{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Project goals\n", "\n", "To determine the affect of weather on MLB attendance and whether the weather and related variables can reasonably predict attendance per game.\n", "\n", "https://www.wsj.com/articles/major-league-baseball-sees-a-sharp-drop-in-attendance-1529063246?mod=hp_lead_pos8" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Steps:\n", "\n", "1. Find reliable datasets\n", "2. Clean and merge all relevant data\n", "3. Exploratory data analysis for outliers, missing values, etc.\n", "4. Feature selection\n", "5. Model building and interpretation\n", "6. Statistical Testing and Inference\n", "7. Results and conclusion" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "## Import libraries\n", "\n", "import pandas as pd # Data storage and manipulation\n", "import numpy as np # Mathematical operations\n", "import matplotlib.pyplot as plt # Plotting and visualization\n", "import seaborn as sns # Plotting and visualization\n", "import dc_stat_think as dcst #Statistical significance testing\n", "\n", "pd.options.display.max_columns = None\n", "\n", "sns.set()\n", "\n", "pd.options.mode.chained_assignment = None\n", "\n", "from sklearn.model_selection import train_test_split # Data splitting for modeling\n", "from sklearn.metrics import mean_absolute_error as mae # Error metric for models" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Game data:\n", "\n", "1. All data was taken from Retrosheet.org. Standard disclaimer from their website: The information used here was obtained free of charge from and is copyrighted by Retrosheet. Interested parties may contact Retrosheet at \"www.retrosheet.org\".\n", "2. Downloads were done for game logs from 1990-2017, which includes ~160+ total variables.\n", "3. Each year's data was saved as a .txt file and read in collectively using the code below." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "## Read in game datasets\n", "\n", "df_all = pd.DataFrame()\n", "\n", "for i in range (1990, 2018):\n", " df = pd.read_csv(r'C:\\Users\\jbean\\Dropbox\\Other\\Python\\baseballdatabank-2017.1\\Project\\Game Data\\GL%s.txt' % i,header=None)\n", " \n", " df_all = pd.concat([df_all, df])" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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DateDay_of_weekVisitorV_leagueV_game_numHomeH_leagueH_game_numV_scoreH_scoreTime_of_dayParkAttendanceGame_timeV_atbatsV_hitsV_doublesV_triplesV_hrV_rbiV_bbV_strikeoutsV_pitchersusedH_atbatsH_hitsH_doublesH_triplesH_hrH_rbiH_bbH_strikeoutsH_pitchersusedData_quality
019900409MonDETAL1BOSAL125DBOS0735199.0167.033510024633384004433Y
119900409MonSEAAL1CALAL174NANA0138406.0176.0401520171233150013565Y
219900409MonMILAL1CHAAL112DCHI1040008.0158.030410011832961101215Y
319900409MonBALAL1KCAAL176DKAN0637671.0211.04514102628544101026434Y
419900409MonMINAL1OAKAL138NOAK0148219.0170.03710101323332112027643Y
\n", "
" ], "text/plain": [ " Date Day_of_week Visitor V_league V_game_num Home H_league \\\n", "0 19900409 Mon DET AL 1 BOS AL \n", "1 19900409 Mon SEA AL 1 CAL AL \n", "2 19900409 Mon MIL AL 1 CHA AL \n", "3 19900409 Mon BAL AL 1 KCA AL \n", "4 19900409 Mon MIN AL 1 OAK AL \n", "\n", " H_game_num V_score H_score Time_of_day Park Attendance Game_time \\\n", "0 1 2 5 D BOS07 35199.0 167.0 \n", "1 1 7 4 N ANA01 38406.0 176.0 \n", "2 1 1 2 D CHI10 40008.0 158.0 \n", "3 1 7 6 D KAN06 37671.0 211.0 \n", "4 1 3 8 N OAK01 48219.0 170.0 \n", "\n", " V_atbats V_hits V_doubles V_triples V_hr V_rbi V_bb V_strikeouts \\\n", "0 33 5 1 0 0 2 4 6 \n", "1 40 15 2 0 1 7 1 2 \n", "2 30 4 1 0 0 1 1 8 \n", "3 45 14 1 0 2 6 2 8 \n", "4 37 10 1 0 1 3 2 3 \n", "\n", " V_pitchersused H_atbats H_hits H_doubles H_triples H_hr H_rbi H_bb \\\n", "0 3 33 8 4 0 0 4 4 \n", "1 3 31 5 0 0 1 3 5 \n", "2 3 29 6 1 1 0 1 2 \n", "3 5 44 10 1 0 2 6 4 \n", "4 3 32 11 2 0 2 7 6 \n", "\n", " H_strikeouts H_pitchersused Data_quality \n", "0 3 3 Y \n", "1 6 5 Y \n", "2 1 5 Y \n", "3 3 4 Y \n", "4 4 3 Y " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Isolate relevant columns and assign names; \"Relevant columns\" include numerical data and other categorical variables\n", "## that could feature in a final analysis or model.\n", "\n", "df_all = df_all.iloc[:,np.r_[0,2:11, 12, 16:19, 21:27, 30, 32, 38, 49:55, 58, 60, 66, 160]]\n", "cols = ['Date','Day_of_week','Visitor','V_league','V_game_num','Home','H_league','H_game_num','V_score','H_score','Time_of_day','Park','Attendance','Game_time','V_atbats','V_hits','V_doubles','V_triples','V_hr','V_rbi','V_bb','V_strikeouts','V_pitchersused','H_atbats','H_hits','H_doubles','H_triples','H_hr','H_rbi','H_bb','H_strikeouts','H_pitchersused','Data_quality']\n", "df_all.columns = cols\n", "\n", "df_all.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Weather data \n", "\n", "Notes:\n", "1. All data was collected from w2.weather.gov > Climate > City, with monthly averages for every year between 1990 and 2017.\n", "2. The two Chicago teams were given the same weather data\n", "3. For other inter-city teams (Yankees/Mets, Angels/Dodgers, Oakland/SF) distinct temperatures were used to capture weather in different neighborhoods that were closer to the team's ballpark. For example, the Central Park weather data was used for the Yankees while Queens data was used for the Mets.\n", "4. For TOR, data for Buffalo, NY was used for consistency of data source and proximity; likewise, the Plattsburgh, NY data was used for Montreal, which was a bit more of a stretch geographically, but MON has an indoor stadium, partially mitigating the assumption.\n", "5. The \"Stadium_type\" columns is 1 for indoor ballparks and 0 for outdoor. Stadiums with a retractable roof (e.g. Seattle) were considered outdoor. Only fully indoor stadiums, such as Montreal's stadium, were classified as indoor. For teams that switched from an indoor to outdoor stadium over the course of the dataset, that was incorporated into the variable (for example, Minnesota switched from an indoor to an outdoor stadium starting in 2010." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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TemperatureCityStadium_Typemonth
Date
1990-04-3047.6BOS04
1990-05-3154.9BOS05
1990-06-3066.6BOS06
1990-07-3173.1BOS07
1990-08-3173.3BOS08
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" ], "text/plain": [ " Temperature City Stadium_Type month\n", "Date \n", "1990-04-30 47.6 BOS 0 4\n", "1990-05-31 54.9 BOS 0 5\n", "1990-06-30 66.6 BOS 0 6\n", "1990-07-31 73.1 BOS 0 7\n", "1990-08-31 73.3 BOS 0 8" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Read in the aggregated weather data\n", "\n", "df_weather = pd.read_csv(r'C:\\Users\\jbean\\Dropbox\\Other\\Python\\baseballdatabank-2017.1\\Project\\city_weather_data.csv')\n", "df_weather['Date'] = pd.to_datetime(df_weather['Date'])\n", "\n", "df_weather.set_index('Date',inplace=True)\n", "df_weather.index = df_weather.index.to_period('M').to_timestamp('M') # Match format of Date to monthly grouped game data\n", "df_weather['month'] = df_weather.index.month\n", "df_weather.head()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "## Convert date to datetime and set as index\n", "\n", "df_all['Date'] = pd.to_datetime(df_all['Date'],format='%Y%m%d')\n", "\n", "df_all.set_index('Date',inplace=True)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "## Set up a column that will sum games when grouped; will be used to calculate per/game metrics after groupby operations\n", "## are performed in later analyses.\n", "\n", "df_all['game'] = 1" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "## FLO = MIA, ANA = CAL; reflect name changes but they are the same team (http://www.retrosheet.org/CurrentNames.csv)\n", "\n", "df_all.replace('FLO','MIA',inplace=True)\n", "df_all.replace('CAL','ANA',inplace=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Exploratory Data Analysis" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Group the data by year and plot the annual attendance overall (axis in millions)\n", "\n", "grouped_year = pd.DataFrame(df_all.groupby(df_all.index.year).sum())\n", "\n", "grouped_year['Attendance'] = grouped_year['Attendance'].astype(int)\n", "\n", "plt.plot(grouped_year['Attendance'])\n", "plt.xlabel('Year')\n", "plt.ylabel('Annual Attendance')\n", "plt.title('Annual attendance by year for MLB games')\n", "plt.ylim([40000000, 90000000])\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Overall attendance is a good macro factor, but attendance per game is a more accurate metric in this case, so we will create that variable." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Create attendance per game variable and see how that changes per year\n", "\n", "grouped_year['attendance_per_game'] = grouped_year['Attendance'] / grouped_year['game']\n", "\n", "plt.plot(grouped_year['attendance_per_game'])\n", "\n", "plt.xlabel('Year',fontweight='bold')\n", "plt.ylabel('Attendance per game, all',fontweight='bold')\n", "plt.title('Trended attendance per game, MLB',fontweight='bold')\n", "plt.ylim([21000,35000])\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# What's going on in the mid 90's?\n", "\n", "Total attendance shows a pretty steep dropoff in 1994 and 1995, and on a per-game basis, the 1995 data shows a drop of over 6,000 fans per game, on average, for the season. What's the deal?\n", "\n", "This is where EDA helps us contextualize the data that we have. A bit of digging shows that MLB had a players strike that started near the end of the 1994 season and continued through April 1995. This not only explains the lower overall attendance, but we can also make some inferences about 1995. For example, the drop in attendance could very well be from a drop in fan trust as a result of the strike, and the way they show distrust is via not going to games.\n", "\n", "We also see on a per-game basis, MLB didn't recover to their pre-strike peak until around 2006, after which they gained through 2008, followed by another drop. This time, the more likely cause for the drastic drop in attendance is a more macroeconomic factor, the Great Recession." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Isolate average attendance per month to see the impact of missing August and September for a season\n", "\n", "grouped_month = df_all.groupby(by=df_all.index.month).sum()\n", "grouped_month = grouped_month[grouped_month.index != 3] # Exclude March because it's a smaller sample size\n", "attendance_per_month = grouped_month['Attendance'] / grouped_month['game']\n", "\n", "attendance_per_month.plot(kind='bar')\n", "plt.xlabel('Month')\n", "plt.ylabel('Attendance per game')\n", "plt.title('Attendance per game per month')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Plot the change in time per game to see if game time has increased between 1990 and 2017\n", "\n", "grouped_year['time_per_game'] = grouped_year['Game_time'] / grouped_year['game']\n", "\n", "plt.plot(grouped_year['time_per_game'])\n", "plt.xlabel('Year', fontweight='bold')\n", "plt.ylabel('Average time per game',fontweight='bold')\n", "plt.title('Trend in time per game, 1990-2017',fontweight='bold')\n", "plt.ylim([155, 200])\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In tandem with the change in attendance, the average length of an MLB game is a worthwhile statistic to understand other factors at play. Historically seen as a slower paced game compared to basketball or football, this graphic isn't a good trending sign for MLB. Since 2005, the average time per game has increased by more than 10%, with a largely steady upward trend. The importance of this trend is that part of the drop in attendance may be a result of longer game times. This is something we'll test later.\n", "\n", "In order to combat this trend, MLB has implemented a number of smaller rules that should collectively work to speed up games. These include limiting the length of time between innings, number of mound visits for each team, and keeping batters in the box, among others." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "## Create aggregated HR and run columns to provide proxy for offensive output; look for other potentially\n", "## correlated variables to attendance per game.\n", "\n", "grouped_year['total_hr_game'] = (grouped_year['V_hr'] + grouped_year['H_hr']) / grouped_year['game']\n", "grouped_year['total_run_game'] = (grouped_year['V_score'] + grouped_year['H_score']) / grouped_year['game']" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Look for correlations between attendance and some common variables\n", "\n", "corr_columns = ['time_per_game','total_hr_game','total_run_game','attendance_per_game']\n", "\n", "sns.pairplot(grouped_year[corr_columns], diag_kind = 'kde',size=3)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "## Create a dataframe that groups by month and year for more data points\n", "\n", "df_m_y = pd.DataFrame(df_all.groupby(by=[df_all.index.year, df_all.index.month]).sum())" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "## Add the same variables to the monthly data for more overall data points\n", "\n", "df_m_y['total_hr_game'] = (df_m_y['V_hr'] + df_m_y['H_hr']) / df_m_y['game']\n", "df_m_y['total_run_game'] = (df_m_y['V_score'] + df_m_y['H_score']) / df_m_y['game']\n", "df_m_y['time_per_game'] = df_m_y['Game_time'] / df_m_y['game']\n", "df_m_y['attendance_per_game'] = df_m_y['Attendance'] / df_m_y['game']" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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CFCNDAzCl1KeBf8vN5BgmIKG1Xr8BvUUuNB/N2vsFN3vAJAmHEEIIIYQQxcnoOWCfBu7VWvsM3u6GEZqPrRiAWS1mLGaTDEEUQgghhBCiSBk9B+wiMGzwNjeU0Hw06yLMaXabhbAMQRRCCCGEEKIoGd0D9pfAeaXUq0A0/aDW+rcN3k9JSiQShMIr94AB2G1m6QETQgghhBCiSBkdgP0p8HWg1+DtbgjhSIwE2RdhTnPYLDIHTAghhBBCiCJldAAW1lr/scHb3DDSKeidjlV6wKwWZubm16tIQgghhBBCCAMZHYC9rJT6C+DHQCZK0FqfMHg/JSkYTo7aXG0IosNuljT0QgghhBBCFCmjA7D7l/wfIAG8y+D9lKSbizCvkoTDaiEWTxCNxbOuFSaEEEIIIYQoXEYvxPyokdvbaG4GYKv0gKXWApuPxCQAE0IIIYQQosgYvRDzg8DTgIvkIswWoF1rvdnI/ZSq8Fp6wGzJoCsciVNeti7FEkIIIYQQQhjE6C6UrwHfIxnYfRnoB75r8D5KViiSnAPmWGMPmBBCCCGEEKK4GB2AhbXW/wM4DviBjwHvNXgfJSvTA2ZbbR2w5HOSil4IIYQQQojiY3QAFlJK1QAaeFBrHSM5DFGsQToAs68SgN3sAZNMiEIIIYQQQhQbowOw/wD8L+AHwJNKqS7gtMH7KFnpXq3VknDcnAMmPWBCCCGEEEIUG0MDMK31t4D3aK1ngIPAR4HfMnIfpSyUCqpkDpgQQgghhBClyegsiF9L/T/9UAIIKqUuAs9oredXeq+QOWBCCCHyx2w2EY8n8l0MIYQwVCF+txm9EHMMqAH+Z+rvDwPu1ONfBX576RuUUjaS2RM3Aw7gC4AP+E+p94WBj2mth5VSHwc+AUSBL2itf2hw+fMqHYCt1gOWDs5CEoAJkVO+kQCnuoa45JtkV1s1Rzoaaat35btYQhguc633TrKrXa51IURpKOTvNqMDsHu11ofSfyilfgC8prX+DaXU2yu856PAuNb6SaVULXAW6AF+X2v9llLqE8AfKKX+DPgUyaGNZcDLSqmfaa3DBh9D3qxlCGJ6flgoLAGYELniGwnwxb85nelp7h2c5viZGzz95IGC+fIWwgjLrvUhudaFEMWv0L/bjE7C4VJKNS74ux5wpv69UrD3LeDzC/6OAh/WWr+14H0h4DBwUmsd1lpPAd3APsNKXgDWMgQxHYDJEEQhcudU19CyOhaOxDjVNZynEgmRG3KtCyFKUaF/txndA/aHwGml1Csk088fBJ5SSv0R8LNsb9BaBwCUUm7gWeBzWuvB1GMPAb8HPEJyPbGpBW+dAapuVSCPpxyrNTeZ8L1et6HbiyXAZILmpipMJlPW1/iDycWaTRaz4ftPy9V2861UjytXclV3iuFzuOSbzPq49vmLovxQHOd5oWIr72py2e6AseeqUK/1Uroesin147tTua47S8nnkF0pnJdcfLcZeV4MDcC01n+vlPoFcIzk/K1/qbUeU0q9CBxd6X1KqVbgu8BXtNbfTD32m8Bngce11qNKqWmS88nS3ED2s7uA3z93x8ezGq/XzejojKHbnJ2bx2GzMDYWWPE1wdnkiEv/VNDw/UNujqsQFPNx5euLMBd1p1g+h11t1fQOTi97XLV5iqL8xXKe03JV3lKqO2lGn6tCvNaL7fq9XcVwfKVYd5Yqhs8hH0rlvBj93bbW87LWumP0EES01mNa6+9qrb+vtR5LPTYB/Ltsr1dKNQDPAX+gtU5nUfwoyZ6vd2qtr6Ve+jpwTClVppSqAnYDnUaXP59Ckdiq879gwRDEeRmCKESuHOlozCz5kOawWTjS0ZCnEgmRG3KtCyFKUaF/txk9BHE12cfUwWcAD/B5pdTnSQ5d3Av0At9JpbR/UWv9h0qpLwEvkQwcP6u1DuW+2OsnPB9bdRFmWJCEQwIwIXKmrd7F008e4FTXMNrnR7V5ONLRUBATd4UwklzrQohSVOjfbesZgGVNwK+1fgp4ai0b0Fo/AzxjZKEKSSgSo8plX/U1jkwAFl2PIgmxYbXVu2ird5XMcAwhVpK+1gtxrRwhhLhThfzdZvgQRHFn4okE8/OxVTMgAljMZuxWM0HpARNCCGGgQvuBIoQQRijE7zYJwApEJBInATjst+6UdNgtMgdMCCGEEEKIImRoAKaUqlvl6ZXmgAkWLMJsu/VHUma3yBBEIYQQQgghipDRPWAvrfLcEYP3VVLSi8XdKgsiQJndKkk4hBBCCCGEKEJGJ+F4Wyn1JMmU8cH0g1prX6llLDRaekhhmW3tQxATicSKCzYLIYQQQgghCo/RAdgDqf8WSgBbDd5PyUkHYGvrAbOQAOYj8TW9XgghhBBCCFEYDA3AtNZbjNzeRhKKJOd0rXUIIiRT0UsAJoQQQgghRPEwNABTSnmAPwO2AR8C/hz411rrSSP3U4puDkFcWw8YpNYNy2mphBBCCCGEEEYyOgnHM8AbQC0QAAaBbxi8j5IUup0hiKkgLRSWRBxCCCGEEEIUE6MDsC1a6/8KxLXW81rrzwItBu+jJGWyIK6lB8yRCsAkFb0QQgghhBBFxegALKqUqiKZeAOl1A4gbvA+StLtpqEHJBW9EEIIIYQQRcboLIj/FjgOtCmlvkdy7a/fNngfJel25oCle8nSQZsQQgghhBCiOBidBfGnSqnTJFPRm4FPaK2HjdxHqbqtOWDpJBzSAyaEEEIIIURRMXQIolKqGvgc8KfAvwN+XynlNHIfpSrdm1V2O0MQwzIHTAghhBBCiGJi9BywrwNR4CPAvwBcwH8zeB8lKbMQ822moRdCCCGEEEIUD6PngG3WWv/Kgr8/rZTqNHgfJUmGIAohhBBCCFH6jA7AupRSx7TWLwEopfYBV271JqWUDfgasBlwAF8ALgB/RTKjYifwSa11XCn1h8DjJHvaPq21ft3gY8iL20pDLwGYEEIIIYQQRcnoAGwX8KJSSgMxQAETSqkeIKG13rrC+z4KjGutn1RK1QJngbeAz2mtjyulvgp8QCnVC7yDZJKPVuDbwCGDjyEvwpEYVosJq+XWo0KdjuTHFpQ5YEIIIYQQQhQVowOwX13lubpVnvsW8OyCv6PAAeDF1N8/Bt4DaOA5rXUC8CmlrEopr9Z69C7KXBDC87E19X4BVJTZAJgNRnJZJCGEEEIIIYTBjE5D37vSc0qp7wL3r/C+QOo1bpKB2OeAP08FWgAzQBVQCYwveGv68RUDMI+nHKt1bYHN7fJ63YZtKxKLU+60rWmbiUQCm9VMKBo3tAxpudhmISjV48qVXNWdYvwcpMy5V2zlXU0u2x0orXO1klI/xlI/vjuV67qzlHwO2cl5yc7I82J0D9hqTKs9qZRqBb4LfEVr/U2l1J8teNoNTALTqX8vfXxFfv/cnZX2FrxeN6OjM4Ztby4UpbLCvuZtVpRZmZwOGVoGMP64CkUxH1e+vghzUXeK8XOQMuderspbSnUnrdg+2ztR6sdYDMdXinVnqWL4HPJBzkt2az0va607RqehX01ipSeUUg3Ac8AfaK2/lnr4rFLqnal/vx94CTgJvFcpZVZKtQFmrfVYDsu8bkK3MQQRwOW0MRuSOWBCCCGEEEIUk/XsAVvNZwAP8Hml1OdTjz0FfEkpZQcuAs9qrWNKqZeAUySDx0/mpbQGi8XjRGNxHLa1x8Mup43+0Vli8TgW83rG0UIIIYQQQog7VRABmNb6KZIB11LvyPLaPwL+KMdFWlfh+TgAZfa1fxw3E3Ekhy4KIYQQQgghCt96dp2sOgdsI8usAbaGRZjTKpzJACwgmRCFEEIIIYQoGob3gCmljgL3kFxY+UGt9YnUU79u9L5KRWg+OZfrdueAgQRgQgghhBBCFBNDe8CUUk8BXwD+NckMhf9FKfV/Amitrxm5r1KS7gEru40esHQAJmuBCSGEEEIIUTyMHoL4z4H3ArNa63HgEPDbBu+j5ITnU0MQb6MHrMKZ7LwMhCQAE+JumM35GR29lv3mq2xC5NJK1/Vq17vUBbER3Oo6L6V6UErHcieMHoIY01rPK6XSf4eAmMH7KDmh+bvpAZNU9EKshdlsIh6/uRqGbyTAqa4hrt6Y5r6ddezdUkOr15XzcqT3e6l3kl3tHo50NNBW71rlNdUc6Whc9hohCsXCurW0ni200nW99PF3HWrD67Kv+h4hilW6jiysK7e6zguhHqxWt29HIRxLITA6AHtRKfXnQIVS6p8A/xJ43uB9lJz0EES7zAETwnB9owE6eyY4e3mMbZsqOdLRCMC//8YZ7lf1VLnsvNY1zLWBad5x3yb2tntyUg6z2UTv8Axf/JvTmTrfOzTN8TP9fPJD+zL79Y0EsrzmBk8/eWBDNlKicA35g5w8P0DnNT/bWqporHFy6vwwO9uqlv2o6hsN8LV/vMjwxBzhSCxzXX/yQ/v48rPnsl7vgNQFUTJ8IwHeuDTM4EQQt9OO02EF4uzZUrtiHWird+EbzW+bYGTAJO3bTUYHYP8X8HHgbeBjwI+Arxq8j5ITvoseMAnAhFhZZ6+fF8/eYNQfpLmuAofNwjeeu8zRfY08vL+ZE2dvZBoC3/AMnVfH76ghWOnOoNls4vrQTKbxaql3cXB3A6c6BzOvD0dinDh7g6pyG61eF6e6hjJlSgtHYpzqGt5wDZQoTOkfZKOTIexWMy31Lo6f6cdmMfNARwM/fc3H8TM3+MzHDtDe4Ob60Aw/e7MfgL3baimzWznVOUg4EuP1C8PLtp++3q2pJrGxthz/dJhwJCZ1QRQl30iAX5zpZzYUZcwfxAQkEnFsVjMnzw1m/c5/+fwgFWUWhiZCOW8TVmrDjA6YpH27ydAATGsdV0p9E/jxgoebAZ+R+yk1ocidzAGTJBxCrMY3EuDLz54jEotzZG8Tofkob10Zo7XRTSAUpcplJxKLL3pPOBLj1QtrbwiW3hk8ek8jmxsruTYwzamuIUwmMy+c7lvUeDlsFo7sbeLkuYHMdkb8QTp7/LQ3uBmbCuGwWZY1UtrnN2wIiBB3atEPyckgXo8Tu83M0X1NvPTWANFYgnfe30I0Fue5N/pxl9sX1QHf8AwOm4WH9zVx4q0BfEMzeCodDI3PLdqP9vk5vKeRvdtqGfUHFwVuUhdEsbnUN8lrXcPL6sFH3qs4cfZG1vdc9k1ydH8zg2PjWZ83oh5k693yet2Z540MmMxmE5d6J7M+txHrtKEBWGr44ceB9NViAhLAViP3U2rupAesoiyVhEMCMCGWMZtNvHFphHAkxtF9zbx5cXnD90BHw7JACOBS7/KGIFvDsPDOoNVq5tCeBn78mo+qCgcvnL55tz9b4xWajy4KshpqnMyFI/zt893Lfmym96vaPBuqcRKFqX9slrOXR5mZS7Y96fr0xLEtOGwW+kcC7NlSwwunB4GV60A0luAd97UQjcV48+LIsv1s31TFj0/1LNvPkb1NuJw2qQuiaAxPBukZmM5aDy70TNDsddFYW7Ho+x7A63Hy3GvXUe01+IZnlm33btuElXq3/vgTR/C67IYHTPF4gl3t1fQOTS97biO2b0YPQfwAsElrHTB4uyXtThZitpjNOB1WyYIoxAIL7+Y11JbzyL3NBMPRrA3fbCiKzWJe1tu0fVPVoonRz564Rte1CXa1V/PQ3kbaG9zE44nMnUGHzcIHH93Gd164Ctz8wdlYW86oP5i1nKP+YOauv8Nmob2pih+8dG1ZkJgOEB02C0c6GnJxyoRYk2TdGubi9Ql2tnkW3SAIR2IMjs2xf0cddquF8angLetA/0jyZ8L7HmxfFoA5bBbqa5yZ4CstHIkRno/ynkMtuTlIIXLg3NUxBsdmsz43ODbLfDSGfzq86Iagw2ahosyKzWqhqbZiWTtlRJuwUu/Wi2f6+dAjW3MSMB3paOT4mRuGH0sxMjoAOwc4AAnAbkPoDtLQA7jLbcsaKCE2qmx38xw2C48eyP5jbdQfpK7auWj4k8NmYT4awzcSYD6e4D/9/VvMzEUwm0201Lv4/snrjE4G2d1eg9ls5uH9zZCA3sGZZT84/dNh9m6rzXrnsqXexfDEHAd21eNy2rk+OLVCL0Gcxx/azKFd9RtufLwoHEvr1sIbBKc6Bzmyt4ntJK3UAAAgAElEQVRILM7IRJBHD27i+TeSPcCr1QGvx0nn1XG6b0zymY8d4JXOYbTPj2rz8K5DrXz12+ezlmVkMkjX9QkSCaROiIJnNpvo6vHT3uRetR6EIzESiQTbNlXRVFfB9pZqLvSMYbda6B8N8MFHt9E7NEP/cICmugq2baq863Kt1Lt1oWcC8zu3EY8nDA+Y2updPP3kAU513azv2TIBbwRGB2B/A3Qrpc4DmfzoWut3GbyfkpJZB+w2esAAaivLuNjrZz4Su60MikKUopXu5k3PzmedU+X1OKlw2tjcWIndaqGhxkl7UxXfOd5NPJG8M5m+028ywRsXFgxjHLo5jNEfCDMVmAcW/+AMR2KU2a1Z71zubKumssLOlb5JGmvL6RmcynpMwxNz/KsPdGy4oRmisKxUt0LzUR7e15SZ23J0XzPP/qKb3ZtrblkHyuxWwpEY3X1TPHagld98dFtmSJPX62ZnW1XWeuGtdvIPJ3r4B3o2ZOY0UVzi8QT37vQyMhFctR5Aslf40J56nnvNxxsXhjm4uwHf8EzyhofVzPnuMSqcNt66PMprXUM4bJY7rgOr9W7t2VKTaXNyETC11btoq3dtuDlfSxkdgP0J8BTQa/B2S1o6CUfZbQZRtVVlAIxPh2iqrTC8XEIUi9Xu5vWPBmioKV909zE9vCMWS9DVM84j97Xw89d9xBNgs5jxDc0wH41x9cYU7nIb+7bXrTiMcWxyji2bqrP+4Ez3DoTno4xOhtjc5CaRSPDXP76EzWLGU+ng1c5BOrbU4hsyfoy/EHdrtbo1ORPGYjFlhuKG5qPMzEUos1sW1YGH9zURjSXoHwng9TgzwxcheSPk5PlBfj015CltpTvvC3+wbsTMaaL4mEkwPRfi4O4G5iNRhieCy+oBQL3HidViyYxsSs8VBpgNJevWwlFPd5s9cKU69o77F48auZOAaS2v3ehtm9EB2JTW+q8N3mbJm7+DOWAA3lQANjopAZjY2Fa7m7e7vYaH7mngpbcHudw3SVNtBa0NLmaDEcYmg+zb7uXHp64Tjycyc7Oa6yoYGJtNBmpOG33D2UdVJ4cxllNZbs8adI1MBnGX23jPoRa2NFXyX75/ITPGPxyPZYY+ej3lORnjL8TdWq1u7Wit5kLPBACeSkdm+O3L5wb54Du3c31gihF/kNlQlO0t1fSPBDLDreDmjZCungn+aWrIk9lsApI/+j71G/t5tXOI3qEZWupdNHtdfO/E1cz+N2LmNFFczGYTL54d5B33b+Jvn9MAPHa4jRNn+xcFUw6bhc3NVVy7MZlpC9LtEbDiXMq7qQMr9W7t2VLL6OjyG4Jr2Ycssrx2RgdgZ5RS3yaZhn4+/aAEZatLzwG73WGEddVOAMamsldMITaSIx2NvHJ+kAqnLbNmUDqIaa1z8ZFf2oHZbOLnp/u4Phig+8Zk5nVpDTVOKpx25qPJx/Zuq8XltBOcj644fv+yz0+ly87B3Q2E5qOM+oOE5qO4nHbuq3dxYGcdLXUuBsZn6cuyDYDTl0Z4+mMHOJWaB7Or3cODHQ20eaXhErl3qx9wS++UO2wWmuoq2FRXwdRsGN/wzKLht/F4gu8c7+bY/k3sri6ju2+KazcmOdzRSM/AFKP+ZA+At9rJue4x7tlWR+/wDK9fHGZsKkx7owub1cLJtwdprC3nnu11PP9mH6cvjfDQ3kZOvJW8iSE9xCJXjArs4/EEO9uq+PpPL/Gx9+1C903SdW2c9zzQzuD4LP3DARrryimzWfjO8W5avK7MvOT0/DBg2VxKh82Cp9JBx4LhgnfCyOGAS+eKDo3PcvG6n9/5ld20Slu2jNEBWAUwDRxd8rgEYKsIhZPdzGaT6bbe561KB2ChXBRLiKJzaE8j3X2T7N/pZfumKna2VC26+xaPJ9i+qRrfcGBZ8OWwWejYWsffPqeXJRv4zXfv4O3Lo8teX1FmZT4Sp95Tzo9OXgeSPQHpRvOXj27mL/7uLX7niQ5OXxqltTH7ROztLVW0eV2Y9kJ7o4vOHj9f++FFtrdW88i+JrmDKHJirXer03fKX70wDJiYmg1xY3SWt7rH2NJchdMxRjAcXTT8Nh5P8OLZfmqrHDywt4nnX+/jjYsjmR+OnVfH2butlpm5eVR7Nb84e4NINM7YZJBqtwN3BRzqaODbL3Rjs5g5uLuBk+eS64y9/0g7r5wflB5iYbhc9OA8tLcRu83Mlf4pXGVW9u+o48ZIgLOXR/FUOnj78limbUkHXUuH21aUJevWwnUtR/1B5sJRfCOBuy7jrYKvtQRo6bmiZrNpURmfe6Ofdx9skXZsCaMXYv4Xd/pepdQDwL/XWr9TKXUv8FWSiTwuA7+bWuT548AnUo9/QWv9QyPKnW9z4SjlZbf/UaTngI1NSg+YKGyZRs03ya4244clZMvS9vblUZ5+8sCy17bVu3jX/S201Lu5emOKwfFZdrZWc2x/Ey+9NZh1rtfVG1M80NHAbCjZoDTXVVDpshOej/LY4VbOXhpd1AOWXsfr7KVRHt6/iS8/e45wJMbD+5uzDjWsrLDz8zP99I8Eli3WefLtAUk2IAy30hpAK11r6ccW1bOhGTqvjvPEsa30DExxYyTAh35pO919UwyOzWbmuUwHMgNiCEdimeUX2hrdeKudfP9ED+1NLkyYqHY7uNgzQX2Nk63NVRzb38SLZwcy82H6RwL0j8D7j2zO/UkSG8rt1om16BsNcGNsFrPZTO/gNNF4HKvZTGtDcrHjhQuQO2wWvNVO7tley9bmKnqHZ2hrcNNS76K+ppxDexrwepz86OT1RW3EK+cGc9ZGrDUgXThX9MjepmVrb755cVjasSUMCcCUUj/UWv+KUqqH5MLLaSYgrrXedov3/9/Ak0B6oYQ/BP5Ya/0jpdQ3gMeVUm8AnwIOAmXAy0qpn2mtw0YcQz4Fw1GqXI7bfl+Vy47VYmZUesBEAVvWqA3efaO21EpZ2laaoJwedvG+w63E44nM3JOv9V/Kuv2+oUBmrZaOrbVUu+28cDo5JOtdB1ppaXDx8tsDi+7uhyMxDu6qZ3wymCnbK+cXzw9r8DhpaXDz/Jt97G6vIRKL39ZxCHGnbrfOrPaenoEpLvv8VDhtnL40Qk2lk/loLFMP0nfEE4lkIo56jxNPZRk/OdXLni01DI7Pcv8uL/+45Ifl+e7xzALP6fkw6R6CK32T/OPJHv7Nh++TuiEMcSd1YrWeoc5ePyfeuoF/Oswmrytz7e7fUZeZK5y+aef1ONncVMnAaIBd7R58QwHGUjfzHHYLr3cNMzwxxz0rLGyeizbidgLS9FzRofFZQvPZ196Udmwxo3rAfjf1/7PAp0kGXonU///HGt5/FfggyTT26e3UKKVMgBuIAIeBk6mAK6yU6gb2AW8YdAx5kUgkCIZjNNbefhp5s8lEXVWZ9ICJgnYnjdrtWC1LW3qCctrCBZZPdQ1zqdfPrvZq7tlWS2BunpZ6V9ZkAwvXajGbIBi+GSh190+yZ0tNpmdr4ZpizV4Xb10eXbT/9MLKHVtrmZgOY7dZcTqszKeGX612HDLfRRhhaZ1J3zjwT4cXXWsLr7nV6tmoP0iF08bQ+BzbNlWzo7WK8903h+zG4wnevDjM+x9q49rAFOdTdclhs1DvcdJS72LUH8z6PTE8EaShxpmZb5kelpXep/yoE0ZYSzuy8Pv3Vj1DQ/4gz/xDJzNzERpry7kxGmDrpirsNjM1VU5sFnOmLfBUOrjs8+N0WEkk4MTZAWZD8zx6oJWzepT+kQB7t9UCCeIJsi6rkos24nbb7iMdjVy87s9JwpBSZFQA9pXUsMFm4N4l2/fd6s1a628rpTYveOgK8GXgc8AUcBz4UOrfaTNA1a227fGUY7XmZo0sr9d919sIhaPEEwmq3GV3tL3mehdnLo1Q4S6jvMx21+UBY46rEJXqceWKUXXnkm/lRs2oz6Rja82ywMlsNnF0fxNf/9llLvsmaayrYEdrFfXVTr763U6C4eRShb1D05x4a4Bfe8c2muqyZyNM/+hz2Czs2VrDt57vzjzf0uDixbM3eOLYFkb8Qa4PTtPa4Ka13sW5K6Nsqq9YNu8rma7egrvezUtv38BmMbO5sRKvx5l1jtieLTXU1t7ej8xiu96LrbyryWW7A8acq46tNfSNzCy6C793Wy27t3gYng7z4pl+unom6NhSwzvub2HPltqs9QySNygu9EzwyL3NROMJfvFmP/u217Gp3sXrncM0eytoa3QzOhnkfUc2c+L0DZrqy9nZWs3A2By1VWX0ZlmGAZI95uVOK22N7mXp6zuvjhv6PbKeirHM6yHXdWephZ/DStf30u/fCz3jWXuGvvCvjhCPw4tn+um8Os7ONg9OhxWLGSKxOBazmXt3erl0fYJfPrqZ4Yk5+ocDmTUpm2rL6RtJZtzd3FQFmKj3OOkZnGZLcxUmE4xM3BzifqpzMBPMtNa7GJkJs3tzrWHn5Xbbbq/XTXmFne+fuGZYO1ZojKy3RgVg/xyoAf6S5DDBtCgwfAfb+0vgmNa6Syn1SeAvgJ+S7A1LcwPZr44F/P65W73kjni97qxpOm+XfyY5gtJq4o6256mwA3CmaxDV5rnr8hh1XIWmmI8rXw21UXVnV1s1vYPLGzXV5rnjz2TpXbTDu+p5/o2+RYHTw/uaePb57mXzwh7oaOB+VZ9JBw9wv6rn2y90L5vgvGVTJXVVTk5fHOFwRwNlNgsnzgxQ5bITTCXPaa6r4Iwe5fWuYRw2C48daqVnYJpXzg3i9TjZ5HVnkhSkOWwWtm6q5Os/SaYlDsdjWCxm7DZz1gDw8K762zpXxXa956q8xV53sjHqXB3eVU9gbn7ZnMOKMivf+vnNetM7OM3zb/Tx9JMHOLx7eT1Lz1t5/OhmfvBSz7IENo8eaOFK3yQ726q5PjDNy28N8PF/spdwOMqZy6OZOZUtDa6sP9qa6irY2lzJ905cy9ShhTdF7uZ7JF+KoX6WYt1ZaunnkK0dyfb9+9yrvYteY7WaeeLYVl7rHMpaBx7oaMBsMvPC6Zvbvj44jbvcxnsfaOenr/Wyb7uX7714bdF7O6+O81vvVdisZn7w0rVl2z2ytynTi2Yywee/esqQof3p83InbXddhZ3HDrTwxoXhu27HCs1a6+1a644hAZjWeppk9sMPGLE9YCK1PYABklkVXwf+RClVBjiA3UCnQfvLm7lUg1LuuLOPYv+2Wp4/3c9pPWpIACaE0VZa7PFOMpitNOxj6XomHVtqCM3HVlw82Wa5GeikF5BNv3bhsJBoNMGNkQA72qp5+e0BguEoD93TxPDEHAd21VNmt/LmhRF+6WArQ+OzVJRZ+cZP9LJG9IljWxkan6V/JJBZayV9HjKLynYOcmx/E7/2zm30DEwnk4O0VPOwZEEUOdBWn0z1vrRezoayz9/4+el+/NMhfvXYVq4tSCVfUWbl4vUJWupdWd83MRNiU72Lk28PUuWyc/VGjDcuDGMCyuxW+kcD+IZneOTe7AlqNtW7mAtHObSngesD04sWsJW18oSRVloXa+H3r9ls4krf4nv/v/bINn7y6nV2tnmy1oH5SByb1bzsuZm5CH0jAfZv9xInkfW9/SMzYDJlfS4ai/NgRyPVbgeXfZOEIzFePjfIRx7bYcTpuOO2ey3nURifht4ovwv8nVIqSnI9sY9rrYeUUl8CXgLMwGe11kWffSJ9R895hwHYrnYPFWVW3tQjfPixHbedyl6IXDPiy9hsNtE7PJN12MdnPnaALU2Vi9YzsVrNfOa/vpp1W8nFk52ZtVYWLiCblp7LZbdaMsk3Du5u4M2Lw1gtJmZDEfpHAoQjMQ6kehI8bgf+mXDWhrJnYIrZYITf+/V91LjsmedWOi/mQ8l6LGPlRa6YzSa6+6cWPZatLqT5hmaoctl5rWuI4Ym5RclmGmvLV1ysfGhsjnu214EXrviSizYPjs1m6lX6Lv7L5wb5wCNbGRydZWB8Fm+1M5V628zJC8PU15TzviPtXPb5uTYwzaHdDbz/wTZZK08YKtu6WEtHXDTW3RxW7i63cWMsQIXTtmLdmY/GGRibzfrc4NgsVS47UwsyhS40Nh1mbIXtDqa2GYvHecf9zTR7K+jun2LIH6TR41zbAa/ibtpuI9cXK1UFE4Bpra8DD6b+/TLL1xJDa/0M8Mz6liy37jYAs1rM3LfDy8vnB/nvP7yAavNwUHkNmw8mhBHSX8a3O/RmYY9XS72Lg7sbMuPezWYTB3c38NM3+ugfDtDa4Gb/jjrOXx1j1B+ktd6NL8u8Eq8nOQHaP50c/rtwAdlsr03/yIQER/c1cfzsjUyDkh4K1TMwzcP7m7m8wpj5UX+Q3Vs8vHCmn19/ZOuy87K0kZIGS+RaOmvZwjkvt6oLl31+drZ58A3PLEqf7Z8Oc/8ub9b3JTOE3uDxo1sIhqMMjgcX1at0evlwJMbpiyN0bPEwOpkc/huPJfjei8mhh8msiGM8tK8J1VpNeZlVgi+RM/F4At9ogFOdy0dcbG2uzKwLuaPVQ39qXcmV6k6ZI7lw+Vrq1VJOu5X2puzrR6bfq9o9nO8ep7LCzn27vJw8P7ionbkbdxNISfC1uoIJwDaquw3AAI7e08jL5wc51TXMqa5hfvKaj//ndw9jMZuNKqYQ6y5bCtyF495XWmvkiWNb6R2cYXOTLeuQpooyK/U1FURicUb9Qeo9TjY3Vy0ItG6+duFCmH0jAR69v4X7dnozw6/SQ6Hu2+nFNzRDfU32JBot9S4S8QRdvRP803duW9YoSSMl8mHpEKNwJJZZ8DVbXZiZi+CtdmbNwrbJ68ZhW75YeXNdBc11LnxD09y/08u5K2OL6lU6vfzQ+Bz1HieYTFy9MUVNpYPyMvuiuZPhSIzwfIyKSgcP7GnM5akRG5hvJMDl/km+/cLVrCnYLWYy60KW2axsqk/OX1y4EHmaw2bBajbRULNygqeZuciK77WYwevJ/t62RjftjW5+fKoXb7WTareD8akQg2Ozhgc/t7OtXCxmXYokAMuzzBywO1iIOU21efiPv/8wk4Ew3z1xjbevjnO5b4rd7TInTBSvlVLghuajuMttK641MjAawOW0UlFu4/Gjmxn1B+kdmqGproJmbwVWi5kfvtxDPJ6gtroMV7mdofEAjx5oYXpuPpOVamHGNQBvtZPrgzOZ9Y46F6TSLrNb8Q3P8K6DrZzvXh7IVVbYOXd1jHu21kmwJQrGSkOMDu5u4PULw/iGZmhpcNFc5+J7J64CcOn6BI8/vIXewelFNyK+d+Iq/+SRrUxMh+jum6KhxklTnYufve4jFI7xm+/ewcVePw/vb+aFM/2ZMqR7w5ZmGB32B4nGlg/bSi7EHOCgql+fkyQ2FN9IgL/4u7Mrzud69cIw125M0VRXzvaWKkLzUTzuMs5cGlm2tldTXbK9efncIA/d08QDHQ3MhaKMLLmBB8k5wB985zb6hgMMjs1mbgx+53g3bfVuPvjoNq74JhlJ3TT0VJbxizf7eNfBVu5X9cxHovQMTFPlcqDaPPQOz9Cahx7iXCxmXaokAMszI3rAACor7FRW2HnsUCtvXx3ntB6RAEwUrVutObS5qXLF8fb9IwHu3+Xlh6lsVA6bhdZGN421Tn508vqyTIfzqZTwJhNMTIW4d0cdL5zpZ2YuktlmOsh66e0bPLyviWg8Qb81QEu9iwqnjeff7OPI3kaisRiH9jQQDEcX/Tgdnw4yMzufmbwsQzNEoVg6xMg3EuDLz54DknPCTl8c4TQjPLCnkZPnBhhMDT3MdiPCbDbxVvcYH3h4K1f7p3jr8igdW2vZ0VKNb3iG6wPTVLnsi4bwequd7N9ZR7nDxrUb05k2sbXexZsXR5aVNx2wyfpfIhdOdQ2tOp/rQs8EhzvqcdhsfP+lq1Q4bdyvvHzgka30jwToG55hc3MlLfUu/DNhTpy9AcAr55PBmdVi5sG9jfz41PVFbYzNkhyxNDYZZGdbNZFogu8c7yYeT1BXXcb3XrzG4T2N3FNbzqXrfhLA3q11/MOJa9gsySyM8cQUNouZmbkI/+9fn85L0JPrdT9LiQRgeTYXurssiEup1moqyqycvjzKR969U5JyiKKUbX5KWku9i4np0Ippq7e3VDM0NrdoWFV33yQNnvLMttOZDhtqyrFZLZw8N8jB3Q1c6vVzuW9yUYC2raUKj9vBmUuj3LfTSywOZ/QoD+9rIhSOceJsch0vi9nEt57v5oGOBjqvjmeSFAA8cWwrj+zfBMD/eqFbhmaIgpMOihb+gFo4z8tkgh2t1WxtrqLVW8F9O73MhqLYrZZMNsTh8VkmJkP8jx9ewF1uY0erh9pKBy+c7icaj7O5qZIym5W2hnlaGlyoNg+dV8coL7MRicYzvQEOm4X2xsplAdjCYcGyqKswWvrG30rzuaxWM+862MqVvkn6hkfY2ZZMgjY5E8ZkMmO3WlBt1bQ1ujOZEtNDB9PtjrvcRp3Hmak/6Rt13monc6EIkWicl94ayNRBh83Crs0eRvxBwvNREiQWJYGC5DIm1wenqKqwU1PlzARu6x303O5i1hudBGB5ZlQPWNrCpBy+4Rk2N1Yasl0h1ttKKXCb6ioIzcfY2VrN6YsjmefNZhMP72uiwmmlu395I3Cqc5D3HG4jEIzgG56hxeuissLOxHSQJ45t4TvHk0OsFgZov3SolW2tVfzVDy4su9s/H4nhKrexd1st3mon57rHCEdiJDBx5J4mrt2Y4p5ttTjsVr5zvJuH9zUtWnNJhmaIQrPaD6j+kQB//DuHiUbjfPP5K8lMcIMz1FU7qSizEU8kIAEHdtVnflS2Nbr5yale9myp4bLPT4vXxfBEsmehrqqMnoFpdrXXMDQxSyAYpsXrygzb+vtfXOGBPY2E57MP2VJtHvkxJwy18MZftjlZH3zHNv72ucXLjDhsFp44toXXu4bx1jjZ3V7Dlb5JEgk4eX7xkMT2RjcNteV85/hV4vFEZrmTzqvjHNhVz9nLo9yv6vF6nJk61N7oprI8mTk3nUlx4Y2RtJHUenrp4AvWP+hZ7cap1NflJADLs5sBmHErv2/dVMnL5wfpH5mVAEwUraXzU3alhtT+6JXrvOtgK//w0jU++Og2egdn6B8JcLijgR+81AOQ9e5lPJ5gbDKI9vmprXKyZ4uHwfE5xqfC7N5sw2YxE44vHjrR7HXxVz+8yPse3MzA+Cx9C+aSTUwFOdc9xvhUiL3bahmfSq6K0Ts4zcP3NjE9O481NaxktfWVZGiGKBS3+gEVjcYxm01c9k3SPxrgN961g5lgBBMJfvZ6X+bmhKfSwWWfnzK7lXg8wZbmSu7ZVsuIf4650DyH9jRw+uII49NBItF45oZHx9ZaDu1p4KweXXQj5JF7m3m1aygzZEvW/xK5kr7xt3Q+1/bWavpHA1m/w3sGphmemEuu+9g9zmOH2zjfPbZstEU0FseEKdPWpJc7cdgs7Gr3cPrSyKJ1KJPZEau52OvnwO56BkdniUPWkR/11U5++qpvUZCTj6DHyHU/S50EYHkWDCcv0nKHcWnjm2srABgYz77uhBDFYuH8FICv/EMXwXCUH5+6zpG9TfTcmMZut1JXXUbv4HTmS3+ljFKOVMapCqeNn7/eT3tTJR1ba7ns8/PP3qO43OenfzhAS4OLlno3f/WPF4hG41wbmOKyz897HmjjrctjvHV5dNEQkYVZ3VrqXfzgpZ5FPxYfuW8Tutef9RhlaIYoJGv5AZVeB+nvf3GFY/s3UVlh4zce28Fl3ySDY7O01Cd7l4PzUZ44toW3L48yNDFHhdPGbDCC3WbleirIW5iGvsxu4S09yrnu0Uy203AkxuW+Kd734GbeuDgsi7qKnFp642+T18U92+sYGp9dcV7YwkyeALFYbFFG3HAkhm94htYGN8+93suvPLyF/pFkso2WBhdWs4nnXvNx5J4m5sIRhsbmaGt001RbwfdevEY4EuOD79xOV884D+5tytq2lZdZCyLokUWY104CsDybC0cxkVwnwijNdckAbHCFhf+EKDbp4GT7ppvrr6TvFD56oIXrA4vXZF9691K1e7CYTTz3ug9Ir3fk4tVUCvnrQ9PcGJ2lvMxKlcvO+e4xXjl3MwPiqD/IAx2NhCNxdrRWU+12MDoZpL7aSXmZle7+KRy2ZB1u9rp45fzN94YjMfzTIZpXWAdGhmaIQnKrH1DxeGJRPXzxbH+mHl7oGafCaeP81TG2NFdx745aguE4Xk854Ug8a3bR9I9X/3SYZq+L11NJEBYGZrvaPbz/cCuPP9gmdUXk3MIbf9863s0/nuzBnRpuvtJ6XBd6Jji6r5nQfJQLPX4O7m5YlhH3jB7hw+/eyfNv9DE8McfOtmqGx+e4eiO5IHr/aCDT+zU4NkuN25EZJfWd4908cu8mwvOxZMbe2Xn6RwM011awdVMVTbXlOB222wp6cnXjTxZhXhsJwPIsGI5S5rAYmizD5bThLrdJD5goOTtbqjPrr6THyEeiMX7z3Tt5tXMw0zguHPrxq8e28v7DrXz951cyjUHybruVhppyBsZmM8NA9m6r5fSl5ZnX2hrdvNY1xHwkzt5ttXReHae+tpz9O7xc7J3AajFzYHc9uzZ7+PpP9LL3j/iD3LujLuudSxmaIQrNrX5ArVQPP/bLe+i8OkbP4DTVLgdzoeSP0V1bq/FUOvh5apjiQk11FThsFupryvneiavs315H59Vx7FZLJjBL1xH5MSfWUzye4NCuBn7+RjIr7kpr3ZXZrdyv6hetSzk6GeTxo5vpHZph1B/M9Apfuj7B1pYqfMMzXPZNsndb7aJ9poclHt3XhMNhWTSnMhKNc1qP8NjBVt7/YCutXnemnAAd7Z5ldTZbHV6vdbqkvq5OArA8C4ajhiXgWKi5toLLfZPMR2LYbcb1rgmRT231Lt51fwtvXBrBbALV7pBenqYAACAASURBVGFgbI6///kVtm6q5JF7m3n53OCiL/6Ozcm5Y4/sa+Lk2zezS53qHOSd920iHInjG57JBGXZgqTG2greuDCceU2yLG6+/pNLiyZkn744wqHdDZw8N7C43I1uDigv9+/0FvXQDLmjubGs9FkvrYfbWqrpHwnwg5eusaO1mt9+fDebG9z0Ds9gMpsxAWOzoWXbSc+NeeF0HzNzkUXDeZvqKqirKuPQrnrD6ohcv+J2pXuEXz43yJlLI/yz9+zkSv8kfUMBtjRXkkgkeP3iCB1baha1G1UuO29eHGF4Yg5PpYPzV8eocNrwT4f5jV/asWDYbfY2B0wMjM5lXe7hoPKyqdaV9VpOP7ZSkLVR1+kqxLovAViezYWi1FQ6DN9uU10Fum+SoYk52hrchm9fiHxJ3533jQb44l8vbkgcNgsffmwnr5wfXBbgrDS0CsjcuUwPXZyPRBn2B/FW31xk9oE9jYTmo9wYCfCrj2xhYHQ264Ts8IKhU5BsTB870JJZFLMYh2as1x1TUTyy1UOHzcJ8NMbrF4b4Nx++j7Z6FyfPDzI+Hebs5dFFw4K9HidbmisZnQzicZexs82TGZ7osFl4/4NttBm0kKxcv+JutNW7+MhjOzJzkR+5pwmr1Uw0Gsc3EqChpoLXuoYWvWdhKvv03LD0TYbrQ9M8cWwr1wemuDES4JePbmZ4Yo7+4QBbN1XSWFvB3z9/BSBTZ+xWC22Nbh470LLitbtwLb9sQdZnPnZgw63TVch1XwKwPEokEgTnozgdFYZvu7k2uebRwPisBGCiJJ3qzN6QjE+F+KN/cShrgLPS0KqFgZnLaeOdD7Xz7PGrmbuOwKJMbb2DMwxNLE8FDMnhhr9ydDOn9eiKvVzxeKJogrCNesc034rl+jjVOUQkFs/Mfxn1B9nU5uJy/xSbG92MT4cZ9QcXDQtOp94e9QcxmU3cs72O8ckg/SMB3nO4jUcPtuJ12Q0pn1y/wigL62M0GgdutinTs/OL5oet1LvVUFNO79AMJ88Ncmz/JqrdDs5dGcNb7eTBvU388gOtXB+aSWZKXDDXuaGmnHcfvHkjb6GlQUZtVRmRWHzRa8KRGJ09/pyt01WI31eFXvclAMuj0HyMRMK4RZgXakplQsy2XoQQxe5WCz7eytKGIltgVldVljXAK7NbcDmtlNkt+IayLATdWsXjD7bzxEObszZIhXxHLpuNdsc034rp+kjXwyN7mxbNf/ENz9B5dZydrVU01jgzj8HNOS4ALQ0uhsfnGB6f5aH9zQyNBTijxzCbTRw2aOihXL9iPRzpaOD4mf5lSTc++aF9dF2byIy6eGhvA690DuEbmskksPFUOui/HKDK5aB3eIZXLwzx6IFWAsF5+oYD7GpP3shbKfhaGmQ4bJZMFtGF3royyq52j6HrdBXy91Wh130JwPJoanYegMoKY+70LVRXVQaQWZtIiGKwlgnEkLsFHxe+b7WFoMcmQ9RWO7PPF6upWLattEK/I7fUrQLdQrzrWcwK7fq41ecbjyfYu9XD0EQw+w+dzmEe2tvA86f7s9YVj9vBpjoX7U1uvvzsuUzGt+7+Sf5/9u48Oq7zvu//e3YMMANgAA42giC4XpKgaEukFmqXLNuNHaWO7Ua1WzlNchKfnPa0+aU9yVHapP3lpHHz65aTpb80Tp1fqjaxU8VxLNuJYyuSZVHURkrifiluGIIEBkNgAMxgGWAw8/tjMMMBMFg5dxbg8zpHR8Qs9z73zn3uvd/7PM/3eent63e83Tp+Ny8rftvllrlc9tCDC5Jj5F9b8ucC69nZxG/mdavPtnw9eLBw8AVLBxlTC7rCA+zsaCgYKK43GVSlna/yVUPdVwBWRqPxBJAZrFls2XFlQ2MKwKTyLXyK1rOzmXNXhzh/bemnalZP+Ji9oL51YZBzV4cxugK0b6nla9//gAafmxqXkyP7W+eNaalxO3njzAAfO9JZ8ORe6U/kFrIq0JXCKuX4WMtT7Yfu6uAPvnGm4HtmKMrnPrKbJ+/ppLPFz+Ubo/QPjbO3s5GHD7XT3eYnlUrztZcv5YKvrGJst47fzceKFpnVLnO57KH5fy8VrL1xbn79z84f9vqZMM88sXh9ywUZ+dM7BOo9jE/O5ALCYs3TVSnnq0Kqoe4rACujbAtYQ13xk3C4nA4a6twKwKTiLfUU7cj+VnoHxpZ8qlaKCR+7Wnwc7mlnaCgOwL/9yttMJpKkgXuMhkVjWhIzs3z8/u0FT+7V8ESuEKsDXcmolONjrU+1h+MJOlt9y85xl70x/diRTuD2zWh2LKSV263jd/OwokVmPctczfG6MFiz22388XcuFPzsUvVguSBj77bG28nYbo1z4MDtdPfFmKerUs5Xy6n0ul8xAZhhGPcDv2Wa5uOGYbQAXwYCgAP4gmmalw3D+Fngi0AS+A3TNL9VvhLfuZF4NgArfgsYQHNDDb0DMVLpdFHnGRMpptV0oVjqqVqpJnzMLjt7sTtstOCwkytfdkzLcif3angiV0gpAl2pnONjLU+1Q4NxfvfP3+fI/tZVzXFXyu7EWTp+Nw8rWmSsbuXJfxixnnqwVJBxaM8Wfv+FU/PGZR57/+a8wPFO6lalnK+WU+l1vyICMMMwfgl4FsjOHPz/AP/bNM0/NwzjCWCfYRjjwD8HjgA1wGuGYXzPNM1EWQpdBKPjmaI3+orfAgbQVF/DlZtjjManCfitWYfInVhNF4pscLPcU7VSneyP9rTx+ul+pqaTBdNqG12BZU/ulf5EbimlCnQ3u3IfH2t9qn387PzpG7J1obPFR6Dek+tiuJJSdCfW8buxWdEiU+pWnvXUg9V2Z4Tidw8s9/lqNSq57ldEAAZcBj4NPD/390PAKcMwvg9cA/4F8BHg2FzAlTAM4xJwCHi79MUtjtG5FrB6C8aAAWypn0vEMTalAEwq0nJP0YIBL2cuD+X+roSnapmL3RH+4BtnCqbVHhqdWnL81+3vV+4TuZWUe/9vdOU+PtbyVDtzcxrNfS+/LoSHJ9gaLDxRbCELt/vAjqaiZUHMp+N347KiRabUrTzrrf/F6M5YyvKWQyXW/YoIwEzT/AvDMLrzXuoGoqZpPmUYxq8BvwxcBEbzPhMDGlZadiBQi9PpKGJpbwsG72x+rcnpzFODXdubqHEX/6fYvjWze2bSayvrnW5Xpdqo22UVq+rOwt/hyXu7Cj5Fq3E752WDevLebWX7DfPXGwz6cxNswvy02gd2NNHcvPzFJxj0c7in3brC5q2nmlRbeZdzJ3VnNceHlftqqfpYqP717Gyad3OarQtH9rVwb0/rmq87pagXlWIjHe/FdCd1Zy3HbtZKv8N6lnknilUPFtbNrNVco7LlWA3V2/WriACsgCHgm3P/fhH498A7QP6W+4HCbcN5olFr5sEKBv1EIosHHa9FJDqB1+MgNjrJnS2pMLc98/9rfSPs71wxVgWKs12VqJq3q1wXaivqTqHfIehzL3qK1rOziXNXh+lur889VQv63GX5DQuV+b59Lbz09vVFF+X79rVUxHFWbce7VeXdSHUny+rftlB9XKr+LVUPHr17K1vq1l9fq+34Xatq2L5qrDtrOXZhdb/DWpdZKe7kGlUNx2c5rHa/rLbuVGoA9hrwCTJdEh8FzgJvAf/eMIwawAPsBwrnvq0So+PTlmRAzGqe64J4S5kQpcIV6qe9cO6USlJNXS9E1mq14yYW1oN92wM8cED1QMrHijE/lTyOaCm6RlW+Sg3A/iXwR4Zh/DyZboefN00zahjG7wA/BOzAvzZNs2oji+RsitjEDFu31Fm2Dk3GLNVmublTKk01XpRF1mI96bRFKoEVx2K1Hd+qm5WtYgIw0zSvAQ/M/bsX+GiBz3yZTHr6qjc2NwdYvUUp6AG8Hic1bgfDagETsYwubCKqByKVSnWzMtnLXYDNKjsJs1Up6AFsNhvNDTWajFlEREREpEIoACuTkVhmDjCrJmHOaq6vYTIxy8TUjKXrERERERGRlSkAK5O+SByA9mbrxoABNGfHgY1V7XzVIiIiIiIbhgKwMgmFMwFYV6u1GWmymRCViENEREREpPwUgJVJbziGz+si4LduDBjkBWAaByYiIiIiUnYKwMpgfGqGW6NTbG/1YbPZLF3X7S6ICsBERERERMpNAVgZ5Loftlk/07y6IIqIiIiIVA4FYGUQCscA2N5qfQDW4HPjsNvUAiYiIiIiUgEUgJXBux/cAmBHe73l67LbbDTVexSAiYiIiIhUAAVgJRYKx7h4fYSe7gDBRm9J1tlcX8NofJqZ5GxJ1iciIiIiIoUpACuxv337OgAfvXdbydbZEqgFYDA6WbJ1ioiIiIjIYgrASui9S7d4/cwAHVvqOLizuWTrbW3KtLSFFYCJiGwadru1WXZFZPPS+eXOOMtdgM1iNJ7gf3zrHE6HnZ97+gB2i9PP52udawELRydKtk6RfKHBOMfPDnAhNMK+rkaO9rTR1WLtJOQim1WuvvWOsG+76puIFI/OL8WhAKxEvvp3lxifSvK5p/bQVYLsh/lam+YCsGEFYFJ6ocE4X3r+BImZzBjE3v4xXjl5g+eePayTtkiRLapvA6pvIlIcOr8Uj7oglsCF3ihvnguzo72ej9zTWfL1tzTWYAPCw+qCKKV3/OxA7mSdlZiZ5fjZcJlKJLJxqb6JiFV0fikeBWAlkE288fmP7ilLn1mX00FTfY26IErJ2e02LvSOFHzPDEXVh1ykiFTfRMQqOr8UV8UEYIZh3G8YxisLXvu8YRjH8/7+WcMw3jEM4w3DMH605IVch1sjk7x/6RY72uvZ1dFQtnK0NXkZiU8zNZ0sWxlk80ml0uzb3ljwPaMrQCqVLnGJRDYu1TcRsYrOL8VVEQGYYRi/BPwRUJP32oeBnwFsc3+3Af8ceAj4OPAlwzA8pS/t2rzy3k3SwJP3bC1rOVqalIpeyuNoTxsel2Peax6Xg6M9rWUqkcjGpfomIlbR+aV4KiUJx2Xg08DzAIZhNAP/AfgF4Mtzn7kPOGaaZgJIGIZxCTgEvF364q5OKp3m+NkBvB4n9+1vKWtZOprrALg+GC95EhDZ3LpafDz37GGOnw1jhqIYXQGO9rRqwK6IBVTfRMQqOr8UT0UEYKZp/oVhGN0AhmE4gP8B/F9AfnNNPTCa93cMWLFPXyBQi9PpWOlj6xIMLh/InL58i2gswUfv66KjvXCzbance7Cd//29i1y/NbFiuVd6v1pt1O2ySjHrTjDo53BPe1GWVQ7VeOxUW5mrrbzLsfK6Ayvvq2qvb7CxjodCNvr2rZfVdWch/Q6FLbdfNsL5Zb2KebxURAC2wGFgD/D/kumSeMAwjN8G/g7I33I/UHg0YJ6oRYkngkE/kUhs2c/8zbGrAHx4Z9OKn7VanctGjdvB6UuRZcuymu2qRtW8XeW6QFhRd6rxd1CZrWdVeTdS3cmqtt92PTb6NlbD9m3EurNQNfwO5aD9Uthq98tq607FBWCmab4F9ADMtYp91TTNX5gbA/bvDcOoATzAfuBM2Qq6gsT0LG9fGKTR58boCpS7ODjsdnZtbeDs1WHGJqapr3WXu0giIiIiIptORSThWA3TNAeA3wF+SKY17F+bpjlV3lIt7Y1zA0wmkjxyqKNiUnPu6cz02LzcN7rCJ0VERERExAoV0wJmmuY14IHlXjNN88vcTsphmXQ6TTrNugOndDrN3528gd1m4/G7y5v9MN+ezsw4tPcv3+LuvcEyl2ZzmU2lcNir5nmHiIiIiFikYgKwSjCbSvH9d/p4+d0bDI1OsXdbI08/2M2+7WvrQvjmuTDXB+McNoIE/JWTKX/vtgZaAl6OnR7gRx/sZkuD19L1jY5P861j13jj3ABul4O7djbz44/soMFn3T75oG+Eb752lav9MQL1Hp68p5PHPtRh2fqWM5NM8d23Qhw73U9kZIoDOwL8/Yd2sGtr+eaDExEREZHyUgA25/KNUf70+x9wtX8Mt9NOe3Mt53ujnO+N8uDBNv7BE7tpqFt53FTvQIzn/9bE43Lw2cd2laDkq+ew23n6wW7+x7fP87W/u8TPPX0AlwXZhpKzKY6d7ucvfnCF+OQM9XVuZlNpXn3/Jm9fCPPjj+zksQ9vxeUsXotQNJbg669e5tjpAQBaA14GhiZ4/rsmr5/u54uf/hBbfK6irW856XSa871Rnv/bi4SHJ/C4HbRvqeXMlWHOXh3mqcPbePqhbnze0pRHRERERCrHpg7AXj7Zx+krw/QPjROem6D4gQOtfP6je/F5XVztH+NP/uYCr58Z4I2zYba3+fHXuqj1OKmtdTM5OUOaTHfFVCpNNJ7gct8oaeBnPrmf1rnJjyvJAz2tfP+dPk6YEZ7rf4PtrX5cTjt2uw0bNrxeF9OJZO7zafJmNk/P+1/m33l/pNJp4hPTXBuIMT6VxO2087mP7OGJe7Zit9l45b0bfP0HV/jT73/A11+9QmeLD1+Ni9oaJ7Z19PZMpWA6Ocut0SlCAzHSZOao+McfM9jd2cDo+DR/9v2LvHV+kF/6vR/S0uilrbkWj8uB22XHlpnj+/Y2Lt7UBduYLvh+/tenEklu3Brn1ugUNht85HAnn350J16PEzMU5SvfOc/33rnOy+/20d1WT3NDDZ88up3OoObQEBEREdkMbOl0euVPiYiIiIiIyB1TVgAREREREZESUQAmIiIiIiJSIgrARERERERESkQBmIiIiIiISIkoABMRERERESkRBWAiIiIiIiIlogBMRERERESkRBSAiYiIiIiIlIgCMBERERERkRJRACYiIiIiIlIiCsBERERERERKRAGYiIiIiIhIiSgAExERERERKREFYCIiIiIiIiWiAExERERERKREFICJiIiIiIiUiAIwERERERGRElEAJiIiIiIiUiIKwERERERERErEWe4CWC0SiaWtWG4gUEs0OmHFostK21V5gkG/rRzrtaLuVOPvoDJbz6rybqS6k1Vtv+16bPRtrIbt24h1Z6Fq+B3KQfulsNXul9XWHbWArZPT6Sh3ESyh7RIrVePvoDJbr9rKW06bYV9t9G3c6NtXLfQ7FKb9Ulix94sCMBERERERkRJRACYiIiIiIlIiCsBERERERERKRAGYiIiIiIhIiSgAExERERERKREFYCIiIiIiIiWy4ecBE6kEdruNVKpk05uIBdLpNH/0rfNMz8zyqUd2sDXoK3eRRETm0bVGqtFmPG4rMgAzDKMFOAF81DTNC3mvPw38GpAEvmKa5pfLVESRVQkNxjl+doALvSPs297I0Z42ulp0416NQuHMbwlwrjfKf/z5B6mtqchTqIhsMrrWSDXazMdtxd09GIbhAv47MFng9f8K3AuMA8cMw3jRNM2B0pdSZGWhwThfev4EiZlZAHoHxnjl5A2ee/bwpjnBbCTZ4Kur1UcoHOdi3wgf3r2lzKUSkc1O1xqpRpv9uK3EMWD/CfgD4OaC1/cDl0zTjJqmOQ28BjxS6sKJrNbxswO5E0tWYmaW42fDZSqRrNdsKsWb58LU1Tj5zGO7ADBD0TKXSkRE1xqpTpv9uK2oFjDDMP4JEDFN87uGYTy34O16YDTv7xjQsNIyA4FanE5H8QqZJxj0W7LcctN2FceF0EjB181QtCr2sVV1pxq2faHoxCyj49P8vaPdPHh3J7/7F6e5fHOsorelkstWSLWVdzlWXndgY+2rpWz0bSzm9lX7tSaf1XVnoWrbP6VSiv1SjcdtMctVUQEY8NNA2jCMp4APA//TMIwfm+tmOAbkb7kfKPzr5YlGJywpaDDoJxKJWbLsctJ2Fc++rkZ6+8cWvW50BdZUlnKdiKyoO9V4fAWDfk5dzDyR62z2EhudZGe7nw9ujNJ7fZjaGleZS7hYte1nq8q7kepOVrX9tuux0bex2NtXrGtNvo1Ydxba6MfZepVqv1hx3FpptftltXWnorogmqb5qGmaj5mm+TjwHvCFvDFe54E9hmE0GYbhBh4FjpepqCIrOtrThsc1/0mex+XgaE9rmUok69U3GAegcy7zodEVIJ2GSzdGl/uaiIjldK2RarTZj9tKawFbxDCMzwM+0zT/0DCMXwS+SyZw/IppmjfKWzqRpXW1+Hju2cMcPxvGDEUxugIc7WndFINLN5rrkTh2m4325joAts39hgNDExzaVc6Sichmp2uNVKPNftxWbAA21woGcCHvtReBF8tSIJF16Grx0dXi25RzXGwUqVSavsg47c21uJyZTgMtAS8A4ZHJ5b4qIlISutZINdrMx21FdUEU2ag224llIxmMTpCYnqUz76lcsDETgEWiCsBEpHLoWiPVaDMetwrARESWcW1ukHBnsC73mtfjpL7WxaBawERERGSNFICJiCyjdyATgG0Nzu+XHgx4GRqdYjaVKkexREREpEopABMRWcbArUxa5Na5cV9ZLY1eZlNphsYS5SiWiIiIVCkFYCIiywgPT2ADtjTUzHu9JVALZMaIiYiIiKyWAjARkWUMDI/T6Pfgcs6fr6RFiThERERkHRSAiYgsITmbYmhkkuCC1i/IS0WvAExERETWQAGYiMgShsamSKVhS6N30XtN9ZmgLBrTGDARERFZPQVgIiJLuDUyBdye9ytffZ0Lmw1G4grAREREZPUUgImILCEyN8/XwgQcAA67nfo6N6Px6VIXS0RERKqYAjARkSVERjMBWKEWMIDGOg8j8QTpdLqUxRIREZEqpgBMRGQJy3VBBGj0uZlOpphMJEtZLBEREaliCsBERJZwa3QKp8NGg89d8P1GvweAqLohioiIyCopABMRWUI0NkVzgxe7zVbw/UZfJgBTIg4RERFZLQVgIiIFJGdTjManC6agz8q2jI0qABMREZFVUgAmIlLAaHyaNLClYekA7HYLmLogioiIyOooABMRKSA7wfKWxsUp6LMC2QBMkzGLiIjIKikAExEpYDiWyYDYvGwLWKYLosaAiYiIyGopACsTu73woH4RqQyraQHz17qx2dQFUaQa6LorsjlVYt13lrsA+QzDcABfBgxgFvgp0zQv573/i8DPAJG5l75omqZZ8oLegdBgnONnB7jQO8K+7Y0c7Wmjq8VX7mKJyAK3A7ClW8Dsdhv1dW61gIlUMF13RTanSq77FRWAAU8DmKb5kGEYjwP/Bfj7ee/fA3zBNM0TZSjbHQsNxvnS8ydIzMwC0Dswxisnb/Dcs4cr5oAQkYzhsUwXxC0NXpKJmSU/V1/rZnBkslTFEpE10HVXZHOq9LpfUV0QTdP8BvBzc39uB8ILPnIYeM4wjNcMw3iupIUrguNnB3IHQlZiZpbjZxdupoiUWzSWwGG30TCXaGMp/loXielZZpKzy35OREpP112RzanS636ltYBhmmbSMIw/AX4c+OyCt78K/D4wBvylYRg/aprmt5ZbXiBQi9PpsKSswaB/TZ+/EBop+LoZiq55WVaqpLIU00bdLqtYVXeq5XcYHZ+muaEGu922bJm3NNYCUdxez7LdFUutWvZzVrWVdzlWXndgY+2rpRRrGyv1ursZfsP1sLruLKTfobCNsF+sqPvF3C8VF4ABmKb5k4Zh/DLwpmEYB0zTHDcMwwb8tmmaowCGYXwbuBtYNgCLRicsKWMw6CcSia3pO/u6GuntH1v0utEVWPOyrLKe7aoG1bxd5ToRWlF3quV3mE2lGB5LsHNrPcCyZXY5MoN7r12Pkp5JlqR8K6mW/ZxlVXk3Ut3Jqrbfdj2KuY2VeN2tht9wI9adharhdyiHjbJfil33V7tfVlt3KqoLomEYz+Z1LZwAUmSScQDUA2cMw/DNBWNPAlU1FuxoTxse1/wnOx6Xg6M9rWUqkYgUMhqfJpVO0+RfvvshZLogAsQmlQlRpNLouiuyOVV63a+0FrCvA39sGMargAv4BeDThmH4TNP8Q8MwfgV4GUgAL5mm+Z0ylnXNulp8PPfsYY6fDWOGohhdAY72tFbEYEARuS2bAbHJv3QK+ix/bWYusNjE0ok6RKQ8dN0V2Zwqve5XVABmmuY48BPLvP888HzpSlR8XS0+ulp82O02Uql0uYsjIgVkA7DAalrAvJkWsLgCMJGKpOuuyOZUyXW/orogbiaVdiCIyG3DawnA1AVRpCrouiuyOVVi3VcAJiKyQDSWmQOsqX7lLog+dUEUERGRNVAAJiKywPDYOlrAFICJiIjIKigAExFZIBpLYLfZaKhzr/hZX40LGxCfUBdEERERWZkCMBGRBaKxKRr9bux224qftdtt1HldxCbVAiYiIiIrUwAmIpInlUozEp9eVQr6LH+tS10QRUREZFUUgImI5Bkdn2Y2lV7V+K8sv9fF+ORMRWZaEhERkcqiAExEJM9a5gDL8te6SQPxKbWCiYiIyPIUgImI5Bkem0tBv4YAzKdMiCIiIrJKCsBERPJkJ2FezRxgWdlU9MqEKCIiIitRACYikifXAraWAMyryZhFRERkdRSAiYjkyQZgzfVrGQM21wVRqehFRERkBQrARETyDI0lcNht+FcxCXPW7TFg6oIoIiIiy1MAJiKSZzg2RVO9B7tt5UmYs9QFUURERFZLAZiIyJzkbIqxNU7CDHldENUCJiIiIitQACYiMicaS5BmbQk4IC8LosaAiYiIyAqcVi7cMIw6YBdwGqg1TXPcyvWJiNyJ2xkQV5+AA8DldOBxO9QFUURERFZkWQuYYRgfAd4H/gpoBXoNw/iYVesTEblTw2OZOcCa19gCBuD3utQFUURERFZkZRfE3wQeBkZM0xwAHgX+o4XrExG5I0PrbAED8Ne6iU3MkE6ni10sERER2UCs7IJoN01zwDAMAEzTPJf991IMw3AAXwYMYBb4KdM0L+e9/zTwa0AS+Ippml+2qOwisgkNxzItYGsdAwaZcWCzqTRT07N4PZb27hYREZEqZmULWJ9hGD8KpA3DaDQM418DoRW+8zSAasZu5wAAIABJREFUaZoPkQm0/kv2DcMwXMB/BT4GPAb8nGEYbZaUXEQ2pdwYsDVmQYRMF0RQJkQRERFZnpUB2BeBfwRsA64AHwZ+brkvmKb5jbzPbAfCeW/vBy6Zphk1TXMaeA14pNiFFpHNa3hsCq/HQW3N2luw/LWaC0xERERWZlk/GdM0B4HPreN7ScMw/gT4ceCzeW/VA6N5f8eAhjsqpIhInqGxxLpavyB/LjAFYCIiIrI0ywIwwzA+CzwHBPJfN01z50rfNU3zJw3D+GXgTcMwDsylrx8D/Hkf8wMjKy0rEKjF6XSsqeyrFQz6V/5QFdJ2CVhXdyr1d5iYmmEykaRtR9OiMq6mzB2tc59x2CtiGyuhDGtRbeVdjpXXHdhY+2opG30bN/r2rZfVdWch/Q6Fab8UVsz9YuVI8f8MPAv0rvYLhmE8C3SapvklYAJIkUnGAXAe2GMYRhMQJ5NV8T+ttMxodGKNxV6dYNBPJBKzZNnlpO2qPOU6EVpRdyr5d7gRiQPgq3HOK+Nqy5xOpgDoj8TKvo2VvJ8Lsaq8G6nuZFXbb7seG30bq2H7NmLdWagafody0H4pbLX7ZbV1x8oA7BLwmmmaqTV85+vAHxuG8SrgAn4B+LRhGD7TNP/QMIxfBL5LZuzaV0zTvFH0UovIpjQ0tv4MiKAuiCIiIrI6VreAvWwYxg/IpI0HwDTNX1/qC3NdDX9imfdfBF4sZiFFRACGY9kMiGufAwzANxeAxRWAiYiIyDKszIL4b4DLZLoQ2vL+ExGpONkU9M3rbQGbS0Mfn1QAJiIiIkuzsgXMZZrmT1u4fBGRohnOdUFcXwuY1+PEYbcRm9Q8YCIiIrI0KwOw7xmG8c+AvwFydySmaa40GbOISMllW8AC60xDb7PZ8HldGgMmIiIiy7IyAMvOAfYv815LAyumoRcRKbVbo1M01LlxOdffM9tX6yI615ImIiIiUoiVEzHvsGrZIiLFlJxNMTyWYOfW+jtajt/r4kZknORsCqfDyiG2IiIiUq2snIh5D/DPAB+Z5BsOYIdpmo9atU4RkfUYHpsilU4TbPDe0XJ8c4k4xqeSNNS5i1E0ERER2WCsfET7Z8AIcDfwHtAFnLFwfSIi6zI4MglAS+DOAjB/bSboik8oEYeIiIgUZmUA5jZN89+SScJxEvgE8JiF6xMRWZfISCYBR0tjcVrAlIhDRERElmJlADZhGIYHuAgcNk1z0sJ1yTLsdk2/JrKcSDRzegreaQBWq7nARNZL1yrZ7FQHNg8rsyD+L+BF4B8Bxw3D+HvADQvXJwuEBuMcPzvAhd4R9m1v5GhPG10tvnIXS6TiROa6IAbvtAtitgVMAZjIqi28Vj15bxdBn8ZQyuah+7XNx8osiL9nGMafmKYZMwzjceBe4LtWrW8zstttpFLpgu+FBuN86fkTJGZmAegdGOOVkzd47tnDqtQiCwyOTOJxOaifa8FaL40Bk2q03LXEarpWyWa3ketAOc8tlc7KLIi/Nvf/7EtpYJdhGOdN0/y2VevdDFbzpOT42YFcZc5KzMxy/Gy46iu0SDGl02kiI5MEG2uw2e6s+4fGgEk1qYSn7mu5VulmTqpdoWN4I96vVcK5pdJZ2QVxN7CHTDZEgM8AY8DDhmE8ZprmL1m47g1rNU9K7HYbt0an8Lgciyq1GYrqIiaSJzYxw9T07B2P/wLwawyYVIlyPnXPXoPsdhsXekcKfib/WqWbOal2Sx3DTqedyzfGCn6nWu/XNnKLXjFZGYAZwKOmaSYADMP4A+AHpmkeNQzjfUAB2Dr88FR/wSclr53q5/NP7clV8kh0koO7mqlxOzl+pj9XgY2uQNVVZhErDQxPANDWXHvHy/JpDJhUiXI8dS90E7q/u5HegcU3oNlrlW7mpNotPIavD8aYTCRxOh1c7huls8VHa1PtvHs1qN77tY3YomcFKwOwwNzyE3N/u8lMygzWZl/csOx2Gx9cL/y08GLfCKHI/EoeCsfwuBwcPdjOsVM3M//uaS1lkUUqXv/QOABtTXcegLldDjwuB3F1QZQKttqWp2JaKpD6p589xMsnbsy7Ycu/VulmTqrdwmP46MF23jwbnlcX8u/VgKq9XyvHuaVaWRmA/R7wjmEY3yITcH0C+F3DMH4BOGXheje0ti11hMKxRa9va/Fz/Ey44IUqOZvikw92c+++Fl2wRBboH8q0gLU31xVleT6vi/ikknBI5Uql0uzbvnzLU7EtFUidvTLMr3zhMK+fCWOGohhdAZ68dxtBn1s3c1L1Fh7DHpeDqelkwbpgs8GebY3s7GjgaE9rVd6vlePcUq0sa4kyTfN3gJ8AbgK9wGdN0/xvwLeB37ZqvRtZKpVmZ0c9Hpdj3usel4OeHU1c6I0W/F54eIJ/8PiuqqzMIlbLdUEsQgsYZOYCUxIOqXRHe9oKXkuseOq+UiC1vdXPM0/s4t/91L0888QuDuxoBm7fzBXS2eKjt8DDSJFK0huO0Zl37xWo9+TmnVyobzDOr/7kEZ55orrv10p5bqlmVraAYZrmaeD0gtc+MAzjJHCPleveiEKDcfpvxbm/p5XxqSSR6CTBgJe6Gidbt9TqqYPIOgwMTVBf68qN37pTfq+L3mSKxMzsoouQSKXoavHx3LOHOX72dsuTVU/dV/tUvNB16mhPG6+cXNxFMZ2G3/yfJzQWTCpWttvtkf2tuaRo0bEEB3c1F+zJZHQFSCZTZShpcZXy3FLNLA3AlqGpvtfh+NkBfvh+P0cPtuNy2NnS6MXlsNPZ4mdb0LfkhUpPHUQKm0nOEhmdZE9n4afs65HLhDgxg6dBAZhUrq4WH10tvpJ05Vvv9Sl7M/f9E32EBmIEA955yaU0FkwqVbbb7fEzmfu2qekkI7EE+7ubOHN5aEPfq5Xy3FKtyhWAbdpfY70HY7YLRyqVziXUCNR7iI4lGBie4GNHOjMXqi8c5viZMBd6o2xr9eHzunnHDON2OWgL3HmabZGNJBydJJ0uXvdDAJ93bjLmyRmaG2qKtlzZXEp541KK9XS1+Pinnz3E2+fC9A7E2N7m594Dq3sq3t3mZ2Bogunk7KIbV40Fk0qU3+02lUpz/Ew/Dx9qx2G38dp7N/nME7sZHJ7g0o3ReS1EKx3LlXqsL1WuSixrpShXAFaQYRgu4CtAN+ABfsM0zW/mvf+LwM8AkbmXvmiaplnqcq7HWuYxKXQgL+zCkZiZZWBoAo/LwX0HWukNxzhzdZh3L97i6MFWzl9L886FQQ4bLUxNJ/mDb5xh97ZGHj3UrqeFInOyCTiKGoDVZidjViIOWbuNOudVaDDOO+fDzCRTbGn0MpNM8c75MDagZ3tg0ecXXgeNrga+/Xrvos+pi71UooX3bAszH14bGMNf6+K5Z4/Q0VxLbzjG116+dLveH2yjK+ir+LnwKrVc1aCiAjDgHwNDpmk+axhGM/Au8M289+8BvmCa5omylG6dVjuPyUoHcn4XDrvdxtGD7UzPJHE67Hzz2DUi0Uk6ttRx+eYYoXCMhw518M758Ly09Mfev6k+8yJz+gbjAHS2FCcDImTGgIHmApO128hzXl24PjLvBhQy3a62NHqpr3WxLZjZvtBgnBdevcLZK8Ps6mygrcnL8dNhdmyt59EPd/DaqdtzJW20bluysWTv2YCCmQ9jEzN8541e+ofGafR5qHE7uT4Yy9X7px/ZyVvnBnj4UDt/8fLlijsvbOTzVSlYFoAZhuEwTXN2ibeXGgP2f4AX8v5OLnj/MPCcYRhtwLdN0/zSHRazJFYzj8lqDuT8gY02u41j79/goUPt/MXLl3Lfm07O4nY6lk11qj7zIhl9kUwAlr35K4b8MWAia7FR57wKj0xy9eZYwW27ERnH7XSwLegreB30uBwc2d/K371zHY/LwT98ai+vn+7XwH6peNl7trPXorx5dqDgZ0IDMaaTs1zuG503F1hiZparN0eJjk1hhkYq8rywUc9XpWJlC9jbLJ3p8DOFXjRNMw5gGIafTCD2bxZ85KvA7wNjwF8ahvGjpml+a7lCBAK1OJ3WDIQPBv2r+tyF0NLpd7PLeOHVKwUP5LcuDHK4p33eOg/3tPPV712gZ0czo+Mz876XzbAznZxdMtVp/nrvZLuqzUbdLqtYVXcq6Xe4OTRBg8/Nru5mbLalcwOtpcydY5m551M2W1m3tZL282pUW3mXs966s5prBVTfvnrp3Rv03xov+F7/rXFsNhhNJHnpRF/B6+DUdDKXRW4knuB3/9UTpSi2partNywVK+/ZCrH6d8jes41PzRTMfBgMeDlzeQhYfKxHopN0t9ev+17uTsu9ktWerzaSYm6XlQHYgGEYjwBvmaaZyH/DNM0rS33JMIxtwF8C/800zT/Ne90G/LZpmqNzf38buBtYNgCLRifWvwXLCAb9RCKrm4NkX1cjvf2F0+9GIjHsdhtnrwwX/O65q8MMDcXn9XEPReK88NIlAvUe3AtOVImZWWrcTmaSsxzc2Ux4eGLRBS273jvdrmpSzdtVrhOZFXWnkn6HyUSS8PAEB7oD3LoVX/Jzay1zcjrTcB8eGi/btlbSfl4Nq8pbbXVnpWsFVN9va7fbePNsmO6OeqaTmTTc+dekrjY/vhonv/fn7zOzRAruSHSSQL2HgaGJgtfEalMNv2G11Z31KOXvcN++Fl56+zpALoEaQI3bOa8+5B/rwYCXi6Eoe7sCS6att+q8uZrlruZ8tZGsdr+stu5YNhEzcC/wA2DSMIzU3H9LdUkEwDCMVuBvgV82TfMrC96uB84YhuGbC8aeBKpiLNhKk9ItN9lkoQHGx88M5OaTCC7IbGi327DZ4MCOZi5eH+HgrmYeOtSB3W5btF6RzexGJPNEvrOI3Q8hbwyYknDIGm3ECUxTqTT3HWghOZvC7XTMuyZ5XA5cTjtNDTX0DcYXXc+yggFv7oZVSTekGmWzgB7Z34rb6eDw/haefmQnb56b3zUxe6x7XA5q3E5iEzPUuJ0VeV7YiOerUrKsBcw0zeA6vvYrQAD4VcMwfnXutS8DdaZp/qFhGL8CvAwkgJdM0/xOcUprrdVMSrfSHCnZTDj5qU2zrV3Z5mrIZNp5+1xe4o2BGB6Xg4/dv510Kq0+8yJzrg9mnmRtK3J9qPM6saExYLJ2G3EC09BgfF4CgVA4c0361KM7afR56Gr18SffMQtez4DcjWh2YnPd3Em1yM/kGRqM8/svnFpUD+4/0MaxUzeBzLEebPRy74FW7DZ47VQ/QC6FfTKVpi8c58COJh5Y5RQOVtqI56tSsjIJRwD4h8AW8pJumKb560t9xzTNfwH8i2Xefx54vojFLJmVJqXLHshvnMvM4ZU9kIF5qUkfPNg2L7XpvAn+4glsNgr2oSed5pkndlm/oSJV4no2A2KRW8Acdju1NU7iyoIo67DRJjBdaqD+2Pg0P/ZgN6lUmr1dDVztH513PYtEJ+lq89PV6uP10wPc39PGrq31ZdoKkdVbmNH6wYNtS9YDmw32bGtkZ0cDR3tacbscvHV+ALvDwd17g0Sik7QEvHjcTt4/N8DH7tvOj9y3rUxbtthGO1+VkpVjwL4BDAJn2cQTLy+01AGarbCXb4xx7/4WDu5oIp1mXkaogaFxLvWN8pknduVay7ITM/trXfzbn76f333hVMHlX+jVZJUi+a4OxHA6bGwNFi8FfZav1q0uiHJHNsK5Or/HxkIXr4/wu18/zZYGLz07m3n1vZtMJpIcO3UTj8tBa1MtRw+28fVXLpNKpXnvYoQ3zw7gcTmU5loqVqFMnuevRZfM/d03GOc3fvZ+pqdvB2c/9uAOQpE4L70d4uEPbWVoZBKzN8ruzka2tVbmcb8RzlelZmUA1mSa5mMWLn/DCA3G+c9ffZc6r4voWIJLfSN80+XgM3MtVh3BOg7ubMbtdHD+2jA/eO8m/+jjBqFwjEt9t2dRb/K557WO5VO/eZHbZpKz9A3G6Wr143QUfyhsfa2LwehErtuwyGYTGozz9oUwrc21Ba9JwcZMgoEb3jivn77Jz37qIP2Rcd77IMKebY3s3x7gfG8Ul9POjo56dnQ08MP3byjNtVS0Qi1d4eEJ7j3QSmhgcQKHjmAd/+4rb7Fra0Nu7le73UZX0MezP7KfL3/jzLxui2cuD/ErXzjM9la/7umqnJUB2GnDMA5X26TJ5XCxb4S9XQEi0UkO7mqmxu3kzXMDJGZSHNrTTHO9l9HxBDcGxwkGvDjtdv7sexf55MPdNDXUkJ8IsWdnc8GxZD07m8qwZSKVKTQYZzaVZme7NV2a6uvcpNMQn5yhvs5tyTpEKlV+K8BDhzoKjuva0dEAZLK+7dzdwM1InHfOD9K+pY625lreOj9AXY2bQL2Hi6ERgk1ePv34br7+yiXMkHp0SGXIPw4Ltfja7TaO7G+lpam2YD2wYeNS3yiX+kZ55eQNPvPELo6dGmB3ZwMNPjczs6lFy/ru29e5MRhn3/ZALmiT6lP0AMwwjKtkuhzWAs8YhnGDzITKNiBtmubOYq+zmoUiSw1Q3sWLP7zCkf2tvJw3N0r2/SP7W7l6Y4wPQlFuRuK8+t5N/tXn7ubc1SGO7G/N9aEPBrzUuJ2cuzrMwe2Bcm6qSMW4ejPzRL673ZpUy9mga2x8WgGYbDr5rQDzxnWNTNKxxUdni49vH7vKZCIzZUP+de3YqZucvDDI04/s5MUfXpn/9P/SEA8fasftdCj4krJaOM4rGwgt7IV09GA775wPMzObmpdIo7PVhw0bx8/05z6bmJnFDI0wMDSem4Q8OzFz/rJud2+M8crJG+qSW6WsaAF7fKUPGIZxj2maJy1Yd9XJppRf6GYkkyBgajpZcODm9EyS1qZaHHYbA0MTbO3yEY0lOHctmst8GKj3cObyEImZWbrb6/XEUGTO1bm5S3Z2WNMC1lCbCbpGJ6bptGQNIpVpYStAdpyyx+WgZ1czbc1eZlOpZSdchsw1sNBnEjMpnA47ocG4bjqlLAqN88oGQvkZrT0uR+4ezum0s7XFR9/gOHu2NXKtf4zLN0YXLTt/HrCFdWJqbo7Jtuba3Hx66pJbvYoegJmm2buKj/0RcE+x111tlhqgHKj30DcYJ1DvWXIG9OYGLy+9fZ3EzCx2u41trX76hsYJNnoJDcRIzMwyMHR7QkONARO57Up/jBp3ZqC/FXItYHEl4pDNpTcco7PFt2jcV2JmFjsQHZvmjblWseyT/azszSdkkhMU0j80TnI2hcvp0E2nlMVSGQ2Pnw3zzBO7cqnZb41O5u7hPvXoLr4+19vJ48rMh1dIMODlzOWh3N/ZOmG32Qg2ejm4q3necJXjZ/rVJbdKWTkR83I0Kp2lJ2COjiXobPUVnGgZMv2Gx8an5839depShKs3xip2wj6RSjE2Pk14eIJdWxuw26w5FWUDsNFxBWCyeYQG4/zm/zyBw07B65DH7WR8MlMn8p/sZ2UnoY2OJdjaUjg7aWeLj8R0MnfTKVJKCx+ce1wO2poz47uu3BzF6bTT1eLjmSd2saezgWDAi7/WNa9FN3/Ou3wel4O6Gue84G57Wz0Hupv58N4gL5/o48SFQULhGCcuDPLO+TBHD7brAXuVsjIJx3I29ZGS/6Ti8P5WXj/dT2xu0laPy0Fni489nY2cOD9YcGLK1qZa+ua6KGabuOu8LiLRSfoi8XnzqAQDXoKBWrrblDFHBOCDvszFc29ng2XryLWAKRW9bCLZloFLfaM8cbiTyMjkvLHIx8/00xn05Xp3ZLtawe2bz0C9h/HJGba1+DnpiixKWlBf66Zji4+OLT5d06Tksg/Orw/GcvdaQyNTfOKhdoZGJvnVP3orMybsYBuXb4xSV+Nkz7bAohbd7NjI5GyK/luZBGvBRi+nLt3KfcZf62JrSx0zyVkGhyeXHI7y+IPbAdbcCrYwgYjqU2mVKwDbVLIHdnbQ5sXQKEfvaqV/aILLfaPctXsLbU21TCZmiU9O09sf43xvlGc+uofe/jGeOLKNickZrvWP0b6ljm1tPvoj44QGYrkLWXQswcFdzYTCsVx/++wYsMfv8apiicy5eD3T737vtsWtz8WSn4RDZDMYGJnMzHcEDI1OERmZ5MzloXljkQFaAl5OXx7i6F3tpNJp3E4Hna0+Du5s5tSlW7idDnbtaaTG4+CzT+7mav9YJmlBi4+OoI+BoTg3b8X5zGO7yrm5sokd7WljMpHkzbPhXKbP7xy7tmhM2BOHOxkaneRAd4Ar/Q5C4dtp6LNjIx/oaQPgzOUh7j/Yxo6OBtxOB0cOtBAenuD1U/3s39FEb4EU9gDh6CT/55XLeN1O/LVuIMUDB+ZnRlwYXOUnENnV2UBbk5fjp8Ps7cqkwg8GrUlOJfMpALNQ/kH+0KG2XLbDhw51FMx8eH9PKz9872butfcvRnjkwx3s297I8399HpfTwXsXI7x3McIThzvxuBzzAq/81rLsGDCloBeZ72LfCA67jR0WpaCH20k4FIDJRhcajHOxb4QXX7vK3q4AoXAs18UKmDcWOdsNESCVSmGz2ZlOzuJyOPizvzWp87oYn5xhOjnLqQ8i3L03yInzgwTqPZy4MMiJC4M8+4n9PHV4m8Z/Sdl0tfhwOR2LEm3kS8zMEhmZ5GIoSnh4ko890MWJ84OLWnQdDnvuHnB2Ns0758M8evdWXvzh1dxnw8MTufu8hVoavQxGJwgPZ8aaHdnfypeeP8Fzzx4GWJSpEViUQCSbgfS7b4Z45eQNfv2LRwn6lL3XauUKwDZ8x+38LDkelwMzNLJiZR2fSuYCqOx8DxNTSb7+8mX2dAbY0uglPjlDbGKaC9eiPP3IDsJDE9R5XXhcjvnpfqOT7NhaTzqNUtCLzJlMJAmFY+zqaMC9oP99MXncjtxYTZGNKjQY5z9/9V32dgWITczMewiYvR4lppMMjkyyva2euhoXsYkE9/e08tqpfu7eG2QykaSpwZObC3PHrnoa6jwMjU7S3OjFPpfpN9ur48K1YR7uaVWvDikbuz0zdxewZLI0uz2TNMPhsDNwa5wPrkf5yU/u58yVIfrCcbrb62nbUstbZ8M8eFc7NpuNk+YgrU1eomNT8+4R88eMLQzgtrX5GcxLyjE9k8mU+Nqpft48N5Ab3tI7MMbrp/u570DbshlIEzOz/OBkH5999M5njFK3xuVZMQ/Yo8u9b5rmq8Bnir3eSpOfJSe/gi6X2TDbJz46luDRu7fy6rs3mJlN5YKqU5dusa3VR43bSWgwxrWBMXZtbSDg93B/TyvjU0muh2N0tvr48J4tnL8WJTY5TY3bqYogAnzQN0o6DUaXdd0Ps+rrXIxqDJhsYMfPDuTGH0NmXMuDd7Vjw0bvwBiJ6STBgJdbo1O8d3GQOq+LuhoX41MzpFJpItFJHru7c173rfw5wb5z7BqP3bOV8clk7sHidDLFtXCMrqBawKQ8suPAegfG5vVCyvfgXe2L5nB943SYTz2+k+62egajE4T6Y+za2kBoIEZLUy0HdjSRTsNggXvE42f6+dh9XURjCfpvjbOtzY/DBn/16pXMEJe5evPE4c7M5OV9I9R5XbkADKDO6+KD64szb8P89Pfnrg5jf3zXuu8Zl5ojTeazogXs/17mvTTwpGmaVyxYb8VYmCUnv4IuVVkBWpu8eD1OpmdSuSyHDx3qmDfxXnh4gtamWh750FbeONPPTHIWt8vBq+/dHveVbeY+vK+FUDjG4/cEFXyJAOeuDQNwoAQtwvV1bq7ejJFKpy3LtihSLtnrXP41LZVKk07D+d5b3GO08Oq7N+c9bY9NzPDgoXZOmhEAOrbUEYlO5B485meJy855ND6Z5NSlSO5GMts9X5PPSjnlz/fl87rpavUTHp7I9XRKp9MFW5ouXR8l4PdwMTRCeDjTPfcTD3XnHkJkU9QvvEdMpdKMTybxup1sa/XRXO/hu2+E5t3bJWZmGRufZnxyhu1t9bx3MTJvGdGxBB/aGyx4/5mf/v7AjqY7Cr6WmiNN9XU+K+YBe6LYy6w2+U9HYHHz8VJNyTs6GvirV68QqPfgdjrw17qYmZ3NdUnMz7gTDNRwZH8L18Nx2rbU4a91Ued15S5iHpcj1wdfKehFMs5di+Jy2tltYQbErPpaN6l0mvHJmbnB0SIbR/51rsbtxF/rIuCvIZ1O8cThLgolO/a4HDjtNg4bLZw0B9mzrRHz+ghup2PevEbZ1rFAvYfr4diiJ/mafFbKrbvNz6984TDm9VEuzU2ofP/BtkxCtakk7+dlM8yy2220NtUSjSUAuHtvkJamWoZH5z98WOoesc7rZGximramOk5eGFxUZyAzf17AX8OurfW8eXZg3voTM7Ps3trA+xcXZxetcTtz946P3dO57v2y3Bxpqq/zWTYGzDCMB4DnAB+ZMV8OYLtpmt1WrbOS5D8dgUzz8cOH2kmm0twYjPOJh7oZHp3i2kCMtqZavB4nN2+Nk5iZZTQ+zd87up3JqSTnrmae2B892J5rCXvoUEdugKbdbqNr2M+h3Vu4Ho7zob1Btrf6iU/NkE6l9dRBZM7Y+DR9kTgHugO4nNaN/8pq8GUmlB0dn1YAJhvS0Z42Xn3vJjYb3LV7C33hOE6HncHhcV4/M8D9B9puj0nuqKfB5+F7b4W4v6eNn3n6AF/+q7OLuh5mJ2jOPpH/8N7goif5gCafFUstdWwtzCCYTM5y0hzk/gNtjE/OcOLCIIf2bKGrzb+openowXZeevv6vKEl712M0LaljocOdeQCqXkp6ofGaWn04nE7+du3Mi1e2S662YzXDx9q59W5BG7b2/w8daSTdJqCQdzezobcRNFmKMrurQ20NNXyxpkBPn7/do72tHJgRzORSOGsiyvtswu9I7neWPmt2qqvi1mZhOMrwH8E/gnwO8CngZMWrq+idLX4eO7Zw7xxLsy5q8MEA15mU3DSjNDoc/PXx3v5+P3b+OQUfvnAAAAgAElEQVTObk5eGORC7zDuuZvCw/taGBqZZHomRduWOsLDE7nEHQuTeBw92M7b58LzLmLvX4zw3BcOq4+8SJ5zvZmHGftLlJCmcS4V/Ug8QafqomxAXS0+fv7Td/H7L5xanNX3QNu8KVHSwNWbo9xtBNnS6OWdC4MFn5RPTSfx17pyPTh2bW1Y9CQf0OSzYonlxi8V6l7ncTn41KO7+Paxq9xjtNDohxPnBzm8v2VeAORxOUjM3bstHFqy8OFDNkX9k0e2sb87wCsnbsyrKwuTZiRn0zx2dydvnRvgI4c72TZ3vckPtIyuAEd7WnPb0tXimxcQfexI5x3Xp1QqzUOH2jBDI0TyEoMcP9Ov+lqAlQFYwjTNPzYMoxuIAl8ATlu4vorT1eKjq8XHX9e6+GZeStGBRJKHDnXw+ul+9nUlcDjsjE/OsLXLR3h4gmDAm+sP/NChDlqbagsm8Vguo+LxM2G6ntBNn0jWmSuZAOzgjuaSrK/Rn2kBy3Y3EdmIzl4ZWjKQyt4gDgxN4HY6aPC5ef1Ufy5ZQCGR6CQ/crSbqzdHub+nlfbm2oJP8tW1XoptpfFLS3WvuxmJc+/+lty8YAB9kTgPf6gDmw2u3hhjb1cjF0Mj8wKxhcvJrzMel4POFh+v5CXyyJefNCM7yfPPf/queT2esvegS7U85b9WjOAoNBgvOMXSw4faVV8LsFu47CnDMJoAE3jANM1ZMt0QN52e7vnzcHk9TlqbvNx7oI3egRjHz/RzaHeQrjY/nS0+bkbGc90LbTa472ArW+cq1fjkDHu7GvG4HDQ31iyZUTHb3CsikEqnOX1liAafm67W0jyYCMwFYCMKwGSDWphwKl9kZJL2LXW5vztbfFzrvz0uemx8Gk+BqSA6Wny8caafU5eGePW9m5y9Osxzzx7m4/dvp7u9no/fv11d68USy41fWu5YDw9PMDU3/2pWKpVmdjbNexcj3LV7C1OJWdqDdTx1X1fBLIeQCaoe/lAHDx3q4HMfM3jz9ADblrheBQNeomOJ3L/DwxO5ISsLlarlaan953Y6VF8LsDIA+y/A14AXgWcNwzgLvGPh+ipWtjti9gLyzFN7+faxa7z01nWCAW+uufm7b4b4+APb6b81DtzuXvjCS5dwu+w8+uEO9nYFuBga4dDuZn7kgW62ttQVXOfurQ0V1dxbjmBQAahk9Q7EiE3McNeOZmwlykgYmBsDFo0rFb1Uh7WeM7OJOArZ1uLjySNbefhDHXg9ztxcYVl9g3Fam2rnfcfjcuB22AiF47kbuQu9Ubrb/DzzxC7+3U/dy+c+sls3c1J0ywVYZigKsOSxbmwPMHBrYt5r2R5Ko/Fpvn3sKm+fD7Ozo55X3+0jGPAWXE53Rz2hgczYq+TsLAd3N+Ow2xY9qFiYNCP77wu9UZxOK2/rl7bc/rt0Y7Ts92Mrrb8c5bOyC+L3gRdM00wbhnEE2AsU/nXmGIbhIjN2rBvwAL9hmuY3895/Gvg1IAl8xTTNL1tU9qLLbwr+s5c+yF1c8rPd3L0nyPN/fZ5Du4OLxn3t3NrACy99kLuAdbf7+V9/c4Ej+1sLds9IptKEBuNlv1CVYz6IQusMBv2WrlMq26m59LqHdpWm+yHc7oKoFjAphtx5LTTCvq7inkvv5Dx99OD8hFOQuQY57DZGYtO4nXaeeWov8cnEvGtVZ4uP7W1+2vtr6Y9M0NrkZUdHAy+8fGne8rNjRzS3kFhpYfbqfNljcGFyNcgc661NXsLD3nlJNwrN+Zp9ELhUlkPSaVqaajl26ibvnHfw9x/dyWun+nMJOyLRSTpbfXRsqeOdc4M8eFc7ToeN1071A5k69ev/3zvs2lpf8vqxmv1XDiudN8p5XrFiIuZtZLIefgf4EcMwsmHlKPDXwL5lvv6PgSHTNJ81DKMZeBf45txyXcB/Be4FxoFjhmG8aJrm4tG5FS7/KUE2243DYSMxPUtsYgabDVqbahkameKhQx0kZpK89NZ19nYFqHE7OWkOMjVXcbP95CemkgxGJ+ls8dHo9/DexQhOu43PP7WnXJtZlvkgllrnr3/xKEGfMtFtVqcuD2G32TiwoDuwlepqnLicdo0Bkzu26LzWX7xz6XrP09kbl6s3x/jsR3YT6o/ROxAjGPBS43by2ql+7t3fSsDv5sK14VzX+1A4jsflwGaz8fVXLvORe7fR0lhLR9DH//qbC/Nu1DKJCVo1t5CUxFIBVnb8UrY3U34GwenkLH/+0iV+7JEdnLl8ezzkwjlfW5tq6Qtnxmq990GEZz66h0vXR+kbjNPZ4qMj6OMbr17mQ7u35Fq8JqeS1NU45yWzOX3pFslkitamWlxOBz94ty9XTrsNLvWNcKlvpCz1Y6X9V2ornTfKfV6xaiLmJ4AO4NW815PAt1b47v8BXljwnaz9wCXTNKMAhmG8Bjwy952qsfApQbb74e5tjdTXufG4HLx+up/H7+mkqd6TSzcPtwc0PnbPVuw2Gwd3NROJTpJMpeneWp9Zgc1GfZ2baCzBxb6Rsqb9LMd8EEut8wcn+/jsozstWadUtrHxaa71j7F3WyO1NVY2+s9ns9kI+DxE4wrA5M5YeS5dz7JDg3F+63+f5B6jBX+dmx++e5OOLXV88uFuzl+N8up7N0il0vTfGiedTpOcTTOdnGZbq59goHbe3EXh4YncBLA/9shOrtwcJRKdJBjwYnQF6Ar6+NrLlzS3kFhuYYC1MHNg9jP5iS1Cg3Fqa1zY7TaefngHkZFJrt4cIxjItOjeDsrSdAR9hMIxHryrna997wMg01J24sIgJy5kUtnfGIzz6N1bGR6b4v1Lt9i/oxmXw86b5wbYtbWRqekkA0MT7OxsoCXgpbu9no5gHfW1boZGJ3Pp7MtRP1az/0pppXNbuecss2Ii5p8GMAzjl03T/K01fjc+910/mUDs3+S9XU+mFS0rBqw4m2ogUIvTojl/1tut7cl7u3JPCbITLCdmkgwO307bGQrHmFkwqBOYm3XdxbfnsiTC7cAsOy/Eibl/J2dTNDev/SAqVne9C6Gl+1Nb1SVwqXWeuzpM8DMfsmSdG5VVdafU3UFP914nDRw91LHuda/7e021nLs6RKCpDqejtH3zq63bbbWVdznFrjtWnkvXs+wXXr3CPUbLolTa716McPSu9lw67c5WH6nZNG6nDYfDzmRihrNXhudd1/Kzud24FediKEqd18XFUJSfeGovwaC/LNcSq1Vrua1m5T1bIQt/h2DQz+Ge9jV931vr5tf++/HckJGP39/Fyyf7MvVhrvvgSCxBV5ufs1eGiI5N3c6KPXR77NjUdJIjPS28+OriB++fenQXL/7wyqLXnzjcyct5mRLz09nfSf24k++tZf9ZaaXzxnrOK8Wst1Y+Dv49wzB+C/jI3Hr+DvhV0zTHl/vSXBfGvwT+m2maf5r31hiQv+V+VhhTBhCNTqz0kXUJBv3rmqgOIOhz554S2Ow2Xn7n+rxKVed18fOfuYs///4H876X7WuczZKYb2EK08R0kv3dTWsu451s10L7uhrp7S/cH7hY61jtOg/sWPu+qBTlulBbUXeKeXyt1rH3Ml00drb51rXuOymzv8ZJOg2Xrg7R3FCzrmWsRzn2852wqrwbpe5YeS5d67LtdhsXQyM0+twFr0MTiRns2PDXujIPHeyZHhgtTbVEolPMzKbmfSc74TJAXzjO/u4mXC4HHz3cSdDnJhKJleVaYqVqqJ8bpe4s5/9n786j27zSO89/sREESJAESXDfJMp6tdCybMqW5a0s1+JOnEoqVZVUTXW7Jl05fTLppDs9yZzkONOTdOfMdHVmTi/pdM6kO4nTHU9XUkk5SZXLtVd5Ny3bUskStbyyNkIUN5AEd3AF5g8QEBeAm7ASv885PhZB4sV9Adz33ue99z43VZ/Dj967FQ++vGVOvv/eLR4waohEItwanKSptpTOAzVMzczzxZ88xEtvXE94nEAwRGNNybpNjAH6AlMJ61tgLLTusVhfcKf1Ix++n1ux2XVju9eVrb4vW6076bwl+4dACfAl4H8GioA/3ugJhmHUAt8Dfss0zefX/PoScI9hGJWGYRQBTwBdKS91hrTUlPK5k+1EwpFVlcput0bTj3YPUFcVzXBotVp49EgDHe1VVFe46RtOHMPG7iQCDAVDGdtwNpkTh+sSZu9J53zgZK/5kQcS7zkju9tSOMyFG6NUljlprE6cMTSd4nuBaRqi3IV0Xku3e+xwOMJTnY1JU2kPDM8wvxjmMyf3UeN1Ue11YbFE7/S/s7zmeeXrxDK4AdRXl7C4FGZgeJq9DWU7LqNIptjtVq74x+J9tCK7jUN7omuNA8EQDx6q4fzVYa7fHmcqtMhXvneZ1vr1HXSr1cLD99YxOBKiyG6jo72KR480YLVa8JY543t9rbWy37fysdpKd8HXj82uG9m+rqRzBKzTNM2Vc75+1TCMi5s857cBL/B/GIbxfyw/9idAiWma/9UwjF8Hvks0cHzeNM3bKS91BlmtFi71rN634dNP7uOFb12Kb8Icm1oYm+rhdNhWLexcyed1ccUfpK7KzaE2L3VJUp1mSjbmAyd7zUN7qnbFHR3Znut9E0zPLvLggZqMpZ9fKZaKXpkQ5W6k81raUlPKb3+xk+4bQc5+GGBvQ/mGx/YPTfGX37/C/hZv0naovMTJ2OQs/cMhLBZoqfPw5gd9AESI0N5UjrfUiXN5LRhEOz4NvhK+9dZNHu6oY3HxzkhZrq0tEYklobl2e4LOgzWrpgcOjs5QW+nmeEctVouV+YUwTx1r5uKNUe7dG83EuzYL4mNH6vn6a+unGD52pJ5TFwbpPFiTtL7FRpBjWuo8fPxYE82+wq4fm103sn1dSWcAZjUMo8I0zTEAwzAqWJ1UYx3TNH8N+LUNfv8S0X3FdoWewUl8Fa74vg8et4Peocl4Bezq7ufx+xpZWLqzFmxuYSlpCtM9DdElcYFgiPmlCLcCU7TWerK6H9hmO7HvlteU3BRLP39vBtPPrxTbjHlUAZjcpdh1LdXTg1anYd68A9J1YWDDVNolLgeV5cW89MZ1Hj/awKkLA1itFlxOOx3tVZS5i7h3bxUf3hpjfHqeJl8pPq+LkmJ7PG33w/euX0Oi67rkipXZ85wOGzWVrlVr+mMp4/sC0zTXevhnnz3CBx8Oc7V3jNpKN+9cGOCzT91DT/8E/cPTNFSXsLhmNhRE+3uLSxEePVJPXZWb05eG1te3Yvu6xz7WqeArZrPrRjavK+kMwP4d8J5hGN8gmpb+k8CX0/h6eeft7oFVjVhbfVk8TSlEp3rc6BuPvnsrxFLXLy6FGRydYV9jOS11Hv7y+1cIzS1itVporvXwjbduEhiLTkXM9p4p2Wgw1UjL+Wsj2G2WrE3Hja37Ghmfzcrri2wkcRrm3qRpmFduthprh2KdzfrqEvY3VzC3uMSN29F8WVf8Y5S4HPQOTXHvvmq+3XUTh83KI0fqmV8I47BZqfa6KCl24C62Mzkzzy/9bAeP3deYNMjUdV2y6VZgih+sSHrhLXPG+20nOurXJaZxOoY4friW18/2UVflpi8wzWNH6rk1OMHwWIj9LRW4ix2cvRJI+HqxqYc1lW7+yac6+NA/Fk+BX1PpJjg1x2P3NXBrcGpLN1AK1WbXjWxcV9IZgH0S+BTwJNEQ4tPAfyS60XLBizVkt4Ym443YdGiBptrSVcPMDruFmsqS+CgZ3Eld/8TRRv7Pf3Kc+fklvvrKVcLhCHVVbvY3V3DqwoqLwMCk9kyRghOcnMM/NMXhtuj+edlQvRyArV0oLZILtpuGeeU2KrF2KJZ4wAJ8q+sGzzy6l8mZBbxlzvj0qM4DNYRmF3jk3nre/KCPmdlF7DYr7U3lvHWunw+XMx+Wuop4YF91wrJq5EuyzT80xfMvX1r1WGy/r8HRGWbnFxPWp+nZaFKM4MQcn3y8Ib69kNNhY3p2gYXFJYzWyg2nGAYn5vhEZxMPtFetqguxf+dj/cjHMqdSypNwGIbxt4ZhXAeeITpd8H8DfgN4GXBu9NxCEmvIYo1Y97URxqbm2N/iXbMo0EJ5iTPhQkF3sSNe8SwWKx3tVZQUO1hcSjyUHdstXaQQdF+PTT9M3KHLhFKXA2eRjeFxBWCSW1aOZq1l+oNYrYnXTK5duD63sERwYo6mWg9t9eW8erqX6goXR9qrqK8uochhxWKx8Na5fnxeF06Hjf6R6eUp99Pc7J9gcmaBgZEZ2hvL13XI/ENTfPWVq/zu8+/x1Veu4k+SjEAk3bouDDA4OoNvxfr62LKQ2kp3fArtWoFgdKSr1G1ncDTEwlJ4VdKOtvpy9jWVJ+znxZLUJKuTsfqST4GM6nRUOm4L/wJQCfwB8M9XPL4IDKbh9fLWyl3DY43YlZ5RPvfx/VzrHcPjLiI0v0h5qYPjh2uZnl2Mb1BZUmyn3ONgcTGMf2iKV05H06DWVbmTZsu5cmuMgWAo68k5RDLh3HIAdiRL678guhmzr9xFYDxEJBLJSiIQkURWjmatZbR4N+zQnexsIjg5R//wdHzD2ZffukFoLrrMe+UeRffuq8ZigYWlMH2BaWorXTT5SqkuL+Yr378SP2ai7GOJp0hqNodkXuyGRaJ1+F3d/Tx5fyNzC+GEo1hNNaUMjs5w/HA93ddHEk5VvHhjlM9+dB83+ya4NTiFz+uKb1gOUFvp5is//JDq8mK6zg+yv6U860tLdkJ1+o50bMQ8QXTPrp9J9bF3m1gGlh+c7sU/MMn+lgpGJ+Z49XQvexvLeeV0L48eqad3aIq3zvXHp3rEdlZ/6lg0tfob5/rjX+axqXkeMHxJh7LfOt/PZ57Ym9HzFMm0xaVo+nlfRTG1Wb7h4KsopjcwxVRoAY+7KKtlEVlp5U3AmM3SMHddGODVM7e5f7+P+cUlrviDAPHgKya2R1EsQ9uJjnpuDU7isNsoK3EyMTPPsYM1DAzP0FLn4WOdTes6YNudIimSLitvWKxd/9hS5+GJ+xoAVgVWEK1PVquFuqoSRsdnaarxJJyqGJpbpKc/ug8sEO/nxY5ht1n53il/PDP2d0/58zJwUZ2+IzsLIySupaaUhzvq8A9McurCAIf3VNFQXcJ0aJ6HO+opdtq52htd0Dy3sLRq1/RrvRPY7VY+vHVnGkmnUYPTYaWl1sPg6MyqClxcZOfCjVF+7sn2vBquFtmuq73jzM4v8WhHfdZHnarLowFgYGxWAZjklO2mYV45CuAsslNkt1HksW049cpb5mRgJLo+pr2pAgsR3C4bL795E4je2U+UMnsrUyTVjkkmrbxhEVv/uPb7u7I+NdWUEln+isYCs2ce3cP5q4kTzPgHJjmyr5qHOmqZml7gw1tjVHicq0bCVm60nG+Bi+r0agrAssw/NMUffe0cDxg1+LwuKjxOiuxW5hfDXLwxisNuxed1JRzRaq2Pppivqy7BPziJy2mnpvJOWvsHDvgoL3EyMh6iqdbDd7p6eOJoY0F9waUwfXBtGMhe+vmVfBXRRBzD46FVm8uK5ILtpGEOhyMcbPPSVFPKVGgegLaGMpbCkYRtVI3XxfnlEbBAMESjr5RvvHGdJ4420lzrob0xuudYopTZdzNFUiTV/ENTvHNxgJOdzUyF5ldlHVz5/Y3VJ7vdyu/9t/e5NThJR3tV/Gb4D9+/lXSWUnOdh5nZBfpHpgkEQzT4SiiyW3nzXP+q7/vKGxv5FLioTq+W8iQcsj1dFwYIzS3GE3GcuzrM3MIiEzPzDI7OxO9+JFqc6XFHh6r3NZZFN+y7r4FvvXWT7msjzC8uceZygFdO9+Jy2jl9aQhfhavgd0aXwnD26ghFDisHWyuyXRSqK2IjYErEIblrq52fQ3sqef/SYLydOdU9gM1CwjbKW1Yc73g21ZbyvXf9ANzsn+Dxow187mT7hnfv1yb8iB1X7ZhkUmzd0nfe8fOdd27y3sVBIpEIj3QkHy1eXAzT3liGt8y5aoR4dm4RC5aE3+t7lrOCxurWj80Apy4McqJj9b54Pq+L4ER0b8l8C1xUp+/QCFgWrR2OnVtYom94mnAkQpHdFl/secYc4tjBWpaWwswvhimyW2mq9TA1M084HGF/UwWPHqlnZnaBYwdr4/OSO9qrKC6yE5pbZG9jOSfvb9DmfLLrDYzOMDg6w/33VOOw2zZ/Qpr54qnotReY5JdEd9Yv3hhd186EI/DMo234ByYZWk4U1VIXnXUB0Q6WBQuzy+vEfF4Xb37Qx0eO1G/YedzuFEmRdFi7bmluYQn/4CRvdw/yuZMb30B4+3w/jS13thdyOmzc6B/n4Y56FhaX6B2aoqm2lDJ3EaY/mLAPN79wZ8rhysyImQ5cUjHSpjp9hwKwLEo2HBucmOPYwRr8g5N0dffzyL31+LwuhkZDsBjGVWxnZDzER5YXfbbUlPKxY828/kEfr6zYIHBlJqoHDtQo+JKCcPbD6PTDo0n2E8o0jYBJvvEPTdF1YYDLPWMcaK2IZ1uLpsG2JNhsNtrODAWja5THJuc4ek81tZVuqiuKcTrurGHxuB3UVZVQV+neUmduO1MkRVJtO+uW1n5HW2pK+Y3P38/VvnEu3hjlAaMmHlxNheYxWr2Ulxbx5gd9eD3FHNpTmbAP9xOPtGG1WCl1O2hvLOe1H9/m6eOtnOiopSUD/bpk14OdUp2OUgCWZYmyUBU5rBgtXt6/NBR/fGQsxOz8IsNjISwWKCle/dHVeV1MhRYSZpeZmVvkz77RzS9/6t6CvMsgheWDq8NYgCM5EoA5HTaqyorpG5nOdlFENrVZmuip0HzCdmYyNM+Re3yMjIe4PTTN2avDPHKknsjy+rCWGg+dB2sYCs5w/uow+5or8A9NbblNKuSOmmTPVtYtbRSgtNSU4iyyEf4IvPjK1VXBVfe1EU52NnH8cB29Q1NMzCSuWwMj0zTXeRgZD/HdU37uaS6nxlvMy2/fpMbr4sED6RtBSmfa+EKv0wrAsmzlcOwV/xidB330DU/zxtk+Pvn4HnoHp6itdPPNN2+suyvSVOOJVwCr1ZJwUSfAzb4Jjh2sy6tsOSI7MRVa4MPecfY2lFFekjsZBxuqSzh/fYTp2QVKih3ZLo5IUhuliW6r8yRtZzyuIr5/yr+6g3l1hJ/5SDvnrg7zcEf9unbsrQ/68i6NthSejbZr2CxA8Q9N8YcvfoDRUpmwXk1Mz2P6R2moLqV3MPEerhWlTl564/qq14iNOg+MhvjRmV6eemD9Ng6poLTx6aMkHDmgpaaUz51s5x8/c4CX3rjB2+f6+bB3jP7hGcam5ugdmkpYAa7dHo/vjB4ORzjY6k14fJ/XxchYiOt94wl3UhfZLc5fHyEciXBfjox+xTRWlwDQN6xRMMldVquFSz3BhL+7vPx4c41n3e+cDlvSu/d9gWincnRiNmlHTiSXxW6UP328lbb6Mp4+3hoPsDYKUCAawDjsNnqHEgdXvUNTOOw2rvjH8CXYs9LpsDExnbhuxfbZO3VhkCvL2xWl0lamX8rOKQDLIW+d719Vybq6+9nf4qU/Saetf82UphMddcvz693xLDOxBZt9w9McvcdX8EO+srt9cDW31n/F1Fe7AbitAExyWDgcSRhgATTXRu92N/pK4xl4Y2or3Unv3vsHJmmrL0u6V5g6cpIPYjfK/9U/fjCevXOzAMVut3K5Z4zgxFzC4AqgptJFkT3aFU+U8bq20p00eIulo197Qz5VYtMvE8m37Iu5SAFYjohW5NV3HsPhCN99p4eWusQN4v6mitUVIAL37/dRZLdx334fP/tkOw8eqqWru58ar4uOPYlHyER2g8WlMOevj1JVVkyjryTbxVmlsTraedUImOQyq9WCx12UME10S52Hv/zhVd7p7ufefdX87JPttNWV0Xmghj0N5TTWJK5zTTWl3OyfSNoBVUdO8snK72osQHE6bKtufEP0e724GOZAa0U8o3WietVc6wEsdLRXYbNZ+NXPHuHp46201HnidStZ3VmZjn7tDflUUdr49NEasBzgH5rivcuD1FaV0DOwen793MISNV5XPAVpjNNh47Ej9fEsMmvnIcfWiR07WIvDZuWJ+xuVBVF2tSu3xgjNLfLI4Toslty6o15fFR0BUwAmuSzauQyvSoXt87rY01DO3716jdByGvnB0RlqK90c3lvJj97vBeCffKqDM5cD69qp/S0VnL48FO+AJlpHI5KvDu+tYnh8dlXa+DPmUPx7HVs/1tXdz4mO+ni9amsog0iEr79+PdqHW+6zPXV/I5872c5AsIEvv/A+kzMLPHqkIWHdqSwrjv+87oZ8iihtfPooAMuylYFTskpmtVo42dnEVGiBW4OTHGit5PDeSt65OMCff+syB1orqCovZmEpvOrYcwtLWC3w21/sVPAlu97Z2PTDe3Jr+iGAy2mnqsypKYiS8x4+VMeXXzgNgLfMyRV/EAsQmlvEarWs6kSOTc3zcx/dx76GcqZmFzlxbz0zcwsMDM/g87pobyzn629c54n7GxmbnOVkZxMT0/PcDkxxoLVSHTnJOytTp/uHpvijr51bd+P7Vz97ZFUWxOee7eSdi4NcvDFKW0MZD+z3cfX2BK+cvrXq2HMLS7x5rp8vfOwe6rwufuPz99N1YZAPb43xmZP7GBqd4cPecZpqSqipdPPjywE62qsoKbbz2JHVmzWnktLGp4cCsCxbuYBz7R2SGq8Ld7Gd9y8OEo6A0VLBv/7SQ/QMTvJv/uL0uow4Jzrqeetc36rj3xqaorXWo0oju1okEuGDq8MUF9kwWhLPWc+2Rl8p566NMD49n1MZGkVWWnvH+/H7Gjl1cQCAEx316/YAO3N5iJ//6D6u9U3w9rl+nA5bPHCD6L6W33/XH398OrTAP3i4jZ94qDlr5yiyXWtTzT/SUZc0Acepi4OUuR3xG9+xAOb7niJu9E3y3VP+pK9zpcgSaJ4AACAASURBVHcsHugkCnwGgqH4yBjAzeX+31MPNKXpzO9QPzK1FIBlkd1u5drtO3tLhMMR3jrXh9Nh4/Deqvi+XiMTs/HKZrVaeLs7caWfnV9cN4Km+fVSCPpGZgiMzXLM8GG35ebS1r0NZZy7NsL1vnHuv8eX7eKIJLW24zcxPcfgyAyz84tJMvJOYLdZecDw8eGtMQZGZqircq9KvBHdzyi6UfN7lwZ55uEWtU2SFxKlmr90MwhJZrr7Byb5s29e4kvPHFw1wttp1PLuxSEcditVFa6EWzrUV61fS7mynrx29na8PxizUVp4jVrlrpwMwAzDOA78vmmaT655/NeBXwQCyw/9kmmaZoaLd9dW3klpqimlttJNV3d/vJLMLSxR6nZQ4rLT0z9JR3sVjT4PQ8FpwuFI0qw7sYw4sUZO8+ulUJy5Er0k5OL0w5i9DWUAXO+bUAAmeSHWJp04XMelm8GkmQx7A1McbKvkZv8ER/f7qKss4eWumxxsLU3YydSNQckniUa6BkdnOHawFv/A+u+3z+ui+9pIPCiK9fmu+Mfjm5FXV7j44Mr6JSftjeVJ68ZW0sKvnB6ZbHNoyQ05F4AZhvGbwLNAosUSDwBfNE3zdGZLlTqJ7qSsnT7odNggEuGNs9Gfo/OKA/ziTx/ecFf2/c0VOItsXLgxqoWSUlDOmAFsVkvOpZ9faW/9nQBMJJ+01JTyiz91kO+915swoKqpcPHq6V7mFpbi62A++fhehkanlXhD8lYsrXuioGduYQlPSVHC73dxkZ25hSVMfxB/YPU6/9iGyo/d18Dxw7VMz95JdlNSbGd/U3nS8mzU/1t5U2OzzaElN+RcAAZcAz4NvJDgd53Ac4Zh1AEvm6b55YyWLAWSzRmOEKG9sZzKMiet9WX87avX1v3NuavDHLunOumu7I8dqaelppSfe7JddxelYAyPhegZnKRjTyXuYsfmT8gSd7GDuko3NwcmCEciWHMsU6PIRpp9pXz8WNOqNWAQbXucyx3OmLmFJfqHp3A57Xzm5D5GxmeVQU3yxtrRo0eP1HFraHJ9vyoS4blnO/nB6V78A5P4vC6Ki+x0dfcDcHhPJV3LS0acDtuqKbxvn4+u+XfYrFR7XdRVunnwQM2mdSNZ/2/lTY2NNodW3csdOReAmab5omEYbUl+/VfAHwETwN8ZhvFTpml+c6Pjeb1u7HbbRn+yYz5f4v25NnLZn3j4+PbQNFXlxSyFI7x7YTBhAOUfmMTn8+Dzefi9XzrBa2d6uXhjlEN7KvnIA00c2lO17fIkspPzyge79bzSJV11J9Wfw1sXhwD4SGdz2j7jVB330N4qfvT+LWbD0Jpkf79Uybfve76VdyPpbHcge+/V2ranobqEspIivvfu+qQCtwanqK5w8fHjrTtqm3bT9yGR3X5+O5XuurPW2s/h4o2RhLOUnjjayOWeUYITc9HRL7eDTzzcyj3NXtwlRfznv/6A7msj8ec5HTY++lALf/DVs9HzKnOumsK7cs3/ve1V/C+fuW/L5d2s/5esn2n6g1v+3un7mVgq35ecC8CSMQzDAvxH0zTHl39+Gbgf2DAACwZn0lIen89DILB+KsZmDrRU0NO/fvi4vamMPfVl3OifxFlkTzjNo6Xuzmv6Sov47BN7sa4Y7dpJedba6Xnlunw+r2xdCNNRd9LxObx+5hYWYF99ej7jVJa5uTq6H1jX2du4O9M3ApZv3/d0lXc31Z2YbH+2sbbnw/0+3u0eIDAWSnjDsLnOw9MPNuErLdp2ebN9jumWD+e3G+vOWok+hx+95084erS4FKak2EFrfRmH2yq5OTDJH/zV2fj6qi89c3DdXlkVxfZ4ny84MUdHe9W6vt3cwhJV5a5tfR826/8l62caLd4tvU4+fD+zYavvy1brTm6mC0usDOg2DKN0ORh7Csi7tWDJdhWvLnfx/Xdv0dM/QVu9J+HfHE8wb15TDaWQjU/NcbV3nHuaK/IitfvhtkoALtwYzXJJRLYvtiamuyfI//j2ZRx2KyXF9sTt1aFamqo13Unyx0ZJLvwDk0zPLmC3Wvkf3zX50fu3GBiZ5oOrw/y7v/oxAJ872c6/+scP8rmT7fGpfrE+39zCUnwz8pWiOQB2tiYyWf8vWT9Tay9zS86PgBmG8QWg1DTN/2oYxm8DrwBzwA9N0/xWdku3fYl2Ffd5izF7ggyOztDRXsXf/OgqP/tEO7eHp+gdmqKpppQydxFnPxzGU+zQHF6RZWc+HCYCdO7Pj6yC1RUuaivdXPIHWVwK52zKfJGV1q6JKStxMjIxi9tlp8Rl56cf34t/cJL+4Wla68u4p7mcjlZvtostsi0bJbnweV1c8QeZnV9kYSnMo0ca4nu2NraUcqV3nJaa0nVBUVudh5OdzQTGZrg9NMVPPtrG4OgMvYNTtNZ5aK718N+/ZbK/pTxlmQoT9TO19jL35GQAZprmTeDh5X9/ZcXjL5A4OUdeWbnHCsAf/u15AsFQ/A6JzWKhb3gat9MOETh9aSg+JP7m2T5lshFZdsaMrv96IE8CMICOtkp+eKaX630T7G/OzU2jRWKSZe795ON74xndnA4bTTWl1FW5cRVZafGpfZL8lCzJRXGRnRKXg0AwlHBD8u5rI+xvLl/33Q+HI0QiYbqvjeAtc/Ktt24C8LGHWnj9x7288UE02/WN/vGUZipMtImz5Bbdfs2icDhCOByhrtKFz+sCoKu7n4c76rFZLQQn5/APTq7LLtV1YTBbRRbJGVOhBS77x2ir81BVXpzt4mzZ4T3RaYjnro1kuSQim0uWUa0vMLXq52u3x3n34iCL4YhuEEreio0ePX28lbb6Mh67r4FjB2vp6u4nODFHQ3VJ0g3Ju7oT981OHK4DYGBkJv68wZHppBsqp5KCr9ylACwHPHigNj6PPhyOYPpHmQotMDY5R12Ve91c3tiGeyKF7IOrwyyFI3Qa+TP6BXCwzUuRw8ppc4hIRI2j5K6N1sT0Dk3hLXPidNhWtVPXb0+ofZK81lJTGl/P9YkHm7g1OInDZo0mzKhwJd2QPFnfbG1Q99OP72VobHvHkN0nJ6cgFpqWmlKeeqCJphoP126PMzoxy77mCm4NTnB7KExHe1V8b4lwOLJqwz2RQnXmSgCATqMmyyXZHqfDxpH2at6/PMTtwDRNGi2QHLXRmpiWeg9WiG8kG2unPG6H2ifZFW4OTNJ1YQAscOxgLZ6SIqyWCO1N5QkzVW/UN1s7JXBieg7/wPaOIbuLArAcEaucnzjWxM3BSb78F6dXzS+OZsqJzjtWJhspdLPzi3TfGKWxuoS6Sne2i7Ntxwwf718e4r3LQwrAJKclWxNz9B4ff/L33evaqV/57JFsFVUkZdauffQPRL/fzz3bCcDb5/o33Aw5mVhwtZUNlWV3UwCWIVtdCBkOR+I7p680t7CExQK//cVOmrXAWQrc+eujLCyG8yr5xkpH2qsosls5dWmQTz2+B4tFU04kNyXKqPZIRy1vJ2mnLlwfVQZEybq7TT6RbO1j14VBPney/a6zDCpToSgAS7O16Xs3SzO62Zz71lqPhqel4J1ezn6Yb+u/YoqL7HQaProuDHLl1hhGizqskrvWTp+yWi08//LlhH97qWeUgWADdcuJpUQyabt9rkQ26ofF1milIsugMhUWNiXhSKPYEPZ3T/npGZjgu6f8fPmF0/iHppI+JzbnPhHNDRaBhcUlPrg2QnV5Mc15fLfw8SMNALxxrj/LJRHZmlj7s1E75atw8eUX3t+wnRNJh530uRLZTj8sFX0y9esKkwKwNNpoCHsj2sVcJLkLN4PMzS/Rafjyeuqe0VJBjdfF+5eHmJldzHZxRLYlWTtVXGRncmZB26VIxu20z5WI+mGSbpqCmCYrh7CdDhveMifBiTnmFpbiQ9gbZcvR3GCRxN69FG1Mjx3Ir+yHa1ksFh4/Us+Lr13n1KVBTt7fmO0iiayyaTv1xU6+/Y6f/uFpfF5XPFsvsGk7J5JKW5k2uJ3v4tp+2OE9lTx6b72m1krKKABLk3A4wsG2CppqSpmd336aXs0NFllvbmGJH18ZxldRzN76smwX56490lHP375+ndc/6FMAJjljq+toWnylVJc76RmYoPvayKrRB02Zl0zaaMuEnX4XY/0wf2CKru4B/svXL+x4XZnIWgrA0ujQnir+6Gvn7ipNrxowkTvOLXfyHjrYlNfTD2O8Hif3tVdz9uow/sFJWmo92S6SFLi16bd7BiZ49cxtnnu2M2Gn88EDtfzgvV6l05asS0dq9+3WB5Gt0hqwNLpwfSRpml4R2b5TF6PTD48f3D2duyeORpNxfP/9W1kuicj219HEpmo9fbyVtvoynj7eqs6pZEU6voupXFcmspJGwNIk1fORRQrdzOwi566N0Fhdsqs2Lz7SXkVtpZt3LgzymY+0U1HqzHaRpEDttN3SlHnJFan8LqofJ+mkEbA0UTp5kdT68YcBFpfCPHQwv5NvrGW1WPjEg80shSP86ExvtosjBexu2y21a5IrUpUeXv04SRcFYGmkNKYiqRObfvjQod1Xfx7pqKPU5eCVNesXRDJN7ZbIHaoPki6agphGSicvkhqjE7NcuDnK3oYyar3ubBcn5ZwOG0/e38g3377J2+f7OflAU7aLJAVK7ZbIHaoPki4KwNJMc+NF7t7rH/QRicAT9zVkuyhp89EHGvnOqR6++94tnjjagM2qCQqSHWq3RO5QfZB0UAufIaq0IjuzFA7zxrl+iotsuyr74VrlpU4evbeeoWCIdy8NZbs4Imq3RFZQfZBUUgCWhNWa23sM5Xr5RFLltBkgODnHiY46nEW2zZ+Qx555uBWb1cI3376pxl7umtoJEUmFRNcSXV/uTk5OQTQM4zjw+6ZpPrnm8U8CvwMsAs+bpvknqX5t/9AUXRcGuNwzlpM7nud6+URSKRKJ8K13erBY4BMPNme7OGlXXeHiREcdb57r531ziId28YifpE++thPxcvvHONCSP+UW2a0SXUuAvLy+5JqcC8AMw/hN4Flges3jDuA/AA8u/+4twzBeMk1zIFWvnes7nud6+URSrfvGKP7BKY4dqNmVyTcS+akTrbx9foCX3r7JsQM1WC26yyhbl6/txLpy9+dHuUV2q2TXkuOHa3n9bN+qx1RPty8XpyBeAz6d4PGDwFXTNIOmac4DbwKPp/KFc33H81wvn0gqhcMR/uaVq1iIBiWFosbr5vihWm4HpjljBrJdHMkz+dpO5Gu5RXarZHVyenZxVWp+1dOdybkRMNM0XzQMoy3Br8qA8RU/TwLlmx3P63Vjt29t3chlf/Idz30+z7rHEz2WTtst305l+rwyZbeeV7psp+5sx1Y/h+903aQ3MM1HH2ymsyO72Q8z/d35hU8e5tSlQb7+1k0+8cgebLbt3yvLt+97vpV3I+mqOzEbvVeZaidSLV/LvVO78ZxSId11Zy19Don5fJ6kdTIQDOEtczIwMhN/bLfW07VSeY45F4BtYAJYeeYeIPG3Y4VgcGazP4k70FJBT//EuseNFi+BwOSqx3w+z7rH0m075dupbJxXJuTzeWXroradurNVW/0chsdDPP9SN84iGz/5UEtWP7tsfHccwONH6nntbB9//8qH206/n2/f93SVdzfVnZjN3qtMtBPpkK/l3ol8qJ+7se6slQ+fQzbE3pdkddLnddF9bWTVY7uxnq611e/LVutOLk5BTOYScI9hGJWGYRQBTwBdqXyBXN/xPNfLJ5IKi0th/vSli4TmlvjCR+/B63Fmu0hZ8dOP7sFht/L1N28wv2YaiEgy+dpO5Gu5RXarZHWypNi+amqi6unO5PwImGEYXwBKTdP8r4Zh/DrwXaKB4/Omad5O5Wvl+o7nuV4+kbsVjkT4829d5krvOMcMH48dqc92kbLG63HysWNNfPsdPz86c5t/cLwl20WSPJCv7US+lltkt0pWJwFcTofq6V3KyQDMNM2bwMPL//7KisdfAl5K52vn+o7nuV4+kZ2aX1jiz16+xHuXh2hvKOMXf+oQlgLPAPiTD7fy2o/7eLnrJo/cW0eZuyjbRZI8kK/tRKzcmhomkhuSXUvy8fqSa/JpCmJG5fqXKtfLJ7JVi0thTptD/O7z7/Le5SHuaSrn137uvnVTHwpRSbGDn3lsD9Ozi3ztlWvZLo7kGbUTIpIKia4lur7cnZwcAROR3WV4LMS7l4foG50hMDpDaG6J2flFQnOLhOaWCEciWCzw8WPNfPbJvTgymAUr1z3V2cib5/t583w/xw/XcritMttFEhERkbugAExE0mZ8ep6//tFV3rkwQOxemcUCriI7LqeNCo+TuiobbXVlPHm0gUaf5pGvZbNa+YWfOMC/eeE0f/rNi/zelx7Co6mIIiIieUsBmIikXDgc4bWzt3nxtevMzC3SXFPKx4418fgDLUQWFgp+bdd27akv41OP7+HF167zhy+e5zc+f1RTNEVERPKUAjARSanrfRO88D2TnoFJXE4b//Dj+zl5fyNWqwWf10UgsJjtIualn3i4ld7ANKcuDvIHf/MBv/ypjrSOhEUiEfpHZjh3bYSbAxOMTs4RCUcoL3XS3ljGwVYvLTUerNbtB9Oz84tcvBnkUk+QgdEZwhGwWaCu0s3BNi8HWry4nGqeRERkd1ILJyJ3bSkc5mrvOK/8+DbvXRoiApw4XMvPn9xHeWlh7uOValaLhV985iALi2HOXAnwO8+/y888toeHD9VSXJSaS/nM7CLX+8fpvj7K2Q+HGRoLxX9nsUTLsBSe4MyVAAClLgf37avi6L5q9jWWJ/2sl8Jhbg1NceXWOOevj2D6gywu3VnAHcum1X1jlB+c7sVmtXBPUzlH2qu5d28l9VUlOwr0REREcpECMBHZttPmEJf9Y0yFFhibnMM/NEVoLjqy1VxTyhc+dg9GizfLpdx97DYr//RnO/j2Oz289NZN/uI7Jn/5gw9pqS3FV+GitNiBu9iOx1PMzMw8FqKBk8ViwWKJTg0NhyMsrfhvOrTA+PQ8gbEQAyMz8bV6ziIbnYaPo/uq2d9cQVV5MRZgbGoe81aQSzeDnLs+wlvnB3jr/AAA5SVF1Fa6KS6yUeSwEZpdYGJmgaFgaNXGnS01pRzZV8W9e6torimludGLvzfIraEpum+M0n19hMv+MS77x/jrV6DIYaWxupTq8mJKXA7cTjtOh5XHjjQU7EbdIiKSvyyRiNJIioiIiIiIZIL2ARMREREREckQBWAiIiIiIiIZogBMREREREQkQxSAiYiIiIiIZIgCMBERERERkQxRACYiIiIiIpIhCsBEREREREQyRAGYiIiIiIhIhigAExERERERyRAFYCIiIiIiIhmiAExERERERCRDFICJiIiIiIhkiAIwERERERGRDFEAJiIiIiIikiEKwERERERERDJEAZiIiIiIiEiGKAATERERERHJEAVgIiIiIiIiGaIATEREREREJEPs2S5AugUCk5F0HNfrdRMMzqTj0Fml88o9Pp/Hko3XTUfdycfPQWVOv3SVdzfVnZh8+2x3YrefYz6c326sO2vlw+eQDXpfEtvq+7LVuqMRsB2y223ZLkJa6LwknfLxc1CZ0y/fyptNhfBe7fZz3O3nly/0OSSm9yWxVL8vCsBEREREREQyRAGYiIiIiIhIhigAExERERERyRAFYCIiIiIiIhmiAExERERERCRDFICJiIiIiIhkiAIwkQywWrOypYqISE4ZGJ3hT795kfHp+WwXRURyRCH2kXb9Rswi2eQfmqLrwgCXe8Y40FrBicN1tNSUZrtYIjkhXj/8YxxoUf0oBN855eft7gGsFgtfeuZgtosjIllUyH0kBWAiaeIfmuLLL5xmbmEJgJ6BCV49c5vnnu0smAuMSDLr6ke/6sduFw5HOPthAIC3zvfziQebadJnLVKQCr2PpCmIImnSdWEgfmGJmVtYouvCYJZKJJI7VD8Kz/W+CSZmFqirdBMBXjvbl+0iiUiWFHoboABMJA2sVguXe8YS/s70BwtyvrNIjOpHYTpzJTr69anH9wAwEJzJZnFEJEvUBigAE0mLcDjCgdaKhL8zWryEw5EMl0gkd6h+FKZrfeNYLRbuv6easpIihhSAiRQktQEKwETS5sThOpwO26rHnA4bJw7XZqlEIrlD9aPwBMZCVJY5cdht1HhdjIzPsbgUznaxRCQLCr0NUBIOkTRpqSnluWc76bowiOkPYrR4OXG4tiAWl4psRvWjsMwvLDE2Nc/BVi8AtRUurvaOMzIxS63XneXSiUimFXoboABMJI1aakppqSnFarUUxJC6yHbE6ofP5yEQmMx2cSSNhsdnAfBVuACo8Ub/PxQMKQATKVCF3EfSFESRDCi0C4uIyEqBsRAAvopiAGqWg66hYChrZRKR3FCIfSQFYCIiIpJWdwKw1SNgg0rEISIFSAGYiIiIpFVgLPEUxIBGwESkACkAExERkbRaOwJWUuygpNhOYHltmIhIIVEAJiIiImkVGA/hctooKb6T+6u81MnE9HwWSyUikh05nwXRMIzjwO+bpvmkYRg1wJ8AXsAGfNE0zWtZLaCIiIgkFYlECIyFqPO6sVgs8cfL3A76hqdZCoexWXU/WEQKR05f8QzD+E3gT4Hi5Yf+b+B/mKb5BPAvgQPZKpuIiIhsbmJmgfmFcHz6YUypuwiAqZmFbBRLRCRrcjoAA64Bn17x86NAk2EYPwD+IfBqNgolIiIiW7N2/VdMmdsBRAM0EZFCktNTEE3TfNEwjLYVD7UBQdM0P2YYxu8AvwX8zkbH8Hrd2O22tJTP5/Ok5bjZpvMSSF/dycfPQWVOv3wr70bS2e5A/r1XF26NA7CnuWJV2euW/2112NadU76d43bt9vPbqXTXnbX0OSSm9yWxVL4vOR2AJTACfGP53y8B/9dmTwimaY8Rn89DIDCZlmNnk84r92TrQpiOupOPn4PKnH7pKu9uqjsx+fbZAlz3jwLgsllWld1GdPPVW33jNHrvjI7l4zluRz6c326sO2vlw+eQDXpfEtvq+7LVupPrUxDXehP4yeV/PwFcyGJZREREZBNr9wCL0RREESlU+TYC9hvAnxqG8cvAOPCFLJdHRERENhAYC2EBqsqLVz3uWU7CMTmjVPQiUlhyPgAzTfMm8PDyv3uAj2e1QCIiIrJlgfEQlWVO7LbVk27KSqIBmPYCE5FCk29TEEVERCRPLCyGCU7MrZt+CHemIE5qCqKIFBgFYCIiIpIWIxOzRIDqBAGYy2nHZrUwoSmIIlJgFICJiIhIWsT3AFuz/gvAYrFQVlKkKYgiUnAUgImIiEhaJNuEOcbjdmgKoogUHAVgIiIikhabBWBl7iLmFpaYm1/KZLFERLJKAZiIiIikRbI9wGI8sUQcIU1DFJHCoQBMRERE0iIwFsLpsMUDrbVKiqOPz8wuZrJYIiJZpQBMREREUi4SiRAYC+GrKMZisST8G3dxdDvS6ZDWgYlI4VAAJiIiIik3FVpgdn4p6fRDgBJXdARsWiNgIlJAFICJiIhIym22/gugdHkK4tSsRsBEpHAoABMREZGU2ywDIkCJKzoFUWvARKSQKAATERGRlIsFYNUJNmGOcS+PgGkNmIgUEgVgIiIiknIDozMA1FW6k/5NSSwJh6YgikgBUQAmIiIiKdc/Mo3dZqG6IvkIWDwJR0hTEEWkcCgAExERkZSKRCL0j8xQW+nGZk3e1dAImIgUIgVgIiIiklLByTlm55eoryrZ8O9sVisup01p6EWkoCgAExERkZTqH4mu/6rfYP1XjNvp0AiYiBQUBWAiIiKSUv0j0wDUV28egJW47FoDJiIFJecDMMMwjhuG8eqax75gGEZXlookIiIiG4iNgDVsMgURoKTYwdzCEotL4XQXS0QkJ+R0AGYYxm8CfwoUr3jsKPCLgCVb5RIREZHk+oansQC1W5iCGM+EqHVgIlIgcjoAA64Bn479YBhGFfBvgX+RtRKJiIhIUuFIBP/QFLWVbpwO26Z/H8+EqM2YRaRA2LNdgI2YpvmiYRhtAIZh2IA/A/5XILTVY3i9buz2zRuAnfD5PGk5brbpvATSV3fy8XNQmdMv38q7kXS2O5D771VfYIrQ3CIPHarbUll9ldFpio5iR/zvc/0c79ZuP7+dSnfdWUufQ2J6XxJL5fuS0wHYGp3APcD/S3RK4iHDMP6jaZobjoYFgzNpKYzP5yEQmEzLsbNJ55V7snUhTEfdycfPQWVOv3SVdzfVnZh8+GzPXBwEoM5bvKWyWiLRtV+3+yfwlRblxTnejXw4v91Yd9bKh88hG/S+JLbV92WrdSdvAjDTNN8FDgMsj4r91WbBl4iIiGRWz0C0k9JWt7WOSElxbA2YpiCKSGHI9TVgIiIikkduDkxgAVpqtxqALa8BUxIOESkQOT8CZprmTeDhzR4TERGR7ApHIvQMTlJb6cbl3FoXIz4CpiQcIlIgNAImIiIiKTEUDBGaW6KtfutriO6koVcAJiKFQQGYiIiIpMTNgQkA2rY4/RDuTEGc0RREESkQGZuCuJw44zDwHaDFNM0bmXptERERSb94Ao76si0/JzYFcUojYCJSIDIyAmYYxueAl4D/BFQBXYZh/KNMvLaIiIhkxs3+yeUEHKVbfk6Rw4rdZmE6pBEwESkMmZqC+FvAI8CEaZpDwP3Acxl6bREREUmzWAKOuio3xUVbn2BjsVgoKXZoDZiIFIxMBWBLpmnGdy8zTbMfCGfotUVERCTNhoIhZueXtrz/10olLofWgIlIwcjUGrALhmH8KuAwDOMo8E+Bsxl6bREREUkz/2D0PmvrNhJwxJQU2+kfmSYciaS6WCIiOSdTI2C/AjQCIeB5YIJoECYiIiK7QN/wNACNvq2v/4opKXYQicDsnEbBRGT3y8gImGma00TXfGndl4iIyC4UC8Aaqku2/dxYe9hF0AAAIABJREFUKvopTUMUkQKQkQDMMIx/AfwOUL78kAWImKZpy8Tri4iISHrdHp7G5bRRUVq07efGN2MOKRGHiOx+mVoD9i+Ao6Zp+jP0eiIiIpIhi0thhoIh2uo8WCyWbT9fmzGLSCHJ1BqwS8Bghl5LREREMmgwGGIpHKF+B9MPAdzLmzErFb2IFIJMjYD9AXDeMIx3gPjtLdM0v5Sh1xcREZE06Y8l4NhhAFbiinZHNAVRRApBpgKwfwv8f0BPhl5PREREMuRuEnAAlC6PgCkJh4gUgkwFYHOmaf5ehl5LREREMmgwOANAbaV7R8+PJeGY0RREESkAmQrA3jQM498B3wbmYw+apvl6hl5fRERE0mRkYg4LUOlx7uj57uLYFESNgInI7pepAOyBNf8HiABPZej1RUREJE1Gxmep8Dix23aW26tESThEpIBkaiPmk5l4HREREcmspXCY4OQcexvKdnwMt9OOBSXhEJHCkKmNmB8GngNKiW7CbANaTdNs28JzjwO/b5rmk4ZhHAX+EFgC5oAvmqaZl+ntrVYL4XAk28UQEdkyXbckkbHJecKRCJVlO5t+CNHvlrvYzvScpiCKSGrlYtuVqSmIzwP/D/ALwH8CPg2c2exJhmH8JvAsML380B8A/8w0zbOGYfwS8FvAr6ejwOniH5qi68IAl3vGONBawYnDdbTUlGa7WCIiSem6JRsZmZgFoKq8+K6OU1Ls0AiYiKRMLrddmcyC+OeGYbQBQeCLwPktPO8a0WDtheWfP2+aZv/yv+3AbKoLmk7+oSm+/MJp5haWAOgZmODVM7d57tnOnPlCiIispOuWbGZkPNoUV5fdXQDmLrYTHJ5LRZFEpMDletu1s9Wy2zdrGEYlYAIPm6a5RHQa4oZM03wRWFjxcz+AYRiPAL8K/If0FDc9ui4MxL8IMXMLS3RdyMtZlCJSAHTdks2kbATM5WBhMbzu+yYisl253nZlagTs3wNfJTqa9a5hGP8QOL2TAxmG8TngfweeMU0zsNnfe71u7PZNY70d8fk82/r7y/6xhI+b/uC2j5VOuVSWVNqt55Uu6ao7+fg5FHKZM3Xdysf3OJl0tjuQe+/V9Hy0k7OvrequylZV7gJgamY+584x1Xb7+e1UuuvOWvocEtsN70s62q5Uvi+ZyoL4N4ZhfM00zYhhGMeA/cDZ7R7HMIx/BPwS8KRpmqNbeU5weXPIVPP5PAQCk9t6zoGWCnr6J9Y9brR4t32sdNnJeeWDfD6vbF0I01F38vFzKPQyZ+K6la73eDfVnZhc/D7eHoyWx7K4dFdli2Wwn5pZIDy/e5Nx5OJnuNZurDtr5cPnkA275X1Jddu11fdlq3UnU1kQn1/+f+yhCBAyDOMS8Cemac4ne+6KY9iIJvDwA3+7fKzXTNP83bQUOg1OHK7j1TO3Vw2JOh02ThyuzWKpRESS03VLNjMyMUtJsR2X8+66FCXLmzFPzszjvouMiiIiud52ZWoK4hJQCfz35Z8/D3iWH/9j4EvJnmia5k3g4eUfK9NXxPRrqSnluWc76bowiOkPYrR4OXG4NicWA4qIJKLrlmxmYnqe8tK7D5himzFPzixQqwBMRO5CrrddmQrAjpqm+WDsB8MwXgJOmab584ZhfJChMuSElppSWmpKc3JPAhGRRHTdkmQWFsNMzy7SUnv3U9ZiAdjUzKaTYkRENpXLbVemsiCWGoZRt+LnGsC1/O9MBYE5Jde+CCIim9F1S9aaXA6WykqK7vpYJa5od2BKe4GJSArlYtuVqeDnd4HThmG8TTT9/DHg1wzD+FfA9zNUBhEREUmh8enlAMydggAsPgVRI2AisrtlZATMNM2/Bu4DvgL8N+AB0zT/jmhSjR9mogwiIiKSWhPLAVh5aSoCsOURsBmNgInI7pax6X+maQ4Df7fmsVHDMP418FKmyiEiIiKpkdIRMJdGwESkMGRqDdhGLNkugIiIiGxfbAQsJWvAirUGTEQKQy4EYLm3Mk5EREQ2FZ+CmIIAzGG3UWS3KguiiOx6uRCAiYiISB4aT+EIGESnIU5qDZiI7HIKwPKU1aqZmyK7heqz5KuJ6XksgMftSMnxSortGgGTXUfXeFkrF/bg0rdyG/xDU3RdGOByzxgHWis4cbhu1a7eubjZnIgktll9Fsl1EzPzlLgc2G2puZ9bUuygNzBNOBxRp1Xy3rprfEcdLT5d4yVDAZhhGHbgaaCSFQGXaZp/AZzIRBl2A//QFF9+4TRzC0sA9AxM8OqZ2zz3bCeAOnIiKRRvOP1jHGjZXp3ayo2Qjeqz6q7ki/GpebweZ8qOF8uEODO3SKkrNaNqIumy0bU+2TX+Myfb2d9Uoet8gcvUCNhXgFbgEneSbkSAvzBNczZDZcg7Kyv2rcAUPzjdG6/ITocNb5mT4MQcb57r59TFgfi8eXXkRO7OuoazP3GdWtv4bmdEq+vCQPz4MXMLS7x3eYi2Oo9GsiXnLSyGmZlbpLXOk7JjupczIU6HFhSASc7ayrV+7TU+1m+7fnuCl968wW98/v5d3UfTjKyNZSoAO2Ka5oEMvVbeW1uxO/ZW8dqPbzMUDGG1WjjRUc/s/CKBYIiO9irsdised1E8AItV8vcuD9FSU6pKILKBRPUjWXDUdWGQlprShNNKLBbW3e18+3w/zz17jDqva91rXu4ZW/fYiY56AuOz/O7z72kkW3JebL+uVCXgACgtjgZdU7ML1KbsqCKps5XZCyuv8Wv7bWHg4Y56Tl0azJnreyr7iVu9EVnofdNMBWCXDMOoN02zP0Ovl7fWVuyBkWku3QxydH81DoeV5loP718ajP9+cHSG2ko3B1q9DIzOrKrkY9Pz/ODMbbrOD7C/pVydOZEVkjUSiYKjGNMfxB9I3Ph+8vE9nLi3nuBEiL6RaR46VM/IWIg//vtuDrZ519W/jr1eegYm4j+f6KhfVbc1ki25LrZflyeFI1UlrtgI2GLKjimSSlu5Qffe5UFqq9z0DEysu7b7BydxOmyc7Gzi2+/66dhTSWvt6lkPmwUnqQpeErWDPt/OR7S3Epxq7XNUpgIwN2AahtENxKccmqb5VIZeP2/EKvbaOyaBsRAHWys5f2044e9D84t89uQ+vv769VWV/H2HjWMHa/nuKb86cyLLNmskDrRWrAqOYg7vqaSrO3Hje6Nvgqu9YzzzyB5K3U7OXx3GV+miudbD99+7xetn+/jlT9/LhesjXO4Zo72pnCeONvDmuX4cNiuz84sbNuoiuWZyOQBL5VTBkuURsJlZpaKX3LOdG3SPHmnA43YkvbZPTM8zv7DEN966SWAsxKE2L4f2VMXbiFhwsnJKeiqDl2Tt4O/90gl8pTsb1d5KcKq1z1GZCsD+TYZeJ6+trNiJ7picuRzgZGdT/PfnrgYocTkITswxODrDwkI44Rd/dn4Rp8OmzpzIss0aiROH63j1zO118/cfvbee//L1CwmPGQiGeOhQHS++cnXdnc5H7q0nEoE/+tq5VQ2P02Hj8x/bzxV/kKFgKOFxTX+w4KdqSG6ajgVgKUpBDyvWgM1qBExyTzgc2fINuq7ufn7iRBvnrw4nPFZvYAoi0XYCoLnGs66NePXMbU52NhOJhOnYW8V/TvD7nQYvydrB18708tkn9m77eJsFp1arZdO2t5Bkah+wSJL/ZIVYxXY6bBveMSkvLaKm0sX+Fi9Fdhsd7VV87KGWpB24QDCEtyyapSpWCUQK1VYaiZaaUp57tpOnj7fSVl/G08dbee7ZTuq8Lg60ViR8bkN1CcGJ2YT1NgIsLSW+QTIyPsuvfvpeDrZ5Ex7XaPEq+JKcFFt3nNIRsOVjxYI7kVxz4nAdTodt1WOxG3Qr25ZwOMIP3vXjW7MGOKapppTB0Zn485P1+0bGZ1hYDCedfdF1YXDb57BRO3jxxuiO+omxPmwiRku0fdus7S0kmRoB+9cr/u0AjgBvAK9n6PXzxiMddQTGZgkkCaZ6h6Z4+njruqmGHreDe/dVx++krOTzuui+NgKoMyey0R3MlfWjpaaUlppSfD4PgcCdepVsdKyqwpX0TuetwUmqy13xv41lMJ1bWML0Bzc87onDSkUguWk6DVMQVybhEMlFsRt0XRcGMf1BjBYvJw7XLt+gW722d25hieIie3wWUozTYaPMXRR/zFvmXNfvi7UVtZVuzl0dSVqencyS2KgdPLSncsf9xI3asa22vYUiIwGYaZonV/5sGMYe4D9k4rXzSWxu7/j0HE21pQmDqdoqN+NTcxzeW8XC4hIOu5UPb40xObNAbaU7YSUvLrIzt7CkzpzIsp0EO1arZdXo2DsXBhgam6XIbsVms/LD929xeE9lwnrb5CvFVWzn4w+1MDoxG89gWlxkx+N2EA5HkjbqhTYtQ/JHetaARbslM5qCKFm0WUATu0EX+zv/0BRffeUqFot1XT/sjDnE//SJ/Vy8OcrA8Aw+r4vykiLC4XD8b6dDC3QcroouJ1kKr06oNjXPvqZyZmYXmV9cit+8i9lp8JKsHfzIA03bfj9Wvi8btWO60XhHpkbAVjFN84ZhGFtKS28YxnHg903TfNIwjH3AfyM6fbEb+BXTNMPpK2nqJfsSr12YWFdZsq4Se8ucdBo+zl0bYXgsRFNtKW11ZXhKHNRUlPDjywH++c/fx7mrI5j+IPsay6mpdPNO9wBPH29VZ06y5m42NU6H7QQ7F2+M8GNziOt9EwwMT7OnwcN9+3wshiMMj4doqinFV+niwYM1NNd46L42sq5xaasvIxyJ8HevXlu3PuxXPntkVbm0dYTki3SMgLmLNQVRsme7SS5iwVes/xZLkDY3v8hQMERtpYs9DeVc7R1nZGwWo7UCb5mLa71j0Rtx+6pobyinZ2CCK/4xOtqr2NNQzktv3Jnl1BuY4rEj9TiLbPFlJ8VFdrq6+ykptvORow07Otdk7eChPVXxWR87SfqxUTumG413ZCQAMwzjz7mz5ssCHCQaQG32vN8EngWmlx/698C/NE3zVcMw/hj4GeDvUl/i1NvsS/ze5cFV05K6uvs50VGP3WZhOrRAW2MZpcUO/vybl1Z14E5fGuKTj+/lG29c5wtPGxxsruBgc8WqL/4/eKiZxcW8ilNlF9nqpsaZtpVgxz80xY/O9HLqwp2EOM21Hv7L30cvX94yJ6cvDQHwycf3Eo5E+MgDjQQnZhkcDVHjddHWUM7Lb99gX1NFwvn7F66P0tG6ev1XrDwKxCSXpWMEzOW0YbValIRDMm6nGfpWJpYIhyO8da4Pp8PG40cbWFyKrFoyUldVwhmzh4bqUoKTswyOzhAYDbGnoTy+Hsxhs65qK0501K9qg2I37774EwfpG57ixdeuUVfp4sED2w9kNmoH7zZjYbK2SzcaozI1Avbqin9HgL8BfrCF510DPg28sPxzJ/Da8r+/DXyCPAjANvsS+wNTBMbnVt3ZOHVxAIDZ+SWGgiHsdisOuy1hB64vMEWRw8rVW2M83lEH3Lkro70WJNtyPetRsgbAbrfy3uVBpmfvLIx2OmzMLyxy7GDtqs3Qi4vs9PSPc7knyCcf20tobpHqChd2u5VwOExJsSPpus5E8/dVdyUfTIUWKHJYKVqTkOBuWCwWSl0OprUGTDJsJ21VNJlFcN3jsa1JqiqK48cscTlobyojHAnTH5jh6YdbGRyd4dbAFD5vMccO1nBrcIow8OiRBrq6k29RsrAUZmJ6jpHxOzkDfnSml6ceaNpRW5GoHUx3213IwRdkLgD7gmmaT2/3SaZpvmgYRtuKhyymacY+sUmgfLNjeL1u7PbUNQ4rbXWzuq+tuPsRM7ewxLuXh3C5i/jyX5yOr9GaX4zOBf7UE+2rhqA30js0RVt9GT0Dk/EyXbwxknR/h0N7qlJyXvlmt55XuqSq7lz2J896lIufyRtnb/P2ub74GpThsTuBU2w6ybe7bsYzwK3cVLPENcUVf5DzK6YhOh02jh+uZXp2MeH6sEN7KqmqutOY3U3dXSkX39uN5Ft5N5LOdgdy570KzS1SVuJMeXk8bgfTocWcOc902M3ndjfSXXfWWvk5bLetunhjhLc+uE1tVQk9A+uv7XsbyzBXZP376cf38NXvfwjAxx5q4ZXTt3DYbexvruClN26sG+E60VHPtdtjCW/eneio5+W3bq57TnOdh87D9dt4BxLz+Tx513ZnQirPO1MBmMswjGbTNG/d5XFWzqPzAIm/HSsEgzN3+ZKJrc2Mloz1/2fvTsPbys4Dz/+xExtJkARAUiQoaruUqFKVllpYi6pU3stLElfFTuIuT+LuTLrHmenOk36SqUymO8lMP548nfRMujsZpxO703HSiadtJ7Yrtqvarr1KtWgriZR0VZQoQlywkARJgABBbPMBBESKIAVKxMr398EuAeDFucA5OPe955z3aDUMXZsp+NwHN2ZJpTIkUmkeOdSZv6O+Z08zwdlofj7xo4c6AA1LyVThBf4uGxeuTnHfXme+TC+95y0Y9L303o0NN9gr9rxqTS2fV6V+6Laq7fR5mhmdLJz1qNq+k8HREH/8rfNAtl3t39mCUa9lLBhh4GAHiWSKtwd97PM48nPw0+lMfouIhVgiP+9/KZnOTyleWExiMxsLJsl5oM+16nO407a7Uq3V91KVt9bbTiHV9N3OLSzhdpi3vDw2sxHfdJRAYB6Npv5SU1fTd7ieemw7t7r1e9hMX7VyZtMzT+7l/SvBNb/tLY0N9HY2spRMkUim8PrC2dkTiSQXhqfY53HQ2tjAzC1JNSD7m59IpdCQob3Vsurab6OU9cM35piejtzV6FLuc6mlvrscim23xbadcgVgTuC6oigBIEZ2HVhGVdXN7vR2VlGUJ1RVfQX4BPDy1hZz622UdvO+vU7evejPb7qcSKV57N4dtDWbeO9iAK1Ww9Mn9uCfXmBhMYGz2VzwAq7TaeP05QD3H8hmkSlmn6PtPvQryqeWsh6dvZJtR06HmfHgAueHp+jpsPPMk3v57qtrE2gMHOzgzfMTQHYk2m4xcnS/C68vvGp64nggwuT0wqqpi/u6m3n0UMeqqRzSdkWtSCTTxJdSW7r+K8dmMZBavrHRYKxIrjCxDW2mrzo5lF0m4nHbGJ2c49h+NxkyjPkjOB1mzCY948EFMhkw6rOJmHraG/n2y8Or+hGPe/2Ldd90lCN9bpqsJi5cnSYWz87KKJSyPmdyaoEXT3nZ1+W462mCtdR316Jy/bJ9fL0nFEU5oqrqmSKP8+vAnymKYgQuAd/aisKV2nqV+GCvg7nlObyJVJrPPrGHkYk5xgJhdris9HY2kUql84svV2XXmY3hcdvp6bAzEYzw5WcOcbDHkb9Ak70WRLWohaxH3mCE969OYzLoSaUS/GDF1A7/TJR7dhe+27i4lMzfFHE6zNgtxlV/mwvUPv1YLyaDjpMXfOzf6eCZJ3bT0WJZ0xal7YpaESlBAo4cuyU70rsQS0oAJsqm2L5Kq9XQZGvg8D4nS8k0/pkY/pkoh/c5gQzBUIydnY28s2LjZP9MlGQyvaYf8c9EOdLnLDi7ydVsJhJN8uN3b/Dpx3ZxfWKOwGyMzlYrBoO24N90u22MB2N8++Vrd53oqhb67lpWrn3ARjd4+s+BIxv87XXgoeX/vgI8vqWFK4P1KvFcNEGDQUcwFOPRQx2r1nz1djZi0GkYDy4UzK6TXW+i54Z/gcfu7cSg1fDNl4fzi/b7d7Xmg77cZn4LsYTcuRAVsd6mxpXmDUS4MjbLt1++itGg5fA+15qkG/s8zYTC8YJ/HwzF8tlLe3c0MrmivebEEykmpha4MDzFr//8YcjAG+cn8M3ECmaukruOohbkAjC7ubhpsZtht2aPGY4t0drUsOXHF2I9t8vQNzga4tQlP9cnwzgdZmxmPTqtmWQqTbPdRCKVZjYcJ5laHWw5Gk0E1hm16myzFd7D1aQnElsCYGRijqnQAo/e28X337jGYcWF3WLAajbkp7qbDDo0Gk3+b7YiWcadZiyU2Rq3Vw23lupvgncBt1biG8EIb52fZHImyp7uZhaXkqvS0KfTaUKxFJNTC/kAKvdcPJHi4sgMj97bwWI8wenLAV4+PZZvvL7pBVTvLP/8c/cyFlxgeHwO39QCBw4Uv4BfiHqyXordP/zbsygeB/FECkejiUgswdRsLD/anJsuuMNlpb3Vml/zldPRZsWg09JyoIH3r0wRXyqcNGfMH8FqNvDB2Bw3/GEWFrPH1Wk1vHJugifu68x3lDvb7fzWF4/y1qDcdRTVKxeAWc1bfxnhsJsAmIssbfmxhSjGesHXH3/rfIEZDruwmo3567D2Vgtj/siqvw3Nxzm4O7vRsqPRxGxkiQcPtGPQa9BoySdqCoZiOB1mrA160pnsTb7WpgaczWYsDXreeH+CfR4H3W4bjVYjl0Zm8LQ30uW0EgjFeOvCJF1OG45G022nrW8mSCr2dZLBt3jVEIBtqxA5V4lHfGHSgCYDrY0NTEwvrEpDr9Np6W4309FmXbOe5OTgJL2djXz/jRGWEmkO7s4GVp1tVvZ0NbGwmGQ2HOfSaIiFWIJTl/zZtPT+MG++P1Hx/ZeEKJeNOoOTQz6sZgOBUDbgUjwtpDNpNBoz3W47py6t3Xdl5Zovk0HHnu4mRifCnLsSpLPNilanKTgtpLPNSnA2RiKZLrify+4djfkyrSzrz39oj9xFFFUpPwJm2foRMIc9O+o1tyABmKge7170F5zhMB4IYzTeHMHKBVsr+4JEKk1vZxMGnZZkKs3jh5sYC0QYmYjQ7baj08LFkRmabEYGl7PoHu1z0dlmxWjQrrrJ7vWHGbw6zYmjXTTbTRh0Wn54cpQjiot0OoPTYWbw6jRPHHEW7D9KFSTd7b5h2001BGDbjjcY4W9evEI8keKRQ518b8XUQ68/jN1i4LDiQoOGH7y5NjXpo4c6cDrMhKMJOtusOJvNHNzdirPZzKtnxzmiuGi2w/sfTOF0mPnsE3v4zivD+Wxt1bL/khCltFFnsKuzkcujs/mOsttt54zq51OP9uKfjjK/sFRwC4gmm5G+HgdWs4HezkamQlHeWA7IvP4wTx7twuO2459ZncU0mc6QSKa5EYhwbL971UhaPJEiFI7zVz9SpeMSNaOUI2AtjcsBWKTw1F8hyk2v1+ItkGoeIJ5MMx5cuPnv5eQxK6cVPnxPB4GZBRKpNMFQjAzQYNQzFoysGknLXatBdvTrsOJkPBApGPgFZ2MMXp0GyCd4slsM+XWThaatlzJIqvY9P6uNBGAVcHJ5YeZ6qURbG804HWbG/KsbXW4qok6rZSyQHd7e09XEy6fHADi4u5UjimvNnfvBq9M8eqiD185lLxQlm5qod1qthtfPTxbsDF4+O853XrvGwd2t+KYXcNhNeNx2HHYTN/wRmm0mhsfmVh0rNx1x8Oo0nU4rRr2WUxcDtDY3rHrN3MISaODYfhd2ixFLg77gXi23jqSNr7N2TDouUa1KmYTD0ZidgjgrI2CiSiSTabrd9oIzHJptJrQaVj13Rg3wqUd7mZxawD8Tpb3Vsu5eX2+enyCeSHF9Yo7H7t3Bq2ez13Q97XY0GtZdO5Zbg+ybjrK4lJ359ImHe5mPxNcNqEoVJEkG382rhgBsW6wBy9FqNVxa3jX91lSiuYu49lYL7w351zyeW4+yEE9y3942zl+dzicMaG+1MBuO02yncLa25YAvnkhJNjVRt3JTK2YjS0xOLRR8zcjkPPu6m7kwPMX9B1x0uewMjszgm1qgvc1KJJZA6WnOj2Lltom4teP81KO9jAciPH64C5NRy6tnxoFsuz51KYDRoOWI4rpt9kRHo2ndskrHJarVQikDsOUpiPOyBkxUkQf73av6Ali+MW43EV9KrRrxarIZGZmYJ7ywxLE+F9d94dv2BYFQjH12EyZDdiPqfT3NvHvRR09H4cAvN9UQssHYg/3tPPVA94ZrvkoVJEkG380raQCmKMrxjZ5XVfU14OlSlqHapNMZul12vL7wmnnCAwc7OD8cZCnhoLeziaVkEv9MlA8/4OG1s2OEo9kOz+sP8/6VIF/4uMKP383ubR2aj3NwVytX1tm53DcVzSfykGxqoh6tnFrhcdtob7Otm9r39XPZO47dbjvffvmDfCapXHB14mgXB3e3Ym3QE4sXTkHvm1nAaNASX0oST7Bqj6+Du1tpb7VyYXiqYFlX3rlciCXYtaepYFml4xLVKtcf2Rq2PgBrtBrRaTXMLsgURFE9DvY4+PIzh3j3oh+vL0yX20ajxcjpSwG8gfCqG+WdbVZMJj09HXbevxokGiucoGllX+B0mBmZmOfDD3hob7Vw8do0c+EEiqelcJZEoz7/mMth5mDvxv1FqYMkyeC7OaUeAfvdDZ7LAE+qqnqtxGWoKlqtBrvFmG9MuXnCAItLSaxmA61N2bVcn3lsFzazgcvXZ+jvbaW12cw7FyfpaLHi9YeJxVN0u7MXmfFEitYmM05HvOCFXEebFYfNyEOSkUbUqZVTK/wzMY7udxfstEzLnZbZpKfDacFsamdkYp4dTls+yU1ubr3RoOUTAzs5PzydP47dYmBvt4OOVhvff/0ajkYT9+118fLpG6tGyVqbTBzobS3YHrtcNvwzUY72uZaT7mgKllU6LlGtFhZza8C2PgDTajU0Wo2SBVFUnYM9Dg72ODAadfzO19/j9KUAR/e7uO6bz28T5Gg0cfZKkE8f72UyuEA0lmRnR+OGo1i5gKqn3Uhbk4m/+uHlfH8wFozw6KEO0hnw+sK4W8w02xt44/2b09iPH95Bt/P213alDJJk37DNKWkApqrqiVIevxZl7zCk83fLxwMRPvnITuKJFBeGp1mIJQhHl/jkI70Mj80yPbvI0f0upuaiNFmNKN0OxgML/Mzju/mbF69wbPkiE+Da+Cy7OpvyGXRyTAYdx+/rZH93c4XOWojSunVqRTyRYmZ3pQpLAAAgAElEQVQutiq1b3ubhRZ7Ay++60Wr1fD0id34pqOMTMzTbDfRYNRzRg0wcLCD8UCE44d3MDO/yOnLAY4f7sRo0GI1mxgLhPFPR5mYyq7RXIglWFhM5NvcyinD1gZDwcCqy23H0qBnZGIehx0eP7yDJw/vkI5L1IxILIFOq6HBqCvJ8RutRiamFshkMmg022qlgqhiuWl6S0spdu9oZHhsFq3m5g20eCKFbzqaXeO/mOKGP0IoHOeBfkvBvsDZbOa+fU46nVZm5mKYG/R8MDa36nXpdIbXzk3wyKFO7tvnxGLS8/agj3v2tOFx2zjY24KniOALSh8k3em+YdtRWdaAKYryEPAcYCO75ksH9KiqurMc719tHjrQzle+cRqA1uYGpufiNFp17HDZWEqmaLKZeOHt69itRh69dwffffUqn3lsF99+eRiAjw/0MHQtG2SdHJxk4GAHZpOOK95ZTEY9A/d0EI0n8E1FaW+zYDEZsDZUw3I/IUqj0NSKD27McWhPG0uJNG3NZmxmI+Fo9o76Myf2cOl6KL/nSi74emB5X5b7D7h5/s0RjigunM1apufi3Lu3lf/6wpU1+7w47A2MTt5835VrxnLBWHwpSXB2kb4eB/27Wrg4MsOoL8wRxcXBXkf+zqV0XKJWRGIJbBZDyYKjZquRUV+YWDyJpQTTHIXYjEKp23OjSW9dmMz/zgdCMbrb7ZCBH5+6QX9vC0vJFKcuBji2333zNW47Br2W88NTTM8t8s6QD5NBxz/6RB8XhqcLluGGP8wN/zygobeziVfPjvH+FR0Hd7Zs6lzKESRJH3Z75boq/zrwb4FfBP498FngTJneu+qsvANxeXSGZCqFTmtgh9PG8I0Q1gYD+zwOZsNxJqey60z8oSgPHezAoNfgm4rin8km70inM5wcnOTEkS56O5uIxJY4fTmQHwZ//8pUPuOi54TcTRf169apFdNziwRnY1zxhtjZ0cipy34++kAPx+/bwXdfW731Qy4F8HgwzFggRrQ1ydE+F1oNpJZvRF4dn8+nkF+9fjOTX292a2bTdDqTn5bymcd28YkHuoHsNJb1Oj/puEQtWIglaF7eMLkUmmzZ/cVmI0sSgImK2ih1+5efOcTr58a54Q+zw2nlgQNu5hbivHZ2Ir/MJJFM4XHb832Bu8VCKpXOZ8LNiSdSXBqZYWfn2umKWq2GBw66mZ2PMzIxz1IyyfH7Onnj/OQdZzCUvqaytGV6n7iqqv8ZeAUIAV8EPlam9646Wq0Gj8vG50/s5ne/9AAfe6Abm9mIyaDhkw/v5HuvX+PiyAzH9rsYnZxH8TTT5bSxsLjEFe8sqUyao/tdaLXZO48DBzt44/0JbBZDPqtibhg894ORy3AjRD3yBiK8c8nH0yf28PChDjxuO/cfcHFYcbHP42AuskSfx8H0XIx0JpO/KdHeenNayPXJOQavTmNp0OOfjuJqMeePr9dpsJh0mAxaHr6nY9X6Tf9MjL6e5vxNj2CBlMHxRIr3LvlXtUHp/EStSqXTRBeTJUnAkdNkzQZ3shmzqLT1UrefUgP4phfQabW0NZvR67VEYgnmInG+8DGFjz/UQ5PNSH9vKy2NDfm+ZimZYmKdzLdjgUg+T0COVqvhmRN7GBmf54p3lma7Ca1Gy3uXslPmc9d3pb7Gk2vIrVWuEbBFRVFaABV4SFXVlxRFKc3E8Sql1Wq47guvHsI+2I7HaaOrzUYG+KsfXaHDaeXYfjeuFjOnLgVob7Pidpj59svDq+7YXxjO7u31zpA/f8f9J6ducERxFlzouWdHk1zwiZpTzBSJsakI33vzOg67KT9N19FoQqvR8I0fXFoz0vX0k3s4fngHi/EkvukoB3e30mDUMx6M8GB/NiHHgV0OtBoNaDRodRom/Aug0eBpt+FymLlwdSo//Ven0zAykR0dS6XSpEEyGoq6trCYJENpUtDnNC+PgMlmzOJObNX0uo1StxsNOr798tU167qO7Xfz1y+o/OrPHuI//rfz+enoj97biUaTDbJcDvO6STl+cuoGx/a7yZBhzB/h/gPugrM2crkE+noc/LdXhhm8FspPj8yNiG3F51Bo+qWsT7575QrA/h3wTbJTD99VFOULwKkyvXdF3QhGGByZYWExyU/eu7FmCPvpE7vZ19XM2xf9hGNL7DY18eb5CfZ5HIwFIhzuc+Kfiha8+4JGw4mjO7g4kt1XbDGeREPhbGpLqTTeQEQajagJxf7gD46GeGfIz9RsjAZTdhrh3792ldB8PL9H3krxRIqxQISzamDVtg4mg46fOr6L05cD+XZnazDwwtujhKMJtFoN3W47I+PzvDvo5+DuNshkN9v8Rx9TeOEdb/44xw/vkIyGoq7l9gArRQbEnCbb8mbMkglRbMJWBgu54KVQ6naTQUcwFFt3by+jQcs7Q6vXAqdSaXzTUR473IkWDWcuB9f0E72dTZy+HODUJT/37XPy1EAP5z6YWvd9ZsNxulw2vvtaNqF47tryy88cYujaNFfH5zm8r42DvS1FZUm81UbTL+V68u6UKwD7MfAtVVUziqIcA/YBhW8p1JHB0RCvnh1nNhzH3WIp2IBU7yzff2OERw7tYCGWYH5hCavZkG/YiUSaUd/auyQA1yfmeaDfTXubNX8nJXdXPrcXhcthxtKgz64Vu8udzoUoh2J/8M9eneY//f3gmruCP3N8N6+/P15wKiBk243VbMgHYJBti5NT2cxVTz2yE/90lHcnw+zzOGgw6tFo4L2LazdjfvapPobH5nAu383MjUTn2+BsjP09LZLRUNSVSAk3Yc5pbcxuxjwzv1iy9xD1ZauChVuDuP5drbx2boJYPJl/jbvFwmiBESzI7u21s6MRr+/mHq+5xEwmg465yBI/OjnKg/1uFhMpfFNRXA4zB3a1MHxjluP3dbKUSLOUTDMxFWViuvB0xWAoxn2Kkxfe8a56PJ5I8dq5cawNRppsRt4Z8nNtYp7HD+/gYI+j6M8B1p9+KdeTd6/UGzF3k816+APgE4qi5CaQzgE/BPpK+f6V5A1E+ONvnb+ZMS0QKfi6YCiG1WwgElvCYW9gLBDJL/AfC0bQwKoAa6VOp42Z+TgGnTZ/xz236N9uMfDksW7OqgH8M9mNYf0zUcmwJqrerT/4ubVV710O5H/wRwORde8K+mai+UXP6+2Jd+5KcM3jo755Du5pZXo2xnuXAjTbjPm9wO7Z01bwvc5dCXJheDq/HcStbfC5Z4/R7jCveS8halk5ArCWxuwI2LQEYKJIWxEs3BrE+aYXuHQ9xGcf340/dHPbkiarEY1Gkw+yVnI6zFzxhrh3rxP/THRVYiZ3i5mJ4AKxeJLXzt3cN+zC1Wl0Oi27dzQyFoiQSKWZmo1h1GvpdtkLvo/LYSaTzrC4IjDMCczEgFi+D/T6wwxend5UMLrR9MvcujO5nrxz5diI+QTQCby24vEk8HyJ37uiTg7dvFu+OmPaarlN+Lz+MAa9ltbm7J30BqN+eY3XJI/e18X7V9YOVe/qauSNsxOMBSOrRr2cDjPOZjNLiRSg4eDuVpzNZnbLOjBR5Vb+4K/cTysYijE1t8jgaIhzHwQx6nSrUr+vNDo5T097Iw1GXcGpgDucNt4Z8q35uy6XjaWlFBazkaOKixv+MPfubaO9xcK5D6YKvldgJoaj0bR65HnFqJcEX6IelSMAs5kNGPVaZuZlDZi4va0KFnJB3K39z4hvnmabibbmBhqMOpLpDO4Wc8E+psGoZymRZuBgO15feNVsDI1Wy+SKBBy5hGkAk1ML3LunlfHgAolkCv9MNoA6fl9nwfd56J4Oro6FCp5Hl8vG6cuBVY/FEynevlh8MLre9EuQNc1bodQbMX8JQFGU31RV9fdL+V7VJPtDcLNRrMyYVqihxhMp3A4zB3pbSaUzvH8lyNkPgnzy4R46nTbGpyI8fWIP133zjPkj9HQ0oiHD3718lQO9LXj94VU7sA9eneZon4uWRiO9nU28/v44Bp2WX33mUCU+DiGKtvIHf+W0DcjewTt3Jcix/W5Gp8Prjgx3tFnR6TSkMhn+h0/uz48Ce9rteDrszIXja9qi2aSn02kjlU7zgzevr3pPu8XA4X2Fk9tkE3JMrx71+uIx2psl8BL1ayGWveNeygBMo9HQ0tggI2CiKFsRLKwM4gr1PyaDjvsPuHG3WPnua9dIpNKrgrTezkbMDQbIZPIjTY8f7uTq+Hy+/9jZ3kgylSrYn/TuaOSDsTkSyTSdThv3H2hnem6R4bFZfu4j+xi6Nk0gFKO9zUKDQcfXvjfEP/vsPbx0anzNtWWj1bhmNBDg8ujmRq5u3d4ld3xZ03z3yrUG7D8qivL7wIeW3/Ml4H9XVbXwxNYaV+iHIHeHPJfVJrf568nBSUwGHT0dTXznlWGO9bn59GO96HVaJoIR3hnyc2y/O5/dzd1iIZFI8fbypn3trVbslux6lpU7sDdajQRm4+xwWnn6xB6+/fIwg9dm6N/k/F8hym2gv523LkyumraRk1t4HAhFOaw4ef/K6kDKbjFwoLeFi9emuewN0eNupKWpgd7OJianF3jj7ATuFjOffmwX1yfnCMxkR4x7O5t44e3r7PM41rxnOJqgrbnwnc6dnU1kID/yrHgcEnyJuleOETCA1kYTvplofu2MEBu522Ahd+3mm15Yt//JZMDrC+efW3nz22Y28LNP7F4V3Oze0cT0fDxffyOxJXZ1NhXsTzLpDC+fGwduBnyf/8hexgMRPrgxy4Wr0/n9XSGb7VcdDfFbXzzKW4N+VG8IxePg4K4WXls+zq02O3K1ct/a3PFlTfPWKFcA9h+AKPAlsmvCfhn4KvDsZg+kKIoB+C/ATiAF/LKqqpe3rKRb5NYfgnQ6w6lLfv7nz91Ly4CJNy9MMjQyw0cf8KDVahidnCMcTWAxGzirBnE5zCwl0wCrfgiWktkg65FDnSwuJbkwPMU9e9pwt1g4ezmIu9WCXqflxXe9pNMZTAYdD/a7efRQh8zZFTUh+4N/jK/+/WDB53PrJv0zUR7sd7OwmGR6dpHDfU4CM1F+8t4NnA4zH3uwh7979SpHFBevnB5fdSfz/PA0Dx3sYJ/HxNkr2WkaueQ3hZy5HOTnP6owObWA6g2xZ0cTS8kU33llGINOi6PRxBVviE8/vLMkn4kQ1SQSy2YmtJpLewnRsiIRR0ertaTvJWrfVgQLA/3tXLoeWrcvuBEI09a0+iZb7ub30MgMP/vE7tVlctq4NjHHpx/rZS4c59rEPNcn5/Ip5HPJ0rrb7flMhiuPe/HaDPt7Wzi3vAwlEIqtGnULzi2SAT5/Yveq67sMcH54ektGrjwuGx6XTa4ft1i5ArCjqqreu+Lfv6ooysU7PNZTgF5V1YcVRfkI8G+Ap++6hFvs1h+Cvh4HDx24+UPw9PFd+TslP3zXy+BMtrH/5NQNPnSsm8mpBaZmY2s2dg3Nx3nqkY4106RMBh3PfGgPPzp5HYNeh0GnJZ5OEU+kWFhMYjLq6O9tkcYjakK7w8z+nY4N102+eT47qmw1G+hut69pE4NXp/MBWqE7mZHYErPhOJ1tNoKh2IZrNVubG3jz/AT/27NHgewNFW8ggtlkkLuCYtuJlGEKIqzMhBiXAEwU5W6DBY/Lxj/+1H5efG+scPKzDephX0/h0aVdHU28cm4C3/QCez3NXLw2k79uczSaCISiBEKxgn8bCMVoa27IZ9otNDXy/SvBNck1DvY4eO7Zo7x90c/l0a3po+T6cWuVKwDTKorSrKrqLICiKM1kE3HciSuAXlEULdAIJG7z+oq53Q9B7rGDvS1cm8jOEV6MJ4lEExj12vyF5q0Xhf6ZwvuCjfkj7O1yMDG1kN9c9uTgJMFQjLZmM48MdJT2hIXYQutNJ8mtmwQ4dcnPRx/sZmZ2sWCbSGdgfp19hIKhGIqnmbeHfOzzOPLJb9Zbq9nWZF7VjuWuoNiuIrEEGsDaUNoALDcCJuvAxGbdzW9yt9PGR451rQp0INsXdDitBGZihZNiHCg8uuRx2Xjivk6uTsyzlEyt2rYkt2xko0RtH9yYY9eOJuwWw7pTIwtlepQ+qrqVKwD7Q+A9RVG+R3YK4qeBr9zhsSJkpx9eBtqAT230YofDgl5fmrnjTqd9y46zsJRm8Gp2uPj198d5+ok9+GeyS+RWXhQ6Gk2M+QuntB9Zbty+6Wj+7kpuqNrlMHPPPldZz6va1Ot5lUqp2k6x34PTaef3fmWAV8+McXFkhgO9Lezpaua9iz6OKC6Mei06nZYLV2fIZAp3Ll5fmCeOdvHB2NrsWC6HmZYmM/s8DpzLa7xu3Uevy21Dg4YzaoDf+eWHaqoO1VJZofbKu5FS9jtQ+c9qMZHCZjHgdjeW7D2cTju7PNnAazGZqfg5b7V6O5+tUuq2c6v1voeV/c/QyAwelw2rxYjVrOeMGlgzhfDJ+z0c7V//JrfTaedofwcXR6bJZMhf70E2gLI2rH/zr9kOb7w/wZPHurkwXDgjr+oNbWmdkvpZ2FZ+LuUKwD4N/DTwBNkA7LPA/wN8/Q6O9WvAC6qqPre8z9hLiqLco6pqwVtkoVD0zkp8G06nnWCw8CZ8d6JvR+Oq4eJwdIkH9rvpdNq4PjnPiaNdhKNL+GeiuFsKZ3/LjZjlxBMp4ktJmqxGHtzvLqq8W31e1aKWz6tSP4SlaDub/R6cNiPPHN+Fdnm6rjcQwdJgYHxqlo5WKz3tdj56fxdvDfoKbljudJi5PjmfT1STYzLoONLnYmRinvmFJXbvaOJXnznE4LWZ7JRhTzNHFRevnh1nd1cTv/mFIzhtxpqpQ7VW30tV3npqOznV8N3OheNYTPqSlSN3jrpMdh30Dd9cxc95K1XDd3g79dh2bnW77yHX/3xuuf/JjSTt6Wji5JCfQCjKg/3tHOx10O20FXeNZTPSv9NBJrOLaxNz+QRO6Qzcf8BNOp1hLHAzUdsZNcARxZXdN+zsGA8caC94/ad4HFtWp2qhflZCsZ9LsW2n1Bsxfwe4j+w+YIfJBl8AvwF41/u72whxc9rhDGAA6iI90q3Dxd5AhH94cwSH3cREcIFQeBGHvYGH+t0Fh8ZXTs3KCczG+Ozju2U/IlHTcu1h5QaZXl82Lf1zzx5l4OD60xWvT87ziYd7mQhGuOGPsH+ng4f63XicNh7qc62antHf41j174f73bS2FtexCrEdZDIZIrEEbU0NJX+vFnsDGmB6TqYgisrJ9Qe5/7/bqX09bjtf/4dL+Kaj+a2Dcn3Xnq4mPnR/N2+8P4HDZuJnHt/N24M+PvZgTz6BxhvvT0ha+DpQ6hGwXwRagD8C/pcVjycB/x0e8/8Gvq4oyuuAEfitektnn2vQJ4d8hKOJVXfuw9EEQyMzazL9tDaZ+Nsff7DmWPt7WiT4EnUht0HmSrm5758/sZunT+xG9c7m7yjm1kB+5H4PTz3QveoO5kob/VvmzQux2uJSilQ6g7XECTgADHotzXYTwVkJwET1udP+IZ3O0OWyM+oL5zdhzmlvtfLYwXYeP9SRP/5Hj3Wtei9JC18fSr0R8zwwD/zUFh4zAnxuq45XLpu9U6LXa7k6vnpDwVzGnKvjc/zck3vWjJblMh+ufL3cFRG1ZL12snKDzFvltlfY19XM998YwWo25O8oZtdButcNvoQQm1OuPcBynE0NfDA+RzKVRq/TluU9hShkq/oQvV6Lw24quObLZjGueZ9b3zM3AqfXa0kub1ckak+51oBtW95AhJNDPi6PztLX08xAf/uGdypWvr7LZcPdYuGdiz4ePNC+YsGnheu+MB6XbdWQuNwVEbXqdu2k0ObmObmNJT0uG7/+c4fzbWDPjibcrWbeuRjgvy+McSMQZn+P47ZtUAixvrIHYM1mrozNMT2/iNthKct7CrHSZq/jijlOl9vGpx/bxejkHP6Zm7M2yGRuG+RtVXlEZUkAVkK3rlkZ9c3zypnxNfs1bPR6k0HHTx/fzfdfv7Zq34dTl/xrjiMpR0UtKradrJeWfuUob64N+EIxvvKNUxza41y9Z4ovvGEbFEJsbGE5ACvHFETIBmAAwdmYBGCi7DZ7HbeZ45gMOh7sd7OUTOUTqD23vNdkqcsjKk8CsBLaaM1KoYZS6PUAE1ORTR1Hgi9RS4ptJ5sZ5X313DhLifSm9kwRQtxebgTMXvYATNaBifLb7HXcZo+TzoDdYuTePc6iZi1tVXlE5UkAViLFrFlZGSit9/qN9v0qdBwhaslm20kxo7y5YzoaTQRDsaKPLYS4vUpMQYTsCJgQ5bTZ/ulOjjMWiPB7//iBotZybVV5RHWQFa0lkluzUkhuzUoxrw/Nx+l2F95ToNBxqpVWq7n9i8S2s9l2svLvbnfM0Hwc5zoZQGup7QhRTSJln4KYTXcvAZgotzvtnzZ7nGITaWxVebajarwGlQCshAb62zEZVm9RtlFmwkKvB3iw372p41QTbyDCN18e5l9//T2++fIw3kDh0TyxfW22nRR7TIAGo77oY9/6A52ru7/6By9L3RViWblHwBqtRox6LVMyBVFUwJ32T7f2J1vVz5Wiv6xn1XwNKlMQS2izmQk3ev2XnznEuxf9eH1hPO12HjjgZme7varveMhiUVGMUmTwzB3z7Yt+ThzrJhJd4oY/Ql/P2mMXyigFrK67k+WvuzKdRFSjcgdgGo0GZ7NZRsBERWy2f1ovQ+FW9XO1lvG6kv1YtV+DSgBWYpvNTFjo9d5AhD/+1nkguybsvYt+3rvo58TRbjKZdNWmIJXFoqJYpcjgeesxCx17vR/op0/srljdlRTDopot5AOw8l0+OJvNjE8tsLCYwNpQnsBPiJxi+6fbXfBvVT9XCxmvq6Efq/ZrUAnAymSzjWTl61dWopW7pgdnowxena6qiD5HFouKO1GKOpE7ZqFjr/cDfXV8fs0mmVD6ulvtd+yEiMSSmAw6DPq10+VLpW3FOjBruwRgojJu97tf7AX/VvUf1XoNVQ39WC1cg8oasCq3USUKhmI4Gk35Bl5NZLGoqHYbta3J6QUcjaY1j5e67m7UgQtRDSKxRFlHvwCcTZKKXlS3Yi74t4tq6Mdq4RpUArAqt1ElcjrMhObjQHU2cFksKqrZRm1rX1dzfqpVTqnrrnTgotplMhnmFpawW4xlfV9JRS+qXS1c8JdDNfVj1X4NKlMQa8BAfzuvnBlfdUfBZNDRYNTnH6vGBl5ri0XF9rNe23r0UAePHuooa93NdeCjvvk1z1Vj+xbbTzSeJJlK02xbOzpcSpKKXtSC9fqTarngL4dq6seq/RpUArAasLISXR4N4WxuwGTUc3JwEqjuBl4Li0XF9nW7H2iPy4bTaScYDJelPNKBi2o2G1kCoMlW3hGwNhkBEzWg2i/4y6Wa+rFqvgaVAKxGrKxEo/4wbw368bjtNdPAq63iC5FTTT/Q0oGLajYXyU55b7KWNwAzGXQ0WY0SgImqV039SaVUYz9Wjd+FBGA1Jp3O0O208fkT27uBC7HVqqUtSQcuqtXc8ghYuacgQnYd2LWJeVLpNDqtLF8X1W27/3ZLP3Z78itWw6RSC1G/pH2LajO7sDwCVuYpiJBdB5bOZJhZTjwlhKh+0o+tTwIwIYQQQtxWpUfAQNaBCSHqgwRg65CUz0IIIcRNs8trwCQAE0LIdfLdqck1YIqiPAd8BjACf6Kq6te26tjeQISTQz4uj87S19PMQH+7LIAX4i7l25V3lj6PtCshatFsZAkN0Gg1lP2925pyqehlM2YhKkmuk7dGzQVgiqI8ATwMPAJYgH+5Vcf2BiJ85Run86kzR33zvHJmnOeePSqVS4g7tKZdTUq7EqIWzUXi2C2GiiTByI2ATc3JCJgQlSLXyVunFqcgfgy4APwd8H3g+a068Mkh36p9CwDiiRQnh/xb9RZCbDvSroSoD7MLSzRVYPohQLPdhF6nkSmIQlSQ9Odbp+ZGwIA2oAf4FNALfE9RlD5VVQumWnE4LOj1uqIOfNk7W/Bx1RvC6bSvebzQY/VAzkvA5trORjbbrqpRrZRzpVorc62VdyNb1XbWU4nPKhZPEl9K4WyxlOX9C72Hu8XK1Fy8LupKPZxDKZS67dxKvofC1vtc6qE/vxtbeY61GIBNA5dVVV0CVEVRFgEnECj04lAoWvSB+zzNjE7Or3lc8TgIBsOrHnM67WseqwdyXtWnUj9qm2k7G9lMu6pGtVh3aq3MpSpvrbedQir13fpnsudkMehK/v7rnWOL3cR4MMLojRCWhlq8fMmqhfZZj23nVrXwPVTCRp9Lrffnd6PY+lJs26nFKYhvAB9XFEWjKEonYCUblN21gf52TIbVd15MBh0D/e6tOLwQ25K0KyFqX2B56l8uGUYlOJuz7y3rwISoDOnPt07N3UJSVfV5RVGOA++SDSC/rKpq6jZ/VhSPy8Zzzx7l5JAf1RtC8TgY6HfLwkIh7oK0KyFqX24EzNVirlgZVqai97jrf7qTENVG+vOtU3MBGICqqr9RqmN7XDY8LhtarUZ28BZii+TalUz5EKI2BULZUSe3w1KxMuQCsIAk4hCiYuQ6eWvU4hTEspBKJYQQQmT5qyAAczmWA7CQBGBCVJpcJ98dCcCEEEIIsSF/KIrdYqho8gvX8ghYbjqkEELUKgnAhBBCCLGuZCrN1OxiRUe/AIwGHa2NpvxonBBC1CoJwIQQQgixrum5RdKZDG5H5RJw5LhbLITCcRaXkpUuihBC3DEJwETd0mo1lS6CEELUPH8olwGxsiNgkA3AQNaBCSG2TiWuF2syC6IQG/EGIpwc8nF5dJa+nmYG+tu3xQ7tYmvl65F3lj5Pth5Jql2xHU1MZQOw9moIwJanQfpDkopeCHF3Cl0vlquflwBM1BVvIMJXvnGaeCK7Ndyob55Xzozze78ygNNmrHDpRK1YU48ms/XouWePShAmth3VG08edbcAACAASURBVAJgd2djhUsC7cv7kPkkEYcQ4i6sd71Yrn5epiCKunJyyJdvTDnxRIpXz4xVqESiFq1Xj04O+StUIiEqI5VOc2VsFrfDTEtjQ6WLk5+CKJkQhRB3o9L9vARgom5otRouj84WfO7iyIysCRNF2ageqd6Q1COxrYz6IsTiKfp6HJUuCgBtTQ3otBompyUAE0LcmWro5yUAE3Ujnc7Q19Nc8LkDvS2yaaAoykb1SPE4pB6JbeXy8vTD/VUSgOm0WjparYxPRaQtCiHuSDX08xKAiboy0N+OyaBb9ZjJoOPxI10VKpGoRevVo4F+d4VKJET5pTMZ3r2UnY6jeKojAAPodtlYSqQJzkomRCHEnal0Py9JOMpMq9XIXbsS8rhsPPfsUU4O+VG9IRSPg4F+Nwd6WwkGw5UunqgR69WjrVyYK78Fotq9e9GP1x/hwQNumqzVk8So22Xj5BDcCETya8KEEJVTi/1ZOfr5jUgAViaVTHW53XhcNjwuW03+IIjqkatHTqd9S4N3+S0QteDaxDzffGkYvU7DZ4/vqnRxVulebi83AhGO9bkqXBohtq9a788qeb0oAVgZVDrV5XYlwZeoNvJbIKpZJpNheHyO/35qjDNqkEwmw+c/tBdns7nSRVula0UAJoSojHrqzypxvSgBWBlslOqy1iqpEOLOyW+BqFahcJw/f/4il0azSTe6XTZ+7sk97N/ZUuGSrdVkNdJoNTIWlABMiEqR/uzuSABWYsWkupSRGiHqn/wWiGo1Ob3A7//1GeajCQ72tvDJgR72dTej0VTvlgvdLhtDIzPMR5dotFTP+jQhtgPpz+6eZEEssWpIdSmEqDz5LRDVaC4S5w+/eY75aILPndjDr33uXhSPo6qDL4B93dm2dMVb+CJQCFE60p/dPQnAyqDSqS6FENVBfgtENclkMvyXH6nMzMf5mcd6+fiDnqoPvHL2L6fFz02ZFEKUl/Rnd6cmpyAqiuICTgMfUVX1cqXLczuVTnUphKgO8lsgqslbgz7ODU+xv8fBJx/eWenibMrODjsmgy6/UbQQorykP7s7NReAKYpiAP4UqKkdGCU1uhAC5LdAVIeZ+UX+648/wGTU8Uuf6ENbIyNfOXqdlr3dTQxem2E2EqfZZqp0kYTYdqQ/u3O1OAXxD4CvAhOVLsidkAoqhAD5LRCVk85k+IsfXiYWT/JzT+6hrcrSzBfrQE82Q+OZK8EKl0SI7U36s83TZDK186EpivKLQJeqqv+noiivAP/0dlMQk8lURq/XbfQSIapdRW5NS9sRdUDaTgF//+pVvva9QY70ufidf/JQzaz7utXM/CJf+j9epNtt59//+hM1ex5VStqOEHemqLZTa1MQvwRkFEX5MHAf8JeKonxGVVXfen8QCkVLUhCn004wGC7JsStJzqv6OJ32irxvKdpOLX4PUubSK1V5a7XtRGIJBq9Nc90XJhSOk0imMRq0uBwWHjjYQWdzA1rtnV0fn7oc4C+eH6LRauTZj+xjaqr69tLaTH04vLeNU2qQk+fG2NtVOCtbtamF9lmrbWczauF7qAT5XAor9nMptu3UVACmqurx3H+vGAFbN/gSQgghakUgFOUHb3t588IkqXWm9Dz/1nUcdhMfvb+bx+/rpMG4uhufmV/kjQuTXByZYSYcx2LS095qoa3JjD8U5cyVICaDjv/ppw/SZK39/bNOHOnilBrkmy8N879+4Qh63eqVFUuJFO9dDnDmSpBwNEFLo4n+nS08cMC9JoNbrZqYWuCdi36uTsyRSmXodFo5stfJ/p2OmlvbJ8R2UVMBmBBCCFFvbgQi/PCdUd656CeTAbfDzKOHOlC6HbQ1N2DU61hcSjI+tcClG3O8fOoG33xpmOffus5Afzs97Xaii0kujEwzNDJDJpOdA9NkM+ILRfEGbo5ydTlt/NJTffR2NFbuhLdQn6eZh/rdvD3k5+s/uMQvfHgfFpOeUX+YNy9McnLITyyeBLKfyfA4vHspwDdfGuaxezs4caQLVw2ugUtnMlweDfHiezc4f3V61XPqjVlePjOO22HmxOEdPHKoA2uDoUIlFUIUUrMBmKqqT1S6DEIIIcRmjAUjjEzME1lMMD23yJUbs4wFF4BscPSph3s4prjWTDG0NOhpaWzgyQd38tQD3fzk9Bg/PnWDH58eW/W6XZ2NHL+3k/v7XJhNejKZDFNzi8wtLNFg1LGjzVpXa6U0Gg1f/JjCeHCBt4f8vD3kR6/TkExlRxCbbEY+dLSHRw914mxqwB+KcXLQx6vnxnnh3Ru8+O4N9nY1sauziWabkUarEYNeC2jQagBN9j00gEYDmQxkYPl/IEP2gdx4ZWb5yZXL6zNk91zLsY/NMTcfyz+Zyf9/ZsUxVvz/ivdYWEwwEVzgkjfEzHwcgD07mvjwsS7u2dWKQa/l6vgcb1yY5J2LAf72pWG+89o1+ntb6HbZsFuMNFmN3LunFYOstRKiYmo2ABNCCCFqSSaT4Q/+5izz0UT+Mb1Ow3172jh+byf37mktKjiymQ381KO9PPVQD8PjcwRnYxj0WvbuaFqT0VCj0eBsNuOswVGeYjUY9fz2F4/x0pkx3h+eIraUomt5Gt6hPa3otDenJba3WPiZ47v41MM7OXU5wEtnx/hgbI4rY3MVPIPNM5v0PHpPB4/f18nuHU2rnlM8DhSPg88/uZfXz0/w6tkJzn4wxdkPpvKv+cJH9vGho13lLrYQYllNZUEUQgghhBBCiFpWi/uACSGEEEIIIURNkgBMCCGEEEIIIcpEAjAhhBBCCCGEKBMJwIQQQgghhBCiTCQAE0IIIYQQQogykQBMCCGEEEIIIcpEAjAhhBBCCCGEKBMJwIQQQgghhBCiTCQAE0IIIYQQQogykQBMCCGEEEIIIcpEAjAhhBBCCCGEKBMJwIQQQgghhBCiTCQAE0IIIYQQQogykQBMCCGEEEIIIcpEAjAhhBBCCCGEKBMJwIQQQgghhBCiTCQAE0IIIYQQQogy0Zfy4IqiPAd8BjACfwK8CvwFkAEGgS+rqppWFOVfA58EksC/UFX1XUVR9hT72lKegxBCCCGEEEJslZIFYIqiPAE8DDwCWIB/Cfw74LdVVX1FUZSvAj+lKMoo8DjwINANfBu4f5OvXVcwGM6U4PRwOCyEQtFSHLqi5Lyqj9Np11TifUvRdmrxe5Ayl16pyltPbSen1r7bO1Hv51gL51ePbedWtfA9VIJ8LoUV+7kU23ZKOQXxY8AF4O+A7wPPA0fJjoIB/BD4MPAo8KKqqhlVVb2AXlEU5yZfW3Z6va4Sb1tycl6ilGrxe5Ayl16tlbeStsNnVe/nWO/nVyvkeyhMPpfCtvpzKeUUxDagB/gU0At8D9Cqqpq7uxEGmoBGYHrF3+Ue12zitcH1CuFwWEpWmZxOe0mOW2lyXgJK13Zq8XuQMpderZV3I6Xsd6C+Pqv11Ps51vv53alSt51byfdQmHwuhW3l51LKAGwauKyq6hKgKoqySHbaYI4dmAXml//71sfTm3jtuko1jOp02gkGwyU5diXJeVWfSv0QlmhKWM19D1Lm0itVeeup7eTU2nd7J+r9HGvh/Oqx7dyqFr6HSpDPpbBiP5di204ppyC+AXxcURSNoiidgBX4yfLaMIBPAK8DbwIfUxRFqyiKh+wo2RRwdhOvFUIIIYQQQoiqV7IRMFVVn1cU5TjwLtlA78vACPBniqIYgUvAt1RVTSmK8jpwcsXrAH59E68VQgghhBBCiKpX0jT0qqr+RoGHHy/wut8BfueWx64U+1ohhBBCCCGEqAWyEbMQQgghhBBClIkEYKJuabUV2cZECCGEEOK2zlwJcm5YUhlsRyWdgihEJXgDEU4O+bg8OktfTzMD/e2SUlVsWr4eeWfp82Trkcdlq3SxxDYl9VGI+vLuJT9f/e4QAH/+myfQauSm8XYiAZioK95AhK984zTxRAqAUd88r5wZ5/d+ZQCnzVjh0olasaYeTWbr0XPPHpWLXlF2Uh+FqC+RWII/f/5S/t+T01F2tFkrWCJRbjIFUdSVk0O+/EVKTjyR4tUzYxUqkahF69Wjk0P+CpVIbGdSH4WoL+PBCMlUmgZjdtPpaxNzFS6RKDcJwETd0Go1XB4tvC/3xZEZWRMmirJRPVK9IalHoqykPgpRfwKzMQAG+tsBuDYxX8niiAqQAEzUjXQ6Q19Pc8HnDvS2kE5nylwiUYs2qkeKxyH1SJSV1Ech6k9wOQA7ss+JUa+VAGwbkgBM1JWB/nZMBt2qx0wGHY8f6apQiUQtWq8eDfS7K1QisZ1JfRSivgRC2QCsvcVCT7udsWCExaVkhUslykmScIi64nHZeO7Zo5wc8qN6QygeBwP9bg70thIMhitdPFEj1qtHkvBAVILURyHqS3A2hl6nwWE34XHb+WBsDt9MlJ3tjZUumigTCcBE3fG4bHhcNrRajUzPEXcsV4+cTrsE76LipD4KUT8CoRitTWa0Wg2tjQ0AzMzH2dle4YKJspEpiKJuSfAlhBBCiGoSXUywsJjE1WwGoKXRBMD0/GIliyXKTAKwCtlumau22/kKUY+kHde3ev9+6/38RG0IzmYDrZsBWHYELDQfr1iZRPnJFMQy8wYinBzycXl0lr6eZgb62+t6Hv92O19RP/J11ztLn2d7111px/Wt3r/fej8/UVtyKeidjmwAlpuCKCNg24sEYGXkDUT4yjdO5zfUHPXN88qZcZ579mhddgbb7XxF/VhTdye3b92Vdlzf6v37rffzE7UnFM6OdLXYs1MPm6xGdFoNM2EJwLYTmYJYRieHfPlOICeeSHFyyF+hEpXWdjtfUT+k7t4kn0V9q/fvt97PT9SeSGwJALvFAGSnxjbbTMzIFMRtRQKwMtFqNVwenS34nOoN1d3c9O12vqJ+SN29ST6L+lbv32+9n5+oTZFoAgCbxZh/rKXRxGwkTiqdrlSxRJlJAFYm6XSGvp7mgs8pHkfdZezbbucr6ofU3Zvks6hv9f791vv5idoUXg7AciNgkF0HlsnAbHipUsUSZSYBWBkN9LdjMuhWPWYy6Bjod1eoRKW13c5X1A+puzfJZ1Hf6v37rffzE7UnHEugAawNN9MwOCQV/bYjSTjKyOOy8dyzRzk55Ef1hlA8Dgb63XW7EHi7na+oH1J3b5LPor7V+/db7+cnak84uoSlQY9Oe3MMpMW+vBmzJOLYNiQAKzOPy4bHZUOr1WyL6Q/b7XxF/cjVXafTTjAYrnRxKkracX2r9++33s9P1JZILIF9xfovuJkRMZchUdQ/mYJYIdutE9hu5ytEPZJ2XN/q/fut9/MT1S+dyRCJJbCtWP8F0GTLBmDzC7IGbLuQAEwIIYQQQogSiy4myWTAbr4lALNmR8TmJADbNiQAE0IIIYQQosTC0dV7gOU05gKwiARg24UEYEIIIYQQQpRYJLa8B5h59Rowg16LtUEvUxC3EQnAhBBCCCGEKLFCe4DlNFqNMgVxG5EATAghhBBCiBK7OQK2NgBrshqJxBIkU+lyF0tUgARgQgghhBBClNjNNWDGNc9JJsTtRQIwIYQQQgghSmyjKYiSCXF7kQBMCCGEEEKIErvdFESQAGy7kABMCCGEEEKIEltYDsCsDYWTcIBMQdwuJAATQgghhBCixBbiSTQaaDDp1jzXZMvtBRYvd7FEBUgAJoQQQgghRInFFpNYTHq0Gs2a55qs2SQcMgVxe5AATAghhBBCiBKLxpNYGvQFn5M1YNtL4VqwRRRFOQvMLf9zBPhT4I+AJPCiqqq/qyiKFvgT4F4gDvwTVVWHFUV5qNjXlvIchBBCCCGEuFvRxSTtLZaCz9nMBrQajQRg20TJAjBFURoAVFV9YsVj54CngWvAPyiKcgTYCTSoqjqwHHT9IfBTwFc38VohhBBCCCGqUjKVJp5IrTsCptVqsFsNzEckANsOigrAFEXpAf6cbAB0HPhr4Euqql7f4M/uBSyKory4/D6/A5hUVb26fMwXgA8BHcCPAFRVfVtRlGOKojQW+9rNnKwQQgghhBDlFo0nAdYNwCA7DdE/EytXkUQFFTsC9qfAvwX+L8AH/A3wl2SDsfVEgT8gG7jtBX4IzK54PgzsAhq5OU0RILX82Hwxr1UURa+qanK9QjgcFvT6tdlmtoLTaS/JcStNzktA6dpOLX4PUubSq7XybqSU/Q7U12e1nno/x3o/vztV6rZzq3J+D4lgBICWJvO67+t0WPD6I9gazZhNJV0ltCGpn4Vt5edS7Lfbpqrqi4qi/L6qqhngzxRF+fJt/uYKMLz8+iuKoswBLSuet5MNyCzL/52jJRt82Yt57UbBF0AoFL1NMe+M02knGAyX5NiVJOdVfSr1Q1iKtlOL34OUufRKVd56ajs5tfbd3ol6P8daOL96bDu3Kvf3cGMiO66gJbPu+5oN2eDz6ug0bkfhtWKlVgv1sxKK/VyKbTvFZkGMKYrSBWQAFEV5lGwSjI18iewaLRRF6SQbPC0oirJbURQN8DHgdeBN4Knl1z0EXFBVdR5YKua1RZZfiIrSatemnBVCCCG2kvQ11Ssaz27CbCmwCXPOzb3AZB1YvSt2BOzXgOeB3cuJNFqAz93mb74G/IWiKG+QDdy+BKTJrh/Tkc1s+I6iKO8BH1EU5S1AA/zS8t//0028Voiq5A1EODnk4/LoLH09zQz0t+Nx2SpdLCGqQr59eGfp80j7EOJOSV9T/aKLy2vANpha2Licin5eMiHWvaICMFVVTymKcj+wj2xAdFlV1Q1rx/Lzv1DgqYdueV2abLB169+/XexrhahG3kCEr3zjNPFECoBR3zyvnBnnuWePSscotr017WNS2ocQd0L6mtpQbBIOkL3AtoNisyAqwP8IOFY8hqqqXypVwYSodSeHfPkOMSeeSHFyyC+dotj2pH0IsTWkLdWGYkbAbgZgt1vlI2pdsVMQ/w74W+B8CcsiSkSr1ZBOZypdjG1Fq9VweXS24HOqNyTfSRWR76L8pH2IzZI6UZi0pdqRC8CsG64BMwGyBmw7KDYAm1VV9fdKWhKx5WROeOWk0xn6epoZ9c2veU7xOKRDrALSPipH2ocolrTTjUlbqh25KYhmmYIoKD4A+wtFUf4N8BMgn/ZdVdXXSlIqcddkTnjlDfS388qZ8VVTQ0wGHQP97gqWSoC0j2og7UPcjrTT4khbqg3RxeUsiBtMQWww6jDqtRKAbQPFBmAPA48s/39OBnhyy0sktoTMCa88j8vGc88e5eSQH9UbQvE4GOh3y+dfBaR9VJ60D3E70k6LI22pNtycgrj+pbdGo6HRapQsiNtAsQHYEVVV95a0JGLLyJzw6uFx2fC4bPKZVxFpH9Uj1z5k409xK2mnmyN9TfWLxpPodRoM+o234G22mbg2MU86nZF93epYsRsxDymKcqikJRFbJjcnvBCZE14Z8plXD2kfQlQ/aad3Rj6X6hVdTGIx6dFoNg6qmm1G0pkM81EZBatnxQZgfcBZRVHGFEW5pijKiKIo10pZMHF3BvrbMRl0qx6TOeFCZEn7EKL6STsV9SS6mMC8QQbEnGZ7NhNiKCyp6OtZsVMQf7qkpRBbTuaEC7E+aR9CVD9pp6JeZDIZovEkbc3m277WsRyAzUYkAKtnxQZgPuApwAZoAB3QC/yrEpVLbAGZEy7E+qR9CFH9pJ2KepBIpkmmMhtmQMxxLO8FNisjYHWt2ADsbwAHsAd4HTgBvFGqQoniFNshSaclxPqqtX3IBacol1qoa9VePiE2srCcAdGyQQbEnNwIWEhGwOpasQHYIWAv8EfA14HfBr5ZqkKJrPU6RdmYUojqUIoLV2nfolxqra7VQqAoRCG5TZgtsgZMLCs2AAuoqppRFOUycEhV1b9UFMVYyoJtZxt1irIxpRCVk7sALNWFq7RvUS6VrGubDaRqLVAU4lax3AhYEVMQm2UK4rZQbAA2qCjKfwD+X+CvFUXpJLsWTGyx23WK621M+ePTY3zkWBfdTumUhNhqKy8Ad3c1kUymeOP8JOl0ZksvXGXjWVEulahrdxJIyU0JUQ+i8QRQ3BREk0GHxaRnNiJp6OtZsWno/xnw/6mqepFs4o0O4BdKVqptbKNOcaONKb2+MF97/hLeQKQcxRRi27g4Ms1XvnGaF97xMuqb56VTN3hnyM/AwY78a3Jt9G4Us/GsEFuhEnUtF0jl2tEL73j5yjdO37bP2qhPFKJWbGYNGGTXgckUxPpWbAD2CKBRFOU4MAd8C2hQFKXwLonijtyuUwTW3ZjS6TDjn4lKpyTEFnv1zFjBC8DFpeSqPYru9sJVNp4V5VKJunYngZTclBD1IrqJKYiQXQcWjSfXtBlRP4oNwP4V8D3gnwP/Avgu8J+AU4qi/HyJylaXNuowiukU19uYssGoJ55ISackxBbSajUMjcwUfC4YiuFoNOX/vdkL10LtVDaeFTml/h0vZ12700BKbkqIenEzCUeRI2CyDqzuFbsGTEM2+YYXYHkN2H8GngBeIZumXmyg2LnvA/3tvHJmfNVdj5WdYm5jyh+fHsPrC+N0mGkw6jk5OAlIpyTEVkqnM/T3tjA6Ob/mOafDzODVaWBzF64b/RbIxrOiXAknylnXcoHUqG9tO7pdn3W7PlGIWhBdXF4DZrp9FkS4mQlxZn4Rd4ulZOUSlVNsANaZC74AVFWdUBSlQ1XVeUVRZLjlNjaziLiYTtHjsvGRY1187flLDF6dzh9XOiUhtt7jR7r4yXs31lwAKh4H03OLm7pwLea3QDae3b7KnXCinHXtTgMpuSkh6kFuCqK1yBGwtqYGAKb+f/bePbrN+7zz/OBGECRAECQB8E6KlPRKIiXbutiWZVu24zqTumnSxNOk07rTy27PdD2z05nsbk/mdDaZns7mtJv27Hband4m7aTTtGlza9IkjnOxY1uWbd1siZL4UqLEO3EhCZIACYK47R+4CCABCpQIEgCfzzk6IoH3ffED8T74/Z7n9zzfZ3GlaGMSdpZCHbAziqJ8CfgbEmmLnwTOKoryPCCqD3dhs2pThUyKHXYzv/L8QZmUBKHIHNrTmHcB+Nzx9k0tXDfzXSDO1+5jp1Qwt+Neux9HSoISQrmTSkE0bdIBm10QB6xSKdQB+1fJf78GRIEfkKgBew74heIMrTIoJPc934Ryt4lGJiVB2B7y2dpma77u9btAqHx2w/1xv3NWub9/YfeyWRGORnHAKp6C7gRVVSPAHyX/ZfIdRVEuAke3emA7zVZNdveT+76Z1xAEofjcj61tx3eBUL4U4/4oVaetFMckCMVkeSWhmqvXFaZ912CpRgPMiANWsRS6A7YRFVUDVowCaCkiFnY7absam+dAZ/GEBUod+S4QNmKr7o/tEvIQBKEwlkPhghUQAQx6LVZzFbNSA1axbIUDVjGhrGIVQEsRsbCbWWdX08UVFihl5LtA2IituD+2W8hDEIS7s7wSod5svPuBGTRZTdyaWiQai6HTFto1SigXtsIBqxiKWQAt9VrCbmWnhAVKFfkuEDbifu8PsTdBKC1i8TjLoQgtTbWbOq/RWs3NyQV8/hBNVlORRifsFOJSJ7nXRpGbZbsXXNKUWdhJtsuuCh1LKSHOl7AR91rztdP2Vmp2Jgg7TWg1SjwOtQUKcKQQJcTKRmrAkpRbgfzdoqNSAyCUApl2ZTTosNUZ8S2GCIWj22ZXYgvCbmEn5zGxM0HITVoBcRM1YACNdcleYAsrKFs+KmGnKehuUBTlL1VV/eU8T39uC8ezo5RDgXwhk5zUAAilxMm+ZoKhCEsrEby+IP29jdRW67fFrsQWhN3GTsxjW2VnItYjVCJLK2EAaoyGTZ2XbsYsO2AVSaHueL+iKGZVVdc1XVZV9e+3eEw7RqkXyBc6yUkNgFBqvHPVnb4nx9x+jAYdzxxtL/rrii0Iu42dmMe2ws5ErEeoVJaSO2C1ps3tgDlsibovt295y8ck7DyF3g0xYExRFBUIph5UVfWZooxqBynlAvlCJrnd0MxTKC92ygkSWxB2K9s5j22VnUmwRKhUloKJHbDa6s3tgDVaq9FpNbjngnc/WCg7CnXA/o+ijqIEKbWFWaGTXLnVsgmVzU46QWILwm5nO+7xrbAzCZYIlUwgmYJoNm3OAdNptTTVm/DIDlhFUpAKoqqqPwYiwEHgLBBPPiZsE6lJLhdrJ7mTfc0YDbqsY0qtlk3YHWzmvi0GYguCUHzu1852+ntCEIpJegdskymIAE6biaWVCIHkNYTKoVARjn8LfBRoA/4B+FNFUf6bqqqfL+bghGwKLa4u9Vo2YXexk+I2YguCUHy2ws7KQQRLEO6FpWCqBmxzO2AATlsNMIt7bhlzm3WLRybsJIW6478EPAK8o6rqrKIoJ4B3gQ0dMEVRHMAF4CdI7KD9FRAHBoCXVFWNKYryGeD55PO/oarqu4qi7C302E2817JnM5NcKdeyCbuLnXaCxBYEofjcr53t9PeEIBSLdAriJmvAAJwNd4Q4esUBqygKdcCiqqquKkq6E8EKEN3geBRFMQB/yh3Rjj8AfktV1dcURfkT4COKoowCp0k4dx3AV4ETmzx2V7HZSU4WnEIpkLpv7XYLXq9/R8YgtiAIxed+7KwUvicEYau5k4J4rztgiBBHBVJQDRjwY0VRPg/UKoryUeCbwA/vcs7ngT8BppK/HwNSdWPfBZ4FHgdeUVU1rqrqGKBXFMW+yWN3JXeb5LTaiuiPLQhlgdibIBQPsS+hnFkKhtEANcZ7qwEDkaKvRAq9G/534H8G3gdeBL5DwrnKiaIovwR4VVX9nqIon04+rFFVNeU1+AErUAfMZpyaenwzx3o3GrjNVoNer9vokHvGbrcU5br3w7Xbs/z44gRXb8/Rt6eB00fbObSncVPXKMX3tRVU6vsqFsWynXL8HPKNeSvsrViU29+53Ma7EcWcd6CylKlqbAAAIABJREFU/lb5sNstJW1f98tu+AzvhWLbzlq243NYicQw1xhwOus2fW5DoxmDXsucP7St94zcn7nZyr9LQQ5Ysv7qHcAMhIEfqKoa2eCUXwHiiqI8CzwIfBFwZDxvAeaBxeTPax+PbeLYDfEVKWpQiikSuRpZ/vDc+KYaWZbi+9oKyvl97dQXYTFspxw/h3xj3gp7Kxbl9ncu1ngryXZSlNtney/Y7RYuXJ0uWfu6X8rhM6xE21nLdn0OC/4QJqP+nl/LXm9i0hvA41lEoyn+bnA53J87QaF/l0Jtp6AUREVR/jcS6octwB7gW4qi/HK+41VVfVJV1dOqqj4FvAf8IvBdRVGeSh7yIeAN4AzwQUVRtIqidAJaVVVngEubOFZIslEjS0EQthaxN0EoHmJfQiUQj8dZWglvugdYJk6biWAoin9ZpOgriUJTEH8NOKaq6iKAoii/TcIh+stNvNangD9XFKUKuA58RVXVqKIob5DoLaYFXrqHY8uarVJmk0aWgrB9ZNqb0aDDVmfEtxgiFI6KvQnCBhRqGzKfCZVAKBwlEo1Tew8KiCnSQhy+Zepqq7ZqaMIOU6gDNksi9TDFEokarLuS3AVLcTrH858FPrvmsaFCjy1XxjwBzl51MTg6z4Guek72Nd9XWkWqkeWoa3Hdc9LIUhC2llgszsHuetodZlZWI3h9Qfp7G6mu0mOpMYi9CcIaNjvnyXwmVAJ3eoBtXoAjhSMlRT8XZF977oblQvlR6B1xHTirKMrfkujB9TPAoqIo/yeAqqq/XaTxVSTrakdci7x2cfK+c9ulkaUgbB+H9jTyx1+5nLa3Mbcfo0HHSy8c2eGRCUJpcS9znsxnQiUQCN57D7AUmTtgQuVQqAM2mvxXnfz9+8n/NSSaJQubYKPc9vtxwKSRpSBsH1dvzea046u35ujvsu3QqASh9LiXOU/mM6ESWFq59x5gKe5I0UsvsEqiUBXE/5TvOUVR/mnrhlP5FLtWa7ONmgVB2DxScykIhXE/tiLzmVDupHfA7sMBq7cYqdJr8czJDlglUWgj5o1o3YJr7BpStVq52MrcdpmsBKF4bJcdC0K5sxW2IvYklCtLK8kasOp7rwHTajQ4bCbcviDxuNhCpbAVDpiwSU72NWM0ZDcalNx2QSgvxI4FoTDEVoTdSmB5Fbi/HTBI1IGFwlEWlla3YlhCCXDvLrlQMGvTJyS3XRDKn5Qdv33NzeCo2LGwu7lbKqHMecJuJOUwWc3G+7rOHSXEZerv81pCaSAOWBHZSHa302GmuznRLVvSKwTh/tiJGpGUfQ9PLnLioIP+PQ102GVBKewusue5/I6V1HMJu5G0A3af/bvuKCEGUTpF5KkS2AoHTLMF16g4NpLdBba0B5gg7Fa2up/eZl43075vTszzTYPuvltJCEI5kXuem+ClF47kVQIV50vYTSwsraLVaLYgBTGlhChCHJXCphwwRVFsqqr61jz837dwPBVDPtndNy9P8841F/7lhDLOVvUAE4TdRrH66RVCsVpJCEI5kc8OXr80ibXGIDvCwq5nMbCKpdaAVnt/exXOhsQOmGdOpOgrhYJEOBRFeVBRlEHgfUVR2hRFuakoylEAVVX/n6KOsAzZSHZ3aGJ+XT+I1MJNEITC2cgJKiaFyGoLQqWzkR14fEEGbq+N1QrC7mNhafW+0w8hkcJorNLJDlgFUagK4h8CPwPMqqo6Cfw68CdFG1WZs5HsbktjLb7F0LrH1y7cZBEnCPnZSSdIJOgFIWUHudMM7TYT793wFmSHMtcJlcrKaoRQOIq19v5FMzQaDc56Ex5fkJhI0VcEhTpgNaqqXk/9oqrq9wGRYdmAfLK7vW1166L2cGfhNuYJ8OVXb/KZL5zjy6/eZMwT2K4hC0LZsB1OUMoW//XnX11niyKrLQhwss+Z0w6qq/T0tFo3tEOZ64RKZ6sEOFI4G2pYjcSY968P4gvlR6E1YHOKojwAxAEURfl5YK5oo6oA8snuajTQ6bTgnltOO2KphdtO1rQIQrlxsq+Z1y5OZgU0tsoJWmeL09m2mGnft6YWeHCfnf49Nql5EXYVnQ4zL71whNcvTeLxBWltqqWx3sSb70/y7372wbznyVwn7AYWAikJ+q1ywFJCHEEa6qq35JrCzlGoA/brJMQ2+hRFmQduAL9QtFFVCGtld8c8Ad4acIEGjh90YqmtgnicRw8lZHu//OrNnDUt5wY9dDdbJLVJEDIoZm+hc4NubHVGfIuhtE2uFdnIfJ13r7lZXAqJoqmw6+jvsmGtMXDbFeD6yBxXbs5w7MDGQZBU/abRoMuyMxGxESqJxeQOWN0W7YDZrQkHbGYhCIgUfblTkAOmquqwoigfBwKADnCoqnqzqCOrIFLOV2bEb8zlx5ghW52rpkWr1fDEA21EYnF+54sXUDqtnDrcSnNSjlQQdjvF6C005g3gXQhRpdfR39tIdZWeswPTxGLxdH1ZLBZn3BvgC9++js+/Qq3JwGsXJyWKL+xK4nH421fUO/Ob28+Z96dy2oJWq2FobIFTR1pZWY3g9QXp723EbKrCv7yKXl9oZYQglDZbnYLYZE3ses3Mr2zJ9YSdpVAVxP8V+K6qqksk3O5vKYrya0UdWYVxN8W2tTUtWq2Gjz21l1Bygmq111JVpefP/vEq/+MHNyRfXhAy2DLnyxPgc1+8wLtXXYy5/VwY9HD+upuT/S0YDTpOHHSmAyqvnJ8AoL+3kQf32Tmyt5HjB528fU0UTYXdxWYUSWOxOI8/0My428/A8CwT3gAmo55INMqEJ8AffX2Av/v+oMxxQtmzsJSo1doqB6yxPrUDJg5YJVBoCuKvAY8AqKo6qijKMeAd4M+KNbBKohDFtlgsnlXT8sQDLXjmlghHY8zMB9FogHicdqeZH50fzxtdFATh3sm1kAxHYzgaTBze28i711zMLq4QiUQ5eyWxKzbmTuxmHz/o5Px1N08f79jSHTlBKGUKnd9SjHkC3JryA4ngxZ5WK98+c5tgKJJ43u3n/SEvj/Q5eeZou8xxQtmSqgGrN2+NZl2DxYhGA7ML0gusEijUATMAmbIrqyQFOYS7k9rdGnUtrnsuU7EtVdNyftCNvaGGr/zoJv7lMEaDjtVIlKVgmGcf7sRo0EltmCDkYe2CLyVzfTc7ybeQPNnfwnfOjGQIBiQcrpP9LZy5PAUkov0rq4kFZGB5VWxSqAg2CiSknit0foOE8/X7f3eJWpMB32KIseQu2PGDzrQtQcKellYinBv0iAMmlC0LW1wDptdpsVmMzCzKDlglUKgD9g3gR4qi/D0Jx+vjwDeLNqoKpFDFtsVgmJmFEJeH59jfaWNPq5XR6QXcc0HaOs0YdFqO7G3EZNTjXVjhM184x4Guein+F3Y9Y54AZ6+6GByd50BXPX09jbx/c4YbY/M0N9Wyt62O/e31ee0kFovT227NWkgaDbp0L5fMx2x1RqLRWDoYAuD1BbHVGRl3Bwp2+gShFFlrS5nzS67ncs1vlhoDpx9szbru0MQ8+ztt6bqvVH3lymoky5YgYU8aCg+gCEKp4Z0PUmPUYzIWutS+O01WEzcm5olEY+h1Ui9ZzhQqwvGbiqK8AJwGwsAfqqr6jaKOrMIoRLFtzBPgj79yOauQORUd9M4HUbps3JpaoMlq4tULEzklfGVHTNiN5JO1Pn7QyZjbnzetaW2Ev7nBlO5rZKszUqXX4vUF08ee7G9JCwfEgCcfauOH58eJxeLYbSaGxnycOtzC198Y5r0bcxIcEcqOjSTigdzP/eIx/sMvHuOtATc3xuc5daSFpZUwX/j2dXrb6jjZ14xWq+Grrw5nzW+pneRxtx9bnRHX7HJ6HHabiSZrNf/w2k0GbvnEloSyIhaP451foc1eu6XXbbJWMzQOc/4QjnoRZCtnNuOWXwfcgAZAUZQnVVV9vSijqlDupth29qo7b/3JPzvZxQ/eHcNmqUav1eYseP7BhQlcs8vpCS9zopKaFKGSyScCsLIawVJjSKc8La1EOK960udkRvG7my28M+Dhw0/0MOn1M+lZot1hptVuZsIb4GR/C+evu3MuIC+qHva0WgE4d92D3Wai3WHm++fG8yojik0KpUg+Wzo36CESjeV87rtvj9FkNXKyz8nhvY28N+Tl9tQi9RYjgWCE3/2bizx/qjun9PzKaoTWplouDXnT1zQadFhqqlgORXj9vURqovQKE8qJeX+ISDS25U5SSglxdj4oDliZU5ADpijKHwMfBoYzHo4DzxRjUJVOrkWXVqvh+uj63tYn+1v40flxnjnekU7diAGnjrSmpbFTjLn8rEaifO+dsayIZb5UEkGoBPLVbmm1Guz1JnRaDa7ZZfp7G7HXmzBW6fJG+B/pd+SM0j/5YBuB5dWci894PM4vfugAf/Xt6zmdszOXp7L6G22U3iUIO8lGghruuWW8eeSvp2eWGHf7qTVVMTy5gNcXxG4zUV2l56Lq4ajiwDO3zJMPtrK0EslKQZz0BHjm4Xa0Og0TngDtdjN1tVUsh8LE4tmBCukVJpQL3vlE5oR9i52kxpQUvSghlj2F7oA9Byiqqor0SpEY9/pps5sZc/nTj6XqTx4+1JwlArB2cZfCbjMxMDwLJCaqoYkFvprR3FkiiEIlkk8E4GR/S1aqbspufvqJnrwR/tBqNOdzWq0Gnz+hQ7Q2gu+eW0ar1eTdgTMadAyOJtTgRlz+vM6f2KSw02wkqOFsqKHRWp3zObvNhKWmin98/dY6ezt+0MnKagRnQw0/PDe+7vkPP7GHL31viMf6myEOFwY96WNyzXO5lBUFodTwJB0wxxb3bW1KNmP2igNW9hRawXeLZOqhsPWMeQK8fc2LtbYqXX8CiRqUeX8I3+LKhos7SExU1VX6rIlreHKh4N4sglDOnOxrzrIdo0FHaI14BiTu/9TCz2jQ0dxYkz7PPbfMjYmFnNe/OT7Pvg4rp4600t/bmG7SfOpIK71tdVmBk0xSwhxtjlrGPP5N9UsShJ1grS1Bwp5OHHDkfc5sSuxY5ZunloJhFpdy7yC7Z5d57HBL2jYzj1k7z8F6ZUVBKEWKvQPmEyXEsqfQHbA54JqiKG8B6U9dVdVfKcqodhGpgmeAB/c38Uifk0g0zoQnQGtTLY6GGt7LyI3PxOsL0tfTSHWVDo1Gw9mB6fRztjoj0zNLOc+TCKJQaawVuTlx0Mk711w5j52eXeLZhztxzS5lpULZLFV5I/ztDjP2+hpevXBjXQT/o6d7aXOEGXOvd8JSwhwaNPzFt67nDWOJTQqlwt0Eoz794jHevDLN0Nh8Os3wxoQPvTZ3PNfrC/LwIQfvXvfkfH7U5edgt42b7tyNl1NBDNfsck7lYEEoRTxJ8aatrtOyJXuKzYoDVvYU6oC9nPwnbDGZEXFjlZ6RqUUMei2rkSjGKj2B5VXsNlPOxZ3DZsLjW2ZPaz1vr6kHWwqG6dlrzXmeRBCFSmStyM3s4krOnameViuvX5rAvxwGEo6UpcbAv/nZB6nSanK2i9DrNFwbmcsZwR91LbKvvZ6Lg95153U2W9JS2wadlqMHHDnHJDYplBJ3E4x656qLJx9qT9uR0ZDYEc43T4XCUToclpz3vt1mIhyJ09ViyXl+u8OMe26Zxx9o5dlj0phZKA+880H0Og02y9Y0YU5h0Gupq61izh+6+8FCSVOoDP1/VxSlAaglEcPVAXuKObDdQEJ4w5f+PRaLc+pICyOuRS4OBggEV7k05OVjT+1lYHh23eKuo9mCxxckGovyc88pDI37mHAHaHeY6WqxMD2zvK63ikQQhUontWBMScqvvf8dNhOr4RiQLS3/P747yP7Oej7yZA+3phbwzAVpd5rRoOHmxMK6niupc8PRGG+8N8VPP9nDlDfAeHL32lJTxctnRwmGEg2aw8TY01LHxYwal9SYxCaFUiS3Wq8L/3KYH50f5/EHWvEtruDxBdnTWpdznjrU08DrF6c4etCR0x7t9SaCoSia5O9rn293WpiaWaJKLz2PhPLBO79Co9WU7mO3lTTWGRn3LBGPx9FopDqoXClUBfGzwL8DDMAM0AacBx4p2sgqlMyI4qjbj73exJgrkcoUDEX48g9v8MIz+5j0JNKjDDotb12e4uThFpZDYVwzy7Q7zGg0Gl4+O8q+znrqao387SsqkEg9vDDo4cKgh+cf7+bDT/RweyqhSnVoTwOPHnJKBFGoeLRaDWevuNMCAF5fkHZHQl1t1O3n6WPtvPLuWF5p+Y+e7iUWg1TOoM8f4tCehqwI/dpzR1yLWGoMfOypvYQjUb70ylDWmE72t/D1Hw9njclhM/HkQ21ik0JZoNVqGBpb4NSRVlZWI6ijPlqbajm8t4krN2Z4+lg7K6sRbk0u0tVch06n4X+8rBKLxRnz+Hn8SAuRWJwJd4A9rXXYbSbOX/PQWF+Nyajno0/1cGtiAffcHRXFb71xi4+e7uEbP76FQa8TWxFKnvlAiEAwzN42a1Gu32Cp5va0H/9ymLraqqK8hlB8Ck1B/CWgA/h/gd8BDgD/S5HGVJGslZ5+rL+ZtwbcVFfp06pqXl+QWCzO1167yc89u484cH3Eh9cXxL+8itlURSQWo9Np4es/Tkhl260m5v2h9CIws5Hl6LSfoTEfRxUnPa1WPvRwxw69e0HYXmKxOPs7rXzvnTFOP9SO1xdcp672wtN7uT2VW6jm5sQ8V2/NpvsWHT/oTJ+Xemwlh8iHfznM4KiPNkcNvW1WJjyB9PGh1QjBUIQzl6fSNn9leJZGq4n+Ltv2/GEE4T6IxeKcPOzM2arhJ091850zIxxV7Dx8yMGEZ4k33ndlnfv6e1M8+WAbzz/ezZe+p7ISimKrM6bVe82mduYWQ6xGolm7abcmF3lgbxMarUZqJYWSZ2Q6EajrbrEU5foNdQkhjjn/ijhgZUyhDtiUqqqLiqIMAA+oqvo1RVE+V8yBVRIpoY1M6enrIz7QwIQn0eA1Go0RI5E3/NHTPSytRPj2Gul5S42BZ0904Ggw8diRFoIrEQx6LTfGNyhethip0ms43CMLPGF3cbKvmbeuTBMIrq6rLQmFo9yaXKC5sSbr8ZRjNO8PpQv/Q+EoodUIA7fnOH7QSWg1krBVX+6uHNOzS9gsRsKRGEcP2LHWGonGYqgZ/ZVC4Wg6WJKSqM/XH1AWm0IpkbKJte0YZpOy2JPeJfa01TOVRwRqxLWIpdZAf09Teie4v7cRs6kKnU6DQa/JCiRCos/YaiSKb8jLowcdsgsmlDQjSSGn7ua6oly/oS4pxLEQoru5KC8hbAOFJlUvKIryInAB+HlFUR4Fau5yjpAkl/S0e26ZDoeFWCzOmctTvH9zht62On7ysW7+6c3bjLruyPFqtRqefKiNI3vtXBj08u41N3ZbDc7GGm6Mz2NvSKjsZMpqa7Uajh10YLfVoI7Nc+aKmzFPbkdNECqRhJrb8byOkscXJBYnbS+ZEvOOBhP7O+rT+fue+SAfO90DxOlqrWMlFKErT3TTUW/i1QsTjLn9nL3i4tULE8RicewZ/WAybbXDaV7nZI15Anz51Zt85gvn+PKrN8V2hZJAq9Vwa3IxZzuGsWk/zoYa7DYTFwfdee2jq7kOg07DuNvPwPAsE94A1VV6AsFVrtycpc5czakjrVm1M3abKe3oScsGodQZSYrNdDcXfwdMKF8K3QH7VeDnVFX9a0VRPgz8KfBbxRtW5aDVahjMiHynCIWjWJJ9v0LhKA8faubdq26a6k3UmgzpRaNWq+FjT+3lW29kN7i8pHr5mdO9tDTVAvDkg60srdyJJva2Wdc1xXzt4oQ0fBV2Fc02Ewe7G/JKxKtjPpwNNXQ4LTlrwVJNYFsaa7k1tcjB7gYCwVVMRj211YacogHGjH58kLB1jUZDb5uVa7fnOKo4siL/nc2WrJ2uXDvm0qxZKBWOHnTw7Tdvr7OVn3p8D+8NedNp9ZaaqnX2YTLq6Wq2cGsq0W+vv7eRPa3WdfNbpu2t7XEpLRuEUiYejzMyvUhjnbFo6YGpHbA5kaIvawpVQZwCfj/586cKOUdRFB3w54ACRIFfJlHR/ldAHBgAXlJVNaYoymeA54EI8Buqqr6rKMreQo8t7K3uDLFYnANd9Tl7CxGP8+kXjzE0Mc/taT9Wc6J3l28xlJb0feKBNkan89epHNnbxM3JBS6pHmpNBnyLIdxzy2iSx6w95+xVtyzihIonc4F2ss/Jaxcn1jlK1VV66s2wr6OeMZc/p72srEaw1BjQ67ScuTzFJdXLY0dauDDoSasghlYjeHxBmptqaLBU88q7Y+vGc3NigccOV/PR0z187dVhgHTty8DwLPvbrGm73KhZs9iusJPEYnHmFoI570/vfJDuljreujLNUcXBy2+P3rGP+SAdDjNKp40fnBvHPZdIY9xoropEYzz5UBvRaDyrx6W0bBBKGZ8/xOJymGOKvWiv0WBJ7oAtihR9ObOhA6YoSoyEA5QiTMKZqgYWVVXdqLDowwCqqp5SFOUp4A9IOGC/parqa4qi/AnwEUVRRoHTJBQVO4CvAieSxxd6bElzsq85Z2+hRw85WQyG0wXNRoOOB/Y1Meb2U12lx1JjwKDX4J7Ln0LlD4ZwNtSwv9OWjqg3N9Zy5eZMznMkeihUAvnu4bViNyf7mul0mHnphSO8fmkSj++OutpF1cOJgw6Wg2Em8qT4eX1Bnj7azvlBTzqaH47E0j+nIvRPPNjKpSEP0RZrelyZNTJKp40DnTa+dWYkSwUx1QT67WvudN+lXDvmILYr7CxjngBXR3zcmswRTARGphc50tvE4w+08ub7U8Ricc5fd+NsqKG/x4bdVsPgWKLtSuq+vz29kG5Yu5bpmSUO7WlIp/BCwqb6ehqK8wYFYQsYmkh8f/e0FKf+C8BqrkKn1cgOWJmzoQOmqqoWQFGU/wqcAf5GVdW4oigfB/7ZXc79hqIo/5T8tQtwk9i5+nHyse8CzwEq8IqqqnFgTFEUvaIoduBYoceqqurd1LveZhK1KMc4e9WNOuZD6bRxsi8hB//FV9S0YxYKR6mu0mE06Dg7MM2HTnYzODJHS1Nt7gaVTjPVBgN//8Mb6WtMeAM8e9xI/97GdJQxE4keCuVMPgcr9Vyu1L2XXjjCtduztDTV0uowc3V4lqZ6Lc8/3s3KSpTXL09xuCd3E9kOZ6LXnl6nTS8aJ9wBnA016eND4ShDY/MY9DrMpiq6m+vobDZnpQT39TTQ6bDQaE3Uh61Nt3r6eEfauXr4kAPX7JLYrlAyDIz6+OOvXAbI23B5T2sdy6EI8/4QD+5ros1h4fb0At65IIvLEQLBRd4ecGHQaVmNRFkKhjmqOHOK5EAiRfjGxDxPPNjK0Nh8OnBy7facqIYKJcuV4TkA+vYUL1Cg1SQaPEsz5vKm0BqwR1RV/fXUL6qqflVRlLvWgKmqGlEU5b8DPwO8APxU0nkC8ANWoA6YzTgt9bhmE8eWtAMGCScsFeFO9EQJ8K23R9dFE89d9/CJn9jH0Og8M74gzsYa9nVYeW/ImzOXfnjyTnpiql4s1fcrtWA8OzBNLBaXhq9CWXO32qg3Lk/nTGV6/dIkV5Iy1w/ttxONxtnfWc/1kTk8c0EO9yTqsHLVc1lqDGmHKaVE+vGn9/LGe5NZr+NsMGEy6gmsrHKg27bOyRoYnuXTLx4jEAznHONScJURl5+zV11cH/WJ7Qolw7g3wOuX7mRwpGq81tpKa5MZr2+ZhUCIB/Y1ravrMhn1WfNTW6eZBqsRiOW8XqqNw6UhDwa9Li1L391SJzvBQkkSi8cZuD2LtbaKjiKnizdYjNyYXCASjaHXSZPycqRQB2xJUZRfBv6ehHLii8BcISeqqvovFUX5TeAdwJTxlAWYBxaTP699PLaJY/Nis9Wg1+sKGeqmsdvvTeHm2u1ZPvfXF6gyaNdFE20WI565FXQ6LZOeAE8da+fW1DxPH2tncWmVCU8Au81Eb5uVM+9PZ1338SMtOYuZn3u4k0AwzIef6OHQnsaiva9Sp1LfV7Eolu3c6+fwlQxRmRShcJSLN7wc62vhxnjurwKPL4gtWbQ8NbNEh9PC3//gxrrF4c89t5+h8Xkm3AE6mi20NNZw/pqH/t5GTMbEV2UwFOFH5ydwNJg41Wjm7MA0Bp2WfR02vvrqTSCxQ5BrnO8OenDN5pbmrjVVZTmXqebszz3ShVYDp4+2F2S7mZTb/V5u492IYs47sL1/q1cuTGSlCZ4dmOaxwy3E4omGyq32Wg50NXBj3Me4O0BrUy0z8yvrbOCo4lg3Pw0Mz/L0sQ5e/NABro/4GHf7aXea0aBh0hugt83KyPRilqT9oT0NNDaWfy1kJd3vW0mxbWctW/k53Byfx78c5gMnOnA4ipeCCNDqsDA0sYCuyoC9YetFyeX+zM1W/l0KdcB+Afgj4A9J1IR9n4QTlpekbH27qqqfA5ZJOFTnFUV5SlXV14APAa8CN4HfUxTl80A7oFVVdUZRlEuFHrvROHy+5Y2evmfsdgte7/q0iUL40bkxQuFEA0qbpTor+re33cqrF8YJhaOcOtLK32akKFpqDOzrsNFkrWZ4cgH33HLagTMadKyEozkXfj5/iIVAiGg4etcx38/7KmXK+X3t1BdhMWznXj8HrVbD1Vtz6x472d+Cay7If/7COzTnSdW120wMjfmwWarpabWyvLp+FyoYinBleJaR6QV++olevvKjG5x5Pwwkero8+WAr71xdr5L4sad6mfeHuDk5TygcpdNpySt7f/X2HA8fdHBzIqEAl6oRWwqGCSyv5rRd4nFeON0LsKm/W7nd78UabyXZTort/Gz1ei3v35jBbjOlbSsWixOPw5WbM9SaDFTptVnzVC7yNS5P7f4ODCdqWQ7vbWJuIcgF1YOzoYZxd4C97da0A2Y06DjQZSurezsX5WCflWg7a9nqz+FdpwwWAAAgAElEQVT1CwkBpn2tdUX/fGuqEk7qjZFZNNH8tncvlMP9uRMU+ncp1HYKVUEcJSmqsQm+BvyloiivAwbgN4DrwJ8rilKV/PkrqqpGFUV5AzhLYnftpeT5n9rEsWVDZpG9bzFEOBLl6WPteOeDzPtDRKLxtCBHasJKLTRThfvORhNeXzBZM6ZPL+RcM3e+uDIFAKZnlnjqWDtvDUzzsSd6duqtC8I9k0tN9GR/S1o63mjQ8ZOnunPKXu9ptQIJQY1ILEaDpTpnCpPXF6S22oA66sO/HE4/bjToWFrJvXj0+IKMTC2i1ST6iKUaqq91BI0GHUd6Gjnc08A/ndFnS9H3NTKUZ/duoybNglAsMmst2x1mWppquXZ7jmAokp6b/MthVsOxHLYRp7nJnJ3ZkWxu3txYk+7nlWI02TMpXQ95rB1bnZF2p5kL1z20O830tlmx15tw2ExMzyxJDZhQkly5PYdGA4e6iy8U0yhS9GVPQQ6YoigfBH4HaCChZAiAqqp5V/Oqqi4BP5vjqdM5jv0s8Nk1jw0Vemw5kbmQDIWjrIbjBILBhBR1Z31ajc1WZ0xH0jMXmkDWztfZgWlO9rcQjcbQ6bVMeANZzlqqz9A/vj7MycOtspgTypZMNdG1EfVQOIrXF+SRPmda/MJuM3G4tykrOr+2x1AmdlsisLFWETHTFtcyMrWIQa/lyL4mvnNmJL1znXIEM4Mn79+cYTUS41d/uo//9s2rBEMRIMOeXesja3vbrGKvwraSq9bSaNDx4Sd6GHMvEonE0/aQyzbcc0GOHXRm2cD+jnoisUTK4tr6xu7WOt4ZcAEJO15cWiUcidKcTKuacAd4tL+Z6dkl3rsxQ3NTLRrNJPvbrdKWQSgZllbCDE8u0NtqxWwyFP31bOlmzCLEUa4UmoL4X4B/T6Ifl6wG7pPMheQb70/ysaf2MjA8y9DYfFqGfikYZk9vHe655XWpG5k7XykpbEuNgece6eLxIy3rUqUGhmc5ftBJYHlVFnNC2ZKpJjqzEFy38HvrSiIYUV2lp6nehLXWyNC4L+fOVWg1krVbluoL5p5b5thBR1b0PrMv31pammqZmV9mduFOzUsqKLKyGsFev1718LWLExw/6Ew7gGvtOYXRoGM1EmXME5CFprBt5OtD55pdIrSaEsFI3Mu5bCMUjuJbDPH8qW5GXf6cNpAKgpy/7qbRWp31WhPeAI/2t3Jx0JveCfvu2ZH0rvSY28/7Q14e6XPyzNF2sQ2hJLh6e454HPq3qU1CY9IBm5UdsLKlUAdsRlXVf7r7YUIhrJWlDyyv8kvPH+TabR+WWgNGg45akwFrrRFnQ03O6PvZgWmee7iTpWCYUZef/Z31XL4xg7OxJm9D2YXAquyACWVNp8OMRgNffFnF3mDKWvjFYnHOXJ7i0b5mZuaDdDjN3FTzC3N84OEOBm7OpuWtU4Ia7XZzljMUCkeprc7tILU7zNjrTVzO6LuXGoelxkDVmnNS11tZ4wCm7HnOv4JrZjk9pjcvT2MyGmSRKWwLG/Whm/AE+O1ffZhbU4v4FlfS92+u4MHI9CK3puL4FlfQ6TQ5bSAej/NofwuXko6WazaRQu+wmfjBu2Mc7m1EHfPhbKjhrYyU4NT5yysRzg16xDaEkmAgWaN8uGdzYkn3SkMyBdEnzZjLlkIdsDcURfkD4GUg7W6rqvp6UUa1C1grS39O9dBqr+WdARcfebKHcY+fwEqYPa1WViORddH3WCzOcijC4Ngcpx9qx+tboafdyvXbucUpvb4gj/Y3i/MllD1vDbgYnlzgBWUfAzdn1zlF+7vqmZpZosqgzRIPyMRuM/Hm+1M88UAbs/NBxt1+Tj/URqO1mvPXPHz4iT1MzSwx4QngqDcRi8OJQ06CoUR6Y7vTjF6rwb+8yvDEQk4BkFqTgckNGjxnLjpjsTg+f4jrt+eoNRnSktsgDZiF7SNXrWUKpdNGJBKj02HmmaPtOBpqcM8FGXf5+anH9+DxBRmdXqS5qRZztZ7ASoTVcDSrNjmTCU+A1UiUNruZgWSbCKNBh9GQWJZ0NFvY21HP21dcOc/3+IL0tNeLbQg7Tjwe5+rIHGaTga7m7REvqTEmAh9SA1a+FNo84GHgIeDTwH9K/vtskca0qxhx+fnyq8O8c83DOwMuOpvNjLoX6W2zogXeTkbljYZsWVajQUeTtZqDXQ1MuAOEozG0msTCMhcOm4m+bilcFsqbVITeaNAxOr3A8YNOjh1w0Om0cOyAg+MHnUzPLPHEA62MuwPp6HwmqXTDxcAq3z5zm0tDXg501WPQafjWG7dZXg0zPbOMFg0fONFBb7IOa8ztx2wy8Gh/M/Hkgm9geBaPb5l2h3nd6ywFw3S15J6MHTZTVuTSaNDRaq/FvxzGNZvdQF0aMAvbycm+5pw2k9mHrrvZwkooite3zIFuG+euuXhvyMNqJMr7Q15+dGGCTqeZpWA475xkt5kSqfatdTgba3jscAtPH2tHo4lz+mgbL58d5dw1N46G/Od/963bjOSonRSE7cQ1t4zPH+JQtw2tRnP3E7YAjUZDQ51RUhDLmEJVEJ8u9kB2I5nFziajnn92sosxV6L+a2Tan65pCYYid/qAeQM4bCaMBj0XB72shCMsBcP83HMKf/3dQZ4/tScreg6JyfPRwy102CVVQyhvUhH6UDiCey6Yriex1RmzGrW++JzCf/yLacY9/ixRmu6WOiDOm5eze+gtrSTSAgFcs8sYq/TotRrevDzFM8facc8tY9BpiUbjvHl5in3tNgLBVfQ6Lfs7bVhrDesEQGqr9TgbanOmLj75UBvVRj1jLn863dDrC+Y8VhowC9vJ2hR5pdPGyT5nVqpfLBYnEo3S4bRQazLgnkuo8qbqtIwGHa7ZZY7stdNqr805J/W2W+lstvD+0AwHOm202Wt59cIk07NL6WOb6k20O8y8f2Nm3fnVVXr8y2HOXnVLGqKwo1wb8QHbo36YSUNdNdOzy4RWoxirtq93mrA1FKqC2AX8BdANPAF8CfgVVVVHijayXUBmsfNRxZFWUWturGF5JZKuJcnsF7Svw4Znbpkxd4BH+prRAId6Guh2WviZ073cnlrgAyc68C+FGXUv0t1Sx4kDDvpEtleoEE72NfPWlWnaOhNS1wmBgDtpTqlUqVQqVaYNTc8E6Ott4uh+O56ko5Sq/2q3m9NpgQc6bZw67GTUvcT1kTmGJxO9u5oba9nbZuXtgeksUYFrt+f4+Q8q3JpaJB4n4azF4OuvD/NYfzMajYaRaT8HuhKL2e5mC9984zarkWh6cZpSTIxEY7jnlnMufAVhO1ibIp+LRw818/t/d4n+nkY++GgXnrllpmaW0jb11pWEyqHSUc/P/USyybknQLvDTF9PA9984xbuuUR9842JxK728YNORpLpj0aDjp62OqZmlviZp3q5PbXIdMb1zw4kgiiSoivsNFeTpR+HtjnLKC1F71+hpbF2W19buH8KrQH7U+D/Bn4XcAN/C3wReLJI46p4Moud10pqr1WWSi0wjQYdDXVGboz7MBp01NVW8fqlSfR6LY/3NdNsa0N7vB1IRCj1ei2RSGxn3qAgFIlOh5lPffIhhiYWckbWUztGmWqjKRtaqjHQ0bzKleHZrF0zo0HH/s563rnqwmjQ0dfTwODYPG++n71TdkH1cFSx52zk/N6Ql1H3Ij91qofhyQVGphZ5YG8T0RhcUN046k081u+kw24mFovT21bH994ZS18jFXB5/rFufv0jfbKgFLaVXE7MRvdgph1+681b9O1pzAoopLDUVvG33x+iyqClu6UOdWyOlqbatPOVIhSOEidOb5uVeouR6io9U94Abw+4AXhovz3n9SVFV9hJorEY6rgPh81EkzV3umyxaLAkpegXQ+KAlSGFOmBNqqq+oijK76qqGifRILnsmiCXEpnFzmt7qaxVlsrsJTQ0Nk9/byNtdgvfeH2YSCTGuDuQnjwzJyJxvoRKJRWh399h5exA7lSpfKlUAGfen8I1u4xWm2ignLKtI3vtHDtg529eHqTDacnquQdQb65iwp1bWMPjC6LTatNCOGsXi2NuP28NuPnE04nxZTqIKYwGHScOOGRBKWwbmU2XD3TVc7KvueBd10w7HBpf4NKQd9393J1shO7xBaky6DhxsJkL1z05r5cSvbmSFOXo721MX0+n065r4iwpusJOM+4JEAxFOXGgfttf25bcAZM6sPKkUAcsqChKO8keYIqiPA6I9uV90tfTyGsXJ3P2Ukn1EorH49TVVuXoo+LlkUPNnLk8xYEuiQAKu5NOu5nOp++kSq2N4udLpUo5ZhqthlfPj2fZ1vnrbv7l8wd5+exouj4zFQzZqCeYw5ZYOLY2xZiZD2alRabITJcqpNZGEIpJrqbLr12c5NMvHtvUfdhpN9Npzw6IHOiyARq+9tpNDDotzz7cyeuXJhgYnqW/tzGdapiJ02aiproqnYqfGZjM7K/n9QU5tKeBRw+JvQg7y42JRHr6vvbtd8BSvcBECbE8KdQB+/fAPwG9iqK8BzQA/7xoo9oFjHkC/NevXeH4QWe6YWtmAX4sFuf8dTdPPNjKUjCct5eQpcYgEUBh1zPi8m8YxV8boEg5Zl9+dTinbV29NcueNmva0coU2OhstuRMfbQlJ0OTUU9nsyWnk7Y2XaqQWhtBKBb5mi7fs7BFHPQ6aLRWYzRo8AejxGJxwsRYCIR49uFOZnxBak2GnIIzVQY9ceJ0tdQxtxBM13kCWTXRP/1EDx96uOO+3rsgbAU3kw7Y3nbrtr92Q8oB88t+SDlSqAN2EzgB7Ad0wCDQUqxB7QbOXnURDEXSE0qjtZpH+pxEovFEoXKyz1B1lZ6hsdyNMb3zQT794nGa88j8CsJuYG0U3zW7xPURH7/6UwfTyp+5HJxEHaYv5zXH3QEe3NeEpcZAMBThwqAnLeTx8tlRjh90Eo/HmfAG6G6po8lazcVBL/29jTzS56TOZODcNXfB6VLifAnbzUZNl+9F2CJlh0C6vvKRPmdaXOPctTu1XJdvzqxTDe1stuBbDLEcihCPxdnfaaO3zbou2AFISxWhJIjH49ycXMBSY8BRv/3rsAZLUoRDdsDKkg0dMEVROgAN8B3gQ0AqpNuefOxAUUdXoayd+ELhKFMzS0zNLNHbZsVqrqJKr8Og17C4vJq3mezBrgZxvoRdTyqKn1kr6fUFeeXcBI/2Obl6e5brI+t3xjZqOmu3mXjl3Dif+MA+Xr0wAdwRwwE4c3mK3jYrTzzQxstv32Z2IRGBHHEtMjA8y6dfPCbphUJJc7emy5sNCrx9zZXO6PD6gvT3NhKLw8ef3suIazGdVpia66ZmlrJaSKTSDVNzXUpd9KUXjnD11pzYkVByzC2G8PlDPLSvCc029f/KpMqgw2wyMLcoO2DlyN12wP4T8DTQCrye8XiEREqicA9sNPE5G2qortLhX15lZTXKQmCVDqclZ7rGqcPN2zlsQSgZMmu+UsGMk/0tnL/uXlfPdfygk1HXYs76lnxCGNVVelZCEd58f4rulrqcAZB6i5G3r05jrNKTWRKbSuH6xNO9kl4olDT57v/NprXr9Vq0Wu06+zMadChd9WnhmnwKvwDtDjMXBrPFOYKhCFdvzfGJp3vFjoSS48ZkYu7ZifqvFA3J1inxeHxHnEDh3tnQAVNV9VcAFEX5TVVVfzfzOUVRqoo5sEon38Sn0Wg4c3map4+1c+byFP29jeuKj+02Ez2tVtqbRHZU2F3kUmw72F2Pa3Ypq5VDilStZCqAsba+JSWE8f0LE4xnNEVO9RiqtxjR6TQ5AyDVVXpsZmi3W5jyLmW9bmYKlywahVLlfoVgUvY4PLmIo8GU0/6CKxHaHLXpnn2ZCr8pUm1V1p4P2bYkTphQSuxk/VeKxrpqxtwBllYimE2GHRuHsHkKrQH7KIkeYAAoiqIFLgCHizGo3UBq4vvBhQnG1iz8YrE4i0urrIZjtNktGHTerGayQ2M+etusjHkCkooh7BryKba99MIRrt32ZSmmZeL1BdMNliF3fYtRrwXIqjdJOVlvD7j4xZ88yCXVk9W8+aLq4ajiIBBcXbeg7HCY+YfXbnLigKRLCaXNvQrBZNpjc2MNq+71zpPRoGN4cjGZxZGQqE8FFEOrETzzQZw2E43WamYXctuv0mlj1O3nrYF7k8oXhGJxc2IBvU5Ll9OyY2NI9QKbXVgRB6zMuFsN2I+Ap5I/Z367RoF/LN6wdgfdzRZcs8tZ/YKMBh02mxG3bxlnQw3feH2Yjz7Zy5Q3kBbnaG0y87UfDzP3YBv/4tl9O/02BGFbyKfYdvnGDP/Thw/yvXcncqYK2m0mBpJ9hWB9fcvZqy5euzTJyf4W7DYTXl+QdoeZutoqNBp4+ng73z07woP7mmiqN+FbDBGNxjiqODg7ME273Zzl4BkNOppsJr5zZoQfnJvYtKS3IOwEm91ZeuPydNoe87VnsNUZmZ5Z4oLqyZrHdFoNJw46uTw8i16nxTu/sk4JGEg3Rf+/vnj/UvmCsJUEQxHGvQH2tlkxJAN4O0GDNSnE4V+hq3nnHEFh89wtBfEZAEVR/gx4GTCTEOXQAd3FHlylE4vF6W2r43vvjGU1hPX6gjhsJrqcdYx5/Lx71UWn08KpB1r59lu3eetyIj1qaGJeUjKEXcFGim1D4/M8c6ydnzjenlWDAnd2sTJ3tTLrW1y+INdHfFkS17Y6I1eGZ1A6bfzrjx3m718bZnZhBYNBx/SsP50GrNMlJt12p5lYNE6VXpfeHbs06E07Zfcs6S0IJYrLF+TGeLaQVK7UwqVgmJ69iXYOX/nRDazmKk4/1M7UTIBvvzWStpdrt+ewWYx84EQHMwtBXDPL6T5fb1/bYql8QdgCbk0tEo/vbPoh3NkBEyGO8qPQFEQ78G+AvcAbJIQ53izWoHYTqVqw4wed6wqYLw56OXm4hb7eRn50bpw3L09lndvSKDVgwu7gboqFZ65M8/Ene/j0i8d4+5qbwdFEPUtfTwPXbs/R3VKXrm/pbrYQi8UZ8wT4/b+7xP5OW05RgEariVgszumj7QSWV/nOmZF1AgOPH2khGoNLQ560mlsoHOXYAUd61+1eJL0FoZQ5c2VqnTpvKrVQo0m0ceh0mqmtqaLBYuTCdQ+hcJT+nia+9/boOjs6ftDJmctTtDTVMjTm4/lTe3juWDtarYa//M5gzjGIXQk7yY2JpABH284JcIA0Yy5nCt03PQw8A3wd+D3gFLIDtiV0Osz87Af2EY/Hc0b5AsurtDbWrDvPaNDR22aVyUfYNZzsb8Zo0GU9ltrhunp7DpcvyNmrLm5OLHDioIPH+p30d9n42ad6+ewvn+Cxfidnr7r4zBfO8dXXh3nj8jT+5XA6cr/2uqmdskN7GjHodTntU6/XMnBrJu24pdKIM3fd7kXSWxBKFa1Ww8At3zq7icXinL/u5uE+Jw8fcjCzsILFpEfpsPLpF4/x/GPdRKKxvEI5lhoD1VV6VsMxHlIc6Wse6Mq9wBW7EnaSGyUgwAEJFUSQZszlSKE7YB5VVeOKogwCR1RV/aKoIG6OfJE6rVbDtZG5vAICnvkgSyuRdU0ra6v17N9hwxeErWajiHan3czHn+5FHZtP20FKuOaZo+187q/P418OA3BzYp5vGnTpOpERlz9LwCMUjlClTywe16qMtjTV8qFHO+m030lvSqldreXW5CK/+fPH+PF7UwyO+rDXV2PMUFG8F0lvQSgVctljyin6/rnxdeq8e1rr+G/fvMpCYBWA6yNzaTv8xDN7+a0/fyfn63h9QT702B4WAyE+/eIxDu1pxOtN7K5tlVS+IGwVkWiM4akF2ppqd1z4wmpO1CrPyg5Y2VGoAzagKMp/Af4r8DeKorSSqAUT7kIu2ezMvPVYLE5zQ6KZci4BgU6nBQ3wzNF2zg160JDoFXbigEPy34WK4W52kmJ/ez3fevM2tSZDlnCNo8GUdr5SZNaJrBXwyBQNWFv/1WStznK+gA0b1jbbTOk+RQm1NjedTos0jRXKlrvZY8opWqvO29VsSTtfKTLtsMNpyTnPdbXU8ZMPd+QMvtyvVL4gbDWjbj+r4Rj7OnY2/RBAp9VisxjxiQNWdhTqgP068JiqqtcURfkM8AHgXxRvWJVBPtnstepNSlcD/mV3TgWommo95wc9fPBEhzR1FSqSQuwk875/aL+dpZVIWvSitlqPz7+a89rqmA+9XrtOwCOXaEAoHMW3GOLEAce66xQShY/F4nTYzXziabFToXwpdN5KZWXM+0Psaa0jFosTDEVyXjNVr/VInzOnUM6Jg44N7eVepfIFoRgMJQVoSiULqcFSza2pxXSvPKE8KMgBU1U1SkJ8A1VVvwl8s5iDqhTyyWavVW+6dnuWWBx+8lQ3U94lpmeW6G6tw2Ezcf6ah7ZkClWnwyyTj1BxbGQnGg1Z/X8ardW8eXkag06bJXrx+AOt6wIYkNihikRiOXewzg5M88ln9zO7sHLXyPpmo/Bip0K5Usi8dfaqizcvT/P4kRZ0Wg1DY/OJFERrHSajfp0jlqrX6u+y8dILR3j3mpsxl5/OZgsPH0rUahaC2JVQCtwYT6Sk7y+BHTBI1IHdnIwzHwjRkBTlEEqfQnfAhE2ykWx2pnqTVqvh+sg8o65FjAYdzgYTD+538OqF8XRK1YhrkfPX3dL3RKg4NrKTwVEf10fm0ilLKRs52d/CmctTuGaXMRp0NDfW4JpN9M3LTG/K3KHKtYNl0GnZ326l82hbQZF1icILlU4h8xbA4Og8J/tbeOdqtnLvwPAsTx9r5+W3R9Pnrd0p7u+y0d9lQ6/XEonEivhuBGHricXj3JiYp8laXTLOTmocc35xwMoJccCKxEay2ZnqTZnHhcJRPPMrzCwEN6xnSSELQaHc2chOOpxmzl1zZz2WUkyrNuo5pjjSAgDOhhoe7XNy9fZcWoI+c4fqbjtYhdqR2JxQyRQ6b/X32HDNBXPulK2Go/zUqW4Gbs1tuFOcz/mSFCqhlJnyLrG0EuGBvU07PZQ0DZakEuLiCrSVRlqkcHfEASsihao3ZR73geMdXLk5k/N6qQjkiMtfkGCBIJQD+ezEbKpat8CDhGLaB4538IN3x7Ki76ld4k8+szdvMf+97mAVKhIiCOVOIfPWqcOt/Mk3BnKef3NigX/10X5eON27KTvLtLG+ngYeFqEpoQQZSvb/KpX0Q8jsBSZS9OWEOGBFpNC6kdRx5wY9zPtD6xpcplA6bevktPMVSAtCuZDPTt6+5sp5/P7OepaC4YLqK3OxWefr2u1ZsTlh11DIvNVsM7Gvoz7nPJXZGL1Qcgl//PDcuNiYUHKkBDj2lYgAB9xJQZxdECXEckIcsCJTaNS902Gmu9nCZ75wjnaHOaci4mOHnbx1pTBhD0EoJ3LbSTOvXlgfiX/8SAt/+e3BnNfJrK/cKn58cUJsTthVFDJvPfFAC2++P7XOPlON0f/5U4XvgBUqWCUIO0k8HufGxAJ1NQaaG2p2ejhp7PWJVkbu+eUdHomwGcQB2yYKmYg2anCpdNroclj4wuj2LTwFYbvJvH/zRuLt5oLqVLYCrVbD1dtzOZ8TmxMqnQ2Dhhs0Rv+JE52bqqssRLBKEHYaz3wQnz/EMcWORlM6tYo11XqstVW4ZsUBKyfEASsx8jW4/PBj3QUXSAtCpZAvEl9ofeX9EovF6dvTwOi02JwgrCVfY/TN2KHMa0K5MHArEYzr627Y4ZGsp6WxBnVsPm2DQumj3ekBCNmkov4ffKSLlqZaHthr51OffCidhnGyr3mdcRVj4SkIpcTaRVimnXS31PHBR7qKVi9y+mi72Jwg5KDTYeZTn3yIB/baaWmqvWc7lHlNKAcGbs0C0N9Tig5YLXHAPSe7YOWC7ICVIBvl32+2IawgVCrb1Zfr0J5GsTlByMNW2OHaee3QHlFBFEqLcCTG9TEfLY01NFlNOz2cdTQ3JmrSXHPLdDotOzwaoRDEASth8k1m0hBWEO6wHTYgNicIG3O/dpFpY42NZrze9QqLgrBTDE3MsxqOcbincaeHkpOWpAM2NbO0wyMRCqVoDpiiKAbgC0A3YAR+B7gG/BUQBwaAl1RVjSmK8hngeSAC/Iaqqu8qirK30GOL9R5KHVkICsL2IjYnCMVFbEwoRd67kejPeri3RB2whlogsQMmlAfFrAH7BWBWVdUngA8BfwT8AfBbycc0wEcURTkKnAYeAT4J/HHy/M0cKwiCIAiCIAhbSiwe5+KQl9pqPUoJNWDOxFZnpMqgZWpGHLByoZgO2D8A/zHj9whwDPhx8vfvAs8CjwOvqKoaV1V1DNArimLf5LGCIAiCIAiCsKWMTPvx+UM8uLcJva40teu0Gg1tTWamZ5cIR6J3P0HYcYqWgqiqagBAURQL8BXgt4DPq6qayi/wA1agDpjNODX1uGYTx3rzjcNmq0GvL44kp91emYWO8r4EKJ7tlOPnIGMuPuU23o0o5rwDlfW3ykelv8dKf3/3SrFtZy2FfA7ffmcMgKdPdJb053aop5Hb04v4V2MoLfe3U1fK73Mn2cq/S1FFOBRF6QC+Dvx/qqp+SVGU38t42gLMA4vJn9c+HtvEsXnx+YqzHWu3WyqySFjeV+mxU1+ExbCdcvwcZMzFp1jjrSTbSVFun+29UOnvsRzeXyXazloK+Rxi8TivXRinukpHe4OppD+35vpqAC5dd9NQY7jn65TD/bkTFPp3KdR2iraXqiiKE3gF+E1VVb+QfPiSoihPJX/+EPAGcAb4oKIoWkVROgGtqqozmzxWEARBEARBELaMG+PzzC6GOK44qCrxBsd7WuoAuD29vqm5UHoUcwfsPwA24D8qipKqBfu3wB8qilIFXAe+oqpqVFGUN4CzJBzCl5LHfgr48wKPFQRBEARBEIQt460BFwAn+5t3eDOhFFYAABeASURBVCR3p7mxhuoqnThgZUIxa8D+LQmHay2ncxz7WeCzax4bKvRYQRAEQRAEQdgqVsNRzqsebBYjSmdpqh9motVo6G62oI7Ns7wSoaZaWv2WMqUp5yIIgiAIgiAIO8R7N2cIhqI82udEq9Hs9HAKYm97PXFgcMy300MR7oI4YIIgCIIgCIKQwdtX3QA81lf66YcpjiQbRV8eFnmEUkccsG1Cqy2P6IkglBJiN4JQPoi9CpXC4vIqV27N0uk002Y37/RwCqanpQ6zycDl4Vni8fjdTxB2DEkQLTJjngBnr7oYHJ3nQFc9J/ua6XSUjzELwk4gdiMI5YPYq1BpnLkyTTQW51R/y04PZVNotRoO9zRy9qqLMXeArmbp51WqiANWRMY8AT731xcIhRNdyUddi7x2cZJPv3hMJidByIPYjSCUD2KvQqURi8f58aUpDHotjx0un/TDFA/ua+LsVRdvX3OJA1bCSApiETl71ZWelFL8/+3deZwU1bXA8d+szA4jszCDbAocQMABBEFUQCFuTxNjjJqnTzRRk7i8+HwveSauST4xvmiM0SzGPcaoccEFF1QUAUFQQASVAwIOOzMM28AAs74/7h1pxp7p2eie7jnfz4cP3dXV1adq7qm699atqgNVNcz344qNMV9neWNM9LB8NbHm8+IdlOzcx5jBeaSntP6BxpFS1D+HrPRk5izdzIHKmtBfMBFhDbDDJD4+jhXFO4N+put22Fh5Y4KwvDEmeli+mlg0a8lGACaO6BnhSFonKTGeiUWFVByoZt6nWyIdjmmENcAOk9raOgb1Cf7cCOmdTW2tXRxpTEOWN8ZED8tXE2t2lB9gycpt9M7L4KiCrEiH02oTR/QkMSGOV95fy74D1ZEOxwRhDbDDaNwxPeiSlHDItC5JCYw7Jj9CERnT8VneGBM9LF9NLJnzySZq6+qYOKIncVHy7K9gumV04cyxfdi5p5Jps9cc9t/bs6+KNxeu4+aHF3DVXbO4/v65PP/eamv8NcFuwnEY9c7L4MZLRjH/063ouh1I72zGHZNvFyYb0wTLG2Oih+WriRVV1TW8s3gjKckJHD8k+jsQzhrXhwWfl/D2og30K8xiXBufZ3agsoZdFZVfva+urmXr9go+0lI+XFFCdU0tiQlxHJmbQenOfbw6v5jFK0u59rzh9Dgira2rE3OsAXaY9c7LoHdeBvHxcTYcw5hmsrwxJnpYvppYMPeTzezeW8mZY/uQ2iX6q8dJiQlc8+1h3PHEIh559XMOVNYwoaiwxWf2Vq7fyYtz1rBqwy5qGsnv/OxUJhT1ZPywHmSmJVNZVcPz763hrY/W85snFnHDBUV2R8YGor+ERQk7KBnTcpY3xkQPy1cTraqqa3jtg3UkJcYzZXSvSIfTbnrmpHPdd4Zz/wvL+PsMZd7yLZwwtAe98zPJzuxC1/TkRm+Ws3VHBc+9u5pFK0sB6FeQRWFOGnHEUUcdiQnxHJHZhYG9ujGwV7dDGnbJSQlcNHkABd3TeGKG8tsnFzP1jEGMGZwX1qGdB6pqKN5STmZaEvnZaR3qxkDWADPGGGOMMZ3WGwvXU7Z7P98Y3Yuu6cmRDqddDezVjVunjubJt1by8Rfb+GLjrq8+i4+LozAnjb49suhXkEnP3AyKt1Xw7ofFvL9sCzW1dRzdM4sLThlA/55dW/zbE0f0JDMtmYemf8YDL3/Kq/OL6ZWXTmVVLTv3HGB/VQ3ds1IYMSCHsUN60CU5IfRCm+FAVQ0vzlnDzEUbqa6pBaB7VgpTRvfipOEFHeIMZ+QjMMYYY4wxJgJKdlTw6vwvyUpL4pzx/SIdzmHRvWsK131nOFt3VLCieAebyyrYUX6A7bv3s750DxtK9zJ32eZDvpPbLYXzJ/ZnlOS26azVKMmlMOc4ps1ZyyItYUPpHgAS4uNITkpgY+lePlldxvR5XzL1jMEc0++INq3rtp37uPf5T9hYupecrimMGJBL+b5KFmspT89cxUtz1zKhqJCRA3PpmZMescaYNcCMMcYYY0xUq6yqYdmaMtZs3k1lZS1ZGckM6ZPNUYVZjTYg9ldWc98Ly6isquXS0weRlhLb1eL87DTysw+9IUZNbS2byypYu3k3W8oqyO6WRkF2CoN6dyMhvn1ull7QPZ0ff2soB6pqKN9bSXJyAhmpScTHxbF9935mLtrAjIXrufuZjzn52EIuOKV/qxpGqzbs5P4XllFeUcWkET357in9v7pL657JVby7eAMzF2/kjQXreGPBOgAyUpPI7ZaC9M5m9KA8+oXp8QOxXdKMMcYYY0zMWre1nNlLN/HBp1upaHDb82lAXnYqE44t5IShPeia0eWrzzZt28OdTy5hY+leTh15ZJvvEhitEuLjOTI3gyNz3Z1Lc3MzKS0tPyy/1SUpgS7dUg+ZdkRWCudP6s+Ywfk8/OpnzF66iWVryvjupP6MHpxHfDPOvlXX1DJj4TpemruW2lq45DRhUoMHaWekJnH2+H6cfnxvFq/cxuqNu9iyo4KyXftZX7KHtZvLeWPBOvr0yGTSiJ4cPzi/3YZEBmMNMGOMMcYY06Ht3V9FyY59VOyvZvfeStaX7GH52jI2lO4FoGt6MmeM6M3Qft3JSE2iZEcFi1du4yMt4dlZq3lu1mp65WfQPSuF8ooqVm/aRV0dnDi8gAtO7R/htTN9emRyy9TRvDq/mOnzvuSBlz/luVmrGTkwl749MslKTyY9NZHE+Hhqauuoqq5le/l+1mzazYLPt7JrTyVZ6clcefYQhvRtfBhjUqJ7zEDgowYqq2r4rHgHc5Zu4uMvtvHY6yt4euYqhh3Vnb4FmeR2TeXofdVU7qskLzu1XW4kYg0wY4wxxhjTYdXV1fGLBxewe2/lIdMTE+Ip6p/DSccWMOyo7iQmHBwy1ysvg1GSx/emDGD+8i0sXlnKFxt3sW6ruwZJ+mQzqaiQMYOj/5lfsSIxIZ5vntiPcUN78Oq8L1m4ooS3Plof8nupXRL4xuhenD2+L+kpSS3+3eSkBIr651DUP4ftu/cze+km3l+2hQ9XlPDhipJD5v3+WYMZP6ygxb/RUFxdnd021hhjjDHGGGPCoX2urjPGGGOMMcYYE5I1wIwxxhhjjDEmTKwBZowxxhhjjDFhYg0wY4wxxhhjjAkTa4AZY4wxxhhjTJhYA8wYY4wxxhhjwsSeAxaCiBwP3KmqE0VkJPAKsMp//BdVfUZEbgXOAqqBn6jqwgiFG5KIJAGPAH2BLsCvgc+Ax4A6YDlwtarWxsB6bSDK/16xJDCXIh1LKMHKk6q+HNGgQhCRBOBBQIAa4DJVXR3ZqJpHRPKARcAUVV0R6Xg6KhFZAuzyb9eq6mWRjKe9NDjO9ifI8SiS8bWH5tQlIhdd9Gtr3aaxchcL9YXA/StuPR6jk28TABG5ETgHSAb+DLxHGLeNnQFrgoj8FHgISPGTRgK/V9WJ/t8zfkc6ATgeuBD4U2SibbaLgTJVPQk4A7gf+D1wk58WB3wzRtYrFv5eMSFILnV0wcpTR3c2gKqOB27B5XWH5ytODwD7Ih1LRyYiKQAB+7NYaXw13Dd87XgUqdjaS3PqEpGLLma0tW4TC/Wgrwmyf+302wRARCYCJwDjcevTizBvG2uANW018O2A96OAs0Rktog8LCKZwInAm6pap6rrgEQRyY1EsM30LHBzwPtq3Hq959+/DkwmdtYr2v9esaJhLnV0wcpTh6aqLwJX+rd9gK0RDKcl7gL+CmyKdCAd3LFAmoi8KSLviMjYSAfUToIdZxsej6Jdc+oSpm3aWreJhXpQMA33r7ZNnNOAZcA03Nno6YR521gDrAmq+jxQFTBpIfA/qnoysAa4Fcji4JAQgHKga9iCbCFV3aOq5X6H/xxwExCnqnV+lvr4Y2G9ov7vFSuC5FKH1kh56vBUtVpEHgfuw8XdoYnIVKBUVWdEOpYoUIGrTJ0G/BB4UkSi/jKCIPuGYMejqNbMuoRpg3ao20R9PaihRvavnXqbBMgBjgPOx+9PgfhwbhtrgLXMNFVdVP8aGAHsBgJ7rzKBneEOrCVEpBfwLvCEqv4TCBxfXx9/LKxXTPy9TGQEKU9RQVUvBQYCD4pIeqTjCeFyYIqIzAKKgL+LSI/IhtRhrQT+4XtXVwJlQEGEYzocgh2PYk2wY5NpozbWbWKiHtTA1/avQF7A551xm9QrA2aoaqWqKrCfQxtLh33bWAOsZWaIyBj/+lTcRY3vA6eJSLyI9Ma1oLdFLMIQRCQfeBP4mao+4icv8eNhwY2dnkNsrFfU/71MZDRSnjo0EbnEX1QM7mxJLe5mHB2Wqp6sqhP8jVk+Bv5DVbdEOKyO6nLgbgARKcT1tm6OaESHR7DjUawJdmwybdAOdZuorwc1FGz/CrzembdJgLnA6SIS5/en6cDMcG6bqB++EGY/Au4XkUpgC3Clqu4WkTnAfFyD9upIBtgMPweygZtFpH689H8CfxSRZOBz4DlVrYmB9fov4A9R/vcykRGsPJ2hqh35RhEvAI+KyGwgCXcHpv0Rjsm0n4eBx0RkLu7OW5eraoe/NrEVbsCdvf3qeBTheA6Hr9UlIhxPLGhr3eZr5S4K60HN0ZL1jNltoqrTReRk3HDg+vVYSxi3TVxdXV1TnxtjjDHGGGOMaSc2BNEYY4wxxhhjwsQaYMYYY4wxxhgTJtYAM8YYY4wxxpgwsQaYMcYYY4wxxoSJNcCMMcYYY4wxJkysARYlRKSriEwTkUIReS3S8RgTjerzKMQ8j4pInxDzzAp4Bkiwz/uKyJetCtKYDiJc+WJMNBCRdwNehyz3LViu3Y68E7IGWPTIBkao6iZVPTPSwRgTpbKBESHmmQTEhSEWYzo6yxdjDpoY8NrKvWkTexBz9PgjUOh7I0eoal8ReQzYC4wEuuEeRHgJcCzwoqreICIJwO9wO44E4DFVvaexHxGRvsDLwArgGKAYuFhVt4vI6cAvcQ95XQtcoaplvqd/AVAEnKSqJY0s+7v++3uBJUCiqk4VkfNxD7VLBbrgHjA6T0RmAYuBE4EU4Ge4BysOAe5R1XtEJAP4EzDUr9+dqvpUczeq6XQC8+hlXLmrAxYB1/h/hcBrInIScApBymYzfytVRJ7Glc0dwLd8vpQCHwEFwGhVrQr2ZRG5DrgW2InLx9WqepuIXIPL83SgErhIVdXn4VPAFKAa+JWPfQBwg6r+S0TygQeAXkAtcKOqvt3M9TGdT1jyxR933gC2AfuAJ4GJqjrVfz4LuM3P/nOgAhgMLAO+p6qVTSzbjjumRUQkEfgL7u+bD3wClPrPFgDTOLTcHwXcA6ThyvBVqrrWl6WFwElALnCtqr7uy/s/gAzgg4Df7Yl74Ho3v/zHVPUWEZkKnA4c4X/rTVX9sYjEAb8FzsXt8x9Q1XtFpL+PvzsuV65V1SVNrO9tQB9cTuX45fyusfqjP5v9f37aclW9tJHlJgF/xeXSRty+41fA3CDb9yL/+kUO1j8XA/OAqbjOoHNV9XMRGR1seze2fh2VnQGLHtcBm4DrG0wvVNVxuCR8FPghriF0hYh0Ba4AUNWRwBjgm36H0ZRhwJ9V9RjcE75vE5Fc/xunqeoIYAZwZ8B3XldVaaLxlQv8ATgVGI3bkSAi8T7mf1PVY3FJfWPAV+NUdQzwPHAf8G3czuwW//lNwCJVHQWcDPxCRI4KsX6m86rPo1uAXwATVHUYrnJ2q6r+1n9+Jq7R1FTZDCUX+L2qDgW2Ahf66Tm4CltRE42v4cDVwChceR/gp2cB38JVTocC03GV4HpbVPU4XN7+L/AN4OKAuO8FHvH5cg7wgIhktmCdTOcSznwRXGfflBDznYAr84OB3sBpjS7QjjumdU4AKn3dqj+uQfQGgKoe36DclwMP4ToCRgJ3Aw8GLCvZL+d64Nd+2v24xkwR8H7AvBcBT6nqWFw97CcikhMQ03nAcOBsERkGfAcY7+cdA1wmIj2Ax4Gf+niuBJ5uxjqPAib7/68SkZE0XX8cCJzSWOPL+yGuo3AQcBkuB+vXpeH2rR/ZNRxXtzzWr1tfP99TwJUikkzT2ztq2Bmw6Pe6/78Y1xNRAiAi23E9BpOBIhE5xc+XgUvWOU0sc6WqzvKvHwf+CbyJO9i9KyLgej62B3xnQYg4TwLmq+pGH9/juN6MWhE5F7dDEVxPS00j6/eBqlYAxSLSzU+fDKSJyOX+fTqu52RNiHhM5zYBeEVVy/z7v+E6ML7SjLIZyiZVXehff4preNULlS+TgemquhtARJ4CslV1t4h8D7hQRAbiekU/DvheYL5sVNVqESnG7QvqlztIRH7p3ycBRzdYhjENhSNfSlT1y2bMt1xVNwCIyOf4RlUj7LhjWkxVZ4tImYhcjWs8DMDVnYIZiNuHvuzrRgBZAZ+/4f9fzsGyOhHX2AJ3tvdh/7t3icgkEflv3NmhZFzZApinquUAIrLGL2sC8C9VPQAcwNX1MnANnUcD4skQke4B+RvMU6q6xy//ZdzZ7LEErz9+5sLVXU0sD9xojAdVtQ6XPzP9eja1fbfUn60TkQ3ATD+9GOhH6O0dNawBFv0Ch15UB/k8AdcT8gKA703ZE2KZgcuJ9+8TgLmqeo5fTgqH7pD2hVhmDUHOuPqdxULc6fjZuFPRgT36zVm/i1V1sV9ePoc2DI0JpmFZjKPB/rAZZTOUwPJaR8D1Aqra2nzpBczC9aC+Dmzh0Gt0mpMvp6jqdr+8AiDoWWtjAoQjXwJz4pB8wXUU1NvfxHwN2XHHtJiInIMbtnovrqMhh8bLWQKwxp/Nwg/byw/4vL68BpbVOg6Wyzp8419E7sYNMfwnbije5IDvBCv3Vf51fdx9cWei99fH46cfSejy2Vi9L1j9cSyh63zQeP41tX0bDidumH+htnfUsCGI0aOa1jWY38ENR0zyB525uORpiohIffJehqvoLQDG+V53gJuBu1oQxzxgtIgU+HHLF+J2HAP9/78B3sUN9UhowXLfAX7kgy7AHUh7t+D7pnOpz6NZwDkiUt8jeQWu/AXO09ay2RYzgTNFJMsPuTjPxzIa+MJfx/khbux/S/PlxwAiMgTXK5vWnoGbmBKpfNkGDBaROBHphxuW1Bp23DGtMRl3ZulR3DW4k3Dlo8ZfHwYHy/0K4IiAoXmX4xpQTXkbNzQcXNlL8a+nAL9T1WdxQ3J70nS5nA2c5+t3abizbfnAKhG5GEBEpvj5QjlXRLqISDZwNm7UU2vqjw3X80Kfx4W4M391NL59m6M127tDsgZY9NgKrKPBsI9m+CuwCnfx8UfAowHDCxuzHbhdRD4F8oBfq+oWXEH/l4gsw93444bmBqGqpbjrCd7CVRyTcD0oS3HDn1bghmmV4i4Gba7bcTc7WI7bWfxUVVe34Pumc6nPo3uBO4D3RGQFbgz6TX6e6cBrwC7aVjZbTVWX426AMB83XLgcly9vAvEi8hnuAuUVuGEZzXUtMFZEPgGewfXil7dn7CamRCpf3gbWA+p/e25rFmLHHdNKDwIX+brOs7jrtPoBLwFL/Qig+nJfCJwP3O33q5cC3w+x/GtwDaelHLyODFyOPeHL1TW4Oluj+3dVneZjW4wr3/eq6krg34Ef+HjuAC7wwwCbsg93rJkP3KGqn9G6+mOgv/l1W4a7nKXY/05j2zckP9yypdu7Q4qrq7PHD5iD/CnsWarat52X2x13ILzdj7//I7BKVe9rz98xJhb4M81n+TNdiMhLwEOq+kpkIzMmethxx5jQxN0FEVW9rZ2XexbuhjbTxd0UbglwXP0Q+M7OrgHrhETkaNzdnYL5QRuWm4rrPQnmVlyv6XIRqcb12ETlnWuMgdB5pKofteH7V+GGTi3HDdmYgetxNSYqtTVfmliuHXeMCUFErsedLWpoE+56yNYu9wIav9vpubgzevV3f7zFGl8H2RkwY4wxxhhjjAkTuwbMGGOMMcYYY8LEGmDGGGOMMcYYEybWADPGGGOMMcaYMLEGmDHGGGOMMcaEiTXAjDHGGGOMMSZMrAFmjDHGGGOMMWHy//jUpseFmMunAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Look for correlations between attendance and some common variables\n", "\n", "sns.pairplot(df_m_y[corr_columns], diag_kind = 'kde',size=3)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Findings\n", "\n", "In looking for factors that could correlate with attendance per game outside of Temperature, I started with a few initial hypotheses. More offensive output (runs and/or homeruns) would be more exciting for fans, thereby generating higher attendance. Likewise, intuititively we would think that shorter time for games may increase attendance, but this also doesn't look to be the case from the plot." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "## Add HR and Run variables to the full dataframe\n", "\n", "df_all['total_hr_game'] = (df_all['V_hr'] + df_all['H_hr'])\n", "df_all['total_run_game'] = (df_all['V_score'] + df_all['H_score'])" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "## Resample the dataframe by Month and Year; remove additional months that had all 0's that were not \n", "## included in DF (December, January, etc.)\n", "\n", "df_monthly = df_all.resample('M').sum()\n", "df_monthly.drop(df_monthly[df_monthly.game < 1].index, inplace=True) # Remove offseason months" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "## Add variables to new monthly dataframe\n", "\n", "df_monthly['hr_game'] = df_monthly['total_hr_game'] / df_monthly['game']\n", "\n", "df_monthly['total_run_game'] = df_monthly['total_run_game'] / df_monthly['game']\n", "\n", "df_monthly['attendance_per_game'] = df_monthly['Attendance'] / df_monthly['game']" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "## Create a new DF that is regular season only to mitigate potential bias of increased attendance at postseason games\n", "\n", "df_monthly_rs = df_monthly[(df_monthly.index.month >= 4) & (df_monthly.index.month <= 9)]" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "## Group the weather data by month, filter out November, use monthly resampled dataset filtered for April onward\n", "## and add variables; end goal is to plot temperature against attendance per game.\n", "\n", "weather_month = df_weather.groupby(df_weather.index).mean()\n", "weather_month = weather_month[weather_month['month'] != 11.0]\n", "\n", "attendance_month = df_monthly[df_monthly > '04/01'] # Date filtering\n", "attendance_month['attendance_per_game'] = attendance_month['Attendance'] / attendance_month['game']" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Correlation between Temperature and attendance per game: 0.15\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Scatter plot for attendance against average fans per game; aw = attendance + weather\n", "\n", "aw_month = weather_month[['Temperature']]\n", "aw_month['attendance_per_game'] = attendance_month['attendance_per_game'].values\n", "\n", "sns.regplot(x='Temperature',y='attendance_per_game',data=aw_month)\n", "plt.title('Monthly average temperature against attendance per game')\n", "\n", "print('Correlation between Temperature and attendance per game: %.2f' % aw_month.corr().iloc[0,1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "At first glance, there's surprisingly little relation between Temperature and attendance per game. The correlation coefficient is slightly positive, but if we were to remove some of the values in the upper third of the plot, the relationship may drop to essentially 0.\n", "\n", "This means that there are likely other factors that are more influential to attendace per game than temperature. These could include the team's record (this season or last), the team in town (for example, playing against the Yankees might draw a bigger crowd than Toronto), or playoff positioning (competing for a playoff spot in September vs. mid-July game in the Texas heat with the team sub-.500)." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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V_game_numH_game_numV_scoreH_scoreAttendanceGame_timeV_atbatsV_hitsV_doublesV_triplesV_hrV_rbiV_bbV_strikeoutsV_pitchersusedH_atbatsH_hitsH_doublesH_triplesH_hrH_rbiH_bbH_strikeoutsH_pitchersusedgametotal_hr_gametotal_run_gameTemperatureStadium_Type
monthHome
4ANA401740361521150011002699.059062.011682300260636355144211792271115411157292754153312141596619621231331667302164.1035710.0
ARI35093577138014077791983.047498.094962528577593271312863196410649034244052575339135093517841056269666278772.8678571.0
ATL36213677116913229160879.051438.010307247748048230109810182196111099672575477522971261104619931135302527249162.9785710.0
BAL39923931144415149974960.057824.0112122782501343631372118321211158107402803539373391424113319261191324702295854.9392860.0
BOS421341981415167610325894.059548.0110682769649442811340112524031181107733044719593281580125419951202319609309148.8571430.0
CHA42324161137314976667771.055232.0108362648518492861301113121651125103552680500663631424116218621138314649287049.1250000.0
CHN38213721133713829424494.053000.0104972556510583041263110023901147101782641512542881311106620681194305592271949.1250000.0
CIN35683596156114567722879.055876.0110252780595623771480114224071235104712671516533561365117921911253320733301754.7178570.0
CLE39063820145313656801755.051679.01018426805543830213719931976102995702496509423081307109818661113287610281849.6892860.0
COL379637731782178810273776.052452.0104093059642763581703109918611123998830186101153591706102218211211286717357047.7392860.0
\n", "
" ], "text/plain": [ " V_game_num H_game_num V_score H_score Attendance Game_time \\\n", "month Home \n", "4 ANA 4017 4036 1521 1500 11002699.0 59062.0 \n", " ARI 3509 3577 1380 1407 7791983.0 47498.0 \n", " ATL 3621 3677 1169 1322 9160879.0 51438.0 \n", " BAL 3992 3931 1444 1514 9974960.0 57824.0 \n", " BOS 4213 4198 1415 1676 10325894.0 59548.0 \n", " CHA 4232 4161 1373 1497 6667771.0 55232.0 \n", " CHN 3821 3721 1337 1382 9424494.0 53000.0 \n", " CIN 3568 3596 1561 1456 7722879.0 55876.0 \n", " CLE 3906 3820 1453 1365 6801755.0 51679.0 \n", " COL 3796 3773 1782 1788 10273776.0 52452.0 \n", "\n", " V_atbats V_hits V_doubles V_triples V_hr V_rbi V_bb \\\n", "month Home \n", "4 ANA 11682 3002 606 36 355 1442 1179 \n", " ARI 9496 2528 577 59 327 1312 863 \n", " ATL 10307 2477 480 48 230 1098 1018 \n", " BAL 11212 2782 501 34 363 1372 1183 \n", " BOS 11068 2769 649 44 281 1340 1125 \n", " CHA 10836 2648 518 49 286 1301 1131 \n", " CHN 10497 2556 510 58 304 1263 1100 \n", " CIN 11025 2780 595 62 377 1480 1142 \n", " CLE 10184 2680 554 38 302 1371 993 \n", " COL 10409 3059 642 76 358 1703 1099 \n", "\n", " V_strikeouts V_pitchersused H_atbats H_hits H_doubles \\\n", "month Home \n", "4 ANA 2271 1154 11157 2927 541 \n", " ARI 1964 1064 9034 2440 525 \n", " ATL 2196 1110 9967 2575 477 \n", " BAL 2121 1158 10740 2803 539 \n", " BOS 2403 1181 10773 3044 719 \n", " CHA 2165 1125 10355 2680 500 \n", " CHN 2390 1147 10178 2641 512 \n", " CIN 2407 1235 10471 2671 516 \n", " CLE 1976 1029 9570 2496 509 \n", " COL 1861 1123 9988 3018 610 \n", "\n", " H_triples H_hr H_rbi H_bb H_strikeouts H_pitchersused game \\\n", "month Home \n", "4 ANA 53 312 1415 966 1962 1231 331 \n", " ARI 75 339 1350 935 1784 1056 269 \n", " ATL 52 297 1261 1046 1993 1135 302 \n", " BAL 37 339 1424 1133 1926 1191 324 \n", " BOS 59 328 1580 1254 1995 1202 319 \n", " CHA 66 363 1424 1162 1862 1138 314 \n", " CHN 54 288 1311 1066 2068 1194 305 \n", " CIN 53 356 1365 1179 2191 1253 320 \n", " CLE 42 308 1307 1098 1866 1113 287 \n", " COL 115 359 1706 1022 1821 1211 286 \n", "\n", " total_hr_game total_run_game Temperature Stadium_Type \n", "month Home \n", "4 ANA 667 3021 64.103571 0.0 \n", " ARI 666 2787 72.867857 1.0 \n", " ATL 527 2491 62.978571 0.0 \n", " BAL 702 2958 54.939286 0.0 \n", " BOS 609 3091 48.857143 0.0 \n", " CHA 649 2870 49.125000 0.0 \n", " CHN 592 2719 49.125000 0.0 \n", " CIN 733 3017 54.717857 0.0 \n", " CLE 610 2818 49.689286 0.0 \n", " COL 717 3570 47.739286 0.0 " ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Join team and weather data to group each team by month and see how the data distributes\n", "\n", "df_weather.sort_index(inplace=True)\n", "\n", "df_all['month'] = df_all.index.month\n", "\n", "df_all_month = df_all.groupby(by=['month','Home']).sum()\n", "df_all_month = df_all_month.loc[4:11]\n", "\n", "df_weather_mt = df_weather.groupby(by=[df_weather.index.month,'City']).mean()\n", "df_weather_mt = df_weather_mt.loc[4:10]\n", "\n", "df_total_yr = pd.concat([df_all_month, df_weather_mt[['Temperature','Stadium_Type']]],axis=1)\n", "\n", "df_total_yr.head(10)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "## Define function that allows us to calculate a per/game statistic to cancel out some of the data noise\n", "\n", "def stat_per_game(df, col1, col2='game'):\n", " \n", " \"\"\"\n", " \n", " Returns the normalized value of the test statistic on a per/game basis.\n", " \n", " \"\"\"\n", " \n", " stat_per_game = df.loc[:,col1] / df.loc[:,col2]\n", " \n", " return stat_per_game" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Correlation between attendance per game and Temperature: 0.14\n" ] }, { "data": { "image/png": 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aBkMDUkgFlctzy3hPGfxihIbBMI947Q5rViziDFlWlsG7mAoq03PLYPCLUU8ZDPNEZtLCQ/1jXHvHM2VJWmhUUIZKYVYahgVJLQS3FbI7zLUus1FBFeuTWugzw/xjhIZhwVErwW2Vdn0tRQVVrE9qpc8M849RTxkWHLUS3FZLSQuL9Umt9Jlh/jFCw7DgqJXgtlqyOxTrk1rpM8P8Y9RThgVHrQS3ZdodVi9rZ3MR76lK2RWK9Umt9Jlh/jFCw7DgOPu0VWn6ee/xauO1OxRLWDhbu4IraJ7tHSUWTxIOBTh2RUeawCnWJ7XUZ4b5xQgNw4KjXoPbZuNt5Qqayak4g6NTqeO2sy85pAuufH1Sr31mKD9GaBgWJPUY3DYbu4IraEajsbTjY9EYkeZQmsAp1if12GeG8mMM4QZDnTAbbytX0MQTybTj7mdjyDaUihEaBkOdMBtvK1fQhILpP3X3szFkG0qlouopEVkOPAi8GogDVwI20ANcqpRKisingIuc7y9TSt0nIif6LVvJ+hsMtcRs7AquAbsjEk6zabRHwqnv54OH1BFu3P20iS6vQyomNEQkDHwDcBWxVwCXK6VuF5EdwMUi8iywDdgKrAWuBc4osazBUDXmO5VGqXYFr6CxLIvpeIJwKMixK9rnbaDu2TfA9XftJxbXKjITXV5fVHKl8UVgB/DPzudNwB3O3zcDFwAK2KWUsoEDIhISke5Syiql+gpVoqurlVAoWM52zTvd3R3zXYWqUUttfUgd4fq79gMQDAY4OjrF9XftZ/HiVjbK8rLcoxLt3d7dwfYt60s+7yF1hFvvO8DhgXFWLm3j/C3rytLO+29RAIRD6SqzB1T/rOpZD9TSezxXKiI0RORdQJ9S6lci4goNyxnwAUaBxcAiwJvS0z1eStmCQmNwcGIOLak9ivnyNxK11tYbdz+dmh1nHl+7JLeRuhRqqb2ZMSEHDo/wnet7GN52/JxXAwd7RwgGA1l9+VzvaM20v5zU0nMthXyCrlKG8PcArxaR24GXAd8DvFOUDmAIGHH+zjyeLKGswVAVFlIqjUrmmqqlnFuG0qmI0FBKvVIptU0pdS7wCPAO4GYROdcp8lpgN3AX8BoRCYjIOiCglOoHHi6hrMFQFRbSYFdJAVlLObcMpVNNl9sPA/8mIvcATcA1SqkH0QLhHrRh+9JZlDUYqsJCGuwqKSA3HLeUS153Ciu6IgQsixVdEd5cBrWXoTpYtm0XL1XH9PWNNlQD61U/Ohtqsa0z3lPlT6VRS+3NtGm4lGtwr6W2Vpp6bWt3d4eV67hJI9IgzLcr6ELBj8trIzwLk2vKkA8jNBqARthVLddAu70O3RQb4Vm4mFxThlwYodEAVHKv6WqQb6BdvLi1LK6s1STfs7jx7v11v/owGMAIjYag3l1B8w20t913gHddKFWuTel4V0lHBqO0R8K0NM/8tKJTcQ4NTLFq6cKIgG4E9ZwhPyZhYQNQ766g+YTe4aPjVa5J6birpN7BKElbJ0sbHJ1iciqeKjMWjWUlDITG3F87sz9cAdmzb6D4yYa6wAiNBqDeXUHzCb2VS9qqXJPSyRz43USA3v0r4okkHc5xL/WyEiyFSgYFGmoDo55qAOrd0yXfVqLnbVk3D7UpjcxVUsRRS41HYwQsi+7OFlrCQSZjiaxz62UlWAr1rio1FMcIjQahnj1d8gm9jbK85v3buzsjqW1TXSLNIdav7OB9F28A8sc81MtKsBRy9Yc+3ngCcqFihIahJqhXoZdvleQVCPW+EiwFP/1hqG+M0DAY5oBfgTCfQrGa3kwLSUAuVIzQMBjmSC2vkuYj2LCW+8Mwd4zQMBjqFD8riHoP/DTUHkZoGBqWeg4yK1Z3vysI481kKDdGaCxw6nlgLUShQRWo6Tb7EQh+VxDGm8lQbozQWMBUSt9dC4KoUA6oydjMxpC1mNLDj0Dwu4Iw3kyGcmOExgKmEvruWsnymm9QPdg3zrIcEejV0PH7FaZ+BILfFYTxZjKUG19CQ0SOBb4NrAdeCfwAeI9San/FamaoOJXQd+/Ze4jJqTij0RjxRJJQMEBHJMyN9zxb1dVHvkE1H5XW8ZciTDPrHp2KMxaNYQE7dvZw9mmrSlpBVNKbqRZWlYbq4jf31DeALwCjwGHgR8D3KlWpRqdn3wA7dvbwmavuZ8fOnnlL5laJRIfP9o4yODpFPJ4EG+LxJAMjkzz9/HBVk9jlU7+s6W7PebzSOv5ScjJ56x6dijPk9Gd7JJwmbN687fisLVOBqr1bJjnhwsSvemqZUmqXiHxOKWUD3xIRs0f3LKgV9Q1URt8diyezjiWTNpaVvXNkqSqhUma1+dQywLzo+EtZ1Xnr/ui+o4RCerXmTbe+Z++hVJoSt09uvPtZBsemUvmvKv1uzVW9aVYp9YlfoREVkTXozM+IyNnAVMVq1cDUkt98JfTd4VD24tUGAjl2Gy5FJTQbYVtILVNtHX+pXkxu3T9z1f0kc+xy3zc0mdUnz/WN6RUeM4kToXLv1lzUmw+pIzUzeTKUhl+h8ffADcAJIvIIsAT484rVqoGpNb/5cuu7j13RgW3rPSRcm4ZlQTDHfhKlqITKKWznI2I5c1Xn2n0mp+MpO0Wu7W0LCZvMPokntMAYi8bShEal3q25uPPeet+BnMdN0GHt40toKKUeEJEzgBcBQeBxpdR0RWvWoDS63/zZp62idzCaNmhNTsXJMVkuSSVUa8K2VLyrugO9Y4xGY3qHv6ZQwe1tC6kQr7sz/XgoGCAeT6aEh0ul3q25qDcPD+TeYKsWnqdRmxXGr/eUAO8FujzHUEq9p1IVa1Qa3W++kC1hLiohP8K21n/s7gpnx86enG3Jtb1tIRXinr2H0q7TEQkzODqVtUtgpd6tuag3Vy5t48Dhkazj8z15qiWbY63iVz11HfBjYK/fC4tIEPgWIEACeDewGPgl8KRT7OtKqZ+IyKeAi4A4cJlS6j4RORG4Eq0S7wEuVUolc5X1W6daoBp+8/M9eOZT/8ylDsWEbT392Evd3jZff2b2SUtziC6gs72J6bhdFXvNbFV9529Zx3eu78k6Pt+Tp1qyOdYqfoXGkFLq0yVe+w0ASqmzRORc4Aq0wLhCKfWfbiER2QhsA7YCa4FrgTOc8pcrpW4XkR3AxSLybJ6ydUWl/ebrZfAshWLCtp5+7PlWTbm2ty00AajnwL2NspzhbcfXXN3rXQ1aDfwKjStF5P8Ct6Fn+AAope7Md4JS6hcicoPz8VigF9iE1nZdjF5tXAacDexyXHkPiEhIRLqdsnc4598MXACoXGWVUn356tHV1UooFPTZzPqgO4fB1OX+W1ROD6YHVD/bt6yvYK0qg7et27s78rZhcGw6Z7uHxqcL9td8cNE5J3D1TY9lHT9vy7q0uj6kjnD9XfsB7UhwdHSK6+/az+LFrWyU5UDhPqkkD6kj3HrfAQ4PjLNyaRvnb1mXqpNftm9ZX3Pv5JoVizjUP5Z1fPWy9jm9R7X2Ds4Fv0LjFcBZzr8uNvCqQicppeIichXwJuAtwDHAt5VSD4rIx4FPAUOANxpoFK3Gshzh4D22KE/ZvEJjcHCiaOPqie7ujoJboB7sHcnpovlc72jNb52aSbG2eulqb8o5e1/RFam5dq9dEuGNZ61Pm2WvWd7Orfcd4Mpf9qRWFHv2HsoZ93Lj7qfTDOb5ViM9+wa48e79HOzTaq813e1c9Ipj5zybz1zNHjg8wneu72F42/G+r13Ks60mZ8gyrs1ha9ksy2Zd31ptazHyCTq/QmOjUuqk2dxYKfVOEfkYcC/wCqXU885X1wFfAXYC3tp1oAVJMsexkTxlDQ6N7p2Vj3pzMHBVlO7A/shT/TSFgrS1zHhTTU7HaWnK/ol6VSX51JH7D4+yZ+8hhkZnwqn2HRrhB7ue4G0XvAiYfabfelIFlko9q/yqhV+h8aiInKaUKsUQfgmwRin1WWACLQR+LiIfcIzX5wEPAncBnxeRLwJrgIBSql9EHhaRc5VStwOvBX4LPJWrrN86LQTqbfAsF/X4Y3cH/L6hKNg6mn5wdIoutFE7Fk/S0pR9nncCkG8Av/3h55mcTmQdH43G5pzpt9H1/gtx58F4Iun8Z5NIJAkELLrzlPUrNE4GHhaRQ8A0YAG2Uur4Auf8HPiuiNwJhNH2i+eAr4rINDqH1XuVUiMishu4B50Ly01P8mF0upIm4I/ANUqpRJ6yBod6HDzLRSk/9vn2MIOZAT8zrmI0GqOlOURTHlucdwKQbwAfj8ZyxsbEE8k5Z/pdqKvZRiCeSJJI2MQSSRKJpPOvnfWuNIfz24Et2871aqXjZLnNQin1bEk1ngf6+kaLN7COqLZ+tFqDa677bN+yviJtzVTpuLy5BJ18sev76TM3RUjfUJR4PIllWdi2DRasWtrGiq4Z20a+CUC+mI/RiWkmpxOptCIuoVAAC3IKjYBl8Yl3bvbVvsz+i07F6WpvZjqe8PWe1KuefzbMV1tjTqBnLJEkHtf/+hjuAS00XnT8shzJf/yvNA4DrwPa0auMIHAc8Emf5xvqkGq57+a6z/d3PcGu+w8yHp0uSVgVMgq7x4fHpwkFA2lR61AenfxsUqC3R8Jptgc3OM+te6E65VNHnnv6MVk2DdABgJ3tzUzGslVXflcKmavZppDF5BSpa1bDzbsWVoq1gm3bxBP2jJBw/q3UbNmv0PgROhr8RGA3sB3YU6E6GWqEahk8M+8TnYpzdHiSoyOTBAIWvYNR9h8e5e0XvKjgfQsZhR/0eGWPRWO4v6hCOZpmMzCV0mfugO/WYWIyznQ8wdrl7Vx0pj8vp0LqyPUrO9K9p5zrwtwz/XqF2Y6dPWk2kkJtLgeNGotUjKSt7Q3xhJ2yP8QTSRK53CUriF+hcRpwEvAl4DvA5cBPKlUpQ21QLYNn5n2Gx6b0D8HSKpN4PMnQ6BQ33r2/4KBQyCjc0TpjUQ4FA0zHEgwMTxIMWqmNoo5dOeOYN9uBabYp0PuGJjn52CVslmVlS8BYbJVSLrtXZpvdTaMODYynkjFWcpLhPd4IQiORnDFIpwRE0iZZZeGQD79C44hSyhaRx4HTlFLfcwzUhgamVIPnbFUGmfdxYxMs0lWq7ow5H4WMwl6h0RQKEJ3UMarBgBZKg6NTnOWZac92YJptCnSoru67nB5C3ja7m0aBtp9UYhXQCN5btm2TSM6sFHSiSZt40r/dYb7wu3Nfj4h8Bbgd+HsR+Scgp5HE0DjkU1fkOu5nF7d8Oxbmu08wWNorlm8nwrZIOO3zdDxJMGgRCFhg6cGts6OZg0dmIoFnOzCV0meNgrdtY9FY6u8OT7/nE8KzoRI7TlYK27aJxRNEp+KMTkwzODpF/1CUI4NR+ocnGRqbZnQiRnQ6UZKhej7xu9J4Pzow7zER+SRwPvDWylXLUAuU4r5bbGbuChV3H4nn+8fp2XeUC7eu4/Vnrk+7T1tLmOh0nIDrTeSwZnnurVpdChmFvTaNeCJJwLLoXNSc16YxW7fSenZ59rtSzFXuzU4eqUMD4zl3GiznKqAWY5G89gbXjdVdRcSsAMPjjbOThF+hcRaAiLwSGAauAVpEpFMpZSKyGxi/aoxiM/M9ew8xORVn0OPNE48nueXeA6xf2ZF2n559A/xg1xOMO4Zh1+bgGnEL1dW9Vy6jsHu8PRLO6T3lFQhzGZhqLTjMjzDwa8PJV+7N247nfRdvyOsCXM5VwHwK5mTSTguEqzV7QzXwKzQ+CWxGJyy0gHOB/cAiEfmEUupHFamdoW4oNjPvG4oy6lFduMQTySw7wYbjlvK2C17EA6qf53pHSxoU/BiF88VpnH3aqrQBtiUcBOy0NOOgvYXqxdXTrzDwa8MpVq5aq4BqCOZkUq8aYvEZN9ZqeyrVIn6FhoU2gB8AEJHVwHfRwuN2tEuuYY7Us+95scGiuzPC8/3ZhuxQMJDXs6hSwX35ZqqQ7orqxh24QX/16OrpVxj4teEUK1doFeB9v9esWMQZs/AUqwSuaikW14boxDy5stYLfoXGaldgACilXhCRVU4KEGMQLwP1OCB5KaYy0LP4o1kRyu2R8LwYMHPNVHfszN4UCGYG2Hp09fQrDPzacPyUy9W3me/3of5p9OLMAAAgAElEQVSxVDbZavWdGwQX96TPiCWSC0q1VA78Co27ROSHwA/QHld/CdwjIhcB2cnnDSVTjwNSJoVUBhuOW8qFW9dxy70HiCeShIIB2iNhIs2hmvEsKjbA9g1FU4b8eCKZcgk+XKF4hLnSs2+A4fFpxqKxlF3INU5nCgO/aqXZqp+q/X67qqW4J4VGrhxLhtLxKzTe5/z3XvTWrbcC30RvjPT2ylRtYdEIvufFeP2Z69MM0vPlWZRPDVhsFt0UCvL8qFaxuSoNgKZwsOZWhu7MPhQMgE0qFsXNoJs5yPs1Ls/WCF2p9zuZtFPBcG6OpXgimXNPGUN58CU0lFJx4KvOf15uEpGHgI3lrthCY6FkDp1vz6JCasBis+jxyelUTh/XE1ivNWZGqHwz50rbqzKvPzymXTwjzSGmYgnGJmIkbZvB0Slen8PG4NbpfRdv8H2PN73yON9tmOv77eZUSiRnXFsTSSMc5gO/K41CGJtGGahF3/NGpJCaxB0w8xlxjwxNErAskvaMmsOySFN55Jo5V9pelev6hwbG6Wpvxgaik3GCAYsgOpjRjVnxxq4Uq9Nc21DK++1NuhcrMTurIT+2bTM5nWB0IsZYdNr5V//nHhubiDEajTEdS3DNf7wh53XKITTM4ywD9RwUVk/48f7JF7wYCgaI20kCWHrF4bz5blZayD1zrrQ+P9f1Q8FAThdnt66Z+biK1Wmubch8v1ctbeP0k5ZywurFjEVjdb16ePLgEA88fkSr/zqa2Xzyck5a01mVe9u2zXQsqQd+ryBwBv+xDAFRDo+wcggNQ5mYb9XNQmC2apK+oSgdkXAqODEQsLRh1U5Pl5Fr5lxpe1Wu67dHwgyNTWUdd+uamY+rWJ1m2wZvMNy65R38+fY24okknV1tHD06XveR0k8eHOJX9z2X+jwwMpX6PBfBMR1POAO+dyXg/j2dJhhy7SM/GyLNITpaw7RHwixuy59a0AgNQ8Pj1cU3hYJEp+JZ0eDF1ICusOmClPdUMBCgKRygtSVccGVYaXtVrutHmkN0tTfRNzyZ03sqMx+Xm5nWgpyeYE2hAM/1jWd5vnnb4FUrxReIO+sDjx/JezxTaMQTydRgr1cG6QLAPTY2EWMqx34ns6E5HKS9NZwSBu2RMB2RJv251f0cps3JkuA9Lx/GplGD1HOQX62RqYufjCWwgJZwIC3Su1j/ujr5luZQWk4lP7v9lWqvKvX557v+Ra9YD+TeO8Obj8ubmbaroznLXtGzb4ChsWni8aROwJdMMBhLkGxv5vQta+kfji5Yd9ajI5MknDQi3n9Hxqf48W1PMhaNMTEVZ3hsiuhUeQRBOBhIH/Rbm2YEQqv33ybCIb85af3jS2iIyHeVUu/O8/Vny1ifBU8tBfk1gvDKpYtvaQ6xuL25oKdQJnOxOZVybik5oLzPZpN0c/DIWN7rF8rH9ei+o2lJBt0kkXc88jzrVy7iNw8d1N+3hhmfjJNI6lVWR2uYY1cuIp5oLHGRtG0mJuNZqqAsNVE0xngOu5HL3qcH8n6XSShopQb+dncl4H72rBQ6Ik00hQNY1vzN1f2uNDaISLtSKiuQTyn10zLXaUFTK0F+tSS85kI57QmZNic31bsfoerXXuXn+ed6Nr2D0byrnnz3PmX9EmRtF/9+9QMkHD9ir4G/92iUsWiM/qFJbBuam0I0N80MGeXSpVeCTOP0Julm7fIORie0wThbCMwYi8ejsbIY4wOWRXskRGdHCy1NQToyBEB7pEl/joRpaQrOqyAoBb9CIwkcEBEFpH6FSqlXVaRWC5haCfKrFeE1F0qJiJ7NtSshVP08/1KejTf4zY1xcDf/cQfGRW1NDIxkG827OppT/xb6fjY8+swAtz9wYE4eR67n0Gh0ekYATMQ4cGSUJ58b1uoi2+bQwAR/eOborOvqxQJaW0JpKqF4Mkn/UJTpWJLFbU289KRlnHrcEiLNIQKWxZIl2uifyZMHh7jtgefmxetqLvgVGv9Y0VoYUlTaaOpX5VQrwmu2+I2Inq0KrlJC1c/zz3w2thM30ns0yujEtCMc/O8Ct/nk5WkeQN7jfr4vlScPDnHbgwdTaq1MjyOv59DoRIbHUIaKqFyrndbmEO2tYYIBi6GxKQKW3qQrGND/nn3aKk5dv4TWFl1mrlTK66oa+I0Iv0NEzgJegt4j/OVKqTsrWrMFSiWD/EqZHdd7hLo7qLteUmOOx1MskeRtZchaWymhmuv527bN1lNWEJ2Kk0jadLY3c+DIGOPRWMq+0NoSYnFbE9++4bGSZ65umXyxBsW+94PXc+g3Dx5kbCKm80E5xuNk0uYHv34CC6tsnkOWpV2jg44ACAUtzjx1VZYRua0llPIc+tGtT+RUE+17YYSXn7KyLPWC0ryuclEoNqTScSN+DeEfAv4EOAb4GfANEfl/SqkvFjgnCHwLEHS+qnejV3dXogMCe4BLlVJJEfkUcBEQBy5TSt0nIif6LVtyq2uYXEbTNcvb2bP3ENfd+cycUkqXMjuu1Qj12ayUIs2hlPAIWFZaH+fCz2qhnEI1kdSuqROTMdavXMSFW9dy76O99A9PsWRRE5tkOauWtqViGiwLjg5PYqN/UMlAguGxBNPxJFMxPfMu98z1pDWdWddJJG3GJ71G4vT4Aa+9oGyeQ47BPp/nUEdrmN88eJCRiVjW4L90UTPbNx5T8PreTcL8HJ8tc7lPoVUKUPEVjF/11LuArcC9SqkBETkDuA/IKzSANwAopc4SkXOBK9Dv+OVKqdtFZAdwsYg8C2xzrr8WuBY4wynvt2xDUWjDoLmklC5ldlyLEeqzWSm58QdufMHa7rZUmbmsFvwIVdt27AjubNp2/3VsDc5M29Ug2aEQY9EYx65YxLErFuW875MHh3hs/yCBACSTekaVTOr91DPTzoO/mat3ELJtmyNDk9xw97OcftI4i9ua0uIHvAFmE5PxsrnZBgMWTeEAx65YlLYSSAmDiBYOzU354wdcXvGSVbNWp1XCflPu+xRapRQ6p9pCI6GUmhYR9/MkevWQF6XUL0TkBufjsUAveoVwh3PsZnSWXAXsUkrZaGN7SES6gU1+yyrlSaKTQVdXK6FQ8RetXDykjnDrfQc4PDDOyqVtnL9lHRtldrpfgPtvUVm+1uFQgAdUP9u3rC/pWmtWLOJQf3Ym+9XL2unu7sg6vr27o+R7lBtvvXL1BZCzLy465wS+8fPfpxL3WegI7tFonOeORtkoy0vuDy/buzvo6Ihw230HOHx0nO7OVs45/RhOOW4JCcfonMSGIFhBCKL/K8aSJW0Fv9975zMkkjaBQICApyviiSSWZRMKps+uR6MxurpamZiMMzI+zcj4lPOv/m94bJrH9g2kVF/eYLxd92cPvH4JBCw6WptY3NbEovYmFrU6/7Y1Mzw2xcPqiM6HFbCwLLAsi4u3ncipx899UrJ1SRvt7S3cs/cF+oejLFsc4czTVvu69rmb17HzjqdyHi/2bAqRee5c7jMyEct6zqCftW2T97tS6t9SQDj7FRp3iMgXgTYR+RN0ivTbip2klIqLyFXAm4C3AK93BnyAUWAxsAjwOjS7x60SyuYVGoODE8VbVyYyZ8IHDo/wnet7GPYRAJaPg70jae5/4VCAWDzJc72jJe9qd4YsS61SvGyWZRXZIQ/mFuvR3d2RVq/MvnDJ1Rdrl0ToiDTpoDRnldERCRMOBbhx99OsXRLJ6g83PuFlJy7huecHsW19LGlr333bWSUkEkkStk1zAF738nVp930hR//6JZ+XjZfegXGCAYt4fGbO5mbdtW2boyNTM4Fmtg02/N0XfluWnEMW0OpEEKdFGGcGl7WGU55D+XjRuq6U91Rnu9a7r+psKdp+v6zqbOFPX3l82jE/117V2cJ5m9Zk2QTmUrdcz3Uu91nUGs65SlnqpP7I910p9W8OB1m6OJLzO79C46PA/wZ+D1wC3ATs8HOiUuqdIvIx4F7AW4sOYAgYcf7OPJ4soWxNUAmPmnLqzr0qpwO9Y0zHE4RDgVS9y616Krdbaq6+sG2bZZ0tJJM2NnbKW8i2bSZjcZYumuknG20/ODwwwdDYFMcsa+fVm9dw/x+PMDAyRVdHE5tPXs7KJW0MjVU3J9KTB4fYe+czHOofoyMS5oQ1i+lqb8mKKRgYmWQ6lsgpPOMJm7ECwWb5cGf7KW8hx3C8uK2J8zevTQmDcnkOAZx6/FJW1ahTRS77TS3dp5g3Wzk93XLh13sqKSL3Au1ADLjV2WMjLyJyCbBGKfVZYAItBB4QkXOVUrcDrwV+CzwFfN5ZyawBAkqpfhF52G/ZkltdISrhUVNug7Q7WF97xzMp/XClAvdcYWR7/D5tG+54+HmOX7UoNYPHdlIlO66jyaQe/JPBIAND0ZTefMPxSzh4b/YPYsPxSzmSo+8XteaJP1jUxOS0nqkfv3oxx69ePNemFsTrOaRtA9MpG8FoNEb/UJT+4Um9mnEaq54bntM9AwFLB4wBsYQ2fgSDFks6Wnjx+i5kbWcq2viZF0ZyDjSvPmPtvLp/zmf22FrGjzdbLXhPfQT4G2AnWjX7SxH5d6XUdwuc9nPguyJyJxAGLgP+CHxLRJqcv69RSiVEZDdwD3or2Uud8z9cQtmaoBJuqpkG6dXL2tk8S+8plz17D+mZuGfr0lAwwC/v3o+s7XJK6QEsNdx7ZrZJZ2SzXbWNPWPc1X/rc1/oH885I+4djDIyUXxGHHcMxS4nHtPJa7b4/0GUO77ASyJpM56ZdTQtrsDZnyAaK7vnUCgUYNKxQbRFwpxwzCIizSGePTTK+GSMpYtaWN3dxqP7BpmajjM9ru8fj9tEp+M8tn+QtcvbOaa7HSiPS61LuQb6eo5jqAaFVimVXilZ3llgPkTkCWCzUmrE+dwF3KWUOqViNSsTLxwatkG7KRbDzhghvV2Ta/C0M8o99uxRrt+zP+u6bzhrPacc24U3t6O3PnpwtlN6adtzH9tTyEbrR/sd4617XuqaGbkjvfXTem/9x9eu+wPRKW0YTcOCt18gZfP3/tGtT+TWry5q5q/Of1HR8/3o+L3kqi/4HwyTSZuJqXiW6+hMBtKZTWqiZfIcCgUt/f5Y6BWXbWNZFs1NQVqagvzZuSemPInyZR7NHGBBJ9JrawnpXFGJGU1vMBhgyaIW38+gFHLVA+A1W7JXLMWe7VzfnVqi1Pd4LljO/+l/9XgQSB2bcTrw/uvangJW6goEgxZrVnfmHDX92jQG0Gopl3G0EbrmGRipXgTzMcvaOX9ztnFrTXe7r5m1HyantT9+bvwNY10dzfQPZ/dLMBBIueaVY6ZXyZl+Jvnqe8EZa7j47ONTqSbGJmLs2XsoK9/Q2ESMsclYWXaIc3MOpQzEGZlHh8emePr5YcaiMZYsaqZvaJKjI5P6V+vcPxZLsKKzhWNXdvDkwSF23Zc/5UYuV8tEMplKLph5HMofd5CvHu7xUme+s41jsPBMyKyZaZSVUcj9xi3rxnSkPns+eAfizNgP92Ou98b9bnF7M/HJ6VQtMiewM/f03jyjLc6A7z3Hcio109zq5K7yKzT+CNwjIj9CB9W9CRgRkU8CKKU+XaH61R3VMqLNhc0nL+fxA4NZx1tbQqkfZTkGgHKqPbzYtp3a93rUUQvd/vDzjE7E0jyHEkmbq25WZVkRWOg9KNozPId0AroZ76FFrTq/VT7PoScPDnHn7x0HQMvi6Og0R0enSNp29jmWlSYMp6bj9A9P8viBQdYsa+PcjWs4aU1nzoE0GAikosXTVhqOn2654g5SA5tlMTg6lT0gAsNj07Q2h3j8wCD3PtbLwMgkq7vbOf3Epbz42CVuU1MzYYAVXRGOeG2BFkxOxYknknzz+h6WdUY4+yXaE8+dNdcq7ZEw0ZZw8YJ1gl+h8azzn6uc/7Xzr7OoNtQTJ63pZM2yNg4djaaloWhpCqUGE78zvWIqrFKEaGbOoeT+QXr7x3LuXFaudNytLaHsILLWbOFQLs+h3MJYx12EgwFiiQTBQIC2lhCxeDJVfmo6XZ146Gg0JUxyBYq1tYQYn4rT3hJKxaqAHsACAe1I0dEadue+BWexljVTxju4Zw7Uq5e15bTpreiKcODIKDffe8C5vkX/UJSbfneASHMop31u2+nHpDmARKfiDI9N09XRjI1F39Ak1+3eRyBgzWvA6ULEr/fUv+X7zhPAZ6gS5TA2nrtxTUHVkZ+IVT8qLNdzaEYNlO455LUXTMfKk3zOski5jkaaQ5xy3BKdeiISZmRimv2HRhiPxli6uIUzXryiLCtDv8+k0KpgWWcL8YSdGsCXLW7h6MgkgQBMTKU7KyaSSUJBiz88M8B5m9bw8zufSRvEw6Emtp1+DAePjHncq4Mcu6K9YpH9hTz9SnVHz3QAiSeSdHU0p22AVeh8Q+Uox859q8twDYNPHn1moCxeJcVUR4XsEYlkkvFonN2/f4HJ6XjWrmU//c1TtLaEGJ2IpVxb50pTKODZnlKvBqZjCZ45NELAskgkkkxMarvRovZmWpx9H7xG2CcPDvG7x3oBsAIBjo5Ol9x3+YztuZ6JZcGL1y0hELAIODPz7s7IjD3Jmcl3tIYZi8ZoCgexrBnB+apNa9iz9xC9g1ESSTtNKIRCeiOegeEpTjthGYGAlZXyBeDgkTEizUHWVVBYuBRKPXPdndnCBAq7o3vT6XzmqvtzeuIVc2dvhI3Eag2zR3idcffeF3Ien42x0as6SjrJ5w4NjKdWBquXtbLfceMMBCzCwQA/+c1TTEwWDNEBYNxHGXe3snAowOhEzBlcZ9JRv+qMtaxf3p7Xc+hHtz5Bm0dXHA4FGJ+ME52Mc8yyNl8GY/e438yiv7rvuZRhdHB0il8/8Bwt4WAqQM7Fsix6njnK2S9Jn1Nt33hM1my8tSXMOS9dTf/wFM/1jmbl+fr+ridIJLRQdr1d2p09vl137lwbRM3HJlr5Nnyaqzv6bM5vlI3Eag0jNOqM/jwBhLnUHrZtE51K5NipbDpDZVQ+zyHQwmB5V6tni0rXg6gpbQ/j5rDerexHtz5BOJRd/2dfGGHTicvy3iezze7OcgGLnG6Zxew0FjNR0a7gcgVZKGhx3TMDqdxX3kSIiYTNssUtWaoTv4kg1yxv5+CRMQbHpnMmhrTQK4tpN2W4RzjlC/KstU205hqkOpvza60PGgUjNOqMpYtbeKFvXKuC7BmVUHM4wM/veDrlTeQKibLkHLKgvSU782h0KsGTB4czBli4cOu6klY9+Qbz/uHcAtKl1EyhSxY1MzA8lebHbqENtcs7IwSKGLpdtVJ0Ks6Qp862badt8OSSbxacL4txOBTImg3v2XuIluYQK5tDacGY8UQy7/auUHubaM01SHU2WZdrrQ8ahXIIjdr1dasjpmOJDAPxdE6vodFojEQez6FSfwytzaGsDWnaM9xKO1qbaG0O5R1Qy2GUzzf4L8uTMM0ln93l5aeuINIcSq0YggGLYNDi/M1rc85WX/my1UUFBsyoSIbHplJ7abtGd9CZRL1Co9As2NW1P7rvKDY4yRSbUt+7s2HvwNfSHEpd37svSKG6Zh+fv3xP3oH/0MA4e/bG0o77Ob+UFUIt9kEjUJLQEJEupVSmg/9VZaxPQ5HmOeQKgQy1kBt0Vi7PoZamYFogWTyZ5OCRsbTVQNCyuHDrOmRdV/ELFqEccSn5Bv8zT8v2sQhY2tsoGLR42YnLaG0O8bvHehkY1rPPc166Ou/AMtc9Qs4+bRXf3/WEDq5MJUbUf7a2hIjHkwQsq+h1vauLWEJvwNQ3Fefo6FQqVYg7AZjtwFeLm2gVW1WVm1rsg0bAb+6plwE/BlpF5Ez0Phd/rpR6SCn135WsYK2RSCYZi8bzrATS7QXl8hxqDgdTK4AlnS00BQOpQLJ2Z3XQ0RqmrSWctd/Ej259go7WpqxrPvREX1mERjnI9ORauriFraesYOupKxkaHCcYCGhhF7SyAuA2yXI2lbBfSamz1cxzu9qbGRieJImdsoEELItYPMmG45bwvos3FL2OV9eu9/nQE4ZEwsZC72Xe6ajYig18+byDanETrWrbGGqxDxoBvyuNL6OjwH+olHpeRN6PTo2+pWI1qyKu51Da4O/NN+Q5lukvP1tCQSunOqjds0uZ/jtMk8dzqNQ8NtXavrJULAtCgQChUIBQ0GLLySs489SVqb2aQadfmI5WN0V5MabjCZYtbsnqv3gi6XsGm65r92QATm3gSiovhXfge7Z3jJgnnf3+w6M86Nl/LHPmnk9Azpcb6rO9o4xOaJtMUyhIa4vehreSNoa5TBIMufErNFqVUn90d+5TSv3aSU9e8/QOTmQEkk1nrQ7Gy5hzqCPDWKwH/yZPxLEWBq7nUKUpZCz22iPCwQBgE0vYZU2nHLAgFAw4/1kE3X8D2Tvw1QOuuqgL0jIEr13e7n9zKc9WtLF4MiU2LFt7SbVHwkzHZ15I97q9dzyT2lGtdzBKz76jtEfCqf3PXQrN3OfLDbVn34AWGE7etFg8mXImWL+y8C6JhtrCr9A4KiIvxZkWicjbgKMVq1UZ+dLP9s7p/HyeQ+0Z6SY6IoVzDs0X+ewFK5e2puU06nVSVHS0NZG0KTnozUJnxgwH3dWDTovhx8BcT7jqIq9RGuCiM48t6Rrf3/VEatB0e8gVGJHmUJbNIpdqx7WZZQqNQjP3+XJD3bP3EB2RcNYKbSwaMzaGOsOv0Hg/2uB9qogMAU8Cb69YrapAa0vI2bYyj4rIOV7Ic6geyBf57Q108wbiTUzGU9HUuYLe3JVDMBgg6AT8BYNWmlqpkSmHnty1jQyPT2Mn9EzMnWu4QiBzIM3lPhoKBognsh0oChnJ58sNtW8oSktzKLVCSyRtQsEAi1qbjPqozvCbe+ppEXkzMIbehGm5Uip7V/Qa5IIz1qapiToiYdoiobpVj8yGXB5Ov75/ZvXhTZ/t/m0BQ2PTtLaECAWslIqpVAHaiGkcyqEnHxqfwk7ahIMBkk68TTyRJBiwcsZfdHdG2H94NBVQGAoGaArlfocLzdznyw3Vva+7QnP3ul/RVdit2lB7+Bo5ReSDwM1KqXGgC71z33srWrMyce7px7BJliPrujhmWRuL2poWlMDIhxsAZzkrB5dQMEA4pFVMq5a2sqi1idYWbYyfjcC49o5n6B2MkrRn9Oc9+wbK2pZ6JObZE0VHnAdSxuHMdCA7dvbwxMEh+oeiOirchng8ycRknNNPWsaKrggBy2JFV6RgwB/kFyiVVhHN130N5ceveuq9wFYApdSzIrIJuBf4ZqUqZigfXpVS2DFGn7dpDdft3gfovbRdXbPXPXeuP+haTuMw3yugTNfomeMznnJeo/V0LEkgYJFM2hCwaArreI5YPOnLzddltuq1ufZXJbYtNswPfoVGGPBasKYx+2jUFBY4kc8z3kkhx9aQa4WQmRm1s6MZbJvpuF02f/ZaTeNQC4nsjl3RgW2Tpm7qbG9ijbNvN6QL3XhCBw4GghahUIDuTq3WmU1flqpeK1d/ee/b3d1BX19dbP5pyMCv0PgF8BsR+SlaWLwZuL5itTIUxM046wqFcCjgZFktTX1UaR/2Wk3jUAsroLNPW0XvYDTN8ykcCqSt7rxCNxQMpNxVvcbvavRlLfSXoXbwawj/mIi8BdiG3iv8y0qpX1S0ZgscN9o45HgpuR5KK5e20VQni7xaTeNQCyugXGqii845gbVLZgzDXqHbHgmnXHS9NihvX1ZK5VYL/WWoHUrJPfVHoBfHrVxEXqmUurMitVpApCKjHbVDyMmrlG/lUI4tR6tFraZxyLcCagoH2LGzp6J2jkIDe6bKxit03RXJWDTGotYmVnSln1tJlVutrhgN84Pf3FNfA94APO05bAOvqkSlGhGvcAg6gW8LIb4hXXBEU6qO+RAc7oDtprNwAzIBJqfiDI1N8dyRMeKJJL2DUfYfHuXtF7yobHUtdWDPFLrrV3bkFWSVVCHV6orRMD/4XWlcAIhSqvAGBx5EJAx8B1gPNAP/BzgI/BIdHAjwdaXUT0TkU8BFQBy4TCl1n4icCFyJFk49wKVKqWSusn7rVA0WqnDIRy0YnTPr0dIUwrZ1kJllWaxb0c4L/WMMjs4EOcadNBc33r2/bPWczcDu1+5USRVSra4YDfODX6HxDKXvm/F2YEApdYmILAUeBj4NXKGU+k+3kIhsRNtKtgJrgWuBM4ArgMuVUreLyA7gYhF5Nk/ZqhNyPJWCQSslJB4/MMjdPYcbKpBtrsxmoHRXBINj03S1N5WlHzPrEWnWyfJWdEV438Ub+MB/59a0HuzznxyyGJUc2CutQjKJ/wwuvnNPAY+JyN1A6g1XSr2nwDk/A67xfI4DmwARkYvRq43LgLOBXUopGzggIiER6XbK3uGcezN6taNylVXKk+qzjLhurG4upWAqMjrb3tCzbyAV9wALYz9iP4bXUgfKSu25UAvGXO/A7t0utj0SpmffANu7iyfuy9fnRoVkqBZ+hcYtzn++UUqNAYhIB1p4XI5WU31bKfWgiHwc+BQwBHhDhEeBxYDlCAfvsUV5yuYVGosWtRDyBEzlwsLJxBpyoqE9WVn9urHef4vKGbD1gOpn+5b1vq7hl24fg0uleUgd4fq79gMQDAY4OjrF9XftZ/HiVjZ69rdYs2IRh/rHss5fvaw9Zzsy+9H9e679mK8eLU0hvnuLImHbxBN21p4dxx2zuGz9fdE5J3D1TY8xMRljeEwniLSwaGkK5ey7TAr1+fYt61m8uJXb7jvA4aPjrFzSxnlb1hW83nxTC+9xtWiktvp1ub1KRJYAbTgTcOC4YueJyFrgOuB/lFI/FJFOpdSQ8/V1wFeAnYC3RzvQgiSZ49hInrJ5GRlJn0mGPCsHN84hFAxAIkEikSAxy20mDvaOkGs77ud6R8saxFQrQVE37n46LRWG97jXbfQMWZ8EUuIAABanSURBVMa1h0fSykSn4gStcT74xd9krVC8/ejmJ4K592O+eoyOTzM6Mc2i1iaOxidJJJLYgUAq4vqCzWvK1t9rl0R441nrufLmx7HRCfv0Nq+6nbfddyCt7zIp1udrl0R414WS9l0tvCu5qJX3uBrUa1vzCTq/3lP/Cvw9OjK8HzgGeAAntUiec1YAu4C/U0rd5hz+lYh8wDFenwc8CNwFfN7Zn2MNEFBK9YvIwyJyrlLqduC1wG+Bp3KVLVT39ki4oFqpXDSaW2Ix1ZNfdU+mEbUpZDE5BZMxvathpvqpUv2Yy5g7PDadqkekOcSSRS2MRWNYwKnHLamITWrDcUtZ3NaUczfFw0U215qtim2+U6YYGgu/6ql3oQ3PX0J7QZ0M/G2Rc/4FndzwEyLyCefYPwD/LSLTwGHgvUqpERHZDdyDTqB4qVP2w8C3RKQJHSNyjVIqkadsXtojYZ9NnBuNpFP24/FUyuDuNaLu2NnDZI790F3DeCX7MdOY+5mr7k/73jWOByyrpHxOpZKv71YuaZvVeYUEaq14rxkaB79C4wVncO8BXqqU+rmIfLbQCUqpDwEfyvHVK3KU/VfgXzOOPYH2lCpathZoJLdEPx5Psx3ci82Wvf34fP840al4antT7/elkmu2PV+rw3x9d96WdbM6r1CfmxQghnLjV2gMi8glaHXSB0TkBaC1ctWqTyrhlpg52GWmmijHNWejepqtkPQzULvXuP6u/an4lrnMkPPNtjdJd1ZdolNxhsem+cxV91dMlZOv7zbK8oK679n0eS14jRkaC79C438Bf6WUulpE3gB8A+0NZagguQa7q296jDeetX5OM+5yqZ5mIyQzZ8uTU3FGozEmp+Ps2NmTGgTLOUPOda3oVJzbH34+ZYQOh4J0toUL2lvKyWwnGKWeV63VlLGbLBx8hSkrpV5wA/KUUh9WSr1UKfXjylbNUGjgrOQ1K7lhzobjlvLmbcezoivC1HSC0WiM9kiYlqZQ2iZN5ZwhZ14rOhVnaHSKsWiMlqYQHa1NtDQFASstrUjfUJRDA+NcefPjdbtxVDU2PzKbbS0sCq40RCRJ+r4ZMSABtAAjSqmuCtZtQdOzb4BH9x0l5uy10B4Jp5LWzUW1UEnVk1/c2fKOnT05Z8F79h6iuzPC0dFs/+fZzJAzZ9tj0RhAVmqXg31jLOuMMDkVT21K5ZavV+NxNWxtxm6ysCgoNJRSAQAR+TraNfYHSinb2S/8wirUb0HiztxsSG3t6abFDoea5qRaqKTqqVQKCbA3vfK4VCCbl9nMkDNVYu5+FB15POtGHaHi4gqXeh0EK/0sjd1kYeHXprFVKfV+94NS6loRMTaNEihF5+vO3Doi4awZ76K2pjmpFmrJNdgrwFzbhptWA+CS153CjbufLssMuSUc5GCfjghvDgdpbQ6lVFEua7rbmIwl0zY5ghm3bRMPkZtGi1EyFMav0BgXkXcDP0XbQS5B56My+KBUX3l35tbSHKILUoOphR5I5+I9VQ51RbkGR1eAZaqDQsEA197xDO9544Y5x0t4+36Zs0Xq5FQ85zZWF71iPQBX3vw4Y9FYllrQxEPkppYmIobK41dovB34KvBltI3j12jBYfBBqTpf78ytxTMjXtEVKeqW6Ye5qCvKOTi65a+8+XGwyBqkb7vvQFZajFLJ1fctzSFamoIsbmvKKTjf9dqTTTxECTRSjJKhOH5zTz2L3oTJMAtK1flWY+Y229VCuQfHuaTV8EO+vp+OJfOuYkw8ROmY1OkLB7+5p16DTh+yBM++Gkqp4ytUr4aiVJ1vpWduc1ktVGJwnG1ajblcu5i+vVbjIeaLhWqvMWTjVz31FXTeqB7IqQ42FGA2K4dKztzmslqoxOA427Qac7l2ufXtjazXX8j2GkM2foVGv1LqhorWpIGpNZ3vXFYLlRgcZ5tWYy7Xnk0qkkIz7Vp7xuVkIdtrDNn4FRq7ReQK9EZM3p37cu+RaciilnS+c1ktVGpwrGT/FLq2H7WL35l2LT3jcrLQ7TWGdPwKjS3Ov6d7jtnAq8pbHUM1mOtqoVEGR7/CYKHPtOvJXmNsL5XHr/fU9kpXxFA9GlmVUgp+hcFCn2nXi73G2F6qg1/vqWOBbwPrgXOAHwLvUUrtr1jNFjDVmC3V42qh3P3iVxjU00y73Lh9PjkdJxZP0hQKsm5Fe01OMhb6irBa+Mpyi06F/gVgDOgFfgR8r1KVWsiYjKG5qUS/dHfORNZHPVlth8en0q5bjUyxtYi3z91swM1NwZoUGGBWhNXCr9BYppTaBaCUspVS3wIWVa5aC5dKpEOvFj37Btixs4fPXHU/O3b2lFXQVaJf3EHfTZUejyfBhrCTxsStvzede8CyWNEV4c3bjq/JgbOc1Nu76J0EpB9v/BVhNfFrCI+KyBqcGA0RORvIzlttmDP1OluqtD65Ev2SK41JRyScStviVWvUozpvrtTyu5hLVVkvtpd6x+9K4x+AG4CTROQRtE3jgxWr1QKmXmdLlZ6VVqpf3DQmq5a20d0ZSct8WwuD43xSq+/iDffsZ8fOR3nkqX56B6PsPzyaEhZv3nY8LeEA/UNR+oeitISD81rXRsSv0HgKOAN4OfAO4ETgcKUqtZCpV/2531npbFVYleyXWh0c55tafBdvuGc/O3fvIzoVJx5PMh1LMDQ6RXQqnpqgTMaSLOuM6A21YgljEywzxXbuW4vONXUT8FrADc9d4xw7uaK1W4DUqzusHw+juaiw3O9vvHs/B/t0IsM13e1zrjfUj0tptam1d7Fn3wC33HuApG2D/h+JhA1BvddM39Ck8aCqAsVsGv8GbAdWA97o7zhaXWWoAPWoP/cz8JbjB+3OIvXfibLYTWptcKwlauld3LP3UGpfGW8CvGTSJp5I0t3ZUtN2mEah2Hav7wEQkY8ppT7n/U5EsnNZp38fBr6Dju1oRmfJfQy4Ev3Me4BLlVJJEfkUcBFaGF2mlLpPRE70W7aUBhtKw29shJ+Bd64/6ErOImtpcDTkpm8oSigYIJm09QrDwUY7MZx92ir27D20YGNqqoVf76k/AVJCQ0QCwIPASwqc83ZgQCl1iYgsBR4GHgEuV0rdLiI7gItF5FlgG7AVWAtci7afXFFCWUMFKFWdVGzgnWuQnJlFVpdaS8nR3RlhfDLOUDwJQb3CsIGAZXHh1nWpuhlVY2UpZtP4DXCu83fC81UC2Fnk2j8DrvF8jgObgDuczzcDFwAK2KWUsoEDIhISke5Syiql+orUxTALyj2zn6vtYCFHZlebWkzJcfZpq1LPf8zZAjkUDHDh1nW8/sz1aXUzqsbKUUw99SoAEfkmOsNtO9owHkSrnQqdO+ac24EWHpcDX3QGfNBG9cXoIEGva4N73CqhbF6h0dXVSijUWG533d0dVbnP4Ng04VC2g93Q+PSs6rC9u4PFi1u57b4DHD46zsolbZy3ZR0bZXnec7z3ueicE7j6pseyylx0zglV65NKUyvtuP8WlfPZP6D62b5lfVnuUWpb/b4/27s7ylbHclErz7Uc+FVPdQMfQLva7kYbx/cUO8nxvroO+B+l1A9F5POerzuAIWDE+TvzeLKEsnkZHJwoVs26oru7Y857TPilq70p58x+RVdk1nVYuySSte93vmtltnXtkghvPGt91ixy7ZLZ16eWqOazLcbB3hGSObZbe653dM517Nk3wP2qn4O9IyWrvUp5f2qFWnqupZBP0PkVGi8BTgK+hDZuXw78pNAJIrIC2AX8nVLqNufwwyJyrlLqdrQL72/RMSCfF5Evol15A0qpfhHxXdZnGxYU5dBH16IrqjFY56ecNohKqQJdtVc4FEjLIQYmE2294FdoHFFK2SLyOHCaUup7xbyngH8BuoBPiMgnnGMfAr7snPtH4BqlVEJEdgP3oIMNL3XKfhj4ls+yBg/l0kcb/fDcqZYxudw2iEpNGEwcRf1j2XbxLb8dm8YU8HXgB+hVxluVUqdVtnpzp69vtKH2NPez1N2xsyevWul9F2+oVNXKTr0u610yB3KXfMkO59LeSjzzGYFXvgnDZ666n6QN4VCAWHxGAx2wLD7xzs1zunatUq/vcXd3h5XruN+VxvuBVyilHnPiJM4D3lquyhnKi3FNrQ2qOauuVELHctfTeMDVP3537kugDeAopa4Hrq9kpQxzw/wwa4NqCu96eea1aCczlIbfhIWGOqIWE80tRKqZCLFenrm7N8nqZe0Lam+SRsKvespQRxgDdm1QzVl1PT3zDcctZfuW9WXR89da1PpCwAiNBsW4ps4/1R7IG/WZ5xMMtRi1vhAwQsNgqCCNOpBXixvu2c8t9x5IpQwZn4ynbDfGfXd+MELDYDDUJO7+GXHHNTceTzI0qneZdlceuTBegpXFGMINBkNN4u6fkYm74ZLZcXF+MELDYDDUJO7+GZm4Gy7Vi8dYo2HUUwaDoSbp7owwMRln0FFJubgbLtWTx1gjYYSGwWCoSdz9M7qA0Yz9M1zBYBwNqo8RGgaDoSYxK4naxAgNg8FQs5iVRO1hhIbBUGVMFLOhnjFCw2CoIoWimLc30JaghsbFuNwaDFWkUBSzwVAPmJWGwVAm/KidFkIUs1G/NTZGaBgMZcBv8rx62fditpgkgo2PUU8ZDGXAr9qp0aOYjfqt8TErDYOhDPhVOzV67MFCUL8tdIzQMBjKQClqp0aOPWh09ZvBCA3DAqdcRluz97XG9EPjY4SGYcFSTqNto6ud/GL6ofGpqNAQka3A55RS54rIRuCXwJPO119XSv1ERD4FXATEgcuUUveJyInAlYAN9ACXKqWSucpWsv6GxqbcO781stqpFEw/NDYVExoi8o/AJcC4c2gjcIVS6j89ZTYC24CtwFrgWuAM4ArgcqXU7fL/27v3GLnKMo7j3+1le2MpW10b0UKlhR9yCdVabqW1hBKErTQhxhhiIqBtIA0mXoNoqFVBY/BCBFLCrQhGI2hBG7EV20JrELCpSm19KpXUgFp7tS3UrNDxj/esDHR2e7bM7pk5+/skTWbOObPnfeftzDPv5TxHWgzMlbS1h2PNjognbc36rj+X3G4BLqt6PhXolPSEpLsltQHnASsiohIRfwOGSerIjn08e92jwOxejjU7Ir7zm1nf9VtPIyJ+Imli1aangbsiYp2kLwILgT3Azqpj9gFjgZaIqLxh29E9HLu9t3K0t49m2LChb6YqDadjEOUo6s+6ds6YxP2/2Fhze1Hvsdu2nMpU14GcCF8aEXu6HwPfAx4Bqt/NNlIgOVhj294eju3V7t0vv4kiN56Ojja2b99XdDEGRH/XdcK4UVw6feIhk7YTxo0q5D1225ZTs9a1p0A3kEFjuaRrs8nrC4B1wG+Ab0q6GXgnMCQidkhaL2lWRKwGLgZWAc/VOra/Cuv8OYODJ23N+mYgg8Y1wK2SuoB/AvMjYq+kNcCTpPmVBdmxnwHulNQKbAIeiohXezi27pw/x8ystpZKpXL4o5rY9u37+lzBxY9sqHlV6/j2UVw997S6lOtINWtX90gMprrC4Kqv69r4OjraWmpt98V9NXgpZrG6hwZ37++i/ahWDw2aNRBnua3BSzGL0z00uG33ASqVyv+HBjc8v/PwLzazfueeRg3On9Oz/l4gUO+rtM2svhw0anD+nNoGYoGAhwbNGpuDRg+8FPNQA9ELcGpts8bmOQ3LbSB6AWW/s51Zs3NPw3IbiF5A9dDgnpe6GN/uCyvNGomDhuU2UAsEuocGm3V9u1mZOWhYbl4gYGYOGgVp1txWXiBgNrg5aBTAua3MrFl59VQBelu6ambWyBw0CuAL2MysWTloFMC5rcysWTloFMAXsJlZs/JEeAG8dNXMmpWDRkG8dNXMmpGHp8zMLDcHDTMzy81Bw8zMcnPQMDOz3Bw0zMwst5ZKpVJ0GczMrEm4p2FmZrk5aJiZWW4OGmZmlpuDhpmZ5eagYWZmuTlomJlZbg4aZmaWm7PcNjhJ64F/Z0+fB+4AbgFeAVZExKKiylZvkr4AXAq0ArcDjwNLgAqwAVgQEQcLK2AdSboCuCJ7OhKYAsyihG0raThwHzAReBWYR6rjEkrWtpJGAPcCJwB7gQXAWyhRu7qn0cAkjQSIiFnZvyuBxcDlwHnAWZLeW2QZ60XSLOBcYDrwfmAC8G3gSxExA2gB5hZWwDqLiCXd7QqsAz5JSdsWuAQYFhHnAl8BbqS8bTsP2B8RZwPXArdSsnZ10GhsZwCjJa2QtFLSTGBERGyJiAqwHLig2CLWzUXAs8BS4OfAMmAqqbcB8Cgwu5ii9R9J7wNOBX5Eedt2MzBM0hDgaOC/lLdtTyHVh4gIYBola1cPTzW2l4GbgbuAE0n/GfdU7d9H6gaXwVuB44E5wLuAnwFDsg8apLqOLahs/el6YBHpy3Rv1fYyte1+0tDUn0ntPAeYWdK2/T0wR9LDwFmkem2p2t/07eqeRmPbDDwQEZWI2Eya2xhXtb+N1weRZrYTWB4RXdkvtP/w+i+SMtUVAEnHACdHxCpSwGir2l2m+n6K1LYnkXrP95HmrbqVqa73kNpyFfBB4A/AmKr9TV9XB43GdhXwLQBJxwKjgZckTZLUQhrSWVNg+eppLfABSS1ZXccAv87mOgAupjx17TYTeAwgIvYCXSVt2928tphjFzAcWF/Stp0GrM3mqpaSfviVql09PNXY7gaWSFpLWmVyFXAQ+AEwlLQS46kCy1c3EbEsm7N5mvRjZgFptdidklqBTcBDBRaxPwj4a9Xzqylh2wLfAe6RtIbUw7ge+B3lbNu/AF+V9FlSj+LjwHGUqF2dGt3MzHLz8JSZmeXmoGFmZrk5aJiZWW4OGmZmlpuDhpmZ5eYltzaoSbqNlO+qFZgMbMx23RIR9xZWsB5Iuh+4LiJeLLosNjg5aNigFhELACRNBFZHxJRiS3RY55MS/JkVwkHDrAZJbcBtpGSCQ4CvR8SPJX0CuBB4G/B2Ugr3E0lpzbcBnaQMvQ+Scg69m3SR4kcjYo+kTuDLpM/eFmB+ROyS9ALpqvgppJ7P50gBoh14EfgwMD8773JJ00kpxc+OiBckzSb1QGZnF4NuA04DPkS6uOyQc/bD22aDgOc0zGpbCPw2IqaSAsJCScdn+6aR7vvRSbpPwsMRcTowgteytZ4BfDciTgWeA26QNB74GnBhRLyHlJ/opqpzLouIk0lJ/U4AzsnyNf0DuDwibgT+BVwUEYfLX7Q+IpQd39s5zfrEPQ2z2mYDrZLmZ8/HkNJeQ8ottE/SAVJ6l1XZ9q2kngHApohYmz3+PimR3ROkTL6rJUH6/G2rOudTkFJqS7oOmCfpJOBM4E99LH93qopzDnNOsz5x0DCrbSjwkYj4I0DWS9gFfAzoqjruYA93nHul6vGQ7PlQ0rzJZdnfHAkcVXXcgWz7mcADpGSVD5LmMGrNY1Sqtg9/w74DVfXo7ZxmfeLhKbPaVgLXAEh6B+kGUcf24fWnSDo9e3wl6V4oTwIzJE3Kti8CvlHjtbOAxyLiDtIcxCWkL39Iwaf7x94O0pwL9Hznu7znNMvFQcOsthuAsZKeBX4FfDoitvbh9TuAmyRtBI4hTaT/nXQ70J9K2kCaqP58jdf+EJiWnXsl8AzpxlSQ7mi4XNJxWRlvl/QM6X4kh+jDOc1ycZZbszqTNBn4ZURMLrosZvXmnoaZmeXmnoaZmeXmnoaZmeXmoGFmZrk5aJiZWW4OGmZmlpuDhpmZ5fY/SZAYydr8EIkAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Create another scatter plot to measure Temperature against attendance using grouped dataframe that takes into account\n", "## changes in city/team rather than aggregated monthly values, then look at the linear relationship and correlation.\n", "\n", "df_total_yr['attendance_per_game'] = stat_per_game(df_total_yr, 'Attendance')\n", "\n", "sns.regplot(x='Temperature', y='attendance_per_game', data=df_total_yr)\n", "plt.title('Attendance per game per month by city Temperature')\n", "\n", "corr = df_total_yr[['Temperature','attendance_per_game']].corr()\n", "\n", "print('Correlation between attendance per game and Temperature: %.2f' %corr.iloc[0,1])" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Create a dataframe grouped by team and see how average attendance per game changes per team\n", "\n", "df_teams = pd.DataFrame(df_all[['Home','Attendance','game']].groupby(by='Home').sum())\n", "df_teams['attendance_per_game'] = stat_per_game(df_teams, 'Attendance','game')\n", "\n", "fig = plt.figure(figsize=(14, 8))\n", "\n", "ax= sns.barplot(x=df_teams.index, y='attendance_per_game', data=df_teams)\n", "\n", "plt.xticks(rotation=45)\n", "plt.title('Attendance per game by team')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " " ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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V_game_numH_game_numV_scoreH_scoreAttendanceGame_timeV_atbatsV_hitsV_doublesV_triplesV_hrV_rbiV_bbV_strikeoutsV_pitchersusedH_atbatsH_hitsH_doublesH_triplesH_hrH_rbiH_bbH_strikeoutsH_pitchersusedgametotal_hr_gametotal_run_gamemonthTemperatureStadium_Typemonthteam
Date
1990-04-3048543323108296.0949.020862171330233015194519032321282166562453.30.04.0PHI
1990-05-314554518175338900.02451.04871362821881566143469138235107354764714281567061.30.05.0PHI
1990-06-308998764757392520.02499.04941122331244597941495124171125354683815241049072.20.06.0PHI
1990-07-319939905648390412.02001.041310225413554771313828613294645824012221048478.00.07.0PHI
1990-08-31159315737752386692.02515.05131433651070588343477123251749536753141712911275.80.08.0PHI
\n", "
" ], "text/plain": [ " V_game_num H_game_num V_score H_score Attendance Game_time \\\n", "Date \n", "1990-04-30 48 54 33 23 108296.0 949.0 \n", "1990-05-31 455 451 81 75 338900.0 2451.0 \n", "1990-06-30 899 876 47 57 392520.0 2499.0 \n", "1990-07-31 993 990 56 48 390412.0 2001.0 \n", "1990-08-31 1593 1573 77 52 386692.0 2515.0 \n", "\n", " V_atbats V_hits V_doubles V_triples V_hr V_rbi V_bb \\\n", "Date \n", "1990-04-30 208 62 17 1 3 30 23 \n", "1990-05-31 487 136 28 2 18 81 56 \n", "1990-06-30 494 112 23 3 12 44 59 \n", "1990-07-31 413 102 25 4 13 55 47 \n", "1990-08-31 513 143 36 5 10 70 58 \n", "\n", " V_strikeouts V_pitchersused H_atbats H_hits H_doubles \\\n", "Date \n", "1990-04-30 30 15 194 51 9 \n", "1990-05-31 61 43 469 138 23 \n", "1990-06-30 79 41 495 124 17 \n", "1990-07-31 71 31 382 86 13 \n", "1990-08-31 83 43 477 123 25 \n", "\n", " H_triples H_hr H_rbi H_bb H_strikeouts H_pitchersused game \\\n", "Date \n", "1990-04-30 0 3 23 21 28 21 6 \n", "1990-05-31 5 10 73 54 76 47 14 \n", "1990-06-30 1 12 53 54 68 38 15 \n", "1990-07-31 2 9 46 45 82 40 12 \n", "1990-08-31 1 7 49 53 67 53 14 \n", "\n", " total_hr_game total_run_game month Temperature Stadium_Type \\\n", "Date \n", "1990-04-30 6 56 24 53.3 0.0 \n", "1990-05-31 28 156 70 61.3 0.0 \n", "1990-06-30 24 104 90 72.2 0.0 \n", "1990-07-31 22 104 84 78.0 0.0 \n", "1990-08-31 17 129 112 75.8 0.0 \n", "\n", " month team \n", "Date \n", "1990-04-30 4.0 PHI \n", "1990-05-31 5.0 PHI \n", "1990-06-30 6.0 PHI \n", "1990-07-31 7.0 PHI \n", "1990-08-31 8.0 PHI " ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Create a new dataframe that has all of the team and weather information.\n", "## The new dataframe groups and sums the statistics for each month of each year, then joins the weather data for that\n", "## period to the dataframe. This is an uncoupled version of the dataframe made above that now allows us to manipulate,\n", "## plot, and model the data with included temperature data.\n", "\n", "new_df_all = pd.DataFrame()\n", "\n", "for team in list(set(df_all['Home'])):\n", " \n", " teams = df_all[df_all['Home'] == team] # Filter for each specific team\n", " teams = teams.resample('M').sum() # Resample to monthly data with inputs summed\n", " teams = teams[teams['game'] > 0] # Eliminate offseason months\n", " teams = teams[teams.index.month.isin([4,5,6,7,8,9])] # Include only regular season\n", "\n", " weather = df_weather[df_weather['City'] == team] # Filter weather data for team\n", " weather = weather.resample('M').mean() # Resample by month\n", " weather = weather[(weather['Temperature'] > 0) & (weather['month'] < 10)] # Eliminate offseason months\n", " \n", " weather.drop(weather[weather.index.isin(teams.index) == False].index,inplace=True) #Drops rows where the date is \n", " #not in the team index (such as when the strike occurred)\n", " \n", " new_teams = pd.concat([teams, weather],axis=1) # Merge datasets\n", " new_teams['team'] = team # Add team variable for identification\n", " new_teams = pd.DataFrame(new_teams)\n", "\n", " new_df_all = new_df_all.append(new_teams)\n", " \n", "new_df_all.head()" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "## Add attendance per game variable to new Dataframe\n", "\n", "new_df_all['attendance_per_game'] = stat_per_game(new_df_all, 'Attendance','game')" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Correlation coefficient between attendance per game and Temperature: 0.09\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Scatter plot to do a further dive into the temperature and attendance per game relationship, this time incorporating\n", "## a data point for each month of each year for every team.\n", "\n", "fig, ax = plt.subplots(figsize=(13, 10))\n", "\n", "ax = sns.regplot(x='Temperature',y='attendance_per_game', data=new_df_all)\n", "plt.xlim([35, 105])\n", "plt.ylim([0, 70000])\n", "plt.title('Attendance per game and Temperature, All Months', fontweight='bold')\n", "\n", "print('Correlation coefficient between attendance per game and Temperature: %.2f' % new_df_all[['Temperature', 'attendance_per_game']].corr().iloc[0,1])" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'ANA': [(4, 64.1), (5, 66.4), (6, 70.0), (7, 73.6), (8, 75.0), (9, 73.7)],\n", " 'ARI': [(4, 73.6), (5, 82.9), (6, 92.4), (7, 95.4), (8, 94.3), (9, 89.7)],\n", " 'ATL': [(4, 62.4), (5, 71.0), (6, 77.7), (7, 80.4), (8, 79.5), (9, 73.8)],\n", " 'BAL': [(4, 54.9), (5, 63.7), (6, 73.4), (7, 78.2), (8, 75.9), (9, 69.0)],\n", " 'BOS': [(4, 49.0), (5, 58.5), (6, 68.2), (7, 74.3), (8, 72.8), (9, 65.3)],\n", " 'CHA': [(4, 49.4), (5, 59.7), (6, 69.6), (7, 74.2), (8, 73.2), (9, 64.7)],\n", " 'CHN': [(4, 49.4), (5, 59.7), (6, 69.6), (7, 74.2), (8, 73.2), (9, 64.7)],\n", " 'CIN': [(4, 54.9), (5, 63.4), (6, 72.7), (7, 75.0), (8, 74.7), (9, 67.7)],\n", " 'CLE': [(4, 49.4), (5, 60.2), (6, 69.4), (7, 73.4), (8, 72.2), (9, 65.0)],\n", " 'COL': [(4, 48.0), (5, 57.5), (6, 68.2), (7, 74.5), (8, 71.7), (9, 64.2)],\n", " 'DET': [(4, 49.8), (5, 60.7), (6, 70.6), (7, 73.8), (8, 72.9), (9, 64.4)],\n", " 'HOU': [(4, 69.4), (5, 77.0), (6, 82.2), (7, 84.2), (8, 84.7), (9, 79.8)],\n", " 'KCA': [(4, 54.8), (5, 63.9), (6, 73.9), (7, 77.8), (8, 77.0), (9, 68.8)],\n", " 'LAN': [(4, 64.1), (5, 66.4), (6, 70.0), (7, 73.6), (8, 75.0), (9, 73.7)],\n", " 'MIA': [(4, 76.8), (5, 80.5), (6, 82.7), (7, 84.3), (8, 84.2), (9, 83.2)],\n", " 'MIL': [(4, 45.8), (5, 56.8), (6, 66.5), (7, 72.2), (8, 71.6), (9, 63.4)],\n", " 'MIN': [(4, 47.4), (5, 58.9), (6, 69.5), (7, 73.6), (8, 71.6), (9, 62.9)],\n", " 'MON': [(4, 42.9), (5, 55.2), (6, 64.0), (7, 69.6), (8, 67.6), (9, 59.4)],\n", " 'NYA': [(4, 53.8), (5, 62.9), (6, 71.9), (7, 77.6), (8, 75.6), (9, 68.8)],\n", " 'NYN': [(4, 53.2), (5, 63.4), (6, 72.8), (7, 78.6), (8, 77.2), (9, 70.2)],\n", " 'OAK': [(4, 58.0), (5, 60.6), (6, 63.4), (7, 63.6), (8, 65.4), (9, 66.3)],\n", " 'PHI': [(4, 54.8), (5, 64.4), (6, 74.1), (7, 79.1), (8, 77.7), (9, 70.3)],\n", " 'PIT': [(4, 52.2), (5, 61.1), (6, 69.6), (7, 73.3), (8, 71.6), (9, 64.3)],\n", " 'SDN': [(4, 61.8), (5, 64.2), (6, 67.2), (7, 69.8), (8, 72.1), (9, 70.6)],\n", " 'SEA': [(4, 50.6), (5, 56.4), (6, 60.6), (7, 66.9), (8, 66.4), (9, 61.8)],\n", " 'SFN': [(4, 57.0), (5, 58.0), (6, 60.2), (7, 60.6), (8, 62.1), (9, 63.4)],\n", " 'SLN': [(4, 58.4), (5, 66.8), (6, 76.6), (7, 80.2), (8, 79.6), (9, 70.2)],\n", " 'TBA': [(4, 73.3), (5, 79.0), (6, 82.4), (7, 83.2), (8, 83.6), (9, 82.2)],\n", " 'TEX': [(4, 67.2), (5, 74.4), (6, 82.8), (7, 87.1), (8, 86.6), (9, 80.5)],\n", " 'TOR': [(4, 46.1), (5, 57.6), (6, 67.0), (7, 71.4), (8, 70.4), (9, 62.8)],\n", " 'WAS': [(4, 58.8), (5, 66.7), (6, 76.5), (7, 81.2), (8, 79.8), (9, 72.9)]}" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Create a dictionary with the median temperatures for each month over the timespan\n", "\n", "city_median_month_temps = {}\n", "\n", "for team in list(set(new_df_all['team'])):\n", " \n", " city = new_df_all[new_df_all['team'] == team]\n", " city_grpd = city.groupby(by=city.index.month).median()\n", "\n", " city_median_month_temps[team] = list(zip(city_grpd.index, round(city_grpd['Temperature'],1)))\n", " \n", "city_median_month_temps" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Variable creation\n", "\n", "Goal: Create a dummy variable to determine when a row observation is below the median temperature for that city, which will allow us to determine whether lower temperature games show meaningfully lower attendance.\n", "\n", "1. Match the team name to the name in the dictionary\n", "2. Find the month of the observation\n", "3. Match the observation month to the dictionary month\n", "4. Find the Temperature column for that row\n", "5. Compare the Temperature in the row for the median temperature for that row\n", "6. Create a (1) variable for anywhere that the temperature is below the Median temperature or a (0) otherwise\n" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " team Temperature below_median\n", "Date \n", "1990-04-30 PHI 53.3 1\n", "1990-05-31 PHI 61.3 1\n", "1990-06-30 PHI 72.2 1\n", "1990-07-31 PHI 78.0 1\n", "1990-08-31 PHI 75.8 1\n", "1990-09-30 PHI 68.0 1\n", "1991-04-30 PHI 55.5 0\n", "1991-05-31 PHI 70.8 0\n", "1991-06-30 PHI 75.7 0\n", "1991-07-31 PHI 79.0 1\n" ] } ], "source": [ "copied_df = new_df_all.copy()\n", "copied_df.reset_index(inplace=True)\n", "\n", "copied_df['month'] = new_df_all.index.month\n", "copied_df['month'] = copied_df['month'].replace({4:0, 5:1, 6:2, 7:3, 8:4, 9:5}) # Aligns month values with dictionary index values\n", "\n", "copied_df = copied_df[['attendance_per_game', 'team','month','Temperature']]\n", "\n", "all_nums = []\n", "\n", "for val in range(len(copied_df)):\n", " \n", " team = copied_df.iloc[val,-4]\n", " month = copied_df.iloc[val, -3]\n", " temp = copied_df.iloc[val, -1]\n", " median_temp = city_median_month_temps.get(team)[month][1]\n", " \n", " num = [1 if temp < median_temp else 0]\n", " all_nums.append(num)\n", "\n", "new_df_all['below_median'] = all_nums\n", "new_df_all['below_median'] = [x[0] for x in new_df_all['below_median']] # Extracts value from list of lists\n", "\n", "print(new_df_all[['team','Temperature','below_median']].head(10))" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Plot attendance per game against temperature with a hue set to whether the temperature was above or \n", "## below the median for each team; 1 = Below median, 0 = Above median\n", "\n", "sns.lmplot(x=\"Temperature\", y=\"attendance_per_game\", data=new_df_all, fit_reg=True, hue='below_median', legend=True, size=10)\n", "plt.title('Attendance per game against temperature with below-median hue',fontweight='bold')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Observations\n", "\n", "It doesn't appear that there is a meaningful difference in attendance for games that are above or below the median temperature for a given team or city overall. The next step will be to isolate the months that will be most affected by temperature swings (April, May) since a temperature below the median in summer months is usually still pleasant to watch a game." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "new_df_spring = new_df_all[new_df_all.index.month.isin([4,5])] # Date index is in April or May\n", "\n", "sns.lmplot(x=\"Temperature\", y=\"attendance_per_game\", data=new_df_spring, fit_reg=True, hue='below_median', legend=True, size=13)\n", "plt.title('Attendance per game against Temperature, spring', fontweight='bold')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Observations\n", "\n", "Once again, for spring only, we don't see a meaningful difference between temperature, attendance, and whether the temperature was below the median temperature. One last try at looking for a visual effect will be looking one level deeper - teams in \"cold weather\" cities (which I'm defining as a median temperature below 55 degrees in April) and whether there's any relationship in these cities." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['PHI',\n", " 'NYA',\n", " 'NYN',\n", " 'SEA',\n", " 'BOS',\n", " 'DET',\n", " 'COL',\n", " 'CHA',\n", " 'MIN',\n", " 'PIT',\n", " 'MIL',\n", " 'CIN',\n", " 'CHN',\n", " 'BAL',\n", " 'KCA',\n", " 'CLE',\n", " 'MON',\n", " 'TOR']" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Create a list of the cold weather teams to filter spring dataframe\n", "\n", "cold_weather_teams = []\n", "\n", "for team, month in city_median_month_temps.items():\n", " if city_median_month_temps[team][0][1] <= 55.0: # Index first item in each team median (April) and the second element (temp)\n", " cold_weather_teams.append(team)\n", "\n", "cold_weather_teams" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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SB4IeA2hmbcvLQT6zQPqZCNddMMb8rpyWrK/ISTn6YzktlNsr5NxDq2ZP+ilr7WdDPO7L5ASPd8nJTf51SVdK+lGbknnc3TE2H5dTkf+cnJly3i9nNpnf93tuM3BnxPklSQO2bJ0IAEA20dMABPN5OXm475RTCSxIehUBQyK+7P7/j+S0op4nJ1BMRcAgrfTU3Conheuzclr8P+P+HwCAzKGnAQAAAIAvehoAAAAA+CJoAAAAAOCr6ddpGBubSk3+1cDARk1MnEi6GC2Fcx4/znn8OOfx45zHj3OejGY874VCb5C1k1CGnoYY5XI1TcOOEHDO48c5jx/nPH6c8/hxzpPBeYeHoAEAAACAL4IGAAAAAL4IGgAAAAD4ImgAAAAA4IugAQAAAIAvggYAAAAAvggaAAAAAPgiaAAAAADgi6ABAAAAgC+CBgAAAAC+CBoAAAAA+CJoAAAAAOCLoAEAAACAL4IGAAAAAL5yUR7cGPMGSVdI2iDp7yXdJulaScuSRiS9zlq7ZIx5q6TLJS1I+l1r7TeMMWcH3TfK9wAAAAC0ush6Gowxl0h6tqTnSLpY0g5J75X0JmvtcyW1SbrSGPN09+/PlPQLkv7OPUQt+wIAAACISJQ9DS+W9G1JN0g6TdIfSvo1Ob0NknSTpMskWUm3WGuXJR00xuSMMQVJ5wXd11o7Vq0QAwMblct1hP/u6lQo9CZdhJbDOY8f5zx+nPP4cc7jxzlPBucdUrRBw5CksyT9hKRhSTdKancr/JI0JalPTkAxXvI8b3tbDftWDRomJk40/EbCUij0amxsKulitBTOefw45/HjnMePcx4/znkymvG8EwTVJ8qgYVzS96y1JyVZY8ysnBQlT6+kSUmPu/8u375Uw74AAAAAIhLl7El3SHqJMabNGHOGpB5JX3HHOkjSXkm3S7pT0ouNMe3GmCfI6Y04KumeGvYFAAAAEJHIehqstZ83xjxP0jfkBCevkzQq6YPGmA2S9kn6jLV20Rhzu6S7SvaTpD+oYV8AAAAAEWlbXl5ef68MGxubSs0bbMa8wLTjnMePcx4/znn8OOfx45wnoxnPe6HQ25Z0GbKIxd0AAAAA+CJoAAAAAOCLoAEAAACAL4IGAAAAAL6iXKcBQIJGRsd1x/2HNDZZVKE/r4v2bNPu4cGkiwUAADKIoAFoQiOj47r+tgdXHh+ZKK48JnAAAAC1Ij0JaEJ33H+opu0AAAB+CBqAJjQ2WayyfTbmkgAAgGZA0AA0oUJ/vsr27phLAgAAmgFBA9CELtqzrabtAAAAfhgIDTQhb7CzM3vSrAr93cyeBAAA6kbQADSp3cODBAkAACAUpCcBAAAA8EXQAAAAAMAXQQMAAAAAXwQNAAAAAHwRNAAAAADwRdAAAAAAwBdBAwAAAABfBA0AAAAAfBE0AAAAAPBF0AAAAADAF0EDAAAAAF8EDQAAAAB8ETQAAAAA8EXQAAAAAMAXQQMAAAAAXwQNAAAAAHwRNAAAAADwRdAAAAAAwBdBAwAAAABfuaQLAABA2EZGx3XH/Yc0NllUoT+vi/Zs0+7hwaSLBQCZRdAAAGgqI6Pjuv62B1ceH5korjwmcACA+pCeBABoKnfcf6im7QCA9RE0AACaythkscr22ZhLAgDNg6ABANBUCv35Ktu7Yy4JADQPggYAQFO5aM+2mrYDANbHQGgAQFPxBjs7syfNqtDfzexJANAgggYAQNPZPTxIkAAAISI9CQAAAIAvggYAAAAAvggaAAAAAPgiaAAAAADgi6ABAAAAgC+CBgAAAAC+CBoAAAAA+CJoAAAAAOCLoAEAAACAL1aEBlrMyOi47rj/kMYmiyr053XRnm2snAugIr4vAHgIGoAWMjI6rutve3Dl8ZGJ4spjKgIASvF9AaAU6UlAC7nj/kM1bQfQuvi+AFCKoAFoIWOTxSrbZ2MuCYC04/sCQCmCBqCFFPrzVbZ3x1wSAGnH9wWAUgQNQAu5aM+2mrYDaF18XwAoxUBooIV4gxed2VBmVejvZjYUABXxfQGgFEED0GJ2Dw/yow8gEL4vAHhITwIAAADgi6ABAAAAgC+CBgAAAAC+CBoAAAAA+CJoAAAAAOCLoAEAAACAL4IGAAAAAL4IGgAAAAD4ImgAAAAA4IugAQAAAIAvggYAAAAAvggaAAAAAPgiaAAAAADgi6ABAAAAgC+CBgAAAAC+CBoAAAAA+CJoAAAAAOCLoAEAAACAL4IGAAAAAL4IGgAAAAD4ImgAAAAA4IugAQAAAIAvggYAAAAAvggaAAAAAPgiaAAAAADgK5d0AQAAyJr7Dn9XN+/7mo4Wj2kov1kXbrtA5w6ek3SxACAyBA0AANRg3/h+ffHgLVpYWJQkjRWP6sYHb5IkAgcATYv0JAAAanDXobtr2g4AzYCgAQCAGhwtHqu8fbbydgBoBgQNAADUYCi/ufL27srbAaAZEDQAAFCDC7ddUNN2AGgGDIQGAKAG5w6eo77+vDN70uwxDXUze1KcRkbHdcf9hzQ2WVShP6+L9mzT7uHBpIsFND2CBgAAavS0rU/WGR07ki5GyxkZHdf1tz248vjIRHHlMYEDEC3SkwAAQCbccf+hmrYDCA9BAwAAyISxyWKV7bMxlwRoPQQNAAAgEwr9+Srbu2MuCdB6CBoAAEAmXLRnW03bAYSHgdAAACATvMHOzuxJsyr0dzN7EhATggYAAJAZu4cHCRKABJCeBAAAAMAXQQMAAAAAXwQNAAAAAHwRNAAAAADwRdAAAAAAwBdBAwAAAABfBA0AAAAAfLFOAwAgVPvG9+uuQ3fraPGYhvKbdeG2C3Tu4DlJFws1GBkddxdQK6rQn2cBNQAEDQCaExXXZOwb368bH7xp5fFY8ejKY85/NoyMjuv62x5ceXxkorjymMABaF0EDQCaTqtUXL3W4InpkxrYtCEVrcF3Hbq76vZmOvfN7I77D1XdnvT9BSA5BA0Amk4rVFxLW4M7c+2paQ0+WjxWcfsj0z/Uh0euo+cnA8Ymi1W2z8ZcEgBpwkBoAE2nWsX16Gzl7Vnk1xqcpKH85jXbigtzmjo5rbHiUS1raaXnZ9/4/gRKiPUU+vNVtnfHXBIAaULQAKDpVKq4StJQd+XtWZTW1uALt12wZtvM/Ix6Ojeu2V6tRwjJumjPtpq2A2gNkaYnGWPukXTcfTgq6R8lvV/SgqRbrLV/Yoxpl/T3kp4maU7Sr1prHzDGPCvovlG+BwDZc+G2C1aNaSjd3iwK/XkdmVgbOCTdGuylHN116G4dnT2moe7Nml04qe7chjX7NlPPTzPx0tuc2ZNmVejvTsV4GQDJiixoMMZ0S5K19pKSbfdKukrSg5K+YIx5uqSdkrqttRe6gcJfSbpS0jU17AsAKypVXJsth/6iPdtWzXBTuj1p5w6es+pcf3jkOo0Vj67Zr5l6fhqRxpm+dg8PEiQAWCXKnoanSdpojLnFfZ23Seqy1v5AkowxX5L0AknbJN0sSdba/zbGnG+MOS3ovhGWH0CGlVdc067WefFLW4MnZ07q9IH0zqXfCj0/9WqVmb4AZF+UQcMJSe+R9M+SfkTSTZImS/4+JWmXpNN0KoVJkhbdbY8H2dcYk7PWLlQrxMDARuVyHQ28jXAVCr1JF6HlcM7jxzmvzbfsY7rxzgOSpI6Odh2bmtONdx5QX99GPd1sqfq8Swu9uvQZO+MpZAMKhfPU15/XV0fv0mPTR7Vl05AuHb5QT9v65KSL1pAw7vPrvn9Pxd+ob03cq+c96byGj99s+G5JBucdUrRBw35JD1hrlyXtN8Ycl1TaF90rJ4jY6P7b0y4nYOgNsq9fwCBJExMn6n4DYSsUejU2NpV0MVoK5zx+nPPafeH2H2h+Yani9h2bK89kUyoL5/yMjh16xdk7Vm1Le5n9hHXOH518TMtae+0fnTyS6fMThSzc582oGc87QVB9opw96dVyxhzIGHOGnAr/jDHmicaYNkkvlnS7pDsl/bi737Mkfdta+7ikk0H2jbD8ABCLtM6EhOi1wkxfAJpDlEHDhyT1G2PukPQpOUHEr0q6TtI3JN1jrf0fSTdImjXGfF3S+yT9nvv8q2vYFwAyi3nxW1e1cR2M9wCQNpGlJ1lrT0p6eYU/PatsvyU5AUL58/876L4AkGVpngkJ0WqFmb4ANIdI12kAAKyPefFbW9Zm+gLQmggaACAFmBcfAJBmUY5pAAAAANAECBoAAAAA+CI9CQBSbN/4fmeQbPGYhvIMkgUAJIOgAQBSat/4ft344E0rj8eKR1ceEzgAAOJE0JAStCaiWXFv1++uQ3dX3c45BADEiaAhBWhNRLPi3m7M0eKxyttnK28HWsHI6Lg7PXFRhf480xMDMWEgdAr4tSYCWca93Zih/ObK27srbwea3cjouK6/7UEdmShqaVk6MlHU9bc9qJHR8aSLBjQ9goYUoDURzYp7uzEXbrugpu1As7vj/kM1bQcQHtKTUmAov1ljxaNrt9OaiCqy0j3Pvd0YL4XrrkN36+jsMQ11MyYErW1sslhl+2zMJQFaD0FDCly47YJVed+l24FyXve8x+uel5S6wIF7u3HnDp5DkAC4Cv15HZlYGzgU+rsTKA3QWkhPSoFzB8/RFbv2qpAfUltbuwr5IV2xay8VBVSUpe557m0AYbpoz7aatgMIDz0NKUFrIoLKWvc893bzYRpdJMXrTXXSM2dV6O9ObXom0GwIGoCE1To+oVL3fHFuQQuLS3rHR+5O9RgHZF/WptEtD3C2tRk99EB36scDobrdw4NcMyABBA1AguoZn3DRnm2rnlOcW9Dk1JwGertWTUHodwygXkksOFfvwP/yAOfg5BHdN3VQPcXd6lreymclZlmZwAFAZYxpABJUz/iE3cODuuriXTp9IK/2tjYtLC5poLdL3V2r2wDSOMYB2Rf3NLqNzMtfHuBMF+clSbM9B1Zt57MSPdZXALKPoAFIUL3jE3YPD+rqK3frzb90vvp6NqwJGIIcA6hH3AvONTLwvzzAmV9ckiQt5mZWbeezEr0sTeAAoDKCBiBBhf58le3Bpw8M4xhAUHEvONfIwP/yAKezw/nJ61joWbWdz0r0sjaBA4C1CBqABIUxfSBTECJOcU+j20hQXB7IbMp3SpK6Z3au2s5nJXo0bgDZx0BoIEFhTB/IFISIW5zT6JYP/C/dvp7yFbWf0D+kZw64syfN8VmJUyPXEUA6EDQACQtj+kCmIESzajQorhjgPCXsUmI9NG4A2UfQAAAtJIvTXmY5KGYhvFOyfB0BEDQAQMuoZ10Q1C9rC+EBgB8GQgNAi2Day3j5LYQHAFlD0AAALYJpL+MV90J4ABAlggYAaBFMexmvuBfCA4AoETQAQItgTY94xb0QHgBEiYHQSBQziwDxYdrLeJWvEzHUzXccgOwiaEBimFkEiB/TXsYrzoXwACBKBA1IjN/MIvzIApVV6p0rFM5LulgAgCZH0IDEMLMIUJtqvXN9/Xmd0bEjwZIBAJodQQMSM5TfrLHi0bXbmVmkKWVxJeK0qdY799XRu/SKswkaAADRYfYkJIaZRVqHtxLxkYmilpZPrUQ8MjqedNEypVrv3GPTa4NvAADCRNCAxJw7eI6u2LVXhfyQ2traVcgP6YpdexnP0IRYiTgc1eb937JpKOaSAABaDelJSBQzi7QGViIOx4XbLlg1psFz6fCFCZSmeZFKBwBrETQAiFyhP68jE2sDB1Yirk21ef+ftvXJGhubSrh0zcFLpfN4qXSSCBwAtDSCBjQFFolLt4v2bFtVESvdjtrQOxctv1Q6ggYArYygAZnnt0gc89enAysRIytIpQOAyggakHl+i8Q970kEDWnBSsTIAlLpAKAyZk9C5rFIHICwVEuZI5UOQKujpwGZxyJxAMJCKh0AVEbQgMyrNg0li8QBqMWqCRWeuFk/w4QKALCCoAGZV20aSn7s0Sq+ZR/TF27/AesKNMBvQgW+SwCAoAFNgmkokSZxTgE8MjquG+88oPmFJUmsK1AvvwkV+G4BAIIGAAhV3C3WaVhXoBlWUGZCBXjCuJ+b4TMBlCNoAIAQxd1iPTZZVEfH2onwytcViKoS0ywrKDOhAqRw7udm+UwA5ZhyFQBCFHeLdaGkdF1xAAAgAElEQVQ/X2X7qXUFvErMkYmilpZPVWJGRscbfn2/no4sqTZxQqMTKuwb368Pj1ynd9/9AX145DrtG9/f0PEQrTDu52b5TADl6GkAgBDF3WJ90Z5tuvHOAxW3e6JMYWqWFZSjmFCBwdXRiqL3LIz7uVk+E0A5ggYACFHcUwDvHh5UX99Gd/akyusKRFmJSXIF5bArjWFPqMDg6uhElQIUxv1ceozZuQVNFee1sLikTflOjYyOk6KEzCJoAIAQJTEF8NPNFu3YXDlNSYq2Yn/Rnm2rKm+l26OUhbxxBleHwwsOJ6ZPamDTBl20Z1tkvWdh3M/eMWbnFjQxNbeyPdfRnrp7FKgFQQMAhCxtUwBHWbFPagXlNMwatR4GVzduZHRc192yX1PFeS0uLuvRjjY9dHhKapO6N6ytwjTaexbG/ezte+1N35PanGBhU75T+a7cyrHTco8CtSBoAIAmF3XFfvfwYOyVoCzkjbNafeO+8PWHVlrr29ratLCwpImpOXVt6KgYNITRexbG/bx7eFB9PRvUu3HDmr+l6R4FakHQAAAtIImKfZSSHEsRVNpWq49z0cGg1huX8sjYdMXneYsZlos6La4WWbhHgVoQNAAAMiepsRS1SkuqWhpncmpkXEpHe5uuunhX7GlxtcjKPQoERdAAAEiVILMiJTWWIqvSOJNTkHEp2ws9Gj00tWaf7YWe2HrP6p2lq957lNWkkVYEDQBSK43pFIhWLa3PzZZyFaU0zuQUZFzK5c/eqY/fsl/T7kDoXM4ZVHz5s3fGUsZGZ+mq9R7NwqxgaF2sCA0glbx0irHiUS1raSWdghV1mxur6UZjKF95xqYkZ3IKspr57uFBvfKyc7R7eLPO2tar3cOb3cfxVKDjvh+5/5Fm9DQASKU0plPEqVVTFLIwK1IWpXEmp6A5/15rfaHQq7GxtalKUYr7fuT+R5oRNABIpTSmU8SllVMUmHEmGmmbyUnKxriUuO9H7n+kGUEDgFQKY2GsrI6JyMLCZVFhxpnopGUmp1JpH5cS9/3I/Y80I2gAkEqNplOkcYrJoFo5RSELrc9oHXHfj9z/SDOCBgCp1Gg6RZbHRLR6ikLaW5/RWuK+H7n/kVYEDQBSq5F0iiyPiSBFAQCQNgQNAJpSGGMikkKKAgAgbQgaAITCG3Q8uTCp/lx/4oOO0zjFZC1IUQAApAlBA4CGlQ46zuU6UjHoOI1TTAIAkFUEDQAaltZBx2mcYhIAgCxqT7oAALIvy4OOAQDA+ggaADRsKF95cHEWBh0DAID1kZ4EoGFZH3Qct6yuVA0AaF0EDQAaVjro+PjCcRXyA1SEq8jyStUAgNZF0AAgFN6g40KhV2NjU0kXJ7WiHDQ+Mjruru1QVKE/z9oOAIDQEDQAQIyiGjQ+Mjq+ahXpIxPFlccEDgCARhE0wBe510C4olqp+o77D1XdTtAAAGgUsyehKi/3eqx4VMtaWsm93je+P+miAZlVbXB4o4PGxyaLVbbPNnRcAAAkehrgI60LdgFZFtVK1YX+vI5MrA0cCv3dDR0X4aHnFkCWETSgKhbsQhZksSIWxUrVF+3ZtmpMQ+l2JI9ZswBkHUEDqlov9zqLlTU0l7AqYs1wL3vjFpzZk2ZV6O9m9qQUoecWQNYRNKAqvwW7aDVDGoRREWume3n38CBBQkrRcwsg6xgIjarOHTxHV+zaq0J+SG1t7Srkh3TFrr06d/Ac38oaEJcwKmLcy4jDUL7y7FiNzpoFAHGhpwG+quVe02qGoKJccCyM6UuD3svNkMKE5Pj13AJAFtDTgLrQaoYgvAXHjkwUtbR8asGxkdHxUI4fxvSlQe5lph9Go/x6bgEgC+hpQF1oNUMQUS84Fsb0pevdy/vG9+u6731GM/MzyrXn1NO5Uflc98rrUulDUFHMmpVVUfZAAogGQQPqEtVc82gucSw41mhFzO9e9noYZuZnJEkLSws6Pve4JCmf6yYdDw1p1Yqz1wPp8XogJbXE+weyiqABdaPVrHmFlb+flQXHqt3L3mDoXHtOC0sLK9tn5k8on+tOJB2v0rUpFM6LvRxoTNCKczMGFlH3QAKIBkEDgFX8piBdfHywpgpM1hcc8wZJ93T26Pjc8ZXtXgARdzpetWvT15/XGR07Yi0LGhOk4tysLfJx9EACCB8DoQGsUm2q0ZsfuLPmQc27hwd11cW7dPpAXu1tbTp9IK+rLt6VmQqPN0g6n+tSX1efcu1OO0tPZ08ig1jvOnS3inOLGpuc1Q/HT2hsclbFuUV9dfSuWMuBxgWpOPsFFllW6M9X2Z6uHkgAq9HTAGCValOQPvr4mHorbF8vpSDLC46VDpLO57qUz3VJUmKz3jw8+ZgmpuZWHs8vLGliak6juUPS2bEXJ5WyMjVukNS9Zm2Rz3oPJNCqCBoArFJt7YPl2cqtg1mvwPhJ24D/uZkuSWvP99xU17rPbcbc+HJZWt07SMU5K2OCauXdd879OKtCf3dT3o9AsyFoAGKSlRbQalOQbm0zOlFh/6xXYNaTpgH/7RM7pL7ja7Z3HPcfz9CsufHl/Fb3Tss19ASpOGe1RT5IgJrlHkigVRE0ADHIUgtotdb1xaHBTFZgmsn2/LB+UJzQ7KYHtdQ+p/alLnVP79LOTf65Sa0yW03WVqpfr+KcxRb5VglQgVZE0ADUodZegzhbQMNIQ6nYuu4eIksVmGpquX5p6iE66+xZ7Tv4qNoXu9S+6KQkncw/ql1POun7vKhy49N0bqTqqXVZXqk+ay3yrRKgAq2IoAGoUT29BnG1gAZp5Wukope1CkwltVy/tPUQHVq2Gujt0nRxXvOLS+rsaNemfKceXtgn6alVnxdFbnzazo3ESvVp4BegtsK4GqCZMeUqUCO/XoNqvKk712wPuQV0vSkavYreWPGolrW0UtHbN74/1HKkWS3Xr55rHaWjxWPKd3Wo0N+tMwY3qtDfrXxXhx6bXtu6XqpaClkjqWVpOzeSE6xcsWuvCvkhtbW1q5AfSmymq1ZVbTrVDbm2mqdsBpAu9DSgJYSZRlFPr0FcLaDrpaFkaaBoVGq5fmnLka+WfrNl05Dv86LIjU/bufGkaeB6K6o2eFtqq7g/aUtAdhA0oOmFnUZRT950XFN3rpeGktaKXpxquX5py5GvFnxeOnzhus8NO7UsbecG6VAtQL3ha5UCieaeshloNgQNaHpht67X22sQRwvoelM0tlpFr1IPUy3XL84c+SD53tWCz6dtfbLGxqZCL5Mfxg+gmkoB6h33H2rKNSeAVkLQgKYXdut62hb8KrVeGkorVfSq9TBdsWuvrti1N9D1i+ta1zJNZVrSb9L8OVgPA3Ljl9U1JwCcQtCAphdF63paKm6V+KWhZLmiVyu/HqZX735F4Pccx7XO6jSVaf4cVMM6AsnI4poTAFYjaEDTa6XW9SDCquilvbU2S+M3olpHAWtlNUBrBkHG1aT9ewVoZQQNaHqt1LoeF7/W2ksLvUkVa5Usjd+IYh0FVEaAll70AgHpRtCAlpDFNIo082utvfQZO+MtTBVR9TBFsQoy+d7xIUBLL3qBgHQjaABQsyy01kbRwxTVKshR53tHEegElbZ0EwK06DR6rbPwvZI1afv8IdsIGgDULCuttWH3MMWzON5ySMdxRBXorPeadx26Ww9PPqbjEzl1F3eqa3lrw+kmYVSA0jwgN8ngrlFhpBZl5XslK0j3QtgIGgDUrFVba6MaXB3lj3vcq4CXBilTxZNazM1qpm9EktQ1u1Vz3Yf1if13q//oYk0V4zDPUdgL3YUhieAuTGGkFrXq90pUSPdC2AgaANQsza21UYpqcHWUP+5xzyJVGqTMLy6t/Hu254AkOQHEstSnjTVVjJu9AhR3cBe2MFKL1vte+ZZ9TF+4/Qek2gREuhfCRtAAoC5pbK2NWlSDq6P8cY97FqnSIKWzo13zC07gsJibWQkcOjvaVz0nSMW42StAWZoiuJKwUouqfa+MjI7rxjsPrNxPpNqsj3QvhK19/V0AAJLTGn7Frr0q5IfU1tauQn5IV+za23BLcKE/X2V74z/u1QKaqNYpGcqfCkY25TtX/t2x0KPF3PSa7VKwinGU5ygNSs/bqu0xTBG8b3y/Pjxynd599wf04ZHrtG98f83HqJZCFFZqkV9PEyqL+pqg9UTa02CM2SLpm5JeJGlB0rVyRvmNSHqdtXbJGPNWSZe7f/9da+03jDFnB903yvIDQLkopu+NMpc77nVKSntj8l0dkro0XZxX9/FhLQ0c1IaeWXf7KUEqxs2e757UIpRhjaWIOmVxbLKojo617ZzN0tMUhVZNI0V0IgsajDGdkv5Rktc39l5Jb7LW3mqMuUbSlcaYhyRdLOmZknZIul7SBTXuCwCZFvWPe5zrlJQHKU/oH9KF5zpBSnkF1ROkYtzsFaCkFqEMcyxFmCmL5TNlbch1aHF57cxizdLTFJVWTCNFdKLsaXiPpGskvcF9fJ6k29x/3yTpMklW0i3W2mVJB40xOWNMoZZ9rbVjEb4HoKUxx3d8munHvVqQ0mjFOK5zlNTUp0ksQpnGsRSVZsoqzi0o19Guztzq3oZm6WkCsiCSoMEY8ypJY9baLxljvKChza3wS9KUpD5Jp0kaL3mqt72WfX2DhoGBjcrlOvx2iVWh0Jt0EVoO57w+37KP6cY7D0iSOjradWxqTjfeeUB9fRv1dLPF97mc8/hl5ZwXCufpeU86L+liVHXf4e/qiwdvkSR15No0MT+hLx68RX39eT1t65NX7ZuVc+7nzP4tenDioKbmZrSwtKBce069XT3aNXBWYu/v7pvtmuCgM7dB3Rty2nxatw4fm9HWzT16wTOesO53EcLRDPc6GhdVT8OrJS0bY14o6UclfVRS6Se7V9KkpMfdf5dvX6phX18TEyfqKH40CoVejY1NJV2MlsI5r98Xbv/Bykwl5dt3bK48KFXinCeBcx6em/d9TQsLixW3Hzu4caXnbfvpp+kCM5T53qGhzoL+98T9K4/nF+d17MSknrHlvMTuqUeOPK6lCmsctrcv6lUvMau2cd9Hrxm/XwiC6hNJ0GCtfZ73b2PMrZKulvSXxphLrLW3Stor6auSHpD0bmPMeyRtl9RurT1qjLkn6L5RlB9A809xmTZZXg24mVRL13n4+GN6+H9PpcwcOjqt6w8/LinbU34+On1IfV19mpk/1dPQ09mjR6eTm5Wo2lShWzf3JFAaAJ4412n4A0kfNMZskLRP0mestYvGmNsl3SVn+tfX1bEvgAiEPcc34yOqS+NqwK16vaqtazE33aWuCvsHWVwuzQHh0eIx5XNdyudWv7swxjTUew9VmynrBc94QsNlAlC/yIMGa+0lJQ8vrvD3t0l6W9m2/UH3BbIurRWKMKe4rDSwsRUWZgpaaUrbasCter2k6lOftk/sqLj/ej1vaQoIK33XDOU36+DUo2t6Gp7Qe2ZDr9XIPVRtpqynmy1NlyYDZAkrQgMJSlOFolyYU1z6LczUrJXQWipNaZvBphWvl6faDE+3/fCkjszW3vOWloCw2nfNGT3bdHzu+Mr2haUFHZ87rjO3nd/Q6zV6DzXTbGJAsyBoABKUlgpFNWH9cDfT+IigvQe1VJqqpcQ0uhpwvb1YzXS96lFp6tPFPeN19bylJSCs9l1jJx5QX9dpmpk/UdLTsLHhMQ2tfg8BzWjt8ooAYpOWCkXUCv2VZ1vK2sJMXu/BkYmilpZP9R6MjI6v2beWSlO1xc0aWQ3Ya1keKx7VspZWWpb3je9f97nNcr3CtHt4UFddvEvdGzp0dLKow8dOqLtz/Z/QoXzlwK/RgLBW1b5rZuZPKJ/r1lB+s7b2bNFQfrPyue6Gv4O4h4DmQ9AAJCgtFYqoVWuNzdrCTH69B+VqqTSdO3iOrti1V4X8kNra2lXID+mKXXsb6m3y68VaT7NcryjMnlzUUH9eWzdv1Oz8UtWg0XPhtgtUnFvU2OSsfjh+QmOTsyrOLTYUENaj2ndNT+fGyvs3+B3EPQQ0H9KTgARVG3QZd4UiamGOj0hSLb0HtQ4kD3s14EZ6sbJyvaKeRKA8Fe349FzF/fzy9BcfH9TJR35ESz0HpNyMlmY36uT4Ti2eOSjFeDqrfdc898xn6d6xb1fcvxFZuYcABEfQACSo2qDLNIxnCFszDGysZRrapCtNjY6TSPv1inoSgUoD2Q+Nz6h/U5fyXat/Ov3y9O+4/5C6Zreqa3brmu1xnl+/75on9G6P5Dso7fdQ1rTqNMhID4IGIGFhtzAjOrX2HiRZaYqzF6tSi7+kSHsBop5EoFLKWa6jXdPF+TVBg1+efpoGBFf7rqn3O4hKbHxaeRpkpAdBAwAElHTvQS3i6sWq1OL/qf2flbSsfK57ZVvYUwlHPYlApcp+b75TExVSlPzy9MNeJDEtqMTGq5WnQUZ6EDQAQA3SkHJR3sJ7+XOfqB2b1w68jqMXq1KL/8z8jCStBA2l+4ZVnqimqfVUqux3d+U03Nulvp4Nmpw5qdMH1m9dD3ORxDQJqxJLb0UwaeqxQusiaACADKnUwvuxL35XVzxnZyKVrUot/gtLC5X3DXEq4ajTr6pV9i+/8CztHh5UodAbaHXiLPVO1SKMSiy9FcE1a48VsoWgAQBSLIwZfMJ67UqV3Uot/rn2yj8tYU4lHHX6VZiV/TT0ToUtjEosKTfBNWuPFbKFoAGoQdRTPAKlwprBJ6zXrtQKXKnFv6ezR9LymmOGPQg76vSrNFb205LOE0YllpSb4Jq1xwrZQtAABBT1FI9ofrVW+MKawcdPtUA4aCtwtRb/Stv4nFQWtDEiTek8YVRiSbmpTRqDWLQWggYgoKineERzK63wFecWdGT0mO594KiGt56my599VsXKQGlL7Fz3Yc32HFDblmktFLs1N3/2qrn/60lT8AuEa2kF9pvKsx5p7tHzyja5MKn+XH/DZaulMSJt6TyNVmJJuQGyhaABCCjqKR7R3LwKX3FuQZNTp8YlPDw2XbW12GuJnes+rJm+EUlSu6TuTbM62f5dtY+3aXt+Z9XZk9ZTKRAuzi3qY//7ZU1N7NaypE35zlW9GlG3Aqe5R6+0bLlcRyhlq6UxIk3pPGGkSZFyA2QLQQMQUNRTPNYizS2xftKSj50Er8I3XZxftX1hcUlS5dZiryV2tufAqu19PV3Kd3WosO24Xr17d+CZfMqVB8LFuUVNTM1JOqlN+U5NTM2tBDhe4BB1K3Cae/SiKFstjRFxpPME+YyGmSZFyg2QHe1JFwDIimqDOKNYYdeP19o5VjyqZS2ttHbuG98fazlq5VU0jkwUtbR8qqIxMjqedNFiUeh3egK8IMGT63C+hiu1Fu8eHtRVF+9Se/cJqU3qzLVroNcJGKTGe7mG8qsDXi+g6VjoUXdXTgO9Xcrl2jVTnNfpA3lddfGuyCt4ae7Ri6Js5ddgZXuFxohqAVtYgVzQz6hfmhSA5kXQAAR07uA5umLXXhXyQ2pra1chP6Qrdu2NvfXTr7UzzVq9ouFV7LwgwdOb75RUvbV49/Cgnrxtu84Y3KhCf/dKwCA13stVHvDOuwFN98xO5/9dORX689oysFFXX7k7lhbhWirRYRsZHdc1nxvROz5yt6753MiaynIUZaulMcILIk8fyKu9rS30QC7oZzRNaVIA4kN6ElCDOFbYXU+aW2L9jE0WNTu3oKnivBYWl5TraFdvvrNlKhpexe4LXz+g0cNTK++/O0DaT1QLmZXPfNTT1idN7lg1wFqKdzabqBdtqyZIyk0UZat1vYko03mCBgPMegS0JoIGrJLVXPlWkqaxFbXYkOvQo1MzK48XFpY0MTWn/t6uBEtVu0bGZXgVvlPHCDb4M8qFzEoD4fKKsyfO2WyiXrStmiAzE5WW7fjCcRXyA6GULQ2NEVLwYIBZj4DWRNCAFWmetSSrogjC4miJbaRi/C37mL5w+w8qPHftYl+SpOUq21MorAGg9bQWx1GxTHI2m6QbLIK2snvXod7B52nkfd4fOjKlqRPza2bMKg8GSnvNHhlzGgK2FzbFV2AAiSBowIo0z1qSRVEFYVG3xDZSMR4ZHdeNdx7Q/MLSmueeXFhSf2+XpkvSkzblO3VyIRtBw8jouK696XuaLs6vSi2a6z6sT+y/W/1HF5uidy6J2WzS0GDRaMpNVmcGK/28d2/IScvSVHFebW1tOuv0Tb7vY3Z+SUPuAP/Z+cXYF5qrds6zei2AtCNowIqs5sqnVZRBWJStzo0sIOX33EJ/XksTxdBWMo6TV7GaLs5Ly6dSq3o3HtHJvn3SstSnjfTO1SkNDRaNpNykaaXmWpV/Zru7curuyun0gbyuvnJ34OeVbo/jPVc75wcOT+mbdmzNdmn1tSCwAGpH0IAVWc2VT6usBmGNzIwyNllUR8faSdnGJmf1U88bzmwetFdBynW0a2Hh1JSpJ3oOKCeps+w9h1HZTTpdJ05xf1b8Koz1pGYlXYFuRL2f96RnUKp2zm+951H1btxQcX/vWmQ5yAOSRNCAFUnNWtKsshqENZKmUejP61jJaselz83y6q9jk86qzB3DD2qpfVrLcxu1PL5dy50zkpw0q1KNVnaTTNdJIliJ87OyXoWxnvsx6Qp0I+r9vCc9g1K1cz5dnK8YNJReiywHeUCSWKcBK9KyDkGzSMticLVqZAGp9Z67e3hQV1+5W2/+pfNXUh/85sVPi+7BCc30jUgbTqijo03t3SfUfqZVh3KrFlvzNFrZTWotjqQWDozzsxLFeiHewn1rt6c/9a7ez3vUC82tp9o5Lw/gT+1/6lpkOcgDkhSop8EYc5akf5a0U9LzJF0n6dXW2gORlQyJSMvUf80gqakjG9VIj8Du4UH19W10Z0/yf26WUgRyhUckt/Ogva1N7R1tkqQtp21UbsPSmv0brewmldqW1NiCOD8rUVQYszwFab2f96R7Dqud80t+7MxVYxpK9/ck3UsCZFXQ9KR/lPSXkt4l6bCkT0r6qJwAAkAVYQVhcaeMNDKDztPNFu3YXLkVsFSWUgTm22c04M78NL+4pE535qfOLuknh/eGXtlNKrUtyXE4cTVYRFFhTLoC3ah6P+9JzLRV+tpS5XO+c2uv77XIcpAHJClo0DBkrb3FGPMX1tplSR80xrwuyoIBcKRhOsooZClFYCi/WWM6WjENKYrKblLji7I6DqcWUVUYk6xAt6pq53y9a5H1IA9IStCgoWiM2S53dSZjzEWS1o52BBC6NExHGYUspQjEXYlPKrWtFSZDyEqFsXyGp+1bNumRx6aZIjQkBHlA7YIGDb8n6fOSnmiMuVfSZkk/F1mpAKzI6tSt68lSikASlfgkxhdldRxOrdJeYSwf73Pg8JTu/f5RDfR2qbsrl+rxPwCaV6CgwVr7v8aYCySdI6lD0vestScjLRkASc2bMlJvi29SizKlZZKASu//0kJvaMdPy/tsZeXjfaaL85KclZq7SxZHTOP4HwDNK+jsSUbSayQNlGyTtfbVURUM2dNKi1HFqZlTRmpt8c3SjEu1ChIMVXv/fX0bAw0+RzaUj/dZWFxa9f9T+6Vv/M96WIkZyK6g6Uk3SPpXSfdHWBZkWLMO1k2DVkkZCSJLMy7VImgwVO39f+UbB/Wql5hoC4nYFPrzOnB4StPFeS0sLmlxcVltbdKGXEfZfukb/+OnmYN+oBUEDRomrbVvj7QkyLS0D9bNei8IKSOOLM24VIugwVC193/42Ewk5QoDLcu1275lk+79/qmUxDZJi4vL2pBfvR5rGsf/+GnWoB9oFUGDhmuNMX8m6SuSFryN1tqvRVIqZE6aB+tG0QtCRSiZc5ClGZdqETQYqvb+t27uCb1MYQTatCzX55HHpjXQ26Upt6dhw4YObci1q729Te1tbYnO+NTIfdGsQT/QKoIGDc+W9Bz3/55lSc8PvUTIpDQP1g27F4SKUOVz8PFb9mtgU5eWJA1s2hBJpSbtMy7VW6EKGgxVe/8veMYT6i90BY0G2t55+O6hR7Q0uFHdMzvVNbt15e9Rtiw3Q0A/NllUd1du1aBnyVmN/M2/dH5CpVp7XxycPKLvHrpB3eNP1vb88LrnulmDfqBVBA0anm6t/ZFIS4JMS/Ng3bB7QehiX3sOinMLmpya03RxXmcM9UQWSKV5jv1GKtpBg6Fq7//pZovGxqYafQsrGgm0S8/D/OKSlJvWTN+IJK0EDlG1LDdLQJ/WynXpfVGcW9TElLNc01LPAR0Z37ruuU570A/AX9Cg4TvGmD3WWgZCo6I0D9YNuxeELva158CbErJ8dpcoAqm0zrHfSEW7lmAojvffSKBdeh46O9o1v+DcE7M9B1aChqgqv80S0Ke1cl16X3ifeUlazJ0aU+N3rtMc9ANYX9Cg4UmS7jHGHJJ0Us64rGVr7a7ISobMSetg3bB7QdLUCpjUAO/yc+AFC7mO1QM1aw2kvNSSh45MaX5hSZ25dp11em8mKhaN9milKRhqJNAuPQ+b8p0rrdGlFcuoKr/NEtCntXJdel/MlzQQdCycGlOz3rlO030OoDZBg4aXRloKIEJh94KkpRUwyWluy89BrqNdCwtL6s13rtqvlkDKSy3xUp1WLGslQAlS2Ugqpz3N43pq1UigPZTfrIOTRzRdnNf84pLa25zt7fM9On0g2utRKaAvzi1oYXFJ7/jI3YHvhzTMtpbGynXpfVHai9Q9s3Nln6RTqBrVDGNigKgEDRoOS/pxSZvk9DJ0SBqW9JaIygWEKsxekLS0AiY5zW35OdhR6NHk9Mk1AzdrCaS81JLStAfp1Cq4QVJMksxpT/O4nlo1EmhvazO6b+rgymOvPfqyXRdq71N2R1HcFeXBrBeADvR2aWk52P3AmjPVld4Xsycf0/FjuTWD3JNOoWpEs4yJAaISNGj4pJzVoM+WdLukSyXdEVWhgLRLQytg0tPclp8Dr+UEYsMAACAASURBVIVucuZkXS3KXmpJ+bgI73GQFJMkc9rTPK6nHvUG2g890K2e4m7N9hzQYm5GHQs96p7ZqYce6JaeEkFBS5QHswuLSxro7VoTzPrdD2lfcyZppffFSqv8XHpSqBrRLGNigKgEDRr2SPoRSe+X9GFJb5L0qagKBWB9aUuH8YKIQqG3rpl8vNQSL9XJ442TWC/tYWR0XN8ZPab5xSXlOtrVm+9cqSzGldOe1nE9cRqbLKpreeuq1mdJGpuL5xqUBrPv+MjdWlpeu4/f/ZB0MB6mqFNt0tB40qjSc/TYRFE9+U7ly4LMrI2JAaLSvv4ukqTHrLXLkr4naY+19kFJG6IrFgA/+8b36/GTUzo885iOFo+puHDqRy2L6TDSqbSGTWXjIrxxEn5pD15awbIkLUsLC0uamJrT7JyzFmXW86yzpNCfr7I9/mtQT1mG8pWD7qyNTfE+E0cmiqtSs0ZGx5MuWmqUn6NlSZNTcyrOLazaj+8PwBG0p2HEGPMBSf8g6TpjzBlyxjYAiFlpznVfV59m5md0fO5x9W/o04t3Pj+zLd2lqSUPtbVpfmFRG3IdesLpm9ZtIfXSCjblO1cNovbGQ2Q5zzpropwowK/lvNLf6ilLs4xNIdVmfeXnqNed7Wu6OL+qt4HvD8ARNGj4DUnPttZ+1xjzFkkvlPTy6IoFoJrSnOt8rkv5XJck6bSu3swGDJ560x288RDeD/10cV4Li0tqk3TVxbuoJMUoqokC/AapSqr4t6su3qWrLt5VU1maZWxKs0w/G6Xyc9TdldOAnO+P9ra2phinAYQpaNDwHEkyxjxP0nFJn5HUbYzpt9ZORlU4AGs1U851WEqn2sx35VaCh9MH8vzgJyCKXHe/lnO/51x95e6ay9IMY1PStJ5MWlU6R91dOZ21tVdXXxntTF9AFgUNGt4i6XxJX5GTlnSJpAOSTjPGvNla+8lISgdgjbQNgE6DoGkoSc2/n4Z5/7POv+V87Wjn2bkFfWf0WE3rMzSTtKwns54k10XIyjkC0iJo0NAmZwD0QUlyxzT8i5zg4VY5U7ICiEESOdflP+zbt2zSI49NR/ZDX2slO0hKTFLz76dh3v96K2ZpCnbWazkv/dvs3IImpuaUy7UHXp+h2aRlPRk/Sa+LkIVzBKRJ0KDhDC9gkCRr7Q+NMdustY8bYxgQDcQoypzrSpXExccHV/2wHzg8pXu/f3Rl/vuwf+jrrWSvlxKT1Pz7Sc/7X2/FLMlg56bv/K9uf+QbOrF0XBvb+/Tc7c/QRXuGfVuFS/825S4QWD4TV6sNAk77lKhpGKyd9nMEpEnQoOFOY8wnJF0nZ5rWX5B0lzHmcknTURUOQGVR5FxXqyS2HzlXztqODm/FZm9mIk9YP/RRVbKTGguS9BiUeitmSQU7N33nf3Xzwf9ceTyzdFw3H/xPveQJL1p3ULP3tzZJ/b1dgefbTzJFppUxWBvIlqBBw9Xuf6+RtCjpy5L+SdJlkl4ZTdEAxJkeUq2SeHjZ6jQ9a+Wxt0Jz+crNYf3QB61k11rRS2osSNJjUOqtmCUV7Nz+yDeqbn/ni8+veo1LW4yv+dxI4EHASafItDIGawPZEihosNYuSPpb979SXzTGfEvS08MuGNDq4k4PqVZJbOte/aPurdjsrdTsCeuHPkglu56KXlLz7yc973+9FbOkgp0TS8erbH888DFqGeAadooMvRbBhT0QmXMPRCtoT4MfxjQAEYg7PaRaJfHM0wp6/NFTj70F1HrL8sXDmnEkSCW7nopeUvPvJz3vf70Vs6iDnWoVvI3tfZqpEDhsbD8t8LFrGeAaZooMvRa1CXMgcum5n51b0MjoMd37wFENb+3V5c/eyfkHQhBG0LB2rjsAVQVNOYo7PaRaJfElZz9Hi1sGV37Yd27t1fY929zZk8KfcSRIJbveil5S8+8nOe9/rRWz0vuzq6NLWpZOLs+HGuz4Va6fu/0Zq8Y0eJ67/Rk1vUbQAa5hpsjUGszW0zLebK3pYQ1E9s69N3OW5+GxGQI3ICRhBA1Ay6p1zEEtKUdxp4f4VtYH4/3BXa+SnaZc6CxU4oJWzMrvz7lFp/J1xa69oQY9fpXrq688X5Lc2ZMe18b20/Tc7c/Q3qecH9rrlwozRaaWYLaeXom09mSk4TPgnXtv5iyPN/aq1WbOAqJA0ADUqZ4xB7WkHCWRC5+VlXDTsijTyOi4PvE/X9dszwEtbpnWxMImHfyfnXq5np3JCkpcKXHrVa73PuX8yIKEcmGmyNQSzNaTYpeGKUrLpSWQ8c59+QQN3tgrZmQCGseYBqBO9VSwakk5SjoXPgphtUimZVGmm77zTc30jaw8XsxNa6ZvRDd9p0u7hy+L5DUr9W4VCueFcuy4UuLS1FMkhZciU0swW0+KXRqnKE1LIOOde2+iBo+3VkerzMiUhl4fNK9AQYMx5l+stb9c5c9/HmJ5gMyop4JVa8pRVlr+g/Brkew4bbzmqWXTsCjTYdnK25etnBmpw1Wtd6uvP68zOnY0fPy4UuLS0lMU9pTGu4cHdeDwlG6951FNF+e1Kd+pS37szDX36b7x/SpuvVszS8fVsbBJ3TM71TW7VZJ/5TZtwZaUnkDGO8dfuOshjR56XLmOdm3Kd66s1RH3vZWEtPT6oHm1r7+LJGm3MWZTpT9Ya/8txPIAmTGUr1yR8qtgVUstimv6zSRVa5G86Tvf1I0P3qSx4lEta2mlIrxvfH/MJaxdW9eJytu7K1ekGlWtd+uro3eFcvy47s/dw4O66uJdOn0gr/a2Np0+kNdVF++KtWLjBWBh3ncjo+P6ph1T78YN2jbYo96NG/RNO6aR0fE1r7uhx6lUe71Tc92HJflXbqv9LckKcaE/X2V7/IHM7uFB/dHLn67f/OmnavfwZvV0dyZybyXFr9cHCEPQ9KQlSQeNMVbSyq+htfb5kZQKyIB6xhw0Y8pRUNVaJA/LakuF7VGvPByGM08r6MCxIxW31ypIq3e13q3Hptf2DtQjzvsz6Z6iKMZvBEnV8V4339UhqUvTxXnNLy5JAw/rqnP8x8KkJS2vVFp6jUolfW8lJS29PmheQYOG/xtpKYAMqreC1UwpR7WollrhtNavbZWMeuXhMLzk7Iv0qX2fX6n4dbopES85+zk1HSfooPpq6UNbNg3V+Q7WapX7M4rxG0EqbaWvm+/qcIMHqa1tMVBFNy0V4tIg97Rze7Qwtl2z45tTEci0qjSmr6G5BF0R+jZjzHMkPVXShyU9y1r7tUhLBpQJO/84DGmsYKV1IFy1FskzTyvopKbWbI965eF6rbkPt/+oHp0+1FDLfNBW72q9W5cOX1jbm0Ak4zeCVNqSWmk7TOVB7sn2Ken0fTp/+Dl66AHphq89qDvuP5Sa755WkcZeHzSXoAOhf0fSSyWdKenTkv7RGPMha+17oiwc4KlnetMopLVC7knzQLhqqRUdp/XFPrVsvSrdh2PFow2vYxC01bta79bTtj5ZY2NrAy9UVykAK84tavxIQe/45t11fb6DVNqSmEo5bJWC3OLcov7z8F3qm3iWpHR997SKNKavobkETU96laRnSvofa+24MeYCSd+QRNCAWMQ1f7yfNFfIPWmZ/rCayqkVp3K90z7O465Dd6u4MKeZ+RktLC0o155TT2dPw/dhLa3PaezdSqP1AvzyAKxzcZOOPzKkttkBSfV9vksrbQePTOvkwqI6c+0rn8vdw4NNMa6pUpA7XZzXYu7kmu1p+e5pFWlJX0NzCho0LFprTxpjvMezkhajKRKwVlzzx/tJe4Vcyu5AuKxUhB+e+qGOzx1febywtKDjc8f1SFtjy9U0Q+tzmgQN8Evvu2s+N6Ku2bWfn1o/396+19/2oLo2dFR8/azc79VUCnLnF5fUsbB2ksW0f/cACC5o0HCbMeY9knqMMS+V9BpJX4muWMBqacgDzkKF3C+nOu2pVVkwvzRfcfvJxcrbg4qq9blVr3k9AX6Yn+8sNDA0olKQ29nRrg2TO9fsyyBcoHkEDRr+UNKvSbpP0i9K+qKka6IqFFAuDS2xWZiZolpO9fYtmyJPrfIqqBPTJzWwaUNTVlA72zsrb++ovL0WYbc+ZyGdLipjk0XNdR/WbM8BLeamVxZQG5usPiA0zM93FhoYGlEpyN2z0egbjy6v2ZdBuEDzCDp70pIx5n8kbZI0L+nL1tqFSEsGlEhDHnAWZqaoNhCu3pbPoDNWlVZQO3PtTVtB3dF7hpa1pJn5EyVjGjZqx6Yzki7aGs3e2u2ne3BCRztGVh57C6gNLHZVfU6Yn+8sNDA0qlKQu2PjOINw0VSMMa+StNVa+6519vuetfZJ8ZTKn1dmSTdLer619r1hHTvo7Emvl/Trkj4nqUPSfxhj3mmt/ZewCgKsJ+k84KzMTFFpINwNX1tbGZL8Wz5rmbGqVSqoF267QGPFo8rnulWcW9R0cV4TJ5bUM17QSM94qt7req3daZzCOCy5wiNSheFOucKjVZ8T5uc7aAASZvpYGlLRGIQLpIe19l5J94Z5zKDpSa+RdJ619nFJMsa8XdKdkgga0FKy+qNYT8tnLTNWNXs6hsd73zc/cKd+OHVEHQs96pnZqROzA4n2rNx3+Lu6ed/XVgUAfte81imMsxZgzLfPaKC3a82ie/Md077PC+vzHSQACTN9rJVT0YAYvNgYc5mcOvOvSrpK0k+4f3tD6bplxpjLJb1Z0rKclv6/l/Qpa+3zjTG/Lem51tqfNcb8maSvWmu/XP5ixphrJc1JMpJ+IOmopOdLus1a+3pjzPmS3ufufqe19v8ZY7ZL+oScbKAFSV81xlwi6RestVcbY/5a0pMlDUn6W2vth90MovskPU3SPdbaq9c7EUGDhnG3IJ4ZqcJqTABSqZ7Ui1pmrGqFdAzPuYPn6LY7TmpzhfcbtGclzEr4vvH9+uLBW7Sw4Exo5wUAe85+jo5UiPsu2rNNdx26ueKxKgWE9a6RkmTL91B+s8Z0dGW15ZXtMU6csF4AEmbvXKv09AEJOWytfZm7yPGfS+qSdJGkPklfkrMkgYwxbXKWInimnDryTZJulNRujOlxn7Pd3e9CSW/zec1vWmt/3Rhzj6TfkfTHkqyk10v6gKSftdY+Yoy51hhzoaSfk/Q+a+0Nxpj3lx7IGDMgyVprf9cY8//Ze/NoOe7rvvNTS2+v3/7wHlYCDwCJAkiQ4E6RJiVRtiUxtqTY8tiTKJ7IypwZa3IyJ4nPxH+MT5aTbZyJk0mcGStxDm3FoWakY1mLZYkiY1EiKVIkSIoLSKBAggRAEMDD29/rfr3VMn/U0lXd1d3Ve/dDfQ/B7q5XXf3r6u1+7/1+791tr+lRYKe93reB04qiTKmqulrvRIghThbAaeB5RVF+W1GU3wJ+AGwoivIPFUX5hyGPESFChD7h+MEZPvuRQ+ycSiEKAjunUnz2I4fqBhQ7UsEBVlDgVYt8DJLfo5Nop7LiBOGLuSVMDDcIP718tqW11KoIXTHVmq95M4SwXsWpFpzM98JqDsMsZ75Pvbcc4hm1j1oNEgaphW0nq3PXS6UvQoQ+4Xn78mXgDuAW4Cngm8CkoiiOWWoWWFBVdUNVVRP4CVa14EngYSyy8Rrws8A1VVXrtd17w75cB86qqqpjVRCwj/lfFUX5IXArcBA4CrxSsV4HWeCIoihfBn4HcDp3FFRVPWuv9aq9vroIW2m4YP9z0oZP2pcCVgkmQoQIA47KzOfp5bM8eurxmtnuZjpWeeUYa9kiO6e2d3vPdiornR5UuJRbQZKr50Qs5Vc4fjw4291MC+NWZqS0kvnuZPVlEBonNEInq3PXU6UvQoQ+4E778kPAm0DGrjwkgd9WVbVgzzFbAnYqijIGZLCqCd/FSrz/B6xRBW8C/wfwfzV4zHqx9Wngs/aw5f8B+Km9tvuwYvXbgTXP/n8FSKqq+jcVRXkQq+LR6DECEbZ70j+p9TdFUb7T7INGiDCMGDZddz2EkZw0G3g5pGR2dozFxe2tXqzX2vZL3zpVV5LT6UGFO1LTrJaqK8r1pDjNEMJWZqQ0m/luVQJVD/1unNAInezWNAyd3SJEGGLMKYryA/v654G/pSjKM1gdRV0pkN1p9B9gJdYl4Ouqqr4IoCjKfuCHWBWEx7DIRKv434BvKIoSB84DX8XyUXxdUZTfBDawqhwOXgT+oaIozwGLWHKpsEojHwTTbK9QoCjKK6qq3tl4z/5gcXFzYCoh10MwNWjo1DmvDGocfPrQIwMdmNTCo6ceCwwEZ1M7+MLxzzW8/6n3lvnemy9zFRUhscXe8Vk+eeODHJs5su3f5w55fH/tGoVsAnF1P/tS8+ybG+VldbFq/0oZWLvnPmg9Xk+Dg0bvTZcENyCErbz3v/StU4GZ751TKX7zM8ertnf6nHQTnZxHUvZ9tN+NrZPHGlRs9++WQcV2PO+zs2PV5dkIDRFWnhQhwlAiqKtMK0F+pyUl/UY72e5T7y3zlReeIzth98HX4PzKAl89/R1+7dgvMjt7VyeXOlDwBtDJhEgyUYLpc3zk0BF+9GxwZ55KSU6nBxUemznCxGTKep83IcUJm4mvV3GqVX178LbdPPbEWTZzJTTdQJZExlKxmpnvTldfuoVOzyPpZDe2Ye3sFmFwMAhte68nKIryvwM/X7FZVVX1f+7HesIgIg0Rti1qdZWB5iUP/QpquiWJakVy4uDZ16+QT5+v2p7JlXj+ykk+fHT7koZ65HFxLfh1qZTkdENvf2LXzeyRbmj5/o0QRDDqSYpgpkosW6/k2877sZeIuhR1HlGgOhio17b34dmxfi1rW0NV1X8O/PN+r6MZRKQhwrZFJ6sD/QhquqHzdtBOtntxLYc+V51VL+nGwGWGO4165LEZM+qg6+3DoN7nq3juBKmETCrh/4mpFVx3uvrSLTTj1dhOHqhuIZovMTioR4gfvne+t4uJMLBoyQhRgUgXFmEg0cnqQD9aOLbS6jIsjs0c4fbZW9ksZrmaXWSzmOX22VtDBTWzkykkbbRqe0wSBy4z3GnUa0N7vbWdrff5atYIfWzmCJ8+9AizqR0Igshsakdf/UJWZ7HH+Fcnf59HTz3mtsOdnUwF7l9JDDvdVne7ol6gGqG3iNr2RgiDpioNNQY/fLmD64kQoWNopatMLfSjhWMrpCdsdvP08lleXXyDsXiasXgagFcX32D/2L6Gz+nB23Zz8YX5sqfBxmgqNnCZ4U6jXkb82EzjKcBhMCwZ6nrVt2ILLUAHofriGPwvyS+7U6QXKVf4wnYp2m4eqG4hClQHB1Hb3ghhEIo0KIpyO/D/ASP25LkfAb+qquorqqo26jUbIUJfcP/ue/juxScCt9dDLY1tr4OaZiVRzciZ2glqjh+c4a/zAN97M8FVU0VI5uzuST+z7QOiRuSxXTNqu5K07735Es9cepEtY50RcYKH9t3LI7fc3fJ66qEegdLTM11tAdoNYuVIZdZnVDChpBmsbhaABKmExPNXTrqdnBrNIxkWY3cYdJPERoHq4CBq29sbfOq3vvVx4AvAIeBd4NE//73PVAcqTcBun/r/ACeAAvA/qqr6TrtrDULYSsO/B34J+Iqqqh8oivJF4EvAvd1YVIQInUArXWUGSWPbrM67GSLQblBjBccfBz4eav9+oRsmS31jhuK5ExTWchQnU+jpGejQW6MdMve9N1/i8YtPurezxrp7uxvEoS6Bss9HN1qAdsvr40hidNnv18nkSqQSkvvZCDOPZFiM3Y0+H930VUEUqA4SvAM6631mI+N667AJw7/wbLoR+Bef+q1v0SZx+KtYw9vuVxTlQ8DvAZ9p43g1EZY0jKiqetqeeIeqqk8qivKvu7GgCBE6iWa7ygxSd5RmJVHNEIFhCWraQTcIYLdJZTtk7plLL9bc3gppCJNhrld961YL0G5JfxypjKSN+ohDSTeA5j4bw2DsDvNe7rbMKmygGqE3aPSZHaSk2pDiCzW2/wbQDml4EHgcQFXVnyiK0p3yMuFJw4qiKCewu+YpivI5YPjqrBEiNMCgaWybkUQ1QwSGIahpF90ggN0mle2QuS1jvcb2jabX0e0MczvolvTHkcoks36/Tkyy+oU089nohweqWYR5L/dCZhXNlxgeDFJSbUhxqMntYTEOeH8AdEVRZFVVtTaPW4WwpOGLWIbnWxRFWQPeBv5GpxcTIUK/Mcwa22aIwDAENe2iGwSw26SyHTI3Ik6QDSAOI+J40+sYZCNvt6pkjlQmkd8FQD59Hl3Osnd8jk8eat6vMwjG7noI814e9IpkJJXpLQYtqTaEeBdLkhS0vR1sAN5hGmI3CAOEJA2qqp5TFOWzQAaQgLlumSwiROgnmtXYDtKPVrNEoNdBTa+7AnWDAHabVLZD5h7ad6/P0+Dd3iwG2cjbrSqZXyqzm/2pgzx4dPsGobOTKS7m3rPJUQZJGyWZnWd/6qC7zyBXJCOpTO8xzEm1AcGj+D0NDv6ozeP+GPgU8DXb0/BGm8eribDdk/5X4POqqt6pKMoB4M8VRfm3qqr+p24tLEKEfqAZje0g/mjVIwKVQftuQeHCO8meEJ5+yF26YbLshXGzVTLn+Bas7kkbjIjjLXdPGuQMczerZNeTVObAjXlOXyzLsHQ5Q3biFAf2l9/Lg1yRjKQyvUdkXG8Pf/57n3niU7/1LbA8DE73pD9qt3sS8A3g5xVFeQ5rdtpvtHm8mggrT/qfgPsAVFW9oCjKXcALQEQaImw7hA0chulHqzJov7i2wGubF0nnjpMwd3Wd8DSSu3SjYtMNk+WgGzcfueXujnRKGuQMMwy+9GcYcMVUmRpLkMmVKOmGO5fiiqkC5ffQoJ7rSCrTewz6998wwCYI7ZIEH1RVNYDf7OQxayEsaYhh9X51UMQ2RUeIcL1imH60KoP2TK4EWLptR8MN3SM89eQu3azYdCNzfD1ko8NmmAdJnhehjDBSwKXcCqmERCoh+bcPgAQtDCKpTH9wPXz/RaiNsKThm8APFEX5GhZZ+Czw7a6tKkKEIcAw/WhVBu1OG0ldzvq2d4vw1JO7DFPF5npCowzzIMrzIoSXAg6yBC0MIqlMhGZhGCaabmCYUc67VYQ1Qv+2oii/AnwEKAH/XlXVb3Z1ZREi1ECvDbW1MEw/WpUBQkwSKWkGkpb27dctwlNP7vKnLwe3Cu0EgRmU98p2RET2BhNhO1/1QoLWzUpUJJWJEATTNNENE1030Q2Dkm6i64ZNFqx9ZFHo7yKHGGErDQCngQUskwWKonxYVdWnu7KqCBFqYJD6x4f90RqEwLUyQBhNxVjdLJDMzvv2a4fwOAHCaqbI1Gjcdy7qyV1mJ091pWIzSO+V7YhhkuddTwjb+apVk3NYItCLSlQklbl+oemGSww03SIKmm5gGKZPO2+aJrqp+/5JAsBcn1Y+3AjbPen/xmrndM6z2QQ+1o1FRYhQC4PWP77Rj9agBK6VAcL+yR3cN2V3Tyq0n6XzBggxWQwMEGrJXbpVsRm098p2wzDJ864nNCM7atbk3AwRiCpREdqFpht21aBMDHR7W6XASDd1dEPHcMmBgW5atysRl5rJl0fwIuyZ+zigqKoanFqKEKFHGOT+8UEYpMA1MEC4pTPHbidA6JbMYNjeK5UYhApVPQSRvULyKrldi/yrk08N5JqvB3RTdtTM5zyqREUIgzIxMNEMu3oQQAycioFhEwLfJQZEPoWeICxpeBdblhQhQj/RD/NeO8HbIAeundQbtxsgdENmMMxGz25WqDr1uleSveTMCubk2xRFqeNr7hW2Qzeobs5WaOZzHlWiIoDfY+CSghpSokBCYF8aptG359BJ/OpXv/hx4AuU5zQ8+rVf+4OOtGBVFOU+4HdVVf1oJ44XhLCkYQV4yx4c4X47qKr6ha6sKkKEGrh/9z189ew3yZayaIaGLMqkY+mu9Y9vN3gb1MC103rjQQwQ6mVc+53FbxScdqtC1enX3Uv2Hj31GEZOqtpnWORg26kbVLdmKzTzOR+mRhER2kMQMXArCIbp26+yQuBKiq6DaoFNGLwToW8E/sWvfvWLtEscFEX5B8CvA9lG+7aDsKThcftfhAgDgMovlu590bQbvA3qkCyvzCBf0NjMldB0gz/+3hk+/8jRpoOkZgOEXgTttTKuQF99JmGC025VqDqlMw8iPYNcVQuDSIPfGM18znvZ3Wg7VIgGHaZp2r4Cw64UlGVEXmJgeCoElXKi7VItaAO1Eu2/QfsD384Bvwz8SZvHqYuwLVe/rCjKNJDGkilJwMFuLixChCA8f+UkKTlJSk5Wbe9GwNduINRNqUA7cGQG+YLG6mZ5bmMmV2opu+oNENayRXZO1f7h7qU5PCjj+uipxwL37VVGPExw2q0KVSd05rVIz/ixNEVxs2r/flfVwiLS4DdGs0SgF92NTr23zH994iwZO/GxsJrj/NVN/sbHj0TEoUkYhr8bkWs8FkUW7QpTULXAe9vc5tWCNnGoye2hoarq1xVFmW/3OI0QtnvSPwb+HtZk6CVgL/AScF/XVhYhQgB6nc3sRPDWLalAO3BkBpv2ZGgHsiQCrWVXnQBhdnaMxcXq4NFBv83hnX4PNZvlrBWcXljI8KVvnWJxLUdyZpbc5ELVtN52K1SdkJHVIj3a4j7Yebpqe7+ramExiBK7QcSgtTn9i+fOs+ZJfGiawdpmgb947vxArXNQoLvyoXLVwGld6hQMjAo/gZnX2ChuurcjtIx3sSRJQduHAmHlSZ8HbgD+HfDPgKPA/9KlNUXYhuiUHKXXHoFBlRc1g6Bz78gMNN1fLh5NxYDuZlc7FbS3Kkno5HuoFR18UHCaK2hkciV3+9bSFMXMTUwcXKIkZTpWoeqEzrwW6ckvT/Mr9z8ycFW1sIg0+MOJS4vBEu5a268HGKbp8xVo9nAz3TAxTbtaQLXh2JETVVYLYhqUjFKNR4vQnRqmvwAAIABJREFUBB7F72lw8Ee9XkirCEsaLququqEoyinghKqqf6Yoyr/s5sIibB90Uo7S6yB+UOVFYVHr3H/60CN89iOH+OPvnSGTKyFLIqOpGKmE9ZXQzexqJ4L2dkyrnXwPtaKDDwpOM7kSYzZhc5DI7yJ19SB/7zPHm15XJbzEcfxYGm1xH/nl6ZZ05vUy8oNYVatELbIZJL3ZNzfKs69f4RtPv3vdauX73TQgQjAc83GZGNjzDAwTwy4ZuDMLjLLpWDd1jOvAdDyI+Nqv/cETv/rVL4LlYXC6J/1Rp7on9QJhScO6oii/DrwM/B1FUS4DI91bVoTthE7KUfoRxA9DIFQL9c79F45/js8/crTn2dVOBO3tmFY7+R5qRQcfFJzmixrJePXXcScqPpXEsShuws7T/Mr9j7T0nIclIx9EDoC6ZNNLHrZTN6VWcXr5LF89/R0yuRIl3eCatMXFtQV+7dgvDsx34r7ZUd67slG9fW60D6vpPBwDslMt0CrmGARNPK5VMYjQf9gEoSskQVXV88CHunFsB2FJw98C/pqqqn+iKMqngP8I/E73lhVhO6HTGvJhDuJ7jUbnvpcdThx0Imhv17TaqffQ7GSKC1c33e5TsiQylopxYNdY3ftV6sK/9K1TXdPTd9pD0o/3TLOoFfAnY2Lg/kFkM+qmBI+/86yvUUJJM1jdLPD4Oz8emO/gX3jgAI89cbbqM/gL9x/o99KagiUpskhBSfe3LbX+bviJgaHXnHgcIUK3ELZ70mXg9+zrv9XVFUXYdggrR4nK4J1HmHPfD2Nju0H7oJhW982N8urb5fOr2UHVzzSZde9m9r4bzQMGzQxbiVoB/6XFLDsmU1Xbg8hmL7opVVZDDtyY54qpDsx34Acbi01t7weOH5zhcx8/MtAk1oHbmaiOCdlLCLz/zKhdaYQBQF3SoCiKgb8JfgnQgSSwoarqVBfXFmGbIIwcpZdtOK8nbAcjdxAGRSJz6VqGybGE2+7R8YZcupZp6jjdzN4P6oDBbqJWwF8LQWSz28S0shpyMfcepy+eYmosQSohDcR3oFkYAan6vWzmq4lXPzEoJLZyloEz/dgrJ3L2C5IU6aYeeQ0iDDTqkgZVVUUARVH+APgx8JiqqqaiKJ8FPtmD9UXYBggjR+l3G87timE3ctfCoEhkFtdypBKyayAvb28+G92twMeaov4NsqUtzxT1kaEnjvVQK+DfNzdKvlgt5wgim90mppXVkHz6PGCZ4r2tdvv5HbgLhUu8XL1dUPqwmvDo5rC3MAZkB5GkKMJ2Q1hPw32qqn7RuWEPkYg8DRFCo5EcZdinyQ4ytqsHZBCyi4Mik2oMocHt7YVaAb+jc3fIZnJmBXn2Et9d+gkvZv2EutvEtLIaostWRr9U0Qa5n9+Bj9xyF195oUA+fR5dziJpaZLZeR65766+rakROmVgd0iB4zPwEoVKRJKiCNcLwpKGrKIovwF8DRCBXwfqfpMpiiIBfwgoWJKm38D6pfpjLMnTKeBvq6pqKIryj4BfADTg76qq+qKiKDeG3Tf8040wqLgeJRTDgG5m7LYDeiGTatfrY01RT5CSE1XbtyOZhMYB//GDM7Yk8scU7fsEyYG6SUwrCaekjaLLGWKS36zdz+/A4wdn+Os8wLOvH2Txmn0e7xvs74BmDOyGO8PAMwm5Qkrk29/U0VxyoHnIQSQpinB9ICxp+BvAfwD+PVYQ/yQWcaiHTwGoqvoziqJ8FPg3WKThd1RV/aGiKF8CPqMoygXgI1jTpW8Avg7cY+8fdt8IQ47tqr0fZgxay8lBIzCnl8/yYvYk3HiNQjaBuLqffan5jq6rE16f67WK1yjg77ckspJwJrPzZCdOuQMWHfT7O3AQKnrNoLKC4wT0Cys5MrmSWznQDKOmfcCVFRkamlkmCRE5iHC9I2z3pAvYJCAsVFX9pqIo37FvHgAWsCoEP7K3fQ/4OKACT6iqagIXFUWRFUWZBe4Ku6+qqjVbOUxNjSDLUq0/9xyzs/VbMV6vmJ29i4nJFE+99zzXMkvMje7g4YP3c2LXzR04dnTOW8HJx1VicnWLypfUJR6+d77ufTt9zl9Rr/HtH58HQJJEVjYLfPvH55mYGOFOZa6jjxUGr119i+9etFptj6ZjjKYNmDvPp287wYld8x17nMfe/mng99crq6/y4aN+iUitc753co6rmeqvyF1jcz35bLx29S2eevc5FrJL7Ezv4OFDD3Tkc90u1rS1wHO7rq2HPi/tnL+HZ8eYmBjhL1+8yNWVLAcmj3Do6Dzva6c7/h24nVB5zg3DXyWYm06zsJJ1Jx+795tKEU/F/fc1ywPPNEOz/pk6hmkgYAVIMiKWwMJP5q43TExun9FcCfn6fi3bQSjSoCjKJ4B/BkzjEcOqqnqo3v1UVdUURfky8EvArwC/aAf8AJvABDAOLHvu5mwXmti3JmlYXd1q9PR6htnZMRYXN/u9jLroZ9vTPdINfO7GG3zb2j1f7ZzzTpyLYW4je2lhgwD5Lu8vbNY9p914n//FM+coadX64L945hw3TPe+k8vjp59G06rNjI+ffpo90g0B92gNH6xdw6T6eX+wtuA7x/XO+Z3Td/Dtteoq3p1Tt3f9+6iyUnJp7Sp/8sqfsX4o1/fPwaQ8GSiJnE1NhTovnXif3zCd4vOfrDQV3+q7Nei/Gd2GYzzWdZPJ6TQL1zZ8LUsrk/83H5jk/QX/OTMxOHZwjMvXlmxSoKNFnoPQmJgcYX1tcGKpdhGXZNjb71UMJ8LKk34f+PtY3oKm6nOqqv5NRVF+G3gB8P66jwFrwIZ9vXK70cS+EdrE6eWzfP/8D7iw+b7dXSU9EC3/+oVOyEKGvY3sIJl8e9Ezvxn0SvLTCa/PsZkjXNy8xDMf/IRsaYt0bISH9n6oJ+/BfkuA6iGSRA4OdMMotyf1tCit7EgkxGW28lrV/U3TxMDAMHVu2J3kI3fP8Oo711jL5hlPyxw/PMPcrEBWy/byaUUYMJimiaaZFPKlfi9laBGWNCypqvqdxruVoSjKrwP7VFX9l8AWFgl4SVGUj6qq+kPgEeAp4B3gXymK8q+BfYCoquqSoig/DbtvM+uKUA0nuHUCIc3QWC+sAxOk5MRA/MD3Gp0IdgY5YAqDQZmFAINFYKB3xv1OBLanl8/y6uIbjMXTjMXTALy6+Ab7x/Z1/X04yH6K7dqOeBDhrRa4UqKA+QX1j2GgGRoFvYBh6uim4bv0Ys9cnD1z+7rzZCIMDDTdIFcwyOV1cgW94tLwbysY5As6mm692z5x3/E+r344EZY0PKMoyr8BHgfc1J6qqk/Xuc+fAX+kKMrTWGLAvwucBv5QUZS4ff1PVVXVFUV5BngeSzj4t+37/1YT+0ZoA05wqxn+DE62lCUlJwbiB77X6ESw0+gYgy5dGpRZCDBYBAZ6l6XuRGDbT/I66F3Rtms74n7AO9jMSwqC5hfUO4bTkciwL9+5vMrr5xZZzxaYmRpBuWGC+Z2RT21QcH5hk1PnltnIFhlPxzl+eKal10c3TPIVQX75ejARKGmRMb3XCEsa7rUv7/BsM4GP1bqDqqpZ4FcD/vSRgH3/MfCPK7adDbtvhPbgBLeyKPuIg3N9UH7ge4lOBDv1jjEs0qVB6ZwySAQGepulbjew7We2P5IAbT9Uzi/QmiQGgEsIdLdLUfDQs/MLm74WqivrOZ5d3YLbiIjDAKDy9VnLFnn29SuYt5rsnExXZPp1cnkr219FBPI6hVLn/SWiAKmkRCohlS8TIulUZIRuFWG7Jz3c7YVE6B+c4DYdG2G9sOFul0Xr7XE9/sB3Itipd4znr5wkp+WrpvQOi3SpHxgUAuNgWLLU/cz2d4pcDVK7XadCuKatMSlPDlyFsF10QkoEVEiI/NfDti49dW655vaINPQGpmmSK+isbhSrMv2nzq2wVRAwDTA8//7syrWOr0MQIGkH/Vbwb/1LJkRGkl5S4FwXicdEBKF6kGVcCpsvj1CJsN2TDgD/GZgHHgK+AnxBVdXzXVtZhJ7BCW5TsqUPdwLZvaO7+cSBj22rH8Sw6ESwU+8YXzv7LR9Bs3wkG7wvXO7sE4lw3aPf2f52ydUgzQvxVghlWRrYCmEtOITANE0rwDNNDEdW5FQQQkuJjCpfgXuJQc0hCE1gI1tsanuv0SlpTq9gmiYlzazS+lfLgPzb67+UrU2XT8RFN/NfHfCXA3/ndjIeTAAi9BZh6dZ/BP5P4Hex5i38v8B/AT7cpXVF6CEqg9v9Y/u2XfasFXQik1zrGCWj3L3B+uHWMYHV/Bqnl8+2/Ljd9km0k/EdpGzxdsNrV9/i8dNPB77uw2749cofCsmr5NPn0eUMXzk7wa+P/1xPn8egNzeo6kLkqRAYTVQJHAQSAnuOgdGDdqXj6ThrAQRhPB0P2Lu3qCXN6aV0StMNcnl/9n+rwvhbKQ8KSwqbgSCYiCIIIogiJOMiN+4btyoAHjKQtKsEyYSEJEYEYBgRljTsUFX1CUVRfteenfCHiqJEJuRthGGRWmwXxERLU2nYxj8Hpmm2nLnstk+inYzvIGWL+4FukrnTy2f57sUn3LkRQa/7MH++nXa7heRVshOn3O1Zc73nWf5+d4MyTNM3o0BvUTrkwLQTFoEyoiaqBd3KuB8/POMLzL3b+41OS6d03XSD+3wfjcCyJPgz/QmJifEEkmDa20X370sbOV5Sr1FZAHjwtrmBrrhEaB1hSUNOUZR92DMaFEV5ECh0bVURImxz3DC2BxOTlfwqYBV4RUEkLllkopXMZbezoEE/3s72RoF/O/etxLBVLLpN5gY9+90IjV5Pp91uPn3ed7+YZE0r7+Xz7IU/pGw0riQHhm/Y4tuX1njpzDVWNwtMjSW4++gcN+2bDDym243I8BuQK43HraCbGff5nWNwGy4hmZlIcWRAuifVk04Zhkm+WDvoz3srAvb2YjeMwCLVsp9AOVDZJxCLiVXHqTXcbXYqQSopDZVEK0J7CEsa/j7wHeCwoiivYk2G/u+6tqoIEbYJagVE9+++h8XcEpIgIgnlL+l0bARoLXPZ7SxoOwPWWr1v5fnbNzfKy2p5APwwVCy6HdQv5VaQ5OpS/zC0Sg5TgXLa7epyxnffUbsDSi+fZyf8IYZRYTBuQUL09qU1vv/i+wCUUgtcSJ7n3UsZ9qzv4EN77mD/6IGO+wtqodtm5fmdY+5x+jGZ2DRNCkXDJ/HJFXS0okw2r2MY+IzApinwb//ruY6vo8oInJRIxe3LpBhIDmoZgTsJ7+sTYfsjLGl4B7gHOAJIwBmgPw3SI0QYEtQPiKxg8bEzf0q2lHW7Jzlm9FYyl93OgrYzYK2V+556b5nHnjjLZq6EphssrOZ47Z1lJkbjpBL+r65WKha9QrfJ3I7UNKulVd+2XEGnmI3xT798sulqTCtSqlarP2EqUM7lV85OkDXXiUkio6kYqYQE9LYltNcfsq6tM5ua8p0f3TDs4NEiA4ZtPDbakBB54cwxeFH9AEMsUEpdIz952vWiLmwt8qOrP+S+2fvZP7q/zWcbDoNuVvbCNQI3kP14yUF9I3DrAXnSNgInkxIjdhegmhWAZGQEbhemaaKZ1nBAs9R+he16RV3SoCjKDVifiu9iTWXetP+0z952tKuri9ARDPoQse2KRgHRsZkjfO7or3Sss023u+S0M2Ctlfv+xXMXWN0sqyA1zaCkG6xnilWkIUy1o1/oNpm7f/c9fPfiE+7tXEFndbNAev0mDLO5akwrUqp2/CphK1DHD87w6+M/x1fPfoNsaYt1TSNrWES7212gTG/gb5jsTx9k36F5pqbSLC5l0A2Da2s51IuroeVCjR/TKM8wMDXfLAOAla11TAmKoxd8catum5PPrJ/uGWnop1m5pBlVAX5l9598xXa9C/5tQTCRJYHRtMzkaDww6Hfbg9pGYDEyArcEwzQo6AUKRp6CXiCvFyjoeQpGwb6dd29bf7P+njfyPvP+p+5+oI/PYnjRqNLwT4CHgT2Ad/qzhiVXijDgGJYhYsOAZslXmICok51tut0lp50Ba63c99JipmqbAJS06ixRmGpHv9BtMnds5ggTkymre1J+hWI2Rnr9JhL5Xb79wlRjWpFSeclxvqC5laE//t4ZPv/I0bqP2XwFqjLQai3wMkxbCmS3HnWqAs52559umjWzzImCRsHOWHrlQgDLGwX3dhBxKBuQy8ZjA6eFqYEZ0JnoYuYip9ffYrO0QXGnBGt7MGT/uXOkjhul9ZbOSyvolFnZawSuRQRKOmxmSu52rRtGYFnwzAEQSSakchcg99I/K0CSIgLQDEzTpGSUKBh5X2DfKPAvGAWKxuBVsK4n1CUNqqp+AUBRlN9WVfV3vX9TFKX/Pc8iNMSwmyQHBa2Qr7ABUSc723S7S047A9bC3Ncrc8kXdQQBRE9JXhSFwMmz3orFoFXWetHy9MSum9kj3QDAP/3ySYK6KoapxrQipXLIcb6g+SpDmVypYcWhmQrU81dOkpITpOSEu80Enrt8khsnDrtzB0zTubSuWwE6rpHYbFMiFISXzgQPszp5ZoFDe0ZtcqCjuURBb8pncDFzkRcWn3dvy6kCGc4iGDKmoLnbU0lLsjUem2hq/a10P/LeJy4JIAhomsF4Os4th6aZmxhhea1YXQGoIQcqljpPACTHCOxm+oMrAF5zcEyuNgJHCIZu6FWBf96wA3zf7YKHBOQp6kUMutuyNyEmSEj2PzHpuZ5wvYMRmkdYT8NfxZrRAICiKCLwMnBrNxYVoXPod4vA7YJWyFc7cp5hQqWe/RceOswN06mWjuM9X7IkWB1FpDJxEAWBXTtG2DmVCqxYDGplrZctT9vxnrQipXIebzNX8m2X7e5G9SoczvZnXrvM4lqeHZNJHji+iyP7JskXNctYipX1X8guYdiBtglu0H01u8TyRnea+Z3beIdXV37KWnGVyfgUt0/fweHxG337GKbOSmaL9XyBXL6AgYkomqRSImZOZq3Yvtfm9PpbvtsJWYIU5HNW2V8SrKA3IVuk4ejEsdDHbtT9yDTtTkCegP/StSzqxTUMQ8AwnInAJolYjNVlA/Wd7kwEHknKlhcgaVcAAgJ/7/aYLEQ+gAYwTIOiUSxn+D1Bf96WAZnLOpu5bBUp0Eyt8QO0AUmQSEgJkm7QnyRpB/7W9aRLBNy/SUniYhxRqE3+oonQraORp+EHwEft615NgA58q3vL6hxyBQ1BAAEB+z+7p7D1RVL5feK9LTilb//FUH0J9aJF4HbH6eWznF45i2ZormEZrMnZV7OLPHrqscDMcTtynmFBkJ79T777Fp/+mfmmn2elxGFyNMHyet6KDUUrCB1NxfjVj91Y89jbubIWtoLSDlkNK6UyPRn9+2/ZyTeeec+SjXmSxSMJGd0wuLq8xVqm4Gb93ey/fZwdEyl+6cOHfcdf2awmAeOxSVYL1cmOqfhUw+fVCEHkAOAHl/+b9XwxWc4v8ZeXnySnbXHD6AHMXIGVQgZMkwIZtrQCyNbvhAlsFXRSCX/g0uo8g83SRtW2hCyRHBe4d8eDnFk/zUZpnfHYBEcnjtX0MwQZgZ97Y5FsDkxDwDDLXYD+/KkFZHGpjhG4OigrNWEwtYJ/r/G3ugNQMiG60qBEXGRyKt3z7knDAK/JtzrwL8t+gv5eMLrbPV9A8AX2znU34HdJgXXbSwpkMQruBw2N5EkfA1AU5T8BjwOjWN+JEjDf7cV1Autd7uAgVFwp3xbc2w5HMWWJ1Y28/WfBJjPWvs4+QuXfEFwi4yU/3seqx2HumbuTvzhfNkk6d++2ebDfcAKsNW2NSXmyZTlIZeZaMzRW82uANVdBFuW62ex25DyV6xgkyY2DTs5fqPSAJBMyMxNJMrkSc1MjoUjXdq2sNaqgmLYeHxOOHZjilx46yLNvXGFpLc+OiST3H9/FTXb23gkAHdmON5DfFT/Aw7t/jleWXmElv8JUYoo7Zu5gRrqBa6tb2A/hw87pND971z7+7Efn2CpoSKLISFImHpMwDJgaj5Mvtt+t5PbpO3jqyl9WbT8xfXtLx3N8Be9svMOPrj5lbcNkKb/Ikx98H1mM+QYvOnhj9Q12j+xBN2NutWMrF5xx3cpb288vbPLim1e5uppDEgVScRmD8PMMxmLjbBSrfQqj4iST7OZEco6cYBl/l97Xeb+w3KQRODgrWyTc6+ZMBBZF2DeX9hmBtwolzl1ZRxRw9xFEeOjEzr626uz0QLpOHM9r8q3U8ue9kh872HeJQYXJtxuIiTGfzCfpIQFJKekjBUmPJCguxocq0RqhPsLSuFng7wA3As9gmaOf7daihglmxZXy7erUTEkzKGrd/WBXYlY+wENzD/PayqusFleZik9xYvp2poV9XFvdcglLmbTYhKXiQ14mMfgIUb0qjOD7W3VlxyVBFccp7xNMmLwrC/oy8gZYsiy1JVFxMtfpWJr1gvWj7Xw5i4JIOpb27duNQH5QJTfQ3uyGSgTJapIJmQO7xvjNzxwPdYxBqKx5s/DW10BlcG5tc74hzq69zYsLL7OSX2E6Oc09c3dxZPImTM93yNOXXrDadXq+VkzgqQs/YUrYRxGBFc+5m5sa4ZcrsverAdn7IOwfOcj+/Qd924J8JF7ctG+SX/7IYZ8Z2MHdR+dCPW4jOLKgyu+ySrmQF1ZFw0A3dI/xuGw+Bnh5+aXAgGulsMx4bLxqe5DJuGQYiAIuqXK+x0q64cp/1jMFMC3DbyZXYhSIxyV3noGmm1UBvmMGzmeOsLSxhFGS0DUZo2T9Mw2JN7nQ0vmsBUEwEUSIyQK7plMe829Z9vPq29fYKmoIDgmwv4Yn03F+8YE9vuN957nzJAOUcZ2a49AKOj2Qzns8E5PVrS2efnOddW2CmUnJDewLVdp/f+BfMkoNHqk9iIiBMp9Ggf/c9BSZLkkAIwwXwpKGW4GbgH8HPAr8DvDVbi0qQmdxePzGqh9WEzt4qSI33RsC1Cs8deF5SjY5M7HMeQgCP7z4E3bYZtHKCpEPnlNwNbOEiUlMiDMaG2NL28LEyh6OxcaJCXE03brDQna5ZmBmmqZLcETBU00SBJzOe96XwzTLQaUTMFbimUsvcsNIObir5E+VL60ThFYSu1Ckrgamx5Ncqwj0DcNkejxBsaS7UkAv+Ss/RwDTDbTuu3kn33z2Pd+xBOBDt+ys6phUGTw7J+uu2Tv5rreyZgfnt8/cQSZXcs+r896vPOfWGoPOT/n1cfaz1l1ev2nW7rRTC+c23vFlzxe3lvju+e+T2635PrNLuWUfiXCwWlyt2tYvOF2CwrYdbWaisYPK7zLTNNAMDaOqA5FubwtO0ng7Ea0V10hJKeKiv7dHrZcyyGScikvkCrr7ZnFeqrgk8+KpJfI5KBVETFMAU8A0BdYLAqIosHStxO9fOBfCCNw88fUagZO29Gck6Tf+rm8VeOvCSrkKYD+HB2/bVTOAjifN0B2TBnGOQ5iBdJqh+WU8dQL/q+vraLuKmGIJU9RAsF7LH29SblTfQdQy+VYF/hWkQBbklrL+kih1/klEGEqEJQ3XVFU1FUU5A9ymqup/ibonRegEwhgNm4U3kPJWflYKq4HBdz1MxMs66oSYIBFPuMePi3FfIDcRn3RbMHYStQLGxdwymVx3M1ONcNvhmarssqAb3HZ4JlCXXg+7Z9L83F37qgLJXdPp0EbXnbEDfHint7I2zYnp29mTmO/7uQrCqys/Ddz+2sqrvs/BZHyqJT1/K4F5O7hp32So44dpUWoF/qYV/GO1ITXs+QUGFjEI+lw0QmUnIoBsKQsxfMRhR2KGTDHPVk5H10QEPU5cSnDDqMIbb29gihlW1/Lk8jqyOYKWL7qkwGEPWg6yGzqW/Cfhe0wTMOyvC11v/DwEoUwABLlE1lxBimmI9j9J1ji24yYOTO5y9wtnBB5j545EU9Ka+Z1jcBuh7tPPOQ5lk2/e189/UbiIMaZhSiVMwQr0TbFERizx5XfM5k2+LUjvZUGu0PTbAb7P1Nu8yTdChG4i7Fv9lKIovw/8AfCYoih7aGcUYoQIVGdZVwsr7u12iEOrAVYQgnTUI1Jwu7ZWtdWN0Mnn40UnCFtQdvmjd+9nd4tzE8IEnY0C4aDK2qBizUNw8yWdrZyGZhisiFd4W15zn1crev5mZwdUohuE3oHTotTEAMHAFAwKpRJf//Ep0iMS4+lY2xrzIJimyanl02i5uCvzoThOMW9S1OPIRtqV/ojaKPm8iWmUSUAW+DEaENQdqJlsrAmCVQmYHIszORavav3pGxCWlEjEyhOBv//B44Eeh/W4yq4d802eFYsENHuuw96n3TkOjsk3r+cpZDMsZdc8/fsre/uXh37VNfnW+erMNsEVHJOvVpQwNAnBiPn+jchJ7jy8208CbGIQmXwjDCPCvmu/CDygqupbiqL8I+Bngb/evWVF2K7wBiKZUsbNtnhRmWVtFp00TNbSUQdt61ag2mkDKNQmbB8sZfng3VRTmenKQH96Os3KSrbltdVDu4HwoMEhhPmS7pNrGIWU73m1ouevNTvgpTPXfOcqiISJ40sdIfTOZGNHLqTbFYKl3AqGbLoyjkJRJ1sogQApkjU15l5Z0ag8zpHRY+yQ99Tt/+8bElbQMYzDtZZLdYgZLjeWiDntPkVX9+/IgbaKRc5dXkcUQdN1iiUN3TTZPTPCvTe3ZgYO6qZU0HQuZBb5yltnO2Ls7RScqsQb5xZZz2VJpwXmb0ghpJdR1y8HGH0rpv32wOSLYQX8Y4kRxhIpT8bfK/vxZv/9Jt9Kj4SDB27bzfxk/1+DCBE6hVCkQVVVHcsAjaqq3wa+3c1FRaiNbmb/uo3KQDWnlbXwXuLQrk7bG2BtGutMJGbaCuprZa57dd5bCRgbIUgWky/pPLd4ktGN+4DuBOTtymXCBsLDAocQVnbfSWzOA/7n1WwFpZaWj/4gAAAgAElEQVS/xru9FgkbO/pGYOLcS+gdz4DhyoW8/3RbUmT6Av2x2DjHJm5mPC37JCtOVydJECiVrJafpgHPvLzI5b0lcnmd5ewmi5k19NIejNJ+DE3mTaMEHTYCx+yJwFuFEqKE2/VHEK0OQZIIH793H7Ozo+jFIsm4fyKw9XxfZ8nzfA/u212W8uxItR3QV3ZTKmg6mVwJsTSCQfvG3lowTdPt6V8Z2Fdr/f1/L01b8sAN4EoXtP6WybfaxBvcyz/B0qrOuQtZMhmTiXSyrdekGblWhAjDjKg+NkTolpynV6gMVCVRQjd0tvQtH2noRN91J8BqJesdhpj1mrx1WnKzFkDMtnIahlyt++9UQN5MlaDW+Q0TCA8TnNf0Txd/CHIWUUuT2JwnltsJtPe8psYSgV6QqbHyZ60WCVvILjE1ZmnOHUu+0450tbBqTXOt4ycwDJNcQefd1Uu8uvAmhiajl2ZYK8lcKL1PSp9lbU1wZwIYehIQ0ICC7+NqcG3JK82r7mZUD5IolPv/27IfXdzimnbJ8gPImusLuGvnCQ5P3+BOBP7Oc+cDtfiT6Tg37BphYjLJ+po/A17pl9gorvPC4vPcN3s/v/jAfFNrr4djEzf7HieXt8wR8ew+3361OhRVmnwrA/96vf47P0/bj3KGP1nVz38yPYZRFAMHfDVr8t2VguN7Gu8XFq1IvCJEGDZEpGGIENY0OaioDFRHpBE2jc2qXujd8gaEQRhiNuzkDYJ9EpphIGqjVft2KiB/6cw1SqkFCmPnMTwB8ktnEj7SUOv8Xtm6TGHPO+TMzarg2hsIDxsOj9/I/rzRMMBvFncfnavbAtUwDVY2tzAFE1MwsHT21qVRjLufS9MEQ5MwSjFSTHH2wnoNGVBZHlQoeoNppWoNrSWZTcvw65h/PQH/nTtvdbX/Ix5PgFzDCHwxI1cMRDteNRCtFS1+5eRmB2fWT9ccuNYK9o/uxzRN3lp/k/XiGoYmESvMYkpFiqMXXWPvVaHE9y69WdX5p9uTfMsm36Svg48j7anU94c1+U5MjkTD3YYAnZ6BEWFwEJGGIUJQdhgGq+1iPVQGqk51QTN1BEHsujcgDMIQs2EnbxDsk5BFkZgti/GiUwH5gnaR3PQp97YRy5CbPsXCKkB53kTQ+S3oBZ5ffI5Uepxc1nTvywrEcjs7NgugX2gU4DcDw7Q6Dc3vSfOxe3byytlrrGXyTIzGuPXwFOMTGu8uXmErr4NcJLul2Rl/wZUFsXELl9/VLFOwJuPV9r/L1TaeqQOTZKIc4JuYrG7m7b7/5UFhdxzZwaE9Y6QSIk9de5LNgBkJE/FJ7trbXCVs/+j+hkG8V3KyuJZH03UkSXTbdZ6YrG6IEOQ1gODZDlBh8g3q319D619l8k2BngoeYPhepu7TrAnvJN9ytr+s9S/LfsqdfZz9I5Nv/9DvgL3TMzAiDBaiT/YQoVtddHqFoEA1ISX45O6fDQy2++HfqEfMnPW8vXEWSZAYkUY66sVoBu16A4J8EkdmbuL196uzfJ0KyM2pizW2+4PlQOmUvoVu6iTjEqTjbpchpt/nE3vvHko/gxe1Zhwc3juObmi2Z8C02o5a0yEwDJ1CyWArX+TSRoyFpU3PUDC/EbhYELm4UUR99zLVXYeDMrsx+184JOJiYPef9wvvUBIzbktQpz3o1MgYn9j3Cd8xGgU7N0/eXNUqFeDoxLFQawzyVoQiDlgTzmMx6zw5QVB6JMGsLeHSTZ2CXiAhJtksbVjEDdO9jIlx/tvlJz1EoEwMDHozybc6ux+k9S//LSbGujLJt5XXIUI4DELAHmYGRoThRUQahgjd6KLTSzRj6O2XBKgWMYsJsvv4kmB5MTYNS2ThEIdekbdOdRAK8knsjnevr388XSAXYC+Jp/3To4NeA93Q3QFDyZhEMmZdFwStZ4TBIY1Xc1fRjBKyKLMrtbtpMutUAhwiYAWWBrMzAg/dNUM2X2IrX+JaZo0Lry1Zkp8AGVC+oLuDBTsJSRJIpwLafvpuS65XIJmQkMTg4PJiZisw0D82WR3oN9KEO4GlX1Z0LFTAWctr4D1upcnXCexPXvqAwljeHtxV/vetiz8hnjAtk2+jSb76FuultYbrrAlTQDBipGMpRhMjPkmPE/hvZuDyQp7clsBYYoSbD+wkMZpF3TgzMAF6mNchQuvoRsDuNBz2DrqsmiTqwSAO84vQOUSkYYjQjS46vUZYQ2+/JEC1iJk3NHO8GIDPxN0r8tbNDkJhh3O1gl2jOzBZdKsEsigykpLZPTrr2y/oNZBEKXA+Rq+ImkNiC3qBzdJmeSq0YbKcX6JklJgfO2hPnDbRDIOtvMZWvkg2r9nXrX+12oOWtC4QAFHw9foPJAJJ/zZZ6tzgqHYC/VrHa3RfzdCqMvovLZ+0p7mbvirAk5e/T1JK1jf5poMfRweKTVoDvCZfb4efygFfr5xeJbuF2+8fU0RAYDIdr22ongY8p8YK0F9wbw9CgN5Jz4c9bN6+FCq2eafQC5QnbZT3de7rVFOC4uDg0LiZ6ovp+X/d3gEdwWauhOidaG9fZnIaYyNx33MU7ZMlCA4hEHxPzVtlmp4eQQ5pgJ+bGmFpI1+1fcd4kpmJivk9pqfRgufwpon9XerfVg/lv/vPeSUEiORzbSA6c0OGXg+u6leL1375N2oRsx9e/YG7j0MSHMnMdJstXZvFoHQQqpRI3aXMcuO+CXRDRzf1ip9WgdumTrCS/wGJsbg1yCyvsZEtklqe9Q0yOzx+I6Zp+l4DZfwoZ9ZPV00APj51K7qheX4gal/z/qiYzv9Nb28ge7tplm+boBsGz18+SS4rsZGT0Es7MEsxTC1GQU8Q00f4xpuXGRXyblWgUOq85EQUcAN8QS5REDcxpByphMTB2d3sSExWkYNaRuBuo1pq9ADze8NnOq1Jvn4Zj1/fb1cCvB1+bL1/ZWOFujCpPQCs5uJEBCNGTEiwY3TUZ/L1TfaVEj4TcC2Tb9Cr85P1s4Gj4jayJUQxXIB8dvMMQkAF6J2MytEdtWdVVK3PF0tWB9hh3l7OZy+rb7rr9xyOrL7hToh2str4npf1PKcmU8im0Zf39DBgdiJVM2BPxJsZPtg67jo6G+jPuuvobPXr5pCVHkMWenMutiO2PWko6Hnsr9XyFxHWpQPfW1aoDHWCb9Xcvo2+zPrZJaif/o0gYvbqyk+rTNwJKcF0YoZfnv+VqmP4Ak/fbaxLE9/teijHuta18XGBFZcglO87MRYnU8pQnWkxqwJm33Wz0SrMqlvnr27wzGu2dlY2uZbb5HuvLvGgsZsTqZ2sF6o7nEwnprl7x728vPA6G1sriFqKRHYfmUKM777yFg/puzlgl9CnElN8dPfDvvuPxsaqMtYziRnWiuFlH6ZpUigZwYPAagwHyxcM4GDNYzpF982A0WC1IAjYw788sh9b8uM1CHsrAHF7IrCVQX6JlOd41+QLHJi6byAkHo6u2sQEQWcln+dHp5dZLo0zOSEGtvGsJAZFo/tSBgEBWZCZTkwHBvkOCVjZMHjj7Hp50i8iAvALDx5k13gSBAFRFBAFO2i3fwJE+7roj7qtx27wO1EvWzs9Hm7aekbbIKhotFFaZyTZ/k//25fWePnMIiubeabHktx1dLZhlXImOcVKwPf6dGKKeKxxICeK/SHBw4J6AXuv4LwHrPdGgemxRKj3RoThwLYnDVYQ1Ud4vuC0rS3W81tVf/dSES+hqUdmqh6GitCuspYnVB/Z938fobKuv7R0siprJyDw8tJL7B7ZTSgSVbHO6vAzICOMZW58duFpKnFk/Aibpc3qI/mffPnx8yXWi1sBj0VAsBx8G+DQ2GFeyFXLgg6OHmK5UNaRuq9DF+vQx25M8+zr1V1abr5xxibJ3ccb55bcab5enDq3zAllZ8377R/dz+uvG4xW6lsFeOPcsksaat3XGxSbpkmxVBnkB+n/y9vzBT3ACNw+JFlnPJUkGST78cqB7G3JuNhy8NOrtp4OHJNvdaBfnf0vGAWWMhn0PUVMseR7j7yQATr8dRwTY3Z23zvUy5Ppt42968V1zqyfRhREBEFExAo+H9j1AIfG563gXhQ8gX6ZAAh7BebH13hFXfIFQffesrtrk887EfxNJSYDA/SpROdnrixt5EP5qm6fu5UfvP+jwO0R2segBOzdlLlG6C+2PWnoO0II8aoyv4H7tbuO5u+yVlytkoOYmKwWV3zTnLuBXald3LvjQ1WZ5d0jeyjq4TO6JaOE1sikGAL70/thtoY22wyiGd3DIEwfbcfsVmuf9UyRjWyJXN6wM/x1KgD2pd6FxjPxmFBl+i2JWa6V3seU8xSFDIJcQoiVSCdjJBMCH5q7v2dZ/mbbeoLf5Fvu15+nsn9/9VCvAprZ5Oenycq/iNigpWf5elJKkJRTpGR7oJcoIQiC1f/JDvqdwN/J8ouiRQAOr+/j1WtvsFpYYyoxye1zt3J4cj7UGo/cMMWRG3rXpa4TwV83A/SXzyzW3F5vjc75bvV1iNAYUcAeoZuISEOEmhiLjbNRrA5ExmMTPXn8MKbHXmKQ1tPv6aPj6XjgtFxHl6zrZjnbb7f9dK9vSeQLRnkasGldYgr84dcvdHSdsiRUGX998p+KacHJhIQs1eoEZA0EW8rnKJkasiAzm5xqy9jbLDRDIyWNsFFcx8BwjdemaRIjxtNXfxQ4zbdoFHs0yTdJPgd6SbakPKbsynrScor5ndO8eekDtMQShlRE0kaIb+3j54+d4PDucU/gX870S04FoEaHprA4PDk/VMFpu8FfuwH6ubXzNe+7shlc0VwJ4avq9evQiowqQoQIwYhIQ4SaODbRXl/0YUfUT9yCYZjki37ZTzqe4oOFojsQzPmXWTP55186VTEROAjNB4CiSHXbz3pdgRKS21u/E+gUafSbfIP0/V6Tr18G1Mjk226jgFqTfJOeCkC584+/5acT5F+4uskzdq94p7ONAPzs3Xv58bun0dLWcDgRETOWpzDxDi+9n+DEjQ+2tfZ6Qe71ilYD9HNr531VipXCinv78OQ802PJQM/FdAcGQXYyyG9VRhUhQoRgRKQhQk10ul3iMGG79hM3TZNC0aiuAORrVAXyOvmaBKA6INdK4TvXSBIIgklMFpgaT5DNFynphm8isCjCxGiMX7h/v2sE7jcuZi7y1tqblqFUTnMgPc90YsoX+Fdp/z0yoG6bfAWEqsFdWklicblUNvMaVgXgxKHdzO+Yctt/OrMwKuFk/kVP1l/yVAVEUXBNqjMTKcbS8UBpzbfeey/w+Ivme0DrpKFRkNspeAPaXTOj3HpoalsGn69ee6Pm9sOT89x1dJZvP/se2byGbhhIokg6KbdtuO10kN+qjCpChAjBiEhDhLoYJElOL9Frs2krME2TkmYGDv6qRwS64dFOxssZ//HROJJoeiRA/s5AtYzAX3nybOBs3Hyx1FK7wEYThqFs8nXNvEZZy1+oJAF6noyWZUvLlqU+hSUuZjsrqXIQF+N24F89zbcy+z8zOYm2ZZIQgyf5fue586RsOVmhqJMrauiGycvrBebuS7Bn70SAGbjsB2hE1oKyw//9z91UtZ8Qz1sDDiq3J9prF9woyO0EKgPaa6tbfP9Fy9m93QLQ1UJwR7Ja2zuFTgf57cioIkSIUI2INESIEIBWzKbtoqQZgZn+yu4/vTYC62KeVeMKYkxDkjXEmPXvjrnjHJreRzIu+nqvT0yOsL5W3XK1ERr5JGrBMfl6tfyXVtY5/f41a3rvRImsqHH5gxLjmwKCpLn9/5s2+TYJUbBNvt7AX0zWNPp6SUFQT/9amEiPsF7asnrciwIXFzZ549wya5kCU+OWlCQRkygUdbK5ktt7P1/UePaNK6RTck8kIDtHp/lgfanqGDtH2zMZ9yLIvZ6y1o06L718ZpFEXCYR94cQ7Z6LTgf53ZRRRYhwPSIiDREiBKBdE7jPCJwPkP1UVgUKOloXJgLLsocAeFuBJqu3OVWASiPw9z94HALOxWXzDMeTBzq21mOHJvjxW+9bgb5YwhQ0TKnEyN4ULyxerVkNqGnyna7etKIBTU7xhbLJd0vLIiBYrTsRfFKjUXnU7uQjMhGf5Of3fhxZkDsqqbKkQKIrB5Lsf9NjCSRDRxRF3r60xrNvWL4BQRRZyxTZymsIwFZB83VvlkSLmLQT7DUTTD904C6+e+4ptvIamm4gSyIjSZmHDtzV0mM76GZ7UQftBLTDZsZt1HmpWxn8Tgf5gzC3IEKE7YSINESIEACvCdw0wSjJGJrMjKDw9sVMg7kABsVuTAQWYaQiwPcZgQPMwTG5fSNwM1UXwzTYKm2xVlytI/MpB/5Vk3z3VD/OmRzQiQ6/hoRgyEylR12Tb9IzyCshJsmUNjm3+Y6PGAgIfGjuAfaP7uf7HzzuI5OrxVUwrUA+ISUoGkWyepbNrU1+cOUvmzbPC1gSIUkSEQUBWSqTg3qDrWIxCdFDACqRTsqu/rxyO7QX7DUTQB6enOevHH6444blXvT/bzWgHUYzbqPOS93K4Hc6yB+UuQURImwXRKQhwnWFWkbgrXylHEhkM3cXubyOrpX19FfQgKttr0MQyp2AkgnR1f8XxQwfFN6lJNqzAOQSQqxIOhnjw3se5MBY5zL7tWCaJiWj5Ep9ZEEmo2XcFp/OpSTKfOviN30dfrpt8hURy0G+LeWpNP0mpQSvn10nuyW4hl9nku9kOs4vHp+vefzvf/A4cbFaDuV4WSo7iomCiGEapKSURRhK1rAvURSrzPOOdEgULBLgNRNLomMmbp/kBQXxibhV8ShpBluFkmtcdeQl7QR7zQaQnWy56e2YFBfiIEDJ0ALJiDfbH7NHJZd0I3Tmv9WAdlhlTfVep25k8J3Xp1DS0DSTmCyyZybddpAfzS2IEKFziEhDhKGFNRE4QAZkk4F8QUczYCNTbMMIHM6A6xiBkwnJrgaI1e1BPdsSNSYCf/+DVxCzF4lVZIQLQhF140xTpEE3dApG3tXvB5l8K6f5bmlb4QN/A7JaayN+ZWKYugy6jCwkmBpJM50erSIBXq1/UkogC9Um3yAk9m/yrN3204vjh2eA2iZpb1WlaBTJ6TkMw2C9tMHFzMWqjmI7EjvIalniYpz10rrbSTYtj1g+DwHezZ7ljr1HOiZTCmotOj19i/v3WkG8E4A1E+yFaWPaLwlIZcekjVKWnLbFiDwCFXzFm+0vFDUWbO9MMiGztJ7n9MUV9u0Y5aN37q0ZYFZmrXdOjXC8ontS0Ctcq4pTud2pagmCc2ltGwRUvnePH5hDFmKcPH2N5Y08M+MJ7jk2h9LiADz1/VWeeOEyAEk54UYm9x3b7TtmXIoRF2O++1ZKE8vf785fTEzTuWXifZUqz2/5WN2eahIhwnAiIg0RBgYlzWgo+6kkB0YXjMCJmEMAREbsgV++/v8VcwEqjcBhETQHYrO0gWGWn5Tz06UbOsuFJV5eeonzmffY0raIiTEm41PEpXi5v7+nzadmtiDebwKSIFmGXtEf2I+lRhE0qabJ98pSkefeWPAdawu487bdzM+N1Tw3zch86k3NPr/gJxRr2aJ1+7ayl8VbNbBg8sLST5AlkZumDqLMHHIlQxc2L/D60pusra4hixIpeYSkXA5s1oprdQlDM3r3ykD5cnaBc2+/xxPv/yVziTlun7u1bhDfjFwjbBvTRsfs1vwEb8ekvFYiU9wEYEvbYrWwylPvP40kiByZOsxPz6wimDKYAtmsDlocwzTJFECWYmDClWs6Tz6/yMiDaW6Z32FVhnxBvMBiTCRhFpC1HAnGmYxNs3NkJnB9p95b5tnXr7CyKGECo6kYqYTsfqZ3TiWZTVn3rWd6P718luevnGQpt8KO1DT3776HYzNH2j5/7eJDN03woZvmO3KsV9+6hKSPBGzP8qGbDrq3d4yMYWZjVft1E6bpUo+qbc72Mk9x9vX/v7y/9y/4tnnuTiB9MQMIkk2IAlZSvUbPfhWP6nt87yNXrzXC9Y6INEToCjTdrOr0U68rUK6go+md/3qKx0SScdEzBVj0Tf8NGhAm1ZgI3A40Q+Pc5jnU9TNktE0EBPJ63hpwhclGcYNL2fcxsdqABuW5VourvLD0E9+2lWK1+bMZCAh2a88kBT2PYRqult+5TMfS3DVzd3nQly0DksXgr4/K7kkXMxd5deVVlwBsXp4Bqg3lp84tM79zLPSMjEYtVWtNzT51bjlw3W+9t8Iddxznx1efI1/K+dLG6VgaWYK3N89w225/K9Gbpg/B1jQXFjbJmZuYkglJg2TcCgTrmXGb1bvXCpQzhS1krKD+Yzd8hE/ce0PNIL6WXMMKkkU7SIbXFk95MrHlk/H64pvcXBG03npgJ7ce2OXLjgsInF09xw8vPWPdFgTWiuv86NKzpKQkyvSNtim7IsNu7ezLAVdmhAVBYLOYQRZk+1xsuNsN03Dfm28un+G+3XextiogmSkA9KIOJhi6YX/KrNdJL4Foxnjx1Ap3Hq4215x6b5mv/+hd9/aVpQxfv2o97vGDMzX3HU3FWN0ssGZXFlIJa20P3ba3YYes08tn+fa733NvL+aW3NuDQBw6hcW1YNPS4lqwX6aXcAi/7z04GAWgnmF2bAw5txFQ1WmOPJXvE0xcrLt5yJaHMIGfNJm++1StwLc296/2JqkDMtDrFRFpiNAQhuEQgKD+/8Hbi6XOEwBJJGD6bzURGEmWvQI7doy21P4zCIZphOrlX3Cn/Zb3bTTJt13IQszT0rPa5FuuBjjTfq3bcTHu/ij+6fmvVX3ROjg4dqildQURgOXEAsnEEeSCP9DasCUjYWZk1KsWBBGF8twBgc2tojWLANwff0EQyOQ0bt15lJFEjK+//W0EE6SKykFQC0838E/sgrFNNN2wn0ucZFzk9rlba2bbn377FJuT72HIW4jaCIncXuKF2Zp6d+/j57Ty+1o3dDuoEXh98U3+2tHPcmJ+t/vcRF/GXLT2FMSK7f5IaLOYCSSGG6VNJhPhuoi9uvgGklAt8fvp4uvcsbM9k/LsyAyLOat9q27q7vq9a17KW6R6djLFwqoVmMqSiKYZFUIVazvUDlSD5G7O9krS4N03mZCZAjZzJbK5EvO7xnjwtt1V9/HCqVK8LT2FkMjbVYryeXz+ykmXNDj7Lq7lmJ1MNTz2IML7+vi3J/uwmghenHpvmZOPq1xa2Kh+f11n5ClCRBquO5imSb5QmfGvTwYKNScCtw6vEdjV+lcRAv/2mNx4yFQjlE2+TQT+PTL5gpXNSstpCkYB3bCIRkpKsWdkL1dyl13ds27qFI2iXRmQ+MTeT7Y9dC6ozWxB09FySb7y5NmaA9LqIYgASIJIMX2pijQ48xjCdGsKqhYIwOn3Vji2fwpJFK2J0oKAJPnfN7OTI3WNu4cn5zk8cTB0C0/H6BovWBr+QuoDDDlHaSvBXzn8AECgzOdK5ipXpTetjSYY0ha50bcRTInV9Z2WL0KwKj6iICIIIrtG5txA2TAN93nFpJgbLG+UNplIhH+NamFHatp9LN/2ZEAv2xpYygVXwpxgvh3cv/seN+suizKaYcnxYqLMUm4FzdBIx9KcXj7Lg7ft9mX+1zYLCIA0sYSw4wOExBaSMUohd4j9qYOBj9dMNrxy32RCJpmQEQWB3/zM8brPy1ul0HZmQIPVzQKQcImDc/4qqx8Lqzn39jARB+/rU7k9Qv/gvL9isohhDu/7K0LnEJGGIYZlBDZq6P8DyEBeJ180ujMROBFg/K2Q/aQ88qBELNgIHBZVJt8KPb9zW7+qkc1nXdNvUS9iBM4d7hziYtwzrdfK6H+wdcmS/Njyj7wtBRIQmIhPINoSicnEFB/f+4kqTb8ycRQDw9XbFzRL6uAYJoPkO82isjNQQdPJ5Eok1w5i0DibH4QgApBKSmSM6gDMMSnXm5EhiQKyJLKZKyE5E8ooSwg2cxrpVH3NcxjjblALz7xWIiNk+M9v/ImvWuDtVhQvzJHI7yRfNMjmNJ64lic/9yrxEXyZYgGBV669TkySKWmGT/pQTF1hPnGU0Xja9/inl8+yWcywsLWILFrdkJzK0FiivG8zQX09eIPyyu1h0QniUQtOpv35Kycp6EU2ixliokxOK78esijz7Xe/x6cPPcJnP3LIzsjnmRqNsyp8wMb4WetzKQogb5GNn+LA/uBAtZlseDuZc2+VQtJG0WWr2UAmV3LfQ875a1T9GFQ/RCWcANR5fWYnk0NZMdluaKa6FuH6QEQaBgSmaaJpnk5AYYzAeR2jCwQgERfLQX+IuQCtGoEN07AC4MCgv9y/3//3vD3Jtz8mXy8R8BIDRxoUF4Mn+Vb295cEiWwpiyiKPvnG0YljNTX9h8YOs1FcJ6f7g5GUZGm1vfIdaN5MXNkZSMslSa4drKoION6DMAgiAAlZIj06TiwbD/Qj3Dxxc9m7IeBOL75v7wmmxq2ga3Yi1XKf+EbGXRERZepGYqLMK9deYyW/RlyMUdRL6OiIgsC6rc1PyyPsHJ3m2moBR5ufK2hsbBaQ5SSCniRnZMhlLLOrlzhsaTkmUtN2FrkMXc7y4FF/4OrVtk8kxsmWttANA0kUGY+PMRJLoWlWZaqZoD4I3kAzISZAgKJRYkeyOuhsJI0JIh65gs7ywiz/9OWTbctpjs0ccddzevksj535U8AiC+lYmpRsvR+ev3KSLxz/nO9xHj11hotrI2RyJUq6QUwSGU3FuGKqwN1Vj9VMNrzVzPnp5bO8LT2FtjODpI0ilSZc0lDyjH93XuN61Y9h80McPzgTBaIDhkH2mkToDyLS0CVozkRgT4CPuMXKWj6QDOS7ZASOOROB6+r//eRAaoIAmKaJZmpslWxpjyewz3tkP46+P+8hBQWjvemhjSAgkJSTxIV4ReAfpPUPZ/JtFZVZ/LgYhxik5TSaqTEem+DoxDF3gDTs0j4AACAASURBVFgQlgvL3Dd7P09e/j4IdhAqpdy5Al75TlgzcSX2j+53//6VJ88G1mQc70Erz9vB3TtvY/6mA+4QM0kqTzfeMakwPpqo23GnmTafTnXHkfoICJyY380dB/fa2yREvDIg6/0/k5rinl13APDoqccCierL117lw7d90hcgZnIlAMbsioeTLfZmigHSsRFScQlI+ALXveNzVcHT81dOutdTcpKUbJGnhJhgPDHGurbObGqq7UxyZaDpfEY/feiRquOGkcZ4qwFL+RVi+ijrl3Yg5Kdq3uf/Z+9tYxu57zzPbz2xWCIpinrolrpbbXXbbrljTXsmfooTe3o8mY3dk10He85hgPUMbi9vLsDe3dzOAftisYNbwHeHg7F7GFyARQZ7MDaXsxeDczaTzMSxPZlknLTdiTuZ2G25Zcket/rJklqiJIqkisV6uhdklYrFIlnPLFL/D2C4u7rIKtbj7/t79MvZiTMYTeWQs0VoAOd0qC1x24yC9lrXun+GN/zYZBYPzU867rcfz7lx7Cm+BiiAylagshWkxONQuRLotIgpYbLlHHeLaFivGSvWeghCMIahnqQbpNaEYIeIBheomrUTUPcOQMZyWYmiEJhyngDs1A60ucwo7uuFUeRbVsptufzWXv61prFvjQZYW4RGAUdzLR5+axtPexqQVQik6BTGCpnQCqGDYPfiW0WCnW45/SezJ3EiM9sxfcfATTFxL0YzKew6CASj9sANd+VOgmVoLJWuolQvNQXAAu4tdC+stg6WogDT2Acaxv/CXUfAUSm8s3QH26U6JkfTeGxhBvfPTZoCgGqKBK84pXR0y81fWGg1ECkAhRyPdLNLTro6h2p+scVTDABPHP8c3t18v81wffr0F9q302H7dV3G1xaew9RUDpub5bZ/92rUWA1NUamhKu9D0RS89OEreO6+r7YYm55TF/TOnsuw0h28pEP5SZ2yesM7HXOndd1gHHuj25KBypWQL34Oz54/3fZ93SIar279xHE7YdSTEIannqQbpNaEYOfQiQZN01GrH6T5uOkKFEUhME3B9PSnO/T/91oIbC3yrakSSrUOhr9DGpCsyaH/xpbfC9qS1tM5zefg3w9EgFP3lUHE6sXvRrecfqCz9/6+/Fnzz26KiXuxcPdE1wFpBsak40akoJHiocupxt8ZGhP5e9valBrQoC3FvgwYim4UMVMMaIoG0/T+O/HovXk8em+4E7I7pXTwNO8YGTMMTKuB+M3vLbZ45/jadOMPhZugKLUlzedk7oTphXdK/zG348PA9WPUGOJEVGooSQfXUFWutqW2uEldsB/Pql4B8o1r0DwuCC/dwUsdRhg1G2FiHPuGgDyIPtFp0VEwAN0jGu9Uo6sn6cSg1FCEwWHI9zd+xy+Xt3Bzo0xqTQjDLxr+8idrLWKgJkXjFU/ztNnq0/ivRQykGUxNjEBTFAg8jVSXQmBVUy35/DXsqBLW9p3y+9tFQdRzLM0iX3uaj93wt4kAt5N8Cb1FgZuoRS/h0Ym2Auz75rBxM429ah1jWR7n7pnAPcfHwDKN4lFDGFjJCBzqYt0UAQ3jnzHTf4xl1lSgMAmSMtAppaNTa0EnA9PJO8fXpvHsmc+b+7FUXMGLiy+ZxtU/OfVUV+PKj4Hrx6gxxElVbo3OGel61tQWN6kL9uPJMTRkRUMts9oiGsJKd7CnQ3USYo1rpI6yeBpa4Sb4rITZ/JG+GrlWYWiNPk0JzilQBp0iGnGLokGroQjKYcn3Xzg1gScfmesaVSMcHoZeNPzDzWrvlWykOLptEFhbDYBlOe9QCGwt8q2pIiRNQpnbwk5tDzXpoH//gQg4+HscRb7dvPtpSxrQQZFvGik65Svdg9Adp4LlR6ce6yoKekUt3EQjnPbjF5uXDjoRKXuo4AqefPQJ3Dt+X7Pff9Pwp5uGPwwB0KwNoCgczebB1dqnu8ZB0JSBjmlAmoxnTl9wFRXolc/ux7hyawxb8WPUGIam0b5U07Xmfzq2xG1I6kG6mpvUBfvxNFJvVLba8TNBsRZHO2G9RjhMA2sN8fLI+dM4O9E/D2rYRr6fayYIcdZQJKGWgOT7Ew4jQy8aOJbqmfZjnRVgLQQ2inwPinr3zZSeslqDVJcgiZb+/lq8Rb58W5qPk+HfnhIUdpHvYcZrhyKnzzsVLD869Ri+dPwp3/vVLRpBU2h0baKNaAENlqHw5p0VcCxzMAO4KR6Wd1fw+eMPuY4M9FNYBk0Z6JYG1MsYtdItn92vceVl+4A/o8b4/pc+fAVluWLOAaEpCoqmoFyvYKm4grMTZ1wV+9qPp5F6U6+mQVNUX9IdkppWEoWR7/WaCUKUMzmsJKWWgOT7Ew4jQ289/o//7G6oumrp4CNBUqumoV/SJNxRJUj7NdTKtmm/sRX59s71P5j22z7Jl9Af/HYoshJGwbIdmm4UC99bOIUzE6fBWsQBxzDgGBYsxYKhGTAUA5ZupA5V5CpYurV+RJRUfFhaw//+938/EN1BgqYMxJHSEZdx5deoOTtxBs/d91W8+MFLUGx5WRlupEXc9Cr2dTqeAs/gD87+Xt9SVoJeI0be/q6yizF2rKNh7ye/P04jP2yinMlhJSmiz2uHrCRERwiEoAy9aPiPK38eU5Gvcy//g04/aYyPjkKtYSiLfA8jYRj8fgqWKQqmCKBpyhQFDUHAgKW5lrqBhjjoXFBsYH/pi5KKnbIERskOzDTQoCkDcaR0uDWughaVdjJqVtfL+E8//BAVUUZW4PA7v3Uc//ixuZbPnp04gyyXRUWuQNGU5tyDEQhs2pO4iTtFxg1O14iUXgcKN/HC5Utdj7U1tYxlmY6pZUnP74/CgI2rhiJJtQRuO2QlJTpCIARl6EWDF8HQMPZ5W1qPQ36/LRrAUqwrr39+bCQR7T8J4RBGh6JuBcssQzcEAdNMJaLQEAYsC4ZiG2lFVCNawDSjBUGwv/SNeQPp6lzLev1O4zBwMnzCSBmI2tvrxrgKy+i0GzV/fWkVf/3Wqvn3yr5s/t0uHGZzx0LxHCfNe26/RqT0Oqr5RRQyPHR0FgKA+9SyJM9IiMqAjUsgDmItQVKiIwRCUIZeNJzKnmoY+G1pPqTId5gxag32b1YwQmc91xq4wW+HIiv3F+7Hz+9cakw+Bsz/P3b8t3AknwVDM2ApBizNmuIgKuwvfb02gkx1rqXLDZCM7iCdDJ9nz5/Gs+dPm971FNuY7fDdn36Ci1fWEpES4Ma4isro/Ltf3+643C4a3IibQUy5sEdgULiJQoZvG/LmdKzdppbFlYLmhygN2DgE4iDWEiQpOkIgBGHoRcOFE1/u9y4QYsZaa0CzNPbqJfxs402MFDNQdcVXwbITbjsU0RTAMPRBOlFz+jHLMDg2fj8kag8/X/sV9mURGW4ETxz/HD537KFA++YX60v/m99bxEYtmR69bobP17+ygIVTE4lOCehlXEVldBrRIztVh+W9xE2Sj28vrBGYFy5fgo52Me50rN2mlsWV3++HQTdg/Uzb7jeDGB0hEJwYetFAOHzYaw3qWh1VuQpRFZHn8r4Klp2wdyjKp/K4f/x+nM7PgaVpMDRwvXID791ZxK5UwkS6gEemH8Rn8vONtCKawVJxBUvbK8jzOeT5HADgva1F3DU6G2sag1P+fJI9ek6Gj5Rex0fMKl64/BNMCuMork4BKLStNwgpAVEZnVmBQ2W/XSBkBK5D1KCzuBmWlAsvx9pt3n7SBsdZGQYD1uu07X6T5GcpgeAFIhoIQ4e91kBUGy9IeyesTgXL3dqoUmgWITfrDO4fuQfnpu8Bw9Bg6YM0IpZm8PHONfzs9tugqEbR8m69hDdu/Bhplm/x4joRZ+5zp/z5Z05faEn1SZJHz274GHnpHEtDRxqb4hY+ZW8gk16ILL0qyum3URmdv/Nbx1tqGgzO3lXwHDUYdI+1gZdjbb1vS0oJU0LBPO920XXuni9gTV9OTAG4ATFg42cQoyMEghNENBCGDnutgaY1xIK9ZsWpYNma2kRRFMrKHt4p/hwjaRb3Fk41BENTFLA0C5ZmwFCs2bbUyuWNXzsWyFsFQRJyn7sJl68tPJfIF5vd8KllVgE0POkGHEO3TR4GwvGoWoWWqNSwtL2F97eu4q7RWTx11+/6Mg7tIuQ3p34DtytroRqdRt3C3/36NqqijEyze9KtOxXH9btFDabGBFxfL6MsylBUDSxDIydwuGs6F2gfrcRRM+G1gNdILZuayplTcp1StTYuA8+efxoLC8m6f5JuwA5inYwb4o6ODOtxJPQXIhoIrgk6yCwu7LUGNE1D0zQIjNCy3iiXb9YYGK1LafzDxjIYhgJFUWiU0DYqk1d2V/D54w966lLkRhAkIffZr3Dp50vJbvjQ6X2MCq3FrFmBw47SPhE+DI+qIbREpYaSdBDZul1Z89XlyCnasylu4ZnTF0L3Tv/jx+baip6f/5azcOwWNThxJIt3Pzq4dhVFw05ZwhdC8ljHWTMRtIB30FK1kpreM8h1MkmCHEdCVBDRQHBFGIPM4sJaa1DVyphMT2Jf3keKTQFozDmgADx6/AFM5UfMrkQsxaAiV8DR7S10d+olcAxn31RX3AiCJOQ++xEu3V5KT06F52nuhtXweXFxue03CDyDPHcUQl0I5FF1EkeG0KrKrS2UFU0B4D29rN9par3y3J1SsW7dqWMsx6NiiTRkBa5j1MIr/TTEvQrisFO1okx967UdAL63HdSRMGjiK6mQ40iICiIaCK6IYnJxmBi1BixDg2Fos9bg6NQY9koiPtm9jl/deQ870i4m0gU8Nv0w7p+8r00cHBmZDM3z70YQJGH4lR/h0u2l9OQjc2Htmms6/Yan7/kCzj7q/1h2EkejZzOo02VTJBiwdOOR6jW9rN9pat3y3DvVvJTF0xD4aQh862skrJqGftVM+PHShllcHNdgOKft/MXKXwLQIbBpz9sOw7s9LHUy/YYcR0JUENFAcEUYg8zCwhQHzSnIPMuBZ1mwDNucfHwwAfnI6ChYqYzx6QIemv7Nnt8dpuf/7MQZrK7v4We33sG+tocRehRPnHik7eXb7+FXfoRL0l5KQcVXJ89uJ3GkbJ4Aji6BpdkW4ZDhMgC8i8x+p6l1y3N/cfE1x89ohZvA2nTb8rC68PSry48fL22YxcVuo05BvfpO26nKjXQ+QzR02rYTYXi3h6GzUxIgx5EQFUQ0EFwRxiAzL9i7FDXEAQueS4EzC5DDHXZmGI41pQ5Zk5FiOJzIHvPt+V+8VsQ7l3XweBh8c9k7azpmR4qJCxF7FS5JfCn5FV/dPLudxFGtOI6vPnYBr6/+GNfLN8HSLDJcBgLbONNeRWYS0tQ65bl3ioLwWaltmZRehzi9aba9DRI161eXHz+COKzi4sVrRVxduwVZ1cA1072MOh1r1CkMr77TebVHzsx1XUS8wnAkkM5O4UCOIyEqiGgguMLtIDOv0HRj0BlD02CYRjFyimXBsylwNAOGZs2ZBlFiNRzTbAppNOofghg9w5xXOkwvpW6e3amxBzqKI0OkmFGKAOllSUhT60SnKMhs/ggesbTkTU9sQx/7CPXmvXqjfBtL2yvIclnM5ryL76CGuN+6AL+C2E9xsTVakGJp7Fbq0I6NAGwFcrOwHGgU+FujTmE8W5zOq5Fe17Zuj4jX4rUiStU6KqJsdtFKN9PWvDgSkt7ZaVBwexxJhyWCV4hoILjCPshslMvjvvzZnvUMFIWGIKCppkCgQdONZTzLNgqQm8Kg0cK0P5dkFIWo/UjhieslMEwv9271BL/vQhyFlV7W6Xv6/WLvFgU5O2EtRn8JmtgQDKIioSQ1IpMVueI7L99vl58gdQFxCWJ7tODmZhWKoiG3Owt1cslcXhFlCDzTEnUK49nidF4b6XW647qdMH4Hy9CAftBFqwAgzbOej1tSOzsNGr2OI+mwRPADEQ0E15zMnuwoEqwRA5ahzLqDFMM1llFsQzxQ4acVhYHXQlQ3Xsy4U3jifgkMy8u9Wz2BV3EUdtebJLzY3UZBrPeQkRsPtKa8xNUNKogTIC5BbI8WKGpjnoxYHMcot4BaZhUqW4VeG8Ezp59q2e8wni2dzqvTsm7HzPgdRkG80U1LVjU8d/70UDwjhpFhjoQTooOIBoInTHHA0GCbAoHnOLPGwKw1SKAw6IaXQlS3Xsw4PJZWI3V3mwHSs23DzMhLoB3rcUsxHESl1lb8aRhQbsVRFF1vkvJidxNNsd5DVqFgjR7G1Q0qaDeqOASxPVrAMjQURYOiauBr0+Z9fLQgtB37sJ4tnc6rNe3urz55HZfWLncUD9bfIfCsKR5oiiLPnQSTtGYWhMGAiAZCGzTVGIjG0hToZiEyz3JIsWxzEvJgCoNueClEdevFjNpjaTdSq3oFyDdSQqzCgbwEWrEfN0mVAFDgaR51XUaK4gAKPY0lO8OS4uYX6z1k7SqV4UYAAKKkol7l8Py3LkeeZtXvblRusEcLsgKH3bLUSPOx4CQE4n62dBPASWyKQOgNOW8EPxDRcAixdiZqTEJupBWlWBYcw4Kjk51KFAVeClG9eDGj9FjajVSOoSErGmqZ1RbRQF4CrTgZ9wLLY5TPtYlHL9GCKGYtDNKL3XoPSWod5XoFGW4EApuGKKnYKUvIlO6FprtPs/Jbz5GEblQGnVLW7NECw0NfyPGoy1pPIRDns8W6PKqox7ATdm1S0O8j543gByIahhiaQrNlaWtnohTTKDhuCIPGbIPDIAx64bagNQ4vppsXgt1IzQocdsoSVLbaspy8BA7o1dLSjbHU6dxMCuO4Ub6FqrwPRVOabVhHcDJ3wnetQ1Jf7J1+j/UesnaVqlc5ZEr3ekqdC1LPkZRuVN089gunGvsSd3coN3h1jAD+f0e/C/3jIOzapDC+b5iaWRDig4iGIcBahMwxNDiWRZrlwDGN7kRMc9gZEQbhELUX0+0LYVIYx43dDVRE2TSCR9IsqHoGNEWRl4AN47hqE51bWnYzlpaKK3jt44tY3d4AQ2eR5uewsTNtnpvj2Rm8v3UwOV3RFJSkPXB5znf0oteL3TC4dip1FLKpWM6329QVq4B4/luXobU35emaZhW0nqPfQxOB3h77fnSHcoNXx4jf35GEQv84CLs2KazvG5ZmFoT4IKJhgDA6EjW6ErHgWRYpQxw0i5Bpiu79RYRARO3FdPtCmKHm8V75hvl3WdEgKxqePvkILjz1UCj7MkxcvLIGKb0OjalB4fZA6TRojUdFpM2WlpfWLjsaSym6Yfhv7jWMXJWtoJpfBNCoH7l4ZQ2pu9eQ5/OoylVLpCGD5Z2PkUtl2r7Tba1Dpxe71eDiWLrF4DJ+bxTeWz+1G17TrBavFfHBtW3IqtZ43rE06s0i4a1dEYvXkjcg0YkoUtaAaOpnrMSV3pWUQv+oCbs2aZBqnQjDBRENCYMCQDONCcgplkOq+X+ebaYUkYhBIrB7MRevFfHNi4uhGGluXwjXP04jIx60ZmSUDNLVOVz/OA3c72vTQ80t8Zpp6NOKAJ2RoDIilLqAZ05fMM+nk7FktK6Xm20xDYz6kc3dGnhxGwLLm1OhDdare46iIajh2Mng+sHbq6jJB/sZtvfWjyHsJc3KEEM6AOhAXVYh1hRz1osODIw3OqpUxi1xG6KktkQZswKHLSqc7lRxpXcNo/HrlG4Vdm3SINU6EYYLIhr6BEVRSDFso8agWWfQmITcSCkiEYPBIewQu/WFIKXXm6Kgggydx1Jx1Hxxb+6K4PXptjzxTWlwX7hRohVuAk1bmtY5QOEAACNMxjymnYylv/rkdQAHxeYGRv3I1FgaqQ4GotE9yE5Qw7GTwXVrs4rJMaFteVjeWz+GsJf8aUMM5Zo1Olozr0nTddCgkBU4x9+TxNz4qDz2nJbBTnnD/LuRapfnCoG+10oc6V3DZvx2ehc8OD/l+Dv91iYltdaJMPwQ0RARNEWDpmiwDIsUzSDFspgeH8MYI4JvdikiDAdhh9iNF4KUXjc94wCQytRa8paH7YUbNXxGQrkiQ2ck6JQGSqdBqTz4rNSynpOxZKQtGcXmBozSiCA8fm4GzGjK0UB84vjn8O7m+23LgxqOnc5/J8Ly3vo1hN3mT2/uiqhJCsqiDE3XzVoICsBYjje7DFl/T5Jy4+3i5dw9X8Cavhyqx17ZPAEwGw7Ljwf63rgJ2/jtt3Ds9C64daeCZ8+fDq3omBQxE/oFsVx9QlEUGIoB3awlSDEsOIYBz3LgGAYcSzdamlKU+ZnJXBZ6zaEakDDQhB1iNx78L69cBnS0dfkx8pYPq7fJb9eYvCBgW96EqumNdCNaA83WkE8f6flZw1BunAPeTAuZoeZxwZx62zhvTikdJ3MnQk/16HT+T0xlUZPVtuUpjsY3vxc8hS7q1JUUy+B2uRHBoSkKNKVD1wGOZUzBAByI46XiCl5e+RGqR0tglCzS1Tkz+hZ3bryTeNm4DDx7/mksLIS3H7ViARm+PTWxJsU3hyKM7k1hGr9JEI7d3gVhFx2TImZCPyCioQc0dTDp2BhwZqQSMc3CZJqmen8RYWiJwuO/cGoCY1sq8mhPbTFyxw+jtylQ1xiqaYQyVNvyXh7KFkOZ2sbJsaOORlK3Cbthp3pYz/9utY6jBcEUjHYxUZMUiJKCWr0hJoIaVNGmrrQ6VmiagqrqbcsfPzdjXg9VfR9Ae4F63LnxcRT2Ll4rolSto7KVA8s8gJzAId0UU1OFeKKMYXZvCsv4TUJRNYn+EoYdIhoAoBk1YGkaHMM2xEHz/xzDEGFA6EpUHn83ueP99Db1IxUgSNeYuio7djcqiSK+c6W3hzIJLTztGOd/aiqHzc1yy79ZxWSpIrUUR1vXieqc+b0+6oqGsVwjmqOoGlIsg5TQqCWxtxJ+cfE1AO21JkaBul9jzc++LxVX8BHzEyhHK20Rj7DEi+FNZxka0AGlWctQAJDm2diijFF3b/JDEoqqD2v0l3B4OByigaLAgLbUGTBI0c3CY67RtpRlGnMOCASvROXxT9JUWzvdUgGenMo5fiaMdIYgLSwNEWbvblTa5sA7rD/IbR/tYvL5bzkbeVEZVEFSRabGBGg7YksqEgAcLQj4+lcWWpYZ14O91sQoUPdjrPnZd8PzTvE1QGmPeITlaTa86caxMYSVrGp4zkyTi56oWskGIQle/sMY/SUcLoZeNBzNTCLFsWBpGixDgWVb6wwIh4Mop6cC0Xj8kzLV1oluqQBPPjLXtjysdIYgLSw7iTB6Z9Zx/UFu+2jHr0Hl974JkirixVtrCkFbrUmGGsWzPo1oP/tueN7t4sWIeITlabZ60wWeNcUDTVGxGqZ+78Moo5NJ8fKTWgPCMDP0omEy79zukHB4iHp6apQkMSUG8J4KEFY6Q5DoSycR9uandWzUovFQ9rubi4EfgyrIfXNLvIb9iUarYGuqjhsh5sVba70eBJ4xmwU8c/r3cHYi2jkpVgzPu1280GnRt3hxop/edKuATNEcREVqi9p1uw+jLlT26uVPyr1JIAwSQy8aCIQk5t8OOl6Nl7DSGYJGXwwRZhhAf/XJ6+CmM5DEKTP/3JiNgYKCFxff8x3dSUI3FwM/aRN+75ul4gpqE1ehNmsMrKk6J4VTrvfXzTGKIho3NSZgdb1spv6wze5lc9POaXdAq+fdKl6mhMlQz3W/vOl2ASlpEgAdPMOjrsmujnschcpur5sk3ZsEwiBBRANh6Eli/u2g49V4CXMybtDoi90AqtNlpE7sYmSXR6lSR33iKkYFDmmeCRSVSkI3Fyte0yb83jeX1i63pekAjVSdxxc+73r7bgk7GnfiSBbvfnRwrSqKht2yhBNdDPO46o/6lTPvJCAFNo3RVA5fW3jO1XckoVDZIGn3JoEwKBDRQEgMUdUdhGmwEhp4NV6SVNTtaADxDCbmNjEBYFNsj5b4iUolyUjyQ4rmcLu6Zuk0NQKBTfe8b7bE7bY0HY6hkRtVBsIgu3WngkKOR9kSacgJHG7dqXT8jNuIRxgpMUFy5v0+Y4M6Xsw2saJsHk+zTWwf2pEO+r1JIPQLIhoIiSDKuoMkGazDhBfjJUlF3V0NoA6zF/1EpZLQzcUvS8UV7Nb3oGgKAEDRFJSkPQC975tJYRw3djdQqkioN1OUaACj7Fik+xwWm7si0jxrGrUHy7sblL0iHv1OiQnyjA3ieElKm1grg3xv9oLUahCihIgGAoDouwv1Isq6gyQZrE4clod8Uoq6exlAYUWlktDNxe99fWntcrPItXWuxRif7/n5GWoev967DlU9mJsgySo+XSlg8Ugx8de2X4PSfh/fdU8Na/oytsRtcFoGN5YKEIuFNk97XCkxQZ6xQRwvSWkTayUJ92YU9FuYEoYfIhoIieguFHXdQVIMVjvkIe8fP2Jr8VoRxdUpfMreANcscDWKVg0DKKyoVL97tge5r81uQCzf0iGnrsk9t3v94zS0zXnoYzdA8fvQpRHoxRMQxfGByBn3Y1Da7+Mb4jUs3VhEIdc4djvlDciTnwLSPJTyVIunPa6UGKdnrKhIWNr+CC9c/kZXURnE8ZKUNrFW+n1vRgWp1SBEDRENhER0FzqsdQeD+pDvd3TEj9g6+EwBmfQCaplV7ChV5LmjePqeL7Rc62FFpfrZsz3IfR3kftzcFaGWJoDdiZZsL4XSXBvI/Yp8LhVX8E71MnDPHUhVHvTOSZwQ5rpe30vFFby88iNUj5bM9rK1zCqAhlfdgAIFauIW9PIUAKAsykjzbGwpMfZzKioSSlIJLM1Ch9ZTVPp1vCQ1FWgY5ymQWg1C1BDRQEhEd6HDWncwiA/5INGRsMSGH7Fl/QxfmzZbrAp1AWcfPTCGkhqV8kqQ+zrI/WgYiYqitSxnGdqVodivyKd1u2meRpqXgfF/wPnTZzrOfDA+U9X3oek6FGoPtex7oGgFtJ6CbEnRomkKOr9v1fmGuQAAIABJREFUCiml+W9xpcTYz2lVbkzNznCts4zCdhYNaypQEkmqQCMMD0Q0EBLh5U963UFUDOJD3m90JMxULD9iaxAFWhCs97UoqZZpyXksXuteWxDkfnz83AxW18vYtbVczQmcK0MxqshnL8HqZ7vGZ2igRSDolAZV0cAyDBiahqxooCkKtJaFytJQVA1ZgQt18Fsv7OcUoJDnRyGwrc8au6gMGvUZ1lSgJEIEGiFqiGggJMbLPyweXi8M4kPer/EdZiqWH7E1iAKtF4YhvFOpo5BNtRhjxn0tSmrrzITdWVdize/9uHBqAn/4pTP4wduruLXZ8GafOJLFlx+7y9V5jiLy6Uaw+tlup89AZ5r/R8vMiox4CvyYAACxCgYD6zl9cfGlns6isKI+w5gKBPQ/TdMOEWiEqCGigXBovfxJYBAf8n6N7zA9/V7F1uK1IkoVCWvFKliGRoqlUVc0KKqGNMf09LwnCcPze3P3Dko7LNLiHLL6sTZD2Lh/v/3LHwGog1EySFfnzLSsKOtmghiJUUQ+3QhWP9s1PqMBYBgamqZDhw6qlodQnYM+dhMjaSDPFaBsHkdNGsdUIdx73Ivhal03PTEFcWzDbARgYHUWdYu+qHsTiTKY4yapTSyGVaARkgERDQQAh9PLnxQG7SHvNzriJDZqkgJZ1fD8ty57Mjy8iC3ry30sy6NUkVCSFKQ4BoUsj5qsJuJl7war57cs1qGyNVTzi2ArNBjlCIBWQ/jsxBkI6yXwDvMngqRlmcKl/ClkTQZHc5jNHQvF2RBF5NONYPWzXeMzHEND1jXQDAUAyNTvBq9O46h2D77+0ILv/e6FF8PVvu7+VgH1yr3In9qCzFQcnUWdIik3S3dw85fJM5jjpJMQ/cHbq4daTBGGGyIaCIQe9HuGRdLwGx2xi42apGCnLGEsx0PTvRsebsWW9eUu8CwqogxOBxiaahnglfSOVUCr59eaQ78vXEOu2hANdjEQdlqWIVyM7jsGRgcewF/BcqsX/CzYqdsdjVmvuDkGfiKuxr+99vFbWN3eaIvmRJ1m6CXlz2ldvjYNYf0U/uVXDoSN9Xm3Vy+DpZm2ugepwoO3f1mH7Q4rTkJUlBSsFSXMTDTuzcMopgjDDRENBEIXkjDDIon4iY7YxYasahjL8WbfdoOwDQ/7y93oWqOomm29WuIFotXzyzGNAlsAUNiKudwuBsKumzGEi9F9x6Aq70Ng074Klp284NgqhJb37/YY+Im4Gp8xRY9U852C5DVH3kvKn5t17c87lmZNYWgVDvTOrOvtDitOQrQiyo3J1zYOk5giDDdENBAIXUjCDItBx26In3/8YZydWMDz37oMLeS0GSfsL3eWoaEoWtvLPT2xje9/8tbBfiRQIFrz7q0FtqySNdexG8Jh181sidsQFQk1pQYdAAWAphgomgJRUnF19zae/5W3dLMwiuS7Gdxx1A4FTTP0kyPvJYrkZl37886YCq5oCiiKNqMvb35ax0ZtuJoKeMVJiCqqhkK2PQZzmMQUYbghooFA6EISZlgMMt0iNVNjAlbXy6iIMhS1YcRnBQ5z07lQ98H+cs8KHHbLEnIC17IeO3ULdYfPhyEQw4pgWDsiVUQZmq5D13UIeydxtNDZSA+zbibFcFirrpt/1wGougoKLHbKEhgl6zndLGiRvBuDO+m1Q36Ek/XaltLrqGVWobIVjI4fxVIx1XKNPX5uBi+9sYKy5X6zt8F1et4JLA+KEvCvHvofzGXqueLAdX0LGychmuYY1GS1bd3DJKYIww0RDYSh5r31q3ht6ae+jbUkzLAIih+DNaxWgt0iNSeOfAHvfnRwbBVFw25ZwomQDQ/7y31uOocT52Zw606lxev86tbPHT8fVCCGmeJ2duIMVtf38Dfrl6CydXBqDunqHLLasfgKLpvRIZqioeoHKV6qqoMGkK7OtazuJloQtO4iiZPVvd53foST8dt++MGvsM0ugmNojAo86nTZ8RqzB/bsf3f7vBvErm9RYBeidvFqcJjEFGG4IaKBMLQsFVfw6o03oCgNz48fYy0pMyz84sdgDbOVYLdITf1OBYUc3+b5vHWn4viZILjxMr9TjUYghp3idv3jNPI7n2tdyLYayFHWZtQ1GXl+FFV5H3VVbrQYBaDqNDKlBbMI2MBNtCBo3UXSBvf5ue/8CqeFUxN4p7oJTRxp+zfrNXbxyhoEnu1aQ+TleZf0yE0nopytQMQUYdghooEwtIRhrA36DAs/xyBMr203z+XtXRFpnm3pYAT0x9BbKq5gTypjvXoHLM0iw2Wa+dzBBWLYKW7dDOSl4gpev/5jXN+72fwdI9gUtVBrMxrnVGvrqFPa5toEA+AuWhDU2Era4D4/910Q4eTmGnMjrM5OnMGN8i387PbPUZX3keFG8MTxzw3M864XccxWGFQxRSC4gYgGwtCyJW6DYan25R2MtU7e2STMsPDrHfNjsIbpte3muXxzrN43Q6+1vecOqmOLEHjG9KCXpBLG+Fk8ddfvBjr3i9eK2N1mUNUr4Jo1G8YwLb8RjE4GslHIbZxzRVNQkvYAwHdXIyc6ndMnTjyCd9baK9vdRguCGFtJm6zu574LIpzs4lxUpGZ3KwovLr6Ex2YediWslooreHfzfeRSGeRSGQDAu5vv42TuROTPwDimKycxjY1AGCSIaCAMLZPCOHbknfblDsZaklurBvGO+anJ8Oq1tb/sv/zE3ZgdFwB0j9RYiylrkmKmKaU5OtIJzdbjKUoK1utXoe/ug2cZ5LM8JoXGsRlN5RzPvdvUH3M76VkgX4KsaM1uRzwEnvEcwTC2uzFxByWabZkHABwUciua0vI5oxWqYbAGNc66ndPZkWJfUjO8DvuL2jj1WwvlVzhZhZx1fkaeHzWfZefu+QI2HAIghrBavFbEyys/QlXfbxG4oiLhpQ9fwWgqh0lhHMezM7hdWfOU+tbrnolrurJbh0gc1wiBMIgQ0UAYWh6beRiv3njDcbmdJLdWDeId81OT4cVr6/Sy//arV/HMF+ZaphI7HUPj339w6TrWilWwDI2xLI+arEU6EMk4nqKkYLcsgT5WBXSgbjPqnbzCXsSlsR3DsG90tqmiXk3jD87+nqfryrrdNE9DL8iopK9CXteglyeR5lls720iK3BgabZFOBh/nkyPh2acdTunYZwzPzUZbrYdl3Ha674L2yi1Crml7Y/M1DRrCtmavoxnzz/tKKyM41I92hAbhsCta4CoNWqMcqkMbpRv4/2tq8jzoxDYNG7sbuDq2neRLn4GJ4RTjr/DzT0TdgSg0/F14xDxe40QoUE4DBDRQBhazk6cQX5MaHRP6lGPkOTWqkHShdzWZNiNtEcensf1j9M9vbZBX/YLpyZw8coaZiYyvr/DK8bxrIgyAECXRkDxVejNXjIVUYbAM45eYS/i0nre+Nq0KR5oivIsRNv65zdTnPbGbiCvHgPH0tivjWBHqSCTSUPBQTE5Szce84/NPIw3LyY/PSPKqF9c6Snd7ruohIsh5F64/A3o0Nr+fau2jYUFZ2FlHBdGyUK1DAqs1Ktg2INryBjoV5X3AfVgToiWWcVGcdrxd7i5Z8JMiex2fN04RPxcI3GJUQKh3xDRQPDNIHhWHpj+DI4xztNLrYTdWtU4NrfEa9AKN8FnJMyOHfFVRB20yLNXTYaTkbaJLTzz+AWoezO4eGUN3/3pJ7h4Za3tHIfxso+7841xPI2J0HrxBKhjy6DQqH+Rm8udojFexGWYxblO262IMlT2YLJEujqHan4RdYlGPptHVa5C0RQcz8zgqblGbcYru84GXJzF572eG92MTHVvItAzJ4przWstlNUotc5WeHkljz8a9RaBcsLPs8w4LsY1ZKBBBQMaGa7RmcmIWimagookm+up7MF08ItX1sCMFs1jsilutTQWMLDeM2HeKxevrEGUlLb5LxevrOHrX1kw1+nkEPFzjZBaCcJhgYgGgi+GzbPiJo3Hay67lF5vvIA1oFoGdGxgU/TuMY26yLOTkfbax29hb2nB/LvTOQ7jZR935xvjeBqToVGegvYpwE+vAcw+MtQonjntbLx5Mci6nTev6TdO25VVDYxlErQRyZAyqxgpACdzx9u+t99dhro9N4CGkfVh6gZYtrVoHABulu7g5i+DPXPC/v1+oiKGUWo+H5pU9VIoERU/KYnGcbGn0rFII8+nzTQnI/WNpVnU1YNoBqMcRApviav4/if/0PL9jRqLfItwsN4zYT7jrm+UsduMgAAH81+uUw2nQK80Nj/XiFVoWAXL1q4YaX0WgRA3RDQQfDFsnpVeaTyGcWBM4r1drODq2i188dgXceH+h1q+yzg2tcxqy3Ij7cVrnUTUvb87ec9v723CaTaz9RyH8bKPu/ONWUvx9iqurZcb8yFwAumdOQDAs+dP4+yE87H12sceaD9vzGjRs6HptF2OoZHanWtZxtemcVI4ha8/tNCy3PDuX98oo7wvNw3yg8d/XF2GOj03fnDpOkr0bdQyq1DYKhTokCo8JpA1hYNU4cE7fLbTM8dJmD1+bgYv/+Jt07vPKFmkq3N4/Nznff0eP7VQhlFqfz5wDN3zs91o7Qh2FuzUbchMxVWbaOs9aE2le+RhClf23zLXy3AZlKQSMtwIdKZR+wC0DvTTCjdavjvDjaAk7aEqV1tEg/WeCfMZZ+xT+/L2Sc1O+HkeGefUqJMy0IGBdqYRCHaIaCD4Iqwwf5JSnLql8VxauwxRUs0cXqDxcvqbTy5hduSUY3jbyA3WaRkaLUGlNGyJKUhqHV6Jsvf3pDCOG7sbqIgyZFUzO6foNcFxfes5dnrZW7snWel0rvsxEMnY7sE+uduu17kdTuftxcXXHNftZiw6bffcyDzeud27xanVu59OsYAOlEUZFEXhrqPZWO+5Ts+Nm/vXwBxfAQDQWgoqI0JnRZRECgI/2li+45xm6PTM6RQB+M2p30DqxEeoizJUFaDT+0gVPgIzOg+gc6el6xtlyIoGjqVx19EcHj83gyencr5qoQyj1Fo7AABZgev52U7YIzj7WwVgq4Bnz592XVsEON+Dc8VRXFq7jFuVT6FoCgR2BIqmgudpaLVsWxcvPiMBoM2/G1GKqiyCouiO90xYzziOpR2Xp1jGcbkdP88j45wadVIGueY5HVRnGoFgJzLRMD8/zwF4EcAcAB7A/wrgKoD/hIYAXwTwL5aXl7X5+fn/BcCXASgA/qfl5eV35ufn73G7blS/gdCZMML8g5TitCVut70QgEYur/2FYBwbRslCSe1AZRrHiaIaucDlegVLxZW+d2UymKHm8V75wDtodE4p1OYd17efY/vLfmoqh83Ncss6i9eKePkXb2N/dAnKsT1sQMeHS2N4av9JXLj/ob4NRPKz3aBzO/wW3Ttt12hxulut42jBWXTbvfvGQL2jBcHM8Y6LTs8Nffym+WdK48AA0GgJMiRMCZONIu5P69iouXvmdIoA/Oz2z5HjMy1pT8b69mNrPJ9qkoId3AJ15BYofh9LWhY3fnEa+fyIY9qYKKmoVzk8/63Ljo4Q488vr+RR1UuhzO8II/Lb6V4wjsv3P/kheCbV8m+PTzzWaJggHRjX71RXzGNiRGZlVUOGOoLfn/2DyO/zu47mTGFsnTR/8mi294ebeH0uGOv++fc+ACiY2zQGV/ZrMjmBEDZRRhr+EEBxeXn5j+bn5ycA/BrAuwD+zfLy8t/Nz89/E8BX5ufnrwM4D+BRALMAvgPgYQD/p4d1CTETRkrJIKU4TQrjuF2stC1nlEzbC8E4NunqHPbS6wfr0o2c2gw3EmkrV6/Rm+sfp5ERF8w8ZkbJIF2dg6DNoIb2kL6fVJYffvArVAq/NgUUAMjcNv76+l9j8do2Ltz/YOLOeVRMCuO4Ub6Fqrxv5odnuBGczJ1wXL9b/YNh3DgJNYO4C8270em5kRqpQdMBjZKhMxJ0SgOl0+CQxtcWngOAlrke9u+000mYVeV9c2hZy/oOgs14Pu0xn4I+umwuV5gKqvlF/JfLI/jSQ61pY0Y0MlO6F5re2RGycGoCfzT6e55rD5xYKq7gI+YnUI4epFsZnv+wznEnEbamL+PrX3muZRlTfNhM5bRGZrE7G4tT6PFzM9jYEdsmzUeRgmd/1p6YyqAmt6dH9WsyOYEQNlGKhv8PwCuWvysAHgTwZvPvPwTwJQDLAN5YXl7WAdyYn59n5+fnp7ysu7y8vBnh7yA4EEZKSZKMmV48NvMwrq7dasuXTVfnHD3vAHDxioCr6rsAK4FidKSYg97pUbVy9RO92dwVwevTLSkGAFCnNDx7/rTvc2w1dm+mtqDTB5EaXW+m1bB1rEnL+M6bha77mHS8FDYfz87g/a2r5t+Nyc3HZ9qNmjDaj/a7+NlKp+fG39x5H5/s3ILGHuynTmmg2LoZlfPyzOlUsG50AWpb38G7bzyftMINWOfKG615bylLODvxRQAHaWP1Kgdu6zT2inkoarWlc499P72mujlhXB8UXwOURkqkUVzN16ZDO8deomPG/n/7lz8CUDedEMbzJWqnUFzpjk7P2pqkQAda6oWA/k0mJxDCJjLRsLy8XAGA+fn5HBri4d8A+HdNgx8AygDyAEYBFC0fNZZTHtbtKBoKhRGwLnMZ42Bqyqm0dDB5ciqHJx+Z8/35E0dHsbbV7r0/NpkN9TiF8V1TUw9isyzh+4tvQmErYJUsRsRTSCvT+PITd7dtwzg2f/b2B1ivtF+e07kjkVwLl19bdszp/eXyVsdz1e08PPnInK9z/Kl60xysx7AUwMjQoQA6DegU0DTDKEqHxlXBsXTXfUwC761fxU8+eRsb1S0czUziydOfxwPTn8F761dbfuuOvINXb7yB/JiAB6Y/0/Y9Wx9tYnykgHK9AkVVwDIscqkstpSttmvipY9+bT6/9mURZanRRvU/f/QdfH3sD1u+v9P19OUn7sa3X73quLwfzyOn58b4+j/Cv7/4H1FXKOi6DoqiQNMUCiOj+Pudd/Hb9z3Y8bNOPH32t/Gfr3yvffncefzi1q8d17cfC+O+oHkRukU2UGikGlK8iKmpHKamHjT377/7P36E6m4NgA4KFFRVR6lSx+2tquOxtn7WD8b1kc/yKJYOBFc9ex1Z5Vho5/j42BFPz7GpqQfxl69VkNUtNTdNa2O3Wg+0T24+G/Td5AanZy3HppDmWYzn0ljfrmJ6PIMvPnISn50/Eum+xMEw2S4E/0RaCD0/Pz8L4LsA/sPy8vLL8/PzL1j+OQdgF8Be88/25ZqHdTuys7Pve//DplsKwWHk4flJfGd9r235Q/OToR2nMI/5b8/9Bsb1Y60erIdmMDsudNzGZ8d/C9/fbU9B+GzhNyO5Fm5t7EFrr43FzY1yx+2FfR6mpnJ4bemnUCzdSjiGhaSqAKXDakdAZyDvp7G6todrn+5h+X97wyw0TVLUwe7xv7W7jm///X9B6bSIS2uXW34rAIhKDf/h59/GaCrXFnm4vXsHKYrDBF9o+czt3Y2243179w50aBCVGkrSwTkq1yrm9s9OnGm7zu1pE+funsCtO5UWz2uptI/n/+9LiWhCcIyZxWgqhwpVsaRsZZCiOMfj4ub7fv/klxy9+BP0VNvyY8xs2zaM+4JVM5Dpg3+jGRq6DpwcP9r2mZqkHETRLIiS0vU3+JmADRxcHymWwliWN+sHwO/jmS/MdX02ecHPc6yQTTlGuI4W/O9Tkt6hnZ61qirjT/7rB1qWRbHPcTYRSdJxDwsigvwRZSH0UQBvAPjvl5eX/7a5+Nfz8/O/s7y8/HcALgD4CYCPAbwwPz//7wCcAEAvLy9vzc/Pu143qt9AiJZ+dM0JitcCuTBSELzgJxUlivNgT2cY5TPYFmWougrK6KxCAbrMQb1zDKqqg6KAnT0JejMX3Lpv/aZba037b7Ua+LlUpi2lyMusB2Pdqtzq/DAm9NprY5aKK3jt44tY3d4AQ2eR5uewsTONjR3R7KSzeK3Y2m5W4BLRhGA2dyzUAYudCtbdFrIbx+GHH+zgJv1LaM0ICM8xyAoc/qsHnmz7jJ/OPUFS0KzXksAzZjH1lDAZ24RrwNmAjbuVctz0M+1vkJqIEIaLKCMN/xpAAcCfzs/P/2lz2R8D+L/m5+dTAJYAvLK8vKzOz8//DMAlNPq0/Yvmuv8zgP/ocl3CgNKvrjlxErTbjhf8vqjDPg92w1hg0xgXxiAqNciqirqsQd/PQlu7G2qpsV26WSjemGfBJqogvltOt/23Gga+YdgbGAa+l1kPxrrGJF6DDJcxt29gGJ+be42aIHt+u1HY+503P2nk6+uNwVc7ZQkFNLoq9fOY+xlKFjWN++JLWCrOtRnMD0x/ps376qdzj59ZDwZej5nfiAbQ+TnWyYB99vzpQDVRSaefomiQmogQhosoaxr+GA2RYOe8w7r/FsC/tS1bcbsugUBo0I/ojd0QefrsbzsaMwKbxh+c+ac4O3EGi9eK+PPvfQBV1QBoYBgKdHNiq9KcNBtnQXyvUH+36ID9txoGvmHYGxgGvpfok7HspQ9fQVWummk7xpAsqxfeMD5ltbVYv5ZZBV+bxuZuzTQ2FNs6ZVFGmmf72oQgrqicH8PZrfD307nHbwteY78Ad8csjKJ6J7oZsF//ysLQGrH9jJQPUhMRwnBBhrsRCENGnNGbpeIK/mLpr81c6jvMPm6Xv4Ovnvl9PHP6QkdjZuHUBO4/NY6NHRGbuyIUS1cqtjkZN2iY361x6CbU382jazfcMlwGLM22TL8VFQmKpuCFy98w98VoJdqLsxNn8Nx9X+3pUTaMT46hW7p8qWwVQON4GsYGy9Atx9wQEf1uDRlmVM5JCPqZxu0FP4akl3Q1J9wesyARjW4cZgO2X5HyJHVEIxwuiGggJJYgofRh2P4g8NrHF9umZBdLIl77+C38y0f/267Hywjv5wSu5TuMybhBwvyGV9UYLnW7WMHVtVv44rEv4sL9D7Ws6ybU38ujazXc7B5dUZFQkkrI86PQoXk2VI3rsKbUIWsyUgyHE9ljbdejYXxmbceTURoRj8fPzeDilTVs7IjIChx2LesYQm1Y8s07CcHRs+9bhxWbhDk3xashGVdaVpCIRjeIARs/w14vQkguRDQQEonV8BIVCUvbK3h/6yruys3iqbnfDeUF300UdArlr67vNSagJqDjTBK4vefc7bjTcitWryxFUagrKnS94fWu1RXTmPdzfC+tXW4bLiUrGv7mk0uYHTnV8p12T6koKaiIMtbqq/jXr/8UfEbC7NgR19EBu8BQNAV5fhQC22pEuTFUrddhmk0hjcZEXicBaxifjWLYg046M9Q8LjSLoIFGTYPRR77SzL2fPZLFlx+7a2iu5U5C8PbepqMxG9XcFDfElZYVNKLRCWLAxs8gNhEhDAdENBASiRFKN7y0Brera6GkE/TK73UK5YuSir9Zv4T8zucAkI4VAKBLIwDTPuNBrwmuPm/1yobVEWSpuIKl7RWIch1gadAaD0prRC9UttpWLGj1lIqS0vDA5zbBHFtBVaNRLQM6NrApur/urJGHFy5/Azrap8S6MVS9pJS0GJ/UNk6OHW0zPu3Gxtx08trbhkGnlBldGgEczkVQw9kvdsfFPzn1VGTRzKgiGsSA7Q+HoYkIIXkQ0UBIJEYovSpXW5YbRaZB0wkcRYFSw0sfvoLRVA6b4pY5vdmgIspQ2Xrb5+LoWBFlqlSQ757GPG7hV+3LqXnP++G3I4h1/1MMh92myNR1AJQGlRHBAKA0DoySacu1tnpKK2JjajU1ccvs5mQsF3jG13UXxMPrlFIiSiqu7t7G87+6bEa7nmz2HHeT3x6GsdHpmulURxB3ml+nlJlpzEPDUtvyfnRoiqowuRNRRjSIAUsgHA6IaCAkEsPQsreaNNpYBk0n6NVbH4D5d0M4yKoGRmlvnRh1wV/YxkWLkU1z2K3vmUW7Xr/7wv0P4uVfSKhlVqGyVTBKBtnaaVx4yPuUWyfvsCgp+ODaNp7/1mXHdDD7sbldWYOiKRDYNCiqbg6S02gJjMYhXZ1rS0+xekrXilWwLA1qpGZ2cwIOOhL5ue6CeHjtgsNIuWKULDT9IBqTz49gdtxddCco3VL33rl8MO1qY0fEy794G6kTH5nzA6I2jA06pcxcuP9BMKPt7VP7UasUVWFyN+Js/xwUJwH6JBnIRSD0FSIaCInEMLRYmm0RDhluBEDwdIJevfUzXAYlqYSqvG+KBo6hkdqda/uuqAv+wjQu2ozs6lrz+OZbuv24/e6FUxP4Z/g8Ll45hc07jdSEL3/xbl8GrN07bKQKsSzdYiAb2zX204pxrciaglFuFHtSBTqlAaCQKS2Ar03j8Ufbc60NT+k3v7eIjR0RJTULlT1Iu+KahcJ+rrsgHl674DAiIenqXMt6f/vODfzzp71Hd/zQ6Xr82a13wKNVCNUyq6g3ozT274jSeO2eMjORCMM5qsLkYaBTqmKc4phAILRDRAMhkRgv9dev/xjX9242+9MfpAsFTSfo1Vu/YUDnUZX3QVE0JtPjODcyj3du623fFXXBX5jGRScjuypXW0SDl++2pyZMTeXahl65we4dNgzkXLObkoE1Xcl+bAyRqWgKJjMjSNGNgmC9NoKTwik8/mj3XGtjH9LVOXMwGnDQ0cnvdefXw2sXHHptBJnqHPjadMt669utaXy95k4EodP1uK/tgbctU9kKVNXhO2IwjJOeMhNVYfIw0ClVMU5xTCAQ2iGigZBYDEPLTKcJMZ3ATW99geVxMne8pWPO7Egx9oK/MI2LbkZ20O8Oit07TAEo5Pi2QVnWdDD7sTEiREbESOAZCDyDZ067KzA92AcBt0oUtMIN8FkJs/kjoVx3fox5q+D45vcWsVFzyNUfPxgkF1ZBeSc6XY8j9GjbMkbJgk7vt38HMYwjKUyOUizGSadCdrv/R3JyAAAgAElEQVQ4JhAI8UJEAyHxRJWH2623voH9Bd4P72WYxkW7kT2CkrRnGtlBvjsMrMfXSBWyY00Hsx8bI0I0lhpFXZd9icyDfVjw/TucCMOY75Sr/8VHTpp/9ltQ7pZO1+MTJx7BO2utkbh0dQ6pwkeO33HYCbswOWqxGCcdC9nHMw5rEwiEuCCigUBAfL3S/RDmvrUb2Q0DfIzPo675M7Kjwk3/9ySfNzthGPOdcvU/O3/ETAmLekJvt2PeHon7PJjR+YE4P/0gTIdI1GIxTtyI47AYlugMgRAHRDQQCE2S3FkkrH0bJCPbbf/3JJ83g8VrRXxwbRuyqoFlaOQEzky78mrM94p2xTGht9Mxd943/4XHfgy6wzrJPWqxGCduxLEVv4b/MEVnBgEi0AYfIhoIh4KoDYl+GSpBc+STTtKLWd1gGCY6AOiAomjYKUsoAEjzbOjdt4ZlQq8fgy7u2QdJoptYHERjze29H8TwH6boTNIhAm04IKKBMPREbUj0y1AhD2Hv9EPcGYZJVuAa06ablEUZaZ7FXffU8OLiS6Ht07BM6PVj0PVj9kFS6CQWTxzJDvVzwq/hb4/+ZQUOgs/oH6E3RKANB0Q0EIaeqA2Jfhkq5CHsjX6JOyNtxDBIKqIMRdVAAXjkYQpX9t9y3CcAvgVOXBGaKEWYn3SbOGYfGF77nUodhWwqMYKsk1gc9ueEn+vEKfpnCHohgugfYbjS5w4zRDQQhp6oDYmwv9+tIeb1IRxXitausosxdixxueRWcScqNVTlfSiagpc+fAXP3fdV3/va67ha00YEnjXFw9GCgDX9PcfvfP36jyGpB1GJTgKnn8c8ahHmpzYj6tkH1ugex9KJ89o7icXv/rQ9+gAMj7Hm5zoxhFRO4LBjif5VRBkCzw5cKt8gEEetFSF66H7vAIEQNZOCs8EQliER5vcbhtimuAUdmmmILRVX2tadGnOejOr0EPbyvX5o+X5dD/37w8AQd6JSQ0naaxls53df3RzXTgbI4+dmOgrO25V1x+VW4dPvY94twuaGpeIKXlx8CS9c/gZeXHypbb+7HbdOdGrlGlaL125e+6Ti5TmRVBavFfHN7y3iT/7sTXzze4tYvFY0/83PdWI4XNI8i0KOB8vSAAVQAJ49fzoRAnDY8HOeCMmDiAbC0BO1IRHm93sxxLw8hIMaeL2I+vvDwBB3Vbl12Jgxo8LPvhqfESUVm7s1fFrcx+ZuDa99fJBytHBqAs+eP42jBQE0ReFoQTANk06CsxPW6FW/j3mQCJsbsdXtuHXi7MQZPHP6AqaESVAUjSlhEs+cvtDXlKl+E9RYMwz25791uc1gjwMjurOxI0LXdTO6Y+yHn+vEKqQazQgEzExkcP+pcSIYIsLPeSIkD5KeRBh6om4zGub3ezHEvBS8DlqKVhQYMyrs068zXGNglJ993RK3IUpqS4qDrGhY3d7A4rWieS461Rh0GpR2PDMNSZPallujV/0+5kFSgdzWAfmpzYiyO9ggplgEKYxPQrMFNzUZXq+TYekwNmgMQze8ww4RDYTADEJf9KjbjIb1/V4NMbcP4ahzvaP+/jCuMWP9lz58BVW5CpZmkeEyzSnS/vZ1UhjH1d1bbcsZJeOq0LST4ATQcwp41Me8F90mlfc6X/0WPH4ZVGPTr7GWhCLqKKI7w9JhjECIGyIaCIE4zH3Ro6Cj5zk7E6gtZzcDLwyi/P4wr7GzE2fw3H1fDW1fH5t5GO/dutG2PF2dw6bkzqjpJji7Ra+8HvOwxb1bwXNjdwNX176LdPEzOCGcwuPnZvouePyycGoCq+tl/N2vb6NaU5BJs/id3zo+tMZmEtKxooruEK83geAdIhoIgTjMfdGjwMkQO56dwbub75vrdDOaOxmGcaZolZQSpoRCaN8f9jUW5rE4O3EGJ5QHsaYvQ2WrYJQM0tU58LVpTBWCGTW9oldejnlU4t5pH19cfMn8szV1S8usYqM4je+8+QkeeXgem2gXDWGJ2KhYvFbE29ffhza7Cp6rQpMzePv6Nuamc0NpgCYhHWtQozsEwjBCRAMhEFvidkv7ykbKx0ji0wySjN0QsxphVuxGcy/DMK4UrampHDY3y6F9bxSpLGEeiwv3P4jvvFkAAEjpddQyq6jmFzE6fhRLxVQijnmc4t56viqibP5ZZavmn69/nMYzj1+ITMRGxQ8/+BWq+UUAjU47KltBNb+IH37AY+HUlzx/X9JTO5NgsFtTiXardRwtDMZEawJhGCGigRCIFM1hTdoz/65oCkrSHsZS+T7u1XDh1mhOetTHGIq1uStiasz9iz/pqSzGb/jhB7/CNrsIjqExKvCo0+XEpOrFWUNgPV+yqpnLGSVj/nlzt4azEwt9Py5eWcey+WdN16GqOnToWK1fxeK1Bz0ZsoOQ2pmU3H8jlShshwSBQPAGEQ2EYFAel8fMe+tX8drSTxPryXODW6M5ycWlQbqwRF2PEQYLpybwTnUTmjjS9m9JEG1xCi/r+eIYGrLSEA7p6py5TqdZInF43b1sx76uxu8CCtsQDJoO6HpjxdS+565CSRf5BiT3n0AgGBDRQAhEXZWR5/OoylVLelIGdU3u/eGIWSqu4NUbb0BRVADJ9OS5wa3RnGSPfJAuLFHXY4RFkkVbnMLLer5q9TsobbNmnYeBPb0lTK97t4iWl+04rUtxMjRVh6YyLeuyahaAt65CSb5e4sRvBJJAIMQPEQ2EQBiGqtG20lyeAEN1UDx5vXBrNCfZIx+0C4uXGgQnTzKAyLzYhtGzwQAUX0NW4CDwB0ZlEu6FuIWX9XyZRqHUOb0lrHu1V0TLy3ac1h3ls9hDBVKlcX4pigJFAcrGcayVqtjaFVvmc3QjySI/LpIwB4JAILiHiIYhoh9FdY/NPIy/WPnLtkhDEgzVLXEbDNueJzWInjw3RnOSPfJxdWFx8g7/xcpfAtAhsGlzWVgRJ6vRw6fnUGUWm92CeFM4JOFeAKKfVdIJe3qLMWHY6lkOy+veK6LlZTtO6wosD5qiUJMy2Nf3oEsjkNZngHLj9+nAUKXd9cLtO6dTNCEJcyCcINEPAsEZIhqGhP4W1ek9/t4fJoVx7Mg77cuH2JPXL8OwF3F1YXHyDlflRtceQzRY13XTstZY18kwsho9RvpNLbOKiiji5NjRxIi2pNDJszx6NoM63V7g6vVe7RXR8uLd77TuiewxPHL0aXz/rVV8ulUFlINi75zAARiutDsDuyF91z01XNl/y/z3Tu+cbtGEJMyBsEOiHwRCZ4hoGBL6lYpzae0yBDbtyiCLm8dmHsarN95wXB4nw+q18vK74urC4uQdVjTFeV2bd9k5SvFdABQEloeoSFjaXsH7W1dxV24WT839bpvRw9emwdemQVMUvvaPHvK070lvv9kNt9dCJ8+ysnkCOLrUttzrvdorouXFu99t3bMTE8jnR/DC/3MZoACWoZETOKT5xis1irS7fuJkSK988nOMFtSWVDyg/dnfLZqQhDkQdpIa/SAQkgARDUNCv4rqklzMd3biDPJjQqN7Up88ecPqter2u56cyjl+Jo4uLE7eYZZ2fszZvcvOUYp9888lqWT++XZ1Dd//5IdIT5zF/lah7XNejZ5OgmWMz6OuyokWEV6u8U6e5VpxHF99LPjchl4RLS/e/V7rfnb+CO4/NR6q0RvUwRCVg8LJkFbZCioi3SYa7M/+btGEf/rbp/o+B8JOEqMfBEJSIKJhSOhXUV3Si/kemP4MjjGzfdt+Er1WYXi0u/2uJx+ZC2Ev/eHkHc5wGTilzNm9y92iFEaKk305O3UbcBANXo0eu2ARlRpK0h6q8r55jyW185eXa7ybZzkMr7ubiJaX7fRaN8y0u6AOhigdFE6GNKNkIVOVtuX2Z3+3c56UORCt+5W86AeBkBSIaBgS+lVUNwzFfFGSNK9VWLUvSftdBp28w07L7L+3W5TCnuJkLJeZCp49fzqw0WMXLEaEw77dJKT92fFyLcRR2xLnXIEwjd6gDoYoHRROhnS6Oof6xNW2de3P/l7nPGlzIJIwBZtASCpENAwJ/SqqG7RivrhJmtcqrNqXpP0uK528w71+n3OUYgQAZXYHa13e8KqGYfTYBYsZybClViUh7c+Ol2shiZ7loIRl9AYV4lEKeSdDmq9N44ljM1jTl7s++72e837XgA3jNUoghAURDUNEv4rqBqWYrx8kzWsVVg3K4+dm8P++sYKKKENRNbAMjazADbQ3rluU4vXrP8b1vZvNlsIjZuF/WBE1u2BhaRaKpjRTqw6IM+3PbRqb12s8aZ7lpBBUiEcp5DsZ0gBw/Uoa0q6I+pgANTMBOJxat+c8KTVg/bpG+y2YCIReENFAIERI0rxWYdag2CdgtE/EGDy6RSlMIzqCiJpdsBzPzGC3vtc2NDGutD8vaWxJu8YHlaAOhqgdFE7zNsI28JNYAxYXSRFMBEI3iGggECImSZ7VsGpQLl5ZQ5pnzRaT1uVRFEInwQMXdUTN/v1RipReeE1jS9I17ocktLsNKr7iFm9RGPhJrZWKg8MsmAiDAxENBMIhIqwalDhf7v3ywPXbkOxn2l+SWymHjdfmAMZ1savsYowdC/W6CCq+On0+ims5imdAkmulouYwCybC4EBEA4GQMKI2Vg1j1NjOX33yOi6tXfa0nThf7v3wwPV3wnr/mRTGcaN82ywAb9RyZHAyd7zfuxY6XqIq1uuCZZmBuC6iupajeAYkrQbMTpQRz8MsmAiDAxENBEKCiMtYDbqdOF/um7sipPQ6aplVqGwFjJJFujqHzd3oDIl+TVhPCsezM3h/66CdpqIpKEklHJ/xNuW6H3gV3V6iKq99fBGbezXIqoYUyyCTZiHwTKKvi6iu5aDPgG4GeBLrY6KOeCZdMBEIABENBEKiiMtYDbqdOF/u6YkdbDGL5t9VtoJqfhEFle/yqWAManpOWJ7Q25U15PlRVOV9S6RhBLcrzlGfpOBHDLttDrB4rYjV7Q3z77KiYqesAuCxRfXvuuh1zqO6loM8A3oZ4EkQCXaijngmWTARCAZENBAICSIuYzWM7cT1cmenbgEOu8VO3Y5sm0mfdO5EmJ7QLXEbAps2W8uayxMumvyIYbfNAS5eWQNDZ6GyrVOQK6KMk2NHfe5xMNyc8yivZb/PgEEs+o2j5iCpgolAMCCigTAUJKG7ThjEZaxatyNKKiqiDFnVkKHyWLxWTNSxk+kqCjne3EeuORNCZiq9P+yTqCadR3mdBjXErPsmTjNIZWQIPNOyTpJFE+BPDLttDrC5KyLNz6GaX2xZLqtabK1w7bg551Fdy0EYxKJfUnNAIBDRQBgCunnbnpzKRbLNqIqV43rBG9sRJRU7ZengH3ZnXXmnwzJ+3RzHSWEcm9iK1YCNYtJ51DnRQQwx+75hZxY72iIAvuW499PQdINf0e2mU1XDaJwGANQyq9C4Khglgxlqvm/1DG7OeRTXclAG0QAnNQcEAhENhAiIu1VlN29bFDMDoixWjusFb3zft3/5IwB1MEoG6eoc+FrDKOrmnQ7L+HV7HPvlKQ275WnUKRlBDDH7vhnXQZ2+iZG0mghD0w1RXiuG0cjXpsHXpsGxNGRFw4Xzpz1/V1ii2+0572f7XicG0QAnNQcEAhENhJDpR6vKuEPdURcrh/2C7yTizk6cgbBeAq+3f6bbsQvL+HV7HJPoKfVD1NdpEEPMad/42jTo9Rn8q6cOOib1e3ZFL6K8VuxG47HJLB6an/RsNIYZcRpE4xvoboAbgur6RhmyooFjadx1NIfHz81EFjn2st9EJBAOM0Q0EEKlH60q4w51D1JnnV4izs+xC8v49XIck+Yp9YPXY+3VG+3VE2r9/lK1Do6h2yZ8W/dtUGZXeLlWvIogq9E4NZXD5mbZ8/6FGXEaZO+3kwFuCCpRUrBrTZvUG+Iqnx/B7LgQ854SCAQDIhoIodIPgzpub9sgddbpJeL8HLuwRJqb4zgsBe6At+vUrzfarSfU/v0sQ2OnLKEAtAgH674N2+yKfomgsCNOw+T9NgRVRZRblpdFGWmexd++cwP//On5fuwagUAAEQ2EkAliUPtNfYjb25bEbiSd6CXi/By7sERar+NoN2xviNfw4uJPkL+tYHbsiKvrI0miw8uxjrr+wf79QlMoyKqGEYpy3Dc3DoEkHe9e9EsEDWIRcFwYgkpRtZblxt/Xt6ux7xOBQDiAiAZCqPg1qIN6/eL0tg1Sjr0bEef12IUl0nodR6thK6XXzVaXZZHGJt/7+oi6W5Ef3B7rqOsfnL5f4FnQFIU//W+cpz73upaSeLy70a80Q7+ie5AEmV8MQcUyNBTlQDiwDA0AmB7P9GvXCAQCiGgghIxfg3rQUh8GJcc+7KhISzTo7nF8NaBY6nYcrYZtLbNq/lm2eCG7XR+DOEDKIGpvtJ/v73UtDdrx7leaoR/RPWiCzC+GoMoKXEtNQ07gAABffORkv3aNQCCAiAZCBPgxqAepuHiQCDMqEncOuNWwtU7h5ZpeR6D79TGIA6QMoq7T8fP9va6lQTve/Uwz9BrdGzRB5heroLpOUZAVFSmWwcmjWTx+bgafnT/iq/icQCCEAxENA0bSWx76ZZCKiweNsKIicUeDrIYto2RN4ZBteh2B7tfHIOeOR12n4/f7u11Lg3a8BynNcNAEWRCGqbCbQBg2iGgYIAal5aEfBqm4+LASdzTIatjK1VOoTXyArMC5nlA8qD3sDaI2nsL+/kE83oOSZjhogqxfHIa6DwKhnxDRMEAMWt6/FwbJ6xcW/Y4aed1+nNEge+3EczMPAzjj6foY5B72g8hhO95/v3wHP/jZP8RioHYTZP1+jiSFw1L3QSD0EyIaBohhz/sfFK9fGPQ7auRn+3FFgzrt2zOnL+BrC895+i6S6hAvh+V4L14r4vtvrUJudviJ2kDtJMiY0eLQRp+9cljqPgiEfkJEwwBB8v6Hh35GjZaKK3jpw1dQlatgaRYZLgOB5Xtu3x4N4tQslM3jeOVqCVNji6F5Wjsdm9ev/9izR5V4YQlR4MZADTtVxkmQvbj4muO6wxB99sphqvsgEPoFEQ0DBMn7Hx76FTUyvPhVuTEkSdEUlKQSgDwElu+5fSMa1C0V4MmpXM/96GZQOR0bUZGwXr2D6cwRAO48qv2O5hCGl81dEYyli9fB8oaBGleqzLBHn71A6j4IhOhpf+oREsvZiTN45vQFTAmToCgaU8Iknjl9gRhAA8ik4BwdijpqZHjxWbrVX2CICLfb7+Zp7YVhUG3siND0A4Nq8VqxsQ8Ox8aIitjpFJXo9m/dPkMguGFqTOiwvGGgBrk/vNCv50gS6VRwn+RCfAJh0CCRhgHjMOX9DzP9ihoZnskMN4KStGcuVzTF0/adUgFEScEH17bxJ3/2JgrZVMd0jF6pHU7HRtEU5PnR9t/TxaNKvLCEqHj83Ay+/9aq43IgvlQZEn0+4LAV4hMI/YCIBgKhD/SrW5RRFyOwDY9oVd6HoinIcBlPUSt7KoAoKdgtS2BZGrqud03H6GVQOR0bnuYhaVLbZ7p5VEkNECEqFk5NIJ8faXZPajdQ40qVOYxd57pxWArxCYR+QUTDEEOKQJNNP6JGVs+kwKZN8eA1zc3eArIiygCAnGXwGuDcucSNQWU/Nvb6BOvv6QTxwhKi5LPzRzA77pymFOfMChJ9JhAIcUFEw5AStAiUCI7hJKhn0lrAnOYYADrqig4KQCHHI823PlKc0jH8GFR+9pt4YQn9gqTKEAiEYYSIhiHl0tpliErNTD9ptNYccdWKj3SdGW78eibtHWF2KxLKoozcCAc+xTh+xikdw69B5We/iReW0C9IqgyBQBg2iGgYUm6WP20rdC1Je7hJfdrzs8M0efq99at4bemnJGISAtYC5pqkYKfcqDEo78vIChx2yhIKADg2Za7XKXpADCpCEEgklEAgEOKHiIYQSdKLTNZk5+Wq83Irw9J1Zqm4gldvvAFFUQGQiElQrAXMZfHgOlJUDUIzLUlWNdA0haOF4MOsCAQnSCSUQCAQ+gMRDSGRtBcZR3OOy1OM83Irw9J1ZpgiJknAWsCsqJq5nG0OuRJ4FjRF4d//8Xlsbpb7so+E4Yfc1wQCgdAfyHC3kEjaIKnZ3DHk+bw5EIulWeT5PE5kj/X8bKfuMoPWdWZYIiZJwZpqxFqm4WYtHZPCbim5VFzBi4sv4YXL38CLiy9hqbgS6vcTBg9yXxMIBEJ/IJGGkEjai+yxmYeb/fj5tuW9GJauM5PCOHbknfblMURMkpSqFhbWAmaprmJvv46swJmpSUC4LSWTFr0jJINhiYQSCATCoEFEQ0gk7UUW1PAfhq4zj808jFdvvOG4PEqG2di1FjAftF+NpqUkSUMhOEHmbxAIBEJ/IKIhJJL4IhsGwz8IZyfOID8mNLonxRgxOSzGbtQdkJIWvSMkg2GJhBIIBMKgQURDSBzGF5l10NfUWDK75Tww/RkcY2Zj3SYxdsMhadE7QnI47A4RAoFA6AdENITIYXqR2Qd9beyI5t+TJhzihhi74ZDE6B2BcNgZBGcRgUCIBiIaCL64eGUNUnodtcwqVLYCRskiXZ3DxSvCoX+BEGPXP3aD5Nw9X8CavnxooncEQpIhziIC4XBDRAPBF7fEa6jmF82/q2wF1fwibpUoAAv927EEcBhT1cLAySDZuAw8e/5pLCwQg4RA6DfWqfD25UQ0EAjDDxENBF9ohZuA5rT8Rvw7k0DcpKqRMH8rxCAhEJKNdSp86/JazHtCIBD6ARENBF/w/3979x9kV3kWcPy7mx9kISGLZBNTBUqKPC1QfkihxUaSToOIzMBMUcdx/NGiMFbGGRSppdMpMNb6k46MgnQYLbY6HWuhMoVBsBaQKAJjaWEFXyxELBWWzZJAoBtIyPrHuTfcbO6e5O7ee865534//3DPe85y3/vOnZP7nPd5n/ew13mtzaa/hyx/Pffv6rZ/wXw/Ty+n+ft1jP1BIlVb667w+7Z3d1NHSdVk0KB5OWp0NTNM8Or0Lna9uYcli4ZZPrKEo1aunvNv6rZ/wUI+T6+eqvfzGFfhB4mzP9Lc1p+8dp+HHa3tkurPoEHzku04fRcjhyzar30uddu/YCGfp1dP1ft5jHvxg6STWRcXeUr5WneF79WmjpKqy6BB8zKfxb51279gIZ+nV0/V+3mMu/2DpNNZF9dUVI8zP9XT600dJVWXQYPmrdN9Keq2f8FCPk+vpvn7fYy7+YOk01kX11RUizM/klQtw2V3QINjrtSlft2/YCGf56Rjj+SiDetYc8QIw0NDrDlihIs2rFvwj6G6jfFCdDrrMjY6Mke7izzLkDfzI0kqnjMNKkzd9i9Y6OfpxTR/3cZ4ITqddXGR58ErokKXMz+SVC0GDSpUpylNVVfFz1PFPpWh052567jIsxdrAoqq0FWFalqSpLcYNEiqpfnMutRpkWev1gQUVaHLmR9JqhaDBkm1VbVZlyI33utVNaiiKnTVceZHkvqZQYMkFaDojfd6tSagyApddZr5kaR+Z/UkSSpAXlpPL/SqGpQVuiRpMDnTIEkFKHrjvV6tCchbK1Jk+lVVOQaS6sqgQZIKUPTGe71cE9BurUjR6VdV5BhIqjODBkkqQKclYLuhyDUB3aiq1CwR++zEDnbt3sOSxcMcs2ZF3yyALqqylCSVwaBBkgpQ9433Fpp+1SwRO/36brbveP2tEzPs3a+h6oFD0SloklQkgwZJKkjVSsB200LTr5olYl+d3rVP+47pXSw7ZPGCS8UWoegUNEkqkkGDJKmtThb1LjT9qlkidvebe/Zpbx4vtFRsEcpIQZOkohg0SDpozZzzye3TjI2O9E2uuTrX6aLehaZfjY2OMLFtmsWLhtm9+63AYfGi4cb5hZWKLULdU9AkDTaDBkkHpZlz3jSxbXrvsYFD/cxnUe9C0q+aJWKXjyzZZ03DipEle8/3gzqnoEkabAYNkg5KM+e8XbtBQ/0Uvai3tUTss0ND7Nr9JksXL+LoNcud0ZKkCjBoUKlMd+kfzZzz/durn2uuzpWxqLfIErGSpM4Ml90BDa5musvEtmn2zLyV7jK+ZarsrqmNsdGROdqrn2uuzs21eNdFvZI0mAwaVJq8dBdVz1w55f2Sa67OvOvI47lg3XmMjaxiaGiYsZFVXLDuPPP1JWlAmZ6k0lQ13aWTMpN1Nzt97PQY47kXX2Vy+07GRpeZTlZzLuqVJDUZNKg0zRKL+7eXl+7SaZnJohUZ0LSrljSxbZqLNqwzUJAkacCYnqTSVDHdJa/MZNmaAc3k9FZm2LM3oHly6qmevJ/pY5IkqcmZBpWmtcRiVdJdii4z2Yn51M1fiKqmj/UzU98kSf3KoEGlqlqJxTLKTB6sogOaKqaP9bOqp75JkpTH9CSpRZXLTK4aaR+49CqgqWL6WD+rcuqbJEkH4kyD1KL5xPfB5x9h686XWLWsOikkZ609Y58n1a3tvVDF9LF+VuXUN0mSDsSgQZqlqmUmywhoqpY+1s+qnPomSdKBGDRIfaSqAY0OrOiZIkmSuqmnQUNEvBf4w5TSxog4DrgFmAHGgctSSnsi4mrgfGA3cHlK6eFOru1l/yWpW6qc+iZJ0oH0LGiIiI8Bvwi81mj6LPDJlNJ9EXETcGFEPAtsAN4LHAXcCpzR4bWS1BecKZIk9ateVk96GvhQy/HpwP2N13cBm4D1wD0ppZmU0v8CiyNirMNrJUmSJPVQz2YaUkq3RsTbW5qGUkozjdc7gJXA4cBUyzXN9k6unczrxxFHHMrixYvm+zG6bmxsRdldGDiOefEc8+LVacy//cIT3PvMvzHx2lbWHLaKD6z7MU75wRPK7tZ+6jTm/cIxL4fjLih2IfSeltcrgO3AK43Xs9s7uTbXtm3fn2d3u29sbAWTkzvK7sZAccyL55gXr05jPnsTvDwzlaAAAApMSURBVOe2v8AXv3kbL6+brlRqV53GvF845uWo47gbBM1PkZu7PRoRGxuvzwMeAP4VODcihiPiaGA4pbS1w2slSTUxCJvgjW+Z4qbbx/ndv36Em24fZ3zL1IH/SJJKVuRMwxXAzRGxFHgS+EpK6c2IeAB4kCyAuWwe10qSaqLum+CNb5ni1vuf2Xs8sW1677F7okiqsp4GDSml/wHe13j9FFn1o9nXXANcM6vtoK+VJNVH3TfB2/zY83O2GzRIqrIi05MkSco112Z3ddkEb3L79BztOwvuiSR1xh2hJUmVUfdN8MZGR5jYtn/gMDa6rITeSNLBM2iQJFVKnTfBW3/y2n3WNLS2S1KVGTRIGlhPTj2VPdGefolVI/V6oq1qaq5b2PzY80xu38nY6DLWn7zW9QySKs+gQdJAmr0fwOT01r3HBg7qpZOOPdIgQVLfcSG0pIE0CPsBSJLULQYNkgZS3fcDkCSpmwwaJA2kVSPt6/7XZT8ASZK6yaBB0kCq+34AkiR1kwuhJQ2kuu8HIElSNxk0SBpYdd4PQJKkbjI9SZIkSVIugwZJkiRJuUxP0kAZ3zLV2Il1mrHREXdilSRJOggGDRoY41umuPX+Z/YeT2yb3nts4CBJkjQ305M0MDY/9nxH7ZIkSco406CBMbl9eo72nQX3ROoPpvNJkpoMGjQwxkZHmNi2f+AwNrqshN5I1WY6nySplelJGhjrT17bUbs0yEznkyS1cqZBA6P5dDRLt9jJ2Ogy0y2kOZjOJ0lqZdCggXLSsUcaJEgHwXQ+SVIr05MkSfsxnU+S1MqZBknSfqqczmdVJ0kqnkGDJKmtKqbzWdVJksphepIkqW9Y1UmSymHQIEnqG1Z1kqRyGDRIkvrG2OjIHO1WdZKkXjJokCT1Das6SVI5XAgtSZqXMqoYVbmqkyTVmUGDJKljZVYxqmJVJ0mqO9OTJEkds4qRJA0WgwZJUsesYiRJg8WgQZLUMasYSdJgMWiQJHXMKkaSNFhcCC1J6phVjCRpsBg0SJLmxSpGkjQ4TE+SJEmSlMugQZIkSVIugwZJkiRJuQwaJEmSJOUyaJAkSZKUy6BBkiRJUi6DBkmSJEm5DBokSZIk5TJokCRJkpTLoEGSJElSLoMGSZIkSbkMGiRJkiTlMmiQJEmSlMugQZIkSVIugwZJkiRJuQwaJEmSJOUyaJAkSZKUy6BBkiRJUi6DBkmSJEm5DBokSZIk5TJokCRJkpTLoEGSJElSLoMGSZIkSbkMGiRJkiTlMmiQJEmSlMugQZIkSVKuoZmZmbL7IEmSJKnCnGmQJEmSlMugQZIkSVIugwZJkiRJuQwaJEmSJOUyaJAkSZKUy6BBkiRJUi6DBkmSJEm5FpfdgbqLiNXAfwDnALuBW4AZYBy4LKW0p7ze1dOsMT8U+Brw343Tf5FS+ruy+lZHEfEo8HLjcAvwOeB6su/7PSmla8vqW121GfOvAX8MfLfRdnVK6f4y+lZXEXEVcAGwFLgRuB/v5z3VZswfxft5T0XEh4EPNw6XAacCG/GeLtzcraciYgnwZeBEshvfHwGfTSndFxE3AXenlL5aZh/rps2YrwdWppSuK7VjNRURy4AHU0qntbR9C7gIeAa4E/hkSumbJXWxduYY808Dj6aUbi2vZ/UVERuBK4ALyR5E/Dbwo3g/75k5xvw5vJ8XJiJuAL4N/Dre04UzDb32J8BNwFWN49PJnk4B3AX8BOA/Mt3VbswjIi4kezp1eUppR1mdq6FTgEMj4h6y+8k1wCEppacBIuJu4IOA/8B0z+wx/wTZ9/y0iLgceBj4nZTS7hL7WDfnAo+T3a8PB64ELsH7eS+1G/Nfwft5ISLiPWQP364CftN7usA1DT3TmOKbTCnd3dI8lFJqTu3sAFYW3rEam2PMHwauTCmdTfaU5Ooy+lZj3ycL1M4Ffg34fKOtye95980e878F7gV+AzgbWN5oV/esAt4D/Axvjfmw9/Oeajfm3s+L8wngWrKA7ZWWdr/rA8yZht65GJiJiE1kOYFfAFa3nF8BbC+jYzXWbswvSCm90Dj/VeDPyupcTT0FfKfx4+mpiHgZ+IGW837Pu2/2mE8BX0opfRcgIm4nSyVQ90wB/5VSegNIEbETOKrlvN/z7ms35nemlF5snPd+3iMRMQq8M6V0b0QcTvb9bvK7PsCcaeiRlNLZKaUNKaWNwLeAXwLuauRpApwHPFBS92ppjjG/PSLObFzyQbIF0uqei4HrACLibWS5x69FxDsiYojsabjf8+6aPeYrgYci4ocb5/2ed99m4CcjYqgx5ocB/+z9vKfajfmd3s8LcTbwdYCU0ivAG97TBc40FO0K4OaIWAo8CXyl5P4Mgo8Cfx4RbwAvAJeW3J+6+UvglojYTFZF5mJgD1kqwSKyShsPldi/Opo95h8hS0m6LSKmgSeAm0vsX+2klO6IiLPJ0mOGgcvIqlZ5P++ROcZ8Eu/nRQiy9K+mZnqY9/QBZ/UkSZIkSblMT5IkSZKUy6BBkiRJUi6DBkmSJEm5DBokSZIk5TJokCRJkpTLkquSVJCIuAF4P7AUOI6sPCrA9Smlz5fWsTlExBeBj6eUvld2XyRJ5TJokKSCpJQuA4iItwP3pZROLbdHB/QBYKjsTkiSymfQIEkli4gVwA3AiWRpo7+fUvpyRPwqcA6wGlgL3Aj8CLARmADOB44C/h54GngX2aZjv5BS2h4R5wPXkN3rnwYuTSm9FBHPke24eyrZzMeVZAHCEcD3gJ8l2zhrNXB3RLwfGAfel1J6LiI2kc1AbGpsMjcBnAT8NHB0u/fswbBJkgrkmgZJKt/VwL+nlE4nCwiujohjGufOAC4gCxCuB/4hpfRu4BBgU+OaU4A/TSmdCHwH+FRErAE+DZyTUjoNuBf4TMt73pFSeiewClgHnJVSOh54Hvj5lNLvAS8C56aUth+g/4+mlKJxfd57SpL6lDMNklS+TcDSiLi0cXwYcELj9eaU0o6ImAZmyH6IAzxLNjMA8GRKaXPj9ReAvwL+BTgGuC8iILvfT7S850MAKaUUER8HLomI44Ezgf/ssP8PNf571gHeU5LUpwwaJKl8i4CfSyk9BtCYJXgJ+GXgjZbr9qSU9rT5+90tr4cbx4vI1k18qPH/XAYsb7luutF+JvA3wHVkaU5DtF/HMNPSvmTWuemWz5H3npKkPmV6kiSV7xvARwEi4oeAx4G3dfD3J0TEuxuvPwLcBTwI/HhEvKPRfi3wB23+diPw9ZTS58jWIPwU2Y9/yIKP5sOlrWRrLgAunKMfB/uekqQ+Y9AgSeX7FLAyIh4H/gn4rZTSsx38/VbgMxHxBDBKtpD6/4BLgNsiYpxsofLH2vztl4AzGu/9DeAR4NjGuTvIFkIf3ejjjRHxCDDVrhMdvKckqc8MzczMlN0HSdI8RcRxwD+mlI4ruy+SpPpypkGSJElSLmcaJEmSJOVypkGSJElSLoMGSZIkSbkMGiRJkiTlMmiQJEmSlMugQZIkSVKu/wdVr8kRZQ1JgAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Create a new dataframe with cold weather teams in spring months; plot relationship\n", "\n", "cold_spring_teams = new_df_spring[new_df_spring['team'].isin(cold_weather_teams)]\n", "\n", "sns.lmplot(x=\"Temperature\", y=\"attendance_per_game\", data=cold_spring_teams, fit_reg=True, hue='below_median', legend=True, size=10)\n", "plt.title('Spring attendance per game against Temperature for cold weather teams', fontweight='bold')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The slope of a linear regression is: 132.6\n" ] } ], "source": [ "## Find the slope of the Temperature and Attendance per game relationship\n", "\n", "cst = cold_spring_teams.dropna(how='any')\n", "\n", "slope_1, intercept_1 = np.polyfit(cst['Temperature'], cst['attendance_per_game'], 1)\n", "\n", "print('The slope of a linear regression is: %.1f' % slope_1)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Observations\n", "\n", "Still no luck on finding a meaningful relationship between a temperature being above or below the median temperature, even in cold weather cities. While the relationship has a more positive slope than previous attempts, it still represents a change of just ~130 fans for each additional degree change in temperature. Put differently, a 10 degree change in weather will change the attendance per game estimate by ~1,300 fans.\n", "\n", "We'll move on to other techniques to determine the importance of temperature - and being above or below the median temperature - on attendance." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Model Building\n", "\n", "There will be two more steps to this initial project, model building and statistical significance. First will be to try and see if we can make reasonably accurate predictions for attendance per game using weather metrics, and if yes, determine the relative importance of each of those factors, and see where temperature or related factors rank in this." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Step 1: Baseline\n", "\n", "We'll start by establishing a baseline prediction, measure the \"accuracy\" of this prediction, then compare our model results to those prediction accuracy measures and see if we were able to meaningfully reduce the variance.\n", "\n", "In this case, I'm going to set the baseline prediction to the median value for each city for each month, and for model scoring I'm going to use Mean Absolute Error (MAE) which calculates the absolute difference between the observed value and predicted value, then sums that for the total set of observations and divides by the number of observations." ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "## Create a dictionary with the mean attendance per game values for each city for each month\n", "\n", "city_attendance_mean = {}\n", "\n", "for team in list(set(new_df_all['team'])):\n", " \n", " team_df = new_df_all[new_df_all['team'] == team]\n", " \n", " grpd_df = team_df.groupby(by=team_df.index.month).mean()\n", " grpd_df = grpd_df.drop_duplicates(keep='first')\n", " \n", " city_attendance_mean[team] = list(zip(grpd_df.index, round(grpd_df['attendance_per_game'],0)))" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "## Assign the mean monthly value for each team to a new column\n", "\n", "mean_attendance = []\n", "\n", "for val in range(len(copied_df)):\n", " \n", " team = copied_df.iloc[val,-4]\n", " month = copied_df.iloc[val, -3]\n", " attendance = copied_df.iloc[val, -5]\n", " mn_attendance = city_attendance_mean.get(team)[month][1]\n", " \n", " mean_attendance.append(mn_attendance)\n", "\n", "new_df_all['mean_attendance'] = mean_attendance" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " team attendance_per_game mean_attendance\n", "Date \n", "1990-04-30 NYA 23700.000000 36641.0\n", "1990-05-31 NYA 21788.200000 36922.0\n", "1990-06-30 NYA 29166.083333 40498.0\n", "1990-07-31 NYA 25395.384615 41485.0\n", "1990-08-31 NYA 25593.000000 42051.0\n" ] } ], "source": [ "print(new_df_all[new_df_all['team'] == 'NYA'][['team','attendance_per_game','mean_attendance']].head())" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(4, 36641.0),\n", " (5, 36922.0),\n", " (6, 40498.0),\n", " (7, 41485.0),\n", " (8, 42051.0),\n", " (9, 38616.0)]" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Verify that the mean attendance was correctly attributed to the city and month\n", "\n", "city_attendance_mean['NYA']" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "## Establish baseline MAE; first step is splitting train and test df's\n", "\n", "X = new_df_all['mean_attendance']\n", "y = new_df_all['attendance_per_game']\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=22)" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean absolute error baseline: 5550.63\n" ] } ], "source": [ "## Calculate the baseline mae\n", "\n", "mae_baseline = mae(y_test, X_test)\n", "\n", "print('Mean absolute error baseline: %.2f' %mae_baseline)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Linear Regression\n", "\n", "Find the most relevant features, including dummy variables for team name, to predict attendance." ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "## Create dummy variables for team and add it to the new dataframe\n", "\n", "team_dummies = pd.get_dummies(new_df_all['team'])\n", "new_df_all = pd.concat([new_df_all, team_dummies], axis=1)" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "## Select numerical features, drop leading predictors, add month dummy variales, and aggregate into a new DF\n", "\n", "fs_copy = new_df_all.copy()\n", "fs_copy.dropna(how='any',axis=0, inplace=True)\n", "\n", "X_1 = fs_copy.select_dtypes(include=['float','int64', 'uint8'])\n", "X_1 = X_1.drop(['mean_attendance','attendance_per_game', 'Attendance'], axis=1)\n", "\n", "month_dummies = pd.get_dummies(X_1.index.month)\n", "month_dummies.columns = ['April','May','June','July','August','September']\n", "\n", "X_1 = X_1.reset_index()\n", "X_1 = pd.concat([X_1, month_dummies], axis=1)" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [], "source": [ "## Predictor variable\n", "\n", "y_1 = fs_copy['attendance_per_game']" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [], "source": [ "## Extract relevant features\n", "\n", "X_1t = X_1[['Temperature','below_median', 'April', 'May','June','July','August','September','ANA', 'ARI', 'ATL', 'BAL', \n", " 'BOS', 'CHA', 'CHN', 'CIN', 'CLE', 'COL', 'DET', 'HOU', 'KCA', 'LAN',\n", " 'MIA', 'MIL', 'MIN', 'MON', 'NYA', 'NYN', 'OAK', 'PHI', 'PIT', 'SDN',\n", " 'SEA', 'SFN', 'SLN', 'TBA', 'TEX', 'TOR', 'WAS']]" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MAE for a linear regression with scaled variables: 5665.90\n" ] } ], "source": [ "## Linear regression with scaled variables\n", "## Split data into test and train sets, initiate model, train it, make predictions, measure predictions\n", "\n", "from sklearn.linear_model import LinearRegression, Ridge, RidgeCV, Lasso\n", "from sklearn.preprocessing import scale\n", "\n", "X1s = scale(X_1t) # Scale the variables to put them on common magnitudes\n", "\n", "X1s_train, X1s_test, y1s_train, y1s_test = train_test_split(X1s, y_1, test_size=0.30, random_state = 15)\n", "\n", "linreg_scale = LinearRegression()\n", "\n", "linreg_scale.fit(X1s_train, y1s_train)\n", "\n", "preds = linreg_scale.predict(X1s_test)\n", "\n", "mae_linreg_s = mae(y1s_test, preds)\n", "\n", "print('MAE for a linear regression with scaled variables: %.2f' %mae_linreg_s)" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "5665.6\n" ] } ], "source": [ "## Ridge with scaled data to create directionally helpful picture of variable importance\n", "\n", "ridge_s = Ridge()\n", " \n", "ridge_s.fit(X1s_train, y1s_train)\n", "\n", "ridge_pred_s = ridge_s.predict(X1s_test)\n", " \n", "mae_ridge_s = mae(y1s_test, ridge_pred_s)\n", "print(round(mae_ridge_s,1))" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Temperature 1399.71\n", "below_median 226.28\n", "April -19.58\n", "May -278.24\n", "June 189.76\n", "July 519.32\n", "August 69.78\n", "September -487.85\n", "ANA 682.59\n", "ARI -421.26\n", "ATL 431.4\n", "BAL 468.88\n", "BOS 803.22\n", "CHA -697.33\n", "CHN 993.73\n", "CIN -517.13\n", "CLE -333.96\n", "COL 1485.75\n", "DET -395.22\n", "HOU -649.51\n", "KCA -1425.79\n", "LAN 2193.64\n", "MIA -1837.08\n", "MIL -277.42\n", "MIN -702.88\n", "MON -1707.34\n", "NYA 1770.7\n", "NYN 228.93\n", "OAK -941.49\n", "PHI 340.6\n", "PIT -1187.34\n", "SDN -436.47\n", "SEA 219.78\n", "SFN 901.13\n", "SLN 1453.69\n", "TBA -1974.88\n", "TEX 120.0\n", "TOR 565.14\n", "WAS -292.19\n" ] } ], "source": [ "## Print the features and corresponding coefficient values for the ridge regression\n", "\n", "for col, coef in zip(X_1t.columns, ridge_s.coef_):\n", " print(col, round(coef,2))" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Highest positive impact features: \n", " coef\n", "feature \n", "LAN 2193.639472\n", "NYA 1770.696408\n", "COL 1485.748069\n", "SLN 1453.688091\n", "Temperature 1399.709129 \n", "\n", "Highest negative impact features: \n", " coef\n", "feature \n", "PIT -1187.335160\n", "KCA -1425.794053\n", "MON -1707.338321\n", "MIA -1837.081799\n", "TBA -1974.882123\n" ] } ], "source": [ "## New ridge df to plot coefficients\n", "\n", "df_r = pd.DataFrame()\n", "\n", "df_r['feature'] = X_1t.columns\n", "df_r['coef'] = ridge_s.coef_\n", "\n", "df_r.sort_values(by='coef',ascending=False, inplace=True)\n", "df_r.reset_index(inplace=True)\n", "del df_r['index']\n", "\n", "df_r.set_index('feature',inplace=True)\n", "\n", "fig, ax = plt.subplots(figsize=(18, 10))\n", "\n", "ax = sns.barplot(x=df_r.index, y=df_r['coef'])\n", "plt.xticks(rotation=50)\n", "plt.title('Coeffients for Ridge Regression', fontweight='bold')\n", "\n", "plt.show()\n", "\n", "print('Highest positive impact features: \\n' + str(df_r[:5]), '\\n')\n", "print('Highest negative impact features: \\n' + str(df_r[-5:]))" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Plot actual and predicted values for Ridge regression\n", "\n", "plt.plot(y1s_test, ridge_pred_s, marker='.',linestyle='none')\n", "plt.title('Actual (x-axis) vs. Predicted (y-axis)\\n attendance per game', fontweight='bold')\n", "\n", "plt.text(45000, 24000, 'R-squared = %.2f' %ridge_s.score(X1s_train, y1s_train), size=10)\n", "plt.xticks([])\n", "plt.yticks([])\n", "\n", "plt.show() " ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MAE: 5665.64 fans.\n", "Accuracy: 77.74 %.\n" ] } ], "source": [ "## Calculate errors\n", "\n", "errors_r = abs(ridge_pred_s - y1s_test)\n", "\n", "print('MAE:', round(np.mean(errors_r), 2), 'fans.')\n", "\n", "# Calculate mean absolute percentage error (MAPE)\n", "\n", "mape_r = 100 * (errors_r / y1s_test)\n", "\n", "# Calculate and display accuracy\n", "\n", "accuracy_r = 100 - np.mean(mape_r)\n", "\n", "print('Accuracy:', round(accuracy_r, 2), '%.')" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [], "source": [ "## Lasso regression with scaled data\n", "\n", "lasso = Lasso()\n", "lasso.fit(X1s_train, y1s_train)\n", "\n", "preds_l = lasso.predict(X1s_test)" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Lasso MAE: 5665.7 fans.\n", "Accuracy: 77.74 %.\n" ] } ], "source": [ "## Errors for Lasso regression\n", "\n", "errors_l = abs(preds_l - y1s_test)\n", "\n", "print('Lasso MAE:', round(np.mean(errors_l), 2), 'fans.')\n", "\n", "# Calculate mean absolute percentage error (MAPE)\n", "\n", "mape_l = 100 * (errors_l / y1s_test)\n", "\n", "# Calculate and display accuracy\n", "\n", "accuracy_l = 100 - np.mean(mape_l)\n", "\n", "print('Accuracy:', round(accuracy_l, 2), '%.')" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Temperature 1401.5\n", "below_median 225.69\n", "April -0.0\n", "May -259.21\n", "June 206.74\n", "July 536.07\n", "August 86.38\n", "September -469.57\n", "ANA 720.33\n", "ARI -387.92\n", "ATL 468.79\n", "BAL 506.38\n", "BOS 841.26\n", "CHA -657.91\n", "CHN 1031.78\n", "CIN -477.7\n", "CLE -294.45\n", "COL 1521.9\n", "DET -355.73\n", "HOU -610.42\n", "KCA -1386.65\n", "LAN 2231.82\n", "MIA -1800.51\n", "MIL -237.78\n", "MIN -663.34\n", "MON -1681.78\n", "NYA 1808.91\n", "NYN 266.69\n", "OAK -904.9\n", "PHI 378.3\n", "PIT -1147.96\n", "SDN -397.21\n", "SEA 257.71\n", "SFN 939.35\n", "SLN 1491.52\n", "TBA -1941.93\n", "TEX 157.22\n", "TOR 603.16\n", "WAS -264.59\n" ] } ], "source": [ "for f, coef in zip(X_1t.columns, lasso.coef_):\n", " print(f, round(coef,2))" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Create a df with the lasso regression features and coefficients to plot\n", "\n", "df_l = pd.DataFrame()\n", "\n", "df_l['feature'] = X_1t.columns\n", "df_l['coef'] = lasso.coef_\n", "\n", "df_l.sort_values(by='coef',ascending=False, inplace=True)\n", "df_l.reset_index(inplace=True)\n", "del df_l['index']\n", "\n", "df_l.set_index('feature',inplace=True)\n", "\n", "fig, ax = plt.subplots(figsize=(18, 10))\n", "\n", "ax = sns.barplot(x=df_l.index, y=df_l['coef'])\n", "plt.xticks(rotation=50)\n", "plt.title('Coeffients for Lasso Regression', fontweight='bold')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "R-squared for Lasso: 0.41\n" ] } ], "source": [ "## Plot lasso regression predictions against actual\n", "\n", "plt.plot(y1s_test, preds_l, marker='.',linestyle='none')\n", "plt.show()\n", "\n", "print('R-squared for Lasso: %.2f' % lasso.score(X1s_train, y1s_train)) " ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Data frame with Ride and Lasso Coefficients to visually see the difference\n", "\n", "ridge_lasso = pd.DataFrame(index=df_l.sort_index().index)\n", "ridge_lasso['lasso'] = df_l.sort_index()['coef']\n", "ridge_lasso['ridge'] = df_r.sort_index()['coef']\n", "\n", "fig, ax = plt.subplots(figsize=(17, 8))\n", "\n", "ax.plot(ridge_lasso.index, ridge_lasso['lasso'], label='lasso')\n", "ax.plot(ridge_lasso.index, ridge_lasso['ridge'], label='ridge')\n", "plt.xticks(rotation=45)\n", "plt.ylabel('Coefficient Value')\n", "plt.xlabel('Coefficient')\n", "plt.legend(loc='best', prop={'size':15})\n", "plt.title('Coefficient Values for Ridge and Lasso Regressions', fontweight='bold')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Findings\n", "\n", "The Ridge and Lasso regressions don't show overwhelming differences in the coefficient values, and both also show very similar MAE and accuracy scores." ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Slope: 85.17\n", "Intercept: 23807.94\n", "Fit: 0.09\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Fit a straight linear regression model to Temperature and attendance per game\n", "\n", "import dc_stat_think as dcst\n", "\n", "slope, intercept = np.polyfit(X_1['Temperature'], y_1, 1)\n", "\n", "print('Slope: %.2f' % slope)\n", "print('Intercept: %.2f' % intercept)\n", "\n", "print('Fit: %.2f' % dcst.pearson_r(X_1['Temperature'], y_1))\n", "\n", "nums = np.arange(95)\n", "\n", "plt.plot([slope*nums[i] + intercept for i in nums])\n", "plt.plot(X_1['Temperature'], y_1, marker='.', linestyle='none', alpha=0.3)\n", "plt.xlim([40, 95])\n", "plt.xlabel('Temperature')\n", "plt.ylabel('Attendance per game')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Ridge Rergression with no Temperature indicators\n", "\n", "We'll also examine the effect of removing Temperature and below-median values and only using month and team, understanding that Temperature will still be tangentially present via these variables (i.e. Temperature is partially dependent on month and team). We'll do this by comparing the MAE of a Ridge regression with all variables (already calculated) and a new model below with just the two named factors." ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "No Temperature Ridge MAE: 5669.86 fans.\n", "Accuracy: 77.68 %.\n" ] } ], "source": [ "# Build and test a model with no temperature or below-median variables\n", "\n", "to_exclude = ['Temperature', 'below_median']\n", "no_temp = X_1t.drop(to_exclude, axis=1)\n", "\n", "no_temp_scale = scale(no_temp)\n", "\n", "X_nt_train, X_nt_test, y_nt_train, y_nt_test = train_test_split(no_temp, y_1, test_size=0.30, random_state = 15)\n", "\n", "ridge_nt = Ridge()\n", "\n", "ridge_nt.fit(X_nt_train, y_nt_train)\n", "\n", "preds_nt = ridge_nt.predict(X_nt_test)\n", "\n", "errors_nt = abs(preds_nt - y_nt_test)\n", "\n", "print('No Temperature Ridge MAE:', round(np.mean(errors_nt), 2), 'fans.')\n", "\n", "# Calculate mean absolute percentage error (MAPE)\n", "\n", "mape_nt = 100 * (errors_nt / y_nt_test)\n", "\n", "# Calculate and display accuracy\n", "\n", "accuracy_nt = 100 - np.mean(mape_nt)\n", "\n", "print('Accuracy:', round(accuracy_nt, 2), '%.')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Model 2: Random Forest" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "RandomForestRegressor(bootstrap=True, criterion='mse', max_depth=None,\n", " max_features='auto', max_leaf_nodes=None,\n", " min_impurity_decrease=0.0, min_impurity_split=None,\n", " min_samples_leaf=1, min_samples_split=2,\n", " min_weight_fraction_leaf=0.0, n_estimators=250, n_jobs=1,\n", " oob_score=False, random_state=None, verbose=0, warm_start=False)" ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Tune the data and instantiate the model\n", "\n", "labels = np.array(y_1)\n", "features = X1s.copy()\n", "\n", "train_f, test_f, train_l, test_l = train_test_split(features, labels, test_size=0.7)\n", "\n", "from sklearn.ensemble import RandomForestRegressor\n", "\n", "# Instantiate model with 250 decision trees\n", "\n", "rf = RandomForestRegressor(n_estimators = 250)\n", "\n", "# Train the model on training data\n", "\n", "rf.fit(train_f, train_l)" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [], "source": [ "## Use trained model to predict attendance\n", "\n", "preds_rf = rf.predict(test_f)" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MAE: 6426.15 fans.\n", "Accuracy: 75.22 %.\n" ] } ], "source": [ "errors = abs(preds_rf - test_l)\n", "\n", "print('MAE:', round(np.mean(errors), 2), 'fans.')\n", "\n", "# Calculate mean absolute percentage error (MAPE)\n", "\n", "mape_rf = 100 * (errors / test_l)\n", "\n", "# Calculate and display accuracy\n", "\n", "accuracy_rf = 100 - np.mean(mape_rf)\n", "\n", "print('Accuracy:', round(accuracy_rf, 2), '%.')" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Temperature 0.38\n", "below_median 0.03\n", "April 0.01\n", "May 0.02\n", "June 0.01\n", "July 0.01\n", "August 0.02\n", "September 0.02\n", "ANA 0.01\n", "ARI 0.0\n", "ATL 0.01\n", "BAL 0.01\n", "BOS 0.01\n", "CHA 0.01\n", "CHN 0.01\n", "CIN 0.01\n", "CLE 0.01\n", "COL 0.03\n", "DET 0.01\n", "HOU 0.0\n", "KCA 0.02\n", "LAN 0.06\n", "MIA 0.03\n", "MIL 0.01\n", "MIN 0.01\n", "MON 0.03\n", "NYA 0.06\n", "NYN 0.01\n", "OAK 0.01\n", "PHI 0.01\n", "PIT 0.01\n", "SDN 0.0\n", "SEA 0.01\n", "SFN 0.01\n", "SLN 0.04\n", "TBA 0.04\n", "TEX 0.0\n", "TOR 0.01\n", "WAS 0.0\n" ] } ], "source": [ "## Print features and importance of each variable\n", "\n", "for feature, importance in zip(X_1t.columns, rf.feature_importances_):\n", " print(feature, round(importance,2))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Of the factors in the model, Temperature is most influential, but in looking at the MAE, it has the worst predictive power of the models created so far, and therefore the importance of Temperature should be seen in that light." ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "First tuned RF model MAE: 5943.26\n" ] } ], "source": [ "## Tune paremeters of Random Forest model\n", "\n", "rf_1 = RandomForestRegressor(n_estimators = 200, criterion = 'mae', min_samples_leaf = 5)\n", "\n", "rf_1.fit(train_f, train_l)\n", "\n", "preds_rf1 = rf_1.predict(test_f)\n", "\n", "mae_rf1 = mae(preds_rf1, test_l)\n", "\n", "print('First tuned RF model MAE: %.2f' % mae_rf1)" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [], "source": [ "## Iterate over variables to look for most relevant\n", "\n", "from sklearn.model_selection import RandomizedSearchCV\n", "\n", "# Number of trees in random forest\n", "\n", "n_estimators = [int(x) for x in np.linspace(start = 50, stop = 500, num = 50)]\n", "\n", "# Number of features to consider at every split\n", "\n", "max_features = ['auto', 'sqrt']\n", "\n", "# Maximum number of levels in tree\n", "\n", "max_depth = [int(x) for x in np.linspace(10, 110, num = 11)]\n", "max_depth.append(None)\n", "\n", "# Minimum number of samples required to split a node\n", "min_samples_split = [2, 5, 10]\n", "\n", "# Minimum number of samples required at each leaf node\n", "min_samples_leaf = [1, 2, 4]\n", "\n", "# Method of selecting samples for training each tree\n", "bootstrap = [True, False]\n", "\n", "# Create the random grid\n", "random_grid = {'n_estimators': n_estimators,\n", " 'max_features': max_features,\n", " 'max_depth': max_depth,\n", " 'min_samples_split': min_samples_split,\n", " 'min_samples_leaf': min_samples_leaf,\n", " 'bootstrap': bootstrap}" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fitting 3 folds for each of 100 candidates, totalling 300 fits\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=-1)]: Done 33 tasks | elapsed: 19.1s\n", "[Parallel(n_jobs=-1)]: Done 154 tasks | elapsed: 1.7min\n", "[Parallel(n_jobs=-1)]: Done 300 out of 300 | elapsed: 3.4min finished\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "MAE: 5917.46 fans.\n", "Accuracy: 76.72 %.\n" ] } ], "source": [ "# Use the random grid to search for best hyperparameters\n", "\n", "rf_2 = RandomForestRegressor()\n", "\n", "rf_random = RandomizedSearchCV(estimator = rf_2, param_distributions = random_grid, n_iter = 100, cv = 3, verbose=2, random_state=42, n_jobs = -1)\n", "rf_random.fit(train_f, train_l)\n", "\n", "rfr_pred = rf_random.predict(test_f)\n", "\n", "errors_rfr = abs(rfr_pred - test_l)\n", "\n", "print('MAE:', round(np.mean(errors_rfr), 2), 'fans.')\n", "\n", "# Calculate mean absolute percentage error (MAPE)\n", "\n", "mape_rfr = 100 * (errors_rfr / test_l)\n", "\n", "# Calculate and display accuracy\n", "\n", "accuracy_rfr = 100 - np.mean(mape_rfr)\n", "\n", "print('Accuracy:', round(accuracy_rfr, 2), '%.')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see marginally better results with tuned parameters in the Random Forest model, but the MAE is still higher than the regression, so with the variables at hand, that looks to be the better predictor in this case." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Statistical Significance" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In order to test for statistical signifiance, we will specifically work with the cold weather cities in the spring months (April and May). We will look take the mean attendance per game as a group for when the temperature is above and below the median, then combine the datasets, take 10,000 random samples of the data, create a distribution, and calculate a p-value that compares the average of below-median games to the overall dataset." ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean for below median temperature games: 26691.77 fans\n", "Mean for above median temperature games: 27621.35 fans\n" ] } ], "source": [ "## Make a copy of the correct data to work with and caculate each group's mean\n", "\n", "df_stat = cold_spring_teams.copy()\n", "\n", "df_stat = df_stat[['attendance_per_game', 'below_median']]\n", "\n", "df_stat_belowm = df_stat[df_stat['below_median'] == 1]\n", "df_stat_nbelowm = df_stat[df_stat['below_median'] == 0]\n", "\n", "mean_belowm = df_stat_belowm['attendance_per_game'].mean()\n", "mean_nbelowm = df_stat_nbelowm['attendance_per_game'].mean()\n", "\n", "print('Mean for below median temperature games: %.2f fans' %mean_belowm)\n", "print('Mean for above median temperature games: %.2f fans' %mean_nbelowm)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have now taken the means of the two different datasets and do indeed see a difference of about 1,000 fans per game. Now, we will determine if this is just statistical noise or actual meaningful difference. The mean data are based on observations of ~500 for each one." ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Use the dc_stat_think module to take a random sample of the combined dataset with 10,000 with-replacement samples\n", "## Start by plotting the ecdf to understand the cumulative distribution of the data. The way to interpret the chart is:\n", "## \"~65% of the observations for attendance per game are at or below 30,000 fans.\"\n", "\n", "stat_x, stat_y = dcst.ecdf(df_stat['attendance_per_game'])\n", "\n", "fig, ax = plt.subplots()\n", "\n", "ax.plot(stat_x, stat_y, marker='.', linestyle='none')\n", "ax.axvline(x=30000, c='red', alpha=0.5, linestyle='dashed')\n", "ax.axhline(y=0.65, c='red', alpha=0.5, linestyle='dashed')\n", "plt.xlabel('Attendance per game')\n", "plt.ylabel('ECDF')\n", "plt.title('Cumulative distribution function for attendance \\nin cold weather spring games', fontweight='bold')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Take the sample distributions and plot a histogram of the values\n", "\n", "samples = dcst.draw_bs_reps(df_stat['attendance_per_game'], np.mean, 10000)\n", "\n", "fig, ax = plt.subplots()\n", "\n", "ax.hist(samples, bins=50)\n", "ax.axvline(mean_belowm, color='green', alpha=0.75)\n", "ax.axvline(mean_nbelowm, color='gold', alpha=0.75)\n", "ax.axvline(np.percentile(samples, 2.5), color='purple')\n", "ax.axvline(np.percentile(samples, 97.5), color='purple')\n", "ax.text(27900, 300, 'Purple = 95% confidence interval \\nGreen = Below median average \\nGold = Above median average',\n", " fontweight='bold')\n", "\n", "plt.xlim([26000, 29750])\n", "plt.xlabel('Attendance per game')\n", "plt.title('Distribution of sample means')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The 95% confidence interval is: 26582.8, 27764.9\n", "The below median average is: 26691.8\n", "The above median average is: 27621.3\n", "The average for the combined data is: 27173.8\n" ] } ], "source": [ "## Start by calculating the 95% confidence interval\n", "\n", "percentile = np.percentile(samples, [2.5, 97.5])\n", "\n", "print('The 95% confidence interval is: {0:.1f}, {1:.1f}'.format(*percentile))\n", "print('The below median average is: %.1f' %mean_belowm)\n", "print('The above median average is: %.1f' %mean_nbelowm)\n", "print('The average for the combined data is: %.1f' %np.mean(df_stat['attendance_per_game']))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The 95% confidence interval contains both of our values, as we can see graphically and in the cell above. Though both are near the boundaries, we can't say with certainty that they are statistically different from the overall mean." ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "The observed difference of the two means is: 929.6 fans\n" ] } ], "source": [ "## Test whether the difference of means between below- and above-median temperature is different than 0 for\n", "## games in the spring for cold-weather teams.\n", "\n", "perm_reps = dcst.draw_perm_reps(df_stat_nbelowm['attendance_per_game'], df_stat_belowm['attendance_per_game'], \n", " dcst.diff_of_means, size=10000)\n", "\n", "diff_mean = dcst.diff_of_means(mean_nbelowm, mean_belowm)\n", "\n", "fig, ax = plt.subplots()\n", "\n", "ax.hist(perm_reps, bins=50, alpha=0.80)\n", "ax.axvline(diff_mean, alpha=0.8, color='green')\n", "ax.text(1100, 400, 'Green = Observed \\ndifference of means')\n", "\n", "plt.title('Histogram for simulated \\ndifference of means')\n", "plt.xlabel('Attendance difference')\n", "\n", "plt.show()\n", "\n", "print('The observed difference of the two means is: %.1f fans' %diff_mean)" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The observed p-value is: 0.059\n" ] } ], "source": [ "## Calculate the p-value by summing the number of sample observations that are greater than our below-median average\n", "## then divide by the total number of samples. If the number is > 0.05, we fail to reject the null hypothesis that there\n", "## is no difference. If it is less than 0.05, there is evidence that below-median attendances are different than \n", "## above median attendances.\n", "\n", "p_value = np.sum(perm_reps >= diff_mean) / len(perm_reps)\n", "\n", "print('The observed p-value is: %.3f' %p_value)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Results\n", "\n", "The observed p-value of 0.06 is just slightly outside of our 0.05 range, and therefore we fail to reject the null hypothesis that there is a statistically different average temperature when the temperature is above or below the mean in cold weather cities during the spring months." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Conclusions\n", "\n", "We cannot conclude with certainty that Temperature has a significant effect on attendance per game in Major League Baseball. This conclusion was reached through exploratory data analysis, modeling of Temperature with other contributing factors, and from a statitiscal perspective. While this doesn't tell the full story and there are deeper analyses that can be done with regard to Temperature and Attendance, I hope that it at least debunks the initial explanation from the MLB Commisioner that weather can explain a decrease in attendance. There are other fundamental challenges that the MLB could address - and are in their control - that will positively impact attendance per game. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Limitations of analysis and next steps" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Attendance per game is tickets sold and not necessarily \"attendance\", so the actual attendance could be lower than reported\n", "- Scrape website for exact temperature per game\n", "- Incorporate team record, playoff contention, previous year's success\n", "- Consider visiting team and their record\n", "- Isolate specific star players and see if there games (home or away) have better attendance" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 }