{ "cells": [ { "cell_type": "markdown", "id": "8617fcfc", "metadata": {}, "source": [ "# The Evolution of Cinema: IMDb Movie Analysis from 2000 to 2020" ] }, { "cell_type": "markdown", "id": "6069df04", "metadata": {}, "source": [ "This project analyzes IMDb-listed movies released between 2000 and 2020 to uncover key trends, patterns, and insights within the film industry over two decades. By examining attributes such as genre, duration, language, actors, directors, IMDb ratings, and votes, this analysis seeks to reveal popular genres, shifts in movie durations, audience engagement patterns, and the rise of different languages and genres. Through data exploration and visualization, we aim to understand how the film landscape has evolved and what factors contribute to high ratings and audience interest. This project will provide valuable insights into the changing dynamics of the movie industry and viewer preferences over time." ] }, { "cell_type": "code", "execution_count": 3, "id": "2e4213fe", "metadata": {}, "outputs": [], "source": [ "#Importing important libraries which we will use in this project.\n", "import pandas as pd\n", "from pandas import Series,DataFrame\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "sns.set_style('whitegrid')\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 4, "id": "2db979c6", "metadata": {}, "outputs": [], "source": [ "#Import the Data\n", "data = pd.read_csv('IMDB Movies 2000 - 2020.csv')\n" ] }, { "cell_type": "code", "execution_count": 5, "id": "3817bcd5", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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imdb_title_idtitleoriginal_titleyeardate_publishedgenredurationcountrylanguage_1language_2...actors_1actors_f2descriptiondesc35avg_votevotesbudgetusa_gross_incomeworlwide_gross_incomereviews_from_users
0tt0035423Kate & LeopoldKate & Leopold200101/03/2002Comedy, Fantasy, Romance118USAEnglishFrench...Meg RyanMeg Ryan, Hugh JackmanAn English Duke from 1876 is inadvertedly drag...An English Duke from 1876 is inadvertedly6.4778524800000047121859.076019048341.0
1tt0118589GlitterGlitter200130/11/2001Drama, Music, Romance104USAEnglishNaN...Mariah CareyMariah Carey, Max BeesleyA young singer dates a disc jockey who helps h...A young singer dates a disc jockey2.221298220000004274407.05271666319.0
2tt0118694In the Mood for LoveFa yeung nin wah200027/10/2000Drama, Romance98Hong Kong, ChinaCantoneseShanghainese...Maggie CheungMaggie Cheung, Tony Chiu-Wai LeungTwo neighbors, a woman and a man, form a stron...Two neighbors, a woman and a man,8.1119171NaN2738980.012854953422.0
3tt0120202Hollywood, VermontState and Main200031/05/2002Comedy, Drama105France, USAEnglishItalian...Michael HigginsMichael Higgins, Michael BradshawA movie crew invades a small town whose reside...A movie crew invades a small town6.720220NaN6944471.09206279175.0
4tt0120263Canzoni del secondo pianoSånger från andra våningen200006/10/2000Comedy, Drama98Sweden, Norway, DenmarkSwedishRussian...Lars NordhLars Nordh, Stefan LarssonWhere are we humans going? A film poem inspire...Where are we humans going? A film7.617188NaN80334.080334110.0
\n", "

5 rows × 24 columns

\n", "
" ], "text/plain": [ " imdb_title_id title original_title year \\\n", "0 tt0035423 Kate & Leopold Kate & Leopold 2001 \n", "1 tt0118589 Glitter Glitter 2001 \n", "2 tt0118694 In the Mood for Love Fa yeung nin wah 2000 \n", "3 tt0120202 Hollywood, Vermont State and Main 2000 \n", "4 tt0120263 Canzoni del secondo piano Sånger från andra våningen 2000 \n", "\n", " date_published genre duration country \\\n", "0 01/03/2002 Comedy, Fantasy, Romance 118 USA \n", "1 30/11/2001 Drama, Music, Romance 104 USA \n", "2 27/10/2000 Drama, Romance 98 Hong Kong, China \n", "3 31/05/2002 Comedy, Drama 105 France, USA \n", "4 06/10/2000 Comedy, Drama 98 Sweden, Norway, Denmark \n", "\n", " language_1 language_2 ... actors_1 \\\n", "0 English French ... Meg Ryan \n", "1 English NaN ... Mariah Carey \n", "2 Cantonese Shanghainese ... Maggie Cheung \n", "3 English Italian ... Michael Higgins \n", "4 Swedish Russian ... Lars Nordh \n", "\n", " actors_f2 \\\n", "0 Meg Ryan, Hugh Jackman \n", "1 Mariah Carey, Max Beesley \n", "2 Maggie Cheung, Tony Chiu-Wai Leung \n", "3 Michael Higgins, Michael Bradshaw \n", "4 Lars Nordh, Stefan Larsson \n", "\n", " description \\\n", "0 An English Duke from 1876 is inadvertedly drag... \n", "1 A young singer dates a disc jockey who helps h... \n", "2 Two neighbors, a woman and a man, form a stron... \n", "3 A movie crew invades a small town whose reside... \n", "4 Where are we humans going? A film poem inspire... \n", "\n", " desc35 avg_vote votes budget \\\n", "0 An English Duke from 1876 is inadvertedly 6.4 77852 48000000 \n", "1 A young singer dates a disc jockey 2.2 21298 22000000 \n", "2 Two neighbors, a woman and a man, 8.1 119171 NaN \n", "3 A movie crew invades a small town 6.7 20220 NaN \n", "4 Where are we humans going? A film 7.6 17188 NaN \n", "\n", " usa_gross_income worlwide_gross_income reviews_from_users \n", "0 47121859.0 76019048 341.0 \n", "1 4274407.0 5271666 319.0 \n", "2 2738980.0 12854953 422.0 \n", "3 6944471.0 9206279 175.0 \n", "4 80334.0 80334 110.0 \n", "\n", "[5 rows x 24 columns]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.head()" ] }, { "cell_type": "code", "execution_count": 6, "id": "51dd9914", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 5487 entries, 0 to 5486\n", "Data columns (total 24 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 imdb_title_id 5487 non-null object \n", " 1 title 5487 non-null object \n", " 2 original_title 5487 non-null object \n", " 3 year 5487 non-null int64 \n", " 4 date_published 5487 non-null object \n", " 5 genre 5487 non-null object \n", " 6 duration 5487 non-null int64 \n", " 7 country 5487 non-null object \n", " 8 language_1 5485 non-null object \n", " 9 language_2 2170 non-null object \n", " 10 language_3 931 non-null object \n", " 11 director 5487 non-null object \n", " 12 writer 5483 non-null object \n", " 13 actors 5486 non-null object \n", " 14 actors_1 5487 non-null object \n", " 15 actors_f2 5487 non-null object \n", " 16 description 5487 non-null object \n", " 17 desc35 5487 non-null object \n", " 18 avg_vote 5487 non-null float64\n", " 19 votes 5487 non-null int64 \n", " 20 budget 4131 non-null object \n", " 21 usa_gross_income 4472 non-null float64\n", " 22 worlwide_gross_income 5199 non-null object \n", " 23 reviews_from_users 5486 non-null float64\n", "dtypes: float64(3), int64(3), object(18)\n", "memory usage: 1.0+ MB\n" ] } ], "source": [ "data.info()" ] }, { "cell_type": "code", "execution_count": 7, "id": "91e86045", "metadata": {}, "outputs": [], "source": [ "# Since this is a cleaned and transformed dataset so we will skip the data cleaning process" ] }, { "cell_type": "code", "execution_count": 92, "id": "609fba52", "metadata": {}, "outputs": [], "source": [ "# All the data analysis start with questions so we will jump directly to answer them" ] }, { "cell_type": "code", "execution_count": 9, "id": "96bf471a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Let's Start with basic question or insights i.e. Number of Movies Released each year.\n", "movies_per_year = data.groupby('year').size() # Group by the 'year' column and count the number of movies per year\n", "movies_per_year.plot(kind='bar', color='skyblue')" ] }, { "cell_type": "markdown", "id": "cc95fbd4", "metadata": {}, "source": [ "We can see the year 2020 has the lowest number of movies produced this is because our dataset is till 31st July 2020, hence its incomplete. " ] }, { "cell_type": "code", "execution_count": null, "id": "34a2e897", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "293ec217", "metadata": {}, "source": [ "#### Identify the most popular genres each year or over certain periods & Finding if there are genre trends.\n", "#### Average Movie Duration by Genre and Year." ] }, { "cell_type": "code", "execution_count": 10, "id": "fe33bf16", "metadata": {}, "outputs": [], "source": [ "# Split and Explode the Genre Column- When genres are in a single cell separated by commas,\n", "# it's difficult to count the number of times each genre appears individually. \n", "\n", "# Convert all values in the 'genre' column to strings because its in object \n", "data['genre'] = data['genre'].astype(str)" ] }, { "cell_type": "code", "execution_count": 11, "id": "429d13fc", "metadata": {}, "outputs": [], "source": [ "# Split the 'genre' column and explode it so each genre has its own row\n", "data['genre'] = data['genre'].str.split(',')" ] }, { "cell_type": "code", "execution_count": 12, "id": "02164ce9", "metadata": {}, "outputs": [], "source": [ "# Explode: This function takes each element in the list and creates a new row for it, duplicating the other columns as needed." ] }, { "cell_type": "code", "execution_count": 13, "id": "8a8a4d8d", "metadata": {}, "outputs": [], "source": [ "data = data.explode('genre')" ] }, { "cell_type": "code", "execution_count": 14, "id": "acd03473", "metadata": {}, "outputs": [], "source": [ "# Remove any leading/trailing whitespace in genres\n", "data['genre'] = data['genre'].str.strip()" ] }, { "cell_type": "code", "execution_count": 15, "id": "6184a9ca", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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imdb_title_idtitleoriginal_titleyeardate_publishedgenredurationcountrylanguage_1language_2...actors_1actors_f2descriptiondesc35avg_votevotesbudgetusa_gross_incomeworlwide_gross_incomereviews_from_users
0tt0035423Kate & LeopoldKate & Leopold200101/03/2002Comedy118USAEnglishFrench...Meg RyanMeg Ryan, Hugh JackmanAn English Duke from 1876 is inadvertedly drag...An English Duke from 1876 is inadvertedly6.4778524800000047121859.076019048341.0
0tt0035423Kate & LeopoldKate & Leopold200101/03/2002Fantasy118USAEnglishFrench...Meg RyanMeg Ryan, Hugh JackmanAn English Duke from 1876 is inadvertedly drag...An English Duke from 1876 is inadvertedly6.4778524800000047121859.076019048341.0
0tt0035423Kate & LeopoldKate & Leopold200101/03/2002Romance118USAEnglishFrench...Meg RyanMeg Ryan, Hugh JackmanAn English Duke from 1876 is inadvertedly drag...An English Duke from 1876 is inadvertedly6.4778524800000047121859.076019048341.0
1tt0118589GlitterGlitter200130/11/2001Drama104USAEnglishNaN...Mariah CareyMariah Carey, Max BeesleyA young singer dates a disc jockey who helps h...A young singer dates a disc jockey2.221298220000004274407.05271666319.0
1tt0118589GlitterGlitter200130/11/2001Music104USAEnglishNaN...Mariah CareyMariah Carey, Max BeesleyA young singer dates a disc jockey who helps h...A young singer dates a disc jockey2.221298220000004274407.05271666319.0
\n", "

5 rows × 24 columns

\n", "
" ], "text/plain": [ " imdb_title_id title original_title year date_published genre \\\n", "0 tt0035423 Kate & Leopold Kate & Leopold 2001 01/03/2002 Comedy \n", "0 tt0035423 Kate & Leopold Kate & Leopold 2001 01/03/2002 Fantasy \n", "0 tt0035423 Kate & Leopold Kate & Leopold 2001 01/03/2002 Romance \n", "1 tt0118589 Glitter Glitter 2001 30/11/2001 Drama \n", "1 tt0118589 Glitter Glitter 2001 30/11/2001 Music \n", "\n", " duration country language_1 language_2 ... actors_1 \\\n", "0 118 USA English French ... Meg Ryan \n", "0 118 USA English French ... Meg Ryan \n", "0 118 USA English French ... Meg Ryan \n", "1 104 USA English NaN ... Mariah Carey \n", "1 104 USA English NaN ... Mariah Carey \n", "\n", " actors_f2 \\\n", "0 Meg Ryan, Hugh Jackman \n", "0 Meg Ryan, Hugh Jackman \n", "0 Meg Ryan, Hugh Jackman \n", "1 Mariah Carey, Max Beesley \n", "1 Mariah Carey, Max Beesley \n", "\n", " description \\\n", "0 An English Duke from 1876 is inadvertedly drag... \n", "0 An English Duke from 1876 is inadvertedly drag... \n", "0 An English Duke from 1876 is inadvertedly drag... \n", "1 A young singer dates a disc jockey who helps h... \n", "1 A young singer dates a disc jockey who helps h... \n", "\n", " desc35 avg_vote votes budget \\\n", "0 An English Duke from 1876 is inadvertedly 6.4 77852 48000000 \n", "0 An English Duke from 1876 is inadvertedly 6.4 77852 48000000 \n", "0 An English Duke from 1876 is inadvertedly 6.4 77852 48000000 \n", "1 A young singer dates a disc jockey 2.2 21298 22000000 \n", "1 A young singer dates a disc jockey 2.2 21298 22000000 \n", "\n", " usa_gross_income worlwide_gross_income reviews_from_users \n", "0 47121859.0 76019048 341.0 \n", "0 47121859.0 76019048 341.0 \n", "0 47121859.0 76019048 341.0 \n", "1 4274407.0 5271666 319.0 \n", "1 4274407.0 5271666 319.0 \n", "\n", "[5 rows x 24 columns]" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.head()" ] }, { "cell_type": "code", "execution_count": 16, "id": "c3168b55", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " year genre count\n", "6 2000 Drama 95\n", "26 2001 Drama 111\n", "46 2002 Drama 125\n", "65 2003 Drama 107\n", "85 2004 Drama 131\n", "105 2005 Drama 148\n", "125 2006 Drama 159\n", "144 2007 Drama 170\n", "164 2008 Drama 165\n", "183 2009 Drama 157\n", "203 2010 Drama 166\n", "223 2011 Drama 176\n", "242 2012 Drama 155\n", "262 2013 Drama 191\n", "281 2014 Drama 195\n", "301 2015 Drama 192\n", "321 2016 Drama 186\n", "341 2017 Drama 179\n", "361 2018 Drama 176\n", "381 2019 Drama 128\n", "399 2020 Drama 30\n" ] } ], "source": [ "# Calculate the Most Popular Genres Each Year\n", "\n", "# Group by 'year' and 'genre' to count the number of movies per genre each year\n", "genre_counts = data.groupby(['year', 'genre']).size().reset_index(name='count')\n", "\n", "# Find the most popular genre per year\n", "most_popular_genres = genre_counts.loc[genre_counts.groupby('year')['count'].idxmax()]\n", "\n", "# Display the most popular genres by year\n", "print(most_popular_genres)" ] }, { "cell_type": "markdown", "id": "56846eb8", "metadata": {}, "source": [ "Dominance of Drama: These trends suggest that drama has been a staple genre with broad appeal across years.The number of drama movies released per year generally increases from 2000 to around 2014, where it peaks with 195 movies. This suggests a growing interest in the genre during this period." ] }, { "cell_type": "code", "execution_count": 17, "id": "0ed5cda6", "metadata": {}, "outputs": [ { "data": { "image/png": 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88QUhISGEh4cbt9esWRMXFxcWL17MyZMnjVPW8vq+81v16tW5evUqpUuXzpV97dq1/PLLL7mmCf6Tp6cnaWlpDxTzpk+fzpIlS+jbty9ffvnlQ4tPtWrVYseOHbm+TzZv3oxGozF+zWvXrs3ly5e5dOmSsc2lS5e4fPkytWrVAjCu77V582Zjm6ysLHbs2EHt2rWBnClg/7yvgIAAIOffR79+/VCpVPz0008PFI6e9Px5ec/33V/MvCAXHYUQQgjx9GTkkRBCCPz9/Zk2bRojR46kXbt2dOnShYCAAPR6PceOHWPlypXcvn3b+ISnsmXL0qZNG8aOHUt0dDQVK1bk6tWrfPnll3h7ez9yStWTcnJyYsCAAcyYMYOUlBTCwsKIj49nxowZqFQqypUrlwd3nVte3tObb77Jn3/+Sf/+/RkwYACJiYl8+eWXaLVaY5saNWqwYMECRo0aRZs2bdDpdPzwww84Ojo+8Af5P40fP56bN2/So0cPevbsSc2aNVGr1Rw7dowff/wRZ2dnpk+fnmtNG41GQ+vWrfnxxx9xcXExFhby+r7zW9++ffntt9/o27cv/fr1w8nJiY0bN7JixQpGjx79yOPuF3COHj1qnOp19uxZ5s6dS8WKFXnllVc4ceJErmPur3M1YMAANmzYwIABA3jttde4du0a06dPp2vXrsb1hlq0aMHs2bMZOHCg8el506ZNo2zZssYnvHl5edG+fXsmT55MZmYmPj4+LFiwgHv37tG/f//H3vekSZO4c+cOEyZMICUlhePHjxv32dvb4+fn90Tnz8t7vu/IkSN4e3s/8HQ2IYQQQpg3KR4JIYQAoHHjxqxdu5affvqJlStXEh0djaIolChRghYtWtCtW7dchYTJkyczZ84cfv75Z+Li4ihevDgtWrTg7bfffuSIj6fx9ttv4+LiwrJly/jhhx9wcHCgRo0avPvuuw99ilReyKt78vHxYcmSJUyZMoV33nmH4sWLM3LkSKZMmWJsU7duXb744gvmz59vXCS7atWqLFq0KNcUwX8rUqQICxYs4Ndff2X16tWsWLGC7OxsfHx8GDhwID179nzoej5t27Zl/vz5tGzZ8oF7edF9+aK4ubnx888/M23aNMaPH28sknzyySd06tTpkceVKFGCChUqsHPnTmPx6Pfff0dRFE6fPk3Xrl0fOGbRokWEhYVRpkwZ5s+fz9SpUxk2bBhOTk707duX4cOHG9taWlqyYMECPvnkE8aOHYtWq6VWrVqMHj0612LnH3/8MUWLFmXu3LmkpaVRoUIFFixY8NAntd13f/QQwLhx4x7YX716dRYvXvxE58/Le75v165dxgKZEEIIIV4eKuVxj9EQQgghhHgJbdmyhQ8//JBdu3a90CfIFSYHDx5kwIAB/Pnnn7i6upo6jhBCCCHykKx5JIQQQohCp2nTpvj7+7Ns2TJTR3lpzJ07lz59+kjhSAghhHgJSfFICCGEEIWOSqVi6tSpLFq0iISEBFPHMXu7du0iLi6OoUOHmjqKEEIIIV4AmbYmhBBCCCGEEEIIIR5JRh4JIYQQQgghhBBCiEeS4pEQQgghhBBCCCGEeCQpHgkhhBBCCCGEEEKIR7IwdYD8ZjAY0Ov1qNVqVCqVqeMIIYQQQgghhHjJKYqCwWDAwsICtVrGcAjzU+iKR3q9nlOnTpk6hhBCCCGEEEKIQiYoKAhLS0tTxxDiqRW64tH9Km9QUBAajcbEaR4tOzubU6dOFfichZn0kXmQfjIP0k/mQfqp4JM+Mg/ST+ZB+qngM6c+up9VRh0Jc1Xoikf3p6ppNJoC/wMGzCdnYSZ9ZB6kn8yD9JN5kH4q+KSPzIP0k3mQfir4zKmPZOkUYa6k7CmEEEIIIYQQQgghHkmKR0IIIYQQQgghhBDikaR4JIQQQgghhBBCCCEeqdCteSSEEEIIIYQQQoi8oSgKer2e7OxsU0cRT0mr1T7xemFSPBJCCCGEEEIIIcRTy8rKIjY2lrS0NFNHEc9ApVLh7e2Nvb39f7aV4pEQQgghhBBCCCGeisFg4OrVq2g0Gjw9PbG0tJSnyZkRRVG4desWUVFR+Pv7/+cIJJMUj86dO8dnn33GmTNn0Gq11KpVi1GjRlGsWDFOnDjBpEmTuHTpEk5OTrz++ut07tzZeOzq1av57rvvuHXrFr6+vowdO5aQkBBT3IYQQgghhBBCCFEoZWVlYTAYKFGiBLa2tqaOI56Bi4sL165dQ6fT/WfxKN8XzM7IyGDAgAGEhISwe/du1q9fT1JSEh9++CF3795l0KBBtGvXjkOHDvHJJ58wefJkTp48CcCBAweYOHEiU6ZM4dChQ7Rp04bXX3+d9PT0/L4NIYQQQgghhBCi0FOr5Tlc5uppRorley/HxMRQrlw53nzzTSwtLXFycqJr164cOnSI33//HUdHR3r27ImFhQU1atSgdevWLF26FIBffvmFli1bUrVqVbRaLX379sXJyYmNGzfm920IIYQQQgghhBBCFAr5Pm3N19eXH374Ide2LVu2UKFCBS5evEjZsmVz7fPz82PlypUAXLp0iY4dOz6w/9y5c0+do6CvBH8/X0HPWZhJH5kH6SfzIP1kHqSfCj7pI/Mg/WQepJ8KPnPqI3PIKMTjmHTBbEVR+Oqrr9i+fTtLlixh0aJF2NjY5GpjbW1tXLk9NTX1sfufxqlTp549eD4yl5yFmfSReZB+Mg/ST+ZB+qngkz4yD9JP5kH6qeCTPhL/FBMTw5w5c9i1axcJCQlYWloSFBREv379qFWrlqnjmS2TFY9SUlIYPXo0Z86cYcmSJQQEBGBjY0NycnKudhkZGdjZ2QFgY2NDRkbGA/udnJye+vpBQUH/uSCUKWVnZ3Pq1KkCn7Mwkz4yD9JP5kH6yTxIPxV80kfmQfrJPEg/FXzm1Ef3s4oX68KFC/To0YMmTZowd+5cfHx8SE5OZufOnbz55pvMmDGDevXqmTqmWTJJ8SgyMpKBAwfi6enJypUrKVasGABly5Zlz549udpeunQJf39/APz9/bl48eID++vWrfvUGTQaTYH/AQPmk7Mwkz4yD9JP5kH6yTxIPxV80kfmQfrJPEg/FXzSR+K+jz76iFq1ajF58mTjNkdHR9q2bYvBYECn0wGwd+9epk+fzrVr13Bzc2Pw4MG0adMGgFGjRmFpacnNmzc5cOAAxYoVo0+fPrz66qsANGzYkNq1a7N161ZcXFxYtWoVZ8+eZcqUKZw7dw4nJyd69OhBnz59UKlUxMfH87///Y+TJ09ibW1NpUqV+Oijj3B1dc3/L9BzyPcFs+/evUufPn2oUqUK8+bNMxaOAJo0acLt27dZuHAhOp2O/fv3s27dOuM6R506dWLdunXs378fnU7HwoULuXPnDk2aNMnv2xBCCCGEEEIIIUQBERcXx7Fjx+jWrdtD97dv357GjRtz7tw5Xn/9dQYNGmR8ovunn37Krl27jG1XrVpF7969OXToEAMHDmTKlCnEx8cb9588eZJNmzaxaNEibt26RZ8+fWjevDl79+7lu+++Y9myZSxfvhyA6dOn4+7uzp49e9i4cSNpaWl8//33L/aL8QLk+8ijVatWERMTw6ZNm9i8eXOufceOHWP+/Pl88sknzJw5k2LFijFmzBjCw8MBqFGjBuPGjWP8+PHEx8fj5+fH3LlzcXR0zO/bEEIIIYQQQgghRAERFxcHgLu7u3Hbvn37GDp0KJAzddDV1ZUaNWrQqFEjmjZtCkCVKlXo0qULS5cupU6dOgCEhYUZ10fq2LEj48aNIzIyEjc3NwCaNWtG0aJFAVi+fDllypShZ8+eQM5Dvfr378+SJUvo1q0bVlZWHDp0iA0bNlCjRg1++OEH1Op8H8fz3PK9ePTaa6/x2muvPXJ/UFAQP//88yP3t23blrZt276IaEIIIYQQQgghhDBDLi4uAMTHx1O6dGkgZwDK4cOHgZyBLN988w3R0dHs37+fatWqGY/Nzs6mZMmSD5wLQKvVAmAwGIzb/jnlLDo6mjNnzuQ6n8FgME6lHDNmDHPmzGHevHmMGjWKcuXKMWbMmFztzYFJn7YmhBBCCCGEEEII8by8vLwICgril19+Mc5eehh3d3fat2/Pxx9/bNx28+ZNFEV54mupVKpc5wsLC2PevHnGbYmJiaSmpgIQERFB165dGTp0KAkJCXz77be89dZb7N+//2luz+TMb6yUEEIIIYQQQgghxL/cX7to7NixXL16FUVRSElJYc2aNXz99de4urrSqVMn1q9fz+7duzEYDFy7do1evXoxf/78Z7pm69atOX78OGvXrkWv13Pz5k2GDBnClClTAJg9ezYTJ04kJSWFokWLYmNj80xPjDc1KR4JIYQQQgghhBDC7JUtW5b169djbW3NkCFDqFq1KvXq1WPFihUMGDCARYsWERwczPTp05k+fTqhoaH06tWLhg0b8t577z3TNb28vPjhhx9Yvnw5NWvWpG3btvj6+hqLRx9//DEGg4FGjRoRGhrKiRMnmDFjRl7edr6QaWtCCCGEEEIIIYR4Kbi6uvK///2P//3vf49sU79+ferXr//QffeLPv90/vx54+fbtm17YH9ISAhLly59ZJ5vv/32P1IXfDLySAghhBBCCCGEEEI8khSPhBBCCCGEEEIIIcQjSfFICCGEEEIIIYQQQjySFI+EEEIIIYTZy9SncSFuH/H3rmBQsk0dRwghhHipyILZQgghhBDC7OgNOiLvnCQxLZaqpVqRknGH+bvfBMDSwhYvx3J4OQXi/f8fxey9UavkfVMhhBDiWUjxSAghhBBCFHiKonA75ToX4vdzMX4fV24dIUufhqXGhuASzShuXwIf5xBiEs+RpU/j6u2jXL191Hi8tdae/nW+o0SxikQnnsXG0gEnWw9UKpUJ70oIIYQwD1I8EkIIIYQQBdadlCi2n5vPxfj93E2Py7XPzsoJP9cwMrKSsbcuxpD68zAo2dy6d42oxAiiEiOITowgJuk8GboUnOy8AFh1dBLRiWfpVeNzKno14nzcHvQGHd5OgRS1dpGCkhBCCPEvUjwSQgghhBAFRlJaLPsvryQrO4M2ld9Ho9Zw+NoaACzUlvg4V8bfLRw/13A8HMs+MBVNrdLg5lAGN4cyVPVpDUC2Qcet5OvYWzlhUAxoVBZoVBZ4OpYHYOf5H7ly6zAARayd8XIq///T3Srg7RSIvXWx/PsCCCGEEAWQFI+EEEIIIYRJKIrCzeSrXIzfR5Y+nYblB5CpT2fH+QVYqK14JWgojrYeNK3wBt5Ogfg4h2BpYfPU19Gotbg7+AGgVql5o+GP6LOz0Ki1ALg7+JOWlUT83SskZ9zmXOwuzsXuMh7fqPwgmlQYws17V0lKi8PLqTx2Vo558jUQQghhXrKzs4mJiaFEiRKmjpKvpHgkhBBCCCHyTUpGApduHuBi/H4uxu/nXsYtAKws7KkX0BfXIqUJL9OZksWCjMc0LD8gz3NYaCyNn7ep/D4AWfp0YpMu5Jrydiv5Gi5FfAA4en09O84vAKCYnRfeToHGRbm9nMpjrbXP85xCCCFenKVLl/Lxxx8zevRo+vbt+0THvPPOO/j7+zN06FBiYmJo2bIlGzZswNPT88WGNTEpHgkhhBBCiBdGURRUKhWRd06y5tgUYpLO5dpvobaitEsI/q7hZBt0aCwsaBcy2iRZLS1sKOUcTCnnYOO2DF0KapUGACutHcXtS3An5QYJqdEkpEZzMuoPY9tK3k3pET6FDF0ycXcv4elY7plGSgkhhMgfS5cupXv37ixatIhevXphYfHfJZLExETj556enhw7duxFRiwwpHgkhBBCCCHyjKIoxN+7xMX4A1yM34eV1p6e4Z9ha+VoLBx5OAbg7xqGv1sNfJwro9VYmTj1o/1zNFGDcv1oUK4faVn3iEk8S1TiWaITI7iReIaktFjj2khXbh1l0d53cHfw4+0mK8jQpXDs+ga8nAJz1mmSX8GFEC8xRVEgS5d/F7TUPtODDvbt28edO3cYNWoUO3bsYMuWLbRs2RKAhIQEPv30U3bu3IlaraZmzZqMHz+eqVOncvjwYY4dO8aZM2cYM2YMjRo1YuvWrXh7exMdHc3nn3/OgQMHUKvVhIeHM3LkSFxdXTlw4ACjR4+mc+fOLFu2jMzMTMLCwpg8eTL29gV/5Kr8zyWEEEIIIZ5LcsZtLsUf4EL8fi7dPEByxm3jPkuNDXqDjuJ2JegZ/jk+zpUpYl3chGmfn61lUfzcwvBzCzNuS8lMxGDQA5CpT6WotQte/78gd3TiWX47/hkAapUFbkV9KUppSqQUx9XBJ9/zCyHEi6IoCllfL0O5Fp1v11SV9sLyrR5PXUBavHgxXbp0wdramh49ejB//nxj8Wj48OHY2dnx+++/o9VqGT58OBMmTGD69OlERkZSvXp1hg4dSlRUlPF8Op2Ofv36UbFiRX7//XcURWHChAkMGTKEFStWABAdHU18fDx//PEH8fHx9OzZk2XLljFo0KC8+4K8IFI8EkIIIYQQT0WXnUFqZiKOth6cjPqDZftH5tqv1Vjj61IVP9cwyrrVQKOyQKVSEeTdyESJXzx7Kyfj5yElWxBSsgX67CwgZ8HuAPdaRCVGkJqZSOzdC8RygfN/bMHfNZywMh0J9GzwwJPjhBDCLD39IKB8Fx0dza5du/joo48A6NKlC99++y0HDx7Ey8uLgwcPsnnzZpyccn62T5kyhaSkpMee8/Dhw9y4cYNff/3VOJJowoQJVK9endOnTxvbvfnmm1hbW1OqVCnCwsK4evXqi7nJPCbFIyGEEEII8VgGxUCmLhUbyyKcitrK8oP/o7RLFfrX+Y4SThUA8HIsh79bDfzcwvApXjnXgtSF1f2vgY9zZV6r/TWKonA3PY6rt46z8/RPxKef4eLN/SSmxVLBsyHZBj0pGXdwsHUzcXIhhHg2KpUKy7d6FPhpa8uWLUOv19O2bVvjNr1ez/z58xkyZAgAXl5exn0uLi64uLg89px37tzByckp1xQ0e3t7HB0diY6OxtnZ2Xiu+7Rabc40PzMgxSMhhBBCCPFI52J3sfLwBEo5V6Z3jS9wLeKD3pBFYmoMBsWAk50nY1tvk0fXPwGVSoWjrQeVvF0x3HalpL8LR67/RnH7EqhUKs7F7mbJ3hGU96xLuG8n/NzCZTSSEMLsqFQqsCq4byBkZmaycuVKPvnkE2rWrGncfuHCBQYNGsTAgQMBiImJwcfHB4BLly6xfv163n777Uee18vLi8TERFJSUowFpOTkZBITE3FxcTGbItGjSPFICCGEEEI8VLZBz+qjn5KSmcCNhNMoioJrUV/ebforLkV8jO/0SuHo2RSz86J50FDj68g7J1EwEBGzg4iYHRSz86J66Y5U82ljXIxbCCHE81m3bh0qlYrWrVuj1WqN293d3Slbtixr1qyhVq1aTJ06lSlTpqBWq/n888+NBSFLS0uSk5MfOG9QUBB+fn6MGzeO8ePHAzB+/HhKlixJlSpVOHLkSL7c34sib2UIIYQQQoiHOhe3m7vp8dhZOjKi2WpUKhUqlQrXoqWf6ck24vFeCRrGu01XUsuvO9baIiSkRrP59Ewmb2jOTwc+JPLOKVNHFEIIs7ds2bIHCkf3de3ald9++42pU6dib2/PK6+8QqNGjShWrBgTJkwAoF27dvz666/06NEj17EWFhbMmTMHvV5Ps2bNaNCgATqdjgULFmBhYf7jdsz/DoQQQgghxAtx4PIvAFTzaYulhY2J0xQOrkV9aV35fZpVfIuTUb9z4PKv3Eg8zYkbm/Fw8Kdk8SASUmOw0RbBxrKIqeMKIYTZWbVq1SP39ezZk549ewIwderUh7Zp3bo1rVu3Nr4+f/688XMPDw9mzJjx0OPCwsJytYWchbjNhRSPhBBCCCHEA+6k3OBC/D5UqKju29HUcQodSwsbqvm0pZpPW6ISIzh45Veq+rQBYN3xz7l08wCdqo0juEQzEycVQghRGEjxSAghhBBCPODglZx3Zv3dalDc3tvEaQo3b6dAvKsGAqA36EhKi0WXnYGHQ1kAdp7/EVtLB4JLNJMRYkIIIV4IKR4JIYQQQohc9NlZHL72GwBhZTqZOI34Jwu1lmGNfyL27kVci5YmQ5fC1ojvycpOZ/2J6VQp1ZJw3064OZQxdVQhhBAvEVkwWwghhBBC5GJQsqkb8CqlnatQzr22qeOIf1GpVHg65ow6UqGiUeAgitt5k6lPYd/l5Xz5R2dm7+jP8chN6LOzTJxWCCHEy0BGHgkhhBBCiFwsLWyoF9CXegF9TR1F/AcrrR31AvpQp2xvLt88yP7Lv3A29i+u3T7GtdvHsLP8nHea/Yq9lZOpowohhDBjUjwSQgghhBBGcXcvsfn019Qo04UA91qmjiOekFqlxt8tHH+3cO6m3+TQ1TUcvLoKRxt37K2cyNKn8/PBMVQt1YpyHnXQqOXPACGEEE9O/tcQQgghhBBG+6/8wrnYXVioLaV4ZKYcbFxpHDiIBuX6kZKZAMDxG5uJiNlORMx2itq4Ur10e0JLt8fBxtXEaYUQQpgDWfNICCGEEEIAkKlP49j1jQCE+8pC2eZOo7YwFof8XMOoF9AXOysn7qXf5M+IOXy2sSWL977Hhbh9GBSDidMKIYQoyGTkkRBCCCGEAOB45CYy9ak425fE1zXU1HFEHipm58krQcNoEjiEMzHb2X/5F67ePsqZmO2cidlOBa+G9K7xhaljCiGEKKCkeCSEEEIIIVAUhf1XVgIQ5tsJtUoGqL+MLDSWBJdoRnCJZsTfu8KBK79y9Po64xTFEze2cDbmL2r5d6dEsYomTiuEEIXPtWvX8PHxMXWMB8hvBUIIIYQQghsJp4lNOo+F2pKqPq1NHUfkA7eivrSp/D4fttxCSMkWAOy99DPHb2ziYvx+AO6l3yJLn27KmEII8cIsXbqUgIAAFi5c+Nh2Bw4cICAg4IXn2bZtG/3793/h13kWUjwSQgghhBDGUUeVSjTF1tLBxGlEfrK0sEGrsQKgdfD7hJZuTzWftgCsO/45n21qxfaz80jPSjZlTCGEyHNLly6le/fuLFq0CL1eb+o4JCUloSiKqWM8lBSPhBBCCCEKOV12BmeitwGyUHZh510skI5Vx1LUxoUsfToxSedIzUxky5lvmbKxJZtPfU1yxh1TxxRCFHBKVsbjP7Kz/26r1z2+rS7z77aK8sD+Z7Vv3z7u3LnDqFGjMBgMbNmyxbjv5s2bDBkyhCpVqtCoUSP27Nlj3PfBBx/w3nvv5TrX22+/zYQJEwCIjIxkyJAhhIWF0aBBA7788kuysrIAWLVqFd27d2fSpEmEh4dTo0YN/ve//6HT6Thw4ADjxo0jJiaGkJAQ4uPj6d27N19//bXxOlFRUQQEBBAVFQVAQEAAkyZNIiwsjCFDhgCwd+9eOnXqRLVq1WjZsiVr16595q/RP8maR0IIIYQQhZxWY817zVZxJmY7JYoFmTqOKCAsLWx4t9kqTkb9zo5zC4i/d5kd5xew++IyQku3o27Z3jjZeZo6phCiAMoc0+2x+7W93kdTKWetNf3mpWT/teaRbVXeflgN+/8F/VPvkflxn1z7rac++tjHWbx4MV26dMHa2poePXowf/58WrZsCcA777yDk5MTf/31F8nJybz++uvG47p06UL//v1JSUnB3t6ee/fusW3bNn766SfS0tLo27cvLVu2ZMaMGSQkJDBs2DAMBoOx4HT06FHq1q3Lrl27OHv2LH369KFmzZq0bNmSCRMm8M0337Bt27Ynvo/IyEh27NiBTqfj3LlzvP7663z++ec0atSIEydO8MYbb+Dk5ESdOnWe6et0n4w8EkIIIYQoxBRF4V76LYrauFCjTBdUKpWpI4kCRKO2IKRkC4Y3WU7vmtMp4VQRvSGTfZeXM21LB1IyE00dUQghnlp0dDS7du2iZ8+eQE5B6NKlSxw8eJDo6GgOHz7MiBEjsLe3x8PDg7feest4bLVq1fDw8GDTpk0ArF+/Hl9fXypUqMCOHTvIysri3XffxcrKCg8PD4YPH87SpUuNx1tbWzNkyBC0Wi2VKlUiICCAq1evPvO9tGrVChsbG4oWLcrPP/9Mo0aNaNq0KRqNhipVqtClS5dc139WMvJICCGEEKIQu3zzIPN3v0VIqZZ0rjbe1HFEAaVWqangWZ9Aj3pcvnWIHefmY2vpgL2VEymZiaw7PpU6ZXvj7RRo6qhCiALAatLPj2+g0Ro/tWjeE4umjxmp9M83NeyK/ve5n8CyZcvQ6/W0bdvWuE2v1zN//nwGDRoEgKfn3yMrS5Ysmev4zp0789tvv9G5c2dWr15N586dgZyiVEJCAqGhoca2iqKg0+m4cydnym/x4sVzvVGj1Wqfa50jV1dX4+fR0dHs37+fatWqGbdlZ2c/kP9ZSPFICCGEEKIQu3LrCAYl27hgshCPo1Kp8HOtjp9rdfTZOWt47Lm4jBM3tnDixhb83cJpUK4/pZ2ryCg2IQoxlaX1k7e10ALa/2wHOT+DeIpzP0xmZiYrV67kk08+oWbNmsbtFy5cYNCgQcannd24cYMyZcoAEBcXl+sc7du356uvvmLv3r2cP3+eVq1aAeDu7k7JkiXZvHmzsW1KSgp37tyhWLFiT51VrVaj0+mMrxMTHxzt+c+fte7u7rRv356PP/7YuO3mzZt5sgi3TFsTQgghhCjEmlZ8g7ebLKde2T7/3ViIf7DQWAJQuURzQkq2QK3ScDF+P9/vHMjsHf04F7urwD41SAhReK1btw6VSkXr1q1xd3c3ftStW5eyZcuydu1aateuzeTJk7l79y63bt3im2++yXWOYsWK0aBBA8aMGUPTpk1xcMh5SmmDBg1ITU3lhx9+ICsri3v37jFy5EjeeeedJyqoW1lZkZ6ebnzyW5kyZdi1axf37t0jOTmZuXPnPvb4Tp06sX79enbv3o3BYODatWv06tWL+fPnP+NX629SPBJCCCGEKKSiE8+SqU/D3cFfFj4Wz8zNoQxdq09iRPM1hPt2xkJtyfU7J1i4Zzgz/+zOpfgDpo4ohBBGy5Yto3Xr1mi1D4526tq1K7/99htTp06lSJEiNGjQgI4dO+YaoXRfly5diI6OplOnv59Sam9vz8KFCzlw4AB169alcePGqNVqZs2a9UTZQkNDKV68OKGhoZw/f57BgwdTvHhxGjVqRNu2bWnYsOFjjw8ODmb69OlMnz6d0NBQevXqRcOGDR94OtyzUCmF7O2A7Oxsjh8/TuXKldFoNKaO80jmkrMwkz4yD9JP5kH6yTxIPxV8T9NH2QY9Uze1JkOXwoC6sylRrEI+pRQv+/fSvfRb7L64lP1XVpKlT6NvrZmU86jNzXtXKWbnZRyxVNC97P30MjCnPjKnrE8qIyODq1evUrp0aaytn28qmTCNp+lDWfNICCGEEKIQOh+3h7vp8dhaOuLu4GfqOOIlUtTGhRaV3qZ+uX6ciNxEgHstsg16Fu4Zht6go2+tGXg6Bpg6phBCiKcg09aEEEIIIQqh/Zd/AaCaTxtZLFu8ELaWRanh1xWVSkVCahR6g45sgw5n+5yn/hy+tpa0rHsmTimEEOJJyMgjIYQQQohC5k5KFBfj9wEQ5tvRxGlEYeBSxIcPmq/lZvJVLC1siLxzkpWHx2NpYUu4bydq+/ekqI2LqWMKIYR4BBl5JIQQQghRyBy8ugoFBX+3cIrblzB1HFFIWGgsjdPV9AYd7g7+ZOnT+OvCIqZuas2ao5NJSI02cUohhBAPI8UjIYQQQohCRJ+dxeGrawAI9+1s2jCi0PJ1qcrwxj/Tt9YMSharhN6Qxf4rv/DF5nYsPziG+LuXTR1RCCHEP8i0NSGEEEKIQuR09DZSs5JwsHGjnEcdU8cRhZhKpaKcRx0C3Gtz9fZRtp+bx8X4/RyL3IiV1o52IaPJNujRqOVPFiGEMDX5SSyEEEIIUYjYaIvg7RRIOY+68ke5KBBUKhW+LlXxdalKVGIEO88tpG7ZPgCsO/45t1OuU79cP8q4hKJSqUycVgghCif5jUEIIYQQohAJ8KhFgEfOo9OFKGi8nQLpWWMqAJn6NI5GbiBLn8almwcp4VSR+uX7Ud6jLmqVrL4hhBD5SX7qCiGEEEIUErsvLuPwtbXosjNk1JEo8KwsbHmnyQpqlOmKhdqKG4mnWbz3XWb80ZVjkRulACqEEPlIikdCCCGEEIVApj6NP87MYuXh8Vy7fcLUcYR4Ik52nrQNGcnIFuupH/AaVhb2xN+7zPKDY5i2pT2pmUmmjiiEEHnq2rVrpo7wUFI8EkIIIYQoBE5EbiZTn4qzfUnKuIaaOo4QT6WIdXGaBw1lVIsNNKvwJnaWjjjaemBn5UiWPp1dF5YQf++KqWMKIczM0qVLCQgIYOHChU98TExMDCEhIcTExLyQPGPHjjW+btmyJWvXrs3z6zwLGa8shBBCCPGSUxSF/VdWAlDdt6OsFyPMlo1lERqU708t/x6kZiYCcOjqGjacnM6FuL30r/sdCakx7L64FG+n8ng7VcC5SCn5Ny9EPjNkpQOg0lqjUqkw6NJBAZWFJSq1BoM+EwwGVBoLVBotSrYOJVuPSq1BZWGJYtCj6HWgUqHWWqMoBhRdJgBqS5tc17j/+lksXbqU7t27s2jRInr16oWFxX+XSDw9PTl27NgzX/NxEhIScr3esGHDC7nOs5CfokIIIYQQL7kbCaeJSTqHhdqSqqVamzqOEM/N0sIGJztPAIrauOLrUo3SLlUAiLxzgr2XfmLFoY+Y/ntHJvxWjzk7BrLhxJecuLGF2ymRKIpiyvhCvPSuflWbq1/VxpCeBEDUole5+lVtMqJyii43N4zl6le1uXdiNQCJ++Zz9ava3N4+HYDUC9u5+lVtYlcOA0B35ypXv6rN9TmtHrjGs9q3bx937txh1KhRGAwGtmzZYtzXsGFD5syZQ7t27QgJCaFdu3bs378/516ioggICCAqKgqAgIAAli9fTrNmzQgODmbIkCGcPn2abt26ERISQseOHbl+/ToAWVlZfPbZZ7zyyiuEhIRQo0YNJk6ciKIorF69mjlz5nD48GGqVatmzLFq1SoAMjIymDp1KvXq1SM0NJTevXtz8uRJY+aAgAAWL15Ms2bNCAkJoVu3bpw/f/6Zvz7/JsUjIYQQQoiX3IH/H3UU5N0EOytH04YRIo8FeTdiUL3vaVh+AADO9qWo5deDUsUro9VYk6lP5ertI+y6uJifDozm6z97oqCgKAp/nJnFqaitJKbGSEFJiEJm8eLFdOnSBWtra3r06MH8+fNz7f/111+ZMWMGe/fupVy5cowfP/6R51q3bh3Lly/njz/+4MiRI7zxxht88skn7NmzB0tLS2bPng3Ajz/+yK5du/jxxx85duwY3333HT///DP79++nffv2DB48mGrVqnH48OEHrjF+/Hh2797NokWL2LNnD40bN6Zv3765ps9t2LCBJUuW8Ndff2FjY8PUqVPz5ouFTFsTQgghhHippWXd5cSN3wEIL9PJxGmEePG8iwXiXSwQgGyDnlvJ14hKjCAq8QzRCWexsSyCWqUmITWarWfnGo+zs3TEyykQb6dAvIoF4lm0nKluQQizV/rt3UDOtDUA71cXGaetAbi2nAivTEClySlJONXoh2P1V1GpNQDYlW2Qcw6VCgBt8dLGc/77Gs8iOjqaXbt28dFHHwHQpUsXvv32Ww4ePEj16tUB6NSpE6VKlQKgdevWrFmz5pHn69WrF46OjgD4+/sTGBhImTJlAAgPD+fIkSPG67Rv357ixYtz8+ZNMjIysLOzIz4+/rF5MzMzWb9+Pd9++60xU58+fVi3bh3r169n0KBBAPTu3RsXFxcAXnnlFebMmfMMX52Hk+KREEIIIcRL7Oj19egNmXg4lKVksUqmjiNEvtKoLXB38MPdwY9qPm0Aco0wql66A9GJEcTevURqVhIX4vdyIX6vcX9Tr/FAZY5HbsZaa4+Pc2Wstfb5fBdCmJ9/r0Ok1v7rtYVVrtcqjRaVRvv3a7UFKsu/yxUqlRrVv8/5HGsdLVu2DL1eT9u2bY3b9Ho98+fPNxaPnJ2djfssLCweOzrxfuEIQKPR4ODg8HdOtdp4bHp6Oh9//DGHDh3C3d2dwMBAFEXBYDA8Nu/du3fR6XR4e3vn2u7t7W2cPve0mZ+WFI+EEEIIIV5ioT7tsFBbYW/thOr/38EVojC7/31QzM6LDlXHAKDLziTu7sX/H6EUQXRiBImpsRTRuqMoCutPTCMl8w6vN1hAqeLB7L64FF12Jt5OFfByKo+tZVFT3pIQ4ilkZmaycuVKPvnkE2rWrGncfuHCBQYNGsTly5ef+pxP+v/rmDFjcHBwYPfu3VhZWWEwGAgN/e8noDo7O2NlZcWNGzeMI5oAIiMjadiw4VPnfRZSPBJCCCGEeEnpDTqstHYyXU2I/6DVWFGiWEVKFKto3JaZlc7pUxHoDZn4u4URnXQOT8cAAPZdXsGdlBvGtsXtvP+e8uYUiLdTeay0dvl+H0KI/7Zu3TpUKhWtW7dGq/17tJO7uztly5Zl4cKFL+zaKSkpuLq6olarSUlJ4ZtvviElJQWdTgeAlZUVKSkpKIqSqyClVqvp2LEj06dPp3Tp0nh4ePDTTz9x6dIlpk2b9sLy/pMsmC2EEEII8ZJafnAMc3YM5EbCGVNHEcLsWGhy1mbRaqzpWn0S7zZdiVZjjaIohPl2opJ3U4rZ5UwhuZMaxcmo39l46ivm/jWIg1dzniB1IW4fey7+xPXbJ8jSp5vsXoQQf1u2bNkDhaP7unbtym+//cadO3deyLXHjBnDuXPnqF69Os2bNyclJYU6depw4cIFABo0aEBSUhJVq1bl3r17uY794IMPqF27Nn379iUsLIxNmzYxb948Spcu/UKy/ptJRx4lJCTQtWtXJk2aRFhYGB999BHr1q3L1SYjI4OaNWsyb948IGfRp5iYGNTqv+teK1euzDV0SwghhBCF052UG2w9+wO+LlWo5tP2vw94iWXokjkb8xd6QyYW6gd/QRZCPBuVSkXdsr2Nr9Oy7hKdeDbXlDdvp5wFu49FbuRY5Iac41Dj5uBL48DBVPRqZJLsQghYtWrVI/f17NmTnj17PrA9LCzM+Nh7b29v4+dArs8h5ylu/zR06FDj5xUrVnzs9f39/dm+fbvx9bZt24yf29jY8MEHH/DBBx889Nh/5+jQoQMdOnR45LWelsmKR0eOHGHUqFFERkYat3388cd8/PHHxte7d+/mvffeY9SoUUDOEK+rV6+ydetWvLy88j2zEEIIIQomg2LgwJWVbDz5FbrsDI5d34B7UX/jE5cKI2ttEd5/5TfOxe7Cw7GsqeMI8dKytXTA3y0cf7dw47b7i9T6OFcmQ5dMVGIEyRm3ibt7iY0nv6KCZ0NZg0wIYVZMUjxavXo1M2fO5P333+edd955aJuEhARGjBjB//73P/z9/QE4ffo0jo6OUjgSQgghhFFSWiwrD3/MpZsHjNtq+nUt1AUTg5JNWkYSDjauhPl2NHUcIQqd+4WhMN+Oxu/BxNQYpm3pQEJqNPH3LuPu4GfKiEII8VRMUjyqXbs2rVu3xsLC4pHFoy+++IKKFSvSpk0b47ZTp05hY2NDr169uHjxIl5eXgwdOpQGDRo8dYbs7Oxnzp8f7ucr6DkLM+kj8yD9ZB6kn8xDQesnRVE4Frme9SenkalPRauxolmFoYT5dkatUqMYFK7cPkqp4sGmjppv7vfN2Zhd/HxoFNV82tG28igTpxL/VtC+l8TD5XU/FbV2o4xLdc7H7+ZM9A5c7PNnnZKXmTl9L5lDRiEexyTFIxcXl8fuv3HjBmvXruWXX37JtV2lUhEUFMS7776Lp6cnmzdvZujQoSxZsoTKlSs/VYZTp049bWyTMJechZn0kXmQfjIP0k/moaD0U2zaSXbHfw1AMStfqru8hk2yOydPnERRFA7c+oEbqQep4ToEb7uqJk6bv7ad+hGDkk1SQjLHjx83dRzxCAXle0k8Xl72k72+NLCbc9cP4ZgekmfnLezke0mIF8+kC2Y/yq+//kpISAjly5fPtX3AgAG5Xrdp04b169ezZcuWpy4eBQUFodFonjfqC5Odnc2pU6cKfM7CTPrIPEg/mQfpJ/NQUPrp0s0D+LqEEkwwt/Yfw6d4CLX9e6JW5c5060wFblw4yPHEn6hbpQ1FbR7/5tXLIDs7m/1HtxGfnvN0tVbVh1DcvoSJU4l/KyjfS+LxXkQ/BWSVoW5mW5yLlMqT8xV25vS9dD+rEOaqQBaPfv/9d/r16/fA9nnz5hEYGEiNGjWM27KysrCysnrqa2g0mgL/AwbMJ2dhJn1kHqSfzIP0k3kwZT+tPDyBw9d+o1XwCGr796BvrRmPXHS2ScUhXLq1n+jEs6w69jGv1f4GtUr90LYvkyvJu1BQ8HcLx9XBx9RxxGPIzzzzkJf9ZG/jiL2NI7rsTNIyk3CwdcuT8xZ28r0kxItX4H6DSkxM5PLly4SGhj6wLzY2lgkTJnDjxg30ej0rV67k2LFjtG/f3gRJhRBCCJFfdNmZAHg7VUCt0qDTpwM89mlFFmotXUMnodVYczF+P/sur8iXrKakz87iavJuAMJ8O5k4jRDiYU5F/cnHaxuw+ugnpo4ihBBPrMCNPIqKigLAze3BKvwHH3yAWq2mR48eJCcn4+fnx/fff0+pUjLsUwghhHgZZeiSWXf8CxJSYxhYbw5hvh3xdamCa1HfJzretWhpWgQN57fjn7Hp5Az8XKvj9oTHmqMzMdvJNCRTxNqF8h51TR1HCPEQLkV80GVncCvlOgYl+4Ept0IIURCZvHh0/vz5XK+DgoIe2HafpaUlH374IR9++GF+RBNCCCGECV2MP8DKwxO4mx6HChXXbx+n9FMUju4LL9OFs7G7uBC/l58P/o83Gy7CQq19QalN6+DVXwEI9WmHRm3yX/OEEA/hVrQMwxr/hIdD2ceOnhRCiIKkwE1bE0IIIUThlqVPZ82xyczb9Tp30+MobufN4PrzKO1S5ZnOp1Kp6FRtHLaWjtxLi+d28rW8DVxA6LIzsbSwRYWGaj7tTB1HCPEIKpUKT8cADEo2t5MjTR1HiEInICCASpUqERISQuXKlQkNDeX1118nNjbW2KZly5asXbvWhCkf7sCBAwQEBJjk2vKWlBBCCCEKjGu3j/HLoXHcSc2Zxl6jTBdeCRqOpYXNc523qI0Lr9acRnH7EhSxds6LqAWOVmNFn5pfceDILhxsXE0dRwjxGLeSrzFre84Dgsa0/kOmrgmRz+bOnUtYWBgAKSkpjBgxgvfff58lS5YAsGHDBlPGK5Bk5JEQQgghCoRTUVuZs2MAd1KjcLBxp3+dWbQNGfXchaP7fJxDKGLtTNzdiyzcM5wMXXKenLcgyNKns+vCEtIyk7DSFDF1HCHEfyhm542iGEjLSuL67ROmjiNEnsvWpT/0QzFkA6Aohlzb7zNk6x557N9tsozbDNlZz53V3t6eLl26cPr0aeO2hg0bsmrVKgAyMjKYOnUq9erVIzQ0lN69e3Py5Elj26ioKPr370+VKlVo3rw5CxcuNI4OOnDgAPXq1eO9996jWrVqfP/996SkpDBmzBiaNm1K5cqVqVOnDrNnz8517W+++YZmzZoREhJCz549uXTpUq7M8+bNo0mTJlSuXJlhw4aRkpJCZmYmoaGhrFu3ztguKyuLsLAw9u3b99xfJxl5JIQQQgiTupt+EwcbV8q6heNg604Z11BaB7+HtTbviyAGxcCy/aO4mXyVLae/pW3IqDy/hikcv7GZDSenc/jab9Qt/nLckxAvM43agnIetTkWuZGzsTufeVquEAXVvrm1H7q9Yts5OHpVI+NuFEeW5Tw1XaXWUGvIQQDiIlZzZddnDxxn6+RLle6/AHBt30xiTv4EgGel7vjWHvFcWe/evcuGDRto2rTpQ/ePHz+eiIgIFi1ahIeHBz/99BN9+/Zl/fr1uLm5MXjwYCpVqsTu3btJTEzkzTffzHV8XFwcvr6+TJkyhczMTL744guioqJYuXIlRYoU4ffff2fYsGG88sorxoeBLV++nO+//57SpUvz6aefMmTIEDZt2mQ8Z3R0NOvXrycpKYnOnTuzdOlSBg8eTMuWLfntt99o3bo1ANu3b8fOzo7w8PDn+hqBjDwSQgghhInoDTp+PzOLqRtbceXWEay0dgxr/BOdq41/IYUjALVKTceqHxHoWZ+G5Qe+kGuYwoErKwEIKdnSxEmEEE+qvGc9ACJidqIoionTCFG4DBkyhGrVqlGlShWqV6/Ozp076dq16wPtMjMzWb9+Pe+99x6lSpXC0tKSPn364Ovry/r16zl+/DjXrl1j7Nix2Nra4uXlxTvvvPPAeTp16oRWq8Xe3p6hQ4fy1VdfYW9vT1xcHFZWVgDcvHnT2L5///6UL18ea2trRo8eTWxsLEePHjXuHzp0KFZWVri5uREaGkpkZM76aR07dmTv3r3cunULgNWrV9OhQ4c8WZxfRh4JIYQQIt/F3b3I8kMfEZuU84TViJid+LpUxday6Au/dinnYF51ng5ATNJ57KyczHqNoBsJZ4hOPIuF2pIqJVtz8ew1U0cSQjyBALeaaNRabqdEciv56lM/SVKIgqzGwN0P3a7WWAJg7eD90Dbuge1xK9f6sef2qTGMUmE5o3tU6mdbL2z27NnGNY8yMjJYunQpffr0Yfny5VSoUMHY7u7du+h0Ory9vXMd7+3tTVRUFF5eXjg5OWFra5tr37+5uv79e8adO3f45JNPiIiIwNvbm4oVKwJgMBiMbe6PQAKwsbHB0dGRW7du4eLiAoCTk5Nxv1arJTs7ZzpgUFAQZcqUYcOGDbRu3Zrdu3czZsyYp/8CPYSMPBJCCCFEvsk26NlxbgFf/9mT2KTz2Fo60D1sMq2C3833LMcjN/Ht1t78cmgcBsXw3wcUUPuv5AzjD/JujJ2Vo2nDCCGemJXWjjIu1QCIiPnLxGmEyFsarc1DP+4Xe1Qqda7t96k12kce+3cbS+O2+8Wo52FtbU3//v2xs7Nj7969ufY5OztjZWXFjRs3cm2PjIzE1dUVT09PEhISSE//e02mmJiYB67xz5E/w4cPp2LFiuzbt4/Vq1fz7rsP/g4UHx9v/Dw1NZXExEQ8PDye6H46duzIhg0b2Lx5M9WqVXtoMetZSPFICCHEE8vUp7HrwhJOR29Dl51p6jjCzNxKvs6cHf3ZfPprshU95T3q8k7TXwgu0cwkebycyqNWW3Dp5gH2XvrJJBmeV1rWPU7e+B2AcN/OJk4jhHhagZ71AYiI2WHSHEIUZnq9nl9//ZV79+5RtWrVXPvUajUdO3Zk+vTpXL9+naysLH788UcuXbpEy5YtCQ4Oxs/PjylTppCenk58fDwzZ8587PWSk5OxtrZGo9GQkJDApEmTANDpdMY2CxYs4Pr166SnpzN58mR8fX0JCQl5ovtp06YN586d45dffqFDhw5P+dV4NJm2JoQQ4onE3b3E0v0fcCv5GgBWFnYEetajkndT/N1rYKHWmjagKNAy9WnM2t6XtKy7WFnY06by+1Qp1SpP5uA/K5ciPrSs9C5rjn3K5lNf4+cahruDn8nyPIuj19ejy87A3cGPksUr5RryLoQo+Mp71GXNscmkZiagy85Aq7E2dSQhCoWBAwei0dwfBaXCx8eH6dOnU6XKg4vXf/DBB3z99df07duXpKQkAgICmDdvHqVLlwZg5syZjBs3jho1auDu7k7Dhg05e/bsI689efJkPv30U+bPn4+DgwMtWrQgMDCQCxcuULt2zkLjVatW5c033yQmJobQ0FC+//571OonG/tTrFgx6tWrx/79+x+5CPizkOKREEKI/xR39xLfbnsVXXYGRaydUassuJsex7HIjRyL3Ii7gx9vN1mBQTGgKNlopJAk/l9CagwatQUONq40LD+Ac7G76VRtHI627qaOBkCYb0fOxf7Fubjd/Hzwf7zVcDEWeTAEPj8oimJcKDvct7NJC3FCiGfjYOvGiGZrKG5fQr6Hhcgn58+f/88227ZtM35uY2PDBx98wAcffPBAu4yMDGJjY5k/f76xGLVt2zbWrVsHQFhY2APXq1OnTq4npz1MtWrV+PTTTx/Y/rDzTZky5YF2Xl5etGzZEmvrvCtIy7Q1IYQQj5SlT8egGHArWgY/1+qUdavJ8CbLGdliPa/XX0BNv+4UsXbGzzXn8Z9Xbx3hk/XN2HRyhomTi4IgImYnM/7oysrD41EUhZp+3elf57sCUziCnHcbO1Ybh52VE3F3L/L7me9MHemJKSg0rfAG5dxrE1KyhanjCCGekXORkhgUPTFJF0wdRQjxlLRaLW+//TYrVqzAYDBw584d5s+fT4MGDUySJzY2ln379rFmzRq6deuWp+eW4pEQQoiHik26wMw/e7D7whJUKhXdwybTt/ZM7K2cUKvUlHIOpk3l9xndchNNKgwB4GzsX6RlJZGalQTkPFFrzbHJXLl1xKwXJBZPJ9ugB8DZviTZBj06fQYZuhTUKnWBfGe9iHVxOlb9CIBdFxZz+eYhEyd6MmqVmiDvxvStPRMrrZ2p4wghnlFSWhwT1zVi1va+ZOnT//sAIUSBodFo+Pbbb1m9ejWhoaG0bt0af39/Ro0aZZI8K1as4I033uDVV1+lfPnyeXpumbYmhBAiF0VROHh1FeuOf47ekMX+K79Qw68rlhY2D22vVmmwssh5POkrQcMp514be+tiAByL3MT+y7+w//IvFLV2Ici7MZVKNKVksUoFsoggno+iKBy/sYnfT3/HkPrzcC1amiEN5uHpGIBa9WyP0s0vgZ71CC3dnsNXfyP27gXKuIaaOtJjJWfcZv7uoYT6tCW8TBfUKnk/UAhz5WDjhrW2CElpsVy6eZBAz3qmjiSEeArVqlVjxYoVeXa+f06Ze1rDhw9n+PDheZbln6R4JIQQwihDl8Lqo59w4sYWAMq516Zz6AS0GqsnOl6jtsDPLcz4upx7bVIy7nAmZjv3Mm6x59JP7Ln0E4627lTybkLlki3wdAx4Ifci8ldKRgKrj33KmeicX3j+urCY1pVH4O0UaOJkT65V8HuE+rSlZPFKpo7ynw5f/Y3YpPMcj9xMTb+8HZYuhMhfKpWKQM967L30MxExO6V4JIQokKR4JIQQAoDoxHMsOzCSOyk3UKs0NK84lNplez3XiIbSLlUo7VKF9tn/40L8Pk5G/U5EzE6S0uL468JiMvVptK/yPxJTY0jKvIGiBOfhHYn8cjp6K6uPfkpqZiJqlQWNyg+kfrm+po711KwsbClZvBLpWcn8dmwK5T3rElyimaljPVQNvy5Ya+1xtPUwdRQhRB4o75FTPDoX+xcGJbvAj9YUQhQ+UjwSQgjBsesb+PXIRPSGLBxs3OkRPplSxfOukGOhsSTQsx6BnvXQZWdwPm4PJ2/8TuUSrwCw/8oKdscs5difPxJcoimVSjTDrahvnl1fvBhpWfdYd3wqxyI3AuDu4Efnah/j5VTOxMmez8Grqzh+YxPn4nZTqnhwgVrgG0Bv0GGtLUINv66mjiKEyCO+LlWw1tqTkpnAjYTTefp/sBBC5AUpHgkhhMDJzhODkk15j7p0Dp2AraXDC7uWVmNNRa9GVPRqZNymM2ShVllwO+U6W8/OZevZubgV9aOSdxMqlWiKS5FSLyyPeDapmYnM+KMb9zJuoUJNvYA+NA4cbDaPuX+c2v49OB21lRuJp1lx6CMG1J1doNYUWrL3PbKyM2gV/J5M+xTiJaFRawlwr82JG5s5G/OXFI+EEAVOwflNSAghRL6KSozgh7+GkJZ1Dx/nEF5vsJBXa375QgtHj9Im+APalJxO56oTKOdRB43Kgvh7l/gjYhbTtrRn+9l5ABiU7HzPJnLTGTLQZ2dhZ+VEGddQnO1L8XqD+TQPGvpSFI4g54+4rtUnodVYc+XWYfZcXGbqSEYJqTGcj9vDlVuHsdQ8fBF7IYR5ur/WUUTMDtMGEUKIh5DikRBCFEIGJZsVB8dy6eZBfj/9LQAlilUw6RPQtGobKpdsQd9aMxjTeiudqo2nrFtN1CoLSrtUAWDDiel8s7U352P3mCxnYXb19hF+jx7P1nPfA9A2ZBTDGi8ziwWmn5ZzkZK0Cn4PgM2nvyY26YKJE+U4eOVXFBT8XMNwLlLS1HGEEHkowD3n/zwFhfSsZFPHEUKIXGTamhBCFCLpWckkpcXi4ViWLqET2XnhR5pWfNPUsR5gY1mEaj5tqObThtTMRGwsHVAUhdPR27mbHmccgXT42loydakEeTemqI2LiVO/vNKy7rHl9DccuLISyFkgu0mFwVhr7U2c7MWqXroD52J3cTb2L5YfGsObDRc/8ZMHXwS9Qcfha78BEF6mk8lyCCFeDGttEUa2WI+DjaupowghxANk5JEQQhQSUQkRfL21Bwt2DyUlMxHvYoH0DP8MW8uipo72WHZWTqhValQqFW81Wky7kNH4u9dAURR2nl/IuhOfM3lDc+bsGMj+y7+QkpFg6sgvDUVROHJ9PdO2tDcWjkoXqcNbDZag1VibON2Lp1Kp6Fj1I+ytihF39xLbzs41aZ4z0dtIyUygiLUz5T3qmjSLEOLFcLBxRZedyfXbJ0wdRYiX3tWrVxk5ciR169YlJCSExo0b88UXX5CammrqaKxatYqGDRuaOkYuUjwSQoiXnKIo7L64jFnb+5KQGo2FxpKUjDumjvVMilgXJ7xMZyzUWgxKNmG+nShZrBIKCldvH2HNscl8uqEZP/z1OgevriYt656pI5ut+LuX+X7nQH459BGpmYm4FvVlQJ3ZVHN+FSutnanj5Rt762J0rPoR/m7h1Chj2qeb7b+cU8CrXro9GrXWpFmEEC9GWtZdJq5rxOwd/UnNTDR1HCFeWkePHqV9+/Z4eXmxZs0ajh07xty5czlx4gT9+vUjO1vW2fw3mbYmhBAvsbSse6w8PIGImO0AVPBqSKeq47CxLGLiZM9Po7agtn8Pavv3IDE1hlNRf3Iy6neiEiO4dPMAl24eQKPWUrVUK1NHNUurj33KtdvH0GqsaVR+ELXL9kSlqDkeddzU0fJdec+6lPOog0qlIv7eFYpYO+f7iL34e1e4evsIKtRUL90hX68thMg/tpYOFLfzJjUriTspN7CzcjJ1JCGeiV6X/kTt1BoL1GothmwdBoMelVqDRmOJwaDHkK17onNYaJ/+ARIfffQR7dq1Y9iwYcZtpUuX5ssvv+Sjjz7ixo0baLVaPv/8cw4cOIBarSY8PJyRI0fi6urKgQMHGD16ND169GDBggVkZGTQs2dPgoODmTp1Kjdv3qR27dpMmzYNS0tLsrKymDVrFmvXriU5OZng4GDGjBlDqVI5TxS+fPky48eP5/Tp03h7exMWFmbM1b9/fzw9PZk4caJx2+DBgwkMDGT48OFPfe/PSopHQgjxkrqRcJql+0eSlBaLRq2lZaV3qFGmq0kXxX5RnOw8qRvwKnUDXuVOyg1ORv1BTNJ5Qkq+gkExsGjP25T3rEs1n3Zo1PJf38MoikJE7E6yDToqeTehdfD7bDs7l1bB7+Fk5wlQqN+FU6lUHIvcyK+HJxLoWY/uYZPz9XspJvEsFmpLyrrXxMHWLd+uK4TIf/3qfIu9VbGX8v9rUXisW1zridoFh4/EN7Ar50/M49zx7yldrjOVa44m9vp2Dm4f+UTnaN/v6FNli4yM5OLFi4wfP/6Bfc7Oznz33XfodDpatWpFxYoV+f3331EUhQkTJjBkyBBWrFgBQHR0NLdu3WLHjh3s3buXQYMGUatWLVasWMG9e/fo2LEjGzdupF27dnz55Zfs37+fhQsX4urqyty5c+nXrx8bN25ErVYzePBg6tatyw8//EBkZCQDBw5Erc6ZKNaxY0fGjRvH2LFjsbS05Pbt2+zZs4cxY8Y81X0/L/kNWgghXkLRiWeZtb0fBkVPMTtveoRPwdsp0NSx8kVx+xI0KNfP+PpU1J+ci9vNubjd7L64jOYVhxLoWV9+Kf+X09HbWLr/fWwtHSnjEoqXUzl615xm6lgFirN9SQyKngxdCnpDZr6u+xRSqiVl3WuRoUvJt2sKIUyjiHVxDEo212+fxMsp0KQL9QvxMkpIyFkf09nZ+ZFtDh8+zI0bN/j111+xt895QMiECROoXr06p0+fNrYbPHgwWq2W2rVrA9C9e3ccHBxwcHDA39+fqKgoFEXh559/ZubMmZQoUQKAN998kxUrVrBjxw6cnJyIjY3lgw8+wMrKCn9/f1577TV+/PFHABo3bsyECRPYtm0bzZs3Z926dYSEhBjPlV+keCSEEC+RDF0ylhZ2eDqWI8C9JhYaKzpWHYO11vynqT2r8p71jKNobiVfY/G+9yhVPJgWQW9TyjnY1PFMSp+dxamoP6hcsgWBnnXxcipPWbca8ofKI5QoVpE3GvyIl1N5VCoViqLkSxHyRsKZnKks9t7YWTm+8OsJIUzvm629iUk6R99aMyjnUcfUcYR4aq1773midmpNTkkiILg//kF9UKk1AHiUavDE53haLi45T+i9desWPj4+D+y/ffs2d+7cwcnJyVg4ArC3t8fR0ZHo6Ghj4cnJKWdqqUaTk7to0b+ntavVahRFISEhgbS0NIYPH24cTQSg0+mIjo4mKysLJycnrK3/flOqZMmSxs8tLS1p1aoVv/32G82bN2f16tX06/f3G6X5RYpHQgjxkrh+5wQ/HRhNzTLdqBvwKj3Cp2Chtir0I2ws1Fpq+Xenqk8rdp7/kd0Xl3H9zglm7XiNQM8GNK/4Fq5FS5s6Zr67dPMgvx2bwq3ka2jUWiqVaMobDX6UaX3/wbtYIAbFwO4LS7kYv4++tWeiVmle6DXXHPuUmMRzdA+bTKUSTV/otYQQBUPJ4kHEJJ0jImanFI+EWXradYjUGi1qzd8Pg1CrLVC/oN9JvLy8KFu2LBs3biQ0NDTXvjt37tCgQQPeeustEhMTSUlJMRaQkpOTSUxMxMXFBUVRAJ7o92wnJyesrKyYP38+lStXNm6/cuUKbm5unD17loSEBFJTU7Gzy3koSVxcXK5zdOzYkS5dunDs2DGioqJo1qzZ83wJnok8bU0IIcycQTGw8/yPzNkxkKS0OA5f+w29QYdWY13oC0f/ZK0tQrOKbzGi+RpCS7dHhZqImO0cv7HZ1NHyVXLGbX4+8D9++GsIt5KvYW9V3PjLmRSOnsy99Hj+ODOLC/H72HVhyQu9VlRCBNGJZ1GrLfB1Df3vA4QQL4VAj3oAnI39C4NiMHEaIV4+Y8eO5ddff+Wbb74hMTERRVE4e/YsQ4YMoUKFCvTr1w8/Pz/GjRtHcnIyycnJjB8/npIlS1KlSpWnupZaraZTp05MmzaNuLg4DAYDq1evplWrVly/fp2QkBBKly7NpEmTSE9P5/r168yfPz/XOQIDA/Hz8+Pjjz+mRYsW2Ng8/SLhz0uKR0IIYcZSM5NYtOdtNp2agUHRE1yiGW80/BELeYz3IznYuNKx6ljebrqCkJItqFf2VQB+OTSO38/MemnXlDEo2ey99DNfbO7A8RubUKGiRpkuvNdsFRW9Gpo6nllxtPWgdeX3Afj99LfEJF14Ydfaf+UXAIK8G2MvT10SotDwdamGlYUdyRm3iU6MMHUcIV461atXZ8mSJURERNCyZUuqVKnCsGHDCA8P54cffkCr1TJnzhz0ej3NmjWjQYMG6HQ6FixYgIXF07/ZNnLkSIKDg+nRowfVqlVj4cKFzJw5k8DAQDQaDd9//z03b96kZs2aDBgwgEaNGj1wjg4dOhAREUHHjh3z4kvw1OQtRiGEMFPXbh/npwOjuZsej4XaktaV36d66Q4y2ugJuRX1pWv1SQDEJF3gyPV1qFBTybsJ7g5++baeTX64nRzJTwdHE514FgBvp0DaVfmw0Cyi/iJU82nL2dhdRMRsZ/nB//FWoyV5vlZUWtY9TtzYAkC4b6c8PbcQomCz0OQ8XfFU1B9ExOygRLGKpo4kxEunUqVKfPfdd4/c7+HhwYwZMx66LywsjPPnz+fa9u/XixcvNn5uZWXFiBEjGDFixEPP5+Xlxbx583JtGzVq1ANtfH19CQkJeWTmF0lGHgkhhBk6cGUl3+8cyN30eJztS/FGw0WE+XZ8aYod+c3DwZ9eNT6nYfkBuDv4kZqZxDfbenHyxu/GOe3mSJ+dBYCtlQNJqbFYa+1pFzKaNxr+KIWj56RSqehQdQz2VsWJv3eZzae+zvNrHLu+AV12Bm5F/ShVvHKen18IUbAFeuZMXYuI+cvESYQQppSYmMjZs2eZNWsW3bt3N1kOKR4JIYQZuV/IcCtaBoDKJV9haKMleDqWNWUss6dSqajo1YgmFYYAsPviEqITz7LswCi+3fYql28eNnHCp6MoCkevr+ezTa2ISozA1tKBnjU+571mqwkv0/mFL/BcWNhbOdGp2jgA9lxaxsX4A3l2bkVROHBlJQDhZTpJYViIQijAvRZqlYb4e5e4kxJl6jhCCBM5ffo03bp1w8XFhW7dupkshxSPhBDCTFy9dZQ5O/qTnpWMj3MIQxstpWvoJKy0dqaO9tKpH/AajQMHY6mxISrxDHP/GsTC3cOIu3vJ1NH+U/y9K3y/cxArDn1EcsZtdl9cCoCvS1WKWBc3cbqXTzmP2oSX6QzAysMTjKO9ntfV20e5mXwVS40NISVb5Mk5hRDmxdbSAR/nEJxsPbmbHm/qOEIIE6lTpw4nTpxg1qxZWFpamiyHrHkkhBBmINug59cjH3M7JZI/I2bTuvL7eMhooxfGSmtH48DBhPl2YuvZ7zl4ZRXn4nZzPm4vVXxa0TTwdRxs3UwdM5csfTpbz85l14UlGBQ9Wo01jcoPpHbZXqaO9tJrEfQ2CSlR1C/XDwtN3vxSZ2tZlEreTbGzcsJaa58n5xRCmJ/eNaZhrbWX0YdCCJOT4pEQQhRgKRkJ3E2/iZdTObpV/5R9V1bQtOKbpo5VaBSxLk67kNHU8uvBltPfcDp6K0euraWCZwMcbN0KzKLaETE7WXt8KklpsQCU96hH68rvU8zO08TJCgdLCxv61fkWgAxdMnF3L+Hj/HyLWbo7+NMjfIpZr7klhHh+NpZFyDbouHrzKN7FArHWFjF1JCFEISXFIyGEKKCu3DrCTwdGo0LFsCY/410skM7Fxps6VqHkUqQUvWp8TuSdk5y48TvlPeqSbdAxe0d/Knk3pUaZLnk24uRpJaXFsmTf+xgUPY62HrSp/IFxkVWRvxJSY/h+50DSs5J5u8nPOD1j8W7/5ZUkZ9yieukOBW6EmxAi/32/cxDX75yga/VJMo1VCGEysuaREEIUMAYlm60Rc5m7czDJGbex1tqTkZVs6lgCKFm8Eq0rj0ClUnE8cjM3Ek6z4eR0vtjSnmPXN2BQDPmSQ2/QsfP8QpIzbuNo60GDcq9RP+A13m26UgpHJuRg44qDjSuZ+hRWHPoIg5L91OcwKNnsOL+ArWfncunmwReQUghhbnxdqgI5o0yFEMJUpHgkhBAFSHLGHebveos/ImahYKBqqda81WgJzkVKmjqa+JfKJV+hY9WPKGrtQlJaLMsPjeXrrT25GL//hV975aHxbDo1kw0nvgSgSYXXaR40FEsLmxd+bfFoGrUFXUInYmlhy9XbR/nr/OKnPoeiKLwSNIxyHnWoVKLJC0gphDA3gZ71AbgQtzfPFuUXQoinJcUjIYQoIC7dPMjMP7tz6eYBtBprOlebQOfQCVIQKKA0agtCS7djRPM1NKvwJlYW9sQmnWferjeY99cbxCSdz9PrJWfc4cqtIwDU9u9JEWtnAtxr5uk1xPMrbu9Nm8rvA/DHme+ITjz3VMdr1BYEl2hG31oz0GqsX0REIYSZ8XIKpIi1M5n6VK7cOmzqOEKIQkqKR0IIUQBE3jnJvL9eJznjNm5Fy/BWoyVU9Wlt6ljiCVha2NCgfH8+eOU3avl1R6Oy4OLN/cZf8J93wWODks2+yyuYtqU9S/d/QFrWXbyLBTLylfWElGqZF7cg8ljVUm2o4NmAbEXP8oP/Q5ed8UTHJabGMOPP7uy/vFIWyhZCGKlVasp71AUgIlamrgkhTEOKR0IIYUKpmYkYFAMligVRzqMu1Xza8mbDRbgV9TV1NPGU7KycaF35fd5ttoqaft0I9+2Moigs3DOc9Semk5Z196nPGZUQwXfb+vDbsSlk6FJwtHUnLTPnPKZaoFv8N5VKRYeqYyhi7czN5KtsOvX1Ex138OoqYpPOczr6zwLxFD8hRMFxfz27szF/SXFZiDxy9epVRo4cSd26dQkJCaFx48Z88cUXpKamPrT92rVradmy8L5xJ8UjIYQwkYvxB/jy987svrAElUpFzxpT6VRtnExTM3M505Y+wEJjyY2EU5yP282+y8vJ0OX8IvIki2qnZyWz5thkvt3Wm6jECKws7GlbeSRvNlwk61+ZCTsrJzpVGwfAzXuXyTboHtteb9Bx6OoaAMJ8O7/oeEIIM1PGtTqWGhvupscTk/R002GFMAWdPv2hHwZDzsMkFMVg3JadrXvgOH12pnGbXp/x0HP987indfToUdq3b4+Xlxdr1qzh2LFjzJ07lxMnTtCvXz+ysx986EWbNm3YsGHDM1/T3FmYOoAQQhQ22QY9WyO+Z/u5eSgonLixmVr+PbBQa00dTeSxEsWC6Ff7G24lX6eYnSdJabHM/WsIDcr1o0qpVqhVmgeOOR29jTVHPyUlMwHIWZi7ZaV3KGLtnN/xxXMKcK/FgDqz8HUNRa16/Pt1EdHbSclMoIi1M4GedfMpoRDCXGg1Vvi71+DmvSukZiaZOo4Q/2ne8loP3d668fd4uVXjbnIUP69rB0B4yHAqB/YBYPGqZmTpUvAt2ZimdaYCsGnnO0THHXjgXCEV+hFW+a1nyvfRRx/Rrl07hg0bZtxWunRpvvzySz766CNu3LhBs2bN6N27N+vWrSMkJISmTZvyzTffsG3bNg4cOMDo0aPp0aMHCxYsICMjg549exIcHMzUqVO5efMmtWvXZtq0aVhaWpKVlcWsWbNYu3YtycnJBAcHM2bMGEqVKvVM+U1BikdCCJGP7qXf4qcDH3L1ds7Cx9VLt6d15ffRqOXH8ctIpVJR1r0mZf9/YetdF5ZyJ+UGKw9PYNeFpbwSNIwA91qoVCqyDXo0aguyDTpSMhNwKeJD25BR+LlWN/FdiOfh5xaGoijsu7yCyDun6BL68UOnpO2/shKA0NLt0UghWQjxEF1DJ8roZCHyQGRkJBcvXmT8+PEP7HN2dua7777L1XbHjh3odDr+/PPPXG2jo6O5desWO3bsYO/evQwaNIhatWqxYsUK7t27R8eOHdm4cSPt2rXjyy+/ZP/+/SxcuBBXV1fmzp1Lv3792LhxI1ZWVi/6lvOE/LUihBD55ELcXpYfGktqZiKWFrZ0qDKGyiWbmzqWyEfNg4biYOPKtnPziL93iYV7huHrUg1Px3Jcu32M1xssoJJ3U7INOip5N5V1jV4St1Ous+74FxgUPZVLNCfAI/e7sTfvXeXKrcOoUFO9dHsTpRRCFHSWFjbos7O4fPMQnk4BMiJVFGj9u+556HaNOud3G4ci3sY2atXfZYneHbYAoPrHiN1X6n2JwoNrff3zuKeRkJAzutvZ+b+/h1q1aoWNjQ02Ng8v3A4ePBitVkvt2rUB6N69Ow4ODjg4OODv709UVBSKovDzzz8zc+ZMSpQoAcCbb77JihUr2LFjB82aNXum+8hvUjwSQoh8sOvCEjacnA6Ah0NZeoR/hksR8xmmKvKGVmNF3YBXqVa6HTvOzWfvpZ+5cuuw8clsZ2N3UtGrEVVKtTJxUpGXXIr40DxoKBqVBf7uNR7Yf+D/Rx2V86iDo617fscTQpiRH/e+zcX4/bSu/AG1/LqZOo4Qj6T9j1FyKpX6oW0ets3CwjrPcgG4uLgAcOvWLXx8fB7Yf/v2bWNhydXV9bHncnJyAkCjyVmKoGjRosZ9arUaRVFISEggLS2N4cOHo1b/XRTT6XRER0c/173kJykeCSHEC6QoCiqVihLFKqBWaQgt3Z5Wwe+h1ZjH8FTxYthaFqVFpbep6deVPyLmEJd0gYaBgwj0qGfqaOIFqVu2N5CzYPqJG1sI8m6MWqXBoBg4F7sLgPAynUwZUQhhBvzdahB/97KpYwhh1ry8vChbtiwbN24kNDQ01747d+7QoEEDJk+eDPCfTz99kqejOjk5YWVlxfz586lcubJx+5UrV3Bzc3v6GzARedqaEEK8IOdj9/DttldJz0rGxzmEd5r+QvsqH0rhSBg52nrQudp4hjZeRgXP+vJ49kLgpwOj+enAaHae/xEAtUrN201X0D1sMv5uD45KEkKIf6pZpiujW26WUUdCPKexY8fy66+/8s0335CYmIiiKJw9e5YhQ4ZQoUKFPJ1Kplar6dSpE9OmTSMuLg6DwcDq1atp1aoV169fz7PrvGhSPBJCiBdAb9Cx9vhnRCWeYce5+UDO1BUhROFWzj1nTYQ/zswmKjGCuLuX0GqsCS7R7D+fyCaEEBYaSxQMXLt9jOjEc6aOI4TZql69OkuWLCEiIoKWLVtSpUoVhg0bRnh4OD/88ANabd4+vGLkyJEEBwfTo0cPqlWrxsKFC5k5cyaBgYF5ep0XSaatCSFEHkpKiyMlIwHvYoF0D5vC0cj1NK4wxNSxhBAFRJVSrTgXu4tT0X/y4563Sc64TanilRlcfy5qlcbU8YQQZmBrxPdsPTuX4BLN6B422dRxhDBblSpVyvVktX87f/58rtcdOnSgQ4cOAISFhT2w/9+vFy9ebPzcysqKESNGMGLEiOeNbTLyFpcQQuSRc7G7mPlndxbtfYeUzES8iwXSpvIHMk1NCGGkUqloV+VDilg7k5xxGwAnWw8pHAkhnlhZ95oAnI/bg96gM3EaIURhIcUjIYR4TtkGHRtPfsXCPcNJy7pLERtndPp0U8cSQhRQdlaOdK42wfg6zLejCdMIIcxNiWIVsbcqRoYuhWu3jpo6jhCikJBpa0II8RyS0mJZtn80kQknAajp150WQcOx0FiaOJkQoiAr616DLqEfGxfUF0KIJ6VWaSjnUZfD19YQEbsTP7cwU0cSQhQCMvJICCGeUUTMTmb80Z3IhJNYa+3pVeNz2lR+XwpHQognUqVUK2r5d5en7AkhnlqgZz0g53cRRVFMnEYIURjIyCMhhHgGV24dYdHedwDwdqpAj/ApFLPzMnEqIYQQQhQGfq7V0WqsSUqLJfbuRTwdy5o6khDiJScjj4QQ4incS7+FQTFQ2rkK5T3qUcuvB0MazJfCkRBCCCHyjaWFDf5u4QCcjdlp4jRCiMJARh4JIcQTOhO9nV8Oj6dhuf7UDXiVXjU+R6OWH6NCCCGEyH/lPeoSm3QBK62tqaMIIQoB+atHCCH+g96gY9PJr9hz6ScAImJ2ULtsTykcCSGEEMJkqpRqRTWftrJumhAiX8hfPkII8Rh3UqL46cAoohIjAKjj35tmQW+hVmlMnEwIIYQQhZlGbUG2QcfVW8ewUGvlyY1CiBdKikdCCPEIp6O3svLwBDJ0KdhaOtC52gTKe9Y1dSwhhBBCCAD2XPyJjae+oqxbDfrV+dbUcYQwGw0bNuTWrVtYWOSURBRFoVSpUvTq1YvOnTubOF3BJMUjIYR4iK0Rc/kjYhYApYoH0z1sMo627iZOJYQQQgjxt3Ieddh46isu3zxEhi4Fa629qSMJYTYmTJhAhw4dAMjKymLHjh2MHj2axMREBg0aZOJ0BY8Uj4QQ4h8MigG1Sk0Z11C2np1LHf+eNK34Bhq11tTRhBBCCCFycSnig7N9SW6nRHIhfh+VvJuYOpIQAGTp0x+7X6PWolFboM/OwqBkP7KdSqVCq7HGoBjQZ2cCOU8b/Oc17r9+HpaWljRt2pSkpCQmTZpEjx49qFq1Kr1792bdunWEhIQwa9Ys5s6dy7p164iNjUWlUlG3bl0++eQTrK2tGTVqFLa2tkRHR3Pw4EGcnZ35+OOP+fPPP1m7di2Wlpa8/fbbxpFN27Zt4/vvv+f69eukpaURFBTEpEmT8PHxee77eRFMWjxKSEiga9euTJo0ibCwMADGjRvHr7/+ilb79x9qo0aNomvXrgCsXr2a7777jlu3buHr68vYsWMJCZH5vUKI53cy6g+2n53HoHpz8XGuzIjmayhm52nqWEIIIYQQD6VSqQj0rMdfFxZzNmanFI9EgfHRmlqP3d8j/DMqeTdh/clp7L/8yyPblXauyuD6c7l17ypf/tEZO0tHxrbZlusaUzodzbPc9evXZ+zYsRw9mnPOyMhIduzYgU6nY9OmTSxatIglS5bg4+PD5cuX6dGjB+vWrTMWhH799VfmzZvHrFmzeP/99+nfvz+jR49m3759LFu2jI8//pi2bduSkJDA8OHDmTFjBg0bNiQxMZG33nqLb7/9ls8//zzP7icvqU114SNHjtC1a1ciIyNzbT916hQTJ07k2LFjxo/7haMDBw4wceJEpkyZwqFDh2jTpg2vv/466emPr2oKIcR/0WVnsvnU18TevcCui0sApHAkhBBCiAKvvEc9AM7F7ibboDNxGiHMm5OTEwBJSUkAtGrVChsbG4oWLUrdunVZuXIlPj4+JCQkkJiYiKOjI/Hx8cbjw8PDqVatGmq1mvDwcGxtbenduzcWFhY0aNCArKwsbt++TbFixdiwYQMNGzYkJSWFuLg4nJyccp2roDHJyKPVq1czc+ZM3n//fd555x3j9qysLC5cuEDFihUfetwvv/xCy5YtqVq1KgB9+/Zl+fLlbNy4kY4dO+ZLdiHEy+V2ciRpWXcpWTyIHmFTOBOzjUblB5o6lhBCCCHEEynlHIytpSNpWUlcu32CMq7VTB1JCD5ut+ex++8vCdGq0nu0CHr7ke1UKhUALkVLP3DO/7rGs0hISACgePHiALi6uhr3KYrCl19+yfbt2ylWrBjly5dHp9OhKIqxjaOjo/FzjUZD0aJFH7gXg8GAVqtl/fr1/Pzzz6hUKsqWLUtKSopxAe+CyCTJateuTevWrbGwsMhVPDp37hx6vZ6ZM2dy5MgRihQpQseOHRkwYABqtZpLly49UCTy8/Pj3LlzT50hO/vR8yoLgvv5CnrOwkz6yDw8rp9ORv3O6mOfYGVhx9CGS/FwCMDDIQAU6df8Jt9P5kH6qeCTPjIP0k/mwZz6KcC9FsciNxARvQOf4oVnSQ9z6iNzyJiXnnQdIguN5RO1U6vUD5wzL9Y6+rdt27Zha2tLcHAw8HfBB+CLL74gJiaGbdu2YW+fszh969atcx3/z/aPs2nTJpYsWcJPP/1EqVKlAJg4cSIXLlzIi9t4IUxSPHJxcXno9uTkZKpXr07v3r2ZPn06Z8+e5c0330StVjNgwABSU1Oxscn9D8Ta2pq0tLSnznDq1Klnyp7fzCVnYSZ9ZB7+2U/ZhiyOJyznSvJfABS18ObkqRPYWDiaKJ24T76fzIP0U8EnfWQepJ/Mgzn0k3VGSey1bqQk6jh+/Lip4+Q7c+gjUbBlZWXx559/Mn36dN555x1jceifUlJSsLKyQqPRkJmZydKlS7lw4QINGjR46uslJyejVquxtrZGURR27drFmjVr8Pf3z4vbeSEK1JioWrVqUavW3wtrVapUiT59+rBx40YGDBiAjY0NGRkZuY7JyMgwzkt8GkFBQWg0mufO/KJkZ2dz6tSpAp+zMJM+Mg//7qdbydf4+eCHxCVfRIWKegGv0bDcQDTqAvXjsNCR7yfzIP1U8EkfmQfpJ/NgTv0UrATTStXP1DHynTn10f2souAYN24cEydOBMDKygpfX18mTJhAixYtHtr+7bffZvTo0dSsWRNbW1uqVq1K27Ztn2m0UPv27Tly5AgtW7ZEo9Hg6+tLnz59WLp0KVlZWVhaPtmIrPxUoP5a+vPPP7l9+zbdunUzbsvKysLa2hoAf39/Ll68mOuYS5cuUbdu3ae+lkajKfA/YMB8chZm0kfmQaPRcDJ6C6uPfEJWdjr2VsXoWn0S/m7hpo4m/kG+n8yD9FPBJ31kHqSfzIO59JM+O4vLNw+BKmcaW2FiLn0kCo5t27b9Z5vz58/nel2iRAmWLFnyyPZTpkzJ9bpDhw506NDB+Nrb2zvXOadOnfrAOYYNG/afuUzFZE9bexhFUZg8eTL79u1DURSOHTvGokWLjE9b69SpE+vWrWP//v3odDoWLlzInTt3aNJEHkkphHi8i/H7WX5wDFnZ6fi6VGNY45+kcCSEEEKIl8bR6+tZsGcof56ZY+ooQoiXUIEaedSkSRNGjx7N+PHjiY+Px9nZmaFDh9K2bVsAatSowbhx44z7/fz8mDt3bq4VzYUQ4p8S02JRFAN+rmEEejbAw8GfRoEDUavk3SkhhBBCvDzKedShqI0rXk7lMSjZ8ruOECJPmbx49O+hYN26dcs1be3f2rZtaywmCSHE49xJucGs7X0pY9+IEFUVetX4HLWqQA24FEIIIYTIE0VtXBjdYtMTP+1JCCGehvwVJYR4KaVl3WXhnuGkZiUSlXoEg2KQwpEQQgghXmoKBq7dPsahq2tMHUUI8ZIx+cgjIYTIa/rsLBbvfY9byddwsHGjpvMbUjgSQgghxEvv5r2rzN7RHwu1JcElmmFpYWPqSEKIl4T8NSWEeKkoisLKwxO4evsoVhb2vFrjK2wsHE0dSwghhBDihXMrWoZidt7oDVlciN9n6jhCiJeIFI+EEC+VP87M4viNTahVFvSqMRV3Bz9TRxJCCCGEyBcqlYryHnUBiIjZaeI0QoiXiRSPhBAvjUNX17Dt3A8AtK/yIf5u4SZOJIQQQgiRvwI96wNwLnYXBiXbtGGEEC8NKR4JIV4aFhpLNCoLGpTrT2jpdqaOI4QQQgiR73ycK2OjLUpaVhLXb58wdRwhxEtCFswWQpi9hNQYitq4EFKyBR4OZXErWsbUkYQQQgghTEKjtqCcR22ORW7kbOxOSrtUMXUkIcRLQEYeCSHM2r30W8zZMYAFu94iPSsZdwc/VCqVqWMJIYQQQphMec96QM66R4qimDiNEAVPw4YNCQoKIiQkJNdHv3798vQ6s2fPZsCAAQCsWrWKhg0b5un585OMPBJCmLXbKZGk6+5xN/2mzOsXQgghhAAC3GriUsQHf7caZBt0WGgsTR1JiAJnwoQJdOjQ4YVeY8iQIS/0/PlJRh4JIcySQckmS5+Or0tVhtSfx2u1Z2Jn5WjqWEIIIYQQJmelteO9ZqtoU/l9KRwJk0jXpz/0I/v/3+w1KIZHtjEoBgD0Br1xm96gB0BRlAfa57X4+HjefvttGjZsSHBwMI0aNWLlypXG/QEBASxfvpxmzZoRHBzMkCFDOH36NN26dSMkJISOHTty/fp1AL7++mt69+79wDX69+/P2LFjc20bPHgwM2bMyPP7ySsy8kgIYXYURWHd8S+ITDhJn5pf4ekYYOpIQgghhBAFSrZBx7Xbx4lJOk+dsr1MHUcUMrU2N3/o9u/Dv6KacwhRqTG029HzoW02N1qJq40L+24dYvihUQBMqzaJBu51SMq6S6M/2uZqf7TVzjzNPmbMGBwdHdmwYQOWlpYsWrSIiRMn8sorr2BnZwfAunXrWL58OVlZWbRs2ZI33niDBQsW4OHhQf/+/Zk9ezaTJ09+5DU6duzIuHHjGDt2LJaWlty+fZs9e/YwZsyYPL2XvCQjj4QQZmfPpWXsu7yc6MSz3Eg8Y+o4QgghhBAFTkpGAnP/GszGk1+SnHHH1HGEKHAmTJhAtWrVcn2kpaUxadIkxo0bh1arJSYmBjs7OzIyMrh7967x2F69euHo6Iirqyv+/v40bdqUMmXKYGtrS3h4ONHR0Y+9duPGjVGr1Wzbtg3IKUaFhIRQokSJF3rPz0NGHgkhzMqZ6O1sODEdgBZBb1PBs75pAwkhhBBCFEAOtm54OZUnOvEs52J3EVq6nakjiUJkT/PND91u+f/TKL3tPB/ZxkpjBUANl1BjG61aC4CjpcMjj3ta48aNe+iaRxEREUydOpVr167h4+NDqVKlADAYDMY2jo6Oxs81Gg0ODg7G12q1+j8Xqre0tKRVq1b89ttvNG/enNWrV+f5Yt15TUYeCSHMxo2E0/x88H8oKIT5dqJO2QfnDwshhBBCiBzlPf5+6poQ+cnGwuahHxqVBgC1Sv3INmpVTpnCQm1h3Gahzhn3olKpHmifl3Q6HYMHD6Zt27YcOHCAFStW0KdPnwfa5cXTnTt27MiuXbs4duwYUVFRNGvW7LnP+SJJ8UgIYRYSUqP5cc/b6LIzCHCvRZvKH+TJD20hhBBCiJdV4P+P0L508wBZL2BhYSFeNjqdjoyMDKytrVGpVMTExPD5558b9+WlwMBA/Pz8+Pjjj2nRogU2NnlbCMtrUjwSQhR4aVn3WLh7GCmZCXg4BtAjbAoatcy6FUIIIYR4HA8HfxxtPdBlZ3Dp5kFTxxGiwLO1teXTTz/l22+/JSQkhFdffZVatWrh7OzMhQsX8vx6HTp0ICIigo4dO+b5ufOa/PUlhCjw9NmZWGiscLBxo2+tGVhp7UwdSQghhBCiwFOpVAR61mPvpZ+JiNlBoGc9U0cSokC4v1D1w7Rt25a2bXM/0W3QoEHGz8+fP59r3+LFi3O9Hjp06EM/79ChwwNrLHl5eeHr60tISMiThzcRKR4JIQosRVFISovFyc6TwfV/4F76LRxsXE0dSwghhBDCbJT3yCkenY39C4OSjfr/15wRQphOYmIicXFxzJo1i+7du5s6zhORaWtCiAJr69nv+eqPrlyI24uVhS0uRUqZOpIQQgghhFnxdamCt1MgVUu1Qpedaeo4Qgjg9OnTdOvWDRcXF7p162bqOE9ERh4JIQqkI9fX82fEHAAS02JNnEYIIYQQwjxp1FrearTE1DGEEP9Qp04dTpw4YeoYT0VGHgkhCpzLNw+x6vDHANQPeI0w34K/gJwQQgghREGVbdBxPm4Pf5yZZeooQggzJSOPhBAFSvy9Kyze9x7Zip5K3k1pWvFNU0cSQgghhDBrWfoMftzzDgZFT0jJljgXKWnqSEIIMyPFIyFEgZGccZsFu4eSoUuhVPHKdA6dgFolAySFEEIIIZ6HjWURgks0w9LCGpVKZeo4QggzJMUjIUSBkKVP58c975CUFktx+xK8WnMaWo2VqWMJIYQQQrwUulafaOoIQggzJm/pCyEKBAuNJSWLB2Fr6chrtb7GzsrJ1JGEEEIIIV4q12+fYNPJGaRmJpo6ihDCzMjIIyGEyV27fRwf58q0qfwB9QNeo6iNi6kjCSGEEEK8dNYcn0Js0nlci/pS1ae1qeMIIcyIjDwSQpjUnks/M3tHPzae/ApACkdCCCGEEC9IoEddACJid5o4iRAvr+TkZBISEkwdI89J8UgIYVJZulQAbC0dTJxECCGEEOLlVt6zHgAX4/ahy840cRohTKdhw4YEBQUREhKS66Nfv37Pfe4mTZpw8eLFPEhZsMi0NSGESdxNv0lRaxcalO9PGddQShQLMnUkIYQQQoiXmpdjeYrauHIv/SaXbx6inEdtU0cSL6l0fdZj92vVGizUGrKy9WQrBizUarRqC/SGbHSGbNQqFVYaLdmKgaxs/WPPZWNh+UwZJ0yYQIcOHZ7p2MdJTHw51xST4pEQIt8lpsbw3fa++LvVoEPVMZQsXsnUkYQQQgghXnoqlYpAj3rsv/ILETE7pHgkXpg6GyY8dv+Uat1o7BXEl6c38su1AwwMaMjgco1Yde0QU0+to5FnRT4L7c6xO9cYsmfeY891uO0neRmd+Ph4Jk+ezMmTJ7lz5w7Ozs68/vrrdOrUCYCAgADGjBnDkiVLuHnzJgEBAUyYMIGAgACaNWsGwMCBAxk6dCgDBgxg7ty5rFu3jtjYWFQqFXXr1uWTTz7B2tqaixcvMn78eC5cuIC9vT3Vq1dn7NixXLp0ie7du7N9+3bc3d0BOHXqFL1792b37t3Y29vn6T0/CZm2JoTIV+lZySzcM5zkjNvEJJ1DL0OmhRBCCCHyTeD/T107G/sXBsVg4jRCFDxjxoxBq9WyYcMGjh49Sq9evZg4cSKpqanGNhs2bGDJkiX89ddf2NjYMHXqVAC2bNkCwNy5cxk4cCCbNm1i0aJFfP311xw+fJiff/6Z3bt3s27dOiBn9FONGjU4ePAgv/76KxEREfzyyy9UrlwZX19f1q5da7zmmjVraNasmUkKRyAjj4QQ+Uhv+D/27jqsyvv/4/jzPkWnNKggKraAhTEDawbq0M1957pch7p2cy6cK7e5Lre5Vmc7W2d3goEFKqF0Spy4f3+gbP7UDZTDAXw/rotLuO/73J/X4RY4531/wshPWyZwNv84rvbe3NN9OvZ62/zyE0IIIYS4HjXx7oidzomCkkxScg7S0LONrSOJemjDkEn/ul+v0QLwdJvBPNH6RnSa8n4tscGdiGkUiUZRAIhoEPyf57pakydPZsqUKRdtW79+PW+88QZOTk7o9XpSU1NxcnKipKSEvLw8nJycALjjjjvw9i5f6GfQoEF8+eWXl22jZ8+eREZG4ufnR3Z2Njk5Obi7u3P27FkA7Ozs2LBhA6GhoXTt2pUFCxagufC9iI1l3rx5PPjggxiNRhYvXszHH39sle9FZUjxSAhRI1RVZd6uNziesQODzpG7e0zHzdHX1rGEEEIIIa4rOq2BjsHDUFFx0LvaOo6opyo7D5FBe3FJQnd+LqQLtIrmquc0+i+TJk267JxHBw8e5J133iEpKYng4GAaN24MgMXyd089Ly+vvzPrdKiqetk2VFXlgw8+YO3atXh6etKyZUuMRmPF8R9++CEff/wxH3zwAePGjSMyMpJXX32VZs2aMXz4cKZNm8bBgwdJTk7GxcWFTp06Vee3oEqkeCSEqBFrDn/LrpOL0ChaxnR5mwD3MFtHEkIIIYS4LsWEP2PrCELUSkajkbFjxzJu3Dhuu+02FEUhPj7+ouFjVfHee++RmprKmjVrKoabxcTEAOXFqIMHD/L444/z4osvkpaWxltvvcXzzz/PH3/8gZeXFz179mTJkiUkJycTGxuLcr5Hli3InEdCCKvbc+pPVh74DIBh4c8R5t/dxomEEEIIIa5vJzJ2sWjvu2QXpdg6ihC1htFopKSkBHt7exRFITU1lXfffbdiX2UYDAYKCgoAKCwsxM7ODq1WS2lpKTNmzODIkSMYjUY0Gg1vvPEGH374IaWlpXh6emJnZ4eHh0fFuUaOHMnKlSvZvHkzN910U/U/4SqQ4pEQwurcHfxwNLjRs/mdRIWOsnUcIYQQQojr3qqDX7Lp2K8cTP3L1lGEqDUcHR2ZMmUKn376KREREdx55510794dLy8vjhw5UqlzjB49mvHjx/PBBx/w1FNPUVJSQrdu3YiOjmbv3r0MHz684lwffvghx48fp0ePHnTr1o2CggJef/31inP17t2boqIi2rVrh7+/v1Wec2XJsDUhhNVkFp7C0eBGiHckT/T7FVcHH1tHEkIIIYQQlK+6diJjJwdT19Gj2RhbxxGiRq1Zs+aK+4YPH87w4cMv2vbggw9WfJ6QkHDRvtjY2IvmTpo4cSITJ06s+Pqnn366YluhoaF8//33V9yv0+nw8fFh5MiRVzympkjPIyGEVRSWZDNjw6N8vvYesotScXf0Q6PIrxwhhBBCiNqgpX8vAJIy93CuLM/GaYQQ/19iYiK//fYbGRkZ9OvXz9ZxpHgkhKh+RnMJP2x+iuyiFMwWEwadg60jCSGEEEKIf2jgHISva1MsqpmEtI22jiOE+H9efvllPvroI958800MBuusOFcVMmxNCFGtLKqF37ZP5HR2PI4GN+7p8THOdh7//UAhhBBCCFGjWgX04mz+MQ6mrSei8RBbxxFC/MO/DXezBel5JISoVkv3f8SBlDVoNXru6Po+3i6NbR1JCCGEEEJcRquA8qFrR85sxmQus3EaIURtJsUjIUS12XJ8FhuO/gjAzR1fJcQ70saJhBBCCCHElQR6tMLF3otSUxEnMnbaOo4QohaTYWtCiGpx9OxWFu55B4ABrR8hvNEgGycSQgghhBD/RqNoiGpyM6WmQjycAmwdRwhRi0nxSAhRLQLcW9C4QTu8XBrTp8V9to4jhBBCCCEqoW+rB2wdQQhRB0jxSAhxTXLPnSGv+CyNG7Tnvp6fo1E0KIpi61hCCCGEEKKSjqVvJz55NVGho/Bza2brOEKIWkjmPBJCXLUSYwHfbXyCr9eN5XDaRvRaO7Qava1jCSGEEEKIKthyfBZbT8wmLnmVraMIUeeUlpZy5swZW8ewOikeCSGumkbR4ekUiIPBFT+3UFvHEUIIIYQQVyGi0SA6h8TSzDfK1lGEqBHR0dHMnTv3ku1z584lOjqa1NRUIiIiSE1N/c9z3XbbbWzevNkaMWsVGbYmhKgyVVVJyztKgHtz7uj2HrnnzuLu6G/rWEIIIYQQ4iq0CexLm8C+to4hRK0REBDAnj17KnVsTk6OldPUDtLzSAhRZfEpa/h41W1sOT4LjaLFU1bnEEIIIYSo09Jyj7A0bjr7Ti+3dRRRDxSbjJf9MKsWACyqWrHNaDFf8rhSs6liW4nZRLHJSInJWLHNaDFXHGsNycnJhIWFkZycDMAvv/xCv3796NixIzExMcyePRuAe++9l9TUVCZNmsRrr70GwM6dOxkzZgwdO3YkOjqaDz/8kLKyMgA+/vhj7r33XkaOHEnnzp355JNP6NChA6WlpRVtL1u2jD59+qCqqlWe29WSnkdCiCopNRaxaN+7qFgoKM60dRwhhBBCCFENjp7dyrqE72nq04X2DQfaOo6o43ot+vKy2z/vMYIO3kEkF+UxauVPADzeuht3NI8EYMiy7yg0lhEdEMrULoMAmLBlCdszTuPv6MKCgXcB8PWh7Xx/ZBcA22967KoyTp48mSlTply0zWg00qBBg4u2nT59mrfeeosFCxbQpEkTNmzYwKOPPkqvXr2YMWMG0dHRPPbYY8TGxnLixAnuueceJkyYwHfffUdaWhqPP/44hYWFTJw4EYAtW7YwY8YM2rVrh16vZ+bMmaxevZrBgwcDMH/+fG666aZatwiR9DwSQlTJyoNfkl+cjqdTEH1a3mvrOEIIIYQQohq0CugNwImMXZQYC2wbRogaMGnSJHbu3HnRx6RJky45TqvVoqoqv/32G7t27aJr167s3bsXHx+fS45dtGgRYWFh3HXXXRgMBho3bsz48eOZPXs2Fkt5r6uGDRvStWtXnJycMBgMDB06lAULFgCQlZXFxo0buemmm6z75K+C9DwSQlRaWu4RNh/7FYDhEc+h19rbOJEQQgghhKgOXi6N8HYJJqMgiYQzm6X3kbgm62LGXna7QasFIMjJreIYnebvPi1LbrwHAM0/et2813UIqqryz344D7TszD1hHas59eUFBATw448/8s033/DQQw9hNpuJjY3lmWeewc7O7qJjs7KyaNiw4UXbgoKCKCkpISsrC+CSolNsbCyjR48mKyuLhQsXEhkZeck5agPpeSSEqBSLamHe7ilYVDNtA/sR5tfd1pGEEEIIIUQ1utD76GDqXzbNIeo+B53+sh9apbwEoVGUim16jfaSx9lp/+7nYq/V4aDTY6/TV2zTa7QVx1pbVlYWZrOZTz/9lG3btvHVV1/x559/MmfOnEuODQwM5NSpUxdtO3XqFAaDATc3N4BLhqO1adOGpk2bsnz5cpYsWcLIkSOt92SugRSPhBCVsjNpAaey92PQOTI0fIKt4wghhBBCiGrWKqAXAAlnNmGyWGciYiHqmtTUVO699162bNmCRqPB19cXAA8PDwAMBgMFBeVDPYcMGcLx48f54YcfKCsr49SpU0ybNo2YmBgMBsMV24iNjWXWrFkkJSUxYMAA6z+pqyDFIyHEfzKaS1ge/wkA/Vs9hJvDpeN7hRBCCCFE3dbQsw3Odp6UGAtJzNht6zhC1Apt27bllVde4dVXXyUiIoIxY8Zw2223MWhQ+YTeo0aN4oMPPmDChAkEBQXxzTffsHz5crp168Ztt91G9+7deeWVV/61jZiYGI4dO8bgwYNxcHCoiadVZTLnkRDiP+m19tzdfTpbjv9Ot6a32jqOEEIIIYSwAo2ipYV/T3YmzedQ2jqa+XaxdSQhrGLNmjWX3R4bG0tsbCwACQkJFdtHjRrFqFGjLvuY+++/n/vvv7/i644dO/LLL79c9tjHH3/8stvd3NxwcXGptUPWQIpHQoj/kJ6fiLN9Axp6tqah52u2jiOEEEIIIawovOFA9Fo72gXVzqEzQtQ3R48eZenSpfj5+dG+fXtbx7kiKR4JIa7IbDHy89bnKCrN5o5u79O4Qe39ZSaEEEIIIa5dU98uNJUeR0LUmLFjy1edmz59uo2T/DspHgkhrmjj0V84m38MJ4M73i7Bto4jhBBCCCFqQHzKGpKzDxDRaDC+bqG2jiNEvXalIXS1jUyYLYS4rNxzaaw6+CUAg9o9haPBzcaJ6rfEhLksnNmN1JNrbR1FCCGEENe57Sf+4K+E7ziZvd/WUYQQtYQUj4QQl7Vw73sYzSUEe0XQoXGMrePUe+4NWmA2lbBt9XhKS3JsHUcIIYQQ1zEvl8YAZBYk2TaIEKLWkOKREOISB1PXcTB1LRpFx00RL6Ioiq0j1WtFBSm4eTTD1aMpAHHbP7BxIiGEEEJcz7ydy4tHGQWnbJxECFFb2LR4lJ2dTf/+/dm2bVvFtuXLlzN8+HAiIyOJjo7mk08+wWKxVOwfNGgQ7du3JyIiouLj+PHjtogvRL1UZipm4d53ALih2RgZ525lGWk7WTFnOPu3vUdE94mAwuljizmbssXW0YQQQghxnaroeVR40sZJhBC1hc0mzN61axfPP/88p079Xc2Oj4/n2Wef5cMPP6RXr14kJibywAMP4OjoyL333kthYSGJiYmsXr2awMBAW0UXol7bc+pPcs+l4e7oR99WD9o6Tr2XkbYD1PICuadPO0Jb3crxg7+yd9Ob9L1pNjq9g40TCiGEEOJ6432+eJRVmIzZYkKrkXWWhLje2aTn0bx585gwYQJPP/30RdtTUlK49dZb6dOnDxqNhtDQUPr378+OHTuA8uKSu7u7FI6EsKLOIbHc2nkKN0W+hEEnhQtraxX5MDcM/oaWkQ8D0LLDIzg4+XGuMJVDe76wcTohhBBCXI9cHXzRa+2xqCZyilJtHUcIUQvYpITco0cPYmJi0Ol0FxWQBg4cyMCBAyu+Likp4a+//iImpnyy3ri4OBwcHLj99ts5evQogYGBPP744/Tp06fKGcxm87U/ESu6kK+256xLDqb+RVbhaW5ofke1nK++XSNVVYlLWUnrgGjaBvYH6sdzq63XqbQkh8RDv9O0zZ14eLcHyjNqNPa0i3qebauf4tiBnwlo3A93r1Y2Tmt9tfU6iYvJdar95BrVDXKd6obr/To1cGrImfyjnM1PxMOxdt68r0vXqC5kFOLf2KR45O3t/Z/HFBYW8uSTT2Jvb8/dd98NgKIotG3blnHjxhEQEMCyZct4/PHH+emnnwgPD69Shri4uKtIXvPqSs7a6pwpmwLjGew0LqxMfQ2A4iwDPg5h1dZGfblGJwu2sD1zBg3sQunj/yyKUr/m069t1ynr9EyKsjdwKnE7Pk2e+H97nXB078y53O1sWf0Sfs1fQlGuj+7ite06icuT61T7yTWqG+Q61Q3X63VyVAPwtlc4mXiKkjN7bR3nX12v10hcvejoaB577DFiY2Mv2j537lw++eQT1qxZY6NktVetfDdy4sQJnnjiCRo0aMDMmTNxdnYG4P7777/ouGHDhrF48WKWL19e5eJR27Zt0Wq11RW52pnNZuLi4mp9ztosq/A0Mza9QmFJNnd3n05X+9GgQN82I6tl3Ha9u0an04jLc6VD6I1EhEXaOk21qY3XKTfzIKf2bQSgQ/cnaOAbfskxpS3eYO38mykrScbV7gihrW6r4ZQ1qzZeJ3EpuU61n1yjukGuU91wvV+ncMJtHeE/1aVrdCGrEHVVrSserVu3jnHjxnHLLbcwfvx4dLq/I3777be0atWKrl27VmwrKyvDzs6uyu1otdpa/wsG6k7O2uZs/gm+2fAQBSWZeDk3wsulITERz6A535tm76llNPPtgpOdxzW3VR+ukaqqdAgeSphfN+wNLmg1dfv5XE5tuU6qaiFu+3uASlCTQfgEdLjscY5OXrTtMoHs9P2EhN1UK7LXhNpyncS/k+tU+8k1qhvkOtUN1+t1MltM5JxL5VxpLo0atLN1nH91vV6j2qzYZPrX/XqNBp1GQ5nZjFlVr3icooC9VodFVSm9wtA/B511yhoJCQm899577Nu3D3t7e6Kjoxk/fjwuLi7MnTuXn376CXd3d/bv38+kSZOYNWsWgYGBbNu2DVVVWbx4MSkpKVU6x4Upe2qjWlU82rt3L48++iivvvoqo0aNumR/Wloas2fP5uuvv8bf35/58+ezZ88eJk+ebIO0orZKyTnEtxse5VxZLr6uTbm/52e42HtV7P/r8Pcsi59OE++O3HfDp2g1ehumtb3T2fEs2TeN4RHP4+/e3NZx6r3Tx/4kJyMOrc6BNp2e/NdjGzUdQqOmQwDIzTqMm2fzejecUAghhBC1U0rOQT5bezeuDj68OGSZreOIOqb3wt//df+Uzj3oG9SYD+N28ceJo1c8LtLLh8979iepII//rVpy2WO2xY65qoyTJ09mypQpF20zGo00aNCAnJwc7rzzTmJjY/n4448pKChgwoQJPPvss3z++ecAHDhwgKlTp/LFF19gsViYNWsWmzdvZvbs2Tg4OGA0Gqt8jtqsVr0L+eKLLzCZTLz55ptERERUfFwYrvbss8/Ss2dPbrvtNjp27Mhvv/3GV199RePGjW2cXNQWSZl7+WrdWM6V5RLk0Zqxvb++qHAE0NL/Bgw6R05k7GTxvvdtlLR2MFtMzNs9haSsvWw4+rOt49R7xrJC4nd+BECL8AdwcPKp1OPitn/A2gW3cfLIAmvGE0IIIYSo4OUSjF5rj5PBHZPFaOs4QlS7SZMmsXPnzos+Jk2aBMDq1avR6/VMmDABe3t7vL29efnll1mzZg0ZGRkA6PV6hg8fjsFgwN7eHoCePXvi6+uLq6vrVZ+jtrJ5z6OEhISKz7/44t+XpTYYDLz44ou8+OKL1o4l6qCjZ7cxc/PTGM0lhHhFclf3D7HXO19ynK9bKKM7v8GPm8ex5fgs/Nya0aXJSBsktr2tx2eTmnsYe70Lg9v+ey8Yce0O7/2a0uIsnFwbEdq68nMY2TuWLzJQkJtorWhCCCGEEBdxNLgyecTGimkfhKiKv4aN/tf9ek35/6un2nbg8TZXnm9VUcr/DXZx+89zVqesrCwCAgIuGg4ZFBQEQEpKClC+EJhGc/HPh4+PzzWfo7ayefFIiOpyImMnRnMJzX27cnvX9zDoHK54bOuA3gxo/QgrDnzGgj1v4+MSQoh3/ZkkujLyizNYceAzAG5s8zjO9p42TlS/FeQmcvzArwC06zIBrdZQ6ceGtroVT5+2NPBpb614QgghhBCXUFAoKs0BFJzs3G0dR9QhlZ2HyFDJuao0imK1uY0uJzAwkNTUVMxmc0Xx59SpU0B5wefEiRMoFypb//DPbVd7jtqqbpS4hPgXKTmHUVWVAa0fYWSHV7iz2wf/Wji6oE+L+2gX1B+LauKnrc+QU5RaA2lrj8X73qfUVERDjzZ0bhL73w8QV01VVfZvexdVNeHX8Ab8Gvao0uM1Gh0NfNpjMp5j/9Z3ST251kpJhRBCCCH+tmDvVF5f1Jctx2fZOooQNapXr14AvPfee5SUlJCRkcGbb75JVFQUgYGBNXaO2kSKR6JO25E4n09Wj2HVwS9RFIVOISPQVbJHh6IojOr4Kv7uYRSV5vDTlglY1MvP4F/fHD27lf3JK1DQMCLyRemObGUWixF7R280Wjvadhl/1ec5fvBXjh/8lX2b38JYVlCNCYUQQgghLuXu4A9AZsFJGycRoma5uLjw3XffceTIEXr16sXQoUMJDAzko48+qtFz1CYybE3UWZuO/sqife8CUFiahaqqVe72Z9A5cFe3aXy9bizRrR5Eo9T/JT6N5lLm73kLgG5NRxPo0cLGieo/rdZAhxsm06rDYzicn7/oajRtPYaTRxdSlH+aAzs/JrybzP8mhBBCCOvxdilfmCizUIpHon5Zs2bNZbfHxsYSG1s+KqNZs2Z8++23/3ncBT/++OMlx1X1HLWZdDcQddLaQ99WFI5uaHYHIyJevOrxou6O/owb+AetA3pjNJdwIPWvakxa+6iqhZb+vXB39KN/64dtHafeS9j3Hfu3vY+xrOCaCkcAWp09Ed0nApB4eA6ZZ3ZXR0QhhBBCiMvyOl88yig4haqqNk4jhLAlKR6JOkVVVZbFfczyA58C0K/VWAa3e+qaJxrTavSUmYr58q/7+XHzuHpbQDJbjBh0DgxtP45xA/647Gp0ovqUFueQsPdrjh/4mbPJW6rlnN7+nWjc/CYA9mx6A7OptFrOK4QQQgjx/zVwCkJBQ6mpkMLSLFvHEULYkBSPRJ1hUS0s3PsOfyV8B8Dgdk/Tr9XYapuh3qBzoKFnWwB+3z6RM3nHquW8tYWqqvyw6Slm75hEYWlOpSYVF9fGzsGDLn3fpXGz4QSG9K+287bp9CR2Dl4U5iWRsH9GtZ1XCCGEEOKfdFoDHk4BAGTIvEdCXNekeCTqjLN5x9ieOBcFhRERL9Kz+R3V3sbQ9uNo4t2RMtM5Zm5+mqLS3Gpvw1bikldy5OwW9p1eTolRJlu2tsL805hNpfgGdSfyhknVugynwc6V9l2fA+DIvu/Iyz5abecWQgghhPgnL+dGgEyaLcT1TopHotYzW4yUms7h796c27pM5eZOk4kKHWWVtrQaPWOi3sHTKZDsohR+2focZovRKm3VpBJjIYv2vQdA7xb3VLwIENZhsRjZumocq+aOIjcrwSptBDSOxr9RH1TVxJ5Nr6Naro+VAoUQQghRs2TSbCEESPFI1HJGcyk/bpnAD5uewmguoXVgHyIbD7Vqm0527tzZ7QMMOkeOZ+xgyf4PrNpeTVh54HMKSjJp4NyQXmF32zpOvXfi0GwKco9jMhbh6OxnlTYURaF91+fQ6Z3JyYgnMWGuVdoRQgghxPWta+hoHuv7E31bPmjrKEIIG5LikajVsguTSczYzamsONJyj9RYu35uTRnd+Q0ANh/7jZ1JC2us7eqWknOYzcd+B2BExAvotXY2TlS/lRZnc3jPFwC06vAoBjs3q7Xl4ORDm05P0Lj5CIKaDLRaO0IIIYS4fnm5NCLIoxV2eidbRxFC2JDO1gGEuJzisgLMFiO+bqHc02M6FtVCowbtajRD64De9G/1MPGpawj17lijbVcXi2pm/u4pqFhoFzSAZr5Rto5U7x3Y+THGskLcG7QguPkIq7cX0mIUIec/z889gYtbSLXOrySEEEKI61upsYjftr9EVlEyT/b7Fa1Gb+tIQggbkOKRqHUKS3P4dsMjqKqFB3t9RbBXhM2yRLe8n55hd6DX2pOen4hBZ4+7o7/N8lTVjsR5nM6Jx07nxND2420dp97Lzojn5NEFALSLeg5Fo62xtuN3TOdo3A907PUGDUMH1Vi7QgghhKjf9DoHjqVvx2guIacoDS8XmTtTiOuRDFsTtUpecTpf/XU/abkJFJZkUVCSZdM8iqKg19pzPH0nn665ix82j6PMVGzTTFXRzLcrYX49GND6EVwdvG0dp15TVQv7t7wDQMPQITTwbV+j7ev0joBKTkZ8jbYrhBBCiPpNo2j+XnFNJs0W4rolxSNRa2QXpfLlX/eTXpCIm4MvY3t/g69rE1vHAsDTKQCdVo+d1gGjucTWcSrlXFkenk6B3N39I7o2HW3rOPXeqaOLyMmMR6dzpE2nJ2q8/eZt76LHoC9pF/VMjbcthBBCiPrN6/yKaxkFUjwSdV9YWBhhYWGcOHHikn3fffcdYWFhfPzxx9fcTkREBDt37rzm89QWUjwStUJ6fiJf/HUv2UXJeDoFMbb3t3i7BNs6VgUPpwDG9vqG+3t9iZOdB4Ul2baO9K9OZOzirSWDWJfwA4qioFHkR92ajGUFHNhZ/gcmLOIB7B1rvpeXRqvH278TZlMJ8TumczZlS41nEEIIIUT95O1cXjySnkeisopNpst+mFUVAIuqXvEYy/ljTBZLxTaTxQKA+o/HGc9vuxoeHh7Mmzfvku1z587F2dn5qs/7T3v27KFjx7o5d+7lyJxHwuZSc4/w7YaHKSrNwce1Cfff8HmtHGLl41o+LfHeU0v5Y9frjO70BmC9lbSuxd5Tf2I0l5BdlGLrKNeF1JN/UVqSjbNbME1b3WbTLEfifuBo3PekJK6g702z0ekdbJpHCCFqgrGsgILcRDx92mExG0k7vZ6AxtGygIAQ1eTCPEfS80hUVp/5yy+7/dOeUXTwaUBy4TluWf7XZY9ZOKQvPg72bDubwfhN5T133u7agV6BfuSWlTFo0SoA7moRysNtWlxVvpiYGBYsWMDTTz+NRlN+o33//v2UlZXRqlWriuOef/55AKZOnVqxLSwsjJkzZ9KlSxeWL1/O9OnTOXPmDD4+PsTExPDII49cclx2djZTpkxh3bp1aDQaunXrxquvvoqbW+18P3k50h1B2Nyf+6dRVJpDgHsLxvb6ulYWjv4pKWsvRnMJs3a+Ql5Z7SzO3BQ5kdGd32Bgm8dsHeW60LhZDD0GfUlE94lotLZdgaRpm9txcPLjXGEqh3Z/btMsQghREwryTvLXorvYvOIxCvKSOBr/I9vXPMPOdS/ZOpoQ9caFEQGZUjwS9UTv3r0xGo1s3ry5YtucOXMYNWpUpc9RUlLCM888wyuvvMKuXbt4//33+frrr9m/f/8lxz755JMUFhayYsUKVq9eTX5+PpMnT66W51JTqtzzyGw2o9WWryC0bt06PDw8aNeuZpdQF/VDmakYg86BW7u8xdL9HzK0/QQcDC62jvWfYtpPID0/kRMZO9l09lM6lXbHxbGBrWMB5fNGJaRtoEvoKCIaDbZ1nHpPVVVOHl1AUJOBePt3snUcAPR6J8K7vcSWlY9z7OAvBDUZiId3a1vHEqLG5eccx9mtMRqNdLKuz84mb2LHXy9gLCvEwckXs6kEjUaPRmuHb1B3AIoKUrFz8ECnk56YQlwtr/PD1vJLMig1FmGnd7JxIlHbrR0x8LLbDedrCUHOjlc8xu78MV18vSuO0Z/vHeRuMFRs02muvi+MTqcjJiaGefPm0aNHD0pKSli+fDmLFy9m/fr1lT6Pvb09c+bMwWKxEBkZya5duyp6Ml2QkpLC9u3bWbZsGR4eHkB5T6bc3Nyrzm8LVfpur1mzhhtuuAGAzz77jMcff5w77riDWbNmWSWcqL8S0jbx9tKhnMraj7OdBzd3mlwnCkcAWo2eMVFv4+EYQJEpg992vIjZYrJ1LAAW7X2HBXvfZtHed20d5bqQenINeza+xpr5/8NiMdo6TgW/ht0JanIjqBZ2b3ytVmUTwpqKi9IBMJtKWbf4bpb+NpC9m6eQkbYT1WK2cTpRnVRV5WjcTDavfBJjWSGePuH0HvYT7g1a0KztHfQfOY+GoYNRLWa2r5nA6rk3c+b0BlvHFqLOcjC40LP5ncS0l4U5ROU46HSX/dCeH06sUZQrHqM5f4xOo6nYdqFQpPzjcfprKB4BxMbGsmrVKgoLC1m2bBmRkZF4e1d+FIy9vT2//vorFouF8ePH06lTJ5577jny8vIuOi4jIwOAwMDAim3e3t40a9bsmvLXtCp9tz///HOeeuopLBYLP/30Ex9//DE///wzX3/9tbXyiXooLnk1Mzc/TVFpDluO183Co5OdB7dHvY9WseN4xg6W7P/A1pE4kPoXh9LWo1V0dA29xdZxrgs6nT2Ozv4EhQxAo7HtcLX/r12XCejt3MjPOcrRuJ9sHUcIq7KYjezeMJkVc4ZRkJtIYd5JNFo9ZSU5JB6ew8alD7L090Hs2/I2mWf2oKpXP8GmsD2zqYRd618mfseHoFpo3Pwmegz6AnuHv3sBOzr7oSgKRYWplJbkcK4wlS0rn2Tr6vGcK0yzXXgh6rDB7Z6ie7P/Sa8jUW+0aNGCJk2asHTpUubOnXvZIWsajQaj8e8bsdnZfy+cVFhYSHp6Ou+//z6bN2/m999/Jz4+ni+++OKic/j7+wOQmppase3YsWN8+OGH1fyMrKtKxaNTp05xyy23cPjwYYqLi+nevTtt2rQhMzPTWvlEPbP75GJ+2focZtVEu6ABjOo4ydaRrpqfW1O6eN8LwOZjv7Ijcb7NspSazrFwzzsA3ND8Dnxcm9gsy/VCVVV8g7rTL/YPwtrfa+s4l7Bz8KRd5/EAHN77JYV5p2ycSIjqp6oWLBYTikZHSUkWFnMZZ1O24NagOYNuXUG3gZ/SuPkI9AZXSoszOXHodzb8eR/LZw1h/7b3yU6PQz2/oouoG4qL0ln/5/2cPv4niqKlfdRzRHSfiFZruOzxzq4N6Rf7B83a3omi6Eg7uZZVc0dyJO4H6ZUpRBWl5BxmXcL3HExdZ+soQlSb2NhYvv/+exITE+nVq9cl+0NDQ9m5cydnz56lpKSETz/9tGIxhqKiIh544AEWLVqEqqr4+Pig0WgqhqZd4OvrS/fu3XnnnXfIz8+nsLCQd999l9OnT9fIc6wuVSoeOTg4kJWVxZo1a+jQoQM6nY7Dhw9f8s0R4nK2Hp/DrB2voGKhY/Bwbu3yJtpa1lujqgKdIunbciwAecXpNsux+uBX5BWfwcMxgOiW99ssx/WiqCCVvxbeTnrKNrQ6e7Q6e1tHuqyGTYfgExCFxVzGnk2vS28LUa/kZR9h/ZL7OBb/E4qi0D7qOXoO+Y6mrctXPNRodPgGdiWyxysM/t9KuvafTsOmQ9HpnSkuOsvxAz+zcelYzKZiAPJzTkghqZbLSt/H2oW3k5t5EIOdO91v/IwmrUb/54pqOr0jbTo9RfSIX2jgG47ZVMKBHR+xZv5tZJ7ZXUPphaj7jqVvZWncdPadvvwqWkLURUOHDuXkyZMMGzYMne7SeRJHjx5NREQEw4YNo3///vj7+xMQEACUF4WmT5/O119/TWRkJEOHDiUqKoq77777kvO89957ODs7M2jQIPr27Yunp2f9njB75MiRjBgxgvz8fKZPn058fDz3338/995b++66i9plfcJM/oz7EIBuTf/H0Pbj0Sj1Y7G/PmH30cy3M8FeEaiqSpnpXI125z2Td4yNR38BYFj4sxhkQlCri9/xAblZh0jY/y3eAZ1r7VLQiqIQ3v0lVs+7mcwzuzh5dCHBzUfYOpYQ18RoLOLQ7i84cfA3VNVMUUEyoa1uxcklECeXwMs+RqPV49ewB34Ne2A2lXI2ZQspiSvQaPXo9I4U5p9m9bxROLsF03fE7zZfNVFcXtbZvZQWZ+Lq0ZSofh9c8XpfiatHU24Y/C2nji0ifseHFOQeZ8Of99OoaQxtOj2FnYPcDBXi3zT0bEt4w0E08elo6yhCXJOEhISKzz08PIiPj79o/48//ljxubOz8yXDy+6//++b9dHR0URHR/9nO56enrzzzjvXEtvmqlQ8evzxx+ncuTN2dnaEh4eTlpbGa6+9xoABA6yVT9QDh9M2VhSO+rS4lwGtH621b7avhqIoBHtFYDKXMW/PFM7kHmFs729rpIhjUS3M3z0Fi2qiVUAfWgb0tHqb17v01G2kJq0+P1zi2Vr/f9nJJZCWkY+Ql3UY/4aXdsWtr0zGcxyJ+4HiorOEtvof7g3CUFW11l8vcWWqqpKatIr9296j5Fz5xJMBwf1o12V8lXr/aXV2BDTuTUDj3hXb8rKPoNXa4+Dki0arp6Q4i03LHiYguC9BIQNwcQ+p7qcjKsliMXH6+J80ahpDszZ3otXa0bjZMHR6x6s6n6IoNG42DP9GvTiw8xOSEuZy6tgifIO6EdTk8qv+CCHKNfHuQBPvDraOIYSwkSqvX9ulSxcOHjzIihUr6N27Nx06yC8QcXkX3qg19+tGZOMYvF0a06dF/e2lVliazeHU9RSV5TJn52T+1+Utq79RLSjOIK84Hb3WnmHhE6zalgCLxcj+reV3DJq0vAVXj6Y2TlQ5TVuP+Xtsdn4yTq5BNk5UExSSjy+lqCCZxs2GAbB742TyshLw8GqFu1crPLxa4erRVHqZ1AGF+afYt+Vt0lO2AODkEkT7rs9VLMV+rQKD++Ib2JXS4vJJMFOT1pCfc4z8nGMc3vMlrh7NCGoygMCQATi7NqyWNsV/U1WVravGcTZ5I8VF6bQIv5/QVrdWy7kNdm5EdH+Jxs1iSD6xnMCQAVgsJvZsev18wblFtbQjRH2TmLGb9IITtA0agKPB1dZxhBA1qErFo6ysLB599FHi4+PR6/XMmTOHUaNGMWPGDCIiIqyVUdRBFtXM/N1v4eXSmJ7N7+Dmjq/W+zv+7o5+jOn6Lt+sf5j9ySvwd29u9WKZm6MvTw+YTUrOIdwd/a3aloATh2ZRkJuIwd6DFhEP2TpOpV342Tu461OO7P+eztHvENC4j41TVT+zqYQDuz7FL6gHPoFd6NDzdU4f/7PiTWB2+n4K85LIy06AI/MA0Gj0uHk2rygmuXu1wsU9BI2myvdWhBWYTaUcifueI/u/w2IuQ6PR07zdPTRvd3e1zzWm0ztW9GZpGHojOp0DyYkrSE/ZSn7OUQ7uOsrBXZ/i3qAlgU0GEBTSH0fngGrNIC6mKAoBjfuQeWaX1Xp/efq0w9OnHQDHD87i1NFFnDm9kRtvWVJr57MTwpZm73yV7KJkvJyDCZXha0JcV6r06njKlCk0b96c7777jp49exIaGsqDDz7IO++8w6+//mqtjKIOOpS2ge2Jc1HQ0NL/Brxdgm0dqUY08e7A8Ihnmbd7CiviP8XXNZRWAdYZKrT64Nc0atCWZr5RhHhHWqUN8beS4iwO7f4SgNYdH8dg52LjRFWnqhZU1UxG6vZ6VzzKTo9j14ZJFOYlkZq0mv4j59HAtz0NfNtXHNN94KfkZB4kN/MguZmHyMk8iLEsn5zMA+RkHiDx/HFNWt5C+67Pk59znNysQ3j6tJfeJjYSt30aiYdnA+ATEEX7rs/j7NbI6u3qDS40ajaURs2GUlaaR+rJtaScWEFG2g5ysw6Rm3WIAzs+wr9RH6L6vW/1PNeb1JN/cfrYYjr1mUpw2E34NuyBg6O31dsNDOlPTnoc3gGd0ersycs+Qn7OCYKaDKz3N8CEqCxvl8ZkFyWTWXhSikdCXGeqVDzaunUrq1atwsHBoeKP6P3338+MGTOsEk7UPSaLEa2io3VAb6Jb3I+vW+h1Uzi6oEuTUaTlHmXridn8tv0lHu3zA75uodXaxsmsfaw8+DkA4wb8gY+rzMdhbQd2fozJWIi7V6uKYVB1TYvwB2jgG4lfw+oZ6lMbmM1lHN7zFUfivgfVgr2jN+HdXkKrs7vkWEdnfxyd/QkM7guUD4k5V5ByvnhUXlDKzTqE2/meSqlJqzm05wsahg6hY6/Xycs6wqnjS873UGqJk0tDeUNpBcVF6eRkxBMQHE3zdneRnrqNVpGPEBjS3ybfb4OdG8HNRxDcfASlxTmknlxN8okVZJ7ZhYOTDwBZZ/dxYOdHNG42nMbNh9d4xvpCVVUS9n3Dod3lf9+SEubSpOUtNVI4AnBw9KZTn7dQVRVVtbB38xSy0/dz8sh82nd7Hhe34BrJIURt5uXciAQ2kVFw0tZRhBA1rErFI71eT0lJCQ4ODhXL2RYVFeHkVHMrS4naq8xUzI9bxuPrGsqQduMY0OYRW0eymZjwCaQXJHIiYyczNz/No31/xNHgVi3nNltMzN/9FgAdgodJ4agGZKfHceroQgDaRz2HUkdXCtTq7PFr2B2zuYwj+77FO6ALXn51t9daXtYRdq5/mfycowA0DB1Eu6jnMNhVbg4GRVFwcg3CyTWoYqJcVbWgWswA2Dt64+kTTgPfcADS07ZzLP7v1Tf0BpeLhrt5eLXCwclPCkrXoCDvJH8tGINFNdPPczZOrkH0Hzm31vzM2Tl4ENJiFCEtRlFyLgNVtQCQnLicrLN7cXQOpHHz4RTmnSIjbTsBwX2xs5cVvCrDZCxm14ZJpCatAqBJy9EEh91kkyyKomCxmPAN6kFuVgIZadtZM280zdreRVj7e2U4m7iuXbgpnFkoxSMhrjdVKh5FR0fzzDPPMHHiRBRFISsrizfeeINeva6fFXzE5ZUYC/l+05MkZe4hKXMvXUNvoYHz9TvMQ6vRMybqbT5ZfQfnyvLJKjyNo2f1FI82H/uNtLwjOBrcGNz2yWo5p7gyVbVUTJLdqFkMnj5tbZzo2iXs/YaEfd+QnLiS6OG/XraXTm1msZg4uv97Du39CtViwmDvTni3lyp6FF0LRdGgaMsLFcFhN1305tWjQUtCWtxMbuYh8rITMJYVkJG6jYzUbRXHGOw9aOAbTpfo91AUhZJzmdg7el1zrvouJ/Mgbp7NcXZthId3G8zmEiwWI0CtKRz9f/b/6A3TvO1dODkH4OHdBoBTx5eQsPdr9m15G++ATgSGDCCgcXSlC5vXm6KCVLauepr8nKMoGh3hXV+wWeHoAo1GT4vw+2nY5Eb2bX2bs8mbyn9vnlhGu6jn6lUPTiGqwsu5fOhwpvQ8EuK6U6Xi0fjx43nhhRe48cYbAejRowe9evXitddes0o4UTcUleby3cbHSM45iL3emXu6f3xdF44ucLLz4K7uH6LX2tHAuSEmcxk6reGazpl37iwrD34BwI1tn8DJTu5oW5uiaGgR8SCHdn9B6w6P2zpOtWja5naSjsynMC+JhH3f0qpD3eklWJCbyK71r5CTeQAA/8Z9iOj2EnYOnlZv28u/A17+5SuMWsxG8nOPlw93yzhATtYh8rOPUVaSQ8m5jPOFowyW/jYQByc/BoxagEarJyNtJ67uTWokb11QWpLLgZ3TOXlkPm27TKBp69voHP0OeoNzrS0aXY6Dky9N29xe8bWTSyDuDVqQm3WY9JStpKdsZe/mKfgERhEUMgD/Rr3RG5xtmLj2yEzbxba1z1BWkoudvSdd+r5X0duvNnByDaJr/+mknlzD/q3vUlSQzJaVjxPQOJq2XSbg6Oxn64hC1KgLPY+yi1IwW4xoNbJiqRDXiyoVj5ycnJg+fTrZ2dkkJyfj5+eHj4+PtbKJOqCgJJNv1j/C2fxjOBrcue+GTwn0aGnrWLWGn1v5Uu6ZhaeYuXkcNzS7nU4hI676fIv2vUeZ6RyNPNvRMVjm1bA2k/EcikaHX8Mb8A3qUW+GIxnsXGnf9Tm2r3mGI/u/JzCkP26ezWwdq1KKi9LJyTyA3uBC+67PEdRkkE2ui0arx71Bi/KV3MJigfKVwfJyjmIxlwJQkJcEigad3gmNVo+xrJCNS8cCKg5OfhcNd3P3anVd9UpRVQsnjy7kwI7plJXmAnCuIAWgXnwfGjcbRuNmwyjMO0VK4gqSE1eQn3OMs6c3cvb0RjRaA76B3QlpOQrfwK62jmszJw7NZv/Wd1FVE+4NWtCl77RaWYxRFIXA4L74BEZxeM9XHD/wC6kn13A2ZQttOz9NSItRto4oRI1xcfBGr7XHaC4huyjlupvbVIjrWaVu6+3atQuAHTt2sGPHDo4fP05paSknT56s2CauP4WlOXy17kHO5h/Dxd6Lsb2/kcLRFcQnryE9/wRrD3+LyVx2VedISNtEfMpqNIqWmyJfRFOH7srXVQd3fcrqeTeTkbaj3hSOLghoHI1/oz6oqok9m16vmOenNirMP83OdRMxGc/hE9iF8G4v0fem2TQMHVyrrotWZ4endxu8/Mp7J3n7dyLm9g0Vq3GVnMvA2a0xAMVFZ0g9uYaDuz5h0/JHWPJzH9YuvJ0DOz8hM20XFrPRZs/D2vKyj7B+yX3s2fgaZaW5uHo0peeQGbSLesbW0aqds1sjwsLvp+9Ns+gbO4cW4Q/i7BaMxVxG2qm15GYeBCA/5zh5WUdsnLZmHY37kX1b3kJVTQQ1uZEbhnxbKwtH/6TXO9G289P0Gf4Lnj7hmE3FaM73KDabSm2cToiaoVE0eLsE4+7ox7myPFvHEeKqhIWFERYWxokTJy7Z99133xEWFsbHH398ze1ERESwc+fOazrHtm3bCAsLu+Ys1aFSPY8eeOABdu/ezR133HHZ/YqicOjQoWoNJmo3VVWZuelpMgqScHPw48FeX8pQtX/RM+xOjOZiujQZddVD1wpLszFoHejcZCT+7s2rOaH4/0ymYlJPrqW46EytLqxcLUVRaN/1OTLSdpCTEc+JQ7MIbf0/W8e6hKpa2LrqaQpyT2Cwc6Nd1DOEtBhp61iVptM74Kwvnx/CxT2E/iPnYiwrJDfrMLmZB8+v8naQooJkcs9/fmT/DHoP+wkPr1acTd6Mg7MfLm4htapQdjWMxiIO7/6S4wd/RVXNaHUOtIx8mNBWo9FcB8MeXN2b4Br5EC0ixpKfc5TkEysICimfqP3Qni9ITVpN645P0Lzd3bYNamWqakFRNASF3sjxg7/QpGX5RNR16f+3m2czeg75hrRT6/Fv1BPVYmbDnw/g4tGENp2ews7e3dYRhbCqR6NnotVUaQCLELWOh4cH8+bNY/z48Rdtnzt3Ls7O1TO0fM+ePdVyntqiUj/1u3fvBuDw4cNWDSPqDkVR6NfqQebtnsK9N3wqhaP/oFE09G/9MACpuUdYfegrRnd6HYPOodLn6BAcQ1OfztjrZZ6MmqDTOdA3djapSWvwCYyydRyrcHDyoU2nJ9i7eQoHdn2Cf+NeODoH2DoWAOcKz1BWmot7gxa0i3qGhL3fEtr6NlvHqhZ6gzPe/h3x9u9Ysa24KJ301G2kp2wlL/sw7p5hqKqFXRsmUVqcxQ2Dv8HLL5KczIM4OvvXqRW8VFUlNWk1+7e9R8m5dAACgvvRrst4HJx8bZyu5imKgptnc9w8y28CqKqKRmNA0ejwDSqfhPngrk8xmUoIaTGyXi0Pn5uVwM51L9Gp9xTcPJvTL/YPdHpHW8e6KoqiIaBxbwAyzuwkJzOegrwkWnd4zLbBhKgBWo0Ok7mMYmM+LvayKIS4vGLTv9981Ws06DQKZWYL5vMruV+OAtjrtFhUlVJz+SqnDjrtRW1c+LoqYmJiWLBgAU8//TQaTfmIjv3791NWVkarVq0qjnv++ecBmDp1asW2sLAwZs6cSZcuXVi+fDnTp0/nzJkz+Pj4EBMTwyOPPHLJcdnZ2UyZMoV169ah0Wjo1q0br776Km5ubuzevZsPP/yQEydOkJeXR7NmzXjllVcIDw+v8vOypiqVjB966CFGjRpFnz590GqrfoFE3We2mPgr4Xt6NP0fzf26Mf7GeeiugzvG1cVsMfLj5nHknEvlD42eWztP+c+7rRkFSSzZN42h7Sfg5dKohpJe39JTtqHV2dHAN5zGzWJsHceqgsNiOX18KVln97B381t07T/dpj0AVFXl5NFF7N/6Lnb27kSP+A2fgC54+3euUz0TqsrByYfGzWIu+v9WVpqHq0dT8izmilW8tq95jnOFqbg3CMMnsCs+AV3w9A1He42T8Vtb0pF5lJxLx8klSFaq+n8URaFT7zdpV/IMdvbumIznOH7wN0zGIo4f+Blv/06EtBiFf6PeaLR1++/t4T1fUpB7gvgdH9J94Gd1tnD0/3n7d6Tn0O8oLjyLvaMX+bkn2Lt5Cu26PIN7g9ox1ECI6hSfsoaftzxLsFcEY3t/bes4opaKnrvtX/e/0bU5fRt68dHeJOYeP3PF4yK8XfmsTxuS8osZs3wv7nY6lg7vfFEbW27pVuV8vXv3ZvHixWzevJkePXoAMGfOHEaNGsX69esrdY6SkhKeeeYZvv76a7p06cLBgwcZM2YMPXr0oF27dhcd++STT+Lk5MSKFSvQ6/U8+eSTTJ48mSlTpvDwww/zxBNP8L///Y+SkhJefPFF3nnnHX755ZcqPy9rqlLxKDQ0lNdee41XX32V4cOHM2rUKEJCQqyVTdQyqqoyb/cUdibN5+iZzYzt/a0UjqpIq9Fzc6fJfLP+YfadXo6/W3N6t7jnXx+zeN80Es5sRKPRcWe3aTWU9PplMhWze+NkiovO0Dn63WpZ/r02UxQNEd0nsmb+rZxN3kTyieU0DL3RJlnMxjx2rJ3AmdPlf7Bd3EMwlhWg0zvW68LRlRjs3Ohx4+dYLCY0Gh3GsgL0BidALR/2lnWYI/u/Q6u1x8svEp/AKHwCo3BxD7X598tsKuVo3A/oDS6Etv4f7bs+x+ljf9K83d1odfY2zVZbXRjqpNXa0an3WyQensOZ5I1kpO0gI20Hdg4NCG4+guCwm2pND8HKUFULuVmH8fBqReQNkziw05PWHZ+0daxq18CnPZxfQ+bAjo/IOrObtQvHENpyNC0jH5bV9US94ubgi4qFzMKTto4ixFXT6XTExMQwb948evToQUlJCcuXL2fx4sWVLh4B2NvbM2fOHCwWC5GRkezatauiJ9MFKSkpbN++nWXLluHhUd57fOrUqeTm5qLX6/n9999p3LgxpaWlpKSk4O7uTlxcXLU+3+pQpeLRM888w/jx49mwYQPz589nxIgRtGnThptvvpkRI0ZYKaKoLZbFf8zOpPkoaOjR/Habvzmpq5p4d2BY+LPM3zOF5fGf4OPahFYBva54fEz4BDT7tAxpN64GU16/juz/nuKiMzg6++MXdH30jnBxDyEs/AHys49eNJSqJqUmrSIt4U0s5kIUjY6WEQ/TrO0daGROhYrvgd7gQvSI3yg5l1k+xO38MLfS4kzOpmzmbMpmAOwdvOjU+y28/DtgsRhtMp9Q6sm1HNrzBVqdA4Eh/XF2bUTLyIdqPEddpGi0+DXsgV/DHpwrTCMpYR5JR+ZTWpxJwr5vSdj/HX5B3QlpMQrfwG4omtrbE9xYVsjOdRM5m7KZGwZ9RQPfcCK6T7R1LKsL7/YScdunkZK4guMHfyUlcSVtu4wnMGSAvHYS9YL3+Z7wBSWZlBgLZUoFcVlrYrv86379+QLLk+HBPNa+8RWPu/BbM9jV4ZJz/lcb/yU2NpbRo0dTWFjIqlWriIyMxNvbu9KPt7e359dff+Wzzz5j/PjxFBYWMnDgQCZOnIibm1vFcRkZGQAEBgZWbPP29q5oa9u2bTzwwAOcO3eOpk2botPpUP9lKJ+tVPlVuUajoVevXvTq1Yt169YxefJkXnjhBSke1XPrE2ayLuF7AGI7TKRNYLRtA9VxUaGjSMs7wrYTc/h9+0Qeif4BX9cmFx1TYiygxFiEl3Mj7ur+gY2SXl+K8pM5GvcDAG06j7uuekiEtb8X5fwKfsVF6Tg4+dRIu2WleezbPJXkxOUAuHo2p2PP1yrmgxGXsnf0olHTITRqOgRVVcnPOXa+kLSFzDO7KSnOxNHFH4AtK5+ktDibdlHP4eUXgaqqVnvzWnwug8RDs2gZ8RBBTQaQdnItAcHR2Dk0sEp71wNHZ39adXiEFhEPkHZyHYmH55CRtp0zpzeQnrqNG0cvxc7eg7LSAgx2LraOe5HCvFNsXf00BbmJaLQGSs5l2DpSjXFw8qFzn6mcbT6cfVumUpR/mh1/vcDJIwto3/V5nN1kCLqo2+z1LjjbNaCwNIvMglMEebb67weJ605l5yEyaCu3grRGUS4559XMdfRPLVq0oEmTJixdupRFixZx1113XdquRkNp6d8ramZnZ1d8XlhYSHp6Ou+/X76y7qFDhxg3bhxffPEFzz33XMVx/v7lr8tSU1MJDg4G4NixYyxevJg+ffrw+uuv89tvv9GmTfk0BTNmzCAxMfGanps1VLl4dOrUKebPn8/ChQspLi5m+PDh3HzzzdbIJmqJnUkL+TPuQwAGtX2CTiEjbJqnvogJf4b0/BMkZu5m5uaneTR6Jo6GvyvUy+M/Y1fSQoZHvkCHxkNtmPT6Ebf9AyzmMrz9OxPQ+PoqkF4oHB3e8xWH931D1/4f4RvY1aptnjm9gd0bX6e0OBNF0eLiM4ie/V9Eb7h+inbXqnzy5Wa4eTajWZvbMZtKyck8gKNzAGZzGVln9mI2l2CwL//dsnPdRMpKc/AJKB/i5urR7JqLSRaLiROHZnFo9+eYjEU4OPkS0mIUnaPfro6nKACNRk9gSD8CQ/pRkJdE0uG5WFQTdvYeFBWksOqPWPwb96Zjrzf5+x6t7ZxN2cKOtc9jLCvA3tGbqL7T8PBubetYNc43sCt9R8ziaNwPJOyfQXrqVlbPu5nm7e4mtPWdto4nxDXxcmlUXjwqPCnFI1GnxcbG8v3335Ofn0+vXpeOBgkNDWXmzJmcPXsWNzc3Pv3004rXTkVFRTzwwAO89dZbDB06FB8fHzQaTcXQtAt8fX3p3r0777zzDlOnTkWj0fDuu+/i7OxMQUEBGo0Ge/vy17979+5l5syZmEwm6z/5KqpS8ejWW28lLi6OqKgonnnmGfr27YtOJ0MK6rMDqX8xd9frAPRsfge9wu62baB6RKfRM6bru3yy+nayCk+z6egvFSuyJWcfZOvxWaiouDnUTA+Q693ZlC2knVqLomhpF/XsdTu0oKw0D9Vi4sypdVYtHuVlH2HLyvJ5T1zcQwjvPomTycY6PyGwrWl1dnj5RZZ/rjUw8JbFZJ7ZjYtbCBaLibPJGzCWFZKeshV2gJ1DA3wCupwvJnXB3rHyXbUBstP3s3fzW+RlJwDg4d2mYnJvYR0ubsG07fL3MOazpzdisRgxlhag0egoPpdDfsYqykpDcHD0rNFsqqpy/MDPxO34EFQLHt5tier7XpX/X9UnWp0dLSIeJCj0RvZteZv0lC0c3vs1Z05vxCXwaVvHE+KqeTk3JilzDxkFMu+RqNuGDh3K22+/zV133XXZ2sbo0aOJi4tj2LBhGAwG7rrrLgICyuce9PX1Zfr06Xz44Ye88sor2NvbM3jwYO6+++5LzvPee+8xdepUBg0ahMlkIjo6mpdeegknJyduu+02xowZg8ViISgoiDvuuIP333+fzMxMaz/9KlHUKgymmz59OqNGjar4ZtVFZrOZvXv3Eh4eXqtXjKsNOc0WEx+tupX0/BN0CB7GqA6Trts31JdTXdcoLfcI+04vZ0CbR9AoWiyqmU/X3ElKziHCGw3i1s5vVmPq609lrpPFbGT1/NEU5iUR2vo22nWZUMMpaw+T8RzpKVvxb9zHKj/vmWd24eHVGq3Ont0bX0dvcKZV5MOg6G3+O6++U1WVgrxE0lO2kp6ylcwzOzGbSi46xtWjKT4BUTRuPhxXj9BLznHh56lVi2AO7/mMpCPzANAbXGnd8XGCw26q6MUmak5e1hFU1Yy7V0uOxv1E/I5paLR2BIUMIKTFSDy821r977fZVMrezVM4dWwRAI2aDSO824u1fiXAmqSqKqlJq9m/7T2at7uX3OJQ+Z1Xy9WG1+O11bqEH1ga9xHtGw7kf13eslmOunSN6lLWyiopKSExMZGQkJCKnjOibqnKNaxSt6EnnniCM2fO8PXXX5OSkoK3tzdDhw6lceMrT3Al6iaLakGr0XH/DZ+z8ehPDGzzuBSOrMTfvTn+7uXzu2w9PofDZzaQknMIe70zQ9rJXcmacPzgbxTmJWFn70nLiLG2jmNTOr0jAcHRWCxGjuyfiU9gVzy8qqc7+qHdX3B471c0bXMHbTs/TUT3iRW/V8xmc7W0Ia5MURRc3Zvg6t6Epq1vw2wuIzt9f3kxKXUruZmHyM85Rn7OMbz8O+DqEUpSwjzKSvMIDO6Hk2sQqmqhMHsTa+Y/Q1lpLgCNmsXQpuNT2Dl4/HsAYTVuDf6eI8ze0Qe9fRDGkmROHVvEqWOLcPMMI6TFSIJCB6HXO1V7+8XnMti2ejw5GfEoipY2nZ8mtNX/5HXD/6MoCoEh/fAJ6oqCnuy9u4jf/j7N29+Dw3XcO0vUTV4u5e//MqXnkRDXjSoVj+Li4rj77rtp0qQJQUFBxMXF8fXXX/Ptt9/SoUMHa2UUNSyz4BQ/bX2GWzq9RoB7GIOlgFEjDqWuZ/6eKRVfD2z9KC72XjZMdH0oOZfB4b1fAdC64+PoDbVr0llbObT7C47s/46UxJX0HvbjNa3YZTaVotXZ4X6+CGUxl1p14mZROVqtAW//jnj7d6Q1j1FakktG6nbSU7fhdX7VvROHficv+wiOzv44ugQSv2Ma2ad/B8p7KbXv+nzFMDlROwQE9+VsjieNg3ScOjKP5MQV5GUnsHfzFOJ3fETD0MGEtBhZrZPSZ5/dS05GPHqDK537vI1P4LWtflPf6fVOmM1mcpJ/oihnC7lZh+g5ZIb8ThR1SnCDcO6/4XO8XUNsHUUIUUOqVDx69913efLJJ7nzzr8n+fvhhx947733+PXXX6s9nLCNP+M+4kzeURbve58Hen4pL2ZqSJh/D9oE9iU+ZTWBHi3pEjrK1pGuC+cK09AbXHBxC6FRsxhbx6k1mra+naSEeeRlH+Fo3E+Etb+nyucwm0o5tOdzzpzeRJ9hP+LfqCd9b5p92eFQwvbs7N0JajKAoCYDgPIhNsHNb+Jsyha8/TujKAq5mYdQNHa0jBhLs7ZjrqmoKKxHURQ8vdvi7RdO2y7jOHV0EYmH/6Aw/ySJh2eTeHg2rTo8flU/1/905vQGfAKiCAzpT7tzmfg27IGza8Nqehb1n5tvDJhTaBX5sLzWEnWOk507TX2lUCzE9aRKxaOEhARmzJhx0bbbbruN6dOnV2soYVu3dHqVhXudGdT2CXkxU4M0iobRnV+n+cmutPC/AY1SP8ZC13aePu3oF/sHpSU5MlfLP9g5eNC28zh2bXiFw3u/JDC4b5WWl87JPMiu9a9QkHsCgNSTf9Ew9EYpHNUhiqLQpNVomrQaDZQXkxo3G46DlzNN20Sj0cjvqLrAYOdG0za3E9p6DJlpO0g8/AepJ9fiG1Q+If6h3V9gMhXTpOVonFwqP6flod2fc3jv1wSHxRLe7SVCW//PWk+h3tLZeRM9fBY6vQFjWQEZqTsICL6+VvoUddvSuOmcyNjJkHbjCPYKt3UcIYSVVemdkoODA2lpaRdtS0tLw83N7QqPEHVFmamYGRse43j6Duz1LtzSaTIu9g1sHeu6o9fa07lJLK4OMveBtakWMzvXTSQjbSc6vUOV3jRdLxo2HYJPQBQWcxl7Nr2Oqlr+8zEWi5FDu79g3aK7KMg9gZ29J136TqNh6I01kFhYk6IoNGo2DJ2hZlfwEtVDURS8AzrTOfptBv1vOe4NWmAyFXP84K8ci/+RwrwkAAryTmKxGP/zfB7ebUHRYOcgrxWuhaLRUlZawLrFd7Nt7bOcOb3J1pGEqLSzecc4nR3P2fxjto4ihKgBVSoeDR48mMcff5wNGzaQmJjIunXreOKJJxg8eLC18okaYLYY+Xnrsxw5u5nftr+E0Vzy3w8Soo47eWwRp4//ybbV4zCWFdo6Tq2kKArh3V9Cq7Mn88wuTh5Z8K/H5+cc469Fd3F471eoqpnA4P70jZ1NQOPeNRNYCFEpdvblk5trNQY69Hydxs2G4xMYhWoxs3n5Iyz7fQgHd33GucKLbxjm555g25pnMBmL8WvYg/6xc2XIVTXQG5zx9AkH1cLOdS9QcL6QJ0Rt173ZGMZEvUsL/562jiKEqAFVGrb25JNPkp2dzSOPPILRaMTOzo6RI0fy2GOPWSufsDKLamH2jldJOLMJvdae26PeRa+VZRZF/RfQuA95WYdxdgtGb3C2dZxay8klkJaRjxC/fRrxOz7Er2EP7P/fqkCqxczR+B85tPtzLBYjejs3wrs+T1CTgTZKLYSoDEWjxb9RT/wblb/xK8w/hdlcRmlxFgn7viFh/wz8gnoQ0mIUqlreW9NkLMLe0Zv2Uc9WaSiruDJFUQjv+jwFuYlkp+9l68qn6RUzE4OdLOAgardmMueRENeVKhWP7OzsmDp1Kq+99hp5eXl4eXnJ3aY6TFVVFu97j72nl6JRdNwe9S6NvdrbOpYQVld8LgMHR2/ad33e1lHqhNBWt5J8Yhm5mQfZt/VdukS/U7HPZCxm0/KHyU7fD4BfwxuI6D7xkgKTEKL2c3ZrxI23/Enaqb84cXg2mWk7OXN6PWdOr684xsuvAy3aP2DDlPWTRqunS993+WvhHRTmn2TnXy/Qtf9HKDK3mKjF8osz+CvhO0qNRdzcabKt4wghrKxSxaP58+f/5zEjRoy4xiiipq059A2bj/0GwC2dJhPm393GiYSwvrzso6xdOIbGzYbTvutzaDRVqqFflzQaHZHdX2HtwjGkJq0i9eRa/Bv1QlUt6PQOODoHkJ9znHZdJtCo2TC5qSBEHabR6gkM6U9gSH8KchNJTJjLqaOLMJblE9LiZtpFTZBV9qzE3qEBUX3fZ/2S+zibspkDuz6mTaenbB1LiCtSUdl87Dc0ipabOkxEJ78bhKjXKvWu6fnnn8fR0REPDw9UVb1kv6IoUjyqY7Yen83Kg58DEBP+LOGNBtk4kRDWp6oq+7e+g2oxUVaaK4WjKnBr0Jxmbe8kP+c4dvYebFr2MJ4+7WnV4RHad32O1h0fx9HZ39YxhRDVyMU9hHZdxtO6w6MUF6XLMLUa4O7VksgbJrHjrxc4GjcTV4+mNGo61NaxhLgsV3tvDFoHyszFZBcm4+MaYutIQtQqSUlJBAcH2zpGtanUhNm333479vb2BAcH8+yzz7J8+XLWrFlT8bF69Wpr5xTV7Gx++fLZfVs+QPemt9o4jRA1IyVxBZlndqHR2tG289O2jlPntIp8hKh+H1BSnEVG2g6OH/yNstI8DHZuUjgSoh7T6uylcFSDgpoMJKz9fQDs2fQG2RnxNk4kxOUpioKXS2MAMgtP2TiNEJUXFhZGWFgYJ06cuGTfd999R1hYGB9//PE1tfHzzz/z8ssvX9M5aptKFY8mTpzIunXrGDVqFHPmzKF3795MmTKFo0ePWjufqGa558pXThkW/ix3d/+Ifq0esnEiIWqGyVhM/I4PAWje7m4cnQNsG6gOUjRaFEUhMLgvrTo8Sp9hP2Gwc7N1LCGEqHdaRj6MX6NeWMxlHN77la3jCHFFXs7lheXMgpM2TiJE1Xh4eDBv3rxLts+dOxdn52tfTCc7O/uaz1HbVKp4BKDX6xk0aBDffPMNc+bMwc3NjUceeYSbb76Z33//3ZoZRTU5lbWf95ePZEX8ZwC08L9B5iYR142jcd9RXHQWR+cAmre9y9Zx6ryw9vdJTwQhhLASRdHQsefrNGt7F537vG3rOEJckff5nkcZhVI8EhcrNlku+2G2lE+DY1HVKx5jOT9Vjsly5WMuMFkunVanMmJiYliwYAEWy9/n2r9/P2VlZbRq1QqAs2fP0qpVK3bv3l1xTGZmJq1bt+bUqVMcPXqUMWPG0KlTJ/r06cNzzz1HYWEh8+bN48svv2Tnzp107NgRgMLCQl577TV69epF165defrpp8nMzAQgOTmZsLAwpk6dSqdOnXjxxRfp1KkTixYtqmi3rKyMLl26sGXLlqt6vtXhqib88Pf359FHHyUiIoK33nqLV199ldGjR1d3NlGNzuYd5/tNT2I0l3A6Jx6LakKryKR24vpgLE0n+chPALTtPA6tzt7GiYQQQoh/pzc406bTkwCknVpPespm2kU9Jzf+RK1SMWxNeh6J/6ffrMsPZfy4ry+Rvg6kFJi4dXHKZY+ZPyIIb0cd29OKeWZd+iX77bUKq0eX/9/740g+o1tUvSd87969Wbx4MZs3b6ZHjx4AzJkzh1GjRrF+ffkqo76+vnTv3p0FCxYQGRkJwMKFC4mIiKBRo0bcfvvtdO3alZ9++omcnBzuuusuZs+ezT333ENycjLbt2/nxx9/BODFF1+kqKiIuXPnYm9vz9SpU3nsscf49ddfKzIVFRWxadMmSkpKMBgMLFiwgJiYGADWrl2Lk5MTUVFRVX6u1aXSPY8uOHnyJB988AF9+vTh2WefpUePHixcuNAa2UQ1ySlK5duNj3KuLI+Gnm24o+v7aGU1BHEdyU2dhcVixCcgCv/GfWwdRwghhKi0c4Vn2LZmAicOzSL5xDJbxxHiIt7OwYDMeSTqHp1OR0xMTMXQtZKSEpYvX37JQmAjR45k2bJllJWVATBv3jxGjhwJgJ2dHRs2bGDZsmVoNBoWLFjAPffcc0lbWVlZLF++nJdeeokGDRrg5OTEiy++SFxcHAcOHKg4bsSIERgMBlxdXRk5ciSbN28mIyOjot3Y2Fib3kCoVM+jwsJC/vzzT+bOnUt8fDy9e/fm5ZdfplevXmi1WmtnFNegsDSHbzc8Sn5xOj6uTbi7+3QMOgdbxxKixqSd+ovi/H0oipa2URPkjq0QQog6xdHZj7adnqYgL4nAkH412rZqNMG5YhQ3lxptV9QdXi6NCPPrgZdzIyyqGY0i7w1FuVW3XH56A4Om/LV4oIvuisfYacuP6ezvcMVjLhjZ3PWqM8bGxjJ69GgKCwtZtWoVkZGReHt7X3RMdHQ0kyZNYt26dQQEBJCSksLAgQMB+PDDD/n444/54IMPGDduHJGRkbz66qs0a9bsonOkpJT3sLrlllsu2q7VaklOTsbd3R0AHx+fin1t27YlNDSUJUuWEBMTw8aNG5k4ceJVP9fqUKniUY8ePXB0dCQmJoaJEyfi6ekJlI8BvCAgQCafrW1KjIV8t/ExMgtP4u7ox309PsXJzt3WsYSwutKSHIylBTi7NaIwLxGAkJajcXVvYuNkQgghRNU1aXVrxc2P08eX4u7VEhe3YKu2qeYWUPbJL6h5BegfGIW2uXXbE3WTvd6Ze3pMt3UMUQs56P59kJNGUXDQ/ftNXZ1GQaf572OuVosWLWjSpAlLly5l0aJF3HXXpfOiGgwGYmJiWLJkCQEBAQwaNAhHR0csFgsHDx7k8ccf58UXXyQtLY233nqL559/nj/++OOic/j6+gKwdOnSi4pTx44do2HDhhW9i/7/Te6RI0eyZMkS9Ho9HTt2JCgo6Kqfa3Wo1LC1kpISsrOz+eGHH7j55pvp27dvxUd0dDR9+/a1dk5RRaqq8vOWZ0nJOYSTnQf33fA5bo6+to4lhNWo5yfWO3l0EUt/HUDc9mkABDUZhL1zK8LaP2DLeEIIIcRVu/CGIvHwHHaue4mtq8ZhLCuwWntqUTFlX85Czc4DswXjj4tQc63XnqjbMgtOsf/0Cs7kyUrcou6JjY3l+++/JzExkV69el32mFGjRrFhwwZWrlxJbGwsABqNhjfeeIMPP/yQ0tJSPD09sbOzw8PDAygf0lZYWIiqqvj6+tK7d2/efPNNcnJyMBqNfP7554waNYr8/PwrZhs2bBiHDx9m9uzZFe3aUqWKR6tXr674WLVq1UUfF7aJ2kVRFKJCb8bJzoN7enxcsRKCEPWJsayQU8cWs3nlE+zZ+BoAHl6tUFUzpSU5qBYzDk5++IQ+jd5w7UtuCiGEELbk37gPDk6+FOYlseOvF1Et5mpvQy0to+ybP1DPZoGrM4q/NxQVU/bDAlRT9bcn6r51R37gl23Psz9Z3hOKumfo0KGcPHmSYcOGodNdfmBWixYtaNSoERqNhg4dOlRs//DDDzl+/Dg9evSgW7duFBQU8PrrrwPQp08fcnNz6dChA/n5+bzzzju4uroyYsQIoqKiWLduHd98880lw+T+ydPTk169epGcnMyAAQOq94lfhUoNWwsMDLRK49nZ2YwePZo33niDLl26ALBv3z7eeOMNjh07hoeHBw8//DA333xzxWPmzZvHZ599RkZGBk2aNOHll18mIiLCKvnqIlVV2XpiNh2Dh9E6sA/NfKNkjiNRr5iMxZw5vZ7kEys4m7IJi7l88jqd3on23V7A1SOUAaMW4uR6vlunWV7oCiGEqB/sHRoQ1Xca65fcx9nkTRzY9UnFimzVQTWZMX6/APVkKjjYY3joFtDrKJv2A+rJVEwL16KPrdl5l0Tt5+0sK66JuiUhIaHicw8PD+Lj4y/af2GFtH8KDAykXbt2F20LDQ3l+++/v2wbzZo1Y+3atRdte+211y57bFBQ0EWZ/n+7Q4YMwd7e9qtFV3m1teqya9cuRo8ezalTf8/Mn5eXx4MPPsiIESPYsWMHb775Jm+99Rb79+8HYNu2bbz++utMnTqVHTt2MGzYMB5++GGKi4tt9TRqnZUHv2DBnql8t/EJLKpFCkeiXjCbSkhJWs32Nc/x5y992fHXC6SdWovFXIazWzAtwh+k19Af0GoNAH8XjoQQQoh6xt2rJZE3TALgaNwPnDq2pFrOq1pUjL8uwZKQCAY9hgdGofHzQtPAHf2YoQCYN+7GvOtgtbQn6g+v8yMcZMU1UR+dPn2alStXsnnz5hodOpaWlsaWLVuYP38+t956a421+29sUjyaN28eEyZM4Omnn75o+4oVK3B3d2fMmDHodDq6du1KTEwMP//8MwCzZ89myJAhdOjQAb1ez913342Hhwd//vmnLZ5GrdTcNwp7vQsRjQajUWxWGxTiml2Ywyjr7D7+/KUf29c8Q0rSSszmEpxcgmje7l6iR/xGv9g/aBn5EK4eMhm2EEKI60NQk4E0b1e+HPSeTa+Tk3HgPx7x71RVxTRvFZY9h0GrQX/3CDTBfy+Go20VirZ/VwCMs5djScu4pvZE/XJheozMgpMVr9+EqC8++eQTXnjhBV588UW8vLxqrN1Zs2bxyCOPcOedd9KyZcsaa/ffVGrY2rp16644edTV6NGjBzExMeh0uosKSEePHqV58+YXHdu0aVPmzJkDlM9GPnLkyEv2Hz58uMoZzLV8KMuFfJXNeThtA40atKOhRzvG9Z+Lk517rX+OdV1Vr5GonHOFaSTs/ZLicxl0G/Apzm4hWNTyuYsCgvsTGNIfN88WFZOHWiyWfz2fXKe6Qa5T3SDXqfaTa1Q3VMd1Cgt/iLzsY5xN3sDWVePoOXQm9o5X98bGvGIzlk17QAHtrYOgWaNLsin9olCSUlGPnqTs+/nonhiDYm931fnrAvl5qhxXez80ipYyczE5RWdwc/D57wdVk7p0jepCRnGpt99+2ybtPvnkkzz5ZPUNS64OlSoeTZgwgR07djBgwABWrFhxzY1eaVKooqIiHBwuHmZlb2/PuXPnKrW/KuLi4qr8GFuoTM7Uor1sTv8cF70fffyfxaB1qoFk4oK68n+ptlJVMyWFCRiLk3H1GYDZmE/K8T8BlR3bVqC388G32cvoDD4YFYWk06Vwel+V25HrVDfIdaob5DrVfnKN6oZrvU5695vRZxyjpDiNv5Y8gm/oMygafZXO4ZlwGv+dRwBI7RhGDiWwd+9lj9W2a0STlDMYMnLI+up3km9oC8rVL5NdV8jP039z1Dag0JTOtr1r8HFoUePtyzUSwvoqVTzS6/W8+eabpKam8sknn1z2mMcee+yawzg4OFBQcPEyoCUlJTg5OVXsLykpuWT/heXwqqJt27ZotdqrD2tlZrOZuLi4/8yZmLmbeZu+RsVCU/9IOkV2q+iRIayrstdIXEq1mMlK30tK4krOnFpDWUkOKBq63HA/dg6eeDiPw80zDE+f9ijXOPxSrlPdINepbpDrVPvJNaobqvM6FTb7lA1L7sZUkkyjAC0N/MIr/VjLnkOYzxeONAO60bh/V/5rfV5LQEPMn/2G2+kMPPLNaHt1vPrwtZz8PFXe/nPNSTibjpufnvCQ8Bprty5dowtZhairKlU8evnll5k9ezaqqrJt27ZL9ldXsaJ58+Zs2rTpom3Hjh2jWbNmQPmM5UePHr1kf8+ePavcllarrfW/YODfc6bmJvDjlvGYLGW09O/FyI6voNVU6pKKalRX/i/ZmqpayE7fT3LiClITV1FSnFmxz2DnTkBwNGBGq9XSrM2Yam9frlPdINepbpDrVPvJNaobquM6uXkE0yX6HTQ6Oxr4tEdV1Uq9NjcfOoH5t2XlOXpEohvYvVKP04YEoYzoi+mPlVj+XI+ucQCa0IbX9BxqO/l5+m/ersEkZe3FbCmzyfdKrpEQ1lepSsOgQYMYNGgQN99882WXrasu/fv359133+X7779nzJgx7Nq1i0WLFvHZZ58BMGrUKB599FEGDRpEhw4d+Pnnn8nKyqJ///5Wy1RbZRacYsaGRyk1FRLiFcltUW9J4UjUSkZjEYd3f0lK0kqKi85WbNcbXAhoHE1gSH+8AzqhqWI3eyGEEEKU8w7oDEBpSS47171I09a34xvU7YrHW5JSMH4/HywWNBEt0Y3oW6Wbwdpu4ViSUrDsOkjZzIXYjb8LxdX5Wp+GqMNubPMYQ9o9LSMghKjHqlRtmD17NkVFRaxbt46UlBR8fHzo06cPrq6u1RLGw8ODGTNm8OabbzJ9+nQ8PT2ZOHEiUVFRAHTt2pVJkybx6quvcvbsWZo2bcrXX3+Nu7t7tbRfV+QXZ/DthkcoLM3G3z2Mu7p/gF5rb+tYQgDlK7bkZSdw5vRGwtrfi05rz+kTyygtzkSnd8K/UW+CmgzAJyAKjVYKRkIIIUR1ORb/I+kpWynITaL/qPlotYZLjrGkZVD29R9gNKFpEYL+f4NRNFV7w68oCvpRAyhLSUc9k0nZzIUYHh6NIj0/rls6rQFVVSkoycLFvoGt4wghrKBKxaOTJ09y9913YzQaCQgIIDU1lbfffpsffvihYmhZVSUkJFz0ddu2bfntt9+uePzw4cMZPnz4VbVVXyza+y4551Jp4NyQe3t8gr3exdaRhKAgLwkXt2As5jI2/PkAJmMR3v6daODbntYdH0evd8I3qDtaXf1emUUIIYSwlRYRYzlXmEbzdvdcvnCUnUfZl7OhuAQlOAD9XcNRdFdX8FHsDOjvHkHZhzNRTyRjWrIe/bA+1/oURB1VVJrD20tjMJpKeD12CzrpUS5EvVOlmWjfeustbrzxRtavX8+sWbNYv349w4cPZ+rUqdbKJy5jROQLtArozX03fCaVfWFTBXlJHN7zFavmjmLVH7Hk5xxHq7MjqMlAAhpHV7xwbdwshoDgaCkcCSGEEFak1Rro1HsKbp7NKC5KJ37Hh6iW8uXB1YIijF/8DvmFKH5eGO4biWJ3aYGpKjQ+nuhvHQyA+a8dmPcl/McjRH3laHAHynul5Z5Ls20YIYRVVKnn0b59+5g+fToaTXnNSaPR8OSTT9KjRw+rhBN/M1uMzN7xKl1Db6GxV3vu7DbN1pHEdUq1mElJWs3R+JnkZh6s2K7R6MnNOoyrRygR3SfaMKEQQghxfbOYjWz4836KCpIBDa3bjKXsq9mombkonm4YHrwZxcmhWtrStmuOpU9nzGu3Y/xtKYq/Fxofubl5vVEUhaf6z8LVwVt6HYk6ITo6moyMDHS68pKIqqpoNBpatmzJSy+9RKtWrWycsPapUvFIq9VSWFiIp6dnxbbCwkIcHKrnj4+4PItqYfaOV9l7eilHz27h2cGLsdM52jqWuM5YzEZOHV/Ckf3fU5R/CgBF0eET2IXAkAH4N+qNwU6GUAohhBC2ptHqaRn5CDvXvcjRuO9x3JVBQIoLODuiH3szinv1/r3WDe6J5VQa6vHTGL9fgOHJ26+5V5OoezydAoDy9y4apUoDXEQ9VGpU/3W/TgtajYLJrGK2gFYDOq2C2aJiMoNGAb1OwWJRMZpBUcCgU1BVlTLTxeey01/dRO2TJ08mNja24uvMzEwmTpzIY489xqpVqyo6zYhyVSoe9enTh/Hjx/Pyyy8TFBTE6dOneeONN+jTR8Y3W4uqqizZ9z57Ty9Fo+i4pdPrUjgSNe7k0YUc2v15xWppeoMroa3/R5OWt2Bn72HjdEIIIYT4/xqG3khe1hGOxn9PnG4ZTm4D8b7vLjTenv/94CpStBoMd8RQOu0H1DOZGGctR3/7UFl56zqzK2kRyw98Sphfd0Z2eNnWcYSNPfvDuX/df3e0HRFNdMzbWsbGQyZujNAzqIOBzYdNzNlcRniIlnv62nP8jIVP/izBz13hhVGOFJXASz9ffO6P7neqlsxeXl6MHj2ahx56iNzcXIqLi3n33XfZtm0bGo2GqKgonnvuOXx8fNi2bRsvvPACt912G9999x0lJSWMGTOG9u3b884775Cenk6PHj14//33MRgMnD17lrfeeov9+/eTlZWFl5cXDz/8MKNGjQIgLCyMiRMn8tNPP5Genk5YWBiTJ08mLCwMgE2bNvHBBx9w/PhxPDw8uPfee7n99tsB2Lx5M9OmTSMpKQlfX1/Gjh3LsGHDquV78k9VKqWNHz8ek8nE4MGDad++PUOHDsXOzo4JEyZUezBRbm3Ct2w+Vj6B+C2dJhPm393GicT1oqw0n6KCFABKS3IoLjqLvYMXbTo9zcDRS2gZMVYKR0IIIUQtpaoqzY+H4p0fgEVjZnfoNso8rXcXXXF1xnDncNAoWPYcwrxpj9XaErWTVqMnvzidjIIkW0cR4qqkpaXx008/0bZtW1xcXLj33nvRarWsWLGCpUuXAvDQQw9hMpV3fUpJSSEjI4O//vqLadOm8eWXX/Lzzz8za9YsFi5cyLZt2/jzzz8BmDhxInq9niVLlrB7925uv/12Xn/9dYqKiiraX7JkCT/99BPr16/HwcGBd955B4DExEQeeughbr31Vnbs2MH06dOZNm0aGzZs4PDhwzz88MM8+OCDbNu2jddff50pU6awYcOGav/+VKnnkbu7Oz/++COnT58mKyuLwMBAvL29qz2UKHc8/y92J/4MQEz4s4Q3GmTjROJ6kZq0hl0bJtHAN5xuAz4mpMUo9AYXGjUdetnVW4QQQghRu5gWr8Oy4wDttd3Y6rOFwpIUtq6ewA2Dv7ba33JNkyB0Mb0xLViLacEaNEF+aIIDrNKWqH28XBoBkFlw0sZJRG3wzl3/PlrmwkKPN0UZGNbZgPZ8bbtbCx2dm+nQnO+4GOqn4Z27HLnQkdHJ/r/PXVmTJ09mypQpmEwmjEYjfn5+9O/fn7Fjx7Jz505Onz7NH3/8gbOzc8XxnTt3Jj4+vuIcY8eORa/XV8wD/b///Q83Nzfc3Nxo1qwZycnJALzxxhs4OTmh1+tJTU3FycmJkpIS8vLycHIq7zl1xx13VNRXBg0axJdffgmUF5Vat25d0UupTZs2/PLLL/j4+DB9+nT69u3LgAEDAIiMjOSWW27h559/5oYbbqiW79MFVSoeXdCwYUMaNmxYrUHExfYnr2B31i8A9G35AN2b3mrjRKK+KypIJScjnqAmA3D1bIbJVExx0VlMxnPo9U6EhMX+90mEEEIIG1LPlYCD3XU/XMq0ZhvmtdsBcLg5hq5ht/PXojvIyYhj7+Y3iezxqtW+R9qeHbEkpWLZl0DZD/OxG383irNMuXA98HZuDEBhaTbFZQU4GGQuzOtZZech0mmVikISlM+DpP1HJ0mNRsHuH18rioJdNc3JPmnSJGJjYykrK2PmzJl88cUX9OrVCw8PD7KysvDw8KgoHAE4Ozvj7u5OSkoKXl5eAHh4lI/E0GrLn4Srq+s/smtQ1fK5n06fPs0777xDUlISwcHBNG5c/vNisVgqjr9wTgCdTlfx2PT0dAICLi7Et2jRAijv/bR161Y6duxYsc9sNtOoUaNr/O5c6qqKR8L6TmTsBFS6hIyiX6uHbB1H1GP5OSc4sv87kk8sQ9Ho8PLvgLNrQ3rHzMS9QQsUmfBQCCFELaeaTJgWrcO8YRdK4wD0o/qjCfS1dSybMG3bj2nxOgB0Mb3RdW6LM9Cpz1Q2r3icU0cX4ebZnKatx1ilfUVR0I++kbK0DNT0bIw/LiqfpFsmnq337PROuNh7UVCSSWbhKRp6trZ1JCEqxWAwcP/995OXl8cjjzzCr7/+SmBgIDk5ORQWFlYUkAoKCsjJycHb27uisFOZQrzRaGTs2LGMGzeO2267DUVRiI+PZ+HChZXK5+/vz7p16y7a9scff9CgQQP8/Py46aabeO211yr2paenV+SrTvJbvJYaFv48nb3vY2j7Z677u2fCOnIyDrB19XhWzxvF6eNLUFUzXr4RGMsKAfDwaiWFIyGEELWeJSuXsuk/Y96wCwD1ZCpl02ZinL8ataTUxulqljnuKKZZywHQRndB16dzxT7fwK607fw0AOmp21BVy2XPUR0Uezv0d48Agx7L0ZOYlm20WluidvF2CQYgU+Y9EnXQU089RVhYGOPGjaNZs2Y0bdqUSZMmUVBQQEFBAa+++iqNGjUiMjKySuc1Go2UlJRgb2+Poiikpqby7rvvVuz7L0OGDOHgwYPMnz8fs9lMfHw8U6dORafTMWrUKBYvXszGjRuxWCwkJSVx++23M2PGjKv6HvybKr0zXLJkCWVlZdUeQlxKo2ho7Bwly1yKaqWqKhlpO9i47GH+WnQHaSfXAuDfuA+9Y36k+42f4eLW2MYphRBCiMox70ug7P3vUZPPgqM9+tuGoGkfBqqKef0uSqd+i3nvYavcga1tzMdOYfxxIagq2i5t0Q3peckxoa1uo1Pvt+ja9wMURYPFYrrMmaqHxs8L/egby7Ot2or5wDGrtSVqDy/n8qEyGYWnbJxEiKrTarW8++67nD17lvfff58vv/wSk8nEwIED6dOnD0ajke+++w6drmoDuBwdHZkyZQqffvopERER3HnnnXTv3h0vLy+OHDnyn49v1KgRX331FT///DOdO3dm3LhxPP/88/To0YP27dszbdo0pk2bRqdOnbj99tuJjo5m/PjxV/ttuKIqPevJkydXTMQkhKhbzpzeyOG9X5OTEQeAomgJCh1E87Z34+rRxMbphBBCiMpTjSZMC9dWrOilBAdiuCMGxcMVbcfWmA+dwDR3FWpWLsaZC9GEBaOL7WeVZeprA0vyGYzfzgWTGU3bZuhGDbxsz3VFUQhqMhCAxMN/cOLQLHoO+Qa9leam0Ua0xJKUinnDLow/L0EZfxeaBu5WaUvUDl4u5TchpeeRqO3WrFlz2e0NGzZk165dFV9/9NFHlz2uS5cuJCQkXLTt/3/9448/Vnw+fPhwhg8fftH+Bx988IqPjY2NJTb27zlno6KimD179mWz9O7dm969e192X3WqUreWtm3bViw1J4So/SwWU8UwtDOnN5CTEYdGayCkxc30H7WAjj1fk8KREEKIOsWSkUPZ9J8qCkfa6C4YHr0VxePvSUq1LZtgePZedAO7g06LJSGJsne/w7hsI6rRer1tbMGSnk3ZV3OgtAxN00bob49B0f77S3xjWSGH935Nfs5RkhLmWzWfLqY3SnAAlJRi/H4+atl/D9EQdVeYX3dGdniFXmF32zqKEKKaVannUW5uLs899xwvv/wyXl5eF93RWL16dbWHE0JcvTOnN7F/69v4BHYlvNsLNGt7Fzq9I01bj8He0eu/TyCEEELUMuY9hzDOWg6lZeDkgP5/g9G2Cr3ssYpeh25gdzSRLTHNXYUlIQnzis1Ydh1EF9sPbcu6f/NEzS2g7MtZUHgOJcgX/b03oej/++W93uBMVL9ppKdso2mb262aUdFpMdw5nNJpP6CmpGP6YyW6WwfJnJ71lK9rE3xd6/7PlhDiUlUqHt1+u3X/uAghro3JeI6CvCQ8vFqh1dlRVJDMmdPrMZvH4+QSQJtOT9o6ohBCCFFlqtGEacEazJv3AqCEBJUPU3P/7+FWGm9P9A/ejGVfAsb5a8qHsn09B3P7MPTDoyt1jtpILSouLxzl5KN4e2B4YBSKvV2lH+/h1QoPr1aoqkrCvu9wdPanYeiNVsmquLugvyMG4xezMO+IRwkJRBfV3iptCdtbffBrzuYfY2j7Cbg6eNs6jhCimlSpeHTTTTdVfJ6dnY2nZ/0cNy5EXVNWmsfxg79x/OBvaDV6BtyyGC+/DnTs9Sb+jXqj1RpsHVEIIYS4Kpb0bIwzF6KmpgOg7ReFbmCP/xya9U+KoqANb4GmRQim5Zswb9iFZV8CpYdPoBvYA+0NHap0PltTS8so++YP1LNZ4OaMYewtKC5OV3Wu5BPLObjrYzRaO5zdGuHh1aqa05bTNmuMOvgGTEvWY5q7Ck2gL5qGflZpS9jWnlN/kll4ks4hsVI8EqIeqdJfSZPJxAcffECHDh2Ijo7m9OnTjBw5koyMDGvlE0L8i+JzGcRt/4Blvw/m8J4vMZbmodU7cq4wFUVRaBg6CJ3ewdYxhRBCiKti3n2Qsg9+KC8cOTuif/Bm9IN7XnWhR7G3Qz88GsPTd5XPw1NqxLRwLWXTfsCSmFzN6a1DNZkxfr8A9WQqONiXF4483a76fEEh/fFt2AOLuZStq8ZRci6zGtNeTBvdBU2bpmAyU/b9fNSiYqu1VRupxSWYNu3BkpFj6yhW5X1h0mxZcU2IeqVKf3k//vhjtm7dykcffYRer6dBgwb4+fnxxhtvWCufEOIyivKT2bPpTVbMGsqx+B8xm4px8wyjU++p9I/9Axe3YFtHFEIIIa6aWmbEOGs5xp8WQ6kRJbQhduPvQtsipFrOrwn0wfDYGHS3DARHe9S0DMo+/gXj70tRC89VSxvWoFpUjL8uwZKQCAY9hgdGofG7tnkMFY2WTr3exNktmJJz6WxbMwGzuayaEv+/thQF/f8GozRwh5x8jD8vQbWoVmmrNlFVFfOuA5RO/RbTHysxfjMH1WyxdSyr8XIuLx5lFJy0cRIhRHWq0rC1RYsW8euvv+Lr64uiKDg6OvLWW2/Rv39/a+UTQvxDXvZRjuz/nuTE5aCWv+ho4BtO83b34RvUTSafFEIIUedZ0rMw/rAQNS0DFND264puQPdqH1amaBR0Ue3RtmmGafE6zNvjMG+Lwxx/DN2QXmg7t0XR1J6/q6qqYpq3Csuew6DVoL97BJrggGo5t97gQlS/D1i36E6y0/ezd/MUIntMssrrCsXBHv3dIyj76Ccsh09gXrm5fFW8espyNgvTHyuxHPu7F46akYNl90G0ndrYMJn1eLk0AiCzUIpHQtQnVforfO7cuYp5jlS1/C6Bvb09Gk3dGSMuRF2kni8UHdg5neQTS0G14BvUnRsGf0PPITPwa9hdCkdCCCHqPPOuA5RNm1leOHJ2RD/2FvSDbrDqfESKsyP6WwdhePw2FH9vKCrGNGsZZZ/8guX8PEu1gWn5Jsyb9oAC+tuGVFsvrAtc3BrTqc9UUDScOrqQ4wd/rdbz/5Mm0Af9zQMAMK3YhPlwotXashW1zIjxz/WUvfddeeFIp0M3+AZ0g28AwLRiM6rZbOOU1uHtEgxApvQ8EqJeqdJf4vDwcD755BOAijeqP/74I23btq3+ZEIIss7uZcPSBzkaNxOA5u3uJTCkP32G/0K3AR/j5Rdp44RCCCHEtVPLjBh/X4rx5yVQZkTTtBF2E+5G2zy4xjJoQoIwjLsT3bA+YKdHTUqhbNoPGBesQS0prbEcl2PasBvzis0A6GL7o41oaZV2fAO70rbTUwDEbZ9GespWq7QDoO3UBm3X9qCC8adFqNl5VmurppkPHKPsnRmYV20FswVNq1AMz92Lrl9XtD07gosTalYu5h0HbB3VKrycy3seZRelYrLSEEghRM2rUvHopZdeYtGiRfTs2ZOioiIGDx7MzJkzef75562VT4jrjqpaKiarLMw/RWbaTk4cmoVqMePlF0HnPm/j3qCFjVMKIYQQ1cNyNouyD3/EvC2ufJjagG7oH7oFxdW5xrMoWi263p2we+5+NO3DwKJiXreT0re/xbwvoaLnfU0y7z6Iad4qAHQDu6PrHmHV9kJbj6FR0xhQLWxf+zyF+dab9Fg3oi9KQz84V0LZDwtQTSartVUT1Ow8ymbMxfjt3PJimIcr+ntvQn9fLJoG7gAoBj266C4AmFZuRjXVv95HLvZe2OmcULGQXVQ3JqIX15+8vDxeffVVevXqRXh4OD169OC5557jzJkz//nYiIgIdu7cecX9YWFhtGvXjoiIiIs+XnrpJQCGDBnCwoULq+251JQqzXnUsGFDlixZwl9//UVKSgp+fn707t0bZ+ea/+MuRH2UkbaTfVumotXZ0zvmRxqGDqIw7xQhLUaiaLS2jieEEEJUK/OOeIx/rIQyI7g4ob99KNpmjW0dC8XdBcNdwzEfOoFp7irUrFyMPyxAExaCLrYfGm+PGslhPnQC4y9/AqDtEYl2QDert6koCuHdXqQgL5HCvJMUF6Xj6OSPyXQOg93Vr+p22bb0Ogx3Dad02g+op89gmr8G/agB1dpGTVBNZszrdmJaubn8/7JGg7Z3J3T9u6LYGS45Xtu1Paa12yAnH/P2OHTdwms+tBUpikLboH6oqgWNUqW3m0LUmKeffhoXFxfmzJmDt7c3mZmZvPnmm9xzzz0sWrQIne7K/3f37Nnzn+f/+uuv6dKly2X3LVmy5Kpz21KVB5Db2dnh7+9Pw4YNCQ4OlsKRENXAZCpm/9Z32bj0QQpyT1CUf4pzBSloNHpad3wMR2d/W0cUQgghqo1aWobx1z8x/vpn+TC15o3Lh6nVgsLRP2lbNsHwzD3lRRutFktCImXvzsC0fBOq0bq9ZCxJKRi/nw8WC5qIluW9dGpofkOtzo6ovu/TK2Ym3v4dOZO8iT9/6c/uja9Ve1uKpxv6MUNBAfPmvZh3xFd7G9ZkOXaKsve/x7RkHZQZUZoEYZhwN/qhvS5bOILzvY/6dgXAtGpLne9xdTmjOk7i5k6TKybPFtcfk1G97Ifl/AqLqvr3NrNZveRxZtOl20zGv7eZzZduq4pdu3bRv39/vL29AfDy8uLFF1+kffv25Ofnk52dzYQJE+jUqRNdunTh6aefJi+vfHhtWFgY27Ztu6p2AaKjo5k7d+5VP95WqlQKPnnyJGPHjiU5ORl3d3dycnJo1aoVn376KT4+PtbKKES9lp2+n13rJ1GYXz6pYHBYLK07PonBzsXGyYQQQojqZzmTifGHBahns0BR0A3sjrZfFEotXYBFMejR39gDbYdWmP5YheVIUvnk1bsOoBvZH21Y9U5cDWBJy6Ds6z/AaELTIqR8efsaXvnN3tEb+/OfZ6fvQ1VN6PROAGSe2cPR+JkEhQzAv1EvdHrHa2pL27IJ6oDumJZvwjhnBUqgD5qA2v3eQi0owrjoLyw7z89b5OyIPqY3mo6tK1Xk00a1K+99lFuAeet+dD3q1zyW58rySM4+iEbR0NT38r0vRP32+/Rzl93e7xZ7fBtqKchVWTSjGICInnpadSovts798hzGUmjUXMsNMeW/hdbNL+HMKQtOrgojHij/fRO3xciBbUYAxox3qnK+IUOGMGnSJHbu3Ennzp1p3749gYGBTJ06FYA77rgDJycnVqxYgV6v58knn2Ty5MlMmzatym3VF1UqHr3++utERUXx/PPPY29vT2FhIW+++SavvfZaxUTaQojKMZvLOLznS47E/QCqBXtHbyJ7vIJvUP1drlYIIcT1S1VVzDviMf2xEowmcHXCcHsMmqZ1o2eCxtsT/dibsexLwDh/NWpmLsYvZ2MOD0M/LBrFvXpu+liy8yj7cjYUl6AEB6C/aziKzrZD19t0epLGzYah1ZW/kUs+sYwzp9Zx5tQ6NFo7/Br2IChkAL4Ne6DTOVxVG9r+3bCcTMVyOBHj9/MxPH0nioP9fz+whqkWC+Yt+zD9uR6KS8vn6eoajm5wTxTHyudV9Dp0/aIwzVmJadVWtJ3bohj0Vkxes46c2cJv218kuEG4FI9ErfTGG2/QpUsX/vzzT1555RUKCgpo1KgRjz/+OB06dGD79u0sW7YMD4/yYcpTp04lNze30ud/6KGH0Gr//t3t7u7OqlWrqvtp1KgqFY/i4uL47LPPMBjKq4LOzs688sor9O7d2xrZhKi3crMS2LX+ZfJzjgHQMHQw7aKexWDnauNkQgghRPVTS8sw/rGyopeGJiwY/W1DUFyqfrfYlhRFQRveAk2LEEzLNmLesBvL3gRKD51Ad+MNaHtEomivvgeVWlCE8YvfIb8Qxc8Lw30jrzj0qaa5uP/dw6pJy9EY7FxJTlxBUf5pUpNWk5q0Gq3OAf+GPQlsMgDfwG5odXaVPr+iUdCPGVo+/1FmLsZf/0R/z001NlSvMizJZzDOXoF6unxCXSXQB/2oAWgaB1zV+bSd22FafX7uo6370PXsWJ1xbcrHNQQflxAayLC169boJy7fI/HCNK4u7krFMco/fm3Gjj2/7R8/+r1GXFqYbdtVT5suV19w1Wg0DB8+nOHDh6OqKsePH2fBggU8++yzPPnkkwAEBgZWHO/t7V0xxO2CnTt38sADD1R8PXbsWB566CEAvvjiiyvOeVRXVal4FBgYyKlTp2jatGnFtjNnzuDu7l7duYSot3IyD7Ju0d2oqgmDvQfh3V4kMLivrWMJIYQQVmFJzcA4cwFqenb5MLVBPdBGR9X4MKzqpNjboR/RF22nNhjnrEQ9mYppwRrMO+LRj+qPJjjwv0/y/6jFpZR9NRs1MxfF0w3D2JtRnK6uF4+1uXo0oVWHR2kZ+Qh5WYdJTlxBSuJKzhWmkpy4nOTE5ej0zoSF30fztndV+ryKkwOGu4dTNv0XLPHHMK/dXrEymS2pxaUYV2zGvGkPqCrYG9AN6om2e/g1DbdUdFp0/btimrUc0+ptaKPa15veRwHuYYwb+IetYwgb0un//Xe8oijoLvPf/XKPu9w2rVaBq+yUuWHDBp544gnWrl2Lu7s7iqLQtGlTxo8fz6ZNmzCby1dBTE1NJTg4GIBjx46xePFinnrqqYrzdOzYsVKTZ9cXlSoezZ8/H4DIyEgeeOAB7rvvPgIDA0lPT2fGjBn069fPmhmFqBcK80/j5BKIe4MWePlFojc4E97tRewcPG0dTQghhKh2qqpi3haHae4qMJnAzRnDHTFomjS0dbRqown0xfD4GMzb9mNavA41NZ2y6T+j7dIO3dBelS7+qEYTZTPmoqakl8+dM/ZmFLfaP/ehoii4e7XE3aslrTs+QU5GfEUhqeRcOnp9+cI6p44tITNtJ8FhN+Hp0+5fz6lp6I8uti+m2SswLVmP0tDPZhOpq6qKW+IZTAu2QGH5/C2aiJboh/dBca2eRYO0ndpgXrUVNTsP8+Y96Hp3rpbz1gYlxgIyCk7i4RSIs13NrFAoRGV06tSJBg0a8MILL/DUU0/RpEkTSktLWbNmDUlJSQwaNIjdu3fzzjvvMHXqVDQaDe++++51v1hYpYpH06dPr/hcURRmzJhx0f5ly5bxzDPPVG8yIeqREwd/J27HB7Tp9BShrW4lqt8HaHX2taorthBCCFFd1JJSjHNWYtl9EKB80ufbhqA4X9vEyrWRolHQdW2Ptm0zTIvXYd4eh3nbfszxR9HF9Ebbsc2/9rJSzRaMPy5EPX4a7A0YHrwZjXfdu7GkKAqePm3x9GlL285Pk52+Hxf3JgCcPLKAzDM7cXZrjKdPO3IyDmAyFuHl1wFFc2nXAW1Ue9SkVMw74jH+uAjNuLuqbU6pyrKczcL8x0qCjp0qf37eHuhGDkDbvHoLWYpWi3ZAN0y/LcW0ZjvaruG1ZqjitZq5eTwnMnZyS6fXiGw81NZxhKhgb2/PL7/8wieffMLDDz9MVlYWer2e8PBwvvvuO0JDQ3nvvfeYOnUqgwYNwmQyER0dzUsvvWTr6DZVqeLRmjVrrJ1DiHpJVdXyApGiYDGXkXlmF01ajkanr53d0IUQQohrZUlNL19NLSMHNEr58J4+nev0MLXKUJwd0d86CG3nthjnrEA9k4npt6WYt+1HP3IAmgDvSx6jqiqmOSuwxB8DnRbDvbFognxtkP7/2Lvv8DqK6+Hj39nd29R7sST3Kle5N1zBBgMGjAkl1FBeEgIJCUloCb8QEkISSAgEEkIgQEJCqKaDO+6429hyt2RLtnovt+zuvH+sLGPcJEu2JHs+z6NH0t7d2XP77tmZM61LCI345CGN//cb+v/I29OVtG7TANi+8SUO7luIxxdPWteppHWbRnzyEERD4RMhBMaVF2DnFzm9uV59H/dd1yD00184XAZDmPNWYC38EiwbW9cwLhiDa8oohNGsih9Npg/rjzVvBbKkAmvpeoypbT9UrzUkRHRmT/Eaiqtz2zoURTlKUlISjz766HFvj4uL43e/+90xb9u+ffsJ2z7Z7R01v9LsT8A1a9aQn5+PlPKI5ZdffnlrxaQoHZ6Ukpztb1Owfymjz3+Kbn1n4wtPJiVjguptpCiKopyVpJRYKzdivjsfTAtiIp1hat3S2zq0M0rrno77xzdhLVmL+eky5N58gk/9E33CcIzp447oVWJ/9AX2l5tBCFw3zuwwM881V0LKMBJShjX+7wtPxOWOIlBfyp7s/7En+394w5JI63Y+6d2mEZvozDzmuvkygk+9iszJx3x/Ea4rTm+NSGvrbsx35iHLKgEQfbuxq3cq/c8bfVoTV0LXMKaNI/T6R5gLVzm1lLxNLzbeXiVGdgWgpGZf2waiKEqraFby6JFHHuGtt94iKSnpiBNgIYRKHilKg7qaAtYvfZSiAysByN87j/Tu00jtPLGNI1MURVGU00P6A4Te/Ax7/TYAtMzuuK69uN0WfD7dhK5jTBqJPrgv9TtybwABAABJREFUofcWYG/egbVoNdaGbbgum4Ls34P4LbnYG5xZV42rL0Qf0KuNoz5zBo+5n4Ejf0zRgVXk7f2cg7mL8NcVsXvL6+ze8jphEamkdbuArr1n4btuBqGX3sVashatayf0rH6tHo8sryL07nzsr3Y6C2IicV0+FZnZndDGja2+v2PRhvZDzFuBLCrDWrIO44IxZ2S/p1NChJMMLa7OadtAFEVpFc1KHn388ce88cYbDBgw4HTFoygdlpSSfbs+ZNPK32OGatB0DwOG30NaN1VQXlEURTl72XmFzmxqJRWgaRgXT0CfOOKsH6bWFCI2Cvctlzs9Wt6djyytIPTKHERGCikN070bl07CGDmwjSM98zTdRUrGeFIyxmOZAQrzV5C/93MO7ltMXc1Bdm5+lfjkLCIGTKRofBz66j1EvvEJnk5JaMnxrRKDtCysxWswP18OwRBoGvrE4RjTxiI87sYZl1q0j4YSBoH6Mmqr83G5I4iM6XbUekLTMKaPI/TaB5iLvkQfPxTh69i9jw71PCqt2Y8tbTRx6jPTKYrS9pqVPIqMjKR3796nKxZF6bD8dSWsX/5rCvYtBiA2cSDDJvySyOiubRuYoiiKopwmUkqs5Rsw5yxwhqnFRjnD1E5hmvqznZ7ZA61nZ8z5K7EWfIlsSBxpk0dgTD57Ztc6VbrhoVOXSXTqMgnTrKcwbzkHcxeSlDYGKSVfyY+p6ZVD1r5xpL78LuKuWbgjW1ZU3N69n9Dbc5EFJQCI7um4rrwALfXYtamCgWrMUDVhEZ0AyM+ZT9BfTjBQTShYRTBQ1fC7klCg2vkdrKZf1v+j54DrydnxHlvXPkvnXjMZdt7/4a8r4UDuQtK6Tm2ceVcb3AcxdwWyoATrizUY08e16D62tdjwVDRhELL8VNUXEhOW2tYhKYrSAs1KHn33u9/loYce4tZbbyUqKuqI2zp16tSqgSlKR3EgZx6bVj5BMFCB0Az6ZX2XXgNvQNNOT1FFRVEURWlrsj5A6H+fYm90ioJq/XvgumbGOTtMrSmE24XrovPQh/Un9NlSCs0AnS46r63DancMw+cU0e7q1DcyQ3VERnfDX1dCvNYDWVTG8jdvwo7xkt59OmndpxERdfJaUU69Vgk19VS9P4ea7HWE9CChZIk9MAMzqYzQ3hcJbqskFKwiFKjG44vHHXcD/roi5r51CUIYXHbzKoQQrF/6KKFg9Un3GwxUAeANSyAsIhWX25nqOz9nHptW/o6NK58gMXUE6d2m0anrFIxpYwm9+j7m4jXo5w1DhHlP/cFsY7rmIj4ineLqHIqr96nkkaJ0cM06uw0EAnz88cd8+OGHjcsOdcXMzs5u9eAUpT0zQ3WU5L7Avo2rAYiO68OwCY8SHXfu1CxQFEVpb6RlYW/bi/B6EN3SEJoaJtHa7P0FhF59H1la4QxTu3Qi+oThakKIJtKS4jCuu5jiDRtIU4/ZSRmuMEaf/ySWFUTsL6b6+ZeptA8iK2y2rnuOreueIya+LykZEwAIBZ1eP8FgFYNH/ZTwqHRWzv8xBfuXkJVyK8lLAuyOWUZu952Hd1LQ8PMNvvBUEuPA5XYummuagWXWY7jCSEobg20FcXkicbmjcHuicbsjcXmicX9tmSfMGWLXpddMuvSa2di2xxtLTEImFSVbKT6wiuIDq9iw/HGSOo0iuauPpH1R6ItX4+rgCcaEiM4UV+dQVpsHnB2zyCnKuapZyaPnnnuOhx9+mPHjx6OpgzHlHKfrHqxQOULo9Bn8HfoMvg1Nd7V1WIqiKOckKSX25p2YHy12pogHiApHH9wXfUhfRJdOqgZPC0kpsZaux3x/IVgNw9RunInWRfU+V04/XXdD1zTCL7mIqXOgICafwv5BSio2UVG6jYrSbUdtUz/wFsKj0qE+gLRN/GvWQH0vfKnJRITV446Ia0jyNCR9DiV/3FENSaEYcvNNdMPLzBtXoBuHaxCNnPzbFt2f9O7TSe8+nZqqfeTvnUv+3rlUlu2gMH8ZhREg+mok7vySbj38dOp9QYv21ZYuy7qfq0b8kjB3dFuHoihKCzUreWRZFtdee+3pikVR2r1QsJrNq54iLmkQGT1nEp/xHXr2SCM++dwrdKkoitJe2HvyCH24CJlzwFkQ7gPbhqparCVrsZashZhI9CENiaSMFNVLpplkvZ/QG59ib9oBgDagF65rLurQQ2qUjkkfPxRPzgEy1rvJ2BgO3/8lB0tWUlq4AcMVhssdidsTjcsTRbg7idA78+izKpE+XIpbj8K4fBJ9x2XRTz/5hXDLssjN34AQAl0/PcWrI6I602fwrfQZfCvVFXvJ3zuXvD2fUV25l6KIPMLXfUyn3hdQVb6L6oq9JGeMxzA6zvDQmLAU4PBoFUVROq5mJY9mzZrFq6++yo033ni64lGUdm3/7k/I3TmH/Jz5pHSeguFJJCYhs63DUhRFOSfZhaWYHy3G/sqZ7hy3y5kpafJIMHTs7TlYG7Y5t1dUO1OlL1qNiI9BG9wHPasvolOSOqE5AVlVg70jF/PTpciyStA1jEsno583VD1uSpsQQuD61nSCB4qQhaVobyyh651X063v7MZ1pJTY67MJ/fs9rOpafPjQsvrimjkZER3ZhtGfWGRMN/pm3UGfIbdTsWYh++e/RHJ9BLKmjj3Zb7J325t06X0FQ8f/nGCgGl13H9Ebqj0qrNrD6yt/hpQ2P5r+dluHoyhKCzQrebRp0yZefvllnn76aaKjo484aJg/f36rB6co7YEZqmffzvfp1u9bdOtzJWVFm+naZ1ZjwUNFURTlzJKV1ZifLcNatRmkBE2gjxyEceE4RNThz2a9f0/0/j2RwRD2tr1OImnrbmRpBdaCVVgLViESY9GG9EXP6oeWktCG96p9kMEQ9t487O052NtzkAeLG28TcdG4bpyJ1lkVvVXalvC4cd18OcE/vYq9ez/mx1/gunQSAHZRKebb87B35jrrJsZizLoAvU/Xtgu4mYQQxAyfTNjSPGRRAebCLwnrkkpYRCfSuk4BYOfmf7In+01SO08kvfs0kjqNbpflE8LcURRW7UYgMK0ghu5u65AUpc3k5ubSpUuXtg7jlDUreTR79mxmz5598hUV5SxRWriBtV/8gtrqPITuolufWQyf+CvA6cqsKIqinDnSH8Bc8CXW4tUQMgFn+JRx8QS05PjjbifcLvRBvdEH9UYGgtjZe7DWb8PO3oMsLseauwJr7gpESgL64D5oWX3Rko7f3tlE2hJ5sMhJFu3Iwd6TB+bXvt8EiLRktH7dMSaNQPjUMDWlfdCS43FdM4PQK3OwFn6J1ikJu6gUa8GXTk0uQ8c4fwz65JEIV8ebAVcIgXHheEJ/fwtr6Tp6Tfp/9Bp4EyABKC3aiBmqYf/uj9i/+yNc7ig6dZlMWrcLSOw0Ak1rH4mkCE88HiOcgFlLac1+kqN7tHVIigJAZWUlf/zjH1m4cCGVlZVEREQwbtw47r33XlJSUlp9f0888QTl5eX89rctq5fWlpr1SXrFFVecrjiUDigUrKGmah+xDcO2Kst2EBHd1Slo2MFZZoDs9c+zc/NrgMQXnkJ4ZFpbh6UoinJOkqaFtXwD5tzlUFsPgOjaCdelk9C6pTerLeFxN9Y+kv4A9pZdTo+kbXuRBSWYBSXw2TJEpyT0IX2dRFJ8zGm4V21HVlZj78jF2r4Xe0cu1NQduUJMJHrvrmh9uqL16oKICGubQBXlJPTBfbAnDsdavIbQvw/PBq317Y4xaypaQmwbRtdyWt9uiC6dkLkHMBeswnXZFMAZ+XHeRS9QVrSJvL2fk793HoH6EnJ3ziF35xzcnhg6dZ1CerdpJKQMQ2h6m90HIQSJkV3IK99KcU2uSh4p7ca9995LZGQkb731FomJiZSUlPDrX/+aW265hQ8++ADDaN2kc3l5eau21xaa9YjccMMNxx3f/uqrr7ZKQErHUFG6jWWffQ9NczNt9ntIabNgznUIoREd25OYhP7EJmQSk5BJVGz3dnP1oynKS7ay9otfUF2xB4DOvWYyaNSPcbnb7xh5RVGUs5G0JfbGbZgfL3GmhQdEUhzGjAloA3u1uOaO8HrQh/VHH9YfWe/H2rwTe8M27B25yANFmAeK4OMvEBkph4ttx0a1wj07s2QgiL0nz+lZtD0HWVBy5ApuF1rPzmgNCSORFKfqGSkdhnHJROx9Bci9eRAdgevyqWiDep8Vr+HG3kd/+x/Wsg1O77+Gmk1CaMQnDyE+eQiDRv6YksL15O/9nPyceQT9FeRsf4ec7e8wcOSP6DngeoKBSlzuSIQ48zNmJ0Q4yaOS6twzvm+l7VhBecLbNR2ELrBNibSPv54QoLmEc0xgHnsd3d389/vatWv59a9/TWJiIgAJCQk8+OCDPPnkk1RVVTF79mxmzZrFBx98QFFREZmZmfzyl7+kZ8+eAKxZs4Y//vGPbN++naioKGbOnMn3vvc93G43zzzzDOvXr6eyspL9+/dz44038sEHHwCwdetW3n///WbH2x40K3k0atSoI/4vLy/n008/5eqrr27VoJT2SUqb4oOrSeo0isjobui6F93wUldzEClt3O4ogoGKxulSc7Y7RfE03U10XG9iE/oTk5BJSsZ4PN72dyXItkNs3/APtm/8B1JaeHzxZI17mNTOE9s6NEVRlHOOtTMX88PFyP0FzoLIcIzp49BHDUI0YZak5hI+L8bIgTByILK2HmvTDieRtGsfcn8B5v4CzA8WIbp2chJJg/u038K7UiLzCjF37XOGo+3Nd4bxHCJApKeg9emG3qcroksnhNF2PRMUpSWEruO+Yzb29hy03l0Q3vZdQLq5tN5dEN3SkXvzMOevwjXr/KPWEZpOYupwElOHM2j0Tyk5uIa8vZ9zIHchqV2cGknrlj5KefEWssY9RErGeWf0PiREOjVeimtU8uhcsuGXdSe8vfs1HmIHGuR9HKR41XGyQkBEN40+t/nwF0u2/rn+mOsM+3V4s+O7+OKLeeSRR1izZg0jR45k8ODBpKWlHTGs7I033uCFF16gW7du/OY3v+HOO+/kk08+Yf/+/dxyyy3cd999vPzyyxw8eJC7776bmpoaHn74YQBWrFjBSy+9xKBBg/B4POTl5QGcO8PWvv/97x+1bNasWfzud79rtYCU9qn44Gq+Wv00FSVbGTf9OZLSRjP+wr8SFtkJTXNeRjOum09dzUEqSrZSXrKVipKtVJRuJRSsobz4K8qLvwJg8mWv4/HGsnXtc5hmHV37zCIqpntb3j2qynex5otfUFm6DYC0btMYPOZ+PN6YNo1LURTlXGMfKMb8cDH2Nqf3Jx4XxuRR6BOHIzxnZli0CPdhjBkMYwYjq2uxNu3A2rANuWc/MucAZs4BzDkLEN3S0bP6oQ/qjYhs/oFra5LlVVg7crC27aXPtj2YgdCRK8RGoffp6vQu6tUFEd5xpvpWlJMRHjf6oN5tHcZp4fQ+Gkfo+TewVmzEmDIKEXP8xLWmGSSljSYpbTRDxj6IphnYdoiyok0E6kvxhSUDsHXtX7DtEGndphET3++09tRKbEgelVTvO237UJTmeuyxxxg1ahQff/wxv/jFL6iurqZz587cfffdzJw5E4Bbb72Vfv36AfDAAw8wfPhw1q1bx8qVK+nTpw833XQTAF26dOHHP/4x99xzDw8++CAAGRkZjBkzpm3u3GnS4oF8/fv356uvvmqNWJR2qLJsB1vWPENh3jIADCOMulrnKnBEdOcj1hVCEB7ZifDITqR1c66KSGlTW51HRUk25SVbqSzdRlSMM9Z5364Pqa8toFOXyQBsXPFbqir2OMPd4jOJTcgkLDLttHc7llKyYflvqCzdhssTzZAx95Peffpp3aeiKIpyJFleRejTpdhrvnLqwWoa+pjBGNPGtmliRkSGY4zLwhiXhaysxtrYkEjKyUfuycPck4f5zjxn2NeQvk4i6QwkZmQgiL1rH/aOXOzte5FFZY23GQAetxNTn4ahaAmxZ8UwHkU5F+m9umD1yHBmlpu3AtfsaU3a7tAFXk1zMf2qDykpWENUXC8sK8ie7P8RClazc/OrhEdlkNb1AtK7TyMqtuVDgr8pIeJQ8iinVdtV2rchj5y4Xt6hUlzpM9ykXXj8i0OHXo7eRHHSNptD0zQuu+wyLrvsMqSU7N69mzlz5vDTn/60cSjb12dG8/l8xMTEUFxcTGlpKRkZGUe0l56ejt/vp7S0FICkpKRWi7W9aFby6MCBA0f8HwqF+Oijj0hNVVO2nm3qag6Sve6v7Nv1ISARwqBb31n0HXIHHl9ck9sRQiMiqjMRUZ2PSMhIKckc9j0qSrKJju8LOL2bqiv2UnJwTeN6Lk80sQn9GpNJMQmZ+MKTW+VLrboyl7rqPJLTxzFk3MNkr/srg0f/FG+YmqpZURTlTJF1fsz5K7GWrG2c5Usb3AdjxnloiU3/vjkTRHQkxoRhGBOGOT19Nm7DWr8Nub8Ae2cu9s5czLfnovXu4iSSBvZqtdnJpG0j8wqxt+dgbd+LzD0A1teKRAiB6JyK6NWZ3SJEr6nnYbg7/gQWiqI4jAvHE/zLf7BWbXJ6H8VFN2t73fCQnD4OcC74Zo3/Bfl7Pqdg/xJqq/azY9NL7Nj0EhHRXUnvNo207tNabWRAYmQXZgy6l4SIzkgpVSL7HNHUOkSa0bT1hCZorXmZlixZwj333MPChQuJiYlBCEHPnj358Y9/zLJly9i6dSsAhYWFjdvU1tZSXl5OamoqaWlpfP7550e0uW/fPtxuN9HRznvzbHydNyt5NGXKlCMeBCkl0dHRPPbYY60emNI2goEqdmx6id1b/4ttBQFI63oBmcPuOqqnUUsIIejc8xI697ykcdmISY83DHfLprxkC5VlOwgFKinKX0lR/srG9Xr2v56Bo35EdWUuNZW5xCb2x+tr3pTKZcVfsfTjO9B0F1OveJOomO6MmqKGXyrK2UKWVxF68zNkWaUzzXhGClpGCiIt6ayrh9FRyZCJtWwd5tyVUO8HQPTIwHXJJLQu7f+ilIiNwpg0EmPSSOzSCuwN25weSflF2Nv2Ym/bi/nm52h9uzqztvXv2ezXniyrxNqe4xS63pHb+Dg1xhAX3dCzqBtaz86IMC+WZVG3YQNCVzWMFOVsovXIQOvdBXtHrtP76FsXnnpbmou0rlNJ6zoVM1RHwf4l5O35nML8ZdRU5rBtwwts2/ACyenjGXPB0y0+CXYbPib0vqFFbShKaxoxYgTx8fE88MAD/PCHP6R79+4EAgEWLFhATk4OkyZN4t///jcvv/wyY8aMISkpiccff5zu3buTlZVFcnIyzz//PK+88grXXnstBQUFPPXUU1x66aW4j3Phxu12N/ZK6qialTyaP3/+Ef/ruk58fDwuV8eZSUs5vsrSHSz55A5CwSoAElKG0X/ED4hLHHBG9h8d15vouN7Q+3IALCtIVfmuhhpK2VSUbKWqfBeRsc5VkPy9n5O97nkyesxg+MTHqCrfzYHchQ09lPodsyi3v74UjzeOmPi+RMX2wHBHnJH7pijKmWPv2U/wn3Mapx+XRWXY67OdGwWIpHhEQzJJy0hBdEpCuNX32JkibYm9biuhT5ZAufN9I1ISMC6ZiNave4e8UqfFx6BNHY0xdTR2UdnhRFJBCfaW3dhbdoNhoPXrjp7V17mfx6jfJP0BZyhaQ8JIFn9jWl+vG61XFydh1Ltrh5+GXFGU5jGmjye4Ixfry6/Qp45Gi49peZuuMNK7Tye9+3RCwWoO7ltM3t7PKdy/lMK8pdRW7W+VC8ib8+azq2gl/TtNoXfK2VUHRul4vF4vr7/+Os8++yzf/e53KS0txeVyMWTIEF5++WV69HDKrAwbNoy77rqLAwcOMGLECF544QU0TSM9PZ0XX3yRp556imeeeQav18sll1zCD3/4w+Puc8aMGdx7771MmjSJRYsWnZk72sqalTxKS0s7XXEobURKm8K8ZSSnjycythtubwzesEQGjLiH5PTxbXoQr+tuYhOc4WrdGpZZph+JM+2jyxVBZEwPYhuSW0X5K8he91zj9mERnYhp2D42IZOa6jy++vKPDBn7ABk9ZjBm2jO4PVFtMmWpoiinh7l8A+Y788C2EWlJGNPHOSfw+wqw8wqgohpZWIosLMVes8XZSBOI5AQnkdS5IaGUmogwWlwWUPkGa/tezA8WIw8UOQuiIzAuOg99eH+EdnZ8FmtJcWjTxmJMG4tdUIK1Pht7wzZkcTn25h3Ym3eA24WW2QN9SF9EVLgzFG1HLjI3H+yvTW2sCUSXTui9G+oWZaSelpnmFEXpGLRuaWh9u2Fv24s1dwXaNRe1avsud2TjyICD+74gKrYn4ZGdWqXtXUWrWLXnbcLcMSp5pLQLSUlJPProoydcZ/jw4fzmN7857m2vv/76MW+7++67j1o2evRoVqxY0fxA25EmHRl/c7jaNwkhmDdvXqsFpZwZUtp88dF3KCvaxOjz/0hq54mMm/4cYeHJCK19dnfXjcO1I3r0v5Ye/a9t/D8iuhvp3S+iomQrNVW51NUcoK7mAAdyjnxt5u35jIweM9RMaopyFpGWhfnufKzlGwDQhvTFdc1FTo+iAb0Or1dVg51X6NSo2X8Qe18B1NQhDxZjHSyGLzc7K+oaIjXRSSRlpDq/U+LVUKBTZOcVODOo7WiYptnrwZg6Cv28YWd1ry8tJQHtovOQF45HHijCWr/NSSSVVWJvcP7+JpEQ4wxD693VGYrmU8MsFUU5zJg+nuC2vVhrGnofJZ6eHoipnScAtFqNon6p5xHmjqZX8ugWt6UoSttoUvLoWJkzgA0bNvDGG2+QmZnZqkEpp1dFSTZubzRhEZ1ISBlGdcUegoFKgFa7utAWUjLGkZLhFAIMBqqpLM3+Wg2lrZihWnoPuoWe/a9r40gVRWlNsqaO4D/fQ+7JAwHGRRPQp4465sGuiIpAz4yATKc7spQSKmuw9xdg7y9oTCpR50fmFWLlFcKKjc7GhoFISzo83C0jBZEUd9b0mDkd7NIKzE+WYK9rGDao6+jjszDOH3NOTRUvhHBqb6UlIy+egNxfgLVhG9bG7RAIHp4VrXfXVhmGoijK2UvrkoqW2R176x7MuctxX3fxadlPfW0h65b8ktqafC648r0WJ5D6pp5H39TzWik6RVHaQpOSR1dcccVRy1566SXefvttrr32Wh544IFWD0xpfbXV+Wxd+xfy9nxKevcLGTHpN04yZcANZ10vHLcnksROI0nsNLKtQ1EU5TSy84sIvvSOUzvH48Z1/SXo/Xs2eXshBMREosdEog90eihJKZFllQ2JpAJknvMbfxCZewAr9wDWoQbcLkR6Q0HudGfYm4iPRWgdr25Pa5K19Zhzl2Mt2wBWwwxqQzOdGdSaOUPQ2UY0zIqmdU7FNXNyW4ejKEoHZEwfT3DrHuy1W7HPH42W1LyJY5rC7YmhpHAdthWkpiqXyOiuLWrPtIJs2P8JJdX7mDbgLjRVNkJp5xYsWNDWIbQ7zS7oUFVVxc9+9jPWrFnD73//ey66qHXH2iqtL+AvZ/vGf7An+39I2wRACA1pW7hUwWhFUTooa+N2Qv/5GIIhREIMru/MQktJaHG7QghEfAzEx6AP6Qs4RZ5lSbmTUMo7lFQqhGAIuScPa0/e4YSS14OWkYxI/1oPpbjoDlkIurlkMIT1xVrMBSvB78zYqfXu6hTDTk9u4+gURVHODlpGCtqAnthf7cL8fDnu6y9t9X3ohofhE39NZHQXIqJaXjBbCI131/4aS5qM7jGbmLD2P6umoihHalbyaMOGDdx7773ExsbyzjvvkJGRcbriUlqBadaze8t/2LHpn5ihGgCSOo2m/4h7iInv28bRKYqinBppS8zPlmLNdYoOan264rphJiLMe5ItT53QBCIpDpLi0IdlNsRhI4vKGnso2fsLkPlF4A9g79wHO/cdTiiF+5yeSV+b5Y3oiLMmoSRtG2v1V5ifLoVK5/tGpCVhXDIJvU/Xtg1OURTlLGRMH0fwq13Y67Oxzx/TKhdPvimt69RWa0vXDOIi0imuzqG4ep9KHilKB9Tk5NGLL77I008/zdVXX81Pf/pT3O6jp5hV2gdpW+Tu+oDsdX/FX+fMaBMd14f+I+4hOU3NbqAoSscl/QFC//4Ie8suAPSJwzEumdQmM1AJTUOkJEBKAvoIZ9ZHaVnIgtLDw932HUQeLIbaeuzte2H73sMJpcjww/WTUhOdGkBhXoTP6/zuAIWkpZTYW3djfvQFsqDEWRgbhWvGeWhZmef88D1FUZTTRUtLRhvUG3vTDszPl+G+8bJW30d9XTEbl/+Wmqp9TL3ify2+4JEQ0YXi6hxKqnPolTyqlaJUFOVMaVLy6M4772Tx4sVcf/31TJs2jY0bNx61zogRI1o9OKX5pJQs/ug7lBc7MwaFRaTSb+j3yOhxkZqSXlGUDs0uKSf0j3eQhaVg6Liumt6YtGkvhK47RbXTkoBBAEjTRB4sPlyQe18BsrAEqmuxt+7G3rr72I0ZOvi8To+qsIbfPie5dNSyQ/8fSjydgVnh7NwDhD5Y5BQqBwjzYpw/Bn18FsJo9qh4RVEUpZmM6eMIbt6BvWE79vnFaJ0SW7V9tzuKwvxlDXWP9hEZ3aVF7SVGdiH7IBTX7GulCBVFOZOadHS3aNEiAF577TVee+21o24XQpCdnd2qgSnNU1a0Gbc3moiozqSkj6OmMpc+Q26je9+r0A01za+iKB2btSOH0CvvQ70fosJx33IFWpeOMTukMAxERipaxuEu+jIYQh4oOjzcragM6v3IOr9zH20JpgXVtcjqWmeb5uzU42pIKvmcqd7DfIgwT+MywjzOb5/XWR7mcxJPXs9Jewu5q+owX/sAuWmHs8Aw0CcMw5g6ymlDURRFOSO01ES0wX2xN2zD/GwZ7lsub9X2dcNDXOJASgrWUnJwTYuTRwmRzvYl1TmtEJ2iKGdak5JH27ZtO91xKC2wc/OrfLX6T6R2mczoqU/Sc8ANdM+8Frcnsq1DUxRFaREppVOA+f2FICWicyruWy5HRHfszzfhdiG6pqF1TTvqNiklBIJQ5ySTZL2/8e/GBNPXl3/9dn/AaSQQgkAIWVHdvKSTALzH6MnU0MPJrq6l5+qvnBgF6CMGYkwfh4iNao2HRVEURWkmY/o4ghu3YW/egZ1X2OqTEySkDHOSRwVr6db3yha1lRjRkDxSPY8UpUNS/co7qEB9GRWl20hOH0ty+ni2rH0WlzsS2zYxXL62Dk9RFKXFpGlivvk51uqvANBGDMA1exrCdXZ/dQkhwOtxegE1c1p7adtQHzgy0XSshFOdH1lX76zbsIxgyOneVN+wXumxezsJQPTrjuuSiWiprTtEQlEURWkeLTkeLSsTe91Wp/fRrbNatf2E1OGw4QVKDq5BStmiukeHeh6V1x4gZAVw6Wp0hKJ0JGf3EfhZyAzVseurf7Fz86sgBNNmv09UbHcu/NZHeMPUQbyiKGcHWVVD8OX3kLkHQAiMmZPRJww7a2YnO12EpkG4zym+3UzSNBsSTIGGBFN9YyKq8e9QiN0RBr2nT0Y7A3WVFEVRlJMzpo0luD4be8su7P0Hjxgm3VJxiQPRdDf++pIW1z2K8MSRGNmVSG8C9cEqXD517qK0jV/84hd88MEHAJimSSgUwuc7fOw0aNAgUlNT+e1vf9uk9tasWcPtt9/O+vXrycvLY+rUqcyfP5/09HT69OnDq6++yqhRHb9IfLtLHr3//vs88sgjRywLhUIAfPXVVzzyyCO8/fbbuFyHZ6G5//77ufrqq89onGeabYfI3TGH7PV/I1BfCkBsQn8CgXI8vliVOFIU5axh7ztI8KV3oaoGfF5cN85U072fAcIwICoCERVx3HUsy6Juw4YzF5SiKIpyUlpSHNrw/tirv8L8dBnu22e3WttH1D0qWNui5JEQgh9Pf6fVYlPaN+k/zsB5NwhNIG0JweNsfGgdS0KoYZkLhC4ahvc3LDNAGM2/sPjoo4/y6KOPAvDOO+/w7LPPsmDBgsbb77///ma1N3z4cNavX9/sODqadpc8mjlzJjNnzmz8v7CwkCuvvJKf/OQnAGzevJlf/epXXHHFFW0V4hklpSQ/Zz5b1zxLTVUuAOGR6WQO+z5p3S5QV+EVRTmr2Gu3Yr31OZgWIjke13dmoSXGtnVYiqIoitKuGReMIbh2C3b2HuycA2hdW29Sica6RwfX0q1Py4bFWXaIstoDCCFIiOjcShEq7VHd7TXHXO590Ifez0AWSep/UnvMdXxPhyPiBNZmi8CT9QB4fuDFGO6CakndXc52rplu3FednuGPpaWl3HPPPaxatQqXy8Wdd97J9ddfD8CUKVMYP3488+fPJzExkZ/97GfcfPPNbN++/YRt1tTU8NRTTzF//nyCwSCjR4/moYceIiEhobHH0i233MLbb7/NJZdcclSnmrbWrudul1Lyk5/8hEmTJnHZZZcRDAbZsWMHAwa0r6mZTxd/zU6WfnIrXy74CTVVubi9MQwa/VPOn/U26d2nqcSRoihnDWnbJK/bifXfT8C00Pr3wP2D61XiSFEURVGaQEuIRR/hnCOZny1t1bYTUocBUFLg1D1qiUXb/smTn13Bwux/tEZoinLarFy5kmuuuYaVK1fy4x//mMcee4zCwsLG2zdt2sQnn3zCq6++iqY1La3y4IMPkpubyzvvvMO8efOIiIjg+9///hHvq9raWpYtW8a9997b6veppdpdz6OvmzNnDrt27eK5554DnFnfTNPkz3/+M2vXriUyMpIrr7yS2267rclP2CGWZZ2OkFvNzs2vUbT7zwDohpcemdfRo/8NuNwRSNp//OeCQ8+Bei7aN/U8tX+yzo/57w9J2OHMvqJNHYU2bRy2JkA9b+2Kej+1f6fzOZI1EhGhLly1BvVe6hg62vMkpoyC1Vuwt+cQ2pWL1i29VdqNjstE01z464qpqsghIurUewzFhTsxFVfntMrj2pGeo44QY2sK+/txhsG7nV8iSZx0HX2gfnidQ1VrIr+23WnMZowbN46xY8cCcPHFF3P//fezf/9+kpOdGQ2nT59OVFTTZ5stLS3ls88+45NPPiE+Ph5wkknDhw9ny5YtxMTEAHD55Zfjdrtxu92te4daQbtNHtm2zfPPP8+dd95JRITz4qiurmbkyJHccMMNPPXUU2RnZ3PXXXehaRq33XZbs9rfvHnz6Qi71YQCyQjhIjx2DNEpl+IXMWzZuqutw1KOob2/lhSHep7aJ3dlLZ0Xb8RTXY+ta+SPyaQqJQI2bWzr0JQTUO+n9q+1nyOjyqDbv7pQmVlFyZhSbI/dqu2fq9R7qWPoSM9TavdU4nblU/n25+SeP7TV2o1OuRLdHc+OnQfR9LJTbqci4AegoGIvG1qxhl5Heo7OFcJ74osNQhPgPUkbuoBvzM/hzErbwuCa4FAyB2hM5Hw9AZiUlNSs9vLz8wH41re+dcRyXdfJy8tr3F9z2z2T2m3yaNWqVRQVFTF79uGCb+PGjWPcuHGN/w8aNIibbrqJjz/+uNnJo4EDB6K345liLMtig+5jSNbYdh3nucyyLDZv3tzuX0vnOvU8tV929h6seUvAH4SYSPaO6Uevieozrz1T76f2rzWfI2uThb3GxLjZjTXXxAyGiNsQS/LIZPQh7fYQskNQ76WOoSM+T7JLd8wnXiKisJxBkfFoPTJaqeUhrdJK0OzD3AO/ImjX0LtfV8I8MS1qryM9R4diVc4OzS0hc6jH0ieffEJi4uHJrnbt2kVGRgbFxcWn1O6Z1G6/+T/77DMuuOACwsLCGpfNmzePkpISrrnmmsZlwWAQr7f5qUdd19v9B4xuRHaIOM916jnqGNTz1H5IKbEWrML6+AuQILqno99wKf5dO9Tz1EGo56n9a+lzZG0xCT0TgBDoXW08M7wYnQ3MFSau8W6EENj7LTAEWmq7LqHZrqn3UsfQoZ6nhFjk6EFYy9Zjf74c465rW+VkNBioZPvGl6gu382Yac+ccps+PYJoXzKV9YWU1ecRGRbf4tiggz1HyjkpOTmZSZMm8etf/5pHHnmEiIgIXnzxRf72t78xd+7ctg6vSdrtt/3atWsZMWLEEcuklDz++OOsWLECKSXr16/n1Vdf5eqrr26jKBVFUZTmkMEQoX99iPmRkzjSxwzGfefViIiwk2+sKMoZI+I0RIRAH2ZgTHYKTegDDDy3exHCmWI58Hc/9Q/WEnwr0OIiuoqitB5j6mgwdOSePOyd+1qlTV33sGfrfynMX05t9f4WtXVolrWS6taJTVE6it/97ndERUVx+eWXM3r0aBYvXsyLL754RE+k9qzd9jzKy8s7arzfBRdcwAMPPMD//d//UVhYSEJCAnfffTeXXXZZG0WpKIqiNJUsryL48rvIvELQNIxZUzHGZjk3nmNFJBWlvZL1EuFzehN5fxGGiBEI4xg9DOpARAowQZbY7bqbvaKca0RMJPqYIVhL1mJ+uhStV+cWv0d1w0u/od/FF56Mx9uymVATI7uyu3g1JTW5LWpHUVrDrFmzmDVr1hHLfvvb3x613vbt2xv/XrBgwRG3jRo1qvH29PT0I9b9+t/R0dE8+uijx4zjm9u1R+02ebR+/fpjLr/mmmuOGLamKIqitH/23jyCL78HNXUQ7sN902VoPU99thZFUVqftd3E/6d6PLf7MIYaaAnH76AuIgSe+3xYa0z03s5QEemXBF8P4LrMjRbfbju3K8o5wZg6CmvFRmROPvaOHPQ+3VrcZu9BN7c8MCAh0vn+L61pWQ8mRVHOrHabPFIURVHODuaKjZjvzAXLRnRKwvWdK9Diots6LEVRvsbaaeH/Qz34wVwQRM/ST9pTQQiBMcLV+H/ovSDmwhDm8hDuKzwY013H7rWkKMppJ6Ii0McNwVq8BvOTpWi9u7a491EwUM3uLf+iqnw3I6f8/pTbG9J5BpmdJhETltKieBRFObPUZSFFURSlWSw71KT1pGURensu5pufgWWjDe6D++7rVOJIUdoZa7eF//d14Aetn47nbt8pnRQa4wy03joEIPjfAPU/r8Pabp6GiBVFaQpjyihwu5D7DmJn72lxe5pusGPTPzmQu4Da6rxTbifCE0tceBqaUAWuFaUjUckjRVEUpckOFq3jlbem8tGC7+MPVBx3PVlTR+iv/8Na5gxBNi4aj+vGmQiP+wxFqihKU1h7Lfy/q4N60ProeH/kQ3hOrTeBlqHjfciH+3YvRAhkno3/sXrM5U1LOCuK0rpEZDj6OKe2oPnp0hYXtjcMH7GJAwAoKVh7yu1IKfn74v/Hrz6YSlntgRbFpCjKmaOSR4qiKEqThEJ1LFj+C4KhGvYfXM47n95IWcXuo9azDxQR/NNr2Lv3g8eF6ztXYFwwVhXUVZR2yFpjQh1ovXW8P/YhvC17nwpN4JrgIux34RiTXIhYgT7EqZIgAxJpq1nZFOVMMiaPBI8LmVeIvWVXi9tLSB0OQMnBNafchhCCan8JtYFySqpV0WxF6ShUzSNFURSlSQpKNlJbX0xEWApCaFTV5PHe57dw7cz38HnjALA2bif0n48hGELEx+C6dRZaSkIbR64oyvG4ZrsR0QLjPBfC13oJXhEp8NzqRdZJRJjTbvBfAew8C/fNXvQuariKopwJIiIM/bxhWPNWYn66DC2zJ0I79fd6YsowtvN3SgrWIqU85QtDVwx9CLfhIymq5YW8FUU5M1TySFEURWmSjNQxzL7odYKhGqIjOzN36c9ISx6BzxuHtCXm58uwPl8OgNa7C64bZiLCfW0ctaIo32TnWwQ/COL5jhfhFrimnb7hpIcSR7LaxlwVgnrw/7wOY5oL95WeVk1YKYpybMbEEVhL1iEPFGF/tRN9UO9Tbis2aSCa5qK+tpDa6jwiojJOqZ1uiUNPOQZFUdqGGramKIqinFAwVEt1jVOTIC6mBymJg/F5Y7lkynMMHXAb0h+g6pV/sSz7z4Q0E33CMFy3X6USR4rSDtkHbfyP12MtMwm+EThj+xWRGr7fhqOPMkCC+VmI+p/WYq4MtbgOi6IoJybCfegTneFm5qdLWzR8tLXqHu0v+4p/Lr2Ht9Y8esptKIpyZqnkkaIoinJCK9c/zf8++hY7cz49YrmmGciySgJ//heL/K+zLWkXn4z6ktD0IQhdfb0oSntjF9r4H69DVkq0DA335Z4zun8tTsP7fR+en/oQyQJZIQm+GQA1IZuinHbGxOHg9SALSrA3bW9RW61R98iyQ2wrWMquolUtikVRlDNHHd0riqIox1VUupWtO98iZNYR1lDX6BBrZy7BP74KBaUMqRiBzxWDNzYJjyeqjaJVFOV47CIb/2/qkOUSkabhvd+HiGybIWPGQAPfb8JxzXLjvtmLcDlxmCtCyKDqhaQop4PweTEmjQDA/GwZ0rZPua2EFGfI2aG6R6fURmRXACrrCghZ/lOORVFOxV133cV99913xLI5c+bQp08fnnzyySOW/+lPf2LWrFlnMrx2SyWPFEVRlONKjOvHhFEPMyTzZtJSRgLOFLvmkrWE/vY/qPMjMlLo/N2fcOXFr3PB+CfQNRdS2uTmL2nj6BVFAec9G3i2HlkmEZ00fA/4EFFtewgo3AL3FR6MgU75TXOjSeA5P/UP1GLtUF2RFOV00CcMA58XWViKvX7bKbcTlzQIoRmNdY9ORbg7Bq8rEomktGb/KceiKKdi0qRJrFp1ZK+3+fPnk5WVxdy5c49YvmLFCqZMmXImw2u3VPJIURRFOSYpbYQQZPacxeise5xlwRDm/z7FfHc+2BJtWCbuu65FxEQSEZ6CzxsLwOpNf+WTRT/gi1W/xrJCbXk3FOWcJ4TAc7sXrY+O9wEfIrp9Hv6JWIEskQivKqKtKKeD8HowJjsXgszPlyGtU+t9ZBg+uvf7Fv2Gfg/D8J5aLEKQGNkFgOLqfafUhtK+yYB14h/L6bUmQ/aJ1ws6r1Npy+Ou01wTJ06kuLiY3bt3AxAMBlmyZAkPPPAAeXl5jcurq6vZvHkzEyZM4IknnuCiiy4iKyuLMWPG8Ktf/aqx590NN9zA/fffz+TJk5k0aRI1NTWt8RC2O2q2NUVRFOUo+w+u5MsNzzJ5zP8RF9MTADv3IKH/fIQsKgMhMC6ZiD5pxDGn6XUZYYBgz/75DB1wKxHhKWf4HiiKYpfZyEIbvZ+BlqHjfch3ytNqn27GYAP9iXCsbAutsw5A6IsQ1EiMaS6E0T7jVpSORh+fhbl4NbK4HHvdVvQRA06pnUGj7jv5SieRENGF/WVfUVKT2+K2lPan/u4NJ7zdfUd3jOGxhN7Mw1xUfNz1tN4ReO/rgyzw4/+/rcdcJ+yFYc2KLSkpiczMTFauXEmPHj1YtmwZSUlJDB48mBEjRjB//nx69OjBqlWrSEhIYNWqVSxZsoRXXnmFpKQk1q9fz/XXX8/555/PmDFjAFi+fDlvvvkmPp+PiIiIZsXTUbTPS0+KoihKmwmGali88lGKy7aydde7SNMi9PESgn/+l5M4igzHdcdsjMkjj3simtX/Zi6a9DTTzvt9Y+IoEKg6k3dDUc5pskLif7wO/+/rsbY4w8Daa+LoEOETGEOd65qy2ib4bz/B/wTwP16vZmRTlFZyZO+j5Uir+b02AEyznn07P2TTqj+c8vvzcM8jlTxSzryJEyc2Dl2bN28eU6dOBWDKlCnMnz8fgGXLljF58mS+9a1v8c9//pPExESKiorw+/2Eh4dTWFjY2N6ECRNITk4mKursrf2peh4piqIoR5C2TXLiILRSgxFJVxP846vIg84VIS2rH65Z5yPCfSdtp0va+Ma/8wtW89kXP2bCyIfo2XX6aYtdURSHtdFCFkhEvEAkdcBrheEC93Vegv8NYIw0GhNf0pSqF5KitJA+Lgtz0WpkaQXWmi0YowadUjvrlj2KtE169LuG8Kj0Zm+f0JA8KlHJo7OS75khJ17BcL6bXFel47oy7fjrNXz+ixTvydtshkmTJvH6669jmiYLFy7kmWeeAZzk0eOPP055eTnLly/nwQcfpL6+nkcffZTVq1eTkpJCZmYmUkrsrxWeT0pKarXY2iuVPFIURVGO4PFEcf6Y31A7fz7ymf+BZUO4D9eVF6AP6XtKbW7b/R7BUA3zlj1AacUORg6+CyE64AmtonQQxkQDDYE+wEBL7HjvNaEJXBNdTk+kMGeZnW/hf7we12w3xgQXQlNJJEU5FcLjxpgyCvP9hVhzV6AP648w9Ga1YRg+uvS6DJc7EqGd2illp5g+jOnxLTrFnNqxhdK+CU/TXlPC1bTvKKEJaGKbTTFw4EA0TeO9995DSklWVhYAaWlp9OrVizlz5lBUVMTo0aO56667iI6OZunSpXg8HmzbZsSIEUfG185797YGlTxSFEVRAAgEq9m07d8MTpiJ/N98jH0HAdAG9MR11XREZPgptz15zKOE+RLZmP0q67e8TFnFLqaO+zVu19k5JlxR2oKskQT/FUAb2HA1d4q7jSNqORF5+GA89HkIWSkJ/iOAlqih91eHsYpyqvSxQzAXfoksq8RavRljzJBmt5E17qEWxZAQ0ZnLsu5vURuKcqo0TWPChAn89a9/ZfLkyWja4STWlClTeOWVVxg7diwej4eamhqSkpLQNI2amhqeffZZampqCIXOrUlhOt6lKEVRFOW0WL72KdZufoHP59yB3HcQvB5c112M65YrWpQ4AtA0nTFDf8iUsb9C19zk5i/h3U9vIhiqbaXoFeXcJmsl/ifqsJdZdPokta3DOS3cN3pwX+dBH2OgZTpXn+18C1mv6iEpSnMJtwtj6mgAzLkrkKbZ7DYsM0B+zny2rHn2lOse7ShYwaJtL6u6R0qbmDhxIvv372fKlClHLJ86dSoHDhxg8uTJADz88MNs27aNkSNHcuGFF1JTU8N5553Hjh072iLsNqMu2SiKoijkbPuM7XvmgISBB/ui9emK6+qLEDGRrbqf3t0uJiaqK58u/hFpqaNwu1qWlFIUpYEGuAVEQtGEYhJIbOuIWp3QBa6L3Lga/pemxP+0H/wS97c96F+rjaQoysnpYwZjLlgFFdVYqzZjjMtq1vZS2qxe9ADSNuna5wrCI09Qt+Y4vtjxKruKVhHhjW8soK0oZ8qMGTOYMWPGUcsHDBjA9u3bj/j/nXfeOW47r7322mmJr71RPY8URVHOYVJKapcu54uVvwKgX2lf0i68HtcdV7V64uiQpPj+zL7odcYMvRdwZnfbtnuOmk1JUU6BDDnvG+ETeH/iw/2gl2B8sI2jOjNkqQRLIsslgWf9BH5fj11on3xDRVEAEC4D4wJnmnFz3gpkqHm9jwyXj9iEAQCUHFxzSjEkRHZ2tlc9jxSl3VPJI0VRlHOUrKgm9MJbrFj7JHWuOiKtGMZc+xTG2CGn/ep9mC8eXXMhpc38ZQ+xZPVj7D34MqYVOK37VZSzifRL/L+tJ/h2ACklwivQUs+dQzstWcP3eDiuK9xggLXZov6BWkLzz43kmaK0Bn3UQIiJhMoarJUbm719YuowAIoL1p7S/hMjujrb16jkkaK0d+fOEYaiKIoCOL2NrDVbCPzuJep3beNAdAEgmDL9SdxJKWc4GkFayiiE0KkP5IPqfaQoTRb4Sz32DovQ50Fk+bn53hFugXuWB9/j4egDdQiBtc5E2ufm46EozSWMr/c+WokMNq8AcELKcMDpeXQqPYgP9zza1+xtFUU5s1TNI0VRlHOIrK4l9Obn2F/tBMCb0YWrzv83+eZ2UpObV+ugNQghGNT3OmIiu5G3vxrD8CKlpKomj+jIjDMej6J0JK5L3Nj7/Hju8aHFndvXA7UUDc9PfJhfmBijDYQmGk9kVR0kRTkxfcRArPmrnJnXVmzAmDji5Bs1iEsahBAG9bUF1NUcaHbdo4QIp85Rac0+bGmhidabil1RlNZ1bh9pKIqinEOsjdsJ/O4lJ3Gka9RM64X7nuvxpXelZ9fpbRpbWspIPK54AL7a/l/e+HA22/d80KYxKUp7JIMSO98CQO9j4PtDOHoPdbIFTpLINdGF8DiJo+BrAYL/Dqh6aopyEsLQ0Q/1Ppq/Chlo+tBPw+UjNrE/cGp1j2LDU9E1F6YdpKKusNnbK4py5qjkkaIoyllO1tYT/NcHhF6ZA7X1iNREDl7fh7dKf8Wy9U+2qxMrKSUHi9dj2yGWrn6CuvqStg5JUdoNGZIEnq6n/tE6rN1OAkm4VK+aY7F325hzQ5ifhQj+I6CGsSnKSejD+yPiY6CmDmvZ+mZtm5By6nWPNKETH+H0NC6pzmn29oqinDkqeaQoinIWs7buJvD7l7DXZYMQ6OePRr/napbu/gsAuta+prYWQnDB+N8ybMDtTBn7K8J8CYAzHbCinMukKQk8U4+1yQITCKpkyInoPXXcd3hBgLk4ROB5P9JUj5miHI/QdYxpYwEwF36J9Dd9AovE1JbVPUqL6UtqTJ92dTFLUZSjqZpHiqIoZyHpD2DOWYi1ahMAIikO17Uz0Lp0AuD88Y+zfsvLjBj03bYM85iE0Bgx+HBcxaVbWbjy/zh//G+Ji+7ehpEpStuQpiTwFz/Wegtc4P2RD72fOoQ7Gdd5LoQHAs/5sVaaBIJ+PHd5Ee72kzBXlPZEG5qJmLcCWVyOtXQ9xvmjm7RdXNLgFtU9unrkY6cSrqIoZ5jqeaQoinKWsXbmEvj9y07iSIA+cTjuH92E1qVT41W91KQsZkz+M4bhbeNoT0xKyfK1T1JWsYt3P72JnLzFbR2SopxR0pIEnvdjrTHBAM8Pfej9VeKoqYyRLjw/9IELrI0mdq7qxagoxyN0DWPaOKB5vY8Ml4+UjPGkdb0A22p6vaRDpJTUBMoprNzd7G0VRTlzVPJIURTlLCGDIULvzif0/BtQXoWIi8b93WtwXTYF4XbhD1Ty1ifXsnf/grYOtcmEEEyb8AdSk4YRMmv5dPGPWPfVP1TXduXcIQEL0MHzAx/GIJU4ai5jiIH3Jz483/ei91LFxRXlRLSsvojkeKj3Y33R9BpGo89/ipFTniAypluz97mvdBOPfTCVl5fd0+xtFaUjyMnJaesQWoVKHimKopwF7Jx8gk/+E2uJc6CnjxmM+76b0Xp2blxn2ZrfUVq+g1UbnsWyQ20VarP5vLFcMvU5MntdBUi+3PgX5i29H8vqOPdBUZpL2hJpS4Qh8Hzfi/fhMIwhKnF0qvR+BsZwFwD2QRv/7+uQ1aoXkqJ8k9A0jOkNvY8Wr0YGm/ZdK6VNRel29m57q9n7jI/sjECgCb1DHZ8oHdddd93Ffffdd8SyOXPm0KdPH5588skjlv/pT39i1qxZp7yvBQsWcOutt57y9u2JSh4piqJ0YNI0CX24mOAzryOLyyE6AtcdV+G6ajrC6zm8npTERHfD0L1MHvNLdM3VhlE3n665mDDyASaMfBBNGAjNQNPUibRydpK2JPgPP8GXAo0JJL2n6jHTGqSUBJ5zCo/X/7oeWaN6MSrKN2mD+iDioqE+gL21aUPJLNPPovdvYMPy31BbfaBZ+wt3x/DoFcv46UXvd7jjE6VjmjRpEqtWrTpi2fz588nKymLu3LlHLF+xYgVTpkw55X1VVFScNT3mVfJIUdoRadlY2/di7cjFLqtE2uqqqHJ8dl4BwadexVqwCqREG94fz0++g9736C7jQgiGDbiNb1/+EckJA9sg2taR2Ws2l037B5NG/RwhBKYVoKh0S1uHpSitRtqS4MsBzC9MzCUh7D3qe6A1CSHwfNeLiBXo3TQIa+uIFKX9EZpAG9IXAGt9dpO2MVxhJHYaQXL6eCyzrnn7EwKX7iVkBQiEapsdr9I+yYB57B/bSaRIW558Hcs+7jqN+7Ga/z05ceJEiouL2b3bSY4Gg0GWLFnCAw88QF5eXuPy6upqNm/ezOTJk9myZQs33HADI0aMYNq0afzzn/9sTAoVFhZy2223MXLkSCZMmMD3v/99ioqKWLVqFY888ggHDhwgKyuLwsJCgsEgTz/9NFOnTmXkyJHcfvvt5ObmNsbWp08fHnvsMUaNGsWdd97JO++8w7XXXstjjz3G6NGjGTNmDA899BCh0Jnvpacu2ypKOyH9AUKvvI+9fe/hhZqGiItCxMciEmIQ8V//iUZ43G0XsNJmpGVhzVuJOXcF2DZEhOGaPQ19UO9jrr9h66v07DKNiPAUfN7YMxxt6zuU/JJS8sWXv2FXzieMH/4zMntd2caRKUrLSCkJvhrAXBQCAZ47varH0WmgddLx/l8YIlogNIE0JbJCoiWoa6qKcog+NBNrwSrsrXuQ9X6E7+QTbIyb/pdT3t+HG59k2c7XuaD/d5nS77ZTbkdpP/w/fv+Yy933nIfeOxFZUkvg0c+PuY73sYsgxoedXUjwryuO0YiO76nLALC+2IMxuWezYktKSiIzM5OVK1fSo0cPli1bRlJSEoMHD2bEiBHMnz+fHj16sGrVKhISEkhISODiiy/m3nvv5aWXXiI3N5fvfe97eL1errnmGp566ilSUlJ4/vnnCQQC3HPPPbzwwgs8/PDD/PKXv+TZZ59lwQKn5ugTTzzBypUr+ec//0lSUhJ///vf+c53vsPHH3+Mx+OMGti3bx+LFi0iFAoxb9481q1bx4QJE1iyZAnZ2dncdNNNjB07losvvrhZ97ulVPJIUdoBWVVD8O9vIfOLwGUgYqOQZZVgWsiSCmRJBWw/xoaR4Y1JJe1QUqnhfyLCEEJNR3y2sQtKCL3+ETKvEABtUG9cs6chIo59+XzPvvmsXP8n1m95mesuex+PO/JMhnta2baJZQWwbZMNW1+hV7cZuAxfW4elKKdESknwXwHM+U7iyH2HF2OMGr5xumhxTqLo0Gx29nYL7898aBkqWacoAFqnRERKArKgBGvTDoxRg066jZSS2ur9lBVtpnPP5p3UhrmjkUhKavadasiK0iwTJ05k1apVfPvb32bevHlMnToVgClTpvDhhx9yxx13sGzZMiZPnsz7779Pjx49+Pa3vw1Az549ufXWW/nXv/7FNddcg8fjYfXq1Xz00UeMGTOGF198EU07+oKElJL//ve//PnPfyYjIwNw6i/973//Y9GiRUyfPh2ASy65BJ/Ph8/nHNd6vV7uvPNOhBAMGjSIPn36sHfv3qPaP91U8khR2phdWErwhTehvAoiwnDfdiVa51Snu2ZlNXZpBfLQT8nh39T7oboWWV2L3JvPUR02PS5EXMyRPZYO/R0bhdDVAXJHIm0ba/EazE+WgGmBz4vryvPRsvodN0lY7y9nyerHAcjsNeusShwB6LqL88c9TkJsX7qkT2hMHIXMepVEUjocWSAxFzpd0N23enGNV4mjEwmGaqmtKyIQrDr8E6jClhY9u0wnPCyxaQ35QRbayEpJ4O9+vL9UF14U5RB9aCbmx19gr8+GJiSPLNPPvLdnI6VJfHIW4ZGdmryvhMguABRX55xquEo7431y5rFvcDnnICIh/KTraP2Sj79OA31C91OKb9KkSbz++uuYpsnChQt55plnACd59Pjjj1NeXs7y5ct58MEHWbhwIVu2bGH48OGN29u2jd5wPvXwww/zt7/9jX/84x/cf//99O3bl4cffviI9QHKysqoq6vjBz/4wRHJpVAoRH5+fuP/SUlJR2wXHx9/xHeTy+VqkzpKKnmkKG3I3pNH8B/vQL0fkRiL6/bZaAnOsCKhCYiNQo+Ngq/NmHWIrPN/I6lUjiytxC6tgIoqCISQB4uRB4uP3rEmEDFR30gsxTpD4eJjjii0rLQ9u7ic0H8/Ru51vlS0ft1xfWs6IvrEyaCla56g3l9GbHQPhg/8f2ci1DNOCEFW/5sb/9+59xNWbXyWCyf+kYTYYw/jU5T2SEvV8P7Yh11s45p49ieObNsiGKohEKzC0L2NyZ4dez+muvYAPk8Mmb1mA7Bm8wvs3Tcfyw5xzaXvALBt93ssX/vkUe1GRWbQJW1Ck+MQ4QLvA2EE/uHHfY1HJY4U5Wu0rL7w8RfYO/chq2oQUREnXN9w+YhNzKSsaBMlBWublTxKjDiUPMpFSqnei2cB4TlxqkFoAk62jq6BfuIhxeIktx/PwIED0TSN9957DyklWVlZAKSlpdGrVy/mzJlDUVERo0ePJjs7m1GjRvGPf/yjcfvy8nJqa50aXVu3buXqq6/m7rvvpqysjL/85S98//vfZ+XKlUfsMzY2Fo/Hw0svvcSQIUMal+/Zs4fk5OTD96mdvv5V8khR2oi1cTuhf38IpoXo0gn3rbOOO/ToWESYFxGWAhkpR90mTRNZVtmQVKpsSCxVNP7PodvLKoHcoxuPCDtcVyk+Bi0htrHnEpHh7fYD7WwjbYm1YgPmB4sgGAKPC+OyqeijBp70Odi9bx67cz9HCN2ZXU0/++tj2bbF+q0vU1N7kA/m3cG3L/8Qt+vEB7qK0taCHwYwBhlonXX0/gYdrU+olDY1dYUEgtV4XBFERjgni1t2vElNbQHhYYkM6HMNACvW/ZE9+xcQCFYRDNYAzlXT/r2u4ryRDwCwMftVSst3kBDXtzF5VFdfQmnFTgAsK4iuu/G6o3G7I/G4o/C6o3C7o/C4Ihg64FZiojo3xNa0E1ARLvDec7i3orkiBOECY5A6TFbObVp8DKJrJ2TOAawN2zAmDD/pNgkpwxqSR2vo0uvSJu8rPsIZwuMPVVMbrCDC0/FrNCrtm6ZpTJgwgb/+9a9Mnjz5iJ5AU6ZM4ZVXXmHs2LF4PB4uvfRS/v73v/P+++8zY8YMysrKuPvuu0lMTOTZZ5/lr3/9Ky6Xi8cff5yoqCh8Ph+xsc5r2OPxUF9fj2maGIbB7NmzefLJJ/n9739PUlISc+bM4aGHHuKtt94iMzOzrR6OJlHfiorSBszFazDfXwAStAG9cF1/CcLdeleahWEgkuIhKf6o26QtoboGWVqBXfKN4XClFVBbDzV1yJo6ZK4z1ar19QZcxuHeStER4PMiwryHf4d5EV/7G7dLJZtOgSyvIvTGJ9g7nOSe1rMzxjUXocVFN2n7HXs+BGBI5k0kxbfvL6LWomk6M8//O/OWPkDPrtNxuyIImfXk5n1BYnwmURHp6rXYDFJKquslJVWS0mqbkipJeY1NdWUihy6Wrdtt4nZB7046bkNQF5C4DTD0tnucZZ0k9FEQvb+Onukc5gT+Vg+A1kfHNclJpAbfCSCLbUSchvsqp7dlaGkIe4t5VJtaNx3XtIbtPgoi86yj1tGHGBijnM/xwOt+qJaINA33JQ1tzw1i77HALfDc4m1cFnojSOijEGG/C0NEts+CzQcK17Jt93vUByoIBqvwB6oYM/SHdE2fSDBUy7/fc2qbDOr7bcYO+zEAm7f/h4qqHJITBjUmj/yBSqpr8o9o2/jGENOuaRNJjOtHVMOJJED/XrPpljEZjzsKIZz0Wu/ul9C7+yXHjXn7ng/Zd2ApU8f+Gk1rekrO2m4S+KvfmY/4Li/G8LO/F9jxSNvGWrcQWVaEMWkWwq16JZ+L9KxMzJwDWOuym5Y8Sh3Ojk0vU3JwbbP24zZ8xISlUFFXQEl1rkoeKWfExIkTee+997j//vuPWD516lSee+457rrrLsDpjfTiiy/yhz/8gcceewxd15k0aRIPPfQQAI8++ii//OUvmTp1KsFgkAEDBvD0008DMGLECOLj4xkxYgT//e9/+dnPfsYzzzzDddddR0VFBRkZGfz5z39u94kjUMkjRTmjpC0xP1iItXgNAPq4LIwrpiKOUVDtdBGagOhIRHQkWveMo26X9YHDw+G+kViS5VUQMpEFJciCkqbtUNeOSiwd8f+hZWHHSEIZ595HlJQSa/VXmO/NB38QXAbGJRPRxw11nrsmmj7hSbbtfo8+3Zt+1e9s4PVEc/GUZxHCeU+VlG1j3jKnR4PHHUVCXD+S4jNJjMuka/pENO3ce419U0WtzcFym+gwjU5xGhv2mny6LkhptSR4dB4Fr+EkMG1b8srCAACPfTsMtwF//rCeg+WS713kpU+azgerg+QUWkwa6GJgF4MdByxyCi3CPIIwj8Dnwfnb3fC/G7RmvM6/yT5o4/9DHbJIIuI96A3HYeZS544YuoBJzjJro4m9x0bL0KAheWTvthrX/To9AK5pDfvYYmJtPjp5JGI0GNXQ9moTWSLR+uvQkN+wtltYq0zw0Zg8Iuj8cl/qbpeJIyklX23/L8vXPYWUR97nunpnSLTbFY6he3G5wo/o4dir60X4AxVER3VpXDYk80b69bwCjzuq8UfXj0zOjBj83aPiiI/tzdGXQo6vpq6QL1Y9hmUHCfclNia0mkLroaMPN7C+NJH+Zuz0LGSt+gzz3b8BYG9djfumBxCxTawlpZw19CF9MN+bj9x3ELukvLG8wvHEJw1GCJ26mgPUVh9oXt2jiC5U1BVQXJ1D14QhLYxcUU5uxowZzJgx46jlAwYMYPv2I2crysrK4t///vcx20lKSuIvfzn2bINJSUl8+OGHRyy77777uO+++465/jf3O2vWLGbNmnXEstdee+2Y255u6qhZUc4QGTIJ/ecj7A3OB4JxyUT0ySPbXU8I4fMg0pMhPfmo26RpIcurDieTqmuhzo+s90O9H1nnd/6vc/7Hsp2fhp5McGiQQhO5jMMJp2MlmsJ8CJ+nIeHkgzCP89vnOaMJudYiq2oIvfkZ9pbdAIgunXBdOwMtKa7JbVRW7yMqIh1N08/ZqesPJY4AbDtEUvwASsq3EwhWkV+wivyCVbhdEdxy1SIA9uUvo7BkE4nxmaSnjsbQz66r6/6gpKTKJiFKw+sWLNwcYut+kwn9nYTO4q9MFmwOMbG/wawxHmwbDpY771QhIDZcEB8pSIjSiA6DkqJCIIKQBX3SNGr94GvIGdQ3JEPCGh7CvFKbXQU2o3o77WXvt1iwOXTcWNPiNH46y0dVneRvn/mJ8AnunO7UoflkXRC3DmP6ugjzCPJKLBCQGKXhcTmfoyJGgAYiXhwxa5brGicgLePwa8M1zY1dIRGRhz+DjWEG4hjTtWspX1tnogut/9GHT3qPr7V9qRtZD1rC17Yb60LrpiO+tqnWV8f7Ux/6wPZ7OFZSvg0pLXp0mUZG6pjGpE9sdDfAeb/devWyo77Lhg28/ai2YqNPrahpc0WEJTN5zC9ZuOIREuL6NmtbYQg83/NiT7HQG55nGZAIT/v6rj5dpG03fn/qw6dgrZqLrCxBHthD4M/34b7xp2jd+rdxlMqZJCLD0Xp3wd6eg70+G+2CsSdc33CFEZOQSXnx5ubXPYrswq6iVWrGNUVpp9rv0YqinEVkbT3Bl99F7skDXcN1zQz0Ye2/a+I3CUNHJMZC4sm7EkspnTo9h5JLDUmlxr/rj0w0NSaeGhJRSCBkQmUNsrLGabM5wXrdiDAf0uehazCIuWI7x+hE0a7IgyXOfdd1jIvGo08a0awkWL2/jHc/u5m4mJ5cMP63+LxNTzqdLQIhyd5Ci9oADOthkJYyklrvC0SnS8b2yqW6egsbc/yAQW1AEOGFbTnL2LV3DoJ6vvOtxRi6h6LSrew/sIzEuExSk7JwuZpej+xMs6Wkqk5SWu0kiUqqJCXVNleO8RDhFTz9oZ8DZTZ3TPfQP8PgYLnNjgM2PVJsBnaB5FhBSqwg3OucHPdM1fl/0z0kRGnERYgjhqBZlsWGDeVAFzwuwfcuOnLI0SNX+/A75bkAuGioi1G9DLokOa/jzokao3sb1AUkdUFJfQBqA5L6oCQQOpx0qg1I8kptwj1O0UhbSj5bH0JKGN7LAAT//iLIgTKb7010032/5H+6ZMt+k079BEQKOpdbTKoTRIVpuC8+uuaXMe7o4Uj6AAN9wIkf70ND007ENeUY+xt6rIRT+6xwVFdfgssVjsvwMWHkQ6SljKRX1xnHvdjRHi6C2LZkw16LdXtMRvU2GNh1OilJQ4gIcy6ESGkfkVg+EaGLxsSRXWHjf6wO11Q3rovO3tpxUkrsDUsw5/4X9x2PImISEC4P7nv+AJUlBF95HHlgL8EXHsG47HaM0dPPaGzyoI2sBVkroVYiG36MsS60ZA27zCb4Dz96loExzoXwtf1r8myiD83E3p6DtXYr+vljTvqeT0wd3pA8al7do1Hdr6R/2hRSonq2NGRFUU4DlTxSlNNMllUS/PtbyMJS8Lpx3XIFeq8uJ9+wgxNCgMcNHjciNqpZ20pbQiBwZELpeImmht+HlhFo6PrgDyL9zt/hgCyuaN07eJqItCRc112Mltr8oQEr1j+NP1BBIFCJ23XimdjOBvVBSV6Jzb4SC00IJg90UVBh8/ynAcK9MLS7TsiCNbuc4TYzR/UhI6Uvb6+vo6RKMnKgTUSKzrbSa9jtvwuByaP/0wjz1CGtMOrquqGLQiZlVTB1SBh5hfmsyN5OWnwSw3p3xnBFUuOXhLkFLuP0nqhYtlN7KBCSdE7Uqay1+d+yICVVNqXVktDRo6iYkGkT4dWJjxRU1Tm5XICRvQx6pmh0SXISF6N7uxjd+3BCJCpMkBl2aocHmiYaE0AAXZN0un5tttms7gZZ3Y/dtmlJzIb7ERsuuGO6B6vhf9uGCZkGdUEIb+gBEuGF3kFIfTZAsEySMFan1gU7ASolOzeFWLwlxKjeBlMHuYhvh8PC2qOi0q18tvhHpCZlMXXcb9B1N727XdzWYZ3UxhyrcRjlV/ssrjtPMrK3kziqqNrH3KU/ZdKoX5DYzBpw1ioTWSgJvh5A+iWuy93tIlnWmuyifMz3/oa9axMA5uJ3cV3m9BwTmgaxSbi/9zih//0Ze9NyzHeeRx7MwZh5G0JvegJU2hI7x4ZaCVECvYuzbejjIPYBuzEhRI1E1klcM924pjiPd93DdXCMTotaFx0tWUPoYG2ysDZZ2AdsPDd6W/7AKI20gb3gTR1ZVIY8UIRIO7p3+tclpAw7pbpHKdG9WhKmoiinmUoeKcppZOcVEvz7W1BdCzGRuG+bjdZJ1Qs4GaEJZyiaz0uzCl0A0rKg/nDiyaqtI2fHDrp27XbELArtktuF1rtLsw7Gv27k4O8RCFQwYtB3j6oj0tEFQk5PlH3FNvtLLPaX2BRVHu6LFhfhJI/S4jSSYwRp8RpBEzQBV4x2Ux+Qjb1huiRqRHglUQ1XpnUjEbCRGNT4ocYvgcSGHyiscp6PzXtzWLprFN7dW9i0aRLusGFsLP0Tumbx1HecBOlTc+oxdLh5ioeoMI3FX4Xwh2RjjZ8wN/gO/d1Q40dvqPFTF5DYNkT4BHsLLVZuN0mIFlww2M2ugzbPfeInOVrw4FVhuF2Cr/YdzhhpAmIjDg8vS4gSRIc77d4y1dO4D3B6FpHa/nq8GLrAaAjL6xb0zzCOuG3WmMNZKSkld+g6wS9NsEAkCMZOcjMwWaMuIKmolSzZGiKnyGZZtsmKbSZXn+c+IkmmHE1KyRdfPkZtfVHDUM9KvJ6Ytg7rmIKmZPk2k+35FndM8zCoq05GgobPDTsO2Pz7iyABE87LdLFm0/OUlu/gk0U/ZNZFrzX2RmoKY5oL6ZeE3goSeicIfonrGs9ZkUCSoQDmgrewFr0LlgmGG2PqbPSJVxy9ssuDMes+rMiPMBfNxcrxYjQ8BlaO5dSIqpW4LnWjJWjYeRb+P9YjayXuqz24Jju9tvz/VwcSjPMM9DucnovmmhD2Tvvo+CoOf8aLRA1CEhEuIFwgDv3ENjwPEQLXt9yYS0xck533uayT+P9Uj3GeC2OUgXB3/OesrQivBy2zB/amHVjrstFOkjyKTx5ySnWP/KEa5qz/LWW1+fy/SS+iifb3XaUo5zKVPFKU08TavpfQP9+DQAiRmoj79tmImLOjN0itX/KvxQEifYJZo91429EBmdB1iAhDRDjDjKRlUeWvpLKLQXxsz3Z7wP/lzhALNoVIyAtx2wU6tpRs2GMRHyVIiNQI8xx/aMih6agjwpK5aNLTZzjy06OwwmZ7vkVitKBfusHK7SbvrAwetV5chKBzokZGgoYtJYYueHD2kUPMJg04MmFw4+Qjr0h/7yIvQdPpyVTrb/gdkNQHJHUBSG04OYmJiCIxfDe67dRiqKqpBGx0qoAoTEuSW+ycAG3f/Q7D+l/O0uzQEUmub5qe5WLGMDcfrQny+YYQE/obXDnGQ0WtZOUOk65JGhcMhoQogdtwkipSSnxuwTXj3cRGOMmi2AhxRILo6463vKOStZLA3/1Ya52BqPpwA89tXkS44OufsMN66OwusJm7IcSOAxY9U5yTkBXbQ3SK0+iSqE5KDjk0pEsIwfnjfsvazX/jvJEP4HZFtHVoRwmaErchCJnw0ZogQROy8ywyMwx+fJkXCby7MsgXW0zeWh4kGJJMGPUQZZW7iY/pha+ZMzgJIXBf5kF4BMF/Bwh9HEL6wX2Tp1mTGLQ3VvYazDl/R5YVAqD1GYpx+R1o8SlHrGeuCBF4zY9da6HZOk7F+UlQApgC3GDvNwl94Hw+G6MNSNDAEMgi57NP1jTUUNMEIt25iCNiDl/MMSa4kINlY0KICOe3Fn/48Q17IvyE90foAvelHlyXHO4ZZi4LYWdbBLMtsL24JrZd8rikbBt5BasoLt1KWeVuenWdwdAB32mzeE6FPjTTSR6tz8a4eOIJX/+H6h6FgtX464ubnDxyGz42583DtIOU1x4kPiK9tcJXTjMpm1VcQmlHmvPcqeSRopwG5pebMf/3Gdg2Wq/OuG6+winsfBYImZIX5/rZU+icJOcWW9x+gZeEqPbVq6ekbDsSm7jo3gSCxbzz2XdJih/AuGH3NXvYwpmQFK1RVCkxdOcDvLL28ExW4BQkjo90epQc+j2oq0G4B+YufYD4mB4M6X8zutYxe1Zs3W+xfF8KeqzFkO46G3NMPloTYmgPnX7pBp0TNaLDDieKOidoZCToRLRCXQshBB4XeFyCmBOcn4wZMJAxAwAG4Q9cQHFZNkUlb6IbcUA6QsCQpOcoLi9g6/YtDB9wJcN7GuQc3Ed5dTVocQgtgfqQM6V9IAS+hsRrTEMvoVq/8/x3TtS4cKiLTrHO+youQvC7m8KOSCCO6dsxn+uWsg/aWOtNMMB9nQfjfNcxE6tCCHqm6vRM1SmttomP1Kiqs3lreRDTgvsu95KRoBJIgWA185Y9SI/OU+nb43Jiojozddyv2zqso0gp+XBNiGXZIX54qY+UWI0Zw9x4XNC7k/M8CiEQ4FzUcAk+3xDi/dUhAqabmVNfxOOJRAgnASul1azZFl0XusELwZcC2LstCAC+k27WLtkH9hB6+THnn+h4XDNvQxsw2qkvVmFjfhFCGwVmjB9330hkrWxIHIHULLRIA8IFa9f8HW+Uj/jlu4gZeiN6l3REXENyKF7g/XkYIgJE7OHjg7DfHP0h65rUerWkvv5ZYIw0kPUSa5WJMcp5rq09FsE3ArimuNCHGYjTMOS4uHQrB4vX4/dXMHKIM833zpxP2Jh9eHakLzc+i2F4GNT3262+/9NF69cdvG6oqEbm5CGOMWPv15130d/QjeYNH9SETnxEBoVVuympyVXJow7A5XKORerq6vD5OuiH4jkuGHSS/3oTRj6o5JGitCIpJdbcFZifLgVAG5qJ65qLEMbZc4IiGobHeMvA7RIUlEuenFPPzVOcqbnbgy073mL52j8Q5kvgiun/otafgxA6BcUbqK492G6SR1V1Nu+uDHLlWA9dk3TumOZprJ0TNKF7skZJtVMMuT7ozFyVVwrgDFfqlqxzsOBzFu08n5BMw3YXMKJPBrsLLOoCkowEjZjw9pPUs2wnMaJrggWbQqzfazJ1kIsh3Qz2FNrsKo0hIc9mSHfonqyTmWHTPdl5TXVN0nj0uvZTtNrriSYjdTQZqaMbl+ma4IKREygo3oigL0IIpme5mV/3MjvLP0EInVu/tQTD8JJf8CU7cuaR4OlHSVk/srp3Z3jPsMZZw+IjNS4aeviEqr32mDtTpJTIIomWrKH31HHf4kHroqN3a9pnzqF6R7aEod0NSqtt0uM1TEvyzwUBRvU26N9ZRzvHHmfbtnh/3u2Ulu+gsGQT3TKm4nG3rx6ypdV2wxBPQWGFTX0QVu8yuXSEm8kDj51AFUJw8XAnsfTB6hCWDV6vM7TUsoIsWvlLNM3FpNGPNOu95ZrkRkQK9F56Y0FmacsO0QNJ2hZCc94vWqfuaEMnISJiMC64Gtxe7GyL0PyQ06PPgpzt88ke8D8unfo3eCTAzoOfUVi3kQEDriItdSTBUA1r/vdXp/F00OwPiA0lk7R3LFnh3yEqIg29d9seE4hoDfdMD8w8fPHOnB/C3moR2GrhfTSsyZ8hx1NUupWiks1IJAP7XAPAhq2vsHvfXDTNYNjA29F1N52ShzvHH3GZ+APlbMx+jeVrnyQhti+dkoe1KIYzRbgM9IG9sVZ/5QxdO0nySDe8WKaf8pItJKQ0/T4mRHSmsGo3xdW59EkZ19KwldNM13ViYmIoKioCICws7Jw/ZulIbNumuLiYsLAwDOPkqSGVPFKUViItG/Ptz7FWOgUn9SmjMC6ecFZ9gB4os+kUp3HDJA8lVRK3Af+YFyC32Oavn/q5fJSbCf2NNr/PZZW7sOwgcTE9kNImLmoEI4fPZFfux3TLmAJAfsGX7N43n+ED7yDM18zCSq3klYUBdh20CVkBbrvAS9/0wx/JyTEaP7jUuYITNI+cSau02vkdHykI1kUQIpWgTCEu2rnC98WWEBv2Wlw+ys3kgRrLskOs2WUyrKfB+H4uqupsymokCZEa4d7Tk5iwbUlRpWR/icW+Epv9xTZ5pTY3T/EwoItBWY1Tv2hvocWQbgaZ6TpFRYVkdU8FaOwxckhbv6aaKj1lFOkpo45Y1rfHZURGpOEPVGI0XIXdf3Al23e/xfbdzjpuVwSD+93IoH7fxmWoK3dfJ2skgRfqsXZa+B4LR4vXTrmnQky4xrcnerBsZ6jn6p0hNuda7Cu26ZfuQ2gSW559Q/2OR9N0Bve7kS83PMv0iU+2u8TRp+uCfLY+xIVDXUzPcnPRUDej+9j0z2jaCf/5g910TdLpkaIhpTMbW1L4FnblfoaUNlER6QwbeFuzYjKGHU5YhT4JYn1l4rnHh/C039eMvXcroXf/inHhDeiZIwBwXf0DhBCYy0ME361FFhwetlCbWkiOtpCKyhzKK/eQ0n0wQ7pfD1x/uE3bZOiA2ygu3UJRwXoCmp9Ss5DS3e+S1evbEOEkVpau/i2J8Zn073UVcTE9zvRdP4rrCjciVmDnWo2Jo9CiINZaE2OqG32QfsxkoGWFKKvYTnHZVlyuCHp1vRCAZWt+R2HJJsLDkhuTR2mpo7DsIIlx/bHsELrupkvaeXROGYO19ENCS7/ATEpHJqaQbDR9Gvv2QBua6SSPNm7HuGLqCWs0WmaAj16fgmX6mf6tDwmLaNp9TYzsCkBJTW5rhKycASkpznDXQwkkpWPRNI3OnTs36VhbJY8UpRXIQJDQq+9jZ+8BITBmnY8xLqutw2pVK7eH+M+SIJeMcHHBYDeJ0c4HzN0Xe3ljaZDVu0zeXRmkR4pGehsMBSkp20ZkRBoedyRjht5LYlw/+nSfiW07w+siwpIZNsA5SZBSsmL9nygp28aOvR8yuN8NDO53A27XiWsqtJZavyTcK5g91sPrXwSYOfLEJ8JuQ5AaK0iNPboXUZe08fzo8goq6w3SGoYLJERppMdLUhpq9eSV2uwptOmZ6pwcbNln8d+lThdVjwsSIrXG2koJUU4Nneb0IjtUcwngg9VBcgot9pfaBI4xM87+UpsBXZwZv3qk6HRtmMK9e4pGVacSeqWefV3U01JGkpYy8ohlnTs5V1OLy7ZSXLqVYKiG1Zueo7gsmwsnPtkWYbZL1k6LwF/qkaUSXGDvtdDiW96b7lByqH9ng/MHS+IiBIYu2HnA4j9LAkzLcp21xbWllGza9i86dxpHbHR3enebQbeMye0maZlbbBEynQRyUrSGLaGgwvkcT4vXSGvm838oCf3J2iCfrg8xrEc/xg27n6VrfsPqTc8RGdGJ3t1mNDtOu8Im+HYAAuD/Qz3eH/na3fTwsqYS8+NXsNYsAMCc9wai7zDIl2gNCThZK53EkReMsS6MKS5cnVKRS0JcMvB5UhIHH7NtryeGkYO/57QhJZUr36Zg0YuUu/24X/kj9k0PUVSyiaLSrygq/YqeXaYBUFNXxLyl95MYn0nvrjPOeE9gLUHDPfvIMgLm/BB2jo21oR4RLzAmuzAmuigMbmLH3o/Yl7eWtTvysW3nSy05YVBj8ig9dTQedxSJ8f2wbRNNM8jsOYvMnrOO2nfoP09hb1qOAIZXCthZSGj5dwlm9KCmXx8Shs9CxCSc9segJbSenSEyHKprsbfnoGcePyGoGx6iYntSX1tEXU1Bk5NHCZGdASipVsmjjkIIQWpqKklJSYRCxzj4U9o1t9vd5EmFVPJIUVpIVtcSfPk95P4CcBm4brgUfcDZN9VoYcOsJyHzyOUuQ/DtiW7SGoaApCfoBE2JPyiJCjv9Q6aklGzZ8QbL1/2RrumTuGD8bzF0D317XHbcbYQQjBn6I1auf5ri0i2s3fwCW3e+xbCBd9Cv5xWnrW6QbTs1O77caXLf5V5SYzV+NNN7Sr1qcvIW43FHkpo0lNS4GFK/dtulI9xcOuLw/5MGuOiVqpPcUKBU4tTYqax16u7kl9nkl8Gh4XAx4YJfXhuGaUl++3Y98ZEa3znfg8cl2J5vEeGFtHgdy5b87TM/+4ptHr4qjAifYFueRV6pc6LnNpyTvc6JGp0TnJmQDiUdOyfqdD6HJx7slDyscaiCbVns2bGAVTv+zOB+NwBOAeP8gtWkpYzsML2uWpO0JaFPQoTeDDizqaUIPN/3NU7t3VqiwgSXjjicvF2aHaK0WrK/2GZ0b2fmPUOjXU0K0BKm6WfRql+xK+cTtux8i6tm/BeX4WvzxJGUkl0HbT7fEGTHAZvUWMHPZvkY0k0nMbp1alOlxGroGnRN0hnQZzbVtfvZmP0ai1b+koiw5GYPHdJiNLw/8eF/sh57m4X/t3V4fxKGiGj714q0bawv52J+8hrU1wCgj7wA0f0GAr+ox8618f06DK2zjjHOBRoEh1axo+gjBna5Bp1wLpnyXJP3J4QgZsxsotIGEXzlcajeT/CZn9D5qls5f9zjFJdtJSG2L+DUAyoo3kBB8QaS4vqTGJ+JZYX4eNE9JMT2ITE+k6S4TCIj0s7YZ5/nez7KP9yHsSoco9TrzKz3bpDgpXVk+98+vJ47isS4TFKShjQuGzHozibvxxh7McHdWzAuvB6kjb1pKcE9m1lorKDowCIuWSNJPv//Ac5zKNrhDLFC19CH9MVashZrXfYJk0cAY6f9BZc7olnPZWJEVwCKq/e1JFSlDei63qS6OUrHpZJHitIC7qo6zGf/A2WVEO7DfeuVaF07VhfkkznUS+ayUW56p2n0PUaPFCFEY+0JKSX/+SLA7gKb2y7w0Pk0zmgUCFazeOWj7Nk/HwDbDmJZgcahQSeSljycWdNfZc++eaza+CxV1fud7vVx/UhOGHha4g1ZzqxA1fWSr/ZZjO+nndLBcW19MQtXPEIgWM3Fk58ho9PYE66fHKM1Jo4AxvZ1Mbavi5ApKas5ejhcuNeJqaxGUlwlqayzcBvOc/uPeX6CJjxxo1Ofp7zGqce0v8SiX4bBlEEuTEuSkaCTHHP8GcAUh6yVBJ4KkB4/nu53Tm4s4Lsz51MWLH+YlMQhTBz1c2Kju7VxpGeWudQk9F+nYLw+2sDzHe8Z6dVx3QQP3ZNNBjQkqT5eE2T9XpMJmS4m9Hc1vjc6opq6Qj5b/COKy7LRhMHgvte3edLIlpIt+yzmbQyRU+QknTUB6ZFB6vcX4kvr3Jg4MlfPR5YcgLoaZH0N1Ncg6xp+19egj5mB60Kn+LBdVoi19AP0weMRnfsghCCru0FGgkZClIZtS+r079E5rZh9+Z8yf/nDXDdzDrrevOGQeh8D7wNh+H9Xh73Hxv+bOrw/8yGi2+6k387fQ+jdvyL37XAWRI/CdfUs9J59sHaY2Ln14AJrn43WWUeECfyjS/lg/p1UVe9HSptBfa87pX1rnXvjuedJgq8+jty/E++y+fS4/VF6dp3euE5ywgCmjHmUorKtJDf0aiqr3EV+wSryC1Y1rudxR5MY34+pYx/D543Dtq3GGQFbat+BZeQXfEm9v5wpYx9FS9XYPfJjNnpepXPBJMbW/Axtr0H0kHQGVVxPoDCWoYGLiDw/CS2yac+ttG2s1fOw92zBdc0PEUKgde+P54EXEO6Gnk+jpyMqCrHm3UkokMuywBdcIe9whhPO+TuycD/a4PHoA8cgIqJbfL9bi57VD2vJWuyvdiKDIYT7+Bfc3J5IbNukonQHsQlN62V2qOdRZX0BQbMedzvpFakoikoeKcops3Py6fb5GgiEEPExuO6YjZYY19ZhtarKWpun3vczpJvOZSPd9Es/+UdGXcDpyVJdLwmaJ139lBWVbmXe0vupqslD0wxGZ/2AgX2ua9aBpRCCHl0uoGv6JLJ3vU1pxa7GxNH+A8vRdU+rFLIsrLCpqpP06qRz2wUe9hXbZHU/tY9fKSVLvvwNgWAVCXF96ZQy4uQbHYfLECTHiCMSS18XEy64+2IvtX5nWFogJEmO0SirtimutElP0LlqnIcwt3NVH2BYD/W10lSyXuJ/vA4718Z9uxdNM5ABSeBFP/TW0HUPxWXZuFztp1D46Xao+LAxzsBcrmOMNDAmH3s2tdPB4xJMHOCcCFm2ZG+RTV0APl0fYsHmEGP7Gkwe6GpXheiboqB4I599cR/1/lK8nhimnff701qkV4aCRyZ3Gn4TFYveOwvLlqxbX8S89fUU4HRBNGSIEZWLmFD2IXHbS2Ae8NA/INqpSWetnofMyT7+TuuqG/+0Ny7FWvoh1tIPISYRfdA49MHjiU93ekm8uzLIF1tNeqY8RM+0AMMG3trsxNEhejcd34Nh+J+ox95vY2VbGKPb5vUhgwGCf38E6qqRojvS+hFyWzR6gRe9J2i9dNy3eTGGGY09pCqq9vHh/DupqSsgIjyVLmnntSgGER2H+85fY372OsakK45674b5Eujd/RJ6d7+kcVlEWAqTRv+CotJsiku3UFqxg0CwkoNF6/G4nULnu3I+YcX6p0mM68fYYfcRE9X5iCHTRz0WUlJTe5DismyKS7eCgFFD7nbayv2cHXs+AATnjbgflyuMjNQxhEK1JJ6XiTvNwFURTnhSJKOsH7Dv77kYy8Kp/6AWY5SBMdWN1uP4iaxvJvDsrAnofZ33W2PiqIErJpmLZr7Kki8fZ8zQe53ZAG0La9NyqK3E3vMV5pwX0HoMdBJJA0Yjwtq2NpnokoqIi0aWVWJv2YWe1e+461pWkE/+M41QsKrJdY/CPbGM7HYF0b4UbHkaDyQVRWk2dZSvKKfA2rQD618fYpgmIiMF921XIiLPTL2cM2lbvkVFrWTrfosLhzrTxZ9MuFfwo5k+dhda9EzVqQtIVmwLMXmgC62VeqFIabNo5f9RVZNHZHgnLjjvCZLi+59ye7ruYkBDoUsA0wqw+MtfU1N7kB5dpnH+uMdP+eR1y36TVxcEEAJ+dJmPpGitceanU7Ez52Ny8hajaQaTR//ytA2xA6fW0teLVntcgh/N9CLzbETDfTg0RbZyCryg9daxyyV6V+fxNL8IYa00SVs5jmtv/pCiXhuICEsGYM2mv1HnL20o8t6+62I0l7QloY+C2DssPPf6ELpwenC04ZA9XRP85HIvG3Ms5m4MkV9qs+grkyVbTUb1Npg6yEVCVMdIIm3a9m/q/aXEx/Ri+sQ/EtXE2iOHyJpK7Pw9UFf1td4+tci6aowpV6ElOu2F3n4Oa+0iMIPHbidzNL7eWYRMeHtzGPVE4LHqGVM5l/HlnxJpVTor6gb4IpBBP4deAfqAMcj0HghfBPgiEGENv30REBaBiIhp3I/WpS9a1kTsLaugohjri/ewvngPEZ+CNmgcWV0ms9YTy/hMD1ndD9cYK6vcQ2R4arN7ZGkZOt6Hw7C2Wxijz2ytLCkl2BZCN5BlLvSxNyGLN2BM+g71P3eBDrLQ6dUlhMA18XB8ZRW7+HD+96jzlxAd2YVLpz5PRHhKi2MSLjeuS24+HGMogPn+SxjTrkFExh61vs8bS98el9O3x+WAk3Aoq9hFde3Bxt6YRWXZ1PtL2XdgKZNG/wKAA4VrWLD85yTGZzJs4O0kxvXjYNEG1m35B8WlW/EHyhv34dRo+j5CCLqmTcCle0mM7+9MIQukJmWRmvS1WpVJh/8MRYcQGQK5X2IuNTGXmmhdNFyXujFGHX48pb8O8/PXsZZ9DNIGtxdj+nVovYac8PHyuCM5f/xvGv/fd2AZyd/9BcbWTVgblyLzd2Pv3Ii9cyPmO39F6zXYaTe95wnbPV2EEE7h7HkrnKFrJ0ge6bqbiOjOlBd/RcnBdXTu1bTPnlnDft5a4SqK0opU8khRmslcsg7zvXkgoSotgbg7v4XwnXyYVEdi2xIhYFRvF25DkJGg4WtGzQ+vW9A/w0BKyWuLAmzdb1FcJbnmPM/JNz4B0/RjGF6E0Jgy9jE2bHmZ80Y+2OozBFlWkM6dxpG9612ivlZ34dD+m0JKyYJNIT5YHUIC3ZI1vK6WnQjX1hWzdM3vABg28A7iY89sbS27yCb4qh9ro4XWU8P7CzUd66mwS2xEpEB4BO7rPbgudaM19NzSBxkYk22sdSZhY+Po7puKXWgT2FXNxn2vEbLrOFi0jm9d/OZZ9diH3gwS+tBJOFjrTYxhZ6630YlomjPcaUg3new8Z3jV7gKb5dtMVmw3efgqX7tNINm2CcJG11xMGv0LIsNTGT7ozmYlRmRFCcF//hp5YO/x18maAIlfOyE8lDgSGvjCG5M7S30TWCTHckeJRUaCzvRBGoED+xifXk1Y5EAIG9O4Li7PUc+/MWFmk+PWuvfH3b0/MhTA3rYOa+NS7OzVyNICrIVvkz64kJ9f/WN8bkEwaDFntcmATptY/uW9pKeOZtp5v0OI5j2vWoqGltJQV67Sxv8XP56bPGjNmHyguezifMz3XoCEfljbZ2JvsTCmj8dz/fkAeO4KofXQ0Y7RuzQUquOD+d9tTCpePOW50zbzqPn+S1irPsPatgb3jQ+gZZw46aHrbhLjM48opj16yN306jqd0opdjcnz4rJsauuLqM0rYmjDhBi2NNl/YBkAmjCIi+nZ2JaUFkIYdO88le6dpzY5/ureNbiv8iJyBOb8IOYqEzvXxm4YaimlxFy8GmvJ81DtJKy0weNxXXILIrp5j+m23XNYtPJRUhIHc/GUv+CZdAV2yUHsTUuxNi5DHszB3r4OLvrazHcHcxCxyQjvmRvepQ/thzVvBfa2Pcg6PyLs+MdGCSnDKS/+iuKCNXTudclx1/u6wqo95JSsIy48g17Jo06+gaIoZ4RKHilKE0lbYn60GGvhlwBoowexv1s88ScY690RSSl5e0UQf0hy7XmeUx5eBc7VqRE9DXKLLMb1c9qxpUQ7hZPCwpKvmLf0fkYOvote3S4iIbY3549//JRjOxGPO5IJIx9kUN/r8HmdA7+auiLe+vga+vW8giGZN58wYRU0Jf9dEmDtbqcA9Zg+BrPHujH0lp0M792/gGCwmsS4fmRl3tyitppDhpxeIaH3g9AwiYb7yqNP7pSTsw9Y+H9bj5auOT1sXAIRe/hx1JI1PN/xIq+XiIaEbejDIPYijasS5/DFeY/QK/PCxsd+X/4y0lJHntYeaGeCcb4Lc1kI1yw3+tD2d2gihCAzwyAzw2B3gcXcDSFMW5IQpREISd5YGuC8TBfdkttHTzzTquGTRXcTF9OD8SN+htsVwZih9x53fSklsiAXe8cGZFkBrisaigBHxiLLCgEQSemIqFjwRSJ84U5vH18kIv5wTxXj/GvQJ1/pJIE8PuqCAiEgzCPIX+inarfFsmyTa87TmTw0HIYev8dCaxAuD/rAMegDxyCDfuyta7A2LUXPmoi74f319oc5rCxLYceuRBKMEHv3L2Dv/oXNSi58U+DfAexsi/pf1+P7eRhaausmGGUoQOiDj7CWfYHQc5C5O5D+i0GArJGN6xnDjv+54HKFMWboD9my400umvQ0Xs/pq6mjT5iJvXcLsiiP4PMP4pr9PfShk5rVhmF4SU4YRHLCoMZl/XvNJjlhAEWlW4mPcRJSiXH9GD/ifhLjMomP7YWht+yi1SFCCPSeOnpPH+5vS8wlIYyxzmeV+dFcgm+MAdfdaGnzcd9wPnrvU5txNzGuH25XOIUlmyko3kBG6hi0hFS0KVdhTLkKuygPe9s6RKpTB09KSejVJ5CVpWj9hqEPHo/Wd/hRw+Nam5aSgEhNRB4sxtq0HWP0sWflA0hMHcbOzf+ktGBdk9vfmr+Qz7b8hazOF6vkkaK0I+3vCE1R2iFpmoT+8zH2+m0AGDMmwKThsHFjG0fW+g6WS5ZvM5ESRvaymzVl+7EM7WHQv7OOxyWoqpM890k9l4500z+j6R8/gUAVH87/LiGzlg3Zr9Cz6/RmXxU+FTFRXRv/3rn3I/yBCtZveZnY6B7Hndq5otbmxbkB9pfYaAJmjXEzvp/RKomWAX2uJjIijcjw1Mau/KebnW/h/1O9M5UzoPXX8VzvQUt3XhfWdhPpB2Ow+jo5GSvXwv9EPVRL7DAJdRKij/26EF/r6ScSBYSDK9zLjMv+jBBgF9oUW1v4eNHdREd2ZuSQ79M9Y2qHSehJWxL6IIhwCVwz3GjxGr4/hB9xv9urHik6PS7UCZnOe2LFdpO1uy1yimwevsp3aBRMmz4Xu/Kep7p+B8VlWxmceSOR4alHrSOry7F3bMBqGA5zqMcEgHH+1YjIWISu477pQSdxFBlz0v2K6LjGYWZLt4aY82WQCf1dXDrCzbQhbnp3shjes20+K4Tbiz5kPPqQ8Ucsn1T2IXsCF3L5/n8iPFHUxUeTsascO6IQLS75lPblucGLv6AOwgQivvVeB9KWhD7ehvlxJbJ6KrjTcI39DOPy25GlPkSshpZ44u/G/IIviYxIJyqiE727XUzPLheiaac36aklpuH+/u+cqeqz1xD675+wD+RgzLgB0YJ9u1xhzoyjSUMbl7ld4Qzo/a3WCPu4RITAddHXxvGHjQYsCPXCNSsTvbcXaUpkiWzsjdZU8bG9uWjS0wSCVWSkjjnqdi0pHS0p/fCC2kpn6J0ZxN68AnvzCnB70fqNQB88Dq3PUITr1Op5nYw+NBPzo8XY67LhBMmjuOQhCKFTW51HXc1BwiKO/jz6prTYTPqmjCc9tmlFthVFOTPU0b6inISs9xN66V3s3ftB03BdcxH68P5YltXWoZ0WneI0/t90D0WVssWJo0M8DcO15m0McrBc8v6qIH3T9JPOxCWljRAaHk8Uo7PuIb9wNRNH/fyMJI6+aUjmzcREdWVXzqf06noh4BTtrqreT48uFyCERlWd5A/v+amul4R74JapXnq1Qk2gen8Zuu7B7QqnS9r4k2/QikScBgEQ0QL3tz3oow8nwuwiG/8f66Ee5C0eXJNOzwHq2cDaZfH/2Tvv8DqqM/9/zpTb1HvvkmXJTe4Fd4MNmGbTQk2BAAkJqaQtm192N9lkN2UTspBASEKyIST03mwMGPfeq9zUey+3zMz5/TGybGPJlmzZksz9PI8fX9075cy9U875nvf9vt6fd0AHKJkKru+4u32jzobjOif6FQ5kk0RRFKSU+B7vwFOdwvj0L7Ir+VmWffwd4mNGM2381y6oEfJA4fudF3OdAQqo4zWUJGVYCEcno2t2ewvTVCoaNLITFBRFsLvE4O0tAa6coDM6fXC6WWkJt1DZ+HeumPmz04Qjq7aCwN/+G1l59NSVdAdK9miUEUW251AXSs7oPu+3rsWiuUOSk6gSESLwG3C02kRKSWKU0m2sP5RIvP0eHt61Hna4aD+cwLMhXyJ2xbPEvPdXmtITSZ71OdQxZ65o+UlEmMD1fQ8IWwiWUiIrrHNOYZOtksDbTQSWdYA3FbDFAyUxHe3OR1CcCvQhO+po2Ue89/F3CPUkcMPCP+Nxx1xw4eg4wuVB/+z3Md79O+YHL2KufAVZXYJ++zftSLVhhLlvM8YHL+L4/CP2cc0PRx3rw9wkUMd1Ge5vM/D9xnvahEtfONl7qbWtguJj71FU+NkeBWkRGonj4ceQFUfs9Mztq5CNNVjbP8ba/jE43Tge/BlKYsb5H/gnUMePtMWjQyXIplZEZM8R2boeQmRMAY11u6ir2kx67tlT10YkTmdE4uniWZAgQQaXoHgUJMgZkI0t+P/wArKqDpwO9M/fgDoic7CbdUE4WmPy/o4Ad8x2MjJVY2Tq2dfpL9dNcYCAmQU6qiIor7eIixA4tNM7RNV1O/ho3Y9ZOPsXRIanU5h3E4V5Nw3abL4Qgqy0eWSlzQPsUPE1m39BVe02tu/9K1OLvkZq0hTGZKgcqTb54kLXeRljH0dKyQdrf0RD8yGumPnTU0L2LwTSlBjLA1i1Fs477fLozm+4URIUhOfU715EC7TxGsYqA/8ffch6ib7UMWyiXy4W5j4D7y87wQtKnoLr257TvsuzIdyiu1S9bJbINonSrjN6750UHLqF/Wkvs9v3LK/Vf5FxBXedMUVpKKBN1zG3GDg+60IkDu/zJT5C4fbZJ1JEPtwVoLTO4nCVxeh0aPdKXA7OKpafD1JabN75B2Ki8klPnkWIK4OlC59BrSvH2PYysrUR/dovACAiYpC15fbrlGyUEeNR8opQMkcitHNPf9xdavCH93zEhAn+5SY3o9JVHrzaRV7SwJRXv1AITyiOKQtgygJe/KCV/YcUSjwjGMG3sJybuaZhOonY4pFVX4XQHYjws1dW7b5epcT/rA9jeQDnV91o4/vW9baNsEGoAqvBIvC6BoSDaEfJq8Bx50jUrLNHcJxM8dF3sKwAMVEjBtwrsC8IRUW/6i6UpCwCzz+KtX8LgRcex3HXdy56W84F2VRH4PU/2tE9gPHRy+iL7gBAiXWiXHliWeuYBQKsvSZ03e9li4X0gxLbt75BINDBK8vuob2jGilNJoy+p8flhBD2tZySjbzqLmTpQcztqzB3rAYjgIg70aEzVjyPSM1FyRmLUM9POBTREYisFOSRcszt+9Dm9F79NTZpoi0eVfZNPAKoaNpPbetR8hMvw6UPL4ExSJBLlaB4FCRIL1gVNfiffAFa2iA8FMcXb0JJiT/7isOQuhaLP7znpc0L0aF+lky7MLnymipY2rXt+laLx97qJDpM4d4rnKeUvq5rPMCr792LJQ02bPstC2f/fMgNPqQ0SUueQV3DYXZWXcHud7cxMf2vzBv3EDdMzeuOtjpfDh17j5KKVSiKjn4ROk++P3gxV9ulcbXLdNQsFTWr5w6m0ASO+1yIGD+BV/0EXvEjGywcn3chehAEP62IMAGaQBml4Pq6G+E6v+9GiVRw/3cI5noD/+t+1DIHhYduZeSxpbw0+zOkdqU6SCnp9NYPicps0pIEXvOjjtJQ81S0CRrqr0IQEUMvEuV8+ew8Fx/tDjCr0O5ivbzOz6Eqk1suc1DQj3TdviKlZPmq73OoZBm66uam9G+TsmUz5puPYrZ1VS9TVLQrbkO43AiHE/0L/4qSmIEIPT+fm6M1JntKTa6e6CA3UcXjgLhwhQ4fhLrFsKvGeP2MUCpbvByr9bBL/A+pfJNN/nVcw+cBMN57FmvbSpSsUSjjLkMdM/2UKm89YoGskRAA/x+9qL8IOeM9QLZLjFUBAisCaAsUHAvdqBkq6pROZMMKHJ+bhpoxodf1e9xmV0n7edP/nfjY0YwecetFS33uCbVoJiI2icCLj59SlW3IYpmYH79GYPk/we8FRUGdeS3anKW9ruK40Yk2R8fab6JE2/e5wHsB+z5YpOK4yYmSfubrQ9c9jCu4izWbf8GG7Y/hckZQmHfTGdcRQiDSR6Ckj0Bb/DlkU223SCSbajHeecZeMCQcdfR0lHEzUbILzzl9UJ1QiHGkHHPL3jOLR4mTOLjzL9RVbe7ztv+65ps0dVTywNw/kRlbdE7tCxIkyMASFI+CBOkB88AxAn9+GXx+RGIsji/ehIgKH+xmXRDavZIn3rWFo9QYhasnXpzUo5YO2y+ktM7iF694uedyZ7fZbExkHplpcxFCYc7URy5Ke/qLomhMHH0veshN7HxfBywOlr9LaeVt3HLN8zgjsgdkP5mpcxhXcBduVzTRA7TNTyI7JLi7yjjPd2BuN3Dc7ETJOPvAXgiB4yYnIlrgf9qHsdJASQ+gLwqmsMlmCxGhoKSouH/oQcSIAUvNEqpAm6GjTtMwt5kEXvOhhrlYestfCAtJwtxtUO7dyLsHv8nY/NspGnVmk/cLiTQk3l92Yu0yMT4M4P6ZPXi+FIUjsEWTxZPs899vSA5UmDR3SEK6BINDVSbJ0f2rYHkmhBDEO1I5IgVTjrpxbvkL3fK/w9WVijYOOGGkrOaeewSjlJL95RbLt/s5WGlXmxqVrpIRp/KDmz2Enqc4Oph4nIIvX+XiD8u8FFe6KAv8hivyugbeUtr+MlJiHd6FdXgXxqt/QMkZgzJ2JuqYaQjP6deYUAXOr7jw/58PbY7eo3AkpcQ6bGGs8GOsM6CrYF3g5RL0y/MRioLrq/HAZ/p9TDv2PUN94wHmTvt/qKrO2JF39HsbFwIlNQfHQ7/onhiSpom1YxVK0ewhNVlkHd1HzntPYTXXACAyRqIvfQAlKfOs6yqxyilRRlaNBRKsKgl9vP2NHXk7Xm8jW3b/kZUbforTEUFOxhV9WlcoCuJk3y4pUaddiblzDbS32BXw1r8LYVG2sfy4mYiMkQil7/dmdVw+xsvLkaVVWDUNKPE9R+XFJIzrt+9RXGgGTR2V1LYeDYpHQYIMEYLiUZAgn8DctJvAP94Gy0LkpOH4whKEu2/l2Ycbhin503IvNc2SyBDBfQudAxYxczayElS+dYObp5b5qGiwePSNTgrjXuHzi29GU50smPFjFGVolOvuieomi5gwwdisSK6e6Cfc1UBbfR5+f2K3yFPfeIBQTyJOZ/+Fx+MzxZrmumApSFJKjI8N/P/w4bzbiTZNRx2h4vmf0H5Hx+jzHYgoxa5As2B4V/4aCAIfB/A/7cX1TTfqKG3Aqy0dRyjCjuIZr4IXXG4P0pD4nvISXTeKyxL+hT2N/2Bk7g2DJh4JTaCkKFgHTPSbnOcdeTWccGiCR25xs7fMJD1OxReQPLXMi5Qwq1BnziidUHffvw9pWciKw1gHtlHRUUzUvM8SFpLEmFF3k/TGu4T7dURqDjVhCSTOXISWVXBeqWgnY0nJzmN2pbnSOls0UgRMztO6BaPhLBwdx+UQ3L/IxZ+W+9hbBn9eAZ9fYBCqrCL9C/+C3tyIuWMN5vZVyLJirC7DcePl36Pf+hDq+DmnbVNoAufnT/QjzL0GRqnR7VNkvBvA/4zvxAqOcoRrGcK9GnnsXxFZo87pWHbue5Y1m38JQGbq3O6066HCyc93440/Y65+A2XvZvSbH0ToF7ZaWF+wjuzBfOJfcAF4wtAWfxZ14vx+iSsn4/qyG+sGExGuIEL7fq1MHvdlvL4m9hS/yPtr/gW3K/qcvO1EVDz60gfQrv8i1qGdWNtXYe5aB62NmGvewtywHOcP/wIud9+3GepBGZGFte8w1ta9KIsu63E53RFKZEwBTfX7aGks7pN4FBuWwcGaddS1lfS5PUGCBLmwBMWjIEG6kFJivr8e462VACjjR6LfdjVCuzQvEyklz37so7jKwqnD/YtcRIRc3EiAmDCFr13j4PE3ijnWkMqumiU8+dYu7l88AVUdupErO48Z/PUDHxOyNT4zy8Gi8Q4gEfgZpmnXsrcsg2WrvkeHt55JY+5n7Mjb+7WP/YdfpaRiLbMmfw+3K2rgDwKQDRL/014IQOCjANo0e5B5roN7bbzW7echLYn/bz70Bfo5m8QOVwLL/fj/Yg8Ejc0G6qgLfw8RQsDx/n6HRMlQkXWSjOo5ZFTPQW1VMa81OKC9jqa5LnjFQmlJjHcCdqRFiMDxGSf6AscFE9GGMg5NMC7TPgca2iRhLkF1s+S9bQE+2BmgIE1F6/padE10+yf97UMfpiW5cVQrrpLtvLHbSUOLyZyaF2kJ28M7CXMxX97LtZdFMC4rgsqrfsVbbUmgajQ2NhFVEokoNQG7uEOoW3DjdCd+Q/LsSvv8vGOOE00VPL/aR4dPcs1kBzFhCsu2+alosJhZqJOTqLLxYID3tgWoabajl3QVpo/UmDdGJzr00vtNHZrg3iuc/PUDH9uPmvxxWScpjheYPOJj5kx9BG3ODWhzbsCqr8TavtoWkiqPIlLzurdhbHwfoWoohVMQJw3GrVoL769sDzT3zS4oAnWiBs95ERE7EfIV0A+iJGeiL/kRSubIcz6O1KRpuJxRjM6/lczUuef+hVwERHwKKCrWtpX4a8txfPb7iMiLn3J7fOIG7CgjkVVIg3ASd/vX0MIjz3v7ykmpnIFVAWS5hePWMwtlQghmTv4eXn8LHZ21xETmnXH5syFUFXVEEeqIIrQl92Md3I65YzVCKN3nquxsx/+/30GdfT3a1IVn3J46oQBr32HMrXtRF87oddJv0pwf4/LEoumePrUzNsw2+a5tPdaPowsSJMiF5NIcFQcJ0k+kaWG8vBxzzTYA1HlT0BbPQVxAg9PB5u0tATYVmygCvrDASXL0xR8AdHobWbH2h7g7VhOrfZY64172V4/kd+94uW+hq0cj7aGApkDAtH2bAiY4TrqTqqotwLR31qIIDb+/lda28n5tv629ijWbf4U/0EZi3NgBTTOQXol1xEQt0FBiFBw3OpFSol85sGJd4DU/xrIAxpoArm95UPM+HQKS/w0fgX/aOSfaQh3HHRd/9lyE295KVplJ4A0/xloDc6eJuaeDrfOfpkUt5eDRt7l63qMXZP9Wk4XvcS/WXhNzv4nz67YHlkgamtfzxSQpSuF7N7lPieDZcfRE5U6nTrd4tPVwAMMSLFr+XTSjgf3pP6bCk4U7+XWaIxrp8I+ixTuVuhZ73ZqQTLbuCQAWEM7RJuuUfceECW6cDpYFWw7b+7x9tv3ZrhKTpnbJ/LGSmDAorrLYV2ZSmKaSk6hSVm9R0yxxO84tYmo4oqmCz8538uzHforL2/DI/ew7tIaIsFTGj7I9kJSYJJT5N6HNvwmrvgolJhGwI8SMd5+BlgbQHCgjJ6COm4lSMAkR60S/0kHgFT+ecg/S14m17jmU2GUIOsHhQlv4BdTLFp+TobGUFvWNB4mNzicqIotbr3nhgk1ADCTa9KtQ4tPw/99/IcsP4Xv02zju/t55iWf9xao4QuCVJ9GvuwclNRehKKhf+CEVu3YTHzKwkZvmMRP/E14AlAyle/KmNxRFZcGM/8CSJrpmCzw+f+t5R5QKTUctmIRaMOmU9609G5C15RgvPm6nZsb2HimkjM4FTUPWNCDLqxGpiT0uFxqRbrfb24izD+dkXKgtHtW1BcWjIEGGCkHxKMinHunzE/jb61i7D4EA7YYFaLOGfqnr88Hrl2w8aJsi33KZg5GpF/9WUNewj7c//DrtnTVompMbp6VhaA7+9pGfSI+CPsS0Bl9A8k5X+e2CNI0vXSnITVJ6raAUFpLETVc/y4Ejb5KRMguwxbL3Vn6b8aO/QFpS77NzhuknIiwdRVEZPaL/Hhe9YWwz8D/tRbZK3P8VghKroC++MBFe+gIdc7uBrJWIqEt7kAn2bHXgJds0HEC/zoF+0+BWnlNSVZwPuNGXWgTe8mNhkD/hWrbt/gujqm7HWBtAnaLR7qsh1JNw9g32AXOngff3XmiR4ARtijZkU08HC0XYkUhjM1SKKy3K6w1oqkPWlqMqEpgKwPVj/ASW/RO35UWk53NZciVb/WupC+xBRzBthIeQCJ3cRPtmmZ+s4pgmsKRFeVk5KakpKCdFl7m7LnVNhaXT7D+OZ99cNUHHF6C7cMFlIzUKU1XS4+xtj8nQSIpWKMrUcA2QV9NwQFUEt8920OGL5uixe1m24RXe3lROWMi75GYuOmXZ48IRAEYAdfICrO2rkXUVWLvWYe1aB7oTpXAy6riZ8LUxtFd1YK18Fevj1xCAMnYG+rX3ICJizqm9lmXw4fr/oPjoO1w19zekJU0bFsLRcZSc0Tge+gWBv/wUWXkU/xOPoC25H21K3zx+zhXp7cRY9izm6jfAsjDe/AuO+/8DYMDSPj+JmqGiX+Mg8IYf31NelDTlrFG6qupAxX7ebNr5e/Yfep3rF/6RsJD+Vd3rC8qYGSibVmAd2om5aQXKlb1PYgmXE2V0Dta2/Zhb9qL0Ih5ZlsEHr95OS2Mxi255C09oz8sd53jkUX1bKZY0UcQQ6xgGCfIpZEiKR2+99Rbf/va3cTpPzNhefvnl/PznP2f79u38+Mc/pri4mKioKL70pS9x8803D2JrP71Y1fWYH21ENjTb5TpjohAxEYjYSPu1e3Dz1U8OPV6/7bdU1mzF6Qjjyjm/RghBbf0eKss2oK7ZT+rhEJyaB3H7Qnz5CWD60NTBz7e/EFhS4nIIvnGdix3HTKaPHBx/Go87DiktIsMzuWLmz4iJGgHAtyJVokMFQgiWb/cTF6F0p3wMJn9a7mNfuUlTh8Vn57nI70MqlqKojMy5rvvvbXv+QmXtVio/+CqLZv+yV/+JyPB0lix6Gq+vGeUcK6D0hGyVyHqJiBXIJgkXMCNAhCm4vudBNshuw1CrzERJvXQ7f7KlK6XnFgeOa4fO/UOJV3B+zvZbmci9FKTciPyehq/Di7ncx7M515CXeSWTx36JsNDkc9qHNLvEs9f9IEGkKbi+4jolReNiIKXEOrANc81b6EvuQ0TGARB45UmssuJe11MLp6DNt6sYWSUHCLz21Bn347j337rTO/z/+B9kXWXv2544H226XcPb3L8FY9k/uj9Ll5K0ukrobLPfCI1EXjcZoSjMnhyNGToZJfMuhDsU76rvox97F4czlMsve5T0lFO9RdLjbLHHNE22+RspKsxA7SFyRVMFc0afet+fln/q32M/cc/NTVLJTbp0r90zoQhBqAvS0m6mYs3l+E0XL638KXd54kmKH9/jOsLhRF90B3Lh7ciKI5jbV2FtX4VsrMHqeq0+8BO8wotScD0c3Ys670bU/J631xdMM8D7a/6FwyXLEULF6208520NJkp0Ao4v/5TAc49i7VyL8cJj0NbcfX0OJFJKrB2rCbz+JztKjBMC3sVAv8mBecjE2mvifdSL+0ceRB8i+gJGB4eOLaOto4p3P/oWN171twFPQxYOJ+rURbZ4tHkF2sLPnLEimzq+0BaPtu5Fu2Zuj5H7iqKhdvWtm+r3nVU8ivQkoikODMtPY3slMaGp53dQQYIEOW8Gf0TWAzt37uT666/npz/96SnvNzc3c9999/HQQw9x6623snHjRh588EHy8/MZO/bcK4cE6R9WaRXG++uwdh44uXjL6YS4ETGRtqAUE4WIjUSJiUTEREJ46ICmhJmmn/qmg9TW76G2YQ+19XsIC03myjn/A9hpQFW123A6wrsFpdJDH7Lh4FMQDkvClhB2161Ueap47SV7NlFTXTgcYbgcETgdYVx7+ZMoikpN/R5KK9ag6yEEDPvBZxhe2jpqcDrCcDrCBrUE7pmobLT48/te7prrJC1WZWbBxU1V6/Q2UFq5lhFZi/G4Y1g8/zHCQ1PQT8p/T4i023SwwuT1jbZ/0MNLBKkxgzNwMUyJpgqunKBT3Wwxu/DcxTY71UFSVrmuOxqpqaUERSiEh6XS2l5JacUaCnKXoigaHve5zT4fRwYkgTf9qGM11GwVbaYGASfaZTrCeeGjB4TzRKqSsc3A9z+ddirXbc5LJiVUWhJMELrA8Vkn6kQNbezQvP6P43ZFErjKT+DdAPUZe5HS5MCRN/Gt7yR6egbjxt+Ny9nPEu4BMDYZIEGbp+O40zlgleX6grRMrF3rMVa8gKw4bL93zec53gJZW44sOdD7+okZJ15728+4rL3QiVQzWXkMWXm090VPrmzW3trztl0elNyxKHlFYJndIUEnp5JcNulhvL5mZk7+DpHhmWduX5ABJ9wtWDAulLV7jhAqVtLSNrVX8eg4QghESjZKSjbyqruQpQcxd6zGKjmASBsBjTsQTjeOB358Xm0zDC/vffwdSipWoSg6V8z8KVlp889rm4OJcLrR73gYc8XzGCtfRRk1dcD3YdVVYrzyBNaBbfY+YxLRbrj/vAS8/iJUgetBF53/2oGssPD90YvzQddZozUdegjXzH+ctz/8GpdNeviC+dcpo6aAOwSa67GKd6KOKOp92YIscDmhuQ15uBSRm97jchNm/T+c7pg+pa0pQiEmNJ3mzipavXVB8ShIkCHAkOzh7ty5k6uuuuq099977z0iIyO54w47dHL69Olce+21PPPMM0Hx6AIjpUQeKrVFo/1Hu99XRueiFOYgG1uQ9c3I+iZkfRO0dUB7J7K9E1nSw4yspnWJSpEn/sVGnhCbzmBSbVoBmluOER2ZC8C+Q6+wcsN/YlnGKct1eBu6o49G599KRsps6HogW8cqCPngMJmedPwui7B77kRJSSFQfhghFKS0MEwvRqeXjs5aNM3dHQFSVbuVjTseB2BU5v8DoL7pAC+/+zkAZk99hMLcpUhp8eI7d+LUw3A6wnE6w+3/HRHkZV1NqCcew/DS2HIEpyMCjysaTbuwVd1e2+Cnukny5qYAD1x5ccWYypottoF0Zz1uVwxpSdOIierd9DE7UWHOKA0JpMaomJbEMLlo1eCklKzaa7Byd4CvX+smK0HlkZvdaOq579/ljGD6hG9gWUa3wLhq08+oqN5EYd7NNDYVU169kebWkvOusGbuNvA97UVWScwtBq4feRCKQJ8/OEbkssoCy64qpE3WUEcMycdPv5CGxPekF7wS50NuhCaGvHAEINwCxw2270qmMpOlrX9j54p/MG3Lw/h2NvPx2F+Qft0U8rOvPeu2rFITJU1FuASur7iwyiy06RcvmlEaAcytKzE/fAlZ2+UtpjtRp16BCIvsXk5beBvyssW9bud4hBKAkpyF/rkfnHnHjhP3av26e5G+jt63HXMipUTJHnXatkVoJCIl5zR/G8sy2bj9cVTNyaQx9+F2RXPNgsfP3K4gFwwhBFdOcDJnVDqNTf9Dc2AcL671sWSaA6UPqZlCCET6CJR0O8rWNM2zrNE3DNPHWx8+REX1JjTVxaLZvyAtecaAbHswEYqCdvmtqNOuRITaYra0LGRTLUr0+aXZys42/L/5Jvg6QdPR5t2IOncpQr/4z0cRoeD8ihvvf3Wg5vS9XxYakshNVz/bLRw1tRwjLCRpQIuNCN2BWjQLc+07mJtWnFE8EpqGOm4E5vqddupaL+JReJTddzcCHX0yzv7yvD/j0DzB9OcgQYYIQ66Xa1kWu3fvxu1289RTT2GaJnPmzOHb3/42Bw8eZMSIEacsn5ubywsvvNDv/QzUQ/tCcbx9g91OKSVy72GsFRuQxyrsNxWBKBqJOm8KItHOe/nkLV16fVDfjGywBSW6RCVZ3wxNLWAYyOp6ZHX96TsVQEQYIjoCKzqcjiiL8PgciIlkR8ObbNn/J0zLz11LluFyRuJxxWNZBk5HBHExhcRFFRAbXUhcdAGmaSKEIDZqFLFRdqnbwI79mM+8SUYgnszUMah3LUGEhWCaJqmJM7jnlrX4A+34/C34/a34/M0Ypq/7t4gIzSQ/+3q8vmZ0LRzTNPH7O9G1EAJGO7oWimma+Pwt1DXs6/F7TYqfhNsZQ33TYV5+904AZkx4mFEjbgFg+ervE+pJIC1pOimJAzfjdsdsjdc3wuKJ2kU/twKGn47OeiLDM3E5ovq0/+unaHYVPNPk5XUBiqssvrBAJyas77Ns53ItGabkpXUG6w7Y66zZ52f+GA0BDMzXJjBNk4DRiZS2D8Cu/c8CoKpORmRdf86/j2ySBP7hx1rXtX4EqIs0TMtEyEH037lCRQ91INsk5IjTjm+g73myuR7z779E+jvtgfnxf0mZAzZACDzrx1xrgApGcQBluJmCd2k8MZH5zBr5L3SubsFZH0GrWoqmzsXwG9AKRMjuAcrx38fwGwRe82O+YaB/0YF6mQbJIJKVi3ZvsTa9j7n8OWius99whaDMuBplxtWIkHAsu8H2Z6lnrk4kOencc4dB/pl9707ZdmZB37cdFnXatmXXv0/eXD5c9yMOHn0TEGSkzCU6IueM+znOUOk/XKo4NCchoeP4n+d9+A1oqn+LOxcu6neq+4D9TlIlMjyL2vq9LJr9K5LiJ1xav707tPvaMN9/Dmvlq6i3PHRO0UjddgYON8r0q5Dlh1CvuxcRm3zqNX0SF+V6ygHnL9yIcIFlWWdf/hRMquu2885H3yAlYTLzZ/zngKa7M34erH0Ha9c6jLYWhDuk92WLRsL6nZjb9yOun4fQTm+HZRmsfuc+mur2cPmNr+AOOXPqmqa47D610Y5LD+1xmeF0zxsObQwS5EwIKeWZEo8uOnV1dXzta19jyZIlLF68mMbGRr773e/idruJi4sjEAjw3//9393LP//88zz55JMsW7asT9s3TZNt27ZdoNZfQliS8JJq4nYfw9VkezFYikJTThJ1BRkEwtxn2cCZtm2ht3txtHXiaO20/2/rRG/twPQ2Euq1B3abk7ezN94O7799240oKByMOczqzA3opoMZLTcQ6sqiM1Sj3WOgRKRgeFxwhnSYqANlJG3aj5DQmhxD2czRWPrAaaiWtKOfFKFhWQFaO/ZjmO0YVgem2W6/NttJjV+KQ4ukrfMwxeW/wzDbyUq8m5iIaQSMFrYVfwuA+Mh5ZCTaJd5Lqv+BEDohrkxC3Jk4tOg+zcRYEtaUJJEb3UxiWO+z4xeCgNGCL1BPqDsLgMbWbYSHFKAq/etkewMqr+/LotPQmJtVRnpk24VoLgCdAZUPj6RQ2+4BJBOSaxkV38CFnPRqbt9DWc2LdPhKSE+4nYSonr2QzobWopH1twxUv4oUksZxTdRNr8dy9rczeuFR21WS3kuken41gQjj7Cv0Ab2tkUBoVyi8ZZH35v/i6Gg+ZRkpFLwR8XRGJ9GQOwlf1Jk7rmdCa9VIezmFmll1tGe1n0/ThwYWeErclMesJTJ0HBH7w0lcFs+RtA9omuHFE5eHEAKtVSP57UQ8FfasccOEBmpm11305sbt/JD4PR8TcIVQnz+NxpyJWPrQ8Zo6X1ra93Kw/DEyE+4kJmLaYDcnyCc43BDKzvJKkrTvEB1eRHbSF1GUi5cKHjBaURUniuJASgtfoA6XI/6i7f+iY1lkrPw7odVHAKgZPYfawln05eGsdbSQuPU9OuLSaRgxpXt7CNGn9S8mWotGwofxVC2oxgzpm9DQ3L6Hg2W/RUqD7KR7iYkYwDQ/Kcl55wkc7Y2UzPoM7QlZvS9rSUa8sgq908+xOeNoS+3ZWLHqwI/xdx4jJv0eQqLOfG8rb9/G+to/EOPMYU7SN8/nSIYURUVFPXrSBQky1BlykUexsbE888wz3X+73W4efvhhbrnlFpYuXYrX6z1lea/XS0jIGVTwXhgzZsyQvmhN02Tnzp0XvZ3SMJCb92B+uBHqmuw3nTrKtHFosyeSEB7KQNTkkVLS2l5BbcMeqhoOU9uwl7rGvbid0dwy92/Iuib0A36Mhr1oOOjIDiO0FtKbUkjYtZgwXygCAZxcvvMYqCpEh3envxET2WXmHYm1ZS/Wxv0AiCljiFp6OdHquXf0+vYbTT7LVoqYydLu70QIgT/QRkTM/6O2YQ9pSZeRnlyEZRlseXEVpunrXtPljCQ2uoCJo+8nPmYUx3XgTwpKK3cbHG4wqGiN4JGbnXgugtcNQEX1Jlas/U9AsnTRM3jcsUDROW9vZKFkf7nJ1BG5+A3J7hKLoizlrAJaf66lsjqLP63w09QOLh3unOOgMC0d6Dn8euAoQsrP0OltwuOO7vfa0i+7/WX8W33IJonjsw6SM0NIJmWgGzsg+H/twzpmEvpSNo5/cSFj5Dnd86QRQO5ah7X+XeTRvWjf+A0i3vZFsGK+A62NtidN+SFkWTGivQV3UxXupiriFtyAkj0aAHPVG1BXgUi1I5SIT+uxTLbskFj7TdTx9uNTzpBEqMOnmtFZmQAjyAcgsMWOuMwomcXW7Nu4bsZTuA/E43vGh+ZVwQX6FxwkT0klmQvrRSHbmrFWvwGuENQ5N9jv5WVj5Y3EPXE+abqDtAvagotDaeVaNNXV5aVTxBTf1f32nxqs/sOnjSJgalUz76yENnEZm+oK+dx8Jw6tb8/Y8/md2jtqeOvDBwkLSeaKmb9AVQen8MXFRo4bh/XW01hr3iJ+10ckSC/qzV9FOHue0JSmibXmTazl/wS/l4j6UtJuuBvh6LtFwMW+nnw/9SIPW0Q4wtEfdiL6lCpfRHppInWN+5k05r4BT/GSid+DqDjyXGcfb5llTVgfbyGz2Yd2TVGPy+w2ZnFo9zFCnHUUFfW8zHGi6xXW1PjxiYZelx1O97zjbQ0SZLgy5MSjffv28cYbb/Ctb32r++bn9/tRFIWxY8fyl7/85ZTli4uLycs7czh6T6iqOuRvMHDx2il9fsx12zE+2AgtXVEdHhfarImoMycgQs490khKSXtnDbX1e0hLmo6muThS+gHvrvzW6ctaJjJEQ49IozDpi+QGbicyLKM7BNfp83enwsm6pm6PJVnfhGxotkOOaxuRtY29enlrV85EvWL6gD1cB/o3cqsRFOReTwHXd78nMZg56TvU1O+mtmEPDY3FeH1NlFWuZcq4L6OqKs2tpbz63j3ExRQyduTtpCTas2szCxVK6iRjMzXCPBfvkq+q20Knt56oiBxMy3fe31FMOMwIt9PYXljrY1OxSXmDzvVT+5aCdLbfacshg7+v9BMwIT5CcO8Vrm7z7guJlJLA33+FLNmP3lyHmT0KZexM1DHTESHhZ163TeJ/3oe5z8T9Yw9CF7jud4ObIW9I7fy8C+8vOlEiBVqchiXs6Ki+Xk9WfSXmuncxN62A9hb7TUWBsoOoSbb5sZptp6oybiZgf9c012GVHcIqK0ZLy+sWiIzd65BH98L6rh3oDkRyFkpqHkpqDiKrEKHH4/15B9ZRC+XLCto0HYb+Y+ScUb7oxju9hapNG8kevYDI8HS8mzrRvCrehCZcX3XjyAi7oG2QjbUYK1/BXL8MDD+4Q9BnXIVweSA8Cs7gYzTc2L73b6zb+mucjghuuuoZQkMSCfH0X0w+znDp5wxn0lOmsHDOX3h8WTq+AGwslswe1b/n7Ln8Tqs2/ZSmlqMYhhdfoJEwx8CXah+SqCrccB9GSjbGS79H7l6PWV+F/rkfnOaDZB3dh/Hy77vN7EVGPvqSB1DOlHZ1xl1fnOvJdY+bzh+2Y+2zsF4ycXymb9GUuZlXkJt5BWAbqJdWriMrbe7ANCq1bymzAGLiKPwfb0HuOYRimAjn6X20+OTJHNr9N+qrt5z1O42PsCOdmjurMaUfh9b7eCR4zwsS5MIz5MSjyMhInnnmGSIiIvj85z9PTU0NP//5z1myZAmLFi3il7/8JU8//TR33HEHmzdv5vXXX+fxx4MGkueKbO/EXLUF4+PN0NEV1RUeijZvMuq0cT3e9M9GR2cddQ37SUuegRCCPQdf4OONduW8Gxb+mcS4ccRGj0RRNGIiRxAXU0h8TCFx0YVERWR3GwmHek6PcRJOByIpDpLiTvvMNlJsPV1Uqmu0fZeEgnb9PLQpY/p9TIONpjopyF1CQe4SwDbIbGgqpqZ+NzGRtnhaW7+HDm8dx8pXMjLnOnYeM/AH/OzbfSuJUflEOa4F5lzQdnZ01gECjzuGiaPvQ9c8jBpxC/oZHvbnQkq0ylbFpCBtYDoJUkrW7g8QMKEgVeXueQMboSV9nciKw1iltmghq47ieOiXCE1HCIGsPoZsrAHAKt6JVbwT45UnUHLHoYybiTp6KsJ9ItdfSomxysD/rA9abZnU3GGgTdQRIUNbNDqOEq3gfsQDAoQmkAGJp9R91uA0c89GzDVvdlfIASAiBm3KQtQplyMieq9QJ4SAyDjUyDjU0aeGymuzr8dKz0eWFWOVHwJfJ/LYfsxj+zEBde4SRPIdWEct8FjI5u1YdSmImMRL1shTCIF7TAT5Y64in6uQPom1w+RAxutsHPEokbvSuSXjOYBTTOAHAqumDPPDlzC3fGRXHwNEWh7avBtPMau+lPD5W5DSIjN1Dm7XuYtGQS4umckF3L/IZMthP7LtF5RUzCYpfgZ6HyOQzoU5U/+VD9f9iNlT/oWwkE+JcHQS2uTLUeJS8f/1Z8iqY/gf/TaOu76LkjMa2d6C8dZfMTcutxf2hKFdfTfqpAWIi5hWeK4oSQrOL7rw/dZL4E0/Sq6CNqnvkWWG6ePNFQ9SWbuVedP/nfzsawasbbKzHVlb3m363hMiLRERG4msa8LaXYw6ofC0ZWISikAotLeU0tlejTuk95yGEGckHkckHf4m6tpKSY7sfd9BggS58Aw58SgxMZEnnniCX/3qV/zud7/D6XSyePFiHn74YZxOJ3/605/4yU9+wqOPPkp0dDSPPPII06YFvQD6i2xpw/hoE+aareCzy6GLmEjUBVNRJ406Y7Wzk2ltb6Wu6ShZKbYgs3HH79m880kA7rzhLUJDEomOzEMIlejIHAzDFqhCPYncc8uqga0KoSiI6AiIjgAyTvlMSgly6Edj9BVNdRIfM4r4mFHd72WkzuaGhX+mtn4PQi/iL2/7CJiSdEcirW0rSI63TVqllLz87mcJC00mLrrQNhmPHomjFyPCvlJWtZ73Vz9CdGQOi+c9hqKoFBV+9ry22RNCCOaP1ZmQoxIZouD1S/68wsc1k3TSYvsnJnX6JcdqTEamanxuvos1+wIsGKujnOd5IjtaMbeutIWismJkTRl8wl5OVpciUrIB0K662450CYvC2rMRc/sqW2w6sBXrwFZEWCTqSPv3M0sN/H/xY+3vGlCnKDg/60QtGHK387MiPCe+Z+OfAdLfTcOwAihLek9HNHeusYUjIVBGjEeddiXKyIk9ppj1B3X0tG5BSVoWsq7SFpLKijFLi1EyRqKO0uDLLqzyZZjvP4n5PuAOQUnNRaTmoqTmoKTmQmTcJSkoCadA/ZWgYlUpsWY+GSmzuj97/f0HUBSd3IyFZKXN73eq1XFkZzuBFx7D2rW2+5pRcsegzrsJJXfsJfe9trZXoqku3K4oJo99gPiYUWSkzL7kjvNSJydRpa3xRdZueZ41B9xIVyFfvSaSMPfA/Y51Dfupa9zPyJzrCPHEsXj+YwO27eGIkjkS50O/wP+XnyKrjoGmI6XE/6f/QJYeBECdfDna1XefNYp3qKFN0TGvMjHeDuB70ouSqqIk9k34UhUHcTGFVNZu5cN1/4bTEUZm6vlPHFqlxfh/9wNwh+D8wVO9PnOFECjjCzCXrcXcsrdH8Uh3hBEZM5Kmuj3UVW0mLefqM+47NjSdkoYm6lqPBsWjIEEGmSE52pgyZQr/+Mc/evxszJgxvX4W5OxY9U2YH2zA3LATjK7BZ1Ic2uXTUMbmI87iAWRaAWrqdlJWuZ7SyrXsrx5BVeAhchM7+Ox8N1HhWYAgKiKLDm8DoSGJJMSO5p5bPj6lDL0QYkCFo7MhhDi9JNwlhq65SYwbR2LcOExLMnWEn9oWg+uKHqC+aQ+pSfbAuK2jipr6XdTU7+LQsfe61hZEhmewcNbPiY7MwTT9WNLsU8SQZZls3vkkm3c9BUg6vVF4fU143L1HgAwEkSH2ufrGJj/7ykwOVZrcNtvJxJy+3dbaOiWPvtFJXavkq4sFWQkqVxT175yURgBZeQyrrBjMANrMrtLmfh/Gq384deGIGJS0rhSo1FxE7InZYrVgUvdrJSENbd5SrNpyrB2rMfdvRckd2/2579GNyKrRoJnoN+joiz2ICzjDfTGQUnY/jYyXA9AI+t068vAOzHXvoIyciDZ1IQDajMWY4dGoU65AiTl3s+szIRQFEZ8C8SmI5FkY272IBPv+pU3TMdZryIo8ZMUR6GzHOrgdDm7nuLWpyBqF80s/sY/NNKGtGRFxaUSS6A43idGXU1T07W5z4I7OOiprtgKS8qr1fLzhp6QkTe0Wkhx6P9JEXB5kXQVIiTJqCtq8m844yz3csJ+huyirXEdZ1Tpq6neTFD+BxfMfQ1X0ARnkBRkcRo+4leKSDRSX3UTA5+C3b3Ty5atd3c+q86G6bgdvfvBV/P42XM6I4HnShYiMxfHl/8QqOYCSYXu1aZffivH2/6EvfQDlLJUQhzKOW5xYh7uKXfQj2FIIwfQJ38Dra+bAkTdYtup7XDP/MZLiJ5xXe0RSBjhd0NqIdWDrKf2WT6JOKMRcthZr3xFke2eP1hexiRNpqttDbeXZxaO4sAxKGnZQ21ZyXscQJEiQ82dIikdBBh6rqg7j/XVYW/fa5bcAkZmMdvl0lILsXmc5pZRIaaEoKk0tx3jx7TsJGO14rRyc4jCR6l7auJrqpjxCXeBKmY0rcSUZqQ6iIuzTS1G0AU1nCNI7HT7JnlKTSbkaN81wYFoONHUiqUknSkO7nVFcM/931DbsobZ+DzX1u2nrqKKp5SghbjsdsLxqI29/9DWiwrOZNeUHJMUXIaWFaQVOKUfc3lHL8tU/oLJmMwAFuUu4bOLDpwiFF5rFkxzUt9rH/dcPfFQ0WCyeePboIY8LEqMUvAGLvvimS9NEVpd0RRN1pZ9VHgWzq1JYaCTqZdfY11JEDErRbJS45O6IFBHWP1NlJS4FZcEtqPNvxtxqohZIMJoQ8nfgvg0R+gLWhjYCrZNQx81EGTkBMUwrTQkh0G92UN5RTuKH8RgfBjA37UCE/BKh+JAN1d3ikZKWi5KWe1HaZdVaeH/cgWyW+P/ixfUtu7qYNnUh2tSFtnhYXdodYWaVFiOrjp0iasnKo/gf/RaERaGk2m23z4lcROi5RecMFY4/NzzuWG677hUOHVvGoZL3qG88QGnFakorVhMfMwpHRDb+gF2N7mQhSUqJtW8zxgcvol97j/3dCIG+5AFwuVESM3rc73CiuzQ4cKT0Q1as+VcCxqmV+UzTh8/X3FVUIMhwRVV1rpn3EyY1+PjTB4LqZsmjb3h58GoXMWHnJyB1dDYQCHSQGDfuvEWASw2hO1FzTtgRqAWTUPLHIwayXP0gIDSB6+tucNHvCSIhFOZM+1d8/maOlX/M2x9+neuueIrYqHMX4oWmo46fjbnqDcxNK84oHikJMYiUeGR5Deb2/Wgzik5bJi5pEsW7/o+6qs1n3XdsmP0sqGs9eq7NDxIkyAARHNFf4ljHKjHeX4u1q7j7PSU/C23BVEROWq+iUVt7FZt2/oGyqnVMGfdlRmQtJjw0FaEodIgllPi+RlF6CTddFovPiqeuRaIogtIaB1uPeNlX7mdSrm1uvP2oSX6KitsxvKMjhjqGKfnTci8HKy2a2i0uH+dA66HvpGkuUpOmkpp0opRrp7eBhqZinE47tLuh+RBSWjQ0F+N02Ia4DU2HePHtO4iOzGXyuC+RkTKLD9f/O5U1m9E1D7OnPkJe5pUX5VhPxu0QfPEKJ29sCvD+jgDLtweoaLC4e57ztHNOSsmHu2yxZ94YnTvmOPEFJOGeUzv20jKRtRUgFJR4u1qZuel9jBd78FfzhHWnLWEa0OVj5Lj9/EvKyhYL3x+8mNtMtKt0HLdF4vzmv2FuX4W1XUM2+LB2rMbasRocLpTCKehX34WIPN0TbCgjpcQ6soeQjn+iRLux6u9HthUgjYfRF29Dm75oUNologVKroqssXDee7ogKjQdkZKNkpINXeKWDPjB19m9jKyrBKHYs7V7N2Lt3XhiA5FxKKk56Ld9Y9gKf8eJCEtjwugvMGH0F2hqOUrxsfdoaComKsJOzdx36BXWb/tfMpJnMmPCt3AXF2N88EK3ma3x0cs47nwYsNNRhjt1DfvYdeB5yqrWce2C3xMRlkZEWBoBox2XM5KUxCmkJU0jNXEaoSEXJoIuyMXH6QgjIzGMr11r8evXGqhvdfOb1zv58lVuEqP6LyCZph9VdZCVNper5z1KYlzRgHsIXooMd+HoOCLU7sNISxJ4zY8IF+jz+1gkRNG5YuZ/8caKL9PSVtZVofj8UCctwFz1BtaeDcj2ljOmA6rjCzDKazC37u1RPDrhe1RCZ3sN7pD4XrcV1y0eBSOPggQZbILi0SWIlBLrYAnm++uwDnaVshegjBmBtmAaStqpHVXTDFBdt4OyynVkp19ObHQ+qupk36FXAElZ5XpGZC1GCIW49BfZvtPuuAg9F4/bSagiiOkquBMTJlg8UceUoKmCigaLP7/vw6XDj+/woGuCgCEvqJHkpxEpJf9c5edgpYVTt02f+4PbFd1dnQ2gqPBu8jKvorZhD5HhmQDUN+7HkgZ1jfsQwu4Ez5z0HT5c92/MmfqvRIYPXpSAogium+IgOVrhHx/72FNq8j+vdnLvQhcxJ1k57S83eWW9HyFgRLJKSoyCQ5VYtRXIsoPdVbhk+WHwe1EnLUC55av2PlJzweXpTjs7LhiJqPgL50/iElgVFqi234wQwq4AlpyFvPJOZNkhzO2rMHeshqZarJ1rYMn93atb5YcRiekIdWjf6q2dazH/9t9EAjhALQzBPHYXzvtGoU3ofXbzgrWnzEQkKwhV4HzQBX76bEQudAfoJzr3atFMlMJJyIojWF0eSrK0GFlbbv9mpgGavbyUEv9j30NExdlRSqm5iJRsu7LYMCIyPJNJY+475b3qup2Ypo/Sso8R61oJ1FVR7/LTFiNIH7UEffbSQWrt+XP8GVpauZYJo+9B19y0d9ay79DLAJRVriciLI2oiGxuvOoZYqPyu++hQS5N3FozyeILeMVPaO7I5tE3O/nyVS5SY/r+bD5Uspx1W3/DtQt+T3hoCmlJ0y9gi4MMZcxNBoEX/aCBkqGi5vTtPNI0F1fN/Q0+fyvhockASGmd8/1HSc5CJGchK45gbvsY7QzVLtXxBRhvfIQ8XIpsbEFEnSo0ne57dFWv28qIKeLO6T8nPiz7nNodJEiQgWNojyiC9AtpSaw9xRjL1yFLKu03FQV1YiHq/KkoCbYHjZSSppYjeFyxOJ3hNDQX89ryLwK210dsdD5uVxTTxn+N6IgckhImYFqSF9b4WbPPFo4WjNW5ZrKO8olBc2SIwsLxJwZObV5JQoQgPlJB1wQNrRY/fbGTwjSV8dkahWkqjqCQdN68uzXAhoMGioDPz3eS0o8Oam+EeOII8ZzwVcjLWkxSwkRq6/eQEGt78ESEpXH9FU+d974Gikm5GgmRgqeW+ahulry8zs+9l+t0BlQsSzIiWWHGSJXESJXkaEHgvWcxV70O3o7TN+ZwASdMrkVSJs4f/e2CV2sxdxuYOwwct7kQDoHzATfCA0rKqb+pEALRlcKlXX03svQAVlUJoqsMsfR24n/se+Bwoo6ehjJuJkr26PM2lh4IrK4UL226HammFEyEiFgaY9KIu/o2tPQRSJ9EdFW8Mw+bYIA64sK33dxp4P11J9p0HccXnAhdQN8L3fSIcLgQmQWn+G9Ib4dd1a2j9YT42FyPLNmPLNmPtX1V18oCEZeC6DLjVsdehggffv5J8+I/Q+HaYzQH6lCbqsATxv4xCge8O3F0/JXbHDcyXOIppJQ0tx4jIiwDIQR7D73Mqo0/AyApfjzpyZeRHD+RsSPvIDVpWneakRCCuOjh68ESpO+4XVEsmvlN3vzoIUp9v6DdO5LH3/byw1s8uPoQhb3/8Ot8uO7fkNJi94HnmD7hGxeh1UGGKupkDXWShrnPBJ88+won4XSEdUeQHytbyeZdT7F4/mPd7/W7LZMWYLz2FOamFWcUj0RUOCI7FXm4DHPbPrR5U05bZvTkr6PpHiKiz5xOF+aKYXTKgnNqb5AgQQaWoHh0CSBNC2vrXowV65FVdfabmoY6bSza3MmI6Ag6vY2UH32X0sq1lFWuo72zhrnTfsjInBuIjconOiKXmKg8EmJOGPMWFd4NgC8g+fMyH7tLTQRw4wwHswr7Npoakazy/Zvc+LtsYfaUmvgN2HbEZNsRE4cGozNUJmRrFKSqaGpQSOovGw4GeHuLXTHv5sscFKRdmMtaCEFYSNKQLwucFqvyretdvLTWz9LpTpqOHOWdXYnU7fyIK8uf5qalD6COvgzAriro7bBTzZKzu6tlidRcRHzKKaHvF6PEr/81H4Hn/QAoozS0sRpq3tkFE6EoiIyRKBkn0n1kbTm43NDWjLlhGeaGZRAagTpmOurYmYisgosa2i/9XsxtH2OuexdZVgyKijp6KiIsCqE70R5+nIqdO4lPybGPqUs4smotvL/oBK/E+SUX2uTzVHLOgLE5gO9/vWCAbLTABC7Qzy5cnlN8OgAICUP/4r91V3mzSouhqRZZU4asKcPa8hFK1qhu8cjYuBwCfpS0PERSJkK7cN/NuSAtq/u6UaLiianzEROWhnbNDahTryD8wP8RUlyD2xWF22V7gu05+ALVdbvIzVhIcuJkVGVoHFOnt5Hyqg32M7RqPe0d1dx6zYtERWSRmji1K3pzKk6H7WOl6x5mTPzWILc6yGCSlTaXOZMqWbnp65T5f8bMXA8ux/izrrfrwHPdYuTInCVMLXroQjf1jOxrbGBfUwOhus64mDji3B6a/T4EEKo7TptEDDLwCCFw3udCtkuU2HN7KBmmj483/oy2jire/vBrXHf5k+fkR6qOn43x5tPI8kNYlUdRkjJ7X3ZCIcbhMjt1rQfxKC7JjiyW8uyC2Pt7/sDR+q0sHPUgadGjzrp8kCBBLgxB8WgYIwMG5sadmCs2IBua7TddDtTLJqDOmoASbufrLF/1fYqPvXvKuqrioL3TFpqEULjlmud63Edrp+TJ97yU1FroKtw9z8nYzP6dNkIInF39/8sKNDLiFbYcMtl2xKChTbLlkMmWQyYuHSbmaNwyc3h7f1xMDlaY/ONjW2xYMFZnxsihMdAabMI9Cp+do2K8/3dq1mymM+Vf2RtIYX6nD7X0IOpYWzxSJ8y1y7wnDI3ULq1II/CyH22e3uew9N5Q0nJxPvInrMO7sbavwty51haS1r6DufYdCI/G+e3HEK4LG+9hVZVgrn8Xc/MHJyK8VA1l7GXIgL/bhaHXsr9hAjVXwdxq4vutF3mnRF848JUajbUBfL/3gmXP8jq/5LKjji4iQnei5o2DvHHd78m2JqyyQ7ag1JWGeBzz49eQVV0eEKqGSEzvFj+VtNxBO69layPGx69h7duC42u/RKgaSlwy+r3/DyWrsFvkmjTmPiaOvpdOb0P3unuLX6G2YQ/7D7+GyxlJVtp8cjMWkhQ/EWUQfEwsy+CV975ATf1uTo5EVBUHjc2HiYrIIiIsnbuXvhdMRQtyGmNG3kZLWxnKvocoP6JTl/8PXt2UyLR8jZEpp99ftu5+mvXbHrXXzb+NGRO/feHSos9CSVsLv9u9nRXlJ3xmfjl9LnFuD7/ZsYU3Sw4jgDDdQZjDQfjx/x1OxkbHcmvuSBq8XlZVlRHrcjMjMQVLSmo7Owh3OHGp6qAd23BEuAXC3RWNu8/AOmKhX9X3Z6GmOrlq7q95bfl95GYsPOdCNiIkHKVwMrKtGQL+My6rjsvHeGk5sqwaq7q+OwPiOFJabF75Q2orNjD3ur+d0ffoaP1WDlavY0zqFUHxKEiQQWTwR0tB+o30+jDXbMP4aBO0dlVtCfWgzZ7IgeQSjlQ/j9j8AlfPszsgxyu4xETmkZo0zQ6jjxvfp4pYDW0WlQ0WIU744kIXWQnn13kXQpAWq5IWq3LdFJ1jtRZbDhtsO2zS3CFp7wrHrWuxeG9bgIk5Gvkpg59mMxTx+iV/ft+LaUFRlso1FzAiY7hhVR4l8I9fIyuP0hQ6iSnGeq4aA6HX/QRxUgUnERk36ObSZrGJbJdo4zSUdBX3r0JQzsFYtSeEoqLmjkXNHYt2w31YxTttIWn3OkRUXLdwJE0TY9k/UEdNsaOuBqBDL02DwB9+hHV414n2xCSiTl2EOml+nyuNCZfA+TU3/r/6MFYE8P+fD1lvod/qRJylol5fCawM4H/KCxK0mRqOe12IIRIFKUIjUUdOhJETT3lfSok6ZgZWRCxWWTG0tyDLD2OWH4b17wGgXXkH2vybAbAaqsHXiYhPu2Cpi1ZDNeZHL2NufB8MOxrS2rMBdcwMAFsY++TxCeWUKmPTJ3yD4mPvcrjkfby+RvYWv8Te4peYPuEbjCu4q/vYL8Sg0zQD7DrwT8oq15EYN46JY76Iomhd+5K9PkPtz4fG+RJk6DF9wjdpba8iNmoE20uT2XEswMFKk0duOnWizDQDHC37CIAJo+9l8tgvDYq40uD18sd9O3n5yEFMKRHApLhEDGkR77afGd6uKqMSaAn4aQn4KT9pG1JKbs0dydHWZn6yZT0ZoeHMSEyhNeDnundeAUATCmEOBxEOhy1A6Q7CHQ4+lz+arPAI1lVX0uDt7BKkHITpzu5lHUMg/XqwsCotvD/tBAtEkoJW1PehXEzUCG677lVcTvv56w+0o2vufgvf+u3f6tPEhAhxo4zMxNpzGHPrXpQrZ576uVBobTqCt7PurL5H03NuZWzqQrLjLr4PYpAgQU4QFI+GEbK9E+PjzZgfb4FOL52al4rUZmRBKqMW3I9w6JSufIHSitUoikYg0IGuexhbcBfjCu/uLsPeF47VmMSEKWTEqdxzhZOYMIX4iIGdVRVCkBmvkhmvcsNUyZFqC0fXGbn1sMH6AwaNbRb5KW7avZKKBoucROWsJdg/LbgcgttmO1m5O8Adc5zB0PEuzH2bCfzlp3blM08Y466bgzA9hBQVoQyxDqexOYDvMS8IED/0oGaoAyYcfRKhaqj541Hzx6MZD0BrY/dn1qGdmCuex1zxPCI6AWXcTNRxlyGSsvo1eLHqqxCRsQhVszuWDicoCkrhFNRpi1Byx51T+p9QBY7PORGxgsBzfgJvBRBxCvrlAxOBpMQJ0ECbreO4e+BEqQuJEALtis8AXSH/TbVdhtyHutPeRGpu9/Lm2rcxP3oFdKddIe7kFM3Y5PNKy7SqSzE+eBFr20qwLLt9Gflo825COUM5555ITphIcsJEZk76DuXVmzh07D2OlH5AVuo8AFraKnh12T1kpy9gVN5N3Yb+50JHZz1lVesJ8cSTkjAJRdHYvuevdHjr8PoamTjG9gKcPeVfcLuiTxG5ggTpK4qisnDWf6MoKqYlqWwwGJdh4HYKOgIqlmWhKAqqqnP1vEc5UrqCkTnXD0pbXzp8gN/u2kqHYYtDMxKSeXB0EbkRUacs959TZ+E3TVoDfpr9floDPlr9flr8tpCUEmJHvrs1jcsSk4nrMv1vDwTQhIIhLQxp0ejz0ujznrLtm3PyAXj+0H5WVZXTEy5V5er0bL47fgr7Ghv4476dhDscxDjdXJeZQ2roufn5DAeUJAVtvo6xPIBVYkI/xCOgWzhq76zlrRVfITlxMjMmfKtfz/r+RLSq4wux9hzG2rIHueiy0/ZTOPFBFNVBdNyYXrbQtVzynDN+HiRIkItDUDwaBsimVoyPNuJbt5lO2UqYPxQRF8XyvLeo9x3D0xnLKP3rgJ0fnxg3nrSkaWhd5VxDPb2HgfbEnlKDPy33kRKj8ODVLgpSL/xpoghBTuKJgf2IZJUZIyV5SfZ7Ww8bPL/GT0GqygNXujAtiRB8KgUTvyFZti3AFUU6YzI0RqcHQ79PRsksgLAolOQs9Bu/jOUJg23bBrtZPSLrJARAHaeiJFy8lBeh6RB14r4gPKEo42Zi7dmIbKjG/OBFzA9eRMQmdwlJM1FOSpc6GWmaWHs3Yq57F+vAVvQ7v4M61o400a75PML5ZURETI/r9qvNQuC41okSrWCsDqDNOb9IOyklskmiRCmoBRru//DYFdaG4bUkhICoeNSo+O4oHyklSOvEQqZpm8D7vcijezGP7sU8/pnTjTppAfr199rrWpZt1N2H7yLw8hOYa9/u/lsZUYQ27yZE9qjz+i4VRSMtaRppSdOYPeUH3SkWR0rfp72jmp37/k5q4lQiwzMxTT8NTcXERheccZ+G6cMwvLicEQSMTv72ytVYVoDstAWkJExCCMG4Qju6KTVxWvd6MVFnNnMNEuRsHE+59PubCPV/i0MHISvxt7x7MJ0PDxczK28jcyffjdMRdtGFI8OyqPN2kugJIUR30GEYFERG85Ux45kUl9jreg5VJUZ1E3OG1OeCqBh+NWNe99/JIaGsuuEzdJqGLTYFbMHpxGtft/A0MjKagGXR2vV+S8BeTgJes/vuRUVHGysry7r//tvBPSzNyuMLI8cQ7Tp7hP1wxHGHE22Shjrq3PvnVbXbqW86SH3TQWIi8/p93knLxDq4HVlVgjbnhl6XU0bngq4h65qQZVWItFN9MxNSZ/Rpf63eOtYWP4fPaOfaoof71dYgQYIMHEHxaAijt7RT8/xfKS9ZRUVoJdWFtcQY8Vw/4VcoY/JI3+5FVK4lNWkqpulD01xkpMwkI2Xm2Td+BqJDFXQNPE5BHzzsLggZ8SoZ8SfEJL8BboctKgFsPWzy+kY/c0bpzB/76UrXenaljy2HTcrqLe5f5BqWg92BRFoW5rp3UMfNRISEI1wenF/9bwiNtL+bkzqZQwFpSei0S7/rixyIKIE6URvUNCklNRfHHd9G+r1Yezdhbl+FtW8zsq4C8/3nsLZ9jOM7j59yrsnmeswNyzA2LIPm+u73rfJD3eKREp864G3VLtNRZ9ipRNKSBF7yo83V+2UiKqUk8A8fgY8CuP/Fg5KmnlbNbrgjhABx4pj06+5Bu+ZzyNqKrsikQ1hlxciKw+DrhJN+W+vwbgL/918oqTm2f1KXhxIRsXbKWFfKCoCISQIhUEZNtSON0nIZaE725hg94lYiwtI5WvZht8BTWrmWdz76BuGhqcyb/qPu6mZSShqaDlJauY6yqnVU1mxl9IhbmD7hG+iam4TYsQQC7cRE53dv/3hqXJAgFwKvr5GGpmL8gTaWr3+Fdt/VdBDCngN/ZGzeDCLCc1AvUuSjlJKPKsp4bPdWHIrKXxdcxRWpGYRoOjMSky/Y5JwQAo+m49F0EgjpdbkvFo497T1LStoDAVoCPhxdglx+ZBTfLZpCS8DHtroa1lZX8vzhA7xZcpi7RhRyW24Bbu3SGu4ITXQLR7LVwlhr9NsLMCf9ctonfpvSitXkZCzsdxtkbQWBP/67Xfxi4lxEaGTPbXU6UEbnYm3dh7llL8onxCMpJdvW/ITayo3MuuoPvfoemVaAFfueQhUaV4/9Buo5ejYFCRLk/AheeUMQaZoc/edv2ep/jk7dCyknPuuIlDA6G6EoTCl6kKnjvzog+7SkZPm2ABNzNRKjFL5+rZvYcHHROjFnY/5YndmjNMyuifRdxwya2iWdflvdKq402VNqMiFbJSVmeEYP9JWZhTqHqiyuGPfpEs16wmqoJvDco8jDu7GO7MVxh13dSIRFnWXNwUEGJL4/eJHlFq5HPAi3QJsydH5H4XChdkUaSW8n1p4NmNtX2ebLXdeUVXGYwN9+gWyo6k5RIiQcdfIC1KkLUWIufDW+420JvOEn8KofY2UA17fdKOlnF4CkJW3/pPdtTx7zgImSdmkJR70hFBWRkAYJaagT7WgAaZrImlI7xbALWVYMnW1YB7fDwe0nIpRCI8ATRkJ4Iky009HUaQtR8sejJKRdlGNQVQeZqXPITD2RwtDWXommumhpKyO0qxpkQ/NhXl9+P53e+lPWr2882P36mvmPo6pD5/oLcn4YlsXqqnK21dXw1TEThmRkclRENgtn/5ytu/7E/ClXopsrOVT9Hosue4RmXxa/fa6TpdMdjMm4sN3z7fU1/O/OrexosAunRDqclLa1khkWwcyklLOsPXgoQhDmsI25j5MSEsbS7K40tXzYVFvF/+7cyt6mBp7Ys4OytjZ+OGn6ILX4wiJ9ks4fdthRzE6B3s+I3LEjb2f0iFtRFBUpJU0tR4iKyO7TukpCGiItD1l6EHPLSrTZ1/W6rDqh0BaPtu5Fu3buKWnSQgia6vbQ3lJ6Rt+jcHcCmuLEsHw0dlQQG9pzNHSQIEEuLEHxaAgiG1oI2VVL5ygvmtRJihpHWs4cUpOmExV+woNkICu7vLMlwLtbA2w6ZPCdJW4SIode1RhNFWhdY7w75jiZkGOSHG23c90Bg40HDd7fESAuXDA+W2N8ttb9+aXA9qMGeUkqOYkq/3qLG10beh3ji4WUEnP9exhv/Bn8XnC4UHJGXzAj3YFAtku8v+nE2muCCuZBE23s0L0FC5cbdcIc1Amn+gyY21cj6yrsZbIK0aZdiTJm+qCUiddm6BhrDGSzBMfZf3dpSvxPeTFWGSDA8Tkn+vyBr9w2nBCqivhEqWV15jUouWNO8U+SVSXQ1gxtzUQ21iH9PnB7EA6XLUgNIqPzP0N+9nVU1W4jrEs8Olr6AZ3eejTVRXLCpG6j66jwrO71gsLRpUFNZwevHT3Eq0eLqens4LqMHBQhKGlr4dmD+1iSlceIyKEzoZCaOJWUhClYlkViZCrzZvwEjzuSP7znpaFNsvOYecHEo6OtzTy+axsfdaV5uVSV23ILuHNEIaH6pXE9TIpL5E/zruT98mM8sWcHd44oBOC1o8WE607mJKcO2X5CfxFOgTZXJ/CCH2NNAG221u9js4UjizWbf8nug89z1dxHSUuadvYVAXXSfIzSg5ib3keddW2v+1bys8DtgpZ2rEOlqHkZp3wemziJpvp9ZxSPFKEQG5ZGVXMxda0lQfEoSJBBYuiOXD7FKHFRRH/2XsYcymHy5bfhcFy4UtrHB9szRmpsKjZYMFZHGyJVhs6ErgnGZp44fYsyVfwByZ5Sk9oWyXvbAry3LUBipKAoW2NSjkbcABt+X0x2HTP48/s+4sMFX7/Ojcc59H+jC4VsqiPwwmNYB7YCILJGod/yVZSY3r0ZBhur3sL7i05kmQUucD7kRhszPG+/2uzrbaPluJRefZAuFkqsgvtfPVh1FkqifX1bdVaPKWzSkPge92JuNEAB530utMsujcHSQCM0vTtdDRYBIAM+ZOUxzNoK9ncKRjucZ97IRUbXPaQln/DOSIwr4trLnyQxdiyq+ukWCC9FLCnZWFPFS0cO8nFlGWZXjn2kw8mMxGSklLx8+CAvHTlIdWc7v5oxj07DQAhw9cPs90Jx8iDb6bCjZu6e5+T9HQFmF9r3pTc3+XHoMG/0wPTLfrNzC/8s3ocpJaoQXJuRwxcLxhLrvnB9zMFCEYIrUjNZkJKBIgSNPi//s2MzHYbBr2bM5bLEoRtd1V/0ax2IcIE2Sz9nUUxKSXtnHZZl8O7Kb3HtgidIiB191vXUcbMwXv8TsuoYsvwwIjWnx+WEpqKOG4G5bgfWlr2ni0dJEyne/TfqKjefcX9xoZlUNRdT23qUkUnnZ9ERJEiQc2Pwn6BBekTNTcfVNu6Cdnob2yz++oGPmy9zkhyt8P0bh280y+gMjdEZGl6/ZFeJydbDBnvLTKqaJO9sCSCAKyc42HrYoKzeojDNjuAxTIkiGPIV3KJCFSI8guxEFfendBwkpcTa8iGBV/8A3g7QdLQr70Kdec15VYq60FjlJt7/6kQ2SkSkwPltN2rG8E2TEiHhqGOGTgqACBGoIfb3ae4x8P68E32Jw+5Qf7IjHZCggfNBF9qkoHDUH4TuRKSPQKbkYAxRA/qTSU6YONhNCHKB2N1Qxw83rqGsvbX7vaKYOJZm5zEvOb27jPuc5DRqOjtYnGGn4bxw+AB/3b+bxRnZLM3KIz0sfFDa3xtOXXD1RPsBX91ksXx7AEvCxoMGN89wkpfc/+dGWyBAhxEg3u0hVNMxpWROUipfHl1EZljEQB/CkON46qJDUbk1J58tdTVMT0jGlBa/3bmVG7Jyh/33IBSBPs8+b6QlMTcYqFO0flUNVRSVBTP+A5+/hfKq9bz94UNcf8VTZ01hE55QlFFTsbavwtz0Pkov4hGAMqEQc90OzB370W68HHGSD1VMwgRA0NZyjM6OWtyenqtDx4bZE1Z1bSV9PrYgQYIMLEHx6FPMqxv8HK62+MfHPr5xnWvYCkcn43IIJuVqTMrV6PBJdh0z2HrEZHy2farvPGaw+ZCJxwE5iSof7zF4faOfy0Zq3DjDSW2zxa4SOx0ufwgY6Da0WSgCUmIUvnW9mxAXl0y49blgbl8F3g5EWh76LQ9dNJ+V80GECtBBJCu4Hnb3y9g5SP8w95lgQOB5P2qBhpqnIr0SHLbBqPOrbqxjFmre4F/bQYIE6RtSSrbX17KnsZ7b8wpIDgmlqqOdEE3n6vQslmbnkR0eedp6RbHxFMWeMN9dV11BS8DPs8X7eLZ4H5PiEliaPYI5SaloQ2wCIj5CcPtsB6+s91PdJPnft7xMylW5foqTcE/f+gCrq8r5901rGRMTxy+mz+H2vAImxScwLqZ/FXgvBUJ0nQdGFWFJiSIEbx07wrPF+3ju0P5LKgLL97gXc72BXuPAcV3/okNV1cGVs3/Ja+/fT239bt5Y8SA3LPxTdypwr+tNWmCLR9s+tius9pLCrmSnQkQoNLdh7TuCOjqv+zOHM4zImHw7da1yM2k5V/a4jdhQO2KprvVYv44tSJAgA0dQPPoU0u6VhLgEN89wYlo+lkztYYb+EsDjFEwZoTNlxIkH2eh0DY9TkJlgDx7rWy1Mi27h7Ei1ySvr/eQlK+SnuKlqtHj8bS+x4YKYMOWU/6NC5AWtRtfplzzxrhevHx640kVS1NDq3F4sZGcbwh2KEAL9xgcxt3yIOvt6hDq0BQCr3ERJURERCq7vehAeYQtJQS4YjqVORJhAdkpbOGqXeH/egZKh4vicE+EQQeEoSJBhQlvAz9slR3j5yEEOtTSjIJifkk6iJ4TfXDaPUdGx/aqi9ejM+aytquTlIwdZXVXOptpqNtVWE+N0cV1mLkuy8kjweC7gEfUdIQST83RGpWu8scnPmr0Gm4pNdpd0cM0kBzNGaj1GTEspOdraQlZ4BMmeUFr8fo61NtMW8BOqOz6VwtHJHI9EKoyOYXZSKisry3jlaDHvlB65JLyf1LEa5nqDwAt+1GwVdXT/hnm67uHquY/y6rJ7aGkro77xwFnFIyVvLETEQHM91p6N3dVWP4lQFNSikZgfbcLcsvcU8QhO9j3a1Kt4FBdmi0e1bUHxKEiQwSIoHn3K2FRs8NxqH/cvcpGTqHLP5a7BbtJFZUKOxoScE6f90mkO5o3R0bp0mXCPQlGWXbENoK7ForlD0twhOVRlnbY9Xckjd6QkMhRW7g6gKjA2UyPMLc7bvNnrt8UpS4Jr+PZlzhnZ0Ubg1T8gy4pxfP1XdtpMRDTavKWD3bQzIqUk8KafwHN+nPfbvjpK/KdT+BsM9CtO5HVah02sQxZWlWWnscUGxbsgQYY6+xobeOnIQd4rPUqnaQDgVFUWpWYisWdsJsX33+NOFQozk1KYmZRCZUcbrx4p5tWjh6j3efnz/l3kR0aR4EmnqqOdOLcbdQCLkpwrHqfglsucTB2h8fxqP6V1Fs+v8VPRaHHLZadGlhyvMnasrYUXF15PVngEj81awNiYuCEXWTXYZIZF8PPpc9hWV8Nvd21lV0Mdf96/i1eOHuQLI8ewJCsXXRl+Ew36bB3roInxYQDv417c/+FBienfb+92RXHN/Mdpaj1GauLUsy4vFBVtzg3Q2Y6SnnfGZdUJhZgfbcLaXYz0+hCuE+dwX3yPYsMyyIgpIi4sA0taKEPgGg0S5NNGUDz6lCCl5P0dAV7faJen3njQICdx+D0YBxpFEcSEnRhQjkxVGZl64nvJS1b55vUu6lskdS0Wda2S+q7/m9olphSEdOlv72zx0+6DzHiVMLfgD+/5qG62uGm6g4I0jcNVJm1eSVqsQlRo7w88KSUtHZKoUIWvX+vufv1pwty3mcALj0FLAwgFq3gnasGkwW7WWflkGXir7HTBMcjFI7A8gIgSwXTBIEGGAYZl8aWVy7rLxwNkhUWwNDuPq9KyTinPfr4keUJ5YFQR9xSMYWVFGcvLS5iVlIqUkq+tXoHPNLkhM5drM3OIcQ1+OlNGnMo3r3Oxaq/BO1v8zCywZ5QOVZl41Rb+cGAba6vtKpgeTWN/UwPTE5OZEJcwmM0e8hTFxvPUnIV8WFHK47u3UdLWyi+3b8KwLG7PKxjs5p0TjrucWEdNrKMWvt924nrEg+inLUVoSCKhIbZA29FZh9fXRHRkbq/LazOv7dN2RWoCIi4KWduItasYddKo7s9O9j3ydtTi6sH3yOOI4Evz/tSvYwkSJMjAEhSPPgVYluTFtX5W7bVn8OaO1rh+6qfUdbmfOHVBRpxKRg/efV6fwbrNe1DEKCxLMjFXo65FEhtuP6Srmy3qWmR3lZSP9wbYcsjkuik6C8Y6WLMvwPoDBrHhgtiuVLjYcIW9ZSYf7wlw7xV2dNinqbKa9HZgvPFnzA3LABBxKei3fg0lfcQgt+zsSF9XNa8tXWXg73CiLwpeZ4OJ80EXCBD6p+caChJkOHGkpZmXjxzkrhGFxLk9xLjcaEJhfkoaS7PzKIqJv6Bp9bqisiA1gwWpdjpMRXsbDV4vLQE/v9uznSf37mBechpLsvOYGJswqCn+iiKYPUpnWr6GQxMcbmjnt28b+CyLPeEtqJpgSVYe94wcQ7Tr0xVVfj4IIZiXks6spFReO1rMy0eKuSHLFkp+t3sbk2LjGU5TD8Jh+/t1/rAdq8zCKrFQs89tsvhwyfssX/0D4qILWbLoz+ffNiFQJxRivLvaTl07STw6xfeoagup2Yt63EZzZw1VzQeJDkntTmMLEiTIxSMoHl3i+A3JXz/wsfOYiQBumOZg7uhPYQ7UBUDXBGFOO8JEUQQ3Tj81hPyri13UNtuRRgBx4QrpcZLELu+iigaLozUWR2sAzNO2X9lgfaqiw8zinQSefxQaawFQZ16LdtWdCH1olQTvCWlIvP/VgXXQAh2cX3KhTQ5eZ4ONcARFoyBBhhoBy+TDilJeOlzMlrpqACKdTr4wcgxfHTOe7xRNGTTxIzkklNevXsKKshJePHKQXQ11LC8vYXl5CRmh4SzJzmNJVi4udfC6zw5N8MKhAzy59SCZciKWYjIjLZoHRs0jlFCiXcNJ6hg6aIrC0uwRLMnKQwjB9voant6/m6f372aUO4TvtWQyIipmsJvZJ5R4BddX3YhIgXIexV8S4sYCUF23nara7STGjet1WdnegvHBS8jyQ+j3/XuvQqsyvgDeXY114AiyrQMResJnLHf03Ziml9jECb3u573dj7P56GtcXvgAlxfed45HFiRIkHMlKB5dwrR1Sp58z8uxWgtNhbvmOinKCv7kF4vIEIXIkBN/Xz3RwdUnVY+ePUonJ1GlrtU6JS2uuV1y+TidmYWfHvHB3L+VwB//DQARFY92y1dRc8YMcqv6jtAE6kQdq8KH6xtu1PzgdRYkSJAgJ1PR3sbLRw7y+rHDNPq8ACgIZialUNRl5JwSEjaYTQTApWpcnZHN1RnZHGhq4OUjtqHysbYW/rJ/Fzdm5SGl5GBzI3kRURctGslvmpS3t5EVHkFKSCjNShNq9i7uyR3P1NRZbCo2+M3KThaN11k0Phj1eq4c/z1TQ8K4MTuPV44Us7uznbs/eIer07O5v3AsCZ6Qs2xl8FFHneiHmMdMhApKav+EpBB3HJPHPkBYSDLxMaPOvLCqYa59CwJ+ZOlBRC8R40p8NCI1AVlWjbl9P9pl47s/680o+2TiQjMBqAuaZgcJMigERziXMJsOGRyrtfA46U6BCjJ0iI9QiI84fYbwfI22hyNK7lhEWh5Kcjba4s8hhoDHRF8wD5soMQIRoaBfraNdpqFEBmd9g/QP05K0+i0iXcF7dJBLk6f27uSpvTs4XqA01uXm+sxcrs/MGdID8RGR0Xx3/BS+Mno875YewZQSh6qys6GOez98l/yIKJZk57EoLRNPLyXKzxdLSt4tPcoTe7YD8NwV1zItIYknZl/BuJi47v7CgQoT04Lj3YeAIbsryQbpPzEuN98pmsLNWXn819qP2drRypslh1ledoxbc/O5e8SoAfXhulAYOw18/9OJiBG4/z0E4e7fOTF+1Of7tJxweVDGTMfa8hHmphVntBtQJxRilFVjbtl7ingkpeTgzr9QW7mRibN+1KPvUWxYOgB1rUHxKEiQwSAoHl2C1LVYxIQJ5ozSaOuUTM7TSAgOaIcNnwbhSBoBjOX/RJ04HyUuGaGqOB748bBIUTuOscXA91gnSoqC6wcehEsgIi/93y7IwFLTYfDwh9WE6AqPLkhE66H8dpAgw426zk5ePVpsi0RZuYyMjEYCU+ITWZqVx6yk1GFVASxE11mafWIwfKi5CYeisL+5kZ9t3cCjO7dwVXoWS7PyyI2IAqAjYHGsJUBFm0F5W4DyNoOKNoMwh8J/zrIjrQ51aJQdbuPa3PDuMvIns666ksd2beVAcyMAcS43Ze2tZIdHUhQbf8qyt81yMC5LJT/ZFqGfXuFDCLhxuuNTV3RjIEkPDeeLcSno6Wk8vnc7W+tq+OuBPbQG/Hxv/NmrkQ02aqaCCBfIKonvSS/Oh1z97mdKKamo3kRD8yHG5H+m931NnG+LR9tWol37+V77dGrRSIzXP0AeKUM2tiCiwgG7/1t25D2az+B7FBeWCUBta8mncrI1SJDBJigeXWLsOmbw9AofVxTZYcvXTB76syJBPl1Y5YcJ/PPXyKoSrEO7cHzpPxGKMqyEIyklxnI/+EGECbqn04ME6QcNnSb3v1dJm9/ie1Njg8JRkGGNJSVNPh/RLhdrqit4cu8OUkJCuTYzh+mJSbyw8DrSQgc/LW0guCErl7nJqbxVcoSXjhykrFnw8n4fL+8rZlRiI7fnjaStM4r/2lB/2rqRTlvICZiSf1SHUF3ayNtHOvj25Bhyo+w+2/6mBv5311Y21FQBEKLpfDZ/FLfm5OPSeu66CyEYlWZ/Vt1ksafU9lK8ZugXKh0WjIqO4XezLmd1VTl/2LuTz+WPBuD/Duwh1uVmUVpmjwLgYCPCFJxfdeP9cQfmJgPjrQD64v6NDeoa9/H6+/ejKDrZaQsI6SEiCEDJGQNRcdBYi7VrPer42T23KTIMJTsN61Ap5ta9aPNPiHA5hbdhBNqJju/ZuiAmJBWBgs9oo83XQJhrePhQBQlyqRAUjy4xmtolAROOVFtYlkQJDkaCDBGkaWCueBHj/efAMiEkAm3ODYhhNPsspQQJQhE4v+Im8I4f/TpHv8vgDmfaAwEONDeSHR5BhGP4CH5DkSiXwvRkN5urOzFEM3Wdgo9KDRakhwRT2D4FNPq8HGppwmuYhDschOmO7v8d6vD5/Zt9Pt4oOczLRw4S4XDyx7mLWJiawYryY1yZloUlJZqiDFvhqNFrsqfeR3mrHUFkRxIZKAL+triA23JH8m9ry1h21BZrdtYfZXt0LbMT4ohwChI8KtkRTlLCdFJCNZJDta6ICZge4ePdRp2ddT6+8E4FN40Ip1Mc4aWj+wDQFYWbskfw+fzRRDj7fr9NiFT4zlI3x2pMEqMUWjos/rTcxzWTHeQmDZ9za6ghhGBmUiqXJaYghKCivY0n9mwnYFn8/eBeHhw9nmkJSYPdzNNQc1QcdzrxP+3D/5wPJVtBLej7EDAuuoDEuCKqardRWrmGkTnX97icUBTUifMxl/8Tc/OKXsUjAGVCoS0ebTlVPMrIu/aMbdFUB1EhyTS0l1HbejQoHgUJcpEJikeXAFJKNhWbTMxRmVmoE+YWjM5Qg8JRkCGDVV1K4B+/RpYfAkAZMx19yQOI0IhBblnfkYbE/0cvIkLB8RknwiNwLL30xRNTWuxtbCAtJIwIp5PvrV/Jhpoq5iWn8bNpvXcMg/TOmvIOJiS40BRIjarjrcpd/HCTDyWQgWKm8tSuCp67Jocwh057IECI/ukxz7+U8JoGFe1tlLW1Ud7RRnlbK2XtbSzOyOKK1ExePHyQP+zd0eO6LlUlNTSMZxYsxpKS76//mFBdJ1x3EO5wdgtN4Q4H4bqT9LBwQnXdFrgvAlJKdjbU8eLhA6woL8FvWQDUa53UdXYS63bz68vmX5S2nA9SSlr8VrcwdDy1rLwtwH/NTiDUobCj1ssPPq49bV1VgGFJNEVwVVYsYXoHEU6JXylgcUY6GWFuZmZV8erRYuZkjeNzI0efsr6mCOZHe7lzWi6/3tLIqnIv/9zfQqgeDYrKovQ0HigcR3JI6DkdW1KUQlJXdde3twQ4UmPx2ze9TM7TuH6Kg7B+et8EOcHxVKlop4t7C8bw1/17ONDcyNdWr2BKfCJfGT2e/MjoQW7lqWjzdayDJsZqA2O90S/xCOCyid9G1VxER2SfcTl14jzM5f/EOrgd2VSLiOw5SkkdOwLjpWXIihqsqjqUxFjAviaP7H2O2sqNjJv+3Z59j0LTaWgvo66thOy4iad9HiRIkAtHUDy6BHhutZ81+wyO1WrcNMPJuGBFtSBDCOOjVzDefQaMALhD0W+4D6Vo1rDLU/c96cVca4AC2iztvMrfDnUq2ttYV13JhppKNtVW0xrw88iEaVybmcOU+EQ211bz5VFFACwrO0paSDgjo4ZWR3koIqXkmb0t/G5bI0XxKi3s5ECL7WUS5XTRZNUgzURavC5+v62Zb06OZvFbLxHldPHEnCuId3s40NRIckgIoXowJXkoIKVkd2M95e2tzE1Ox6mqPLJhFdvqaqj1dva4TnZ4BFekZpIZFk5aaBghmk5rwE+r309rwI8EvKaJ37QjWdoDAT6sKD1jO345fS4zk1L48ZZ1fFheyjXh0RQB75eXsLzsWJfodDyyydklOjmIcrrIiYjsFp3Odl/2GgZvlhzmpcMHKW5p6n4/PyKKpdkjWJiWccGMo88V05LUdBinCEMLM0PJiXRQ02Gy9NWyHtcrbwuQH+0kLUwnL8pBSqjWFTmkkxJmv1a7vq6pSW6mJh0v9HBiENwe8COAcbH2APgfxfto9vu4ITOXWKcLv2XxTtkBNjbvJSMmGcOXSWGMg9tHLWREZDSGNTBi4DWT7PvF2n0GGw8a7DpmcM1kBzPyteBE43ng0jQ+lz+aGzJz+fP+3bxw6AAbaqq4e8XbLErLPC/xb6ARQuD4vAul0ECb1f9xQlxMYZ+WU2ISEdmjkId3Y+5ahzaz50giEeJGGZmFtfsQ5ta9KFfN6m7n0QOv0Nywn5SsK3r0PYoNy6C4ZgMdvqZ+H0eQIEHOj6DKcAmQn6Ky/oBBaszwSf8J8ulBNtaAEUAZORH9xgcREcNTZNAXOjB3mTjvd12SwtHqqnJWV5azvqaSsva2Uz4L0x20GQEAbsst4M68QoQQVHd08J9b1uM1TG7KGcH9hWODokYvmJbk15sbeOlgKwA7G8vxKY2EORx8eVQR12fl4DVMXjxYy5Pb/LxS3Ea026LTNMDnJcblQkrJQ6vfp9HnIz00jIKoGAoioxkZFUN+ZNSQG7RfChiWRU1nB2XtrXYEUbsdPVTb2cEf59qDmq+tXkFbIMCzl0eRHR5Jk8/XLRyF6jopIWGkhoSSEhJKSkgYo6LtNIvLUzO4PDXjlP1ZUtIWsEUkv2lH8+iKwneLJtPSJTC1+P20BOz/WwN+Wvw+orpSmpr9ftqMAAq2IHCwqYEV5SW9Hl9mWDj/vOJaWvx+rnrrRcJ0B2FdwpItNp2Icro2I4dwh5Pf7txKp2ngVFWuSM3gxqwRFERFD4kJgbpOA4BYt929feC9SvY2+DCsU5dLCdXJiXQQ61ZxKBDuVG1xKEwnOUQjJUwjMcTeRnakg6evSu53W4QQ/GTqLL7a0U6C24NhWfzfgT3UeTt5et9upsYnsre+libTbrMS0sJjs2JxajrhDpVOw+Lzb1ewMDOUOwrDcarn3scLcQlunelk6giN51f7Kau3eH61nw0HDG6+zEFa7KX3TLuYRDpdfGPsRG7JGcHvd2/nvbJjvFt6lDpvJ4/Punywm9eNcAr02fZzQgYk5jYDbbKOYVm0BU6+t/i67i1+RkRGMS7GNmc3TB97Dr7I4ZLlXLvgCVS152eOfuWdICUis+CM7VEnFGLtPoS1ZS/yypnd95DYpIk0N+ynrmpzj+LRwlFfYvHYr6MqwWdekCAXm6B4NExpard4d2uApdMcFGVppMcpRAeraQQZAkjLQjZWo8TYef/a1XejpOejjJ89JAYX/cEqM5GtErVAQ81V8fwqBOEaXsfQE4ZlsaexnvXVlVybmUOiJ4TnD+1nbXUlAKoQjImOZUp8ElMTkiiIikYV9v3l5ApJmiKYmZjCe2XHeO7Qft4vO8bXxk5kYWrGsPutLyQ+w+L/ranl47JOBPCVCVGgeTnQlM1XRo8n2uUCIERXuLswGWQTT2xv4i+7OvjV7OuI9vhRhUKz34dL1QAfJW2tlLS18m7pUQAUBJnh4Tw8bjIT4hKo6+wkzOHAOYy8cwaLDiNAeXsb5W1teHSNKfFJ7Kiv5d82raWyow2zl1Sweq+XWLebsdFxdJoGRlfq1vGovJTQUMJ1R7+uBUUIwh1Owk/yE3Np2imVvs7Ev06cRn1HB6UHDgIwOymNGJeb5pOEpla/n+YuISq1y4eoJeDHlJImv48mv6/Hbc9MTCE5JJTP5Y/CrWlclZ51SjsHk/aAxX+uq+Pjsg6W5IXxjUm2QGdJMCzQFUgK1UgJ1UkO1cgItwedqiJ45+b08xJmzkaiJ8R+ISXfGDuRl44cZHNtNWtr7PttotvDA6OKTjNcXna0ndJWgz/ubOLdI218c3LMSdFN50ZmvMo3r3exeq/Bm5v8HKu1+OWrXr631E1iVLAPeb6khITxH1NmcnteAY/t2sZ9hWMBePPYYeq8ndyam991Dx94LClpDwRoDfhp7hJ/Wv1+mv1+LCm5KWcEhmXxyIZVtHsD/GzFVDgieXTuFv4ZVdzrdpM8IfzzimtxqioCwbbdT9PhraP42LvkZ1/T4zrKWUSj7uUKc8ChI+ubkCWViAxbpI1NnMSh3X+ntnJTj+u5dDuaK2B60VVXn/YVJEiQgSEoHg1DLCn5/TteKhslArhlpjMoHAUZEsjGWgLP/xar8ijObz6KCItEOFyoE+YMdtP6jbnXwPvrTpDg/lcPSpo6rIWjsrZW1tdUsr7aTkVr74okinG5WZqdx8K0TFJDwpiakMSE2IQ++ezEuNz8x5SZXJuZw8+3baSkrZUfblzN60cP8XDRZDLCwi/0YQ0LvvdxJRsqA0gsMmOquTU/AwjvVVS4qzCCQ00BVpZ14DcVCqLsgXCEw8krV95Ao8/LvsYG9jbVs7exgb2N9dR6Oznc0twd+fWzbRtYU1VOTngkBVHRXVFKMeRERKArny5BSUqJhUQVCptrq9lSW32KB1GDz9u97NT4JKbEJ+HWNMra7Sgxh6KQfFLkUEpIKKkhoYR2XSP/c9m8U/ZXGD14Bq4RDiehqkZjl2hYGB3Tp/Ykh4Tw+lVL7MimT0Qe2NEIPhLctgjySe+ewaLZZ9LoNcmMcODRBEebA5gSytuM7hLe358Wg1tTiHOrqL2kZ11I4ehkNEXpjjY72trMuyVHaK+t44EZs/E4To/YvDYnlBBd4TdbGihrM/jmB9XMT/fw0IRo4jzn3n1XFcHsUTrjslReWe/HMCAxSiFgSPaUmozNVIPi/3lSEBXD/85aANji9P/u2kqDz0u4w8GSrLxe15NS4jVNnKqKIgS7G+qo7ew85ZpsPSnycH5KOjdk5fLa0WJ+umUDVi+lX0M0nZtyRqAKwaqqcgKWhS9P4jwCi7dn8NycYqSwlzue0hrmcBDhcPKjSTO6DfxV1cGYkbezftujbNvzF0ZkLT7ruSKbG3qNOBdOB8roPKwtezC37EXpFo/GA4K25qN4O+pweWJPWa/N18ijyz5Du7+Jf79hNRA8X4MEuVgExaNhhiUlihAsne7k5XV+FowLhmz2hcDKoxirq1BzSnHccvOJ99/4s+3F0wvq+NkoGSMBMPdtxtq3ufszKSWJtXWYJZuwhECERaItuMX+zAhgvPHnM7ZJnboQJSnT3vaO1ViHd5/40OVBuEPBHYJwhyIiYlDSR3TvF87uTXExkVJiblqB8fofwdsBugOrrBi1YPjWCDYPmdAByggVETl8xdlHd27hg/JSKjpOTUULdziYHJdIaqg9g3d1ejZXp5/ZCLM3psQn8cyCxfzt4B6e3rebjbVV3L78Tb4+dgI35+Sf9zEMVzqMAH/cu5P1DSUgRqI5D3FlVma3kNEbQgi+PzWGOwsjyIs6fVAZ5XQxPTGZ6YknUmnqOjvZ21RPdrhtQl/d0Y4pJQeaGznQ3MirR22zel1RyIuI4tacfK5Mz6LTMNAV5ZSIsuGAYVm0BvxEOe1Z53XVlTT5vF2z7vZAq6qj3Y4oam/jBxOmsjAtk48ry3i2eN9p2wt3OEjxhHZ/f+mh4fxu1uWkhIQS5/YMyRLcA4kqFOLdHuLdnsFuyhmRUrKrzscrB1tZUdLOyBgnv7siCSEE35wcTYRD7S53D5AVMTTTaDPDIrh35Bi2ebf1Gh0ohGBBRgjTkt08taOJFw60sKKkgzi3xkMTzz/9O8Kj8Nl5LgzT7lO8vyPA21sCTMpVuWtuMJpjoHCpGl8dM543jx3mmoxspJT8eMs6Al2pYq2fSEMNWBYvL7qe5JBQfrl9E7sb63vd9vEJGpeqdQtHTlXtTjsN6zLYD3c4ugXV7xRNwamqOOOc6B5J1ByFd8JuJFR39PgckFKyta6a/MhoPJpOYd6NbNn1FI3NhyipWE1Gyswe2yZbm/D/8d+QdZU4f/g0wtHzOaVOKLDFo2370K6fh1AUHM4IIqJH9Jq65nFE0BloxbQCNHVUEunuf1ppkCBBzo2geDSM2HLI4INdAb58lYsRySoP3+AKGh2eBWlZ+P+2GmNZERCDrDyG45YTn5vr3gW/t7fVESnZ3eKRLC3GXPPWKZ/HAFZXtK+IT+0Wj5DWact+EmVEEXSJR9bh3WdcXmQW4PzyT+0/Whrw/ex+W1jyhHULTHhCuwSnULQpVyAi7Zkaq64STAPhDgFPGGKAfVFkSwOBFx/H2muHF4v0fPRbH0KJSxnQ/VwMpJTg7/IFWOxAhAq0GTrCMfSvM8Oy2NlQx/ouo+sfTZpBelg4JW2tVHS0oQmFsTGx3ZEV+VFRZxQw+otDVfnCyDEsSsvkF9s2saa6gvRQu2Pb7PP1q8z0cEdKyTP7SvnbgYM0mlUgYFZGNd8umnsiheUsuDSlWzg63OTn9UNtfHVCVK8iRqzbzSx3avfff51/FTWdHXZk0vEIpaZ6Wvx+9jTW02HYPivPHdrPH/ftZERElB2dFBVNQWQM6WFhA3p+9MRxfx9VKIToOqVtrexvaqDF7zsxmDppYBWm6/z39Dk0+3wsfPMFAFbfcBuaovDvm9ZQ7+v9Xl7e5eM1ITaBDiPQHUFkRxGFEfaJyA+nqjIhLuHCHXyQftEesHjvaBuvHGyluOnEhI/XkHQELDy6wsSE80vpGqqE6ApfmxjNVdkh/GlnE18YEwlAi8+kpCXA6LjzE3q0LtdvXQNdhVFp9tCgrsUi3CNwaEP/+TeUUYQ4ZXJmVWU5bxw7fMZ1Wvx+kkMgNyISIQRhuoOIk8SgMIeDCN1BdngkALOSUnnzqqV9SlW+LjPnxB83Qjz2s9k8aCJz5WkTk49sWMXy8hK+PW4SN+fk43SEUZh3I9v3/h/b9vylV/GI0AjwdYLfi7VzLerEeT0upuRnQogbWtuxiktQR2QCZ/Y9UoTCl+c9TYQnEY8jHLOruECQIEEuPEHxaBggpeSDnQavbvAD8PHuAAvHO4LC0RmQlkTWt2K8/husvdtA+wkokehX2wMEq8HCWBNAnXUT4O91O0pSVvdrkV2IuuCE8iSlRVVVNYmJCQihIEJOStFR1FOW7QkRe2KmRMmfAO7Q4xsGXweysw062pGdrShJJ0xVZWcbmAa0NSPbmu33PrFtdfS0bvHIePPPWLs3nPhQd9gikjsE3GGoBZPQ5i6xt9PcgLl73WlilPB0RUF9It3F3LaKwCtPQEcrqBrawttR51x/2nLDAWlJ/M/4sIpNXD/w2ALS3KE5aw32faH0pFS0zXXV3YIAwPqaStLDwrkjr4AbMnOZEBd/UQyVU0LC+NWMuexurGd0dCxew+CzH7xNfmQ03xw7kYQ+iifDFVNa3LdiE3urY4BMYsMNvj9xFDOTUs+6bk+0Byy+8n4VzT6LMIfSPXA8G0IIEjwhJHhCmJuSBtjnTEVHG3sbG7pNmw+1NOEzTXY21LGzoa57fY+mkR8ZzaykVO7IK8CSssfEACklnabR7a1xIq3Cx9Xp2WiKwu92b6OsrfWU2fWTK4s9OKqIu/NH8VFFKb/dtbXXY4p2HveGOnEetwX8RDpdjIuNp9XvP8XsOd7t6U41S+o672YnpzI7+dx+iyAXn+PR1pVtBr/Y2ACAUxVcnhHCDblhFMT0z1NqODMiysnPZp8QNH+/vZFXi9u4NieUr06IJkQ/P7F3wVgHE3M0IjwC05L8cbkPX0DyhQVOUoOG2gPG2JhYvjF2IoZlnRIdFHZSRUR3ly/SDyZM69M23ZqGWzv3IZ3/nz4Cb/hx3OlEX3Rqv6coNp7l5SX8o3g/S7PzUIXCmJG3s3Pfs1TX7aC1rYKw0NMjf4QQqJPmY7z7d8yN7/cqHglVRR2Xj7lmG9aWvSfEo7P4HiVF9s0HLkiQIANLUDwa4liW5JUNflbutgeFc0ZpXB5MVTsj5hET3xONyKZilLDNCN2B494ytBn5CGGLJIEXfRgrDUT0leg3OtFmaoiziHFqzhjUnDEn9mOa1G7bRkpREeonZnqEqqEvur3PbVYLJvU5xUvEpeL8wR+Qne3IjlbobO8Smtrs/zvbEOEnhbRrTluY8rbbwlTAD831yGY7FFrGnXjoW9UlGK882fvOXR6c3/09IiQc6/BuAn//hd2m5Gz0z3wNJTGj93WHMNIv8f3Oi7nJvs7MnQbapKF3nTX7fYR3edrcveJtDjQ3nvJ5pMPJlPhEpsQnMT3B/l3Hx8Zf9HYKIRgdbYuXW+tqqOnsoLKjnfXVldxTMIbbckcOuzSps+E3TQxpseyol33VcQgEyWEBnlgwj2j3uYuQIbrCl4ui+On6ev64s4mcSJ05aecmwAkhuiJuwrrf+9GkGdwzcgx7G+vZ22T7J+1vaqDDMNhaV9Mtumyrq+H/s3fW4VGdaR++j43PZOLuCRESSJDgUChWhbpuZduutevW3f3Wtdt16Vq3a9Xt1l1oKQWKEwgQICEEiHsyyeiR748JCSkOAQLNfV1cwMw5Z97j7/t7n+f3fG3NCq7NzGUyUNHRxv3rVtITDBzVUHpGQjLRFisrG+uHlHX/MN7+1OFUh5PSmLgBvw2XyRz+d/+gyt0fvSaLIm9efi0ORRmIjvrplFmndExGOTGaD2jUVqoUlik4z3Aab0DVWbbfy/NVHhZm2Lk2z0VOpInFmXbyIs0szrLjMn20xQzdMND7b7vtbQHM0vAIaG57+Ny29+h4AwZB1cDd76np8Rk4rSNHqNNCXnzddfi76/D31JFQsBTZ4iLk62T/hr8hmyNQLC4Si29EEASC3g5UfzeyxYlsdiFK52ZyyGUyc2NO/jn57aMhuMPnNfjfAPI0mW6TwYZmP8UxZi5Pz+avO7ZS1+dhZWM9c5JScdjiuXjGj0mMK8VmjTnqdqUJc1HffAK9Zht6RzNi1JGjOaXSArTV5WhbdyNfswBBkYf6HvnasViHereV73+Nd3b+nZy4KVxW/KVhOxajjDLKsRkVj0Ywqi7wr+UhKvaFK7gsnWJibvHIG9CONIIPN2LUR4CQiZAyFtNd9wx4Cx1EKpTRtmsY7QbBv/kJvSZiusGMNH7kG0UKkgTuWAR37Aktb7rly0A4hQ+/d0BgMrz9QlPkoLggWO2IxdMGhKiDyxAIl53G7wVL2BNDyCxEHD8TITYZ+eLrEM5QBZEzjeEx8P/ai16lgwzmT1pGjHAU0jUUUcIwDD7z/ttsbmvhsYsvIzvCTYrDyV5PN+OjY5nSXxUtN+LoaU3nimkJSfxn3qU8UL6OLe2t/GHbZl7dX8PXSsrOibB1Jljf0sTPN6/HQRa72+2AwJxUEz+YkY48DBGil2c7qe4M8vRuDz/8oI0UZ7jM+HAgCgLpThfpTheL08KRlqqus8/TQ2VXO4m2cERkZVcHnlCQHV3tTLa6MYkinYekicmCODBrflDs0ftFpRtz8vGqoUOiggZn2Z2KacCMdU5SKnOSUk+o3REjpMrXR4HOFo13n/WjqbC/SmXm5RYS04dfvNnXE+KFKg+v7u3FEwz3e4K6wbV54ajeb087sXfeRwFRELh/SgyXZDpQRAFZFDAMgz+Vd7IwwzHE9+lUiIsQ+ea1Vho7dRwWgbo2jV+96Gd6vszV00xn5T1jGAYhbxv+nnrMzkTMjni0kI9tL34Gf08dIV/HkOVdCeNwJZYQ6GuhseIpACTFTtK4mwBo3f0qe1f/emB5UbYgm10444soWPwgAC27X6O3tRLFHIEreQIRiaUA6N46fN1RmG2RyCbneRldfSz0i2XEZh3TdIVtgSCffrkJA/jCxCiuy3OxNDOHf+/ewRPVOwee0dnpC467XSEyFjFnHHrVFrQN7yAuvOnIy2WmgNsJXR70yhqkcWOG+h41biQla+GQdTRDo6WnBof59P2/RhlllBPn/BztfQTo8xu8VZ1Ka5+OJMLHLjJTmjV6uo6EYRhom7Ww8CMJKLcoBH+3BmnqHkw3/R+C+XAfBHmGgjRZRn0rRPDFAEadTuCXPsyfsyBPHhnCwXAjiGI4Fa1/MHgkxNRcTB/7+mGfG5o6EOF0UCQSBAHl5i+PeLHtWOitOv6fezGaDLCB5QtWpIJzd58ZhkGtp2cgFW1zWwuPz7+MJLsDkyhhANs728mOcPPFcRP57sRpWE4jVP1skR3h5i+zF/DK/hp+X7GZmp5uPrXiLS5Ly+KzxaUDpsfnG20+H7+t2MibdfsQtCikUDhK5+NFEXy82D2s98Z9E6LY2xNiQ5Ofr7/XwsOLEnFbzswARhZFsiPcZEe4Bz67ITuPSbHxdPh80NBEhtPFoxdfiksJm7FapKML71cc6rExynmF32vw3gsBNBUkOWwRuPw5P0vutmIbxiqvL1Z7eGDdoDFwgl1iSY6Ty7Ocx1hrlPFxg8/Odw94eayyhyd39nBdnouPF7tPK5XNrAhkxIWfMRX7NDQd+gLhNMJAyBhY5nTQtRABTyP+nnD0kKQ4iMu7FIAdr36Bzn0rAcia+RWSxt2EKFvwduxBC/UBIFsisLhSsLhSEJVwX08xR5Ay4U7UQA/CIb5tBgay2YUa8AAGuuonqPoJ+bsGluncv5rW3WH/ybTJnxwQjwI7f0d5xeByksmObI4ga9ZXic6Yja6FqHn/58hmJ7IlgsSi65EUKyF/FwFPE7IlAtnsRFLsI6LPZBgGe7tDrGvysb7RT3mLn+/Ni2VWisQYVSAxKOGIEbH1+11Njc3m8d072dzWQmVn+0AFUK+vja07Hw8vU/q5I/6WNGleWDza+A7y/BvCfdEPIYhCOPro3XVomyuRxoVT0lJzLiOmdwKOiLTD1ol1hCPd2zz7Tv+AjDLKKCfMyB91fER5/oMgEyosbEs1uHqplZzEC2uWY7jQ23QCf/Oj79BQblEwLbYgF8Yj/mQcQuT8Y76kBVPYFFmeoxB6KYBWoSGVhm8JvTk86ynGX1ipNaeKIMngiEBwRAz9fAR0gk4LCQiBEC1g+YoVMeXs32edAT/rWppY1y8Ytfp9Q77f0NrMlXYHnx83kf9TFGL7qyGdi6pInqDG63v7WF3vJSfSxMcKI3CZT+yYCYLA5enZzEpI4aHt5TxfW80r+2sYGxXNNVnnl3eBZug8U1PFn7dvoU8NISJwdU4MPp+NkjgrV+YM/4BXFgV+OCOWu99oJNttQhmmNJUT/32RPHcUmlOjvKEJsySTGxF5Vtswytmnr0dHDRo43QILbrBQvjJEZJx42sJRY2+IF/f0cnWuk1ibTFmiFVmEKYlWrsp1UpZgRRr1dTwpxkabuSjVxvIDXp7c2cOyfX18fmIUF6XaTvtdfclEEzmJElHO8HbeLA+xdrfK4gkK0/LkY54rNdiLv7uOoLedqPQZADTteI4DGx8h0NsEhj6wrDO+aEA8MtvjQRAxO8J/Q/g9kr/oARSrG4srBdnspNOvsaHJx7PVfm4zh0hxJpAx9T4q2wNkRAxOBqaUfIyUko9hGDpasA/V3x0Wkg6JIorKmIXJFo0a6MERVzjwuSCZEbChh7wAaME+tGDf4D4Gemja8ezA/xOLwp6XXQfWsOutb3HIhpDNThRLBHkLf4Yj5uy/+/64uYM3a/to8w01ma5o9TMrxYa0TecfH7gxzTNhyjbzy/XtPFvloTghj81dlTxeVckPy8Im2V09+yjf8U8kycz4gluxWg6PAhKLpoYj1jtb0Wu2I+UUH7YMhKuuae+uQ99ejeEPIFjM5BbdetT9iHGGxaMefyuBUN9RlxtllFGGl1HxaISyRBKRD2jMrjOQtSDaFSakMxAmft4jG+jV4cG2XlkBi6cDHDWv+kgIDgHTTRaM6w2E/gFZ8N9+tO0a8jwF0xITQsSoiHQhobfriNEiYpSI5atWsAmIkWfnHAc1je2dbZREx6EZBte88SJ96mD1ILMoMT4mdqAqWk5/9MfBEuLnkmerPPx1SxcA65r8vFTdy8fGRnDtGCdm+cSOX4TZzDcmTOHyjGyeq6liaWYOhmHw64pN5ASDlJy55g8L2zvaeGDzOnZ1d4JhIloq5GczUxkXc3Tfh+HCZZZ4aEECURZpxKUnjnJhEp0gsfhWK5oKVofI1EPMdPt6dNYvCzJlgQnrCYhJmm6wptHH81UePmjwYQCKKPDxYjcJdpkXlqaesWi6jwLxdpkfz4rjgwYvv9rQQUOvyv+tbOXWQhefLjn91J7cpPC50XWD7ftVPD6Dp1cFWb4txOIiHzmufQT6I4ji8q/AGpGKt6OGTU9eB4Agykz/xOqBlK+ApwEAUTaHo4ciUnDEDHoBZUz7LFmzvoooDY0Gj0ybxqZmH2srfaxrbGB352DRkzGRJq7NU/AENe5+oxFRgAyXQkG0mfwoE/lRZsZEmcIRQubDRf7YnIXE5iw87HPL+B9SUlKCgI4W7CXULzxZ3eGIGFFUSJv8SdSABzXoQZQHI8JMthhCgR4MLQiGhurvwhlfhD06FwBD185IGlxA09naGmBdow9RYOAa6PBptPk0TJJAaZyZyXxZyecAAQAASURBVAlWyhKtZB0U2vwGghdCLweRJshEW8Nta+yOBkNgWf1+7vP2EW+zkxg3gbjoIvyBLnp6648oHgmKGWn8TLQtKzG6Wo7aXiEpDiEuCqOlA72iCmlyEQDNdatobVxPbtFtmK2D27eZXNjNkfQFOmnrOzBch22UUUY5DqPi0QjFli7RntWJs8aBtlZFW6sijZNQrjQh5X20T5tarqLX6yhzvKhP/xrRrkNEE1JyMYYx7ZRn2A4KR0ag34VSA/WtEOr7IZTLTCiLTQiW0QHb+U5oeZDgPwOY7w2nKIrJZ3awYhgGNT3drG1pZF1LI5vaWghoGk8vvII0h4sJsfE0efuY0m90PT4mFssI8I/yqTpv7+vjxWoP358RS5JD4fIsB8v3e7ko1cY7+/uo7grxUHkn+3tCfGPqyYknxVExFPebar+6v4ana3YjANUVJj41tgSHMjLTR/+8Ywu7ujuxiS7MahHdXoE39wqMO/PaEQAx1vC1oeoGv93YQbbbxNLc0dSeUYaXPdtCOCJE4lMlHIdMnhz6fl3zRoCm/TqvPeZn4U0WHK6jC0gvVnv457Yumr2D0Q6TEiwURg+KUaPC0fAwLcnGo5da+PeObp6s7GFBejhVXTcMQrqBWTr5iRJdC+LvqQ/7DzkS+MrSbFZVhnhlbQet3U7+s8pCtB5inPYsMUYFtugcrBGpmJ2JACjWKCyuFNRgL4olgqj0mRRf9TBWVwqKLeaI/baD4s7BFKvekM642LAo86fyTna0D4pGOW6FyYlWimPDXmjNfRrRVol2n0ZNd4ia7hCv1ISXfWZJCgl2mQM9ITa3+MmPMpHlNp2QP50oKYjWSBTr0KhL2eIibfInDls+NncxsbmLAdBUf1hc8nejWCMRBAFdC7H1ubuIzryIlNLbEMTTe/e3eFXe3tfH+kYf5a0Bglq4P+tURD4xLhJJFLgu38XiLAfjYs1HvBbkqQpajYYQISLmiNyguXi2ykObTyM3Kp/JyQwUvBAEgYWzf4HNEoV4jLbLi25BvvIuBOXoXnWCICBNKER9fSXapsoB8Wj7ht/T3bGbyJixJGcO9VmKcaSHxSPPPuDEJ41HGWWUU+fcj1BGOSJiukj9lQ2Mix6H9qqKtkZF26ohuEIfWfFIb9MJPhYIV8QSDLQPHkQIbkdwmpCv+iTypIuH5XcEs4Dlqza07SrBpwLoe3VCzwRRl4WwfNeGGDMahXQ+YhgGwWcChJ4Pdzi1bdoZ87cK6RrL6vb3C0ZNtH0oFS3GYqXJ20eaw8XPpswaUZXHarqCvFDt4fW9vfT2+1q8WN3Lp0oiibbK/OOScBW3WwsjeKO2j39UdHFjQdjQNqgZbG7xU5ZgOSkRd3JsAhcnp7Gsfj9P1+zm3YYDfL54AgtS0s95aqRhGLy2fy+qYXBlRjZfHj+J32yuZkdzDJ6QQZpL5ub+/T+bvFXbx7NVHiQBMiIUSuLOT9+oUUYezQc01r4Vfk4uvtlCVPyRRZ2y+WaWP+/H6RaxO4fep4ZhsLMjSEF0eLDoDek0ezVcJpHLshxcmeMkzTUyBeILAbMscs+4SG7Icw2kFr+0p5fHd3TxuSKZErcXe1TYi6yvvZquA2tQAz2H/PEgW9zkzf8hANXv/YSWnS8BkFxyG5nTP8+cIhOmrV9hi2c6u8XraReLeFf8I5n2PYwxh99pkmJl2j3vIylD06xN9lhM9qMboKu6MSDm3PV6I7s6g+RHmfj74vD75+J0O2kuhbIEK5MTrERZh16jOZEmXrwqlVavys6OIDs7AuxsD9LkVYm3hZdd0+jjNxvDptsmMbxOfpSZ8bFm5mcc3RvyVJFkC5JswXzIfrfteYvelu30tmyno/Y9ipf8FVE+8WIAbT6VDU3hdDO7IrKvJ8QfNw9WYY2xSpQlWilLsKAb4Uz9/Kjjb9988+D7xCLB3WPdPLChnY6+GD6el4zzkGqHDttg4YtA0IPZdPhkxoctD46GWFoAr69Er6rF8PQhOO0kZy7CHTMWqyPxsOVjnensay+nrXc/0aPi0SijnBU+mirEeYSYKqJ8xop+jU7o5SDK4nBny/Ab+H/jQ5kbNn4+Xpn58xlDNQi9ESL0bACCgKAj2F4DfzVCYirKrV9DjD+xCj0ngzRWxvI9CW2tSvDpAIJbQIjuj07y6BjWI5enHmUEooH6SBDt/fCst7LEhHLN8JXp9WsqW9pa2dLeyj0FxQgIPLhlPb2hcDqaWZKYEBM3kIqW5YoYEEVGknD083VtvFDdO/D/ZIfMkhwnl2Yd3pGWRIFLsxwsyrAP+F08V9XD7zZ1Uhpn4ZtTo0lynNjgMNZq44eTplMYMni+r4sDfR6+vX4VL+3bw1fHTybNefbFmYMsbzjA9zd+gE2WmRafSHWHTHlDNCHdoDjGzANz4og4Qd+n4WRxpp0PGrws2+/lW++38PfFSSTYR1/po5w+7U06hg7p+RKRcUd/PjkjRRbfHDYpDkdRGFRvU2mNCvL78k4OeFQevyyJ9AgTl2Q5cFsk5qbZTinyZZRBdC0UjmAJdCObIzDZwqk8DRX/RfV3DQhAIX8PWqCHjOlfxBFfxH8r26nrha+t0RgXXMMPrksl1m7C07xtSBWyg5gdCQP/trhSEGUrloiUIVE3xQu/Talixye6eHOLwZpdKrotl9gUC5pu0Os3iLAd358voOpsaQ30Gzj7SHMp/HBmWJTIjFCo7QkRaZEGRKUb809MjIi1ycTaZGalHN6GaKvEpAQLu9qDeEI6O9qD7GgPsrc7NCAePV7ZTXNvCKvHxHhj+Pt8sbmXYOg6NSsfxB6dd1zhyK/qbGkJsL7Jx7omH3u6wn2Mn86KZXaqnXGxZmYkW5kYb6Es0UqGSzmtCRi9XiPwzwALx5l4yhU+D3/Y3EpI2jvEr7C3r4n31v6Qrp593HTl80eNQjI8XehVW5AmzDni92JsJEJaIsb+RrQtu5BnTiBv/J1HbV/MQdPs3n1EK5NPeT9HGWWUE2e0p3meIMaLmO8anAlQl4fQt2sEtmsICQLK5WbkGTKCfOGJSIFf+dAqwoN+IboZQfgNglKHNOli5KX3IJjO3Iy7IArI08ICndFjIAgChm7gf8CHYQJrqYURb9LyEcfQDFJeTEbbp4EApjvMKPNOTzjSDYPq7q6BVLTythaCetj0c35KGlkuN1dl5iIAU+ISKY6OxSyNvJSMOk+IDxp8XNdfCjs30oQkwIxkG0tznUxOsBzXW+dQo1S/amASYU9XEKcpPEA0DOOEO68FVjtXl03liT27+OeubaxraeLmZa/wwNTZzEhIPsW9PHl8qsrL+/ZwTdYY5iSlMik2nilxiZglhd9vaiKkw5xUG9+dFnPCXk/DjSAIfHNqDAc8TezuDPL195r588JErOeoPaNcOBROVoiIEYhPOXoFvYMo5nCJ+G1tfvq2CFSXq9gToUXXsJoE9nSHSI8wEWGWWJw5/NEc5zO6GkD3t+Dt2IMzNjwI72ncQnfDxrAA5B+MBLJFZZM9O1wJddeb36B977sAZEz7PCmltwGwb91DaAHPYb8T7G1CTCjmobmR/Pjp/7DadClbTTO4+ZVG7hkXyYKITGJzFyObXcgWV/hvsxPlEH+ZlNLbSZ1412HXgyMmDwALcMNMuKhIIaSFn/nrdod4ZnWQSyYqXDzuyO/czc1+/rW9iy2HpFgBtPo0dCNc2e3e0ii+NiV62EXHeWl25qXZMQyD+t7+CKX2AMnOwaHR27V97OoMEqPYuKd/39/Y20tVV5D8qLCPUrJDPnW7BEEgPv9y3MmTkPrT9NSAhz0rfkr6lHsxOZPoC+kDkT63vdpAfa86uD4wJso08PtmSeTnc4YvAker0dF3alCj8bkvuPndvi4UuZfn99Wwua2FpZk5SIKIxeymtWMn/kAne/a/TW7G4sO2Zfh6Cfz0HlBDCKm5iLFJR/xNqbQAdX8j2qZK5JkTAGhr2kRb4wYy86/DfIh4mRs/FUmUSYrIp6tu2HZ7lFFGOQaj4tF5ijxDwfAahN4MYjQZBB/2E3pWQFlqQpk7fBEV5wrDbwz4C8lzFLRaHdONZsRsidDfulGu+DzSxLlnrT2CLCBE9Ucd1enojToEIcIUAZeetWaMchIYPTqCS0SQBHyJPhyNdsz3WZFLT/2x5wkG+cWW9axtaaIz4B/yXazFSllc4oDYcl9R6Wm1/0yh6gar6708V+VhXVN4H8bHmRkTaWZRhoOZyTZibad2jG4vcrMo08G+7tBAZ/c3GzswgDuL3ESegKeJWZK4q6CYRakZ/GLLenZ3dTI+Ohzmv6e7a0j5+OHGMAxWNNbxqy0baPJ5MUsyV2Zk84eZFw90zh+cE8db+/r41PjIc14NyiKL/Gx2HHe90UB1V4gH1rbzvRlHTwUZZZSjYRgG29aEyB2vYLEJJGce/xnQF9J5s7aX56s8VHeF+EZ6LJIMhkfgK7OjmZNjO61S8Rcqum70V+G6Hy3YS8XOFKbf9QIAXfXr2b/uT4evowUG/i2bw2K/ZHIAg4JLXO4lGLrWXy7+oAjkwhkfrm7lsrv4yS13sMej8IsN7exoD/KnLZ3MuqyQvAU/PmabP2xafTTi3YPne2edRkhj4J24tyPEjo4AG1t8fHlyNHZFJKQbrO9/D8X2p1hNTrAwKcE6sN6HU9KGG0EQSHEqpDgV5qfbh3x3c4GLilY/vR2DRs/vHujj/brBVHSnSSQvysSlmQ4WnaJAanYORnnVrvk9LVVv8FBDPrut0yhNiOAns8NRWOPjLKi6j8kJViYnWpkUbzmjXmHyTBn1PQl9l8b4twX+9fkkVF3jzcZyGry9vNdQx7zkNGTZQnH+TbS278DtTDvitgSrAzG7GH3XJrSN7yAuPnIlNak0H/XFdzBq69HbuxCj3Wz54AF6OqtwujOH+B4lR+aTHJmPpmmU15WfiUMwyiijfIhR8eg8RXAKmK42o1xiQn0nROj1IEaHgdEy2JEwVOO8i0QydAN1eYjg0wEsX7Ai5gogr8L64GxEuwhkIn7zb2c02uh4iGkS1gftBJ8L0JbdTgKJGD6D4LMBlMtMiO7RzvK5RNunEXouiLZZxfojGyRB+5QOkq9OQU48uUeeJxjk7zsr2NXVwR9nzceuKHzQ3Eh3MIBFkpgQE8+U+HAqWqbTdc79eY6Fbhj8c1s3L1Z7aD2kRO+URAsHo/FtiojtNAd7CXZ5IH2qqU/luSoPmgGv1fRyS2EEN+S7Tig6JsXh5NfT59Lq9+FQTFR0tHH38jeYm5TKj8pmDnu6X0NfL7/csoGVTfUAJNrsxFqsBFSdH69p45IsB9OSbIyJMjPmBDwjzhbxdpmfzIrjOytbR42zRzllKj4IUfFBiNpKlctutyJKR3+WVXcGea7Kwxu1vfjU8MPDJAl0R6pccpMDDAZ8kjxdOs7Rd+IAbY0q698OkVeaB4aBV59Ne/f9ZNSqJGXIOGILiM9f0l8NbDASyOQY9JXJmv01ci761mEVug5GJh0NQRCQTQ7youEvCxN5aU8vAdUgsT+9eG2Dj4Jo04BH0uly21wTrigfW/0eHnnZh9xiw2RI7DUFmJsW9ukZH2vm8xOiKEu0kH6aKVZngvkZDuamWikv3zfw2aIMB7FWmcr2ANVdQTxBnQ1NfkpiB/uln3yzEYcikh9toiDKTH60aaDYwYfxqTqbm/2sb/ITZ5O4quQ2vJ176eiJokdV2FrfhN+jY3Em8OVJUZgl4awdJ0EQMN9hxvd/XrRNGnK5hrlUYkp0AW/W7+KJqkrmJYfFogljD49M+zDSpHn94tG7yAtvOmKVOcHlQMxJR6/ah755J+L8qcQmTqKns4rWxg2HmWavrHqM5u4aEvVZw7fjo4wyylEZFY9GMIKmHn8Zq4BymQl5gYK6MoQ0IXxK9S4d37e8KLMVlMXKeVFqXqvVCP7Dj14TTv8Jvd6H+O6D6DXbkC/vRpy9BOCcCkcHEaNElDtMqOXhcxR6JYj6egj1nRCWr1k/sqbm5wqjRwergKAI4DfQNobPi7ZNQ0ySQADxGN4dEBZXdnd1sq6lkeqeLr4/aToWWeL5vdX4NJXq7k7GuKP4yvhJRFusFEfFYBqBqWiHohsGbT6NOJuMKAhsavbR6tNwm0Uuzw6b1iafoC/RqZBgl/nV3Hge2tzJrs4gf9vaxbNVHu4qdnNZluO41W0EQSDOGvaq2NnZjiQI2BUFWRTxayqyIJ62iBTUNB6vquSRXdsIaBqyIHJLbgF35hdhEiU+u6yJLa0B1jf5+d+SlBEZSTEu1sJTVyYPpHUcajY7yijHQ9cMmvaHBeXCMuWYwhHAs1U9A95oaS6ZpTlOLsl0HCY61FWrrHgxwPgZCoVlI08YOJuo/h6qVv6d8oqPo+sylRstzLzyb7z7ihs94OC95wMsuUskKn0GUekzjrktST79PpAoCCzJGRSbm/pUvvl+CxZZ4DMlkVyS5ThuyvKH0Q2Dqs5gfyqVGVEQ+FdtB+0+DcUQKdQlZESuyAubXbd7dKKdItfnnztPu1NhbpqduWnhCKWQZlDTHWRnR5Cx/ebwPUGNbW3hSLE1jYMRSjFWiR/NjKU41sKBnhDvHuhjfZOfilY/oXC3l8wIhZsKUihe8hdu++BVmnf8gJTgdjY/ZWHs5X/AlVB8dncWEFMklMUmQq8ECf7HzzOovLPXjixmsrVjBxUdbRRHDVbM07QQDc3rSU2afvi2CsvA6oDudvTqrUhjjhyhLZYWoFftQ9tciTx/KjEJE9mz4wnamjYetuzq6qfo6KvjooTs4d3xUUYZ5YiMjnBHKIank7wXfoVaOxNh2iWIqTnHXF4wCUN8XNSVIegxCL0cREwVkaePvAHPQQyfQfB/AdS3QuEIbAvIc9rQ9/wAva8TTBYEp/tcN/OYSMUS2jYRo8tAzAx3oA1Pv6BxnkV/nU/obTrB/wbQ1quY7rKgzFQQx0go15iQJ8mIKRKaph11/Wavl3UtjaxtaWR9SxNdwcHUgHsKxpHqcPLpseOJtlhJsoc72gtTM870bg0Lz1X18ERlD5IIj1+WjCAI3FnkZolfY06qHdNxBojDxaQEKw8vtrBsXx9/3dJFQ5/Ko9u7ueQkw/uvy86jNCaOaEvYoPfP27ewrqWRr5WUURITd5y1j0ytp5uvfbCCfb09AEyMjeer4yeT6Ro0Y52TamNPV5Afz4odkcLRQQ4KRxubffxkTRs/nxNPtvv8T2Ee5cwjSgIXX2ehrloj/UMTH7ph8FZtH8/s9vCbefHYFJGrcl14gjpLc51MiDt6ZcWWOg3DgC2rQiRlSkTGjWyx/Uyg6zr7Nr9Hy9afEPJ14JSsuHNuYuI8FyZLDsnFWwi1FxIVJ2Fznrvniyeok+iQ2dsd4idr23m5ppevTI4+7jOkxauyvtHHuiY/G5p8dAV05qTa+MmsOARB4JJMO10BnbIEK8XRZjq6ID/FQWevzo+f9pGTKHHHPDMW0/nZT1IkgbwoM3mHRKPaZJG/LkwMV3jr91Gq7QnR5tMGUsK3tvr5y5augXUS7BJlCVbKEq39PoEiC6ZfjrdgLLuXfRfV3409+tjjgDOJstSEuiaEECsyL9bG33Z1oemRCFoET1ZVUjwlHPWjagGeeukaPH0NXHvJ48RE5Q/ZjqCYkEpno61+FW3DO0cVj6RxY1CfeQujsRW9oZXohLD3kaerhoCvA/MhflwxjjQ6+urwhJrP0N6PMsoohzIqHo1Q9G1rkUIBjA3LCG5YhpCcjTRtMVLJrBOKvFEuNSEmSairQkhTwqdZ26WiLg+hXG5CTB45nTi9RkN9M1wxQiqTEJNfRV/7GIJhICRmoNzyVcS4s2eWeypIeTKW70oYHQZCfyco8I8A+j4N0/VmpLJTN1QcZSiG1wDNQHCKCGbQNqiggr5Lg5nh2W3T0iOnFam6jiyKNHn7+Pyqd6j19Az53ibLTIyJpyw+EacSjsi5ISf/SJsacRiGQZ1HJbW//PW+nhD1vSp2RaC+VyXFqTAxwXpO2iYKAgsyHMxJtfN8lYd4uzQgXv1tayfTEq0URB0/AionImyU6VVDvHmglvaAn0+ueIvL07O4r6iUSPOJzcj3hULYFYVYiw2vGiLKbOHzxRNYlJqBIAjs6ggQbZWIscrckB/B/HQ70UdJORhJGIbBYzu6aerTuP+9Fh65JHFISeVRRjkUv9egtlIlb4KMJAmHCUdrG338qbyTqs4gAM9VebilMILcSNNAJaxjMeEiM45IEUNjQDg6GQP9852mmn2sea0Lr7+IJIuIMyqTsbMmEZkSFqc1DUTRoGy+jNQfxdrXo7N+WZCy+aazKiblRpr45yVJ/HdXD49UdLG1NcCdrzVwR5Gbjxe7B5YLaPqAUP3Yjm4eKu8csh2rLGA5ZGLi0yVRQ76P658z2NOko+kQVA3MCqiagcdnEOkYuQL9iSKLAmNjzIyNGeyH+FSd6s4g8bbweZ6caGVWipWyBCuTE6ykOI/cR7RFZjL+6kcI9LYgKeH3d83KX+JKLCEm++Kzs0OAYBGwfMeGECmQLAgszXXyzG4PoprOO3UVNBT1kmR3IEtm4mPH4+lroHzHv5k/8yeHbUuaOA9t9avo29Zi+HoRrIdPJAk2C2JBFvq2KrTNlZgvm40rMpeeziramjaRnDl/YNlYZzq7m1ePikejjHKWGPm94Y8o4tRF7OkNktWxF6NiNUb9HtT//RH15X8gTbgIaepixIQjm9JBf5WwCTLyhMFTHHohiFahoa5Ssf7Kjhhz7l7SeqOO4dGRxshIY+WwoJXuRdv8M/Q12wGQpixCvvLjCMrI8Rc5FoIgIET3m2r3Gui7NYxug9DbIaSy0VvtdDF8BsHHA6irQ8gXK5hvtiA4RUy3mRHTJKSsIw+S6/t6eb27jb+tXEazz8ezi64kxmKlze9DRKAgMmrAt6g4KmbYvXTONL1BnTf6TWvrPCGevyqVCLPEtWNc5LhNXJxuH9YKXKqusb6thryIRKLMJxc9ZJKEISkK5S1+/rmtm39u62ZWspXZphNrp01WeGL+5fxxezkv1Fbz8r4aVjTUcW9RKVdmZB813UIzdJ6tqeIvO7byi2lzKImJ48Fpc0ixO3GawjPsHzR4+fbKVlKdCn+Yn4BdEc8L4QjCz6DvTo/lnjcaWZzpGNGRUqOcW3TN4P2X/LTU6fR5dCZeNPie3d0R4I/lnWzoNzK2KwIfK4zg2jEn76k1ZvygKNzXo7P8+QCT55mIS7mwRU1dC1Hx1v/o838KAT/unC8zbv7cIxpPC8Kgh82aNwM07dN57TE/i26y4DiLlgOyKHBzQQQXp9n57aYO3jvgxW0O//6KA338d1cPO9qDvHBVCk6TRH6UCVGA/CgTk/ujZopizCeUMjspRyY9VkTTw/u/emeIF9YFmV2osKBEwWa+sARGqyxSHGvBMAyCqkGcTeZHM+Lw+Awi7Mf2MBJEGYsrXJmsc/9qGrY+TsPWx4nNXUzORd9CUmxnZR/EqP4KqprBXV4Hr0q9+DQnuh7NB80NXJMVrhhYUnAb1bWvsWf/W5T13ofLMbSqmpCSjZCQhtG0H618JfK0wyuzAUgTCtC3VaFvrsS4dBYxiRP7xaMNQ8SjGGc6AB51VDwaZZSzwfnRI/4IIggC3tg05AVXIl55F9qGd9DWvoHR3oS2+lWM9iZMd33npLapXGsGcxB0BoQjdZOKYAUx//gleYeL4HMBQi8GEdwC1p/ZEcwCyvUmgr/9BkZDDZgsKNfei1Ry/prfCQ4B6y/shF4NIpWEZ5QM3SD4aABlroKYemF3nIcLI2BgdBthvyIzaDtVCIK+Rx+YwVYuOnJYvW4Y/HfPLv64rZygPpi6tq+3hwxnBL+ePpcMpwuX6fwQJz/Mzo4Az1d5eKu2D39/iWOzJLCzPciUJOtA9ZjTodXXw46ueiq76tnjaeaByTchCSLf3PAkumHwy7JbmRSbdcrbT3bIXJHt4JWaXt6v97EKN9vEDu4aF3lcwSbCbOabE6ZwRXoWD5Svp6q7k59uXstL+/bw9ZLJjHEPnfHe0dHOA+Xr2NnVAcDztdWUxMRREBk9sMxLezw8uK4dzQCX+fwUXiLMEv+6NGlAMNR045xXhRtl5OHpMuhq05FNkFM89Dnx9r4+NjT5UUS4OtfF7UURRAyDifLW1SG6WnWWPe1nwY0WYhIvvPdg9eb9RKekEBmrUDw7j4q1K5iwsJTopIUntH7ZfDPvveDH7hKxOc/NfXvQhH9Ts4/x/SbQPUGdzS3htO6K1gDTk22Mj7PwyjWpuE4xujH2EGFsT5OGqsE7FSHW7A6xYLyJWYUyynmc9m8YBt1eA8OASIfI+iqV59YGKEyRufUiM02dOg8+78dtF/j+TTZ03eC5tUGinSIxToEYl0iUU8B0yDGISJ5M6sS7OLDpH/h76hGls5uabBgG/p/4kHdrfOsyN/9HJ4lKAUszUgeWiYnKIyVhKnVNa9i68zFmTvrqkG0IgoBUtgB912aE2KQP/8QAYmE2mBWMjm6MfQ3EJEykZseTtDYO9T2KdfSLR6GmYdzTUUYZ5WiMikfnAYIjAvmiq5BmL0Gv3oq25nWkyYOqu1a5AX3vdqQpCxGjE4+6HSlLQvq8FaN/oGmoBsF/+zHaDaTxEpavnJ3ZCwKACmKSCH4DzOFZF2XJ3YReegTlpi8hHuOFcr4gWMIV8Q6irlRR3wqhvh1CniWjXGMemMkZZSh6vUbonRDqyhBiuoT1mzYEUcB0qwXBAuKYY4udDX29/HDjB2xqC5fXzTFbWZpXyNSEZFLs4WiZcdHnb0lzTTf4xooWWrxhUSwjQuGqHCeLMu2nnKbkU4Nsat/Ljq76sGDUWU9bwDNkmbq+DtIcMRS6U6juaSLPHX7eNHo7SbRFnvRvxtpk7p8Sww35Lh7a3MHqBj8v7Oljv0fjD/MTjr8BoDg6ln/OXczTNbv5644tbOto41dbN/Ln2eGKLD3BAH/evoVn91ZhAA5F4dOFJVyVNegfYRgGj1R08ci2bgAWZ9i5f0oMylnyhRpuDgpHnX6Nb73fwuLMsDn6KKMcJCJaZPEtVvq6DXAY/GFzBzflu4i2ynxsbAQ9QZ3bxkaQNIyG+pMvNqGGDFQVouIvrHdfe30jq1+up6e3gMiYTi65LYr4/MtIKDi5Z4jTLbLoJisYIIoCum5QvVUlZ5yMeJZF4Anxg2nOU5OsfHlSFGWJVpId4aGDLAqnLBx9mDvmmdlxQOPF9UGaOg1eWBdkxY4Ql01UmJgjn7R597nA4zPY36YR5RBJjBR5bVOINzaHmFkgc90MMzYL9Pmhrj383u7xGUgiRNjC+9bVZ7Bi++GFciJsAjEugWinyMIShfQpn0GIm4vNZgdBwjB06rc8RkLhVcimk4sGPlkEQUAqldB3a5StELnkKhtXl0bg01QOdPcMTMaUFN5OXdMadlY/x6Tie7CY3UO2I8+8AmZecezfMimIxWPQN2xH21RJzKUTAfB07RniexTrzACgL9SGpqsDKaCjjDLKmWFUPDqPEEQRaUwJ0piSIZ9r778YFpWWP4c4phRp6iLEgskIR3mACgcHREGQSmTUFaEBk2cArVpDzBQHlztN9Had0NMBTDeZESJElKUmxFwRMasbbfMbyBddBYCYWYjpvp8jnGdpQyeKlCshTZbR1quoK1TUD1SURSaUy00I9pHfMTrTGCEDbYNKaFko7F908PN2HcNnIFgF5PHHf2S9VLuHX23dgFdVsUoyny0qIb3TQ2lm7nnbqajtDvJ8lYeeoM53psciiQLXjHFR3Rlkaa6T8bHmk44cbPJ28VrdFjRD4+68eTT7uvn8mn8PWUZEIMsVR6E7hUJ3Mq5+z4XfT7ud+r5OnIqVbZ0HuOv9v7IkfSL3j7sSUTj5+zczwsTPZsXyzOptvNUXy8eLw54ghmHw9r4+5qbZj5kKIYsiN+Xkc3FyGr+r2MTteWMBeKyqkt9VbBpYbnFqBp8rnjBgun2QR3d0DwhHt4+N4J5x7gvCl+Wt2j62tAbY3h4gzaVQEnfuK1WeTQzDwIDzYuB5tmipCz9b41IkFAe8We/h0Re76QsZ+EIGXy2LxmmSuH9KzJD1/J5GOvevJip9FmbHqRnUy4rAzMvNaOqgMLJlVYiCiQoW2/l5jjTNoHJDiK2rLBhGAaDicjag61FIp9iHUg4xj978XpCdm1QOVKnMvNyC2XpujlOMVebqMWeuKpogCIxNkylIkVhXpfLqxhCdvQaPvhfk3QqVuxaYiT6HhuIfps9vcKBN50Cbxv42nf2tOl194YnZi8cpXFlmIsEtIgjgDYY/z46X+NISC0mR4f0oTJX5xR0SvrClGJIUXretR6fdY9DWo+MPQbc3HMG0p0lnfn8a6Is7Mqhq1PnYRRpJvmd4b812ejdJTJtczLjiYoKqgSxyRgRHZbEJdaWKUa/z1ToX1RM9XPHaMpyKiWcXLUEWRZITyoiPGUe0OxddP37l6KMhlRaExaPynZiXzMMVmUNPZ/UQ3yOnNRZFshDS/HT21RPvPvVo6FFGGeX4jIpHFwDSjMtBktF3bx74Q0Q0ctkCpLIFCBHRR1xPsAmY77CgLDWFS5wTFnr8P/IiRAsol5uQZyoD350K2j4N/w+94WgjwPwpK4JFQLBvJfjb34DXg+CIQJo0L9ymC1Q4AhATRSyfs6JVaQSfDKDv1gi9HMToMTDf89Ea1B0JvV4n8FDYYwMBpAky8jwFqUhCOIkOUE8oiFdVKYmO5TuTppFgsVHeVX5mGn0GCWoGKw708Xy1ZyBdQAA+MT6SBLvMrYURx95AP7qhIwoi2zvreHTPSqLNDr5SfDntgV7+WPkmESYbd42ZS5ojmoKIJDKdcRS6kymITCbPlYhFPjwsXhREUh3h58ralmo0QyegqYiCSEhXkYVTS4PNtqlcPS0OWQ6/mt494OV7q9t4eGsXnyyJZG6q7ZjbjbPa+FHZTAA6A37+uXMbABlOF18tmcyk2CNHM12W5eSVml5uzI9gae6FE6FzXZ6TijY/7+z38q33W/j74iQS7Bfua1/TDVY3+JiZbEUQBMpbAvx0bRtLcpxcluXAbTk/xePhordbZ8WLfoIBsE3V+WdTF62+sJiUG2liTuqRo4+9nbVUvPAJQt529ggS0RmzSRh7De7UKQgnKRYLgoDcH8y0ZWWIHetD7NupMmephcjY8+v9315Xxeq3kunpMAATdksVUy+JJCFr+MqpxyZLVFeoNO3Xef0xH3OWWnCfQ7/KM40oCkzNU5iQLfPe9hDLtoTwhwwibAKGYdDSbRDvPrv77w8aNHls+AIGDhv8Y5mf8r2HV3EVgLgIAWt/wHlRusTPb7cNpJ1ZTALpsUOfQaIoYO/v/kXYRK4sG3zfGoZBX4AhYlJ0fypjsF+PiXYK2G25NJpiOaBPwbTqt9i7XmOP/T5eLzeYPVZm6RQzzV062/drxLjC6XDRTgHzKfbtBVnAfLsZ/098qO+GyJjmQtTiUA0Lzb4+ku1OBEFg6cJHjvl8MDQVfftatG1rUW74/BEnvMUx6WC3Qq8XvXof8SnTMVncSPJgn1kURMoyrqatrQNZOj9tCEYZ5Xziwu1FfoSQxpYhjS1Db29CW/sG2vpl0N2O+taTqMv+i3Lr15CKph51ffGQF7HeEC4vb7QYBB8JEHouiHKJCXmugmA58ReNoRoIsoCYKobT0xQB5TIThqaivvEY2vLnABCSsxAyCk59589DpFwJy/9Z0TZrhJ4JoFwZ7iwYAQNtsxquzHaBe5QYmoG2RUNdFkSaJKPMNSFlSEiTZMRUEfki5YRT+gzD4PUDtaxuqucHk2dwY04e0WYLC1MzEAUBTTu8kzfSaepTuev1BroCOgCiADOTbSzNcRJnO/oA2KcG2dXdyI6uOir708/GRaXx3dJr8KlB3qqvIMkWyVeKLyfXlcCi5HEUuJNRDQ1FlPnPRfeedFvvyptLaXQG6Y5wGuBDlW+xrbOOr4+7khxX/Elv71BxSDcg0iJS16vy7ZWtFEabuLc06oQiaGyywp35RUiCwNVZuSji0OPW7lNZ3+RncaaDKKvEvy9NHqgAd6EgCALfnBrDAU8TVZ1B7l/Rwp8WJAyrgfpIwDAM1vRXBtvTFeLHs2K5KNXOKzUe6ntVHirv5G9bO5mbZmdpjpNxpxCpdyHQUKsR8IEYYfDrmnZUIVwi/BPjIlmQYT9qhNbeVb8k5G1HMjvRAh7a975L+953GXv574lMm37K7ckslNlfpdLbZfDG4z6mX2ImbczI75YG+tqpXf1rWna/hiniRSw2NxPmmEnPH4c4zBNgaWNknJEi7z3vp7e7/zhdaiY1Z+Qfp9PBJAssGG9iep5CR6+OLAnsOKDylzcCTBkjc9Ms0xm7h/c2a+xr1ZkyRsZqEvjDa0EaOtJITtMpyRpMM4txCaTGiKTFSKTFiqREi1gOiRoznaZfkyAIOCzgsEhkfCjY70tLrATVcNqbJE5gzow+tm4tJ7ptB40Vley2FqDp8zD3t2FPk8YL64JDtuGyCkT3i0mxLoGFJeFqtb0+A7uFYx5fqUBGnimjrlTpeyyAvyATXRJQhMGo3oPCUSDowdPbQExU3tCNGAah5/4CfT3opbORCiYdfgwkCakkH23VZrRNlRTd9IUjtufScV+kvLwct+3E0t1HGWWUU+fCfvt8xBCjExAvvR154c3oFatR17yBcaAKMbNwYBmtagtiUiaC/cjhx3KxjPRrO+p7IUKvBDE6+ytcfRDC+gP7cdtg9OjhqJpWA8s3rQiigOUrVnAI0NNG8M+/xNi3EwBp+qXIl9+JIA+fp8KR2NTsY3OzHwO4ZoyLyBEw+ywI4Wp4UulghEbojSChp4OIL4tIE2TEeBEhTkRMEBHOkXHmcKN36qjvhVDfDWF09HtvdRsoc8MCmuXzJ1dKvsPv54HydSxvOADARUmpXJySzuK0zOFt+FlgW5ufgGowMcFKvE0i0iIhiwJXZju4IsdJnO3Ij+vVzbt5q76CHV317PW0oGMM+V7q78Dlu5O4r2AhBe5kDMPAJMn8eNINw9L2CTHh490b8vNc7QZ6VT+3LP8DN2fP4J68udjkU5sNnJ9uZ1qSlScru3liZ7jSz71vN/GJ8W5uH+s+5rpmSeLm3CML0/u6g3x5eQuNfSqKKHBxuv2CE44OYpVFfjY7jrteb6CqM8jvN3XwtbKY4694nlDZHuCh8k42NYejFp2KSF8oLLp+eXI04+MsPF/lYWdHkDdr+3izto9rxjj50qQjR+ReqGxvC+DKFJl1hRlXnMBba0wsTLdz1RjnQOn1ozHm4h9Qs/IXZM38CkFfB03bn6G7YRPulCkAdOxbRevu10gougZXQskJD+rdMSKLb7ay8mU/Tft13n8pQPFUneLpyogU9zRVZdObG9m/G+KUNxEEgayMd0ibdCvmk5hcO1kiY8P+VCtf9tN8QGftmwESUiWUC6wi2ZGwWwTs/X222pbwfW0zh/tQPV4DUQTHaRx7TTdYvVPlQJvOddNNKLLAf5YHaPcYJEaK5CVLpESLdHv8BNVwX3X+eIVFpSbsZ/CcnwiHilOT8+xMzptB536Bqnd/SEng51xzxQTsEWH/0Ei7QGmmRJvHoN2j4w2EPZd6fAZ7m3UiHQKLSk2EVINvPebFrMD3brRhM4fTS4+U/ma6Mfxej77GxPjNvWxpDfDDNXXcN8FFXn/BisaWcl5997NYLZHceMVziIdM4giyglQ6B23lS2gblh1RPIJw1TVt1Wb0rbsxrlmAL9hOW9MGElJnYTKfWAT2KKOMMnyMikcXIAcfyFLpHIzujgGhyAj4CP37Z6CGEMfNQJ66CCGj4LBOmmARUBaZkOcpqKtChF4OIs8eFHhCy8MVxMQjhA4HHg+grQrH0+pVOtIYCcElou1YT+i/vwOvByw2lGvvQxp36jOWAKpu0NSnohmQ7gq37w+bOljX5MMqi/xlYdjMd2Wdj6d29QDwak0vP5sdx5iokRHaeuixF8wCWEHfp6PvG5whkmcrA2ltwacDoBqIGRLytPA+H6w6NtIJrQwR/Jsf9P4PHALKbBl53qlVC3mnfj8PbF5HVzCALIjcXVDMnKTU4684wugJaPypvJMX9/RSHGNmYkI45ebnc+KIs8nIooCqawQ1FZMk88Se1bx8YBPXZ05lSfokdnY38NKBQV+fGLOTwsjkcOpZ/x8Ah2LhjjFzzui+OBQLT879LL/c9grvNu7gP9Xv82b9Vr5SdBkXJRae0nVqV0TuGhfJ0lwn/9jWzct7PMxKDqfXhDSDzoB2VGHtSGxp8fP1FS14gjopDpm8qLNbreZckNBfPekPmzu47Tii2/nEE5Xd/GFzJwCKCNeOcXHb2Ahc/ZXBrLLIFdlOrsh2Utke4IXqcHXC6UlhkVrVDR7a3MnCTDv5I+SdMNwEVJ3fvdzJ6729lKVZ+enscAjD3xclHvN+9Hsa6a5bT3zBlSjWSPIW/BgAxRpJ9qyvDXnvNFY8Ref+VbRWvUbSuJvJmvnlE26f2Sow9xrLgLfPrvIQOeNlbI6R9U7ra6ti9fPraeleAoAacQeTLp2DM37sWfl9i01g3jUWNr0XJCVbHhCOzpf3/3Bw6UQTxekSUY5w3/PF9UEqalVumGlmQvax3wGabtDYobO/TedAm05jh87nLrcgCvD6piC9fpiRL5MeJ1GYKtHZa6D06xzXTZfJd+yhJLsEAJdt5EZuRqZNZ8KN/6W3ZQfuxPC7v2X3a6RGZlJwcf7Act5AOA2urScsJh0MmOvsMzh4NVlN0Nip85/lAS6doFCUPvQYCxEi5k+Gn6WfKY3kk280sbHJ4Pdbd/GH2dOAcOU1UZTp6a2jtm45WWkXD9mGNPlitJUvoe9Yj9HXc8SJbSE9GSJd0NmDXlnDBzXfpqezmrK5Px/wPRpllFHOHqPi0QWOEDFYrtrobkeIScKo34O++T2Cm99DSEhDmroYqXQOgnVoZJGghMugy7OVgQG/tk8j+PcAyAHk2QrKZSbwGwiJIoIiYLrWTKBFx3SzBSkn/OY1/N4B4UhIyUG55SuI0ScWWhpQdcz9KRZrGrysqPNS71Gp71Vp9qroBsxIsvLzi8LpMQ19Knu6QlhlYaBTVRpvwavqlLf4OeBR+dRbTXxzagzz048fSXU2URaZkKfLqCtU9AYdvVXHaNER4gc7hur7IYxOA3GsPiAeBf/qR9ulISaJmL8cFh70Nh2jL1ziXjhHBpuGR0ddoSLPlBEiRKQxUriCTJ6EMk9Bmiyfkp9WTzDAL7Zs4I0DtQDkRLj57sRph5VmH+nohsFrNb08VN45kJ6W6lLwqyp13nYSrW5kUeCHm5/ltbotfKf0ahanjKc94GFXdyPbOg+wJH0S0+JyCWoqBe6wYBRrPXOmpidCgs3Ng2W38H7TTh6seJkGbydfXf84M+Pz+Erx5aTYT+08RVtlvjI5mruK3QPRg89Xe3iovJPr88KigV05dqf+3f19/GB1K0EdCqNN/HxO/IiIRDwbjI+z8NeFg4JBT1AbtkpJZ5Muv4ZdEVEkgbJEK1J5JwvS7dzT7wV2NAqizRREm7m3NHLgOllV7+WpXT08tauHr0yO4qrcc3vvDCdGfwBic41G0h4L10oKXRlBVN1AFoVjCg4BTxPbXvgk/p56DAwSCpYctsyh66eVfQqTPYbWqteJypgFgK6F2Lv6N8TnXY4j7tip6aIoMHGuGXesiN0pYusXB9SQgXwanovDQdBvIAhgGBqm4MPI4iQyx3QycdEnkOSz24UWJYFJ8wZFzuY6jc3vBZl5hRmHa+QKGsNJakz4maVqYTHIH4JoV/gaaerUiYsQEEUBb8CgYp/K/tawWFTfoaN+KIO9pdsgIVJkRkG4L3Uwkuja6UOFZOk8sxGQzU7cqeGoQG9nLdXv/hDDUEmdeDcpE+5ElBRsZoG0WIm0DxWdjYsQefAOGz2+cP953e4Q9e06L60PUpgmHTG11QgajFkh8ECVk6+P8bCpwUxdr4cUhxNFtjJ5/KcREElLmnHYumJiBkJSFkZDDVr5CuQZlx+2jCAKSKUFaO+sRdtUSWxhGZJkRhDPv/fXKKNcCIyKRx8hxLgUzJ//JfqBarQ1r6GVv4/RtB/1+b+ivvpvpJJZyEs/cVgamSAKcLBfooGYK6JX6ajvhFCXh8AA5WoTpqVmxBgR63c+JEJZbCjXfxa9aivyZbcfMU2t1auyrslHvUeloVelvjdEQ6+KJAi8eHU4mmRXZ5AXqnuHrGeWBA59l92U7+KKbMeQ8sKzUmzMSrHhCWp8b1Ubaxp9fG9VK7mRpoGIpZGC4BTDgtwhGP2jAMMwUK4woTfriIeUOdabdIxWA13UBzr06rshQi+Go5esv7UjRonoBzTUdWo4FS5OQIgXESKOPYg4VbRqDf9PvBAK+xuZrjQjxolYf2VHPA2zz8rOdr76wXu0+n2ICNyWV8hd+cWYzrMqat6QzpeXN7O1NWyEnRmhMD/Lw8q2N5n/egN+LcSvptzK7IQCzJJCUFep6m5iccp4FqeMp8CdTHFk+L44NLpoJDErIZ/JMVk8UvUe/656n5XNu/BrIf48467T2u6hYs+mZj9BzeCFag+3FB574L+/J8R3VrWiGzAz2cr3Z8RiGQHeP02+Ll7Yt4F0RyyLU8af0d8ShLCo/r/dHv6+tYuHFiSQ5T4/Iq/8qs5TO3t4dEc3nyqJ5JoxLrLdJv63JOWkIs+chwhmiQ6ZBel2VtR5mdEfzdbcp/JEZTdLcp1kRpwfx+ZQvCGdJyq7WbbfxW+SNT54PQRAbp7C/JknJo7tfvf7+HvqsbhSiEyddtzlnXGFOOO+Q+b0LyL1lwpv3/sujRVP0ljxJI64sSSMvYbYnIVIytFTk7OLBt/HLXUa778cYMalZhLSzv7zXdd1KpZvYvf2bDIKbUy+OJ+Ci7/C1OQozI4xZ709H8YwDNYvC9DdZvD6oz6uuNN2ziqxnQtkSeDLSy3UNOmkx0r4gwa/e8VHcpTIvZda8QYMHl8x1OPHaiLsURQrkRYj4u6vcnvpxLN3n+uagd9rYDtLleMUSwSR6TNpr1lG47anSSy6DtEaeex1ZGHAmPvSiQqqZrCgRDmqJ5rRpBN6PkipYWJSpMz6WDd/r6ziu5MnAFA05vpj/p40eR7qCzVoG945ongE/alr76xFr9xD0Q33Ik45OYuDUUYZZfgYFY8+goipOYipn0W+/E60TcvRPngdo6UOvbF2QNgxDANCQQTTh2ZgsiQs37ah79IIvRhEqwhP5Rgt+pDwaW37WvT6GpSFN6HpBnUppTS4i6jf46O+10N9b4j6XpXfzosnxipT0xXiJ2vaj9hev6pjkUUmxlu4oyiCZIdCkkMm2SETYx1a1ak49uhGuk6TxM/nxPHnLZ04FHHECUdH4+D+CYKAsuDwTo7581aMJh0j+KEvnEI4Kszdf06qNELPf2ghE4jZEtZvhgdOWq2G0dMfsRQjIJyg4aPhM1BXhhAzJaQcCTFDBKuAmCwgJgx2kk5VOFJ1PVz+1R4emKQ7XHxn0jSKos5P7xabIhJhFrHKAjcX2NkTWM4fdm8e+N4um+kI9AFwS/YMbs6eTrItHLGT40ogx3V+mEJaZBOfKVjApSklPFjxMp8buwiAZQ3bcCpWymKzT2v7P5kVy8p6H30hfSCK5p/buki0y4cZAKe5FD4xzk2zV+OLE6PO6WyyZugIgIDAZ1Y9wv6+dv428x4Afr/9DWp7W7ktdxbjo9KH/bd1A1bUefGEdL7+XgsPL04kwjxyxVdVN3i1ppeHK7po768MtrrexzX9ZcNPRjj6MGMizXxvRix9IX0gGumlPR6e3h3+UxpnZmmOk9mpI98TS9UNXtrj4ZGKLjr8OhbdxDvPB9FCAglpInMXnXhFz9yLvk3Vuz8gd953MTvijr9CP7J5sFKhNSKN2NxFtO1ZRm/LdqpbtrN31a9ILLqOjKn3HXdb29eH8PcZvPOMnyvutOI8ixW2/N117Hrnx+zc+1lUw0TTvhCaaiIu79Kz1objIQgCc6+ysOKFAImZ0kdKODqIKAjkJIafXQ0dOoYBB9p0dMMg2ilQmCqR4Bb7BaNwhbFzmeJXsSZIVbmKM1JgwQ1h8aNmewhXlEhM4pl5BivWSPIXPUBb9RtIih2lXzjqqt9ARGLpcaN3FFngmv5IrPp2ndYenZLMoc9cMU1CXqigrVO5KE1mjbaWdxtUvhgci+uQMURbx07qmtZSUnj7kPWlktmoL/8To74GvbEWMTHjsHYIibEICTEYTW3o26oJjUulvWkTMYmTMJkvnIjRUUY5HxgVjz7CCFYH8ozLkaZfhrF3B4ahD3xn1Gwn+K+fIE2chzR1EWL8oJeMIAhI+TJSvoy+X8MIgZglIggCzT1+XntzJXWNrVzSvpaSzEJ604q4+eX6I7ahzqMSY5VJc8lMSrCQ7JAHxSFn+N8HowOKYiwUxZxeSXtJFLi3NGogmqfdp/KjD9r48uRoUpznh5j0YUS3CB/qWJuuM2O6zozhNwYqt4mJ4SpmequO0axjtBsQBEKDBsvqsv5oMgABhGgBIU5EniijLAwLV3qrjmAXEPorjhgeHe+X+sAP0mQZ6XNWBFnA+mPbEX2xTpYNrU38dNNavj95BkVRMfx2xjySHQ4s0vnz+DIMg/fqvDy328ODF8VjkgS+PCma9a01/H7nE7T6PYgIfCxnFlekTSDNEY3Yb3SdfIppXiOJDGcsf5x+JwBdgT5+Uv483SEfv5nyMWYm5B9n7aMjCAKzUgbLi+/vCfFIRReaAU/u7OET492sb/TzsbERRFokbi2MGFjvXNDu7+XF/Rt5bt96vjbuCmbG57EkfRIftFSRZo9BN3RerdtMq9/DkvSJALxdXwGCwMy4MVjk058hl0SBH82M5e7XG2noC1ex+9XceOQRmJqxqyPAD1a3UdsTfiYl2mU+Od7NxcOccnxouuPEeCt7ukKsqveyuSXA5pYAbnMHdxS5uS5vZA5SVhzo46HyTg54wn6DyTaJy5utaF4Bh1tg5uWWIxreHkrQ20Fvy3aiMmZhcSVRvOTPp9UmR2w+eQt+QuaMDlp2vUTT9mfw99Sj+rsHlvG07MAenYMoHX5dz77CzNq3gticwlkTjtSQwf7dKslpMn2tFcSYf48l8TbKLp+IdJqVs84EdpfIghstHHwVBnwGOzeFKJqqII1wsXO4yUqQ+Pb1Nva2aBhGOBXykychmJ4JDMPA02Xgigxfv91tOr4+A8MIn6tQ0GDd20E0FcZOUSiZeWYioARBIDZ38cD/uxs2s+2FT+FKGEfuxd/HGnF8r8gDbRq/ftGPJEJSlEhcxIf6nNea4RozSy12/rfMQnVPF8/vrea2vLAnWJ+3lWdevxXD0ElNnE50ZO5g++wuxMLJ6BUfoK1fhnjl4dHJgiAgTShAffV99E2VrKz/ET2dVZTNe5DkjIsPW36UUUY5c5w/o69RzhiCICBkDTV91CpWg9+LtupltFUvI2SNRZ66GLFo6kB0Ul9I51f1Hayq9/GHqASyjE5anvwnf3PfANE5ZCVFMyGzEJckEmuViDCLJDmUsEDklEmyK2S7w9tKdCj8dt7Zi6Y4OHj89YYO1jX5ufuNRn4wI5ayxAsrFFY4pBqIVCAjFQze8oZq9AtIg+KR4BYQUkSMFh2CYLQZGG0aevJgRyHwOx96rY6YG05RFJwiYqaE0W0gFQ7OYg2HcATwUu0e6vp6ebhyK7+ZMY/sCPewbPds8ny1h1+s7wDg2aoebsyPoLyzku+UPwlAmj2G70+4huKotHPZzLOCLEosTimhvKOWqXG5GIbBssbtzI7LO/7KxyHWJnFXsZtHd3SzuzPIV5a3AFDZEeCh+QnnRDQyDION7Xt5pnYd7zbsQDXC0TOvHNjMzPg8bsuZxe25sweW/f20O1jWsJ2pseFj8+edy6jtbcUqmZidkM+C5GKmxeVilk5d7I4wSzwwJ45PvNnIxmY/v9/UwRdHUPUx3TAQBYFIi0Rjn0qEWeT2sRFcles6ZgSQXwtR3l7L2tZqNrbtRRYk/jj9TqyyieWNO3CbbOS7k7Ec49iVxlsojbfQ4lV5eU8vL1Z7aPUNNUvZ3OynONY8YgS3d/Z7OeBRcZtF7ihysyDeyttP9qApMGeJ5bhRKSFfJ9te/DTezhryF/6UmOzhM6E12aJIKb2d5JKP0XVgDWZnuPqTGuxj2wufRJTNxOcvIWXCHUMilyRZYNriwcF0wGew/p0AEy8yYbUPv5hUvWEjW9am4ffbmLMkhrwFP8IenYvFNfJSgg/loCeUYRgDVeuaD2gndN4vNGxmgbGp535Y4/ca7KkIUV2hEgoaXPUJG5IsUDhZITVXJiVHQpIEDAPS82RqtqtERJ+9yLqQrx1JsdHTtIXNT91IxrTPk1h0LYJw9DYkR4tkxYuYFQGr6fDr6tC+5t1yMb/vrufhcoHrsjSsioTdFktm6jxq9r9Nbd17Q8QjAHnG5ejp+UilRy/qIZYWwKvvo1ftI7qgmJ7OKtoaN4yKR6OMcpY590/ZUUYk8pV3IxZMRlvzGvqODRg12wnVbAd7BFLZfBqL5vONrTq13eEZ4QM7tpPyxoMkBTXmC3mkjMmlZPycAaHpuaUpI7IiyBcmRdHi1djeHuDLy5u5tzSSG/JcI7Ktw40gC0PMuAFM15gxXWPGMAyMbgOjRUdvMYZ4LBn+sNgkHFINx/I5K9iHL6Kjor2Vyq4Ors/O40vjJxFtsXJXfvGwbPtsEdQMQrqBXRFZkO7g0R3dLMpwMDEhnDo4Kz6PDEcs0+JyubdgwbBElZwPOBQLXx13OSFdRRYl3qzfyjc3PMW4yFQ+bTtyqd4TxSqL3F7k5socJ//a1sVz1R7MksDdxe6zfk/3BH28cmAzz9Suo7a3deDzoshUrs0oY35y+HoeUnFREIakJYZ0ldkJ+QQbVBq8nbxRv5U36rdil83MSShgYXIxU+JyUMSTf5VnuU18d3os969o4X+7PSzIsJ92ZOfpsq8nxF+2dJLhUvjE+EjibDI/nR3H2GgzDtPhAxvd0KnqaWJtyx7WtFZR3r6PoK4OfG+XzVgkBcMw+PbGp/FpQf437wtkOGP5weZn6Q56uSdvLvnuZGo9rQiCQJLNjSLKxNlkPl7s5raxEayu91ISHz42NV1B7lvWRJxN6q/k5iD2NFLnToXa7iCPVfbwpUlRWGWRT4x3k+SQuaUwbBqvaRrppftISy7GfZxU4ZC/m20v3Yu3oxqTLQZ79Jnx8xEEkci0wQqrvq59SCY7wb5WGnc8Q+qkuwFQ/T1IJjuCODQlfe1bAQ5UabTU+VlwvQVn5PAMtv2eRmref5Cmmlr8gX9gtWuIMkRnXDQs2z9bCIJA3gSFtqYAGPAReZ2MGAzDoKVOp2pLiANVGnp/IL/JDN3tOlHxUv+fwXUsNoFpi83klcpExoWv57ZGjfL3g0yaZz7uvXuqxGTPxxE3lqp3vkd3/QZq3n+A9r3vkjv3O1iciUdcRxQE7l5gwayEr7Ven4HjCOJk6M0gZf+J5IvRNu6f3MuDG/fznamZAEwe9ynG5d9CQuzh3n5i1ljErGNXLhSj3QjpSRj7Gojqi2Mv0Na08eQPwCijjHJajIpHoxwRQRSR8kqR8koxutpQ172Ftu4t6Olg3foKftg1FY+hEG0R+SbrKXzxCTBUHGl5fO/G6QiRQ30SRqoYE2OV+cP8BH6xvp1Xanr5/aZOqjuDfLUsGrN07s10zxWCIIS9ktwi0ofGErYHHRg+AyNwSMTSMJVVDmoaf6vcyqO7KwEojIymKCqGzxVPGJbtny3WN/n45fp2SuIs3D8lBodJ5LHLknlo5+vc/N5qfjv1NqbHj+HROZ/5yIhGH+ag4KHpOk7FwpTYHESvQLvfg0Ux4zKdehRgpEXiC5Oiub3IjQC4z1JFNcMw8GshrLKJ/+79gD/vXAaAVTKxOGU812SUke9OOuHtKaLM58Yu5rOFi9jeWcebDRW8XV9Bi7+HV+vKebWunN9NvZ3p8WOo62snwepGPokKNLNSbHy6JJJIi3jOhSPdMPjq8mbqe1XWycKAEDLlQ9Ggrb4emnxdFEelsam9lk+t+vuQ7+MsLqbE5TAlNge3yYYgCPjUIEWRKTR4O0myhT0/1rZW0+zrHoj6+mPlm7zbuAMRgXhrBCn2KFLsUSTbo0mxR9EVTMBliqG+Nxzh0+LV+HtFF//c1sXMFBtLc5xnPHK11avySEUXL9f0ohuQ7JC5o8hNkiMstjXXadS3hcguFhFlg5jEY7/D1ICH7S/dS1/bLhRrNEVL/oLVfXaiH51xhUy69SU69r2P6usaMNKuWfULuus3EF94FfEFSzHbw+WgSmaa6G7zY7YK2Fyn/74JBYOsf2UjPfVv4xDfwyxLFGa9TeFFl2A+y2LgcJGSLbP4ZhGThf7IFoPWBp245JHraXahoIZg+fN+1H5byehEkdxxMul58nErBkbFH1IE4r0grfU6r/3Hx5V3WbGfoSp6FmciRVf+icaK/1K75nd0163D2159VPEIwGIKX1Nvbwny+qYQ911mISNu6LUljZfhyQAT2s0U93kpjh6MJoyMyDqhthmahnCUIijShALUfQ24qwxwQk9nNQFfJ7JpZKYUjzLKhciIfEPu3LmTBx54gO3bt6MoCjNmzOD+++8nKiqK7373uzzzzDMoymDY+f33388NN9xwDlt8YSO4Y1AW3oR88fVsXL+F+/e40Q2RwmgTPy7Ucf35v2CoSLOXIl9yK8J55EUDYJIEvjElmhy3iT9s7mBvd7iC3ChHR7AKCMMcEr+zs4MfbFzNnp6wJ8bi1AzSHM7jrDWyaPWq/GFzJ2/vC5tde1UfvUEduyJgkcVwRBcGm9trmR4/PB425zuXpJZQFpuDVZSprNjOz7e9zJaO/Xx+7CVcllpyWsJz5FkSjQDK2/fxi4qXSbJF8vOym1mSNonljZUsTZ/E4pTxOJRTF2cEQaAoKpWiqFS+MHYxWzsO8FZ9Bevb9lAWm41hGNz3wT/pDfn53dTbKYxMOeFtH/SBAugN6vhU/axF0vSFdD6o9zI/w4EoCNxZ5Obd/X18qiRywIfIrwZp9veQ7ohhbUs1937wD1Lt0Tw3/0uMi0wj0mRnbGQKU2JzmBqXQ4Yj9rBrxiqb+NOHqvx9u+Qq9ve2k+kMixOiIGKRFPxaiEZfF42+Lta31Qwsf1X6ZL5VshTF1EBU9NsUKiX0etPZ2hrgvQNemvuClCWGj7umG8NqyN4X0nlsRzdP7uwhoIVfTrNSrFyUOuj31duj8/6LfgI+EE4gEk1T/Wx76V56WytRrJEUL/kztsiMYWvziSBKCjFZ8wb+r2shuus3EOhtZv+6P7N//d+IzpxDwthrcKeUsegWK7o2KIzU7tRIz5OO6+f0YXRd5+W/7cLrH4dAFnHpneTPuw9b1IkNbkcyh6Y/bVsbYuuqsAfSuOnKiJ3E+zCGYaBjIAki7f5eantbscsm8t3J1PV18MK+DdhkM3eOmUNHoJcvrPk3PSEfPUEfAV0l2xk3UIV0rDuFTGfsSYnqJ9K+jmad3eUqigkmzTOjmARyxymEgga54+QhgtDJMP1SMxvfCWKyCAPCka9Px2IbfrNvQRBJGncjkWnTaN/7HlEZswDobd2JyRaNqV+4HbqOQEOHTkiD/ywP8LWrrJgPEcfEeBHT7RaMRIFfZtqxK+JAwRMAXdfYvfcVdlT9j8vm/RGzabCPZ2gq6vN/Q9v2AeYv/Q7B6T7s96WSfNTn38G0rxvntEw8nr20NW8iIfWiYT02o4wyytEZcaN8v9/P3XffzfXXX89f/vIX+vr6+PrXv843v/lN/vznP1NRUcEPf/hDrrrqqnPd1I8cgiRRUlZKSV8z8TZpIDpHu+4+MFmQCief6yaeMoIgcH2+iyy3QrpLwdw/0K/vVc9bI+3zBVXX+eeu7TyyswLNMIg0m7m/ZAoXJR/fxHGkoOoGz1V5+OuWTryqgSjA1blObh/r5F/Vb+MJ+bh//BLuLVjAjPg8psblnOsmjyiiLQ40TcOrB6ntbaMz2Mf3Nv+PF/dv4OvjriTbFX/8jZwDqnua2etpYUFyMQ7FzM7uBvb3ttEXChBrdfHoRfcO+2+KgkhJdDol0ekDFS5bfN30hvz4tBAZ/WLIF9b8myRbJHfmziHWevxZ2TpPiK++14xFEvnTgoSBQgVnAlU3eLHawyPbuuj06yTYZYpiLSzOtLMo00ZX0AuYWNtSzRfW/ptMRyyPz/0sYyNTUEQJp2KhLxTArph5ffH9SMfw6jgaU+NymRo36LvxwOSbMAyD9oCHur5O6vo6qPe2h//u6yQvIjwjX+NpprL7AMlJEfxpxlRera3lB+u2U6f2ADfhU4Nc+fwuom0aZckqk+McpDqiSbJFYjrFiZXHdnTzr+1hUb0oxsy9pZGM+1Bl0Z4OHTUEkXEiaWMktm0/9jZFyUxk6lT8PXUUXfmnESGciJLCxFuep23PMpq2/4+exnLaa96hveYdCi/7HVHpMwaW3b42xJZVIWorJWZcZsZkPv7AOuDzYrbaEEWR1OwA1Tu6yB/fyLi5v0AUL7xI41Ag/Pfu8hC542RszrMrHqm6NiDabOnYR0/QR1lsNmZJ4b81a9jX2xYWfUJePEH/wL97gn7uyJ3Npwrms7xpBz/d8gIXJRTwiym30h7w8I+q90i2RXHnmDmYRYUdXUMLsuzoqh/y2R+m3cHUuFxer9uCqutMjcsmxnLykSoHC60ArHsrSEeLjiTD+BkmFLPAhDmnPxnkcInMWWpB6xeJQ0GD1x71ExknMnmeCUfE8F+nVnc6KaW3AWEvssrXv4oW7CN79v3E5i48bPlrp5vZ0+SjrcfguTVBbpw1tCqzMifcZ67r6eKhD8rx6ia+X1ZGrE1GEES2Vj5KR3c1O6r+R+nYOwfWEyQZvaEG+nrQNr+HPHvJYb8tOO2Iuenou2uJNtLwsJe2po2j4tEoo5xFRpx41NDQQH5+Pvfeey+SJGEymbjhhhv42te+RjAYZPfu3RQVFZ3rZn6kaPOp/G+Xh0+MdyOLAg/OicMsDc6CSCWzznELh49JCYNpB0/u7OGvWzr5WlkMl2Q5zmGrLlxqPd18d/1qdnaFzaTnJqXy9dIyIs3nNoXmZNF0g6d39eBVDQqjTXxlcjR5UWa2dOzjH1XvAXB1RhljIhJHhaNjYBNNPDr70zxZu5aHd73DpvZabl7+B27NnsndeXOxjoBIrYOCzbaOA9zx/p+xy2ZmxI8hx5XADyZcx/T4MdgV8/E3NAwcfAbHWSN4fdH97PW0YpPNHOhtZ2XzLiRB5J68cGTH03vXUBCRzNjII/vPyaJAT0Bnf0DlJ2va+P6MwyN4ThfDMFh+wMtftgxWBkt1yjT6POzZt401rdWsa91DpiOWh2d9gtyIBEK6Rq8awK8GcSgW3l78rSHH91SEo6MhCAIxFhcxFhcl0elHXGZe0lgSrG7cpnDUT5QtRHzkTtIdYcPxVQ3teINOvEE40AVP72hHUzZgyHuIs1lJtkXxzfFLyHDGsrVjP7IgkuGMxSYP7pNhGCzb72VCnIUoq8SN+S42NPm5pdDF7BTbEc9LUobMopsETBYBWTl66KwW8gIgKTbSp3yGxOLrMdliTvWQDTuiZCJuzCXEjbmEvvZqmnY8S3f9BiJTpwDQuf8DWna/imS/HUlOpK1RI+AzjikeaarKpjc3Ur0zlTmXN5A0JofSBaUUTvdiG+GG2KfDhDkmImNFLHYBmzN8n6gh47hpVEej0dtJbW8bPcGDIo+vX/AJR/3EWJx8Y/wSmrxdXPvObzCAVZd/D4D7Vv8Tnxbk+flfIsUezWt15VR0Hjjqb3X3X6exFifpjhhiLOEIlUSrmxsypxHXL4jbZBO/nvIxnIoVl2JFFASqeprY0VVPZVc9O7saKHCHz/G/q99nd3cjP598M/OSxvL03jXU9XWwKHncMaM1u9p0mnbH01EdYsENcr+/lEzjPo0x45Uz4i91sFpea71GwGvQUKNRE6cybsaZfQeq/m5ks5OAp4Fdb/8fjriCw6qx2cwCt84x88dX/XywS2VsmkRx+uHDSetGkfseL+Y7E/r4rdzKj2YmIggCJYW38c4H36Fi5xOMy78F6ZBqi9Kki1EPVKFtWIY068ojPuvECQXou2uJrLdQGwFtjRuG/0CMMsooR2XEiUdZWVk8/PDDQz574403GDt2LDt37kRVVX73u9+xceNGnE4n11xzDXffffdJzxppmnb8hc4hB9t3rtu5oz3A/61qp82nYRINbh8bgSKArl/YeV2GYbC11U9Qhx+taWN3h59P9YtnBxkp5+h8xh8KUd3dhVMx8eVxE1mQnIYgCMN6TM/UefIEdd494OXKbAeyAF+eGEl9r8riTAvP7ltHon0iRREp3DNmLtnOeLIdcaPXyjE4eGxEQ+BjWTOYnzCWX21/lRXNO/lX9QreqN/Cl8ZeypyEgnPSvgN97Ty/bwPr22p4ZOYnyHMlkOGIJdMRS5e/D7NVZlFS8ZB9OZsIQJYjFk3TiDU7+NXkW6nxNOOSLbR4u3lw68voGCRa3cxPKmJ+UhF5rsSBznmsReCHM2L4wrstLNvvJSuii48VHj47fzr308/Xd/ByTTil064YZMc00KJt4BubW4YsV+NpwRcMECFbeW7eF0m0ugeeCxZRPuHf3rlJRRQhq0hCHqZS67EmJ3Pi84HwMZgcncWz876AYRhomsb4aBs3FtWzpl5if5cLjGjE4EyMYBnNPE6zrxuTIKFpGr/Y+jI7uuv5Qem1LEoex1sNFWxpCVLRFM/eboOlOQ6+NDESuwx/mh/2EdQPOvH2U7VFJTZJxB0r4ooGMI56jrSQj52vfRHD0Ci45DdIJjuSOXLEPpcs7kwypn8Zw9DRDQE0jYaKp+jc9z7wKgVj7iW24FZszvA++/oMrPah57mjWWfl83vx+sKTjttW7yU+O2zga7bbzum+n40+RFqeMPAbrfU6q14JMmWRQmL68dOqGrydPL9/A3MTxlLgTuL52g38vWr5UZdPtUejaRpWMZz+CeAN+jFLCmMiEghqKkFVRdM0FiWPY2J0Jk7Fgkux4VIsYQHIFBaBIkxWNE1jRuwYZlw0ZmAfok0OvjT2koH/A0yPHVq5K9UWxbyEQiBsqi8KYRP5sugsbJKJfFcimqbxet0WtnTsJ8cZT54rkf9Uv8/atj0URCSR50qmMDKJRKubXZtCdDVEAjqtjSGi4kTS88N/4PB7cjiJTxNYfKuJHetV8iaF98Pba+Dp1IlPHf60bMUeT9HSf1C/+REEUcLkSDri9ZkVDxcVSby7TeOJFQFSloLLNvTec2+X0f0Cn98u8AVXN9WFfjIjFDJTF2Av/wN9vhZ27nmZ/OxDIoyKp8FLf8do2o92oAohOfvwRhZmgywR2WCFiLDvka+vHTg/+uPnQxtHGeVYCMahcZgjDMMw+M1vfsPjjz/Oo48+SltbG3/5y1+47777KC0tpbKyknvvvZfbb7+du++++4S2qWka5eXlZ7bhFwjruk082exANQTiTSqfSPYQazpzL8mRhm7Aa+1W3mgPzzDn24LckdSLTRqxt8x5QUsoyLOdLdwSnYBTktnU10OW2YpbPj/SAw0D1vWYeaHVRq8m8qnkHgod4Y5yY6iHf3ZspDbUySx7BrdGnl9G3yORLb5GnuraQrvmpcyayl3RZy89VjN0tvgbWdG7l8rAoMBxX/Q0iq2JqIaOPIyRL2eKVrWPF7q3s9XfSMAY7LjGyXYmWlOYbEshSQ5XmVzVZeap5nCk5T3JPRT3X9un/NtBkShZY7/aSY3XzGstqRQ4W1invgZCeNsCkGGKotAcR6EljkxT1ClHFAV6TZgdQbSQyJ412eiahNXlJX3C/tPaj1PBqwms7zGzssuMW1a5JO4ArVovRjAHBIH1wRUcCLXz5djZaHoEv6334wuFK+2ZBYMxzgYU8zbSTZGkK5GkmCIwCYMDRk+rg/rtKQiiTlZZDYpFPVpTMPQQwV2/R+/ZCZIFc8FXEe3nT2rwQfTeWtSW99Da12HK/QySeyyGruKpWk9j023EZLYTldqBFgzRtj+Frno3ICDQR3T8JqLyoi/IFLUToa4imd52J2CQVVaDyXb4va0bBiFDwyzK/KNjA2u8+5luS+f2qIms6qvlnd492EQFu2jCJvT/LZqwiwoRkoXx1iQMw6BN82ITFWzCyPVaWu89QHWgnfnOHGJlB79vW8UBT4Bx3aXk9ObzaNrDmGSBYjWbsR2TiUjsZEycwrnenfrtSXhaXbjiuonLbkE2n1kxQg+0ozYtQ0m7FuGQ57KmC7y6O51On4VkVy/zsuqGHBupTyL10TSeSO3iv5kiuY4An0ntBaCp400OtDyNxZRAUeb3h2w35YNnidi/nfacSTRNvOSIbUpdsRXXgVbeHfs2fqGNmPRPY3OfX/2tkpISpKMYg48yykhmxIpHvb29fOMb32D79u386U9/Ii8v74jLPfzww7z66qs8++yzJ7Tdg+JRcXHxiL5pNU2joqLinLRT1Q3+srWbp3Z5AJieZOHbU6MHDEw/arx7wMtP13bg1wyyIhQeXhiPLArn9Bydj+iGwXO11fxxezl+TWNhSjrfmzjtjP/ucJ6nmq4gv9rUxdbWsJlEhkvmq5OjKIxWeGrvB/xp5zKCuopDtvCVosu4JOXwkrTnO4ZhsLd3H0m2RCzS8KVnHes8+bUg/6p+n2vTy4i2OHl497vIgsjNWTNO2UfmWDT7unlh/0Ze3L+R1kD4OSggMDU2h6vTJzM9LndYDVjPFn4tyKrmKt5u3Maq5t0E9PDgURJE3lj4dZyKlUZvF09UGjxf3Ut+pMKfF8QjCkMjLk/kftrW3sHjO72srjdYmtfDEweeYqw7md9MvhtDCPDxlX9lckwWU2JzmBideVrV9SB8XZavUNldrjHzCoWENJGa7RqVG1QKJ8vkjAtfJzXbVZIyJSy2szcCNAyD3pCB0ySi6gY3vNxIq08j3SXz78UJrGvy87UVbRiAgM7cNJnPlybws23/ZXlT5cB2JEEMmwFHJJPvTiKqagxN28zklkhMvGhQfD/SOTIMnZoVP6Ftz9sUXvo7nAnjztr+nwnUQA+SyYEgiLTXvMvaV2voUW8BoHj867Tu2UpT79cASM8TKZoSxBk1stLPz3YfQlMNNryjYrHD+BmHT9a8WV/BHyrfZFHyOO4tWEBF537+uutdrs+cwqz+aLsLEV03EEWBPT3NlG/0EtoS9jd7M/5ltju3Dix3VepE7h+/hI1te3li72qmx43h6vTJA6nMZ6utm99TqdoSFowUExRPl8kZd/LG8Sf0e1qI8ievJdDbSHLpnaSVfXrI942dOr9+KYimw+cuM5EeO3ScoAd0bn1/OQfacxAQ+O3cWErjLARDfTzx4uWEVC9Xzn+EuOixg+vsLkf7xw/B6kD+5sMIR5hY1LfuRvvPS2zP2EpjdD35JZ+h2591XvTHD973o+LRKOcrIy5tDWD//v3cc889JCUl8b///Y+oqCgA3n77bdra2rjxxhsHlg0Gg1gsJ++PIknSeXHTnot2NvlCvLQnPDtw+9gI7h7nHjJ4+KgxP8NJWoSJb6xo4dbCCMzK0NvmfLmWhovtbQHyokzIokCXX+Pet5uYmGChLMFKabzliCJjk7ePH29aw7qWJgAmxsbz6bFn98V5uufpmd09/HZjB5oBFkng48Vurs9z0ezv4N41j7G5vRaA6XG5/F/JVcRZI469wfMM3dBZ0byaR6ofY1vXDlJsyfx84vfIjxgzrL9zpPNkl6x8pjBs3FnX18EjVe+hGTr5kcnMiD/yxMLJohvhqEoBgc+s+Qd1fWEfrkiTnSXpE7kqfTLJ9qhh+a1zhV2ysjB1HAtTx+FVA6xo2slb9RWIgoDb4qDF181V7/yaHGcCtxTexMcK3SjyUUomf+g89YbChrcuOYLvrtnFB3UKQn8XQ1VjccgW4q1uXFYZSTDx/IIvD9t+aarBB68F2L87PKDq6xYwmWXyJ8iMGR/20xAlgY5mjXVvqUiyyuR5JrKLz160o7v/taEaOteMcfJCdS8XpdqRZZmJiTYS7DIF0SY+MS6SVFe4XddnTSM3IiFsANxZT2ewj909TezuaeKFAxu5InUCH79yCT1RTTy4bSOTY7O5OGnQE1KSJAQ0QECSFXLnfpuU0tvPelW1M4Fkixz4t82dQk7+O9Tu/i2aHkHP7kcwGRAdMYuSBXNJSJeA0xMnzyRnqw8hSTBtcfh3BEHA59V487VOIiZ0clFmLhZZodnfzfvNO/ns2EWUxGTyUEzmGW/XucLXp1NVrlK9TWXu1RbGxCaRMcvgg74A2UUyV6ddRU3vDLZ3HGBVTQXT4scgSRJbu/bzfvMuHIqF67KmUt5ey7c2/peZ8Xl8Y/wSNEOnN+QnwmQ7fiNOEkmCsvky2cVa2LS7WWfTcpXaHTpzrjJjcwzvJK8kSWRMu49db32L+s3/wJU4juiM2QPfp8RI3DATYl0imUeoMCfZJG4vyOYvy9qZ2ZjCQ1u6eHhRElaLi7nTfkCUO4sIZ9qQdcS8ErSIaOhuR9i1EWncjMO2K47NQbOYyNtfQMllP4GMZMrLyz9y/fFRRjkXjDjxqLu7m9tvv52pU6fy4x//eEh4sWEY/PSnPyU9PZ2pU6dSXl7Ov//9b77xjW+cwxZfOPhVHYsskuxQ+N6MWPyqwcXp9nPdrBHBmEgzj12WPFCBqLY7yPsH+igYkXF7w49hGKxv8vPv7d1sbvHzf1PDJuIbmv3U9oSo7QnxzG4PkhCuBjQ5wcrHxkYgCfDK/hp+tWUjfWoIsyRxX1Ep12aNOS8EyYOBmYIgkBdlQjdgdoqNz0+MIt4m8UztOn67/XV8WhCbZOKLRZeyNH3SiA3TP1Xa/O18eu2X2ePZO/BZnbeez6z5Ci9f/CQ2efg7yUcj2RbJ90qvYUNbDTPi8whqKg9VvsWtOTMHTFVPlqf3ruHR6pXcP34J0+JyWZI2iQ9aqrg2s4y5iYUoJ1D6/HzDJptZnDKexSnjB67zHV31SIKIVVH4TEk0npCPO1b8i2zrBL5aOgGLPHgcVF1jR3c9a1qrWdtSTUXnAQodU2nuLKY7YEUAbOYufjkrj3FxVr5ifGtYza0PEvAZvPeCn9Z6HVGEqYvNZBYMtlOUBu9FXYOoeJGOZn2gpLmmGfR1G7iizk5krVkW+dhYN7cURhDsr6hklkT+eUkSDtPQNpTFZlMWG/b8MAyDZl832zvq2btJYEvkRibEZJKaJvPvqr38r3YdnUEvFycVsbO7gZ+3LGfOzlYu2vcGIDFm4Y+RZfMFIRx9GEdsPgWLfkL2rHaad75Ix94iojLmkFwyG3F0IDkEQRDoCnp5ef8m6pe7SOnOprVep+g6lVkJ+fxo4vXMTSy84N5hBzEMA8MAURTwdBlUrAlHX9ZsDzHxonDVvjlLBiekx0amkO9KJLvLREm/3968xCIcsoX0/sqW27vqafZ10+YPR6lW9zRxy/I/kmyLotCdTGFkMgXuZPIjknAow1MMJDpeYtHNFqq3qpSvDGIYnLFoytjcxfQ0baWx4il2v/1tSq97DEvEoMF4WW5Y7PYGDJZvC7GoVEE6JApqfkQaZSsisaoyL43t4uA3mUepkCaIEtLEuWjv/A+9ZvsRxSPBpCAWj0Fevw1tcyW9rj50zT9s+zzKKKMcnRHXI3722WdpaGjgtdde4/XXXx/y3ebNm/nGN77B9773PZqbm4mJieGzn/0sS5YcXs5xlJNjVb2Xn65t48E58RREm5mRfPYGg+cLB4Ujv6pz/4oWDnhUSp0OisYZXKj9U90weL/Oy7+3d7OzIwiAJEBjX9hbY1qSlZ/OimVdk591jT7qe1W2tAZo9WrcWGDn/vWrWVnXB0YUY6JEfjxlEmnOky+Rey5o6A3x6w0dLMiwszDDQVGMhX9dmkS2OxzJoBs6b9ZX4NOCTIzJ5Lul15B0yGz4+U5AC9Ae6CDJlki0OQpJkHDIdq7LWMoVKYv5XeVfuDhxzoBwdNCY9EwjCAKXpJZwSWoJAP+pfp9H96xkRdNO/nfx58PmqCEv/u56/D11SIoNZ+J4JHmw024YBpvba4m1uEh1RLOvt416bycv79/EtLhcbs+dxZ1j5pzxfRkpHBwoXpRYyJuLvzEwCFreWEllcxxVoTicYjefLnHx153L2Nq+h6o3X6VX9YMBIIBg0Ku10RPQSXfJ3FHkYEF6+mBVzjNwbYSCBm8+6aOnw0AxwewlFhLSjv4wjkmSWHyLhfYmnZjE8HK1lSpr3giSNkZiwhwTdtfZEZFEQcByiIn3h4WjDyMIAgk2Nwc+sGKtUrkiKZMFM8PX9PjoND6WM5P8iHBVqe2ddewJdmDfs5xxdStoMUXyqdd/Sr47hUJ3eCBb6E4mxR51QYkEJls0qRPuJHXCncdf+COGYRhUdB7gf3vX8nbDNoK6SkREJEt91xEVjOGtpwJMXWhmceGFl2oN4Pca7NkWonqrSvE0hayxCrFJItlFMgnpEqm5J96Jy3LFkeWKG/j/0rRJ5EckYepPZd7raQWg3ttBvbeDtxoqBpZNd8RQ6E7mWyVXYZFOL/JRFAXGlCik5soE/eHUO8MwWPVqgKQMicxCedju78zpX6S3pRJP81Yq3/ga465+ZMg7VTcM/vCKn/oOHcOAyyYNVlAzRcg0jPeRvdHJ7HdtcBkDo89A0MOOqmfo6a1jzpT/G1hHnnYJ0rgZiElHj3yTJhSgr9/GqpZf0/VSCzHpnwamDsv+jjLKKEdnxIlHd955J3feefQX/4033jgkbW2U08MwDP6zo5u/bunCAJ6o7OYHM+OOu95HGYsscmN+BL/a0I4sgHwBW0E9vLWLf23vBsAsCVyZ7eDGgggS7OFHh10RmZ1qZ3ZqOEKtvjfE+kY/YGCRZCRBQNISQY+kpgW++m4PZYkhJidYmBBvPe6A6VwQ1AyeqOzmn9u7CWoGe7qCzEuzI4sCWREKL+/fDBhcnjaB75ZezfvNu7g+c8pZEU7OBn2ql2f2vcijNU+RYE3gXzMeQhAEflz6f8RZYnAq4eieX0760UDHdHfPHr61+Yd8f/z9FLrPjjeGYeh4mraS52smW1H4WPY0REFkfeUrVK38BWmhnoFlBclERGIp+YsfRDbZ+fX213h8zyquySjjG+OXcF3mVMa4ElmYHK6WdqGcy1PBZbIO+A/Nis/jqiyRl3bBC1UeUiNb+Ff1+wPL2snArE1jarLBJ4uTSbZHsbHZx/hYy5DKlGcKxSSQki1TG1S56GoLkbHHP2+CIAwIRwCdreF0xfoajckXh9usa8aQiKWRQiho0FwXTs0rnDxoRDw+Kp3xUekDy82My6Ep2IOlZzeCqKBO+gTefVvY1L6XTe2D0YNOxTIgJN09Zi6WM1FzfJRzTl1fO19d9zhVPU0Dn42JSOTajDIujo2n/C2o26Ox+rUAna06JbOUM+Kfc7YxDIOWep2q8hAHqjQOFkXbW6mSNTZ8/0xddPq+fXbFzMRD0vsWp4xnetwYdnY3sKOrnsquenZ01tHo62JfbxuekA+zKGMYBg9VvsUlKSVDxKiTxWoXBqoM1lVr7NsZ/tPTYVAya3juaVFSyF/0M8qfvgVJsaGHfEPEI1EQWFCi8PKGIGOPIOBn3RmNsTtIRLuJmqe81M6Ei9PteH1trC3/PWAwLv8WIiPCx1GIiEaIiD52m3LSwWHD1efCY+tGU7uHZV9HGWWUYzPixKNRzh5+Veena9t5e1+4dPKSHAdfnHjsh/UoYZbmOsmOkOjbV4kgCARUnZruEAXRw2cgfC4IqDqv7u1lQboDh0nk0iwHz1V5uCrXyXV5LiItx56dsysa6zvKyY5wIwjFfL2kjGRTF5XtBtvbAtT1qtRVeXi2ysPHiyK4a1w4Umd3R4Ast+msDDiPxcYmH7/Y0M7+nnBk1YR4C1+ZFDXQrveaKvne5v9hlUxMjMkk2R7FjVln3vT7bNAV7OaJvc/wVO2z9ITCkSeyINMW6CDWEk22c+gM4KEzmr+r/DN7PHu5Y9W9/HfOP8hwDPUwOBV0LUTA04i/pw5fdx3+nvCf2JzFxOYuBAS2vXQvqH7uBUonXY+qa/yqfifVsdOYGWjmWklF6WuhOuhnTUBnQu0G7hgzh+JgB2ZA6z5A0NtGuiOGdEfMabf5QsNttnP/xBKyHT0URpvx6PuZn1SE2mmh2yhlRzuowO5WmcT+qLuJ8WfeW6b5gEZkrIjJIlAyS6FgknLKKRuT5prJLlLoatMHtrF5RZD2Zp2xUxSSMqQRE52jmAQW3WSlsVYjJefI3TdD1+j+4FdMaF2NIMoUXPJLpqZNZ0LWnPAgtquOyq4Gdnc34gn5Wde6hx2d9XymYAGGYXDNsl+TYo/iu6XXEm1x4An5cCoj1y9olCOzu7uR5Y07uCdvHnGWCNr8HsyizMLkcVyTWcZYd8rAdT17icHW1SG2rQnRUBuOzBEvAB1x25oQW1cPVpSLThDJHS+Tnnfmhz4uk3VI2ilAZ6CPyq56ekK+cGXL5l38o+o9/rt3Da8t+jo2+fT7j0lZEiWzFHasD5FdHN5PXTPQdZCV03uOmR3xFC/9GxZXCuIRoqZKs2SK0yVkSaDPbyCJYDGFf9MRYUa9RSTwZz/uNzX+o/Uw9SYrkRGZZKRcRHPbFnp66wbEo4MYhoFxoAohNfew57AgiUgl+YxZ3UVhws3siDn/qkeOMsr5yKh49BGlN6jzuWVN7OoMIgnwxUlRXJV7fqQTjRQKo82UH+j34lrbwbsH+vjSpGiW5Jya78q5ZldHgC8vb6bTr9Mb1PnYWDcpToUXrkrFdAKz8Csa6vjp5rV0BPy831TPVZm5RFksfG5CuPR0X0hnU7Of9U0+1jX6KEsMD0g6/Rp3vt6IXRG4Z1wk1+Wdm+uw1avypeXNqDpEWUTuK41iYYYdQRDY0FrDxJhMZifkMyU2h8kxWcRaLpz7pc3fzpJ3b8Gn+QBIt6dyR87NXJq8AEU8fmj9Tyd8h+9teQCHbD9p4SjgacLTsg1v137U1j6gBIBtL32GnoZNhy1vcaUQm7sQQRCISJqAroWwRKQgKTYCmkqOO4Wqvg7etySwzWQnPqaMnd0NAFTt/YBbc2aS2LCe7zd8gKVeo17WyJz+eQB6mrZij85FOsuD5Z4OnbZGjbQx8ml38M8Eg/dkLhWN0fyzLRzVJYtwVY6T24vOXlGFmu0h1rwZJC5ZZO41FiRJwHKaWdaRseJA1JIa+n/2zjM8jvJs2+fMbO9a9d67bcmy3HvF2Kb3DqGFQPK+6SR8IaT3Xt4kJIGQ0HtvNgbb4N67JKv3rtVq+8x8P0ZeWdgG29hggs7j0CHNavpOeZ7rue/rVqndFyEUgG1vh0i58ZMXToY8Cu0NMrnj9egNAhkFx2+6BTzN9De+B4JIweKf4s6cBUCeI5E8RyLnZWjlrCOKzKHBDvb1tTAUCSIKIk3eHhqHemj3D+Acjj678q0/IKsKf5pxE7mORLZ01WKUdKRZY3EZLGeNsDaG9p3qRAlvOMBNa/5CUIkwLSGfCe4MfjHlarLtCcc0cRYEgbKZBu0+SBDRD3f4/UMKZuvZF4UpR1SCAZVQAOwuAUknMORRaKyWGehWmDjXgNGk3Sf7NofJKtKRX6bDfQxD54+TGKOVGYkjBSYSzS7mJ5eSZo3BojNSN9jJL3e/zE35c6mMzzmlbUiSQOkUA4UT9dF3yf6tYap2RKhcYCD9OKLziWKJ0cQdVVVo3vYgMenTsSUUR/+vkwSqW2X+/XaQojSJq+eMCGLeSRH2xndT3hXH/GoDD+8b4LayGGZPuRujwYHufdVbVUUh9PuvorbWYbjzZwiZRxfHkCqK0a/bhrqvlkiWnkjYhyR9OtvgY4zxaWFMPPqMYtULZDn1dPgi/HBWAhMTT4+J32eRiAKyqhJR4OebeqjpC/E/k9yfeBTNidAXkAnJKolWHVnDFX6SrBJx5pFHw4cJR95wiF/v3MrLjbUAZNkd3Fc5gxjj6GvKqheZnWZhdprWeD1s0ts0GMZhEPGEFBzDaWwRReWW19soiTUwOcnMpCQTDsPpb/jJikq9J0yuy0C8RcdVRU6Gwgq3lbmwD2/v+9uf4YXGrXyr7AIuyZrCH6bf8F+R1tQ41ExXoJtJseXEmWIpd4+nL9jH5/KuZX7ybCThxM+3XW/nl5N+QETVIrZ8ER93b/set+ZfT4E+joCnhcAR0UNBbwfjL7wfQRDpbVjHoTU/AUC05wNfAMBkT8Gr24fJkYrJmYbJof04ksZHt1u64g9H7csPKq/ggqzJ/GznC9R5u+gLDaEXJRaljOOSrClIgkjGpJuwxRXQ37SBmHTNIyES8rLr2VsQBBFHcjmu9KnEpE/DGleIcBq/b1lW6W5VaGuQyZ+gw+oQtWphr4XYuynMjHONxCadnSZq2zr8PFmlRaUtzLBwW1kMafaPr2KZoqhU7YigKlqqBmegYIFOL7D8BjMHtoRxJ45EHW14PUh8ikhWiQ7pY0xpi4RV3nlOSycKBlRKJn9wSIjZlUnJij9xcPcG3EdURXo/OlGi0JlCoTMl+lmSxcm/5txBm68PnSjRH/LRFfCgAskWFwA/3vkcjUM9AFh1RlItMaRaY0mzukm1xFAZl0PWsJHwGB8Pqqryu72v8WLTNh6c/XnSbbEsS5+INxyIRrOUx2Z96HqOFCWrd4bZtibEzGVG0nJPf1dBkVVCQRAEMJq1+6mpOoLPq2IwCVHT+70bQ7TUaSlnS6/WBM2D28NsX6NFFK240YwzVmDIo7Ltbc2X0RUnUjRJjzNW5JI7LGelIA+aoPuLKVdH20IPVa9lY1cNJklPZXwOITmCThRPqb1x+JgVRaVuXwTfoMrGN4IkZUhRcfCj0LztQRo2/on2fc9Sftl/0JtGqssKAnh8KnUdMoGQGo0+cpnMrFvUwZo9A7yS6kJ/QOCifDvxlpHnRSg8hEGv2SAIooiQlInaWoe8ZRXiMcQjITMFwe2kSreOSFM7csWY59EYY5xpxsSjzxirG4eYkWLGqBP55pRY+oJK1L9mjFNDLwl8f2Y8eTED3L+zn2eqB6kbCPGDWQkfmub1SdExFOHRAwO8UONlTpqF+2bGY9SJ/H5BEhkO/QkLX5s62/jh1g10+H0IwNX5xdxeUobxBBzED3fKJsSbeOnidKr6QqTZtWvxQE+Q6r4Q1X0hnq/xIgpQ7DYyOdnEVUXO0+KVtL8nyM839dDqDfPIilRizTpuL3NF9yusRNCLOvIdSUiCyEDIB/x3+OH8aNeveLbxJZItiTw77z/oRB0/rbgXm852ypEE/U0b8Pc3EPA086xNZV3nBjZ0bea8Xh/zBsO8f62hoW6MtgQs7lzsieMx2lMZCI2MGObOuZv8Bfed0v5UxuXwyPy7eKZ+M7KqsCytHJdxpHKkI7kcR3I5TLsz+lnA04rRGkfQ28FAy2YGWjbTsOGP6EwuJl7+KEZbAqqqnvT+qKqKp1fF5tRGyFvrZNY8HwTA5hDImyBijxExmMDTqxIOnvThfmxkOPRcVmAnztvI+dPSP7aSyIqiIgiaQey8i0wc2hMe5flzurHYRCrmjYyCd7fKHNoT4dAe2PVemOLJevLGfzxRYr2dCp4+BaOZ46bbqKpC3Xu/JS5nAY7kcmzxxUjuk7+Q9KKO0pg0SmO0Skoug4V3lt9LvbcLi86IqqokW2IIyhE6AgMMRYJUedqpOsJL52vjV5Blj+eh6rU807CJizInc0P+HFp9fRzsbyXbnjAmLp0GwkqEd9r2Uxmfi8tgoXawk4GQj9dadnJr4QK+XXbBKd8fqqrSWBUhEoJ3Xw5ywS3SMdNCVVV7XgUDKjr9iO9O7b4w/kEVs00gp1QTl3esDdFaJw9HDKlEhrPJCifqqFyg3Ws73w0x0KMSmyRGxaPBAZWuFs2sSFE0U2iDSUAQwGCESEQTXiwOgcwibT/jU0fe0WercHQkh7+nW4sWYNLpWZ4+EYCHatbyZstubsyfw+LU8ejEk3/eiqLA0mvM7N4QxhU3ElXWWh8hMV06ZSE8edxldOx/noCnmYYNfyRv3j3R/+UlS9y82EhhqoRBN3r9S6bk8Hn/m+jC4wlGHDywo59vzIgjGBpkzaYf0dy2kWsufBGD3gaAVLkQZdvbyDvXoTvvZgTD6OgkQRAQK4opWDmAxxCH0eQ6peMZY4wxTpwx1eAzQkRR+d3WXp6pHmRJlpV7p8dh1Ikk/Te7PR/BmtZm3m1vwazTYdcbcBiGf/RG7AYDToORdNuph7oKgsANpS5ynQa+914X2zuDfHttJ39elHRWhfU3esI8vG+A1+q9RIbNI1u8YcKyil4SyIlWElMZCocZDIcwSTrcJhP1gwNs6+okwWxmVnIaWzrb+eK6twBIs9r4zqTplMedmumjJAqj/KJyYwz8Ym4Cm9r8bG4PUO8Js7cnSE1/iBtKXQDs6QpwoDfElGQz6faTryqyvydIVV8Iu16kbiBMrFlbhzcc4Nd7XqHDP8Afp9/IFTnTmByfS54j8ZSO7URQVZW+hrUMtO0ge/qXAOg+tJLe+jUAOJIrSCq5EIDGzX8j4Gk+ah1xuYtxZ80GoOadH6NEtLK1GVPuwGRPpq5zB+HdzwAQDteioJAQCLL9rf/HpHnfw66342nfTfveJwEtPSxj8m0AtO97Fk/b9pH9VRRCQ53EZM4ibeL1ABxa+3MCA40AXLbkx3QkD7Ky7R2ejTFSa7Nyu5RLnCMrGkWkM2qNQ2fKRMoueRBZltmxY0d0Gx81dUwv6rjiJPyobHEFVF73Mv7+BvqbNtDfvJGBli2Iog6DNX74PDxD665HiUmfRmzOApwpFR+4zrZ6mfWvB/F7VRZcYiI5SyIpXcJsE0hM10Qj0Do453/OQktthKRMrYPQ2SyjNwonZAJ9pvFFfBz01BCUg3xuXAU7dsgf27bDIZV1LwVJSBMpnWLAZNHSMj5OnHEiFXMN7N8SxudV2bo6xJ4NIYoq9JRMObPmwgmpEkuuMiGHOWYlOFVVqV37c9r2PEnH/ueovPYFRP3pS9sw6wwUu7QqboIg8KcZWkGToBym1ddH81AvLUO9NPt6aR7qpcChpSnXe7toHuolKGsqwXsdVfx01wvMTizkN9Oup3qgnZ/sfJ5Ua8xw1JIWvZRmjSHWaD+r3ptnE22+Pp6p38wLjVvpCXr539JzuTZvFrcWzufynGlMT8gH+EjnTxAE5l9sYsvqEInpmiDT2yGzY22YYEClfJae5CwdoQA89WdtUKW4Uk/FXO2+3LM+zGC/SnyqGBWPhgaVqDn9kciRkb+TMyWcsSoO98h1njdeR0qWhME0cjw5pTpyx41+59scIrOWf7oj6FMsMXxzwvmAVr30paZtNA/18p1tT/KXA6u4Pn82K9InYjzJKm06vcDEI4yze9plVj8dxOEWmLbESHzqyYtSOqOdoqW/oHnrP8kabrMcyfhMrXu5vynCtlqZq+cYEASB8th4StyxeOs7+cr2NKoORugoi5BgsdLTV0UwNMD+mmcpK74OADGnFCEmAbWvE2XvBqSJR1dBlSpKkFduwNbag+oLgN161DxjjDHG6WNMPPqMEIiobG7X/EwOpyf9txOSZQbDIWJNZqoG+niuvua488aZzLy87GIiisKSl57CYTDwn4XLsOkN/GrnFoJyBIfBOCI86Q1YJR1twQA5oSAxZi0Va1aahb+dk8x33+3iSxWfbBlkVVUJyDKeUBBPOMTurgC/3hSMZnqUxRu4cVwM73Xt56vrDzAYDkXn9YbCKMNz3lRYyudLy9ne3cnPdmxidnIas5LTMOq0x8elOQXcNW4iZt3pe5yYdSIzUi3MSNXOa6cvwuY2P70BOZpG92rdEM/VaCk0iRaJKclmJieZqUwy4TQe3RhSVZVXa70Uug3kuAxckGenNyBzcb4Dt1mbf1PXIb6//Rna/f0ICOzqa6TMnXnGhCNVidB9aCVN2x7E11ON0ZYUFY+GuqvoPPgyAIKoi4pHvQ3r8HbuPWpdlpicqHjUVfMGcnAQFWjOKOexPe+wq3cP9zYN4FBUpooCRZJAWthLkEbUufcCEBxsiW7Tnjg+Kh552ndGPz8Svdkd/TsmfRohdy4mZxqxrhx+lruEJxqe49d7/8ROfZjvm/v5w6SrSHuf8fbZhCAIWGKysMRkkTLhymHT7tbofdzftAF/Xx3+vjpUVY2KR+37XsUXLmSgP4X2RpWZK4w4YkQsdgG/V0WUwOtRAAm9UeCi28xHPRuM5pFR+mBAZd3LQYI+lQkz9R+7WNI81Mq6zg3sHzjIvoGD1A02oKBQ6MjjPzP/Bmhpj2m2lBPyxDpVVFVlzfMB2hsVOppkckp0mG0fv5imNwgUV+opKNdRuy/Cvk1hvAMqbQ0y46YNC+7DURGni9a6CGab5sXkTjh+587fV0f7/ucBgZxZ30BvciHLZ17cM0p6su0JZNuPPWBwZ/ESVqRPJMGs+WVZdUZKXKkUOJMBTVza1dfIrr7Go5Y1SXpSLW4emHM7Fp2R15p34tCbKY/NPC2mwp82ZFXhvY4qnq7fxLsdVajD7+ZYow2DqL13x7s/epGCIxElgSmLRs61HIG2Bu26GhrUtq8f/rekA9SRHNK0PB1Bv4ozduReLZqkJ7tYh8GkRQ4ZjAIGE6PumUnzj/5u45IlSH7fvn0KLAE+KqIg8u+5X+CJ2g08WvseLb5efrLzee4/8BbX5s3i4qzJp3wvBPwqJosW6fpRHhW2uAKKzvlpdDrs70NvjolOe3wq/1gZJCxDfrLIlAItWvSqvCJe2l/NhD494wf0WHoFBKtIWfH1VNW9RGzMiC+UIIqIk+Yjr3wcectbxxSPxKQ4SE1AbOlE7ekfE4/GGOMMMyYe/ZfT448Qa9ZhM4j8bG4ijZ5w1HPmvxV/JMJz9TU8XLWPUnccP5s2h8tyC/CEghgkSRNIQqFhsUT77R725xkMhxiKhBmKhKNiyMrmBnqDgeNub6jRxbWFpfynah//qtqrRTOZDPxlvwG7wcBQ0IY/ZGJpto4Lc/KIKAq7e7uw6w3Y9UacBgNG6fgVfcKKjICAThRpHPTQ6B3EEw4yGNL23zMs+gyGQ2TZnXxpfAUH+nq5+e3Xicg2QAHRCypIwkRUIYCia+bu6fPIsJm5/2AXu3q7j7ltoyQhDzcKM20O5iSnUerWKvKlW238be5iymJPvcTsiZJg0bE8d/RoelGsgUmDJnZ1Bejwybx4yMuLh7wsz7Hx7Wla5aza/hApFpG2oMQ/VnexsytIeYKRPy5MQhIFbhmu9uaPhPjDvtd5om4DAKkWN/dVXDKq/PXpRJHDdB58keZt/4pGEUl6C/EFy6LzuNKnIxm06BxrbF7085TxVxLyHf19OVMmRv9Or7yN94ZqeGpwJzUHfwdoldM8E85jgvlo8UYYFgCssYVkTdfMow3WkepjcbmLscSMNvA0WOOwuvOj07lzvnnUeq/IuogJMaV8c+t9KKpMvPHTVdFMlPSYXSPXQP687xCfv5T+pg24s+dzYFuY1toQ7Q1TUDEBWku8asM2xs1KxeFOYuGlJuJSxFHpEx8mKqsKxCaKNB+SCYfOyKEBEFbCVHtq2TdwkAMDVXxz3P+iF3Xs6NvNz/f+btS8CaZ40q2pqKqKXwlw56av4TI4+V75t8h35B5nCx8NQRAomWxgoCfInPONn4hwdCSSTiB/gp7ccToaDspYHdr3qKoqrz8cIDZZpGSyHpvzo+1nf7fC2he1tLPFV5g+0OjX4s6hZNlvCA11kli04iNt93QSa7IRa7JFp89NL+fc9PLodLk7k59WXknzcNRSy5AWudThHyAgh2n392OWDKiqyg93PEtADvPMwi+TYTNyz5bH6QsO8YWSxYyLSad6oB1ZVUizurHpP93RJ+/ntead/HHfG7T7+6OfTYnL5ZLsKcxNKj6lVKZTweEWmb7UgMEk4E7Qrm9RFLjyfyxI70tNOhyBdCSxn7BZ9acRu97MzYXzuSZ3Js81bOHfNevoCAzw272v8kDV2/xj9u2nlAKamq3jvJskmg9FSMrQvpeW2gjeAZX8Mt1Ji3OKHKZ+/e/prHqZ8ssexmTX1D6HReD8KQa6PArlOSPdzQWpGfwxeztr69uY3ZZM8MEgpnvMFOVeQHHehUetX6pcgLzycZSaXah9XQgxRx+z7vrzqX13IzlpZy5CfIwxxtAYE4/OUmRV4aX+LmIGPeS4Yj58gWOwunGIH23o5quVsZybYyPToSfzvzjqyBMK8lRtFY/VHGQgpDW89/X1MBQO4zQY+UpZ5Yeuw6438OTi8/CGw0jD3ja3Fk+gPxTQhJphsWYwFGQgFKLXNxQ1hu4fFqU8oSN6e6oeKViBgI5DfR4WpysE5CCfX7Ny1Hb1ohiNarLpDfxg8kxSrDa+uG4Vmzrb+fGUWSxMy+SxQwd4urb6uPs/GAqhqipVvQpqoASd6gRxALu9BofegE3XjNOox2GIRS9qx3dtQQlD4TD24VQ+u96IQ68JX0d6F1XEJ1IRP/JidhlNuIyfTENdVVUWZemZmiLRFxTp88WxqS3A2pZ+guJ2/nywkf6gl9f2nYuqCiiqHQhilASmJBuRVTjc3t3Z28B9256madgE9tKsKXypdOkZHeFWIgHq3v0tcngInclJyoSrScw7h/41f6Z37f9hLVqMM2XiKEHoMAmFy46xxtH82L+VDb1bADCJRi7KPI/rcq4gyfzBQp/FnY3FfbS45M6ciTtz5gke3WiKnQU8Mvt+OgNdOAyaAPh80yvMTZyJy+D8kKXPHvxDKu2NFnS6ueTNWwjAhrf99HYAmJCEXkziJkziZoZqN7Olrp+Jlz9GUmY+cthPJCSjM9g+cBuHMVkE5lxgpKlaJjVXGt6+QmOVTEH5yadoHoknNMifDt7P3v4DVA/WElZGSllfnnUhBY48xrtKmJUwjWJnIaWuIoqdhcSbNNFYlmXaIh345QDtnk5eaXmT/znN4lFXq4wgaFEHyVkS599sPinvElWJ0PnKfaiREPYJF2DNmUnE240aCaBzJCGIH63pI4ojhr4A7Y0KvZ3ajygS9XA5FYJ+lXeeCxAJQ2K6iCvu2KlqzdsewJ09F6s7N2r6/mki3uxgUer4oz4PKxFaff30Bb0IgoA/EmJKfC6tvr6oaff2nno6Ax6+oC4G4C8HVvJO+35A82lKtbhxG63Y9WYcBjMVsdksSCmlO+DhQH8rCWYnBc5kFFVBVhX0H/F6OJ2oqsrW7jrCqsz0hHx0gki7vx+n3sx5GZO4KGsymbaPV4Qf3PsyvkPriM+dhS1n2ajnz/uFozFOPyadgStzZ3BJ9hReadrBv6rXIgkCGbZYZFXhX9VrOC+9gnjziVeANZhGIl0jYZVNK0P4BlXq90dYfKXp5AQkVcHTtp1IYIADr3+TCRf9HVHSBMQ5pSN9jqpWmZxEEZ0kcnluIX/s2c3krgRMVfDEP3u5/GYtkllVFZrbN5KWNE3zNHInIuaMQ6ndg7xtNbqFlx+1C4LbyWB6wli66xhjfAycPW/MMUaxsbOdVwZ6eOWtV5gUn8gl2fnMSUlDfwKjTIqq8s/d/TywZwDQRKSl2db/2odqT8DPozUHeLq2Cl9ES6BPs9q4rqCUZRnZGE7C1FUnimTYR7+AL87JP+a8hz1aytOzALi+oIRlGdmjopo84RDb20Osb5LwhRzc/kYbX5lsI8Nmj84jqyphRaE3GIhGOPUE/KRYbRgl7Rb1DIcfpFvtFLnc0dS5I1PpbHoDHV4TN73WRnVfCAEnehHOzU7lK5UT0B/HGHFuSvoJnx85orJ/axhHjEhGgQ5ZVnnvlSDFk/TEpZz8yGJYiTAYHsQTHiQoByl0aud6e+8uNndvwxP2cmfhzZh1ZjZ1b+Nne347PL+XkKKdE4feztvnvMS0FAsO52v8fv9foRMEORGjOg9B1QSKWalmvlwZywO1v2f5qncpcRWyJPkyvrv1aRRUEk1OvjPxIqYlHPv7/iiEAwO07X4cRQ6RNe0udEY76ZNvRRAkEguWI+pNiDojki2evvV/R7LGYozPY+jQOiIDrVhyZ6E/oirS+wnIQTZ1b2VO4gztWBOms6f/AFdmX8xVWZcQY3Sd9mM6GWx6K7bhCiqr29fyvZ0/I8mUwE8qvkuZe9wnum/HIxJWCQdVzDYRVVV55SEfAR/EJouk52v3ZeFEHUE/JGdJOGKS8Hbm0dfUTX9zJwGPhCVWE1W6D71Jzds/xJ44nvj8c0ked+mHbl8QRkqyq6rKxjdCtNTKNFZFmL7UeELRLR3+Tv516FH2DRzk2uzLWZQyD7POxHNNr0RFI6feQbGrkBJnITad9h1l2tL5/ZSfHXe9OYZMHpv9Tx6qfZTPF2geOH3BfjzhQTJtJ/48ORZN1RHefSWITg9LrzFjc4onLByF+5sRjXYksxNB1OGtehVLliaseHY8Td97f8M+4SISlv4/Am17GNz9IqbUMuyly1DlMKocQTScvNdWUobIwstM7NscprhyOPXQr7J5VZDiSv0JV89TZJW1LwXwDmgG67PPMyEe47nduPkvNG35O627HmXSVU+jM514p/FsRy/qyLTFRQUSs87Ar6deN2qeH1deSfNQTzTqwqIzEmOw0hcaoj/ko3+4uMFhZFVhQUop23sa+NaWx6iIzeJvs26lwdvNZW/9jgSTg1fO+SaqqvKF9/6JVWfEYbDg0Jux6004DZaoEFXkTCHGaCUoh9GJUnSQ6aNy2Iz/xcZtfH/HM+TYE5g2/0vMSy7hBxWXMT+lFNNJet2c8r5EQnir3gJVxl66HJ0tAe+BNwj1NWIvXY4S8jN0aA3W3DmndL+McWroRR0XZFayIqOCLr8HURBZ1bqHP+9/k8dr1/Pykm+cmqm2BKVT9OxYp3lcHRaOTrRAhKgzUnTOz9nx5LV4O/dSu+5X5M391qh5XtwcYuXOMIvL9KyYbOCCrDx293bTKUbIeFVi9ns61s4aYnahlWdfv5HOnj2cO+/3ZKbOAkCavBCls3kkV3KMMcb4xBgTj85SXAYj48029vqH2NrVwdauDtxGExdk5XJBdh7JlmOPYA+FFX64vps1zVrj6fJCB3dOjPmvFY48oSCXvP4C/mHXxTyHixsKS1mQmoFO/HhTHBwGIw7D0S+2q/Jgb3eQb63tpG4gzD1rBvjBrMVUJplRVRVfJHKE2BRkKByOmnffUzEVSZiGTa+N4lyVX8xV+cXH3P6+7iC/WN8GgFkncGGenSuKHMRbTs9trigqrz8aoK9TwWQVSM6SOLg9TGOVTFO1TMlkPTmTw+wb3MdAeDAqCg2EtL/vHve/GCQDazre46e7f4MnPIhP9kfXH2d088biZwHY0r2dv1Q9AMDV2Zdg1plRVJk6b8OofZIECb2ojzZy8h25LE1diEPvwGGwY9cdwBeII9Tl5wuzzkWSJPYPVNEVGKDac4jvlRURZ7ITY4SeyDaebvSy36N1pIudhdFImY/CYMdu9rzwBeSwD0HUkzL+CgzWeNLKryPc10T7E3diTCom/px7sI9bgeztwpKtGT17djyN79Aa3GE/MVNvwN+8A9nbhTlzCpLZyWDYy1MNz/Nw7ZP0hvp4cu6D5NqzuTjzPM5PPzcq2JxNpJiTyLCm0TjUzC3rv8RdRbdyXc4Vn/RuRVFVldXPBOlslknLlZi1woQgCCRlSgz0qCRlSNHrLaf0yM6ciCO5DEdyGZlTbkeRQwjDHUtv10FURcbTtgOLeyRKp2nrP9GbXLjSp2JypH7gfqXmSHQ0yXQ2K7z8Lz8V8wzkjdfu7SZfC/v6D7Bv4CD7+g/yxeLbKIsZh4DAY/WaSfpO1x4WpcxDL+r5n6LPE2dyU+oqJsV8aqb+cUY3Xx/3peg5+9HuX/Fe50a+WHwbV2RdfMpVCbtaFeQIJGUcu8LT8ejf8gg9b/8OZ8UVxC34Cu5Zn8cQl4spXfOlUiMBBMmAftj8OdC6G8+Op5B9fdhLlxFs30fLw5/DmFRC2vX/Ro2E6NvwAPqYNGzFSxFE6bidKUEQSMqQoikgoJUTbzgo03BQZu6FJ1bufNs7IToaFXR6mHuhKVrC/Egat9xP05a/A5A+6XP/VcLRiVIem0l57Eg66Q8mXQaANxygxddL61AfA2EfnlAAT9jH+BjND8gk6Sl2pkR9mjxh7f1zOPLIFwmxubv2A7f966nXMiepmJ/tepEXG7fxpdJzuC5vNq837+L5xi3MTiziqtwZNA/1sKp1L06DGbvejFNvwW4wab/1Ziw67Z3eHRni+zueYSDs57fTrmdBSil/2v8GE2OzCMphTDrDqHS/M4kSCSLqjAxVv03nS/cg2RKwFZ+DKb0C15Qb0MdpUam+Q2vpfPHbGOLzSL/pcVQlogmv/2Upg2crkiCSNByFF2u0MzE2i0mx2ehEiQP9rfzn0DpuzJ9D3rB5/YchigIF5XrS86VoNTafV2HlEwHGTzOQVXx8W4XDmBwpFC7+IXtf+hLte5/CkTSBhMLl0f+nD0dQrtwVpjhdIjfJwM+mzUGtVGndPEidKvPIDi/T860kJ0yks2cPO/b9KyoeiWWzMJbPRpDGuq1jjPFJM3YXnqWUxMRyR0IaSQX5vNhYxwv1NfQEAzxwcC//OriP87Ny+VbF1FHLRBSVO1e2U90XQi/C16fEsjzn9FVdCchhtvfUR70Jmod6aPH1YdEZOS+jgnNSJ2DWnXlj11rPAA9X7+PO0om4TSZmJ6fS5hvixsJSZialnpVCWWmckX+ck8y313ayryfE9s4AlUmaaa5Vr8eq15NkObqjH/MBaWGBiMKLh7wkWCTmplspiTMyN91CrlPPpYWOY5pGnwqyrCJJAqIokJ4v4feqFJe188PXvsFaJcB0x+2UeBawd1OYupowf7H/iS5T3VHruaPwZuIlLfWlPdA56n82nQ2bbkQQLXUVc3HGeTj0dkySdg6KnYX8ZdpvcOhtmjikt2PVWUZ93zMTpjIzYfR9IcsyOwI7AK2TO9V9IVW973JZ5lQcBjOPzP8iP9j1Y/a3t7GqvY1V7e9El70wfTn3ln0DgDpvAwmmeKy6D/cMCww0o6JidqZjjStEMlgxOlJJr7hplKFkeKCVYMcBwp5WYmbehjGhgMTzfxL9vzlrCkrYNyImbXsC74HXYeo1vJpo54m6p/EOC3DJ5iS6Az3k2rMxSUaQzs4RukJnPg/Pvp8f7folr7Wu4nf7/8LWnh18d/zRnklnGkVRqT8Qoa1exhWnVfMSBIFwUEWOwEDviAns9KXGkwrlPxy2D5A7++ukTriKvuaNWGM1M1BFDtG09e8oES3F1uhIxZ4wDltCMfF552C0jaQYCoJAfpmepAyR914P0N0Cm94MsXLLAZ5N/CHdavuobe/u20dZzDjiTXF8Lu9acmxZlB8R4XV1zodHPp0MASWIL+IjoAT5xd4/sLp9LfeV3U2KJfnDF0a7L+XIcFWgOXqcboHs0g/33lBCfsIDzRjj8zHEZoESIdzfjKqq6BxJuKaMRKzEzvsf3HO/iDpc/cuUPA7XtM9hiNO8vMIDmvAuGCzD0y30vfc3BL0FW8kyVFWl4c/nIFliSL70j+js8QxVr0bQGTGmjEcyjn7XZhbq8A6odDbLJGdpz+K+LoUhj0JqztGdMUVR8Xm1623GMuMx09Watv6Txk1/ASBrxv+SMuGqEzq/nxVsehOFzhQKjxOlOTupiNlJRdHp8THprDr3HgLD14ROFPlx5RV4Qn48YT+DYT8DIe23J+zHE/ITO/w9D4b92jN++D6v93ayqesQGVbtHXdwoI0/7Hv9uPsqCSJvL/1/iAi82rwTBZXmoR7SrLGnHEFyqoT7muha+TPkoR7SbngEa/48DAmFWPPnoUbCiAYzsfNGKmqpqoLOlYYlVyvQ4K/fRPvz38Qx4QLiFn7tY9vvMTQh9f5ZtxJRNL+9B6vfYWXrHk3Qr7wCWVVOODrObB2Zb/+WMIN9Ku+9GqRun8Ts84zojR/8PI7JmEF65a00bfkbh9b8lJjMmehNLm0/s3VMyZfZVB3hP28H+ebFZkwGgUfqDvDS7DoGlFIGQirP1wyytOhqdh94lLbOrXR07yExbhyC7r/XcmOMMT5tjIlHZzlJFiufLy3jluLxrGlr5tm6ajZ1tpMwXN1rZ08n27o6OT8rl1iTmaXZVnr9Mj+eE8+4uJMbBfJHQjQOdaOqKkWuVGo8Hfx6z8sYJT2/mXodQ+EgX1z/4DGX3dnbwG/3vMqfZ9xESUzaRz3sY7Kvt4cHD+7hnTbNYDjOZOaO0nLuqZj2gYbTZwvxFh1/XJTECzVeLinQGqCekIxJEqMVxE6EwZDMM1WDPHHQQ39QIdOhZ3aaBVEQ+PHs02derSgq1Tsj7N0UZslVJow2mfrk1Swsmsz+J2+gQAjwYpKFV5N/SbbyDnb/1/H12ri273fsy3+MUFIjdoMdh96OQ+/AKGqN7PKY8Tw08y84hv9n19uQhNEN5RkJU5iRMGXUZ06DgylxH1wa/cMQBIHOgJeIqtAf1LbpMli4r+xursq6RIvcGI7eaPa1kHiER9BXNt9D41AzWbYMSpyFlLgKKXEWUejM18QaYKinhuZtD9JV8wax2fMoXvpzRMnAhIsfwGjTIjyUSJC+9f/EVXkNlqypxJ97L5asqehsR5tAuiZdhWvSSAdRH5eNPi6X78i72F2jCXSpQYVr7JVcMv8X4Okg1FOH3p11Vt8PVp2FH038DpWxE/nF3t/zbudGqgcPoefMRgtGwlpnXm8QiE+VEATYsTaM36viTlApHb7kJs0zoDcKONwj5/CjVvgxOdNIdo48GxU5RFrFTfQ3bWCwYzdBTwtBTwvdNa/jSqnEYI2nuXsPa7b9mWaziTr8VAVamVc0i8vyv8yOtSHEkIlepRuDZKDAkRe9LitjywHter+r6NaPtN8nglky8aepv+Sphuf5zf7/Y0vPDi5/5ya+WnoXF6Yv/8BrUY6orH9dqyw372ITkiSQO/7DOwrBjoO0PfUlBJ2BjJufxpw1ndTrHsKUXHrcZQRBRBj2MjOljMeUMuK5Yy9ZiiVnJkrIq80r6rCPvwAEAUEQiAz1Ig/1IA/1Ipm1VNjulb8gMthB6jUPIKVOoOvNnxLubcA17SacmVOonNJGpCyIIKeDZGHXeyGaa2RccQJLrjSP6oyJosDs84x0tigkph0tHHRVv0HDxj8BkDntLtLKrztqnjFODlEQcRosHHZeM0p6lqROOKFlNZEpEE0lW5QynnRrHGlWzbcl3uRgefpEPCEfnnBg+LcmQoUVGZ0oYZB0uHUWvlRyDmWxmaRatGU/DuEoMtiJv2ET9nErEM1OAk3bUCNBwj21GOJySb/xkeMuay9Ziq34HFRZSx331W9ADftQFS0CPNC2D8/2x7GVLMOSNfW46xnj9HH4mrkxfy4CAjcVaFXJ/rJ/Jbv7mrgxfy5T43NPuF1QPtuA0SywZ0OYtgaZVU8FmH/xsaMhjyRj8q0EPM0kFp0XFY4Oc8l0AzVtMr1elafXh7hmrpE9vd3U0kdl7CC7WmzUvuxDuCOevOxzqap9kZ37H2LJ7J9H16H0dqBsextp9vkIxrGUyTHG+CQYE48+JehEkQWpGSxIzaDR68ExnMb0aPVB3m4Mcv/eA8xLS+SirDz+vSwZp+nor1ZRFXoCXpp9oyOHyt2ZXJo9lbfa9vLdbU8xOS6H/5t5M5IgsKnrEFadEVVVcRutFDtTiDM7SLO4SbO6SbW6qfV08kzDJgbDAXIdiaiqyo93PsekuBwWppR+JDNKzTyyg38d3MumTm10XUDz6Zk37NVjOo0l4s80RknkskItzSCiqHx7TRchWeXHc+KJM3/wcfQHZB494OGZKg++iDZCnWLTcXmhA0WF0129tuWQzJa3tMbh86v38JD5XrpCfdw74RtUVt6Ku7eWP9tcBBrWI8irwbATNelputt1fKNyOWHPLtzZc44yCXYY7IwzHDv17kwgqwqvD1ax6WAvd5Qs5mvjlzM7qYhFKSORGHa9jcq4iVTGjRhUD4Q8KCgAhOQQQSWEikqdt4E6bwMvt7wBwM8q7mOaFMehrf/g1e71ZIQUUlQFJRJAkcOIkj5afQSg44Vv4at5h3BfE4krfoBj/PkfegwN3ibeaH2LW6bfgnvGrVzT+hYPHXqMSwNOJtRvJ2niZehFHd1bH2Ng6yM4J19L3PwvExnqRRAEJMupme6fSQRB4OLM8xgXU8L23l1Mjq1gR9MOWnxtpNlSTjnt6UhUVSUS1kqtyxGVp//PRyQM6fnSsHgkkF+mQ45AcuZIh+1U/LtOFp3BRkblrWRU3kok5KWh6T0OdW4jfaAXS2wufzr4d/5Z8x9t5hFPaw4MVpOQ9i6Tpw3RbrLw78w/kOvIp2qLSl6u/qRSvU4ngiBwWdaFTIufzHd3/oQdvbt5tO5pVqSdg144vhi07Z0QDQdkBBF62hQSjiGcHEZVVYKtuzGlTkDvzoDhjlB4oAVDbPYHCkcngmSyI5k0YV8fk07CufeO/M/sJP2WZ4gMdiDotCpghsQiBKMNnUsTBQMtOwl1VuGsvBqA/k0PMbj7eWJm3k7MjFsx04QkxqJXh9Ab01FCPloP+WlrtVIxz4goQkIKqIocTZND1Z5BMZmzcaVPw5FURlr59dEUOnU44kATuURUVdE+G15OVZVoGfX3r/P90wji+9b5/mkhmor5WUcv6kZVk8t1JJLrGCkoMcGdwQR3xlHLqapKUA7jjYxUcL0qZwbSSXgzflRkXx8Nfz0PlAim1DLtWl/2PYxJxehdJzb4JwhCVIiNnf9lbEWLEYdTKL37XmVwz0uocgRL1lTCnjbCvQ2YMyo/sln9GB9MkSuFn0y+EoCQHOHZhs30h3xs6a6lxJXKTflzmZtc/KHvV0kSGDfVQHKWxOqnAvS0K6x8ws/Cy8wf+I4RBJHCRT+ITof9fehMLgRBwGQQuHaekT+8HGBTdYTSDIkbCkqZmZTCguQM9n57kJIOPS3P+Sk/9zqqal+ktnEVA4ONOO0ZqKpK+O/fQ+1uRXDFI1UuOD0nbYwxxjgpxp7in0IybNoLOiSreIfSkCICquxlVfMuVrU0kmKxMDnBzbUFZWTYXPx5/5u83baPFl8fQTl81PrCisyl2VNJtbhxGSzRUrcplhjum3gJqVY3KiqiIPLveXcetfysxEKuzZtJy1AfRknPnr4mnm3YwstNO5gWn4fLqKMn4B3V0DoRdnR38vvd29jbp1XBkgSBpenZXFdQQrbj01Ol6Xg0esLU9IUYDCvc8lobP5mTQHHs8VONvGGFR/YPoKiQ7dRzfamTBRlWdKdRNQoGVEJ+FXuMiDPTj5zUzgbhFTaKz6GGFGINLnSiRGr5dSMjWFP/F39/A5723SQU2vENqnTv/xdNW//BgHwzrpRipl807yNHbpwMAyEfBwfamBKfS3/IxzMDexAHBJakTSDXkThKODoeTsOIl4hBMvDKwifoCfayv7+KfQOH/WUOkBFS2PnKjdQZRJ5M0iIC78y4lPkTvoiqqrzY9BoFjlyy9HEYLTG4plxHsG0P9pJzT+hYnqh/lp/t+R0qKmXu8UyJq2BR8jwWJ8/XOnaLRjqHaiSIIBmiERWebY9pUU7TbiR2zl0owSEESY/wMaSXnigFjlwKHLnIsoxHHuTuDT+k0JHHD8rvOSWjb9+gQluDTFuDTHuDTHaJjknzjEg6AXeiiHdAjZZYBxg/7ZM7F5HBTgb3vMRPvet4M3gIo2hg1ZS/IEoGsm2ZiAik65xkRkQKzanMmXQnefYcal79On2N7wLQu0FHm/EG2npvYP9mP7PPt43y3vm4Sbemcv/03/FI7VNMiauIepJt6dlOZezEo0a+x03T09WiMHGO4YOFI0Wm9fE7CDRtJeXKv2HOmETyZX/EEJPxsVzPgihhcGdicGteO4IgkHzxr0fNE7/k24R66zEmlWjz6AyIlhj0rjQEQSDX+QrO8DOYE64Gbsdbs453Xp0JyChKiLKSg7Q8fBM6VxqZtz2PEvJS9Yd56BXI/cp6Spf/joa/nEft6r+SdsPDGBOLaHvqS/jrN5Cw/AfYS5fR89ZvGNj6CKbMpTCxgsFdz9P1+g+x5M0l+eJfE2zdfdQ26n83D4Ccr6wHnYGGv6xA9nYetY2YGbfinvV5Qt21qJEghsTCMTHpJBEEAZPOgElnQJblj2WbqhKhf/MjDO59idSr/oZkicGcOQU1HEAJapF2tqLFp7x+QRBGRfHZSs5BVWWseXMAGNz1An3v/Q1b0Tkknv9jlEgQQdQhfMQIK38kzMH+Lvb3d2o/fZ1k2mP45TTNayeiKB+79+XZhEHS8Z95d/Jwzbs807CZff0tfH3zI2Tb4rkhfy5L0yZ8aJRbbKLEoivMrHoqgN4gcDLZYwMtWznwxrdILbuatIobAchNklg4Qc/KnWEeXxfk7otdFGW6UVUVy0wJnoG0jWC+LJfM1Dnojki/FwQBadJ8Iq8/jLzlrTHxaIwxPiHGxKNPIZ6Qn4N9ffxjp8DubgFQibO3UZGYyTttzbT6fDxf7+Plxha+P3kWPYFBagc1jxkRgWSLi1SLFjWUZnVTPGwgWubOYOW590S3Y5T0rMg4sTQhURBJt2m5/snmGG4rXIBfDuEyWmkZ6uXiVb9hanwuv5p67QdGIkUUhTbfEOk2O/5IhL19PRhFifOzcrmmoPi4RuGfRnJcBu4/J5m713RS7wnzhTfbuHtqHOdka8dYPxDiP/sGyHUZuKrYSZpdz03jXOTHGJiZakY8zWlJdfsibHsniMUucs7VJv5a9QCPOp8GIDassGQIrpl2JylpS45a1uzKxOzSOlVWh4DHGo9onUl/97X010uorwaZtdxE3frfY08oJSZzJpLu9JlrhpUIu3ub2NBVw8bOGvb1tyAKAqvOvYdYo40CYxyXF80ix/7R0vpijW5mJkyheMjPFWllOCdPRFEU/PHFuF3xTDWHOehrZGKq1mjuCnTz3Z2ah5FehUJnISUxJRQvv4tFaeXH3c723l0UOvKw6CxahxuBOYkzoqXtjxw1FARRC8cD4s/5NrELvowwnAao+bio6IcNYwe2P0Hf+r/jmnID7pm3af4v4kcr/X46aQw34w0P8V7XJp5teonP5V17wsvW7guzb1OYgR511OddLUr077kXmtAb+ESPt6FjJ282vUGdFOSemEX0rv0TaYkOhFiBJIOb3Q9dQVrSROZf9lsWnPsaZuno+8SZWgmoDHbuJRIYgKG30QsziYQzo8LYvle/itGagC2hhNjseeiMp8//7sOQBInrckdM0F9ueZ17d/yEhUlz+fb4r4DHQXerTH6ZHrNV5NzrTMf9TkK9DYhGOzqrG0NsNsG2PYT7GjBnTMIYn/dxHdIJ8f5UuPjFdxO/+G4tugewFixANLswJmmRl4O9IQxqB6LeQOnUFBgcvb6OAy/SYwFLSItYET/hqA3zcOW6/s3/YXD387imfY7YOXcS8bSDIKCzJ37IGsb4uFBVlUDLDoxJJQiSAe/+1wh3H2Jwz8u4Jl9D0kW/RNSdGV88U/I4TMkjAzSCpEM0u7DkzgS0QhD9G/9FzLSbcE668oTWGZQj9AZ9JFu0QZ3vbV3Jq40HURj9vL+hYBKgHf+Vqx4h0+biwqxSZidnn45D+9SRZHbx1fHL+VzBPB6tfY8najdQ5+3ivu1P8dcDK/nH7NtIMH/wYKwrTmTJlVrKmk4vaNFzfj40ytXXX0/Y30P9xj9hSyzFlToZgHMr9BxolukcUGjtVQgIAb654R3adEM8e/FyzAuNhFA5Z86vEN8nbkmT5hF54xGU2j0oPe2IsSdmCj7GGGOcPsbEo7OUoUiQqmAXjY3baPX30ezrjRpVDwas6IOLEVQbNr2Aan6HVrmKH+TextfLp3DXu09TMxAkLOsoiXGTap1KKBJDps3FZTnFOI9jwny6OlSxJhu3FS2MTm/prkVWFWRVRS/q8IT8PF63ngsyJo16adV6+vna+ndQVJWnlpzPtMRk/nd8BUvSs4g1/XfmNqc79PztnGS+914X77b4+f76bjwhhYvy7XzprQ56/DIxJj+XFDgwSAKfG+86Y/ty6NAgAZ8BnVGmp6Gaa3IuY3vvLi60llDS2Ub+oq9itJ/Yizp53GUkllyCY0Mre7e4yB2nx9/fSMv2f6GqoDNYcGfNIS5vCTEZ00eZC58o3nCAl5q2s7Gzmq3ddfiG/RcOk2mLp90/QLY1ji/HzaYi/eioh5Olv2ULtWt/jq/3EPakMiZc9A9EUWTCxQ9QLulZjtZoVYcbtN7IEJPdZezt3olPhD2eg+zxHARgbormSbCnbz+vt66ixFWISTLx79rH2dG7m6+U3Mm1OZeTY8/ixYWPkWw+sY6ZqB+5VxJX/IDYef8TrYITbN+HGg5EPVs8O5+hb/0/cVZeQ8zUkVSYT4pxpmIeLP0zjzc8w/U5WqfCGx7CojOPEsz6uxWaD0XoaVOYc4FRi8CSYaBHRRDAnSSSnCmRnCkRmzyynOFDDD/PFO3eFlZ2vstrdS+wz98U/fzm3KuxFizkkqxJXFuwEKl6DV3KT5GssVj0ViKDHXRv/jOO8kuiES8AaROvJ22i9n0Fve14O/fhaV+LzmXD7nIR9vfRUG1DJzRilp7Add3L6Ix2hrqr6TjwAraEYuwJpZic6R9L5Eh/yINOkFjV/g5tjRGWNd2NGpEwWwXS8o4vXvZvfpiet3+Ho+wi4pd8C/eszxMz/XMfKlLIYT/hQD86o/2otNlPgsPH935xKXXWCi6ZFkIJh9GZRVRrMVlffAsEke5Db1H77q8AcFZcDsPeOumfexxUFdGoFVhIuuBnqIocve/ds7+AY+pN7N53AABb6TKsBQui6ULGpJFtAIgGqzYNH74No3YuBVGHoLdgTtfSfPs3/5uBrY8RM/0W3LPvQPb3I0gGRMOHFxcY48zQ/vT/4Kt9NxqR5p55G7K/H1vROQBnTDg6FjHTb8Y15frotK92HfJQd3TaW/UWgeYd2MedhzEhn7AiMxgO4jZq18/X1r/Mux0N5DtjeWi+Jko7DSYUVOJNVopdCRTHJFASk8C4GK2NcnCgi0ZvP43efjLtMVHxaFt3CyWuBEyfMQPmGKOVLxQv5vq82TxVt5FHat/FabAQb3IQUWSeqtvIioyKaObB+7G7Rt4Tu9eHqdkVYeFlJpyxx39/JJVczGD7LrqqXyfkHSmSopMEblhgRBQgziESUUT6Q0H6w0FeK2/G15zAw/sG+PO8RLLjJCJykL7+Q8THliC44hHzJqBU70TeuhpxyVjRgDHG+LgZE4/OUvb3t/CrrrXQdfT/9KF5CKqNVJvIL+cls7N/PKIwgXRrLFa9ngfmXalVhvF6SLbYMIo63mpuJ6K28nB1FUvTs7k4J59858fjg3JBZiWT4nLwR7TO/StN2/nrgVX8/eBqZiYUkWPL4QulU0mx2vBFItq+D3rIdbqOW5b+vwmrXuSncxK4f1c/L9QMMivVjE4UuKLQwZ7uINeXOk/KUPtEiYRVDmwNYyxo5d+Nj/COsoWiuPlkuN8j9tUqJlz0Tx6Z8/dTXr8oioybkUZ+hYrRJBAcNGDJ+hYNNcnEBH9IV/VrdFW/hmS0M/maFz605LQ/EmJdx0EavN3cUjgfWVX41e6Xo0JNjMHK1IQ8psbnMTU+NypMyrL8kaK0lEgQBBFR0iNKRny9h5AMVpwpFahKBEHSI0ojDVFBEBAQGNz3Ksn2JP464/f4WvfQ5Kmjzm5m38BBOvxd0SiijV1bWL1vDw+bnwQg3TeBy3t+SiisxxurYHOKJywcHQudLS76d+IFPyfUXYPOqn3mb9wy3IjXonMG977EwJZHcJRdhHPi5ae8zY9Cnj07WuFOURW+se27GAIObo3/EqUlLgAaDkbYs0FLwe3rVHAnSqTm6ph9nkBihoTR9MlHUqmqSrinjuo3v88NtjqU4V0SVJXxspVlpdcTb47HfuGIGShlF2PJnYM67Ifi2fkcA1seJthxgNSr/oYaCWm+M8PXmyAImOzJmOzJxOWOCPZej4F++WsoikiCex0Gm3b99LdspnXXiBGuZLBiiy/GmTKJjMm3nbFzcW3O5VTGlvO3VSspr7sGFYkhVxOmhFRgdESUEhwi3NeIIaEAwZlEWJDx9h5CqF2NHBwkEvSQWHwBOqMdb3cV9et/TyToQWewMe78PwPQuPlvtOx4CACdyYnJkYbZmYY9cQIpEzRRUg77EHWmTzztStQZEIfT7gRJHxV2namTsMUX40guJ3vmV6MClPS+5+RhQSc6bTAjSYZotUVRZ4QjhIIjtwFa5KL0vsiDD9tG/DnfJm7R16OeU7J/AAQRQ4JWSbB/88P0b3oI94xbiZlxC0rYjyAZPnKa0hjHJ9hxkIHtT2IvWYo5oxJjyvgjnu9gzZ/3ie6fcMQ7MvmS3+Gr34AxqZSIotC+83mEunWIRjv/c3A3u3vamBYTxy/nXI4gCBgkCVlV6A34otXDrskr55q8cuLNxxaHi1wJPLrwKt5srmZRqhah2B/0c+e659GLIrcXT+Wa/InHXPa/GZvexI0Fc7kydwZdfg+CIPBa0y5+uedlnqrfxJML/ucDB5AiYZXG6gj+IZW3nw1w3k1mxOO0TwVBIHfO3aSUXY0trnDU/xKc2nO3Z1DhsbVBzksdx98ObeTxQwcoFB1ctdOEtDpA//faef6dW1CUCNde9Ap6nRmpcuGwePQWukVXIHyGUxPHGOOTYEw8OktJs7pJ0FnJjkki3RpLiiWW9OE0M4vk4KG9Pr440Y3NIJLhODq1TBAEsuxag9AoSdw1fiLP1lbT4PXwTF01z9RVM94dx8U5+SxMzcR4hs0aD1cgAciwxTEhJovdPUOsa5V5l1pead7MlbkT+X7lVMbHJmH+FJlgnw5EQeD2shiuLHLgNGrfxdXFjjMWBdLfrfDm04OEvDo27X+btfGvgwSD1idI6wwgiHp8vYdwJJd95G0d7sjrrYk0ty/DF1YJGx6nvORB+htewWhLjApHbXuewNt1kPi8JViSy9jV10rTUA8XZU1mMOznW1seQ0TgsuypOA0WLsueSqLZybSEPPIdSafFZPkwkdAQ7XufpmXnf8iaeheJxefjSBpPwcLv486a84FpQJ49L9L1yn1ItnjSb3oMS8o4ClPGUQgsTV0EgCyr1O+LYN+wgis9F7G+7JfUCftYplyBzTcBaiGiVUJmoEdh6+oQ7iSR7GLdB472fRCCIGCMz49OJ6z4IYGWnehjNPN5f916Qp1VRLxah2Oo+m0Gtj+BvWQZ9nErTmmbp4Isq0iSQM1gHZZ9FUzsvYDtKAw6djItrYzUbIn+boXkTAmLXTsXJotARsEn+9zoHWzhlZ1/Z5VnF3MKLub61OWYWvZRkGHAmFTCOelLWRA7mQRH+nHXcaTYZ06vIJg7G3vpMgA8uzXvkJgZt3yguGd3WyiYGOLA1gj50xdGnyO2hGKSx1+Jt3MfQ90HkUNDDLRsGbVs3Xu/Y6j7ILaEEuJyF2GLLzrWJk6YSMBD0NfL0DYTk+puAOCA/R1WJvyWefwfcdg5tOZnDHUfJOTrxtbvwSSaSLrmH+xe+Q2wAL3b4bXt0XW60qeiM9pR5SD9Teu182YaEUB0RjuCqENVIkQCA3gDA3g79xIJeqPiUdVb99FXvw6jI4WMyluJz9ciMvqbNmKwJWBypJ5SRORHxddXhyUmG73JyfgL7x8WuD55MfT9HCkGJK74IXGLvoEwfL5C3YdAiSANG0gPbHmU/s3/IWbajbimXI+qKp+4aPffgBL2a5Gklhg8u55lcNezKEEP5oxKnBVX4qy4MmoAfzagqCphRcYo6ZGypvP5dc9xcKCbZYnT+JzJiq14CeHdmwmrKvVtVfRv+Ccx02/m9oJJfGncTBLNtui9cDzR6EhyHbHklsRGp1t9HhLNNlp9nmhUk6Kq/GrXGqYlZDAtMQP9Z0TgNEn6qNWEw2AiyxbPiowKBEFgZ28DK1v2cE3eTJLMrlHL6fQCiy83s+aFAGUzDccVjg4j6c1R4cjf30hv/RpSy0fS0V/YFKKqVSFbTsGq01M/6OGaojDlHXZi/SLSWwnoTRY8g00cOPQ84wuvRBw3FUwW6OtCqd2DlHdiFRLHGGOM08Nnq4f+KSLJ7OIHSedQXl6OXxa4770ulDgj81NcAHxr6omHg1v1eq7KK+LK3EK2dnfwTG01b7c2sbu3m9293fx21zaeXnI+dsOZbyh3+X1s7vRS2+dAVLVjEIQQnQEvv9/3GnpR4vbChdw4XGb0s8Zh4QjOrC+LzSkQUIJ4db20mPcyMaxnQc8AmSEFZ9oU8ubcHfUwOl2IosC8C02891qQpHQ9BbO/hKreRcirGaKrqsq2/S/TONjJ+P3Poau4lbs6mtCLEuekTiDB7GR+cgmpFjfh4eo/35hw3mndR9Cqg7TufozW3Y8jBzUTkq7q10gs1qqiJRQuP+6ysn8AyezEVrCQ/o0PYStciPg+kSkSVqnZHWH/5jA+rwoYMJrg7qz/R3qejsF+hc5smd5OJVoqvqddjppAx6eKOGNFQgGVd18JEpsokpYv4U44+UavqDNiyZwSnY5d8DUsuXMwJmqNvaFD6/DXb8QQm4t93Ar8jVvw7HoeW+HCMzKSPdDuYNWTQQb7VC663UKBI5fLJliofluhzXSAf2/8I5f45nNz/nXMveD0eWZ9FPoGW3mz5mneDjWwuWsr8nAU11DTa9yUdw2J5/2EvycVYnGeWBWjIzFnTsacOTk6PVT9FvJQD6o8XBK7ZRdywIMle/qoqA6dXmDSPCO54/S44rROenebTP3+Espnl2u+FUoEX28dg137Rgmh/c0bGeo+SH/zRkyONGzxRaiKzIHXv4klNh9zTC6Rnhra9x1CCXlJm3g9gqijv3kTTVv+TjjoweLKouicnwJwaN0vaD5QR3vwrwA4dI9QINxPqqGMAkeuVlGzfT3uniZMKlgkF6JkgoAXBAmd0Y7e5NRS0Izab3HYL83kzCB/wXfRGZ3ojxCP0ipuJH3S54iEhgh4WggMNBPwNI9Kuw162lDkIP6+Oq0iGaDIIfa8eCegAgJGWwImRxomZxppFTdhdqajyGHksG/U9k4XXdVvcHDlPWRNvZO0ihuR9J+edO0jo5WSLvoVkf5mRIsLgEDLDpTAAMJwSoxn2xMMbHsCZ+WVn1iE49nCkBymbrAXl8mCy2A+YYNnz+4X6HnrV9hKlhG/+Js4yi9FCXhwlF8G8ImLRqqq0jLkYX9/J/v6Otjf38nB/i5uKpzM9QUVmCQdHX4vQTlCo2Ai8bwfA/CNMgvBd/+Mte51zHPvB8Cy8X78zdvxzf1i1IT7VCiJSeTZJdexr6+TLLsWeb+rp40na3fzZO1ubimazG3FUwFNVDrdvpJnK3OSipmVWEhE0Z6D/6x6m3c7qgjIIe4pv+io+Y1mgUWXj4ja3a0ykTAkZR6/DRLy9bLjqeuQQ14M1gTi8zXvzIunG5CVEBdNMyDU5/FI9X5e7znAObfMRX48iK5Iz2T75/H62inI1tpegt6IVDYbeePryFtWjYlHY4zxMTMmHp3lNA2G+da6bho9EbZ3BFiRa/vQku7HQxAEKuOTqIxPoifg54X6QzxXV02G3YHdYMATCnLv5vc4LyuX+Snpp/XF2ewd5N9V+3i5sZbw8AuqwBnDDYWlTEtMYmXrbp6p38S+/haSh8uKr2rdQ3dgkOXpE4+bhz3GiRGJKLz6ziEOtLRwzaWFpFiSWXChmX+2/Yd7bDMYWvkWekssOXO/SlzekjMmXDncmvHisH8sHX1+Vj+loyVjHauEdXQZ0jDHpvHTng2ML1hCafB10kw21j16GbnZs/lO3hLsSePP2Kh196GVVK36Lspw2pDZlUlaxY3E5394ZbTBvS/T9ebPSLrgZ1iyp5N2w3+O6Svx9rMBOpq0e8BsFSiu1JM3QYfeoJ1zu0vE7hLJPWKZhDSJKYsM9HQoxCZqDbTeDoXWOpnWOhmzXcCdoJXdfvflIK44keRsKTrviaKzurGXLI1OuyZfiyEuB1OqFoE2VLMG775XEHQGrPnz8Ddspm/jA1hz5+CcdGXUGPhErh/vgEJbvYynT2HSPO08hQN6ulu0dfR3aelokyYkUVTk5zc1q+hqqucvVQ/QHxrgG+P+56SO7XQyFPRgNToID7Tx0FOX8q/EkSiMPOzMtxayoux2AGyFC4+3mpMm+ZLfMVTzDuZhwa/33b/ir9+Ae9YdxMy45SjPqsPCkaKorH8tiKdXpbVe5txrzegNOqxx+Vjj8kdtI3/+vQx27sXbuS8aeejvb6SnbjU9dauj89XVaL+TSi5Cb47Rophat2ofHr7BAb3JicXURJz+UXR6SIzbjs44H2fqJFRVYcdjn+O3ll4cmYl8K+c6Mh0lWBJLECQ9Mz+/8QOvJb3JSWLR+Ud9fvj5oDNYscUVYIsrOGqeCRf/k5C3A7+nGWusltYSDgxgic0jMNCMEvET9HYQ9HYw0LqV1HLNs8XbtZ9dz9yEZLRjiy9m/Pn/B8BQTw3hQB8mRxpGa8JJp2h1H1rFwZX/D1QFX3/DJ+4/9lEQBCEazQiQdPGvCbbtRTdcBt5Xv5FwXwNKyA9oz07PzmewT7gQx7jTPyBwNhGIhNna3cLMpCwAdvr7+NrqxwG4f84llMUm0+Tt5xsbX8GuN+EwGHHojdh1ekyeVi512YkfvwKvyU0VJlxtB7FHwpji86ICzMeNqqp0+L30Bn2UxGjRZndvepXVrbVHzVs1MOLF8L3KxcQaLaTbXNHPCl3xsPy7KIu+hmCwoKoqQ4fWIns7o1UVB7Y9gRL0Yi9dhs5xcobJgiBQ6h5JA3ebLFyRO4FVLTXMT9Heuj0BH9e89Rhzk7NZlJZPWcx/vxG8KIgYJO25eVXOTEJyhOuHhbrHDr2HUdJzYWZl9Jl0+PdAj8LqZwJEIjD7PCNpucfunxgsbpJLL6V5+4NUr/4+1tg8LO4cnBaRWxZr7fvFCYW8dKCdLV0dNMwfJP+nMRzyhhkKz2di9ug+gDRlEarfizRprOLaGGN83IyJR2cx+7x6/vNmB96wSoJF4idzEk5ZOHo/sSYzNxWN4/rCEvqDQQBebqxjfUcrXQEfC1LSCSsyPYEASRbrKW/ncH76ozUHeK5e622UxcZzY2Ep0xNToi+gCzMruTCzkn19zeQ5klBVlX8cXE2Vpx1FVbkqdwb+SAjzWVRi/NNCe6PMmjcGCA+kkEIKj219liscIpaYLL5T8RUAOmSJ2Jz5H0tFpq6ghydqN7Chq5rEQyVMGpxK8t6J2JNq8Dj8lMVmUbD4a1gtMfxr7h207nqUWm8Lbbsfo233YxhticTlLiYubwm2hJKP3MHyDzShN7nQGe3Y4opQ5BDW+CLSK24iNnv+CXcCAy07UUNDDO5+AUv29Khw5B9SaayKUFCuGQPnjtcz5AlRMllPTqkOSffh+29ziuSXiRzZzXe4BSoXGOjtUEhI1fZxsE+l4aBMw0EZWSYqHm1ZHcRsFYhNknAniBhO0BPIEJuFITZrZD+KlyDoDFHxwt+yA3/9RiRLLE4g0LyDjhe+iSVnFgnn3ouqRJD9A+issYSCKp4ehbgUbZ/2bAhzaI8WQVMy2YDBBPb4QbJykknJ1kcNOnV6Aafewn1ld1MZO5Hf7/8rV2ZfckL7f7rZ2b6Jv276EVuFfh6d/Q+ynbnMFhN5J+LhnKwVnJt/GRnWk48wOlEESY+tUEt7VFUFQ1wuwY792Eo0cbPrtR+ghHy4Z96KIW5EfhRFgUnzDWx4PURiuhQVKo+FLb5IS1UrHTnHOpOTnNnf0NLdemvxByI4Y5MxmFwjyyWUUrj4x1qkkCWOgE9ly+ogk+Z9hZxZXxu1jVB3LaLRhiCI+OMzcAzW0qkM0WkyY00ZSZU9k+KJKOkxObWoosMYrfFUXPGY5lfl7yPgaY5GLZkcKdq+ezsAkIOD0chEgPa9T9O25wltv0U9JkcKJkcaMZmzSBmvRdcEh7rQGe1HVZrsqXubg29+C1SZhMLl5M/7f59a4ehYCKIuKkADJKz4PoHGLRgStAhH36F1BJp3YE6vBDSRenDPi9iKl55W8fWT5qWG/fxm9zoGw0GeWnwtqWY7CioOvZHBcBC7Xntn9AX9HPL0HnMdC/c8TFzpuew0xvHdDE1o+1NfB5Pj02gd8nDHumdx6E1ck1/O0nTt/P79wCb0okSBM47piVpEccvQACDgNBix6gwndb11+b0MRcLR6J3b1z7Ljp5Wsu1uHl90NQDZdjfrxHoKnPHDhtba7yz7iIVBRVzqcbdx2KwdIP1zT+A7tAZzRiWqqtK/+d9EBlrRuzOwOZIItO5Gssahdyaf8DEcJsPm4qsT5vC/42chDpctXdNWS2/Qx7P1e3m2fi9uo5nxegdqTwKT4tP+q+7NYzEtIY9pCZqgXuPp4Dd7X0VWFbZ01/Ltsgux6kcGxWxOgYR0ieYame42hbTc460VMqfewWDnHgZatrD/ta9TdulD6Aza91zTJvPA61AqTGOT9U0ePXSA+YllfHttF+d4TRRXxBIobKem/nUqxt2MmJ6P4dqvn9HzMMYYYxybMfHoLOWpqkH+2mJHRWVCvJEfzUrAbT79udiSIEYrmc1LSWMgGCDL7kQQBN5uaeLeTe8xMymFi3LymZaYjHSCER+7e7p48OBeEs0WvjFxCtcWFNPm83JdQSkT445fLr0kRmvIy6rCBZmVvNy0neXDFV2+vulhPGE/35xwPqUxZ66D9t9ASA7xQs1bGPZNYLDWCRgJ6Qfx5a1nYuuL1O2uweRIZeKVTyDpTNGUrDNBT8DLq807GAz7uaN4MRFF5l81awCoju3AYTaSFcjmKwtnMTH+GnTqaEElqfQSTI5UumrepLfuHYLeDlp2/oe+pvVUXKl11iIBD5LRflKNuqHuapq2PUD3oTfJnHIH6ZM+h8mZxsTLHsESm3dC6wp11+Krew/X5GuJXfBVDPF5OMpGOt21e8NsWhlCjoArXiQxTSKzUCKz0IwofrQGqMUuUjhx9P1oMAlUzDPQ2y6TmK49L8IhlYPbIsNzaCbT9hgBd6LIhOkGHO4Tj+J6fwlmW9ESJHNMNMog2L4PeagH2d+Poqi07Wui5tWX8OhnM6jkI+lh+bJdmJOLSMm24+nTfIsOn2qjNUTeBB2SdOx9WpF2DouT52EcNgN+quF5ugI93FZwA5Jw+p+P/pCXVbseZEJnF+lL78UvCWwQ+wFYW/MsOZVfp+yqh3jmE0gREQSRuAVfIXbuFxEkPXJwEO++V1HlEK4pmqeEv2k7hvhcJJODlCwdK26QDhfZIhTUotTKZupxf0iEmsHiJmW8VuVIlmV27NhBUXk50hFeeUZbQtQ3yDeo8Pqjfrz9KuFgiPkXj4gl/VseoWf1b7CXLidh2X1MnfU1Hg/cyku9G7g08wIA6r2NeMKDTIgpPW3n62QQBAGDxY3B4saRNDolIi5vMdMzZxHwNKNERio86kwOTM4MgoOtqEoYf38D/v4GjLaRqIUDr32dwY7dGKzx5M29B3fWbIZ6D7H/ta+DqhCfv5T8+d/9rzeWlox2rPnzo9PuuV/EnDEZU9pwhGP12wxVvYXOkYytcCH+pm1497+OtWABlqypn9RunzRhReadtjrmJmejFyUSzDYGw0FSLA46/F5SzXZm2RK5a9Y5o0x/s+1ufjNhOq07nsYTCiJVXMVA0EfXvteJHbcCVQ4hiSLJFjueUADncGe+P+SnzTdIG4N4w9q1qaoq/ziwBVlVODe9MCoe3bd1JTt72gAQEbAPRzhdmz+Ri7K1Z/yf965HEAQKnXEsGDadvnLlI9QO9jItIYPfz9TaDalWB7t72zFJOiKKgk4UuTa/gpuLJp8WDyHJZMdeqqUsqUqEmOk3M1S1GkvOTAC63vgxoc4qEi/8BbaCBfgbt6CqCsbEIiSTQys0IOk/8J1+ZNv2vMwSUq1O3myuZnXrIXqDft4J+qnd8TZPLdaerf1BP07D2elH9lGIeLtRAgPonKmIehOJXdXcnlbGX5t38nrLLvb3t/DTyVdRMCzUSTqB2SuM1B+MkF2sdSkVRT1m+0YQdRQu/gk7nrwaf389Nat/QOGSnyAIAmmxInazgMGow6oaiTOZmZRk5pweI1/ZZGVoq5+XZt+KT+gkIW4c6cnTPtbzMsYYY4wwJh6dpcSZJVQEzsux8tXJcejPQLWt95NssfH50vLo9L6+XhRU1ra3sLa9hWSLlQuz8zgvMzcqOB2Jqqps6mznwYN72datjc4aJYkvjCsn2WLj1zPmH7XM8ZAEkStypnNFznQA+oNDbOupJ6zIOIfL/77StIMiZwo5juOLUZ81fBEfTze8yL9rH2dh9TdJ82u+HPllOspmJhDxjWP7E3XojA7SJt54RgxhPSE/6zoO4gn7uTJnOn0hL7/d+ypGSc/NBfNJtbq5NncWRa4UJsflEmuyRRsbqqqy6skAVofIpPkGDEYBUTLgzpqDO2sOciRAX+N7dNe8iS2hJLrNfa/8L+FAP3G5i0gqvWRUh+14dB96k+6a1wHw9zdEP39/Gs/xiHi7aP739ahhP/qYDKx5c3BOvJyBHgWrQ0WnF4hJkJAjEJsscrgt9VFFow/CZBEonqQHRtKoVBUmztHT067Q26HgHVAZ7FMZ7JMp09re9HTIvPdKkNgkiaIK3YeKCYcxuDOjJeRVVcVedjGm1Al4Bow89Wcf4WACiJ8DzaIKs0mm4ekfYZZ6yP7fNWQUmBnY+hhKVw5q8on5FhwWjtr8Hfxi7x8IK2G29+7kRxPvJd4U+yFLfzjBkJe39z/G23IrazrexS8H+EqTn0uaz6cybSKfi1vI/KRZFGfMAz55b5HDxsWS0U7qtQ8ydGgNxqRS1EiI9ue+ihoOkHrNPzEmFo2KONv1XojWOs1Ha/7FJpI/wK/iZDGaBSw2AVSYNM+AHBwk3F2HKXUCptQJoCooYR+qIiOZHDhNDq5xaQJkRInwne0/Yv9AFTfkXcXt+Tdi+ASMqz8ISW/GGjv6OZE55Q4yp9yBqsgEvR3RqKUjvePCgX4AQkNdSHrtPSZJRlAV4nIXU7Dwe//1wtGx0DtT0JdfHJ12VlyOzpmMJUvrIA5VvYVnx1OgKliyphLsOMBQ9TtYcmdjSi453mo/UbZ0NXPPptfpC/n58ZSlLErNozI+jT/OvIDK+DREQUCW5ej8oiAQGexiqHEz9tJlTEvJpeG51ahyiPQld2GIrUQdPzsqVixJK2BJ2uh0zGy7m3/MvZTBUJBshxYVJKsql+eMxxMOUhY7EpmjE0QMokRIkVFQGQgFGAgFCMiR6DyPH9qFXw6zKDUvKh7FmizUD/YRUkbm+9K4mdxdPg+jNNKlsOnPzD0riDocEy7EMeFCAJSQH9FoR5AMmNMnAdC18ueEuw+RfMX/YcmcQucr38V7cCVxi76Bc+JleHa/gPfAG9jyF+Aov5hQTx2+2nej73FRDlEmBKjIH883y+eyoaORJ3dvoiIjN3r+v7XpNVqGPCzPKOL2krNH0FSVCKocQdSbiHi7CXVWIRjMmNMmEva0MbDlUQRJT+zcL6IEh2h5+CbkgIfM215A0Blofug6ZG8nadf/B2NSMYPbHmdu3XsUzfkiP/J00jjUw41r/sJXxi3jkqwpCIKAKAnklGjvoUhYq8KWnqejsEJ/1P4ZLG6KlvyM3c/fSiTkRYkEkPRmTAaBLy434bQIfElZjkHQoZMExi+y0rRXJsUnMk68nU3qD6htXBkVj+Stq4lsehPpojs+1vM8xhifZcbEo7OUeekWvppRy/mVaeg+BuHoWPzP+AouyMrluboaXm6opc03xP/t3cn9+3YzLzWdq/KKGOeOQ1FV1rQ28+DBPezv10KtdYLIuRnZXF9QcloaES6jlZeWfJ0t3bWkWd30h3z8cMezhJQIFbFZXJI1lfnJJRikz+YlPRDy8Fj9M7x6YD2NwgEQYE/Kc6T1pDGp5CBudwCjeRlGcz6Fi3+IM6USg8X94Ss+AQJymB099XjCfpakTqDe28W9257EoTdzWfZUcu2JLEmdQGlMGhFVxoCO/x032kPosKDS1aIM+wFpnkDTl472DJJ0JuJyFhCXM5LnHgl48HYfQIkEadr6D2Kz52O0JRIJDhLy9WB0pGuh7k3rad31MAUL7sNoSyRlwlUEBttILb/2qDKyH4QS8oMgoLPF4yi7mFBXDcbkUnyDCltWh2iqlqmcb6CwQk9MvMiy60y44sVPbITSYBQomTxyDwb9Kr0dmiG3zTlsyN2m4OlV8fRGyB2n3UP+IYXVTwdxJ4rkjNNFU+Pej9ejsHdjmPYGmYlzDGQUjEefqKK+6cNggsQ0SEzykVoci25wD52v6BFNBQiSnoi3m+5VvwAEMr6o+en0vv079I5E7ONWHFVC/EiSzYl8d8I3+dHuX7GlZwdXrbmZH068h2nxk4+7zPFQlQiCqONXe37Ps7VP4zsi8ClRsGDIq0TnSEQn6rhr2r0nvf6PC2NiYdTsPDzYgc6WgBzwYIjPQ1UVOp7/Jpas6dhKlzFuqhHfoIqnVyEhVTvgj+qz09Mu404UkXQCcy8wIcsqou8QjX+7HRDIvO15TMnjSL/lmajo+H5CSohMWzp7Bw7wQM3DrO1Yzw/Kv02h88RE3U8aQZSGU9ZSIG3KqP9NuvpZIsEBAgPNWNw5gGbSnTn1TlLLr0MQP5vvr/djTCzCmDhS5c+aPw9VVbDmauUnvVVv0b/+H4T7GjGd9yNCvQ34GzZiyZo+ymvp40RWFd5rb6DAGUeixU6WPQZPOEi8yUpoWJARBYEpCcfev8hQLw1/XQGKjCm1DL0rlfhl92FKKoke04fdm2adnvHu0R5AOlHkyxNmHzXv/83WjJADcoTBUABPOIgnFCTFoonhqqpydV45nnCAIld8dLnvVCzEaTBh1o0IAzHGT87YXTSYSb3qb8iBwaiQb4jJAEAabuPIAQ+oCuKwAX2o+xD+uvUY4jRBLNC2h57Vv8GcPR1r3hzCvfU0/+saJGscWXe+zrTYFBL3/QVjYyxK9oMEJAMHepoZUgUO9bYCWpTn2q4W0pMLKErKR40EEETdqKqEJ4OqqkQGWlECHgwJ+QiijsF9rxHxtGErWYrekUzfhgfw12/EOelKrPnz6F33F/reux/npKuIW/g1/I2b6Xzp/2HOmIz5yr+gBLwMbHkY0RKjRazqTYS6awEVOeBBZ4tDsrhQI8Go76PBnUWgZSeVBQt42BbHfdueZF1HFT/d9QJbu+u4p/zCUZ6k9QcidDQpdDSF0Bkgd9zRx+9ILmPCRf/AFl8ySiyPsYmoqsr2anhl2xC2vCrumjieH0/rpikQYXpBJecl/4H0lBnRZeSd61Dr9qFsWw2Jn0yk6hhjfNYYa6mcxWSaI594SGyW3cmXSiu4pWAC73Q08UxdNb2tKk0HZHYHhsia7uDmt1/H1y3iDtkp0JuYWOTgmqIi4o2WI31TPzJuo40lqVp0gjccYEZCPmvaD7Ctp55tPfXEGKxckDmJizInk2o9PcLImUBVVfxyCF8kSJzJgawqrGnbz0DYz/L0cvSijsdq19MTGDzuOibFZTMtIZ+9fc283bYPvaJSvdHEpf2/5K20h0nIEbk7aw7Va+/lwUNDCPUGkgPhkeo99SPluc/LqCDDFscbLbuoHmhnZmIh5bGZbOmqZWNXDcWuVBaklFLr6eTV5h0AKJEgqqTnwEArO3oaCCkREkwOFqeMp8SVSkVsFhPcGQTlMBadkR9XXnFC5yYhTWLxFSa2vh2ibKbW6FBkFUXRvG+Ohc7kYMqNb9Jbv4aB1q1Yh0uLdx96k5q3f4QlNp+gP8h+XyMALTv+Q86sr6I3x1C46AcntF+HCXbV0PHC3ZjTJhJ/zj2459yFoojoDDrUoEpHozaS7OlTosvEnGQVtDNtlGs0CyRn6UjOGvkss1CH1SHQ067gTtSEhJ52hb4u7ScxXYJU7bt484kAdpdIyWStkpcoQs0urXPUVi+TUaBDkgTOvc6MzSkMC4PD/hWOCWTc+iyqrKXPqZEA1sJFKKEhRIMFIgE8Wx8BVGzDxt0dL34bRB3uGbeij0kfVeZ7WdpiSlyFfHPrfVQPHuLOjV/n8wU3cWvBDR96HiJKhM3d26na+k/mVB8k7fp/E1DC+ERwRwQWJkxnefG1jHd9dF+tTwJ9TDppNz6KPNSDIOrwNWxiqOotfPUbsZUsxWQRmDarC9WShqTTov7eeyVITIJE0STdSUfIVe0Is+WtECVT9JTN1BFuXY8lewaYspBMLhAEIoMdGIy24wpHABadhR9O/H/MT5rDj3f/iprBWq5bdzu3FdzITXnXnJH0xI8LQRDQm1zoj/CKsrhzokLSGMfGnFGJOaMyOm1KHoe1cHG04uNQ1Sp61/wJS95cki/+NRFPOwM7nsIQl4e9ZCnhviY8u59HsrhxVV6NEhyib+MDgEDsnDsB6Hvv7yiRAM5JV6OzuvHseIawpxVb8VKM8XkMVa8m0LYXc+YULJlTCLTsYujQGjyuLN4yJPJc7S46gn6uspv48qJbcAvwC7tCvm6IxIyiY29j2+PYNz+OXPQgBqsbc8YkreM+7KVlLz7njJ9bk6TDZLYRb7aN+lwQhGNG1CRZPtlIy+NxZARo0kW/HPW/pIt/jeL3aO8YwF6yDEN8HobYbAD09iRsxUsxJGgCtRoJIlpikIbbkUrQgxjyEO71IOjNWESJvza/xFbBSsH4bwHQ/d7f+LmYg6ehnjnJ1dw9dICBrY/gmn4zsbO/wFD1O/RveRhL1lRipt9MsKsaz46nkayxuGfcSri/hbYn7gRBIOPWZwGVxvsvBFUh8wuvobPF07/pX4Q6qzAmFqJ3JBPqrsXfuBlLjiamCMPtOzngAUBnS8CQUBgVH3X2eFxTbkAaroIoiBIpV/wfotEWHahJu+GRUe+7uIVfxTXlOnT2BIT+Fr6861kmlF3CXzuqeKttL1flzmCCOyM6f+44HT6PSmN1hNSc43cx7YnjtXOtRGja9gBJJRdhsMShqLD+YASvX+BgNbwRX8fShal8e20XrYcErsqYergYpva9Vy5AObAVZdvbcE7xB18kY4wxxmlhTDz6jKCqKiHNFxvjcOpCS10En0dFZxCiucoHtoZpPhQhFIBgQCUUUImEIadUx/KlOSzPzOG5fw8y1CViDoNtjoF4kwWbP4HxfVoD+NKLLRhNAo1VEda+GETSwbwLTSRlSgR8KhvfCGIwCWQWSqRka9ttqo4g6bUoCaNJwGAS0BuPn+KTZnXzy6nX0uEf4LmGLTzXsJmuwCAPVq/hX9VrmZGYzy+nXIP+DI7khuQIA3IAXySIXbJQNdBG1UA7g2E/nrAPTyig/Q77GQwFyLDFcl/FpdQOdnLF6t/jNFhYde49CMA3Nz+KgsrMhALizQ5eaNhClaf9uNseDHtZ1f4CEdnNi401LHFWUu45FwERl7eAPR1vs2fL9fgQWJmiGexSv+mY65oUl0OGLY417Qd4rXknMUYr5bGZ7Oxt4IHqd7gws5IFKaU0DnXzQPU7x1xHnKow2eomIIcx6wz8bdatp3xeE9Ikll4z4iWwd1OYun0Rpi81En+c6BedwUpCwbkkFIxENAU8bQiihK+nGgBRZyKp9BJSy6455X2Th7oJ99Qj+wfxp9/J/h1GnHEq05bo0BsFpp5jxBEjRqtcfRjecIjXmg4SVmSuyisH4Oc738ETCnJDQQUFR4z4nkmMZoHUHB2pR/Rh41Mk5pxvpKdDIX44MqW/R6G7VftxuAVccQYsNpGymXpiEkQS0ka+H0fM8c/B4dFYvSuNpAt+BmheOoIq45p5O7KnDZ01FlUO4616C+Qw7pm3AdD25F3Ivj7iFn0Dc9pE0gQrD07/Pb8+8FeebnwBtzHmuNuVVZkN+5/itfoXeU/y0BcewKgKVAYHGap+m6uLL2Vp/AzKEycj/RdEgQiCgM4WB4AxoZDY+V9BlYOIBgvBrmqaH7gSU1oFKVf+H+1NAvUHZOoPyDTXaPeb/QO+wyMJ+lV2vhtCVSEwpNDyyG0EW7aTdNEvsebPJ/myP6BzJJ5UZM3C5DlMdI/nx7t/zVvta9jeu5ubOTNVFsf4dGHNmzOqZLvOkYIpfRLWnFkADNW8Q/+GB7AWLtbEI08b/RseQB+Xq4lHkQD9G0aLR/1bH0HxD2jeOlY3g/teIdC8XYuCis/DV7cez46nESQDlswpbG/cxcP19WyxqyjUA2CTA4gddQAokQDJWx/Ai0Di3LuOuY2hqlVI3maG9r2KYfLVJF30a8SxyrKnHVFnRLSPvEuPjNAEMGdOxpw5ErFqSi0j+66V0eqhotHB4JTvkJ+VGo2USZh6PUt8vbhSNcEp6MqkaMDPDsFCkSsepVdrb/3OJ5J5YDPTeusxNW1FZ9P2Q/Z249n+JIb4fNwzbkXQGQj3N4EgRgdIJFs8qApqWIsCsuTOxphQgGTW3nGOsouw5MzAmKiJJs7yS3CMPx9xWEgzZ0wi/cZHosclmV3EzvvSqHNz5HHDsaPbdHbNGqJv/T+I9DexpPotKs+9j+rBDia4MxgM+3mrdS/nZ0xCEAQmzDRQMkUfHfBrb5RJTD929PWhNT+nfd/TDDRvZtz5f0YSdVw3z8ijO9rY0LOfR2vsPL4oj6XZVi7sMmO810/HgkY2un7N/Bnfx14yBSx28PRi7agDKo7axhhjjHF6+fS3jj9DqKqKHBmJwBjyaB4moYBKWp4Oo1lgsF9hx9oQoaBK4UQ9abk6FEXlsd/6UFXIm6Bj6mItFWjXu2F6OxRc8WJUPBrsV6JlxI8kFBgJIUpLMzBgUrA6tYb8tyqm0GfV01mrCU4G4+hltH3WPgv4VJoPadEZrniRFG3gh/deDRIJH33Mcy/USn8GAyrrXgxoolORjoz84dSaBivninO5aMIc9qpVPFW/iS0ddYQiEfSiDm84wGO167kgYxLxZsdR65dVhcGQH094+Gf478Gwn4GQ9vuukiXoRR3f2PQIDd5uflR5OXmOJL6+5RE2dNXwnQQjF2RV8mrzTv5ds/a4319A1gwsHcOjQ4FICEVVEAWRaQmaQbOKds6WppUzaXj06Ej6QwPsGzjAU43/wRWykKNO5srC6eQ5kiiNsRAwedi1+wkqentAlUnMms/lSWVI+uNXzEsaHnGanpBPjMFKoVOrKlQak85VOTMYZ49nYPsTJMYXcVXODPz16wl112FMLiUnfy4Zq35BYn8TyaW/wqwz4D3w5nCKwRxEw6mFsx9uZMgRldq9EbwDKm88FqC4Uk/ZTP0JVSjLmnYnqeXX0HXoLZrqayibezMm28l74ighH33v/Z2YGbdgyZpGwvLvY8qcxpvPGunrVBjoUZg0z4DeIESvyxPlC+ue5UB/Fw69kYuyxxGSI7zYsJ+QItPg7ePf86/4xKJejGaB9Hwd6UdkC9kcIrNWGOnvVohJGOnIj5t2evwtVL0V1+TPjTJiTrrg54Q6q9A5U1FVhWDrnuFIJW2kvOv1H+Gre48vLb2XZTMWUyJbCHZW02rS0RroZEb8ZIKtu2m3WLlty9fpDg5XMVLApXcy116C66IlOHPm4hIlsm3Hj4r5NCOZnbgmjwinwdY9IEpIlhgEUUecu4vSjC0cbJtFVyu8/JCfiXMM0SqBH4TRLDBjbhfd3XYmzHXTu3Yioa4qZP8AAHrX8asqfRBuYwy/mPR9XmtdSYW7DEEQCCsRXm15k+VpSz7VUUhjnD7sJUuxD0cqAogmJ85JV2NI1DyBdPYknJOuRhp+/os6E85JV8MR17Wj/FLUkB/RpLUTbIWLMCYWox9OgTJnTGZINGJK0cyk6wxuNtmzACiLTeaC+GQqWtZjto8/4W1YCxbS55hAxjitatqYcHR2ES1LL+mQ7emY0suj/zvyWQqQd87d/BFtQEhRFewFk5Cnf57X334adf9GauJTuOe8nyDZ4hkMBTG5s4iZfgu6w8bTlhhSrv47ksnB4bCarDteGbWN2NlfGDVtTh8tlIjG0dFjp5u4xd9ENDlwVlxBmjOZPE8L4YE2vn/wLVa37ePQYCdfGbcMGOmnVO/UiobklOqYusRw1IBwStlVdFW/ykDrVlp2PkLaxOtJdIncNiuBl14xEOqO45Xqdr4zPYXwyhChoSDm1xLon9nArgMPM6vyG0jls5Hfe4WYuh3AJ1OJdYwxPkuMiUdnKQM9Ck270ug6GCQc1ISYUAAUBa76sgVRFGirl9n4piZILIkViTdr5ryNVZo4k5I1PGoiCkg6iIQhEhoRgRLSRCw2YdTocnaJjvhUCYPp6Cigw1TOH+1Dk2q1k1rBUYJ/7ngd6QU6QgFVM09FM/SdsshAMKCO8tmITRKPinYCoiWlg36V9kZN1DqcVgOweVWQUADSciXmX1jK/JRSXn3SQ+8mkZdqfPjm7OIvB1ayfWcvV9uW0yV284z0Egazn/PSi+jwB/nbwc0f+F1cnzeHWJONem8XtYOd9AS85Dk0EUgA/MOiUK49gWnxedgNZpx6M3a9GafBgl1vwqE3Ezc8GhRrsrF2+XcxHVH94/fTbxy9zfzRHgWN3mZ+s//PvNPxLgCTey9lVs8NSJLABUusmMxBpEw9EMtd3im073+O3GW/xZ01mzJOjOXpE6OV7QCmxucwLSGPtme+QnfNOyRMuYGvzvsSoZRSlNAQxqQSNnZ0k7H8p5jq12DOno6qqvS++1fCPXUkLPse9nErCPc3I1njTqlhLOkEzr3WzNa3Q9TujbB/S5jWugjTzzVGy9B/EHqTi8SiC2gL7EBvdp309gHan/0aQw3bqG9JxedYzqwV52qja9MjdLUqFE3SfWDp88MEImFWttRwoL+Lr5Vpo+ZL0wsJyhEuzh4HqorDYOKf8y7joaqtzE/RzDlVVeWXu9YwKymLaQkZZ1xMUsIqEb8KKhicIuEhFc/BCBE/yH4Vwa/iDIJeUpGTVSTTmdsfQdKPijJQVUi/+UkCbXsxxGnKc6S/GeQwOmcKE90T6HjxHnoOvMa949Kplfv4YiCRObWHiF3xI2RVwSYYmYGbc/MuYUb+RWc0OvFsxlF2EZbcWdFR7cHdz2Gv+wuVSfOpM/2AjiaFLW+F8PQqTF5oPGr5UFBlw2sBSibrMXY8TuCtX5NUtBhB+AkxU2/EVXk1kuX4UWAniiAInJu6ODr9QM1/+EvVAzzf9Ar3ld1NuvXUhKlPCl/ER7OvlXRLKmadmXpvI6+1rOKanMuw689s5++zwvvFJIM7g7iFX41Oi0brqGk4umPunHRl9O86Ty8PemHVkIV/xuRTAJw/YRFt+g1cmFVKrmN4UKJ4xIvlRLbhqLiC0I4d0XSqMT79HOnx6bTH8v8qFvBmcw3n5ozHlpxNRJG54NUHSLU6uSBrDsvStZRGQdRhTpt4vNWeFYg6I3Hz/xeAUG8D7c99EyQ9E+Z9mQ2SgaXDthIhORL1H5X0mn5afyBC4cSji3FYYrLJX/BdempXkzzu0pHPdXrmGKbQ44vjjY1DnJunolugZ2BVEHOziUkH72SD9RdUjr8NQ+VC5Pdewd5yENXvBdvxvRLHGGOMj85ns9X8KUCWYajXxhBHmwaFg2A0g9UhEpcsYjBp4hCA1S5oVapMjOpcX3CLBb2BUREbk+Yd3SGIS5aISz7q41NCEASMppE0OdDEo/wy/VHzLbp8dISKImtpdoffwyazwIxlRkIBlfiUEfEoMU0i4FdxHpEmJIb1WqivCkNyL3rRj2FQpL5JBmI4lN1JwNeOp6mDZW3f4Hp9Of26Xvr1PejtKoItTLejnprBasw6Hffu/BGxRjuZdiPj3BkUubTInFsKplMW1lEZl0xYibAio4IVGR8eMisKImbdh0dqqKpKRJXRizp0osS6zg0ICCxKnst5iRfRsEYiOV2gdddj9Bz8O+WX/RuTI5XU8utIKbsaSXdqo5hDNWvoW/93bEVLcE2+Fsf48wn3NaKPzdLSHx2p2PR6AhGZ72zchi8iMztlEhf1eKiMdWLNn8cQApb8uQB0vPQdQl01JF3ws2hu/slgMAlMX2okPU9i45shBnpU3n4mwAW3WI7rg/RRUVUVxd+PZIkhZuatHGivoa19KbTLtDdq5eXT8nSk5X34uuoH+3imbg8vNx5gMKzljl6SPY5sh5vLc8ZzVW7ZKEGowBnHDyePeF1s6W7hydrdPFm7m5sKK7mj5MNL1KqySiSgiT2yXyXiU5EDEPGrOPMljLEiXZvCDByUtf/7VWS/9n91uIiOI18i/0YToT6F+qdDR22jZzu0vB7CPUFH6hIDOuuZj5ASBAGdPRGbfaSaXtpNjxMZaI2mAwiSHslgpcxRSG3fBnba9Mw1WBH8/fxt+m/JsKahF0/NxPS/jcPnDLRUDUvOLGwli8gpNrHr5a3sP5hBon4bsDSawgGgyAKrHvcz0CvS36VwzvmVwxEWAqoSQTRaifpcnWYSTPFYJDPbe3dx5Zqb+XLJHVyScf5Z40t15HNbVmXur3qIZl8Lzb5Wmoda6Q31AXD/9N8xKbYcvajnb9UP8nTjC9xXdjczE86eyk2fZbzhEHpRxCjpGAwHebXpIABr2+spcMVj0xv46oQ5H7KWMT7LWHQGzsss4bzMkYqAB/u78YSC9Ic62NvXwd/3b+Ka/IlcmFU6yoT8bEcQdRhisxD0Zq4dt4wVhQtw6Y30BYe4cc3/cVXuTK7InkZOiZa+JsBxq7jG5S4iLndRdDoS8qIz2Lhmchy/agmiD1l56F0PyyZZ+XZmP79tdpLdtoiajlfYW/UkFeNuQZy5ggbRSu4pRruPMcYYJ86YeHSWYnMIJBW2kZefgckiYTAJGIxaesBhoSg5SyI5a/SDUm8UKDpGeUyT5exoWJ8ooiRgOmIwzmAa8WU6kjkXHC2QTLtIQQ6J6FUjPbpx/PHgz+mI0WHJLCJWSePrhYtY1fYGSa0T0KtGYkPxxIaGO1EDYHMKSGVruHfHE+S1X0BazTQGDO2sSfgrTrOFb3EboYDKm+2r+WvvA7AWXlrwOCmWJDZ3b+O7O36Cw+DAobfh0Dtw6O24DE6+VHw7AM1DrTT7WnDo7dj1dpx6Bza9FXHYBFhRFd5uX8c/a/7D3MSZ3FpwA45IIl8d/CfjpuoZl52KqqrkJsh0bruDjl3bAOg48AKZU+5AlEaXaj8RQj11qOEAxqRiIt4ugm17UcIBXJOvxZI3B0veXGo9Xr7xzgaMkshvZ02hJxAkx2FnZ08fb7e083ZLO2k2Cxdln8vFMz6PpNOhhHzI3i7UsB9DvJb/1PHitxEkPa5pn/tA49z3k5anIy5FYvOqIOn5uqhwFPSrGM2n7/pWgkO0vvpr6ptSqLzhcsxpE6m4upTVz0YonqQfJV5+EP5ImK+sf4mt3S3Rz5Itdi7OGhetTqP7gLLcqqIiByEt7OLWmGlsam5hvreIrk1hZIPMlpg65jvyaX9VU3tyrzahyio7fuRDCR5/v3RXGDHGivjbFQYOyMeeSYDDurXeLuDIl5DMoDMLSGYBQYS+3RECXSp9eyOkr9DE0L69EZz5EuIJRGKdLgRBGJUWlbDsPuLVe/l/qso5vTsJBjxkLZqOqDMyNh55fCzDRsCHifc9gEnehcOkeU1VvVdPc72RKctj0flbcPRvwsdyZp3rwJJcQMZtz6MfTnk9k1yYsZzJcRXct+OnbO3doXkita3hvrK7STB/PB5hh9neu4tqzyGafa20DLXS5GulxdfGHYU3cW3OFUiCxGP1T+MJjy5+4NQ7GAx7AXDo7aRbUmn2tRJjGLtCP2m6A0Pcv38TrzVV8fWyOazILGa8O4nPFVYyJzmbYlfCJ72LY3yKKXUn8tK5N/J6UxWP1OygMzDEb3av4+Hq7Tyz5HoM0qcjFVfvSiX16n+ghH0IooR04HVadr/AaxMuocXXx1N1G7kwYxImnWFUOv9Aj8Lu9SGmLjEeFbEtRwLUrv05gx17KbvkQXJjrbgyaxmqz2Hn/2fvrMPsuur1/9l2XMfdJ5mJuzVpmjaVtKkX6kZLociFIhcu8uOil4vc4lAolEIpVKBu1FJNG9fJZJKMux+Xbb8/9smZpEk9LQHmfZ55zuxz9l57bV1rvev9vt8WiRV1Ao3zXDzUneS8DieLmj7NU0WfYXbjlUhrryW6bRvCP8n5m8Qk/pkxSR4dp7A5BALFIcrqpMP8P94PHDTrM02TVH8TRjKMs2IBgqQQ2nov6ng3vtkXYMupYPSFX5Ds34Nv1nl4pp6CaWggSP+QWeCx1Dh/bv8rf2n7G9fXX8lVtZfgpYIfL/wuC/Lm4pAOKq2WcV7lMgzdJBY2iYQMouMmkXGDaMjE6Raoy1/Mr5bcTNe6PJJDuZjJmZQsG0aRZDqaNV59Mo1bOZcpZdvpde3FrnrZv1OlX9MZi8XpTw4eVje/4suSR0/1reMnzbcc9ruAwNycWdy67CdohsZ3d/2I4dQIo6kxLim6nEduS6Fr+fS+ItJYFkdSXBRXykjJ80mGOqg54TPk1b2zzCzhnQ8y9NjXcZTNpfSyW/FOW4ORiuDN+DAkdIPfNu3jL/va0E0ThyTRFY1R4fVwy6plHAhFuK+1g8c6euiOxvl9834urK0CICXaKL/hQdSRVmRvPnpinOjep8DQCSy+1tr/9r8h+0txVsx/U0Ndh0tgxdmOrApipF/nybuSzFyq0LhAOSKePjFoMPCyCvsradmQOvK+FKDhIxaR03JbAi1ukqgy2XfgRvJjTnb/IoU7kACgwRRgo8b+jRZZE5whU7hcIbxPo/dpK84yretopoErM4O4NryQVdpsNqzaw4U1M8h9pACjDfqBfhJHHF/hCoXgdJmeJ9L0v6BmCByBeTQyj0ZieyBGmmRekm9UPc1fhJ3ctPsshMxpE6TDj0+0TxA+shMkp4DitdYJzpJxFotH/C47BUQbCJlzafOL1F9zJElbfLJCtN0gHTIRFYFYt07rnSkkB+TOk8lbqOAs+McYHAuCCAIsyps0z3ynKL7wR/j2PYuzchGaarJ9gxPV8NLy5CuYVUVU+u6glE34Xf8F+N8X4uggSl3F3LL0Zv7S9jd+2nwLTaG9x7zNiaoxdFPHb7P8ab6368e0RjuY4qvlM9Msk+XftNzOK8Objti2K9ab/f+Kmg8iCRJlrhLK3KWUuYrxKhOZobyKh3tW/p6NI1uYFrBCWB7reZIDkXauq78SpzTpg/N2sG88zK927aXK5+GMilLqA0d6Hb4WSV0jpWv4bQ4UUeLRzmZShs4rg52srWxEEAQ++hYUn/9KCKcj7AntJd+RR03G2+mFgfUUOvOp89ZkJ7sm8dahGRq7Q828OrSJLaM7KAtATjqfcLKYZYVVhNQxXux5hb4onFIyi6mBCkzTJKbFccuu40ZdeRCCbEOSbRhqktEXb0GPDXNh/cl4Zq5lQV4NDtnGpqFWHLLCjGA5hmHy/INJwqMmsXCSVRc4sB0SmaCnIoy2v4iaGGH/c//DlFO+zlXzS/nvvnYKU1X8YV2Sj57l48bGPhYP2jhQ0U4yPUZX33oqSiZVgJOYxPuFSfLoXxiGmkBPjCMqTiRngPRwK8me7cj+YlxVS0gNNDP2yu+RPfnknfJZ1PEeuv9wBZgm1Z9aB0Dvnddj6mkqPvIwir+YyM4HSPU34Syfhy2nAi0ySKLt5Ww4UmjzXxjf8Af88y4huPRD6KkIpqYiZ1KevhfoTwzyx9a7uK/jIZIZycVLg69yVa3lWbC88OidPlES8AaF18koZGeRPUj9SoOxIZ10EhqmWTPwO9dbITyCauPTRdewcPEMBrusLHIwje+t/AVSxQDhZJTRF2pQnSGMnL5syW7JS523hogaIaRGSOpJTEzkDHFik2zcMOVq+sOjXDblPLx2mbJajUTUoKriaTb84QfMWPszvIUzyJ+yhpzqlci2tx4iokWHCG25CyMZIf+0/8JVtRRBsiE6fBialYkpuPgaTNNkXU8/N2/bzUDC8kVZWVLITXOmU+SaULzV+r18bu4MPjazgSe7eklqOg7ZIjy/v3UXe8fDnF9TwQV5JqLDR8nFvyLZtQVbbhWGmmD4mf/DVBOUXnk7juIZqGNdyP6SbFaTo+FgJ6p9j4auwbYXVPJKJArLJIy0STpi4sgViXXrjGzUASfxMRNeGwaaufSRMZ1wm4qgS7TGBHTJiQsDInZikSMN5AFcZdb3WhxiWZN5AZCIYS0XEQTB5INLrTRm23pj6EdyRhPXJmbVT5AnqiooBwmgzKdDIGxPkWt30ZYY4c8V6xHsJtubg1xUM5Npn3Ai2QUkx5Fk0qHwVkl4q945MS0IAt7qie21uIktKJAeMxl8WWPwZQ1PtUj+IoXANAnxLZicT+L4gSApeBpOA6xQrIVTHmN783wGE7PJM1spuvBmbL7CN3xO30uIgshlNRexrGARvfF+8h1WVrknep9hfs5s8hxv3Rz/xYFX2DG+m+7YRHjZuBri2trL+WSj9d5fP7SRjlgXcW3iAZ6XOwe7ZD+EGCqhzFVCiasou8719Ve96f5tko0TCqx2KqbF+eHunzOaHuPxnqf4woxPs6Jw6Vs+ln9HtIyH8NtsFLqcFDgdbBwc5qX+QQzT5FMBK2SoNxan2OU8bACe1DV+sXs9j3Q2c2bFVD4760T8NgefnrWCam+QubnvHyH6j0bTeDNbRreze7yZpvG9dMUtxezVtZfyqcaPYpom39jxPUZSoyzJX8gvFv8AgJSewi4daYEwCQsHk6J0x3q57IUPE9WiR6zz0Kq78Nty2D62lW9u/xGSdhZ3tHRwfeNiPlAzlZVPrEUSJLyKB7/iyyjWvXxx5k2UuooZSo7wRO/T+DJKdq/isf63+ciz577npJOoOCi9/HeEt91LYNEVXIxAZNdDDNacwH9t+gsRNcknp5/OZTXLWHqGnWf/mmS4z+Cpe5KcfKEjGxlhc+fTcPp32fnARxlqeQRf0SwaZlzEafP7ad9uEooJPL1F59yZXq4zx8lzT+VnK26nOK8RXX8dFfUkJjGJY45J8ug4h6lrIEmYukqybxdGKoq71jJTHlv/W7TYiJWxwZ3D4GPfINmzjbxTPoerehnDT32fyM4HyFl+I8Fl1xNvf4WRZ36Ip+E0XFVL0JNhYnufRMm1BraizYWRyfBl6iqCpKDk1YChg2GpLTyNp+Mon5fNEOGffwn24uk4M+EOqf4m9NgIB0e+seYnGXri23gaTqfwnO+gx8dIDe7FXtiI5Hz3Ev2n+57nv7Z8HS1j1NLon8qH6q5gVdHyd102QDBfJJh/OLk0c6mNhvkK4TGNti5rv5IsUFwpEQkZNJaUkVdQSXjU4KH+BDL5zC5pzG4v//0ULuEUvAEBj1/ElWsiepIESiz1SjJuUtJ0BkqPjq/BImmmzz1A24vfZmCb5bvQv/tveAtnWB4wb4E4Mg0ddbQdW14tenzcSlMsSgSXXY/szafyY48f9Xrc2dLKQCJJscvJZ+dMZ3lJ4VFKt+CSZc6trsgup3SdF/sGCadVnujo4aLaKkBAK5xJMJMlxEgn8E5bQ2pgL/ai6ZiGRvcd1yCIMiWX/vpNw9rmnWQjkC8yPmzgtwt0PZJieLOGI1+k8UYnOTNkIq06o7ZOqmurEMXXEIWZPlXT07voc9YhAL5ikxnLHfgE3pDoibtTvNjfx6KqCmqvsHNv207WD3QyxZfH1VPn4ciko+eQflv1B+2Yb9DHcRZZ9StYppC/SEZyCkclXeooYZl+FQ93NvOHls30xSM8twcSusrHpv9jBpr+KTIzPiMR3q8ztEEj1KwTbTOItqWQ3dYxFZ90bLKyTeL9hSAIVJ91LRWnphkeFOjqM5G9/zji6FBUeSqo8ljvnabxZr6y9Vt4ZQ9fm/MFVhaewFByhL2hfXTHe+iK99Id66En3ke5u5SbF34HgEd7/s7jvU8fUfZIejT7/3X1V2CaHJaN7/r6K4/58bgkJ1+a+Rm+v/sn9Cb6+dTGL7KqaAWfm/5Jip2v//79d8RYKsXnXtrE7tFxLqmv5tOzp+G32/jCvJm83D/IaeUW+RNOq3zw8XWUelysKi1ifn6AhYVF2EWJVwY6iagptg73YpomgiBwYfWMf/CRvXdI6ElawvtpGm9GN3WuqLkYgD+13ctjPU8etm6pqxi3bPkHRNQojf6pbB7ZxjT/RJr7D6//NEk9weK8BSzJX8C8nNk45X9f35mIGmHD8FZeHd7IK0ObuGHK1awtO4NiVyGSIOJVPCzOm8+ivPk4JScRNUKeI4hdsuFVPCzIWcLeUZWEphCwOQhnwlt1w854OsR4OpTdl2Fak1Tt0Q7+r+nnR63PhjOfRhZk/t77DL9uuR2fzctXZn6OGm8Vw8kR7ut8GK/ixXfwz2Z9lrtL31Y2SyVQSu5JnwJgfPOfGXn6B2hl85hbdxLP9DVx865H2TzcytfmXsjqDzp4+t4kY4MGT96V4JQPOHB5rL6Pv2QeVUs+Qfv6H9P64g/w5DfwoWkzaM/T+fFDSTYf0Lm41I3XFaE/IdPdX0zuiynEtf/4tmgSk/h3wSR5dJwi2bsD/7Mfp2dLCZUf/htGOk7vndcDUPPZVzIhZPegR4fwzTgb2Z2DFh1CHe1Aiw4DVmpmRBlTt0gJW24VrtoV2AobMsvV5J7yOWSPFcMvOv2UX3evlUY2o4Ipv/pPh9UrsPCKw5bthQ3YM+UB5J/xVfzzLkbKGLFq4X5AyJJN8Y4NDD70JezF0ym78g/o8THCOx/CUTwdZ8X8t3Ru9ob2kWvPIc+Ry9ycmciCxJycGVxbdwVL8ha8L9JexSYQyBMRuq3lgjKJky86vPGyOwUWnWojOm5SUGb9pqkm8ahFrCWiJoPdBxUrCqsu8EAu7N2q0tZkkVLd+yJogz+jv+lvgIlk91K15JMUNZ73luuqhvrovfM6jFSUyo89gb2gHv/8y3CUzUHKZCA7SByldZ1HO3o4p7ocURD4/NwZPN3dxzUNdVk10VuFXZK494xVPNbRTYnb6oCapslHn1uPXZS4dEo1p5aXkH/6l7Od9vRIJxg6JlZnxDRNev98A/biaQSXXJut70GYOgRNAW2/we4nJ5ieyKBBaEDHXyhRcb7C6LYI/oaJENDhXp2mTSpzl8SAXGaurmOsdytTGsNUr17zpvfQL3av549btmITJR5Zcw2BRjtnVdZymlFNhSfwutv5p7y1V67stMyH3wh2SebC6hmcWzmNp3r2cef+bXyw1sp2MpyMcXvLZi6rm0Ox683DNt4M46k0zWMhxtNpzqiw/IXub+3kgbZOvIqCz6bgtVmfVV4Pa64oIz1ucODlBIltJlpMIBHSrVDYEZPkkIF/qpQNjTuWSOoa24Z7eXWwk01DPZxSWss1Uxcc8/38O0Ky2cgr1uke+EfX5OiwS3bqvNXsDe9Hzgx8Hu95ipv3/OKIddPGhAn80vxFuGU3Ze4SylxWaFmpqwSPMkHMry0744gy3gsIgsDJxSeyJH8Bv265nTvb7uHZ/hfYPLKNR065OzuY/3dFezhKUtdpCPoJ2GxE0iqyIJA6RHlwRmUxf+n6Jre1FVI2UIqmlmAi0hGJ8fvmA/y+GWp9Xk4pL+aj05bgkGQWF5Yfd2FBxwp7Qi3c3X4fTeN7aY22o2dmMHLtOVxe/UEEQWBx3nySWoJpgQamBRpo9E/BrfoY36XR8tsEpi7zzVXfwrXAJKlbCu+YFqc5tBfN1NkfaeNPbfegiAqzgzP4dOONTAtMfaNq/Uvhnvb7ebj7CXaPN2MwoVZeP7SJtWVnIAkSf1j+K0pcRa9LyswKTufXJ3wL0zTZOtLL9GAhdknmtqV/4obn72deXiFnVpbitRmE1HBWXelTvJxRcgohNUJEjRDO/BmmkVW0DySGaI22H7a/7ngvv2z53VHr8tKaJ3BKEk/1ruPP7X/lqtpLWFGw9C2FKyr+UkSHj6Kpp/C/8y7m7taX+VHTEzzf38zl637O/yy4mNMuKePpe6wQth0vqSw5fUK9VjrnSiIDOxlpfYa9T36ZeZfey/rQfvqcScr1GvI8Dr6wKI8gAtXf0lBjaZpD92JOn/mmdZvEJCbx7jFJHh2nEBUXgqFmlUCi3YMSKLdCi9QkkqTgn3MRhp5GzAyoc5bfiLn4Gmx5lpIo58SPk7PyP7IdIlf1MlzVE9muZE8+gfmXZpcFQcSWW/0u6+3EUTqRHD5nxccILLoaM5POHkNHCZRjL7Zm9pK9Oxl97scoebVUfOhujFSUoSe/i71oGv75l1jeJRlsG93J7/bfwYuDr3BFzQf5zLSPk2MP8tdVfzwuZ2TtToH6WYcbV0syXHiji2jIIDJuEs34LEXGDXw51rFOX6QwPmQwfbGCmF5PU9NfASiYupaqpZ/C5nrjEEDTNEh0biLW/CR5p34R2Vdo5UuVZNIjB3AUzzgihTBY0v+vvrqVjkgME5PzayqpD/jekmfE68FnU7i4fuKe6orG6QhH0UyTrUMjnJqZGR5Ppwna7djyaqj6+N9Jj3UgiDLJvl0ku7eQGthDzgkftdbd+CdsBQsZba5kZLOGFssULoCjQuTAuEFEBFuLzpyjZPfo79B5+l4rDE/b9xBLLpiKq3opp398MYJ0dKPx8VSCF/vbWVtpKciKXF5002CKv5CRZByPYj8mJM07gSyKnFE+lTPKJzrqf96/nbsO7ODe1l3csuJ8ZuW+9RSKkbRK81gI1TBYVmwRy195dQubBkfw2RROLy9BEAR6YnH2jIWO2H5BQS5rKsuwBUTuyNnLs/X9zAzl0huJMfa3JJf2TGHJQDF5C2Uqz7Pzm90thFWVCreLmkwZraEIEVXNklFvZVD35/3beKm/g20jvaSNiYHkf86xsv4lNZVf79nAOVXTqPK++xTykzj+UOut5g/Lf8WLg69kw8CqPZXUe2sPI4bK3KWUuyZM1s8uP4Ozy98fcuitwiW7+PS0G1lbdjr/s+tm5ubMyhJHo6kxcuz/Pvewahg819PPfa2dbB4aYW5eDr88aSmCIPDfi+YgSwke6bmfraMmc3NmMZAYZHeomd3jzQhmMYJRiyAUI+BGMD0IODkQjtC7d5QPzUxR7i7l+d4Yld5ianz/3Od12+hOHun+O02hvfx88fcJ2PyE0iEe6Ho0u06uPYdp/qlMCzRYmQEFmXPK13BO+RpM3USQBKKdOjt+E+cQHoT9v08RnCFRdqYL/OCWXfz91PvYOLyFV4Y2sn54E/2JATaNbMWVUR91Rrv5ZctvM8qkhRQ5//kNxztj3awf2shoapQbp14HQHu0k53jTQBUuStYkr+AxfkLWJA7N7tdubv0qOW9FoIgMC9vYt1do0MAbB4e4GPTVzAzpwjDNLPTS1P99Xxn3v87opxDM2SeUXoKU/31hNPh7DXw23ycX7E2QzhFCafDhNUIST2FQ7TInOHUKFtHd7B1dAd13hqurbuMU4tXZUmpo8FddyLl192L5MoBTFZs+TMV/lL+V1Dojo9x/Yu/4ZPTTufci5ey42WVBScfrkgWBIH6k7+GlopQufhjiJKCTZJos+9BdfVSW7yGSs2JIkNiVRgeFil/4UT2lG4C5h61TpOYxCSOHSbJo+MUSk4l4WXfYfpcK22vIEpU3HD/YesEl11/2LKjeNphy29mPvx+4dC0zd7pZ+KdfiZmRm4rOry4p5yCEigDIDXQTLTpMZLdWwksuAxDS/PQXZfwV7/GLqyBqohITI1ly38rxNHBRlQQBEzTwNCOno5KlB3WOoaGkVFsCYKIKFsNqaGnMTMDU103MPUUuppEQEGUrAbQ0FITxycpCKJspX7XLMJCUSCYZ/1Z69gQRAnTNNDVBKlQN3OXJPEVzQSWUzrnSnKqTsRf8sbmv3oyguTwYuoqAw98ESMZwlW7AnfdiRRf+CNkf0n2OI6GoN3OUCJFjt2O3/behBdVeN08eNYpPNzexfJi67pFVZULHn2Wxhw/F9RUsrK0CHsmM5stv57C876PHhlEkB2Mbe9h9Nn/wxTcROKPYqQFZLdB/iI7eQtkbAGRijGDXa+qzFxqEUHJuMlYT4CRIoOCUomCchF/roDb2EX+8ANEm+fiql76usTR/e27+cH250kbOrW+XBqDBZxRPoWZOUXU+/Pek/P0bnFCUSXN44P0xsNMC1rneV9oGM0waAxOdN5jqkbLeAhZFJmZaw2arn/2JToiMer9vix5ND0YYDCepCHoJ6nrOGWZs6vKmZUbJKKqRNIq4bRKWFUp90woI1yyhN+hsFscQTNNMGFESKLadIIzLSPg8Msm/nE3TdVhaqqs7f649wCPdfYgCQIvXrAGgAfaOrm1aR8+RcEhi6iGikuWWFZUwlUNdazrbWXr8DBgI2i3MzevkAV5JTQELBXkkz37uGP/Vu7Yv5VvLzydU8vq38tLMIl/EBRRYVXRiuzy8sIlr+t7dzzAyLRN4usQpHW+Gm5d+hO0jFpkKDnMheuuYlXRCj7deCNBe+D9qur7juFEknsOtPNQWzejKavNFgGPopDWdWySRKHbYO3TV5Ey0uyPtGYJk5sXfIetIx3c2ZIJPRQAsY3/nn8Ji/NruLX5Be5uf4yb9+wEQE5fiGjUIkvD3DhtOavLSxhTu2iNdFDmLqHBV49NOj7CbnVTpz3aSdP4XppCzRyItPHLJf+HJEi0Rzv5a+eDADSN72VZwSKm+Ru4vv4qizDyTyXfkXcEIZ8aNeh8KE06ZDDtk05cJSKSDew5IsFZEmrYZHC9xtgunVBLgtLTbRQsUQjY/JxasopTS1ZhmiadsW62jG6n0l0OwMtDG3ii9xme6H0GsMJMl+QtYFn+4uP6uTwUoXSY9nQXc5gDwM1Nv+C5gZdQRIVr6i7HKTk4q+x06n21LM5fcMwnMy+vn8uywkqe72tjZo7lp/ZI5x7ua9vNNVMXsLyo6qjvj0Ovcb4jL+sLdxDVnkq+Ouvzb7jvU4pXMpgc4p6O+9kfaeXLW7/FL/f+jk813sgpxa9vUi27LVVUvGMjibb1FMp2fnf5bXyvcwtP9e7iR7sfo2pxHsvPtCIXTNNk53qV8nqZYL6IbPMw89xfZcs7raiAX9kVuhPjPNDUz+7dAU5okNHnitQ+o1IYL6BoYwWsepOTOYlJTOJd4/hgFyZxBARJwXDmITm8b77yPyEOKoqcZXNxlk3MFMi+InKW32hJdIAHm//EN/wjgDUoWFt6Gqe8/Bjlw9sY97+MbqZJjXVgCAJ6OoqWipBTtYJghaWw2nr3ZaTEyRjEAACn7ElEQVSiA2ipCHM/+CfcufXERvaz7e5LORqWfOhZZIePkdZnaf77FwHw5E9jzgf+CMCBF77HQNN9h22zYRPk15/O1FMt/4zdD3+SUO9mAOpXfY3CxnMwDY31vzm6D9Os83+Lr3gOibF2tvzlAwA4/OXMu/guRNlO9bJPv+G5NE2T4b9/h8iuhym57FYcxdPxz78EPT6KkvEMOpqiTDMM/tbaQULTubqhjnyng+8vW8CUgA+v7ehEyrFAjsPOVQ112eVtQ6OkdJ0tQ6NsGRolaLdxTlU559ZUUOJ2YS8+ieEejc4fJkiPByiYfgmKcwBfsR1RijD+zBq0zkrklbcDTrxBkaVn2LPnZuNTKgOtRexIaSxfvo9E5wbWXHk1gjmb6J5rs1nlDiKmpnmiu4U15VNxygr1vjzShs5Ufz6JDKHokm3HLXEEMC+vlHnLSwmnk8gZn6ef7nqZVwb6qPaU0BgoY+94mPZwFBM4oaiAHy5fCEBD0I9qGFT7PNlwwo/OmMqNMxsO20eF102F9439tr68wFIhmqZJQtezJJNHlPF6RUzDZPlQMXJMYu7WfNiXZjCuketwUOZ2IYkCgiCQ0FQ6IxGGEkmGMubtB5HWB7iqoY6Lamai6z3sGokRSsC6rjTrutr59e4ezq2uYEVJkBOLqtk03M3iAmtg0xYe5bGuvZxXNZ0S9z9GOTaJf32kdI2+eITuWIieWIjuWIiLqmdS6Q3SFhnlmnX3MNWfx3lV07PqxoPPHliDQCWTUvGlwVeJajEe6n6c5wZe4hMNN3BBxdp/mexXumlimCaKKDKSTHF78wEA8hx2zqku55zqCqJaH5tGNrOsYBG59hyW5i9iOBnCVOdx8VN38oGamVxUcwIri06gK/wwFZ4A51fPoNTtzYYMnVdTjdM+i+54Hl2xXtpGZAwMND2Pn+5s5qc7m8lzpujT/4opdvPE6r+SL+WxY2w3fzjwF0pdJZS7LYP0UlcJxc7CN1RjvFMYppENP+pPDPLlrd+kObSPxGsM+dqjndR6q5mfO4drai/LKIssNarP5uVjGYVM9jynTELNOvFeg7I1NmSXQKRVx9QgOWTiLBCZ8VkXsmuCgMidK9P5YJpYl4GWCb83DTMbfiwIApWecio95dltFuTO4cP1V7F+aBNN4820Rztpj3aya7w5Sx5tGt6KU3bQ4J/ytnx23iuohsqOsd28MrSJV4Y20hTaS1D0c665FoDlBUuIaTGW5C9EMzSQYFpg6nsaplfty6HaN6E6v+vADlpCw3xl4xM8ePrVBOzvjc9UviOX/2j8CNfUXsbdHfdxZ+u9dMd7SeoT7XBCT75uVkhX5SKKLrgZIxXFWziVbzqDzDRU9ikuTiicim4aHAgPQFseO9er7N2qsuoCB3nFE/fBaMeLtDz9/1gz9SbuGkjz5IEhbGE/LzVrdPujOKYZfGeTQt5gPaZmwj/+FprEJP6lMUkeTeJ9h6GrCKJsedzER4kONaGlwmipCInEKM8mmqmXA6wETqs5h1s67mJGNMGqcJwaBlAiYdREio4tvyHSv+PIHaTiuJz52HKrURNjaMlxALRU5H09zncDV04tuhp/XaWQkYoRaXoMV80JKP5iDDWJqaeJ738eR/F0ck644U338aVXtvB87wCyIHByWTHlHjfzC956hqJjheUlhdx35sk82NbFA22dDGcGDHt2hPkPYRahPXpWOi85wTP7JgLTJARBILZvJyFZQLS5EBUneipC390fx11/EoFFV6GpEomYiSjpBANJuu+8HkFPYcutwV13Ir6Z52Tr0TI+xF/bdvFEdwtxTUUSRM6tmsa0YAF3nHwJ9b73PmvJsUJa1zkQirBnLERPLM6NM6YQtDsRcdMRFukIT6QSL3A6yHVO3GdfXTA7SzgdxLs9bkEQcMkyLlmm8JBMfQgw60MehjaojGzTMKI2ep/QWCaXc9aMavIWSXz6pYfYONzF/NwKbjt5OWFV5Y8t2+iKRih1BzmtzBqonFpWT3vIJK0PWCqotEpc0winVXTDYFZuMT9YehZffXULv969n+XFhbw4sIe7W3dwe8tm6xofx4TgJI5vqIbOvtAwPbEw5R4/DYECTNPkA0/9ia7o+GvzPDIrp5hKb5BSl4+UrrFjtJ+VxTXZ3y95+k6CdierS+u5qGbCy+O8irOo8VbxPzv/j73h/Xxn5w95sOtRvjTzMzT4p7xPR3vsMZJMZtqALq6cWsuFtZVMDfr5YF0Vc/JyOLGkkD2hZr63+1us69+EW1hAufMAH6yZxbfnfgW7aOfUR39LRE3x17adXFhtJZT44dK1R93fFF8dU3x1h33XFh7mya5utgwl2D48ynDCTkNeLVHDxCZ4+euBDqLmfp7pf/6I8god+Ty2+l4AXh7cwL7IAcpcpVmCyfUWvKpM06Q30U/TeDNNob00je9lT6iFr876HKeWrCJo87NzbDeaqeOUnDT467MkUb7deneVu0v5j8aPHLV8I20S2qszulMjtNciigDyF8vYc0SqLrTjKhZxZJKEHEocAbhKJKbe4GB0u0ZwhjV8aLs7hWQXKD3ddsT6YCnn6nw13Dj1OsLpCBtHtvDK0CZqvVXZdX6851fsDjVT46ni3pNuByCtp983pdehyvRtozv5+KufP4Kcs4t2QmqYXDmHCyvP4cLKc45W1PuGHy87h78c2IYsSFni6A8tW3ArNtZWNGCXju3wzmfzcn39VVxe/QEe6XmS00tOBmDLyHY+u+krXFJ9IZdWXYjPduSEt7vOUiiZhsbgw19mSfcWzjrp0wiCwO/2Psute5/l0/VnkVc8m9CIwWt58LGOl9CSIabt/SVy8Aq2qLv49MwKzp0TYH9Y5MaRfr45L8KJCwY5Xf7nDjudxCT+GTBJHk3imCDUs5l0YgQtGc4SQVoqRGHDufiKZ6OrCbb8+SK0VBhdjbP4Q0+jOAJE+rez5/HPARARBX5Q5GRMFpkfN1jJ13G5crml9HI6X/4RAAYGFR99GG2sG6P9SUwtjTq4D8HQCcw6H8WZQ2rbQ3RvfZjiD/yUxjU/JNmxCUmy4fRYvi+uYDVLP/zCUY9DzMTp59asOmSdiQ5R7fLPU3PCZwDQdZ0dO3Ywa9YsZHmikzNt7U8gE7YmiErmU379fWbS3DqDVdY6gogkH30WxzQNBEFk4OGvED/wPIEl15J74icILv0Q/vkXYy+a/obXKanpWePrsyrL2Do0wo0zGrKG1v8oFLqcfHj6FK5trOOVJ0dJbxLxx+2EsEI1QrlJQlMTLD8xl6B34rXlrl9J1cefRI9ZJvHxfc+R6tuNkY4TWHwtsqSyoPx2OqunMGfJSYxJF6GFenEconZ7umc/f9q3lV1jEy7AlZ4ALjlz7QSBKf8EpEJ/PMHtzfvZMxZi/3jYChPL4MqptXx9waksL+zivtYu5uXnUe/38r3tf8djt7GseEKZ9lri6L2Gs0ik4hw7BaeIPHD/LnJ7SgiGPIxu0xjdppG3yI9qdDCUDNMQ9CMIAgsLVh9Vpv/h6VP48PSJAbRqGDSPhbJhmDFV45nufnTTZDiZYm11BR3RMdpDKRKqiGYYrB/ooCU0zLlV08hzvHkmw38nGKaJavx7pkTWTQMBAVEQ6ImFuL99N92xMJfWzmZWbjHhdIpr1t0DwBV1c2kIFCAIApIgYgIuWaHU7afM7aPU7afcYyUpsEsyd6++nObxQRoDVpjocDJGW2SMtsjYYYTmp19+CM0wWFJYzh+X38I9Hffzi72/Zdf4HjYOb/2nI49M02Tz0Aj3tXayrsd6LgGe6urlwlpLNXtRbQk373qKr2/tIGpuwBQHEFBIqcXsV0fYNTbAedVWu3fTzOUE7E4aAvnviPCu9uVxw3TrfA8mkrzcN8i51WciCAIPt3fx/a27EJD5QN2nkOVuuuO9dMd76Yn3UewsypbzVN867u965LCyc2xBzio7nZum3QhYahvTNBnQBjLBUHDNSx/L+uYciqbQXk4tWYVdsvO9+d+gwl1Gpaf8Lal0TP0QwqhZ5xCfeOy5AsGZ8sH8KOTMevMhgSAK5M612sbEgMHYTut9MNakUXa6jdx58usmQvDZvJxSvJJTildmv9NNnSJnIR2xLhr8E6HEX9n2LfaFW1mct4Cl+QuZnzvnMAP7ox6rYUJcB7f0ptd/LD3OhoxX0ytDG/nGnC+xMG8eNZ4qUnqKoC3AkjzLt2hhzlx6m3sI2N59huBDoRnGO25vcx0uPj59wsN0LJXg1uYNJHWNW/ds4PL6OZxfNQO3cmwJOKfs5KJDiLNHup8gpIa5peU2VhWtOCp5dCgcpTNJD+7FVbfSCnOMDKGbBj6PnZMvchAZM8jJeFWqKRPFLlB9wk1Eh5oQR/ZzUo6Lp0Zi7BJ2c6l9OR5dYanLzwuFIcbHXJx+TI92EpOYxNEwSR5N4g1h6Cpqchy72/INGWh+mJHWp0mGeyiYehZlc68GYN+zXycZ7jlie0/BdHzFsxFlO6nYYJZU0ZJhFEeAlN3NWEEtVbZccu1eCvW9mGaSOUWzsrL9ovozyCldiGz3ITv8yDY3iq+YukorzMY0TfTIALKvCFNX6W3bTioRw140DckZYPzRb5Ee3IvNnY/NV8zQY18ntu9Zck/6NP65HyCy5wmie57AXbsC3+zzUce6iLevRwmU4apeZhFUY12IDt/h6exFHUFyICkuRGmiE3c04kcQBCTljQkaQRBfd53Y/ucZW/9bPNPOIDD/Urwzz0Yd60AJWKqLNzM6N02TRzt6+NnOPXxr8VzmF+RxYkkhf11zMr73METtrcA0TWJdBjafgC0gUhbzMhLXEO2QO0dGmmXwH5tfRU+Y/ODvAitLCjm/ppL5BbmIgoDk8GbDO121K8g//SsIst1SJrW9TPjVW3GWrIAlJ5F70n+AIDGaSnBQY7VztJ9dYwNIgsiqkhourJ7BvLzS41pl1B6O8tfWDppHx/nkrEZm5eUgCQL3tXZm1/HbFBqDARqC/qyvyqnl5Zxabt0zTWMDxPQkQ+EIe8eHOKnEUj0Ypvm6/ivHEnEtzeahHpyywoL8MhSHyB98mxhyplhqVnMTq4l161y0opErlVnEfm+jM5omf5GMq+St6dKVQ7ycrGWB7yyZx4bBYebl57K8qJgTCis56+GnuGHdeubm5aCLfWwb6eX2vVt5/KxrcMnHh8/JPxL98Qg/3fUyG4a6+FjjYioy33/wyT8RUVP4bA58ih2vzY5PsXNB9Qxm5RZjmCZPdLXgs9mp9AQpyxAmumkgHYdhVkldoycWYiAeZVmRRV482b2PW/a8Sl88zB9XXUKNL4fxVJLbW7YAMDe3hFm5xeTYnZS7/eQ4XBS6PNkyv7d4DT6bg4DNcdR3iiAIVHmDh5m4B+1O/nzKpewZG8x+rxk6m4e6SRk6Llnhivp5XFp9Ec0jbraNHiCSrOD5vjZ8ikZvoo0C840TKxwPuKOllZ/vbM4ul3kcFLlNolo3+0LD1PvzGE2HeKl/AHAgifmcWT6Pq2sv5eW+UUrdfqYf4uF2MOTvWKDA6eC8morssluRaQz62R+K8IlpZ+O1KeweHec3u1u4prGIhYUTg+bZOTNI6Am6YxaxNK6GGE2PoRlqdp0fNv2MveH9zLRPY01myFvmLmVPqIUpvlorDMrfwLTAVKo9VdntTio6evj7oTA0q031VksYOrTencLM7NoWtAijnJkSzmLxXbVzzkKRqR920PFgiuSAScd9aYa3aFScY8dV9Naeb0mQ+P6Cb6AZGtFM9gvTNNk8sp2x9DgdsS7u7rgPWZCYEZzGR+qvYXH+4dkzD4bO6a+Okr6tHbHGjbymCGmW/4jj+93+O3i673maQy2Yh+gBXxnexMK8efhsXu496XYq3GXZUFBd1+nlyP7t20EonWbT4AgriguwSRJDiSSXP/k8J5YUsrqshAUFue9q4sYpyXx8+lLu2LeVgUSUn+x6md/v3cwHa2dxRf3c96wd+9Ksz7I4fwG7x5uZ4qsF4G8dD7En1MLVtZdS5i7JriuIMrkr/wP/giuQ3TmooV6u2/QHTlt0NSvK56IZOt/rvJtL5KWUpspZd1+SxafZqai30XDa/6KpMfLEHJ565lGe7elkd3+U3zwiYJo2/A6FpKGS0gxc0mTc2iQm8V5ikjyaRBbxsTZG2taRDHWTDHeTDHWTig7gDFQw/7K/AZAYa2O03ZJsx0cPZLf1FMzA5ilEtnuR7f7Mpw9vgWXiLQgicy78A5LNjWz3EhYMbm3+Nfe0309hfgF3nfhzREHkB/F+cu1B7NJEGI3NnY8tQ14dDYIgIPusWT9BUii95JasQgfAWbkIUXFgzxiKG8kwpppEyEii04N7ie9/DsVvNXLJ3p0MP/m/OCsW4qpeRnq0g+7fX4LoClL9iacwDZ3OW89HtHkRGqwMYKMv/RpTS+Kb8wEUfzHJvl0Y6Ti2vDpkdw6mrkImVO+tIj3SjqkmsBc1okX6SfXtwtTTBOZfirv+JNz1q95Sea2hCN/fuoutw5Zx6N3725lfYBlm/iOJIz1lMrpNY2iDRqLfoOAEmfIz7RQuU3CXieTMlpHsVgrmrwizuK+1kx0jYzzT088zPf2Ue9z8/MTFFBwSBiU5/fhmn59dFhQn9rJ5aKEO9GSYrfEYv23eyM7Rfh4+4xoCdicXVs/Ab3NwdmXjcak0aRkP8WhHD81jIf7fwtmUuF1EVZV79rcDsGt0nFl5OeQ7HVzXWE+N30tj0E+xy/mG98e0YCEPnH4197ZaIR4AA/EIH3nhPi6uncV5VdNxysfu/tBNg+axIV4Z7GTDYBc7R/vRTIMlBRUsyLcM80/0FOEvyGNJYSWVuTYwQRBdhA/oDPcnSfRrDG/UcJeL5C+SrVlz5a0/UzZJYmVpEStLJ1QCcU1jTl4OGweHmZEboMafY82Ihp1c9eRLLCzMI21EKfXYuKB62nvmLXG8IKmpbBzqZsNQF6eW1jMrtxiPYuOZ3v3opsmW4V4qJEudMZSMEdPSjKTih5VxYkbJFlVTfG3zkwBcXjeHT820Br6XPHUnQ8kYiwvK+d/FZwJw14HttISGCdqcfGKGNaPeHQ3REw/hVez4bQ68ih2PYn/H5KZpmoynk7hlGzZJojcW5jfNG+iOheiNhRlKTiRiWHf2DbhkG4Ig0BkdB6AnFqLGl0OFJ8AHamZS6vYzL89qNwRB4K+nXXnEPivfQWY/SRCp9eVS65sIIxYFkVtXXsSesUEKnBPk1LaRQfri8PuWzRPHSYIi2xB/0qbik7yE00l8tqOrWd8vmKbJrtFx7mvt4LrGOko9Hk4uLeJXu/ZgCjE0QnQm0nRmooV+v+9xvr3gCmblVNKYA36bzg0Nn2dGsAqA6vrK97X+q0qLWVVazEgylfUEfLKzl1cGhnhlYIjfn7KcIhckNI3VRadxbvmZ2W0japTueC9uaWJyqNhZRESNoula9rvPTfsEX5v1n+8oXMvUTSKtOqM7dcabNPQETP+ME0euSP4CGUTImSnjKnt3hNFr4amSmPZxJ4PrNXqfThPrMNjz8wQFS2VKTrEh2d/avmRRzip7BEHg/lV/YtPI1owyaBNd8R62je7MEj7RdJTbnriVNa3zyU8H8H9+JtLcANwGRmuM9M8PoBZLbFvYS29DnEvrLgJg99ge9oT2AlDnrWFp/kIW5y1gbu6sbF2qPBW8WxyqKnq0o5tvbtyOCfz8xMXML8jj+V4rvPrh9m4ebu/Gb1NYVVrMKWXFLCh4+yHyDlnh4trZXFA9g8e79nJ7yxY6o+P8rW03V0+ZDxzuo3asIAkSp5WczGmZMDbN0Lh1/x/pTwxwX+fDnF5yMtfUXUZ9hlgCkN0WsT2+8Q70cD/VTY9izrmQPx14iad6d7FxuJWvCzeRTsKLD6U48yqRQF4RdmAKMC/gI5KKI9pTLJ3qQdXhhoYcEl392OXjb1JiEpP4V8MkefRvANM0SEcHkRQXssOHrsbZ9+y3LIIo3M2CKx5CtrmJjx6g45WfHbG9mhjLkjG5NSdh9xbh8JXiCk74MzSc9p03rYenoJHeeD9/PHA793c+Qiqjny4EhpMjFDjzKXEVvXEhbxHCIbPaeas+fdhvBWd/GyMRQnRYHRX3lNXIvhJs+VbjJnnycE85GVue5YdgakkExYXksAx1jVQUbdyahTKnW5288Pa/oUeH8Ew9FfzFjL54C4m2l8lf8zV8M89h9IVfML7xTwSXXEPOio8Ra32J0Oa/4CyfR3DJtWiRIaLNf0f2FuBpOJXwjgcYevwbOMrnU3rpr/FOO9MyHJx57hHH93pIaBq/bdrHn/e1oZsmdknkusYpXDrljVVK7zXifTpDG6yQpIMSeuGQN5GzSMR5yKylXZJYU1nGmsoy9o2Hub+tk8c6rPOf57QGRLtGxjCBGTmBbOcorqXpDtQQOuWrCF2DSA4fw6ODbB7uQURgy3APJ5fWUe4JcO3Uw2cy3y8YpsloMpXNVDacSNI8FqJ5PMQPTliIQ5Lojsb5y742APaMhShxu6gP+LikvprGoJ+5eRMKg0NDtt4K/DYH1zUszC7/tW0XvfEwN+98kd/t3cQltbP5QM3MdzzwHEpEyc8MdP/YsoVfNL1y2O+lbh/VhwyuV/tKmNMwB+ngzGGmn+utEZlynYOhDSrjTTqxLoNYV5quR9PkzpXJX6RkfTreLtyKwneWzkc3TVK6jkuWOamkltMffJJQKk53Rs1lYvLr3R0sLnRzXeMsZuYUHdfqtLeKg6ReidtH0O6kNx7hs69YITc2Uc6QR3ZumrkCn+xhVUkZu3ZYGaruPOUSIukUITVFJJ0krKYIp1PZUCvNNFiYX0ZETVHqnlBthtMp4pqKZkzkAd8w2MUL/e0EbI4sefRUz74j7hkByxD+lysskvgv+7ezY7QPn83BF2avzJI9+0PDjKeTnFs1DUkQebb3AN/Y/BQxTeVXK85nXl4pJvBIZ/Nh5XsUG2VuP+F0CpdsY35eKT9ffh5lbl+WtPHa7Hx+9kreT4iCwNRAPlMDh0+kfGfhGewZH2TP2CC7xwdoC48CTiTRwCU5iWtpTnvktxQ4PVxRP5cP1lqD5KSm4jiG5PDRYJommmmgiBLrevr4r1e2AtAZHebWVasp9bipy0mwZ3wIpyST67AxqrYR0bt4bihKRD0Xr+Ll9pWfeE/r+XaQ65iY2LqgthKvTaFpdJypAat/8ERnLzdv283S4gJWlxWzvLgQr+Kh8TUhhf+38Nvous62bduy373dzHmmYRJtNxjdoTG+W0M7hMOVPQKpUQNHrkj52tfPsnosIEgChcsVgjMkuh5NM75bZ/AlDVOFinPf2b69iodVRSuymRN74n28MrSR2c7pqM8Mknq6g+uGDmZVTPOR+z9GZW0tZ33xZBq35qOtG0Lp01n4YCF9z4yhnjeEvDSXD1ZfwKriE1mct4B8x7H3eNwyNMKf9rZan6edaLXXfh8mUOPzkNStML/zaiqo9nl4qquXZ3v6GUulub+tk+0jo/z5NOvdMpJMEbTb3hZZrogSZ1dO48yKBp7tbUUz9Kz/0dc3P4VNkriyfh7lnsCxPnTAIgG/NefL/G7/Hbw8tIHHep/isd6nWFl4AjdN+xgV7rLsunknfwbJGcA742wEUeJM02Bvfh2nVC1kWZGTtB7B5ZYI5E207bGRfVx04Ic4jDTlC2YzdVkOoiig6zrr9tmy/lWTmMQk3jtMkkf/Ijh0RqF/zwPEhluy6qFkpBdTT1O78ksUT78QUXYw0vYspm6N3JPhHjx5U3Dl1JE/5UwcvjKc/jIcvjIc/jIUZ062bG/hTLyFM1+3Hm+EsdQ456+7AjUj3Z4RaOS6uitZUbj0fc0UI9m9SPYJibmjeBqOjCoJrOwQrspFE7+XzKTmphcwM14fos1F6RW/R42HGA9Zj5B//iXo0REkr5WiVfEVoeXWIHusjr6eCIGpI2QMsNXRDhJtLyPZrcFIerSNkWf/DyW3Bk/DqbiqFoMoI9rcmFoa0e4huORDb+s4m8dC3NHSCsCJJYXcNHsaxf9Ab6Nou073E2linRMDRnueQP4ihdx5MrLz6B2kUDpJW3iUiJoilE5S5tW4oM5PVNWznapvbNpMZySFJKjct2Y1BS4Pm4d6soPgzxRMZy6wqqSWGxpDrK1opMh17DIZaoZBbyxOOK2S47BnPaT+tPcAQ4kU4Ww6+zQRVeXjMxs4obiQmKqx9pGnj1rm/vEwM3KDzMgNclFtJY3BALMyIVh2SeLTs6cddbt3g+sbFlHi9vGHli10x0LcsudV/rhvCx9uWMTl9XPfvIAMHu/ay2/2bKArFuKxNR8i1+Fifn4ZHsXGgrwyFhdWsDi/PBvG9GYQBAFvjYS3RkKNmgxvVhneoJEeNxl8WWNst87MzzlBAFMHUX77pI6UMfUGcMoyj519KluGRljfP8i6nl5GUxqYdtYPtrN+aB+V7jwKHRWcVFrC4sJ8ytyufxoy6WB70Tw+yCdefICwmuI/Z6/kwuoZVHuDTAsUg+Fl3xh8dN16eqIxhpJWqvTlZ5cCWIbkqsCUwOurQnPsLn6+/Lwjvr9r9WVE1NRh7/2zK6cxPacI6RCPOY9ip86XmyGlkiR1DZPDfbm2jfTyTO8B3LLCF+ecBMALfW38eNdLACwpqKDE7cOn2IlpVtszmIgCUOj08NFpSywfIpefUrcP/2vCy4J2JwvzJwY8xxum5xQyPWciNXhCU3m+dxfJnjoEQWDf+BAGBv2JCAcPyzRNzn7idryKnbWVjXwoQ55rho4svrOQD9O0NCGiIDCYiPKlV59h71iSs6sq+M+5S1heUoQo6OjEUc2J8K3/mLmY5wee49Gev9GettSxQUeAy6ovOi4yb70RKrxurptWf9h3O0ZGSRkG63r6WdfTj0OSWF5cwDnVFSwqfPfeeQdDtEzDZPePEqRGJgbLsgsCM2RyZsp4qsTX9R56r2ALiNRe5iC0V6PnSZWiVRY5ObJNw1MuYs995/28okEfa5+fhb5hL2rawImIphhsqNrP70sepUnuZGPHbvYFW7ntwp+jnFHEy/c+wZRNQYqjQdQ7OjFaIiy+fv6xOlzGUik2DgyzcXCEz86djkOSiKoaL/UPArBpcJhzqiuo83t58KxTKHBOTMJIgsC8/Fzm5efymTnT2To0ylPdvdT4JvolX35lCz3RGCeXFbO6vOSwybE3gySIrC6dMITvj0d4rGsvJtAVDWXJ9/cC83JnMy93NntCLdyWCRN8afBV/mvGTYCVzU4WZARRziZ3SY+0E3nkq1wPlNadgGbq/M71R0aSEb49fDEzfVV07deobqylqGQ2Qx3rue2pX1C3+EbW1DTy2BaVrpEAKya5o0lM4j3HJHn0TwLTNNFSIdKxIdy5VmdlaN8T9O2+l2Soh5zK5dSd9CUABpruJzJweBYyQZTQkiHrf0GkdsUXUBx+HP4ynAFL/u0KVjF19TePab2bxvcylBxmZdEJBO0BTio8gbAa4dq6K1iYO/efZrAF1jkEKzTOUTITRdchM2sYXHzNYevmn/7lw5bzVv8nOcs/miWPXNVLEdd8LRtuJzn8eBrPQHJbM2Gyr4iqjz+B5Ay8rTr2xuIMJZLMzsthbn4uV02tZWZukBUlhW++8XuA5LBBasQgXBplLJJG7XQjSBCYJrG/spddrh5sksQnnJbS4I8tW/jLge2E00keWXMtPpuDTUPd/NeGx48o26PY+OLcE9AMA5csYmKgkSKmWaRoWyiJX/ERsIt0pK3Bol2Sub5h0RFlHURa12kNRwmnVSJqhuxJq4TSKtc21uFRFLYPj/LDbbsJp1W+MG8GS4sKCKdVPvjEcwBcPbU2m9b+r60d9MYSR+xnKGENxN2KjCwIuBQZn00hYLNRH/DREPRnib4Cp4PPzZ3xTi/B24JNkqx04RWNPNO7n9/v3cz+8MhhCoWRZJxcxwQJeSA8wrO9B9g+0sfNS9ciixKiINAVCyEJAnvHh1hWVMn0YCF/P/P6d23IrXgEilfaKFqhEN5nqdjcZdZAKdKq03pXirz5MnkLZezBd74vtyKzoqSQFSWF/Oe8mfTF4jzc3kZvwsZTPfvpj+t0hcfYNDgGWKnETyguYElRPqtKi9/VMR5rRNU0mzOhaOv7Ozmnch5+m4eOSJRoyo+Ewk+2dVHrLWFufi7fXriGCx9/Fhg7rByPIjOcIZEe7ujm57v2Mjs3yNcWzXlbpvsBu/OI8L+TSmo4iZrDvruoZuZhmcbSuk5ETWGYEwT0BdUzmJtXkjVbPlj+rJwivIodLbPu9GAhd51yGcVuH47MTLwsilni5F8FTllhdekstg1tA2BP+BU0+X4wAzw/OMSK4iIwnYTSSULpJHF1wkH52nX3ktI1VpZUZ814X88D7SAB2RYe5ae7X2bP2CCfnX0iq0vrSGgmu4YlwM2LfaP851zLf+x7y2ZR4HRTc0jK8cZAHp/bfDchNUyRo4Crai/h3IqzXjf19/GOry6YzcV11TzV3cdTXb30xRM81d1HiduVJY92jozREPTzVt9OpmkS7zYY3akxtkun/hoHzgIRd5mIFtcJTJPJmSXjrRYRpH98n8o/VcY3xTKtTg4ZdPwtBQIUrVQoOlF5y+S+qRoIioiZ1En9sAVSmUQkJQ7klfk4F+ey2rWQpdq5bBrZyqtDm2iPdaEZGrJb5oSrz8K8REd7YRjt7wPIKyyiW3thCHNcRT65AMH91odBummydXCYVweG2TAwxN7xcPa31WXFLC7KZ35+Dp+Y2cDiwnxq/RYRJAjCYcTRayGLIgsL81h4CLkYU1VaQxHCqspd+9u5a387RS4np5QV84G6Kopcby98usjl5ZYVF3B7y+as+tAwTb6//TnWlE9lVu6xb7Ma/VP43vxv0B7tZOdYEwVO6/z/uuV2XhnayLV1l3NS0XJEQUS0ubEXWZ5ltrxa+hNhkkaaoVSEj714Gx8fuxFx1Ed0XKHx5G/y9P1f5U/2ReRuW8/qynoW1UsUi4NIYskbVWkSk5jEMcAkeXScom1gN7/veITcnvvxpEdwxwfwpcbIx+CUDz2NJEmoyRDhXsu0MxGaMMrNrz8dX8lcHL5SnBn1kN1TiCBOXO6iaee9Z3U3TZMto9v57f47eGVoI3n2HJbkL8Au2fnmnC+/b+lXjyeIigNRmeg82HKrDzO5thdOpfDsbx+2zdshjtK6zp0tbdzWvA+/zcZfTl+JS5b5WIbEOFYwTJOhZAzDNCh2WTL9uw5sZ39ohLCaJJxOEcmErnzIs4Tyx8qQ3fCFmX9jVI3zoZkncN3aOSgegZ+tb+LF1vbDPE5U08j6jhw04s2xuyh3+zNmvA58h3yapoksivzP0gUcCI0hCzKlbj+qYfDnfd1EUrkszC1ideaW+8HWXYynLPVPJJPOPayqfHPxXBYX5jOaSnPN0y8e9djPrS7HoygYpklLptM4mrQGXj6bgluW8doU7PLEbPnaqnLiqobPZsNnU/DaFHyKQo3fUpyJgsDzF6x5Xwyq3w5kUeS0simcWlrPywMdWU+ilvEhrl53D6eW1fHf809FFARe6Gvj13s2ALB7bJDZucUsKajg+4vPZH5+KR7FIkxFQTimxymIAv6pMv6pclaqPrpdQ4ua9D+nMrguSX5eEneViDI/iC1ohXKI75C8Kna7+PD06cB0bpq1ghf6uhlOwKsDQ2wdGmU4meKBti6ax0JZ8mjjwDCyKDAjN4jyPmWxS2gaoiBglyR+v3cLd+/vYjSpYhAF0SJRf9vUjprlX9yYQNo06YnFmZufS6HLwdqqMkrcLsrcLko9bsrcLnw2BcMwGAGGEkkkQaA9Es2G8nRFYwhAmee98Q6zSRK50uEk1aKCchYVlB/23VkVDZxVcfi7zyErVB9CWvy74JzyNfQlBrmz7R5eGl7Hhete5SNTruGxNdewPzxKgcN6F6V0jf3hYXTTpCExoSb7z1cepSceojFQQJHLy/7QCHvGB/n2wtOZlVuMQ5Z5sa8bwfTxQGsnq0vrqPR6qfe7CNjtXDl1QpmzvLiKwcQQP97zS9KGyn/NvAmX7OITDR9GERXWlK5GEd95KJ2hmsT7DJLDBnnzrHKinTqSQ0B2guQU3pEq8e1AEASmBv1MDfr52IypNI2FeKqzhzPyizCGU4THE3x023pcisRHo/lIJAn7evH5XczJtxIf6KaJYJok+0xGd+qM7dJIj02Qo+O7NJwn2yg7y07lBe9Mafle4+DEoCCBp0okcsCg72mV0W2Wobav7vVVZUZvAu35IbRXRnF8sQGxyIG8LBczriOfmI9Y5z5s4tEtu1hZeAIrC084sh52CWV1IfJJ+SAJmKqB+mAfZkhFCNqQl+dl1VyvhWmatIajmIeE137plS2E0xPKuTq/l8WF+RRmyBy3onDF1Nojynq7cCsKD689hVcGhnmqq5cX+wbojyf4U0sra6us9jiUSjOYSFLn976lidg5eSXMyZsgV57ra+Wvbbv4a9suPjNzBZfUzX7X9T4aqjwVWR8pzdB4oOtRhlMjfG7zV6nxVHFN3WWcXnIKJRf/AiMdRxAl3PvX8Z3ODfyx4XQeG9zHy2xhOSfRsT/NtIVeLl/1EdY99wRzks10bjGpmncNXe9J7ScxiUm8FpPk0XGK7cMdbDTmw8FJQVfmD6gb66Imr4rHTDd/LP4kdsnAqUh4nr4Tj02mwOHmG0v/A4C9430MxSMUMUyVJ/8dS9LfCkzT5IXB9dy2/09sH9sFWGZ6i/LmE9cS2CX7vyVx9F5j0+Aw39+6i46IRbqUe9xE02o2BOedIKmpbBruoSdmDRoOZk465eHfENPSnFZWz7cWWhliXuxv59XBLnJSbpYPT6UmWsCPpjxOV8kwNf5yXEUiVUoOdpvEUNUoisfq5JxUXEO1N4ecQxQIZ1U0sKywAp/iyPqLzM0rOaoR7aEodvmyZBbAaDLF/Pxc1vX0U+/3QiICwJNdvYQO6fgdxMHOoM+mkO+w47PZLKLHpuBVrE9H5nzW+n3cvHwhXkWh3GsNkmVR5OnzjkwS+6HG+iO+ey2ON+LoUAiCwAlFVdnllwY60E2Dx7ta+Pj0ZRQ6PSwrqqJ5fIjFBeVUZHwUfDYHK0tqjl7oe1RPUzMobUgRHAph7AmjxJIIwxA94KJ1sxO7lqQq3Ilc48K4sp7RLWlcA+PIpTaUOX4cuW991t5nc3BWpRUScHVDHf9v45P8vauLoC2Hs6ssImPHSB8/3tHC/lCUUreLe884CUEQSGgaDunNU0m/HkzTZDSVoicapycWZ2VpES5Z5u9dnXx3827imsH/LJ3HqtJimscHGU3IgIxXETi9sprFBeU80j6CZphZUqjU7aLUY32CdT9/ZcEbDyQ+NauRKxvqaA1HsGc8qn6zu4W/d/WyuDCP/122AMdk1pt/OFyyi5um3cjastP4n503s21sJz/a80tGU2N8OpM2HixV5iNrrqV5bAivzSIDTdNk19gAo6k4B8Kjh5W7a2yA4QT89UAHomHd871RIatUun31SUd9t31x69fZNroTSZD4UN3lFDoLuPCQ1N9vFYZmkhgwiPdYf7Fug8SgAQbIbsibp2AaJnt/neSQpFoICsgOAckFslOgZLUNb7XEeJNGYsBAcgrITgHJSeYzs+ywvH3MiIYZSoNHRgzYMLri6HsiCAV25DkB9PYY6v29ENcwYzrVcY0Px3UwD5AEbEDhmTZ61RRzX9UoSjrQnh9gd0BFW1EJ0/2s2xYlvVOkIOU6rN5dBRHGKuMo04MUY0NxC7zUN4An00YdbK9sx9FzZ88Rqb/WwdhOne5H06RGTPbdliQ4U6LsTBs2n0Wqm6qBvnUc7bkhjH3R7Pb6xlHEs0tQLil/V0p1IWOkbEqgfLAMbf0I0hIrOULqhy2IxQ6Us0sYtRtsHLSURRsGhhlOpjitvJhzZSvU7LTyEmKqxqLCPBYV5pHreO8UcjZJ4sSSQk4sKSSp66zvH2TH8BjVmdC2xzt7uHl7E5VeN99dOj/7/VtFvS+Pcyqn8ffulmy21fFUgq3DvawsqXlP+iayKPOXE3/LnW33cnf7fbRG2/l/277DL/f+jh8u+CYN/imYusrYK79DCvXymWlrWDT3Qr6740GicphwcIDi0DksKJrGz2a00PrcHaijgUmvo0lM4n3EJHl0nMLnLcIlbEITHOjY0E07pmlHQKQsx5p16EqbJPV8kjqE0kAmUYwoRvlGxgP3B9ufZ+eQNQi/ffU8pgaKuWPfem7Z1YZN0qnN6aHUK+CU/PSECjixaD4+m4JmxtDNKIVOPzW+HAJ275v6D4yrIb64+b9JGilsoo1zy9dwVe2llLqOrxCOfxWYpsk3N23n0Yx5dI7dzn/MbuT08pI37GSZpklYTeFRbEiCyIHwCHfu20Z3LMRHpy1hbl4JYTXFZ9Y/DMBV9fOYlVuMKAjkOlwkYypqxv/JNEzONWZzft9ifD0ehIxfya21F1MyxUVOgxPRJvArzjuiHudUHenZU+j0UHhIJqF3ihyHnW8tmcdIMoVkmhxo2g1MkDneTCfba1Pw25TsrKFLlnlo7eo3LNtnU1haVPCG6/yr4tqpC1hSUMEjnc2E0kkKnR6m+PP47uI1/7A66TtDqOuGMFoikDIOa9Q0rx0t6MVmF1AGVUTdgLRBrEtn5PkkOaM9mEDTuqkgClSHO8AmYvpteBc4EQscpEUFW5UDOfj6zeU3Fp7Kp2bGGUnGmBLIxzRNvrftefaFwSa6mX6IV8W3Nu1g18gYS4sK+MK8GUd9VjXDoC+ewKco+O02YqrGNzZuozsWpzcaJ5ExXQW4zeuhMSfA7/duIK5Z93F/JlTyopoZ6HoHs3LyWVJURH3G1PdYEXv5Tgf5mXAM0zRJ6joCkNT0LHG0a2SMAqfjsKyIk3j/Ue+r5dZlP+Gh7sf57b4/cnnNBwFI6EmSWpKgPUCO3cWyooksZoIg8MdVH2TP+BB7xgYZSESo9eUi4eQPe7oYTVltjwAsKy7ggkNS2x8ceLaED/B4z1N8suEGBEHgqppLEBH5UN0VFDhe3y/rUJi6SWLIRMBKqDC6U6P9nhSmfuS6stsKmwIwVLAHBbSEiZ4ETDDTJkZKQxjT0UwT40SLZEo9Nki6S0UydTRDRzJ1JMPIfOqMTymh4rMFJP7cDZtGCJXmE59SgKd/HO+ePtQKH+m0G2VUxdYUPrJiAIqA4Ja5e9WJ7EhHGOztRG5VyYtLzB6zoT/Yh/5gHwslkbjkpt9tIk13UTbPQXtOmP95eTMk4KuJ2cwiiGoYfPalTUfsxiFJ/GTFImbl5TAYT/CDbbuzkyAH1a8+m8LK0iLskkRS00nqOh5FftdhxUeDIAjkzJLxT5HofTrN4HqNsZ06oZYEVSeDe3AM7aURiGQyz4kgzQ4gr8xHbJgI/TomdREF5IU5yAstFWL6QARjXxSjPcZ901Lc3LqPvKTIsMNSG9klMdOvsciJ9yuE/LVwSFI2499BjKfS2ESRoUQyG+a+c2SMjQPDrC4vpsL7xn2pMo+fr8w7mU/PPCGrEL67dQe3Nm+kyhPkh0vPek+MtXPsQT7R8GGurr2Uezse4I7Wu4lpMcozZtpjWhT/xT/D2PkIgUVXsBaBir5dfMvZT090mI+99Du+5ruRQOIM1OVefh0RuWps5JjXcxKTmMTRMUkeHadYWTCXnFQeVdNLceZJ2HNFBJvJSCqKLRN+dkHNLHIc+xhNJhhPWxmbYqqG45CwGau9TWJip9hlmdN2RsdRdT+qDptHnmDTeBcYAWzpG3i1b9dratJL2nYLghjGJdQhqmuocOcji5A0xtDMEMVuD7NzK4ioSeYFLqAuYHJ5zQfZMjTCPQcOAAcOK3FasIDTyqzMI3cd2E5fPEKu3cWVU+YBsK63lW0jvQB8YvpSZFFiz9ggT3S3AHBR9UzKPH5GU3H+0LLlqOfv+oZFeBQbreFRHuxoAuDsykZqfblohsEzvfvxKQ4qPAFK3NaA6r1IY/peQhAEPIqCAFxYW8lHpk/NphA+iKSu8XjnXnriIbpjYXpiIbpjIaJqmntWX06lN0hMTfNQ5x4AWiOjzM0rIc/hZnqwkAKn+7B00besuAC/zUFsn0HPk2lGt2kExycGAN5akfxFCoFG13HhvZDrsKMfMtC+uP4fm2nu9XDw3jNG0hj7IohVboQC+/tuePpW0BgsoDH4jyHPzIiGvieMvieMVOdBPiEPcyyNsdPyc8MrIzX6kKb5EBu9iEEbPqAE0JN2jCE/EiZOUyRvvkRisxczbSDYBEgbOJIJSALhGFrXhN9PGki7JWzXVDHQ70IeimITVeQyB7ZqO0qxjVyHK+sFldBVCl1u9oc7OL0ij0/PsgYcz/W2sm14hJFkmgOhcPZ9c++BdppGQwwlkvTEYgzEk+imyRfmzeD8mkqcssT6/iHSh4RPgIZTnhBVnFRSgST0sLSohPNrrUH8gvyybMjhew1BEPjesgX0RONEVEvJZ5om39q0g65ojOXFBZxfU8miwrz3VG1njKSIbYkRFd0gCRTOBMEjE2ozLMXJIaoSUTn+nq/3EqIgcm75mawtOz07GfTbfX/k3o4H+GTDDZxfsRZREOmJxhlJJg/xfgPRDHJD4yyKXE6GE0l+uqOVHLudc6rLObe6/IhkDNtHd/Hb/Xfw4uB6AObnzuaEgiWsLDyBk4qWv24dTcMkOWwS79GxB0U8VRIDL6n0PKESnCFRc6kDe0DA1EFygrtUwlUq4ioRcDk0xJE4YqEDsENLmDqjH1PXQbWUQKQnniHTJmIrnQMCePb14zVeX72gCFY7YthkDEEiNWYyvksnnZYx7D4So07GHkgjGQINl1Qg5yp0PKYTHxOouMSJb4adnqc1Im068n0GAacbsbyRoUSM8TERdzpGrj+BbTSGnNDx6RGSV/kpme+ERwao3pLkO7m1tBaZTMmQwElNZ1rQnw2/jqRVTCCp6zgzStmhZIrneweOekxPn3sadknihb4BvvqqlQnvpysWs7Awj5Fkkq+9ug2fTWFNZVnWN/Gxjm7sknQYGeW3Kbhk+U37T5JDoPwsO7mzJLoeTBHtA9u2AbQd1rtWCCjIK/KQluchBt9blfrzvf3cu7+DptFxHrppCfJgmrJig5JdEre/lEdPlYx2aj71c4uQ4bCseMcLPjJjKldMrWFfKJIl6x9q7+LBti5+3dTC39asosTtetO+7UHiCMApKXgUG3FdzSYV2Trci2roNATy33Hm1aPBq3i4tu5yLq2+iP3hVtyy9Q75afOveab/eS6uuoAPmzqxLffgee7HfKewkTtnnkfnYJTQtgDjhk5kZCovuZ9DEeD80VcwZ88Cjh/l3SQm8a+ISfLoOEVqxITdBbTvVgGrIy65wB5UiOQmseeITDuhnFkzKtASJpKdow40f33ixQCkDS1LOn2geg7FrgOMpuLkOS9CI0J/PE7TUIwyVw3htEpndIjRVBLTtCMaNRhCG3FdRNEc7AtFMqXLQC5d4RTd0Sa642EqXaV4hQoeax+nOdTOU70tR9RpbUVDljx6oquFXWMD1HhzsuTR5uFu7jpgGX5/dNoSZKA9Msad+7cBcGJxNWUeP5F0Kvvda3FF/Vw8io2eWCi7ztzcEmp9uYTVJF/Z+HcArp4yL2sMeuGTdxBKJ1laWJENybrrwHZaw6P4bHa8Wb8dO9XeHCoyqaeTuoZLFN8X4qlpdJxbdu/l64vm4pAETq3I4+TSQubk59EeGeOrm17MKohWl9YhAP+z7VmO1iUeSESp9Aap8ga5oXERZW4/s3KsWS1RELjtpA+gxU3ivQZ9z6WJ9xhUXehEEgW6H0uSHLJKlZyQOy+TLj3v/fF1+WeHqRkYB2LoTWGMpjDSohyUUwsxmkKk/5jxL3OIiBUuxCo3YqX1KeTZ/qkIzncLUz3kPO0JY3TGs2yJOa4in5CHONOPckEp0nQfQqnzdQk3ySEhlVvqFw/gqfDCB6zOca5poo4bpHfVoXUnEUJpHLKG3p9E604hGzrEdHCIDL6qUjw0jD1lvQd1QEVAsysYbju2GgeOhT6+03Amg8VRZJ+JR1GIqWm+tvlJEqrGytJpXFA9kbr7wbaurI/WQdhFkZiqcX/bbl4caKcxR+HqqfMp9bi4tfllnuhuo8ATpDbjn3XDtEXccOwT8L1tlHomSISwqhK022iPRHmud4Dnegcodbs4t7qC82oq8NneXap4UzXQ94RRDySJFOUSblEpfmkPEjCUUwM5doKbuixlgWgnrDhIyg4SsoOUbAdFzIYoVZxtx1sjMbJVJd43QTTJLitk6eD/slt43cyQxwN00yScTjOoauwZC1Ht9+JWFMZTae5r7SCSVjmhuID5BXnops49zS6S2uV8d8tOHuh6jC/NvImbtwyzfWTsiLI10+DGGQ3kOR38cuUSpuUEjlCqrB/ayO/23cHm0W0ACAicWrKKYqeVHOLQ95dpmqRGLTPoWI9uhaD1GhiZcP3ceTKeKglXqYRoVxEyPVZnscD0a0Xk8QRGZxxjVxzj0Th6XEcH5JMLkKrcmAn9sBCoLATAKSG6ZWSXVSf5hFxrss0tI7gky0j54KdDJD9gDbAdHywltrQIXxJccRM9oaAl/Yhx8CdM9ISIbYUPURFIPBMnLZvIeTYERSQ5aBDvNl5TGQeaDcxpTlgo45wiYbTHMPZEqJxXACIkXx7BNppmCbBEBLG6F3V6FFejj9+edEJ2osYwTWKqRjitku+06lvkcvCFeTOyiR8O+v1F1InQ9rimZWvjVqzvRpNpNg1Zao7ZeRNeYd/dvJOU8dpjgO8tW8CJJYWMpVJ89sVNE2F0h4R+r60qx7UtgnlvN4G5Hlyri5GlfIy0Ts+oD2Wen9JT7IiuY/t8jSSTbBgYZvfoOJ+dMx1BEBiIJ9kwOAzAjpw0ixvzWaDr3FY6G4leKtp0+HU/ZkMM4/QCjtqJOg7gVhTmHHJ9FhXkMRhPEk6ns0kM/rKvjSe7ejmlvITVZcVZpfXRcOWUeZxfPYPO6BhKxubiDy2beWmgA4Byt9+aQAoUsKSw4rDJxXcKh2RnRtAyy1YNjabxvUTUKC8NvsqNUz6ELb8O3DkUzFjL1+ZdRDQZYbzezvOPJHjZbnlUPtffw0pPIcL7mLl5EpP4d8UkeXScQlCA8hAuAqRHTbQY6HGIxw3iPQA6hSdYHe+9v06QGjWxBwXsOSL2nEM+c0VsAQGbMnGp6wPF1PqLaA2PZNUoihkm1xlif3QPP1hyFtW+pTSNDXDNunsQzTo+PuUSFhQU0B9N883Nr2KTFApdDryKhkdxMCOngaiqsWMozbM9/Tzb08+XFtRS4vYwGFfZO5Yi1yFT5bcxL78oW5czKxqYl1dKziHZmxbml2PPEF1ypqNZ48vhqnqLXDoY1uSzObLfvRYOyTo3ZW5/dp2D8lvdMJifV0oonTzMJyeUThJRU6QPUaqsH+jk5UyjeSgurZ3Nf2RIp2ueu4fuWJjFBeX8aNnZAPx5/zaaxgYJ2p18ZtYKADoiY3REx/EpdhoC+Thk5S2pnToiY+wZH2TDwDCPtY9jAl959VU2jGwH4DcnXghY8fgH69oRsTr+dknmjPKpeBQbpW4/ZW4rHXWpy5fNoOWzObi+YRGGZhLrNOjvUYn36MR6DNKjh/eY4ssMvFUSgWky6ZCJr04kOEP+t5vBf7swTROzL4neFLaIkJboYTPguCSUUwvBISHWui2SJGlgtEStdTMQih04vz4dUzfRd4wjVrgRcpR/HULJtAgBJAn18X7Uh/sOP0+AUOa01EUzrWdXDNoQzyg6WmlvGYIgYAtK2Fb4Af8Rv+shDSGchlwbxasMxA0ukv0GUjyNrKqImNhSaUilYTSCbjMY6HESX5egPNxNSJbRHAq/sC+l3RalIJTDNLsT06fx4GALZ1eVEE4X4bfJjKsRch02zq2aiigIfOT5v7F1pBevYmdR4WpkUeSGxkV8fPrS7Mzw8Qq/zcYvT1pKWzjCfa2dPNrRTU8szq92NXN6RQk+m4JqGMiC8Kb3sBnTMNrjGB0xjJCK/dIKIi0a8s8sZWtvrhNdlAnKDkTBJFADSp2E+awKJjj0FA49BVgqNRNIynZGXLlE7D7MpI6piYRadMZ2HCUe6uAxTZWou8pBvEfnwJ0pHAUi9Vc7MFSTrofTGY8cDvHOmVA6Kb63ZthsmiZ6JhkAWKEoQ4kJJdBBs//V5cUsKMjDME0+8Pg6KzukOkEE0D3Mz05czIKCPGKqxi27rckcr01hfkEekiDhlApIaWlk/Owa/ztXvPARqm0fodiVj99uzw78LT+4CdXBrLyjm4/f034/m0e3IQsyZ5edztW1l1HhKbOIojHLn8hdLmLzi7TdnTrquRYVcJWIOAut4/cENGauTSPVWW2/+us2jG3jWUvILGQBsdyFkGupVsRaD7YPVyO4ZHBLCC4ZwS2BUzqCZLZfWfna0o4K2SVkw+LeDDNucmGoJgfHsyWnKuQtlNETJloC1JjOQKSb6adXYfdMlCnVepBqrWM1DRPlknKMTNthDqYwDsQwDsTgwT5wStiurEReEETQTIusOYSUzXU4OL/mjY/t3OoKzqosI6KqeBRr2wKng/9eNIdIWs2SE7ppsqgwP3OfZRJOpFXShpElgsdTaZrGxrNlCybMG7UhGwKrry7GpYgI4yojGwb5kLyH7yydx+xVVYTuTcNmna4dYZJLk5xyagGCKHDP/nZMTLyKgv8QL8ICpyOrrnotkprO/lCYGblBAP60t5U797UBcFFtFVU+D8uLC9BNk8WFeVRlwrvskoT9lGKMaUHUJ/rRXxnBaI5gNEeoygddGEecm3NcKoIPYnV5CavLS9AOIfie7u6jaSxE01iIn+7Yw8zcIKvLijmlrJi8o2SB8yg2pgUnMvQWubyUun30xMJ0xUJ0xUL8vXsfmmlkyaP/2/ECpW4f8/JKqffnHVHmW4Uiyvz5xFt5tv9FvIoHQRBwVizkm7NqqJY7uCbaifLY91Dcebwwo5KmyH5K7bNJjzt40bBzpPPkJCYxiWONSfLoOIWzQISFfUyZU4gkSegpk9SYSWrEIDVqooYNJKfVyUyHTEwNkkMmyaEjO2LB1fB00W70Fpl50UrKS73IAfjSrqcYtIeJy4d3wbpiIap9OZS5/ZxQWEmJ28fs3HJmBkuZGYSVBbWIOyKYQymM7hTEJ/YZSauMp9K8MlPgnKoG1OeGaH2ll/aINQBeWJCHWxEY0/bSEY5SV+JgytkN1BtOUr+0BgGLgcVYDZf+Qjs6UAV87JIFiEEb6ft7SPUN4zutkE/MWIb63JCl3lgQRF6Yg74zhHZrFymscJUPZ8pCGUctS5NT6eIXJ5x3RAfg7tWXE1FTyIfMXKytbGR6sJCImsqSS+F0kgpvcOKY1RS6aXBoaZuHe3i+rw2fYs+SR+v6Wvn5bkvCfzBkbOtIL5966UF8NgdexY7XZsct25AFkR8sPQvTNLmvrYk7D2wFE6q9M2gMBlhe4mPDyHY8io1wOglAscvLl+auosztPywV8tcXnHrEPaGnTaLtFkGkRU1KT7dhqNDy2+QR69pzBVylIu5SCXwm+5tGqFR0jHicPS/HWd8sMGteEeX1AZrGoowmVXw2Ga9Nzn7apX+/2SAzogICgldG/XMX2rqhw1fwykjTJkKsgKwXg6mbmH2JzGA5M2DuTiDkZYxs+5Okf9kKdhHnj+dgYqI92m8RK9N9WXPQfwaYYRV9Txhtd4i6HaCfNoR8ZgmCT7aII9/EeZIafQj+d6dWeSeQ/DL4reayaAWwYiIUzEgbpNtTqO1JtN4UDllFavRAD9gFFQFQNA0lqlEVhSrs0BeD9XuJi3D78mau7FjOkvA4vbYYT1T1kS7TOS+/DtMlcX71dJYWVrC4oCIb7vVe+FC8l6j2efnMnOncOGMqT3X10RmNZWe/b2/ezzPdfZxfU8maylI8ioKZ0jHaMvd9RxyjPYY5PNFOmYDtglKUfJmwzY0hSnjLwT1dwVkzFWepRPDg+/3kGRjj6Qniqd0qT4jpOLUUZacqaHUObJv7SPxskIJcJwGvg7TbScrhICXY0JICetJEi5tIGdWRGjdJj5tIDotg1+Imw5s03ghTrnPgrZHouC/F+AGNuKQREdPkBmzkBxzgMLm9/QCtthDT5/i4qXE6qXGTX2zcy+74GGnR4NCGptzjYkGBFQY4nkoTO0RBYhcEAg47eiYUK2C3cXZVOT6bwoycifbru0vnYxdFTObwh/YR/t77DGP8hftO/SNe5Y3JSdXQeKznSR7reZKfLPpfFFHhuvorKHEVc1n+xbhGgsTWG+zrSRLv0dHi1naV59nIWyjiLBAZl3VcxSKuEhFXmdXOKINhzI448mwrJDr96zaMthi266uRF+UgFNlBBKHMhVTpQqxyIVa6EUqcCIeQc2KuDTH3H5th79CJFVexxKEWkLouMrAt9IZKNkEUkOcEYE4AAGM4lSWS9OYIxPUsWZa+owNjXxTlA2XIc4NvKxRfFkWC9onwJb/dxhkVpYetIwkC3z9hwRHbJnU9O9FX4HTwvWULiKTShFWV/O1xlm1OMeK3SEtploPWi3L4Ymw/kiHgVRRy5yqEHWl23RujJOnG+byHlo4kFefa+d2efYyljqAJ+e9FczijopSkrnPx4+uypJJpwq7RcQzT5O/nnIZbkVlSVMDW4VEWFebhzNg6FLtdXPI6YexisQP7NVUYZ5egPdmP9sIwziET7ZZ2ODmG7ZKKo253POFQReD/LlvAs919PN3dx7bhUXaOjLFzZIy4pnFtxgcynFZfVwn6hTknAdYEa/P4IHvGBtkzPsjcXCtz21gqwV8OWJOZH6iZyednrwTgtr2b8Cp2ZuUWM+VtEEqiIHJK8YnZ5Z3jTewINbMj1MxDXY+xJK1ywYDJ9z7we+4N1VBl1rP/UQdDo2NE1TR+adJfbxKTeC8xSR79k0CyC7iKBFxFEw2CZuj0x6OkPhxiplKCPi6wt2OEzfv7sEdszJJKEMMypl/nN80buKRjCdKQg94mKwzuC1gqmbSionpUjHIV78kGdUKQyLPj2Dzwf0vWYg6lSN/SRkIP4fx/01BEicStbUeV8R5MCnfJKZYhq9kdp/yARjmZ2Y3BKDpgB6YAW8MhPuttpzYq85utb9y4KOdZDZWxL4qxL4q0KCe7D33rOGKZ1WAYQyn0reNHLUPfMAYuCefNsy3i7fcdiKVOxEoXOZUucr2H+zasLq2D0qMWlfXSufeUy4kZGhyS7eGCqhnZhvUgAjYn04IFRNIp/Jm48XA6RcrQGUrGsinqASRBZN94iP/b1kRETTM3t4Qyj58r6+ZQ5QuQ0jX+fuZ1+G2ObOdQFiXOq5p+RD0N1STRbxDrMbLhAckhc+L6iVB8soLsFPBUi8huAXepiC3fZCweIdYZpjQiYRQEOeOZ3Xx8t0RJj9UBm5L549lWEjYROSiw2Zviriod4WB4kQA2ScRnkzmxJIfPz6+hM5Lg9j3dFrmkyIeRTQf/L3E7kI/jGb7XwlQNjP1Ry5NndxizK4FyXgnKmcWI1W54aRixzoM0PUOCvEGIlSAJCGUuxDIXZOxBTM3IErVmUkcodyK4ZQRRwBhOoT7QC5KA8ydzAEj9ocMaPFVmBlbe4+N1b6oGxr5oVoVldieyvylgKa3OtAxTHf/PjVDqOK6VVaJNxDHFiWPK4R3WivlgrC1BGygg3WqFv+n9SRhNI4ZTKLqK5jZZoFRSGcuhemyYauzkaaeit4qEHtqDoqosWFNDztopGJtG0WODmPl2hHw7Qq4dwfbPQxICOGWZs6vLs8umabKutRdnX5r2nW38RGnHXJbDZXo+hb/tPWL7tKSQkB2kHQ7KNRNHvoj6qTrclRKS7fXvETFgQ5xjyw7ATdPEHLUIJaneg+CTSD2eBM1EHIjjIE52Pt5mhY9KC4IoJxdgaAamYeIpl2j46MSsvagIlKxWLHPmBJlPEy1hkooZGAm4s/MA5xWVkxoDbQxsyOQiwyAMYRE/Z1LFKzn9DKTDRDt09v8hxfXMBEAXTFSbjmEzMOwm3nEFo9pEtAn8yLsUWRBxeSRcLpHO3gM0zKrH5pYwNBO3IvPlBbOOODcTIS8BvpvzNc4tP5O0ns4SR3e338fivAVUeiauW1JPcX/nI/yh9S/0Jwbwqn6eeXkzpy1bzPRAI8IdVfT1GUDqNRcCXEUiQoZQyZ8jkJ+vYXbFMdrj2FZXIbhEEr/swexNWud9VgCx2o2ZniDOlDOKUM4uQVD+ue7/YwExz454Yj7yifmYhonREUestHxtjL1RzNE0gsNqn9W7ujDa4yhnFSPNPFJReaxw0G/HNE0c7SkWPxfHjKg4bpqCWaGT3LSbwjkBFF1EsAvMOK2ah6m2nsNMGcX1DkauT5DYnMS5yU60w6DpZwluqJvG1tpBxoz0YYonX0YhFUmrDCSSDCQOn/gqdDrojcWpD/gymdFe32fr9SDm2rBdUoF4egG9f9lN3h4RaYmltFGfGwITK9zxOL8Pcx12Lqqr4qK6KgYTSZ7t7uPJrl5Wl1t91L5YnIseX8e8/FxWlxdzUmkRftuRnlN+m4PFBdZExmtxQ+MimsYGmZdndZg1w+C2vZtI6honFlfzgyVnAXB/+24wYXpO4VtWKM0KTue2ZT/nd/vv4IXB9bzsl3nZDys6fsd3p36S4V17aVVm4qvqwS2/NQXhJCYxiXeO42M0MYnXRUxL0x+J0hML0x0LEVFTfGz6UgB+t3cTtzZvBOC+066iNM+HFFD5XfgFKIAvzz2Zcyob0XSDc5lGeY4LKZoiEHWi9ycxh9OI0TQ2PY1tWMVMuCi8uILYM6MIf2kjLtlpekjB4dWp6ohjAgPPp7DnSzhmBxCcImK+HTzKYbOhAGK5RcJIC3MQyg4nZACGEgn2jUdoMQ1y7HYG1TQ3N4Yocjm5qsFKgf18bz/t4ShFLidFLic+M0G1YUc+tRBzUc4R+xArM8tTvXD5UWaGEroVDmSz/ImMwST6+hGyuikBhCJHdrAtVrkQK1xv2jFwygoe6XDp77KiysOy1gCcWzWNc1+TYWxpYQX3nXYVETVJOJ0irKaIqWlyHS5+uWsvW4dHsUsif1hyGpWHZM6wSzJ26cjH19BMkgMWUSTaBHLnyERarQHIa6F4DyqKRFTVpG//KJHcEHpHjNR2lZIxg2LTurA6oOTZKPE42JevEfe48dX52D8YwdmTomBER0gZlA/AXLvCSx6F0n6NL28SafGatPgM9vo0FIeKaZr0RJM82j50RJ0OxePnLsRvV7juqR2MJlW+s2wqjTke/ry3l/ZwnDOrC5id52PvWJTuaNIinw4hotyK9J4a8wIYfUn0XaFMKFoE1MMZVWPYOu/S/CDO+cF3NdgXZBEyaY2lWg/Or07DPGjwaoC0LBfSBoIiWsbSLw5zqA5ROEgkHfRQqnEj2N97Y0nTNDF7EuCWLeXgnzrRXz48M4pQ7kRs9NKqDFJ/ujUbLLhly2/knxiiKGIrtmErPrr5q6kZfD4psL98hO5XfXhDEpJLxhg3kFQNwTTp32KSew5WCusDscMLCCiIGTJJmh1AnhvATOqgmVaYznFGupmqgdGVOExRdEufN0s0t3l0rivpIt6v8nlRJik7SSqWR5Hmc+BpsOGrk8itlRDd1rPgq3/794ggCAi5dsTcCaWF7WO1lpr2ULVfRxxSFiksVmQmJ3aFSf+uDbHChVJltROGw42UZ6N4lXWdTdPkZzubaRodZ+94iLiWeRKHoHbEw4rzioiP69yypYUqxct0d4BcHGhJk1BIZU1VMSULqki2mMhu0BJYz7gpIKVki5OJgDlC1gfIeEUiHoc4hrUylTQ/N6HYKF9ro2CpwvAmlZFtGsEZMgVLFBIDBuNNWtbTaZpzLrJDIDlisC+1j+/t/CmSJPL56Z/kospzuXPPfbywfTM5oWLOi15PbWwqgZQ1CEzWmzgLBWw+gUQ/OAsEXGUS7lIRVxHYognoiWBsiJO4J445dHi7ZJwcR5rqRZoTwCxPQyaUS7m4DNsh97Lg+ud+LxwrCKKAVO3OLjv+expGSwQxE96n77LC3EzdesDUR/ow2mOIBycwCuzH5B1hxnW0V0fQnhvC7J0gcYzBJGKBA8f/zDzqRIkgCNmuo0OWWFCcB2shvdyg65E04006FS0BVs4rJGfm0a+536bwu5NPsEI5VZW0bjAjN0CFx33sMrT5FIYWQcnV05FcNsyUjnp/D8R01Id7UU4tRF6ZnyXtjmcUOB1cXF99WPKQzUMj6KbJxsFhNg4O870tu1hUmMfqshLOrCx90/MYtDu5vmHRYd+lDY3L6uawZ3yQBXkTSt0/tmyhKxaiIZDPH1ZZnqzreluJqikagwVUeYNIR/Etmp0zgx8v+i4t4f3ctv9PPNm7DjAZfeS/SXdvYf6iK9A8K467Nm8Sk/hXxGQLfJxi20gvn+/eSLRz/WHfiwh8uHERiihR6vZjFyVK3H5imtVJnOLP4+YlZ1GOl8KoDX3DGFKdhy/PO5n0A73oL3VjjqtH3aeZeekaPju6zUZasGHqkBgT6fKVoko2Uo+rIGjM/koNslOg5bcJjG6outCOI19k6FWVdNhEbhGQulVkhxOp0pU1JT2Y4aYEK6RsJXC9aTKUTNGciZNXSiyp+r3r9rNVGc1UDnh5PzZR5KqGWq5fOQXdMGkZj2ArkojlOnDIUAsMBASeyE9hl0QunVrCeErlv17eiyob/ODqRgJ2hRd6RvElTcrPLMDVm8LsiGOOqZYvTV8S/RVrv46vT0codqA+OQCKaBFKpc63NdNkmiZxTSOUtgwqA3ZrgPFwexejyYnZtIM+Fh+ePoXZeTlUevKx72zmk7Mas8aHh5WrmySHzKzRaKzbINFvZNMXu0pFcufIuEolZDe4Sq1OvLNUYMybQtgzTumIwYEGL5c+1szPXpSYFjv0uAQiikl/rkT5jBzsU738ujwfz+kTg9KDVJhpmJgDSYz2OMuDNlY2eFGfHkB9pZu5YwJzxzLl7oySeGQ7jWUOfh7IYf0COxHNyHgn6ITTGpG0RkTV8GR8uvrjKUaTalaFtL5/jI0DIeYW+JmdB493DPGXlr4jzo8ogEeRmZ3r5WKXNRP2VPcoDUEP5V7HOyKWzJAVYiVWuRGLHJYvwiFEiOBXEKd5J0KsfNbs6HulEDnYIRcL7NivqZr4QQTlg2UTIT8DKcyRNPpIGn3LOAD2L0xFqvWgPjNoKS4OkqXHoANsjqvZtNTp2zvQXx5BOacEcW0xUqMXoymM2HgwFM2L4FPQdZ34tsHjfhb3WEKQRRQPNC7Lg2XWALwYUKMm8a4ZxPalCNoVBFHArPMR7hKxGWkUXUUyDRhXMcZV2BclmZBwT/HDllHLdN0pIeTZLHKpwG595mX+P4Q0ea9gagZmTxKjI4ZQ4kSq86A90Y/64OHPqgAYboWYascdsHNaucJePUxrwQI81SJamcbzSh+nzS2m2n/sMv28FoIgIBQ4EAsccFDVesh7TSiy9v16fmRxm0mkWKF0Zj62c0p4sW+AjnAMBCvd99SAn8agnzKPG3tQxJ4j8sWaI5Wili7XgqMRAo2ypSpJk1UyHVQ2GWkz+w4IzpTR4tbvWtwkEUohGbZsinopU2xyyCDaZuAutTxR4j06vU8dvU8AZfxSuJ+PLD6bKncFTT9NMLX/NKZy2mtOHjjyBLS4RVKUr5GoWqhi9sQxQyq2xWWYcY3Et/cded4L7BPqyDyrbbSdd7jc960MCM20jnFgGKN5EKNtBEQR+ZzpSDW5mCkN7dn9CC4FXDYEl23i/1wXwr9IWLXgkJBmBbLL9pumYOwJWxNqgLZlDLMrgb49hEpmQuFgSHCD922T9UZHHPX5IfQNo5DKeOzYRKRFOcgn5lnPEkdP5vJGsAVEai93EGrWGNutE5whYeom3Y+lKVimYM+ZuF42SWJaTuD1CzuGyE62iALK2SVoT/Rjjqmof+1BfawfeVUByskFx43K961ibVU5c3KDvLC/l6aWIfTBJHtio9yVTHFak4TeEuVAvcjQHDeNfh8FbuebPpMu2cZHpy057DvDNDm5tJamsUGm+iey9N51YDubh3sAcEgyUwP5NAYKWF1ax6zc4sPKmOKr43/mfY0bp16HZmi49GeID7XwpfQLLIwmmMvcY3RWJjGJSbwe/rnecP9G8CkOooYlYw/YHJS5/ZS4fZS5/aiGjozI6WX1nFE2BfPFEYwnk6SGDiANp5g7lILkKDqWYsR2bRXi0lzQjQniyCkh5NsR82wTA4sSa2bVu8ANC2ZiGibBkJUNJT1qJzVqkho1UGMmslPANEyinQamRlZ5NLJNI9Z5ZCaOg8hfJFNxrp3QXo3ux9NIDgEcYNhNAoqHlGLwojxGQjKYUVSET/FRpMp0a2E2j8dIaiL3tIxx195XiaqH+zudWJLD/y5voDUc45ZdnZS67Vw6tQRFFNk2FEYShCwh8d3NBxhNWudCKRAorrYzRXQwMy5TNw7V4+AYUaHAhmmaqI/1Q9S6HqYEZokDucpNQIDH4vvp8ZlUBr1Zj4Bvb9rOtuExwuk0UVVDz4S03TB9Ch/KxJj/fGfz/2/vzuPkKOvEj3+eOvqe+57JTO77JiSBEK5wKMrhcnkiuoL81PVcV1FxdUVRZBEVEa8VV2TXW1lU8AAElBuSEELua5KZTOY++q6uen5/VE/PTGYmXBnIyPf9euWVpLu6q7qernqqv/V9vs+YY/nPTaZYCjTGonz5xBWFxzPdHvF9LqFKg2ijycH7HQ7eP/qi3wz7gaNYk4nneRwiS8ebk8TuaSf5QIZPLHXo91x+9nCQXBKmLCoi43psrjDxoopkfZDg9Bi1C8qoaYxRM2zs/HgVMJShUHVhjLqhoTvWadWYc4tG1ho5kIKkS2B7gvmVAY67Yh7a8Uhf8yyqIUzwvfNQIROdyBUuOL9z+iL6szkaY/6F6AUzalheVczcUv+Oa10kxLLKYvodP/DUn82RcT08Df3ZHKn88MI9/Sk+/5j/4yVqm8wrizKvLMa88hjzy2LUR0ffhdVZf4iVqgthlAfI/nQ/7lM92OfVYZxXj7mkBN3nFGryqPpjY4iVilrYZw4VvNRJP+uukPHRnPSHxAG5+9rR7fkMgLGy76ZEUMEj/7jSGQ/QqKBJ9o595B7oxL5kCvZZNRjTo7hP9qAzfjuYx5djrio/JvbTscqOKUrm25TMH6pBETi3jtB8v05Z1wGX1P4sZtwh4DrYbpbknhDT4xqrP1/3JuX6PxT3p0a8tyqzCV+/BO14ZL69q5C5pKoGA0yBF52R5tfoSvuzRA2r0UXOP+9Zp1VhzIzilITxQibZUJh4Log5I0r9O0pJJQ0O3JImWmvwH6umkj7OJXihiWErvrZhMz/fuZcf/XkHPzpjLfPKJm74zeGGn9fijkMMsN9Yx+9LB9i5qY0pXQZz+21mDlhEsorIvhwefXB+Pe+ZMoNV3+/Emxqh6IOzsS0TPZB7ST8slVKYQX/4eqB07GWazh8KOrmuy4YNW1i8bBmGMnAzkJ84iYrjbCINJqEK//gLlBtUrLBGBabclB+wCoRN/nvtrSwqmc/Th/yiRbmSFBVNUYqmWERq/GLkHEzgPdBO6r8T/k2YwSRMBfa5daiIhTGvCBUx/XPLVD9b+OVmF2rXI3vrw3g7OyF32LVH/hpBD2TI/e65MV8f/NzZqKoY7q5OnB8/mQ8u2ahIAPJ/W+f7M3R5XQl0Z8IPPtUWoexjO9PEqAhgrB0aGhR859T8cOEBvJ1x/4bCQ524D3X67XSxf87WyZyfoT1G7Tyd81CWgU65pL+6tZBtq+pCWKdWYZ1QftQyw0rmWZTM89/r0GMO7Y/k6HnWZdHHwy+o8PxEUbaBva4a65RK3Me7ce5uQx/KkPv9QXJ/PoR1SiX2BQ3P22++0rQ3FGzO/a0Trz3tF2DvyFDekeGCtMcFhIAQj58RIj6rGP2Mxnuunx2ew1dSW/mn7mI+uK0Y64QKnjstQjyRYX4kRkX180/eYChVmN14uOWV9Xhas7W3g5TrsLHrIBu7DtIQLWZJRR1aa/7tsT/QFCvlpJqprKiaQlM0n8104j9zYOZSBp7+LKvDY0+gI4Q4uiR4dIxqjJXw2YolnNqwmEg/6I4susU/yes7tpPqcwh/YxnKVCTvbIWB0YU6VZmNqgpCPpPAWluFubzMH2r2AoY0KEP5M7iVATPHvkiae0WI7ICHF/VoTzq4sz0o8wg4BiHHJBF3ScRd7KzCdAziZo73/GUbS9pKWNteycjCSQoDkzAmpvL4yRL/DvXNm5egclN4G5A2XJLmsD9WjvsrOzhYmqapP0LHYw5/3nGQBdkQpaZNptsjEFJcc/xMysM2oOlIZmiMhbCUojvt4Hia5oE0zaT5C0AUZk0xCVsu+373d+xckCubbKb3GlR15ChxDNT+NN7+NHVAHXG+urCPPatKOKsvhh5wyPZn2B8fOcQkYBiF4qUApzfUknY9iu1hU9oGbBaXl5LpytcoanEpmW9RNM2k/VGH9r/nqDrRItpoEmkwMIL+rDTRKX4hzpSZItCXpuRQjo7He2m+M8XbTsqigV8/F6DEUdT1eGTKDZ6ebnJOTTmh8iA/P2c5DZe8tGyccb8/I+r2+Bew2vHQrSncvcnCct6BlJ/15WgIGmhPk7p6EypsErx6Ho3lYT97IaChCM5oHDlO/tI5dVw6Z+TdqYzr+RlM2Rza8+jZvY2M67GooojtvQkSjstT7f081T40PXpRwOLnr1tGcWeOTbk0tTVRSn64H++ZPuyLp2CcXYO5sBivI1Mo2mwdV4Z1XBnHOhUxMecVYc4beYGntcY6qaJQRHis7Dv74inYZ9fgbu3Ha8v4AaX6MLpt2OxxO+ME3tqIdXIVqjoECnSXH5CyTqjAWjNUF2JwWmnx4phBRekCi9J8up/WIbK92s86bPGwD3qEqhS8oZYt62OoAYfpZ0EQh75Hk6g+f4gysQDpTg87m8Hb3M+Yof5iC6MqSOCyqRj1YdydcVBg1IchAIFecB/rRi0owSgNkL11F+4zfaPfJ2ziVoTpP2TTfn0Kp9+G2CxQCmwIa4OGUptwsWbJ1WHsIv87Eh42O+ip9TUcSqY4EE8yt9SfYe/B1jY2dfXypulNNMRGZ2W+XBnXJZiv4/KtZ7ZwT3MLlmHw2zesQ5mKgWqLX9XEMWsVs0qKWFQc4bhclPn9AapL/e05wyshk+xAdef8wFHaJfXxjagSm9DnF6IiJu6uOEZ1aEIzFZThz/42KFwzNIsZQNE0k6JpY/fvXs4PIFkRf4jsnHcFCeoMRpsGO4l1QgXu5j4y39g5er2ldiEIPRhJCn1szsv6LNr1cJ/cj7e1HaOpDOv0WSjTQCeykPNQpWGMedUYc6rAMjDq/UCjMhXmiVPRSQeS2RF/q0h+SGl/Bt2VhK7kyHKOIQv7gkUAuOtbyP32WQCC15yJqi3G29NN5rsPoyIB7H9ajLm4Du16OL96xs9uCgdQ0aFMJ6OxFBX0s8leaX7QLop9Tp1flH77sNpzB9MY+ew6566D5P7WiTG3yJ/ZckExaE3uwU5yj3YR+tQ8jJoQ1poKdMrDOrUSY1ZsQm8IlMw26ZthULbYwrAUqUMeTlxTPM616StBWQbWmkrMEypw1/f6QaTmJO7mfuyLp/iZi51ZjOqJz/QcpDMeujP/WyH/p/Dv7qz/u8E2cH53EN09+ualKvV/N6ydWYU1rRwv6l/v9KUPMsd0WNUa8X9vOB7/u2M3mY29XLe+jGSpjTktSk+tSWeVwZQFlZRWvLBz83vnr4b54GqP5oFenssX5R6sn3QoFefBg3sKy6+o8gNHN2x8gKgV4PiqKdx9+s/Z9uy2o7AHhRDPR4JHxyhzW5IzfhIFdo+ejjZP92RRlUGsE/ysosKd48HhCYcN//A7sPE7MU9rejNOfuiQy4CTKwwj6s//ece8BqrCAW54ajfrO/oKz2efHXkh9E/zavjEipncf6CLTz+8jcUVRXx33SKa+1I896c4nbbDu/95Crmkx1f+vpuoa1KqbYq1RcyzsAzFG6ZVUWxaqK2KfC1RQp5JyDMpH5Zws/a0YooWmuTuNWn+vyznMTSW+9mn/bvuNUR5tqSLj854hLpUlI/tWEa/lWXgrXFOqamj9esuqdzwTKZht02BHzc182z9ABcdqOPkziIiuQxRJ03UyRBxMrypfTHJe4K0J1so6UtyxenVnL9jAcXJfsLZNPFwEelQBDbDhl/7QaUPvX8hoQqDHT9Kk9g/tO52F9qcoWwBZSqKppnEmkwSBzxC+ZTtXJNL5uIE9ZuSlGx3SN49QFkqP/MPUJbf/ukpRWhKlI2rLCpLQ/z7igqa6otHFKMeKoU6sZRtoPIXsIOMKWGCV89F9+f8u7sdGch6aO1fyGitSX9zJwzkRtbtGRxmNcZdzqBpEAwHqAwHcF2XHmBRRRHfP2MxOU+ztz/Jlu44W3riHGwZoHRPhtU9BoGHtpAeyPHHBS6/qc/x22mNFDfbbOmN099qs3xVCdG1laPWN1kppbDPGQq86T6nkDni5oe8DdYSyz3ShftI97jv5e5NYp0M1poKrBMqCj+Ij7W7r/8olBoM7huULRp6XHuaKeeFSbQEiJwawLAVbRuTZPLnBlIabkph2y7l0+sI2zl/hrhE1j/2ki70O3j9Kbz9RXi7Mzi/24/usQm8dz5qWTHTft9BLtUNJzdgndEIU0KwfQCjMUKuNAxTIkRWFNGxXXHgbidfN1mjAv65rHi2SfEsk1C1fw5ShsIuGvuH54rqSlZUV+J4XuHH6f9s38OGzm5+tmMPd593JlH7pc/Al/O8wsxE1z+9iUfaOqgOh/je6f4d8rTr0pnOYCpVmJHodU31rKiuYFZJUSHIdDhjXhHBq+dByj+3p1v8gLkG7mhuo7U/xVW39WG7kLD0iIBF0DKwDYN7Xxfj5nQXN+yLMXuvQ87TpHMupqEIWyae1iQdl6eqNDct85jdC597wt+eRqCL9URt/0ZR0nHxtOaDJ7v0hOC6R02aBuD64zw2VejCOnadWsK/0s4HOiOctdktrEMpRdRT5PKBoK4qkw3VORqjNrNiJta06FBG0bQIRunYdb5eDJ3N4e3sREUCGNPKQSmcX2+CRBbdmcA63a+PaF+8FBW1UTVFYwYwVFmEwNtXjHp8OGNuFYGPnQopxw9GJR10Kjvi/pYK2ajaInQyWwg66XgG4ll0PAuD06OnHNwHd4+5nuDV61BTStHNPWRvepDZtsK5u5vcsEwn+63LUbaJ1xHH29udH2Y39DwR+2UPtVNBE3NxSaGQtteTReVrTHnN+Vpfz/ThPeMPcRvOfaIb49x67Lc1vWIZpKEqg9n/HALtn+P2/TZDotmjbIlJ4zkB7OJXp5/RWuPlwJtVgn5PMezsJ1Bu4mWh95edhB5qxjq+DPucWnbfZ+DE84X00xrDVlghMCMKK6SoXG1RMtsi3uySOuj5dcjCYIZV/t8KI6hRCXdEcIgiG/u0KtwdcTI3HDmAojszqLqwP+FMxh2ZdVoRHNVfG1VBjFOruJwqLge8k110SwoVNpnSkSCss3hKY/Q6uBt6KQb8EH8HeyMe7bUGWy8oYUVNJQvCRajw+ME+UxlMLy5nenE5b2yaV3g8agW4Zvk6tvS2c0K+WHfGzfGbPZvJaY/WZD8rjjvzpTWgEOJFk+DRsao8fzEcMUcPK8jXsBjMfghcMmzaaK2JOy79mSwDA35gpy4apLEozMbOfh5s6WZmSYQ3TKtmY0c/N67fTX00xFdOmkdLPM2ld68/4mad1VRJVThAeyrDnv6RwyFMRWHGrJL8lJ9Ti8JcNKuWqUX+GOmaWJDrT5rnz6pVZQIm1y6YPeZU7v9Etf+PFf6wCDeTT6dP+h2vm/KnRy6ZZRKMGnTUOpTON3FSmlTcRWdApRWeAwqF5fnrMDREXBvX1GRNk7poiIOZJJEjHA5vn93AnqoEpb1BrK4wWTtM1oYe8GdZ0xDMKQ5ZNmWzYwSnlsCzilgiQUmmn5xnkiBCcbqP0nQfaSuE3liMtySGm/b8uhTDKBPCdX4x66LpBt0dSVq7eohbA1Q+Bpnngty2XPPYpkP8+OEAHhACckrTVW7SsKCcXGOYtkqD2+aUEQgcu+n1yjYwZwwVAzeqg/708x0Zv9ZLMoeK+EM+Dq/bA37NjMA7mjDnFfsXwGHziHV7LEMxvc2l6ZksZz6XRre6DJ0Kc+iAYoqyKLI1Fa9rwHhDA5+860l6/3aIH5yxmIUVNndsbcHxNPPK/aFvpcFXfvr4iaBKbMwlJZhLSrBhxN1xY1oU3Z/D25uAhAtBY8SdaVXrB6Yne5HryU4ZivKlFuVLh9ph5mUhki1uPpvRI9nqkctqetMGSS9H+ZoYlW+qofNJB/OXfyeY6EFpjXP70IxnKlqBURXESzpY2SSY4D68FffhrWjbIhMtprW3jnRvEaURgxlVAYq1JrzBLQSLYk3GiKnLXww7H+DRWvPW2dMJmSbFAbsQOPrJtl1kXI/zpjdSHR67NlLCcdja08/Wnl629PSxtaeP+eWlXLvar5PRmcrQlkzRl8niao2pFBfNnMrZjfXMKS0hlJ/muyYSpiYycnY9T2u60g4t8TQt8TQH4mlaE/6/W3amSec87v368ejuLP/9+CYiAy4XBG0akwbR3GH7JKcBl1zOY8BxUY4/06IFxAbHiGddjPz/rfxyaUcRyx12/OWHcvkhYD+INGBCwDGI5QwyjsuAowvr0I7HAP7fJIfW4dPosMnTYYfNsRz//eQu/+HVEDBT1AXiNAyEeK9uZC4B9vQlUQrqoqEx+/jDaU+D4/qZOdkc6at/D1kX8/hGAu8q97OoTp4BnsZYMDQs15xZ8bzv/XxUJIA548jvY62djrV25PTuxpwqgp8+A510MGrzmZ2Gwnr9XD/DKZFFDwtIEc0HnZIO5DzsHOjUwFCMSoH9Dj/Q5W3rwPnp6GsyVREh9B+vByD3wC7cDS0QCRC4bAUqZOO1x/G2tUMkgDmnElUU8vdt2oGQPWYNIqNsKNgX/Nc56AOpEZmluNovyn9qJcZ8PzzwSg89VkqB8meQjTQYJPZ79Dzj0rctRcNZAapWWy+6vtIgLzc4O+Lw2mL+dWY24UJ+/sXOpx06n8iNWFYPu+8Yrg2x4INhnH6P5BNxwhrcJ3pwn+ihJBylI1hBxvaPRheN0weDEcqSef75pffZHN0PJvGUiWuYFKX7Kc70+0OUvXy9u2GyxWH6eouxNZQCOmCiSwNQHsRuDGLWhtDlAYzaICrfzoELx5lG+HkYQRPy12sfrJsPSyCXyqEO+PXtdmxsI9iSpS5uUJ006O1w+PbmbVzSlWD6j3Oo6iB7y1z662xKZpXQOL+SaNGRM7OKAkHOn7aA8wtVNv1+4ONLT2FLTzsrql7aZxFCvDRylX+MypWaPHGJS+38aSQ9TTzr5gsJJ+hOxxnY7fLBhU2EPM3nH9vBnr4kA45L3MmhgUR+rLrtaa6YU89l8xrY3dbHnZsPcHJ9OefUluFqzY7eJDrjopNZivN3FGO2SZlpUmEZxCyLYCRALGRTYpmUe6CTWa6YXstbG6sosi1iUZviSIiIZYy6mJhREuHjx80o/D9kmZzSUD5imRdyUalMhRUBK6JgnOu7qlU2VatG/4j3cn4wqTpdznnlZxFRFm4fKBUmWFGG1pqFHw2P8Y5D7KIIpwXLcZo0btrfTyknx7NbtnLcwvnsj2f5a0sXsUiYZcc3sL1tgC/M28Jp/RZXRaqoWFzCh7ds4YodcMaAIuok0T/tJv1TqAoogpU20elFFM0pJT4tQuuhXvo39pB8JgX35qhMKWYM2x43kmbhGXVsrA2xZ3GQOYsqcZvCBBrCTA/5h3UARrxmMlEhE5WfTU9FLMLXLhpZtydfR0l3ZtHtmULAwvmfZtxn+vy6PdPyQyYaQ4Q6IPfHQ6hVFRiVQXL3tuNuzA+zUWA0RQqFQ40ZUd5mG1yaz0hI51zW1JWxvSfBrHydpV/vaqM1MTRTUF00yPyyGPPLY8wrizG/PErUnvyn1+HHs316Nfbp1XieR6orixc1CIQsLMMglXPJHVaDbDhTKSK2Sc7TpHIuhoKo7Q/dGKxdFs6fBuJODsPV475XwDQImgYZ1yPrjl9fbax1xPJZGPGsf54MWyaW4f+gdo8wjMQ2FCHLJOd5pA6vq3KY51tHyDSwTf975QwbxmoqRXiMc+hLpbWGgQw6mSVcW0y42qCkfxduYj9eNgEDQ99ffXAKUMPAHpdYWhHSGg+FY0Rw7AiURtCz68jlgoTNHC1L6yjtCGB09BF0+jGcHCGnG7fIwi5VRHQf6U/ei9FUytw3zPeLFh+lYTpKKU5tqOXUhtpCm2Vcl9u37aIv6/DDLTtYW1fNhTOmUhIMFGok3bF9N996ZgtH2op3zpvJW2ZPZ15ZMWa+HaYXDw31zLoejqeJ2iabOge4d38nTUVhLpxVy0Ot3Vz99yPf9e/Bo6IhwkWzajGUYucpIbKYlGUVDKsvU2rbRAImp4UUK4xGipKaEAYpx6Un6xA0DCrCAbKuR2c6y/yAwc9KbHA8us908FyPXbt2MXPmTGqjISzToDOZJas9bikPgKkwVmfpdjWfKLYhaBTWMTMEPzPqCaU9QheZhXWYKGpKwiRiiv172xmIp1kdz3AgkaYtkSHrafYNpNg3kOLKhX4u6y3P7OPvB3sAqAoHaIiFaIiGmBILUR8LMrc0RqOr/SLXW9txt7VjrZmGff4iVMBC1RdDXxpVNtQ/2+eOnLH01aaCFqp+ZB0uFQlgnztWMfQhxqxK7H8/i20bnmVO43SMtH8dRtYtBEBUURBjbtXI4XYpByJDgR6vtR9vR6f/n3f7M155u7twfrbBf4+PnIJZFEJ3xMlc+2c/mTo8sqZT4F0rUbEgXnsc95lWP9MpamPMCGAurgGrAVUU8m/iZF1IO6OPI9NABf0+T2dykD83FzK0HLdQg2owgKVdDzKjSy5AfhuVGvm6wf0LNJ5hULE8RPOdWVIHHFruStD9uKL8TIuiKSHCJSb9PTkG9rgYGQVpyCQ8nHxAyEtr3DRMfa+/Lbv+M4ObGHtTALILwwxkcyR69dh1PQ2wwqBCMJDNYQYgd1Id3dkySgc6URv6iKYSRFMJ3MYouTWVWLNL0BmFfqIL2pIEojWATcmGZsq7++meVkt/UTnhlizFA0PF+TVglNno0iC9B03SXpCeJ3Kg4VDFbDzD9BfqgvlvDhFsMNlxW5r+3TmsUM7PdCpkM4EZUhTNMClbZJHt828uBEoUkXrTH3rncsSgvxW2YHYMc3aMBflai/H+NPuf66S9L84ZJQHWOsVAN7o9w9R2YFsO/prC4yA7izQ9tSalb57K7KaKEbWZxhOybC6cvojBgQauO/71hxDi6Jr8v27+Qe3Z3s6qOw/AnQdGPffGNdWkLIP3pA343/Vcfdjz3bbBZSfXUmRbvHXvABf8bT1p1vN6wL9X1U52fQezPnASN50yn1l3bSX9id8RsAz+9rULMA1F7q87cX75DADBT52B0VDij+3/jz+TBpqGr1BB6EtvQBWH8A72+xcflTGMyiiqKjpUU+BVYliKaKlFdNjX3R428kgpRajyhf1gs2MKO+Yva7smkVaHUKXBvJoo82YODcVaVBPj+xctpjeTI1IWpS/jsMQp4u/RFFtaHJq6NXMGFDMHFOEshFuz0NqF6s9xi/LwHu3m6ucGA2EKD01bTNFTY1M8q4hZS6s4Z2qUN0yvGWxU/jFyX8Y3Vt0eHc/h7Uui8oW6dZ/jp7UP1u3JD7OaDrgcxAhZGOuqMY8vhyIbc0ER5rziQrr+cINDWUKWyWdXzR5ap9ZcMruOLd1xtvbEaR5IczCR4WAiw30H/JnXPrJsGm+eU88jB3vY259iXnmUOaUxosdQgVXH9ejJ+AMSqiNButNZHjnYi6HgnGnVJJwcX31q94ihqwP5ouSDsZ2vnTyfE+vK+OpTu7lnX8e46zqproz/PHk+23riXHHvJuqjQX71xhUkcx5n//ZxAO5900oA3vnnTbSnxhusCx9cOpW3zW3g59tb+fam5nGXG2sd91+4mpBl8o4/beBQMsttZy5hXnmMzzyyjUfbesd9rzdOq+aaVbN4pK2XT/xt67jLvZB1fHbVLN4wrZrvPdvM/x42S6CpFMUBk6KAxfyyGJ8/YQ4D2RzffbaZ4oBFkW1RHLQotq1ClmdRwKJkTw9GVwIVC2Iu9+/CZr/xkD/kpyZG6LP+7Fi6N4W3e9jQw4iNqoxiNfp3kmtPCZAoXUJHhyLeGSDVof1Z39PAJijTDlMvtekrqaZvby1EwLA8ympTFBfFmX1WGaFqA/eBVpxHs3hb2+Gc+YV1Z756v1+r5rSZmPNreLkGAzymUvzrsoX8enczGzq7eaD1EA+0HsIA7n3T6whbFg3RCBqojYSZV1bCgrIS5pWVMresuPB+iyvK6M/maB5I05LooyWe5oTaUuaWxfj2M/v4ydYWLp8/hasWN7G3P8nPdhxkdU0pF86qpSEawlRQGwlSnw+SNMT8QEmDZVGfzhHa0w0Lavl/i6eSe2QvuV+uR3cnCXzoZMwZ5ejeFM7vn0NVxmBxLWUlJf7w4/wpL5r/MygETOGwuiLl/g+pjn6DhhklmPlhddUclo1VdNgNk8PXUTT2OoqAt80deac/52nak34gqSWepin/3gFTEbFMkjmXjlSWjlSWDR1+nbnXtyVZ2J4h05sZ8V7eri4STo4t3QmmvGslNRVHb8r1Y4myTVRFhHRFAGNOVaGdhjOX1mMurR/xmHa9EcEU6+TpGLMrIe0UClyrkhDGkjpIOqjBrI5UfvCZxh+Sl3QK/yXfL3nNPYWaTiNEA4SvPxeA3J+3kbt79DnQmF1J8MOnAOD8z9O4Tx2AgEn4axcA4D602x9yCAQ/cyaqrhhvbzfZmx4cc/84N5xLcThA/yN7Cfx846jne6M2150zg/isHF9TitDmndAP7PA/UyoSYF8sQjazGoCyTDNBL46hAnSE8sMdvST/ftsWOoKatzsLqCaMFVYQhN2Z5IjamhtTcbbe9RQ16SC1U0NctbKRubVRbnh2N/d1dvGxldO5YFYN39m0j//+bQuXzq7jo5dO54/7Bvj8Y+00nKh4816Tsw8a2PsTmD9L8M8nOxhVQX7QHIbdCTbPU2RLS5jTaBE5oKg5zmTK68O4eyvxdoehPIAuCqJLbIKVFrmUJrjNxUppQkn/xmYuxbDsfI0VzRfITvnn8lzSz9jPHB7+M6BskUV8r8een2commEw5z1h0h2a576ZQlmMmDV5cBidGYbaUwPYMUX/Lhed0/5zkQCzFjcwLwRn5+sc6uWNZPYMsPGpFqwDaarbNRVpg/oBRc2Ax27T36b45zfTmkrRW2tSM6+cxoVVL3qWYyHExJHg0TEqYo3/I/PCmbWEogHs+Nh3wMtDNvdd6E+R6dy9hdy2njGXKw5YnFBbRjZgMXgpYr6UlF/LhPwFirezk9xdh81qErYxppcTfP9J/jIHev1ClZVRVGn4JacZH8sMpaiOBKmO+PulJGhz7YlzC88PZHO0xNM82ZcisS+OsS/JyW6Y6KwiWhNt2HU2z6Us3MYwJbOKaFxQzqziV67o4mShYhbmwqEff6FPzx9ZtydfCNpN57DnFWNU+vvQWl2Otbp8vLc98jqV4i1zhi7o49kc23oTfg2lfEBpXrn/Y/yefR38qdm/K6yAacXhfGaSn6E0uzRSGArzUuQ8r1CjrD4axDYN/t7aTWsiU6hTNpAP+gz++3VTq7h8/hTu2dfBdU/uYk1dKTeevICDiQxffGIntZEA50yrxlSqsO3ileFqTU8mR08mR3nQD7p39yXZsGE/9SmX+nQOM+VSknb5XVWI39f5P+r//HQ3ZjzLnroYXzrUzgeWTuP4khAa6E057D/Yw6q6MrrnV9Mds7GqY4RqiogVhykKWIX6Z+Eag/BZQwXgPUeTPOgVinIXzchfvNcmqCkxKZltE20yMKwiGBxmDJgnTceYUYHX3IPR6Gdl6OYeGMjgbW5Dr/JvP2jHJfOlv6DqizGayvJ/SlGxF3euswyDs5saOLupgd19A/xmTzN/bG7BNgzakimmFxdxQk0Vfzj3TEqDATpTWarCAZRS/HDzfnb3J2mNpzmQyDCQHZkJYRuKuWUxSgIWGmhL+sGOBRUx3jqnnvnlMbTWTMfg/jetwrYtvLZ+cn/chu5M4HUOZXllTUXopjf5fZ4G3emnOhiVfkjIO9iP+8g+AFRZGKO+BO24pK+5G1UewaiK+v1mZdS/QTO1rJDt8WqyDEV9LER9LATDYoLXrZmH53r07+oi8Wwr7oFe/rJuOi3JDFP72yjv7QcFXdVRfh8EY141V7xxKc92DfDBBzbTVBTiZ+ccR8JxueaRbYXMpYZYiIZYkIZo6GWdPycjZRowLFvbmFKKMaV0xDLm/JpRwVljWjmhmy7wazols+hEPpsp5UB+WLsqC2OubByR6aSTWVT0pd0A1IDraUxDsW8gxfAw2K93ttH53EEuG+e1N67fw3+smUt7KsOUMZ5P5TyebPezh82aGGweek4BJLMYsRDbo3EaK0PMbO0i2NlO0jS5uSFE0nQ5ubOdL2/2g+n/fNw27IYYt82cQvoHjxJ2XQZsgwHLYMBSVKYNtsaKOBTKYOoERckQwaRDJJsk6jqoI2TBArRENF9bkOPHM+CSZpPXt5iUJTS7ihzsE6bgzS3i5kP72f5QK0ELnFOhKneAhvs7/e97XYjTGoqYWhwml6+tZYUVFcte2PE/94qQPxQv7QePDp9dMdaYL+sQhMgUg1B1vrZmvlaezoEzoHEGgMMCTzUn2YCi5Z4sydbR+8EI+ttadYJF7cllLIgV070hhzpecchJk+zpI9mfZGq8mMSuLGZbhkYMGvs0bOsic2cXWIp9xS79tRaRdTUsXlI/aj1CiFeG0q/GlA+vIn8K2w0sW7ZszDs9xwrHcdi4fpztNJSfzutpv97OGAaLKb6gZYZ1emO+7vnWl3IKF/vulkO4T+zPXzTHod+/aDZmVBD82KkAZO94qnCBjGWgKiKoyijm4vpCPQHdm/KnzD2Ga/Ucze+S1tpP3zYNf/iCBt0yxuxFgKqO5WtCuOhDA/5jpeHCHUbvQK/ft0cDGOX+j0vv0ABkR6f1qpIQqti/I+219IE3un1VRQQVCfjpy+NtU00MFbDQmRy63U+vVmXhwvfC29/rL3i0t8n10K39o573t6kIFTDJJTNsffhp5i1fjFkcfkWnV/7trjYeaetla3d8zGyaMxsruPbEuewfSPHEoT5W1pTQWBSmNZ7m0bZeigMWZzZV0pbI8I0Ne0YVsU8OG0L1v69fxrTiCO+771k2dI69TwAumFHD1cfP5K8HurjmkW2srCnlplMWcCiZ4StP7qIqHODTK/07sz/d3krRiCwXkyLDoKgnjRU0MaIBjEgwH3w+UleisAyFpzVe/hxiGQZa66HhYp7Hxo0bWbRkyRGPJ4XCNBSup9FHXOfodZjKP5cNXnwP/V+/6O0fz/Otw1AKQ/nb77munxGQdMj1pUkd6ifXEScZMEmsmcbCiiIGvvU3rK3to9bz18YY35hbyoCT4/f9JuGcx2/dDF+vDHD9SfM4uTTGDZv28pvmTt67qJF3L2jk59sPctOGPaPeK2KZFAdM6qMhbjl9EVprrn9qNzHbHJHhVBywiJqKHdu3s+64JRSHghxMpOnP5qgKBygPBehKZelMZykJ2NRGgwxkc7Qm0ijHxT44QKC1n9SCatziEIEDfdR+97FR25MrC3PoPStxS0KoTA60Rofs511H2DJpKgqTcT329CXpSGdpzdcgakmkORDPcDCRxvE091ywkpKgzdvuWT+qfl9FyKY+H6Q4q6mSNXVl9GUcXK0pNQy8R/bhdSbQXQl0h/83WZfg1eswppTiHegl85X7Rn6oaABVGSX4vjWoWBDdl8LrSGBURKDUrwnoHRrAfeqAXwz6jNl+xu+hAX+40RiC15yJUVuM19KHc+ezqMooRlUMXR5ma2cz89eswAq/8pm/Ou3gPnUgPxStA5JD577Bbda9Kbw93Rhzq+hAs603QUnAYkllMY8c7OHrG/YwtSjMV9fOZ3tPgsv/PDr7BPy2aoiFuGblLBqLwqzv6MNUatzh8BUhfyKFnrRDeypDkW1RHwuRcFwOxFMETYNpxRFynseuvuSY7zGoMRYmYpu0xtMMOOMMv4Jx15FxHO5+YgNz585lfoV/E2Rnb+KIQ2irw0HKQjadqSxd6fEzNMf6HHPLYiPWMa04QtA0aB5IHTZhyEilQZuaiH+sP9Pez0B+YpW4M3JilZxSfO+MxXg5l9N/9Siuht9csJKqcIDL/7ieXT1J/vPkeayuL+cLj+/kj3vbMcb5qKvry7jxlAXs6Unw1ad2+VmX+fNQkW36/w4HKApYLK8oImQaxLM5bMDOuqikg6sUqjqKoRR6fQu51n4wwHy9X4zZfXA33kO7IelgfeYMf7jexoNk/2v0Ocm1FfZXz8U0Tdz7duD9dvOoZdTUMux/PQ2NxntgN3pHB0RsCPsz7RGxUXXFGLMqyXmarvYBenMuC6aUk3Q9rn18R+FcNdbw6OtPmscpDeV85cld3Hegi6sWNXLRLD8LekdvgvnlMWaXRke97uXQWuMN1hsdoyZULgX1p9sYAcWeX2RIHfL8DKik/7rh6s+wqVsXoP0Rh/2/G+e7qzUBO4d3Sg+pXQPMfDZAyEljDhuWtmlRNVPm1RB9poXOzm7Wn2gTnVpOaKCNU9csP6Z/28Hk+R0qxHhe/VtWL0FXVxef/exnefzxxzFNk/PPP59PfvKTWNak/DhjMgwDZQ79GYufsXPkrJ0XtMwY7z/W68Z9r2F3iQ+/46UzOf/uqjcsQBUNoqqi/rS4OQ99KI4+FEdVDRVNznznYfSBPr8Y5YdOBvzAlE5k/eFwU8uO2VR2PZBGx7P5AplD0wKrqeWFwp7ZHz6G153Mp4/nC2l6msB7VmMub0A7OTLX3zfm+wc/fhpqWjm6faCwjH3JUqxTZwKQueF+v7jlqiYC7zweAOeOp0YOV8mzzl2Anb+Qytz8N4hnRi1j//MqrOOmQOYI2/TJdajGUnRbP5kb/uq/7i3LC8HAwdeZa6YReNtx/j748ZPofaOz4qwLFmGf5U/pnPn6g0Pp9sMErlyNubQBks7425RPjdet/cz87UGc3x6ENy/DOnkGWmsy192LCluYyxqw1vnD0nKP7IWM61/kRQOF2hCqNIQKvfiBgW+aWcubZtYC0JXKsqUnztbuOFt6/EylefmL+Ufbevna+j2cN72aT6+cxa6+JDc8vZsF5THObKrE05q/tow/01nMNknnLzaPqy6mLGT7RekLF9q2H/gJWNQHbXR/mrXK4oFV8zCn+hlYlW1xvjoA+lACvcC/23yJGcT5yVPopEPgrcsxl9Sj4xnSX72fET+VwjYqYhO4YjVGY5k//OYPW/x9mK+r4eYvns1Zlf702p4GNTQ80B0WVDKN509PN1/AuQ38TDHrsHOFddj7Wy/wvQYDP4fT2Ry6PwOpLNSX+DVlulO46w+QS+Tv9OePc9fTBD9yCqah8O7dTe7OoWEigwOJiqeUEDpvMQDBmiLcA32oyghGZayQefK6xlLOaSjB0xqV/5yr+pJ8M51lVkkUFbJZ3VhBLBJkSaX/wzQaMJlTGi0MQUzkh78kcy7JnFvY7wnH5c7dh464L2qnJTihPsh3NjXzp+ZOPrxsGm+ZU89de9r57rPNnD+9mk+tnMXTHX2jawE91gtAwNXMXVrOzTPqUc297N/SRn0yh9OX5vLHtuEpxdltKa7e3sf+sElnUynFC+t5xMtxY0cXZ8+qHbGOxRVFfO+MxbQnM7z7L8+Mu+2mUrSnspQEbS6eVUfadYeyWvqzBLqSeJ1x9K4B9GNtpLsSRF8/D+vEaWhP4/z6mcL08wUqf9NjSimqKoZ1wcJ8e0VQlTFUeOT5Q5WEMUtGDh0zaoow3jB/5HIVUYKfOqOQxaQ7E+jOOLoziarIZyy19uM957fX4E+sWYDz+7sxbzwfpRTutna83V1+xlI+g4lo4Kj0ozrl4O3oQFXHMGqLwdN+oefBXRSyMOZWY86rLtxQUKXhwhDLaihk6QKcWFfGiXVlhTpZlWGbTx0/kwPDAoEt8TRxx6Ur7dCVdgpDgm9av4cdveMHfa5Y2Mh7Fjbyl/2dfG39Hs5orOCLJ85lS3ecDz6wmRnFYe54/XL6szne9efxv0MA3z59IcurSvjWM3u5/8D45+fx1+Fy/QEHdeBZHr7Un93vX/66mb7s+IGofztuBhfOquXXu9q47bnRZQ0GHf45FIxax+ANhy8/seuINxwumlXLx4+bwYaOfr7wxM5xlzOUXzjesEzCQZu4kyPh+IHlRZXFlIWDRIJ+LaMzGyuYUxodEZguCpiFINFgRtn0sii3nrlk3HUOVzQYKA0DJWFGnOWPm4J53MjlrdNmwWmzRjym51cTvHpdvr6Un6HlJTIcammhcbBvioXQTaVD128pf7i8ss1Cv5Td14P3zMhhyQDm6iasOdVYBlT+dCPlu7vI1MSIfvZsvnLSPHL378TdNoATsth73nwOZB369/dg7+1hXnMfbjwHB3qJ9GeI5s9B9x/o4vatLVw4s5Z/WzGDh1q7+dbGfUzJZ+c15LMCp0RD1EWDLypbTymFGfLrIlF25GWnXzIyY1S7+UynfKBpcEbNaKNB/Zn2iMynQkAqqTAiARafMR13rWbDF5KgNbbnEMqlCTlpAgdLaDvkML07Tr0L32ptZ+bOCNXTX90SGUK8VkzKaMtHPvIRampqeOihh+js7OR973sfP/rRj7jiiite7U0Th1FBC9Uwspik/aZF2G9a5GeN9Kb8i+GOBKpuqJYN8fxdidDQVzT30G6/Mw5ZhG44z3/syf24G1qGflQNpvWXhl/yVLba9QoXBao07Gf5JLN+RlUyizG7CnOWXzSp6Y+HcO6+D3dOFYFLlwGQ/eHjQwUsh7HOnlsIHnn7evzg2eHrLtyhVVA69oxBhZR10xhaZtjQBVUa9j9DZNiPlVhwzPdTw/avKgmhrTGmOR6eqTPuNqkxtmn064b/gFKxIHqsbRr2OlUSQgfHuNAZvPhRR9imweGQpiIXNLAcXZjphnQOfbAfDaipQ8PXcvfuQLcNjHor+6IlhWmh01/4E9gmKuLfTVT54Ii5ZhpGTRE66+Lt6hw5tXLYpiIcYG24nLX1/vr8jBj//SvDAVbXlmLnt7kuGuSUhnKm5WuHlIdsPn7c9KGLbMOgOGhTHLKJeqD2dKF395DbdIh3FWb2GfCnsA7buFsOkb3tcUg44LgUJvcLWYT/83wAvD3dhVoW1trphaEK+pCfSaYT+e9mJOAPU826Q8VOU44//CH/3fS6k7gP7x2zWUI3ng+mgfv0AZwfP+nvo3AAIhZNuTS5bRsx8wFGb283XtsAKmJjzK9B2SY654GnJyQrUSey/jkplZ8lKR/8VcUhrJV+EWDnd8/hbjmEMhTBfz0N8L83ud9vASD4hdejyiPojji5O0ffnUZRKAiqBo/RkIWKBVEVUT9INKwAr33REgKXLB13m4cHs6aXRJheMlSf5tSGCk5tGJph4I3TqnnjtKHhZTlPE3eGMtkGA3iGUrx3UWP+cX+yhv58hkE8myObzRa+q8UBi6pwoDDUOmKZVIUDxAL5wv2GQdURsl/aYkHM02dhGQZf/PNGUgMZapMOFflgwuycf55sTLmwrQtnWxdnANOKA9y/wB/QUtbSz5qMJpS/i2sqRVU4QFnQLgxv8oNDQaaEA1QXRTCU35bndsRRjaXYZ/qBjPT3Hyc7RlC7kFFpKMw10/I1awb7nBiqPDJUcyZoYZ81d9R7vBTKMvw+tKGE8b7xxvRy7Lcs9wNMXQn/u3eoH6siUggOeZvbyN132A//kIW5vKEwjb27o8M/tiqjGBXjZzBo10M39+JuPeQXu97TDZ7GOmsOxgWL/PPhSdNRxSGMedX+8LqX0B8Pbnt5KMD5M0bXyOrLOLQk0rTGM5TlZ7ysDgeJO24+02+0we9p2PK/l8X576lt5r8zIf+7qlBH/N7C0AyAxQH7iMuOuw4FpSYEAkOvrQgHCBxhX4Xy37Fo/jgbz+GfY3jPPriOwZphpUHriO9VlJ/8oS4a4vjqkkI/dPjNieKA7SenK/j1G1eMmADg31bMHPGeJ9WXc9K4a3z1qJCNOmwYoOu6dG2I05j/v3XCVKwTphaeL8xkNyxbyFw7HWNmxVAQKun3y8bUoQiMHsz2GrbvvdY+vO0dmAoWXnECiwxF7kAc59EWeLSFLPDh/B+9Iw7X1tMYC/Gxfo+T795J5rGDVDs53hRPMWArdkdtflHlXyM1JnOYWlNcGuE7bzwObIPbt7ZQGw0WCtkXB6yjdmNWmQorSqHu0qDoFJPolOfvvw0bFnw47AeWkiHcdIxcCmryNZ16Oxrpj3UxtylE5GmbYfefhRATaNINW9u3bx9nn302Dz74IDU1/sXEH/7wB2644Qbuv//+5339ZEkXnCzbOVG01v6PN8fFKPN/DDm/f84PygTMQv2k7C834v5116jXG3OrCH7Qz1jKPbYPHc/6Q6Eyjj/WP5XFWFiLObvKz0L56v0Qz/g/GtNDd/0CHzgJc34NXneSzL/fA4D1hvnYb5iP67okrv4ddsrFWFAztE3/9Rju9o6h4EE0gArbGIvrsI73Lz/cZ/JTYEf85wYzNMjP1CSOnsFjaenSpZiG6c/ykvPwdndBIuv/WG/0L+icO5/1g5mFjDD/os++ZCnWqia//shH7xxzPYGPnII5q3LsYSYKCNmEPnMmqjSMt6+H3L3bIRLAOnkGRoNf28R95iCkHYxp5f5jWuP88HE/qJHPXNHJLKRzBD64FnNuNV5ngszn/zjmNgU/dzZGVQx3ewfZbz40cnvC/ow6wc+ejTIU7vYO3PUHUOEA1ikz/CBkysE70OtnX5VHRmVPDA+0knRQDSWogOkHjx7bN1Q7I+HfndXpHMGr1/nDuB7chTNGIVSqooQ/9zq/PX67idxfdgAQ+sobUbEg7oYWsj94DCyDwFUnYs6vQQ9kyN7x1GHHXACiNuaKRpSh8Pb3knts37DtzWcFBkxCn1jnr++uzeT+OHrGLGNWJcGP+MVgs//9BO4T+8EyCN10gf9ZHtiF89tNEAkQ/OBafyhRR5zcPVtHBBgHg4nG/JrC9xA1dvbnserV6Jt0PIPX3IvX3IPX3INu7sVYWEPgrX6QMfONB/2+wVD+sJCmUozGUsyl9aiSsF+s+1t/Q3clsM6Zj322H9hJffr30J/BmFdN8F/WApD9+Qa85t7D6gtFMWqKXnQtpleL67psWL+epQsWY+WDcO7TB3A3txUCTPT6IWRzdROBy/wM1czXH/SLrJeFCV17DgC5J/bnM5aiWCfPQAXMoWNgGFUVxTxpOvaZc17BTzq5vdav8yaLiWwn7Xr+DHv5vtVr7vGH9GfcQua2++xBcn/b4/ehiWHZ7LVFhK4+A4Dsz9bjPjR6SPLeaSXcvmYKLfE0V/79ACu6hs2yaRl0G/Crhgg/zU+a8L59ccpNk0RVlK6ldVwwo4ba9gR7DvQQ9zzqV02lOhJk97ZDDBzooSocoCYSpCvtcDCRJhe2GWgqBSB6sJ9AvnSFqRTz87Ugn8o5JGv9m8XF+3ow0yMz7RpjIUqnVbAzYNCaSDPnwAA1IZuOgMHWYn/Y6fzeLInuBLuSafpmVuB5HkbbPk5eIcPWhJhoky7zaMeOHZSWlhYCRwAzZ86ktbWV/v5+iouLj/DqIcf6tI6D23esb+eEClsQtgr7wHj9XIzX+xf9g4+p4xowy8J+7YnOpD9ErisJZeHCMrm/7UHvGZ1SboYsmJHPAulK+EPHhgtZeBkHXBcdMlHL6v1MgYZiXNfFdV1aT65g+owZmOWRwvrMdx0/7h3iQnsuHDa0j2HVVrzR49zFyzO4zz3P8wNzLn7wZGa+7YctY5w7f+w3yS+j0VgfO6VQdJThhUXLQriui+fk/OFyqfzzWTc//YuDGzBQrot7qB/36RYA1JJadG0M3ZPAuc2fFcy8YCFmrX+h5W5tH3PonjeQ9r+bYdPPTIjYQ5lOERsVtvECBtp10Q1FWB8/1f/+hgN+pks+c8TTnr9PZpZj5veJ539gCBgwo3zoOzrW+Shi+X+GL1MSxDh77B+R3uB3fHUj9qKafDDXwYun2b99D1OmNhXaQ1dEUPOr/eFeQdPfd4NDK3Menm2A6+L1JfGebRu74eZWoaIBvPaBMQPNBIfOMTpiQ2xkxpiKBFB1RUPnnLXTsJbWQSSA67r+d2rNVAJrpxX2geu6UB7GfNvysffB4D4fjBNPovP8q9I3hS2YW4kxt7IwFEXnvKFtKAr62ZXxDLqlD7elD/eRfXhBC/P4KeiQWcgo9DriQ+fq02aCUqj64qHHLlo85vm7cExMAq7rglJ4lhraR0vrMJfWFZbRWRe6E2AYQ8tURKA/BhVD/Zn7XBveE/v9wNzJ01AuML0cnm1Dzan0M4vmVhWG0L2mr1leJLnOmxwmvJ0CxtC5paEY1VA8cn3zq7HmV4962fBzoLF2OmpuVT6w5BSuP2bWF3Pt6mkAOM0pvHSnX6fU06icRwUwJRykKmzTkXI4ozVJuePxaG+arwc9Tqsvo+KPW2nYfIhu22DDtFLOaKyg+W87Wb3eHyqbxZ+FsQh4ptjmU8v8bNdPbe3lrPZCnjODefUHasLcMNfPrv3W+i7mDIy+vsmdO5//qwrwq12HuPuxDrIZl+TMcj7VEODU+jI+v6ELe2s7ZUGD96/2982H6u1JcSxNhm0U4kgmXebRnXfeyU033cRf//rXwmPNzc2cddZZPPDAA9TW1h7x9YMRX/EPTGtUTqPz03pWbOoj1JXFSrm4AQM3aOAFDOJTwiTq/WFBkbY0nqnw8s+7AWNo2JMQL4erMbMeZsYjW2KBUgT6HGItKcyMR8/sGLmYhd3vUP/3LjzboHdWlIFp/o+xkh1xtAFe0Cx8f1/T31GtMRx/n+ZCJtpSmGmXouYkZsYr/DHy+7z1lApyEYtAn0PpjviI/efvT5NMhdRKmPS0xkq6hDuzhDozhLqy9M6OMTDdP44iB9M4URMnZr02j5sXQ2t/TBUQ258k0p7BcDRtJ/jBZZXTaAPZj0JMRlpj5LTfT2Y83JBBLmqR9TSRTf3kki5tYZOHpkQ5t8xk6tO9JFvSdFuKPeuqmRsxOLixj6bdCYpMRbGpSLiaXlezv8jmf+b7gaFzdw2wMJ/pZKCoC/jni3uKA/xhhn9z7LLNvdQnRmYelVuK9IIiflMRYkPC43Mbu6nQsKc8wE1NMWaFDK7c1Y/RnmGPUnx7mX9euqTSojE4ebJ4JfNITFaTLnj05z//mWuuuYbHHhuaDWHbtm2cf/75PPnkkxQVFR3h1UPBo8WLFx/TB63rumzatOmY387XMmmjyUHaaXKQdpocpJ2OfdJGk4O00+Qg7XTsm0xtNLitEjwSk9WkG7Y2e/Zsent76ezspLLSL1q8a9cuamtrnzdwNJxpmpPioJ0s2/laJm00OUg7TQ7STpODtNOxT9pocpB2mhyknY590kZCTLzJk9+XN23aNFasWMF1111HPB5n//79fPvb3+biiy9+tTdNCCGEEEIIIYQQ4h/OpAseAXzzm98kl8txxhlncOmll3LyySfz/ve//9XeLCGEEEIIIYQQQoh/OJNu2BpAZWUl3/zmN1/tzRBCCCGEEEIIIYT4hzcpM4+EEEIIIYQQQgghxCtDgkdCCCGEEEIIIYQQYlwSPBJCCCGEEEIIIYQQ45LgkRBCCCGEEEIIIYQYlwSPhBBCCCGEEEIIIcS4JHgkhBBCCCGEEEIIIcYlwSMhhBBCCCGEEEIIMS4JHgkhhBBCCCGEEEKIcUnwSAghhBBCCCGEEEKMS4JHQgghhBBCCCGEEGJcEjwSQgghhBBCCCGEEOOS4JEQQgghhBBCCCGEGJcEj4QQQgghhBBCCCHEuCR4JIQQQgghhBBCCCHGJcEjIYQQQgghhBBCCDEuCR4JIYQQQgghhBBCiHFJ8EgIIYQQQgghhBBCjEuCR0IIIYQQQgghhBBiXBI8EkIIIYQQQgghhBDjkuCREEIIIYQQQgghhBiXBI+EEEIIIYQQQgghxLisV3sDXmlaawBc132Vt+TIBrfvWN/O1zJpo8lB2mlykHaaHKSdjn3SRpODtNPkIO107JtMbTS4jYO/R4WYbJR+jX17s9ksmzZterU3QwghhBBCCCHEa8zixYsJBAKv9mYI8aK95oJHnueRy+UwDAOl1Ku9OUIIIYQQQggh/sFprfE8D8uyMAypHiMmn9dc8EgIIYQQQgghhBBCvHAS8hRCCCGEEEIIIYQQ45LgkRBCCCGEEEIIIYQYlwSPhBBCCCGEEEIIIcS4JHgkhBBCCCGEEEIIIcYlwSMhhBBCCCGEEEIIMS4JHgkhhBBCCCGEEEKIcUnwSAghhBBCCCGEEEKMS4JHR9HWrVt597vfzapVqzjppJP4xCc+QXd3NwAbN27kkksuYfny5axbt45f/OIXI177m9/8hrPOOotly5Zx4YUXsn79+sJzruty/fXXs2bNGpYvX8773vc+2tvbx92OPXv2cPnll7N8+XLWrl3Ld77znYn5wJPURLVTT08PV199NSeddBIrV67k8ssvZ8uWLeNux/e+9z0WLlzI8uXLC39uuummifnQk8xEtVFnZydz584dsc/XrVs37nbIsXRkE9FOra2tI9pn+fLlLFmyhLlz545oy+HkWDqyl9NOg2677TYuu+yyEY9J33T0TFQbSb90dE1UO0nfdHRNRDtJ33R0vdQ20lpzyy23sG7dOo477jjOO+887rnnnsLz0i8JMcG0OCpSqZQ+6aST9De+8Q2dyWR0d3e3vvLKK/VVV12le3t79apVq/RPfvIT7TiOfvjhh/Xy5cv1xo0btdZaP/roo3r58uX6ySef1NlsVt9222169erVOplMaq21vvnmm/V5552nW1tb9cDAgP7IRz6ir7zyyjG3I5vN6rPPPlvfcMMNOpPJ6M2bN+u1a9fqP/zhD6/YvjiWTWQ7ve9979Pvfe97dXd3t85kMvrrX/+6XrNmjU4kEmNuywc/+EF98803v2KffbKYyDa677779Omnn/6CtkOOpSObyHYaznEc/c53vlN/+tOfHndb5Fga38tpJ621TiQS+stf/rKeM2eOfsc73jHivaVvOjomso2kXzp6JrKdpG86eiaynYaTvumlezltdNttt+l169bpnTt3as/z9L333qsXL15ceF76JSEmlmQeHSWtra3MmzePD3zgAwQCAcrKynjzm9/ME088wZ/+9CdKS0t5+9vfjmVZnHjiiZx33nnccccdAPziF7/gjW98IytWrMC2bd71rndRVlbGH/7wh8LzV155JXV1dcRiMT7zmc/w4IMPsn///lHb8cQTT9De3s6HPvQhAoEACxYs4LLLLius67VuotpJa41Sig9/+MOUlZURCAR4z3veQ2dnJ3v37h1zWzZt2sSiRYtewU8/OUzksfRi9rkcS0c2ke003K233kpXVxef+9znxt0WOZbG93LaCeCCCy6go6ODt771raPeW/qmo2Oi2kj6paNrIo8l6ZuOnolsp+Gkb3rpXk4b9ff384EPfICZM2eilGLdunXMnDmTp59+GpB+SYiJJsGjo2TGjBn84Ac/wDTNwmN//OMfWbhwITt27GDOnDkjlp81axZbt24FYOfOneM+PzAwQFtb24jnKysrKSkpYdu2baO2Y8eOHUyfPp1AIDDmul7rJqqdlFLccsstLFiwoPDcPffcQyQSYfr06aO2o6uri9bWVn7+85+zdu1a1q1bx1e/+lUymczR/LiT0kS1EfgXcm1tbZx77rmccMIJXHnllezcuXPM7ZBj6cgmsp0GNTc3873vfY8vfvGLI9phODmWjuzltBPA7bffzo033khFRcWI5aRvOnomqo2kXzq6JqqdQPqmo2ki22mQ9E0vz8tpow996ENceOGFhed27drFjh07WLhwofRLQrwCJHg0AbTW3HTTTdx///185jOfIZFIEA6HRywTCoVIJpMAR3w+kUgAEIlERj0/+NxwY71XOBwurEsMOZrtdLh7772XL37xi3zuc58b9RqAjo4Ojj/+eC688ELuu+8+vv/97/PQQw/xla985Sh+wsnvaLdRcXExK1as4Mc//jF/+ctfmDZtGu9+97sZGBgYtW45ll64iTqWvvOd73DqqaeybNmycdctx9IL92LbCaC2tnbM95K+aWIczTY6nPRLR8/RbifpmybGRB1P0jcdPS+ljQbt2bOHK6+8kvPPP5+VK1dKvyTEK0CCR0dZPB7nQx/6EHfddRc/+clPmDt3LuFwmHQ6PWK5dDpNNBoFOOLzgye1VCo17uuHi0Qio5ZNpVJjLvtadrTbaZDWmm9/+9t8/OMf57rrruNNb3rTmOufN28ed9xxB2eeeSaBQICZM2fy/ve/f8xhO69VE9FGN954I5/85CcpLy8nFovxqU99ikQiwZNPPjlq/XIsvTATdSwlEgl+//vf8853vvOI65dj6YV5Ke10JNI3HX1Hu40GSb90dE1EO0nfdPRN1PEkfdPR83La6L777uPNb34zZ599Nl/60pcA6ZeEeCVI8Ogoam5u5qKLLiIej/PLX/6SuXPnAjBnzhx27NgxYtmdO3cye/ZsAGbPnj3u8yUlJdTU1IxIX+7o6KC3t3dUWufge+3du5dcLjfmusTEtBP4Hc773vc+fvWrX3HHHXfwhje8YdxtePzxx/nud7874rFsNksoFHrZn+8fwUS0UTwe5/rrr6elpaXwnOu65HK5Mfe7HEvPb6KOJYAHHniA8vJyVq5cecRtkGPp+b3UdjoS6ZuOroloI5B+6WibiHaSvunom6jjCaRvOlpeThvdcsst/Ou//iuf/exnufrqq1FKAdIvCfFKkODRUdLX18fll1/Occcdx3/9139RXl5eeO6ss86is7OTH/3oRziOw6OPPspdd93FRRddBMDFF1/MXXfdxaOPPorjOPzoRz+iq6uLs846C4ALL7yQW2+9lf379xOPx7nuuutYtWoVTU1No7Zj9erVlJWVceONN5LJZNi6dSu33347F1988SuzI45xE9lOH/3oR2lra+NXv/rViBoTYwmHw9x8883cddddeJ7Hjh07+Pa3v82b3/zmifvwk8REtVEsFuPhhx/m+uuvZ2BggEQiwbXXXsuUKVM4/vjjR22HHEtHNpHHEsDTTz/NihUrCheF45Fj6cheTjs9H+mbjo6JbCPpl46eiWon6ZuOrok8nkD6pqPh5bTRbbfdxm233cYdd9zBeeedN+q9pV8SYmIprbV+tTfiH8Ftt93GV77yFcLh8KgOZf369WzatIkvfelLbN++nfLyct7//vePKPh25513cuutt3Lo0CFmzZrFNddcw9KlSwFwHIdvfOMb/N///R+JRILVq1dz7bXXFor5XXHFFdTX1/OFL3wBgH379vGFL3yBjRs3EolEeMc73sF73/veV2hPHNsmqp02b97MhRdeSCAQwLKsEe/7/e9/n+OPP35UO/3pT3/illtuobm5maKiIi699FLe//73Yxiv7ZjuRB5LLS0tfPnLX+aJJ57AcRxWr17NNddcQ0NDAyDH0osxke0EcNVVVzFr1iz+7d/+bdS65Vh64V5uOw26+eabefzxx7n99tsLj0nfdHRMVBtJv3R0TeSxJH3T0TOR7QTSNx0NL7WNtNasXLmSVCo1qlD5VVddxf/7f/9P+iUhJpgEj4QQQgghhBBCCCHEuF7boW8hhBBCCCGEEEIIcUQSPBJCCCGEEEIIIYQQ45LgkRBCCCGEEEIIIYQYlwSPhBBCCCGEEEIIIcS4JHgkhBBCCCGEEEIIIcYlwSMhhBBCCCGEEEIIMS4JHgkhhBBCCCGEEEKIcUnwSAghhBBCCCGEEEKMS4JHQgghxGvQ5z//eU466SS6urpGPJ7L5bj00ku56qqr0Fq/SlsnhBBCCCGOJUrLlaEQQgjxmpPJZLj00kupqanhe9/7XuHxm266ibvuuotf//rXlJaWvnobKIQQQgghjhkSPBJCCCFeo3bv3s1FF13Exz72MS677DIef/xxrrzySm6//XZKS0u57rrrWL9+PZFIhPPPP58PfOADBAIBtNZ8//vf56677uLgwYMopTjllFP40pe+RCgU4uqrryaZTLJjxw56enr4+c9/TlNT06v9cYUQQgghxEskw9aEEEKI16gZM2bw7//+79x4441s2bKFq6++mk984hPMmjWLd73rXcyePZsHH3yQ//mf/+Hhhx/m5ptvBuDuu+/mxz/+MTfffDNPPvkkP/3pT/nb3/7GXXfdVXjvhx56iG984xv86U9/ksCREEIIIcQkJ8EjIYQQ4jXsn/7pnzj77LN5y1vewvLly3n729/OX//6V7LZLB/72McIBoPU1dXx4Q9/mDvuuAOAU045hV/+8pdMmzaN7u5uenp6KC0t5dChQ4X3XbZsGXPmzKG4uPjV+mhCCCGEEOIosV7tDRBCCCHEq+tf/uVfuPPOO/nwhz8MQEtLC93d3axcubKwjNYax3Ho6uoiEAhw0003cf/991NeXs78+fNxHGdEge3q6upX/HMIIYQQQoiJIcEjIYQQ4jXOMIwRf9fW1tLU1MQ999xTWCYej9PV1UV5eTmf//znaW1t5b777iMWiwFw3nnnjXhPpdQrtPVCCCGEEGKiybA1IYQQQoxw+umnk0gk+MEPfkA2m6W/v59PfvKTfPSjH0UpRTweJxgMYpommUyGH/7wh2zfvh3HcV7tTRdCCCGEEBNAgkdCCCGEGCEWi/GjH/2Ixx57jFNOOYUzzzwTwzC49dZbAfjIRz5COp1mzZo1rFu3jg0bNnDBBRewffv2V3nLhRBCCCHERFB6eIECIYQQQgghhBBCCCGGkcwjIYQQQgghhBBCCDEuCR4JIYQQQgghhBBCiHFJ8EgIIYQQQgghhBBCjEuCR0IIIYQQQgghhBBiXBI8EkIIIYQQQgghhBDjkuCREEIIIYQQQgghhBiXBI+EEEIIIYQQQgghxLgkeCSEEEIIIYQQQgghxiXBIyGEEEIIIYQQQggxLgkeCSGEEEIIIYQQQohxSfBICCGEEEIIIYQQQozr/wObnnOb1Ede0QAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot Genre Trends Over Time\n", "# Pivot the data to create a matrix of years (rows) and genres (columns) with movie counts\n", "genre_trends = genre_counts.pivot(index='year', columns='genre', values='count').fillna(0)\n", "\n", "# Plot the genre trends\n", "plt.figure(figsize=(12, 8))\n", "sns.lineplot(data=genre_trends)\n", "plt.title(\"Genre Trends Over Time (2000-2020)\")\n", "plt.xlabel(\"Year\")\n", "plt.ylabel(\"Number of Movies\")\n", "plt.legend(title=\"Genres\", bbox_to_anchor=(1.05, 1), loc='upper left')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "137289e8", "metadata": {}, "source": [ "1. The graph provides insight into changing audience preferences, with Drama dominating for a long time but facing a gradual decline. Action and Comedy remain strong but show some decline as well.\n", "2. The impact of external factors like the COVID-19 pandemic is apparent, with a substantial drop in all genres in 2020.\n", "3. After the mid-2010s, action movies also start to decline, though not as drastically as Drama. This suggests a slight shift in audience preference away from action in recent years.\n", "4. Genres like Thriller, Horror, and Sci-Fi show a modest increase over time, particularly from 2010 onwards, though they never surpass the most popular genres like Drama or Action." ] }, { "cell_type": "code", "execution_count": 18, "id": "088de3c4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " year genre duration\n", "0 2000 Action 113.818182\n", "1 2000 Adventure 106.687500\n", "2 2000 Animation 83.454545\n", "3 2000 Biography 120.857143\n", "4 2000 Comedy 102.080000\n" ] } ], "source": [ "# Calculate Average Movie Duration by Genre and Year\n", "average_duration = data.groupby(['year', 'genre'])['duration'].mean().reset_index()\n", "\n", "# Display the average duration data\n", "print(average_duration.head())\n" ] }, { "cell_type": "code", "execution_count": 19, "id": "09afcde7", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot Average Movie Duration by Genre and Year\n", "# Pivot the data to create a matrix for the heatmap\n", "duration_trends = average_duration.pivot(index='year', columns='genre', values='duration')\n", "\n", "# Plot the heatmap\n", "plt.figure(figsize=(12, 8))\n", "sns.heatmap(duration_trends, cmap=\"YlGnBu\", cbar_kws={'label': 'Average Duration (minutes)'})\n", "plt.title(\"Average Movie Duration by Genre and Year\")\n", "plt.xlabel(\"Genre\")\n", "plt.ylabel(\"Year\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 20, "id": "fc5cc130", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot average duration for a few selected genres over time\n", "selected_genres = ['Animation', 'Biography', 'History', 'Musical'] # Select genres of interest\n", "plt.figure(figsize=(12, 8))\n", "for genre in selected_genres:\n", " sns.lineplot(data=average_duration[average_duration['genre'] == genre], x='year', y='duration', label=genre)\n", "\n", "plt.title(\"Average Movie Duration by Genre (2000-2020)\")\n", "plt.xlabel(\"Year\")\n", "plt.ylabel(\"Average Duration (minutes)\")\n", "plt.legend(title=\"Genre\")\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "b4744a32", "metadata": {}, "source": [ "By calculating the average duration of movies in each genre we get the insights that\n", "1. Short Duration- Animation movies are shortest among the others but as year passed they are getting slightly longer.\n", "2. Long Duration- Biography, History and Musical movies have the highest length.\n", "\n" ] }, { "cell_type": "code", "execution_count": 53, "id": "84300a24", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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yearoriginal_titleavg_votegenrecountry
4782000O Auto da Compadecida8.6Comedy, Drama, WesternBrazil
92001The Lord of the Rings: The Fellowship of the Ring8.8Action, Adventure, DramaNew Zealand, USA
852002The Lord of the Rings: The Two Towers8.7Action, Adventure, DramaNew Zealand, USA
842003The Lord of the Rings: The Return of the King8.9Action, Adventure, DramaNew Zealand, USA
12472004Black Friday8.5Action, Crime, DramaIndia
17662005Babam ve Oglum8.3Drama, FamilyTurkey
12982006The Departed8.5Crime, Drama, ThrillerUSA
23012007Taare Zameen Par8.4Drama, FamilyIndia
17252008The Dark Knight9.0Action, Crime, DramaUSA, UK
263920093 Idiots8.4Comedy, DramaIndia
29522010Inception8.8Action, Adventure, Sci-FiUSA, UK
34132011Intouchables8.5Biography, Comedy, DramaFrance
29272012The Dark Knight Rises8.4Action, AdventureUK, USA
40682013Lucia8.3Drama, Sci-Fi, ThrillerIndia
39072014Wheels8.8DramaUSA
49302015Thani Oruvan8.4Action, Crime, ThrillerIndia
50072016Aynabaji9.1Crime, Mystery, ThrillerBangladesh
51622017Vikram Vedha8.6Action, Crime, ThrillerIndia
53732018Peranbu9.0DramaIndia
52402019Gisaengchung8.6Comedy, Drama, ThrillerSouth Korea
54032020Dil Bechara8.8Comedy, Drama, RomanceIndia
\n", "
" ], "text/plain": [ " year original_title avg_vote \\\n", "478 2000 O Auto da Compadecida 8.6 \n", "9 2001 The Lord of the Rings: The Fellowship of the Ring 8.8 \n", "85 2002 The Lord of the Rings: The Two Towers 8.7 \n", "84 2003 The Lord of the Rings: The Return of the King 8.9 \n", "1247 2004 Black Friday 8.5 \n", "1766 2005 Babam ve Oglum 8.3 \n", "1298 2006 The Departed 8.5 \n", "2301 2007 Taare Zameen Par 8.4 \n", "1725 2008 The Dark Knight 9.0 \n", "2639 2009 3 Idiots 8.4 \n", "2952 2010 Inception 8.8 \n", "3413 2011 Intouchables 8.5 \n", "2927 2012 The Dark Knight Rises 8.4 \n", "4068 2013 Lucia 8.3 \n", "3907 2014 Wheels 8.8 \n", "4930 2015 Thani Oruvan 8.4 \n", "5007 2016 Aynabaji 9.1 \n", "5162 2017 Vikram Vedha 8.6 \n", "5373 2018 Peranbu 9.0 \n", "5240 2019 Gisaengchung 8.6 \n", "5403 2020 Dil Bechara 8.8 \n", "\n", " genre country \n", "478 Comedy, Drama, Western Brazil \n", "9 Action, Adventure, Drama New Zealand, USA \n", "85 Action, Adventure, Drama New Zealand, USA \n", "84 Action, Adventure, Drama New Zealand, USA \n", "1247 Action, Crime, Drama India \n", "1766 Drama, Family Turkey \n", "1298 Crime, Drama, Thriller USA \n", "2301 Drama, Family India \n", "1725 Action, Crime, Drama USA, UK \n", "2639 Comedy, Drama India \n", "2952 Action, Adventure, Sci-Fi USA, UK \n", "3413 Biography, Comedy, Drama France \n", "2927 Action, Adventure UK, USA \n", "4068 Drama, Sci-Fi, Thriller India \n", "3907 Drama USA \n", "4930 Action, Crime, Thriller India \n", "5007 Crime, Mystery, Thriller Bangladesh \n", "5162 Action, Crime, Thriller India \n", "5373 Drama India \n", "5240 Comedy, Drama, Thriller South Korea \n", "5403 Comedy, Drama, Romance India " ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Identify top-rated movies each year\n", "\n", "# Using a new data set because in previous we split the genre to get detailed analysis, which lead to duplicate the same movie.\n", "new_data = pd.read_csv('IMDB Movies 2000 - 2020.csv')\n", "\n", "# Find the top-rated movie for each year\n", "# Group by 'year' and select the row with the highest rating for each year\n", "top_rated_each_year = new_data.loc[data.groupby('year')['avg_vote'].idxmax()]\n", "\n", "# Select only the desired columns\n", "top_rated_each_year = top_rated_each_year[['year', 'original_title', 'avg_vote', 'genre','country']]\n", "\n", "# Display the result\n", "top_rated_each_year\n" ] }, { "cell_type": "markdown", "id": "c2d39bf8", "metadata": {}, "source": [ "Looks like India produced some good movies from the past 20 years which got the highest rating among all the movies released that year. As an Indian this is a proud moment for me since we are good at making it." ] }, { "cell_type": "code", "execution_count": 54, "id": "002e656b", "metadata": {}, "outputs": [], "source": [ "# Analyze the most common languages used in movies over the years.\n", "\n", "# Count the occurrences of each language in each year\n", "language_counts = new_data.groupby(['year', 'language_1']).size().reset_index(name='count')\n", "\n", "# Find the most popular language in each year\n", "# For each year, find the language with the maximum count\n", "most_popular_language_each_year = language_counts.loc[language_counts.groupby('year')['count'].idxmax()]\n", "\n", "# Select the columns we are interested in for better readability\n", "most_popular_language_each_year = most_popular_language_each_year[['year', 'language_1', 'count']]\n", "\n", "# Since we have three column so we do this same step for all the language column." ] }, { "cell_type": "code", "execution_count": 55, "id": "37143ad3", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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yearlanguage_1count
22000English149
182001English162
312002English184
462003English165
642004English183
832005English202
1072006English236
1252007English244
1472008English236
1632009English245
1832010English216
2032011English247
2242012English232
2432013English259
2642014English275
2862015English239
3092016English253
3312017English240
3512018English227
3732019English191
3842020English47
\n", "
" ], "text/plain": [ " year language_1 count\n", "2 2000 English 149\n", "18 2001 English 162\n", "31 2002 English 184\n", "46 2003 English 165\n", "64 2004 English 183\n", "83 2005 English 202\n", "107 2006 English 236\n", "125 2007 English 244\n", "147 2008 English 236\n", "163 2009 English 245\n", "183 2010 English 216\n", "203 2011 English 247\n", "224 2012 English 232\n", "243 2013 English 259\n", "264 2014 English 275\n", "286 2015 English 239\n", "309 2016 English 253\n", "331 2017 English 240\n", "351 2018 English 227\n", "373 2019 English 191\n", "384 2020 English 47" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" } ], "source": [ "most_popular_language_each_year" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "8854100a", "metadata": {}, "source": [ "By looking at the output we can say that english is the most common language used in movies.\n", "I have also tried to get the 2nd most common language from SQL because its easy and here is the output i.e. Hindi is the 2nd most common language.\n", "![image.png](attachment:image.png)" ] }, { "cell_type": "code", "execution_count": 56, "id": "f50e520d", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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yearlanguage_2count
182000Spanish14
292001French15
532002French15
902003French14
1212004French16
1742005Spanish24
2092006Spanish24
2412007Spanish20
2792008Spanish23
2962009French21
3212010English19
3522011French16
3902012English21
4492013Spanish28
4882014Spanish19
5232015Spanish21
5642016Spanish16
5952017Spanish31
6312018Spanish24
6592019Spanish20
6702020French4
\n", "
" ], "text/plain": [ " year language_2 count\n", "18 2000 Spanish 14\n", "29 2001 French 15\n", "53 2002 French 15\n", "90 2003 French 14\n", "121 2004 French 16\n", "174 2005 Spanish 24\n", "209 2006 Spanish 24\n", "241 2007 Spanish 20\n", "279 2008 Spanish 23\n", "296 2009 French 21\n", "321 2010 English 19\n", "352 2011 French 16\n", "390 2012 English 21\n", "449 2013 Spanish 28\n", "488 2014 Spanish 19\n", "523 2015 Spanish 21\n", "564 2016 Spanish 16\n", "595 2017 Spanish 31\n", "631 2018 Spanish 24\n", "659 2019 Spanish 20\n", "670 2020 French 4" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Analyze the 2nd language column \n", "language_count = new_data.groupby(['year', 'language_2']).size().reset_index(name='count')\n", "\n", "most_popular_language_each = language_count.loc[language_count.groupby('year')['count'].idxmax()]\n", "\n", "most_popular_language_each = most_popular_language_each[['year', 'language_2', 'count']]\n", "\n", "# Display the result\n", "most_popular_language_each\n" ] }, { "cell_type": "markdown", "id": "86c67cff", "metadata": {}, "source": [ "Here we can see that Spanish and French language are the most common secondary languages." ] }, { "cell_type": "markdown", "id": "6ca1322b", "metadata": {}, "source": [ "So by looking at the output from both the columns we can conclude that although English is the most popular language, French and Spanish also gained popularity in certain periods." ] }, { "cell_type": "code", "execution_count": 57, "id": "2491d00e", "metadata": {}, "outputs": [], "source": [ "# Directors with Consistently High Ratings: For this analysis I have used SQL because its easy. " ] }, { "cell_type": "code", "execution_count": 58, "id": "d004518c", "metadata": {}, "outputs": [], "source": [ "# Calculate Average Rating by Director: Use the AVG aggregate function to find the average rating for each director.\n", "# Filter for High Ratings: Use a HAVING clause to filter directors who have an average rating above a certain threshold." ] }, { "attachments": { "image.png": { "image/png": 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} }, "cell_type": "markdown", "id": "1e2c5706", "metadata": {}, "source": [ "SELECT\n", " director,\n", " AVG(avg_vote) AS avg_rating,\n", "\tCOUNT(title) AS total_movies\n", "FROM \n", " movies\n", "GROUP BY \n", " director\n", "HAVING \n", " AVG(avg_vote) >= 8\n", "ORDER BY \n", " total_movies DESC;\n", "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "id": "cfc4f97a", "metadata": {}, "source": [ "So here we can see that two directors who produce some of the best movies in this decade are on top of the list.\n", "Christopher Nolan directed movies like \"Interstellar\", \"Inception\", and \"Tenet\" are highly rated." ] }, { "cell_type": "markdown", "id": "e58c56ce", "metadata": {}, "source": [ "Anurag Kashyap: Acclaimed Indian Director\n", "\n", "Known for bold narratives and social commentary, Kashyap's notable works include:\n", "\n", "- Gangs of Wasseypur\n", "- Dev.D\n", "- Black Friday\n", "\n", "Recipient of National Film Award and Filmfare Award. Pioneering Indian new wave cinema." ] }, { "cell_type": "code", "execution_count": null, "id": "3e723e30", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "eb271258", "metadata": {}, "source": [ "**Top 10 Actors in Terms of Total Votes**" ] }, { "cell_type": "code", "execution_count": 62, "id": "81fe08af", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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actorsavg_ratingtotal_votestotal_movies
27678'Michael Caine'7.0347831221140623
35376'Samuel L. Jackson'6.4925001173372540
28974'Morgan Freeman'6.7428571100792635
35826'Scarlett Johansson'7.1147061050151334
43893['Leonardo DiCaprio'7.746154915697613
26267'Mark Ruffalo'7.060714896847328
31329'Paul Bettany'7.104545861022022
30766'Orlando Bloom'7.221429811161214
13992'Gary Oldman'6.880952802965221
6868'Cate Blanchett'6.975000800957624
\n", "
" ], "text/plain": [ " actors avg_rating total_votes total_movies\n", "27678 'Michael Caine' 7.034783 12211406 23\n", "35376 'Samuel L. Jackson' 6.492500 11733725 40\n", "28974 'Morgan Freeman' 6.742857 11007926 35\n", "35826 'Scarlett Johansson' 7.114706 10501513 34\n", "43893 ['Leonardo DiCaprio' 7.746154 9156976 13\n", "26267 'Mark Ruffalo' 7.060714 8968473 28\n", "31329 'Paul Bettany' 7.104545 8610220 22\n", "30766 'Orlando Bloom' 7.221429 8111612 14\n", "13992 'Gary Oldman' 6.880952 8029652 21\n", "6868 'Cate Blanchett' 6.975000 8009576 24" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Split the actors column because each row has many actors.\n", "new_data['actors'] = new_data['actors'].astype(str)\n", "new_data['actors'] = new_data['actors'].str.split(', ')\n", "new_data_exploded = new_data.explode('actors')\n", "\n", "# Group by actor and calculate average rating, total votes, and movie count\n", "top_actors = (\n", " new_data_exploded.groupby('actors')\n", " .agg(avg_rating=('avg_vote', 'mean'), total_votes=('votes', 'sum'), total_movies=('avg_vote', 'count'))\n", " .reset_index()\n", ")\n", "\n", "# Sort by average total votes. Later we can use rating or movie count\n", "top_actors = top_actors.sort_values(by=['total_votes'], ascending=[False])\n", "\n", "top_actors.head(10)\n" ] }, { "cell_type": "code", "execution_count": 67, "id": "f8e74985", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Getting the top 10 actors\n", "top_actors_sorted = top_actors.sort_values(by='total_votes', ascending=False).head(10)\n", "# Plotting \n", "plt.figure(figsize=(12, 8))\n", "sns.barplot(x='total_votes', y='actors', data=top_actors_sorted, palette='viridis')\n", "plt.xlabel(\"Total Votes\")\n", "plt.ylabel(\"Actors\")\n", "plt.title(\"Top 10 Actors by Total Votes\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "3ae189b0", "metadata": {}, "source": [ "Here is the list and graph of the best actors in Film Industry and I don't need to tell you about them since they are already people's favourites." ] }, { "cell_type": "code", "execution_count": null, "id": "5d18ee35", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "7f894755", "metadata": {}, "source": [ " **Actors who appear frequently in high-rated movies or movies with a high number of votes.** " ] }, { "cell_type": "code", "execution_count": 68, "id": "dec4ce9b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Actors frequently appearing in high-rated and high-vote movies:\n", " actors avg_rating total_votes total_movies\n", "19908 'John Ratzenberger' 8.000000 4403499 6\n", "19637 'John Bach' 8.800000 3054058 2\n", "38905 'Teddy Newton' 8.133333 2242255 3\n", "3372 'Anthony Michael Hall'] 9.000000 2241615 1\n", "34370 'Ron Dean' 9.000000 2241615 1\n", "... ... ... ... ...\n", "28328 'Mikaal Zulfiqar' 8.000000 51757 1\n", "29213 'Nabeel Ahmed'] 8.000000 51757 1\n", "15544 'Hasan Noman' 8.000000 51757 1\n", "33003 'Rasheed Naz' 8.000000 51757 1\n", "22384 'Kerem Sarikaya' 8.000000 51757 1\n", "\n", "[1013 rows x 4 columns]\n" ] } ], "source": [ "# Define thresholds for high rating and high votes\n", "high_rating_threshold = 8.0\n", "high_votes_threshold = 50000\n", "\n", "# Find actors with an average rating above the high rating threshold\n", "high_rating_actors = top_actors[top_actors['avg_rating'] >= high_rating_threshold]\n", "\n", "# Find actors with a total number of votes above the high votes threshold\n", "high_votes_actors = top_actors[top_actors['total_votes'] >= high_votes_threshold]\n", "\n", "# Find actors who meet both criteria (high-rated movies and high votes)\n", "high_rating_and_votes_actors = top_actors[\n", " (top_actors['avg_rating'] >= high_rating_threshold) &\n", " (top_actors['total_votes'] >= high_votes_threshold)\n", "]\n", "\n", "# Display the actors who meet both criteria\n", "print(\"Actors frequently appearing in high-rated and high-vote movies:\")\n", "print(high_rating_and_votes_actors[['actors', 'avg_rating', 'total_votes', 'total_movies']])\n", "\n" ] }, { "cell_type": "code", "execution_count": 74, "id": "87d77da3", "metadata": {}, "outputs": [], "source": [ "# Sorting & Plotting graph for the top 10 actors in high rated and voted movies" ] }, { "cell_type": "code", "execution_count": 71, "id": "92653db0", "metadata": {}, "outputs": [], "source": [ "high= high_rating_and_votes_actors.sort_values(by='total_votes', ascending=False).head(10)" ] }, { "cell_type": "code", "execution_count": 75, "id": "127fbc0e", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12, 8))\n", "sns.barplot(x='total_votes', y='actors', data=high, palette='viridis')\n", "plt.xlabel(\"Total Votes\")\n", "plt.ylabel(\"Actors\")\n", "plt.title(\"Top 10 Actors in high-rated movies\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "3396e5d2", "metadata": {}, "source": [ "John Ratzenberger: The only person to voice a character in all of Pixar Animation's feature films.\n", "\n", "John Bach: His screen career spans more than 90 roles. John Bach was born on 5 June 1946 in Wales, UK. He is an actor, known for The Lord of the Rings.\n", "\n", "This actors worked in several movies and many of them get the highest rating." ] }, { "cell_type": "code", "execution_count": null, "id": "9653e83c", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "5b62f9b9", "metadata": {}, "source": [ "***Plot the average IMDb rating and number of votes each year to see if audience engagement has changed.***" ] }, { "cell_type": "code", "execution_count": 79, "id": "74138dc5", "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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hk8lQo0aNOKPCtWvXxvv37/Ho0SMULlwYmTJlwoABAzBx4kScPn0aWbNmxciRIxMkIYovufd427Zt8ebNG1y/fh0AsH//fjg5OaFBgwbJ9ku3bt1QqlQpXLt2DdOnT0fGjBljHrty5QoqVKgAJyenmN8pffr0KFu2LC5dugQAqFq1KjZv3ow0adLg2bNn8Pf3x4oVK/Dp06c4iXeAhJ9djDGWUpxkhTFmdGfOnMGHDx+wZ8+emLU4sfn7+6Nu3bpo2bIl9u/fjwcPHiBbtmy4dOkSpkyZAgD4+vUrVCoVVq9ejdWrVyfYRpo0aeLczpw5c5zbAQEBmDx5MgICAuDk5IRChQohZ86cACglekhICJRKZYLX2dvbxzmYCwkJwfv375OcXujq6qpDr8TVqFEjDBo0CK9fv4azszMuX76MoUOH6r0dAAgKCooJitTiZ7pU/55fv35NclvZsmWDj48PAKBEiRLInz8/unfvjqFDh2L16tVxAtB169Zh5cqV+Pz5M7JkyYJixYohbdq0yU6t0yZt2rQx19UH7eK/qYafPn3S2v9Zs2bF+/fvE93m9+/fMXXqVOzfvx/R0dHIlSsXSpUqBXt7+wTTGGPvX90G9XPUQXz8jJdZs2bV9dfTSr1dbVlJs2TJkmQ/nj9/HjNmzMDTp0/h7OwMLy8vODs7A9C/Fl3btm0xdepUvH//HlmzZsX+/ftjpluq25kxY8YEa0PVjyfWzpCQEAghULp0aa2PBwcHo2jRotiyZQuWL1+Ow4cPY9u2bUibNi2aN2+OsWPHJvg/jy2593jFihWRK1cu7Nu3D+XKlcO+ffvQqFGjBH9rbezs7FClShXcvHkTNWrUSPB7HT58OMFaQkDzHlGpVFiwYAG2bNmC8PBwZM+eHSVKlND6++iTlZYxm/X+PVCpEvDHH0DNmsk/v1gx4MWLuPeFhQEzZgD/rWu2ZhzgMcaMbteuXciZMydmzpyZ4DFfX19s27YNdevWRcWKFeHu7o4jR47A3d0d9vb2MWfXnZ2dIZPJ0L179zhJV9SSOkhTr+vx8vLCwYMHUbBgQdjZ2eHs2bM4duwYADoYdHBwiFkzo6ZSqWKShACUXCRfvnyYN2+e1n0ltpYnOdWrV4eLiwuOHTsGFxcX5MqVC8WLF9d7O1++fMG9e/di1i2qxQ/k1IFQ/IA2ORUqVECnTp2wadMm7NixA+3btwcA/PXXX5g1axZGjBiBtm3bxhzY/vzzzwgICND790iKh4dHgr8TAK33xTZ9+nQcO3YMixYtQuXKlZEuXToAQKVKlfTavzrg//jxIwoUKBBzf0hIiF7biU99YuDDhw8oWLBgnMfev3+P3Llza33dy5cvMWjQINSpUwcrV65Enjx5AFBikfPnz+vdjqZNm2LWrFk4dOgQatWqhZs3b8ZZf+jq6orPnz8jOjo6TpAXHBwMAHFOiMTm4uKCdOnSYePGjVofz5s3LwCgQIECmDt3LpRKJe7cuYP9+/fjzz//RK5cudC3b99E253ce1wmk6FVq1bYuHEjOnXqhMePH8ecQEoJFxcXVK5cOUEWXAAx/bNq1SqsX78ekyZNipOJtG3btineP2M25+JFoFs34L912Tq5dy/u7fHjgYMHgSFDjNs2C8VTNBljRvXhwwecP38eTZo0icmgGfvSuHFjXLx4Ea9evYKdnR2aNm2KU6dO4ejRo6hTpw7Sp08PgNLpe3t74+nTp/Dx8Ym5FC5cGH5+fkkWyn769ClCQkLQtWtXFC5cOGZE6Ny5cwAoiJPL5ShdujROnjwZ57WnT59GdHR0zO3y5cvj3bt3yJw5c5x2XL58GX/88QfkcrlB/eTo6Ig6derg+PHjOHLkiNYgVhcrVqxAVFRUTOClFv9A/9ChQ5DJZChfvrze+xg6dCiyZMmCBQsWxAS/N27cgIuLC/r27RsT3IWFheHGjRsxmRUBxJlCZ6hy5crh5s2bcUbr3r9/j1u3biX5uhs3bqBChQqoW7duTHB39+5dfPr0KU4bk1OqVCk4OTnh6NGjce5XT4k0VMmSJeHo6Jggi+X169fx9u3bmJGv+H149+5dREZGol+/fjHBHaD5m+s7gufi4oL69evHvBezZcuG6tWrxzxevnx5KJXKBCNW6mmd6vIc8dtZvnx5hIeHQwgR53/n0aNHWLp0KaKjo3H06FFUrFgR79+/h1wuR6lSpTBp0iRkyJABgYGBSbZbl/d4mzZt8O3bN8ycORP58uUzSimR8uXL4/HjxyhatGjM71S8eHGsX78eJ06cAEDvvUKFCqFt27YxwV1QUBAePnyo13uPMZu3YQPQsSMwfXrCx06eBMqXB9zcaMRuyxbt2/D3BxYuBHbsAP47xrB2PILHGDOqvXv3Ijo6OtGApVWrVti6dSt27NiBESNGoGXLllizZg3kcjmWL18e57nDhw9H3759MWLECDRv3hxKpRJr167F7du3YzILapM/f36kT58eK1asgL29Pezt7XHs2DHs2rULAGJSqfv6+qJLly7w9fVF27Zt8fbtW/z+++8AEDMVsXXr1ti8eTN69OiB/v37I3v27Lh06RJWr16Nzp07ay0QravGjRujX79+sLOzSzbD5adPn2ICGqVSiY8fP+LYsWM4ePAg+vfvHzOtUu3u3bsYO3YsmjZtioCAACxevBht27ZFvnz59G5n+vTpMWzYMIwdOxYLFy7ElClTUKJECfz555+YNWsWatWqheDgYKxZswYfPnyIM2U1Q4YMuHnzJi5fvpygLpyuunbtii1btqBXr14YNGgQAGDp0qVQKBRJrlksUaIEjhw5gj///BMFCxbEgwcPsHz5cshkMr1KRjg7O2PgwIFYtGgR0qZNi4oVK+Ls2bMpDvDc3NzQt29f+Pn5wcHBAXXq1MHr16/x+++/o1ChQmjdujUA6kMAOHHiBKpXr45ixYrB3t4ec+fORc+ePaFQKLBnzx6cOXMGgGbtoj7atm2L7t274/3792jdunWcExfVq1dHhQoVMHHiRAQHB8Pb2xtXr17F6tWr0apVq5ii9RkyZMCHDx9w9uxZFC1aFDVq1EC5cuUwcOBADBw4EAULFsSdO3ewZMkSVK1aFZkyZULp0qWhUqkwaNAg9O3bF87Ozjhy5Ai+ffuG+vXrJ9lmXd7j6oLuFy5cwLBhw/TuF20GDhyIDh06oF+/fvjpp5+QJk0abN++HSdPnsTixYsB0Htv2bJlWLVqFX744Qe8ePECK1euhEKhSFG5EsZsToMGQKdOgL090KGD5v7bt4HmzYHNm4EWLYC//6afWbLQa9SUSqB/fxrBK1zY9O03Ew7wGGNGtXfvXhQuXBhFihTR+niJEiVQoEAB7N69G0OGDIGnpyeKFi2KoKAgVKlSJc5zq1atijVr1sDPzw++vr5wcHBAsWLFsG7duiSLRbu4uGDZsmWYM2cOfv75Zzg7O6No0aLYvHkz+vTpg+vXr6N27dooW7YslixZgt9//x0DBw5Ezpw5MX78eAwbNixmPVO6dOmwZcsWzJ8/H3PnzsW3b9+QM2dOjBgxAj179kxRX1WuXBkZMmRA9uzZE0zRi+/s2bM4e/YsAJoGliVLFnh6emLFihUJilQDwIABA3D//n30798fLi4u6N27NwYPHmxwW9u0aYPt27dj586daN++PVq1aoXXr19j9+7d2Lp1K9zd3VGjRg107NgR48ePx+PHj1GoUCF06tQJd+/eRZ8+fTBz5kxky5ZN731nyJABGzduxPTp0zFy5Eg4OzujY8eOSJcuXczInDajR49GVFQUFi1aBIVCgVy5cmHAgAF4/PgxTp8+DaVSqXMb+vXrh3Tp0mHDhg3YsGEDSpUqhVGjRmHSpEl6/z6xDRkyBFmyZMHmzZuxc+dOuLm5oWHDhhg6dGjMNOQKFSqgcuXKmD9/Pi5fvoxVq1Zh/vz58PPzw4ABA+Dq6ooffvgBmzZtQpcuXXD9+nV4eXnp1Q516YBXr14lmEYok8mwcuVKLF68GBs3bsSnT5+QK1cuDBs2LM40xdatW+Ps2bMYNGgQfH190bdvX6xatQq///47Vq5ciY8fP8Ld3R3du3ePCdSzZcuGP/74A7///jvGjh2LiIgIFC5cGEuWLEHFihWTbLOu7/FatWrh0qVLWutuGqJIkSLYsmULFi5ciJEjR0IIAU9PTyxdujQmEU+/fv3w+fNnbNy4EUuXLkX27NnRokWLmL788uWLQWt3GbM58daXx1i5kgK6/06EoXJloE8fwM8vboC3dSsQGgr4+krfVgsiE/rO5WCMMStx6tQpeHh4xEng8ejRIzRt2hTLli3jmlQW4vbt2wgJCYmT7CI6Oho1a9ZEkyZNYgqBM6ZNnz59IJfL46wrZIylQjIZTbesWRNo3Bg4fRpwctI8rlQCBQsCsafvV6sG1K0L/Fez01bwCB5jzGZduHABhw8fxi+//IL8+fMjMDAQy5cvR4ECBVC1alVzN4/95+3btxg2bBgGDRqE8uXLIyIiAtu2bcO3b9/Qrl07czePWailS5fi2bNnOHfuHDZv3mzu5jDGjClXLqB7dyD2iZt374DY41ZBQZSgZcMGkzfP3DjAY4zZrFGjRsHJyQnLly9HcHAw3NzcUK1aNYwYMSLJ9OzMtBo1aoSQkBBs3boVa9asgYODA0qWLInNmzcnO7WV2a7Tp0/jxYsX+PXXX1GuXDlzN4cxZky9egH16tEUzbp1KcNm48ZAs2bAggX0nIsXgRw5gFjZj20FT9FkjDHGGGOMWbbYUzQB4NAhmnr56BHg7Az89BMwcybg6EiPz5sH7NxJCVhsDAd4jDHGGGOMMWYluA4eY4wxxhhjjFkJDvAYY4wxxhhjzEpYfZKV6OhofP/+Hfb29rCz43iWMcYYY4wxW6VSqRAdHQ0nJyfY21tnKGSdv1Us379/x//+9z9zN4MxxhhjjDFmIby8vJA+fXpzN0MSVh/gqSNzLy8vOKqz6piJUqnE/fv34e3tDblcbta2WCPuX2lx/0qL+1d63MfS4v6VFvevtLh/pWVJ/atQKPC///3PakfvABsI8NTTMh0dHS0iwFO3xdxvbmvE/Sst7l9pcf9Kj/tYWty/0uL+lRb3r7QssX+teemW9f5mjDHGGGOMMWZjOMBjjDHGGGOMMW1OnwYqVAAyZAA8PIAhQ4CICO3PbdQIcHIC0qfXXI4eNW17wQEeY4wxxhhjjCX0/j3QpAkwYAAQEgLcvAmcOQPMmqX9+devA8eOAaGhmkvDhqZsMQAbWIPHGGOMMcYYY3rLmhUIDgZcXAAhgI8fge/f6f74nj0DPn0CSpc2fTvjsZkAT6lUxizwNGcbYv9kxsX9Ky3uX2lx/0qP+1ha3L/S4v6VFvevtCypf9VtCAsLg0KhiLk/0YSMLi70M3du4M0boFo1oEePhM+7do2e2749XXd3B4YPB3r2lOLXSJJMCCFMvlcTUigUCAgIMHczGGOMMcYYYxaiV69eiIi1lm7w4MEYMmRI4i+IiAA+fwY6daJ1dkeOxH180yZg61ZgxgygeHHA3x9o0wZYuxb48UeJfgvtbCbA8/b2togyCQEBAfDx8bGYFLHWhPtXWty/0uL+lR73sbS4f6XF/Sst7l9pWVL/KhQK3L9/HwUKFICDg0PM/TqXVLt6lZKufPoEZMyY9HMHDQKCgoBdu1LYav3YzBRNuVxu9jeUmiW1xRpZS/+GhQEODrSm180NiIoCnJ3N3Srr6V9Lxf0rPe5jaRncv5b6oWdh+P0rLe5faVlC/6r37+zsnHxAd+kSTbG8cwdQPzcykq7H/3xau5amaMYerYuMBNKmNWLrdcNZNBmzQN+/A3Pm0PRt9WXOHLqfMcasDn/oMcYsUYkSQHg4MHo0oFAAL14Av/wC9OqlCfjUvnwBBg+mTJsqFXDoEE3Z7NvX5M22mRE8xlKLsDA6rpkyRXNfSIjm9siRfFKbMWZF+EMvVeGBVmZT1HXshg6lE0+urkDnzsD48ZrHV66kdXlDh9I/SKtWlHmzQAFg40ZKymJiPILHmIVxcAAWL9b+2OLF9DhjjFmN5D705HIeybMQPNDKbJK3N3D8OCVYef4cmDYNSJOGHgsNpeAOAGQyYNw4ek54OHD3LtC2rVmazCN4jFmYkBC6JPbYly/ay68wxliqlNyHXmAgHSRlzAjUrg3UqUN1puz5EMaUeKCVsdSDR/AYszBubnRJ7DFXVxM2hjHGpPT1K01xSupDL2tWWvdy8iTw22+UvS5zZqBFC+D33+ksuXUnBLcIPLuEsdSDAzzGLExUFJBYGZbBg4G3b03bHsYYk0RAAFCmDHDiBH24aePrSz/PngWWLAFatqSg7+tX4MABWvPi4wN4eAA//QSsXg08fcoBnwR0mV3CGLMMPL+BMQvz6BEFeEIAfn6ahexDhtClbl1gwQKapcQYY6nSli1Anz5UOHjxYgrW7OzouvpDz9cXGDOGCgp7e9Nl8GBAqaQsdadPA6dOAefPU0KDbdvoAgB582qmc9aqBeTIYc7f1iqoZ5doC/J4dgljloVH8BizICoVHfNUrw40a0a1MYOD6efIkbTW4c4doHlz4OJFc7eWMcb0pFDQmarOnSm4q18f2L6dFm+NHJnwQ8/JKeE25HKgbFl6/NgxSnxw9iwwcSJlq3NwoCmd69bRfnLm1ASHe/dScWKmt/v3kx5ojYoybXsYY4njETzGLMj69cD160CGDHQC2tFRk1DF0RGYN49G+I4dAxo3Bvz9KdcAY4xZvNevgXbtgMuX6fa4ccCkSRSwAZoMHbE/9HSRJg2dFatenbYXFgZcuECje6dPA//8A/z7L12WLqVMd6VK0ehe7doUFMbPDsK1AOLw86OuO3cu4UDrkCGagVbGmGXgETzGLMSXL/QlCQATJlD66fjSpAH27KHjmK9f6eT3vXumbSdjjOlNfTbq8mWay/fXX8DUqZrgzpicnYEGDSjl4/XrwIcP9ME5aBBQtCjNf//nH2DuXKBRI8rOWa0aBYfXrtHIItcCiLF3L43QPXgA7N6tGWgNCqKYvVQp4OpVc7eSMRYbj+AxZiGmTqWZSV5eiSdZAYB06ejYqG5dOhapV4/OqhYqZLq2MsaYToSgQGrMGJqDXrIkRQkFC5quDZkyUeHhVq3o9tu3FHCeOkWXly9pxO/CBYpWDhygOldqNlwL4PJloGNH+jP27Qv060cDoACQLRvNip0yBShXDvj7b81jjDHz4hE8xizAgweU7RsAFi1KfmZShgzA0aOUPO7dO5pp9PKl5M1kjDHdff1K9etGjaLgrls34NIl0wZ32uTIQYWJ166lgsSPHwOrVtEC6Lp1aT6iNjZWC+DhQ1oL/v070KSJZnZrbIMG0UnHa9eAw4fN007GWEIc4DFmZkIAw4YB0dFA06ZAw4a6vS5TJsou7ulJwV3dulQPmDHGzO7ePRrW2bOHzlitWEFJT9KlM3fL4pLJKODs04eCvLAwrgUAmk3SqBHw8SPls9m+XXtd+WzZNIlXJk7k6hSMWQoO8Bgzs0OHaDTOwYHKH+jD3Z1q/+bNS8lX6tWjL2TGGDMX2bZtQPnyNASUOzeVMYg9t8+SqWsBJPaYDdQCCAujk41PnwL58wMHDyY9K/XXX+nxGzdo+QBjzPw4wGPMjCIjqU4vAAwfDhQurP82cuemZSTZswN379II4NevRm0mY4wlT6FArnnzYNe5MxAeTtMKbtygYC+1iIrSFFePzwZqAURHAx060JTLzJnp5KO2hF+xZcmi6TIexWPMMnCAx5gZLVoEPHlCwdnYsYZvp2BBGsnLkoWSxjVpQmdhGWPMJN6+hV2dOnBXFxr/7TeKDtQlD1ILZ2dKCDNhgmYkz82NSjr88otVJ1gRgtbUHTxIJQ8OHKAlALoYMQJwcQFu3QL27ZOylUxXYWFUdjI4mH7yMYFt4QCPMTN5+1aTqG3WLPpyTAlvb+D4cZpBdOECJYyLjEx5OxljLElnzwKlS0N2+TKi06eHcu9eYPp0aUogmIKTU9yi62/fUomHTp0oWYyVmjmTliHKZMDWrUDlyrq/NnNm4Oef6frEiVbdTanC9+9c6cPWcYDHmJmMHg2EhgIVKwKdOxtnm6VKUSYzZ2dKwNK+vdXPKGKMmYsQwLx5lMY3KAjCxwcPNm2i1IupnbMzJYfJmpXOlHXrRgvMDh0yd8sksXGjZhbJ4sWaihL6GD6cMjwHBFBuHWYeYWEUrE+ZoskXpK70MXMmj+TZCg7wGDODK1eATZvo+uLFgJ0R/xMrV6apNWnSAPv3A927A0ql8bbPGGP49g348UfKsKFUAp07Q3XxIiJz5zZ3y4zPzQ0YMICuT59udYvMTpwAevWi67/+qsmKqa+MGTVryidN4lE8c3FwoOMKbWys0odN4wCPMRNTqTSFzHv0oEzixla7NtUStrenqTb9+1vdMQljzFzu36cPrt276Whx6VIaArK0EgjGNGwYnTX7+2/gzBlzt8Zobt8G2rTRJFeZNStl2xs2jJYJ3LsH7NxpnDYy/YSEcKUPxgEeYya3fj0lQsmQgaZLSKVJE2DLFhod/OMPmj7DQR5jLEW2b6esmP/7H5ArF3DuHDBwYOoogZASHh6aYa4ZM8zbFiN59Qpo3JgGY2vUoO+mlM4mcXOj7xoAmDyZZ4+Y2uvXQPr0Nl/pg4EDPMZM6ssXStAGUJK25NJPp1S7dsCaNXR90SJa/M4YY3qLiqLhmQ4daBFP7dpUAqFiRXO3zHR+/ZUSx5w8SXUEUrGQECpk/vYtJejau5cGKI3h559puua//9L5AGYae/cCPj405TaxabY2UOmD/YcDPMZMaOpUSsrm5aWZpim17t0BPz/N/mfPNs1+GWNW4t07CugWLaLbo0cDx44B2bKZtVkmly8fZdIEpJ1+IbHISEqicu8eleg5coQCMmNxdaWyCQCN4kVHG2/bLKGICCpv0bo1Be5btmiv9DFhAt1vxZU+WCwc4DFmIg8eAL//TtcXLaIEbaYyaJBmbcXo0bRkhjFmJqmpQNX581Qi4MIFmle+dy8FN/b25m6ZeYweTdNR9+6ltYipjEpFJ/3OnKHSPIcPA3nyGH8/vr5ApkzAw4fAn38af/uM/PsvUKECsGwZ3f71V2DzZloOO3IkTdl89gwIDKTbTk7mbS8zHQ7wbFRqOr6wBkLQ7KboaKBpU6BhQ9O3YdQoqtUL0PSNDRtM3wbGbF5qKVAlBLBgAVCrFh0dFi9Oi4dbtjR3y8yraFFNH6Q0I4kZjBkDbNtG8fnu3cAPP0izHxcXCjYASs/Po3jGJQQtvyhblspSZM0KHD1KHyXqk8fOzjTg3KwZVfjgkTvbwgGeDUotxxfW5NAh+vB1cKBjJnOZMkWTxrpnT85yxphJpZYCVd++URHNESMoS0bHjlTbpXBhc7fMMqgXUm/dSsMjqYSfH33XAxQc1Ksn7f4GDwayZAEeP6Zpg8w4vnyhf8nevYHwcKBuXcqG2qBBwudmzgzcvUsjfcy2cIBnY1LL8YU1iYzUBFXDh5v3GEkmowCzd2+aqtOxo9XW7WXM8iRXoEouB/btA/z96agsKEj6oY/40zmCg4GffqKzP/b2wJIlNOeLT/9rlCtH0ZFSCcyda+7W6GTfPpo2CQDTpgFdu0q/z/TpaVogQMcYnNwj5a5eBUqVolFYuZyO244do7WU2hQoQD+fPDFdG5ll4ADPxnABTNNbtIg+XLNnB8aONXdrKMhbsYKO4aKjqQbS6dPmbhVjNuDTp6QLVAUGAuPHU0ITHx9Kze/oSKfhixYFqlenf9j+/el5S5bQkd6pU8CdO5QMRZ+jaG3TOZYsAdato32dO0fDMNZeAsEQv/1GP9eupb+bBbt8mT7vhQD69NE03RQGDqRcPE+fAps2mW6/1kalonMJVarQoHHevLQ8dvTopEtbFCxIP58+NU07meWw0VXStkuXAphZs5qwQVbu7Vs6WwrQcg0XF/O2R00upzV44eHA/v1A8+aUWrlSJXO3jDErFBwMzJ+vSWun7UPYzY2OhPPnp5Gh4GAKCIWgn58+UaYmXWTMSB/ksS/ZssW97eMDLF9OQytqISH0gSWT0ZCPMVMrWpsaNegD8/JlYOFCi01P/PAhrcH6/p1q3i1bZtp43dmZ1n+PGEFZnDt3Nm2CMWsQFAR060YjdQDw44/AqlWJ17qLTT2CxwGe7eEAz8ZkyJD08QUXwDSu0aOB0FAqFdW5s7lbE5eDA9UoataMgrtGjWhmWKlS5m4ZY1YiIoKG8GfOpHVtlStTfZSpUxM+19eXgrkDBzT3KZXAx4/A+/d0CQ7WXNd238ePdKr/82e6PHyovV1ZsgDPnyc+nWPJEk1GJqadTEZr8Zo3p6hp9GiLC4iDg+lz/eNHSsaxfbt5kp/2708Dxc+f04nFPn1M34bU6sQJoEsXCvKcnCgTd58+ugfp6gDvzRsK8jmLpu3gAM+GXLxIH/SDB2tGlWIbMoRm9/DZNeO4ckUzJWXx4qSnUZhLmjSU7bthQ8qCXr8+cPYsFb5ljBlIpaJ1a2PHUp5yAChThuZp//YbHZ0tXkxn2tzcKLgbMybh0ZdcTiNvutabUyopsEsuEHRzo588nSNlmjShkdCAAMpgMn68uVsUIyyMMjY/fUqDwgcP0po4c0iXjuLfYcPo2KNbNz7OSE5UFA34z55N532KFaPZ2MWL67edzJlp5tC3bzS1s2hRadrLLA8HeDbizRugbVv6Xr90iYKN2McXgwdTgHf8OBVAZSmjUmkKmffoQWvyLZWzM335161LWdDr1qW5/eq5+4wxPZw+DfzyC3DzJt3Ok4dG8Dp00JzlGTmSgr8vX2jaRFSUcU6ty+U0OpclS/LPVSh4OkdK2dlRYN6xIw2tDB9uEclooqPp7XbtGh3gHz1KyyvNqV8/GsV7+ZKWLfbvb972WLLnz2nN5JUrdLtfP0qOli6d/tuSyei7/NYtCvY5wLMdFjimwIwtMpLW5QcG0rS8NGno+CIoiE7qBgXR49WrA+3a0ZQAljLr11OwlCEDHdtZOldXOggoXpzyNNSpA7x6Ze5WMZaK3L9PQyZ16lBwlyEDnX7/3/8oAIg9hO/sTEMYWbPST3MEBVFRmrSK8fn6cspDXf34Ix1Bf/wIrF5t7tZACGDQIDpp5+REM349Pc3dKiBtWk11ienT6biEJbRzJ9UmvHKFvpd37qSkaIYEd2q8Ds82cYBn5YSgLFZ//03LA/btow+K+McXJUrQ2it1VsU7d8zd8tTryxfNF9mECeY/c6qrzJkpuC9cGHjxgkbygoLM3SrGLFxgIA1H+PhQzRF7exq+f/KEzqRZ6qIXZ2f6oFInfgHo54QJdL8Zgs74FRtSRdkee3vKIgIA8+aZPXKZOZMScMhkVKavcmWzNieOPn2AnDlp1vIff5i7NZYlPJxG6tq1o2OISpVo1K1t25RvmwM828QBnpVbvpymQ9jZ0QJr9T96fHZ2lBm7Rg2aq924sWbpCNPP1Kl0gOLlpZmmmVp4eAAnT9KssocPaU3ep0/mbhVjFigsjP7ZCxUCVq6kedmtWgH37tH8d12mSZqbk1PC6RxmCkq1VWyYM4fut3hduwI5ctBaCDPWAti0SVOK5/ffLW+5hZOTpkTDjBmp5G9rAnfvAuXLawLzMWNoLXy+fMbZPtfCs00c4Fmx8+eBn3+m67NnU13WpKgTbhQtSt9TjRvTmSSmuwcP6IsVoOR5qXEheZ48VFbLw4NGchs1Ar5+pcecLHU0gjFTUSrpbJinJ412hYXR0dn588CePZYxH04fFjBdNCyMRp6mTNEsCQwJodszZ6aCkbw0aagOAED1cKQuTq/FyZNAz550/ZdfLPfkYq9eQO7cVEJo1Spzt8a8hKBzQ+XK0XkhDw/KgzBjhnFrEnMtPNvEAZ6VevWKhvajo2mxrvq7JzkZMwJHjtAHTUAAbUOhkLat1kIIyhIWHU1LcRo2NHeLDFeoEB0wZM5Mwd3Nm4BSaYfMmYtAqbSz/AMuxqRw/DjNZe/Zk45Q8+Wj1HZXrgBVq5q7damWg0PiFRsWLzbuwa5k+vYFMmWiYZJdu0y669u3gdat6bunfXuLLckHgGJh9SjjzJlUScQWhYTQdMz+/Wkks0ED+jvWrWv8fcWeoimE8bdvE06fBipUoLXVHh50BiWxN+/hwzRl39mZRkwOHjRtW//DAZ4V+v6dPuyDg4GSJWmuuz6FTfPmpfejszMd5Pftyx8Kujh0iBKVODhQxqvUrlgxmiZy7hy9D9zdZcieXQ53d1nqmTrFmDEEBNAZmwYN6LqbGxUuf/CAjqhNWTnaioSFATt2UKycXMUGi5c+vWbKzMyZJvvSfPWKZtt8+0ZLLDZssMySPLH16EHHGYGBNIJlay5fpkQqu3bREs65cykm0LUair7y5KH3REQEr6s3yPv3VBJlwAD6QLp5Ezhzhkbr43v0iBJZTJ1KH1yTJ1Mk/+aNqVvNAZ61EYLOCF2/TqMv6qQq+ipThr545XL6wpg82ehNtSqRkcDQoXR9+HBKVGIN8uWj8k7TpqXSqVOMpcTbt0Dv3nQ0duwYnb0ZNoxGaYYPp+EIprdXr6guWu7clPExa1ZNnpf43NyojleqOMk4eDAFenfu0BG7xEJCaAr927dUu3Tv3tTxlnR0BMaNo+uzZlGCEVugUtH3ZrVqlMisQAGqT/zLL9IG5Y6O9L8G8DRNg2TNSiMm3bvTybyPH+kMt7Y6oRs20B+4ZUuK3tu1ozMvZpiPbDN18JRKJZRKpdnbEPunFFaupLNCLi6UVCV3bloyYogGDSg979ChlBwsf36gc2ejNteoTNG/iVmyhM5GFihABy5mfqsZjZ0djQBrW5bzxx/W9buamznfv7ZC5z4ODYVs3jzIFiyA7L+jT1XbthDTp2sWtPDfKYHk+vfaNWDZMmD/fk335ctHtdGGD9c+tXDoUIqtd+2i6ZoZMkjTdqNwdYWsXz/YzZ8PMW0aVA0aGHV0N3b/RkZSrbvnz+l759Ah6pvU8rbs3BlYuJACnVWrLGPNoJSfwUFBNBvqzBlKNtOmDa3TN9XfrGhR4MMHKnZeoYL0+9PGkr7j1G0ICwuDItY6JEdHRzhqS57g4kI/c+em0bhq1WgoOr5792h6Zmze3jT/1sRkQqSK82IGUygUCAgIMHczGGPMJOzt7WFvb4/o6GhEmyHZQ6oWHY0sf/2FHCtWwOHjRwBAaIkSeD10KMJKlDBz41hqYP/hA3yaN4edQoH/rVyJ0DJlzN0kxlgievXqhYhYa+kGDx6MIUmdbYiIAD5/Bjp1okj9yJG4j9etS7VJpkzR3Dd+PM3LPXnSyK1Pms2M4Hl7e2uPyk1IqVQiICAAPj4+kMvlRt32q1c0CvzxI40Iq9PtGoMQVL9m506afXL0aMITFJZAyv5NSr9+lGehXDnKwWDp6x/0oVBQwhVta2BcXYHHj1NnplBLZIz3r11EBP1BQkJobptCAVXatEZtZ2qWaB8LARw5ArsxYyC7d4/uKlgQqpkzkbZVKxTmNXY6id2/X77IsX49fRe9e0ePOzjQ99OAAdq/Q8LC6Dlfv9LIRlQUzR64ehXo1o2mIqZJQzNKunSx4KWPPXoAK1fCc9cuqHr1MsomqW8EPn9WIUMGO5w6JcO0aZRxsXZto+zC5KKjgbJlaVRp8mTNMgdzSelnsPr9++ULfT9GRlKZqgkT6PFixSgBr5eXkRuug/nzKeb46SeamWUO5jpG00ahUOD+/fvw9/eHQ6wsTsnGCWnT0mX2bBoK/fyZshOqOTsnnHMcHq4ZATQlYeUiIyPF9evXRWRkpLmbIqKjo8X169dFdHS0UbcbHi5E6dJCAPQzPNyomxdCCPH9uxA1a9I+cuQQ4uVL4+8jpaTq36Rcvkx9Aghx9arJdmsyoaFCTJig+R1jX8aNE+LjR3O30Hqk+P0bEUF/LDc3+gO5udHtiAjjNjQVi46OFnfv3o3bxzdvClGnjuaNnSmTEIsWCWEB3xmpTXR0tNi5867o21cp0qbVdKm7uxCTJwsRGGj4tt+/F6JRI802u3alzyeL9OSJEHI5NfTatRRvTtu/9rhxQnz9aoS2mtn69fQ7Zc5s/t8nJZ/B2v5G48cLERwsRJEiQgwaZN6P4m3bqF1Vq5qvDeY4RkuMXrHBxYtCeHnF/U44d04IR8eE3xO//SZEw4Zx72vYkP5hTYwDPBOS4s2tUgnRuTP942bJIsSLF0bbdAKfPwvh7U37Kl5ciJAQ6fZlCFN/eCiVQpQtS/3Ro4dJdmkWiR1cBAcL0b49Bf8s5VL0/k0qEp8wwYKPhE0oNFSoIiNF9Lt3QhUZKcSHD0KMHi2ETEb95OgoxC+/CPHpk7lbmuqoVEIcPSpEgwaqOG+9H34QYsMG431GKJVCzJghhJ0dbb9YMSHu3zfOto1O/cXcunWKNmPt/9pRUUIULky/z4wZ5m2LoZ/ByZ0IffpUogbr4epVak/27OZrQ6oN8L59EyJ3biGGDaOA7vlzIcqXF2LAgITP/fdfIZychNi+nd7c27fT7f/9z/i/RDI4wDMhKd7cCxbQP61cLoS/v9E2m6gXL+gDAqCT3hbQrTFM/eGxZg31Q4YMKTsznRqEhgoRGakSgYHRIjJSJYKD6fMNEKJnTzrAYymTovdvZKQmAo9/cXOzrH9Uc0jqLEWRIkL89JNlHIWlMmFhQqxYIUTRopq3m0ymEi1aqMSZM9J9Lvj7C+HhQftzdhZiyxZp9pMid++qOyRFUagt/Gtv2qQZPP/yxXztMPQzODX8jT5+1LQpLMw8bUi1AZ4QQty7J0S9evQHzZtXiLFjNWeunJ2F2LxZ89yjR4UoWVKI9OnpLNShQ8Zuvk44wDMhY7+5T57UzAL5/XejbFIn//xD72f1NBlLObg35YdHSIgQ2bJRH8ybJ/nuLEL86W3HjmnOpPv5mblxVsCg9++HD/TF8vy59qML9eX5cyFmzRLixAnLONowpaROr48fL8Tbt+ZuYarz6hUNfmbMqOlKFxchfH2VYt++Oyb5DA4MFKJ2bc3++/WzwNnILVtS47p1M+jl378L8fp10v/awcHGbbI5REfTDDhAiKlTzdkOw44hgoIs/2+kUgnh6krtuXfPPG1I1QFeKmRF6SBsy/PnVF9XqQS6djVtiuFSpSjhilwObNwITJxoun1biqlTqSyKl5dlpHc2le+xqpvXr69Jaz50KBVFZyagVFLe+HbtgBw5qPOzZEm6kFiWLJSZol49ut62LbB+Pb2JrVVwMHDgAGU9WrxY+3OWLKGCoUwnf/9NSRry5aP6ZZ8/U4r+RYuA16+BBQsEcuVSJLcZo3B3p6RW48dTspWVK4FKlahEocUYM4Z+bt5MX9o6iooCVq8Gypenf9+k/rVdXVPYRgsgl2uOI+bPTyWF7WNxdbX8v5FMRv+rANfCsxUc4KVC4eFAq1aUMbNsWcqIZOpsYo0aAcuX0/WpU4E1a0y7f3N68AD4/Xe6vmiRbWeRHDGCDviio4Eff6R6VkwiT5/S0Wy+fEDDhnSWRaEA8uShNLq+vtpf5+tLwU6LFnRU/O0bsHs3Zfrz8KCj4unTqU5Paq6a8/Yt8OefQP/+VHfI3R0YO5YKVIaEaH9NSEjqO5o0sagoqqlaqRJQsSJlDFYqgZo1gX37gIcPgZ9/Nk99OrmcMgMeOULnLW7dAkqXBvbsMX1btCpfHqhThzps3rxkn65UAlu2UM2yvn2pXvr584mfRPT1pb+PNWjXjn7vkBD6Xk0tLlwATp2iGvfaWNLfiAM8G2OOYcOPH4Xo0oXmW7u5CdGiReKzZBo2FCJNGpoSqL4cOaL7vixpGNYYw9MqFS0XAWiKoLmzWY4dq1kDePSoedtiiuF/lYrek4AQTZtKthuLlFj/hoUJUaoU9UmpUuab328utD6RpulERhqe9EBr/4aH0wKVWrXizvnJmFGIIUMoA6SaLlk0lUrK6jdhgib1buxLrlxC9O8vxMGD0qTjNaYXL4TYuFGIXr2EKFRI+9yoatXo97D0BTJmlNj79+NHmtWbK5emuxwdhejePe7bLjZzTsF69UqIKlU0bf35Zwv50546RQ1Kk0aId++0PkWlEmLPHlquo25/1qxCLFxI0zRtJUHu9u30+7m6mifXkb7v302b6H+iSBGaLW/pf6ORI6ltvr7m2T9P0TQtswR4NWsK0aoVZWX8+pWSTDVpov25WbIIceaM4fuypD+iMd7cc+fSP6i9vRBnzxqxcQZSqShYB2g9aWJf/KZgig+Pv/6i39XBQYiHDyXbjUVKqn+fP6f/VUCIjh0tZ12m1Ix54BXTv1FRlPKsf3/Nogl1sob69SnfdWI7UB+tBwfrFm2+fi3EqlVCNG8u4uS1B+h2s2ZCrFxJzzMnlUqIx48ps1HXrrTIPX6wJpPRGYahQ4XYu5eOuISw/jSEKZDY+/fzZ8qAqe6mbNmEmDQp+WRS5j6AUyiE+PVXTbsrVJA2s7ROVCpqCCDEqFEJHjpyRIgyZeKec5g+nRL3xRY/0ZU1vm2VSsrQrV4ea2q6vn+VSsrRpP6btW5NJzb1/fg1tRUrzHty2tyfD7FZUmwgFZMHeNevU8bQ2JmSPn6khFPxPX1KSRxSUhvFkv6IKX1zHz9umUktIiM1AwzZs5vvC1XqD4/v34UoWFDr97RNSK5/z5zRJP2xhcQzxo4bot+9Ey+HDxcqH5+4G8uXj4qISf2PFR4uxOHDQgwcSCmh4/9SpUrRUdfVq3SEIyWVitJNr1hBZwxy5kzYHrmcUrn++iuNOH7+nPj2bGUIRA/JpXbfu5eCvPXrdS9zYCkHcPv3a/7UmTLR28PsDVJnovnvfXr2LA0wq/vc2ZlmxCT1NtZax9HK7Nql6SpT11nV5f0bHi5Eu3aav9uoUdJ/HBrL8ePUZm9v8+zfUj4fhLCs2EAqMiFMu+hi+XLgjz+Ajh3pelgYLSeZPx/IlCnuc3fsoHnolSsD167Rkorhw4GePRPfvkKhgEKhWeQdFRWFp0+fwtvbO/kK9RJTKpUICAiAj48P5HK5Xq99+hSoUMEOnz/L0KOHCqtWCZOvu0tKSAhQo4Yd7t2ToVgxgbNnVYkuOpZKSvpXF3PmyPDbb3bInl3g/n0VXFyMvguLpkv/Ll0qw88/28HOTuDgQRXq1zdxI01IqbSDu7tM6/IuNzcgKEhALlcltxHg2DHYrV8P/PUXZP8t1hBp0kC0bg3RowctdrIz8XJpIYCAAMgOHYLs0CHg778hi/VVIdzdIRo3hmjShNYYaflnsIuIoAWqISHUIQoFVGnTat+fSgXcvw/ZuXPAuXOQnT8PWVBQ3CY5OADlykFUrw5RrRp9MejxT6huj+rzZ9hlzJh0e2xAcu/fd+8E7O1Ven3PSP0ZrI9nz4CffrLD9ev0C4wcqcKUKQL29mZojEoFu9KlIbt7Fy/7TUHvp+Nw4gS1K00agf79BUaNEsiWLenNWFL/SkWlAsqWtcOdOzKMGaPC1KmmO0RNrn8DA4FWrexw7ZoMDg4Cy5cLdO+eetYtP3kCeHnJ4eQk8O2bfv/bxmBJ71+FQoH79+/Dx8fH7LGBVEwe4E2fDkyaBPTqBcydSwlDunSh44CDB+M+d9MmYOtWYMYMoHhxwN8faNMGWLuWEjpos2TJEvj5+cXczpgxI5YuXSrdL2QCERF26NHDC48fp0OxYmFYtep/SJPG8j5UAgMd0KNHEbx/74iyZb9iyZLHcHCwvHYa4v17B7RpUwzh4XJMmvQMTZt+MneTLJIQwNSpeXHgQBZkyBCNjRv/NVlWPVNycnJC5sxFkD174l9SgYFKfPjwIE7mUbU0r14h84EDyHzoEBxjZbIM8/bGh+bN8bl+fSjNkbUiEfafPyPDxYtwvXABrpcvQx4WFvOYysEB38qUwZeqVfGlWjXYFSyIIvnywW7OHMgWL44J8ISvL1QjR+LB8+f4HhaGtI8eweWff5D+n3/gcvMm7OMlO1E5OiLMxwffSpdGaOnSCPXxgXByStnvYW8Pe3t7REdHIzo6OkXbSs1S+v5NLRQKGRYtyoUdOyhyKl36G6ZPf4asWU2f9SJq/UlU9BuN98iCfHiOSHk6tGjxAb16vYO7u4Vk4bAQ/v5u+PXXgkiXTokDBwLg5qY0d5Pw6FFaDB1aCEFBjnB1jcacOU9QpkyouZull+hooEqV0lAqZThy5I5Z/g8sDQd4RjRvHmUO/vYNUH9XX7sGVKgAfP0KpE+f9OsHDQKCgoBdu7Q/bm0jeEIAHTvKsHOnHdzdBa5eVSFnTokbmgK3bgE1a9ohNFSGTp1UWL/edCONUp4d6t5dhs2b7VChgsD58yqTD6hYAl379/t3oHZtO1y9KkPx4gIXLqiS/b9OjaKj7eDhQSMgWbJQQsrAQODDh0RG8MLCINuzB7J162ik6j8ic2aITp2g7NIFd2Qyizi7mSSFAjh/PmZ0TxYvL704cYJG4aZOTfBSMX481ddo2hSyeAGdSJcOqFSJRuiqV6cMhGnSGLXplnQG2dxiv3/j03kEOh5L7d+dO2Xo21eGb99kyJpVYNMmFerWNc2+Hz8GJk+WYeefSvwPXiiAZ9hcdiEqbB0Sk9VQV5bav8YmBFC+vB1u3pRh5EgVZswwzWFqYv176BDQqRMd13h6Cuzfr0LhwiZpktEVLmyHZ89kOHNGiapVTbtvS3r/2sIInsnX4B06ROvIYq/Bu3yZ1sfHX2u3Zo0QO3bEva9XLyE6d9Z9f5Y0z9aQ+cezZmmSely4IGHjjOjoUc1arHHjTLdfqeZ3X76smW9/9apRN52q6NO/b94I4eFBfdamjfUlXTl9mtb1/P67EMf3hYrI0Ejx7WmQiAyNFMf2horff/9vDZ5KJcSVK0L07UuLSmInBGnYkD7g/lvgZEnrE3SmUgnx4AEtuqxZUwh3d/rFk8paGRpKGXlcXIRo1Ig+5C5fpgwZEkuVfSyBN29oPU7sRBHGyD1jyf37v/8JUaKE5t9v8mQqsC2VFy+E6N1b810ICLGi9H9ZLnLmNCjFpyX3r7Gply06O5uuUHj8/lWphFi0SJP7oFYt068LNLY6deh32bDB9Pu2pPevJcUGUjF5gKdQUEbrNm0oS1RwsBC1a1NWzfgWLKDsXf/8Q4tYDx6kxG7nzum+P0v6I+r75j5yhL6IACGWL5e4cUb2xx+aL7XVq02zTyk+PJRKIcqWpd+jRw+jbTZV0rd/L12iExOAENOmSdw4E9qyhX6vxo2FUIVHCOX4uMk7lOMnCGVYuLg9bC2tZo995FyggBBTp2qtb2JJX34GCwmh6EFb1KC+vHlDWbWiokzePKvo4xR6/VqIwoUptfv798bNPWPp/RseTkGX+q1Yrx6VhzCmwEBKQ+/oqNlP48ZC3LghqGOzZ6c7//hD721bev8ak0qlyS7666+m2Wfs/lUoKJGx+m/Yu7dJzkFJrk8f+n0mTjT9vi3p/WtJsYFUTB7gCUHf7+3b0xl+NzfKeq3OHOXsLMTmzXRdpaJjobx5KbArVkyInTv125cl/RH1eXM/eqT50u3TJ3WOgIwfr0l2p0/tQkNJ8eGxZg39DhkyJJ8i3NoZ0r+rV2vOmP/1l4SNMwGVSojZszVf+LcuhQpVImkIVeo0hAB9eHXpIoS/f5Lp1izpyy9FIiMttu6c1fSxgV680GQCzpePascZM7V7aunfDRuESJeO+iFHDv1OGifm40chRo/WbBegQe2LF+M9cd48erBwYb2HEFNL/xrLwYOaj1BTfP+q+/fDh2hRr57mu2vevNR5DKbNzJn0e3XpYvp9W9L715JiA6mYJcAzJUv6I+r65v76VVPwtFIl3VNUWxqVioJ3gGrk/fOPtPsz9odHSAiNINtK2v/kGNq/AwdqguR//5WocRKLjhZi0CDNgdvYsUKokglklKFhYniW9WLtohAd92E5X34pYsF156ymjw3w7BkFdeqB5OfPjb+P1NS/d+/SKKb6JOTs2Yalu//6laZ7ZsigeZtXqCDEyZOJBAXfvgmRMSM9cft2vfaVmvrXGFQqqoQCCDF8uPT7i46OFvv23RFFi6oEQMH6vn3S79eUduyg/qxc2fT7tqT3ryXFBlKxwVQRlk0IoHt34N49IHt2SiZj5DwDJiOTAatXUxb10FCgcWPgxQtzt0p3CxYAwcGAlxcwZIi5W5N6LVwIVKtGSZRatgTi5daweBERQNu2wNKl9J5esACYNg2QffoErRkqACAkBFEhYTju0Q09h7pi3TqTNtm8nJ0pk9aECYipleLmRrfHjKHHmUk9fQrUqAE8fw4UKgScOQPkzWvuVplXsWKU4K1jR6pWMmoUfT590jFBckQEJY3Lnx+YOJE+30qUAA4cAC5fpu89rQnG0qcHfH3p+owZ9KXPtJLJgMmT6fqyZcC7d9Lu78IFoFu3ovj3Xxly5qTbLVpIu09TUyf2efrUvO1g0uMAz8LMmAHs2QM4OAC7dwM5cpi7RSnj6Ei/R/HilGGwcePEj4ktQVgYJQkMDARGjgT27qUg1VqTLJmCoyOdqMiVC/jf/4BOnajWUWrw4QMdqO3bRydatv+pwjDPQ0CrVlSDLbFij25ucMzqimbN6GavXsCWLaZqtQVwcqJ/oKAgOksSFES3U1jmgOnv8WMqpfjyJeDpScFd7tzmbpVlSJ8e2LwZWLmS/r//+gsoXRq4c0fzXRAcTD/VlUEUCgo2ChYEfv0V+PiR+nXbNuDmTaBZs0QCu9iGDKETHbdvA0eOSP57pmYNGgAVK1J25tmzpdvPpk1A/fp2+PLFHmXKCFy9CpQqJd3+zEUd4AUGUpkyZr04wLMghw4B48fT9WXLgEqVzNseY3F1BQ4fpmD1/n06No6MNHerEvr+HZgzB3B3p9HTXLmAf/4BypUzd8tSv2zZKEhycqL3+YQJ5m5R8p4+pVraly8D2d0iEDBkFX6cVAxo2pR+mVOnEh/a9fWFLCoK06cD/fvTSfquXYGdO036K5iXszNF91mz0k8euTO5hw9p5O7VK6BoUQruLLnMjjnIZEDfvvR/XrAgkDYtff7Pnk3fBerLnDlU3qlxYyrX9O4djYKuXUszbtq3h+7lczJnpg8GgM7qskTJZMCUKXR9xQrg7Vvjbl+lAsaNo89nhUKGWrU+w99flepPricmY0bNeclnz8zaFCYxDvAsxMOHNFVECPrc793b3C0yrty5KchzcaGDjF69LGtmSlgYMHMmfZGoRxhDQoCpU+n+WHWdmYHKlKHRUACYPj3xWpaW4No1OsHy5VEQFrlOxEtZHhSe1w948ADIkAH45RegbFngt9+SnIook9HUzp496UDip58oNmRMag8eUHD39i1NR/T3p8CFaVeqFHDjBgVsixfTZ3/s74IpUyjIGzyYal76+dGMhB49AHt7A3Y4fDid+Lh4ETh/3oi/ifWpWxeoUoVODM+cabzthocDHTrQ9xEAjBypwuzZT5EunfH2YYkKFqSf8UqYMivDAZ4FUK9N+vqVPsR+/93cLZJGyZJ0UG9vT9PVxo0zX1uEAN6/B/7+m6bE2tnRl7o2ixfTlFmWcp0703ENQGtNAwLM2hytDh0CBlS/hxnBvfBKlgc/f5kC+88f6HT9woU0HDJ3Lg1J6zAV0c4OWLWKfnelEmjXjvbBmFTu3aNpmYGBgI8PBXfu7uZuleVzdaUTUX5+2h/386Mpg0+e0CheitbH58hB0SHAo3jJiD2Kt2oV8Pp1yrcZGEj/Izt30vf7unXAjBlC91HYVIzX4dkGG3grWzaVCujWDfj3X5o6s2uXda/3ql+fPqAB+k5TX5dCRAT166FDwJIlFFi0bEkL4V1caNpgxYq0QD4wMMl8GakuMYglmz2bzsiGhdECdl2TGkhOCBwaegLypo1w/Xtx9MJaOAoFUKECsGMHLWYaOpRG8GLTYSqiXE4HEO3aAVFRQOvWwPHjpvm1mG0JCABq1aJzDT/8AJw+TW9NppuQkKS/C0JDYbwRnl9/pTNAR4/SegCWqFq1gOrVaQ1kSkfxbt8GypenmRqZMgEnT9IJR1vBAZ5tMGRiATOiadNoypajI40keXiYu0XS69GDsmlOnkyjYw0a0NShkBCa4RYVpdtyHZWKph89e0YfVI8fy/DPP/kQEmKHZ8+Sz7glk1FQnT8/9bubm/Yvdjc3OrPLjMPenhISlCtHf7v27SnPgEHTnIwhMhJi658IGr0ATYJpSFEFGdCyFex+HUEL8YzA3p4SOkRFUfKeFi3o5EPt2kbZPGO4dYtOnnz8SCNRx4/TASzTnZubCb8LChakOYJbt1LUYlOLdPWjzqhZqxZN9R81CsiTR//tHDxIU+VDQyk5zqFDlFnWlnCAZxs4wDOjAwdo9AigxcPly5u3PaY0cSLNpx8+nII8Pz9NgOfrS0uYnJxo2urTp5ogLvb158/jJ2uxA5A5zn4yZKAPs9iX/PnpZ968mik2YWG0X/U0kNh8femg3JpHVk0tc2Zg/34aQT15Ehg9mlKOm9THj8CKFRB+fpAFBsIDQCiccbd8L1TY4gtZoYJG36WDAwW3bdrQgUazZnTyvlo1o++K2Zh//qHg7vNn+i45dizxJK8scVFRJv4uGD2aArzdu2nhZJEiRty4dalZkwI8f3+aAbRihe6vFYKWv4wYQSeHa9emGVMZM0rWXIulDvB4DZ514wDPxJz+W5vz4AGtyQFoLr96Kr6tkMkoP8XcuTSKqaZezC4EzYxr2jTp7djbU6CWPz+QP78KadK8RZUqOVCokB0KFKAP72RTVkNTuguggFNbsMmMy8cH2LAB+PFHYP58SnLQqZMJdvzwIbBoEbB+PRARARmA18gJP5kvii3qgy6+0n7jOzrSifqWLekgvHFj4MQJztbKDHftGk1/DwmhkyZHj/KsA0OZ/LvAxwdo3pzO+M6eDdsqmqm/yZMpwFuzhmLjfPmSf01UFCU8XrmSbvfpQ8mvbHVtvTrJyrNnFOzawrpDW8QBnomEhQEODnbInLkIoqPt8PIlTQ/Mlo3yNtiiNGlobZw2S5bQFIwsWShAiz3yFvt6rlyaqX1KpcCtW0H44YfskMv1b486X8bYsbTmztWVvhg4uJNO27bU39OnU+bYIkVoapnRCQGcO0dVyv/6KyaF679pS2FaxAgcTvcjtu5yRKNGEuxbCycnmqbZtCmtkWrYkII9s01TZanWlSs0zV2dpOvw4YTLRJl+TP5dMGYMBXibN1MEY8jcQxtRrRqNVJ88Sd8b6szMiQkJoZOIJ0/SscS8ecCwYbqd+LVWuXPTuvDISFrKwqVTrBPH7Sagqa8mQ/bscnh4yHD+PGVGVhc1t0W6LGZ//pySE165Avz5J32g9+pF0yvy5TP+ATGX7jK9yZOBJk3o/6RVK/p7G01UFE1/KleO5vccOAAIga81m6FdVn94R9zAKfdOOHnOdMGdWtq01Jxq1eggslEjO/zvf2lN2wiWql28SCN3X79SAoqjRzm4MxaTfhdUrEhfatHRZpirnvpMnkw/161Leh3ZkydU7ubkSfr77dtHy0JsObgDNDOfAF6HZ804wJNYYvXVpk2jUSpbHh1SL2ZP7LGMGTnAsgVyOZXN8PSkCgRt21JcliIhITT/t0ABmvd54wb9s/Xvj6sbHyDvrQPY+b4mvLxkuHxZolFDHTg70yL/SpWAz59lGDSoMO7eNU9bWOpy7hyN3H37RuuSDh8G0qc3d6uYwdTzQlevNvJZLutTuTK995XKuEs8Yjt/npZ5PHhAM30uXKCZsIxwohXrxwGexBwcuL5aYtSL2bVRL2ZntsHVlZKuuLjQF/OwYcm8ICyM8mUHB9NPdSX6Z8+olEHu3DTH6vVrKgA2dSrw6hW211yOar29EBJCBwkXL9J0X3NycaEsomXLCoSEOKB+fTs8eGDeNjHLduYM0KgRve3r1qWEPXwyLJWrU4dmGnz/TmuEWZLUo3gbNyYMUjZupO78+BEoWxa4epVKhjANLnZu/TjAk1hy0xBtub6aejH7hAmakTw3N7o9ZgwfsNiaIkVoJE8mowXwa9Yk8kTNnGfNZc4cSh/YtCmlSgsNBYoXB9auBZ4/hxg7DvM3ZEGHDhQPtm5N03YyZ05kHybm6gocOaKCp2c4goNlqF0bePTI3K1ilujkSUrMEx5OazcPHDBiXTZmPurMYwB9ACZ24MAA0Ohc376UfDR7ds25vtu3adZUVBRlKz57lh5ncfEInvXjAE9iyU1DtPVMZ+rF7EFB9AEdFES3bXnqqi1r1kyTnnzgQODy5XhPSGzO85QplEBl+nSau3PsGHDnDtCjB5QOThg6FPjlF3q6ry/VLU9rYcvdMmYEli17iOLFBd69oyU5z56Zu1XMkhw7Rv8jERG0bnXvXst7H7MUaN4c8PamRZXLlpm7NYlLbAaFiS1YAFy/DuTIoTnXt2sXTV9euJA+5/nkh3Yc4Fk/DvAkxtMQk8eJTVhsv/1GI2wKBZ2Bffs21oNJzXn286N5a0ePUuYJmQwREUC7dpqXzJ9Ps58MybJqCm5uShw7pkKRIjS7tHZt4OVLc7fKujil0rNHhw8DLVrQAHbz5jRykUp/FZYYOzvNWrxFi2iY1tIkNoPi+3eTNiMsjHY7bVrC/AZ+flQKgdP/J44DPOvHb3+J8TREZjALOUtqanZ2VB+veHFK4dy6dayC9snNef76Nebmx4+0PmnPHjpxsG1b6sig5u4OnDoFFCpEWWRr1wbevDF3q1K/sDBAqaRSNUqlXar6d/rrL8owGxlJP3fupDIzzAp16EApot+/T2KeupkkNYNi5kyTfkdxfoOUUQd4QUG0ooFZHw7wTEAzDVEgMFCJoCDB0xBZ0izkLKm5pE9PKa0zZgT+/puma4rwCHpAhznPz55REpVLl+ju48eB9u1N1HgjyJGD6uPlz0+L4OvUAQIDzd2q1Ct+qRp3d1mq+Xfau5dGshUKque1fTudsGBWyt6eDhgAygSsUJi3PWofPtDUBwuJqji/Qcq4uQGZMtF1XgpgnTjAMxFnZ0AuV+HDhweQy1U8cscSZ0FnSc2pYEEadbOzA06tfY4PXlWAEyeAwYO1v+C/Oc/Xr1NZqYcPKZnmhQtAjRqmbbsx5M5NQV6ePMD//kdB3vv35m5V6pOa/5127aIpxlFRNLCzdSuPTNiEHj3opN6rV5R5yhxUKuDaNUpXWaECTSV4985ioirOb5ByPE3TunGAZ2LfU8MpY2ZePPckRv36wJ+9TuI6yiLr65tQzJgDjBqV6Jzns9edUbMmzWotWRK4cgUoVsyMv0AK5ctHQV6OHMD9+0C9esCnT+ZuVeqSWv+dtm+noC46GujcGdi0iQZ3mA1wcgJGjKDrs2ZRwTdT+PSJzqp17Qp4eADlywOTJlGdgXfvKOi0kKiK8xukHAd41o0DPMYsDc89IUIAc+fixzUNkAUfcQ1lUe7RNrz9ml5r6tVdB51Qp46mNti5cxQYpXYFC1KQ5+5OKcDr1+cM6rr48oXWqiU36BAURNU0rlyxnIPCrVuBjh3puL5bN2D9eg7ubE7//hQ0PXxIC4mlIARw8yZlH65alTKd/fQTnU14/56KdLZpQ2sBb9+m5ycWVQ0ebNKMUJzfIOU4wLNuegV4dnY0BTv+xcmJphMNHEjpmxljKZDc3BMXFxM2xkxCQ2n4YuRIyFQqRHfpgSElz+PO59wYMgT4pnKGAo74aJcVCjjizhNnjB9PB8RduwKHDgEZMpj7lzAeLy8K8rJmBW7coPpnsfLJsP+oVIC/P9ClC9W+GjgQyJIl6X+nTJloULhSJbpdty4wdSrVzzLH99nGjdR+lQro1YuCT0vN+sok5OKiCaZmzqTgyhi+fKEUrL16ATlzAqVLA+PGARcv0puueHHg11/pH+nDB5on3LMnnS1LLKoaP57a2rw5sGKFcdqpAy6zlDJc7Ny66RXgLVhA054OHqTpQocPA+XKAUOHAsuX032jRknUUsZsQVQUHcEnts5s8GAqA+Dra5kptI3h8WM62t6xg+bPLVsG+w1rsOOAEypXpuOHuXNpRCtLFvq5cyeN2P3+O412WGMSCm9vKnKdKRMlnmnShLOfqb18SUFZoUK0VGjzZgrOsmYFXrxIeirXixc0eJEpE/1LnTpFx681a9Kxa7VqwNixVIPu2zdpf4+1a4Hu3ek4u18/YNUqTvVu03x9Kai6eZPegIYQArh7l7IM1axJH5pt29Kb7d07KhSnDsxevAACAjTP1fZBmlhUtXIl8O+/wIABwLx5Kfmt9cJllgzHI3h6uH2b1khkykTTl7t2pRMg2jRqRP8n6dNrLkePmra9ACD0ULSoEC9fxr3v9Wu6XwghgoKE8PDQZ4vSi4yMFNevXxeRkZHmboqIjo4W169fF9HR0eZuilVK9f0bFSVEu3ZCFCkiRHCwEBMmCOHmJgRAPydMEOLzZ3ocEMLTU4grV0zWPJP078GDQri60u/n4SHExYtxHn71Sohx4+jh+Jfx44UIDZWuaVLTtX9v3NC8LWrWFCIszEQNtDAREUL8+acQ9eoJIZNp3gcuLkL07Uv/GiqV5rna/p0iIjTbUyqFuHtXiGXLhGjfXojs2RO+x+RyIcqVE2LECCH27xfi0yfj/T4rV2r2M2iQpu2pSar/DLZEw4bRm6JaNREdHS3u3r2bfP9++ybEvn30j5A7d8I3spcXbff4cSG+fzdOO1UqIUaP1uxjwoRU9ya2tffvs2f0p3J0pM8/qVlS/+oVG4SH0xfChAlCREYK8eGDEI0bC9G0qfbnZ8kixJkzxm2wAfQK8DJkiPuFKAT93s7OdF2lomMzS8IBnu1I1f0bFSVEhw70aevgIIS/P0UrkZEU7EVGaqKXI0eEyJGDnmtnJ8TYsfS4xCTtX6VSiClTNEfqlSsL8fZtgqdFRmoO0uNf3NxM0g2S0ad///6bAhmAApz4n8vWSqWiAHfQoITvg1q1hNi0KfGAl/6dVCIwMFpERqqSPRmgUgnx6JEQa9YI0a2bEPnyJXzPyWRClCghxODBQuzYIcS7d4b9XkuXarb588+p7rg4Rqr+DLZUr18L4eMjxL59QhURIaLfvROq2N8HQtAb5t9/hViwQIi6demIPfYb1cmJDkiXLBHi8WNp2zt9uma/w4alqjezrb1/o6KEsLenP9WrV9Lvz5L6V6/Y4MEDIRo2FCJ2u/fvp6AovqdP6bjs61fjNdZAei3brlwZGDIEWLKERh+/fwd++YVmUwlB00mKFpVqrDFllEollKbKRJVEG2L/ZMaVavtXqYSse3fYbdsG4eAA1Y4dNC9MTV2sRi6nRWb16gG3b0Pm6wu7P/8Epk+HOHQIqnXrAB8fCZspUf9++QK77t0h++svAICqf3+IBQtovk28fX36RLNYtU3DiYoCPn+mGUipkT79W6YMcOQIFb2+dIkScmzebL3Frz9+pBm7mzfTbDM1T0+gUye65MunuV9bFzo5Ud++f/8QGTN6wslJnmxywvz56dKtG91+9Qq4fJmWK126RPkvnjyhy7p19JxChYAqVehSuTKtT48vLIxmH3/5QkutcuYESpWiBDrTptEUzdQo1X4GWzIPD9idOwfZ/PmQde8OeUgI4OYG4esL/PorxIIFkK1fD1m8YmaiQAGIRo0gGjak6ZZp02oelPLvM2oUZOnSwW7YMGDhQqi+fYNYujRVLCS1tfevTEbH7E+f0mdY9uzS7s+S+lfdhrCwMChi1Zp0dHSEY/ypyV5e9IUb265d9EUc37Vr9KHevj1dd3cHhg+ndawmJhNC95W7L17Quo9Hj+gg6v17SkG+axetgfjxR+DAAfpSsxQKhQIBAQHmbgZj2imVyDdpEjIfOQIhl+PJ7Nn4UrOmzi93O3kSeWfOhP2XL1A5OOBtv34I6tIlVXyZAoDTs2coOGIEnF6+hMrRES9Hj8bH5s3N3SzGGLMIhXPkgMvy5ZBNnZrwwXHj6CCzVSuoHBwQWro0vlSpgi9VqiAyTx46gjeTzPv3I+/06ZCpVPjYsCGeT5rEqWCZxenVqxciYmXTGjx4MIYMGZL4C4SgpEJLl9LC//gn1TdtojTIM2ZQwiJ/f8pEu3YtBUkmpFeAB9CZxcuXgdevgbx5qf6lTEajeY6OlrcgXB3geXt7J4zKTUypVCIgIAA+Pj6Qp5ID8NQk1fWvUglZ796w27QJwt4eqm3bgJYt9d9OYCDs+veH7OBBAICoXBmqtWtpKMGozTVy/+7dC7sePSALDYXInZtGLsuVS/IlYWGUSGX27ISPjRoF/Pxz6l1kb2j/+vtTEpADByjPwcqVNDLk6kqZ1ocPT11Z5Z4+pZG6rVspB4RayZKUXbJtWyBjRsO2LfVnREgIlVu4cIFG+G7dijtYsnUr5cuYOzfha1P7+xdIhZ/BqYCdUgmZu7v2Wh9ubhBv30Ll709DxunTm7x9SZHt3AlZly6QRUdDNG8O1Z9/WvQ0A1t8/w4bRrHHr7/S+QIpWVL/KhQK3L9/HwUKFIBDrGKoWkfw1L5+BXr0oER4f/2l+4ypQYMoGdGuXUZoue70Pp0SHU2BnXrayatX9DNPHmM2y/jkcrnZ31BqltQWa5Qq+ledJm/TJkAuh2zbNsjbtDFsWzlz0tH9+vXAzz9DdukS5KVLUyaz/v2NfhY3xf2rVFKawhkz6HbNmpBt3w55tmzJvjRDBvoiio6mItX/zVbCf7OVUlUgkxh9+7duXZqq6OdH0/vUwsKom6OjKcmdJQcOoaH03bd2LXD+vOb+zJmpyHePHhTgGYtUnxGZM9MslyZN6HZoKJ0QPXeOgr06dWi6Z1hYwtcuWEBBnqV/dOkiVXwGpxYfPyZZyFEWGgp548YmbZLOOnSgoLNtW8gOHIC8ZUtg717L/jCCbb1/c+emz6OHD0332WMJ/avev7Ozs26DP0+eAI0bU7Bz/Xria0HWrqUpmrFH6yIj406RNhG9xtt27qTppHnzatYm5MtHPxljOlKpgD59KCCTy4E//6Qh/JSQyegoOCCA1luEh1MRsIYNabjdUnz6BDRtqgnuhg0DTpwAdAju1Lj2UUIeHhTgabN4Mc2MevsWiLXUwOyEoFGu3r1p7UePHhTc2dlRlumdO4E3b4BFi4wb3JlS+vS0ZHbqVDrhGxaWdNH1L19M2TqWKiRXF9XV1YSNMUDTplRTy9mZPusbNOA3ugVRl0rgWnhJ+PyZ6u9UrkzlSpJa6P/lC5WzunmTjvUOHaKpG337mq69/9FrBG/iRGp3t260QJwxpif1yN3atXQku2WLcedl581LhbyWLAFGjwaOH6d54H5+lInCjGsycOcOZQV5+pTOZv3xB2UHMYD6BHDWrPTTGuve6SMkJOnA4d07oFkzSlCSKROdqNPlkpLZVOpEIupRVnVynHfvqJj3unXA//6neX6hQrQOvWtXGpS2Rupj9URm21n8sTozg6gomqIwZUrCx3x96XFL/wCsXZuCu0aNKENRnTpUFyy1ZsSyIupi51wLLwnr1lGikR076MxjbKGhdCZv5Uo6xho6lL78WrWiM9AFCtAXXuzEeSaiV4D36hUFebxOljEDqFRUBPaPPyi427yZMi0Zm50dLeZp0ICOlq9do8VLe/dSMVt1VGRK27YBvXrRyGL+/NSW1DosY4GSCxyyZqWkWAANon76RDWJk+Pqqgn2PDySDgZjz0D5/p1qJcefRvvzzzSide8ePS9dOqBdOwrsqlY17/kHU7CGY3VmYs7OwJgxdD3+P9SYMaln6kKlSsCZM5Qq9sYNoEYN4ORJ6VM3siSpZ+C9fw98+0azC1k8w4fTJTGhoZrrMhktZpR6QaMO9ArVSpcG7t8HSpSQqjmMWSkhaKHtqlUUgG3aBPz0k7T7LFKE5sDNmgVMngzs2UPZH1avBkyVqTI6mhYWLVhAt+vXpymp6tIPzCiSCxwAmqL56RNNaY1/CQyMezs4mLb55QtdHj5Mvg0uLhTo/fEHDSLHTvoXEkJtU6loneC8eTQls1072zqgsJZjdWZi/81LF2PHQvX5M+wyZoQsKir1vWF++IEWpNapQweT1arRh0XevOZumc1ydaW1wx8/As+e8fG9NdErwKtShf4vf/yRzubGNmGCMZvFmBURguY2r1hBZ3c2bDB4aqLe7O3pTFKTJjSad/cu0KIF0L07LW6Sck7Y+/c0QunvT7fHjKGjfhtZvG5KugYOWbLQpVixpLcnBC070BYMartERtLZ3zRpgLJlE08G6+dHwaQhyWKthXoN6dixmmynqfFYnZmYszNUSiUefPiAIlmyQJ5ah3qLFKHFtnXr0sKvqlUpyPP0NHfLbFaBAhTgPX3KAZ410SvAu3yZlvP8+2/c6T0yGQd4jGklBM1LW7aM/lHWraO0gKZWqhRlfpowgXK0r18PnD5N7ald2/j7u3GD5qC/ekXz09evT3kiGZYkYwYOMhkNsmbKRIVwkyIEZY8OCqIg78uXpNcDfv1qnlnCloTXkDJDff/+3dxNSLkCBTRB3oMHNJJ34gRHF2ZSsCCt5OBEK9ZFrwBPfSKeMaYDIShL5JIldMS8di1lKDKXNGmogFyzZtSOp09pSN7XF5g5kxZEGcP69VSeITISKFwY2LcP8PY2zrZZkswROMhkFEyqB4MVCk4kwhhLRs6cNF2zfn2qIVKzJiVeKV/e3C2zOepMmpxoxbroVCbhzz/p58aN2i+bNknZRMZSISGAESOoKjdAC5O6dzdrk2JUrQrcvk1BGEBz+kqVAv7+O2XbVShonWGPHhTcNWtGpwU5uLMp6vWA2qgTiTDGGLJmpZGDSpVoTnidOsDZs+Zulc3hAM866TSCN3065YOYMEF7ljOZjJL0McZAwd2vvwILF9LtVasoTaAlSZ8eWL6cFkP17ElZNCpXpgVbEyboP/Tz7h0tzr14kW5PmgSMH08JZZhN4UQijDGdublROZ8WLWjZQMOGlGW5YUNzt8xmcIBnnXQ6+rp7l34+f05ZduJfbt6UsIWMpSZCUNbI+fPp9sqVVNTcUjVoQP/gnTpRisPp04EKFahguq4uXwbKlKHgLkMGqug8cSIHdzaMi9EzxnSWPj0VhG7alGqsNG8O7N5t7lbZDHUtvGfPAKXSvG1hxqPXEVhimc05wy1joOBuzBhKYgJQYpW+fc3bJl1kzEg1+XbupHzJt25RKsTZsxN82jvFPkIXggLYGjVoBM/bmxK5NG1q2vYzi+TsTAPBWbPST/X6QMYYS8DJiUr5tG9P87jbtaM1QExyOXMCDg7U7W/emLs1zFiSDfAeP6Zp0bVrU/az2rXjXsqWpRF2xmyaEFSOYPZsuu3nR0XNU5O2bWk0r1kzWk83ejQFby9eAGFhsFMqUSRzZtgplZQuccIEWscXFUWv/ftvSqrCGGOM6cvBAdiyhZYNqFSUDGzZMnO3yurJ5UC+fHSdp2laj2QDvEKFKLt5jRr0JqhRI+7lxx+Bw4dN0VTGLJQQFOzMmEG3Fy+mZCOpkYcHsH8/Zfx0caHiOOnSAbNnQ+buDnn27JC5u9Mopa8vjdrNmgXs2EHTbBhjjDFDyeXA6tWaTE2DBgFz5pi3TTaA1+FZH52SrAwcSD/z56dayYyxWCZPBqZNo+uLFgFDhpi1OSkmk1EmzNq1afRu8WLN7wdQ1oypUymwPXIEyJPHbE1ljDFmZezs6LvUxYXWhY8aRbNGpkzRnumPpRgHeNZHrzp4XbtSRts3b2j0HKCZXAEBmmzwjNmUKVMowAOABQuoqLm1yJsXyJ6dsptp4+dHmTIZY4wxY5LJ6MSiiwstF5g2DQgNpe9ZDvKMTp1ohYudWw+9AjxfX2DFCvp/Ayj/wrdvnM2W2ahp0yhbJADMm0dFza1NSIj2itXqx7580VTVZowxxoxp1Cia/j94MI3qhYbSgahcbu6WWRUewbM+emXR3LEDOHeOku01b051KYcOBXLlkqh1jFmqGTM0o1dz5lBRc2vk5pZ4FiU3N8DV1YSNYYwxZnMGDQLWr6epm3/8AXTuTMm9mNFwgGd99ArwwsOBihUpr8I//9Ao+aRJVL6EMZsxezYwdixdnzmTippbq6gozWL3+Hx9+UuWMcaY9Lp1A7Zvp0yb27ZR5ubv383dKquhDvA+fKCM+Sz10yvAy5WLitZ6eACvXtGxXdq0/GZgNmTuXFoPANDib/V1a+XsTLX9JkzQjOS5udHtMWO4uBljjDHTaNsW2LePauYdOEAZAL9+pWQQwcH0MyzM3K1MlVxcNKsteBTPOugV4DVpAtStC7x/TyUSevakUl+enlI1jzELMn8+MHIkXZ86FfjtN/O2x1ScnICRIyGCgqAMDIQICqJ+iF30nDHGGJNa48aUvblMGZpNM3cu4O6uucyZwyN7BuJpmtZFrwBvxgygSxfA0ZES6H38CNy/D6xaJVXzGLMQCxcCv/xC1ydNoqLmtsTZGSq5HA8+fIBKLueRO8YYY+ZRsybw11+aEj7qRGAhIZTZeuZMHskzAAd41kWvAM/BgZYbuboCOXNSgfOLF4FMmaRqHmMWYPFiYPhwuj5hgiZzpg36zmdGGWOMmVvmzDTSoM3ixXTAyvTCAZ510TnAW7eOciocOxb3/k2bgB9+MHKrGLMUfn6a2nbjxtHoHWOMMcbMR5cSPkwvHOBZF50CvN9+o7V2ly9TeYTDh6kGXrdudOnaVepmMmYiYWGaBdvfv1NmoSJFKKHIlClcYJUxxhgzNy7hY3Rc7NwC3LhBP0NCqAbkvHlAdLRBm9IpwNu6Fdi9G7h2Ddi8GVi+HGjfHjh6lEokLF5s0L4Zsyzfv9MCbfVi7ezZ6Z/tyhXKmMnBHWOMMWZ+SZXwGTwYePvWtO2xAuoRvOfPaRCHmdj06UDt2nTd15fWma5fr8n/oCedArwPHyhxEQC0bAkcPw48fky18Bo1Mmi/jFmWsDBamD1lStwF29OmAQsWUBFIxhhjjJlfYiV8xo+ng+MmTTgDoJ5y5KAkitHRwOvX5m6NDdq6FTh3DoiMBHbtonqPp0/TTwPoFODZ2WkGLxwc6Pb27ZRohbFUJyqK0r/u2EFfDj160P2JDUXzgm3GGGPMsvxXwgdBQbSsQl3CZ/Fi+o7v1w+YPBkQwtwtTRXkciBfPrrO6/DM4O1boGRJyl7p6gqUKAFky2bwAINeWTTVnJwALy+D9gcA+PSJ1u1lzgxkzEijgu/eJf2au3eBdOmAM2cM3y+zMUolDTXv309D3z/9BPj40Jm/YsVonvHUqcD16/TlwAu2GWOMsdTD2ZmGnbJmpZ/p09NMnPHj6fFJkyiJBM851AmvwzOjnDlpBG/DBio6DgB//qmZO6sne0NelNKlSG3aUGD35AmdMejeHejTBzh4UPvzw8Pp2DwiImX7ZbGEhdGoVEgITWuIikq9tc2EoPkEt2/D/cQJyBYvBu7dozN4ib1p0qcHihenS9mytN7OzU17kMcLthljjLHUQSajIC97dmDQIGDlShrd27oVSJvW3K2zaJxJ04wmTwYaNqTRrIsXaXpmjx6UBMUAOgV4YWFxA8gvXxIGlLq+GdQ5K4KCgAwZ6L7Vq5MewRs4EGjVikbxmBGok4ksXqwJ8Hx9aT67k5Pp26NrsCkEjbTdvUsB3N27mutfv0IOIFf81zg5AUWLaoK54sVp9C5PnrhnKsLCqA+mTEm4X19fapOjo9F+ZcYYY4xJaMAASpjWsSOwbx9Qrx5w4AAXb04CB3hm1KYNrR0F6Ng1Rw7g2TM6UWEAnQK8tWsN2rZWV68C3t4U1C1fTsfVDRsC8+drf/7GjTTLbs0amk2XHIVCAYVCEXM7KioKAKBUKqE08xC9ev/mbIddRAQwdy5ksQOZkBBgyhQIAPjlF6jSpjVZxki7qChgzhwadfsvwBO+vsDo0VDdvQvZtWvAvXuQ3btHPz980LodYW8P4emJkJw5kaFyZch8fCiQK1CAhonjU6ni3nZygt2YMQCQsC1jxkDl4GDzUzws4f1rzbh/pcd9LC3uX2lx/xqgRQvgyBHYtWoF2cWLENWqQXXoEJA7d4Kncv+q1+DJ8eSJgFKpSubZ+rGk/rWENmj17RuVK3jxggYcbtwAmjY1aFMyIUy7+nT6dJoS3asXMHcuTb/s0oUGR+JP0XzwgE64XLyoGXDx9wdq1kx8+0uWLIGfn1/M7YwZM2Lp0qWS/C6pjb29PXyKFIGdh0fiUxFfvwby5YMqJISCJvXFwSHu7cQek8t1fk2mvn2RZt8+yLRF7uPGAWXK0NBtLEImQ2SuXIgoWBDfCxZERMGCiChQAJF580KkMBGKk5MTcmXKBJdMmSBCQiBzc8O3T5/w+tMnfP/+PUXbZowxxph5OD1+jMK+vnAMDobC3R2PFi/Gd/WCMxbj8WMndOhQDK6u0Th16ra5myM5Hx8fOFrK7Kx//qG1d0WLAnfuALdv00DFsmWaZIB6MHmAN28ezQT89k0zG/DaNaBCBeDrV1oaBdAswgoVKMlhmzb/NVaHAE/bCN7Tp0/h7e1t9j+iUqlEQEAAfHx8INc2qmQCdh8+QObhkfgTnj0DmjWTfj5slixUbCVXrkSDTfH6NdCrF0SuXEDx4hDFilHR8XTptG7SEvrXmnH/Sov7V3rcx9Li/pUW928KvXwJu8aNIXvwAMLNDar9+4EqVWIe5v4FQkMBNzf63T98UCZaS94QltS/CoUC9+/ft6wAr0YNCuS6d6dEJZ8/A8eOAcOGUU4JPRmUZCUlvL1pdpxCoQnw1COlsUPNa9eAhw9ppK9XL839TZtSBs5ly7Rv39HRMc4fSx3syeVys7+h1MzWlg8fABeXpJOJZM8OnDpFf6CoKLrEvh77kpL7s2aldKpJZK6UhYcD27ZB38milvS3tkbcv9Li/pUe97G0uH+lxf1roPz5gQsXgGbNILt8GfIGDShLYcuWcZ5my/3r6kqZ+YODgZcv5cic2fj7sIT+Nff+tQoIoCmNgGaZVIMGwJs3Bm3O5AFevXq0LKpnTyrQHhEBjB1L/18uLprnVauWMAGiTEbTOJMawWOJePyYqtLPmwcMHkwFvOPz9aUKl9mymaZNCgVnrmSMMcaYaWTODJw8CXToAPz1F00RW74c6NvX3C2zGAUKUID39ClQqpS5W2NDsmWjtWnFimnu+9//gKRm3SXBoDp4KeHgAJw9C9jbA4ULA56eNEtPncglfXpgyxZTt8rK/f03UKkSBXmLF9Mc2QkTEDP27uZGt8eMMW2phKgoCiq1UWeuZIwxxhgzlnTpgD17gN69aUoZF0SPgzNpmsnAgTRNcfVqGmzZsQP48UeDTz7oFeBFR1OSlCJFaLTNxyfxqZJJyZED2LaNSiN8/kw1/dSxRmgo0KmT9tcJwaN3etu/H6hVi6Znli5N0XO6dMDIkVSrIjiYfo4cafoSCc7OlhNsMsYYY8w22NsDq1bFKYguGzjQ5rNlA1zsXKvbt2kKYqZMNKLWtSsdV2tz+DAFSM7OlDAlsSLf8fn6Ar/8AixaRO/DCROAbt2A4cMNarJeAd64cTStcsQIYNcuKjEybx4we7ZB+2ZSW7oUaN2a5ro2akRDp+qhXmdnSl2aNSv9NFcw5eRkGcEmY4wxxmyHuiD6smWATAa71atRYNSohOuDbAyP4MWjPoauXBkIDKTayx8/as9s+egRTfudOpWKhk+eDLRrp9s6ur//BgYNou2HhdF0zREjKNGKAfQK8LZupf306UPr/gYOBA4dounLzIKoVMCoUbTWTqWiaQgHDmhSlFoaSwk2GWOMMWZbBgwAdu2CSJMGGc+cgV2DBpQEzkZxgBfPy5dAyZI0ouboSOs4+/UDzp1L+NwNGyiJSMuWNErcrh1lx1y1Kvn91KuX8L6vX2mapgH0TrISv6B63ry0f0tnM4XOIyMh69kTdtu3AwBUkydD/PYbnamy8qkHllRE0xpx/0qL+1d63MfS4v6VFvevhFq0gOrQIchatoT9pUtJFkS3dvny0Xn29++ByEiKU4zBkt6/6jaEhYXFKa0WPxM/AMDLCzhyJO59u3ZRreb47t2j6ZmxeXvTFE9tHj+mpCrR0bQOTVt2z1ilPPShVx28OXOoPNrSpbQGLyKCRg8zZdKelNESKBQKBAQEmLsZJiH/9g0FR4yAyz//QMjleD5+PD41bWruZjHGGGOMWTwuiG5bevXqhYhYU3IHDx6MIUOGJP4CIWjd5tKlNIIXP5irW5emck6Zorlv/Hjg8mXK3qrNrVuUTb5xYwokhdCUSXByon0kUv85KTrF5XZ2tC91KLh1K+XC+PqVgs4sWSw3wFOz+kLnL1/CrmtXyO7fh3BxgWrHDuSpVw95jLsXi2ZJRTStEfevtLh/pcd9LC3uX2lx/0pLqVQiAAAuXoRo1gyODx7Au18/qPbtA6pWNXPrTKtcOapFvX+/8ZIbWtL7V13o3N/fHw4ODjH3JxknfP1K6+5u3NAe3AE09BkeHve+8PC4deDi++EH+nnvHtVqBCgnRaZMKRo+1emV/v4Gb99iWEJhRTWjt+XWLYr8370DcuSA7PBhyEuWNN72UxlL+ltbI+5faXH/So/7WFrcv9Li/pWWPH9+yGIXRG/YUGtBdGuWPTtw8yatw6tTx7jbtoT3r3r/zs7Oug3+PHlCx9l58gDXr9PIljbFiwP//BP3vvv3gbJlk99HrlzAsGFUJiEiAkiTBujcGViyhK7rSackKzVqaC4VKlDtuooV497PzOT4cVrQ+e4dzeO9coUWgzLGGGOMMf2pC6I3awZ8/06ZEVeuNHerTIYTrcTy+TNQuzZNvTx2LPHgDgC6dAHOnKEadupadmfO0P3JmTqVRtR27qTRvB07KLOmupSHnnTOonnxIo1Qp09PQaaLC5VXu3bNoP0yY1i/HmjShIoH1qoFXLhgkwuCGWOMMcaMKn5B9P79gUmTbKIgunrZIQd4ANato0yaO3YAGTJQIKS+APRzyxa6XqQIsG8fMGMGkDEjrcXbvZtGxpKzZQu93xo1ou00bUq31dvWk04B3sWLtG4wXz5g82YKYNevB9zdKai9dcugfTNDCUG1NXr0oDMEnTrRwkx1sXDGGGOMMZYy8QuiT55MgV50tHnbJTH1CB4XOwcVGheCatOFhsa9APSzUyfN8xs0oMDo2zfKTNm4sW77+fSJpoDGlidPwjV9OtIpwJs4kYqcb94MdOhAwV7HjsC2bVR03dITrFiVqCg6mzRpEt0eMwbYuNGg+bmMMcYYYywJ8QqiY9UqoG1bqy6IzlM0zaBECWDFirj3rVihPZmLDnRKsvLPP8Devdof+/lnWlPITODbNyp4eOwYpTZdupTOJDHGGGOMMekMGEBT1zp2pPSS9eoBBw5QtkMro07m+PkzXTJmNG97bMK0aUD9+jSaVqAADZ/ev0/H/AbQaQQvKirxDJ9ubhR3MIm9e0fZbI4do3nh+/ZxcMcYY4wxZiqtW1NyO1dXWr9UrRrw6pW5W2V0zs4UywLAs2fmbYvVO3CAflarRlM7GzSgtX6tWtEUz8qVDdqsTiN46np7ibGB9abmdf8+Lbp8+RLImhU4dIiKlDDGGGOMMdOpXh04f56Oy+7fBypVopPvxYqZu2VGVbAgEBREA0mlS5u7NVasY0fAwwMYMoRya0yebJTN6jSCJwSdoHj5UvuFAzwJnT0LVKlCHV24MHD5Mgd3jDHGGGPm4uMDXLpE2Q7fvAF69qSfCgUVqVYoKClHKsbr8Ezk7VvA15fWdubKRdcfPUrxZnUK8MLCKINm/vwJL/nyGZzghSVn+3aajxsSQmeILl3S5K5ljDHGGGPmkScPlafq0AE4eJASYri7ay5z5lANvVSKAzwTyZCBgrp792htZ1AQnUBo3Njg9XeAjlM0ef6tiQkBzJ8P/Por3W7dmhZdpk1r3nYxxhhjjDGSOTONvMydGzelfEgIZd4EgJEjaVFbKsMBnhnUqkWXwEBg7Vpg2DC6//59vTelU4CXN6/e22WGUiqBoUMBPz+67esLLFgAyOVmbRZjjDHGGIsnTRpgyRLtjy1eDIwda9r2GIl6whjXwjODdOkoi6WrK/D8uUGb0CnAq107+eecPm3Q/lls4eFULHHfPro9fz5F78lluWGMMcYYY6YXEkKXxB77+JGmbNrptCrKYqhH8F6+pGz6Dg7mbY9NuHgRWL0a2LWLpmkOHgy0a2fQpnQK8M6coSDyxx+BnDkN2g9Lzvv3QPPmwJUrgKMjsGmTwX9UxhhjjDFmAm5udNEW5Lm50RqrKlWAvn3pJL6jo2nbZyAPD8DJiZYRvnqlCfiYkX36BGzYAPzxB82HbduWRs3Kl0/RZnUudP7HH8COHbS/nj0pFrHX6dUsWY8fU7rdx4+pmuT+/VQPgzHGGGOMWa6oKFpOo15zF9uQIYC/P528v3IFmDABGDEC6NPH4tfl2dlRMsV//6W4gwM8ieTIAWTJQicA+vXTFCBMIZ3Gi3/4gZaEvX4NdOlCiYJy5wZ++cWgdX8str//pgyZjx/TYkd14UzGGGOMMWbZnJ2BMWMoeHNzo/vc3Oj2b78BNWtSRk0PDzqQHjaMMnBOnkzTNy2Yeh0eJ1qR0Lp1tM5uwgSjBXeAjgGemqMj0L49cPw4cPUqTdts1szgIus2ycnJSXNj/37KlvPhA1WRvHIFKFrUfI1jjDHGGGP6cXKibJlBQVQHLyiIbjs5AenTU1b0Z8+AlSspavr0CZg0iU7sDx9OgZ8FUo/acaIVCf30kyRTIg1e8fnwIV2Cg4HoaGM2yUqFhcFOqUSRzJlhp1QCDx7QmZ2ICJqeefYsnd1hjDHGGGOpi7MzjYRkzUo/40/BdHKiaXj/+x+wbRtNjwsLAxYupEiqVy96zIJwqYTUS68A7/FjYNw4Glnu1AnIlg24fJlG81gSvn8H5syBzN0d8uzZIXN3B7Zsoew148YBBw7QGR7GGGOMMWa95HKaDvfPP8CRI0CNGrSOb+1amsXVti1w/bq5WwmAA7zUTKcAb/VqSgBUvDitufPzA968oSz+xYtL3cRULiwMmDmTFt+qMyyFhFBBzCVLgNGjOVsNY4wxxpgtkcmAhg3pZP+lS5S9UAhg926gXDmgXj3g1Cm6z0w4wEu9dIos+vWjEec+fejnrVt0iW3CBOM3zio4OFChS22WLKERPMYYY4wxZpsqVaK8DHfvUkKWrVuBkyfpUq4cJXFp0cLktfTy56efISG0bDBTJpPu3jZoy74anwFBlk4BXvXqdKLh7l3tj8tkHOAlKrkCmF++UNTMGGOMMcZsV/HiwMaNdNA/fz7VKLt2DWjdGihSBBg1CujY0WS19NKlA7JnB969o1E8DvAk4O+f9OMGBlk6FzpnBkquAKarq2nbwxhjjDHGLFe+fDTLa/x4mgXm50fJ+Xr00NTS693bJLX0ChTQBHhly0q+O9uTXIBnINOO9doidQFMbXx96XHGGGOMMcZiy5aNcja8fKmppffqFTB0KJVYmDKF5k5KiNfhmZC/P7B5M43ibtxII7g//2zQpnQawbOzoxHCpCiVBu3f+qkLYAJ0FiYkhEbufH3p/th18RhjjDHGGIstQwaqpTdkCB34z5lDxekmTqTr/fpRAfVcuTSvCQujPBDq486oKING/LjYuYn4+gIrVgAuLnRbqQS+faNEPAbQKcCTaPTQdvxXAFOMHQvV58+wy5gRsqgoDu4YY4wxxphu1LX0evakbJszZwK3bwMLFtCUzq5dgbFjaeHcnDlGGVjgYucmsmMHcO4cEB4ObNpEZTN++QUIDTVoczoFeDVqGLRtFpuzM1RKJR58+IAiWbJAbqIFsowxxhhjzIrY21MtvXbtgGPHKNA7dw5YswZo1gxYtw6YOlXz/JAQTbbGkSP1GsnjKZomEh4OVKwIBAZSjUSZDJg0iWojGoDX4JnY9+/fzd0ExhhjjDGW2qlr6Z09C1y8CHTqBNStS6N52ixeTNM29aAO8F6+5LQRksqVCwgO1qyzjIoC0qYFvn41aHNcYZsxxhhjjLHUrHJlugQGGrU8l4cHxRkRERTkqdfkMSNr0oSC81OnaOpkz540ndbT06DN8QgeY4wxxhhj1iBTJlpzp40B5blkMl6HZxIzZgBdulCNQz8/4MMH4P59YPVqgzbHAR5jjDHGGGPWQILyXLwOzwT27aNMqa6uQM6cwJEjNO322jWDNqd3gLd6NVCiBJAlCw3Vtm1rcIIXxhhjjDHGmLGoy3NNmKAZyXNzo9tjxhhUKoEDPImEh1Mw9fIlTcl89Upz++VLICAAGD7coE3rFeAtWgTMm0dlOKKjqVTD27dUeoMxxhhjjDFmZv+V58K7d8CzZ8CbN3TbwPJcHOBJ5OtXoFgxIH9+Cvby5aPr+fPT9R9+ABo0MGjTeiVZWb4c2L8fKFIEGDUKyJiRynCUKmXQvhljjDHGGGPG5uwMfPwING9Ogd7t2waN3gFc7FwyHh60sDE8HCheHLh3L+7jTk6Au7tBm9ZrBO/9e00yFyHoZ7ZsnDaVMcYYY4wxi5I5M6XA/PCB6uUZKHaSFfXxPzOSbNlotO7rVyBvXvp7BQUBdnYGB3eAngHeDz8Aq1bRdZmMfm7fTkEnY4wxxhhjzII0bEg/jx41eBP58tHPr1+BT59S3iSmRVgY0LIljepVrEidXr9+4iUvkqFXgDdvHq3PrFKF2tG4MTBoEDBnjkH7ZowxxhhjjElFHeCdOEEJNAyQNi2QIwdd52maEhk9mrJW3rtHUzZv3wZUKlo7aQC9ArzSpWm/LVoAvXsD1arR/itUMGjfjDHGGGOMMamUK0dJMz5/NjjlPsDr8CT311/A1q1A0aK09q54cWDzZiqfYAC9yyTkyEHB5NKlNJqXJ49B+2WMMcYYY4xJyd4eqFePrqdgmiYXOwclIylUCDhzJvHnNGpEAVr69JqLLv0eFpawQL2bG43iGUCvAM/ODpDLE16cnIDcuYGBA4GICIPawRhjjDHGGDM2I6zDs/lSCRcvApUqJR/hXr9OCW1CQzUXdf8npWJFYPx4TRYbIah2YblyBjVXrwBvwQKgZEng4EHg/n3g8GHa79ChVELh/n0qn8AYY4wxxhizAOpaateuUUZNA9h0gLdhA9CxIzB9etLPe/aMstCULq37ti9epJ+zZgFr1gC5cgGVK9PPrVsp+DKAXnXwVq2ioDR3brrt5UVTROvVo3aVL08B4OLFBrVFUkqlEkql0uxtiP2TGRf3r7S4f6XF/Ss97mNpcf9Ki/tXWlbdv+7usCtRArI7d6A6dgyiQwe9N1GgAJXRe/cOMKSLLKl/1W0ICwuDQqGIud/R0RGOjo4JX9CgAdCpE013Tarvrl0DXFyA9u3purs7MHw40LNn4q9p1IjSk/r4AA8fUsHxoCDKotm4MZAhg0G/o0wI3StauLrSPp2cNPdFRABZs9IIpBC0jtPAjJ6SUCgUCAgIMHczGGOMMcYYM4ucixfDY+NGfGzSBM8nTzZ3cyxCr169EBFrbdngwYMxZMiQpF8kkwH+/kDNmgkf27SJRt1mzKARMH9/oE0bYO1a4McftW/PxQX49s3wXyKxZuoT4DVqRCOGS5ZQkPf9OzBiBAWcx4/TCN/69cDly0Zvp8HUAZ63t7f2qNyElEolAgIC4OPjA7lcbta2WCPuX2lx/0qL+1d63MfS4v6VFvevtKy+f/39Ia9XD8LdHapXryixhh6EALJnp4Gdf/7RZNXUlSX1r0KhwP3791GgQAE4ODjE3J/oCF5sSQV42gwaRKNju3ZpfzxDBhrBMzK9pmiuWAE0aUIjeVmyUDKZYsWAnTspoczYscCBA0Zvo1HI5XKzv6HULKkt1oj7V1rcv9Li/pUe97G0uH+lxf0rLavt3+rVAWdnyIKCIL97FyhVSu9NeHgAd+/SUjNPT8OaYQn9q96/s7OzcQd/1q6lEbnYo3WRkVRIMDFhYZoFjokxYOGjXgFe3rzAnTs0Qvf6Nd2uUIGC2Vy5gOBgvU8IMMYYY4wxxqTk6AjUqUMjMUePGhTgFShAAZ5NJlrRxZcvVEOuUCFKSnLkCE3ZPHYs8dc4OgITJxq9KXoFeABNy8ybV5No5ckTICAAaNXK2E1jjDHGGGOMGUXDhpoAb8wYvV/Oxc61SJ8eWLmSkrAMHUojcq1a0ahXgQLAxo1AtWqJv97BAejWzejN0ivAW7cOGDyYgrzY3N05wGOMMcYYY8xiqcslXLpEo02urnq9nIudQ1OnTi00VHNdJgPGjaOLodszEr0mVE6fDkybpglUr10DatWigJUxxhhjjDFmoQoUoMVz0dHA6dMGvRzgETyj6txZks3qFeC9e0fBXN26wOPHVMdv7Vpg9WpJ2sYYY4wxxhgzloYN6efRo3q/NHaAJ9HAk+1ZvlySzeoV4Lm7AwoFrb97+JDuy5OHppkyxhhjjDHGLFjsAE/PKC1fPpqF+O0b8PGj8ZvGjEevAK98eaBfP6qBUbgwlU3YsAHInFm/nX76BHTtSq/LmBFo2ZJGB+NTqYBJkyigTJ+eirzv2KHfvhhjjDHGGGMAatQA0qQBXr4EHjzQ66VOTkDOnHTdptfhpQJ6BXgLF1Ltu2/fgDlzgNGjgb59aV2ePtq0oTWJT57Q+0suB/r0Sfi8pUsp+cyZM/T8mTOBn37iNxVjjDHGGGN6S5eOgjwgxdM0meXSK4vm2bPA7t0UwWfPDnz4QFM206XTfRs3bgBXrlBR9wwZ6L7Vq7WP4A0aBPTsCTg7U53A9+/puj77Y4wxxhhjjP2nYUPg+HEK8IYN0+ulBQoA585xgGfp9ArwBg6k0beYF9vTRR9XrwLe3hTULV9O5SIaNgTmz0/4XDs7CuiOHwcaNaKpwgsXUnCZGIVCAYVCEXM7KioKAKBUKqFUKvVrrJGp92/udlgr7l9pcf9Ki/tXetzH0uL+lRb3r7Rsqn/r1YMcgDh7Fqpv3/QaOcmXTwbADk+eqKBU6r6Gz5L61xLaIDWZELqvsGzQAOjSJWUZPadPp3V1vXoBc+cC4eG0TUdH4OBB7a+JjKRpnGfP0nq9P/4A2rfX/twlS5bAz88v5nbGjBmxdOlSwxvMGGOMMcaYtRACxZs1Q5rAQDz6/Xd8rVJF55cePZoR48YVQJky37By5UMJGyk9Hx8fODo6mrsZktArwCtXjqZYpkkDeHhQJh01XYdq580DxoyhdXxOTnTftWtAhQrA16+UTCUpAwcCb94A+/drf1zbCN7Tp0/h7e1t9j+iUqlEQEAAfHx8IJfLzdoWa8T9Ky3uX2lx/0qP+1ha3L/S4v6Vlq31r2zAANitXg3VkCEQCxfq/LorV4CqVeXInVvg2TOVzq+zpP5VKBS4f/++VQd4ek2wHDw45Tv09qbsmAqFJsBTj5TGDzVHjKCfsadvRkYCmTIlvn1HR8c4fyx1sCeXy83+hlKzpLZYI+5faXH/Sov7V3rcx9Li/pUW96+0bKZ/GzUCVq+G3bFjNE1OR4UL08/Xr2WIjpYjTRr9dmsJ/Wvu/ZuCXgFet26a6x8+AFmy6L/DevVogWbPnsD69VRyYexYmnrp4hL3udWrAx07Ai1aAFWrAocOAdu2ASdO6L9fxhhjjDHGGIDatSmRxsOHNA1PnR4zGVmzUn6MsDDgxQvA01PidjKD6FUmITqagjFXVyBvXno/lCsHBAbqvg0HB1pLZ29PZwE8PYFcuYC1a+nx9OmBLVvoeosWwJIlQO/eVC9vyhRgzx6gcmV9Ws0YY4wxxhiL4eqqOaA+dkznl8lkQMGCdJ0zaVouvQK8SZOA06eBnTspKYq7OwVnvr767TRHDhqJe/cO+PyZiqW7udFjoaFAp06a5/bsSScXvnyhtXoNGui3L8YYY4wxxlg8DRvSTz3r4akH+7guteXSK8DbsgXYtQuoX58ieGdnYN06CvoYY4wxxhhjqYQ6wDt1ipJj6IiLnVs+vQK80FAgWza6rk6Iki4d1atjjDHGGGOMpRIlS9J0vLAw4OJFnV/GAZ7l0ys0q1QJmDyZrqtLJCxeTOvwGGOMMcYYY6mEnZ1m7ZMe0zQ5wLN8egV4CxfSNM1cuaiOnbc38PvvwIIFUjWPMcYYY4wxJgkD1uGpk6w8eZKwxBmzDHqVSShYELh3Dzh4kFKj5soFNG2asLwBY4wxxhhjzMLVq0fT8u7cAd6+pUyIycibl14SFga8f69ZvsUsh14jeEOGAI8eAe3aAb/+Cvz0Ewd3jDHGGGOMpUpZsmjWWulYLiFNGhrkAXiapqXSK8ALDqZ1eGXKACtWUOkCxhhjjDHGWCplwDRNXodn2fQK8LZvp9p1vXsD69fTKG63bsC5cxK1jjHGGGOMMSYddYB34gQQHa3TS7jYuWXTu8CBqyswYABw5Qpw4AAFd7VqSdE0xhhjjDHGmKTKlQMyZgQ+fwauXdPpJVzs3LLpHeCFhlJx81q1gGbN6D2hx4guY4wxxhhjzFLY21OyFUDng3qeomnZ9ArwOnUCPDyAOXMoe+bLl8COHUCpUlI1jzHGGGOMMSYpPdfhcYBn2fQK8Ozt6e/+77/AiBHAp09A//6ULpUxxhhjjDGWCqkLnl+7Bnz4kOzT1Wvw3rwBvn+XsF3MIHoFeBs2AFWrAufPAy1aUKHzK1eAuXOlah5jjDHGGGNMUjlyACVKUOXyEyeSfXrmzFQqTQjg+XPpm8f0o3OAp1LRdMwKFWgU9+hR4NAh4NYtYOBACVvIGGOMMcYYk5Ye0zRlMp6macl0CvB+/x0oVIiKm7duDbx6BWTIAPj4SN08xhhjjDHGmOTUAd6xYzSykwwO8CyXTgHesGFA48bAw4fAqFFApkxSN4sxxhhjjDFmMlWqAM7OQFAQcPt2sk/nAM9y6RTgLVkC+PsDuXMD48YBb9/S0CxjjDHGGGPMCjg6AnXq0HUdpmlysXPLpVOAN2gQcO8e8Oef9LNgQaqFeOoUoFRK3UTGGGOMMcaY5PRYh8fFzi2XXlk069QB9u4FHjwAhg+nS44cVDKBMcYYY4wxloqpyyVcugR8+ZLkU2NP0RRC4nYxvegV4KnlzQvMng28fg3MnAmcPWvsZjHGGGOMMcZMqkABwNMTiI4GTp9O8ql58wJ2dkB4OBAcbKL2MZ0YFOCppUkD9OwJXL9urOYwxhhjjDHGzEbHaZqOjpSfA+B1eJYmRQEeY4wxxhhjzIrEDvCSmXtpU+vw3r+nunFnziT+nMOHqY6cszNQtChw8KDJmhcbB3iMMcYYY4wxUqMGTdN7+ZISbyTBZkolXLwIVKqUdCT76BHQpg0wdSqtX5w8GWjXDnjzxnTt/I+9yfdoJkqlEkozp/xU79/c7bBW3L/S4v6VFvev9LiPpcX9Ky3uX2lx/8aSJg3sqleH7MQJqA4fhvD0TPSphQvTYNWrV0ln1rek/lW3ISwsDAqFIuZ+R0dHODo6JnzBhg3AhAnAnDlAhw6Jb3jDBqBaNaBlS7rdrh2wbh2wahUFeyYkE8K6894oFAoEBASYuxmMMcYYY4ylCtm2bEHuhQvxpWJFPPbzM3dzJNGrVy9ERETE3B48eDCGDBmS8ImBgUCWLIC9PRUC9/cHatZM+LxWrWhIc/58zX0jRtCo3759Rm9/UmxmBM/b21t7VG5CSqUSAQEB8PHxgVwuN2tbrBH3r7S4f6XF/Ss97mNpcf9Ki/tXWty/8aRJAyxciAw3b+IHT08gXTqtT/vnH6BWLcDDA/jf/xLfnCX1r0KhwP379+Hv7w8HB4eY+xONEzw8dNvwt280nBlbunRAaKiBLTWczQR4crnc7G8oNUtqizXi/pUW96+0uH+lx30sLe5faXH/Sov79z/FigF58kD28iXkFy4AjRppfVqBAkBYGA1SKRRA2rRJb9YS+le9f2dnZ+MO/jg7U82I2MLDARcX4+1DR5xkhTHGGGOMMaYhk+lULiFTJiBDBrr+/Ln0zbJoxYsD9+7Fve/+fbrfxDjAY4wxxhhjjMWlQ4Ank9lQJs3kdOlCJRR27KBC8Tt20O0uXUzeFA7wGGOMMcYYY3HVrk2JRR4+TDJ6K1iQftpkgJc+PbBlC10vUoSSqcyYAWTMCEyZAuzeDSSRhVQqNrMGjzHGGGOMMaYjV1egcmXg3Dng2DFgwACtT7OpYufxiw/ET6DSoAFdzIxH8BhjjDHGGGMJ6TBNk6doWh4O8BhjjDHGGGMJqQO8U6coTaYWHOBZHg7wGGOMMcYYYwmVLAm4u1MthIsXtT4l9hq8+DMYmXlwgMcYY4wxxhhLyM5Os6YskWmaefLQ0yIigMBAE7aNJYoDPMYYY4wxxph2yazDc3CgIA/gaZqWggM8xhhjjDHGmHb16lHBuzt3gLdvtT6F1+FZFg7wGGOMMcYYY9plyQKUK0fXjx3T+hQO8CwLB3iMMcYYY4yxxCUzTdOmi51bIA7wGGOMMcYYY4lTB3gnTgDR0Qketqli56kAB3iMMcYYY4yxxJUrB2TMCHz+DFy7luBhnqJpWTjAY4wxxhhjjCXO3p6SrQBap2mqA7x374DwcBO2i2nFAR5jjDHGGGMsaUmsw8uUCXBzo+vPn5usRSwRHOAxxhhjjDHGkqYueH7tGvDhQ4KHeR2e5eAAjzHGGGOMMZa0HDmAEiUAISjZSjy8Ds9ycIDHGGOMMcYYS14S0zQ5wLMcHOAxxhhjjDHGkqcO8I4dA1SqOA9xLTzLwQEeY4wxxhhjLHlVqgDOzkBQEHD7dpyHeATPcnCAxxhjjDHGGEueoyNQpw5djzdNM3aAF29wj5kYB3iMMcYYY4wx3SSyDi93bkAuB75/BwIDzdAuFoMDPMYYY4wxxphu1OUSLl0CvnyJudvBAciTh67zNE3z4gCPMcYYY4wxppsCBQBPTyA6Gjh9Os5DnGjFMnCAxxhjjDHGGNNdItM0udi5ZeAAjzHGGGOMMaa72AGeEDF3cyZNy8ABHmOMMcYYY0x3NWoAadIAL18CDx7E3M0BnmXgAI8xxhhjjDGmu3TpKMgD4kzT5DV4lsEsAd6nT0DXrkDmzEDGjEDLlsC7d9qfu2IF4OUFuLjQes5ly0zaVMYYY4wxxlh8WtbhqUfwAgOBsDAztIkBMFOA16YNEBpKCzBfvqSaGX36JHzevn3AmDHAhg3A16/0c+xYYPdukzeZMcYYY4wxpqYO8M6eBcLDAQBubjR4AwDPnpmnWcwMAd6NG8CVK8D69fQmcHEBVq8GZs9O+Ny3b4HRo4GKFQGZDKhUCahVCzh3ztStZowxxhhjjMUoUoQK30VGUpD3H16HZ372pt7h1auAtzcFdcuX0/Btw4bA/PkJnztwYNzbwcEU3C1YkPj2FQoFFApFzO2oqCgAgFKphFKpNMavYDD1/s3dDmvF/Sst7l9pcf9Kj/tYWty/0uL+lRb3r2FkDRrAbvVqqI4cgahfHwBQoIAMN27Y4fFjFZRKyrBpSf1rCW2QmkyIWLlNTWD6dGDSJKBXL2DuXBrR7dIFcHQEDh5M/HWBgUCTJkCWLMChQ4B9IqHpkiVL4OfnF3M7Y8aMWLp0qXF/CcYYY4wxxmycm78/Cv76K77nyYN7e/YAAPz8cmD9+uxo3z4Yv/76yswtTJyPjw8cHR3N3QxJmDzAmzeP1tV9+wY4OdF9164BFSrQOrv06RO+5soV4McfgWrVgHXrKCtrYrSN4D19+hTe3t5m/yMqlUoEBATAx8cHcrncrG2xRty/0uL+lRb3r/S4j6XF/Sst7l9pcf8a6MsX2Lm7QxYdDeXDh0CBAvjjDxn697dDo0YCf/2lAmBZ/atQKHD//n2rDvBMPkXT2xtQqQCFQhPgqUdKtYWaa9cCQ4YAU6YAI0Ykv31HR8c4fyx1sCeXy83+hlKzpLZYI+5faXH/Sov7V3rcx9Li/pUW96+0uH/1lCkTULkycO4c5CdPAgMGoFAheujZM1mCvrSE/jX3/k3B5ElW6tWjxZc9e1ImzffvKTNmy5aUcCW23buBAQOAPXt0C+4YY4wxxhhjJhSvXII6ycqzZzSow0zP5AGegwMl2rG3BwoXptp2uXLRSB1AUzS3bKHrkycD0dFUViF9es2lf39Tt5oxxhhjjDGWgDrAO3UKUCiQOzcd50dGJl7nOlUJDqaRKDc3SgYydCgFKNo0akRTFGMHLrHqBJqKyadoAkCOHMC2bdofCw3VXL9zxzTtYYwxxhhjjBmgZEnA3R0ICgIuXIB97drIm5fqXT95AuTMae4GplD79vRLvH1LWR+bNwcWLgR+/TXhc69fB44dA2rUMH07YzFLoXPGGGOMMcaYFbCzAxo0oOvxpmmm+lp4jx8DZ84Ac+YA6dLRLzZ+PBArY3+MZ8+AT5+A0qVN3sz4zDKCZw5cB8/6cf9Ki/tXWty/0uM+lhb3r7S4f6XF/Zsysvr1YbdxI8TRo1DNnAkvL+DSJeDlS0qmaEn9q25DWFhYnMz78RM1AgDu3aNEMjlyaO7z9qZfLCSEpm2qXbtGCUXat6fr7u7A8OGUeMTETF4mwdQUCgUCAgLM3QzGGGOMMcaskjwkBCXr1YNMCNw5fBhR2bKZu0nJ6tWrFyIiImJuDx48GEOGDIn7pM2bgd9+o4BO7ckToFAh4NUrSiSitmkTsHUrMGMGULw44O9PiUTWrqV6byZkMyN4XAfP+nH/Sov7V1rcv9LjPpYW96+0uH+lxf1rBGXLAteuofibN9gXUR9duwLlywMnTlhW/6rr4Pn7+8PBwSHmfq1xgrMzEB4e9z717fjp/7t0oYta/fpA167A9u0c4EnFEupuqFlSW6wR96+0uH+lxf0rPe5jaXH/Sov7V1rcvynQqBFw7Rrsjh9H/jG9ERZGMxxjd6cl9K96/87OzskP/hQvDnz8SAlk3N3pvvv3aeTO1TXuc9eupaAvdjAXGQmkTWvE1uuGk6wwxhhjjDHGUkZdLuHECRTIQ2UEgoPjZshPdQoXBqpWpdII375RIpWpU4FevRI+98sXYPBg4OZNKgB46BBN2ezb1+TN5gCPMcYYY4wxljL/b+/eg6Ks3z6Of1YIARlF7Mns+Y2TmlBaxoZYeSwyezqIRTVMU3ZyqMw0O0xqZjVmZfYrK8bsNNpYNo3aYbID9qSdpZLSzioWPqZkKgd1V2E5XM8fKxv8QEvZezdu3q8Z/mC/y97X/fHrpdfcN7uZmVLXrlJlpbps+ErdugUfLimJblmttmxZ8HPvevWSTj89OMjOmBFca/wB3pMnSxMnSpdcEnx8yhRp0SJp2LCIl9xubtEEAAAA4JDYWOncc6UlS6SCAvXuPVhlZcGPSujXL9rFtUL37tLSpS2vNb486fFI99wT/IoyruABAAAAaL2G2zQLCkKfhffLL9Erp71iwAMAAADQeg0feF5UpFOO3SnJBR923gYx4AEAAABoveOOkwYMkMw02P+/khjwooEBDwAAAEB4HLhN86T/K5DEgBcNDHgAAAAAwuPAgPdfa1fIo3qVlEh1dVGuqZ1hwAMAAAAQHkOGSJ06KWbXDg2MWadAQCotjXZR7QsDHgAAAIDwiIuTzjlHkpTbhds0o4EBDwAAAED4HLhNc5QFB7ySEk80q2l3GPAAAAAAhM+Bj0voV7lanbWbK3gRxoAHAAAAIHx695ZSUxVjdTpHKxnwIowBDwAAAEB4HbhN839UoF9/5RbNSGLAAwAAABBejQa8kl8tysW0Lwx4AAAAAMJrxAhZx47qqd909K718vsZOyKFpAEAAACEV2KiPCNGSApexdu2rWOUC2o/GPAAAAAAhN+B2zRzehQqISElysW0H7HRLgAAAACAC2VnS717a8jIkbK9Pnnq6lTrr1Js507RrszVuIIHAAAAIOzsuP+WFRXJ869/qUOPY+Xp3l0d/j1Htr8q2qW5GlfwAAAAAIRV7R6/Ovx7jjrMmvXng5WV6vDATNVLqrvzLq7kOYQreAAAAADCKib+KHXIf6rFtQ75Tykm/qgIV9R+MOABAAAACCurqJQqK1terKyUKndHsJr2hQEPAAAAQFh5uiZLycktLyYnS8ldIlhN+8KABwAAACCs6qpqVD9xUotr9RMnqa6qJsIVtR+8yQoAAACAsIrt3Ek2bZrqFfydO1VWSsnJqp84SZ5p0xSbEB/tEl2LAQ8AAABA2HkS4lV3513y3DNdVrlbnuQuqq+qYbhzGLdoAgAAAHBEbOdOqo+J0a97dqs+JoaPRogABjwAAAAAjtq9m3fNjBQGPAAAAABwCQY8AAAAAHAJBjwAAAAAcAkGPAAAAABwCQY8AAAAAHAJBjwAAAAAcAnXf9B5fX29JCkQCES5Eqmurk5SsJaYmJgoV+M+5Oss8nUW+TqPjJ1Fvs4iX2eRr7P+Sfk2zAQNM4IbeczMol2Ek3w+nzZs2BDtMgAAAAD8Q6SlpSkpKSnaZTjC9QNebW2tqqqqFBsbqw4duCMVAAAAaK/q6+tVW1ur+Ph4xca682ZG1w94AAAAANBecEkLAAAAAFyCAQ8AAAAAXIIBDwAAAABcggEPAAAAAFyCAQ8AAAAAXIIBDwAAAABcggEPAAAAAFyCAe8vrF+/Xtddd50GDRqkIUOG6K677lJ5ebkk6dtvv9Xll18ur9errKwsLV26tMnPvvHGGzr33HOVnp6unJwcrV27NrRWV1enRx55RIMHD5bX69X48eO1Y8eOg9ZRUlKia665Rl6vV0OHDtUzzzzjzAlHmFP5VlRUaOrUqRoyZIgyMzN1zTXX6Oeffz5oHc8995z69+8vr9cb+po7d64zJx1hTmW8a9cupaWlNcksKyvroHWwh/9+vqWlpU1y9Xq9GjBggNLS0pr8GTTm1j3cmnwbLFy4UGPHjm3yGD04yKl86cFBTuVL/w1yIl/675+ONF8z07x585SVlaXTTjtNo0ePVkFBQWid/hsBhoPav3+/DRkyxJ588kmrrq628vJyy8vLsxtvvNEqKytt0KBB9vLLL1tNTY2tXr3avF6vffvtt2Zm9sUXX5jX67WioiILBAK2cOFCO/30023fvn1mZpafn2+jR4+20tJS27t3r02ePNny8vJarCMQCNioUaPs0Ucfterqavvxxx9t6NCh9u6770YsCyc4me/48ePthhtusPLycquurrYnnnjCBg8ebH6/v8VaJk6caPn5+RE790hxMuNVq1bZ2Wef/bfqYA8ffr6N1dTU2NVXX2133333QWtx4x5uTb5mZn6/3x5++GFLTU21q666qslr04OdzZce7Gy+9F9n822M/nv4+S5cuNCysrJs06ZNVl9fbytXrrRTTjkltE7/dR5X8A6htLRUJ554oiZMmKC4uDh17dpVubm5WrNmjd5//30lJyfryiuvVGxsrM4880yNHj1aixcvliQtXbpUF154oTIyMnTUUUfp2muvVdeuXfXuu++G1vPy8tSjRw8lJSVp+vTp+uSTT/Tbb781q2PNmjXasWOHJk2apLi4OPXr109jx44NHautcipfM5PH49Gtt96qrl27Ki4uTuPGjdOuXbu0efPmFmv5/vvvdfLJJ0fw7CPDyT18OJmxhw8/38bmz5+vsrIy3XfffQetxY17uDX5StKYMWO0c+dOXXHFFc1emx7sXL704CAn9y/919l8G6P/Hn6+e/bs0YQJE9SnTx95PB5lZWWpT58++uabbyTRfyOBAe8QevfurRdeeEExMTGhx1asWKH+/furuLhYqampTZ5/wgknaP369ZKkTZs2HXR979692r59e5P1o48+Wl26dNGGDRua1VFcXKxevXopLi6uxWO1VU7l6/F4NG/ePPXr1y+0VlBQoMTERPXq1atZHWVlZSotLdWSJUs0dOhQZWVlac6cOaqurg7n6UaFUxlLwX/Qtm/frosuukhnnHGG8vLytGnTphbrYA8HHU6+DbZs2aLnnntOs2bNapJfY27dw63JV5JeeuklPfbYY+rWrVuT59GDg5zKlx4c5FS+Ev1XcjbfBvTfI8t30qRJysnJCa398ssvKi4uVv/+/em/EcKA9zeZmebOnasPP/xQ06dPl9/vV0JCQpPnxMfHa9++fZJ0yHW/3y9JSkxMbLbesNZYS6+VkJAQOpYbhDPf/7Ry5UrNmjVL9913X7OfkaSdO3dq4MCBysnJ0apVq/T888/r008/1ezZs8N4htEX7ow7d+6sjIwMLVq0SB988IGOP/54XXfdddq7d2+zY7OHg45kDz/zzDMaMWKE0tPTD3rs9rCHDzdfSTr22GNbfC16cHPhzPc/0YPDny/9tymn9i/9N+hI8m1QUlKivLw8ZWdnKzMzk/4bIQx4f4PP59OkSZO0fPlyvfzyy0pLS1NCQoKqqqqaPK+qqkqdOnWSpEOuN2zU/fv3H/TnG0tMTGz23P3797f43LYo3Pk2MDM9/fTTuvPOO/XQQw/p4osvbvH4J554ohYvXqyRI0cqLi5Offr00c0339zirXJtlRMZP/bYY5oyZYpSUlKUlJSkadOmye/3q6ioqNnx2cNBh7uH/X6/3nnnHV199dWHPL7b9/CR5Hso9OCmwp1vA3pwkBP50n//5NT+pf8GtSbfVatWKTc3V6NGjdKDDz4oif4bKQx4f2HLli269NJL5fP5tGzZMqWlpUmSUlNTVVxc3OS5mzZtUt++fSVJffv2Peh6ly5d1L179ya3U+zcuVOVlZXNLnk3vNbmzZtVW1vb4rHaMifylYJ/+cePH6/XXntNixcv1gUXXHDQGr766is9++yzTR4LBAKKj49v9fn9EziRsc/n0yOPPKJt27aF1urq6lRbW9tibuzhoMPZw5L08ccfKyUlRZmZmYeswc17+EjzPRR68J+cyFeiBzdwIl/675+c2r8S/VdqXb7z5s3THXfcoRkzZmjq1KnyeDyS6L8RE5W3dmkjKisr7ayzzrKpU6daXV1dk7Xy8nIbOHCgLVy40AKBgBUWFprX67XCwkIzs9A7ChUWFobeIS8zM9MqKirMzGzu3Ll20UUX2ZYtW0LvIHSwd3GqqamxrKwsmz17tlVVVdnPP/9sQ4cOtddee83R83eak/neeOONNmbMmND3h/Ldd99Z//797a233rK6ujrbuHGjjRo1yubNmxfuU444JzPOzs62iRMn2p49e8zn89mMGTPs/PPPt0Ag0KwO9vDh52tm9sADD9gdd9zxl3W4dQ+3Jt/GnnrqqWb9lR7sbL70YGfzpf86m68Z/bc1+S5YsMAyMjLsxx9/bPG16b/OY8A7hAULFlhqaqqdeuqplp6e3uTLLPiXOjc317xer51zzjnNNtubb75p5513nqWnp9tll11m69atC60FAgF79NFHbdiwYXbaaafZ+PHjbdeuXaH1cePG2YwZM0Lfb9682a6//nrLyMiwYcOG2bPPPuvw2TvPqXx/+OEHS01NtZNPPrnZ665Zs8bMmue7YsUKy87OtvT0dBs2bJjl5+c3a2htkZN7eOvWrTZhwgQbNGiQeb1eu+mmm2zr1q2hdfZw6/I1M7vhhhtszpw5LR67Pezh1ubboKX/wNGDncuXHhzk5P6l/zqbrxn990jzra+vt4yMDOvXr1+zn5s/f76Z0X8jwWNmFu2riAAAAACA1uN38AAAAADAJRjwAAAAAMAlGPAAAAAAwCUY8AAAAADAJRjwAAAAAMAlGPAAAAAAwCUY8AAAAADAJRjwAAAAAMAlGPAAAAAAwCUY8AAAAADAJWKjXQAAAIfr3nvv1datW7VgwYLQYzNnzpTP59Mtt9yihx56SGvXrlViYqKys7M1YcIExcXFycz0/PPPa/ny5fr999/l8Xg0fPhwPfjgg4qPj9fUqVO1b98+FRcXq6KiQkuWLFHPnj2jeKYAABweruABANqcyy67TIWFhfrjjz8kSYFAQO+8844uuOACXXvtterbt68++eQTvfLKK1q9erXy8/MlSe+9954WLVqk/Px8FRUV6dVXX9Vnn32m5cuXh177008/1ZNPPqn333+f4Q4A0OYw4AEA2pwBAwaoT58+evvttyVJH330kZKSkrRv3z4FAgHdfvvt6tixo3r06KFbb71VixcvliQNHz5cy5Yt0/HHH6/y8nJVVFQoOTk5NChKUnp6ulJTU9W5c+eonBsAAK3BLZoAgDYpJydHb775psaNG6fXX39dl1xyibZt26by8nJlZmaGnmdmqqmpUVlZmeLi4jR37lx9+OGHSklJ0UknnaSamhqZWej5xxxzTDROBwCAsGDAAwC0SWPGjNHjjz+utWvX6vPPP9e9996rr7/+Wj179lRBQUHoeT6fT2VlZUpJSdH999+v0tJSrVq1SklJSZKk0aNHN3ldj8cT0fMAACCcuEUTANAmdevWTSNGjNDMmTM1cOBAHXfccTr77LPl9/v1wgsvKBAIaM+ePZoyZYpuu+02eTwe+Xw+dezYUTExMaqurtaCBQu0ceNG1dTURPt0AAAICwY8AECblZOTo59++kmXXnqpJCkpKUkvvviivvzySw0fPlwjR45Uhw4dNH/+fEnS5MmTVVVVpcGDBysrK0vr1q3TmDFjtHHjxmieBgAAYeOxxr94AABAG7J+/XqNHTtWn332mTp27BjtcgAAiDp+Bw8A0Ob4fD6VlpbqiSeeUE5ODsMdAAAHcIsmAKDN2b59u3Jzc7V7927dfPPN0S4HAIB/DG7RBAAAAACX4AoeAAAAALgEAx4AAAAAuAQDHgAAAAC4BAMeAAAAALgEAx4AAAAAuAQDHgAAAAC4BAMeAAAAALgEAx4AAAAAuMT/A/m3D37C4DURAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Assuming 'year', 'avg_vote' (IMDb rating), and 'votes' columns are in your DataFrame\n", "# Group by year to calculate the average IMDb rating and total votes each year\n", "yearly_stats = new_data.groupby('year').agg(avg_rating=('avg_vote', 'mean'), total_votes=('votes', 'sum')).reset_index()\n", "\n", "# Create the plot\n", "fig, ax1 = plt.subplots(figsize=(10, 4))\n", "\n", "# Plot average IMDb rating on the primary y-axis\n", "sns.lineplot(data=yearly_stats, x='year', y='avg_rating', marker='o', color='b', ax=ax1)\n", "ax1.set_ylabel('Average IMDb Rating', color='b')\n", "ax1.tick_params(axis='y', labelcolor='b')\n", "ax1.set_title('Average IMDb Rating and Total Votes by Year')\n", "\n", "# Create a second y-axis for total votes\n", "ax2 = ax1.twinx()\n", "sns.lineplot(data=yearly_stats, x='year', y='total_votes', marker='o', color='r', ax=ax2)\n", "ax2.set_ylabel('Total Votes', color='r')\n", "ax2.tick_params(axis='y', labelcolor='r')\n", "\n", "# Show the plot\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "d7a3ba4d", "metadata": {}, "source": [ "The average IMDb rating appears to stay relatively stable over the years, with slight fluctuations. Most years maintain an average rating between 6.3 and 6.6.\n", "\n", "The total votes exhibit an upward trend until around 2017, with a general increase in audience engagement. This trend suggests that more people started voting on IMDb over time, likely due to increased popularity of the platform and internet accessibility." ] }, { "cell_type": "code", "execution_count": null, "id": "f53d51ff", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "8bbf47c4", "metadata": {}, "source": [ "**Determine if there’s a correlation between a movie's duration and its IMDb rating.**" ] }, { "cell_type": "code", "execution_count": 85, "id": "65d8cc9a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Correlation between duration and IMDb rating: 0.38\n", "P-value: 0.00\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from scipy.stats import pearsonr\n", "\n", "# Calculate the Pearson correlation coefficient\n", "correlation, p_value = pearsonr(new_data['duration'], new_data['avg_vote'])\n", "print(f\"Correlation between duration and IMDb rating: {correlation:.2f}\")\n", "print(f\"P-value: {p_value:.2f}\")\n", "\n", "# Scatter plot to visualize the relationship\n", "plt.figure(figsize=(10, 6))\n", "sns.scatterplot(data=new_data, x='duration', y='avg_vote', alpha=0.5)\n", "plt.title(\"Scatter Plot of Movie Duration vs IMDb Rating\")\n", "plt.xlabel(\"Duration (minutes)\")\n", "plt.ylabel(\"IMDb Rating (avg_vote)\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "7e5c7bad", "metadata": {}, "source": [ "The moderate positive correlation (0.38) and significant p-value (0.00) imply that there is a statistically significant, albeit not very strong, relationship between movie duration and IMDb rating.\n", "\n", "The plot shows a large concentration of movies with a duration of around 100 minutes. This suggests that most movies in the dataset fall within this duration range.\n", "\n", "There appears to be a slight upward trend in the scatter, meaning that **movies with a longer duration (above 100 minutes) tend to have slightly higher ratings on average.** This aligns with the moderate positive correlation coefficient (0.38) we observed earlier, indicating a tendency for longer movies to have higher ratings.\n", "\n", "For movies with durations above 150 minutes, there is a visible concentration of movies with IMDb ratings mostly above 6. **This suggests that longer movies are more likely to receive higher ratings.**" ] }, { "cell_type": "code", "execution_count": null, "id": "8cca0034", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "6cb717c4", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.13" } }, "nbformat": 4, "nbformat_minor": 5 }