mcfirBKypDI9B1+gAzOXo+DTaQnTO4uzzqZEA9kq9vWU+A3hjkXPNZ0cVLb5uMRD3G8CPXScAFmukUY3Euf/NYzoj01lWVUKCKiYTEs02z/3NRcCAyHTt8L12h/808FlIRbhf6XRKcC/X+Wx0HCZq3l0BDF1DOsrv31mnimi3oI/PoFNydYoOQMemAxgJqrnt8HiMkSCfm+5n2LJ57Y8qn17v2NCGNrSXz3qZYh2M5cgUm0gzUayLnmVZZdU1NcpRBj5aV+Dz2tz52k4ti6wvXQd+/JqaOSwDSqvD9ffuuhrddHOWCe0764PV0h9tA5kEsbXdUYyigyJFOx/tCKEvHYDGdfbyhApO+5OckSCp6NVmr1J3yE+8kiyyM9fRZeI1HDjLDNg6ohM4luLaLhMYYynqypw3C7pleZyRrimBUDnDPBRQOHLeOKuOrTAv6GeQKPVnusdteR79jc0jflYX1wqi33r9iMnnKxPA+2v0KVIx9oCnonxPtlGFusRhN46YBJeJas/jMV+ZFOrnASb4exS4Nb4vaaH952b6uC352W47qjBJ9KWrfF4KNTreb10m622vSGbHbI6CbA82gfIICw9NqzdpEA2xH33jaPD93jxmhf55mwOyNiRDQt4Xz+P5LI49/2MY2tA+q2ZCJTAv5RWLKB4WulUXuK9h0A2lUu4zSBtPRyKotUl1a4oeadMgcByUmFn1m8xuBk1VdXQ9IC3ER2otfue4SorwflHQwHR+p9rgDS43+D1DAxoaQTkWYrDf7nDkyEFZZa5nsgzGDYOgC4+fL9QEKApBGkcAU8AUFG8XgMtMTjzEoL8qaOMAg9BYiMDX6jD4zsSBWICjTUIBBsgyuaBpPMegySrFzWnlmLQ6rOivC/DdK3G/D7epIP7tR6K3KcLEgQdWIb63TCq4aTBgD5o8/vX9Nl5bNLF6yGseCTKjDjCz73k81u8/ZXY7FmKvV7HKILtjA6ZwuP7KbV6LrWNe65MK54rrGo/Z9LGSUanzXocCnEl6Y4bnU2sARlTQ2uvAd0u9Qa0E93LdQz5Nh+7pDu9XJMBr43o8r61j/oHLwNt2yLiIhuh0yhEf76ycpX/lkuI7XQItHYfOwdoBTp2sYQ/40IY2tOdt/Uwxue64LvHH9Am8ghA285HielwSbTNd65sOoXGRFJgcVtXNcoPYdFBkUPd0t5eKbInP/MU9JaTWKvP1z72mWpH6rVjjWM5il3goXPoAAZNtSusHokdcUOZdl+vvTlEFgxRE8zCeIqPp6gQxTY6QGh9hJf489pEnaN/lhgqQpLr4rVnic63Fbc9keZ3XD7j/iREPsTALBm0LcPy8LkG/hrlRD99fPtvbfG3q/MRBq+1h9QBnqPi5pNAosYnhsj/4sMT9mQYxejqjBPY2jwG/zur0O6sUXR1PkV7+ziq3XWkOTjZUGmp2bqGqaOLpGPe9NMEES76rN3uvKJIi53jLls17JcfcdWw1H132b+8VqQkjWxRch8+l67HXXbaa+YQo62iiV3zWdsUIPVs987kEr1HLol+neS9GxMxyWXiQejhShT8W4rNjuT98G0Mb2l9Wsw366dEwYyI5QrDapABz8vLF7WsYdIMg0y2iUq7pCAhqlmUz+FrZYyBXqHLhCgfoaLQ6rIDGQgycpfCJFD2zHQbMV6cIPC2L4DGWZlAoe7tiEd7koMl9mD5u476g3ek64FXYH3xlEni8yfd0jYv4Yl7MsBbU64al+qZ9OhAU/Wf3NykANjcKIRYHvDZP8DmuKkrfboGB/61ZVsIX8nRYXI8BvQSRVBQwbYJmSzgoiTCBT7oVPp2/G0+rvrhai4C81eBnbUfQ5j06TicVAqBlAwYCpCSmCOz1JgN9KYwjKfZjScCfJZjomnLIsglWWcaSBPaVfdkzzqC60uC1kmNiPI/ORLvDCv54mgHrK7MK0A9KPI9EmMfq0+m0AXRenu7x/s9kgZ1jZrtrTReapiNg8l5HAr3VamkzWY4dqTQ8VBpMLKwJymAiwnsB8Fj3ayqoHonxnsl72F1NGfaAD21oQ3se1s0Ucz3A5w+dJpKX97hGrx5y/Q2KFqxHO6x4dhzRmuSq6oKhc32OBAf3weaSTFh+sK6OoWExefnWEtlRVl8123JY6cskVAK8uwobFMnufrsyyZ7hjmiVCpo8/vUj6oDEQkzC9xyjzcTBSIxtY8m2CshjoV66Yn+gKwVN5XF7IrLTwIRztcnXB6UupW6N7zdaFPJ6f41YmowAr8yxX90nBOvkcYb8xBmfrhK33X3PixMeGk1S7/up+D/zCu/XUZX/um2iRQaXB0XBjofZNgaQkdaxef8sy4FfiNTU20xmbB+rBIwUYZ3KkNovcc5n0He5v0lsnEzzubq3yQREMkoBPCqwD8Y7v4/n2e6IQFtcb58BhEz6XKko7728r28sqKRAv4p60M9renrjTn/J+zZxzjUxtME+wEWbobNQVKrT14kabAcs1cnW6z6foQ3tZTOrQ6wyfGSxyOTdTgFwbE4guigbBt0g2MVCHr4lFMZdz0OtSVXvt5ZYFZZZzZMK6Vx3NwT1exS4s8H3R+Jqm3Im4liSPydH+K9lAZUW4Be9u4bOxb9pcfEdTTLbPppggCozpz6IQLFDwJrK0HFpWlzUrwo1znCAv1vZZ/be0PleocYA+vE2Qa3SYI93xM+Av1ynQzESY1a9XOfPvSIDvVqLi3a7Q6DQwADbdZlxziYI6u0Oz1fuVwaAclZ5WYipOC4dGUcEv4WqEpuT1XSpPBsI+VCosh9pJsvrLXvikmGei1RSbVp0lN5dUffMcfn6S1d536JBOmmlBgPYuxs8PlM4hJqmqOeRAPf13Se8p7tFBuEj0d45q7Ew8LlLVJ5tWkqhtNEWbAgAOjQ0LNVPl47SgSw3Rd92iLPCo0E6Y7LtoNlgRcL00dn6YI0gHw2yOi9Nzv+W1y7kFxQ/cPsvondsaEMb2stlcp51x2ZwEkmacDwx11okpGWg1W3tDpOelmijkYJVQVMIYrVJVW5aqnq+KUS4+tW2pa0fct3zD3CenmwBb13h9A6/yXVY0tFvzDA5emumd6xWNg688xTw+7lvaZoGlDvEEdlyBahe3YDJBO/bjwVLznWg6wbWDolJS+NnA91L4x6SYWJPodo78swngiZZEZbBtrR4hMn0P7+n3ivW+doD70WlebYnumXz+r+z0kuLDpis6ho6A0YpcrdbIAb6TQa6/dfREWy/P7ujKOz1FlutvnKLfc+DrNkGxhKk0Hefl+fxeiwLnRkpUiZF4lYPlFCc6/H6uB7wZA9460N6MYN+DfkUK/n9dn2Kz9rpfRXFlHdWqXouNWC67VKe/tztWaDZYdLFBa/bfpHP7Nfu8bhNH8/3vVXgJ2++GM0VH9hi8fV7fA667ebsMBAY2stths411LK55ktBxsMy1+aLTEoN/9bAAGevqMZtdDwPIT8B4/EOg+lGm47BQp4VVEkDK9QI1OuHnOeZjDIQNwxm3OstBunpGJ2AZFSDoXtox4GfvM7A+bjCm3xzhqDjE/Ssw5I6RpnV1gEclViplnQ9OVbKEMrdhk5a1LsrBENdo4r2bkHRqiIB0imuTgFGk4GczOheGmP/26jocbuUB95d5c/3VgnIAZMge9SmQnupzsD/zgaBsdriNiYzwNQIBcTaTUHbcHiM9ZZKJNRa7NvaKahzlhn2xXEN764w2F094Pf9Pr4O+elYyfFl01neCw8qA+14dCbKDbCPSeO2i6J3/PYsQVsToD07SqC0hBMZDHAbqwe8j492eM/vrysHoN0R1WiL4Lt1TKftUp7X59uPeF9TUV5708fzncxoyMQ9tDp0tJ7sdvdik8HwYJvvfa9LKCbkZ6Y/l1T0t46j5n/LHnC5VnT37g1taEMb2kWZ36dEudYOgUpdQ1y0DgFM2g6yaIhVtm8cquqmaxNLPneJ6+kgNe5S/Xw1WavDwDIUEMHzIfdzRYyOGokBX7xKmrYUYHvjEpCNcc0+KTJpLSvalSbxtSP0TiRd+rDM7Zbrg4+j1iJOux6rst1V3Xtb3Ob3nvTSvQs14MtXiZ3XptgHLIP/GaFbcmMG+P6yYA2IY9wvUWzsB08HH8sHaxypVaidnbkd9pM1dlLtHf8FjUmQyxMUFpLHsZgHqnUlrNov6HZlHPj2Y7Z7lRqKtp2JcjuXx4GDytljtF1e69tzxF45zi2f4vGUxX766fGOQ/afpO/L/vKWRZyeGBnM7mpZHirNwYrortebYJHWaJOd+PoC/cLu72TjfJ5cQeOWxx8QbQYrB7wm8ZCi41eaFMibzXrnVuQvyjpgceYnbtB/bbTocy6OizG1z3XvQxvaZ9t0AF+8wrV38xBoHTF2eP0SxRMvkggydMOhMu1SYbwd0ODzcTGvNZnpNXRmJ6cnCVIB0St0UlUZ5EiQFOj9EvuLpfo3wACJGWEPy7sEFmjMqs7mWK01dAZRpo8Up3SMC73jcZH26QQxv5+zwXVdzaL8wTIDujHRezYSY2V9PE1grLVFJbklQKnD89E00vSalqK/NTs8d6nmmk2QWiXp5idVJgRiIQaU28e8Jl+4TBA7KNL5ySbJAPjGA57TwhidifdW6by0Ogo8F8cJWK/MsUoPD3h1ntfA0Hl8QUH7ysYJZBtH7EsfifMa7BV4TRui19x2mI1vtOkY1prMZm0cMdg2faTU11vsCwuarOw/2laq8lMZwHOFmIzLZ2EsScbAzKiipO8WeD/+4j6PLxZiZeAbD3jtXpkDnux6qDY0JCOkxckxO0G/hv2Sh4fb6pmUPZHXJik0882HfF9eLzkWbvOIiYaTKpMKczlm6A29d7bgfG6oYj60oQ3t+Vg8zLUOYOBWbTIB+2PX6LAMCm6CgrlzZbK3ujyfE3oq1mCV72Ybp1M5+oOwkSix+c6GYkxVGnz9lZvEo3dXuP7KAPrdFWLN1Ukymp7uqp7XfAr43BLxWupxSCzLp4D3VwdfDx3EnUFWrtFnkOKnAM+h3KCIVyzA482nxJzrNjHp1iwrpp9boI8hNT8+dwkYjQF/VlTtZoZGv6FlsS3sPLX0eJhipGfE5ToUir2/KVTUQwyM720ySREWgnCtjgp0g34mtOstXtdLY4ppIAVg4yIB43mArhunxYRMjPc/YBLPJd3bb4IUbbM3YSCvV0S06Q2yw5Jgmg1gd1k2t+czzlb/fQbPtd9cj+yBy5PqHNjDT98qFQW+9VAwFDxAa5Jt+DOvMqEv2+vkuK7ZUQbqrQ4QG3wKF2YamCjKJoDX57uSEzZ7y7tZmkMb2stmPvDv9uGWmj7QsMhweXX+YgPlYdAN0U8lFvVaC2i1XMSjDKLSMf4+G+frTofBUqlOUDN0AlC1ydeXxxm4vTKn5oPKTPB+kf9cT6mVf+cxP5uJEyBPasBUGoBG2s9f3GOWPR5S/d9L40IALMiFu97k7zNxBlxS2O3GNDM3G0cEwoCfwW21wYrySJzA1OqorHE4wFnaUlTE81jlXhjj91MxlRwoVOkMBE1W2b/3lIqt7Q6wMM4MuxS5qbX4+svXgJ++zYW+1Sb4JEI8js0CqyNvXiI168Emr7McT6JrBLbRBBMFhujLK9cZyL9xiQ5NKMD9pmL82bH5XQ9MROwXeR3bHTEeTjh3HgiSjhivMp8jaEuAioqev3SUIL1zQkfB7yeQPdwRDAjhDEnF18e7FJWZG/UQD/O+jyXpODQbHjSgVz2/y9aOOGol7FeZfEkZ1wTN3xQOle0w2XFzRjkocmyMDPCHNrShDe0irWkxIZuMCJEmVztVbl7eYwVh4/hscDMxQvyzXaGbkeVa/GSXuBbwET/7A+tIgDj2cPtsFXxRKGNnYr2V1mSEidFUhEnKO+u9M7C3ToDPpYhzW8dKuHQyo5S4d056x2MBQCLKdrF+k2y15oASYjzMfZu+sxXrjs1zXhrvrdRfnmAyuVwjJu4WVAIjaDJJP5FmIFprdwmRBYjp5wmKRQKAzwfA6n3fctjWFAqcrWYXqsQjKWwmMT6fAuDRVwoGGGifzr+e4DUNB4DPL0n1cg3REPDKvBjJ1iIFOxIQLWgOnd6fuslixm7h7PFPpOnLRAJCI8VU87NN4/w56n4fn53uZIM0TWPbWrcivnz20lGeXzaOnl78Ys3Dk136J4kIn922Td/kpMJg9/vLitHRFvfx9Uvn35uLNBP0QcoN4P0V/kyEOYJuKnOx6sxDG9qPmjkgE0eOIpbrnSZ0SUYvMCs2DLpxtr/HA0EwYLKaWW2pQGe/DFyZorBaN9gDDG6KdUUdqjUJ2laHYLC8R9CRAaAGLtInVWAmyAU6nyT97KjMwPaty5xvunpAx+RahnSHE6GK/kT0On1uiUEtPNV/oOnM2tdaBDxD9PUu5SkCcynP83BcAsxIXNHUbSECJwO7p7sM6mtNfqduiQdTB/QAg1UNgDPC6/HBmgr+Wx0CXChCgCzVeU6JCN+/t8nPTGWYlY+FmDHWIBRAGwzoP3+Zqt7feqyuoaHRQYiHuc+rk0xivL/GZEQ0pMB3coTCaDdn6CjK/rBwgFTASJD3Q85mX95nZX7tQN3fapPg/miHx9dxAafNZIklnA+pxiuF0jpCaO7xehWNZBIAr+XyHo9jcoTAHAqcdRKaosc9EuRn+y0d6+0Ltz1gJs1zdNzhnO6hDW1oz9c8j7hg2cRMqWHRbDNwCpoMGrvnR1+eYOAWEYKj3dTtUp0B5dUp4kD3OM5ygxTrqYzq6e2eSR0yiZ2Oy8BbJkzrLR7jeAr4zhOcil3JivztGeK0pgmhM9EPHA1wex+scVsBk0HmuyvURLk6SazoD85yKep8HD88e71uTDPJvJDj+doOt72QU4rS9zbPJiJ+7CqZAe+LyrRkrFUaxOxbs8D/+wO1H1skN16/RGy/MdOvsk6MWhhT+5O922E/A+pmWyX7XZfH22gzYXB/S/kO1Rbp65k4kB9h77C0apNJjp+4wefhsMxA2wCd3cMSr/nTPSE+11Qsh5EYfY8b04PZEs02j3/7pDfInxOJ5lNxsz4L+jUsjnvYOTkr1JdNEFfvb55N6izkFZ52V9A9j/cuExdFDlHNnsnyUTusqNY/WcV3XTUx5XmbB96jbz9WqvjFBl9/+SqQCj3/Yxja0D6r1vEYe/RMHxBCg7rG31+UDYNunO3vKVoEo6VxBi3NNmBDAXsuwUCtG/CXxgnaOwWCT7nBYGq3QDCTYB0Nil5jk4Gq57HiO54mCH77MRdjD6wGH1cIVsmoqgiUagz6HFcJkjXbzK7K786OcvE/qihhlI7Dfe4WgS9dYSJAZl4dF2LUFb8f9PNhqzYZMDbadGKaFkGt0uR2kxH+y6dYnfZEEFtvcvRWLMQH1xVAv3Ms+sgNAuXmEal+T/dIUf/ZV4G3H/GztqNEWtodjgX5iZt0rORcbVcASFtkt1sdVgiuT1FdvlDheV6eoFOoa7wOx1Wg0eR5Bkxm+0fiwPoKHZtMjGrl5QbB9PI4r/9YSiQghOCc7YoRI5ZQnXXV+LZIkL9PRQFTx6n3qGl8LmQQ3bT4uUb77PzWkKhUzI8p9dZuW8irvvDuzPt5z/kP+8zQhja0oX0cCwcYpGwcsbrnuh500dsylhIjHuMaRqLeae9tLMz50a/NE2PubRLXklEGWIkI1+7rU72V56kMMcpxgdlR7cxM6mLNQzRErG11JSkDQpztqALqenQdv+YRixbG2RYmA1pdIx165YBrdrciOkARtMsTwJtL/YJoDPhsh/u6twmcCHHNGzNksmk6g00X/IwLgcEm8ePGNI9fE0y6G9MM4t9Z4TWWJnvGn+wAuWukmvcrZNebTPwCKiEsexQli++NBSb7V7vuwfYJA02/TwWKuqggn9T4/VMVeGGlBoXq0lHe1+7RVMu7DKIrDZGg0LxTwb1Gm/dY+gryOIs1wItwv/UWfTTJljgo8bmrNAYL7kkBv/PEQ2178PdyCcFw0M4mKcZTg7dlGkx+f7err75U57+fuMFtyPFkbZu+2kiCvt95FPiLNAfCf/BUokTT6Efd3zz/vIY2tJfBZBFP14gzPl2IGLfV+xdlw6Abff09o8BUyoXPZGAGAG8uipELAthblodEGLg1zUDL72OvzvefikpokBnOvSKD0e1j9q1lE0LwyuY/GVCGg4DfAN5d40LoeSKo1AF4zLK/Os99yGD92hTBtW4T4GIhJdSladzvE0F3lv1JUk20XOcxvi/E0d5ZAU7aDKYTUTo/fp9yPEwft1cXlfJLeaHWHmNG/8kuAXFihMBj26SXNdtAMMzsr0/n9YyIam65rkTdto6FANoBg+aSUDj3GbxOcvbrSZXbjoaYjJD9ZCG/UuY2DdLPxzOsPmRiBOy9AunxExmlImrodBL2S+w9rDTofMTDdHR8QpiuaZOS3+4QIA/LgroXUoJwxTrPf/NI9YNbddIZpzK8HlOjAdQdYDSunBZA9WI/2OpVHAdUL/ZEmm5if2Wnuy/8fOdCzfJWIm1qtvjQhja0oX0SmxLU1VqTM38lvXw6S4xbP/TOKHVPpBnIfveJUuou1fn6x2+w31S2FI3ExLhKUW09bxJDyM8E6burKiHrgd+bG2XLksRYaZpG3Dgong1oHUckkLWzVUrbIdNqUPAPEDevTQOTGRfHRQuZlIl4WEfL8tCxuf2tLrG0hTFizewok/dHFQZlQZFs8OliZNgAqzUBaMSoz11S9OzDMnGyUDs72qzjqOD74Ta1SxJh/jwo8d493O51ODWNCeC1fYVz3eYTx1Bv875JpkG5weNvW0A6zmNptnSEguxTNzRuu4fu7TFY1DSy+yJBNWmkuyr9f9+nn7CYVz3km0fE0/kc+6WrjbMJn7VDpeMjWQo+gy1dueTgueDnme3y+fEbvarzpkH/bzQOfFBgMun0mtS5n/Mo8Bdptsv99fTui1a4cn1wD/vQhvaymAYmKB/vMG6oC3p5PExm8EX+iQ6Dbqj+nqbFwLBUbCKZCkITWY+Qn0Bq2x52TzwcVUgNrjaZyZ/JcjRIXQin1FrMbsts8WiCQfHkCPD2EyWKFgsTGOdyDLCLVQK16SOgu7aawRkwVW+WZQN7RwyEg0LMZKfADPsPngpgzNEp6QgHyPEAiCDab3KbsTD71JbGKV62JarOWzr7xyyH9DpLAJqmCcqZxd7sQo0gqGkE68Myt/faAgPzD9YJLgGfqsov5AmItlj8PZHNXhjjfWi02Itdbgg11a6qRDrKbcTDrBQ7Lh28dodZ6OtTvH+OSGxEQgzSSyLAn8uR5pYIC/aCy+saDZJ2nozyvoX8BNhSFUjGmPmuNknrmx3lfWh16OjEQmreZ9tm68Hddf4uISoNjgP8+R0gGw/g6hTpe3YX+Mle7GtTDPw7ztmg2vRpmB3FQOfuh9l2obdKLkXaAJ7P0IY2tKE9q1k217srE0yg1hoeomEGio0W1+r3Vgcrdcsg2DBwGqloGt9/dQH4X++e3d/rC8SFjSOvrxLpIRMlft6YJqbVW1zfF/LEzoCfSeBKV793IsxgqFI/O2qsUKMg6HGld1yV6SP2S52PD0t69lvTIp5I/RVN43He3WCCP+gTbWGyt1BU7WeynDO+c3J2m5kEcT4SJIZ1B6ZytOSg0Wa6BpgmfQUpIASIcZcWcHOazLFuSrchqkKDqtmy1UsGeRKrEhGB3x6wuifOzQZqFrF4JMog/7B89twmR/i9QVXpiRGe31Sml15+Kc9753nAg00PdzeZOI+FgZvTHsZSorpu9Z53wOR3jquD54IDgzHT83hO8TD9QDn+LhIgo25pnH5Fsd7bby+TKc/bDJEEaw8QnZPFg6EN7WU1U+eaP51V60jIz9fhoGCqXpANg24QMOfHvIH0XVlptG0Py3tcjN9dVZl8Q2NvU8fuzaBrmpgpmmJAWG+xSikr1DUhTnJ7jjS6eJhBX60lAm6xHc/jTfc8AkwsrGE2xyzt1rHoJfIRCHYLrKjvnBBkL41z1rjPUEIZmkbnSPOYmR2JA/A4cqQh1Fnnstz2QZnBZz7F45/J8fgtm/82jujAOIKu7Yhs6eMdBsBfvEwavN/kAzyX43GNp1RlZPuY9PRwkCruRxWO8Prmw96AG+C12inQKfmScNiOKwTS2VHhSHWoqP5kR1C5OuzLT4ToIBRrvF5BP4FGOj37JToursf/H5R5/IbOfum1fZ6HrrGP7+4ms1+yZ73eAubGGDwv5Lgd12MAvjRJqr3rulg5MJBPqTFf0qotIKpRAd7D+UH1x3HuAFLKzxNpWz1gEP9Rg/eW5aFtaYjE0h/9AIY2tKH9pTa/j0FWsS5o1bEOfKaBoqjkPd4ZrNRdbQpBUldUUwWzy3H5vu2o0ZDdc6IPigxAD0vEy+5qtqEzmKq1GOilokLlvEmsnh8jJl6ZVGJXR2Viz/YxsacmkufBAHFDimaVairAlBM3PmztbLU9rB8BJxUNrhvGXlnDSNzDSIxJe6mXcmoaq+onVe4nKUQ3ZS/1zgmr9fWW8hN84lhmRnkPHu1QnC2fIi492mEg/2iL19hnqEqr7fA4XhPsrnhI4VKjzf2fVM8K4GXixMr9Um81u9IQtOkshelCAQbqrsdA9LUFsq1K4lnwoPrO1w9FS9cckyXd1f96SwX9/T3WxRr9orefqGtYbbFP//NLPI9vPVKXuNLg66/c5PebVu988mhIJSkG2XmYGQ7wWuyc8FoFBFOw0SZVHRAO/aFy6GdGlYDr8zYN9N2+8UCNhJNtFtenL7aSN7Sh/aiZ7ZJp22gDn19kcrZtAXdEsm7iAtsvhkG3MFlRfLoLmP4QAiZBVb6/ecx/co60LRyDuZwIfsHFtptyVWsRyBIh0rRqLQZl+SQQkAIp2wSxrWNSyL92TwWCMoC/OU1Rr5lRBj7ZGOnQOycUNZtIM1itNugYXMozqPRpDq5PG9g5ERn/kOhJTzJzPpZi4FyuM+idz5H21WhTCXw+D4xEmI0eS5Hi59OB/Rr3I5XP/T6eZ1U4Ai2LgXCtyRndV6eY8d05Ifiu7DO7nYywIhEMAN99TLB7dYFO1hcusypdrDEx8Mocr+87K9xuKsqq8tIE2QT3N4DrM+zB+8YDbtuyCWoPt3g+pTowlhYCP6KH2meI+xTmdTiu8J7GQ3RYOjYBdSrLzz7YpJO2MEaK/UGJzsBinud3UGLf3taJmoXZ7vDYHceCrpk4LPNa9s9MncniQ+d1PktPtmUPFmADeB3Oo2l2Wzc9vdEGOs0kAgkNkyPekJ4+tKG95NadtO5nimViwHsrg79XFUyh/nUQIJ3Y8xgorO4DmyIIuzZFZ6gmArH1wy7xrFGgKURD3109u83XF4DLKSaj72+ovufrM9zfhJhssX2stmmOskJ7Y1oIX3b3lje5JsuWs/61efuEldunu0CloVH13CMW2g4r79OjQNhkwnvzkNoijRrX5G7V8GiIid83FonTuwWlGj6e5jEelYlDT3fVtV0cZ1I/ESY+91embUdV+/sFxYJ+JpjXj3oF8LIxVpHfXGTB4bhGPH5ziVhpCYr7vQ1iaiLCCRw+TUxdCZD9FwpoaIp2rUKVmPpgm0n50Bj3uX7Iay+TNrLFADpzNO0OMTvg6+3FNw2+LxM6/cmGO+u8Nit7qnXAE5Tv1+bpjw2y8zAz6NewMOahUDsbxF8a43Uq1siam80Sk9cO1Ozz520GeO4/dYPXRdLfMwnR6vj8D2FoQ/vMWscVI5AzwDurSl/k5jTXus4Ftl8Mg25hGoRyaQwIG+xFlr02LYtVbjnrudvKNbGgiwy7T/Rpe+BNzCYZaK4fcmGPhbj4FmqkTAV87Gla2Wcv2pevsTpaqjMwuz7DYHq/wIz7QYmfPSzxoD+3yG1uHAnquejfsh3A1DXEIwzmHJeV2tEkaU+WQ+EUR4B6tUk6+CtzBMZWh2DecbivjUM6C+NpLtp+U1DyjvmZWIj9ywC3t3NMh0b+7qBM4Nw4orPgekw6rB4wSRAw+U/ux3GBr9zicZZrBOWVA4KZ36SQ23cfM0u7VxCCY372cWkgeAb9vB7REJ20bJz7eG+VoBwO8n41LToZj7Z5j6Viar1NIJZjayZHeMylOvsNszHgi1f5B7pXpPNg6ATTuRzv+c0Z/j4VAeo18tg8T8xftQb3Z/fbs/ZktywPjqsqOv0WCvB8f5j109PrLRf3BS10SE8f2tCGNpFWwlOpYAihMJOlYb8aGdlvW8dMUH7j/tk+2BuzxIn7GwwKw0Fi2v0N4AtXiaF3uujSUoU8HiZGDrKtIwZ7d9e5BkdDxJm76wy02h3R2+xxHW+21ViysAjKZcVX0oQ56utsv3oqQjx4RyQcPBBH3llhcvnKJDHwaZfo2ZVJIBEkTu5LmrWmEvyTacEsE+Kdrku/I5dkcuOkSgzzGUw6ux5fX5/iWn+naw3vOPQTFscZdN3fVAywjsPXX7gMzI9pyMZ7+6EBIBzw8PZjXs+JNHHpgzVWkCsNVXGfzvIafbBBvRRZ9V0/VOPQ5seYSIkGVYvCUZnHfGWC+1g74HZL9d4xcBNp3q9M/OxoMxmES/9Gfi8Woq/mumTP9ScpmpYK0PvtPMxsWR7KDXX8MiEyJc7XEceyV1Tf0bRTcscLsYT42yg3eb0Dfo47zcVf0AEMbWifUfPrTBx+/b5ighRrwNcfAD9xnb+/KBsG3cJkYOF5KlO/X+TrdFT1/URDSszE8zh/9OYMF+54mL8zfQTn1y8RPGot9b2iCKaTUQbT0SAX3RvTvMn7RS7c4SAX7kfbBJtwgIHTY0GbhuijrjQZyO4WuK25HIO5QpUgnI0zMLWFYmXb4sK7fcxAUGaDAz4mATaOOJorEmTP1bsrqhcv5Cc9SmaeZ3NKgK4uqtyGQbA+KBFs53K8VicVMQevQzCSvenVJoPJxXF1XdcPGIQeVjgyZj7H61hpCMC0VZJk9YDBcCKqaN7QuO2wxgyVK5yoh9v8/61ZgnipRqdgIc/j0zQmKHYKpLxpoFNj6Dxfx+W+VvZ5LZf36bjMjnJ/IzGCueOwUr40TsXWjsNs9gl0eOC9HU3wX9NSiu/nBdAftye7O0jvOHx+1w64j27RFtk68WF2kfT0oQ1taH85TQPXsZMqUCgBaYcJ7ICfSdX3185+Z2KE6/lbl8lGqtTJVLo2RWz7YJ3f76dSt4RQ1iBbPeB6t3XSGzTpmhrTWG2psUkeuCauH7HarXdhhq6xl295j1Xc/l7qaIi48U4XRsp+9c8tso1skN3bAD5/Bfjjd1QVttFmMvirt5iQ3RhwfhMjIhCd0jAx0hsIVxscf2X6zlZatwukzfsN5QdI5eqZDBPd4YAIaEUVPBnh+cbDHh5t9yYUsnH6KbEQcVnuKxaij7JxyAC3v1q8uk+f4c/vSoVyD5WmhnubwI9fpw8SDhJHIUTLwkEm2TNxJlV0TU02OSyTwRYN0e/op57LUaGFqgpsLZuv50aJ6Q+2eL1nBPPwwRaQCpMK/2Tv7D04DzO7xXj7kzOuR9/Qw4C537GPlvj+pOaC/pPUOZDHUGlwGkw6+vyPYWhD+6yapjPWAsRa0YUdj7a5PlyUDYNu/PDAYiTKILRc52J9ZwMc8+GpfrHXFgiy0SDB5/o0QaxYZ6B5+j1wO7EQF1zZI12oEbjG01z466Iy4HrMyM7nhAJ4he91HAZt76+xmpCMcNG/sw7cnOU2DV3D9CiDTZ/BrOsHG+w5LtUJ0Jm4WoQjfv4bjVGE7P9+0NuL54HOwdNdqpaXhHPxg2WCYDysZlkvCuGQkF9klT01KqTjqEBWA/fv9ymhmkKbVPp761RSjQXVPPKWxXvREsGqZTF7/nCbYB0N0qnyG8rpyqfoAJgGt7dxxGTEzKgQeQlRgC4RYdVg9TFP1hCcK0OnE1ERiQZAjH3z8xz8fp6743L/po9OzPYxkyKaxh7wy/kQGh11Lz9K9fpZgt4zQXqbyQVJ4/xhlfVuuwh6+tCGNrS/3NadtO5YTbQ7QdzfZCV7LCnGce6LBHSQ1c1ckuuy1MmQ/cTtDtfbakPNidYgepsF+6hbD6Pbmi0glmUAZ/pUT3THZuX94SYGjk2qiEkTbZHQ1SGS1DbgE/O7R2IqmCo3SId+f3Vwv/pxpVchvdsMjdg5EusVG0tFmaS9OkUqfH8FttWl2h4LazIuBXhK6Nh9c2ZFhdzUxbitWSa0TynkY6JXvc77YugqqJXMhIMScTQR5mffW6Gv0+oM7rFuWuf3BycjpNynovSZOo7G/vgQiwZBE3hnuZcKvnHEa1Guk4X3dE8Joi3lyV6YHmUxQteVGjvAZ0xSqbvNA9vMbIfntH7Y+3sXZASa5uBRcIOsW4y3v12ibfP+SdbEeXO/n6e5Hv3PWrN3JFKlwfenM8/9EIY2tM+stcU6GBD6JPJv1GeoMX8XZcOgGz88sPCgBFjaNrPGq/tcsKbSDEAbLWZDJCinIgzCXUEF68jvHVAsJR1j4NO2eXPHkjyO/SIdkM0jMebKBBanGBxLADyusMK5uq8AzmcQxEt1AutMFtB1DdvHrKDHQgTVaoP7iQQJrHIuna7RGYpHGHA32sBRqVcYznaUeMncGJ2jJzvclyEqwprGTPfyHs9xMk2AtDoMROVscnjqAY8E6QgclkVFPSBmblv8TrmhmALSIZO9SOkYHbe9Ird9fZrqrckIz0+qvjsOr00iTKen3OTYrkaLfXK3Znm94yE6g9Umr4GshPgMOjuuI8aiOdy2VFw/qZApEBKVne0TZuizcZ4fxYZ03JwmoH/U6nX/s9mtoDso6B0UpFdbdBzzKaW+/lGBvtuZ6LePSk8f2tCG9pfX5JrjM5jATAZD8JlcY1f2gc8tcH0fH1GBbiLCRKXPYIXX7qKX+wzg/3mDWOB6xFRZlnY9rkXJCBOacsKFXKPTcVKtY2ExAcNmn3QizPehiTGdXYFHs821Wio4C3g6tdE4j2HjqFsBm/h1VMZAK9aI2aXG2d8lovQdijViSMgvhOhqXN8Nndh1eUIlIiqCQXfeequB1RrTOHtNdJ2Yt3cixd+IrZuHTPoDxJPRpFrrD8u8P7pO5ld333yxfn7LkucxqIZ2tuKeCPO7psHrL8006B8Ua8SzU9wVz8LqPu/3wx0GvdMZfubuJoPhGzPE/f5xmmE/WwdeX+gL1kWf+8xo1/Xq2t9cTuF+OqbGsHazxPp7+KWuweMdnmd3cmYmy+PW9fNHfj5vc0GGiOupgs7pubTFvPihDe0lNcnUqTR7NR48wVK5yAkDQ5cZHy2wmEjzwp/USNG+PQtEw/z/blHR3xJhFTQCFDhzXKCgMxBfyqvRG4UanZLjChf2maxQtBTUozcW+f9ygwH/ZEb0GYOg1bEJZlKMJGASnEyDWf3vPHJhuzyQYp1AJZ2RuRxHhrgeA1kZNMsqbNMiiLdaCrw7NkVQHI8q4aZBqtZhmVX3sRQpgRoEZd0kMN6cIeDMjPKcdV1R7httJjQ2j1Ry4sokA/dUjACxeQRcnmQV3wMr0M02A+ObswTTRJifrTSAL11hEO73CRpXgMdv6AA0kf031By+cp2Z+4U8aYbZBJ0pOQKl2eb/Z0apnFus8boFTdIOH26KKneIVYo1QeseS/EYVkWFJ2R6mMrSwfio1WvZ49iyxJiyLmpYLnl21Md5CSTb4TW59DEz6x9F2X9oP1rmuh50/ePdtw/7jmmaA98f2sthUrAyHGAbS7GiIxUnxlgdYs/Gca869sYRP7953LU2C9NEwDYzSjxx+qLggEksrDQVe8rQVV+0DJxW9lRlfS7HoHVpnGJd/bNYZTIyGe4a1WWQZTU9ykRu0ATMmNDtOGTi4Lx+9UqDwWCh1tVPLHqNF/Ns2+rvGXZF5CfHkGmaqjwDvettf9Dngf5DUeBr97WcGeU2RxI8j9MAOkcfZnGc3+sWpVsY4/ndWVdtX7Jv/pU5Xq93VwfTpVMR4AcrTGT4u44jHWOyueOIvnRxWzuCJVdt9c2RFr9rd7gty+Z177ZYkOc7aFb6ScVDvc17cGtG+Xh3N1hccF0G5FvHvQJ5mk6/5uF27772iky664aHlb2zDLWxBAPYgzLxWtNI388lPtnIz4swn8bq/taRYARoikWZT/P3Qxvay2y354A/vTPg/dmL3c8w6MYPDyy6qcD1FsF7YYzg/1T0bcVCXEjXDoTCd5GVxVKNAXDQZNB0WAZup9UcSF0XlWKD4iOGWAxHE6Q2HVa4vXSM28wlCDyWzay+HFEhVT3lmBZd9DVLANbA4PW1BYKr1RGUP0E3yyWZLZ5IE4R2CgTld1dxWmHw6dzmG4usuod11asUD4sxKFDiJTLj/nSX9OZYiKqm97cISskwVU3XD9Xs8rcuM+At1/md5X0xxquoerH9Bvf52gJQa3C/+RSdJll9vj3LbPzyPrc/laUDZzuiwiEo7kvjdJCycSY2pFDNlUleZ79Byr2ky28e8ZxiIQrUeB5wbZr79MBtu56gDBq9s1Gblk6hN43OhEzSyOtabzE7X20yyDmqkrWQjACPS3RwfILy7ris3BxXmcSR9jwq0zIbv3rAqn4kqOPG9IvL0g/tYk3XNfzxOx6a7Y/2+VgI+Ortwb8zDAO3bt0697vPEuAP7UfL5Joj+7Zl7+rdDa7DklGkic9aNl8Xq7104G4rCUbU7TlWaE+VukdUgnNh7KxoVcgUUyccrtndleLlXSCbOmcWa4BYOZ8n46nV5lQNOdGj3Tk7z/mwwmP4YP3s8c+KKuabi+wNbjaBUIhJ90ycTLFmp7dfPRaimKqpc+rH3Q0lsnZzhth/nqhmNs4CwJUJNZZKVqY7NvuV++dcbx2xamw7IvDs+l3H5j4GzW/ePOJ25XWst8QIrKxKbMu52ZLKPp3h+/k02XHd+QYNDOS3z1EMj4SYsBlkc2P0mQaZ38eJMHtF3qPuZMN4SrSpldnPrMUUO2AixWdI4nN31fqBaGOrt1TVWIqK6hqZDXJaTCTI5yRSof8BfPyRnxdlPpBB2WzzGKWoXDomElUv/pCGNrTPjOmg3/0T1/n3fDrZYprvjycvbl/DvzVh56mvjqd6+9WaFqvXW8fMki7kOK/S72MvdlQstDsnDKauTxM8JbX5xgz3886ymM0d4XffW6MjIsGo3mZAWGqoIK5jE0SOq4KSnqKyuNvVmxY0CYiGBrw6p2FVAHAywu2NpwkGqwdAs0EKWyZOIIkEOfrk/hb3cW2SGeK1Q1LiQwE6BVE/0A7TCVkc53lHglzQfQaTC/EAz8H0MYC2R1glTkUZaHseH+b31/je/Bivww+WCQ6axnN5Y4EgvXUMwKMTY9m8B7oGLB8QECtNOl6Pd9m3HQmy6ty0eC4eSAncOOI9cjyCTbvD6r8c32EYdOoqDToOCUE3N3wcq/HGAvcvqeQ/WCZ1XfaDF2tiJFuHausAnRrbYVa+UOX5TGfpcD3d5fVJRXkvjirAdx7RAczEhaNq0lF4ukfHKhERrQkdMiVyCVUZfx6V6e4sfdsC9nZLmMrEYQzyyD6j9qzB3/MMGj/NCnGzfX5LTb8F/ecH6h48NJtNhEIhaH3dnKEA8FdffzEB92fx/r5Mdp5i+EGZmJOKng0GLYf/7zhnRbwsm9XUvSIZT7Iq6tOZYH26yzW2X7Qq4GfAo+uscHZbLAg83WGQfmNa0aw3Drkuv3UZ+N5TtnoFk9y+JbQ8HI/rtVQM9zwmRF+Z601eSxZbLtGlep4GOpYD0+9DOEhs8/v4uf2SShqMJYmXdYuJ6Y7Dv6GOw9chP6Abg9uSrk1x3/e2eH2Cozz+9SNi5nsrZJWF/QyMHZf4fFRhklvqqoT8YsyWLsZ7DQh2fTr7liVjrnuGt+njtXQ83j+Z9Cg1iNfHNbLTZNJDBsFbR/x5XD1LS5/N8r03F3vnskeDrDz7TWD90DuTiEhGiJH7RfpD8TC/u19koB3wMWHf/+yNJnqZG6c98KN8zj1PMRhlhb9QI/vvNMmu8fre3eBnsonzR8u9CHPAZ3dmFPB1JbEmR/j+ORIJQxvaS2GOJxK9QshTrluNNtcH5xx9jmexYdAtTMNg9VXLVlTgRrtXNOXxDum6S+OkbWXjBCvZ+2zowNtPmKVNRbmwf/sR8Fdus39qZZ8Ld63Ff55orPHAG71TIHBtHqvZkwCdmMkR0ueuTTGA1sFesbEke8mDfoL6j49we5YNFOoEpFRUUbE0EOBIMffQaJPubghgTUYINnJESSzM0SP1Fr+TjDA49UAHwXZFRt4VAO4xU93uMJP/aEcJ0EkxtEqTDsztOQb16ShB+qRKGtj1GSYr9kvAoy32kl2fZhBviZ740QSz2ckIr/1hBTi+zxFs4QD3EQ8xieD3MbjePWG1YTJKgA+JPjNNI5AHRfX68Q6pb67H6247TKDcWec99ft4r3YK3H6hxmu2fqAEexIRoN3mg3FQ4jPzzYfq+C0b+NYj4AtX+ACU6rxWVyb4/ZV9OlMhP/dXaigxof6+7u7K9EX2jwX9GkzDRb1aADD9yTb2CUzXP36w/3Gru8CzB40fJZDrrxD/KASNgwJ1D0Cj7QHGWQEln3HxVPbz7EXe36H1miV6exNhFRTJYMRxGNx8Z5NrVDTINfHeJplKc6NMUIcDivLaaBNT6m2uvU1LBTghv+g11rj+9YtWNdtMencGRBGhABO58TDX1nqT2DSTFZVtE3jzEgPX7WNiz+VxBoLHZWKxZBFtHws6dZR44/epSulInAnx3okoVSRTKRyUmFytNvn3kYp2JRQMJmBdERCPJRVDbr9EuvNYavA9eLpLn+LKRG+geHVC6I60+XMy2zsXXAcTuaFAb9XdcXm/TEOJnOo6e6jjYR6T7TBg7xYG80RyQqrDmz5RaW8Rmw+LPLdTxfC2EEn1mLy4OkkcbbeBQICY1bbJcNgtinGdgoUQC5FRcFQZnIi4OaMw2HLUORgGfap8kp9NhNWzJ/vZgyYD5u4xanc3ee+k8CyghPNMHXi4N/jeLO/J4szZxMAPG/t5UeZAFAhcMgblc3xnnX9Xf/X1534IQxvaZ9c0rk8PtpWf3bSY9L02ifPVIZ/BhkG3sPPUV2/O8OLbDhfegEkQkdQiXQOOqgwqZSyga6yQSxq4dCTaHd7MQo0Bc7XFjPvKnsi0+pSQiuOyir2UJ6g02lQKl73Ox2XS9g4rBNp0jGD7eIdAPpUBSnUNH6zxu9kEA3RZnPTpwFGDWd/lPQbA2QTpgIkwKxSlPUUN8xkEwFqbau5SpKzU4P/nRnl8H6zxvBpt0qul8urjXYrOOS4djpEYKe4umIUezxD4N44o0T+SoNOxsgvctRiQOw6p3HLsx2SWQb2usRKejvL8Gm0mMDoez+3WNK/V2iGr8uEgae55UfVPhJnV7w4ofAarJg+2GKxLVdgHDY5EkxnsZETMTBe2dsg/2kqD59i2ebz85yEQ4P07LJFeX2qorFoizNE56Sgr5rOiR28qQ8dHjmCRmXhgMGX80+4fe95248ZNGFJa/mPYx6nuAs8eNH6UALC7QpyKavjKrY8fNCaj+Njfk995EUYRp4ujsv8w+7j391ntRSUSntWeJSn1SczvU+MIg36g4XMRDnN99OkMJCOB3l7paIABWzxIxtHTXa6FsRBfBwNMUNdaSshGqi2/uwL81M3eOd3S2jYT4f39uACZQ822EG4TydBKg2vuK/OsAuemNUxl1Dgu22XCMhXpFeNaHOd7rgfMZDXkEr1r7YdOndgntv3ZXSHWAzUC841LDHTncr0097kckwSuCPa6BTV1nb6FhsHV54AfWJoQIzb3VYX5yqRoTdKJyUE/75PtMsl7fVppxciD9Bnc1vYx/Z/+nm5o9EVsh0lfua/5nJgUEiEWrx70XpPpLP0fgDiohRXrL5+iz7V9zGtgu9zn9jET/Nsng6+znKVeqKGHz960RCLBU+rE3ZV1eV7949ciwfOr/x7oQw2ylkV6//1Ndd8kLR0YPPbzos31+HyPJM5S7Y/Lg2eSD21oL4vpIHYsjDGOklMjFsaYYLxIRB0G3fjwsUzHFYLZcYUZWrkwu67KqJ8G4yK7rutinnSLlDYJSH4fs7tPdghwVRG0B/2A1WRQ6fcpqpPsM3McVnodl0rpLRFEj49QnbPTYRaz2mRVQQZ9H6x50DQNpq9XGXx2FNgpEtS7e46Pq8wyZ+LM8MyO8rx0nT8f7TBzLBfrWpPAVmsSROUx7RyT9hUKEExDAVLKAybncR6WGJwaOoNjXWNg//4ag9N4mNt8VKMD9WAL+M5j4PNLTAZMZ0TFIspg/6gClB7R8ai1FID4fQS8WJiZ7ZYQh/PprLQs5kVlRuO53t9UjkxCJDHkCLJuq9TpBDQdJjh0TVUr6k0gMUHnZyxF56UleuUCfgN+H4//+09A0ZygqkQU69zORBrYatGpvCXuuxS+k2NdpH0YZfzT6h973maaPvz/33HRan+0IOZZA81nCRrlvn5YANhdIQ6Jz33coDH4DN8LvoCgtN8uisp+nr3IRALwYhMJHzdYNwwDN27cfLadPaN1t7ToGmBbTehCaGJ+TFGbHYGPjqDtBU0GI0/3uFbOCkr00z1OvWiIam2loYJ1OelCO+eSdCtFP9lRQmpLE0xmvrvC7cxkgVCQI8Z2CsR3GfR1j+MqlD3YDtdxqardaPP1K3OAJ86pY6vAN+j/8IkojTaZV34fK77hAN/bLTCQvDkLrO51JSna/Bu6Ps3rKxP40gImz20kxvOIBlXQXW+x8m5owNfv8z3PI9bcWQd+8gbZW3uFXlVrXbR3XZkQbIO2EhoL+pn4XT/i8XdX42OCsfC1e2pb1SYDvZ+8IZTDa2dnry/meV5rB2cD+bEk/YVBI8pW9oW/0IfRALHYMJj873QplJsGr0FUXPfJDAPShsV7EAnSR+mvaDf+P/b+M8ay7DoPhp99zs35VrqVY+c03TPkkBRJUZRIka+A73X64T8OsgTIgiXzjw0LkmGAsg0RNOEgQ5ZkWxYsQ4IMWIIN2bDx2aYCRUpMQ/Z0mo4VunKum9MJ749n79rn3qrqqenp6ame3g8wU33vPWens/c6a+219nqaOkltN0IW9Z+NoqSqk57ztqMTsx62SfFo9XDaz2eNkKCT4lv3OeahkPZ0f+SMSaRm8HLDB+Xo92d11FGtRdvj2vRB2sF3A2N048kvyIUNGjxL2zpJWMvhjvD5UYa3hUJ6dz1k8wU4kKVg3atS4JYa2Jf6KhtnLsmX5Olh4I1HrE8ITWNxYZT1fOgU29eSGVDXS3wJ5ZLkjoRPOo2QxQzc9RY9xormQvFeVhpMJtOb8rFd4gsuiMEcvczDvRTENxao+Fyd5t+eFMt7vMmX6OUJvogq4Ivr9iLrGeuXPNmgwpRL8izatx7Q65FL0eterQEP1oFXp2lQRmQStGJV8qPaNKgvjAKre3xxbpeYgCcZA85HgZj0+rZdKikK0TCv8cHnslVmnTtl+eJzGdY4kAW+doubA6N99IxX6lQmQpY8kx44UuC43KmPRXi+K5Nku5VzKS3P7Lken8uFMb7Yqg0gn7XRn+WYRSPYz6zan+G/AZmNviXL87hZ0JfRie+ehmv7g4h682jPQjferaF50o3aDyJO+pi/1xsJwNNFMsSiPn7stRBcZeE+J+wfaVkFiqARMz1Eb7DrH079pc42tx0dxbMPQa9c8Ht19nusj8bXYTRRIz2U7Y0W351JeWSo0eJ7N5ugcXp/BSit6WQ5bffgMR0A8AQTbFYazO9h2yy/WOf3Y/3Ancc+bj4O0on5GO07OqFlNMx3y5mRzrPNZ0bY3tm1TqoxdSZ6ZZuG/q3Fg+eeh3s41gNZKo57Vb53r04xEegbazTuq8rYtfh5dp1G95VJvtdVWPpEP99hrkfPtUhrGq1ilRv9VyY4BsUax/XKBN/5j9Zk2L0IZMn2yfLx8YuMpnu4qus6NcTrHq3REz7W15kAb6eqz+l3c3Gr6MGQ3Zkdv1TnPaN9NKS7596YjKw7PdSZa+D0EBOUKgq87rQlns88AsHs6+kYdY/zo5wn3WfEz47ocVJQYekCh8+79wKbxc5ITUvw82YJOD343tdvYHCSMbcmdffABl3Ipow+PfTs6jFGN3QCkbbbyTO6K0OK4xEm8ZhdozAXggbqZolejJEe7tSHQ/SC1lrAdx7SUHI9Cn5scxe0VGN4cdvhw92t8GV7dYpZthtNhj/PDNGL+p0HFOQq2diNeZ1ULRyid/baFL0Eu1V9/qpSBwAfltDpjVTylEabO73dfI2xMM93RUP0KE8OAP1pvkQerbM/SRkOuL5Lr/dQL8dkuIdhSq7PcD1HhsuP9FDAf/su6wiH2Z9v3+f55Q+nqawohaVU1/yfjktF4/woPdRvPNIvVr9BI19YrOO1GeBP71ARiYTYzt0Kzw3efkyl6/uz/Nx2+KwXtyRlWI07/YU8w84BjmEi1hnur44YFGvcKNkqSYUvonfapwe1wpRNsd7BPMPgtis+6i0BK8pjBW/MyvNmjj4yMl3gIrctvrQtwTodH5jooeHteh+8kHEDg/cb73Viu+cRyfB+RYmqIy0DWQ+LqSbGRn0kohZKNR9TBb731Oav51OWTgwcbWx4Lo3BA8Y4+H0yBvRmDtJEAcDDVR/X5/iuiIZpmD3eAj56lvddn+P7Lx5hO95a4vv3MGYHJZ/TMaDtybB08LPj8n3/jbssD6BB+o27wCfP811wWELLU0N8d7y1qMurNPj54xe4wX2Yd3a7zA9TA3JjVo5lPML31OI2c8j4Pvtdb/HzJy/Q4Kq1ZCI1eda+XOf7/tI4w/v70nyPt9p850+mmFiuG6+f5hnpu8vcoJ+WIZi3HjPRqOPQOC4FjM9Mkv/2XBrBM4NA2PbQdi2s7DD6KxriZnRH8rICgEBUYXdYfTLOdlcaMvdKIPx/OE+95fLEIRnd5SZLd0b3x5ucX+P97A+gz+oLodvTk9JHHjyfG+Pw+XswhH+6IPWVI9aNL57pcdEj4frUReIR9kdFGSQi1DmfZaIoA4MXDWoTWOUnAXQuLOVsfVZ4oYzuZrOJX/zFX8T//t//G7FYDD/xEz+Bn/iJn3jX5cYiAqeHfWwWOcDxSASezzO/YZsvadfjy6kozzDfW6HBvVuhQSXAl1WjTYOy5fBFkY5zB3dqgAI6m6Cwu/UYGMjQAHdc7r5Hw/qMVyYOPFjjDqoPvoDenONOezRMZUWF3d2Yp9H55/KFa8tQp1pDQFj6RWXLRCixMCdYMtYZltVoc8e75crzZPIs9f1Vaei7UjlYogf3/hLP5I2eYb2RMCMCbEtSmLW5835LhrCrXSTH5Uvz+hx3vUMhjvXaLgD5clPaRjrOcd3Y4z0RGRallFDyWlORCdnAvSV5Bt+jgd2SVGRRqWDNr9M7cWtBJo+R58tH5I747QVJRzPEF+j9ZXlUoMmyAL6U1/eoxD1Y4dgM5Wlc1+RZsNND3GRpyWRzACAg9ulnJgdo4D9YoYKhEtJtlvSzyibovZgcAM5HjJFtYPAsETyz/3bUZwbHQzQEVPZWEZ0sANAb2h8+Lb19VXozX53m9Y5LgzeYlTod42bqVolRXg9WNIXLmRF+X5FnkLuP0JRrPlZ2ZPhzwNCaHGB22rVdXqeMKIWN4uH9SURoUO1U+A4IhkT3ZVmeYqcIekfeXAA+f01647u8/5k4x0KFGat+ux6PZg3kgd0aOqwx25LZ1mUelJ2KPu891MN3yFpRJlwNd4Y3z65xg+POYudRKXW0LWzz3bWwocPxX5nifZY4uFmysMn33XjfQWO23maZK4EouqZDo3+6wHeuZTEpWq3WQiIRg21xLFsuN9IHcyy/0aZhf2WCRvobjw56+C+OSzq4VRmy7suIvlUaxqO93Hjozuj+0TMcj5bD56L613IYJh+yqO8pjnKAekDYouPi+hx1v3yKR//gU88r1xlCHwnz3b+6y034M8PkLi9kddb89SJ5vJ+HvRuSm/dKH1H9rciEfia83OBlhpJzuaQ+VmLLPA5K/j0rvFBG9z/7Z/8Mt27dwm/91m9hZWUFP/dzP4fh4WF8/vOff9dlqxffzQVgr2Ihn2LWbFvwRTKYo2eyXGcCrGiIBmw4xBdgTJ4P+v6c3qFW1FZ9GSoNpwaB6/PAQJoGV8uhAdtskWZqalBSS8UZ/tZo8QW4VeKLsVijEpNL8t++zxfQepFtuDZFgzMaAYZ84Pos26fOoCeiDEdPJwR6Mz5Oedw9V2eySjXudH/7Bl/s0wMyDE8qPG1H17m4yfFJxRny3XCYPXV5W+/6cwODY2bbMrmZq3/fq3CcZtdo5M5tsJ/ZBH93XL6oy3WORT6lQ6MAvlzjEf3iTMaBc2Mco/l1eb7KZhuLNS4iRY0y1kdFbG2XSuC9ZSqEQlAx+f4sFb6pAp9Rq01P+HCeZRWy9EBNDLCO6UHdFrUxUKxJWhOfL9rvz/potAQ8n5sTGyV6Bnyf43tnkWUNZPVO/ukRZps3MDB4tgie2a81j6Y+C+J5nx9/0UHGAx/fn+M7dLyf75o3F5gpPJMEats89qNojJJRbixvlbnZOlXQ76j7SzyqpAyVbgom5QF+c16/J4o1vtd/+LKMZkscNN58//Aw33BI81GrOh2X74oPn+ImbTBTug8ZBl9WtGfigPd/p0yWkL4MPcqq/T0y0dupIRqNQUVPCHpvW21uviuUGnzPffoSjfDu5F8qMdiFMe25VfB80mquF/k+OjeqDcJqk3pHMibpsKTHOh3X0V83F/R7qtbQY6w2PLqTxPVnAscCVoHyXh2pfAzTQ9RpHq4enkCu3qIBPdLLM9Aqyd1IL43FN+cDieAEvbaKjvTzr9Izf2+Jekoiys+FLPPhWDKKTT1CRTV3cYxn/XcqMvovwntzSeCrNzgGKtT+G28xmiCf5GbRw7XODZFmi+29LMPxlbF+eUI7Et5rOOD8ubskKfDkM0xEuSHgvG0JBgYfXAgwIvnNOW4MqujWepMMFs/yjf/CGN21Wg3/5b/8F/z7f//vcfHiRVy8eBEPHjzA7/zO77xro7vR8rFZAr5+R74ofJ7b/ZNbJEuf7qcRWpG7nrWWFLCCCsLNBRrhOxUm7+jGXpXnkKoxSQ/l8oV3d5m/R8PcXV0vctd/cZMvqKVteQ5N8k2m4jIUSAr8tsvJkEkwtHxtjy/Ou0sU+FcmuatbqtK7e2VSn70rZPiiXNzkWYa4PDv+eIsJZhotflfaoHJaaVBAN9oAfPniSNJADctMoCtbcodcnlPrSfElm47zJe5Ig9uTY9ybZhs2SzSAP3qGIXLbRb7kzo7oF1I2Kcvw9Li6MuwsEtLZ5wGWu16U5/ASbDfAF3Ghh9e3XGbHnR6kctd2qCBYcvdFgErK2SHueDdafFmlYnqjRVF2xaPsZywiELJ8LO0Aazvc4V+QGwmuD8wMCazIpD0A67y5wBd2ISc3IA45o2hgYPDeQYVvH0V9FoQ5s//O0Gj5WN3lpujKTmcSKZUZe35DJ5hqOoC7QaPk/CjwxkPmFgmGWV9TG6uHcDMnYwxJ7w4H9HzWp44CRcKAsq+F0FSM3ai3GNW0/16rAakEPa81aVihfPC+RFwzTHR7/xNRvsuXtyVdlYxGK9Wo+GUTh3N/92c5Hodhr8o+rQU89o7H7zMy+dlrM50Z2M8M0YGg3r93FnXW3ssT9A5vlfV7znH5Xj87zPeabcmQb19TmpbqNESvTHZmL58pcBzPjBy+EVGq+UhG6eku16WRLxPGXZ3k5v92me/24R55ZGBTZstvaIaYILZL+kjceL9uZzLGsepJ69D+4LzMSv1naYsbNmpTRACAr/utYIFUplemDk+Ad2mCz+LP77K92QTv//O7wKcuPZ8IthCoq04V9ByIy8/xyAtkCBgYvAfwQZlyaYLrY68i83NM8vtnGY3ywqy1u3fvwnEcXLt2bf+71157Db/+678Oz/PeFU1KtcFdT2UQAlrxurEAfOK8zGQd13zaPiRX8wJ3lNseX8iJmKYS86GTaiWiWjlIxvjCLVblWQJQqLsed3tPDWkPsesBlseX2Rm5U+m4NNhUQ6cKNK5VIjTb4rmqSrmGM0PJ/QzkQ3nNCblW5EsxLEO7fcgd7oaksvK1173SoMc/HuFLJGQDg9J4tS2e754ZpKH7YIUhXZkRbhBcn6dH/Fv3dEIVgGN9YZzlxSI0/k+NMqNofphjdX+ZL7yPX6DCsTLHZ6Ayt9oWxwpAR/Z5RZtyc0F7w5MxPoPxfmbTVYvMEjSQEzHAbktFyedL0W3QWG622bdqg3+nCloRAToziC/t0GuelZ7rtstwyVoT2Cn7uDot0JRn8hWlDg35DzbNl4GBwcuHlsON2sMyT8ciDMk97LfFbWCqn5vIwRDm6QLzjOxWD+dmPj1EmXoYNos0nr9xt/P7eove18Pkre8zGkrlDokN8j25sMl34qvT3KjuxqWxg0m4ghjr43uq3OWVHpNG91DPQe7vbIKfVaLVYDi7JRgiflhbhvJ8d8XCHB8V1RcN62Nwb87rs+AtB/jeLPu2Uz2YhCydoNHtyGRithw2x+O7stEGFrYYFTbZz3ffvRW2PybTJnRvRAjQiC7WWI8tuBFRrFG3ycrNgc1SZ99GemT28kMSDWYkpZs63qawtkflemaIbe2ee9NDzMmzU+FviYg+e393mUZ/kPLM8/ns5tcPT4C3uks9QLGyqOedSVDHmez3kU68t+96H9Qtl3fkmfU+PpebCzInUe49rd7A4ERDgDLmm/c718eNeR4jfSk93Zubm8jn84hEdPxXX18fms0m9vb20NNzPJfgYVld247YN4A74aNYldzdLukzbsqzWH1pKgMABe76LtCU4dBvzmsaKYCCe6yfIU4qGcebc/Lss2yOCt8qVnl9PqXpKjx5TmmrBHzktN4NTid4jmqnQiMuEwc29/i9bfloNFrYqST2z67NFJi8pOkAj1bF/gtd7cg7ctc6FqZneXVXtnWeL2Pb4stfADhV4O7zmRGpXAjupL/xkDvSq3s6jDwRAT5+nhN4u8y+XRxn6ODjTRrso30yEYrcKXc9tiudAO4u+hjpFbgwlq6ZrgABAABJREFU5mOnonevX5kCRnoYsh3c5W47DOlS3gLX4y7vzDDwxgMqUI0mQ8WasqxqU5/dtgTHJR2X4YKOTrzTaAFxefY+EaGnfCjnw3WxP67ZuE6Gpp4fwHIXNoAzQz42inzBp6JAJOzv0+mEbankQFPsnCSo9XOc7MhPw6X9duW6rgvbtuH7/rF3H3mdgI/j3/O09x33Hl8uDt2Pk9W+494T7Ef3m+kktO/Y9z2hHyeifce9R/bj/Vyfwb8hG4iFGfYthDbQfJ9ydKOt5W3wt0qdG7LJGM+9CiFlbpRydn5Lv1+CmFvnkZ+G00lLlY7x+JHrHvQiTxVkAtSmh2iXRhSLAP1ZgdXdg3zQfXkaxp84z6godV798rh6r1Kud49JsyVQrjGSa2lLb8aP9rEdjguM9vjozwDttkA47CMaYr/zKQEfncZ6Oq4Th742w41v5bE+Pazp2XarnZznu1WdNBXoPOPueXxXXZnkUavgue1yjR7+XPJgKLtKMrq4TWM5iPOjgH3EmLRcQT5t4MD6K1YZCXYYtiscx5Xdg79dnuARrsPmyaMV4MNnfFwYE5hb00nmpgfpAd7ck3zaAb1CUcGpyLkgelLUZQ5LgFesAn0p3puS+Qp8maCv1aZOkYh6B8bkadZn8P4gHI/5ZHyfeuu+7mf5WN2R3OdK4XxB8E50kZMM04/3Hx7E/hGbIKPEuVEfS1s0xA9bH0+zRl8Yo7ter3cY3AD2P7dax4/5u3nz5oHvCqNn0ZNO7L98gMAOcxooVn2UK02g3cKF0RRW9+RZ7wYTiTWbHpa2LJwdtbBTYXIwJnHxkU8JXJsGPN/DlQmBxS2GfHk+kIwJ7FUhlT6piER9pKIu3NoOLo724uGqtz8B+lMCm7sNvDqdxOouUG14eLDs7WfcS0Zs2JaHer0Ft80xKe7t8beYhdWVPVTLO0jlhrC2Hj2gyFXLAsP9SSxvu0w0gxAaTQuvTltYLwLrOx4SMWC6ILC204LbbCDitpEWDvxWE37DwaXxcbw556PVVC9pgdmlOqYGffzg+SSKdRu1pofbCz72qhZ8ALYlUKr5qNb5okpEBSzhw/U8VGs+qhAY67Owuuvi1KCH0RyQS7pwKiu4tVFGMt2Ddj2HakMvij3QezzeH8FQro1WfQ+tchyNZh7NJhAN2ai1gO2ywMyQwK0FblTYwoN6608MCEQtBwsrVbQdjlYqbiETauN0jwPfbWJ3ZQ/bS6xXjevEUBy7JWtfaW77AsmYjXrTR7nqwHNcVEo8hzA+KXDvzgI878V64R22jrrx2muvPfNyw+Ewrly5gkajwXDgYyAesgAkeE/j+OP8NPe903vq9Toa4ZPbvuPeU68fPFdzktr3dvfV5X2H9eMktO/Y90UFgCTu3r2Ldrv9xEvfi/XZfZ1lWehNTuDW+sG1eqYQhdt0UKofVNIy6QTWth1sFh0M9MQQC9totF0srDQw2hfFzh7Qbh18VuFIFBP9MdgCSEXFvrFuCR+T/QL3F2twnDYKuTAieRuttouF5TYcx0c+3ERlb7WjPMuyMJ6fQbESRaUOuJ4P2xJIxYGJnhbqdQfzy8ClkRgiERutlou5pQamh/wDcl2NSTLdg53dHFqOj/5cGIU02zG/1EYkJLAa5Xu6G5ZloS85gbVNIBEKQwgbvu+iVW8jEYpgruig5fiY6NPjtbTWQDQEjOTC2NpqotsRPt0fR7XsIBHu7F8maWO3LLCX8tCf9jHeK1Bv+Xiw7KGQD2GkB1jZchGLCFhCwPN9VGs+Zgo2bDj4+Nkwbi/6++eXL44LlMs1LC6VO8ZYjUlPYRqRUBKttnXAaLUtgUxCHPqO7E0KpKIePn7WOlBfJubgjbtVtJyDc68IYCXVRK20juFkDiIV3X+fi/4ppOJpNLqODRSrAqO9io/d3/eOk6NbYH7Dh+Ny/FQ0geP6iIYFPADNZhvdDvlcUqBSKuLxo8UDY/I06zN4fxAj09cQi9DzblvySIN0JiXlEYfr168/VX3vN44rk046TD/ePwxNvoKNooXlHUZ+TKgInWXKIM/zcP36mwfue5o1+sIY3dFo9IBxrT7HYrFjl3P58uUDuxNNh+FGu3d0oi/Fl31lEljYEEgkYohHYxjpYzId22bo1W4VgGXB8xn6NJDl31NDQCom0J8FClkfbUdgry7waJ2JQsb7GVqUTwKVpoDnMov3azMChR6BRGQA1raAZfF7x6HAdLwwkjEmLbsxb0FYTMAyVeD56qvTNmbXw/D9BIp7e8jmchBC4NI4MNaXATCOpgMsVcShNDThMPDhc2HMrgG1LSZqGemjoB7IWGi0ueOfTUZx9UwUY32dLzTHBXrSAjtl7uA328DF6TCG8ryusiYwt2Gj7fJM1Vif5KrOCljy7HgyClQaAoAFOwTEQi1Ylo3XzoTRl8L+zj8wo+dHVhxKzzIyANnGDM9Yl7ijXpVZWm2LXvEPnQK2SgLrno1YRCbviQDFShjJdG6/PI5jsM/jHfNoqSIQCgP5TGdmeCGAbMKDbYcRCocxXIjRS573EbJfnKzJruvi5s2bh66jZ4G3K1ftosZiMe0aexso8RCLxeC/g1MoT3Pfce/xfZ24KxYTJ659x70n2A8hxLHve17tO+59nji6HyehfceuK0zZdO7cufdtfXbLB8cFstmDHsWhvI9w9HC5fX4MWNyMIpkCqi3+B4SQTEURTwA9LtBsH3zvJyKMjjo31u1FFuhLA5vZJM/vu/wPAJJp3jc26u+HOwfhuEA6LTq4pU8PAUN5qk/ptOxbEUhEQnj1XLRDrh82Jup91d2O4Hv6MBxnLLvH69K4+j1x4L6+tI/FnRjqLSCdpIfbsmhMJmJAw7GxuhdogEVPdrkOXDtldUQMXBinB7fmRLBbBV6dEfu82Wu7gCWSGBtNIDpZODAmTQc4Xxe4Pkd9RxndKoGc4wBXp6wD2dIBoC9nwQoJvB7X6zYRBfKpEHp7c4fqOfvPO9T9vKkfnasJfPdh55l12+LZ95AN7FXFfoLZi+P8/fSwQKkuGDEo2x8JC0wXGHXQ7TQCgGungPHhXoyP9D6zd+th9xerPs6PCfz5vc7EcQDXWsT2cfXq1aeu8/3Ae62LPC+Yfrz/qDZpu63s8OhQ0AYcyAKpuHhm6+OFMboLhQJ2d3fhOA5CITZ7c3MTsVgMmUzm2OXYtn1gQiRsoC/j45MXgBvz/n6Y2IUxhi2/OkPhqs7Zzm/4uLfM7JkqJEoIvlzKdV6flmeI1TmxaIQJWFpTPm4uyHD1UT5gRUsy0c/w7XScGtZIDxWoYHKtc6M8uzWY5xmE7Qp/azq8v5Dly3J2FSgBSEYFpocERnoAW8Y7J2xgZsg/VNkZ7GGik5EehkCv7GhaicUtvmCHeviiCZapx5eh9P3Zw88mnxn2dbsbQLHODYhilWHmc+s0dm1LJTjxcWrIwnCPwHCP2D+T3o3RXh9CHJ6ILNjvU8Psd/AcV8tlZvIrk9zdEoLt3irz+QpxeHndUON6b1mfKVeIR3y0G2V86FwO/Rnxwp/ZPmwdPc9yhRBPzDLdce3+3+Pe8fT3Hfse+WOwHyeqfce955B+nKj2Hfe+J/TjRLTvuPfIC9/v9Rm8zrYpD4fyB98JT5Tb1uE8170Zbtge9tv0EJUkx6PCFDwT3Z8DWt7R9yWih8v1J7UfePJvR43Jcd5X77QtTyozHLKOvE/pArboPId+aQJot5lPplTlGelL4zQ814vYf8+FZUh1UYbMC0Eje6ErvPzi+MExVmOSsJnP5LAEckN5GoqP1tiXSIih2bsV4Oo09aV0/GAm+2Df3snzTtgcp1dnOjm3ZwZ1AryrU7rf63ucj0N54No0E9Mq6rXpQYbG92WAj58Dbi12juXUwGE61Ltbu4fd35MB+so+PnwKuL/i62R6IwJ9GaAn8/Q5kd5vvFey7nnD9OP9QyZB26RUA+ptf3/zMR4RODMCZBLPbn28MEb3+fPnEQqFcP36dXzoQx8CALzxxhu4fPnyu0qipjCQ5d8fOA/Umx4aLQt7VS00g8aeyii9tsdzQ4+3AOFT8M4MMYHIUcbhWB8f5qNVvjQmC8xU7vncDQ0mtHi75Fqjfdws6P5tcgAHsoN2Q/XhqGzZsYjAUJ4hVLPrQLvJF2pfhiH3ydiT1cBu/tRgn7rbDfAlagsmTJuV56F7UuwLmlsY7S08URk5biKyo/qtnlmwzckYoxTeSWKzo+ZGPgX0DfCsXjTy4r7gDAwMDJ4Gh70TniS3D9t0VrJa4XADU8gN6OOXeRyWiKPeaW/322F4t4kz3+lYPum+J+kC4ZDASK+/T9OlEn4dNo5nR3RZvv/Ox3gwTw9xdwK5QfW8BfBwhcZ9Mgpcm+ks85327WnaMpBh8tlgeUrnA45ufzgkcEFGyXWP5fNCLsP8NOfHdDK9XALIpZ9rMwwMTiSmCgAEmQjUpt+5MR1R86zwwhjd8Xgcf/Ev/kV88YtfxC/90i9hY2MDv/mbv4kvfelLz6R8vlyYTGV9s4yhwSyS0cNfhN0vt4tjFGDHeXF236uE35PufZqXfXd20Ldrx2H1v5cZtbvbrf6djHfWF7Z9XL++Cowf3o+3K7cb77RP71aZUnMjZPOM34sUSm5gYGDwPPA0RuTTGJgnjSXinb5f3osy325M0gmBbrvs3T6bo9px1GbJuynzWbflSeU9qf3A4WP5vNCfFuhPA5slD82WQDTio/8F9nAbGDxLxKMCF8aA0V4PW7tV9OWTz9TDrfDCGN0A8PM///P44he/iL/5N/8mUqkU/u7f/bv40R/90WdaRzQE7KzPYnzo6hM9q8C7e2G+Fy/b96odz7utwfreq0SI73Wfust3XbxwydIMDAwM3m88Sw/zu73vg4ynGZPn/Wye9/M+6r73oo3PCz1J4PqD779wZ7gNDJ4HklHgwdoDTAxefU/Kf6GM7ng8ji9/+cv48pe//H43xcDAwMDAwMDAwMDAwMDgbWFiSwwMDAwMDAwMDAwMDAwM3iMYo9vAwMDAwMDAwMDAwMDA4D2CMboNDAwMDAwMDAwMDAwMDN4jvFBnut8NfJ8UF+7bZOZSv7/ddScdph8nCy9rPyzLghBvny32naxP27YRi/jHqh8AohEAEIhFfRz/rqe777j3+L4PRAViYf9Etu+49wT70f2YT0L7jnuf94R+nIT2Hfc+tS7ez/X5Tup/GWDG5CDMmBzEYWNy3PUJvHxr1PTjZOFl7cc7WaMAIHy1Uj/gaLVauHnz5vvdDAODlwpXr16Fbdtve51ZnwYGzx9mfRoYnFwcd30CZo0aGLwfeCdrFHiJjG7P8+A4zjvelTAwMHh6HHe9mfVpYPD8YdangcHJxTtZb2aNGhg8fxhPt4GBgYGBgYGBgYGBgYHBCYFJpGZgYGBgYGBgYGBgYGBg8B7BGN0GBgYGBgYGBgYGBgYGBu8RjNFtYGBgYGBgYGBgYGBgYPAewRjdBgYGBgYGBgYGBgYGBgbvEU6U0b2wsICf/MmfxLVr1/BDP/RD+I3f+I393xYXF/HjP/7juHr1Kn7sx34MX//619/HlhoYGBgYGBgYGBgYGBgYvD1OjNHteR5+6qd+Cvl8Hv/1v/5X/OIv/iJ+7dd+Df/9v/93+L6Pn/mZn0FfXx9+//d/H3/hL/wF/OzP/ixWVlaOXb7v+3BdFyZZu4HByYNZnwYGJxdmfRoYnGyYNWpgcPJxYozura0tnD9/Hl/84hcxOTmJT33qU/jYxz6GN954A9/85jexuLiIf/yP/zFmZmbwt//238bVq1fx+7//+8cu3/M8XL9+HZ7nve11N27ceNvrTjpMP04WTD/evlyzPl88mH6cLJj1efJgxuQgzJgcxLsdk5dtjZp+nCyYfhwPJ8boHhgYwL/6V/8KqVQKvu/jjTfewHe+8x28/vrrePPNN3HhwgUkEon961977TVcv379mbfD93202+0XfrfQ9ONkwfTjg1H/s4Lpx8mC6ccHo/6TCDMmB2HG5CCe15h8UMbe9ONkwfTjeAi9J6W+S/zwD/8wVlZW8OlPfxqf+9zn8Eu/9EsYGBjouKa3txdra2vvuGzXdY/1+9tdd9Jh+nGy8DL2w7btpy7/WdR/kmH6cbLwMvbDrM/nAzMmB2HG5CC6x+Rp1mfw/uPW86LC9ONk4WXsx9OsUeGfwG2JmzdvYmtrC1/84hfx2c9+FrVaDa7r4stf/vL+Nb/3e7+Hf/tv/y3+z//5P8cq03Xd98QzbmBgcDhee+21Y19r1qeBwfOFWZ8GBicX72R9AmaNGhg8b7zTNQqcUE/35cuXAQDNZhN//+//ffyVv/JXUK/XO65ptVqIxWJPVfaTdidc18XNmzff9rqTDtOPkwXTj+PBrM8XC6YfJwtmfZ48mDE5CDMmB/GsxuRlWaOmHycLph/Hw4kxure2tnD9+nV85jOf2f/u1KlTaLfb6O/vx+zs7IHru0POjwPbto81kMe97qTD9ONkwfTj2ZRrxvFkwfTjZMGsz5MHMyYHYcbkIN7tmLxsa9T042TB9OPJODFG99LSEn72Z38Wf/Inf4JCoQAAuHXrFnp6evDaa6/hN3/zN9FoNPa922+88cZTufbfDntVoDD+CnaqAumYj1hEoNHyUWsCQgDxCBCLCGyXfDTaQCQEhORzcR3A9QHfB6IRwPOApgOEbSAWBhwHcDzAB6/xAdgCsC3eF7LBLwUQsoB2G2h7gOsBkTAQDfF+z+N1vuBvIQtwXN6XiAAtB2g6AiOTl7BTErBtH+HQftFwPMB1AdvW/XkWaLR8tBzW4YNj86zKNjBQCIVCqDaBZttHLAyEQ5zzESnN1L+Pmntqnqrr603A87m+E1Gg7QCNNtdsOiGeal43Wj4qdV6vygmi6QCp3BCaDpA4Qq4fVe+7XWflmo9ai3LHFpQ7jkeZFLbfWR+bLYGe/jFU6gLRCE8q1VssKxHldd2ys9Hy98fcEgAEn1nIApIyeClYRrAdwWenvi/XfDTblGe21flb9/WH3f+k/nVfq94Fvs/Bt95Ghqq2+WDbgv05rG3VBp9FJMTy1XvCl/PTks/LB2W/4x4+vwwMDAwOw04VKExcw07VR3/m/W6NgcHJwnu9Pk6M0X358mVcvHgRv/ALv4Cf//mfx/LyMr7yla/gp3/6p/H6669jaGgIP//zP4+/83f+Dv7oj/4IN27cwJe+9KVnVn+56mNuE7g+K7BTFsingatTQC7h49YisLEHxCLAx84CxZqPN+eAnTKQTwOvTAI9KWCnAtyYB3JJoD8LrO0Cm0UazBfHgXwSKNWBch14uErDdyAHDOaBzT2g1gLOjFDhqtQBywLuLPLfuRRweYKK29wakIgBqztAPgVkEsDKDo30ZBzoTfO3RjuMSxNU1B6tAakYr13bZVujIeDsKDCY8zGYB8Khp1PcHMfH0g7waJVj4gGY6Odvg3kfIz1PX7aBQRDNNoD0Ofyv7wk0mkA6Dgz3cl0AwPoe/yaiwPRg59xT83R2jYYgAIz18d8PVmi8xyNAX5br0fOBM8M0npe2jzevHcfH4y3g5gLXYDQCnB4GChkfo300arlWBNbWo1iqCMwMHd7O7vXk+0A24aNYA5a23vk6azR9zG0A95aBYpX9vTIBVFvAg2VuNPSkWGbbe3Ifg+1rtbKYGabhnJbypeUAhRyfR6lGQ/HsCJCO+1jZkQX5vP7OIrBboYy7OsXvbz0GGi3K0YtjPobywFqRz67e4nM6O+Jjr8pnEw0Bi1sc394McG7Uh+MAcxu8vi/Nuld32c945OD86O5fsK6pAR+2Bdx8DOyWOTfG+mgg96aB/kynDG00fSxuAaUG5fejNcr7wR72J2wDD1ZZfiwMDOd9NF3g+ixQawADeeDSOH+fWwfKNRrd4/18vwjBOVatA7k0cHncx1RBbyQZGBgYBLFV8bG8Cbw5J7BdBnrTAq9M+RjuA/rTRj8zeLnxvNbHiaEMs20bv/qrv4p4PI6/+lf/Kv7hP/yH+Ot//a/jb/yNv7H/2+bmJv7yX/7L+IM/+AP8m3/zbzA8PPzM6p/bBP7wBrAlldztMvCHN7nr4ThUsmJhoFgD/ujmwet2q1RmXY/K43cfUuELhehJu7tEY3u3ArzxiOU0pVL41hKNZccFrs9phfhP77D8psP7/vQOy0oneF2lQYP++7PARpGe79l1lt+T4e/X51hXscpNg+/PAvObNMT3amzn8g6wsvv0Y7e0A9x+zLbu1ahk31zgb/eWWb6BwbPA3IbA1+/4KNcBYXHuffchN6huLwKruzSi6y3OyeDcU/O03uI163vAVolrs9KgQb+4BbzxEOhJ03D841uMQqm2jjevl3aAb90HFjaBlss1/71HvHZxs7MNPp7czu715PnAtx/y73HbE8TsBsdqt8JyXY+G7O3H3AysNmXdS5QPT+pjsH17NeD7cwAE+56KUQZ+6z43BxDop9oUeSQ3Dr/xFmWX49Gw/M4Dbgg2WvxudRf4zkO2/d4yywG4AbG+B3zzHg3uGwuUwRslyrrlbd5Xb2nP8Dfuss3B9jypf6queotlLW5zzLcr/O/6vB6n1d1OGTq/AaztAXsV4HuzlMGVJtv1rfusty2To+5U+Fy3S6yr6bBv63vckChWWd9WmZsRPjhuxSrn2E6ZfZtbf/LzNzAweHmxvAl8Veq4Pvj3qzeAla33u2UGBu8/ntf6ODFGNwAUCgX8yq/8Ct544w18/etfx0//9E9DCO4wTExM4Ld/+7dx8+ZN/I//8T/wAz/wA8+s3u2Sj+uzVGYVhKBid2MeODUsvUKTwJtzndcB9LJdnwNmBoHJAXpIHMmrXm1QuexJAZsl4PGmvkeFdFYa9KTnkoAvFc3tUmcdjsuw8kdrOqS8kKOi5XhANsHQeEu2e24dmCqw7AerwKUJ6V33GJZaadIId1x6zrdLDHd8p2i0fMyusW2VRudvc+ts1+z605VtYBBEuebj1mP+O2LTgwhwHt9aAApZfq405BEM6Lmn5ikg52odGMhy06vSZARIuc61ZAkaTZk4/31/RZcNHD2vGy0f95e5DrsxtwHU2sD95cP71t3O7vXk+/TGF7L8O5h7+/Z0j929Ja73SpPe22yS91YbNEw9GTJdqXPz4ag+drdPCAFPtm+4h4bj6jbLa7s05mNh/l3cAupt4NwI8NailpO2xTYoeTXcK0O4wfbcW2J7FAo5PvOB7EFjMx6jDFbzIJvQ1wTnRnDcFZoO9ueJgpovj1Y5J4Lyf07Ok8UtLUPLNR/rReml3ugsy7Y4P+bW2C7P42ZPuc42DuUBCGCkh/K6Uu+sLx3jO2m4R89Vx+VY3VrkGBsYGBgEsVlidOZheHOOvxsYvKx4nuvjRBnd7xeabXokDsNOmSF7ljx7vXvIdZbgddEIDYBKXSuMrsf7omF+rjb0PfvXuAx5jIYBCHp5uqEeea3B8tT5U1WXbdEzp66t1Pm749KDFI9QsVNwXJ7n9EFF1Pf1/e8ELYfKpeezr0FUGwz3rDefrmwDgyAabc5lgF7ufYNNcF3GIvzsetpQUXNPzVOAvzke10SlzrVgCRqIak1W63o9lmq6bODoed1yuJaUBzOISp11dG9MKXS387D1VK6zHeU6jdi3a0/32KmQesflpl0szHYpGaWEjONRBh3Vx+72qY3Rcp05JayADPNBw9IS/Nto8qWTiHJc1XgLyI1IJa8C/XM8tj0cOPsetuk9Vs8wiKit++XJc+pK7gbnRnDcFdptsT9PFNR8qTS0HFeoyHnSaGkZ2mjz35Y42DZbMGdART4zT57bbrtaZkOOT7muN0n377f5rklE5dgJ/W4oVYFmy4SJGhgYdKLV1lE+3dgu83cDg5cVz3N9GKMbVJpyqcN/U2GmSsnMH3Kd5/O6ZovKVypOoxiQSdKkNwPQiYJU4iaAilQsLK/xOxV8BaVKJWIsz/epiKq6XE+f5xPg97UmvUfpBBXldFyXF7IZNivAcFAhnu48YESeg1WbEkEkY1Qm41Fz1tDg3YMJo/hvX0Z7AJzH+ZQ29GxLJuiCnntqngIyGZXFNZGKay9v2NZrMhnX6zGT6NwIO2peR0JcS0HjUCElPaSpI1gOu9t52HpKx9mOdJyG3du1p3vslEGnEqc12myXklFKyIQsyqCj+tjdPl9azuk481J4ARkmwNB/z+ffWJTHcmoyukCNt0oMti+vAv0LyQRkwc2MtktPsXqGQTRd3S+1maLkbnBuBMddIRz29+eJgpovqZiW4wopOU9iES1DY2H+2/MPts31GTWVks/MErw2bGuZDTk+admH4B676/Jdo5LTwdfvhkwS+8nsDAwMDBQiYeaeOAy9af5uYPCy4nmuD2N0A+jNCFyd7lTGVLbYVyaBhyv0TtyYB16Z6rwOoLJ4dYphifMbwPSgNgiSMXqndypAf4aJcNQ9IemxTscYLrlXpQdvKM9kQEGEbCqtp4Z0aPr6HkPIQxa9PrmkNuanCgxXTMWA00MMxVT3+gBSUSrwIZvt7c08XabxWERgepBt6zYopgts13TBZDE3ePdIJwQujfPfLVcbNI0Wj0+sF/k5FeN8BPTcU/MUkHM1zrPEUwNcC6UajZyQNBAnB3jOmcnUdNmqzMPmdSwicGaE67AbUwP0Ap8ZObxv3e3sXk9CMCHbepF/1/bevj3dY3d2lOs9FaWxWqxSTiRj2tsPwbEZ6zu6j93t830flmzfyg6N8qFelhe2gWSUBn4yynLjYeDuMnB+LLBxIjNxp2LAmSFgZVsb5Kk4Ez4Wa7o/63t85htF9iGIeoMyTc2DYk1fE5wbwXFXiIawP08U1HyZGeKcCMr/6QK/G+vTMjSdEChkVQK2zrJcj/NjepDtsmQUVDrO71Z3Afg8831qiPUG6ys3+E5a2dFzNSQ3iy6Nc4wNDAwMgujPCLwydfhvV6f5u4HBy4rnuT6M/1Fish/4zCsMJZAOBPSmeV5vZYd/+7M8m/2ZV5iQbLsks5dP8fsL4zyz2WoBP3KF5TYdKrfZBBUoH8CHTgHLW/IsdpLnM9d36QF5dYaeHtcB/vJHmLwnbNPzlopRYW20gckCUKnSs/TaDJP/tFtU3AYywFaRipzKXt6Tpkfm2jTr2qkAuQSNgEIOGM4fTpFzHIz08O+jVTl2Apjo49+zI/p3A4N3i6l+H9FXQ9ip0HAsZHn+N2wxE/dmiSwB2aRM6BUwgEd6GOL8cJXeyEyCxtJQD7C+w02vfIqbYxt79K7+0CUa5Ikw4IeBiYEnz+t8kmv4wQrlRjhEo30gywzakRCZDGZXgSJoiE8W2M5yzYcPoD/Na7rXk+cDr5+mPElGAESBU4P0sg71KI+8pjnspqMayAAfPy/LFay7P0/Zdn+Fmxc9aZ29XPUxSFHmuLz+4jizeIdsQFghxGx6p3/gLA3iZBT47CtMsra0ybE8N6pzT2QTNCA/cQG4K5OFZZLA5UkAvgzjbjGL94UxyshElAnqoiFuFPRnWM5OhYbo4022J5dkuwtZJsisNwEI4OPnsJ+9PBWnQRyLcNwTAWO1P82+L27SE56MAb0paeBa3KluOsBYP8fjwhjbkojqZzjSQ7ntuJSzD1YZUj6Y52ZDxGYyPMflu+PSOMtMRBjFMZBj+zMJYH5Ne8Qn+vkO+fh5Jnsr19nfy5MHDXwDAwMDheE+4EevyjwWTUYdTReAgtHPDAww3Ad8/hr1PYVsAujLP9t6jNEtoUIlt0oy+VmUCk+tSa9X06FSt7hJo/hjZ6kYCmgvzWaJhrfrMZPuo1Uauv1ZKmXxCA2BUo1KFwQVrHScSrktgK0K8J03aVD0ZqhkCQCPN9iex1sMMbQEMD7A73pSNLYbLXp+6k0K0gsptnGjyDbYFq8d6aUCp7xdG0X2+Th0OochHBKYHCD1mOHpNniv0Gj6mNsUuDHnouVYSMXpDdwtAcU6KfUyCSbour1ApeLUEOdlf4aZuhe3eI2KOHm4yvWYjAOTcg0JABcneMZ2dZcG39SgzO0AbrQVcp1ro9H0MbtOSqlGi4b0Z8ZkSLJMznV/hWtrZgh4/bSP9ZyHSILJEd942EkBNtQDfPSsPtMbXE+Nlo/zo/SwPlimrPEAjPex/LCtqbH60kAm4ePRGukLh3to+C1tS/rCBj3Up4ZYb5CnO2ShgxrM8Xi/JTiGS9ukB4uEBaYKWhZFwuzr3AaN24sTQEgAe3Vm37ZAGTpdoMw7PyZD0D1unqjNRyFo8BayHOvRHh+exzqrdWb2VqHwk/2MECrW2Ia+DBCPCgz1dG4+TA/6qLdYxjfv8xx0OgFcGhfI9w7j8ZbA3DrlZj7FjZPHG3Ljo5/y+tUZzgHhA8JmPpC3ljrp3fgcuEnQaHGzpi/DzYh+2Z/+7MGNkbHeAE+3B9QcRkIJwQ2FkE3DvFiXYyTnRiLG3wwMDAwOg0oOnIjQeaM+GxgYcD04Lt/Z1QZ1j/Ojz74eY3RLzG4AX7utz+yJCg3cH7xA2q8/e4sPJZugQnl/hd6V+yv0gHzsLBXAtV0qym/O67IbbemNmaKx/ad3qCiqLMeWAD51md7tr8t60nHS7ZRq9GAkY8yQrhIB5ZKkIroySSM70ZSc3vsZhYGQ8DBZsLBVojLqyeQ+16ZJsZOQGYyzCVLOZBOsR9HpANxwOC4YHvsuH4SBwRGYXQf+7C7Qdiz4Pun8Hm8BnzxPg3p5hxtjtSbnuqLMuzxBIbqwRaHaaHMd3F2WaydKw+rhKtf02i5p9y6M0fj649usP5ekMZWI0tMbXBuz61xDCveXeSzl9dOkknLkeeR6i0c9LowJVNshvDXP9qrQ6ZsLbO/dJXpbJwcOblrFIgJrez5uP2a/1L13m/T2f/ch5UdW8jl/5yGvi0fZnz+5rfvieDQY2Z/OuuY3dB3bZZ5B3i4DHz0DfPsBjbxaCyg3fOxUBK5N0XC+s6jlqOuTYvFj51hPWyUtExzjoTwpDNsOx6jtAp84z8R46ty6GuulHXqMswmOk23ROF3a5sbFlQld1sfPcQO0WybFIgKza37HsyrVOK9ePz2AzVW2ORFl+8Ihnd1dPZvZDeBsmOM1v+HjraXO53D7MWXsdx/y/rZD+hGA97c9GuaHtS34WY1/ECEbGOs9mBUdALxx/mZgYGDQDUWJ1IEFRmX2H3Ge1cDgZUH3+tirUad81uvDnOkGsFvxcXNeK4QCegfw4Rq9wfEIFdndqj5rOLtOj1nboYccYNK12S4KG5UNeHGDxnc03JnFOB5lHQ/X9E6kUpIr0gPdcliOJxPnVOTvs2v8bbuss+YCMnyxyXPd8SiVP4B/bz2m967SYKjocel0DAzeL5RrPm4+5vz2PNGRVOv2IsNzH61yIyvctZU4t8az0IpyKpugx7tSpxFTbeokXQubNFbbLtddXSZTA3h9s801Elwbqm3dCIdo9GfiB397uAqU6+H9zYGO9r4NBdhRtGKDORr04ZBe26qfjivDrTcO9gV4G2qwut40iEVoVA9kdTZ1lcqr0WZYveOyDeEQ7+2mdAN4zV6V7RnM8bmqOm49ZiSBwuw6x3h2rZP+Kxam3FRUZ6osgPRZ5drBsTvqWfk+8Oacj8G8rkO1X1FydT8b1abu5xAOaTqzSr1zPs6tH4+eMUhxF0Q2wWiKoJwOjlPTsEQYGBh0wVCGGRgcDUMZ9pzRbDHMcJ9KJuDwqSmKL4v/BellKnUa4+o+SxxOE+PLzOf1Vic1jkLI4ve1BvV729a0Po5Lg92yAqFAQv9elol9BNCR5lZYNBzKdZ6BVMl4LEFFNRbW2YKPS6djYPB+QdGFqekZFIG7FW1otp2DiQ4VJZ7KKh62uaYUz7Hr6vKqcr34PuVCUEAqijLP71wbQSqzICxBw/KwsF+uOQue986p9o6iFYuFZXIuode26qcPTWfY3RfgydRg6n6A4eB7Fekld7XsUv2tNmTGcikLHe8gpRvAa9qONMplZlBVR7HamQG+3uQY11ud9F+WYEI9hWBZpWpnhneFo56VD/YrZOs6VPuDcy34bFSbup+DkrEqkiA4H6vHpGcMUtwFEbbZfu8QHaDeJOWZgYGBQRCGMszA4GgYyrDnjGiESXz2laOAQpNQFF8e/wvSy6TiVIzUfZ5/OE2MEDS045FOahwFpdglYvKMuKtpfUI2lVXP0x52+Pr3tKQi8oGOzQLfo4KWjtP7oZQ0z6cnr9HWxv9x6XQMDN4vKLowNT2DpkU+RQMuFaPx3W2QKEo85c1uu1xTKvuzbevyknK9CEG5ELSHVaZtS3SujSCVWRDqGEhwg02Ba86DZb1zqr2jaMUabXpCPV+vbdVPAU1n2N0X4MnUYEHD2vVJr1hvaRmkhtvz2XYfWhaGrIOUbgCvCYfYHmUcqzpUpIFCPMoxjkc66b88X+bGkAiWlUl2cpkrHPWsBNgvFeKejOn2B+da8NmoNnU/ByVj6y09x4L3H4eeMUhxF0TbZfu7N5YAGdEUNh4rAwODThjKMAODo2Eow54z8imBy5M6DNCHNnBPDWkFqlxndmLlcZ4Z5BnScIhJcgAqS9NdFDYhaXCPDTDJT7PdSQdUb7KOU4Ost9aSZ6ubvG6oRyc2soSk/JK/Tw/SM9eb1vywAD1AySipcupNHTrfdoDL46QcSsWYTOm4dDoGBu8X0gmBy+Oc35bld3hCL44zJHlmiEZuu8uLOD3IcGV15rZYY9byVFxuOkW1Z3WiX3tah3qYcEZZXak4j4ZYVufaUG3rRtshlWCpfvC300NAOt6GJd451d5RtGJre2QrUBsQispKcZGvF3WG62BfVJ1HUoPF9SZho8Wz0htFhq/TkKZAjEeYlC1ksw1tRxrCXZRugM4yPjXAdqtEYQDl0/pe53ikE2KfZkvJq0abclNRnamyAB43SCcOjt1Rz0oI4OqUwNqurkO1X1FydT8b1abu59B2eHZ7o8j7g/NxunA8esYgxV0QxRrHxzrkzT1d4LvAwMDAIAhDGWZgcDQMZdj7gKkB7kA8WAMaDWY+niowoU7YInXQ/AbDA6cLNLKXtqg4vn6aCmw7yVDKSotG8sM1oN0m7c35ESqIrkfahrtLVOhDYeCsNBYiYdLsvLXM8MixPhoBtgxr//h5TfcAQaqwTILl5JJANg7s1nRG21xCwJJJ2Ra32bZTg1QEf/AClUHlhf/EBXLj1prsy6khTRdUa/K6eEQri4fRiz0t5ZiBwXEwVeC8vrXAyA/Fnew6XFtjfTw3/NYysLVHL+/MEA3ugSw/z65zE8oD8OFTTMC1WyFlXiFPYy8cAj5+gZRYzTbw6UvcdGu0WddEgWtts+gjZHP9jPUyedetRa7dTJKG33gfvbzbFdbbdJgUrDfpw2k4uDrF8KWQ5Gu2BVB3yXPdmwJKNX/fK6oSxPkeM1pfnWLY00YR2ChxbSdjwOdf5VGVpswD8YnzzCWxU6Yc+eQFYHmbYxgNMbN2MsrcFiFLZy9X1Flza5IuzKNMqDcp8xY2WX8oJHB2RNNm5ZPA7SWgXGXkwGsz3Ki8MsHEd47L9k8PMn/FcC9lWq1Jb3M0EK3Ql+WzASQNV4gydCgvx0NGA9kWw8OH89zQSMTYH+UtrrdkvgzJFf6J85TB22XKx8uTQNzfRHJwAI9W2UdlOMdCACw+S9dj+Yourpsu0fPJKgEw4dzjLZaRjnEs8ykZaXQIpVtQzgJ8Jq9Ocw4Wq4wY6M2QEjIR03M5GmK2fJMMycDA4CgM91G/XN+jLBSCTBaGMszAQFPqzW/wvRqP0i4ceMbrwxjdEo5LhSkdA1JRbYxaAvjuLBXpiX4q/hF55nNygN5vHrTn9zNDVOKGe5hkzfOp7K7tMqmS49JLcW6U9WwUmXzItoAeya89kGUWZQE+fMum8latAyN9VDjjESaAerxJZb3pUjku1aiYzgwCby0JlCUd0ngfFdTtMrM2tx2WO5AFdkrcZDgzTMOiVGObm23sUw3FIjTEh/NUFuc2qMjGI8DUAI2PB6v6u3dCOWZg8HZwHB/rRa67a1MCmyUakm/OAmfHgAujAASzTU72M/N4ywEqNQpRHzSQBnPoMHamCtrYCcl1qcJ/ixmua8VhnUkCZ4Z4dvgbb3E9phKsy7LIcf25qyxfhR4v7TDZYbXBdTozyM29bz0QaNbC6Ould7Zco0E3MUAqKj/LTbCWw3LWdilrsnEqSvdWuIajYVJunRmiZ7vakCwGdVKgjfbSuNwp0yBXhu7FccqDegv43kPKknyK/NDVBsOYB7I0qnszwLkxerY9GU5ebbKPMwW2r9biJmO1Tll2ahhwe9ivjT2W22wBPUmG7felgVKDLA9bRRqYp4Y5Bm8t8ix8Is4Xn+MCAj5Wd5jIsljjRslgnu2bW9fUjDNDNEYfrrLvU4OUZ3PrkmM8QflZqbN/F8fZXtsG6tU4KiXK7WKN92UT9N4nI0ClyXYtbvF5j/T4+3SJAxkf2xWg1WJ28vU93j/cwznVbAM355lfoCdNw79S5/NLxX3Mb3CcBvOkdJxdY3v7s3xHeB43M3rS3GSYHBAYyPjYKjOJ56M1vgumCgLRWPKwJWRgYPASQwhNFauMCgMDA0JR6MXCkh5WHJ475d3CGN0SC13p4gWo3PzAOSqO5QZptu5Ieh0Vvnlzgcqw41KYffchabxKNXri3nhID8f1eRrjRcnRfX2ORvzDVSrD63ukonllErgxz3I+fZnC8e4yFWHHBdZLbNeFUSqLyzss53uPOEGKVSqWX7vDdpQbzMC8sAG8fobtcD2Go2/u0lv/yiQV1Y0icG6EdaXjmmooZFNZvL3IOh+t0WMEsM/feSizuAdokZ6GcszA4Cgovuh8GvjjmzRsAArGzTuMAhHgGqk2ycEMaBo8PR+fTNOksLBJI+/mAj87LtdAVvJqV+r0/LpVGuAfP0/O7JkhTb0VpHyyZGLDNx5xrfg+kErH8f1ZCnjlxb4xT2rBb96jpzUeAb43S29my6FR9id3GNlSqmnqwDPD9H7+0U3WFwnRoPvDG4zKKdXpbZ/fBK5O0ngr1mgIej7l2fwmeakvjHFzbm2Xsm6zxEzuilYsODbhEDDe6+POkkBahpLHo8Af39Ke7bBNg/zCGOtQicqWt7lx4vuUUaVZyp9EDHi8DTg+8OeS2isVJ/VatQHcW+ZGQ7nO8bIEjeblHRrF4/3sezIGrO5w0yEkz0g/3mS9F8YY1XRnieO8ugMMZGIIh0mHpugcI5Lt4fwoyyvWOBe65dtGie1SdGZqbjbbbOfjLW6StBy+a4o14OIYZfHXbrNs2+bf7z3ifaeG+OwBICfP6gfr3Sihg1JMtWs0a4SugYFBJw6jDHuwaijDDAyA50epZ8504/B08ZZFhejmAhUulazM8eQ5bpuGbK3J60RgV0R5XrZLVKwerFKpVVmUI2GGf86u0fO1V6HBIEDjd7SX/94u0RCuNGQWYIvhp47L61oOPVwbRX5XrtMYVvQ1c+sM+Ww6NKJvPWbZiiM8bLPNs+ua3mZxi+G4QaohdYZdURIFqYYUXY6i0gnCUI4ZPAso+qRCDrjzWGfeBjRd1K0FrplCTlNKAZ00eMedj42Wj+2SLkfRWY30MCqlIY9gADSkLaFprlQdh1E+BdfKYB6Y3xDc0GrqcizBOgayeg2Gba7toTz2y1SUga7H6JS1PcoLdfZ4VHpLfeiNOCWfVndZ3/w6xzJIYdh2aRRm4jSog+ta0WQFx2YwB8xt+IhF2MaQrTOkz23Q07tX5Rg+WOHnTFwbnvGIDHUEjdLHm0DD4XWKbuveEj3oZRm1MNxDGaTa4Pk60WWtyc2CM0OUe7Pr7FNYtsuSCfXm1jW92NyazKHREljZ6WSfcD0++7kNvemi0P2sg3RmANsej/I7RU+nkupV6owOUOH2lTr7tSojGgo5Se8mn1lFZktXsl/RlR2GuTVhqMMMDAz2YSjDDAyOhqEMe844LF28Sli2W5FhOHLMfV97f+stKmXqfIyCUu4Aem3KtU6aMGU4lyXFTdPBvtVdkYYzZKhDs60NXxUe5Pu8zrZYflNmBQ7SjKl2xKNURtWZx0SU17QC1ErVuqa3abQ6KZWCU01REgGd2dBdT1PpBGEoxwyeBRR9Utimd7c75EetU9vupJQCOmnwjjsfW45e58E64jHW73o6+7diDVDJ11Qdh1E+BddKyAZqDeZccFxdDgTlQjzCsoTQhmJcGraAXuuqj41WgFIQcvNNXqsMeoVmi/JA0VcFZYaSLdGwpgBT61rRZAXHJhaWskjoeoLyJxbm976v5V00TJnTcrB/hlyNT7XBl1IiQLdVa+rklko+dlMzqr6rsYjHWE6lzt/22yU3R4P0YpUGPdpCiH25F4QaE4GDVGbBZ9099yzBCAUVFaHeKYD8DG7gqM3cWJif227n81PPG3L+BOnKDkOt4RnqMAMDg30YyjADg6NhKMOeMw5LF+9J70s+RSVHZTAWgl4RRyrBtqUNYYVUXCv6tQYpXoI0Ya7Pf6fjVJ6iIVDz8nlvrcl/C0EFVWXP9X1tfKfiLLPW4BlJoJNmTLWj3tRe+1yKZTuS+ky1MRnX9DaxSCelUlB1U5REQCfvt21pKp0gDOWYwbOAok9qyzO53XRJap26AbonhSAN3nHnIw2wznIEgHqD9duWNswEAPia5krVcRjlU3CtOC6QiPmkpbJ1OfApF+oyTNv3uU7DcpMvHWdZaq2rPsYinRt/taamB1MRLQrRCOWBoq8KygwlW5ptTQGm1rWiyQqOTaMtZZGv6wnKn0ab3wuh5V2zTZkTCbFu1WxLluuBXmBFt5WIyuSQAfnYTc2o+q7Got5gOam4jkIK2RxfS3TSi6ViaqPF35d7Qagx8XGQyiz4rLvnnudzQzUV131RfQ1ZbF9M9i1ksT0xmUk/+PzU84acP0G6ssOQiFmGOszAwGAfhjLMwOBoGMqw54zD0sUr7/DlSeCtJSpqSjlS55cnBqgQ2pb2pgBMthYNMwHR7UVmu600NF9wq00P9fQgz4fmUvv6NmYGgaVt/rs3yzDTVEzy3XraYJ8Z5ES4v8prlBFfa2r6mqkCz2NGQ/QyXRpn2Y2WpFaSnqnpQU1vM9bH8+VBqiGl0CpKoiDVkKLLUVQ6QRjKMYNnAUWftL5HuqqgUaTooi5N8PP6nqaUAjpp8I47H2MRgd6MLkfRWS3vMKlWPErDEdCGpqK5UnUcRvkUXCtru8DkgA/HZUJFVY7ns46Nol6DbZdre3UX+2UqysCQTQNsMEd5ozb/lrZ5rQA3BEo1LZ+GeljfZIFjGaQwDNuUa6U6w72D61rRZAXHZm0PmBqghzgd52aCMhanBnhGPJfkGJ4e5udSnXkoFBWjEJq3e3yAbAwrO5pu6+wojfR0gmeZV3Yog1Qb1GaGZVEeD+YpF6OSvjFscwzVZmjY5r2KXmx6kB7qRMTHcE+nsWtbHOOpASbZDMq47mcdpDMD2PZ6k98perrghkQiwgSXIVueWd/hEYJ0XM7jAWi6Omloh+xOurLDMDXoG+owAwODfRjKMAODo2Eow94HjPfxwPybc8z025PmYCejmvs3HpXGrsxs158FPnKGmYR3yzxHOdxDhdB16cX54Svc2cgnmUQoFZWK0yDDYWsy0dmZIZa3W6GyfWqQiqgdJ53XW4vA8hbbdW6UHrelbWbVDQnS8syuU4lORIEPnaLC15ui92S0l0rbj16lFykRBlzw3koD+IHzVAJdj8pvJKQplTaLVAQvTjB7cjYBLGwxbD4SIq1NNAxUWzICIErFsD+tKY+exvhutHw0WwLJtOG0eNkx0kPjrNkCPnVJYKvEuQrw/GtfhgZVPMq19/HzTI6VjDLUuDfF64I4iuKu0fKRjQN2L42uhyv0QvakSdfUk2LSrKb0Rp8ZZhnZJOe8on/KxJkPYn6d1yVizN7t+kwg5vkWXp2hgV2tk01gKMd+fPQsQ9ZbDtfX2i7X1kAW+P99mAbj0ibH5NwYDdVSnVSA91dYdz5BipiFTW60JaJM9JaK0iDtzQCvnWL/Wg6zvhdylAe9aa7/sGQ4CIWBwawem0i/TuaWiLCs5W0Zam5zE2KjxHblU0wOV6zys2VxkyCb5HnnrSI9xKcGgXQSWFjnOI320YDuy9Cra0nP8Vgf2xgNs+6HqxzTM0My+3qdcm0wT9nXm6YccxwawKN9lOeDWcqpkM0yG00ftTbbPrfOZ35+lO2M2BzzlvTSTw1QFm6XfAjB3BlC8Fl+7CwTWHrS0O9JUbY/WmU/ejN8H9TbnDeKjnKjyA2QD0m5u1Pms98ssaxciu8NldSlP8MkmLUWjw5V6qSza+5uAci+p+vRwMDgxYKiRNqpSoYMAfQmnz0lkoHBi4jnRalnjG6JeARIR6m0KqJrT57XHshpr1BGZuh9a5mZiFMx4NUZGgCz68w2a1lU5vIpKk73lqh0TfZTkas2+WCHe4DBHtLM+KDnOpdi3U2HSXZq0kN+ZpjZgNf3mCCp3uIGwPQgFbtoiLy9KoHboxUq8TND9OLcXaQxfXqY/frmfXrFJwbo+brzmAZ/TwoY6+fZwuE+ZlBvtNmPhQ1g1qGiO9YHVJJsz40FZlP/0AzHMmQBm2XgWw+ejkLMcfx9qqVaE2jXc4hmBUZ7fUNB9pJChRdvFflhr6pCtPl5bY9zf2GD1+ZSpF4qVoHHG1wT5Jn2IaCpvILzczALrBVpHO2UqZScGQY+cpbGUcjm+Z75Da6TSIhrb3mHa7QnzQ24xS1NETbeT6NVGYZhm7IgGQESMRsJuamXjOoQ7EyCRrllUYb0ZdiOxS0mjCvXaUhemZL842F6PmsNH6UG2/Rojf9lkowCeGWKhnXbofyJhMlpbttkV3Bd/jtkAS2XRv637nMccing2jSvmV3jOMQjlE2hEPDmvEAkRDk50c/w9VhEetpFJxf1+VHKz0qD3udzI0BskpsSqaiM8ElJKsVVbiD0Z+gBr8rEjvOb3PTMxEkz9v8MU3bNrQObj7lRMtLLZ7G6Szl7dYoy+vEmcHteGs4yEqjl8Drh2+jNst0/dJnP9eYCUKpwnl2Z5IZn2Kahu7zN5+q4fDlfmeBmwSMptxQV2fceSc7PAinPmm1mSPd8yuSJfsryM8Mc05akP+tPcw6dHWHb1/dY9sIGMJj3sVXkO0dRRBbynOcRuw+OfJ4GBgYGgDxm41G21xvcjM7F3/4+A4OXAUJGM9ea1FFiEXQmtXpGMEa3xOw68A1JT9NqtRCNRhCyqCjdW6aiFAvTiF3d0ZQy2xUqZ8vb0hDw6BX5XoUUXXcWabQOhYA/ua35bwFSgV2bphK1V6NCfG2axsWf36dH2bZofBdr9NCs79LA8HxgvUhF8Jv36dnzfE0BpHgYH63RG9JwmAG31iIdkeNSoYuGSTPUn6HyubTD686NkGrn3Cjbc39Fj9XaHnDzMZXMtT22+0/fAj5+DrgwLjqokoB3TiG2tNNJhVNteLj9mIvCUJC9nFja4TpMRoFv3/chBJOQ9aRoJH/8guafB2jgLm6R5ioS1nNQ5UY4bH7WBoDFbRrqKoz4Ow9IKbVbYejvN96iATZX1+d7r06xbZcnSEFVqdNwXtulJ3i8H9it0VhbrQKP1oFrUzQ8byxgnyfck8m2zo9pesFtycM8kNU0aBCUO392V685gBtdQZozgN7vnTLlmKK7AhjKbFkHKdQA4Oa8jz+6pesq1jgOp4cl+0KIx2bG+4Bbs4APH21XoNJg3dem2bezI5o+DaDhvV70D7QRoKx7/QzbtLLdSbu1VWZ7X53hRp46n952gY279Miv7FL21lt8YT5co3wSgoZ2JkEDWWVYb7qMFProGW6euj4QDVmwQ9JozgF/eof1tFygXgH+6Bbwgxe5+dBoMypKvZPX94DFFN8DSXlGfLvMDOSvTDHa6Rt3SVX25rws1+GGy80FzqG3lijf7ix2josQ3ORUz69YpTxWrBo7FWDnIfubjAH3FoFsVnSEuhsYGLzcOECJVCFlrKEMMzA4nDLs4ZqhDHtPUK75uPm48ztF0/NglV4WS1DxXdulca14d0d76SXZq8lzibb+/tZjeigm+umFcWTW41abnjDboueoJ6WV4Wab5akMwW2XilexBixu0qMWTIo0tw6M9dID+HiDZTZa9H4oGqDHmwyRPDPMNjkevSDDPVQwBdgnlaRJUYdlE/ScPAwY3I6rNxzmNjTtDgDcWgR2K0dT2RyHsukwqqV3cr/BBw9qTqRjnZs/8QjXRSLGzaaC3MzyfUmJFzpIZdc9nxU8j2sjE9frRmFujcbQjXluZHVnuJ5dowF06zGN/nRchlJHuYE1t0EDtVzXWagbbRrTyuPr+1y7bUkJVanrdhdywPW5zmSNCrcWKb+6ac4UwiGOxdza8Sj9dis+rs91XheLsB/3JZXZ3DrHelbKNN+nYV1p8toHMry9u/yj2ghwHO4v09Mb/D0k5fBgnsZpMHmYyoZ+fY71OdIYrjT5+/wGjwNMFdj2aoNGadhmfaO93DxMyPPsLYdlpqIsMx7tSg4pN2syCfYxmNBvIMvvFM2i+gtwI6Teorx9sCJzc8j5o7Ko33rM3B8PVjqfc6Wu6dGyCUk7J8ueW9cbuICmNevPhTG3ZmSlgYEBYSjDDAyOhqEMe85otHk+OQghqHCVazz/DKEVbqWIqcy6zRaVbQGdKTce1fzbiv4lSC2muL0rdYZjKkXLEpoCzJWZfW2L5deaB7PoKVowH2ybELwvSFFWbVCxS8TYJpX0LUhL03J0wqkgdZjvMxxVwfV0/4O0OwBQqrLtR1HZHIey6TCqpXdyv8EHD2pO2JIyTEFR34UseqKDc1ElCeymsuuezwqez7JDtjaIFCoNfr9TYZmu22kYleud692SIdqKpkqtE9fVG2aW6KQDBPZPtZCeSuh2h2290dWNUpXy6zCaM1VP22UfjkPp12wdrEtRHJZqfAbVhjTE653j4Li8VnmTu8s/qo0Ax7zS4Bh0024purS9SmcSvbbLcdqrBp6bH5B78rkkopTjiupNycZEtLNMxcceCuln3f2qLVV5f7mODmqHeIR1ONKgDtItNppS3irKt+CYyeiGYhX7XOdBqM0dNY89X5ddqXduQihas0jYRq1lZKWBgQFhKMMMDI6GoQx7zuCZyM7vfHn+Mp0Aam0AMmQ7FtHKq+KQjUboUfKhDdp6U2clV/QvQWoxlfE8Faeiq4xxz9cUYLbF+1Vys0T04MNXtGACbJvymAUpypIxKua1BtukNgaCtDSREL0oQCd1mBAM6VWwLd3/IO0OwPOj0cjRVDbHoWw6jGrpndxv8MGDmhOupAxTUNR3jsezz8G5qAyUbiq77vmsYAmW7bic40GkYvy+J8Uy7UBGf0BSfAXWuyePmCiaKrVObFt7Rz2/kw4QkFzUkPRUvm5322UY8mHIJCm/DqM5U/WEbfbhOJR+0cjBuhRjQibBZ5CMcVNOyTSFkM1rVRbz7vKPaiPAMU/FOAbdtFuKLi2X6owwUJuCuWTguYmA3JPPpdakHFdUb0o21pqdZaos9Y6jn3V3BolMkven4+gwnust1qGM+iDdYiwq5a2ifAuOmaQSyyaxnwE+CLUhoOaxJXTZqXjnBqWiNWu1XSQiRlYaGBgQhjLMwOBovLSUYevr6/jCF76A119/HZ/85CfxpS99Cc0m3VL/9J/+U5w9e7bjv9/+7d9+JvWmEwKXxzu/UzQ9Z4YYtu35TO4zmKeS53lU+pa2edYzl6Ai1HZpIC9tk6LLtpg9eEomYnM8PsBkjMrbzBC9KkpRjIZZnlJOwzZDaLMJJjirNDrDGqcKPIfal2UYvOtJg9nRNEDj/foc4CVJueS6PCc5I7Ok55Lay6Kow4o1Zto9NazrC9laKZ8a0LQ7AMvOp46msjkOZdNhVEvv5H6DDx7UnCg3eERCod7iuqg1SO23XuT3QmjGgW4qu+75rGBZTDhWqut1ozA9yFDlK5N64y3ocZ0e5HncS+Nc++W6pMNqMlR5usC8DOm45luOR5ggLRXTPNaulCkzg/pMN8DzwlenOg1chUvjlF/dNGcKbXluWFFadfTrkPWUTwlcneq8rtFiP85IKrOpAsd6Wso0IWh9pmQk0OlhjmN3+Ue1EZDJIkcYjRP83ZFyeG2XZ+aDRqbi/b46xfoUfVpKbqpMFZhBfW6dbU/G9JGdVIwy+so45w9AIzUdZ3j61Sk+v47oAMHxLtVkQsqA0b1R5HeKZlH9BRhWHo9Q3p4elgnW5PxRGzKXx3mU6fRw53NOxflOUPPYsnTZUwXWqzA1wH5t7rUxPWhkpYGBAWEowwwMjsZLSRnm+z6+8IUvIJPJ4Hd+53dQLBbxC7/wC7AsCz/3cz+HR48e4e/9vb+Hv/SX/tL+PalU6pnVrxS9mwvArmMjHaMibwsm6UlFgb4czzAP5ZmRfLNEhSiX1Gf6NopUsM6M8PtXppgZvN5ggqHNIhW/njSTKbUcYKZA+q6wDaxuA6P9muqnUgN6B2gEC/BA/4dP0aME0Aj/3CvSA+OTiubhKo3saIQZxTdLPL+YjHPX5ocusZ9leV7why8zmRt8en5OD9GrNd7PrOiux6RIj7eoiPZnqHyu7NIrlE3y85RMcjbSw42B7TKV8JbLc+0jx0y9r66bXadCnIxZuDR+/PsNPnhQz351G3j9lMDsOr2c6TgNpLYDnB1m/gIBeh2vTNJQV17XyX59Lvb0EJPIJGL8rTfFtZGIch0L6VEcl9m4h3q4Fn74Co2jeJhhyFMDNMJH8lxf2SSNo2qD63+0j/dFQ7zelZty9Qbrfv00DfrdCj3w58e0V9MHvaOTA9zUsyydvTwj19xYD89hex5l1Hg/DboHK4ygGchzXGyba72nR2Zdj7EPW0Ufrg/4Ms9DLMy+fvYVyoRoCOjNsi8hm/LLB5MzCp+yZG2PZ+V9UO5ZgvJCPTNFzSbAc/leBrAmdYKz3jTl52BeHhcQbN/9ZRrTfRn2q1IjhdaCzF2RiLGe3jSfwdw6Q7jTceDDp9n20R7A8dnXQpbyuVKnofvqDFCu0JjfKlGuZZNAT4bt/ORFnuOv1IB8hgwNEZubpj5Yz8NVjms+CQzn+d/cJts33sfntFvmkYYfOMv7PnKGtGhtl2VN9POZvzrNcPfLE5S1Qnrxpwq8LiSjJ0SW16zvcUx7UpILPEb5fHYUGMqbM5oGBgYaijJsYYNRPoko3y2GMszAgOvjc1eBYl0f9cslgP78s63nxBjds7OzuH79Or7xjW+gr68PAPCFL3wBX/7yl/eN7p/8yZ9Ef3//e1J/2AZSCRrJruPDDlGpG0hTiby/AsyvMQnT5AAwNQh86DQAnzRDc+s0bF+doWK0uAXcmGOZHz1LA8HzqFyqc4h7NSbZUWHm04NUoG4u0Jsy1gfMTPNMYDJKL/lWiXQzjTaN/+lBGtvfeIvGdSxCZXyin4r8dpn0M4836S1ajgDDvbzGsrhp0JRlnRrmONx6TE5wpdQmoixnaoBhvIkovSiTAz4a05qyCCDX7ew6Ezw1Zbjk2REqvMel+wqHBCYHgMGcj2YLWF3Zw1hfBnZ33K/BSwM1JwayHlZXtnD+Q30o1QW2iqSQysQ5h4fyXAfFCpMEXhwDThfIiby6wySFs2s0sPpzzJTt+TQapwZoGPemuQ5jMpfD8hbwljyvO9LLNZwZpBG0uMnvR/u4STa/rsOFpwtUbupNYHWPG1QJSR3VaAF7FQ9W2kJfmkYlfMqZnTLX5akhYKKP4UhvPKKceGWKBloqRoN8fpNGvqKu6s/SU/76acqFiM3s37bFNt2Yp2zJp5lJu+0A35/lWh3upTxZ36OhOVGg3Hi0TkN9siCPfviUDSvbNCbDlour0yH0ZTgmiiLMcXzMb/h4tMqNu0SM7Atth1nlL45TAVzZkWfG65Kveo/9uzhO+dGTpgG9sktZWMjzbHW5AVyfZaK5pkO5HI9Qzu7VGEH0aJWG/XCPpAdrc9NjepByfbSfnwt54N6ij4VNgZDNzY9YGPjMKxzn7SIN4bDNTYmVHc6xkV7KxGIV+P4cDfNX5ebqg1VuHCai0sMtgBuPSU05MyTP4svEmb1pfXa9P0uZWWmwnPU9zsu1XW5CRuTcGMqxLakYN1yEBYRsH/fuLCBkX3l/FqqBgcGJhDreGA1T5lmiM1rHwOBlhoo2XNzkezYRA1Kjz76eE2N09/f34zd+4zf2DW6FSqWCSqWC9fV1TE5Ovmf1K5oq3wf2dsvI5fPMAN5Lepx6IMHQToVe6mqTSmO9pcPIz41SUa03qfT2OqTeujpFhXq6wFDUyxNUpMM2Fc6BHLD9gMrhToXerN0qKYV+6JL+/Oa8Phe+sEmlfrSPRnFNJi76k9v08kVD9F794Q0q3Cocfk6Gys6tUXF9ZZLKXqMFfHNOh6HuVcnV+9oMf//Tt4DXT2mKonRCoPsYRJB6DaBiuVlimy90hfC/HWIRgbDtoVreAfAObzb4QCIaAkp7K7AS/bizSI9ysUZDbX6DG18PVmnotB3gj4s0QDeK3JB64xGNwuEQ8M27VDqUsfidh/Iohpz/2QRlQiLKtdB2OZcvjTO79Zlhesk90CC6u6QZCko1Gobnx4DvPuS9tgXkPOCPb5FjOxkT+N4sFaAzQ6Sn2KtKmeBxrV8YY3vbLuXEI5nZf6ZA+VOuU0YAXGPNLdZ9doT0VVtlrl8hgK/fYTnRMGXFdx9yY6/eYtm7VeBPb9PYzafZx70qx7zSoFy6PEEj88/v0phNRIHd3TLuizwi4U6KMCVTW23e871H/L4/w7LuLNLYzCa5q/y129xQ8Hwazd+4y/rUMe67S3wmdxY5Jpsl7kiv7pEu68/vAh86RTo11+X4RUI8lvOt+xznZJTj9miNMvnNOeDiBOsO29b++e6vvwV88gLH8NGaPme+XSY13SuTwLYHfPshv39thmP0zQf8990lzSW/K+X5UA+Tu/WmSE0iBMei0aZcvjzBPq3ucgNocZtlp2Jsv5qTiqbyE+dZdqPNZzY5IJisTyXnMDAwMJA4jBIJC4YyzMAAOLg+dmt8zz7r9XFijO5MJoNPfvKT+589z8Nv//Zv46Mf/SgePXoEIQR+/dd/HV/72teQy+Xwt/7W3+oINT8uXNc98F3TAR6tCvg+w9wB/s3G6XX2fJ3lW6HeopK6V6UitFOhwj+3zt9iYSAjM+5agobAxTEa8MowUGe8LZlUrVSj13kg05nFtiTDHWbX0ZG8Jy6NAdejd6Tp6GRJc+v0ij1aASzhw/Wo/Cp9bH6d91SaLPcT59nXSqMzyzogzxoOMbT+1mNgtM87NBlVtQncfHy4N/tJ9z0J6nkd9txeJLyM/bBt+22vOar8J/0eT+bwaNXfz3gNaGqpuQ1uXC1t6bPZ1+doYL0hjb7hHl7XdnVm8HiEZc2t62MSc+v8vRTgt4bP9TKc59+rk5oWTBnWKiN1NkkDMRzi2kyG6RG1BMPke9Jca4M5H4tbWsYEk7k9WAEmBoBsnAY0QHm0XqTcmNvQ7fJk8rVqk17ZjLxHgO1Q/VVJHFV/R3s1fZnjcuOuVONnW2ZiV3i8peXNVgmIhrW8nF1lJEI0pGWq69Fg3W8n2K6FDdZVrnPTcHZNZ3pPxXi/egYq2Vw2zs+xMI1N+DL5nGD5l8boFQZ0fUomq8zk9RYN8WabxvTHznJeqCzptgV48h3wYJWRE5WGTlKpNl7nNxgNofIIPFhhdJHjMcLJg64zk+AmQqNNT/hby3xWFtiPfIrPTM29jRKpzCb6WM79Zf2My3W2pdakTH11mm1RYx8S7//6PG79LwvMmByEGZOD6B6Tp1mfwfuD2KkCb84dppuRKmm410PPEck6Tyo+KHPI9OP9x9Ouj6dZoyfG6O7GV77yFdy5cwe/93u/h9u3b0MIgenpafy1v/bX8J3vfAf/6B/9I6RSKXz2s599R+XevHnzwHep3BDW1qMd9DDFvT3k43HslsPIJC20nM44HAGBRpOGrADQdoSmBgNgR6XC6sjkSjVN0TXRD5SlMulLo1slYWs79D511kWlUJWtELKAmkNv32C+Mzt6pa6z/grBMtwAjU2lQa+ekNfaFhU555D1Uq6x/rDlYnvPxdZuCw/WHhy4Lj94Gjt7ERzmZ9lu4cj7joPDntuLiJepH6+99tp7Um4qN4T1jT3YkTgaDQs+gIgdRtvh+hnvA1qOD0/GzpVqArYlUKz68AHEwgLlmmYbaLV9tB2g0XDQaABjec7g3ZKFRMyG41jwPMCHDwHeO9EnUK75CNkCFsiVrdJS+/Kf0TCNVxpsPqnEHLkum4BI8wUVtoBaw0LbYR0A4MqkDcWmgOf6cNDG3i6t8lAkjlQkDCskUKqqrOdy0xAMY6/VgXzCQ6vlwhIhlKoWPN+HEAK2RZmgjNyJfkbEuA3NvqDozMK2pjcENJ1XPAK0HR/1OhNdFvf2UAKwmGqisre6L1PtSBzJXBilqtiXPeGQkBRePlptH8LzUaoKuB6NdM/z0ZKW/m4LaPdZ8FwHvnwmuXRY0mGJ/Yzv5ZqPeFTsJ1RTGxhBmez77EtUvvUqdRrgO2Upi+VFat5UawLI+mg0HNRCHiw7hFbbknRdFobyepO2VAMiIR/C8VGsWEjGAdf14HkWbEug7cjjBbHODVz2w0er1cZui3OvVgN2KxZGsh5sO4Ri1dp/xm2H59Y9z8duGYDvYW+3jGJg7I+7jt6r9flOrnuZYMbkIMyYHIQak6dZn8H7gyhMXHsiJVKzJXD9wfefqr73Gx+UOWT68f7hadfH06zRE2l0f+UrX8Fv/dZv4V/+y3+JM2fO4PTp0/j0pz+NXC4HADh37hzm5+fxu7/7u+/Y6L58+fKB3YmmAyxVBOotKlHFvT1kczmEwgL5NL0SkZDooKvxQSqYSIv/Doc0BVe9ReXOlZRGni+px+TvisKm1tD0XT6o4EbDVMiD8MFrUnHsGwuApkxKxlim8lCrM+LqjGClITcCAjQ2KXUPeK3rUUEt1Q8a3umE9KJ5NnpzNvryYUwMXj0wttUm0JMTHVzKCtkEjrzvSXBdFzdv3jz0ub1IMP04Ht6uXNd1MTu/jMJAAbWWQM2R/MyCazAWoUcxEhL7vPP5NK/JJmmUNdqc04oPOxIWvDcWQTwChCQ9RD5DIz4UAjwH8CEAX1KEtXi8wnHpjUwnxL4xpQzUZptezkYbEEKQSkxK3HiUBrZt22jL8871NuB4AgI0ggEgGwUsGwiFbeTydN17PmCHAFhM1KW4nwWHAaEQkIgDrm8jErHh+byuWRT7hqeix4pLr6nrsk7f7aQz87qiXlSYdb1F4zkej6LcqiObyyEZFRgb9RGdLOzL1Ko8ZrPfTnBM0wmgWBNMSib70ZZnzy0LiEQ4AKkYEI4AQoTQbvOZ+D7HUSVngxz/elOeU/SkrKxrmauetW3pJJSpOMvoSdNoFoIPz5L0EMkEAEsgFosgkZD1hmX28zifr5CDk4kDLYfviGyKc8K2bViepnyMhSnzU3HNN8/5IBCJRJCKce4lEoAI8d8eGDFRks84bPM7yxJkkRAWcvk8EhFgbNRHaKzvfV+fHwQ59yxhxuQgzJgcxLMak8Pu36n66E2L/WipIHrTQDTi4+rVq09d5/uBD8ocMv14//E818eJM7r/yT/5J/jd3/1dfOUrX8HnPvc5AFRslMGtMD09jW9+85vvuHzbtg9MiIQNzAz5uP1YfyeEQLEucHmCIeGpuA4tBKispuJU8OoyYdjSdueZ7kabD2yrxPDs24tHn+kWggr6SA/PdgaRTQDwee+b89i3ulUm8bF+ZlNvO1SU2y4wVWASspE+YL1I71YsTCXTdZkUaW6NiuR0gaHyp4ZooHdTC52RNDdrezwfm0kcntAskwAuj/sdZ7oVLk0cfd9xcNhzexFh+vHuy61X9zAzPIE7iwKpGOeropYa62PuhFSc6wHQZ7pPD3PNrexwPd5dolHZk6RRlIrR67sn5/9UgWeSMwl9phuCicruLfPcdEuuuamBzjPdAEPJL4zxPK4lKA9ySYYUD/f6km4LWNsTODPEzb+9aid39+lhema3K/o7WzB5WLXBem8ssF0WWHcySm//8rYeswtjwJ9VJNezxf6q8bq7xPHLJmkURsM8516q6zPd6tjKRD/78L1HHBcVBi+EwPSQQCLKL4IytaOdYLkTAwx5T0vjWFGaJWP6uQGUTf1Z/vvuEp/JnUW2VZ3p9qHlqjrTrWSlksm3FvQmQ1Vuas4MMhHblUnga7f9/bP0ypQ/M0SDORXT/czJeicHOsf39DDDvD1fn+lutLTXPZfgme77KxyLmwt8nkF++ekC555t8f2wuKXLfuMRm6XGCyDN2Poey5keAhJRCyqy7/1cn+9l/S8yzJgchBmTg3i3Y3LY/f0Z4JUpX55ZDcZLCkmJ9OImqf2gzCHTj/cPz3N9nCij+1d+5Vfwn//zf8a/+Bf/Ap///Of3v//lX/5lfP/738d//I//cf+7u3fvYnp6+pnVrehtHqwA4Ugc0TCVnUKWitrDVSqy0QjD+yp1YDAL9KV1xuHBPA3k86Msx7b4+fIEEy0p+q0fvEAl9lMXmRnYcWgknJUcrbsVZh1Oxqn4VRs8h5qI0jNyf5nK/mgvs+AmozT8t0tUnk8NUXlttoBIhDRHjzeobE4MyHBSwTPa0TCVw3qT/fzIGSqMa7us79wIFdztEhMLpWLA+p4P4dMDZwleB3BM+jO87tZjUuVkZP/VOVkDg3eDpgMkMgX0ZXxcHBd4tKq9u+dGuYnVn+Zcdz0ajwNZzsNyHfiRyzznnIkBHztHowyg5/nCGI3WqlwPEDzzu7Kj8y+M9LDsV6dJE1WRvM+9PfSyz67xyElvlsnOSnXmVljcpEGWjDER214VqNRbeGUyivWiToa1uAXsSBaCU0OUKa5HQ89xSek3U+Caa8R53UfPsG8hCwiHKQ+KVRp0V6akRxbAJy7QYG20gHwCODNKORC2ma3cF8D4DNe6LUhxuLDBTcN0XGcvd12O3douxyKTTuD8GMdjs+jvsxnkkzRoqw0mlfsLrwPw9bn3sT5G7tRl+37wArOx75bZv+khPr+85Fy/OMYkYxfGWLctNG1b2yVzRDrO/lQbNH4frjLL+EdOA+slUrWFbMrBUpVHbEIWk6Vs7nmAsPaT6/ng3OlJkQas3qTM/PApzpmJfh0JsFflJsxAhjIyFuY7YK/CZ3J6mN7wWJh9VVnRW20+u940vfK2AGYk20NOcr1bAui9yueyss1yTg0D7TYzll+a4Htot+LD9QTyhWmukxdL7zEwMHgPMdxHKsiNoo6KLOSAgqEMMzDAcB/wmSvcvFfZy8+PAUO9z7aeE2N0P3r0CL/6q7+Kn/qpn8Jrr72Gzc3N/d8+/elP49/9u3+H//Af/gM++9nP4utf/zr+23/7b/hP/+k/PbP6ZWQhetJUVmIJfRY6HKK3ZXZNKpkJKow35qn0nB+lMh0P83O7TYXZ82Vm2k161qYLDCssN0hfZAsqbn0y/PUNmQl3vF9SxtSZwXasD7i/SmX8zCjw+VepoD3eBP7kJifHtRnyEFvS07W2x3trTbb9zIgOQ3U94NYSy88kqMz6AvjOAyqFV6eB188ArRYTBW0UqcC/9ZhepJBN7/fmHvvbk2Z/tsus/9wo8No0x09lPU7EgJEe/9i0YQYGQTiOj6UdJudaW49isCJwaph0fG0X2CqSUsoCsLDFv7EIjenlXSa3SsZoRO1WOV9jUW50peOc38kY52Z/lrzSivpqelDzTDsy/HqrzMiVaoPlnh7iOh3uocDeKdOgnxmSXNdpXtt2aeQN5gHXDcP1uLHVbNNw60tRTiRjQLNJo3R1j2tpQtJbvbXETbfeFNsdksneGi2GbQ9IXuvdCr2vVem9PjcK/MB5yhEfNOiWtmnQxiOsty/Dfj9cpbFdyDNTd0xScW2VucHXbNPbW64DxTLblEtSJgzkgHTMx1tL/D0dZ91z68wWPpAlk8FWibIhGZXj1mIf+zOUTUublJGLm7wuHmGdPWnKXJW1fkVuaPZlOE5bZRrKfVlJ1WVxo/QSKI9DNvYTz1mCIeMbRWC+4aDlRZCMcvyHckAyzjkx1OOj0WablzY5fguSEz6ToKe+7QB/dpfe+HiM49GX4dgLwfdFPMJNzIerfC6xCOdOOCTDzqvcMCnXubEQj3AjJiqPEZ0ZlfOvyAin08P0js+uaeq4VjuN4V6Bi2M+RvuOT9VoYGDwwYWKlCrX+a6IRSiLDQwM9PGzsT59TNd+D16dJ8bo/upXvwrXdfFrv/Zr+LVf+7WO3+7du4df/uVfxr/+1/8av/zLv4yRkRH883/+z3Ht2rVnVn8nZVgduXwMWyWg3kel5uaCPKftUvFSvNX3VqjsnBuhgjrRr5/S/AbDK2NhKvrfuk8l6dYC9hMAtVwqsA9XaSBnE8C3ZK6xq1P0lNxb1mGTKhPzn9ziNZ4P1NrA/7kOfPoycH+JitnX32L5kRC5Xu8u0XOViAJ/Ku+NhqnMfvUms5e7HhX8yltU2td2aTSfHyXdUCZB5T4ZA/70DtthW9wsaMrQ2WoD+PZ9evN6M/TONNpAUYbuTxqPt8FTILg+fdDwu7VAL5/vc33mU8CbCzSkWi49pHcWaeBWm/z73UeMLOmR3vCvFxmJ4fr6vHIsIhCL6Lq7P995rI9QOC7X5dI219D3Z7mplkvyt80SI2R2qzTKijUaWFcmgO8/dHFm1MJWme1MypwKQnqfL08wYuTcCMOIY2GGaPdn2H4I1qvC5H0Am2UqVa9M0VhzZDi5D3rsH2/S6Msm2Na2y7YWa+zHK5PAn99TCb6ApV3yT3/iPDOCR0I0WrMJ4A9v8q/jhvfPQn1ohkbsV2/SUAyHKCu/eoMRMEl5dv2rNyjTKg0+y/Uix+SrN9iXvKQRe7TO60IyKeRbS/qZq+NAynP+/VnKrWqz84jMxXGgkKNcTh8yt5Sc3itWkctH4HiUuSEZbaTmwNqej+uzHPvrc/p+1we+N8tw76bDe8f7mR09Lw3v6/N8bpkEDfNwCEjHgM0tPqdPXZKbnhG291v3aYy/Oc/+JaPcTFjZ5bxouayn5VCBLtV0+L7nscxak5uiRuYaGBgcRhk2u24owwwMgCMo9fDs18eJOcjxUz/1U7h3796h/wHAZz7zGfzBH/wBbty4gf/1v/4XfvRHf/SZ1d1o+ZhdO/h9NkFlcHZNZ75tu1QGKw2GOg73SI/0ljQwW/6BMgs5GghDeXp7PJn0yPNpKDxcZXm96U5lcWGTSpqAPAtYAD40Lc91y/uDuDHPEMs356nsOSo5Wo3Xep7m+QX42XXZt1uP6fWLBaiTMgkqbOqevRpDGxVN09ouje2WA0B6tWNh1jUnw1ILOV3f7LoeHwOD4+Ko9Qlwzd1f1rRUivoJMsqk2eZcvjDK9eTK9VuWWa4B/h5cu09CuebjpjT2FCUUwHVzYx4YlqFIlTrXQkXSmGXjOmv1YI7yYGzAQr3FdRELk3rM89l2xcmt6M1OD2karL0akIrSC66oyqzAjmypxhwP2YT+LptgPysNrmFF0aXaGg6xrjfn5PnlwFCovmVlDgtVFqC8JrrySAh4a5H/bru8Xhnwtx4z3FzJjwcr3FWu1Bm2f3OBnl2AsrbR4ng8WGGbg8/84Urnc/E8LbeC/QaeLHeeNLeC9zVa/v48e9R1faXB9j5a42ZjpcHnMj7A/szKscolGK4PcB7WmozEiEc5vuP9fM63FkhJNyfPiKu50ZayWvXR8/icBTop2QCdmf7hipG5BgYvOzZLpD46DG/O8XcDg5cVz3N9nBij+/1Ey6EXpRthSSOjaHIATcnluDwznYjQuG20JP2Qc7DMsM2QQUVfA+isu9EwlWdHKs7qfgCo1vk7hKYci0Z45vEw7JR5xnG3rLl4FW0ZIGnBGp33qKm0V2FIZMjSClsszDrLNbah7TDDsVLWGy2ZLdjXobcq4VAlkG1Xod7s7J+BwXFw1PoENN90JCTnnNBzWnHSV+o83lCt642qtqMN1Wqjc+0+CY22XA+qfvnXFlx/cZn5XHF1O56kpgpjn/0gFubmWiws9qkAbauTNcDz5ZqX+SNiES07VEZ1IQI0ggGj2/XYp+DaU+ecXY+bDdVGJwuCJdiuvcrBkCpbMCImIjfUVFnAQaaDkM0QadUHH3rM92SIuLqnVON4OS77t1vRSegEsJ8UrFzTGySAlMldDA+ef3i/gSfLnSfNreB9LUfOs3An5ZcaAwHKVtW/Sh1IhHl9VV4fDetxU+0NWfxvp8xnHY/oM+2qHjU3PF+/j8Iys3ytSZnc3SYffK5VI3MNDF56tNp4IiVSq/1822NgcJLwPNeHMbpBhV15WIJoy6ziKuwU0OdiQjYN4FqLSlMsIumHQgfLbKvMwJK+BtAKb1PSFyl6HnU/wNDGZpsXK8qxZosUSIehJ83QWUWRJISmLQMkLVis8x6lX+dSTDLkSKU8FaeBoejN4NMb5rpaAY5F9LlIX46JKw2LVJyFtwNKeTza2T8Dg+PgqPUJcI6nYjQsUnHsU2cB2KcMS8VpECXj2tAOh7QxmIx1rt0ngUnCAvXLv67P9VeXwjlksfyQJamp2tqgbLTpqWy0/X0qQGUMK1hCrvmWXIstLTvCIa5zRQ0ogA7PtG3JLOCBtdd2+Z0y4JIx3XbV1kabcsANlLXftxT7oCIJlEwMdRm4jkv6L9UHAT3muRQNXHVPJsHxCtkyuVtKb0z40LRp6USncS8Ew62DsMTh/QaeLHeeNLeC90VkdvtWWz8HhZDN9iZiun+pOI/9tNo6RL3Z1uOm2ut4/K8nzWddl/I9+K5Qc8MS+n2kohsSUcrk7jYJ6Ez2RuYaGLzciIQZSXkYetP83cDgZcXzXB/G6IZKlnTw+2KNWWSnB/Uh+7BNhSYVIwXMyg4VnrE+nmGORcSBMtf3eA5xdZch4spItQS9O6eGeL5vu9wZGjk5QG+QD4Z+z60D353luUugM6QUYOjm9x7x990qla6aTPxmCRohM4F+WhYVWyF4HvHeilTuY2xnqcZETOqeXIJnTlNScRzM03sTCQHw+X1DKubTBZ5hXN/T9U0X9PgYGBwXR61PgGvuzIimpVKeWEjPbTQsaaaWZNZ+uX7TcW3ITRc61+6TkE4IXB7nvxXXNcB1c2WK2aUBvWmVirNdxbo2jNb2KA8WN7z9BGaNNkPGLcG2h2yuu5Ud3v9gVTMA5BIMN04n+J3yeipkEsDZ0c6jKsUaxyEV4xqeHtRtV/RqKzs8C654zxVU34p1ygxVFuQ4xiK68pbDjJ8A22VZ2ui7NM4waiU/zozwWE4qDizv8Kyy8jrbciPTEsyDUQp4cnszzN4dhGWx3OnCQcrDJ8mdJ82t4H2xiNifZzNd16dkhNDMEEPoVTseb7A/03Ks9mrMmg5w7BNRetPrTcrsx5t8zpcmeHZ7akBTzaWi8t0jdB8ti8/Zx0F2CGX4nxo2MtfA4GVHf0bglanDfyMlkpERBi8vnuf6MHvgEooybHYVKIKhftNDNLqTJSqBD1epII318/xducpz2uN9zJSbCOvzc/UWDelr0wz9C9nA56/xfN8rk1S8Q9IzM5ijIn19niGx0wPMALxd4u+fnWQSnWyC3q1MjEnTbszTaM8lqRS32swKnE2Qm/jhKj3jPSme9fY8UpH98GUmbirXqLhfmpBemCjvVdRAkRAQtujB+dQlKoWWNAiuTDJzsBDAa6eYDXqnLDPsDjMju2UBI73aO1PIcnyCmaGPgrouZAOhUAhNB3Ca/qH3HbdMgxcXwfVZCwmM9jHzaiQECJ/Jtpa2SXm3uEVPsG3TuIyEmX9gq0i6J9fVRupgjnMzZPO8djjEtev7NIrUfCrXfNRaAHxutn38HLOXOw49mTODtFOvTEqKLmn0p+I0/Ost7fX1QSP30oSA4wKjfdy0a7a55jdLlC/xCCksdiq8vumQ8kWxKoRsnv3Np3muvVRjDoVLE/w+E2dytHqT9w7lKQtm12hIf+gUDe1SlTLk9DDH9AcvkC2hLqMDZgrc7c3GmVui1qB8VHRqxbKD6UIEg3nKgb4M2/lwhW3KxGmI75Z5b38WeO0KEzwmIjqrfKtNubW8w2tzKSZmq8hsu8kon2c2Qbl0doTnvVsOr70yIZPQhSgX8ym2pTetZYTgI+yQFSM93Gh4y0/Riy/rUclT1L39aT7f1R3g9VOkERMy2mB6ULNRZBIsIxHR/O/9WeDuMkPsP3YWWN9l6PdIH8e32WbZWyXAczmP13b5rljcBqI2yxjI0vC3BTAtM+/7PjcoPhbjJmm9IdCTYUI2tW4MDAxebgz3MSnUm3N08PSmaVA8a0okA4MXEcN9pPK8twLU6kAiDpwbBgY/qJRh7zfCIYHJAWAg62Ex1cTYqI9ElIEAY/2kEVIehtUdYHaFHNiKW/vP3qLiMzlABXtuXSvufRkaqG2XilBvisrQepE0QW/O8fsfucx7XY9KY3+W/643aSxfniDN0U6VdX34tE56JADE08yAu1UCzo0BP3COymWtAdxa5F8hPUevztAoUIl5cikmgWo7VPwLeRonS1usY7yPSvvMkExyJGnRKnXW8cokjYuQLc+p16mQK8O/P0fDpFijwI9HgOlBHyM9nZQ2ihpqdo1jEQ0J9GfO4c05sU8bpO4TQMe1R5Vp8OJDrc++tIflrQSaLp/7w1V6rId6dGSIMqR70jSAbEH6J9ejx3R+nRnGbYvz9focPccXxmggvrXIedqfBc6P+hCg5/HeMufyUA8z978yRYqsUo2ZtM+OsL61XZZ9f4XGbFZm9Q/Z3LgK2TQIp/pdWHYIdxYpH2IRrs1rUww1vr9CYywVo4E8kGF28lvzlAmZBNdss03v50CWbY6G9LqoNmj4TRcob+4v0/BOxGQW9CTg+NyQeLQGLG8Do72kHxSChvGdRbZBJfpaL/F6RfFVTobgeDTeL45znGfXaBAO9TKpY7HKcRsfYPt8UDb2pjlWezXKuGiYci0Wlmff65SbI73c4NirUj65PscsEQGGJJXaXZnNO2JzXEpVGqHre6QEqzUAD2wzAAzmfQxmOabFKpCKWgiFWd9uhX3PJvz96B7X40ZCNgFE4+RHb7X53LZLZH6IhWWySZlBPR7lvImGOH4DWW4CRWU9FlheLqVD5tUG4qlBPttXpijrKk3KdiFY70YR+O5DTWFZrHCzJRJyMJgPYzBv5KCBgQEhBJCK0OnigzKleUQ+CwODlw1C8H08kAVEVq+RZw1jdHchGgIqe6uIThY6vo9FBGbXNFUQAHhlKmYzkpO7J0Wl6NZjGoCJKLPKLmzSKJ1dB755j0rln9zSZyctAWyUaCSXajQCMnE+9FKNhvHVaXqt5h/RI/LVN7W3TimxHznDcioN4NsPqICdGyUFUDSss5ivF6nEP96gcmpZwB9LGrFwiP24u8x6dipUApd3gNdmSNkz3ENFXHlnHqyS1igZo7Feb3Nj4uaCHqvFLZZ1bkTT/yjKnyCljaKGUtipAPeWfLx2+uB9QnRee1SZBh8cbJUFtkoCbU9TJFmC6+7xpowsadKIW96hETg5QNE5v+Hj3jLvaTvAaomG5pUJzrPbj2kYKYaCjSKNdEXd1HIA+PRE71RI6+SD31vSQP3IWRqRb87T4OoPATfn6Qm9taCTi4VsYKtkY36LESKQ5bzxiN7eO4vc0HJ9nvn9zgP27Y1HvDYsDesluS53q2zXRdG5LixLsys83qR3dafCNduX4UbDm/M6sVwswjF5/Qw3EpWMKeS42Tfaq9f1uVHgf70B5FMWElFuLmwUuYlXqmHfa7xX4xg/WNXlnRvh85vop7xUNGm9aSC5S299cD1XG5pu7fIE8K27LKs/A4TD7IOi5NqtAvNS5oZCjAgKh/TGx80FlnFvGWg0+YxvLAAhIVCSic4isp5vP2TbXY8yMh0HHm8BkNEGH5oBHq6zP7EIDfvlHR4zGO7Vzytik+ZrYVMayDV9vGGjJDdj0yqUHft/1TEzRWsGcINgvch/X5vi++GrNxhJlEkAe7sVrBfzcH0jBw0MDIjnRYlkYPAi4qWjDDvpCFIFAVR0QjYV/AcrPJ9Yb2mal3iEyhEgKbTWuYMy2kejej+hmU+FU3mYN0u81/VpPHvy99UdGrlnh6k0qlOUAlTKFe3XxTHdxvEBKpyRED1jSuEVoIewL0evXKOtd3Q8T3JxR6kkjwZCK5SivrLDfvhgvxStUaVBpXOrqCmF1FipjL6LW53n1rtpeYL0PYoGCDhIBfRwheN1GAw12QcTjZaP7TJQb4kOiqRYhJEVjgvMrR0+v4Jzy/N4vUq4NbdOY1tRTiWj2tPaaHFdjfQAkAbzxTGuwWDCLpVg7K1FrjfHpRE0K9f9fBe1VyIKrOzZ2KvIfAvy/pEe1ue4NNoBmQlb0koNZKXcCZxxDlJqda8LVc7cBmVVLMJ+eD7lyVuLjAzwfRqUexWu+duPdf0AZYLjapkw2iujecCxbDqaimyvyjbGIqxTjXHwHP3tRRrtSl4iICM8r5MWLCgHClluXijDNBPXNFx7NcpRde3iFv8dlpntHVezT8yt8971Iq+L2J0Z0V2P4zqYo1y/u0S5XFFZ331uaNxbYZtUeckYn3k2SQNboe3qMXw3tGZth174/d8c5goBuNkQTDhn5KCBgQFgKMMMDJ4EQxl2AtFNFQRISiCXSmc0hH36H4AKWZCqpVyXnKwRSe0VGHkBKoO+D7RkNnSBTgVK0XPFY1SMgzcrRXKv0pmdPC5peFSW3OA9iq5HlausbmUgW5amKdvvQ43KbkNSpQHSIJB0RqoYz++kWQM0hU2jdTSNWDd9j6LVAQ5SAVWbut/dMNRkH0y0ZMZuIUSH0WkLzWFcaRw+v4Jzy/M1BROgjVpl9EXC2hAG5LoKrINEjOvK9zvDj3yfIc0qm7Xi6Y5HD1J7RUNAoynQcrG/cFTItVrfqn5HMhGo4xWKikwhyDnevS5cT0bvSKOzgw5MtjcWyMzZdHQbgjJK0WIpmRCktHIkL7qiIlNec1t0coFHw7KrguOn5EagOXC8ADVWUz8vJQcUtZjqRzSsjey2w+vUtY3AOXrH60jwvu/19n15nXUw63m5xrGxwM1ERaeoIEA5Ggvr8pSBHw1Qhe33TY7hu6E1cz16zBUs6BDRlqP7/nZlGhgYvDwwlGEGBkfDUIadQHRTBQGSEsimB6fpYJ/+B5BJywLB++m4zFTbktReAeXIh0yOJHhOXCmIQToeRc9Vb/D8X/BmRWOWS3XycNclDY/igw3eo+h6VLlKI1UZmT1P05Tt9yFBBTUmqdIASY0j6YxUMZbopFkDNIVNLHI0jVg3fY+i1QEOUgElo7rf3TDUZB9MRCQ3te/7HRRJrq8zO6dih8+v4NxSyQCVUZuKc56rjM+tNteEMspzqc51UGtwXQnRacgJQbosZVyp7OX15kFqr6YDxKI+Ijb2F44A61HrW9Ufsmgc9kjKLUVFphD0IHevC9tiXam4pPTraDDb2wi8UKIh3YagjFIbCUomBCmtQjJbvKIiU3Rsrt+ZIb3Zll31OX5KbgSag5AVoMaK6uel5ICiFlP9UGfeAdZrW/raWETzhKuNTIVkTD4nGVLvewcN4XSCY+OBGy2KTlHBB+Voo63Lazu6r8nuvskxfDe0ZrZFr7yCB1JXquvswLwwctDAwAAwlGEGBk+CoQw7gQhSBQFU1hyXVC6nh5mgKB7RNC/1FkMMAX6eKvC849IWkzDtG8fSUx0OkQqnP8N7bWlAWPL34R56T+6t8KyhUiCVca5ov24v6jY+3uCZ65ZDBUwZGT7Y5q090n7Fwtp4sC0qktUmz7Iubevyzgzz7OxwD/shwLOqitYoHaNy2pfVlEJqrJRBo84zKnTT8gTpexQNEMDygvedGuZ4HQZDTfbBRCwi0JsG4hG/gyKp0aLhGZLZyg+bX8G5ZVm8XhlZ04M876yo8qpNGlINuSl1eZzndNU53tuLXINBI01RlV0Yw37W/fUi698o8mxtkNqr3gSGcy7yKW3gh23Wc2lc5i+Qhr7aFLgyxbKcLl7mIKVW97pQ5UwNUFY1WuyHJShPLoyRSUEIesxzKa75i+O6foAyIWRrmbC0zbESkLRhIU1FlpMbD40W61RjHPTIXxxnyLaSlwjICMvqpAULyoH1Is97N+SmX6muabhyCZ0tHKCsScW0IazkpJoXpTrPqo/10Xsc5P62LY7r2h7l+rlRyuVUTMpewY3JsyP6OZfq9GJPF3i0SCVsA/hs1Ri+G1qzcIibDgrxMBNcAkxYF9wUMHLQwMAAMJRhBgZPgqEMO6FQhuStRUmzkwIujQGwmPV3p0zl8pMXmCG57VDxUdnLkzEqueko8MlLwLZMhmNbVP7UbsoPXeR5wGab1FtTBU2FM9LD0M9PXgRuLzCUMR3XSYNiYdY73s+6YmFSAN1ZoiEvBDA1yEzAr0zRe7O0xYQ8q7tUgLNJft4sUmkWcdl3H7g2Q6VzuIfeo2Id+OR5mSXaZh22xTPfimat0WTa/ZkhKqbqnOl04SCljfr8cIXGTz4JnBuxUGsefp/v8+xivXl0mQYfHPSmfbRbdAunE3KeNLjGpgo614IQNNyG8zzXWq7TQDkzTAom16Wx1ZcFlre0AZqRXsqeFCNS+rKkcHplUmcvH8jw98+8IpOtVRnifG6MG0+lGvCpi8yK7TjA5Un+fnkSWNzkuuhJASO9Ar1ZrpGVHXqZTw/TaH1thvO62aJcmBjg2eGPnqXRX28Aoz1M1lVt0lN7doRzv+WwvbUWqbdKNuVBLgU8WgUgI3JmBrn+z40wOZiiv7o8ARTL3LBb2pLZ1pMsw5Kyan2P4/6pS8DSlgvbttGb4m99GY7VXoWbFq9MMTQ+bFO2TBYoOz4sKcuuTvFvyOKYTxV45lmAfZpfB/yoTNSYA+Ax6eTSNlCpsQ8/coVtrcsNGMX5bQvg4+dpBK/sAG0PmOgDLJtn8xNR1hULAw9XfUTCUkYWaIR/8jwjgmzBOh6usB++z/GzBPCR0zq6x/M5h3IyqdxrM3w3CNBYPjXEuRYOMX+Hyiw/0sN5GqSrazvc+LEEkIxww2Nunb9NFzhWS1vs749cIQ1Z0wGSMQuXDF2YgYFBAMN9wI++woS8AnS09KaBgpETBgYY7iPV6UZRHWOkvvGs14cxut8B4lGBC+PAWJ9PL1iYHvBGy8dwnmHcWyUm9sklqcD2ZahsnRnW11cbPtousBY4Q5pPUUFtOVTSsgkmK0rK86MPV2kM9GaogAtQ8QyHqBQvbQG1MhXMZJQK/7cfUOnuy5AiLGRT4d8q0+Cf36BSe3YEgE+leltmZH9zjkbC9CDrcFwaDg9WmHwtHOJvvWn2+41HVMTDISqjmTh5fT95norjbpWbEpMD5L6LRQ73wqgznz1p6dERgHCruDiRge+LA1zckwPAYM7wdH/Qoajk1nYEXC+MlV0aaeP9FIw9KW4APVimEZqM0lBc26Vx9tYSvcUXxrmuqtIbGw0x47iix9qtcENpZZvrsFjjPL80TkPH8bhGd8qkiGo7XL8Xx2mMre7SW+04QDZFQ2k4z/v2qpKOAjSOvnHPRq3OzagfvkxjquVw7e6WSdNXa0oKqxJlyplhYKyXfa01uF6jIVJ/bRXpAZ7bYBRLSK7RgRzlUiFHQ3qzyLbcXCB/9tkRGqCuTDD3cJUe3d4Y22YLrkXboiE7kOXYhWwgGvKRS7RRbth4uEr5kE7Qy1vIcdMgGZWbhVU+m+uzAHwa4EqGvDrN+isNPrONIjceIzYTQvZndPjX6i43L/ozNGIFgLUdGrPJGOsrVhnevbItI30ilGf9GSqbO2VuDOyUGaI9NQBMFiwko+xnpcks7tUGedDH+zjevVm2pycN+C7v3Smz7QubNJBzSW6GDGYps88Ms23NNjcfag0+05lBUtlFw5xLa7sce2V092dZdqUuI5NKlHF9fXwGqRhwepDh5fmUQGPYR7MFrK7sYawvAzsYa25gYPBSQx2H2izyvZKI8r1pYGCgj/iW6/oYbSH37OsxRvdTIJ0Q+1QugApfBe487qQUU/j4OeDCuDYGN0vA9+d0iKElKAQVNVE0RMXywhiN1TuLVOoiIXq/dipUEu8t05s11sfw9kab2YVfnSadUcul0rpeAv7Hd4EfusR7VnapqGYSwMM14OokFb9v3md7ckl661avA5++TGOi5bBtdWkEeE1SIb1+hmUWazLRVRP43iw9TbUW4EujYKdCRf3NeUnjlDrcOO6mDPN9YG/XQyotMFU4OvxSZTM2+GBiaYfzLBUDvvPQhyXPSpQbnPPXpiSVE2gMNh3gu49o1H1vVnMfex7w//8eDTh1/OPuMo33aoNG23cf8vusjN64/ZjrbXFbf69os1IxvaF0fpTUUy2Ha6bSpMEUPkNhfusxN95yKeBrt3k2PRISuLHA+z59mUbnzQUaal+7wzoUlVZNnr0Wghm8SzXKEoB9+/Ap4DsPGVniA2jWucH2yiSNxL0q67UCtthmiV75C+MC8xs+vn3/YOjz5QmeoZ7oP7jO5jcElrZs3FuV541DfB6P1ljv/Cb79rFz3KC4HswQKshFrmjdFKVbcHwBypu1XYaV+z72ad9arqZHi0e4AeHLsfjQDGkZe9OUc02H96koiLeWNA0ZwE3Ds8N8RhdGKQs9nxs325KO7vIE+9V2uLl4ZYLXzwxSRgM6C/3dZXr4by7wetuiPH+wynIagfZYFjcHbi7oMZzf4GbR+VH53O5wPO8usz+z66SeVHR4AOVg2PZQLe8ACJyFMjAweOlxgBKpzHemoQwzMDicMmx23VCGnVh0U4oFcWuRvwMMIXy4ojPuAlTgMnFel5D0RyM99IzMrstEaLbmA6406AnKp3itou0CJJ3RY3rWwrZMhuQz9PrGPO/x5edqg//eKNJ4Uag0NF3QjXl6jha32J62qxOvjfSScqjVpjED6Ezs85JCTHnIj6IJC6KbMiyIuTVDf/OyQs2LTJye1CAqdc796/OdmaU9mSn/5rwOsx3p4VpxPB5zaDuajmpunbuaQaq7SoO/ex6Nq2yC/6lrfJ8GUSzMum8v6nWo6KkqDW6IKRqvQo4GMyH2mQIsi2ecHZdlzK5jP9FCkEpLUYI5LutWGO6RRzlavC2YqGthk/dvlWRm88Ayclwae7uVg3JJYW6ddXavP0XhNr/B72PhgzSJBekV3yoxcqDj2cnxnV2nfJxd6xzf7uuCNGKAvjZkM0JB5awY7qEsjUVIIxacF2r8gjRkirFhboMbn+peNT7VZieFGMC/txZY14MVnTFetSVk8/uRHj5bR/ZzOH+Q4q3W0H1WY2jLbOqPN/Xm0Ow6j+0UJTXYwxUjEw0MDN4ehjLMwOBoGMqwFxCHUYoplKo6Q3DL0UqcgkpqpDh725K2R1GQKa5uL6CEq/AHpZArSqOEpBQL3iMEQ3H3KqwH4Oduah0Fx9XZkXfKAASv8bzOTOeJKL1tHZAFKQoxS351FE1YEN2UYUHUWob+5mWFmhchm5tMQTgeDZW9Suea8nxO090A3ZeiufJ9hn+7nqajUjROQao79bvnc56H7YPXBLm3FQ0WoO1aFTLdbZQBml5P5hFDtcGynkSlpSjBXK/TsE5EaLy58jsvMBbVemfixeDrwwf71mwdlEv798v2d68/ReG2T5MoOumsKnWdQRy+prZSUONbl4nr6q2D4xu8LkgjBuhr9+sVeiz2JK2YohHb74scvyANmRqHap0ec3WvghpLRSEGSONYfg7OyeAYlCS9mtqIVHK6m+JNPfvg/czSz+9VnYqesaWoxwwlmIGBwTFgKMMMDI6GoQx7AXEYpZhCJqkVp0gI++cGFTyfXuSczGQclrQ9ioJMZTBXyn3I1nzZKuOvojSqSUqx4D2+T6U9l2I9AD93U+sohJSHHAxLhc9rLKuT07vWZKhjB2RBikJMOtqPpAkLopsyLIhExNDfvKxQ88JxmTQqiJBFgy2X6lxTltDJq/bXhqLuEjzvbFuajkrROAWp7tTvluA8b7sHrwlmJFc0WIA2cm2ZeVtlzXZcnX3al+1UhrBKxPUkKi1FCWZbnRtZtRY33Gz5XTCEPBnX6zuwfPc/ZxI8F9wtl/bvl+3vXn+Kwm2fJtHvpLNKxQMbekJTWymo8Y1HKR/jkYPjG7wuSCMG6Gv36/X1WOQkrZiiEdvvixy/IA2ZGodknIa/uldBjaWiEAP4Nys/B+dkcAwykl7Nhx6nWvMgxZt69sH7VSKXZEzXqegZI4p6zFCCGRgYHAOGMszA4GgYyrAXEN2UYkFcGufvAM/dnRrWtDYAvTGlOjOh12T23WWZGGi6QOXQceWZVJ/3DuToMUvLzOIrOyzr9iIpjkI2lVLFoVuXlEO7FSpz9aZWpgdyzLqskIppuqBXJqkojvXJrLu2NryXt5mIKRLWiqlSMCcHWE7YZtlH0YQF0U0ZFsT0oEmS9rJCzYuSTCgVRCquM2AH6ZIsS9J9TUq6L/DvlMycnYnTIFN0VNMFJgIMUt2lYjr0+9IE53Cxpq8RMmlWo826L47rdajODqdiwJkRTeO1vseyCB8hW4ewnx/jfSs7bI+yjoNUWooSLGSzboWVHSYVi0Uk00FgLCb6dVJH0WV1h2yOUT51UC4pTBdYZ/f6UxRu6lxxo32QJnG9yDr6MzyO0vHs5PhOFygfFd1b8BkErwvSiAH6WrWRoTY/VnYoSxst0ogF54UavyANmaI0nCrwzLW6V42P2oxQFGIA/16aYF2nhw9uqjgun/vyDp9tyJL0irsHKd4SMd1nNYauPB40PqBD9mcGmTAzK6nBTg0bmWhgYPD2MJRhBgZHw1CGvWBotJg9e6wP+OErPCNdrNJrcnaESZjUNZEQD+VfnWISs90yPTyXJplw7BPnmGDHkobxZIEhiY9WqZAN9wBDPUyWNFUgpZjjaU+wEMxs+yOXmUTJ94BwmGcrwyEgf4bfr+0y/PHaJX3O80evMlHQXoXG9tQglUXF9fuR00wmFbboncomqAD2ppmQaWmTnu2xPv6WiLJPjTY95mGbnrh4qHPclLemLjMdXxrj+dRKkzRPV09FMZT3D9xjFM6XB+pc9lYR+NFrAuU652S1SaOtkOM6ml9n0qx4lFRYEZuJwnYrzFtgW6S52i4CKTl/k1GGE5fl2eEPzdA4arbJP31qhJRN+STXjusB16ZpQLsePZrDPfTWXp5g/oG2y82scyM0jsMykdZOmYbg//th4O6yQLHKdp8Z5uZU2KZs2JEJ0IJUWjNDkhKsTbkyu0b72fVpcMejwEdPAw/Xgc09biycHWW5bZdr8lOXeM69VKPxeWVSy6dcgpnc7ywCa9v07F6c4H3RELBV9GHbbI9KWNab9uG2fYz00VBtO5QF+TSwukMZ8PppMhks7jDJY6NFmZSKcjNA7TCP9FB+VWvAD1/iBmS1QbnVl6GsU7JiYZMyryfFBHRza/JojsdNhmiY3y9tUT5GQ5Sl+STbfn6U56gFAF/I7OR1B+dGwmg5wIdOcczU0ZhsQh4fCAN+mOPdk2Lyut0KNzqD2ctfmeQ8vDpJuaYik65Nyf6H+MwzcQA+Nyl706SWXN+jYT7eR+N9IMt52nb470aLVHYjPTwLH2TSMDAwMDgMw33A564xT4RKGjrRD/Tn3++WGRi8/xjuow30cI32VSwKnBo0lGEnCorGaHaNhmk8QoO77VDpuzxBLt21or4mFWNSsnKNivrrp3lG7/osBWFPmh6MdJTK4laJSvOVSRkubtFw2Cnrc561JpXKu8tUEpe2gbF+GruOA6RtZnIu1xjqPt5H78qZYSrsc+v8zbJpGNiCGZm/fke3abSX7R/Oy4RNMuTxzhJQrFB5PjdKo9px2abdCg2B+XUa+cqjk08By7s+VnZ4JjEdp1I7v0GlMxWn17AP9GbNb3jIpAVc18fcBpXYeASYHvQx0gOEQ0bZ/KAjHBIYzPqoNoAbsz5ajkAqTuOkWGWG7OkCMJjnfArb9DJaFnm4a00aPsN5GnCZONfqgxUab8s7mqrp9BCNeHXm+rsP5NpJMMt5y+HG1/lRzSoA8PvRXq4hz+M8fbTGsnvTNJYebwJvPGSo9flRCnXXJ8dyuS7Dh8M0loXP/iUibHvIwr68abv0Hl8Y5znu+8s0cmOSz/ncCNs2vwHMr3HtDfZwE+ETFyhDWm16XOfWadzvVmiAnh5i2xotGoAbe6RB9MFxG+6lfCtWgKEegXorglsLHKN0gmvX97kxUMgB2STXZybhY3GLdZVqHNvxfhrM4/0+BrKUncU68OARlcKhPMfsziLlxsUxfue6/O7WPPt2doRjFo9QZt5dZnsmCqTl8jz2741HDO/qz/KeVIxj4XnA2uoqxsbH0HIEtkrc6Ky1uDmQSVB2npZUdJUGGSJcV1OI9aRoaPemuWGzvMPrEhEay4Ucx63R4nxc2WHyvGSMmwNq/l2QEVPzG8wHErKBQh5Y2aLcPTvKuTm/DnxvTo/75XEfk/3Pc1UaGBi8KBCCci5sU55Z4vAcHgYGLyNUHpV0jO989flZwxjd7wKK3ipkU1lSdDjZBD0Z95ap2CqqoVSMWZD3qlSgq6sABJUry+JDnt+gUf6xc8CdxzTMv/NQhhuGGKp+a4EKXKaHmfVOD5MWyfHo2fN84Gu36K1pCSqH6lzq0hYT8kwV2P75dSr5m0UK47402/G9WRoTzTa9idUGlek/vUPFuyfNcn3ZX8VP/IkLwOwqjZJ0HPizt2h4t1ygLjlnXz9DZdO29Rnub7xF5bPpAKE28Ic3uNGwUQRsEcXKDpVvdfax3tLUYpMDz++ZG7x/mF0H/uwu0Gq5sGwLe3WurY+f40bP9TludD1YYZZngHNEZfkO20yK8dop5j64u8y58/05/bsQwB/JtdNsc30JuXZWdhl9cW6EVFc8RqE3fIJ0WvMb/r5s6EvT4Hsgs4O3XaDaAr7+Fj2i6gjI92YZsjy7RlaAyzKk/ewIKfZUmQqbJRr6al20pJd5aYt0VX8m6Qt7UsDyKj2xr0wB33lE4/bqFF8q37hL2aTySHzvEfDqDI3O3jQ3NFQCRdfTYd3xKKMD/uwttr/tAPUisHEL+MGLlGORsA45X9ym0eu4zCoOaEqz63Ps504F+M4DytPhXlJ3KSVxfY/r/uIYZeuWTHxSqlNGvjLJqAVF92UJbijcfkx6rRvzOgTdB+WaoitzXQ+V0jaioTFsFDUtWSTEDch5SRnWaHHMvv4WNzrjUT43AHhthr9Xm/qZRMPcVHmwyrGYHBBYL/pY3eH8mxpg5EFLJuQbsNjPx5uS+q7NzZj5TcrDe8uktFObsPWWTob3jbuAD4FQyLzWDQwMOnEYJRIWDGWYgQFwxPqAoQw7MQjSW3XT3BxFNbQoDV74VLxHe+kJU9mNVZbeWJiG9ekhGhqOR6N8pIfKm+dToXu0SqP80ZqmCAuHqNAqnuDVXe2xU1Rg5TqwU6JC13Q0zdBor+b6DttUolVCKsejITDcA/TlWKcPTYukKMZuP6bnZ7NEap5wSP4ekaGaIW4mZJPyzGWSXjTHY7syCTke4Jhm4kBPysbsmh7XII6iHzP4YCFIyScEqbYgs1DfXuRaAeg1TcY4V5a3O7OAOzLHwVaJa7GQ5TxW8HzOwWSU96/tAhB67cTCLG9xi+v5ONR32QS9pYtbNJAcr3MHdXYdqLe5FhXtl6Idm1vX9ShKrSCU3AlS8/k+vbi3HnPNxSM0ki1JQfVoVdNeVRpsl6I+C0tbLRziOh7tZd3K4PblPa5HXulMAri9IMdOrktf/k9tDKoxKtd83JOUaJUmOjC7Tm/1dgVY3KTnOUjf5sjs8soIvblwMNkawL6s7XX2Q1HK3VroPNsdpCsLPsOmg45xDlKLza1zTBTlW8junF8PVnS7j5JV5ZqP7RKvGcxR9qkkk55PebewoTPJqzmj6h/p4XX3V/ibepYKtx8DmfzQwcExMDB4aWEowwwMjoahDHsBEKS3Oi7VUCOgQHk+DdVKnYpoML+Rbemz3oriSEDSzUgPUTSsKWjUNSojb9uRGXohaXoCSX5CUvlutHl9UDGMR/ldudZJUQZpeCsKnHi4kx4tSDG2V2G7Wy3dl/3fZfsUtzFAb5EyFtryOpXZt1JnP6Nhrex7XXP/KPoxgw8WgpR8QoiObPu7Fe1lrjRkbgNw7juB+e1DJgH0OW/U+tv/3efcs219v4LjyrnsyTO59vGo78I212FDGlHd4UqVOn+3hF7fam0oGrMgpVYQSu64nv7P9zXtVcjify2nk7ZKlS+gE4YFqc+UDIgp6rJAm5WsarQ4HooysLtfiqtajVGjrbPIB3mz1Rio7OP1FmVPIvBs1IakSlZWrB6etbve7GR5sITOdxHk8QY66cqCz7DdFh3jHKQWqza4eaGSQlqisy+KCqz6BFnVaHdSgakNRoV9WSfHOThngtSQ5RrrV89SoVQDfPuQHQkDA4OXFoYyzMDgaBjKsBcAQXqr41INqXOZgE6UlopTUZPOJABUtPJpKqCK4siHpJuRFF3NtqagUdcoBTEckly0kDQ9smBFBRa2qax5fie1UF2Gl6YTncqr8nIpCpx6u5MeLUgxlkux3ZGI7sv+77J9KuMzQM+SolQKy+uURyoVl974tj57GVScgaPpxww+WAhS8vm+30F7lU9p4zElw6x9cO6HAvNbRXxAcN6o9bf/u8xi7br6foWQLeeyzIredo9Hfdd2uQ5jMgO26Jq/qTh/V7kZgrRUisYsSKkVhJI7tqX/E0LTXjmePHIS6qStUuX70JsVQeozJQMaUv50ZztX96kkcmrsglAZvNUYxcLaYAx6nNUYKJ7teISypxZ4NooiTRmf2eThmx3xaOdmoefzedVandnNgU66suAzDIf9jnEOUoslY9ykzCYC5Qf6oqjAkk+QVbFwJxVYKtZJ4bYv6+Q4B+dMkBoynWD9jS5lIJMAhNuAgYGBgYKhDDMwOBovLWXY+vo6vvCFL+D111/HJz/5SXzpS19Cs0ktY3FxET/+4z+Oq1ev4sd+7Mfw9a9//X1ta5Deqpvm5iiqobE+rcSGbSY8mxmU1wutqDXavO/BKpNDhWSin+UdhtFagp6SmSEm45kZ1B7stsPsyG2XCQGG8trDp6jA0nGgNyu9yCFJMwS2JxZmHW2XxrsnDe6wTLK2ssMM0jOD0jsfKBfgGcnHG8BAhtmR29KoVmcP2w4TBRWrrHevCkwMsP3pOD01ShFVNFE7FRfTg3pcgziKfszgg4UgJZ/v+/vnoC3BOfdglb9ND3JtpGOkqAoa1SGZ5K8/w7W4LuexgiU4B6tN3j+YByA3n9LKSIrz3mLteNR3xRo9rWN9NChDluZgBlhGXEZzrMj1rWjHpgu6HkWpFYSSO6mYTtIoBPMzXBrnmqu3aCSqBDozQ5r2Kh1juxT1WVsasm2HY7q0zboVRaCA3vwa7uVavTghn4Ncl0L+79IEzyarMUonBM6OynZGO/sxM8gz9r0pJoB0vU76tpBFI9VxZYLKyc7IIoWxPj6zYD8UpdyliU6vdJCuLPgMoyF0jHOQWmy6wDFRlG+O2zm/Tg/rdh8lq9IJgd4Mr1nbo+xT9G6WoLybGNA0ZfHAxtFUQSYHFEyCGY/oZ6lwaQIo7a4eHBwDA4OXFoYyzMDgaLyUlGG+7+MLX/gCMpkMfud3fgfFYhG/8Au/AMuy8A/+wT/Az/zMz+DMmTP4/d//ffzf//t/8bM/+7P4n//zf2J4ePh9a7OiMZpdZ/jB1Skm/vJl6Ph0gedGE1F1dpBK0eImz1SHQ8yE23+KmXirDWCsl8aC5zExj+vRELi7pPmFP3eNCYfqLSZGqjZ4ba1JBd+ySGm0UWSI7OungNU9hiROFUh3o5T0mQKvi0ojZqyPSl02yRD3kKTLiYbZlk9e4LnQcg34yBlmTK402Oazw0AoxDZFw/QYfu4aExEVq1QoB3P0xrw2AyxsMezW94GPn2cSuVabSvkPnON4RUOkWxrq4Y7T4jYNfEUBZBKAvDyYKnDj5vojei9zSWbZrjW5lq4Mct1cmQCScXpDk1EmoQpJ4ymfBnqkpzSf4rz80CkmrlKh2Z++xDXRckgJtVYkjdVwDw2iaIjZqPMJngeuNWm4Kg9pvUWKsWtTjORQG2qZOM8LbxTZ3pkhGr7RMOv6wYs0mHtSNKrCNo3QRIT19GeYzGuzCGyUOPcH8zxnXGtys8CRm22uzzW0sAm02zQIJ2Rm64tjlCn1JuC7wCfO84x2JMx2ZeJs06UJUo+9Oq3PV6fjXOuRMDNrD/UAn7rAc85FmUX7yiSvK+Qo//af3wCN8vsr2ns83k8Z8+oMPc75FMu+uwjUG8DHzjKze0PSpA31UD4kozxzv7zN+08P81x4JsrEem8tsx+ZBJM+2qCM2atxPFptUiLmk8BmkZs4+d5RVJucV4qSrdmm3Lk0QfnVlGwLP/YqDeClTWCynxsHbZdh8oU8+z23qY8xTEtZVar56Ev/f+y9d5BlyVklfq553tYr88rb9n7Uo5mRR8iwCGF2+GcDAcsGhIJAwoUCdiVhFyF+7MBuoF2QggCCBQJYFgUK0EoLCyOQHaNBM9Nuuqu6qrv8K/u8ue+a3x8ns/K+qupxXTPdM31PREd1vXdv3sy8mVn55fd956gxsVHmIUJhm8+JR3lYmc+S5LLSYDv6u7jWZmLU/+7L8lBhoyzW/QhZzfuzwFoj/UpPxQABArzGMNgDfNcbhNdOpFm1baAr80J3Bgjw+sdgD/Bv7lMpcwBtn56ug33OXWN0z87O4umnn8bXvvY19PSQevinfuqn8Ju/+Zt4+9vfjoWFBfzlX/4l4vE4pqam8I1vfAOf/exn8ZM/+ZN3rM4hU8N4H9Cf7dSb3q0jvfuaE8JQ0DSleTssNFkjJpmN14o0tJttShy98zQ/l9JAqRgluroSgJOmgbpZoaclZHIjPtDF+1MR1sEDN+bTy8xxlJI9nkfPlq4DT80CiRCNE4B1vDjPNToV56Z3ICdYmdPcKJbrDDlf2KS3aqvKewdyJAUq12gETeRpECxv0RgYz3Mz6oh82RMjwH1T3KjeFARTmgb0pE18c4b1Pz8JQGNbr6/SWAqkw+4NxCIajg25iKOEZLoH0TDHumXTs1us8wCq0qSU0nqRY2y4hyRbhSIPgJo5YGWT7Ne5FOfGcI6GajzCf4kovzd1ztdElGN3vcwDMl1jtMhGSRn9RwcZKi4Jw6BxDpZrQC7N+TLVz3mbjAEhzUapaWJmlYdYkZCQ6mpzbMcjSqc7HqWhv12lV/joMA2yL1+isWfonF+WL2fYcWn4ux49tN+a5RweFf1Rb9EQL9VoaC5ITesQydg2y3zuYJb1Dpmc93LNMnR6WgvbLTx4JAJTvItnZrkG5LtorI72eAiZGkIGyxvtASKD1LyORdjPX73MezJxHhi+8zTLbjs0qDWN9btZAGyPh4P1lpA9dMnqXa4zJeD8FBnmn1skk3s0wnezVeX7Cpske1zcINHkdhWoNTUcGujF9WtsdzjEsnVxWJLPsm3LW3xWqcaDyfum2A/P3OB7ScZ4b28aePCwSklYrwCPT/vlDjmuLIfvS5LolbZpSA/maEAP9zD6aLsKTA4ApsY+zCWA7TrXb5n33bLIhL61nUUko2G42wvWxAABAgDgGtq0uQ5tib99ZyeAA7YpAgR4TUITHC03fTr2x4cP/jl3jdHd29uLP/iDP9gxuCWq1SqeeeYZnDhxAvG4SiQ+f/48nn766Ve5lvsjGtY65IL8/38p1wDAzXXKyVy4qT6ztjkAbqxxQ+Z69PRtVripzcTJsFesc0PZtrnJPjPODeHXrojrYtTVtmxu4gBuRM+OUxaoLwO4DhBNUgbn2DBwcY7lyXzrjTK1hW+u0bN1c50b/XiEBknIpCdN17iRTkS5GS41uIk+PiwY0TVKE6Xj9N7NrgBDvcx3uLRAI8B2WOZcwcO5CQ1LW8DcGjfKMpfUdgLpsHsNW+sLGB3qhiHcpdEwJbou3KCx8swNpi2ETRqQ//QMvYchgwb5zAqN9JZg6l8v0aDZKnNc9WUoO+VHyATeMEG9e12nd/OpGc7F3jTLemqWRqzt8Pktm4b+mXHKVR0bpif3m1c5X44PG3huSbCLa8o4XtmiN/mZGzzsMnQg2aaReGRQaUAvrLNuJUF8WKzx4OryIo3OlW3KSI32cJ42WirqZCLPufzYNeD+KeAbQporHqEnfm6NEQM31tlfp8d4iDbWq4y4G2seriwAVr2JSlcEm+tcR+T8vrlOw9jQOTelxKJEIsJ5/i+XFKP7ZpWyHe84Re963WLI/XOLNFa3a4xmKBQZWbRe4XUtkX9utWkYz4nIorbDfv3ni/Smb9d4YLC8TW/21SVGHBSrwJcveTh/SEOxLupSYbsXNngg43k8uKg0OLY2K1xHB3IqMqJYZ93efJyHA6M9e6XepNyhlCu7sebtSJRJ7/XKNp9tN4EnZthPlQbbEhFa6yvbHGu1piJ3Oz0GWDafR0m7g5lzAQIEeG1jtyTSRoW/B5JhAQLsnR/FOvdZBz0/7hqjO51O421ve9vO767r4s/+7M/w0EMPYX19HX19nbuH7u5urK6u7i7mBeE4zov6/oWueyXQsoGNstYhPwbQ4zG7SuM1FuYmSzIpt9oMQ2y2GdpoO4owaK5Aj9Bwt4emBRQr3NRVGp3lz29QS3hBbOovzNNTPldQMku2kM5JRjkQx/oYUtpq05DYrCqm8tVtevXkPfEIPewmaKwPdXMTWbf4/fVVlteyGWYpWaSLNeyQwM0VgJOjHi4tcDMdj6gQVYBGe1/GReSuGdGduJPj6iDxUtphGMYLXnOr8l/K81s2ML2sYaCLBqKUeJKSV5JLwHWVFvWNNRrX1TUhrbfFsO6+LPD0bGfeNcBw4afn6HXMpTge5TyrNOkNrTdpaOazPCySkFJTcwXW4cggF/SL85IZ26MWdYzGbj7DcuApqS/J5H9zncbiRWFUWW3WIySumyvQCJxd5bqxIg6q+rPsG3ic/ytbfF4iClxcULwOtRbL0cD7Brq4LswVaGj2pjnHWjZwfUWD53kYH4hiowTcWGeHuB7DuSEOAq4tAbmkK65X/TLcTS1xeb3rKbK7Z28wtH9+g5E5psGDO89TpI2r23wX1SZD8GsterSnl7lGRMMkJKu22I/Ty0wJurnB9UWOgZvrXP+2qhqml4HBLg83hXTZXIFh8ZtlGsNVwSgv18VinWuvX17NdmlU338IKNf3tltidqWzX6Q0HaCY5tdK/F3KLtZEVMXTs0wT2qioewBK5uWzIdRs7wXXxFdrft7rCPpkL4I+2YvdffJy5qf/fj+2asAzc/tFvVAqabDbRS7xsh53x/B6GUNBO+48Xu78eDlz9C41UYBHHnkEly9fxl//9V/jj//4jxEOd7qGw+EwLKlL9RJw4cKFA73uIJHMDqBZz2K7rHfIyIR0A7WmgZatPOSaBniuYEG3uJn36/8CQo5IU6zBDUtobu+aE7UmN6O1ppIJGusVUmRQ5dqOel40xM27LkiUpDfcEZJKuu8eM6LqVWvyu0iIYZc1h8ZKNMwy6k0PjuPC83SGyoqeKNe5eSzXWE7LcmE1FMd/CcBCsoVq8e4mEboT4+qVwItpx/nz51+Rcndfl8wOYKuYRV86jFpT3xnfftkpuZy2HfJHVBsaRnr4f9tm/rCRcmFAw3YFCJkeXFdNlEjIxFZFQ18WCOkuKnV9Z0zbtgZNlF1rAJHeTqZs/3wCGB7csIByXUMs7MGy2gjpBkKmjkqd3lHKAHo0xlygDQ3RMOst52g6ruSsNI1RKpW6h9EeF+UaMNKtwbI5r8ZEGLIGDW2bc7QrCYTAwzgZOeI4GlzXI6lXzcNotwfLcrBtAY0uFwuLRVSLK0hmB7BaiMADMNGXglfzUKkrBQYPrL/lAqWqi43tJlYL7Y51DUMZbFUo/+ZpNOA1cdKxVQFChoeQ7qJU05BNauxn3xon1xm5Ltm2h7CpoVxnOTHNg+YBtg2YhoZynf3gecqoHekBahtc/zSNB5ujPYDjunAcD9tlByNdLpw2UKqaaDZdxKMGPE+HrrEvbVvlywMsu1T14NjO/u0WKAHY6AntfG+GY2g2ufbrugFNM3ZY+W0HMCLsU13TsF0FNM1FvW7t3AMA2xYwkjOwvFFEGc+/Jr5a8zMAEfTJXgR9sheyT17O/PTf70d+7L7nlURqWRqenv7Wy3rencbrZQwF7bhzeLnz4+XM0bvS6H7kkUfwP//n/8R/+2//DUeOHEEkEkGxWOy4xrIsRKMvXY/09OnTz3s64TgOLly48ILXvRJo2UB1UUNXutN70XbpkZJavIDyxLmC/KncUIa33IElY0JWRnh9YmE+Q7I4SySi9FgnokomSEr2SA1tKackn9dsM6+81RbMyKZ6fjQsvFaa8shLr2Eiyu9abSUPFhfPdQHEoxrargFNY25k29bgei7ScR0tG0gnBMFaWEc8qrKR4mFgZNhDZNxHI38X4U6Oq4PEK92OlzM/WzYwX9F2JLSqglBMjuFKQxmDlMbSkBREYpqmwTSAWBRwPAMOlFyf6dODarXpVQWAtmsgFaeXEyB5oCfKjou5JMPFgc75BPCQqWUD6bgHx9UQDod3Dq5ScSUHWK7TyNR1lu2Jess5KvOq2yIvWNeBVIzzJ50QxF4m86ZbbSW7FTLUIZfjAdmU0t82DEB3NcHhoKHtAuGwgWQUiMWBkeE8IuN5tGxgsaqh3vJgWRY0zUQqrqJoNI19GzKATFJHT1cC/Xltj9Z4LsUoGQ3YMbjl522HbckkVD87jjoElOuMXJdMk4cM6biGpsX+8uT78Xiw0LRk3ZTqQkKsY/KahgUYug7DAFJJA2aIa1HGBirCa+4JHe6QkEOTUl6y7ZmkBsM0b9lugGtWT5e3873rAXVb5WjLNqKuJOs0TYPr8cDE83TE49GdewCSzFntGjLZLBIR7cDXxLv57+fdiqBP9iLok704qD7Z7/6tmofulIaNfQyL7hQQCXs4d+7cy37mncDrZQwF7bjzeDXnx11ndP/ar/0a/uIv/gKPPPIIvuM7vgMAkM/nMTMz03HdxsbGnpDzFwPDMF7UgHix1x0k4gbQk/bQtjtzuleLzGuUOd3QuFk2dXqM+7LM6ZM53QxV9DCR50Z7ZkXD6TGGvdYWaCzLnG6Anp2NMpmSb6yR3OzKInNQrywqL3Yyxk3vUDdlwSb7SWRWaVCmTOZ093fR6JBSP+U6/6/rDCPXdeY9Nlrc5B4aAK4vA8O99DyVF7jJzCaA9bIHeMxBnV7RMNHHXMbdWr+TA0A8clcp4O2LOzGuXgm8Uu14OfMzbgCHB5nTfWiAIbjFGvOjjw8zVDlkcgzrOtCucjxdFw7AZIS54JtlEhiem9ib010okcX7mzOcjxN55ly7HpCOcs7Fo8z1Xt7is1pCumoiz5xkmdP97ByQiHg4NQo8twQ02zwwKDcYyryyRc/phXlh2Im512iJObfGMhc2eABm2eq6iTzzsI8PMW85GeP8vrHOOdN2OP8HcmT+LtWZ0/2YyOlORHh4Zrusyw2RNz6ZZ168nGNxA5ga8HDxJnBjpYnJ0Qg0TdvJ6ZahBdkE2bbTcR1TA525zZJ34l8u8XodbIeukeDn4rzI6R5k/2VizMmW8oj9Xcp4ljndi5u83p/TnYywnUeGgMvzQvsaagxMDQDLmx4c18PhQQ2XF3gQo2lsd7EOHOvmQUCxpnK6XY/r3kCO9QPUundyVLCp79NuicmBzu8N0RaZo5+M0aBfLfJzeaDRtoVyxLbI94+qnO6Jfg83l9pIpDRMDmgHvibezX8/73YEfbIXQZ/sxe32yX7396aBsxOeyFn1x91oQhLp7t873QqvlzEUtOPO4dWcH3eV0f0//sf/wF/+5V/iv/7X/4p/82/+zc7nZ8+exe///u+j2WzueLefeuqplx1+czejJ8XNL3MM6XWx2syt7EuTJGlpUzEddyeBYgM4PsLN+laFuZoTeYbXahrw/vuVBnhsiuRRpsahNSpCYc+McyO6XqYn7sw4vT9nx0ngpGv0wg11A5slGjf9OZVv3miT4TifFaGhJvCOk8yXNDT+fnyE7WpYZF0Ph8hgLNnWpZHSneKGMhzic8Kmhvl1XjfUTcN9q6I26D0ZYDCg4Lwn0LIZTt6yAd1Rcl1dCbJWt23g7SeAayvARpFG1ztOA6tbSnv+3ASN67AJHM7RkDU0zoVoiHPlvffxsGhuhZ7goW4SFr7pGHOD601K8a2J+WKanDOexzzcbIL1Gugicdl9E0BfF8PPjwySHTyml/GGyQw2qzR0dZ3XD+VoRH77aR6GbVc5F3qGmF4RCZNtvTdNozFkCLKyPOfsiWEanOkY1wjTkGoKXBMiJknY0nHg/CEepL3pCHB9jWtAV5K5zhrIwJ2I8hkyBF3KpKWj7MtvXaUM10CO69L0MusxkCOBo5RW9Esstm2yf/d3Ad/9RuZnr2yRafzEMN9TYpIHIbpO6bClTRVBMNzDfs1nSR62tEHDMxZlH/amgGfnGTofj5BlvFRlPnwkxIOHrQrf2XaNBu6pMQ0bZSXF1pulAS1l20IG88wvL/LZ3Qmus9EQmfI3yjTMT41xnevLsq+yca6j08s8WElEgEODSkKsyydRFjLZpv4s32EmLvqnSOb2aIQkeaM9fB8zy0BbrItDOfbVcG8Yw3keJAUIECAAQEmkd50h6e52lev8uUlgoPtO1yxAgDuPwR7gvWcZeSfRnQLyB/x39K4xuq9fv47f+73fwwc/+EGcP38e6+vrO9898MADGBgYwEc/+lH8xE/8BL70pS/h2WefxW/8xm/cwRofLGzbw+IWN3OOyw2aDC8c6gauLDD08w2TwENHFSHaxXlu0JLCID4xKoh+bHqrtmuUkWlalC2a6KPX3M1zI960AGjc9KZiwIkhbvDTMYaQb9eVjFE8Qmmj4R4azv/vaRoLhwaBiQTztV2Pm/9qnQbBZD+1wGOC3fxLF7iJ7+8C1lZZz5DJui2ss+0PHOEGcm6Nz9W9No4Oh5HP0mCYXaOHXerTxiIMjw3dNaM5wEFDzo/rKxpa9Thq0LCwQcbxviwPgBY2gHKV4cJjvTS+2jaN094UjaxSncSDk/00XGyXv8uDokMD9FRvlDkfDg/S+P7mNco7Uf6PRrXrcux1JZUncr1Eo9oQh1RSZqvaEMZ6i9f2ZYCylUK5QXJBR6SQhA2O+fl1Gr0JocvsOvS2dyV5OHBdyIwN9tBIk7JSrguEQjS4PE8QyblcR+YKvCca5maryyEbt+bxj8tDRzjvDZ3tKJSAJ6dZ974uen2TUaorzBZYzqEB4MhoBD1ZGtphnXPXg4jCySgpPymx2JP0sFrk2vT15xRJ3KkxAB6VEwrb9BQfG2IZQ93s+00hmeYBGO1mW7MJXtdssx9ScT5vuMdDs40dr/VGlGRy62Ua7+N99IJrGg9z1osWjo+GUWnQc31lke/k2DDXl0qDXvE3HyWB2fw68C8XabDfN8FDBE2j9zsSIlv77KqShxzK8bClZQPNFjBT4zpaqvMdjvbyYGi9yPeYipO0UhJnnhgjYV4qzrVb02jkZ5NivXeAUgWoVIHBgLU8QIAAPmga908PHVWHl657p2sVIMDdAU04IjeEIyUeJbnuQeOuMVP+6Z/+CY7j4NOf/jQ+/elPd3x39epV/N7v/R4+/vGP4+GHH8bY2Bh+93d/F4ODg3eotgcPGhTcVH/9OW7MXY8e37k1ekrmN2gAnB7jRu2JaW6+skngiQv0oBwfJnPuqTFugp+5ofTAF4Rs0FA3DYBwiL+7Hu97Ypr3FbapsTu/LmRwBHlZyGDY53oZuLastOyenOYi/oYpFRZ/bAhYLpIp+O0ngdUSDw50nc9//Bo3yJkEqfpn1+h1ml2lR2u1yM20rgHFYg3X9DAigrn9a1dUv9UtYOMKAI8HDgFen5ByU4YOpNMxXJznuIyHafx95RI9f2GTIcaLm5wzUmZpYUMQXIkw3K0aJbGenOG8KQkP5L9c4jhsWDTWHn2WLNQ1i2PvX2cpN/avs8ADh2noFkpMi7h4k6QbbR9fwn0TNMpmVnhAFA3TCCuUAdfV8dR1EUUSA7Y3+XN+g4dvrkcm80cLbMvCJufPN64qHoZCiX1ybJhtv15gGHbL4vzNJLiWPCGyczJxeluXNrm2WDIfWAOaNxkWbVnASpHtsURbFjZoHE/kWQdNJ9/D03PA0UEDLljv3SSNlMXa9S43GSEwV+CzS3VuBjcrPIDYKHPNatdZ7/NTfB7AOu2GlN7areqRiqvPpCxXua4YwUtC5/rqEvslamq4uc4DjbYtDOAysH4ZeOtxjp+5Vf4h/udLMo2HUT7/8AzwzlMckxP9/E6GlNdbfNbyFtfulS1GMd03yWeN9lCyzHEpuRYVGuFPznBM11sci5szvH95G6h1czzsJxm2vmHh0nw8kAwLECDADnZLIkkEkmEBAuwzPyqM1D3o+XHXJHJ88IMfxNWrV/f9BwBjY2P4sz/7M1y4cAGf//zn8eY3v/kO1/jg0LQ8zK7S23HxJjfmjpDb8gBAeKzyGeExW6HHCqBHa26N1+Sz/G6inxu12YKPeVyQnRXrwqjO0iCJhrlxmy3Qgz1XoEdrdpWbesmea+hC33aLRFVVIZMkCd90jYb8WA83rHNr9OzEIkp3tu0oaR1dnCoVq7wGELJgI/y+WGVYvR8bJeDq4v59eHGBzM0BXn+Q8wOgF3Fpi+ze8Og5vLFG46fW4piJCYKtuQK93XIsS/ZwgN7qizd5kFSq0eiSObNzBRqXxTrH/bVlGkaSuHBujfPu4jznUSbOcVlp7DU6G5YKt3Zd/ktEed30Mr3ZsTDnkZwbUprP0OkNjod57clR/hGwXRpapq6I1ObW+Kz+LMufXWU5qSjvBbAjFzbax+tLNRp4AK91Xcp71S0av/7DA3nv6rZ6jsSNNQ1rJfbDbswW+P4kKnUPhVKnxrQnOBsWN1SfSyIxeKz/epGh5vth9zNuNX6kDKEkg6w2+a6HcuyL3oyJ6WWOk91kk/JdD3fzoAFeJ0M9QO6A4W7Wc0b0uevulfRKRLkWX5xn1FHDApo22wGPY3auQG+5HFOSsX2uwHX34jz7e0/5BaA3G3pR/RIgQIB7A+tlSh/th2fmBHdOgAD3KF7N+XHXGN33MiybG6+QQY+Foe2V9qpKA9ll6IMk+o2HlTERCystb03cI/mAJQN521ah4lJqxxPXyrIivjIlK64u6tS0OGhsh+Huso5SbicmPPTVBp9hihHWEuy88WinjJNlq2uqDfW9JZiV/XC9TpZgP8o1tivA6w9yfgDMnW62tB2t5liYedIAc5M9dI6ncIiGHaD0nQEam6Uax7Vl86c0MuXYbdu+cR1Wc0nOlVKNczZkcFzaDvZIQ+ka5ysgwvk8eqR1sFxAGXhS4swRc0vWzdBFHUJs6458n64O1aQ8YDTE8mtNzl3DUIcJANsYD4k5JuY/wGulTrSu+w780HmvlOmSxjoA1JvaDiv6bjRabINEU7CEN1vquQDb3rRUn/ufXWlwLdhP63q/Z+yGHD+Oy/IBjhHbUe/acoBwiLJitqvWRQn5rnWdXur9qrJVFczm4gAIYJ86vnFXbYr3r4lDj7CQXYRPUk6MA1Nnff3trjU5Xsp1ycTfWX6tCYTFi3ihfgkQIMC9AauN55VE2u3gCBDgXsKrOT8Co/suQNjkpr7t0HvheMJ48G1ipVSQqdMwlRuxuqWkiBqWkrzxoGSFALU590vcSKkdTVwry2r5yjTECHFFnaJhSnuZBo0DWccduR2hwy1lkqShEwkrA0SW7Ym2y2uSMfV92OThgx9+zfHdSCc6DYEArx/I+QEwdzUa8XYM64bFvGeABqaGzvFkCSk8QBnjAI2/TEIZwa7PaJRjN+STmpJzaud7i/e3HWHIRkTu8K66y4MmQBhXwpB2oYjJbDGPpKyYIeaWrJvjijq02dYd+T5XHabtyAO2WX5CeModwVYuETKAupAkCxvKWyuJFpNRlpuM7m2LlBqTz5GIRz0e6O3y8gOMYgn7kpiiISErGFHPBdj2aFj1uf/ZqZg4iNxdoVs8Yzfk+DF0xfsg5Qrluw4bgNX2kI5znLi76iDftesyvHy/quSSSjYxIdqna6qNAPtVss1nhPyh63E87EjKiXEgo5P87ZZREuk467O7/EQUsMSLeKF+CRAgwL2BcIi8HfuhO8XvAwS4V/Fqzo8DM7pdwciwtraGL37xi5idnT2ool/3iIY1TPZTRuvUGDdiUgpGAwCNzOCFEjdjhwdIpgMw3Huij9cUivxubpVGwGTep7EtvCbZBPO1C0VuZpsid3Wqn+GdE3mGJU72M7wxKowdx2VdhrpJPpSMMjc0KQwK12Me4s0NbhQn+kgC1GgBPWmGTIYM5nNO5tWmNpvkNQCffWmB32eTewd6TwY4Orx/H54aVQRKAV5fkPMDYPjxUM6jgaKR8Gu8j8ZHIiJ4CoQ3diLPMGY5lpM+43O1yLnWdmj8lOrKOJ3IM0w3G+e4PzLEfGXPY7mTeZGfO8p5VKpzXKZie6XsYmGSsUVC9ILquvJWHh6kId+wOI/k3EhF6RF1XHI8SNmsS/MkiJNSfLbLa0IG74uF2a5ak21ORoFKk/cC7K9UTEiO9QmjTxjPySjrdmSIXvyxvl2ea3HvQJd6jsREn4d8VuUV+zGZ5/uTSMU15DMsxzTYDk1jfw/3qD6XWtrQWP/eLCXL9sPuZ+yGHD9ShlDXVJ9P5LlOZRLAesnG4UFh8Dqd71K+68VNMrZDU1ECEmcn+H13muSSAPtUrpEA30utybX49CjTgWJhIGqyHdA4ZicEE70cU9Lwnsxz3T0leD12lz+RB9aL7RfVLwECBLg30JvWcHZi/+8oiRSsEwHuXbya8+O2z8Gfeuop/MzP/AweeeQRTE5O4uGHH0ar1UKj0cAjjzyC7/zO7zyIer7uIeV0ijXgzce4GfNcstMO57jh600DJ0aYT7lWoqSQ1Nt+81FuhJtC5qthcQN7/yGyMzctSvjI3NR8hteaOjdqVht403ESGvWkeW8+I1iKQzQ4JvsV+VlfmnmFlg0cHeRmttxgTne+i2zLZ8a4IWxY1C/uSZPcKRUDvus8DYKm8BjmM/RiTglW6RGRX96ygWRMx6lRoCfJfMY3H2M+bqlGj8/pcWAkR/kdSiPdeoJIuSNNE5vdYFP6msBQju9sswzorovzUxwfVRFu/W2naBjXGsyrHeii4RoN8958hmRmEBEb43089HnLMY5JqXl/ehxY3uTYiIRJolGqK8moyX6O9QlxcFSzgKlulh8LAVdFLm8iwusiJqMwklHWt2HR0OxLAbbr4YHDGq4u0UM6lKO3NBZmXeXB25kxzq2RbqA/A0w+wHZuVWm8JaKcUwubQEIQy+UzJP/YrtHb+e2nmee9VVE63bkU1xkNJF8bzwspv4zypl9fYX+dm+B94RA5ITzhDT88ACTMJka7TUTDGmYLrFsiQgM+FgYKRQ+Gxv71AAx2s+xoGChskYU8EmZ+fi5J7fK1bcFePsy29IhDOENTDOaNFus8lOO8tmy2RUbQAFyfwiavMXXyS/R3MTd9tIdlDuWEkY0WhrtD6E6RvbxS5/fHhvnucymuYYkw8O6zzH+XrPdnJ4BUBOhK8WfbpWE8swRYBg8r+zKsdzrOQxpLrHfFGtf4TIJ8HNU61+a3niDpWrUBQOfa6mns8y4xTrarHIe2w989F5gYiJHVvuvVnqUBAgS4WzHYw3Xr6jJQbwDxGHBsEOgPJMMCBMBgD/Ces3TkeOBeoi97F0qG/cZv/Abe97734ezZs/jDP/xDRCIRPProo/g//+f/4FOf+lRgdL9ISDmdpkWZm+40N3SNFo3LI4Mkb4qE6PHernLDbNvcnB4Z5OawVOfGrs8E2raH/pxGiTBPeLsdpR9cbwHw+FksDKxXgGuLNMA1nYZvNs6NoWnQQzOzwg1eOET5HNMgidTyJhCJ0BMXMhV5VblBhuAb69w8judZzjdnGPqaTdKQKdboPYxHBCN5WeiVp4FMNAbDAB6fFjJhYeDBI9yYFqvc/Fq2kvWZ7PcwlFNSRQAlpxY26ElfLym5o/6sh/6uzmsD3H3QQOO61QYcJ4SNLY7N7hSNv2KNnr2wkOgq1ThXpMdU0zinejLCoDaVXFMiSmPTdhlmLD2ZmgdcWRIHU/00zqQEX6VB4+nUGI3CkMFxP9BFI361znHW38Xoj94Mx3pKhBY3bcCyXHSnDLzrDJ/nivDs3gzbUrd4yJVL0ht7eYGkbt1plu04QCoBjKaB7iSNttVtzpHNKufE0ib7LB3nPDsxSsO1LojY3n6C83Fxk6zo0TA9sBN51v3IAJUHLtzgepSO08B8/4OAqQGRkIerl2cRGT2DYWHYSmKv9RLn/1yBa0p3muuD7bLPRro5l+cK7NdKk/KCDx4WUja6IE9c5iFjKsY1oljjOx7tZd2nl0V+vEaiOR1cE/syXD+lLveK6JtIiIeR2bhgfh/i8zbWq/CQRKFI0rSxPh5c1C32fTgEwAPmLUYLdCV5SNOdYv0WN/icjTIPEz1wjcyleKiQjALpAb7TaFhDvelhs8pxtVWlnGLDYj8N5YBKmWNzaoCHIpEQc8Wvr/J9xcN8rmXzINY0gMVtYLtko2JFYHuMCgnWtgABAmgiOqcvA+gZprTcKmUnQIB7DXIulBvcN8Qi3IsdNG7b6L527Ro+9alPIRaL4dFHH8V73/tehMNhPPDAA/iVX/mVA6jivYVoWMNq0duRm5G4tkJNWsMgk+9Xr/i+rHBD+ZZjTPqPhoV0l9vG4aEwrixyAB3qZ4jq4UF6cpptGinnJigRdG2JRu+W8J5vV+lZv3AReONh4KuXuel2XKBR5rNGeymrUxee9a0KjfWlTcW+O7tKKZtMgpvEZ2/QSNE0oNKi5u14HzfmtSYPE85PcaObjAK6FsJkPw8HGhY33c/cpAdwdpVs6vMbwNtOdEr1+OVyFrcowSNDYKXc0ekx/vEZ630l3maAg8LilpJ2unDDQSKu73ioHZfvUcp5PXuTBkkiSkPEsmkIy9zuWpPj8uw4darlmJfe0ZMjHJs31rj4Nm1gMMsNy+PXOMZMg4vz15/jgUAqwTF/aV6oBNR43co2DbPHrvJgTEqHbVWBU6M6pleVEXlihGO/bStZQEDJkdVFxMi3BMtmNgGgwX6Z6ON82ajQiCyKw4GwyXmzVeV8Hheh88eGBHGZwzbJUGrLBr72HP9/YlTDXMHDP11Q72GzCjx6AXjXaeDMhMbcc5FaJN9RT4prS8NiHUyDz6lvcN4dH2aUzFA3+1/mlW9UaLAeFykkT4t29qTY1q89x/Wg3uI9mxXKbj17k3P9spj3tgMk2jyAODPO9/C15zh2ElHW5dqykhoDAMdxMdeOYvGm+uMr8+yvr/IdT2bY/mdFv25U+F0iyjU1EeUYTIs88bbQVj87DszfZJ97ALK9fMBamVFI2QTwpYtKOm5+nf/uP0QW+WvLLCMdoyScabAt3/L1DzSOxUwcsO02Gtb+62CAAAHuTQSSYQEC3Br7zY/Zwl0oGdbT04OZmRnMzMzg8uXLeOc73wkA+PrXv46BgYHbruC9Br880m7MLAN2e3+tWsflJnW4m5tqABjI6Zhb4yY0n+HmbTBHzV3JajvcTaP1RoHGup/p2HbpOTo5Qr3vbIJltdo0mmtNGib5rNKsrbfUZ44rPJMuN+GOq+pmu4qhvdbkBrknK1iqPRonh/JSr1jD7Co3nbbDzwA+p0+cRLke+yWf5e9+uZym5WFmuVNaR2KuwJDlQFrn7oWcE5m4kFIKK8kwSSbll/HqzyoJLHmP/N11GXHRl6HMXNonFeYJJuiVbY7XSkPxCoz2MUrCFpEifhmnCzc5L+cKNLhl3SRb+cwKMNjFMTnax/FraDSs5Jj2PHpspRTXXIF1l3Jk1Qa/m1tT/VJtcH7ZDusQi7APmjbvl3JinmhbpcFw5f6syKHu5pzxt0Xi4gJlMqThuxtPzwGbPhmNlo2dd1S3lByXoStiO6lqML/BiICLNxWxmWRkrzbo1ffPVSmB5nk8TJD3+GW3ppeVzJgsJ2SynIUN0V9iDEj414iWDcytdrp90jHsSIgNd6s2AUK9QfSvlPVaEmkJDUv1uwYl9+hfa+SYHu6mEQ8IJn5fu6eX+T3ANhRKnWN6d//INhqmIsMIZMMCBAgQSIYFCHBrvKYkw37kR34EH/rQh/D93//9OH36NB544AF85jOfwa/+6q/iQx/60EHU8Z6CXx5pN2otbuT2IywCGGotiZoAICaMEw8MaSzXRfh2U3mX4hEhV9PslE0CuIGtNxmquV1RLLmOK5iRXSW5A3CD6QgNYfmZ4/L5kmW36jNwoCnJm6bFnFh5fblOhmMZDl9tKnZoyyftJDW+ASXrA3TK5Vg2+84vrbPTp03WJZDWuXvhl9SrNQFd0zoMOWhCUi+ktKelBJa8R/7uejQCY2ExX/YZ81IWSxpWAA+kSlVFAOhfgst1/l4Tc8jeNc4qdSUDFQ+J8asx91nmOUujWDLw15q75MhcfufXGpfPcVwRTm/Swy/lp6SuuETboVRXVMio6TrXkv3+nJRrjDyRUS+7sVWlwb9TdlvbeUc6fJKFWqdB33Y4N8MhQQTms3M90aZWq5MdXEqgyfvlPX7ZLf9hoSzHL3Mo+8nfH/41ot3WUG92vjhTyK3JvpdtAlQ5nu/gp2WpyAv/c6Tco3+tkWNaSpABSsZMolxX46FpqYNNOab36x+S0CkGuEA2LECAAIFkWIAAt8arOT9uO7z8h3/4h3H//fdjeXkZb33rWwEADz30EL7t274Nx44du+0K3muQ8jb7Gd6JiCA9ipPFeTeyQrImIdiPGxZZnqsNeu7ScZETHaVnR3qmo4KNXG7opBGiaby23iRBkDRapcFt6DR6pXa2J76LhNRnhs46S+M6GeNGVhOWi5RRioYpiWToShKn2WJ9PI/1kzrIYYOGSzKmmM8BJesDdMrlhE32nax3R58K9uRAWufuhV9SLxEFGi1vx0DRxThKxpQMWLOtJLB27rGUsWbqgmgwuf+Yl7JYpqHGS9MCMkka6tKDKZGO83cZurzbeErFlQxUvc3xC4/yX60279VEaLFkE5dlATTYW21+J+ePbAfAtmYSnNOOS4NWzg2/3nTI4FxvChk16TXd7xAvnWA5uSRDqncjl+Q8lwiFPMTCGmW1oCQLG61OwztkcG5abT7bb5xqoi2RSOdBgJRAqzaVNjXQKbuViinjUpbjlzmsW2pMSPjXiFDIQzzaeQZtC7m1ekvoi0P1vyxHKkO4HvO2q021zsg2SLnH3WtNLKwkyDarSsZMvvd0XI2HaFjlZMoxLaMBZP/UWny256nBF8iGBQgQQEoibexjWASSYQHudbya8+NAJMNOnDiBsbExfOUrX0G9Xkd3dzeOHj16EEXfc/DLI+3GoUHADJG8aTcMndT2i5skQQKAlS0XE33cyBVKzCld3mKOqNyILW5SAmw8rzavEqbOXOdLC8wplLmnkZDIm4wyX7BQVBvCuCirUFQGuKErnVxZN1NXWuSJKEmbNopCj1ljjuRMgZtqXfMw2c8cWtPgZwDLWivx/7rGPNhCkb/75XKiYQ2HBjuldSQm8yQuCljM717IOVGqCyklS0mGSSNsok/JeK0WlQSWvEf+rus0gtZKwKkRehPlmNdENMZAjh7GVEydcM6vMc3CNFROt8z9PT3OeTmRZz62rJs8UDo8ACxvk5Bwfo3j1/E4t+SY1sSYl1Jck3nWXcqRJWP8bsKXn5sU5FqmwTo0WuyDqMm6SDkxv1E/mGM5k3nO/VNjnW2RODVKmYxzE/u/k3OTQLdPRiNiYucdxcNKjstx1eGArrHOoz0M4T81xv6SfS91s4dynXNVSqBpGlNc5D1+2a3Dg4owT5bTtim/NtIj+kuMAQn/GhExgYn+Tp9/uYEdCbHFTdUmQB3IhAwl6zXUzcOcWFj1uwcl9+hfa+SYXtxk3jmgmO0ljgzxe4BtyGc6x/Tu/pFtdGx1LB/IhgUIECCQDAsQ4NZ4TUmGlUol/PRP/zSeeOIJeJ6Hf/iHf8Cv//qvY2FhAb//+7+PoaGhg6jnPQUpHzZbUCx6k3n1eVhncv/0EnOhM0lu3Aa6yJTbtIBvPwOUaiYqdeCNh2hktGwyDzcs4C3H6QFvtOhRnujnic5cQWySNeYTVhokNXMc4M3HaTTYDlnFB3PcXJZr9L5EQopBummJkHHBNC7JrPq7SPgmPUIhkwRsayUaT8kYcP4QCZW6EvT2jPc6SCVMZOq8TwPw0FHW7cwYZXRyKcrlQGPdcknmnNoujYDeFEmXri4p9nIpRxSPMO8x2JzevZBjf70I3H9Yx/I2PcZhYWDariLgeuMhzgvbJclUT1rlMdctjvNTo/QMnhojQ3YmBnRnOG7aNo2XriQNOqsNQBwovfU4cGWRhk4qxvtHcvQgh3R6b6tNId8kIjnWSmTk3qwIwq0Ir7u55sA0TBweoNEkPc8yXDwaJpt3IkKj8LklPvdNR2lct23W8dAg50oiSrkp02BdR3sZulyq0VM+1M059+BhJaWVz1Ju7dIC2dNHeymTkYmzL8f7SJr29BzLyiX5R2ioW8l0dfUfRq1FScOIyf5yPRqtbxDSbpbNfh/r5f9PjPBg48w4uSqaba4nk/18r/Um1w1dGNGmzr5f2GC9IyFem4pyfdqu8tBtZZtM7omoSCGo8ZDjrcdpwFo216zxPvaZH2FnA2fHs9iqcV1s2TR2c0nmjpeq1BJ/xynmUNeaXHcODTD9JmKyLxc2WH/H5QFOw+LhQG+GdZJrTW+Ka2nbplTJc0tMORjrpaxapc7nDeWYXx4JcT3crHJsvfUEn9Nqc+1701HmwxftKCIhjjU5bwIECHBvY7AHeO9Zrh/yQLA7dfCSSAECvBYx2EO76pk5EkLnUtzrDBywpN5tG92f+MQnEIvF8Nhjj+Ed73gHAOCTn/wkfu7nfg6f+MQn8OlPf/q2K3mvQcqH9We9nc1xNKyh2fIwWwAuzHNTOJHnpj8ZI1nTRpkbs+VNekOiQnc4m6CHxPMYLp6Jk4SsaXGjnE5woDUtYKQXGBjjpl2Gi3tgSESpzg251RZhkgY3tT1pGgjZOFBu0qgd6yVB23YF+NfrlN85MsDnbwm2dZkvnhR1yk3wgOHaMrVwjw+L9mzr2KxQdkyG8cq6XS/ws9VtGhC2A8CjfM/0Mje8fRlunpttHiScm+Dmt1TnRld6p/aTGgtwdyBkahjOeXAcHpz0ZzluSnVKcoVNah27oAF2bIiHMleXKU8XC3OuHBISTomohlrTw+qWkgubWyXRWCzCzUipyjE12MU5FDL5nMk8UGrQ6FraVLnfhSKNolYbuLLAn70Z4OgQDbeQSQOzsE2284ke4HyOY/fJaXrdpQzZqXEhhyfGcDIKnBunrNZsgcZmLAoMZPn8J6dpFIcMzrVyg4a07gG5NHB8iM+/vMj+zMaBtSIws0pG9PunKNt1dZEM3L1Z4PiQh/E+spQPdXtotbmOzK8rkrTnFjXUGzGcHNN2VBNKYk04O8HogMMDIjzb48GD7dAwHe/jfOzL0ECtNICnhCzg4UGW8dwSyceSUfbLkSFgaYPv+OlZ9m0qxvUmFuEhy9Vlzv+48ExvlamnPtzNNXGl6JdH8zCRp3FvGT24tqxkxQ4N8CBTrjlVYeAub/KwLtXP99uTApZMsscXa3zOVD/rHAuz7YWSkARrAf054Nigh2Kd7ZZSaH1pINYrDhtjTCGaLXBtdiEOQZvAQIaREgsbrKuhc33bqrC+PakwgEAOKECAAAqaxnVkvaz2Xl3JO12rAAHuDmgaowTfdgI7p1KvBNfBbRvdX/nKV/Cnf/qnSKfTO5/lcjl89KMfxb/7d//udou/p8EwRPX7bEHJ+QDckF9eoEfIdripfmKa32UTQLHq4CuXdTx4hJtU2wUyguk4E6cHSNOBf77ITV6pThkbgJ7wi/P0RFUE2dLiBjeVjkvj4F9n+f1GiRvmqQFuSEf7WI9yXeXMrpUoOxZt0kCwHJFzWaKxIMPXv3qZG9wFi96wa8vA0SEdT86o8N+WzfaM9fEe1wPibW5C33ycBsdT12kgaaCxXqxxg14o8d9IdycTdCCxc/djcYvvtVR1EI8YeHya77crqQzg02M0jG6uc75sixzslk2ZvfNT3Hgkotx8zAiW8As3Oa4dF4i1aFSeGuWYuHgTeMdJSmgB6JD0i4Y4/i7M0itZrpPpH+C4X9rkZ2cn+LkkH6s0AavpwfYo2QUA0Dh2n5wBzk+S5Vui2eY4vr5Kz6jrcb63LB5gmQYPzaousDVLj3VVsGpXmqzDeJ79MZQDvnmd5famacDNFthWmYu8uEGvOUBjtzut4caah0tzbHNXEvjKZaH7mjZgGJQSC5u8f60M/MulfWQMBTJx9v9knnXfKFP6S/apB96fiinJs69eAR44zDVPqiEUSsDbjjOCIWyyDcWaILTzWMaZMZZRqgOPXlcqDOU611NdIyP+xRsesl08WGg7jGjQda47zy2qccIxwN/XykrSTebGz6zy3+kxRlCsVdDBjHpzje/m2BDHyNNzgpXdYF/oGqNybq7zXZfqrG+hCNw3ARQbjDgCuO46Lg+Ljg1TNuzIgIZSnXX0vGA9CxAgwD6SSBUeoAaSYQECvHqSegeS091qtfZ8trW1BdMMGFwOCpW6hwvznZ9JeZyL8/SCTC+r76oNIBoxdr7PZzulZqpNesumlwEI5uR4WJV7cR64f5JeJsvmz2qThns8okh8bhRowIz20SDoStJrI7V0Ad4TMun5nlml1ripK3KlapMbUcelMd5sc6M4vUKP5syKIkGyBdO54/F5Y73cINeaPAiYWVYkdH4W4WqLRnk6JjbP853yQRKBxM7dCb/sm5TCAxSDtcy1nitwrC9s8HN9l7dvelkcEtU7Zcg8j+OhbavwcClDJiW5KnVvj6RfPssyMwlKdc36pJxsMf4aFo22wV1hfEPdBp6Z2yvX1Z8Fnr7RScbml6+SkllSQqwsjDLbEYoCTSUJJtnayw0a0ocHOg+b0jHOndlVwfjt+4tQbdHw3K52tjufVbKF0TAw0uvholibpKQasL+M4U7ZQu6sbtHg9NdpuJtz23YE0aPgg2jbXJdOjHTW9dIClQ+uLqpDjR3pNrDsoZxaH/19CACFcufa6cfMMte+3TJdAPs5HVOSbrsxu0rivJUt34eCgbxUE9E+lrpXSrdJKbSMIMGU6zzAsbSyxdQI2+HaJ6XL5HidW/N2iPKC9SxAgACBZFiAALfGa0oy7P3vfz9+/dd/HdPT09A0DfV6HY899hh+8Rd/Ee973/sOoo4BIHSD92EZ9iCMC32vxrauaTvfS/khv7SMISRxPIjNm6HKLFbJxgsIOZy22hT62ZmrTYZixsLcIEZCNIr9BoPnCaI1MKzJ0DtDH22Hm0lDV8ZPPML2xiI0KiRJktRS1qAkw+Sm1NRZvjS0/MaMLaSKTNEPlXonc7JEILFzd8Iv+yal8AAAGg9q5DuvNfmOGy0lzeVHpcH33mx3ypCJomikirFUFQdRHjgGm+29kn4hkX8cCSmpLgk5/hyX10j5J4mIkC3bjWiIn/uZ9v3yVbKtUkLMf50GpVMtZfvgAbbNPomGO+sYCbG8ijDu/N1lO8wxblmd7Q4ZyqtraIzIke1wd5WxW8Zwp2xRZ0Ef0VEnuZa4HrkkDE29m2KVYZH+um7v8wy/dFu1QS+4XD/9fQgwH7q6q34StZYwhI29bXAE27iUdNuNaoN1b+49k+bhosX2y3vlciQPksKh/b9rttSBoV/CTo5X2V7XC9azAAECBJJhAQI8H17N+XHbRvfP//zP4+zZs3j44YdRr9fxfd/3ffjRH/1RvOlNb8LP//zPH0QdA0CwKcf3fq6BXjbX3cs87nrezvdtR0nNAELWRkjiaOCm0nFUmdkkN9uAkMMJKZZjKW0DMG+xJQyYpJBAiobV94Ayll1ww+y4nQaxaXCjTY1ZbqDrLba30aIH2/OU8S7zzP2SRKYhvPBRZUz7DXtTSBVJ71AqvtcLCgQSO3cr/LJvUgoPAOCRW0C+80SU7zgWUdJcfqRiQqIu1ClDJoraIe6yhbxd3eJ8SMd5j5Qvk2g7QoKvzfGd9M1BOf4Mndc0dy3cLSFbthvNNj83fKuzlK+S8lTyumSs8zoPir1byvZBA0yTfdK0OuvYEqRnqZiYp756mAZlzSLhzna3HUW05nj0pMp26LvK8MsY+iEZzf3yYhJyLdE1HgQ6nno32SQPMPx17drnGa6nnpGM0fCU66e/DwGm2OynbAAImUatc5xISHnDeEQ9y49kjHWPRvZ+FzaENJ2vL+RyJKXQrPb+30Ujyssv+1uDGq+yvboWrGcBAgRQkkj7IZAMC3Cv49WcH7dtdIfDYfyn//Sf8OSTT+Lv/u7v8Dd/8zd48skn8Su/8iuIRm+xkwnwkpGKazg92vmZNDZPj5KZ9/Cg+i4ZA5otZ+f7QrFTaiYZZa7n4UEAmtCjtVS5p0eBb85S4iZs8mcyKrzJLbVJHc/TAzS/TvKg7SpDHOORTl3ktk1pskP9NO5tVxklySjzsw1dbEZDJHo7PMC8xEMDKlTc1EW4qcbn3VzngUEiSm/koUFlHPh1eZMR5l6WG+yH06OdobQSgcTO3Qm/7JuUwgOUgSLDmieFXN1IjziM2mV0Hx4EejKcT34ZMnnYEzL5jIbFspa3lCRXKq7tkfQrFFlmqUYSjkmflJOpK8Pn2DDL8mNp08G5ib2EV6tFkv35D6788lVSMktKiKXjguHb4JiX0laLm+IQQWcY9HAPUzb8smPlBufOZL8wRn0e22SEZIZdyc52F4pKtrBpAQvrGk6JtUmG+QP7yxjulC3YuONh5lj767S4ybktWdiblpDnMplnf3mhs64nR3kAcXRYaYfvSLeBZS9tqfXR34cASdH8a6cfhwa59u2W6QLYz+WGknTbjal+IB4ig/kONL6TTIKfx8PqXnmoKaXQSg1+J9d5gGvbQI6HATJqR0qXyfE6kddQa3I8B+tZgAABAsmwAAFujdeUZFixWMQv//Iv4/Dhw/jwhz8MAHjHO96BN7zhDfjP//k/I5UKGBoOCnLTd3GBMl3pBDehmRiwXWcI6QOHufEq17gZv2+KXqntOmAL6aO3HlfSW9EwiQKeW+QmdryPDOZhA3jnSV7fn+W1fWlFTtWVpGRNy6JUUrJBtuF8lt6zBw4zf3u7SlZpaYibBiXBrgrW8N40N/xlQXj1bae4kdVA4/uhI8Ba0cUbD+m4sU5jOxWn1q8LtjEsNHKzCXp4upLAe8/x2dUmyx3t4XXpOL+PmNzEzxVY30SsU5YNUJJIkj0+wJ3FUI5ScavbBlxXyUC1bb77/izfVS7FQ6RcirnBpRp2JJRyScXY2psC7H7KkJ0eI6+AZPg/NkR2764EDW6/USjHiMwx70lzYV7d5nPvP6TGVW+aRllvEug6BbRFHnOzDcSMFsZ6TRi61jGnz4wB+TTQFWd4c7nBe6R81dUl5bEe7uG/m2tkrw6ZnMNt4YF1Xcr0HR7g740W59V7z6kQ8b4UvdnD3SToWtggK/fUAA8oZE5wNs7DgPUyDfLveYBM7KW6B8/V8O2nmYtcrCr28tEeGqfVBknVtkUYejLK96NpJEkb66MXe0bkrWsa14JrSwynTsbJ3p6I8RBuZoWnz6fGWJdomHM7YjIPfa3Iz94+xj7sTdHQfdcZ5lpXG2R/PzpIXghd83DuUBRLRR4qxiNsfzZBg/bYMMkg33SUh5VtoeAw2c/+TBxmjvb0Cg8EDg/RmE/HeOiSipIUstIgw/ihAa6Fls0+vVFQhHPHhoH+DPtnvcQc7lSCbai1aHinRvl5NMRogJEetun0GIkGUzEThwLJsAABAggM9gDvPkuySf/+sf+AJZECBHgtYrAH+I5z3JsZukxlBHq7DvY5t210//Iv/zI2NzfxUz/1UzuffeYzn8EnP/lJfOITn8Bv/uZv3u4jAgjEIhpOjAIjPR6abRlyTmOwO60MxJMjgsm4XMLoUDcMQ0d32kPT4oZypUjPdKvNTeWxYbKVb5S56f3aZaArxY1cpc4QyaVNSvtM5LlBbrWBJwXrciZBQ13XuEmWIZdHB7kBvbZCpnPP4/25JA2mhqXyJd04N6DlBjfy1SaNitFeYGpAhwfq5W1XSLw0s8p6vOko67KwQc9fT4pG1dway4uEWIbjAs8uKubnwRwn10SeHqF4mAcGIVODbXtY3OLmPJATuztg2x6WtoDrK8BmsY1ozMBAliz0jkeDsGXTC2tUGQERDfEwZlJ4si8Ldu6uJDCY83aiHqSu+1CORtFaiWNnpJdG52BX53vXwPJyKRpQbcEsPZijwR4LkSnfdhgK3WwDC1ssWxKE5bPAVK+BcIis6HJOhwST96UlzkWrDeS76M3tSwOrrjrYats0ytIxRpA0BHFaLERDb6yXz7y5RoWCbBI4MQxsVIDpazy8OjxIBvAri+yb/i7ggaOc91++yPacGWc96hbndb1JA292lX+cUjENqR56YEd6RJpHmPNmpUgispvrPBSMRthn2zXqxU708VDwuUXOtZEe9muxyj49f5jvsdkGri8DtQLn9NtP8ToTJCubWWFbTYMe5iNDADwa4rUmv1/c5Lp2eJByXJbFZ0RDgK5r2KyFkM/yYKJhUZJsuIfvfKgbyCX4/uRhYU+aB5wzK1xXe9JkHY+HeSCga1z7ZguAqXGt6U6yLVcWOMZGe3mQ+IYpvjfNYNsvL4pDFIPRRBtlkvml4jxUSZisW0Uw1G+LvuzNelgrbGJ4qA/xyIHwpAYIEOB1AE3jWnNkkHse190/xS5AgHsRmsa95NWlTvnWg8ZtG91f+9rX8L/+1//C1NTUzmfHjx/HL/3SL+EDH/jA7RYfYB+k4hp2xw/45cWiYSAecTF/fQGjQ9073xdKHla2OqV7GsIQn+ynlFfboRdqs8LN+kPHgCeEcT2YAx67yk3glQWR261z87hR5gZyaYuGdDJG42Wyn5vdmiA426hwEy/zUK8t0aMUDfHZl+ZZXjbBEPNijX8kYmFKLrkeP9PADfMbD1FGKh3n/d0p4J8v0UMJsF5bVRoglk0DI2TQW3d6jMbIA4eBhXW2Z7yP0lRSEkr2USAndmch34nnAW3XQKnI939ihONkuJue5t4M8K05LqCpGNmzE1Eac9s1xeZ9c52GLEDj8bLFUOpvXlfEUyGD4+mBI53vXdbFNDplpDYrfJZp8DDg6jLrA0Hc9uwNXqdBSHI1okgkNEzk1Zx+bsHDalHJZwGsa70FWOP8g7Ba5FiXODXKMR4N86ftMPw4l+RcADj36i2O91OjzPGuNOidnV8XhGweYK1z3o73sZ9KdeDRZ+l1jphkCh/tAZ6dVfJiLRuYf5ayaqfHNV+91Xqja/TCF9ZpqN43ybKfnOG6UbdYHymTdmYMWBBya0eHFLu5lPOaWQFOhvieJZN6vcUyFzY4t2tNIT+4wXFTt2gY/8PTXF/aNteNtRLr4HkGvnqFfVesMzJmo0KZuZUtjrNElP0cMtmOK4usg2UDtXU+/9gQx+ZQN9+567H9tSXW8fQYQ8clG/vpMfbrsWHW88oi675d5XNmL3DN3Kqy7QvrlF/85gz7HmB7SnXg/kMaaqVVRMaChSpAgAAKr5YkUoAAr0Xsnh91i3utu04yLBqNYnV1dc/ngWTY3YWm5WGzvFf2JiQIli7epLEQDfMEtNZiyOklIUcmZX96MwyFtEUeoe1ys14X2sajwtPluNwQzqwwzFKSqQEq9LbVptdurkAP/coWDQZDF7JNEW7EV7e54ZSfA9zsD3Rx02oa3JxTLoffS0kd06BBcWNNEM0JdmpdVxI7UlJttqCkpPZDIL9zZ+CXq3I9xXTteZR6OjzAA6JEhAak6wmW7qaQjmry/fdleE+xplIL0jHFzH9poVPWS7KAzyyr9+6vy24ZqWqTc0ca4pmYKKPVeZ1UC6g0WX9ZdqXuoVDqlM/a6YM2y5REcf7CZgs8GKo2FcHZcDcPHCTbWDQsVAXEgUNOhFvPFXhfNEwj0xKSaavbPKhoOyxis0wjM5/ZKy9Wa3qIhilztl1V/eRfb/wSXrYDzK2y76tN/l/KY0nMrTFdIBFlu/eT95NyXgC/9zOQS+k4udZUG0piDVCyYa0215hKnQcQ0TDfF8Q7clxeu7DR+X6rTZYlZdp2xoC4dqCLa6qUJpPtd1y+8/5sZ10zcbZlZlm0RXjtZZvmCvRsl4Siw8X5ztBxKcE2swLEEr7CAwQIcM8jkAwLEODWeE1Jhj388MP42Mc+hs997nOYnp7G9PQ0/u7v/g4f//jH8b3f+70HUccABwDLpsGxW/ZG1+jBkprGhgZAI9mZqQuJnoiQ8GoIOZ+mYhKX0j1ycxqPqM9cV+h/R5SsDcDrdEEoFI90boAlS7GUbWo7SntXfi4RjwhJIo3PlxJKgNqky3tqDUWyJGV2pMSOlFRrtJSU1H4I5HfuDPxyVa4LOD52tEpDGdjhkBrfUtZOMkxXxdj1PI4pXVPyYhLbVaVVD3As2uIASr733dJZ/vkkyf5C4hAoLGTEdkuJAUL6Thi4suxmm5/vp/kM32HB7uVfzidN1AmgQbzlkyMzxJyWa0A0pOaL7CdNUzJdTUvNZYD8CTKlZbe8mC1kvYpVpXiwe73xS3h5YLtNQ+mK++WxZJskW3z5FvJ+Us4LEPX23V9rdr4fe9f64JcNkyR8TYvtkGuMfKT8zv9+5fqxW2PddrlOhEM0kOUz/O2v1Dvl42RdPY9tktEY/vVOrlWWzXdVrDIn3f9cWZZmRPZ2VoAAAe5ZBJJhAQLcGq/m/LhtV/RP//RPw/M8/H//3/+HYrEIAOjq6sIP/dAP4YMf/ODtFh/ggBA2uXlMRDs9Qq5Hj7SUFfNAI8EQXuxsUkkPpWJCzkcwn+8Y3hCySBFeKz/TdcGK3lKyNh4Yer4je2QpNuFISOnxStmmkNFpLJuG2ojWW6yf4/L5UkKp0lBeOHlPItppvMt61C3V9lhESUntZ3gH8jt3BlKuqmHxvRq+RLRUTIyhKBfGRBRoVZWsndRSlvdrmuAQ8PZ6jbuSisEf4Fg0dXrQ5Xv310XKSMn5JNny2w7Dlq02oBtKSqziM6Y1DTAEU7osOyrCpXdfKysjQ6L9B1iAmk/Sgw7wcCKXpKEOMBrFMADNZZ2bItIkKea0lPHTNfZxNOybyx7XBJlbnYqJ+S+ebwpZr2yS0TGyn/zrjVQesF0hbxVVxn4spOSxpPGYjPFZusa+3C/3UMp5AeLAUFeGdyKq3o8j0mD864OUDZMScZ6IjqhZao2Rj5TftWz1fuX6sfuAxNS5Tlhteq/lOifb74F52X75OFlXKYvXsFT9ZF3kWhU22Z5sEmg0O58ry/KcFgIECBBAQkoibexjWASSYQHudbya8+O2Pd2GYeAjH/kIHnvsMXz961/Hk08+iW984xv4iZ/4iZcdXm5ZFt7//vfj8ccf3/nsE5/4BI4ePdrx78/+7M9ut/r3DKJhDd3pvbI3bZuemVNj3Nw1hWGTiNBrdXKUOdlS9me9xJxu6YU2dXqHEkKmaH5DfKbTg35ogHnU0kAHeF0kxH+FIn+3bBIxSUMpGWW9UjGSO+WS6nOAG+KVbean2sLIWd5SLNNSUkduWMf7hCEjNtmuqyR2pKTaZF5JSe2HQH7nzsAvV6VrSmJJ00iKNb1CUr1ai7m5uqYM8batJLTWSrxHGq+TeRL3SQ36k6Odsl5S7/rQoHrv/rrslpFKRjl3SnWVt2saZNf2Xyc90qkY+Qpk2am4hnymkyl9pw9CZFHf7Z2HRuKwWJgM2ZKRfHGTrNjScmxaNBxNnX21VWGEx0Se9W5agCUMv2SUc25hQ3l1uzMMvS+U9sqLJaIamhaf15VU/eRfb/wSXqYhFAsafNZkv5LHkpjoYz5Vrcm+3E/eT8p5Afzer7UtpePkWpOMKYk1oPOgLxWjITzQJcaNcBSHDEkUx1B7//tNRlmWlGnbGQPi2pVtrqlSmky239A5ZleLnXUt1dmWQ4LkKClSE2SbJvLkAcgkxHo9Sv4M/3MjIaZaNGq+wgMECHDPI5AMCxDg1nhNSYYBwM2bN3Hx4kW023t98N/3fd/3kspqtVr4yEc+gunp6Y7Pr1+/jo985CP4t//23+58lkwmX1Z9X094KbJWg13Ci60z969pAX1ZEviEDZIbza2S4bcryZzLZht48AhzYm2HLLvlOnDfBHMadU0w6vbSc7dd5QYzFuHGPRIio7jmAaEQWZazCRoIbYcbV9ejEZCKkrDp5hq9Y90pbiK7EvSkvfssQz22KjSwxnqZm/q+rJBhEv++/TTzVhsWyxjtpaxZRYSxh4WskuMA7z7Dzwa6aJBV6t5OruTNdR4cxCJkHc5nX+GXGeCWkO9kdgWouE0MdIXQl6EBcmyI+drDPTQk33iYbPuey/Ex2CWM3ygNyEyCBqIuDosGs5SicmwaM9dXybTdlyVRm3y2nGu9ad6/VQUiBvD2k0KersHn9Wb4LOmFD5sci9EQZaNsm4zkh/sdZJMGtiseva46nyUJ3LZrIlwYwEQ/2cvjYebzrm7zuqkBztNEFGi0gR6NHu3uFMfuu84AF27w+V0J4P4p9lFvmgdVuSTzqS/Mc373ZYGpvMiNFx7V+yZYN12jhF+rzTm2VqInvb/Lw2BOQzwMbJS9ncO4qJhn6RjVBupN/t6fpRc9ZJKkLGyy7KUtGrx9WeY396Z5EJKJMYpms8KT6JCp5P0sG3jDJNvebLFO+S72sWnQkO1Nc/3SKrz+HSd5oNAUUS5SvqvW9DDco6HSIG9Fy+YBo+1wbHUluTY1LK5xgzn2+8wK31MuxfUtGQUGu7nOGjqZ2estroOTh1jesSGuPylhLI/0sI0hcfhzfQU7YUdnxsl3kU3wnZ2fVAeiMuQ/ZLDdA1kPm4v7JMAHCBDgnsZgD/Dd56kg4YJ7wZYFZNJ3umYBAtx5DPYA7z1LkmUZmdubAfIHLLt520b3H/zBH+C3fuu3kMlkkEgkOr7TNO0lGd0zMzP4yEc+Am93ohxodP/oj/4oent7b7fKrwu8HFmrkKlhpBfozXg4NCDCJkPAeoVkTLkkcHKM3urFDW5EezPcUB4RG9O5NZUP+tBRbsw1jcZEuQYM9XBzGTIFs3mb+roRkU9ru9z0X5qnHJF8TjpOT/fiGgAPGMsDA1kaM//4LA2aRJQbzXiUnp1ak4b7lUXmOGYS3KCGhNerK67ycks1btLrLRoNcwUa45tloGkrjeZMgmzJoz1s28wKvfubZZYzlPMC2bA7gJCpYbwP6Mu4WFm1EEnwECUR5bv90gW+28EcvYKJIRrkriu0lk2OnbatDp0aIu1hrJdhxX0ZGtnjwmtertNjHA5xvs2tqVSLwRwNxW/N8+dwN8dvuUaDf2lT5WoP5ri5GRaLetulEXV5wcDTNzQM5visXIoGogt63KtNGqT9XcDFG/REnx0H3nZCaEXb/OeIFJGVTdZb02jgyrxfyRRerrGvsknO8aVNITWVB777jWyHZVOW79gQPeu6xrrMFRhpEo+wn7ar7LtDg0Db1nBxXqWXpKI0ck3hse3v4qFWIspDinqLn8tDiNUtHnpM9VP6TdP5DlIxGuKPXyMnQ1eSB4TD3VzvCiUa2RdusP/kAeJ2hfeZItxc0zinZf3WSoyEScfYv2GDbOXPzHqotvj5qTEynZfrfA9fvwr0JGlM11s06tdK7LupPA8O6xbVEp6a5ZqRigInRoE3H+NhSSRERvZpceAZF0zojkcSOh0cA1P9ZNLfrPAAJS6Y6Es1GtnrZfZBNkGG/PUGn5XverVnZYAAAV4r0DTKK37jGteW7hRwdgLI3OmKBQhwF0DTuPcq1rg3jEVUJN1B4raN7j/6oz/Cz/3cz+FHf/RHb7syTzzxBB588EH87M/+LM6dO7fzebVaRaFQwPj4+G0/4/WC25G18suL3VjzduSPai0l7xOPANvb3CDeN0FG38ev0SiQhAMRE7j/MD05xToNgNWS8tboGgfy3BqN2GKV2sePX+Pm+FtzKofU9bgBPz1OWaSlbcCcBB6fpjFs2TSOv3IZePNxMgAfHwG+elkRY22UKaMz1U9j3hZ5quU6pc++fpUGd8Skkf/4NeD+Q8DF6ypP0/UoQea43LhLpvNANuzuQMQEKi0D05s0OuotvhfpXd2o0KA8PkzDtiwI1EZ7gY0Std6fmVNjXGrDnx7jWB/ppmEkc71Ng8bp/DqNxnqLxv5WlWO6IYJ7XFD+6vAA8Nw8jfztqqhTmfPhsWuUwnpuiWOtVONzCiV+fm2ZhuiVRRqDbYdtmVnl99MrwJcvA285RoOv2e6ULcsmWN5GmeP/9DjH8f95it81Lc67f7nI8R8Nc45Mr7B+fvmtaIh/cDbL9KyHhLLBapEHEbJ/18s8tEgKlvFjwzQ6ZfpJH+ixn8oD35plOH06DjSbnKt1QYZWbjIk+8wY+7lcp3H/xLTKi96oAF+9ArzlOKNr1ov8HVDEeF+6QO95w+Jc36jw3V5d4qFbsd4pmRiPMALniWuA67gIhw1UmlxnHjrKuj11ne9TT7PvZJ8nomSIPzlKze+VEiMxiiLEv1XlGvOGKRrrhTLwtStKPm1hg1E7Y33Kew4N2JzmeJWpAjts+OKZAOs02ssDirDJQxdK6mnQ94vFDxAgwD2N3ZJIGxX+HkiGBQiwv6Te3NrBz4/bNrpbrRbe+973HkRd8AM/8AP7fn79+nVomobPfOYz+PKXv4xsNov/8B/+Q0eo+YuF4zgv6vsXuu5OomUD11e0Pcy5ADd9fRkXpvbC7fCXk4n55H2MTlbltRKQSQrWXCFZY9vU+r2yQM/ZRkURGUlZoqEcjZGjg/SkT+WVBJl8lgdu8Ld9Mk5DORr3MuR1h0TJ8+BpLOOtx4BvXFVkTq5Hb0+1KXJ8e2gglAW79aV5ljtb4HPKdYZ0XhIGkuMJqZ4WkNJo+Ax1c1O8X/9GXuLMeS2MqxeDl9IOwzBe8JpblX8rNFou5lY15Hs9VOo8fJLkW9EwDS/bpbHak+L4KNb43k+N0vgydCGN1aIH0nE57sb6OObGehShhpwXDYueyqpgmq42uCAPCO/i9DLTD6aXlUydK5jSTYPPPzECXFzAzqB1XDmH6UWX33uCQFAaXYCSt1vYoKF33yS9yf5522zTwy1ZyBc36DkFWO/DAyJ03lUe8UiI82t6mdfKNSWfZQj7jXVlJErCuLbDg4i+LuDaEnOnu5LAcLeHuYJgZhfkhsUaPSoLG8BoH9txbpz3VxvioMvtbOd4H73WT8+yH6QWtcTVRXpoLvqMZyn1JQ/vRnuUPNhcgYZ3ocTn+nF4gOWQgV29D9vh2nByhNdJuTG/pGE0zL65tsQDgpUtJTcm0XYYjZRJsN6AGj+yzrNizVvcVFKKcwWVfy7fr3ym/L+8xk/+MrviYSiRvWPz8/Wyzh0kgj7Zi6BP9mJ3n7yc+em/34+tGvDM3H4RepRKGux2kUvs8/VdjNfLGAracefxcufHy5mjt210f/d3fzf+/M//HD//8z8PTduv0reP2dlZaJqGyclJ/OAP/iCefPJJ/OIv/iKSySTe8573vKSyLly4cKDX3QkkswNYLUT2SAcBQAnAQrKFanEFwPO3w19ONhrDdlmHByCkG7Ado4NhvAuCudcWhopGArVyneGjnshJdSCkb4SMETx6GlsWQ8yLVRoPftZfaQRFhKTPWC9DL4tVGgaacNzIPItilQb/drWTYMkwALspJHnCvNd2+P9iVeXmGjpQd+jlml2l10yOXNtmo6t1QOtyUNzutLp39+9Lxd08rl4KXkw7zp8/f+DlJrMDqDcj0DwHgIFaQx0+SXkwDxx/QzlA1zzYjqaMnIaMrPDg2YAWBhzHxXbZwXiPjq2ii6GMi+I2B6icFwDQiuhoNl3EowYsW0PbBka7+fBSTaN3sgZkE/zO86R9raFS9xALayhWPGQFFYXnaTtj2v99JsHUHJbBEip1GpKey/BpeByb/nkbNkKwbewwFjatTlksKc+naRznju2iXm/DthoIhWOIG9hpN3pT8DwDlTpgGlqHfJWUAouFfOSLmiofEIoGIlxd00Tofwgo11zoGtBoabBsD6auwXUBT/RUuQa4jgcDGrYrQDruwbI6/4hXagY8V8d21dtZA3VobDs0VOpA2HRhiVPDbQuAp8OxNZRrgOOq8iKmie2KBk0DTFNDu21B1w04roZSVYOuebAsGyHdQLnG9+U4Huy2g7rpwrYaiMRSyGd0NJqsg39ddkWkjed4qNTYlpDO8RMN8fqKDUTyfE5YN2C1gVbLwUgXTyPk+9UA1E1+1mzqaDaBkS41VgGuT8NTkTs2P1/qdfcSgj7Zi6BP9kL2ycuZn/77/ciP3fe8kkgtS8PT0996Wc+703i9jKGgHXcOL3d+vJw5ettGd7VaxV//9V/j85//PIaHhxEKdXKr/8mf/MntPgLf933fh3e+853IZrMAgGPHjuHGjRv4i7/4i5dsdJ8+ffp5Tyccx8GFCxde8Lo7iZYNLFa1fWWt4mFgZNiDOdLzgu3wl2OGgK40PSi6Tu+cLjxm0TA91q5Hj5cM23Y8ESraVt41QEgFCRkjF8JLKAxvKUHml0VyXIZIep6QxmnRY5dNig2rLFfUO5ukp70rqUI5AaEtLnIgmxbvk2zofukzR3gSpeSY5dsomyJfOxkHPN1EtqszUVL2b2R8Fw38C+C1MK5eDF7pdrxQuY2Wi8tLVXiaAUBDIga0a8q7KqXmEjF6DF1PgylCo6U8Xb0F6JoGwxDGoWEglTTg6UAuy7mQ7WIcr5wXcgxHBYN1WBDstYWXNpPg8zIJAMIz7NpqzKbinGfZlLYz2DSNBIO7v/fE/AqZgGWzhJQgNdR0EqJB49jsmLcGD6OkbFg0rOak6culrrc4zg3TQDxuQE9EEQkB0bhqN0RqSCoucuN98lVSCqwhwtvlc2T/VhpK+k/O61iY16cTOlxPyu9pOxKFHlQ7dYOHd13C8x4Od46HVEL0Q1Lbmf8u2HbbYZ0tW0c4TLdwMsr2GCaQTgC1liqvZfM5XGc8hEK8x3AZ3eN6GsLhMNou7602eLhnhg3E44CeiLKNYP581eqUoZOSZ5qhIZUAWq6xM35knWNhoNXmcwwTCHtAPGLAFH9K5fs1dCAe52d1m/f5xyoAxEIePGf+js3P18s6d5AI+mQvgj7Zi4Pqk/3u36p56E5pt5REioS9jpTO1wJeL2MoaMedx6s5P27b6B4fH8eP//iPH0RdbglN03YMbonJyUk89thjL7kswzBe1IB4sdfdCcQNYGrA68jplpgcAOIRHTLC4/na4S+n1CAp0IWb3LRLuaVmm6GeUh82l1Q53brGMNcrC9x8S3kcU6e3Wte5+b4qwj2Xt5j/KHO6n73B75ttsoOvlfj51SX+/w2TwOPTngqj1zRoYBlPzjBn9auXVV1qLW5wDw0AC+tKi7lcJ+3/k4IQv23zuqUt5nQ/cQ3C20b2ZNNgzurSlpI5292/Lxd387h6KXil2vFC5cYiwES/h9WqhmxCw5gI1W07nUb1WC+wvEkDMBllaPP8GuWpnpnjoYvM6dZ1smEXhdTXwoZ673JezK8rBvSKkLca7WH4NaCkyw4PkuMgGQPaVaW3PNXPz1VOtwdD94S3W8NkXn1/ZZHPz8SZMw2wfteWaXidm2RIt6Z1zttoSOWQ6xrTJ3Z0r6MMRz42zPmaiDCyRMpdHR5keavb/L1QBHoyIs97XkmvFWvsu+Ee9m8q5qE/yz6cWdFwbJh1MUROd3eKfTzVD1xeYE43wNSNckMegKiDgok+PmetyHY+cW3vGDg6zDzsU2Mqp1tKfZUbfMZsQV0v5cOGcmyzP6d7eoXlPHHNg+t44r1rOxJycu2RcmPy3SSjqu+ODDGneyDHAwr/QWDIYNsTUdZ744pYX2Ncl5IRMqTfFOMoEuJaO9arypHv1//MZFRd41+jpgaA7eUiDGP0jszPl3rdvYSgT/Yi6JO9uN0+2e/+3jRwdsITOav+WBxNSCK9dnkgXi9jKGjHncOrOT9u2+j+8Ic/fBD1eF78zu/8Dr71rW/hj//4j3c+e+655zA5OfmKP/tuxY6EUkEx7UkZnZdbjtWmFNJaiQZ2KsZN8+IGvcrvPstwbEeQix0aoOf3LcdoWFg2v7M9GjQaWOZQjt6wts1N+7vP0lB68zGySBs6DYxTYzTMJYtvLgm85wywVmbYbqXBvNewSXIiq00m58sLzL3OJpnrGTVZfq3Jfjk3wftPDNMg6UlzE5xNsJ0PHWU9LOE9PyRkyjIJhrC32mSwlrJhUjpKRM/vyLXdSr6taXloWRoSqZf4cgLsi2SoieMjDCHPJZlPu7rNHOeuBMfGdoUex0yc7z8aYc4/QGIMx6HntdEmY3bYpCHYnQJyCR4E2Q6Z/YdyQD4DzK0rhvtxQWKlacBWmWP2jYc4vk+M8MAmpAPQeH+1SSOuK0mG/RsFIKRrcD2mWzRawBunaIy98TDnXLEGTPRSQUDTeAjVk2Z703GOTSkX9dYTNIJrLc693jTvj4Yp7zW9opQG3naSuc2Oy/kx2sN5bOg8dNgW7J2GBgzn6FFd3ATgsX/yWc6jdJxSZrbDZ58a5Zx74xSwvC0iV6LsV10D3nVaeLEdRsm89TjXmvk1GqLjeTKHazoP+tJx1uniPNM9JHt5fxfnXjjHtj23BGyW2HcPHGY93zDJuSl1xkd6lEpCLgm024yG0DT2Yewk8PSsjmqLY+b0OH9u17jGNNuMSnjHKbY1FuYa0pPmmGvZQDgMJMLM/d4Q9Tk2RGNcqim89TgPV5oWc9fH+hQJJMKs29QAD0/CIV5nGFxjV7YVo/25SSCkcU20odb/QDIsQIAA+2GwB3jPWSoryHSVvuzBSyIFCPBaxGAPJYSvLDLSNh4lWfNA98E+50B0uv/2b/8Wf/zHf4z5+Xn8zd/8Df7kT/4Evb29+OAHP3gQxeOd73wnfv/3fx9/+Id/iPe85z346le/is997nMHErr+WoWUUOrPvnid7hdbDoCd/7suyaLWSjSIh7uB+6ZoUGyU6ZGSRFGuCCM9Nswc1I0yN5vLS9w051L0NC5vkRU5HqUGuAZ6oqYXOcDfc45GwHoZuLYCuCJk9PQ4/2DcEGRoZyeAqMENqMwH3yjSwErGuBnWNGFQ9XAj252iAbK8xU1zPktv20SeRnWjzbp84yo3w9kEvXrbFeoAl+u8d7vK8NCxXrY5ZHhY2ebmXMq39WfI5j67yme0G1lEMhqGuwPZsZcD2/awsKnhwkIMOWEMrmxzrMbDPMTpSgmPZ1qxQs+uckxkYvRYtiyO1dFeGlKWzfdZqvHw5vIimbHlIU5XEkjGNAzkPDTbvOa6YKkOmxzTMky6O0kD7Oy4MHpNemVHQ4wQefIaUxekZ7nRotfZcujtdBwa9ceGOXc8AIVt/iGoNNiOkyM8GLDawOV5tmegm5+nYjS0W222ab1EA3isF+ie5Dhc3ea47xbh29+c4XMHutk2x+Wz+zLUOI9GOHeLQnasabHNYYN1qFg8ODDEQVytRYMRUMSK6yUyvh8ZYJuWtzhfYxF6gHMpPnOzwvl9U4RPTw1wo1iq0eCsNsncHQ0Bc6tce4Z72d8hg/Nvu8I5btk8sJjIA1vrrHetybrWWsA3Z/nHtScLnBwG3nTM2yFti4UFsWKd9Z1f5zqVivP+jTI/i0f5e71JUrSRbqo9aOB7L9WomqB5kmyO78l2ub7NLPOg4cEj/GnqwPwmDxpaFt/n0SEefkRCXJu2K8BT0xwjUiucB4kaXoMcNgECBHgVICNiyg3lqOnN3Nk6BQhwt0DTuIcZ6eH/PY+Oh4PGbRvdf/7nf47f+73fw4//+I/jkUceAQCcOnUKn/zkJ2FZ1oF4ws+cOYPf+Z3fwac+9Sn8zu/8DoaGhvDbv/3buO+++2677Nc6/PJfB1lOh6TYgvp8U+jzttrc2E71A0/MqO+7kpTteftJbgafmOEAzsZphPzLRXr61kqAU6TRPtnP8EkPwMI2N9/nBDtxqU6ZKMtheO2ZccFS3KAE0XA3AI0hw6bBjei/Xuf1mbhgRq9SMkzqgzsuPV5rBXr8To1xA/2tWR4oXLipCKAcl/U+Ncr/f+051q8u8lyfW2JI8DdnuEFORJW8WL2vU36q1nRxaZ7lBrJjLx1SJs+yPURCNL7aDg9GynUal6fHONaWxKHKhZs8oBmPAf86y4U0IVInnp5jGsGlBUZBOC7wTxeUVvR2DfjnizSgTo9zjqwWPVxZpPEm2cWXt6jHrIMe4cEc8C+XaJBr4PO2qxy7nsYw740yF/eb6zSIn1ukRzOXBIwm8MwNjstakzJTEi2bKRUPHuHYawnJsoUN9sEDR4DxJOvpn7c31ljm6TEeFq1sM40jn+UmbKyX/QkIrXBPGK5tfv/cEucBIP4YCa+4obMfLZuHB4cG2CbJil4VeuJHh1jXcoN1LdX53oo1yoLJ93ZzQ82XhsU1YKKP9U1EuQaM9zFVRPJINNrApZvAm47RaL+yIPgkPKC1yb4/NQpcXCVbebHOOgM01Bc3eEh4ftLEVpV627UmjXVdZ78BNMIth1ExZ8YBaGzr8hZ/Xxf/PzHC/h7KkUVfpt1IVYf7JoFnb6rP2w7QvLn/+262eVhx/xTwzevcLEteudUS8LbjZKQ/Pa7kxAIECBBgN/aTRJotBJJhAQIA+88P4ODnx20Hqv/pn/4pPvGJT+AHf/AHd/RBv/d7vxf/5b/8F/zv//2/X3a5V69exYMPPrjz+7vf/W787d/+LZ599ll88YtfPDCZsgC3RtPyMLva+VkmTg+V3PxOL6vvNNAbF4/wc9sVIdhiA1xv0bCZLTDkNBrixnp6hcaz7dDA7kvT0+OI8NR4lBtlz+O9w92sR7GuPJ2up6TILEfJnjUtetE2hVfeFiG11SaN/LbDDXIsQu+WlDSTJ13VJutVt2gseJ7IaxXHVf1ZGgZSUknKH7ku25CJ7+3X2QL7NsCLh38s9mZDmF1Vxlm1od7H3CqlofJZJbUk5Z4cl/dUG4oUbG6N389vKGK/agsdB1BP3wC2q95OHVxXyWd5HstZ2eJYTseAm0KqShK7lWo0QG+u8ftIiM+aW+Mh0ZwIr3ZcITUmxtBGSclMSUhywGdv0Lj3o9qk57RS75y3/vrOFTgmbUdJqck6SEj98HSMfTm/4VMbEHPZ82jsVVvi4Auqz6tNfl/xyabJtt5Y4+exMH+aRud72z1f5DySZQ/mxJrjI26sNRnVsFbiHG0LsjepttCwqHV+Ypjtuu7rG9vlaXa1yYOFkR7VX9Umy/P3++53CYgyVziOPI/1OzzANsuxGTLZ36bB9vRnO9+b6+7/vgGuk0/PMcVB5r5LXFpgJNLMcrCmBAgQYH+slyl9tB+emeP3AQLcq3g158dtG93Ly8uYmpra8/nIyAiKxeLtFh/gDsISG1Y/QgY3tJU6N4NlH2kQNG5ATZ0bYUPDDn2zBhoVHpiLG48oXe9Knb97HsuORYRcGOj9M3Runj1wExuP8PO2LeSKxOOlZJEsR8pHSdmkZltsnnXBwgwlbxY26dUqVlmOhDTsNPBZADe+ssxoiF47XXjFpSEgpYJC+/BJNFpKAz3Ai4N/LIZDxs6hCUDDSb4PafCFDI5BgO9oR8rKU9fL8RQN8Z1IULNZ/V6sMtRX1sH1+K4lPDD1QNeUlreErgnPpDDsIoLsrO2IeRBWetWyLf4xVPfVy1/mlsjn9sMR+tvNdue89de31mTfOC7nT9VXh52+FnPDNNhfzZYiZNtpMDhvdaj5Eo+oQyoNDFmXB27+57Qd1Qf7vTc//POo1mSbK/XOa6QcmucxzNvzFGu8ZLWXOVq63tlW/1pRa0o5Od7jn/O3epeyjGpTvY9KQ8nTybEmyeJ0jYa7/93JdeN533eF6+LuP/3bVYby14I1JUCAALeA1cbzSiJZ7Ve3PgEC3E14NefHbRvdZ8+exec+97mOzzzPwx/90R/hzJkzt1t8gDuIsJCz8aMtNtIpIRWW9numPJ9kU5SearlL9EDjWQMJjKTX29BZVr2lvMsNIeXlQZAuufQUaVDs1I7Dz6ScGaAkkWQ5pqGkiwBudDWN9TMNQSaisT6WTW+TX1oMUJ44D8r7GTJUmc02vXOuCLmVRoSUCtrtmQKkXNJLfRv3Nvxj0Wo7SEaVYSUZwgFGRmjCwJHhts02xwXA7+T1cjw123wnEqYhxq5ANkm5MFkHXVMs0gDLiUZEOHNbSFQJuB5znyGiNlptjr+QIeaBYFz3t8U/hvwHQP4yc0nW2w9DZ4h3NNQ5b/31TUTZN4bO+ZP01WGnr8XckPJg0Qjr1dFgcN66UPOl3mIb5dwyDOVx9j8nZKg+2O+9+eGfR4ko25za5Q2XcmiaRsNa05RxKvO04lEa3q7b2Vb/WpGI8nvZX/45f6t3KctIRtX7SMUUk74ca66n2ptJdL47uW487/tOcV3cnWLWleSGIBGsKQECBLgFwiFyeOyH7pTi4AgQ4F7Eqzk/btvo/oVf+AV89rOfxfd///fDsiz86q/+Kt7znvfgS1/6Ej72sY8dRB0D3CFEwxom+zs/K9W5mTwyyFDRw4PqOw/ccNZb/NzUlWErN5SGzjzwpU1FOnZkkLmwIYM5q2tl5mAaOj1I9abIs9XI0Lu4KXJC42QGDpssf3GTeZhhQ8meRcP0EnWnydRp6ty8SqMtZDBMvtGid/DkKMuRHjBpRMTDimAhm1D5mKtF5mJKSSWRYQFd5+elXV45gG14OaR39zL8Y3G92MZkvzoQScbU+5jsZyhyocixACi5J0MXsl8xEZFh8PPVIhm8U8IYS0Y6PZznJqgJLeug68qw1jSWMyiI3coNhjoDfJ4tiNFcj5+XGzTWUjE++7lF/gyJiI5kTI2hngxJxvyQXtkzE8wf9iMZBQ4NUvPbP2/99Z3Mc0yaBsexlDKb8HEMZBL8vtxgSPNoj89QFXNZ05i/nYoKZnOoPk9GeU0qxp8hAzuSaON9/LwhSMJkJIl8b7vni5xHsuzlLbHmeOpwIhFluHdfhnM0ZCgPe8jk3D00QII8U0h4SZi6SmM5NsxwctlfqSjL8/f77ncJiDIHOI40TcnHTfSpsdm22d+2A5we5bX+96br+79vgOvkuUmG3++OBDg5yhSbQ4PBmhIgQID90ZvWcHZi/+8oidcuh8cAAQAASURBVBSsHQHuXbya8+O2z8aPHDmCv//7v8ff/d3f4fr163AcB+9617vwPd/zPUgkEgdRxwCvEvaTwpKSYjPLQo4ozM8cV+RaV4AHDjE31HGBWAg4f5qb6qZFuZ2lLYbSpuOUc9osc4OciAFHB0haZWjcqEqZnVySRsyVRd7bJZikC0UaRfEIy9IFi/obJmnIpyKU9Sk3AE/kb3clybaeigI9KUFy1qIB0J9juGouCZwX5X33GxnSWm/Sk5eIsqx4hJI/S5sk2TJ1SiZJ5uzFTZabiHATnM/w3s0yN+pd0QiG83tzcW8lNRagE0M5GlNPX9XQsvi+Vor09GUTgqE7zVzbeIRhvmfHqaVt2by+UOTYjIZ5fTzMdwiPXs7vvp/50tUmn3f/IfIMVOoeUnENXQkeCDUslRcdj9BwioRopC1sAu88JeZAm6HpZ8aU5vZYHyXHwibb07aB84c4jk2Dc6MnzRPWvjTrdnGBzOFp8fyuJPDQERqp9SbbN5FXhB+9KZKX3SjQqJzMk82/1gK2amQlPzPOsg2djNjvPsNy6i3WaTzP58TF4dXsCvOmpbxfJMQ+OzRA73p3inNsoIuEYS0RYZDPMAw6FeMacGKExnO5rhjK+zJAT5LtXxBEbPEI+yFs8oBttcgDukaLCgeOCPUu1VmnWIjvLBYWEoBtoDcLHOpneQ8c5lzMJoE3HWFf6MLj350E2raNRtvEQBfHUUinEX5qtJO9/OwEyzE0riEDXXzHx4Y4Dpst5myP9JK7Yq3E9SKfpsfa81iXUp3SZY4DjPSx/X1pPufqkgpTPzlK9vKQwfHruCyjO817jw5xzanUvX095QECBAggJcMKReVU6O8KJMMCBAA4P77nfqqOSNhtIJ0+2OccSEBaJBLBww8/DF3Xsba2hqeeegpra2uYmLjF0UGAuwq27WFxi2RAWxUlhQVww2ya3CwOdNGD/K05Fd4tPVuHBoCWw03kjTV6rmJh/j8To6GZFmG0PWkVMvrYNA3aTIIbUUMn0dFaicRCfVl6ptIx1i0SooGiaWSjrjYoezHZz43utJByyiSA1TIN40pDsKULT9V9U9yktto0dPJZtvWZOXqTYmG2Kx6mwaJrwFKRBkk6zk2upvGP19ImPesjPWLz3eZ3mqZyxrcqNOI0Fxjs29vvs6s00KTU2FAOgaTYPgiZGkZ7XLj1BsxEBmtF6iJ3JWiUyXzfq4s0diNCzuvoIA92wiZZsmUqwUaZBujlq0rn+cgQPdtvO8Gx8Ng1lpmKAWcnPDQF8d9mhWPozDjH7LdmSdTXl6W241aFhzCJKI3KquBAOD7MsgrbwPy6i2Rcx3gfDaiTI3zmjQK9lxwP9JyO9LBNUcEKPrdGw6zW5JgcEiSCcwVgqNtDuUGjTpKczaxQzz6fpcE9tyakt8I0FvPDLG+rwvKmBsjqPb/O+b1V5Qbt9Djn7cI6x2wmznEv6xMPA4eHOH/kGrFR4bzLJfmuejPsh60KUGlSnu3CNvsuJ76fXlZ53hN5PjOf5YHFeole8/US639kiP2yWeF1PWngwcMANBr3l+e5hvVluH5ERJrAVo0HFtEw2xE2XAzlOKeXNmmQD+XYH/1Z5dm+ukDjelQccvSkqOd+o8A6hU3KDC6uc25nEnyPW1UevORSvE6mzQzluJZsljk21kqqrd1i3dXAA0TLZp/Fw2xz0yObvaZznPSlNSTTBywsGiBAgNc85L6kYSnJsAABAhCaBtQs4Jmr3JvkUjxgP2Cb+/aN7qeeego/8zM/g0ceeQSTk5N4+OGH0Wq10Gg08Mgjj+A7v/M7D6KeAV5BSCkmvwzShZs0UJ6eYwh3rakkmHSNm9bNCjf5bz4GfPUKN4SRkGD11eglqov7ijV6zU6MkL13pIceRUDleJbq/DwaVpI+a2XeV65Rlmlli8959ob4vMFNaLFGw2Npi2GiT13nhv30mJJCyorQ0EKRxtKzoi2TeW7yi3Ua0BsV/js3wXu+cZWGRzpOQ+AbV6nxLPtqu0Zv6mkRTm473FzXuhUrtGkAxXILl+bjO5Jhst8lpNQYEEiKPR+q7RiuXlNGFsD3+NARGsSmQS9py2akxMlRYLxPHWJEw8BzCx5Wi4zQkFJYzQpQmeF7b1iUaJJh65UGDbGVbaVl7ThCV3pN5Npq9BI/+iyjMFyP4/NLF+jp3q4C9jaN/ePDQKVho9IKY2Wbz0xEFeM6sHs8aJApRxdvenhimp7idJxtmC2wjM0y2cZPjvLAqVijnF0uSc+uaQBfvsRn1S2278I8D9lKdc4lF8CjF6g3HTJ5yAbQuITGNSAT53eup8prtfmM4jS9w9kE8JUrfBdtWxiUZRrAzRa/0zXF7F2qc17+80VeK9/LRoURBxdusN+fvUEDFuBBxDenedCRTQCuBXzpIg/Griyqg69ElOvRaRFxcOGmSoVpO/TMv/V4GM/cBGxbkcIVioyi+dYc14l/vc4+WNhin17T2E/zguVc19mO2Ut8x9IT/6WLvC4dp9xZyGQfblZ4MHB2nH/0v/YcP5d8BMtbjDryPDUWooL9/ksX2E7LAawW63ZmDOhODrzcqRUgQIDXKfaTRJpeCSTDAgQA9s6PjQp/v+skw37jN34D73vf+3D27Fn81V/9FSKRCL72ta/h137t1/CpT33qIOoY4BXEfjJIEnOryhDwSzCZBg0ISXL0zA3lUQsZ9GbNFbgxzCSUjJjt0Nt2dKDTuLBdEYYr/q1uq++kRFc0TMNirI/3ahDSQxF+V6ozr/PUCD1ObZt1ml5RJFJSQiwRUbI9gzluxquCbV0yNwMsb6vMkM9Kg/WX/SSll/aTYwL488K8kn/yY7awV9Zp9/eB/M/+aNnAjY3QzvuQiIYpn5SOcQz5+313f1bqHgolGjS7x3zb4fWrRSXr5Hn0vs6vi3DyKA2hkV4hm9VkREQ6TqPT9XiIM9ytmLLn1pRhKqXKBnJq+a026aG/1XiR9d+ueri8yOul9J3E9VVB3mWoOTu9LBiz6zzImV/nfJNs2yGTB2PXhUdWHizBA5o2r/dE1yWi2Bmz1QYjWG6K8mpNRTpmu5xTmxXOLymbJaWxri3Row+Iz0UfnZvkYVs8sve9TC/TwHz2Rud7l6zgs2JNmF+n53iuwGdp8LU3zPGzvMXPGpY6OIiGgGdveBjqUocA3s7nPMSYXhEEbaI/Kg1GDTztq5MrZN9sR0icdVNWDWB/LmwopQO/9KBcg+RY8I+DzTLTeyRcl8+WUmz+dJW5NWC9rKO2Dwt6gAAB7k0EkmEBAtwarynJsGvXruHf//t/j1gshkcffRTvfe97EQ6H8cADD2B5efmFCwhwR3ErGSSAm7+wqWSGpASTXzpHytnIXEJDF7JJYuNp6EoiSAPll2LRvbI9cpOpa8yP9KNt04NU80nx+OXJTJ3X1Josu9Zke+IRIWskrGgpIQYo2Z5oSEgiOYrJWFrdtSavj0UUi7rsJ9kn+8kxAfxZqSt2Zj8a+8g67f4+kP/ZH+22hqalw3Y75ZMMjQdBUsbJ3++7+7MpjPKm1WnAyftqTWVwAfx/LMzPLVsxeUuJOkdKbOmqvHKddZFSW9Lw9DwlVRbz5e9roNf1VuNF1r9lAfWGGvv++lcbZNnUNdbVNJS8liW8t7Jt8n5dF0apkE7zl6mDc0Ma3XItAHhPOKQk+uRcl/0lnxMPK9ksOX9k2DjAz2UfRUyuJYa+972U63x+qbqLwVtT/WnorO9u6UB//XTwvUspMSkNZ+h8djSsDHlZv60q88V3S5W1HV5frKo1wPWwMzarDd63uz9lA9q2T87QUu3ySw/u9KfPiHZFe/xSbP4xAA9oWUF6SoAAAYhAMixAgFvjNSUZ1tPTg5mZGczMzODy5ct45zvfCQD4+te/joGBIMztbsetZJAAhlRbtpIZkiGPfukcKWcjZYMcVxEomUIPWIaPeyCJUaO5V7ZHMja7HuWZ/AiZNJISPikevzyZLXIjE1GWnRDsyfWWkDUSG1gpIQYo2Z5mW0giGWqTLq25hGA4b7SUXrjsJ9kn+8kxAfyZiqtNtR+xfWSddn8fyP/sj1DIQzTs7hziSDge0w2kjJO/33f3ZzTE8RYNKwZ0CV0T711Tsk4yDy4RZTnSSJQSdYaU2HJVeek46yINdMliLXP9kzGg4fO+e6CxeKvxIusfCQPxmBr7/vonY/zj4IpwattR8lphU5D8RRXjuu1yXpm6kk7zl+mCc0MTdZJrAcB7rLaS6JNzXfaXfE7dUrJZcv5IeTCAn8s+atlcSxx373tJx/n8THKXVrWn+tNxWd/d0oH++rnge5dSYlIaznH57Kal5L1k/XJJoLGPVFnI4PXZpFoDdE0dMCZjvG93f8oGSC87RJ1ku/zSgzv96cu/1EV7/FJs/jEADYiEA89VgAABiEAyLECAW+M1JRn2Iz/yI/jQhz6E7//+78fp06fxwAMP4DOf+Qx+9Vd/FR/60IcOoo4BXkHsJ4MkMdlPj9VkvlOCyXZo4LgePVBnJ5RskO0wx3kiz1DfUk3lTpoGyaKurqiyAG5SYyFBchQiYZOElOhqWsBUniHfE3klT9Zo8btMnGzLFxf4M2SyTocHlDEgJcRqLSXbs7zFPPJklBtwqVEMMJQ9l2YeakoYOrKfpPTSfnJMAH+eHlWHCR39mt8r67T7+4DFfH9ETGC8p73zPiSaQu6t3OAY8vf77v5MxTXkMwzL3T3mQyav788qWSdNI/HVaC9TJ+pNGlUL6yT5S0ZpKJXrNI50jaRWi5vqcGmij3MpElJSZStbKrQkFaVc1K3Gi6x/V1LDiWE+U0rfSUz1qwgTOWcPDypt6BtrbIOpK13pts1w+al+ztVyXZSpcU6O9ioDudbEzphNxoBSg7ngpjiEkjJrps7Q++4055c8cJDSWEeGSNAIiM9FHz09y7z0emvvezkyRKK2M+Od710ayFIGbLSXvA4TeaW1bQrlgqbFA5fBnFhzwsrb3GwDZ8Y1LG0reS958HJmgvnUhwdU7j7ANWFZ5OPLOum6OnCcyAPLm1RbANifIz3qAMIvPSjXIKBTehBgPx7ySTPqOp8tpdj80nETfUBv2u0w0gMECHBvI5AMCxDg1nhNSYb98A//MO6//34sLy/jrW99KwDgoYcewrd927fh2LFjt13BAK8smpaHbIKkP3MF5UUZ66XX69wkN6g3N3ji8+ZjzJtsWDRKh3JAzKSUliRjG+2ltm9fGri6zI3lRJ4bwkSEz9osA/dNkpzKdenJOjxAb9aNNeDcODe0hkZP0pkxhn/qGjfO7z3HPM6oSUN6aoAGWb1FD6OUh9qu8P+bZRrfqThzWxMRyjpJQ6kryXzV1W1umiX7uuMAbzrKz2stPuO+SXolQ0Uhf5ZX3rBinZ7JyTwNi6iQL2q2gXQyimNDipRByrHNFhSb6GRefR5gfxjtAu4/lMHlBb6XTAw4O0mDtjcDzK8JMrUopaAkO71fmi2fpeETj3C8rZdoyEiDMJMA3qgBF28KQzRG2aaeNHBtmcz6yRjnRG8GuHST4cexCNn1ixVhUMaBbxunxzUZ43i+f0qkQAyEUG/zMCkV48FRNMTx0mozskOOh+2qh5ZFluqBLuDBI4Lhu8F51ZcVxGoJ4OQYQ54tm+38rvNkxF4rcp698zSJv2S6xlgvx7Vls32ZGNCTpRKB5ZAUrrDN7z0XeMsxEsrVmpyPbz/JtaNtA9kI53E6zra+9TjzxS1hyE7keXDhxIBvP00yw0aTZGW5FNeSbzsFXFngibCuU9KtbdP4Hc7x/Un28nSchxXZOOe7nPv1FteQhQ0az9EIDyDWS3y37zjJekVMRg5M5QHbauDsWAzLW0qpYLibBwpvPUZm07edAGbXAMdmKsuxIfZZxGQfWDbbd3JErVepGIng2jZz2d94mGR6jsPDgOEejkUN7K9FoRU+1M21KS4icU6NcT1rtvn5yVG+U4Drz9lxPsuzygCCRSRAgAAKUjLs+qrab0z1A/2B2EGAABjsoWzqlUVFHH18BBg44PlxIEGsJ06cQCwWw1e/+lWEQiFMTk5iZGTkIIoO8Apht1xVPkNjtCfFcMXtKj3Gw93cHFYaNECKNZIDHRtiqOv1FTJ3d8W5WS7WaTQsbdJjc2yIG09Np4fQdrng9+eAiPDUmAYNewcckP1d9AZJmR3p6XbBDbbncVMej9DA783SGFhYZ33LdT4jn6ExAo8b9UiIP6UcUVcCyHcBj0+zbhP9NEiSMYaHr2xxIw+QxMl2uKl/aoafDXez/LkCZYl6M9zYD3bxWYtb3PTns/x9sxzG9AoNHikNNt6noT8b6HS/FLSaNRzv9TCY01BtAatbwLeuc+wlozROGhYwvQRsJGnsmIa3Q6oXCdED2bL4zt90VOQRuzScZ1ZosLdtGpxWm6HPV1c43t50hL9X6hyTMYOGHjQeIDkuD4oeOkqj1rI5NmstPqdl0/iLhDUM5WjEWyLNYSgnvMAaDfpMjB7eK0tAYYsbpTPjQDpKj60k9krFOJ7LdbarK8U/GtK4Dpls62YFuFmggTs0xO+abc6lwS5qjC9tkZ17rEeFXY/2Kjm8RJQHZzVBIDe7SsPz0AC9ueUWvyts8yBKHtzVW1xXnrpOgzqXIsu5oQEzqyon//Ag8B33ifB8k+2LiHSMRTEnJ/NUQtgS7PGey4M3GQaWinEMHB7kXJa62/1ZXuuC64yUj7NdIBqNYGmT0mLRMNe66ytMHxjoEkSMbZI17qSR2MBXLjK6Z2qAhwr1Jg8l+ruAt+RY32fngEiE62Ffmu+5WOM6d3ONdTWF9OBUP8fK07Ns35g4eLm+qsLZjw3xnUz1k5F9q8p+uLkOtBsmENYw3O0F0oMBAgQAoCKWUjEe9iFYGgIE2IFMQxvtVZ/J1LeDxG0b3SsrK/iP//E/4sknn0Q6nYbneahUKvj2b/92/Pqv/zqy2ewBVDPAQcMvVyXzOx+90ClXc2WRHpemBTw5ww1922Ho9NImPWQbZQ7W7So9009cE+zOHjebK0V6eaaXgMkB4MsXVR1CBu998IjKRbVs4Lkl/u6BRtQbJmkYxyP8/atXWL7Mc/U8Gk7xqKL8DwtJnlqLhkfTAo4MsmyAoe+xCGV3sglKJV1ZIFPxO09zs70gQubTceD6U/RyfXOGRlPI4OHDly/Rc2a7NFaqTSB0hO26NM++bVjAE9OAZTnozRpwvU5psGhY22F+DvDiEQ1rmF318I2rPBCxHRoyj14A3nac72mrSkNztJfjxDT4LgC+92dvcpwfFuG7F0UY8bM3aNj8w7dUDncmTi/kkSEaz9PLNHq+vsg5U2tyjBbr9DrWmjyIuXCTz/I81uX6Kg1nTVPjL2wCm1V67qX03EaZ9z91nZ5rD4DdYHnjffRyelCs1ydGyLANMDLk6Tkx/oRX48uX+NxCmfPSdqi7PbvAQ4Mri6xjVZCwXZhnmY9Psy+kHN7MCtutacBXLnMTd31V5IPr9MBeXqB032YVWNpgqP5oLz+X8MD3M9LD/+uCdPHywl6ZNwC4sebtzKm6xXrZjgrL/ueLDPU2dLYV4DyvisO+tx1nVMnhQR4gynbqGhDaBIa7NZSbNLK/fpWfZxNc21bEe5nf4Np3eowG98yK4rOYXWWfnx3nnC/VgX+aYR1qLcCt8SDv7Sd5GJeMcrwlIkqucLMKPHCIsoSuqw4LH70A9KZZbt3i2DIM9tFq0dt57wBQa7q4NI8dacIAAQIE2E8yDAgkwwIEAF69+XHbdvwv/MIvQNd1/OM//iMef/xxPPHEE/jiF7+I7e1t/NIv/dJB1DHAAUPKhElk4krCa7dczbUlhlDXW8r4kFJFswVuKK02Q80vzivSs2qTm+iBLhon432dmtSAIFfzea0jYW5q2zZ2TmFPCl1v2+HG/9K8Yj6WjOO2y02/JNEyxeY9k6Dnp9Kg13y2oFh/c0n+LtscizCUNmRw43x4iJvhRERJk124KUK/PdUuQ1fM1LIs2We7+3Z3/wbSYLeHSt3DhXnFTu1nnb60QOO51eb78UtoSZBBnJJOC+JgZjAn5Ly6hNdQjBe/MTpXYLknR0RIscP5sSO3Bb7bgS4lsdVqK9k5z6NxLcdrrcU5ZOj8TkrP5bMq1EmOEjn3pMRXsy0Y0T22rT/LfxdvMlS92mCdqw3OlZkVjmHb5fycK7AdF27Sqy0PL3aXuVsir27xu1hYsMALJnBHzMXhbt5zZECtE9dX1NyV/d9qd0rtSeyeG/41S84p+d5tR7F7r2wrdnTJlC4Z7S8t0LN+ab6znVK2bH6d70zO12iYee6SeV32hecxymG9xLHTdsR7afGZc+LdX18RdWgpOTVdowTJuJA+jIaVpFjbIRP5szd4v+upSBqARnwsrMbizHIgPRggQIAXRiAZFiDArfGakgx78skn8Qu/8AsYGhra+Wx8fBy/9Eu/hC9/+cu3W3yAVwBSJkzCLwe2W66mKjb8jqM2zFJWqCpIqzzwZ7GqchOlERQPM9xSSuv4Icsr12kYhAxe639+PEpPk5RtKtV894PP8jwaPZJ8SLIWR0MipN0RxlVDPTMSYmgtoOSTJNPxVoU5mobBf/L7bSF3BvCQoFxXOsCSbdhxOyWR/H27u38DabDbQ7OtZJw8YEc+CuC78utG70hoNdT9tiMksxxKOWk6x2u10Sk7JRmypexUtSHGdlS9a8ftlLqS8l3+dy8PfDzQUN0ZM0LKztCU3FbIEB7dRqd8ln/uRUOAn8q70lAyeKW6kuPSNXFABY7ZeITP0TXRVjHHpF/Z/+dFlrlbIk8D55ap8/cdeS509p+UB4yE9mpvy0M8v9SexO654V+z/HNK1lUeZDVbvqhJT81dgG0MmbvGDFQ/1RrqoALifUhpRID3SRk5SbImZQhlHwPq3Vd964uUJoPGdTAsDH3Dd58sxy/BKNct2QdyjXNcHjQE0oMBAgR4IQSSYQEC3BqvKcmwqakpXLt2bc/nCwsLHYZ4gLsHUiZMwi8HtluuJhnlntMwVE6QlBVKxkSeJ/gzmxQbcPB716NHLB5VuYh+yPLScW482w6v9T+/3iTJmZRtyiR890MY3ho3qXLjLQ2AZpvlyRBvKSMEKKIqQIXXS2M9l2JosuPwn/y+S8idAcqz6UFJIsn+80si+ft2d/8G0mC3h2hIyThpwI5xDPBd+dm0dyS0Yup+0xCSWQbzqT2X4zUZ65Sdksa8lJ1KxsTYbqp3beidUldSvsv/7mUoswYeCOyMGSFl53gqZ7otPLFSHkzCP/eabcCfl5eKKRm8TFzJcbkirN4Dx2y9xee4nmirmGPSCPUHdcsyd0vkeeDcssVhw448Fzr7T8oDttp7GcmlMeyX2pPYPTf8a5Z/Tsm6SmM0GvEdGmhq7gJsY9veNWag+ikh2irZ1KWagSwwFVcycvJQT8oQyj4G1LtP+tYXKU0Gj+ugJVjbHd99shy/BKNct2QfyDXO0BmFE0gPBggQ4IUQSIYFCHBr3PWSYZ/73Od2/j300EP4+Mc/jt/6rd/C3//93+Mf//Ef8bu/+7v42Mc+hu/6ru86uJoGODBImTCJUl1JeO2WqzkyRBKieERtkqVU0WSeEk3hEMmATo0KCR5heLouwz0PD5Lk5+RoZz1MsVk/MUJjp2WR9TwkyJMAFRJqGszHPjmqDFqprW3qgr1cTAzbpTesVGPeeTrGMF9J2qaLHPRJX5sbLW6w2w7zQqeX6EmqtZQ02ekx5m1DU+2SRpiU/klGVZ/t7tvd/RtIg90eUnENp0cVAYZfX/nkKPObIyHBRp9XEloSSUG2lYwwrzgapvzSRB/f71gvy9M1PiMpDPeJPMu9tMD/hw0V+SANy6l+liHnWSSkZOc0jSRbcrwmIpxDjjj4kdJzhSIJy6RePKDm3lQ/r4mGhPa3xratFvnv1JgyIG2HPz2P1yxtCWPcZf0vLTC329AFqaGxt8zdEnnxML9rWELvXKcBaeis2+Imy762otaJqQE1d2X/R0KdUnsSu+eGf82Sc0q+d9NQOtYDXeogRGqCyzD+k6NMVTk52tlOKVs21suwfzlfm+KQT0p8yb7QNBrgvRmOnZDIm09G+MyJPN/91ICoQ0QdALkeJRZvCOnDpqUkxUIiV/3MBO/XNebty/pkEuxvORYPDQbSgwECBHhhBJJhAQLcGne9ZNinPvWpjt+7urrwhS98AV/4whd2PkulUvj0pz+Nn/iJn7i9GgZ4RbBbrgqakgJqtjvlq5otkqFdW6RmtWnQUE7FaOCmYgzH7k0Dbz1BOZ+2Ta3ewS560ib76TV+2wnmcFcbJCk6MUYmTdsGdEPpJLdFWGfYoCcn3yUkizzS+l+cZ5hmOk6DwTRIPHX/IW5oTV1IOokDg2nBEP3GQ5RPaoj8y3ed4fXxMD13hwbIAp2KMtx4s8wN7vkphp8eHWL+rynC6N9xijmX1QY9WCdG2GeWTSN9o8xnnZsgUYNhBtJgtwtd19GyAbvlYaSb0lNrJZKoWbZi0Z7K09PXk1HhvI4LvPkoSf+aLeb2H+rn+L2xzgOeSoNEZJUWF9z5dY7dkEn2/HSM+bSW0Hj+jjdwbDUEwVUmwbEpveRvOU7yrVqThl13miHEPWng/fczN3i9zBPV8T56qQdcpSVtaGQvX/Wxl2diQhNcB9nL4zQujw/xGtvh+FsvATWhW35mjPP1/CSN/JDBg4JzE2zTmXESxUVMnnmN9NL7/8ZDPMCy2pQkOzPGttWawNtPAc/Ne4iHNfRlaIi2bN6zuMF52ZPmIUOxyv6dX2e/5VJcF0ydfV63lTHfmwLKda+D0X/3mnVmnEZp0wJCIf6+XuK8fvAI+6vW4tpxuJ99cmqUjOhvOU7W+JUtHhocHQLiYQ9tR4Nlk7xRSpBN9vMgRvJKREJAucY+OH8IuL5Mcrp4hHKC5bpKL3nnabLPNy2+19PjZC9Pxkgwd3qMhn48zHcyNUAFifee4+dzBUq3vesM/2+A68zxEdUfvSnW/0ZBRiXoODUarC8BAgRQCCTDAgS4NaRk2NVl2izxKP+u3hWSYY8++ugtv2u1Wvh//+//4W/+5m9QKBRueV2AO4uQqWG8D3vkqib71e+mjh1ZMc+j/u8DUX4eMkh8FhM61BsWDfbBLnpywiY31psVGjpp4dXyPODbzwrPsMdN7aV5brqzcWCoh8/bKJPteKyPZUjyKNsha/j5Kbaj1aaHrVQFhrqAXJqGzco2N7/FKkmdxnppFDXbQMYWea2COOrUCHM318vA49fYvok8ibgODdAIScbpDa23KL20XuLGe3aV1+igQdKToidRSrFFTEqv5bMe0lhF/8AoIuHAA/VyYTuAlhjDN57TEDJ5ILK8Kfo6TM3jmSV6Vg8NMtx4eYvkdgAPiA4PAqPdZIxu25R7ikU4dhtteo9DJsdAPEIjsy1I+0ydhmtfRhFabZQ5BxotytcNddOQl57fjQoN6lwSgMZxHo8Azy16qDU0dKdZJw80bi/MU485HuGiP5gD3nWaY10X0lvrZXqTo2GW+9wCDcxElGO9K0njzhhTh1WbFRpymsb+0MAxe2iA83Vxg2UNdImwcktJWiVjnA8eaKw22xzbY33At5+2sVUL4foqmcdjESoFTOZp4IZN9oH00p6dYD1zSZaxuMn3GDbZP5UGJdYqTfaBlNcLmRr6Mx4ch4cs5RrJ5nJJ9sf0Eg3soW4hA+YA3SJ3PREBmoJt3BPj4MggD+labR4mXpmtYHQog64kSJaYYx+V6jxIbIoUmqODHBsyv3ukh4cyhsH2bNWAzRLvW9wE7ptgOZEIpRUTMXmI4KHe4kGL5K2w2lyD1op81skxas1XGjzUNLo4NnWdz1zaIpFa2+H33WmgXW1gpCcNw7jt7LEAAQK8ThBIhgUIcGtoGv+u5rMqdVV/BebIgWV8PfXUU/jc5z6H//t//y+q1SqmpqbwsY997KCKD/AKYbdclf93KdEjIWVpTo4C+S4NN9Y8XFnkZ802N5kr25TM0TSygCcE2/JUP8PDT40C/3pdhMgOcJPuQRgiMeBfZxWxUjLGcE7XBZ65oepxswCsF2moPHuDzz4zDlwv0BP1xLTKvQRY5jtO0WD61+tKQigs8lwfPMJN9UZZkMKZlEg7PcZDheur3KDnEjTULtzkxrcoSN1WtunhWikC5S6yX0u0bHq6DF1DvbqNZGwk2AzfBpa3NVy84aGnh5uHS/OKR2C1SKPqzDiwtE05sDdMMrKiLMjPdJ2yEPdNKuPR8/iuZb7y9QKN8UwceODIXukqiZvrHtZKHA8ShSKNVXnf7jlktYFKUuhn121AD2F+nQbxKRESvy6Y7y2bEnVvmKIBONar4ea6h9Uin6lrwHgCeOyqyvPe3mRbjw2xrWO9nM831igrlYl31lfTOU9HesTB0wbromnA/VPAY9doePem2TeXF5SsoBzbIz0mvjWnUizKDfbDW44BJ0b39oGETBV5YloRv8l5dWaM5TW0Tnm92QLwteeUcsHRQUa9NFo85GjarO/1VTHPHRrzx4d5+FJrsf6mQWb4iT5KA7ZtoGZ5uL7KupybYH0qDY4jSWxXazFiwj8u/OunbGutqULmpcRYqcBDFMklEQ1T7kvKoCWj7M9ijc9b3uba8rYTjNSpieicTJyHJzVRd0nEtrLNNg5ndiXPBwgQ4J5HIBkWIMCt8ZqQDFtaWsLv/u7v4r3vfS9+8Ad/EP/wD/+AarWK3/7t38bnP/95fOADHzioegZ4lbFbVsyP2UKnVI2UEZJY2FCszttVYLSPhuhwjkaFoTPcVHrQXZchuWtFZRCP5yml02rzeX6zx3K44V9YV/mOcwXg7JjQ+Lb3HuJulhlG3rJZfsRkOcPdaoNuiHzgtpAOmyvw88EcMLfKfMuFDSUxJGE7/D6fpZfSL7kmMbcKxBLZF93/AfbCPyazcb4L26HR3Wgpwqy5At9Zf4b5yo7Hw5NISElATS9zXMLjGLy+SoOtYVEWClCyTPvJLjUtD5vlTjk4iVvJObkujdW5NcE+HqFmu+3Sez1b6CQKtF3WfXaV47dSV8/0PHrb5wpCv9ulsR8VbNcLG7ynaXk7/bZbvg7olO1Kx/i77bD/Li4og9Iv+eWXvXNc4Jk5b6fP/Li4AGxXb72OzCwDGyW1dvjn1dwa+8ovr7dd7ZSIG8zR+Kw2OWeTUaYSTK/ws2iI68BwN+8v1xnGXRZ6465Lg13KlRlmaKcuUhZNHqBJeTH/+909LmQ/714PASWL5pfx8o/nVJRh9/I+KcEmpQoziU5ZQtvprHvHs1Y1tALW8gABAggEkmEBAtwad71k2Gc/+1n80A/9EN797nfjr/7qr/CWt7wFf/RHf4Svfe1r0HUdR44cObAKBrgz2C0r5kej1SlVI2WEJJqWkvKyHCAu5HNiEcruaBqNICnfJJmAm5ba3MYjHJxS1shvRUtDvWEpaZ1qg+HFlXqn5JgfTYv37cgbiedIWTE/m7F8rgYhI9Sk51BKPdm+9nrg9yHj1s+vW4BmRJ6vywO8APxj0jQVOZUGJVsFKMmqWIRpBxoY5WDqSkKpXOe4lKg21HiTYcNSlmk/2SUZsl1r7v3uVnJOrqdyyynlJUacmD/1lno2oOTKpHSZ9MrLZ/rlpDxPhDhrygD3PNZT9ttu+TqgU7ZLMn17oHFarCqpK7/kl1/2znF5nb/eEuUayRFvtY5Iz61cO/zzqtoQbN3iOY0Wy/LLfcXDSrbL9YSRGuI1Ut4NmpIvazuKZV62oVxX5HuaZuzURQPHw07/+up9q3Eh+3n3eij7VxKuyfv849kwyDGwIx/mqXSG7Sr73y9L6Liddfej3nTRbgexowECBCACybAAAW6NV3N+vKzw8o9//OMYGxvDb/7mb+J7vud7Dq42Ae4aSIme/TbMMZ9UTcNSYblyoxkNKymvsAHUBYtyo0XCp3qT96ViKs+z2RYsyIYyQGRiRTLW6VmWuRexsJLWSca4KU/FgVZZGWB+RMO8b0feSOP9cREqK2WLdE3JKXkQLNDC6xYNc8Mtc3shqpkUskep+P55IPEw4Dmtl/UuAhByTBZB4r1oWBi/EBrZwvCWklUagExSecNlGa4npLN8C2kyBrgA4KnUBCnLtJ/sUthU8l67vZq75ZzkHNI1JRVFIj8PgAaI+ROPdKZFSCI2KV0mmcoTUR5YSTmpckPIlglpKlNn32iaqnssrKS2/PX1y3ZJTWsNPCTKJpURKCW/mu1O2TtD53XNff4opROK92G/dSQR6Vw7pHSXLRQBJFEdwDUnEub8KtVUHaVslyuiAhptsca0xDv3lHyZ1VZ66rIN6bia957n7NTFA8dDMsa+9k/pW40LOT5rzc71UPZv2+mU8fKvsY5D/gGzpULnPU9JFbbanbKEht5Zdz/iUR2hUOC5ChAgACElkTb2MSwCybAA9zpezfnxsjzdn/zkJzE8PIyPfvSjeNOb3oSPfvSj+Kd/+ie0WgdjVFiWhfe///14/PHHdz5bWFjAj/zIj+DcuXN43/veh69+9asH8qwA+2O3rJgfk/lOqRopIyQx0qNke7qSwPwacycXt0jG5LgMC53sVwZ0uQb0ZXmfqZOJNxlRkkL+LWRYEBaN9qpw2Yk88MxN5rKGzc7rARIMjffxPlOnkR02SHQ01c/nOmIDGzK5mZ3IC6KuLdY1LqSlpMSQhGnw+0IROD3aKbm202f9QKNWfNH9H2Av/GOyWOe7MA0aILGIMiAn8nxnqyXg5Ai/b1g0XKQE1OFBjktoHINT/fSSxsLMDQeULNN+pHfRMAnQ/HJwEreSc9J1GmQTfUJnu+VAF97MRIRjpFRT15s6vbdT/Ry/qbh6pqaRTGwirzz5sbCQoIqxb7rTkqOB9dgtXwd0ynaVG/zdNNh/p0ZUNIFf8ssve2fowLkJbafP/Dg1CnQlb72OHBpkOLhcO/zzaqKPfeWX1+tKdkrELW8xTSUZFaHpTYarHx5QBwQeOMcn8zwEqFs0Vk2DZZ8aU7nXjt3eqUsqyoOyiT7xLgxFRHSrcSH7efd6KOtfqnfKePnHc6XJ9UzeJyXYpFRhqdYpS2ganXX3Y6LfQyTQ5w4QIIBAIBkWIMCtcddLhj388MN4+OGHsbW1hS9+8Yv4whe+gA9/+MOIRqNwXRePP/44xsbGEAq99OOBVquFj3zkI5ient75zPM8fOhDH8KRI0fw2c9+Fv/4j/+ID3/4w/jCF76AwcHB5yktwO1gt0TPbqkr//eeR29OPktPdjhMIqWlTXqUGhbw4GGeJL3xEHBznRv681M0wOstbrLPT/E7y6Ihkk0ANQu43yRJlu0wl3Womwziwz2sR6MFTPZxE/5d91OOp9IgaVF/lp6/hgXcf5gsx6U6WZ77u2iknxwhuZUMUx/vIyuy5/E60xDkblE+u2XRc2aayrNv6jwoiEf39tlA1sPmonJ9NS2PoahCmzkeCRjNXwwGuzycGtew1eD4OTnGd11tAOkc340liPWyCRqFx4d5ONOXYXRFNgmsbXNcZmI0JlMxjoNVYWymYvzXm1HPbloeaiIVQdeBdAQIi7Exvcz69GV58JNN8PrdcygdZx3TceDiDQ+OS8b9yX62YTJPwzMaYt56fxfHV9hkeYNdggk7RJ6AhiXksbZJwDWcA6YGyaKfjivZLVmP9RLn2Pw629GVVLJdTZv9MdnP52+WgXPjNO4djye0bzrKOd0ULO8T/UAy1MJDR6K4tgw0mkAsSsN3XBisQzmWv1kVYeI255SU1nvwCEnAZpY5986MMXTa0HkQcniQa8Fm2UN3GviO+1j/GwXO7zcfVUz0tsP5nk0wF6tYIwncWB/fzfw6r4uYNJzzGc692RWg5HnIJWnMlhuA1eIa8MBh5tW32ixDygLKMSHVHgAgHSV5X6VJsse1Mnbe2YlhXrde8nYOi3pTJJSbLfAw8qGjHAebFYbtTw1w3GYTfMdrZebXTw2out9cZ3tiEaA7AZQ3NgD4Bm6AAAHueQz2AN9xDig1FDtzNg70dt3higUIcBdgsAd471nuU+T86E4B+dzBPue2zsNzuRw+8IEP4AMf+ABWV1fx+c9/Hl/4whfwa7/2a/jv//2/43u/93vx0Y9+9EWXNzMzg4985CPwdsUGP/bYY1hYWMBf/uVfIh6PY2pqCt/4xjfw2c9+Fj/5kz95O00I8Dy4lazY830PYF8JMscFXEd4y8DN+kaJhs+ZcXqWTZ2b+ZFuXj9b4EY3HuWGdbRX5Fpq3FxLqaBijYRCi5skMosJrd98F/M7V7eBQomb7WySzNW1Fo34lW1+NtZLI6HapEETNsnUvF2lsX1kmNrKc6s0gibyNMraLWDhBo34ZAw4NkyppgcPsw2yH6QX3XaA5W0PxSrvkQcJ/V3AyREPwz3s1wD7wzQAr3YTD53IwHY0hE2OjbrID96uADPCQKq3+J4ODdBomVmhLrPr0bD6jvtUSkMszPHhCHKtSp2e0dOjwFivh80Kjc8b6zRGwybHcleCRtFkngc0DYukbM8tsczJfhpo/dnOeVFvueiKNJDOhJEQqf4Ni2HzvRmWsbjJ8dmX5TMNgwZ9pUnjsStJw7o3S1bsukWjulTlAUDhOsuNCy96f4aHPDcKPByLR8QflSznVdvh4UGlybk4mWcbRnoAW3hd10s8NKi1OB+emgaODEUQDXMOpmKcn3IE27a3I6FXE3Pr0ADrslta78Ej9M5HQpx31Sbf47Vl1mNpS0ipRakm8MbDnENrZc5x1xXpHTol24a7ObdKdXEo0uIBR29GHXaZBlnI+zIuFpItjAx7iEd01JseNirAVpXv7P5D7K+uJJCIarBtDzfWSIQmU1ykpOD0Mvsgm6S3PxmlEf3NGaULfmiQfd8WBx/nJ+m5n15hPaMRSqt5AL50ge8z38X3P9zNqAcAGM55cF2O7fUSsBEBumM9zGnfJ987QIAA9yY0jX/fFtaVDnFy+E7XKkCAuwOaxpSy9ZKaH13Jg3/OgQWh9ff348d+7MfwYz/2Y7hx48aOAf5SjO4nnngCDz74IH72Z38W586d2/n8mWeewYkTJxCPK6rW8+fP4+mnnz6o6gd4HuyWFXuh728lQSYhZXWkTM6XLnFje2qUDOMDXWSdTkaVfM7SBnB8hCHc43384/GtWRpTw91C21gQDpXqlDo6M8aN7zee4+Y7Ewe0GiWhFjZUKG/boSFyfITGzmSeBnc2wVPhZAT4+hV+b7ssX0o5uR6lfTJxbqgrDXoSuz1gONdpPOu6jpWihvUSDZBnb6rvFjZEHrKuPIQB9ofruoiYQDyi+lfKYl0TsnYyRWC2AAy2OVb8RBn/convqS8DHBtmObOrHr5xVVyg0dv6jas0fCp14MqSIuSqtSg/d3Zc5DN30ZDzS2M1LL/cVec8iJjAVmEWowPndiTk/NJe9Rbzk4s1pmWcGWMkxvI2dbMtm4cAAMfeqTGOIfn703Pq/5pGKap6U7FxN9o0KBc3lXTXlUUldWU7fN7ZCSAk8qyvLPBQ6ckZzh3P4xwt1TU8c4OGptQSv7Ys3ktE9YGus++uLNKI9MtdtWzg2gpwMgRoTUr4dSU4H/uzPMQo1fhe2g7n30lh0D57Q+U7Ww7bHjKVZNv0imrXRpV1Oz1GI97zVNpJtbiCyDjj79fKuKXMWSLKdyK/r7c472NhHoZIgjgXwFMzwNFh6qIvb4OcATbHzukxHjLMrwHlBKXTQibbmYxSwnC0l153z+PaWKpzPJ4QfwoXt7Aj26iLNIqLBQ+ZjLZv6kOAAAHuTeyWRNqucw0MJMMCBNhHMqzKPdBBz49XJPNrfHwcH/7wh/HhD3/4Jd33Az/wA/t+vr6+jr6+Tkuku7sbq6u30KJ5HjjS5fgC37/QdXc77tZ2tGzg+ooGz6NX7NoSPx/M0WjIxmkYSMZwgBt+U6cucl+axm0qxs8zCRofVUEm5QpCJs9j2KXj0iifK9A4GuymgV23BDmapyR4bq4BJ4eBq8vc2BbrDLeVMmZSimpujZvj6RV6t4a7aUBk4jTSn1sE3pwE6i13J7fScRzEEllslj1Um9xA+2E73LhPLwN9Gfeuzcl8KePKeBmutpc7P/3jyo9UDHh2TuXD+jG9zJzpcp1h/xfm90YYhAygIEK3m1Yna73r0aifFFEPCxv7E/jNrux9p/u1Q7bBcWm8+skD5wo0eC8v0OiMh7EjC1VpAFcXeVglr5WoNmnMdydVFMhuor/pZSCX4lyRUn872s9b9BpfuUGP/dImDVhp5Erpv7oFJCLeDhGipjG6pNXe2yeux7qM9ewlLpF1yYj+TMfo7a82BTmjJ+a3y4OD1W22T3qbqw0lCZdLujv9uZ+E10Sfejempt7HrcaSfJeyXE/UpdIQ8m1rNHolwWO1wTXhuQWOD3iKa8IVRrQHhuJ/+RIPIasNHhy6Ho33uYJYv9a4BlbFux7udmEae+spo8RmVzzks87zriOv5vy8lxH0yV4EfbIXu/vk5cxP//1+bNWAZ+b2i6CjVNJgt4tcYp+v72K8XsZQ0I47j5c7P17OHL1Lt/adaDQaCIc73aXhcBiWdQstmufBhQsXDvS6ux13WzuS2QGsFiLMl0ikUKrp8ABEQxo2Shq6U9xYpmKd8jkAUGsA4W56INNxJTW2XRHXap3X18VGOx4RbMSuMuZdj+GXugvUHSXFFIvypwYaaoah5KiqDYahS+bzSp15rvGIutZ2hFHielhYLKBaXOloe7PeguuEUK5pe8jerLaHrWIbC4vFjvvuRryYcXX+/PlXpNz9rvOPKz84xkxEwtiTtlKu8z1tbJONaqsYxi6lJ4R0A55n7EhT7TbEaBi7cGwXW0UbbauB3SgBWEi29n2n/nbINhjhGBw7BMtWfwQqdRKileseQgbgmi4sixNE1w1UakBvkhTi22V9px80AHXThR0Dtoo6upIu7F11DIVjiBtAvQ40mzo03YDj8tmNpgbT4HPHejWsldS8BJT0n3qeB8dx4boOHNtAqeqh1ei0rM1wDNtVHUMZF8Xt/eviAajWQ0h162haWsczASHrB0G2Bg+uOAWwXMCxOY82tm2sFtowwjE0m3rH2Ni2gJEuFyuFRse7uXDhwi3HEsB3udETwmqhTR6HcAxWO4RISN+RM9PDHFdt0YelOgnwdqPaADzXg+cB2xUPmYTGfPMQ77OdzjUHANq2h0rNxcZ2A+1m9Zb1XF0rYiG1/5iTeDXnZ4CgT/ZD0Cd7Ifvk5cxP//1+5Mfue15JpJal4enpb72s591pvF7GUNCOO4eXOz9ezhx9TRjdkUgExWKx4zPLshCNRve/4Xlw+vTp5z2dcBwHFy5ceMHr7nbcre1o2cBiVUPDAjydnupyg17oWIQkWMkYDV3TUPI5AEmTrDY9QdLw9UuN7Uh4CRaEuBgeUj5K15X8V13I9Lieek4iSiKoRJR5rSFTaB9LGaOoKEvI+aTiDCFttNS1psH7dV3DyHB+J1zVcRzM3lhCNBaB1dCQTiidcoD1C4eAXNbouO9uwys9rl7u/PSPKz/kGGu2AU3rPMlMx/ieerp4hJnLaijvYoOWEnNSmkrKkkmQbVuHYerIZU202nvXpHgYGBn2Ot7pfu2Qbai1ALvOlAs5plNRetrTcQ1th4Z2OMz7dA1IJQBTiDZ3pZVn19CBeBwwQ0AuKzzdic46RkJANA7EG0BdkJEZQjYrJqTE0nENTUt4lS2lNS2l/+qi3z1oMAwDpmnAMCnZZkU7mXpcD9BM1inbtX9d2m0gGedhVjSspLR23ovIv+Jc1aAL972pA4bJedTT5aE/z/6s250SXskonz+Qj2Jk2IM50rPzPmzP2HcsyXcpy5Wa3LU2PfqpuNDpBseVZNPPxPfX+UzGAE3XqPKQ0uB6Yh0RsmaSa0CuOQD5HlIJAz1dCZhGYk89Pc9DqVhEf18WI8M48HXkXvn7eZAI+mQvgj7Zi4Pqk/3u36p56E5pt5REioS9jpTO1wJeL2MoaMedx6s5P14TRnc+n8fMzEzHZxsbG3tCzl8MDMN4UQPixV53t+Nua0fcAKYGmNNdafz/7P1XjGVJdh0Mrzjnep/e+8rydrpnevxwaEYjB+gjIUDQi14ECZAhIFCOIgUQkkCKfNKLBBmIggSZB7390KdfvyiJ1FiO6enqLm/Se3u9P+Z/WBEZ597MrKruLtsVCyhU5r3nxInYseNkrIgdezHh2fsLUqJInumeGQye6fYRkpq6UwOi40x3yOL5x/E+TvrzFSkx5AGe4A5RLgU8vK+JU6ECTA91nunOJRnKOT0I3FkPnOlOMMQ8FeXzZoYYDh+ySAauTvPzR5u8Nl/hRPrCBCBsIBHt1A6rVwvoG5uC5wvMDHae6Q7ZJC/zo8fvex3xovzqk47PoF8FUa4DV2d4prsb86M8U5tJ0N5XJn18/37nNW2XCawSUR4dcNxOPffZYSkvFWN5J50Dnh05vU+D7Qi2IRqmLxWkj84M8TjD/Kg+062QjvPcsDrTPTME3JK+lYqRwBXrTAqnznR320EIhmrzjDb9se3yOEXL4TXqTHfTARx5pns772NuhOPWEuLoTDfABG2xyHGb2ILnmdf2NZnsrsv9dR7dWNhm2Hyjrc90W4K5DxIRYGAE+hw+tATa/Cj7VdlTteuoT4Y4ts+NsW9URJxt24jY9om+pPoyWK4taP/dIt9b6ky3qotKfvdgg3UXMsTcEuynvjTvuT7DM92puD7TnYrxTPf9db5zPJ9h9+fGtc+eVs+5EfFC3iNv29/P5wljk+MwNjmOT2uTk+4fyADXZnx5ZjUYGyOkJNLrP+c4DZ8VHzLteHV4mePjjSDd165dw7/+1/8ajUbjaHf7/fff/8ThNwYvHkEpHZXxXH02kGHip4VtZmv+wjxJd77MrMSVBhNUbR7i6EzixADPcV6ZYmInzwf+9DskBLbNCX6+yh0lz2f4eTrGEPPr00yg1JMgycomKOOztMvvla7xYYlnX7NJ4JtXOBlORnludTArk6hVKJ801ie1vT3KNNVaJPPzI0B/CrBstle1vdoE+kbPIRbhvfkypYUWtkhuhnsobaWkpmIRcaINP67NP8s4kvDySMBOk7jrSfJs9qNNZgGHoJ8NZLlgozAzxO8eyIRiiShwfgKY7Gem7rDN7OX7Mnv5mVEutuSSQG+SZPTsCHMJNJ3jEnvP0p5ckj6eL5MoFyo847xfZDtGeuh3Dza48z2QJanry7B+q7scM1+9QPJWqDGCYnqAmThjEbZB2Wd6gPUP20zWdihXelVkR7XJ8mJRoD/DIxWXxoGtAj9PxoCBrI+hnMDDTY65oR45/qIk0JcmODabbT53YgAYynAR7PEWP88kSVojNsfz1Wle25/hGE/FgI08kIxwrCelVvVBWRP4kMXnnhtj4pNSzcdAmu+SgxJJ90GFY9/zqH8+kJZ+1BQYHDuHYk0gEfUxkGG5hSrLDYf4LlASct1yiYko+yAVB7YOOKZTceDsGBALaVlAC9zBzyXZllCIxDseAb5ygQTbAtt2fpzvl0ycfd2f5TtivK9TCk5lL2+2WcfxaYGRnpOCzg0MDN5WjPYD37rOdzETZPDv1uBzlkQyMHgTMdoP/OI14O4q5wrZBBOnDvc9/d6PgzeCdH/hC1/AyMgIfv3Xfx1/7a/9NfzhH/4hPvroI/zO7/zOq66aQRccx8d6QAqI8l0+HKcz0dDsMPDeGRJYpZOttH/DIZ7fPjPCibclfDiewGGZhCgeA6b6SCgqDRKTbJJEpe2SZKTjJBcqu/lgjll+H2/x+/lRTvKLNU5aLcFJbTLOjM7NFmXN4hHubt9a5neXJ7mT5rokJrZFreh8hQTg9gp3w0pVEpbrMz5qTWC3JPBwPYKWA4z0sr0XJziJBpgUamGLWZpjYWCkx0dJ6vXSXtR8PklO7CSbP+n6Nx2xWBJbeYG9EvulVCPhuTpNkqvkuUIWE2Q83OTucCbBvurPUG4um+y0TdgmeR/t5Y62B/pBvsI+G8xxYUXpdIdsmYW8AtyVvuW69Nv5Xj4nGXu6/VX/7eQ5F1rdl+RMkrZElG3aLpCUjQ8AX7tIIleqySzpa6xrJsns/I4k/WdHSdoeb9P/UzEuDCSiDFte2CZhjYaZNK0pF63G+7l7O9YHQO48F6sku2eGKdN2f4O746Waj0uTApcn+YwfP+AYvjylM6c3W1w8mBlindV4ySWAbD+f+dNHzPCdiHJcJKO0adslAb4xDWwXmYSt1aJU2oVxanBPD7LMRosRAYcBrc3dIvslFuFufzxKFYSdAu/ZPOTiW9uNMUoFtLXn0Qf608BuAWh7vH9myEc8quUSGy2g0mSdavI4AyCztbcpj2ZZ9MelXZZlC9pmcZVHWXyf78TJfoapZ+Ls11INuDHD+9MJkvCfPOZ3fE/wPZNJcNz3poDy/j5CdvZTjjIDA4PPElSi2a08j9HFY4ycMTAw4PiwBbmBZWle8LzxRpBu27bxL/7Fv8Bv/MZv4Jd/+ZcxNTWFf/7P/zlGR0dfddUMuhCU0gE4Yd44kLvG8vimklK6NElZH4AT4mBW/sVthvqGQ8BkH0lNUoZ592WA3TIHxb117gh9sMiJZ6lGIrywTRJ2ewWwZ0i8ClWZWKoF/OA+v7ct1qU/zXJ++ICTfs8jKfnuXe4Q1ttArQ38n1vA1y9SlujsGAfl//6Ik91SneVvHHKnsVAF9spcDLi9KgexxZ3QWhP40nktaxS02UGZO2hXpkjsOqWnnm7zp13/psOPD2G3CHzvnv5sr8QM0ALAxUnKc63s+dg61KHW+Sptn00AXziryZHC+iFDfINhyAD7wQOPN3TL33U/AyApXN3nM7qOT5+I9UMS02yis5y2S0J4fYZHEVQG9noLeCyPT4Rs+vzDTe7wfu8ujkKwe1OU1podlrJm4CLVnTVgok9mxLZJxH/yiPckZRj2TpGRGPkqs/1bggsZ5Tp3wycHWFa1CRQqDnKpCFb3WJeWA0R9Et/VPfZJvcWySnUuNt1ZY3vqGS68PdhgdIHraam2d+a4a76wDXy4zPF2e0VnTt/Ks9xLE1p+TEmDbRe4c//BogzLTnAH/WeLrHtV5m54f4GEPBHlgkOpxjq3Xa2vvbrHspb3cHT84OIk/49FBLYLPha2+J4I+mTYZr98+RzfOUrGLRqmP/3hLe5yF6pcwDt4zDbfXeOCxfsLuq3hEKMStvJ8zwGd74lijb+v7QPj2f6nO52BgcFbhZMkkdZfgCSSgcGbiGPjQ+J5j4/X9iDHgwcP8N577x39PjU1hf/4H/8jbt26hf/23/4bvvzlL7/C2hmchEbLx2KXils2QdmbSoOkM4jFHd7TjXLNxy1JGodzwNKuf5R1fCDD0N1mm/crObB4VMsdqURESzvcCbu3xh0w2+J3KjnV0g7LGe/jBPzOKolKpcHdxEdbJAzlOstXydturZKwbxxwJx7ymkSUZVsWScXVaeCgyHp2pxgu1LiDXq512swLyBst7dB+T7LXSTZ/mn3fZDQdwPdjuL1y/DvHJWkt13w0Wj4OSp3yWQqVBvB4s9M2jZaPx5vHpaUAlnFQOtn2H+cZp7VncVuPEwXfJxmLhblgM5wLlF2n367t0z+XdoHJQfqrDwBSysqReuKPNrlzqpBN0Ic9Gbr8aJOk2vG03jTAhaatA37myCSBIZu7uku7vDdiAyO9Fha2ZCi2zTEylNXj3pXJCi2L9b63ptuTS5LUKlk+29JE89EWnzvay2fdXmE5HfZrs8+zic6xM5zj9eGQ7g/H5f9LOwxRX9zm+6Dtsk3TgwJLu/w5HmF71Er30q6u8+01+pjygcVtltftkyrb/XaB7wqF0V5t82KVJFzh0SbD7z9a5pEWlbSP70G+Nxz3ye+JpW1xJCdnYGBgsFei9NFJ+HCJ3xsYvK14mePjtSXdBm8eWg6OZfwN23oHy+vy23qzMyGUQqONI/mdWJgkw7Y42YzLc5GW4OeJKP8Pye996ERFlToTXHVnpFYTWaXpm4hy4luqkRg4Uge5XAMgJOEIjJRChZPyRiCrcFtmOfd9EqF8RROISu0Y50bb4aS50e60mefrLMvVBu33JHudZPOn2fdNRrstYNn2sd1ogDYu1WjTlqNl4LrheiSjQdu0HH7mesevr8rFnJNs/3GecVp76i09Tjq+czUxiwWImVo0arS4e1upA4mwHjNBeJJIB8lq2Oa1KnN/uQ5AZuRvB3zdks8IJo6zhJayioaZ0CweEag06NOWoP/H5bh0XP5uW1LRz+fRC9WeWIjjSBHUYGK1co3lxcJ8Vr5ycrhXqcY2BcdOLMzdX3W96+l/alwpe/tQ7xZxVGdLJktUMoSVuq5zqaojB9T4C9vHIyR8sE2+z/B6hVhYKxeoYxBHba7zuM1hRS9+qHsqddZJvUtPe0/UGh7a7c/esRIDA4NPhlYbT5REOkldwcDgbcHLHB+GdBs8N0RCnRNFgBP2pMyg3D1hjkd5TzdiYZ5fBKTEV0BCrN5kaKbn8/Nak/878nsB/jv6vqHDMRXUxD4V53W1pkzmJHfLQjbDQdMJAEpSLEDGcil5pjKqCXzYZh2F4GS7J8XfLcHESd1T4HCI4auxcKfNLEFbAbSbIjyn2eskmz/Nvm8ywmEfnut27OwpCLAPY2G2W4iTw7tti0cVgraJyERZ9glvxGSMZZ1k+4/zjNPaE4/ocdLxnSSSSvJMQZG0WISh0ak4jz6kT7CJZXVq3gN8VjqhCXQ6DkAS3nDA1z35DEXoPF8T9VScY8b3gHrLRypGn/Zkdu66HJchm7+7UoIMgufOVXsaDseR2iEPyrGlEyyvISW5elLHF+4A9rlaoFD912jL3W9f94f6p8aVsreAerf4R3X2PLlLLu9PxXWdM0lNwNX4a7s45pMCbJMQQDQwRhttaXN0ysIB/LzlMOImuJim3oPhkH6XnvaeSMQshMNm58rAwICIhHmU5ST0pfm9gcHbipc5PgzpNnhuiEUEZoc7PyvWmDwpFdNSQgqzQydn2U4nBK7IM5PbBWBmUBzpa++VmLwqGub96wcsv97k90LoMPKZIZ75vjAhCYrSv5X1mBliOesH3C26NMkdplQMWN9jJnIfnAgzoRtJwZUphn+O95PYQl5Ta0ppH49lfbQM9GVZz27WnUvwjGo60Wkzy+LzlX26ZY667XWSzZ9m3zcZ0RAgRAOXp45/F7KBK9O0aSwi0JeRGcm7kIox83jQNrGIwJlRbfsgZoeYR+Ak23+cZ5zWntlhPU4UhJCZ7NtM3rVdCJQtZbEm+umfM4PMWj4/It1M7kiHbBL/+VGepVYo1limZfHz+VFJpiVBV2QvEQFG+viZ0rJ3XErozQ7x3pYLbB16mBthfdWO9U5Rj3sVpeJ5rPfFCd2eQpVnrFMxPl8tVAFMAheyea69VOc55+DiAcDyrkzLXe3A2Nku8Hp1Dj4V0+fXZ4eYRG12mHUL22zT8q6PmUH+XG+xPYq0zwzqOl+epI8pH5gdZnndPqkWEoZ7ZEI6ic1DbfNskgsKCvOjwNoeZe52i3qBkO9BvjdUqP5p74mZYf9I9cHAwMBgICNwbebk7yiJ9NmaJxgYfBy8zPFh/jQbPFeM9XLynK/q7MF9KXnG8wSpoqCsFiDP47aZLfpP3uBku9328fkzArtFkuNak1mkLcGM0pUacGOWE994hLtBM4PcXRrv4yQ6lwDubQB7Ba5azQ1zwr55wEn/GZmp/MvnOSkuy7OTf+YdhpccVliXc2MkD1++AMTDnDj/P+8BuyVmKrZtnr8MhzjZtgRlOZJRYHFboO1yF+vcOJMzlGs+EhFmKF6RZ3THe7k7Xqxy9ywelTbMnW5z4LhU1rNKVb1xqO9gaDiLn7/C7Na1BndFL02SKO4UfEQs9rnKQLmwzVDpwRwltrql2WpN9tF7Z5m0r1Thokg2yTL7MlqSTYC7k77PBHxhi7uw+yVmII/J7NtPs//g6BnsFQWycRLHegP40jn2o+sx2VlvmsTwnVmefa63SLrPDHOHM1/l731p+v87Z6iZLcBjExcn2K6lPY6D3hR9Mxqhvyv5s29e4X3lOv1yaoj2S8X1+ex8hWNmeoj3HpTZ9v5cCMM5YDADPNxiojXfp82GcjzbHgtxh3h2SCayk/VsOQB8ygY+2GAG9USM9kvFeO46HWM70nEgfVEmZKtyJ/7sKMdbIirt5gLZAWBuiOP856/yPP5Wnna8PstyH20xZOydOZ293JaSY1dn2I+NNhcOetP8PREFLs/z3RLEWC/Ptjse8Kc+R5uqBca+FCNjWg4/W93VIfc/f5V+6cvoALV4eH6CkmpfPMdEbCor+Wgf7XdYYd2SUeaNcDzuvGcSQDgMuA0zgTYwMOjEaD/wJ67z3aE2JuIRYKDnVdfMwODVY7Qf+NY1yooecZc0MPSc59GGdBs8NziOj41DSl8dlklIp2Sm4JFe4L15fZZ5QUoYKXmrgTQzS99a5QR2IAvsFXltyBK4OsPs4sUaJ6YNmUiq3iQRmBnizp/r8exjo8VJvAB3uQcyJEhzQyQSvs+dpP4siVlDaghv5TmBHZ8gGVmQyaAiIZI6V+7WWUInMqq1SN4dh7q7kRDb+XCTz1FSSRcmBGoNEifHoYzT3TXaJ50g0XBdZr5OREnaGy1O1A9KnFyP9frHZMDCIS1f9DbodAtwd3D9gHaa7KfdP1omOUolpDZ0hf4yNQR8/RJ3lRuOlmbrTwOZhI/HW5S+sm3Kfc0MAGIA+GCJJHRykNrO23kmsrLlYk9bynLtFek7viApclySuGZbJ/IKolr3sbAjcHMxiUiIZOqwTD9QxNBxSVYfbNB/Z4flAlNdJwPcL1MKzZHZt2eG+EfiitwR5jENgUbTR8tlPf/wNus22gvMj9GH1w/o02dGqAUuBBeYPlxm+1WZ3iDr2JsiwR7Kcqd6v+hj85DJwoZ7WHZ/mqR2eZf+H4vQ/kpWbahXR7/0ZTgm3jvLP3Sex3JtwTFXqlNWa7fIhQff5yLHealZHQ4JjPf6CFl6TO4WmZSs2ea7ZH6UtvvgMf1DaZvHwmxbtQnUqg0kkgmUavKPrq8jDuZHtD2DaDR9LO4we3o0xB1+lTByQqouZJO04UCGCx+7RbbvsMKs6MmYPIbg07njEY7fgayPaJjtWNllpuHBHBccfMEFwGiI79GDMvt8oh+o1ZOouAKzUtrMwMDAQAj+7XiwwTwYmQSjdgwMDKSkHjhPqjW4+N+Tev7PMaTb4LlBSVcp2R6AJPrKFHV+z49zItstb7WwxZ3lP35IkjLQTy1agBPVUtXBD+6H8cWzfEY6qjM1qwzDawfcLVvY4iT7o2WdPCoZI0G/NMnMyZEwicHiNifzluCkeLSXskD9aUDYwJ0VTszzFe5UKRmy++tsUybB9txbY3t7U0CzTgK9Knf1WzIp03fvcpL8YIMEJ5ME/viBPJtpk3T90W1KjSWinXJAkfCzyYDFIsclrT6LcMJD+Olj2jwcYj/fXCI5ikRI9v7PLe5ithyS180D7lAqaSkV+vuTxyRjLYf+9LMF4HNzcvGmwZ3DaIhktT/Nz/NVRja8Owf86CHLiUVIUDcPSaQ+XOai05Xp4/Vf3GFfhyz6xM+kNNRgls/cOOAClCU4lrIA/u9thi9vHUpiKbjA0HLo3+EQF3mCMnwKy3skeu8/1gn9Ng65gHBmhPUu1njNtWlmCv/D22xXyOK1m3n6ppITs6cZYfLjx8Bkn4Xbayx3t8QFimZbyoUJRqYcyiQln5tjtvG1A9b1wRoXvL52kdc/3uZiRm+a9ri1wjHQaFE2DWB/1NskyrbN8aBk1/rT/PxnC/zOcYHmAftsdohtbrqUDvv8vLZV2Paw+vgRcqPXcHets7+28qzrQPY4gV3coQ2mB5hlPhnlM8I2F2muTDOr+Y0ZLrT90Z3OZHGbh8A3LlHmrhuqTbUm21uo8rOrU1yY+8kjrXu+V+I9+SpwecLGTx4r+byTRpCBgcHbhm5JpFqLx1aMZJiBwcmSeqsvQFLPnOk2eC5Q0jlBKRsFJWlzUCIB6sZQjqTJ97l7thiQTipWgWTchu/zmplBDgTX18+x5LnMe2vclVzc4YTbB3cEKw2SouVd7ioWayThA1neH5cT5ZU9LR+2vs86l+qdSYqWpEzZoy0SolKdz0jHWMZYH3WNKw0SobDNz0M2yxzp4S7b7VXe5/m0mTqrenuV9vg4smFvE5oOsLwfPrJP0F8qDQA+fQNgH6lzxo5L2ypbZhP0AUW4VThw2O7cIR3KUqoJMqFXTZ53Hu2ldFQixvsrDZ3QbmmX399cBvKVzr7KV/wjveaxXoHlXX1uuFAliTqS2vK0dFU8Kn0hSZK5tMPPE9FOOb5u/yjXKGv2aFMTbtvS42Jjn8905Vlsx2UUgCWTdbVdWT9f+ybAleBbK1rSL4i4DAtXmcDLdT7bttkn4318/squPOssF64iId4TDgFZKWU22st6Lu/q8tuyrkqWTcnuZRPsn0ebrL/rcrdctXXzkKHgSnKtW9Itnsx9LPk9JW2o5LxiYRJ++FrNYGmHuR8abWlXFbcmEZS5CyL4Pm22WWcF5V+FKu2s8kro731Kpq0dL9fAwODtg5EMMzA4HUYyzOCNg5LOCUrZKChJG9+Xk9IuhG1OIAGS4+AEkzvFgrvaFe68NVryXK0kqgKc4JZqJCmVuswaDE0kbEtLjLUd1ikhJ6shKQ9Ua2j5sFqDJEGREQVVRrmmM6ULaIkhRYLUM4XQUkoVWX4iyraoclU9AS4yhOyPJxv2NqHdFmi0LC0NFeGOKyD9QeicdeWalLUC7amkpQD+32jJBF++vkcIKR2nwnzDAX/0AU/6XCLCPrSE1sRWCfoqdf19UCoK4O/K15WslkLL0c9T534tS8tKKdkqJZPXdHTIoCLu3f6hMm4rfwV0QkDH5ZhNRBlWBfm8akNfG/T9YlXbT4B26rCPRFTKmKms3CqZmSVYj0RUS60l5EJFqapVAizB6I5yjd8LdD7D83m/kmVTsnthm3/QynWtYCACbW20uCCg6tUt6Sbs6MeS31PSht2yhj50aLryBWXXbvjQMndBBN+nQGeGc+UHbbmg0Z00TX0flDYzMDB4e2EkwwwMToeRDDN446Ckc4JSNgpK0kYIhl92o+1yRxLgxDgVD5RrA57nQ4AJiRyPRMuHDh/3wQl4JqETTankREJoEqskxsIh1qkmFwAcKQ+UiGn5sERM7pTZneGgqox0QmuCq3Oo4ZCUMIvpZ/q+llJKyfJrTbZFlavqCXAnUxH2oO0UPosyYB8H4bCPWMTT0lAtntEFpD/4eiMxnZCyVtBJspQt2y79KGRLEirv8X0pHefTl5RUEwBmBZc+V2uxDz1fZwpXxCgV198HpaIA/q58XclqKURC+nlKasvztKyUkq1SMnnREOsblOPr9g8lbaX8FdBkNGRzzNaa+g+B59Hn1LVB388mtf180E4d9pFoShkztQihzrV7PutRa2qpNRU5kEnqhQvP5x+5tNy59tH5DEtolYJkVMvutV0uHqTjvEctLqi2xiJMVqfq1S3p5rvNjyW/p6QNu2UNBTTZV76g7NoNAS1zF0TwfQp0ankrPwjbbGuzazFAfR+UNjMwMHh7YSTDDAxOh5EMM3jjoKRzglI2CkrSpi9DGaVu7BSA6zOcqO4UpcSWRDYJVOsuhGCCqaVdJs6yhX6O53HCfXGCScdmZbisACerqRjJ2fQQz/ZmE8DEABMmACQ/uQSTvin5sPF+1jkT79xpnhniNfMjnESr78sNlrFxwOekYtzha7v8XCU52sozzPTyJOtmCdpMLSBcmaQ9Po5s2NuEaAiY7m8f2SfoL6kYAEHfANhHBbmDGrJ5JlrZslhjf6TiJDgqPLvtMiN2NEz/2CnKbNXy3Lbamd08BC5PMCIiIjXX1S7p7BC/vz4D9KQ6+6onJXB9hj9vHPqYHtTEKpdkOPLMEI8r2JaWrqo3+XmxylDrmSGSerXIo8Lju/0jnaCs2fyo3r12PT0uxvv5TLW4FLJ5/MGTu+dhuSgBoX0T4KLUlSkt6RdEvcHEb2rxIB2X0QbStusHfP7UIMcLBMduy+E9bQco1lnnzUPWM5jHICzrqmTZlOxeUe6Mz4+y/rbNowaqraO9PJ+uJNe6Jd3q1cLHkt9T0oZKzktlFIdgHZVs4fo+fef8mNy5DhQTlLkLIvg+jYY7Fx1mBmmXXJIqDPWu6KGZIUHJtMnj5RoYGLx9MJJhBganw0iGGbyRUBJJC1syZFoAU/060+5oj7728SbDOzNxTpITUcp13Vkjsfj8GUrvVOqctF8/wzO2uQQn75kEz1nGw1yFmh/hLuLlKWC3wIRNG/ucsI706vPZlyZJ/l1PrjjJRGYpKTVWbcqwzCbwjcuc3NqCk/iRXtbtxiyTpoUEEI8DX08xzFQlv5roYxKoj5ZZ194U8O4ZvcO+ssPJ+TcuMzlauc46XZ0m0fLBezIJLhYAeiVuJGDDtxV2ewfvnsni3jr7utkGfu4yE3Ht5ElQfv4qkC+TtGRiJIE90qa1Jv0qHqF01cMtSsmFQyQxuRT7fLdAIteQ5W8dcnElFePZ5nqTEl37Jf6cSbDv81XgKxc4HoKyZCqz/Fgfy7u5SBm8z8/jaGu50WY/92eYGC0WJsG9MQNAJjYr1ykrN5xjm1sOFyPOjHbKlKlnjvWQ3IWlBFW1Dgz3kgAflvQCz/wYx1e9BXztEnB3lbbqTVHGqtnm4tHZUZ65TkWBr50Hyg2Bb1wCHqxzXKXjrMdAhtnKAZ3Bu1BhW3JJjseRXo7deFgu2MV51t62OGZ/8Sptnk1wnC1LWbxcimNZtXcgw7FXb7Kf+6WEmoqi6UkBa7tsy8QAMJKTdaj5iMjcC57nYbTHR9gWR5KHrgv0pLkIclj2kYiioz/H+/nclX2S3O0C3zkAv6u3mOAxFaNdfu4yz3AXq0wWd20GmOjV9QiWPZBmGxe2uHiUSdDv9vLMMn9hnM8qy7wTR9nLG5RY7JY2MzAweHsx2s+kULdXdPbyK9PASN+rrpmBwauHGh8fLUu53iT/Pj/v8WFIt8FzQ7d0lcoZFJSwchwfQnDCOdLDyeKHywzFzCWBr57XYa8AQzPbbU6C/+cHQLHCifnnz3DS2XZJiO+vc9KZSQJnR0hEBjIkMat7/BeLcJK/V+ROWbHGMNZUHOhJMEt5LsHFgUycGYPPjPA6W5AAzQ7rnbatAvDDh/wD1peRkmIu8N07JAXvnZXnw5scyAcl1u/qNBcZ7q2TwMcjfPYP75OMj/Yxk3SzRbI9kAV295gg6vIkMPOWSwE1G1VcGPAx2iuOQpXjEZK3agMQFhCxmFH6oMLM2fsl4INloFAmiZ0bYt9sHJBQTc/rIwcpGV59aVKHny/vMsR4KCePMTRJqJIxErzDCp99UOGurO8DP3zA79JxH1t5lu359JVaA/jKeS4UlesyMV+d5Q33aCmrUo0LQXfW+Oymw3FjS4LacnQItQoFdxwf64dMshWy2Z6tPEny5+e5G9xsAx8sAAM54N152iCTCORCAO1XqZMcq3Powz3cuW05LGNFanunYtSej4W4S11v8ftIGBiSeRIGs5Qae7wt7RmhnFvLIWFvu1w0++p5YK9Mgh0J871QbXIBLJsgscwm5G6yy4iBxW3aJBqWWt9R/tEs5oH9Io8FXJ8B+nNceFjYYltnhvj/UE4gnenDZl5gJ88d8mWZoC8RpVRXvsJrpwd9lOs86xWPcOf56hT7d7yPIe7RsD7z77gs7/4G31XvzNFeqTgXFH6yQHsFfaXR1j49M8QFhHIdaLe5AFJv0I7nxhglUGnwmcovD0r0pZMkBg0MDN4+CAGELb4vlE63eTUYGBBC8Djr9ZnA+HgBseCGdBs8dzxJukrJioVsTpxvrfDzrJzwf7BEsjOY41+Dw6qP/aKNP35AwtJ2Aa8ObOQ5sRztBX76WJ+hdn3g/32f5KLlkNBbgjtcWzsk3NdngR/cZ3nZBCf0C9tSUmydk2zXBW7MAd+/RzLVkgnVLEEyHYsA37mtCc9+mXIDX73ASffaAXe9vnaRslJqUrxfovzTF8+SeNWaDLf9aJlEa7SPZC0WJmnY2mNI/dUpyjF9/z7tZaSAjvtZLMIztgp3V338+DFJy+IWs8gD9KGfLnDRJhGlj6jd4s/PA/UC/aHt8iiDkqrqSdLPKg2p7dwgCX5/gcSw7UiJsi36QTJK8vr9+/Qz16O008oeV1C38nzGyh6JrSVItjYOuaj0/gJJZ00+Z/2ACzY/fkT5vd40iaBKlrWV5/9Klk8R7turemdjcZdE+sIEkK8Bu2WS0Buz9NupAdFhvx8+YARAvqKTen1hnuNo/YBkXID+v7zH+kVDJMjrB7SHK/MdOC4Xv9TiQ7HGHeKrU1xYWtihjN4X5ilRBugFqdsrPNeuFhZySYZrV+osA+D4+vEjjp3z4xxHqt8aDdZn65Dl5Cs6gePn5ijNNZIbweoWF1feX9DjvelQMeHGLI+nfOcOfw7ZJLg/eQxMDuijC+q9lk1wDGcTfN9kEyTCizu8d6JPZsaHPsP//cB1bZfPXdjmcxyH7yEA+NoFkv4/fsCFQQBHWfFbLQcDuQjKMnHbaRKDBgYGbw+OSSJJGMkwA4OXNz7MmW6DlwYlgwNwYrkUkAY7Sfao0fJRbwJ312SGaPn9eB/vzSQ4IbWkBJKS/gqHgEqTOrnwpexSjWHkA1nuGsYjnFQ3WiTqRxJGvfJM94CUFGrzO19muFa62rdXOhM6OZKU310FLk3orM8fLvF3gKQsEuJk+tYqyf9BSdthtFf/rDITB2WoBrMs10gBPR1BOaetQ/oDwD5UklNLu/xchSi3XZK41X2SsdFeTYoAnSnb99lPQzlGHwC8L2R3Sr8pPwXYl8FM0luH3OXeyvM7+DITe5M72cpHm21NtACWp/xkv6glvBSCsnxBWbRYhP7XaNKfl3bkUQWZ2Xtpm/cqWSxlv7CU8VKyYbbgWD0oyyzh4nj9omGS7mJNJ/Iazukw6bBMAKeSsi3tklQO5/jdzSVGmmQTfNbKbqd0mbL32j7P3GcTvF71xeQgf5ZH0VGuM1+DkmJTY9ORi3SL23yX3F4BhnpkOZJwK7mxeIQ2UgnflqREmZJIVNJ+wfdapcF6BX9X77hsgu+A4O/d16k2VepcIAgmVLyzpnMWbBwel2lUZbztEoMGBgZGMszA4EkwkmEGn0koGRyAk8ighM5JskdKoqckQ1vVZFlJJkWkVI/KUqykv4SgYzdk5mP1uSV4b7GiE5e5npbsUjJijssQ3FpDJ5QCQDkqmSSpWA1kdha6boUqw5cV8hX9uyrH9xl6qs5vKzkk1S51TbcMlSLgRgro6QjKOTWanfJyXoC4WdDScerzRlNmN++Sw/I8HJG+aoM+VJbfK6kr5SrFaqdMlOPqe9UzwrZAsyUXASA1pV0tKWdZfOZJknWqXsEkf0CnLN+RLJrHsgV0Rn1VDmS1FBlVY07ZT4VHK6jwc3W+W42dYP3CIflcRyeJi4X5DDUOfb+rH+TxDUvo5HdhmQm80ugw3ZG9602pDmB39kUizJ19hbarbea4AdUASeIrdY6zUtU/OjMftKcah+U6FxSUvcK2lkhU0n7B95rKZh78XbU5bNO+wd+7r1NtctxO3wL4XonJjO3NZkduto4y3naJQQMDAyMZZmDwJBjJMIPPJJQMDsDJYlBC5yTZIyXRk5ESS2qyrCST1HlsJYGkpL98n6GyManxqz73fN6bTWkioYjvkYRRk5PdWotk2QrUC77eocsmA2TD7wx7rQUWE3pS+ndVjhA8860Iv8pMrNqlrumWoVILFkYK6OkIyjnFop3ycqofUnH6iZKOOyKIUUlYu+SwLAtH7CYZow+l5fdK6kq5SjbZKRMVstHBjGJRoO36iEY0uXQl0VKScp7HZ54kWafqFdz9BDpl+Y5k0SyW7UNrx6tyIKuViskzTaFO+ynyp6Ck+KJhHRLdXb+2I58bCixktPkMNQ6F6OoHn9d4PseQ4+rFiFTsOKkMWXxPCKGTiKm+qLW5c60QtrXNQrYet0JuhafiHGeZpIDj6XLUNWocpuNcbFD2artaIlGFgwffayoCJvi7anPbpX2Dv3dfp9oUsjt9C+B7pSG1yaPR44sSqoy3XWLQwMDASIYZGDwJRjLM4DMJJYMDMPR0JiANdpLsUSwiEI8y8Ycl9K7v+gHvLdWYbdqTCQ+U9FfbYWKo4R5OmustnfV8r8Rw73pLJ+CyRUDCSEoUre9JSaEwvxNyp8nzWc7lKf7s+wF9XsGz1nfWNBG5NsPfARKOlsOJ8tUp4OYik2opO2we6p+VBm9Qhmq3yHKNFNDTEZRzGullEjGAfagS4c0MAuko+xzQNp/sJ/HbPERHBmilCS0E+2OnwMz7gCRubqf0m/JTgOUGF0pGe5kob6RHkjwhNcejDDlXPhoNM7mHwoyUI5sd4lEJJeGlEJTlC8qiNVr0v1iU/jwzJM+AS1I5O8x7VcJDZb+2lPFSsmGuz7HVl5Z62P7x+jXbbF82oSMytgvA3Ig++64iRgC2JR7hNW2HiUxKddY/FeO4DEqXKXtP9DO8vljj9aovVnf5s4pGT8d5bn5miPepsRmyOPbnhvkuuTzF7Pfzo3yO52u5sXqLNipVtb2KNS2RqKT9gu+1VIz1Cv6u3nHFGn0k+Hv3dapNqThJeTCq4dIkk+/lkjwe0S3TqMp42yUGDQwMjGSYgcGTYCTDDD6TaLR85BLAtWkmTWq1OcHeLXLyHg1R4zqYtKAv6QOugz/9bhgHJUl8wUy/gxktL7a0y/l4JAJ8/RJDQhwXeHeOWcZrDRKo4V6G9r57hjJR9RZ3xd47x7DUoaw8Sx0jufjaRZ4bXdnhzt3UgJT/SQB/6nNMbpavkECdG+cO3ztzDBXtSVEK6ecuM7u1Cm3uz5BkCDDBW1+aRO/hFhcQvnJByh05fN5Ahp9fnGAWZSW9pqSFBHSWeAAdGb275ao+CxPwZLoXlbpANNIpxxW0Q9shifzmFfZFX4rEyvXoF6k4dwE394FzI4weGJJnnKNh9tG9dS6wfOu6PpPtOLyuVOfuZzbJRBuPtoBKjcm9VPbxZIwE7U/cYLh4qc5z+RNSZz4cFgjb9LlH25JkRoF3RkmwvnCWfheTu8OjUrLu+gx9IBzmc4o1ZtqfGuDnLYeJ3vZL9O/LU/IMeYi+nk2QuAswydi5MfoY9ez9Ix8Z7wd+Mc4w6IMyCenkAM+ij/eT9D/eYlK1dFzLsrUd+vRglhm2K3XaaaKftrkvpd6SSWBmmPVa2WUI+OUJXpOMMRlhOAQMxphh/dEGw7oHsiSofWm2J2TzvHijzSRs23kuMnzpLIl8tSGTFPZw8W1hG4j30E+mh/gemh0CkqEmUokwtvMcw4vbtFEyBlwYY16ITIK2LcsjC9EQcG6WdW9sy4WTOH1CHacJh5j4TJ29TkT4rohHZGb2BhPRwWdGe5XpXtgk1L0pJvMrVGQCuQmSf9V3SZnL4kvneAa83hDoTR2XkDMwMHh7MdoP/NI1vivrLb5/5kaAYSMZZmCA0X7O9Q6rgPApddyXBAaf899QQ7oNXjiCEkbqZT89yOzLsTAJ5b6UdVrYZobj+VEfjgMsbAvsFSzk0iScC5uc1K9GpF5wkrtAX79MImNZJNgJKVPkuCQrQnAwJcJAKE2iMNLLMF7hU6LoRxsse26ExOKjZU5+E1FOklttkudsghN7lawpnQAuTJJ8//ghnzs7TDKQr1GWqtaUMkyDJBiDOZL4794lYe/LcEfP80hyJvs7Q88fbOhJfCQEOHkfizuUw/IAnBnm54s7JJchm1mNcwkfBxUtbzQ77GOsF2+kjJDj+Fg7ELi3ncPjIoliOu5j81Bm1wZ14etSaq1YITm6PEH7rx1QcimToO9l44DVT/mqhS2SwfE+nome6AfemeGiyvsL7KNcihnPpwdJgrfylJVyfeDMEKXKHm2S6A1kmZhMZe8e7+eu6WAOuLtOAhuygXOjQG+GZLbtkJAJS8pyudSU7kuT3DUcAD4XAG4us5+FYD+P9nAhaiMwzo4WsTIs9+GmlJKKc3d3dpjtarkkdaUaSfPVKQYr7xRJqqsNLkJcmtIZ+L9zh/U9O8rIi2ScRPDRFv9XfTGUZcKvbII2CYcExnr9joWhtkO7Oy79VyUNHMzwXeD5lC/7+mUZdu6wrgdljotSjTYI2STIfWnutu8VSbIn+klcmzLs/doM76m3ZF9lmHyu1kpiahBIRkiUf+ka+8JxOd6TMb4Dqi1qn4/kWIeFHS6SzA2zv5d3eC7d89mvjSYXauaG+bnrA+8/ZtRNyOL7Jh2nLRJRLtzsl1m/lT0uTHz7BssO2fSBUl0ntPvpAkPWlO6u5ZQxPNiDRNQEshkYGBAqwieT4JzlzZsBGBi8OAjB+fd2npKc8RiQiz/9vo8LQ7oNXjiUTJhCvcVdxEuTwPSgwPKu3/E9QKK6ti8TQ7UsDIYotZVLcsKcTQJ/dBv48nlO9O+skRzcmNUZoQtVTrAtUIoslyRB+KGU+ro8CdQOSYpur3CSHAkBEMD37nEnyXE5MV/c4Q5jscqw4dV9/gxwl3FllzJFnk+iVqxxp/LOKj+rNljWToGSY6UaSVCzRYK/ISWWLkyQ/LUcyi/d3wDG+ni9LTMYbxyQjAjBHS5LsP3jfWx7IkqS+dPHJIlqx7Xe0v3wJsoIKT+qNjz0p7iI8cMHMkmWPDf/s0Xu/t1dJZkp1RnpsLonbWhxIeSwQoLyeJM23S/RJw4qDP3/YJFSUj+4J7PXg5nFdwrANy8zTPvBBp8ZsqlN/f4Cie9wD38WIFktVEmwvnyemTCLVZncStAvL0yQtJVqJKZKbioZo+893GQY9dIO++2jFdZ1IMNd5J8tsC2tNmW7FJqOlJtqUkrL86UElgssfsjdXN+nzQCOj8MK5bpcj6oB6mz12j5tfGGctlEJBt9fBPpSHi5MWLi7xvJKNRL53SKjWu5tkEi2Pe7GnyT1dlDR7wAl//e9e1p2q1gHvndfSwsWqqzbOUlQ98vAe/PsZ9ejDYNh5Ok4x6fr0Ra2YHv3SsDDDfb18p6PzbzAO3NApUR/m+hX2Ut1fS1ByT+l3a6wldfvLCUfdnuVO+M/W9CZ5he2ubDTlKH37y9wrNuWPs9+WNF5J24t63clACzv+niw0Sm5CNBH768D41kLU+Yvu4GBQQBGMszA4HQcGx8Vbn4YyTCDNwpBmbBuLO5Qmqj7eyWf02yTPA/lBBYDcjqJKD+PRUg2z47pzMSL29zBVNmdtw71uej5EeDemt5Za7T5jKUdTUjG+1iGJzMSB7WBV/a4c7UopYfiUf5ryAzUy7skTQIs5/YqJ9JHGaTlaKs3OTmvNpisrdnSkmhLO7wX4M+JKIler9y9UxJElbqetCtZp0UpJxWUr1raZV2zgcRSb6KMULcf5aSPhEMkYH4gyd2yjCRY2WP0wFKgv5T8m9KyHsiSJHoyQRh8Xn9pktJVkXAgkR7kwkmRRE3hSK7K1+eHBWSW+iqPKcQiJETZBAmpLc8Tqz6vt3m+W7VRST45LstY3CFxXdoNZMqv0X/Urvt2oTPTuKrbzSXaCdC+Ap8EtdHS11bq9J9yje1RmbsB2qDc4M73SI9OIgYA2YQ4Isy1Vmdyt8Ud7nYv7XRKkj2pb58ouyX9XtVN+fxoL4l3s01SqzKTQ/pEtcmFrbIkw/Eo7WpZ/PdoExjrZYMebWrJsgfrnZnQAf3eice0fYLvrGDGe4B9Go/yPbRX5DXtrozi6t79In0n07XCHpRRXNw+LrmobOX5wNK2QNNkLDcwMJAwkmEGBqfDSIYZfGYQlAnrRr1J4tv9fVA+p+0y7FJNZJV8jyOJS6HCMNqj3cg6iZLK+t1oBrKiRzTBSkT5uSU6J8lKWkglSAuGYFUl0a/UedY3ZMnM0HLX70iGSWYNLlRI2JVMU1BirNHi57bMLK1IWlDKqSIlihotnYRLSRCp9gE603GlzjDioHxVpc6yg0mY3kQZoW4/CoVoB0tokqdkqJS8WrC/lN8ovXUhGAYdDR0nQOr+w7JcKAk4gS+fE9RFDspVRcN8rrq25TBCIWTR96Jh7QtC6D63QL/tlo1yPdavIgl20Ffbjl7IaTS1zwYRsiW5lG1Q2tPqHhH4C+B4OlFcuaYzlQO0gevooxs+tF2iYYGSlNDz3M5M2kojvNolSRZEd98+SXYr6PdH4yXCf75/fDwDtKPnyfYG7NB0tJZ3qQYkovyyXNeSZdXGcZvagscZorb+LnxKHZUNoiE+s9HulA4LXqPGbMjuzBgPdMoo1lvHJReVrTwPqDU8tNsmeNTAwIAwkmEGBqfDSIYZfGYQlAnrRlxmg+7+PiifE5Zh0epss5LvUSGoOXlWM2TpM9Ctts50HosG9L9l0jRLMPzakyQtKAulpIWE0HJiCsm4TpRky3qoHWxLBGSYfJlJPUUioGSaghJjsYgk3B4n8T6OSzmlpERRLKKzQCsJolBg5CpZp1ScO41B+apUnGUHdx/fRBmhbj9yHNrB8/WCgpKhUvJqwf5SfqOy0Ps+k6c1Hb0LrKDu701LUhVwAkXYg9mig3JVzTafq66NhLhA43j0vWZb+4Ii30q6rNU+LhtlW6xfKkHCG/TVcEiTvlhU+2wQjsuQZTUGVEZudY8fIIghi37m+/LMnwisN/iAHSLxrzXl575qs4+MlNCz7M6FKpU5PdklSRZEd98+SXYr6PdH46XFf0IcH8+AXFyzZHsDdoiGdIbzTAKoNfllOq7D6pOx4zZ1fZ59b7r6u/YpdVQ2aDp8ZizcKR0WvEaNWcc9HrEQlFGMR45LLipbWRaQiFkIh83OlYGBAWEkwwwMToeRDDsFf/AHf4Bz5851/PvVX/3VV10tgycgKBPWjdkhShN1f6/kc6JhToB3Cj5mA3I6tSY/b7QYBvxwQxOruWGe/1QT79FePaF/tCXPz4Z4fjoW5jNmhjgJ9nx+PjustXfV7ijAZE6re7LeMRLrepOkOGzzvO1ekZP49QOeGXe9gFayJDiJGM+KJmMkUtGIlkSbGeK9AH+uN4HhHHddo2EtQZSK83dAyzrNDTMrdVC+amaQdS0GQmTfRBmhbj8qSB9pOySVauc4bPPz3QL7a2VX2kv2V0gSHiHoO3tFvRAjAECw/++s8gx/q925KxmyeTb37Jj+7EiuSnCXdGpAL6LkkgzLbrToe8UaJbZcT+pyyz5PRBgirtqoJJ9CNsuYG+b5/pnBgCa8JOKWYMj3cM/xHdJSnZIXajdf+QqEOl+tr03F6T/pBNujNKoB2iATY8KyrTztrOxSrPm4NMmfE5HOqIq5YYbjzw51SpI9qW+fKLsl/V7VTfn85iHP00fD/ExpcEP6RDLKTN5pecyi3pSLEXJ3eH4U2Dhkg+ZHtWTZufFOzW9Av3fqDW2f4Durm/TPDfN58QiPM0TDxxd61L39WfpOqWu3PiijqOTKgpKLylaWAGaGfUTfsEU1AwODFwcjGWZgcDqMZNgpePz4Mb75zW/iH//jf3z0WTQafcIdBq8DlGzN4o6cfEY5iVSfq/8fb/LsZTTEz4ayPJ/pOh6abRvfuESCbSVIXN+ZYyhvs81s32fGuHPXlyb5iYYZPhuygP9nkMmJIiHKgN1ZZYjomRESoM/NMYN122E2869eIPmtNYDMADCQI5GLhlm3TIL1zaU4ke5JAZ7DsNx3zjAJWzTMZFe1Jkmz65MYOC4n/z0pmSG9QdI02gfsF7TubyrO/225M990WO5wD9u4vEu7hSxgcpBkrtSjQmWZnCmXZHIwxz1u9zcNY71cALnnRZGOsQ++dI4LISpaYGqQPnZpUh49UP0VZ+IzX+5Snhlhgq54mH4ZC+m+rDWBz8+zr752iYnA9gv8/toMyarnMXP3wpbcgY5SGu7BBvv683M8Y9xua0m4ZptJtZZ2A9nLx5hZe6+oieKXz9P3WnLX/Pw4d8u380xO9s4cn1FvkiCO9NBX+tJcyHm8SV8Z7dEk76sXSH7DFq9Nxek3tSZtuHlIv8slucjjeiSrj7f4nL4M25uOA188xyRr1QZ99uyIQCpO33ywqXd/JwbYhs/P0XZKkqxbvq7R8pGS/rpf5DjNJIFvXaPNivVOu9SbXEyb6OeO79Upkupak+1tObTRwha/H+4h8a00uND29YvAyj5J8+wwF8uiNhCZFUeh7OGQXChI0mZ313UG82vT9L2BLMdgpc7r1Ttrv8z+arryuIesT8hmP58f48LFXonvuiNfjNLmEZu/c+WGYzkR1nJuA2lAjANVKRP2cENHNMwOAWg2AGRf9vA0MDB4jTHaTxWEtquj7CI20N/zqmtmYPDqMdoP/InrnDvZgvP1WBgYeM7j440i3QsLCzh79iwGBgZedVUMPgbCIYHpQWA4d7JetArZ7U2TEAnBcNvxfmCox8f6xj6GhwfhtAUn8g5QqzOLdzrByXm5QU3jh5ucqI/2MnHa2h6wfcgyZ4ZkeGaUWc5bDifNuSTliaYGOOFutHldb4r6zrZN8jw3zF2uBxtAbxK4OsMkSbeX2Yh3zwCzIyQGxSqTpdkWJ81Tgzxbe3OJO9uzQ3zW/Ah3G5Xe8GgP7ylW2Zb7LT5/foQhLo83mAyuN832DOfYjp6klGcaPa7TPfEZ0ekWkDYaiGFtnwnLLHA3crSXhDAS1hmg8xVmJV/eAyb6SNryVS6M3FxksrWWQ1Lbkgn1VNREIgr85DGwmwfOTgCfm6FvZuLMhr6dZ99nEpTlikf4+9wwf45H6L81mbeg1uSLPB0DvnCG4eu2Jc//+uy3WITXLe8yUVY8QiLdnwZ2y8A7szzLHgmRrBcqXDB4vM22ex6/H+nlhGpxixnsR3pYl3KNCzI+SERLVe6sjvTweYs7JN+FKglkKgbcmGO9AS5UFSrASB9JvG2R/N9a4YJUKsbd/DPD7KdmmxO8hW2pCZ5hMjUVnj8/6sPzSEDvr3NsnR2lTy9ssu+iYZLSniT7aqyXC2rhEMvfzrOtlMOT40ceSbkwzmclolxgWN3nIoLrAXND/IO6X2I2dgFgbkQgG6NtsglKDP5kgW2YGuD4rjQYPbG63yl9GLG5WHBQ5iJQs82Fhv404IaotNBss28uTbC/6y2+A2ot9vuBbO/SLv1sIMt33EGZZP/MCNCf9pGvMtmb5/H9d25MKiAcyKztXgp2QmC8z38jpQENDAyeP4Tgu+yjFb77M0kuWBoYGOj8S/fW9fi4Mvn8n/PGke4vf/nLr7oaBp8Q3VJBCt2SYgAn4r5PslTOb2JuahB24ri8mFfjWdN8mYRWYXmXk/PZIRLylsP/35sH/vgBidZPH5M4ZBK8t+0CN2YACOCPFqkVnK9yF80WDDO5tczQzsQU8HCBu1WWnNjXWsAHC5xQ31zWYemDWeD790kCPJ/k5//e4a7nxgF3xhwX+OYVZkoc7aM9QrYm1B8ucedwq0DC8niLpPPGLInAdoHhyNODx218mt3fNGzkSbLur9GOhSoJ5HaRtryzRtLrysRZd9Z4X8hmn/3hLRKkgxLJ7lYB+NwsSdLGAV+6jRZJ8v0NTkgaLv0kYlMnupritTeXuJu5XyYBvLfGflnZ46JOyCIZ+tFDfe48ZAPLMRK4h1tAtdZCJMKOuT5DYtWdkXr9gCHlawf6nG/IJilc3euUg/vJY5JA22Lb8xV+l4jR/zJxhi032/SXq9OUyouGSSTjUfrQQZkE/MoUd2bTcU7Uckkuhm0ccHd3boQk77DMfmhUgD9+CFyc4MJAMg786AHrfHGCY8MHF7CiYfZls03S64P3CMF21Jq0q9OkpNbFCe7+qjE+PcA/jsoW4RAXqcKhk8fA8q6Pe+vafpUG8N27WgnB84GfPPJwfcZCrcn2LQT6YqdIv1A2BzqlDy0L2DzQEl4qqd92nooHtZZe5Ks1uVu+Jo+RZBP0t+kByrfZFhce7q7x/ROR+QhurdAn763zXRWyWd5BmT61vCe13sNR3FmlLd9EaUADA4Pnj25JpL0ifzeSYQYGx8dHvUDloOc9Pt4Y0u37PpaWlvC9730P/+pf/Su4rotvf/vb+NVf/dWjieuzwHXdZ/r+ade97nhT2tF0gIUtoZOMBbC4BfSneBDadd0Trx3MMVR3aVcnqFLns4s1kovxPn4/1ksZr7lhTtCF4AS6XNeZxLfyJGYASV1fisSqN0WC0pMiSd8raY1sz+fu1Z1VnvddDEzWlaZwRhKq0R5gq+DD94HlHV7fdEg+bi7xHPgHS9x5a8vsyrUmd3CVTvPCtk4wtbAFnBkl8VncAgaz3gs9z/lx/Mq27adec1r53Wg6wH5JYG0fcD2BahPwZSYvzyf5GM4xuiCT0HrJAEnjww2d7T4W0dnHG23arlgjqUzG2N++r31maZck59YyQ6sXt2VWcZf9sbRDUqSySqsQ9tur3E2ttQLZ9mUm8aEssFhTydR8VBrUhLTtziRbng/cWgWm+lkvgJJ4Szt8XiyifbDSYLsHcySNns/6r+zJowd1LkYoLO0wAkNJpzku/VXZZnGbO8+35CJXpa4TyMWj3G2tNQMJAuHDcfm8iT4uYIzKowyPNllPVy6WTA2wvKVd/floL8efIsHqvLTjclFgtI99DPA+ZdNKQ9vhpDHQ/d7Ixtk2x9XSg7WGtsmZUfaH6wVk0U6wucKjTYa6qwUT3+cueLPN4zJLO9qPPJ8+d2uFNlDPHM7x/7bLowjKDgIyCaLg4t3tNR6hiYVpx1iE1y3tcBd9dU/2U8J/6vvgeY7P7u9f9787LxPGJsdhbHIc3Tb5JOMzeH8Qh1Xgw6WTol58udDvoTf5iR73yvBZ8SHTjlePTzo+PskYfWNI9+bmJur1OiKRCP7ZP/tnWF9fxz/5J/8EjUYDv/mbv/nM5dy6deu5Xve643VvRyo3gu2daEeWcIUigI0UU3nfunXrxGtnB7PwfYsyQV1jpu1w4j8gjzcmopyczo9IvV6h5ccA7lY1WnpC3XL4mSIjpSpJMgBUCgHJJp+7iYUKJ9eVXV0HAS0bVakA0UFdzUoDmAzLJGuWTpZWqbNcT076lXRZuc42tB0SEs+TE3PPQSFfRhHAWqqJSmHrE/TEx8Oz+NU777zz3MpN5UbQqOVQrYUBWMeyO1fqQLjfx37Rg+v4OCw4aLeYjaovmUaxaiEcstByOpOHWXJ3u+Xo7Ocq6VilTgLk+6T3xaqA7/koVT34niWl5wQl5sB+iobZV9EQ/SGb9OHJjGOuJ9Bqk+D1p8l+221qZXmujXIViITacFo6i1YoEke+YmEs66GQ5+e5WBz5Eg9O10IenFYdoUgcjYYFGzYGMwJthyQzERVY35ca5U36c9Bmiaj222rdgec6aDQstsexEbYpB+YDaHk4akvEtrDXAFxXyPHoQ0DA85lnQYVqxWQW7VJNJl/zfLQ8nQyuVBXSl33EwgL7RXGkAe56PuB7cD2Bck3A7wHClnd0nw/AdX04bffIDieNge73Ri4WR6kahqf6MAJ4vqqnB3iA6/io1XRfnGRzhXAkjtFcCPmSBx+AZdmwhAVAHEn5TQ3Qj6SpaPMc3235koXBjI1yjfWJRQR2i1oL3fN9+L4g0S77R4ndWg5t1naAsgtM9ntot10IAPV6E5Vi/Ynvg+c5Pj/pdW8TjE2Ow9jkOJRNPsn4DN4fxNDUjSdKIjVbAjcfffCJnveq8VnxIdOOV4dPOj4+yRh9Y0j32NgYfvSjHyGbzUIIgQsXLsDzPPydv/N38Ou//uvPvOJw5cqVJ17rui5u3br11Oted7wp7Wg6wHpFnKjlnYgAYyMuHhS2cOXKFTi+fexaF1o6KKidDDDUVJ2TBfh/T4o7TekECWtQfowTXp2VORKS52Tl7qWSfHI9IBKRkk2S/NUaPMOpJMeUbrMKm3VdLQGmJv+pGH9X0mO9af6eiuus1ICWLlNyYuGQJuTpOOBbIeR6epCIABPjPqLTXWmNnyNetF+dVm7TASrrAskEUKr6CNmdMmipONB2BFIJG3YI6M2F0GxzW9a3GJpca8q+COz2qj6PtHRIcDiks3zzfLyAAMsQlkAmaSNfBSxP93elEVgosVjfXIqk1LJ4v20xYiERA1quDcBFOBwh2beBdJIrp1ZAC8rzARECQmEg18PPQ2Gej663gEQCsJIxeD5QcygtBikz5jmsXzLOZF6hUOdOt2pfLgW0XCAaCUGIEGoObZSM0saZpNSutjRpb7lsR8MBhAOopSRL8Hkq4qTW4ueZhFzQssRRNADAsutNft6Q8njhJtttWwKADVueXRYW0Hbto/sqdamBHrGP7HDSGOh+x4TCvP+gzGMjHgBLCHi+h0zCAiwpj5bQfXGSzRWiYV7fk6EfKD8C+O6IR7QfQZoqlwJCYZbRkwHaso2lOu2k7MDddsGjD20glxZHMm+RkIAH9nUyCrQ9G+GwDd9tIx6PIt0Te+7vg7fl7+fzhLHJcRibHMfzsslJ9x9WffSlxVG0VBB9aSAa8XH9+vVP/MxXgc+KD5l2vHq8zPHxxpBuAMjlch2/z83Nodlsolgsorf32VIy27b9TA7xrNe97njd25GwgbkR/9iZboBJyeJRzvJt20bEto9du1sA+rIkA+q8pycn/NkEwzY/WOJEeOMQ+OI88P6iPtNdbZAQVOokGCMBN1KZv1MxTn5vzDDbeLEGXJ4iWVBnuu+s8cy3OtP94TLLUKHGhxUfF8aBrUPAlpPo6SFmay7XuZv+3lme3Z6WIb/hEHdgE1F5vn2QoazZBBNAhUM8V1uWO4uzI0Ai+nJUAF+UX51WbsIG+jM+HNfH/bqPVEygIHc7LZkkb6fAowOJGPtA+UlZSnr9bEGf6VaIhZk4y5UkqdqgFNd+mWep72/w87ANXJkGwmEm7Lq5BMCmT50b45nuuNRTjwiep748yTPdAMmXkhCb6AcebvGB5GEC6RijKLrPdNuCZ6vX9vXucFFKaK3u6UzhtkxONtHPz1JxoF1h/S6M8xxwNiGl4+RixcwQM52/e4bh+XEpBJGSEnNzwwxznhnkmW4ubPAalTn91oqPRkstJHHXempAn+l+HDjT/aEcn0pGrTfF8PUPFvn55iFwblQmSmzq9oZshsHnkhzLAOt0b10nZVN2OGkMdL9jinUcyW6pM90QPuAr+TaBZLRzEe8kmyvMj/L9MzMkE5kJSc6j/HlygMkXAfpqLExfWtvX/XB/g//fXWOfnZV2UGe6bYuZ69WZ7oZcnCvVuPCmznQL4SMZ54LF7Ih47u+Dt+3v5/OEsclxGJscx6e1yUn3D2SAazO+PLMajBUUUhLp5cwbXgQ+Kz5k2vHq8DLHxxtDur/73e/ib//tv40/+qM/QjweBwDcu3cPuVzumQm3weuJoKRY2+EA6M+cLFbfLT8mLCY5SIRJjFT28tlhTvQdl5PfhS1gqIc7Sl84y89/6RqJWrkOnJWyPfslTph/4arMdOySlJ8bY0KzL50nESlWmYhqaYdEOmQzM/WXzvNs7vVpTqpDFknB1Sm2ba/Ael6XCdviYRKlvjQnz++eAZotZofeOJBSQhGt25ySxGh+hMRGnUk9M8yyDoo+ILRmtdppB/DUDOYnyTl1f99sCSTTr2a8jfbQntk4dylX9tiPEwP8//w4s0UP55iN/NwYz803HZKdX7hKkjI7JI8OCBKv2SGel723zh3hvjQTrJVqQMQCerLs6+lBqY3u00frMut02wF+6TqJdqMJVFvAWB/r+eXzPINfqVF27sIE5ckiYWAvb6Pa4uLLUJY+n4jSt6t1Pmt2mHkFMnEm9ipVAWHz/PNAhj5abfK+GzMkYvkqEwYWqrRXMs7s5Yvb+mjDaC+/vzxF8tuTpj3rTfr5pQnuuvbKHAZ/8gZJn+ux7sM9kgzOAIvbAjsF+uncCH01Lnf0/+TnmNU7agN/6h3u4lZkRvfhnNQqDwGPNnBE3tUiwF6BWbnPjHDhqtoEzo+yHoM5jpt6i4tlKmN8LnHcbxotH7kkFx/WDhj6n02wPocVHuso1YGxXoGUlKLLSFnC/RIX1mzBRZG+NMe869Fn+tJAj7xW+CTHj7fYln6peKAiK1yXiz6DOb4rwhbPedebwMVx3nNjlm2vt/j+2pSJFlX28r40cGkKeLAufb+f/ywLSJQAEQHCoonLk+E3VhrQwMDg+WO0H/jFq1zgqzb4Tjk/TjUKA4O3HUoyrFCjKo4HzoXeWsmwGzduIBqN4jd/8zfx1//6X8fa2hp+7/d+D3/5L//lV101g08JJSk2kPGxlSdR2spzEj0zJBCNJY9d2y0/5jg+0gnuKoUsTpT/6BbJcW+G2YL70pzMluvMKlxvkjwM5vjM9X0SlLlhEocvneMzHZe7Tz9b5I5zOs5dqaI8431thgR3rwQsbwNj/ZzUnxsjKdspMAlXOEzS1ZfmLtq9Ne6wR6PcxdspMmFUUsoWjUmiVG8A2RRJX77K8nJJTsLP9ZLAbB5y1z8RZV3hk4BNDdIeK3tsSyIKzA77GOvFkZyQ4/hYP5TPain5JX1N8PtaE2jXc4hmX64kkeP42Djk4sl+voFcOoF3z5DECJ/h2fEI26rq2nb1Ak42wUWMjUPaPBlj/5wZZZI7WxLZcl0TegD40gXdt/kqyZeSySrXgKkhYLyXRKnRIlE+N0a/vL/OJGqjPUD/NElXu82ssbtFwPI9XJu2MdoLJOO043ivj5DF3fhijZEVo730u8EM/7Ucku+6DMdW5/zLDS4UbOa5a52MAkt7vDYZ4+7qu3MABG3jOCSym3kuXHx+jiR0K8/xkU7Q14p12vmwwmMQySjL2zwE8iVgYsDH1WlxlGeg7QCLu7TbToELR5k4sL3BxYTeNAnlQAbYr5AoX58GHF+H9X9ulu3xfS3hl4zKHeSY3JkP0x+zCdra82iPC+M+Zob4/KBfD2Zpv6VdJlzzoLN7Tw4A9bqLRC6EtsMomHqLCwuT/ez3/RIX0ib7uci2sgfcWeH4vTLJd8JAluPS8/l+WNymT9k23xWFKt8zgzn6TzTCz8MWYGUohXhliv2TjnHRw/Npbyb6Exhp+ZgZhDyzz/q3HMqgeR6wtXmAif4k7O4teQMDg7cWQnBxLrgYZ72cP98GBq89VB6a9QP+HU7E+Tf4eeONId2pVAr/9t/+W/z2b/82fuVXfgXJZBJ/4S/8BUO6P0PYK+kwTICT3jurwHj2uO5NtwzW+iHvHchw4vnduzgKPd4tUqLraxe4o/Voi2emswlOaP/XhzLktQ74Be5kffEcJ+YXJlivO6s6nLPtctJ/dRpYkDJELUdLHy3tkSCcH+ckfV+GM3s+ifF7Z7naXKxyFzbSALbS3DFvtTlx3ysyRD0ss1mXGiSD04Mk7IcV7qy+M0did2eV391cBiAzPzseUF3jLud+mWfkhdBh14pwdEu2Kbura7q/rza8ly5JpOrg+0C71UTbS+DRFnApTIkohW5Jua087TSYA753V58DL9ZJNr96AWhngcl+ge2CvrfaIOndOCQJarZpf/jAH97mNRGpmf2/PyJxyibZxx8sSpmoJu2+XwKwTqL5aAs4L0n5/n4FD6wehMNc7Am2Uz0f4HMvTgA/esQdaEsAhQavi0V4XSTEnVy1WDCXpHwXQFK7VwL+723gG5d47vvWcqd9q+vcMb2zykUmJXMXCckw+Qf8uT/D+ihJtaYHPNr08f6iwBfOALEo8MP7DLlW2f4jIZJYgDbaPKSPtRz6clDqD+CC19wwFzlUwryHGySzQgA/fQTMDPNIx/lx4MePuXsNAWR84IcP+HMypv1W5W34zh1+nq/Qjj95zHbcXGRo+16R418d2c5Xqcl9Y1ZL0JXqXDDzfLanUqetAODiJN9LQYmytpSW2zxkPy5u8+fz43xnLW6z/A8WuaCnFA8A+l6xRjtcmmS9TpIAVL+7rodq+RDAJAwMDAwUuiWRFIxkmIHB8fGRr3Gj5nmPjzdqKXx+fh7/7t/9O3zwwQf43ve+h7/xN/6GTk5j8Eaj0fKxuH3yd0vbAk3n6fdmEwyfvb2qT2V4jLaG45J47JcYAhwOAf05kiBAyw6pLNT31oArMyTsq3v8rtrgDmKlwXKXdjhxbrQYUqqSQ9kWSdjjLZ1xXNUjEubkXWkLA1LSbIdhLVODUmZol9e7MtNz25V63HleDzA098Em6zWY5T3g0dQjCatmm2R+OCfrLUNdF3dotyfZfXEHKNee/H2j5Z/85XPE0+qo6nDadUM54KMlHMt4DtBXao3Odnpe53neJSntFg/Ls/qyyWO9/M4HSVzb0fcubWviBtA3Hm1qaahgGHR3X3Q/P3hvpcFFlpVd+k+lwfqM9TKMvdogeX60GciS36T/Oi536GuBshWyCYYsN9vclV7a1W18tEWC6rj09ZJcDFjaBcZ66K8AieR+ERjpYRtjEZLSpR2dWKzWIAEuy8Wv7uSHvk/CubbPOgX7Q4BnngezLFONG0AvplTl2H6wzroE27e4LTXbqxyj6p6lXZa5mbdQaehxop4bDtFPhnNS6m1HZxav1PU4vr1GPwr6oSrD9zmWH23Spm2Xzx3tlVJgK7I/6+yDoO8pO7ys8WZgYPDZwl7JP8qp0Y0Pl/i9gcHbipc5Pt4o0m3w2UXLwYkZzAGg1vDQbp++uKLuDdsM4yxUOr8X4KTX93X2cdsiiSpLAuG4DE0GSKJKNYaWej6JjNLFDkqMVercPbYslqOGpSV0gibH1XrDEAxTLVRkxmP5vERUJnKTclZClg2hy/R9TXpUSKkA62YJhlZXtIrR0SQfPhcZYmGdoR1gaH3LebLd6/Ls7ZO+bz1hMeR54Wl1VHU47bqwzf48SQu+WKUdg+30/M4M59WGjDiwGFquoPpNPVvZ15VES52lVyjX2Q/VBs8xd7dB1b/7+cF7BfjSrjToS8oXVV0ct9OvAalnLX1JtfckGynNbSVbp8pVZfm+XpQCeE0soslro91ZF9tinYN+qciq4/LYxEl1aUs/D8txo+xh20C5Khe+6p32V4taKqt/ral9XbVPjZWWK98J0O2IR4BGUxwtdHm+fq4laLdYWGq81+W9gotbKkSzVKUNgn7Y3ZflOhCP8X71/ohHWL4lywtC+R7w8sabgYHBZwstFal1Ag7K/N7A4G3FyxwfhnQbvBaIhDj5PAmJmIVw+PSVJnVv2+W52Vyq83sf3C0WQpNd1+OZ2LTcRVLh2AAn5JkEJ+eWDFN1PX2NItGpOHcdPSVpJJ/n+Zz0p+PyHldXxPVZP0X+AS07FQ7pZFKpOK9XZQrBsoISaD5YN8/nJD8V120WQpJ6wZDfRpu/K4IQj+rw6NPsHo+SaDzp+25i+SLwtDqqOpx2XVsmwzspKCabpB2D7bQEOjJUJ2Msw/N4HllB9Zt6trKvLZPndROkdJz9kIzxPHV3G1T9u58fvNcHzyKnYjIJmd1Zl5Dd6deADK2WvqTae5KNVLZtJVunylVlCYEj6TOA1wTJcSzcWRfX01m2FcJyIStka/LZjbDdSeaVPVyXsmr1ppY7U2VbclHBsiD10zvPK7ZdPVYiMsGg+joV5/iJRanHrvpRPVeFkTfabG8qLu/1uQinyH0mSRsE/bC7L9Nxvdig3h/1lj6aEOrqd+V7wMsbbwYGBp8tRMInJ6YF+Hkk/HLrY2DwOuFljg9Dug1eC8QiArPDJ383M+zzzOZT7i3K3ebLk3pCrSbjYZtnpfszJKFtB9gvMAs4QBLTaGlScXESuLXEcNLJAX6XjMkJf4zlzg4xgVMsos+bAiQbOwV+lpbkQNWj1ebZzFJNyy+tHzAJUy4hE6lFKYmkCIDvs/4pmWBt/YD32YJJu5IxhsHPDIKZy8HJezzCRYbRXmC7oDOgA6w7z4aebvfZISCdePL3p2VCf554Wh1VHU67bqcAXJ0JRBwEcGWSibmC7bQkaQ4+Y6dAMnttGkfOtXHIfhPg2eVwSN87O8xdSgUheM55u8DyCrXO8oN90f384L3pGHdHpwZl0rEY67NxyHPQyRhDs+dHA3rwUfpvSMqeJU5IDlKsAefG6S+luvQl2cb5EU2UYxEuYAC8ZiNPfwWA0T6gPytlxob4zGKVPysCnIhxESodZ7mprroEZdXUmfagPS5OSF8f0uMG0CHeSTm2z42zLsH2zQ7z2dkkx6haLJgdYpljPR5SMT1O1HPbDv1ku8Bkh7NDevEgKKN2eZJ+FPRDVYZaBJsfpU3DNsvZPOSzL0/pJHLRwB/42SFth5c13gwMDD5bGMgIXJs5+TtKIpn3isHbi5c5Psy6ucFrg245sHgUmB0EKvu7ALLPdO92gVJNX7/MzMLFKleqrswA/SnucoVDzCBcrHKi+/NXeIa72gD6MiTFLQf4/DwQifCzqQGZMVn+Hg9zAj+Q0WfBoyFKlrk+dXZHengW+P4GsHVAQjQ3QmJwZYrnUx2XGbDHevmMR1sk6YM54ItneS685XDBYHaYZ7ozce6qnR0FBlJAw2F9dorMAr15KHXKU8xonIjyn+tywaEvxXo90e5D+vOBtJbfqrWATDqBCxN4qZJE6lmPNoFwJI5omARmIA0clHw4HsloNi6JMZi8qlgjMUtFga9fYkKuQpXE5vIk+zIVA0o1HwNp9v3jTaAd4jMHcwwDdj3KR4Qt+suHSzzHXW8Bv3AN2MkzMiJsM5t9MspM3ep4wVgfy/jCPElty9F2HEjz+QI4krZa2pEh0AKY6ifBO7q3yXPAw1d5XtsCM3+nY6zjxiF3q794lgT4sMwxcG2GRDlkA/4UM6T7PsO2BzL07WQMWNhk/b9+CVjbZdj0e2d1QsBYmCRxr0gpsERS4N15hk63HSanC9maeNeavH+nwEWnoZyW6EvHSUYfSMmwwRzzJETkkYCGy7pcnNch8D93mYnwrs+wL79whsnOBDguZoe5WGZZMrmc1CAfyADfuCwTpUWY06E3yXPgV6aAZlOgL8U+WNnlzvb0IBfqXI/Ee1XK1L07rxMf9iTpi0NZnrmORQTGehkZ8XiL9kr28vnFKhfOBrJAvszz2jNDrOuXzrG/lMb3UE6+HwbYL5k4y1fHAAToF7bNRTYftLulVtYMDAwMJEb7Kf0oZCSP5wPwgb7cq66ZgcGrx2g/k6apuV1PioT7eUvqGdJt8NrgJDmwsO3j5nr1Y98rAEwPcAJbqjFbswfuPo/1AWeGdNi5BZKYRluea/VIBrYKlKhyXO4sjvbxPPaPH5IgDGRZ1oMNkqgbc8DPXyXJubcO3F+jNvP8sJRqAifpO0WSwC+c5Y7n0jYJbcjm7l8oBIQEdwXfPUNS32hRpzkVBc6OcbcxGgIe78ikWXLnfbyfpOOwzPa+v8AJeibByf5ungmmHA8Y66Xk15Nk2JZ3mRQqGmb7a02gXPaxtkeypMp40RCyr3rTQMIGYjL8/tEWZbVySZKjjUOSyUSUJPPcCInq6h6wukvJqIl+2mNjn6RosIcJvjJxltOT5gsXgvZORknel3epqa18qOWQqPakBMqDPnaL3H29uUh7jfUxHLrVJrka7eX12wUgHgIOiz4ebfLZrTb70gL96twYFwNsS2utxyICjZaPeouE796GPvs/OUCSP95Hua29Eon31AB/70kC2RT7yXF8+D59pCITm7Ud/qGp1KX/VIBSkX0+lKNtbYttVpJ81Tow0gs4joe2Y2NqgIs624dcxNopkCyeHZVh7R7DtFJx4P4mcFBkiPnVKeBb19m/iSjL38izr3tSWnO+7ZAMF2QitJlhEtmwJPiVJrC2B3znNm13cVJHuDzeonLAYI6/w2cis419+sLkAOC6Fr5/n/4xPcT3xqNNJp8bzDKSYH5Uhvl7bFfLYf3ubzBZX08aOD/uw3EYcZBJcEzGw0Chzjb1gn52bkyHuqv+nR3WY7DtcDHhwyX+PpDj2K03ATvExG7FKhf5RnrUuXCB/uQUz/GfENlhYGDwdkLIfBYfPaYqQ0+SEWAGBgYcH7EQ8KXzelHKOyH57qeFId0Grx2Ckjjux3T64L3Luz5+/FCHZwKUJ3I9koWpAXF0nZIWioWp6717QOKszndbFneQ763rhGore/zjNT1I4vyTRwxr/ckjnYG43uYO4fwICchPHnFwv3uGO8u3V1i+kgg6rFBS6uEmd10fbpBQrMqdec+ndi/A72+tcOLfdrjT6PokHsM9MtO2hOcDh7Kuh6XjsmHdtgO0fFXIJhn6/j1+ngjbyKZOLuNFISgZVig0kM3G4PvAjx6S4OZSAYmsJPvlO3e4K3pYoS0ESCxbDsncmRFgt8Syb8zQRt+9R4KcjGnZrqBs0+0V2j0oUwaQYH3/PslgJEQ5sqVd7rqv7gN314GvnNdyXb4PFCs22j59bnVfZj+XycqqzZOfE4sILO74eH+B9VFh6nslRjncXCLJU/UFSPIvTTLyIWhLgLbYK7H+FyeYNOQ7d0mEC1UuBuyVdF2UHFZwXLVaLiIRG5+bZV/8bJH3CnDB44cPWV4kxN+/c5c+HLKZpO27d2mbi5PHxyPA61qSxPq+fu72fe6K7xeB+TFKovngNbUWULwPfPk829pos79/+pj33FvTORVcn5nfL04IRCRRXd7l0RGVfG9tnz51fowyIlt5PusL88AP7rPfcvI9sXHARZ5kTCeX+/6K9qtgn5zUv2oMLm77+MF9RuYM5YD3H/M5Axlg95DROtem+V4qVLgIcVgCtveAbFYchd4bGLyOiMfjT7/I4LmhWxJpr8zfjWSYgcHLk9QzcWgGn0k0Wj4ebx6XJAIYXnpQOlkyayjHHbjVPXmWOsRdumab9zkyhFhlOFYyXmN9vO7OqsyiLkeW4/LejUPuLA7lqLW8X2J5SoIMIElRu1tK9kmFGpfrvBbgLrXvU8ZoKMufLYvk/NEmSfzqXmebCzWeAd86lAmlvCdLEAXtkk1oaSaAu6EqedTLkDHq7iM7FMZIDyWa2i53+B9tBurXYKh5JsHd1s1DAD5XL9suyVK5TnI0KsPW6y1N6ioN9pvql6Bs00ltLtd83Aos2hSrndcOyZMRQbkuz6cdh3Mk50HpKSVZdZJtyzUfD+TCT6XZaaeVPfrI0nZnfYN1Pk3OynG5i5yR8+Cl3U6ZueD9p42rWouh+SqjuBAcJ77P+2MRklVAZ/Z/ktyWgvK/ZluX7fvsy5U9ks0Pl7kwdJShXp5Bv7XK3WUlfaZkxoJZxwsVPWYmB0mU1VgXQvtNpU4fScjkZmO9HIMqaVqlyXIWt7XdgmMnKNkX7JOTEPQpJTPn+VL9oKrP0S/u6DPqamzboTCWto28mMGLh3+SJMQzwLZtXLx4EcIchXgpMJJhBgan42WOD7PTbfCZRMvhbmG39BLAHUzf19mlgzJToYBMGKBljwAtFSSETlLluECzRbJjtfUE3hKACy3d1Wjx50SUk/Zqk+VlEkBV7ebLkJZaA4gPMLw1EdO64GqirUKt8xV51lmGyCeivGeivzOJF0AybwnKh0VybLOSIArubgftp+yi5JYUXM+HJ2XXnlTG80K3FJgQNiJh2tqHTP7VLZEV05mlG+peoUmZkl9TGSstwbawffof0CnbBBxvc6OtZbWUJJWCktUCWEe1r+l5tKOS1PKhSaBa0DnJtuoIhGpDEBUZXl7pqm+wzsDJclY+eJ9ahKjUgdjg8boAp48rCyTejoujhH7K3pU669SUz25L2a5uuS0fOCb7pvwvFiFZFrIfPZ8h7rGwPh8dhG2x3NFe+kK5Bkz2B8axxYarkPl8jc8o1wPXAEfj0nFph96UzpAeXJBxXC2RJqTvBceOsqWiGU8aO0GfOpJd81luy9E75pU6jxAI6LEthI1a68WPSwMDIQS+f9fviCZ7NviIhVr4+esnZHU0eO4wkmEGBqfDSIYZGHxKREIkqd3SSwAnrEKcLJnlBGTCAC17pDIVqwm/Ik8hG4hGtKZ1LtWph62yFsci/LnW1LudqXinBJnajU3ILOmZBK9NxTolzVQIbS4liaKvZcoyCe4IJrvmMuEQr4lFORm3xJMliIJ2UXJLCrYljrKgvwwZo+4+8n0XLWlrAbY3EyBcIZvHEtRu5hHx8HWG+SP5tQABVZEEtqX/AZ2yTcDxNsfCWlZLSVIpKFktgHVUizWWRTsqSa2g9JSSrDrJtrGw1mnvzsaeigNNmdG83UXIT5KIC8pZCfA+dSwiFe+UmQvef9q48sAIA1UvtUClymu7HCsAyaiPJ8ttKQT9T0lqqR3opKxnT/q4xrXrsdxWm+MkndAyYyKwABMJ8d6kVDBQY10pDqhxGbJpByUlWGvSB9VzQ7aWSFN2C9Y9KNkX7JOTEPSpI9k1WedISB+7Uf3kQ49t33eRiBh5MYOXg2KNC8Af599hBchXTli5M3ghMJJhBganw0iGGRh8SsQiAmdGj0sSAQxH7sucLJm1UwD6skysJAR3iIsy2/XMkEw65eoJdCrGJEYbB7zu0qTUCw9MxGMyqVZvmuXfWWNiqpkhLUEG6IRKkwMMYz07xjPkM0NS31fucIYs1u3yJJOyCcGd06UdJnoq1VhGED1SB3i0lztvlvVkCaKgXVQGcAVFSJQtX7SMUXcfuU4bW3ng8gTJ26Js91H9YiTTpRpDc0dlNIDaeRSgPcf7ZOg5SPQm+mlLtcih+iUo23RSm9MJgSuT/LnRZrivwtww+wjolOuyBO24XWBG8aD0lJKsOsm26YTAuXFZv2innaYG6SNKPi+IkyTignJWIZv3l2T49sxgp8xc8P7TxlUiAn4nQ9R9n+NEJflrtjlWAK1h/yS5LQXlf9GwLlslV5saYDj9tWmS4CMtdsEFtCtTPNahpM+UzFhwkSOXoq9MDTLZXiww1tWOetjmsyf6uRAWtlnm5Um9M5+SkSazw9puwbETlOwL9slJCPrUdkHLrrk+x3K1qcsoysRyamy7Thuzw69OXiwcNjN4A4PXCUYyzMDgdBjJMAOD54CxXuDzZ5jEarfAnc35UWYiTsWAw7KPRJRJEi7LyXm9CVg+CVkuxazibZkNfUxmn17YIoEYyDLLcbPN/3tT3NW6Ns0zxi2H5HpqkEmWImHg25/jJNlxSUBiIWB5jzJe4RBJRDRCaSNLAAMXScSHcjwv3mxLCaVJ7nj+0jXutIUliYiEmGhpbZ9lNKQEmADLbbQoq9WX6ZQNO81+AEmt69GWG4dAteoiEQljduTlyYYd1WULqNkkGP0Z4JeuM0N7oUyJrM08E2v1JJm9fCBLu9uW7pOxPvZX2KYsVtgGNg9ou69cIPFqOiTPV2QCsFyShC4eZT83WjpLvg8m5vvqBSbfqjWBmQFgqId9NZTljmxvgruR3iSwsgNkIy4GesNIx1mnrTxDmfpSwOwIM9jvl3zYACCf3XaA/jTl7B5vsW4+6De+zwz6EVuemQYXHQaynau4ypZL2/TL2SH60k6BZPjSJG2YjHAMzI/yHtXmngQzoj/cYoh/IiRwaYb1SkTpt4+3SFrTcSatsyyOm/40+2xll0m/0gkSV6ULDtB/r0wx78FeieNirJd2XAxIqU32c7yeGZXlXuO57XyFyf3G+nkG+nNzUu4vDHzzMlBr0zeWdzluUrLNa3seqk2LY1OO9cebXEQb7uECSlGevZ8cYCZ0ASZacT2OTdvi50NZYGlPLpQJJorbynNRJhriO0FJgJ1GjhVZv73Gd9M7c7RJvUn/H84xvHwgyz70fWA4C1h+BCM9r+6M5qVLl2GfFArxjPB9H0IYEmBg8Dwx2s935E5BfzbcAwy9pL/hBgavM0b7gT/9Oc5VjrKXe0Bv7vk+x5Bug88swiGBmWFgpJfatvBJpjYOgO9LKbBcktmetw4Y8pZNcke66VCHuCfJHbaelDwrLIAbs9wNEwJ4sEnikY5zElxrkZR94zIn4GGbu12lOlDJM0uy43Bifm4U6M9yEQByh7VYowRZJEzd5Z0CJ9Y9aeDqNJ9bqpP8ZuIkiyV5/nSinxPv3hQJyeIOd948n5P8Yk2e+24CB5VO2bDT7Dc9CAxkfGzlmRW9LwUMJAVG+vkH+2XIhQXr0p/2sLwVx1aJO4ARm/2RjLKdQznaPWSRHFWbTJDVlwa+flFqGtskMTcXeY45l+QiRixM+bFkjHJz8SizyB+USJqHcyTUbZf2bbW5YNJ2eNZ2doi7qak4y9ovs7xilWVemaZk2XCW4cEruxHsFIEfP2Kde1Ikm40W8H9vsY7ZJAlhJgE0DpnNfrfAOl+R/uB4rEtvmuRzp0TS2HYY/bC4Q5+YG/Ex1kuiaAuWvbBNEteTov+oiIpomETXsnjt+j7LOSxLv+mjTedHAIEQVne5qOH5jECYH2VCMZXpe26YEluLO0zqN9JDst0tZbZ+yPvqLZLTuWFgJAck47xmpLdzscMCsLLPzPq1JpMUnhkhof5wkXYf7+ci2oMNEuOeFOt9ZZL+IMA/rn2xKmJn04hF6Dv1FrOVKykzJdnWcthfOwWWqfIJUHaMBHy8n30QlOCbHvSxV2LCsx894LPPjFCq76SxFI8KnB31kZM7222H/Z5Lsd9rTfpvu80Fuf2S8t0IIjGBkZ6XI+fXDdu28L27Hkq1j//sbAL4ykVDuA0MnjeEzLNRbfJvTCwCfd7JwOAthxBAw+nU6T5t9/vTwJBug888lAzPyp6PrUNmkbbkme79MonH1WlAVJkZeOuQO6bNNglTJEQCNjlA0pNNcEJ9Z5VEuVwnSV/Y4W7UwrbOcH5pgpP3pkMCppKgrR+QwEwNAnfX+Izrs8D7j0iw0nHu4Ho+J9rr+7z+8hQzJk8N8D7Pl/JMgruk16ZJFPuzfHEUaqxHvgJcmOCu//kxEvBnlfzaK5FcAPyDXcjXsFuJwvVfjlxYZ10Ebj6uIdcTZTK5KrO935gFPlrR4cr9aRLDBZlJemmXiybRMK/9wT0dXnxQprbze2fZvr0S++PefZ28buOAoeiXJ0myDis6Q3y+yv4uSXmx5T0++/v3AsnL2pS0+sZlhgDfWQOyCdEh62ZZ9L2FbZbl+vTPHz4AvnaBmbj3SvTdwwrwBx+yv9Nx/r52wB3jrTzJ160VXbbva/kqy2IkxPsLMpmZxefslSjt9dMF1nsgIxMB+my/ELyu7fLaazPM3L+w7SMaFqg1SSQPKlyg2SvpnAbVhtQSb3AsbReeLGUGcMw82OAiSVKGlXfL2t1dpayWyjReaQI/eMi6N1o8f71T5CLJfpntKtXpE184qyW7XNfD4wePcf369aNd2pOSkKnnL+/6uLfO9qiQ/Nur7H81VpTEmsJuCZ0Shm1KvF2Z4nn4qa4jISfZBOCC20Qf+7snSY1wJTnoeMAHiz4sW0dAvAqU5DlfA8LIY3228GmiMV5VJMdJkkgL20YyzMAAOD4+9l+QpJ4h3QZvBRotHwclLd8TDnGiXmuSWKzsMWSz2eYkvdkCqi0SknBIErcdnQl5ZZcT3HqLJLxYZzmPpSzRwg7PeC5sM0z0/kZnfdoOUAdJy3gfScKdVZKWbIIkUZHCaoNk0fWpL3x2hBNux9OZrFVyt5U9lrWxzx2x/TIJYcvhLuNYL9sxM0SyubjDnbbTQlxPknBSeNq9zxvddVGSV+EQCc9wjmQSIOlc3ScZCcq3XZvh4ofnB7KF+9yhvLPKc/R7Jdqx7QB1uTjj+YAt23x5ggsbrkdiqMq2Le7SXp0GfrYQkK+S8H0+4/Kk6uOj/NiAz53qR1s6U7eS5Rrvo/9UG9x1FkInSlvcAeaGWN5ekXa4ONFJuAGWpcKlx/u1xJpt6YWBRgt4vA2M9wKLu1xwujjBa12PPhjMmL51yB30akPAB/thMEvSX6hy7LgekAyTDC/tcrHKcXSyNeVDAD62nylZLSV5NjXIZwCse2+au/b1Fj8f7eUOuCPlvx5vfjL/VX6o/C8INba66/w0CcNICBjKdtbltLGXTXABZrKf/q5k1AAVjSNOLdPgxeE0MqXksT7JvQavJz5p1vZXFcnxNEmk0T7fnOs2eGvxMseHId0GbwWY1VfL9yhJL6XbrKSHBCg/5INETGWxVhN1Jc+jZMdcj0RZkZFyDYiPAK4DWDEpNxUKTIzluFVyTY0WzyYnYlpuLBpmfRRcTxNHJSPWbLGoDtkowSRP0T6S8eEeScaF1J+W8lXVAy0p9TTJr265riBehlzYk+qibBgJcVdtsl9/FwnxPLtKegewTxMRRgyEbAT0u2iffIXENBEBVuu6fHWZD21DRWKV7rLi15W6rk+3BK0PSlhZFo8PKGkphViY/hOUhwMY2nxYlnVRHF3y9UpdJxXzfPpHt8QboDPqqwRcZelfAnpxx/XoP71y57klJbDKdZ25PLiO0GgCVlr6oFzEiIWBnSYXI5SPBcdPVMqGhbr8D/j4fhaU1VJ9q8aZytAP0AfadR4ZUNc6Hm3xSfxX+WFQck1Byct11/lZJQyDdTlt7IVttjtk8/0RzNrOjPHi1DINXhxOJ2I+6o0G4rEY9NtEw4TUv5kovkHRHEYyzMDgdBjJMAOD54xIiOREyfcooqGyWSvpoUabCccESKbVxDoksxfXmlqSS4XOuq4mEekEJ8q23B1NxrhjqrIuK9ai5JpiES0jpuTGmm0dTgvIZ3i8VcmIRSP8vUM2ypeEvE2i1mgHJM6Elq8KSmA9TfLrJAknhZchF/akuigbej7PJzcCL8aWw6RlQb1qAXnmXoUK+TgSYxaCZ3jqLV6TjOvy/cD9yoYqe7ci1mrKnIrz2T2p4/UXoISVJ89gp+Kd3zfa9J+gPBxA/0jGZF1kZYJSXL7P/rQE/aNb4g3Q2fYVmU+rDOPQ5NS2tFwdwPPyjbbONK7OBCrE5Dl6tYDhyRD2WJTnsZXdguOnGVgEAU6WMuvGaX4WlNVSfatsqqITAJ15XMnDCTBaJfkJ/VfVNSi5pqDGVnedn1XC8KTndKPtst2Oy/dHKFCmAHdNTyvT4MXiJPmswwpwUPKkTNbxf02HffZp8GnvN/hsw0iGGRicDiMZZmDwnBGLCPRldEbgtgxxTcjJ6dQAMzYXq8w8HI3I5FyeJM0x3rt5yInV1CAnu/EIf1fSS2dGZJKzGCf9cyMkwUHJLUBPqId7eL77zhrPt7qulBka1GQoJYm7LRju+3CLYbwhS5M/IfQZzlqTIcRqN8zxSDyUfFVQAutpkl8nSTgpvAy5sCfVRUletR0mxdou6O+qDe58q6zjShbr/jrDv4+yU/q0a9gGLk0xvHvzkHYMyz460lcWtOH6gex/W5NYRUrnhhnCfHU6IF8lIQT7OBFRfRy4QHA3e36EJLfR0vevHwDnx0nOXF9LWAF8XjrO8iyLZ/53Csf9TclVnRmlzyuJNddjOwG29cwIzxEDXMhYP+C16TgjMIKLPKMyw3cy5iMWZj9sF5gkLScXFywhdaaj9Jd6o7OMk6TMunGanylZLdW3m4c6C3o2KY9lRNje2SEtD6cWAM6MfjL/VXW1rOPSaWpsddf5WSUMT3pON4o1+nupzuR3wcUbypz5mDmlTIPT8aqIKxeEuUv+33/68f99/64JTTd4MoxkmIHB6TCSYQYGLwCjPToEdmmHZCCXBK7PMAt4s62ltAayPI+tztBemKDU1nBOn9/9haskaSQelNTaLlBqKS2lmLJJee7XY9bqwyp3qj2fxCgVJ9FyPe4sJi/x/GkmwaRba/uUVlKSRa5HmSvPI/Fe2uGuIgBMDMjkbZLYZRMMDd4rMrGX61LqyfOBmMPnZ+PAftGHbbNNamcsmHVZSTgdVmijoWwGgz2058vvQx9Xpi3s1ri4oDJ+WxYlwxpt7iLbNvuqJ8k+2i2S8MyPMMna1y4Bt1doH5W9PCKzzaudw69dZLK0co0EfihHIpdNMFR5rJdJw1ptkp1MnHJUlybZl9+4TJK/fSjlx6b57P4MEA4DxYqHb1yysbond8/jPPPclwY+XGYo+twIiVU0Qj99KLNlp6R/RcPMrh4OMTt4Js5/pTr7enWPiy7ZBPWjB9SqrUe/XdyhP4718Sx3Mgp8+wb9q1TnvcM5+tryDgCfn032M/x8vBcY6fFRabBeBxU+q2eG42c3z13fK9P0tWyCeQYiNusTCwMHJZKddIx1rjU5Th1PZoK3tY+GLK1nH4sIzAzx91vLJKP1FvDzlzmGoiHeP97Pc+QJuSs83MM+UtJp5ZqPRkugf+ycDL/3j8oHtFSa+qzR8pGOcoFjcSuw4NUPWDaTJ8bDQL7iH9VXgP1yfYb+uFdg382PUlouGmY90onOP+5jModEMFw+FKItYxHmhLg4zn4+KHOBYW7Qwlgv2/m24dOcjf6k53QBLkBdn/10E7NPGq4ci7yZib0+LT5NvT3fh/UGtvnTYLSfc5YPl7jA25smoRjpe9U1MzB49RjtB751jXMYAf7d7ks/f0k9Q7oN3hoI6EzeQzmGYPdnSMymB0lKLYtJoJa2taxRIsqzovtlag07LkPBR3opoeWlSCYAyoDV2zzvWqkDP3rIHcBsSmkdkxjOSJ3opR2dqOrMCCdvI718TqsNTA1xUh2VWtN7JeD7d6VOeI5EK2TzDHhbEgPXI2krVIB0ksnBklG+RLbzJCZnR3nPvTWSk7V9lpNNcMFByUal45QLC9n8fTsPlKskNZcngZkhH/Hoy528CIsTht4UO1WAO6j1NhPc+T4Qj0lbt0hqLk2SgFXqTPS1cUAbpCRJHcjSbgNZhiEXqzq0uj9Dwp6OM7S3VAd+/JhhQsO9JDuuB5Ri7ENbADeXeXZ5oo9EMh5hroDFHdbZ84DVfWb8nh6kP+0UgA8W2M+fn9eSZPfWSFwvTADvzHMRptZkHacGuehQb3En948f6DwBc8OMjHB9LrzcWgaW49zFr7doh96kTOSXZX1vr+rw8pkh+lQ+JPUq0/Qlz+Piku0yI/de0YKAJNdTclHB5oJIs0ny/HATeNSmf032c+Hn+/do11yK9Wu2+bPS43ZdLiYMZIGdPPt9op9+2GgBY30+2g4Tup0Z4ThNRIBolDrsvs9FlUeb9N93zrAfYmHZ3y6wvONjpwQ82gAarTiGewSmh1iXsT4fjkNfr7e4YJKK+1jepWxbIgqcG5ORADFqhx+UOPYOy/x+qAeAx7pv5dlvc0N8T4RDrN93btMvc2ngyiR3qeNRgUbTP+r/nQLtOzNEmy1scmGvJ8Xxq45GuC7/Dx5PeJvwSYmzIs2flPhmEh//nueF4E75x233QAZ4d/7F1OtF49P29atcYHkVEAKIhbiYrFiFOcttYEAIQRWRvSI3IhKxk48JfloY0m3w1iAov1NrUepp45CETEkHKSkgADjYpcTWnNxN+9kCB2Y2wRDitQMS4vvrJGNXpkgmbi0D58aB797V52zX97kb9c4cCV+5zmtuLXPHMBHltZuHDDVX0le7Jb0bH7YpYaDKXJa6ydODJBaWICn6aIUku1QH8jUSlgsTMhw+yl2zjUPWZ7QXR7JVKjHcdoGEWgjg+/dJNgZz1JMGgExMoFTndwB3iV8WNvMCHy16yPWwftUG+/LqFLOSqx3BRJs2vzwJrO5Sw3iqnxJqKrP3vkyckU1o+ajtgo8HUhZOXRcOUWYtX2H/Lm7zmefGKAFlWXw5ez5luMb6uDjSdhjO33ZZv2SMCzZKFqwpcwhUm8APHrCf603uiq/ucSHEcUn249I3Vvc6z2vfk/5ZqqNDfmz9gItHl6f4eVvaRYWTr8nM7p5PEnp+nO0SghENABcTPjfHfn/3DP8YeT6JvW1JX3sIWEJgMMcdWCXxJQTHRdCOlpDtz5PoW4J/2H76mHXKJUggv3uXxF2Fq6/uMVz//gajDmZHSHK381QL6M4IfmUKGO3j4kCHRNem/t4FUK2x/I9WtO8v77E/Lk6wn5Z3ae+QlOD6zh3+7vm0+U8edz7v/QWO7XCIY2zzEPjiOeCDRRLubJL9kUnQN797V599Pyx3jqmlXZa3X6K9a2X2yfUZ/n5vne+u3SLLDNusZ6vlYiBnQ4iXL+n3OuCTEOdXSZqfFz5puz8tef2kiEfFp95l/zR9/SYusHwanCQZBhjJMAMD4ITxUaECjpEMMzD4BHgW6StAyxYpOaDRXu4cre2TXMXC/FzJFK3uaYmw9QN+fm0aeH+R5cSjvF5JVD3aYmhyvcUFAHWedihLwriyJxOzWXq3qtJg2er8sCpT/b+wzR3AtkMSAl9/X22Q1K/tM9zU9bjL/9PH3OVYkRJLkGeFi1USyLV9nXAsGePOu0K1SSLYdIDba8BE//Gw2BeB0yTDRnsZKh6SWeTbLiWq4hESl7Fe1nenyAWPblQalI/qS7H8bEJLywEMry7XSI72S7x+op/X+KDdKnWSnlqTCyDDPTK0WyasW9olARrKkZg22kCtITDRL3e/ZT1iYdp/ZY99l453Pq/ekkm8LG2DnSLrpaB805EyaEpKLRyiTyzv6izstSYwOaglxJptlYyLbXu0xe9vrwBfPg989x79cmpQ20j5TTLKPni8Sd/ptmM4xJ2VcoO2OTcuZfJkdnO12GBZvK7RZtlCaLm7tQOS4cwo+1JJwgXn7Us7XMBY3TtdomsoS7st7eLI9xWKVdp5O6+z1GfTfDeoLOypOG110vOO1Ap8Hgu4vcrnrexzBT0i+/jWit61h9DHVm6vAUM5Hw83WRcr8C4QQo73AR6V2C/qs+rq/qBPv0xJv+eBTxsqbfDJ8CoWKqKfYof+Td1tflUwkmEGBqfDSIYZGDxnPIv0FaCvUVnLY1KbuCSTkoUsoCZlxuCTGI1LqaqqJNfRCEO7AV5fDch6lWtSasrXEmGO0DvdlTrLDmY5dlyGqycinWUmo/y/UmeZIRso72oSo0i6kkqzoJNOletcLOgmJS2ZBbvR0pmqlU65QtvVUlclFYb9TL3w6XCaZFgsTHKSigOQ52upV6wlvEI2SVK1gWOqPa6Uj2q0te56UHJL+YAAQ7AdVx85AMBzzq6WcFMh4/IrAFLaCyTmjZa+Jx4ox3EBW2b+rtaBtkxE1pLZv6sNTfKVe3g++7fR5dvqueUa+xlgWarslguodZJEmP6dTRyXtCrX+H2xynPyhcpxeS6ACz4qS3lVnrXvli47kulzgKpPn63UeY/qx2pDn6cK1kXJ9amxYEvpsaAknIIqo9J4gkQXtIxeN1ou7dtoaam1cMD+jqfPV5/0vEhIk+SQRZuN9fKatst2R0O0aSJ6vM9KVRkF0WRdQoGs9coWFkhQSzU9Nv1AGcqn3zTJsE8TKm2I2JuJtzUy4WXCSIYZGJwOIxlmYPCc8SySRMFrlByQ2m3LJPSEOyRlxpQEWU1OepMx3tds8WwqAtcrKEkxdX7V9TihrjX5nJSUqgpOskM2ZZjU5o8qU/2firPMelNLQQVlp1Q9Pehd0LTcqevOphyRMmmxiJ7Aq+ztCmEb8GXZmSTJ0svAaZJhjTZ3ST3JOgQkkfO1hJfjdkrGBWFL+ahYmOV3S2412rSbWlAJyR3to6zRQocfh2yZfbx99BUAKe0Flh2L6HvqgXIU+Ww6lCxT2ttHiyixQCb1gA2EOE6s1CXphK6L5+uyI9I+AJO/Kf/uJrDpBL/PJhmBkUvxeUF5LoALM+repPTVbjseSXiF+HldlqF2sxtSik8lHgvWRcn1qbHguuyLoCScgiojFXuCRBe0jF43IjbHSiyQuV61RYAkOLgz3v08z9fJ+ByPNqs3eU1Y2r3p0KbBs9eqzzJJ7oDHoqyLj86d/FSc9VMLLUcKBoEylE+/qZJhJ0lvPe3fSVENBgYGRjLMwOBJMJJhp6DZbOIf/IN/gHfffRdf/epX8fu///uvukoGbwieRZIoeI2SA9oukIjNjzKUt97S8mBhm2G26wecmE/0M0HTh8s8awlIUhXTElXzI/o87aVJEtqWy1DXSIjJr7p1mlMxJuQazHaWqf6fG2aZu0UmlILQ3wMsd6Kf7UjHmZRpfpRnUqfUmU/BOiq964l+PZmvNphFWyEZZZ0Bnkt9GaHlwOmSYdsFnl12XL0rmYqSlMwMsv6lOkN8T/KBVIzyUekEyy/WOiW3tgskn/EIz2unYjyvOzNEkmNJ8qYI9/wo71FRBQDrkY7R9hP9JPjJmI/NPP1P1aPtcGd0aoBlOS4/L9V1Ei0r8Na2LIasT/Trz9RzQzZ9TEmptR36xPSg7GdJ2lZ3WWfb0gRSJag7O8Lvr0wBj7fZ3yGL5+WVjSzB8GrV1jOjVAHotmPb4R+vdJx+t7rL79UOeakKTA5wnEXCWgsbPvtt45D9OiqziY71aUm4IGaHeFb87NjpEl2hMP1hZhBHvq+QTfLZagxYlpQBG9aLXCrnwknPazs66qLZps12imxXItDHV6ZkiLp8tjoLf3kS6MsInB2Vi0meJvG+z/GeiDD0vz+rx7C6X/nSJ5VEMzAw+GzBSIYZGJwOIxl2Cn7v934Pt2/fxr//9/8em5ub+Ht/7+9hdHQU3/72t1911QzeACiJoMUdko94lBNm9Xn3Nb5PEpJLAfCZTGpJZlWeHuS53c0DTqTPDHOinYzKzNMO8KfeYZbjTJxJpqI2w7LHekkqPI8D+v46iYcQwHQ/Q3MfrHP3ZiDHhF3ZBBC2gD9xg+dg82WSjplB3pcO7JB//SLPagufz50bZh0tMEmWAEldX5r1+9wsz/mGLE7ypwbYxkqD53iVnNpXL7IOtrDggplQxwNk72VgtMfH5WmBwzqzlfelgcu9tPe1GfaPLTQha8jM8X0pZqlXu8WPt0g6B7JMkjaQ5pnxdIykp1wHvnKBZKvdpm2Hc1yQiE3yHG3EAr5+mQS07VKbfVpmpS/WSKyiYbngEWWfCYtZ8fvSwJ1VHyUpffbNyyTWYSkx1ZNm3db2dTj6UJYZ25d3ZZhylPkBelI6u/p2nmedcz1c4IlFgC+d4+eHJfrBaA+Tlj3eZvKugQzrNJAhkVO7q1MDtOvPXdaa5LEof98pMOz8F68Cq/s+PE90jKdWG7gwTqmur5zXGcAzcdqjKbOO1xscV/tFtsn3Wf7qPiNGepIcAzt5YKwHmB6mn1aawEiOffxgg0neYhEmhBvK0u4C9N87a/ThmFw8G8pSvs9J0RfCIUqxNVq0w/QQ3w/DveynlX25gCUo17e0I7OXy/JGeugbAGUD767TrmO90mdazPPQcjWBziYZLfKVC8xO7rgc4xcmuLi2V/QxmOX3mwfs80iYixSZGO3Xn6ZNe1PAF+alDGILGOgFrs52vtcMDAzeboz2A794jQkpa3UgEQcujAHDRjLMwOBIUu/2Co9tZRKUOn3eknpvDOmu1Wr4r//1v+Lf/Jt/g0uXLuHSpUt49OgR/tN/+k+GdBs8E8IhQbKc69Tdfdo1gNT0rgODGU54lb5zb0rLdPk+J8F31zmhHsyRsD/YIDlyIsywXajy3qvTnPxP9HPyf1gBPlgiOZ4eJBnxwYn02r6UFnM5MX/3DHf92i4TU50bBzxJxDakLvRon8wIHWb9Gm1NpFb2mJCpJ0mC+tULzOa+vs/EEWfHdSK1gQx3eqsN7uIXK0AmRSLRdvjMl4WQDfjVFXzxYhaOKzq0k1sOid5ugYsmezLr81COmd4fe9yxvzjBjN+1FhOQ7RRJeNf2SZZScUYMFKvsq0SUiwsT/bRjTZLBhW2g1CC5ySWpwf5gg7uPuQSJvBDc9R3MAO6APF9uMZP+QKqJs6MJJGM8f7tVAApl2jMVl0m0BCW2UnEm5CrI3eAzIzwXvJlnhMOyTAiWjAE3ZvkHY7fI7NqNFn1xdoR9v7rPPv/8PBdT8hUtJTc9wLpEQiR5luACxXZek9pUjH63VQDSTWC6r4GxgTjiUbZtq0ASvLrH33vSrH86xnItwQWbL57nAkk8wszy+Sp9udKgnNthmc8J28ClKdpmeReYH+b1Dzfp0+N9zOgdj9A+P1vUJPzMCBdV3j3D58YjesyHQ8D8GDDc4+PsCFBr1JFNxVFuCOwVWX4szN3+RJSLI7sFjs2JPvZtpclxwfP5AjPDTIJ2WKE9244OOV/ZYxmJCH0iFAHQZN2KNb2jfm9dn4WfkAtgFyfpe7tFRsEcFtn2uRFmep9NcHHO84H97W1MDUzAPim23sDA4K2EkBE9Yz0AevRnBgYGMnrV4vzQtmQE3gsYH28M6b5//z4cx8GNGzeOPnvnnXfwL//lv4TnebAsM8EweDYwlPzjXbNd8HFnlZNhleDHcUnylveAK5OcNH/nDklCJsEJ8B/dIpGJRID/c4v3CUG5qv9zC/jmFeDeIxLp/3ub32eTwMYCB/1XL3LV7YNFeR7UA/74IXfrLk/xPPmPHpFMzI0wu3TYJvlSq3VnRkgw0jLkvFSnFBHA3dhClckirk7LHcY2idPXLpKwJaJcZFD1twTJ6v/+CPiFK8DVU8JyXhQ8z0M0BCQC+uCqv5Z3fTyUmdZbDvtquyC1rGtcxbwk5dBUxvOepCa00RDJ0nfvUubL90n87q2zf5Ws2CP5DCG4O7xX4k57Lgn8REqrDWRo/50iILpk6W6vAIV8E/3NBHpT3H2oNuQCjg987y59YuOAn33nLsu2BIn9yh6JqSXoG20Z7t/jcuHm/Bhwc4ltsQQXCA5KDJHeLfLfhXHqyJ8ZIcE8Nwb8r4/4vLDN53+wKM86CZZ1e5WLAI0WSW3LAW4+biCZjKMnLbCy52MnzzoKcLf4Rw/5cy4pz5RLfev8PuucTXDBA+CYGswC/9+fceECoMxbSP4x3Djgzu+XzusM7RuHtPFEP/tUjc9Kgza4MgWMCGBq4OS/oOmEQCLqYX3pEbzRa7i7pr+ruNwpn+hj5vRUDPjeff19Lkli7flaOm+3pKUJQ7aWTcsmOC7LDcqwTQ1yge2DJdr87CgjXGKS4LcdLsRdnKD02YUJtn1hi23aLbOcK1PASC/b57oelksHACaecTQZGBi8DTCSYQYGp+NljY83hnTv7e2hp6cHkYhmQv39/Wg2mygUCujtfbZYOtd1n+n7p133usO04/mh6QALWwKuF8gULBOSLe0yvLTWYris55PgBuWSzo5pkst7/aMMzR8tc5f5u/dIbtXOdlsmO3u0yYk9wB0uW4aQl+osPynPnA7n9PMcj2UoSbF1ubMZSpJcK8IIsJ6FmtSf3iG5eLzN726vkqD2pkhCFZT8mQ8fN5eAsT7vqI5B2PYJWa6egk8zPlU/qaRnwcRKSzsMxd8v06a9adoxGyfhU1msQ7b+WcmNNWR4+eIW0Jvyjp4BcBGkUOXPW4e0lYLaJbct3juY5UF93s8Csgn/6Pmux+urTfbhgjxDfVsSuEqDhDUe4SJIuQYU61qWDOC9qRhJ30CWJFVl5q80SNoyCR6N+GiZ7VvalbJ3st8dlxERSvtdycgpuaygXYRMt7e45aMv7WK/JI70xfsz2id9+fxYhHVc29fhz0s7MlIEQG9Sy3jVW9xtVxraq3u8Z3mXIdlXp+UOP9iPD9Zpl24s7ZDUDmS4WHMSXNdFPJnDwpbfkcRQlX1rlWPj4Wbnd5U67X17FRjv9xCy0eEf2bi2QaXBqJNmm/cF/WW0h5Jk4RAX0tQOf8vluBztZX8MZDme1Xtnbb+zfSHx7O/LFzE+Pc+DbdvwfR/+E698Evh2/GT3v6p7T79fjXXf948pJ7zoZ7+u9/odg+zNqffzevZJ46j7b9snGZ/B+4M4rAIfLp3kfL6URPLQe8Lf8NcZr8Pc8HnAtOPV45OOj08yRt8Y0l2v1zsIN4Cj31utU7SgTsCtW7ee63WvO0w7Pj1SuRFs70RhR+JoNCz4ACzLhusJJn/q8wFPoNbgZNsSAtGwJm+REM/zdkCy7sMySVm+TALsg+eQfZkBudbQE3Pfl1JdgqRGZb4W6JSeUiQlGqakWKPFHVmlZ1wOSPHYtk4KValzV16hUOHEX4iTJV1838dhGag1PSw/Or5E+M4773xsW3+a8an6yQcQCvQVAORbwESPh0K+jnAkjoQNFPJ15GJxVGphtBy+cAUE2g6nU6pva7U2nFYdRQD7/WFs77SPyo3E02i1+Zx6Q0CkAE+mtm55QLPloVUvowhgLcXMdqqOAOC2mx3Phy/gOIDviyMpuKCkGABYwj/qs1oDcAOptB1HQADIVwRGJKn15ATXcQXqLaAv4yMSou+N9gqUaz6mB8TRczyf/lSu0T9aDu/3PA8th/YJ2gUAtncL2B8Io1ELoVILw/ctRMOiQ5LLcWV2f8dHpebBSTOter5kIRljwoNwSPknF7nUn0EfjAQY69O64PAdFOTAysXiKFfDaLUBz+v8o59vAfUeD2vrBVQKWzgNqdwIdnYLxybSuVgchwULk/0hFKvo+L7lsb8PCi728y20G5WO/s3F4siXrKOM7M2oBdcRaDmiw1/iEQvlOt8BKiGgEFrWLD5Eu0z0c9yVqj4m+3y0Wu6J7XuWcfQixmc8HsfFixfRaDZRq52g1/YUNJs2gDiarSZqtY83eXtV9z7r/fX6CStCL+nZr9u9AIAcJ6xvWr0/zf3xkAUggQcPHpzqD2qMfZLxGbw/iKGpG0+URGq2BG4++uATPe9Vw8xxXy+8ie34pOPjk4zRN4Z0R6PRY+Ra/R6LnZCi9hRcuXLliasTruvi1q1bT73udYdpx/ND0wHWKwLVJlBz9Plt25OZjD0m1UrEgLzcNW62+V25zp3GnnSXDqCclfemWV5PmsmnSOg54XY87qIpTqUm4fC5IxuP8ncfmoCX65pgK0mxWEQTcd/n+eySJN6uy901lXG51tRVzKV0cqueFHeJgxBCoDcFJKIWrl+//lxs/WnGp+qneos2U30F0I6hMJDriVGOKcGfQ2EglQCqLdrLB+3heALpOEO9EwkbVjKGRATo7/ExPCSO9MJdmWm77QLxmOo/eWbYBqIRC4lYDxIRYGKcHbleEag1fRQLBdjhKFIJgarUhIZg8ju33SmrVa7r7OCeLxCWb+5EDCjWxBHJC4VkIraU1jS3BL8PWVISzRFoOfS9Rovh1cHnWELKzyXoDxF5sMmybMq2RbVdRCKKYqGA4cEc+nuAfEMgJf0rOAYA1t/zgVBIIJWwEZJ6Xz0ZvdPddvjcco0+rNolIOX5mjrLPkQIuR4eTgyFgXQSaPuA53f6RSoGxBPAxPgQotNDOAmu62JxeQNDg0NotDtXvENhoDcnIyOSjDI5+s7ieO3L2ejvCSNkJ498UN3bk+Eut21R5qzlSvm7gL/UW4xs8eTY9uW4E0IrESi5QSEEMknB907E7mhfaKL/hb4vn1au53HAxaJRJD6BqkFU5oeIRqJIfEwt5ld179Pu930f9Xod8Xgc4oRDtC/y2a/rvdzpbr2SZ79Ke8flVPXcuXPHvntec52T7j+s+uhLi2N/wwEeH4pG/Of2N/xl4XWYGz4PmHa8erzM8fHGkO6hoSHk83k4joNQiNXe29tDLBZDJpN55nJs234mh3jW6153mHZ8eiRsYG6EZ7pTMZ4ZVbJMM4P6TPf8KLCVJ3FQckkfLQOPNoCr0z7+8OhMtw4/vTbDM6/XpjvPdLsed/ZuzGqCHLI0OckkeD63WmdG5O0Cz3R/tMzrYhF9pnuin0TSdZk9en5Eh7sXayRoB2Vmnr63rtt9ZZIhxIcVhvLyTLcvQ8sBQOD6LNCXeX75FD7N+Az2ky10XwFsW0H22/wo/9/OMzx7op8hz4WqlOiK8+eZQe7wK43G2REgk7COngHQB3JJnuke7e2MHg3KaM2OcHECYB1vr/DzYk1gop8LOiohV1LqUM8NA3fX+P/NJS09pwhyOkFf2SvqM91JOSG8NAXcXKS/qDDlVIzJ9TYPSRyvTh8/031ziXXePNRnuntSWqs8FeeZbmUX5cdzIwKZhIX+jA/X5ZnuYlWPAQE+X53pnpCJ0wBeo850l+q0+0crWpNdLSJNDjLTfyTEc847BZ0IqFhnMsHgmW6F2SEmLlP2Pw31agFzo1O4u9ZJjIp1joW1A/pO8KiIkg97d4q+ofpX+UdRSr3dWpELPzYjUFLxTn/ZzOsz3YmYPtMdsjjOH2+yPx5ukJir9053+1Rk34t6Xz5ruUIIiNNjqZ8Bn+buV3XvKffLD55ukxfw7Nf1XtH5yxtT7+d0/5PG0KcduyfdP5ABrs348sxqMFZHSEmkNzcnkpnjvl54E9vxMsfHG0O6L1y4gFAohJs3b+Ldd98FALz//vu4cuWKSaJm8MKhzp8ubMnIcEHy0ZI6vNUGkEkyMdrdVe7uKfmjhxtAown8/BWZvbwC5NIkPZ7HBEztdqd80Fgvz90WK9xxfu8sy6k3SZzOjADJCOWd1HeFCn/ezqvQYWZajkf0WeVUnIT8vbMkMPUmifm1GWBjn/XpS7NNsQh3F/eKJHeq/vmyj940X0bBcPTXASdJvg3lGIYdDpFYqmt8eY690WJSurU92i0eYRK1Uo33dEvLdUvPDWRor808n/POHBPNCXG6LJ3vAzfrFkOJQamphW2ddfvKNI8c+D596+cuUwYuX2FfXJ0ied0scGFGnYuOhukbuTj96+EGFxTGeuk3hSpDmAdzJLJfkP5yYZzP+cIZkjlfRmv8/FXaZafAtpwfZ9Z8lQ0/EQHGpwVGeviHarSHycFCIepw12V27p0CbTPex0UEdRY9HmXdhrK052FFyt5dAh6sMUpkZpDnw9f2mPTu2gyTrB1K0q5sPJQF4mGqB+wWuiTCep7uO57nYbTHhxDimKzgUJZkeOuQ/bu4A8DnGfwLZ6Te9wk+qKTGvnKeC3KNNo+LjPay/esHXHDbPOTCyY05LqBF5JxlYkBqfU+xf4Z76G/beSb9uzz57O0zMDB4e6EkkT5c4iJ7X5qSpc9bEsnA4E3Eyxofbwzpjsfj+HN/7s/ht37rt/Dbv/3b2N3dxe///u/jd37nd1511QzeAnRLialEaEpSLChBNjPoo9biLlUkxKRUjgu0m0X8qXczaLYFdbpdnpm1LX5vg4TJcSlVFA7JXXWf180N86FhG7DkfZEQMOZwN8yTu5rzIwyVtgR3fNOJzjq2HU7cj8oLkZzODAKfO8NybQCQ4cgzQ/reiX4ftaaHRNR6rjvczwunSb6dJBHXfd3Fce4wCqF3WU+67zTpuelBnzresu+eJEs32e+hWSxgZDSLqJSxmhnyjz3/2gxJqGWxH5RvpGXo7qCsw6UJkjZ1bywiMNLnY36Uu+a2TX88yWfPDJPYKV+8NNX5nPmRznrFIgITA3xuyPbx4O4KQvbVo7ZNDAADWR8zg3y2JVg/IUhSgxJvQfuM9Oqx5Xhc0BGC/1yX9UzGdNv7MsfLmBlmOd31fVaEbGaZP0lWMNjnFyeO98XT/GN2uPP3Rsunzr0PfG5W903bITkP2fwO4njfqWiNj9s+AwODtxMDaYGBNJNCNVsC0Yj/Ru9wGxg8T7ys8fHGkG4A+PVf/3X81m/9Fv7SX/pLSKVS+Jt/82/iW9/61quulsFbhNPkxoKfpRPiiOgquK6HmzcXcf36ddj2s0+SnyZtpq7pft6TyopFgJMUEJ5Ujro3bAPLjz567c9/dffTaXZ82nVPsn/3vemE6LDr0/quWj5EKj55pKd8km99XGm7Z/0uWPZp/vCkctRnrqvP8X68Z59e5rPi9LH48cp5UWUf960n/64/f3J/qGsMDAwMPi56k8DNRx+89n/DDQxeBV70+HijSHc8Hsfv/u7v4nd/93dfdVUMDAwMDAwMDAwMDAwMDJ4KE1tiYGBgYGBgYGBgYGBgYPCCYEi3gYGBgYGBgYGBgYGBgcELgiHdBgYGBgYGBgYGBgYGBgYvCG/Ume5PA18KyrpKyPQUqO+fdt3rDtOO1wtvazssy4IQT08cZ8bnmwnTjtcLr3p8ep4H27aRSQCdeqfPhmQMAAQyiTfn3qfd7/s+4iELsaiPk0z9Ip/9ut7r+z7SUtf+Tar3p72f40KcOI5OGrvPOj4B8zf0TYVpx+uFF/U3VEH4aqR+xtFqtXDr1q1XXQ0Dg7cKzNZuP/U6Mz4NDF4+zPg0MHh98azjEzBj1MDgVeDjjFHgLSLdnufBcZyPvSphYGDwyfGs482MTwODlw8zPg0MXl98nPFmxqiBwcuH2ek2MDAwMDAwMDAwMDAwMHhNYBKpGRgYGBgYGBgYGBgYGBi8IBjSbWBgYGBgYGBgYGBgYGDwgmBIt4GBgYGBgYGBgYGBgYHBC4Ih3QYGBgYGBgYGBgYGBgYGLwiGdBsYGBgYGBgYGBgYGBgYvCC8NaTb9324rguTrN3A4PWDGZ8GBq8vzPg0MHi9YcaogcHrj7eGdHueh5s3b8LzvKde99FHHz31utcdph2vF0w7nl6uGZ9vHkw7Xi+Y8fn6wdjkOIxNjuPT2uRtG6OmHa8XTDueDW8N6X5W+L6Pdrv9xq8Wmna8XjDt+Gw8/3nBtOP1gmnHZ+P5ryOMTY7D2OQ4XpZNPiu2N+14vWDa8WwwpNvAwMDAwMDAwMDAwMDA4AXBkG4DAwMDAwMDAwMDAwMDgxcEQ7oNDAwMDAwMDAwMDAwMDF4QXgvS3Wq18Gf+zJ/Bj370o1OvuXv3Lv78n//zuHbtGn7lV34Ft2/ffok1NDAwMDAwMDAwMDAwMDD4+Ai96go0m0382q/9Gh49enTqNbVaDX/lr/wV/Nk/+2fxT//pP8V/+S//BX/1r/5V/MEf/AESicTzrY8DpHIjaDpAwtafl2s+ai3AtgBbACEbaLuA7wOW/N1xAfiAC8DzeK3jASELSMZYTssBIiEgFhEsswl44OqHECzPByAC/zwWC9/nswX4RdvTv3vgRaEQ6yUgMDZ7AwclwPN9iOB1slzXB0KCv6vyLXldO/Bz8J8DwPPZBj6HTuTK8mzRaU9fXm8JfV3wc3W9pT6Tz7Hls1xPYHL2OoolARc+2vIeS9YxLOvY9ICwxfta8nmu/N+WZTvyGvWzbQERwXJUtds+y1Z2cU6opys7yAJg2exT1T4n2PCA/QCBidkb2CsBnucjYsk2yEutwG2qL1QdPF3c0fd24D5H1t8WtK+yn7JDSF6s/MsSbBNkW3wPiEb4e7PFn+MR7av1FtBqK58XGJm+jkIV6MvgpaPaBIbGL2G/JCDg0zbSDzxon3bQ6ZuQv3vSDsp/QrLfWvIaT5al/M8D4HpA1OZ9jhxAyn/CYB+q8oNQaThs+Z3qj4gN+C7H534J8OHD9YCIpfu1DT1uVN/aFtByWR9LXgvZPttif4VsICI/8+W7yPX4TMtnuSJQt6DPhuWYcQPP9aF/t9SzoH92fYFx+Z7xfR++4D3K7p4PROUvbdVXFj93ERj3QX9Xzg62xYF+t3iBa5X/q8+U/1sAbBtwZcerey0ALTXuZf3U71FbYHB0BocVAdflgFJ/HOVrHb4PRC2Wp/xL9ZHyAzVu1TgM2jL4/vV8vnt8WYeIfC+1PSAaBoQHNF3+7RDgGAdoO2GxbQK6f9V1LgQGR2bwqnBYBYambuCw6mOg6/2wV/LRagORMDCQEW/cd5+0vDfdJi/iWcYmx78zMDD47OOVku7Hjx/j137t156aJe6///f/jmg0ir/7d/8uhBD4jd/4DXznO9/B//gf/wO//Mu//Fzq4jg+1g+BhS2B7Z0o1isCcyM+BtLA6j7wYAMoVoFwCDg7CuwWgUKFk7uRXhKTmQGg0gQ2D4CeFLCZB/JlIBYB5keBTAI4KAHZJBAL+9gvA4clYDDHCdfaPrBfJEE/OwakYnyObQHLu6xnTxKYGuTn+TIwM8zJ9vo+iZFtA+P9gOcCyTiwuMOf4zFgvBco11nO5iFJRCIKTPQDO3mgWCfZGsyyLuU669GfAWIhYKcILO1wccG2gfkRXl+uAw83gUYb6EuzvHYbiEeBx9tAo8XnXJrkYkS+CjzeAhyHxG28D6i1gEwcqDeBXApotoHbq0CxApwZExjvY1vabdprt8j7o2FgqAc4LANtBxjt4wT7wSafFYsAZ0aA/RKwsgskYsCFcWCnAFQawMUJ2rlcB+5vANuHbO/FSS4q3FnhdUM5YGaI5RyUSUZnhoB8BVjcZj0uTrKvHm6w/pYFTA4A6Rj7vlgDPloGyjW2+9Ik+2BpBxjO0aa1JvB4E8gm2JadAvvVsoGpAaBSZ5sqTSAdBdYP6UOxCDA9BPSlSAiXtoGtPPtgdhhIRjjRScfpX22H7Xq0yUn7YBYY7gFWdrjwdG2GdSjWgK1DYCALrO6xzEhI4OwYMJDxMdID5FIvfvLQaPpY2gUerAvslSIY6eG4W93lIkE6DuwVScotAUwMsA8SUdovm+QYXdiiP/akgdFe/tyXBqoN4OEWiUsuRd8O28AP7pM0jvfTPyGAWyscxzNDtPniNrBb4LthdpjPVHDlOHy0AWzL/jg/DuSSHEeOB9xaph/NDQPnJ4BqHXi0zXdBOMR3x1BOjokV+mAuCVyZBmJh+sydVaBU4+fXZ+nThSrw4TLfE71p9qkP4McPSM7nRlhXAfZ5PMJ3V6nGxTs1bpZ3tH9FQxwrwz30hcMSMNwL7JU4HgFgepC+vLzLtuTS9N2NA23fRot91miz/Gab4260D9iV76IL4ySnW4esbyrO8dBscdxMD7HfYhG+J0p14Nw4iW+lTtst7/KZqTjfyWt79OuJAb4PNg44Hm7MAdFQDj++w3dhMs7296WAcoP2zcR5X7nOcb66z7KHe/hefrRJ2/Vl6Bs7eeCwQptPDwD1NtCb4rvXtnjPeh5oNlmHvgxQb/AdtV+S780Y34+re7TDaB/rlYwChRrrlS/Tvy9OsN/2ijmUHGB2yEc8+nIm9vsVHxt7wIdLAgdloC8tcG3Gx2g/+4rfQX6HN+67zf1PU96ba5NP125jk2f5biBtyLeBwdsC4b/C/O7/+T//ZywvL+Nv/a2/hevXr+M//If/gPfee+/Ydf/wH/5DNJtN/N7v/d7RZ3//7/99RCIR/KN/9I+e6Vmu6+LmzZu4fv06bNs+9v3yro87q9ytKeTzyPX0QAiByQESr3qLk7p0nJPZ6zPA/XVOWos14J05/vyTRyTlS7u8DiAhazvA5+ZIwEI2J6mPNklqfZ+Tw2JN70Rmk8DMIInbh0skkB6AgQwndufHWU7L4cQrm+CigGXx3+fnffzgHslesy2QipHsfvEc8OOHnPBHQ5yM7peBz82SFOyXOAG/Os32tRy2tS8N3Fxi/QpVPvvqFAAB/PQxJ7iO3P7JJYArU8CPHnEiX6lrUicE8MGi3jkK2yQI86Mkq++c4TO/e5e2i4V9nB8H7q0BmYTAWB/rAWWLOq9/Z46EJBbhosS9NbaxP0OCfnWak9ZSjRP5L56jXXuSfPbPFjlBDlkkKC2HROHBBn/OJDjBvzjBcoTF6y+MkzS0HPbl6h4n4sUa76k0gGvTQC7p4zt3ZDSEEAjbtMEXz9I3mg7J70fL9JdzY2xPOMS+FYJE70vnSRyHcsDKHusQtuUuvs3yHmywzaEQywZYh1iEROPsKImEsmPE5vNzSZKFe2us21cvAD99RF9b2mWZgH+0Y351WmAoC1yZ/vSThqeNz7trPt5/DJTrPsI2F5s+WhYYzHKR54NF2rvW5GJJxAYuTNBW756hnT5a5g5DU25N96SAM8O8fnlX+0YuyUWVCxO8Z6Kfi1DXZ4Dv3ZXlh+gLy7skR225Aw3Q12yL/1IxudBSZ9kqkuXdOR+5JPC/PwI8XyAS0n10Wy70tF01BtjvP7jH8dVy6KeeD/zcZeD790heASAeph0uTwF/eEtHNKjohm9eYb8XqqoP2ZZkjO+FdJx2SERZ5wsT9CfPY32uTXPsr+0Dk/2A4/lHftSTEozucbnY9GCD5LDeok+fHaWN7m/wZ8/jooCAjpzJJjnuFra5CLG2z/fUQJbXhm3WtSwXBs6PcQFvboSLH2dGuHAwOcjrXZdjKB5hu65O63fQYJb1KdaAVMzH/Ahwbx2oNujPkTBweZJ2Wtrl+3j9ABjp4XWOy/fiaC/7OJeizQRYxzMj/FyAEQrqHXVxgu/o9xfoI70pjq1ICHjvLPsTYP0abfZV8H083sf3w/fuslyAdQSAr1700WzxPXRjTuDixPOZ0D9tfH645ON/fwToGAoAEPj2de7e87tO/OI1Rh/8zw+Pf/cLV7nQ+//+7Ph3f/pzQMM5pcyrtOn/7+bH/86ygP/Z9V1Pin8bP279/8R1Rjn8rw+Bbps86b5vXee4+F8nPO/bN+hzJ333C1e5sPr/+ekpdTmlzNPqYgm+K370kO+iIJ5k/1+6xv//4IS2/dI1joX/eZJNrvK98j8+OOU+cbxvANrL909+3reucc70v07rn9NscoqfRELA1y5ybtJyOr97Uh2f1LZfuApcm+EYfdoYexqe9f5P+5zXBaYdrxdMO54Nr3Sn+y/+xb/4TNft7e3hzJkzHZ/19fU9MST9NLgq5jCApsMdbt/H0a677zPk86MlTvgebEoC2eAfjoVtTrbWDzix3C5wJ2S0lztAwT9UbYeTxUebnHBFQcKkdq8OyyR0auIUlxPehvzOB1/oEUvvtm/nOal7sEEiX23o8NeZfhLxeJT1SEZ9lGpANs7Px/u4uxoKcSIatknGBrLcnQf4vdpdXtxm3S6Mc1HB9/md48lyVGi9JGP1Fne4x3q5G5RNcBLaaNNelqUJiuPx+rU97ty15SKCwlgvJ94tl8R1Re742xZ3eqIhAD5tOzvM/xe3Wb/dIhcaQpbeTa63WI97a3rye39D91c2wT6pNdn20V7u8Ff+/+3dd3xV9f0/8Ne59yb33iwyCGEHkCGEACG4Ki5UVATFWa3Val31Z7G2tlW0CtZaXF/rauukztpKBRwoinujomGDYQcCIXvdkdx7P78/3ufcm5t7M27Izb2JryePPELO/Mxzz/uMz3VJmveUA4P08oMKlJtSMs2p39U3yt6WIBdYmjz6Y+EmAFDyeK1P0jFttJRTSUUgzzvLJEjyeKVuk6ySts0lwOjBUl51zsArDEoBw7KkXdbpd/maWzT1HWUSzAzKlLpJT9Yfl7UETtwbXHJBYVh/PSDaKfsyytGglPSBnWUSQQ6q8yEjObSvdfXEobVGt9zhdjTJvgf0k/LRoJCWJHlLsUn6ffrFh2avTM8bLuW/t1LuvjZ7Ao+BNzilfI3+ardKWUufAUoOAtNGAV8VA0ePAYp2BR4vH5ol6zXq7cJsCjzGvrNMyjAzRS7IOJtaLKMH3qXV0s5knwpDsyQw3X5Aljf2A8iFkLW7pE7dzVJnbo8cb4p26hdK9uqPoZvl4lbRzkB+NASC73W7JE+r1gXSOnmEPF2RYpPjS5JN2r/Rv4dkStBpNgXaUVqS5OlAdSCd9U6FTP0utrHe3ko5bjrdcpc6zQ7k9JN8lFToj/pr0gY1vU4OVAMThkqerAlyYXBHWaCtG3XlcMs2ctJlf3nDgE17gSFZUu7GhcUm/YKW3SrbzkyV9NY0StDcT7+g9kOppHn7ASWPvPuA4v1S1+OHALv0u+R7yqV9JVnlIsGOMslHgxNISpQLWo0uefpoaJaUndUi2x/WX9pgeZ2kIckq6TCbZNkN+nHb65VyNC6mtDweJyXKMTIxQcqt5WXzjXukHNKSgC0lCkOzfEhu8eRFS93VP6sa5c5lKAW3B9hUEn5bP5Qi5NFiw9qdwDHjws8zmYG1bXz0b94nT3SFs2GPPAkRztZSaUetTRkhabGYgvsk0H76Xc3yWRRKtbteVWNwn2qpziHnDeGs3QmcMDH8vFqnfF6Es32/tOHWrBbZZt4wuXjeUmJC6DT/9g7oTwSF8UOpXAQPpbB5rxxXwjlYG3hCr7VtB+T8J5yqRjnmhNNemWzeJ5+lrWWlSpkY/bClsppAXw3ZXjt5W7sTGJzlQ2ZyoG8Zv7t6wh+uj4ab39Fy8Y75iC8/xnx0pY/G/J3uznA6nUhMTAyalpiYiKampjbWaNv69etDpqWkD8KBMmvQtdfamhok2lNR22DG0P4aPB6FpEQNHm/gBCs3W3/U2iaPPMIuJ5jltXoQqjPeI61zKAAazJo8djlEPzlwNwWCUEA+4Bu9cjLqagq8w63pd7lsiTI9wSLpyEiRk0CzSd7PTbLKSVpakr4dkz7fDFTVyn4V5DHsZv1OUIMLGNI/cAJn5A+QDzylJG8er6ybZJX9GY+iKj2PgOTF4ZKgw3gU3Zqgb8uhv2OsU3rw6WySfHm8cuJvsFuBfVV6gJggJ7OAlE2zR05APZqkY4x+J81Iu8Us+UowyzRrtqRZQ+BuHiBpNerLrN81DtqOXh+A7N+eoL9TqbeDYf0DZSY1HFjHbAWamgBlD9Rjy7zX6eVh0rcFvWyN/xvlo2mStpoGqQdXk6Q5wRxoO3arXKTx6HXe8mS8Qb8DZ0sI1A0QeM8bkPVcTfL4vs8nJxZjBut3cltd2YeeXp8CXE0KRcWhtxMKCwtDpnUkXP/MGDgG9Y12+LxmQNMvaDglDbYE6UvJ9kAdavpd3QanXpYuybMx3WinRjm59bI0ghNjO079/fYGp/yubQyUVZJe1l5f8Dv/gCxv0qRfGQG30svM4HIDvmRpJ8b2EiySTq8vuO6SrPIIcVpSIH9KSVuuqpfHuaFv32ySMqlqsXzLl7ir6gPv7xtpNfZrTZTjgUkLpMHoA0pJWRl5syXoZdfiRNPTYl13y+OjHrC4mwBTcqDfGXVorKNpgTaYpL/yYU+UAKDBKf3E65NlLFYp90aXXBhrcMo6DU59eVfgmORT+us2Vtm2Sa+HJo/Mt+gXAesccgHDGP8CkOOVqb+0OVeT9BvjAqlFL+sGp6zT7AVSzIE+62qSIMNIR71D6kqDzAMC7+InmIOP2z69zRh926gHDRL01FXKnbcWVQtAjg8JFjlW1jQCFdWNKD4QPkLqrv6Zk1uAyvrwyxufEeE4nIDWRvBZ3RCop9ZMmsxva5ttrVfbGBg3IGQ9V+iYDICUY2V98GdWy321lX6TSZ6gaCuNba2nKXnFIByFwOdfa1VtlD8g+XK0sZ7THT7ohib5zh8Rfl5b+3O65WmZcBwuAG3ku618AdJ/XG2c6rncQEobF5X8+wyjvTJxOAOfES2Z9DIZmBE6z6ck7+G0l7fKesDdpKGoOHAb3OhjXemfLddvT0JCArZt29al7Xs8HjQ3t3GFIQY6k9/egPmIL53JR1f6aK8Iuq1Wa0iA3dTUBJutjUuc7cjPzw+5OuH2AHsbNDib5A53bU0N+qWnw6c09NPfL7ZYNBmwxiwBV4pd7rQYf1v1DxojeLS4AyfvJv0kOS1Jf4xISZDgcMuy1kTA7JYTQ0AffM0sB3Lj/V2owOPYXp/clWr2SDqMu3vGiatDfy/aGFjJP98r0x3uwCA/CfpJYqpd3n01TuiN/AEyT9MkbxYz4PME8p6WJHciW35ImU2Bu2VG+bib5WQwNSmwXUAPJk2BQFKDnARU6SdVTv19R7dHtpFsA5oa9QGvLIHgwHi02GySMnPo5Z9gkQsRKXZZ3wiA+unLm/S0Nrj1O2LeQB782/EFTviTbfJuptksj9On2KG3mxb/BwJtxQckJurlCgTOkPWLKGlJkk6fvn69U/Zp/N8oH6WkHtOSWrQxcyCIVPqHfpJNHv0z2oIRvKXYZdeuZlnGuPOpWqxvMct2nW7ZV1Zq4CJPgqVV4K2n16TJoIBTpkyJqB+2JVz/bHQDqckanF5pe069fBr0p0GS7VJvRls3XtFo2YaT9DvhphZlYixvNfqrLzAdkDbpbtLbTpO0y4p6Wd/hDvRb/0h3CJS1T0l52RPlyQNjkEWDzSppMfbpcOsXkfQnQoynF4x5GanSP4FAnXl9ctfW35+MYK9ZpvvvvLTYb2aqfoGwRVqN/RrBn08FAuUUvR8bwauRN1ezLGtcTPOXpwruO0YfsJikvHy+wHEvxa4/ndDiQojRBh0uOe74lD64pT2QDiNtJk36o9FfHC69rjySbrcn0BZM+jqpLdp+on6x0BgUL8kqbct4BcCkyfHKOKG2JQaOQc0OWc/VLPtsdAWOsUYajTIw+ldqkr6dBP09dKd+fNCPYy2P28bTJGb9gqmRfwVpB8Zxt2XADcj6zcax0gr0z0hG7sAp6C7h+mdVo0JWqoaKMIGY1zhm1YbOS7KHpt+QkRKop9Z8SuaH21+Sve31+iUHBqQLWc8WPi1ufZySmsbQee2l3+fTn6AIE4i1t57SZPwVhLmooEHaXk2YYN54eiPsNiH5qw6znr2tgFVJvsMGpkr2F6787dbwFy+gp6Etye3M0zTpL+HYrOED5Jb7rAxTlu2VSZI9+KKnwWeUSZg6NWltl2V7ectKBayJClOmTIHX68X69evD9rFIdLS+1+uF2WyB2Wzq0vZ9SkH5fB0vGGXdVV6xxnzEl2jno2u9rofl5OSgoqIiaFpFRQUGDBjQxhptM5vNIT9JVjMOG6RB0+QHADRNg8WsYdJIDVX1GlKsGpxNGlJsGhQ0HDZQQ2mV/N3o1jAoXUP/NA2l1RoGZch06GPWJlg0NHs1jBmswZaoIcGsITdbQ1mNBmuChoEZGpJtxr41ON0aUu0abAkahvbXIOM0a2jyakhP1uDxyjquZg0jczTUu2R9pTRYTBr2VWnIG64HJzagyaMhLUlDrVND3nANeytlXx6vTG/2ahiRo6HOoSHRLGkYmSPLARpGDdSQ3U/D5r2BdO6tlH2NGSzbsZg1QMk8e6KG0YMkHSk2DbUODY0uyc+YQRp8vkDZWEyy/PBsDet3SVnlDQ/M36c/7pxoBmoaNeQOkOlen4b0JNl3k1fD2CEadhyQ9B02UNLncGvISNbg8Ul+aho1NHukPCcM07CpRMO+Sg2HDwnUV61D6sTYTmmV1EeKTdI6PFtDRY2GNLtEzbkDNJTXynIjc2Q5symwjqtZw4A0efdYg5yEepUGk96+JgyTdFkTZH3Js/zfWCbZpsFkkrRNGKZhz0ENA/pJGrw+SZemaSiplDSn2SWfFnOgHEflaEixa9hfJXVjTZB1mryBOk+xaRicqaGkQsPeKg2TR2rYVir7ykg2thW4gDAyR9ph/7TQPtXVg1W47aQlmTFuqIakRA2aJo8bjswBFKTNjsrR0ODS68gs7TnBLNM37tGQnSb9zeuV9qX0/pRql+WN/up0B8rBmqhh2AAN3+6Quvh2h4aJuVLWgLSvQXq/TbRo8KlAWY/MkfJ1NUu/sidKmzCW0TQNgzPlcVa5OyLbczdL/dkTA/sBNOws0zB5hNSpyaTB7ZH5DS4NU0bKfOh58no1HKiW6UZ+FKQtAbKdb3cEjjUjcySdYwbL9voly3pJVtnHyBxpjxaTtLVRet7qHBrMZi3ork+qXfJoSwysl2LT0OTRYLdqGJiuITFBQ1mtbGNUjhyzfL4WbdAubWrTXjnuKKWhwSnLGm3dqKsEi4Zh+nF0ZI6GjSVSflV1Uu4Ws+w7wRJYZ2CG7BuQY2mTR/qVLVHGZNhXBXh9kiaTSY5X9kQNm/dJ+msdcgxIMMv2ahsD+Ui1a3A0SRqTbRqG9Zd6TbRInY0bIn0rQT+uA3KMSk+WvO2t1DBxuGy3ySPlaEsMPR47muQY2dQcaE9GW8kbLoFinQM4fJiGtKTwfbM7+2d2mll/L7V19CNlPTE3kL6WP+MGa8hKCT9vyqjgz4mWP8qntdhf8M/4oVKe4eZNzNVgs7SRliEaMsOkpWiX7MsTJi3tpd+eqGGC/3MsuEzaWy8rWcPhg8PP65ck+WurvJqbw89Lb2e90YPk86n1dLdHjiEbS0LnNXvaLv/D9HOFcPPGBuU7uEzGD9P0mxKhPznpks6w6R8on0/h5mWmSL1GWibjh0pZt55eWS9lYvTDlj8DMzSMGNDG9trJ25RRGrLTgvvkofTPluu3/2PCZ5t8eOtbFdHP55sUTJrWyX1E/6fz+Y3vH+Yjvn46m4+uiOlAai2NGzeuzYHU/ve//+Gpp57CypUroWkalFKYOXMmfvWrX+G8887r1PY7ejm+2aOwrwrYsV9hf1k1BuVkYNQgDf1T5b1BY/TyRAswZghQXiPvuZpN8nijo0lGqG10y4lbZnKr0cuHyJXvilogLVkeUTZGL89OlzTsrZTt+kcvt8uoyMbo5RrkTsaIbHnPuK3Ry4f1BzxehRS7PK7o9WpIssm7jvUOAJoMNtSZ0cvHDQX6p8ojmy1HL7eY5Z1yY/TyYmP08jR5H6pJf0TUGL3cbu3c6OUOt7xv3OQxRi9XGD1YRo/eWaahqUlGKy+rDYxePjBDBhlr9koeTVro6OWV9fro5VYZGKysRupq/BB99HJX6OjlHm9gUCv/6OX1sq9ECzAqR+7Id270ctVi9HINWWkySBM0GWl8YIYs72xqNXp5rZSl2SyPl9Y79acf9DuBeyvbH708ySptJNkqaU2zy7Rmb+jo5YMy9JGk9QGz+tmlTZRWAQPS5L3z/dUKiRZpnwPSJOjqjtHLO+qfTrfCroPA1r0K5XVSXoMzNewpl7aZliTBeOvRy5Ot8jtk9PI0YEiGBL2ZaXJH54f9chXSGL3cYtZHLzcDQ7MDT3wYo5ePygFyc+Qx/IPV4Ucv9+h3KYNGLx8GpCcpNHvkaZP1uzRUN8i6hw+VtGw7IK+pGKOXD0yX/rVxj0xPTwYmjZS8G6OX1zuAfikySnmqVe6ItRy9fMoouVtjjF4+erD0X03T3y9PlLqua5RXRsYMkoEVd5a1GL08QfZjjF5eWacwKFOWa/ZIOxiRI/1gdznQ4JC79LnZ0lYBuUsZbvTy7DQZLyFk9PJqeSw4Ra9jl17HuTlSVrZEeay6zikDjCm0P3p5WpL0y93lwL4KY/RyBatF6rasWkOyXfKf2c7o5SUVAJQcjzJTgkcvH5Uj9e0fvXyAtD//6OWapGdfteQn2Qb07yevSqTY5J3vSEcvzxsOWMwKB2vlFaKROVq3jV7eUf8sr1f6qM7KPzrzlFEaBunvxrYe8XnKKPSqeYe2vd5bJtHbF8vEmGeMXt6TA6mZzWa89a0P1Q2RHR8yUoBZ07rnmHKoOHBXfGE+Oidug+7y8nKkpqbCZrOhoaEBp556Ks4880xcdNFF+M9//oOVK1fi3Xff7fT3dHe2IB1uL0r2lmHY0BwkWQPL9b7v6ZZqNUFGR9ZaLqdvt3d8T7dCoknBDA1eaL34e7qlPnyA3Nkz9dbv6Vbw+RSsCUBWWvcdkDrbP+scXtTVNyMhMREatF78Pd2qxXdma734e7qV/xiklNaLv6dboaGxBrakdHi9kiHj3SvjzYDe8T3dCh5nDQbn9OvWE4bO9s/yOi/cTRqsiQrZrY4P8fIdy12d1/Xt9e4yic6+WCat5zHojgyDvPjCfHRO3L7TPX36dCxatAjnnnsuUlJS8MQTT2DBggV45ZVXMG7cODz55JOdDrgjYbUADTX7YR2REzQ9NUlDajfsruW7Sd21zXC8Xl+LhtMr3iIIi/mIHaOttmyzLfMRC8lWoHjzxl5VjuH0xvYQTl/Kx47inX0iH0U7dmJwzpSY7D8zGSgq/j7s8aF1kNHb5nV1e729TKKxL5YJEf0YxU3QvXXr1nb/njRpEpYtW9aTSSIiIiIiIiI6JL33kj4RERERERFRnGPQTURERERERBQlDLqJiIiIiIiIooRBNxEREREREVGUMOgmIiIiIiIiihIG3URERERERERRwqCbiIiIiIiIKEoYdBMRERERERFFCYNuIiIiIiIioihh0E1EREREREQUJQy6iYiIiIiIiKKEQTcRERERERFRlDDoJiIiIiIiIooSBt1EREREREREUcKgm4iIiIiIiChKGHQTERERERERRQmDbiIiIiIiIqIoYdBNREREREREFCUMuomIiIiIiIiihEE3ERERERERUZQw6CYiIiIiIiKKEgbdRERERERERFHCoJuIiIiIiIgoShh0ExEREREREUUJg24iIiIiIiKiKGHQTURERERERBQlDLqJiIiIiIiIooRBNxEREREREVGUMOgmIiIiIiIiipKYBt1utxu33norpk2bhunTp2Px4sVtLrtq1SqcccYZKCgowMUXX4yNGzf2YEqJiIiIiIiIIhfToPu+++7Dhg0b8Nxzz2HBggV47LHHsHLlypDliouLcdNNN+Haa6/Fa6+9hvHjx+Paa6+F0+mMQaqJiIiIiIiIOidmQbfD4cCSJUtw2223IS8vD6eeeiquuuoqvPTSSyHLfv755xg9ejTmzp2L4cOH43e/+x3Ky8uxbdu2GKSciIiIiIiIqHNiFnRv2bIFHo8HBQUF/mmFhYVYu3YtfD5f0LLp6enYtm0b1qxZA5/Ph6VLlyIlJQXDhw/v6WQTERERERERdZolVjsuLy9HRkYGEhMT/dP69+8Pt9uNmpoaZGZm+qfPmjULH3zwAX72s5/BbDbDZDLhiSeeQL9+/SLer9fr7dT8jpaLd8xHfPkx5sNsNnd5+92x/3jGfMSXH2M+2D97BsskFMskVOsy6Ur/bLl+W3w+H8xmM5RSUF3agxYX9dZX2hDzEV+i/RmqKaW61u8O0fLly/Hwww/jww8/9E8rKSnBKaecgo8//hgDBw70Ty8rK8ONN96I2bNnY/LkyXj55Zfx6aefYtmyZcjKyurU/rxeL4qKiro7G0TUhsLCwk4vy/5J1LPYP4niVyT9E+h8H7Xb7ZgwYQJe/cyByjpfh8u3lJVmwnnTk7Bp0yaOqUQ/epH2USCGd7qtViuampqCphl/22y2oOkPPPAAxo4di0suuQQAcNddd+GMM87Aq6++imuuuSai/ebn57d7dcLr9WL9+vUdLhfvmI/4wnx0Dvtn78J8xBf2z/jDMgnFMgnVXWXS0frG65s2qxVJSVpE27brp+bjxo3rcvq6S19pQ8xHfIl2PmIWdOfk5KC6uhoejwcWiySjvLwcNpsNaWlpQctu3LgRl156qf9vk8mEww8/HKWlpRHv12w2d6ogO7tcvGM+4gvz0T3bZTnGF+YjvrB/xh+WSSiWSahDLZPOrq9pGjREFnS33Ee86CttiPmIL9HKR8wGUhs/fjwsFkvQ4zBr1qxBfn4+TKbgZA0YMADbt28PmrZz504MHTq0J5JKRERERERE1CUxC7rtdjvmzp2LhQsXYt26dXjvvfewePFiXHbZZQDkrrfL5QIAXHjhhXjllVewfPly7N69Gw888ABKS0txzjnnxCr5RERERERERB2K2ePlADB//nwsXLgQv/jFL5CSkoJ58+Zh5syZAIDp06dj0aJFOPfcczFr1iw0NjbiiSeewIEDBzB+/Hg899xznR5EjYiIiIiIiCgWYhp02+123Hvvvbj33ntD5m3dujXo7wsuuAAXXHBBTyWNiIiIiIiI6JDF7PFyIiIiIiIior6OQTcRERERERFRlDDoJiIiIiIiIooSBt1EREREREREUcKgm4iIiIiIiChKGHQTERERERERRQmDbiIiIiIiIqIoYdBNREREREREFCUMuomIiIiIiIiihEE3ERERERERUZQw6CYiIiIiIiKKEgbdRERERERERFHCoJuIiIiIiIgoShh0ExEREREREUUJg24iIiIiIiKiKGHQTURERERERBQlDLqJiIiIiIiIooRBNxEREREREVGUMOgmIiIiIiIiihIG3URERERERERRwqCbiIiIiIiIKEoYdBMRERERERFFCYNuIiIiIiIioihh0E1EREREREQUJQy6iYiIiIiIiKKEQTcRERERERFRlDDoJiIiIiIiIooSBt1EREREREREURLToNvtduPWW2/FtGnTMH36dCxevLjNZbdu3YqLL74YkyZNwpw5c/DVV1/1YEqJiIiIiIiIIhfToPu+++7Dhg0b8Nxzz2HBggV47LHHsHLlypDl6uvr8ctf/hKjR4/GG2+8gVNPPRW//vWvUVlZGYNUExEREREREXVOzIJuh8OBJUuW4LbbbkNeXh5OPfVUXHXVVXjppZdCll22bBmSkpKwcOFC5Obm4oYbbkBubi42bNgQg5QTERERERERdY4l0hUuvfRSaJoWMl3TNCQkJCA7OxtnnHEGjj/++Ha3s2XLFng8HhQUFPinFRYW4vHHH4fP54PJFLge8PXXX+Pkk0+G2Wz2T3v11VcjTToRERERERFRj4r4TvcRRxyB7777DtnZ2Tj11FNxyimnYNCgQVizZg0GDBgAu92O3/3udx0GxeXl5cjIyEBiYqJ/Wv/+/eF2u1FTUxO0bElJCTIzM3H77bfj2GOPxYUXXog1a9ZEmnQiIiIiIiKiHhXxne4vv/wS8+fPxyWXXBI0vbCwEK+99hpeeuklHH300XjwwQdx3nnntbkdp9MZFHAD8P/d1NQUNN3hcODJJ5/EZZddhqeeegorVqzAlVdeibfffhuDBg2KKP1er7dT8ztaLt4xH/Hlx5iPlk+mRLr97th/PGM+4suPMR/snz2DZRKKZRKqdZl0pX+2XL8tPp8PZrMZSimoLu1Bi4t66yttiPmIL9H+DNWUUhH1u8mTJ+O1117DiBEjgqbv2rULZ511FtatW4fS0lKcccYZWLt2bZvbefvtt/GXv/wFn3/+uX/a9u3bMWvWLKxevRrp6en+6aeffjqys7Pxwgsv+KfNnTsXp59+On71q191Kt1erxdFRUWdWpaIDl1hYWGnl2X/JOpZ7J9E8SuS/gl0vo/a7XZMmDABr37mQGWdL6J9ZKWZcN70JGzatAlOpzOidYn6mkj7KNCFO92HH344XnzxRdx2221B73b/+9//xujRowEA69evx8CBA9vdTk5ODqqrq+HxeGCxSDLKy8ths9mQlpYWtGx2djZGjRoVNG3EiBHYv39/pMlHfn5+u1cnvF4v1q9f3+Fy8Y75iC/MR+ewf/YuzEd8Yf+MPyyTUCyTUN1VJh2t7/NJoG2zWpGUFDo+U3vsNvk9bty4Lqevu/SVNsR8xJdo5yPioPv222/H1VdfjY8++ggTJkwAAGzevBkNDQ14/PHHsWbNGvzhD3/AHXfc0e52xo8fD4vFgqKiIkybNg0AsGbNGuTn5wcNogYAU6ZMwTfffBM0bceOHZg9e3akyYfZbO5UQXZ2uXjHfMQX5qN7tstyjC/MR3xh/4w/LJNQLJNQh1omnV1f0zRoiCzobrmPeNFX2hDzEV+ilY+IB1KbOHEiVq1ahauvvhrZ2dkYOHAgrrnmGrz//vuYPHkycnJy8Morr+D8889vdzt2ux1z587FwoULsW7dOrz33ntYvHgxLrvsMgBy19vlcgEALrroImzduhWPPvoodu/ejYcffhglJSU4++yzu5BlIiIiIiIiop4R8Z1uAEhJScFPf/rTsPOGDh3a6e3Mnz8fCxcuxC9+8QukpKRg3rx5mDlzJgBg+vTpWLRoEc4991wMGTIETz/9NO6++248+eSTOOyww/Dkk08iJyenK8knIiIiIiIi6hERB9379u3DQw89hPXr18Pj8aD1OGzvv/9+p7dlt9tx77334t577w2Zt3UsRPwjAABTgUlEQVTr1qC/CwsLsXTp0kiTS0RERERERBQzEQfdf/zjH1FdXY1LLrkEKSkp0UgTERERERERUZ8QcdC9bt06LFu2zD9SORERERERERGFF/FAaiNGjEBVVVU00kJERERERETUp0R8p/vqq6/Gn/70J1xxxRXIzc1FQkJC0Pwjjjii2xJHRERERERE1Jt16Z1uALjzzjtD5mmahs2bNx96qoiIiIiIiIj6gIiD7i1btkQjHURERERERER9TqeC7tLSUgwaNAiapqG0tLTdZQcPHtwtCSMiIiIiIiLq7ToVdM+YMQOff/45srKyMGPGDGiaFvT93MbffLyciIiIiIiIKKBTQff777+PzMxMAMDrr7+O5OTkqCaKiIiIiIiIqC/oVNA9ZMgQ//9/9atf4bHHHsOECROiligiIiIiIiKiviDi7+k2mUxobm6ORlqIiIiIiIiI+pSIRy8/8cQTccUVV+Ckk07CkCFDkJiYGDT/17/+dbcljoiIiIiIiKg3izjo3rp1K/Ly8nDw4EEcPHgwaJ6mad2WMCIiIiIiIqLeLuKg+4UXXohGOoiIiIiIiIj6nIiDbgDYtGkTnnnmGezYsQNerxcjR47EJZdcgiOPPLK700dERERERETUa0U8kNqqVatw4YUXQimFc889F+eeey40TcMvf/lLvPfee9FIIxEREREREVGvFPGd7ocffhi///3vcfnllwdNf/bZZ/Hoo4/ilFNO6a60EREREREREfVqEd/pLikpwUknnRQy/aSTTsLOnTu7JVFEREREREREfUHEQfdhhx2GTz75JGT6xx9/jCFDhnRLooiIiIiIiIj6gogfL583bx7mzZuHtWvXYvLkyQCAoqIivPPOO7jvvvu6PYFEREREREREvVXEd7pPOukkPPXUU3C73Xj55ZexdOlSKKXw73//G7NmzYpGGomIiIiIiIh6pYjvdC9fvhyzZs3CMcccEzTd4XDg+eefx2WXXdZtiSMiIiIiIiLqzToVdFdVVcHlcgEA5s+fjzFjxiAjIyNomS1btuCBBx5g0E1ERERERESk61TQ/fXXX+PGG2+EpmkAgPPPPx8AoJSCpmlQSgEAzjrrrCglk4iIiIiIiKj36VTQffrpp+ODDz6Az+fDKaecgiVLliAzM9M/X9M02O32kLvfRERERERERD9mnX6ne/DgwQDkMXIiIiIiIiIi6ljEA6l19M72888/3+XEEBEREREREfUlEQfdRx55ZNDfHo8HJSUl+Pjjj3Hdddd1W8KIiIiIiIiIeruIg+5f//rXYacvXboU7777Lq688spDThQRERERERFRX2Dqrg0dccQR+PLLLyNax+1249Zbb8W0adMwffp0LF68uMN19u7di4KCAqxevbqrSSUiIiIiIiLqERHf6S4tLQ2Z1tjYiGeeeQZDhgyJaFv33XcfNmzYgOeeew6lpaW4+eabMXjwYJx++ultrrNw4UI4HI5Ik01ERERERETU4zoVdH/zzTcoKCiAxWLBjBkz/N/XbVBKYdCgQfjrX//a6R07HA4sWbIETz31FPLy8pCXl4fi4mK89NJLbQbdr7/+OhobGzu9DyIiIiIiIqJY6lTQfdlll+Gzzz5DVlYW3n///aB5mqYhISEB/fv3DwnG27NlyxZ4PB4UFBT4pxUWFuLxxx+Hz+eDyRT85Ht1dTXuv/9+LF68GLNnz+70foiIiIiIiIhipVNBt1LK//9IHyFvS3l5OTIyMpCYmOif1r9/f7jdbtTU1CAzMzNo+XvuuQfnnHMOxowZc0j79Xq9nZrf0XLxjvmILz/GfJjN5i5vvzv2H8+Yj/jyY8wH+2fPYJmEYpmEal0mXemfLddvi8/ng9lshlIKqt0l26LFRb31lTbEfMQXn8+HhISEqH2Gdvqd7kjuYneG0+kMCrgB+P9uamoKmv7FF19gzZo1ePPNNw95v+vXr+/W5eId8xFffkz5KCwsjMp2I1ku3jEf8eXHlA/2z57FMgnFMglllElX+mfL9dtit9sxYcIEuNxuOBy+iLZtt5gAJGHr1q1wOp1dSl936yttiPnoHgkJCcjLmwizuWvjhJvNZuTlTcTGjRvQ3Nzc7rJd6aOdDrrPO++8kEe+w2n9+HlbrFZrSHBt/G2z2fzTXC4X7rjjDixYsCBoelfl5+e3e3XC6/Vi/fr1HS4X75iP+MJ8dA77Z+/CfMQX9s/4wzIJxTIJ1V1l0tH6Pp8E2jarFUlJkd1Ms+un4OPGjety+rpLX2lDzEf3M5tN+GyTD3VdGHM7LQmYPsGE8ePHdyrmjVSng+4rrrgCqamp3bbjnJwcVFdXw+PxwGKRZJSXl8NmsyEtLc2/3Lp161BSUoIbbrghaP2rr74ac+fOxZ///OeI9ms2mzvVIDq7XLxjPuIL89E922U5xhfmI76wf8YflkkolkmoQy2Tzq6vaRo0dO0J1niqs77ShpiP7lXn0FDd0JU15aULk8kUlXx0KujWNA1nnnkmsrKyum3H48ePh8ViQVFREaZNmwYAWLNmDfLz84OuLkyaNAnvvvtu0LozZ87EX/7yFxx77LHdlh4iIiIiIiKi7hbxQGrdxW63Y+7cuVi4cCH++te/4uDBg1i8eDEWLVoEQO56p6amwmazITc3N2T9nJycbr0IQERERERERNTdOvXA+jnnnAOr1drtO58/fz7y8vLwi1/8AnfeeSfmzZuHmTNnAgCmT5+Ot956q9v3SURERERERNRTOnWn27j73N3sdjvuvfde3HvvvSHztm7d2uZ67c0jIiIiIiIiihfdPzQbEREREREREQFg0E1EREREREQUNQy6iYiIiIiIiKKEQTcRERERERFRlDDoJiIiIiIiIooSBt1EREREREREUcKgm4iIiIiIiChKGHQTERERERERRQmDbiIiIiIiIqIoYdBNREREREREFCUMuomIiIiIiIiihEE3ERERERERUZQw6CYiIiIiIiKKEgbdRERERERERFHCoJuIiIiIiIgoShh0ExEREREREUUJg24iIiIiIiKiKGHQTURERERERBQlDLqJiIiIiIiIooRBNxEREREREVGUMOgmIiIiIiIiihIG3URERERERERRwqCbiIiIiIiIKEoYdBMRERERERFFCYNuIiIiIiIioihh0E1EREREREQUJQy6iYiIiIiIiKKEQTcRERERERFRlDDoJiIiIiIiIoqSmAbdbrcbt956K6ZNm4bp06dj8eLFbS770Ucf4eyzz0ZBQQHmzJmD999/vwdTSkRERERERBS5mAbd9913HzZs2IDnnnsOCxYswGOPPYaVK1eGLLdlyxb8+te/xnnnnYfly5fjoosuwm9+8xts2bIlBqkmIiIiIiIi6hxLrHbscDiwZMkSPPXUU8jLy0NeXh6Ki4vx0ksv4fTTTw9a9s0338TRRx+Nyy67DACQm5uLDz74AG+//TYOP/zwWCSfiIiIiIiIqEMxC7q3bNkCj8eDgoIC/7TCwkI8/vjj8Pl8MJkCN+HPOeccNDc3h2yjvr6+R9JKRERERERE1BUxC7rLy8uRkZGBxMRE/7T+/fvD7XajpqYGmZmZ/umHHXZY0LrFxcX48ssvcdFFF0W8X6/X26n5HS0X75iP+PJjzIfZbO7y9rtj//GM+YgvP8Z8sH/2DJZJKJZJqNZl0pX+2XL9tvh8PpjNZiiloLq0By0u6q2vtCHmo/tJ3+la+1ZK1vL5fJ3cT2Q0Zeyhhy1fvhwPP/wwPvzwQ/+0kpISnHLKKfj4448xcODAsOtVVVXhZz/7Gfr374/nn38+6I54e7xeL4qKiroj6UTUCYWFhZ1elv2TqGexfxLFr0j6J9D5Pmq32zFhwgS8+pkDlXUdBxYtZaWZcN70JGzatAlOpzOidYl6wqG0byCyNh5pHwVieKfbarWiqakpaJrxt81mC7tORUUFrrjiCiil8Mgjj3Q64G4pPz+/3asTXq8X69ev73C5eMd8xBfmo3PYP3sX5iO+sH/GH5ZJKJZJqO4qk47WN+7g2axWJCVpEW3brp+ajxs3rsvp6y59pQ0xH9Fht9mQ5Il8PZtV7kOPGTOmSzFmR2IWdOfk5KC6uhoejwcWiySjvLwcNpsNaWlpIcuXlZX5B1J7/vnngx4/j4TZbO5Ug+jscvGO+YgvzEf3bJflGF+Yj/jC/hl/WCahWCahDrVMOru+pmnQEFnQ3XIf8aKvtCHmo7t1rXVr+komkykq+YjZV4aNHz8eFosl6HGYNWvWID8/P+TqgsPhwFVXXQWTyYQXX3wROTk5PZxaIiIiIiIiosjFLOi22+2YO3cuFi5ciHXr1uG9997D4sWL/Xezy8vL4XK5AABPPPEE9uzZg3vvvdc/r7y8nKOXExERERERUVyL2ePlADB//nwsXLgQv/jFL5CSkoJ58+Zh5syZAIDp06dj0aJFOPfcc/HOO+/A5XLhggsuCFr/nHPOwT333BOLpBMRERERERF1KKZBt91ux7333uu/g93S1q1b/f9fuXJlTyaLiIiIiIiIqFvE7PFyIiIiIiIior6OQTcRERERERFRlDDoJiIiIiIiIooSBt1EREREREREUcKgm4iIiIiIiChKGHQTERERERERRQmDbiIiIiIiIqIoYdBNREREREREFCUMuomIiIiIiIiihEE3ERERERERUZQw6CYiIiIiIiKKEgbdRERERERERFHCoJuIiIiIiIgoShh0ExEREREREUUJg24iIiIiIiKiKGHQTURERERERBQlDLqJiIiIiIiIooRBNxEREREREVGUMOgmIiIiIiIiihIG3URERERERERRwqCbiIiIiIiIKEoYdBMRERERERFFCYNuIiIiIiIioihh0E1EREREREQUJQy6iYiIiIiIiKKEQTcRERERERFRlDDoJiIiIiIiIooSBt1EREREREREURLToNvtduPWW2/FtGnTMH36dCxevLjNZTdt2oQLLrgAkydPxnnnnYcNGzb0YEqJiIiIiIiIIhfToPu+++7Dhg0b8Nxzz2HBggV47LHHsHLlypDlHA4HrrnmGkybNg1Lly5FQUEBrr32WjgcjhikmoiIiIiIiKhzLLHascPhwJIlS/DUU08hLy8PeXl5KC4uxksvvYTTTz89aNm33noLVqsVf/zjH6FpGm677TZ88sknWLlyJc4999xuTVdVIzBwRAHK6wCrWcFiAZxuwAtAA6AUkKgBPgBNPsBiAhIAuPX5PgVYNNmWRwFmTa5seACY9fWVpi+rT/Po6yjIjxlAswJMmkxI0GR9r76cT9+OWZN1EzRZp0nff4IG+JSGIaMKcLAOSIBCs5I0WfT0uPXta5BG4NP37QPg9QEJJpnnUYCmBfantUhbAoBmfZ8mLZB26NuB/rcX+sb1crHo5WGsZ0Ig76YW5WYG4IGGQSOlPsxQkka9DjwAmvU6MBvb1NPua7FLo16g+ZPgL/9AeUm9GGnQWqRJa5FWn7FNPY1evbxapsGg9OWgAT5oGK7XhwaFBH07TUZ5KcCqb99oK0abg74v1SJNRrpb1pHRPrSWbdMMNHkAswXQfPLbbNStT+o1ySppaPLo6zZLOmwJQGqSUWKi0Q1kDByDRjeQloQeV9sIDB1VgLJawKQpmCBloentyKv/36gni/7b6D9Gmzfr05v17Rp1aBwQm/R6SzDW9QGJ+iVKo61A3463Rds2IbjtQU8P9OkWSH2ZNA1DRxWgvBawaMrfp4z1jf1oLdqkcbww2qaxTV+L9mHWp3latEl3y/ZptMcWxylvi7as6fsy9udPc6sy8vj3L/k4WAtomvL3NxPkOKEgfdWL4D4OBPqmMa9leRnrG8dAaIG8GWk2tZjWsk+YEHxcMtpBMwLHVrORd3+e5Hh5oAZINClYIH3Tq2R7Fk3WTzDKt8W2W6bVaC8e/TjU8pjuaVE2qsUyxr6Unk6jPRnLAdJP0eI4bDHKt+VyClCaHC9rGhWy0tDjqhqBnNwCVDUqZLfaf3mdQlMzkJgAZKdpvW5eV7fX28skGvtimYTOI6K+L2ZB95YtW+DxeFBQUOCfVlhYiMcffxw+nw8mU+Am/Nq1a1FYWAhNP3vVNA1Tp05FUVFRtwXdFQ0K+8qBtTs1VNYDmanAlJFAVirwQ6kEKrsOApnJQEYaUF4D1DmAZDuQmy3b2LoPGJYJ9EsBth0AfF4gJwNo8gL97EBJBVCvrzMyB/B4AttOtgHDs4FEs+wnyQbsrQASLYAtEcjuJ9tTGnCwBnA1ycnpsP5y8paZIgGJxwfsqwQsZiArTdbbcxDYXwUMygRyBwAl5UBNo5zcGWnPSZff320H7ImyrKNJTmL3VAAJFsBuBQakyfa9PmDMYKC6QbatmWRb9U4g1Q40OCVtjiZgxwHA3QyYzcD4oQAUUFIp6dU0YFi2nExmpQJlNUBNAzBqENDsAYpLZZvZ/YARAySIdLgBkwnYVyXLpqcAYwZJ+e45CKQmARNzJXh0e6QcASmTwwYCyVagsQkorZSA0yivBDMwIF321y9J/k5MAPaUyz7T7FKfxaWyvWQbkJ4MlFZJWQ/vD7ibpL4dbmBnmQSymanA0Eygsl721+AC+qcB/ZKl/IpLZf8pNmBIlgS7EsTIvjVIHg8bCDibgPW7pT0NygQq6oBGF9DslfbT7JV9HKgCnM3AhGFAXSNQWg2MHyZtzmSS7ewqk7LKSZftON2y/qAMoM4pecpJUxjaX9KwowxYv0dDVU0iMtM15A9XGJkD2K3RP3moblAorwWqGjT8sE/ynJMODM6UdmIyS590Nkm7Hpwh9ThqoARDm/dJmditQH6utNF6h7TbTSXSXvslA3nDpR5KKoCcfoDLA2zcLe03PUX2V9sA1Luk/VfVS7lYTMDowdIPG5xS77v1uktNkjI1a8CWfdK20pKB8lpZzucDxg6WYK7RJW2hpFzPuCbrerzSNlxuoNYp7afBCWzbL33MaGOuJqn/vRUATFIOjS7AmghU1klZ+ZQcfzQN2F8t830KGJIpx4WsNCmfFKv02ToHsHYXUK0fFyePlGPErnIJGg9UBy5qjR0s/aSsFthWKuU2MEOOBfurpc94vEBGipRDrQMoqwZS7NIPTSbAngAMzZa87Dgg/dCaAAzpL8HvxhIpM1siMCFXLmx9uw3weoGRA4H+qUDxATlOptgkr+nJcizdvBdQPiA7Q45bdY2SpvHDpC8W7QBGDwJG5EjZllbKfkYPBnLS5Lix+6C0rcwU6YPFpZLWZLvkf381sK9C6jg3W9rGgVr57PBB8rNZb3PpKdLmXE2AqxnYWwmk2eR41+iWtnCgRvqt1wcM7S/lNzADaHQCVQ3SD/ZVyfa8PmBoFuBq1jA8W2F4fyAtOfr9s/XnZ1aqhskjFQb3l3Ym86DPQ6+bV1pxKNvrvWVyaPlmmXRmXnYqg2+iH4uYPV5eXl6OjIwMJCYm+qf1798fbrcbNTU1IcsOGDAgaFpWVhYOHDjQbenZVw68vw6oqJe7BpX18ndlvZwcrtkuJzVJNuD77cDOg3JCWlEnQVCdUw947MB3O+RENDNN5pn1E8XSKgmay2rk5HbTXjl5K6+TQGxTiew/yQYU7ZRlHE1yQrVuF2C1yu/91RLYldcBG/bIidnXxbLe+t1yIlbVACQlAl9ulv8ryJ3Joh1ApT6/ukH2A0hgcbBGTpKz+wHf75CAYX0JUN0owcy+SuCbYjkpb/YCn2yUYNzRJOVQtFNOjjftlRPQinrJk7NJ9lnrkHLavE9PY6NML9ohFx6+/kFOjHMy5ET/qx9knSaPlMGGPVJeNivwzTYJjCxmOWF9f50EG5om5fbhegmYt+yVfB6slYDD4Zay/nKLBGBrd0k6y2olQF+7U06yt+2XbX+1VU5+axplv59ukpPj8jpJ47pdctJrS5A6r3HI9O+2S1obXBIAbdor+9tYIif5G/dIsPPDPimTJo/U66Y9kmeTScqzqkHKqLJe0lrvlJPufinAt9tbzG+Q8tE0qbv+/SQdH22QoM/nAz7eAFgskp9vtwENbgmuvi7WLyw0Sb6KdkmwsmG3lHtJubT3z7fINn2Q359vkQsLPaG0Uurwu+1SXx6fBH3F+6VeNuyWdlrVoLfFXRJE1zqkP5ZUSJ+pd0o5HayVtvvpJilbt0fayWebJW/ZesD98QZZx2yWbXxdLG272Qt8sUXqqckjdbh2p5Sf2Sz1W1Ev+6+ql2Cv1il9wWaVZUur5G+HW4L44lK5+LR+t/SNslrpj+t2SVusbpD8Jlrk/2u2y/YdbmljW/YB0GSZARnSHr/ZJgHu+l1Sh2496G50Sxrr9cCtvA74fqe0lXV6O2v2yPY/WC9l5IPk6cP10uesFmmTzmZJa10jsH2/5PO77VImzmbZ7+a9ElhvKpEyKy6Vct6+P3DcqqyXtl1aLf3th1L57WyWY+bmEqDaIX2qqlH64Zptkv4mj1xY0DRgjX78dTVLetfuCuSxplGOy1//IPWpmaTdfLBO0tEvRX5/s00C4Gav9OnvtgO1eh3V6Pu2W4GPN0q/qXMFjkP2RDmGlOrHrDqnXOjbdVDq8dNNki6XR9L16SY5Vu0sk3pNtstFW0DWb3RJ+dbqxxuTSdpPkk2C9s82S31V1MvPut2yva+2yoWfntD687NC//wsq5IgJdy8qpp21qsE9rexXmkFUF7Vzv7a2GZpBXCwjfUOtLG/r4tlvQ/CrLO/QtIZbnv7K2Sbbc1ra7220tHRvLKqrq1XWgFU14TOW/2DzPtwfZj0VwIH2klHW/Vd2U59l1YAldVtp7+snXprKy11dW3vr6NyDld3H66XdH6xJfLyb6stlFZEvWsSURyJ2Z1up9MZFHAD8P/d1NTUqWVbL9cZXq83ZFpVo1x5DaWwdicwfYL8NTRL7mp5fHLyVNsoJ7RVDXJH5ugxwMa9clI4vL+cRA3NkmCqwSlBYb0zMM/ZJMGa1ycnVglmOZmrqpf92RJlWxrkhHLjHll3e5lMT7LKNnYcAPKGyQlask32MTRL9tHsBbwuhTGDJB1eBThc+mOemvzeWSZ39fZXA5NGyEmbsb7Hq9+5dumPbpslQMtMlXwX75egc0+5lMuecmBgutxFSk+RgCAxQfIwJFNORN3NMl0pOUk2myXIze4nJ8+JFilnpWSbZrOko8Gl4PXJHTR7ggSNrmYgQX/mdPsBuRO07YAE8et2AROHy4kTIBcd7InA+j2B/PlrWkl99kuS6ROGAhtKZPmaBrljaizf4JK6qXHINg9Uy92xqgaZv7dC9u/R0+VTUr8HqmW/2w8o5A2V+vIquWtdp7cPZ7MEuRmpwS2x0QVAyYWRvGESxBvtyeuTMmvyBNpc8X65w7d5rwQ0+SPkJHzDbmDcEMnv4AwpZyhpJ40uyW+jWwKlwZnyOz05cPKuVOC3pils2AMM7e9DsjW095jN5jB9qn1t9c+aRg27DuqPyvvLVqFfsgRjtkT9DrNXf9RaybKVeuBrvIpht0o+y+vkSQgNgUd4PT7Z9qYS4Oix0t/MJgnOjX6olJRZTrpse/sBKW+j/bv1ANFsBhKVnh6P9JsdB+RJj017pc5MJtnumEEKO8uAAf0k0PP5ZL7R1uzWwEW81CSZt6NM0m0sZyx7oFrqa2+FpKusVtrZML1f1Dikbe8ulwAcmvQto16N9uP16hfztofWkU/JRQsjbQ0umZ5kU/4LSkktpgOyX3t9oN8Ny5a2OXqQBNcen9wJrnPIHX3j+NgvSYJ4e4LU284yaZe7DgaOLcX75SkQR5N+rNWPVRa9nfiU1NPgLHnyY93u4DKzJQQulEwbBWwsUah3yjZMJgBe/YLZHtl3daPeN1ocD/olSR7NJqmbAWnSjxpdcswblAEMHyDbaKnZK083rd8FjB0EHKyTPKQlSZtKMAfK0eOTdryrTJ7I2XFALq4lWvSLgomB4+qug0B2mtLT7EN6cmg9dmf/bOvzs7ZRLtyFk5gArC4OP2/HQbloHM66XcARY8LPq20E9raxv/W75SmXcMprpe21lj9cLnAk6MfXljbskWNpOFtL5XMwlMLmvdIfwzlYK8f0SOftLJNjdzjbD8hneDhrdwIn5YdOzxsm86wJ0g9b+qEUIY+EG6oa5PgXjnGxKJScZx03Ifx6ZTVyHA1naztpsSYCn28NP297GZBqa3t/rubQ6Sl2Sf+ogaH9uL3yL6uRY1M4a3cCg7N8yEwO9C3jd1f6Z8v12+Lz+WA2m6GU8n/2RUbrcB89oXV59VbMR/eTvtO19q30kyGfz9fBkl3rozELuq1Wa0jQbPxts9k6tWzr5Tpj/fr1IdNycgtQWR9++ar6wDuZSTagQT/Z1TT5EDaZ5KS1Wb/T4nDJ30lWCQJys2UbzV49WGgxTwEw63dnvXpAa9LkjgkgyxsnvyaTBH/DsvRg1AtYbPJ/4w58TYPc3QNkH6VVgWWTrPpj4JC/tRbnSMaj4K5a+eCod0hwb6TRoqcber4bXHLSadICy2qaPLbZ6JKT5uoGIBOSLw0ANEmDcUGhZbCgaXLCM6y//l6rSfYNBAJz6Ok2maSMjbbuM1501fORNFDWMZlkX0kj9HdeTXICYTFLOQ3JDOzD0OyV7TY0SHnW6o+uN3kCdWakI9kKNHqkbNxNclJm0gLpMJulPAxen9Sr8ViwXa+vtCRZ1gjCfM1ykpPV6hzW65O6cDXr7VB/NLXZqBcE2kJuNlBfBiQNknnVDYDNIsvUNkpaFSSQqHcomEyaBHqalJFSyl+vdY0KJk2DwwU0NQXORJqbpZFWNgEV1U0oPhB69lxYWBgyrSNt9U+TFngMOsEUaD+2BGk76SmBd9Q1kxSISdMf99eDXkDqy+mT6cqOoKhbqUAZmTRpZyYt0G81fdlGJ2DNDi5vo/0b65lNgEcP/n0+QDPLCbNRd8b4As0tjgfD+usXV6A/ro1AW3M16e8W6+2s0Rmoc4PHG2hj5bXy22KS+h+apdebR8qs0akHlIHsAwjkx2SSn+o2jotKyQUGiwlo1Nug0cdqGiQIbanZI2We1k9v/3q92RIlz0pJP2hufXzUL7iZrDKvyRMob+PYUueQ45ZPARW1gWOVWc+fBjlOmbICxzeD1xs4Btc0yDHc1azXNwJjQFj04++oHKnPpMRAAOTRj9HNejtrdALWrEDZuJokLcYFvNblCE3qyG4Dktxy3MpO0y+CWQP5Mdp2gwsYngBUOAKPqjV5Aif9Sq/H4f3l0XSH24ddxetC6rA7+2dbn5+A9IewtMDnQWtOd9tBd3VD4Fgbyf5qGwNtojWF0OASkPKvrJcLBK3VOdreXpt51udpbaVfSd4jned0S79ua15bQbfxBEtrSTaZZwtTBw4XoLUR6GpoO+8mvZ2HU1WPQGdrxafa3mZ7aVFAm+3S5ZbXZ9raX7hytphkeyNyQue1V/5Kyf7CqawH3E0aioq/908z+lhX+mfL9dtit9sxYcIEuNxuOBwdBxZB61pMAJKwdetWOJ1tXAHqYR3lt7dgPrqH0b6dLlfE7RsItPHi4uIO23hX+mjMgu6cnBxUV1fD4/HAYpFklJeXw2azIS0tLWTZiorg53AqKipCHjnvjPz8/JCrE1WNClmpGirCHKAzUwMntg6XXO1s0E8SEy36HRWznGy6m/STarfccUixy29rIpDg1gftMQfmOZv0YEoFPrx9Sv+gc8i8lsGlcedYaxUIpNglbekpgRM0h1seETbuDBrpcDZJGloGvSl2uetn0+enJgXS2OAK3Nn36WlNscmJqU8FljWC42SbbMOeqA/8ZAoM8mOkwTgJ9bU4mUzTt5Nklf2k2OWkxhjEDQikIckWuCvR4tV/fzlomqQtM1V//1sLBAkeb6AcU+zBdw4SzHISbmynX4rsL9ESvLzFrA+CZJHf1sTAu7L+dLiD0242Be5EpdgBp15fXp9+4m8K3FkzAoiWjMHPbAmBdmhcqDECck2TunG4A/UCyNMYLo8s0y9Z0qpBPxlLkoDaZNIv8vhkzIRUu9RxWrIGnzLadSKUkoA7ISERmibBVf+MBOQOnBLaebqgrf7pU5q/bfkHGFN6GpMCA2L5lF7mSh+cLjHQT4HA3WxrYmDgLoMxaFl6Mvx5rncF+q1xATfZLm3JaO8t27+xXp0jMM2k9wGjXaXY9UATwccDd7Nsr86hD9qnAm0t1Sb9qdkj7S5Zb4ut+4ctUbZjtDWPT+rfaAsJFikzIw9A8N1+o+0m6H0tIzV8YKTpF2hqHHoavVJOxrvvza3uCiZY9IuSRvvX683VJHl2e6R8E1ofH72Bfm+MsWCUt9ks6U5NkmVdzbIPiztwrDKqODVJys84vhnHD+OCl1KSbrf+9JH/eIdAu0lPkX2YTHLnKlV/QsXIf4LeztKS9GONL1AnXp/sOz0lOPAwLuRkpMgxwX+M1NtCszewfaOujeOv3RoImBItgSdrNL0enW7pn0lWE6ZMmRJaiV0Q6ecnIP2hqjHMDP0YHW49exsBESBl1fr42Hp/1WH21y85+HOvJQ3h71Q63fL+bV2Ycy/juNNWGtpLn2or/Vo7eW9nnt3adiDfXllmpYZ/x9DhknmNYYLFJBvavIOk9PmVYYJrn97O2zrPamujJq3t8mwvLRokD+H2Z2unvExtlLPHJ9tr6+JMW9vTNNlfOFmpgDVRYcqUKfB6vVi/fn3YPhaJjtY37uDZrFYkJbWR6DbY9XoYN25cl9PXXbqrvGKN+YgOu82GJE/Hy7Vms8oRZcyYMUFji3WX7t9iJ40fPx4WiwVFRUX+aWvWrEF+fn5IRidPnozvv//ef9tfKYXvvvsOkydPjni/ZrM55Cc7zYzJI1ve1zBomDxSQ3WDzNtbqWFUjgaLSYPHqyE9WUOdU0OSVcNhAzV8u0N+p9hk2ZE58ntQhoZUuwaHW34b81JsGpo9mh5QaEhM0GBL0DAwQ/bnapJlTCYNzV4NecM17KmQ/afYZHsJZg2HDdKwsUTDxOEaGl0aTJqGvZXyeHGCGUixadhZJukwa5IGDbJfpSQtjiYNgzI1rNulYcygQBotZtlmik1DokXynTtAQ22jBp9Pli2rkW1ZTDLvQI2GwVkarBYNyVbZp4KGfVUaBmdqsCZIfmVgPA1er4YxgzWU18o+NE3KWdM0WPS7/RJQajCbZVlns6xrT5DtAVL2e/Xy8fo0TBqhYcMeDQkWmV/n0OBs0pA/PJA/436Wpmnol6yh1iHTfyiV5ZxNGtJTpPyM5VNsUjfpSbLNgRkaXM1Sd/ZEWc7rk3QAUh/JNhn8aG8lMHqghk17pb7MmoZap5RHk0fyMzw7kCfjJ8WmwZqoISdd6npkTqA9WcyyboI50ObGDpY0AxryczVs3iNtLX+EpFXTNJRWSzlDk3WTbZJfQKaXVmkYOUDa99jBRjnpPUN/fGFiroa0pNA+1dWDblv9Mz1Zw4gBGhItgQAbkHY4fpjUR5JVQ6JZb9eQtpSTLv3UqyT9Trfkc0A/Df3TZDmjjC0mqasJwzW4PNLOvD4ptxSbLKtpGg7L0VBVr8Fs0ttcZaD9WxNkmtenockr6bFapI5GDdSwea/UkXERJcUG7K2QaXUODUOzpL+bzYF6d7qljaVYNdQ7Zb+jcqQPG23MWHZghoaaRg3D+ku6XE1SRyUVskx6koaDNRpysyVdCWZJm9EXjfZjMUtfnzwiuB0a7XlAuoaMFA1O/eIeADhc0ibzhstvkxZYJz1JQ//UQL+rqpN6231Q0moxSd9LS9LbnX58rHXIb49X6m2k3i59SurbbJJj0PYD0hYGZcjyFrMGjy+Q3tGDNKTaNGwqkeVblpnXp8HrlQHNvt0BDEgP9CvlC7SbvOEaahqk3A5UBx8Pah2SR69P2kdNo/SlZJsc80wmDXsOyjZalmWCWdrVpJEaftgf+Lyoc8hxoNkr2zfap09pGJEjeT1soOStySNt3NWk+S/0jBgAlNdpyMvVkJUW/f7Z1udnerKGw4eGtiFA+lVgveCfUTnSd8PNmzwyUC+tf9KTNYwfEn7epBFS3uHmDUiXz9HW09fvkf01e0LnTcyVY3647Y0bIv0jXJmMH6ahX1L49XLSpV4jnTeynfI6bKAc78LNmzJKg8sdOn1jieTb3Rwmb4M1ZKWE315miuQ93Dzl09psJ1NGaWgKsy9Ajmm52W2UcztpcTe13b5Gt1MmAzPks6b19AanhikjNew4EFl7HZihf862Uf7ZacF98lD6Z8v12/oxzq81TT5DIvln1F1H++ipn3hKC/MRP/kwjitd+qef5JpMpk7uJzKaUm1ec426O+64A9999x3++te/4uDBg7j55puxaNEizJw5E+Xl5UhNTYXNZkNDQwNOPfVUnHnmmbjooovwn//8BytXrsS7776LpKTOfW+R1+tFUVERpkyZErawyuuVPiql8o9eXjBKQ2ZK6OjlmWnybm1dI5CSJI87Ksjo5UMz5W5G0OjlHrkqvrciMHr5iAESTIYbvXznQfnbP3q5Vd4R9HoAZZJ3u9xuAJq8G+nxSnprGiQgkdG45StjstOAPRUa9ldK0DciRwYQqmmQ94lH6GkfmC6/v9sud3oGZ+l3vEyB0cuTrLK9NkcvHyD5S00CGhzyfrXxznl7o5cPz5ar4P1T5XHImgYZhdjjBYpL5f3K7HRgRLYWNHp5aZXsP9zo5fm5sk+3R9Kr9LuGowbK47qOcKOXW+Rd3XqHjDycYJbyN0YvT7VLGW4rlbJKtgEZyfLOYlYaMDxL7kA1e2X5XWWy/8xUYGiWQmWd8c69Fjp6uUnuTg3NkjuIrUcvz0iRtBujl6fZ5RH/inp5nLUzo5dPGC5PNJhNLUYvt0sbDRq9PFPuBPZPk/eMjUeTd5YBG/YoVNY0ISs9ERNzNYwc0D2jl3fUP6vqFSrqgKoG1WL0cg2Ds4DmZn308lr96/2UlE29IzB6+ZZ90k6N0cvT7PKusEkLjF6ero9enmwLjE3QevTyIZnSPutdMlJ1ZX1g9PIxg6WejEHIdpdLHabag0cvT0sC+iUr/+jlSmkYMyj86OWaJus2e6UenG5Jd1aqLLttv9RlZqqkzdWsj15ejvZHLx8o7Spo9PIsyVtWmqQxOVHaSp0zePTyKSPl7u2ug0CCWflHL9c0DWPaGr08W8o/Rb97m5kSeA/6QLWU0b5K/YmQCEYvzxsu5fTtNjlejBoox5FtB+RdyhSb5DU9KTB6uc8nA821HL18wjCFKn1Qx8MGaRiZE2b08n5y52/PQSmTjBQ5ThbvCz96eb9k6ZMWkxzXMvU7tAmW4NHLJw4P3KnfVylPNQSNXl4deJLA+LaKgemyfmWDtI99lcb4DvJtA64mYHi21m2jl0f6+ZmVCkwZpWGQfuxoPeLzlFHoVfMObXu9t0yity+WiTHPGL28oz7Wkc6u7/V6YTab8da3Pv2GUudlpACzph368aQ7HGp5xQvmIzre+la1+TpLezJSFGZNM/n7SXeLadDtdDqxcOFCvPvuu0hJScGVV16Jyy+/HIA8vrJo0SL/V4KtW7cOCxYswPbt2zFu3DjceeedmDChjZE3wuhsgyiv86KpWe5EWc1aL/6ebuX/3ukEaL34e7qVfzkzNP/38fa+7+lW/nxr0Hrt93TXObyoqG5E/4xkpCV13wGps/2zqs6LZq+mf0+z1ou/p9t4agewaFov/p7ult+VHrgXYkJv+55uJd/L7QMSTVov/p5uOV5aLQpZaT3fP8vrvHA3abAmKmS32n+8fMdyV+d1fXu9u0yisy+WSet5DLojE29BXlcxH9ERr0F3zN7pBuSF93vvvRf33ntvyLytW4OHnZw0aRKWLVsW9TRlJgNFRd/rDUdOD1M7dzM9rni9vhYdIGZvERwy5qPnhBs0p7VkK1B8oLjb3uGOVL8w/bM36g3toTOYj/jSMh+xkJkMFBV/H3b/rYOM3javq9vr7WUSjX2xTIjox6j3nl0QERERERERxTkG3URERERERERRwqCbiIiIiIiIKEpi+k53TzLGi/MaX7bbBmN+R8vFO+YjvvxY82EymfxfwdAe9s/eifmIL+yf8YdlEoplEipcmXS2fwKd76M+nw9msxlpSUDb33IenqyjxUW9+Xw+2O12//eO91bMR/eT9t21McLT9DG8OpuPSPooEOPRy3tSU1MT1q9fH+tkEP2odHYkS/ZPop7H/kkUvyIZCZp9lKjnRTpa+48m6Pb5fPB4PBFflSCirutsf2P/JOp57J9E8SuS/sY+StTzeKebiIiIiIiIKE5wIDUiIiIiIiKiKGHQTURERERERBQlDLqJiIiIiIiIooRBNxEREREREVGUMOgmIiIiIiIiihIG3URERERERERRwqCbiIiIiIiIKEoYdOvcbjduvfVWTJs2DdOnT8fixYtjnaRD0tTUhNmzZ2P16tWxTkqXlJWV4YYbbsCRRx6J4447DosWLYLb7Y51siK2e/duXHnllSgoKMCJJ56Ip59+OtZJOmTXXHMNbrnllh7fb1/po6tWrcK4ceOCfm644YZYJ6vTwh1bSkpKcPnll2PKlCmYNWsWPvvssximsHPC5eMvf/lLSN28+OKLMUxl29o7RsaiPvpK/+wOfaWPdId4a6fxoL3zgq6USSR9b9OmTbjgggswefJknHfeediwYUPQ/DfffBOnnHIKJk+ejOuvvx5VVVVdz2iEIsnHRx99hLPPPhsFBQWYM2cO3n///aD506ZNCzmWNzY2RjsLACLLx3XXXReSzg8//NA//9lnn8Vxxx2HgoIC3HrrrXA6nT2RBQCdz8ell14akodx48Zh/vz5AIDa2tqQeUcddVSP5cPQmbgo6v1DkVJKqT//+c9qzpw5asOGDerdd99VBQUF6u233451srrE5XKp66+/Xo0dO1Z99dVXsU5OxHw+n7rwwgvVVVddpX744Qf1zTffqFNPPVXdc889sU5aRLxer5o5c6a66aab1M6dO9VHH32kpk6dql5//fVYJ63L3nzzTTV27Fh188039/i++0of/cc//qGuvfZadfDgQf9PbW1trJPVKeGOLT6fT82ZM0fddNNNatu2berxxx9XkydPVvv27YtxatvW1jHy8ssvV0888URQ3TgcjhimNLz2jpGxqo++0j8PVV/pI90hHttprLV3XtDVMuls32tsbFTHHnusuueee9S2bdvUXXfdpX7yk5+oxsZGpZRSa9euVZMmTVLLli1TmzdvVj//+c/VNddcE5VyOJR8bN68WeXl5annnntO7dq1S7344osqLy9Pbd68WSml1IEDB9TYsWPVnj17go7lPp8vrvKhlFKnnnqqeu2114LS6Xa7lVJKrVy5UhUWFqoPPvhArV27Vs2aNUvdeeedPZKHSPJRXV0dlP5Vq1apvLw8tW7dOqWUUt9++6068sgjg5apqKjosXwo1bm4qCf6B4NuJQWdn58fVBF///vf1c9//vMYpqpriouL1VlnnaXmzJnTa4Pubdu2qbFjx6ry8nL/tDfeeENNnz49hqmKXFlZmfrNb36j6uvr/dOuv/56tWDBgtgl6hBUV1er448/Xp133nk9HnT3pT560003qf/7v/+LdTIi1tax5YsvvlBTpkzxfzAppdQvfvEL9cgjj8Qqqe1q7xh53HHHqU8//TSGqeuc9o6RsaiPvtQ/D0Vf6SPdJd7aaTxo77ygK2USSd9bsmSJmjFjhj/49Pl86tRTT1WvvvqqUkqpP/zhD0Gf7aWlpWrcuHFqz549Xc9wJ0WSj/vvv19deeWVQdN++ctfqgcffFAppdTnn3+ujj322OgmuA2R5MPtdqvx48erHTt2hN3Wz372s6C6/+abb9SkSZN65EJwV4/pHo9HzZo1S/3tb3/zT3vllVfUT3/602gltUOdjYt6on/w8XIAW7ZsgcfjQUFBgX9aYWEh1q5dC5/PF8OURe7rr7/GUUcdhf/+97+xTkqXZWdn4+mnn0b//v2Dpjc0NMQoRV0zYMAAPPTQQ0hJSYFSCmvWrME333yDI488MtZJ65J7770XZ599NkaPHt3j++5LfXT79u0YMWJErJMRsbaOLWvXrsWECROQlJTkn1ZYWIiioqIeTmHntJWPhoYGlJWV9Yq6ae8YGYv66Ev981D0lT7SXeKtncaD9s4LulImkfS9tWvXorCwEJqmAQA0TcPUqVP921+7di2mTZvmX37QoEEYPHgw1q5d2w05b18k+TjnnHPw+9//PmQb9fX1AIBt27Zh5MiR0U1wGyLJx44dO6BpGoYNGxayHa/Xi/Xr1wfVx5QpU9Dc3IwtW7ZELwO6rh7Tly5ditraWlx99dX+adu2bYvp52pn46Ke6B+WyJPf95SXlyMjIwOJiYn+af3794fb7UZNTQ0yMzNjmLrI/OxnP4t1Eg5ZWloajjvuOP/fPp8PL774Io4++ugYpurQzJgxA6WlpTjppJNw2mmnxTo5Efvyyy/x7bff4o033sDChQt7fP99pY8qpbBz50589tlneOKJJ+D1enH66afjhhtuCMpbPGrr2FJeXo4BAwYETcvKysKBAwd6IlkRaysf27dvh6ZpePzxx/HJJ58gPT0dV1xxBc4555weTmHH2jtGxqI++kr/PFR9pY90l3hrp/Gm9XnBX//614jLJJK+V15eHnLRPCsrC8XFxQCAgwcPxqxOIsnHYYcdFrRucXExvvzyS1x00UUA5FjudDpx6aWXYufOnRg/fjxuvfXWHgnEI8nHjh07kJKSgj/+8Y/4+uuvMXDgQMybNw8nnHAC6urq4Ha7g+rDYrEgPT097urDoJTC008/jcsuuwzJycn+6du3b4fH48H555+PsrIyTJs2DfPnzw9pa9HS2bioJ/oH73QDcDqdISe8xt9NTU2xSBK1cP/992PTpk347W9/G+ukdNkjjzyCxx9/HJs3b8aiRYtinZyIuN1uLFiwAHfccQdsNltM0tBX+mhpaak/Lw899BBuvvlmvPHGG7jvvvtinbQua6tuelO9AIG7DqNGjcKTTz6JCy64ALfffjtWrVoV66R1qOUxMhb10Vf6Z7T0lT5yqGLdTuNN6/OCrpRJJH2vo+27XK6Y1UlXjyFVVVWYN28epk6dipNPPhmAHMtra2tx3XXX4R//+AdsNhsuv/zyHnlaMpJ87NixAy6XC9OnT8fTTz+NE044Addddx3Wr18Pl8sVtG7LbcVrfaxevRoHDhzAhRdeGDR9x44daGhowPz58/G3v/0NBw8exK9+9St4vd7oJL6LeqJ/8E43AKvVGlJoxt+xCjJI3H///Xjuuefwt7/9DWPHjo11crosPz8fgASwv//97/HHP/4x7u9sGh577DFMnDgx6I5FT+srfXTIkCFYvXo1+vXrB03TMH78ePh8PvzhD3/A/PnzYTabY53EiFmtVtTU1ARNa2pq6lX1AgBz587FSSedhPT0dADA4Ycfjl27duHll1/GqaeeGtvEtaP1MTIW9dFX+me09JU+cijioZ3Gm9bnBeedd17I6NQdlUkkfa+tZY3l2ppvt9sjyFXXdOUYUlFRgSuuuAJKKTzyyCMwmeQ+4jPPPIPm5mb/3dYHHngAJ5xwAj788EPMmTMnirmILB//7//9P1x66aXo168fAPnM2bhxI1555RX/TabeVB/vvPMOjj/+eP9nqGHFihXQNM2/3iOPPILp06dj7dq1mDp1avcnvot6on/wTjeAnJwcVFdXw+Px+KeVl5fDZrMhLS0thin7cbvrrrvwr3/9C/fff3+vfCS7oqIC7733XtC00aNHo7m5uVe9n75ixQq89957KCgoQEFBAd544w288cYbQe/6RFtf6qPp6en+d4YAeVTO7XajtrY2hqnqupycHFRUVARNq6io6LFHx7qLpmkhJwujRo1CWVlZbBLUCeGOkbGoj77UP6Ohr/SRroqXdhoP2jsvyM7OjrhMIul7HZV5W/Ozs7M7n8EuivQYUlZWhksuuQRNTU14/vnngx53TkxMDHq82Wq1YujQoT1yLI8kHyaTyR9wG4zPnPT0dFit1qD68Hg8qKmpicv6AIBPP/3U/7RBS3a7PShQz8rKQnp6etx9tvZE/2DQDWD8+PGwWCxBg1WsWbMG+fn5/itn1LMee+wx/Oc//8GDDz6IM888M9bJ6ZK9e/fi17/+ddCBZcOGDcjMzOxV7zi+8MILeOONN7B8+XIsX74cM2bMwIwZM7B8+fIeS0Nf6aOffvopjjrqqKC7GZs3b0Z6enqvahMtTZ48GRs3bvQ/DgdI3UyePDmGqYrcww8/jMsvvzxo2pYtWzBq1KjYJKgDbR0jY1EffaV/Rktf6SNdEU/tNB60d15QWFgYcZlE0vcmT56M77//HkopAPIO7nfffeff/uTJk7FmzRr/8vv378f+/ft7pE4iyYfD4cBVV10Fk8mEF198ETk5Of55SimccsopWLp0adDyu3fv7pFjeST5uOWWW/zfZW0wPnNMJhPy8/OD6qOoqAgWiwWHH354VPMARH5Mr6qqQklJCQoLC4OmNzQ04IgjjsBXX33ln1ZWVobq6uq4+2ztkf4R8djrfdTtt9+uzjzzTLV27Vq1atUqNXXqVPXOO+/EOlmHpDd/Zdj48ePV3/72t6Dv9Tt48GCskxYRj8ejzj33XPXLX/5SFRcXq48++kj95Cc/Uc8++2ysk3ZIbr755ph8T3df6KP19fXquOOOU7/73e/U9u3b1UcffaSmT5+unnzyyVgnLSItjy3GV4TceOON6ocfflBPPPGEmjJlSq/4vt2W+Vi7dq2aMGGCevrpp9Xu3bvVSy+9pCZOnKi+++67GKcyVHvHyFjVR1/on92pr/SRQxGP7TTW2jsv6GqZtNf3Dh48qJxOp1JKPn+OPvpoddddd6ni4mJ11113qWOPPdb/FWXfffedysvLU6+88or/e4ivvfba6BZIF/Lx4IMPqkmTJqm1a9cGtam6ujqllFJ33XWXOvHEE9VXX32lfvjhB3X99der2bNnK4/HE1f5eOedd1ReXp5atmyZ2rVrl3r00UfVpEmTVElJiVJKqTfffFNNnTpVrVq1Sq1du1adeeaZ6q677uqRPESSD6WU+uqrr1R+fn7Y70K/9tpr1VlnnaXWrl2rNmzYoC6++GJ11VVX9Vg+WmodF/V0/2DQrXM4HOqPf/yjmjJlipo+fbr617/+FeskHbLeGnQ/8cQTauzYsWF/epsDBw6o66+/Xk2dOlUde+yx6p///GfYg1JvEqugu6/00R9++EFdfvnlasqUKerYY49Vjz76aK9rE62PLbt27VKXXHKJmjhxojrzzDPV559/HsPUdV7rfKxatUrNmTNH5efnq9NPPz1ug8aOjpGxqI++0j+7S1/pI4ciHttpPGjvvKArZdJe3xs7dqz/e4aVkouLc+fOVfn5+er8889XGzduDNrWq6++qk444QQ1ZcoUdf3116uqqqruyXQndDYfp512Wtg2ZZyXuFwutWjRInXssceqyZMnq2uvvVaVlpbGXT6Uku+wnjlzppo4caI655xz1Ndffx20rSeeeEIdc8wxqrCwUM2fP1+5XK6eykZE+VixYkWb341eU1OjbrnlFnXUUUepgoIC9fvf/17V1NREO/lhtT4u93T/0JTS76MTERERERERUbfiy1ZEREREREREUcKgm4iIiIiIiChKGHQTERERERERRQmDbiIiIiIiIqIoYdBNREREREREFCUMuomIiIiIiIiihEE3ERERERERUZQw6KYe53A48NBDD+H000/HpEmTcNRRR+GGG25AcXExAGDv3r0YN25c0M+kSZNw8cUX4+OPPw7a1urVqzFu3Dg89NBDMcgJUec1Nzfj0Ucfxcknn4yJEyfixBNPxKJFi9DQ0AAAqKysxNtvv93l7d9yyy245ZZbOlyudd9q+TNjxgw8+uijuPTSS7ucjrZcc801mD9/ftC0N998E+PGjcOjjz4aNP0f//gHzj777EPe56WXXhqybcOMGTOwdOnSQ94HUVcsXboU48aNw5IlS4Kms10SxY9bbrml3c/M1atXt7v+22+/jcrKyi7t2zgX3rt3b5fWp/hjiXUC6MelsbERP/vZz+BwOHDLLbfg8MMPR3V1NV566SVcdNFFWL58OTRNAwAsWbIEgwYNAgC4XC4899xzuP766/HWW29h+PDhAIAVK1Zg+PDheP311/Gb3/zGvy5RvHnggQfwxRdf4C9/+QuGDRuGkpIS3H333di9ezcef/xxPPDAA1BK4YwzzohqOj777DP//+fNm4eCggL88pe/BACYzWZYrdaoBN3Tpk3D66+/HjRt9erVGDBgAFavXo158+b5pxcVFeHII4/s9jQQxQvjs+u1117DBRdcEOvkEFEYt912G2666SYAwFtvvYXFixfjf//7n39+v3792lx33759uPHGG/H+++93ad+DBg3CZ599hszMzC6tT/GHd7qpR/39739HZWUlXn31VZx88skYMmQIJk6ciEWLFiE/Px/PPvusf9nMzExkZ2cjOzsbw4YNw80334zExER88MEHAOTO4TvvvIPrrrsO+/fvx9dffx2jXBF1bNmyZfjNb36DY445BkOHDsUxxxyDhQsX4sMPP8TBgwehlOqRdBh9Kjs7GwkJCUhKSvL/nZmZieTkZKSnp3f7fgsLC7F9+3Y0Njb6p61evRpXXnklioqK4HK5/NPXrl3LoJv6rMrKSnz55Ze4/vrr8e2336KkpCTWSSKiMFJTU/2fj6mpqTCbzUGfoYmJiW2ue6if6ca+zGbzIW2H4geDbuoxPp8Py5YtwxVXXIG0tLSQ+ffddx/+8Ic/tLm+xSIPZiQkJAAAPv/8c9TX1+Pkk0/G5MmTsXz58qikm6g7aJqGr776Cj6fzz+toKAAK1aswEsvvYRly5Zh2bJlmDFjBgCEPLq2dOlS/zwA+PbbbzF37lxMmjQJv/nNb+B0OgHIUyFTp07Fu+++61+2ubkZRx11FL788ssO09ny8fKlS5fi0ksvxT//+U8cccQROPbYY7F8+XKsXLkSJ510EqZNm4b777/fv25TUxP+8pe/4KijjsJRRx2F3//+96ipqQEA5OfnIyEhARs3bgQAHDhwAKWlpbjggguQmpqK7777DgCwc+dO1NbWYtq0aQCAH374AZdeeikmTZqE0047DS+99FJQeletWoVZs2Zh8uTJOP/889u8+LZnzx785Cc/wSOPPBI0fc2aNZgwYQKqqqr80zZs2IDJkyf7H/0n6k4rV65EamoqzjrrLAwYMACvvfZa0Pzi4mLMnTsX+fn5uPLKK1FaWuqf9/zzz+Okk05Cfn4+zj33XHz77bf+ee31lUcffRQ33XQTFixYgKlTp+KYY47BU0895Z/v8Xjw4IMPYvr06SgsLMQNN9yA6upqAO33647SRNRXhXv8u+Xn58knn+z/bbwy8uGHH+Kcc87BpEmTMGvWrKDP6UsvvRR33XUXTj75ZJx44onYunVr0PbHjRuH1157DbNnz8bEiRPxs5/9LOiC3YYNG3DhhRdi0qRJuOiii/Dwww9H5ak16joG3dRj9uzZg6qqKv/JdGsDBgyAzWYLO6+xsRF/+9vf0NzcjOOOOw6APJ43depU9OvXDyeffDJWrlwJh8MRtfQTHYrLLrsML7zwAmbMmIEFCxbgnXfegcvlwujRo3HNNdfgjDPOwBlnnBH06FpbqqqqcO211+InP/kJli9fjtGjR2PlypUAAJvNhlNOOQXvvPOOf/kvvvgCFoulS3ePv//+e5SUlOB///sfzjzzTCxcuBDPP/88/vnPf+KWW27B008/jU2bNgEAHnzwQWzYsAFPPfUUnn/+eTQ0NOA3v/kNACAxMRGTJ0/GunXrAABfffUVJk6ciOTkZBxxxBH+CwxFRUUYM2YMMjIy4HK5cPXVV6OwsBCvv/46br75ZvzjH//wX2DbsmULbr75Zlx33XV4/fXXcdZZZ+Hqq6/G7t27Q8rryiuvxBlnnIEbbrghaN7UqVORk5ODVatW+ae9/fbbOOGEE5CSkhJxeRF1ZMWKFTjxxBNhMpkwY8YMLF++POiu2Msvv4yrrroKr776KjweD26++WYAwKZNm3DfffdhwYIFePvttzFt2jTceOON8Pl8HfYVAHjnnXdgtVqxbNkyXHnllXjggQewc+dOAMDDDz+MZcuW4a9//Sv++9//orKyEgsWLADQfr9uL01EP2bGeA1LlizBrFmz8OWXX2LevHk4++yz/a+V/Pa3v8WGDRv86yxduhT3338/HnvsMSQnJ4ds89FHH8Vtt92GpUuXorq62j+eUX19Pa666irk5eVh+fLlmD17Np588skeySd1HoNu6jHGVfOW78B88cUXKCgo8P+ceeaZ/nmzZ89GQUEBpkyZgqlTp2L58uVYtGgRhg8fDpfLhffffx+nnHIKAGDmzJlwOBxBVw2J4sn111+P+++/HwMHDsQrr7yCG264AccddxxeffVVJCcnw2azwWazder9rbfffhuZmZn4wx/+gFGjRmHevHnIz8/3zz/zzDPx4Ycfwu12A5A7a6effnqXHlNTSuFPf/oTcnNz8dOf/hROpxPz5s3D4YcfjvPPPx9ZWVnYsWMHnE4nXnzxRdx5552YNGkSxo0bh/vuuw9ff/01tm7dCkDe6zaC7tWrV+Ooo44CABx55JFBQbdxceCNN95AVlYWbrzxRowYMQIzZszAr371Kzz//PMAgGeeeQYXXngh5syZg9zcXFx22WU4/vjj8fLLL/vT73A4cM0112DSpEn405/+FJI/TdMwa9Ys/0ULo7xaHouIusv+/fvx3XffBX12lZSUYM2aNf5lLr74YsyePRtjx47F3Xffja+//hrbt2/Hvn37oGkaBg8ejKFDh+LGG2/E/fffD5/P12FfAYD09HTcfPPNyM3NxVVXXYX09HRs2LABSim88sor+O1vf4vjjz8eo0ePxp133okxY8Z02K/bSxPRj5nxWZ6ZmQmbzYaXXnoJp512Gi6//HKMHDkSV1xxBWbOnInFixf71znxxBMxdepUTJw4Mew2r7jiChxzzDEYO3YsLr74Yn/A/tZbbyEpKQl/+tOfMGrUKPz85z/HaaedFv1MUkQ4kBr1GOOR8rq6Ov+0goIC/5X4d999N+hk+cknn0ROTg40TUNSUhL69+/vn/fhhx+isbHR//hObm4uxo4di+XLl2Pu3LnRzwxRF5x11lk466yzUF1djc8++wwvvvgibrvtNowbNy6i7Wzbtg2HH3540MCB+fn5/kfMjz32WCQmJuLTTz/FCSecgPfeew+PP/54l9KclZWFpKQkAIDVagUADB061D/fZrOhqakJJSUlaG5uxkUXXRS0vs/nw65duzBu3DhMmzbN399Xr16Nu+66C4AE3ffccw+amppQVFSE6667DgCwY8cObNmyBQUFBf7teb1e/8WD7du34+2338Z///tf//zm5mZMnz7d//cLL7wAj8eDo446qs2BFmfPno1nn30W1dXVKCkpQXV1NU488cSuFBdRu1asWAGr1epvo0ceeST69euHZcuW+Z8CmzRpkn/5oUOHIj09HTt27MD06dMxduxYzJkzBxMmTMDJJ5+MCy64ABaLpcO+Ymyr5d/JycnweDyorq5GTU0N8vLy/PNGjx6NefPm4Ycffmi3Xx9//PFtpomIArZv3x7SjwoKCvDqq6/6/x4yZEi728jNzfX/PyUlBc3NzQCArVu3Ii8vL6h/T5kyJegJLoo9HhWpx+Tm5iI9PR3ff/+9/6TCbrf7DyJZWVlByxtXzsNZsWIFAARdyfP5fNi2bRv279/vH/WcKB5s2bIFy5cv93+lV0ZGBubMmYPTTjsNM2fOxFdffdXhNrxeb9DfrQdpSUhI8AfdFosFp512Gt555x0kJCQgJSUFU6dO7VLaw508hwtejfT9+9//9gfpBqNvFxQU4ODBg1i/fj0OHjzoT9OYMWOQmpqKb775Btu2bfPf6fZ4PDjmmGNwxx13hE2b1+vF1VdfHXKhreVrKnl5ebj88svxhz/8Aeeeey4OO+ywkO2MHz8ew4cPx3vvvYddu3bh5JNP9l9gIOpOK1asgMvlQmFhoX+a1+vFypUrcfvttwNAyBMpPp8PCQkJsNvtWLJkCb7++mt8+OGHWLp0KV5++WUsXbq0w74CBMZDaUkp1W6A3FG/bi9NOTk5HRcIUS8V7nPQ4/G0uXy4zxSfzxf0VEhHnzvh+jAgx4zW5wQ9NTgrdR4fL6ceY7FYcN555+G5554LO0BRWVlZp7bT0NCATz75BNdccw2WL1/u/zEeo2s9KA1RrHm9XvzrX//yv/tsSExM9D9S3voDPCEhIWik75YDpowZMwabNm0KCsQ3b94ctP6cOXPwySef4IMPPsDpp58e9a/TGzZsGMxmM2pqapCbm4vc3FykpKRg0aJF/u8pTUpKwvjx4/Hf//4X+fn5sNvtAOTk5YgjjsDSpUsxYsQI/2N5I0eOxM6dOzF06FD/NouKivDCCy/45+/du9c/Lzc3F//973/xySef+NM1ffp0nHHGGTjmmGPw5z//uc30z549Gx9++CE+/vhjPlpOUbFz505s2rQJf/rTn4I+u/72t7+hoaHBf1fqhx9+8K+za9cu1NXVYeTIkfj+++/xxBNP4Oijj8b8+fOxcuVKuN1urFmzpsO+0p60tDRkZGRgy5Yt/mmbN2/G8ccf32G/bi9NRH2ZEQC3/JxuOaha68/ckSNHYu3atUHTvv/+e4wcOfKQ0zJmzBhs3rw5KIA3Bi2l+MGgm3rUvHnzkJ2djYsuuggrV65ESUkJ1q1bh9tvvx2PPPJI0NX/tqxatQperxeXXXYZxo4d6/858sgjcdxxx2HZsmU9kBOizsvLy8OJJ56I//f//h/eeOMN7N27F0VFRViwYAGampowc+ZM2O127Nu3z3/xKT8/Hy+++CJ27dqF999/3z/6KSDvbDudTtx9993YsWMHnn766ZCT3MLCQtjtdixbtqxHgsiUlBRccMEFWLhwIVavXo1t27bhj3/8I3bv3h30xMoRRxyBFStWhAzqduSRR+L999/HEUcc4Z921llnweVy4Y477sD27dvx8ccf4+677/bfOb/88svx1ltv4fnnn8eePXvw7LPP4tlnn8WIESNC0nfrrbdizZo1/qdkWps9ezY+++wzlJeX49hjj+2GEiEKtmLFCqSnp+OnP/1p0GfXrFmzMHr0aP+rF//617/w7rvvYsuWLZg/fz5OOukk5Obmwmaz4e9//zuWLFmCvXv3YsWKFXA4HBg3blyHfaUjl156KR5++GF89dVXKC4uxt13340pU6Z02K/bSxNRX9a/f38MGjQIzzzzDEpKSrB06VJ89NFH/vnGReUtW7agsbERl19+Od555x0899xz2LVrF5599lmsWrUKF1988SGn5cwzz0RDQwMWLVqEnTt34pVXXsFbb711yNul7sWgm3qU3W7HCy+8gLPPPhv/+Mc/MHv2bP9Xojz66KNBXz/UljfffBPHH388srOzQ+ZdfPHF2LVrF4qKiqKQeqKue+ihh3D22WfjsccewxlnnIFrr70WDQ0NePHFF5GSkoKzzz4bO3fuxFlnnQWlFG6//XbU1NRg9uzZePrpp4NG3e7Xrx+efvpprF+/HmeffTa++OILnH322UH70zQNp59+OgYOHNjmoCzd7ZZbbsExxxyDG264ARdeeCEsFguefPLJoMdlCwsL4XA4/IOoGY488kg4nc6gYDwlJQVPPfUUdu3ahblz5+JPf/oTLrnkElx77bUA5J21++67D//+978xa9YsvPLKK/i///u/oMDdMHLkSFx66aW45557wj5pk5ubi9GjR+PUU09t8xE+okOxYsUKzJkzJ+x3+1588cX44osvUFZWhiuuuAIPPfQQLrzwQmRlZeGvf/0rAHkN4u6778bTTz+NM844A48//jjuv/9+HHbYYR32lY5cc801mDlzJm688UZcfPHFGDhwoH/Mhfb6dXtpIurLTCYT7r77bqxbt84/GOevfvUr//zMzEycddZZuPHGG7FkyRJMnjwZ9913H15++WXMnj0br776Kh566CEcc8wxh5yW5ORkPP744/jmm28wZ84cLFu2rM1jDcWOpvjQPxFRn3TTTTchNzc35GuyKJTP58NJJ52Ee++9F0cffXSsk0NERNQpJSUlKCsrC/pK3jvvvBNOpxP33HNPDFNGLXEgNSKiPqaoqAgbN27E+++/jzfffDPWyYl7H330ET777DPYbLYufZc5ERFRrDQ0NOCKK67A/fffj/z8fGzcuBGvvfYaHnzwwVgnjVpg0E1E1Md8+umnWLx4MX7729+2+Q0AFPDMM89g586deOihh2Ay8a0rIiLqPcaPH4877rgDDz74IPbv34/Bgwdj/vz5/OrLOMPHy4mIiIiIiIiihJf0iYiIiIiIiKKEQTcRERERERFRlDDoJiIiIiIiIooSBt1EREREREREUcKgm4iIiIiIiChKGHQTERERERERRQmDbiIiIiIiIqIoYdBNREREREREFCUMuomIiIiIiIii5P8DcIne10GuOssAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pairplot(df[['GPA']+study_habits_features],plot_kws = {'color':cm.coolwarm(0.25), 'alpha': 0.65, 's': 30, 'edgecolor': 'w'},diag_kws= {'color':cm.coolwarm(0.25), 'alpha': 0.8, 'edgecolor':'w'})\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The pairplot better shows the scatter distribution. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Parental Involvement\n", "\n", "**ParentalSupport**: The level of parental support, coded as follows:\n", "\n", "0: None\n", "\n", "1: Low\n", "\n", "2: Moderate\n", "\n", "3: High\n", "\n", "4: Very High" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "parental_features = ['ParentalSupport']\n", "\n", "fig, ax = plt.subplots(nrows=1, ncols=1, figsize=(8, 5))\n", "fig.tight_layout(pad=5.0)\n", "\n", "for feature in parental_features:\n", " grade_class_counts = pd.crosstab(df[feature], df['GradeClass'])\n", " grade_class_counts.plot(kind='bar', stacked=True, ax=ax, \n", " color=sns.color_palette(\"coolwarm\", len(grade_class_counts.columns)))\n", "\n", " ax.set_title(f'Stacked Bar Chart for {feature}')\n", " ax.set_ylabel('Count')\n", " ax.set_xlabel(feature)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Parental Support**:\n", " - Students with moderate (code 2) and high (code 3) levels of parental support are overrepresented in higher GradeClass levels (4 and 5), suggesting a positive correlation between parental support and academic performance.\n", " - Minimal or no parental support (codes 0 and 1) correlates with a higher concentration in lower GradeClass levels." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Extracurricular\n", "\n", "**Extracurricular**: Participation in extracurricular activities, where 0 indicates No and 1 indicates Yes.\n", "\n", "**Sports**: Participation in sports, where 0 indicates No and 1 indicates Yes.\n", "\n", "**Music**: Participation in music activities, where 0 indicates No and 1 indicates Yes.\n", "\n", "**Volunteering**: Participation in volunteering, where 0 indicates No and 1 indicates Yes." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "extracurricular_features = ['Extracurricular', 'Sports', 'Music', 'Volunteering']\n", "counts = {feature: df[feature].value_counts() for feature in extracurricular_features}\n", "sns.set_theme(style='white')\n", "\n", "counts_df = pd.DataFrame(counts)\n", "\n", "counts_df.plot(kind='bar', figsize=(12, 6), width=0.7, edgecolor='w', color=sns.color_palette(\"coolwarm\", len(extracurricular_features)))\n", "\n", "plt.title(\"Comparison of Extracurricular Activities\")\n", "plt.xlabel(\"Participation (0: No, 1: Yes)\")\n", "plt.ylabel(\"Count\")\n", "plt.xticks(ticks=[0, 1], labels=[\"No\", \"Yes\"], rotation=0)\n", "plt.legend(title=\"Activity\", loc=\"upper right\")\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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fH09CQgKHDx9u7lAabPv27URHR5OZmVnvw9ubS2FhIQsWLGDt2rXNHUqji46OpqSkhNWrVzd3KCIiIrcEVUCJiIiI3AKGDh1Kjx492Lx5c3OHUmeJiYnX3Bp5qzp16hQ7duww2+ooIiIi16YElIiIiMgtwMLCgmXLlpGSklLjlwBvRhMmTGjw+Vc3o5UrVxISEoKzs3NzhyIiInLL0BY8ERERERERERFpUqqAEhERERERERGRJqUElIiIiIiIiIiINCkloEREREREREREpEkpASUiIiIiIiIiIk1KCSgREREREREREWlSSkCJiIiIiIiIiEiTUgJKRERERERERESalBJQIiIiIiIiIiLSpJSAEhERERERERGRJvV/sVkBjYsZd5UAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "avg_gpa = {feature: df.groupby(feature)['GPA'].mean() for feature in extracurricular_features}\n", "\n", "avg_gpa_df = pd.DataFrame(avg_gpa)\n", "\n", "avg_gpa_df.plot(kind='bar', figsize=(12, 6), width=0.7, edgecolor='w', color=sns.color_palette(\"coolwarm\", len(extracurricular_features)))\n", "\n", "plt.title(\"Average GPA by Extracurricular Activities\")\n", "plt.xlabel(\"Participation (0: No, 1: Yes)\")\n", "plt.ylabel(\"Average GPA\")\n", "plt.xticks(ticks=[0, 1], labels=[\"No\", \"Yes\"], rotation=0)\n", "plt.legend(title=\"Activity\", loc=\"upper right\")\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The side-by-side graph demonstrates that the participation in extracurricular and other activities does have positive impact on student's GPA, especially for activities like music and extracurricular kind." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "corr_matrix = df.drop(columns=['GradeClass','StudentID']).corr()\n", "plt.figure(figsize=(8,6))\n", "sns.heatmap(corr_matrix, annot=True,fmt='.2f', linewidths=0.5,cmap='rocket')\n", "plt.title('Correlation Matrix of Features')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Most of the features show weak or no correlation with GPA, indicating that these factors may not have a significant impact on academic performance. Parental Support, Study Time Weekly, and Tutoring has slightly positive correlation with GPA. Notably, Absences has strong negative correlation with GPA. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Methodology\n", "\n", "In this section, we will examine 4 models' performances on predicting the GradeClass of students, including Logistic Regression, Support Vector Machine, KNN, and Neural Network." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Logistic Regression\n", "\n", "[Logistic regression](https://scikit-learn.org/1.5/modules/generated/sklearn.linear_model.LogisticRegression.html) is beneficial for its **simplicity, interpretability, and efficiency**, especially in binary or categorical classification tasks. Since we are expecting to do a multi-classification with many categorical variables, Logistic Regression is a primary choice.\n", " Unlike complex models, it is computationally efficient, works well with smaller datasets, and is less prone to overfitting when compared to more complex models like neural networks. Additionally, it handles multicollinearity better than some alternatives through regularization techniques." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy: 0.78\n", "Classification Report:\n", " precision recall f1-score support\n", "\n", " 1.0 0.33 0.07 0.12 14\n", " 2.0 0.63 0.52 0.57 52\n", " 3.0 0.65 0.66 0.65 87\n", " 4.0 0.58 0.59 0.59 66\n", " 5.0 0.90 0.96 0.93 260\n", "\n", " accuracy 0.78 479\n", " macro avg 0.62 0.56 0.57 479\n", "weighted avg 0.76 0.78 0.77 479\n", "\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.linear_model import LogisticRegression\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.metrics import accuracy_score, confusion_matrix, classification_report\n", "\n", "X = df[features]\n", "y = df['GradeClass']\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=34)\n", "clf = LogisticRegression(max_iter=10000)\n", "clf.fit(X_train,y_train)\n", "\n", "y_pred_lr = clf.predict(X_test)\n", "acc = accuracy_score(y_test, y_pred_lr)\n", "print(f'Accuracy: {acc:.2f}')\n", "\n", "report = classification_report(y_test, y_pred_lr)\n", "print('Classification Report:')\n", "print(report)\n", "\n", "cm = confusion_matrix(y_test, y_pred_lr)\n", "sns.heatmap(cm, annot=True, fmt='d', cmap='Reds')\n", "plt.xlabel('Predicted')\n", "plt.ylabel('True')\n", "plt.title('Confusion Matrix')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the confusion matrix and the classification report, the model's performance on this dataset is geerally great. However, the precision of the class 1('GradeClass':1.0) is low, indicating that the dataset's imbalance has largely affected the model's prediction on minority class. " ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training Accuracy: 0.73\n", "Test Accuracy: 0.78\n", "Cross-validation scores: [0.75574113 0.71607516 0.73012552 0.76150628 0.60041841]\n", "Mean cross-validation score: 0.71\n" ] } ], "source": [ "train_accuracy = clf.score(X_train, y_train)\n", "print(f'Training Accuracy: {train_accuracy:.2f}')\n", "\n", "test_accuracy = clf.score(X_test, y_test)\n", "print(f'Test Accuracy: {test_accuracy:.2f}')\n", "\n", "from sklearn.model_selection import cross_val_score\n", "\n", "scores = cross_val_score(clf, X, y, cv=5)\n", "print(f'Cross-validation scores: {scores}')\n", "print(f'Mean cross-validation score: {scores.mean():.2f}')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the accuracy and cross-validation scores, we have making sure that the model is not overfitting." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " precision recall f1-score support\n", "\n", " 1.0 0.07 0.29 0.11 14\n", " 2.0 0.47 0.35 0.40 52\n", " 3.0 0.60 0.38 0.46 87\n", " 4.0 0.30 0.39 0.34 66\n", " 5.0 0.88 0.81 0.84 260\n", "\n", " accuracy 0.61 479\n", " macro avg 0.46 0.44 0.43 479\n", "weighted avg 0.68 0.61 0.64 479\n", "\n" ] } ], "source": [ "from imblearn.over_sampling import SMOTE\n", "sm = SMOTE(random_state=34)\n", "X_train_resampled, y_train_resampled = sm.fit_resample(X_train, y_train)\n", "model = LogisticRegression(max_iter=10000)\n", "model.fit(X_train_resampled, y_train_resampled)\n", "y_pred_lr2 = model.predict(X_test)\n", "print(classification_report(y_test, y_pred_lr2))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To address the class outweigh problem, we try to use the SMOTE method to resample the data and balance the classes. However, the output doesn't seem to improve the model's performance." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Feature Coefficient Absolute Coefficient\n", "6 Tutoring 0.937286 0.937286\n", "8 Extracurricular 0.794371 0.794371\n", "7 ParentalSupport 0.593448 0.593448\n", "9 Sports 0.283565 0.283565\n", "5 Absences -0.200093 0.200093\n", "11 Volunteering -0.150882 0.150882\n", "10 Music 0.107792 0.107792\n", "1 Gender -0.103360 0.103360\n", "2 Ethnicity 0.080243 0.080243\n", "4 StudyTimeWeekly 0.073835 0.073835\n", "0 Age -0.033343 0.033343\n", "3 ParentalEducation 0.002714 0.002714\n" ] } ], "source": [ "coefficients = clf.coef_[0]\n", "feature_importance = pd.DataFrame({\n", " 'Feature': X_train.columns,\n", " 'Coefficient': coefficients,\n", " 'Absolute Coefficient': np.abs(coefficients)\n", "})\n", "\n", "feature_importance_sorted = feature_importance.sort_values(by='Absolute Coefficient', ascending=False)\n", "\n", "print(feature_importance_sorted)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To improve the model's performance, we try to modify on the features. First, we sorted the coefficients of the features to see the feature importance." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model with 11 features: ['Tutoring', 'Extracurricular', 'ParentalSupport', 'Sports', 'Absences', 'Volunteering', 'Music', 'Gender', 'Ethnicity', 'StudyTimeWeekly', 'Age'], Accuracy: 0.7787\n", "Model with 12 features: ['Tutoring', 'Extracurricular', 'ParentalSupport', 'Sports', 'Absences', 'Volunteering', 'Music', 'Gender', 'Ethnicity', 'StudyTimeWeekly', 'Age', 'ParentalEducation'], Accuracy: 0.7787\n", "Model with 10 features: ['Tutoring', 'Extracurricular', 'ParentalSupport', 'Sports', 'Absences', 'Volunteering', 'Music', 'Gender', 'Ethnicity', 'StudyTimeWeekly'], Accuracy: 0.7724\n", "Model with 8 features: ['Tutoring', 'Extracurricular', 'ParentalSupport', 'Sports', 'Absences', 'Volunteering', 'Music', 'Gender'], Accuracy: 0.7265\n", "Model with 7 features: ['Tutoring', 'Extracurricular', 'ParentalSupport', 'Sports', 'Absences', 'Volunteering', 'Music'], Accuracy: 0.7244\n", "Model with 9 features: ['Tutoring', 'Extracurricular', 'ParentalSupport', 'Sports', 'Absences', 'Volunteering', 'Music', 'Gender', 'Ethnicity'], Accuracy: 0.7182\n" ] } ], "source": [ "from sklearn.linear_model import LogisticRegression\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.metrics import accuracy_score\n", "\n", "sorted_features = ['Tutoring', 'Extracurricular', 'ParentalSupport', 'Sports', 'Absences', \n", " 'Volunteering', 'Music', 'Gender', 'Ethnicity', 'StudyTimeWeekly', 'Age', 'ParentalEducation']\n", "\n", "X = df[sorted_features] \n", "y = df['GradeClass']\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=34)\n", "\n", "model = LogisticRegression(max_iter=10000)\n", "\n", "results = []\n", "for i in range(7, len(sorted_features) + 1):\n", " selected_features = sorted_features[:i]\n", " X_train_selected = X_train[selected_features]\n", " X_test_selected = X_test[selected_features]\n", " \n", " model.fit(X_train_selected, y_train)\n", " \n", " y_pred_lr3 = model.predict(X_test_selected)\n", " accuracy = accuracy_score(y_test, y_pred_lr3)\n", "\n", " results.append((accuracy, i, selected_features))\n", "\n", "results_sorted = sorted(results, key=lambda x: x[0], reverse=True)\n", "\n", "for accuracy, num_features, selected_features in results_sorted:\n", " print(f\"Model with {num_features} features: {selected_features}, Accuracy: {accuracy:.4f}\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By modifying and grouping the top importance features with different trials, we obtained the best combination of features: removing the 'ParentalEducation' feature." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy: 0.77\n", "Classification Report:\n", " precision recall f1-score support\n", "\n", " 1.0 0.25 0.07 0.11 14\n", " 2.0 0.63 0.56 0.59 52\n", " 3.0 0.64 0.62 0.63 87\n", " 4.0 0.55 0.56 0.56 66\n", " 5.0 0.90 0.96 0.93 260\n", "\n", " accuracy 0.77 479\n", " macro avg 0.59 0.55 0.56 479\n", "weighted avg 0.76 0.77 0.76 479\n", "\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "features_2 = ['Tutoring', 'Extracurricular', 'ParentalSupport', 'Sports', 'Absences', 'Volunteering', 'Music', 'Gender', 'Ethnicity', 'StudyTimeWeekly']\n", "X = df[features_2]\n", "y = df['GradeClass']\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=34)\n", "clf = LogisticRegression(max_iter=10000)\n", "clf.fit(X_train,y_train)\n", "\n", "y_pred_lr3 = clf.predict(X_test)\n", "acc = accuracy_score(y_test, y_pred_lr3)\n", "print(f'Accuracy: {acc:.2f}')\n", "\n", "report = classification_report(y_test, y_pred_lr3)\n", "print('Classification Report:')\n", "print(report)\n", "\n", "cm = confusion_matrix(y_test, y_pred_lr3)\n", "sns.heatmap(cm, annot=True, fmt='d', cmap='Reds')\n", "plt.xlabel('Predicted')\n", "plt.ylabel('True')\n", "plt.title('Confusion Matrix')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Training and testing the logistic regression model again with new feature combination, the output is still close to the original one. This means that the combinations of the features doesn't influence the model a lot." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Support Vector Machine" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Considering the the high dimensionality of the dataset, we expect [SVM](https://scikit-learn.org/1.5/modules/svm.html) to perform better than logistic regression model on this classification task.\n", "Additionally, from EDA, we noticed that many data has markable outliers, the concept of soft margins allows SVM to tolerate some misclassified points, making it more robust to outliers." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy: 0.778705636743215\n", "Classification Report:\n", " precision recall f1-score support\n", "\n", " 1.0 0.00 0.00 0.00 14\n", " 2.0 0.64 0.69 0.67 52\n", " 3.0 0.70 0.63 0.66 87\n", " 4.0 0.53 0.64 0.58 66\n", " 5.0 0.91 0.92 0.92 260\n", "\n", " accuracy 0.78 479\n", " macro avg 0.55 0.58 0.56 479\n", "weighted avg 0.76 0.78 0.77 479\n", "\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.svm import SVC\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.metrics import classification_report, confusion_matrix, accuracy_score\n", "\n", "X = df[features]\n", "y = df['GradeClass']\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=34)\n", "\n", "model = SVC(kernel='linear', random_state=34,gamma=0.01)\n", "model.fit(X_train, y_train)\n", "\n", "y_pred_svm = model.predict(X_test)\n", "\n", "print(f'Accuracy: {accuracy_score(y_test, y_pred_svm)}')\n", "print('Classification Report:')\n", "print(classification_report(y_test, y_pred_svm,zero_division=0))\n", "cm = confusion_matrix(y_test, y_pred_svm)\n", "sns.heatmap(cm, annot=True, fmt='d', cmap='Reds')\n", "plt.xlabel('Predicted')\n", "plt.ylabel('True')\n", "plt.title('Confusion Matrix')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Although the accuracy of the prediction doesn't increase, the precision of the middle classes(code 2 and 3) has increased." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### K-Nearest-Neighbor Classification" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By considering the proximity of data points, [KNN](https://scikit-learn.org/dev/modules/generated/sklearn.neighbors.KNeighborsClassifier.html) can capture local patterns and relationships, which is particularly useful in understanding how different features relate to the target variable. Additionally, the intuitive nature of KNN provides a straightforward way to interpret the influence of features on the outcome, aligning well with the goal of gaining insights into the dataset." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy: 0.7390396659707724\n", "Classification Report:\n", " precision recall f1-score support\n", "\n", " 1.0 0.29 0.14 0.19 14\n", " 2.0 0.54 0.37 0.44 52\n", " 3.0 0.58 0.66 0.62 87\n", " 4.0 0.51 0.55 0.53 66\n", " 5.0 0.89 0.92 0.91 260\n", "\n", " accuracy 0.74 479\n", " macro avg 0.56 0.53 0.54 479\n", "weighted avg 0.73 0.74 0.73 479\n", "\n" ] } ], "source": [ "from sklearn.neighbors import KNeighborsClassifier\n", "\n", "model_knn = KNeighborsClassifier(n_neighbors=10)\n", "model_knn.fit(X_train, y_train)\n", "y_pred_knn = model_knn.predict(X_test)\n", "print(f'Accuracy: {accuracy_score(y_test, y_pred_knn)}')\n", "print('Classification Report:')\n", "print(classification_report(y_test, y_pred_knn, zero_division=0))" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Best k value: 34\n", "Best Cross-Val-Score: 0.6937\n", "Accuracy: 0.7411273486430062\n", "Classification Report:\n", " precision recall f1-score support\n", "\n", " 1.0 0.00 0.00 0.00 14\n", " 2.0 0.51 0.44 0.47 52\n", " 3.0 0.57 0.59 0.58 87\n", " 4.0 0.53 0.59 0.56 66\n", " 5.0 0.89 0.93 0.91 260\n", "\n", " accuracy 0.74 479\n", " macro avg 0.50 0.51 0.50 479\n", "weighted avg 0.72 0.74 0.73 479\n", "\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "k_range = range(1, 51)\n", "k_scores = []\n", "\n", "for k in k_range:\n", " knn = KNeighborsClassifier(n_neighbors=k)\n", " scores = cross_val_score(knn, X_train, y_train, cv=5, scoring='accuracy')\n", " k_scores.append(scores.mean())\n", "\n", "plt.figure(figsize=(10, 6))\n", "plt.plot(k_range, k_scores, marker='o')\n", "plt.title('Accuracy vs. Number of Neighbors (K)')\n", "plt.xlabel('Number of Neighbors (K)')\n", "plt.ylabel('Cross-Validated Accuracy')\n", "plt.grid(True)\n", "\n", "best_k = k_range[np.argmax(k_scores)]\n", "best_score = max(k_scores)\n", "\n", "plt.scatter(best_k, best_score, color='red', s=200, label=f'Best k = {best_k}')\n", "plt.legend()\n", "\n", "plt.show()\n", "\n", "print(f'Best k value: {best_k}')\n", "print(f'Best Cross-Val-Score: {best_score:.4f}')\n", "\n", "model_knn = KNeighborsClassifier(n_neighbors=best_k)\n", "model_knn.fit(X_train, y_train)\n", "y_pred_knn = model_knn.predict(X_test)\n", "print(f'Accuracy: {accuracy_score(y_test, y_pred_knn)}')\n", "print('Classification Report:')\n", "print(classification_report(y_test, y_pred_knn, zero_division=0))\n", "cm = confusion_matrix(y_test, y_pred_knn)\n", "sns.heatmap(cm, annot=True, fmt='d', cmap='Reds')\n", "plt.xlabel('Predicted')\n", "plt.ylabel('True')\n", "plt.title('Confusion Matrix')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " The output reflected the model's strong ability to correctly predict the majority class. The performance for smaller classes, such as Class 1, is notably poor, indicating the model fails to identify instances from minority classes.\n", "\n", "Overall, KNN doesn't lead to a better performance compared to Logistic Regression." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Neural Network" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Given the diversity of the dataset, a [Neural Network](https://python-course.eu/machine-learning/neural-networks-with-scikit.php) (NN) is a suitable choice for modeling. Unlike simpler algorithms such as KNN, NN can capture intricate patterns and nonlinear relationships between features and the target variable. This capability is especially important for datasets with a mix of numerical and categorical features like this." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy: 0.7891440501043842\n", "Classification Report:\n", " precision recall f1-score support\n", "\n", " 1.0 0.80 0.29 0.42 14\n", " 2.0 0.66 0.63 0.65 52\n", " 3.0 0.69 0.61 0.65 87\n", " 4.0 0.56 0.71 0.63 66\n", " 5.0 0.92 0.93 0.92 260\n", "\n", " accuracy 0.79 479\n", " macro avg 0.72 0.63 0.65 479\n", "weighted avg 0.79 0.79 0.79 479\n", "\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.neural_network import MLPClassifier\n", "model_mlp = MLPClassifier(hidden_layer_sizes=(100,), max_iter=1000)\n", "model_mlp.fit(X_train, y_train)\n", "y_pred_mlp = model_mlp.predict(X_test)\n", "print(f'Accuracy: {accuracy_score(y_test, y_pred_mlp)}')\n", "print('Classification Report:')\n", "print(classification_report(y_test, y_pred_mlp, zero_division=0))\n", "cm= confusion_matrix(y_test, y_pred_mlp)\n", "sns.heatmap(cm, annot=True, fmt='d', cmap='Reds')\n", "plt.xlabel('Predicted')\n", "plt.ylabel('True')\n", "plt.title('Confusion Matrix')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the output of NN model, the NN model achieves slightly higher accuracy than the KNN model, indicating that it is better at overall predictions. This suggests that the NN can capture more complex relationships in the data, which is an advantage over KNN’s simpler, distance-based approach. Also, the NN shows improvements in precision and recall for some smaller classes, suggesting that it may have a better capacity to generalize when provided with sufficient data or optimized hyperparameters." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conclusion\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this project, we explored a dataset to analyze the factors influencing GPA, starting with an extensive exploratory data analysis (EDA). Through visualizations and statistical summaries, we identified key patterns and relationships among different feature groups. EDA provided valuable info, such as the significant impact of Absences on GPA, as well as the mixed effects of extracurricular participation.\n", "\n", "To predict GPA categories, we implemented multiple models, including K-Nearest Neighbors (KNN), Logistic Regression, Support Vector Machine (SVM), and Neural Networks (NN). Each model was chosen for its ability to handle different complexities and provide meaningful comparisons. Logistic Regression and SVM offered simplicity and interpretability, while KNN and NN leveraged more nuanced patterns in the data.\n", "\n", "Among the models, Logistic Regression and NN demonstrated competitive performance, effectively capturing the complexity of the dataset. While no model achieved perfect results, the analysis highlighted the importance of feature selection, data preprocessing, and model tuning in predictive tasks." ] } ], "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": "3.11.0" } }, "nbformat": 4, "nbformat_minor": 2 }